From 7c11b7e5de4bfaf3fc11b834751ffe46140a5b1a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Petr=C3=B4nio=20C=C3=A2ndido?= Date: Mon, 22 Apr 2019 10:01:58 -0300 Subject: [PATCH] Documentation update --- docs/build/doctrees/environment.pickle | Bin 2276964 -> 2294807 bytes docs/build/doctrees/pyFTS.common.doctree | Bin 418875 -> 421045 bytes .../pyFTS.models.multivariate.doctree | Bin 134064 -> 164848 bytes .../doctrees/pyFTS.models.seasonal.doctree | Bin 155364 -> 160058 bytes .../build/doctrees/pyFTS.partitioners.doctree | Bin 113474 -> 127785 bytes docs/build/html/_modules/index.html | 2 + .../html/_modules/pyFTS/common/FuzzySet.html | 15 +- .../build/html/_modules/pyFTS/common/fts.html | 9 +- .../html/_modules/pyFTS/models/chen.html | 2 +- .../html/_modules/pyFTS/models/hofts.html | 21 +-- .../_modules/pyFTS/models/ismailefendi.html | 2 +- .../pyFTS/models/multivariate/cmvfts.html | 61 ++++++-- .../pyFTS/models/multivariate/common.html | 4 +- .../pyFTS/models/multivariate/mvfts.html | 1 - .../html/_modules/pyFTS/models/sadaei.html | 2 +- .../pyFTS/models/seasonal/common.html | 6 +- .../pyFTS/models/seasonal/partitioner.html | 60 +++++++- .../html/_modules/pyFTS/models/song.html | 2 +- docs/build/html/_modules/pyFTS/models/yu.html | 2 +- .../pyFTS/partitioners/partitioner.html | 140 +++++++++++++++++- .../pyFTS.models.multivariate.rst.txt | 24 +++ docs/build/html/genindex.html | 76 ++++++++-- docs/build/html/objects.inv | Bin 6453 -> 6564 bytes docs/build/html/py-modindex.html | 10 ++ docs/build/html/pyFTS.common.html | 14 +- docs/build/html/pyFTS.html | 2 + docs/build/html/pyFTS.models.html | 2 + .../build/html/pyFTS.models.multivariate.html | 127 +++++++++++++++- docs/build/html/pyFTS.models.seasonal.html | 45 ++++-- docs/build/html/pyFTS.partitioners.html | 71 ++++++++- docs/build/html/searchindex.js | 2 +- docs/pyFTS.models.multivariate.rst | 24 +++ pyFTS/common/fts.py | 5 + pyFTS/models/hofts.py | 21 +-- pyFTS/models/multivariate/grid.py | 4 + pyFTS/models/multivariate/mvfts.py | 5 +- pyFTS/models/multivariate/partitioner.py | 8 +- 37 files changed, 665 insertions(+), 104 deletions(-) diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle index 1a0e74f75ae5e85b0b43cd106cb0343a0eff8a67..da696eea153396afbbb79ad4f8fa7304095465cd 100644 GIT binary patch literal 2294807 zcmd4437i~9bw4g_OSXL91{>S!Te7vY@*&^0ywa`?ODoG-2|Iw9fA381cCTip$I~;~ zUHO!4%r$@wLlSb65JE0OAS4h%?u3Md{Bi+-1PD3E^&`hG`6d655Pq+Y?yjm=)m_!I z8tl(U@~FG&Tkon@uU;Mf^hxi!e$C6)kpKGU#_b?%Em!>3k+2iBntrQ0=%2l<7dGnC z!lQQ%HXa*1G1$;QwI0>F9pA5qok4%!L=ZLoiMHQ`s$n!y_v%qRG1ZCMbJ6m|RMhK6 z9e6acJ*tNb@TR@8$u z!{p!VwzC&0OY5T}ey0=Gfq*9l{k5^*?X?H{`ltHKUB4BFQ7axi0-UFkTJBan;0&l9 z^e;@r2M@zm*YB`@5Blc`FKVO#Z^0i(7)`GmEPBgw(QrN?Qv^5?`b)K_4gg|%3t>0t z&9wm-BzGxm4{CQi;ap`QiWVBa*YX-G-LMu9{QfBoueH!4RP5`Y-0nn+ehoCema1gX zUtf#bE1hs5fM+{y+I-{fo5p6m8d!!uwj0=LG{ObHRrANZR()*B>w06ewU9p8>&=0V zLC-5=<70<*%bP!^WV0GO$hLH|W3YM)+692Z~}~;=~&(w+#AccKv3%;dTAE z+6Ga8jQgin(`N$@6h|$k8u#Ys!)5aRq)I35!kbf@UJSCXQWdNXTXi4Ac(%V>YxL?q zL4%iEYwN1i#(=|vL9aO%SL$={yD~Lfodu$O5X_nFl?7t0YVu`7q#U8=y9(x968f@yXrZro>=RIRIp>w{1`XZ3UuX}Fs^|ydM!Wd#kB2n z6-%#%btrdea(v5{8^Mlm*)o1JNI~eD)uz{OgHnh9UmkS3?fA|K>WnJwm2MEVDp6-) zVz4jn&Gpac_6wz}(6Q^uk8ftJgbz9D~f>*gw7PGp$#99q2b>30X@^OCnWu{|NZnc02){ht%l! z^L~f)!WjDW>7Dr+wH$`=$^@euMUA);`rUcT88I?apOlvBpBc8=y>1oYz*!S>UEk}@ zkKaBX6CZjeD6JcI8-8_pKI$}qmvdwAA0Q<8>8XL&=vEv45x+6mv$lWXdmX|!Hh5@I3@89x*&F+3Bpwc)5np+N52k)PZK%px8oaUBUteAFI<5I$t2WpdT(M_M z|J3=Y*Qyh=PgTGy=e)VF0p&s%3C?Ckf|a)4 z0gLdOgZ>5VQ4^>E6~y5DB5=q+llVOI!6!q(9+5+WH3!NFKu(9@(W#I2!rEbQ79H@= z=Q03j2E-471vi_bf;^g}k6$b{Qfa{`MjQ_i&{-MuUm?A0_8Q&rh}Q|h!$7By-i57N zhk6`BxXcg?j$q`(V{#Y#LjM%6(O{Bfi@I!wbblK14?R$bH_H*USj|D62=Zn96dGIXz`Mu|U zFnEUje9tRh434p%A3pk~;A!^rlRxudu*`n`)9c?5Jjs53<43+49HBqoaN>K922Ze` zYrpOOUjOvE-}Yf(X~8%L!ac1PH5y>?AVBi3xucma6y z`oRGZz)@mPw@mcn&IGmbiAFdFK@f2>H&l5Cx zAKzT3I9tm~$l7yIX$c&}5bVT#*AGD-NG&ztg8BL*kPEbjc zaVLA`By?nfnK2Ta7lNlq@4C~HNQTCo^2Cn42Pi3bm8m@6=rHTqQKt66j@OFG*i8ok zrmj*vKwwv%2Qtm0wcXqS7vFXm>Z3U9GKigJ#4sCmU_jrVI`i_Zq+Q6Z6DF3>J9>0w z*6-5xOCd;IX0nVdW=M$IiG#3BsCXghx!ZLe0-}k7le?!Mri^TJB7;_*3_JTh2!mS- zKnewMvq}mwyMN2(&9w5}?i6ebyR|4}BZOPWq;2oqw*S!VRN2NGFb8dQkJ9RHeS$VV z-RgiT)5#x&xRkLkMHysr4RHs3?`9{oi6+D+{z`SB0a~IMC1k{mp4Ps{T|sfL6}Kbq zc1qNr@fscsQC?Z<_f5`DO+Hw*_Vl3xU?Q}38OwfP-_>!AUNngy5#4rTbxW!PH)& zXLX`DZulKazMGGumPckc^IDjvAgTO9&?UZo%B}BZ6W|HSl5VwzfysL3a5klJl%dc*1)^fO!@Y5mCSX!n zB2sX(#B4r4k&gIoVXlB6it&YDg-~TDW)6cXO$-UsUN?x!1){uqnA9%SIANPf-OZSIO(3LSc zJY8v;Veinwm;9XDbe-FtB(WrWVw(qyYhin30z!u_gpd=5>uK^~c+M6eo6>7|%(d617(aa8S5uz`6AqI zvS)x#O?9yoOhElE3{O<^ZV6ZJy3!^Evviw)sX(c^FJ>Z;f<3>*r@3xfBt{%;&=E7M zrNV@iUtv{}O3!w&gJsH9rkg3(rG~bYDrqblQlS}5!wy9+1Wyv1cAFRr0*)tkCSin| zZAlo@urdYPf2g+H=C%^dc33!Uv1E~(&LtE{QA1EO8^VGa>%T*w?CQa00XEfh^JNlG z@DDm&sHR@l%>pH`S;!VN{4P%mxpj95Xvg*$s&dz@L1MzUkB4*OpEXLKM{ z>eZ`WV+pe5WG76}4VGX_N7L^@mIyY!1aA)B(m#psd0-nHo_k^tJO+P`!k@?C&r|TH z2Yb?XzT+*$bZ6k8zXtYRz%IoGY^7?!-m}Fmu&cFy(m_c0k!=}Q(;)>m zB<>)qZDVA*IX3HeU_-|ktb~s3ryDU~s|MZKx_Bq4YgeVe4vd%VlwG_XD)r`IMdwqlVtz5dBvZ-MUpTfCJ* z2ahe@20s|@l*Yxo;NOdP!(YJgR`_4CiBn>PZ|q#0CWU9=FQ9U92mBv4<}B`l|3l^b z+5h&k|LtS{+fV=3TRZ^&PiQz=Ov4#W)_gaMEL7zkqsasOVQ6~1m?plHDOYG&t`t+sO^$`+dMfor7=<4hlEP<;DZG^R z8%ALzNu}yZEhx)q{HJy+}G$u)Ij@G0pjR5{kf-l%3Dav0wX%Wjb{ROFJ2+&}23a6W@;o`D2vHq9 z4)Z)5(mS1}D#(E%T7L0GAZ_uT@E06yYFQ**k`~LpGkwZ*@p)%HtaNe8RkWjkLqP8Fv(7Cd;r~%t2vztc`dZdq*+5wW zBBSDtvWyTadUFuj%`ahG59STW168W8wh2FUb-=4`;E}(RA@Ppw1J=(Y4t)x^K8KlS_h(kc&S6fA#ka zJ38{XfR2xgKM0U}PGW9mLs>Ot-HoYfsP49Y7%HH<9nCe8;};YwS$e741!=c?oilg( zZg` z+)?LNk&KrLWxTlBuI;Gk+F;OFewstSD~p5rGaG-v(EV|1 z4?TNfnKW`!3-it=Gy8rQurcJ^g<0BA-nmPu$ctKr3tCQvE}u+XMHku^Uoe6EzOz8A zI{ay*!zU!5{{Cs_Mp1wNR9T2DBt70*;Qg9hrZC1tA-iAAd#00rbLP!TC+A+psDQa5 zB%ENKw>6LFEdS!%Hd4($mW3FdYR;OWX`L~U0bH*Iw**PO1ifWydHG4MzQal_XGm(n z8o9u^S)`G3%R;CcDdF|9u$F~EB_J{?4wW@6K8t)jF9^%?$3xB{&AU59!&^L(Mz{|; zYfNuzk6T2z`<&ZC2DXPn8PKt$oy)dn>J7W$H)*<#??8h%+%rn;$9*F*&UU7@dA!iS$d(2xxVhUzF+b>f@uwOO1LY)MDLT;Y`kt1~~51>8Sh9$xtZESFc7hFkC4IuiN1vJhEMI*~%;nf%DoaGRaEv9b4lej0Av zxlyEr>&rrnP76F>VWwEwp4@k#9U2SDvT^aCGtXAKQi2C^Sc<7^*_lr(l_?7kTxCEbR#wlM0;H@?S%}doi)U04LGY`twHnJW z%GCBf&Kz5*O-a5e)MDMe+nEfcyKgTGF*@B{CUvyzig2y=iV8FR{jxLHR{FbK7i3g2 zim?Vi;Y$F*1IaKt;XqUaLpDDomSy^n|hyqf;o~mBI%d)Nsq-zt5PdmOdBPS%%LjOlB?Gp9r7i!_h>*Nig> zNMHAtg&3W_m6kwRDG35FJ~EQmdY#vkx}tiWfQ7AL*2_uq~@jT zhTJf!yU0q)ProD0Pyd0luJjfMmueJVy6}6>Z6VY89SV^r)(xwEQU`9d%TD>DgNNdg zL-FYTI(n*jb&u!3(U#2X!tzh-!OR}w+)_Xf30Yyrro!voU%I6 zzHGC7<%9#hFp^6@w+oOHV&j9;lI(jQKW@y z%R-D!3p`q&J(Eqd@`4IYF&?oyb84j_C8!XZ$3ex6GYLpv_m_njoxV<)0v`$=&s7ct zWsiAG?#zjmKGt7FR6v_YUh7fkCXxJGWg$i<{|%Gr=hnu&R(&j9X~Eai;M3M)L^5Lw zK73`Gd`(Evk9{>Bq&rK(N`Fc+pZ2Hh`*FBWy~~*lq|`JNY7}UO)IXQ_xB4k4wmXiAF&QfmlN?b0z|5=zm`N8ahw- zBCcLZ+7e7p8=OUC)sd7f9n{+iWMWla<4gxq)sue0j)bT)d;l(g5GGb<(O zI#WUc*3fQeB9Ml5l!X|bhR%X-7mvfoi}eaZZ<&7D&U{(vM>k<&pH{}&X*!dDw6j80|p&SUWE|lYq4Iwz3c-)DHBUaZ&zK(0!KrmTBjs&U}^D z4iKQ#&PSX{K-&3GS%}eT=M4I3Y<+GX+RtA1DhkI)#nxjTYdmDq*eK^xDOGyCNz6T4Q;pzdvzi-AaGT z`2iYxHv|r_8b9Mq2vXx8mW3Fd8ZX%!k#AcbE!JReNv6C1cIMYgce=HS1|u7*?LVDq zKx+H_TH0`g9?<5}_E!JIeai+kr(~ir`O4s?Cl!593VE}9KQfESt7B4Of zF*+??av+N1hTkbxU~WmKyD4XWOLx8wBO9x2(wPRNwtLG$j81K5&-PkzJA!TIWEeqf z?D#cPP~gm&m4b9@88IgiYshyd0%>TjEQG3|5*v=QJpbG~aU=A9RRAlxh-4r5Ex-Ye>HGbKdX&V9e)wEag zRd@JW85df%-S!jCBp|u}d|8OBPyHNI-ErFmE$*rnja_r&{$DwBW2KY)`!&Ae+$hq* zm&!tnP7C}fxbOw;3jA)bX!FEHh1uwM%IT{Udde=Ue>ohDg~L|k0;%M8du5z|DFF4O zwa$bf4W3XI;#;c07`}3P*j9s5VWz=N&RkpdH+Axm`M?S#0(-)Z&V(QhURxGI)nJJL zC5v&`I9LKAqvAWuIujn_Eai>D$1%p?8~THlw%;LN-)(9?&%F47G{o_pHKw<|C5sSe z&bcjQU{wl{C)}4>i1VB?(>4NDFY?b6j{Eg7X9|$mpDYWJ^{B^~=3WXB&ikFYu~JEX zg!9ABjUp}lU|ERKX@Or=l$m42cx^*|Q8qUIt~1A0noxNMazLl=kr(G4M(euw(oq2~GH}tQ;8ubOTjXFKYnH;3kGs{A# zIxP`+X0a;^a7sXARJ^vVaq`%8B`>@>j?W7QSf_SJqal6aR?5ps zZc|jTC(Q_N~sXB2B!Ri81d3>8t(i+ZFLf4fyu$1?&n6W^NU~75mM(hEKmw z%csozRoJR^{3a~zdky-QFB`d^-J*A2)}E)f7tJiOY+D*Z+kW~;r9bKLw??t8PiY$ zWO271*=5#WbQXwJpU$6(e!;m>)TKXH7Q)534yOgVUqipky^W4{aIqLO*_WN^YO+=u zQkJNM=J8pmvfXt5qz<^mWZB^+lS;`nuAY1k}GSFAFg` zeO)NI`jwtmTc$!xSG%3LwCY?d0BLG_S%}eTN{(TO&FWoYPC2Hp zrZcZr`cgJ3a(z)cvC0;mX+SDlC=2neQdtn0F6We0CY56( zZz&7$EmPT&XVuFBu^dy`N1S;bMrEXZtg;U|(|}a=Q)MAWr!qN~2u+>LT#PB~^Uj=F zDNG+C5-PF2KI=>Z($^oAg&3W__~+R801?JbFKqbpeybj8gOB3kOn={S=G;nu%GcX8 zRAW7U-I)}m$Nwk`F*-fUqgH##)bVo4G0k0Z)^VAf=>rl>B`ZQ&T7+}-?J7gM~^wTg{*9uLgY#KIIbKy zY#aVwXI5>*T5wD6cR4qTKcEDb9K-;l3hi4&~l zzi=iBY5B`#Ax5X=QuoiVKYMlJT6v7>EBoG*ffH+JoiiCoLnoGnP&HH{!pVXpHi(vh z$f)R*H8mb2J(D+tAIBg`nFMFc+xj@^PtrJPo3rNhKI0jSIBBbMTgcGvrVx2TK8|rx zsZQ=WGi@W_zH)DLl6J@xkNf%SoGC%#e@$74tcN|!G+ zkrtjR3o$w^+#p3g!gia=LAbo;Rb+2XtE&xroNBVT=SQ98VWr1S+PKHS3+`_3bEXO@ z`iIIwj84%v8x_4f^F`BqCze*>r4X3nKkY0ZE5+YZsCW%;*Z@A|OdT?SPnLyH4WL9& zl*LtS&@BOxQE^9EMtEFxEN{p^j&ao$l6i|81NDK`SJS|1-8rih+#jDNJ)j+7?W(XLwdpJYE6pk2G&fL>d)A^eIY_4qWg$kV z)9Z|*4F7h$R;|{xm}XyemV=dMH)w+;$u8M9=dg0$=1dV%?pw-2j83^5&B~=`4B&)< zR=p1On1VmzEDI|IUtg@?gb%FZ4>{9>RQywAAx5WSc^O8seeuKR($OEwI!v{ncb0*b zYV}Juh<>cr&pOkC)cQwdAx5XxP3E2pw{CPpas&wOCxpSQ2d9iA?YdQEO8$nkM68rN z&JWwNF?U?l?zq5)@zCwpoykJF{*ST{qto@ZW?eUrn07ANR$}_S;@smgBkW&S?4KzI zxEEjMOc2uSC1oK-r`en^Y00cw>sm~=)6R0R>bn-f72^RbcbhXsNV!|fLcAoDTPvkp zxfWAy=q!iTQZAzgD|gG@r@y~$4}?wHIHNVm|va4vmMg8aeeyu-_rE) zZ#wHvZ<0@2q>q2ixh-UBzf2+W#C#mn#|}%rf9=ewjaUozFaCvdqe#AAE(?)$qCaCQ zI&SIV4N?Rx8GBw9%f1@()$7k&ohVxF82ydfC|bwGp!cqe)<8dn{}vCB{+it~yv~_6 zr05gNLX1w)a%ilG$T(NBuEo?m?koqZj;ar+H9X(}`FdxHkaDjp3o$z7%2QfdFveV# zZ6&7K2c4y0rCR+w7;}I%yU&>*q}e@XAx5WJIVzUr62O%s~c9w&cdTl&2zMd1u0q#(%CX#7jiuey7{(%+YJe+%>ML%ryQL zXQ`~7#s#9V#=qoD7}EHkmW3Fd#`6LxxYV_w)wFFTrs1{cAD8))P4q=Lz?wb5nINRu zZ@%<3Tk7n~7g{aJItNSW@ZKn#P2NRSl-u-*)ETO0!qz zYnIWD75bab)F6faT3Lv1y+WgA6TX42+iYc0s8oX~^lQ%iuZlt`C0L<eOAqp3xCrqOS6=G{u8`pK+B zH&*4VoM}O-oGlA6I#rg+IXvOamzA3Imy#rE!Wug2Oa{`>QdtO9LnU$rS-OEuM@v9t zRD4_6F`lOzp3IvJAIEe9za&r?8Vn!&IXlfY{H(Li^w#&JMXuq)&TSzR`yhqL6Yp`% zHI(Y!pK)f|M!F&5CAslw4{iicGR!Ye~F8lA! zjUp}lYgvfVX@MWJ5)HB<{6ib7TGnA<&7~Kv&J;xUSbgPamOyeW(vLgW#m@8~wO&*f zVsvWd_gzV1**@cYE&cL$adD>1NoUTjI-+u?fQD+U$9tVgL3+HaEX3&a$Y&3dM5bHa zPSndryOk!D*@lj8tjalOT97KMWg$kVO1`)xiDbw28LfvcD9cp%CTE_l zRCt-3+)?Sp>U-Xq4y3+k%R-D!eV4I3x+D(rWniuTiV8CY{-iV4Rtmg4M}dT5tid01 zCIo5lN6JEsPJ_BZZdcFi7`{+aT%2j~51cu-(qi72$f(A8{5@w`nno63roo)WCk|Km&zQs_UGg&3Vebvpa!>FNuhH-uRpSOrzILUp^;)SKQ>y1I2rH#3JLI+GP-?JtU*}8_ z((Y@@La5p;kqXbU=`7(|0wSa0C(90eUBz^X9@v7({uJ?L zX*&J8oRy}x#3L5z^zU$P3)$F!LgdN!rIt?rm^0Hh0`4ncIckeK$G!V!oryq_|8QA| ztY3YQDet9_PyeDbH&$B7&!>OExlyEr&y|H3ofdA=c%jPv#6G(#Q{b06;T(*mhPg@^ z05+_??B%Ny@5;`sf3uQKNO&Rs)x;U@ga1=jb;8%X%R-D!`$?xhe}Q39VW!n< zj*nK=2w0^UYw${ELQwy`yex#O!4d&Z79+7yv;;&(#fxQ4k;h0+65PITildJMz3>Lm41kL!Xh$yjdNSbvL2=oc~U)&k*G&23&2L${R^%NqNVX}G|mYdZ?9-Sn|su`c_ja(vJhFH>M|7` zxA^FahXSuV=5_qB9lfJRSH{SPHpXWCPUy#D8(@q4Mnz*5<(c;0UOge;k->(=7fJN; zPWa0Y9(!c4c-x6<)_B2D^5(tpbMbxTulJL`evJI}6XdTCkiR}i{`wI7`ULswm*6kI*FSq6zPBD%yHT~{&-KDaorr)o{&pgY7bpq*C!vA- zeC!2E1NnLM1xgA3N$BA}303?jp^g6}6!M>hPX3cn%YPC|$0BwDX^Y z1NO7mKVzX0%>frwn(^T6gZ?>8%zj;ZdTKp_FU+^#q;% zU{w!v9%v8tf$n{9@Lt#74+-dI3{Or^o=kQY$iGjk`!%@ZlHTzE|2(-K)mmQDho5JK z@d00a`=-Ua;i&E-gWlZYUigvFe8M8N-^Kf0L7w$bW~Zkzo=#}5Q1aOO4gFKu?7kMY z<_E#i{yKiz>iI!`EqwzI7heNd@ZfA#bPn8N(DXWo<3aFv@{Xq}vv-y3r%>z`6+$Qm zhcz31&5PKIQ(T?#TT$o0%JM)@f@VnI%8G3Zr?;Po`Bo#$9eFTqh+wCe+l{E> zKhUZBoyk@m`Z>EZ9xI-&Fr}svi#7}(-R;bd>&Rqs6+>!Pc^9a|&_l;F)#&*3A?CK3 zW>Cxd?01NH)`etX73Pjzx@dvf&s9j9LZ$YV1H)5`22LmpvyvQ)8*`P~i691yvyQwN z&0%hGJqnl>g)&caf^4E%oLr;o^jaw!NVR+ev|f;;CZ!%#%kAQ{n&@lXs>gJ{ z#H{aiYC%;y4&)k9+z9Kig{Ha$1AVlV`DCoUS0L%bw&J+gfj}%9;P^)>1py_6D%+yv zy^Fop!fayhh);eyfuZvL(C^fIb8Y@va9!<#fgd*F-7Wvop4SMwE2w4uAt+tlL*^Fw zW=&l!uLf~~GKgX0No6w!4yaR&Yv2@7HGb$<*Gerq;&;deC2CVV!>p~-X=B}D6G=%U zBap4T!ahQRv2j({M@SHbZi?>_({Ud7-jS6UB26SNzWX7!QngmcD$S8|(`!35M9P~T z58vLcqp%&e<{gDu>c5|N0esq$^sRbS)YS48r)K-rCI?dQg zex$rvemQ0l2VSS$g3$|6ce&ByRbs7rb3_jQ^>73FxK`vj_LtPt`vz!rf0wJ+k@(=^yur4W^ za9p9motXqYL?HxoWjqltIv7R&(cPXwee6uYuCIOhLeP3;!NU|RyXj0 zBh>xy%%%v!-2buO3bFK|9G*ZH1LX#HxbHK-z^@&yLIMmzf-2e5gv5iRSfOIahYU*1 zP}5)-wT=%-mn;M%CPwn?YH)$$7}~JE-0gTZGWDiWA*zPGDXlgSfhV-7VGwszT7d>6 zsRhktjP^`oe3s6>TuMDTvKfQP#oiHd z;4qq;!B&*&PPU@f&9xPrqoth3HBXb|#FMkEa1|1)B!8{?Pg4UhFUEy&z(gBBqrcH} z7_`xAh4UdK{3%;?^T26v0EX(W4nTo%QmR@vSE(1G{^oVUrU$x7QuD9Wm#9o0*gZ2z zbhs9l9AJ_FiFG`ZQ7~4t;&n*rbu5)lisSK8EItndJc){wO1I~cQ%NdSJ($$irTMvn zgO?I?jdL8aPYMiR53I!yvjhqicvi1PFtnd9Z>mL6-ndVSjX{tS(n+tt;Q2_{hg+mf zVjDP^fcKR>`ylBCfy+KWTnOeOSh$p| z5Vn;zdBkdN6T}GLNr^g5rQ+G5C@VYm9)S0WIQhuHLE#;LFG%R+YIRbivUk@kX=c6G zWxM`;5((&w9?%u#L88zwyPUbs=o8xKIY4d63QVs3WlRXSKcUWo4`1vi)BgYlvuZ?E zW+9DN>vdpzSGNiuxFR6Z_5#^52+t`7Z54t`s0M?gQjfc9UEA=@BDqmqn`b?AwIy~dqLRro>_#%_1|3wZh(tPt@*(#^^(przo?VjbclPO_ReYVzs+MmVQ(L73q;~&Y&A<)S5h?RT-_(6yaRdYmpr@N-s0; zCf0!=lRF2gU-MN>wKcjGc^;Ndm4*~IkO+|%hc;kO0c;RO^$g-r>tW6e-6*M;Z01nN zG{{4)RgGXzpUR*?+awK1Yr`0ZiR6K$DnwGL=`Dv%*hZQ4z7z+weV078B*HC#F(}qx zM&wJ&kP+3Jk--xH&uok!>qLsAFOq1U5r=ENr_GAM=AK5QNu7&il5)r*lwa_AajdBz z+ptg}4i_}VWiF-S{B{w;IC}baqB-3&zDm$f6NUC&rS{f=XuIfogIKf_B zjh-zTDeTCOxwz->b*Byl*D6mX=%IU9B=O1teK9?UeQNn~K;=qF$8W+0BtVN|LorxMh9FttZD@>`0Va0~~I-aw9AY3Up(G$#v* zP$Y54^1OL5v2$8044kta`( zGXOX#1sUBHk|=|jH4FMAd(xXvtTnXtEaN@=Y;SAkHvlgH|eqb-rsr3dm$>_EZ}Y9b3$HAQ$gIhgR5;V-f|vD@_`d zn(|CXsM%P7ycZ45t1^HpN@LrAkY7`=kc7(~EcEr-uv?3ADa%o@U0x;KRs};Oo0Q14 zly1Un)f!RDXS<5hfJ@MUykwL}rtWt=I?gNRD6d5&rRPI+da8IEP6{z!Dp#3qd5la! z(=9HNN$W);Z*5VOFAq8@zII7nYEoW%GSnA`JVCrxZ8wEumJ029vrE|($4aH99PS~i z4fGbYmqV#RS^K3i?it*lob zt(@!|gLowuLK#vxuLL6bSQkB6rn-H-h}a4#9Z_U1mGPRl62?`y^B{&<7E8Fxb>x|3 zB3Y=Dt>qG3$d&Z$Kqb{Mi2 zt{T|O`ooplUKdT9G$hh1Vj!Y~D{GcQxYwe`*GvhC()>}LBGUHeVJd*ioyy{Tax7pF z^b%!pO_HY-=46GJ++7PVVV90@0t<@Dv|Nz20n2?|*d$(~3D~qbE*y%O6{yU@Q6;Z2 z4TFc*jXdW0Mw-Yu0oe3sVu=rd zYIT@`!o@|^C9iQ9Nx@KMDS(ZZRiK+J4=IA!jef!+q(gvnm9oSVty1qz)=rx5BW-3IdsH>nSL=?m{9D?omJ=mL? z+Jh*FpTWvQlc--ZAoaA+i z2+hh)U9=ojTHn5CIr}DOrzRg1m=X2IUYgq$Ek`M;wCz;AmEAI6VBPQl#(9 z?TP}Ii&`|hf6M00re?`I%Vwpb#myd^+&%rUp;`LQu35QgakBy3FDDKTqLAr3yJqF0 z`eymgL8?EP#lvzHL{f0khQPEq+K5HWM2JHjxpb`6Ju2XdLmhu>hLRhnP-)>}j+$N# z)=#Pn^b}!cv?8cjBt-^l<^C#i)QRF4t`#wG#NV2s#KzUadX7ZT6ZcwiJCa6D(eos) z&CQFR2bI>hpLm{REtBNKy2(^1F`(>aC5FTVL~v=58+q`d7OC*t55(+Ol^+D^%JNU9 zGbRYyB%H@3S4ApSlL?KfD#WVk9ewN&k^;bYRHVsbzs@+U2v4eMVnwNJBwVb_6B5>r4jl_L&#(i$_)AgHGDiAd&qSO%06hLA%6A8i9T(9i)Dc@Um1 zC7q3D3bJ<><4^L#fG6)zN+r7PXS_%DoPIUWp^Jws97z1BCT(svP7FB9aHQGJciTMQB`3^H!Fb;np*Ts{D}aBRRGyeLGa}j<-bgC3+c|cKQ~!F~V*Pvkv%DiU^3S7=+3f=X2_+!sP>AZjD@l$@~WqEENj2 z$3s;PPv2H{f%VZ#gcI>+iw!(bG8a#5ut8G!l08{h#a@L^XAP~Y65|7;u{5OfTW|+H zT(L@4DOEE0C}*y1@G7#~R0Ub!Q{=I$s4_d)M(&wWL@e7%9t^0593xhJ+g*~AvH>vC z!oy3m9CdwFC;X%%=2#_JQ&IjpRZ_h<&u|`-TXTND5RDnCADlCU%>`Jc8#Cn zj$}JP)$MwLwpt8VPLuEB2+_QI+d9+dX}Cl>a33w~PM(Kw08R^}A+>A@p-`x@y9pb$ zkN7#!17D)kw4kk=cr5I0_|mC0kiM_V!&W{oYL{@Kz#Iw6V@?qTS*W8KzGNp}2&L;g zvdd^M$(=_I{pj25lbs~5nm8;RImttOK~-C=7r~gim@IP}6mb{1G+4;?Yz3tsw`6Ow z0n&BgUD7C0ghECThz9E+%PByLkALi%TxKt^xz!0b&AY+S)Z%B$B{(-Sq4QgkdA}2x z1Q+PD5`Y}O=LuGI6L(tE1Wv-M*Q+gmsk;B69eZ~kP?WIO1&R2Fs=b2umBO}_o;&6C zI_C!``9P4bnRLunB(@BmzlcwEbF2Tytp(T?X))1admZCIG8`E3w zBpUB21!$no-mi)wv1U+oqAE>%C9$<)Cr;W$V8%dQp7<1K*EFc{-CTD4AZG&QOpIVmNKt@GHrWLGWy{*d+=B9e-9>;gX%N9YTei zf&{|Z6^+StA?4x{oh=q3n$_*SLGMP)3yFmdJLW_13IZwoj1`btc{pbopno|QLF z$cuidB!Pp|PxT#S;(OKcjd8 zIXEZ=oAbKx!OR$Hb=DbLeHxZPQQ zOx!P2Px`u?sVb-kYj5cpxde;G{bGlfQTUXmkSAAfK)L{-r7Um>+Yg9g5Pd=MN{0j^0PpVI4oLLqzlPXMR^OD)M9e*IpszU>NRC6 zGs0CZJNV7ogwkvenLP2d#Yoawkk3#UFNr6vXiD;sjn|q!nrQLhDvK^$H3b13y>ngy zmSD|3wc0>r#|Vhnq(r5>HCO@@I7lpB&iH9dS7;>58P61+!*|k7 zS`+d+p+`+y4rFo+Plo}Yd|(%F9aCb^9OY_o$lbOuMKD}{B`H^qit@!nY*}|JmIUY| zHF_z6(l6u%^#Y2>=`h$12{*+Plp$nKf!L=SR2+H!T|iLNi{XILP!R0G5fwt7g%nUB zjH;LzIZ`h`g3(OK!D28ukt~6+MZMGq%jpDElHY?UdfbX}L?cHc*v*NFf5qd2yhTXg z9wgb*Esc^D%exVCDjVIgb@O}~PHH~KX=R)f&yB~^9EB`&$ai5Q&x+iHlZdUPb3>qDpgALg87Rq_ZVM zjzVJ&y9!9*D3UV>h*0A$*l^karowv@J>67o2!R>OehLn2ToIx@v z4KXdN_K>D`7JS_}1a+s4_ zQJgM4Eye~i!^Ifc@F2mslETLZ2}2H3@=0k#HU2T7r8@!#6-2bOkx8R?zj_4_uLoB6vHhoSVX|C2tS#l9Ya`fg^ zbPq($rxR+?tLBg!zHj>Pf6_{Js`eM9N^hWJkg@$ z4VpT#%t*-;k){hJ`c?y#PCO-4Ia?*u%FQK-TjZz>7p;I;X49)|u~_7-FgEpR6hm)v zk!a4-6ivD!LX6>1Ugyt&GLHT7sSIl#4N+D}Ms>kfURNbokeII106j`n3P z1Lzwx%bB|Ayry~S>{vWf9r3PNzD3UeYFp01GIy@k!NuK6&OSKNOO7>&tmnD^0x?SG z9Hg$aFULjOgPKOH`-ei$8@A*vosM!%Hi=4-$O}AFi_Yuiw5)UkR)I<9#S0c-iA`hM z%NsCkfJu@OJKwxffT7C#s%Cs3$0qdk$;B5*6i4nAFA6*IW`u?ovYeM>6Y@?w*~$u# zOkG0W*lz`y*AMbSU;~A^*hjudL#9etp(f)%5)I__ZLvyaf7DoMMNK$(CK<+l@ybcj z&+X4K5J%u-O;b|p!YbmEF49itYu9#$nQ%mM*bx)M(|TPt(x z++Hg9MWL7G<=8}5T7d(&$@x&!Zr+?;0!h9;q0pU|ppojsKj>#T5C!rk4@r6z86oYA z2qSN%)1x<_roJsNeL{*>==V-xR|oCn(w4Wp45D0Byl?{%d$GBXLD|Fy%likClRoLW znB62dMC@oesUQa~rV5oQ*sHaJd>%SE1e75OvABF%)ESJ<$;f6dpij(D%UOf+u+_O0 z{)IQC0XYIG*8ojk9oH5ZU8D(~C|h+Q@fMM*zvSt9Dlt}$B#pZMau@D^nIUIfX1V3j6{}?-@RF0(_9*EJlM)aaJYykM zDPD3Wm3+r)foAvFLewsS8iJBy{&^}z0+VN4X0}u9();m6^%|TCB1c4! zvVamjCew_XP4a!9)HDrq3I6$Cm=Vxnok%Xr#>>;Pj8}?HW)ZYbrS7d%q2EAzWG}$7 zvVlWRC>DV%`97T57!G5Fej-uDkhkR+=?J_Ad>^K4<)}xdV~PY!CZmWEzC_x|k)x$D z5){249YOSxl(+60B?%u}?sZ}Jd`WSz>O>%5Ul_$Oyesxx$xsaDDR0OqV1`hm7pyak zUbOOtYBM$Zt|ss8FxG~vZ8~t@GM1^Op~gPR*c&xtDT)k*m@FnnK6qecCWA5Ao25+S za9QWRENgdzumeYWR9m-nI(lQsciGw5SkYz6+mcnOC3VOO87v>bW-vmsu%#oP+ZaAM z(+Wa#wzs%iM5@MxIQ6@X}CAbBY&m9_yY zFYqxqW&@HgFp>ADrnCr&XOKgZC^QICC`>PkA&0*9iwilTsTt&0fRUuvC9{*yzUpY# zk;9<0`7?uJifChJM%7MS5{x8~71NWq3t00B1?iDCNoM7-;NB-fm%K$%&Pb=EDH9xd zi9#xsrlr}=Akk6`#!axLTIML%;MOogx~MJ5>RP>LlB<)IY>{fKHl?i>Qk#ZhP;C>Y z_bu{GFZg~P{hUfk4D;;A;BFBeI-hcZR&IhHIhPd>`V~yRo=m*VW%zAHC@PfX6p65w%z~fPdef`AUNGN>XZ-pXm?*$2n#Bh_bf`LRrhwjQG z7;;zU-OUOnJ%%e0!UI7o1k&T!L3s&+Py4JO4%fRKA7%L| zw5q7d#a!S!s`KQti>fqSFp?p)G#{W4qFs$J`99cG-hRjE%d$9}pMFtUa#0MsGebpi z=|gm5siqIP=r=o&u2RCUMUv#Qea4502&gg{GWY~UQ>enq?l+ADI_uZgic+& zj;5|w7P^r;f!IH@12M(#r__===f~aIb|a*oSrUa#d`T;QDiT?Ix=10Z6Sl~dmUg9` zUI;<1B6>cd)>0W03Mc2_+e_}%w)rsnplTOtqMsexXP{hS>^gd&Lt}p3o zX@#cqTDu^DM!p1>DpIEuR;a@MXQWN%wM;d&^zr<^B$C;%wb1apWSWv z3DpHHX)SGiEx9^zvQ2&htvYeCLeLP|5NM=Q7y6oN^4TV|E5_h_vaiUKG>Y3!=Bto& zhW9ig5prodduE^FPL;yvW>RCM2-&XJfKS_q-(RPZhU7l^Ha1+F##rKG!lP7G*F9;& zNqB}^;~VHjSTaTP8V$cuC0pMF1sdYgtgIb_=W&mad{m2l*yKp!J`*z$UuR!a>#j@* zU)dN0X*IsXM?RaY%AR(DDs6{G!{7%bn%r>J4)^15OFOKL* zXjN3J0vldbqWEzNSwTRQ+G6D}r2qpYp>|>83_!?LN`{i80SaMKN>%sXTRilNHEW(2 zY*>6X{C`7mbn!0OCrJN#Q+KfVi0)yPK73p*>FFMRK=<&!bPvzEn6$27KCOHBy}E}# zu6y`l-NQek51*2W|BUY8S9K3hyoAuHRG-m3^mGruUH9;dx`$`IQq#~D-NWD4J^Xw6 zuqU(mzjY7)MfdRHOG)cW^(%D`uh%`iN%!zh-NS9Vhxh9q9?(5}weDe6_i#b?Fw#9- z(mi}i_wWt6hi}(C9Oxc?kM7}nbPs=2_wc9b!>+9259=QO8GX1Um;93M;os4RD{{$y z&^`Qb-NW-PBW9yizh3w7cHP4xx`)r{9==QW@F#Q+&%azl(hc?qV-NR4PhsWgVzpZ=t$GV4qt9y9n7-3Vvyi)h@R^7v@?%|5=;k$JY-%B4p zEpzl`-NSF{9$t6_AzrDzS@&>8_i$17a9Q{8Y2CwT=)+~1_|NDb{*&(E-B%LgmFhFP zhjrbrVpQ#NqR>2@Hcf2|5*3%A9WAEse5?xRfHp@^|N#jFVa1{QulCN_wXkA z@QBRjExLz2&BI=B#hx|2{)wHqJ0JnfeGpeXG2jp5Zk;^rp9Yc7LewVTZja#sFVtUO z3)wX{=4D`H-QXFZU2n84I$-ng>v{|~} zXly@ZbfE2omh-dvz5b~loYKwYz?e@Z@cdx$Gy;5jf({R8OKEe@54eU-g7um}RZ*{h zI^~p1q{%I0AnD+_M+U)T@aO0wgAE({>tdSY9`t#R5O$=_k8J>%0OuP);_MgC{F9dh z%H_T;*ur%{RsT#nMH8x=E>=lP`@!R+JywS&ujgPk95lVo;aI4CkyyQw6-kje245-5 z3J7HdxGN2CLTMFw+pOR4YhJ|i-EnosZ$+I0GqckhHjZrwTVo87r*XCIZyYSvpr0s` zx{IW@y^cRazd^YlCe<#0^BC}M3Gg8K(1{CTh!J;@O(-c#X{M8Zfh=}GZ(#Ik8D0EF zq!V<6p=T6majsT|`VMa5Uebi}!A>W#dl>UBf>~M)%NURSkd<=u%O7d6RS>LO>nDBEL>t2EdHxkf}Om-6y zx9WoV28?+N#iUAeL3%Sr+S%@aflA*CtrHE3uaz*|gjC?D6b0cNm#jw5~ zW8F-!oGtVRG0V6iZ-E^n~RUgARH+Z#qdqREz1Kd0Z ze!o+VYcO8f1N{;P+FXN;Qe?%~9_3dt%BEVUU1Xku-hTrl(2-sGc)PVD7Jz>X18Pg_=<4qrH(8r#qf5I^1v6}(@9}IB|456_6-Ema- z|HVjK5+p~D`~PDozVB5SS`YZp?_qSBYQ>?mEh0C`To z+JISvopD`@p>AbR9lzc1YA#qCG1gtRj!({WrhSQYf<|Gwh4Z-y1K!Nf`jPR7OuX#4 zoWMZi^Ds9Ax@-k?6Nb2hgs@qkneRl+>Ri!K!CBja;ckKboN%*gCM!GMZpTPF(*#dO zUE(p^y7pZde3u41?b~kX_hR%d5$ycUL{P2I*-2p%L)}G(hD-tp-FARe7;w7*uxb}s zbItF>z_%;F4<|jCP-j=I&r-FzOUbmu2ECXHfew^0bOv(wb&5^j^r!&3SVn@rN(~ z4@>;3a0@f07D_VlZMccslJp{kk8p7h<-*Q}UyH%+ioGM^K=0Nmsu=Kg1<=8E=P=rR zDw?Q2JEnb%x{+SJZC5?O)i<-7yU78Mre%nA7^7??X%5TkEnNK`6g|56+D9?uUAjv!Ngqeb%?p^t5g_r)9(gR9qPXx z*Wa9cCBh!%jTmKng2KOxDkdlGf!~6Gw<^G*7qjE}Z5Z^P6to0S2N>@9 zre`m<@4)rP>AfcQ5Z{F%E=A%!+-eCneu>G(p_ppnH}2U7n`Riu!{X1uw4AQy(3FLEy@`xR#Vv8N2Plo(HF? z8vX%)0cVW<^w0T~4bhV^&ri z^z*m4;j8!VnoUCEtZaoqd0p6JI|n!QLd}2B)I4BS^B-}|Yj@M{)6@&;{TEz!oNoWs zP%L1Ig#R0cxG%j}FMvp^N-xraRj698Lyj7g+xCby)qSyI!3xPMS`8wGGWDd-@tgcrg##Q#aL_LgqgCu##e(97T{CT@IC0RV65_LkWx;y z*o{TbC3z1bUyF&^^lH@(I6aw95l!I~jIh~jv;&xxvLQ#IR*!NTM!C60&vl1&C!jMi z&@DNxDG^0RRq8L#!ARpx*!1qe)%h4=g4|-}1ac7u*+TO~K12{OopGS&VhnXRKy^d1 zwIMy%io9-)kS@iDH=Ese4$v3|njpuUo%p*7gWQ~4kmdw*Ee6^wUL=|4%6M;q&b1Mv z@P#k-wR#Br;EQ5*Ser1`4fCX_dF@^~rPBd16BytY4ghpO;t;MJup{LrjI>2X%5{U8 zgtlO)n-VDVrfJOF?HK1)8HarC+>X7wFxHJ^6^`OTq-4q3y%>h>o@;u`VYAnS#l_|v z^xpt(_)d`R=$pjAy9s?cz%GV1h2b|ZKtKkIhEcCox8!~&MwtNFv9LhD*9B|!ehk7h zl)UUrDnntcyi60%!yej1+UjVzY0hsnn%Yfxs1@i&4`7`GeTQ1WH2qS`fxK#%*!#Q==@LX<(jctXuBZ>PN!dI`ot*Q#@X-q) zC1{XF4s3{Fx7Hev2_1&k1_r&i2G?i~gBfAWtu+uTo{y?B%;CO+LGLA7F@_{JNj3a+9!>$Ls5GS!){GOqq4Lmb zdazsEfP0m0G*F7GgTY;sbq~&>AMxQpAq+1R(=;9^P%s>PCnk0hvS|(M4VAhTU9;(= z^Sd$Z_OJzKKiI}`$q1Z)zYhcNG|nPzkVSiV4+gKm38C%Lvb{jxi!pAo6DV&fmEn(I zq+4xesAByX#=6s5Y#dCK)K6l(Tc(8j`0VBNL5y^#oxG&>QmK6yNJJGR*Qkne{2HIjPGX?5bG1MK_!eUsWlzs!l-75EL zdvX01#=6^1TuO_n+%uTN*!;vB7EaSxB(*FP>+~O_3itYkzFLpxu zV~kYkM4=PL=P<@CadLZ}6Vewj62BCmkE>+Ys4%s9xo$8eWz-S$rX;!F3>%HG+J!HS z=McvCrhXYyb7Q^ZEzwVIR3Qxs`H{RN1Bdww40FBT>NV-NeQqiy}svXTO7T5jFML4Dqmo)UNq|%mJ{X;9oERJ>moV{rHsy$(nS`HVhOq^=}w* z3)>~kZn7myE|6r@A7K>?5jx_3V5l1z6iA3Jo*7Q!$uM8XFyj;^;jNgdZ(s;^ZYkZ8 z+g*|FQLwPwHE_qDvi@^DC94B>=~&c15!b&t4&Vs72Zs&l-d5NWXd~uz7^otjYA+Vh zdJP6_eSEYBpNwhvWUZqZ<8+K6`zP|Ht|I?LzviWg^$J)D-Dw)BB1 zn5^FJl$LML*VM(!xB9vl;kuh(P=zbWtDS&affVa!An71_F-F)(^1v{;BQh_lekrbg z1F23w>|_Hlh59OHt z69(8oSHX?C5CgUeT$`L`1cg9sTO${Z!`e6O7wRz=Q6!R^Fr2&@0xr@Kx|DV^1Qbz6 z{LA6v>BbJ#B|+3}xZ&&Ra&WcQgB5L=ZulM{0TktMr>;Kh7jOeK)&qw~d&NDt{tZdL z0{>bJa32Opw#js*{6jI+b_{h74V+;;hED0LGNQ&#RrYpZNJ3p>#T{xlhT7!yU|UzO z4To6Ng;(~nZ48r9N2x|?DpM{yu@cSC#zBW@;$aJeUZF$&};U?Yg%v8eq< zTzfo>tF=Zi22bg$o28OIDtex`V2BDpWZU*E$aovZ*bEq=(ORIqh*53;lqFb(hWW4s zzyJeW)9|eP?|0y;8)3!*`?0&8uwmNd0=^4ZzZwD*3!1+d*W3VmH>yClMeQHJwXcDs zhh`NrQGM#3e+XB-z8SXIo(zko--qj8quI@tv@4q2kK(G=YGY$fl<^a|?sx=?Z6WkH zvgyTw@}J6ufCOQ2jPM~0u?h0CZ0nqrt$qX}TnC?4t%o&>NaLfp@@>}B12u^JI0n0h zY;3X+!!P2h*F*B5LqE=HQU6zP{c9iy4)Jb>#Eeq&{dHV*vl2gB5b#Nia;t(uz5?ep zEwDa?u{OeYQ@|OAZHwxk#?|G#2l+~~FiF$qW$BlkmAuC_BvWyaR@U!ZCzW8X_J^2& zjY-vgaBjpj)8o}YgRAqI()J)^yX~Zij8vmZ6ha!sPj&kz8YqZCC=P5NM{!6F)SqG~ zl9rh5;=M09C||-T6K%LT8&5@YK)!-OZfBo8BbDIhNH`qZ<9p%=i-wg7QW&)LR~YT; zdB_VC*ZdoyrXTdOBQg9kZ*pgWU}y4W-sGj42H<8&URBrtDO8uuR4AjOjFTvnyfFcEHLp1A-`9CH5?15Sl4xGSd#fG~2>O^cx? z^sNH$l+^#m$deGRg>YSdZ3x(JVpwvYth*>rfUlt_9&tOp{}E#J&dLxJuEoG`#bk>v zIi;|0F;a_fv{U=DB4DteQ!paje$EjYP*p41V(8N_^v)C-c8f+~9ju@v_?Z|S?kMMU zldBKlyU@UOShvXfzF zKU|jJ!$KB0e8HAV;R^_tON*wsDDpLl^E0w0wFI{EN=z7>j z-C9I~;*_~pVCHxsl`XmgK~Rir@ruCE)tC&L`X|-%hlC8{I*h@;&`epGik9vN4=O6^ zV$4fYN@eEyM7&03lA6HHCQJ!kgec}l0GYrb{OBoVXS&saz0kygiyXCm8oJ)B{hMgyD=q}ni4>^ zVh}MZnm%-3=eGRB_@?`6cip9c`c?w?5Q(e!-M;8#TkR9rzWLTT8evWQWGfgFeR2fRRF1D5YaaF zP0mhDJ}5|4(^FX)m6hV2%IX0lA*R97Hd2TNh7fII_JMsOS{R6j8t zqr0KifQLsh0hWf9AapT;#KQh9n>QD*K#G)Lfm8z)Rxkm!EO3O!F@ng#!O7jz59hN$ zi@38us{sqgFaee@r5Unp{wZd@vA|R2fQRQDe^#+X22_#8io4HTh^!t9w)+NE24`LMkoAVKuJ^WPCd& zBV{Fj0LU=jjWI+4H{pBbKFp-)wQ-rx(Fj;9sWO#PWfZVj8#wzuOqD3$P87#*jeNd< zc_EdSVgd7tK*kSYGE!FZ1)O2L4`Ya9Y}{+b?MRC9HDhd2N@b>aj7@3+H$RRku^eLs zkPiqTe$dS_jLArwY}_OZl<63yjI>!9m7&D;vJ#aTlJtiKEXDTJk}Bd>erdG0U|9vi z*j-5|yQ0E@+&&_(%(IcVaZpMdY^7~!kJ6@F4g5Oe0>D0s!S3N;kWJxR9Ng&pIEK7K zXu2vaJ=w7Pix}=U5iVWCu>t!P3`RcyldfWuC75JsP3s*r3i)*mx`hP3C7?cup>8Hn z$z2k36~KnkPhp^2$#*x@%}q8~pT<~|@QqWrYB$-%AT7V!itYC?>{bOfGeKL>Kf<8* zGEizKr3n2j#=Kj^bf@z30-_%*WnPQNLjl}B(&3ANsne3a0#x|Lq2o)tCRsGb!_ zu)Zo_`N2x20De~+b;x3>OTMd(y;eoVhaC2@0vmH+TSclpdB_pUs3@DZN3cf|ZgnIZ zdvv>Ag}NZ%uL+!R0dIqyfZ{D5@ZsG~NN;;#xmE!HZj_T7OV?Wd8RMo~#E8Bep#Bv@ z-2;m2(1WkAk)i~3|BfMVN(TZ5(*6_U$XbNEcf>h~R*R&Js>N|hu)5O#TnnT!sPTU= zA-5;HhsCvDp_Z&W(nPAfmtBSyqUeYu?a;S_ItfGBS}14jWQ<_8BvMCa47O>fe4UD+ zvfI_j{#Rs~`FLkwJcAkK6YF7lPzrM>zjz6Ia7ZPc@pi}X_9OFzZQ6hxh2Wi6wkV`PgwP|yjP5dbyFmf5LJCVc~ zNVOsxqLEyIL9)yIh%Bv07nTv%~^O!gY zv-)}}*#Z}{0MgxriMh?BUP@O5H<8-P1O`)zn{`dWfuNf(Mz*Z2)s&7bQQliHqAc$q zg6&;GU)0K*7E)%1hRf?@J(Ol85^M#?1^K?1J1eipQ`#!~+;{M@ngeSd!X97@O>S)VRMq3LnNO zHz!^zv%DPlMZuv1KxzI6#K0<#@XlIPqZzk#uVc=l)+~S zj-eM0KBSO3_}KYqQWHALGNz-@N0X|;_#^u0$1q%ukIn&l5(An1Ne;>}j3Q6jLV1MO zPT5EqRmK~3^PBN=Cf%eSNcee7!=1^n1xGB|1^Z}ZAeAd(BdO)Q3FFbNE_#L+6Oy15V6tO{8H2kPFAQ7LtLKVhcs9TrrtHewOR|^I&Le0c)i`h4 zpBw`upY2OVl)O0wg#q1s028$>$24iRin+DaFn=23PMQN2YuKN`u%L4YS~S-*@J?-w z{c{+5DmNgqM*ew>OogF$cGj?;z_7C=2%YqIG1jzKuUA|C zQg#1BJNE88;3Rv|iT*DP{Sfh;)zva2v9UkIjeT3%*y`v&Z0<9-ImX*+*_PPYpWw#Q zkM5P$&Yxn?>15`Gf0n*P7X=rHo|11Q=^#+L4{VdPyYa+1m^t=oUb=m!vbPNK+` zi+{!K&?$(1Dr1ZK?--SR)4-Gfu?7B53{1&&AMQmX|8I=CJF&cK;P*PPizKX-*5x-b z{H_$9eya>-QKivOxEw7W?qSzp`1HQw|hNHFPc*@_TBo)fUSj`h7q^3 zi;A*sQKkIUnHc!?BVpWw>pYIaSFDqbM&JsyyMDwm1mcc!FdE<2#|y?@-Sfq1wY;xS zDuw1Oa8ors4+>{oS8S#%tT7<#LQGcPoQ2h^7@JGyEU&=0TTPQ`YtUC>&|9^nKwnpn z=t}Yf#xKWM<`^T7LeZ~Wi9rhnA6w*WFtVZF*dlHa5dGlUY>UlxQg4AfI$=K8@GHp= zA@Oq!2o)`qC*{%#sqqxSc7zuX07c86$5gDU4e&)ZNlo*0|wg62%6^^Wk@3#Ka{~EDO1c(5X1@ z#<=$;abH=?tr+vc1T*)hGApU1q;JE`WM7)~0v~P%PR94LoJ`{;_N1JMgH726cHsuH zk5>;%{T>W{kmP$r!kLJS;ZMGSrmEP7TY{zE?$Gjo5aZrYGgf5lH!S?Z8I773vu}Lm zJIIRG`VV4!y0cli%hb&-AHtyU(Gj-10eL*)W0jqN`BE0$z^gI#J&d~2kdI)7Z;8ET8xE(CZmn+iHc0};zz`#C(wikc z$dFt_Ck)=#1G;(emTIXZ__kSoubs%GA>c|4PC^6@T9|`}lU^qI4YR|OAS*heQn&Fa zZf#eADjm?f7=4D%LEze_RbgNWH^CSH&sPtRgmsvgWD}kuOOkj4WgNxme4DyrgMtCc z+tihEsmb`kGg)ZK@5|t2g-d4y*voZxDHKhSdFUr^(-aC;4#H;#UPUeeZHZsZy`cbK ztfsbg#{r)j4LM7uTmgi65`jR(&tehp(A=t(+v540Bb*UmHYZ zfPNE(-j;MzWZ1>fX@~4%+-X>{(~nxkxS}-PZh)pk4Qwuy{G=Q7J23QpRAWP-z6+!7 zNY{k2D+EiK#&=@u83B7Wp*L)KY&1xAgyLdm9+plIuK-jAe2E z|98pd|B{p_(b`#ZcezV0m&={s_l7%vJ3aFrclp!m>A5r0`+B;Y{qx?NHE39{00F`Z z5ulX-BSwrEaNxj!11Am~C{WPOcU+F{az0>^ZaOYBB%a z&~v$)e_ikAzsYBYddTwT-;(!3^j|O-@nA0GBCq!kJ=t9V`ZDJpY5q?|L*eJ9xOv6> zqY|Xpy5?%6f2@&yUi38Lb9F4|mt(z4~FcN+soqO2p(zkcXi3%ax11t zsnrT~=Wj;~kt_N4A_Nudnks#(Va18kFYO%38MTH&Ga2}kpI~g4FTyG zOIkn5G$lj7h-g#+|5Sr+hoHp~@^i!gGY$V|$}JPh@|yI|Cv6iSh1U7X4IcT?#6>NO z1PZC-pX)Mzo2L9aVXr6@itkr)R^MU%3k|uduD*%+t7_Ok(6C3;dg#iRnlQqJ&4n&EYGB64-h(F)2D|5zig@zFlC3F;)vFMp}02){D_MB~!M zy@WfZLji&jLqd8V_W#qcuU~d1bdpKB!NjfZU;4aSC-Ay|D*ybV|7nf5?nQCUi+Z01 z-jbHp9Q#3yEoV4ICGiR&&;LYcIMoNC@39xcm1Kz2*W_~^(`Ec-#mZp?VF`27e^SHI zX1lT-PARl!G@99lRJR{xl?DZTRzsQs##i;E3ixS__DZdoEK;)1X{-usIUo1@V~f(( z!XJdz^7U)<mwkzgWH0pI1 zVpRKfQ_vFryv)yQ^j5D(Ch!eB0h`y?cwnlUcxn9R5%(a#fFKO%wuYY-4Zf*Ek za^xyIBnn}^2+i)RyEiKGKl*#JxNqokzUkZ)I^t?gn}V!Z;=BsKrBSyU1Q${4H#GKY z`5khx9x)2Ls$subnv2q^3^lN!;qtXeB}sMOpMl}wcgU0#jbO=0JsV64UNk;&qVfdr{#V}W4%WER!(PK zUW{Qc6sj{qGzy?5{{xLzkz2T9KJ((IbZ)_Z5;~`E)LFzRv|(|m#2sDY^}4Z?1u2dS z5r_7iYGAYSB))PwQn(V_bB#+^JydKSuMhp6hBig65ocAZ;!@+jS+=^ferZP<^_#GR z`khs72onug+;fq3D}e%nPV2S?uV@$D`P+s4By1P2xi~R9t*;P^L@ndb>N0QAfi2xz zH5|7ESqbR#KK##V==FLXVgmS=H1G`oy9Iu}fmQcD39et(Tn9PV(pY{)vuu@4E%~e~ z@#6bQgkLSej!tvTiT!IDd#zR+A1`)pI=`-QS4|*RHRO+D`l|R14f|$|PBjjk7xuR_ zYDGfxoRVX7LAQVKa5|xhkHV(^`Zb4kvwqVD7B&8VMVEX%sb+jn<3%fp%pLG37YW6_3Dy1et;CE*421OjuY1LI z6GUd6XFN)Xfvn`rxi0<<4Ql%F((`3%;{KZ&*AzA$AJhc>w<4hZVb?6m588A!qHksY zwg%k-sJ)gk%+J@y{&zL@n-$5eYT&%i{ymNQy18wtu@3%yjksG9%;B{q z!^#re|61d|%Hc%s%p9&TAK33|uy2{zq(!$6W(}nNJq<{8ZyMv|j{~Y~X*;WzYAfr2GQQ!3W013X%KD|49=Z<&ifw zG%SVbf6+__)w!mKN|N&YbIo!y_f526w0+j;PKRTiENVjbFErT?Vr1?1(7$`vB|Doi z{()vJSxnyq{SP(zR(=rSo*(X29m*47CQJS!js3Pu4#igRL_mr|*mO~Hd;a5cn%MH5 zrZj(|Y2>_t1m>KFmz#^u8|W`WkMcUn-I|(cjxJ5DUj@ugHSp2r)U32Q87Ox2wJywx zCeM}rQySTvXH+Nh=E7BBe@tV)WpZ@oXC=*7_y;t>c4ZQ9KKO?OkaaY6n;PLD-L+|iFhOTX@WohByl3PV=^2`xpdw%>6u z!t(^h$s56^%8AmRXC9)@YNBf;`YPXzAFT#b*K-;?&%`CdfP@VGZv8K5mUrfjI_9AJ zvZgzpC-j(u>MNRRH=dJ;)Gkb={^26@5!1{!kq6h5>i| zpw>zxmE{}O8=5jdrz_F+Q_!m#x;Q_p<}f40v7tF=A9>aJQ?d!B@ULn7l632QxZl;d zU#-ZRc+37M@kV0_T7g2Bov+xxRi#_~FT>V-d@$@^4ThI=jEyjmgW}S!vK3NNTAzek z`o0$K`|+hx?+s`nVpGJSMtp-vdqY~$(-d>8G2bk_Q&ZHLMy<+7%%(kBiJ$i#H8K+XMObOC zj{3tXt@N~qv(&0GhM}r@Ul(^h2lJ22t*s9S{1XlQ#q!?NQ^9k|4m6iOySQ6SimnKB z9QTo*iLuQ|dT|5pFT{w-zRNk?jOO+RZFtxkcP=v=x{(vachZ#sQyu)WRuvt5S+bb0 z3}>aZK)GA{70vSl@U%~^c%?913CI;)OO-Vke^oR7kQvPk!o8vVwGv7z9CPN=7t50J z*EOZltD_vA#a93Dd;%rVYZAQl|exGnvY9Omjyir9}UgCicOZE`MD9(8 zhNn{0vYLl9+IK7(E0avJNnJmxL01dV#*O9)4f|#R+q90Ju0(BGOP|oFuQnF^QyT1> zbinqQPJnJwJ)hNZ-Zv;zoCoyCRQPp zE75#y&n9ajdh=INtZLLPpq3mdkZUl7y`iyb!*bOUhuYBBH1xOQ3zup`epf@v9b`F@ zHzDcG$V7LL#l8tm;!VyIU!zIVgY@c!7#_8-eO>mg_`Ginz#Kpw79fwW4>k6V!A?yP zcxtL$$kZ-+uJs>j@aq<(tQSm` z+t*4*qswW>yud*!B0B9TUJkAM#TMKSACi#jGhE`~OqcK5b%u=mc|MnEMya_%dm8dJ z&cel()(L@1@cJ6>Yq_Z9%jX0%wcMeG$!{Ppw^1pl@6X2?k9KO-^10=pvnXh-%tkrr zT@Ctb!iATE{aFnr?UHGff?ygS-|DMxej;_j$0 z{}q3ki&sc_R9M*uA^z77D!P&~5VFQ!)@lro3M>11#iz_$-LGiC)oAB2AMCGcSh3l# zXgTxY{+h;plai=ovkME3w-%)DZGT;(e%tIiv|AW$tXT^+*XwU+NID8>+U9c`n+pG1 z8uQz?PN(B6&kNKlqc8bi)R5mX+iZ9hPSbM!B@O!BVjFgTHFo3b`pX*sTmE^Nb8F$R zXu$R1_%s{S4V=6hsc}jFss`qJlBVV&^5(FAO~bw>W2T%W8&7=46?X!EUE{rh)l*H4 z;BRQmZ;!^=S?_LRZT?LS`8st6BA%O1@V})IDNizGV`^SIe_MlY=A&tGctWkh`pxyX zHT1Xq(`x4i{2dMW9kZ2ek@o+0BA_@{uyN)8T@C6^sTV@8?`D*@@cL(YN`2(ruxozB zLL8u(My?2opitlZ4|EB`laC`Gu4uZv6ZwZ4@r5p3^g4{wnqJ4G!qspBT4s9G|pEuTk<(d^G`L( zH+lok^cmlD%^g=*X6|)-Ti?s)hkt&Nen9iOKy>WsIk6g!qs-So^K#v zD$*Zmn3pU}ZTDb-{#XOOP{e!5srL^{SlJ|aH z!peTkez>CPa+x2}h;9XdXeo5w^Lam;R;&PszaC2ddJa@u`1}i!|8ZT~wW|8gzg@}y z=JV!ScuM2OYToYd@oc=J=Iy(o{IA%b{X$gMynUS{e^!^!W%albM_Qx(lH}%%Qa)cU z^rtoCrb`skx&->loH*17`g0mO<}r@t)|3j5!Ec7Te2w-I_36rBKG?|)+h|0UbZLx4 z`uvhEq21!r1nkQi>;(+cYM1CM8pLh(_KUbu0v?xkJ z>U_Z~e0FiW$ohTS+0S@*(mCn%DY)%*y;6Ttb`t(uVL@MxAgvtWi|N${VUK$!q!!_& zUMy!Q`#NOaD`g2b;?N<`g_LFJq^(yxZMm%Gv2A%?W3Gc$#_{>Qk$+QD{m3D!y^EoLXYZ1TzoUtdPUzmI+(9m+Q-8F-rkQ?VI-+*> z^sN2kX@BVzxv3ey-yIJp6K|L?M+-^U;&n~i(*@ocoe$t{a9gT9{ZO;t zFgIY`1JCn|nv0SZ{-pepoM~4Ros1^g>~wfe|eD1Bx z_F~X^&+_Lr?i;zJBE2d!;=p_cG^Fqhm#NA z`*;4#M?T_yd}286o%aUR_ZqzRY}{k?`=``Dnw^pSuLo(8icbvSy)pdn$4v-pdE4C% z9hpnNUfkIG?lZsrJ3sizhd=khpYFa!vm5l|&wcR3`hI)s_~`g>v%Rr>W4pDzzem6R z^ug7X&iwlDgFp4s%BvrKuy!$>jwY|Y@WSb^OOtcv*~)Ny{=!Qybf52xdM}XtR~NnW zih@ln{`%q1z4srHyzl*e`p*Y%q=+a< zHymGqMq$184+urE?5}-yX)KHtXE|KGxil8WDp;=8uBO@Qcue~{j_9IC!Lpjt*a>~x z;cs)Lg>WEx=)gRgXp(Q%A(==52Ltd&53bfJnA@i1;Tr!tDf}LN)}d2t3knGamIsL? z>-ROot0{&qedeL(AU^W&G;4xPpLxhR2#_D4GTXe82LE=l*!D{w-=wH46eyl#3gaG* zhPSeT=GjW~n9s>;c-5>iLHKx1NC!V_x{XEXazv0B1)Ab%reyPQZZj&FR3h8fa6Hr; zY1^XD{2BrX1o-&D6}CFHdExH6bPQ1Y_-I`;^lK@d@j~?}eO)lcLBUG$a0k>t9=^=W zW642)Opb&uNT5sEl($Mck~99U!1iDO{uqIehwo>D7OhQE1m8+&iK18!UIKxFeAU)$ z(B+JoW=Q&~Gxw=SBf!A&z`@nESX=yhN(36L71%ihV4pd-+P)kO$J4e|)2=xmZz60d z+5RXyP6!1{6cLP16QjEXd^e-8;Z!SaJtdQk*gV1rAo$2|cPOc;S&|Kr^Q;9&0pcSM z2j@+Y=`#;G2LbZK2UlgfNt$e^8z0EWHx;eRp2jyH7NxfqV}XEAK6by=-X4r*)9b_G zEn!W`pe>9J11xZS+WdZ)bx!+q9tT?B!O%prf^jEhPEp1(Wbjk7KcJ-`bVOT|IO{Z< zbZNhk2vQ^*cu1G6?8os)D5*;w2?;E4kaLOp$E0%+{xOFDEP3`;zt@d~K}pX(;qM9~ z^I!n}83Lb<>9$CcXvPVt_VIv+N~c@BtbZyD;JYaUn9gXT&SR^<1wF}jM5}VM_WJ71 zj$r#nimf;3d49!10X9{+`&FaA)(G9=0G|Rp;BS6!ee>YR4CB0kRkGKLiqI~=z(n0I zm<~5-*hr&AkLLAevN$AgQ1oay3VNR;85GB4DWJfT*Z0o$-lmYEQGFW}VCVI{f3Uv4 zA<-Mvx5H8RkveFEAJhQrhFg&CO_J?AXn7tC3Qzqv$88!r*?&*zv!YQKAV4OyQ(mQ; z53%O5nwkBwz!y-UpqAF=;rQext#+Zz+g87GE{tc+mZrhLM0L>K$WCUOVov+?P=Ngj z#-SEDq~TiINTzh2JYd1SeH{d$Zr~jV3)AjV8qjx{d+`(DxDaR;NFasgajc z&gf(~^v3)S0hkoAxd>Y6CD{g~1M*>j&J}RIGr2hI(8W%dz4y&RMnyDl1;i13&h7I7 zEe+Wm-0qEsgG-v}T9`AA2u^B|6g5tGl1nko>8Jz_@SiaFoE@U!+HGyZ>3B+-@HXWU zd@S%#Y}nqO3~7>=!jZ7aCnM~@9t02=K1&Qc*?FgXb(0Ri8s3>~wKfOTEMq<<8U6%> zRk+}PHso(jPkTcp>t?D^RZ$m^VC7b}H*Ap?QcUxJ01(-7 zjt3_*v-sh(uv2YJ@XvHwbyuJ#Jy8_hzyO=u z*TgIqj_4=ZiX$~3z`*iIn`qd7*m1NF;?0yB;-xnBzE!9xKyxg!4}QA)8b{)0{*Vl7 zwY9#zy>A?iU`!4MRmANhRGbE2}7RY9vzDYY{j z`wRsX@M$U}|M6yTdhu3vb%*w~%1YTznQ|qUfCcaU#M>E7$VUjNl3i2RepDD3PyqZ? z4ot%^Tdv_)a3pi%WgI>r=%|jtUf%oBCUx1f?k6 zjk+T&$axZhdrA{);F2X+z(TtQA`&G>C*6|i-JoXJdfoC5KR`)3 zud2za2IO z%T*f)562tBOWIm2>N^>#1q;+-cwl3pJhsidf+<<$RZN5h7HSj3a*~agV!8#Cz~@>2 zCE)|g$2Wtw5P$Ab*=`O4Y_0+P*ly8k@i}WC7*qyWV4*-`Z^ktcv)yDhE8CS=AfXg^ zq~#^MhnRZ`+8%{w_Lo)K2GYqJhfq~AQ5_m<6cMt}a0yeuF_k6z3#GCU4Mfy7$frm2 zmh3OWY4Sj4v?Qh_r<^JHmq~@BCkZCfVt9~)swjA@r_7VXjA}j$2ttZTjxHz-Lz%I# zt4cOY*;V;4K041nMk*$0(18?Y`Z1^+>Zpz=FAzabc7kkK#W==8LD8wLmk(f)ZCwpu zBo;`>Y$>dbl)q6lQa}Np)2YYnt*?nDo@^4T@D?KgeQ^n(FXo+_E9uKi0DUKEg}E~22elN8~k|I3#OxzNT0bvGc1a`ZjJ<`W1qOgAgw206ot-Fta$Y2kZh=7Y zsgPoIa2n0aCU+53u=$uErZ|vgJ04J8@Rk-Xnch-#J`zYMlwpz^9bGrcwx|ez0&rT= z=z$v%d_nzW-St$8qKr(Tf}B~Lo}I~Q(~iA9CqR4Wv*Bz)adwZE`U=A2 za^$f4u0%!&c+$v(3Z?|xbl#aDO(s1mNDUZxXsqIRwkL(0f-5<8DB%)-;3JRa_ztr^ z9po+jVbbB2Pyq`pG?C<3TD+uz>}1QF7boOO&M1_S1(4t@GLe>oEVzuf3 zLBZ<9)=$tk)@ofW^ty#$hL{MUBM#POJ$4*fq>AsxJO)R{2UFm=!rZ~?JLJk^}S=Bl3;@3`c zz!4Wjx+&LONfPrr>2V|Li{@I(sFe{2I7pMLjon8iMrfus4-7;!*0gFXp4|{aCG*-* z-T7#s5;8@6d~=x`Sd_^6bsPC(B`fv_wc^4H*-Zf z6i9fWWL%N*-N_6`)FOn>CJFMR60E=QB}kf_-fkG6K?q(Yg7Y2rvOB^Gk{v?@3uA%9 z$$Tpfd((Rt>i8 z4tXI~()pE&<-kDWsc(C7qeFQY!P8uQKm!p)D5$5f4JVUrrNa0v*sC9!cwMfsdw`I~ zGj@8qbYqv8AoXgCURa{B0}Vt{nXt{}cn;zMAn2%@GH2`PUL={%iyW?FQGiYJR|cE< zMq%2??05v3F%)hlN7apR2_wV}TS*gKzkNUtttIGzF~agvwJxk*#sDtc1TE%`^u}qM zP)mXx3b45yF*bE6wB%)r?u-&ePX=GKcg~xu523)q8fTXIYf{7eHEC8CTingd(Nyj^ zOOBEvWhZb8gpyN+noHhouhHztq|cj4vr(TWYB$H@;aFy<-%2G`n6O*SFINJi0A^t@ z7huC|9~QM!OF~8HfI#4M2m(20p6-xhB3XuFNpLQM*=s2+teFfBNXcM-Uxo}o0tNR2 z#t__ATwVRi;c~S41supenUf7@9~Ms}b^1`M-}NNZh;d2{T15;^ER`6bAf~LoRqtDa z;hlkbO6f~s?a3^3R9J}zI!Y5*x*a-aXErj8S&*f}y_n(qXrQ7&wWZ=9rQCU>M*}fJ zjR{(gnvK04X6LjRIamu*%dacXkwbwbuQfc;ifmSE5-&nm=7XEk`FNnqn>?j0vd$%+ zY!s-mS(6uVC1mEz2B}0E6>uQ?94zsByF2R_o$+CIR^AMfv%Jwp zUWSY!n3}XlHm*+Ac@Gh76%y?|Jz_1{Bt)t091wJ-OSN=5j!$M#)M_zT-XL=GWbzUo zzLRb)lLrWy+}<(L8=tgsnak`GCg*obMH7&qG~UIkk)Ll2XOxqYAy;zlppp@YAoOJ1 zrh|o7C-wzlD9vRQkP%AqFa0G`3P@0z4#_0I>^Y@gW&4#`qa_-U+vTT~ddMK>WP#1T z(Tdoz)L-)Cjjn}=QU|yoHvJ)XzVUEJ)M|~UQZ6hrGGLr49P=zpp4#HC>O<4wV z)v(rTxh!N{vT&Tcuw?$A*SI%RwlXWJ5&V|R=7U1I!ZzFMv}R_^qha32B`jqj+YE3) zY{o}U*5OEwVrz87RZ=n>XpBECXx3+AzH&rJms}rL)$(X2adZV#kea^Gl5Wx;GNh>y ztyKtT@j&D$ar16ZinW*$4IF4VduzRq%4XCUGgL_9H*1rXp#zLP2kN`#8qvEt3)zE$ zC?+dIETM-==hxIeU4sE!a<%!P$c9#!SW-(BM=V=3@Q^)A9z7kO^nWQbxsHeq6w4Vm zR*yE@Jk5B0|M*Zym~2E9q!Ja9QV6YicemFM_gkCm`+FOLem|9lszdLCqZE{th?QdR z_((4ENxH~-1u(dk+!5iI!tHRuO#xFO_vX&gs;Tyk)puG#@5$A@Rboq6Fh3V%_UcBK z;O#|fJ}-fQM@i_|;D`>aqGTbGabqnt02%zg?U}&h~KWb&ZEz#g>tSyxdL4;tcui|fcdGkR?u zFI-0g3@kLt;Z5#iIwzGZq9aJsk#*$se1QfQN`%?pX=t!clb#cMLV#dP_jjdi0V-Iz zJsH{PIptI4PA{BR5jwyampyJn2$$}Cs<<3roQsd%SSptR1edXRwhz+b%`soLD@WYv z7F;D55W&VaPYHiI(eExDi5M(MOwR1;Bbf>yFt86NhKP$uu6@w(5&xZIYv+*mLG*Dk zn_m=D`tDo;PAQ3sZzO?1fp*wq8wpC&RcW6P5kjDW%hfe67oXCBJu(m9psoubFwpj0 zD-9>D{Cr1p=YFiJ83f4eHCa#OpttE#KLMWH6%YXj4)9SA?svP)S+F#z2Z;tQ$U+Wn zDY5_u_>jf@z9d;B8n`IqYU;&3(i$xauwlQn2UtQk zv0noMWR!ZBFA)}Y)uhxG1=y%>^DD^UeHp`)=nv%bV{(nokuU_qOvM@wnbzyUt$*!{kwHZ9S>g}PAt zESj_evCD$T3tSh+BaZ$>Jty~YL=4Empxi*GrQfq)mbnSKg8@3(5qUORMR3Dg!AWr^bD9Kwt9MSE(gh~t z&N4!Q2sW}Y!=^&2WP2>75pflbe;9ugO5g2FyBC2`B*#BxR0=haYAYi$QCp3rvQWUM zUWBEJY`;scNhy=XVS$0#P{APg-6gXW)f6{!Ur)13%t1XoDN-HSkQ~vM(Rg@}hK^)0 zOmyYRfVgb?i&-+3gMEoXJu6tMF#uNma}skr^9#X(9vKf z?R!m~TC6031*Q6hdZmhNt^U!yDqFDg`uTZEC<_Khm)9S9c&IPeAJG#w zV6xnSJS?ekemw>$Ti`KKJ6|l}Ej5(m1vOEKCMZxI8fQB_*v-ZCkKi7Xi$ywbBH3luY;E5z;7U6MlkOx+IMTz^nJMQ`^VH?e@QeuM9jh|cM zX%I3t9zQEoup-71tdS~g9%IFj!R|)a9I*zHHXdC&EHJp1W`7;gP2a&P*TyYPAcD<} zmi%WCT{a#qMR39FM)>?jBv;XRgzw>j$&EJ5?x^FzxYL{PQ6-{jG#+h)py1?MKjM(t4^xSO;Vc`&oW0uQ%(kH;PXFGNd@Jj-DGM z6mHUcjI*;oU2{q~=wi~_Xvs%}WUvT&rWKg1sVb_t2APMBPUrO_qOKN_Do2D=o(}n$ zI(B4XHiHN@*gMH~tv@^oQ|ie%gDNco5L~c$;^GJ)$lfRIu!_pzfeAX?ro-N?8E78COZMu_rm(rW~ zSl}sSqKT48wxr&~F$KLz!DSM1OXKp85G7|`A{FI9DHb~LXFTLvcZHK` z#8N-vgy2Z7(1}R`ATXd!SxrsYyn7~qgcT{jV~2qak99x(mF^FHgH zS#X|pv+;|@1S5}M#8bQDODMG2_$7u4R*ty+=cW=*=-e5>+brUa1 z{;=aM{S2`n4h2>2QS2mvq}Pw#DoV#qxI+m*!j{Fwi7b&#SA9$lxyh2NzJS-OWRs)2 zs1$}nu9Ky)xFZtFPkmEPhM{pTfd{qaa&c-oa?V3Dxje8aQN*U369q<1-M>{JwO%z3 zl-%(WRUMEZ3;P*k4D?{PBTrCC1{h@w3=|~@ZUt>lKtLd1E8}Z;IgVggY43Rytv{LZ zi4AsQpx|V0V{Xf$o*~jolT|axd|wkFfrL8LfJC>|?v_ohx>32$a z7zgsO?{v2rM|74PK%Kd7y?#@ofrmocoQG^;bubvxZHv6nPKcBoCRPvzuwZ6WM49N7 z_5N@&3zi=w1LeBwTT&pYrr%|(0l^fcnzlT5u!{|?az8ki_C5i&)F z*-3AZ;&Yf_B@YBv+9*0W-HzP9n(V*II0YgY$?O~>pRhHU$s;t^h$0A2)T<^X=&}_pbKc)Dg#Jx(r_&z<4$%v zxXmp&UsXd;iwfq?morByIl2C{E`LzRv;sCF|K4z|AFixQ4p?iH0JzXWVPO=y4?D3a zv8ja#K=4tve|vCBhcMeLy&v}`gZ9Df@+2D<88IIS_%wLqD6oBLoEG=l!VOl~E^WQ0 zewGgHf8m6d7x7T|j1V+gvvQDJf(Qvs%?6xwf(8{pkXBf5_xaAK_d3rc-sA#G*PC zCrcQQ5J+e2qEQ3pJLE~VpV3U>%9F!Y+r`!LQW1Be;7$5;n;w;5-fCKzo z0#vx)h?`gr5m*xh1N8!?Zs$J-C{nrN9H1O|7+7Soe~BS82+GV_84k{iMOO1^g+BFq z7y$$ZZcp|B{~>%@x;@444GhpJ8uifWeC&O)e_D4VmuDoS(S8|`j|figc?yY4aeS?% zd!8~f0|gcuCXs6ifs9u2Lc0~n{R3Y4-`vsIcZ<(OMrpN*I2~wHPu+) z`Dm6Wmj@opS6XsPxI`RaMWvb22}#oPHI~LgfyI~Rc+lg!3WbAhDh;r}gMOYX&OM7{ z+?(|C8WEh7A<1h>xO~65k{Obc>Jorpq#3LzBmXGWn#|VLU^Sp%_UjS8&=<35Jpv0n zp)xD$ni@{%L=QW~Ivh%6)^iY#|eu3<^h1*_gY zQa8$8DyhVTq}1m^((9cG9n~u|nsmXXB04b8P!d$qL_|wQ6A7|Fot{PVxKl3JXl{`f z3v$um7ILYxl9QgeR333+vR6Yp+2DLC57ca4LkH5$M+NRC7EAMnBQ`?VmH^e*6glx%W0+$xccZikX zCK`Du_L)y^W9&>gG~wT#(Z+ zSx9Z`=4cqH^yFDd)shFuC;*Ko>7>^-A4?q^FPqHHUYZkPy(V7Z0G$>dGdhJQ!hIyO zgE43Z0WM{$8JDkx6~M_ca17X>0GZ-VMy6n6l{M0#b4Ue4I!23VMWBJnX?}M}ns+!r zcbX5=`HeL1=kqx#A^jY7?nF!`-Q`7;Q$V5Yl$muLs)Cav_gDoJgQ(*|hKTZ;$`I(E zyKSo{zWFuTg@E9*lF|9uH+tEf$bd4L53ppn>1*L%B_h~3^fmTk z*to}Do1L8nOPQwdu_F~DOi*F zk3_}hpx~5sYaSnOZEYS3)sdgrs@Og5WzR8nnL5*h3~t}<&0 zBW)*{M-NxW2_!J^fZj2PH4lDnsYWZ6>m8$rVC3YFWz3f(`ef;mT(Gz@1Otz;QZARd z8#%hJv4*dU3dVMl1A?!RiyyZ(ceaFWHkB&}1CQy8j9g(*Q=>16isQ#MCgw2ct*n10 zB&gAoM&S(*O3(3t-F=XqwRv5yph(99=3B2XkXT^hx;IaFn;gtcHrRCCN2w$r_}Dw; ze6$jhoCL4uom9SncM!Hb4%5Hga#(+ zyQF*v!#hDfIN5hqlUYFU(d4ba~7cBRknM$blY`^U{sbvw=hlV zh;P|m7POok6RZ>sOZ^^=XIaG8CZpkM1$(GqRv!0z!G!37UXbCyRrI-LKfG}4O?xYg z1csu|-5$_>3|VPS`&BnnlbOVl>Jcj<3mGDgx~U9-hodFrk>w}16MI74ZD}7W742s*>AO1&uD)<-C`y; zA0->(b*_LF3Dd%!%AfpCD zWNX0^WW>icmq~LOmxd}WR5ReNd3AS2%=$)vLIGyIEW7@eC zh}Bqg00Rg0?WDQexki20o^&E5x+~CpmXr7BvO2opV|{yDs4W>m49%CG`}L8)!1d#P zpR8YW#*wv8$>A6gotPz4n#;!oB@K6TN}dVfyY9xlQMgt#86cmD>txCx!RiZ23jt4; zEvSbHN*Z71r80|{Bb-U&uTriL3Q{&qTcK-L)8L@erY2*Nz`)JRGVmf+VUx)r8c9Re ztn9=90l%mz{u%2q1Wz*kQo)l0f{(T?c=F&e{j@qhm#aULYuIbh0vGHQD0=L6S(1=7 z87NkeIyi7qB1CbaJiY@wKn1gu(iUQAQaU(rapYClXRt0m8Q$9^hEWS8C~$Dp z>Nqa4?yX3}PA2Y4T&4-c93I#xZRWFiuEwvmWOjR4>Zc8<2Mc1353HEsCWPcnu35Hi zE+A35^!Fmrd~w0BIt_OHCs|0Om_H!~g9SMXPwbwwbjX>^(pPgiL@)}u)X6ss$Yrp= z;?+-2X2X*MfHG+a2k3>PUwkKltK@Jef&2N|y4vNE45H4vli5ffOE1wNM&S>LCY)7Y zj3$^{FZk)fjo_5XWS>iVem_uwqkRvp>v>uaqM2{J=$X;`SdLovh=PX$0Bm~vanz8^3byHY_ zd$L4pkceO`A_96YlY&i$eg+8mw35U5WBz$>$oEh5vrEd-W-=#SC)SMxh7nkB7qY1h z2Fa{ZMX+nYz){!*{~SgL$&NHZ!+2mSI?`>r-kP@+1gB~?9aeg9F)o^H>GnGlIc{#w zmBWFn2`|)*A^O4{>sjX@fzvXz63}uxx9aE7X%iCpYzNqr1={bvp z+Ae$y4d@r&JMF3)SYRo<)=7lNI-L*`tVOiSvGekyRgDVf!bbR=Wo2D}1(qT{aZi>QpGZV73b~dR zLlT#WAq(4A#}+lUeQ{_};ekkD!seTLAjW}?iqaoljbxK*T6zNn{9?qwKby>=kRdr@ zC~3C^8knfn(xf|`=iP46jW_+w{A2zzZ)hI*>Y{gkQRFF0P{B*b&cxr?>UV+}gXCF5 zb;&I>NflP5VKQ#i+&&Z-C<^j^4sPU1j#DZ*2n;OL`wA9avB^AKf=bpV`3#RwvnBib zN;b(wryntws-UEAjdK_r=#4x#u!E{e#&+fCUcFEzw!qhFN=Cs|BvMPx&R9Cl)6mWe zFzAb>dRZRYsGjjEa9WAEGaSl=D9KD{T&55bjN~~Zj9SD7p0gAe+^$u5McW_94!B{f z3J}3Z3oU{&5uX+{nM+A(IEMu@#bL~ByJgkVk`X|h&_e@{^BcvJpw%_>8v+kpltY&? zZQj+oOfKh0i3U)x3JD`U{6Z22J-d+5K3lScJ}4w~J~JX)L!TK)<$R`3?a!Jw^qD>! zBq5*K%6`m=;K;!{NuSwcA4rR!iZE1yfrVlWJP1=Q$rz)Y!_Tx(>m`O+Mk&LHAj#G{ zao-9-d^AWxHB;~m2XtJZ7$_ubri#eIfr+whKGT$TSIG=za=x^h%L0N;=x;a+vOEjv z&!B;ad_yi3t!pr2RNu6dzM(=W;DO86AU)H!G%cdR91v`_C0U!UJ4Y4@#zj1*+{x(oJdrt`MS7lKp2xQnzD7(aa1lE(V9=W{Po$z2kte7jzeOW2x~vur zJV@oYXnMBX7M%lv&95ny*IlHhL~hr&aD6-HA{K7ZAPt>hOcL_BbHd_YPG!I*nYTI{ z2mqx`H2jm!>85uCg|HSQ1XfooHvl#m05&E>B`!UsGC4b`6e6)eMDuz^HFVCW3NF*T zwz&le62P^ZNqCZA) zpa(&=Xns&eKuIYz$d#yC|JUbkHKNT^-ls(u)zRe;gnqMgE1QkBWF01F7PGtEY&50a zZr*mv2qpyKNRRJPrS|{cY%-C)R2V@Bi*259Dd{A25q2^2cvMcZgP%q z5<_=DP!z`-Q#z@U`xkp$nQ$7(3ZVm=W_{nd0xGP6V`(Yk8AnzyxbB zTdrm0wQp+fc|looOvp-!{y87GV(9qokrDsVu+eXAvKij;9%a#BQTizsp= zkkHaBCZUZ!9FfAXB~#K(DJBI6It~ztjv5#3sl6>!mK8Vqt#T;e~ZIhQOrBsUpNms2@3aFNCNT;zd-Oi5QXKGoE|9^3?kI-ydDwSOt_I!ByK|l*Ury&kf;Et? zb*Cd2`z#=x!BRZb!)^0uV@FPNHRAEGz>~M$c9+^PjfZc|dxdUHe?FLIIyDV*-@Y>2op0|Jk3yp-F z1+wPIYJ@P!_@%Ud7zrG-!ph_5p@L*GI2m7*Qh9)2lv0sxE=ejz0tffQ6j!}F9AtE< z=?|ZodW%TR6oCXI9oZ9Mq-#*rjT6Zeuxk+m8T_n*R6r-YpaLOi`B8g%f7?e9#PM%fubBfKB zlS6?dujJO!Dj7(i$d#n#XqzcX%+oSBZCQ&rsdVkqcSVxQLqWmWqvzP#L#1n=gh2YI zoQ2)VdZ&9K{dpsn0t&KlJ+mzA=GDDp$$Z;XOOgYDfl~c~;bw1o!6!A#1Z8r!LbR|t{$%6t5YUvu?H>UO_HmRi?2n?K!vl^qd zS@Z6dkJJqj7#!e3PjqO<7LBfF!3OXqdh(#af>yuXYF}Fy;ZKuRZ&85FZkIK*J>f&h z>2Cr*-S26GDv-c|dZsDs-dQg=C#6X}=Rjb9hUg4{Q+dBk6Af7uVAF{&ZkB5!>kdz| z&GC3h+b2vmMJOw|lQy9Ec!6D5U6G$e0-E7t_ky|93L)A z6Al{ubgxiEUG!39%Hv>pdI%;$N=rdzGZ_wqNi4Ax4jsCn9o}(WP?kQp_awQ)xxPtQ zaFii#4-^n>1~+Lf%N`sw_~SJ}FWtkMD9}-gcumlI_pT;#aFn5_3F8#*jgN{zgTL@m z{!6|O@q_tAd{h}eN)p$^l6{maL~(;*VUxj2OZHK5bZDWp6iaRyK`BaoRPf$%TSgQd znuyy2HK1ksD8B>_8vOB^pqK7pO%&)TMd71@qTaijphC#rqR<4LnL3#CX)>xblv*y{k$$8M zA6hB36W6}|{%nbM;?PlwQadS{xL=SZ)=fcxvXs^hy?RgUCdWrfXq||QecNAKd*^7g zy|H?$rU%Hngkk% zyjr72$9voB`x~1}sx=P~bTpBf%QZ1~)7S$M1Y>dmaJh5>6Qr~g^i!ln?-L>^rgfuy$TS4kU zg7OPKRz_qGgiCzY)>rA}!N{1SQRjc+J7~>_Vf-8SknV;qX94yC4)zB#+uX5xfRM?vTe&seAG$gC4G}ZzwP#la!6Vp(m8oVZFjZ0N% zpdg255O(5HsI9p{I55!Ag0ox_Ge4^D0Zp!gC>O{>1fl0mY*E~ZNQl?mn@CKMdILNA z!d7b|JL}B)avgkeCob7?YSs#Su$eg2Wy&3ZNPmDdtsC#fvs90|+|Ru=r_I+(jFf z00w5g0w}RAto&i`y-XR1ZfLkNUM#@4rA>|QdIK7#wCzZ058(ANm9YtJkoMt zpz&I*eX`6*%SQyE7irnY%Z;=oCP=-g-@QQn@ImKXcKpqw{s0uTUVvxcSayIHqJr3q ztn4dGjjRM@Ips1VD@Q3KE6*d@=SvK1JU~e3MHcp{>iqpqws~Yx0*+#+7E9jxYp)3J z(7d0u+!nElaA_TTPUv;)s$RK25&|~wX>z_-^Ee_#x2%pWrz<)(uV-;jh5z?$sCmy4 zLypwvR*Nz*bT&UFK!kpq8<39(LNArh4v@z{lCF6wy}$#Rmjt03803JXc@o4xMJa++ zsf$n$6ezrm7@yjvGSkg7VmTbBygW#S1i;@GUYK$}enmrX4}rJd+fn zLefC7k?LGbu@10=E;4(v7@Y$IU0}2JX)JNGn9WLDkOxNOaw?)e7c(Ltg3t>Zxw0|0h>~!={KJ^Rj{D;?9;yE z?hO#u(%e2JCP=*q=DWk5-22l!yf9D^inq4+HiS6MDGU@Sydn4Q>i62~*H;hQH&%C! z6|3yqW?R4+odZi_-`-`Xe>Bud*5q>kQs-2Lj)Hh9&i5xQOKR-7 z$p<1{U!9Z161>g(Y6S~9z277HYvGRvk$91mok8Ywu@b=F*sIUJ}cKLokxSy*4m z{7|V-4h%FDxZNCgMkBgKlAefaN^+cLlkT`T61PbDVBnzGfR8jk$mlkW!TCBJM<{rb zk*_>~E`$OL-O?~M)6z(XT7`2;u0`uX(a zXd^`jP_R-AC|UK9Gs%oeiqk@Zk&-l$G2&>F1JV>_kac5&-q>6}+}slOksMFO?ZY8K zAnN4Ax+p=BJS9(@#V&Dt0-F`K%cB+{5I7)UuRPKv`7!1U{n(4CRa>%7%=Z9fFSbQl>Au;dEovg^#U!kU z0&waR+gqpG6H^iPT6MvYtcZXifC3Gjh1aG@lup0*zFa==YDzId_mP7D*=WZh2gms* zk9jM>mWTQC^$n&I;j`q0Zj!z}z!yL$Kcz;PffuZkyO*sX*^)Iujstvl6$XEFHSV2X z$N_Kz33#ox1p)*2R>ZJ*H|rjd_v+mhN=iCBErW*y4!UiPIn;#*$vgivy14GZY5$<# znetdul)QoVa~zbLj>9tL)_O@c-AKtT3b5I^u};Rr^Ks{LYu4{8^&}(O7>R@f8$0ZR zO`V;a^b@5_1_~_BmJY6_7sJ8zVQ|K516%Ttz`-7aB)LKR7wD2aQRVY`3=anA-0yGi zEvw&mNC4-eZ_^p|J?%*6ExHE-baoZR&w(?Y*Hs80FmUy9Ujqr`VP*4HuS5a|H;bLD zb30phpC17QC-?cgbeE?vrexO^i6{*SP`Sy`ux?o~QUC=O*4N?Y(edG4`*3^x`uhIv z!Rnz*1SM0ld|cu16N1qSYq=rj!F zaOdrhfB{^ta{kTw^o6}_00kCqhWuzbUREN3gO(yQ2Q5AxoYFP4G>*+WcA-g_txhhm z=!sjMDp0}AL9IL1qP^W(-Pt?d6;_b!7FFI@!Ie=RT$kscEJ($0prX{AR}2~vZtt${ z2)UA}xhlB;2s)|6jqPjOG7q?rWEKuoJU%b#YiE0JbB(6M-V(AUQvy}86_B8m((UZu z+?08og`~4^ppx}Qwzx@tR>-zcy#Ww(Qke&b+j~c=Ydg}RFQm)@5|mPzt%KEdNw<(P zEnJ-HX#0pH`^{HA^3jj*|NOMoLYx*i&Ut)ruuNOAaG>&S<%mw@S!x?E072(h96eoT z8wXsRYN-wGXurI{9qpri_{On7gDU{zl3CO7$riB0qy2JAJlbEXB?1moaeDj4b}MlD z$x+66cQPA|hGXvWWyulJ34e(&JVb&7kI;kdORgl&$@N56lw|0c4?PMWDZ;>m zz2z_%BrrTdGT4keoy6WgI$T|s;X<;7D?^O{g6t{r?08SpB|Fq=IzWQ(;ev4Pc|CJq z7#;sL9C(%FRK;N6cua8I2u^WH&buaP7!OQr()PL%y7YB!lNJ}2gh-%xfF88FZ93In z&WtDhRhROv{p_x%D!>5xehWRweeFO*RJ#y8F(%?e-~M1Sh(OiggQ>G&vaH@8@48>J0vh+4Cg6MFYVnY**NBpV7{d zcDq09(0`RY67gSO@5JS= z@HMsNFOX3HO1$ivaD>jTTDfeWkOc^>SM*YrRfY}`G%(Q$OP{Gr)+QGjB-0aBR2B|g zG<)H5oet#%;T2tbS||nsPoO<@%kM(kGiYF<$uVD|OY4wDRV7E7Rr&)U_yWlWonQuh zA;}CHm?+ceOGa*p;uj%UatK%@n8O2GAeR~iE+m&h15;q{6S{0p9#goGy<0eNQL5e7 z;dD&1&f}mZC+AM9w3s7;(YMDoUx2s5B@)%v+#WqZ@c9zj$NF~n<`VjdU?d-6lNBrN z;YnKsAW1_}eR7BvC!#fow}l!PA~I+oBHMRmAb~i?IFJ>VG{`cM3OG>F#BM>wp9ztY z{O80lpZOzBe!%_u3IHB(G{1NU;Z~DJRKFDRK;_gU9g(APZf8nE33VB6vV&0S zjv+!?>XIUlWxGqJ1HGrT~b;(bq zW*4nXiwHucSbE&+s_1Z0#TKX_R+4tr1=x#9Y7s%GYLZUSl^dxRtw{q2IxU|X_bn`+ zK?EUXkEErZX4(fE0+0(|^9MR(}YCZ*Of_QRIh#3{c%8X8XT`BCMW@G?C zM=6@128eEWb`}ace~P9Q7SuG33*HH`3CZE z_k!Fkw5ajqprBQ85WNw$%SGcL2MJ1LJ{O&d%+)SxJ_fLqju!$8&%P*~0R)|DjlD_x zTxKvAZH*QYgvxMuprV4GMGYqh1+A(@dPBC5h1JS{po>X4R(YKzNNGV!X)il>bwsi# zZ4L@r<$>(9o(!TF^+3R^AT<+*qOB}WYB52oI_S%>^mvPQ(2NH%WwRYwZvmR5GUG?w6%l~ng@$6M{yy?5H{`+G;**N*p(TY`4( zx{u&NJlg5bPc4&RNmhPnVIB_9sZAEYwh#9OK~j6=1PlcZ@-T*@Oj~n%7=;EVr>m{~ z!`;;*Axa}%IUJzVo-k(KI^K~xrjxr1VrnudKqem#JM2GI@)^sFg)}z=}lsynjAQ4IhH_!Pl$ zsol?ECC?qf1z2El_TSpxJqR{yH?n_+19YdO*3sei#-==fyOE9n1bn9>_w!P8`uNAe`FB~s)8&B1Q+$*$M)W*_Se?lIofQibNG{V>Xe8G zV1(|)Wz%_p5xSR`P3Hkd=x&;e29~Hy4-j;ecFYIiC5D;IWyEYH1`5ufrbvHvO*)E~ z(gzMs$3yJ+a{vIOIk)!O=C$p;_UaCuInX}3&d2skf@A>6lTIFf3=e#qJXqV=Uw=2zL8F0-&t0PfrZ@NG zl~KvyA{4@50G3UNZp{z@>D(s70088y!|vwp+UB9Y)h5{$hlTZlKwwI|y|-YA2>^hs zSvtmceNTqv$->53D}aE_c?EY=*w*S!Yg3du$#60p_Pv%QfWW}|b`SRU_as3wvKr9t zR83%TfKS=s0{_TFZ@Zg&M?sL4oP49SPS*9^LSANp306<4qr>2On50y3wHX}X^MQ8i z(xv2n=4g!@7~t~RZya^)UEAK0SF|L-L)$N40M3OzdgnmaaS}ILXafUWPO}~FmHXl3 z5Fl`3Ar^S}$h6`ZtoHToYuDSY?mqSE`75$ZPfjY8^Mx_T`??9pWI z9$g*xrWdqduGiJ)U{`FR>Gw{?o$=KRIhs2jCxnB5kF3(1;+T(I&@>g%N-2#*D_Ce% zTJK~w&6dL=(ZKTX8m-^nyxYx2ERX10D@L1TqDU}sJi68&c5l&c;_ZDcN`ra{;R>Gd z@K!cB=#3&OYr+%2f#<1Jm<2+zT+=tfEj__!xvf#LD> z3%c@x_qJz~iI$^ch+Iaa0m1dm`fxCyz=h0f^@I+T%1$+5#q#S?!Z<2eA1zolT?1PP z;lSfbcbJ{cCQFx2pn~Wrd)11byObh# z&%l0^?#(8zO)EVjt+#=7hj8F|oFD8Br(1L#O{Cd2@DmykTu*G#_Hw@S=728ejMPm7 z3yUCv?cuE%=SgFx+@Rl+U^&ONY>wW+Sbu2JOU$%JFxz%V=FR!1tkm|D-*gqTI(<><=k3;TR2b z^oj)#u%93)s?4`R4-!EH+mrN+{7ygPP$CxgHPBoP5_})qZ)v?X@brKI?!)_ZBFR~Q zct@i*=%pkWIG%M^14cqVKZvZzS(VvZIWV{%J;=tFy$N6Bq9tq)D}`|2dBP2+{8sD> z*TDKBh+uofU0o6rszDASK=WAW3^YE(L#wV4i$DX*qcq+a&c@wnG}fSoLOAd|bjX(~ z#@tVXakan#!z1q3SXk3UU$(qJ1IrVw>2PFD>f5G%+ziP?2iL&TB8Xsnn4iUo8u$kZ z295_?S9CN=B!Ftr%lS~if7t#AMf%OMi43N&00RffFroFyx}h|Zp@0JZ0}emDH?TpB z=^+9AzN5~GE_#D#EXM)zLr2u)hO@|su0g94SYWvSh?c?X!Z(O13Ls!Vempqg!LPaF zQgbwjB{d+po^T6I=sNS^X+)p~?K*-Ove~;gwP?-Rd_=H48d!nA0>jhp*CSk> zuBj?kkCeq1aZqqR;vT~n_>QH4zYoyB^58K|H^e9!corWD_z#%7kF~lQcoq){=pT!f zyg}Rw7~np1lg?Bg-iai@8d#LT0>k6)X5-;T?{+U9J2q(h8W3C$x2G4prD7#hsoWaX zfRD{KBmBc6f#4aly`VQ-S?^Fd*YC$hEENa2qJ21&=fk3NNsxnn{Ldz{vK!h@VE>e8abo^%dPP$n};L5ZlXi%PChyaZ2 z^!$odtIGu)(0WEug=b4GTsbF7`jtpYUFc#9dSv1lRnF6;ma~izrQ~*S);p&I9Vm2O z*_e&`J(|1D_RT66-Slci9Rd(_o1j2xz92r%OVhHeB6M+X)Y4T!UQryuf$}^d%A@&f z^u_`~^IJ^teM!7+W@Sc0x=)=_vXl{?Ug#2hZ($9Tv7k)s0SXO@w{>x9#9{(YD4r@FE-Q zs(g20ot5*TT%Q!>+8dVDUyXQAAZZmzZ18_de6=?ePQb6DikpWJo(ZT}0R%Wo@T~ak zfZQ;dv964Y(?M$T3uv%E&>fDhBEfErXw-b^#LO{(dw+LwI}*6PT*IX3LyMXt0Q9LY z?^2(vtd7skJzQE#HD>r7hNXz%f$brR4(ULgh;nL#pYB`B;^P4QbElnY$DO&evNayQ zpAEL@f-%lGXt63z`9|gYaE8_YA%>5FJaT$+xpGQJ5<~>8k$d8=EuVw|{QdkwriPI< z3_&1U1b{xw&&~(42yn$dt6WunkqZ=n8-)zw#hzCo9t_~0p}SXTo#}LCW7s{SKeuS8 zP0Oo9q*`M>94J=zaY#^p3NIhiNr58@r6{A7FO>70T*Y35TzQU4@WyaK{>ki;B(ya( zSy|&50$M??ZM=qu7f7Z6;unbx{?CYaY+uK&Fw)H4PJ1T-ri-B9QHp29hr6_vxN{yU zK@Bf2fOH82G}u2YK60;=D4~Y05oo1F@bFQNpAlc~&id2ds573f4+nhJOLW;mjS-~) zjTEPh2BmuZY)XS3=l|LxS_2^(V~uG~2Vl507y^==LKV zvgdk+-WbtAdo0KS{fVg>-wW69{y>2+F-QpXEPJ(;ZokKwuCODSicxB7DaGta$5?k4Xy7|En>p3nwXg#Q5Q9`Dn6vrLm3AO^hy8g zBJ<1hT%sH`x`o(c5S^nDA~5wm3PRx2PLZ;3&d#e%WdHLa`o}H+s-QU^xUh;@2my zz3>9X?voXFneK3W{=!Qy)Uv-g0}AsgS(sac;hh1c&8Nd|kTb6lmHSYtPL2l>8wC(9 z$-QKjqtLQPvnVFq&$p;cD&s(bTpOV!>b>l}&Uj^qE^yRgMs0QEIG#rG-wNy)`($O^ zys6o1_YUTJw>8&RkNd?(2KSRaI;W6qYGr$O_2A`|4(~h^Ubse51rSDB{KLm9A=5$D zVq`(EB}>AKM%1aEHG(amM1;#BA>R|UY$V)t>&JFAR;UnyWztAs`8d6EJebTzBeP3% zpSp9swzbA`V2>&a2fk0yFzxhoOrzG7Rr{y6ddU~BhJ_YTR>}(G2>o6*z3fbG-2-}! z4Em?un+yjl-)-&hl`S`{G5RnVM&c+MxE`YY-<^IINuAaheYkH8i@*W;BmMU;J1aZy z?yhR*QU{;Ew&)TE_z!cc=VTb0vaezI_}DPuAGV+%_+lc2Fv_|)yMtj?wvG*;zl=x9pl-E?RaLfT@~;6b528zR_)3@Bo6U4;E( zjVbXEEn1#{0!8_B__15xpzEc^+-ryxEr=i}ErwW~;dcVdDuy6HF`gb|({Xo&y!E*2 zWf*<_8V%8c7~$i1pu2z2i_HMln7-f-EkTX|(5D9jn{nLRJ382)c_3YtHJTVeEJ+j* zgpcE0Ce&m#x-S4IGK&VHPvSi$;_Y9Z0kve!Si^4tNihbnpnet~7-~0`(abf@&j65S z7N{V82JbWRA?I2(YmF!qD2mmC1f@{(5hY!Rd@7HoT|~_REU51r#@fS+X_rjj8PW3Z zf%xo@CPR4Dj4O$(fvC|m9D*T?pcPEL z?k$S!4$L1~zB)`6!7^zyFg-Q$o<$cE)bNlFLviJJV0*^Bc|0(G$)EckxrR53@P&wA zd}1{8=WEQ&htF0=lNP~Br_sRl?C6Sa0KXhjf@bC5YTf=#S6z+FnFnM^OM$`tpj|Dl z7o69a;r14q`zU~Z!2YO~mcN>A#R^%hCBJW+MW*CyI0yR9s3rd%MSX+@oo2&p1h>Yj z=KO1iF0jDy&?M_qHZsCcV@%|}HTVLjK);wxX#!lEO&xUmtwr~7fd16P{@S9m0yvMT zS!%R(hvBnGJg_}6>7CPMI4j#z+NjvfTRH^GrP09jxyhvsky^V)2dM$UUfON}XL%FY zD8wi56&J!K&9#DSYybg{Vi%yGeHyPbZR79|Ad0gZxETv7l#15(tC z-+wMvfDjo4cotgYD&RTbY#fumMtlw+rGAMD;?LrJOFX8fCZ$tQH6|Q^7GYP=D8fS% zI@K|2+QZmyEuW7A^hX`~d8e1Dg?2SIzPitSf*cAQ591}x@U0r&SBr3Afq?&r!{?5L zcEF1UQ6qJT((&DK0TLLVp8U8^ck{lq!v61skMdNys^fDUh*ee;5rhweP!rXWC`M$F zK=2F*c*XoV9q1Yv0oE9J0!4@vK!WmFysSN)??LJ`;+T9I6~vzaaX#14>1(~#>55~# z3RKZjO6+{xxx9=HZ<^97P|!XKX=BTSYJ|P`TvRErK=RaN(qCEU(|OO#jvuYg8Y|xz z!?MJ{K=o;Ut<~CLwj0^l5=L{obyVq7mV$!%QAeF0Z|U1LXcX1Ao#%(;*}@DHO5yI;IemUtmE7V+urnvokPDA{I9V1qQ08olH!1lYCah4c8dI zhk6UpK=zCy#vgw9U!;=C)P!(t( z%B5;eY0XRI=&q(x`FJ3E423%CM3PK3q7r;Bgv!A{^C`0p$E~7SIdqA}jcm{hnskkz z#6Vd(-rG|G3g(XsX6ynASnF6Nb7@u&5R9L;+rTM&b(`eZI^!`77q!jQ7y=hqmfLJ& zFM&n@o}BW91HJdNl_UO(=B*tg_a%E$GH=ZG_;j4gQ#fbre?h|-* zV|Ym+Jo(WUxk)OLa9K6_AmB*K5EQhZ!t2+m8|aL?7gui2O2}NpUjRxl$8bTOtJs_d zACtGKiUlC(o<#w-2Xybqs&~JS&~c5l6@Y}K8WqHO-MZ}{t6g`EjNolrw+a-rdEL4< z)-O67`I_!tFgLB+7%s>^3mv(aXlsL?@Dcnqf(@Vr8aJDELTD7>nORrv+hCa|$s*`Z$W0ALkT__bUKH?hWIcwV>}83qj~(pgDat8)+JIII8Z%>V(fIr=UGgy z8XX=mgj@m;bf2JCY1bsJzF#3O+G0$9)6SyCFtfk`X&e^B54@ib@P#UC3<}McmZiXO zxb|Mo4uVm0FXt2DTF4dB>qJo27)E8VX}8`sf(XIB5bRW2=^{>?wC~W|45cyzdyPG* zik0jzLShL9j>qsb8}fkSG$CJ&n4yd&#{<*jA=8V3 zsz%F5QN5V&XV0ag;iK-v7LY2(gH$=w9ooLGy2}Naay&3STHL&_!e{&o?bYy?q4q*J z@ZcJ2l=HK< z0=?k+7}FVeIKaNI-DV#WAXiN9l_5J6;8L0CvdGhH93VF+bB+USDl_}g0J%Y#9SU$C zY`1Cne2Y%V3ZN^Nnw6=e00KIdnuZw{0d#{>I}{IhLWip@j_Xi>`xMR8bgn2C;Q!Ks ziOUIv@WTFTxI_E3F}^5Vl#EYDY~p)M$Z|N4J=&q^tJT)g3YmV^Kb4_Qg@IBiWo{wo z&#g!S4hZP%eoH{dTC|5}XLSFsP+X10k&45E0?i|!=~J&5gf2Bs3{(^j2Jm0PY54M_ z9M@yH1O0?tKT0pj#2o>lcdx~Tl6|r2Z5mupdmVWM_Ydz)!9ay_eF5cC*E&!vLFXo1 z22-s+SiD#jOeodUDAn8M9*E1%UDc9n17ftzy)o7ok=U>1V~a82)O(4})E0&tLj7Bbs;ezW3hyh7_R2DDB*=&WlDFHi^$Ogrx2(F6lZ z^0Rmke|oEM+=l0sQBQ_qzgXWcJT#$~1RF~CJl?~f9v(_JHY?baLq5N!h4e^K)}Kci z@n@v0lPQH9at5n=Ps`~DQO2J`+3;t)j6E5hp4{sq5+6!fQ;XqZ_tXBww@uJ}wIIB|iRzkH}rQezdzoD=qCmx|4}HEV_M3D@-m#DQdXQ9Me?7 z|4-bTb~$z&S%RuhGqp%0bKjXlw*LNkAgvYzrL*oJRmCW$q0}dA6WvZ`80gBtR~I2Kkp8J z0aq)D=i1%y{j9Ev_e&H@5&=)4htT1l&%*Z#I{L4x>Lrz+)Jcj?Yyek@;#5%hj;-*$ ze%~BcT8m+&Vn&o&M0dTt(?Ay`ts^k7d><^c)k1J6Mn`!L2L*i_~KLG~>7eO$idp>iSp*XaXki=LZ`T>aOSOUGu z#|%-7x)Tl$1Ne{&tL;=2r$chVp#c06w9{?)`68>R;E4qcETvjk{ndab+GRiLAgUM) zR9DT|gwDR)GygoAj~6}qSI*rlW}H2YtMdiOGN+xx=M!XYIXxseKT7PJ%!jLLMnPdP zbtd!pqqy0&(dG=iN{iEdG%bLKmdlA>k|j39x>utoEFk!9Cwy*RfaV5h^vME(Vh>3p zF9Y7iZ`Mwa!ta5>PfrKYL9C&VgaLSJfOQ3N7no9=l+=Xn=V#-{PmZXVw!j$>>3wF9ZoYL zN~7rg!$Ixg#4RK9cmRMwP47L{Us*4xIiSU{(S}}Bto#Z`-&?@zhh{txAtz#XP(dC& zt++!Tm!&wW5+mwl)dR3kX(qmY(vHp!&@a#2Wo%!5_0{7CUp(!fy!hh9gAs2Y4;41zmCewEE;NFXS&mS;RDo;fcc8CH6)R;HwHr1QWEAoyzVf1G6N17l?8dp_i zuc08Lhz$WhjRnL%+ml!BKv(a{qmz?IPk+xGqgaQE;SxddhdC|?{47ow{~Uj5F&*`3 z*Z7uq4HZ-TF`!yv%?6PaGHc(*KgS{|kC_KmA+v^6%QHL>_Wj}NEj_I>t2XD0{TE@~ zmmM*~0sLk26ySYY38bD14G5;@DR-Hn*etP_(f=~9w`e6CtE;>mebK!TR#p>=3t zfl*WE zZOA7uG*d}A6KR}cpg?2uji}s+s5f%8keRk`zNKg&yJl>vKel^1OdG|!6`B!XY*`i% zl(zQODNO0@&$s;jwtZ_~1`c#^ryGZL(iup%b) zPiO=5v~smI9flnilQN*-{m{R_Z3egW#8B@A{cB#PF&(6(?cnj+qgiQo?|8dWi2Jz- z9ZIfvCA9J~TD-1L1H?zpG<7#+mxy3|kEQ`DbCaf-4>bSb({PG*JOEf@!*2nuz(g}` ztj@G#GH@j(v2&{}Q?xPbA~!ePaHHsT1&ECQ93bqv7Lr=$nhVRPbYHkQHla9@7;rL_ z5h{2ug!Gm-*_@*2e+7gLBioB|Ii!q!;AK(~UBh=%I$ze`hSG8+Bo04}X-0+>PDP{( zUoKEuOn5ZIc}`c?cg<-r!I|-_tb-kRHm--agHOT_v&nF^Skp@HoI6-?xkJDxI5>uG zvROofE^Lk>0TqxRFHT4q_FH$aVC$b5hz$c9MK*d^P1AyY$m3)@EJWYIHKEDPt7x3=4U>re_q~j5|BP0m^+-uZgDaE zwTurf*JW^zGX9-xU<9>@jAA}WZlN#g3wz)Y=h(-po4PL?-- z7HPwk7jbZIOB+Bzdl@S4dpDm=7pL4*O|Wcou|ovm6-nq%ZPH}M9$KOW zWRbGNN(4$#i4xZ?mUd$-GqbI0fmyWEJut{P+q%|6f-(dP_~A9Zq`?Re4HgU#bRVI_ zem$p)?q~~7bbDMjVl=e5IHCebR&AQ_A?9OzGoN@!heXGGxUM*32TX+;PXIZ0@ztE1 zB%Ua?K?8566c$uIs?2Na_G&G<;KFPKrzdSUz0<|$ZQpLumwgh&DL)Qr_3%ICS>Tx; z<`bJ^qI45YR+M6=8wYI=C3zsL;3<0~rf+sM$qPcd^b}`-qz|}JaH~&j4!^Lv{l{{T z7PX55Hh3xKfSix{w;_iPh102_tcw&UeK}@>B0&RDA94UGDsj@EI&=~wSrQ2P#0hf6 zY*n4nsAToF_r+*LgUoerK>zm5B|a?YPPL*0YUD2QNy-O(KW@}VgPi4*4z?z}%<5zGwF2(}OMMLL$1U?}5Mn zu}A$}7J8uh3%KY!Jznf43$;^}wt*eyg%_Tp%=3*=D#xl*}_@yS-Jm*0WvKn%q_ zrDB?FOa%Y+I}i+B=>0US_dad-LCo@-fLMVTb*?nW2#xu8@Ou;Q3oTUl@j$XcTR!Hy z)U3M_PyBTs^D~4{m~ZEwJbLng-cU7<=lP7D4gR{|+f2G|=S!@6Yn{yhcWAY&(3-F5 zsfGSABUXR9ujyr8=*_nRbXJm9TxjR0xzOK$_|ia!qz5zJQ|Z1H*g+2E`8M~2<|C$+ zAH8_hX3RwWRp#sN+uSB*X!e6mI<~T=3ut=}%-qTo|4XhLs2*$rF&fa}PgxQO^24NT z+G;tOF3!Y}M)jlxAa^MWEE-Alvgcq%$L?5Gb}lKfK+X)AZHRC8r1U+~1dV(wCRz-2B*`e(tC@}3%6g+u!MS%&5d{tX6rjy}YvzlwYOY52_h)-lVKTUw5)E9L1)%P)RVm`VVnoLd_>6T+HS`G#KM!}ejZl=RdOsm zRNP`;eCCVOrb@?ZiW3M7D=pm;9U5-3@A*__`D|S+nI9BO6bz~;0pL(@mwnAEDAseu zJ&g>nD1$LTi*HYtE-QkTH+>`8AG2g$QMd3OvOx|fX;$P~u18As zO;(26Y%&rjGZdRo0KzCaA_#9FE&I4nzwxfIVqXN1%B&6+)Hm@3PHq0mxfS~&0M)?l zaCeb!=|y^0&N?EuxFEj{x!!Vmu5xT2p zZ}YSo^9rrll?{lTwH6O#*N`$Iqi8Gk+bFh<0jI?1KpSZn^C>S;UC>%k&|ZQ{Z|!Pw zcFujP*q{N7oTUyBbh7l?PgC!f`~pycuvkf6LVUaV&HMjRawu75i0e!=?tj<^gA@;hVmYOuXs@S*>SF7TNz zau?1hx{fuP6VMC}5x45E1rc<`2fbM>@4Qj$Rjjc}5^87&xG~-=X>UdE;frVe7mrVR z>-Dssn;O&GX z3ep>?r7x?uuNNz^p<8i{XN^>_HUNYC;u*aN+50{H=OG1=-pp*TXXYv{$h8obFb4*v z_s$3Fb5oYgzv=yLihD=`z-Bi6DEt!8Ky>MRHW>E)@Z^hoy;Ji7V?TLmM#E(=tW8-o za9yrH9Zk+?7i~(WIFn>S1X&CRwjb1N$zt;Fc2Df(XxK9G#|EP}oK9#}n4VyG@r>4K z=QP@(DCk_7cv3MKi!q&z8WNcNe*ASK={Y?wPFKEGB$LkF@WC6}cWbdE&{OaWEqf0KD;`fe^$Q4~yN~t5XG&c0=L0E87`>%M4bn?St0*ugFYQ) z<2Ak0`~v}W+z_^S4r{b7-{FJgb-QjAn78wwz;{_f zFz~rx6xeOZX(?4Kzv%Nr@IY0ejIPGRU;g6fzh#-zX&D6pbof4k^bQ@#rZaC$hPqJ< zSPiAr<3q(w;ZL7O=|xzIr6>W_Ai}{zLm@}dXvXWmo#qG#pd%mk{X)z+J%~daSxt-m zOO`ubM*SQY)a7fF{|4Q+Yp?ia%DSvgk_W1M*E^IvSAKkIQ{;d9n}1}Y6vr~uXHV$ z7y&nHrsI#%sB1bE_tMv23eIWNx zF1`crGjiy+*X`@{`<_Uj;lv%w&9RNhDu5+&L~rK%U3cYQXm*G$MjE`GE(XUK(U+K@ z?1#oLk&k)$G3iVO)r!r10yG!03q;W6r#Efj|`~D%|~sn|3^noDJ=BtQ98Q< zK<`hjH-E7A=C68w6Y@Rt#w+uO;?S|xcd+@>iIJ)%t`Jp8Tc4lPmKUA+5S&nl0{b zX~+M2I#p6aF16^?i)oGm{<~(gHLFL83lw5>Z9R(VAoFK2P@#O%I*MIm=M|`LzS(^v zRg*!Ynau>j&MG}pb&2U9Q&SdSe^+JE5kVTu?t8y~(=TI_wp_LD8+Ge+c4l-FIS^OS7r&7($A@p^h9-L-1y=^0@<=juOsDp7Uc{IU- z6N2wd$Yo|5;G-vBJo|O;+4HYne0A@u$NfJ(cz*KetEbGFicuxdY?Fvz3eb>nk*BkJ zs~E3h|34ryybcd!H;~eaGUwyy4mdNx#iv>n=Ny2P;bgF&zD=(V(K@(s_TY5bGqW9! zX@-Y}(#d?v)7@=*4d(fquy;#H`oJAZVEx`7*1~B|=Q(w~=(@5m|MkU#dtcpu&_DV5 z;loFN7DuTRTlZ>E;f*E^c;%<{x9jBhAAI@s@B7Wd6#a-Ax+tu~1bLs-7`40ye}3`c zsi~oPmnpVw)u=^f84`&4S^f1$6asNm*;WkvYV5MK64l-UlahZtfvh5YR9jhl&^Yd) zxf6Fq+w8@@A;nSD8nWm($pC+4>*bThXgjS=XnR?2NR?H@$ZqOo$^l8)dKo3BJ?DMe zQ9ekXsOqL(mY5)Km&eTXy*QuWxyL*QB<=E;OWrrTWcg^VbB{45$jcV_$jwPR*iDg_ z43M)c1F4gKCa!(#JOe$4RuUbPk-LREm*hDh>9=)IspC}SQaUC!vtgpYt_Ji%W~h>U zx0dp2@#x8;zdX3Vqj6VU|5d{m1vjxlX0}?KeD(G7dxZ{B zH`PKiK+cbAvudxM(DQLaYMRP@R>h=g4P5kBo@YO4Ny~X8X{?r3 zPFREQ@LY}y-qTA=Ja|Nj%!@Z`L(SVNy(eG%{?Wbu)32X=`QSMl6FzP+LQ0Y0p_`Mr z+2OwFeM#4sj=or((cw;dl{P)<_%8~259Knf0T<+V%j8Z5bAaL$5%6{>@ZgYf8($MX zc=?*1UFI=elL-nhcw`7D`C&ado73qbu~WJuKh)rmaSMKUhTH9WgZX?xT_>7pVp*YB z=?50eiYzebuj4Cqs*&5&%DDeOdRK;<2 zpcLF}AsZ-@{%3ni3kk~L+7lFIy8p2&*Gf!~hH_jdSfWJp>U?N9&H{t}Bjib)YE@A! zp7#s2NpbW6kSv><@FC^`eRDII4=Z|>Y-o09M{FSld5$+;Rm z`pPWr^;Uz|tVG)#k~&}^-{b=_nu&Vp z&H^m>?7Yo2x7?F$Dw_>XLaigd*H{@`g5;v*O!TUE&Oob1UzkB~>DkOPcj> zjbA)81pF{BU`1D$&=&XpazW2h9I%d{Q6f1Y>2_XHZd;#bome9U*pP68OL$~_K=%q) zy$Rppp&7I^@iSnMi&m#jLkHIACMX_V+qOC>I%J5FQ73#o*_`*!7wgSzu;yYks{uN9 za1KZk(L_ih_autiMw0>s1btE}CsuzxplDXd_i$280#QHWqMo`^(>q zA*7r^q2m`T=`e!=KBS1IAQBz-`eHS0n}Pxb1QqHM@Ak!dx~fZ@0dhnq3gYLPHnMFe zN@7ET=s-ltOfM$e3bpM(lsF)%kV$mcDddQa(OqQ{XMh~h(}ViDNsr4*+n!#E4jF~A zf=+QPqN}n3Y)B|%4DSZULb}Qr&Hy=u@NW~(GgYXo@XrV!rV#3E+I&&zD%1%I2;%M0 zZ;m@jn1hE9-jfR{kI|D$!6AY-iXq)(`Rdo^M8Hyv<6Ab0S$s(0@uW_AjQPq8I%M$5 z949=^d}VR* zzl&+)1{TN?y%xwi&NOn+6Tw4>7<@p;Q3f9g_zn@-YSnTYIrt)gLxkuQK z06C(+AIm|1JdQSPyOTM5ND=-0DCu$f`&j~rDb$=J_4gwwJNo-k%FrJ_QU(Ql_@rEP zquzKdrfq*VGB#p>9MLjGiI3IaFHk^G!9Tn=ehmL`2FMY8I*6ZVrsUf8=_EEJi2h8J z>{zqfA>5Ifj02JinZ)OukC9270dhpg6CTQUW7-ZtQgp~Dl$B%j{~-d{kWk2&a?iJ` z=)xHwr_dU)E@@m$TFz>Ra?1!HrV#3E+I&%I+X+W52?_|h@mG4KsP``?Up>8FnTtIi zm|Oa2=j(LNhpURyCl<+Wl4!sL@3m|ix(uETlJD={7Po`dAcFH|meXu>7RD+bxZ6SN zLBX82R=!fz-rD$Ssyyd%!MCfo=QN1H>Te&TpUf9@D?(LWR|0IXIJ>Ko#x@HPPmto=-H5ujH>Eze2gl}TxF*#cf#CB%iu+L$WTr^L2aP{Vkj(iMsgZ6UOdhrz z?XCm~wq7L|q4NT;=&a7>d9^lA&BWpHi#^nsR|+$5pt?Ezb~fle{>zguOzd%c?M?7G zuf%3*O@T2`&guqGFkjCzSBo*TRdE*00yXd&NU(m8XPsBoXiXQdFSp#&iW$OP>@oBX z72Eli4m$KlgUx{XpaT^#G*n!jRkOwF?W;-kx;M19!cNY%3-L~!BH#Jhuo5U(FUJY! zCfW?ABG1d5H6$2gJIBYclYxTuy~xhYrL~GWT(r@{f$3tzL~BK}PN*~YmHXa5rIR*?fPrAUhAJkgJK4x1}kc)u^}OwB_SC#->+Eh?Iue&KBT-mqa8Lq z`=8A5-T$(?gJ!?#Y?nyj_`qE-G`BBg%=hNiW;N`& z|C)tN9=sJjP5)Ihpii+tb0PkSZsb~txh6%oxxnMWKy-IL-`E?JpFVx@tY?1d(pC{T>Mf5hm7lKO3a1FGbW1r3IJ5#2P%kfAia_3W^8GV&pued0>0v+ z1|TKO0v6PlX!V0$^IX$o>c-=5dUPf886#B;CxGEdbAUxU8gTH)*_O@%g65)3R?7t0OZghco9e6=)pdiB1z_ku1|K4Aq&G3ygxta;%#0SeZS zlLU|d^u@oP^k4kzGrE#8Cqc0y6)^J>atzROJABs*K6&xg^9NZWirKdSmKDOGiwerF zXsv)lL&4=B+xx&IsFlcr}>e=hcL6Hy0O&YD!3LPy;BeyK1;;pk)pc(RiAE?o)Sp#hHPP|rJ1`KvxNlPj%Nbx31 zu{vEYo)!&knKC)+Hqtma@MR*6P0(qi35a0LSUERm-C5VIRn2p7;LGIUN`|&pd1%qV zma%S?w8E{db8z6xSeMYXvd*G4uq8396&veuXKMPk%cx?&V3~=}bSTzL+D`k%X0w}l zI}?4y{o->T4~!<~cnY)qm-n6a^JNYVY#%Mw>%n$3q3HFhM?d%NFMaxrW)^yx4FQVv z@EFpMY<6=%5Oo3?5+_ksGq)N6?v}$MZ?l+Wu-Ca5wh(=LIT^m3R=sETpH*)(S<@hn z-fP;J*DqO^RCJ9zm~}`qFmmRiNH&%?11rK;1FMAt*H4#kX?x>rN!`ERv$w-X^H+oE zgm#nCEdLWKsy#Q+dcXgNFHZizELXh!7ePDg_n?BlPa}|=K6;_*!O4p+o;+jX6weq% zxEgUa50rftA>@>O{j})2{_a)e2wWpikU`_+<=f%(bk)0OUT~lt+LP&sUPWWBQVi8R zh}V$=1mAm%&vgA6m!ex(g++y*R=N3(T(RzPpHhDPMbb;m8dP{F2Fe*iZUd$_p z2BvF1-NWsi2J^Hinyp@nrJ)R8iV0Sf#*iYZWQUbTjt90Y(#A|xQ%v7AStx2-!kDQ7 zEg3~ENIaTUgq9vOC=?x?VLO$%u>3=?MLOy?2RJG|c=-1LS-e&Ej|Tt~1Qge~yQUepjWEyElqBQR1nW zWlVj5r8Jl_o@-H3B@!(80kPNznKDPA74L6FX2d8!H>Jw`J<|;CSE?8c@J&5)AIKxd z`_;1=1IVVly1(Xpzh8OfIAEx?w~G-TJvy9BHDS4$PELEz>E9k*wJ}(&2KU^h=YY@FCVKNia{DMvIbf}&|ODT(2ZA%Z>u>Sj$)jO z?L`2}a@MFIP8>U>hg`lMBfO)+1RVPkOMy5JMOq_8#L^pZ38in)ahRg4Cv zOPpz(_Axc(!evpMU7pM1mDnaz>YlN}(T>gGfekqZEr%@nm)*!0{RI~tH{O5dsm$fz z3U+Oi;&E6>^lox+;0oo#28>)KJ21x>9@uU;7cA)b$cZgei`9Rx-lpYWu^3V#Ma41; z4Dws`S7LHo1^GBdu_d|2YM}Sf5OA&jQY>K1&m=0&cGNfx#A1UcoLdyfn+F8pdokgtI^FW2yW+^314y_W z7HHmyY2@`Wib<0KNqlR}1xB$R$~zSlqxTYv1A{HsQ=-u~+lAc3rI?6rOSGmN-G{tGeK?T^0}+cHo5f49%z1d^a9E&W5%Kjo zU3Eiy1B6Y7N5lvagty{?Qh(lG(@9!Bmen*t`EruLg8VWgU#v!H>C|*I3akMSbRVzJ zx0}hdx0+EUuX=-5iwRw^wSGIJ%0q8(Z8r4MEUz1i`#L(gK3;dTQxvxZG^S*?LW@+*E#m3EKBFwAHYh&@)2`CspdljThjmrW`)3qa=o$~+t8D8BjtmL6Q$Lu$^zEbO ze0Z&C;hUTgU&FH?&h}ow>Y0aj8E5 zos6C65b`0u7YkW0rf#60E`BN=!v1O@GNL2Cwsu7a=vpji0_5I5WLMyMdZf%M*9x}RaVn%KL97_+7; z+F)@E3u@_Vvx$z1r#Qyc($zI6Xs-&3iE_Buiq$90=&!-tfCvv(v@mA&l-d zrvU42=I@&e1e2}JnyN0P=M_U3n zeQIAvbQ$_k#fA{%B{U`%Z5)u73=2eP z{NfMggv0@jpM(RQ?G~F{bQ8KX8ZwlB zr3Q3{*1s1B zVD-n%TBr?|Z|`YlR%&{M9M1topEfI6Rh#WuSX}9dzz1 z&!JZ&J7LFAWH_McZk&7e9Rzxc#20Uxf){rWYL@RBaxIGwC7(1YiE=ldmHM+{>2(i1 z5erm(*rX~`f)uwfMTkjllO7V~XO|jTdb(E=mz~RzCC?T#JDnC7O&747K@lkO<5I#Y zUqaHfYP%@o*N<){j8QR(3!`SnZWnO`4U4ZP{F!2>nX=i%Ey~)J9PflrEojD13R*&K zv{n}Dj;xK#@}0<9x;yLni?5$OdiwCI-stti?Ib-ZkK4jtCV(Kt?bezFBLWu!tZbvogh1=)y;LUQfszyE8Q`YPyC|9HmI5fod zNF<|5FMG)CN^c%tp(GQ=J5?g$d4o?Vr3|rMD~V%mT%(2eHV1BuQkN1CAb)Ps6;S4! zR`11N_0asg9K7kD)7!%GNS|UqGN5d)4!`7ZL4Gkx^k_a_^v=Zewqm>t2uT|7Kz11^ zNs;?7S#MU%N&+NLXAwbo4QWAWPOK!HiXI|xvYY`Fw3m<^w8>hJ;!p!HvXmAObctKj z+p*iam0ysZ*q6Apt$i#P;|gMn%@Ha{f(z#+wkESYZEa-}Jqca1Wwb3F+f1HRe|eE~ z+v*?RC7qPhZBlO9mQ#m_y!)Y9;(5KI=bc~B4}YQ`=-$cRDJ?3#>`&>=mi}ux>&CZR zDE7MqP**cm6dFae{pS4b@|>>xVO^yz6-5+K^l>mJ_R(mySoZ7lhfI*7?-nr2E|Lt; zb2of9)>FM%(moY)(=&IDVjL9k%35M{==gE?UaZ5s({5e^rq|=EzS~*H1^w&p>7W2y z7L=udvX25ltcr~)?7#@mWmbQkpNlNBnY79PWWo9hBjQ$+O<4YrdYEMXk{Ta zHZc2j0zbm;g|P#^n(?m99`O4Uhm1R%hcosuDes!zh#V^uUn zTAM>9^G&YEDCT?vYFSju0Zq5Uw_{DFdeajFEVmS=00UN836Q~mBYY?3r|rjL3!J9Q zjRv61?r_07}BnTXx}8kYx43*^8B_0^jCh5atwl0*Bk_nt|tVFWQp1?`nOy-$!{ zb)*@5l+0zIAibQBCcP}h{B#YHx0H3zf3$f?+momq)A0eiU91|J+SNPpznB`<8`HCT zykZX(EoBbY>B)VPA%s&t*{$%^sdx+W^tb{oU#)LNO@w(%w)X-*J$N&$+`GPO%2nV+SuB#k8#l|6cy!QA95q!=uB3kcfD53z za%kmzGNe}u4EZNR-Tiv@MPT8uYB;s?&r*!K#F|1uYhbU|x;iEad)V zJkDfBXF?);2;sE^itB{^5ouy>X^64IrP zY1@>QIN+BCL3II(TeNNk)f^DSg8K^-k8=ILw!xhNgZhe9<8#%eNXmw0MzJY~MzEk| z@zZ^7g_s6~Rg$*xQ({BFHM5$z?me*&^1Yy+d;R`sF%$!S#mP#C<66=ZBuH;&NT&<4 zUqkRJ_9iy-22@aA&rqAux**m}@L4NM2764<-pbI@{i-kN3I)NeDP)bzH7v+K+|tq( zUFf=@RowOF9$kvn8`JHS+f^0Do~*1XnumaB?GL||@uB5*n$|2NKcUGcd7Xr!$qrxz z88I{zTn}FgYH2~tgkk0cMLqL6t>W&%Cf+?&ELjAk)Mkzg?oY!vB5t~rXk&hT;+{MGdM#IO6gxcwZc#~= z1-kBp@5j2fbhB4_hdY)2f z_K%|R64RL;#sEFM+&-_?+v%ovx*d5vmWalmq<6K; zH0`jRj!rh>_0V>)BE^P=o562U9;{zZXe$^$GpXp82dH8e02u7Nzu;AFPHFcU-8#dw zpk03{d~*UzdI=d0U7*13Qmjszn!C2o@|HaP^&18iZOM7E#^gz1gdJU z%;>m3jUVVgw90C3K^7fa#fUmcu~=MB4!%i*xs0fv9D3|bL=6uSA8_^76Co8%3W}p7 ziZL_?EV)B)Ku%p@YR}oE>73j?{rtw9iSQw#?sIY(B4+Fpw024$Y|y{YefY!_PxmCf zy(x+Zj(ys&MiGnwQgRt$P%=U~%a8~kGIAbqCl&jz22=4mUuPa+43JW{YSx=iOy-!| zRr(cmu*3_YiWN|v)urkZ6F|t#?P_XXV70xV-XC7PcxDgi(Tu6M>P4}X!=Rjq25>02 z!@gE4$emu%l#ZCPNd)kr<90zu<|-;pDAmdkw^Q9>D!zXH*kwmXgkrUmVWqy1=^E08xl#zRj#mhf? zU-#dBC9reSn)#p-H3aB^j&A*7;h_O_8jgfNTr0&?Xrk=yQY;9d;}hXXBwMT|XLNr#$+LI3GC}`i z_trsy+LS$#3Cc<(1`iZ6N!^y1KmjeK5@RNgnT~EtjD?4WkAzQ=Q`@<{A8|4`70(7M zwkit9rfgy~&~#S-P~0}xRM6HS(qwKBW6sg^u6GyYlmlumZ0S5!?_@BpzW(~r{oa~> zVEl@^{ValWLy85S%baIRhb|Ydxv7e)rb<+R1KTCZme{4Zh^b6w(ZKbNO=rD#`j!T} z%zgi?sP@KbwfiCyMG>WEbzQrTQZ(hQ*jPXajT{9m}T)u;P`&cabEEm z+20=KD+7~3m$zdch;Cqj{$8zpLa*J)s-k$9JLe!kfhF<~-BHC#(}6Y^7@$Wsyc(<~ z1933yKpOy+W61=yLs>i&SgyRLW1BRyPy4mzgDD*o>d}A2en!PYFHme9#4iF8lvmTw zY2T;VC8bzv1x$g{VS@A;QX5;%&j0Du?$6?z{}snZfWuf5P|*J9_4r*FtkeY>Nc(XBDBH58 z%{p7&L?{;M0@+hu4Wu;}{>7S(`o5a1 z_V29evohj|TRTLGB={=G~8rBr)JoYBhd#9#b*WQmLl5T#zYLjDZ9A z&O&IN7&Ad&b5OBgTW#n41)bMt>N*W7oCeaayqQhS2Ed-Vn5$=3{LE@SlcDIa0L3=r z_(ed1@;&ys*~G=z6vH3@q-+)qL>H0H3ZcVxa>Iq<-Vi{fR2~mx7m(7DrPKY2p(GGe zE(ZsyOGtQ+-ov5E(sTw;as3J~7#RZu-CZQTzZh;Epa0>(v@*Z5>{CqR1CLP`!6D-| zzJ`=9Xx64j^mH^_3~?2U!~n}`;K&g05x&C&*fYh{*FP~=6>wK5783wjmLc#V<~qK~ z#3YqTvC$1cWeKcO-9dUzOi$IN&jKlS3jnQwJwU_ud`VbtPp6aNBfejvladgSn+2@j zuIc*lV+aVy5O5W4^EI%y8JsOMt`cjj0l}St)>m_A-(?T1u99SaFvbKr);_EEAfhlsUIGp+y8CFSm2j z^T%YPMXN$oLxPe=BDY*^{L8FtRX-z4kcO_T&B+eCvN0aWZXw6<;j77FyUvwZ#dbts zrKN|gV8Ebf4mQ^W=h~Py4vsNF`XO}s6@RLmkLK>>4D*7{Xs{Wu3|6cV0+CtX01qi2 zM?96DU9(LiMFt~RTx>iI6ni|A+H=Ce!~ z?4ANKc00_<4OT3E@WM_yi2I-h%88@?7gP2hM^t9GAj=lpvJo5F#?5r~kE)Bvw8G@g z7e^Il$RO;8`HXxvSgotV&NRhUJT<7Ym`Og!`*DpFm$N82y;@2mUNOx(K0?0cI3d$k zho$iut-+X^DL1_b=D!6GDz=g>-#VC3HJi~P#16`fNi)|LCxw)=qvp+G zxR}~FYmS{HCruQ)NH}ChPM!sl%&@FUlDwT!al(NkY80_M8u{0`dh8mCo0RT-1Qz&6 zlprpNHYBrgYZoObWq_1ldhfVhB)yXfJpx<(`N`ww&+hr{**G{tnQCstJLgLPXR6Vc zDG;6^&c1y}A^7UIlcm`h()-I~NmtlabUMYZ1T&v0rpN$e_23tY3DV0l!Kgaj@@Wsn z>HkM{> z-p*@K&%FI#f4hA9JAbbD|NZ|y{a?4tf%b5@VDI&0bKVd8%vmF6@kG%t2Sm!|@j%9HThXc> zdAmE?00_EUgVSN}i!bjzsWt;TPepH1*=v5z>Cypl)sLcF87ymHBPggZ#i>@+8Ev=_ zt1XJ^o23k3p!xw_KRGA!24=I8u&be{(8g_=o}|t3pVJbd8K%(cr!S`h5JZ1(|2`N_ z7b4Rdb}Q^+@o1pvt&2j@dNl{&A)jd_QAu*L%)w{31++?8!W1J_07M_R`n%s5p; zpxfa_4+bXg#r0seOrJPB+>13H_#!XT#K@>SFGgtKdbjrCs(MY&p0bjtxW6D*5TCfR0c^3 z>R!xtV3dl`z!lYG`n0>6T!VorD(&XO1rHbpmUfQ>4xUqW?T&qSc=@aGz!&wAHr14` zN*&mTu{gkwYVYe6T~M6~M+dg~F&x;g)$u6$cr|#<;*w(WGZ&WxA~-*$4a;^PQ16S? znLR-G%x)a)4Mwz@@BhU36{~##)Ac_!4AAqF@ZAPI{j=3#yJV^qyKDloT9xO4wqFN? zjJDZ!v!#nR-u7vvBLG~oXzd`Iw)7pvJ|(?74Kyb3A~It0i@88HFW6yuanyiH!u=qye# z2IwhzhlY;*QDyi1umIJWcVYsl`7k(Euv5I=jhz-2pcNVJ{1N2-NtX6}! zwCrX7OLx_Xk*;R4z<$@4nFI_(S7Rc-C3rF)^M{u;{ntEOj0nn0jMChv__i8-QvAi-L zo2>?{kvu%F0$h#IJs=2KO*6LB9q`Fk+QVyF zj0j3r_-V3CoJ%^q@H;Hfu);r?)6N8bK;ZCT<-tJoPMl{;@s^BcIwYT21_>0*mQ^)d zh)oBF+v34MbTPJtPHxjYIImcm39Gz4K+95X7HPydoC;{5V(!~4l4xZclLl01Suxf0%6Dd4!T>!V=Jc4seL;<8{IpYz zz=xJ=IW5cW`keVgRc(F2EfyJz3f@mjynVZ4YPq6Ud52=di)My$ryq<8!2wO#d@Rg_d)TP@~G;=-s`i}2i`9-6@ zT=%XabI%kL;rj~AlEQVsK zO*im}%lkB|!w8qVy~TN;$@O++9@36jT2;@AQrzUSM-~bqsJe-E#(3(*YA|2h;}B_+ zr|o;2?n2Q;k^m}L`K}Y0Hp3o>qH&6tCGMmg6`7!ml_Q=SMzYe~NjWO;K-1lPj?uF( zCevie-lwOc$hL?DdI~-=k?gzh5#xcT9|a%TC&{Z(h?#zkV7oLY8~KL5{vLg%ysLJQ zLER6F>genZJ@+=O==2fSrdj!H4p34Xqk^(JM#0^dGHH4s77b@=PvVm`9h zr)AHpX!conADMr6bC*Jc-Hm-IZr4dN$5%9aEEMG8AWMdOzSvC0{EeKBxIHrLzLk32 zrRdW(CRPX(7sPq2&zc+`p+iF^=W+NZUf1p@=K&4&E2#%w55!dEzvzQTlkFB4yf^Z^ zecEWk{Qk5%Zi@~6pMd{9U7UJGd&ficGzaC(AM!!!RIdju1FwV%K4=UPKKYK_C6yQ0 zI>PTFgSz*n2kSO{a7xEbSvD%}kMVGYo)uI{5~vA1hBTo$w6x*t@2z_bMHc9}2=CYt zFrEIX#KXLrV{*k{8iRuI5@$3|l)!TIab8AbF$>!vBRt9hpFW)a=?08-f^>% zKIL#g2M&27r8rOw2Q*0Vz~Bw-Gvl3#&f6YwdMCBP279PSo;_JtdZZ7?4a61}oYLZO z_L${&Hx}2}V81Hz+4M@2>A5|60}WOOXmE$VvG=y04lNgY?Fw3Rq0iDllPvdUkU!(d+Ra)7%>YudyLXpjr%{&g|oPg8f{Tnh?9;oRl6d*>QV&=Nv2=1N4aex_sHPRSdPBHfia?q9ME77U7Hhgx7#Xn z2g@EVFZ3Q6G>Ai_@Slc(R&4YhQ_9WU0Uh*_*R9=l)@JoehKW7KEzJTVd`JkRC+~r^ z$pJG1OGtc%caKh0vkFd86tWr630sp^x}!TGi~>T!jJNlQ>4n(kOfi$P$0BsIKVkxi z2utB7^vu*?W}=tbL`NfAaU<2_1-N{S_bjxZ!kbZqGbV?NKQ-4tvl zl6Msj<9EjZC1J7MDfyGRbb?~{U~YGiR7p|YV=}+2Cd&dvb=9@jAZ>D^*B%jlw-Srq ztYEYnh#^In3LH8VgdQKu71Q(-cCYL)HMr9mf(Dwx5){)!tx;~5$R6Q+r=ExcT0~Uw zWh9QlaogWXRLO8aO}@mwHdTp*lrGDQLx%zpPoUK(NNR8=@g!k@l6)z#YE1;>$1l1p zB@qR*e2&Q`dX1f?h=z1mWSDkZPL{N^)Ue<2Ouy8TpMKJkLhWa})Q)JaJU?q!9ZM^x zgi?0^h?dcECOSV;oT9SF`xt{`sN{4|_(AH+dK{l_McgBL?#gRP14VU24`s1VY9j7( z!oAgc3}0tXN(5D5!*V$>Rg(>Nak6MO?k+o}K*kBJVG~J7>#CxKV>*5&HVC)gM55q> z#=2d~B2p1z=I#~oV{_88cksYX6@E8s&%n0K}5GRuK`%xV|N#Ri11MJ-~KtAKlK zQEMcPm;b_Sy5&ta9_+EXr9jCx9dIl23(f7VtZ|W_oY#c?HJwxAH{Z7Bt#QE{W+kn6 z-4!w^^B%L31t-VI;0|rE<<9Oth&$_h^a%?hvJ_CmYgA@&zkQ7oi~6C$yI8 zht9sI&`yp&)i6m z&M?mG-9+;4`g8qoB|>F;I+UzX8#><&-%G{>dkm5fkjVxI8gG`y2*>qi%nEOY$k*V_ z{Fq^n7=3_CYfdQD7XyHm)gC7W}mfPj^PW1d(2f9`Xdq@^kIfDByeNU z?41&OM7dou1PkP(-mvlZXx{MXpudFTY`rn0lTh?38*6mhubMMx5Qhn=`qMC8$!5hK zow25@uqLKVkj1mZCZ19#KT38)=%5b+wAw4{#e#R$_gE|4=?DuB^3dRNa{o%zdNAg5 zA$yz+R_Ta&ASvvsbCQxpxIH$5H)^oJ|9SU&fAc-_Kd^@pgJXBI_5H!nyiP{f`L4~Q zU%ayHF+bF(r$7Z^VSb1SGhvkGahE)s_Bf5DkyMjF3=gP&O~d!H6Ez(L)C>#c2;Y!i zT7;@sT3BrB$~OrK#DpnEmr*XAS=F$I4ru~(N&7^35!&O5pvL?vaY0&GHH@XX^CQeh zdu&8d=IBS|(@JdS>ZrZVus}{Y4Ql;j z=ERZbiAndw#)yoL*BVeXrkF6t(*%ISJf~dkK30(yCit%^UmC zywA7CirP*O)C`c3$p#Zf<#khCW&`jcfj9BiQ`tz~Q4`MzAVQP{dtzoIUMB9UECg_n zhn+pHENsM$%zJEiX)FN-7nHn5Q7`J)287jsj(QZ50zyQH4y%>@H9cm>cinXrq9q5U z@NC%7W)bFyjMwAERrNOCqz)rhow~;*{gFoAPCc}qL zT2D4^$nu*0GRyN$cr7aI&HCFEhvWD=AcOzP>FBigCH?=DvVsPy^S87?c*T2Yiif%k zitQj3;6QhQf1XhN*WG*N3RD&fH1B|hcK9ynF))^izdL{fI3Tzd2+WP2<{II?bs(Q_ zP`rbfSYxjcjR8STdZg-5=Q$*hd>=VPM~lQj`kxNS9ftz&zYpMBzR&SDhd>hs zfJ5_7Yg}flB?~-!4D$k!_6Cp|J%dF8yLXH`m0ysknDl_Ee;4m*)i)X-Bi39 z2_%=`B=Zq1LeNu1Ti&t!ZwI)Ffq^PC0Or#<-BiMI$2JT}tcXkvJ!D7{W5F8NnJ^=AyGyutx^#U+RwDN9Ol0st=yEGgU=LI? zzP)oRg#(?mZ&aCGE>C!rXklN#1EI8!s#r3?(!xH#fzA!LYWu5s!nXHtD?tOd|94u+(Xgc|pd-DG7c6PlPZQd@cwV%bwA%gGSh>r$9Vh%uISCPx1f#;owhu*H{ zZMvfCP^7V7V2P|5Rml}DEv)fq;JHv+L$iu&^XN0HU5e6PGAQ7ID=HB*%}xtYG@Hl= zJuON^gb2PL)V7V~LZ>1mmh7@v;P`&cabEErx1wKEqA*Zkh{_uoAvju;HwOlm_i8&R z22E)ejTHk$5GvUMxB}Die9$G6fy*U`fo9l(#l477Q#=dpD&EFeiNU*P^}iXyCb6$GIh4#cbcYWKlt}SWt>|H6Ylc zsJg0_(+=wp;J_5+(kf}}TI7-g151=kbX-L?MlEv5qk$*3rpuDOvS46|`Xj44@8XeQ zi~dN22)@{R>*Z855^cQa(6T&T)}@uJnc#_XDK)1>nd8<(xnw^uL*LGNjS(WOiuugm z&9qP4qEyf{HW0xVdojtZHeR$~V2S$q>(_(jklrF^VXs9$Kj48YvM6oMTUf-~@+gwi zgwlL%Zbe`wwTR?3V8*7j-_XJ)-fM_F_bn~f@D+jDis8No)_f9tU2=vuL!m4l8)*1r6t9hn2m4v152Q%>2G%%#C+rbRHZSyfA84Vv8BiKmT*W`2*d|*xHBVeE>qu)c( z*~r(oGnrBEf$fYK@!CGcx|bi|9Mq?X!9*;=u(X3{2PiQ3Tu4W^2j&7F+4@|_jA{?e z1u>$9`eZbFsCqV%_3eB#=8QAoz;-@DLmt3O>2U8*FY&Qnz)uE32jjC*kk5rw{(-r` z)%#qqe@sWI2j)VAhFkzoJ(lbsw=*MCcq_?_L%qfF!uNl}=rOk8!2WN*f~UL%X{&jl z1-#Alk+mKy#wHvXS!*z1L)tDMXajGRy@%4#=7H#Zq+IZhvRu#V|Op%k4um%FfUD~inL)F2mcMm_9htX!Vf9{;Fj}tR;ibF^N z&pJ5#Rzio4_Zw5bj#=vp1WI;xIesdfDNs5*Wf zbleHq$;#1dsuH7tC>&3B?>-4=4TU3MBTqgK-wGP)T7u7*KNNR9;Cn6{h2NSOcI%;% z1f(PBi5Z~hBXHJ{#QW#%8Xqw^ibKHo-VXOf1PyB5(yk>N(tz5vnv`Itn%I$XFQWtB zI5jZ=)O-jB)H#L3_=LGeaWEO*D`ixI4=o>rZ~o!MlgIba2D$x*w)`+DisSSFkXP;^ zJe1V2Kal7x9c<*ZfS`PDc)p##?A^2fP4A9S z3}+pHvoOH|&Bd68JZWy#WJW3G7z#u{D^VrS=d_}-XrQ_fTSdzyn+?B=RWXt-80Eo0 z^lnT<`uwM82 zbQ2oQK+T8M@Vug%+4`(lH{2+(s>XCL0DbRsbBXzk-nyLnI8ne&i0P^-tD$RRi3{RO zuowxdwJ=u^4*Ak%77=`Z>pq>W_(gMjubIxDdt0D&U7h^8f_35U4I!vMZ^ z(W*)eILJjF2LyM`k&xaabIgUVFQ2@s?k(o)1yc<1S=qxK+}y zlvAyWi$5$@Bfmuj_Xj2J)!;QXCCe@E>}k5!I~`C%L&Zl$73NsFdnA!%gl0l=w~h$B zsKgcxDwR|kdghoop?0Sv2M#4als*xO*Ng2+93{{U){9=r!$Zwao7Ak&7q8cE=bOQs z^lCH3Lo60LTV!KRk_5_ryh|Ca1P!ZG`53O^eonovngXhldKH_JUN+XMUZv1banYDC zT=(voe|lyeMU-B}kq{3N@<+nuxu_@EC6|W-myOya$W49}V817=A== z1ax>KQ#u~l;<%zsqQ+A!fVVCk0vjqa{y@r*fAI`->(Y^+LrJD|Ang%K2Zx4+25*G? zJBl{~I+R@Vb>(D3(+#ud_O*~+GKul?SJAAeD^)m1EJU`_PtBQ&j(sy$kP}t3R|74!rre0if)lnN>2HMD* zw)!3LI#BT5VSe_~Y?3sim17yv47hTZB1a0Q(~3q?G>oEY+`(l2WU%bbtJnSE`DDt6 z(5migjpmDc{f7)ZWKeaB(wXB3l<{;4h3PBozqKL4N<~QUMhWB9V)n8U3+SrBOl?k4 zLI8&Z3jFog?s=gznhT)onr5`t$10y@(J_K6s)+F+B%2*HZD;z;JOp&*ivSJ@H*&t% zF3tKhbAzgPRC~4P1`iE-8sXMo`f5cz)oOHqGTiiLi&s^Dv!JU6dF4>t+8;wEI!YW6 z#L7mTc)6g{OclSipl#X6;X?@XjGyKk8PD|lv&ni*uZf9S-L{@7aX=7t5bCTNRo`r@ z-hfWHi~LcwlQm9~KMWYute(Uvrq#IHdXj)c!qwFJ^vX?DA7!WU4j05%GQ^7|U%^sr z`HN8sP9GXr(B|y5$JgTCXh-&1To7l987=o8rH^p418I`cs@`A?RH#`* zY>`2pakhK6kQv>Lvpq1VGj^}&nV*$7uHB8@Kn8iv?nN>m)REl|7}PY-uCr;qpbjtX zZ5VB~lrcSeHqErG%=xN$&>Atx_yPswu-09s#mS^N)V6KiOB@hH{hs-7yP~D;P0u}9 zz3x5mPeS%)1702fRWl2az_3hpDsVv=m87x>)W4pIdpG{a zk#spGsG^04MAgIXW=k(P(c8cM5v{S>D=(7?|Eg1YMM~(TNyw5;dTd}=@hb`batv{v z2a2dFHY=KnM}z+Tc%lpybkU?mNtek@R`wMyJZ8{J71C#-Wr3OoFXb;eJ&KoVD(Gq` zPc)&mo${!Dl=9?xpoo^ZO8G_$rO7kU|8|Vh1R`kqQCSns3)XL|vO+aDhB8hEeYt4w zOQHEfCMUa%_9+*X{ifM--qHQVsy|`+gO<@536jLv3LSDuzT z%`eZ~FQ!#kyBSHA>$whOYfc=+a62;15kQG)n+r-@esL|TL0|;9LklRNrXjan(l_S#5i3F+N9ULZ zs!YGL;G<+YSTzA2q3v*x#fJ{l<807D&jpAfyJ|~S1gQ|?NVJN~^EWKFj-kksKv6>p zGQRAu=|+V48Pn8p35sc;sv%07XS17*kUe&B$fh8~*P*AP#Xb=*TU@KDjvj=B8?v5t=0 zF-HI;yzD$5yuN2k`HrrA`?Ax-1Z}+b%Wuf+YG3ez-hThQQ#P5{wn2eD?V zINKpk!lZcMGInohNr!eL^}e8OzrzP_CYzHDZLsYP(j$AimJ@ggF!()>4<(R^p3VTv8PjDP{UxB!ptJY%&PqXR&_J8!38l&7b8wb@2YiU1vMYGXC0pG z7wpR678rJC9ZvJEM{&5p1u=pvb2vSUxfNGosW#>*Jno^J=>JH!bIG#S5j~(mk8m1W zZ_=cjl=ZEf#VS>^8XOXG8DLV$9&CpmhzA?*3>T}#mL3nSdTH;mq2F3QurBam=MQS4 zwcKXaa1KhrW8pv(*|RxcEnc$<)XpA<2cjFp^{bxQLmKbKKDXx?7^mV+K!fB8Oc@fi zS4`rQ`D9G@1@z1;Xoj-Eo#6~aOqqcL-Fq?J+R!rN6xW$D^S}mwF4DZFZT!OLUDb6D4fYSb*UfCl zaxm(>pnp#nZ+fEzwRJO^qu~d&G~+Ut0db^j0Edp71s&B$%)@F<#q3sKVZnX7z40}y=ZiTD6IoUS$t>Yy`MDsEf!xgIwJ z60wP~TJRO7_KXG*jOgb<5fw06J>K%}mS!@oSTc?I4icQAeA1Ax0bvz2WC1fR$~`uMaud&`@JR=F1t!I)Z@H0NzCWG%YL zJ<=om*(&!O9BdOck3OWuzV2$C#{*lMceBBpj`PkTmKkYAuwzDt2*%W-o%Y(vqj9f2 zEi1yfwq=FjV42`LPi~}Y#pU1%T$9mI^jcbRIk+O%v|BC%2QCpyCNny7E!bMc5&(iv zj6)`K5lUK(Lo6DYMCqU_4FpxY9J6rX5^;pMs7ujh4<#U$8R;g7ju{;y7-dPBue+UX zAQPKr8|dRs%NIxo5hwcpy#7<{Tyj#WFl~3DQ4&V zXn|7EPdW0#X6Lf7;1+EWHSIJ{*e#WIvwy%V5>F>fZ!A3XLC$=R?*HLRxn$Q zpKC~PVx_=WmpReVejQrk=d;C{mGV^6Tv=^ZCjkgPk%v?< zCg1X<<5qd-@d|9~;fn4eVnwtSo5us2C^7C+(J-}&-T@JeqQuaAJSACG{M=!y5>rEh zQ(8%H`_P^T-rBdb5{ONVGK{xpG>BjnrIhX#>a;)O@ycwn(zh$6+f#!FHkp4k|4ZxG zd=|8wH-QL7=}r1v)QWcYIlKloF=gJGjqt!G;%Bah(JFod5PYJ>+x~qrKhmnk*O1^8 zCB`O@CA3wE35a0Cjy7VUve~2ClFcAWa%y(%6+2N8CRjyZ_*LT9R()Xy2d-=8o?nx> zJ@W${+i~xmiY>m1ouC27jugXh5*56cWeOU63sObt2_RWg2MNZDA+gm&H*t%n4Hfkx zKxFtFAlR;lq?T>6Uf^*{*6b_BzyT=38N-74YWM<}U6wLlMZZ75KcqKT-`j-mXI4Mesh!9XR?hTmW6nSd+?8TMLxh?aw z1}(8JXzRmdKHweKwyXgZtRhEq#i(VD0uqe3LSBR)3UN@ee>gy-`D#2IM_BOlSm9Hp z@vvR2V6b4$SUy;rl;6tx1v{`jLIyuC*H&U0m)n)F2o$Wm2HONC*H~q0SA%OzaPm^^ zJ{Ru=w=2~F5{$P)Nen;4%|#p`75ha4Mxj{8&`@wQd@1}u$ug~xVy9$4DD#UJDO0wi z_9HgGgR&hV!}?6EMpF`#cTlSV3+5ZaS>cD!qQumS+5Z4gaC^W7ccyNclG%0LvY6n^ zlr!@=y{t9kdz3mTXEpE+_OyNOh}{8$o%g$px}N#Z=3D0RcKxmx6}&m0ho(F(WL;Pt zfWe-#`rG8K@-D1)sNl_5z1<9H+pye$+JV(IFxc;e+8BPIL^iw4E#@r86(64TW$sk#`i+b*pEk|pP(51 z2LPV60S-)c|I2=qZ=DbCe+f{q3Xh`sipx(+j{*{mb*p40g;p!3JiN!pF~NB$WP<&C zlg1~-TvfoxWTZy~pUBHPe8fh!%*z@StapP#V2!3Xou|BcZX}er!%slZ#j&K0Fd8uwdqq&@yLASG!0Uqk^|? z{erZ*K*Xi&@YXK_4EB2dZu9MAK3*jGd-(ia1PHdMHaWIj-nOVs92BfkoN@^=`Pw2* zF-&kq<=B0m&(jv=Si*w&%II{~8*OK&_CMyAbep)Qv7;}#V3CId-Q|SNoH<~XRk4G{ zfaKXM8ptk~bZ7Hz?<{ZEf8Bk}9%B+vps_ZE&&HG0I@!;>uT3c$$SyIP%uOJ2@3i80 zQr;?nf$A!wT2+hH*AHKWS}gkR=8DeFkj3kw0OhiXm9;EcOg zGi%gH9pUaEr&myy#~^pOAitVezL?Pw2R@$Gw7QK}drXktDUkNplQX%*qM4pma040= zZkHt3{yQsfni*1!0*4F%A2bT+&jx(|kY@0p7GcpLB#BZ)IuyA6a&5`tLib0Sx*yz|hT0{dq+Pk9k#V9bh6{kf&kQBrEI^_;F!+f;pcCmuGnuIC&Y5`LWIJ4@HM_kX1?xhUQ$0dTen9Tr(2>gFXo-lxjSg)19@<;_tPT~#NvDvKd?Sr*+bIMlNORVjHcFh@ z>Y!M8R1oK^T_3?(iwV+P9i|=0ne6SL4%fh-&)NKKwOX(m+(8aoOpsoX?TyT(NrxQs0WLMj6oq&dfq$`7T3x2sy+pbIm3+kfl-w5umTyJneo^)#H0t8md+V(RH z9>|g)K_4aq)3!kZm>^9p-2ZYI#F=c@d=?$UNG+sWUFFcbwS^uN7ACQY6m9uTPutk! z5J8v>xo7k+@MJmVbE0jB+yNA{NgcJ&?jwglF@D3 zUJD4ir2Z~xyFYJs+SXr(2*RZPezP6SH!@q>*53dM+QiP)U^L;aOBx2AAkk);~i?MAZMgRqEvZ%6I&`Vfnxp!FGE~;>32uK!HC>hOeR%a_3 z8dYzk1KKXCr05Wm^Tc{MIg%$LWC#c);JzO*4@Q68t~X*b<j4Vd(11Z;epdF-1}sGdaTv#hBpt5e zN=%T3R#POvQfn8DWdRxzLN$}=x?9D~BSSz4IN4;$Q1Z}#Q$~l7wCFA7f88d_i>-@Z zKm~D9)y!&dXY0AO;bJ{E476B^4i{8&xUf0n>@F8n8MR%e1#y@hL6WZ4v|_v>SyyXX zAdA(FkcUoxlt`|*9NOs@kf6*tIyX_2tbmeV9=leHZ#r$w}-<+M17 z%-TceR3#>?&DG(0)hq6abWn$DV9+Q1FRDtNEvH2`=a6M(u9njx*04+m@}wUP@(!2NB)^A-grxO_1hJ&mw)Kr* zL0xoxSIcSA^z3pP5_Pql7URLvBuHTCD-KU>10yg&n)DdW@>fiF=z?LeFt?l*eVB}a zT3aZV(~`1lmqxlM@@>Oyr$}Qn9Xf>k-Doo0&?#H_0Nd|&pF3P{M$tRa5e~5b*8Pp9K3T^8 z_AqDz1LXhHBGW@K4EUc80yZeXb>5&&+cUoP=rC_M9AGECMAqepdqtPq#15EGS{%6zL}@q3{C~NrcK(- z?Qs8p;@-XAjpMo!b^g1V#FoUT_>e@sWjluaN+$6nnMf2RD-mTzq~kl8BnS@B=NyOt z8fpL{>CZ5K-hAJ?>#?e8*Q*QN1x|i57D-gEwQAR{UGFN8{{-ZZo9_ zD%m7bVj2TpD&v=@l<`Z`_2{z(uhEsQVJ~`kb+Oz{K7FyLi>nrNebkcE7BunVdtF~W zAQ=2LMj@^-ViqpwX~j7t5=eeVY4(TxaC)Q-h6)P*(iBFrbUS+XfNo8rhv{S~2exeL`(ca{ia+R4yrHMA zsISJH@n0%S1P3&|pVy=-Hk0)Gx{^QvMIZMlQV0I&+THzfE=rbZn^x8qkU?cnY*{pC zhl}a9^H2O&jx8ydqSNDn1ny{=(!n8daL-&HNz8T5=E>Tn0R=>whsiDDA1a>QipR$~6}hP}Ea% z)!0*q;$R3~x#ossP}x&IE@!kWjKVN&q2}wimFoxNfwrILz0YaKXh0Sy{Li}17h!`= z(QVCi$nd2oC{@ZC3Y9{D=r%&JJDT~jU0klCnB0h^Ql^GiK z#AVt2vayKCsvMVnDp;#T;qH>|Q={oEuTO9ag$@-I_SRkM!s^c=o#yIwH(-O#_l&nh zTe$Vp?QGAVZ+%j?K4=E$`LIV1y^I=8*k-0q4BQcwK|D*WNT8}G!l@E8eE>d&uN>h5 zE@-4#r(6`?(*5LJJ8!&`!I>Mk4Bio@b6BA3uMJMr!y-eZSZj7!*XuH@(A^Vb#JrXb zg1pEp#~7aq3VXa#eCEu#aEX<@GT?$nn&8iQrT9+u50>5p|NpLA;G78R3M`1;3(Z=c z+=7hjD2--9;sPlF|hDg2v?4<`HugP~=3XF z;g5l&*0|HK)(AY!qgl73rD(BhMME(KCHr1AU`#;-9YWrLa%}@ADP4)OrpNQR&t{6F z#1=7lNVyZ2vK6Lb)+pJ1)^81k3-b3o@^20sYD6bA9np3ab!W@f!F%^0({U}aM4SL} z{9@s$X(7?OAZTQ<#NZ(%Z<*a;9?aHMwG0R#=NH+6I?!3CEv?7Vlxp*Q-W;{waD1sn z*&y^*La5hAEZIPsab}bpp@R6WIPva49s16{81CzIBYlKDEH*?K2mak*zdh{lUpDin zRG(-=C+)Or<-f5yJ=B3S@R0H$?7`D25wyQT>?judO_`p|$R=x-J`RYwE6z5p$Q~lP z?I-v3f2Y&tJ8y?^fn_+BYytQ`dGNg=Xt90D%u!c_golVXQc}a$L^GXR6bc8+nnK}2 z#@qZ$SnRA_yr65!#J)FXkOKeUfEg(+2jqOnzlI#qL9oebV=ohxnY1|CJ|PpNeUz4_ z>(pF%Gt-utZ62h}qk_11}k%2cCpZ=NcGo;`mbVVr0|GKni8TtldNRh{w5?!;ns+w$d6Vorq%zi zDR;@C{Nt!WJev!9&y``Ay`P@i-Y)S`ibYocuPAnjq4-|Z#%|u+eeLC;le=o#iCw0= zCRhDwHMvaC^q#Vlo-}MbxzBs|g_=X8ztUTb-c(9v(ThhWi|Lrj{-fAX9uPs+2R*Xr z`Mo^_ELJm$+Zd~%L>Q+<)mYmCpe&x;tgRwh3WQ z*VT(#VG9^7xsU~dGS&&ptG;!3QQcNWrTPn#-^$Jjoi7af{sp5mhUC~JiVb5V_=9eL zMSj-jzr$3U{D(dMf)gzaDq{fN-H%#ewxv02eieT;3ux?Y2}HW5)%Z0w_;n0ZUeYxe zw4T+yn0&HWbhP(|Trn()%-Ru;`W|LbBuTcswohlfMtjP6yW*u(Uz^VcZST15W^(d{ zI0G8BT5&JF*lL^$y8a@nOWEri6z`O-u3W9Wp?zl0(!g>}u|liv{dzeLzM>A4IB@UD zE$;n#@M$;95Fe#@J=;#{f(daK1nZTYT(L_G#kzj4sW#JiZt_6PHa*mTnNH6{&&xAx zW-*id0Wckl;-3;U5Tz$I5~;<=fnId*brtu_0o$+3VS+T>-2{f0kwvqLxMFdy4ygUg zEK!-TcpW)`FiQksIuaspp2cVrz2{$Mve2x~KnCY3V_D#2;!)o92NR~P8GOP%FGFVJcnWY8p_p|xsn&zumq%Cf20o+$1 zr9R6AdGGhwPc=PETIM9qaMNiX$jVg!k&~{WF|+r`L-kPM5x-(yv}f19W}$jtlrfb`)5~joW6nvW874@} zH8CPDvDyFXO^izfVG~|kSm<=pPh(4ynXRV70%?p8LVsB(l=fO~+a2w5_Kx&kl&=1i z23S|DOA5hyv<|qWWyNcJ!Pqx*_+Y$g4I`wMI)Qkb%pawn)CoWcp+7BjfG#y zpxHpBRWlc*67^k$;dIAIBr-Ng>^iCqpFhN?b zUq>%f(5hN&XjQ#m$EhGLSETfXdPdma{8-&?j0w_mopUj>z?cWX)M{DQ)Hy`LO1T-B+6{M0q)9Y96L~ zAqH%)R<01`N9*NtZ$_bdAv!#el?xLxd2FhqdYE8Lkd~XeqTS@H*<75<61&k@?5{p` z<#9n?&T?XR$QfPdb^2isV}i8Y*g|~pQpOf85rpOHsYuT{CvIP(dOZ!;ATc)|B0hQv z^C6Z7qWXNzbWL2FRj;K&mtlf5y*(w`3PdikF5V9Uz`ky`cfWP6QF=C8@k@28H%gKL zmhq%K%&r+0_X@>@d9(eme)+SEfkG;1^5(N_LT4e*^`YW=cbqJT4az(}vdZj2o-3?) z0p&PhmaJD7jrOTixEobi>~X7Jal3MqCNM!!B6`}T9#_&yqNk;T zCVkY%uXAdk&pM&SUH7AGBqtQi+C;)ab~WYX7P3^@LWht3&n-S72T!5^#tc-vP;!ic z1PRJ25g#c@uxN9VdJiJ#NwmBoS#+dul9rdTL0KYli?p#h{*$zDE*W%XEM`_yTo*r? z#S9yic_UND$1${uTCRA(;YgnkNTKs*$+~Dhan~taV-|0<8>-bMhF)(sP0X%lrNR|k zyzz3VSi=gX1s;Hv3RmdKJpiQ8>CFVhEE=qg6t6T5wWee&P?($zIGIAm2!)wAWL7KO zLOxj>GHg(m=mCge8ctK3q>p5&pefP6H3|7Vb@61~vA!nrZ=c=Bv~krjNX=^?V9qniynq=PKT)bc}N;8fejnUwkdW z@<;J5oMWW0B@l1k5?1jhuiX+mE8YKaj3$o{c1rlUm{ELryA6*Of^6QS2N*h%8NQl%Od=t|75h@?UP>m>6l zh6#!?HPW;NuBlGas}ZUU8bFgV3EK3$NRV}_<&}tR*#f>1a4k@1zFNs0X$UbQAk1sJkjk}6t|nj zV!#4TdeccnQ^XNnX~n(6B54saDCA!68dra`o;{}-TYArs1VVwStkhs zL&5XN3@2=OTx4+Tabn1git3g}@o6p%mz4klDBE6N75H?UdE8@$GPw0&4UK zpW7u8C0z3qk9hjb6XAg_9>b9Zb?sj~5RH%FDHdqb8{ne0VgbQ5R`I%Sp|Kbdl;uj% zjRUT*+NJ37Ko`a#EZ(SVR%lau#M{fqAw7}DCxN2tV*O&i-qIsHo%jz;71E8+tj2xT zKP3qeS@H1~jtIhcqCeC7j&yU27%uzwP#5%zfS6|I@R0I8K4eNoPgXp?5mi&LIT4^4 zH9i9b-8iR3kNt%9xX@X%hVH4H(mNMR{wD0_{iU(nFU0(nev&+a3C=%Nzh5@bS)u>U zFd6{^-P-Lq-zpXC0omP+)n;=e z-Nk>g!kcF@alDvWLNjgtx2}?VqIFh+`DYF3JwvstY#-& zP!|f`-LXLN%!|xPTu|S!UpUl}I#4jnW1-UIp8q@TgF_$lyD{xU1UjF8S^4<3pi24I z$e?$^vKF}$U5wfZ=e(QE#oau+$>;h{bp7wV zS^Br@mQ-5^}$7Vx) zxCzbGu&n)EngSPgc$0q&3JkAUhAJo6 z1+&*FlR1dsqrix=vA<3aTPjvQ1@TYAtr!A>{WX_;H=lLfJ3bl1so=nL!!n7*+%8fAcD_{Vl)-QvNa-#2`DhUYOU8b>(;x>`S|q( z<9!+pJa1Z_-HY|Qp}TYEsdp6%TEUcKMzNvc{k(=)9VuuAkC6fjD012m+AQqd;y9uW zQD9(k$~Y2aN0hNfvpoAPH9V8gpFEn(&iob7g4XI>eXkmIA1lTZZVevJqOibnMQagx zp*uY`{tk))t0i&+G%)?hWqQUNqrdHsT`3kq0>f(#19h4juazzEvjm9-1CN^%S`B95 zYIsfr5*V&KIiYiR&zcpT;Ng9S`-4s90D|vThi}#TbMeD{O<{q>wcGk>Ee{Y#V0gvJ z$9lEn6a_6wqWmRPjAOIf@n&&2hlB#hO(!3leK*_eXh<+$^ZYy*>;ViCoNnoCtJP0| z1O~TszB?>ySx!QM!;Jwnh@!z4tDeJSfCdAPTSGf)v>V!;S3QDA~m!hy@JSv&t(^WiZ`LV?5ec(Glrs>eHk;B!4*{9M!H zEgslzIHi>exCLXLM1i@8V03H1_wBM`4FDRL98a7+`RegxcG&ZkyuqGm;lSnOO8z*X z&zaK?uGa<)OpZUw-?m*#2YwmZ;0WvjX8HJ7wE~|Vv0kyydrqgD=K0>6OwI%>JA>Ff z--<^J<>b5^ZbU$l!B^~W;dmqC`$cSg)bS%rCBk)Sp%pPnz(}6oNucv*c%5>Rxo)62r`8eB#+(OFtl)z;QcaUzFJKNz#-!eSTYd2+??}m-31G& z0LvGPM23KLanM7Qd;guJYIXoPWSH0y*ujJux6TfY9cgq3c?UKOlbQP4kuVA_=#^CwkRm)*B=o+nHVlhTz!6Lbd_};+W zcwTo`m~$d8Vdy5mee&?DN2wcV3R-y=OBGWN9NE0%e&$FBE}bdp4ZBb|1?;w&kKC^u z0Tl3Qzc-!g+s`hhVm!yjZ3PEXUEG|SkO;PU!-e3|=ovhwr=X>G!Fu!vbclH0{mv1g z4_k{KIt|B}n1VyZE@)1S$5JY)r4@H?6UGTdX%>ij$IVn|sUc^vT*Lx1Ns3ZA&74ns z7cBiBD@Ra3&U^01p>=5XhbkI#qk?11E@pv!Gzlbq=zboPM9&?(@SVG$ujs-SsR9p# z-E$E_VcR9MQ^DS17q37O5kSh1-A_X)GD1em?%xX9bEkPI(Bv{f+y@2Xe6K3FO4LOy zRVHX4E7h#h46L_%s$#RMz#-vXHxEv+9X3xl?X!*85zK3U!Pv}&%$bF8KoGg~eoOmb zmlT(&tMTN~eYMGiW=82>{R{7kT-xGkHTEB(1du{;I-N4I^`$5pggDU(}Xa&^|>D3q(=Pvfq26sKY|ewxxakd`-QmW?9reRW1!=Q6pjjJXtjB zplrp0V^JewG5bVW5=hDwAEoY^?+*UJxN`A1ED)7*@tC5@E)ELFc`H+F!Mabu(PtN~ zuf*6g5VdButUdn`b2o`S0Y$Bu1@4!`m|&%xCkb);18vLWQMQBU# zB^y2;U8CrHd>nSrN1^p8HF|vXTqfFGMmx%um#}ZTocDd^_vtwovh>i5PEh zsPWp*#G{@I@hULiy7`~tyWMX-{&>;Oca!al{U!BL+V0}xUww>YCLXdQtca~gAhrG|==HQSX1G?hahE z;zg|~Z5=*z8{cea70s67gUWc@pueJ9!Y>mVYewEU8x+Rtss1Kzz?$_mAc8L4v-awQ zPA)vvs|>}14uhDkrkn+ee(8DKXU+NSu-dE2sz0H9DDAUmF;x!8!&|{CavnoWVF~Lo ziqBT<{OL{W*&{^D5Q4hY&h{QKoZ4n|`%RFs&D-)asH#?_U+@ z6_qOIzpImpjxisr-1jJV`TMlWeP$@v!%h=##10$VvIlR%70(G8z*u;QkU)>$iu0r$ zojLJt%dOM%iPAt*-bTBbcM|#(Hj*SUJ-f-Lvz;!n$+tVbRg2Z*;^`b&X8IOerz$2W zpoW%gOm~+h4VXgCezk>b3495?9CYS6w6*sb&6w4h=RyN)D&ElV$7ysXX-TJ|w{6PGl+g6OP(mJ1< z3ntMMqS}ph(s*zw*s)t?7Yh#+x7mkUMWjL(ZEtcyRI+Hi%6v1%PrU$Ee+%xNVK7N@ z0gRmUaHexk2^Oj|&jgGQXCXdxL`xvDrLI~Dc$@502UgYvdh3naIW;*imj!=IbI>cg zf}AD?JDTmH4QD~zD4prj1h#07VuZ1NCCfSgskpXix?irFnA~##P%wFZq}+fLg4HBq zUNEh1>p53GOq`uYt4jx&KQFMWx;i?x-d{T4I?|||5K`3?S>B>*TOO;zrE8=|YSc^+ z_v->X>OF(BKtY$7On>q7pEI4M1HwT%#i|HMA^9)MCAV~CJJ!zKma=p{W0+=_6{7!p zfoQtaLtHSQjs@QekovJ8$_wFYvNG?z0-))-mM{C2&hZ{;WJ?B#B_T_ErJtf^-g}~u z<RP$K*0vCHgA|+lr^?PKAJ8TeHQsnZp$VP?}+0vzh%#v10en*{^ zaR1kdS}9HlsU=aBeK~D6D}J5iiK1$R6{1VJf;2ZIj_JqxRwwETdW;au`T_U9_%hOM zU9{6jzkB?IMX0g;fIJh#{nTxr9xvD1RjgZ0`o4I;<&`eVrs{kj7X-3)DEHBCAAIr| zGvL^EsFw^9uhE^r^8UInAAa)a*OS?HOJR~px!>P_14E8G@D~OMy4&8bV!P&MznuG* zpnf@y)P)80RZcy>Y`pXBpN`^Gcqy`AbMr_ti3hSPUe5gEo}Y}%7`rvsqoR#p-o<+3 z+-0r+ku%RbBlq}?qx0_ayUBB>ew}%nxTJZeDDU57YT zKWVITpo874#(y@-Uw{ZguinWAsTtk4s-W;d<~a;)^Ye>uoG~>Z=iK9@Kyd^1>3dqHls^bVSj3vv<; zRG!DuxX62tYMjR^JdoYxr6_-#&gr7~>3Z>(tSk#AXn_?8JRUIUy$VCAXzrNNj;k;l z5OjVi($&?BY-A}4I8b@jWBsCA(zFks{2Nz23?wMM_Cs7a89p&LuKlo>AoWbTX}vqM z$C*^ZC8%2JD^@H$2?r{#nbPl`GPZHe6c9n^l^tCm_xwe0H{Q6ivzQ?D$}ZTXKd$W9 zu6(aLh~LB|ip-+ps)K<eS zj@}WO^UE8@FB-Znr#Cul?y=7d6hv-p)l_pR~aN6r~*S)?k3U-r|5Tr&g&+M zUr*6Z6fV3Wm(l%6(Hz*U-j?(AL*+C z4pe^m$?Hf~HTyB@h7*DWrEg3c&>T47$T*__LFe_i#eKZIT^iTlR(K%u+IjJI%Dh{i zal&!!yu}2mXHdE;)IW|l&Y&6)bgy9?pvL%zB@d+kFltaJ&_Hy{Bih)kyGxh99Y^S( zg4lDJ=k%1+8d zg8CY2ytTP zsiRBYL*sfu!Tuf#7||5Nhm`m2mk}vZ6BV3Ow4nWR3|XEF1N zTnY%fXFpbgHo}Ecu3WGk&f-PI1n>~@q5V(@`Es)p`z5sNH00tj;}mQ!wXhLAX%@)x z3XFdsYFe3vRrzh>^mJ5Cl6_S_=pZGeonoNOoT2tFJf^c-jbn# zFfRhdz7VmS^}NPb_9O{JO>C|r)>>}p?7&iPNt@4TQI?Ne3f9#vdcVy=GKl=Kg%Kh} zaXz4zmR`7JDtxlxPF8TSoCS{P%kdl|Ez-9=i8RdvX z^a8h;DcE3U;R}j1WP?nv6HI3>WdA^iV$qfdee$uL;1oxXq;F{WOOcIU1>Dn=Ft4Ju zB>5bW$YL-Kbt7h;w?z>2HGJ*O;Dh4-JGxYr12# za7g49aGjc-rGrpsplGwE8ZPm@9*H@A;p!YSP%LAE%&0vBnQm9a)mg`$Svm+Uv!~M; zaCM%@o(>yi{wx+RgAAH3f-AD%D2fG7HkoNINc@FG@qJ}Qht3`EG|iVQ^Q=llS29z4 zkQ(iVBtPAS*=tZ$rHU9J=oSRgLrJvmF7^Y^V!>+Wt;CgVdWeY# zQ9*nI#E+L38`_f7H4}PwoA2!?*;W-}^&mm{W}H$yRJvcz_&wwg3t~h+wSk5NV{R+4 zrny5@5dVlSk|qQ1r?kJ~!kgCm`~JM{_KW?CZKE&o@vy-0=i=Y@?ey%$-dm~o+aU}F z3HYxs+sUVg^YeyoY5wwe;^L9XLhMcCyGBbk%d~peN(v8*H$ui>vs1|iq$Hn21KZ6w z+b`H;NXcfrEZr~6hNs(cK6&N1+g_IJP0vzFMC9^Lnw96Yr1tmH+T2F0`>b1f2mVG` zSHU5luJ7pi_~41mVZP&{W!Nfts%DdDU~_Hh{Lag7m@OGxjPDPk&}ggA>agP#e;6Nw z%kb6m70svMz;{j52@y5F{GHeacP4`ztM&yknlMxcAch5|tDH$*O~;7-u0K@Ai4+ug zUUhhc>u}fj%^(tm0|wV-;ujHQILk1bSu8NUMtRZg&6N6RtLcX@ zk#K_G=yE|Xh7eE(wUrD~f+aY&G?+yqfko7FM}hc_4=awV=K&OWeq?!e{sYi|J;ZG# z3ecSr5&vGNL<|yGoILEC6(0u-%7a7!x|4@}ci05CLkuc!gA`#AO-mh186>cXn5$hu zHejJ!9T#&$EHH_f`_1f`<98!st_K7TksJOKU17~=j>}Dm1*Yo(Q_#u&pGQ>|PR07y z!r$!As-NNZ=8y9?9|<`Uwo`Y)sxC{|kvPtFA(qSZgkB2Kt`HgV9mf=6fk{}-`Bg-2 z<_*VL&PM`^7#DcI1#Q4_t&Hh>2JvEo9 zHqYm)gLhMP$>sayK= z`!ovfhqh1|B?=kzZ`yBM6Sj2k*lM=rwkUWI*P>+<7;uPq%YNpHphIg^CexNbU|w*? zyM@cBu;`HShW##-!AJ zhTssvqligo>$$69WE6>@Lk5o`Uc#zTB*2D*L~)pk?i!+2aTsuj;8DcUYHPWxV`LPG z;zP=7Vw#nXB6pMNRQ%DK^(vTc^%ji+xERxhdioWaG#r?2e!HWWPyg}p@4o&_zWLG7 z0#a}gvf%W(gpti;3J{EUf&|^{S?tA;g45O+RtFT!uN&qE@+}dOSGl~*+QWjiod~Uu z2u^EXq|h&nxK2CFz8)YLt$mR|_-cf8n0+IlVE$8a&Dvx~J64%N3uZcby|6GqzD4(p z(JgHk@(?;6R0wB<3(oKXNL?V`>E&DetJo*Q;i2I5SdwPFr z+FQ-|k1@Eom7yOULf%LveN5}?{N>PsAr-)~Mo`EQa2MbBmU!Zy1}L~W5Lj7$2@HBu z{-_Vs=51)V1YhYHTK)kjXm3I(Qq1Px9q18iR_Xd9D2 z4GGFSChMLTo&FNV})~ z`%Z@DItmPWlWR(KL7gp{^^TPH&|C+gpfydOO`&~*74*=iFGK~gsaQG*-O?r=3gCr2 zv|{;~AT@1}POxas4*Utnp=}TYOwol85{;x&fS~hTh!#g8UFMN4WI;h|nmuiUNJBfc z+2e>H^nF&`adn>-s=e{hNS}33LG1f1#fSTs%N1V}9qF?M6QuW6dhDx>K?xqvj^Fuy z`F#_H#e#V_;ITF^2@V;4DXYek1&NWRtPw$Ix~f{*O}Nc##u0@34~Zi1stgS zTDzV-ZB#qU7)RDx2NlG=fs>u7kp^bCAa{EeqFGmoVomIbUPTBDdOu>BUXMHdI5J`x zOpux}f_AEBvu@)*l{|Ee;6Z}Y%+{#iKUvJSV#bQDWS>(9jyc%S*_t>q1iZP@QCeIi zs*88xjDlTz7i>@fnu>}3G-ZMVT1-E{O&5%|kC{4CPuO~sr2#tlP2_e{sGP8pC|Ij0 zw}ZwHG|)DxX0}F&1XdWWA%YJLCh+hy;jBQx#ejK3#0a3`EquxoQLR<~z>1_`g&A;h z*G!Q>%};~R#i^xl;=xX#XJ8E)P#o1crHoTJRtBv_`q0?ZbX;VeKfm)GvTdl)NvFPpADXfKg}b9Lw!4 z+rw({d2rIEIh_GrO4#xJKWH%QbAc*zy0K*hxRzUzrSAn&JaRn zzx{&eDNbiU_H>0=|1#l9yvdm?)q>kO0#}LGjerKW`f&i@CZ*>kzruVOYe{C+{4Gfb zh3^FlAJTkj_X1W67ghePnz$HKsje{8ok|yvb078Ci@F9+W*yBlumUZ(ZzI5syBfEd zWrN**65x1WB!Y0kEfxWCkwS+L8bcd?{p7*-baTO1t!ZXMzpH1%6dUw~Ep7Nk&<&{9 z(k95D?pHxMgdd1`E@9C7)Dyg*+RU8sX|)PmKn&F%AEEjQ-3`DLU%UjxlJrQmdV%B1 z&t9flOA58`1h)O>Lvt{jaROH@xUM)rjMw#$2b#iO0#Cd7PDo^StJh12QWYxO(hVAP z6yaqk0~M5oqYs&puV`mjLw6+7j=Ruk^+q3YE@%tuFHhg70-aKaY)_{{`BGH9`rAVa zwF&PtmQ)?YQ!x7e4d0dNrbl6gCV;BC!vHrlQ_R zBuNK_;ppx0!<79@sgL#eaQ3bL?qj`vV1f+l!rH24242R-z0S27k{CLM=Wp>q#6{oSCCxETKT7IKIyOIK!^}ZI8a?fLPd4h z1Y`wUjDZm$(}19R6G)u++~tSk#I39=kt5#wxQdLE1QF!Usr_dmykMU@Abi^y zJmkrB3;APJw{Q?aXc~W=yPa5i+R%Prmc^lse*g;Fo3IF_SkbbV_J7V=u;m&szF`?A zNMAu}LF#um3OaE3JRlQTF%t0(IJ4sj5{U(p*C2&*qM8~;Q*aL;0Q|gYG!VJ&q1&`b zq#EHK95hBNT94{p$w5Kunl;i%9AVZ}5Aoq|-98+$$qI954>19ayqeC4O(((wB=DLz zw1=3&h6vL&vkA3BKnF9$(5_h;9YP}3;4b2JipE=mV?%@u{trL27$Q#!T_JJ5M=I&I?>_2B-rhY8Y1DU&0f#LyNOSz?rg4^IG#lZuaZJG6tbGqMzZ}b`5GBd;sVe8$eGM-Q%f-rEP*x-Gv0|67Hfmy?0 z{McNk#`4|HV6kI z#X52|%-Fc=;)47(Y~&hyx9|KT)dd$J04Zs04GZePi$w(FeT=bQtPnvMIF@K(LejC0 zWl=#KIF?BAw0XfZJJzubC}@MS6)EJ)5uA8z**dVGHY-PPt01>SSB@B9k}epNjir-- zpbOg2t+&5+Y#S=@Ko+zx^dniEk4VP0Fu(+T!GN^d$T z$fa86sG3U+napLRK90?$h6E*RUlvPo!L;oby7Mz*+7}-e2fK z3elK==fQ%SHD)4>=;`w7WXCjS7BNFuv!|;F-JWic!@8YLLC8Cutko1ho1T;Fv}0OL z1`5LlP9$l=^`x;*jE=C zB@qT2BFq*J(T5~U!4k422J@Rkw{RrEAtO~FLPl^ITt!>3i{b1FQfLc$jfAYjie&H# zQW723cxO#X#Kt|(ZU_ec%y+>x{6Gu_qE4B+@Q{)!7%@wHDknAA5Rr0HkuaQuujHf_ z95QmYIF*wM6-7=e5}wXU9dua3^nKRCQ)RsHce4!b-El+^niWR*b1<46y25DDKxF#o z@~21xICLoM;(^TcZ^Vy?zH%3rU(1K~Z=%4UHysW)RXq3)?Qq1AAt0K6DWKNkR=_WS zL2v4`o5~G@ZVz*4!;`{>h-e|$_~S~bQ3w_p0-}W=lbxav3^3?lTg&T%zF#)aXdvEv z=dCpr?DOOA*@SRldd2x^KHKpL`+{wLNgfFXmLEARm(6q5Ybe;Zl_U{Z;JD&&;5vKP zQ3_&Ik_UJ(u6=vC=~tl8}7#y>tWTyO!H#Z|qnQW^+**8=#$j3{Q5Ck4kFjEEjhmH~3! zOv@40V@gW;UZqMTI7GZ26A?U*Tr&UAPcLCX{Nohy^cmfP-agw+yXJzt)VnXK;JO?O zoGcQdB;|+}T^|F1~N0q4=(a9Q@#&_JR29m3F5D!WY^HmVg3630$*&B!7^5F<8|o z8IDFmpo0dkd+T;_ST(|x=svH9@-LsOztFW~{^O4&eE}CwRZaI_VhqsoUPjAdGu_dn zGF#qZ`+p1Sl*`_y$Fe}vYwO*TPW4UhfAZ;Mwxx64ys0ROQ3^m&2VgNCIxXx!MLC>D zgMsIDaQfvS7)CB3I29u@VSsNf#_NRb)=aRTUpADiUAqq_MoG{$Ffa+n{7m|%q;f3}>_ z1qhR~<(@o&F%I)%jt4eV%8HHd#h5>(c|689u#`PSFd9GBzpLuS2nYHx2L#_0c$NA& z=$VzYbCF8ppn=Kwi~4PQ*j=6-_WLSvPnVv9nPBZ^i)DM!wFmAq1HDw`#K8osXVpE8 zx>*s9vZ_P_(=Ahe9o;%d*ZQg>!v0i!$(DgwF$SREwSI~u7pwM+Wpb#WGC=U%3G%6D zaknq#jJ0HrAeU1I7Tos&Zh7k^9g|pZ+l}9jmdqmO1o+rcaa*hSoF14xbj?Iev(674 zy+qD^t7I={$R9%mGi?8js63y_I{SsFLczwSVYZLLg8Qb<^*8DT$@^k6y=Wa+nV0My z3$q+Rg45(zaZ)q*`LbCp?zace)C2Pyg9SIDq!vfqUvB8WZttqlVeu-&1gmFd(eQ`+ zp+{NSLW0xF>EjdR)WHO+ms3hXIi&}U>iLs}%yRnO;ZfFAoB|S@=q-jl#0eF}qmC}j z>bx81hV>SE2%zUDx*q3~hgGa(d>K~l5*8?XJFVx~$uF}`8FvIr=6(eIQ=XrgC%&M%o9*6(!D!1T`gu-Y&6dw>*p zCjZzjE~vl8bp1!c{FNu6K$qo$ zxVyf%uV|y`WH$fqu=E}lC<((QiWos&1{Q?f1?H+UKmZwU_|~BCCLWfITsKrQ;aOr1 z&Hy3zQbLwum6%=xX3kRZnxBssbrxtbB#;w$2~r02saEkYf?gRsFI+}0F(y;ifN<8+KoEDHpEwMQ0q3|K%cD$g@ z>1ACO-b(fvm$-~FgoKBLTX6{&-kIu>J=f(51Udu+fnJHEB-2g%Y_{ZcD76B8Kms{I zWmYLum8Mo@4p|^5Q9#=RH%#3E66g?+C?HC5`T}xDASV$$z6&-L)UCJ*A0mRb=Ns0k zbHi$_wudwH2tl{*bV9%YAwj))yj*Wrjq>X-s@AGEAqxb(`-?J>;zo=OAG^;_s!|g| z=1t{P2}>Gi<8>YA%)z(JXS89B-(Q) zUA-jDiW$NSy)}5y=Ct0*p0z1-1@X;GcLj&E#G+r(47Gd;ayFkg-tMduSk$M3#2;t8 z)qE2M`~R%(p&lCq2BCgE+stTTZAb4X?3#z_FJd>AXrx$(suk+9gpm2MZ^!6YV%)N$ zn{B*x!ShPi?Bj&kpB0H!JLo;Bi&IK9jK>MxT^{zd=buk5om8k{gwP;%MvFqt4E@)C z`@x_5K>VNE|E^W#GrZ6m^zhg>G+Foj1)cYzO{|@F;;U8P@srewPzoXzJ@8dar5cLTmGhOJ9Uu@t=j?ta_n`bdZ>~r2EaMv#wiuk+XVp6eEPppc8899Q%s4#?Z@Kj~m*IdD(gkTD3Z% zWy}zsu2imY8i+i1&ljf_rOza`so0$2WSt&<9rY!LXK--+9{bhzh}9rZW9X?C<| zCGJpRmF0g|>bgaVAnSu(Sz?8j_k#ZYRKgS$qy@u=AS1g2O=;|Qw35gSS8Mo?!37`q=1xQ?*^ALJ#5;Jj-z^y>DJo2ktBn> zjHQB|Q1vY(DIg_SgSF!QGOM))%NZc#-L&_RkVp;t*Xk~0c_1oSkG0yx9F=dOTI;bP z3j_t5K!cUYI=IHK;VIY|ouKqUL40kq*>A-$@~^*s@@O*ah}C-Dhyp}?XVKID>UaiWF43vd*XL<7<5EJuq*-38#EI4&u-WX4=j(B4YX za(^i}^ah~NpbqcO>_@tb^s)r0?>?VxXJ>R1!G7sok5zF04zNOQ9~k+*iBCZPtXa`{ zLq0$(I0gooC^IlYdIhN!X>d%oBoHJ^SDm^A6|W$dGzMY4!%==K(NaV!e)4xD5ut&I z8*h0z^EQuzvymMo+Mg=$RAygBNAvJ;>M$s{oe7BQN~knpt`}FeA7IW zj>*HxgE8^hLV}VvKJ+{NKTbHR@c|&{xO;2{96pDM!l)t9;zV=>7QaDxlzT|DIMKHC zZVenoB+=qTbU24k*^DBRXdt=+6U$J$qviZXb9T5`(LE}BvZLUI3P6RW<>7*y*S6iN zYN%3hpt=rmDxWka*zZ@|_X{r207xWSEJ2ADCwhLlsObC>4Me=Oo(I)z zRBTjm399XE&ksnBqmpo-y0tm1&&2MV`*e%Ks(CJU-h6ww@H?<29Xk!AoFj<};vcnV z-_i~r+LQ+I9fC#cz9kS=ky_c&@8&<-l03%f5t*xq58W2>DL(p!&DeH%hD=7&F8pn8| z5%q}18BYU7sKlIcRVob#s#lCloYB;?$CSB>sox_s9*C^@k=tE5M42)B<`%CXzOJv)8FkcC<_U?s}5cCCE?7#wS>=Lg3wlB3d>&J zMpa=22O4We`uEvB*fTcDj204fHn!7m&A#z6HY&CoM3Aw(iO2Rlwy}BBkf3u)Z0Se$ zaU~|BMKZ7m!&X>#x=>DDr0O^m4VkT%P-WF{D->xetv{ef5}9u~NV1_YI3yiG6* zFfLCD4@9<^rW2^1Lu8^~NsipWWcxSE4Xri!Or!cY1~HPSpqn@@Ppp&Zl+m_*=Gkss z87VyE$B7eN{WxJDLFeR)o-M4JFNGH&3g-#O8BpPY$hPy#eRpUocjp~U5IQD&9=PDR zoGCmI*rks}+N*2~?Fu9Nf}WK^%hLW0ivV%Vt| z<%_&e;m`zKig7foM`7JzQ?>d^w9sUm#xI>wc~NjN8oxChNh9DuV@(zW)=@QxHSMFy0qw{QLgJ_?0|0``FU`X0oOqkKhS>+*V$A_f0W{E9~d}er5%~Ej4 zk2Rq9_YK_+;Bk#=R2)nYTDPYkYp*m}$S7Uy1s|gG7JQgFv3B9s>P*pPdmcmuIAqQ7 zkYFE1hNizOpsoUn&;-+1<7gxtXsln@O6MAGRLgH6L1$YO`fW4!oPJb`0zgpNatb5H zC&;B1plT>I9&&9sq&k3gg&K7fXI% z=5PDY+(k(g5?HQ!EaD<+x>h&-)Q| z(9YLhYf;^gKmr@({bU8j%>P{7g^vXrwtH=qGML2cAQTX$piUF~uAM(^YVzpNrh@LYxZn^2JBf9^QRo z)r(J2Ku*4%1vk=FcWuc4F?riO>u4&K6*aGg z`>Q)`;e~xQY!sn@oWMprZA+u2_5>ZaI15AtF^MHVQ4cA`0YUfN$RT19OH7>?=0qg} z`@a5KKmaKp_DP|~2x2?9vT7aygBS>1W7>c!{qK-f=RGY7>-&+l|i8!f?-x$>jD-Q$A5*W}Vi zH+lSouF+U;{W*`4y+vxhMEXz&2A)^#Ps?5Ne9LEW{=R=6LVxekXe_WexuM;lbO#S_ z83*SEVBm3bvu}f|qX*|kV}ZrV&A#0q==43SQG;^>Fz{RvGd47@B&TsE^Gn(j!-z7A zZJ3P$f-ar_4pdi>P|Wd6=rHfj8v|!H+4OU1JdoY=$hI_XbfC38mbuJ2eF>q#1Su7o zllzNRd&cMrX2Jjv+ESu{h?iQpk~FH+_?3HiA?cAQHF|qo&J*a~70X`1jfTJqv*!aN zr+4rP=xHtreLKdUIr-XOmc;Jjf}DFSCGuyVM|rHq1KBk{r{~La{w`l;g}o??5->yO z#hCGQ1PHq8e(u)6#7<^ARZ;d7A_#Bzggctv^7lMiB;HOjH(hE4`e*dt%4={+b(FnivBT z?s`9pZSXX8NOv1fmpr1COaY}yIWE}mX!hT4)E~OZIo-fBozsH{e6hTwnuX+1Sa4qt zxapolp5>Ard5%>Ag703y=h!5m{<@&D<*0pZsGwYLo89C|Ls!nywP@m9x@N<3UD6Yi zAgVG(@j!RYqoeiW4R5E5d|612u_-u^QN3Y#o3~s3#tqMeTN=jt{!vsbQY8jJ1; z_whT>&~PuQVSbv2c$GJ5Xo_g zxwE_$7SuOcwJnOU-ilT*|3sPa*kBsfh=$) zaRG!sLpIi#fC+^3{F%q;4If#xQo5wm9z zr#af3E}Mf1(%Xzwxs)iw#(SCe=(_3ha@byK@5D(hYJvsz>ycbb!K`FUR@#y!8>^k% z*!uFhY1=KlJs6{M%wdsZ?p(W;uDlL2Jj%Ho%mnGaTW-Z}Io{5VBej?yeeJtLb7&_2 zEdQ703-^37t)RQA0A!;YVu9vW_owrNw=Pi7zfZ78D3HA3lKAHz3g+z-90CaxH#~~z zrWNn9v5HVIb(UrVAPAY^#F8DO8g4iV1rlbs?SW@!xZwm6D45~s2jtV8V;XKa2M~nJ zvA+uroey_xg$0`Hu0!l+yQkBIKlxqIiAeZ^#RJ_6u5kaYQ z=qB*%){q?fc%Zu*=8))O?otrhX2lIz#NQP=GG%Py4rM7HuO}!Ts@HL1XLK-$w$=RgZ-# z8lT56=r<&2Bouf=eKs1XQy1G5r1JBC|KDCfNmjtG!RiW^nUsUV=7pV211iES7IgO${qJEV1kC73b-n^p(EnB_k~jef!t4I;;o!2ME0y6> zcxgJZRKct}l1}1*?)4yd;%C~U$`}h~)^ZsHBuKCNq%`x!_zEgWhEJe@>e`Mr8_f3; zx&dO_u2zw|!b+^EFqF5%@W6K6V~bp-P~w|uIt`fOqZ7N!b3XAgj!y%E@2ZzSVNzCb z1@T5h#EdE7z;)B(>Y59&)sI(&630wi(?EjrmdAP6m?Z8XreKCJlS>B_yjOJcCgGzc z^&!lriv}i?p!zN1pTkO!!6mr5c74uA8KbxqT%0RX55{nLwcs^YT0tEsSQ&_Thq556 z0f;8*r>G|mtKA+TY=|1Cesg+$lqlBaNV(BTo$Qp z77HvWEBQ;bstvOq#{=69H&2O*Rxo3g%9(=*#=9zQ+wCTw&UVdX*;=%*yHg8xpja%Y z6;D7zz?=3XCO}MHK5clPrQnugiZ^>@hc}|Of89mLxkg^|0MecITd4EG>#4#S9X^T z9etlXrvIErMvo=!oI+4#5Tb$UHO3U&Em_j5OcAkbBwycMuA1i)^}kIg9tvC0PQ(EN zD~Y4Cm4HO%uDhfnD(~B;-dz_Z?Q5LT;(_jlOGi6ur@Qvh&G}BtlCEBy&jAGCO-6Xw zUB(zoTJ!{?g9u8VN0A`3>4-d9z$l@*4kIYU;e-xglu(u6W!v%_@`n>TfFS(gZYAz^ zr$c@8A3g(?sprWDp*R{y?(Nq5?PBuy;gd&?#YyaLLYw!9j;_6=|M8z*Dd~+#JXH_- zpdsQlAwo=03mKEy!8?6=bN$A$JpzWIbE*sp3&?Vh}-i2LffB@y;2!J@|s{ z*MN%Um7R(LxtCk9+`jjY7mdp;5J7kq5@l|w4e@9FOFC0YXVrKhyQZ$To9O?{=JRID zLwE_Bym3!$c!}bH?F#?(j2h#kD}0hmqJiluXBsy3n50s0;JWT{4QvO~Y#I=JuSfYP zRx?``?7`JIswyaY{ZG2-6_{Z4JY_)-lzO`lMtO?H1KVpnkBbAJzbP3oCG9D|z~kjA zG8P||D~$)XH+ZhZ*k-x8q#C{t&WaTr6-pPM4-EcW0l&QDb-B4R_f>_sezDdOM}ZvH}yVUZh>N z^F8kil=Q8V-lX8b<<(Ykj()&ILy}D6f$avbE$i9SL3jLVlt`2{h+y>EN4k*zd*(4E zoyTPEBpR4*^1O-P#KW$<|6Q^in59#Y;PmV%IL~R}iRG}QE0v{`h+w=E=2H9~=Cokv za=I9i5uRJGS0ECtcRbFPjE=LJ6@bX=?J%$ObC}hV@jxFb&#C9NqWjLubd=XhH005< zsrb#`n>xy-00f`svEpaZqO;tM@>qii#z+pUdW|4-y~e8{`seBFe754gI;w_nSmf1< z<|2_7fJXJbG#=QzzLyw9o}};P1B2h|dr>meO>&2@qxwKDD0scT2qh7LqH15n!A!HF z-{59;R9}QxfeBWxFS4U21bAf~)fZ84;PPX`Hnso z)wA9Hw{*fo?3Se)>y|ry0cXMcHw@M3rS$R?>!P!OsoKV_974R z#+3zcPBPFUb153AdXoXDb!oX$5E*-xO!msQT9;K^j$VoI#-gD&nRLR7=rJYfTPG;B zI1lXeZpuDlP#Y6f@S-Y%%o@ohfui@==T3sYo%2nfoO9Dm7_@EPqlh0M- z17m@vZ28dwxGcbS!`H#9m!C@nW%pQ>acbfY{T(+p6ui31@Um6VFhEN(imFwTXme9F zT6sLsb!+z>ox5v(MMtsZn)g=iw`mH zq%CtUZfEkflx$fnGmL?Ul&E*m&2}ws6>E5hLIv?h5gVwR!KUJtY_U6{+3b8vl(aWJ zmWY!;*6oh)~HH+q-sZYraf(2#I1EnzpO+lcrYOUV}2 zG7%aaGVVrX$crbtgD0V6C9g+<1qS_{7(E@J3ohs{*%Hym4qTAG9U;$Dh>{JwJrX>0 z2#HyN9^GDvwvzQsD_Ftcf;?sg8tPBQhP$>~{?Y5SSFnPI4j~^#ibEu&5eGG4wD(Yr z)p)f0m;Ng#0GsMNL^&YpeSGb7VZ;aWt%|9*jxH#qlD=M#pF|iS=$a8EgM4JWcgfO0 zl-~se-3^bfi3I49^|cHkAVF!{1tm!T9t7sW?Lr6(Y8wq%nn*w%91UZ@pug!E`@Es+ zd;FE5lF8F-pETKX$~oJHDpPn=o05}A>fWDK+LDk zXH%hr`%H<4Cde5kh;PS;ms{Fg#d%9&ZjM(&g7!_1R(4dR)hPgZn~Y21Zi3o}1^wGG z`bBd-JFLj=fziJzX!LUmI5I@M5fyPc-Ojq%np?kQjFuH(P(l7)j9gEvtlGI8G;<9l zLxP-!031^8dQx`O_oBgJq~?`03JD1u6x6;ShO$)P@c0}xVAwhdh zoBFZZE~Q+Z5tej}Jo9oeP~GyV=!Pyavh$~&O7XkxWQdSkY4AdES@{_ zb6c{PE?&Yw1DWh=Q?1g*7~R+Qpg@E6S<|Rv>&=3^IPj1I44Km(Z^Y1*1Gex&JRf#^rOy|^uLOD9QIH1)_z zv}829U+iC)hY~$3aQwOY_g!<|uJ{h$f(v1H5eAI}{QoBL$veE6)87<0M2N0%fc>Wu zyFF}p{4Tf-G$LHW09mSTHuHADtv*P##sRjpIJE*h@j5aq(?J$DNWhm~)5xox=>!t* zArJBz2MZkkkFdOWOPA>{xaKu9yhH)6w0q=rsX=zvIKY;6QU5meuMQey7Y7R*(j&<% z-m$$w9;sk}{Aa@A%iV0XIq<_31=j|g4^BY&CW-F2f2Ms(r z7pwM}M=>xL3JB=B6v#X2*LM2YPdxuL}-DS3p3QF+X?*W>Cy$Pr%5Sx%&37tI&!o7${cA zfxi!m#@yRwJGCN*T=IVQpms{*K((w%G|ft7>rVv?s!0|K4ARHx7V%XT9|sW7rPaHj zb1=y23I@p1>huz*-@Fd8y2b&vQeDRjI|&11+3)CVDY!c!2lYD~EO02x47%7q>>PCb zVtBdYz{jy zN!MNQL1D=zCWWZh;QP^`)+ z2qhYrM7(muh~L879?IgCfJxBts~)a#&WJ%v)^(Ex)p*FESBC1>X>e!As4{dx!TT3f zN%V0&^BB_Nk-ErJH;^429qz(O-~T9>sVg?Al=k6K#V6Hhg*51S=z zc;WH0WDUzI@D+vFP;fm^@YL_9l$1*!wFFIbiW{t1f3yat1O;bkX>qT_bho_Ncr%DK zEbU@L!R^4(6wB7jjbG9wy`nyITV$|@0B^R4?9?s^ zq7p*;bBG42TbzpeDO8cR!3|+0ZF7py#mv)+B{=5I6=)?UXvvjaQ;@QA+M-8Kf_Xus zs6+))#J&s^#NpV!~+S<;QpaB4(Qh6div*4t;xg|{|3(!drJ#GZjg zP^xTT2NI;$xPiOonZJfwa+yuax*9G)Mtcisg9ZylW5_fd$gc35?HjKRFIk{TddAOjzy?e2i_y11ruV%a5ggQ`k zkvp9sUGNB8!VM(VFT>wLTyWnp+@I@1{gVE?YrJ)klG#Vlaqj+7XYERQ zK`;s`2`_Pe9~HdT1H2UBri$Sn5QT<oiwH(cKuH78CqRON z^;U#6lJS!Bdwskb7R<4dU#_=pw?9G28(^>pwVp~w1}J9k(Y4;7g4ae}>v1C3gq41H z)QutM_)Sn`d9T55k-;BCJ+hE_Xo~NX9Ub*JG!(q;dHfTxOHKy;`Q>u8=)7CiOD^}x zd42>QO8gpNlP#>PGd4EFbucCfo5c^go2Nky3{Tn6ZQE2&3pP1*1xbR`F6%A{y; zsPO&Mnl9)PjP*|s8VYQ`NY!JTj0{Bm6J936`$Z{q=tx^47}wXc1e>yr*HrP6)(LAW zgU{PSz3J8PZM=1CVW6SF@2e@Vpa@61w)_TjY+udChK6`~kOsO@d%32gH#}<9iJS}` zO5%}oMUN!ftV!Rw`T`_v)I@iDnt<8ptYY(vlmZ6Kaqcmtf!W=9R@}Ds`)De z1?kOzl#UoTUZ1F>kv24OR*jmb6`cof{9S=oqk{HMkXvfS>9zU!(}p)A1@lrCDxPBp z8T7a8H&0Xv%Zq3IE@(-2tjF927u44RYX8}*l8Ds9>OOpRHzX7fLeZLwpWTANti_7k zdhI|X$JgygPn5C6K28=eN=7t2S(ccf49i#SJE5ys_#Vm%+B z6+P?UXm9c3=INt@(6HYlH*&B@U7_EjKtW1QyW3B8bRdw{0>xWz%lQ-fmv0WVpR}8F z2i{N=RUE?8hUh_thWD6;2b=GgUAtM+)f4|R>%KV5y2XS{$jngWEm0jQbZGgYSIc4J zt0`EhmZ+gsVrmpV^zia|IHUWfsa)s`<@|CQ9%36_J~3oype~G4k}RdSd#9+U8Z8$e z72MR7c)k~RhtXKz`Th^|2f9dtuKDr05+zeQ0Mf;fg3U7r*O=8|mat&HxxW+*w>U5R z>8$JM`jyG-jH)NA0wtz4Fe=ODuN*Z)OLsqdHLnJ(LIv%OFtVVTjDB1x>Dc5sH7H20`uX%3OD3)Ii~}0~;_?$&8N^<(uW8F33yovqvIh&| zTekk{6wBRbGkPI}4}eOhtWuTO$IVewTeTC_3r+uTnd@|VY#3{KiNN> z%xUPmZ^U|4>@~TPsTK{XGFpJ25woBH$tlHz_z?3UEVExepV0rOD?8}PuZ8&Ily<Mk<*;LO>!c?%gqPNO(Oe!7rndE?p750M1iW|BJatHEIDI zrT)6zH)pg7JJ=9CmYM;B+SU*%7L!81A5FW5#e)>yJw?aVkXYfTSs?0;>jfq`O{Dpb zP_o>ea|9n70&YbGT+)df<_slc`Y>Ttsjma>;CF znF0w7`nU%yX^GAo>s0dqjhz>up5BsVL&8lr20Y#_ zH=;Y>hv1Uwt6TtZakIpJOI(ZCZHQUedAxr?$CB)5z#Wl|t@S=Oa(<7QTneC}s@O9z zRRd^N`yU@ME{wIrN`*%NDRw|epYoL9nU7-zg#AkR@sGFDHi`9=3l7-2fI;7sXB7;v z3Jc3B>1y_(J=E6v+4m0XU3WiG;{0cgN)~FeaX>n|Kt+Dv3`zHwR2O13 zp=8%xKRbhm4Avm2ysLC!Eg0J%h3F6wi3>^uMXx<=DB&%0ow(o;KuRP=s+4r&JBv^kcgx92w*+_a+HFkbGG46{WGc_p$Q=)Py6;e>DLb zyHCJ=Hs?>wRTLnx^8%XZbTW@ugK7daHUzM-ktwJ1c7EXeW5-4wH0W7-Xwp!>EPkSY zYCs>e=rBF=w^s=l2x2_(hq6Z~h|wfqXdYW0aRKukQg zgzr#Qi!J==$9VI0f_WF~DQZp!`Hwg5^!frn3R$gjm&keYb?fces75Z4^W?z+@M`4j zBzU~s>EIuKoiVdx37?2qkf_}CD@%#TDHT3zzqFd1up4;u6= zIO#MY`PgQj0fYLkxDBkKogK8OPdjnGX?BOzem6O6=@>bW(Ip$PC6;PabFd(PH%=~3 ztx{7erLgiZ2}yk#I69I<+ovfSLITAVk7B;( z^PmNKyp4x4kj@tu{}2(xK4P`x1)ozaVQwDLs%`}jb+B)b=r$g77XVL}wN z1heIp#D)aruQJ&aeE;D2ypiY2V?s*i1pqYhgrpfD=a<$Z$;4u_veGwgH!HqVWL~gT zc(gj75MtkwV%KypNIRcA-psbU%a#tL(Q76&pq%dct!*VsheDZ#vzE)?L&&YDki}um zSI|pFl|>RHGRWVFlG9F3x+7*Pf8!mFlAceI3Qhqz@j?+z4^5me=Uhv*LUHgRL^VUY z^qv@}i`4CsE?CYY0XQVwqQ@8aw7CEHa<-K>j|$&x>4IcFL?}7apn#NDCPBe_M_kRj zn>?h`?zCt}dq1APctZa|Rb$JmYsqS=gi^#AR8ZeeQ2YBiO7h&xEI>hgH$g0B-ni41 z^g4Q}6)eb827lVT;M`RVE>S`KMk3$xb_Y&gvX!Mb;~E$Acj+-tdXSqgWq3mWbDxf1 ziw&js=}_>-yWY1T`WYWbnTqO(nej!FLBb1-E}89(G~C8R_k`Rm$I0if@O3AnbH#wK+QYmQ%}wPmaZQP#S}zjgP0ZL;6uyX=1Wh@ zXUlm+O2HJM0nAFV@KExG`Os4m8l+%+X27y46m+kG&*?=UK1!;lKtV&nTSm5LgD>O} zDtD&8}n#Z`m_QqTc5m?ctpx!gA2dV0R(`z{J%sX@xBAY9lY&3$wn zFXXnbf+pj{m%A^;tOXs!WI?N1oN(}Ahc}ISzYKO?Q}2oCC>WO+w0t=zY-mVEh%YG} z@4i*5p9&fZlF?Eo3k*>$T3UE0iM8>v!TGA$anG#L##?0YCoLiP!vImu5*EH+2@P&e zsl>oTNxDp0Z1 z-!vBupWv)nHVPd&lI`6$v*pgaBClF|r?H_SIcibqLUU9bwYUUOll0b5M>TKdWs>yP z$IW+#hI&I`<*nweoB}pUdh6rnl##@sLr1dZdD0zt->h28Bay+M?5RFEY*&$Dsn%0< z@S!E?r+=7r8{Rdl=BEl83X;~4$-?SV%^D6qv_w2~E@m0f@^OPyh^HPpblfy;B$y}i z+F&+tD42jWFo~vCfr2#>K^M*WjJiWYg<1t=3Mxd6!24E`I& zc%}@_XWl*91$RRkltd9oOmJQ^sST(1IAg)JItC-bNQmIOZqgdQ0hdu3kOZNC1Y^Xr zX-m%U`7%=l&sLydjrfvGAm8g|E?vQw9AxlEVjQjXb^Fhn-Mm}Ml~SgnLW~RWp(Qd$ zvwOPS3I|{sD$EZVTyWnqu44RccQ^~E3)VLbP{QW`3+70!_jK*&XYI4v=o zqzN6c!aOAhhYDT?zG`O+x}R*Z+|9)<7gqA)>VS_7em+mCQ_=btJV9Iv$K(3AdD0XE z^n7SsNGQ;$S7a9P*WKq`yMEX%4&I*3f-@EdHuTI42~_c3d+Y;YCsthJdhJOHDB|-Z zspP!m#?48jIiTss#>lC%gI6(2{jdJL9R|3p^b8G@@mi+(OkzFpLDzZL8;`4HJ~H@u zX*sFnV@}QDbLztQ*Mf~JtuzNT@!0{JKBi^d>_CVO4R=hziXyY=9#hlDe57DQp@9m0 z!~+I<$^wrgjbAMb0J~qqeD2SJ*VCY|q2VKAI$jFDr!zLq4Y8qfWL?%s&kZY=4P&~ESDq*Aa6#NZ@L zM52N>8aG7>A%hh_mAGk;!O#0>#zKnUH~+XkS_B*__&SkJ_-wY*wc`B1-wYbJP85ZQ z5*{xfA85DGWICn)?WR*!9OL4p2Ml)JTUUvw5e9ggYU&b;$VvJaBEr$#O z`|TEJJCWTa4`kU;7!)TR{FBbko55px=OqTSERbYpjsi)WmJW=DE`Q8GzeJNm15tKJ z=ZKQW;KK-YOly&s;}AfI?J-y(=EP{I<(R>KR*T00IkDIzaKxeX>5c|@EL0vdca>Gc zDIms<>*U7|MG)x3lWw71j+t`LDsk{3!wzobm%?HHf8yS>zl|eH^Q~^%k~i7fz1y{R zS1$#ZrP_L%X^;d(v_XIcfLdyn9FPP>SRjA`KuPrd%{Qo*(;w;H&vj2MPiCBmNZ@25 z>8Tek5kUN(6DRhaUWOQtlQHdzV*V)7pUbnt!^4PwyqJ&Glj3x=h_<-1KYBCTW^RWA z)CSUb%&7k*s1jYaY3SWg)~Uh9f3rWFt1Sw&BfoyMQ0IS^`dQBU#qw;Ao&XrrytT3@ z8LBz8gdV&&qjQme_FBD#*l38kX5+Jh1|S~)B_|#`qvsT@Vi8$Z8WE`lh{-R!m{3X# zkqD|pM{Yj(Zix9JMM z;cou`C4pL${QYY|nrR=WNgtdOE?$R4CNLBR`OX$IBQZ=pvs~&hh-0Sxb zR`no$^XqR|wRcvD7bU8&_+iB2l`XYz@~ASC*UG}?uOl|=RZcpss}_`|wwFfzVLCDF zHORxt>|H4dTm4d{(k2pcq3+iRjjg6st=ELLeyLI+QL2>RuBueUbzs#$MAG{}RYBAF z$^LVCp#PnjgXf1{(^p*ySR-26-UnAyVprPxAl<)O*uM||Z`k{=yuH8w zzhUq1Q+s1QAwOy6Hb1LbA2m(HEUvC6v{n{*_-`ULNY5>7i?GH1@0HaPF(p{$j|w|_ z6tSag1L~itCi~3Hs4*W_Gb&sm2K#>IdCm)>>nLWKWMY5)04yp4oBT1M_v5KQjZ@8- zFs1^F{4$}h!&yC`;ib5mG9i+M&A;(dRtH`)w%|s8S4jzx>B8!tcvg4qJhUz-bXC8% zQChO{ygoNZL|_l5=`lOx{`6vkdT>akI5h606927Jgr$B-MmV*kPTQ8o33>JkN^(>N zHsz(JvMJ)QYE#n@k=S!ST%JvNr?`51tjIch)C%mC`^OQ1J$ZS^*rGO{dG}yd(;6TT zF&Wt8kHzt0bEkF8P1VeB#dTnnzxsh+tCh`}x-5+qwQ5#BLJe5+g;#54)0IJEDOm|$ zUt@X#u)|-g;y+95%sz8XHEUHlLa@uPhq9l~hs*hB=-rK8O}USVz#e}!N4G#f+#yR%g(9rH z|8h8aS!+yQZe5JV>V#+HHPo&3VUXWi7^Wt#n*QcKHsE(%UL^f9aPa=SMUh#41F=+3Ea} zO~@Y@`1kKb+TY62%zZ|ucgC~Um%<^az_C0YU2+@b#7eE7U} zaJlzw<5_JxIFlpkxEO?SLIek`yIgB0%;1tiTCSMoLG2^1mL#;NF}M~((sbquW=Lq> z4>VtomfnGUNr_q|X^2q#*{j8Knm0SG*$qOAntS{yIUQdt_`zwx0m>A)JRghrLSuAm z#PW8v#uz?~`MWe4X6qF9jM^%4{Ct$Wq*W?rl3<@u3SR3UrXn-UZ1|)DK(hoZjj9StJI=>pRdZUa6jQX22O1Yj|o{acZ zs^AQDN|iZEOTeVRPXotH8c&~Rj~lZ5F4&xrlGmEWWnkKmQ$Wl#|F#stg(WF(tw9P7 zGk%cU>>j{;Tm5+xhU!?)P->S-jmTOpo3D$~I+$uZ3h7rF(sKw}N~lx|M*cG2$ezgyI?K%XEtP^jLg21(qbDLai^_LG&vP=TRc;nUVAjX4 zPv+_pivxP=n2L#V&C$i_skbjzFr2jm)#!UIabDVot#LKp z=PmM=Io?P6=`K$SRuKg52O0j)wII@PRAhnIdVH4SgP@fbY@ic3fVI?lxi8XMSCjj^ z7CTQr;{0m#J>UQG_4$}u(DT|(XTPbY0?uh!LGPZmTX=V-#~11|)|?9lT;Q6aj#LDh z@*fd=omuKNd1jj6XbsqfOw&Rz@8>{-=FtJO-Qj>PGvsCoP9TA~#wPzZiA6+cDDS`<}@VF^9Cj@Yq@lyoLGo#&ONhO$M15soM;bF>`23qy=jB_ zrF3DI2*JFskh)%8=?`Bo+tU+Xcmxx&z^%$GDH}%o0-;hPs9SDbx!Ahw51t1PFbO8} z0gamyRrt@he)LyAQvZWxe+$S;%e=fKSg-=B~dVZ zl2$LVUwN)5Tefr1Fd;45(ck&mwrttXg~N=r&d>X$=Z&&;{t7%yNgHM7xAvboC8%tp zyix$>{7oc_2IhF)5v-|#nwME)5-=$!HPn~5no`5SkPk|Y`zy~Ao0b|64HMG39!Y2p z)W@Arwyw`(!-$_C4Re0zxk9jY3&3cm@S;d`81gfO%QM8UMg;p?fE1ac_%J5OoHSDt zPnS)rbOwfekU8C7c`34K=Je1oA*j;X@BFmbv`P=)Fe9ka{aX z41*r1WT_%oG($r2Qzq$Fn|vRcWbP$bmSc0JwTD%NtCe=Jkj^reN(ws9I-D=JhNn|+ z)LuGc1yl%s#N0hv^eAHoNi13R%k{OxgecEelj;0i?*(Uhd82HVAtA{NkZFP{E@gO@I5zOTlBt0SW5{u$^ya~PnA6~A_UXM;(Rn2sR=ywvl_iz zNSC`TFA2m_x4?uQc+3WT7>K}}v>Ne#=^Ij@u>fh6Aqo!@K7;oVP#b$O8ILCX3_yWi z3{d$tSU!ySB5H)*$?LnK!1#T=8L0vc`8yagqifLY1aE`RsxNy>IyZS1N&3ZK$n9eKY1W~gS%3fxkV0%;<^HMDsmyRWKj0;yo3rtmkDRCTMCDmrp zSfr(<#4v|uYEtu4Y||Lfy1J$%n>6Xvy2wiz{; zw#IKX(MSC|X4_Tz&C0;N>`-?vvkX_(yU`O(wTej2Ay7E zO+x0SnsPJMv%mwoV263}ip@+lVdk2u#SAT&g;!a%SUDKCrb-U4w!F$J*{H#^HMO4d zGxOS2)_PhDhOMbq)Ng|-`6{cGRIq@7KWM$D3}p4*nxv&8*?fF|l}W3`;JGz5pL%rJ zc7a&dyUHrX)r6UAsuVNsWfop#m15;!+?qy>Ci9qOSJ|j3EtvK9S+gDK8S7rMx`=E( zopSr0UtO!lMPcab>P3h7A*+{65C*O;B?^>?}M^_ z)%i0Og`s*LCU-cXBW7-Rb+@9PTyf4ciUmvz&*ERTiTreaju(~t(koGeyC|;0#844l z%qcQ%0QDs1l^2;n5C-N{J?!_>mW#X!#k_J11Fjuc}wwYzn`^3I=1g4F^A$w~AJVli^vdIjDO!1LOqB-bE5cwso0eC> zA1;QwbZBApe6rKuVU@h#dR?(sxe5$hIXm(6e4OXLDyINE8JMP9=f&W4tyh2Aczrya zsS&C=Bb@%hd?jd|RW?_^bk=D#9fs)hhOwXS)4}(_bKWis&l|2a18f+fbC3>YE{d(` z4(J5)Gc|g2$xL|h*+W4ql6u90nRm|Cs=+{=lU5i=%PCYZhu4q@<`>FX=*q#wbv~pp zwl-!t>xz8nsKG!z@>uOdYoK?0Ptc^5bYi9lBXyIu+QueHV11*>DuZ8)=*Xz;MzBmF=^kAf(XGgY|N|>sji`+R=G!;!O9j3@RAkh=HbcLJ#U4Ebn*nOIe_ zuU3SiL6v02Fx}x|I#yS^(?K%z5A!Lrv#Kg-r6A1Id&AwtZp`P?Ig(pHHM` z9Fc)ZLH=XEJ*6eCvHpbFRaO4W(}Hn&qerg4UJd3GzndgHi0Cq-EjY6bLNH73B~u7; zzS;vo87#f4W1$9Gt>NUk_r$1R!39Zak<6|&O0Z1Nhpw_r&quJdEa0&sh8ZE)l_q3f zJc64H1xo^D{KYOZT$O6f9t; zws7n6hqKcagq?b?Q(mbs(bK{B3_yWOu9z#W7Oc}-Ay!+bvqvns3$(JuY-EbCG@S;> z@?~>!Oh;sfbZct<);7V~nXD-1iNU@|I)_1mJ#CexbB-3Q6L~K@T7QM!1i?k3Pgn|9v73_cR+8DjEW!AF{-7IoP=|7+p_*m zTne^DMk`K$G%L92TG`kxCM2^f%>q|#S1JU%BBLleIM6lYb)DO2BU-u+$a*xDjiOcw z!p=yY$AV=uV9dtK%0!+R>|5tYKJ&$Fyc$1xg0M5v8ndXmQ##Db%KESQaPiz_q1(qV$SPSmlJP9zTd zqw`_R4}xP292W6|&tGRo#21yC;dw)?aXQ{GZwON+eSKM5=xLCeI$OFwT%Ju&_)NB} z8gkeX=d6)~uT)j(fFhyJwSjxXF@MEawpYwS%WQPiV4|84aX7gq_GqtB_>`64I1=X< zu``o|v1(6~GIn8}rQUwjR8`u+w)alC*=?B2hxC^1f?sYR+lb|8xCR%Kh0(v489g69 zrwlusC#M&a@bx3v@$GVUhstG5rz;2P+|V(v5q}WVQ)QUGThQyH30-8gn3)5tX&UgF z@(e-5whBht_F4;Bk84def*jPZ0})$6fNelY8eHq2Ki zY`O1E`(Ro%YBmJH7_P>C4su2KAg9PSK05GX_Ok4uxAIb9el$C!GrqNh%Rh}~>MU+e-%U5; zGnIljPXN*x8-IjU2;aj`AWN?cd1vi+*82qzCd!Er{0P6r*K~?rom^slf!z%y!G!3i zIimgrsDcNQK#E4y>bf`F2l1sfo6+QST4{X2M0`Jnm2k3BRO4!<`e;Khr_fwk)d*EC zn?fOb*N-jD@lRMxw>ONb20|`y?rcsq<;jR&RJy5iQz&GESgKtqmBvy7A@`Z@RO*Dy z28+e3>71+n$A-RjxeyNu4V}$el0huGn^qEFLNurf!}~}#tqS>lqd`W}U(+kfESj5U zq!fyH-gi>AN%cZ)v`GBiD|kr^6u%;Lk&yfe{g}FP)A_QN{)@JotBZ4!^XbWjHw+QX zKc*OSnm7A1{g=mwDPN{PV5U$Fngnygg6A1C8vGE6X9^b>p|0a%>0hN08V)0Vn%SQI zi=3v6Rb7!_z#@2QH|4BK6(#^=0h(||6W+ir$OseUrQ~y znWSTpleC~b#T-S43Eg|XZs^bYCXr+wz4*)Z+2ud$8ts4opI`pv?Z$XKnk`0r=J%i0 z%NZFq~6*cjJ*-j?+Q~51ITyx8~wdxyH)S?SbF?(KKJ-ngW2e7>Kj}f zFE6MJ8e<&}*zcRqI*q5zUZ2tbwH)1&z`vpS-!`5->2!Cv`Ttf*AVoppJ+090)Vq&3 z|6fY+EeP~$n%-faS&^PA{N71x5o2+$U+*`!8MvIq76gk;iaxG)1BaALQINoYvrV_f zF|&W0?`WzH=Cp|awO4910>BUG(zT|VxKk%;yeq5)^=W`+Fo@haxJ>#7yRG`8Ub0p1 zHTusE8Y~hks#BAw>Mqgg(RZdK#b}WF-1{}%xW5}53Uj1<+*=@G# zt>&M24k|6mkq~uVs(Q~QW~V()N4_LQ*r8XWK^`%epIz6 zLqhbXlTW*i`pz>}*{p5)@+upHf{2@P`kQ9^5z{GMsiibXx%Eo_@SxR*d$DxA;xQrX zW*C((dR&o7z6NaisWxRaHBO@cUtAp7 z8>MPHjmPc7R*PioV8jBR(-X?s)MH2qZHg@Qohx^ zqy7w_iUI7qDfTOEey^7)4OCN1+uZ95pwsFL4#M~emhUMUevZa`;7YsL86(E#@vho@{Np~Z1JJkiiwmor$ylk z6yvw5;u8q`n~wd5{oQYV$NVFhvbNzp|0IS5l{>zQ?<+|)8TXYIay=Gmd4AheE8lw$ zA5`Z(V&!=6;e$%OXK?viReF!K9PfR|bHyK+^Hz*b*OVU05r0U1_j8(=I~_eY_gL4c z*Pb-n{YLko)1rybPCMCY9Q5~?u;2n~#6d78F1M_TKUQa<;6gY3R;QveoK5*=_c?+XMq312O)J@*sDc$!&L^9q=xs zU|5%@Wnd7x$%OWIe#;U>k_B}i>Nz@=mMit!Z+Mlo znUtbI>c;WnW$llLoqi*!d&3|}exty~Ym5T;tqi{3Y&ZAoe4Hg111o?h01`w#$VA$m zHg8)cYjB~0#sGhp;oFD%jjp%SBFV;45x^kz?(qfP2fC;=x?PrmB?)0d8dqf$kl(T7 z&bJIK>FkDJf`I#pzVuT4(qKek3< zJ`?nGRZtTZ9|VcJ)I%Sg55_gUG|=Buv%h>TRWRZN!$`$|kh_VWsy;!3{=;G{)@D}bc%QjSwDGvXJz9aNWRCu*+&D|ZqpVwk)VgF)&e zCUrWRFP6!eF8N|=lH3_pb9fNEqXe5Y%2B(K)T=y$Iluc+FxR0FY1DicgmlcjFXzMA ze507fco4iFiP_7+nCVIClogRvILLkJ%h5j2?=H?~3Ei|$+hm#SioGRiY0s1Ou#gX8 zJ3T$6?f6V~lh|5ZzT8Zei|XVIZiQSh@xD>)W^CI1Ge0f$6BLWEBuZ+~yo7X_i08XX z_?R-yl%J0fOdqR|X(6--U_a1bQqP}ujt=HLl>|dNhCa(Mz`vj3sUBfjKrkQ*;R*uu zdlr2oL2Ru6qR z(2!!c$p=C!PI9D}uW6evy`Ghp%9U_f@o5^|u_9u?ilbU7VXXm{3+<0j=v8()omJcJ z>>t#-%^pnz>s^^Fw+Rk0fn(~UJSb$pz|VI&?S4|<-ln-{noO;?zoijJgK4+cPkaEz zwBuwL@Fl{yKkIi7X)j@?n|#A85KO&*mTQ57h6y(jsL^UQ4|+{L!k2U}t(Tc-3WLlo z$n4getz@_EZ7Y`yRAV|B4MJZ*sQIYf={D4USV~p1vd|}O=F@h`RLx_X|KA6ziIC`RL@G4PfauWLi%SD6r zB_;~hevW<<$icc>=I1jy^?rO=+w1qa2Uct_#bAm791C1zT&=fXxtc~o?H)5teWjOa z-ENIwu*e``{8DUORgVgm-Xi_xswoz#cbSi^Ve4iaoo+qy!b3cbF#4a*Vv| zDFnS4h6ufDp-_BpIG<0ZwZ?<3Cg1NZSamW%jf6u1`hAO5T_oN?5Del%w!r{?6Y!m# zZnJ&Z<29*Z%{L;Dq9Ag|5ove&^~Zi!K+pq;>!dVDy_-rsW_e67B#kLNPRC)l0p4wQ zdWQ$9X=eh0&RRskfguKIazCnj3m4^*TVnwK0I_J9V+(GLBWP11F|Z&Apd4(~cX(DR zRSq;Ig63VDvgqA3ap7~)+vN|qm-4y6!0sE?=k)1*k5>+YO)jC!EeCkV<9s!vtXsON zTO7-~f8=X*Wi3}6Snl9^-r=;ec*OxeP1Ic)V6w7WE>SfG@YL&vJ-+H!&g+T-H0<8q zYql!Lj0O|JyWYX1Qcl_4Qy9SE6q-mVyt6dS=b8dEs^9HSyItR+%D2H?Q>yxPVKE_^ z0HPMLA|b#agqBws(QVN2SC&OfwY(V$A}C@zw0)q(cde8vVwMB^hqh|dA9uF7fMD-P znCK}95=i)+1|6!Vo<+CuN9L$f3Gc!ngr38Ww=23-&p|-|PSc=6$3J)~mrDb~0Up)G zj@o|4TvMt<8;lPR?;YRZ=KD)a<$4zeA-Jiz)2*P&))b(TF`KQPS7u8kufYI*%ho*2_CdGvi0V&1 zG7>Cbhjov`f=ue3cE5to6>YZ8I#;QC+K;^ro#ou4F|hj`xJP_VMmo~gBT#oR+RU!W zKvmZ4siuZiHl?aE%YoIYOL{v^?(T9f(U=h4uJf#360R^ly!Bwu>&cda8w}tWw6z|z zd(YauA6{zE1`q_`_twK|tk;+jPV==a%an7?Lxlkx8M4*fqInHQFO?xJCxWL@S0#AG z0X|LG=9XGJj&6e#-#wsn10UR|uZ35&I z%cTZzngTTJ-rsF{$AwDec!LSxv`WhR+vVUI12{4y%~SOJyHrYLNPr-KuG2o;WtCMyLcZC4n;GuwCS{W_zUv|V$6&upj5B^bS=?FtjZ8&%8=wmS*~ zc;=X(RWIon%>h1hOv{^bDd`x60X(xkXkSX&&Kj7^_Wec$o$z)?VPLxh_vYD4Iz~;` zhj6NZs>qHC6T%O^<*ijo%M}Ljv=Z*nP?=gp@AzoBN;qRdCi8ypfOlm}#zA2KM{kYR z-uS?PDAmljhM2l%uD(&-1I{c;@; z3xa@SzdznDS=aOx2l%vqL#J~0=?XnoXv_6)K!Su51AkJXYz*941t$f1{_J|$6wn~p zpXL3&=bw__^f?d>oo`hX{GR#rl{PN>~fWYq5zG>na%+f3bowN_@x$S zG89CRK|7BdT{=AWglUw@peYFwaM3}dis@ZV0UG1117{C|n+T=GSuPAhX&n69yhsoK;1a7 z|EN@r3J?TP)VdvSFj}gpX$sJAPjBxqoX;rbo|FU$6gbty^(!oJ9uIOT3%%f)!BS! zvI?S<*EI!bDGCGum*%ha9C^WETb@RMh>a{Vi|%Q>mKN za(w*ZcB@gZU|GR(0(`sP_X<}j>kkbFcoZ+%In?F;FI6oV4B!~cKj|E{cIf6QZvv>) zSl(el2Ib(XKlN6s9B2yAaL?0S|GwB#?lBm^Z6TvR({vsjOfFN%G7==-9KIecS=}Hw zfJny*)$`nVp+qA9{P1)-r#m3&{qb78mv~3O1RJBX;Cj(M`_s@MbL(_Dqc#4TdX8Gh zYQZ8Qs2eQ6s01+R+?Ywjl%M|xn!qs=^4KsUO$7Ic^psF&LD@uzf+7DIjK;5MazmYb4&uM! z$Tjv%0TqqE%Z2zS2m$e4y%ll&-ulya07a!UDulh1UtD3zhin+(rM&s!6{NfehP;>Z zi<+B4?hMvuDbKkO_fmdQ%hJe|-Yn%^Duh2ua|+dcwIjL-;zjtXf#6tjidmkIf0q8? zF(LXf`@zZRIbAalstOL{rJO+3g+lgoRT^q^rggL&(M6D|CpeqZ3%?J7n=S;eKXR5S zXRGiq;$t3ATXRVV6?p?GxLAO5A_h2Uh~EhV@!MP_8H~j;qN_g2E_U^tu3Y^f^*rlq zR^fCHk9gl#HD>L2JR+ayGsC?kIH@N%kp2KRSPYb~3N23qyEL7IcbjSRFUU0sRI&y<6K(who)LJ&ce11$|-_ z*s@&;;2#=z<7vOq?$MnTEKiE8XZVZ*fm=#|R^Ag@g`|N`r(1Z*k;QpwoZ^cDtQFc{c|ZO@oZ$!+V{>u6G$n3Am*I{u#xM9;j9wd&;=_ z&0%VUBX9l+des>UIVzV7`OmX3nS9q8!ZMqn($84A`Y9R)d^(ye=#eCKkxx=rJH?Yn zjdr73r<};-1r;DjMm!%2>AMI((%T)nN|A~$pFtJeKLUm?ngL^S@i=ZEmjNO71uUc3 z(M2*{HKmagO-a_W?)0M>A;W-Mjsa~NrFq3(Fp>wr7qv79x#`$$JfR83dW+9ZY~a`o z2ssw7&ThBC^UNmkGBgOe@uCe-&3)S4%&X1~;*|j*cN^}e41>p7-R`~M(n1jY1OpCI z_whp`mA=L6$_egD0VN`rA~VS;P4VgDcGOhw?l!vNs9BP9Q`=g{X;Ay%#qjdgbbeBM z@oG$0wXvE^u&RyFI%4?4q9Addu9z88=ZUce?U6UF3ktBe^mTi~ni|{F>`K#{H>p-%buaFrX@n$~vk?1x}IIuaENLM%{&(8p>P zzwT{YDOZCyFzBG{sjtdx9g4@qprC=YCyjkNu3M+sW|oJ`rM*jwDbZ6Vv{i-=#L6py z1|=tb@Cu3B?v_p;z^u-H-u=;E{Yd@qFQ{TD+In|^t5&Xx0SQq;mZl>OPY-w{TrNvn z5cnvV-TF@RscL3eCMZ`hGZs|fCwifY7SQ?b&2oMM2?}UR!pfywQ^G42WGww@Qr|z| zhb78oEC+^Iz)#PpQTLO(oS#5~!iVRB`QnToGQp!TZk81!H-hUv5dHuQBG)4CWjtgG7Zyz(6Ttwea`Z_*7F{nd{{W*&XbeIO8>>l;#Ruv zP2NAJr+?J@&1x$CoL*N=^dGF?3)TQKipdLcD3b7_?B~M?%|nkS&lhy1<&3Ec=0`J( zr^>02y_x-fG#M?u_{t!M-y=Q(;3}2Qd;9 z$V2$Nz2%>66nRJo_aqDo8aG{yt}h~KkBp6hh-N{>@l~Kv+E+}$@zr75k49-<85Cl1 zlis^g)5%G)7*CgrBw>YO#e^AMe?Oe7JpQ%1NcfzVU&m&uCje$ri`sT;hekPVnmIo7 z=H>)Fs;PYjgZ`g$pm4)}vvatA;NbyT47hOz}ApL8al~83z3KEx$u&>iLNd!Ok!bZWth|^dw1jWZZw~ zv6#;t2-xo#cC+J?1zSD2(FOso^+vn1N7s6>!c^EBmI1Q$M!Q3ISRHb7VQ&Bec51ag z{^fSxOIWQLAgjDh?x!PmyXs*(=8+O4)wGj<8PH3Q_gjoscepn?Gh&m7JR zpf<;K$Wm@<;T&fWu+;jX(+h6KDC`5v0NJLUJ|aeQQ_R1G(=MfW^j>GT|D^6+?_Zdn zQarjk7OdV6*v$5n0{ShJJLp(|y5~CB{w(NB@@(RQpkedNp_)cx<`>Q{1_ACnB)uE< z?*v0i$7Txv^SWkwh2@*|gH%Rz%8Id(-t*w~Tu~b}05-m>ZR`gfTfxAWnP~`|dblyw z5J0_2ijTVV4k$ga93BBF)>q;jD5$cnzoGM){&lFuN}o#sUFBWcpg_GDugWi$cT)to zDh=(%2UaACr6CBQ8f&+jZGRTIsI?XWuBw@7uSAQcS-qRziq*^+17zceusc`O4~77$ z@q^jf#N1od4;BHg%4?mR9aF{fno9xQ_+lrxHnFHL3;|SC19jBnM!e}LRs&f8n8v@2 zr$J>=)V~(Nx$T`stIk(JigGOiT$6w4HmhJAqGBX_9M z+@+N?@3MtrePjm$w#mh+=e$P`+w+F0XfDnupu_S=bzj_a3jy2Y<%4>kUoc!WFKYmp zCIusnN6{3t2#-tewY4_O%Uy#2*Z82j^Mv=ki~2wVz%(^acjKDJ5I|Mq^-e zW6k3C22*f7bLC^eH!0WK+qf382yj)Oh3wv=i~EyS^RYJpQ>@RzIZ!ZZ7`VG=8fpNT zrc|pAey8g<|3yo6MgiSe+^2oStUWDiu?B!?YUMtSYy7K6i`L3ufNb(Jy+LxAT}DUT^o?4KLRTwgEWBB}RkVJ+7vnKBV~q zma2jk+qf8D(7GFF(Hn=C zwW`Y>DGh3>R33Djo#fzAm+wU=Rw^?F$f`XspLRR+IvC$kQ*8d0VZcu<-*661!-F}r zgJ9QGu{kso9=58wFiTdd8p05H{TDt+W3i{=Cs9zraF6Bz?!H99e$ zs?!3jDJnKPaUfu)UT@QG;a0=j|5(E7DF+Iv*V}YexOc~Y39nlU=&DZA(V}9`JX5Uh zND<)b)O@m=gfkljQ!{1w@<+05kPWWxYi=M&P4)T9OTNd^I1`54`gWV~ULhVl=3!oM^x25h<1vQv|rTQf^O; zMt7Qg7*=dm$uF#<$7#;YPLt5pXw~@$V_FLIhm@L`p$lE3QI-tIN@DvcGXn z)yp7Y>%6Wi!JQ^O#?1?9!MyHJKv$!55)G=sVxx2rKvn*D65pCrtn51wu$9G6A{%Fl zSquWB(jE!Arj*qt1*w+cQG=c@+P=w2SgM)RR&h!VT!8o z)NfTGjg<6a6`luzhDvDl)n*9|0;t!B>JxumXg87y4caG)hSWH^q-${!lr49sKvz$ z_hMD7bL>(;|BTV67FE-n{2MWtBxgL9y8gDQ#z zT_D@*_vx4w%M5~&Xanoq$3ftKqzaKb9CL6nA0DVGVlX*AoAM@DaCsasRw~Yf=zaV; z6+M|#4rH+tq!cJ|O@oBwJ^VP844MSNp(8-zima6g9ZLy7cbBn9ZtPggL@YmsfoUww z4|u^AoX7(w9#KFc8>T1y!n;IlM$iN{3XB8%n}5F8_-1yENP%;@yN8)cJ+$R)@y}m>eKI|! zzUk%iY&xk;=g+@>_%*t56h_;q!-Dj-`m49yCk%{JoyC!YsW|n0P{`yipRN_2c5@873q=M46|MLw$=!yARP-Gh-)Q}bTKQl9Ikvw zTj%_zPm1}_0$l6(?GMGQbKb`!>-2NU^du*r0uxLKIxfr@u8n-}NiiF5r`eNGOJ0J@D=++}x{*2)!VNp;I@Gp+Q11sCByDKFN)19R-A1kZZbq zwfT`%a~tOx%Uq!uoXV*{Q!{flds{(ux3Q*WLi5wKEZGv-Yd%t^2%Fw2ui)W^loTzM z4j0-%zNM$>yw|rj&bI~$#h_&Np49p7;f+hCCg$or_TOmVSWgq7$4g4mq$?uYP45}v z&2mu2gr?(DeegNiqP;?_Y;F)ohX_5Vtu)_m?=@RHUGHA?4cbbN3f&-{y+&)d+IVUr z^qjOb7WMb&IuX7{c7wEJOlW?z7(JiR#d6#IZY$X$Iocfbn2trUXbQ@t#psG44++gX z?hm#jdV(9i^7Md%)@}R4rmAN z6e*@avm>ndlvhwBC?F@R*wH?_{d%wP?#rBbfEH6aj2xFOmy?y831JKuYr!2>cH+`)Ov5 zH(-(yXpHtEph-~pkSqL-#X)dgT---W;&-uF&;%nd;iY4tNr=VGEEWgU`Sv^|sd1y8 zvMi`Lxv9IuC*Mk^wgQ3gr1oLE$)_bt`$?0a;H36r^>}$TsclfuxMkB~Yp1@m(@p5T zX{I7L?;6Qd4h%YXxQ?D2XG)Shor=)92&4 zayd9-LFHrXGxbfk{v_F@8~wX=x^YFTx+9YLxLjRmLExi2(8rb4=ot$tPAsaa z(MiIs(Lb>crdQ>XZ|QhwU0rcO5C3>iCkbZaBPkVuB3@rOx~)#y6`}4QtgPJI=<$xX1*7fUk6gBp4SI?B`}usD_L|D~w7#t!$}CK`l-2I^xiPWL)QDvfgW zu?K|SZ8w$ZQKE*I9VFw)u<|!zh6W|{J$jv1Fo-GF_W&uT;8%m?72J9dwRx|zUw=yH z#dw2Ju6L8M5RbHkYR3i}UQ3qH3f+F=k3p(73<&^O(lo4{HbYZcn`_ z*lGv;G|3dErI;aL90|#fxa3Y_yQQA|Dc(2C*UXp@P2*|A6FlJY%kTc*fB4alzWe{^ zKYuA3PY(&n&k#@keL`Ra^#GDHjMDBVbVbmmb;R+=K zgxudQ7GrwLu0dCL(Hn5v-6p-GNN1_(jO9*mul{X=dLGTzp|^pgE9jjP);Lzkhe1D& z8`NymaG*^+Wx7k*d-=4pu{9nXrrc1bY%AALQ_eR+2+l32z^Ml^3gEX=xO!=_Ls4V- zS5kKe0x2mJ>C)|T^nfv6yeTD;k|6SljtS+Mc7v8|=n@rLxlO{_N3aIRT^1!m^nLZ) zy?T$D)dSul33d)LofHzF8{0d48Ld{~hI`4s9i& zoRd&-qcJG2DI`s{>n5KCSA852Qo9uR{vb)Sy+X|ZA^B-ck{%e`^5)DW-LF-m775vR zjcjnko8UmP3Yj*C9e&B1t`_OD?dAd96ho_tT~#}(6|DyCs_^y$7OfUnaS^XCZM^Kt z-+pt4uEW{t&>Je9eVTP)WmoXfx*yj(EadN5`L=pzeV^jp3-YRDOzL^qqe1MWOpKh{ zc+{aQXH^G;MN%?N5z28M1a(2DR3Ll8I=pB>cR4u%o7E(lKvt97%v{!Q21`_uIn&Tr z78Hp?*j$uz5^pecf73(`RlPe-E7}$0B*Y>R;myV-B3Z)`i0}m8L?lb{yEe&t)R}EH zlAXPTR=`;ikxWT=$ zSv`Rf{HE2Y^R1ahCotkfi0YzXf3nlqtsk~{H?wF_@KBJ^jf?&6>2H7iPqfzEZEka^ zqK!)g2e~g)`m`OBCxy7Jznn`Hd5QrzJ}|I?WMPUEqEmP)caWTm!cLidZP zF3mG;_d8v_cStg9S}mPoSE|!^vHR@6f3b68^$ZL3sL%Ikz*l>;ub$?%&3IKrc?x@R=Mz?IO)W(-T~L zwp+5NW~Ccq0Oaf=dKQaRkxJEvHuYJbxtQG@9W4J)EGU}twXI2*ok4G1WdKaa(q za$@+bkEGsTnG7iv+EL%rrI32{^?;sl;?3R0zUOFI@m0(NJ!3?0#8k3#XQdNdFf53c z#@;h(fBCkJjZ33tLO0q9WKZL`(+nHe!xW^V#A9BFadqL8oI%N{vK?nJ{)U{B&(W%{pYH1{2W3f>bIG8Vu;E zUxIVrrTn5PV5d3o(A(`?Dm4`ZWNS6uBTtuIZJL^v;d>{U>!(ClDV^3$~JK6zR}F4UCJ?k7)q zSE8Ix6eY&yS6`K7XZKyDKI!?Lt5R%D3GD9q4RSeltVM429{2fa$Z~8&3G9ASN!ihq zkX=dHdE%Cxv?hE)Gj+VvS*j*9n9%Y{O6HSj$$VOg$2BFe`)MT}*OZW5iBF!oJ~5;J z!-_`#83(rC)*}@9+?nrpr!yq$=X{*PSy<}4Kp%K_iaV32e=@8CwF`0Rp9f<~GWor5~vy~lbSrQ%>Y;NPVOTt<`U zwZYPyu?P=p_qp2i)o^}1SPYq-WJxtwFD1qm>HUU^6*D3f zsYcfxI2k=3d6%9`c7%jcvmo#(*J=LQ@O4B&R0Ejs%k%Ni0+z2bJziF(lCgZ18CkR( z9F2KSC>NKE1r@3_b&O{hljG&ZU^(($)RF9?43ovBL5b=$t@P@Q&U!6ogJT{c$+nMB z$bmuUZx$Cvv-$LRxLDNcTl97>RY7WjjrPYjJ9^1)yH)otKYS`!UdpJZEN6eOQi)l$ z)o68|T)9=NRAAN59bcJO$IKmK^(XabbX!7aKlzW&7OR0CZ{(?bjTIKz-5%y7QxeQS zR$@^^0~UP|`l#J_qE=4nY$l_yj8-5nIfp%G`_s)|?-OeGukKwS2 zWKx!J3E1;l#GX#_gjSKg7k(vchwD9(qGS5zt#jHkV@+k*bu;|{4gK3r{Ap&tedrzf zm$cLQ(FPG}Upi{)wS-kQnPl%mzH*EnvqC*wdv#XC=&<6)jxW~N>ym?)`QC{0VabP% zB?rv|UK2>Rh~*1w9CUu_=+Kl{OW(kpqN1eoNc?Y>Gvm?X9j$2Lydi|ZwA)i#09Ae7P2Nnn|x7MYvY=dYb zTw$#jp!4*b?SsRT;bFjUiJo^0uevna=(G}B{H37beF?=I; z<;G-NyQz=A*7S!7Ki44H&ZenS-zWiiM`qA(St-2&gMOPDMD1j*hgx(S+8>xHq5><) zHwF!_tT2LV%B?cBhQJ7mh7r_a<#}Sa)$tB1wj>pYzy?Ex3DkYhGePY%tap=d_{A!s zUYx*;j4n6j!EadBsMr*u%T0O6E0l^&Av#Q5C*`Qj&fjR%(zEy)xf*WxS)-8MqQ z*T=(IEKVZ#u{bdlWIi%7W=ak1knq4d|KzcxLxc86#&S)3VB2;G0E`t@Hm;x zho__03@@3wcJToWQrbQG+lWe0_qZGge5~VgF&Zx^x1LW=F2=*iyXBIaoy8{xgrv@@ z>P_(JoXRotThXkVQ5gJqI=h^Yo}Vo@f@c&4KN*kD29pzS^`)rg83k}%o1RQ3%jDIZ z)lC$}j3B2LrtBz>Lmk!87VW@zD9Gq`jk+75hl;jqDFkR8gYjUo zOqSF)8XgUfU$BB)GzK0DGCGmXcm50aMH4xr0Im~RfBbSVzTg#6(L{DIz`v)8;rZb8 zV)Q*{OD;TfOE4G!YrE;gi^(XcK#SV#V1U;?KOZg!iF&4+rD{>1XB5DVQ*=Abds>B^ zVi^GIeo$a=(SDEy0IB_~K1o!+pPO6M&khE7-5~1EsrXLkG{{Jf2gheTuM}+%V>}4z z>VSr3%hT!noTY2g>L7&x{jSREkuIF%+AlY&TLiGzHFm+Ld><6-+s-Jw2jsIX#evy8 zijKG$X)%u$jkra?PTls?XQK(D7H#_t0Z`aVBP&KNVXHy_tNU5YGn!;L2^*TC{VbOQ z0o~T5&CGao?!EV3w5{<_kkM6Btidl@HGu)}O_hu7hoOfg+rZo+!a$JFY4B<=pTq{p zMbp6LKtSi6SEC83Z?` zH`DJaGDmb(4pS3s|4PGiHPE0#ahod(YS?PCt9E7a)l$JdHK16rC=!wsHS;}|%~;d~ zU2lYEVkrzVxAC(_?ZYGzE5V#12u#Sq1yTp~r&UThI7r=vO>`d(El@<_C731vgT;#h zA$M~*JfG?Oq5g3);^j(`4H4dG;V;mj^D*r`T-Fw}HI@1pwOzUan68rUZ8!NPyn=OH z&9PcJL}-4_H23PXC2^;-tu7X7KkBhODY)w)N7tu9`xB+Y(L?-NmAp* zB~u*Kcr5jsAr;4xGogEj#j@Y%^>_K5YLez79!Cp<60aT1msCd0MvsbW2cNo9J6a=_ zubHfNN`>}U5f9S?qx5V>XD7HQ;eIKOhI#>>~4J{8(Lwlw4UI$4|z$K#69 z(*Z*9E=x}g>fBh0`sUHDBWTdNXQn&Ukvp}?nYLi6-Uo}DqkmLHei5gyfy& z=v-Y6tKN&->U8?S1vHXoULlND1O}zsj*{ADPnXuSmU7If}9I`m8mU0dDu zHtt9gEEc7V2Ca`{TI#V?7Bk6UYNehgLh}np6Ngi_X&bP5m(;r^M^d52gd(aZLMq<| zopnhWiRq-UKt|miQJG8%gUox&>5Ji{Mz1P+@6kx|sSaw~7eONGw<0nNkNP9 z4GJP}TM<5;D_BV};auah>x6Cq8k#Mb!;g@;&DJs7&F=Q${%)(mI~rviAJIb<-upCV@{yqg=>7dVE7RrBiUPDvXu7v!-+#TKOhSVL{QD*i zb{cfkG|!-ts?>MA#Q^?}g?Bhvut*kU&>dm`dka`~N}@;S)%nAElFnjaxIS@VSdh6N z$b|V*GI&~{6)kk;h=y8NU|Fe5p>t4(l`VAHH({j86gr;=xetsJ8?9FJpx5NRdP$ei zcU}te1!8l8r33(iz=t*l?VbI4_gk+ClFU{IQAkOUuw}gQ$1p9*lyPu?w-sLqFH<{3 zv#fqcwcq*HyRE)VmUU3D-@4}!bwKFdR#qs=xCb2IZ<_?RABSF&^q2fJW-tiZx>j8$ zUqM}KF&@0N)vbGP+?A=wEe3E~23n2Xes8b2%d7J;WgsI#;;u=B^ouYZBnu~gI(RsU zy$dn#suM{UKa?N{z^S8p^z^*npDgDnkRSou=`wg$6iV5yAU?SFM}DhGDX@Y7Y}zRxM30nzAo;NL1PkK+9!a<2{3wd5F zlhfM(!Frpl9e$xrnPepdpf)Sg@Os;Cn95{DaDcb%tNl34Ic3^c27{0-s|PKw7AR9z zH3VRrE!AhC`DJSLj06drExUDkk)F>Gm&ukEFj)Q{zaEw2kF69^n0oYawYMdS#U#3#XNRY6Vg4qnmI(ua*1&aaPCTzdi z^0rfyNmxSx+WP$QRs~&D4FTBtTzyuJ&odGvY!glcgz&6=nI=31LEz&h9Z#a$7Z;b4 z<43~@ofltD=Y9Xkl4Q@J=9uZ>JS0RvF``@MFzT+l&yo&D2da`4WM4JLgzQI5c7I5_ z9ZmvK$r5Oes6&M0S4MK1PFXF?*E_?-@q9Fkd0B9yiNQHu&L_i!53C7vVl{}YBn$bG z-3AB(cOWpQ!xf`Rs3KWP3RPShq&_rKyK`C%3nC+_<$Rfp1c}>LA}>=)`iFsv3xkk# zTYjM{<2Fu%)Tbs+kA}e)<5mX+5nEfDZ=TEt>dxsP3Cq-$ArX?Fne1Z4 zR(Mph%fZh%aVn(WC26%0sXpOncqH8q6B3m&C?Ma+$h{>$D6D$r2v*y90@MM({ye2wqXH|_PObzM{_?Xh9N zrxc2wC!lSXC&Sah#dz7Lf48Os|H>7?W7;VR;(1(X-%3NAPmf>J>TUjzwV=bz0bDm_ zLQW;HF-ds?4Tijp9fmdH5t?=<~5Dr zhywYhDKldi=SL(=aIA)jy-%#EmYU#7cG#`-feAc0|zS_oRFpv_9fm`_1ic zr`Pe;N(K8x^5ilg6mN0G_BPLcg4Q)pOQE20!>H_TC%^gT!2{M-2xg&t1zOB4P;zbd0b_!fSWedTuP1^EI1CYaG6bQ`}*zgn=U z36`}%h$}79q`HS6c890K`EYV*Zzi9 zhxn5GCh>KdP`&HMcjsAKpGspM7Ibv;Je=~N_KB-Thd}6+nEm?p99Go+O7t z_j6a57W(w*`nGCc>wUhvQqYyjlMc90zvZf{6y=qwplQmJG%)Dgvp-V>rrv5L^=5&6gYzIV8l(4Q=pGi3f(W9 zm^NsEzR{&^V{`&gOLGqkx`jC&j)0+m+tq*C*go{0XOuK8aWAV!qZJKG$g9d3w3ni} z%RO5zuR1X3xOs=(lIuQ89@ksmn{wszj!T5%hmH@`xdWDC1Ra~4RMRMEpf*(zroASS zIF+kSIS*>C51(|N{O&i&!w2+B7P0a^bcy+jzxz$qiiQZqn@*~Q&yos;4>`%k-zG(_ zr+1-~t!BI4m8UM8}-%BlTMds!g8_6SWx-Q#yS0l;`E5FIM`{{`JD=a1A7to zMX}KSGSF@{`+a)7C?YRdDqAVf$*=%rP?_0ydO*+9B)vbeGEuG!avs!v=EQfGo~24? zEY~@tT~EnQqqp5{9`wC8;svjCfDNBQfxLggFqM&idi7(w^-*5WPm5e>Y zrby|eIB2=?q3bMoAF+IVGzuE1Uz7oVtgu8H7F66)p}(Q@slHUi$glvT3l+~ai?*7* zDn?Tw6RN*(a!abJ_E|K$4R!XYM}F{35WLcoQ$AJ*z@8h9Jzk|CSjNfGB@p<^%Zus7 z>U7;((>s?Y>z%HUcEM0r zH7-+EPh_ze%X%RzWHk|bftRVf*9)S$v6oXSbU$$8+2Ls_YrAt|NGxcmp1%22j~cFe zt6As63t8J0)5&;N>*AMx@zi?H+WgIt4b?OcF;k<{EN1F?tzZYdV24r);RQoQE=597 z_3ARkR>#}oENiLqT&ZzTQmta9wBOk8cs)qjxI0hF0->h*{h1m)1m4)KQ&Y@JoNS&b zPcUOblgF^#>GeHtZWcoe%u{<(Z}RAEs-}TZu=|L2H8v{+h6k;WUZ0O^C)4v< zWB;H}Lu{<{6iqx}bTPmmJ~I$~y4T-tRV?Z=L(%j%WUhwYry(=-Ft#{5Edvax9+Sd}( zRHH?s)qbjz+lD!EDn!y0Mu0_WX{V=@nSLQXJ8c z_cF^P3yf>h)fM{(tp=4qFBd1(Tgb&==5K{&(o+3) zpQ`D|MZPCjW2>hKgJpiD<*w$AIg87xv@7weD+V+FN#NK2IBb8L)OYpHyAJh=T6)%w z*?U&KZ*x>(_(Or=`_0}#i#E{h=&Im=A7DJH-sC_J#(pC(meyGlI;q#*sna!5eCYYV zsyEeBgQ1dKtAif)4rndMtFNvg*K#qKSrhpaIhD_y{g10~W+nv_|50XQWR~c^U5SC- z?2)ASP+zgWpV#HRg5neC!IzRz1O@IlX#}K360B;vf>8w1f{~I|{(vqPYi@hHY_Fh| zPjz72?*+M$TFyfn9MC%%Iitwa>N93k6GlslP%l~$T|p7bgkavU1U|K){BF~Kuilf6 z5)Ax1iGk1BeebsCr&nN{QGsES^4zb}T5z*Rt5@6n7QQPe&rAzON^)PHCSGWXf16*1 za|O9C6M}h?F2!Mct3yvPBnLFJ(&RU7UO|__Q-h(B9_C@2E(7mTKW$rW#iUJB+rdKK z74$H3RAIQx!`ATdj=C%HFjIq}lChC~iG$`M)Vn;9>~IBRqlh95mUKQ;a2l*qo-nNu zYtyfw^AYG3GnV!kQKltpsSEFI%e)d}J-uSae%tOmX~zf2S7NNE2V*5YCOwDaSFl&m zV@h>k+?TnHr#k1jVA)Y{{!F%LVbCz)C%Gn^4;PEUbI*!{s@m<84nsayhAalJYvxh* zd5z8|C#S;!o$d8(5bWFWS?RJ;t^mx?N#g%%HlNaI_T|Vk%XtBx&YA9_#>l1=&t(}^@&^5zvOFLf^AS> z1X?K&ayRi)Wl8H#-m?S$b%SVW7-Vj{GPI417D-tW3by5e5X8yiAoa=j*53Z;BOcJJcW}my3kztxPqhCfK+hQv=GXT>Ryo+2uc-xwSnGy4Vi=~58JR0#0i9E?smP;l9# z3d4yC0_59+`E$KZi`gkiON8TSz<_^iFrN=D8C!6+UkCEQ3IpmJgT<0DC4R+Ycs5@v z1bA-`)SZcE0}hoq!G`0u0tWnbjUP>!$$~6qgN1NHfo)8m&Uu$XYC44r=?Vt?wZW2l z0NgMCvc3&4p*Y%r0KPuBI2lc+v%)?x!8qEYz`k}gSPXyn8-^AbZ9*}!1p)lV(a8~` z3i2HV;YdP&_x90fGFTjsMhq%QJcQ$9z<|F-KRX+~W^jogbSNLKKn{2@JT9Cojz%h! z2i72f-##+;i1M+P#342uhXV%u8%N*sUYaERzJI`>gaGgDGn zJ-e8^U|Co~Re?BFV>0UbV0l)UsseGU#(?_9@%ag3N<4ag;t@~MxWB2U0~t`z+^aC0 zs30)$n)>>f7cW7TU_u300x_^xoeRO!SpX&w!0#PT$78BCXyne#7WCJhpq@mAgwBWV zkNtj|V1m~Ro~KuH`*UwoAledt$s;By;WnJFVql2UyT{Y>8C5ehTg!5hU@(w{^dwRs zL~b8XC&w3ax)f+xGeZv^8^MflNbp1h0f@g(K~G1f13PDN6kPt{hV=zAD5S`lG~f1m zNdrG7ByuJ~`Z54QgfhGS=}S7S!Bj+FV^UE3UZb%vd6^L^+2Glo>7cZH$lInW#k`oC5-nC=8z|)(-mQ;Z{ z6sHKs{sh1_tb@>G_Sny6Gu>5ouDj6&gW^ydYe8RsuzG+ZWS~W2(tvCofp5I*aqW1wy2CfIz9E9BSDROVuEqDMS=as$%xlCk~}e5c+9MO z_zv-w^rXO;Qw6iUX+WQCaj^J)_QS#a_-yoYm?%A#qAR*_Y3Q#9vyr+sQcv^RxuW#T z8be2(N zR`MsGR_szt0kV7uIt=(S4WGu}{v=VOD&~d5%DliNV9HPOO*tE?=OK8RSh2$=1r_p1 z0u>naMal_$<5!ve%3Y%rV8{y3#A=J`Jp&aO6sbRH>WTV%ULT{n`ZLADgh-XOQ0c{T zY<0DUVMF`_H)nXu$SdYC(opO2rL&mq))1G^sYj6wE!+#_E2tqnI^z0aYBgQZb9BMy zDp%ZNz!^BohBc|b2yVF7;=M1gYrtZnY-_W}G&^qHn)S1ON9ZZfdX&d=+>P>xbK9#`G zkaps$)~3VUvw3_oE<~L|qP`saS!nY@l42q0%wCMAyb9QS_CgUM;(U zAG+H<{nHXF${+Pw=Y#p>*Isb06yK4ie73s;6CSQw8yLqCF5z}TrNZt5>F@fG2qFpQAm`QMlF%KP) zO~Hus`!htuE@;q<#S$J!!l zPf#)!ub2en@m1?MgXO~qzp|8wF!+e-yCyfB`)kC4(T)Qq%G1nCBX~lnxt{GEhjpXB-f&O|EEDd3x!f5g~(w&Ih`(p+;g+8=Xw}Y?L6G zB0KOrU_|Kr$lL0-sgMRj=uT$9#qu=yL$Vn0?(~X&0z9}fS{W6R@6a%e4!6ukeBZcW z895Ee6Dq|);mzUXf-mU^c1Ec%9+x0MzC}&Kgm3ari7^OO|y`D`#wwkWXQQ9l|@W*5AdB*-Uez<_UX zP`G|Np}oJyd=Ih2dJ~M(Eeh;+PN#E%`!kRd>k*Li@oAc(@0`vDku9|n1q9>@_%v0x zcDkHVA!p5mV9%Nf#n}dwIp<<>yqr#p?<6@zK#s?!sp)_HoS(6Jm_H$oYV0{bVMPF# zdo417Bk+R>#SFC|fUncvGunE_JS@n7HkgmrD3`59za`izn9tTIu-|+>p7LxVs9;qX zPE`;f-*`UfwTNJ|5(VKvLV)+?b2?he;w~|f!f>L30D1jvusHL}gCMnRFa`z+?6;_c zJo_`VSJ1xbK%A>FpuTx_KH%j*-~<(hGZiF5F3)*0B0*9Zj#LmJZ>VurO+CyV+yEjN z60^X8NQQ;ldpba*11#t(IzdAvulxI^s&QC?iX64%8BjwU)9Gv4A3?riWRdA|?4A&qkA>Hy0u( z85tt3mw^#KN0qK=nqJJ0y)y(AsAgcOevlce=ak)*-4!bj=t*Uv7L zs-&QpU_5_V6xe?~;zKq;FL1=iYXku7oe>>GI3Z{88cLFx5s({;PaOpsE|lsPt4S;! zkSpNRRN>9<7E`{EBxsaW7{=9*)GhjJCC;kTe^vGD;-A0%npOoCwb|wJj3Cqb^RFL% zjcgL-)-(z5>o10vucmXpBT;wxhw=4G0A%ptiqoOGs@qBaq{W+f+6qGR)hT|0k$m`TF&~$R) zi3%Hxfq`<^qw&#{-!LFZaG4}C*cY}p&3Kp;x%3;qJXT?wDoYTS^1@qVj z1@@czNVwbT36fBS@u-wyK)$2q^~1A;f=VF`$l)mt3UAWk3hrr%(G-Sr6$HrlO^@hw zG@+$CR@(^r)lLJ)ln24ZCGod)%fE@74<2fHMiNGq92i72fKRmw} zFGq9>1a-+4ew`^;n(~5kDGv?JPyIkt}(6Fc6#aG$a6E*XgS=y&)TnTWV2Yzc-~znblQPCqsU(fM7Pk3F>KNNa$RPOh5`+ zB@>F#y=lkm$}@gLD#(L2n1?nf82!eq_|;hygfpG1v#!lX$1jQxV@xPcH6R%Jp7}{Q zloq6-6Eq@WkkEOH7O}ng7(tb%19@!srseCi7te!f7fBMDV4Q4Gu=wrSc(7DUlSRup z!f`ra4xV=Z`q@uVOVL!R4(H)54ESraX)vcMDK$D2M;j2pZ_TEQ5g!6c5>f^7unGg} zwb_g=c`n@bG@&@xfB?R3?;c}`D9Is_E6aca``V1odo6i&Ett%S-G*jKAiptN@_j&p z*<}jC9YKhU_li#pNqDdLRb4YefcNg~GO_3HnPUYTZnBWv+6)MhYqQJa@eyyuC0SU9 z^57Z-@LRJ>nrdT)OR}&Edb0;&$gs0IV-wLf1>DMvG71x_%bJgx?% z;5pqdFy)n-0Bk}rumu79*WRfrK?laWmeV;y_4b_3530F7<^Vx0iE!Lfz+mfj+FUjF z>tI3cV1s#Zg94jOH>(iEO*i2@x`hG%-h8Y|;CSfon-MhJPEao5AffZt{9@vrtrlc! z9f-3vCZ#TD&X-q70;&$gs0IV-b-G=1KJ;p2L2}w)oNQ5GUt0{-y?iV&1?9zr^2izl z@H^%w{*GP2bXOWMf>$^wTw9zC$1iyil9;YTakc>g{1$EU@Ge}Hq@oJsVHE~cGB@bc ziOf}@JT6;5yGA=U>8+B&NvK0{umQp1Hy5<3#IS<-L>0z^5(LP%7U#=Z@dBa(aj3?C zdRe;!j7diej-_NHBu9mkob)Bph#si!P-Sh` z^p%D)2;g@&yYn!bFCx`qef&}i#Gj+c4>r5Su=Ck>?jwa}3`~D(^J;#sCg3eG>b{a( z4+8id0&j=sYK+FvQpI-~?qR^cp^weAcFN~WiYnFLV-eh zL({?{ftW&?ztU_50sIby%wo7$$R4sGr171A zj0Wv>4QvSY_@U%S92DN!PUh~S9$~&EaKd+rA7H@0O}&lzR1HyE0>^)*;2s6`o5hw` zLnXoAC@Sr%1@ex2yxFaIZC&>esi4mQgTx29#F;;Ch0ddy(Hw*jG)!|=eSx4tL!RRM z<@S25rn61)?Y~oj7hu5O@>jg*Ia^DDz2Yu7eJBO+YmA~di<4e0u})L^lAG_`dyA1% z8Q+GI$A48|353vid;8qoLMI~DlKTB;5*<)rKMHJ)XFdXcTa54N~p3LRST1!gV z2X`-nwESL-GN>S)MQb+7a2%G^`~n3037x0OJ2?Cwt_E$(`L! z!c$-T&E0O=c~FeMQ9y#gzBgY?7IHO;p*6|h2&97m`OfvwT{|r2c@5~bRIUdwb2w}Gi~#R#eyG{Glnr<3BfhG85=eO}W#1G>;$ z?Pjwcn&I=RCeYA)%!blR;>qOf)7fNBTb;k9e~Vc9!_6r+27fqMvd?Q;sJWu%J$ytTa+xWsG(+nd-@A{i zl93EQU20`R>02J4RLvMevVo}ox~iJkkUim_R-@X91cqLt_*g4uSgls6N$qO>rX{r2kB|K`s1;WJAA-~aEg{{7v-z{{%J=?&ozP8bZzK=9x(E`4`{ zdUPqvazNHhpN!Fz7DV7*&y2eb!Njzk+8(Vz%5g@oh-yiAK5M$hSNIyF9RNZ2317+UU(af<5P8G~(Oo2K*Vh~H+WJN32`b@K0h3a+Vq`#v0MT`23+gDz@UxU`WNwUqTJI=f zkUDi<@zaaxWHy#6hLcL9Lm3AG_xKH7Z@C`M1``^05m94kZV3eeg2XL;#m{HtOR@}k zTCnAeh|3$-!$#hBvgV(m3` z5?mS=lD$%#phEL8yz~b*4=#4JdO!~48OFfjr~g_;y97h`E_5$xFSHs9v9zUq-mGNg zz=ICer#=_E=9{YxuK7G+C22Tm2tKZ|1JC!vq5mX*WkU0NTdL8Qvcb?n+z}Wc!gt{dR&a>F2UoeGCZa>@MIWHn%{?p_DA9cT4wWdp8(WW3EM*uJev&DWhanS%k(ABwLe?4I-rRkIuVtzx*}4L3iG?~{&l8&X zuc1&c;n0tXonLuviCw`V9t(B(9A$3ag6~mmMiKlwuml*jGM9BD7*X&l?kJZCS%C6x^y+dpQ=GK7B6f zD1oA3XBnvFN}4|oLk;0Chl0W>bLzIe_0!@YQJkjE0zmge6VaB|wAFy(lyr zUKcu+z^dv12ALFCFXWoE=D;Ej;3v_C7nf=h)iU5$b-P_znbo zjDz!6wCMV}`$i;~=krC-i!jKR9R4VDcmgJb)d1+U5mKF{u*LQpwc8nsjRhl%u`s*_w?hDibqd^ z^>>jOX+@uQz*4E#@?t*if4En~)1dTFC{>nJ7#j6^r2-CG2(?PYw1t{VVF)$< z^RYrLr@<41ntyh*P!l+4y&r;?hUFIH;d(qcj~O^0T`|lHRpO}vJ*4Xm6iKnaZh%7f zX)u#^VDe!79(N71LKSyQ<^k1;v%OW7ulLXCKx>-f9X;n6x5bd|*3RS9&~0acZ$T6! zxOT$tOfD|?W(T#8@|QPHeh7g?5pW)UFVAG?3QrWk-#Ay@KEpyEOkIXG+e`rNA^qXj z@0|^woezBS5aDfD))^5#&?`Ww-HWfX+Lby4(o%v0UP>`-kIr{;?@Lb|qCw|W`174y z7+`2s$InZ52v%27TdDi05DY3QC7eGS9ycXqK&YjZzz>g?55U&8EhPjPRPM%PIa-f?{!A1HhJJheS|)1Gf<}se`h9S9w0Hrn)S)ysn_kG% z-`Yz8(4g}udcCG&da37I_+*$XiwqfZIT3nK;=AP!l+4y?agzo}RCkw8yJ!Lenk71Ooid`S;IgE5@9Th*cA4 zhJA_rt&j8^0`y&e%w<;vZa9)kz%vZ+@9+!7Rvg0`b^&$(An)^~pxom;!#_lT8*&1^ z^T87T!arhb>@j|!?Ii2X_IfgTJ|4=-%dnn2LR=)ozXTG#oyNygT3pk8LNq?I9R(P`VopqOp5*v!|gI6Tg=3cosCC#JAk<_)8=TLoJN&RHBefXg-W@ zyXSO`#-;2b8+vRJQE|=#p_W2%wWhCxXYHZrSQ;+9kn0&%=|_&#(^TlDoW*B_UdlOWL;r1$T!29(g<`F+Xb(lupp()cKe;LoLugNb z84zmkkn^+Rd~8GQplY^=0r=g~<@9W_p$l(i?lElD+XABr6+;}k@pIb!EQ5D z6^Wrgw_hsoAb2+k7MJ50a&tw;VSs;!UnoxRG_>^u*a3j#gu10c;zdj8hMSE#eBs@ZyNi4{Qb*cbf+5{voT0xh?iOhz5VB`VCEBh5#G_LYMq40g)H{As~u!zr|ir>_6h!A2(u3w*k>k z$oZVssE9bU^u?LsD}WjeVRPcN+}U2V^+1SN8r4!HVnBbu^wH+*Q`+N12k?KUZ#Odf zL4@duqCx3LL5Z)1*id_mu6v>Dut$@DJ7->Y6AcGE23oGVj|>Z3NRoAaDouo>r55o4 zl?w)t=2sTbwDI+-ncy?+f$++*ptFoJl|E!J_;Ek!cnglC0~mBZN;>hNpy90Mnqg;W zB|VU974Bhm*qE1_$500s>i3fGG#{hS8nuiwRHHJmDk|4&KA}h?`ev2Df{H5*DPPge zr?gM9mY*%745dGk2Q{QlcBhh)+j2n$tLgaI6M@&R6JXFmsYDw}pYLR|ysgv-An+fC zl;(f-u_HXO%*T|GBXH1qKWOoaz5~U(VeMokJ6E94y&YaJW&({hq^iEeeBfzdS9jeS zc8F9wi743rSZP#Z$uipQL6N(jk=+K)qM z(%HzPt05iKba5ap8V(()#Nb{uYG^`d1l-TH~5Hm%(8;;hx(q%Je zoL9!%o!)h6*jzv28|DHf$fh4MEM%#8nNei&eWJ4s9pX7yU&^D6O$iAIz7wJbtf*~X z99b;^OEq$e)yPFrbhi7J0r#tI%OXK5 zg9tThN5*##xNA7~Fas5$UIXC>ZOY|QdqFq0gg?9I@<`FbITflOWUA|lpM4%|sGq-< zF>D$c*{iI{H>uMJr^4^!sWTbs)P#r@^Bu~?Dn!dFxP;Kb9g)y`8uVTa*BdIx=>+Op z9NQC@`&S{EpwJb>C4}%C0pi&o-ej3x^Tl^0}Hg$jmIbuMk=vlp@js%&# zpa%D@IRC`dcK3+rfaXE$F2q*T(Q|cXh^ezx(FrI>oZ^_%J1N2ARPT9Qgf#<|NP=pgX9I*G-W$1lkIz2&>~~*$^6ekK`c&9&8SeDo`{>pz82==w z{CYO~WVra9jy@ z|1IS@jJCX+ScS@rCKvcdLlOUtDv<@1J0ZNzso5m`uvBSfV0jMcw*!4dSw)y{srpN} z!+`xE*r7?|t{NGf?`Rjj%>0&)e?_Z?h4x2Mn@&UJ(a)N=WkPPRxZ*+`>F<&c3|_An z@{p#sl#y6ac^rJ?Csd4wp>Pq4mQlXaIR%6sO1t@FK3}Rs5ZX#Rkf3l9Jfh!eZ-nr~ zGJREg5$Xq}An;?T`66g2lU7@P^as`qhy@k2thirCU7p35Iy>%eLXnW$T2>_!s_%t7 zlirwbUX0YDD$AfpnR^N(G|?)#PJxgQq_(w6G8lC3(b(-~!b7%n*%#ddB;(D}F3!LA zE%E#pCPM3h)NQ}=2X@pu$X5tBM>&u7DhygTR^nx4AP&(T6BpkruyDl{LeG*qNn z%TkP+lF-3aJD$=um7}L1PlcB{HZSRHc{xvYjF9!zeVVi7wQ8LlL(@~CsbiCNtjNrH zjM#KgDC&@1@lLa&$EK(5)ubcBUW2Bi?$g|?Xl3fr{q)p*nl$tA8d8v_Li4dI4_=np z)6%oMsYD1^sLFK90k3M#{^>SAp?DhnJf|a^`N(1sm6j0;?_u5`h$v{>hK9cM#L^G1 z@EHU4dx1R~(nUM8^Y4;ZnbRT};fKAwk^4~~p?LyLchrbbvb5++k47E@KFSj3h@Wy( zWyyib7hK>HY!nW0z(gL@?!z1RbTw4#G%W4iibn|s9i%jt8&F?Kgj-umizsLy$_ReyE?g|-EMpX9=qVudP&$k!v*D`&O$@KpoSbF!x2Bfi zpoQ2PFL!h>$x+IMh=K;ng~{kj4kERc3l0M|@+cipbFFp_wdK(O0w29My33Z%S)#?0 zB9&Qs-DN~17F6H`tvAwZ(%ZZUAn@;mynjIhA+jB48GkK3@Ep*QhAw71x(I6_mu$D? z_=wUPG^{sY?$lX(AL+GSUHmW&PAvYDE+@5N?#lcs07n^KIb<5)|OY^C>O<(^X)b7ZIg3 zX3NE8;YOQAL_q`XkYbdetsPPw7jTu6+f=IWy>DxgN*+8xj&x7w`j+pu9GO^9L91ag zTy?)^2Bn|dz~IX=&jB6fJ6({w8p=%AR{jQ1g@2sdmiT#Xdn)xBnIEoRyXN*vJ9!{f>{cGUBDZtLL*9JDYeV&mQLKd?smC)ExL&d z-48@)``){kmJRYR3|k-$`z+beM;@oa3EAUo%i|6MHrh0`9NyNZ0SOB4hS1Zw+p-e5 z%nfE1w&~FS4K#!;hcnB_C}q;w?~B4O$T- zN`M|3jDiN*loUa#h-qt6dJgC@E?%uBLq0KAxX>6Ekp&f$FqJvWww{BUr-T-4mtJ*1iA<3aC@u@2+btqNA-&$zaeyz7K6Qy4HB&hGk_*)|T%} zCREYVr-AqZO=1mqvoHWDW$m-rd2v&LLN~@6>C!pDB1jwKEs(UrHLaM@s}I@~K!U;p znr0iilUm)Pz%iZwA^b2j)N+Cgx%`LW#vvj1P(CY;2znws6fx)?$zH6!ISa%{A^5PB;^$< zhK?bB?30e50Dgy`UoLhf+c0J**bxG>vwOks6bC+awL4J&f2Ybd95XI#7Dq_k=1138 z)6vyfo{eKT;8IY*fUOVc0JQ0RIO8p}wLR>HaWxQpOqMuEJ;IB#CEc@76EiFd0Yiuh zAmpNF)L*KJwR)D}AoVs+9#d~fWHm!NQm4g$0_^+a>BR*f+VS}}gHQhHS6~0?6WVS# z_#eOf;-7_(rE&-$A8LE45Pp;i|K{^AJ}osZF||iC0SmbhO|*CTLT-9%l@mb7J%D%o z-$8lVu_a;De9LfLZpWZ=(> zkR8keO{~4=M3h8`QH1kJB(&R+4j`9{#ta1!e;i^WrvUyoKd1i}>FC+b!{h?X-vdag z#{p>@`ec5t##{`2dku~p2;2$+BN-Hi2-RpJXy{f}!3|I%0D6}NdEXe_Uo=sN!x<(9 zgt-|8cq;4yo;$i*y01sZqG6<_lt?JZP)^;rQ#k1AL3h9lpCKrci=hKAgt%-IFi5$S zPA8>Y(>$PB!`d~aCko*A*aixw(er`7v0M0H7_bpO2oNOxoL=##z?==&qbs^teBid+ zxh8%1MW}wWKchv|-waoD-OxqM#5W3{n%C!?j15_H({XYu zUmqi66d$%c&1|8D+u3@z;9Upm;OGNQ()j(pu#i;faupGZr4heTYMNR^^@1)VLND`k zJX!fNmLf+j=IG(4qC)pa$xr#l;BrlS21JVcqCK9gY}oMAy*BVNlxtcNDa<%<_GAR@ ziEL#?#KV%0B7ho@Yaa`IK-*xuo=77OoD3Kl`-~{b(9dHdzU9vlDJ8^DZZ$M!-!05U^0LdB2|UIUZ&BAH(~c4I8rd&c$#sdNrVy9aWxZ`5z)R_Ndcy zrWAlRS&blG=1B)yGNCT4>ro@@p~H?J#wex6KivT1nt(226m6UXW5p4&CtcLg2Q6?( zqatEX&$4$&>68I<{0~TVpyt^$+5wXTB=( zTgKPRrJQU(upl@R4vB}Y=#C5Rtc@77Cp`XAxz@Nx8?i!$z7Bb+1zt?nlo0e;^?gHL zfT8{*hMN!h$;$~HDJzBGTN#mv4<@s_chuM1cOBEHmSue!D zu{)>J1NoqFQMw#Byu*~#HVF&mx5m>Kbl!lFG0foW*-;Mx^wD@Z;+we7e!U!hMpf%K zJAJRKWzsM({M<(kSd;sfWREJBfRHU~llhR2mE=9d)NVYZ(})Md*>or)?LZ}oNRt?sedJGx4C(jF7lIig z>JIeFJBfo0`HJT}-6u<_V|nh$kp7|f++VUt_j~w%4E}z({^hwki0(j_QhFa@S=h(l zlmP7bsBXtOovZSTk3}RL=(2S;Bk*Cx2X!kJ%cUI3J}^|)-3CX81$)AQ+G}*`+v^L5 zz=stf9C)9=WF0O59{9h64dx6HNLhlYvZ4Rf$3u9>O%_+w%{gMPdQOIR@SU$X9nxZ- z%^BS*#J9NY)ViMo^9V8xBvR&n`Z2@9gg^7{r+3bm<5x5hyPyRx!7LFC2L{7BnNpE~ zNq?bD;!ns#7TYmZwOf zh6bleJD{N+atinHcrDj#HeAt`4eAL$d-n66QGai?lZ~(6S(BtEX3>980_KFk@b6Lu z&P&uNFo)`Z40FM?#|lY?cqq7pcnFEMs5q<+bX7jo@^~jdyuh3i_Q)$V|bICqnFDF1A~gat9^=OmbjC@QJH3Xe?}V zHXSd9XWuS=_01=rf8Nza*KrO@$M+DS__TQbJAXZo&@}jYP!mk3zNb`q0+!cH3Q@!M z!vmrb3C)L-#fExDtLci4^jU7Hc{Y@Kmb4QQzP%OyOhm}tPjWPCwV{RA!a2h!Y6+mk zz=PE72^}Utm;6n?Q*B7YXukV2@Dl{&Tl|=Nm$H^NYz0uW1c?Lmn-hJooZ*f@O=Uy^ z(hQvl;|3rj0Q@VrADkv!$200*(dpWw$!tKIDrrH|nhuda=hf&mIj2@G{@cy%cENRF zFMc_s1lt~oFK7m6sJCkvsvyBA?En>;ABy*7K!|WR3|9+OMOuV%jFF#;&!h#Fs4#S) z1n?$1f&{|jq4<~ zHl=`+x)BRi>2JDrROt5iHv>cY_61$HLKjEz{|Yt3UKanUcQ2!8G_~C2#WYQ5M^Wf0 zO=I-8+EWyo<>bD_7OOo4=sP@0Q{9VqU;-*ldaFB|1q>1o`Pb2WbvBw!hICTlkoJ0t zXf;&FK=_EQ@E~>@Z<3%8u~eIZD@BL{_`M9y|CB>^2LcT3QGBlzJPb0Y{3jiOzN1^N zXG^s%-7pKCK94#%4Kk0?d;BjRH(toCfrdt4VkoT)3Bd>HW&T&O@XxR~ArUHa4hS(9 zSKe(WCOtFEM;?|+J0RcBUR*ApyX9$aj6>E8hN=7v#0TDHe=06~e4<`)4STg-$5Ic* za66uKB+U{Ae7~~1+C;~4@DUE$#W41v9}1Xo8*RWkm^_j2%vW_ z7Vdli-V>nVhMl_j+DC{)LE;oIh5w2WGAxn6=TgIK#meI$-U|Pv8-it2SkhOpzb52( z@aR6osJFD(a7Rh_WXYyAsYHX&TYj8d&>N!M4aCQwI=P@ep4&=#b~%#8s3kVy$3B?i zpUi^Yk6fao6^1k)#GT4zalL}2^5b*o9K$QcKQkl*A11-sdRJ)$8Ad=7Lg^(U%Q_QeXo=P4nj}UiyIoIn@y-4O6!r;(R-Gz z&_34`wj#V;ZilnMa!m^!$OI9leS{UZA{@@q!$EL)WcCqOSO}k{pk_tc(6y8v`$E{$ zAoK3!$W6!6Iin&d4aY~&moBwrgq(`;lRTWdQ9%Ip7AaN68Ge5AkW*%=8dG5A1#SBL zUKY>Ym;nGg?+}xhn2(k_brGE5T&&F0#L(n&{cU%$TzUI2*z8@Ym~N=(mFWTn5AFt? z<@p~e$;ni0=u0aJP(Z&I=yd4BWIb6ZzM%uE_=!_hSkuV1$Tf`$jspdx9y+E&+21{m zJp*Kf&i0CWM^{U=kEpxti35cb3O^b?;{oF5suyHvl4OCOLBQs4;ahWfoKdz&x`j(( zi+( zFfvusNHFM}(rYU^Sc)Ct{|XgD(;T0}6~U^B&@sMpX-p3h$AZX@$rRq&env|G$8MAR zcuDKZ>0Ve`j75oEcxG4&1ROj&$c7P5@D&@uUw9jYwxJsWN}-)0A$bokkHbHNm@T0= z--K9%L535gdu_a^=@?p&07#ukgU}tk$LD+rUu+qx^u>XI=LGLwsd-^bi=_fsg$SSR zrO%dX6#)w(F-B%Fvhv!XHAWH*LJtsRvwGYc2Dd;Eai8HJ6%+FeL7KbNnwTRDGAZa{ z^2>FagD%n_6#a=$a-CLxA`CJyhB#?fik#LM%5ac+h^WNKQNvOUAVg}&c@VpOIa{8e zRkqApT7UehSI8hB-*ROBA5p|uS~-&I5TL&6sM7*#X;Dh7XMp=Q6Nl>DL__z+_4)ab z!W0lp0rt-2dUZyTak7M3%rKA!nagzOila@1ch5pp*ZZ@lBy+J9LxPS-7tHECNwB8 z_D%Xh-s54gQ>AE!0PvLmqKVnF^BEmS@=WGzL#>O?T@d3Bu=a>_ZZLye5lI>IHr}G6 z+(ZgDbn)=15MT~Gc!)Pv=g-F%&jwfXp4m&<%o1GwW1gOsoCG~aBuKn@HJQm(G7V)aBLIBkY9g<^Hw?M!GMWg$ zJ>IL;7YG#?ly1A%Dhh^1f>H<&kl%5Sb;)c97lqBscb<0z}ge{ct^)#kA^FmWeiOk#f})z|C8DYW0>bqsUvIH-K8r!=#Uz^31YE* z_N%W%`C+Il@U;sH{1H&F_k-;B$$BxI@pg}A0Y3POcbI-woJwKn zqk$kKGaRJe$BW<6wxMSf1kolDriL}m013sC3gO$+`Q_DkO?S8qW$9)}YT?tMlrUi5 zo6>^A;pn>^9RWTlR(l!>X#PIX6$lcK`4zXC(QhWM9D89H8W1`q4PvMK9uG|o=-7>& zTEt^$SqPb&1A!BMgL-##8OP;Rw(ty~Q93$7&5Csm`9uMnO3Bq3)g85DW6EY(F32#z zyNF#+Xkjnyr|zB21PBuEvIq2pVnCEfhNg;$*MI=lQi+5hdl#O%%+8^wW>O5RClf>|=1fSwm)`dOswFv7B?8Np zsH8&n!%TKTTau=3Yo?1#+1obkrcWp>U63LFlk^QWFRy5c>iX3gHQ4JVo#8N$#8Wox z!NU;Fi6O=-nZ?vx!1qd6Wt@+4A)n;=Oa*E-=oJr!E&Pd9h!$vg`s4Hwjk~$CrfA3J zh7R!Ze~5f#ID#kP_S%rs51PRvVFQ1v$ZIeor^AdNCi4*h8+UnQN; zbXvW#riM{b`}U545)VVNT;WW`n|#P(5fFXK$2uKmWEHb}k&A{IU9wPY`{`3Lmt@FO zuNH-gdx;k?RpQ~mA|hvu?29CR-2GBykBubTlSZ-ur-X*;(MRUH4K(N z!fT`5nits8HW77dlVLj(7*Z++LhdnM^?O`spuZ?S4VyLq5qgpc!T0cPeC&=Ull>S= zzbyn{T{18s`T(LdtWtB)(siimWjIL1`18*y&b7v$07C9b?ipQ0Oh+hEu9s=k((m5q zU513@!%UJcbmqw+8GDA=QXoX^k%N&3u{=0OGg^*W+}_k9I1>LUH47kF1b@kjt~e z#m;AQ-NopU6>=mb^VCWAZTeGZkDEF*7Seg@jPD#Zbt)=^^I)DX$Y&Q5vOw(-%sCR0 zd2KkSdzkeen;x|xaFDu>luhMLWm3m7`n)Im1sa56J0=PheX!Pcj3h!ZFIDDidGbP! zQiV~F$dd+@)W=R5ITDh2d{xFXdc;?tK`4(e|EMT8d&E~pgkT<+{xP2-aI}1uBOw{{ z8K0iT$HA!`pso2V!_}lVuNEUJY(yQ@Lkc)Z#X_3Q2+z=O5|XV=hzb_cv8hDwTo0$) z;y|p{rc%y>Sj-C3jXMEIos`j<6%q|XvGFk7xCW^R#n#3HSP+TD6+O_`r?(bY0R@RH zc48Y)_|hIbi3hO{QL(TQp&eUIhL*vvS`|~{Li}kGrEaf&X!>Kgjh<4v} zqo9z@5=uEL(4J5{3nE#eRSnPfk|g3Fl_i+iI66{-Nj!*U2_`;_7Uk0y?FpvjLOd%o zsWm~vw0n|Fdzo2aE7HDkc68|i3+XswHr>o8bmyd8+t4~<7GaRd0@usD1`pZ#3=8Sp z!*a<|4-Y*IGFep=iaL=^+N&baAe7}uZmzf^NQG2;5uSJui(YM}my2O>sYt6=i3Xt) z6tmQyQ%52i))?bsQAT@GA>f=80oE$uNf3y&_in+5iwK3*+B={i@%D7-rql)dXNKv5 zWmrNOJ_qlk=_(wA?@m8)mr>MD#;e1Wi}96sI8d zF`$Bm0gqA$OjmewFN)AXSC`6@~i^=wSxt7O{ z_Vf}+2>vvAx!KL`NCi6Zy@E~72$km#9Kx(+OPe6hPsVpF=RGFx~Ieh{$;2@Ow zMAao-#U&f>eS88BQdv&h(r)kL=CnkF+(}A{+lkC!ma(XP36WWl$TBl+#-|lc)VNc- zBl~3LoC(QWf7~n=XMFR6Nb80+g8R_bs0jh;yYVNPg$!$wD%i9u-doEnt9n}N5Yk%y zsjs!30q*_hlULL`7}G-b@GoJtq0Rxo1vCCgGzh&x2d@jXVJoU?;xPfZM?6#Hc3aSm z%#+dcauE!|z{} zt{K_`38BOi5puWP@`1@2-CrxOl`w1!3!i!oULzAQ6}G&OxS2hTY3^|lKX7WAq0w3K zKmp;)X?WGIIvmL+jA4kWq7+fkxEEd;)AXb}aZDsKL#0s>Ni3+`hl*dAjGOijkSeXL_y;unBvz;3O@{;;ffyt1pXtz=j)gCfzOt#@3TgpO}q?vPkkZS5{^CzeM$Fo2A(?8+=gCrcQ3${6ySWtO41T&Qv zA|)8Ma#tdVDIg;;({DVqFX(NF8KjEB%Zs%k)VL=!g;82@?cwb$zafV%Y~(E zq8pBK(G6WL6;qFbYJ^M5d6#E2qW+u7i^=SZhV2JngfgrGgbxq#>iKXp9euJ~TukMK z1E%`N3kbEG2QjLD{F`*{3r{!xez;zct1<))9ZFz?pk_k!eY{QOCOLODo{qK^KMhwJ zDv(q!;QRD>ncZvC&*0FfhHMCQZ{lpapV;iPN6r|>R07Lg9^~r_~r~Zx8)=eD4 z43T2h;?f^DyOfZ zG*v4#iNGqnp!SnmOV#RyCqaNpW^cyih{7LjM(R7!Etary`!119&WW=QJ4n8>9*$V;O1* z777_jgkVgC)L@Ky$4rGaF2rNv@Gns+JYM2ZNJz%AeRH*=hTgTT)LP5-2!l*4dar$R zMZ{oh(F+ztPG;ZFht0?Qx{rMd5g5=<-3!_2y!m=dOHN{H;%6Wzyyq0?2opD&N(a-d zcz3$G#l$jTCY35cDBg04?o{C18^c6_3N42K^*-ItFr%iVI|j{N2`Hl5P?!SXf(w7} z0TG@Cp;J7fl8^LcDQZYn_*}?<1(7%ObXWIrcqRaMhZg&6u7RUzoiwT=n`^B_Pw7;CWX|-R@-`t`kbVUaaE@j{tlDzvcgbWY} z_ID#yo|#~n8>?WiVrmK2(mExPg&M47gtC@?>TRuKfE%o(6;*w$Wdx`pZ0V(dIoIu2_^UBNe}FKB&}2;%N_MZ|#aLxh(+%W|@Nh!cOh06@drK<^h=MB#Q_qHoT zW@R!q%wMSDCqO{<>6phs@?Kf@bexZ*_*kP~e)hM5+C6kV1GXk^-;#&9sW$Q@5B(+^ zecekQhk&)7N+qXEy4|S`0jiI$)ly#S(mlSI0H!Y=*2D3X?u8dI*1dcH1#Dk;t|!$0 zUFg$>yVsqG1HKOr?s4=>zf1tr$DHeKiy?FOm1rT^uPo# zz5lMGkwd#%D*7ru_iop83%Ibgd#T_Vu$Bf*`ra?X1mGUb>Ba-z_O{_EUAF;Fm}?jm zO9bDAFM$yIQF`@qNB4yd_>^dx2A?c8#qx2(jAx=L;VK+Pyq`Yv??nTI}X@24xzRf2MG#Prn@r9{jNjFR1X$~UqnIUG40vkPHBti zh`KDi_Vrim^-wOHGMwM9A-*K6k|F#^fAiH;br%dvBQ>L{>%fpL{QZ~VY$ub)vHbO9 z2>)2yN>dP1x-Nn46q=3cuyavi|I5w0`ZccVy4HX(KhY%t-^x-DW)>+e z^NmlAd@U(WYrvTIi!fX52BYF=2g7X$8dOhVkq!gO(C}9Q3__XrdO|~Kz?dItCoX6@ znvU=ZYqo?fzdKTzQ4%oaKWkH{7IQ;ZytST=jBLVbIrbRrdCNRfxAVMgPulMx-%p;zZ0D-S6Nm{LR$zb8U3A9Fue z6cr*c=g)K$(SkwRj5+cn;AO+^4@ZipiVRFDN*VF)*Td`5s$-QhbtSW5WxMco87A9_ zha<7H>a|3oG^uDUilF61VWKGd*VmD(oC+fEBBI^0;uyLO-%>HZr zf(S=GPyA}VT+ohOIePd1ybfE18Vr1MLDM=SE)Da9YRbVO0DOBfrMpAb2}93r_J==n z)f2u4@CpCG6=B#!Kd5XnHH>%*egy})clbqGhArDchHLGGfCB(|%OmxOfnk=?QwneiuM|$XAIFd}FB&s502E5(*Q5dy~hYdL}%F0Pr6DwWf1V z)^r~;tsqpFF&nlL#P3~T#J@nR>d;hzy!5%3j-yp|=#uy&>Npy79%i0Wo0zh$k}?c2 zMuZN!2!z_>`0Bv5z-e8Hjw-{PafDR#wgCynNAcwW6(KWP<~COj8uCeGXu(8;-f4Vy zFqnL&qzsck@pCQZU{J}!(JdPtPhTjlKH-=lp_u!1IZ;}D{Bkg;x}-@HCDtpo zcwAknaI2q^!$IjmjA2SAwD9Gna>_7;90^4l2|Q@!ZI0cPqENHmQN7~pYrmetVH^h7qSi!Iz<)IOGnfoc^oZ{neH5{7HW&hrApp? zyz#WE&Qd42UOJ8jojlZvQlU@E7Ij9R23AYmb?oDfr@OBra;%&h zfl$lqL7G!Ia_=e;p_hkZSq=6HMOh2xe$^|%KJDg2toc<|fqndvHQ=4t64iTR4a<$< zx3U$>B>0i>$8rR^2cJmbpF|sIDW|Nz4U3uL$I1alK_TUzA>G|h{d+oSU5qNW*WMWr zYN?F#9bTc-Ud9C&R8k9z9=PEwq0`>Nia02x{OQ(bd@1+3wWnjyN}VuXCLC(l0S!90 zW0IMCCnO9@V&kVWwGjyP6fYPm5E||A5^+#UeyHo6+WjC9=qc92c$jdbJvKmtPUeN2 zV(Q^Vnm|Zp3lD(_7uw4fhl2gN!s2)egn~kfi7?(J+-Q#p(4dpXMB>PqP--6&Njzv} zKKb5{Q0n1RpjC8ykK|Z7fd-u{6;O9Xi1bKjjH)T@Jq0yH0Y!@3k_TePukloOaedE@qS=TNVM1S0S1-K3w3Nr4=;!W zewJ$WZu1^#D&KaV#kcQgh=A&m&jSsfWFfVYO~@W0MWn#r{nfu`F}@ir)ae~PV%)>v zM;0U0c@crtBSshnh13@2j@?n)!Wj^1sWpT_Lg7<;YbfHNl!Y91kAzB(kYf}SQcFec zH*0UH5D4_tJLSdfbhF|H>FuGF*XYTQFa~)fKR|;YseeFE)Y%a2{R7W}M#>qw z5^oQyybgbZ4uKcJ)382~2+7>d+3!F3^6O83{kz|OCAfwYZNkqrF)pATYr0`g?)mPP>oW-0F7D}; zAHL8lpRw&2_kjQ^m#?F^r8VbvD_;`>WM?l;kImIlF&*s<1W+H4z2nIXx}1AZy#mlu zxu@Dvlc4eztL)^tk$-#hrV{$f4_W%JL3`WNo{4DtSy$Y%m=`$R@^(ZycH1r8`tM;O z=Pvh)Otal`R{#`D8H^3gboM5vDJP>2a_E+(K!BwPPdU8XJv`H(F2eIg-|!>=tc=XQ z;rXHr&lkPJlL@({7iGoQE#?D2F?A)?nVHv89HJzntEtY+yq@Cn^n#BR*c->52{!qy+_X z$w0?2jSP^vC4I5+TiQezbZbdRgygykN|pd!xd8#LOR*bvLs;7}4R`>UT>4R?qWcy~ z`VO_7{~kmisziKoAzRa3y$=X*y`?%|bt|VYT)qU+r7RjZ;B9C!qB^Fm$N<^ddOe)U ztkuz0_dST*)22z5!8wlY${TCldfEa5{=LBG+Hp`MF~f;mS$bfB#DT*5LBSuiN4q7i zCUn(eaioG}2~|pZEL8zQliQ2@%097f?L|$3%A=s-8mo)pY_Ms#^;m_UWI>5b0J36q zEeD^vl>h+%CYRd&Cpk~pt<(lVQ74zZ+W$m#1W<$j6Ezp#*?$Ir8T_Z8diw7OnyQb= z>>R2SCV(3J*MZvEe+GaVN|wv@az|UdH*!#=bIFo0;BzTU@#r4N3ZYvmn;0N-f17^g zi?oI>eYHmx9+IcXSdPZoC2Fe3Z_vVIt@Z3hR!KCFf@6x(dnT( z*)vMAE`eIel`?44H&rkI)`pa(P3@f0ayvr~e#tAVMWl7k!5#ryxzynkg)0SGw^ApA zfX(4R7dLNJ67Cib0RSfV@}5s;a=55lFVB4r9^1%2tYnGX&Bg!#ljCZJf$6+u+byml z0$jG0e(X1H5CDqVZ`^>G`M3ec(QLYq-Gy#(53*B8Wdp8T?u-aPW2r_)O`;kmmu@!7t@QS z2+(e&T>yaT{C>Vr>$|&J$=`#><;Q|%MTCvr$`AK>&MU?myYbxT;BmU-ANq|9f&eP_ zTzIJBjCPq7Ll%~mB;j+6V+j^Scwodm;L8XW!?_G&%OawhN`yg%M=G4mXgQxR7lk{P z6|Oa*3$ZFoyB3NB6&HI{pvt+>jv?c|2a!AbEB-}}o^0M<9U8Ikt$RZaG%O5SJ|cL($mlRKT6-br6vD8hz}j{l6s?bYY!cBTr9M*HBXTV)-(?;P|)EtOIKYlRi)7_Ed&6V zT;=(ns5vjYp53N6G6>k*Deym+!^qvH>T(L`J~WD9hOVLE0AO;?pbNC9O(TP%Th0JM zQdhH~8nx?6^#o8|I-cw9T*q|mz6X)L-;8L$Lv3W}W+w=s@?xM3-SjvfP`8(^O7ioz z1ARTWt-XjmvIlsRrs{C@*UT#BB5SHfU zu5_#u)Z#u+^(v6=)O;BTw+P4&y}qVfiy#2tKabY&PrPJKwh6jTgeL~bAq;vh4lEBMRS-E( z!!ay0xFIZZZpa(`mU2-*=%rlrleV;Te#`9){+Atw&i>1#T+aX1@OmK|6&-E$0Hgw! zgWXTEbKbEO3xtx|XMrcpl9R7#fu{>s|C=|?sP-A%4OQle$~-!2-j>| zU5qW-7T2RD;{eDu*2QquJL?+4HQ!q2$}YY>wP*@;EMX!8F~;LG#SnV8aT+mb?!vXQ z2dHCgsVzV*T&dVyuhp8Nj^PRfym!{Vniqpg9jy%nP+gen{Yo9fls^a0Te&F))w^2h z381>X`ih2@=CBE|!XgEgi$ueGej+QpK(9-AXC< zIe2U#|L}8BpLVm*f3Jxj_auHCOHxiptkG)=Ljb@^j&J^{-^LaYK=rYs_K|jt9r_$R z7dyqoQODSE--GDFl7H#b)(i7aVA2fbX1E(qm$Z)Ats50FZyGR3--ofr^n;iTrC~Dp zWIlbVhBW`la#lxzRP{VH`bT4aw0!W4)=REvVU*f)XBcG+-#e*-1(n<32`w;`W3+}% zeH8(R0sADpK(oi1ZWw8<&;tnkyOB>FVKvQZm_4ovcoGyIgm*TR?{>7$e)3Gkg5li0 zib_s{5`5WgpYhHIk(S$h0SOAH@MZgKOPe@lU(PVkSaSp@XxxED5gqB10UaJV z^L13Tc@R<1cxyF2KU>LWuAwO9uY5-Hp96R5aLdhhFsGx)RP)&qCW4!BAn-N|(CGvs z!5E5aVK9FW;Ozk9gJ%WQ&??tZ$I#%3o}Os{I|jffEK6;(!FH|ZNe%M~!sbK){Pt=( zdOn-bQBQN(`L~ph{!^bWG7Q*vGPdkdSW-qEp3Y5$<-GG*L}Z)g4x=sSACFXv) zt%#ga2u3I*AFiHX?zYnz9f?JKmvMP$hb1@z!mCwyg&56Xj|Uv5s*%(xmh&KX51#Sb z06tAgq;bQnCB7GKMHplr;Wd6Tov*kQmklLDOB0MjDgq(*0I#xKB?Jx2JV7YL0uEA7 z@FF#x*3mVY*(@2LmO2y?k})vdbJ}oAD+8opYhVf>Fp1xaMcW_2`Oh8f|xL+0e3tC?H-De+eWMPiSS2SEO=Mwi+!BB77{B9105e zqrxADFNOoU=~rYlOMJRs*4$2{o-}Vjg zpdHY#AeG*i=?g2i~3K-0O zkm-zeR0FG(PnN>2E(98s?gph5cW~8Fz?K<`QUxR^oIt_7Dhdb7d{ITfgTOxx{LS!U zvYx2UAKjXc@}#cwv>(;LF2c&E;@DuSSa@HCG%GIB4C8T03cF(N^p(?~bP7Lcj|dH%bsj;kxdIe49*37^%S%4Qrrq3G?Q&Lg}13m9@LOu**tx1bX$G}2?{82d;o~5 zt*yifAn@<`zt8wT^#AG_Hp5s)_&zT=6ALQvg3cw<%dOhH2q5rp2P^0RS~-$pSm04{ zz+u2fo}>ja$I6ot1r4O5&DHMWLaj$@OGh9<;eK$F8Wj}FyV+1q2pC#qm2k>n(19nr z1swsqmhJF1Pe6jglVHe;AB9jLsLL6mrgEe4sb zjCBZb?=Y7lkcMp3yq}@3oP#3+Zr4u4d zyTyM1fXROQ!`bp#g>F{*??HTvi930-jNvZHEFAMIy5IIRxst)KhE?LyiqJ>gp{4Z< zle6J?Jh-B9)#X~=-DW9yzz8|DLPThMl=N0K#1kb4#fHY;+&m5(SxUD;hW?ZI&4?!W z)>V%UbLNpEl_e9J598as@avrSv&$~MrL3(7aR!81@{k|$c*%^mHpybA-9yQQ<`0F3 zQFAb!%%*eM=`+mSMwkp-Aq_MvNa-qjjYjVW+gGZ3Xirx)GW7pE8tvZNt?9HUx|q!8 zr@?HpxKziKe$$-14+y{-nc^s$9XG`VAk^L$zQbp#sAOa5^IjecER;X2Dpx|=Fn<(jwRTlrGpx>toKiZcLN}G!Q`)w;rnT|<9MASLJ10W#y=b4? z#WA3c)!>|(BBItctOkh~>8650^@I32|08ClqMk6!7e= z!-7<5@y3whZo7mDB3-waS_Kx$sfOlPVr?m8+iPgagk}nF@f_7?-q>vq?Ve`~HdEK0C1)g}CuD)RI2X|GEv;JP}UAWH{$t#)LG z4vc>43Ji6b7idsuO-t@d?S6SdV4<8s-L2k;;a(K;?S5ClP=B*nDPZW3tNDC~0Fbiw zYR&7o)|0TrVo*pJ*4%*->Z>Xek~9W@=W5l1Wgs$qtAq#yJT*2p%iVf3ag*G<$3pLG zGBq{=Bj{9!(4$H)J*A+WPvy=BQzf`hE%54EyA63K3gLcQo(HXa(JziI?UiN11>qvY z5H#qd@T1bEqSWqF;z5fBOL)~}_YvwM3k3|oKcI8P24ONlPA?)+XYB)svQN=aJs zm$xAeg+T=$Kn0)9uh_|mXykhk__u=zMc^3bAS>284A=-8|K1V8CV;?yn`*1#-e1Fs z0jdrG1=!o0tI6!eq&$+w5+wdppB^(z#-Pf(2Tgg znyQ5;ZOsVJNpvbChO@IFt#6alsTR8b))(tJ2lRUz|0@;tbQb1Z&0HGRN`~)qg~Y0; z`1eJ!Y*q;@sN4y*tcG+kvruRYDbE4@A?VvHH+%Pdsyd{WBDsu?RgQz!6QxCe7RT~h zDxCdtAVTp`P^9k8;F>BO8vMVI)4P@ti&9VWpoUaOPmh-B5(_GbF>=ja9JJo8WRtQj z#sm&pCkQ_m1S0WSO7}{@c@X&b6Q37N>0LCICS_FvFz94q#>K&y52F>{G>2KjLF;bv zsgSXZ?o=IeBq%(P3e&~KQaEGj9_>|eG$@^JXxf}t(D8ruJ!z&CK%a*~RDz&DIg}ny z*~atoI(Ed|T&M>g}ZpJ1Jk$NrhP{%U~3a1;os&=wH`{cLZ z{Nvy^pMD`EES+xux%WV!pm9If_~xr$ee$VLv6NnWR6GnicY@AnwrpqtloFl;`cu%U z{@+e$*~Vf)gVXvf9!saUqEs-UdJhPZSji2gm&z3321MUF{53>}> z{ulmPYSX=P!n;g~e?MN@k2Lu7IE5n}{IFe~mp6o1#sI2r@UlqWZRtP( z;myO4?&z^klcXsk#?osjgG}I{mHEb6+okhRs5SeR1EGidkrsE;C_9CukZP+R6RWDS z*e>OH$30XWYoCfd^Sqx*x>8Pr*y@NO=2-9r`I8*HlE<#Jwl-@3fsg)#|9Lf3_ma2uCo&jx-lD@>sXH$m zFdUDgmk@XepeLJfU=ST6q=pbJ9maTKki=BzRGJCP8|jPz{e#VSGa4HBx!cRjyUGSU zx$4eD6;g(E!XWvM<9;lpPw_$McL_a9(G?_=p6kO!|NaajlLa5@HsC8R&Uv2ET|UA8 zl7+$lX_(fi=^ntt-={DoO@WMuE4`1;GS^u%pnyU)#&CRt!kZRnYT?!xu3#bkbhDYA z{rc0d2P3zoX*u}n)8D#(i>S6#?!@uYybmZOAv2&2Adv4RSp`D!4tx3aufF*8fI4tO z#!#~Gx6!i*0s3x4mkSOpnZJO04DiYF$>k9&X9&=bqvfm3WH(+`R!my@V}%2P2C>s9 z#)a2T=4eafp^yn22)Kmo6EO`vaI&H`kIRKRuC!}Ht^y(X0sBM?gLz;oG%0w1s@NB3 z=|t!5?Lk7;#oJ`Do4b5Ey_k;302!cN^xC?Rq_24Jxg{uDLDeK;Sm#zO!!zpMUn-Z$)@n%2WQ-7pNHobcX>wrj>7g^TjdZlPO@QaQW)XuVor}5VL(ro|Nft3u(Vmu6tKPJyl%Hx?b_Y)hymSMJ{{5U)zwlqr3|I6 z?p{*5k0=N{<*YQ_&;vTXnidW%7t_&TJ{ii?)IL^tlS|O8=H=1PMG`wwUMA{c)sJ6`>c=;z{@rU){kt1ffALyW ze{qBA-@g{szrR8Cm#;X_t&EO-w&&fWkGeMoI})uIcF@3iDRjzQX(&%<}^y> ztNe2*+plyISa`cfR~Ao4(@o_Qx1x5mr=F&^M#YXjTPun`M@=tK@a;j+psB+3z;Bun zDb_M3?5)gYavGFq@XvX}3!;UDsgv$L%_STLY-&kIHm#%C%C+N`DaXIyQ{?`Gx_U3nyg zWdg!|84_TG0DLEbFXUP+OYv4i69(`fY-j*$Ekd~a5lfx{!gpSH{g{8AA>M+XWuOTk8vAXKA4?4cJ6NBUl@Y1yHi613C>QcAKQ zeC&UdumZ#G+wIFCrF&R!KXi2a%K%CAJ3O)iI{S9C4uczM0K*tjc+^d2)y?@%~- z7!5N{oEcOOxo{ORXc@&9ije~N1BRc|wD|KCtrMlec6G3%rM;6YC=_Jwu?$y2Zk>=0 zI7>C2iwF=TPFW%xlv%i8nMTbOat;LUu)yTyh*~;oZ-%89%jppU^xc4-&}LU11D1kJ z!GQt(9gkNV6%CgF@OLr$PhJuL$S3@WQqy3#d9@f_(h**4xXg*B(kv6G;2`&xkQ*&& zT4BrQNH5pCYt^Nv=aismSpo%~$Q@rB)}G}Kvi?nc81#N=5Kq19`ogk1Z@&p3LKK1S zNrd1TCkuwvOidUQD{TT9t!*=}?Y?+@lbrR85U2MyY4?VkpHd z%T|?`gh2`c85ROnOY?@*t8tKXg)F76@r>`=yqFCyWk%^*$SM?Mei#CfCsXO4Zq+GY zS~yv+musnL86{95xrYjIWC-<|F6tXHM1=@ZS8h^hgiBmS?(bS|W*FdIYlD6dC)Lt6 zmzGmWIaXpJTGAlq>M!^BVnoMsZiO>l>#v*x0oRV82Rx>+yb$=V?TADH96`0Yp3)K3 z)!f^)Va6ho1~FF?(_^>hSUA$PCXNuG;YVoc@u91F|7wFDiUzTFIcd1ClKnW#cI!M* z1q86v$sp{8j^n3eQKsMPENIznDd>U(5m$uL)`nv?04g}hxds3~zo~-GkF)980I=|3 zkSp)x2dJ)d6S|gnbs|Jv6-lqiS}oV>T16HxNVz(To*t{tQYgr{5}ckLqXf?|z`N{B zzaOy#FKJp#m0Ef9bS*nbOwl0b%0PPDzYL5Jpnpu|2Q7`hm|nUTzW?Xo%3bfl8vsR# z`<1DY9dM`y57J@A)2bP?=t1aPh7_Ya`}G+MVb0p6h4hAOLs`~_MbJUzwC_y?Js(HM z&7ap3^d%i3z?nY_f#RTU%L<@KsJJc;>{jv2&)g>w@xjH2 z3~S5Mz(bx3FvPQ*OzokSxA1&7oyjGoeR8tqLOM&;{`MvxasxR;(I-_aEQGlqLANrW zxuaR=AELCh^)&f&Brbu12G`pBfV;C=!q&Xh5+Ff=+pzo&RZjGu;%qltGe?VLFz9fn z$mzKMh_JGaN){R(1pZwb?OzNRi&u2|GYxA90mGnp{MtoF{L8bT@m~BrOfJ%fDmqkO z<}X9Z5;0OtL81D9uE62CiF+F1pTaxC_z4I>ufRd-4qoI`B18;vgl~n20|Eabjg+jM zD_>BtH2#+UTCRudSD%r0Ld{S{MUztsgK&U;6ucn9c zvRgw#BQo~MoyYcT3eliP%W5yC^1PAu5S2{$_+GS6JeO`-${^&Js+-=CQq)s_4#C8=$dN4YFv;mfKa3w zNhs3oxGhJM?R6A9=;`pK=ex!9Wo?6XpYT;!s6Q3n(qe@X-4jx*BsJCf)d0?k(0sqp zd{GlMY&hBz$SfL>P}QC;2DA=|?qinyoIai=A~a=M8VwhNmqqzyDk}GcEqKuTNQLZb zOU2fhj`bPSys9Xm4U?*S16NX^O)c{*-_W+MsI6*kQ_E_P!vYHB{a(}Zi`U>aQ=u)( zr_t4LaY@V9uH~3bd-;?Bp{R0?TirU~)k*{5YLDELBcb}2GIrf77j)y!V0gim60hc_ zEy@cyg7Zyt#pDJJsP3x>z@i^jESk<&Gg@4;rTSU~hGEcbUut)r=3MCiMMZzHr2Aq0 zZKZVZ{(7MU#4yQs(2g1(_Q=+Y4?tS)v>m=2xJ4BrK-ya`6)-GNC4dXL5DMMLcepSq z8!TQuLZPh6c2=&e9OzNDXGCbKd>967Y2Agq*{nxC%#l!4sotLvM4i0ttMW$s9;v?I zLjNZs)l*iZp_c)zwi?W*8+T@mNM?p*<$Kb5jSL%pDs7l<+`e9SIy9BPxq4-$%eKDr>1$ym`WgxSjvmy>^vRz8+Gq_z!2me=^ z!|md$6v7nanciXXUBes`WH8O0FHB{c7$d_ES*HAeTn$mB2gN8M@O|`kI z-I?9)ca01iWSoaLD>rtx$GK!eSNXn4?J~cSK{n8P_+BBy1{vpnq&*7*e?OGSV(oFB z6QLL}l>vK;m2=5bJqNNz7jGawY@C?PexHq_6c;(N}E-q&=~!eq3g`B7C}wvQ4X zQh-e=2A1O;t?PDMx)wV*1JNS}6cyUCjPZrbhR$EyD&_VvMlzu*W1jkEyuM9$`PySX z142=@$#`OTK)0-;%PCS^dz-AlLj6qC-^&$U#X{Ga+Qz8=XLB>=W*yk~K-fnk_v!*i z(=Q<5c`hy#W#5*^n5d}E`~H5TkoLdXxd&ptkJ1G1lr~IQ(33?N$oik zx;npycWAa|_p%xWee!!14omig!0h|Eywv3gA>f$Mm1A5nqUOU<)&KS}t|}T<>?sGT z4UQv}1Ca~;J)!^oY$_M)93k`_6S}e`v7YNCSM4nc&w`E|cM5la=K})m<4)>AaoH=Q z<1+?StZ}g*%JTMJSx$s^vbD-@P!E`n1o5jGgm8OnwZKAM)gh!#)9SQ!`$3ut?J|y?_V#-b)cxWZL}>o4sINAo^>nozTuo-Qx%_On zp)>HeSjt{oMDuUWy#k98Z2Yfg8`Xglzke;}kq9jN-w#-pulb3E^kng3x?V2k6Se2| z@<^86C<@Ev?5B(kzDzyDx=4BLv!DCHEc!18QoZwlEvkglzZ@x%YYo`-HwWzEGB@x5rzNPk&LSf!NNmvNlWssVWY6@SaB%?V3DlvXv}Sp1}tTNslC3_RA|c@-n})U z6FOX1`ZDM*wZF{8eCi|qe%C5cdTqDB<6*HL)<*K_LF;j4%FUM&3w!!gK&8N1H(L@~7WZ#I+7Ne$C zZ78n2ZzP$}RWVH?BUF9(-HJ3!qSqPri0KL$Hpq3An`;{VJmR{_#50ri_h?=1<-;DCvU!6>vBt4IWk=irHQfR4 zsm3^{$ypp{%&yqO**=St0ih_%DW7NE4Bm{cbWw9w?d4R-g}$t_(|c6sDE0O_TT`Je z=cj4HjMltRXU6Yvpi7xWl5U@$u7F{I9CM+nQ!fE;A9D$?y-GA2FZ}DJ#4sqy6m>nE z#;Sm3gH>~=Jw=sV=*zmujS;L~`9m*-!|ipEWI~sARlVHuQ8s7e$yoP^O`#h;4`bsJ z29=YjLTk|E!eZ0zu&RbbK_U4;O}OLv5nxcEoq@rW%@yBbEH~4cc86760S!7Syf|t^ z0%#8}hl0YBSiGDKN4#XNvJ}#?&ESe=8^=`ihLy(gPXUGK(NC-XCO@=!>P*8aw zRroJaSXkzf_Q*IEbRL&F19hf`rNw+eig8fOy`sc^G_SydPVQBBb}X+l9MnQeE4*n) zX(DbOy13zT&nJ=ML}p7nMaGPR!GqggXA7lr-COA z_}+3lM?hzg?w0@myq#%xTSs=TJDxR?nkUPq?H-%~a3Z@qS^Xh*X|$P$5+hP}r;}U; z1P)2GKpZp%N%UIxAK+u>|K7c;>aD6>Rp+p90Hs$iivZ4f-d*#&%RoTZmeY-y<&6V@wg6?RhN_<}q`f@rmK^!KT(AD+U zWKa~ctG#%=r5WH}P~o8|y#p1c{oc__uBZ0(D223ZJ>ay^W^krYGy@^ zyLg_|3~*I>?oVm7uTJ}^!YT_0L>WI%F!dBrjY6!JOt zf=QZYd;HtVK@4XI|B@y74U~hr<^fII!G3Wu;@I&=FsxHc}HmF458Cn9uR8R z)rfkZ2G8W0vgnZ0o%oudocSd>4^k+KPB8mXKp}d=iPAhBJv*i2iQ!FnIl08j1geq> z*{iYaRPL_KnJzd@laL8P_9@$$(j2wym@gyfAt89%h0y&A`oZgW#k+Yp}XZmXMap&zD6xSTy@s56OsZj zMOXdiResXiuov%A%h|qhnk6A0hTIL~M1Ahdd z!&+8^NC}vuTPG6?b_-3c@a%5RT3($A9u~5?5E@x3^1&va+~&dnq9UP*5L@@7d@?QN z1W|5nR;@)qNa>czJUXSTAoeE1&WKiq<+wR#J6K(eN;1SROs6O8eZ3nyBF!0%(#tv` z1qJZ420re*5miUd^h-cy1h8x59&bt>$;q4MH?vtRX%6UUfyh(dv@`6=NNUysSrjzT zg7(5p)T{+n7_d?6^@2W9vs#ZSAUmty$US~dttJfEh;=&u6t~FDV%?%r8c}Q9Ttl?Q zsEK%gY&q->`au_|Sxw~A5E`_afd{N+ttLUhMJ>VoqPRcNtd?*rsGyeMU&8TGvswbA zNTD1@9m$3Yh6DxVSssJ0C_h;gG_IODn}1Lp`ba2ef+eoEB@b#yd-|2Uiofp2+PhiW zI~G*Xd!k>OTxOIE41>V;LXqg*G!8}3xA9eYq_v{BQi<#~#d#_^Cy3r)`z|zC;iYlV6*(`SWrRC4~hdBKh5%|!hnq! z;zg!lAk-{|3_A%HEM*A-E?OVni9RTUNw{Xc8H<7j;yoHHG>dnI0UP$y(S!bQ z6x^uL%zlf42I`(vPpnzp0}>RFd&(i*BPCryG|N2(1U|+(z7F$)LcI1y;!T5;Va481e2hET52R`T$|NW1OXSL(XgY}Y&7ck@=$-!ckwW#S^Z&A zupaSFKSa%Ev-$(1ghF(lrm=z|K>;-gDF?@Jo6VMJ4(K+0OIdX^OkbjaY}2=7_w}Wm zacG#nKtaRi`kCmKHq7-iYdiAIn2rI`QDgycmZ~7Z@@u9>9n-P{^;^bza43Xw7UJSM zH2^{nxro|`VDoLWT%F!iP(q7GztOJ0s9)2p#q(g$vGLU>A6g<= z8pfC6fR20{Eb}(Yw*&zfv7?h9s*sw+jt7Gd`jwQIo+tk7I?VEBu=ygl-AKf3)F=|=k=WMQxE8-Lt z%3k@AcN#Y?KW}Xv;IZX^qcQu$vTb@qTN4_lhvFbs(DT<*XjHw6dbe56-?5;AmRJ2k zJ7I*_TE<9nviCIu=w=wz--YIks8ZRv55t z2$D@m!w^^&RFDeOKJ9W6L1>l=ngcre?bDK%jASj|tlth26wqr>Tj=CKzFDuqfWWsQ zPz}mTLSRTxKrNwbh!yn_Js5P5SGk)Y61rJlRT!{unwHyjLC8DKxF59JIs3rlb~|Q5 z6*W`P6=_y85d>W1so98KxQV!GmZuB|e3ZF2{a(;rZ&v0s2XyoZ-;i6O@(nq8jz&z) zdW4b(HS~4OuW^u?^>qafS~lLs6iRQCt)W7C zO-oat=w85nuyZV@WeMdRDUcWzZ^$DE1x=((6A4Fx#1$P1S|}KG#^f9;lF8|dh9Qx( zK#FEo$^rS|+NT8r8KNdqk_M@Z6e@Ps^{jZaOU5;bH+~yg!6!lCoKc_~IT!DCY2$pn z!hn6vuz5oV{aNfC(Rnc$RXM|vSS0{L@2b(`Ys6SiU7alAET_7T<3btdH+@E=YoU<5 z=08qX8j??IN>q`S8I`^di8U=1qF4OqDbM!l9E*_5=wSMYND@p4id5x7LU*$!7EhK< zRY`{UCEwIu|FAEsx{Unm1LCkMBE&xRpQY7gy7PBJD=l;@O4vosxRAkTMY<6jCS3Mk zqYW6Zf^L1rF-xBi2^%EjM4>tEkH_UWm^@jw&{!xW*M0k_&m^11j8?^eKMJ1$LQ0g+ zAs^o#g!6aHmQP28s3@Px17>izW!drxCIoL%gs7{6+Qr)uRk%g(NvA)Ujb+5<1ypko zt7$59Z&+Qr4t&}f41P%5XP=jSQnCRQsu!#(?<*1&Uq-uWUzR~sC@63d)CL`sBgZz~ zg(U0OMS`RVftH0r@NOVTeqL$p)tODp38kk9V#dK+2}@}Qe3;?VQ(4Xbp<6+>ER0r0I#^dT4}~8=5e@?c>>C z+8+h;j~VwRN>-%-77rtC%NMno`T)Afb9rr@7o18H3>*gBNg2Q=f5Q@&an4(!DlGsV zCIn@DQUraeRg`rFg`g{B*b?!gm{7ut7+*wH1~q^}^}3CoG3`!xU8HL2ykYRJLjIWm4$>?)_N~^)p-x2#5|{5)0Mq;svEmsiKVI|j{Z+p~mah-Hc!+xDjA zJ4x{fk2sL!iz0-)P=;H{moHzATdAwu2g;$yN^}hux4*Nz7u$a9<>=B;`5E;@@=@RoYPB}fk|25!J&`( z4EknVo{EJG2US6YrfdiVU`Lo1G+sI4*`9lZ6eVsoX(8}cHjwl^JopZ55O~-S<_CI+ zeOH9r@K=)`JUH~xvLHXuBaLPWPS1=WL-{s+;g?4GIHub$`o(M6zT^xSB`K8+eL5^S zGnpNqJA1!d0r$HE_qQwH{?>9ocufN_LCkR8bub&Mm9~k_ zWeS0aJ@=X};%<{eo^Tsa#ug#%yK1mqjEpN&_%CT(()K*vS!QCOcbnSuAT@%B>y zh3a+pfbz&|J_^x{VVtF?;Mq^wQ7f3SCaw0<#%vSr6=_N)G_OLX&AVM;kw1dTSpBjL z8A_iBy=(T_N&lGUA$9bNAZAS1SV$n~BcXV~KFogzrHlz1`?6G0C@8qR!e5i`X6h+- zgT8X}yds&`tJgsv7 zO+siczA5(i$K{(zG3HnlF_*Eo$a~v}2pUw@yyv2Pma)~)dp(pKK;55TY!Sbb!e2sAuS5OP$xPA|G7EsM?xwfLUA36s;3bKD`Ts^d0zy}vY>J~ zRCz4VD&>^2M3|sMG$5S>XM1D+Bp?uLQ&yK@@=Cm$x zKp)dq4<Cec&TScQfS zs3D)wBE?Y{nayfQi-HEy>nZKO3?-VS7f7MPb80(RqW}^VkR#0ZLEX_TM>rN#u9zhJ zw^=bh*&H5}VPJCl9C7v*IB4DSwW@25oKaClCK*Vu8hUqL_Sv`ly#$sOZ8Kb zXiLN;a0nA}_zn$7!X#^!!$E=q%IQuqjpM9YIkhNgAZ74F5MRww#)CoU0wv&t#yh?C zgYbI7ypZUZ(S7kyP`GLpw#X?`=dg%`@_J+`A)g36?px?*x5=mN4u?&2YjcKHAjn`j z9<=VhnH_9>)SsaO?JEz&I6!xKzwS_}P%7i^q?9s*&It_M6$4=D6 zld{8>v4a#Li4(kn4`XDun;i8I$b~H})9ppqNH3M`LNMfQ>c6Ia-h61aZT<)j6gEx$ z1QybtzC9kad*v}t`aF8RwaN3R++|jUPGr4|kb|Y-A0Lun$X~-#~pRM6ffmU5KidH+&djLqD1g21|z?5Fw8*b-Y5@hF<)z0UO!fIMqtO9Sm{3heY~1DdXg#(l+K+Ya-{rp_md9KYL~i)w=?kU~M$<10P+)6P zwGPbrTSxHC+158=Q~kI}rxwODwQMGgJ9-DkrBz|-M%vV!*}kz{*!N%Wz&=k3M%_vq z^@pve!kQo7fiObd2<7!388gy#q^>2n?ynFTAgm zvUGR^@m=H>PYOo;G95ea$>~cz{nMCX8aqIm~ zOtMNasiLgK=DdrtCY#o;(+P%FXpeV(O-6Ltp-8#n9i&`B67ls}+DJOL6_>*Qcn79g zAsF;!y+Kh4+WOP(VCmLaU1Jz_0ppr^H zw#^3~#t+rXkH|$CvjeACAkZ-33MbB_^R}%^jH z7BZRy0UH|ibs`;`hQ{YX>;?>?;POD1^3bFk-b0v?ae&bb5xS5J>0jX;`v6>vD2Hl$ zG`}_uYN5>DEhk-_AxRyWrTQXFux6=~6&>m(i^R^@28saI+2Y_ZKy?p=0kdHuQJ&@1 zFsH?ZWka5`-+0ue`+EB{HfVGANX~O)OfE?TazjL|kYu+VtC!SNNWTAbaE|S})1x!k z3djWDuF(gY3^aQI_d4V5Q9sx_n{l+vKvaCCfzZ2dex|t#ngZhP2JP1kcFt$acqary zA`~yvv$SumXwxK}`BM~!jKviY5WWxxsq;VcUgS=1P>jF5Cqy##*s6E6f=>bag8H33 zZP3<0naMJ|VFhrD0exN2=}@k)KBIZ45MUBC&T5TuH;9{zUBV$I52nv@2g)n|H7F8=nycn9zKN+3;UOT(`e}DOU{&8o&+rIzcp-78+rx$mAO=Tp! zk8qqbUu+fAj(}z)K?qe0fY&BiJZl%qdViEjRi{ON<1vNY+rnq9Oz|qE-gVyJ07%tX`g)2dGm<+ zFysD+*UG8`zMD}jk*%eAodWE+>)W$So_nhe$r!0vSY$|yh6U$3<8kMtt^OP=+L47SBR@@4odQ9g`rcc9*#}+Vw4ucJ+d~+F6l%l{3 zrQ^ed&nr#XR-q9&^<_rM=Tz*MwQ*ssFcPrkDr|W`o+)X~U|P~8M8bfKL9Su6XlJ^5 zUq*x=L-(4ms|wPn3~m9*scI1NN@0hF@=dGEyHkqZPI25B9g!EZrlDpVf)Iz~SXt6s+I$w{VZmpJZ_|?uOQCN@P7@C^5|v(s0xY=zOOy#BtLJp*jBuRl8V41d z;!mjUsjS|gEmx&QY^YyE7@y3@FS;zx8H0Xg?F03;EYXG-DQUMxB06(=<0d+bbjx9& z5VM8$Y5$<4{hh%k`i$dI2-%O$?OZN@gy`e=1nDE=Br z`jfhrg!7ba`4U6UjIAHmj6_fL6eU=8-CD*4%vtV7$g>4{iplm+6*9+$_LtDczY|;N z+7v@v_(YFjff(^fZbpPMT8$E{(wUM*qU05pcACWVBDvEsjBw%s5NdaoMe;}TJ5GD2 zCv;1&2!3wUU8n1zVS#SC`6XWQ+N%h3Zl5R?52?`AofWJ5W=t!TK@FeVYF3B>3B`~1 zd;9GNJ$bDB-szc}UsDN*_W``9zMux})rh>#$w|A6^*YIQ7~ntHFN0a23||t#GO$7b zc!r%%#EOvWT~C?i-9I%kA<=|vRkj77OnKrsNmL~hEdqUem<56vF} zpE0Xo0V=NSCyRs9HT%;KyIW7~&wfLZQC=-XstF_%@7RZF*h--j5Ba(oXDcj9>L$Qd z>bz|7FcrtkstYjGU2Kb={ZKcLZGnX1x$e( zs#f)(P+sT9yAwK3LI3a}Y>_w_6_k1322-%0a?3omIV6W+>IBn(E3$B;ml-;e@Z}QF z8r{dkcc2R>bg!83im|6(x^ikxoiKh#1rAz>TmQ$zc(z&GCZN#08iX;9){My~!$<{E z^PnbUG!edKVl)`0UuS7r>f4A*7W<#-IOArydi%yZHL>bKJi=>ql z2?~^21LH1*3i}aVa3p_kbxEa1k{rEu?1sPlBLr&5F3x|9Z0}pMIh#a}981V2gA<6~RVV+VG z6SSGD$_0*IV?gTi+SM5VdZhvB`e{`LI64f7GT{%M$tiVWc>%PALf zac#J&^!D&DLDYxFUs7}lv!AJudJfowFt_TxFV&WFo{q<|AN(LOROL zn9dE>kU#;J>hocDHXic%RR*Qh5JSI8ShssbD~-KM<1$&!@s3I=CdP_VaPpSfSREkPaKTR848U zjnBy9oQj&sAzS$St*fF6<{WJA6->*Z94(e~wZs!Xsgs&)=5Tu#hNbtvw%{rV?0PuxM~!h_V>q~@dM)9$rGNp2{Jn>Ka#5JyjBh~TubDL1dqQ^vZU^q6G925R*ZoS&q9ToL-v1gD#)cX| zLE{R-v7@e%i(@NiUrC&u_Iw<)kmlXJXzOjWG%=tApB6z^kmkf^P|PPM0h9jt~meKHPD=)R9>Z);Si~7n_hzfXP1yN&NwzbHNzmHTh zd>16E5l2g;dR&n-PLZmb(X_4tD^wYs z?2)s>aOSR=ieo|LIxRa+=oA`HD~>w7_AdRqU&{5(oF!CE(LzXQA8thp3J-vb22}Djo_7931yGO9_>X4uu88DhdZB z7nVq+d02$PWort5-75ycC^};@$P#2=91o#!@y5UXTn<+iZx#ooHEYxK=ji&RjBc2H zJqVJ9LFFo)CF&n{272A~VPZui=TEN?^qziQqIA zF|0`Bkq)mYK21fyg2+vT*ZlC9Cg+uFN}-l9I}DD9w+IT^>v-IFu}Wo&j6;W@1fuFr zG9Y8g{%dltSPmbY{IM9zBW{f)B@&W1VBcf2)DD~c?sdj`9xx)9ArqoDYM=0Y1KqSr zi>2YDWz%p5NJ!c;w>d1{(kV%icbeu@upnY{>gG`0l9mox)0`SXA-j&qe@+_(X$nW) zPM=dtn%YVvo`pfiM&S$XN^m7n2o^*xAuQyLWytQ0Y;X@#1GrU&6etqer43u?~qJ=-N+~5lNksp;96i z2ALa>!4A-^gnyBox+kR;G9h}NTza(mR16|bSjab>k-n>zFL$-ywo_hRN?U%c@5qhowWDO zAHtrRtxwtZL;|qpYm0F46F$6mZ(4pUOsd%)W_hPYQCbCdUAG*vi`?m?vPwYg`A}_v@q`6}n&A z_u2=YVfSQ@t_3Ma)Akeo@V)w5SWt7W#F8p3sN}sO6;+_BQ-A(xq7MDOm7(# zR`7gBK!*O6UfJb~f7_3W{n_D**)TlQmop4D2wl-9co18&Vr6%iL`5v;^eK}pk|Db z1;W#nP$+)tKdvvc9G|rB_j=LwNi|&~nH98038>zz9U)S2IE(%E)PY4#>PR7{xApWG53(S^aqi?8AsW5SV8j22EGz- z7;s&_#@UNfUiQjsCL?5r14;>T3x@EuKsXWTnrSJiOY?5z`T5&>tvUmY0Q5~=aLmj1 zQyOm?)3=m>_J*mTXLc7hnp6WH=)8(lgAB$6y8uu*THy%9>$0l#f3vhiRMs zm|J-!W2asRmif7qXWCQ%cx#b}o#k?=Si*{$iBwrj)LS9=u*0N+Z%4v{?DAS~fgwZthR)aKor)yLZnY|)NlPTEofTO<<6N^z zE)DUsdVqy0@|OPjF?Wg*H*VzTttw%k3~j`*ekUQDAIDX)1`5S9#c+1qeoX%n@%r10 zs+3>U@o5o~`ee|NPQwzKm93k@X=HB3F=6$tGZ&PI9U0w-E$r5D+##1YOUAK6 zz~YO%del80(bXek`bVHMb~@l~6(#s!P>{I7-}i?!K~LLR2gN4;C3G@Y9vs3dg+$1G z7$308IIkW!AkqvV?;PL~aO)c+eJyxKd3Gork{UAPZ@PEjG$e80KcfI`ZD`(;Y$2IHZuKD-slLs1i>OvnFloNleMB15HpJm2$IvPFAC{&Qpca zVX+@2)ymSw0o61A{@F`4ajacW$!n)-_G}=B1EWOoA!I`ICLZ9dSgD%PD*#8RMo`FJ zIQ+RkYJX4v;d)=BVMgXtFKZ!z0sT7v#%ad`8NR5+^!xlyY(|~vQ1VQ1pdZat(v$s1IqD7G*oo@+uxn%UveUj5mqalCOe~IN^ z6to6J)rUyHjG>9oNs3!Ar0@8zs3@)o`ZIoT^80VTp^Y0_hm zN%b9%4Fj&}x61NWzxWg1aHRff7H|vk)a`c$3|$lF!O#B^9H`F@wdGVxGaKqA+U;A~ zxWu?2!#!pYfz<{CBZx197wv%nPKtynf8ghHa)1q0%9NA}V&&7oBCf-9%!KKZF-H-w zQnpAwtO(QQ=}%N0aGZojtR`&)9yWX)Sie>N+$V4LX*)7@c?7srWJD6M<%ah%Z4ai2 zU2Vn^Wz=jpt^z~(ig;kFq;^N{o6l%J1tJXhq-~&3yd@qt-a}O4i_m7b1M1aOXayST zx@9DS@waEHE9JH zLwyfwyNxlbp^9%s&gy$ON@RhDh3qeVS)FL7L_@|lC!ZM^Q7HnGblqTLLi=8&^;6Gw zzdM#&Q5sxiO^OdgF3`$|8jNgi-QWIB6p)Mo1722=_@GG;xFo*b+u4!+%rXwM01%5P z8icOmIiC@d#ubNU^I zqE*vKNM3>@%{%MOt)jf4MOje?=BIB?@rIo!MZ6E zfV)In{~pZPc{p7z@jTjtmou^`&A=i8r8HjrwB6~;If-T(29(sGv(cp-j5XBIprl58 zRHvba2BkC-OPtL#f)(SloaS`!f3o>}(VRqY>SE^zu>1`D#x-sL{r2?i=|K&^XC`vx zVoU=7^HY-ZZXSPDyctkmP#+PK88c&r&ojN63FY(jG+k|y2vEk}2T#c{Kt4ym?x;(B zgV_J=La}cV;9eju?|4j@oZ%$GGueZHy>8h*jcH?aFr|^`RK1ij zRjS@sStlaJ8tNooQ2v@}fCP;X26PHbWW$W!irmnm2;f~Al!u2jb*&nj)cQuo%mENb z)VPz|7_-!ZZ@B>i7^)Y&AH%8FjO}-LTO|iRkPf3Damjw4+)b6yeFQ+NSQ>=Z@Eii^ zXXA_`|9D-1Ip{+F&NjmPAAOm(fc+3VBh| z#vNXy(j-xb{O9SNnusYP{s`u!lwj8v5krrYDvZjQRfvEUMycVLCj*N%A^@Gv?Htm; zHWf=5bA=HvZBVEJdp?cc=Ox9IEg4g(5i4zruK+tfi{9NTj?3{$%90;fmUpBEZ22;> z<=O7z*EG%Xv`psZj47Xpn2woP2R7Y}2>&)KX11C0>z0fOy9kyxM@YbuIHlBMPpOx{ z&PhZmUtLN`4cHRbJE(K~K7b!NtE+cXO0X*~RXbbnx>WfJup>^ZosvBFB)65UF0G_S zjV&jWiW0R#TZ9H|`Rk|v?9w^bUMflb%+py}#ZxH<3%`mi{7Lzf>{Vs#|5%xA2_aZ@ zW$^QHr~UMgTle{R*O=z#gKMGxPlgqY(Dh9M2Bm9OiAPUKtqhOm3L>=x4r&*y8b`0F z!ZJ2cCsY*1()myt`Ld_YUHd0;D_h184KJ%;;DaVX;HvmKbrLyaBMTU@4uFt5i$}M9 zSTw5erVt?v(3kMQ)(=qi3t+~m1AssQGzgu?b6Z=Fo`_InOwZz7slg!Nuiz2JL)#C@ zgVPHN5RnRa5L?5OTRNYK;AD&k@wyZ;tfUAXJX@IvvmkOErf^8;2ZYp*xs25%P@({N zNJzTKOB~>D9C?NX5u4kN!z(SC<~9Wa-sU#`HWg=0bDPhD*x6&%F@N1Jq-*Ys**2`ws;C zpE4@67|s-sFM>=C5y$1??PP*(NKioB@D0?ZJnP&nZVU+gbrXU|s z=>%0z`34k4F2iw12uj-F=rG_~_@0{n5aJn|T0=-uT$3SuH+<(`==RwTT@|Xv|H6Qb z`KS<VLc=c*?;a!x6jQYio1kZuF}$nN6dx1__)GR%^2YyG{p61XG8P~J zkQ$Z-p>;gBP3H_Eos7yA?@JxPAaf0mDH&^pAEu1*4M?nIi4eSjXIao3W7!UqDr2uD zFp;FsgyY9F=GN82qEb6AolU7N4c-JFEZb~)BE`RnueSA0lYZscVE%fQrqeu zxw4Wmp=aLKXi0*?x_Rd1Q2!w{GWrV%4ab5Cg@fknX|p+XNy1C6a|)+=+XO>^AaG^$ z>QEg_+B_c7|KmgSImv7gS|`DS*d%PE%Tb*&Vz zAo9s*T+-2usT}`jq({(kv>1TTk0#Uwn9!*e`mZoOr?d;xeGu@UjZXG>>xYV;ldicj zSaskjYs;QR#!%Fw>FBDb!-};(^FF)w)BZsj&&p-g&iZww7?L1yMgKsVtsM8KC$UUM zT@%Sj8l=wY=VFPBu3sdfDL`M+zxxx6ehZwDnA~RAf{d|)Tt(Li5YLZ`(U^P3FX-PzizMFFvEze) zUsEFrJvyOPZK;q^81(CkACe$(by9Sx?xk9#DgiR~GJ&C$Qb5REC+A{ntyWLp?wC&^ z>N5O|If{`?LLqv~J#HN1C3Q2-Z#z(+8*-DDI@ir(kM_9>IHV1&9#JIRCG zW&I@YYouj7y-wyA#Ec1_NK3#Vw5A_Z(>>9mUrrOPg5ib8ksxtNOYngMxmF9EyyVvCmY1VmkyH>UYIU z=8@fp+llnZ@R%%Ml@>UBtragHy;Cb39#(uI%-2U`YjVcR)0-{CI0c);{mtCCs z%}vhG!Y`7s362ZhJ5u+E&LH=aIWoh!nLs7PB^(yWddfPnb*B1JuzWq05IDsWmv!Ee zB~AdA$lTz5_YGJ+H#jbIWm>!(_TQp9OVkj{r$s^lmdKilAJoMsVaM_{RfLBXmnVN7 z^rywQRXgf3rjLMO|I2(rt^m4jQhAd??3KHia@uFP(6iABC9Kf$mCbap9 zrkAFVib;3eSNjq~o0ikFA%+e?3I?eQETvC@KM33|<&0W<4Mzd|9K)Y0>*e%##@K~l zwdR8X@J0TW{9@DQOuphqL`}xLzF>P8;4d5eYeDg`dM?pr#J^l84 z|4%dnCjzl(+&c>3h@u@nO;E}nQG+M~26))MqZ-L&Z8sFamF;vHleuVI&=2K4DrYzJslQm8x6xBQ^UH6oBcJIH~eYw5) z?1^-=m@`pbt>;srdU0}cJms@4?T3TTL>9}Oe2BMo*zifSpmE7+JmLG(!kRIs69TZ5 zu{bELS*4v5Iz}p|h;rKRw2py69jqWjd;Hf z-*40J?$S3eW;Agq>+y^trC3IZPO=R;b{ zY_bQgLRB)MyCHNR4`27kbQL>!E&8!D{(ja8{I_MCr>am-kzvC%VZ)Qot9WN)R?ecN zjT718pmtTLZ7KgKGDl@>oTvyTXwZ^5X{YnLP;Q+EvYKw5lYAmHWs2@l31W{c567L! z5iRdiX%e}(d5WgUutA1dANNdG(QvRs;<%GD;nt}jJj+>ggRsDq9TQ3F7)pT z{hvDHA$1VR=Q}$=463Y*_0tOZ2n%(})o-V7$eph8+6#ZUemj#D+lFC^QGy7)OH)jy zC68QZ^s5{|t3^CW-F8pb9ZK|vd0_gYlZnpEX7sY$+d+WDsbnuK@yXm}!Xi)OdMV^i$}XDmtD?;jkwWV(@Vn|Q zQL*H-Q&n092O%%|*zeckO;n|hq9tSoWj8p0v`i{#8f4a|q}tYF%{~5GL|euRvwB}= zw~z#l^ZZPI+TNvqWOQZBPndVDg5`jIc1kN{w5_+jD^K)i%uV1;4R;uzui$}cpWS^8 z24yh!l(F^2M+hCC3Bhar)7n+XgHj#`%;{E}kg!55sT_bXH7WY=sOY}pQ_>TJ^wNk4Rm5Xm?!5x@-lJt(eIWKYq*e2kH1; zHpC$t28han<>NDv%a&V5h3G9majL_dGkmGbW0DNgvN^TBEv+48UKyI>JHYFVuqSyTpKJDxmgE;@>42bH2>0zs7 zpYT0UA|+QMtFe$3RU;?ovvOKIpsSsQ@Um5-07F`2CAthV=mRaAl{67zqFqgfaoKj& zLLn(Kl3v{0Duy!=vCF2YhlT77KmTrbhDA>w?-aT@6AE=1*ylo6lvY}5n2n;~E?Zh1 z6{45@(CT(Z1T^E6y-$cLKZAsvC@wqGUb-*3Y;h4_NQ>gKyYiY>6CrldkCb2lkuzqj z%R7XFjA*!`p2@Nem*|#=(nuo!>ITymWqIAlvZc|(B80BqnZDxn#QkzV7`QA_?+`=g zP#>C<FQH5@27t6u#h9(Me5U301Xmy z*QR6gk3|LJbusQ77Bu-y-a6!JL(bH!g6NWw6o&LaL&G&3pW|Tf`gKGPX!K zRuJ9<8V1}{FCFu|Q@8!7BtO_g8W)BA$DBr(BinGCdc^sc?~%w`&0vVm5)jmk;uahlRR{pDo2v=vs$1F- zK)vp_CwxVLkjTkNe64{QuBbn^LLda!jiB=SA4z5G8`baY;-{q?3L@9^L)zJfbD8Qd zyyo;Y!$5^R$X(HLwt9?$m9tbCib)!zE|V1R?Y+NG%axt(bSLPt=P5A(F&NUIbQ?_U0OagGNx&HcHq!dZ zxcs>ohOJ$*w05jeCEeIGQ*kV)AV;ZRf{|~t90d{-PxGZax;N6Sym%C*9Pjj~|I38GGFRu({l0%}+DeUzh`)vi7bN~m4c273{bX0@y4 zfR5I6Yo_{d2&SKJo3*Y15PCc!pl%iC`EJ{E+E zXBKe?dY3*tB;RBrP#IfjEJ*eG?WYI}lLVKXsminUQ*gyox^^2i~bTRnX#5^!>TYczyTT3E=lzRq3R-GtyEU)J+6ip$!=> z;UpW|Gf_1k8>)7pVDzY*zAqhyS$nxp10QCqW^kIkYhkLTSow6e1UhE7jLIqe7#sxcd zOj)s-xbW$)05v+|q9Ph{S`=NG0hCG%4-S3QXL#*NXV^V?NhjIKBUP|wnBmqkBPjv_ z*b$}#AAoyzDdE#$!B>ItKkV*q*VZQgzLEl)lz~lOCTx00yZrkFbr0BeS+Fy;t(>k!~ zS3wG?r{k`xzu@^FE6LFnLa-~$IqLCumvaOjHe3(l=7k>Vh~k|;!mG=;AVV4BYrK>0 z4raJ@2ttr5G>#4Ru*AF^z8aQqhN;+JO^FEvV27>G=p?7UQ+(Wh!GCk-QH{)HTeUzh z$0Le3@xBk0VAX}$tlw+zbPkG_FE`~T^NeK-^|F=}7|_qC2O@IDM)QEI5TLHTE{3n$ z_0;O4~|N?;+L^h0z#x{aFANVgKSN> zdY-W}3$I5y{u=rnJjEhvO{yX)GmaJm6$yr1gm4{i9Pl;o;U(`G>uPvkC|Vd~&fzi2 zFd|!KY!kq%LV-DefBt52NL`A9_K}|T($_ye{C+c4Yi3m37B@W}d}TjWuwlff$p=#w zWE|PFtV#<2hWs7-3hb;1e@-SsbSBk3F2p~J#5Xs0yyyHLOvdcIr6u(xy4nPNW(D!I zQWGQ^Cfu-g(`7ldXQ=&y{#WGpjFb8nBZ40=A^J6*p7ePS$=*a=eb@eJ=lf05u}Q^1 z#y}ffUFuAZI8_8@ZQ%9zjl@+g8S{JKonnrG!;G7FP2DulU6+&()|{p>RU{%PWG}q! zsf&BJ=^Sb>jhNBko0nBcB?$aA^YzQ&C|1bWGnP=WC}@24_IS|d%b7>B!GQmL^n6RX zE2UE-MMq8tWL$z3(sbzRC1A>p@a1hXiB80ef|XIPhnS=dU{{Lo-2cNpii>w54mQN^ zvdINSc+q}5DA)lwyRyLF!i036nC`bR2LolavC!I#5d~Sc-yS7Cu1hap)&2!DlnxY**FeUW0H4~ zY`zxE`rHM}kD)(oJ#99=bhyk|a!N4iE5`^;qADk0)_jBqVH3K*WaH_i^(SS zl|_vFm{*ROXJ8^qDm7rumk3Ad$!9x}J(-QdBK8;+Sfr{t89$pta@xWDf=;Tc%UJM5 zAnT(jmVr$+>$q4_o=bP)yCN3I!lzk74p)r;?6`%1I6KIPesmT;W7q;vy$ygvU-cbi z+E8JBp>navwhPp-^%gihY`Dr{A9dT^0pHir)~C{ic*Z7Z$v}~bu@Jp3U!W}`1-p$G zvKiASl9G_MUF^wq^2~|ynB#&ymnAjr4K5sM?vKdPp5|fa1WJq)V z@}y}2W?FX3LEKl)SO=G=guJA~1TJEp33}YFR)R$M^G0tq+XDX+ib!4gRr@?l1hbb5;L)CgKd($z@8IPMI2!SdfoL{nae+2bXmDIo!4F8$me z9ne%%{Si;fiA2gc)CYjl#Ro@&&>DV9$z-hF;B_GbR!XGF1%Fi{;)1_x^c2nS z@}+zBuV9puF|ll4)eC&?qy3ARCS0@m#nH*{yL@@&v0h^Pe}DOUe!atvg!*NBw=;Rw zrp9V-N`J_Mk{JsOhSK7fwJjA~MDi{1dv`V-Q=dd>i>#Bews4BHKtuh~KAi^bjK`gm z_QAM3J}Ts$EE(&KlWC8R_rXzEjDykz{%Mj_$(YuSRU8Tm8`RDl&pVU$q@>>Q||Prd&d|2wD}Je=>DWUpnDjCqp2A^K8sQ&*iQ*C z)NjQP(H1;j1Qjum(aE)-3T&Uw%GS1^! zL?Xl*2sIhYDzUrd9z1kiv|KC;ER;XDM%q8P@TPNE#z@Xm;xH?H35OMT?Q8ZAeh^v0 zpA5;Uyey-}2B2XaK3(Fu#*FB>_gLFZ5^+loEYK-ibu+Uby*|C@9?N z^=WqtbrQN|PX}+0yOwE0JIE*pq?$1H=9%^#)%7Z49H$PQATj<%?A$LB?KP zN3JxjLI}nsV=a7VGAg9I@zumyQU-?oy$hR*XYY+Z`E4Hbxp?n&`2?ISE*U%b9X}`T zVmTQ4g#)P#9Zx$ypJ*Qj?E~^NTL!lqWYn4t7+6-thbf=;hn!T?wz`j+d^ejSP8Wcx z^XDRaWlW6$r_DHp4I?hneVVGA@2SCv(99S#%RxxMg2r9)%P^jnC9P6*+1ser<1ZuU zeL2CjFdb0)F~x=nH_QD$aa8Z^sX^`@T>(P+$9sDsz%^ZP+HgotuE;^yHrjjqFWk``UyRN{3)buaBtS;wqL)V!QiB?wrlo?uqwROyh%vLFSV9<%ouv zB33h|cmRlX6b(XGr=78yOWN&>xvgmP$xWe^F`NNIY2kwaLhgq5D^JjZpelvIh4^Q-dqMXA(PlGq_ez^Qp0F2gp`S5&a5QZJ z`YvfWjM#9m2_v{~yEh20tIb#xbG$k;93F=Jt$T47rrS$lbR||K?}*7b9^ue|O{Xit zJbCAbx!a^o9XDCbGZvMUF{fQ{qRCdAW)W3U{9}J)v*{jxBQi-wpC2F<5BLyMjqq%~ zMl+Q(dqQ`rcvF>E+$+>ljVR=UROXC3p zpRA{CX2Zafcw_4g3-pg^Kpu5}Gm1{icA$LrXb{ZwHfJjo*dO%hfTD=-hB;etK>dhT zCPJsH8NLKlkzq(6e{fU` z?~Np|VYrC`3qSZXxkg+?nN=K6KOXZc)>wiY)-phW{n5Cf2@zS(G%R0+1oHdinZ#xs zB~E24#(?>e?v05UZfLC`f&9T_TFBhcFvltms2@$^jzmLy4GH9rXMCoAH6x^Yb95a-wX-l58oWo zG?xH3i~|ia+}WJQ3%%cWk9(!QQI-4hH(D*43GTjX9nm!&t$o_I-fN9cx-wWbqu1Gl z{P%xD%mJ+)=svy`s30SlAGKOhx1c7RwMwF2aHiE#4&;MAX-)H8%LWT}zt{RdB5i(G z-6Ym=ZAN;p^+53cej#4J_YWTFu^`oC@;b{}&dv0DtxZ8()V6z`ZT})jO>O&=N0fJe zH6@mo_v=XA* zRPbKw4}!R8Xn*V3wl7FcL%Z)0@?ddO z8;?EWpI2hzpFN^%6Pw!TCX(K3%~oRL%(L;eATC-~zVk?O!)4RZzO}^9XzFN0Gt;!L z+HSS%+AvKVwRj;<*!_p<7LXRw#^mqj8;_>uti4W$)k&zJ4Zq;M-;&ir#%#Iwa<#at zCWM$Q->VXH!Gs}gg46(J_8lvRnjD(0$JF0~uTa3@KIdryy1UAAdqq2&}%sjPYLMvHJ6 zE4AM1_0kFs)l1lN(rWbzx_NaV+o_Cb1|SeMUt1~!*Z(vrhi%?ULKS&5g3H*Nuig*D z_`4P}Tdt#V%@-oi!_!u@$1h_SbG@3wB6#OLRoQh~VbHud><^>7lCi6xK2)4P4Hv<> zcI=I>TW}YsRvz&j_ne39^m%Q>$b98n?W! zRcE6|XIBPvtDLOJS10YN^2<{CxHv9FOSL*p*V(-)H7OP7eDyn0bpzWVaYwW&dK|7E ztuC}~-tD3YZRZ_@(`6>9_wI9$)RP0F)y1dFJyP#ol}FlX2&tdOxUl_&bk?3QuV9Gpp57M5~33Wi*3JWiQamIO>4+gP@tO0fpQp zJl<-hHlk&8GXSX20~LZ7@qDWlt!!o-T*2EFYGRSolcKYLvg%x3N+A&{FB)lHdA|(Y z#AIBSc1pn9T-;ea*^;wV%WJs#DyJc{`tllX4%%tR%6EAU*K9itnfl9XxQjELhMc8Y zUc;sN1wJa%pQbwI89RW@%VCjGNUvYMW<`dx0+9E3n%1cA3`-$eEmFL*TNl6_C>k%L=$0YX#(N__6{nw^{*N?Jg_e zvg!J?d{qp|kvCPl#oKV#SVj-iz8}`ShU+cJuGwc3b1$oqa)slZlah`5Dr8*q?#akv zz6u!^nhR=wJ*7~W?yHs+W6j0@%zfyW!{p)f2-LYk-)`MWP`ya=gQEJ)=}0m#+(e^#Jxshs74<0kj5LX$bZng|nnH7+9O^T?+&gr${qK zp*6uXnuZJ6OOWM($H8nE?66rb&0Ifr4Kn0)fp_MJxLi)e%^29Q49gaEnP_5G$mATx zs!lS;MAThGm=apc1?M$a+v@0Gl{e1x~_~205)nb#4O@QlFT-_E5y!imPsjybvO*E;dlv z6)G!F9LUHyhUM~_Yf?d%3)#!jT?+^LDyvCX6hW7>7R%Z0YI@M+1o3ioSH*)a8{_5Z zuC@hT)*H*wT{R23Y?YRyyV~y#E>fqi%0%_bs82~pr|GuL1<*zTs9o8Tv`EHS1&8zGM5#QJ^p0{T!LEx znRAyFa7k?iWZ!660hh?@l*l|C%GF7uEfIJ>u1y#VD2k!=s@-@?#3_2wmIyrGY)b^* zt_Ypn5`l+XttML{@OFii*b;FT4==t?0dH2wxYFq~ZfpXvcEBUnMBg|MNfpvta$*A}rhgIJ>uZFk`QOffKrK z7ooK@!a~pN?M(*dbP_P{EyPp=i@eg=CkH*Ww79`XbT^dqIuZPuN;HuupsD?EEloqr zo;BNa!->`!mkKEbz1No^0DnTel4pF^kudzX3&n~>0Q#x&E`KyGhvjTSp4Q24$J^-! zxhm=$1|zhZkwwaW_PTGd)HhYw7O)W4zWE`3SdjnJ=*FU&j^Amr4hX@|MQH8s8?@6f zR<1dMyCl|UX2|22NgMJSvlrG?hH-j=?lw*M9mTJRER9Y zVc&H6)5y8bf>_G{_JjT2foy9Qt5MbKfSn^3@li4>_OktIgZB$8;$kfsE5=6Z ztQZ)CKJF$)-rp_MEQ0{#nI0AQxJ6nlN*n{&v%O-{9rs6J3$R!cdJqRDFY;7o!j=C8 z!43lO8vB&j;EmV)LSDbHSiW|omLfso40pq+(F!(uEEw080qnWnjJ(3o6*?h!vF5<1 z0R2JHIgnETi#1#7b->ORZ`HhESmQ00bRGoYb?QhKL*8$&k=P?t<4!42`Yejiy3fcx zD?~myptZXw?G~%8EdtPU-1w&2#Kn?MO?d>Z;kx>=s?A+2QYbO5XS`1%Chw{$(MHy|_e$h;1EXOR?!B@?XY80o@E5DB90T@WwO?&`CD~7lnzOs9 z5MU@r`+05c0UF@*^pB5c%Z@D_1K4x=N{tP^6+lGmVvUHV@CF&T zlJSZDGN|Dfi&Kk$y%Y_+6E*CuELO8P2C(Pgy|w>Z&Kxfo4V-~#`i?0Qt#Y+=3ex~> zC_rEJ3e3jjXf}=f1us?~dbpOwLF^MdY2(*|3nnK=56>e>XxPzj0QF~g&XfO$bY)uO z=q*tz5hkuk*Xi3gbQRo&oul-lW3k%WpjsA%X!&SBhwOXu(EDOtBLe{NgTemEGE+$E zbq5PChFGj#6Dv@c`4e?Wcw4}c?ud(eXt8FNVP=m3V6gflzO5msj24Vj4FK@`ap#a) zZF4h%p9>btW(w0X7{EV1rbYR%mRoGJ4g!$tB+*e7Jx%^aJ@3VGE~8X!PcwiD1(7rS zOFWmhSpDo6z8jA&7QCgY;^cntgGNO}O0=!s8b_`%I*{`T1c3;t8OyC!r z&bBNnikbzP^FwlQQ1muv>+(n{ELJyZOiN<`UmF&0Xg=eFW*_2`zSwM+B?YUKA0?*x z7b_ycjK;@^A-|qpEc1bYXgD+Kj46*$mqsMvVmZVyfK@kqsrBDps-9jfhj547xO)yN z>a+aQ1})PDr=S*_P*Z#jk@lP`vwtJHyK=Ei=mODFB!om==~lV&v{-|w zGTvDQesnOrbI9jV16M9>vq0>ycW(0DSSLF$}dY}xqs@BjYqMfI>)%cLnS zMFIK~{bgTHgDf^?vIsyg{&_~12^{pP&EQr=n7r5wiv_h52m)*NR!8dWhexv)OI}N& zo<5U2iNo2TGfuXwi%KX`)UJLqDgHd;t0_eUEf)6{VeRH4ywsTTjSJB!fW_?ABtB52 zNs#z(GUx|JFSfj`-v{m@_YwP4PED`cFGGvv76S^0KWF&Xxgy#{v{>8f7_fVdR$*qe zyUHekZ}@^Stw=3Pg2V;2Gl{ZD*$annHP?wGMiIG~_;o#pXLKtYu*kx`I6;t65h9Ew!$6<#m5N zrS^lmlk`_PjLPj|y#zy}%=I{9MpvzyU2ZLRngNfBCF<^LHDYH04R|UV4A0qVEN{kfjeBTWV^@MC9)pM&$2KjmUGn z&6>tkZ>cI0xuT|igO?nBRSS5G`A3`q2u6{0QNe9DP4H`SU7GJO^KY2D(b~8_o0iAa zKj>|2tFpCmZ(~|+d`lh6UcomS4<`ee!hRQlD zNA_I(-FL11{DP`m;UePW@ymjY#3=8?fsEYg0Zv`avsi7&}#-uom|ER69~)RGIi< zNfT52`4_P9ky5WPa@`tvNV8bv3`ZnfO(!04N9Tuw2m^@PBBb8;hE3^qp*l-usQFn^ zg60?QtGvGPLg#go`iQH|d;cgxR5RSM#qS=9pLsvss9x^$UUz5+*dv$u`?JHtu$y1g z3(=XrPc9ox)WxLvt^4N7jYkSk&8#WtoVPBMA09eR%?sdWCP|j=nqBgy#F_WWx4$}0 zmEg@kyKhC1uQzCcgqr+~ABxV1?V!t?=@3wE4BI@zFFD=GU*=zY&l_WC8SVLq&o*$? zx^qHP*T)+>#rQRiSyioep4Hy$b@u5lMd=2hCbF&Q_>g8pFvSnmw5H2R$cM zkiXboH2z&w%2DR)k3lp|K1buWoE4DW+a2ictConyRS6Omy! zwTY&#vY-B7%)c@%-rsHP(jZrl0bUg3FoUPZHXicKoXQYaSef#&nyX7)T~f26kqlzU zn%@Xysp8ZZq)@n3&c_=v&tX;&A`GK&mQGgYWF0AANd`1ht>wm;DT zjXY`u+dbwPF=`3A?*vO74?T(x=t-G#Ya$Nm7161KwDzDlDXGLvP9|;o{WV9?d%>m8 zHJQ;?BI+tVs+4=88$kk>cd1+VrcaB(w$H#CA5mwb2wZ;FbheyMqO+n&^Q)|+u~O@z z{?aT0$Y`r+9T08S@sCavrDj=3kh89HB=S>Dt#(S7s4J%?I_KB!SM|F-RHtZ#UQJWr z^msd5oK|#HndUPd;uxALEoYR%Mz4@wf@)^#GgPRnc<`6`U8`g_Q?d?^Ud-Hz5vREi z5yU0M88^S7^9ludgFegbLP^QrbDkBtHRU%a(26&|>4f7#p-+N`2gPNEtvP`1tmsh# zK+}N*DrXK*jGf=T@10Ml216g7+|tM1Rr;@~xUlE9r72kvk~9T}6sUf6$7@cNVzkL48TnR0z)ehLSWx&y5|m(nii3l;*k$FinE94|X0Fi7Zf4 zno(QeeNWk^&8@)3Vn5vg*rJ*~kG!z2!-=xj7nbfQrD{C(+Yx`xZgJbW~!kYe`NKhh7JCj#lqDtoc z?0qLd394Nz&@=YR-k+aU=bTWP z!bjKgmE}lAjAYM0-O*9cok8={2FvcNB@i;|oEOES%xClvyjMdbUQ=81i0=$6dAqgl z2${z@Ds28#p`cSqr99G_aiJo_E8@We&o4jbxY~G1DjQpB$Fs@?R|G;CAxlY(50K2% za8^*2f7>&IR;dPRK~b%!$Xw}7n)oA=MXa$iEizp^ayT8MTRh5~+8vLKhy@CSeqG7} zIsf>Hau=k6djqkr7a3and^9Z_7G+!}08CU8L+t^5w2o(kDfP9;)mk*ASJT-!RWrcOKcoIlcQ)qv zqZ2hC-jce0#WbScJYN&bCvjvBc(!!KB-t20+(gWWOLL+w%2;y>IhfHk2^-<(>*0bQ zCywr=P~wbA+S%35pCt*CMZIr4d0ErIoPV;7KZWMFoR)O#R|GxdYCy|3@5{nRtKphD zKeKKAROQd+d0M37IRd|`sd2j$22{N*6%BCy(Z6Xjh0)e7)TyPLPNmucwTpgT$^kk5 zn7XtIPJ*_9nauVn26)w0gm8h%)DZ$*N1mVGu^)7QT6@-_jO5;KAtj_GyZI#xfGRsY zh51!y(S}I(+sH1SWx5t>Y?mWdS_XyrbaW z5o3GR)9$EMbdRWeJ?K-9hIar)rD=hvNtLE5iTT~#hua%0PN!2?d_(QrpeY1f=3+Bx zs*8K!c*d_{R%K=&;hCv_iOsx(l(Y#il5>H!H=VT{c79goAzLZfM=&kZ zI%BDVnHGEGJ8Y;oU5YsU_hs{;HCf5y!% zKGoD@)wh>#a;k=|G}wyGfA^v|By(wxi{3CX+?XhF;tpkh5z4nV%S^6k;f~Jf-=kKd|h^Ppqq_byNYK zl;u#DUsQ%RiPUglj~C=cGCj|?Gcm?MY^k64V2(SlglRTwz+_MahXEI83_`6G0uo|HRFCKk1VW%$c%C?ciHz;K@qk*Tfmm6({H1Yeraho z^zVelo%0{H*R=UZM#cigr#cJsFVt2mI4t-&vY zvs2I>MkTmm_I6KHUtnkR`^{&&x}m&VsV)rJ<#swA9i=Q&2$Cl z=h&8eE4Jm{Un*@;QzyEfU|TNInC30zcGDIJJ8Cur**H;en;4NKpb;0WwoaQ1j$8d6 z&D-#4^x$w(%>-=S!g`3DU)gj58(%-81Md?xq`RQh2Wt02aAR3b@}DMcdGk-60!=~v zkj3O|Va=|IQ$%Rh?!)_vrz3GXruFdgVKL=pZMjFHW=Y+NBzAF;yL-Vz)k8@}$9?x_ zQ#wJbPGX2GQZqyE)WSU|A#ncb!`XyF*Z-LZwpMS$=uwcb+An#pvEG6!9?lXhbXGA-pAMEK+39-8P}{Clh$yO+;E*y{l7gPv?ranbS{ZKmZ9vJNEYDvZQibA zt(iRA(FYh0*l!WpbJ?>8JGcExEo0H<6k|Zu8>gHl(vG#xjMAmkOU6h>Ei#!6J2Mjz z0cpN=|K*-)XUv9lU5(6IZ^l&El7cmR@K9|@L5ZScK`-~zS2!KRl4m-zL%qjPb3c+3uYqap1MaeElujyTnLU7#aoG;2=>^19*5bWO#Dz}gLz$29qZSoV4I^K^== zw0H{b`Oa&)M3VM)Q{{Fd0$g+Q0($twp%jIpWC&`QY$z=4`G-1fmR7s9U-L@Wh zn$-XQw7qG29LJF^I>(l{VdqY2E7`J5jn$;MNU}9&&bbs9iFXJRCZLhecJW|ofNcWk zp6&)o=+pdw{HXIh=ls3-CHIXjE2FA9QEbxwU=h_-Z$xHBMn*o2U%EWCSQ(@(o*_jF z=asAbqJ*!B^YsRG-M(2pL_O3R!oHD@G;(yoAT~j$j-tf-2`UpoWByKr3hQ z#`ErLw#Gcoj2g31mTzMlOPugND@>X*5MZj&Fs+#`UmFRBWOm*h@^j$PgL*>>iEl%j z1+^kNDOC9FcfIi|@NZe5$eE-?fNC)y%1MNY8hH{d(0fj9GeVLM8frQqOdrVBNI?o$ zFkEyYl0sMX!p!F0#=#2|fveVOX|)x>T{=B@o!1ety>~R~8R-Nv%zQ_G6+!?_Jim!x ztAoy_B$49cAI^(OCqMFo;D#uA8DTIzsA&?vqGDcO4M5^<;?WRQFeG?mSWjb z!|8%hg>$nvKp!b(H^iCF&JnIchI3>sKTtx-1Ig8*vJj&Y9rYH?F5?wdy12{Br@vsW zL#opld8AnSW5y~-e;}l>OXDP8G4z`HpvAtSY1o^A!xicYD32K43F}f;ChCtRW$JKm zuZfiwk%o<|Byez&5(9XWkX8AkCFWhqpTi5YYk*JX4^y0G94~Bc+%qOePU-{*^UDUD z2(p!aQfIZJl1U<-Kt<;5FVLDggEe=av?i^%FulG&HRCS|j6IF!DJ9!lXXn(Wki;@K zAVa-a*~e_N*jEB^Kb`#2JE46 zj);mPbz#kHP_%m)L0M=*gSo_y;nH9tg%Ck6%qw-Q{>UizVwCCkhD4tVP`IolMfFru zecanf0CMvtv+Pf7urz>>V5Lc8%SUMFqEJM}gYIJ-#f;<3x;~6PRglhwXG5&Tq3OqM+O2a?-i5{t|i1oPiZ!=qm;3a<9_=FQz$py zh7&$wa@5iHgytXri1k-5{9>Ja&OYs+NSa11Ir^5+to0(>!Hy};)S<=dgBVwd&B!>hwaFI6tyyG|hk`8O8iK?dT zYb9uZ8W{Q&kBYnGQb(hK`=27LQ`Wd)mvH$z$T%L_cP7 zek}AzThqUIG?P6#4f8Bhw^2!nXAIkNh?6cK8AzBDvQMS-8&R3zFEEL=yIu*lC|`q5 zWL#5>@R5w{4OxYr*(pwei(4>R}fewR+Z z%Uc`B;@lYzvhM6B$Ftnz&Yp-JF5M%t57$;2+}dX;>M!PLccA-yfu+pyZp|)Zu&n7d z#Bl!U9**jY=cqx~;iyM4ZfL;fi9X$V)nKz{R`7DqQaKx~z#&%?d33VC*-uu=hRDy+ zLx`9Nh8ysVa*C^XO^O{__~f4aZFM-~VpHr4`}@T`;^2Maz$@d-T2r>WmLD%T;eDdX zE6f5v>1>ST>K0F<#ke*cdsPu_ww$6L#_&(M9&E9w&>eoI)G$IgMJ?ceqI-Zm7$M`_ zBWKKO(VhC0K`R77>puZKi%>lC-+1_AwI+S3*eM2_cla}%@u#W=b+{2ET)2m`9||7W#O?|O;1wL*bb1SCUAssC_iJ}% zV;grk@k?z<1PZ5RUqhfg2ljAu>v|}&G?#OrsSb=>xf7P|5oA)3g{Qz-y5g}dp$h>>PH`DM%y*8OlM9(DYALg17%fIHd!vpP&fcSk1sy^o zYYKuTuF(&KGA7VAEms{l!>Kqnxx@Xu`F^tT5U1ts>vwd}n1N={@G*Sfkp`X13uiwl z3$l7LfQ?EzvKjR-xho7Pe6mXSTR`iNiU)dC1p6oM(=G$;C*t$cC8)$qTUM_JkM;8K zw`nItnDCjj(;hHgtz7LZ$;=Rlv7EO3_|*v?mc$Lh)cdF9jnN}iVnyR{W$I+1Ymo?$ z0AAnN)Xdf7;RGt-(|hsm>QOB1T$9aHP{VaW%$y39>Z|zxFydjoHfR~}{e5_PWQXa+ zK2zjG3FB@)imiq zn8HlSC^#tiHFLviwiz!b#61wrp69MY#lMj8fhRPrbZ*&2f)qMJQF>szAbRv~6bZyu=0^(1ryI+t^dJf{vwg8deC*Mk zcZ~;hEsXBrUW6$5@rbZ(j7n;1a?j&UcDHluAb7 zt4YpGo3BCsFraWzn)Dh+o*0f{+AdNrT(qF;uh%b`(5hqfO9B`^hf|jlcO^xH?f^!> z(FnP(JdL({Tm>2GO-v2+_W=yjN>p^lQnTTeuS{wcgGN^VX=7SmRe+9`pHNA4{M@%Z zWB*%6(?|HXC#X< zO*QI+%o=HgV_l(0R*t$N9%%!mVLeQg&x7(#Pb$SWE2GT*!ic9Bk$xSO+mFXo!`9E; z1t5%2?mcqbQe%`1l!lTA3LjAPlU^pzM+YF2b^w+HJ5ET6woryRtb*|u+pA|1*s?}I z^zS9W-ng4riw^JF5bY=rx+zMvl=Kxl_5;lXEu<8UYE8IP=WxFzQ_ zgM|f@zymP#H?hI$5?e3cAi>SCsHmn(B=xCX2W3SL(q$(?RFwm_pyT%={1^dpi z<<(v*g$KT*A6-b0aLF2nVDT)=scis4$ERQbTjLt0$tWOh$+4|(gl9$tHx zaAA!+48jqh3z0->I5yARaNLv@k22DknQ3}lVQ4(*`#3r6K{O<;+!HD|Iz?@4_?1Vg zQutk+hxI`p{yCI#MikPzIILV}{Oe?kyER*=LKbOsl!op0Xt{-vedwoZW=Sd+{(87h z#0nQ}90TZ0Vmw}zAMogP@O}{%SZ{*jFqz` zp17m#-VQNEi!JQ8F~#{tP%|+ddsl(lnlszD1Xx~CtkT*URs%o=ab2DV9K+0 z5W-EGfE~WR7k{P=7P8R}d9vD-nbc7m7&&&!`uGPjoX}Z}Ts@L+VWD#Qc+H!tAi)nD zp^MeEbnZZGBy6X{Nf7-Z2Xy<=)|tWxd9~Vz9R7=GSEb1ID#eTssdLPW%j&g|%nbAs zoK{pNj`o5WV02agMK30;x~ZL6pKM5J(60+b6ncjjPCh8hAVbCRkAK^k+T=$)P z4K@7s9+Uciah)$6Khr%a4^$3*`Gv^i!r)r2iPXVej@`d_A_>^i^CvuThpS`Cd1lnN~UkIi_t0#NqOcHDx8VL zcrdY@P%4dW%D5NGMWbdsR1qh%5M7BYYcQ(-d@YX7 z+|yfwy+iC<4?VSveoK5hKGUp33Rf(q;6V&?gFRW?`{N%)Tksw6SPWQQIcdjqBiwhB!Ck6Rr7tvUS| z%@{<305wE+AVeD3>9_>38r|{VjyEI)T6_8p$b`@2u1Aus7y&73QwhH0-meK zQEO9))^QX#{Sf7AhzD9L%cC@ATKRxbT~U@P7>JU)%NgNRd*+Bb({T-;I4oC6rL@xm zdO6|4O-#o|Ce-5?HasTmC2--U95L~mNldWvrCqsqy0ob1BZzKhQLi|55_H6NR~h?) zx8gz^Jl>wjBi-%O>AynIH;2k}$ZBke(A$_w;Ob0g$c3A=R!F%*cKd-v-3L-7(v31F z=aMx|)MvDRod{&SfH@JULc*uVkIG^vBmkyEl##~U+NRSXRYbTtg?^*~@=N;Ggpq6E z3l;z;ZV4DJMR6VeiPFObSQMdwa(oEYMWRq|6PFfN3-Gt7l+ZwZB6PU?P;<(KD$<3G zDtf}y0i4ENluVnTm8Me%b{HZm&caQ} zB{J>{E%e7nB`e!7Xb#33dz0pOi*0(-IN?mS0XSR)L-s>ux<=_K-$;1s`0`#;O3x(d z9ABnJD3?P{_8YX|bZVpq85SQ!DrHXp?{u`tfTMY}eFO&>?sbRSr@VWU^VF}?qWp8i zs2xKfeEe8AD3k-r$*078;{cLnqi9fn2OTgGI$SpXnsk7TBVArXy%;U6wBM#1#~Nh# zdPS%dMy0scAAXCyHq*v`Z6ATEALW|C71mUfH}jWqv}AOHF@ad>6*-1r`|_O16;ApO zhfV3-ndtirH3t`FpD}v5EPt+4sa8^N=ZJ=a(rIzC?{?{buWQAhrm{0y5DEWzHFCm* zhm4!jA1_PmHB+&PGUXBb&{|~I@L|i>Y%H}XQ`9gmqqXgDalu8TS5c+5+{F(Yw+hoO zcXiB!5!o=8+X35S#*g@?&c+@VM_P6|lp58+4Mmme+tcka+fcDHH?`ML-hYVnF$%Fw z)j;O#EhG3PRye&HaiJ7V^^hEqb>4W&HJ$3IL59UOs@{-NNem!z4c>^xZLR_4qiqIVz$6MCkNK=Ai!D_60? zX|u#w^Uf-rf1y#hbum&2N{nu%x*99dH-!QKBXgoj3 z_?+X!uT!r8hIw%{r%hMd(nYqAc%_pmzgeMO>-s8eMcgjw79Lv_#LU3Kr{#5=&dZq8 zB6(Vf0SYXw-7pCnnQxk6gVX;=k%D3@4H)vcpkHg~lkbm=LTtfMgbcqoMrcCVW0@Hg z_=wYP1g^=22Xo2~=O=n@G6x`z8=DbSj8*a+kt97QEEJDX=vgxJpl;+1%vEGG4812P zvot$m&0~RqQcN86=pazrANO~k2`zLzR1nvTrN9?|VQ1!qsg%R=+qA(P;xa%XX>G4Y zd2pN_g2~NsuHCFRWH~9!5RVR=8?<5|s>tq!)|SY9TU1Ai3r72=r2KfHQ2}V2{VmM1 zrnK8e+;Hwbxcq@qWqg$0BE8P#9_;}A4K0r}$GC2%? z7(=M^Z;2O{;=fbU<;c>{Klcyb)yPJ;uxS5G=`I+=3l^eT}*Kjz%MdicZz(*8hj-ASbeEwQK*0y#L?}&)N1T%ezuRizXt{;^Ps&_<`2k?Qrsw~yb^47N3yAp(RC@QjPrQ8=eAs6ri^X3$!+S7}=f zz3NFx!ShCh2NLkU*tOex2_V(eI#!i;3 zdpAE@Y{&F-8$yp27GU)eYPvm$6!p`0Lea3WGD>?=iZl9a2h~s zXf!%%p=!jPR|rk;quD}ce}>wL0_%}XrTu!lyW^%@Mp2gLD6vIymSz(Y5N3iN>Q&24 ze1xAja7#Py)DVPRiCay3w8fbXEg%|;97BWi1i}aRg@H-&u~+PSsW}eazt`Wwy({gj zc*=S$pIfg>o9mF_in3EIbBXifZb?pNvwVqCQV0k{KoyFyReZyly|Jw}`n85@TLUYY z;i9qflMtf_Y9aaowzZ#* znR#QwK?!bLT?_5=K;ar0HToE@aWs+siO{c&F(U4iCi(|+)?b{LiSaAvY&}JWV8W76 z-t&nu=kOagMHqteS{OI_E%wSd;}~Nd9A7W*3TZ-xgFtB|x6_dDox$65WjI9{rure{ z87*7eTuvcD#ICl47g2|%#f--Qqbi7_m=X1u1r{rbY*V=a#p&EZGw#O+)G7#f{JqIg zZL#Hw9jn4r!wY9inkWn>)-Y&akUQ6KNx&|gpO`829HWfuC%ZKuo4<-1KD^I&ywP*G zK9!#4!ST|1HDSoBB|qdDu55BubzNkric5PI`?2sUk9pEgLiq6zVTLbh5kPdIlZTA( zmlBALTk4#XmR3>2`9~nZW`}S^FEAUB6WK?B4cqOdvmhfUx^ax(o6@P_k(}7WbjJ#N z+#dUJ$e64x8V(2W83FAYdP19SGIIvWNFv-?v!yvIw2qBTPnbj|pV|nNShU-Ve-&#eT+Uqp6Za)d zqvkWIjIY3GB8L$1+L4@t3Ri9b{RTZNR`7o`0#D1jQSZ?qfNNu`Wu=yH$S_dqR!iZi zfa2hq3!>EVyhAs-c*)AB*w{9AF9?xQoNy^2M$mq5i5HtD(6Ob7h=TTH0)aV$zn~H5 zCXl527Pfm_cRhyar<1jfwBU2J)ChX4Fn^!X(@J9VO0cPIEhL4$uF^B8NG@sLl70Z4 zi0Q(&#-%OHoLAWR)hObJ1PxK|IIU;L2Ss#s5nru@C@V-mCJ{QZ-5XY~EB*3#mr~!% z;NFmKBee|>x^cL*KWNmkExHl9qKnUM*c=o>5Xh=yd?__Y?4P1_6cKNJu4R(&tp8xn zV#*pN#Rw;#bYGFNO3_I?5_bp{$&^s^}o7~N_W z-i+~ASiy-Hx51J>C<(FC5asO^fu@@gk@<#a^2QTK#S z2B%^i*vX4_rFsoQnzK@wvkxL}hx?lhF|-N_68A8sGpZG9a0=qkmfBVJl{C8!ZW7N! zBroA}Is*57lCf?g?-(Bx^4!K9572~F(h-%5bTEP9_r)47?YQw{moFxOzO)glOG!pt z<7ZV7kroM7_~QO#`6#YE?(S}E9TggW#Ib9iMqCVr4WRAx={6rRIk)b9-~dXvvA!mV%No)!!27$^>9|cR&sSvn3esl zzb-$1wsMcMMt$_cc@$A6=LVLSmm5%`h}o^&d(t9=N--h_bwFIFs`yq_aLEYs*w(1F zvBQLOPqjn~r+HLs^yKWTx*eOAUWpb?%efaJV#Sm9a__|h~ukma-V+Ljgu#So%TyVAg$G`vI z5eEsxvVc~Mi#;uujVqE|=mJ~7eb=;5?uz5pTMab){)hf6zCr^Ngf>lZhUid@Q1NxE zzk5JI+00th^*Gn)AP4ys4hlV6)9QK$7-os3N8^GHBGtCiMW#O>JKNKoRx}MO%syq* z;^E%LE|ZHIK`O`LqKvHuSCIIKp|(x42;pEq0QC9PbV6To54fkeGnlyx71Xj@li685=7*brSvvGIUz77sc00 z%&5OHK-jlqYg&mhEF8uwD*7Q#3OkLcnIh9p3I`Zwf7D|nGe{O~0L+SukeUM7`S z5D_e#(lY_>�ANp?Jvi4oHix@KbSGtyBXIAOA#jigHkKZIxUB506;XM*CW714jdP z0aNNZXwmU>6uI5sw?1e9#NK9$iih=wIHDdu?^`ScqPgivu+d-EqVwy7Q!tpj_%mHA zu~-Sg-sU07;A79%NV&yg)kwLH8qPmK!tVBy{&shHW010Pj#wcNB_(W`A(i%fW|w2r zzQ#lqk0P>|LP{AX3Q?9?pV(|TiElBh8>p68RNA`yOJ?>yNjlfyYi#H=0#*Y==%Ug{ zn~Din66gJ7Q%|>;aJ4oY0}eEtHzvr3nli$pjnkBOI@(n{n1@0kr94AjU0BYHatYdJzX|Sht{)sp%yQiP6@W~f7iM>HA2snmM4+AN~G9bLY>OTs*U2+A_1sI zb^*vQB*KrO zEmPtwSWVNZ#o=46!wn~#eJW>&R1aqipAb4c%GIFP*s;^dRRV<@`C?&9a!S%w!!VE2 zrt-j2U~41&X$IDTg^$=Kq;iw@?%!RzyGovlCJxvkhMNJ&xslGSsW?c%^m1}6QH+h* z1;cb7N6IK=Hb&^;eq+NkkyF(bYJdyZffzMN6Es4{o-RKinyXAR9f5P(<88~bY2>9v zOa}?wXan~oNcNEO(twLY*|qzPIYwF{Vh1<7QmH662pOZHjAn@2S&FB%_^m2x`1BDS zR^oCRk^&AOwbBrgGKOd&tyobNiHs+$^pQ%2rJZCZ^)Co5e0HBtiMucnM#XpC@vCn4 zfN$sEcrr=GWV7~Smky>Vy6a#YwQFDYcI!bdEv%XHu8awI;o<`!#0(^a&>0_hci^_} zL3j{FO8f71IyXZ667m1Y_Kx5tO;T9SQY zV@cwIp>Ud_MK!sWqnA<$GvpBky#l8Uv}Rs*yg&g{K}UMQG4ta)>lD)Qkwo}(1%J{m zn=AGo;CiV|gg~=D#Ml6jS5hATjVe$#YWK_m=^M(FrxE7^r<#FjVz}`#Y1eI-RftfhXDb+7C=UT>qdID+D@uj>X^O`{58Sl|bkw{jZ8M$qZ5U3caN zFVn)(4vU|v(uhdm4-f3$mZXS%(Oo2p!DJ}z4hDNY4JgJSE=CxX$VDkg-_fmD0Aw`rr3CURMwzl!5 znkI|Zh!U+NF2eyIH+?~Ue+dRLRVKn_rN0O2jjL-*1ykEQO~Qtq&QzZ%(R6uzzdPt} zdHvSn0(eTjR=MQQEqY@PXcNMlTV&9r;msZ>Tz{~=+hy72;v&V`u(ylE;~43Djo<$~ zZP|QxID`w`YB{(u&S-(gG4@Dd{sBEGbW5u01{qHMVfCCpGs{b1t_4|lBUV^^K$%l4 zy@kL-ispE`-Y7d6g4VLiO=})2%<+yt?Z{K6d|el2yh>%Xm3^tQV(Qt~H=nh)$b0B$ zv?!pCPdqq-cmgNHYw4gf{ZtN2<9f=+?V4GI>v;W=x)dFxdi{|;royf=)CbduPf|U592I3T1~jxmyyvP;n`r zruW%1<49#%cN{5$qsR@tzL2bbq{{KaNXd8-E`dWJe%^X*vhf=naY~;FWdk7U22ol* zt}9z6$}vyI7AVXI`ij+;C*MMcHjq~!tV*0~$bXUp1aYu>v)!ChYzV4sp(&e4Dw4l6 zh^a97M%9%W*2$gg;k1npSUpGiWd*$m>aflb;PJOU=ZHFy%D5{_k(yw1RB@RJCPkHF zyM@t%gb@>z@QtBHkniBoX9;BdU?mgdK8`z(TLga^jQs%gXn5Hy_1Q;8L!j(! zo(aCAGp2O>ZZdfVRPQ&c`25_*7K^5qn6-X>Ekr~}b~P^~Gve{HG~z!#R4mwk)=oA8 z%UuPzcUsQdoa}Oo~26>O(WOU)^SpjQ9kkW z$;^oC8g6sY`sIj&tAB9eLEHg4J~Bnnr&VdK0Ea6N;*iO3!NDfoM5A+hN1gYr zCAOTc&3d>53|FuF&Q=d zDLs&&T(|BJo6v5tsfRdrC8F-$jU5T-{EUGQcj<_m0@1O0Xjx&DYNAvKnvst4Oo@%j zoF7LZJpJi8l0Ex4d)h$N1yKGUz5iAG@t=$T@gM*Gf6%-8hyeXx#c%^vhA~BxT9~h% z06K+r}Q2Q{+*7i53yph0_dvGita-ai81$;!(l(fT16X>YEVH(U?2r zBWlo~KeC**{=wc+lvO`fGFMPiC)G~P^2p);VHxG|rNJ8QZH%5@yYac5`^P!LycYc( zG{a6^iv8}!LCHRXvMIZpOD3X<44fQ#uK6ZC?2bZ-^~tE=i`c_>34Ey_C=UhmQ0Vz6 zvpFZ_SDH@CG7Ezlq40PQ2V2)s00mNJVo1er3@^+*Cz(Q&e9BC8(w+beUz^ zXr`YhBojcSCXPn90hgB`im64xkuuF68h3tYd%br6KV=Vgevs)y^rbR#_MmY7*&im1*aCkrh+;>}e`9b%Xv27i#i3X;F`>CaJ6)6vKnA=X7rRbd-(aU)AfK6NFX;n(Xs zpNzw~T=pmKd=k)bhA5Z2ody0aj)vEuEdrHB&nan7XB?2rfyH(Qd3uz@)Q1y@Vugs* zs7Pp`-)HEdRD<@kGZwLRck*e;fMJE%htyCpbXcZN)BEJJ@Psmcx=2W?dg(^8#4&FZ zx5BhrDm2GdSs<*Ed4o{q6a9FSUK~|!xoe>y^s|x#VZi>QzM(NGM@ZtGX)c`8k6^QO z>@2{|!4`56wV|->pu#^hc{<1*ePPuei^t>&xT|+x<2iBn;NWF%*ylSU%4^(-#S>t$ zYL906+6FRehVlO1ZxtfUgBxI_)9|ePMlMRaY7ZBKc$sM-oO?g-Z^T{)yu%8gB$tgy zg=(4|#08UNc~vIpQc@VUug8Zdi7^8$ykK_X&AlVn1Fak@O&)Xulj3AG7dlinyFb>U z%Mgv>o0xG&9#SaH4R1FJ5_xhNDJ-CQDCruC#;oRsXC%^^0e1kxiM8+K zo`?jDue5{X0I6b;0LacLS?m`NfBD~?fA~-TK>uqwWJbA+rcBX-uHe{09UK4R4!E=fuMua29Ia4}REzyeofM;l-zXVbp)_2hSjLe+ z=kdnD?jceINz}B<1;y*2jAT!4rvagcsx)&|vQk%%kSp<;C}M_+(+Y*@kka63wovWy z^R#2vXOZ13<@tprqyjY)*4aS##1r8PJg9$HIrOS#cP59stJ zo=v5tldMG_cmv3&L^PY+osun5j%uTkKWcHqEhOU z44yI+WZr$=KO9RPCZqtQK}B;r9alcB03w!-Z3$JJikjjCVRtyTeU5eJHQdh?^_03XIthi55_P z+ofqvbMeFuZgTzd&yIeJB4k6`>&VyEo$t{V;|?pcDJzGnekjE_;XF+tOln*i?w7}N zJL7@HyEIBji`1*eJ$?ghIQwvIMI8+3T$&*snr3ec8v~zWBz5Q#7jG=tMFz%ieZ3zP9CY{oIZrE?%E zKf}G<_4reEP6=j2g#Vh`d`kWq$DkLuYow_5G{JdI9h9IM85!OomV6(VIpy#Qkb$4# zHdK4R%@nA(Vn{RzrUE?nw)V8ZfH7d{4nEg$5;V`({I2H zryoTcShsju%2`)x8Dw^prdF`!h+$_&AD%RSq2s0a3yj3h)^1OC)=pwFJ7*(?FMZ2K z6}$@F8PK)+v>mOC;LAY5bAwa2v8~Gq4Br}Vpy@C|bcQ$q8#YI*Kbd?qX|1yg7hD-V zqF93~*d$8)$OW&T*g2$xM%UJi@l{Tj2Ae^UVEXbuN{fNb{+ZqGK@{s$WbRCEr}Qj7 zlqRJJVd?uWN<5Lwr(L>)cjRefMT<<7OxdzpJWw4oT#eM@)WgO)mbX|aKcO-Kepzp^ zG>%+};wo5Jh}6qV%|GO~Q0_Vw+V3FU5PMAQ_x;kG5v(%!!YcR0p2un41nlr3vxCxs zRCI$YVHC?HX()?R%A4&+#&ahwS$Twnq$Tggjg zu2V}mD8P~X!(yLbOoy>d?$K(EnUWSn(gyMU_V|Ra2 zVsm+8tBi$#TnbUXB&O>Rhg%$7<`hm9I-HR`=rVHur0aTnAX~ZVFB5cp)T%{!NJk4h9bA^|MLc7r z)>_9rCph8b@A(lO9pFshP)~X7LS`2JQ=mQ?p@O&*$ISlG-q$H*Ut>zyKhdUhyFd2^ z*vCS7#6`ssXraLfLWwkhg{24Tdm~>UQ=-nClXGfaCLGBY)?sQ`c%X3US$7wKFE~Dx zjbyrHoRoLH0%@U}oCnA-!h#TRi;^~LC}mV#voZqWJU-HuN=0$PDW%1tu<#sVG`MYO z7uP;RrJ+Vr|+X9iPW*WPWw3Fm&0r>wspD>|soKY!6ZBDJ7F^r`8TQEE1s zo^P5AbTr$k;!#wpn5O35m!ZQsHJqW8q#V8eX-{ShL+eSpB7ZWF8 zDNijtpiS<(X5jDvaisU9iPO{@?U(tx?H;beLLKBu{q%(18hv}?1`2SEt`9f_^Ll@{ zd*k*E8={FkHDQO3h^_lfbwW>l$c%B=E5#W~8N0?!Op5{&6PcTYAFdLE90m_}wh&Jj zu36@;Nu*kwpv2WnBDd5*=@7#V(N_VYS#&=Axv?8E4u@mMNE;Gyp%F{+X}g!0jR9is z;O*b;?C*Nn%`6AU^58(jC1PMj=`8QMHT}~X6B6$}81|3~N9Y!Ly}D1cvq=hZL<-jazFGgvF#vwdZ zz~B4TVtyW@EeO$?cagY*fp8!tOX37d6?%*F7;a-4YCHipT%`8GW>9*mjGd!z5RArK zho-ZcR_iQ<$0i}qO_-t_mW5Kv0qZE_P$6M$)O>i^LO(QiMGZ8Zr;d20v{EK`s*P-l zH4eyIOtm_&aI)Gk$KLDR{F9fx%;wN07JVZ#iod42<>302a#|D=#^J^!<7ax?jX}^E z`7YgT%^^(*V)z7oOWI*uE65!p z;N|KDJtHIKJg6VqDAMFm4{9)I(fJ!6EqGaJb+Rf5HVrChfrNty47+ z-`^Q+XEPuoR2V7&y^~@oet`4;deOU#bsSqCi{90t z!Ufzb7|Y$o->I#$@)z+=qBFL>;E>&Im5YJ!}LJ znLoy5!^qh6{__^bGJK_7)RU#`hb(OP%_F5s=@}(GiMn4UMp(Xo)$>+b#@$xV=463X zRt``cdzoCF!_o8J09SdTBB@Uk`T#|(UU4@(fL$&SnsY1 zdbpDG)=I6o;S3!=YSnW$X<9AY6AYmQGR)8sr4hiqnWq!DUTOEItyAmN z;le$k#M_mU8ZTAKi*#(wgVUnOP9qZu9NqiL7x_v~n+xH-WL;tJ_d7d$0Z}RxE!+)R z9t@KhDGTry-@zt}w;f$JMyOf>R|i-5a6{6<>(Iza4K&yZZO%@7}@a#!T{2- z$t?1Ds*Dsa(8e9RknRx0i17d9fRjLjIcsV?^k!O`f&{~Yf_ZoUPh$8dp*@M``j8`!!JmJ;<&ZO8e#q&SWXPAeAGu03EvGnh zcRiPhJ($#U4l8`d1*l26JfJ#1RMKqpZL!uH$V^0m&Mmp-PC5skaD>b79o+|%810yu zqH}6^;Wv*_WS2`WP--<3p$Is5kmH{oI#xB zk#Tzvv z%r&TF1P$oj==B7njCC@Jcoi<3{Q>oMOjf1V5RLoANL-QL?4rjUc@Kz_7%-sEL?ET1 zVB!otMz>eXk!3cPlL!k)m}R>|U4Er}BTy8nY?ufeLmy5!g?u}#@Byvxctk5Z!++~5 z(#dqE`vvytSZ{v-v9HA6O)=eTc;TA(ap;HT-WE)+{to5yD?Q}STE!pg6tV^p`2trK zCXVUna!fqZ7Yog>o7 z5`@WDvaT|ki_E5>#s}WsWY7XDK4Ww<%3tr$d4p7yI^`qhO!p8|)6p;d2xQz7G0jfq&Rg5@6h?Rdk>~$MC$xM(8Ck_sW zC}sZ`BR@VO`fQ&NeW_iBC8Q#qnJxSAqL6}y1s%tAeVU3PdPB!DwakvUjqqKASd?hw zM&wzCM^>i}dYh}0p!IB|P<1xRT4{7?Wz?j))HvfM5rjHkxWsHw4a#MHJ9TGqzYO_) zP%+)oF38M8SYoKkL!Fv@T(Xfo#3>BXmnYN{_cU#QohA3zP~1bxH?8t1#M%ZgA*aZ% zfTI6?(av;7>64%2U{$=Z2rG)9-7zy1B<0rO@a3i7zGobHCCQ1^%2HGud6hJv9pPRi zDdd(850Lknc74XJTe@Z_B*emfnG&JU#Frlm#4L{cTm3!RrL7(g=m1YA9$pczO{3gp zmIWhE{(2kmIvAA-#8c@|sr(@1QsIM&hH-56Y}))*1D$>yIVth#=JHIhUtZjilFJ-o zT624SC6PdcQ%|AUId2*LzR(+>>M3HB5FJFb!;NRg*wU$FA1fLAQ?cL3nTtmtojtE_(M+}ZSV>%spOS&nNg`Lj7@b|f-Dy>D!(kpl>NMZh8 z7&_I~7d2F_L#3+LabybD9tPXBDl#j99AP~JUrffG>=@L%eL`DZ6bm_JRR8FiGrD(MknlP#!6@o z8Z+8(Dqg>lE)#FDbVs~!>M@y-db7v8+?d&+q6gIj&&;Z4b1}Vdvw{?^O8scsVreD~ z{JZdY_IJ633-mth`)G2f4b4c2k!}h?szQc^$3i3>yji^UqLFIGg=|zSHvu{*$O({B zQfJUu!~<_3HNq*`Oc5R<s_=JCJ=zF23!~_z)6xjjEdJfQk@o^R zQfW8Z^Ryd3Xc9w;>e=r4yTJeQ?nKbw!}%XU2%+aFzK+a3GZxTuQElmLBFW{zGQVei z`p$S#@bJk!7d}IDab5=dT!NhV{I1Fzs^{x%8&2ll4RZ;2xZ;_kpR|^*7>!W_^|m#0}THH#>S^29AFCP#z0*3RCqjBf+#%A{V2fL@CZH^m|dy8bph8MK&7#tVnU6gjD11t9A6btz3{LZHFUn~9wAG% zm{_am+XAOG@xpnG!Z}oogPW6gl^uAZvAOh)t;~)^99yyEToY3GU2@WVcRS|qsz+hP zwzJ@5j&HejMGEhK$A~2Dj)rdD++=GZ?UP9vV3=i!%ToM+R{N)pBF2XtOL?{+(LaRiXS{BXpmuE=_b888_7d%Tq`rq zzI-bQD7?2%|B-nql0*-TleBRy=0tPj61*@&=t;9K#b&)-osMS870j@plv6|ROyt1F zCAQe!HxqsSOZe6D57ebgC3I7VX2NRn1BbkHE^2}#;pHEa&MakQf7_eRQ_Bbeh4+@1 z??3c1g6GD>JCTtDFU%0Rq*-x}H!Yph&T+$nOo%Q{W#Tjj?qHo#l-x|qh(u`}iK!Lm zx7;%ZSy*3Z(Dm!<47|Qh9eN52U~dO!6pl`24M^OpoR3F;8!bf&zgY$28WKx!5oD$F z?O*h=l*A?4i$+`H?z}0~&dof5hlm(1FKYv1M!f|2@iK_1H?VO?r6_ZdCN5s=$&&Kc z2})SP24#%F^ES~*yfVN_?0Pv<+E%FON7lW95EhpO%f&H3MEPeuF7REM8BQTY30>$1 zM<^nND@O1sm&_n6@WlSc@I@t@In%OIvCvmWkr5y_hP(}vg`QCxsni>L(fWv( zP_2f9Zp13$X@{-x&wwI6VpwvRh$d2fj6 zcuAA^kSfn7qi{+=N&G4`Q0;(X67q5B`6uupN{qT$b8PUBe50c)--o4T{s*Kg z)&NI~=jBzaOy$UAoCP+R*nE+D_qvwq)71Y8CdQUYYc(p8UnLt2%2e}Y4uDj687*yH z#Hkvl{3biRYL`l7mg7leN+4(;=}p@F$%R#AtKv@UEn5|Fd|=;M>0XNSYn+1_8!>Gd zeV_KB!?VDb(}=0r;JA1v85#YOERNOl&k`$~Pj-dnV|3vR{nd1ha)x9%>nOG!LH~Bc zREh09eQhl7nnEv%VZh4<@$SD98NUI6n4r1S(Ue6vQ{jH9?Y z=SFF-QHYm@N~X0Miidi6h%6$whMp6d8#^H*M>hTU4L~`wKO-Kr4xUMpv@D&xd@byw zdc!ud01*V&!GE1_wNN{BWQotND~wV1nBhbHnfrmX{{5%RF?EbOAhOZ4l)Wt*h8bpv zY|{Am_Io35)3zw4@^v`3e7HA;d;-e#;3*KSN7Ve|-NA&jH2($DLN|!otWrZ6hOQ6w%yj-lVuB*~Cq9r$ zRcpXa3C=4)EgJ9Im(ivZNg7T#M-9}!Qi9f>qkp4-3`cL8{!|ztCx6^d$yxhejdoEj z*Kh2nX`kT;LH#QwcwRb`E+oceRs+X1Gvh(FX_R85;!{BlA3c!E7v$mv%H3XOF+&9& zP*23ylv=7yGTp8A24ki44F+o^|CVZwlftxD87*#K(9cpb2z+d=>vj$%b(fsZ8_5m4 zX`3?ZvYb@m!YV8G)r1Ar0t)1APARa}fh)PXdyQ(j#ez#J2xt5K7rn08+8&R3lnA6f zI=4USb)?91btjQAf};$LP!CN@R(hbYbe}6n12iRfhTh^b$9@bmnr9L%MF}Uk<~f@V zCkcJ`&Kwe-Ml+z#?#g!o>IAP%-9XvlBP;v83&r)=sB!3meYmu1>-XA1<$2 zPJbbuJsc*bM%UGSG9@|#tW;fOZ>Bc4>+%do4a#ydCfo+)kBA?21R-A+m>-mtgbRbB zP8&)NWC~8Z)A&j(Kr?WNK~@x{NUVW&;b?=av-XQ!o=`dZ&MaxISkja*poTAT0L+nR z;AaCDfE?_C9}?YyZn7;|EI$E%p9p`^;fB~Y$)J<#rM*)4*U9!^oITtT5l-i;e^{dt z7O**{ygj|En#KJ}jWfCx18F3lrxwKrD?k%?is<1ST^m3ptF^)n(?nlgt^k>h;u&fY zWKqFsW@v(k=hMo^2&X{pPZk}FPKl>aN|Jq0?I_6oF4CN^MfM)~7WbA^pqd9P#Sa%(N@@jGUU+CY>;=8^Q3Z`O z!|S7Uvk+5lzV?nrk10e8EX;wq*Uo~e@r1N_DtOFJ96xODiYHIO_PM9IloSFryn&Fh zxJ~om9&@fDDuYwPg!8nYdV*ZJ5y9$#8?D_Z@KRM6GG=h;bnCwEZgH>^EO7I@DONZO zN&w|4v5CzD5df`|$P6c6om(1P*!cRHHcBz5N+$(Vc2Q7*PA%BYtc2$9bhs7AI+dmt z772eGi6uBea8s*y0WVXEaz|a_u4$Q=gxtDTg$!S>hVidN$J*CWN%V>f(89}Va^1j)Hmvr0K?^b z`1smJ1`TTf%=2-U+5Z}*8bn7*0k{#%NPf~4o`n>P3bsb%;vUXND1Qe7A%wqqOTynI zZTDCc3C~cAHE_>0HFIVcn;NT`ry${^!J%EJ>6b1ATR8B{&a4?+Aj13dUjSbqVA2k?{f1*gD3-D#I;m>BX{!4QU^F_IA?eDqXKkRSP) z?@2X`*@FYz5!bW;w%D!Hw_snzBLxbxPoCgbA|cPBcm@T`=*%1CgI#xKj;^I?^qo>D z5yAqmEO?+aNZL=~RiyS*@=P+5t6WyU05X)r-(cu>^??nPP=g zPYf3QcJ5%@;q?QHN#kj7X1i!chpt1F)8HoHu=Hf@!AlI;;+4KQ2}b9DRI3?jmu5bL?5Z ze4}H>cbVYe>IwhDg}=A(CJC_| z`RK$JemZ|`yF&_>e*hraNpQF8FNLf#5S2N5x4!aZLKe%;t(=5=v~cMGc3o&Hh}S5S z98vek!r;d>(_)b$ETBnHSOtm2mWNa%iMw~EzrL{#^*X{BxKTZJ6~Y!r#tTFHv`Aw`kcjp&L&2^qp^%Np50Q;nJ_Ol|ScDHcFr>(Jkkn{N^<0aC z?U;RO3^an87+oTwbeOIO9gSw$l=t;cf({p-GEqBRNlms{e8k0^uz~aCQ!`W31i-$H zEiaM6$1%WB32?BgMT_uEU9|5zqr-iK2Ktz^i~yG6Uo*36km1}@Wq|6lBU2gIv~U^u z)Ap(tw#=5bB-^~wlz`#15#@${AmOo68nweADm?tC#pj8)xZwj=6PJ}za=2mkDd)A7 z*GLc>?86}sF-?8i2vG$)I&4X$zJ+CGP&V|Ffx}q}&7y??b(W19rr#BVNV%ymPMI41 zr5FnJ$-D?GF77TliMsGy#Ufe9J`q~GilQaC?`g`$r3s?5l_`CIOfhtKT-hg3(pcbgEAOQp! z4sZXxIK2H!xKrcsb`yuiwO!Klbf-~w`}1RZ^v>Ul-#fpAPL1C?#_z@ukyKP9i1PF$ zr|uX=zxsPI`qeMtw>3t;`WEMFuW`x^!we?m!8j^Y(PCTGne+AEi@mR#B=hTUr6f8B zMy4EMT~l?qMVtLf9Dl~zK1Q7wS~z)6aWPSUQxZdpIWBV?k2;%h({^Eo$dvKAy~S~i zAy)J$gk%D~WRNrMLTT%CD zzI0$v8(;&crYN3I#Lm!@BqYp`K4a%7aiN2%VUcZB4b2h)w$ z^u|g9a5($GVxy@~gc`UhMOf52ZCyIJTG5-#(~EEwH7tD3%LnhMnT``4c4!d`D3m~| zpmC;8FFX_B!zb+O0_8#}7uTo;|L5s+|HwLyZ$~i^!}&SXb=PmnTWoX;tRmky<%%;W zLc;@s+e#uutQ!br6{_gI&kTzBD*s^T;Hc9OVAkR+)?gagv!B%c7%7Agh)eqwp{V4X z92H6*j9#_hbXYq{!GY9FZ?Ri2qzZd@3{{ijhNY)sUnR7_N~sO>li0a#4oLd#oUrECuR19kZ|t>)9qW*s+NSc$YMD|(zpi1L7&iMmGbqEPpi6Vn#K zOeSZQ2{Q>jTv<`NSWT5Om3;&ww3sIB9m*XwsE`V|?u`2=>sJkFd<*s_podE<@=Jm1 zBtaJy|CBD6`@-6a>oK}Rx@(6H@q2Mp@iQq2UIV?U_CJr0n=$N4KenM1zW9ss!%+z- zPX%hu4t1?TY&+YKXvuGlT4%V?@?;Orv9s#&9aF!M+zmFZqUk&;rgiN8r++Jxa)HrJqZ)~U)naR@#zlm&?e3WKH&Rh6*VwEYbH&#On=buIbzSjA#`o6#ZIJv*%_;hq+=VFLpzbc0kV7rjJ zh>9Ok=mByffn=xqxH|*s%L7m2_GB7yjz=N}5Uz4E$NjF9t45h|rLB1#Geirq^K=g8 zW=kdts)?FGgbPGZ?g6r6E^XGVl0pP&#naQ`n7^O23*XIDyzCA82jsgf{*~@&q+7IUy3T~^a8&y#Rb%7F5u8&aSb z`lHumFWPl-uGyKWv`T@!DoVKe?C^kmg{Vb3>_H{VHSZe*a@lA+&&u|g2y2BuFR(4L z3>g6cx{T1yhZ_>{!XISM{rzxb@SFo?sDvvd3&TK#HgM;sR;&j@7lk1NLk>~Vf)55d zx3Bv{lnhgGCBZi-Lmsbl2Q3$-5Lp=siGXth=%Nod1Q~r2X_l*3iGlNZ`lE>Vge1|u zm!z%g4B)e4^3eDZXyLN1EICZP4r);fvqE*;e}T)eT^loAj&d=ba6HaL6%(h^+-Cg~ zqbf8lfF<1!WddQEf`piN!wHKPa*#$n%;TO&%x_fX8S-s~DYcAE8y&_l7qp_L3Xq3G zjE_Aip4oMXXI0qg5=fXXP?o-DGuyth1d3u%7WHc(-GGYP%w>s8yPecXqNf+*H?nkj zJ~AWRiVwpKXYV6{iAzc0d=c>-C=N@rXThigjV@Ji;+5G&wIObh;rz z&lz>@LPtAu&fkW%0ESQ2uz&M)Nu_2(agBK5qu?kCw5oRMBA8KL7YWPjS=)7Z~j?;j56npW5SnH_AK?pH*q zUm<^_lriq`gFxks=s?~PZq?hh{ej2BHQ6aXm(ONtKZE!9-j+&Ab|$7R>XxdONua_P zIH%&Ghra>5T#+E6b(z4=17;W{C>wiG;fZLtTBW$nSShYxMJRG8k-R5;}uFa0g;J7(U-Q0Iq?>%}{JP^{w zcT8H;)o@JrYuk#F_E?L(9)|}~mA%M|LnC#_`04WW-e6 z*nr7MRrfXzdq}RXEJhh!XtsK^D9TdF6+oKqRDv&3KzE*GWwhgG;2Ug3=yPl`e=$qt z)Sx@)e0lrMZ6_v~twv&rY5q<`2%oMzSSf(@Z9z)>KmPsy&=tO@g5~>7Nq+64O{O3T zgzy!U{2H+&4_+hBW($7$XI+Y;*#BU5FSAl7U8-z+^X1#N90=ia zX5*VLzb#f^n$txJ$Z#K1RIHfYg>9<&esd%3Bh{wpfp2c&SXM|Q4vjj!lDunnf7;+% zQ#4r9+hnM}L7>?kp^E4-jR{0j&Ql64L%7lX@^%K~`d6Zct?hq$YcBruOSmaq{OMbb zh_+G?=zh|cYq->$!q}-C7t{pbxyo}0GJpF^&q2mblZd>!&Zr*HXQYcnW%d{w4fQ==~XTrfM&m=XVDr|Ln$#qka44mv1R!jG!_GFdA;T zu&6l{okthn_&~QemTX1{A8}&=_ANq>aXMMtr5svoaMH+|Z#jo=-voj+@+Ky6ywsu- z<28~!r8e^BG!rS&nV^b^bV(X{6Elg{Ot`^dR_YaIM(8ayB?v)NUQt3&l}`{!j9N6H z#djR0J?SUK6a#k?vqIK^n>R5np26uef=>AEa0e%8EO&>UCph1DaJ zh~~n0M*Xdudkf9Is?^b3ZXn!pxZsU6F`M@%W$3)`>CIK+%{#w@+d>J^xyvZ>Md?<& z2H2&U{hjeEY%y#>92GBbUcZ@0{++j0lt2i-S0+eN7Hi1iD}Lx%JU5o8`7#2x{Jekj5deTT z{uU-3B%AKrk%FgHd#t2-`)#QLK$pbZp!z`SUSLNjRvuOhto-7WEs0hJ`puh4Dg1gSI)Z-kNa5Fx?1 zi8Yx{6=Qx1a){G!XUj|bzIxmC0U%uCF8vDai>ogWAX?j5<>a?SLn>XrYkBjAeuaiA zU2Ix@q%Cv-yY1)hI!=j^aD@rPZYfR!Ek)=nub8Kx3%x8N^cB>yZkE>9nb!I`?U=;3 zT$22gH*wmK^lAbC;Y;q~Kf%BeZOHyqPF!pT`?IalvgjL0`9Mm8j?20(pVz-`o7eU6h-2y(d% zi^F*58*fUsBd4c4v{Vy7Sf*jbzc5n|a3V{zwz_b_pz0sYI11yFf07Sv^9VKPI9Gr> z8!4~we-w0diZYKq%So9*iXm?BhU2YLSSeFd!Tc!6r|Kd~un-$hh5$C@5gsBvKX{G{ z!x4(xaM@eNiC21xnh$6ys9}CZ$&}ZedhiaYbG$mT+Agu?^=-jH-pqgtPPh{H`G{d0cXtlmD9;X%`QGTj zZb1~af02~0Qz*p=3oH1O+9x3=EY%=2xNWJdPMBJd!nbIukxFpF?8?)X+mK+?Wq^!g z@Ptm2PktIYhNE+R9 zeIo0pdgdS?l5!o3s5b7_POPDu__?l>(T5#WjXJ_Xs2-HL_GJ$IclRhtXLw|7i$RqH z2j{rK*=fW)QG6{`#VB1hJuAw1gyQ_BuS;49P`E^;mB`?ft)Y~{(~MY*A5q;yQb?Dh z>OA2#`m;(n#R_L16LP`PWl34FOCU=JM`LUj+3eN0B-iRpWK?;o%LhdCXKZ^TZuo$9 z8Y>m58nr}%42i-msg8a|877>XE|9 zM8(ZvOMwgqWQ>e9cKnpg#0W}641J~)97y=^JGxUkMkqY0)p?!)Rm~ajVw9n2^4miq zTcjF6!nxHhC%;euj`$S)xIlkHaIqe5QQaapa4qZ~NF}D=C?T1Gg=-d!S!`@>4&ldT zAsrRhge)#26S5qVaS{&!=DWF-@Q|ktp%zxC)NrtaVnkXWX&=5t?$Lq+NO7pfYuE+6 zJ4TKHoekjB%@(0lX|yhJ8 zS|lVXeYr~imaU^KJ4%gi7^*~oW^A-<=PFb$dpBa_xN>fGH>R>VtnrN~(0^~KNtNGIyQc|*E}gDe6@ljlKZ zcO84e!!4TiuC196xl}RM>sJ#drKBomxVUQnrmgt~HI%BS6a7>AZ!b`p$jFlN7#k?m z+}uMcHN=h_kb5eM7r{faE+bz7FTu~HdLvQ;>5KS-4-q9BzHv!vQEvgasSO8P*Tq2= z8E69LVc;M5LY8!CqRGX-ti$&5%B#hys8L|UE;3G|U1^PDK(pBwBOQIY?SPwbXGs~R zQCmu=jW9$bFJEmUxh1}>xn*!b2&mD!40^ARa3wwbg`Ew$ghA>Jcq{qI@wp%qTG@_|T0#d8adIEIBOs9SM3mR)&w3tX4dXA-3h#r=;8CG zo|<0t5#~2O{EQpHg7kZuVrzUs$HTcs(3Ni6)b)VtpQcRy$c5R%l_y{vFX{Nx0 zGfZ6mU~Nil4PN-&#k9>M9GuwZnx`Ri+`dKJ;|HJ4-$wB0@b=yHaSI!PzSJgGk!*&4 zG&s8T4fas9i8$DRcNyWcklZavjBx}rsi=v2#k@#a*zgsd;@a6Q1<}zNa^l$frl5F5 zWeJD+C{v@+A?TDXtoqzt#$03!8=MBbFehIBMCn~p!W3*qWoN^lM@9(EfI zjuzUWxk|o=46`79*j1B*q;_6ju$!lx^k%j>*32Byh#BUXs@-HoWT|ft^^%A;UiA6f z*tI2$(n-7YeX7*rjq8jDzFb=BNfZJU_}*Clw@(LH7~(*)zi-}P-=-G(a`{{uRfP)Y z)gO#VBAl8&!_|ZXIX%8K+;{~C)lN@bpv~UH7F)Fx!+2;04ws&7yn?F@Bv;7m>a6)0 zvRdVI&UZkIZ0w;ra8roz!L#lz%1cqk5WJ)ui*Cn%>s*6d+t_pjAe%E}|j;VoXqxT>H~a%oZxozSq&LqPZi6dAdq; z*nDMuX0^7);pSBQ(+D}FFb`n`bUG#HaK$qg1ULqf1M9`4g|{D)N|!$+1XC~?LH!#U z8~i35{CX`O)DA{)XA7mBEBZXs$Yf9DlYL91u=valG+-DoIIUXoh2DWIpKb^S9lblikhmQ#1x|Mj~ zdNsI}J045PXmTJKxxpc~Ax-aOp((=~JP1-)xcb>HK1=PtH<5L3#kLqY{G(ac$p zXSslfUe) zOZAwRWFeR`dvVTIcPA@kM<6-chyvEh#X^_AP-PnGTq4b}P3r{W1S!+vV@We4)+a!Q zPruXrQMOQw9(Lc6ZDQmE4j>PQev6dRy(I??=9nN^k~zV8gA5XdtU1I=)K-~{A~K1p zuQCZ1E#2~G(;9Pl4Z_^pdcL(kpv}0SF_{IfY;5Hy*@2n6=j?EgocrX#hXaGnF*mL) z+DMt5Iz{VP;o>tj8K{jg_73&*ki`i*{1=TAs0G>ab23e!0E~8u73Q8j#^33@xd3-P z{6okJ=N({^H?~Fn;O2cwGc@LrlB6ABvR7IfZM@baktQ}WF}EgHI1;%I5WC4tx}c5< zgMT>e50$j*4Sv~jU>e6DV_DSL81L`>wiz*;U%mU+n8J{y9w(F_Fg!A&` z+ULc~(RGQyxyGLIxef~5OZF;PwSYSFt;-0@WU3_;j7LZHcypL(i z6_7{}JUc$+Y1!omagOMvXEAfwrsa=6FsIU+pGedMQHi{tBx znbrXKzkl@)|LGs-e^{}NoH^%I;~5i8d#%jLL0q)GsaW!0cq!$?Pj_lW+b_t0Q|y`j zxi|srD_cSogNVpKUEV)LOP93{wwus zRguCUuvf;RpSUDU}o=CZe=Y^TXSGmA`2=!iFS7hdK$pyDTK2F(CxNy172KG!u38d#oxX$Qh zT%H{9%s80tl&_VlM{*|{r%>E;hx)=1$jr=~yc!fHhW=CYL9mZt*_|6bN4R<8raZI6 zmukc*XYiAPF1i+Z{#84)-0P(bR7>h$gpUSQVuRC2gCh| z^jjEM4Si4n4D<3Jr9D6D?NT}arjBnjZ}@9%v`2FD=A4ijaiw7~1--7!D2Uj>HCi4H z(}>@YLv1615k4W_UN>bkZ7Zj2-Ak-UFyUlpNOAQV5eGsS&hC#Co!J*iH6=BH_T zhI{@PBH^|&iub-Kj2k_o$(@tW@$Ry5CCeClYKYM`RL7708BxL+Ae4DWp6*+8+-Z=V*&lOZv8y^b`nI z@$%YAx|bG0O@|IGy#38*AI!QT!cYc9J#Qc>7J^NN_*5-3AZ^*x&A-9@$~M#d2DR(wnb3to&@dt2{J?dizEX=8$hfm5T0mN6$|r@v zo|OM2cLb&LAXaj>hyerEQtR@xrPFn&A%%IRn+)HAu-T!Y(*9v(o@M57X8a;lxQuLf ziIWs6oR7v-SVAQzw;qVmqHDQ2fk_SjAu!ZLsm_4@EF=PBMh;()Mp6mF$oP25MMOTP zzl|K7!I62}`zy1B>h=(TPJReF?jURY&D|bj|jIhaiY=G#&5)QYW$pbCbRVW$m zVELtf(L@_D8gH}9MjM?Xg|kNTF0QcXZKA*)Yl2yAX+1t7)6vJZQzIkJ8%ZfhR)$6_ zAW;gpTXYa9F~X^rUxzZg2$`d*7GU@EU*I6=g|*g0hAW`H@q%Wlet^zaa_Hx)qkqHg zOWoUKJss$&lufyG@@CRD;%pKmWn(gII17h>(n^=(B4LGcsVPpUL!o*jyYMV!sD&M> zcr}Ka!6_?|LdB(=4016`y6C5ikvVu-V0eV<3Rm|}5GG}BJmO>)?G6*F$OWi$V`eCW}e|<LqXZ$5e~_d@Y1uST(&n5d|n1Kq}|!Vk4d?GTV^NM(O_=q zL%G!heaX@hDJKdzrJPY^((LlP*mQ15`5Xl)O4=5)#l){zvr){M?p&jale_&|0hY{? zpXZ?t8$O7v{3JAsdnHi_*F0E)TZcRqsQoZ-6Q+ebv*8|)3Sjt1syd1ZhEo#$okg7q z3J=>9)`+8$5vH@_ArmHILXNVWsnI!hSSVAHAPX@>BJMY)TeVnJCu|A%D#wV4Eg?Th zwuBdOWJ_cz3UWdSU5oDaLf-_406r%4jOnE7>3Pq=D++D%g#a?LZ+$(P0mXw;F`-Xq zLH-Q;V&sCLn$5Wu&W%PsJR;rbOg%)YD4>*fg$;)A+-TBFHy9N_8;p84TtzqFglZp| zMdKmeVcYF&cAsy&>>+_RRYxrx(ePMx3Bc6RMBMNjBZ>$-O5!lm`13m>ju}FN0_8+@ zCn>0ddYbl=$)3w{XNI#Zs#3cSr|=#M)<#v`fE_+uWs)d03voe_QcoH@EtNcxvmR!+ z>!yqqE*cYn`d#cMZKA;itL9w3%AF)7L-{Z<;UjsP4p(N&YBNY0;1cjhyN0c7u;tlPgM#q>wM$vXN)9 z+DtkNd6S?i>tQ;JNc%V9gv)FAiTr0&N(|%gGpx~A1l4p9&9%#y_P%-d()W?F#|oeD z1u1;X&=-hU{288kYW>|v4gI~KEZ7l**R{VOSH`zO(#&Bon5_=h7?Y6(FJiVT^b#3B8LnLg(~e~sj>Y~N-rbK zqBzQ0ij&~58S#YDjn@*s;zARoZ75;M_i+n5*JU}?(cl#>DIhJ+r#(?0AZUohov81j z_8{Mw>jW!fZrYS8VRW!3z=k{E090shJ>8>K_aTyDDB@c073Sde_;GTf*&Ikn2uaPw zk}*q4g;S3+a(J-F+~1gNr$CVt;#_C6*i=QEmoIRSD4|16T(tbKhwu}00D%|0ph*Wv z-d%j3=ldZd_=iW0Q=!FtPg8J56)0H#@&r3CnUv_*)Cf9*`GBRgi`p%&2ii=*_@#+M zM8du+{%ALu&{A?$XCKXjEfi0IFC3GSMZ;0g2%}8M-7Q6mq%F~~3L8EHEBa$`4>WsQ z#rGS-O*niJ8MT)rcP@-j>amY|B)Yh=egl#FsfuVZ4$c~_K!y2aM^AAE=!|)kwZuju z?iW&W)9*n%CM5o7^tiv9>_HYl7I6^K)90F*5q#$tYU3>Sm3F-6 zm0k-c8on*V+#HZ!#%Aa@k#0|;g-@$S!*H;15V=8cHD1!9@jP%$5A&Y}-1Xix^b9A= z|0sw>Z!|)ZD)rtudwSm;54li8f*nMpMksyN`CsPm2f-zug zYbv8HY|TdEh7}gpHincZkm@6%*n_HSREASfbXZK06k$qne%#$Vm~aT)!jhM-(c7Yl zDqvxLjnUKdd?RT6koM`+1Pv?_d|Do}FJZb%37u#MrZh9wPZS~rur^lV{Cr#_dX#h3 zIEXDY>3~X{l(ZZaYCtJ^I*297CL^|m+{kAYnue9ov`3hob1)}y{EqWfx^BtM%NCB{ zer#Y05ZR~WXAhA4J2G;5;0?7jqdFGkAMG#JUg-m zGqr|obY`_LXTEKtg`A?~H__)|;G^E?){7CU>pky47wjJT36jxsa=M<>%V-3X-2d;4 zMzJC^xN~85!(-q&H?uOMbGiqVlU}`ReXKa))EfR(Jd%p-Xd8KN5t2cdFTr^|q=ea2 zpJrxYbvN0F6+T>J5(Tp1;RRb25_Z!ijp*g3?>ZZUp5r599JJws@xsTAyj;Us*yqLF zl}E(QymDhpP}&!nagGw^6TK>6SkI(0lJ)EZeTQR4aATK^Lahff5djl=pb;{BsyuKY z2?)k9xwf`i_QO?StFb72+9zw1{ifC@JD;HdEx;W$vFf~h>y=yPvX$lzg4gZ~ zp@Tla3eVmv+Rn@UMq)jRr-j7#1wCVO%7!o{!}9wTKJht_x2<}gtics z;?aFddQmDYq2yX`-tlBKgN;UoaETL6yUmU?l-~Xsg}2{XL;ru?-n==EBgq%+v6004 zrbykLx<+S_5-(Ajd2a>;KoQfp8iy#g?Ha5A6o48QP}Ox1M4LUc{s8&k_A}dO_V)Yi z=jczeKlgBt43A7?1&ZjESvM;a>Hdqu!^6YF!=r*Bt|bwas)`=ndm(FxQ0z`#(SnbL zRKHJUK{WH&tQ@Q3WxRS1tquT_4#6LjpyNX##Z4))R^oI<&hxiJmu-Yik&qP6F%uK1 zmT~?1$&pst-3gXOMJYThYja`e#-Pgs%4pYo{4eF+X2w?VW@7DYnz5Y`cT1cHAukNlR# zYhxdEs}S=5DsIq8poqtDO?iz=Lsog^y0OMu^rM$*Mhv6__0jXgw50FU;UUX9eOc{BZbUfJ>ueO_wrlICXUg9HgrXR{4ds z;R_gVjxj285od%umDzY}R;124WJ*B@nPA4C$8g5Df+Q%2FG5Bo4kWNDtH$^P8A79) zox3m_DLQzk(>+u~%P_yG##lBL;J6y%(;lu6*>2mklr?SXft4^oRaW`gDg6nUYh1gb6dmc+Uktr4W*RoyQ`H8;0l)c^(Tr0Eh;!D!gVeJ z2N_mw1*BBo!AlmY3V!()&%1pLElpqPLKr*Q|K(*DebzpJX5y6?@94T{f>vjMy{%3Y2md(H_aou~#WARb8lnVSd|{W5#1-MON$!z6kIYhwV`_`HpE1Ffzd+ zES_9SH7Y`!6!EOCqH?Ra4n%6z!Zmg_?6zjP?rY^j&V_PU~+3-?=PGPWvpOX#I?KFv6yR-NwN) zrfE_PisOsoS?1RlkSdMtdL!7MS%ug;L=LOr1vs5UEleA|+I9q{~EZJQ#I71)Mfeg)7F zMND=X`Id^l#%T^*8rx~?SY?>f;tn*h3<6&H$1{#`_O#PQgF_oEcQI}-5TX7MNZZ~b z!Dqz;&D9)rFcKsCePYEFGR$v7GZTBS0^I77TL3FDbUe>}(XdOJda9J7=a#>xVvYh} z0!Itza*46eIBa|VET!2=uBt{mZbO!pEq>XREl;!CZJv;zVj=;nN#Ev2*Rh}>)BNI0 z_=x^>m26uZuV$6&@!WaIK$mTU3A`N`#`uNEd2LIQB3^@Scel_gXy%iTo=WpS;FrHW z)7|3f%BhZ3!2vWcI@l^OsxrlvC@U<-$3(8tbO4z1BrMMOFgP`b?|oCoHjA*y-=3wc z*G?xChv9sC1_!Ic`7vcVRYELIW5tJVdFI=x41}(UJ@9qI)f`wWjfVLD!YC`)P>wsZ?TTTkJtkz(MJmQq#o3^B?tCuoC627rR|_7H8N-acFs4^tdmw>G9-}IX6b3 zt$oQ}V&PrcBGUE1r7-a37M+ta*eMfLYP4&xPjkj zH(*M>BREkkFT1pfVwyO`vt{)`V}WP3{M?-X4WP3$i0NW*gOQ>xDl5dCaP%1`&oM^*YJNMT zb+)^!jXwc0tK}E1qfMm4#>cjj$%8cZR)!4oPu7~7?3Tg>S7cR%Iz#jbHMW-I5LZl| zp0fre@eK28e{fIUS;I3vkJ?Uie{;KOnm@^usWP60SAKn-nZ_0dn@@C~F7A=6c|xCa zJF{}4?<{Icm01;S!vhUog?4nj@;3>O5m@u{+eUNHfFGL9U4_kClXxMihH#>KzWLj3 z8<5d6>;mGXhd<|q;q1!+lL3+Qr(X`?TPg=uY=nm)#fFH)Wg7exQ?@K--Q8W%^Z6MZ zK;&P5aKelY>GpQJ8y&TH9gjXz7b;7PBYJ=)TWf9Y9kkJ}Tsu}6ScvZ7!V)-qZ40MJ zRXoRsyz&bR0cTW{qd}ZYMXkS3vQjMR(tKdq<(HjXB@DCS9u#loiF>f*-;NQ)TMlvPnh zyBEyzD+;(!^fxQXeQa5@8}0}JjpNT}W^6+^yvQa3 zN-d?7O%dAC`1G9evvSiMw=#DmMdcasNkOPoddw-mLjOe0p!cag(c+k{G?H-WRoSm;__h>FzoZ=kUimE&CublbdWr5sf?fa!+L*O64${~bPMPzL zvj&-2{sxZXaK%{nxwP^PO`2*%DJ6QM(vcQ3Mb<*N?+^!y=((29o=TN;WsvAzX(>~N ziS#eDIEM=>L*$du0AknHTz?+1r0{X{z+g@&PQr|22qkg3kl3D*{aP$yIYESa$$4GrLQBNHG3}6I+f@1hElWC0 zOd;G9!6K<|pgY}qlVpIc0wKW&Bi}hL{=r?9@iZ}sRd5_%xmetD01yss^p6R4 zN@rvSLKxASn2VHAry+t)N{1`SZvPltoai6 zWg6I;LwmmAiKq~0W|4pVOBK*h;ed|R88wCr~Gqx<%ws|dXNc-B?W(e%UL0i!@g)t z9i6XVPvw-qKkecUdD+Lm;nJpoNj3?3@jMUME(|EEENeVBH8pp9@|*6c)ss=XgLuM& zLTR#MMohHLPFJI6YOsh){<#|6K@-!K*|#|M3d0@ENUjUnUX!8X5LAgR+>AOL@v2pZtq;z9k8VqU2N>s{~|}IBerc zKODTl4OhU%p&)}@b6b;k9uqlR!_ntA*NG3GC&G#_@U>lnDUL(6tw#Bl&6-NO^o>HQ zKp~&}(z+x%_ScqPlh04S?sfK4L1zGq*EkQNpnl04&ds-^0J3I*C(>Q{8_H+Rg3y&h zc$gx@3~>z4O`P1ZtGJ!mA02aoD@=552n$fNJUqSt$|!$N8(_&TY}{mn?nNLBB>DFM zhEokeW{C5mT+?;=(-JO!RCc~KYMJ}v(G@wUNjQ`k##($xyT&O}$h>1vDvPkgDkYeJ z3*!^b@{R}J$Dv6&nOe1f^X&MH3}ea=bHzH16OSnhig48z0XN^V7dRA(8as|W1A~Ls z;oW<8eu%2BoZye@VR3+Q@7(S`WeP?zQMCNvMZ0XaPTumK9g_14XTB%FxoMyrQBjm> zr`hh%5ppWaZ7o=Xg%o${Zgp{KkJY_3n;&EPA!3>%Z8u^Pag~FhpagHA1lEu8T~fEd z@@@YLnR3>_BrEcW>g6`BhA-d|I?($7DpO@GBtZ6Yh3e*=KAo%Ai-$)C)vT#J{1?eG z7wW{@qaH4prXXKRGskxbLN`Pi?-N=avAIkv&2S7;I41QknCBcEjBh!!FycDt*t09( z6rWO6lSC}NPf4)KlU~ijS0+7XDJRekoBRi!>$0aUY*@H>6*>v9(sH|Q10+90J7=^Y zcXVN-!EIqBJzCuglM04wg%WFflqs9)X{NbrJ+V2x=!+GM~C~JPh(E`6}ZR2JCpIic$e9ajf_4$ z6d`iI)abxt^GZkT@~^Pd_Y&c-5CEiOpsdOqj@`t0LP||d@z7$Hks`d{$je^cntXvw zayM}4hCGm(@CbK((Xt2zE}I2D{o+;kA?|eD+ArTeQL`p-h(aVIpG3S7u)FelLk2poKU$Bf&9gpTi9u0xtW>UfT)D2*%6iQr)nQlH+Vj%ctdQ(O z4F4`1)uHh?R5SNa3um0NVJ11_PqjjDxm|5KyoA{s9-Ezd)Z-2%;qpZ(^jEkDBuT5uP{=BgERra#oq{}mR+Pfp? zFrYR$hl7@gAB@wj)HwEJRjFiJ8s(CoTh~7k|BIs$vb*cTB^0w72yYsIR``cp%w;4O zUQ!;`2D`6}Ak`RV${!+&8zme<$R@ua$z6G41+_R!o5)BOYLgp37;knLThX3F{?Bql zf@6wYJf_$uXG$D&WP@k_Xs^9%gWGD10N0yJB~76`TuQ26@QCBNyL;Ju>m{=GAe|*f z4)rZhEINx_RhjJ$8}L)Ft#f1#IBhP6irp2t6&Ac{QC3CJFv6z zw{&_da3X~=y)s@R3d-Zk67kQ^O39p=tL4F3w{$Oig60)H^1V9jlBLPH3n26j+&OS%qqY39PBsfKA}hp0+eqNuS886dqRIl6Uxv6>D0~T<6qS>B z3aBF&Z5Qz}Q@KY{_w-41OBIsxLIwi-xd^(dtRjs893C+um9&_LLzOKMTT5kE!lpq* zIFO~w(!5&Eu+C$B`$B6_l~Dh?< z!orn8&i?+_|21GuhD~I#iV23*mw2Et&mBRj+4Ku3*!S-|2(YOV$|*mizW{Vy3yYX| zI-7+115Gt+WLGKgmZ1t>`MKgZ;4Uc<;70ofsm2slqDmyN$=_gZEGXJ;WiL-ks|Ai8 z1x4pm6d)z%sOmB5ty{&ngDzdUxJ`>Td$y^@{!;3S>a`6&HDIqPMWcf_=O(nhX~`PZ zs)T@g7>S2xr6`4H;FQl`4;wi54a{VsQSi#o$Zu-GOiR{qhgSU+^NoWpEedTa_?j6^ z`BXIKah$cnH|8;NDM2 zy|Sa%WxyCl)55TgEcxW+Farsr#iS>&F5K* z+vU`HGV@?x`8`)Yh}UWh*DShA4A~>Tg_Xu`ikSav^Y$41+j$LuuG%+u^KPeF1ZIl-w z>17r9Xc8?^T{>t9*Q1XflFY+XfGLH?Ba-@IH`|3JVL6K#F2fv2Ko-;qoVbG zIJMRTr~E&;^?sn%!@bIbEiCvrEwjdQAlmr}{ZZMs zKm3RrWnA0+h#7#TALq`xJr_$)JCD5frXnFZVjCwx-L@7Qs!FpxesEeP1E>5Zm+bKa z^eTl&!ZS(1KV?~ed}{pzPWc0eivF3(y!?=8i^n2^66<$gAs7hPpCZVD59L>tY7(7Q z*-MY1v;N(c3OZ|{`2x3v6HCZG<&>Gh+F-rHs5dl|?u;Nq!7TmY#zob9$FXZ?B2S0p5q_O?0;h1wqE7U1wqa zIEj&0*>m6|^Yf4QAjQ*N+&vD34*ksooR_eyj?j0QCEbZklBFAJi8ml?!|qnM)38IU z#_y)26^n;}S^ie9z4gM`OT{8-(CV;0w4TPv7D)xK{9N%HmAkDaY|t)U2h+&_w*Hpg z$*2jpRPu@nMhtbK^0tyR27`_}#IqT>BWj#KN?frjGVE}bh&vMWWNs3|s!3(i0+L}=IiRyo&TE%LbUn2k%iy#A-wwjKu_mCTot`ns22Iv(P zxW-@FJfMoie&@25@&1Fx;J|M1)@)-cRax5z9~DinWa#~%BS#@k=cOr` zNLVa8MSEAvg+F6=yRp^cR7lvkGKe+Nk;T>wIgNA#ST1$6h(9+$1dVxd{f23^yBFX6If{}AWYcs#gc*CSa5`pNFf-9 zVh!0Yj!N>><_^z|B{*=zkY&C3?l>q^cY0s>d|wS z;gvUWwZFIPf!C=vSmocivS2|#o;oynlUE|JvpH`dIhZpwi7STk!+YPEq4GM#0V}sY z0aK$`+<+S14MB)8^qG;$Y0A`v%@#9C6IANJSKSqC^SK|+phT3>tGcwE^@r#Hav z>5BW|y~1~-h2jOj8)Zr5x_^2j4XpCdSa|MZq#5BsAU48i!W`p%DM}M18>JN{e%eyB zVu}nI!a?%e+Ows_g{k@ZrD^n*4*~ZQMIGiB94Jt+5($@XX$y{WX$o%98pkiG1QIf2 z)Lz<>sv3}Z<)6*0(E^7Z9WG_-TC+!r7nca&x`84>A{@>LvWN>Zsh$&7xCFxSL^Br# z(hnL^01FAi!H#WH{WJqfPS~l*bib0V30f#bulSbop&IZs(K{ZT8LIJKbTpZRFH5`o zX&qe#Q(ieHFNBSDdt~BeDvDUIC3M8W zAlL$oyXc{HD5WWb>e7H!{t-_R53%=7JAI8!xQe&4JH4YV-ery~WhW%jF6nEP0A`nz z0A`m@!m$bQc){1refd>Yk35`YZFx)^U~PGU5(Dw-(Rt_NCVzB#VhC3GkKE*sAck;+ zBfF$i{OqZ5npsY8@I=9eo~C7~YKupwCl6qiKXiqIJd^?<+=WeKS3#HI2w>)|^-3{$ zG>LUy-AQ1Tf9nbcFr*=mFI!eZM>@X zVbr);6iceb=0O(=PF$yrEl${`{)VrTe4U46co%V&eLEra`QP^FFy zDcbLtbh1}o#+Lc0uzNP(r9!|fg252iEXSLTNmFxBSh>LARIaG!i*Rh^o8Rznao}Cw zhW6bC{Oaw_2KU54WuCh<`!4dyHkd73pqxTN)90z71y3^~?{Hlc#l@xXYiYEja@gG0ZRHk~OGMs3eDgD!+NShh0|F)HOrB$VEeL+%9s#Yz&6`LyeJVR_>4n zv$Yp^pT|4whEs}hgI9CFt-wPzErf-1Hjogob2Mldh{`d4_qk_JAsdIS)&Xkz0x`HW zXwM$*9U&=Q#~R8tsc&|gf4&RvCk|q0u&B`IKR@3)LZ}KdJ^cNz|2MHjEHe;so(?(| zX(%{$3Gru88!nLxos!}0W30J(mg1-lPPloIJ?3(7&$LQSFBE6QK~2XqrG(_qS5`Q$ zg89-N2&CKe`d!4zx`x1K+lU%5Xf+YYHE7HR*&z5l<;?s%d+e66YQtV7Td3EifDrsm z#FU=oKoXx$yc<`LY8x_hY1Iqv5Ny6egKBy~!O@kbvNgxusMjkoiAVmnn4s{oJ$Egi zJ)Qa^VNpMF*^mano&&FG*_tXco1CwTr=O4|Y}Iz?Gz-8kDcHeiw`C6_)a*#rpgBIS zE&2DIZhu#sl84V#g(UAMMR=PAt&!ClRL?5^5W%a?2~`BBw0x$1Q)RjY)T)oks_gi< zY?ce{t$ugV-5F946ZB&sLvK*Tg{f;zlw+Z-DzzhVa$U+{9JKfD?n6PBo~Kt0>=LJ6 zDWQ7bU$3NEz%$DK+d7X-W=ly4(a0Pt`7LXq0cNA#o;unoHmF>#i+tRtPnV`d8l$Gq zwPf&n^4>*XN`{z7WRZ5PaHfDCDabU~s1sq6FE!nO>42Ku&@sTC9g=&awpsxHnuivk z;X&ejLCGpoaVgfTsB6I{|AMf{ZG|KKNM(x8+~tYX=tLBX+~rr>{o~G$)(D@L0o3^E zN)d6&&-*lH&e)^Bldz*#^i)uy&+s_3h+BSnnc0VjscsUgOLKk^W z)UEBfId9;D#>-KMa)E5>ardx2YmDbAuoAEQ27$*2klJfN=KMGl_hat}hD%d~x6CcS z24qgDW15q2$u)IMKh|U(3F|v(zJeJ}TtsS1Oc{QKKM8yDZG!J@HMTl!xDG4NAJ!}z zf+B#)9mk|7L78uUTkgf7L$^5VLGDVQ^XAQ?cB^A&#hSHQF;fgk9kxO%+A(rgH2=0% z^f`Wq-s&5zSR-2n7*Ubj!VYy6EqLYEexnMI{i>hPynE#@E!<)CXFW@6HDXPaNL^-% zm}UMA?(}AV5)CN6-}IR~dyC-5X7(qPVBwD_n7@eeD-D$i8rksTMxF!r0C7aovD-g&dz?=2fBfxB+`2IPbZKRF zV`}xc#p#Xbb8F9x22N;nge<$}c3c}}hUyDC|731)YUQ_$shJrAl3)OqKnhMJ?u)0! z9h{W=4JrH6`K6_mjhVS$=4NJ1C2Hmk6_sNuVOT2OCBd6teKz-W%^)Qx!()(ynPS`$ zjD@MSmAPLx7S`w2=9cGwGhhk%T#o^ZxhksGY+-3;eSXP+Or;6SZf_u zC1s~L=LBbI#nhw5NE#yxV5Gb+3h(8m=d+f5f@V0T0*;p=Xiu!1ri=-*7-Mz)$?CMN z#^k*%%oIa=8?V<^rl##^nY_0>JH@#!J+ij4K3k;%5@w5I`X%J3XsRuLjf87*ZAqL8 z?klrXf7pOFTQ;IQ3HO4Na=-CpeQthcV|r<$cxjR@4((lqKm^ z2<4|p@5M-LS!_%r;L9{!P2PuN6=j4Oa8`6_!_`?U3=_8@F;d>rhIplQK9x2M_$kr_ z*M_U}bJNz+NLYAPca&qL{4WZB%>9c$n_ih@e&JqOb-WZoYOuDxJby|xaIBR7byov^ zS=Aep=wq&j;izaIl+gm&3#DLjy#KAbgF@VZx0c`%jh~ID>xvm_^K~T^dX|NQjQ!txXrQLjIj z2Aq`pCCs90bBi!JN|W^@y>6H(#)X;L`PntB0@rZLJ{08%S}0_t{4dJOnc0=urv_jG zU1NADg4W>aRAd57UIS*O{4WXW&+|)9rtBm(K`&TlilKE_oLYEoeJKdcO8ILYPRAA( zgvb^@Gqb+Du@()4n(gA_rg>$fWxpUVHrAfoHRB}x>x#&%Jpb9nnT@CLD$GX<;0gGL ztd#%7*kA9_r@<%^Xpc8CKzLemm-|S+l{%kXf;~1RefCN zdOphe+|RJ5rb?_Qu-FPlmiHps%qX5oc{3yBeTm_oqvTUhA{%D{tzelc##wq@YMKdJ z-Sbh-H|Wi8bF)~fJzZH^D1%I}N~>b2c$c0{{en4W<>&Q<*+ttM6SS6PrWhCI7M7P* z*0@5Zzb6>SA*-1GY3OL-Z*;Vle|2r@wP#}C&#a2_FD}ndO`{tkC+sBc6R;}tkKC}Y z!$0uD-kcLq<24OUmZvATzAJfZjV|k7D_pTP2at}_eGxZBxvlSGw`o|ln)u9da4}oO z^|h;T$G%4GB7f{vUpw`nhSi#2RZ-%n^*OJ9d3~>0z)87Z(syO2>;xLjGE)rSBNcAh z*XWVRFY9~6dpS?3M?62R&ke0+=;RE+CYWWaSSsEH{bTGneGLs1dQLC>=la6(#?+J5 zrTO(WYiLa%1D2WA;Ud3=ne=>W#V%PVu;mOdMYzdt=bmmnotj_8%5`O9IWpQO(4&<+ z74e4tmF1uUZ~{4~VySo+$cMWzwY&_o`*kgWkd^X3H@`FmYd&5vPheLTjFk6Pe&rla z)ALiStEK`I=*tp6MY_U&VT|(Pe1g4`n4RKWls_!3uCLfZGl4`KUW#zuy`?P&(^?bk z0R)^Z_i__W%H45N?oO6UzKcm^$#^aC*@jo5!8uJ%c%HOq3$=;r{ zZH%>jX<_OQv!~`!wam2qXRrlRvbHDih$tK7`_GG!!mhc>={W0FS9GwxR?OJ@X{8#?A|WU{tRvUi=7B2aL7d56y=<}U$T{$V5TV;DQ~I4^3v+u z>D9nt+nAo8om#{cim703 z)doaQ;H0Qxsd(4TAIVd1yMKZZmI{uFcD~r`3C-4gg0UWOQtlVryYl|y1e!KvCHy6J z9ofQ=MB;B0yMEoJ5#!MHxuu!eC+l`+wZ?-rqH}I{&CS7%aifB#R`9C(+Y^d+Twa3h zY#OnqtHz-P92M)L!xy1GV9jK^^76y>&{AeiR)3if87{I)hb9plv;(;ACc zVywuQ1sOhQgwj~czQ)`h3#j}QM`V5W*V*ay^5*ty$a=t0v1A-SoxdkqN;S;lBM z8#G%nuwDl(V5w*#@9T?C)}KB_ysMpGUPImkj*2DnP9y6HEJdR)UPInJKgAJwN3Kkp zq4YK6op~vLkvc5lpDabycnzsjc8Vgcg+28}Ok-B*y+&(!eu6W?9X~i^%W1lJo$^+5 zqmiq8q*Fr*utpOHrI9f~tM?`@a@svGGEmcax+UZ?@VgVd5qoB* z+|MF=LAe?=Iw-vw2ivwH3`H4aOkGY3iWzII-j&Sdt!-omq`YX9ua^^780`P^cw?ie zW;yFc)SfOkB`y;#pc<5E&iCNiW`B3%0O{rpc#XKYDz`NcBhvYi+q{WLT(^W zR2g_J1-L5DRwPMu4FKJuY>_VsGA_YGaz4|wNi|Le769#Cv^C1JL5a4?RbD^MDsw_H zGi2VtMV0p6@fxQ^AyVU{n3!tyE;sc?it^Y@NX1j5V3n^Op%*QtX|#;3nq03z z%(aT|Hb=Xp6aIfug9>%58hjI_>Gn*`lcvkDBbM1}ozDSf2xZu^N^l`XUK5anwW6Kp zYYod2XcFAGE~Oh2qbU^k32e7_+qP~=3cflisZ~IpyRRPJQ1YBzBy$X7J6BR#GZ9hw z7nqbHysU9*j$alEU|bJ!`f;mXFY|T7xI3!Z!(CW5`{pmFR!_RpxWLf5USw>!CdssL z(v*_a!i1~{ihF@^kv$8y8ync92_+d;02K8N$|Y;yPD80PQ-wIoxw+zLGD&pCPm`Xv zqMhS6CCe^JpC`f@BkwE`kqKfN@iZ)GVoa8YpE}MkRNGEeHPd1-1jlGKMgrfW4XI9) zZPQe$#tnBuDB`SOm$+7Xowor@Qlcq!^V}8mJb^a*?E$U{50&U?%n<==h2uK=1yPcAv2>@=ZYSUt+P{_Y`zds=Nx-Y3+Q!oSmih6dt)hXLnN!oUtkb<+7&+Bx%DJ~`mt|T*Uo3w@;GcXB)vMIvU zkXz6EpuEWNNL;5$k`$!?D|2n#H_OI(l9o@gs2poWI>(QYAG;Jt(l*Ix%sxQG zzX7*2?~hW+p1n_xeV$XSje{Q+M~u9pw&Fy z=^|{A>Xq1Pzn;U@jGgWPw`H60pQP@_jQ@hOf}N+!L{YEa$d1V*H8<=cwKA@jV|9re zkPh^s5^H)91nNi-3VRj>Wdc*hqNV4H$YHJ7B^z3N zNehT^c0y4!Yc5>eInIJls&R^3?Nk}>XLn!_(S6mXl}~K|?Vy&-U0e9f4z4keRZ`L- zeq75cV?{c@LwVB6`aNOJK3>x@Ppi~{gS_znSk1>-tF7jH1MjRqsV10a{1n36wCOIe z>NyzUE+D%CNg4u4vPkMv02K9X<@Qp|{9ovr@zZf>W9b6k;L?)~N@#9mzs4<>(2UHq z!Ay&K@kL9KF?V`HOt~xGnVpKwvZQGup&6rXva^I$@&TS!pDAyx*@c}E>5lReE@@3O zR)H{ctCnx>w&<1+ti+E~&(BZ6!Qw%xH1vhtPInWwRcSstl}bD2w$fL2``r;;&s?<# zsnONrhletbmmp{NTCd8h$5R_3p1TUtdA#|DI&}j6ig}^E&G!_NE6XUHQ&Xz#Z8!s* zugu$VXMu_ftfH0jskJO19e1te`Sv!<_crE9J98wNj43lmz+W-Xw8@Csx90dMDZDmW zFkr1%=iB?u-HMs<^y*jeSIi6UK8JE0PelXBbrPnQ7kMQKz>;N{kURf)>xsFdJ&i?p z7B@W5rHj@}l`sp_)Wf%=Rryvt)1na%aHnQ_*gS}CwLGQuemh{Vm}jbVOj4&MjRe`7 zRT+QDtq+*NSUY-SK-qCqII-^d#6V>faNrt4&dByoVCW6Jy>~-n$)eu zYOHdh=n?G_^&;LMcKh43ac8TU)VJe7iFt#WYfY~U`^$<2}mJZKaU3V)%~ z+~3@;2>DF1^v2*i-fa4KHG4e(+^BE^oJM^E+}ICruCuk#X~92eC$XeC1!JR+d&F5a zRcWTqRzp~8>s}-W%Z9qsLzly8$P+PdD0788qd^fN+G*@?D_;dd-AF0HwYP^8jv?Bq z`85Qg!3c_buG2l(xocJT?^!rLOOk9qn6H7ohz(_ zQ?rHw{@Tu$i+81lKDCgg2%`eK)YSg~Y}3{kI^Dxoe`Axv6O2rsiVh~;4aZw6`__Ir zw6A8HqVUFy(f9jS)xU*Hibv7S=1H1p+aD zlSYmAq3E(P@(0FzYp`$F%UI80X|Pqb-l>`L(>lmF>tQPHk8FkVkKm!Prw!%e}1-`O9ifKLlWu!2txYpv>2ReE%DEpCWlw6@z$4wu^ z+D;wkdtIo2@=p1wS%(3CZPc5+?f^HqcMmX47VFq>3ONmjeF0LjSbnod#+1$LZ?*>&dr3*=^ti#myzOYX(rUM}AK<5t@dMg{giZna%t z+toI|uW)T7jnouhP6(hiz7o7FHFwg)bwXt0M+(tP4gQZnH!c1K9aT4qDIu$C?c$jk zYSUf_G>Snv6?Np8TXl4v=bQ2-!Kr8mnkVfRfxwl5^-d3tS!;Wqq1wf9W2a#nC|?D- zNrrQuPVpjHgKmSE9!wI=aq8BAGyu}@AXHEbL~{%?GMZA&r`$OAKInoTQr$$ z+t82GaHk4et=1JcXBEe7PrUX?nnHLFzW`D6OAcLkfkN!0L6VNG5Q+?mrLY1ybsGXF zc@)xt1);zlZ4S2j?ecMrBuN@KI78+N`Q~7R!D>cHl3z4olrUq(c?&u*P9>0};e)BR zQr8Jz#kt^~Cmf4uV0J8?8}^UBpKxU|z7>hNH3bOo-aiuWp2a&0yfR$UGAOBf7VVAU zQO}CwYlR{+H_Yrfq zz4Yc`dwaNNw8m?t(sJyypU!cnoXHH7gz6v-kF|CkUa9$#bZ#P^jfi`7T=?dxO)o$w z$8Vk^T(bYHRg|>hmoldjsAI1^dG=M+{zlRSGiEXaV>{~3AMp{5Qo5tlSh6td2D8?h zU3G9pDa~L=TG$t~l@pr-Ek5#FIa1S-ye6sSaWkAl4aIeopP_Vp*w*4?eQ!3Q*sK73 zc6>A-e|%?exZn9({`M46X2U%saLK@qv#bsNHvC)u#^xy6Hu>~;mh`P~yf)K9PQQcQ zj1)%pgqVQa<*i1u*S_1_gcaA^vPEqi&(~53!mTOck}Yli7Y^+Xviar_9P)sno11X{mJ=4-8;cr}`Z_MpWmv0b zQ%~lyUmRCjj05nT0QT*Xt}n;J^mm2%=gUnL6IJpXC=9hZYInBjHSa8Qx1D!bo87KG ziuBbuFrpB&D^Kvd)jZG!q&i#_zN4L;XeZ^Hv7DL4^X8{)x!)b)EMbRuUlHC&4FtbJ zbT}S#!`|ShyLTb$gFC&W;a>OPPPe~%_x|08Oc1U=0iSG&7=;zMP<(Co7Qapb(6Mrf zm=8j}mmFWDYZ}BcGvAKmEJRZ9v(t`8*pFMS=t$Yvek2NEcySuP!?KESY;~hW?|7!5 z@J#VLWGW3yOzp9)u?@>4!uGRiqR;xRT?9w=k6641Fw@{(&%8^KghksMITkRRn)zaU zdpjb5yfy6}vqe5u7uHFXAI@%UVb8=`(qomMQWY?civkqN@0!RCj)=5g4RPUwmCWzP z%1=QkVDC=5SJ^Mf@YCGvSXmWiivm`uy|K!+pcAxgl~?##@dxfVca9IiCanFu(Dl2f zw-SV|-xZ*1(_I{Z0!Jfx(o2XyZw=c~I@7Veq*Q`%bp~A4z(sqBWKG&@8(tN1Cq&6# z#j5eF*_%V%yykO=b{4SU<6OGJ*JP)#*d3%k)azs;Vu5#HjT$P8TDL*B@3TQeL(Fpvo~1BqZ>oC}UI1cMGMd>h&_z9OLTT|s97 zpxKN;CIf>w)89;)#|{jo5`?RBiV&zJ>4VZ%#@M10g|^2$euv_zOc4NYN<5w^D1_-1 zG%`gE{*5VK%ZHooR!!)*M-yiHjLPI}!0(&MB_U~X0Yi5WJB1XKT zQ@sPFAcJ?mwcm}RhsF+GM(JC=>^xJ@3CeYc@(Va+ zUAJZ=k@uCrD!_)^CscxHg#GQg1GrdNFSO`&*xiazj)5PK!8C$#+3B{BwMZzUt4}yh z5{0n6vWBJXBA$hD&@2^)V8<5O(I{`Rgew+j=!DJk+7EQ~bC@R+gd0npZMYa{5ord2 zG`j0*BRgYj;Apf4ODrsgw+t|Rhgs-^15Aj7`-j3E^Os8-#o9lUd6{}bEPBKgZQ)c1 zo510K9&6DDgo1g!n8T)(WijCJy-xfg&e#E0&x#e5{cI0^xgMwPp0b7!WR|Fl>#n(=3w+*GsDu$PtcOkxeKJtfx$2 z$I7Oo5ze2kGKXxc*8_wTohPsxV6oGz)89crAjy!dIN9q!JZwdP}&ca?j8X#UETOYQu7u-g{0U*6H9AU_q#v9u! zOrpKAM)YB?h%PN{bd8si+G21S8)RckEm&L}OTw4%#L6%UISzB&^?C zcRaM1_-=2an{cyed9C#Q@ntVl3c~v{ z0nf~>pR!Ycqf>waxtzvG4&`~7~8WL>mmb@j2 zXi6(+pFKwo4e|-l9tWnxQ4j6_`esC08G4`mDqeP6kz22tWWrdvA0s=KQozs7Dks~G zaA&rVqB>eGC3T}G6^I+N%8PrDi$T@7QuJPV9Dw#XJr|J)%D07dkgJHD2s#L|FXvmk z&8?$Myry3f{H>5rkzc@Ql80%fD5#|{A50yPN#K(fWW%nldjQ^RZoR-ltlR`i;32hu z|DN=+G{CZBj=~^~Y4+vv(efNu9tmnyCBPmV^_+jy)crw9-2-Alf2STk8E7zQb{?;dd=`HQwsivq#1b!aoSlC-+YttaHC^PtRrs}v@Ikb+&)RYD@e88v&u^) zt$mP9;TSLy0)_T5w|u}xHG!#kjaI23)h?e^URna){hrR?3Y-4s8v;h^QBh(Q6D`;r zr(hy70lZTHl6$ad0Pbw3Z+IDiXhtjsq8>kJ9g=;StgwqRD5VtRs~KFff=hIEi+;|? z3LgBFO$`R{%C_LT?DpDQ-23mB`E0-x=wfflE~I}-X$~!lXCYm*&jkqZ=XaWazKboL_)J92f}@}iz+2b=0zHqlXV6`6 z#br;Y{z#pDi9YrPH3D93cu-o4q}3YOLcDzhXtK?Q@R4F3)l`3sp}b03XYw_O#Fbh+*dl zBL4#N{>Ks0!K=dKerS_>5L+tN$2g`RJdxmi|M$QC@8^3*S$m-E#9l{YOQN-Z1UqdX zsk2-CfB*Ym{~xU<_mG_OGYvVWhlE71-<@x7;uy8tM`w8;jjkA1sA+J%laqPJMjALA zr`aMh!MXx>p>k3Lu0_=-9a9S-5zcQ*j}-$^`JY9W%)uZ&2V1jp)9;1z*`JjjL+|ol z_i)&~i`W_*(H>YYMa`<#QVHX0Q^F++Ro6xLE%xlNbT_?P<3b8)g!?UU=YX$lnptJf zx`&OmF6j@c#Fp%=8IZA+P%44>d|9^V3dxc6AXz8UDfbCgD>g#AS#>SSa(U6 zIi6%pObayk*~}Uu23tJIIgj9)3%t7`413LOth5JKUcmP_wG)v^3BJH0sU0nn$d+m= z`)uEB;h=plIToGn?ryB^YLvPm(l(xVJTl*Rx6EgV7w*15EZqy!$Te%RYHC5ds%X>7 z6_t@@>>X7N^|8(9$pqqK9qZDA_b@9Vz$+T(BA^J*iej$D3Mi8Z);lY$-BG96hwTX~ z7dP8NvHNzEJ{oklUbKc*Hpcdm5Gl+m^Qazb9)<%DOfMzCFpSJqn^WMn{E<{rBADCzMv^Ct?bB5Ldc2ZVaZe2Wp0Y*c54P(jC z=~|RD)g`fVDonAO<}*Z6im$~QA}o^>srXsq>{2LsAP;lg*WE1!)G$*#U( zN>H=VFH=f6zA1QRfB);>vZtI`J%g3&4tQp`{fpvT)C#^@aN2LS4>oKGYFay{6a23> zHXI*D#{v@>H_6}c97kE};AOktM;k+qr7?|AGi_B8OF8~+Bjm`1 znL#QNq|8O=sZYs~A%c;eFoGP+Bv(B5ib4V8xH&8$lj3};0MsY*u;pBHAP9;r zfkSwy5tcpo^eI2$$8<&>aJEw}`NAT4KUw!1B0>I`m!?=nmUbmqTm6^V*=4+Ip0vNU z*M5nXHo{foN+=Nu?nfMZLkl{c*vQK><=I23{g|p;Xe5j&r4z_!`pgYYCj_u=Cdriz z2^_FQl!&`pZ18P#bYL*rqy8GQvq!We?m{GRCl-d<9-6!3oO@o8FqgIs374>=8h&LcpsQOcda+GWau;y>=mUxO)#?zvB16smnxj9 zG&D+03AaJ3X|pSypeY@-z?@lSUW`*3f|%jZ7?|*_sGML3790fc;;QHADt9yPKAHr~ z5UkmdtfCd5_f~0!!ek;L<>`i~n#!1T>{=|)Ir_OG4 ze`V^_2|5A#l7$A(<@rjc&S0jz>>CQFq}q1Bx5l$+sRZ~PtareJVQ1-w;BYOADS5Qr zjwcH+7&|39GJ*QM=^hyi(bDZ6Tpuuj`_03Q|CHefQj>;=uiz%k@kbAg{3KM+Q3>i} z_r#!N-GBe++l>Cbf6x8<=z;t9@xzQQ*4YCrK{1DN19(epb9>X2BEb>^i4@^I{AB!@ z7ET#cF#Qf)D~&5OUf9}l?4!X+sV!3p)J=(>Iy-b&$~?Wv^vwb$X7MY(=NiJv8>9Vp=spCFoxR08fm~9p;>?bc;9K z2kws#iq%vAJ;14;leaKY3G`>1NXfY+CN7_;buY+u*X-0)40 zT3qM^_(KYEAU;l%>48@12+KrqB5D1Lb%&)$>tF5(&gYwdxyKL^#my_I&A+sJ_sD$L z)tspz622q2DY`r(p@vE)$anRb;dM(@Up6>7DI7++n_%m_wQEH>q0S%?7VDs zBgB<0koQIhc797iCL%%p{T4kiGCL&53&F3@zN&=_G&t&PXln`@5eeFZEqY+I1^j5? z3Gv>Yq9=8gju5<8v>?W%o>A}a+nwi>-rd*3EswVLw;4Q?Xz~RhZ8|N+QD<5C)BZ`T z?*dM^0N(#Yip31z1pg1wNDF+-iiuX^EK&|3qp2y|D!ffzPtn&1I0;SO1QqG11o3P4 z#PyygcJ?TFEp)UjOoZU zSAq_Y2RgdXLhS;EfPPy|q2T*Fu_y7-c>5+Imr^{AUUNyj6NYRL^)Ry7WA1ciWP$Uu z2AFjFgXk1OicS?eDa;+^qwOIfn*%>r^9LD_;P~bucy~Lgd-NURK8z$LxZ4X#DaNyR*WE~g?$idbK$u$q6)n<}_cv2|_?0I=L#FkrY3$e4&7Q>eR;N*2y z)&h2mHjD~>S^<@lA-IELdO8`c zc)08R@(r{InC9pYd)hT&9Tn0_S)hyxekzGUL^k=osW@=hQuBCkG{~?c6Q4&&@J4$= zDZq6KY-4+A+Oq^uAnH*3uZ9r83A$Y<1?mB?)fNtCFw80)x$RxwNll?omilJ zsMdvr(?9CjWkHICLqvl8^%gxavWB)$#K6{G3l<%Au3tgA2Lrk^kt<$I^h9P|-6^vz zQwj8~X?{YK5C;o}i$1@6-5OX2bBg&icqss%f!ayV>MwkD0z2az?#+EG;px}rZZ2`*RS1APu1F#-r*1;wq7htW`-^Yr! zAkQPS3KA$t5D`@0cfvYwl}T& zIzhdFL;%0WPsZXNqs2BK`Cz4qfMH-aX|XauNHB?y*V)_TOfzzmptG4sfU#jl?l>CG zvJ(I^1W$zGXC^G1aJ`HjFQ6YcGYOd>{Wp1Z65=?*JM{_+Pre_B@i|8in`K>$32YFP zBMCjaMdc}^*KP8Za*(G;Z$T>MLZU<7G9+#|dv1cu|{-1 ziLOMws-~k;?jR|a1fgO`P)8xH)ce!b?#}SA36H)zxTIo+G8HhWa-ksb2eb$JAOufQ z5K1V>52!TE$qivxzI>vIguICTQa$NnLZgny&2=~dU<#7b@s3Q2@h$Qb5*IGS8vS5Z zj~NrYHj3`gU7{uYsyvKHqVX8EN5ZN+BA4R)NA%i_#hOs3BIYOvn-#m`E?ih`s}vHH z4-;wY@Blm^(>4ivlZIG|^0j&S6RbOO@uZ z=l6si9h@ETlSRo76ZV8HwUp%@`}U{IZJ0O*tJi+=QNItTlWB+q?HAHonQAdVKx(80 z&vZE5Mms2KgjLjE&rpXWKfV4!Ek(J)#iKIF5${mdxT3rBUvXlu1XUA}+sb>cKV@z& zg9j9My-8CX^}!w%S5X49D;@Yoa6a`7vGeb4Yr5-3lHjOV7R|vMNX5I z^#>#m49i2xBm=|#?Wask_h(#nP2)iW!_Nt>E}BZsifD32d2%Vudl6SO5*8zr;f)(5 zQn^(ME?MQO3UfKDzjeU!a*RHscJPiWA&j$oCir9vN~!(h;thHLF(@pb{E~+$OR8)y zV#gXwD+DJu5h70oiiCDDPoXP-qm@E^7QXulwv$Wq>`Eo=#hnuupj(PZN**;P8tDTm z0P{lu_}@?@y(#WKESqczrg%VV>&@ISQM3o-Q@~1{f+y*vPaov%MJ%q73#r$(Yv%-e z(Gv=E!@qF$Vz)cQsF%ciG>Za54M*pn_1?l3_Ug=Rk>D*P8bSV;eluveGe<8&FQH%Y zVKzCizOodfi--j83+CVe;a0|u^>*f7x$O_^g6wa~DySH7I(J#6lQQBwrQqN2UT8ld zT3Oy{jygk)^a&@w1X&Jg1@G(d9anp1wBK{t6x;!O^z&AWww-BA`-a}xLU5?**Mx>< zA`eU)7?CzX_)n};+E^3dkb_H$g)QJ{#Yy`BTl-d`!E)ScTgW`Plq~K z+2Zr%(`0M*+XGGLpf(|Kp-9T+(Drn~cn(OV5H5M|Q(=e3_2ZVlZ69FiYZ^FV+)$lbIBk%U#8TK%iOw%TK-5r&$8S~(3JzZPQ zG`bv&fnQy6k^++DZQwK+MIqiP;_q2LQ&B7 z?36pHxG13j{mk1Y#EILLjwN8z0((*971Khok}S68C?NysXG-xH#+aQ~ZMkd1dTWw? z6ckdPPj=l=s3=)C4(hOnNYg%gxxxi+IJ9$8xpGtjdCxs@{im`2dW2dzyHkCUbnu7O zrXCQYPWM_1LZ}?hA%}Q zEzo2@PHyD>cCB5k2w983%~PBT^L8GRMc8qjVCNBy6yXm2=329^*5)7X8I6rQi4dAE z0U6#Cyc=x}C3u2CBEawAC*zV8vWpuNdK?Hu`w7(0Mg0)oXj(a?exMPU-|yl#cJo4l?0Zz*bl#-h<19rJNV-)_+A2(Fq<*OD%=q#UC8)!jsEE z`7hdXeo{xoGinl7a~|^EMG|neQ&_^XGNhIAa0V+WkC+sM%u!7ezRdfRR{YSkG`B>y zcWSRVQYpX(TqyUd=oR^J@}6`wMVgtTjpM6kJf#4DMgZQJ zo0*?A(*t&!OI9>K9ydJ*nXvs>9=UPm7N(XTR9VvAz-sUB?rqyOQG(&_s08sV_r!oR zl&=qg9S9Y`v`gUvq@u7*gHmCG2x8%9cc=~1dI_^TNCfj!{A574%w#mYf?=hmjdL$} zi`xA$o_rHbcTXtDU;7t~Pu2zAgemY*VfPJH*U!D>^Ti2sFB1vy`vfJs*sJQons=!= ztQg^tBm5nvalvD(7&$UQLo+fLCr0wSL)*8(sS_W7!p1uirx?tH02HMY(2v}hLjo2o zH{IDxo>IiLirN!7VGUkVdxA*7E&|MFl_l1GeG?r(PgviymFd^*F1HvC4?_HT-9-iq zo%bSD&4;rCH%uX(nyAUtC`CM#P-^vUk@AU;94xh zex{>KRigVpylD#Qmm6lgSRzyehtbt1_*D;kf=4GJ*a=9vNFRp}}23 z+e1ez(ykLovb;g6ED#5dhZ&;LHvn+W#vy8ht_$* ziT;>g3iEmV-W11!g+sgZm;I(`h=id{G=kWm-;6?A37X!fh&q}7)54Tp4|_4dauyEi z6MMgfOz^*xM=rtw7RXDh*^lJ--m?nc`}T~cp~$7pu04MX#^WSW$fOAOLGAY2dxvG0Ki}63eL}~rlDdV511mXTZKXK*g z6b##QE|c3rd#m3aAm|r%FI*uwSclye+E}G}24#4;)wfHeq%sgyQ3iVAG9Weh&Zv{g zUBI&AORMgM)$A9f?a%sj=^CyAMj3o8mD>^aYRj~FLM&B8E~RQjueo@l8ynhK^u7gFy)Mk4<{N{02qe>W75oA`=P7 z@A-kN=6>dEWzU^BMpLpih`+H@(9j!YoGLgWt} z{dbU(7q7WV(MX6FB_RrfMni1Mpm$>VaR6G~Ma6^4TELv=r@94EO&CIc(d0Htqnlt8 z7EMYgpx^2<*VsFB^er}XFr;;dmby4705&8M0d6XtQ~*a;6u>=m0hWoQJ1K$4>B=2Z zKMzJ(DHGXo1vZnI&_bq?CXZZga!p{ZPF#6I zGW3!#w%=Qz6#JCKXo7@&0jZSXQSge(p>E7B4Ej|*9S>uR_TMEtQp+zZ3o(G4A_Kln zeUc&uLMKJ}Vu_x!pWPW!Yz;?OPPij1(Nre8JK=~=n93ZL;C|+w!rF@)f&YL+z>=!c zk9F##coGM*adU-`3GBD>$hb?KK&MCr!gIC@P@~US0K87`ojeZ|NCftM{A9?r!ilRX zp=fY>F{3k5h`ff+$d2!X&60prP_OcQxE!zql($FR@o1w(QaX_jRSUqs$PsIDHA?Rt zw(Qh~~QdjNs0km*o>6YK#dDyj|+ zjA`a+Y{cV4Fn#G=P=y4)*rkA80}FOzCD@S(@aH}E$j~x6gA=zdV))3+7@FtN04Jyl zr4!`;&}W9u3Y|5gRYd2A6u5rEwhFG0fC;+8e_%5&oW^=|e|bEflM3bNq)-o)4;M;K zTe!GSr%1$0@@sa7zpOCKdtLnH#ESz*C8hYidvblUw0ytHU@By6s)880!Ca{3p*^UQuyxTJYTk;E@zeF&pf%d=Heh+U z6aOamzQ8)Pp86E5Lrq8ZVeinTqoOML=r0-?8kgil9D7F_=u%3OV_GjE#Ic~12K>5s z!xe?m6DHqrR~=N1i=(a1=85-)drT$JU$`gNzAo;Z&wgc_ecV|FyCd*T6yxIvhonrc zQ^p4o3F_k>Jva$9*U`E#8H9rK;=Ox7DjH{@Iz1UNq%{j|eMDhtcCY|otnfNADayT9 zK3ZmQhxu`_o>GSHUlB1wI*RnBb0Om{5CEDU%4kPho6FaPM^r1WPM95;1^O+?%0Hdl+POb zndFPrTVxLg*lRXVBar~2$FySR?za*nZ!ywDI{ zKa6ltsUJ_T;5BX-37MdNBaaL^)q##iWDfGjg7=qSMFAMp#6hi{dNbXdRBJ~k_+OxL z-DRjG;4AttqGQjfx7+5B_*HM|_B*7(JA8#@XlW)`x&f(_;6d<;TY9-FDW#Y~(1EtgIWT1+&JxP1-!06V{S=1f3m zB0+zb9~ga>6VCJVD851f8CqeFSkoRH#)+Gd3D&>MBcu5Njh7T`YX>y9Iot+K&L*Ph zp$Z?gD9xb}zyuZUsH8lfyC*Kr^Cp5z(bg1Kf(s4!pu3X;YHzZvo$D95J5eOU_gaLbivJn3hfvG9nVl zj}f3P$%Q4Zm8u3i8uLoCbA+XNRLRnME~%14<-2x|p5nG;@3Ph8Mbjc5R&??u1(m4; z^)6k#idvC2TZQ9X_sUtSI3YP@T&EpeET1U}AG+4>RSghJV;VVOtBq&``z!kGkny8I zVPdGew%1 z%J-2Wm{Y$*{R zbdfb=A=Fr!nMOzvYS0My=Yw!*H`r_9PUh+ro;QpJe@5(1>%IX6x3M#oBNN<*!o~IZ zlLp-wa_`P}g)PPvU;X1ejX7Ot@^JPm+QGnjq!L!NAQAkp@sqLF=2!2ouFhwNbbMTP z66F4ZAY!y=ZlpvrHBV`7&FH5_*0TKe@g{RxgEy39Ki zwS@I_K`G$h6>qo*X3Hq}o0?@@5O0wVhTG*hi3E#O>7)>s{Sm@7%?DSg5~P{JbR5<* zWk@rXu>TZ0Z`7hRq+w~2Yf0YNNhxSw`W_u&!x)mj?4|URkj1T68YwXE60kk!hw9i0@sF2d?3?<^p!HDIAzBHfFT{R1DmseLl8n z%8)W}g-%NG5T$U(KWS_gPV^yMg0x;F_a=MKrL_EQq_Lyi;3*p0AJ+d4d#p~Rc&Dqd zzi3P$h6|m*P86fPie<&oz}ac06;hTJN+``RgJL*NTo^cZUt+r;2;+6V!7X7e!)Uo3 zNXP*3pr%|&5<*l`s4q|`JaLKKc~$o;J`^8pLuQPZ3v|#y^Wea`pcCXm=>+?(J~KL* zZ+y<5&(G{{!Z0RloZ_|g=4zC|+Y-ZOe-cN#kVy%?l}9c>qyq3K0I3Eo2_<7Pe#=U4jlwo6_! zS6Am$lq@2WrM_r-+AoMgBEWr|8OPfUJ}%-@dE{cq9uA*Wr=1muKTfK2%o>c+D;iNx zu%C#=cQt-XKkusJkpAxGIPz+df5DBx2sk>Go&@ZVq`$*QX))S0a5jvF40`v~kPJyv z!=&DIbW+QIp`!rAM}!H7c-cH9!-gDJ5FiZ{D@2*^*Nx4m6j4?}53Vm9IzLs1!+EQi zxNC`UAQ3>c{_r#T4Xf-J_ zm3jnWG}0eQg$Zt_<9Ht2Oo`6yp^q zu`t?G5r*!fqqP@wLKNZGkO-&uGS_S;nezNTtCF4tG7lZb9@pr>FPd z*+D?;NJ~X~&nXgEkowLjUIlHl&%yaPAVderTs|mthWEr^vNuAIVAq30AU`2ffpxzI zFo@mYw})8j3)MgB52N6M6xGjE0{PyMpB$?DDR)ss1B^WsVfUs884(H4zp=-Jab}JX zs0nW|y^+(Mm}Y2>b0 znIKHXTWa_iDTX3jG(mYOoq&F-&x$z2F-|$esxDj_tv=C;evgAE$Y2;&Iw8@DA(j$+ zZeDURh_xJd4^K?{EZByk;q#e?g-OVQUCl*G^|ARYmx^*ak@!KE^&t?{D&Bs?*LM3W z!G0tfLA$k1*VU}*hD>Ohd$lp@!)88lu$-e3nBTi6*VQZY{=}Xh7osZpO#-3hbke4u z6E+D#TEYI;@Ew=H=i}4^2H4=mJ)eADNj~nk5W@l)uP7HgizX}=(@MF%5h&+;A~n8D z5&7Br$~>+5=|Um+hPns38RyUVMnw#TFX4=@rIxZhvTvo8_(~TFNmpkGX<9gg4@elP znAAM}b~9zs-R!zk2G-zCxZSMGL5kNX|AmX_TFe_?x;QM>`sGc4dd$#u0rvyDfG=lpT{bpR38yXWVmT)iI{UPO!!{6H29H#k*``ph3 zxblL8!EUf5%mqp(=pX1am*BZ$TImEiY(^0V3DqPT0s5GJGf3p@dOr0_(V2eXc-U&b z=(l#vUveZf##?L>=XCo znpi+Jp}jaoXtWe^i(EIfH*Tt!BDX^4n^~S2c$GLd5Dw4L?}cxGw5GHK6{3)?!7dz( zCzmcqCPnz+&^@}Uui^^fb;|ij$>>;Pt*ESJI4&FHETWS58UEFFe}Wm_QAs&IcTZf5 za$M%GGb_9mO{jkDgE(2!{t0Uz3azDVbjWx?p|pWhF))&S1Jl=WoF~Y~4PPM>ps(bS zYeqrbGh&%bns_qLajPbF;i+=|*sU@_V0k+(L&CA!h+N8YCwk3gS^xqTvDwVhLPc0) zsX)C^r}G*G5^^cfPg)>(%>@cqNVG2Fc?(v~5IGCDl>VUChhkXVB{o>Iw_0})IY-kB z{Wik!Z)yEjVj>0ozCf6D2x~y_eHy+a!IIuIk~C;qLmQk^Bnf0vhR>)Bcq}#2>eR3I zI4oQuR7{^SJr=v9q(f6LQHTQauqlGqT%0Gtaa$KZGWDwu5hKC&)~8hB4#faRMM|(f zEwz-0yPrygzdE*Dra3(l$_3KUd1)iREL4sZQfH^Egk_;2mePEpFHs_9>iP@q;WevO zo+xybNGoCbqN@5_THm-Q20}eomZv3PiB-5u@)$0a!pakuiUgQxl`n{;@?S`~1d~=J zC{Tk+B(GqKA^{4uKwJtO?uZjUrkBDIN2PEtRY2ha(z3Wea4GyGhOE4ZLo#C|p&uNT z;C|Pb1%-aF3HbEBXmXWl*; z6Gnz>JbD$Rg66Ibb63L8tqU?ENB;S zW=e#FoA6rkFEfc}Nxz_D97$9;TUc(KcT}l~tmm+l!wj-Bu%?K$G3e?#tWdzBw?2(S#>gH7T zL@4ZUJ>L_b_is3Zl@S=T1=v+zB)w8FY{8nr7t;yUnduH)8_SyHX7P;+z`-@Whenyy zxS*?O1>^PtC5OdEF$MKxPbra)&mMQ%(~)e{RJb~VJ%=aIg_N*Cd)zpG|4~+>Cr-n_zos_ zOOUB_iVy{~f_HU}?vdhJE%D7mF&IKz+h5R0)k?NkADceV6`H-cu^roea}c$N`-_@VDF5F=mhoLbFj%4yNCZy5^{+T{NLT$FQ3V- zsf{5Lz8_#MQRM5Q@fd8-5Yz=nRn~DeF4llVU~b7!!)d`0mb`#j=R2PPaL#>=)U-w_ zzC2zQJ%KQPf1O9PKu|mf@~~~SvF$nFD@V^eg3|VO%?4gUAs8RU7`)l7`D%EMl1{<) zL21WhY^Mm3fZdM40+;_ql8eDX>+miPYMB+l*a8a8uY{!y%NHF zKLO15V`09JVXRh2tIfT!Fm7uzXn^|@)aL$JnEP>U9!vo9U@Xjo80O&wFb~JVJd9x; zO#t&~EX<=A=7$Mjei#e$gN3<2!MFiUCCr>3H^kM9oBMZ8K5jrW7A6`u_wSs1+<;~* zOf+up-#PiX0nJ#LXx!YtbMkQmnz1m^xVeAl!4!bIcd{+*ML z8_6FY{5ZXX&Z5z4PBEYYERQ;NBk6 z@k>+giMb1}|Bto13fAIU)CGz=!QI{6-QC^Y-95Ow69@!?yM7NV{>B>lPtyM;8v*&x@k!sB{O_c%$szy!ZR4Li{f+hUHR@}2 zsQ(oF^M>jhTh9MveN7Mkuh($@sO)dN*8Dr@Yi@{u2i<@P&HfSmt#$qHq_4?gS_M2; z2Yi6|@7aXE@k;Zzw69wT9q^jI^Zz}W?>Dyj{|)<^AL)OJ8hrh+|9-HS__lM){~h{u zd%@av_^+$-H(oFPmGd<iq9#%q!^%znsO@iTIbWl` zW(PC<=RbnKv913r=WA-%F3q|&_)mlUNBB3k$G^vY-A2HJY``1zMx6utOm_aSMp@+B zPJ#an{JNcx0rQzO2zVm;$N%FSYyWH1*X-b31EvW4=lAe$Y@PoO`kEUq;QK;AM~r|| zL8Je=vn~8>Rr8O$uUiTJ@1dc8zjA)--v4WG>(|_n0pBQ$mi+%w<6on`W{3Fqz^8vi ze`72CPtw=qP(8Znh4NoZBYxxc;eWEeribVmFlB1M>d$|#>~Gxf|0I1)4%1T);eRi* z@b~m@yubZh+Se@v)z9$n(cgIICgwkx-MS5*(q&Avf8F$V=@>9zxM#pcBjB5+j)>lA zwcZu*3d-L-0e@Q`#33BPQ5?q!oWg0G#W`HSMO?-eT*GzT#4Y@RJNOg#@Bk0-7*FsF z&+!tk@CI-39v|=*KH&=jr41kmf+9FVAQVC)EW+VCL_j1&MpQ&Y48%li#6dj7M?xe* z5+p@(q(Ca9Mp~pp24qBLWI;A$M^5BI9^^%S6hI*qMo|<)36w->ltDR^M@3XZ6;wra z)IcrNMqSiH12jZqG(j^oM@zIq8?;4xbU-I`Mptx05A;ND^g&#+fw zuo+vh72B{KJFyFUuowGr0EciGM{x`%a1y6+2Ip`d7jX$!a23~a1GjJ+cW@W?a32rx z2v6`7&+!7U@EULN4j=FlpYR!h(ghG0K@kig5E7vg2H_AM5fBlP5e3l@9WfCLaS#{r zkpPL17)g-~DUcGWkp}6I9vP7dS&$XkkpsDq8+nlr1yB%$Q3S%eMq(7kU@XRC0w!THreYeVV+Lko7G`4(=3*WeU?CP`36^0wR$>*_U@g|+ zS8TvWY{qZcir=vvJFpA8u^0Pr00(gxM{o?saT2F+24`^|7jOxeaTV8a12=ISf8Z|u z#C<%#BRs}aJi`mT#B034JG{q7{Dsf>g23qm2!db;j*tk2FbIqA_zn>f2~iLg(Gdf& z5F2q34+)SEiID`!kQ^zI3TcoQ>5&1MkQrH#4LOh#xseC?kRJt62t`m7#ZdyKP#R@X z4i!)ll~D!NP#rZ<3w2Nz_0a&0&=^h83@y+StkJp30=??-O&TR&>P>QFZyEu z24OIUVi-nXBt~Nl#$h}rViKlcDt^Fp{D_(O3A6Dt=3+h;U=bE$DVAXcR$?{Q;1{gJ zdThWZY{nLB#WrlmPVB-S?8SZ@z#$yQQ5?ewoWyCI!8x4AMO?xaT*Y%(QhY6U7$(Vv^_yIHUBWB?z%)!r?hxu5DMOcERSdJA~h1FP#U+^o| zVB>4ftZMm zIEaV%NQgv8f}}`}6i9{CNQ-pHfQ-nDEXaoJ$cbFYgS^O(0w{#SD2iezfs!bVGAM`g zsEA6af~u&F8mNWZsEc}NfQD#{CTND{Xo*&6gSKdo4(No==!$OWfu87%KIn^n7=VEo zj3F3?;TVZg7=y7Gj|rHB$(V|1n2s5kiCLJ9Ihc!iSb&9Cj3rox!d0fCHT*g&g!wuZTZTx||_!IZ> z0FUq(Pw@;d@Di`_2Ji45AMqDH;|l_33LprAAvi)J6v7}Z!s9zcL?lE(R76J%#6oPu zMLZ-xLL^2KBtvqfL@J~~TBJt?WI|?SMKPUJ=&Z#Sfsq)EF&KyOn21T3f~oic)A1u_;wQ|;&zOt(Sb#-XjHOtH6P#h&u3T03hC&g4js@DozVr|&>cO|3w`iC`k_AtVi1O4 zD28JMMqxC@VjL!5A|_)Brr`(7z>k=PpD+hMV;<&XAr@f?mSQzlEq=kTSdWd^ zgx|0QzhfJAU?+BC5B6a{4&o4w;3$sc1Ww^J&f**{;36*L3a;TgZsHdHz#aUFdw76{ zc#J1_hUa*RS9pWBc#jYG3!m@>fwBY;1VIrTArK0o5fqSA|ooIAqHY1HsT;2 z;v*pvAqkQqIZ_}MQX?(WAp3&4bTXU(G<cP!+Bi9C0xN(T*nRE!fo8aUEITcJj5eB z!BafP3%tT>yu~|wz(;(-X9UU?Kwtz#FoZxzghm*ILwH0$L_|guL_>7ML@dNXT*OBL zBtl{&MKYv7N~A^_q(gdSL?&cGR%AyG(26hm>8L@AU(S(HZwR6=D` zMK#nwP1Hsm)I)tVL?bjoQ#3~lv_fmNMLTprM|4IPbVGOaL@)Hg_vnZI7>Gd_f}t3W z5g3Kh7>jY3fQgulDVT;IFatkg7JkAU{ET^+kA+x-C0L5(SbRNBxPXhej4QZ?>$r(q_yc$FC+^_^9^x^c z;2ECdC0^kT-r_wz;4gf_7X->4KoA5)aD+f8ghp6|!*_^)NQjK6h=v%5iP(sPc!-aL zNQ5LvisVRvR7j1qNQVr_h|I`>Y{-tB$b~$}i~J~nLMV))D25U!iP9*8aww0AsDvu0 zit4C=TBwb>sD}nL0bf?*hr zkr;(B7>n_kfJvB)shEc8n1Pv?h1r;cxtNCqSct_~f@N5al~{!}Sc`S|6&tV-oADdA z;&*Jv4(!5i?8QDDz(E|w5gfyDoWv=d!C9Qg1zf^qT*Woqz)jr7AGnJ@aUT!x2#@g; z&+q~-@fvUN4)5_1f8jH}AaITVf*=@zBP2p048kHjzC%PrLKH+rbi_a`#711iLjoj3 zVkAK_Bu7f5LK>t+dSpN*WJXqGLk{FbZsb8eeSsgN3Jkq#M<5t)$%*^nJMkqdc{7x_^Dg-{qpQ4A$e5~WcF!}1k11-E3pb|uomm^D>h&w zHsd#J#qZdT9oU84*o%EQfP*-UBRGcRIEhm@gR?k~3%G>KxQc7Ift$FEKX4a+;yxbW z5gy|yp5X;v;x*pj9p2+3{=#Q`LEu~g1VJzaM@WQ17=%T5e20jLgeZuL=!k(>h>f_2 zhXhE7#7Kf2T zD2wu_fJ&&0s;GtK)Xo}`&fmUdZwrGbA=!nkff^O)Jp6G=>_#XYx z9|JK6LogJ>F#@A78e=gI6EG2zF$L4`17_ey%)(EYgP$=E^RW<%umnr794oL2tFacp z;8(22Mr^`w*n;1&4Lh(Cy94OfdQX6U{C$cJ;2;j;2#(=6PT~~K;4IGL0xsb)uHqVQ z;3jV458TC{xQ_>TgvWS_XLx~^c#SuBhxho1zwjAf5IA=LK@beV5fY&g24N8%-ytF* zAqt`*I$|IeVk0i%ApsI1F_It|k|QNjAq~np$odAJ9?lO zdgFWaMSl#yAPmM(48sVF#AuAcIE=?cOu`gQ#SfT{A2Aa@VK#ooT+GJ;EW%2K;gSd!~1W1I$NQz`gfs{y%G)RZ^$cRkHf~?4n9LR;-$cua^fPyHDA}EI9 zD2Y-igR&@(3aEt2sETT+ftsj|I;e;GXoyB=f~IJW7HEamXp45}fR5;lF6f5t=!stF zgYVG~{V@=OFa$#}93wCaqcIlaFaZ-W8B;I~KVSxa#4P-TIrtg#FdqxC2urXO%drBh zuo`Re3x36VY{Vw~hAsFV+pq&Wu^W4^5BqTthj0W(aU3Ub3a4=v=WqcRaT!-|4cBoK zx9|t<;7{Dc13biIJi#+O$4k7z8@$DPe86A$gf9q`H-I1rir@%=Pza5%2#45EHQx2k{Ue36Tg%kQB+00;!N1X^{>YkP(@Y1=)}tIgtx_kQez;0EJK(MNteT zP!gq42IWv56;TOQP!-it1GP{abx{uu&=8H$1kKPKEzt^X&=&2{0iDnpUC|9a&=bAU z2Yt~G127PSF$BXf93wFbV=xxuF#(e>8B;M0(=h`xF$=RX2XiqG3$PH2u>{Mo94oO3 zYp@pU@GCZ8BR1nVY{l=`jvd&A-PntLIDmsVj3YRP<2Z>^ID@k|A3(R(7Xow>c}dX~ zT*Y%(QhY6U7$(Vv^_yIHUBWB?z%)!r?hxu5DMOcER zSdJA~h1FP#U+^o|VB>4ftZMmIEaV%NQgv8f}}`}6i9{CNQ-pHfQ-nDEXaoJ$cbFYgS^O(0w{#S zD2iezfs!bVGAM`gsEA6af~u&F8mNWZsEc}NfQD#{CTND{Xo*&6gSKdo4(No==!$OW zfu87%KIn^n7=VEoj3F3?;TVZg7=y7Gj|rHB$(V|1n2s5kiCLJ9Ihc!iSb&9Cj3rox z!d0fCHT*g&g z!wuZTZTx||_!IZ>0FUq(Pw@;d@Di`_2Ji45AMqDH;|l^82p|Z8Avi)J6v7}Z!s9zc zL?lE(R76J%#6oPuMLZ-xLL^2KBtvqfL@J~~TBJt?WI|?SMKPUJ=&Z#Sfsq)EF&KyOn21T3f~oic)A1u_;wQ|;&zOt(Sb#-XjHOtH z6 zP#h&u3T03hC&g4js@DozVr|&>cO| z3w`iC`k_AtVi1O4D28JMMqxC@VjL!5A|_)Brr`(7z>k=PpD+hMV;<&XAr@f?mSQ

zlEq=kTSdWd^gx|0QzhfJAU?+BC5B6a{4&o4w;3$sc1Ww^J&f**{;36*L3a;Tg zZsHdHz#aUFdw76{c#J1_hUa*RS9pWBc#jYG3!m@>feHl>1VIrTArK0o5fqS zA|ooIAqHY1HsT;2;v*pvAqkQqIZ_}MQX?(WAp3&4bTXU(G<cP!+Bi9C0xN(T*nRE z!fo8aUEITcJj5eB!BafP3%tT>yu~|wz(;(-X9Ow|Kwtz#FoZxzghm*ILwH0$L_|gu zL_>7ML@dNXT*OBLBtl{&MKYv7N~A^_q(gdSL?&cGR%AyG(26hm>8 zL@AU(S(HZwR6=D`MK#nwP1Hsm)I)tVL?bjoQ#3~lv_fmNMLTprM|4IPbVGOaL@)Hg z_vnZI7>Gd_f}t3W5g3Kh7>jY3fQgulDVT;IFatkg7JkAU{ET^+kA+x-C0L5(SbRNBxPXhej4QZ?>$r(q z_yc$FC+^_^9^x^c;2ECdC0^kT-r_wz;4gf_7X&IAKoA5)aD+f8ghp6|!*_^)NQjK6 zh=v%5iP(sPc!-aLNQ5LvisVRvR7j1qNQVr_h|I`>Y{-tB$b~$}i~J~nLMV))D25U! ziP9*8aww0AsDvu0it4C=TBwb>sD}nL0bf?*hrkr;(B7>n_kfJvB)shEc8n1Pv?h1r;cxtNCqSct_~f@N5al~{!} zSc`S|6&tV-oADdA;&*Jv4(!5i?8QDDz(E|w5gfyDoWv=d!C9Qg1zf^qT*Woqz)jr7 zAGnJ@aUT!x2#@g;&+q~-@fvUN4)5_1f8jH}AaJn&f*=@zBP2p048kHjzC%PrLKH+r zbi_a`#711iLjoj3VkAK_Bu7f5LK>t+dSpN*WJXqGLk{FbZsb8eY^SRpdlKg37VlfTA~%&pe@>?13IBIx}qC;peK5x5Bj1X z24EltV+e*}I7VU=#$YVQV*(~&GNxi0reg+XVism&4(4JW7GNP3V+odFIaXp7)&$V4 z_1XY+6YyI#qahlh37VogTA&qLqb=H@13IEJx}Y1nqbGWy z557k~^v6I9!VnC_aE!nxjK)}u!vsvkWK6*{{D2ww5wq|U=HO?{!+b2nA}qmDEXNA0 z!fLF=FZdPfu@Rf_8@AwgY{L%h#BS`tKJ3Rq9KsPC#c`a#DV)YxoWliN#ARH;HC)F{ z+`=EYgFkT(5AYC=@dVHC953+-Z}1lH@d1C~6TTo&sQ`i?D1svdLLoH5A{@R$1Vln) zL`5{jKup9&9K=I>Bt#-4K~f|~3Zz16q(wSpKt^On7Gy(qo4b(zy)I~isKtnV}6Es6}v_vbkL0hy(2XsPbbVWDxKu`2W zAM`~(48TAP#t;m{aE!z#jKNrp#{^8mWK6|0OvenOCl9L&W$EWko6#u6;Ua;(HE ztif8W!>`zYjo6Ieuob^!J9c0fc4II0;Q$WeFpl6Dj^iXw;SA2=JTBl8F5@b$;RbHv zHvYg}{E7Q`fJbVj(u-A|4VTArd1Ak|8-#A{EjgEz%vVsOvEHi!BqT!>G%;d@e^j_XUxTXEWjcx#!@W93arFx ztidl>hxOQiP1uYr*otk~j-A+rJ=lx=IDkVqjH5V)6F7;}ID>OIkBhj3E4Yg5xPe=^ zjXSuDd$^B>c!Vc-isyKNS9p!Lc!v-8h)?*8KxG05jGzdH5D1CT2!n74j|hl}$cTby zh>nw!YG1bD2|dS zg)%6M@~D7HsEn$ph8n1e+NgtisE>wdgeGW;=4gRdXpOdLhYsk7&gg<}=#HM~g+BNm z{m>r+F$hC26vHtBqc9p{F%Ax5R0$`OR*d)unMcO z7Qf(Etj9)d!f)7u-?0rluoJtn2m7!e2XP2Ta1_UJ0;g~qXK@Y}a1obr1=nyLH*pJp z;12%8Jv_ieJjN3|!*jgEE4;y5yvGOpg-`f`KxG36f}jYF5D10P2#av|4iOLukr5Tq z5Cbt08*va1@sSXTkOWDQ94U|rsgV}xkO3Ky8Cj4G*^v{ukOz5@9|cedg;5m6Py!`U z8f8!pphJIE6Dfi}SdEOSp`yxP}|JiQD)C zckw6g;{hJwF`nWXUf?BO;|<>7JwDI?~h>LhgfP_elBuIwjNQqQPgS1GG49JAc$ck*pft<*VJjjRqD2PHRf}$vn5-5ez zD2sBafQqP$DyW9)sEJyrgSx1X255xFXo_ZNftF~EHfV?T=!j0}g0AR}9_WSM_#S=H z9|JH5gE17tFajen8e=dH<1rDFFa=Zb1E%9g%*0Qajh`_W^RWPnuoz3R3@fk_tFZ>Z zU>(+D12$nZwqPr^VLNtW7xrK;_TvB!;V_Qk7*60MPU8&D;XE$l60YDXuHy!7;WqBz zF7Dwz9^w(6;3=Nt1zzDb-r^lT;3GcaGXj+lATWX=7(yTY+Xwq7j;)DVn1NTA?-Cq8&P*BRZoCx}iIIq8Iw$d-Owp z48$M|!B7mx2#msLjKw%iz(h>O6imYpn1LTL3qN5Fe#Sh^$3iT^5-i1XtiUR)##;P> zU$Gt=u?fFn3x3Bo?7&X!#vbg$ejLOh9Klf>#|fOmX`ID5T);(K#uZ${b=<@){DC|8 z6Zh}{5AhgJ@C?uK60h(EZ}A=<@E1Pe3j$RLAP9mYI6@#4LL)4~;X6b?Bt%A3L_-Y3 zL~O)CJj6#rBtjA-MRKG-Dx^kQq(cT|L}p|`He^Rmk zIh035R6-S0MRn9bE!0L`)I$R_L}N5TGc-p_v_c!SMSFBWCv-+vbVCpHL~ry#U-ZKO z48&jz!7vQRNQ}Z5jKz3Nz$8q@R7}Hk%)m^{!fedJT+G7)EW~0g!7?nzO02>fti?L~ ziVfI^&G-#l@jJF-2XTgvWS_XLx~^c#SuBhxho1zwjAf5V&FhK@beV5fY&g24N8%-ytF*Aqt`*I$|Ie zVk0i%ApsI1F_It|k|QNjAq~np$odAJ9?lOdgFWaMSl#y zAPmM(48sVF#AuAcIE=?cOu`gQ#SfT{A2Aa@VK#ooT+GJ;EW%2K; zgSd!~1W1I$NQz`gfs{y%G)RZ^$cRkHf~?4n9LR;-$cua^fPyHDA}EI9D2Y-igR&@( z3aEt2sETT+ftsj|I;e;GXoyB=f~IJW7HEamXp45}fR5;lF6f5t=!stFgYVG~{V@=O zFa$#}93wCaqcIlaFaZ-W8B;I~KVSxa#4P-TIrtg#FdqxC2urXO%drBhuo`Re3x36V zY{Vw~hAsFV+pq&Wu^W4^5BqTthj0W(aU3Ub3a4=v=WqcRaT!-|4cBoKx9|t<;7{Dc z13biIJi#+O$4k7z8@$DPe86A$gf9qGIe;Jtir@%=Pza5%2#45EHQx z2k{Ue36Tg%kQB+00;!N1X^{>YkP(@Y1=)}tIgtx_kQez;0EJK(MNteTP!gq42IWv5 z6;TOQP!-it1GP{abx{uu&=8H$1kKPKEzt^X&=&2{0iDnpUC|9a&=bAU2Yt~G127PS zF$BXf93wFbV=xxuF#(e>8B;M0(=h`xF$=RX2XiqG3$PH2u>{Mo94oO3Yp@pU@GCZ8 zBR1nVY{l=`jvd&A-PntLIDmsVj3YRP<2Z>^ID@k|j|;ej%eabbxPhCvjX!V~f8stK z;1M31OLKuWaczlP5h=eGJis*=eScr|d zh=&A7h{Q;OWJr#bNQE>=i}c8VOvsF^$c7xqiQLG8e8`W2D1;&?isC4NQYekGD2EED zh{~vfYN(EysD(PHi~4AQMre$tXoePOiPiyhOWC@Of44(>bVMg~L05D~5A;HBe2>29 zj{z8j!5E5R7=e)(jWHO9@tBB7n1ZSJ0n_m#X5uHz#?P3G`B;EOSd67uh80+e)mVdH zunz070h_QHTd)<|upK+G3wy8^`*8q=a2Q8%3@30Br*Q`7a2^+N30H6x*Kq^4a2t1U z7x!=<5Ag_3@D$JS05Ewxb3?UE_p%Dh*5FQZ_5s?uE(GVRm z5esn;7x9q*iI5mckqjx25~+~}>5v{7kqKFl71@ykxsV%qkq-q>5QR|$#ZVk2Q3_>H z7UfX^l~5T~Q4KXv6SYwX^-v!T(Fje@6wT2BtJ^G

xVV-NOWKMvv$j^HSc;{;COG|u82F5n_A;|i|fI&R_?{=gml ziFY)J|qA{AF8JeRdTA>ZvqCGmG6FQ?Sx}gVpqBr`WFZy8s z24XOVU>JsDBt~Hj#$r4sU=k){DyCsNW?&{}VK(MqF6LnY7Gg1$U>TNUC01b#)?yug z#RhD|X8eY&_#NA^1G}&rd$A7(a1e)a1jle3CvggAa2Drr0he$YS8)wDa1*!j2kzoe z+{Xhv!eczeGrYh{yv7^6!+U(hU-*nK2wXjYAP9!w2#HV#gRlsX?+_7@5Cu^Y9Wf9K zu@M*XkN^ph7)g)}$&nJNkOpay9vP4cnUNLQkOMi98+niq`B4ysPy|I$93@Z+rBN2; zPyrQD8C6gX)ln0*PzQBU9}Un5jnNd%&;l*d8g0-H?a>jP&;?!59X-$sz41NzqCW;; z5C&r?hG7IoVl>8J9L8fJCSeMu;s;E}kC=&{FdIK(F6Lta7GW`#Vi{IoC01h%e!)7d z#|CV|W^BP$Y{Pc!#4hZ?UhKyK9KvB7#W9?~Nu0(RoWprs#3fw8Rb0mn+`?_#!ClVATlfQa@F(u! z0UqKpp5Pgt<0W3<4c_8CKHx8W!WRUp89)#OMR0^bD1=5>gu{1;fJlgpsECFbh>6&U zgLsIKgh+%WNQ&f0fmBG1v`B{x$cW6yf^5i+oXCYd$cy|afI=vYq9}$ED2dW2gK{X3 zil~GtsEX>Sfm*1Ix~PW+Xo$vWf@WxrmS}}GXp8pffKKR)uIPpy=!xFwgTCm80T_tE z7=mFKj*%FJF&K;Sn1D%`jH#H0>6n3;n1$JxgSnW81z3p1Sb}9(j+I!2HCT&v_!S$l z5u5QFw&Hhe#}4emZtTTA9Kb;w#t|IDah${{oWWU~#|2!%Wn9HI+`vuT#vizgKXD%q z@Cc9b6wmMiFYy|0@DA_s5r5$`z94X|0D>SGf+HkCAq>JIJibFjL_!oqMRdeKEW}1! z#6tokL}DaCG9*Vzq(T~`MS5gFCS*odWJ3<*L~i6kKIBJ16haXcMRAlsDU?Q8ltTqn zL}gS#HB?7U)IuH9MSV0tBQ!=+G(!utL~FD`JG4hfbV3(&MR)W-FZ9Ou=!^asfI%3H zp%{h{7>UssgK-#-iI{{bn2H}T9Y10we!^`0jJcSP1z3c|Sc+v>ft6T|HTVVVupS$* z37fG6Td@t>u@k$n2Yay}2XF|7aTLdJ0w-}AXK)VZaS@kr1y^w$H*gELaR+yC5BKp9 zkMIOf@f5fs4?0wEC^VGs`C5djeq8Bq`o(Ge4|5C?G) z9|@2MiIEh^kOC=@8flOY>5&nckOf(h9XXH-xsez7Pyhu{7)4MF#ZeNaPzGgD9u-gt zl~EPdPy;nl8+A|*_0bTG&;(7<94*iat zVmL-%6h>n##$f^`Vlt*+8vYMO_rNm-5=8;Dwr$(CZQHhOd)sZd-P*Qo+qUg)?e2GG zl9QYF2PTu;$xOv`%)l(n#$3$90xZO0EWt7?$4aci8mz^7Y``XL##U^@4(!Bk?7=?l z$3Yyz5gf&FoWLoZ##x-h1zf~sT){P5$4%VA9o)rzJisG7##21Q3%tZ@yumyChY$FO z&-j9G_>Q0Wg+B;XH-I1rir@%=Pza5%2!{xWh{%Y7Xo!xOh=n+ai}*-@L`aOJNQM+h ziPT7gbV!ek$b>A&itNaNT*!^Q$cF+bh{7m>VknN1D1|a8i}I*|N~nygsD>J-iQ1@x zdZ>?vXoMzcisop6R%ng3Xon8yh|cJOZs?Al=!HJ$i~bmZK^Tmo7={rTiP0E?u^5N( zn1G3xgvpqKX_$_gn1wl*i}_f9MOcibScVl?iPczxby$y$*n}phJIE6Dfi}SdEOSp`yxP}|JiQBk?d$^B>c!Vc-isyKNS9p!Lc!&4+fKT|0 zulR-^_=(^6gTVCy2!db;j*tk2FbIqAh=53ljHrl)7>J43h=X{DkAz5sBuI+nNP$#H zjkHLI49JMg$bxLhj-1GaJjjduD1bsJjG`!p5-5q%D1&k+kBX>-DyWL;sDWCjjk>6Z z255-JXo6;Fj+SVJHfW3X=zvb>jIQX09_WeQ=!1UfkAWD3AsC9`7=ck3jlVD!e`7rU z!9@Iv$(V|1n1Pv?jX9Wy`B;cWSc0Wkjulvi)mV#l*no}Lj4jxP?bwN3*n_>;j{`V_ z!#Ij#IDwNmjWalh^SFphxPq&=jvKgz+qjE+cz}m^j3;=8=Xi-%c!Rh25AX32pYR1= z@f|<#3%?PlegJ_H6u}SzArTs35DwuH5s?rDQ4t+65DT#p7x9n)36U5{kPOL@5~+{| zX^|cokO`TQ71@vjIguNAkPrD$5QR_#MNu3jPzt3{7UfU@6;T;gPz}{l6SYtWbx|J; z& zN%$92Fcs4=1G6w2b1@GKun>!}1k11-E3pb|uommF0h_QHTd@s0uoJtn2m7!e2XP2T za1_UJ0;g~qXK@Y}a1obr1=nyLH*pJha2NOS0FUq(Pw@;d@Di`_2Ji46KHwuh;|spw zJAUF9{vc3;0D>SWf+GY%AvD4w93mhhA|nc-Av$6r7UCc-;v)ePAu*C78B!o6QX>u0 zAw4o86S5#HvLgp_Avf|O9}1u#3Zn>$p*TvS6w071%A*1*p)#tX8fu^>YNHP7p*|X- z5t^VWnxh3;p*7l~9Xg;RI-?7^p*wn_7y6(t`eOhFVK9bb7)D?uMq>=dVjRX}0w!V- zCSwYwVLE1F7Up0s=3@aCVKJ6s8CGB=R$~p;VLdit6SiP0wqpl&VK??-9}eIk4&w-p z;W$p>6wcr*&f@|u;WDn`8gAewZsQK_;XWSX5uV^Fp5p~x;Wggk9p2*uKH)RI;v0V8 zCw}7(0yhjG2!bIvLLwBxAS}Wo0wN(Yq9Ph%ASPlX4&os`5+V_j1Q5`OODZQv3Zz16 zq(wSpKt^On7Gy(qo4b(zy)I~is zKtnV}6Es6}v_vbkL0hy(2XsPbbVWDxKu`2WAM`_i48$M|!B7mx2#msL{Draj8{_d0 zCgNXA##Bth49vuA%)va&$3iT^5-i1XtiUR)##*ey25iJ;Y{52c$4>0R9_+>b044_s z6gZI8=77;59L7-`!wHGZlfmn!*xQK@YNQlHp zf@DaJlt_g%NQ?ByfK14YtjLBO$cfy@gM7%3f+&O{D2n1Jfl?@qvM7fNsEEp_f@-La zny7_3sEhh&fJSJHrf7y1Xo=QngLY_-j_8Cg=!)*>fnMm1zUYSm7>L0bf?*hrkr;(B z_zUCkHzwd8Ov1mIf~lB}8JLCHn2UK>fQ49$C0K^#Scz3wgSA+X4cLUu*otk~ft}cm zJ=ll+IEX_yf}=Q&6F7y_IE!<*fQz_{E4YU1xQSc1gS)to2Y7_Xc#3CuftPrVH+YBt z@Btt38DH=X-|-W_@CSh!2M`275gZ{93ZW4e;Sd245gAbs4bc%3u@DDw5g!SV2#Jvt z$&dmmks4``4(X8*nUDopksUdZ3%QXO`A`4_Q5Z!~48>6rrBDWCQ63dg36)V5)ldU9 zQ5$to5B1RyjnD*5(Ht$%3a!x=?a%=o(HULP4c*Zbz0e1J(H{da2!k;c!!QCPF&bkq z7UM7;6EG2zFd0)Y4bw3bvoHs9F&_)C2#c{4%di3~u^MZz4(qWIo3I62u^l_G3%juw z`)~jUaTrH%499U2r*H;maUK_N372sd*Kh+jaT|AV5BKp9kMIOf@f~Q4y6;1yxZUHBbw+ zQ5W^l01eR?P0$R@(GsoD25r$E9ncA#(G}g$13l3jeb5j6F%W|=1Vb?#BQOf1@fXJ8 zZ;Z!3n23Kd8B;M0GcXggF$eQ79}BSvORyBnu>z~G8f&o*8?X_Zu?5?(9XqiLd$1S# zaR7&K7)NmoCvXy{aR%pb9v5*5S8x^AaRaw-8+UOJ5AYC=@dVHC953+-Z}1lX;XOX$ z6TaXpzT*de;Wq*`4InUrA{as-Btjz$!XZ2&A`+q?DxxC>Vj(u-A|4VTArd1Ak|8-# zA{EjgEz%RyhG95HVid;UFO0+A zn1FvU3IAdWreZo~U>0U$F6LnY7Gg1$U>TNUC01b#)?z(2U=ucDE4E<=c49a7U?2A5 zAP(UOj^a2@;1o{dEY9HqF5)t-;2N&uCT`&l?&3Zk;1M3-VH80z6h}#vLK&1rc~n3pR7O=)Lk-kKZPYKWK6*{Ovg;j!W_)Sd@R5sEXGnS!wRg#YOKLJtj9)d!WL}BcI?0|?8aW~!vP$` zVI09R9LGtV!Wo>!d0fCHT*g&g!wuZTZQQ{<+{Z&a!V^5jbG*PSyvAF+!+U(dCw#_N ze8Ug?#BcmT;N}4YK`;bINQ6QdghhBnKqN#)R767z#6)bwK|I7qLL@>GBt>$hKq{n0 zTBJh;WJG3UK{jMZPUJ!!OvN9L&RfEW{!#!BQ;83ar9vti?KPz(#Dw7Hq?I?8GkY!Cvgg0UW|% z9K|u5z)76O8Jxp;T*M_@!Bt$x4cx+Q+{HaSz(YL76FkFnyu>TK!CU-?_xOlU_=2za zjvx4i-w4zqfWQcfUjSDh1iITcu0VRNQ@*%hU7?zR7iug zNRJH2gv`i_Y{-F}$c;S6hx{mrLMVcwD2@^+h0-XCa;SicsEjJ8hU%z^TBw7%sE-C{ zgvMx!W@v$yXpJ^#hxX`*PUwQJ=#C!fh2H3kei(p(7>pqphT#~AQ5b{2Fb;oX0{+1y z{EI1=is_hvS(uHvn1=;eh{affWmt}tScNrMi}l!mP1uaB*oGb0iQU+Peb|qKID{iO zisLweQ#g&YIEM?kh|9QwYq*Y^xP?2oi~D$hM|g~f); zKk*BH5U6DUK@b$d5dxtQ8etI*5fBlP5e3l@9WfCLaS#{rkpPL17)g-~DUcGWkp}6I z9vP7dS&$XkkpsDq8+nlr1yB%$Q3Sgy(7)!AXE3gu)u?Fj~9viU-rX8+)-22XGLFaRkS3 z94B!KXK)thaRHZb8CP))H*gcTaR>Ks9}n>ePw*7a@dB^#8gKCq@9_bj@EKq64L|S` zzwrlwTLlmV!4MoF5ei`t7U2;Akq{YC5e+dA6R{Bo@em&gkqAkU6v>eSsgN3Jkq#M< z5t)$%*^nJMkqdc{7x_^Dg-{qpQ4A$e5~WcFr+F$hC26vHtBqc9qOVJ!Z}c>IHj_!pBg z71J;SGcg-;Fc0&w5R0$`OR*d)unMcO7VEG98?hN%unpU>6T7end$At}a0rKS6vuD^ zCvh5Qa1Q5j5tncUS8*LTa0|C_7x(Z05AhgJ@C?uK60h(EZ}A`A<0C%d3%=qze&82= zBT(xA0wXAbAp}AqG{PVp!XqLgAqt`*I$|IeVk0i%ApsI1F_It|k|QNjAq~np$odAJ9?lOdZRD;VE_hVFos|lhGQf~VGRDlIQ)$X_y?2lFQ#BB zreg+XVK(Ms9u{CB7GnvPVL4V}71m%a)?))UVKcU38+KqPc4H6rVLuMy5RTv|j^hMQ z;WWO7Vh9K?&AR-;W3`#8D8KeUgHhk;Xi!9M|{Q?e8YGA#4r3o zzz#U55EQ`?0-+EZVG#}y5D}3P14F%b)K5Et>00Ev(oNs$aGkP@kp2I-I<8IcKD zkQLdH1G$hJd65qVP!NSt1jSGsB~c1xP!{D;0hLf0RZ$H!P!qLL2lY@N4bccq&=k$l z0MjcJ<$t&&=>tN0D~|XLoo~^FcPCN24gV}<1qmfF$t3~1=BDc zGcgNuFcxVV-NOWKMvv$ zj^HSc;{;COG|u82F5n_A;|i|fI&R_??%*!&;{hJwF`nWXUf?BO;|<>7KYYMPe8v}i z!*~3|FZ@BEb^!!IPy|N^ghFV9ML0x2L_|guL_>7ML@dNXT*OBLBtl{&MKYv7N~A^_ zq(gdSL?&cGR%AyG(26hm>8L@AU(S(HZwR6=D`MK#nwP1Hsm)I)tV zL?bjoQ#3~lv_fmNMLTprM|4IPbVGOaL@)F~U-ZWS48mXx#W0M(NQ}l9jKw&N#{^8o zBuvH>Ov7}{#4OCgT+GJ;EW%r z9K&&(#3`J?S)9iOT*75s#Wmc(P29#E+{1l5#3MYxQ#{8Dyuxd|#XG#m2YkY3e8o5X zz)$?f9|Ue6KoA5&aD+rCgh5z@M+8JdWJEGZlfmn!*xQK@YNQlHpf@DaJlt_g%NQ?By zfK14YtjLBO$cfy@gM7%3f+&O{D2n1Jfl?@qvM7fNsEEp_f@-Lany7_3sEhh&fJSJH zrf7y1Xo=QngLY_-j_8Cg=!)*>fnMm1zUYSm7>L0bf?*hrkr;(B_zUCkHzwd8Ov1mI zf~lB}8JLCHn2UK>fQ49$C0K^#Scz3wgSA+X4cLUu*otk~ft}cmJ=ll+IEX_yf}=Q& z6F7y_IE!<*fQz_{E4YU1xQSc1gS)to2Y7_Xc#3CuftPrVH+YBt@Btt38DH=X-|-W_ z@CSi91`q^65gZ{93ZW4e;Sd245gAbs4bc%3u@DDw5g!SV2#Jvt$&dmmks4``4(X8* znUDopksUdZ3%QXO`A`4_Q5Z!~48>6rrBDWCQ63dg36)V5)ldU9Q5$to5B1RyjnD*5 z(Ht$%3a!x=?a%=o(HULP4c*Zbz0e1J(H{da2!k;c!!QCPF&bkq7UM7;6EG2zFd0)Y z4bw3bvoHs9F&_)C2#c{4%di3~u^MZz4(qWIo3I62u^l_G3%juw`)~jUaTrH%499U2 zr*H;maUK_N372sd*Kh+jaT|AV5BKp9kMIOf@f~Q4y6;1yxZUHBbw+Q5W^l01eR?P0$R@ z(GsoD25r$E9ncA#(G}g$13l3jeb5j6F%W|=1Vb?#BQOf1@fXJ8Z;Z!3n23Kd8B;M0 zGcXggF$eQ79}BSvORyBnu>z~G8f&o*8?X_Zu?5?(9XqiLd$1S#aR7&K7)NmoCvXy{ zaR%pb9v5*5S8x^AaRaw-8+UOJ5AYC=@dVHC953+-Z}1lX;XOX$6TaXpzT*de;Wq+x z4j?dsA{as-Btjz$!XZ2&A`+q?DxxC>Vj(u-A|4VTArd1Ak|8-#A{EjgEz%RyhG95HVid;UFO0+An1FvU3IAdWreZo~ zU>0U$F6LnY7Gg1$U>TNUC01b#)?z(2U=ucDE4E<=c49a7U?2A5AP(UOj^a2@;1o{d zEY9HqF5)t-;2N&uCT`&l?&3Zk;1M3-VH80z6h}#vLK&1rc~n3pR7O=)Lk-kKZPYKWK6*{Ovg;j z!W_)Sd@R5sEXGnS!wRg#YOKLJtj9)d!WL}BcI?0|?8aW~!vP$`VI09R9LGtV!Wo>! zd0fCHT*g&g!wuZTZQQ{<+{Z&a!V^5jbG*PSyvAF+!+U(dCw#_Ne8Ug?#BcmT;I07# zK`;bINQ6QdghhBnKqN#)R767z#6)bwK|I7qLL@>GBt>$hKq{n0TBJh;WJG3UK{jMZ zPUJ!!OvN z9L&RfEW{!#!BQ;83ar9vti?KPz(#Dw7Hq?I?8GkY!Cvgg0UW|%9K|u5z)76O8Jxp; zT*M_@!Bt$x4cx+Q+{HaSz(YL76FkFnyu>TK!CU-?_xOlU_=2zajvx4i-w4z#fWQcf zUjSDh1iITcu0VRNQ@*%hU7?zR7iugNRJH2gv`i_Y{-F} z$c;S6hx{mrLMVcwD2@^+h0-XCa;SicsEjJ8hU%z^TBw7%sE-C{gvMx!W@v$yXpJ^# zhxX`*PUwQJ=#C!fh2H3kei(p(7>pqphT#~AQ5b{2Fb;oX0{+1y{EI1=is_hvS(uHv zn1=;eh{affWmt}tScNrMi}l!mP1uaB*oGb0iQU+Peb|qKID{iOisLweQ#g&YIEM?k zh|9QwYq*Y^xP?2oi~D$hM|g~f);Kk*BH5U6_qK@b$d z5dxtQ8etI*5fBlP5e3l@9WfCLaS#{rkpPL17)g-~DUcGWkp}6I9vP7dS&$XkkpsDq z8+nlr1yB%$Q3Sgy(7)!AXE3gu)u?Fj~9viU-rX8+)-22XGLFaRkS394B!KXK)thaRHZb z8CP))H*gcTaR>Ks9}n>ePw*7a@dB^#8gKCq@9_bj@EKq64L|S`zwrlwdjt>!!4MoF z5ei`t7U2;Akq{YC5e+dA6R{Bo@em&gkqAkU6v>eSsgN3Jkq#M<5t)$%*^nJMkqdc{ z7x_^Dg-{qpQ4A$e5~WcFr+F$hC26vHtBqc9qOVJ!Z}c>IHj_!pBg71J;SGcg-;Fc0&w z5R0$`OR+qFfP&o$c@mk$Cw5^E_F_K{;1CYuD30L-PU1Aq;2h55 zA}-+yuHrgw;1+Jt+dSpN*WJXqGLk{Fb zZsb8eUssgRvNg@tA;#n1sogf@zqJ znV5w+n2Y&XfJIo0rC5d)Sc%nGgLPPsjo5@O*oy7gfnC^*z1W8XIEceIf@3(2lQ@Ml zIE(YRfJ?ZHtGI?6xQW}igL}A-hj@f1c#7wEfme8qw|Iy5_<&FNjIa2HANYyi_=CW` z0tkX&2#$~lg)j(<@Q8p&h>WO+h8T#6*ocF8h>wIwgd|9cgh7u@=(kO#+D36M$ges_t>ZpNQsExX)hX!bf#%O|OXpWX> zg*Ir5_UM34=!~xDh92mN-sppV=#POIgdrG;;TVBY7>&O$7Jp+r{=r22i^-UZX_$eT zn2kA@hxu5DMOcERSdJA~h1FP#b=ZK7*o-aMhV9siUD$)Y*pCA^gu^(BV>p46IE^zn zhx53IOSpooxQ-jRh1&4bTXU(G<B9SgGu-oQ!o|NF$1$O z8*?!a3$PH2u>{Mo94oO3Yp@pUu>qT~8C$UpJFpYGu?PFG9|v&=M{pF!aRR4s8fS41 z7jO}maRt|K9XD|ccW@W?@c@tT7*FvGFYpqt@doekA3oqCKI03%;X8if7ycknp8$d& zD1svdLLoH5A{-(hA|fLSq9HnBA{OExF5)8r5+N~?A{kO3B~l{|(jh%EA``M8E3zX8 zav?YJA|DE%APS=hilI14q7=%YEXtz-Dxor}q8e(TCTgP&>Y+Xwq7j;)DVn1NTA?-C zq8&P*BRZoCx}iIIq8Iw0FZyEu24OIUVi-nXBt~Nl#$p`CV*(~(5+-8`reQi}Vix9L zF6Lta7GW`#Vi{IoC01h%)?qz1ViUGtE4E_?c40U6Vjm9RAP(aQj^Q{?;uOx{EY9Ns zF5xn+;u>z?CT`;n?%_Tj;t`(UDW2m6Ug0&~;vL@O13uw1zTz8x;3t0L4+8fMAP9mX zI6@*6!XPZdBLX5JGNK|HVjw1BBM#yrJ`y4kk{~IPBLz|+HPRv-G9V)|BMY)2J8~iy z@*pqrqW}t_Fp8oWN}wc4qYTQSJSqmzy-lS6U0tdeRYP^uL@m@oUDQVdG(uxEMKiQO zOSDECv_pGzL??7XS9C`Y^g?g+ML!I{Kn%tZ48w4Y#3+oxUl@nKF#-Qz68^;$OvQA} zz%0zhT+G7)EW~0g!7?nzO02>fti^h4z$R?QR&2u#?8I*D!9MKAK^(#n9K~^*z$u)@ zS)9WKT*PHu!8KgRP29pA+{Jx7z#}}yQ#`{9yu@p~!8`ni5BP}B_=0cvj-U92KM2$> zfFKBp;0S?G2#v4^hX{y>$cTbyh>nw!YG1bD2|dSg)%6M@~D7HsEn$ph8n1e+NgtisE>wdgeGW;=4gRd zXpOdLhYsk7&gg<}=#HM~g+Azu{uqEk7>uD9h7lNv(HMiV7>DtgfQgud$(Vv^n2wp4 zg*lju`B;EOSd67uh80+e)mVddSdWd^ge};L?bv}`*p0o|hXXi>!#ILtIF6Gzg)=yd z^SFRZxQwf~h8wtv+qi>!xQ~Z;geQ24=Xilvc#XGshxhn^Pxy?l_=X?&iQo8x!2JUV zf?x=akO+k^2#fHDfJlgpsECFbh>6&UgLsIKgh+%WNQ&f0fmBG1v`B{x$cW6yf^5i+ zoXCYd$cy|afI=vYq9}$ED2dW2gK{X3il~GtsEX>Sfm*1Ix~PW+Xo$vWf@WxrmS}}G zXp8pffKKR)uIPpy=!xFwgMR3bff$4#7>eN-fl(NZzc3bmV?6%BMEr}%n2Kqbfti?% zIhcp}ScpYff~8oF6u3Z+pNg z4(-tqozMkc(H%X|3%$`7{V)InF&INI48t)Jqc8@4VI2O(1pI?Z_!mTvoITT zF%Ju{5R0({%di|Pu?lOj7VEJAo3I&Mu?;)06T7ho`>-DeaR^6n6vuG_r*Il)aSj)7 z5tnfV*Ki#-aSL~F7x(c1kMI~z@eD8U60h+F@9-Z!;3Gcc3%=nye&QGYAke@7f*>e@ zBLqSrG{PbrA|N6nBMPD+I$|Og;vg>KBLNa2F_Iz~QXnN#BMs6aJu)H_vLGw6BL{LJ zH}WDM3ZNhgqX>$jI7*@v%AhRDqXH_SGOD5)YM>@+qYmn!J{qDCnxH9~qXk-_HQJ&b zI-nyuqYJvBJ9?rQ`k*iRV*mzWFot3nMqngHV+_V(9L8e;CSnpMV+y8WI%Z-P=3p-7 zV*wUnF_vN(R$wJoV-40}JvL$!wqPr^V+VF&H}+y54&WdT;|Px7I8Nde&fqN0;{q<> zGOpqpZr~K0DyCruW@0wxU>@dU zAr@f?mSQzlE!JTJHexfjU>mk$Cw5^E_F_K{;1CYuD30L-PU1Aq;2h55A}-+y zuHrgw;1+Jt+dSpN*WJXqGLk{FbZsb8e z8UrfPNOven&!fedNJS@OM zEXEQn!*Z;|Dy+d;tj7jy!e(s6HtfJo?8YAK!+spZAsoR`9LEWq!fBkvIb6U+T*eh# z!*$%mE!@Ff+{Xhv!eczeGrYh{yv7^6!+-dIkNAu)_=fNJiC_4GKtlouf}jYF5D10P z2#autfQX2UD2RsWh>2K;gSd!~1W1I$NQz`gfs{y%G)RZ^$cRkHf~?4n9LR;-$cua^ zfPyHDA}EI9D2Y-igR&@(3aEt2sETT+ftsj|I;e;GXoyB=f~IJW7HEamXp45}fR5;l zF6f5t=!stFgTCmG0T_hA7>Z#Sfsq)EF&K++7>@~ft6T|HCTuB*oaNog00w&9oU84*o%EQfP*-UBRGcRIEhm@gR?k~3%G>KxQc7I zft$FEJGh7Yc!)=Mf~RbXihxkZ{L`Z_9NRAXph15ukbjW~=$c!w=hV00RT*!mG$d3Xj zgu*C_Vkm)uY=#4(;hyECdK^TIe7>*Gbh0*v6WAQh};~z}KznF}vn1&gciP@Ngd6T*o8gVi~Tr&LpY41IEE8AiPJcPb2yKSxP&XXitD(6 zTeyw8xQ7RLh{t$>XLyd6c!f83i~sN*AMpua@D<I8Cj7HIgk^%kq7yZ9|che zMNkyQQ39n<8f8%q6;KhCQ3cgd9W_x4bx;@e(EyFm7){X(EzlCJ(FX0%9v#sMUC8+))1`*9G5a0Ewj94BxJr*RhNZ~+%_8CP%(*KrfK za0hpB9}n;dkMR`G@B%OK8gK9p|KS5Z;xoSB8@}Twe&G)S4G$m)f+9FVAQVC)EW#lI zA|f)PAR3}0CSoBD;vzm0AQ2KHDUu-tQX)0dARW>pBQhZivLZWjAQy5YFY=)P3ZgKI zpcsmyBub$S%A!0fpb{#hDypFdYN9skpdRX@AsV3xnxZ*cpcPu9E!v?2I-)bWpc}fQ zCwid|`l3GuU=RjlD28DKMq)I^U@XRAJSJcwCSfwBU>c@lCT3v{=3+h;U=bE$DVAXc zR$?{QU>(+DBQ{|RwqiSWU>9~{FZSU84&pG5;24hMBu?QB&f+{S;1Vw5Dz4!MZsIoX z;2!SdAs*ogp5i%P;1youE#BchKHw8R<14=52Y%u={vhy(0D>SGf+HkCAq>JIJR%?x zA|ooIAqHY1HsT;2;v*pvAqkQqIZ_}MQX?(WApxVV-NOWKMvv$j^HSc;{;COG|u82F5n_A;|i|fI&R_? z?%*!&;{hJwF`nWXUf?BO;|<>7KYYMPe8v}i!*~3|FZ@BEQ2_)&Py|N^ghFV9ML0x2 zL_|guL_>7ML@dNXT*OBLBtl{&MKYv7N~A^_q(gdSL?&cGR%AyG(2 z6hm>8L@AU(S(HZwR6=D`MK#nwP1Hsm)I)tVL?bjoQ#3~lv_fmNMLTprM|4IPbVGOa zL@)F~U-ZWS48mXx#W0M(NQ}l9jKw&N#{^8oBuvH>Ov7}{#4OCgT+GJ;EW%r9K&&(#3`J?S)9iOT*75s#Wmc(P29#E z+{1l5#3MYxQ#{8Dyuxd|#XG#m2YkY3e8o5Xz)$?f9|Rs9KoA5&aD+rCgh5z@M+8Jd zWJEGZlfmn!*xQK@YNQlHpf@DaJlt_g%NQ?ByfK14YtjLBO$cfy@gM7%3f+&O{D2n1J zfl?@qvM7fNsEEp_f@-Lany7_3sEhh&fJSJHrf7y1|C4l&v127|AAoDyw%u;6ZMU|y zwYIix+qP}nwr$&Ppa1o~^WmDwFF9Z4BzI0Sll!0vnxQ#bq7~YpE!v|4I-xVVq8oak zCwij~`k_AtVi1O4D28JMMqxC@VjL!5A|_)BreQi}Vix9LF6Lta7GW`#Vi{IoC01h% z)?qz1ViUGtE4E_?c40U6Vjm9RAP(aQj^Q{?;uOx{EY9NsF5xn+;u>z?CT`;n?%_Tj z;t`(UDW2m6Ug0&~;vGKVBR=B`zTrE5;uroP(1-wnASi+(1VSM+!Xg|ZAR;0o3Zfx8 zVj>peATHt~0TLlGk|G&WASF^G4bmY!G9nYQ;4frDcH~4Zw#Z~Q^vkpTojFa$?PghCjEMR-I&Bt%A3L_-Y3 zL~O)CJj6#rBtjA-MRKG-Dx^kQq(cT|L}p|`R%AmCfti^h4 zz$R?QR&2u#?8I*D!9MKAK^(#n9K~^*z$u)@S)9WKT*PHu!8KgRP29pA+{Jx7z#}}y zQ#`{9yu@p~!8^RiM|{E;e8qSCz%Tqppiuz?Mo> zMqI>00whFYBtbGHM@pnZ8l**fWI!fl#$U*a?8t#!$c?uY=#4(; zhyECdK^TIe7>*Gbh0z#`ahQOKn2afyhUu7zS(t;ln2!ZmgvD5jWmtigSdBGUhxOQq zP1u61*p408h27YTeK>%FIE*7WhT}MiQ#gaOIFAdsgv+>!Yq)`%xQ#owhx>SlM|gs# zc#ao%h1YnCcldyh_>3?3hVS@^U-*MSqXP(npa_l-2!+rHi*Sg5h=`0Rh=%BhiCBn( zxQLGgNQA^lieyNElt_&8B;M0GcXggF$eQ79}BSvORyBnu>z~G8f&o*8?X_Z zu?5?(9XqiLd$1S#aR7&K7)NmoCvXy{aR%pb9v5*5S8x^AaRaw-8+UOJ5AYC=@dVHC z953+-Z}1lH@d2Ok8DH@YKkyU3@dts&1P}zl5F8;93Skfy;Sm9m5E)Ss4KWZCu@MLH z5FZJV2uY9>$&mu7kQ!-`4jGUUnUMuqkqtSJ6STvoITTF%Ju{5R0({%di|Pu?lOj7VEJAo3I&M zu?;)06T7ho`>-DeaR^6n6vuG_r*Il)aSj)75tnfV*Ki#-aSL~F7x(c1kMI~z@eD8U z60h+F@9-WU@d;n>72oj#zwjG@#s&}=K@kig5E7vg2H_AM5fKSd5Eao81F;YraS;y* zkPwNH1j&#bDUk|kkQV8Y0hy2)e<3TfBL{LJH}WDM{zd`(gF+~Rq9~3MD237}i*l%d zil~e#sD|qJ7d25Ebx;rW(GZRBADW;UnxiFJp$*!iJvyKhI-@JPp$B@RH~OF-`ePsl zVF-p|I7VO;Mq@0-VFD&%GNxb}reh{%VGibEJ{DjR7Go)vVFgxVHP&Dq)?*_!VGFim zJ9c0fc4II0;Q$WeFpl6Dj^iXw;SA2=JTBl8F5@b$;RbHvHtyga?&BdI;R&ANIbPru zUgIs^;R8P6Grr&(zT+o;;SU0h3m^!BA~-@I6hb2`!XW}8A~K>N8lod6Vj&LVB0drz z5fURQk|70BA~n(=9nvEsG9e58LN;VaPUJ!!P#h&u3T03h9L&RfEW{!#!BQ;83ar9vti?KPz(#Dw7Hq?I z?8GkY!Cvgg0UW|%9K|u5z)76O8Jxp;T*M_@!Bt$x4cx+Q+{HaSz(YL76FkFnyu>TK z!CSn?2YkY3e8o5Xz)$?f9|RsBKoA5&aD+rCgh5z@M+8JdWJEt^6h$$VKuMHF8I(hLR753I zK~+>o4b(&})InX;M*}oMV>CfiG)D`xLTj`|J9I!tbVe6+LwEEGZlfmn!*xQK@Y zNQlHpf@DaJlt_g%NQ?ByfK14YzmOH#kpsDq8+nlrf1?2YK_L`DQ4~iBltO8gMLASJ zMN~!=R6}+Ai<+p7I;e;GXoyDm4^7Yv&CwFA&<1VM9v#pLozWHD&;vcu8-36Z{V@=O zFa$#}93wCaqcIlaFaZ-W8B;I~(=ijXFb8un9}BPui?I~TumUTw8f&l)>#-4=umxMO z9XqfKyRjGhZ~zB!7)Njn$8i#;a0X{_9v5&4mvI%>a054S8+ULI_wf*q@B~ls953(+ zukjY|@Btt38DH=X-|-W_@CSh=1`q^65gZ{93ZW4e;Sd245gAbs4bc%3u@EPKPR-*6 zs8wZrQ9>j_5+p@(q(Ca9Mp~pp24qBLWI!w&4kZtTH6?8iYI!Vw(Bah$*@oW@z4!v$Q#Wn95ET*pn^!X4bjeLTP;JjPQz z!wbB`YrMfbyvIj;!WVqScl^LF{6?Tj0R%=+1VadfL}-LTID|(;L_!oqMRdeKEW}1! z#6tokL}DaCG9*Vzq(T~`MS5gFCS=B6$cpU9fn3OqyvT>YQ2_s-5Q?BEilYQdp)|^( z94eq9Dx(Ujp*sFWP1Hsm)I)tVL?ir%CTND{Xo*&6gSKdo4(No==!$OWfu87%KIn)3 z7>Gd_f}t3W5g3Kh7>jY3fQgulDVT=on2A}KgSnWG1z3c|Sc+v>ft6T|HCTuB*oaNo zg00w&9oU84*o%EQfP*-UBRGcRIEhm@gR?k~3%G>KxQc7Ift$FEJGh7Yc!)=Mf~R5EHQx2k{Ue z36Tg%kQB+00;!N1X^{>YkP(@Y1zC{|Igk^%kq7yZ9|celg-{qpQ4A$e5~WcF9uqMMQ!o|NF$1$O8*?!a3$PH2u>{Mo94oO3Yp@pUu>qT~8C$Up zJFpYGu?PFG9|v&=M{pF!aRR4s8fS417jO}maRt|K9XD|ccW@W?@c@tT7*FvGFYpqt z@doek9v|@uU+@**@dLl`8-b<<5Ewxb3?UE_p%Dh*5FQZ`2~iLg(Gdf&5F2q34+)SE ziID`!kQ^zI3TcoQ>5&1MkQsj=E3zX8av?YJA|L)n0sMnPD1xFWjuI$^(kP2^sDO&7 zj4G&x>i8EmQ5$to5B1Ryjqo3upc$H@C0d~k+M+!=pc6WyE4rZvdZIV_pdb2UAO>Lw zhGIBIU=&7UEXH91CSo$CU>c@lCT3v{=3+h;U=bE$DVAXcR$?{QU>(+DBQ{|RwqiSW zU>9~{FZSU84&pG5;24hMBu?QB&f+{S;1Vw5Dz4!MZsIoX;2!SdAs*ogp5i%P;1you zE#Bb+KH@XJ;2XZhi1jSGsB~c1xP!{D;0hLf0 zRZ$H!@GokiHtM1t8lWK><3BV-GqgZUv_>1WLwj^YCv-tqbVm>LLT~g%KMcS?48{-) z!*GnmD2%~ajK>5_!emUvG|a$E%*Gtd!+b2nA}qmDEXNA0!fLF=I&8p3Y{nLB!*=Y% zF6_Zx?8gBd!eJc6F`U3joW>cP!+Bi9C0xN(T*nRE!fo8eJv_ieJjN3|!*jgEE4;y5 zyvGN8!e@NNH~hd){Kg*yo*qCD1VeCyL@0zoScFFeL_%alMKr`fOvFYU#6x@}L?R?X zQY1$Tq(W+>MLJ|aMr1}7WJNaQKu+XF9^^xQ6hJ`~LSYm|F_b__ltvkpLwQt0B~(FG zR7VZeL@m@oUDQVdG(uxEK~pqG3$#LOv_(5~Ku2^&7j#2+^h7W8L0|O801U!l48<^v zz(|b77>vVsOvEHi!BkAg49vo8%*8w`z(Op>5-h`Vti&p;!CI`x25iD+Y{fS0z)tMO z9_+(@9K<0U!BHH?37o=doW(g@z(rif6385B$P!1ey^*U<5@lgg{7yMi_)cctk`bL_t(UM-0S5Y{W%8BtSwWMiL}L za->8mq(NGwM+Rg12#TUON}v=5a%h{>3OX_$_gn1wl*i}_f9MOcibScVl?iPczxby$y$*n}phJIE6Dfi}SdEOSp`yxP}|JiQBk?d$^B>c!Vc-isyKNS9p!Lc!v-8 zh|lQ40fJ8`)q)3Jo zNQu-)gLFubjL3v6_zT&P9XXK;d5{8L@AU(S(HZwR6=D`MK#pG zzo>=UsEc}NfQD#{|Iif8&;l*d8g0-H?a>jP&;?!59X-$sz0nu_FaQHF7(*}&!!Z)0 zFa~2W9uqJLlQ9+3Fat9&8*?xZ^RW<%umnr794oL2tFadAumKyf8C$Ro+p!b7um^jw z9|v#5u^#kr`Q#71@vjIguNAkPrD$00mJffKJT|2k0oesHiwfpcG1@EXtt*Dxxx~ zpc<;g*Ir5_UM34=!~xDh92mN-sppV=#POIgdrG; z;TVBY7>%(QhY6U7$(Vv^n2wp4g*lju`B;EOSd67uh80+e)mVddSdWd^ge};L?bv}` z*p0o|hXVn0YJM<4FYB=AD30L-PU1Aq;9LNmnx7BQ0~bY?aRt|K9XD|ccW@W?@c@tT z7*FvGFYpqt@doek9v|@uU+@**@dLl`8-ZpA5Ewxb3?UE_p%Dh*5FQZ`2~iLg(Gdf& z5F2q34+)SEiID`!kQ^zI3TcoQ>5&1MkQsj=E3zX8as|+-dF}vhZeCG-{EdS62Zd1t z#ZVk2Q3_>H7UfX^l~5T~Q4KZlFKVGS>Y^SRpdlLLKQu)%v_MO=MjNz4dvru6bU{~i zM-TKuZ}de!48TAP#t;m{aE!z#jKNrp#{^8mWK6|0%)m^{#vIJUd@RHwEWuJN#|o^% zYOKXNY`{ir#ujYDcI?D1?7?2_#{nF|VI0LVoWMz(#u=Q$d0fOLT)|ab#|_-VZQR8@ zJitRd#uGflbG*bWyun+%#|M1EXMDvs{J>BA#vcTp6F?9ILvVydD1<>+ghvEKLS#fm zG{itm#6}#%LwqDeA|ydlBu5IQLTaQ%I%GgbWJVTbMKPUJ=&)JFp}LSr;RQ#3~lv_fmNMLTprM|4IPbVGOa zL@)F~U-ZWS48mXx#W0M(NQ}l9jKg?L#3W3?R7}SV%))HU#XKy)LM+A-EW>iF#44=8 zTCB$gY{F)2#Ww7~PVB}W?8AN>#33BPQ5?q!oWg0G#W`HSMO?-eT*GzT#4X&xUEIe5 zJi=o<#WTFXOS}%CQ}Z_gD%tNuAMg>M@de-T9Y664e-LPH06`EG!4U$X5E@|-4iOL$ zkr4&a5FIfQ3vmz^@sR+DkQhmk3@MNjsgVZhkRBP430d$LvLQQiA{X)?FY@DW6vRI$ zj3Ow8;wXtyD1)*nj|!-S%BYHJsDXb`3$;-f_0Rwf(HQ@sDVm`LTB0@DpdH$yBRZiA zx}rOJpci_hFZy8s24XOVU>JsDBt~Hj#$r4sU=k){DyCruW@0wxU>@dUAr@f?mSQ

zlE!JTJHexfjU>mk$Cw5^E_F_K{;1CYuD30L-PU1Aq;2h55A}-+yuHrgw;1+J< zF7Dw09^x^c;2ECdC0^kT-r_wz;1fRME56|ee&RR&An?2Zf*=@zBP2p048kHjA|MhX zBPyaH24W&M;vgR4BOwwY36df?QXmylBQ4S)12Q5rvLGw6AqR3IH}W7K@}mF>q7VwB zD2ky3N}@E%pd8AhA}XN@s-k)TotoDOP~oa6s)M>{fQI-FP0$=I&>C&f9v#pbUCMZw9|JHLLogg8FdAbp9uqJbQ!pJfFdK6)9}BP;ORyX(unMcO4(qWAo3Rbsu?xGg z5BqTlhj9$YaSEq#4(D+RmvIf(aSOL`5BKp1kMRu8@d~f;4)5_1pYR1=@dH2c2Z81X z5EQ`>0wECwVG#il5d~2Z12GW?aghKCkpxMR0x6LOX^{aLkp+JtJ8~d5@*qF{#y=>8 zq9}%vD21{phl;3#s;Gv4Q4@7g7Y)!5jqx9vp*dQiHQJ#)I-xVVp*wn^H~OJJ24OIU zVK_!%G{#{(CSfwBVLE1EHs)bI7GW`#VL4V|HP&H0HeoZiVjFf~Cw5~G_TvB!;V_Qk z7*60M&fqN0;{q<>GOpqpZsHd1;vOF25uV^Fp5p~x;|<>913u#mzT*de;}3!?2p}jz zASA*dEW#rKA|nc-BL-q44&oyL5+ezcBLz|;4bme6G9wGJAvkK~>bizo?BmsE7J!gvMx!W@w34Xp45}h)(E=Zs>_#=!NVHk-~ z7>jY3h)I}=X_$#wn2UK>h(%b6Wmt(-Sc`Soh)vjvZPpRZIE!<* zh)cMNYq*J9xQlyuh(~yeXLyNMc#C)Vh)?)}ulRwV_=7+T0|<&>2#HV#i*SgDNQi={ zh=G`hgSbe5gh-4eNRAXpjWkG)49JWu$cF65h1|%8{3wWjPy|I$0wqxfWl;eYQ5jWG z9W_u3wNVfC(Fl#v6wS~Qt!|6w9y@tFRX9uo0WE72B{AyRaAgZ~zB!1V?cKCvgU6aRC=`1y^wcH*p7d z@c<9;1W)k-FYyL%@c|$41z+(4Kk)~F76lL#!4MLm5EkJO5s?rT(GU}{5Et=~5Q&f! z$&eDMkQV8X5t;B8vLXj^A`kN7Zxlcw6h<)=M=6v>Ih02wR7N#aM@`g1UDQKEG(r08a-=|Nq(ORQKxSk? zHe^Rm-VH81elt5{eL3va_WmG|R)IcrNMm^L=BQ!=+G($_YLR+*$M|470 zbVE<{LSOX5Kn%iA48ur_!dQ&ML`=d|Ov6mf!d%S50xZN5EX4|}#2T!{25iI@Y{ho$ zz;5ipejLDI9Kms%z-gSpd0fC{T)}nRz%AUyJ>175JjOFT$1A+XJG{pye8x9?$1nUw z;3WYBL2!gXXoNv{L_lOjL3G4GY{Wr)BtT*$L2{%(YNSDWWI$$QK{jMZF62f&D2ocHh$^Ux8u%BrQ3v(W0FChreQi}VK(MrJ{DmymSH(oVKvraJvL!8wqZMVVK??+KMvtAj^Q{? z;WW;wXjED2MW> zgvzLf>ZplYsEc}Nh(>6Frf7kdXoI%sfR5;buIPcD=!3o(fPol-p%{UY7=y7Gj|rHJ zDVUBKn2kA@j|EtaC0LFXSdBGUj}6$2E!d77*o{5dj{`V_!#IZHIEB+Vhx53E%eaQ? zxP{xehx>Sh$9RV4c!k$^hxho1Pxy*&_=#WmgFwpy2#R0`iBJfOaEO42h>R$RhUkci zScrqTh>rwFgv3aSWJrOONR2c|j||9+EXaoJ$c5a9{%*R43!cr{5O02?KtiwiZ!d7g@~Tj3;=G7kG^~ zc#jYGj4$|(ANY+w2(lu8pa_AG2!pVQfQX2KsEC1>h=aIDfP_ebq)363NQ1PB7>Z#SiBTAfahQlnn2KqbiCLJ7d02==Sc+v>iB(vOb=Zha*otk~ ziCx%>eK?3iIErI9iBmX>bGV30xQc7IiCegfdw7UPc#3CuiC1`wcld};_=<1%iC+k` zGJwDchTsT=&6Frf7kdXoI%sfR5;buIPcD=!3o(fPol- zp%{)47>zL)j|rHJDVUBKn2kA@j|EtaC0LFXSdBGUj}6$2E!d77*o{5dj{`W2BRGx| zIE^znj|;erE4YpuxQ#owj|X^+CwPt*c#SuBj}Q2aFZhlh_>DgZvMPX}2#yd4jW7t0 z2#Aa*h>jSDjW~#p1W1e|NRAXpjWkG)49JWu$cF65h1|%8{3wWjPy|I$0wqxfWl;eY zQ3X{|1OK8n>YzRvpfUbKGc-plv_?C$M<;YfH*`l&^g>_s!$1tePz=LJjKUa<#RN>m z6imeo%)}hb#R4qE5-i0Eti&3u#RhD|7Hq{1?8F}I#Q_||5gf${oWvQN#RXi%6`BtuH1LRzFlMr6WY$ch}ui9E=Qzfk~%P#DEf9Hmeigy) z1k14ktFZ>_u>qU01>3O$yRirRaR7&L1jle3r*InQa2}U%8P{+fw{RQxa37EG7|-w= zukaf0@E)J=8Q<_7zwjG@*8~s*!4U$X5eDHA0g({}(Gdf&5eM;+0Ev+V$&mu7kp}6J z0hy5n*^nK%kQ@1s9|iFbil8V;pd`wmEGnQPs-P-r;9t~69n?nyG{%2uhURF6)@X3Pq(gdS zLS|$|HsnMuCrGv_vbkMLTpv zCv-(O^h7W8ML!J0APmJYjKnC6#W+mFBuvFL%)~6r#XKy;A}qx+ti&p;#X4-nCTztv z>iWhi^H+YK=_=qp~ ziXZriKM1rgfS?G5kO+ma2#1J>gs6yyn23eAh=+togrrD@lt_iNNQaEbgujp#Igk^1 zkQaZW01BZnilI14p)|^&JSw3ws-Ze+q893+9vY$%nxH9Kpe5R%Ejpkhx}Yn1peK5x z5Bg&O24e_@V+2NH48~&uCSwYwV+Lkp4(4M47GnvPV+B@Y4c21=He(C6V+VF)5BB2# z4&w-p;{;CQ49?>MF5?QW;|6Zy4({Ut9^(m~;{{&h4c_AeKI03%;|G4@4}z=@ASgm0 zB*GvpA|N87ASz-YCgLD25+EUxASqHHCDI@*G9V+e;4frH4&+82YeLTQpJi&9kz-zq0dwjrWe8G48z%Tqp;0*x;L2!gXXoNv{L_lOjL3G4G zY{Wr)BtT*$L2{%(YNSDWWI$$QK~`i#PUJ#f_s!$1tePz=LJjKWxq!$eHNR7}H6%)(sE z!$K^=QY^zttioEX!$xevR&2vg?808`!$BOvQ5?fboWfb0!$n-eRb0bO+`?Vl!$Um6 zQ#`{9+glT)leNZQ44iZ4-L@>P0$oA&=PIX79G$LUC5v|okQrH#4LOkud65qVP!NSt1jSJT zrBMduQ2~`v1=UdlwNM-NP#=xZ7){X(Ezt^X(GDHZ5uMQm-O&TR&>MZx4+Aj>Loo~^ zF$!Zb4ihm6Q!x!QF$;4s4-2sfOR)?qu?lOk4jZuvTd@s0u?u^#4+n7wM{x`%aSCT~ z4i|9=S8)wDa1(cM7Z30dPw*7a@dB^$2Ji6!pYa9X@dLl{2Z6T)5Cp*x93c@3VG#}y z5eZQd4KWc5aS;y*kqAkV3@MQcX^{>YkqLhxD{>$w@*pq%MgbH;VH87gltO8gLwQs} zWmH3T)I=@RL0vRJL;Qy(XpR*GbjWHOH37Cv2 zn2s5kjX9W)1z3c|Scc_Th1FPx_1J{X*oN)ch27YP{WyffIELdmh0{2P^SFe|xQ6Sv zh1R$Rju?oIIEaq~ zNQ@*%juc3ZG)RvO$c!w=hU~}{KtSJ-0ROM=h$uh)MnU|8!YG1bD2|dSg)%6M@~D7H zsEn$ph8p-6wNM*%Q4bB!5RLI4nxYw6pe0(P4cehSI-(Q0pewqg2YR75`l25OU?2u# z2!>%eMq(7kU@XRC0w!THreYdqU?yf`4(4G#7Ge>WU@4Yk1y*4-)?yttU?VnT3$|f9 zc48OyU@!LL01n|Wj^Y?j;3Q7t49?*^F5(id;3}@;25#Xt?&2OE;2|F437+9OUg8zr z;4R+c13uw1zTz8x;3t0L4+3usAP9mXI6@*6!XPZdBLX5JGNK|HVjw1BBM#yrJ`y4k zk{~IPBLz|+HPRv-G9V)|BMY)38*(5gaw8A&AwLSBAPS){ilP`wpd?D849cNADxwmq zpem}P25O=f>Yy&_qX8PBF`A$$nxh3;p*7l~9Xg;RI-?7^p*wn_7y6(t`eOhFVK9bb z7)D?uMq>=dVLT>c5~g4(reg+XVK(Ms9u@@9srkYH6|TjirC5d)Sc%nGgLPPsjo5@O z*oy7gfnC^*z1W8XIEceIf@3(2lQ@MlIE(YRfJ?ZHtGI?6xQW}igL}A-hj@f1c#7wE zfme8qw|IvS_=wN=f^YbapZJA80d#5}X#4+fT9AObc`yV=NQ6QdghhBnKqN#)R767z z#6)bwK|I7qLL@>GBt>$hKq{n0TBJh;WJG3UK~`i#4&+2`ArwYY6hjG= zL}`>kIh035R6-S0MRn9bP1Hgi)J1(XKqE9p6EsD0v_LDgMq9K)2XsVdbU`t+dSpN*WX4~}itNaNT*!^Q$cMjC0RNy6il8WpqXbH! zG|HkJDxe}NqYA2_I{rmX)J7fDLwz(vBm9RZXolu!iB@QXwrGzI=!DMbif-tEp6HD} z=!gCoh(Q>Fp%{)47=_Uoi*cBMiI|Kjn1<2K; z6F|T(GXwPP5MPuCiIEJ+kqW7i4(X8znUNLQkQ2F(7x_>C1yLA9P#h&t8f8!(6;K&f zP#rZ;3$;-X_0b58(G<#z}R{((#48ai!p%D(@5ebnI4bc$`u@MjPkqC*A z49SrSsgVxpkqMcR71@vzxsVt6Pyhu{7)4MVB~Th=P#zUf8C6gnHBbw+Q4jUe2#wJc z&Cn99&=&2`5uMN#-Ov-g&=>tM5Q8uj!!Qz~Fc#x55tA?#(=ZdWFcC1yLA9P#h&t8f8!(6;K&fP#rZ;3$;-X_0b58(G<#z}PXK`t z48ai!p%D(@5ebnI4bc$`u@MjPkqC*A49SrSsgVxpkqMcR71@vzxsVt6Pyhu{7)4MV zB~Th=P#zUf8C6gnHBbw+Q4jUe2#wJc&Cn99&=&2`5uMN#-Ov-g&=>tM5Q8uj!!Qz~ zFc#x55tA?#(=ZdWFcC1yLA9P#h&t8f8!(6;K&fP#rZ; z3$;-X_0b58(G<#z}gf$ zjKN<1Y8m>q-19WuBYC7=w_z-e?4i~2Xl7)av}PZ#`@Noi?)TC2K4zwceb$@<%fb=6 zusbBc!Uh5yK6cr_3510MS-`-7EK4AP1QOT-8%Q95vyi|pY+#e$@7}ug@&9=Jx@ShV zY>nmW_piEjtLoORTeoiAs$%df41SftuQB*_2EW1JHyQjEgWqQGI}Co8!S6BneFlHP z;13!65raQw@FxuZl);}d_;Ut-!Qd|${1t=0W^mU}BRIz39tN*w@EQj9GI%Y6*D-hl zgZmiV&)|&=K8L}Z8N7wTTNz{w9$@e`24BFS#$bWLB7+kQPBK_x@CbuP89c_|aR%>X zu*%?z8JuD8B!jaI-pk+|gQpp+GdR!SSq7IFJjdXJ48D}X^9(LC_%a4f1}z3{20IKo z47v<@4E7jYWiVziVQ_=NK7$W4_y~iKGWZGxU&-LB82nuZU&G)<24BbE>lu6lgPRP# zk-;}H_+|#*%HZ1=d^>~hVDMcGzMH}KGWb3Q|CGTGF!(_RKg8gN8T<%?f6m~?82ki- zpJeb;41Suy&ocNq2EV}I7a9B#gMY=~R~Y;%gI{Ct>kNK_!EZA7Ee5~M;CC4OE`#4= z@cRt@fWaR!_#*~?%-~NL{3(M!WANt;{(`|@GWaV7f6d^opFwbp!95IK&EPc*?q%>= z2CrlA1_t*rxSzor8GH_dH#2w(gSRrs7(Bq>Z4ADEL5;xzgGB}>7@TCV#NZJIk1}|S z!Q%|x$zYYi7c)4+;7JB&8N8RlIR;NNSZ8pa!Ltl5F?f!_2N`@RgXbAsX7FVUnhaVD z+6;CWbQp9Q^cd_hxXNJ6V8Y-AgM9`cX7CXPA7$_r48D@VS26gz48DfJiwwSw!PhhR z1_n17d?SNzV(`rjzLmkZG5B@{-@)L!7<@N_?`80P4E`yDA7Jo<41S2g4>R}?2LGJF zk1_ZO20zK*rx^S+gP&#aa}0ig!7noSB?kYB!LKm*RR+Jt;MW=a27}*Z@LLRio5Ale z_+19S$KdxF`~ibMWbj7}{+Pj^F!)mjf5za?8T8yS2KgEupH3xl^Z$QV4p;B5@PfI*GH0)s^cCm5V$u*BdI z29Gj$jKSj!-pOE{Fe;Ai@|p@ z_#Ot|%i#MN{1XO0z~G-T_(29g#NfYX@WTxL8wNkh;KvyJID?;H@RJPw1%sbr@G}fP z#^C1|{5*qSVDO6!{w0H7V(`lh{(A<$%HV%s@M{cyox%Ui;5QijFAV-y2EWbVUo-d} z2EWVTe`D}_4E}cp{|AFVWbl77_#*~?%;4WL_!9>IH-rC&!JjkucMSf5!Cx}?e;NE0 zga63j|6_3MXA#`Z;2s9AX7FhYUc=xxgHLDhItH(2@CF9=G59P7_cQox25(~UW(J?j z;4KW^%HZ=EWDMpIOeQaWUZ+294@Y}Do&JqRzu9ZI8lC>Nc7Hq=?%({#%@;qT(eI4+ zI$OJq&XxXP*uMGqZ@ze6<65VEeQVHaH+qBCq}v_=vi9QV?d?Bx>0*7e-QU{jHHW*S z=;zJa2l>R$gAY7B84Vxa?DQYr+aK=?`o|y4PCRrX1Fla0%1SmFZ$HL}p18}(elO75}rvBb>DY&=SZHxzl?rvv1 zs^eoYKGm{{oVn2+oqF=P0xIRU2EE>(ZvdBu&He}tMtwSi{wM|n)!W^X0geX!D~s9I zPP@OD?N1i7&ZyVyblcnQeyg*Xjhd}y8-I5O+vCw|ZJ3ulFY1 zapzid*a2m&u--MvdENcplD{Q++x=0yx7qdi>^lYxoMPD5+s)Br*hW43&Ca#%7n%y(~W_N$oLHgB6vp*iTQTyF~e>&3V#+@#EWs^T*(3IW=wk2Q>X3~SB z-EO-%?AN!3gVCsQt=a8>&CnfI;kBm*-ByfquQ?od2!TOmK<^oLTE~xX4Y~uwt!5kZ zSBCBV`NeF$g;8R^QNaG@aB#iP1Pq_SKza zDM=c(+sJb~^Z%>>MrZR|`%U@V?OfRzZ+0ihG_QZOCiZ)8GTiG5M%M3IXV7hr=d;Vl zkN438)W6&A*R(MU$B&Q3`xyVysuRF>LV`Met>FLldFBF$%ca1`b-dNy&Kixq!Cq~* zy}y{@vk7KHXI^g(uZ$K}q!FF%45?YC@1ix9tsAz-lc7b|9hwEngn`j606P4x;4AHM z!}A_00TI}65~k*ghGe;*Wi-3ptd9$P9=|y1_)onvKxc*GU$MrK8 z&aIybyjy>kOpKv=p$#q=jleaam(Ye)oS|Zet`ucO{fU7{cof&{0)xtqV(k8;{(&}m zrQH&!SgzF1_4bB?YwcDH5piB7^5{za(hyQ8hH>(!e)h&5#t2%E0Uf6&I7DXE--|lD zZ`f)Nr4|}zS#oI;C?{fX{mg!#JNlIXa`fuUtahp3uf<4T^!j0F_{g#g90 zN~>%>Bu^XS>2-?<$SGe(!i@Fe)K)*|8Xy!sM7PJRamYHxS*Ov>X2SZJZg*YunzL@M zJY;1oWHlRq<*&ZTc59RE%o4|q$ zVf+9oDWEfy;`HT8?a>}3%O&W787Dgzt-!!KYzMlcmY531JMBOtr5Iu`gAO}enqh?H zgTgkm(N)l`eM$(r*&MZnJhe`X!hgF1sLg%BIKPdVaGo^4Dg@$ZLE61HpuFpV0!^p; zx%y)CFx#k|f%~^GduChBKKrQ!xjyV{PDoNzw#f*nI%rS1&wa7M{O7wq1a8N*~)J#Q0=aRhXZq&;9AMhX+q=c zo$*fgj45Bb=t1FrnAbCKttpSBCScojtxF~PhUc)+^pXPHApK3zS%{O(@>9ztDrvH{%P}Ld1UG7%S7eYgCJcU7r3XD-s-n?p)!n*> z#f2e9mfY$#Aye6RqqOd=_8xS4>7P7x$NPICGhuP*k0BsNQmlzfPA(C%=i01tB(2BZ zu)PVM9!s{t=7-u_Q0-hB>uN_IagJg zc_BPvl4%@SnI$;`O^q}64m2R0tX=d%p$QvHi_43r^2I>@s3{>=6bn#g1D&uPlm_1= z&-Gyu7-D8b>XV(()?k80;3Zbr}7QIi!8VxJ(t;9V`b$;t)xkqtN3gb9^jnV?)%& zl-g2MEH-xr!_EsZLc+LM&)RjZi&uE1uBLxN;8@N=1(tFZ7&l?_ZQlL~f^tabAghXW z3}T^=^i51+fXKuQ9+w4X%}s|3Xr&2Uj9))NK#eK1NHXSIl^SkS(n_B}-HJ`SS!<9r z_x8H`#mQ!a8ja&kv3AqK1hT=PrslJGe89LzFmF8*32(En2XqkyV1*7-YC!E&rPTu*}&y^$sQIXIooZG1IH7HAEeM)6es2&^Rv(mh(y&Wnwl181p z9I^-jq9N@w%}0^!gQa{XrvroxF2Z#|t_U}`S(WDXyBu~83NX-aKxf&uNztk484a~A zPCJhvj(iR#*m032JdmxfT9=1J63cR~W+kRmAq}D0T|-1XHp=Ixp)w%Tt82=UMQnbw zKu%1>2o5i^)+iCE?|2>F_sColjjpHeo$D90EP)D*q86g`;S}R26_VMM9*kxvP1Dds zPcbI4V`xef2)uZp8xU{)YxJu_!Rr9 zRw8LioPo?)hunoWTVuA+v4l$Z5iDPVeyM=Eh*ChjI#3WY`4n_*nVe(xys3qDXrt5T9&7j!k6>g-)tx zQ2L}XqcjT(VK%Ib`Y=!l7co;C3T=A`Q*6v)T0X3X)UH=gy6r)ti2q@##?S~o=lU!f z6B|<6<%C5IgUL2>e(j-$fGib7F`N@vjkJZe^s_vBs9uGbDl&5*TrgX@i4g4_PWrk@ z>0340?_-sM4f+6t{-$--?Ph*xusIUw1NpbAK;za~$~4$UMX?pkTvc?!y0es@WQZ$~ zY*9BmP=wx36XDt6a4@XRU7{HUT%dOFYzMvz&1}-&g>!(eSRR;jGc`13N`zc-X-3<^dx%AcW;S5a+-1dT^n36+d9aWyWDki;glatYbLeqh}@DStTY`$$q3)&}EGd8<69*mpaRc-V`t}SoR{5MOX`^9K$ zHS)JwG5!*hX2KP^OS72G`AUsozchH*{rV_bJZN2`db&wiwKK?N`qnD`U)UZL{+X&WnMmbdR>e;OzF81hgKij6mVv;eJu4ga zL8OEkB>(DG$VRdPy9@#`XBd2O4vc6{bkUeC*1_NbYdu~KL|}sgU(_diVET4#De#)1 zv%llv{&aL0sc1uCIKzITzI8RBCd??RU`AaW^^|8?D>nX{pGSlRuvGv?Xs+3dWtjXnT4NFyWJ1JTpO*VU-@ol0tWv(rO@H<-fdHF>_ z=au!qv*bNfZi6heJ-FO(;GjvxABRsG10}7%63pjIVHW>U22FY;IWQl^d1B*ou`HuD zrvz$OSdwm2?E50yL*c?zNyF5|gjJs^k}NXn5iI(QC~F1TUys5lZ5@)-B(PeMSqd1^ zYMUuPw0Slmb`UL9K$dn|qthx?teIsosM3YJq{*ka%=AJu>Q#tR$90@1Uw%S#nhb?Y za*!i+5wWFgVZ%lL#(Dg2Y)`=TBi7OCxltHKQHoB#0Q?dP?Az1PklOW53j-cO_8?}t z(O^sbwc&Pf?#X1^ox(n=QNd`pTiCDaLJz1|X_6l0b3>`l5$hLQ-NC4B7DPZNnvCyR z$`%wr`OI?CdAYO<>#(@2a$N=pbMq_^B9e=e@dPs67AdkksXxgj(U&0ksZPH$+5ur` z{{cKFvvQ*Y>oV@`f$Bu7JN&+BR?!1=800V0VT#h7_*65Q(+12fhQ<^b+JS1N6jXm# zf{wP$(VdBkc${ zjqT-@jAd&~R~*&9x@R`$Htj7EV$e-QixZ&@&Z_tgIqH7u(ysx3p;gsaD|`(vOmurz zta5CUcPjB~hLJYOxnR+(v!WgkwCo6jxFj#K+QXIXz`gA_r_2LVb2wO`DOrU_R+7gW zi>=5w2iIJ(;he8tAPF|5;YFuT4O896B3;K-EETGl)z={!9iB%IJ}qvU(OUA-tS+}C#AmoO6xREC_w7t-+_MJ1Va0lA*f3?Tz&V{T{oQ%s)+Ph z9laLCInxwSK0=g7J>lW1b&5Ew$GKzfY^0R(*p7!UZ7A?|xW%A={1Q-c~y8j*RFiJyxf^=B)<(XW-bc-@?@sGgs zTCUDQ(xSI3F`^z-vc-woi3_sLE888h;$zfyIA!gIc2dCB88}T#D!PqHKg>`0Wl974 ztR*>#gzIccK9Mz~1Wf1bT>U7?)EM?gFvT=*(vdzrjR|0;j-*;N;j^xXsvL-zs~szc zX$qx&`8?QpekCJ8c^Gf=L-^1V=2=N5X=Uf7vix?no}cgo^UyqLfZsw2eCqUzh%gVw zr}{EACn7!SR%CO75yeX{ene^Lj>_Rrq$AnJ$Q@LZtcX`MC1GW!_@zqG%R*C9{YVZB z%Y-Y0&TG+?JdxHY(j@aoA&87@nBTEfQ} zUYGdm%a4jsz)UA+&T_MV$;kP*C;-y1KD-|=SG%fi&}DNTEgf_xT-!z|^vj$_>*0ff zv;HB+^5t~)Pqc;kXHPyF!JZuHkXhT z@mMi44tJtjkpgq;N((H1!Ef>oYA#7RpWNz;OeAW2bqY%0%p^K=tTkFEP4Ey*c!_islZ!W$9AM9R;==ihP-?7FX10;a z%}eE&DnC?FDkwp*0K7GY2ue!Mtv2T)#mzRi!KgF2ZIPV40VBi~z3s4vrI(B8>{r}x z(XB3T$h938*&vkz&e+?dYnALo$=wdpK&MJ@d&(aM4@g|JocfEw^)O(!14k|H4ySuP zSB8Vh9`=5Cjt>*n7H@ZmGo!JG+c0u<bxfa2UIrZ_ys3eWOTnT zJ7-+=w#4~}_At8Fs-{-Q;3X$k$MS+CDU>9iR+N4mP?iA2+u1b8mb7RR3Yk~|leq(s zPh!Lzu;sX!643L@N|4_N6has)N3Y1nILopl zk251HHmAZ^^9%BF7V^n~k9?FdQ;0Z#qdcIo6=g_RUX|A%q=zbmIIBYxb3i2mWLyg~ zGL+ZBQbP?a#>)5K2b6AbaoHSb<>fLZlqrMOi97jyKv{%|%Yj{_yci^eQt)Ao;?D!h z07z2Aa#az_aS_X*2>d*#2wJ>?(0=xGRS~D-B2I@Q@bjP|XikfYc)Y5J$KxU%4@KbT zK}FD37mD~mRbL<>^o2J$S&xK>1BwHhq`0bn`9Rz+4twaG5OGj(p^wt3BC#CFd7s?u ze*~qhIAJ8EyfSOJ8^vymc7}^kVVA&SD48|52q~8(ObHCkFY%4rnB!96pg}_Lm~AP+ z%8Ox2C`P2=El5UNMwRGik`zjkPaBQ;alp_JAZwHj4ot-b*A^KV&PNKm#T-qwSIX(4qOBcBt=L)XH!TEQ3yWvC~yb(lq=MQn3lqCly zOx`}FOTuU&Q*q6jBI63eZaI=0jb``UaVNFa+$@&&1bNB*0!4;`<^DRD&neW zfMt;#=6CKSu9Ak-lPa;_8o69#ekG%-3H=%7)>-#^@BPB;eY{_g3E3BB7uGMHW!%N} zGw07r93n66v^(ATQTE)u_dbt*+4Ft90GIXDv$fJd`uK*Uwc6(B41i+8QeW3A<{UAD zO9y+;aS)G!i2*Zmu|XTT!j}TW`5n6Luq9em7VhBaGo-M3v}Y=yR90MoDsgE;7N!-~ znCLo>wRkY92G+V*@p&tU(0O#O-^PYGu2S5u_4n${;jpwD*1tdKZoiB8y&80mD%aE~=_EYQ$q^!fb+9l8_Y-kG^V3*x4mEq0RwUdk8+|g-Q zgA~Wc?&TugS)|oBTS^HYrLhBZlp{+yL1X0vvg}?~$}DEfxICcHPt!5Wf_FC5hs6Bc zMceJ44ZR2!R+j&aOlh~OOE}VCagf`kCBk3w8=1Cixaa9g2e%TMWG<1cwy+Aa?Gr?} zqJg*+JY9&BAYQ1YGVLOFow+$nj=JDCWcl@k+k}OXt3!3=AE=ZFp^YPa{Lz%Y(~o%if*P62dk4jZ@#cD+f*^LNtd?_LWR&o|L&njhl|KLm z6XpRBSOp4%vM8uoDtjAOADszmc{Z@qvw=OXV9ESdFUT$rq4NHhqC)ra;fIZ02QyR?JE#$%V04Es zA|9}TA-vNb73MNmEXchos=IHA`x*9|_Y}CpK;vd_bz>RLfzOO*B9mnP zuQq;FZ{;${J#yc^39C!>M{}a!JYSLFR)^P1c-m&vrV|h@Va8pB6ejL!Z=GBgd11B` zh(6$ND=%5Im{eMU9~#S(X`?Hj8rLjJSGS08(^vL15?B$Z1!5uNh$|%UdnbI* zWF-%*PlLpOF}ZPJZwog_qs4Md63VcaXUZM8jl&wWz|AG?r5GK1Y9+g97wqD3BJcz* zb?nOxyfGyE5ht(^+8xBQYsJ!Ct{56!4YcmA>;eC;K$*7KBAQkT6xWYTZSJ7e{p#VT^ z9oOMDaKnHM)}zj>LMXk2iI&bc+P1<>Frt%fj3V!%=;V zCw@jaPbu_|!FwIMD}Z9%XE4cLlA-A{K-MQ2DDI0H08(7a2_1Bm95mgyULJAjbPz*! zH@TQ3U1QCa$|vKb44zBjM{@h1bQurlGR50WLkPh-EN zZ)5gZjX$R725|-Lw`y#89un23OdJ+jIgEU1SqXq2>C)x^;4a1q_l=d^jH62+(!dW( zCyv>I9mq>O`URy(g!$+sD2jo?RjW=24F}QC^hk1bukZ{QfEBP-Kn0wGtyL@mHa7=1 z_!JTDeB2ofS8G@uEJX$^H}jY{1724_+<|ZdZjR#y9O}E6>d*#G{z?FswBPOYYS1D3 zwO$8?G3vd&=7Mvl@GzXHYV%LkE-m1CVYb_)+>ln)<}c-=iIhaa^;|an5vk;TP*@Js zyp9%Oj)nHpz|(dxjbYjayFo|6x&^Vwf2FnRnupBt&lUquI2G69Pk2_T4K8QP-3$Zl zAb82#zp->`F?)w^Gk{9xf7fnN2&_>i1Lw=;b0rn$jV(^r@OKmQpHRh1(S>OK162jP zPu$popSiR}7X>3kDAoeE%*J>qp^Dv-j#Z9P>ct(t?>hX}Ss~)0z=K9s$BF)vtRu_7 zi|sD%8W>!J>oSI2W4(=sIBAiOxBv?uFgfn?fR-Uj`@m6{>s`^#STyc#a8D4bE@vdi znrV}l0eC% zN14Ofyg?yi9N5I$m@<@3)?q3;S$~Iwk34!=u9U#jmbe3Fb1)tcdVDYnYg`=5mzU~X zubmVDa6?9U$$->eP@tK*Ak(&J=aV^-b|DzY*u zFG;3B8+2Ma$$#~e(p=Yb+!m8>4n4V^F7QOq(jXW)t(M(BF6QP{<34}E6;4bek6N+Q})vtwDR_I@H1PG!w*Zz)EDR475=Md(d5PVn87!@F$rAlH4LZ z!ZO%M=`@r$brT@1JVVyT)WLf2ANVkpMs3{Tp#71~Bm|b>gqnF1mFzbZc3^-%+Ly5^ zMRS>swms~Ea(sr$=y0_uE|&=HQOkcPZ92jkp_^Gdi$w(m(6^C^j%m=QBs!491VV@r zz;X$E^1!*DbUjE0FR_!|8q`UE`e_b-8U2{8PS$4^0ZWk%FrNya!6-WmLXR>$zu6jo z>^pGN0zTG1_I<6+VB`m~A~4ZUahpprH2_#}149d2w3KV-d4mL`+>f;Ls8k$L=?DYU ziTo(S@oDqMlJa3la_r#-4&=Hq2K!Q(CW;LGCOxU?4`%D!-Gu<|$i)%3DXJ^o>g4_N zeJ9p%vji`eV7eR6$g!50ixe89@O`_k|!d-0` z1d(?9VTHcOS0eKRC$QUN$!@gwaw&jDg55zSaveN$hh?|bEl}p;B)Zw_)w0_Uu0Xme z!h3lJ;k|sI@IF->z9PIifDb9UPu;5MRs^M@Ta#uN-3D*##UPHSi0)H|65USwD3#sX zlU}%U>jQ9ZS>R0aBGO0axxHe#gVXAp9^>ScqL8}Hs-=GnDZ-3mqgRRoGnB7cAfvdFrgUkwZi=Y4ED3RCh0B7$aJc`kK9m>^X-cUPq)}WO=UhNU-aQ z2kDm3*t#I)n=o0&#aYI@+8ROW{z(dn3 zMpJ?OPSX(@IQq9tBb{BQQHw`!HEv*uu?vfa*C*ZLq8N?$PBBck+THFYc&x3GGxDZo zjHRckM~+tAs44&;_tP+<&hstb_HaI*PRr^l4VCy$+ajC@X^#faJ^%b>8!lj9j+#um z&EZGBTn+GiTUriZ&gu8&pv7C<+}HMCfRglEkU`|C{m<1gNNz2LAspjAycNv*SkTgP zss$}%@5)YwOdS5c2JQ#4!x<~&FG+v?`7x-tx&7t5zio>Je#B)+Yw?ln`R8}I`DiYz zrMT$gs$k;k>f0%|jI*ageSs?whn4sA7zQB5yG8@Pq{ReKObqkw&8N~BgLf;uRB=5d zf8H*5fI;0(@~wbQLDfP##go_NL>{&E_M+0qf|s)l>cc*^$bosB5PUN8v6$+i|TdvIj7Q!{Uwo!85rJv@FQ#@^r*5txIHaON1{ zIiA`BSjW5F=Mn7PODfhfiP|-g^xS9pP}Q42VBgp>?!-#CZlkf zc+R}Rdni+E5k@wv@>T}I**_V7y2x z>pJ4&Y`7aqEL)n!WjZ*yWV_vpOh2@Cl~OR3EQd4Yv$XQ|S9WD^9VqWp>mxYUWGB*| z3R!QV%kr~_5l^N22FK&x79Sguh@`j6TdEmtA>wuyQc9ytZC2H$11k|puwu~!sMvg9 zQlPd?MIpv*q`TcBD@7|PdAFz-{wmQQD!gyZP{O7&AooVc@hMsz9D1R72?6 zCVn@u<`hr6w_K1mKiO|NEAryvWVnq7HIgYY-Bl4&fa--MP&P9@GwE$&aRFCRKWW+C zN?i5}ZkImVs$ud67qc$~Eiuq=&+yI_T*@A)Po|UxE+3)N0Jr@YI73P!YD8l@FmUaM zvfXL5SJ4?;;V1Wja6${0p0vdESFxsptzuaj_iCt&tskA1p=5nxf|vGgom?g6QKP0X za-g*}Tk93sDQDk!iZX?9DkAk_yoL#B*i@icd*BdgLjJ<{GrQ? zc+6lvJ$nPK8MbL^8lLI5&YOm>H+kTS|B|&xaGk-Z!WaZUu#(O%c2w(gv9}7vw2xst zA``$&AP%(~?^w(pb7~@wC*lbyj<2${gl@O%8Ajc3Svnc1Rh2HctPr+6VjHmS#*neA$0QWiyFTK9pi=ocF!V!-v_LWrvL2 z!F92DZ0zo$Ln5W7h%wlvCwOm~suVLV&6+8A`(gCdq}-y9Z_j)D(VtDqAyDeq%U&%U z&D4I5dX*iOqv2EqOlmY0LaI{Q@i;q`ASfSa6*&B`3!*n2d+>vROMaNV-B6fWzy!RJpmBo|NN!~mC+jya zV?#Gh8_LN@j^3rrao{VXSQz9mV{`hroMB92I2?6MVjvuDOj?F`Oj2AmZ*UZFbOz3^ z_R%GID*SX^lGI8kl)R%|PA`wOb~%tj4E*PI?VP0He1Rfoaepp&q8bYPoyqOlH{3R) zOB|S4Lr;RpCs}4MC?~>3w?pf?`H`Eo7hf$;G~ayjRnWL@u6^O!LtlOK#m^%x!l?`$ z$oeY9=;nvs^Rsu|wRU3dVF2Doz_R4!wbMxc8&NWD<>*|)wfcCp&OI(}s8-hAX|SP8 zKL@A9e$m<)z}`>16%bFZJq3t2OUdzt)44*=t*rser)~U5#TdX!Q8Ep z4&pD5t>1SyAl_&YR)pMQPzol zzfPz(E0ixXym#OLU$}ey?-B5=3RrOp*a3gT-Rs{@;Nu+VTC_{~{=3(IkSX^|irXHy z`@Sv3(YqcbqS?>-xG0GTQXkUrD+0bKcjMM8-HLF_?t10YidI8qOwDj-t+KtwrH zAtB~NLCsgD`Ocv~CLdk#a1#(yh67Toh7^)21}{>|20o&v4P+#zvIY^6RKiz@xM6IO zV-Y(=?(KYd^5W;|6MdeUqBDJ?n`26decY=Q4*HGiX8FEZ``{z*xa+P5vl9=UfK{!9 zE^^ua7o;`R0OjcLG_NCd|3<7;TenPP1vUnG@2g4d}s>OeM zt>e+<@ea3xdTR2*3;P%OZuv#LAKq>~G3eqb2X`3bJc$^!>*LRx93St;S1LHuMssW1 zT@SPC76f*^@0rPXur(MC+j!oU*V%4Q`g*S|_5^U?2$N`AHGt%DE71vD%1VwVVBDF+J*Bk;8RJ#6%q>aEZ@t%dmW=%A}_ksNr!dB{DI}w+@ z^Mk(Y;+67x_mhj#C02^XH-!o;wwnSTpAuv8k&4Sv54||LIvn$|DeLN*RpUfx90>Xl zFHnkT>eUm2|F{u%n;eR!ZlDputepiB039-%Z?^L;Qy+-3W-FQ#nUOqgviN+tr0SLm z2c6NkU9$7-A$@ajo!6%hGZ_0rK%U7^FBg}%&2I-~|`%?GiUf{X~`Ki6e` zz(CeopNNPJ32%=RC>1EY+uf+3 zT0o10BYRPDXqMwWj`ov!H^pSm+Z>M%-=GXC<6|G z@$q3MGP@MeIzzfXotJ#|aj#4n0QeO;K&y_O4x3LSB<~v}n{W%n2Xxh{q%g|nJUk@4z zi#MU@L1a3Hm5z_^ko0}wt6s(`|K_9LJi_H(cJm}I#%phHceXm1ylxlY;Qlytfw4fO zSqRbSEl1Unx6DbzgwP~CbrUvpVj1@dmjb+B0NxM4yg13qwG7*Z4BH_C zG__c3aAmkYLA{`DqQJLj+o-B)nC~9kIFBbww%UHQiOP!8$~j^`8^)tF1Q}0gPI;+5 zp*6MWbb#*Ir`E-NnZkaM_MO`f!Uo?Cnb6gcT+98cc){V>S=92OP)Op8KO-d@EqVGw zlm3;%Qb02On~(lOCH&2l5Iv$da&MXb54@Dh z%q%18U)=A3{@LhoJMl!;v8~AIIwWjJFHq+TZKZd=A7zkQS}#42y)J%s^^F)qo|`Uma&vvLB2*KiVBfxwHuww*}Jem zZJYP_W)ISBCxUoq4r1wYP;EFur8YJ(MO$d8?@0mjWPZhG8lT`Z-q`E(H$fE8bYc@z zplje->C*EGi`|S7F06K@hq`&c2?Nveg-cz8p{?1x0*%a#B2HkH4L=%~Y8+Q784?i) zu$9ciN$*iM6NAt`!~KJf3dsuHB7IP{!}%fbRE zA}?eHS}U|oJF_ISQPX;f0;jfw(F6>+&cx;fY&VEE*eMne5kZa#v}2Xxu79jlnYfyn zUa}6%6&;ygtq!;&^(3y&qY_yd!$K(6=T@-@mVAxt0x7d>K*_rIg_7?15gZ_z2J8k60$*Ani z9t@++tsM%7bLOyg)>$zJ{l)A{>e-oIT~sIh8jS{9_3Ry|v)ZXsrx(EZkDtbryY$#; zXc0?~FV(ZwptG`cvc7!k|@5g1bSPpt6@F~+`GVDk~rGz6a z=jBUnnA+Lt(VoT}l!8Hjywly!KG1GL+zxRE`?XH{dObV+*h;p9L3=8UPEA1qT(_(Tu^4Z*4Ee@B$%E5ly9NMa;@2d(K77Y z@wEb4zlDEg86~K3N$ED6>>gOnu0qZS&Um67gJTdV*%k;qb9r9 zV|33_n?2XZLp7z~bp7P5N`^ygDdUu~S&U`Vg|jvkgH=Rpt+id>n)GnyoLki7e%b-B ze91FAu7kuLuyQ;t{w9EtL&U?j)Y8N__>p5q%Yyx!Yr9$(npEFbMB?csKF3&>j-~6| z;Q+l2WD!N|UdL)Zng@;PNE|q%WwaS!n#W-gm=Q<=@oD2PJ-;?gS3PRNr zx&8rnmS4K)?jjM^OwsYm>aFHpbF;(efa2U*PaVOY#oXIep2vAW1`Y{wy9VtH&jsV7 zXGHlS?^raNJP-~JQQUNMtm)Imnu7Z~+)`TsHs-mfG|z))?yXxLdG45W4v~um5x)YCvYQg)w&s=PrO{N>#UgP=o!a-eer_7>ZO zGtFLwrPWiAJ4t(hG<$!yknPzNA&T4)?TK z%;Z@Fxv>%G<+Ao%-+Nflal?N&xykB*XsPLs${=H;zLaZ94jj}#4X*@7WM+>L*nOw_ zNIkqOy-(njR}RkZ7>9t-OpRjnA{)KHl9Y2qwHn4|3T!gj)@~IZ@rj5#=ZJWsz0E^l zONkPV2VA?%D|ES^Q6bF?B1knhkuRl-Adf7*j7N0-G>vwwoP1aNukZ4x9z2+jCxTRf zT9G*>)2fmOq&s#!(+KVrxIB3#U{zFw*3xZMD~fnn6Vm>LMwx~S92 z$Q$*O3IsDOLb*La&oInhcHqtt?L^aFF`}ovU|CQ&3K(xu=kR+#@v~T58mULrqP(+a z23HzP^wJ_eyOzYt6Krve%tLs^C;_WWCy;*fBjUE|ksn5UQI9cd%qu={Iq=+uX_q5A z>h`i>q;lDl&)fe-)kDOIa=&Lcdmif!VM{jysJMycfAnl(b&Xvg={^G%F*v(+z_fA{ zw0wy94xr@&*>?afAH}{MXw6C}rr6s@+Z@^>&^DcTZ(-6Tm1G+@Op{g9qY(7=&yK$G zcVu$>xR2_?>0?^msv)g2WGo>Ll1({Gp3`m_lOMRZjLDDH!(+;gBQN@H8PjZZauyH# zarQv!9Y)Fx~MzbKWMU_7UCh;&bKHfSX?JppqcE%&jROW=<1ZOoIFttRB(= znmgJz+FKLZ0_H>NUQ?i2e9MYLOy;903k|t2LLPi)5IvpaC6d?2P0yzYEK?&IZC*Z6 zhAYz3b!>~7b;h~rl=FNe#R`a6=7|igSj?uv#XC-iEH|BHM!Ow4869dp7n9OC@USsc zXvH#ly_&L_C2FIjt@`4hKsm(*BmBI$Toce?o2 z+I7Ug0qzi;ZsfS@QeRm6YNUQ<(ZSTEf9=|Tj`aHq-j^=ml65ec!qZ=zqG+=Iu~A7PvvKGj3&eg-s{)5q4Y66Q@63w(!ad~E&O z2`1-Z<4Gc#iyi299$Wu;fXZ3jlK#V4%CcTZbdgmM8S@oBg~{*WyEIfFDz9 zi}cDyBdwfhNQn9cU%AdejE*EGrK1Hgp4IR>+;;{lyj*#wfaEe)ar#cwsvvs>rB7d#V+p%r&nL|2Ap1f;Ni(=_%L>` z9^Ts@@8ERkl=G~HBQqpCzPdALi9@iRUhPkMd;2_{+TXLNWWVxJU5KEICvu8)gbM+UlUjE{Wp|7A!rc z>1Y;h1N-UC?te0Gb(nmf>fmxVcXJhZK*;TVrJeNmW_7paz2S@;oVTw>71~0qO$3bXu?;`)l?l&r~B=T>on<5N11p)W?RdXsn@k*&ymPo zBhc{ejqQrIZ5hmo@=P|*NeFS~M?tX{FCBY*S~U5?*%9GtDfNr?9^KX#b)#+iMBu@; zF+5Auc-9B&3X zaPMf`3ddzgK>FUGse;a5y%wX#?+Fyu&XusGK-%K|P_!9YQ-T(d*Kx->ZV0b!giMj& z6Yt71Efl}C!p6UeuM7Z#vy69=(P2jsbiqb*@CQ-a)4c_+v_HnX_t1_hSNa(*@h*-) zdRfl0^1At-3|S{3jIVXzx-NITu5t2uxH7*+upVhPeU3aGAo69^!Zm`^ZXDzeq81GU zi{3qW3eL6p$Gpj$xct@lGdN+myn$8SKBbH2CFLQFoP(>Ec(oBO9NY@5kuJXyFlh{9 zJQpK>ItCm)1K;L{fdg3dC>C#Z9Qax_Z_tMYw+OnoVdp$Y$uXN%z7hcMz8Y^A;BEVm z0;s>mVthmk-+;?5(zN&Clp6aaSU z&mgkR69#WLz>`4-X4TDAvp%qEem|stG-DdyIe9+2Ou6+zE6qG$)N;!hd$GwQ_n*ka zH;90ErU}FTFcX<)12lMxr`1ow39oW2&v7byp}jhf*GsOX7vK2W7DgUpE}j7<6|#ScT$aFvf!b4&fPS^{1YM{XihM2Eq2yYPa|J z9UE`bTg}9@qwBK4Ub`PIv23(9YkX1B?RVI+=6wLdF5%Xo-`C5})CSPRjasa(_(W{t z)_l14L&@&LdmktMpkEH#(H(6V6>zW})sxj33tI{KxxnhTdm=0&6NIBmfD1JdP^%}S zA;%qf-9c%KwAcr6c{iqto}OREqes2Y3s^P|`g)3#Ij|b${vw{dKY!uOd)Cin9~xl8 zq1kP4l?Ch{IPbW(3Zh0+kR3oBfUCjtH z4Nc3F^D`4rbd=Fc&>y~2SUOKh7#f;>q3;fyD&o4tyOI=aomL~uk{CW+_z&+=+AXA`dWST?1B4wKfRq{-e`6gKsx8nsT9V|haGVi7t<^3Z`)w-^Cn=;ErviDP2&~Ke(uQ? zHcq;$(+9ivaM27*P*K+jb=Z3=(uWW4V07_lVZiP8_YIWYyON!Q59PSCz0XQt-|4`_ z$XZIz!xm}3uTwbd7;m=(0XTw9nSfFl3OFwa@pK(p8BCbCErKTx6m2uA0vC`xoB3x`E+nTjuAwUrE;gSb)%j06I(1-VDNP{KBv ziylC$&;V_aa3-8Vkyn&UJB=$xPK2qXEM?J^?76{{;oTKBVI;gOFoAPdvT&(A%wPJ7 zo(jc_;NCcSh-p>q%&dVw=b~kjy;tNm3wKI?2M>$Bz_Z?+de*K(D`$)Sdobd!k;wrS z$-l0{0R6QES<>9vw?jFSD#Jn>4)ZCu9`rbJ!n)-BS%jBOFM@eyNj7)xnTuyHT*}Tp zbLoA7Uq&@Dv=>Dpg%E&w7I8=xl4db_=2Ar)%v0%xi+fHNuYKaU8->dv4xLy(l;&r@ z0GK34G1Bq;D}-6plPwEn<-Y&S)6bo~NKt`P`tVSh?+>oeFD!mh)&CZ-ASZJwUzdp? z`1{DM)T(7P2rQBa!-(rJ*hD#O7BQ1<=ETwmhE2%BF!noiA?GEh807fRBoHFqY$P?| zWR!F|OB5jyFu5q{UVn!OBtd|n=#bZb5}48vA48xKE-3 z!)QDat*D7~(sM;MG4QMUaP=<-UxU7@?LT` z6l92Uap&n#Uzbrk>37g8&f`<$UJCU-Zc*10C~f4Ie?(f%38Dv$)a_sd=3s(6&8kR4 z0$Ydbpe_ytBlu5_>-+j8{l%(EZ!O^U?a<=7)Q$;*1?;iGzXK;RdFZmXxxZRMjMYFE z-(@V>IB7f2LQLep2G(z=un0SD)A7eZ2a*D4=-!wFx8Pxw4g8Ta!eEfl%?1t%Y|Kj+ z$f;#DA6O#)3V^gv00v2gJ%FlR0>Q#J<}|`h!v%cjy>=F536aQFCJVIaB@*lUq`5AY%%y>xFpaiTaxYIWd$LzOKSAg(R_z z5-8sY4_i;1Qj4hU*5W#B;f-<&<5tu`j&?_@bX1ew2qAAn2PzeT3=lq3#3c)`0^=F; ziiA<87o|t;_7#J(zqckvDyw1WqrZtLQcj^P!prMPN?;78;`Yl3#X&z4M8Y>x0`A30 zQXHo+t%u@EhH+fbf#NO(=5KZZh9)~JX0q~*&1c3C1)py8;5G+!5&k_?8ZoouXKPz- z!f_L1shrGX<2N|joO^)Wu{SD)V&cmau$_-`oJd(M2qqgu5GT?jfaU}YJWi%f$q`!a za(SPw%$&NQTgj3b3(>j20sN9~~=+0)z3R+&GEVq@oLNDr?|Eyd_N~wfjAKPEil>KbLtHD zocp|VZru>^Cu4b5ytLXT3w^C)A*i%-?IA;Q4&T)a&2qO9;}X?4r%v83XY`z;+u2m^ z$t7bC)-gh9@-o>#*`qZ56w)K6DTR52IM}bHsW|oN7_BrJPsW1%ga=B~PfNO};|{;; zde=_Z19UfwCTKA+##4_h$gnJfWdOsSCmAsKkq4o%7=F^{8WsTP1OTE_pqhttC7oN# zJz@I=o?FAd4VPek2}4gi?%gCywWwRMgQMm?Zw+B~Z^!l7DR9E7E$3XvcBSriY-1Wz zbjkB=&jFGSX_U|;jl$KXGLZc0P`+&0hh8FYy9oe-K9m(yJBo8*d1}n#Wr13y@f|PkRbLCMI@lIhA4u$iA-E- ze8=Z3O@@+x^Ju+}f+Y^k8O0I~%H=UcPO%jwirEA0j{NxyGF|LhY_9D26Ojkd?S_dc zBcqRR08H&bksSv?VWF!h{qO_V-$BX6rTQ2k%$MHhV(p3Qk;^O|#z)L61&f$DYRN~= zEJaU_TI`WBN|7QtwAe>VIBq(f56BE5<3}g;FY7%1bvHzwy|LBCPBqQpBgCarg>dqy zVr`DsSY=IYyf?eJLn(ufvYXo1`g8!#{s5p;#*!^$~IVJXpzCnw+vm{~Z_d=#L4PTfxOv5Lod(@ zSX1i8`B*auvO*5RupU)uEUzpLD@dAUu$=^6FJSF4Rn>^HWVP*WV585kOkkOm#R(P; z^VDJIi%4nFbB7O1mK6$)Mu>T~)R3=aARbT$(Tt~8!i%OmSBvMS*FdDyohzMs|MUuY zd3D4}yp%%AMnkpCn!1dU7A9&LgdMoNdg1E|3SyO7p&S!IPMWp1M%QZM$F5dh?h#NK zk{uOH)1&s@>fGOi$Q5Je>QhZz`x=nBWdTr0%?_fZihT-iql3kGqhLO%P=C#Vf^8kR z)g0ln3BP(plf2f8TN>FOjBq^9DL783L=Rth? zd{t~!T9UZ{Q^@@S-=CJ{7$xYG2J73y+86N?X!CS&8Nxa~Kebr~6_N8$Ei1`?I~!-{ zOWGHEvrKPea?{6A8(M|rcD6Pt!!#NoI>6Nj7)PtgaD|%b&GQFsIO%3iYV3AqX0SYE zm0C$1EF5JE6Ym}n3i)jr8B?_#2N)Cr=) zq<8$+4DYgYr@bu(X|q+wyLHZd?YdNK+5i(W$0$pGbHAt_x|x~rZj;)>>lfLzg3sH? zU2jTV#?g*z8FHs-W9u%rnOp|UIB+<4#zuW4rg62jx*!?Lgn4ZWuE@ODJ5&Z397{GN z^CfZFr~a2Um>?@`7ICI118kBr>|I0|V4&m{Xmh-Aa`Dj;b3$AWe@9tiy~Gp32eLzy z0|w3B3^^jj9GRUY1V5nk{Z+2&bbY4# zF017}j$ZDH!;I6{RyXFk^M+9^GQ|DlE}TX2=jEa|Uy4l~Y*sfg9l8H5FS1%VKQbD- zx>bvHoWsHS8?81rVD`GrE&T%hB-a7Qo-sw~$w!o(+)yByGJHIR~ow|If>=dfJi8C2X1!g)^Io@zz+P7}bv?@Y=R9BIY3j6u6s){Co zthBg|%X}5cSJzE^ZW?3_Y*ve+IAcYhHX|X*l%yTdA_p_Q zIS#10Ee@c%A>;y(UYG$DP8z93UXEz+nk9$fUy3G z|3=w#rOXwN=5xLVDem)rr5pf597-uPf-)+v4Wey}PVJ1xRa!;uMC&LspY#2IZk9rl zIj5ydmhxI;PGFa*m_{e7h~ow;iCEKm2tal6)M}LL#`!9M*Q)VPs*|P`U8!T|OLvSs zr5L(nq{#`_MFOSU+-!GcbgQs)Gq;m=F>lKaH+Hv8%F?`}UncxW(yG2R_nxQU_ilfH zl?@@2sKN+_6s5@2N2Y|1CU+8iTczs{w}O@E@><&j9=7qCby(Bx7l|bfG zUK&p5h_*Ah&Xx5@zO__CgwuBZ)-G%YJ5M-UDOfQ=qobFTtU1&zGA;;f4l4+*aYt=T zvT~V=RxY+1aO?MoIG;>ja79HxJxSFgkUMW-Pfi!7RBzb0#v?$K9R4)`^QJ0KZ z)p)B%SkeHUR{BYdkEggvSC`X^a;{7W0wca2FT-{%9;=NU{*c#9%~gB#VT9qtov2c^ zIo|=eO_U|fEx^j;X_K0$O|uHKnnjDCH)Dzwe^%rO2`BkQGV)}qGiankb?^Hl>&^pVH#z6FHI5g z=C(g@k(_G(`rWgwfrE{8+ju$?vPHb0Ow_A2ue!D!)<%KSDxtEHwwXq=rmh_7sBujh zZQBeqt3$>)P0L(ka50lTZx@WkI9H+GPwpUwe`^7g0nktjZVvbQ?GXU|l;IXkQ%wG- z=T*Kmbd`?;UFADSSNVjIxLQE@7bgm5ZNn$$oy6 zFK6Jwny4LUFBBvZ0|`pc8{A5Il-E3VtLa~Uz92$TI9T9WxZK&kBCG7{8uK42r)>+7Dgc;d4o0kSd2R>acmVpyeYJbjUnf(CH%- zbjUnf(BnraXofsF@d0`6MXGnCp%ig@hLFTIBSn*xm->Fyr4k?&Mzc=@i6gX^Vbv1> zL0&nIVT8i|DY~ibSOplSC>0~V1r$%i~P#dJI|hcbUH2Ed~xT<@a*zIHPDIV4%XoGK{e1B<_^~2 z@q=ohQ_m4=aL{oR8~Sb|@s>^-8m_4moS6vy{1&ajbgILO4MMlt+0>y|U@nxfK9k#q z4>JD+!=C014tH+BSTY|^t*)*PLURx6@#k`y!!d4E_!Pe}K};Yey-=bR6=?6T(Ld;Z zk-3ZK{?oJAdb4Xr?3xEey!Xt7^LFC~f4eI-E}XsSV)4txJ@LNxOI&_j&LP2pP|CY} z{OMvLc3mWXS=_RZTlR6MecWju_qdOHT;dWVjbkUr%+p+{jl@;n)LuovK+GE{>9s!} zRE;uUk}#!L<&TtuG6XgYS7rBed0A#zQB~zEGpKCP&j)n}~tHYf0RWG1VW?R-cs6e^giVgPZ6)#b;=rgFLWtx8!@SOJ9yr6+uSbJMSZ5 zC1tTg`%CPZevmG2b@YDW!N{2UJ{utadLF0-nd+n+O$%lEtrcZ;iaDve!~j(dGqqNJ zBATU6foH2rGni_Ksr9K`%jD_fM*NgwJ^@_WJ>b>k`&FEvMF;kCv@Mq;5wdnM2|osX9TU8TekUb7X`^Yq@!8H7$A>35Q-k< z;p<@RMzHF72MFFYtBw~3ik(TeV1p5W$! z?VERWS8Vuu8@AB!qoa%b!;L71MkYCl!2D?|>ILr{?I`>dSYz zD*f>?S+CN|76xocl7ct3w`)VB+a+Rl3fQ<}rd8%GtT0(UEW^sGXREW>YG=^4ynDr8 zoD;H_hhZiOLM_CZWC}3{Oh=o8NxwB}jCSaSU@L6SQ8OI8#yam{KTgvoyi>VFkk?SA zuw3j@Znqn~99_zNFWKx^w(Sw`dc<~&_(WjnTf*}y&7(o%9iR&rmfvJ6{fJ{s}To)U5AaIi6mi4Ecbsl?v z_a=6E-HDD2^}5d-N60R+=?P?@cm~6CZraLBbaQ1l`Tnp+hv zdU{35nt|OGtNXO(IP3Vdwiw8ih8RdiE2^|Yw(?Wm!v1W91Br2f*|DV)%}7VnZ_vUB zisb6Vsg~krE8I~E6(GA;mjMo{PMltW3g?zW1;~KaWk9S|Cr+kM*MK*3cbKs{as1;2|>vDxjT zqy<>Do3nOLGj@xJvkodCB6G`8yo2q}piE$c0wN~LalRQ4#r#x2#6&p~ z=n)Ck(bh1VpiR+-_>Z}H9n2U~beR^uXYUS_W=qUsuS9Hs!Qb55!=tJCoUz%nh2{|$ zhG;1mi57ujAeDlVBmpd4d?wX%BdlUAiAEKSyx4rO8y083oAI;7 zB~6&MF;Uv&UY@zQ9Emaq1)@AN6p2b>H}!L;R+MLkdQq7aGWgUTdB5IO|26Rm09%e`}}L z9PZN9hA*(nwduVRyz?Pz?zEdNSWKddFuBd+JniAgJ#DJDaz?t5y?Lq$tZW*?OFz;W zHlktLSV@vR7nH_Ji%X)G(>OhlC-T?53+wl}4G;$*;H2-qUdpFgQE*rzMVeu_xt==W z)F)ppSLxAuOT<#8yc`cO{S3Yb3)hWIyO_nm`4>f-43sP-m$by-Fh95!0;4P_zfQyu@NYE|IZJhmIKuHNt%;qmifdrMr`JTp)WJxi!&tyqPP@|M z)5S}HtX^v9p64m*mFx>f^Vt_<(PhhoDnL($g=JF!53lPtg#(waZ4tg(ba>pM=DgfLVjR zP&i^GUdn;%m>{|-DA5O_acjG_e%MATp^jiEw-|FDkJ}WEROiC6{?T|?+g%9i8Ky71 zNQB#|Yw&D|TdTeQ%9RT8d{ufCKvhqaNc{r+4{@zR=LJ3@VAm?(E(^J$j!_g5?$QJP zlv@w-<8Y2+ICovb5wAB$+FNzU0fo{MhDNEKKxA6ZP#_f+F;bbW%#%*CCCiRT>QyOY zOE`i(+i84h#!S#b!I~YrHaA5dPFHgUopS_BNgs{RTQuJ1E%(Y$JW%Zz3L9y8jxsSC z{tA}V*-Ot+AHl!tb~$%dzQh$dT1g|FOV@)%pDszxo`lt6*x8(nJA;09hGv9YesoLq z+0cv8b}xJuFnH_;Hc4D=t`C_j-s75GBaKQI=VO%rlAfqeczd=Cqx31g|&C#s_pICH8rdGAlt*@z7)Gj#WZZ$4?a-P*P~Y@nq(geX>vypw*oH)UmUrA%C*%bMa^u2SYbh6+a~69$MBwUYI&8y~lzPrA7pLZNWH)2uTk z{{K}~v@E3t9amYD_$lTKBH}8DU6DEAGnUHAu&;Q1M7rI1dpiL}Wqa;4#3iqo3Y~50 zDYJ~oN;A^iVpfcgK}ru9qDl)(W17ZQHOt)=_2^|bEpmF1N3Hl4A65o<=$vnxbb3wL zK}9^Pdjez8w3{EfS$pxm0ep4ws<`ttXtXwOe&{_vd)HlSpSAYDSKoZ`OI+&kc`x(GIaNx7y4*X}=ejeai9^BVB zMgEIx|0AI9m(C0okjxI>|Fr(_F@SvDl-pbta((&O`W8VSm;%~}P_J(vTc0q)o2+uV zqhAj1jbrOC5bU+0Mys~$xMck!$JRf}v{y@-%kY)Q*8h%1@^M)g`8CJZzm}2r=k0|9 zxS%+guRFH>?*%63G8|X>KO9@H-wiyUSrh{f%ktgprwMVNLa3QeUfOj4fAjA3GX!{3 zj_l?O3d;Q^8v7tG7=D<$9YW)hqKEDE+o#}Oj@4jmNzZ38ZtU2&se%1Pa zB=}o$)J_y2hx*t(>(AT+*jkc!Fx{WMXMKbD7OL`95&v)9v)+`9(}v)*OK zx8!J620OTC{U-%BN3b&3pT1}P4*@%&0G}r2c0OD^Y>`$a(vUP&k|6zU(@5bt2Y@rk z89*&eLzhwj&?RFQv1MZ&(Umh8(hAcG;-c9EUlnr`Qi_uvB4?5UfSYaT1F&RzMr`F! zMcU`*_{TcK4>-WwpMz1+iG;W06JoRbO#mD`WdUf0X%JAe4_^QuV$1@%ROLW?r7TBU z`Sgl}=^_aLZd${ybn=rVncVPeik5-YH{}F`bs9;2puh!8`Fx3l>5^yX!;=@^xVQh* zrHgg1;En23A#aYM@f1>;L+Fw>YacxErn~NX@PUUXqv6Awo&Ljn`{SKK|M-L1iHA7ar}6vw+Cm*tUu}P?PtwV*59+JJ?N;2z<+zK&m?m`7k60$~V8Tb;fAx+ExsV%3JI{%L3~iUa2pgKoFI#l0|G zo-iK8;EC9=T<2{-jQ8VJ2`NZECOe$9craFk~p6oNn)u);t`<`a2Elvtk+9_*O z%fr3X2K;Y3<3^)4YIkv~{zDJ#UT+Ssj2w2cDNXj;!4Es%?|hN=FZ@e@9aYR3OtZU9rz@lgDL*X5DS7Si$;Fe=IaSs<{yAC8j&T$^J(;R7YSR<@sw!Oh#&E+T|T!Dim zx2qM&YaJkOZ@2M~EhZMc8_J=Y7Rwd0b*BU7xR9Y+V`7A~;E*cxG$9esIFi$G^r|Df z%HDd*{k)Nx`ZAg@Et)LNa<-fF}|v-lF4>qQ9#3j$2KiW5px`9ym&8eH%= zqSp>-Qg02$+A5C*b1_`*n>{-+NKCzE#22$;>NN|PY!-0%pcjmr38RsM{Ac~{>&2cg z_PT2eJg552e%R&|yx<1$4;(i4YZ4K0fIUo`kN2)wp5dFr7|(`uCMYWzH+C_obS$o9 z@VGB?Ow?qExVJAY0OG;7FJ+i)jSd<382sjs`dq>E+s|-kR@S_R$(cqt>@!{&g{B!{ zu4a%(=@7v5-Dypl@*INJPYXY>v~n30Z4Lt#lDNn5;whvpLr;4wp>m&0=1>a~@rr7_9o6u(W~~$qp@UlqvOD!Z55RH59@PBWO?!LYeP~tCT`-U3 z1TLzJiANc9b%T7U1*-Uh>|eQz?sEV7)?akR_9XL>QA>fTin&_Xk1@suOgfh9&k znv9xo*PvReWba&-aU)NA2gH78Ipn(w(ZdnMLJvmZkO~-uYl=GR4?=>Pk^aGai#2K- z*s6rwXf=nB5P9t*DuEfOe)!&D8lB1Q$_iG5^K!k9>Ab$Tx2+;oC)n(vObDKe?&;Z= zOswQlBvnBFSQUUSYV%Yclp}?CP84Z@`AiQh`n5#p%v)s0-e54^QO!TrL9qnX__@WC z_4xXjqjIpcBceo~eaA7Ia7jaGpd!53=+MtI4FEWv3)!M+(eVcvJjXRV*09}H5=1HVDt@s6km$~_|w#^p;Zxj@#XTn~N% zNU7|W#T2OzKCG~3)GOj^f8=84`2uAVVO7?v{r3`>|E*eu|0(KsZ)UmLyKzO zh#Zp0!?vX7AjD{3l>OsuA_6X*QMi8PDpmq4WmnQc!Q5BJbh?)bAeFnRyi7{de01L` z$;T0p%Uj6oTVg_Y1J%HNO=CQklva^McR)eV`s_L2NQyIGlp2e1sZF9ws2r~xUDcx8 z%N&rRLKu_!QAO_9sGKUEb!m`qN1$|xGEyOnZ`U9wu!M2)A^v_m$5FnT<=Ppca`O~* z7@MjWOrZ%qVR$2@rfRD3gUn_a%WHpUz>y4A!&B%RKi+J(raBVKyY1stTrFNNwpMSM z)jh(sH>}NJhw!sqTF!3fVBWU22$)Y-7%|7Vg!f{l+r6MWz`*PP+hn{| zlJ2bBj(wE1XWC7e4aU#3v5l}f7>+9TRMt*7z|2F+fIrIqNuf+tVrJh<*?s1j+&)NR zsVydljh2#j?im~sIonY|h{)!1!wk>sWt zg6v|Lpe4~6NjxSDNw=(VwueYxwN;jn1gnZT2=> z&FscXR=YuKfS61$_db-t!y_jR-`R$cz>+_1V{p@%q)&0{gg`T4PEM04s$IYcK{YK@u&A7ayXV%PJnNo!APQYSrLYnQP;z{v#p^JT%5z`jxxtgQ zD78eJ4&+m!SWkOaVg>vvS^M=w$du7&9EeU}Q#rgvMh1_vb_(fuvSNK&xo%b3>1q}2 z)vb?JU+fHrf?3V!|F|Q!ItTiCGg(5A8P{{7Dt>NZF3PKouU~r$G@&;Y;bQghZ>)Vj zfZkXHqPn13;oMpsAoE2KqfH}bT9@ghsFL>;GTr>p*Zmw^hmSK^^sy2Us5 H1+q zBc-zKRG!K;q*AAreiK_OP@aC|*kP0>(Ui*kN~ryqH^?(YUDRBjX@2a#f-}Wa?!Gpf zKlO5^qi8KsMnO{%$+!wDgfgW7%`FxgQ%0q2CA)g9bBi*keFRNq3eXHQe_o4`$I5kt z$C7de;b=RR&X4`|(!~5Ixp(dL;BJ>@9POC+4Quxy?bVXcG47`^N*59u4K~YXE?3R_ z!bIS&Hy2d%tCMDbJZxV9i*4M07#2IK-xSJ%>O6w;KwZklEq{#=XIlKTtQK5*%Kfem ztMlI(Zz`!Hs*h^A78M6ml~+}0aTyhkGSZ5*DGa*<2H3L~DuUNjJgG^uxy0a-S}mf2-2EgX`59SzwgWuK;FR zOW0DN#E%89?X=VlP%;*+g0+`nN@U;*EKe|r=uS5pT3085uz4|KV+3o&iZNO=w1Aeh zk~|R?#(B^>pT{@b>O$sB7ng!6@NCKQ&UHq-oiCd&+&g$~XdjYDk$Q`grIkK4m+I=7?&`;IX2@PPy(12X92J|KogT_s zwZ`S@s_O3I)T3EdJ>5M5y^ixTY$L`Z+D-gN9>ykEIEmr4oj(F2iQy=_aUOOI!vTW8 z35*0mg7~kz00#kr{C?-0`})4Gs;lQgQ7ab6>8krU_uO;OJ@?#m&pme%J>r)5{qUez zeiF@DJ|>piwQftJ*h~;se8wY%6PwSkUA>k1=INFd+s?UD{qDN(Fl`LQ(?j(knXl$K z6-I!LEmVdy1O5oy;L5(5<#{rE-sRoBu&OQ7VCCC z9XiNL^`&T-X6MtXhs!pCdDH?slyG?}K7(W?xwWyX-jJ@`T~vl$sz4Mcj*ul_g;Ry2 zL3}!3T?i>T7J!su|0TaTpzh2ynI&Y5Q^q)SI>$KMY!4Fbe8F33k$xRrNT*_!TL}!7 zIYVwsJo^!xIc37dMu5cflyXj)pehQaNi1;+t-CY|=Lk%72?Rc?*|Fd**e>qWW9ne3%oJeE$mGA}eDc~)f3Q)Cmhtm;0GoMnIX zTfck-Mr?d|G5o8}q!g@YdGqKqwO@h>^vfj$<5Prh)LulXua}gHG;uSku8Tv;FPD@p zEK647mD*K6pD(H5MkO9AtMqE^Ix3a*5KJMDpjg2-Bm_wrKCYmb7FOe(S{4*HYqJ=7Fp&N?NPA(LlZ4^;(W@bX!)7W}KyG3qB!O0VehXzwl2Ew_NdeT&1l`EE= zG0&yG_K7E+pt;(oW!Dey-#^K=+Bj)qhP(V6U$73xQ_kLhezL>PX1lk8n=t#G16WN7 z8=(CemP@F(FID%&79?j%FTqd5wace!=Wiubs_WqtbWq-2#%<3HvDik(r$PU4Feo}- zm54;Jjb`oM!T1Ch&Uqabw90mcE`a2h342(G2VCnRTMos1nHV;VX7kk9Cf;GRy@=dh zl!8H9k#2Y@scIeh4iN`EdQblq6>;8o0`dO5a_do)HPDfXdcIN27jVWtmk}sOifMJQ z3#vxezM{j26zuJ$#XJPDnY873sdVEn)nucHnnhn6*)x{rG}|~C8+3vfj&z8O((^27 zD%NqN{=_5pYNOjka3_rZc)uN0%b+hFwzC0lJ7#)!uG2p_v@JZlWUK){8p+V|o}lZh z2(FhxJkIc10S6X>VMFAVuzRB?t0JK0zVu^X!(Cg6IKEKx@KaUv0GzEh6i;k3jjpgl*uRNjG_L;u*HAHom>xFc&N- zG!tdnczXtj$5Hyy+jYASP{S9KtN_pz2`RR>Al0Xg>CME%w+jGtSSiz+@{fIjcDgPbufa!!29Kj#bhxo!E?+A;uq+UF}5TjpwQ zJ%Jur+zPy0+eCrS_}cZl(8h9a)@~v96E4@g4i}&l+iUmRh^9ihMR_w_k*g|pPM>o`3yRvCw<>rv3(;(h z>6{3gjDYg&t@Z)DD+KdKHil9)7y?n@gAQ@yBFe>e*DZG0n{RC4e!4tunT=(~p61_* z^DnGcWokHdbc!S)Z2)gEL#1f8xYC?ds_{|sPw5H^@)K8-c|~M5h_V;jDDq}|cbvV! z^YyI`L-M$;6>7698^kTHeG5+M6RV#l2iyYbqICc>iNldCy^_Y^AVK`--srd5$L$vQ zuY&)>2ye9;BMgOQPa%-&Sqb^YRbY`MI(-x{2s1YslgxitH92&rpeTDZLKUhsf+U7Q z{`xHRY9tf@$4U;nDY;W5aef4(qKv_MHphE|7Dwf@kzo@yh1*fQBRE?%4~IicsQPYq zSP|a3h7-OpXo8^I$7m=TL{!4Ka!JW#@79peH=KH&H%Hk~XS|OC9EIL&Ye!A1@y)Dz zfV|3{LXd{NZYyUCXxNnl0#d-S3b2p13|N4&+*SP5MfybhmgB4P-F;T|S=${PK18v2 zhWYGZ+Jlx6UCIX>oOsbloA-tR2+K)VY2ry{$WS%Sp?F{}`q9r&y_m}qx=wSVbr-W? zQ1zJSKBSD(kz^Tm8AaVZ0tbZAY6`Iwk})XrAOI3JbE7Z3g8J@30RJ z#~-{{@se|5-$WQGHSvO!8w`+-^OsayC#^-B#;=7t6gb_X6vPa|uWdB~a0u~&$fDT< zP#M*#uo(456$B3+1I3Us++k^H!hS1TZp^Jv)HD=M|HfR7@)cY6p=HYk) z4pWmPzb;)%)`XYa54R8y$H>?q5L zSxWA%5B)@N!Xf0UVE@pyO#l?vwd)kSTiE`I2--bCUxuCbsIskxRy;3Sy(7o#hNr)yurp7JTpi8q^Hu6+d=KZgw4 zXMR!=J|A$(gZg^ymr>($Nr4#Rw`%jqe=_77;IB#gH@$!hp)gZ9ZoA;~wGDuI))!CZ zp%wbo+S@4fRbQyMC|JQ;wL2(?xW%%yMD%|pxyUao@+WHdY=bS-z`i){1AfkcI!aAw z136RCME=CSaxY%oaAOy4QEF|2?xqK};=g&}i6=@fN<85Chu?0w7N+f}G5@{9lP@J( zE49?5#!b8^Wp-~{CN@^9u(o=$e^5)EEaepS+XX?5r$2u7#>HgI%T_Vl_$MxOJK4lD zw@_1z|GnLOtzbogO0UL^Le*gNMAP9%9#qJ2c7<7hJBk6c`-O+c0udpxcj_@F zF9M5Zy-rJx>=p`Wiwp)>`J0ESnOMbDbtqKk;SK6W9%_1ggh!i{RqZuS4j?M010a?(Pe8QJ?hAI+TFq4s6dPFgAi;prr}NZsElVDF0!yT z9l%UQ(>?7*6UN`e!CD_NP3byM`a0`0S$HGc^an`Qy~g2a6rTgIG(R#|oJl$~LD$@+ zs7d@!VDD zX}tu5rR?s^y+UyWCQFJJH@k)QaM35iI zHEoZh+G!RT1pv0w;e^;>+5&Gmz8xhnC<~$sR8wXUO*YQYxKd`Bt=Ez_~ zu;bFAir}^jEUWZpbf#6Drq=7stJlTwnqHELga9hdEnu#Q6|7#zC}U0J)^XU}uN)(2 zKUaO8sbZgH_DuPe+j4J71tC?t+urLie6Cj*MiO|JfObzZn}vSbW5I&ofH6N-tR1Vk z+iACC7_4MKWF65L;EyWD(?AxhX?v*d2{1x%d?^@w=rdUj7KJi;uA}ED)?VD% zbu=hOTrm(Q;IS(Pl}C;?+0F@@?+m>fH8QBit=ZKaBzd6NV@u@W{LpLA@1~Du0{S2r z`N%Q11UyHiV%#TmrePfqZi%JjZf7XI)XKzoHG!5ItEQ|4^@GDB@=|w;LiSpy8blLE&}MDL$Zpr0FN=}tyVW%6Ob&+zAy9csY z=^~K$-k}_UYgvf9BTR>23x&Ow`aaHndpNHPYfU0uAy*Ks93r#DGv=h{*vj!u3@&)Q z7Rk%UeGwq6)`LsN!)oSDYNWSfV_B5_K*I)vSjN<`NxM=;lB@18$ReMC))+=@Z|AI3TW+L_#)Xm;K{tZ18*zrGX2Z6fKPB6Js zW9Z#0*~0pY92|k1VcGEf6P6ZNa5or_iBpP)8$dl7VU?m-cV$#5M90Luuj~`|Tt`@0 zFFN!|M14XYMI~+UL0RtcavVlE&*Kl#Aj!P@D46H$j57<zA(SMgi2FL|un5~a-}*owGy z1LKz8LnJSo;1HMUyPoo^?1}G>37I6h3e~`$^pX*67`N~0GiYQfiHN|+h!_C^#wD-z z$wmmacDsP8XTdY+TE!<$sv~goa&;pmaHSa2Jgg6t+TR(1ue-HSKhJ-sK9#nz-Cyc z?ze{n1mH~fwPqy=VkvK=n9dcE*~C`1WIGq5$rbfZd{Kaqt$E|<-n|LD>7-O(gVbE| z5pzBQ)5#3XY0`&cOSP6q#i#@nXubo5R( zZRt%` z)zbzdr{k${qCV)hY%3}V%Gl7vhqt*~8}r7f^G0h#DGoY_=ne3OE$R(?$Xah!RZbN{ z01$6}7G!Ug^h-k{bH6JX2DeGIt4u>X+B4IkcCzxCbnHUj4Tv_b+VkR8TL_-0 z@Sv*e95oDi*tiqZB}F|bS-{ooUz~Zl2RvzK0OaO=yLq?1GdS$GMwJAr^Jbm|JvBH{ zoS;2tMunwQaLySWrIbAzFl^jwcPlx@jMlmmqn+U#3#vribg-F`(_vvh@*eg#$?~ga zQDI=x#Pe|2#Suk*dPLKtRRV&U?md9gK2XXXPsTp*WPb6-iI#Q1HyF(pc76iy|ohrf>_Kq&NMQepSR5)W(tIuf74ly@d1%lJ#Re+L<#vC`g7 zXt{r-_P3Dx*?jKEvi}o#>gs8dUW!nnSk^zR{jaF`jZ;=+EBsGt{}hFvKc%p;pH=yP zH-G*d>U_?j78DFEu=(+Gn@_RCGieFSedgTeH<Pzx+Ph!H-xjPB4^^>=^;yi^Gh>lF>zK zo@_`eqcxIq!;h3xM;&Em9Bhs zJMoYWlOq_JQ$J!J>_?G{-0k=CCPEpMe3yP;V)76#*xYX7Hk_FIdk7IT)RisX!aAgq zT`VHP$Vyl+p@$~YLyn8sI>Vho&*Ww4@LPrS=-%8M#Dh{}(l9@OmAY>0c}s2bMt!ipRT_y8XT>7kRazFMp?GJ(#$PdvNmT-dl35s@-6ckR%Rlhi$kuC}&<@rcb6VQ%%OBB=<6E${? zV5+cromUMYZypyHt;JlFRph~92CPP zgn-z;NOmXNxGd5=W%hj=MY7R8reJG^d8Yza1}|bG6@aeei6FI}tWuWnarMT|sFLps zUTQ{m#1Rl@aL_AUuzQw#S41DO9jhWu1pvCmX@!40m6BDlYHIxIw2{DZVo-0Iz!U~Y~oGVJUqPI+cL6i(tQt`IgAAxH7 zi@K;-+Aql)Y9BWNVTr4?msn8w-_l;LT|?S02vFI2lS%~8(vol0zHfT2g8=2s zw}9^k1mB{%_~kHT5yhKY+(casdfYE1dfb+{K)gEWcHxo;XH#f%|IgQ-ctY+|?%-U4 zVd5AeXq@Sna5_V8S1{PSujljNlc|l+Ro;$?< zFoh{@6$I?#4J!Phl&67fL1Ep7;)rW>xXwpQHPy(t2N@zw;WqaO@w)FpsE&Bg4qp2x zGD23LcNp{rgTF76^PsnK!dCLrcN?gDnue#U?d>^plivO%h5=qc_R zpy?6+fvr&BwU5C(AjlXSGkBr0iui5|47j1uSF6!#rFBSeRFbElg!pxtWFC&)-*~%=t3&9GA7H%UhwV_*{IK1_9VcJU`ULWV z=SU()a>Ea632v?64EP?Lv1M3|d9@$l2Sje_f^G0cNC-pF9>NoK2ZOtZ2e{AL#g!W= z)f^n0$QKOW5m|(N8MblXioA}adhu%K4OqEQqHzgpShM~D9M`RJgjSL}Cmx%K-WXEpAIb4{ zrN2<|@I zuE>&|jN{!TJ{cSeui$2LXRpuhgN2fIDv*-sSd##m{Sm@ zI!iHLyeoaw7{R5Rkaf&4iCS2kDNanz=zV38Q_aQ*4&`o2+UkI=D9dwYXH2|dcJ<~B zp{HXY8vJ97!NNk}S6+ejc{u202M0jjFEsiqEukYvA7WjM$QLkiftdm*o|qJbINIF^ zg)3B4sSZff00(&uGdTxnThgml47YtM^TPqiN)K}kLVpim@T9ade_D=j-*g)+_%8I3 z5x%UwSXywW)9td@sE5d2EVfo!tku9IWI3!6xYCYq7uObSAf<-`^WC{9EbnNx(wa~D`3#M9PX*m-mc6~L@=w&Pw6FcC({a<A(7KTtUwD;N-@PMIhDCa>7VJ@zbFr=80g&aX% z;aW6w06ZMbAz25c)cz z*Dm@SP1Y5n`y9d}9I4a=tLie&V?>Wuj@>04oIIUdO9s^5gr2~xKDTVd?B*VnP3;el zyxk#)-CUNH2DeZ*sN7K~@e*)!k}S7<>tZFWDqZ9jK&PQ#)G|Yr6sy5vPJV zvG)A)qssHR+X+fV3sR;6P>L4#N zE?A==DfE8?C15A`c{dc(9g&BZmNRZ5A5p4BUD)odzZ>zDu8GVqpgYgKge+)&mj`v& z_JGh3Z;8w1clqSNYr`Sc(p`y0C!59UyvO;2?{>bsw(^r247|_@gC<)nA$GC*x6~aQ zZclh9glfT{>4MN=1B@${0QaHlrFKSo8G5M3iwRwX#RF2<_EW5gVZE`Nsri7+C;MTy z`)|pPSj-Nve?8K!2R3#ZeJA1jXhfp|rCl{sK{-o5XoqF8ow>(Tr|2W;ve`GvJ9|rv zAEqt}^NI=3SogFU9C}OHB-pC3P^zmuV(@=jQEZjOMcAMQg&fw9ERhLZ&bZStp1d0^ zg7Y@#f}zT7tHF$Phr4?k){)$qQKUj@b+T`2=ni&7%}z;|q~##T+4b_}+7U&)*@I}T z%)bQ-A*i61H0>0-Vh%$v7 zJMHmN+x8-h2(N;$@$puBFDQ})PTz|{DDpX3V}fFb0ntx&u)$u^W3hgAlcZCLu!m=? zyR&nL^^rS|5o%%+Vp0^{1#Xcbg%$*hzVSwZ7&CWrR;tZH455#b?5uPVFOgHJZ4F@6 z?3OmLoooyC?qq@RB@L8<&{a~G_r0anWbg#WS;rp`;`Jl-ahkB=?9u%e75OK0;k2bk zIYL-xD(5tY;)_<4DiJRfXGXMTic3O_E{^|8N~yiaN_~$<|7E4r7-Xe>AYq=rRA^BQLRO|x+X196 z7R$i$V?|oEc6noJ*s)T3wSAQOS^-dG#<7y`*6yNYDZRvIW5s&4K8pQP2|#Cmsn@OO zLG8T>5Y-Z6#YVMb6#Hr^M742P!TYrzPG~yVEUf7JwSNXhi!>J9-^%>6H9p{4EF&9G zEAwY-e*tBlE#QWEhb^ZS`pw#Jm*S;`bSGy;|JB;RRtisdKvwAAsQnHK6$hW&4J-0* zi+_5NAMNbLO8tAazXm{)N;&lZM(sbCTxzdvu>Pj_yib6&=V1Nq+8>m{vNg_N{hiw1 zMX6G%Vtunh|8?yjl@`+JZiW7b+W&+?pUIDpMRWfIbH(MnSOQ))MFb2s@`@dGT|j0D z&+y2c?&if&qp_AbC6#zGUS3Itx)co=VT{U@Oo3VKfa8tHHM>%?h^WpQ)GJcVCIa$` zA|c`bNwqoPrFk|b=mT|%pA$TxzLt1G-FEM0ihIHcj!^&fEB+;3JQJs0;&24h*EOXS zkHsZy9lT#e=YY8o=ad?EnCI~@IM8Tx{r1+x7vD~IeAlD;6u;EX$vKf<ud!If!m2|3@>Bu1$l@#|a(mQlX zDC>%rOo47=FET~x<8~25I4O~lqj#XgHc=)5>Vy07uOGtl`C*Z5f7P89N^#;7NFZCf z2$|R-#Rhzp2@}l1vgG2Dawb3_SH8mGa`BNJmWcWyCBrO3T~;|g2%`jKlxIsi&G^L~ zf|oHt%pCr;6B{N2b`dTvDdQC$&c7KT5@2;ap#N~i_Q(Y6;ukYJ3|I?1g~1Xmw#U3# z!2InozPSG1krQ+}Iz({|T_*6c=cd>OkHK>Vaj)H#U0`t4T|Rp#4uA~65D>AEWq~lN ziO>+t>{e7FI6a#cpRSl=(%j;lcy`W(*5CcHz-NK80Zel}@ad{6cG^Wp(p;f+f5t1Jai57-o zNOwkfE|wrNsb58u**~3KcdF!bC(H3%7{f^FhydxprmVq_Qk8W*Hx_LtXC0o1VlEJh zwx<7<^a~LLBM!;2rmG8FU3?AeEJgr{+hdr1(yl$&V6WVX2YUssAkq$!qrqk*15Yc5 z+9T*v%5Rj*jXtj|Apnf^FvojkMW&MB6n3+|PGKN-ZPE3be;>5xZQj__VZ`Y1))buo z5p_pywqSLM+i>4))JrjJ9~bLH%&9B=~xK#f@l$a$b4b!u^5vbgfB> zsEEZ9h5Z*!&Yc9x5Nf}Vn+pxZ^AIfMpD9Wdif>?rLxqjiXr`z(B`uw%Mv;z;l7$hV zgO#U^ET@`@CAln9m1L_62x(Q9E0uw!_U8e#ux-J_fotGCZ<5gIM~)~{^|NyIEb1qS zU_OAUR85OWKugX?+$kY_QdWz~O3!U#;wnm7Rw#>I#vXThQ6=DDI+3HjC##VlsT9cK zs<{+U+)Wj*c|qALS@jXT6}W6y?n07QmR50xEyAnQhyU}kux(v2;AEHBuS7JJf`GI} zP#IvIw;h4j;$}mj1~f%#2q07oaEdFB;wN;R2}9q1(!o$-gxb?l3fh=WajCAU+&Rpq zFgo&oIEPvW2;*bi7RH0aY`=7%RjyASYGa!75p(!qc1)ZM^4ck*Ow@FkPem?2#;hqr zJrx^Y%Z3*By5{aGLgSa`StNXU#s5=7f|9RmfrdZ4c zD!yfU3Kmgr5NptY0?2mTnOayp7{_E12Z*DH6bNE zm`(^Z4)vMw<_urAjN7ncO^;(L9qa$uZbsu8?IqLCvq=NT-~8jsTw<2UN!e|_5xOO> zUq~;9gHAwK^-Cwq9BMixQIP#mJc)kM)YV^#m3>rjTVcM~s-)Z=U%)`$pT#-i7jlJUb+MDi&)2?&5?{)dFh$JDe7*Lqk}_s6w=$L50?Is-!m;zp zCnfKT*CL}y9?_NBMO1$_DH0Y&YvWSw3JQHLDHQkRrP_7me<8_Fd-6tYj1r%UOBjxe zlJksg?efUIU;ERj^%>18VD-<{{srVdrMWRWf2Q_Z$aq>aQat{Z+P{gcUyv+A;7F3b zR-%^V(fQrlUq>xul-FF{Cr74>&EX$ zfluq=n8*BY*M5xJpS8>avcF&Z&yf8o%Z~B;&uf1VInP*5iqhY&{Wr+_Ma?rT{v$~{ z_kClW|5nc2e-4w;68>@Re@2~8YM2sCN=yDx2qc$J1Y{WB;akGB_?=@`q~vEblFG#iGA2op{oi=^ zfB%CgoOC zd4uj?h)Wv+8bL(xBZ?ze#W~te1Ghe5uV&~8y+wZ0C5}(7MTYFSo?U;p3aJ3b2`)Zd zR)`?(K=m-`U;uP>F*`(wmKx|*un;ix0r7)1G-?$;NwqpxbNf0T;A&1Ej#Mxy@;)Wc z)zcedTnuv`#sJy4jtcO5-NnP2rlXA;y^ZZPY#1)VD2z}dgRU6uHP>$-a8`cj9GqJUZJx>a@oDc*y>eEt*cnzsd2X%L8-(Q8VPe(1_6=5Ilj=dT1rj^mNIQ z0~dQWya@CLe0N<|W!?_2-Fm$qBF#h(nu}Vj551{|V70V`_3TX$n$8&do8duhw4~=& zSVyH$*qDj5u!703t;?_wr1Ew$s4;jyy6fm6u45A)>eB2xXf^<4@Wz@DPs!s*2oYL< zGajtd^}w!Y$;pEe6@XmDxRwz0V9;I9u4BF-3JYEh#;pVKlul5VZdeF(SwtkN%zCy3 zz7pgP5HB4sT+3^X;IFt5@|!f!mPpU+Q?6EA8Y~I0o%;Z#ZZZZrE)zIawNE!xV90gE z7{WAy8To+JLy#NijT4WLbSH+WuUD>T@r>8AI|V{zkxDfo%XHPss&Xn4j@frRJj{nE zLui3LkOU9Z?v2o&4fIUeP%P9)ts>4#eRQ}(7OAYRx}#GFG_4Q6(K;tth5u;P=3Cf9 zYqoM=l?jb5;8*UM1^u3y&;`R0jQEY=CWwK+;l1N3)gSqN(12G?rH{%R0u$l~jchc5 zqEy75HBi~xlH)X(r)W2JQ;^#VAP|0YV}_@=6_@wSw9CJhVJn@i^wxyXUQXuDUtBrGuF>hcKo~y6t z-1WG+@7K1UvFI=>Nkr{+p9(=L-yx=@gKXt&pFsDG@HIMCC$#5eaWU-c7-dF1sqjRB z!-zFR`$b{D7fbfCjB0m?YBh9MjP9A@A9;ie0f(4#U6oRU?Hs}6t9J-@T%ERoit3)zI&Yq-5H z=aspmP9tlggVVurL8m~h=k+KhZjGzfvqb$_MZsihjnRgqW%&(xL; zl}0wlxX;GLtqqQsL>Hpqk5vS(ETm)LAPWwYAbUN-136EPL&b@M;G~iRGQZPpH1ASP z5ya-+Hd_KbRy>#u|4jjsA{zQ=1S(6#(F#T!ZBR1f1$jJrTelK*&9@U?@H^Eq4pl5f zBG&Hi(bxx23Z_zM2rUkp8*56S^aN?vx`@cPGdQk~2X(wau|F7YRN#-WYCKgJkxX9f zb+i#6&BT{u<0KQ#!>^_4!m-8&$CkNLeMu%dj!)4g@@~&g5(Q!-53xaru2R}Fg0SWU zBe%mS?1*=3Z+9|D#Hz={sSZlbL6h#;G=O_3#+`6Ny`` zv9p~{IdNwp-SEl?BWXpOr2`F?=k_|cRKAHJB=Z75IFC6qha19%^hjeCd@Te9vEUKY-D3SE0Jjx1lGnjwX3*b zIpUsj_0nQ?<&G^vXc_H4ghnju-l9bA2-=}ETT~5ux;Tl#!kxf|A+~+jP4R-L1#+O> zX)+x}Cdq0L%5V5%+C&OjL_U@<#mqA?Ial1<5Qv4_KiPpB`4~Zp{C1POXplm7(AbPj zFjQoNop&*fGYy(m5^Z9Hj*-k|TWQ4(%nGdyPC3Bs_-9y`1pMs)v z%V2;>5^V4ro2R&hC)T=dimBx@4JQSCL_lZv7Ie?Ihjo|c2C6B^rZpw9Z64!IoTGJK z6xwulV$jPW!7pDp%)p12n@zAvOO8z<&JPwU@=~Pg;U{-`cpOU*<6vS9PJ7MGT)F?Y z)lQ3t{mzBvI674hLVH}@f%jJs=WKP7um%js>I-a11$Jv(eOxkoTs5&>IWY;z-LPIo ziBF?PvMWYVRH2!QF%VG-a{=gjIV%MYex}5}-(PWhMTSSl&_y&s$bG6`Ud@K36G}GS zkq3R1md@(f9c|1nrFOzo;#Rz)}T z+COK65>o_Z3Xa>G^0chT7Y8YkF+z}aF1NIY$*&l?@K=Jeq!eUoOhXe?YIy6W9p$)x(+#I0|xoZn&SZWqV*(E2Y)`+lpS+gxO=R#!BO zf<-po$tG6@C6aX0H?xyBu@Hv|Wp#kE3-Hj-DmTomzAz_9l9wiJb&c`yIJ~ewxEm&X zPxY{sRG|_e6}Ps4G`+H&Yr~(G+9X79P&S5#2y`FzFaLL#xz*vydiQ3in9&@uGk}tA^_?h!$ zAai>gZKOnES)NU3tFVNPq)fGmE3NRXXeDF9!q}ry2v%UFScI`+aeiR7FJ`)rGQTrz zl-w`T0y-01G2o_4nS;W=T&jnd(3orNLG{)fTScm{phW6U`hjY9CijDNXwE+IJ8~j&*${sI8N4^-9seTc{x!HJ_W)MVDw?hx}H|A5V-tSaCli5 z3Gx!r242LK(CiG)4XeQ(?x&mvdAGSSPdjs4{sxj2`F$1!FphdY6%yx_A4DZ8@D|6U zIbMTSp#u}PjWR@UzOfZ)QH~@zCPURJgA`rXLOE756YYs{S#O+&Q(EaMf69ppjmm7i5$;kxVYLNQ&SuB2_+mUA(%g} zq;t$gfy3bhe(DCGY@y35T`G;Se8p;P5YeY7h?ruk9pVd$MtUI;(ivHzY$+#9QtqOe zx*JqMzqWZkC&spz(Krt24%M8oW+i5lEo;5b4n1LzU<2y<)T&%3DU<7qi9`-wUSd3?dWXX!~rJscJ)p@R8 zObl~SN1bWa(E;2iD<~CM+4latw5NBtNtz;>*b#yZgnvPb+CrBq9R`a{q1Z$~=!qB@ zPB{tPg)2Q~AWlNXk3c)*jvcr7ri?tf!~<0MCO%&<)RQ(UWn;ttruXNBCz=?}^b|t| z))%B7nWL@v#!c}fBYqe(JBX)ALk@EhY8Z}ga0??osz4ifbOkm-InOU?pB z0qt2138*^Rst(CnWn=h@lVlzuYUgVF(mwE3BF-f_ z$UTnC{U@C^o*k=5jm0e5PDlzZYlPvLs@vgnT+qGyEv#ic>RQB*@CTO{n2r&r68FHV z>4OxijOXsoxq;bISXSL$ETgrmiHEaBd`l8<`ARe&;w`foVN~FroUk8JK$Il#2jc|6 zV#@?bwV3k)g6pm|VjC9`yw~{}5my^NrDpDnT33v7p7+EhQIKM9yoRU7$c7 zB(YPMM%KsMYq)ez

a$V^!dRoTBAW!V-whhN-Axo$d&GBhXGD>kD1f`=x6A(Dgi z3&eo%lWc~i(c&x}(Sm{`jtp_>W;DWKG^%JIEgr#E=3NdpQPDFgLm)19rM%x$ zcPU_Uq0?MMz#tu1Oh^X<(1WCvW4iHsEu15(GXuX1GMq2k0Fx^CYM@ACHN0@&(ccTe z(1>PSFfx-NU{=Y6maSv?2HsuYOmU)Gks>r-$7Yy~qcEsCS|LiQtEK}56^UbKxmXKy z_|`Kvf_IwSZ0Dm{kUMn+ zXhY6wu2IComG~}Xe=^t5)OrN0hj{!$eb1;M;$@W-8PC`9gvFy3!QnU_o`fNhKx??S z)i*Iaf3yPu3g7=adl$-aw0XUt+B)nVX!oUrvT*yj**+NK1~mWh={*35omDhK(A;%^ z%zpSj=@02gYo%LLvKAb_6bh^V@clXZmE!!$&_YBHHw@hY%n%%d67s)^JoaCS6peyC zAIK^XJ`zF^8FeM}(LQ49L{#Q-rVR-f`oMN2V^ARbu$=6uikTpUXTK{E%}p~w30o!{ zf42Mg%4id@rU`8n>wL{irPVU9ljyruWLpAL~Vp3UzZ{fiF(%s ze$wY|R`y=)PonH+6TN%lfx!{~@xTlq}ibTKeDG{K7ec zENoOYfAiUMo8MxAXHuovau?5St}^%YC3>h8xpZ#x8jCy`lo!i+{oLkv1T+`Opl?|2 z=DE#%=04@v42)-4ch7C!W7a3!)U@=IbDMuUse%!;tbhL8=AR2yLi)dSZu2i7U4q7z z&;XaPV!ZKF+av)0gNWgWN7OR?Z_7W0UjShOn;@rT#F3gCXr!FRMJN)p0DhK^9MYf3 z4GNQTEWkTyC0EW07tv_9!$q_|_w*A_*qR>S6?0)Auj4GUJT$7_Z+>&I*MVmUybHUc zFOK#*2ifb`fI@5KVj*8~1`2hFS{=aQ#a|8U3C(N7{S>TkRn$ks*AYa}NF*s1Nxbt6 zxNshVy`nF#q^cf@8_fvrfy%I$V+rMR=KyXdPsn0*Ujk59m+}~@9yC-5695q>`s`RA z5T+y&OzDM|dt*>G-AVL6c8MRkiqAH35s?7xO+5CIy}=FK78OiWWjVQ>(DMM;gCc-i zw6e?yLG9QZ>Tn_5AaFGFmcPoxYul9Tz_x&Zd+9!pg>=ukG!)}OIVXl<4v%`QN1mu~ z1A=x_hdtEd9f%U0+n5mTG=?jE3IQ%3loNfpC68(0YGS6WA4Yd5CKOy;ACc2ukNXRy zQ+h=VkxkT7wFU*E@JMce@n#zx^01j}kMlt_i8Cz%a^%@mqaKYEu5M}#mvg_;7FxLf z6`A%3mLCt=!GjxSFcG;#zVeAv?R;CYuepLN0T{WYv5bJ!5pMjKSXJj?kimNM65_Kn93!eN1j!hQ!EsO37LO~SE=LCO!u>l(UCHajL8C~obvxulIe{3zxcN*@lf&4lg2%N=2ePD?Jr z2Fc?>Sg_TYqPI+_$Pid9V*@gOalt7J|BS<%z%CtJC#t-3E|ph8d0#~K_bxo7WX0X5 z{v#x1V%aKBB33Vu0&d5HJc_atx4~HZ~T)pf6IZmpapOVgG_3%M0!3zQ%;PU z@q)?#2`Fpe*_cO{%^kk<@~HWz0D3C>Xz5bknM6x2btNm2jE91QBZ8m%a>A*}oFe$? zSHE=dbcRoAv}6ETVM3#hH?~KRH=*&Q=`ffC#81rcQYmG2QE1LK%&G%DmSHY{o;u80 z`jHK@g2OQ5E}BkJ8D>p>T*F*!G#Td5_!)*-DurR5@ug)jZX^P@C4n)a(QO`Ld*edU zsz{9Hi69$^;-X&cI#|qc(@JulR2#qffv<=R(}`6EVg zm_nXV!Sa3}Pa-MCHa3={Pau6wAWj$nE7_|ZpzWV$NsFZO^Gp%5fu>@AT%Z`zQbKVP zox>kVr6fao38j!)MxX?)_8m#nJ67Di%RU{u_s=9@WN@Yo zWIO0eQ+~gy7YE==E!uP3N&wG-tmMU|%u8xM(3OAqzE4J(+feu2MXR8Y`*;_!gA~9q z5(19HF&&=Hn9`Nt<6pd<*uDA5^=Fb#{!?)?u)u2(otXq7vem zU`sv5DLgPnARXU5h;bLOZlQn$Y=*^4g|0Y0XGFZec+E12-v0z&A`3- zXh>Pib2y0*6pzx4J~SJw8nkF({}XtM_J>C1YLYyNwTBQCxPk}ooc#e_GcFEG>dIZx z+|_JnFu(&?ebYK|FwEvTIMBR8&kz(GrZv8ii#tf83@3@eksBP;gsTwdW&;rpaR-4B zj|yFe_GjMY&QafZ@Gi8GQ0$2SHKqmSFxAX9`vIb9^2$^bo0VsqqPZUXLSMn&T| zMKd-+g%`9->ETWpa>zV9VH{viY9~S>gr?9YIzox+md%?pl86V^Q6#bm_^F6tPW2eg z^Il`v!6bMT$RzM0zlp4JQ&;0_FcMv-8y!58l~0FviWm4;(i^q@a*6jOP1YEO7tTYW^bx;&h$}z% zeXTRXX*+&UBtz=Lr;$=uCGxJ=DtIp9Txv+=Dfqw+4CA9`i86e2TQf60whEjHpUBq| z=tL|1T$BS(Rqm{E>XWL{QL$0=X1Gx06jx8&Qc7}M-4!gaS@|W)PS9ng?{VhiDE!16 zJ=)EaYGQlD`Ye+nhKTsiL_D>_#tLn|20dui1BxrMN+23>&r z5#E8s2^tC)v z{UvNPpbv?T=fcqWws4?@;{6fK{qW?d7Lc-KJI5B5TFMfAjk#G>#Rarfg`#>x6#&N) zL{q>}t>R$EBEEFi91ajxq>Dq*lto=Kkl`wx@aJ_X>}(~czKPoz+rX?>KTN_s5FJ$> zkP&>`6fWi20-?ldGAL`h;V9^$g@zylaZ7-nal*%<4tv%{>9EO) zhJqwU5Wqcp0J5@hCL(MyU0BEFy$UjD&;vJ+vA%oQi$YC?Et+q=-)^@+GkDNAZH6c4 zU^)0r(IHd=QxMSN^;Ro;gzum&smVR6?_^py>WwcR(#-GF*ENGT+X({+ z?T5zpXedja8)D*KH$5MmE+UWO1*|E&9>|#tZY&aI33c)Thl_lx7HrMwqSg-6Rr2s) zzl8FMDS&7g>S63=f?$DE1kph72CWVqMi%FLKP{@)2w5>Iy=7 zue+8x&n(_B0@4EC7y(#0I`;>-_0g$j?W*cj!RR7YCj^hpwE-1^C&ns2xE0a)9kr#v zWzBJloy;EdI&?v9qZ*zEd|!Om+i=r2D*;KP_6cVmh(K^p)oiyIgu|^h5ey=XNsc%) zCz)+fif#6>a$`IiYG(7QR8kARpD0A1e!4Tmx!iHQ#~jZ}bir|aiWfq502M)gt8YC+ z8L z2DJ#gADlokL+6HA0PT4f=XtEADNpveW%s?&6rWyBHeJ-j_o{)2#eV-_b2x3-1Q6Tr zL$R~UAf#+EAVQ$uO>I~;F?0ai97BS@;+DZW=%V9Wv~xtEFsep^Nzou5ns;0Dt~8*z zy1<7d_6Yg)k7RJ_dCpvrt{7DD8N)FFQ*>)^#Z*6MfTVhEdzqKyF$PX+Oq*s22N%cd z)Cw!|n_f%ZUBrjb0D8Ea1(B6YVi-H$ZS-_Ln&@)nN;g(%i%}VL*|uH>gM&&^J7|qX zI;0TPFcqT_=iAvPg?5|_cNM7@#ilS?&2!n9h&&6iK#I9O-WyP6sUq4@-FcBPcrcr3 z?h~yV0X$}9CHK^??n#rX4q?*y&tyN%RTS)gEnRhE_UW4n52Upd}pOINx!K zKY&S)V#Va))Ooj{&d=O}58r>*ru<;T_I`%u;%aAYGFA%C&}3X~dXqxTctA^|i9E!3 zYW!`7MATBG>OJ})mZh&S&=1slJbY&u0>vP%{7^KANA%2C#FbCMA{hz{J8#2m+Z;w< z2tV8KJ?UKRB`jC0?!d*s5goKM5bmdknFhLVgkBgOd{K$!#*V!NpbV z*jj3ZrX237EBe(&gsP-rtG7MBx^|_CEnanXKHA9os)xP$js}-arSd$K0+$1luENlf z^oameW(rc(2wMctk2h1g2IA5`HCp_k8h}3md=9e6fe4(?3vWma@1B`nQfm_4l39v3 zG2AdbMc3Nkx)4i=0MiLKV}kdk3r7hrBv$%qL_qa}#e`4b2Yu~HY*AQZGm@kSf^ z5Vkb$%r39eK0D6uR@+WNt$>|?FPUt+6ASk zFS#~ZP1|K89|ofHJz*Al;{q)rKQ-Wx4oRl3IZa2jC#>8``2f?RsHOZg&J65E8a=b_ zA-1p_#Xqdx>4^FW*E^AOB6#e~#kDb$&`U1#KfqA?1zq03bdv&?C4c%P;o}%@Pab$? zUW-oP9_RR01uR_Kgt4A*TSE)^7CLT=0otw9~Q+)4zUtWImMQ+DURKE zB{c68h(I!9ZWO|zmf91XKTmwB&SlN7WI6M|#D*+%7njU1 zIg_M#e7*{kCpB5UB2Sp9LYgZtQRA&V?ptbkk0f;Ec{(3WJjoPjED@~QatJGxB1{Pg z6U}+6PKOs2%z=$^oIQ^;0Cb*O2r?K6yVnx-i&jSDia4p#6~diu`lu1aSwax3sN;eM z>772+!IUTdK5y#4Tf2f+ggRR%0Ai3L$qM|$WX;!3y==Aoq=RDSsxj3^M61kQ_u(J1 zBgPFQDwu8e5GzLCNcNMsn!N)%tZ@K30Phc8)WKdY8BDkm=Z0E5tELaKI$!z26yX}J z7Qr&FeLLRgfy+FT(%^#ZWGqZQOer7b@O&i#F2XV`9AqiV%F#Y!c$#dM-G>vXeu@M^ z8hBM24jBQ~bJC`YW+!H)oC|BozIfT11L)I>-H&8zu2Pia(Fo!z;OI@^x%wp~04F)7 z!t9G$iJ4pMWKmwxPa?{E=<_<#F8-7p*Ud{>AVgf8-(~ed3>RL3%Ml{Z0stU>a8ey% zVZcHt1Ipv0PCpg4gsCN?j%qOl?2boPlFu7Dkl@KN-XboNp8Ajh8|Ehr-$wYV z0V8Gk-tbKI03bcjM6i8YN{B~(*r?qL{~iwWmo1TkahjLo$Mxmq)tA<)tCwHo0qyF_ z`jwR{SFnPF`uYvaZf@9-LMU=n94|SpX7O}WM$|@E2M?HR;D3Y;J~-IG|DoLphuCsg z38&Z8xJwRWEr{jz4_DT+=igX=eslf#t@rO_TX4UFu4x*qk6Q^G#OJ!|zu-h2A*Ulr z$j)#L4QIviEG{llynN&1^c09_jK+wn8cw#4x8x((q5F=AI~oU-_c;sDG_tD(WS6B- z775G+rv33tlF z_^jjig=m0M-*pG3r~|tk{*4>S!)NT=d<&(6CMfBY6nN2jLXp?lDn=+s$|CEt2tSNS zP>mu`>V)^ww1gp9>*0t0I<}{y{RbWVQWDwhL#XfE^eZ2ph@u?+i3FXYuM=3@`uHG{ z42@F7O2@5ytb(3}!4ksIH2|U2``p>O3zH_uWrdGU1!DUJoD_JQomz9K=UkpezR2Zz z-H`{TGed$v4)`Y9&M==a*QB7nwC0CV3dG?Ow2)6p3tFH9EtA~y5I8<$ffmr8DFg_J z=ruQoQ<9oiz}cw3tgm2wN?NdZhhB^4(ugYpr2 zoeiF1+7U^v=a-jBf#rm-2arooE7?ZLMh+`XnvJOx8xlOsT>8{X{?f5FlB=q@DS%*= z5G#Y$ixVdm#|rAm7K(R51V&-kcth<wXc zF3(7e4ux&MgV=#qC=p5#qtzr1qr6NII9H{xL~xNu^}G)kcc=vcLqO|N&g10VvwT7# zbs$4oN1jxNkrB_N&_aMQ5wc74nINyYs)h9Jw4&S+11R54aYaF6(V?fae$bFXxta#RAjf&1~)Q$&4F(a=lFk^$c_J8hVJDim(6 zg&`E=R0qP9wG@1$8s#haZiH!)J7jS)%`pkgl@3FgEQzy+nMg9RxML|vN?;I6T4WQ* zfp(%c@a*NX@WC>w@sh-K%2(kt*y&TDMR~_|PJ@DXwu2ORh&khYd0gWhNL_Dzl?Ozu z03|^T)bghDbgW@TF9cskY2{r`nR3IobrfVGJ}%ahQ=fj>C~3qqt^gbD=rmIm_k&dVC6BfgQ4NO$$flL3&OEnXB{|3N=QgMi49%or7aM^WQ7 z<&1*l3r1IgiZVp3RUKSWGUTDm4ZFJxr5K0i9C*poSDi^=7l2hO#_h`4V$@qVeA0}~Ao zW&ww0%x?PFpT*e;=->>rCt-ja-LB#0VL9x5LJ78`!(L^ZDBoQOJDD)hZk^$ZG9mix zwBFoe#9#!z#LFea_ELx(>?~3^!K4aE#eF{V$SFnK_kzqt+NRq;i*lW^S?GxD2JciS z^&uK2)5Z}#MtZi0cfd3_jBTo-nWNr9u-G9|@o#s zUrCDiV?W$sv0{Ix_V)|LV(&jI_77_R9g2M}fhMkkmj91x|0nXlTFmz+a8~gDuKj-~ z_>Gc+MdUW0IJfypJbP4HyoluHQ|I)RD4{S`!H#uu^GoM8zfL$Gmu5Rg-_7jY=5I3j z3rx%$6o)ziJu3e{S>dF+&Ex>ZJ>_75w|> zHvd6fu(;*2g8%T`=KsNh-!x1n>vmS*|2nt%@sFW`aF#8(mi5VxZ9e6*Yzefir$4s& zY?MWjRky6Kd~EX@%zBy_cv)td-~8C-JTrv{CQLFby6~~hRTh0FqA4buQ<_paI zIpkUt>tB=<31cm(5=c6X2kRoKFhoe3LVo1VK*|V4$;cqLoOzJpnGN65IgEs|nS|t1 z=LO14on#YWB$EYYricaPPLL~wdU>dkWJB46?eIItHAsmjjVtd2Abw9}Bv)H!IfH~3 z!+{rG_+s>K1PQYq)R;6N8|_SZ?){ z1>*X!*?!V~VNFH^AY2vi^NCsu4~~V64ZQ_xsIE+I36|#R0m4;RmNsdex&+tS+|yfX zZ3}CgtZSXotpSXo`51$e*WB-P5k`o%>*!{SWT|CvLzm#7K&g~^mGyMp%LGQW+9iOU z{YVQ1Fpx9?18wIO1FqXr+%Men3nfFx*nfSbRPq8`dUm?UR}lYZWBX2oS-kysFx7jm z46<%8gba6ZFbrrx;hPmlmP2&uU2$Atf23JFDNihm4J@qFbqlHvT-e4(1Fy=kyZmUE zJ;2aykP|x*8<4wcmm?-fyJ?#dr?KZuwMA{+6#pOmfG?m|=9cEN^BL4Zec3zkOtAJA zsT2=;geCi?(D^SmMc7v0j}puJb{7dzK=*Rx9&@y)+*?t>(10;yL2m9TZ7{oTxr?Z{ zk*5b1R8HmUB!lQe9C%6KW@%w6MtzfJhc*MFd0yeRo@lT#9{3((Q{5W4*Mdko1f>w; zkfev90~bf8eirf%2#pWn+LeEB?HH3=;In8L9MYVv$eF}(0MB%Ol-GhAc99>n1fg0l zb`BvG;40Q`Fo(aN}UM|Ik6|gl1W#TEq_FH{)=&|dAp2dGev5aJjaDa$lZA zX)E=swHx*{Nq~rDJ;e(Nlj&N>jLC`2QYs<6jJkw15n*I%|BA1Xj6tU#1xT#(P5jgh`13{S zL&VaMIF}-TK$JSsl8f2$oG|TEi<$TUj@kzsbH9R!F~AwRmpnPVfhaq>?cuyhIwuKl z^A$;RMs4o5n~*M$Zn$|N=B`E;?XtAA94|~cleerjJ5Q7Z?zrL?Ur4kv6C8y)w;Aq84ss07*$-lG;L); zhEPnLEBYw^&aF4&LLk$6_UhJm0ilg2y73b(If#WAmvP8oZ;j(7##4jwCQ8(@N(Cqb z(N#AfD4AaW!%`_PT0^{ZjQyaQtOMO$i7Nas*sJ(d*9eWcx1?mfInsBpb<{cF_&*)+ z2uoc>(iOq@sR~j7_OJs9T@mha^bAYSL$)pNJ^lHo6P7h`@nr35|Kg8E?_>9w=I$Sk z-1ENiddZXFFg{Tfg5f5BwO6UM5eduXpM5@Po z-A#DP@T(nVz%yP(sbm5>tz)aRhZ|3?VRJ+dDSsPCb1^T3LAvc@L^Ecsj3Njjc7}r< zm<&dJBq16oaKue2z3I_k@(CO^Xc~AUIAx!L&Jr2%!@`QUMX-LS*s8gF!3+NQmb_>? zp~-Y#0iwL>v2mtU?UUzfqJ@(Pz8upSp49gmhY&Xn7fhvhh{ij6z1W2>AWI;sytucI zsKPP8SEqkCI2>iK8#G5qQR;ep{iSy(l#^%~eVp`5BgHFsy+d5-MtR?i$p+=O7g*CCQh5J5+dWRMG)iXlYs*2Vo zUhoav!`aVz_T~UriV)y8JUt1K99p2fm;jU-e36d#5YJ&fdk20Kj{>S&3P`l(;Sjsv zF`medg@^1D$VhNCfs*VOU%eIT@rx%17bdwEC2w*eCf+>Q8dGZ?gWPN2hx~ot*Uimp zx2gZ3MAt*{c{fdY?|`cs(-_Bo+~|+zPrs(Yt67E+YK9+xhA?|0r0I34_X}$XF$>$^ z=*fjgAUP1P*-2H`KhPSC47~^MH(=>zL}x##bb=@{oRB6OC^9@=tTIJ@B;_UxlaFSq zdnERwnffSZs%N_ft{?eHA1x}$*GDy3As;&f9AxEZD&+@!3nX_DV#xw9Q!?pSCN+*t z5zw!vxTEMph*%AyDeaoi9%612RYP(ZY6+77T8k z(wgx;<^#|t&oIs;aI7=xZ!bENbtn39>Jl`Yx;Q*696rTkdJESZFpeBL9f3%#t`?|!u~`OaZH$|itQSve!sZ}3*`MqeV#i;a5M`l zHGuk32$>!9?%*oNN=m@Au&Cl`F|Qz}F$r8UhBketi=cH+nO2ZAl*YLXi@1+aCXS@g z!EOROR3TbgROuC$)$OAzkNmU(H-G3~T!TsTi+V2OP~czg=n6$4+w!mEu`IUe5q(AO z;z|iF^!n{kuvf4=KYH}#wwzucs;gd634^rFts1;7;}j9EOkClA3HcQIgnv8ZjSkoe zblJfFa9Tp=H~0^~HjeR?k6gr+<(5f#=VA@=%>5I@lRi!EWr9$QT;V(VC;egv@j~xI zb3@_J7ouNOmE}pq_ zQ>L&iy~UBO_bB>8v?X1|Qo%q1)qCXS5XH%rD-0h2;@Y7mD}egQ=(kNG@9Yb2CH z6IqJ@EZQ1sht>oemtX9hTSP%{RsG}-tWy<8Q>=UyqknOrl!Ld?)jMo91%Qi_uWV%1 zOFA0cOCW4cL`2F7Bx^#3pv-ja`8+ps6d828t|#6Vry$T_9H%a_m&eHl?5qq%>!I2~ zkyeM3fjUb}Tqq$up-4N!fP9stW=O(UOq$gdP)QaB{FRk~i@q&{`lf6EzG^06QD>=pfsy@L7#lAB>544N=y<-j>9brBT>j?;OYmb3O^10%EtCBPY3PQT;R25 z0cg&8u&x}9DOe$1GR>#dcOqp942%|739md#qjC)J*z@t;LeBLj#@sly3P z0YvbVMFJ*P=5E7O;mmtsg~7~%BjFBjHQ~Kb8Z^Ki^Vmvad{)-cqYnYJv=rv!$0w zrWF056q|n3!3}q_=N(7D$gmPP!bGUjkovC@H0V|;bUDsY52y(m#ku#%mNYpmFgjw8 z#x~w%b)*cTMH-yeQ+-#y%gg91m#m1cwtS5suiHJU?c*bp=MJHdBzhzX(go!si7s!b zt!HOZ9_tWQ2uvdSPb_hRp!6klg5^Z5lslt<{YacfTBsMNUJca|InTW@X1$rKMQj_r%2U~8)>k9?2&jv^33=Hi5@WQ*%m zUcbi`pDMer8}wG-{?Y!{`>P3i7;!$F`&%V*ODyEVX%=YF02oz+#5u6aBhK6eQuJd0FFk`Z;6(i#5sqbD3XTm8zveS zwa@q$|IvJC$7ZS?r-ubONIBWPgsS*&0wkM5D|&9kNz~yXuPiQ=ezeU&LFa>s_O?5` zpNKSknWR@wG`#M#(GED5n6P<2kBR(rSD_ryq^;0Hqun*j5LA45;E$Y_Q7@oQIBdYIPhjf%?crcl z0qiA|Uhwa|1?X~AvLbN!&sqT(8VAVj^=|yO8XFI&lHGE9GQUHW7w9U2I>~9 z@}Eib?Jn9UB=5_UX1hW7?b`1F!Z&@XNk@HF{BP9$dlY}p7kAsmqCL_o{Nv4!F;K&^ zzD6o4wAAJ=oZI{ci#-)B0+uy*ZnGj;kqEY|3+Fa}g;^iBX>ZA|oZGyGWC@XwC(Zt0 zIk}NO(4S?xWkZJKSvU{HCJ!1iXBaD#nrVnoZsNco@2QyN{2hPs)Y1RLLQaJaXhU28YnvgEJ6ba@4SU|SN%ay@(Fq~Gc_plaQ! zey0jA9X=hkg~^D^71wa#A$zm4GX${3Y=1mHz*7WAM@LJTtRvjY=~j0RN4Qm2?cv90 zzl!Jv)yCoSpWIiF%eS|#y}4Y?2T7>%9)-J;2qzL$_IDUzyPkIG(VhC~4Mlf}&8_UO z<6xx$ZAWw<%pox!k8yuK_ZpTt!8z@Ksu1Ha42O*qSvnj%;0ei|Tpz;)CkkWD@sbxm zx97t6&0+0jDU-p-P4U*7l{saI$kV@!UNv1jR0C^k7uUFW_BKNoqIco0^ZrChKa|oE z7Z(`W_0IW(@v6A{ce+pIJQ-mGPT0fE?!z5kUxi6{JRI~p@HyakTv6 z?%K-k#mg68Xf!T2UfjL(;>wE`cUsNX>dwyYOBb)abg6y0-MVu5id7+M%MXAQ?=Ml;%t4-aH;Ii-5i*dGjJnAlKz`P;W&T|%>e^kBoj z=?t|y!zYZg!(n(NQ&cX%Zp>f(?(6yc!H(f)n5e4n3#f4SRF8qf%Am1(W#{D5y@M<5d!xpvd)R5ro#rX%r&cnzaM!AIYJIx)?4+snmD=2lQ>$$D zU{ZZPnpD>YN8f>`1{cf!(q`4Q@7#b6kBm%m&Ni1;UwZM9&7~`6m`l%JdhPYCo3Ae8 zULYVzpPAbP%Gfb=23;VmB;l<-&yLE$mo!!x;*3SM(=l;0Y z{otn6AE`Yz4leCbMc1X(m#(aGF0HOb1 znpx@U@uY;t$thc^n0=9vZe+t6w7GJ{Y!W-?R*=`AZV%gsJ+S$IWo+(}9)V(Z`2iHO z*KWUIikW@;Xc76TTtqN>vuS4Uz57D< z`x4@2OFo{_Ywz58{o6M&t$y34)%CY;z4kqvYz*&WlZ)IXWW#*X8A8#@?RUafXv(H1 znp@nfKlwO!E{%J8KfODb$*YdDakyRB<1jl+-nuA<%%EfKVVBY#9*+0>$M4=fy5GHW z|Ao7qD~Fect;5Ft#Ya3ro|cGfrHjv(8AffU#pkoJE~OIz>rO5e(qY>4K=wz|;{({( ze~72YZ0pCM^+J2_Zf9`+g`>-ZOFKJ9$M5d;FTZ=~{@}gw;8Cw1k7IgpBIKqA)`lt5 z1G!X@KAIjs!_z}KWQNsabo4^6^X|dmXy;<@y?d8;Mvd{6X6xNcFYKQjcaA^otA|Yl zOb?4yO`~k}##@`O-Nxea7frX4-!OaKK!~Nz_z=79w-Ba|hcmeGGj0#Cn;-0T8t}sY z_OLPP;Dx!0L&;PnU;BDZd<1Xy&^Cu>{iGP~b z;R#V0i(H=Dux~cHjT3|b1oxj9_rHNdOxUGd4*VtCn zAmXFF0uPQwQkgTCvc~^X4Ho&^n&Z>ql>0 z-MV)5*Dwcu&wK>lQqP=jc6BrwAY`eF`m)74piYN&}zIVr;&}( z!SOQUK#%t2ToNx#BH@pYPI^0o?grcb76R_Hn?P57J?H{c8hbT9(?h&mMCsj_!&ZN; zL~EV9aK zAEs6ItQgt(=)`5#Ne;S!lp4LCnS5kA``J!xVK5Pq(;T{D z9=&(i!7+38+UNjEsZ>)f6tY3TKr=N3w4h+Z!>EPe=*`g>dgehJD(3Q&A_Ju5U}kxA zehME={>NbkoHF@^1?%75`u2xu{yzXxGilmf3ihXI+Mz(CY5)4t^S!0#TdHZVKfhH} zwjV&K{PK*(%vdE?@sXD)H*pC8GUYQ)rhJPD6e@`K+iDD3*|)NrgTZiqlp(!bm6&Ac zUw!G4(w zuEkjMW!vz_+MT_9?hmw>Z3hJ0*){@j{c!G7FO+Wt#z&(zw*l4h(Q>=Lj0Y3&HrjZ! zjO|6I*&Z!R+jaFst{&_kJhr9(Coy|VGwU#fNDwpAn(c<}$`etY7VE zrZHsB=yN>v_+(bc$av=KB+t!!#F52Yt(ET$e%>w+RI@jJ{Fjkd&E~H1CAp;*yy5#J zwGj6Zgo`1l>`61cW+pe#8)Mm?4u*48+6H=usJ)4YWvbcD{gY7@OZj4U`K6^RSF#FR zy)HvCw2qfs+>17FA!+BNGG1C;fD&*lU;g;oldTiYKGr>a$&TETl2?z?Wvl{Ucsyym zv08lr8pFm)^&)QIY0R6t1<6HJCElt-1WbRacEku@`D>Cq^gjEp9_?#H9_ncixu>_) zJM}7VEbipH6!&Cd8yMWFT3p$bIO>-CP{f&^*GrSPBys`h!)^*(We;jJJN`n#8{{)E z#X)krqJp4#Ckv4GG(Xr~)5d!C+Ixq(yfg>xT|TRWJ!D*D=ky}!NXzwAcV{D@XNB}J z61gpNEJomyDsI2XJ0YU691TO$ZSNkf|Kp>9ZpC7Ie$J|6C_yb z#N8cbmdY`y?2{4qRSFxw;(Xv5xI*l=l^@PC&^KdzpUkhHyuVOt+xXNpvuNc3wjnCu zAoZRN7Jw>`xcKZ6E>Ryq`0d&0z$R}>+#2AX^ElhAny`W(w2Q~Egzm%efqFPBlXu)l z%1iKZJ<*Fe$f7pXI)UY`(;UrJpMPn*mMW+A+Th%I^zA4l^E zSPOfZs0f@q%S_aoHWB5A>uPa+g?rS6`4bxT)92Xnzl;~A#(5npPLgy&9P^|r_@n9} z*Hg7G>mgUj;HzU385YbOUwG)^7IuGpAAI~{dwKXxrrcl5UTYn3Oa0bhIEL`W+I#up z0@(Q)&UuH3Cm>S*H@0Cc)4Q~cRCt6n{5v=$R`CHOvYZla%p+>(i#qlU%32|qOh{I^70C*tzUcV z`YUVImFlZ+{|e5Fy-rX$$(A5Uyb@5^0ps7Nf^hO=>%M6QD3dksPn-oa>j#(%Koeqd z2jA9S1-Dk!pAcJU?QUcQO6jXvu&{ZrKniq12t7Odhze$1|3NG-Pl zpJHr(*C( zwXOS{{V7eh*Pw|>ht8miwT^9Tge5=H#DcojI*|gZo@FW>xztcV{{QT~Ta28^l_u6b z<5|s6*Ot0lYDq0+7p18zb}`9f->E6hP$avX%C7DnvM(!@IO$|n7AwW9%Iv(5tk%k& z8Ljuh&^}r7;PrU1#@dg@ENt(t7qBt#XcsUB3oQKL3t;$V9v6OCcx}Ki77KshIdM4= zfBczQyy#w|>0l||KbZ46zFXfUQybPlO zc>{P72eYB|!ukgOzp?Q$Qu9U?$Xd%4QJX4`TSCFpLbk<(jwdqBz7%DXw}p$J0*Cp#^|)VbKc<&C zT4N%iIDyYb#hOub-#yv}{PWj& ziRXgw2tXn^g(Nx7`hcU zH8M1)U0ylOn$^hFN;5F6?d|75$BawGEgV&rj_*$3+S0)*L%VRrqGRvpLfbs;bWKP* zs**A`ZU|P_gkY3CpsHeul%(PZcNKrZT-U!eFChW_vZ|SWo5Jp8qctZpXjVhHGygBW z_tE8Uaz!rV;>2B%e~GD?hL9LXOyBZi8vVrVI>@us>P^Oj*5R<*WsLoq(Pa0`&7I+- zbLZw{bcXgHa=0Vh_RO_+-@NwrTko9F-R!|cI3xj*g(K4AoS*nLmAfkZHinZ1Y?`T; zLRnTz(jW(n_QJ(?uDo~Uoo|&6-z?&KEKzPqe?Zq;XeVURZYCj|z9^xPM~?|9lHZ&G;5H$Frv&d8A-36_vS~Wn%Ih zAQ>9tDD0I1^n+VAFbEksPM%CsIV62xx~2EE-A*WSKxwcWXJ>C#m!=2Za( zF}8seAR8~jhXvR1+4C=*ed#3}f(<9F-r?;&Qig4>zWpt2`1ZHndHt<7S9uL(^~`KC zK69gws1WUUwbj+LA*z0@E?3rjS>D@)hJkt1d4tfVj z<^xR3n~*ETI!wKE4q@Z6!D@}&F_WasgOSuoAmBDj)+@fCMx?Fwgme2wRuP|2aaB&m z5F{uFaj2+v%`=BfU&qfaoM3O^`OMz9i7phX|9)XKdJ{?HngE#=G?fTQo~nduDWTAB zkvQeXI{Lh6LX&bs?W{H2+k3s&9f5+xYxKLC$s)?(8Cu!kgZ8!!3^6Cycj z# zy4u?W7d?=3kQ7jYsPi0Rolzp*ZSH-j)5#i=N;jlmwxZFbV6K1?5O%JVA|}ppXMl%o zkj*8TrDpH$XwW_EGBFoIM3705Gei&Bn7W4l!WW$}Ibe7|@XzI%-Ju}I8MlUs_riC} zq-uP1_Th&|*YJu-90ll`O8Ay-VCS)j@MiIA>F|nO7Jsr4Z)Sh%{D@2YU_|DL;VqWp<7ULEy9F-#Qe&_x;rtD&yE*UJk3^BEWE! zXf(p(VjTd}xFLd#Y^eO>UEF&UzkZZ|Z_N6GU8J+eRVcr*oQ$aOo#&wmHk635lK{ne z1Et*4Zy9Y+@Fw(%u#idXd@e$Fg*jkCNDYZ7Fs$cP<=ZH)q&Jcbkb!`Q-+IrjmL{=S z%xWUJ;`p~$zxVwPzlEtHm^C+7i@`y$>~@e`tT))qfXc^vgxVd9_PZTy@HtQ^xJRHT z1=rH}L&3d5KIl$v<*4%8J;ICJk6CVku6|Wx-YE{vm*kykOr_J_N^K4;9&=jOcGH1$@muPt7Rq>=j( z1QUi#P)2NKae;-e9@k@aI_Tb=F0!spj8-jf_wOy4!~+Qg1)lSWPmKd z9Yo^drI5%^yp-Q9sw{F^$hmR~Co9${oYJGG)KV;~O9EGVkQW#`*e%(x<>69(a);sq zu_YKcrK($>ZY6CuZ{cC0;cjox+8c~-PPT91jGG(3z%d0*M^(Mk5(AZcJ1|;)PUzv$ zWgL+XZv+*!zca0+&MiZb&>GaWvc+o6_0pv%IxD)bll_o+svM_sO4#Hi3MCM#d0V6_ zln42(nBJy}QtZp|#K|!Es|2LB(gcUj%~dCt*S9kvEa0!NIRKfM6t%)>67q&iQ2mVs zu}6d{21B9U!;#*8lVdeqv=anU`K@El?;sQB zOUh&6xAdkF5Y3n@+1S#(m_zv~asa!}mP>9_9g9?i_aLW}@E*pL67CYy%4(@Tz%RdG z^R*;>)6G|C;5HJgS=imAUbm2i;>qX~2HUc<4>>J*ct>`RipIc+@%n@fBWuz1(!o9t zwwyG_XpYdP;b3-fm@0zqTU4bYjs+DYTi{FWB0IwwvS35fZ#U^aAR73f`<{G|zqtVl zWvopF2N9~a5SMcRXIpfjiQXd+p$gr0oBg_Mq6$MQ#CAbI#a&df!al11keyUo;gkG! z-KEPQv|qAcQ8<)OydKiA6aEXpDt=s?VK;&Iqn(Khm1+iD9dsl%1tzBnA-H$JJyevP zXDHS}-{1Sb%rZEXkF6;t{YgUY=xU2Cw^x;k0l{^F3>nBkMg6$xoygHXw+-=cZ!F4r zOSQeDN36%=0=UVzX!&EI1#vVNR;X15;&$BPU=$gtQEu#Q;bLo2N#_EwY>It~zgm>V zw%Ri*l$-LgMwHGSxT~W8(nX0W57Qkq)i~EVq36!GcYwS65PqQahlmJ^GKfXs{f4;q zg1@yq<6aV_ND+bn_O2NI5h=uC{#Yh4EY~qETxrN7zbXsTT1+J*Wv=j{#|m*RVMgb5 zD7e;4l9U-Z=?vvi=S_hXk7gF61B}pleF>4&hcOg)j-tJg()=Wt1#McCBH}u0^e5sl z&Z-eUTn0F^#U20Nh-cN!l`A+B!Z9;ba_}&Or@H+^U~wS#fg;E-V}fF@yR#o$!i_t) zc_-DyzUQrBfZUCT@Xs{dDJU`Ej||*%2vO&UluJT?ld8)&v?#L&i#Z!9z>^uoFtp&e zTmo!pG#_^2i(LXN>!%PiWK-w%5)cJZX*CzFh~DE6pdhO`p&7dPGwdS%NM;G7O|xuM zncqk1FFs~R$|*ru*pUE|`ab3h2qMQH+tfKQ$_%OkHM7;+8Ym(X6xyOV81Ny@zOthsDJ=REM4bDce=AL+q;cZF(nAhcwXmM+F+BF zJe&2=FuI>gItU*$Lglr|mYe*~8snARW_>>HzK8JYQq6EBEq5v7ZD_-Y4Z_8d13@5= zoBxQkM#JT_=h)$L+A_P@n;kMFf6zU+vDRg_ukownB71U%8~YL{bXc1K5_uWf zhdnWc)>`8pzNtWL3OP=hiCAmldNrt_<&!3nGRs$b@Q!db0kPDX`_e{guoi#Z0@f4m z@odm*-rC-Yz3DjqMvMq)p5{2o0>5xV`Xk0qpTy=K04&w!ReYEM;=aiE z0OgHG24p#H+4GWC7^D{S<#i7SN4DFOa{K` zjn!|UQ8&VE@FFC0=UYl3O~6j=|N6e_IL1TszpISnOX?s9a!z;d?8#6gZ|+-qg4-(xaSK+yYjI2=iW>;ai&16YWW78%Sr>+U9C7!M z2Th?Pho>I7301^=-vDF!=k8&E*cFQs%^vxf^XY0BCpUWcQtoG%yZVQp%t8uW;YnW9 z{ozx!2W_s}i|udttG+?mc14%l-$K!6YmT5@rS0}EDm_`=w_TmR_JpWp9?Q7ByK1-F zKVY?554NlJx7z<1s(sG(XlLEk`p?_{HEMk!>$6btAGQA+6+e~hI1bETwEq=KAF~ou zOl(*DueVn4Qu_}-W6PaH)f!u0eRS&$RFNCgbB4A*{b6C6@wJxxC@XeLNERJM7hmVF z0!k}fgm01wF>(dIRLO*obBT=dITMf4`iVqg9bfHF@$$RNF%-QV?y3QYK-U}G9M2#4Lg@>tWPg-V>&xLgfAtzhdTKH^?T2$@i9ak zV<$H1?B0-=JY#Hdi+&5WaGMJY_Yg`WFRZ(iZr22s=z2Ghv<$bUC;gj;NNEHY5MQiC zPA}wt+2`AAc&~hdKvrB}7ZKrX6*_J7(Pe4B*T=2no@(8e9m3BEca?e-+d2|B@7wbN@1;lDa?xhW?Ch%H?Bd9S(h_SFloZCz-5SM%G*Arzp$ zf8h=1iYnHg9AUt?dN7=EFM9K>t6NfE!K-Ox=slI7VH!Y(YDqa|hab|ojG9KN?RHT* zFccH`$DbBY=jfx1>tCIa)3B_IZj!9O9JM!gDRk4Y;loEgYbnp9DtN~K*03f z!MYqR*W=Xd$_*I>^Imr_>q)aU(9G?pN?I)VJ}frJ7PuLM#A9adx-&D@&6Y17?_rLz zxD-Wg!7BFCnk-3vCyt39J0F-*pP{(|57Lb!`7q(u150CglPVD#LhyC@;AA<_!0b?Qa=!8AjC~SfsI4+e z7z>1AIAjCy#?l23ke9r71`Z6!VrYZq*QoJ(RQEVhX>mwY(PHZbS#p+ zUQ7$*Acz;qgOw|9Ub}qtoyL_n-+9X}e=t!mENI-2>)u>%$lT&0l=Kiq!?TT*bO|H+ zZx2_Lbm6Y!MVR0~HhQLZ`J-{r4`s@$ThoTygr8(dyyw&g$Cw z@0R~>4URJMn@ad(F-um%Pgi$gr=5L7-i-X5Qz$E2fUEVn_HR?gt4IV_yw<+#)VF#- z`*%w1@wJ58{+(H!ege(KJryB__@sqr7H&do`I8f>wY=INBR!x@Q3JELE4LkyB3aL{n!hjM;{7fr34N?gwv|ur>lFF@^fNvclX+Inb)8mBx z;weW08#l{8?BPm(vpHBF_*^%fD|pm+gVSv)$SaDw#&_Msq0G%bVaaUZ;u*KhO=Vc{ zD+kkYMI|hDz*6I3f0rugcEA!5(Jfyh9z`+kO%L%De{hht1X8UxUcYvo_bMIMO&d+@ z!A>Fw9RDVr6U5c!K!oY=gf=)vQu9iYrEr5JCe8Q*)kJ+4l5-k~YzKy@zQO=n1&*^_ zrrW#*YmGs(?E#PAkO8wfIKZFljqw3KIn_)mX|_Ojv4isqfv#EcDpTuk0J5DQU6`PV zzURZMWOi8z7*AlitH}0>d_awqD+LT$dNENj7n8K{0cT4fpsc`~+1YZ1ydZuGkOO3` z#WZG3#XS#FRNa!sS*L`r%oTu*ch!dq+-l z)*WYa6(KeKgV_NB-ndn4u2LwOhzrsVz#z$6H({(|o_n3c;UQxRXJh78?XU)~55_$| z46(u(tm{}w1cP(wxlu_3V|iGfL(F*U1*2I%#9gRu8Y2BFZU?E9Q6-ZISKalt8cEj=F_=aN8p1CK7`3m&P>Mhl{KWy9i!zmE6 zg2x>p&I@5wC!b$&e>aio3BZW~CNm}34EL}l1V$hX{uu0_l^iq=Mr&s{9{f({ADM+& zSs`$NbUMh(;glRBar6eeOq5u7Fb>Xt=P)W5&aJ{~&%!e`R-#;8Q~&hmGMy+WLr#PK zI8!eF@T+;PqNH?9J})|XuHLos_3vso+h@_i6L|+B;9QmG+ApC>1yigDIVy3rUTI%L zt?7Q zSRnumv4sByIinI=K0~~FcO>NpPm|z2bo;Bw{;0P&DZ#I*HH*qiff5CfyZS%gpEwvu zbsg}Epgabx?(S~W2V*Q2U|uqz<26XCmB#6>8~+2u*Ex(79N}rl4RMFt47{#LRpi7P z35`K+x~LR*hOFAjw$L6ZZwYV>H;~Ro#64u!m;3@E>#zyZh#QR5w{c2JjHB|jY~NZi6t;5c$jZ0`w{`sqE7qZ0;FDs zSbZr_Ms>O+3mvQBpLQZS`S`@?XGuDTm|=XR(I)Ica~FTZOBlNL(8 zayh@jZi~~)c4hUT012bAl%tdph-C14#v~Bw=g8RA5hDy+ODPdhGd`}_}bC1+>Pie;_fEdNSbeUfBa{+du!jp zb2I(j(GWvF&ktaTTAC#P_N4O>n6N z@VWMv(dnmhaKQv%X$k{AZSNs=J$^RQ@)o%7;Z9;&=}4o5A-=Rw*z zmE>w6Jry*wpo;ntdyQnC1?1~GTk#=SKfVWI^Pnsrb0ti~x85g)x5&NrLO~}5cOc;7 zF$ndLC{~;%QZ{ltL~}m?S3?n04Bshwi3*-{10~Y$lg3yus6ERd5{4uP{qBxD80#&q z%v!^?;LvwI@>D;V;tUBJ7raZ+LkFakx-IEQv5aUY6p>cr?okuzXwD#@X(~%Vj!YH+ zGzqcYcA$91aV_>@QEy+u{@dZ@13RJjFzPxR(zw@17?Aq`nv6RfU30~G}SdU z7L%B55{p=s8i`6VEb7}J`ceES2cy>RaH<~qJ4PAOc7=x64ZV^jFbY*LnYG-*{>$bx zohreTLJOKB;<=0f5Mw&6k(%4jw4Vixk69Sb)c&}X#I{v4`>fuA z32m*3&Aq@O@k0A+=;AS3&7K}^wtp`fg|$}I0RKjNfEph)033=f7KmA$4ge->E$L7e z$3#>5j`A)ov}54IKua5c+K|g*;l}M7h9)a*TX?n_*Uz*#3AyekoE94Ui^Ds zZR}UgxnckCaClqa{^KK?Gd%crD6zid;qGh)wlluqcyUVHPAl=?e~QNWX&2NeV^S;p z@?8WSO*N1)HN9U{%NwuvF`RMZ<#R9c3Er2V!v_xHf!N+Q_)!V%t?r{)u(^fQp31cuK9S;PM*7HRzoN^+T5dY0M2%tZun_IVtf zgpy0*!@31rCcSxs#w;!gem1HAcN6OOe-Ov)j3ilf4!El6?j4vnXwX&Hhih2x;&5@z z=?a1YZdbaEZ(g{@@ALdON2IcnYtDU>GuwB>P!9wbLizLDTrkbC(PbOSEO_K%+wb4p z*JxfWDY3wQ5iR+2BA^u9|2eSSp7?wPaIWV)CWj|aRqHusb}G~pqKiFNsg|f}8I+Q~ z_5$>%FQrgwl(v`Jo2dJ#ylzmuP%4U70VnE5X}e6#szODRMQBljDrrjkTMS-^8D<&3L`<$A6!%sJz;0yw+;G*TZeUYmA;ajq9ujxbQJRVl$&iolrfga@2ua z8)r9OYFxQ|`Euh5ZV!&}PK(^JU^IffY0mqfhfdq$XkFEzWeQO zpJw|OA+=sUyYa$H&z*aK;aGA^!KZbn!y%r;@^5#k0vJ>#680@d=X$?SeokS}-x_ur z7@XUvSCHoDM&hKLqa7tURpe>jI+dE(eO2M`Te!$l91Y;BOI67d`3fs@u+O*{hQRUb zF^(pnhwLPN3UrZfyuRb@9m%j&=>c8)!w=&LmsS{r-(;5#?OGye%XGuhVhGORULT?b z;!p=F255z{_^hTgk7W=(5-!G>ss9|T=V{&P0D)?-t%E}3JQ1O2xQ+jPvGjVo36rP; zgDf01d|&anOlz=9Ee+EMvt>EH&#JGe|p0JS5ND&=7f z$m`j#Cf8fqf>f8g1AboSj7eMI4#^#Hl;#8S3~0wAP13>4knL>2V5CZUFk*UF2cs>H zGZ<~L*_f4Qr!*L85(iUru*^#nAb7S1$ys(rTW{M}SN(OUwBQ26mI*D0b zkxyVS8DeM}1+0AEf!5x?iHBsF5PK5eSB>+Z)nKcl3JbC8x@26mZkH+3ONW9LmWP!*0=fvXC1n7X_r+ucY!#_kvuDS4 zanxZrT!jG?K#PczOLw@75$iv@;c!kO53rp}jHTZqx_qv4-Jd*d>Or%)rg=D#8t6u^ zUYHZ-miWDKPt!f{w7J5q6f7fY8|2MB!6y6}hs`0l9|~fXc+!!HT?L(s2Vx3T6JZX9 zH?ufnT#4{O#_?RtjnWOKZbuD=`JPA}9U)>&o33e~)I8dnX2cbfQbT1=1K}j`_xdjq zGeM#odWhD86gEubjT=t01G(gCxGH5p3<3bO>+NCVbYml40%teu)SFAFYZ#oRb;M^` zWdh!!CCr17H@M2MDd9Impe0iW{t+eueg}4C`Z~#c6EOPuHv4Eene_2mD^jaW_v3|E zj+OId<=(A<|pQVU@(iE+cb-0%Qd-5((j@)Gjh%ocD*v zF!j!3|JS>gx9mI+=dje-H+;;eo$yy7cD`}TFr$o7IgE!9C9$ATcr};zwHFJA1brbK z`IpcG*)RuAddZ3^Oex!OPNjXMD$(T+sKOFC^5=cCwZ!78X~c$thm z$NG^AAlHn^};#brKN&w6sB4X@bNFi}O;JUDhDe*Wht#!ZfCQeq0-Ynj24U`e(} zSdC+RczltLgnd0&wjf0A@HTReL@a7q!o`_NR@G`j4C*vS$65^=p})hFvU9phIbE6` zJJ7jC&j|~gP0TzB6Gx5*#pE`%lb9~HFCcCtpHmpXD;9hA72(f$AYB+&)*^f_w4pf5 zs`C?St|D*Oq0bJ-iNP*_nsyWS;$4H_$ak7>&)oPDVtNe_LA8;CP-0y$_!zfPDs$ms+Q#VqL7HEP)MqBP-cTl;1U4H!Yaq#p~xJ}J;BECgx5Hy*#&>Z zfhC+~w{9x%y1xO!_UR3iI--K8!T}_v^;iay$x)=_We0112?Rb+|Akz9@LlA;1O2`7 z#Uu5+lK(q)8`Rx{+nMIz>+(0~STs9q9sXN}?46`ELwGr`vBlRJpbAq9_I60aUlB|$ z2nMAX{*pLrniPN&Na`H>RmU93xqnNbUtXiUa9B$?*G)D5?KmYkfl~9r!xcsg9PMXL z_41tc%9AJz79oTM76d?%`Hsz49<|6NHB5CJhFXT1mSLpzgmrM4%cuL|wa36ofk>j- z@)jlY;^b;RaMCRd4n%HPD~M^<7&hLfEQnzj^a|7CuzScB%|NT_jF}Nvmq>^l)jPpl zB;Po~Xu8O0X~)4Hfwt!%{x0*S56A^>49E?5Vcda4#@*rp-V>6Zd|UsyX1 z^min>>FF{acU(ZY2A}_~yy37?u4<1`9U_<7SAfWu>+8!IpR3$%zcs(IoT0hOzu$fr zm1~erXX*X+^?6n8Y<1fIE~$ML6={|{*K z>7<3d$?)U$|A=z4eC(|O<)**f`VBl-@xzZ<7>>$2T2z?d3c0sVJi7I9!Z}-IGaJw6 z>6wpY>ywY_+Zy2}L=~T{-_$x1<(DmHgzMFdlG;Le@p#E19XmeEK#Ev)3IyHM}|&@#dd)#iXwv4lDWZq0%{%PfYb z$LHN@2&l$-RzpDV;3yCwp#T1FRzpA~_RuJbyhHOk>zg|?Z}fVSVee%qAm7CGn$uU2 za?e$|wtv(=y~TqbhD_^S8f5qGo_>7@APqE?tQD{0j?I9zyx)%h#>owib`Ja%8Zq~6 zLJPeu^QxeD4Q>dZ`kToqHqIhHfaLt%c!@c`&%G>Z_+GyMD>68IGEWU4z||%Jw}K(d z08UlaCth)0N#l;BzQ-SpaI;{RRjH46ntv{6n_^3bfCNtMF_dwcEo0$FM*Pwe;N@A zbW*DKJ3q2y)BfE!>{9M(In&Nh9ECJ4Px5yEZq*UBbI8x$PbpqbgtbK%K~p2nA$M9g zF>BM#4Q9TWxHM=}oMDE!cmK4mE8BhMwV)K>un_cUQxXd_X?A)eJH=)T{tWMI-@(%- zbFmg_S%)+n@OSPHaiTFkjA%rZPBoOGfe%>K|Ljd2v9bOjHu(pVvwJwHSLZ+&PAjG* z!x>r8M(Gm1kEhMQKRnifP45SUD4xA()jvkO6kGlmXX|87&tv|YU6E2D^ftdpXZ%Nm zc}B-=dg521o2dtvcVBP4`~r zhZAxKhWNV}M7dvs)Ogja)3^t8<&F0)tT*27O~*g}Zw~vz#>F>q?dQU!3zx6p+7H5T zdJtFNMCS9|?qMG{fZn~bb>Zrde{dO>b6-V5dIbCI3>&X?@oLw8x1~3Eq$hKgT3(`3 zbct~@qZzW2>D3=1IvDg}2_p`udF|T8D@Xu{+dVJpJ)vty2M7%6&v4C1 zUyK{)Jx zxTbxJMl5(cI6mNqDQ48;TZb4|E7f+XsV6iGFhg+$Ev)$HV5FGTohsUzs5_rZ*k z)1>ird!p+W5#Mlrt zZK8g_fn0I#x;e+ISB9e6e|gR8vB3s-N*Q4(Mo>qTfXM^83te+5)z}qaO}Q_6kFVXh`@v@TB%RYa(9MH*6qCTDyz11k#!k~Vq7QpF8Q$^p%H9n zxt>y$@Hp6rsz^4p_dDj8P~c!1XH+@!QxdWFa9z{2{)weV=6sM4{)!<-<5h>nHsNt^ zba)ACjBBO`C|}aGCpRUM+47*YS9c3r4PeCU36q-W7FmV(k$i=7V_MC7{5sQ zke@DX9=YxQ2{|nLa~zy$?=z~kTr-WV{EB4atE(wml7opSYyk7| zQt!^1|CrRM!m7F~o@>7dSkF{o**59o3&IRk!hqzt_H09Ch_v@zwSSH9u1T z=!UYv3gVb34;bEqg_DLlRa#`xWJMH;4ecOMVF}uy)*O=2%Q45FQHent-O=;QKe%$7 z^UFTY`H(5uzNYFvjSx@Zx| z%y_`5?G`2!46O+=Q6cqYF`g)bE1X3Ii@=;FCJ>BTexC^kjrFD;iKHKkX~iueYEe{u zW&bIs6x;oF>7!BQBAdpF z%LEgl&*IWHnVb5t(zH5i&rjB)6U-%seK;p z#Xk{dVNK7`t)Mq$LvxP&pvtS)1oclfgrMSOHUVa?H#+zQ?_i!lr#{>vl4wS3A|9KH zjWGw@JfpAZXrgBe5ateb$FOtY6`cVR&!Lnp!nBL|9RylN>`j-*Z!NE8*fmY=2kOCS z2QxT#QCzlMG$4vh0Tvsor^@P`zMq}>L_lejLImorEKlwFxT{k$jfc8%X5y&aoP=p7 zG#wro7WkY3?0DYj=ZoWyt#*5sfQtczgNxq*P5h?Us+(jMiMtTEW5LQ_u;sWOKa zTK)hCA%MbcR7PC+aBLE22hsy~Io^q+u@I^hG47EGq1JDUy>=mNtdPaLEleNv@#x~_SkY=$FjAF%@C$yZ@z52wS!{?2NuC}5#4 zI+@Th&;;LHr51sdO8F^8s>tzF0qA1WhrWF%`4Bsc-fiT7g|k8nvZywYfha=LORXSTvgmxJ5fKeEVM7Kqi+gSf#IU~MSY#q>z5 zE&T{1-O&h*KS0a}eHOEoVK?pUeLw;u7Ij;}ow{{P z?R7cw<4S;YeN!?nx zhVHzD0#rZp#Bf5Yx3L)?!|CAOB{g~1)@^q~P7MCY{ zs8+U7XN}8w#9J1DH919S@qiI}G{!m$4>SNywQ&oA9fs^Q-olT_JNkfnSjygsn-}W!X9m zt}1xv@QGYES)Nmf3~Fb)YVhL;G|pks;m`4Ru#kLr1^R|Tur7a;j}`6`T-GG~itk@O zhTanAzv>Z`>+cRPHA}B+bI5+b1~!p5iC%$$Sl_Thl?|5Q%>vl%`Fv^5qx5=LvLo6x zRpK@hK%A>TUC|R!sLGwd8dZuaxuSQeZiM1K{ppS{qVT{+h*fA)X{*P@c#X)f{87IP z7NKMS-v?0ji&zlSYsaBQNH`nlm9BG1v~9YA z|3Gi+;X3lHm$}2(XSu($+2T%1PZy87eZ+>o$9^x5$HQ@R<=w+uhkS5a#>DM3T-{NO zpIOPwBals1GvmDERVij1}pRe{z-t*YQi%!&qc@+mM=Q1H&D zJ+QRcOMOU!gCBhYWqtyQ{*!uQ(uK5 z;%=OVDSQS~s2SGJMk%>~^Dg!F;QvsMj)*eS+orD75Z;KsTi5bADyzD(G0#RQx_#EW z$j$Qhq;`C<^y=QlzT{V^mvS9`^Z|MP1~$SUA_Y9vSh1C%xM*CVm%h6*>;@%~>dDo< z!1I2SSiHM>GKdo^BZ7Q`fP+c>g5dza4@>{%J7xs{?r9?qh!dT#6H5njBmUuU#h$jE zd^a{)G?B~q;16a<=Y^ZMOYFX(3*RQlb0Ku4qvP$n9{QrKx3nkvww;KX?23-V6ul^z z7cT+F8YCEh`qSHF8n(l#XoX(31u}9iBCFkLeb&vyH9Ab$I4<&ls+lLVgTwU~cuAzQ zU#fMRso~!|NkX0=K_sDaxDLyC{T|Bx=z9?IJ^1a>f{&RKMC_aGLoFfMd7_YF)0i_M zZ=$9}p@~q>Yrp)%P@W*?rAClWlI@5s_*1VrIPTfTeIy8CtzGhmJdpee3>k~L6C$?; z(VcD(c5#_4DPTD{7~;4BtY(a(75&I34Gxh~&1#LAK=xxr2wvoV=URxX1C(23H0mmK zJMAZ~aDwQtG~zHCj+)vaWd#W$MK$`kq)9BU+Q`1L9T(#9r5#4bc*H;iivwI$3nB~S z!0uxk@|5H6``Cq!D|px)r(=3F>eWsMD><^sR7mA)4LQLaPA}4%0>}ZBv4Ajx!zeQ~w5iZ(5>G(b zebmIOIQUka5%d|WZW|y`I{51Tw}fZ2ZEG3BMxX}=pF1nnXsTBEG{Xktri||~;BN^- z7A)p@Vlf%6uPO>LzPP>@OqZ9=5@$R@M6Jcb{u?vs>(*7Pu6+x@bOz;esg6+3{ovhM z3yc3A?QwQtkpQs7S>vBTGFu+3$tA)=?55Cbw3k(Z@bDvJO;hUj6a0$ez0=v*@9o@j z>Em2ZSF!<8iwvQun1e{!7wi1ap|BZ;CVOvPgHUK1I0V)Ig49(3sC!-=i%ZMC&X>mV z@VPjoAdWZE0y{y=HJ@*7a*nUlLEm>47NSLGXQ3Rx`9x0X^F z4aB{pt@AfR(+cwHdty~7gCfr~ zzE(hsaLa4KoQ-*(DO;DGMKx4U028?B{9pv_+K>cAR7?of4*R^bOL^euhZ@xCgo*uE z!^fZzcY1+`@Iaf~yznAi;6X2Zt!xT~hKV_%z?`K z#`Q*FDG&qx=&OdcLq#NF=Bg@VAcPu@`#1UI6udcyl2IwcA*l|fdhf{NR2;AzzN3rR>4q>-nW@vRs>U$FF_g|~mH#ZSft z3c|-SO@c(-5jXBg}MAaT5gL^JDK=3u(x(UKM zkXV`9EwaVEVU65NZ$!3)~ z;jE1{XX`>IWKrX)JErmVOKN4^!`>bwi2C*B?eCEZ$bFDFqUg&3Lb}}U)ok+1fWP&0 zzs5MaU!y7ONK{XZM|@sU*<&rUMC61&tOIA&r4o@JGmrB+4Kio9twByiA{x+{R!j2E z(VEJlQ<9k4fjJBx5(xt#*yR8Z45i!a#R-Tbx62YayVCk3=-_4W`VbkBh~(AugYn?WtvaS{^L% z@!Mx(f>Z~+-6p$QYe1+bMD!2-kzB}qKI!A-90ZOYpl`YEIBDGIP4Dzzr}LttU{oY% z3YFAij5kRIBJa+2rp;51NJ;lZnC`x*fY*Kz%o``BugM=#jLb>|S!phoId%^A)0C}| zJ79WD@GR$T?Ruad0d4P0jfdG&F8#g4taF>H;1s-V03e6o>5jzi(`D(qWrrX#=~m-Q zVNEWwXt~N?o-fdN4S@-AJ3Mj=znbloFzN*XO6G62_1FBo79sb&aMO-w$bmQ<8!~6W zO`{B{QjF)Ox7KJ&-TaesG$Q%$Mk;7oem8$%d($XPNubT4Lzg5;j50T~64B*4d3&<>}gn~Wu< zIC2xDt;B`tW=Qf!Y!12yH+H*?yXPHTsR4yFjn>rG5~u1|kDfEGY>{{o_=0fNSP@Au zN-LIpB^%eCAA;NOKt2oxqJiRk(rilXrLP0|$-gZfe6*b~>JU%j$WuB|)Cc%R)U)o+ zZ~(%j+d=}jqNqq^JFq*~t2rvjtr)`gn5du+#&~CK=0_m;jt0{f{xuu-n)t=0oBWTPLfLUW6SiIhH(mobHepsFmF}JX?sUI{guVUY zWOEzeo_EvLy}RKcPi8mB=}p8+&_BT;f@fPdx?}l#cXRa!XdP{?-o-DBc{tu&Mdp-S zHyG8lF5aNc@1gKKUdnO&y52yW^SoK4%=LX_AileaE)_ifK~dQ`8gy^;2F(?OXIchtnxVF>uw=IS?qJ#QEaUKk#t z*=`9s6L&+;0Tx83{pp~GC*FZ)vJC=HcG0~nweAwer0J2amMQ#{zdZm>V3W66L$kX` zz&CN-(~HR)nv>=j*(8`RWb+j`W+mbG%G+LL%996$OTsQW)~6(eShK!9Lp)=YsB86P z`wPf`^_BWoF`0~O@pStnTD(x-VvfJwf%t0s6hORG4`S{zb3oSHr|07_$7An6oN2!V z5bO1L1eaL|8FnpSY5yKt{&sy!A-0QVa&5lRejRO2&Tk{8xNGoDc|~_Y12N@YgWqqz zhaR4(?;*|k_Sf5gfa*`xR(CnjJ|Wd=pjLCb?MP0wFO{L9y3N!!ZvPEnaH_U$C33(G z^xtd$G1@)9e7ktx)j{~1?f)1MY9LPrTKff1N2Yj;oesk1FDG|bYT8@`(Ml*cY)Xcr}qDjCJTCA zyg>ht_P+#}8W||F{TUY0|^se0yd*oWa z^XS(5Z24?0!l7k8)^9z!HDuH1yGiyf&?ulwGs^o1T*n_gy7hP2x}H+rBdiqD6BF0? z?>)Np_u069wS}(5Y3Z8%7msfJLpD2GJ6PXm7bJ(C5`h*qGP0nqpzU>qRSp}Wfii*W5~ zhK#f~8{NkK(G6Js>O|5LkZ$9|xQ81F@VP_X^XLQrkkU}nQ8cFggB~Jc#&pLsasp>0 z@ILAzQv2O85-}a2xI5n2Paa>oJirBvajWt6@D7evE+cKyO$`1B-s|>3@>+j%&$nUb@t%P!&aI@2%9 zbE{mz;;rq@2Ghh1xk)w}I2q2yUZmwKj?v*DC-5_2`B^h6O(v31s zOGz%R?(ozg3MQE=F8!dbQNFw2R{RrDtu})-IT2rZw8O&6ISxMlEW8J0X%}V&Tb6$l z3WM6*Sxb`xaRms)Fb2K3TK`T}pxWFlkc7w|a6SVADcZQP1gAB^;5E0^kv!^KO}L0J zF&|@;hon4!9V_#q^qkHy!FY-6PP51em}1eB91pmAZei~!OW&9~VQKV@in{Rf1{Aag&YuSbN2Ch{jsDTbp991^WJ54Yy zcBY7Dz_aoPz4aWo47qYdJB5lD04iV%$Z8mr1i-Ui5<>8+cc64`?SI`oUt0E_d|1Iw zIl(VI$$h47)2JTgJ_*4y(P{1Hm7bP5 zlxhKhbYXC)v?P5|a{*cD+9~>Q;M@69;@d%BC0_U$^jiKOaPz#orjKV|c4bg^8+XRt z5hAU6w~+&Sz#Qf-<fv}0mXyPlKw9JFya_nKjGbJ;!i=TdFIJC zL+#dy6W98K+uilX+jz^m)p)}@jgq61#;eBLBcZL=dfmwo_e|h)aTrOmnFeiu)7Qk2 zbKZ+sxJ?V(!S=#8cTt?ICQ zh%0;46_9Mg!`?*WQ*vus6=x&vgNrLNag#3&fOVr!OZJJ#EAOax=$_2P*iFSW3~F`Q zmPA8N-Vg9d0KLq%^REc_8ifZ0MAv}gk-s4^B2pLtE`ed1 zx}O}|>+bBsspcT7W4QueGJAlS)?FyyaLpfHGUSsXCj3FuchE^#0sIgO6;S_Ers^`O^1M9w&c9ALYqvk5%jkk<$OyApZs#kmNS)kzfGF#S=j+n62p zKbT?s>_3#Y8gGp#ohFEcMQ^ldcOgmF!w4i3zxS$F1{3(GIG(JOL-K@qaKrMQl!oMc z;~*e-4`z6}jOjPJ1CB%pO9R^Je?mEDM9aU8x6Y3I0u~_;5E{tWtS?PtCZqx9gFNP0 zR=eQ*ofo##TIVB+#|pLs;S&KEu0SY0ffZm&$(NRRs*)UYQRcE=0i~6E=&k$}I}V^A zU=DDu(7)Xs_i>M;04J;ArArknN)4Q)$o7q^9tBWYje1bYZPVZJv|AMAPpy=w1i!KggCI1sCh8ksT<{Py7KE zmB%JWyRAzY;;VdOWi4J^MWAr+E_T0K2b4kt^^EJzH4>wo-yLQZJi>K8R@y$T!;zJO zJDMJ_|Lunv#yuKCYT|;BLP-bCM(HSha|Ex;Q<_wW^li;G9j-+AJ9W6`T!2tL9H8O< z$veCibcM?em3`$U`>$ROXXpI!fPjE1bxGHCgXWkG`zk2$xgwX`6q2>+;iiNvyJ^7v z-UU@{=2S@3iA#||2(kyNr1y=Wng`V`ayrIP*tGd>54Yx6kAqNUSP8-6FbtFBT&AK9 zA~)VSFpb7+kbc1=9GL^%?}QorIf_lH*CYchVRz^%+jyQEPU=lo2o~ zsDs1rl>QDyUi=F5;l)vY_dh(y#SFRgNc;53HJqkWC$6dI?xstA}0st-z}}{-DR33r0|Xl|SqUJ?f7E0YP25{@0U;067cpqCz_DwP>64`yL_b@G6nPx?0xc+`YJ zOgz?VpfrhYuDZFvYVcfm@*vM|6Mn2yT7@Sw80O<5Ky1Qx`w;12ptyQWN$?g)m!~$JW%V~wWn%aVqGQu5l z09kJ{dTY@eivhM5qwGC$fDUrOX_v5oC_lJiSh*jcs!DmT4#`>_kl+YZKNXk~09es! z-J4IW>wnZpb;qx9#|Ef46xKBhSDKiUof4<|i3zcs4{U}ig3tO2FgLXJkqX`~3Y!TY zOt30zqBdJzT$12v>oCw}>$+73qNg(-K0myvSNoFb%0p+IoO_vgPe%+iaE$-ftV};O z0bFtP71nCB0$;8Yp*Kbzfr_GRILTLEmYFnRi*J>%)SO%`oOZ_-bJxCy8#eER10FJG z+1((z462-@GJ!D;$d6=_BdIkN<;nT$Ms#8|<{@XXCLFI!amL+^5>Qyo=sM&tznZ1n zl=YaX0mv91s%y~bli1irT&f`-;pX5=Mvm=1?#S~`B<h{oodaJCuFV_m6qgPnBv&klW= z!`ZYW7~zWRP_uf#gn==TEJ2cZ#1XR+;#h!2GovCqU;&VkEOcWY3&FQ2wka-94-k+m zNZ}aqu-EC}90<3}vwjF9Ooun)!U9(JgK=X>_J|CGqqkRV^iQJ$Np2-SYc0fP;eTga z=lqR#V!$82TsVVd9Bv-|n^CAzGTnz9v6*Su|9!|2t3xGHq+pm9mf-v}yX{Mt-Sul? zDH{h!WHyr(`38q}#(?uvLM>Rsl+L1nfawy()aeBVA|Y<6g03q}_K~D=;4C|-6{b>< z8CPLub*%6jabT%(MN(MckPGAPZQQXBAJ<}XMppJeWnV;SW%0DLnrX)Kxq5)0OcE#Qd0Y5wgrN`HiTQS#97mQ@Jd;hDaiz-y8=C}cr0 z_}C+ea$Lh=bP*M4$SFChM=BYRtT&c@!FRy@!N;^YMJa4LQT$A1@YFO*xGx*j0SBn+ z*pR=^1&u`1N)zv~;whoQ9AO7z${w8i*`&e_Sy5e#8cq?bNg=7RW^LktxQ_K;${kpz zHJg4foo*^eli4!m}BjZuO>8&q)3kf z(ZK^+vuUmasDIjgNZnJ)Dg{1J4oJwOGrQNHx_GF-(Mc_Vn8YhMP@z^jq)4B1NUSwX zO<~wm0$sN8ir0^`CtckO9oQJMUxyf16%tktQ?yu-KUz~TL4U(AI4#xx9*4NTox)v2 zWM8|U*ocmkWKthdeQNBYSwG!opz-5gAb|h!*xRSuXHnyGwuYTe2j^V-Rn&US){+J7 zieGPEL9rFC8g!m{R$c9OyMx+KSYW}U>Z)|xALLkByV=#6wEqaTPUV2=4IJ0*2krk5 z?Gmbh{cIYTAGZGvYCLTr`x?P`cfkI%{SQ#}WU*@Mh;t48tM>nb2G0~5Skzth|E>M6 zP<^#ny=scMM*n*2OH4TOQPawWERLFg+3oM~ZJZV4sNLJckty?HkG+YIDb6-dOrp;aiYs~qQ^XR8 zkha5gxq^&l&9(5tzmatMS!66m-?)M;EqquRC&MQ(mFhnBQ5 zlr0t4gwH10W)^b^{;3J|_qT1PN8wzBwzI1*D3hKpfef62=0w4mo`QE0`wBA$aX#|h zb2;}QE@J1(Pw5dG!-7I%1P#q?98govWL?dQYbL|YvmXA%m|Ax6@bTlEK=$MLXIv*@ zmt3<^1h#fYGnCB`kYb#|qv4Q8@8-}^vv$~|6STV!un$sMB4yX|S!om<0+y{JWjx!k z*KO&Drk(-dGs*xJ9R4YNgvQps(h!2sMOD-(J4Q(-5GX=YamS^F&c%jF5~iC~mhf}vvf$zW z=^os1Hd?aMvm?4i;TziUu4FV1!{eka_VOy|aQwx%j^muOWtdqjE<0i4Nxz=xC4H0+ z*Er4K|ByW2ia+_c$iG%!hHTb7$4nf!cA{9mgfBiB=P?iFfa`-hlFPQxxOj**xY0ZH zIRY~%x1r;gI69tG4I*FV&i?&W`)OE}U-X--+1fK3xBX1JiJD(3)r?z}gLIyclTC4pHR9h=mD=tyj>{9zWnti6w%$e>DRuD6|SP5p+G5SR9IRioIB9fp=-5k(p zTgoDX<@S}ta_b-N;8qm;y~vcnYqjt3>d)a6rrQl?y20HRhhr7rCvX2N$ zXs_OV%9LtIdOYnP4rdc&UjyS%`NwP74WGM>0t2T2hr7c&dKf@Q|G^Lo2Z9tx$i{FV zdD56)#oe;yCCbEVie^H%Ys=LCK~=q~=;FYje6Q5dft!vY+?nAaUi0lC5Uo2tqZ#%_Z7nr|;X)!JR4C8Lw4Lqzv z8*#UB2UnEc4LH&HX>Cb_k{>y#P(czvvKzO%U~y< zBKmr-vXe|>8+hT+UEkX=UWKdv|GR0#72BDEOqy&FlUuMnRBSqPV3^%7_ zEFcA|WHVj!1(yC^e}}`wwucz6>ZMwp*ySlE^{cef72iQ9&`m^{Ws{#2uHq>VbDhOc zPVZniMmk3o914cLC{-Pob!XEd0`?(dxP?m|qfh~rukb_+mtR%lKyxL(YIR)Xoa!xL z$q-37#{5PQNpg(2Tj}aXce=CRaZ&4*kz)bKk4H%?0$fv44$%Q(BLX$NN+matow$Vj zsPqT3aUUmI;UuzZ5W>3a>!zVzXu z05OZm_isMAB_wLqCU*y_%y~P<>XDjK!Skm45f`0xCRNVn0`#~}B2*}?5pXM^dBLWT z?lmaYkL#W=3MBW;e4O9vwh^r5pL54&1~>2cORAZ}ZA+B!S%smsf$Gd2Kb)G7bR>N3 ze~4Tii&--e3JV3*7hGU)a7(urcq9+C#0MVY=7_6|utR_QMW~qu6nCaQQSiy7Sx9g- zUJ<->tMOGOT@(roPCv`rwQ(vah00Nho*j)`OWDvn3E5{7n(};%+J$Lw2@V|S8JvRL)8hm42aGGz-?Fzwsi4siR z_hl64m_O`@KeC3xb_8L*QU;YNiO#`eD@UFHag0on9%LT?bgSgaHz=w`xJlirT9Y-b zR)CiH%V3KIfhcr}x>`n`SOB_cAeRsMvH@LjV*|%gY#XEIXV0EW$DXR*DPJXJVn0+3 z2)s2{w1m=Ltj3YBZY;Q8`y}m<2Lw)NrDKW(=&+h3DQ=vuHRf-Bh?`W<&$!cjQAN>` z_BbbG-xi@)CbxybFHaiSOP9iniIxv`e0Y|Xpuf;`3WGGV0%+C9mt&euLSqjtF1EyC zGX2gqCZL@PxOsNcvHKIrsz#gqb1nwj{X$D7Is1_|QGQ?$(0F8zatU&nYek4188>cO zVc!uj6TD0|YWnMT55N?nVS$T%;v7xwoAELhkD%==eV9Es;SJ10#BZIWwDtCltCvdeQUX2ys!&<;}gI3$Rl3c#+N2SWsvIA1y^9xl0YBVq@lS> zOYfYaJhG!A#qr$Q7AIMJ`Ywx!e~_<$1_l?myI{p(GME)_QaJ+wG@{b)Nk>dPyls@p zZERqfw8jHtu63cIcFB>2HZ|S`w{TXz_kF$|^1bheWa9cb3PzONXZL8iP=xDhtMKI+ zEJnBLJ_cUMm)Kuxe;nrYM_J;A?(FPOwm)SHFe+E@>Go%QL29@^Au;B^P8R&`-~MOF z&HU^9AZtiI?*CERkNunA_y1_Nh_%7|je6$SG`HaY|KKB!JW`00yho$?B6Dy~`cuTy zxd)Bx`tinfGgNE&PjSJ?WZPDf1XzH&rE<+NyJy|Xk~7;y+zEVbGNvv*-fij~jHXAL zI+SSFFDIIvc@M*#e1I^W}bah=%tiqyk>JwncmD=wDPQG02C@x5POkDqx{Frgr;^NSc9-X)& zJIUh<&Xd3gCL3kTm%uo{4OL`u4it1vfuyuj_6*!nt#5G+q@$dXktM>069fgtm(hbO zEi$^vD+7^T*h;GT#}H(HpCWP5;dDIYp)+gnM{0>z0>M}qfB=dz3tu`}SJ^z69ioI7 zI`+7yeR@;`Gu$~tPm@3b!Qy&`E>}u?>)fGn*YtmI8^BERF&>kna~gAk8oO{}GbI(3 zH8i~|qCTKW@*Ldu`c8l#m0AW7wl+ayPM#y|2RWu0i+FIGl9|{GC+-~~LP!}%>?chH zh^O4R1x;roID9v02D*Xm5o@Jl?JF=I1a-d6RW^X#saM4|SEW<@EtmN_JG1E~deZz{ z{7bD7u$Xoo3FF4G-DGtQ;n{;Lnnc}$ZxDCY*pZ%5q@I1(Qp#&aj>Ezkva29zWkLh@ zwITuo?jVGf9^pI2hZICQ7E&Rr$4@lHg)~~r)79~d4hy0Y19Mn_CHWR#g5dOM1PYTH ztA_DFz1Rk9OxV|R7STzfffulj#3ru+ilUC(c!FqJ%qoJk=Scn$ZAlhO7CZ-I^#%fD zvUG425RE2*;EJWrhAzT+*snFT$83sK*?+pUZ{&K&iS}dAD!yE-8il=6K|a&|GAcKV zm4SFJnp~@A+9zwfi0jr>{%ZRaDnDN8!f7{uO=^59U%amUX?Y&w^Lc4xa98hz_U}3! zsoWQoq=iJOtz$-oI?K}wm8;{z$9cn{_O@6zg95iwufRd1$W{jx?ngK>IhMW##}Upq z{L7Sj(y@g{ClEif-yiYDNBX>h@hF8O4GFxe9C)-2%y#eZq(IB%&6=(E@QTN2aZUj0lu;6lagotK&Z-4jFt*l;=wOd<7$cMfGYf&pyqR_NoQ zc33T`<$AbQQ1=HZS_P52>B6FZbd}}c`AXSt#pAW zuRN~}DfU^zpPG8G6=;G|wo}MAY!#uqC}GjQ+L6L==d-mvi8pA_1=X_dV!<)`+!+pL z2S_0%V?1nJg8m_ysw)HJZk2V&PuvMrM>RR{Wx#??p;h>frp1slY2&EC%HU(c5r^h) z!`jCJB9?m$^r~Qa(4E}Mu;iz@uB5tb*Yf6;`00<^WxAlU&eOsY8gGvgo)~VU@s62U zo)vbk3^=V{4x}sAso)}$W+VYdB3=$I82+H^cZZj3AYlbNagSC|3@S=SoA4c|1cl4> zw1p#AylY@|bgbwBL*6uO6Hh$A=L40GZ{z5G+27H?3P(($5rqo$A*<_gjy(bF&AKS6 zh=))_!a$o|VmT)z#iAClPDRCZgNWTb!KWz1PJGaXl|SL%P>fRr)yxfWpMTbRz>9@; z#Cx+tzPuSXH^kTU5B8!&I%K?^ZJ`mXY3QGsg>h@=BNR&rgp%(ff%)t&uW%M?Dm#(&pxX|PYO=AALJ32LNy*j#rUcQ; zORj>HJY_MH0*uU$eq}r+$x3ju6^X=Na)_x0ZJ{8)eUh3a(Uq$I}`ch}ieS}}dRUJ!U z@GRRgsxBH2s^sLL$+V0$1fwZ^PS4s4E#4@B!SvQ|;LNAs^fu;W+zJqW?>|(>&NLH)t*W5S@CP&zPLDY}0CyYCNk;m62PKclLJQX6PY%{NI4i}eYe+!3y$5Nr zI`P0ty*`2Fu~X>`^l5c>@dyeAV3a3%@uQ=``CoPG!a&5H_pkC1v4h)Gh77jG9UJP$ zo@Fe4W96Y2>Zltyp$MS*L9&9;QPg=gsrcO@Ae%DSZ8FwNiil5`qm9sc+R zw-gtCvP9&ZB5OpGsWeu2)=I67ZPa`DaSEm&lH3;a(e@{?iSRu2HS!lFge!Th{aKWJ zQc9fPl4qOxSnX5o&!g}&QkX6qSK*8DVDBeF1({%1_7#b_j%7k#S9Yr13izbk-P!hw zDEW5?G59UWzw@F^t?H@ZbT*!)fICawlzll%I|9(lxU zXyPiH6#a8X0u*ADlMOW87VS0{-HG*nT!oHf*6|dX0D>zKrt9u(XR4*{4O1i+@52yw zn{@jUvJ&=6TXxCs>33+_iWk)_Zv*677VWpq^+{bjehn7w;rf2 z0V=mE*>bk;ikCxjT->T`5zYo}uBF#&C@rK}lt>8N9CYERM8s=2zIF#*th@thb~g6z zg_$FF^OWFYPKns&;5NUap`Aw0ea-Bo)mgde`FT`&2#+FEAVP(>m5R^Uo!c<+9^zE? z^l*|5>l@#UwaYd_e3Eiok=0EYDC?hLz^uE|NK<&kiDO!(-d!qKPUAE|SZ2=efwf)u z0~Yg*KE23rE0K{?wzlqMd5d|scK|;ma~$DPrQSEk6><5i%al@dBg)XM#E3v~b8^yK z=w=U`9%rI*&A<%)cq^q$z-1PVlWB>@W>5_?3a!Sx(WjbS@)BYk7AGHjE4acac>G9) zl&L4FabFF5NkA>i&GGO~@$CmWw-?s&n6jyHhy)DT1Aox9*8+LEt{?TkZpX*3C>gxE zc59c1L-k$^S+N+CTLR(q7l%sb+&6Sr)#(!ehSm5KsXt22fCXrJZku@E_z4D#J+|f` zF&wR2J}7n+5L^Oudo-DJaEgDVV|$ zGdeFb1vD=*gJ6~N5n%_p7^M#yR3$XP`-yL&0-_v5pyp@o`I8)uB={B8)WYR>UCG?;z+zoY=`65={AL0VtzcBccVSX%5A$J@JBL zMf8p;HKYg8B~Z$^Hf@sBGfNtks4)0`N~?A>o*njNCo>e2ZbUVVYKPOlxUEAmIVc;pFv~;W2_m$H z2M5DL2oC4W1+F2%(0rSes!QnqjqbsX-R?X1wDfIb4PA8N7MbSo$aJ_rTw zapMR9BFM7x&Eftb^7%_a;V3mZM)d%&{>=d@|8lAaHU(3lhls976;6$(HU)S@Si!99y(F{sf>SMOO*cJ%n zPEMIoXyiLCJSG-a>B?hrty*Z1SvhXU$*#AA+tbG74Ru8v)6Vw6pN1v;lo0U?5;E>0 z#^Ed<-s~}rSn!Q7h=E3>EZDe3InD;$^RcSl!U@}0!s_hH_A5jwPK(!biF4Fi!R`lL zmkX6`Rb4fMLa>blGaJHli2%xR6i0y)^*Kx=03@yyzTVuW6(J{*Qk6ZsgMOpsxm{c! z#&HzS0uu`r;uB}xn{)uJyF^KdW!aSULdG_XdXpcy*qcl-E%`q+mO4zvJE{>_znG@pl=D(sG#6cnfE)#2tn`?-k$IeZh#sl@!;yvBFHk! zD59xy+Pk~c8%?VNA9W|@4a_oQV%>{MPFH^iQq14+;_RAb#uAXrct5HSehRPc$k4g= zqPAbZ=uHnKiLjKvpvgbtl1yfXea9l;rRsuLFrgJMxNsn=%FG8*mnS*nj_S95_LZRt zVxUh6k>!Chy?%Z|`P;2I^)|{LjmJK{ZC9NoK=WrUynCR{GLTqTJP%@3oE7@Cyu2L~ zZqycqYKFLAhne)U7Vt7o8ca+qtRIwST9?XUppKjH(XkkJp}Fok-YRy2|v7mUN_nWZSL`2&dRem%z1d z0ocw|vub7CWP{*rV2;SPo)iU^8DTu!tD}OH$16g?ahZoZ#Ypt%-@<#Ahz7j22jRtS?XfK!L_ds`a92e2sd1C?$wn1mCL~|Ckpx9e1~ZKw&EB#!)+7dhs%KNqDGwh!nN$E8r#!u4ODQUG z6VuVB+!RHDr3ZaOa(g2X8MY8s(i0+!0v6o9a25e?(>(0Cj;4vXU;K%~vrD5-eS)AnQkEk{K3 z7w4XSy;V177%9i4FoU4Y50R2;qgX9-CHrdCgCJkR-zH?qo(|Y5QZ4pVs#f0zx95;s zmH(~?+Tsitv;=}a;1(`YiN4`4mdae06{<3Qu^jy-W`Os1Ws?{2mv6g?aX^=`jn+~! zf?HsobjRcF5iZq2uv!udGsWVOm%F|WWU9vqwRVS7fLK2mwcc4fgTE)U1K!g$Vqax& zk;!%2sEJK&qT!;rbB|N;x3haGO3Q3*)F5YPMoOUbkcEZNxiR`(N8hnd_8wfp9l;Hj z`SaM&sd+=$`>YEo7I?o;m;+dUOTdd7HJ>@&E|nycR$&Tz{f2gQ(!c*RN5 zej_jhr^Su$tVU?xS$!sh-4$ORvw%Zh(lbMk-fH97fDK2H|ExB;t~QA%*OB~9CHj;m zji#E80x*+`Ye)#ND+SK>C#Z!T4#eRqw;VK7L2}r4cW9vE9t@||APJGT739?Q*MDpJCis6DDJzq(Z z1q@|^ce0``x3tOkjhJ}nE^Wtlpk zZb2cNk~VO5Pe6n4OfDrqN|!&$ES5M{K_O9~0ARh*9N<9<-gRlACrYi{aEo1`zC1CO zU;%=7k%e+YTedsw-H{iOR768G!r_;+CiSAIpwbtYQ!xvI8-;1}j8l8FmC%Y+($!4} z{7IF`*zI;~h`crNEFzmt1)~2Qbnyb1H1qahoHd= zqbP4}ClVWBl;|>CxHFQo1q;FdTb#_bm?g99oA7srF}F)n4&lZ-+uJFzqzBC&etizz zFp;$Iw07pYFHgP4r;1DV#nRJlV=4c7Nc=r_{uH~gPP2a2w$GaIfda7N7H=38WW?%A zaTB@*`a&PTi9s_(5{FAS4`J`=iL~=VhpC&pPy77*$yQz1qbmZ_qa{O9EhW7pq<8Zo z`~K3IiL;WKI2iuQcI5uxjl%ks{j*~`&Vuczw-2neu>T$mu}sBq)H@Wm%>MhQXkdaT z{Wd?VF))cKxYSo04C4~EgQ&L=S<4uFB?Hp~GU&{!X3!~Bt4HN$(OflSj^?T`*3!1B zC!hUoXcWN;A1)0x>==YAOe)H7(FB$?fnsOeMq?SnTZ5t7I3v0!k`<`6o4}TZQfiDr z6dNb4jjFmm81lR}yUK)BSlnoTPHbrzERE@%0W2N8YAa6`xjkBR5TnMrJbE^Mqta5_ zM8!hrQ*^R`c&g+SOT$Ez2ppPbI=ptv5zW7@B`_u40+*)Ff9EhpVg&0Ngn$YPB0YdfGzN`3r`vTDTtX6c&elHvwyGj?^@1oLYvPvL< zzbf{Ad%s-ari1X^_6Ml&QH3COyepWtk5J&q;MHGO_PzGsMcL!p$d{=D$kq6J?Y~3~ zhkdBwRZmyxpSS-XRC-du+#3Vk~B#N6OD-4 z!AO!>|nIT=Ks&$`^89_9Qk2O9CRd?_eDlV zMn*DZQp8SUEVmOE9qV6c7M|O{IebX$8IJeM`TefsT!KxBY$R~L#c{-B z>3*bbbgrz6rMccTG^J15(*lH$@SwfLjKMY`9k}v+wb|sY>!Me}oTI#4?Ru)L=ElS! zGsG6c!=i66>O*N+7Dt_-N>;o8hIr}#Q%r|hV0AQLXvW*>hvux)KNL(nGM7>j62xK{ zp`of@yoe(?So8@`f4K&EOx7o#%s|q-X=d}2{m;QPej)?9tNPL)p6Wjhh)-t_Uill? zc}W-XWCKi;k-=!%h$f7Taf7+kf4)IbZqC2d-vY#keNFL96yHSrVJ)CSZunp8e*-X| z4W$((lO_XvqyHuVKav4jJ%5I;WbKesLHjzuQ=-gK#!xZZ-jOhQM;&k&Aj@stArI6vG z?S{bYq=(U9RzHtpg;Pz6xb>Wp9n7(07{k3~YPh&4oi`Wb&QoNbjCroH5uTBTUGaNX z(K%TS9i3EjuA9Nt6|V38Wx0e-O(nD9#g&CAKo%C^4Q9u;%c0Lc~?!0~8w(U|yL&Xiv&8b5))vLPEn0EEr3GJ@w0HeeB1svF-r>8jV!MaOFgRjay~e@kNzt@0u01pW zBfQq-0AhVQ^MpqfsAP)OI|USjU(O%@VfB!V}e=mD2CXdiUUY|UpK zutlDrOHu%QKAhVa7B#+0O%&)T`#_#MKKjL^_C>72u(x-IUj~RmBHKgp?9ioI?QFIy zv;w&-;ixs^ZE=jC|JVYajW5fD7}apIrD(l+V**BYcR@eM+TK6u zmczCLv&vLhw5A2&O-+RnC%ipj_g=fBQg^cw;k+n_Qiq851EG#&9lzIQvsM&Bi9%H#3%H*VcW*O*wY;&0 z2OOKUk|9o)IW$4Zxkv5QD_^EVxOR7T2jku2F;dO!VLOyZdtFkez<>U&_pT%6J{4=I ztF9D7fJ-jLZps09^d9>Y)Dm!SQQWgF0GPYc86SaW-2iQ$3!CBak-0Mc2JXYIZ0-t| z1{Ej)yp-#W7=n3KxF|}=MI>^jSuMyp#x1jrg7J<+dErhT{)(8zKyGZlU-VYunM2>0 z9H2OBG9w!J&K}a(5?g@9+;zRMWjchxH^XXA?}4zOcM)8_;sYJBX%IpP1i*Fh&JNti zJ3C_7xMhb&!PO;zZXq>EH(mQZMM7&_YUb-rMnFj1&?(@fPX&mBiFoQzuDga%o7ESj|b@WUk1dd3y5U#8=|ZIKLfCmq97v%^tJx$ z0QzEqD*$C9$Vz;(KSqgX+e!>>!|tnRIyo}s%UO0?LN!X+y}9z*J$6xRB=rCd`_PV?v#LiggI?0H3HV#Oqi1q5Z(YlefEMHx!sq>=xDnG1O7>Csqym^U3is4Nx zf)y5C$YjuI7+~N}E?3G38p`hS1Dh`L66OBVqjE7ba@*;MRkXMp2uHk38Gb_Yk3W_} zm@@oRe5cB=cu)P3KQg4$FRQ2yXqcz7^lFDl&Z|@VV0zlqZ3ZZqKYaR;M>s+u{GIFZ zeYzkS88p7}%6H!Q+AH6B?Trm&5<{9_SkIkny)Sou>y__(`}&{%`uDE)@#Y$ms*Vo7 z+`0DM>u>a5x&Gbnz4F@|o$CW6ZNAmx$VzpmOun<;qi=lu>tBcW5^=CNai{r%4@2dr zumKNnB=YTEXY)mz-RgCoN5UTbxb)KHi<_5T#I%N>k;gQpV zVRz(N_sn<@UcGKxEiC&wGJU11o+K{H7j&Z`W^;4TJg6z`jQOEPTp9pV>ZX`mG3Qwz zqx<^xcx!Q?g4?@_V{VbU<&p~SRk-{>F23VvXZ^@2kq{X_NTh~%QRG#hq~(==Z&!)L zohoWMmm-aIZiR|@yOgVY%aajqA+|JA;&tCbbdq-pk)BAHs8d+;YOm%RH9T&3`a$`d zP*#EqDwwB#)5R|Bk|qV}obs=#q~x5^ zs#oHa08wGVbCE_aSWpHrYTmQXTBi2&2y+y=u*(nxlTlZ6gF(CD_%#ktOFkRqgST{9 z*=Uakdf`tgPx5AfAWj{Sp_+VUp1~$|=0)uJqLM*+ih}Z3%Qf1q61qyG1#)SN6<=ts z{Hjna&&!7ThplDuCTfwgeKaZ|Bv_jsAgn_bv+ZyoFjYjxxddtwz~0ZDen_^9PF!?* z6EAX&YyD8Ib5v2qDHa~K$-4+4YTbFbF))->9f?=E?kLqdUbr1AiEj)C;>YX$tW9Vj zZ<9n$wx|Gmw+6?v*};C^(DNPjOY)8c+=rl=fOm$3@ft;l4Kg3cw!Fo;TC@ReG$wER z1K7#i+Mr`Ly0r=wA$D~&N)io9Qr^ZXI5$iS_INX4374IlSbG*nE(y zE113hT<7w_mUk}ltb1yI_$D%sH(usjIRVi>Du)&2i7^a=gY7FfP)lHSvIk{63~nYk zaNog!^l?u5E<<&iI4?s_Hel6#ob=YkTyLQwa_8C3bZ|3kvOV2Js9Gdmbe?BKIrvSS zq=1kt|8NK=Bg@9`2@ch`$;n&SuZ9hq(md0IF)(lkom;p<{Sc%d9lOg;EG6;DRegaS zDs1;e*4f+n)sEatzc-rUj-y?1%) zgo&SK(9pCN&H!qT z6r2VT`~upA36Xx84O8H@{sxt)PE**r)UKQt^}SBogy;}3u%LN4xgug11zI3X*{Qe4 z0$_Im0%(q9rKuRP1kX{HX4O1t$9&|r78Qlxox?b=A(WS^Z}~1EqKau51=T_eI2{BD z>`fz?mGC1S%|7<=*kMk_fR3VDR8Wy}qAS~LVpEgrggS_H!@#NMPHR0AY+h zh;D^hpBT9c!eu?YnzYrd2H#D&&@P;Fh3GIkC1C#-szWb4_zu0GDrQ9qS=OPKSCX@( z9eTy1S*=4`;tAA1aPH%v8^hw-`+4#yltnS)pZk`14z6~R6Po%FZUw!t3D#7Z!98Gi z795N4V`w?A?_>LhuIQZ|IffR`t!fP zdp>huCR5td%9{bt%CEYzYV<9%?y>g@M{n?L3M&jgHsET9DGT%KG!;-8b`|+Ek$Q#z zRb?IPa)QN&EX2R68pt5y2x%rTIDQ5abl{0GoK=kL&Z(>%-{?fpfBDn>u|%4;R5b4U-x>TX%7)VRCn8Hu}+! zXEQZ^e``%@#;J*2?riPMb?4ujfx|$FTlGe>QrGA?7j7tHmB~R0u2o#+>oonXw%`ZS z%SP;B91JA~ZC4Fxg!9|f$xPPk87ff()^^8JR88+F_(?D1rCjHdPi(J-Cf(%u-B}mN zW9Ni=7EKVSL0QWRjJtU?)Wez>^r$x-ygeLu#cg^^QpSQb1SDTV9)fZ~k|Rb6(b2*2 zL2*?kQ6Df=8n4;N$V$H8XJNe{_~4|dH}E9#VB2$cdvxQ5NU;nBf9V0wBFAGc$O0gg znE2wIiSHsYQKq5Qt1J@@v##sI57>+FXFrn(pH-Z7u?`$4=lO`+?mUne1~RG_J@^$G zD&aMJ;K+t9*A}l!c53;J)qUz`BcY{`FhkZRg8Zu)axn}Yay1l}Aa{i-E!13(rXU`Q{r?+pKIY%32-^F9(*J)f)F;t)`=?bl;BgBB8wHdv zcwFs1JYOIoc-tlzc(ts%0g|%;4{EK)wFV& zYTxELXzX{U$S6s`pizqv08x~tV`0xB6bD{rDs1E?CrC$-lv$F7*z95~)$P$y=Nrh$ zaTH8JF2r{rmZP}^Xq&<0LTr*g*SMZYNQ2TwP^Qe14pp3q#fHa47|F2WyevmfU380AiFV;#M z34i%+H+F$d&e90#WW6#7r8^hDDr+qugLD#sHV6bX8)R5WTn;5()W2L1mS@3;biBSsE5UcqXHZ{oD{~~WWvww&8zTHT})3i);s5kn2Xe$jL3C)d{D?7i{MdFrlca)f;Q#Y!|fYh9IxK!%_nsDxO0b6 zs+F;`I+~pHI7SPu+Wj9n1?!1~H0$JDPm;uVs)s0p*!Ij;(5Mg}xsOtme@N~}nJSWC zC9&c=-isHD-LSddUvnqNQj^HCbaPK@5l)I7jmDlg=3rc1kHPn126{U3>J}kyCpd9= zM+09(q&7O^ zG#lyW=a32rT!>bLS4dQ5sku8CE`Us#Fn2I#We?ENq9wngazB}lZjE3Z6D~KKtfT;6 zYy#8fGDMfuGbba$5}#*BpViQ*okwj+eg0G@XmvlQ?5fowUf(8E9pg*2O+wH;Mu z1L_jHfd#(O+0-xG>37jznL#Z|^Tud@&n)=C*cm_s#tBeAxKJ`{`Ml$SvdULVD+S!?mRXQ4}aDJt$XmBMh_zvo-_pYi6VhI_A zW{HEfqKAS4e4rz<7(aI|yk|!xCY+TA=FUD+5UF2+Di%A9C(bM4-51_m@aq@en4Jdt z&Opv`+1kd89ZlPS@H15ls36W!8MtVlUF_kBwx>;^rv@C6y9jLbyPE}S#s@e}8w4T# zr54qT#l>0{HQH_vrKvO`2wyN~-5-&<_2#A#U?e3OL&DZ!WEZPv)q{g0%sFO#`JSoo z7a8L*DY?!KP04BuQwJOqoOZH`HN;J;{;D?LSM4^2WUESkcSF@&#O2l*>#x@xdqm7q zPKioPq{iejE1hHzoxC_HS!j6(@t0+&vl@V&qUbs&E^YDL`y1l(a~tA`aY!l?Hh4Pr z!cRJ4N)ufRBZWz9C10bn88{H@X|gcQ+#-}d!d$SBUVtonQwu(T_@QD56 zyI=asXN)7dtcSomA+gjELR``gIRkL8csL#45UlnHk%rIS@NfbnG`%c2S07KCO&-c# zbw(?O3jWIwvf2S!8Jgi6-%yBw#_$*YC}o$dhzTBB9LAzBO_tEx#BoDLS4bSMmNA(h zIY^CM?5z`TeZ9;#vK7aD;LtRp)4CcQAbf+uh#)5|jQu)2uKPkuH&+o+4y?e-tk0VL zN@BHd(V|*^5Edj z@FB3VrSc|be%hsgZ(~PhlCbCo^9HpMMJ@}gQCE?P*qV&9oCI;I(80It*&NMz{T*Q= zr3j5K%VxOiEUF>ORTZXMw)8dmM+=$&br6k`h|-9`-&i#e!|vkD=NznGJw zG$_icY)gp$I8BTK5zWr})I-(?#};DB4cI!Sx~?Gps0TxTE}2xbmc_!NMDM9dIf`X% zskh^oeX7lPu9{1CBM|kOj>4=qbuE%9Mv)Sq_QGoT>OI0*_=&xnN!Ox@I%{hze*ewP zQMI)&*FN*NshYPr3kzB6Sn}h$6fTz#ZdM(koSRnDEFl>N&$q|Slwo`y?0*DNW6vxo zkfL5JknE%V$5$&d#)TU{_{JYU@<{*VatX@01-0Zcbb24kVt8onogKsfg?}cshazpg5sVxI{`dR;8-Tkl_ycgXh^*8VwrF<*FWpV&-?@Ac7->Dq4^wA~Eyp zFmoXK3Xo&&pZ^f9!fB0>B#?i*C}o;PUDj@(3{hy+o%CBh?x~yGkNeig@Jr+Jg#mW_ z&3J#7-<@MHnC$X6P8tlk+rq({Tj^jottmuz;=Bjmpmro!qsuZDp@mBytK>BDas3BJ za0Fn-X#`htS}Jf(B}yPeW!_a_h&F48c%&PLpg;xVIzY}b+_Gh2Bzjed)16HSGdZ zR?AP*A`7Ls4j}`wcBX)SlXb=+pbrX(Pra8;O`)@;L4LewxyWNw4Je%6iBH;?*q-e` zaWD=6`z&Fz1?`YimVTE7l=Ilu!NKIP=Of2)<^=~|gjDgD;TJ|#eg-Rd=_x1WUoI}V z*#qSH={E8yq_1e@dtebe%5hqGTqU)QEbB!4Df%zJVe|p@8;8D+<84M7SNaiSX<60^ zRgv0{)51l(3OmHlpKkj=jk))`I+}#8%4lM*J$Qn`{jgEuS&j7`mk+2>65m)1cLZB7 zZoSaMWp)pI%VkDa>KqUcY@k0ZficFV(Qi_tO}Iyq$p`zHW#(bf6r?7Rc2;> z)^(q5!kJxVV4sz1Q)w0F(XHa_Nt2~PpYLA)(x+OWZ4xxti~Sb?``J3Ij1vQVS*}=U z0Tdn@;Me-U1&oh3Fh<`6Udtl20)l1L0$$*4OZ`eH-Y;hnfR=Hly&i2R-Y*dXp1)hV zo@?A)aF{I&Z{rujo3ZTsopa01-|2V`N9ta;v#yeF81`~O#1M8%Eu9l+s)(Hodljau z+oqAHx>ySLy>a=L9FVqpXg_u*vGJ>(y%XSH9l$FN;5Cnjx?Wy%nhpY)%PLN-$$;v- zH9}4mJvX%A94L=TIAKW+iRLlTjG~6vo%`mufBU+enM1&Efi+sfB5UDT9>-uBN7*d| zjk9^HoV=4-D7u;JH(&cctHD!l=^q?EvgnJ1+9Hz~L@-)>#Fcx4EZZ(%gv-eyJXxA+ zRL` zm&Ih44VdiHO)ET$7S~#H5pwBk9D5t0(Wf z6=|W>0h$-sB~I8fI#>zOk`p}KHyyr>>pgJFTz>73#t2rCmSd;w5Gl|Qrniny&W1oK zCVA$ka%t9x8j_AndFES}Duhc(noRB#eaU3PKupB43Le;=&egGDkkQU8a_cmj-&sMSrC^MiC`zGsNb2I7+6WF~>KcU0TwY|1fiFtYoZH1}Tz zHp6Itq~|U(21{l_r@{i$t2<{^Rm2i=-V{)?gzsG!5v~8|evfd&wh)VD21hX1leLZr z4&DxZ$qk(BbSF|6-5#o${pNyv;Voq`*Rxzl8(jQbXpX2Z*=t=%Y=3G^0Q1-D2o=#7dA1MMZD}G z6)TWp^X-zAZ_dm`%mqqO11Z#5_#cPio&26j(sF;F2IF&!BX9P39pI7%|BgF>owv_L z9FR6El*4#|a{Wwr+a}F7TNhamRpX&(1`&skP0BezZSymz34^gRKU=@>9Dz;H)Z}Sq z4ps86?EPgi=F+uNapeRSUqTvkDt#DEz>Ve*HZ4PF@rV!!{^ktCg05K!v|P^U?nv15 z*M)Dcj)O7k%jX+58Hz(c?3^}`7MNwx^KPZ~as@+?v1m{n0AMLAeFQ016ay$GC1 zR-|&wswh%BW|bZ6$l+t?(dQ7ElpV)%aBp2NTl;kX8Njc#c+mi#dC`sdwf=P!`a*jl zf8y$U{eKR?>+QhBI@;>E+5f}E4GE47ga4cTp9B6vdo=+*+N4(SANK!W6#R5+L1XL} z2qrOIi#h>eQ`zYn$9sxe+U{zcuBk)9k~8rJ@GA=iV3*1Qqs7i0 zog&u55~=qNtC3(!(zS?27UXGL%>9{ z$^I1N*QI2~RInftXCcMv4Ox#GfvNdoK7y!8W$H#Pu&MEH{#XORuwY-|w2W!wfG({S zlQy+QVm)R|3ZlZ^U~jLxaz6D?9oA*V+P|Kfc z&UIF7ZyQ9rgLG z5^T=-jP4zu(mgY%Oyyx64UcpjPN{dPlkk#Si7@E}$xyFy%s{=&r>q>riv68QT)lAa z;cOWRPeYNd;^*w7iUyMT@d0M6UOC9dga%Py*s{b>Jw9w7tZp|fmzuS$|yHLAQiFZFJ7nfriSb-%4qW!t>- z&-e6J3r?csr4Wfl`K7Iz!4#{}N%O9@iNC6OBZdbaBg zBEp)21!6qbAc|PwIyM~{7aQ|@$2Xbq3YBNR=OB_3k)p@)2G=hsNEZzdMfhZ_W#{J) z>ZqE{h%;Nx>7`d5kPK=zr&4xmsYGlp(LlG#T=J{@)I9P2uH>iwRWAKr9Exrq2WkPM z=~ub*T?YPN)?E5236ZI(cQ|GD(#bW`*U>dia|$B54bQj>9?^3yu1WWq;F}trmi_}t z@=au+wIu(Zhz&<-h%9`7Gz*O(@(_}fagPN^fhOI4F!{cTGwYSGt69tWO<>u|G!hwbarEAd#{2sZ{ERD;qN?~D(LH5u`uhqNg`4Xhve=8E z?_6+;*7Y1^DVJ_7Z27D~kgCFHv^o;pDxh+?In?fw%=yn4s@+B!=FeS*r ztR+)`DuQ3->{nJFPjTS)pS9rSnmH5#ch9YGUX_w~zah2RSjmi7XpQY6mxNz^BXTgi zPRkDX#H<7DT83oHQpgUS%1CINfHV4}r2i+3L(y!@C<@Ez3?(qMuBUxX{GPEVsI=|c zX_v%|vT@_(gj1eYb zxb~M$07tW4$hVV2rPc}PpOyQe(Z+&>0ar6pd)Z7*%o!IJV)mR_hPlqGz=TGRu?c0T zEvuqIJbNJ^YNItDm(CVg5ce9WHje=Q{Ok|^=MTT{5q^I1v+f`K=BtZB*J1>iMMQqE z|6xQ#GCzEKxSQ|-YR`&1*8eDqFsJ&0A}P|#Ni=Z`exXrM3cBS4X25@?|L*{}$+6%{GO$1D{|Uev zDa3jKtcKVo5@G%Hl)RSE+9mypK-1Ml48SXjFd&<>;o&{>4oWRxAKtFQ zHGnM>M}V}+7b9&KCF9o+TEy9|EeOYTHW9NkzVFFp;kLd&$kFJYHPbTY@xP&nS~SrG zA-7QZvid$iOU}CMur3BOCL5aLV)?=J6k{NUPQE!ApYp!N!8jAXH`ASYT}NflJx{@v zV)&rAk7fMs;YboDF(JZhquK7{7}=9LuDBFp3O)H!3EWk8EGw@DexWE!2gR-dnaf+# z2+?FL<`!#_xm@y=54N;!i3iYk1Q?Nhvj=c?eIH&@MVoR|?C>EgfFl|d&GbD~kNkQ7 zl^#up`=b+UjeLi>iyOyhP)Y|P8Tu}N_5dnI{`=v{aH`nt2jq7;L?VaX;cT{5y0OK8 zq0)s->@&vUrsy5?!{7iOxVxi0`wk!}K-1$W3Uf9!%q-d`hI}LoA}mrQR@0)on9~E& zJQPnsAV#`jNxr5G$rjRwL8w9xMnP>_RZ>M!HXE!&qT!;*KNhgg-1>y}EB9Y*(Ka*> z%uqv$JnCY91&G1Fh;p0Dv`8t37J1GTI_wKX<;YiD?i4yg&O^ao%gV5C8f8+4Rm(7_ zJ4WsWtp)PKsN}Z;Y|`+r$bjUuS}2|2V(~2>3WS>rgT7m-unE~#-sIJa3J;{DeB0=p zPXZX!R^=}^HNSmNL`%s)anA6C6l*ypm&J_SL~Yi+VMK7>T)T&9n$UqslatBF`GXD9IQ<&Dnt@D{Y}@Rk!rMr}g6Sd14yDm38I3i4(HLNO(Xz0v+YfVOWUEhRFU zAd{!1*JRW$a3vX4S+n}~N676b6rsG(wME)ui*3P>HBT;}$E|PLxRZ^e?9LgeloPrB zAzWf`@@#kW0%0Oj(E;f--X-2C^1aF3!DzKEIi30?k4gGGAHE{u36a) zWW$16YJQR$ECt;=D%ru?!*N##x^)V@Gi$~Bh z++K;Kq&b2#5@YPEBq()(Yhu1!$e$`LU>)v3vu%%@azi^{6&>Chb|Jd1<*8D(K2aCi z50t4lny<-;*Z|i|XiKy&tJGiLxC7!zhVKyk*e39uvLO1cRwpgLke3Izg9!Upa zv?g)HWwY5I_qdKOY6z&qXS%)_RFxA zT-=g(dmZ_XuOZ)+^X8c8)^0b6f(csQRw>RJzk=y?ckhTpFbl4# zZve3{%)u=>fbLgyvb4~N8kvrjonRaMTwo6o_xR77iEJS^^YTsl_FXq$7d7Fk4;6THF6+ z=6#XPpjFzBeUR0e3*h_iR^T|JB(GS)$stOdN#p^)tWyB8T2Hg?vveAFn^xXPTDIxr zv_CeT{x0^fxd-wlAM2dZ3EK!WiQ*|XWyFZ-T!%sMD9hDueonJ*n3$hkzP+^3xi&nw ziK+MY2ulXB9k8+<;!G>n{-SopU2BGbDNI}Vo5Rm;DZug{wu)e&u2Vf)#X|MIBBtTV z5#0HQb8K=|Q6)5h?4CTEC>9@!k%Ls;6I_bA2t!s7u@7kC4E~rCe08tjG?1C%*Of;$ ztRL-v2)g6Z)M|UKfde0MZLk*~liLM906R$NvZqh>KWW+_D*~wv)!}O@gde`jrNZh3 z5W>3Xdb{KKXbd5J@*~xqQK&s6kpWu}jy2=<$BZ;RVVr5!Ybdr$YgkUeQM9x700aDq)gf#=o91N-V+ ztT1I!$>b0g00k%Pn^{tCaR31%`DKL84G_6O0@YTTk9P0KaXs}7F^~z>h7GT@KH49_ zM=!6iLKv{TS5Z2JDa>9CVrI4;d~&@aOB;=U|f?+ zqfiZWro=wUQ{=tUBKg0~O;G>7pprg4Pv@?Zh$BCF{mz3Gu!+3)h9`3jgYNdZ`Gs>A zqzBeF&Yg4K^Cmf1t$|%dtmiL^V1?F)zi3SGd6tuI5azs_QU{1y0not_#ACK~?&3x4 z*X(YcyE#4{o->9EG-Q6~R0ODdt{VFRXwnmbPYn1i+!kc-sA*25%euISPaHY2dBv)hh~sOyTy#cGZdo9OoyX0{-2{JVUX16?x71*?#~j9y60VLv8@ zyd#qsTWZ48HrRzjF_N#VJC$=@YZIDpsvm7pSjXQiEM;eZuseqpBVE2d_ghJs)xzbq4wG`r_Zs|e|i@9gAaM#&z zFhjKHxOd&YyrFS?SknDlpILcH=hj@Jhi2HHP`qLBrAskPN_tsyQCoL%^9REiUK0X7 z15n3k>UF*|oMDZxw}s9pSXUkDC2^@XQqN%2flkp!6U3{)x|ogja5X35+hpR#0F?0) zD&j84PL@v=p>^mjHld!6P_|qg5NEVhB+d~E1|u8qeMk*e(m5EXHt1PDjTfzPXR^OT zGIbl4-<-nNU07;~qR`D#Gysj)QvABG6w&UWj8^G(d>P@xNY2^9;sVnsze>r}GU67nI=N4n#|uB2dbq z!FV)3MV4F*MQ#cV<~Ng;W27a9(2Q;!;$*3ON6)54(G@o%-Z=e z%tCt;uRQMH-n%_PFdXdO&gz2EPIeCW2ghTKwpnL0!j&~BTM`?rVjUdmvFDD)d{_Ip zu{}>q(%1vbIsE0J z2CM6fSe$rm{JNonN$6h>H?w-{{D#$K2lS!Cl93vF^}NOvH}E zzO~bJ^h#6?JDMnNK@2I}o#${yoX53=sr0wPA>%s(k0PsCQ{B9ZSY2xf%}+3<6-LJ^ zBL0dfY3uRm-zyrZs6tdym3G`$+8`d!GU@{was5Q5YN(ld7_F*Hf!Q+^`uO1JX;1MONORKHK9 zC1>eeB06gav&@oCCP<~DqkNeT!Jl0HNH4E2C8PV0YtY^ME!>?PAI>+dA6iFEF<5}< zLeQbl>R1`#K3}5ptK9PnC-mVxZq-x5t)YxT8=d5BX*UwA^#q8<|MFckO-;W`n-LO9zj`wC8`a{_Yn}AgB$g7PwHKlRMIWP9I&5It})lQ;QkkC%y zWwh8H5x9C`tGzj^TW^cCfLWv08TOE~7&G_?p?xzN(SZ*$%gRl>y*P`c`Kc_z80T}K)NsJ1 zAG!Q%$%PAn^DJv9u+epN>U{7RBzWVLX_^aIswYiIg2#bq!jP5Xb5Rc1!9ugksnldV z?35MCfrY~iV~p6|z0ur*B3$?=T$tiW>h?Z@pii9FEr7O9CV?qdG;%+bSi_vQ~*r!L2P(-jI=|Db?QD9+f&+_ixmC zQ})i9611m^(s*<0_{?!9{DNkPEWWRQIeZPsw5qo z-Wi+do@@EVF$AcXgxb~3il8T=SwR!NCfu(l)f7_5MmW$(g!Dqwqg< zJ-0u~*zQLqgVVVZs;RPV%T1#&&o6)v!fORIb5pef40X4|V(?G&KY{SiY6XR0S%FXX zKZOE~cCrPmz@R>(DV}O{3t9vFeE%sR`)C0c(?s#*Q&m5E$=CD!9$>q5*jDad>Tjad z`qEMbkFWImi;LAccdh^3_VyI~`(FRg0rnGB%8Wfv3&_(^@CzoE9J0A6Gqox z>;D13Kh?$x>zHkUqHnBbXO{i)uSsgJXWO7#yXBAif7h5>t;LlqdgVXw{}(8@u)=Dm z{Js8vxvau^pZxv)e}#gr{3yEQzv=%2K(hy1+vPRLANT*^BIHE}{=@JE4*Atbd!~>jPRUnQTm{+Wh#sV2p|jQvT|@PhORVr z_1P7u8*@6IwHpn1xr)gGuuoqv3@o-j%Jxcj46sz;Dow5u)#%sbRYRB%?DV;Mu+#3r z40i`3#_9k1a5cus#WU$DDTFbF^WnIa<6GbHC#G7$o>)y2EMVKcJv@vqwO8R#LJ0fu zU>takD!$Prh8Ud1C$>}y5fZ5wPJCI+l^y{5*5nq$rV%tX7MC)QZQ+L&i7Op7NpEN(GlQxZsVn*2iMR?n}k0 zQQb4Zmfq`f9_~y$-8RS@wsPOW74mZ1D&D0Pe$%rYXpH6IOJP6t(D0bkReHuMNXS;N zUO1wRhfic@N80UJtxgP{VGwd~;rKejNY7pEeE+bMk|6?0uI~Q+JUyd-K(5K1Exf#2 zigNQdR6&kS5!irQzJKTu+G3s*>2=%+f~`smzDfci&d4YgxSub2{*q}=tJ zfV5ue?M4o&P1iW}Fa>)HHxEb&=4R#-ENCC!M4siUzHdSmKhZntq5Lvv@ zP0V$TWHMzyti{Gw9Fy{HJ1@+$OsQLg^u@s~^PF?_Eyh*o85gQ0`Hro%G(k5yDKaf7 zFEq`Ch_1m#nXPSzvvZxhrghJ!N*h4YlD5*3fkh1xOeiOISFT6r7e+$n)iqJYO4*5k z22*id%z9rKixYEvry7o}HJ78l!~`I$ig?KUg`Yf$$Chx0Ze|JT98Ph%&Sya_k83VK zJs2O|9_;KM&lP9K5E8w(ceK8QGDf zh4i97asgzZcAKeY8JT}DdP`QbV3(0!9fM&IxYid z0SZBA4ZkCAClqBY?_#b9%?}U5MgCDh_sL9-#ICdw)y7=_j!w^d92;&O6%Eqlkfn_g zKMZUDxL#7i^4$eoON2ccWSV4bFTSO|AauK6T2?d$vkoe0&ma)VKOLlRXK;Hs*vn*) z2hz~^iYP{r3RJVZB>|q4$vd~DdvIN4#;!%ID)@xz|wlH2*?<$}2r( zAL@UEo}m`tWV4&I?xX!D0RB`9cz$`olj5#^vJPu*q4x{S`2^mvi3Jbgrl8ypihl9teUWZz;4Dm!ThCTQUzK-wSqtND`NZBqtv@?ieN;daw zL(-^e0ZeEb(_&=tH$zSLkWwJNlivq%E%=)G|GK2Ia8%$OPTSzXmMrUT!5TXr52myw zsW&Ci#6KjYUkV}U6scYI;n85EoT#_p!8pa?AIxRCRJuJFGePv_pp?%ezugIr=;F+a z2Gh)MkEWdZt{B95)PFqn5I;PI**GN1=LP0GVtkm_*dYNVROd+B+tBY+!mFTZrOP*7Fqg1|(>MlWixj2Qr z)QnD{r1Ow8g#KVKyR)^nW?~HkE#DaD!Tb5tner?OM(oWGdU$~V&jU&E3^-y^GlnL7 zsDUwx7$o9A@3GOzf>3`DA?1a1gan?{3kx@^rR7bnILym#tej(LBhexw#{IVO;hxBF za7|ZwCBUbrU5j9xNNZ1{5#dPE?pn|i8#k@oAXDeZh*$68kkrA>Dd20Z^PDx5?L1l? z2L-yyX1)L#3&~#4J{dz$e~~wt5QH%ZRMl$uepzz^j-1xJR4v*+kyfN;Mg}X>7SwA_ z>V!_DLcgYWmbRp4js~GqHPmu0L514MMJU@jbIa# zg;R{*J^D&{OypGr^4%iWEQVGYPBW;=MpcRxXj#uCRQYhYdxxA6Sus(~M9C>1BbIWq zbizor6=Nn=W`l+%LFfF7ms$n*3`AujJafURjgYqQ9^N^`ogZ;-)lmC*yu%jjXnQoN zgNLRYzVyPE!oGfM$Xt7a@pHkCZM!J&j!75A<7K+jhy<(5MrD;;MbB12}ED<_0^zXh8G=dS6> zO2dle?=cx!VTGbx)~e+FYI?q;yq%;ZK9i=sBlY`y;59QY%?;NH#c(0t3D0Vp8I_F8jSwMc}ts@zpAc0#$G1VaQzWywXOeYg zoRi(YJ*FX0ge}cDAfy#|CYAUmy%Sq+QXi+@NDlQI1vyZZgj!&^{pN@#bhb@%4Oe9_ z&6I=};ZC^>FB*T=T^d$E!z1_cXKa2KH>DnMYb86{r_1@Mv^O4=V-rs`z%l_f+vAh{ z&%^e3vH>f4$6&tD|4qO&s|_qSu&!Kz@P!7d0G92(d`WJ*{*4mYY@c7}Td{qb5U_6+ zkb<{MDFDne<^ZIPCp4xO+Dfpcp03+cw5~0{0{a?IJpITct>#nOkU;RHZQFA{;q~i& zgTfA_y*j~S2HCifv`sUJ`x5b`FX$*)wzE-hO1_a2Y~@6&xObg{I3yy+PRG$H8*+FQ z9;MXgy(6Y(^rCv36syT?!BJld%9?3i*`NMU>DYGcC(p)b?PL4G%P zC}26;c?MP-;U!{DdccT<^&z9$_>-AR?%p0DCmByHBf(U>ks1lS?MCXmqw%gUzA5P(~M&UV}W4JC2Z{Qjj9bik2dsMhSPri#!Te7AQ zLX=G)uva!hZXrS|00`;9jS6f+o$%P}ScM~@8#1&IeJZujk%Wm95nz&|B{Xz*Is^yx zswH-w^$YKfxN44pgLs)kyiTIi)v;ltFb&yc7}AE7QDf=s&H3o0nzkb*p87SKzE4{_ao2JIAAD{x{Fy4KaLuD&h(-F>&R%LmU!mG zYyoI>4mEs3v1S>3X3XmSiP|}lkkC6mfQpM4g5B@!jrd4oc34HT6I3st z&L6MI`W*Rk)=(||a^W||rnva*v9#tVspms0R~kOZJx{q8d%Oqj4;Q}Fg-IbF0u)(= zl_Cv6cD=QL08?rC#!QqwR2o^Rm+-JksMj$!V&J5G2|4ER-)eQK%e&IEORISiRjpo6 zz7eo`V=g~`mRgF9q7|!QE3Pc7hS8W0aJzhU(nQi!OjSSfZjXZTeglG-lN>fmH??aN z6e%fE6v|WW#@CYNk0KVIFp6iFj7h<+VO&&1v~YdX17hAqDa3G8{_aXW`M3&$CD|{C zTs_=nSP*y5lhM+4p$ZV}YCdMQ9917l2?pFH^(*g&NUfTJ!OI7<6Lf)ffPZl|#H!+adAM_dI7JB49#fHw zn?z@;BCbC2-VWS+XZg5GzN!Ak?ic=JbM-fxy!*gg7B<*0qITnm3Qgx<$POa9O$2#v zrL=SiB!MPQv}JNKvVVz${Gv$oCG0^~Sw&7%KPs;*r_t-U;Oa~WekGxLsquYDXgNED zo@xkq@c29gO}YKxhIf>SOp;_E>g*R6*=>{5t-emG)CH#*x;UTFfqat7sf z|1E)q!847La5imQ z3{p(UKh$~H{`?|L#}7x@ospLhhmlcMGR3FM0vs&gOiP8Z3Xs)8gtp)mDmev>3xAii z%&ii1iw!vZMj~%0#3LJDVj;n#_ihf{E0A1QiX-gDZOi?JqGdO4AQ|f2Ar75p&w^D} zJU%{x{qK)9%F+kHJ$HtuTmThU4rJtPUPb;2685+a+Bk(?hi) za{&lg#Y}f^i&>%WCAWl2Re_rCqryovLMcg<>hG)Q2)VE)rm1a~j%C=7@rOA6a(_A>t!-E<)4XS7Le~7Y zgFRi_xZ;E^_#;d@&9R##i33=~SKOMW-CX${?Cj7_?nJ!z!{g!fRBs&&GAdqp+>5FF zbLFM*=p^QBOw9#lm#C0NCpk3$M&@E%tJ%d;NUG&zD*L!IgvdvBB{SB)UyAXPCl13w z;w=#zDMFG{Vxp#gi%e18xsf&?ESJgX1aTPTCO=IVx8X{_*iI!RCl}z$A<_LEI&tfJ5 z*uv|~ZnO6N!!`VwRc?hm35G!`l`291oM5L{8n?sR>}FZ1cmdd~i<|Bx$mMfk_w&s# z){vAU+&X6gCm-owVq8iMQj~{*UGD!Lz`oE5W*NGE@QpuyqLwn! zWrau<#JhZ^9wfr>NCdk4(?=h9gd_ht44Uz<^ZIBCBjDRp+>7F(Vr9N&Yw%1Gs0;7` zj#4oP*dRgzw*ts~I z^g7sYVeMBoH&OeQ%`ZvqFZLcKi$hF}53_OMBYD)$>*P7Ak@RdK!wOTdg@Ek9u8`yB zR*&CIDWbXsJ=va4EzAL&Xu^Ot^HMc*!zukRNpg1-IMWQ75;_>^a2&-oUefoWwxBCP8Bc za%hR98S7m9s>_K5AnsV&{fgB2oKa*ysmNp|%d9QiUxpnih|8lCn7FVH+9lTY&R08? zi-fI0`Gcfq8!3YqE6?Au3U^te@enYWNeJm#fNGoh+^hsi3Je6_in~xT)VoafhrcTc zq*E;mB(TpzA67$kx!pY#GZg8eIanpd)++mm#1i!Q`jb{S!liqF5X53#2 zeJq+%Ni1-mKbj&s4y@366_5U#V>4ZmXJCw4qb)U7uCzc=%p4VVIqC07xu(SH#Rbuq4C%L$Kx6-mfgRpwEFic-PnZ5UUJ1?j1oymAlQcLMLbDKZ{K)!?LfjQXkD*bFBm;5J@l{yMHp z*hMKu0PCRfy^n}H%>lvQN3~uA)95G$PZr1T60{MAYY2rJjR|ueh=&5D&uxT--oepE z=LIY-(y*)vTg%)C#eE%7c(4MeLxe=mym3eeiKLaKc8_D8vyQb+)G^b7e*Z9OS?VB7 z0Lm$z4Jp=Qih%!O85AaEflCQM6FO@Pz;zY#39lETxnhfhkM=)?#laI9h}j_qq4ytr zGJ{B#hXLuG2RWKNfz)UEPd6&s*^#N&aGaOJjUVw4LY_5NjGkExF_ ziKWzqWRz9$eE-ih!F)y{U4MP8{~Ev^kCXtLXdc7zy4-G%krT$9L0s$K0D_Nu1UWZ$ z`a=MG$N^YW*Z4x#VmTwQN^0!_yi3HuHkOG9h9r|QWmRN=XjG&cFBb5w`PQ=xZ!4VQ zvTf0V4C}S0biEe+R0z=NxgS`w{jK!{hZBP4-RPtMoYs}cq6mKTaJQWR2sWSd0dzIa zIGKDh)W7S(*k6lb?5;&v10LZ{a*KfH z4~8pJLX;l8C}^`Ny^ocT);7+$v!^KK8ZM_u8;BwR=fVsf-ymRm6JAM@zz<5ll||7% zl-TLu*WbjX-k0!9qT3#GIqF zIN{;3aLkwTz0Mo^8r=+M_${2r&|?!0EF4o99K*}cGJCrJfjMx0bkZP99~V8V4?)-3 zD=y9+WepmH3Ho5;>?Jy-%2}ft=;gy1^cY631QTYRkiV?4L#((Qj5{$nc7iExJfe5! zP{wPcVl(=S2HMj`RWfoyXme2}JZ=<1oo^gslTBIqBnbD_Gz=@s5EoVp8sFQlGYT)B@q_rpFu2P0A}I()HV z=%E>}z)U_pm>j#Uxnug^&}UYhJAN?E;Nrtt2m6u`Wu;v_P=iA|BLa&SYrDhUVS_h* zO9MT{i2sa&kW^Lov%nD=eU2+KoM84#GIu%x@qUD4b)!ARl>}I^)(I z+j)C9K9VI99cLlA9x+BLv4Zq`#n?KUPIiYgCH01@kS{R>dD%~V@_e0nN z;F6ug$@qkI4-Yh8Rf9yi_+BF!yiu^N&P4!@4)>cb1i`&+{Ecw*C8Qv6HlLriIy1tg zqm{V*@nkUXN-5-a>TR;K->qgy^j2(#jI%R@(VZ8*$n*kD8NA-)CcR0!D@C@sPM3n;aZrB zM+Z0y?^c-}5mpm3q-mb&LdVc*zUEFBk$sx!nJ&#Oz1}35MX^R?oVz{Q)9P{z`li#B zrw9QXkFB+d8tk#yar~=LEU1sVCLGXDV6|#NRJBq(=TT1vteG~+^cU<^E{?H}KHQy8 zrV(gh4|G*4WW<92ko`$!=%H1+JXXio+*T71RPM3aj#eKMTH1rfacn>cV~l!J0#%j0TrzLPFvVCz zxC5U5XgHl%j;LrdVUsAr37=2MWve7-blO$e9-Z9iC6Tf{oxocDJ$Rci-~bCj68Pt< zTS-@_m3+x5Ac;@}k<-E3v5$Wjx@Ag% z<8k-Sj@S${C6NSe`a1V9FsMt2#aOKgJEZ&YOowa{%Vq*{@OI>!1VJuA#X(yjTBXgN zt3-h&R7{kSMncNXB4B(ZjHQiS7LLzLf=vOg<*l!fd=RoVl%r;0Tfp9f6PJN3BdavG zMkiT7zLFX`gi7xLaZ#5geo?eN!g&~qF7DEi!N9Swh@HYu8n>COQTiH-7auE*NUdFL zajGZB&D&VqO^)ZBA4Run8rbSehW&()UCe_cjtZc_jE|iH+@#%fjgHviA#jgB($n(voknc*0iJj zNH3?BP#&s0aOAs_*HW;!=O{QK;9pT|5=Ka_6Ko75Cxb|p6#1$Z@gcmWd?s~y(GIP! z(`UarB#v@w zHmqf~F1h8SU%`i%{M-+8OsBl4(QAV_gOkT2yega zNx@iPySm#FM1d79)4;=WgFrK?B0S&`I+&u$J8TMkppJ;H&x1Mgg@?fay}`{qEJnv z4}HC~#vAo2H7YJD0*gOe(F2|` zI7a5!mILK8ZckLf2*Ho%ff>Q7%fkU9w~4W{gKZ4tQ$2`xKJZ72qKds5`-fZ4+_jJu z6^(lSAhVlm4&uGa01$rR8i5)QVFtHwI0k)>A9Gkf*o9!Qqh{Jn)#%!zE7h!rMbKTO zPmK~r6j2Hmp;GFUQ;wq)zgS;H6}|^1)N)Gf%vxE-Z}pLTI9JCaCB^xRMTkc zUq#c|4~%nyG=qMwuX!-`$3J;Gb`jA+LE>>&n_&(-RmONUZ5}Q0lKTcAXjt&nxaip^ zC2%8HUxtw!Z=?1j*tBft6^>HkLVGI6(mLJOPOpkrvtD@e&ORLt$GqJU-l3>sAJzEc zC*BOot9d%|!xAd{xQEbVgBoait^XFnU^4_^>((M^e@7x|Kj9I?ol67JSlSFE?g|>n zt^NV(`J~6Dqr~UsFSU%+eyrapW{!ahD2GqwqlzJxY{Xgjc zFL?hO{yhyhd;7ok{|Vk^90}&CLHyHe?|UCWGCH&1;%mS5zH1+@fVf!eYmdF}+7krH zSmGuet?Sy8@4L1}u#6s@mlLrznDzHvyF{1|xfWS4^ZVtEL^Ee^Z~xvOR73(#Gje%s;9EilbOo18DuNA+segk_O&xTh-)KhgQ>NM%Yu_K?ek4UzllzIrw&O z_Cq9H02~y%v}SkbfIY$7%X@>p3HXSMp^WnLoi`3gyGRm0`VlV9MZ^f~rRmTAHvFZt z&Jc;s$FPL<5UMyv4EEuC0vlhSVtBJ%fFB}|4z6G=U?IKPOY706?~bd z9^&4S;FVN2>(7bO^MF!2U&>wq3L?C7MDnzs+~Fqzoi~^IE;>piRGZ-16}cY~vz&0z zk;G@=LqP|fk_jg*g!ooUsjz7`Y^RnL2b@T~z>xAtLvbRAI2BzSTtp}>-q7M{rAuIb zFy>h1E7IJ=V|}UrS_=S{H9CNthfvQZZOJ2aOD*> z1s=E><1AdW%a-H{OWM|ekK>ZB(Mj`TRY5X7Q#V1m%dvluIHQe=%mA~_!O#DLJyAc{ z<(lkq-Nu|Cp&Mr%^y6?$Z6+NLfY>d0ccjgnl_YpRnGePYc#;vbOwXIX5``tTg2esK z3EW7Tz`!q3c#SCXsiNwsa)Kb#=Bu5}yr;-Ye%Kn-Kp2lvTPB^aQ2D>J$pH_CE^b!j zV_vrXm(2io?%dFLzN)%U6T&)pbmlsA)WC&;d9`3}Q=tS>qlC@2olHb3v0^4ao^xH% zpsOk60r`XHW#Xe+3;BGRGw{s(XyFBcMizqToMs6Wr5m{ z&PMM#WS)gYBZ_F#fWE zga_5r^hL|(-SpJCL(;<@&y?5& z(pJ2MEVAu3ipT=Hhc#GPwg&%T|1qq1-*0kb49&Z5I%KA;dmW6c%1nbXM?06T+#`h1zhH+`SVBMMWD>=0>>wO*To5|5BmZe|D zvXri+S9_grYWAU98=dd;I={sqkWFN9!*&7QzS8Ub?(nvxCbH5OHII@w-;jTJ_#@=3 zM#w6c@v`#Z$v%UTrG3ZcNa8uY>11FD9x)BW?ze17jfVVNf4Fm8tQdO9OFuC8pqw^wFi$?w6Kw0N2h#m~^ShC1kSP;H) z6aL0~K={=rzBjMEu87hrBaP=;S-aF2DOuDwCF+P~Re%#rPCvvPTQ45t&eX~&Ea z?aM!b4P5186ts|zG|Hf&)-=(|us;ETT|L@cvd_SuoBA^;ZtI(Ho4QX^Y_D*s4H;y} zo<$Tjycgrit*$1iTIy&6i!S2|-+Z*}$wPBqy%8)M3HPY~OPk>y+- zWz`-wo5r@CTzQzBKf{>1jAiC$iG!l5r>;m4i|e%sENV&{to z^5F05JQFUJL02I%n2#=E$~;(q?sC40I@;vuYt=ciF_K2CU6mxG&1B;U0`^sr5~K=C ztt9D(QfEok1(Fx5Q#htBE8rqTb1_oE3k8thX?7^>$Z!${Rtjs6$klDL9ecyMe`wIj zVk8ZaBj(#fqt+4V8Ly@3-br0pDZ=8=~=$m z@C%7H7{4G%FsMB)HqukK*hmk(a^#4ioE3LP*rwwLGH~n z-Vg-DzSTF-XE&ig{WI&v2G4}1)_**Ptk)wR)3a%r`DmIfZB6-D|D#w2>T@wz?fJ+0 zAII}wgHdS@p6q`H58gkt^_Xt2f4+YX4?kL1C061YxlsFqQ5)Ig_5Qa}=Ce&TTP|bY z>VFr2pQ-@*b?o>0hk*K66Ur8{-{E^%$kt%6LT#@AFNFd4>soIcE+Ew zEczK&!Iriv_8;?78T~)QGWf~L=IraQUc(ajsV6MOFm4a%b-p#)==?4gzi~0l_3d>m ze)$S<#>fQxN(TjPWxL0KO`g`AA&!>XHZEkbmoUU?82Y!d`jtiPtH|+vJnu0a^){B* zNMR9@1i!#2C#+*PDbUQ;d+CMCOxJtqMJ#Y%8}7mFd3{MzYyNOQg9&om|1>DLT_Co1`9s8p4ucqF08|(!T*Uxd*yO)jk z^PN}1mL{$O7nTo=LxPRRw>eBB$K^6vsH7+Ovdmy|)>r4~0?Pu%AhVSldc$}8p1d6e1g7Ct&R0xKzujJ}>FPr^gOiX%IpRTjK=aLWfjhXlz3l z5Syw5sV_w>vnqZFFqlim-zfL(@dOWH|J#K71c3yOB{z^gOJmIV0tDJ@luuG|q6`6b z+NSg`!hq;2Tpat*(TZo=4H|@dXRI>GR@NSEL)>^LVVVA^kN((~!kVlA8~I?nqm>P= zD^#G)z>;^k2U@rf84zAQhb0IYpE0sw9~2KRlyjPPN;R_0NieGPzcNKs)WGBynH2>i zH?)+SP5N{M7B!6M}fY9OsRT^-q;_CH@03c*wuIuSy*?n{!l!$ z%~F9UHI&lEI=XxD*{&AfQ!xG>WCcz6;o04|h})4HH8rlUQ$UjOQ!64&e3nYa8~!^2zi+a10sHygttm|p-N=I$5~*V2eHSrkh-z|pyy zjS=h(OsgD1I-!R2>nI&xrb(wz0{ompL_^OV z2oC`&d0c$4g&OeNE->Oqb?XUL6poOVom6PNd9sq&RqvV=(Ge@a7=(M@_3C%~ePd&H zpX*$~l=&biMPhM8TQv#&A>=F7*4&3ZdqcD)9EPI} zmblM3RC~bw#Exifp9?68V>$?E92Rit#cI-`E}P^yw|%M@`sH-=n9OpYD53m(^hEzz z%ts$BKx{(#5MRoK)BwPw(t?-sOY0SBOmX4oWeZBhAKA-$ z`6X`Ued+lPWNUj{cJh!*QI?VK=0@E{=PmfO(v2KYi0E;8pK6JVuU9 z+)_3e`};&0C`9w0#kc^*B?Wwx6#w4fZQh{9sK=YLF8^{fPJnQmCZo`t@16d1!Xxew z(X_daVkkBcVJ|qU0EtZ5mRfzdW^?0V%$YKS zarqfT4UpsE5a&LQ513X&PXw(tr8O6^XV+e{AmLaES?B|2k?_?|BC$6bWB>D!#jZEX z;jc@V&s0IZ26&?Xd1!zqYH)E80|-$9btve8Mb%IhEFSDFYntmYy~jhSg8%8mq6+l4 z9{{rFcrZ9b9s%6R5EEhPiiMr?t}issw5$l%woAKR*DhaI+$(FS3hqUDuw$~0xQKH| zF8v+SGvLC#*dd{dqDXrMqlcuo*W3kga+VjXQa1qxHN=`7Yg%;>;hGAF?G-EcC@5bV z>1MW*5m>b#_YI<;SpLKgdhdtu#aLVh{=O!LC9(S{-9(9APCmtk%Uhqn4278pQY1O# zIFmd1G_4*hvW$`&%z?ILR}S8}s_hU$?xefQL-1Xs6tTLfLaG(m1_4aesd-IvBH`p) zQjk{zX(H6LC#?K4zVSFcLMxGL73{`$_!?$T!=)vi7Y9TJqX&?;<#2e{nNfN>3mP(C zr>}z27W;5GO@@+XtYy_9X)Ve~M#)TT>W(mUx{lACrABFd5?9SWf8h=+;c9>8@Ln5US{lJi(L#9~>`Jgk}7 zawf-=!c)+;f!^>l=S!I%^HbcS8!3pjx-_V%b190o zia?{(beqXs#?#?o?-bbK+U8Z61$t)oO-;ft%lYVY{p!K~PU^Xs{WlUyQrbSQT<}%8 zM`_+ZE3#T{;Tk(2AadU=x(ef@g9FdUNM#6i^Wr}A#!~TQ5d9nuhnVycDUI_^;tAhn z37XNDl$a#H>r6~^CGSr1u-S$;4sn4LT!$EK#|Jmj22vddew1LxRp~O{)kGXNMxlLD zX`D2UjF)w1qb=37bG;=Rvf_C|IpMmzK3hg)rxPy*bb4Ko6=pO2C5FI3Ypz zTyULr`G!BdRqwAjqH^l%O{^q6dJsJpX;{!o*Q}*|CS!e-_Bhx)XV6oSZ z9xsQu|1zNN*M*ZQNwC}tpqTbvnG|_xhs(b#zKZ2KDH9*=Ry< zB5-{&zJqk==1b`~p*L*MKI? zvl|_9&qK!H=61NagSnypxeY|uY}jGKM<2!F8p%X?;~5uA+l1>C+npQX+SlPK_S%!+PD6ay+x|_xP2Pl?Z1(LdU1$?2kBn^U`-4eoj+uB$&BncnzW!#fH zR**3P|CKykesK=cTCT&Y;H5eE^DbPQQ%HCkiX49P(XHF_o$=rlSIZ$iUF5)M{uIdaG4>LH=jt8t_sepIKh50I>1bjt#Z*p^brMTQuWS4#bTVS z`iv9{i3$_0-m6HLh?R!Zs&qD0nNSwYdkWVa^8$O|g;asCSoBRLeM9dAURazZhbV`xSZ?)EcFuBPE2o`^gL3-tN({p70L_5XYISCXyxkNAI?#64EI@X(CO~ z2W{NdSMDSl%u%2T0@^*?f#k{(M@d=lBD)49Hk8C~m2>HK1k8kf*PHT82_}t2I)jEm zU8XFIdYI9A0XToJ_vRBhG-ohk-Zhj(X|olY=x0A!tU^9SKg+BY==Sf;R?q-Y6BjH9 zW;(e!xCw^_v+DHT48P{5ui?pbbQ20gVq*Tk?xIUo7JD&zxf{X_)?6D%VDI(eeB-)o zL%uqJ#zEZh zw0tbEG-Kzz^L5WX_uO;O{gS@u9fTCT_6oiCDc()7$DSP`qKy5=Z}TZIgk}oeef-3N zDZ3K<1klF^nOSmoAMZK{*qP?oUL$IF* z4#_@rwL*`*zqZ)wb0-bI!V51v+xBYuNiY`ch`@D053#5vDLEhIivHa&UnEEf0gVZu z`fNEw31gmYlcSFD9pB`byhV8&VwOWtn^Uo^Gd>DL10dYEh@-mSEyNUJ{ZlXU9*u&U z7z{hz;cPM-zxUx3H`1f0Zdo3uU~s?l8l0hhdL|fnwLU}x=gH8cv+32k@x5fz(|LY) z!byLE-|AL_paw)BH;c~e?1bbG+&7`QAopsg^Dse_G?Js;zs}MYkRBHeY$7f6P>JI& zLtNfnlib1@$ofhVoLVeTO$bv*5~T|FyYjLk zFA$bRpduZ{= zg~IBh?88})kwI~^S%gqC0%9FEm}7x_MQKL^4xQ>~7jvF{Tz{V5zb4r_VMi(5S{cik z`OvWNhXO$T((D(j-i>hx>B0-*s+KV<0!iC+IZ|T7^)qtpLy+omt7EY3ro;$nFq~Xs zBEzJ0t+#u0i7W)>4k~@$hQryAfQ>gC&E_};+ua9=dnG`40})M$^XBKLeGD9UKw8Nq zAf8<`2e+6-0GL{kA2d>So!K--A+ZBrTaAWlbOfD@$fW?V(sOHpIey39(a{Mw>3SaF z9LQKL@a#8Vn`&B}V^|n&o^=HaSTz&VigvyX`6*CJDakd;#vnCvrWTjil);t%w z3;)}k_8ZR_@%uOj&JtW^eRW0_KDdH`!QazMir9OB(S&Kx8+^f2j82%8jGn;dyhvZA0?kl4;l^%{w}J@10&E3? z8LZgM5nf^+VtK3}Ir43Qo zdsl#lnsg8uzXlcfTtdCQ!^L48j68Q{Q|t`4UNeyn8R}#k&%q8(nZv-k#RiYd=-*Tw zFXmL{5=(eZ`EMiQRn<4vT`F+`n@>UkCbVHKh<#K`<}4OpXtdEI#mCV}ax(36(+|?fi~=jchs?VePKal9-X=C9q$F{Fo>*rri*H;3 z%*xxU7f**Lq`$Gvt}j?Ue4|bS<9w10I2q6Hg4N^QeZDSyq4i)~rV}~UM2U0rvcjTCnWEu{7qIqf14Yu}f zbnhNX?Zi(V*)SLLrkBN&gZCK<{PpL*EI8iX$Hl#|5qO)D!1rc?p*pPTxrU@eZn-b# z3VdocijYK_#T7eXUpJTj08?r~cKY<7w;l#isS>~irNC*&K?b3rS~l^PJkN{(RN-aL{E}`jLX}7`Xb7hvJ;+9#J0cusbw%-)k8C313PDc02x^F<&9~7Upw0c(``o)<;2-2%f`SS3ajRp>h?N$6zCR$!R z*sTTwBndv=EPdNS3yE;`fMGEQ#=${xjsdDcTLYV)3hw$K+MKuF6)nytydV37w^Iuh zG{cmU^!zSA;Mw3^w3e&|K5NbUC2f$I(Bj9}#fw6W@=aV0hm&`IVyZJ4s9VxO2^B-+ zB#rMFf<&s4{5XIr3mpimma4e(!F1O^8M z?zbyi5+~RbPP|=l;O9iUiCIvhwWd=tlPE#dVZ#;nm76?hg*WWw-tzio*Ehqk{frvX zLgqe(2driN#Lk~%AV#vLf}QG5qvDTdQzSBt_S+W?`u{c|gEkI_^B-|b7&X*C;^F$$ z&dG=@3%m#ycAd%+-k>m4Qu`UJsa7q|SVMJ}aKSZFq0$%4%yO{|V$HzH*K5&K7&Q4n zIGM`~#W+D1uIJMGN(uCDQ}-90#4P?Z6@ONa$A|r+v+;0*`GeU2g_@lpf9j%>CM)PV zw5_L#hk=Vn#7eP`XA`>6k7oS1`?R%Rym(P$?1HTo?RdLrwvLZ&9t%p@Sl72~=G*_J z`o~^TJ?RSmXFNJX+T?UP9i#&hYtTh6~jIPcvhvfhpO;Y_~>WHbM$j)kUUy!8V ziE6(|g}Qwi(~BHAbBclt;y}kw?BHQ!>U~`(0i_6kgmfm9tG$mK046hNP1+Cmks%cd z?VquKsy?l$+T>I+dd1q&8J2mksMtq}^?%J$+x!I0!dG%#U)H(9SUAxO(+-A&8qaUCp$J&04-~HP$1iM(;>vwlY7Wvd z>?EYnz;O+ulTLqt#s0b@r?s==FCZe2Z`&cW+ce##!~R@UwJi@de_VGZF*#ljg_~*0 z=%O->;`RnmW`3T_)gJcVX~t%(kI0a4R6>U<;#@!ofHshE4Cn6pthV)DYa}~J@s%Zo z# z0_jc@lADNhz$e|G0{C7daD6t#A^xoUDl;3uL z2bA?Dl$fS-@W1c=5%7(b<_G)^`cK_I1G-UFZUpIo|I+;%fWO)(iWze{jK6pP0gRm{ zjK;x=L;vUA+8Xei7U*{J!LB0jeQIs*bHr|}+Dx41P+wl#`w~&xO@ik_8HamkZEuUX zUu?o_g@GmrwcH7B6BT%xRyb<#B>c$2LkfqxlU{})> z5SDBOfLzYv0Juym0a&BDy=MSSqt%#6&#{|c{Rr@@+UO!Ne5(V@vhD?-w`gU+T5P5O zXjDY5`2hZA&jX-^y~OENx!O8?bAo}7JtTXC6#zKF;18dE>7}m}Tbo;0K{mh=;5UkL ze*8^7_^cdLpeuxN@2xBgES>-rCk}7|Tu(7*T)6-J%HFR_zX_H&R z{;;S{Ous^)hN|1&fSRbL^B$Ho3|p8S*uCGza^qbe{j*rgCTw`qu}e{!aL@92#8a*% zJ?X>?^10D+8Oxs?DzlvY_@Ge9@SLWq9wQk->vo&g!|hk^ZnkiuHIkYouRsjk3FIOt z!h$-#GAZ4-ki~G8ZSkZ2Bw5em2$JD8vKf~bvw7>mCVrida6u!!5oENsu!McHDomCK zmX;#6{xHu1G(u6b*a-XjlM~Ez&JqHu8C3}+;yL5xC#4po3J`FPjuMtmE!0ZODWSZ3 z@4-EJuxn;v3aAScY{DU*;)Y>3ST z7G{KZ?w#-axogBYHbJrzQ5m)=n$rI6w7ZoZhXSr9TPBGgg2w-A*d}FdY!n#i?Iwfxs57%+^%JsqVXz^nyt6 z0dwEuP4(Ha;LdW+u|W>EXLPH(S<)ex-Vt>tg-RsRXtMkHZU?dCD=Dz4MF)7l`z8Qi qP5{H%MR+N(W(@%S{Eeb87Dx!&MSF;>;?*49yh7hT|EMevJO2W4vT)!4 literal 2276964 zcmd4437i~9eJ?JsE!*-X-xt_xQ}$2`c?H0p7~Jgf%u@TRr2^WaPrcH0$y6mX)^S<(*ql|V-Q-pZ(5p~%|?LoQfrNkOyf zgBVx)M=SMi)hB51l51^cnc5g|c(B%O%toc^Ec{-Ym?_Ty(LM;~%+}I8G5e?-b(ZQt z-pW{qt7@G_z1*q!4S0IWZ14~-a8CNX9JV^tLcnrPrH||3eAw@uP5vp@e6Jcb=Wi&r znqY{l>HDbTfkqORSF-;DQ)iRcHNV~}&w`Yi9&MDWhq8Gl5!KN$$dD3CO!X}G2wr#D zGceQI`rfIuQVB|fZPDLHCU_BOny6#@;JRJe@S0t(-Y4of6@CYXh#fKtz^djtQNK3v zK)*KW?R^C)bT-fvH0MI1G?CoeWwnXgWbLxv$lYLUbz*VQ6D#e23U(x%8{x)Ug04Ij zL=`Ybujz-~h_-!>V(I0e3gr%sZP>i|da&agH*eSkQV_akx#6{1pcEp&i)x)tE4poz zI-^o+sZ$G^rLa9e+TRy-XM5*y`-ReF=vdW&O7F?uInwh+%L6-lvUdtNjt&$hUSus; zV`J8@GLwpGzTbfo=U3{Xcev~~yr5q8s@1k1MIf^$dZ)L1ruA~S4gF>$CTnqVQKYKs z9|2$6ibkRHkQ!}&&To@m7(t&ty**cVEm?T-a^^FXu$yKR`(G(^WOE-YM7pBYwTV z_oUtha{*Kdnvvfoq62Vmw(eJf<8z~i*X}&n4N3Q}hZV0*ji+}4j6?m}3B6Z?7i*N~ z!m!hXA}OWisO43Nw9lFcX@iFb#ef39l|9irBld9cjQGk|`e5p((}v2drT!D$-l^q9 zuic#MHY@#owJY{+?yZ^&yUi*w%c%bxXzpy*eX2o3JZZNB^!6@c&l-RW!fe8jKzec5 z^x8|Q4`qF=1m-&H%?5R-AHWC^yQhmKh(@>G366N}06KNQcfRxv1|2XS;)zzX=e4Dl z-v%r58o&>G1Y9>rPv#|NL2WgV=wTQM&S52>Jm>~!1Ro5RF0~LeD{bmVpaUz7N8qA? zFL=J{!ER7F42-s6OjyP0SHbmzCkHuniNa!Pm|XhDdZ&2xI+G;n1Dy3;V_&>(>tB89 zSFTAbvPZvP`N4PqVh=v|otlOt`tGmq-+pV{9A}A@U@#h@fxjC*xRT7`rF(~E0)7v|MVm8mo&ki zzUNOLsddP&+je~X96Bwe(ROBCHCv4M}DT;JH6_+d>AL2Fl>X~ zPOF6VI&@$#5AwgNKj(o#Rs-lqFOs1S!ZL7W@ahC`YVhc-{R1$xJW0C8jicSDJxaUm zXg!#Pn2vbOO{JSgNsrk8eep0E30SN*N}?HXVg24MPSwibG=fgKOsXEMJw@8x>jaQ? zh|vRn6jWiT8Y96_6hxGqgO+HdpGVBRN8A29@z@}<(FeO;vqOAa`i#PEw}hp=X;dH* zJVC=745H};M|=t~X-S31Tqp8IDG_DLEyWqP#6jFlffMP1temJpD5-cT&bFe|90E-Z z#t&6DsCqCI(WrY{i*j?g*>n;s#MosL0~`)I(J1^U>};xzdPn_eQ!d+5HA;RdamAPwz;zi;RoAZGa_Lf4QUt|Zk>%QLNf3|G9=3YR1AgM-`RcWp`{tW zLlBPDdc>~Xa7cIqUa%9)1(m>KPQy)`6k+D>eG_8^v`H)P+A)1-W`fp!HPfav$dait z47>FG9ZuS&=o8`Moe&Z-C2w)B-wvaw?zd_41*-1|I+ZYB4$Q5iQtDw+O`~cuhodAE zP|luxQERdGHoRDX94{fuNP$`Un-lzOk8!vHeABPaZk|_C;$K zFrF!|?m+~_;*<=s`c25O5-^}#pjT>px1u7pL+cS9|seG*V z4Ds!|o%$~i;^S%HsALL*LB*Jqv8jQmqU!?j{E_0_YKgZH&eG`^EEB-gj*eZ&YR?im z?XyH+0XUbFutYF=FlhMqkhO{?9a?+$3<|g>U4NM5iyf3#w>h4MQc^5rhuzXyaAKhI<9kE9mo#D%ad&r&(j{^%i&jeBAvgbB` z;SL~y5>$E_<5CKpVf6Gn;L50e25hO3ID|_yE%{A8z!q|72|vOTE~VLaT}N`{30g|> z#6TtxbAGJ$JTXZ(FoC6LbQ1O|VcU`N<`#@eFuP#ymSVWMEeQkuLx;_B;sXaDC|L<` zTR@Wtnh9X7hMDRBD7(9`*HL6?K%u1xo5>wMX&E3O>A6|3M1J{GOnn;W3{8t^=m%_e}5SMcHG$(_U1-mL$H0Al6R9e+q6!)H(_hht)-+Q*?Odn zy174*a9JV`6Dhc@R;Am5qXj*VfFM)zD51t}b{I$FaoFd^3$HCw(Q{j2;0U!aCO{Vg zgb+!RWEHA9w-t~$*zl^JAJF=R=xZ&;^x0b-Bu$O-=9jv(=|ZZhz`_%)?dGp|%K>bp z!;aS+>>>`per*x5kSGzSY$5yW&H1hUVu~i*Fr-4lfK6^%`&ey>*m|MalemdL+DIlm zg=U-*medUdLAeDuTyYX|B_(qiz-STz)#l(}iz#Jp`$;-BgQ zU3zoB+gnL9cxcj6?QxpuLqcGZ-SbbssQ8&)*+Fp z37KCD+aag4cj7@98c7zxm2?^c>40=wW`ryvjm-FM$Uhi?&8CrQnl}KM1vIa8VUpCf ztI}HuLq5qck15$r1pL$vU@%ogW@SL)Y=FbjD^Yi&M^8`?F`mZNA zt01HHF9xLcg?wr+W%eP>!1d&2mSpt)7{EXvV2DmTKNJ+Wyag zv~}`n<9WNn%v~?ZjBY!~*U;ZOjqCMMGe97of+!>OcD88Z1A=8|iBXGQGD8l0fula#X| zZX<^P;1CL&vub;-nz=rs>eS@yLq8N4>>oNmH@&w0Jh%xXmv>`f%<)0>DVz;?j2tKgpG{AMJO&5qPUj07)|Y%^;ua9s&I4xemjFhCl5}6omR-)g+-LTD|)M# z{|lS-B`CWJRw`orh4&Hp(UCJ15ghd63mJO`JZ(Bkk08>+iM^)JJjSUBjOv*d|2t?lr^;D zfR{i%^XtwnBH{miQ3zG|?pM7=eCeFy@o<$j=(R0xD64KgVRn&-6zCRcVE29{1_aj zR)^SyDWJ|12iKF*!FAtY11Xop2Z=?02!6mxya8{0;K2eNFBg6pAorfg+|1UZYD&8s zQ`11*?eamWpo{h2pYEot@=M*WlXSa|Gk5xK2LYCTN+NW-2c6qO-L6R?vbx>zoP3-% zLoV20CtBqJQhLLz_eE!JZ6w<}eGMG5Pl(_GN?qGA=T?!7pUIW+!g9N|Cq>r=6AFBe zolGm_!|vpXcn+QXUvpTWJjMs-1vs|8)F)4LXXVLr?NNUH+~%VoyoFyQKYoM!_!#-| z+vLZ`$&XKvAD@ID;>_pH|AIfq&p!`5n_-JwF_ZLsK0;Jxlz>L|FS4V8j>DwE%1I# zt`8VtqLAIM<~`HNsuNv})JiAktYK8ZToJOdV4t`-hvzIOJGYHgb7E15;i=}VDZ17( z0y2R6vEZ5?sh6O)Of4m6zO2-8hNKp(k?WkBMH*RK6hhTV0k4;awJZ!O0FhF0xM;8E zv&g5ig0L)qJm4(SoE;(>-ohhEggfu7F}Nu9ZrW)0zf{lm@_AhG{oQHZohy_sn)WA9@y<%ki7q!;l8Q_0Ue zb7Q5F>`>%qoEt@2cz02V;c0>A&ZOojSf(~Mv8lkc_8DjHt+ckr)R6?rai98qXJU{x zKUoxFc-rJyT!J>^%ZjwR%rDL~`7LM8tu%RsQIj#%SdZUuCI#v7>qQ}kr^mG{5Et~Q z-t(o^r+qc1*9%Tsp6P@fOZ3(m^{R4#^?R-}Nl3q|i$V-fzpq02C1;$pI?XQ1^mv;y z$5#FG)kZxMYO(Hab|wSq?#7}J!_ys4+7$XGy;)AHyqvO3dv9>&*-Cqt8MR00#p-*V zGaX2M_Z5X0p89xBsGvT$b55(g%#uuXk2v#drMg!cRR^?U#l6Lu3Z%F<6@?g{;&5N0 zcS34ams6H0?>){uTPe@n?SF;wvh#Ao#V)T8(8FWor8+XO6AZrYycF)MDMe-@vAI@zd4-w&{=}JUEB#%r3o=S6#aM%1a3%z4@N-2WhNnSx;*8%#P*U&7*Xq%( z3e)DlJ4?Vyn^$SIsZx)1`ftwUAf5h8QHbH`bdA(2l^gf9Dz&P?GS#l4k;NXP#DF#!^gMPdW2xr7it@ z0cga^dfb@;q^w7aLJUt?a<3sDanWkaT#Tvf7o0h@QkUKt5-PF2-s?;P($~)xg;4cX zV0k%Rp=L{&1t3x?{=Mi@J71yhWi6y;E!Pd0Fsi!;ktZSG3q)tyfse=w4iboE`^ZYC6sp925!@v3z2y@x(H|b%-fj>db0&{Y$ z8a|KsA57lIEx{Az*NSFp%D%mfh{5Sf0UMj`DJLB0os(SJ>0z@=o!dq>d{I$|)G-}z zwTS7pl19WAJbriP#!4C43;x@j8%0{!QWRo%THw(F?U`(vl@(NIit&iunNuqbDM5wM zJPs-<&Lkjxy|F07@bq=c1o%++T&!{+D1FRha%WDg^l|DMq5|4H@>-8OH;Lr`Xi7J`mwLZgLG#}Sm{q$%%}Y+{SqVY zQ}1;q1L^c$8z)$0epW(vCG z)Z-FzU#d}1Od!_Kh0a7E4V_mMVt5)lSNO`OUP;;#Oix>#`LpUsN=gUyb^@7LRku6S zfmC%%QHbHGYIXcAQN5nUSAYqcp5qjzSg<{KKQFw z5PHk>^O!SVR{GIRnAqotv37pgnFOSrA1n$nWbMGmbThOgzGd3^d1t-`(GIkawevI1 zBp~g)yC}pEwFCWTgD8I~=srt*%e33;coK{X9|#FzFrh!c#2sae1(D`?ZUy$~&f;+njl_>N>iBfRTnZbF(uENHaGUg&3k{X71iM zF{bZ0XUOlEX5Qe;la*$4PK`E?74tf03Xo#%D+)0@#hf*B_4LT*jT`l^QNK@!&A-~2gmkI-ltcM@{TFyJR48<~QOrv0T2yT~_7 z^L3YBoGI`oXU+?Ez6NEWJWm+FTHNGJ2-4!lq7cK=;-v?|D60GIdgny;|u9Qj-rn>vZcD*2*Hhr}A%=1d0C(3YYQs)hVo>DjCy{5S?l z{Kh-3Yxops+i$=^hga8re0kxcNu2bsv*z?R_^d^obkw;mWN2LqktO8g7$+6#|pj+of}13_?4m% z!_&fbQq&{(qtZdx>$nFl5%!uL?LNCxO&0h3wX-~|^tfId_ZWD=-R*xmQ-u`$=S3lg zr|3;aMej)mp~+_CH)iYlqwj?fnBrHSu{;5DHZLamdxX-=dy!Z6*fSlj@JpoCVb3ZA6b1eiLACc>rU^L zp0kLowm7$iOzl<*ktOEi7+EFmCpyGbblgHG{sj=7 zvGXg}v?I2CHRiP+ah8OY29*zoWN?99^;?`tLi&AEQHbH`_Zn%emYi9sa>R6zkaaDl z-S;@l!AiSpwPUh|2dvz8Ia7p``;MXz!&C0n8Ojwe>yqX~ww0J_Kjkb1E7e|Op<4ZY zU%%^25Yp_&i$V-fv+FW6TZ4$i)Nvi^G5!8;XIWV3_gV}6az1e9{YPh-kc$7VD8%qo zoaJN93bwAr)O*gE%QIV&1Ja(2XQn)0<(}nC5mN5yMInZ#+)_sWZIO!{$b`ag>#y;1 zt;|$?le1K;dh)16PZl}C8sFqh7}EI0q7W|=jr;9Rw>?W|k=k%NQ{$S-Oyl=EOJ(^q zE)az^ey=lONaF{KLJUviS%Fm7^mRVlN=(B);4B3z4ckOtgafSEhn)#Rnmt++VtAS@ zwCVFsXTGd-^_qPDi`Deg&a@yky}c-es-^;Ki0LvUTcIidky3F}(NK^tLmtaoA3KiA zka7-Ok~Y$UtYUB8mvVv@{v=s}{Iav!^j3JxVg>R`&TSzp`(p}`CE=IH3go{#vuY#O zoE6A_b8ZyL_g{)ar2XfgnTn3v3gmhzRF3VuG~;^_thv|e&8d(;4r_bex@`76x2kMN zz3i;znGwkyq_;uqrcK;nkA0~#SxDCx6@?g{uK8CS_&RMOol3*FpkY;mX?BM*|5kle z`R;?BcC65C&eR}2R#2{@xS`=b<+LX8H5^W0WHQGLEUyW(@ z7n~(wrCI&%o{kHw-}gF`g!KEfMInZ#-z)U7lW{b)D9<$dd1v0OG^(G>CK@GlV^x0E znHHqVPZxz4o+=BiIsB_LUsh_;XOqWj!W#OvGZ{!j-z*BDYN)_kLAu<)rlSQQQYt=Q zbjHP(8=lXa3?IkkhD(?$5r&3HpY8OuWUXOz_3})mp0`+QSnu2xGO=|OB1^o-ajl_H z_ul8sw7z@G0`4gXo<)`8zP;C(1|<01MIq8&HOX{$+!i4mlF{1E+*m0kJA*uQZWL*u zUKC<@THr?;MT0B}|Ix;(mUUQI^EPK0Sm{nV4k?fviS*;n^`bL9NUg_;LJUu>{GgH~ zmhmayYwEYZ^NTZOe$<(BD`j3G&nGohV?BPvnG~eQ4;6(No*wz^L6XR1v(pY+OWLk! zQJ!h?E6%)IX;PVO=;+3({IWAGNR?kI3NbuY^35elBs<5av}(*L%T)NvvyVqC*i-JB zSLwy-`>&$1fAEznRxnonZ&8ThsgHlCToT8wc2L#oFRw7;`s(AOK;>34L^0Oj8fQXK z2OKF1F+2_G2D#l`uieyth&R7D)8d`ZoLhO)tTB;MjrF+8nG~eQiJ}n0(<9%`knDOU zXwKLDPWA>!b`7S@rZfLm+EjM5^ps$Q9(JY%DYRA;Vt5MG^|YCw(K4K5%rDMV`GPa& zR;tYEn2c(y$LE|$L3->Jg&3Y5b)%l~yYzX5nGS#1nQJQ@W(|@0Z`6O#nGmGGUn~kS zJPqQYYaRcZ15|k(myh zij)sEtVmX5zv#@N-t1nqh>ZToxh-T_e@G#+quh8OpFe{;$pgun~6e{57?3aYHBEzzN&XTGD2FecQQtB>!&~g&=+EM^>$Xh#dYf zY5Wt@<#7v?uDG}6bw<3lKeDs?&_hcjohPFC$W!2HnTGJ(@Y)DAq;#^4F>Fv%9BaPfr6k>Q9S#`jl^Wn=c6;&JJ3#N%# zXKt)CaoU=8N&?bC*||}qh1VB_P_JUdmKZUi`fLL z8qcHrs(z8@%%t!Agrc(5@aBR3!a3}p^VmNZuzxP1|L9GvV+>{PgIdh2f7H1xZecSC z#E(#jEa@J{P^M7M|rTOB?vnUM~Jrga1`j{Hg!?zeORwuNsVCyXbIME{`C?l2n*!@ap5GL8d8~y1~qZ z*cn?r^s9^r>Z-zM9y4Sk4nMIx)Rv&Qt^{$Yy{=k?BQAp?6Yg~$@_%PqwD0cWOd1l&`; zbDb(2_v?q9DL`UBS`;GfQC+6FmqUc}PG@ecRFWOx{IqkUNDFT-3Nbt_yh`;yC1V;- zc2PDqe!`h!D@`d!CezMCsl`3$cbv&Uy8BpBh~epuUk)HhgJdbs_+GnG)5bS86__6X z!I^t2J+9$VYD)5kc_10iz5>a{NcC@>i9y=@T2YAMY4b|d6DN;^b-H^@?#Aa~ymZ;H zT@|L$GtXb1d50V~^sd4h^#!txIz7#q9Hi4zibAM5Ef9F7u`3I33P7Y(+*8yzdF=XV zR(N$BW7qST#j-nl^l|HG61VPh)|TF*JZcfQPB^!PjBAWSWC`}=7PrnhGi@W_-g$CP z2vas5aVyTPBay$cC`8(m9$;F_h*{Sz90ZeG_e1?R_t!2=lI*~pi&3Jbw z6zQEd)1Bpa1S-2w(i`S-pK@l%N+YMQi3B3J7}Ir~$DLb6ns}6naZiRcUdnj4A0$P@ zo4*p!TM2Vs_^MvN_Gs^9__rOvcG3g=wflPKi@qiKWNZJi{=OccGBZmo315$*Z~3MH ze@j25d4zl%tK-wx{2~VaTKd`neJ{70T*~oS-|w9cP1UA0$6M zOn!WX{P^$i!|$Ea@QzmfR;Sj#^S|Iv@8pWtB6(my{)zMTaJK(sZ)Gj0R{bXYb_NGd z9-PwbHfCXWt=iwaqPGgJvxWx4W__vuBv;kjK>7M_WD|6m16KXw|ER z(dY!68l4S~j!uN#PS}P=qvK&Un1?r1tWnr)SNzdxSm6&!TpsPH(_i>yz}>r=neaP- zo9?W)V6Re6VLCuEV;X3H%G7Y7LJUuj@~G8XGBK6#$e9MDvh#~V3{Pe9LRaKfJzwAHvI;V#ZFA<=54AW|x}7F`_R8%9f6`x?h_!$`g$TU?vf?;hPjmN}=%`utI6)#*)e z$zu1Y>)aNyv^IsvlJd)K_vj^Orfme=(+{bl=5bH&JClOs|9nx1w2wW@RG6`qG}vmV z!>~opKJMTK64N~o@Ft_zToh4wUxvRA6 zWh(W!XZ^V|IY_5}S`=bzZxE}a#uK0 zgp~UqFMs9ApWv1RL$`Tn4L8X-)ME<1##x+JU046{J#aBAhgj9S*QHbI7Uw-Gf z&L@+P)@z-zWgVv4z0NYQQmt}Nxru(P*4@tZAhk{wg&3Y%sm~=FFMP?O1H{Qg1S!2c)-d%=1dV% z?lVOpUKYx&6jH8Siz)Xb&T?2T+PkXTJCh(seuX8>MUd6W9?b>w!lTtt zs?+xUGEcN4<$wT^!uM{n#PlBc;n$vk1kkAyR;=)9Pm(tug#kX|UW0%WZ$Q8`P^b|CBWT9HHbGC4v7+Xdu5n zag5SHetq&7rG)=V=;6N-s`#&jHvTK2kpD{P z|CJ;(vR}KsGf3_ta6zRR^`Gna&W=+RrKhW^A#C+Dt6s+=jP_npq5qs5&Mx>B*bW0V zoqWV^MtGwkh)eV)Zj z76|wCP7NTLvU7L)?iS=&p4su?q8P~eoF+#qBY1Lp{A8>>PyT;e)vwgyB~Qvc8FC?; zUc-ksX9dv#Uwr!{&kpX+F5F8qTNhSe3>lI@_A3{tB`ur@|0gWL=mB3*CeP9$ttG-3 zFS53`iY4Jx!scAR21%f-3Z$O)PNHw%;li~52M<=WqO)+xO05A$mZN^{srVhg0X2PB zN`DoK-Katc#o!yzb-&_;>>}%^JmojT_JOIHNvPjDWv<(-P}u+>{6uovf`|fBYLde{ z6;}OvG+hrNmshD?$|6Fle$a#I8>)X>R{eRuQ%(qj{@wB0N4$Eu;dg3bl}JoxRr;xx8hniO4CNqg*lb>fL%L;2G6MW;W+BBVFTagt;{frUi3` z$)l}$*!J&kSN--_vkJW(lBL0^V8!!`s}oa+L>mT>&N#E^I&f=1P{HhHDx^iB68p-4;Ww5VIH54iN-{96 z&s1tVgd3%zv?DKsvzVJqj{>GeAs8Xr`Zw8-Ae*QbC)23f-DbiDQY~Mv&du(n>*rjeP-q9z=zWh=GxbqYagunK|R{j^dIbc^`NtaTIQPr z8s18W%q{Y7KAQJ(bj3V zux_!5B&3lM$ktt9A0ffmxGL-;B#2x$#XmixEAkBci|grq12&5T zK3F(-xv{2K2V)m~GaiN1!lgWU@X7vt`^_u)ZY(m~N4}5C+$~4Nd5cM`K!j)`NbQG-|AkhXPu=;zcl= z#3U1E5-l}5H6J)a28U-hc@XCQkM)*|r4Qxs1Tr5eGq}Tjp8?kV%Hc9Bhe1eCCZ9?{ z;=xg@P_ga9I!eV*(_k2twhv1$X$VM6j4X?&jsV9ov|;~fr|nh9)SE_ys2cXBwAvg5 zp3tU-LEKSk1saef7Btrm8|7K-t*|SmmEoRkzb!01AS&_Xjo0HV6shedJ<-&G4ECEu zK`B(y2aMgxU?pM8Zwd;l&LVycx~ASKB_O5=RmXuL6^EgE*%XW5*jxvr?{RqYs;!&Z z$?(jPVbHarR1CQ)HMkKLm8LlP`rN8@|0Q|yngZq$W^hX;ynF(A;)M`!GKuk7I;@>E zVCjNTh-}7Sa*=mL95{?7XRsBex|6M_bu(=RuhCM@ql%|l~Sjj53>OV~l zz`Ph2#sL#;0FC}e&tcF;w;9X@KCFEawyNfV)8GIM)m~Z-s0D!sU=Ed2lh;j5gncc8xJr^fQ5BDl2I^LwB)r(>6L6Ln-s_6rC59p26z$` zDV1(P4nkL{?7^hAD$UOo9K4l~fg|=wfdTA+wHV?mfkFkI)oT$9?PtrIYEhIo?vr9; z5Tpcj(kn2?Z$uJwf4E7?#I}Kh33y-HyASR^gTQ51)X$kI4)e96i zI`e)Lwi00aUxUG{9Fm<`SjMY#+vJ|FG9>U45GlPtwhSVg1cSB;Q6*G^K~bs4-L^4cpjMB>tyoq&S$mGsJ>eqZ%Q*DiY*lZ5APL+lfHxLVv7l$?=rvN@Th3Xl^ zq1MBk8M;wiF;3=C$TY}9u2l{p!%t<H39c9n8jw_(_PzuM zwSBuhG{wTrfiWo7U`F#WEW(PY-i!>M0C;9&1lcE2Bz>Vo^OQJT>pg8+1onmM^#*k= zl1a)Ti%@>v>qe2Lf^5S=g(#TU6qmV_iZ|!$eh1PWRW9YhLZ|{x1GY&~c_T#-9^@9E z3ELgNIv&;`^N(itr2z_`S#v{E3zpOegsyaoDqE>q7FC9&4Pqq(L-3+}ZPk_n&~azc zhwI#A6uwSjjZ&#Ypsrx>9ZGwQ5VAZ6Bm)GZhOn+=kR1?(3|E=bO%##`GLU8%ipowQ zTF6rA;I!0LT3oFp8Q}zbbv1gnWu&kpJLdeJ!}p!q5L~M~6`+Uaut?&S1NwY=4*S&d z<$%hSlD6M~1SCZ=d`XCR!h`Xgi)L(-aWWnQ`2M!OTxqOIF5W%jL#8OWJeKYa29>%l z*(#N0bk)g36|Ulyt&*<}*b@O0Dv|)NGA)~f4K-PTtsHTvXpl!Y9@05oDh)Y|*4NMq zfbX#y1i+dy@GOr!hBmX<%qDswn4@1R?F1gAMTn~BTOtOU#d=zn_cVv(>C9#ynVzzb3l*l^HR+3y(%d|WQ z%N3%M{C|Ui%ORdzC1MkNDN2=RLTY($9+sfzVTFY-D%F#h64ZJywMR9wTZ$TR7zYmE zz#6&I(%DjIPBs#uNbHd1c@^DdjF*2JLA@T7$w#dbr0lC`t!mp_BrAJS8J2TkvV&(w z@)$uY`EVeKE*Y6(SeJzpOsK3Jl2a<+Yi^J;*U>^}6xX54UW%bh zrw-x;>xk_HAoAo1atZ+FrC>#Oi7b@C%$fy#l09iu!tyoZPZN^kTdHZuQ>?VLm`YSZ z9>3EHNy-6`C~g~ASpiF$qld9n0{Q+C_eHe5s0JD99;6S^{e9TZ)d)lGT&$Xu@{SnO z)PSw#2fOqG0`V%AByhP~k;@JMH11XxNY+bUk|pF_q}g=*mQ6e2glOS3c?kkYb3Df*C9E9tVv^$9* zd6R6ApKRuM*Afo}Gc+t5Q5`s5&k(?CXM z*c>W%q*;JcQ=YmAHS0^TkVT_y1wfUJv28$*n^tQYxP-57l)EiRZlYYuf>Df-3nob& zfH9BFGUQr{-Sb+Ndf4$Nw8`X;@$#0;!DvI*uQAEYp?vYDP%9}}s`r;TSh}WuZ@wyO&cD>mp z?23b*Qd5rK5Y+~HbK1+G)Sz;*oUBl$_%v=D#P=TxCzP`C>>%c%<_X6DV`1=MRJJWW zKcqg}KF_SIS01e#CxSr$k_n-V5u8^75r0339u-sjnO;O}%aaZfGMCB#%v%YfGJKRM zf{iVuq^FdFp!IN@$Bo^1GdpiH2 zA9w1IwcH6iY+^6;NWExb!=w!8m}9+J!!!b|gzCv?1WmS!fuZ$0#?hZF4?P)%C_rxx zAuJ3AaI%AJ4q;;Q>X3Xk)f)688%);OmM9BmWIpuLZ-Ipd6?G8N`(3+GMlaiV8%?H3 zuQ&+&+Z`8WKor1)Bp92%zi8qGnIgT{QmU~r9cx8DoOZ)1cmtNuA~z<_EXZ9bfEmv$ zWV<6T>CECFD<#Y>WFblg_rd)Sgv@j*BJ+m|^N?=5MlM5vih@A%YQiW&t3gJIQd5qO zaGOwbrlW@6vi@+Tme)a(8x4u{S{Dct;hLGn0B)b?@|{gWqBP5sCvvpCISANMxm9e! z$5P{av9h=($F$WAK+BTIY;OgJAzIHPAdU+>{0makfQRp2_7PWhXdNe`o_-{8lMOk z?}WZfdT!i04;Cn3{My{SC^S@B-#&M@w1LTHJA}j#?mS`=M6W57FjFBqMO_6wA)+8A z;izic??MKtRuJ)PGYO&~P-%Vp;>a<1=)kTW(?aV!24GU6FU@UB@{-G1wR~s>W`GIb zO3U!lx@EC!e#^kHxn=g!u4SdHzGc47Mg_WO-_+zmfn^>?rSFn<^;n|iOnG$=&f`OV zXCgtd3&pP!L?|aabmgy-?AvhnY;H*zyYd+ zZ65wpDbjc5c13~9MJ<}0-n?<6saf*QvRSEUezOP1_DtSqXqLXSYgR6r-z)YoYmmZ{vlFxuAzw~R*#H4IuVTP$>X{=tK^2w!ulW=ms z0rwHmt&L}ddCRT>2qm)RqRiQWC~;Q9V_zr2N_?F`0^)N{Bao3XzQk!$k?rIV4&?O% zJ`=EmV0$&RtRjm%B?&ADhvXzF?99=U4nn*9FQM)zj+!pAONiTxAj(Vq65f^~cm~?` zIAGEB17X7-w$fm+nVvF(^N@;uUCe|48|d5SNFOuHWRV`G7n10Bo|TpH5~}z$4(?6YJAg5&F$T}Ev|>t3ts10fv+WcUS1xWw=im73*2q!h!JWQj@Owrc zAo*^gT958l#2YYBDIO>cHYyc|yKz1Ev^%VDnFfm~y$W+t61OJhv=E+z1<*T+g6qU; zaBcaNvW@F9EGjGH8Tx{ZNJ$|FNP;8u93~mpAQtzm5GKgn3j~RcrIkybm;~^wGOo(OK|a{5 z*QwOXQScCWUKL9=?0l?vPm>@C#^*{B?As-dP9>=b7IjwO!c{EUi|4aPwTod~)hF$A zsWgpA9W|dO0n8|~K`@s~cHEChb|D8K`MmOrU}1}PzEi_`;2VFMKDZ}co{!xxRFC`m zxKZSqdL_*>8uyDGdfzf2ma;nLUCYscp|>sz@mXDX*%~m}=CU*ZNxy7>(KwEKmP7nD zJ$Km~GKox%-^H$|v3Elsh^LrRAK$+mqRQ#`d=-Fqd{}Kt_py=<&FA9YF3)*&g_FbN z{n~TFC@qf`nHA}R1}gu zb|}f^V=92T2!g)nl&4_{?iW@2n5*r;UNjDoO*Ad2tc zIzcT4RWeXY@{v~&vgHFLb-HaBh~!LA3C~5|2|Za$LD?ix2&249lDE+!iPsDe(MY?> z79C5hPbMSe4ig21rz>QsiX6`m$dv_3RlXOUR~4=YVc&&Ns$1~SeW{*uzMQLXo_tad z2#y_TW-lRS;ff!atI>plI-4<7*b=GeRWr>o10|XD5)lgBL>|Z#3$VcxR*)p%$t=^# z0!~sANFK97tsKWWP@D8j@|BJ`xZ9TA@g@;0kGun7m)ZRjQUmgufo!}k-&gkN*#}7hJOx{8G&SfOvYXConwKt#9U{wyc4x>pAIsdimIoJiFL{AM zw)q@-$tfk#t7N(VTqx6EB~Mfx=}SOOBi5b8wRLa?`YgY7jo7E+4CMu2SGslXKP&K1 zEjp{0)3PM+I0F0hB$ctgFWW6<#S0c-u}x#!%Nj6jfXTKIcD`Ao07I4eRn7Q7hE3?} z!wfo!;z%+jn-G}8j;tA>p@noIO7e5^x}0ofIY_21A#Vd(L1y)XtPt2hq0adEacZqY z7gmYH;5(~ti&aX~VST9?HXsFCGK^{Qw1w#BrZWu05xB%YODe}v^UH|Oc2;BlB;!=W zw?oU=YzssR3Hf+xy_}8E%g@X3-7`p?l6u9=GIGKi=|X;#)I^r+l5Bu|=+n-yvZgu? zpjxA{mI?bJoz(Bk^KA(K((X{ER!g?%l(}_gFBSYERE%TxtTi^#m6rUY>;M8iDWSBR zHK&(A;*@)(e%1nwR3H9B&mJJoZ^$w^f%6jS8O+%rjI5bXm)`b~NG)smgcN08QDTR( z6kfAd5ap`yQG#SxL&RQUW?0ZJKN`f{cAOWGZ1nG;m*RpQ9gEFD4qQwXN)vDpXD9h= zQk*i7A_>dUa&DP37@d=mL`k4eTtAUl4T{5-XP5X{Riyzr0x8x2UA#K3Eik%B6MUg; z*@eVg2cIB_;k%?$HmEIJk--XX6;@ zsCjj`w_L4k$pl=S&?ce)iC_$qMMaX>7{oHiC~nw8+|lPu4_9!%~9OrTQt28gdzo zlol&x$5{rSp|6?*LxfNv3&=1p%mL9xRPugS(%%eFSz(mHzZ;NrVUC>Wn$RMwUV|Ls z*uo%4p)fsOvI~~Kr_<$c+0+bj%)yA)=p~gH9q3gEiYvl%Fio5DLtbouLV7Byp z{Pr^ZmRxP0-ja78j`B|><3V}(GBoZZwXLAdZjbNtz-A|(tyo3tV$&1Mrm2B%7f_aZC6m?zmY z@l_Bj1bRUv`2sinewa!NA6TrAl0w9w6>Yol#5}hoV;5D^%iDn)#aj3TG9ePK(=zp! z5?nSp7eKDJ%7qIVKmk#XMix9f(~6QLu;XVkREk{W%DxAvBDiz`n(nCS0xoh%zb~j# zaC0=^kBnh3mcpXh$tt@ooR17gawUcxmX)eLf zSZm3hg^!odwCd!BaHW<`d~qv&A`-bJ-MARn37TY%M7z>1dK0VC9-pCUsf-APW3%*2 zQ?Au^_%L`N?)cSmQfoWMrvxSI=z$U?_-j`uOs+B$64p2%UdVG9gjdP*M)=K;<=zgz93Bq?We6mRy}US?XDi zI9VZRh+Okwq*51knria76|qBMxq(kd6?u|Iaoh3ij9fZfCx^!*B%M8zFT)6o@|lR# z7%4)M$jA+37Lt2mq;~k$ z@jzlP&B7Nh39dXJ+P@quup7E7)w%M69q6MH?L4DqFxo5RQoSUsk??tb#(?-;xMK%` zAM&kC34QN!h=+dV5$CAhzL#Ci0~V`fYVdC(GjW>K=THThpVL#aXb0 z28rlpvDa4QcdKER72UNQib!wKlUU$skAwLN+{Knf;%o^*bPM#)g(Wq@2B5=uL;0wF=1%_vDOo+Mup>Og!FR>`N?9_#nG0)zsk2!cY`=IJc_ z!^nyiP=rrBP>~XRW`W#BK`(}*t48EM@SzYGd^>Wq%C%vHpiPof0FYRsROJh3#;Wi^ zfb6#U)D8m(Ps+*HYn0ZFgo~B=HiJ^tC^oXxoqW_uoFE|Hx#@eHfQRFr#P^=kcXYNV6yS|31>%mDJ}!4W7}`M% z56k_G8%$b|O(*$R<jLRvyA2RVYxbsYM##cWeE`d+M_YA-1EeV5g}P_ zNnR>@=kQWGCQS1^9~I_j+@T6!YWWhJjD|Jd#w=K84U#5c5wT5n2p$zDV|?i`69y*j z6)%FNPN^nemdL6JvTDaiQvXZpbbxJx* z>;t8xuAm}0`E;pUy4Q!RQ{eNhETur?T5en^YF3MUJE~f3kv0dOLgG`-91`oOsxYIQ zmB0s0t^^r96@M%MVX;KE6Q!a~@aIT^C;Ae-j7&Ry3tx1H56zl&AZHdBs+9CX<*W08 z?aeFAslw$0US^F;RA0Q1hf=QAXGMMi|w8B0#DUr!XIdkna??tL7yG=}Esv~wkhg4Y}yYec- zTmZhdIv0>YU4oHqB?|`BQ`XQSr;phH7-`|*rCE-;zN!;`+!2#IZ?IMJ$Wm%cTg_~p z&Jfs2S@*rgrgxYQ8 z+e6H?(vB1xvC#$<*SF|Nu3zyg*;!t91jMv!+*6j z9FmuCJ1orC;7jo+q?RKkwQQ0BC~P`Nb|l*Ys-E_OA31l$D^`#{vOANzgSLL;KiDP9 zmO@ysbO#F}bbWwtVe&o@L=E^(x<3bTK>+yi{6)42u~2DG0~TD4_!(iut+FD77POUP z*M^oYEaxao&K>9Y_ z^CJtCvE#>sl|0txRJGN59!%QTX`re&)?K+?+fp5LoArb#jwpZ{zYr`R~EXKB# zo;&6CI+s)Lvo(_p-ilhwDwD$VSRqQ2 z)nB+;PXUyVO54(Cpw8Z}f;}pyDkRA{QI!D2LAJu8lXel9F=CfPz8uM!1~vKSbqf%~ zOv;%U-8dwlQ_mqLHi2@@@3tYaiDW_**I|N|ZZb|GgJju(rXK)uw$`<##`?aNb!YEI^#X=>RCB zal6a1BAsRy(DlbJ1bj^*!F2Ej6{DyJaPIX z;q5W%A6AAMaJPV#NA~epxHBBq^Wr^sMMJV>>KJFs!Q|$<_%zCryyYu9W*dk!`G8O( zc{O=MQ34YD`S{DglGVteXSR5VEdww(A9hUu-AGpZvy;^LeZLY# z^6Wc@B64LRY@$GVAC{Su>?sgSEK_AKuSVw(#7>_N1i?;Ysu1$3O%4^wte@Nmq9VyN ztQ;g+*%*u;;o=iv35+d^B}0$A^N324A!QfAPdlKzx~Z=b`&T?Z$m@xQ+Cl^`8KJy~ zkx|*`j;)*LF}u`!hSMTarLr=Nr}CzPM0taJ6$L~byGD6!9~Ui6-9uO8MV(}HDhki) z#9E1c6Va=%g`P1SC?L7+Cc|5ZP?dVvls`!&5tLzRB1#$qO10%U(j>t*TkTdrhCzjn*HVa*5t}a3mW5uJ;V4*HB^yWVjq)T@qEb^g?v>bAX2@HI zWAd6ABZ~=0HNI0Z18d`sPyJa5Rbe*+lJ$br2g$zn3>Uk}4qpj6(RaWpQqyKv>j zD^|R@zjk3A{JXaHmHWq!>8nu8+8xgtb6z=-NUcw9^QQkAxUYd zu6y{9?%^Z4hwr2hpO%S#x9;JGbq_zUd-$qL37rb&M%_bS_waqXhhNb>Jn>bUhJH-< z@PqVWPiFJOx`!XtJ^ZTf;Xmpgep~nOd%A}wyqXZNkaU{v;kmkpm+Bs_(LG$Nd$>{e z@D|;}?Yf7%bq}X?5AV}Gd_ecm*F9X&J#6b9K13frBdhpVbq_zSd-xgp@L9R~=X4MM zRrm0M%ZN6gldJF7J$z92@Cn_+cj_MgrtaaN>mL4t?%}s|5C4TeJSG#r>vF=8^3c;g z{DAJ^Z|fd@LHF>VbPvBlA3iUW^v}A7>)>qFTDX5ga@05L9`4sYoYg&C&^>JH9zLXd z_*UJ+W4ebwLLa^$6aSL#;g@s||DHbV$ko5DdwBj8L`o0KB`?%Hd<}j0s9f?&-NVhg zhj-~7R&);^)IEH^?%}WN9)3pm@PFwZPQ8Zku5eVP50_*%=X4Jr)IEHw?%{iN4}Vkl z@b7dFU%7_RDU;M)SPh}T-WA>632it_Ln4zi;lZ2x>GP;lCC_`O!EA3nY?1E+M(}`_ z>z!H&I(!lI&HdgP@&C$j@fRu9TgeX|6Npn_vdV7fUw9i3Lxs~jBWl%x=Ft-QTska2 z_s%XKB#W!$e0|uQZih#g`Y-kuUV`$yQyWV#?IIV?!=v6wd+2whAM5{6f8i$x+}q*D zTj8wa?Bo63DGo5E~sYV?^ z3UJyCeK|4>moh-xF)i;+>vwyrJotE4DhI}VB7w*H3-2Vr?~2jk0c|O1?y-KVrxRh( zqNY()w|6?_mz;A!e+X4h7po+t{n}HcJywVB$jw52XsrRqRU@JLg<|zm zS|mZ@82orhT0kf(z`e!*CzMu^cg*;8I7Jq+i)*6tl-~^72c~8w*RC5`8#G54BA;_= z+h5mTxB)thBB|TSJvDF=bBY|Yji%uORTsd`7;uXOc#v$=xFFtw5qFaXjD)3REsam@ zA{X@AG5Vy8&hiZ4NNO#tIzey6&{GO@oFqsRHHuI_hMU+*nn)5i3Xna4F>fcBh2^jd z15yQYK=KU^y3R}vcDqaYPK-WI$sJU-Qy6$x3l2 zh+>@ey{d}|&tR;r1Pc;9X-6ivdJ?zlf_V?dypdv3rMV!z79;IywZTB8+?O(JJa=fm zk`tM)$Kc}(Jm~?&fXf(oI|F7`TMTs;qi%!9q~b?W+GQ8QStl9z7<5Yv%7}GEtYO57 z1X1c%uE>Wm@=fh-GhyDvu$mZa6Txz}&<8Ql?G#94)rGQ-1~8&G(y@4}>^e#>V!-jJ z9zc*d51*xN!Z%~n(a_0u9>TypJ0lrgqY_-c8o^mdG5X=b1&_BhWz}Hi)*a!|yB505 z`I)$%=Lj@z6k?ROU?Oh=xaq)eSNsBak6^r84%Ymj9_?wuX&}f1=`7h(_g0K{!=VCH zJ%Mqq^D1-pgglJ_HqCvHYYG;xXI35 zr|-g0>l@w9PaXg%OVzlYIjtm)Ok1&G5j zUkJg&v06tRmT#}rf^tN@Jmu$2IaDYZm_Lol9^-QkSVCje=4n?0`&kTo2bp`sMGHWF z9z(Jz(g0-sF~+=g0Jtwc9yt1F2|m5(gBe-+`Iy-1$JWo4u-mkLACu>-Gj6L_E_J=Shw>V3X{IX?@hBK z?t2(;6aQWg8IQ=s%MR#2G0=uNm>a^(&{j~dfQ$uYG5A&z!lr#@t{pbYvw1@WSK)~m z?nZt|Tp}ww-cH6yyOIT-l)BhsxOMGS7<{(|Jn7qR=x1Q`&Gf>%L_kWxQUzNCz z2d;hxiXPp3?RE@#J6xhl?m2@sFc44GF@ze&fa3;0HwU>B1K*+mI~ds>jJ91xb2qZP zFe*Qrk_=r@2@c*hJYm}KYSXlV7F6dA*Nh$5Gc`7{wo><^Xax4GS(31d4-y~FjbCcAaVVx*`1O1DL5dAT z;QPoGsk31lmTk<|4gg@QO-$0RM98^%1B?=GH0cNrV(`sSMJuozs1Am@*)07Wutf}p zy-m}D&rArKFnSwWP}RjX`&f0e{Ao4Nz?(2J+1`RyEHV5<)NjEkcyo>3tkL%81+I*n zYjIhXv77gIy(TQA_y_!Xu(b%*iLaw_&dxl%!=Zl79joF(`h#0`Ah=4J2OS z=P=A>21C9j>jd>a4ODuN+X?FZ80to_0Cquw6VfkXB%VOZg#!oV1+~iwq-haVRhQFh z%9xcF2mO2mH+AxC^1x%6f-@y>ulf%R{h_uS|gVwMMRq3|jGWHI+tD0z2&5KQi1B877 zqu!XHQVL-P2|(Hzu7vb^80oeI3G%6B!t(Jxjqz?u@FXVlu|A8j_-;_l0>3^-Fjjdt zNGYdU?7F1ytD&w^5k&q+n3(nVt9HQYNqvfF3SYzs8@)PQ#NveVXBcHug?^wds5$}t z1qQk?!!^aCN_k8C-s?t@J;W6l;<_l9 zw+FZq1B|j%m5x3`O~=SJ7-T(oZb+HSFvC=gAc|`-!gUba+5>FB09Q++>rB{&t4ha1 z_;_`NWZwx|zEY=UwY;k9Th#)lKv^vZ+}?nR-R`wXmmu=WB)g=-jU++FW{f&E>vtA? zUsw|4>QhlNU~j>&+bVTf4j6>i+cD_YO4y>g+C}-_iZQoUK&W^=>cIUN2Hi?hF$Q6N z0%MNR^bVGjU6lV_M%aNQaHk2DZBZ7bcFG7l5Vg}7c3Tn}6{U3sgKlTpFN2uDJs5Q- zsXPreO;{aTDoDCWuLMdk2%jJox(zvS$)#5rFXV{UKz4LGAP2>-JfmEW+(9pJ%u zU5K3-7e<3My3s%>t_}vbk5xT5k$%L71BEcWP)yT!pg_TJFpr5Hqt|;P2`F_-x@ME{ zU;)F9^NUCa18!j8UB+3Y4auTCv@m!HP6&;MN9_d~VT>E?1j<`VWOxK4-DE366>AA& z-DWK|4kk+KO&IUSiC}IH?h%6>Bo8ux^(&2vM!*2yf{|{slb6(9BDF^_-WFS_=@H+G z5w}~*PJ$FA_yk7XFhi0{>_zu9hS+2$I@VAkvu82TW?PvlP|stiTdjq~utX{KG2BhE z4cUw9C5*MjPFzZhiQIl1BW|^on+fwLG3NUFiO)1FIm0C zy$d6i+F{^?@g9tEW7G)4P7O|-IwAcWM!H0bCP>z(FqmGX8%#+Vbp*X3Ufgd4^?Fe5 z1p4C!eDvnIslR}!xxU)=7Re@5REDK_SRct+V&O0!z%bYP&2EEyp4q=4Lq5Fzhj9J1 z_0X%9{pOMU+8;614rdqgYkw5iz7D=C4QGlvcFq5K27na>AHx9jh!5oZ@hc1BJ?V%g z4CFKQI~Z~^%M$h>hV3koEf-j1)E{A$P2>|8>UstR5~7=DhLd5;13(Ng1#=Mr2)rPxtEb4zA*WVP?;0U@0hYe_ME2IS4i208(P)R=3 zo-d#;X)qx55x(g-2l+5$uOlDh%NRrUPvnl|JpV-RQC3!^uYmo|U8Zr4Q~;;{m$>n( z@#ZZlOfLtRrZ?^BlHdSN0o$wj9i$sqdo7-1b*2ZqU=P4%zi z>erF#^s}}$0N=m>8|gZ9veasW@-2)4clf5?#y$$*!~mOCZ`!e5)j)~;7nig%_b{uUIEv7D!oBYhJcH7gf68`h9H;SD;Sr< zefGu<)geLDO5E_ZbUT=QmqV2Ve7cqZigGv=*S{|A7vLYUA~;6UEl$S(ahgjn|3`wZN*YxK@osXf`dtFG&Vjsh@ko83vVKm9Qg;1=nt`dPo zAcb9uK{l#i3&>~YGK_Lf)$hPJdoB350#{x$7vQzHnEb?6uEZ6uCY~0$hU|Scd|!j> zu8ngB^ZC6N*G_NT_TYL5yjYE>-+(c0k15DZ^Wa2r-E7MOHebc)>=?j{1qQbygd_F}9p6e~VT1EIGY;y#SHks!hqolyuU=wX&( z!Q+060&5JA$ltU6&L%;fMWpO`%5w2;$?JMvVntX5hL%8zI)`q7 z4O$k}--fHps}G&FFDCkHS4T-1b*^+3S$#N2E9>`kNF|st{RAdpU0ih^oZc|aw|MoR z!qxeFXS^1$oHr>@Bh~0q1|f~&C%XOrG*A#pP#oBwLj5BH>fIQMEDp?ca0W^S%Fkew z(H2}`ji>PIWR9w$>l4x$xGG1xS5hy{0pT*b=gdXGAhaj5-XDT#_NKF${>J`2yF1v zC_H_gmLtx1E~wD0Oty~z*MrOH>qK;!flMu@cAO9N2&84L^;JvQmaPXY^93X#)q zx?ZUW80_Z{F(TYS&Jh_Ad59PEmsC^_4glQx&0*u;a}9IWygZ{G+bHW!*&um z(VaM&%cZSLTon15*!dY*lUf2>`CphYIHP3aK~9b*T_s< z6S(;fri5+<4c81EAERCYx=@NG1+kR3TY7C*UacE{DmklUWhz+O*Y@Cm2uxEoo zT!bM+Hb51*Y_Kx!Y_NL3#;Y+6mTV*tBN&43ozY&sXW!K1K|vYv-dS2iWnz77QrSj9 z;enB>Fco4?o$~4)+(IkP7&JXKE~V0v-&5n7K*_b363d<{fNa1ZqHXLOo0%BfFGy9> zQ&}06mHeK{>H#A+U>YoKBZ1hAAw=7lxqIIP+^3Wb*&5rRMN}r}f;}-Eqr0KifQQ>K z0hWdpBiw-zBo?MOZ`_!}0x42}1yT)I*ntVKWq~71Vg!+egJXLp@5^R^7I9~RRs$C9 z!~|Hf5F<=s1d)Xrd`wD={WOL|i@38us{soKFaee<#0ZBl0zaNdonSqjhjcCST_q3J z;gT*PAJ0Q2RfdvS)Yvn`c7U(@F;!w%O+Fpe>^vk8qzS8eA(fW=u$or{GRl~Ygq7?8 zAjO!)7@~k1UIlV}%JcN{woCzwB~_*ps*C~_YXfKVm?}}g?J$bqGWTo&^Fk^u`2yw@ zfs8sPBVi?5z$r$EF~l)8>NcZRC`I|2F*YuxGLt{X#x;SP4yMF%j1@o@1rWdXOuE8& z4V#QXAA~Q;l^`DzQnc!R@{6FWtE73Ese;Pt*0Fkh$|oOao8;KKJRuVru>U53a=xf| zfaE?YdjiBnvso!=DM=R1-h$hiP&PhHROTQ*f{`~D6vkUI)E4PR4I_zSgW@XW6Buy^ zPpYC=7IGD#6LCI`aks`>@unacB%JZP&i=93=!^(AU-zN2a3R=8~8bleFtN? zFy#9%jXh8@>`h&VdV3Guk zfxm*0*6S^ZX6eL9OTyrNEuce=EdLCR+LTmF9l_yawk!uqWK!LE%R~eYejRggpQFQ* zh%D)dN+ka=+}iFORXU*m4o071iM3@&E-bP$f1-2+!y z!*w(Q{&fI}?A}mKZR^$pJ~bLLV^KDmF`;7nAmYzs5%1JwU}xi$QUXK|_{SJ~a@Olq zYUL<+D7h7@5cHQY^p3cjBEvR_QJ^~MkYC2QlaN28AGPvvMQMD+08NLQB;lx#H2w-h zZ>K=YnCM3E*D&f%O`=*MivJd4PYKw|A@6_4X<`}V{!h4xZF={eFZsj-zllM2^AEH_ zZs>fcHjq-kjnOwtBeY2Ao;1rN9#aLEwFxwz>9RD{RoAsoQzm2HokJY>v+rX5?zi$e z8bV5%XX;s>@8S0DwQ@unY*TxQY5XT{?0zfn{n~SB zc*j43$;T~+Lxa4*BSlvw3}sT;9ZXh7>>g!?2HhEh@=p{g z{=^>p8jQWYp*b<^CWdP<>K2-9R+!EW7;&5;4l00+7jC4fZwN4~P3de6h}@0AZl@;{XCUcVe{V%L zb$c-&s2q|_7mM<{4FUcD^*ydJl5 zZ{m_b7v(vx0>=mN>V6TH%DA!D>l!P^*G%V`U9J#kaf^o4%_98x7=7n%xWDr5cGYk1 z6Qexs6)O6UP0SE1xrVX#^UcP(cyh-KQpzADvFF3)W~2*L25hE@n~}GmW$_d97F^2J z`7VXjP(8{PP{9nlkrK{I*sFkGfd(Q>^90%Wl5U34%7p-waN~*4k6`4T1lcCw&cj~9 z*n8=Aoo#fO*T9=_1AAx#c7c5!{97cQ}mXc@%PzPVkJmp?uHd($F#7 z&@O|#G}rQIJ9sLt7cuyB91rB!Qw|S6OCqbc;Z|N7w_+Q0I5hWTxVb|vp@&0LZ^und z>DPng5yGK~pT^EZ9rlVKlexmy8(Il?-+lFP1nw&``0k;#*A@R zSWOqFsipkER;;P^?nBdIeW@8X;DokhAk*SC8v31Zxr>X9Ku`ZI%-rkfG5Z{4h%hA! z+L8|caoiwWz|w)chGPDtu9Fue6{h2NF&%FtG{DUQ`73UPTm6)#)ree!U4{h|;kdRo z3Mky_AK+Hsz*_AJr|p-w&ClUB_s;|*!)jUW_Y1h0d!6k!hpxnS{{%PYMU*G0kCo@! zFgHm%W|)F9~(Y)cj9zvzZP^7BYJBe8+a7=9);v?8Osv7uXVL-eeeqenI3-;VL=X}ZFm)Y#Hi zLrW1o;8P$xF}5^@TcXP0EjdRe#)c+vL;S;ld}ha5^y;NbL)n>M%*{Cr*3X1>xYSkdb+=AMl069qs}u+)5F zLvO(Frj8Xh8q$R%IUS1@S3B0mII=gT`KI*K`XGP`rf_T3TPlNd0eaAR4h4WrS!pmP zePUz|W8T3r;k(O+O_Ni8leiW#FhefEHIzjl>lhNQ(yz}I!3r_f9dPMwn}`uOF9O-d zklSL&!kXz~(5*3OQPmvHz$~hphyNdK?*b!ha^3e)wngsyy-P0N2CJp-aBh4f(0iElvQF|D+dY`C{Un4fgK};4I4Hb zI1eXIoEQ;e*oYG+PMn7U0S+7}P@qJCa!ytKzpqZ6`o8-5>s~?N?oN0A{&lKOoqAVk z=6C20_Ze-4ZJwk5f`-0cKsg(ll+&Nk)YXF8xTOB1#(IfuT2?<_No`tMzo4nFG&cMf zHSFtj0Rp{K->7*0l*YX}$#_<@Nn!tzrhUiK7VyhItD&zK(58O*E1J4iP_2hH$%0?i z+*c;O`^{R4UyH!#{mpTs!ufR#d%3Ag|AuCLC3S`-Xd9_<{Y_1Ijn=to8Ji9xRP-KA z;~Y8R^5-<~>-=Eji03vkUW;OA$$F1Y-e1tT&&B7B!(RVqD<|H~x5K{4D|2`C4Tf^@ zFX?2yjvWu>nP`5!qD1qq*Gdr+*vCVQ@48pt>PmQMRtd{H@;AamV7 zn1I|v{&s|Y*_o8~U%iw?!Tt%bzoXfkyl7YM&nbGI?7yqgH?8qy;XZ}-6aHJ8E*Ay! zd=4fGqKks!%b|N*Z_P8LV>xn&zpvBBPYSAMKf{>{{&~LAXvUCvhW@u2`5MoW#ddoO zgGzY+z2<#2H?@3on?RGL|D(pdh5%OXM$%4y&)Wa2d31cTYSWiUQDLkP{a>TdTJsL& zDgCD!`br`OmcxEq!{jwCu+oco(Q91rz1)qni$7hgZMz#By{hJKIg?jp`d`XvZq?e| zH0XcD--O~NQr{BQX0Wz|ZpUsw-l;JSHEEu(k1y@$N!20yI9e5sm!^WTRdSnS0ignr9zJU%&~T(adkr^K56m{DHYzY4pwhutw6L z*gTciJTE`0p_}>8Nu0i)JH4OK=xLHWHuKcQYEKdTq(4#duF-ko|7hjJ$0Be1J+7x&13bp?2g)bqc>()s9%56)l(7 zq7_ZNMt5ejg|X3cJXv4WkgxC!qn$z5T+11bx#N_VG{tqE#rHP{)A4Xbv&J^pX``F$ zJjcEq7Qm|xa!|Jf-1n&nzOGaG?W!Vhzg&qZ=7sQ0&HU2A?pCq@id20^6Rw|RlWA*2 z&&tlhS<{@aWH!U+ploW&tGxkF>zLSd!#(v_=@x};H#P0W3EQ=LGQ6AiuLAT&8E7q| z?!z4R?P-vEp+`91*7~mJrSgTI@Qa~`euaKq+dJvIjIhbvkxw|S_EZY^2lcZ(hp?`PABwdDBML(9LJgK8U}|AOqF>eQ}PRn`2r z^mL>%z}L-l;hyHkO5UCmsaNv$yP^Fr+dun>sPuFDb+Y`Ybqd`KREewGUy|K?!px*TNS z`~1XB*{?(8y;7CnNQX#&8J%+LSG?SEGjPYY=6N-)PD;x(ij(}ms-=F?RdU=wR*exBt4<`Uz@ovhI}TTIq?FnfLg}l0v|Lpd~Nv%=-Nkx^$VF3!*7OtuWF)pVfu^pBnZp2b&F= zrSJdJ$gg{Lv}qCUwAYQ!WP4w;xku*y-x~Ld_dR~tuV-#4sgrmAkA|6>v%CG-g!bK1 z7r+~(*3HBJPeZ@P>*5ViANY*Fa&5}?MMhygEIOCqBf|H@#R?I7M}w3agBO;Nc-J9Q2X?x9_v#cE4%oUMFBi( z``#uX`|H9_+juV?BnY$0H97XTE0dv^ke5x4_nnaPB|7Pq-%?j~P>}eP!JqdmaT&Zu z8*gdZ_wt15_yuj5rj@#J&zm^)#Ko0(ES5LgU)0>Mm2bMEw3MU1q*33Zf*YF!#Ad0x zrjgh4hQKdEQw-%vyRJF16zTGG|MBc-De`y1Qv9+g#ht?&s&nW{fqzWJ_=--*s};LB z`B%~^mdFe5HBB=uQfwn<0`)D8s_UW7wAVGE+>>-_e5YL3DB7S}wR5wYx21U{ZdA?L z)|`(BFT9$0@%K3@dUZSe)hu+OKYBZ(d$eg!VCvVt{xaeZtLG(D-Aln8NQRer6DinPQrP~O+=|JKItbk z=}Yk_QwhV9k84LXA$XeSY$C*PQ<3S!yi!)Y?C<9*S|azA z3k?gtUS8G)P6@iB8Q-ifsaUf75*uiu%ujUI0D+8LS{3~%bHs_Jo!a? z?v(y3nn+j0yOe_1Ftz`xW`89f{;F*L)0*-kqE_K~72(UksY<=4LElbRskl-e#s2kj zW_i_0F#iqB{1%Vl<1ZW7tV>CLDT~N zI~sUhXI46H{kxj8H-9~eD(BAh=e0)A_}uG=F=4#%;V*@aPrVq;zod%t7j-(4F`9qs zwLgB0{>vIy5u+NMmh(#o$U=O5GKqJ>EAIsdWdT`vzA<(&Uib4;9=WIvek;-WVzpgO_j)c;&lP3q!t zqMY+zYL45{=K8t4$z`Y4&(5e{+w;ataxY`#yJ1OwefyHu7w%@YddI#f742{7L~c}! zrTky7L}l|r{(G9dS{57U!2Sb`eN`o-JV5$NWd1+YwAIoMng3gDydOjUk;WF?lxU}? zKKmbQ_P68Rl={qnqM0(3kM7AR6Ak6&OQCbVa^SBkqD841Qy2`D%|F$NTB~qP^Rr^- z5brJ%YPnG==3T1N4pD9L?`X2gjCioCjs0DX zZE^RU#!h(fj~2$fW<^R6sx2UVUd_(>~3mvl%9o}4a zp8cWEs#Uj_akTx>aI;LAOx<*aSX@-1KNNiFuB(nhYT=K0WPG&Fw+r{tQIy66vU^dZt~(d~Q< zn9emfcCe3Xo#Mrv&PCQaE$`gcwdE69V<)#|DOP-1E8NT#^akS^0njhz7c`w(9&c)> zaqfR!lW*o^OyxADe^JxvqVM_>MRm*fOIpVaLE^I?b*a}hb-i)|q%Qcn2Aky0-`x97 z@-P=l@$0KGJSH%_^Ip^c= zgG|l&_}>j(^z)()`rllkv9(A39C^B0eGk7M(!XRF!S-HPWy0T**I#(HyG=PS(avq| zsH>nK{@f%t_wzd?q}b|2HEEzp@(ED!b9+Uxmu>PaU(9s-lQ8FA-}N@SZt<#FE1Q

UW1g^Be5&OfGo?NDXV0UM= zZ@62dqxqSe^3z)BJ9e#-9}_CS#-lv%r~rOeL$^a{JKsXfR)l+TEAc<4@$%7Vk>SWJ z&o`rwMn``Xdgsfx@{49_RBlL9mi)X<^S7ws?&ODRVix1~E4iw_o&Og!a<$VRU3A*r z8P%Bb_*RYmMUCZmbLmyd9_=$6Pcq&?Z7*sy8}bqnN{i*b_ouYdj#XNg!Y^rs@UDS+ z`JSiw&uZct_3b*em4S{(HP7{5(cD$T^$*t6ORMiAzpAm{jNH^2_5HZl{aS?R-(@y` z8h>3A*Yg=jb+`2#N&O8C-jbfxyu5x>v)u)Ru?*meFfabd3kb`85XK&E=u5YSifmyy ziaGzDPUF`r=KmGK3g)i=?`s@wnJL?+kfQx1O*5Mb>b9e7W01hVqLC(n@v(U-fqzZY zUar+Ai=^ytXjVmhzPu~filPr^isYMLg#PlC-CGqa)B5-1G5?WH=j+a65XY2aj>di+bAk(%8G zX6tWh=o->kKJS|5{yok8CUNOhK>VS&H1Qv3B3%SpH3ynz{=)<_(JhIV`ajalVjG{E zQEkHg$C~?ce3B_`_dn6B*JvT|bk?QfDLEz=Yhg?VP?i7RG_PWqchCIHYs%8YJo}R{ zIK5hDR!HQA!vZnI_~B|FjonFdqw*J|J@x&K^q>C*d(-FOkZOOpIM8f}tX zqsgmG^6zTy>t)kr^;7$Mn)-G4LH))mcZA>9xEphXl^_FxM(YnWyrN!o=dTy`Ctt~21QO)=xFQ|3tP1*t9y;CD_TgXZvpSR&3(&%+GHq{Mc0{oB$9{{XQUzWGx z36)2+$`*C9Xn))EqPR~W7ANCie~k4+3EOl)D#!O}_S2fZ=4MhB%Jt_ochy*5H6ltU z_j!$dy+%V92j{-`agUnK-hGT`A!wDOdqI0pv&nlu^WM83>|N5uOq2KCeRwjWn-%V_ z@Wo>9z5B!#?GEI@>G7cVgAHmN-}|NazW68J``6w(dG|x7{WJQIHg&%6qaXNy`{Pr? zaqql0pgVI6uTAT2On-1n_u7~$#Q*g$-3iURSNNGk{_iKvN}APecRN(y_^%(im`+EN z*REYV9d_xC>??A!!OC!ae(k-z@BT~w@1OtipLy>K@BVQ2HR@HdHP z!_D@__O0#K_WmCI^@9iIckjLXhhJQI<-K>;%9t-+>wdX2>RqFZxw@b;U@I5X%l-@9 zl?e3RANulpQ_7ixH+MI8+Z+44tJ`~R`q%fq@b=4;5pTaj|MTv*Q$jRI8;-9aqgZc$ zohV9Wf9<a#Fn~XPaJ5diGi}qJV$J_fir=H3b*95{At7N z&pdh#@yT@eMH4dp%p>OzkRPKo+Z!V_{9DOn+h6*8bNQr2LE>qaFmdB(c!$oRD=*qg z>zJQY)bNT~Ga>k7E_kaGDesL%d!Oa_|dX~UA$!^P96VKNihw}#`P)=2vn{md^R zKw!X!53V+7m7bqoYV-fR#j^;;dFZ568*M(9X3RSX)Tc!r~@MzCd$sr(9 zAld2W6e~h0Ug2vxqzqzLczgJwqr|qC_Y@ zONws6ZrAi`b*8PSY_eT0PcQ<69y#s~?K#mZ$%@D~s1_Op#3$1Q5lzT^uY~LTQ1WsJ z$d4XemE}#+Wy8GjK|bFUv`%}PZ+=*$-g=A$flo1Zzt!FzjAqlD!{Hs_P03DM*gFhZ z(D=Cd`yp-K?Dqy4YT&`pbaRE`PRgC4ie+TzQ?;kP)O6j)v`IhfG@Eqk*+6oSy z$s&6Q?0CRqsMD=p);|>v@ZFRHOlNcjx2IOYg*@4IL{C{|?e*229ijGWO075Od2z*~ zfK5g2{;KJ(HKJP%_|(AzfAjn6n+Hc`80QVFlC4(MgmwXg5;eb2I^3jTBaIe4nQu0; z#gU*vy+^B2$onG6PI1hZ0tJ=4ymz+uHiZ?9%G*%D&dYoMV10i>(i@ex<0yWl3>xu+ z65zby8q}bk2Q|;bAo0|GbNJBgWcxj(pB0t5fPhTdP7^NOe26ud*U;r?{L6wbP>`US z*5={(1(Cvs}!rBpCF84kTMzaxN2JvP^a zR{4?~#mE5UV?gHuxY?Op9Cik$!^_?~W2s7HkdA~ z87D%MY9#d*U;aU{H()y$>0^ zfeb@0rgCgR(>+D2LkT7Th}0FLKTK)--OsqXX0jigY;1-nZ%8EB74s9;ACcAGdL~$*6&fw z>p3wV^f*r5%El+diO&9c%p{-@)dYtYe@iaijzU3@VSc zNrvNx9Y+fzUQdM~emkRU`XR`sfaX+Y?|!iR8u!G_`XM>iYHNLad*1{ap_m*Dsvfsb z%55Tn$c~1~=0ss9i(+D?VCe2WPoY48PfH>BA8+@j7jI-& z_vn3TSt#2nSFY3&Sm-`Tx}DL4VuY|N*)(k3LFb%_Ox`tz+k(?VZ)9`_i zqgIv|KqIA}Hbt#~2Cl_y8YVVki-EOALAt5Ey(lB1Ju$?|ScGVHx>Ux?p9Nd~W~#m~G8N?j9wp;!3sLd&aW zEjpJm-ep#CX@OUWB+H`842GdBjKp{tDTs9CP)oQ$5fGbKQ=72$a%#Y)m~IwABk*KQ zk1eQ1@VsL^f=@*vvq5r5s_riqS@3x2im2b)-)Fq>jowRgzBUPFk}xk*1Or|s_h65#~VYsMgBH2|7 zHmJpTP-CM!waxoNDOu!IO2mQ+)d^Ce7Z#S{x&=z`c`xgd_(1u5Gk6R6bC1e)a}3yA z0{COQMbE#@SpvbJGGIZ4IvRU3E`gZuCW~45u4F-krobaLFWEfA!c$Q9sB32bvP##u zck;?1vMM=I9Xe~22wP~lgeBlumL=N@m1Q9fLR2>>rbqHE*DlT|_`-ZBE{^(8>B=Z%|7=}Sw1zLZ00?@ar6Z(A+gCp|lo0}g{spn+Q3 zPAZEOCl|i$Zwk)?1YAzC8!HNMGRbOynPY&a+QRoPbTjUS3wW}&$eQj^z~*(^>15KD z?QU}2Hsl%tm>+7NnO&VCsmX0ma>FAKU_L;Tw!JC6CMKZC8WBLj0QEz?!4GD=U^yz8 zsps7Zow1|+o$v-wfPI8Yi-u*Bj1FhY0!xMm#TFtU<&Q#@c+JfpC+J$MlxiVYFHM8C}gkF{ig@C ze_oF4l1@Yy@1Uf82Ef#X&B3Oz6Uk4mi^S;`1c{G@603vL=)7$56hVcW&xA1b1KGCY z0nH2E(Z(gGx0IYuf(UhGSmahmmrb%RDgjUcr!9>h+?e1S>QC0)OifXgi76_?X-9z- z@Avp@fGaZk(~MV=<$PyyN@G0w8j0BCmrT< z`UpM;L4h*QuH>}oC|{o^K>h3P6@tm_$YJwcNk$5I(a5YynG|df&W1uX zIq6X$YGBZzv5M2#o)mTpt>oCDL`wjnM-j{E9cKNk6U4)0z%7vi3o5jb`JaEl!ygLXcjqnG+c5{3ZSn?OLq2T;A*SgIy&6myCE!0hUBWH#dg7jB+ZcV zvY?YRwIQf|={%+1mmWx51rmb((rF}=BuCMe_Sw(`DH=r=wwaG~e;|1ZE3GFx1~l{Q ziPG8Pj_iP>t6o)hk{2>CY9ZH&$QW`l3q2@AsSPYFjv98mK*sq!?rL|2)o1_vQm7bjj^ z@Ov=n&`qiIR{uHCJ_|C=9{LEuz*k8QV%Q$70u)5JeX#oOlbAmyr!_0JK!hZ=W<

x=4I z%c+$U2pp`*vyHs=n+dLSAXsl_ot@!MgFe*8(9nCwR1}R}vB*r(l$-$yRHm(bk znhQA?glKnik$L3}NUiRU@(a#F$%Jekit-5WJA1QGl%pWR10@rRRP0X9a6~;q#B8!4 zzbe7T3*UmI%jx5W0S!j*E)m@Cu$SEvUXW}UDpZ&S4QET|gm#%~TaqfnU@tVM*JDA2 zqL16eRTfE;t#|2;tw=QW@R1xPJXWKD3sQ56lSDOU1fy{xSnx_6geB8)=QxKB2Y*I||rbkC;tO3T=7W8fUW6 zNOr!uTEIg=g>#%$<}XQ&_e;|3F1Fmw%h6PxIZKX`B55bM1tH}$L(M7gw%2HNWYXuu zq}ixX3$>f$@o+3>sNYCUtgv9WSZAsPBLQY(FehNc93K{rRm(yp=s*x~c?bcyD>&UC z#Z0ma#g^dQ26NU@dRQ|X97x$<|Go?xK!OCf1I7{DQCwa8$>DOe_yrDPAI-%EbPkIb zk~)24s^9b^rxD|l8d@ccoLH(bpb(~6eVe^+42Jgx=2M!!6yBbkg^n64d61)N0xP#e z_w39@rZNk$bayZ2_&yC%G^n;x+({`99_i6QOi(i+%e`jfuZP(=ZAQ*yov0PpRpiJ~ z5XnmopXiKiR%((Lkt>VAP33$Zk57B*B!Vy|Qt2vd(9S=%|pW@97b1 z$sr+{KhJ@XGfk?M)BX7542s$<=F%JV+&r7S2@gL=H@C?H!X|fijPi|d+PKVZ_63vc zJEf)xBqU9AvDwI*WxDYn&Ax^&W za7UDCjjB>^EGsfFE)|Y>7MAh{K(q$oWhX6J26ol()@r*fGHzKo&Ry6tf6!~fn@L-l zm(=L|mfPk-VO`;y?RDBSGv?7SALJ6AvXE~ETnL--k+XF;lB3uf4RMu~jDw7cr-jV= zY)ofOq;<*taaA>sRuV^7phDENg;sQv{vo?GHF|3m##tVOyiDA@-;-u7mWc)j8J@kh z(MQc@)EF~VSmRe~Gb=+E7<&QK56v}t@9HjO4+T@qtPH7y5h^{urq1aa2DlVz^GlJ9 ztf)ZAT&lQY+0vjx{w#I$a(puWrNrbuBDzp4SKL@V+HCVO<#wDlDZg zwAS6-UO(J#ZLaU{Z3y}O)HGBbc^{5c(5yr(6??}=a+^;wMAl1y;Z|x#j9-ej<3gJ{ zOoiQ>J4dUg*f&<+Y>9kN?(VHJTVkR7nW(Z?HZld@TcqUk6bL+0Le~aI^1x=4OhmHZ zSSuSqhQ9B6W-vf|t!c{&U*s+dVUh9=xzP4&J%5Kq>FM0dkx*Ww)=MgMsdJa-IR_f@ zIH8zqJu7k=JZMpOOK9!x?;YI~YRREiLd_DPM-y;D@6F9s8AOwv$%LE%Ld`G1qwU@I zA#O`5bp5!Uf5WR^B7+x++fg`D;nyASi%X5$A-7U{$#FZ^4&pYgo3W4CUX;k{%K>_(^(}V`yJGYHcE(4!kFX^h!UL~276o#F!MX{7}qcc1VrdjSDLmQ z(&NgylbGz`Mr`s>P~Zq!{8<-KlL#8}pv7fmJ~R2+I$pSp1Pm%P%Hc!qW4b4mJfb5+ z(mm_Q?fHTR6`BaMf2X0rIxTum>reX5LqYCv z#5NX`PFJO4Lc|C`gO)36-Y!0+3wz`|e1ozsKv1CLyVe?>wDRXWk|+0LMa>Y9Icjn~ zQGnj2*Zu@Nc`6_R2M2tVgZsPP<}6g2l!K%}3${=|TZ%2T-Iq(O^jTur&S zPx;bFy@H&M#oC1x5Q?acoORNLo76^20UQ2HXMiQTiT@f1$Vl~WHa?f*-6pBF6tGd= z=C9m$p?iF;FYLRL1}&O#H02#O70DULNF8JbxXAfEezbGZ$YCHLbDxAG2X#j1YOKzz zFZoT{2oD7n)M@%?DRmkg@KMI@?@OxFk_Ii5g*s=^q!x%%7Cc_yvN#@b?_ZR2@(f4B zfgA?u2A#Hk&w^FvCUl1Zo&1O*8|@-I#nk{J{mB@Y-S1{}bNq1NovR6f(4u*9_mR1x zkRH6{Ll{CYxpr2eC!o-zekW_1kzA{HPMR_VCi|Ubf`SM&@-d^Px>U*fSSlm>RW$x# z{w6Ygw=?Zt1Wu70|CC87YGBn?Mq;A08e3&i;8QEYRz;5ACHJJ1+2UAGpgL42$a8ne zS&C|jTY0Rf)g{)T7M?OvUD%Ku(U-}1JXk|lvKS?L@?=0-w*JLjVK+7JUMd#>3GjOSv*&hD+uL!iVJ0D-+s5tYwmLR-`KvK1{D_-59r|koV}DXlPn5+SG&z0 zgL_mP*KWX|;o2_Rb~2oeyP13cOSpaGwkw1})7eEI)4MgYU(whuz@R~M@a%ikWg@TR zUbcIGi2f*yORk=k6;+fB_0N~9a~-G4cj(g5U?uJQO@mr2B|-(M`cl1AMUGbgKi(B}H`+Cz_r@^bAFeZme*o;#42B{go31QBX<^2XJeTupe9 zKg>H=AhY9iq~decsfhUIt!1Yr@W~&klOpMhx8I*66+TGwI9^$mgtp}Vh>Fk_L`;;< z3njXxj&i(UP86mI38aU{*)AXK;bQua;2o0WF^`H&@R?AgeHmJ@H9P6@s*Pw_lGpy! zQ_k5)K@k9d$eycX|`Pszg+c#-oi83QaCWej{+T%l8szR3GJqyGd`67c(msbhy@g zI`#^9VOnzJS+3-0(BeqOTKqqJ>QKle)ghgDLJ2PNd;HeL2^!-(vsHi>^e3pzZX$#vMQMDh{J_#1S| zQAtS^i(sLQ$a|Ri>GHd($p{jOypjejMUYTsf57q!uluZbX2E^d&Bia92}K^ih)?Z_FOi|m z#xF4{RJq6Pe{Kr#gzlXYy3KmraW0fa4wL&VJ%@896h#j6r_0Y_j|x?h!}R(4lEZ=v zWtz9(S$4A%dP~-p{U^^Zo*wk01@^qPEKTtY`W-UcG%tcz;n?Tc)d$DIl7BlVKn4ESsIHwA+i0`cjaU^ zG_ECh$}XN-j@*vt6sT<%A3sI>1qirSx?@rey~Vo+#uv@x$`QOgjirOBe1 zWPYp(ND!e0H4xEtH979CQj)cmoh?rZZS4>_n2b9mI?RDR96Q}>#*sWr4xrB5Z@qR? z(x5|K+FXZxVs$VW(rb&n(N36@941x>23RPwD&C8k4400569DWnBV2%O_Md~>FR@%2|h2tcr zgsN?HMCfqFFn8J(K3p!!3&+=n|1nXvMV_dsj!Un1Q+)CwUMIb`%xPM zER=oUp|7CoEX#L1BozG`LLcYe>`N|ELwqJQDXQMs-ZAgVMxtu6C6eRzfCLR{?($DI z2P&o|yS*hM4h0o@@FrKG*mHEzo7gD?{a9`?c9$qduu!K+nycecEWg~6b+JSeEa=dd zz8l#fQdG$k6X%&XOc*&kXiD3Z}n$&Vd zHG>tss6JPygUmjj+Ow#?L zc<{5teB4EcR)mHfrAIO{-7Bin6Ij?s*Hx8jN8(ZP!kb>*6a+DeItd~j5$ltS=at$H z2)m0~X=UxlLF8{*D+44nX_OYRaVNVQJmQvIrmA76r9%1B<;sylPHsD`s~?mxZG4T` zzc*a#ha0Mr;mJrRM(Bis3t6N8^nC*Ud8U>WeTmS+a6$Ttb9}rep(6x;TRpAVe!X zxclYKsCO+P>X1;4SxUW#?F}KisHK(&O>Skv+`UO}5(vq3)S+tbSDGN}46sUZm+pR9 zs-gix(L{zINppK_q9}cjjpeDjL}JlA6&FgFh!9w4C$3akrh91BW$9s&zqCo6E|_rV z^hGfyFB0j|?>xsTC}7iEm0_#=OJ4jCL5n=2){pPuZm*g-1(EFJ=7~Q2ut>I#`Q;z_ zzz=NPb21O={7_5=Qhh-vBi6yqBV z=+rIs=yX5!KKVcGyOG;7lHJmNnUGI}Cbv9=MJ73ZuBBU^GBJaK3Jv!I6+bP$U~=PvL>d z{XtP7frAHVl8k(ft+6Pm_|_Z`di++Q2(V490Sh{4=egkAXOXG*Chfc?LX)OS@{$rE-!HD@ zR7pv32_O_{DJ!bTe-zo8oVKl@YM@Z|%Mr2AH?wIuf(0Fl7rS&vH+f?uv?fI^?N5s? zr({8dDl$HBHwuf)OODt}Wk7=vc}O4>+3ud)!;+EPs%{ zry(1}&3Q!b1sn~P=OyP9N~J?8ggvXhgOCyF=2mMi#A%o;thQxyG>jB_@~)(6%L6hJ zK;uce>9x(*QU}+|CTC|a%?+_$6)!lT)5c?_Q};xKkL2uN49yU5X||fV{4A^hC&$1s zu%UoV{Y@rQXJeIfq(k?R3WanZEs`sO1|^sCyGzP>#{u2td^nxoDChn8eD0M{{v3Ah zMO-G`vLqQO1Q0k<4#uLy-U6Y}%~a>{|gcRos2=!U(UM$y4>KzDVGx>if9Yk~$PnsMdQpwDKbjqGH0esegyBYV`z z@p8!t)VRf7o1L8nd!N%iCW9!I z^swc+HW?ydE<@L0%XMwzwsc*Gg|77?lmRbdudTK=g=%vCBT=w96q>SZ&Bw=ETbqYM zbc;Qpjfbq2;z4O^{CaX=lS5oa(k_>eoSD8(Pk-C$dM-R8j2@(`|K<^a9 zo(F$!sYWf88y}-YDDvcwRm}G$`eNykT(HYBgh9u6DW}W4jU3(JSR>X&4P!safzT`L z;*VRKJ6pmxo7$Dbpkvx1V^`RzsnHfi&GGv+rq5yMt*n10EU3|vM)3xO)N_Bp9z)2^ z+PuM6NTmA%=C@v3AX!l1vNxabF*&%Itgz{_k4i}(^f)@@dbA~yf&_26h~tG7GND>{2K98p>}={84h4;9SGDg{MHok+~x7(kDDGr_QD{ zjk`V%HWks(`!o`Nn?^%Tg|f&^b=AfKxoKEX;r^$M7?cwJBw|~-{~7m1NrWQz({e>~ zB1BZ}bU&?B%)+3<{WPmHe?KiQ;rG*u_L%+}$+M>IaY2I}MPG_W`SkXdZN)^MHSJ3Y zAoQqw>d9o-p9RNelI0T~E(>AMq4L2;r}D%~vL9V0L7WJEup~NhK&R42+9%jo z;t!&drC(-2PJOVEs@mTnOyYF?AOA{1$_Z#`m&(shiZ&>E< z(Rh|cVr{ZFT%Exl70N2&em__cT`&qV4q8QCdYXT(lt?2(o8-k|& z-yEiO_Of%jU-YirLeNwvhe3zVM!7r;!hG^{QAxge@x92agW-g3{$G*}ISe)wHBvVq zO>3lVIf^#1i0;0VHSN(CG}uzqn@A(kwB7`*Ls2ey2=|R?>RUNX+j2BqqennQsBCJB zLqVg6{9d!*Thlc1dpKwnW74pBX*wni+LirQd-aSC%F`=m^6*izGES~0#j=aQAn`N= z^8ZdtmUR1yD3N5jmx?$Tq^Msfqz*dcELd$xR+w@vM}rtu7!q5{&gdy-m2b&%31vKv z6fmP=nnDU5*O*(t<3NByFj=tG;@j^;fh12ghpBfAfNeRP4rla6U3)rgPxLvKWM8*C zwTy`1w3%Q6Yaf`Tn;Tf$t{wtz$lG%afdg{I57>6lI~1!gtQIl!PnZ9C=M-8@JA z(4Gt;C3#oSe3g^8>9IO`;A4GzTVz|Z2Qf6i^un)Cf&!P1`}<`5qBD-{eM%0;Na)0D znbKN56OuIC%_Vsygx|Uw_eSAf(PRhtOgtx3hJ>nbC~X8hUACbf6OuH(&QoPJF-J6$ z&R>z9eLt zj+o;?ji$|fH80forIwuC9+t*wBkExx%>4svW_So8xsq$PZJP&3R9^aL5oo=*P*|M? zr~Z>FWKt}ikb+^sjv^AfPg=UmnVhAs)^bEB3cJ+JHw)NhSWxlGrzdB_lLLSFg$P8!g>Od-Zk4a!M?WTdM!%<^DY(N0iV9S^ivvX)kgfe1O8 zsfA_PAfr(bZT?U}DA^Gm#)A;O@8Bb=G}X4F#Wlt5BV{M;p;)$^K$hA`Us$%CKti+V z;BZ0G>`o_sHYVA@Dd`1hDwK(H2mJWIvA6TpC#QK zQVTjcA_te&Vv>$%F+&yEYA#Stq*An;g$mt-pekBZ6|hh?g*UiQmgo(V2*sjDK%dJ= z!KOn$0|K9Ra=3WRf8HDNLlph&l4fZ$IVW7FuN&(aMzGK>Y*PmelCwq?om~TiM&TFy z=dg#6Y)BI_%!5+VkZ#lS)_klWxK*?1u+qcDv}m!V+wV-|xVgDjj)PXwncJT5QivEt zCI@#VEww{wjmVW7O*MiGH;VGHAKau#USUhqJo9kco@Jcabrm!?v0IEp!X9=q+EsY9 z-@h(OKGL~P=2o?cUvoT5hO$VSj;Sb)<@K_do;%=qeNp61r{^pQrCr1r8qhC(cG?v; zSWqdVqC;3=tCC1udXd> z>igo-q9OuOh6$f<8iAODJStLubTyJys%h#C2>fEiz<)L~i^7KFh@qt37BnbPt))eG zy3f1aqNi{AnfZ_T@4TUPZ*PMWDfk%L@J_3tZt`X?3*(+xd`%x>ek_G&|V!}DK|{^ z8@0BNf&%q|ygvs|b0xEKQ0To}N}qw)K^2Qj2asVl7ob z$=Dj#FdUQ)MQ*TzqDl7c%IRLY&`fN>*V&Zp1y_m4TylQK)@hxFepbMcU$oTA_RvA~ zjCX<4PRyO*P;Nv?&VEmDt#mrXr1D*(u zT)dNvnLUnyvgU!l{;IAER8upJ}1mOA51$rVJy7Bx~=){Z<&_(_jge zOrbLz&~<@gppYz?Dj|!563w>xN>e&rC1)s;>!sCN76>(wf5TZY%d=4a85(pbHsn^( zz6LW!^<6s|8!C(f4_bZ>(r5aWrbTiv2SUx(BXX$Pp;VetgbyVp3kyD>yTqJVJ zlZ<}L6ItU~q~!_Ld3-y5*J#X(E~`d^2dn%VO`k2d zM(04N`6Z?1br&fqF}Le`xPF~;5f8UCSVK1$lZAZmobb4pQZrza%-fv}0-$t=hX17J zbkiq-Lab$kVD-jw1F&HLY+Q&^TzX4oa&=N=h-5*C*7Z!*&^@23bD2IRr*a1v;7zB0 z+TQ3*x}C8s(&Vk($^uXTcWF0wMsB~gDI8}0wC5P$ohycemHA!KAEP+vK`>i1Ka>eb zDNPM>A*$N{wYh7JsPi=M)1rs!=y3?5-|pPWW}_`xhRK!1?0z>JP3g3ocbqc9gdyD1 z<9Af4{=Yq&OsVms|Bxe|^x%L2-WV>zgB*LO`B+DWCL^N*w>bvSUA~AZ>EImG z@L;fm3n~x_CX~`GX|-@`FM<@rW!{i!vbB%F0(Ptge(sy0@=v3yvZ?OLN!<|*S7NBH?{V> zpshI*w$em@U@N|IUHEEp#=~^qfsUS_`im>R~{4MdIi|k1grKrF^fiRwyi` z&?%*k0~3l2QnziSyMv)m5#CS$cOGRnZW4e#P_CC$zf~X(KzO?jT4TD|O zFY!O5HJ2>7BsbZcE|+pNXpzVHS`>kVP03JPF2pFP&?q-hQRmB&F|1NaoS_SB3OjWR z*yMNUsIl~I+RN_CtV?=%xj}}7yrVvxufwr(ay95~-k;-+L^3%7k4j3O)|)I@Px7FbdwzR5nY0_6%ZS=m zu%J_TB!6bTQj}Yx_QWLG!Qx7`V3(xiU{J~lVdZJ`P(X4rIN84_mGXd4lva^%F3Bn;L4(_2>Q}ur9AxyU=?{;Y zMvF+FDT0I|UD*>+q-RjnixbHkuxkl}41LdwkBJ*v+gZktw@morxO~%rh66727J% z&<>!GS+r7XGbf)__2(3uWloNQNM6XT zr4=$rkjOJhtNsP4dY@K?SvbyVbt2F1kNWYQ3d^&0&{wXnVq!kkh{je!AV$ z4poq#fpVrL>)u%}xF@AaIp-iKAcyDye#@KwGpUhB78nl63+?qO*uYXR!%rH^yyup zNOsYeB1;|z%gcvgA*3`F?P?UrT3hz&hilCui#3=tuehl$D z^NYl&GCoog&xs|+D3yrf1;fH8gD)*PM#bsKh0;_kxn=~ZD2-9U_m*2TqHyFy+#jd{ zEi*>>DR5}$$4i2~^gfnEK}RZz7!@S-{VNGdglsK}oS-{X2a`T6MwND@7HK!*bmT;7 zDk33biK%dOq~bGq>m8()z847;tpz$Wr2=)*5^>VyrX`3NMLVLCtzC7IcBG7tTq*Sv zSHJ!CY>9s2=txDWpA=QxPskF>rVv0{O3Q}6`o5M;&PPgUpNQ-Gw!gae=Fw(*WA$iN z^t+P_R5N;bg~oElgjfU^k-NTZIS&|-duiEn9uRUgg#p`FTRJC`J8nvI5;O>TrA8ke z?`^N|Z)`59)I1>MXdyGVYhvD}u@@o;#pDLya_a;WqO>!i5aq{eE<2-$Z1PxYg{-7T zg>4&ux@2KVg)q&778dW&YYKy}Ms$-~*eeVcP{`6|j6!yIZM_u{O|Ixxhtrx8D1q>KYB zq-m`L*{zSNCO3ta8Yz#fdf90{(5t=81G@)=O`hM%qv`(GrMcfqCPck{ZR~F5=KWgG zAXJQt+U_G>xh?B)CMV;|i_qRM9m0_euT64Sug-qcj><%yH}BO6WVz(9+v&^w2@6YF zBqWPza(e8I=ZAL8=dqkl?%GZGv?L<|Uc+n?z~fMn$;}&P4+uHhq%7;M9rn`9{Mk%C zEbvC-j$I*3lY|xwdF9*Tuvb{VsBbGclA$7)87B(uMI)FcLQuJx`8dxWzd|qSW|E8q z#4LVMUOKP@i-`!qn8iFQj(FMgPy8`#x2nqC@j` z)@oZ~mEh7E_FT|w*j2f5dn62O-qPfHujKuRnB1}&wp^}g*u0j-eJbL=??cU7mKZrw zo?9)NiJ`msX#zy#Z*vFoi4gRr(m4R~7)Z)BpGq%y5c4KM=miEj;AlPxVo*_uU{~rQ z5`=<;HzUTkwyBxv<}+eB4pLr6!(K2XJfV3Hgl68XA74a*IWX;6!dtMU>}aP6Q$Zy-p(+H`bDb zV)MB%frO+t7~liCJk{J*XK|ZPyGkZRJ)h+->}>AcIJzmUZ0f0}nM3@Re=#`fNZFsHeMK|#VBa__EwzrB8Q^{{~>_ z&TBs84xo^wD;F^P93C)Do;xh~o?Iks?iQ8>5wCGHAM|^J;P`p-#?b>p&htV#DmX>%_ucoDIqPOneb zvUV>-c{LX+cn~Xg*|*KHfHS%Wmd3ul%TE7js3%#I+x<&}QyCoz@v=BSpRg>eapoo; zh-u!}wm%PToQ zRBDuiL54bRx5u5)h+dJTPed^#HBPfhcibC^S0sHHG^lUDSDGJW^qR)te4VZ%6gtVC zue^aSL_vk#XlbubH}3~6boz}J|3YIB0Hy3{ug!Y>(_89F%H(Yno$+}Q1$+wN4-kBP zXLI#XWJmH64GK(M-hf7V>G3THX!0JjgOMIojttq7y)pf6Y(Rq!jnw2Pcv04$Pfw0E zQgVPomHL2ERbM%ioH0phS|k){l13^<0!?y2nvx7=-PoZwHrEd~w}gKr$5V0ta3mN+ zjhxsQB_xu!l_SPw35X6~B`19lMhw28HH_STl@c*HgQ;WSN-X1ISTqi)N+!=8(21iDVR$SdRiY zwTbPm)9r~V2>YzMP)HU;pb(%SLwDh|X%VH<@4X|p54@7fn4tN{At0OFapd4S|Kv4q zC2V<_KR@4K8WFxrUgS+O)(3n6Li%ZHgcW$hI)!^#3z9Wi3*;Q|IaC<_=xW?MzmNmq z1{UyMZ3}_|w^pREc|YqOQ1t5E7nzg{c-jV!1Pyv^jWyJR2gx`8G+jJ*;Bx<<-45>?&ln&o36t$>DKv@th$kuTMF15+&E9h!}D?Ha%VoOr6EGTe$M7Lq6fIDw{ z1O~WVIHhN3X&jq%>_(GtwmP}Nq9AVpJiUNUGzxV^i&BkW2} z%~jb2Amn5wZfxJ!mh*rMS!QvN;_-P=UOU@+n`^Wj_J*)6IVDhKTY-e6v~Fkr_NJW2 zS;#tzgOn^c^2JSxv%=B+}=A{UE7fXeWA=OkdTy_**aKVmvRebrp3jj zj<$~i%NCNdxVY5u!ND?J#Nr_3yT}n;#v5Hmlu7y%&HAsTxzNH>}bEdo*nI@ zTKH3$3)Hg$7`JSxo_Mrh?ukeHOZ7zHU=`15-`Z{ku|7GtIPXqoqtS5ey}sx$0Q2DD zR;Oe(J~`Buv+;rh0q&B0-_4Wyg`OOl#%ElC68Ol#t|>kk**)GqxLUiKX6BvEaFQ%J zFgoF1qW2w=V8LVb!S*E=5>LhTL<^Ku=$RjS5RnHo+2CUL_1x;-aa~9 zU6;LtWDQr28UaG=8S&Zio|a3tqt$XiLh#W-aPH+i^Gq1s`ZXMQh2*k|VbFL&Xxs`e zZ%HnGy6COK^vB{L-ekA`x+wi%cy0K3c>jfZktrCDYeOo0BuEO@!08QNfgcKJM+$;sDd z*})WmA9c?xUJg%Z!DR)>xh(q|c!vam|8PbV-t7oInJJR)W59m=Y&Pg}U2eCt!E`LQ zmQ<`%UJUO|hu3-o+7mXrq+g175Hcb5MDYPF#LdQX7OP@?tfrcSLhga{Zo7R-@4t!W zp<=s2rA!V3{z3lBL|wgKv1p#;TN(sDVw=Kt`-~2ZwA=k*hyGXDQ*n~9Qm+&a`R8Nb z(DqhrjhkCv+W$v*ccUn~it1FUWk9g&*^!xzT7fgJXveQO*;lC(CqwwT@Z(4&sCYJE zE@fF2X74`GeeE*4JfUU3pLy>K@6vV*^RVu2MynsEla?|A8G;4RVa&pEm zc%GQQ2;Jmni^h7VcRuz%2aJrI`u0$gVw8wUrwv5p%Ed1D|N}+@qYc1^zyv$L8cUg$wz+#X*av+WkD7j%n3-9Mt6G z+G$lT=0qs^{@CUR@K!iQqS%`IqX&eZZ=wBIzwX}LLZ1jliXnE^Vx>JiX{!!M(os~K z9Ma-Kv4*2HgyOh{+F3AA-88avVQ@^I1hk0_co+=H#OfKg_JZ?RSPiY5; zj5SNKJ|`mqFGQ{H4a~v4b|e>)&$HCYg@9i#G2?7RuW<@5Txwz*ABmwW9U|qYoHDuN zpjLjct3x>Mkde;pQXJB8tHmQ(zZCHx%c(^=qCn%q&Xk4{>M`781EI1zMufH0Bt<@! z^)5LtUq^A0moB+gAUSDA25j@YRT&kwQYTG*MGX{^t$o5$1B9F^Oa4^m?4o69i4as7 zOCR^Ts&}|(#uiivD@(iT0qjLBwL}Q2lB64St%JD{E5!n}&GeF3x+Sr@4&*co}qP5Wy zA*dXO2P&%bv#8_bP{^uMq;JR?vT(LC5OOgq$7)_@307KYsqAIvzV4AMDw{(gt0ItH z-;iMJ*Ges)4>7%ZRsV1I;{$DW6p{gHO4T9Sh7PXCe z<+g>Zt_$17K**^uH=_H4WLRA^%vmA?RoT%D!gAw{0YZ+ZVq~Xd-0NQOuB^^jPKVAv z8&b}NxT^ltA}_rI0wzRNgmqt#)p5~KmqQ_|Dhcg65)o(7O2RydsgVe+sdoFcY#sC` z7afUsSV*hv%~xgoZN`gcZw@V$E`%GWY{}#^)J@>nd>1F?g?urC~&u8u2_xOZ)Fd3da z@mMC|SWuxgCa6#_&&D)*6{aLtv&wXGT1+X{U2U!e8kD?}p$TtcPUDhc5cqud-Ic3wST;{`?*ARB|SKb2MGd?Sb@RJY*O^wyJQuN@*N2H$1Hy07L$bm zNw10u^0iq_ST--fFMzz1d#h-#gmAalC)r60&obeS`<|=%hP; zYL$davhYI>^EjYWoh<&^KHL`q$=oX!U=%bc!WfOR+?qSWC>oSpUTy6k?yepQQyS%! z*j()gNlBl2ca|VmT06)OsJ=cc0o{U3>Frv#svoPs*uVA|k+u-1TM4dBBL= zOUst?fDyUd=AnTlW~K*(98EjsgYXi^OwMJ*d?f~j<_D>#zq%#^#f#|+2dCp9j{Z3S zfVAe;UfaB}z1Lpdq00x_M>qM}ekqXbK=PuK$B*%#$CC$ZJNxTzM3s^uDO3_9XziVOEqRtY**BuO0g+QV1!x{=ZSHMUWLC2G5}2TA(Bga7=z{6ZJ^5r*vU3p{;TXWO z3(>0?qC+~j3o!sdo^{yW++Eu|)UVnko8mCBJ_rIP#oK!erkDT#a?a8*&mT{6BO|-#)%hPPfd*yLBIRprTSjd77Uzt{1 zgVnydedA`kb$ocZe`7UxnPL9dn=8POr-d{BTim|I)sqWns*_dDg*Yvo`Cp0)Cu>oq zaKVHqEh^=r-`%HHJ^zYq(vyoy<+>pj(p-U$_o(+kjb?Z|S2FH}Rlx^AfTQ;D-f=4k zM02-?jsYxB(oX5H=-%e$MoW(^lG9E>RR~Z{W%lkPqpR2Q%O1_l-Q%m{-t>ab%k{eY z9_)%EH2vPmxHG=GmebrlIUx=PKDJ70ietWeLCaM1R!U_gtx%y|X}y!#G+T~}q(SA; zHQK+udB2;D*dEcgR*W{wOp!2XJigW+cJI(>;_ZEHN`rC5L(Zz4+jJ4xR86Tp3u!w*{K$+*nV9q7^gz@@j_M0HSmQH2OZD4!|ZG}S-N$C z3e{(deIrogR_e z+rYa+9CV)K5B7%BEqab7Qf(W=2@QnSQ(JVroZq}TpvO5QWz)dJB1EV?x;5i@(wHkZ zX!j&6*SL`lvT=u=Pg0M4G|-SRXnZKvrdAAS%6tqMa38jp_vtFqppElU;6G~rxTO4- zFlaonJvhY;SK5#UbzSkG^bmh?Uu#rMzm*n5K?0rZp#3`I*(lm}HnJn&LFviu$?8Ur z;yn56l{TkAeb+!}J@7^rk!TR(a}LN)(qB%7bfb8lZ=zq@zzPk7*26o);hot?=T(Dx z;-hl@Zgv?hiw1lj1^(0ac8c;CUvWO9%!Ok}=smbc_m$|}YS1bcAh4ezE2`YLK?@Qg zLhWh#jN(o|we7rvW2f zKED%LF=tigYvo{QKYoynFMAVy$VFS&psy6-p!1X)PWiRiH?D#AMTk&)%spKaGpfNH zL_qUY=ngc##6xFYBNah|%HuTN7|zDsXm6}R357W5JaWj7D#pT3gK@QBLE$m?*I2iv zNq*V%f(DhRTGQdkT-mox?YJ3|i3YBLr$vZRdz3$m3pI!j5(bTjTUT^7N~8nTpq2Ac z;6G~rh>Y~BWfL1rVgZ8&*)XB~$-1I6vY|kM|B&N{?*=yLV|paeA2{lq=%hF3jpZDW zA335bH=IRAbPZ~qU_s%*BiaV56W^duQGmdH@_2B@o<&~xU) z(}+P0>UD$|s@bk%GL*HRU`N6PvaaVRt&a~~rX z_<^NCybowldH9%?8)6a-B8!g#{~`1CvCggrk;Nl{{-IdP8}wU&0r!#Hbh+~IUStBS zfkz1z6rOx58xJ>ncYE=^V}rV{fzW!iJ-y%~6)TyV%B@ih_^~-=g#WN42s~$w7xacJ z>mBOO_4~0AOT|U5s2`5<<#4U6gbwwO;q&c*z5RYlZ|`*?Q;Nssd#~yyAtr%zJYS@P zZYk{1n`52W`dVulsR#vB8g_b@y(tfv#}|0!YJC$cOLEvRSryIhx92K{X{GfX-|hroGt1cgV)Bfpb%kX${5}FS@{zv> zLRD$1XoQxVra%a3`cx$OqU!k7^38O$jNr<0Nys2QUy1-mc6olqW~-YEI-vcGq6p8H znz(XJr1XzPQtG-cHlatRAEVNFy3}-*DI%3z56*h$bfE)vomVzyqkfOpuCsl!%SBhc z8odqyMA;@JkebhmALprQ*PZan5Aqi>HH@s`2!d=0fIiBfoeyRa zaK$;RJgfX97Zkuvh797#o;O204Dip<+bgusbh@%J>>klSw`izM+p9!RwZ?ilC^qlo zNJxGRUp}Ur0!P%9q8Y7xqnsb)D$XM0ndhX0Zj1}@k7k!-p)IM&${Mc_&<=9#<253@ zAejV+zeqOpKOw$j+d2+~k!tq6baWChodktPDxMcV+@-z5o%2WvYD9Sf(kT#VsDD!Y z$bF?G6Kcd7K`Tvy$45GTMEr7h)}Qu9o$+*iIN+yVqT3E?j3@;(lAJObr0U7DDGhpD z{A-VB4}_?UHI_Xcz-Vh2be@tQjfYctr(BI?ka8hIi!0HEe)X?1LOm~4vNR~kyrV_k z(bDqHz@YOKU7kA}O;>K1f9U8@Bkvr+6jFo+rAORny3MN5>_;?Y%k><6V?-D2u^|Wa zPb}5=QMg9*2L;B&kTB?Zj%q92evfCm);eY)e>T|(-<_;@T?IbjgN(BO2T6wb$NjI+ z4AWpZ<>_A=Cxxrj=wSOSrLW*f!YBNn72i7KYm$Qd|7xu2_^^sJfR03nLb!Q!bP#WV z7cB%yhWHD9qG==Ect}Bxg04GjVpeuUS=5+S@sTPY$~2ImkNUqZW`22{OQfSlbLf+F zI>ZuMeg^wF|3}*cv-)&=DDN_=IHg#tI(S%E{b660>)+9ExHBBcC$VdE!F-G|+2=y| zBmOUF>1K>})YzkHfXKm?Cuh%iK( z-bTa0gimX*$I0cqMZ=JSBMG1J(@xtLiv6&B(1SJt%OSuKe|_@WwQJOOpRBl7b%*2g zYcF1_<$rMnB<5o>F?R;Tdjpy_pANghoOz92xsOt1ay*c1BtV2D_a(C(g|IiL7?`3ay#w$DYfTQka)Xt8a-X(y>`)k&Ht-RWnMsnZ&x5BFQ6A~>Kw)_>=+v$FHn?y3$hb@=>iOP3t* zALXf@lVNPhzJ}xD$3_AFVG|00kLG{AZ|`MZr(4S-i()l;Zy-rEjfM2n_`#OBcv@#* zjmQOr(DZo_%k88UiCOnz*Ji8MY-(o&3+ZQ(Na`M$-A-Dy#(q~ogr$-Q!51#g1dUz7 zr)Ga;bvC`Au_`Y^N2i3|N_UMyq)kQ*9VF_LA;Df`Kt1->Mc6*pSP~Cu(ewloNXo~< zAG`exx?F0ky@sr4LWDqRGQ{o-zY$ngGK2t<@$4X*j=L)qt;bz&hSArrQ4uY~7$4_B z?!iGXwgOaR`GS9F1#$wQ&khE5#&K`&=wO4^fpk&UsA7Ovkth*@PvW~QsKshDUjQgE zOM}oy@jVve<6oTt)nu($BW{7D6ay@zpT`f3v>VH4A0Hl=#6~fQq`z(CObFEsn zMlTZ-rRpIeDYE&9CS8YoE0304B%1>)q#qc@>cjPPNT%Nz)AHYg`23I-LwMKaX?AyI zztvjhf7iCu=vw+9r&UIV_*1n0!26y|D2eQWs8KZ>!3aiZg;KA3hkAAg<{#R=I!cyc zl{5`X&y2j!qMHe7L`cU_S~(AD&$(|N56r*hpZgKHMl_4)g+wSmH5&TsHD=|*SF4kg zmSC;ZG$=hkx}q1rFGn;%vvP2?ZvRaeU5%MD4`fA4!O(u#?iSY@&TFi2dmGJt3eXSP zKdPW&3Oj}J#m!N7aID!^YS7;>RkqO=Em^E!->~F1}&jI~$ zM?dfMGPTjJ#=%$jb6+4wLE}+;Nh^G#M)cJtTv!nJk2yX!EOY{1REQc=he#d29T$+G z@a*IVeR`Ys#TAZ!Cw!Hs%Bwmt$3bjnMTro66oOi)jzuvcOM<|25a1p2=X9ZKWCU1a z;0cN_DL_KBpUPe!Zpdr*(SZfm+Uiz#|Y);iSfJN@O3|A}jdQ4o#Pk(4tVp z-|M(Skbc2}4aOBn{&r_zwnQxM3JM0PXPr$fb(>;VBn;OWzlZr2&>;4l6XVMS4l_FA zInb8XSSAhCLLB5iO8fVxbkk^$c5LvbD*LZmvQ7sp|GBGP#eauns6S%w-fuXJHP0bI zi=Rev9MC^OZ~2bgG0Syw#;p8KR6h%KcXuj=iWx;fkNv8Fti_@%m$rVWDcRmWRU%-6DlY`KS{lz0d35@TG`|O-RsEx zXf>)w4lo+|f8{tRePr4h^92L6zlHW7(q@9DEdV%9uLKI&XYlpS`}8byH?kU0~148lR_82&IU)>@3wa$1?LR<;OQwpIM911TRGx? z(Ykfa1;WbWzdRt+o}AIMU?!7WcX}hv4>6*w5!7;k(aQfT$3f{cvvHp{&t=^GqsT@> zvB4DE1hkbk_6i7~RZmJFHP4A3o8925TUuj>v7qQA6kO;&D}F(HskP-b)*=N&%jQ_9 zJ}`?li8YoR=yw*6--Gzjz0Td(=BpaVVa+cM)nkDB+`X)GXPli;lo9uO`h$@gLv>KB zOdJWxC+=k@Cu6$xi&i&vY19bU-tV1Wz=P6r_fN-M1<3hJk8#zQT5%MkRYHW~Bkpr; zSB()}M8|SKf9C#Wf8}&|xw5gp8=oPq5v#zk=EQ)I`v|_eF}$QMJjKx#g-J@12w64S zAaJB)2!-s&@b#P240Oibiz|0#B~-2vFMtxtF)qaOEH<~n$LwvI#R3Sq=aIne0lho2 z>b>tH^0>yd6+psLO@(k?w(dB{YS%p@BXpaVt%5=}FI)GG^@|Sod`)vNl$(}qj0^Ek zB9Gjc=xBpK;Un~GbT&W>a@-u+3DHQxhw&qq1RgT08dc-!7GPr9ITNC}PxE!_lTpVU z>3^hqQyzs^O-)fn0VAnYq>5Xv3tHa+%p zPPY=^ZVjQ=)R7bvvLEN<+5J+qqwM~uGhNx_|J7}Jt?f0IkegZxhP)|L`K?TKm1~sg z=&DlLG9hY0#H4e7rM3F~g?bju$Zb_X$bE*h*nLWFMvKG4a~^_~-2PDG^ecd&b_pE` zF+rn9NU{1Jy@jG?(1_)Ms7yH=$uQjjmy82*1w{T8zaw6=8xYeEs1SbYo!-dIe9C`0c zzF#3NI$})!rh`R|VP?UBXdDaShu+Bt_#!K73<}LJtxCagT>CC(2c1##F6UF?S;!U2 z*NKpI>7t)FY2Tx@8Jfxv>NU=!Ds?)CcO(a>N_giSR5**2| z(e(+{==62|FhK!@<`cokasjD9E-D_Bo)(|jXVFDY)|hmvw9O&odbCnNCnuMx=aA6D zI}oOjUK!a@z@;?PW09xXI3PDjbIt*q(#$b5AU8;}qk#KxyG_IAJ9I->mEYhW(b)dck-J5V3EVcgl;>oH|LaLrcs=jC5 zfw=74S2elDe5`|%J|?jOE@boPOj;RlP+qb7V`XKlG317Bc9#}7`}{j+yylQybKBZ+AVfms7@VQ99 z=lJ>;z9M(!=F#pB?XLUcynKk zYg==0?L=7_q%4(FgW+jM-tD&RoU#f?&kMOh@qE3?Ix-;ExF;h=*2yCyfYf{;|7m$@ zbg_Lu9RPD~-6Y9U`*i;MXu2}lFR8I4k@IS#hv>+kFXz82Nk{u$mfax_(wS7F6Pv?p zB}z&mg^!yGztV2=VWmkhtgJC3N-d(j-rlBxE=rnsFsM8VmCNxk(5NvwifdRD6rSi_ z{{O_iX_sTkaV1F2nGYjTVzF}HYh|&xp}0sKk!np(RW4+zGqZ9svPh9?35@_ABEZB} zSTZu}ocRa+vGsq)e7XMI%-tUhcn>u^hm{cl$Gz9g-OYFRQSUzepZ>MS$654h7}8^y zXTI-jkU*fg1PZz=(dJjhYnsB6gd~DWXeJ}-1DnZmURn>KiJ(C9cd%wM->mpVc*873 z(OV7$;O_vO%EN|!W|^TFb0>ZR4hSxTU`F?R<}yQZXeA+uu|V`a5Ye#&dXo3RO< zeYtP`c|0F4di1ZHyI0IOdl*;e3y@__JBQCF$l7vxNN|3X*g2UGSJjMy!eHu5=J7{y zvu&fz8F-Zzr~7DH01qu!6Tc)&Y>IWSMo(Bk@ZC-L+`ItI4bbS51q8(&l15$zyo=wg zogRhX1B0KQ4x)otLvu?WRl4)RWd3xpr1_sEZY)dJ41 zm|Tjn%KQL_1ZKZ^uKB@)&aEZGw6^wh)tNK}Hc9 z0)7$;h<~;xuiSyI-qXh?Cy$@~jyXoL4i&>Cg5nQzToCxPIAQ#A{H4Wo)TdqJTi!KP zO!3EnYKb))L{iACeINfEi=;ee9#n^_Cu;U`|!cSm)^?JP=-s z2`jp%ftJi^Vu0}}*5|W)5gh1l#dKz!m|RJhk__Z?)tV7c&Z7bnv@8#;LlYwp&BGcE zWS3(b&Bt;>mSzSaXB@CVbSEZS(?QV*of@TrY7cL)98_!p%jRGL3hGOYnmTVoK7pZ` zO3Il?;}io08k=uKksCO`P<%-s>r^*>=ZS zH7!yjtAhmRHP6|G2sV3I08$)~%9)yA7FlT%32nF?zUq=SV1gCpw+~%( zIgPQEksell6G(7|9DTl^1sd9x)i;ctlwW}e#*m}<+>SxyWZi)|nqYzzF{yt-8=$9^ ztF7rU?68=W0R``e{snF`xTPnCdN1i;^D>R;AT4bNkJlc}O0#>%+l@lp&rRr1a?LBD zm6y@tqCO1}A34+1-IQG-g7ICN2CU3Ynr1%G{D)7&DcbP>V2usG1-Jqe&9t#P(~`-+ zm6*iNt+q_j#;nWS+;qc@qSqB5GX8UbuKxr}I z(G2G~U0vTbr^N(k#V8!JQ0i)pH7`n-35e>Sq zIf@9pj@rUTb1qvktJJQJ#;CCLdT>wpA&o|gmNR_2QiU^kpKs)ZibTWJ}SgO#aJ)^@hXzQf?3)qV&CCCAje9ITbhB)dRUIQg6c!iyrXw%Y85orWpCd#zrD@GXO0a}8g z2@}~(I6T5|O!%~pYSHJSsCL2`wbOOqq~Vzk0{@#X-*cAb6r^>#2d)1PABu%buOz!-so^}`Wutuc=% zt<4@{S^}TZyMiOSWcAd%&Sie)WBC{5eI^0vvw^v~dF<8{!(Yqz&~lUZYubxNA1sFE zUQxOzaA@Wf#GL_}AmxEvTr8r3_=Y5|-VDr)3O8Nhd*Ebw189*p+;kDgrKrP1VH6CKo$I5MGmn{t#|#rKajOF?vW)UXhf^!i1vk0wbH7Y;EEml0I-Q zeMFB6n-vP5t5)-7ML?Z#sKhoYzX6&IQT0j;lJFG;Y6qP7(?P6*7 z!!k45x)zv4JKej2jI*t4JtQbYuz(*f=m8BzcxbR-fS~&bCHAX1-ET)bccM$Q=SE$`9VIhIUPzD&}2m^Hn?%n z22qj+vI?HECt><#Ba^%rq)Sh67D)Pl8wI!e#OBNktJ{Al_h?bOIADX9Vh+gpn135` z=qxxL7RtIvaln^jHYgG_5cMGkkfIVN{jozQL6Rkbpii72SIkz`8I4L-Z+oAQMl{G= z_XhND-`w5vzy9-o|IS~1$NVquJf3RR3HZow;**pZLVwgKltw$tDIIK0x|`L}Br-~< z^wqLp6Xk9$1$DAhQB}0=J9>AC!Zc{F&7fiO??mj{f|BB z@UqY|?ObOQGyM6hM$NQe$QMt)lgDl$VzL)UlU*Q(^3RmYO^i>rTD|%fR0m=x?kN@1 ztYaehFW-V-@IvpWS-lTv!w+JX-vq=8#He$nIYwyA$AjOQcwcCtx{n8v4chWC-=${V zmADhveaz1gLSeq0fBN|8LwZBiJf7z>dN%mWf^ReFzMU_z?yYq)|Nld)Wrfy!O;0WK zj~TK0(|t`Z^FnXF6`-?{wDdwdN6m%)2E>;JIwU=q@t#Wet-ua)D9^XKCp0lJt^DZ4 zt2Tot>aQ|ici-kVF+;N-b<(kwHC;g4duS$Ep88*M-9YuI6Nu4(4u8s$K#(6MWz$y6 z$#iihjx?%gF95kqQDD(XqL)1fGdgz1va)kYfd!K8y5t=2yS` z8BjBhl0?vRFRv%KGHz8AhngMQK7s<%4n@I}M^_Y>pvYIX-5bu0{^%@m(sP)>g{rP8&MdB#nXsZ*0}MS5(!+1Z}>%lF@eVW><3; zE~rboN}3>oGCwPpQAX?Q<`{HlaYQ}qs}ja}pvy;ujIQlw{EsX=DemWS6;LI|!b8O! z_QmJEIBlwQtfn}Dz_8NNEzzOjHv67WW!BNw)sp!^u~xyLiV^@01@E)3c?HFKuDGX> z;T2^t259l^>C$CI(DJ5lMEhfw%q!{^-a|IX;Uvw9Tnm=HNToYPf}~N=YA~T&zZP?I ziwVt!9mhwK1d6VkEh59&viIQOqtCy3^0NQ|811f$8y zaGTvm;$((m7YaZaB}W9|Eu>{1_vts@HCAkp08*LN!GiiWzQC!?Upcp8g9M-&xE<~; z@-4kc&&pXx{LTx5a{M!jJbFj2{ZML8qhjm(CBUD&?4Y}fTmZoIs zC(f$a_5+k$-U1Sox5kUrjNXW&1H$!Bhutq&f8P<8fkA$6Y+envw+lY z`qR6Mt+ldc*02R)y&ahL_K2opw&6 z9g2d^m5C=6gRvOX*{C6b$?wHqHnYeh2Y+$}$JtJsGb!)4V-d|)4fF%bs@-HE@=1j)_SismWCYF1*vA)%Z(G!HIcKkPJfJpOJW z^oZeR%X=xE3i0?5@_y_{mMOVbQ?XMw#%s#x^SH;u;@E{ki2f!tpf9Q9u)X4O9%!& z7mNbCA2}_hiscu5eh40@DwNUHc=*d-{QNg8b2=@fAb<|vN08p3BiVHLjmc0qiUF&k zlzM!qxGntY^C-OtOR*Fspc+ItcxWi(2pY|J{kPK`0ReR6qrP8=Ij0A4Xd|m>v46>O zr^~3H0)Z+`s`OqAk$hPoUH8ff~t z0C?c8{%6u2*p2m1CZ{xC!#g=+^X>I-Kl_YMKhgZgTe^ID-dn8BKKs>YIMO2Ua|L}j zC)ECfKr4Uq#iRSiolgh!#1r$WVqdBt*-tVfhVIV|Rex+BGh*oeN8yBBK7O{CyMoP%$K0SCu|z{UxS{^n3iZBK><`xcYz$NE zwG%Abf|6r~a!mwT+fq$~faEyP@gfN4gxX&T59CUT|K@z16FfOu0ZC|~*-l;3fEOd+ zX3caCG8%PFr{W&_?YE#mBLTK(qD$=v1C$H{ju%}r#L#UYqf_U>c24~z>aq{y9?HeH z;C)68{r0+joqpdF=`)B)6}kDS&GrB2$SH+|o;^xuR{-e! zsrBaf_TKze&u>D$Z{B!i{!kn`wwgSAEol!vxak)$QbDL&SLx?=`;W}m6}_iDr3yxf zb!~aGm3DQ7#-dpNVV>1?KK7PND>^YJ1pip$U3VE4)A{d5a;v9;Jl8fi`;+cnU#yI6 z=EP;X|MmPhN;9kw{eLQa>b~v|0QB7+3g%$NiJ+K9Tg9@x5UwcEXB79A0!vFyJ8yT@+30qYwN&n9N0J8j`vtR`Y{v~70l7$KHr zw|fpHqZeBFz@}|>E9fATHIl{e(Q_)*+#Et*_vyiDR@2)yl3LFF1dBQtw~|K_EI1+f z-h^CcwgEnV`uX#}?>&F<<;yScfBB^Uhlejt9)J0aIa4vJ1e$FU@k;?35-#&}c5fBq zRqX!&=PkFYxZLh&Re-rj@2}vKgLkXJQCWrrqJCO`JradL+*Gy|1HT%(EUiSfx4@+2A5S2w2p`o})*dvDdt@%h zUC}msv2RFm6t#vdI!-dcU)g&3bTQgas}tH@)*Dh~6*01#dYN)SQnp@3$!X7dpLUcF zk|(OVsh1@t$lK*HGkq`4=XdTg&jCrhJm!-3%`RC!TI<|nj0y6xMLu$K(hhc0$7JMg;m##_4oLb<9aQQ#6}gm-iOp=7=&!2*y^tBIB%iKO z%uUur#ptEuh4jyA#9I27&tE=%`uNWeAM9w{71w{&@I}E*Y>=6)7AIeR_2Pb^L)1;R zkPMLXquQ+6YbW%4+>n~4a-UT(X<7pp{gvn0Pg>G)9!VN&&VN=LC%s0eLDx;5Q*0-! z!FPBr#|7`{B_q|$Uug>UjC%sCW9(DW|1-*xI8Pbv>a!FLH`l*q)xS}s20!r zh1#Sz`T$6l%}w|abBVsW8O(`C$)G1SW{{bez$pmGq1PZxj`0 zv}!z8sCL0a$i4cDu@E|VIW?OuS>|hcVS%?nMgWJ1_wphp>%Mt2Pn_dXoNKJ%8dTKi zknvIdz1SC&kc#FjJLSQT6lsR&8i#NO$oZfwXR%nG4u-E-?r54+tr*}#%7;ZMv+Z;< z84kqNT8fRiHDYrf)dUbzs5|7u2+| zJTwISATMA=SD4Ti_x^H0&r%$)j-XK@IUwn7UQ%vbpJts{BL&!yaEnWLY}q!yqIjx`{#@GW;R%JF`Cr?ojW)O zB#CGuB$0a(MQx)=fdYa)DU}neKOayutK)k(sV0G_A97L8T&d}uu4qZnw20YL2a1d7 zYuHT7SZ0AN(LCY{N9tN;;2}hGEs-+x{^A``ZM&8U_zn@-YSop901gqNF@#v&?Tg*f zwlT~zK#u6Q#EH@Ii^a6;69L{kunj(dHvnzl_rfdYaGb%}TTVm)2eCC&gjq7w!2^GqArwi6|> zAwhH?qGYBQlWm3Cb|6X|kW|Pdy6Y5j#K!2ZGKn)lj_Bz@echzT<)v*;FGYupLRmql zI2O@WSphaA6f%Z)17jgwWejJ4oI?1wiRYOr)K&Or1Q1gQbvA9jsB{(T1O)`~_UPBg zog~b`LkRE5g_OtW$)(^B!5hVpZnAv+_vS>vQjFtUHi}t%Na69MPI`>_$_zSW@X8z~ zJkES&fdO(#8D#cvc0XUq!~h>scwC8-9;I8ECxDnjH9k(aGM3WZt&CHKZeJYwJF7wK ze!z!M%0+iQp|^_6hTl%7+GArQ2FT%|KTdq4UT%p3f(riOeb6|wTDH?c4`+ZJK7ASz zcRzh9p&@|xaYHIOwHbS)WgoZ50ZD~MU_E)WS&V5TC7a!D*{KX-YIMjbWDQNER-*;e z&~j!wXz`+JU$@cL1G_p*c@8h?eMlO@UOMDvn*U!F< zY2*eL$P&F4$U4q6a?lgOLx>oBK*&)B9|`yl5!q_havC}KB7j4L=oCQg(Wa4u63zfQ zqQ4)@L4Q1sHf_6;IebVF{rxEEar*mN0*EQpoFn!3BPl!j`%%i!A3stC1$_9VTy&$} zcr2!Ee>O5UVt^dcGDV4x)!#2rKv2Oyyf=Of|8NG#5q&y{pJ%4z+V<%rHYAAtOqA?c zv)Uotk(rDGk_wr`=bVp`Nt^+4M8^{z%6DVh4nR_L$S9PRWAy(a0@#pH$e41^x2x#F z86c<78nG^ETufTdYKL;m2q2~q>TKG4QEA%=M=l8p2)gwbdZnoMFDG917R>@R@ES<4evoIKSJh}u7q2h3+|!B~!d>h!^bQr< z`IZhk^hblufcc;U6)`kaT%T35#p>k_;h z)h230kYM~^MvoA0-YzS;k)D2fX@A0D#PrHV#bjO$XdA2g*AhOY+{-0h(|OLxo8;<8 z#awHRR@4!JL&V+sYqehMpG1RV2BZcnYN)XxA)6&388zRpS?%p6OE^BHe1AqeY*WQkywpV*zxw;@~e=soa}uDP(n4TF!=CA zF>BUzy$ww{@C`LxXH6i1oS#TT>W3|QPbO=+&6kGjxraFvV`K@P^-&WaME*h|<-TOb zrTxKhSS>eVli|4{@@XpDZdM5XsT4dL%m*~_;U*xSx?i$x9d@L(kq|Q9omZRHu;>13 z7BYG8R`fLeSIvMv#RAQx_#?WJYbEBI6y4?mj|T(M`}6t6-k|*K*~{lW^GlyDv6@!q z=BV_pAVsePc(&x?mm)Z1+)PtqEck2K_C3C8VN1(9@}sT$8Wft9kMo7S!+1kg=j$*!px^ z{%|Ai=uuQ$K5Ua8fnrP@K(e+wNHE?Bi6h4T{og;l|KIk%=rCXvi32kDuZ8b;{=qQ0 z)=sg?7ErRx9uu55LTb-R8@Z>+T_uVJD&S;U11flv5{?x8f@!Fxfmu)LqS zR8i4G2yl%K060`6@osp&n9vxu+js|1uqJhjI<(?SnAUa6L4q-{Gk0%d>$nb3uwDt7 z;`5j$0r?V&Vs$fMWHZ(x7WvMrDZd$`HJ?QUU*c7o6CAu2ukyC`DnP-Sl%9D~XIqyZ z2MNX`AI-EEt0JxaY7xQr{l&WXV6u8R-_Sc4$<&16`aAl*D=iWy%aGjcdmsb5wf8P* zSexeo=#}HuV1}Pp6T018TpX$?A+IY>m~Y5KWO-Q^k2GR0a<nh@oF|rQYD1B>h6L};4Da;SA?s>o|DJk4aNfvq zE{3nTe-&#gO_UZ7j2SD3G!&B~9mVLbObI}6X38yf!MZHB4i0>oa%&TGT5ba(Sg)pe zIjZ>Lgkn5b_NoB`*9R%rnC?WSa6n6Pr(3x`s~9wwc_lD3WO8*p9f)hQTSX%W2fj>Q z8LyKTt5sd`cwo%r=$W{$tyPX1uqG}sYu=74nj+8GH4!`UT5%aL*mW%}sk9))n=HlZ zbh&t1G_YmL&%uE&lZPuA+FIqIMFU&L zx>eE&x3bQ`fiGiSLf6VVi`KxF#IROutjC?H>Dw-&iUEUVCO*@lSTkum?HilTZszSw z^cDAu&v`sBnw;Y)%=Ta2ciPXFIW(|+v{hBw31~>1L|M(;Y6Q4j4vW0aVv@mL=VI7G^xfrT_-b19p4)#`z0qV%gE)Gx zX=7f$WMNX#HS%EAA{cKyv!%g{p@qFF$|!oQYFBV-(?P z#ML}d_Ol2fr|hd|Mc?&zuOdg_8hL^Y8m}(j4yUK9-hK0e1MSeBOh@!88grFmsOCYu zjvOHP-er8I>(96p-NGW51q07z#*;Y;qNyRyHK|qN5XcqAMbmEQixF=m6pd2REa2rW zqZmoAN-`g|vCPAPi|1AnWZUExi>ExdXyS|3`#ZDA!@;IYEVtHMdJ}S1O~2mB^U4BDB?tkr(TvZ z^#PXBV9I!|MM;%Nu;hEhVjpD69EDcAzZIDgqX6BMD);wHGq_)=Vlcor^~`-Bj~MS) z&uR=HoAT=Zn)CgB<(1=rq1N6mMtJn-a5B||1j=806~|ybFn!Wqn)%1mbT=IC48Xd`5YuD6NhfLv{#yym$nXdh=I`V z+HjjdXq><5QJfKxM&VKiVhzmWf$p7kH8q=spFe*7u>ZwZkC6gaN> zL^Q9xTui6AiETwC$S?^&@Ll#vs}h@Hz9hrO;J|gsCwxU=Yrg3vXYLhq3mK{y4NO-! z(>U#8YRZMnqBy%em&YryO{Ua6V}+v~o5KSeatvAyS@bWvkuUlSE;??!|IAaF%fS`w z+9t*0u#)KA@87Q}b!FEC=7RhO3zJkthm zths?CIyoC)|g9-Vm*|1Dkw(pB^Cz;TW+RAqp!CMxrs|L5#7iKOwcm>Ci7$( z`f&R^7>KUK_L*12X}=-A*FzIn^Cd9Afs9#|8RZ{tm6+$g8(XzBO9)%L=-MBi(?Kg% z!Tv>2x%1|wxLG?hrR8utJy@1#O*gs^d58LNA`b>47CAPHS7Mp-@W|n?K*J*9#W`Jd zLwf^+O@~Ls2oQvK;(}6t-e1#6T0WN5G(q`tlE8xeDkER4MrrBPbTkUA0S|N^ug|xe z$+WkcQ6;Z>gV&1*U9q)(JEO`&Z*Xlk^wKP^8;binJf?3E6!=hcZ9Us8N4=A$FQ4D1 z8{_EgzdaJp>ZT^EEsCSh12zzvGwq!cTEGUv@z27s4JK2XD&i4carVI> z72Fy?L7d6UWhDkVZS&Fsg79W)>1w##Y{c1mO{?5get-$u_cFBAu$s^_+UXr}PZSMH zBRNBcg!daHm`0FSU`?l8rNKc%M8*&6s+#xDD6Y^o9=uoC)(;#R67HscFn{UWN6q>0 zTGPTeIU&Xc{hbm$ouA=Nu%_ME&2C{qey=7!F>kn=+aYZP?GMdPBo@&$qsAP478nAq ztm)WFMQ5DcKjXn{GUaOqns&>5*~OR~9@s8(HoA;x!>{4h^iYdr4h~$GIM*S&e?3CR zF1GvkCoY{Uul8zI@A4OBJ!HM{7qr^FWh_VginwB}_0W+J9T|M_NlBr<5vQNYcg5B~ zhT14j@IY75b99V*aY5(r=*~{O;dwmI<;bA$$IM1^rLE7~mCM_{od~k~u$jRB=rU_F zT+mm{Syw=^&g(R11rK!HEBVd+o%u@BH&s^yj}ILmHS6dnVL@?I6@zRn_AaF(fui@= z*P{|;4$v&b9l45o#28$o8W2Fq2kWnCXjJ`*?z*8)yW5*LnfEueQ)!*Kyg_lPKLDMK zo#+tqA-)$2Sudt;pr0;&DjvfIVo`~Jhm?ExVkBinp=eAFq5FJUxz%*Zybnq;VrWQs zFC$@7z1d_nXeKmwXkge7@qSJOUEV!4^DeYaj(1HI7fb-JjVi3+M9yb3UP_Pq-lSWL#| zP>DDZs%c(geiZ>E{X`>aMi-vaje@LjD-LuS=-~ccs=xtZcOi_fGpD%fF68fKrs=T$eJ;aGVa4GH%WAzr+nZ5Pl*EX&aNDe*ZP7Aj) zOc37^`Rx64GL27$#)Yv15=$dM_BM93f zB#?Y0EOS=%r;{8ONIp^G=A}iavtJ<#!te5 z&UTAUF1mSK8U&e67%Qdwc8gOqkfE#R$^2v$Iz){0fUaHv7386kI7>bGns&o6;zKG) ziU?BS-nFZsjPP*x0u5w$P+6eIMguo*%eQ@L#*MO;WI;jwzM+2kOD8`MzyS0#>4; zgs*?`zy9<8{?1>0$NVoIAhh6gsNl4rDNv;CH zw(eJf?uI*?*Lzvf&E~YWNq4%qADDfbPM19m;QK%B=M)n@y+W*8+Dm`p{>i-7r5Rzk zFS{OB4i9XXI9oDPs0n>VE_T7t2lT8FEjXG7TYC3t1*sbOS2$eHY&hfbPczd}13E+N z-wOn=`r~FT)R@b+_cT*1HN8TP=YXP5n-#69&2}|UrlT|qQ+uh3c%W>Dujs6Gwc?u& zI`@_5&?}O?v12GQ98mOroO|{i1bT|Z7jK$^7k3Y8mhT#JEsGB&pEN0nayM>${#CK` zx`&>K1*$%5Qk5w|id&c>#H6-K4~g=#ON}f&-K&Yq&eh10=L?#qP792tFIdi?2o(8o zCE=7WA!%B*U6k?bN4FEksF=isQ8RV7i#URY#n%)5OtI6<-R$BPW$jvycf#iwGy^FG zEul7AD~okU*2ZP|USuuZo%Q17SI-|md-P>*bnz%TjHOu}FI$~MhxKtZj?1K9`4YmXlRA>dBt6W-mdxB4xm# zA+ARv8C81OLvB}k^Y{uSnK0g|5)scEd_pN@i0xWQ9BbnmExflmaATCZlz;&FbDOS! zGUv2@x!1#_66N_WR#Suli~vF5Qwt`?2?)NvvT6F-HaMwK}~| zkY0798GMw?WuPFvnvf>FEXDkE4U)H%b`AQwdp`9#GKXGBf;|w>{86*e`YnqZ{Fu^qQjC z-fp*h35A-B4U#kpGklQxgGQ;}frpT0zbwXMdDUmfe(?;D^I>hrOL(`AQgoI5 zkiS-@8F&Ck5uqFb#C*^w#IoUnzJy_5+Cv%#}H4Wm( z{&J8I4_8ZRz=sf*LAivJ`Ea^j(}g2Ui)L=YWROZrO#wM~W50NhkdykhGr-5qnn78U zk`x^xZe~PevPCn_PzdnIAa@nmyU%MJ`v^;K4W}2bYa?wbM@k$JbSLADI^*KK1d5fh z7%M5KUP%oO3Aqf(g!qm!M1=NRvF1mnQ`$p*u$rORNf9HZ)^ljsek1;pqtBSG*gqWO z6v&0;AID!gnGcrh^TnoT|7iN1G+i?jHmnHG&pqV&os+?R&{rmwJ zKzHTP%K2nSuN255!L0=dYkEOk;&w0+T?d1NhSD^si~3uPsw zOC8g;DJyZnFAaj~0v5Mu-3qEXAczI`mnI(N`hRVMI|BywHLJ$ws!NfS4b6;VQxJ_{ zLCfN&``ijK4GOCyZR4lJhJYJpHFMp2Y9Hi#Nk8}c{n2752K~3@8kuWYkbk(P zr7gP9bwjJT>&<<-6stF;+bOrJDvUi@SyMC*0nyqYek||4v`G8X(_Nd^^SiGu+$;y2P z76TT{w}Mh*@e^Cc-GfcMd#YHn2uP{T92eZ5hHpgNbScrs{QA^Acly;@uG}bgdIsF0 zk}L~!-3#B3b#3Wpuk^-2Mbr;yWi>T6G<+Ps6=~Q6zdT=6w1Cd4gJNDRU>21m3_JBa zqtNUhMdKx=Gd+v}dU&~gQLVSrP49F&9*dRmcIB4iHgeM;Cwk(5#fpW06DhtBvdGWdC{ z@G5EAVLKh2Y{cuK?P5iW4Gp)0-=aKNznaiiFn(rI(Jv2B#Vi0Y*m-}!tK6K@?lZc6 zhG#*${z3u`1=%uaBH8-Imal(zQU(Gt_Hu5JiyR45 z)n1v=xqliz(0^!^)!c$CI<$%rb&z7QxSkw*lL&JwQ9n8K*qMkL9wI*A>a8b2Dw-4& zM@bZ8XbxC%hv0ymy28|+vq{rAxqbTijX4wHLq^@_^e~l?klWkU)V#oIdqKV5zkK=J9?+v1Q*q~uVkw6~IS~!u zP;ifZtyYjby`m`{F=dko;6umVf{x6cRGLt#l_9RFy2Dg__2P-kj*JM!YA3@=eIe1| zi4Xku{3YJ@et3T)Je@0A$*sYfhSqrlfUy+(&0H%jNTBDZLXRmU_ZN#-lggj)r)zeH z_V>T+zx_&J=cG0BK_zMu40_?NTTkE8)0ZAVB&g95cFdn6N-l}ZdAC}fhlEir)tT1q9xOdK;E-If>&4-Fp)pCYHWb9+(ZWN<2; z4OVPb6p&5X#Au-DeE~pm+gwvYTZ2fGxk`*VN7K9BU64}_sJXPI^H{x;!MOVBtH%#| zYx;rlD=zu72+j>D7I?05o-G}^TwHKd6<1A_r~n7HE0Qg-OK}lXnarYr>m8fUdhhft z4R)FP{z*~ojniuPML=M1c~pPU7ln5JJmOg3`F?H5cv4NpIXK1jmcnC}#Up{^?`n?o ziqFXY<}hCwm<+nSCi6ga0|WGTYwZ(y?M_w|#lze=2LTE!k%#DxDpr~fw86jtJ+k5T zU^N+tgJB2S0H_>GCa4|C;-SED?ShVN(#$^X*P0KebWEs6{}uZg6$`yUv2_r?2uM&~ zPd}%9pJJDkVyzW01x|+v(i=!^Y&ARor&GH>i*No{92)@+V@*Io`@@U%8QqXErptBb zBYO0H&4vzkh}l0~jQE=*iuNkNZf4Vu!Y?~GAnM18FJLSf@AObK>;YM+3p9}SqX1C0 zWlfuPw!Dc@EYJmDr83W=6K0}r_L}`pg)tTgYtBsH$#vJ(vN+gjW^x)xYcBkYH68VR zJz4GFS<`1_!~s!14d2d{Fx>CE7;i3UT+clAZ@b&pfW5PjNg|!Runj1)ue4Knk_hs8 z!NQ#P%!hrm@wacT2cTO4nE(F0OaG-*dq|wo%I(Bo{CQ-Fj0zHew%d#Ld+xX(Q>YjN z2k@PR&^j?@g23jWV!yW9&ie~Gug}zV8dNw9q+NS6o0<)PJ##Tv&#w5H)p{mF(P06K zZN~A7fCS~c>~ph;i?Jz&K>$eEEE^{sr6o(J`xQe; zAf#Ll4pdi=@IF0^LzAWH44~rr6<{zj1_-+Mk@Uf0xOIH~hlkV3{LZpZF^vyAMqLDl zjJx<6Qof{Fn;y~A(Qq-uRV)$%EUSSdL%>J)4ijL{6jNXS#9URtU7=V^0AyK)z=xQd z_$CvRR3^nnHvp9-uu63g={YeyRhPaGq}VM0vPKJ;9eu+*>LO^a7 zuztIy>%)&BARt4)b-2yfz}{wX_Dlv+#h4E;%=;1(q_>gUFpZwk`rT8yw1^Jkp6!1h z1)vyl4j1IXV#C`T;1)?fZaLIqiJ2!Io=>LM><&pI%slCMvZC$8hM7g#R+dJXAPwCB z>k9KEVaj=EH$XrZD9v7@qzJd843MAj>EU1k8ua00PRXqr;y+}4B^5rn+l z&PmT7l8qLv3Q-LSN*;;aa<%aTw9=clG5anI0S+#h=Mmb%$y_XX_^cuaS3@>Ore)b|b-H4q`=K2ylMznE@k^Jm-H zshIm#gx7r)GA@YxnL^|fy7(z0Q8BZ;uf&K60)N~j&{oEL7At0!)#?Ndq}f1QDu4Dn z_hqkHu_byxRh9vQ8Z*-iDwMY_Gc#p^z@O~Q%%}v!E6IvS!uIo9!~=0ZY!c^=?e&w> z{EDS_wXm3DA5pY%fltdGL6qg#M-*L@$R~7;Aj)z;RIe%f=$LXv?~e2f(`t&9Ms+S` zs37s@O%m61K5{}Ew~8Va9Z0pvEE!~)Nu<@1?%$bC%-YKrw9#kvHXRo!PTg=IbbJcf zpf{7>QIbakb8L2O{+onTMel-xWh6*^$as%`GfGCUTFQwnMO^1_%|bi_q?le;?Ap9qS!^kAv1FFERbY|WlfUg?Tm^O4jfUVh~3f1zs}WT*HGM~bnhdu zz(=A4aY?ixnT=b!C_yO$r2Nu*$L%8NolNKv*y>-OK6&x{zTcjWgCmrw=0?18z65Zl z8hx1p;ThuW+lLf_uYWUHnvEg7KTno)g z_E1dj0whc65J7kYX`v{437%rs95`9d01Dd6NKUl&#g+Rn?lZ?KwhaJ6G6p=5#W`s| z>^LVGCP?o>9xNnMnvJDn#YqoNv49G&tgRe*w}6dYFX&8wMJ@}V18|$F?^aq_ZnqY| zkRjk6ycV*+CCeSSP%NVZEuRM*8WL{eOOQZwyH(#j{Kf27tcC$7%U+{`I4OSAL$6k} zhr)J18F^dhb7TmJBblurlx)T4_gh4=2oZ$u!9#GhB^++Dn_Lw=N5EwrF0mmZ$!`<+ z(i-13ziU(w$8p>`CxqO%$I&8=b5PKx_RYH{Px74X7Ya%D3zK^fMEHZOb=D zE(*XVqV6jgM}~kT$Ek6tR6G zuDt4npXl7&U`0DS#JLY$z4l<>Zor0wJAs%<$Se};8j{@#JTwGc{>B{ee?Zrrxn4xC zTJU?`{_F1kv4wC(XTZSpo@Cn2>Ggy)<*|8oORRM%7N^Us5*P|@rwYtGOFvl`)f8@H zY1ZcLyax5m+yD93%eTMv=ZgQ||Mltrykicuhsyo6y36cSlSIT5MZX*nDVxUw8Mkdk zt9s<^?rZ}f=%W#oO8|@;DBJk)tZ4e-IxZ>>>6Z_Qf%zc z@x*Xtwq!Wmj*X3huQA)~a~CTb0W#whA+=y!jR))AWqh;2ir>DhIDuQBvQS{TlCaPg z1!hx2{h!EBj6ad@~FYdr8pUZjbUQFmU9(7^Tm+Ka2|f}TBPB~fvIL9Qfv zBydDAicX-I7}ZtOh~dB%+^V|fbz@bH2fnBb zk`&avnC-wQ6`_GEs>$?ecQv^N15;Gm&4&vfFb*v39tj*gr|Q}r`|j}aSL1;%>LYEc zDPNU3un%K#fFIS~ixpi^oe4(=w)rs}*lyJEDEfFcxL|QfG5MK`O9By`AJc|qyAP=M z`RdFbAbf5&4)z8kTFv)=V*HBLzJTfapBe_}`EmGegP#7`YO!51Rf=6U0a>le^FZ6* z2ZW5a*>xuznS+LcJK;;8 z^O~95AETJ34p_|s%*{05|0sM%@Q)X(*S4tQfxj7h>ckl;X}*M!Z)*8?3%=E z^2TfyTb=Pvh+;2W09VM8R8aV70Ldz}H_fHu6q{}Wu0mYI0$slf-*3<*jf%TgiU+X+ zg<7H{gxYeMqb+8c@X%eEtMQ?wSR0o%Z5kXptBo-M)D&YC^_CGEc){;1Rxt+Xxina< z25)KE%l?<{su3ey&18Z7t}inQ7>KUNM1D)~WIpB(FKha*dA1l4lvfy~xli$8z?&sa z2fe@tIFP*?lcm?mEACZv0Er(R7HC+0(PVsg`Q^btbTzhTyjslC3n?|DwY>LgJkYVc zG9R0*2CR`hJg)*=kt}(LpdFco1KBm{NIIM<_t`eAp@b>9vL`(t2w6=tw$mN($yVCK zYg&v5N>=!3vP_&yI=t{ZEYPsRKbh0c1b#r^@L=V^K=e+WXG`&xjAl9{pIHV86wH=Y zHCu>H2Z!6@!9a95wuMe^(>yq@Segl|ygfk6Qf(G##5kM^XrN;5+boi3ak%?DSb->s z6m5uDoL~`fLsy|EQR48R6yRVLi|!kGkT{JHhe!7s4|I3wUXq@d-*;(O~`7%o=Zc_J_Xx(JoE)FV3qu zJs&#fwNKOA1f(~5Hv!cAD63{MozhDpeR?~6F{73!-2$UHWEgXXb zv%N*UwSUtxLg}YACyPoqo5Ap$-mDYdEX7fAkGqG)hzsgmo|e?5+fy`iJ^T8O?_K#t zqrY7Dt|4>J6cge53e1wigNfdUujzp06Uxx%uJD-1;tJ!1E1s+{cBFSVDfA{aC-+tA zDAP<;QYt&DIXf8DO6S!@|Jzk67@>4$88A`oTQ37CDfI3v1LmvWu4e@!l)AnN#V511 z7e^uK+#u~(8k*~5sEmqdlN6U8gvja7-17L|$fVXaqc`hWML(J@%LH8^o--?!1KOBP z*KyMgJmT^`&FV11 z+T>~b-ln@ybde;03Rb@BM5fKK2cl@4B4&v@DMv*n=wjuFr-qTNbazsY3OvyCem=+O z*%y;(vSjbmQ&D7F!~#79ADKw@ZTN`sK+_L{kL;7=)hNVFzeccKnv;!uLtlT7K2zRR zJIJ8!2Ss&s_J*E&8&-7sh-=fVd^QItsf|%VSskNfa#IzZ?^uCvAEO$Gpz0?4b$>A* z+3VA?=T$WOEWD4*KfJk1p~3FPz7)6XB$?wYnmrZ@a&eF)!#!VYCS(3aPDk7x8Ft@E zz3x)ULY@b&lBJ%%C+^jwB_ z>qe7W_MEhD-bg4hhHJWve@R}Se;@UY`^6uE-)$_yD@)kK@JuUCJ zSxKLAIG_WEypd8ID24+XBzR!(hW459PDST!k2t-P+F*k{)FaQHtSdd%2jm7~3kyzZ zaX5R-^1B<0YizJz7x`>@rOEW%9=(AEs{=H+L*LkY+fRp<3%zy)t+~)=X`o4#do#$N z^46uBa_@n`8~TRc7iJJv=T_V`)2>Q2JAvavMd%$yDl#5WJZhw<`9^~9Lh!!3V62yk zI(t+EJJDzgGw%~|Y?vOZA^TVc9>qQPuw26)$DYulJ}F%v(5gjcs4zOjJNv00D#eAZ zRlgwy1tYf-fca*gq zQWyo4guMTMw$+wi4m0N@S(CFzMtp4{SPvsc1!d?`xev!%G3?!=v=tdGCYbn4k+WB+&Kg4Rtxd-J>;aVg)qFg>(P1nDD2myKt@r1)*^6a@)Og4JPP> zbLk^^Ag(lBI5&a@xu`5(Cl>>DQCS=+C_~T86{gK#{VLt(w8unMu`JcdpbkTk7jz)J z9s|>G%$(`&d_ug)0zILl$Wyvip`4`Flc-HZP!*O~cw*C~q4lSntkz2`jZDxLI&mk} zY_L3En6YH$GNL_dN;+Ilp}`)iX`Lj~uh^s9Hj#T|aAzz>U*NzP(L@etu!pYAiMiWt zmAQju50@8uj|>{bAyW8H!$2!GdXFjPX6}Fv`pE0nZaZtUdM(4m9^;l~0TDhVgwd1t zz}n=1nSmuFKEu05r>a>6rzi^94CsWdNh{saoe)L=Az{Ybd&KlY>~f}IxS`EaIqDuu19STB^kL8MKdJ4N&_Lv&n=?p;wO<@U&X`yd?w4_k`vt4ROv{s&XgL#|pD9jJ+2ehT!7)^FIw<@g^<_PdPq!lO5j}V1wWNWfI--ZNSSK|R zcRAtSYCVRpGbbg2s<2_XoS3S~2D>;}G#hu9ol+pF#NvV`OlLw%BrKcOS%^^*#E81rb>asNpp#v$)^BMu|oJ+V}L9&dM*Z zn`7H7=sm8_PVW2HxBMGG{`qdSqA6`3kD)pd9tDPf5ju~;)6QRV&bW2wvB&~FA#mqXri1y`gQzkM6opcSTCfh??A~)X z5~MSXGkZ6Yyu1EfKU|4W*`5w1E7XS0cfw5?LaP2Wj90Q* zu}5dDDJ!grDHCMz?68Ta6v~g19T7U{!vL-J%6hTjUG+WIN_RTKf`dFXxSZU-Qnen8 z`CP~zXMDwjGojnd=X(ZJo5X0lBU&`>E>qJdQaWumMIl?!jm)4%@1r`?4 zy7Emz0x@A`(PflNXBIQ;SwoulT+;SXUWE3z8K^P8N?ec@77Jr(?$`+P(H{E`6nZ>C zqX@gDhX>kjMR)>;2ooc*C(N7<^F#ZIkpvzBL=)(8j&3b{Q!2MzHGz31$PyJhN}S1| zt}1rQ0y*x=G+OPme)KoZ*N1bmeT6-i5Sj{anGE81du?WH(r4&9YOiZ>kcYi9)-&ew zv|kfXZSJw8*W{Hv5k!S8PC=BZQvES)wpy$X-fgu@595FoUcpH=jWy{0(J?cJ znNt9*hFf_p>K;o%O>s(6KnQPdO)9%Zk~#si<+KuexH@WYGc1r34uM*~n5nSj9_sdo zKsh$3dAKt3=0|HyYjBYB(Xad5zG{;%6djFzvpkT*qlZcQtu*j?qW`@2oxl2y`5)Br zmfn1cwZd^&+hYf0Qw>TuAca?<_4#%)T3pQgc5aJq<>tHoI;uh$7RceT&CD10*#p+_ zbQIfScnAo)?p-}I0{l>zDcED{NMp9d_>ds#vPnW0fxTw@9d$jd2P`U4>}L z0VzBiHndrUIijO%u(+UfW#1gYq$~25xI^4d;~vCqkm?25JTACh6Cl!@$|sk#$CewJ zEh>0j$Pv8hj$`dbI*r5*7R)Z@N@h2s&D^b>vv211z+iX1H_7g1l}u0)6ZYD+w^;*& zZ&Y$Vn2)Aan_fVp5)Ka~Zhletge4VI0oq1DuZ0Mp#%(Xjt4Rx}c3waug_l#;sV?Zq z6jyEQtWqLMZIe&ZcUQag34eOk^`G-TsopI4N`{LvsA8v012+GUcUh7_# zkBVm)3syQT5M2ck#tQc0Pe!G9P%WY2Xdt_lkcEjo#;7=UQf90nL7Uo`TszRpMs~-* z^~6SZK#m!xc#p4apvQxC-w%WfIukCh;Qglq>iY;lpa}WqpGdc7So-v)j#$||B;PWS zpbg>KEWH+@%pu`fz-8&8IvLOC9!eL%f$m-8n~{@N@c(i^#??q52~AG;hzIFInw$s< zG@;O&&*Bgo`|glJFY!RgoR=P{I@Ea%2_%1q9HOH|Vj%sG2jq@J0r+3tMx=J?{ zuSNpN6*$R!M2isgRMD1qEdT2Pu3})I3JrkybWS&wupBw00SG`@im$ig?Sw-qED$I{ zq%!20Ci9R;6+wZ9Ig19B{0;d-EwMnLVC9Pr@eg^v9}=64Ar2`^lHOi)C<(u%sJ4Wr z`TNOu6D=g122A=$?wu}OACZ-ay*m>bJP^9viWAra z)r@cN+)Cj!u>YM!v|J={vrKz7AE zOh2$s+7AaynmL+IzTuvHu)CdIZ$_K9%WCasadL>@`+men10XR6ps=gR<wY14R%j*#fu%)AD@KC6j^6Gp&b{Nry}pF3U8UoQZCDEAKhDEYoyxA;MfM zCI^>gqTLFjv)qcw!DX2?lZ{x>X~pE=vP|3MvP$XVEH(a#Tf;EF6tTk{qc@wPmQ z9 zgar@zoQ}rEG0TBD9if5eZ(L3!9S_B#P%b0b2>Y)cwj5n6*0XZZ@yObjpR^-$VEN%A zYCAKq?qT>FJN}@Vff@>4j~L`Ax&=c#g02~o(evR9Y~&mm(oyrl41B~K7}C-5!3=z) z92nA3^1%#zgd7;s_Vi!|-kJu6v~@d}fwyfwMkJ%*17idm3HzFyj)D)Y$$SJ1^knpV zC^{SY`gSHW>OHWX5hGsPr&#y$1Du2U6fu~HMHrTL5bXd32A>P*==Q)|;3Hd~3z<>v zfw>??v{0XnW)D@*MzX%0kH(yF1{~PVM`*|ccqtw39qJ`M)(iN_Kf{10!nr|B(&VHQQ4O$!+B?L&9a(Q`+%#yWV?c)4&us9UchpdBO*@R2wWc<30BavsH1@ zQSz2xLH~VE|A;o;_m)+~FAP)Uq$I3?K=D3pSfruqVAZ>iAI!sOGul6QPWQ-(89Buv zq=07~9DXaIL&tlKDc|ymLB)}*0JmEPfkQ>JH{Py)$#T3~Zy0o~j$a*B$FI~n{{E;s z{yylq7qXL;qYJ7Mqk$+K&vx%V31|(4BVZ#>J`Uds8tPht&zL_HcRt{IE*yp5nizKL zp^^loBk745pywlS){(^f=j|FFF*%Au!1&${_e2B@YTnYWB^%O!+O?XLV5geck#R4h z1K&6`F#*(k2nWV8I_`!d#!@a_uZa~C#hvB>jF;CeG!)zkUlPd@FDQ;p2dqW`78(3Ehi8-Cqe(R# zozNY2R33YDY-l{8b!29}VnNjaIo={7NN?mw&3SUhsaPFs4zh02nw0SW(-e=}E^BKK$IrVX(fSVB0RaI6)*TfPR z#8+T35>#tpt|A=rrOhlN`2N~`I$QCJ=JsActzm%t&TuyB-KYQ4zveD8mS>7(9rJY; z@dOSCt_K2|NHIq-{QcLANU?JzB@%cb3>M{x4zUP0Ab1xRRkP*h?IGuZ5?g8{kbDm$ zi+M#qGH)reJz?-LfDcYuF4h}~e~6QS1A^~Ezxg03Sc>Va#DV|>ir^xemXszO;vx?N z_}WFQDly<77kL~Iyl;+#^d6gIE_9Fia_7u1w2x4g5b>0a-2Kn)EQ9~D)YW9jaZM3xbn3CZ0$ zBJiRTTQsOtQfcU!W8#F`ost|ll>9*YL?m7>wkvUzKr>h`dL<7JH9u)mvp!#3tl!Qz zgE#5bW{MYCEOfTW#+oDvl>KOzGFk~5R;ThYT*dvIdR;XIR3-H)HYL4mtW~{Ap`qfk zF=4pw-8cXA%sPrFy^13t9wOwAgv)bLPqIrc4+kzAwMoe1`H(Ker)`mgsae{g2LN(L zK2uCk8wdHrk>21kHdK6APD!Ic>V=Daw3;a_m5zW8CGVA$q!)WA%i3;t@Y_Bbyg@Pi zh~5b3@J6O|Jha7eMVmy8r&s`QT{;9dRAl^tlp+7(8R*ufBSD9fOzA+{Ba{vf4Gj(6 z2>EvuZv=EGx#8=|$%dvIW-sisA-!Z0U_4mxeL=baJ{Htloa+ zEr>&M9vAF)OE#ywYZQ0*YU%4`-kW)T${SV{6)&Xk<~E?PoAdtBJh@H1xa6v%HoOe9 zkvDDiJK%Mo;JwHE?4{WxX+|r@GNKu9!#bPPmKwQMHpbPLe+i7}Ttu#3`oLxZ8S?fJ4Id)cW+wO;sOdr|}LK#Md&!izQ#d zQf&E)Q3_5U8d%Wg?6t?&;@)US_F7yJXNnmu_aCR2d0G82{ z+|EyvW!z3HX4Q&UuWo9$2Zqg81>~^SU8cp!q&U>JZQV;85Jdf+`Ea|UrS477 zy$L8#}O5{po~gV*#zoe&&0hO z|NTh191~R0LPVnK(RQQO~s=@|9(7Ch6=i9(xRlx^bk~{$kaiFE*3$TMDvC6k8t4kwtc>r^WL5cydN(v#Bdj z%bn(z=k6ENDy-d%B+GSO+g^hrh}3^6(m<7IK?}+KBm|#}RP}u##2u0X2lUV~K=f@U zpO&PUcT{t;5!enX1|BL*9VmE(lASJS_sxJ$P3oe4jk#M4SfHsPr%2Oyx)^ZxbevOx z1A0ufukDdJH4&HPYR)6Xc)R^$7@(ygzs?8i{$gn+`&r@XIKLtmXlkhMCiS;a-(wo6 zGGmKEu9+!SUfDG#j$*hSndS(f#I(%?B`&|X7S$jy0^Fem6j0NUTQ2DvbNq-Ep^l?- zOaoP>-&yccvK*|M0FTgiILP8dhv{)P=%D8U#E@OJr7D6{h;bxZMdtY%mRrYAWJ#c? zp#&LU_SbYH!u*VB>bL~OG*HzLrA_iNpG@dDN_z%qF+Ja6DYA=9t`0CC>H6d~?9P%D z6G7RhJC)_awQe?HUuj^1wuW}!C*^^%<90uAKu<#t&FpK4C(1hRp&59nXlTdWeuG#? z$L*LSfD&GIUJNeo+fu%xYu~=?G%-ONul@2HGP~N>{u~3eT%tO*q0JUF_@NU(wAn$d znJUh9h?6iW9=MF%8(Pw#-AKL9Y1{Ac;hV|kWJ4QldxP}Ip04Et9s&%0&*MYM&&o>d zRhcy3P4fCa6{|gc)ld~OcF4++DKwgm_>f4im?blooodXHK_hLUF6C(SwTiNt`B2w- zD19i2pv^=?K-2||j?kw5QtcfHU@}iL;Lt#ON5a>lWYfhVi%9{gL4ZXDyJ@3R54bYt zKVsRUi!?witKbY!Lu|#Z99vMbs1(ytG^{d8syvAg|a?xQo_-f)&=jrkOM| zsbv^>tFTlX^AsNU&`tDzpxe1*S?h=%(4a>+ zjjcCn(oM?x*3Dv-s#y&V3Aqd~sbmkfLl4A*jdzBN)nZGJhgQ9`_t?;HEgx7Hc(C(( zHPKpbvuZd8rQoq}po#3+oUaxatOB*O$KiqK)^Pp0XZDcByRpyhc?QO*xD(JIxdKy$ z1no7G_+&mA(|rLwGYgubY;b2d!w^$u;6V3oOt&_)%s9n$rp!1nIV6x+n<$-`Q?aeO zd1F?zuKU`Qfs=H0th?&De?&<+fKI}J?z-^+{a<{}XEqv2W;V-mcp!X#=-wK9;?Ao) zSy-={fBauq7Hay5(c6VPv7zFYPuai!fNr$tnceYyS`4Jf$}Ly));yA{B2G&V70fp? z%$Y;XivHRTVh;-5dqrLv1BlMyA znfFIxETSphMMjSYwi~p4Y)#K`(8G&#N6K^i-@z$u<7cH>(|4Dcy{~ zTbZu79WuCYX6!y)Y&Hv?xteZ5Y-Y)D58cFmJ{gTF-b3w*-9v-@dd7B2!n0h{FV|RZ zft#4kEITV~T`^l=FyG49oZGRfiQgKtferq98Gh{Wo3w7TSuMmEs-1Nn5PZ@)^D%Ft+ga!Ez?QL2PFu9LE}pEo#Pja-)fo>4 zn#&xEIcL!dmYL5wwG4pZ6Zv+!FlSU*OVcXfJRaEI6@Fas7r!+(RhHdIVBisPWOz<- zh8fi=jySjy7j0wY4s6F|;lL%zy*){};I9?5D)#^cA9^A_fDWgt&4N1U%$17U7JaVA z4S_^#VyqT?g{eKGK?EcEc~C?Jj8>1gyt}2DOe>a5W4?m~rzoFv>1LPhoPz_G$V2*& zE;XC-*xbsa0TGNMrcgj3-?B2(DyDcmunGI<0@TIuTvWkU_60;RidtCB(+TWWwGe>d z6QzajClm|Nts;zr1DCLkmP7g%qHMOZ4S?Vixkn$LR%dT{v(PH{0wNew3zO!&t%a;b z7r94zgg;y5o`ZvJqUO78cy1EuyBK<|(^t-8~-IM2V$w=*akrGiP)AbcC?CZY=uL_ zo7wBk2&Gk@Ga$k?Q9ov{<$$PF{cv#L68Sc#i%+Km-U)2gCIJw9V*G553C}9p*~1EE ztMPLU2~MmO`06qzI@+&8OZRC3TQsyc`l+O>`5tc-l}= zKLSLC&jEt%W=Lw;ChG+rw`9$}VhkLBGMq6in6HN~fZ1g!<5l$g15BRRgMw9*BNFDH zt!A_>%Ta_1UQv#)RW3dZ)v_D`5{%b^W2}Fvkd2d~q=*OsCF9w>mEOy&dLac#>QK*1_Z5#R>)s=8WZowMqGnykD>b%Ohm)^Kxw^rg6Dl35!6%%4@JqU~-LBrgk;B#snuX z)$VigUU0io9U#GYHVG+-2pbqoy!x5Jmh50os^8Yy;4281%dXpu5y zJ8C~-^E)Wp5i+dL)M_*(F?k2I8n9r#6`U1*2rWuXt(g4}00p-PTySUVmMNKC*DZ?) z&P+KopVP})GrmWugK|~_?_f{c=Z@GNFxYv&%c$#_|7^Zt9&gw0ic!Iv^Lc2><3iSj z)d3jnIjg@(-YW0HYKIEmjMdxCkhTrW9jF~xT?2#tUZ{=X2TEkK+uUN#a$Io&A%GO> zHp7O7OjJX6D$ex|q8ebqT<5thkA)uE;dw4m!CSZ7K1JFyJG|v)kYIc_D-8 z(SHEoSsUQMRQJE^NBP$I@cx$o1*`BVnypNd>j*;S3)M( z&o^m&Qp{Baj7&y)MDU5ctiwlaWXrs)LBaZdP-v{Ag;Y9FyrG8|rsk^A#eBq16f2%` z40x%SGpbd!Se*^#2dvQN*&;j;zRL)cf}yxgB~Qf)#buLb9{!V-_Wx_oQX#Qm z%~g7|domkL!`);L=^7!v!%5Tm@F1?ZXAwboB_$Ncu{F`TnJ+qreOb~CPI*T|v9t<^ ztaSztwxwhvzRRFB8R3EKCS-+MAeDJe?2*qODvk{Sp_$s zA>nRGg6+Sv;-;A))hKYt5b!~xfc|X2_YY|X4{8w>9YT`mm0SwcHhQs_HE*PLFW>fM z2-9>fo6Ys0u<}lp*8h=Zx2FHTlN!LFPXi3yywsmpbnuv0wblV9!UcI6R!t&P*O=k0 z!)ibUaazymDz#13hj-#(Q|o%pp&{W%NxrjmeS7~``jU&{tr7rdo6upA1;Vc3`)KP% zlh^XrD_|?7%=FQa6+lZlR4d4%PejiPHI#TCqa~w&}2wT z-8P8ExFAnTFeRFc7pdBoU=In(oTKOTBu>ZOVZ-WBL7a37DaqH;*tVTQV1hJft!bmg zsjUu*l}80}&f4`6thJaR&DCMrk(|li4(f0X4EmhS-&CswtHB-Qu*C%FCE5OngB+Ua zuBLW};6Rnk0ZbQXzxX+`uI(IvLj+;ci>8lH8DHC8v;_oR5(?>4GfwWyd&t^`!Wb9i zNw*G(CUZK0#7}m$?bZosNJzReNVnjZ>$L64M6jSPy8eye?#lHB7vxE&hAu#0rL1i~ z!{C7|2@>>SGB9l$B!CIh)WZEQhe4dlcFkweF^tqgy46(`KzC?`*;v_iO zB%8&>V8sVJZG%IM3-Z)z+pUu;2d%9Rs31-{Gjm$kqSvN|(}B2EyKQHN0fRnidy|ZA z+xA*O&?WVEN!$H-v(vWzIz$jA_4n)TV7`&r+P3}%P|zlJt_GtCZ*AJz=@3Dfl;2e~ zqu0yije~8=Z;cA#q(c*u&=j4xE39pYMnFSCGQ3>TJ`ypaZacj6kf2Oz?Rqe)`nDKs z`Q_bhYb^r?ePZ$291`Mv=C&4lNKhsvdVM|_^Zshv673K{m_(-a*P?&iHZoa2&?SL_ z27a{MBOZ!v8z=%OXp^;+&4M1lI?Fx3+IB64BSS#4mO{yBQnNZ+(TJ#eBOTCoEhR;V zkenyh!^x365g|iBC;<=rKzT6w%XYmHb0~+FfCLn@@1w^ZQka=J$^hyFtOoQFI2)rV z?#2cl>%kYnAtSYZ-A}iox3(UjpbhO71m-7W4{f(nR1k;ZOGwh;;;qC4X=p4(0<5sc z^UsGimIY`?2-Qrc>u&Kjj|>4J;AE2}BgjJoP8l6S(xSJR|7Dx3Dz+|q0TskaRWpmc zoh{?mhKps~Fur0bI$TH1;lk#Ov%6eJWz=?c7Q|sr1WCGD%8K!dWL+&~fh=Ci3UdVE zL-QU}x*mJz96<&ac82aR($IoLK5!q}{mlY{J}FE@pIORkTXSnv5GPfLl61O?7MUGz zK^{8&Q6jn2a%iVtK!P&o=*%)p2aYbSqD8_wTSb$YP1bg}iWbp&)c^e7zVlb#G5>>t zq*FrWtFz^_nBSBekmf3Lz3LTrNjj*^H8ALNHg~q17TKI%PD6r@meV3Q*cS%Q;j_+` z(>Njs!@xQEm`@EHI&fxypi5#R)_uBKPK#K>G9Ad14mHR-Tuzhx9vTvoW*8F0l2+Sh zID!Rr(e+&|r%BVZ%V|i|)pA;l2TPM6fu*lFJRQ2&6cMuBok`cxEPus>hb|Zf!rXFN z^kFg>YHgudPD{$JT^i|bnF+Q;u*lJ*YhlwQs}F6v7Bwn}lS*TgbhymKjP|%7Ppu9M zLUF-rZFN8eani`M)u5QWZ6nWsL7xnH!-`2v-F9{q$m&_9K#e+CY4_%f3FGq%eBuYmM2doV~bTdFikL8YFeKJKEk$1Qzl9Axi z;e|#auLsjD-!|NKt~55&p+m^uj3&bkowAiHy1(6h?r^;sMejgIIKcjE_cxjYWf}XM z!=McekpB;hOb@{@;D0;_*q{K{d4o1>&-m7(!@S{efbG0N=VLkaVcxJXKz80(isO}s zdBdOp_iwG2=`Y3*=4r*@*G%aE67b)#_;gXus2UGw_Z6d1930M2L||a~u4UOS%{3B? z;hzpFE*^-Z+d9Sb^)Pe~1oUg8$#^`Soc12jztyTokLo7p5H&M{9>pyj<{?3O6O_N- z%%+Bx?k6;d3B*;bnvQIaHAMySt%P_scvaE#ueirZGu&=uu3^6W^o$bTL1pd&_9RD4#(4)9&I6WR~v=8c6#I0OWTl zX73Z~8gV*TF*02{nyt-I+lTTml>EfydT_3gNv;|GP_+Hmn4+sW- zjZuhejF^QBdRlP~i3F0LQJVc>zg%^bx#&Yso7zt9-^ZWm&3J0#=c~hljv+7kuHFAg zJH7$^c(z;8b1EjMM^HiGj|^B+A@ze=dbyIBC({TTz$4Xx2FeO-r$2cawsWbDQn-0K z-JX5hc-tONP`dOsfuVxJzchuBEZvr#J)m3D=wUip%7HDL`hFOrgyIi+6mRIME9$E; zXZ)AS62SpY@8>n?ip?bbzOE!tK+(rNiqwIBx^{QJoQslW+NPDY1!Pd!6I&L|+2LZk zYyA`dm1B!b17+0r&&6dL7t=G1)c2>?p_u71{cD4GMA&0I(AE?87W5+ed_P^yHW!E4 z1+NH|ql!-jg}*R)jYgH`c{4xAv6dV}2A2WP>iS=d4oZ7!uKJYQuyV}>1r+tvTs8L8 zp*R?VSFX7s8C3SvkINZt52G+ld#U;QZRPsGc%bd)dGB-DF&dBs3jeFF^F`R8Q*>K1 z9Ws0=3OT4E|9Kjfh6@^hTBb2#$A3SKLd^ty@AT>0JZ14YGk`WoN5p5*r7}aKp13T# zUp5voS(W3mPX%k0DC{ojJ~f)&^7;g)Q0P!WVQ<}~F0B46(rK<w{*1o)3HU(95Xdgl%T(#K0X<8N{>1iUg{9BAhBg(+A*V_{tG3;DSb) zb;?EI9ov~;=6}o$3jF{K5L68@D z@{=w3l;QzO}1?|rPjx$0pE%;<>(r)HG zWc#?XJV^jGJ^kqeT_2E`S*YBf_L!irr$0>>gYfZO<^Ht9hZc9HZ@r-VvDa(b;4W5Q zXDhl+LN|B3HjJ6+%W*)H+gotbi*@*ATGg1|LY@V>Xmfz^a_0-G$*k&Smgo&Ys@vkh zg4yY@pU*b)7gJj3q(R!`bMcoi)SoY!O+%}Q&GfQa@mnoN^wrU(lGm+B{;80*ajInMqzPdS*GG$r+_a z(jPWaJB=8n=1HI`??pkASJ#VJi+6jmo$qN=(d4u3{0aT{b9tSR+;7CHc_xhOzVOFD zQfu64SZf5H=FzO}XenCkTG3EULCL;X4H#1pL5Glcpj_L)NlJI4tm*MQ?z5TVD6vHh z9#ZbarR;=hm^DgvpY>Zq;ez}fpV5kmZlsT}hsA~n*A>(cS zB`kKfUA&^)b8VfKD{YJ0oHM=2Ir{Xe4EC5GaAQ5(B?bN98EhfeOQX(x7>@|s-r zr`6;#LDPH6PI}UC+sb|3-4|*Ok^V|=F?v%enME%inJlJbCi{@6_x5QOnxgnCv?6r==&Fp&KQzolPETfk>C%y{T2CH zpZ^Y1ZSo)X_zO<7FsO_Hcy~W)f!U7cu=!Q|)hwW~vn3Geo>t@6*x=VOOnFJ$T+n(} z`(pCRV$ssx8*;_4C^BnDJnDOxL6Icc^4dO~b&d9v^X-b4QhjYc8??RSx|_+#7vc

afMUQ=zR@!aHrm~DEf|1zDPiJq5d*vw)k z_XA)$7R5g$Xdp^YY9vyNkpsQx;Oi>xnFF?8m%{{Uy1NMsFC&X)6>-JlUL8>Tm06-P zVevY00%4X2!gM4=-aL!ZCVJ1mG7F1C{Y#NRP`(Ih=<{-l&=Nsd-cn&pdjd=G&d-k< zIr$tdIx*8TTkV^6Lx z3-aFYv7c&sn6%7EoZ+U^Jdl;E03s)CLt|#|wTJ4V!X<(*Jt+&Tvrs`tmtlrN+s&M3d8A+lSpK2kk}W(&GBk?rQsxT(lC`uJ8YKE&*?QA*65u?nqh*pT)&Q9 z+ni zYiGa)iMc_t{D}JKdoHf}Alc!8EWHkh_{f^G;8NPmDe_^>7rU=ESBUa*&eS|i^+F8T zV69vs%8%B|=iZD$^+I%bAS)LpWb)WlNA)nlm>?}Tbw#_$SF^b|mnC+ivDjaI>dNDS zyqx94?vOLO&g=BU9>xS|xv_=#;H8W$Tp|d|)l-q4bxz#AM)i6cut8#OK16)<66QlJ z4Mg?%n(3OjHmhDsg)YMcX?lA~v=xY4VqLr+1b}_rZts5UT%+`Cw&IuSRBx0d11#f7 zd6-=@EbbMG3-f0CU;XlD83Tn>(B#c$*@VtQp6f%!_3k)X4jYtteq@!|g*;bS@dClyKfJ)&D_k!uo;EtpR(#DcS$-5XUY?ySS+AYK)xs0m ziLV%XgCCTeSnL_onK`ED94=VNn{YR(u-M~Pz2bJ|C{193qD1txOFgcnlSEHT1x@;> zkzeQ3K%aF&i@WYe*+@<(n6-(7h3sm|$t`55w1o~I{qI|RLJpop0gM@_c%kGN0|^q8 zRU$r8l3>y1B=sId(35C+MY8Bf;Uq0DV}r6p>-rnoMCGK(2D zDDy_9j*nw#6}4RPg2RzMACN-l&ysb~eB!QCxW+8rYByA?OANimP87W?A8fs0+SfDUD8*nm(j1dYmamcJzxP^SO zIAqwMEYSlH!8DwvI7uJLQbALqe`^x*dFtZHx?_D!=HEWMk!j<0vlpxFjPHU!SsMp3 zSS#aOW~Sw(_?BVoQN|W@POglxL76`Cvexq{h-qSw$(^fsqtY?XrD&iTtS-zhhK}22x}y_#>B9}kD3xmGd-hQfxRc_%4>=O z?2!QqsL|Wjd~2xHhv|7k&%%lZ+>0i~tx~^jB23Vx=T#Egy6vH*O&_7S;<0V9I7S6^ zdCPVCZ5tC;-*PS!wCVY7oxuk*W3_su+#_)F;w#9K)(YUELXSccD&UE3zoNL^EEWS6 zXwsWbBAOzO=t?W@9TrK8kU=5$de^x6qxI}L&Dhd=hAd!?_xdaq)ae89Y5TFd;u^5H z&v=Xh85=bAma$u9T!|+sW0wpH(F&_N`AGdIyb-9p6;8!|1`YPt8xasD+Ri#j5Eu%c zM`k!-!{Z`@TaOb%Zd6paJc>_qX}GKe5I_lUhqYF9otYR^(`~1$evNO3qZCl1NBG<> zktpGsr+CEEXPyWTbnzIDEU0V$;(=&<3{SB@limOqwG|5puCa>ObqkHfh@dQ2if$Zm zh1D)amj}8q4q@>|U9&=)+9TdxJ`U-LJU$5&T^H*Y^YxA%;c3NxXsVEIgl0AFv;HYb zfXIrEzi>nlz7zeK-gl&%Tf}hLzlXY@Uj)Q7JBNpq_wgZ9DtfZw`HiTWg3XBl&8YDi zAn3+9Eqd%Hw8w?cnl*G!<&@sJSn@YvKkqM%Zod%oSNciv1SUBDRQ-P0JZFXeH^XQI z43J+{$h2IbbHfP!VHkmf2A=oMx9wWome9dn;9X8RfAE@(q6k}5|7 zY<~zSAn2Y=WB(-gcWtRe4=aA_M2UkN_Nb z1pQ*fLJqs{Da%>iG<#$P4OdQc=9kMg}^SAfEz)-nJ!e z|3ufv$z_C#cDCaWQWnhKS(v2jaC}I4*M8~zX?5r>r``5^-|gto39H{FQM$iMoqG(B z6Sd54yQ3{^%Zp8LYfBx=aC}I)>)69&NF+U{%cht~3WhKiD_K4U8Uo(5AK5>NRCE{r z#gboNT5#E+#mGv~;1KbK{mlMJi0Jk&ykJ`}nP?%h8Wc7pL?i7^cxc=y>I65B0Ak|y z5MlzisALa=4GC{qE80Ivxe>=Gm}9me=|T}AJkN-`r$`vOMkV*O;8|OUMK%$*{A+mX z*uq7Jj2qU5^0rp$Er|ffqQn>doidB!l>`F?sZ#*@_f7LGQ76U}KolGzZduJvx}Yu; zyt`w8;+YqjlenP1W4~~yBXyu)md8S+$vyvf+6RX|=67S-hX`~&|FZJ&Z9$dtuaQCT zgk>$V6J3ntz+g;RP7**&SQn%i(`$DpBP!Gd4h|8{*u)j=^w(V(W5y;4_&y=FuYM9C z79K(pKEitGu9R9n!U!P7X*XT_(S*S)>~oK4E8^&oap%09&Bfh3-Q;uqC%XQ3-Yosw zbxW$Pfl^`1{53=d{oN=%)mj?h@`rm$!j>US^8-3BfNnvi;BgWGfQEp#A{G!As?Z$a ze7TybK;*ZUS`fwAP zt6^FDyEFwZ?C>W47!(*@u?%50{?~90e#7Dq9hU8mUx1gfRbNKt0t-30W;qfsofXVp zr%dJ`f{y|t%EtaWJ?yAh`4q%I4Yy(l4EEPt_HI6Fxp#arhEu_T>4s$zlee_*L^cP^ z8IPZdHnwA!;G|#!+q%EUtXmNFQ-vCXh62Z%mK~ji`gTjHS)NCDlYUbWV1oAuVa%=!5B1>=1h z4LomJp68S1`g8HaeNAD3#kJe|X)O;BNMLxy$;W!t zaf*VLBvJknD#o!{b-Y;|&LN?|ans4iX5Y>>9SsTQYo4D6gFS#jg3~RXUA6itkig)U z&Uc4pEz3zLaJVsm22nKlV%2ka4A5ZUacgKxt$bt?`0yI)0D|wD;}PQL@Qu`h{$Ikq zEgslhUuZqI8y?{V5*XZeM@&BY&ON-{0UDTYIhGSk9gF7daItE>Z}_}O$!bQt+4exe zd)4FJ&ARWIFBXiz5(Oq0B^A)`|8ytaMz$_mht5)E%Bi1YSdC%!|(>&jMlgXKYWoHnZ=R5I; zp`4tT!;J_iGWd%9EgWxTe7}f|k2-#6sYJLgEwmyg2^h)K{<7UZV@zZ7q!2;%7WJ$5 zR7{gEzW)6a(Pg6thNRu~zccEBp+DesvE{KL;vT;8MXX{f3KkB5msMfFA>(a)7RcDd zbQG*f05Gq^phHN~9ww!`T35>+1{^YsZ+uNVmzi@!j=~M~jTAOSybl`&3FYQgdI;xi zHs{+a3--nVlod>#0fJ271j%FfHViGCBzV7!n6Flo0dUB81C|T~FE{6WTX(@iD!}r^ zB9S2=T^#ff<=%fMshS-C4jCqP1a>fC#;vnMV@DbtLf(N5!=$EyyGjc7KL9abDk}pI zDQTOSq^^=`HZkZB@*#2%*kpUy?+)=BR|>8%0Bqhc9tTAI1YZZD#6ZdW$hA|!DIP%Q zg++KE?#jgP#GO5=g-hDj-O(1DQ%U%@<>K?(RQBq(|QA`1zl z^5-ojT!XUia`v>Lb5(&g3&s?{kS>D1FhJz(CjZrD-mMh{OSOQBFj`EI{_t`=n@@iG z@RR$YTmGhh4pV-uh&T@LU$yuV`xQ)A#TYz4ylOdY23?~SOf1G|ELbEr5#Jk_8_(BhPBZ5d-vvwm z$I1~Dkn^7VacCWy{h^A++^FCfvx`|^A58*DAG)8%B++vRFMQ`N=qtLgMXJC9VfS2w zP}pwC>{PI~*u^VQLN*lQ36PzIGs)z+4@ox7%gJ27)=2=)WF)0J>gWd z)b$>`wJ&PRENGu1hXtajX4&sOQPg1}XWP*}f4-((RI@Ba} z8HidlTh^Zch`F1@o`9m(%mVjIVob17&Xa_={eiaS@u*$dlN=U^3X1L=z;#Am+#F+wJ!0viWw_(ruyQPZKfT-caMU zpNU637vfc5zIF4z#CP3qKK^*Iop+Pni~S|_QMT>H$G`d*$4oqAM_3VCk3yPNdx;98 zY*47XZGNukLLJ&sux!1Hfs1|I;AJf5a6nC>L`B$oc_kWU%Pagx@;cs;H z1DRLl&_I*!02%;Wk~Z;lc|P6p#kpzaq72BOFK;t-yWz=grfHz*r%~^Jr0xz}Y{iRO zQ`$OwXg9vu&MKNM#Rrw~wn2YIw}f9NG}er~aW*K7*HisX+<-OfX+Q*Bx@Yax37uSc zs#h6`2OS16T}?R)6#dfkxX+sN*)#P__`{QFe?!V!y*~g8gV>XI0K+EgQe|5@W z^IyS!VTR*}J(Ejzor)V-Op0Ykla)>TeY5zdhTq~cz9#GJaSB*M&x303)k)(qrC_6O znK>*xRNQ7CY88=sT(qmniA>27@#^r+7(X@stlAb_H^X3(A0-#{d{7AV0Cj_gx!@OWx*49(4d~`TFjaHWq zGJjrRS9N1_Y?;4woOPs8IU%H~nX$Y@)owgig-e%4kJPA{Anw-%cGO!1X4RcL!6Y(-^}vyQ~oXKMF+CT^{0I`E)G!R)Exx z1yNoIS96qk?-c+|+iv-4U+L8Dkw&&;kXRD3#8>(SYUaHs3Ry1Qu`**0dqSC@gG@Dj zl`n9y^&?W^r8B-qmbk+PktIbgKa1>NIFT(~I>;<(rQ~sy_uE9fyoEb9l{|KiI?w{@|dKKk9`CoDpZ?FZzU zAnqq_`}BCZ-mPNYYSQ<`11_(0EjCr>`?w&GwL`g&e*55)&;GyvzV?GZ`GNR9x78op zAoa3B>ovL)Sl(av<-<=N{dzLn?I>QdLcQPLk^@5yK=2m^2)f(euVTCAX1|>Km!N(* zj?{$(^;J$izihno?Vpa~RCp<}U~}_GGKmMWD_+k0J=K;}6NZS(VsZ=5kTAn5LJV~Srlv>qt$dSQ9| z$5AHbxFEj~kbid|ZpQmyEU$tDr5CW zO9LeDJ*sgYtMEW}mzSdaaXP1q;-~AyU$U|+n5hL;B=C5^p!X^arJ_k>Mmw&;Xh6{U zrASv-GqRDTDBwWlRgd+Hc1iO;d=_wA^)Qg2^x6+`;bi#4+_?6`VuI8&>1ONQnLW;= z5-vftrM_at(vxtY@|r3A?kQs%*GvHsgkIUv1#-_{1b5?&D?5t`Qm^cSP5R@?j_u0# zs)P7VT%yPpsCGBeK&B`!5BmijIA*0eu4;6E1f^f1VwYuAUsZsh^L^F7_kX0X3OG>t zvs2ffQ5|q9%X+U$}gd^jO0tB7c-xl}r@^)!le_P>!%xmYx+bQ#QdBzFH zweuDeq@F?Pu2BCt-Z+D5K+wI0aex}*AC^3j{==w2p+E!CEstnpv+mAj{&pOpg9>8L zWuDVhUTYR!#<`5b0~rm`b`x=(+?VSe)lBhP{E`-x=rJz;MfNXBGPUBNwjdoeQl6fRBe?$6_627KEHdPj5<%SC7D9*5 z@*W!33ko*+Sip#;7(S%DZ@-L4iJGY3oT3Homt!~}={@_kCrNDhjCoJNrZ|h4SL9Ma z&^`OH60{L6lyc>QeQ_2qDkgx3kPq#LLdch!PHddeuG5f<$Ba|3z0|@+^rTrJ%PTPc zfv9Q0_R_HhmY{&34{U})I|)JE_Rx9{*cWWswy3>ka!86q(OD6CnfmF>n^3MR${~TM ztVg+Z!Hq|CJ<4T)taq%bMFDCLS8E(GA1}D^#v(=vFG>J0UiH^$Q`K#3^^d^kg{%@m zv62uMJ}*Qy>$DeZ$M*%jd)9j2Ex1u z6#GKNZr1Y}TiKH&5H+#6idbv8p|b-^xi@V-qeWRhZYfw-x9I&g3&|kzM;1ni6vg>~ zURrwLmZ|W`hC5lo#c~!nqA$mDjI>DK_9W6Y52SfapwgsSeKAW-3VnQDT7ajHp@q=xCzgaF~UR1d2EVph*wVV$t5c5*n1CDEL6<+#qgNlH>2kd&)$ zv_cWKeO2q5VSt>!v~`tks=uVA*7gO>-%)!fw)i@8S?S^6dC_d5jxk<9IEE9Fe^n|u z6;lf~DO-x81iOro`*Vwx&uui?&Q4}rLkFS1K1QgSM|49>b5gN}5`uqujNnMaF+ZtX zO?b3eC)~TXJ)KyG5MrG^p7mJ~40^_eW4ckjL=flnjMLu)!>=(t;~p9ai`I0UIrO7T?AKT!I=~bo@_GHT#)z+i{ksricX(9-f5aISLRujh^}O&_#idf z4M~35h2xew-H<-UDg;gRi%m;Am|nZ(L+hJ?k@HN&|<-A=B>n)Y4=&cbo6+DA`sOWAz|G`DUC_JXE@0&iFm#4+~;MKed5|1Y>S1v8K60 zR1p7=E|Mk#@29lC;=-HO`uqO8cKgNt#jeqp_;^_0_;c~^`|b4X#ok+~_}d{21_}7D zFSnCV59j9%-O~K!@5BuxlZDuu$ajsFY?j&TT`MU(Fy06mgUwDQ8<3KG5)EuO<7~fR zlOZLW@v?NkFdLq3$NA)y<8FIdvNt_TDG`y&J84#)(~{cXOKWo*vF@{W=^gkRWnBe_ ze7e4)=i`GXGKcw&iSKC45=EB-J(2AAQh z4nPbGOjkLRyqb;?{at^kjuR;;@Vx5q z2-o4R@tZ*;3I`0X&BQMv$Z(cnHnUh@dX4g;+nXu%(N@zbv)KPUDl;AsI9{8Ee%<;PsG1mhEhsX{8iLS6_G{@y8!~)axfGOx?|F5Ge3#VfJYvFJ9 zXVuSed-KQnn~#JX3EQbVVO5tU>_{AEyAaD|dO|OSXjh1g_>N-=vA`rO=lm)nH}i($ zEaxMEMT`r)--0&axN$)Y4QyVXf*3tGPeGh^R0L6UFbj*MqD^yHLf1a7O$(r4v%7}p z53RUENKA>*?ymFY1WqSmQFop@{_m?|;gX-kVN8kVY>t_FK+deh7sy5H( ztAlq_b;;%k1FHHa=C3&pNctcyX}(?4v{^IVD2cppQL>4|h{$LPNFeG?T-4>Z^Y&>J z+z)M`GD;LO=-;&8xF+1v1!Sw)j@zQ(L0pTLQDDF!;w}4`D}oNKQJGA)`~mZVJKil^ zMukO(j5q9ep$u+{uM3*E61Pwy>D!OZkTE$_&A%aH{N2{&nu8xsWB#I9y zuZd|^I*Qy*rc?1pZ`P||w$)oS3gBW)8|vv-WYTb8y7_HKFQ5M7oEI9K*9W{;+nNdM>|%TK?`O&dA+bOK)yxyjL|J^ z7xEA~URDTag$vH`0Z82>-|FRC{Hxd}!{MRe^;nW-z2sRfXbynWFF>M$|2n=SiBz28 zWp4TpvvYyt0z_6+{DmWe&}Mksu4!^vaLPY1&H^6-4d?VhLHjn6f9|Dt@O<9v_O!Q} z@gHMwaVtYVI)uEDO8S`A*ZIq#1w$%;WsRVaA>b~)@h$PhKMhcDb0Dy?{1O=SrubZ2m4WB@YT3DTWkg%Y>h7Uj;M9+d|5ExNX z7BFuhDd-{*vtU03P@;qy5;+V?GhFo>Tbg_UFwA2Zp-1OYK_ZU<<)wV*h}Dy^lo}G0 zcTff>N%i}K;F*ttTX+E#Elw8~r+HXZ>Jq$czu$8EEwL2x7_4GsNK z;3Pe5Z8nV%%lKG&1`PV3<)Ktx(R-SFA!=;PV?aS`jQ-X3;u{(RwF|NFxgcqo7u^3aOq zV}jJQK{~;rIXmzt9EY|+3@}9(zDzWdP62|>cOhCFiFBDqx{w70t!ehO4I&Ng&}NS# zg3$L_amUqtTB!EMLnD3GK?SkzvlJihUoKaCO?0Hs8cdMhTj{Z{HU=elKs$ct`{nmd z7#0iW;ef~5z$7?i_@%5GOBN(Xma;|!q3Nn>X_vE3MPkZ(jRsL5sK9ooH#;ez}MWa>opSH@W|rwN2uMg<(G{93!7 zJ#ADw%NR%2S_c)xzJZgSsgVX|xFC0X6{1;JiDFIch+ahq40=CenO=`O{WvmW8BCCx zF@kogXR~(WKb1UmjNn0n(#+PV-#=N*c4Eegu4JE62aY+|(AkdJZs=s%ExEi3C;{ts#OB4JPpLG~uj3!Nq`iL&ON6;w^m26H%>I|GwZ{(von+p_EEB?;M*z^9a5&<-8l8oLAAyocV0G0emJm^O~-tdmz&FKX* zZfO4?)GiNCPy~i~gIe&P^|VI0pzXtcZDH*wxYRFzO_aPZj!&okEPzpG>m18m^n)SXHfk8>aO*o(RbPi8I6Gq3_JxNjrCjk_ARnPr3B zejMOV^IXE9_o*j%LA9AV{hRr5TzbH$jT%j`Te{dzyO_pWEb zm4L?tI8&DNT-MIa$%i!pGcmOGY=ZA%`^|Q>61(u3x7Di=J*2Qw`RZRE zesZ5KQ=rFS=qwq%BBcJv+PRWlLIO)o`Q%W+eJjQt&d`_aTgejhsrY+_RUE%Gc@}3d zBe^cwx)PG7kdgB%MuVtBli*6mg3Dwi0=Kor0?&>0Y`HqyKA(I#JA1J*kK3|xEif-o zBpv?ZL4xx2@b}g1tnr@LF4z$ZoCK)`1??3iSF%?A>6%aaD>)D%gc1%^*N{+A9X0`3 z!4_j+M94HC=-xz9NvEfA#a{KPGyyBif(wIz77~Zhknk2hViIU1t0eHvUIiCy04}Y; z!G?%?_$m08Hy(=nxVw z6k6IlS)n-C5D_mFkq~xsXC$i>iVF@I@4|+xP!78VEo4QN6zo9*WV%>9e26hY_u+4; zF{i6K=`i@(JH$CO=z5T#ybiJSyNC?u+m-(gX2DKzfUq2ML=e7;wDfbh=2~!#9KQFt z6c}hsR41CnvYXFZ-gO%q)g3rcxj72^AR}_bdmmSkagrc{+&Q)XEQA;Aa|eWPJA;Qj zxo#nUtm+mHA_z_6uXERlrKb(;2WD9u+V}^cpuGu;P>K~TdujjYtOZ-H0plB%VS@A( zq!y%pccY*KhtC5tffXYW?|?Hqjv$d(AbAZ^C?~3^VKfEz00O|zi$(*H>mIsIi$tms z?!iH0w4(K>?v)%Aw60krox~AlP4y5T{?_foA)Bl)hxQN?(8#OljM#J{JU{}ki9>sc zDQt)^T{D|dI|OtvQw;5zrO_cIVh!#hZl`FxH8?gz*x>*0v(Mvg&EP%(Lj&A&|6Zr7|n)yTgA2EDCHj+GGR{Sp{ll@izx5iJB!>x2)~F9eGW z0ntK`$xcxS1~{bG(@E2*cxZe^PZ@dRn!!F00|xyaxa~ueDn6;)2{ZDOw$k zqFHbo+@v^oAhRvA{&7zCoA8Z3gIi{Xm?7MH_o<906o?=U94Iz;AL~HC1ZiN_a2P)} zm#MM5wmMbds!k*Dkh@!mTnK{nW8{&uf>jy-MMI!P1#u9AM3P|IVr&dDpr8%Hfk?5A zTn#fe?z*@jzYQC?#_sm5f26wLA_O2Mt*v1}9eA;bfV__}){7M)2m{9wElfx{*0C%q zhy%wGNuD+@cxJ~smH`EAP_`n4d^v&>k1bmV7Sv|t2yPYRcIe6x15DBdW3sVy5)gDj z8@luM*N$yN1s=$P7KVN#i}Ml5*cJwuAhk35I^e5;2#fiHXZAT{k}@*f9ZTs=Ck44w z>l{^csUefOjMT@mxzv!LWbMmhDK40{-9mSMW=#9y^sS2y6Cq6`|YH4RTnw(S=Dno_RZS8H)3rGf;domW)G$jxp@_lXddKx|!L2B;*$ zU_*r2!Xf&QWGPre*2G|bbLbY1BsgTG3Pi{VE`zIR3wAM_T|o+ML9daJby$%MUO`Ht z!y50bDT&y)=h+Rxz@PapxP~8y!9dh0a~B>`QUxPsiBILE1{)$$PAU?HlkkMD1Qz{vqM)HEgFbS|6KkQ zX#j@~WnDawnf{IV5z$xf;__?x(Ed#n81$yY;iifQ|Dhd@I5Gr8^DhO|THFfw1u*DM zopw{Xfza(?4sCc+*bosd1RH-`2{j7AB11s55M;7b6oLT;{cCG^ebD#I<{1sdoA11} zrhqcQiQ$3^z$~unZI#kM*t-_M7iL5;qdX}%-e5%ZXtE5D^JZF( zupU!V()TJ=BEccz^_Ym@dE}D$hkkkq3*sN8h^No!7WD12ZrU~%4(r<dv473pQ{j0VFq$i5V&oWWa zVoC_FoGln~a)mPmuaOtDnkgcQ1)f)3o^JU^o}IrP=2diVQXqlD@vAm)+<|_jfWY9C zd+?h2z;b7Ask`{TjfUd87IN@|ciIQyvsc=k5(r;tA6Nnk2qkdM`jPxW?!{nLqhvT5 z34sn8xbCgDi^HlBu0;2FJ(Pd>T>XWv9rGW5Ea?llc&ci;{}N+>miIDR4x4F5kIL+L zhwc9&OpnvTV02I*+|s&{I9$LyRS>+mUPqm|(r;vC{ib8(xwHy?l+q45=9v9@uVpY*Z6= z{`Q)Z*`st0fe6Oyno(RTMi(GV z&X#-f1jabbk2xOLOerfix))>ql;-gm-@sD#5W#5tSpTl77b6_##~cuRSKw9Z=b&d+ z(#}OHje`az<1gyB-J!cYJM8yW;+`%&2Q$Ii&KAqPxl^#ELNh1+Vo}B)M2^&sZjh`Y8hh-<=?zdKP#0 zV$N7g<_K~*bzs4LFW{E9UeYm%^=`ZI+tHF)8!B#V6`#`svxl~sh-udOp{19| zxo?&1v z14wY1{3=dr20vdmtHu58!87&1{KjCxjVP(b5%-rHy06>2Ds))93NgXzSy?pv;eO~* zR<@Af^m6+61UYpu!RqCdQczCmL8E&9WFfPhes_43brq+81SfinVGnUaMe(Sm3$t49 z2D)Lr#U29a`LV9Y`Q%|0D;ZygRl9@*%HB>Zd(^a@zd}(m1zscw;LwpNF)H5EmY7Qb zJs5Y3E`4M)HEcZWfPv?#w!i%8!SiN*@Ma+k)`T>KJ1}K%;9`0DyrGNkSiK*SCj|x` z^va|Ns&DtVtHXLDhG~p%Sg$Ms3SRU(WfGd`S)TJtCWrMqT{JMgvp%f$OZ^@o1)j-2 zZkO_zO?eIXB_r1jl}vb+n1eGw z$i0-1rC24V7lE0x6ujo=<3*hXS_}!~1YUxaL4B%KJdB`M#?$4Bzv56^h9rQDJH9a? zwmtCRQgY$fF+L*jAtLFj;mZfLT~#qa$lEDv&Fn-MBKX6mXMdkQaE5{vwzcuH`*0evgP|z4JQXbwwzAh`1dusB?N* zmxZ^Iea0m&qYNS8A>meB!i9IHx@6CFxdMR>0YRWwA}Psqvwb#O@;Q`Rfj%ICoS-tR zl&MNnt1^cy5R@pO-GLjXZUG5&2uKtVB{_WoIV6yih#ubsn+obyT!jx2LEG~U>(sen zwN~518G3}ETX#AkV1SUI-aKBecdJJEbr@A^)tit7g5L52o14@RZv_vP`*6|zqt8(! z#;?k!5aU+ppZHm!h3*ZlQP3jgx@Ir459<({Fx3Xt#3SB{b^U__xAuX}!S2RN{pMspt=Z&{J>jW0{=^*h(8E-Y; zgu(v5>U*fi27y7SU(Yr(T3GAo{e-T0sQw~$V~IwJg{WGgK1&FhANzKUekH~&9o=l> ztqY!4vSuGA#Qv;EtlB~ENnM;$s$o1%Xm@$o)1H4mxpY#Yh7m%8*cmN~aPFyAP0!Fl zV$iW;-_RW0^A~i?i}tRz-a)Tg9lIPKMCR=Xk#w%Z(|8g)aym$yWGj#UW=?07=or)G zmhXCPPEmV8N=VJePW>IlBzX0_r)2$|_ZfBa%If2c$JCv7|9%VO0FJ*0!gv?bkd zKApAg(hHc?TcH>sWCndtQ|H)Mv?GQd+eQv#Ah4{szn;W6l!k5dU#RFD=7AA*c@2b#&~I$A(vhO0Gv$nins`@QxH)(i{YJ@!GPlly@@ z$pm4+dV@^4Ady+GexgiDTqnfBodqWY!X^_cmj}aW!D5e8vDl_ZpH) zy0fj<)%u45i)#3gOQOYz7XB{4QA83AM6a_PEgE$ffPdn+q}-Ajb3s9SD@DuwrQpyT zfI@>hyq(#PbQkGm2~sD1KHJUC=q7^w(z_n3;Qk$8h1@F z9v@{q1qUi_yp?~^-KacCv;>hq%pON1&_KkEM<@He<0GStr{F+!gE{%8c_tl`hm!|m z;ZSKRjtF3WUo48&zE~ISD7}fgi8TNsKi@aRjD)}s2qo&-F{Qn4;@!h5)L$u@kAr)5sfpR z28>XN$>XY28W2>k7?(JsIcSe5a}`s+M`%0{S@X#Yian-L<^v$8Y@WpK8;@yJo-|&B zs9Dw}Qg|S`VoFKeSwqp*%T%Vn+h0%?5_DG`y68*7nSpBwpTPv7t-=(Ry}XU8!U_&F z){OM;vwg66Y?K)-B{mdApzivr1kk~lbgsuIkIH>VJ zWDR$|+Rm!BR{)GsZGF!hRYpW50YPP>p!{XA{ND4vQBlyr1fg|ybseNfH_F)!BFL-< zUig7&lm|*Qkk}|e^Q2yOMnwq)2O1mu=-+F{bqfi)o2K&W-HO+2uF?rKkl3()IqNRHS~n`}YrK$XDPBb4Bd<|J z8ZSl^4Dm)1u`%8?fac|NS=aj;+2FKZb{$YdDfdz=6h^EC{TlY7lGMZSm6<1J9vH z=;!46bv#leTVFXgo_6@r?kQY{~4nGhE`u703zG{YH5#5+cmxq zX6AKD$P6Y39Xp<4EZ;hypmaRaH2Q9%JI*5wWQ5MN$o1$9B6?{n-j;?&DgP??-@ws%L%@* z!SATvY(VB1vGUlr>EsT6-cvQ_&aLA7}p!oL< zT@&DOjcQaJOb}YPrypytG+D?fUF`)QqVpDfm^ra_;nwO*(PeucL?7yp=2!8OJPPi`wUe@mewyC26>E|%TwjON2=GK%`H z^!ASEzl!xxw%f4ae64}c$V!tz<;1|S{50|fj~y<^KT(M~ z=+NCn-ohRmx9UMwADH>u{xf$` z5`_eos~(HENSo#5?*`LIDDd3yc)AyBdOMe2gO-^}MsGKfBcOrpRhLclgjtq;Gb~FI z2Mi)VkLbA1SIegj9gR7s>(XfPj1Rny%TEjqY$87$JrqMe5P9wX-_iCn{9($jK0pY$eUL4=puJ&`0`(21rL0-Q2XxhWOPpo?JDGJER z*R$Yiy6Ubi86YNan`bRerLrQcZW~1bIr+dS)6&^Trl@*gG%OGm*l4|cPG^60r!Bm& zuZE2x6p$0xh^O7sXlZ+b4qKcBqJo&jlAoxD6yt!Pdv4?qF^MIn&I@y*l7W3+e=Q(@ zln?u)(5nRVuH`pU7TmGs!bW4GuLwL4_K}Ma*oZ{YIXn>d6W7c^@zL`;ZL^J*V98whQQq!xLEvk0>7$)IenQu1 ztatvLN6FqIwO%59C zoZRfU!5z|rbEC1q;^bz(-5==mJ*!cJa|1B&ToE%iG_NG5aVGOi+7rWwGK+1PjRJx$ zo&XM1SCLT6@l5D2Z|9AHGn;JsxilWgZhB-pnl?Jn+8)bXW}Uu-&|rd;3eCy=#cF%T z=n7`S01(L+8bq@pJ?T zy6b-K*1^P1W;<0;_7oxrZ}@~AO>cSqlFa^yB1R1fN*;5lcrhXG_B=+#90wDmp4(8b z!gtbf<){Hc$E(CDY%oSu35^Fb9_CiT62_=7r{LmL>!-dEM^Py_Q1Mn`yKDH%aidxZ zi3TEWK6;_fYyL*%Nx^}NyS|v6i#&ii%Jm&gkn$=n6YTwKD@Rpv3kgc@{&ce&&6}}i zXq5YFJdp9KO*`9H{$oU=sx|;qblrC4T}C^SP62|BduJQ;mPUD}f=f`Xt5)t-!hwpn za~-*dTmW`kfKlz7K?EU>CP9cC6;0S$FR$XdX`AkO7iClxcQBDV?j-x|VSe=0lIRD7 zeNF`jDqgh@n_yvnRMpmaAbTCE9*JJHoYIU0%*?e9{rwXc6tuhyRf-^Fjw(Y36Qs9H zUJq>}^Gh47Xf{*|B_yCu8{HYYUD0hl zjCt^QDF&RS7wc2>>MtMJ*Pu7RpbyJhJc}aAjb(jwSsPRk+r9v-Lnn#6U@^Eaz#%~y zmUJub_gjA7_)&4Rsa;^u-$reC1bNSvwD~6Jkz~%T=YvQH3+gcElDeaHaj#O3&bbQ= z`ajz(XugX6KkY(iZuM6MQ;GDM3Lg#zfM0Qd#ig4JykLKk_}mAVI5C2Tp1rL>AaOwO z8gd}!qxY@fUo6-y7v#YrX_CW7|NE*wRQgEXveix&hc$m7p``QX+|U(+LzeD(KZQ&KVR~p02XgXMIQ@UVl3i?BIXw(SR_`IMcf=*i$!9A<%Vl9+BbmLiH;p{C+y}Rf{|Ho&;nqB zi#-v`ST@^wo*=Q1m)BhD?Wj%Td$&uL855aNVBlf72_8rp;c@JF6vooh19i1LPGUv# zLI>2V)lrERXQ575wY&%{u-tabU-a}6@5z)5*b<>atj@Ug>)oJg!Vi@#nzhDBh-S@!3DUCXx*0t+m6 zcJf%+I@vfd%(lQSN0YRusgMUdI2hpeNnO??6Mt zy`+Zufre1t+Gc6`mhF<+&m1!_L3%qNrI~?9j!Vp)<+ZS& zzTs1=v*IkfB{P6IS`7)xJ3gg!&q#JlTsz0>;)49DPwvl#m5h>eqyi6QfisBCEa0WQ6CI6HyMqXJ&QQa(dKm7 z988ejW~9ocL>V^T%d|(=O_!I$_ELK%PHIsTET~_PoCKkoXf#XknY>%PVAQB?c6w0iwV-#zB@FBX7bPSe`&sO z&nMFgx~mF6HmV^OXkK-HIzM>p0tNm11dD_M$ty02fBvCh-af%0kU(+6qnK{C;$1dY z5elZx(o6sZAv2sTgxlsboQ0>5qz z$)S%2y1QWxi7w_Y1#v%{O$Qd_k-YlVVQgOAN)gGcH-7@JoI7I}@hQdmvKx)QG} z*V<B9f)nC{sSl|vA1O|{_vB=NG=>-;#|E7N$ zA_P}3!2hAa56>k0^#FK&6yXX-Uo7WG2m2rcl0hON57tKVH{OF8Vj~R${J$`{=%@%- z3H*-%CXyh)w)UqUU(2mC#Qq8e=)(TAe~V_(HgXl*AO96JwvPRMB(PldSg4}$dHjNY zLxM&^fk)J5qk%eg;eMgx>T`$%rdJ)NkfmT>NhCW82Mn({3|%v8y^T)=H!(#hG!Qu4 zTy(TZ$-Qe>E))(Jg!jUVbY(588pnCBivn~}ubqGAHSf53&0v5}Ww2{$N7dvT`tL;i zg=L^%Wgh^#h49fpMAgvy=@*QtU^yBHai(9G_TtTUrQYckGw1i^Bf#QM_%}vda4nsS zrl|Aq$nlMCe%UPO?kD=+!%7I4(Ua91lbYiK3 zS$8Cz!~@;yLGHxQv`3XO7R;>WG6+bJUiC?7=8f?cRFDjxKm*majy4<2_Y=ASVz*tb zB6o$ASW{srZ;9c7?YhSnxlEzNH`8<)FvUkFc9-XT;$s}21_a+#FMqoOnYN~Z1m`V}^RO{V+(Asi3}Ggh4k&o9=;TepM@#BMm`xWA zOejJ1Tf{$yl^}ylaJAd@IUi+=;!<#Nu1Gx?!{yb2*H~!dGR2ll8-O$AWQLq_SBou%N8u zFVU(t%z7LTY&YCIB`R9Mj8!UU4k8%usd-luE)M(`~ zYH6hDC>UZ}JWoji9zvX|`as05oQyHGBnl1@j*I@2>>K1%jB(L8I%HhwE*m=fK6y<4 zIggAUOWHYwpvoXb1Ji4aDY#p*q*s|DV%JE%-d(Pm=M(k6O)DM>ThUI$0Rt)#A`x? zn4lIiCbNTgCOeZ`oD&9s;pJ!`x`uR;h^{!?&}?9os?uI6ZjBworw_- z*w8IIeDby=%q8g!A_%#eMXs6mj54!C0}*$f)%L>MqEs>wk<6BY0~OCxa0F^pp4cI% zTdcG?TK{Fvk|nUDb&1=6rg`bHhc>vu zW-PA(P4fx^ROdCI;Pq-KnM5R^SKyeLN7YaVGtIhRuA8m5Q+g~bFv03Y+U0h>=Y4^a zzE#qj6dbs`+A7Y`51433l4(4!-QcxlJ$pLnjz5hOiLwR}j9&Xl7xI74Jf@`cn9Q9- z1Jg~OH}RWz*p>IcOO^w(bP5ujo;?NUIW0V~9F}yYvXl}LjCaCZir>SW7VKP37b7yl zbL;gAM51-a<7~<3IGb4kh`ino^GZL5SuGh4^pWzMdR{BK@2pHmd96f49zC0i-~7F) zqihO5@Od69eikh{%iSoCHHcu0_C*}bG%NZIZe~aI zMTixcVD15oSIa-|?L_AHs~m2I^ytGFD!65)+SLvJ$agcs3cO47GZP-<}=*yr7p zeZ-(PCaT~?RR)x&*mFuj`P6cn_G0dza#sW>r($lG9hN@HNbm@6K zrMeKY-B#cfy1)ZnA2NG8Wr+2;n86BOSYxo+V)TiiER0gx!kt(^oYMU{4b9my_o@@6 zqBKyIw3k%XPG@tv|ClbhVY;f?%O`@eWPH#c1e3~DwgI6yxSaMB$x!p|8X7i_BZ>3}?uYr_ZlBghlJwhD1Z^;;?hnKIQ#PUmL&(_}A z!wUJ;sL1cTvHYsryJi;`w5QPzaV0&nzO4KB1!Cs3Q;%+(-}2!_Juwy^V%|wx=3Ly) zx&Q7&$&^i>5Dg3JH`CPX*@kcQF4^5wMlYcu;a*xoH>cZ(_!>*e7S=Km8XPk2 zMr6o~C)#4kiQ)v&s2z#4ZJ-PJah<&S%Dti zUWvAn^-L>R!Qg^CW(6ARPsN72ZM*!V*J-a{1rHrUK8zHHNJ=9PYQkvmp&G04X!$Sw zS5N>p)pv+;K-ByA+UdfG59C`FQ*j+#P)H?xy&gY_FhI~XBS;4M$ae3NrGqHH3kbR! z9$ga&&?W0@8A3pU(zXjqkp4Xg%!Av75Ej%n8nQHzfIK)F#(+V8(=+yYL)Z8CD?=rd z%^7POOpw~XvXUkf1jZiRSN1_c8_lbKn^%pz3QUl`3Il($eKw&JU3}bFvKuF6Spx=| zD_ysmJZ#q6_Qj`P{*La}@LoYFxDiGmsDKqhf#xcwkx!Yi=Az`_VVp-{f#_z0XxePg z8Cl69SB6aDf$%Ls`1tWx6m-RNZoWq5HJDvbBpE{pSg%0jB zB_5g}XP6+q9V1@uXmb_kEs41~UJVJ_H$7U}QIS@s0OV~lE{VGdY9AK#Z^!5t&H3!G zBD)7h|Ei$T&ne)@5b;J-#N~81YiDb2{gN?SR)9eT`Fk;PJ*~3Z&gGz)YbY5K{*EsgHE2}bxq1Q{ayDkzf9>sCP* z60{!%W*7UoRTa=>wWD_lxdlq5PLd^%z=t5eJ_ymxd~rFYEAzd}_(#+S4;AG1BG%X> z9igN*mN5edh6LH_IgQ1$cD9?IE&1NEV_Ur#9teHMlZ0won6kJWZ5 z$-Xw#Ds7C>eQgg4G-#hSjXJj8EO_h0Y&xKQ&VxhByWG4+iW|k4l9GD~;>M0+ zLkKzwkS(?;(NmL=rgA_>Ar1;^FJ>J!BCxSc506UGquKpp z|H3?!=wX55&(*(o&G~l4clZ`u2-`&%G!pRtZ;4Od;mw@>robUWbcF-#Kb6?q!-mK2 zg6lvd!X*rlrRrug-!8b-2dUOLz?K%LR-hBFBeOCcWO0K8eCaifyxN&gAn_jZAg^(- z!0~?x%Zs;knf`)nUPHr66yQp`M_!j2WOt1NY-tzuZ&Uy3ph0$Vu)rZblFZ^A+Z*JO z3I@o3CM>?}W~~XA z`vczA>4E49$U{HSo7;R{a3Hz@0=kU(!8nKStu|_AE#TyS5_o82iQt=9WQJp43K5NqqU{r?t~oF?{Kidp)51#V*jvn(DIA@HFh0e zZ&jUvZfW&U_8?#3s-@NCKdqJFgtZcc}2Sc5%i9Ac1wFO`Qa-5}+>os$ug_MB`w+CRyq4~mc$ifIqq(LvgID=Mw> zM>@8{&(jY=Rxr@~j;LCji^=EPmfjbk@%DsXT$n$d9yW(g%+0kId@NY9cS#|trT2bx zD0wqfvfa=u%6>}STW^-3WTrQ(f+0h}%|L-347$O$WQsdSts%krMuIbv>5>(ier62} z{@Ve+m}L(wUa~xuBe$q|=I>{#1FxJlm=!9RZv=U!cGin#CDZx2{3=8+z8)}sA91ac zjSx9bV1o56&H99%9uYBb(#_6k_s8L^qsZuQ5iZ%I8m2wOf%(p1_ z2YM3ZvHFjA2#TT_jnMdh(2{v|g@AyT00r+A&KnRGjm@R<2%$s+lZaQ281Y+p$wOJZ z5-;2Dy8ET8IOm6><_mxS0gl%U`YEiJB-n0CvHjW=;v!_qD`6xK})XWnu3&_)6P743Cs%`MI|bbBKBpVASN&Jh}W~0 zx5On4N5;ew4|K0b>4xk8?O_y)w&ysF*hEpSgGBj{ETkoDN7v7TSNCR8Y|Nis`fARzIe^B6AT12PHmUbXP zdW~DUZJzmSs3n)#q|B`05@fWukTz(rm^6k=!-4Dy&)L558uO9`npD0d7>KM1<;IIh zi!v}*E*!|Lo2p+a)1plYg8M)>4M9PC$C%TkiHG-+(N@H+5!4K|jZ^OY$yjQO3ToSe z8-0jXF7d#oG{6L{4Fx7iBmfQ!x;`XGBPDF3m7CkKX11uHwtX@sE~u;n`(zFpsQd~f zlSJa|s0!qQg7^)u0y$~g*)tXeOODJWtB{8a`rF-$wY>j#a(^}Jx(W59=puJIL%QG* zxP%)>s)L5Vg}C6pW4J%phx#S`dE0pFASKg~pyT8bV6eXtXTMl&&t_ilsbr$6fFICM za5t_%931fklnk>91ZZUN-;49hkkZhojC(-IG<<;u2OT_kbug6uj9%aV#0Pf5}iEXuJ}{v7y1%LY;2eO(_!4T!Z)c$M9Mh z0S5a!9W>iSw5@3+HzlhI!(w2`(HS5{tw6c+@uB5rM2iSUOh8Ek&?i8Gg7sE}HIng? z^Lu@~8Wzm4l3%WO+jf6~k~hF$4{AM?j0{lB+@ou~K?Sdky4K@Fun8;u@TeO@&heX| z$nsu;-y(xQhYSDVPs+U~ulk@xtJe2q~ zz$RUCON@fV1CGB8$Me;VFN*o;5jdt*aw8{CE_nG9>{J+eiY=atuC1A0ZfWe zVuJKKQbSRA5n{naH$bA4{1(I@mvncE2f z4nFXxgOV+n`2bXoo0aY@d;xNrc3C&;GjBV5LFX4hQEH2dTn7d>NqD0+*5D2-s9%Rv zC(p9q%{;7Ncmu>-<>s9CXDZ|vu%NyMrB8H}5>NcF+!kE=1&nBJC18?n zLvCM{P6C3?jZj~bHR;gT*@`c(j)+hWVuo;j$f;h5Oajf+BsYh zA_#B5yU0Ve#m|>s#VA-#0E+LUE@YO{YfNiU5+o=ip1Ru9_EdqGA*9=USydeGI07+4 zNJEv%gaR>1xZj=~_|0NtbEptOc!Sn{HqBl<1^q<+DYBkg(smdW<*Vke3>2g{15!F- z+<1MWl1AFl#91|JnpSikyzzGhT8#?YJ3(%#6{pwc=T95nj1$vG0VgV&R)9E0nLn1$F4zGD$PL@H*TTJljDA{q4Zm zGSO=GM}B8@!BE*E#mm|PgZvHqi7siGraPN1W_x~yzF^kEf@S!D4GD?-ciS}|L)Xf` z1O|Dc?CCBJ@73^HWv`Gyf6rRXH9s9PdNB?CuVBK);$=#}frpT{?1zDnz!MARG%Z}8 z4vC(YA+C~JG-rp46+Jb>V?hNO9y(L}baWt))&j*_Z_D`;`j>AGw6V0Ev##d9YP%TkI ztHjhOeCXlj^KeG@O;fqhVaoaCG(62VynJHF&_G=nrzBZQZ}(17Pc>RDJ}S7WEAf0U z?hd1|!1Mhd=nr&}1YPsvbtOusbO5A_AqAUf4z4k)!z^LJd~<&(8g6lL_S0G0()BBo z*%?(&Rs~8-ZD3TE&0jfchL-Mr^lDxWT7?SQ8)0sT909Q?iOjMiAa`tXy25%PueF%W z=HDHb-b0=xHOko4V-As#=i4#*4Yfq)$9EI^*)=f8-%OJSUG##bUyGK^z7in8AtG7; zZL@0pga3630LY+!-Kw^w6u4bU-R?I(bG*ALV(|bUtKcQW!7_3QjhtV%0v>!%Z7fZ$ zG&9azG8{}XyO^MKYPkBDmKpuHQqr->b81kKUiI_oGnPzRiso&i!E20B87Ok;lcHL=d&5VQ0u-c9bNCHY<+6@xmpE#Y7P{)v0u{7QV0_%r zoq+Vj53PAuZka;lEIl;3IUf_3Ej^Gy@5JRNvNDLhVqepiJr)|r#AOc_#J6ny)hU+U zXES;sgb#p9rmRwx*vHLLQ(L+8u5hnHt#Lu^GzMB-aGBbe#=yk{r4uOi&;B5DOrUfi zLFn|g^sf}RBSl*>CDl{378vBAKU11h_%mQZ>_lqhnwIYP5MoTEW}q?BC7t`Fi-I?E zZ=z=usS9dJ>0g)o$rJe_J&LxaTbM3*z$j_!6^iP^#u4L;^1eoTqLJ@R8^dT3!FW|X zGi~xnx7#%{UX%sr3pGTTK@At@QeUy?JBCZcf$QD+Na53fvB9FsJxUXu~MsSCrbiJrrJlGj#AT| z$zJ>}ctr9TD;W+5$`zbmDWGqdkt!FQ!vayc5Fn?})Hi%LU*!LPxE&V}+=pB;n^~qnLW4f; z0ZUq<^Ts;WJV0aT1*m6vm=9DFps^uc1?sa|JL!UP?pW^+(IJAhggjZpZ($$X5(eM}61Jz5K;V#Y(~SX-cgv0F4)`Is zWcn%>09@QGvELHcB6b^M7Iq%*U(m56I~s6DWMgZ+kByw)V`M}wk}}MH|1Fc1FXWrvP!y| zz1SY=_7WLzj(X5xy@Kp}hxM+zpD1zuvqmKgHQ6{Ion4?Jzi)=5`%9_|v6@h_>#m=j z!9xaXkW}7Py08|EZID8Ah={}mC4!>Yo;H;5mbp$`@CYC!5+hYgy84|(r#dmxVnYDy zo;;z;J-%Ny&n9QoI5GOM-4l)sa+Z6OgdRvftoe%4*xdWrc>!v|k>$Ud0FB)zU_YDl zC*~>&kl1+v&2u`L$E!g#0U8?u*x1OF)A@FO;QV99MjkZiS$k;GP`@mGqJM0A7-xVO z)>Ae~FV!|T=8t20$^keeumEjRnGvnqZ5tb)Lv)C+v$52@36f1C0pgh1*jSe-Ndif1 zY9~ysyM3&T#!l^|Ss<#%PIMy9e~7BSoiqs~#p@INXWDN06@Jy~6Jvmwcx(yZp{f>J z_|uQ^=IsRYF4j}joDT9IZ`|n_27VN>TH`K}^W^KTw_~FkxkS#B2M55bk+YNF@p7k| zr~H}!YHg~<&gY&Uspp5atL0uIgFN1Xhz0AQQ&X)4G3XG%MwX^}bl%-{V<-F=FsRu` z%So}KgR*`&9y`*Cz(dA6?tm{$C)USVYgO>jw~H8z^b-`26K_A&G_5#e)Y2|8FEUhX zKLZws>a&qQOLhVqxf5o6Hrj75=uj9dwG-G#v%p5FnpAg=#_=Azk{9nwki|~iH)jm6 zLp-eQXBX2m|0?)uVa=dJMBHITviQtuHHYOCkP{!Th_rND81vI=;}w8ILcELjT+CuH z0oA&A3OY~!;&k*18uYBEp|^*jC(N=xwx{7^LjW^B5^ZR8$$QLXtoc1?(6ivA(}d(> zn|THd>bv4Lu!eSa(4s!=#QCP_4y%1PIqc{dIgimL8?hypYEyHtAb&SbE>EpeQ!1sf z@-GQVeHu7Aq+C@}p2)9b)CG6aD+nk191T>jFe>lVZNb~8DH=io#TAcYzUT9x1+QVG zSp*n}xY-VybGq@JmDmWgX*5v1Ar+m`({!}*MF0EvK)WQ{7n8{Ihb3V`6to1h<(0&S z1m&+X*%N&K;Q73f=gVV4O6COsH1UL_86fAE)*{KoVzaW+H{EVle5c5~V5#tEbv_}) zz9q%3>0XfSeDZiR+jW;)I*>-Mnb3f8y63mHl`I_!Wg5;}E`tvtx1vH8hc#b8FBw%9 zNs!1Oe7YTj=0kWRbP zq8;u1c>dxE{R>r%9j~q>tEm!75ob_AeLF$z@8>AVb1$<11@YYkv6y+|PFK?F=%rS$ zAWs?mY4d_}S24Im1@#+=e9PM%IC;rdmfnnOT+rX8S3T)vZn~7=3H{G~I({uSl-{R9 z!5i;---768u%x@0zr~Qj|9&);@b(Aa9q1I?{)Kqhh4mi_0-ym+3kfKo=w0)%)!m5= zg`cd}+iovqF+By#=ms*SCm?{Dcg&}rn)_S2ekc@E5RnaHR*ZuWEpMAIJuROt=MgCd zQ-B6AE5*V?$s6WFPf2Kyg7KLF%c@Y&y$U|37k&6BshR=>4Fzu**`5u)kVmNa(V&7R z(!gb{0C1>y&wLhF5f(^62iRbiNa5vj+kETk`I7IuD2Sy7DXW5TVT&~P(Q&+x+ddDP zj1ymWUy4}^I*7@FR<$_c;KL4Y8ufk|bYD~NiRma9ml?EtIVfysNJfY+DIM>=RjZ#0 z8VZupQYH%wQ7u|pcqoar@v_1Bs_D3A)@b7`GWe605d2|)sAdTZ->-xQH>Xr$;Gra4 zCR=ZpUcE9A$l(9L)GDuzKBURM+yt>ux(;7|5cpB#3pNU>DwsXF-3lJwI* z%-Rj_8ddXC1q}sBYsh3_b*W|z2OnA@9y%AZ3~2edK`O*k4;?ygnl=*56M1bg8#ok9 zKpL1tQ>#G18i}Bb=6puoA)!L8f-(gaB4|heHIZ7n*y?FHUJey%se=su8^(C149;iX zJ=z6#Lm8Ar5lBpMUNfl;r}sEx!L>RDBf&_B;Ja?p8omLSQ5lc~p@0Nq#ItEj&hPm$ zQw7gfpkR&ol1w1q>t-%p!IvCl@JC`Ct@O3~&zf%DF6BxoQ&Azt1^CbsnWO2RE_cEK zn1%}TLk1Vzw~VV8f9nos0d>Lph5<_W9ALp5$@QMD{rqhEtop2&!3B3@o)T$72dpqp z$-$w5*MYCLvjyExwpey^vCD;({J1*cBZHsMlj>Bo{sm7Em%{P5K5m{g#Q;4Y8W$1@ zbm|qEMf|nBRN29+n5F*T{=FRrxUBRH4V3X(rus}`J@G-?de<9|t7Sei_<3nLspMl$ z&Ej+F!uZ#MjVrA*2Q=~70h>OiW!&sQhz$*QOu>pGv*{jF)5m6B2n_ij=t*aTv5k|iQh!5fX6 zB88B_3ZP2dG|1rReKcbs#qXPcTpuk04i$WzNGE(Y>vXL+Kkzq$#;p@Y;h}`b%f|=W zEi{=<>3`elloiLgc>~PEL)S8(^?=4^RrdNh0^0 z_BaoS!b1s<1S)Ab2{kSfxTxUe^DZidKPfS8-o;{q)1CQxu4cQ``%lyL?5W=W&%A!j z%vX{CYFrOwiG4GS@xTBW?6&T$#j^?z#s5sFbknX^@sA0D5{WkiAvgrs$r2}xxwT;` z{*jf%F=Mj45RW7$XeL+XrnAip`E1&01ozz zH^~E8HWUWMNeBO=v-4)~nBIAb!7K|T*_oq2(q>BsMnjiBW}si9$)SNLJEU_&$z$+g zggU0R$jfmEAjI|=TJfY?XqRKA+_Op?e8{ka8~LShSb7;^wVJMIR}{0yG5xue3J)G4etKwE;z@Bj zT0~pi*jen;TwqlC{?a2S+tP|&d_VQWI zPY(Ob-_jERE1I_!il&X2Q=8I*7ngJ{@;k59>xxB#%$1FQJ5m7h@%M>*e73xxY#o=8 zebtPVDnL%&_i{od(V!4SjgH)W@^4iHCy1cyUPjk^we>cjmju24pSXAJZ!5XZd^728 zsc-6*T9>|e$G61EjM27aJ5FXY6OaTYq(OiNKwW%hW*?9QC0HN;1E3`O{N@|@W%7N` zs>@TmR#k0a?G3QUFWe%4`ai2y-R~y9BH>e+!8gfhz?#2XVU1nkrU!R}N5}uy*8Rk! zVB0TN*rqJ7#mI(b1z&I$GJvmhTS5?auJYl<V60xGAY>h4?#3{=?cH$e*X|9 zfm)P<0ljuH3AW70YtB{qZj~A={QLD5_UQ?o@cvavZ+CscNEiq)*!R=GzCC)79o|!q zv&Ts*>FlmIEv*BqejHfkCFvQJjHt*;`nv0FN~yr2UxpUZxrNIkdZ3SL4{G;jv@AJW zW^{w-oT}c%;x!-Yoo%H`*D z>|H4dTf%gl2oJj9ORRvAwrw7mJ zg>Ky&G=H<=G}u~N7s|oLU#+q6jIML?Do?VUS^E4+EKP{Q-rudZ_X$l-9nMG7xf(GP zJ9u&xX0OnO_5ZDm_4GQi8mZCE0izSTMTa|ne)Tbk^bw1HEfWiK1<;C^yt?|BByB)! zQYD~E@2<^hb)D5AX7KzVX!^ES0@jFDw)g%OmDrW`-go;~OZ)f1{|$Q|RJZpZ|8Lm) zkIvpyPbf^9xy{dN)<;bfF^jj?6Iv^aJp8wb8l>kJwnf}x|Ie+}6DcKF7LE!#dK9sz zYXj<^sV4h{nNedt+|H+Df0uvhLMPXzW9+I$w=gSDO30C|YX zz@~64jvt#lty6B=&J0&t2UdlvANaLe*_^4%(pXX3&gw_30c*YvYR!DQGHNU(E8**F z%s>Ekglkp&XPKSZXRg`KT2+A%>rew;E=$Zadvvj_o+_+$b9f#vjN|$AbaXZfCTL2`*LrBFsZJ7h z{v0)m2aD{aXVUpWsAGAL$K#5P)Ouws)ESpmH&<(+(SwC~re}9w@d?5Ad^jc<*+J5sinJ+v&-|URP^+z|daR{)Qdh68&(GEHxF1u=3uk z;pA1VF?qFfF&e8Ao{85`ch;8^P0=fIp#?L# zw=<)>65MDi*hgP1?lGbJRj8{av)LsLZg?&boEs=sW>jc@oz_nIytzpMFyg>M{m$#b zt6}X4{U6Or4o++F9wfn~@0y`YU6KZ^FM@ArsHv`HR?n=m)<%%Jg^E6Njjp=BciXy} z3EeN__@2!vvQeubxHn=|gmWmA@5Rb=y*@vFAgE1OiE1A7K2Pfn=e*8ntk1veBoz{> z3I9$`XkK_S9CO_b{hLFfoQUs4rvlgAFup)S^|RQ^)O8vJlM8~IR#rLL5}}#!@nUd3 zdp$Z0&L3>(;~Wa*(8sEJ+Om&5BvkJPKAsO>hfgWhH^{{nSENRDG__8wQrbk#;-Gdr zh}&{F=5w2ZmqZG)j)pccXITL!talSdP3O(R2{25Cvzai%U|# zh5nCT4+k&j!?W5G`tSF{OLcEOjsMh(MD*kXeZlKw!B7xD(<@#}hao>hIAzG=!T4h6 znW7(nh>Q{3HUwy7OtAtC`W#_tHyAzY@Mm?JULOJCr|Bgb-#URA5mO=jX(W6)j2>&1 z)GsS#Efb=5BhlG#$h*yw?$t_3O@!bVuZPFS^Z>P<7@kg+^C=yJo!6rE2f^hL9?816 zkPP*2yfAbu&R5SS!DEG@Jnt0OSfJ^!;>WA4$d-d+Rso1Id>Ko$0<5`B{k{3{dF}A> z(f5sKwcY4Uj-=ya5XK1!9JKCmt-UydO9p9$VwMNBPq|u_(VoWWS`10kStytzp?NRT zd^1`G2l6E)YL%oRLh&cB7td+l?5t)t2rX*<@u%!;e6ipMrv(Qn9dda-7V(9~=+=nk z?d=+4_%P=0T{O(rDef7yRpjLPD0@Y#RLms7J|PEQ>mQ~fGt6xGqys>+3%+A+tA;TZ z81{EAVkwWQoe~Q=PZi8w30AEgcCEiWjS@yJX#$;JjktZIj0TMQTNkB5Pc2VJd@5CN zhT2hOj?xk^=^tF+lu6_1^Zao`mfr=NGaPxXSzHFD{fz^pObc&I5nNc}cxw$(aG3Ek z7c6DQVmLWfXQ7yLByBJ1-?g?l1sJqC$;<>cEfbCA!KD0FlZ?y2v>!WP=^bl}+9Uhl zf-QD}1M!Z?994{mDc`z)!EaS%LCZBP!31kX4!6nY!T ziNztkbxg%Xx#sxd>@3)qD;UmNj&@EVvp{u5;@Mz654Q7cr0OwOsUBZ0gGKDkRSgrW zpL1_$yH2MU$3X)on7S%2=$YMZD_bg*KTX6rx&TKoZe9~%jf7?@Hz(Y@d9Je1Rk{f$ zZ>}5o_%`>kzKe(@t6Z{_*xKO_vs>f-%yS}TkN|vW;6kF8O#k6YvIc%Qe( z-xPQs?WeyyDOg1ixF2NrztDn2!?7g`g4W~90v|-Jv|t0BzyYkKF3Nq0)_Oa+FKDrg z^b^kCj(*_#pT9XDQww@t+v^-O)l|SaEi35Vvvv#b-t^=`ea4z|!GH@~Gt`laAXEMq z1Yc*CdQG00COBFHb}7@e5X}225V3i5z-)gwpvw%oS%MQtV6HLC6M#8?gP=$(n|Adj zb+C^wmfRGc%D-0;-qN=NEd@2J=hh z!YmPjdEX*+gS^rozFD@Xr@Zh8CS-wIm027cM*Iw+oDtM5x2|05T=oagqX(D-llg$A zO-U-ipua=dl?DY_NU%-?tlT88Sbv4k)-!4*E?vn<8cW+KF-wwQ_{7yJsb2-Is9K~8 z&@jOj>E!Ri+*-9r7s6qNtLlq>8F-^=RlfocQ(Rl@{nq}opx{((i&qN3oWD(E(a4;@ zJA$QDP>V8aN&+TDrG~l?S5s;j81hl6@qZO~V$)I+pkacm;*o^r9DUjeRjc?SHjMZY z(y-u%fhz<%wg60KiXe(ahao>fxFSQsYDBQD1xS%8iVtI=%t;e8>2%q&N@rlmN144l|-EJ^W?hjZLfc1Rkb*j@+dBJg2G;b}*RL)I}Vu zcPN>2O||hc6~do6VbZM8G9zuG*nL4KTA8k7`aG!{LLqyP$(TeMRO!1 zzhIJnwaK@SNv2#1WjVG`T6n-3cFK?8sawH^q0WwX{mJ5&%g)C3k`EWKKoD5^# zjnb7-A$-?Q*A_ji5!X_J{jq?s##3dFoCrbJSe%b0BQXw+N z1CQB&4kL z(L^70^q6f|={G9}<8;Tn*l+3{Z)Td{np9N=D!EOI!7x21x!SOBzp7xL!S%r;@&Rw-ST7R=Hu!%DMG)R1Q$yc=|Og*6G8 z=QQPJs%L=*bioeu;uV|eG-2kNs>O^kn1xqawOBbAx28&tueQ9(D%q&Pv^BM!@-y?= zRn~f142G?#R@85!D)}m_6(?B2z#p{UQwFknZ%xwDk!(KDzsjW5V({FWnom8tY`Z`# z>s@7);%mapHC2ik05c1(vP!XXFm6qwMzea%va4*=lorhThrHQN^o(^cSzSanpH8`b z&#$gk4%~_4}x-Uv>U; zqA*m?!xRn&bi~XJul`ol(<{!IMzMs6@mc(AwnPr z;|j{L`ZcXZ6ejUil;e~p%+y=oS7Cd|*Ak za$9|6m|RmP>jr$j(929q^@;hQMq7K-`HQ{b$=Kd7z}g$Zn6D5UnG}PWx(`_tJ-gpLuW;o2CUaFl}Yx@-Pj(2+9oHX5uErVCKqVV&^b^h+>kEf{FK66_W;SjZ*!^9$j)z zmn|ZL_@e|tnOB;T$#LnRpa+m+s=b>}(V%h{mU ziI@f-qOFaTOJ)hr^}1Kakb% zf_*?@>%fOG|9O?~=*P_oU4yqvcXfsf(}L&Q${59TVBE@vu|1`oL9`=ipmv|85_Ovm zV^R!e>Mn0lf>KC*I<=@&3)UONeoSe>NWBbFWTY<1EYArx^NYmzQnttb?PxhwlNI&`Av=J#l~*|#augRv{?K^-{g!TE-6 zvmQ)o!N}jND(yO8vj66rDwsJF7xiLAk-+i8jUU0px*sELxhOL~PczQlAa^E(m00J49rd#L5;7zSpf7*C+GMuRq zsyZy}{$Rcmw9YDi?wPnQ0Jr-2GVj0)ywfUB!c;cDi->3Fmas^DU7X+ zS(!T`_LK~oZ}NTX%(HA>%mCfq^&mckS>28y`l4dv#?hqTp#f9lKe=% zgTBB-$qP;%aP8sKQ`>3# zCMY&jbdM;Dd2QlN_pl5q7~hC|TBHTzqGb01sQV20Xn~oytz=)V z2t%VP$&6vT!^L#0u6Cz`Wa=O0Q)cJ3s-%^IFjMah_Y=D@pHJsVZvBi0GfpsA5T$cM z1|~)MkNx(Hmbk|H6K2=8@?Vh_jME!E3jOtZFrS3oB;i3spP6jInPm`yS$Z#-LXh*- z9stT8%i}t<%{fmE0v-*>W~AMOf;l0rGs= zoSe`RnIYYpTD-MQuy!UZ%0*(ZFOkl1kZ4ca*3!8^3)YFe7ay&^Lhte8^==^Ir!Fnn z_NEu}lcB0~cIY7tbAbY@b4pA^tP1URHuYZcACh&=PYfr3?)s>DBUaTL;J|_nI)|42U zLir&}43~qAYf20S3UjYN9=?(ilhA~8t z!agUq!ah5vsoIy_>GdR}NMr5;b% z+RRZ>36>>lKK6UsyEdbnE-snpwpR0{rC^)e(2&>4c>p~N&8!mM`?tP-8j8T4l_f&; zZqydnAFO7H1!3pPnuUV>a5W1TgMI7#7!-8B1-XKng=`E2Vdu)4MFsO_@mWs1f|@0i zgN-X|77FwO)hwP8EKBrT@`6RbSAC0MkM7p`Eh!<`wX((|yMCw|&zFL2>RQkF?4))w z9#KV7+Zjy;^UK=lkY)?`e6MWtmWRTsg7*=puQp+*CM>SZ1WShr>N-)+PCAh|?2pce zDL)8~HE>wM4YU^pwwJ%c>!d zop8RcQ6XgKDt7|ZsGd1#r9o*GP4Ga??R(8M0?HHx3I5*$b3{4#dt zk}y{7X;Q{6%(K+H51Xn=JKPQ4DL1Vz%# zy=fmzt47U+ApgjAy?QE%7J?F8CJe*X*v~_*2p{DX*~Ui?Ud~>YJ@gizy!~BaW}GKv zW7Nua@{FMNYkR2PNIhrDk|b{Q`~kJ#$RSrqI8`Ky3{b*g*VO%x20Kw09MsyYB3sm= z`Sx$4)~;d$qVq32Iai@lZJ8gH`4%d_vigX|=YJl}&ghJ9?eOvsqnSF3Thn*b&G<~E z;PDfHbjHRXF%`mh@e|0>Gef~y`@Qvk0fdQiA_PChZ}ByqqE{!ESYKd&LrE|p`bB|g zcmb;5r6iD&QMJ1M4fj!eY0YLdIh$@ZzF;E0pTSBvSt+VRbnfY!pkiD`l&()Ii9689J3ZVY9(v z@p?Mvs{gj3Z+$Mrqe4SxvzBBKi|(eC1eg$ws>1j_(oL&Ee&1-6k@VN}iZYAlrWwgW z5zl*G$~LK9sErm`n0p0Jih&YVggz3IKcXK~S8h6A*4)2nySchJH#?u6UIfDs!Th7c znA5!ZpYC4)AEtcce!xtj8Z?XMgaz+3<}~;r5l;sf7@@A?V(Gt4BQzXF{5ZGW{fnHY zj8$EcXuu+Pa@TQIr3w>(F@KW>b^o%)EcDJz<`cnFWR9}V6pLSD2$d1KFY9G^+zhQ9dGz8h*JqditZTIY^Y1_Z%e#&7cr;s#_{{G=t(QBQ z>dEir!emT`L8RW0=e>#_9s=VI>3F9x&GchonyI9Xm$ z88pUv9I!t$pLH5fo4r1x|F>#%O9KCf=6~OK_N3F@{(m!UtNR-KlpUa{hm< z#J3>OuW5RRd1gg=uJC)u)gs2?UccUN?lN#Si!BHin-qOq??w)(mZBhm|8|>hi(_X0 zrr6O`9n5JF|GS{nXas;C(WPrmHF2j-)C5;p3+mGd&0r9@eR!Gm5BFR3hrMj4-fQ%q z9X41bR#c}ZQPo|d)8jvyl9ZxB>Z{<(tnqX=>mBXH1$f2$!Fo-Oh4|;b__KbamsVa; zm9J6eOvrxX$?i4w>qjkKnXE|1)p~$I=rdoax!X@iZ^d|IjT}R!L?6{3H?sX^yWVR4 zf#;ygq8tfP-=+E&4|!!#*`^|Q2oHZa7-Vkan||}4(K+g82lb~cE`ot1 z5KPJELG0tfd_K6Wsp6-mclhXFMgIv=GQqV>NP@)A28+uH-M_Z1>3?MApC{R9k{w^1 zozbR;#pusG4;-!UU^%GK7D>ROzjcARMbnFAp-GRoWKyUBn|`cK8BL9o=)a4LV|$}i zZLjgTebj2POdvQfV2Qu*NV&6CE5WL7S6Fq}40@D;drT^rq-9{wk5<^z>+ex%VNMe4 zFs@*c6@pE-)W&AIRC-=J9b9IE<6}NQEf~=|fKDFwm&2u%q6x^&lr#=Xx1AB^bjsmH z94o-ELk1T&Gb1VrFH^BpbtvFx{E+>H7& zf+_~E?>p=t8TTJ67)#tgIY+=-w6`Ugf!;n6p(M^bJ~4f+=eoKJZUwSWvkgs)W9hRFi36X(8WZu~y)>O|^=>_u&5a zyhp48?>)G`Rqq*GvDP-dM_QiuKIXaNcg%S!MyG2^59Ns8Ip6)1X6DXD&&@s7HR`oz z&33=hJ?yk-;PN36K z@En_{mSYPFpa6UKWPUkY*3>j~XD{1nb)M`ud)#e;0g!s zSEOZN5W2~P4)%V-5=4>(bv)uIDHKF*Gm+k-`u*SVT6V<*iOcE*I+j)_^_ySuDrqw* zMT69hlf|pr?~gkDMph4oL6ZDNfsNM~1@K!r{Gi!x9@P0bOE3mjfIt8wh{tm;pj}98$V5LQpjgumPLF)aJ3%U<n ztvG5RLE$E?@zS12Ix$I2&a+0Hr;DHzy6`$m?k~_1I?eVrbu2B{IX$QUCVr~=1P%H>79&B?M0h6U zU`d(7ZbQ6$f||cjM#Ey6W}9NuY;PwvfI;RKtRaQ0(WgwpbR_xOrV00&qe18s2z5J0 z?Y-=mzd1T&N`gK-2u#VtLFz7kXujKRG+W^chF}XNAPF@PAsEDMuk(bb)@E_jI7r=w zStf4#txkv6M1o!$5Q&%>9>hMyFOArvdTT$6BDZ2~W@U~KnX5z_j~m>hTM*Suhz40k z$27>Gn`IdgA?PYAejoplf z6#Gp+5L$7P!(qOoZNBt+mMfJj;jrQh7u>TVVZe%`T8^;R0Lz8;XQ%WkJDtv|?RE|h z>)mFLCW7^@OqSaOhnT=I^-&QNvR~upd!2SatMBg8+%rw4*4y9Hh@-)@Tk9u20At!| zG7R_zVf>%&;fSUk|pGO9rYboty@tZz0rt*zR;2YCkNcs##g+lQ#2dyJD&qv0=nlFoH~=xl-B_ znmu{cqVBrcDghx@Gw!DBt3|f%R?qa?{Lv&%7;} zE-F^Ez#_T!w&e^Eaz6@U*J-z&(T3kH?N(KJ@Tkj^Rd5#_fUMjY=Vl2y3<=$QwC#8s zAml!TnZ56ue8xvI$Cye@4FdjW!}Gyttmm6)oB#P>LTBUXiK@ZtOr6Qe><26t4c3>K zBvku3`AsAT>u#B!&*;?q$z|O_<1NcqA_x8HY z_EC@5q=Gfygn&aq)j!2a?utG)TSgq#m<8CK!^Y6dt>A*e3w*w>!O~ zL)El10YPUiA>hFf1DD(n>%qcBwdB?qz&}DPTISe-U*ibcltc_H2m&YvJM}%Dl`543 zO-Z16*QP3Z-z6@5PI~+N0ryHiHyGG`!}^>)J?QbuL9odscDdyM?|GcBW>j@c*SW>B zy!(5;R#(+>#ewA>z84%$tBO|~;9a8b(*To|)oO{VF@QU-ANBaEUp22Q3ed27_ffO8 zh0JI$F}xcbOseFR-A4)oIGjQg38i2LxN9m^zdkG_L=!;N zB5p|tFbJXLRYr6hbo`ZN(Mm0Ej)Dk^*dA>kXz^Vum5P|<0ROSA+VsbrT`nNlI}#_l zBS8WQzt^Bc)zq`-Hh#|>RVm?p7=+Ms*b8<=SL!(^2*554I&}Plr*gG4FdX1fUF@mt zXUsK~O0>a*@c1r*N^pY-;qlqzN^pY#9CgwDRyyRG0yJ{{qmDXf6YN*0lbrb@X{B86!yp7VHTSw(sIoN$Xk^T0s~42nO37<5fZwt;PqTg4?L4IVlaGu9 z%hz$;su>t@F;6b5Hwmu%WY>do%`izX$h-ugP#DZ9M|@2cymWnhaEB z&7Nv%SY=bGDzh9|?Of8^YjSs2bBV^p@OGVN^@?zX3E{2#kAj|TCAh%=jzL@Ne!KUq z&HLe%25kUA0Df;h*pBrY6T@k~mSvf0u6dv^fFnb;nmaVF!RVDTq~#>=H0s(4UU7hT z3ESLJD~^m`EnzJP0-k%qJ)KqEqc{nCZ+8pT0eN3>fOpxly_K;_OJe{>%}$#D`NVRi z0i31)4Z9Eao569RN;%$OA~>y*^8R);xW)jE3`z48z3?uTN*NL$2%zh9K)2B}9|fMT z)OB(sNTBOP)pMiY>9puB5LU1%b)9?|giyHJ@qA{b!eu$YBQ4sExRY5aEdYW5(tUK)Lo>cv*-rFksKpun}aQ{W6Hf_Lg|-kYja;OH_l!T|2_P-o|8pLb!a zC)Acc& zDxhs-M}>*uhu`zos-ooz1GuY%J2X_L7BM(JTCEb!S&+%S-#g@8*@|&c7{Jk6qqR3a zFs#&D(-fdRyMr-)Rl5^|d{TVItM{sK!oc#ptoC=dF}X{Nsfq)<>wt9n(P+O~2gHIP z;MpIJ_bb*leZ>LZ^>64@?g3q)#|mw={tZZw@L~{7DpZYuKda!SKrftKubKiH1pD*6 z-w*s#F?%Wu;GXq#xf-9fuWG#pLBLfCPiczEU&*dkDJTliSe)q`QlU`G{fu8}aVAGW z1R1pRxY4DNi8SD zAMLgp^(`zbSWbj**ZV=?s$~6<;Q)`~MLUPO-2auT1%m+`WBDhYqt+hXJQYj;RT|5C zEXbf7JPoJbDwP9G0UGXkx*y&bTgg2J1Gp_@)MuK`ql3v+3RzBq#M{F+qa~{w1P2i5 zSfP5J8!wb-1b`o(P3Lq6B)vagtM{_t2$*1FbRJwU+UI{78f0#rEoZdGUsKOf>sT#V zBm{MX1sIhG2Aw<4Pv|z_ouh}@Zl~31?Dp$BK|>(Oq{PrNNfwlDxNoVN;7ehGJzJ54 zhJbz3v3vBmKzOB>pqhyA;6UM{T!CI4;T46Tl*N2a0sWq%AGM3pL6Em16;6ZNhx9u- zojg9K_qBMo5}YLVG;#*W@6)%>2lM0b)h@wNVvh>~s9(`(_7|owJfF@-%NOU1Z19TC zLJf|CckBcw1i{i77Jm%J2{7cpPWL>mRK@Z3j?NI;TQ7NcqJTrhLqX5kbnEA6`Mq2VlqtDZi-s zDdf*!ZI<$!3-KW37qvW%eCf?n-lszNQFP+N0J2Nih(DY#gGa}ox4Xo%mA1M%BjB^ivxGNG$J$}e^eoUUAb-+7+(HMimP z0FQXzQ#EGoWIQ6D=rhB;EIO$tIOFP5Y{ZjT$lmn>sH4iUs>tEFNK(~MlcMyX;EV^emFXR{^E3AQx}HtoGj=R+ps!rj05@&dV06Eo9!GmX?qwS`3w5QDzIhy z6u>_=@W#`AqurxBDOjEqS*k|T=&CqYEV;_w-bt_}`q zdtvEKsa(S2KtQJf3G8<}e+X_4ESm;7C4~1nN8R8ujtX!~0sKpf8$D31I`))t^_#=g z2q)hB74)ie6mnD{8S-D{VRHGdHH2k0L8YIw3iTZt27ED^Ea;IWb&*e2S3AYChmCfl zTc@1JI#QZakq0#(Im-O>E%U90)lU zug-qA!Sl=}@iH_B`SGF+P|X9{-OQ`b4dRspA@>Q~O&JD{wffzA!KH;Dgb4;5r0(H| zM#{a#>&pr5N&zJy=a9MNl&1LfaXV_N_xBs!c+@OOx~Xlg(=@1k^m2IldOAO?y?i~U ztJ+viCRo)*XdN;9VNsB{PFKtfsq@6xg7zqw)&&LFTl%`aVNH$gX?CR<%<>7QTrEJ` z9>bvXvHfcIQN0^I#V2r4LdBt=@ewrW<;C!cAh zA6h&1vi$?TiBr)3OT@u&K!=a^GP;*4;8*hzNKkm++CWVZbB`deCahN!kZ~)$)@ELoDE@XVjL5 z$z9D)AVJ~d^TB-ag5EE|TQGi>6(l!;>#h&}01G1563=AbU%zIOzqn|_gZHlfJA5Nk zu+|t5{TDI~GknLgJkx*0^19Xw-kN++I^y0-lg7&Mp~>=A`p-<>JEs?a)U(ZM2L7BL zRn7Dttl$f#{&R}S3u!2l@YDR~!wF44k0#F-bd%+bsS2h=b4;MhsgS*y|9&(XErV5D z!Ei4RALv;egzn@&d^wrErg!$n!JMyPu$MCeF%Ov#T+mzCqc@Q^HxcxZ5WJmRr}Ims zCwNRGM+6bfiIBT-z8I+)!^O!9y77@^6G6jg0~-|v0{>(1hkv@Dyu-(sf?-Wc0VrsE zV1Kk6zTx9z!Ir87Ut_@j=zQ_&WWKDmzR#lVW`d@|hPDo3Bq)%F@OgVDJklugkPaS5 z7!)*a`WoF(MA9A^8zT|Tf{N#>NTaf^n1bi4qjngL%Dyrv#NsABbE9UFvurV*E*DwG z3dM?fGP?DCI9GZ6J9U5XIjy>m%?wWj%%v8!-PRrrZrU_qd=yN{33^mh`}zg_mvf+S z!+x`ObZ{8p1)IbIyoH2py45P2kuA@*5U@Y8cK5sW!_aWSXg@F<6wp7W?;B6E-Fmyf zOP5RWsSrV>;o%tu{0}X^Lr3ZPK@P!&umEltAglBwNp(^@eBZI0&pim(9~gGC6Osix zJh{;Z0j~8%yYq-{^J0amv^OjRWb2J~hpw(V;^@-e00eAjwLbObci$^mtr;MzyiM+> zlXd&*Jv-)+a(UaQSo(k5{Hy=;SL%O%aS>2ksF_HG2xtZ(@UDqK@C>M6S83Zh~KIrtKn=wlJz%oF#iKvf=(cBdCZ|OvIlz`sr?DwD4gX{fE(;X$C zt7F0H{eaDEcNEZXncP9g0@OX%(e`ISuaajI9|R4XUyjr?8Z*CielZAe-y`Y$xT7Z+ zTY5HI0GQV`Gbk*-T0dH4M6awE8|gg{Ug4FsQ3GJ(``X5S)Wa2wfSH+wz^O+YQw;&s zo22-#OYeZv1IzIdkaC?S&Vhm|+xia(UMwz*T8z zH$Jc;Q7#QZ0M%H#(`<*c$Yrgy2yj)+OnW6-G~XKB{8p}J&KV#ZKg9jIvVJfGP>mnV z&L-yGvVO1#a8+LG6zrHPm)Cp>=*Aa&(Y1+XePIZosv4-H9yj7mN4Xlv0>Cu>Z9I)C zi?aT;2+nQqHClDP3R0G95#XBqOSf4?3le4XFBl*jPqaI`;hhwvEj9>nRcEe5U@=yR$b^v^sqf|n9AnjoB}#5PgM8iEw>P`O_^c?a&pDkLcq5tkrxR%*2%Ivv3X+Od3Y+E}MoL0H!I` zs)OI@hRuK3Qk_#kHx~D4A2DlB%UY}fV47OFPve^K>d~^bG8iD6{7i2cw)y2=Wm{51 z0M+ETC*6%pv_*h>kMi4Lr`LQ+55(;~ria(t{dObBb%JdGUU5m$pmvw5sizNVzJR5w zVCgn31{k#NL|XL5A(Il!W*15+R)JEYIchr=d$YmJto#h+Op=o$Dhjtk4 znkqMkX2Qc(RhJxQd$ivtxYeOtufriYx7~SC4?1>bxfTJg_AT{C6_?*%Rx(#O1}Ce_ zz`{;{Suz+Pt2T=cH$80fS=(}LmIZ*RW>e{-09iICsPG^fE2H!(Yo!K&sd_NoKCM;l zH5!LBmgf#A*Ms34D5&0s{^nt;vlGTG6md9q=Etn&%!C2G==`6P#ct^G_NNB#ejeg*-*Oao_q$Jf60&3K;EKOxSOI7Ng^!lA>pHI15>=3Y4^%0&N(UW8K-C*XUTuYua zKvu2dlg(O19UMG0ihWw|_q&;1bK)~6i(eU5MH_3IRHUJdHv~TUf03FQ=_E8c)1wz&C%sXNfrR6@-&@_JfqjqGj&Br=_?{A zJSM0)2MWsSlZ*N3XwDL`oYfWprmBPJW|rAt`GP^qm1__<_0{BJJl=?E2tIWf09DmN_OoM#EmsFQ1h^`-XjAfLdCUU9RH-!{O@<+~Txx*;sw!R4^+4rzsp#O~ zshH0O8|G6B0Q1M1xqMMuT+Gx>7mMs-GE#T!Wa=0|T;2p1?SP0vr^>)8JWNp)p8BmS zq=}MVuEGmI&`=4jzS=CIK>+m{QA6S{OYKHdp+Wmx(U2O)mvk*ohO*^vnOw1J8kfis z2#HVtgytu{CRK#l*(octg01E$F-w99i`nq(jJAZ2UJbL+DX-Hj#*71@sXE6l@vPgNmOr(_N<=EFl(MGPhuyo(<@$*4&XoIV01t;kx5*s+uVbaxqx4*Xf**HDv7r`ZB8>gp1LNZRz`E<&iyK#DIVzJ<2IXq{nxv`)oLNLxi=13ir z+&BYSCPY6+!n+J)eh_r`1;;D_O6MR)h481d(aFp4(A_@c_Ko{(tt1Z_j8QE>hMJF> z4?d^5X7IN+S_?qOz94{bSH{PTC;olZ}vZ+f|W zF`d+=^XK0^_zvAT3Zre*VL^IV{nguT@&y&a5~oko;eDdMW}Vqrj%dPz_#SEPb?Chf zp8SG=wP&OSfcZ9k#p7JggWhAKiu6!zhS{wLTWbVUke-De#J7@1x}24H4p%;;t#jei zC*^!-0lszo8i;b%dGBMAb^5tvdXke*fe9uAJs0K--$uUoq@0cUn}+X`4((gmp<_%e zXA1`Ro`oRz_C001a`t&op3jG~x#|fIy7Ui*6b!o%*wzp}38sF6yCZAe7F|=aQD~^#=(?saqcE5$*;Sr0RpjmT>v>XAU7R4@l zrg-Dnu?LIqI@4_I_M^Mx1zi&dNyg705yMa2kF6rTh8ykN74+jBCaDQ1R6lb+hidO3 z?MFW1IY-d>bDXp+sL+klv)v44@;6RTO@!V(XP=EH9UTaF)e3snj*^U}WkNH`Lv8AA z@|E6=^N>M8G4|?Va8KdpUR6ZsMKO$>x^WB*5{gl+(+&1XZd~gqAk?B<)9tIxkF1*8 zIM-O_3eD(L&K5K^vrx0Q6IFK`Yg#5Wzi?&AmdIZ7p*ls_3|4ss4>vecvQ&CpXh->$ zo~8?4-`Y6e8YC2>lG%Gw=evhDE}5EGsP{O0qkUsNO@tmVDOr>5ifA{3XNWh;K{*qe zo=^3`=WK`e3bC@eK^#3I^t`sxe7pOo+1l#{_o{EuRt8k)M)B-5TKn6LrzS$rOG{%> z{}J6Q!uQB-kd}-I%}*Dj=M%bNZnxiUWjiECn}Z(Hu_zWzL7B7|T@e%^p?TZ?!EQoN zaMf3l9&ph5#Qw0U>fNrIcj751n3zdO`LqHhawQ)QZ=|GYP`b?%p9Xbjjl?GFf@#pmz^XJZlqISVQuc`AGRJY57M&H@cZN-5Cn z2rE9-6%+{y$jK^pw9oFK-YdQPvLGIyrId~m$7QSKWMwyKP@2?`%`h2OF`2=0wb`$$RrHWdq+VB{sdax63nvACJX;*dJufu|%jZqieh1r;wh zb@%w>TjkVNAn?7^K594lv}9#JX%ZB?)PAfUFW*jT8x%Bd*|gZ%tMBb~GkR~DsR+)y zCi0XAgU)TPqbJ9ilBAZ6lieyA9JG)!R5r7nT|VhvEoDH00&=kWyxHsY`FO5c4$fIn z`ONxEebcQ!$@b|+|8AXbU1yFH^v4rP6f>cUlzOz=)c5nLOI?^?wUlBwXd(BhFKJSa z-sE9Q)pDN)gU(&+0ri#YhG#THKj4Wb>95B5F91UCXI8ICSC_Q1#|N1zzKwp5UUH&~ z6V%F5wi_Ij?5$suOeEtP0oa4O@Ni#U7Rh{EtuC}6@KGM<n^ctf{9 zI{}71N})2byG!xq!;@;I(1Sq-HH#_?$t$y})hrALEf*)HwfB&!O_u8`#wmwE=MK_N zeU-e)O|a6JN;1ZS8hQje%G4yVI92QaIaFF>kNa&C4MIT!^|2PGdmR#$Mz#7l07CB* zKb7cFqDGJ%B;(1r@;73J1|{@8dYx7@h^f~104b#qR)f_Q{CW_zd9QO&e@f@Yc!N=` zcayUa4_899W1|hP6-#IigAU3Jy*-?bX0Ns}W^yQK+*|xIE_ZdCT zF=f@CV6_OS6}pBC@sANA6;Vk+NI4fQh};Q8;;2dL!WBw9PJg#pjOi`A23_GrZ@}$# zoAiz%ou#HTmV3QN_3s^zWD0Ketn>ZQpJMUCZON!=X@I8rRqrQ7A`0b{;+ zQ%S^;Ao9763FVk}gO+UQ5*1px&Enceum;CnmLx*-L-pH7^&T~=hrC4+>>Ok|4icdo zyL)^Yu?kv4fc_R%w`oy}4#qxesJ?IK;DCypY9m+{kW^uQ7Elo>;=+IroB@H?1e*mT zueFI0fqQMfH?#^^F#y(uP(`iRYrVS998|Ut=9DD-!B*f8V$1uj-m7123^x>5{xK3# zf1Gi=WcoeKIp7osaL-p4xbNH(#DIIhxC!^vkk~{2n`W>2>NR&v)q@FJopdh1LU;Z6Wr?RbY$bwKDAFi`e zeDVyT>i}m16(N=x%GLo4gqY}>+5d*7#hc;Yx3V>JidQUXnqC&QjRY+Zf;_F_imq~6 z@w!eIUO(cmeiihP%NE`Uh8U%!c%`?YR9^3y>~S%tGm}Gl7*FMltbP>ibS<4)2_E9c z1Z}5mYl1!xg1T2rUBBl3GrBa2Rz=PD_))#ddnaXkwFOAX>IsbKH?2mUZ_O+_fsrOc zR2K#NlfA}%{iwyenPrPYfP#!}TSC+?b)53h^%&%fYgyj`L*d-m&J+QJ?_%JfKkiNT)d6tDAWCP%>r16FBF9f79_zABIW zH13Ly;z~|z1d#wHqVH~pZZM#K0Nbe#$J!#vs%B)lf<)x-1(8Z*1&PSbHeXDsL{<=x zKZG|9=nV?y4#}!w%+vSpj?WCi@MD(~IRmy_~1G@7|bnd&7Uo-`5mjjQ2-OiO# zQ$awsR?|K5blKIWsc9)8yBWRdTEQckp+xNcofbdPQHiZ7F?;t>cVnM4_Z1~(hsOb` z*{vvG+tQOY_xC!%PM-?-8yL`$Q<~9Z8r3XUPjbZUR&Y|P8e37o&b>kpMervc% zdSU0P5?fOuyL(}ST#cP-k(<58eSR9U8e35!yPs^O>}X2N-b&ed;+Gv)6F#AtI^OB5 zR1+FZZ24A7=96T}e7Y5nYf5DI)2(=1Q)2d3eDc)yi5dMLZE5tMb71=?dW1rsd-MJN zbcSU8oR3pD3py?yiMi|Yvlyfi%vYNk2Kqdo7Vx7{eujaeqFB%yOh>_C&PuVc9PrHy z21&bl2R{sx#%i(;%R3xj% zhGCb+58eMzfbo6`_TzW3q5fVqu zg21O-r};02ZxRxs8o-2Ko{xVLu|k#U$#QEdIV)6|kwweF@tEg?YH`U~P@!5=$9Q%z zIayu|mZRWB9mzh*I9Yrel&D_QO0QqgS+B)xaKa-b+4d0&c`)ew?c(BiHlLmh7mHeb zhu-d`Do8D`(f-(GM=$y9w(7yjXYJXvBDy|+ryk>%A)zltyq-MfJI-&K593fsFhPX zTgn?9$;qlb+l1N3I>(2@hM%Nupj}q#z4Pp0w{yhrV>sGIGAT>A1nl`TVNWM}LaWHZ z3%`=J!}T6<=#;*B>zuaCSW{Vc-Aq41L;n*m{xq}SJ_-)~OWNt;XoCo~Z#*^iTEeQD zOtN>OSUE*cS)m@Ty*evWbXf5>o-fwd>ym?)#okEsVadmyC5O#JUK2>Rh!qQK9CUu{ z>Clu|OW(k7!V9mFlHFOP3x4*CUUeog7lSJtkJiX@O!ul|YUt>pqPo2bV z1qZpeW=D>P9k;v)^!j_9BR;7rImA?)4=fN`eyvMi*#^->c#E}Ogf7x=whxc``sj1e z4sKTKDt(5A{#V@B89BSafc8dZKpDWU|KQM!mDi;G$MP+M}yw z^fpb}RYy-I({bVY-r?>+_V6F?^Mj0{jINlrtO@XCjNu!(w{A?nwVV3*YfXQU@pBE5 z?QEJV^^FpMcVq_rhLzGQFz7eVAZjNIJ=CJx(0<2E5fxZTzAo7YtH=}ktxj-Qu_dWE1U48lOrY+2kqK(2VZEFEieIcE>ct7n$mw!Z?*E!)jV+r( zbh#-Hc!jcMQ-}^zsE@TKfp~cl4fN#c^E+qAkBSYU2Zy3^D{AKic7P3k+>6XOs6TA- zCpbi1n__JPgy6^Y1nKc~OfQ6<>xXn%7L-hRo8YGE4p7jzN6&`Vvg~+19K4)OX;SUQ zbow&On3Sa7P86$?#6j-1kvknNX5+zSLQ67*$F(>MLZ29+;hU4;EEOk_`&gV93NoJ> z8S>k3KG4tLCgLQS5a)4^t-Q;vhg%F(>qFl)U;% zvSh>P9tQ&NYJvIlSFBV&5VY!ytN=jXQOILjiOGgYUi_v&Vx%GT{dNCd*-Yu8Z>?}ShAS88GRd0e%=TwfF-^ymyoWkHI z)7j;G^!&wgBX~|>@YC`5#b9z8tiF`BJf{GzYtz%|WSPC5(|Smz;-((4XK^T7o2GaW z)Oo8Y2baxTJ_iE2%2Qul#H&?ht2_?_{Cg_v##NHwNkkRUHQ0s#sJ8iRJRL0KYvan= z>|ub{RfqXpJ$jfemX|?BDqD3#Fi7cQMmH6iOUpA3*3g9}C^~bLU;|pF9l}%(11N;Z77@iN_EJlCkY{`XZehCHxU~M;j zcrh786=+$zJq+;L=jX%aAXCqDvs5kX^PB>>af)t-c~7gfQ!E2u-4BWkF53^%03fxW z)hC(i_j7a0`q{$(uNy@DIThdOoCX=$$>8J#&nsmc#1s#Lx;mht+45{UKWFJ$wmNVS zpx;+{J<)}eT>Ir`b&CM@y2dW}l<)nLecKs@4}g4@r93d7N6`^CBQ569vJtlk*s0ro z`fM~|)Us{AApiL=qV0Axh`GO`HPUD8AY(LBAKtQ)Ou9+E+&V%>f%eFNE z3NpHCN;UXpt0pi2zNvDt{V?{BWE+@YL>LGXIt^YA=9AO_xojHv90=&V^LjKP^^Nk5 zMF4w`dd`!Gg2gxt;L@O-B8hx*6qh?gr# zHbi)%g}*?9&S$jua9LZ>)>P_a)b{BHV7f}Wx7*~G@Cw#(HOFcd5TW@M(|lB?Es1-b zU3IZg`(cmeNx@wY1-c;>+MhG+=HcVt(s507Y@Hv_l9W8OoC)3A zESCL7ufNalRFgCx={Q;#lz8o6zN9j0HhOHSb_l5}wUaes^_t0QJ1VrlO?a3d7^P=3 zI(yN*8iM;@G%l{6th^6iV}bVlRalUNVF9lvovBT7L4zfI^?EXZLYbE<^`rE2b=7MR z&Rn7Us6$W6h3Dco)OE~Ny8ZrPcGTtXNNlPLCUn1!a(UJ}I#h?rqbLjR`dN|385ZiF zGWF3Sqos`bbacw{mZTq-uE{(g6z_$Kf4rnMX+CZj%;FS8lmsmgdOU_Sf0vyP&o6>e zO!XLgKq&J1n#TF#%=?u;HD0~W45`rOv85T$H`(IFa6H~pdU`-8-eKv9L7g8rtSOi12dj?UHPuxNOs&+@L}-5PY2t9oE^Px=?~(@BxGH z%12a0u3NJ_`SA{lje#MWdS z3^E@qr!R+-8ojC#Mps?yN)76bTu z7T)1x!6I3dLHCFO>@8r`DTyAPSLYAwNji&>;rhgdVL|3zBopUP$>3>)RLp#m(0L9N3Z&))D+vGufsbtr z+It7}?)O0xB$=&_qToo7uw}gQ`#3GClyPu?w-sLuuTncDv#fqcwcq(ZxUIfQmi17u z-@4}^bwKFdR#qsgxCb2IKQRexKaRa5=`V$8%wQ0*b*;KiehYQ2#RTxyPPZPsaaW}x zw-~@}8E7^3`@KiaeO{ecDFZnP5_e20xG&;#kSv^p=@8%`_CCadt4<_c{8)k@06RzZ z=;`^eKUvLDAVC7Q(`E3iC{(gtK|*lv_xx6qN?-*6*tP)&beb>nNtG(vfgoTjIQsmE zw=h*II70#2dOLbgw~A9V1YldK(KRB`dkR%5HE@8pgN`zSMc30ny#o;R&hPXGSIL$Z6T-LCH|QD+;C8B@OVjp=&OwzfpofBp9kt}&#OY9F)DrR_XLC|_ z8*QwHgy3zov0cB7wHEgp2YjdP~-I2_$rk`PJ)E36wGEg*4e94DOe2PHevhCRygl)oUfDoUxuhN7&5ClG3((xp^eQ|L)Ie9po(0TFYblwk-EJ^kp zYL1y6E6F#Ne7!eZoXkhFl$QlJni!ntEUqM z8!lI5K*`p%Fm6dGgl`(**5Lg3bPy$&q)iRwJQPH1><)(K$HV!SW0!s(SJr;^7S*{bgY4O zmnCDvI8SjN)INmT1)a%fDw4^Pgo@^b^rK05*?2X&;edXZHZiJm;HQJ-pmuR`nmx$w zXTM~T5EOJDqRXKFK~9C}m+b4wNQo!!xM{CHt?Q#=>3|IbzMxR_JOOR9JRP15F2>6~ z{kt_CgjcQz9@BOth!=68eanS7pPsy|)!Y0bYe9#b1GuhZLQW;HF-d=wdJDcxEHxw{ z2`*$mr?4cokj|W=NH5t?=<~5DrhyoOI`;Fdi;fs z(=aIA(LbZz#EmYU#LD)M`bS-Uc0|zS52QjGv_9op2hH7Xr`HMAN(K8xisW)26mN0G z_AbwUg4VT2OQE20!>H`OB4P;zbdCf_!fSWf8}@S1^EI1CYaM8^a+0FzFM%T36`}%NGmN|Qr*Q5yTh~L zd^kCYhwOsk10YO|6A`!1=#2h+_`LS$`^K|OzZ}x&WnDTdz+xz9r+_gVb1*YC=W%XV4ND1?-pp8gq1wiQC^YrW+D$$eak~$$SC%VY% zEm@f+LJ|4L`@VOylhL0nmeul40t(%)y_hy=UB1z!-C}g`PfK$T3wnbE9!`Lv|B0{v zw6S{>yvitPQPN&kZ$&E_l#o}IGiVD%bDw**T3+>F(DCyQJt5b9mOZYwf~VxF=N+F2 z#g9E7s^bPM#|Zi}1*xV{&_HdfB1~IM5^<_ln{po1d>=mPJo)Xfvj_L-mn>q{edrU5 z6@UBdZ7Uig6mNQ|7QaR+7&R0m8-J1%xt^Yb&UTvZdY3z~TCVqCVQkb_drvxDo(ZeP zCTBtAOB-kR4aMmp-E6Setn;fB1n2Y;?n`2!{Y|9ZYWDl|Xi-95utK&{o|9n#%Ahi{ z@$`^hrOA4KU}d6O8RR^u{lts!KD|bj(Gae4M4O$my+&`h+dS+CPs0ly=O~DDAs)7% zhEtYC4RN&^&Y_@j+lwzXmgzR>*21 z^dfgtzpocXbz?6(Ds(^clX&z#xhN*eX)bm==4tT*1B?sXJLq*OZp{TldxnipmY;l$~Sw*hY zI4G&+F;_Zh9CU)Nq-+3Qq-B9nQv-lpjUEDT?ANJHX8BPzVN@iTGoi_2*zWZDfj2jc zp#>JHJ*hW&^fpz~K&bIjaCp>x$om|dl>)NPiRUODG%zim>Ip`-R%cgVm@2%oHh0o%D}YmB&MlGi-xWJW}nXn{O>EU z&)0&H|0*%EPnVhQ&;%Y0b*ZP>rU`XpF?I6!9XZo0uzIC9q9O71j=BQp5#4qhT73n+ zW?C@v*8*RgiJ>C@o^0R0u^`Od6_~qQS1VW4Uw+ug_UUvptxjhhwdO$wPt@J4tf852 z-}<%sh|F&Vk=Z*sY&Cb)q3h8 z1&!e!w(n`D1LJ-vFs?~gR~#I+8dL&A#-QTzL>zOQ%Qb*NX=($ja$-WS{VZGkEbe;_dY zpxHZY(FVFbT@@Vi1B}PpH#yRSvA+@+OAD?Uoz!dZ)#(~3KJ@&5w{L2o216yeRtG)m z9nzvsP+wg^uH|AdvnKKSaUbnWqSp!ywibk|0u|f)N&rt z;DFxAC>TYaZ9iisHDR=*2=$T`(G?V-TnOg&+U8CQ-XniFEQ|0yC2;4 z{PYTpGb%7lQl9&DS`=>fX!UBB-@Zk3hJ(;w7YByTQyMi8Ofhr7_dDt2r z-%)oZ9%gDVR5CWwFLBUZgnE}JksYpJY?M%h!II903QmJn$`htFVr}{rbUq@za>mkT zBg(X7Ep_38{h3!{Y@k=p*zen&C++kg`AUop^kA%{$E4?Q!V2~ZdQ46S#(h)Rc&c-b z3zi)P=g(w|76uIyepG0}`EaoqJP)im+*Z5o=rH6fWyoUire+>xpV#Poa&|Tx(AnO= z2EhiNkmZ(@3I$+>PLl9fv-y-xvoA-1AxG<-AvVO5fGIx>16yxo!#DJX?u1?^2~$VV zDF~TK&m@K9X3-5XEbCsGSxN|I>BT@l;SdRR75-vIZ+B`HToAzP{ABb$X#hzB(~OL^pLqaiX9#^ z-?qm*8JMKI?0!D8CHFEr9iEH_bRiNMmDx&+c}=i@C-T}#L71uQ^|YDO^K3%R3$sly z9xG`ZRA5k)(_A#h!#AT7s?Ab9+g4616oYv`38Uvi&=;A>pv+@}{y~ULmVuNGjJoyb zk$E}w56#1DhyIVBVExziRTltS8h_+82;K3&qCRnp`j>o7ORx*x-sPc{QJ-U@_v?`U8rtZ zmN9nzsNs!&H1|-y}dS?1QLR*fpCF+Vzxnz83A0~tpDqPqOoagN?ZN1b0|l2&sxX|WAV9u5m_OIs zw3wZOv_v?L1`POj2J`vglCcG6`*olItT3RyHCQYeQ{q=VhG+A&LV)+~K;4=6V!)vi zC)jY@R=|M2uJNNOGg*+uY_J$kD6oy`(>d=lNKL13F4}kmSzpifsOel^v zAb_tAE>1_&>8!L*OfZhND6p>`4;I7U{+gi$Mw?KKY(W6Ob$oivsDgY)K{%2S;Jtf1 znhX{vqY;A&5)a`x88G0l(a&BC-!Qnu4?0wcRv-_&7@m~Q6~`kLDgbK`!0#TLdqnwI zOX3h4j>7>1{;lIb^In=H{r-HPLkR)iyC;Y9>Def_t?R$9FCWygRKXb7v2yxgJe-^c zSF{P7K^=A-j^hCX{;iYeJl_eNK|wf_5a7K-UoLs^5LER#P{<@qPJMAPdC9V{gsK8@ zs>bBh^TF~(X{rjusTu?7TPNqIj4AQx`Ds8rb#Z@NO$Rcdpt)CJI8i}h;x+a42`^rP zD#3(`umob@pgI?Vr?Uu5Ab>wOnU2R)ZP3V_n=R zga~DJ{nJ-;Sc9pEGP?_!lF>-$P|Y&qy>d~_GP?}O1Of88LeiB@%xpm?*9MEg3I+B% zC-ci0?`}vM0TqaIH3rnTP8P42wUX+3@rn}(0p7I}y1+A-!Io5kIuxfGP!7JJ!#q4g zNWeN22OAK;A5y_3a4qhGN{WvcHX&l6q10>;-k>O#(qU6l1`4T-6}Xkp<;| zf^aAyzfU7N@(61P{qQ#m6@^$KM zjn2#8PHcm5A6rz;9-WvY8H8%drREdplVJ$#RNOL|gZ%&CG| zUKcQATO2IDm;Z1uKY1~FHO!PAOVJhGI2Zc6!EB_ijnvb;cCN^MS!3vg^zq4TX8TUO zKeD+rLqqy@ZrVvwcg2-o4H~Cx4m`nr4Br@j7i{S~M zLfl@)H0)L4H2=aMz}TX=W<&flmyRwcm?;jH7du<4D=i%IpU3j5RthJdR_s!A09if+ z9R_^k!n^p}pJZxO#k_E|H7_s;nDV1yQ(g?!^ANmDtk~h>K&5<=K?MeV?KqKd!YZ@B zb=N2b7_!1MsoG-uo`DJsO4Oe;^+bKXppUV=`qSZILZZrAsPtkvc6+skVMF{QKW7BX z$SdYCT&Q*V(pyaSYlzF|)T79U7XHO}Tc{xdI^z1VvzjjGIlka?l`HPba=}(d)-WOV zi3>$yvv@GNVlRsexlYewQ<9_kl}G{$NiX{-t67%aJo{)Qq;5L5)XW_}Ol-w8q6@d$ zofZl?Z)mMHbx#)IhStr8);SlV-Ymx1U~+Ov+sK#GVCsAGsRV|Gv=?8sHXY}l&EuPM zA?g(p_2oFsLYo&7hlQj!doiB!Dq!>33q^#GmzL*?SLwQL^R#4WNP86>ZLfdL`=6Uv zbcP8rFXPZsW}?fvdB(}P2~jmIpQ&VK^}*(%ITxZ{Lrsr5y-6qO<_$GxL)@!rqlwMU zYg&zjlsE78iu$Ty#kcvq8>kSxemXr-@2Ig9luTutU^O;bYf)f->~H%FPfM&Qf7EN8 z59XKO1;M$Nw^3E0q4~~`_O$Z3XTdUs4#fBd1L_U)1KOxat9IO1E9yzag9VONYQRG6 zjt!tzq$f+7d@VEW7Kk!NN}K(_x$z@o0=+jxyHr#G&F7W%;1m-ilb-3Ce$nxQa1OPPtAyD z&UYNFn6%{{<%~jUCjt|!hetG$Q!kIGJMl4wF&O@ej6c8dd_n1pPS=7Y2$AnD?S!gIV9gj|Uu8~XW zuqi16h13Ve0rA@8iZ+#}mkyc`GDzrrq$?Y0Bo?*N>4eWl36d$X11|t3gwBtHt$v#d zX&{7d=LTFX&$8cTixKZmujnVhgDazzQz7{t4a4Yg%WTB=jSH5MT|k~t4hMy|hm#Aw zq$AiFrNRVUf&lprH3<{G`Crl*P=Pp9V?g~-KRBB@mnSG9epsgAf00Mv>}0Ym-J8*Y zI9y{8f$OTvesa!JQqbqK!8qBXzN&QDko0OnpxOyCIoU_voNEePQ2 z^!JRmo-q##GN26>qBY8AtI=--wh9)qH45yvpO2?JTL>yx6^2t41jx6Z&v`8(*sMfB zIFJzFz5Seyma@1@Or$WJs31UIe=%6R2+M;YwQMj31`6zVsDnKF6SG&)zUV-lt1+Oy z{o;JU%YncNDhy{TNRC{d^JYYXq%a(*AVA(w~fg_O|3$+h)fJ6sa z&{y<=#!5l=_ia_ zjxGs?>^yWr&4CfI54|9~G8FWK{IEr0`6fn6eu^7Ct3cCNm3(M|#zGc}C|#!=qfz52 zs4Q$S#s>=QYoqh$FHX7ng7(OS3dkA+@LQvxD<`OgDM*0KYs~lP%jrBiZXxKRxPT$s z;$ZQO{DqW1FMq#6T4G1|I|O{b36Z->cbbK$uO7;5tNJ^k=Dz>h@YoQ*ECHp z<|n}!f-R`#V5okS8>;7&{gvGnD-Y;N<)PEj)J$kyr_C3$@F1$BpqOAhe^?aQe?8(u zHbF0N#K&s{0PMXH9Yi=KXYm?Jl9>^Z8;egp1sX0?>K3a>EFF+5;8UmY_8%8hzK|qn zlvEhT)ez?v{k0Nj)#-mz_3YxGzx$3>1s1j0$LXyJX~K9_}c~x&;|weNBB`anPUgf6q+L=Zc{ z!prT7J#@&RVfdt|gCm}AkN~q4`A^h^jnl9HM*rR&2RM@4|K?Axzmgb{%LXQ94b z+~$@1ijC@3OmG^o;!bGAEbIpfRt!VNs+7=tsDBlPq>61mJWU*77F?zmvQ}BabYRUp zli_mCXPX35SUM2P`vwE*Ta)sK7%2!R5(2#IlSw?OEohQ#FwV88oK1(k!aWWWwh6}B z76taZ>V{mk1kQ?>;QTPcF*-hUZXrC)MAMd(@^}+2z*`us|LZ9)mx6)Vl&2v90J~0K zRp|}cVBAuR0{eq0UCOMkqBVo1V! z&9Ca35dysTXP22hf6p8%*l?4FMj1@S+gbKJC$JIQ9@fEv+Q9}3;06UYnQm4g z%A0P&1#}Ao{)72gmB8^Z+&3d=xV@lU#6v>oo%zKiI9n~q);bVpYmB2VXwH{cNdl@4 z#Ha=X>UFwZb3P1eWI=M;V4Q4GU|(Ad)xCTyF$LwtgbK(S1n_(2C*h7=!E~1kn7}I> z6s|2^49Bl{5t5j$LvgkN0sIba@(3HB@`9u{afD#1AcNXW%S@{B@0&%FufO=g~E7W&3SVUGRu&*s9 zrxljkO(;$_pd36sc^Mo4k>m#*ih~UZ;13u2@5BxV!JMrhHX#!1ad>;7x=$si$yFGR z_WNMh7k?U47J9&_lFH5m<6w(|XWm*Ycrg+57bys55(2!pRY#c_Dk&foh7%P8$oCbJ z20f$ld%p9K5#9nJaxL-Nh9v9h7i$8zdc?-JUj0qa0P%GQK?mBHq(UYHG|;#HqC%6k zoKvU}u0R04zqmNIv-vDhCDyx;T)=(oMBZ6kOa`UzzSDsMw8FsjYm3YC<6r?^lA<~k z=Nb^e?-F=9I1c7$1U*%R3*iO^{9EC*xsnoj$tMOC0=)m9wm0pP>^ROeB>@CbsLIOP zQCPT1(^|TFQeqLJ*fU>-4FVEcB!B@xQS8y2n8=98%wWZaSSqV<&in&?9R1%hbNAQX z&DuHPt~Bcd|yz0d1rzVElv9@D&3va~v|=~V?7TVbI#PxDur%^-l^ zAp6oP(hJDJg-y{>@`UXLG2e#AlH zo$X}qF6t4%w>T$!r}zN|{M*#qm`~LZwZ%F9GX?i3u-`1U#2P9I{zg%0UoDV#+~dt| z#cS)jd!&Ls0}K)$*8YxoS^Q}>ay!C^ps$GtH9URDs69LE^?u4FR|_#bR( zbCG0Q0?i*uu)~0Q%TdqiG)a+mE%}%^{9#FVI4In93Uu}_Eu9k@mPlm{|7ocbkkEN! z+kI%9K9SsPX#6d@K5VOMdrM*AzLHcALO|d3;PGTGSJqlm%09S*LEs1F8YxRk;X~VH zxZN@CpuR;^UEEvz;l9#b1_6AV&iUZ|uf^eXh6Iv*DkQSsqs}|@BW)&Br)wCzj_vp5Qxy#*Zn)*F!ZlZwN7eqp$=)h~K`R z44>1X?jlk?qR^ceZ9Hl)AU8aEspn}Nq9hkeJ`+aDZNaNhOI{N`)vPK z{Eg;T=?S`V0_$uS^hO!%wd@&||lVIrH!Q*1K z>A&AxaO2yWoS1Zq@fI%dmQ_U0c#BNf^w!I9F`sS7IsPk={sIW#H|Pdwk*p2lk9_HL z?jJ^g_clM&>kkZBC48p24h8lpUYgTM@mj+$4x>J=X`KOGXs&j%Sr5(dc~ui=Xg=nE z(n{jVWS*hPKNyo1t8MXUsG7S>azs zf$j2)d&yS?A`T7quv@avYg(weqUJq(L?3dQDXTO?>lxp>kE@cA3_D$F<$%(+JV2?M zF@|IVQU7&SHL)Rk!auD>wG#;py+-k|R?M(ktx}WP)%?dbwSa}%TXgcra3$w44RwzH zO7H^+;J4}TmYJCFnMOMl*th5Wc}-(UaxyMuw3Rkza{{0~kT49Y;T;4vu3{DIE$a@P>jF43!{96&I%+!^B(_wgY3Ab+8vWvF?pS^))_ zN4X5Gs-THOHNtJ^pH_t;3{p>XDYpt{RI$s@m9NSPAS561tDHmJF8@I}BV)KeT&QUl zgx;W}Arj!nH)m&61Tq1*Tf^za=!_ym=2}Cq$9?D%SVVyOhQ1!AA&_*tal)xZ5DhpY z0QZCPV$@%Bcj9I=O&6QpAJQB;-+9Yb2d&pqM`{>$OEAEDvmhbd@9;ac=T$aA3`3KG z?EpZ&&yOyqF9-9f+p!#jFVmQz`V$&;B1E0DIDPX$AZ`hnNYGuKB}ou@!~vqaNY<{e zH{iAPi_Q~N!l(i!rD(;-fDQqo>&h0?QIh_%lx!5-82_~1QNkc~>a60Y7t_gXEL99A zl}Lj!4g~J;8@%3fJ)8|DH0~mz#?agn3IYU)Tl|Wj&&Zc#8S=DX%NY@uH?D^>*=*~Y zHyi-rq-6SPF{0Cds4yFBhnwfp+lGcs0Q|4~F(OwZp+@O7JleP|N4()d*7=5WcMk~W zRA@#EN6Yn+I+tquNiPc%5^6t!g_I|`k)0M-4kj-rax&d;S^;cL80q3YDhSPw_lJhJ z5y*6J7+&fg94~|LJXGP~G$Zn!p`nQ|l<6%v!$F}KQyg8ay{1lrOXEVaSBeuxrsLyN9ay)4~u;N~}U=@EnjZV-3`Am-&MEf%hotiAGb4u#@}FgbgO zR=;q3hsZBWks2H!poW7_`O{4$Qyb=g;Ottaj!dY>#8v~&E2*quLf|9@Rxv8P+(n+N( zWf&BGk|~gdArpm>l+Ex$)*0X4+yO-qKc#r>(wHa8xv}6S;H(8%&Jv;ITo5eeJ<%Jfudn&8K~t-nm-Oh z4dE|`g2E|v&R$NpXYoSYJday6{O4Xlp`dX;XzY0X6KzIR?PE(dQmSMy=-hTEH&OeQ z&gm5i!7^6Dhd#xoZ}@{bfZtE>)oA{VhM0teB~8~QK!eb|C^Q>h7djSaRdoP^Omfx> zxhAdIS;PVSB--%eQca>-2K=f9I1&WzK;V2jlp{5kQL7r?fq;*3aQ=!GU0-+Kh=kzz zd=c~_3^LJ8v^z!}E8XfQPlCV$go97pyr3y2RYF=Sxtg;w9HdT#lq&Hp^C5e6vb{<| zWUdyC^buheEQvXtdcK<>uiiUKPEWK#hzgTu!!Z>EM-fUi2*u>=9#KgkbXtp)2!l+F z9ezUpFH~A%2P}vPTXx5^#lavGi$|TxT8qa#g~fbNKOU)g^dyA-E;1vn=+g#RD)m}k z3@At>2kqqWX|scf19%KS9eFt!$+hpT;SVTC#KgL$PL@9SvNf@S1(E2a^<36ctxjSN z;L%Cj<$Sr2(_O7j3Mfd#%(h)}vuz?pS__T{D`Yqe79~fkOoT<5^WkRli;vHSzx@00 zgm-OqEug~pu2L^p6%~Is?Qv8BORJp!>=#F~C9x_hN3(@g_Sy3DXUDT8vI<*%{_J?R zL{_2li;s_IOJr44j%Uj+KHe8EN6athkyY68%fCOKEs+J4laOC4kz(jER5E@5f&W18 zT}xl&dqe+luZX8X>7h`nEU7Rw>i0?o9JJuIO2o8zO{Fk+&HsEXujMpY0ej{dEHrx=%weX$K|`*6%UbFe_9s zw`3krtr*)|RoQy~oDQ_6Dc;d@o^e|Y>2B>jP7U352KW|4L4s)~{LbX!f^T+E`zU{T z^W=vRNE89*;rH@PhOY2L0sM_~)$KDZ^ug3+ShLLp;2zQ+ZvEcb@Y(smClBFo!?MnZ z@J_D)p>{96%4%2Y5J*c24tOcWv^_fC$-OTRUJPs%^_G_MQx?- zr$R8Oq?B;}Yh)Vk?ee4Z8q40Fd|jQc&)3p5Y(D;f9=m@4Q>$U-(CCjXlOMw4G$V z*NGu55NkZSrvft32sMtXepigqNEUFCSZdG=gF!v7P+r|cCI;@Kq z`pD|oQW^>eDHg1_@2qeS>43TEy8GT&X^9{~AoAc+pb&_-|22Bn;r3RO#1nwYkV>hJ_0S9US1f zaAQ0jqbAt4EEc}}iwvT`v{+P@4lQ5@0r-v4m0VifeOQ|bz}?<=(t~08K-V0z;bx-_ zUwC)q?jj$K)RFcUH>6w4Ge`<|1k1bVEd^MOobE?QnCT|%&S|0`Gen1(emg>#9R+BF znWp*rhnXP&-wwW~-;NMwM*;elN9&|vI1<5s=nDzS=wGNf^KOLmHYsLKu94|N{{kj&X%0$ zDFvFYBM|{_Lo)^F5SjV{m6piN?@kHMpr3yBcfCXGDF|^uudZn2SZ}naX!LS6lyyss zpJ~@EQGgD)k=ubH&@H*qK>!XB$mMI^DQ$^BW&j()>k8ML+Y(*}(cte?ccBT)5P*Xt zbjjc1h`itrjws6gmhg&V{}E66xPel-1c)|3&gZl=MZ}?{3(gE*0n}*l&56@;M|#nY z10iB*OG}Z60sR5fN1L-xX=@XmyZ@QK)W~QD5uzoE2BjYbCB6}2L(MF@<%Mp+9!&=B zczM}7G@R=gXu0Y>GD6@yNul#IXu^}0TEsgl7YrcHudJJCBRGahO?S!h7FyS^gyOnxQEpd#=P7-hB~-Vzn5&MX&8OP zsAYJe8kK=nQMq38!9*g_H>(5|R9tCD`HC()rR|Zm{A?LqDD9Cvs3CQ-IhCB;mJ2di zO~=Qca9+DkfI$bP673^>zLU-Jwo)U2z<(H0n*Z6yj=daduYZYwGz4{ARS-lVgUM^{5SsOjQBqBI;j zQi;L6XoTSje?&W>dE$FtW6`i$C{SYSqe9FS>25e$>q?i+oN=ZZZ+CjvrD1dZh;Nt+ zlpvda$gq&5a%M)6$@huQHgt&RV0|f%HZ~(wvl`G`l}IeuiC5WcgMAjfu$P#dfa%+fKYoo!@nl9boAV(&TqwBD+mrCzNI0)~| zpYX9c8|Ftb=56#p+`N##f(!N^mO*&P55s=kiF=!Z{VHA7rZQiJyHQY^cM(mN9G^BH62~$v3If38%vD zePgYA?7=ji&co0Rd5NR-5rt8dm8j!4A&bf$ms;?S{&OGm*eEBB^c7TSk7q* zzgiZg@P|PJ2vDgnNk5J0@Gbs_Ae%Zsf*diRQ}nD}QAdJ;y`Tp7t~me1)OPoXXn^KH z>@LJs)6sKvW{9b?RnZA3NSxxB+bddsJW?tAfGuM>bje*O^S9@_>1@k?h6thI7e1U9 zJP6$$tzWI^jC1~95h;eIi2u~PE298?$3LGx-wbDxZHaIP%-8_~_@mM01uaRXBjem< z5p)pvT%AN?83iGRm#D!Yb;?pSU`Ok1Xw|J6=eEot<|;V{0{2;9Mo|R?*?>1J6<|O# zM3Nx#F27S5&$DFfoUVrPTs*`ce9c2$^+8bmY`LbH^iO%rM)=b*M^x(N zG$=g`N)(Xa(1G=(lqKnvQUV99yFu%#FF*g{+fTn17FkMzQU)X_+=s#+s>#rjXDcEJ z1|7uD??3;dD%2J~ISopu!J^+!7iHX7YUR?Nh=K<4E}a(0?Z2g5kkOWR6RS{}(JTYs zXei>pQ6;jVawqufoSIG24oj6*I?HoFza8i!$|@rGma4ymI}F$#f*qPP?y8Z&`Hptc z%gk@-_*b-QSZIGFwdpie9{sF|TW03=iYqSEk^V0Ez~J?IArEP4OBsm;mB+zGenQ1~ z7z!7$Xc^@zjZ;AAp|qP%=JTaG1fi|80|^Qz!6N#d_C^RxEb~~UB>@CJEO1-jR3dD% z03;~D0xEX&)o5)N1Q7U0S$xjJu~JrIK?Ny`pBy!1DIoOVHTIb*tlPX6K;TEO`66g2 zlU7@P^as`qhy@k2thirCU7p35Iy>%eLXnW$T2>_!s_%t7lirwbUX0Z0D$AfpnR^N( zG|?)#PEN=NQrlW384No2XzX?~;UQbP?2GOJlJRC~7w6ymmU#XP6QT7$YPsvha-%Hq zma{8r^2#!yH`=b{%6m(U9hP%QSocV%O{u59*vWlmmdS?0f}rl#q~(?(FC0gcse3hx zcsz=xh)M0+^Vx7A?+!YKrl;<+bF|P2=op%w3eATq4HaqDvL@rEBy=#)EM zQ(>i!%}Y94Ud~e;!?T{cPjj}sR;`m`XnHC%b!^g(6`47Y5t|MQMeW%Y?=(AlYAq9CVG#{(-;ANRTEj_!NN`!!gs!X@+cvW-u zPqzUI#nWKtIUV85M;42yw2WAI3-bm+L_y;=H1wq>mVS7J&ls@Z3+&O5F501;f0w-6 zoEFIlJM8U^+>QbX%@b(4qeg_1rA1#_H1Z(uQIU~fci?pZ*3_pqM!lKjVBiay1DssFsFeLA=KtM$%7io z2!84=TrA}*V-%(L6cBnS9mbQ{@YR4OhF5A%&NBL2Q_FDBLTrtfJ35%;DCI&#K?CK& zWOOA5k=n`yhXEUTln$u5R@;Z#@@N2okKP;IWlQHQ(c(#w$}GL^G9nTSDzJjq8|lUA zZB_&j_;*6yzo3B-*$%Xfzm^tw4(Lcj7qcB*gtd@sx7%`jL}?8g)|)SPYS&zwMnpja zu|N+tujJ{OZLttQ75;J3D)AWvKGN#daCYI!jw7Vi#DWUy5!$=xt6({S+*XfdFz6sQ z_|a6}?AsO_0aWG7af=@Obauwwkmp$T`9v;4v5eD}xeg>)fSBOTz?IfeTTEmy=pbFW zM@7S-tqe>osK8(RWHXZGY@5G8g2Iy!BU4(IJz38Oepp)WSG14E<~NX_04ttPY4M+~0^6*JD6KJDE-ni*+B6~x8fb?UqXcd3 zkm|UAtDM~KQho1zTZ>fkU8UR&BvEU3h^zg(+(&DvVbv?G)_preP! zm1*p#=keUu!xK1YVNS?BqzRLAHKt}+6;meIoCc-$LylMt7n9l9`EpCwJ`LO-B8n^< z%)Fon;~4g)sYG_@Sw)}{do3hxH*>D+BuiCpG}JZ~c%QtOgd9@Iyt+FF^K z2wN~V>Ywi!p=ui&Es)Se47nG!$LQUF1O=2^^gFGna4mLGjI@CQp(zA zvGd}l0)=jjH`1kZf`v;P<1LW1!Zod!(W?*I6hMN)1Da+Vx|3SnqQEho{~_!!G}Ll} z^IZPJaO04WdnlikM_?GzMvkcHc_suO=WoY<3lj|sf#Qecq(U-2j797H_!GVFcIpX1 zLwh?16oQ@z3q=gNM>5&>jlqC~+|xX0G}0XZ6eb#W=f)3fJ{4d{e~^DNA3mqtj>Id( z4PE;9VNG12AurNyII>3Q_D#EBLhxjKK0h1N7)g1BilJl3AN!;uD1hJL=a-9J$u^7` z3U-75?ZUm_cZvg_x`sPZ0Dq^-H5@Z8!Yq!Ey3LQSuco7`u{;~caMGoqf`PC;pp($1 z^WluQ(AM^_8^+Z@@G)89AoU0@&X#n~LQTxDCjt50aV;oyJ#?u&mGLYB%QfV|iCQX%{( z6aLNTUwm3>T4HLCW&##+A)09K@P*v;)+#4}kb3~@_`ielvSUlasM(g`AQfYf+ve_w z>j8C}>DpRZ|FyC2bx%W&xt6B5Tgj^lSpW{ zBb`Jp7mXPTBK|nUL{0(xZGKMwFVfMon}^8-mcIv(QjY`DHuTB-T#dOH`t}+eIS{xN z1V+*oh6vSYB53GVR>2KWA^>`q1$o~X-Cs0Ohr<~r21IZ(4DeLg1w40jw{%~Rj77sp zO(~I3kfEHqai?(5)r0PU7d}H!Bo{*mUI=m7CSZ_qDV3EP?{OH& zO{3=ne`B|>!7yMWY!Dzw`~|(@Pk}ibu18mNvG~AkxpPhW@QYCWW`9PDsJ|Vq=(?ec zn2B!`FolMa%Q+oY_xeHu0aIwcpRS5i>yGLh2vkBtN2a;6@79#a7reuBuw1!wGLPk( z{Q?Nhe~yuTCSRu0u4vM1L`NP}1NA@Klh2Jh2-{!R!$wEu#IY{#KH;u^Jx<6fDhSt4 zYT@D;X+)<8&w;b=B4)VW*-(_eaT2 z`NrUKO?w7Jiu3LrFDjUZm;Ne5aop)RcJ zQ6uc3BOE`BQA&+}x(dcM0bRx@+BgTsiX&uCx~QQKhQK9_*As$-MhLRhnF8t#WE&Jg z=#e_BY=q%2qYKaI1acZLx|q^2l{*^KnDZif_VN*ytX$dmu548GC|C9iAT)d9jJtI%1@iyA zzBnso5VE~-wtBU_S}v%QE%yo?EzUB&H7wMzdOhhUgoXJC%l}f#Wz;Aggm?LfRykt# z?J+V~p@8swn8M>K10I-0`6HZiVB#_&_S6R@80sIyPtSZ+eqcdxBpebC zThSdC+F2VhXis?jrE;xtk2Ye341Mi+ss&z5)|3$RS@nHAFThZL68+{qKY2N!BZXz# z_`tMn{Q8jB!Gxx^n2T__c4b>!y4=@d0fxGc@Abv#m(QLJD%Y&{jc-YYzP5g|n$dp1 z?{>@WL}vKD)(bGyvwo>dlQdqsU7jzOa+s}0zf@77oApBc8@qElJ&+F?7p2RA!#hk# zZIiH2err5^LFWw!8N&>|o*nfNKp%~lBfg3I?AOcDXH>O*v(p#6S|$wx!_R%xfHk>q zN%p962?)6pST~-W@8lv;%luuKeIYQ|tYss>uwobh;X5bdXb}1k@5Pg&{m5yt z`1L@|Le=(qxPJAwKnckj7vev{7d*&C|E9b~*G>#3FNbrw*hnV)1Kq5{`gJsd@DYMQ zTXd(Z?cicfdwi+^I8fRg3_ukO`JY62D&lF@bIW;#HuA3M4Pu#w{Q*zVILg9 zxQAe{Jhy~JVPKgXswL?NgUo3zql+BNtn@w=WL9uUT}o+vgk`>uzbOHPR&w+Ua znFbOmGe7;9;Sq#C_vWW}&X?m?G!eU?1ur33A{q`1hII-`MFv6oOC2OWOP4M@*`3pN z6t2NJKC*=FXH&XfRf42i3(8>yRO+V-&{`RFi+pu&9IOaw$7ikp@Z%BB69oMny6J# zR~HlsxvyxV?iVeR@lixYD*kDnlw6qjF<-dL|1FZ$fjJRVvZ^b<10qXhugd7|o23L8 z()V*exUpf8#15=gGTH5k5PO)5?G~lnfe8SU9GDP%;;IZ93)`Gc$BW_Fx65CB^U3F* zcQw&rcZ^b_o5pwsF9L-v7XyLUm&Txua0w^)?Aa#2}hY8Rnf79<& z8`3bE?>-Iu1OfRLKjz-0tfdWG0n{u(;sE{TL?0|?xFb+g8IgcALnnOP0AvJ!f9>{z z(}e4IM*S-~U3)Z{4QNv(El66^A@b+E8l5KR)XK$wySd#ixX$%>WJc zb`3)nBp78lK!xUq;(h4|;djGuwLn#*g_mQD{8W4ug`UzhM*mQIibAuT+_%^g zYEJ?B4v*4Q_u?IxfJ&3z>ds~XgTzDrbu?d{jb@V}om4oay`Cak4b?FaK4L38h~37U zBq&5I)n?#I5#j)TFN5cN=YlvA%*7f^_1snfYv zf&o3 zArb|NQ@j-ZD?DUaB7x7PhS!Rf$3wgo{!2Fm%c!uVuMqy4kmJFk`w*kv(qh9MC1H~# zo7SWf4MK1Eac)6xh;la&A6<2FL47>8mGta#B#Ti?Y{ZYfo8q6$LbxBfL`N$OX+DTM zmCNFK1xw|}=gv8XSBigTNC-Ymg0uCm(h4$+fFy*{OGL=sPw&!D-gZiT^?Y{4lGdU% zN(?+m-AhvI$#~a&;PS}qBdo9xK25G>McL4`lpgy$>}imB_j2T>W9ghx;Y!2t z5%i@?Eg2!FV*DicQ#UFIpxz>-$~eQ%Zys{Wf~v+8n0Y~)KEId6b2nxHAe?uI$xF;f z%bmIi&TuYP7SzPhLnkKd$wKiB9Z{;HOJd|?-T>7%S0x6>>~a1z zc`7dryLnu4pm3WMc8f|0W*Gg?{2dYCzQ={nW<}@bQDu8UX=So5cOD(+QSTj~+Q)_P z+w{T_POSq4*c1AJ_jmjMh)ioZKPP^#1nkQf#5HE7=*T=8v;t9ogpE44=<0yKZKYqp*Y)wScE}_6Qp}>yr}6I zT95!pok)Yw9lXcqd@(?_Q}{VM~jp0$7CzpY5g3mTDCN3nDQ_W-+qz z+MqQ?5)DER;Idgg?hS)mAc(lnaFB|Lc?Or}CbcH!2!l*=T}*ztPP6MG4MNeL_$1e9 zwI{+L6Jv;zW~In!jiC$&sfUP4j2tyA#Q;L2hMWhn+n2ND`B`PltflqGpL&H10`e_K z=Km2zjHQ($xefv9yN)_7u$C63#Cis}Z!>YI&P_CQZ(N_B4=GHJU<$BzF4wCwij2#( zE~6~|rEk4^b4ZESizS=T3@OnxJtShU3C$3oPcG?nJQ}~4)9NYJ7BZYt=|1)@5g5=< z-3z>iyTZ3rZcI)53D*ujw<3}<=54%1N4bdU ztj?d0FP;sq=0myA%P^D-gb>Mj5W9;vY5(r4m289?hJf(3&)puw7ztanO z<(S1?{$rk=m7EHGrFH|h;+X^d-K4srd(uU08_I<6wG6%kLEyd=&^B1|Ma@O5k=v2U z(5lcGt>_b`w90@5Yi@gMXcgt96fo3=g|9pX=nxZ&*^t;9nN(Y1B7z`r>I1OY&`kui z)I=&64m>ErpGc5+^J+4at7IC=R7L>!#??e#d2bkU*JU&jfP2V=jjLdXYq~XruG>;> zFf@rB!WRe?7?f_i*D4BzMuJiZ5Rl(-k9Emx@QcFcW%6ydr?H{yKK1^{APDV=d%UA# zu}8y|%rb^1jbcX(=zpem!WiZ`RO-kYc6aHD4mzZUZh}~BpZ)49QGOWe3ViKcfjEEej!&b0BcSZ&2@! zF5|eI$`+oXvK0740o=s~|Ge2GBj00yaoiYF8BH@>$7jUF1c&&Eol&YL?NNWg}AmF4E( zl)Y`kZu*4M(ghjvKS|$E^YV(8sIFg~QG>l+(isi|Njw#XJ$M9!b7F|`N@g)N7x29j zRvG7`T*xPRK2w334SL0cVGDm^6`}MB{GmtSQ>DxuFBR{2wA;8IIsdxV>S> z=?8o{yMovdCewcy}2W;F0e&xyCU);P@DZ%#o!Uckd`eP0GG<}tVP#hF$ zY9#MXf{15_h3(apKnK~6UtbjDbOfUs1@1-XrhE?PI8l(;2trm2@fis>G)wywLwoQD zNLD(yH^Uhum7Lk9bf};afGjb(w_H`lOG!k2?2{N37Q#9Td^??1udJzIRMft`qoBki zAX%<(LB*SV$YSA$KILPbj$mXJvwM+?h8bP5P;C3@Q!$rh$WyNtg^7EK7cf=g;lLsy zY}!g7RVHdKq-ofokY3T6G&*)lBtpaH$wbWa)z!3k-RF*!5(KvfcE?~GZ{5sV*{ z+qMjSWIYha+Y@68;2y0uA!B&I;)J&BFJ)nC7^TJcK9y@2LjDM^jdp8ZU`yLX)TvE| z?Mz@usT>Ho$9UE6aiM|!qWCmy+5kl8Ng@Q_!@KdZJDN=PV=Vo);J~_MU_$f(L}^&1 zW}>C*P}9qBkc#o=pH+-&jXwc|+>_igx{8>NP^4Th)25~0z0bM~3CV|=_3k4=x-5I9KP zN6M!1rZTBx8GYW9{Q?a_u^khIiauCtJ4O;An3pQ^wLE#DN2$UnNaRU_O6p@LjT{Nd zJiaR989m}F&>)n@mw!~0n?2$yBSJ8Drhm+*2plb+DW}Fcdm!iZE+x0Yf~xbK`ds4>BgM^ zq)y6c%?gPIq1bqsZd`*@c(Jwd02V}IaYYaG_35p}RX{-^i=Eg86t=X-PU1oALsTpr zh|rF$CPT~MSFMVvaUuRRiPKCRjeGj5Se9}dm*G?za74Rrx=~QbW(lPn6=+W=o&}Mt z(5m{gy(Eb^NM#8oHja*zU=j~vS%QfVV~FzUi}nOlav`3Tnbew~VcI=OroGH8uoY?F zI6Jy@frWG&F`I7Y6S{L!u5D-?F^e$BWX|<6ufakNeTIc}Zeh7(sfUFg2AQlX3PqjB zChb)bXb{SBBsW*w5u`$@y$DY{h()V5)62!MxKyOoszig(35r?jC34Qq_?u_&WG zsSt2R3Wv1{coGC+?Y&#@;UYqzwe}7uNW48=x+!(R{+VIAU>TMWhR?zKXu1jq;k(mM z++`H?lkqK+q><%gA^sWfxk%_r0H|;r%xOs;ZGxt&T8dMU`UIeYMgSfq4@_5s5J2Hx zOTRvvsw~ft5PTv8r@YAZLhm}TG)fLgCMZOum5a&tdbyUzj`p+?NC^HkS-IKG=fgGM z*B!h&pp(GV1f=1bn*>xo-p5B!K1g4__?RwKrei3UbcRE5GKXanbf41;a83LduS;Bm zA^z@kL*?R@kE|9c+OW(Ojjpf*GXrICx=g9;3$?%_2=F)gekKuS!y-!^W<~(`h=Klu zwBcy9o9~K~=qwo^GJFz@e`ZJso+d%MJ+Gl#8sSRI(;)LClUdGry_Y+!PPooen(S4} zp%DG6y6E6~y1nAtD|r_c&ya{v{HvjsvV@{kL9iZ(V3k{8Ed%cdLg0ZA%j35=-^$V| z+ONc?Wz}R}(VVt$X)hT^gUrL^y779sy1vrWBbH&leHJAmYTAIxJV4dmo#?gH)E& zwzS*(xH&BmA$O9};&vi)m}M+#UqWOSB(ls*oAGHy6E*JC?#MowIcGxh)*m;^#TnoH zAkw;_jo?0XHEKeD`fmJ5W+B6xqzX3eiua-Al~p}M>ku-u{8Qi1dIq@npHE&8)(1XYvcAt6c{cGf;6d%ZphmGjp17-e{13t|OHo=1 z7D#9!&2cg0J`-YXX)dv#@?o-!`f_wKE}iO)8|Z|fVS*>1a(9woiG}vvq+M*qF^oRf z<;316w=pwAeWwE@?&_JkIlhdGtRI%VQ`DeO_XiF7| z1r^vsyF#j|ug#vE1|`^2*J-mSv7qv9@Gcb-A^{k7a984mDIg;a({DVYFX(M)7^I5A z%Zs%$7`LeW(L!iI-<^?bOQjy_o~E~fIH0aLZ(1%z78gBVpi{!KdWg=ZOmKU^=! zROvxOKN1)rsF@IbA8%7}NyeRxr=xAfPQy)x3MADF_&$AJUH97bGdT3A{TiI^gE*UR zX!Eql*oIjV1*zE{z|j3jeX^l5sej|Nb<4&uF{D^EdC5m8s5}nVucx#dLtRW_Dheuz zdjuF{sCnpLE6-Iom1z|Xd1nE&af1M@kkhwMnyQtWL|_$GP_s!bp=!0llORAPvk%7P zeNJo&=UkLKKg|B0g0l-)M=9*$V;NxyArvx_2*H>Nslgcaj+qK;T!_cS;a{Ru zc)Y}+kdTaJ`{rs#4ZUkwskN5v5eAu9^j`bsiipA1q8BWPoXozT51UW-bszf_A~2wz zx)-uTdGlqKmYl@Y#Lqxbc+V-&$t7+OmCmDC@uqZjd5LA5Oe$4?P`u?7-C@AFHHP^C zK*^*&w8Fr%iVJN?Yv1Sq20P?!SX+=V~*TnJBt&?z2K$wzv!6g8wOd@f|bg2)?s zmaF^lI}?DrLu-6CSHoF3D`QAQ_%;MM1O3N?Kl#%?;s1lq3Et(|AL$uGI|LsWLaCD# z4JjsUS`87?HZlC=%uQ?f<^0VpN=sLC;NVg^$B_2jhru&I!0qowsys8nFgI4gUd3b+ zLQCtEL|$qLEhAKD>8IYIbqsJrXlX@N-_SAw)ZknC>6ySb_|`E>Zf`FTSI60CGL=I> z-Q&z55L(I@l;}pw)hk{bEF58&sZoh6VnBZ<&}F7D6nO7qoj&V7q(3Awa$B;*ypIQ%6x>nri5RsFaX6;CpXe%$BM* z-`yLY0dDXH?fmWQ4Mu<(Lc1o<3v5GZ9Ru7DT3SOaunlp?2vB`!FNd`7Szx<|)-%BM zxkBGW+&x$1_YeE9UcFi^<$BHTVf74z)t6(mL5~jTkdwRJ%P~;E_H_l{oW7v-O~S?9 z>xzg0-Ft+WJj-&jyGJ}ja~G=l(86Vge4;Fm;k0PAJ)V1l0{1yH*#qAm~#k4{cbG__Xa8>K=t->A0`iK_w>L7Funb*qme_qhg9@ceD2+@ z=@xJi*6yW(XCSmRdeZlP5heilU`{t4@V2)N&+WPma3Z*d(XmAEUHB3Ru^**ZFL!ib z*nm%orup#6VpA+1H%xsdni8(U5s3HGXa2ny0AaXcQY3+@`iTqaN9hYM&5jqUhM9`Q zsH!?71n;Joxxpf&3`5cBYbE7i5Xl_sPUYpVTtbqCYafSdE~MX>cP|OmN(UwY_aW6i zbg=}Fi%!;OzZ#Ff@<*0_MIB?|J4@osQQm#|FA81{!PkCAQwYV8L!jUY!Nd7x%7^rS zLO$P4{G_2!Htc=~2yb--2d#VI#m_$Z+{+0e%XqVg=R%1E6wd84cf0AhVv;4#l_q5{=$r-}F0=VK5aBq(>e5OKMHDn(3qPRsQWJG|WScD+ ztfu46?2+Y0yH0>X2R@^7I0ie4pCkAzqM-38IF<`Y7coU*Gb~-IM2_TTYA;4>cc=Pb zxw*Kab7$2?J(HSaggjK?LG8|bgQp`|99mko{#&I&9MDg4y3C)J>5o15v{@+QU#s9Z z^BIKj-%a7CpQQno`IV{xj-(a%Ry$qqwJCrE1;p_4^DEU@Xp3Rb0UaKq1&Yu0YOA*J zg9L@gAr5%*bWet`v}enxP(bLxUvv(%N>Xk9@*L2SV(Hi8q}TugAMrs88K~WJj1&u! zR@l+TJnf;j7zYUoRHnN!$^EXqWU2>?!Y`tr@tF4PZ>O|HbVOYiUIhEA^?E2*P#Mne z*AQP4R>=^4q`&!Us=5n?HIkZ9)pcOV7WV$jaJG}l<5>23GK7Du!%9;SQ@SpJ?i8Ah z>9BKAVgJj`yZSY*YP!}yV1BBYr zWKE9Zds6igC+A1<)FC|t^1mJkJpinL5hOBsNJslb44y}`&m47=@i0VoR*oU=%QSvG_co`P4Yg9GOaB#p!AU@Dv z@=G)&pqKg@?pM*Iyb7IU=)~}7s$-QhbtQAa%68%F3Ycss9*)E^RIeoxWsr*2 zqHrxQ3KK=qzrK!S?dkl|W;A>aT&-ttI2Vqlo%RZJ!T`gpO}u6SZ2T*pXb zUwVSxu<->D@A)bbf^RI<0ab?ZtAxS?;NIjhsGbSWAppEbf34}> z1@U|5jQAI5RUMj2ke5F9(s8t^4qXy|L>)(i&cn=7Y7kdgko;jx{G`^SN-DkdA`yBbUDBk966=*(Jg%-(nAK0o;h^*& z#xSK5TKMu(8D*G4j)WqO1Rk{VHpg_K3*bI&0Z)TYUPsdtI)GUj)u)b*K&T0;=&oy7 zSoN~X(V!zzAFXIrLcP+2$3aQtW7-sXPhiTBsb84(cj+Ij*5NdfnNOKBD?p-A! z^l~qj)nFel%33hDt6mBAX*VZg&91Tv>|>X#0q?|?sNNH6SZ)-*m91DN!H$eSmLt$T z_(TH#B!+>Oa?1MKu$U=+tPEfj6jJ^f(%tRUzo&!N#i(L??VSOkmdZHa;T1~lWn6$k zCAF~Vfg8>eI_)j2h=WqfpKg7|mvXOLdpZWK)CuEd!k~5?(4ccWCYi~1Lc*{lHhwBo z8-YMi@q(cOq0t^M5eKDYhq~UW-3|hQo?<OAHx_PgL`)cA*p?K(mPMmyK_iQI9wj?k zUE)-T2A$Mqp@A!5Nqd`xN#LhC-VclkiS{}^z@U;@p^gpdVFi)E&r+@4ZQdhI<=f7) z`1bt_;iw+@JkVfC=BbTrLiX?!kph4B*Z-cy_-3$Br+4&-aSwwXS&UHUML4TRj4%oc zsV&SMyQ8*+Ga%GbYY2mc!lw4tP{ctg^Bi@Lgh~(3F$xN)rK0wmwYO9V1bXV7@?v(n z+3$+(&J<>}_fB&n^iq1RRKV@&S=GOp&!jOue3n{w$%abh-fn}c+tcW|U;Io*SI<=c zv3(X@AQ3mIG}DcV_R=hGOJsc2l<2|FS`sPN)ul=8u}+}UJ2ZwVa!7mVnFM|+NvN2Y zl}UR^;!sdX{-QelO16U@)~o&}ARGjt{1?yI~Ge}hhg7w&0T zpGbrh+|AkVKl$?OPk;Tp-+m>yh7)g=VJ$2DH!(oI%fEj5ub+SW&9}e$_IKY1w&BF4 zoSjiXKV|yopMCP>7vFyV#qU1-wZI$Bbj$HM2K+mo&&mqk(J!BW78oEqzkL4LH=qCG z7r*+AVt4dQMgjfAhx?mvzx?Ve1vi|+CcOd(*teO@KT_C*zYS}tb21Qu`|YP+|F$O= z2yovaQQAMF_5~UiX=j1;-{-{PIUPnW%% z?sB*I2>>u%D2r1rJBHGI4nLt%&AHvm*TewXg_ows=IW@Jj^PaiP#;iu$CDRyIrpG?1)!yJPqn2cLFFx0*~xPw z|L*2ZCG?davh-hr_O_=z6VdjwuDEA0FL1i$?TB*hwp+UO-y?*ayWB4_&34OO0Z=fd z8ylGE>`hKnPDUN%&@D}YfRMtUa(K79KhvNt{Q07uB19M^ID2MN;0~d>degRDK1Yh_((C{{w6YfxAHVGga^hnHzKz&bquWs zfXO8j-6s271hiYpnbQ&0(9jD1h_86ZrBVF+Ky?!1Hk0cj~W%-w@}h|sO|jsAbPJ7@x_H~ zO?S0EAi(t@)%mJhIep>sC5SF%(YOI`Lz5BJF=a&t$S$nc!inS;8V8}AOOJRQrrI| z=Lx%&+8`+EFE5N3}k?jppVQggK;O8r7lGAVgy5oPq;GlP4RU9=ek~qa^DRsD)f9gEoCr z1p^S;kkWKeJEycfoFNClR8oVO|ock@F4 zfXThQ=hK-SF6!3HbDx99VdNiHvc&Bc#sC15<7$S1>AYpzEv_O0Tn;P!*l*k*02H&| zxB)TqaRZK{*>oYh3*F+#eU314Da&=ao_*+6%7OqYmxKIUnWegwDTx6x_m{Y1Bm4K= z`b++MLEKCx(xn}V?t4k>*HfOko_0>05C5oEnRN@J{~kn+cfLuQMz%$f*Dc;b0F`s6 z`)#_G4Y+Q(Ga|s{Sf{hN``Pcl7sTf})pzu$`yNCtLFUgdrWZ@$&~Bw&0D$T2e!fua zySs*xzXy@aj|I(&h%k05KiuazuNZ6W#&e&8$LW%P=r=M50;t?`;h~B%+GSP@Sy)z* zgwHXKC0G#Qff4tBFC$nC=hDZPMMO1~2!jldR5+Q@az0-!3Ue$gTx&uZ4pKZ^kxQ-V z&K7wql5GseF@*1em_f*L>Kl^ zPhhuEYd2eCD8ucMdO>$|i=5q0%HbdtlQ(sIhFiLPNC>qi?+B~O&@tf0lku>c%>0-# z9tN41q{+_4vA#0%fCUlmXSlbhJ+JPlwGCUA5}s5M&^2be0FxjPGbP{Esn)u;X3Bu7 zNEGeob_vmzj*&gx%!_lyTgxx7U3gDDi;@Vd%COIlQev@;gB3D#chl@>G7$!u7&GfhsnQxVU_m6t%!b-8MOJK$ znFxbSY*_FUZmbnjtqltSgq*Odn8NI1mFT6#a(F|-<8pMowV3oI*by5R?&tBE?s*VN zy0x~?aF9waV_WoLyv;5H3^Lqd4M3)Gbo9WBJ#c=#$s_ygaHr2Zl94NRH9iGg{ z8a=&k%QvxWp-511u}1}}oD1#f8TUPi+}U68FLLyxTW3E21an8XwDw|pfM8zJOouEe zI)>8&z~nCa%Kan*+HL3v1W-B07E#nK$BG!@l7)XL8hhPJmWV(&IW6&z()Mm?$$t;x zLr1)%-YDJLL&qE!3$1L;Q)GfQ&4UXRbU4k@Ro6>ZX>>~q0RSdfdHyGA&daW6w<(Sc z0ycLF{Lkeua<{3voC3P{MlsCL)f)}~Cg%*gK#STm(iPou1_+Y6nhn*cU013nfa=om zTzBU>repU#h;034L<1gbBSW`vf&eNn2HMa~kK+M#d+DkqKW{tG*K^z2i^wB;fH!HX z4p)E8>{4WI631W-FX(b)Jw0t};}<4I7OcCUE3JlWb>Xb78(GMB5Hud=8qO@b@L5i- z+S-tXPJ%(}Y1CS;T_T}v?34A2p`6FGoF$W1i}{$)JSe8PqMet~zj>>xC9ZN7lu}&L z)8oWd1VJOk6+KGs&CO|vD*=NRm+9WOucnikY>#y-({l>wT<6o!`?%;$cB}Iv0$lET zlR3v&QYkRtyE3l6J~5Alj^#}q2u*Hzb6}3M;8ByH;_8I3G%q)$W1XND_kpTcfpn+l z%RsnAKz8W$HQibS0Ra1Xw2pt`C3CV(&}||-F+dJJ=(#+MxW)1?_gk;!VIUx^F4rGr z(G`=ibPIH!>*?ln9dliCeL#R4;%?n{$rXh;FiNsc!JShDk@GYheWAe(zR0;DZ}eNr zMUK!*x#%Yy($4uU4`;By>@ak;UoPcx_OFK53)!gX7*-EJDsVa2{Ukf*9ZRu5D5-rG zc+xC6*_sx3I=}kgWMDh`6$pej`c-zP8~iGlX}j>Nj&6frvu$-TwrE>ikD81fkZr7s ze$_kc8vL4Xt#f4;U!Phug*uink%1WFahhTXz1ujA7&Lc&t?U8n7+Y!!kn<}QyX&=D zGt|+qK)`wz+E?>pP^n{R0|8X$Q@vlQqfhyB@O&sY#h`lEP6{8PV;Eg*pEV@K^H?HW7uIe0F1iix9+vE#l6(fN{p z>C@H=^G;yW4CQ9H8&8+Cj@hjn6)|rbFiGEsvBva+m<*+1GWldaeW`{t|H*PzM}k!K zJT=-!V}7)J@Ql_=u4rMD+H+?ZWendtse%QS+u;c! zX|B)%2>iQ|PaR=3&1slDt_pY(6dr_kHk0pmw9kI>OvQrX+`fuRPJ|3a7AT`)o^_IAveXFwa;s1Sn|SfkqJ@h7|)f0mlIy7P#Q+sA#hwqM-5CYJ7gS zlFeL0QOaNWjOITF?$qIyo9$puN0F)Kv&AQZn{goUHVe?{1R}v0ifR#H{vN>F0mui> z3aFt~uAz>h!4o|_(*Sl1fKOPK+Gd08TF;Xj<`qPk69w?wtLfiOkv zJDt&ySk!kJmxp#(+!+vFt->qBXa;*c;5b!{q*k$<2eEswjMoP6X-XoE8)hx>y)Y}n zAoB>X@ssI%#ih7xC>dIsU=&gj2)PG%mE|fPG%WK3p%4o=NIk)e)O1=$(`06|WPn=g zP)JBdXS(OK;g(hgNWoTT3LxYj!$LkJhm!v2`S4Qd8IHLJMEFw@li+N)r8Qjhv*CJl zMPV9kcWc?uvUn5_uZX_{5{f6Zvd1e@IVoF>mIe_%mP!rR^|RGLlCM@LkOI4FG>ZK7eK-OB+Ryq=y@LAjI-sed+<$93x}V5r}V>hob~rlm_! zmjtbAgxE{R(V&ykAni7lBJF9=p`eh`AY6B(G#GJEx{F`VR>g8^OP9MIGoA&F z2T5bS+S>i=RI$nk?-ldE!BfYFTQfP*bKHiZIo(;p0%Sow5r2zK;@3aDjU_Z!oMmws3)ygMJVOJLd z4N7-|(uzB{>L_5#3`MB|5)@9L;9eDlgJr&`BH%&bp9cPBcrjT|)O?qv_$d`43K~Bs z!)_Sg)(MG|PBtRHUh-P5Vwm4DN*q4*sVL(hymwdW$I(`v@M3Yv9zLTW@eUp6Qyw91 zSdYQq`G5leo6rm?(R!I~6FOh2`(X8I5IR$s-WFlEjLIc~_fGmdkfR}|nc94) zHgZ|UuM%2IIUF2zfAwlKJ73c_z~R`BZ3?3-MZO0F6%B*Vqe6!c(iT#d_QxS9=0WY` zyWNt?G`dk`q(^rQg>v}VStLQ=KNLUnINU;>8EJ^2y($3*E!a{yb-&FPb@o1N@joBU z7J-8;5B##Rvvb;pMu#;`_4au~#UBVRaw;?^orGs}8l^rx&fv9*NC1I`P@J5g(=t|T)w45}i`0UbW0i70;e ze5wviYfE1_4N9l5gZ7Bfz**-J~TBq-buW>TYqVtF?k$_W8Oi>%_O3C_D)P zd9hr~X%*zAR-zbM%@uPr5sD}=uO~DyI;$38Z6&4xLhs%6q}mrSbiL?HpA!=S)LZmy zLgz}T%gYR%&kPy>U~))#MT+jsbqgs7pxzEtUdbRzJi``)EUb)m2ypK(mm-jcY}CA; zp|6~SBLn1j=xIqctUb)A{`;J`+O1W2+>PkJ2a)4{GvTEZ!l&KhKLEgFyZzy8`K&^> zQ2Osde2a-Yd9#e+F3HS~`4!!7dzxIyU|7Q{acM>9Bks`BdWOl_a6BGd(YWezE$?o# zlssUBoLV8m8y_XT6%Fx3$w9H9@i#Y*14ow9t&pMrBz`lZ3BGmJV#Azyq)27SgyzHe zHZS}-=l$%mOK&M_>n_fKP)io_Lmn@g(bgte?6g}bnb7>9urO*4#*^7}E<1gOncE1H z&K1%?BLpd3Wv|ib{b2h_RS)gysz!$XU&KJWw{~kf?TIcX^Z98on=CHXF{R%$C+`CS z2#ri}l+BKt;sOwA?+e>uGgVZwvGjQ_ivl#*r zM2s|3L81CVe4YOhvrG5WZBG@K>tH&;8S0msG%Ybvi+o4)9v-C>+`u{nQm0>M}3TpwOC@ z+?Cq>@`AuZIeFc!-iUrLiurcCD`2R=S$nnSbzJL7SYk0KBn)fr zKne9#6$wci1Hf~&>cKJ)8NO9Q1OlEK8=K{BJ({>lZr)>|_cfUs8-WpYDn#f}C77O) zE9X#6pO)uA>t3{rV@q3QnQ(z$qz^%ZPVyg>HWj6In-ULN zG+4r`CcBSN7g;D^0R91;tEbwRh5;>2bqpZy(LUJKD_&+pyLEYQl89-;Y8d~$cfLkJ z#z zP^6SZ!m9gtnTN2?C$r_Xh#W)a06?fE8ielQJ@-h@dK#t-@O`PnFvvW_Yun}X32n;e&jcQ>>Mf3&65 zDKAz_wYbVK^Af%eLV^T^JK>#4!8gpZSNNU-`bl`>IhB&MUzaO67Gm$l7&sXH4atN;B^VYly(h=s%g*}kjJvap`dX;#0rgTJRg*u z3QH@ajFb!poezQz4?es7<1Z$B#|RCh$Qc*I0CXVbS*1pW^3zP2rk3ai-{EXf^a~9` zSbKCO6RPiLs?<=X9sgBx4a2f~WEB*;Pr~a{UR^ffQ#L4k3+ZD^!>5c?O@!jZpvdMuPFL6P$q6x;3X=@O%oUUNkr9F)>JW%H z76C8}FdYhj1VjG>`tzc+u{6=jB(wG)@E-?$P!Gj`u*)#HT(L_5q4$%hx6ku=EBA|= z2X3p<``8G@kIPU<_ve8y3}+t>ghV3@XgyqCP1X97w$_8^Bs!H1!`a!8mbJ-QR14jI z>r3;T1Nyy<|CP#kIs$X9CM*q0B*XW)LSj`^{QDwVHmd{{RPKbZtcG+SvruUBl;?o{ z5cKVpo3wjARsB#)NnA$9D#t^5^~`=b5TW=eC{izHa7}d$jrm{5SzXIO zMX4uwP(!Mtr$0WW12Z4V-@p-M3 z-aKPzNmexggHGl%E)K?g2CcBB*=Gp{t-HylLdG(vQ#HtupzuH{OcxhRVT`3$v{%K^ zpme&S*>YYu$N$yWqnT0weI5!?34#LUP1+GXy#)#djr+OAH(&kg zlTU?;rS#gP;$hIa6LdziWkU;~l<*wTpMp;H|8_#FH5LmRlh#M@So*pZrGg37lc0J* zr$MMH*;1~QQUL`1y^O!PqFEjhHI}wnUBa`V@*t>Ci9>}XZT@U1iA$ZF1|`H2JsVFh zhP&C8Yo6s!R%30kR5GD@H`#ab-B^x(TJmYtHb;WOqoi;}2LzwLVn2$wvb4~uIvH=T zT5)$nPc_H;k2n70PydAf53=uRBl$JG?b$Nrc)(5|p_wI3c0^&QrCQx9=V%or{{48F zAkv`pIQfwde%LP0%Ns&0g8@~uav=1w#7QlN7ZthYv2-6w zmkAuSGTT^dyL1)`wPxFLAoNgC(&BC!WhYMxskVwTv8pPI?NXk1+(X5&_NmA-&-m7qc@INW5>ug5X(mG6NM{V_A8fvx(HOzc-CkbaRW{(sRd*(;kTR?j2Fdpz_hTV_ ziVs2uOz2sPt{|cGTxTxY_va9qEcj5j0bg-(&hw1!@(KQzEDZin!~8}~_W&ODK1EQ{ zT*!F1();)<7>;j{ziDx%7H*B<3Kr5&H=EhnuRr~IFmhX(mV>W8{jK}A zh-ypaP8=W2`+!0cG6UKG0{LE&RUjnqu$5o`>Wg0ws3#|63?&PH8!d|vpzlU>x!}-} z`3tzm0G~oWxjaJ183Od<81mI-vKuceD<&=dvBCgBgV<>l41ib$fpa?*3NkLYU9X3$L8Ud= zHMiv)2;An}clOQT^Ur?!t?-wnJmpV)fto=;z60`azx=fvy0)aZ0_`XT`YpC5zG6tGX=?{9wn<(Cp}slEz_drV3H?DNmQ6mDswI}GSC zt$g#FFOCtPOaVLj<*P5hmT9~#a+O@Q< z4kwd9_gdU|2K0f%2&U?FFu2pZ!P;Q3LLvv4}ph3BfAJ8uO z)!CHJ4sxSF!=H&5Gv&5O$>a*^LDlouqDoY#zE`t#^fM`I8RtnZ+iNUiq5I(;-NEQ* z&xE5b3wLeW4h{W1c1!J}+5IfqUDti~di+gT*jxAav!4w{&!o-A@^?T(e~;Z#`&j-a zlb~D8%cGx*BzB~{Ow_}wAHNpWk8e=@``4oS_cy5i;)ho}d0&R7-`$5KtDL|!`0X_U%W`R7u$U+E;Uuy&8GES`?0 zo609{MeS%$Jxy(miXD5lRuq4ZnqHt_+k>D%Q-$k+-#sHztYu8thccJRX;7lUKW7cE zj2056PP+Rvmv9)csU;oRw2o#g7m-`097`MArbWks3Jo+km5Q4zbLFK(0D+IVz$PYI zPbwVM78f}UN~d&8Ev*vcJ5M=v$we8K{#*Lo$4UCz;h^(4*SVU|>};WC>6<2cp_ZV~ ze6P@?rKKyiy3~?eZ&D3d=swDHX*|CoYUw}j7fnnkejpXOkGG@KlnP@l+cgjB3NqC1 zX6kg5PUn=mUy*50d1JGanZR(kw;pvP0&wqc=z_{!c_f5o0>XV65@3V?d?$e~oz{^r%()t_hhhrnCP006v8@K?k^=`r0tdN%NsEk}L>$tHzV_9c}!Z&6Xq1BT}lf zRRs-Vf9|aED^X^X%i-u1T}wJ%UT-co?n)xP+04>A6hNjN%K$ zNCEr-!_R42{P~L3iPB)ZI#|-u-pLgd3NrUthASbrPDne>QjO;#0tAUumIw!B7G_wc zQFDcy1A#j%FnKwmmX6w_VJXIPdV~OdH=rl9>s7~qr65yqV1R$e7ggck=~=0sCzmI+jFkozmhjg~a6u;p{4muud>>eAD5N>H>c zft)9D$Jd6nXSso_e-j@8dcO=1Prd8?oe-J=~D4gy}K3YdIKBp3}ztc6YkfU3I zmQz|=M{|8ICf!@D%0Rw!D91tWQE(|$QzME|>KVNlN-@i_RV5~2kb)z_LZE7C-jI4V z4sx!LrPMW^@qL>Yv*D%8C|wI#g@Vivg9CXomHz2go${rHll6MJmWq~90_Dj)REQ%( zsMmB+-;g0HM2Na_le`fwaTU40Yq^)-Df&>v)gwocAV>SRPILNsM06)K}g3iyi>DmCW@DU(a-pLP8UFSjQTHe)(5Oq}~ zy&`M1T(4^tS->FW>MVMCtU61fAmd7KdUlKwJi`F*vNQdD#1g!uX)#r5<>x2k zgP1D=>2d!uFhYR-F_j;*H2PwC>00>ypMxuRy$5dq6eaFgrbc$ap&C3$M=+jNgF%ZP zguZ1+F`BbqpRo|;tX+nX-jHo5%i6FAI;foXy(!o8adh1Lc|EQ#>F@w&{>%f#LEV-W zK#@=}T^!i0;+dbhO|sJ4ed9U9!b%>sQdUY$Tj3oLd(2F6%Qa>$Hydt?+cGV~@{v+g z1Qa%Yq(ooQ0K;NXYu4CCuMQY1(Fni?G5{N@x@gA-7bDWwmZgD*EEiyiXE~YLLn|M` z^WAhNmz4I&$(jr4ELHp4o4n@+a)_c&s#aJCb3cM^Wj=Ffw9r39X=&?e^5;lg0tF4O zwfO;eXSIZ_d8s8pf&#Z;`5mg9=s(3FZ?8Xg4xT^j9Q z3>S-6bow(5YX||upm_Y+MMwP0v!L-_{5?!A(uOKJRA1&VL&*{`QcOXi`hc#$;kt=? z8sVS9I>Y!02tlvFLFx`(jC)*&%&H5glPtzluf(lKs*2Ur(vUT-sVSNuNw-Xy8PI6wH87dlX+y59MXIhK5FD?2|i>?bqbdphwGU zFQ)Rmk#>(tCTx5!hEF_~W?IT1}u$2#qXsYXs|BV;c?aD z>3AA+PGflH&kGqtofkjX<~UfULI;vBH)q??cs-oT64g>E@pNR-{|?G2nQw0%)^OZPP!1>{OjPG*fj^&K@|ksX z+R2DQqwbM1^bqz0q`*R*%4(@TpUewgQw>;+3(^G;ic}*BMYn(ECVvcD1EqYfQ)bjA>p~6wroA)xFM@ zRA^JnJj*wZ{*{bf_sRv`xHA}DaHYhnxoL~?LXO~k(_AsRK?AD$Dgp@6 zk18RW&Q~*9T(hP6S~$ZnXtpo4J4Q7EI)Q(^&<-(7@*NCEjgRoi z){A!_t#{fEUk==&3gM9U)=LG95U3Ksc`kUN`}htQCS`-gt4Ao5RoTwUm6ZcM%Jz&1 zO_dMBfGw@NkT;w4$cH%+sw&m{GlHm-w|!OKXx}5%7hLH7M5KDkYBcmRpw(7``E=vX zj1kGqu&jJfdascYhM&qXOgC;{uRA81%HQ!!t%Ej=L{(E8t*k832!$;9@#^JBIH0}c z&wx;TEbP7*)A|Cv_Qo=hSiyy0VqjdC*h%wui02 zL5=#eS=)tXx~Rh|v`pg})ie}fQ2Gn0v>DKd^oTBJpe`QueCdV)x=%|ef7x7zUew_T ziA=wjBT7v(zExGIx2N9>2*nSC?c`!QftPlCpYPNKnWpi+s%>zU6K^ z)@{W0GOI>L7-S8Vwql*nT3ah?;QDO-WF<&cVN+D$p6UJ2(u z*$!)O1y;ZafwbCPQg}|GP}g3xTb&c3DSLqK4ZjJ7=Fw$^+}`iiRA|d`)SsKjt`?Ep zUXEr!D9TYnYItp^pFzdX>86FrXh-v-s=90+B|M~nFsT?=j(4=K+imGu?BonY zj~Gx?Xv;Fj7cLt*e{rjn+shcqgszNv>YMTUHr?fGkNFG;McF3fiQxg=vW_mNNOA3L zvH}bBGf{spS9B)}U1w?=qyC@G&6t~Y5WWW@d^B>eZgMnDvsBv^o&_CQw}f6Awc}h! zX~Fuj>XsTAVUTH_x@)TeEoGmL*J{y0dzzO_=*nKNd&k#lvSw-T^$H|ZWviK{`{~4} zgN?ZMR`VV>LZbcd_dmG0Rb;knbt?1L4$i-q2YK{KWf>BxGGE8gjd|xTp8zJ^-QH%bkr9UfB+9V( zCXa-kZ^qTdkcMOH9kd)x+lxnNbZQSyyZnAC>-0XUJ!e8!=lAdq&DQK*R(;SXzgOW1 z$sP~PzMsoWU5?-Z$AqpNu9sZ3w5!T7p zD!)NJU^)`SuVxU!?XA@U3w2e8kUCAP(*inWa*sMBM?zKhgE(-sE%0hUd!L7@Ki1w4 z(o|@daqP6W-wRjwi(?R>`FEne+KkrI)pl?-nbGF*v*Cu$z~5pidu$byijd3MPZ=A0t9poa zk@DJSKlk$y9@%1$@4Jzk)pI#F-QHr@14l>>dB%mrfB#xMlk*WCIdfkLJT>M9+B@wt z_Xh+JqW^p#)jJC~L=`Xn%aIbf)~Jovt!z8c!7kfY!lNf zYSU}pd~0tLmt5%ojZCG_DX;7nG}yWsP{V5f+QHwor_VzY2$k$RZ?aEntL)nQ&NVW^ zpkgKqL%Hg%N6Zvl=*ux0zHM+kRr9IsV>A&5HQ6_!v&E>XRU3+H?;A-bbX82#$Ou&* zezzhGljwDZJz}~-Mi}I}%FQ*6ejagMW#S#sqZM!R)WP<3oKDa2pr_gp?tGlVe7D&S z=$Iio-H30lr>3^b+)ELTh33@gc+@Qq0Wro;Xs!% zizMAXKV1PM1ai!Us!qKGynW0i!1gN9Y`n0qmlDIEBvaJ&a2l%unhjRXq4pG2a-lEl zA~!~`dgTwj6b84~MUn|!+Ew*(%SYLqjVEK>CpLLEd>+QeB@8MjQH9o^$%VzH-C8?FNcD{lUTf*4M)6W zuCf%;vd!R%W*f&;^oEtj@lOGT=+h)R3Man$UxbC0k<6&$lU@8%VIll53G-E#ywYB- z5wr~HMG>W$h!r_r(Kam-WFNUigxup~-JCXf)|N{xue&a`bM>+=At88&7J^J@w3l+CI&jHwR-gOUr^%cG z_Pg#moe!eUqc9w9t;n7M?)}6aP@2?p>6UVegPQ{G@IXQ3fmGqYL}6i>N7^IfSkQS~ z>I~GG8kQFG0V&2oEw_pi`_Zfd3p%+~;n}gQ%5YE%DXp-kA*G49dFbMX%RQe&iW8YF z?Gza^3I+>qd!>0{g5jh|_i0MammUK0UH8~cVij=1ai0pFINVeIo;cw9awPt)(`WZ`M4+S!&8c1ZhK}0d(p^QMpz_GYQ~pSsV`(GG zq^fDq@_viQ_2_tSu*lz4GH^)xW`L{8bAL*s zeRbMT6?S>9J!ck{f=mpXIU^p_R0*J8>H5&3BLkA-%PW>Kppeh87fjML;~Nn8=cd{< zeS5bnXDxCXKJ%)MC6D9a?6pg$!W-QstAIa5I^~Qx(m}E~ghl5GHiwqq%{xLXX9%6v@_ma7~-E*i|<9w0x}#_J6w>u zp#_=_Gp@P!%!7k|uoE(;V|q&P6%&$PAu^J2c3!3s2`EIbMBxlFbI#=DDWUZ8vL`p9 zBLZ<&UPjIl5xQG0boR$YM$TE{sS0Drg|t^q=tl;fApa~=YCR+by&S85jdRa3Io4-F z@^ToxLEgz}W9sA8%Q{|!zU~ZYmNu&Emx)jhiO^kgp;NyGfy?PRR|O6{NZnLYdI8Y1 zpz0gBBP_SRH5^yprNEHh@TGa8j9iPcj}jYr(QC-r8^?jJG9f7dQ*_mDUgamP4SVq} zwVdr6r&$v6VaS~@PSoe#9=X0N$I@L*ZVOZwA(9RwzDOFOIVnqWHmqeuh?Iaix^*(a zV7Ji33eWE5tmW02;9()F3!#yvA|Gtx$!#tSASx1?2(fiP$|uuOP7vkRX4P5*gp_WX z%%fAf3Sw_E?2Kq-SdN=>wu9Bhs3b%D!gPAV-q*XaBhsAFD7~yBQcwUtYvAL~Yf*LN zOuqzVMgY4;?(wGNk(|6~PL4VwIR%z8Jkzgh!vhpF&KV6Jf(YAlrr2V>!hj9?`AhQ0 zCFeMs*>6$MxCHwPzCAJ8e33K3mI#G|rFBMS;KFMe9R-8VMTF;&eC?ES;wooSG7%U< zg2H*LFlw;ak>WE4^fRE#+?2COlR&#;FlWI%k;NdV@Fu`SfyEaLx!WJpm|K*AoGG># zZb0B8zSV$U;B)5K5_q0%u-0FO_53Xzh$tFt*{RSlG=u{sO@)IRk-%$svl8IJpd&-X zI3y7RZ>dqmowvuPj^N0tQ@)JDDH zkaCtxhi0`ANKil;^ol`8b~BsBlIDPp7Kl9MO*_M`jHG5QkVQcQEod*yM9o@Ig#jD2 zUN7h)HLLZQ0Y5r4hBp%{4?@jGBn|$CktHpdWOR zn$<);4WU7+8F;{I)@l+2T+|ZWFN*sU&1wn9f(mL0{v{kAHLE2+iWJIm)RAncU`S9v zp5-z4it>|1LF1~av-tXn}854ncwfdYMPGr#KNw&3c(03_6IVqq4!)k~r5Y4A`j6kL1Kgv)Y^>;G(Sc zC%rOgwVRDp3&Fr@*XrS&% z^~9RhJs?2=xu+b`JyOyYM6=vuK;UDnQx0Dis~GEO4(O;k)wgsJ&_p(3&1y~$2AwOW z7o&a}7c}oMk>jeIEgf+UDsa$3jZ_X(Ld|L<$ASv_W#v$J3*w%BvwoT6LCxi3-ix)0 z8NQOdO)v=xsHH}7#!!}KKz$TodTc3)r08Ha}H3lubLuAhl+ zX~SGUv$iAOjOiF49Yq%KW~mAiEWc)I)G;kPP`_oY2Zur^XCW@GQv)FMkc+5|2sYm~ z%SD<4I%ZAOw}~-Zvsn|L1|_t3^c(H^i~2RqT09R19UEVL@}VV?rD1$24(Q0Y!7^{N zd`l2;5j#2wq6(>5?07KfpkGOONnTmmtY4`xVB0VdJ2B*J7zPJ}4tjnhJ_;(oW<5Ux z0v}~Ue;rqW&B}yNgA#gY^c%ULqDk+=U`?x8?@ZvJg?LfI=n@=oK%<>!s9 z13b1Ia5QG0Shh`%Xlp{l^iUkc3VQx}3XQ6FQSUbE`8yU=(DJHZXeZ2Y!aGKVRI`>h z07B2!15}%h4`};#u)^Q49`I;TvNh*X`FdsZXtY-cFzDD^Fe(D4_6>7^;((5}G1x}h ztZgI+xYp`u8M~p?iUT_GF8k7mr$d_MUB`k7$~IT?BF8o>+X@4=4MDOAX&3^_f(lY$ z+NWJkA_&b=L32PyzkOQrl98;%oAuj4f&zLCY73nl$T#aX7!de21gb$Hx+2YLCW3&A zJT)7!3pWv0&GM81fsZoxy59@B>&?oX=75eK;cId$RK6xB&(VmfS&vZipoYG#`85tw zv%aptLCeP5n7r_bWN8?0iUT@&pRf5_cDqi8p=l*O@(tOn_nD$X871=#-IpSQ)vRPH zOvpZ24O?NrzCAsmW!m<`lVRt$-+e$QO(yq}HwETInL_DpvNcpluW4xt6x|Eh4|a~_ zv@D^VBLxz};x%~$p`eMBX(HiBkhr2lK??<=&X}BIMKU>k(J&;E7D&;|N;x1uT>G?O zAVbtdO41;8kwV4Jx}FxVcgeU0@y2f>EBGWRoHGh^Bj@7XE^VBTR~WFb88&a|pg)Vf zBRVf8qbg@O5~~D2=v_5>e2o~(sjHJkoaI#4v7F>V?bDPRUByk=zY`9Gat;BUqU(`i z0he4()ACg@=IaSXP;;iCV@ZpG#x1%+qD%WRsrl}-_xt2Vl#UkBly^s-ug?ge4^mmi z|3Z=>e${`ZOC5;A@bFH?X-c0F=~^fxulbMD1%u>anxa_5Y(^FALt;%!h3FOkdCEb3 zI#nVhGrD^|B9a6Xf+AHp%hFA$iKUEXQ&o~7e#tkr*FWsbiYMbhkPnE%s)!K##DA97 zcIgJ*39Wn39VKChG2?m!pB3pwaF}q}e~q?7ybL2mIAXE697al3q8_DRVGP^ez8 zs=UibRD2n&n0;9WQK6u~MNk`bOl}q1bTg5xUl$3IA_Q6%3c)*pAbDM-kx*wgEhm(o zB8VBsU?nW29q?g>OHXAr|A+4E47QTx)$(5SB@A$6NOPI--ihxfT_pEb#kstt)Rh|b zy!x>n4LUO}j+3S*g6p9XUT$c@@V1X%8Dpnqc5C;C9LYK8G8YxQtWR5>;sd=rAED>yskrORb`;D<}kAA;SiR=f#8)Uc~q! zsxqhn6sp&4^o(h*z^fuvQ|C2HI+;UJp9xKFeD%{>GZD_b&P=tWK|;|r4SWrXh|%Uv zgF-=J&4!7;-aHT*87uPkbs2#M1{GHu@((Z6?KMIvualIDHxCH4Yjj06T^QM>sgOyb z|GW1WIq=Rn=r15TbV)2!uZtIyHmS;nHp5Sgpj68a>>TrD@y1_fWiX?eQwscm#hRLl zaNdda$XixGW9#-5)STP#RWGZL)8xfd_pzkR#l&^|cX2UqfbDH-0 zV1o+HTPaO#mhYxBr)|#?mLZlYZfx6|mTx7+BRt|jmM@AB@(CGk>|VZnIc}w{a^@$8 zA}i4~T<8Y*Y&`gL8H^5Akk1SinzH7kxKP!YsHvB)IW5+x&c2#Qx|7i$m={@zuErv? zvJN4$X2UqV%hw?uxJEe+@rsmXm~WFc+&1zBqjWQFdwGcLU|up7>7S z5qi{Sc!*CMj>|XUB5zJFT?Qs)fd_{^>NDt@ad|2hGTcQ45t_0g5P%(FTF`jqh-Z85 z5>k}8)ue^MSJ^<)ck$p`utDHqLzo}vA@(E@Zi-(`e(>PXN6UizK#w$4AA3JkKft*?FzWx zCb+*_0rz*7``#-WhzVkbE3JdsP_490bS_f}MC`d&bS-w9+~b6sYBDzLs8>~9@F5`I zpxtG>;x%cL(*ioYfsexajL8hVr;WFt0w`3ky9bniT=P+gW(?yjMFr1((r#11j5TTP zowiAvaIZ*HGNE}DDsA3-3XA*^OvdV$WynzaMCe_!&rbTsG!LnxUj#8@!p1@ZK_3al z3-)3DLnviT*w~k)l0rejP{D-gl~`0(dKtSffT$33 zNAND-N$xny!vGl@itw_K(IkZC;_G66e_Xzv6l0D>5px+Ee7v`fh@e4b&3i7&UK#uS zyw^h+g@X>Ijn(HL_Gkx{2vSZp;1DS-g@hhuz({Xz+L2z?Ge)!?rb<&`q3eee6Xz=o zr$s_1|ar!mOk&XqG&k&9`BihIDX!xo>E{Df- zo?u7q$Cj;g#@u--8mrK-0X5`fTAMfuBePizX;IKXdOe{{kfB7g^a3eVct&mKY7{_% z0&;};KBzmITtWl~ap?22ut; z1o71@Wjq*kE>HqaXuQ*F-w*Ey%nONr8Qm8T1%<0tVT(KybqD>J1%eEg<3a1r>&YQ)^FC-F>CJx=S}W=F_Gre5n-3wIv31PCrpJRX z?S~{827HRg^rXce4Z&!KJI&G_mwTO&94hCuS_qDBK?NEne4aMpSh@LE=9qZ+?{|Lj zH^1Qj{rR8%{ujTPXUtQBtdqgmCe86>V9_Udj}GY!+7t~m>(Swz_X4SsCVLY)U=i%~&FPD!k|U-<_+ueV_e&g=BU*Roe?+KrI-r%x5)0{@ zLfR~jMA4noepL$lP{`U+q9SF&{vq~gV+ozjI;2A&>KaJdbIaI4ijc$!UcrYkGTTj# z`Um7tmX_)EqD!5Z%61_b@;3Ef(LQfJLfSTe1jqZDrhWno=}+Dq58A!*m}h?;KHJ*l z`BUyYt3oHTUPj2lQt^)uNigKE;VE)K*k?21mHCX?H-rd%Nrv$4@Es+rM+_p^8QCsG zRm&SbjIf~}%?5*|Ll20M$Co-@A#6i0eqJv0Kvl~Jq5mB5hWV!Y{Fl+_04PkTrXx1) z@O!i#TNLd_I`{AL-w(=TE(szx{OR-sQwO7Y7zQY?HK|$$=KQ@Q_~vZu`>CmZ+@w@4HFm)qs>dtK6ST5}Q-*3S_PYOoeN*ndZttY~oAK!vCtN}Ar8H-b! z9@%^-4Ef{RF@#iL%E###>CJ-cKz@1)mM9SzQjuSHUnynj@Cf4D$SmK{m0(guS&Pki8)Z#4tzV@R z46V=}@BEsK=;}d{a>ZLnxr8L*>(jK6bZ#pyh5zvuOtV5T=!<%Tq7u0G7L8J3FiiCg zR0@wLd`z)3Z9n3}rlv3BZ)(WssE$rF!uAHL$uK}Am3(ZQ4?K(?s3jngi!!DOPO(6s zVZs$ooJr?RTaDPYEkZYAUIqvo@{k9y3wToL2$_s2K)ftuGzkJWH0tX_IyMcB&x6IQmfT&Gu-bZ5-4>nY~+1x;jIWIxtK1 zMVMgCQYR}q)J+zNov{rR0j#sd!C`>v9ts0y!$hJy&8uNfiwnz!JZHc0s7tr!_GxU; z=I)W4=g62`k_hC6h*}}ZPBd08si}~B_vhdo+qb7jXRsBJ3BX;W4>TEQ_5$v8#@(ZS zuy;1&Xqkbi_(}tzcisF*{A8@IR*HBr zG@E}kI{CeJJ@tS8`qliy&VILj@BRak7I#lC?);j{NO&LNIA^}tDyAI)%}9a}su%#T zb;gIPk#66MCr>h#;MLpU)#s-jSpu$0rb#JXa7(PMvv9b->@#pn2WH~K)hB1 zHr=pq!=`Q3hZND9F~x5&X(J32s+a8JkEv$c4PAR>RB09<^(+obpW6pH!D$mYi&aN= z#z7kkl**NOSaR9E_%u1t%jjHMf|PbVX#LVY`MmS`A@yO#{SmK~RR?@GqgWzaOZ7Sh z*mK9XXP5lwRvVHrQn9eekQfaM&UMD)&PiMSSLE%CmQBBE#2f|a56P=i``*s3z~)qQ z^qPj6_W``Zz^8P~Wfv~2gAPVUea#394_OdegV2w3L0IUsEyEFJBmxcuC?qGt?hy@* z)gR=Mt|Mp7Gx}y0VS*C_q4tS-v|qOG?bB=px#NCtL}wd+>P%^!Rt_ODmTnBIMVC7E zyXLz1T0X3}6+ZQd&Y4V~gx7#AU;-Tm8&3HiF{CI(ffq{0hY6omny{@xBXa7CjFQi( z*e`42!dhV@V9Qn5a-aM}(wf1vq$`1h0U3i_!)VbKb@jfC2tkJKHD6a1q){2%$&pjl zAmo+84h`j-R++b{6uq6|xHCE;FJw(a%{Bxf4#}~$y1k+3C1X5e!R(Y659!dqgs?xL z%hKYDF*0`9LpTn!Lqg5Q^h5H_csTAHzn#!Vbm-fnjwf7Z@TdQBIu*6~EXKovPZ8gy zCmEJP-;A6l9%dvey$S_basieo6GT?e>CPG9IMp={DmKL*Q`=Kny+2*9N{iS~zlbnC zo{^VwS)MZn{m9w}>TOw~4KY&EZjD5A=Jdu*bQbBB!$2Ws3+{*EMwn3l;Vt{Xwa~=|Ms|Fk{9liI9M4jJ0O+_mgGX#RtQuP zsp~*&c@*JXzU`0sFkv0Bo2&~nrVtV6QL@RiROs1qAIEUch{j~pL=0;lWNd;yr@ffz zYIf=7T%w_DtDK$ALGiY#oQMr|o1=DUS(h)Ed0ROu=EDSAJ)}D_OSS0^2{l{C?)ckG z_3qN;Yd!;onC+a>Vo%XI<_r*w6c(r@Xv{$jS^EiYh3ZdyOMo1otVGptq53f@2HF@y zWxGqWu(mM!-Gl`yr*svO;KPR7u?^|6oZ)t*zMgVMI00B;8=&3Jq;Uf@rFUgoD;hNP z$d^WGyL^{xq7`3Y)Kk%l`(()4vg$(Zr)|bI(fVk0SSbD)N&1tzB!u&nZ21yH&Wx=e z){I0?^b{pncHLUW1eJ*?z$P6?rIQ@khU^qt>GU{bBdG*M4v;o3o6HmtWIR^FDw# z*cDrQled;oKZ^FU(6lFAv?PmGMmw!ATA>06#oM8x5>M=F$ryfBtNKtVuk+*G37w~) zfA}=ENSurc%DiubDOgasWuDp`lEW}{f@#1NSvb``MatUaS?xW#b&;=B_S4?=t z*wZgvIW?zF7(b)}2Q9>{|6^i2+bnJqQ0QI_!Wc(u#^jS>qynjVP?Is52;VX>8Vu8~ zvotOB@fjmJCCq&UYFOp;K*n6Nq1dn`hzQ+9r^r&G3}*C2(n^X11xl@f@tZ=0{fI6( z+3LvCt63SuF-)-B7ZwUhN;2+GEL`-mK~y<}r-CwOH+)JIyB-#@ zpZYJT-Df;u{e3Z{);ZiTk+F~-(jpTQ5-{aX`0_nAWs~~}`j%4oOK1JUmRe z8NNvU_(2o}8C&KCJNw3(~Q1&&^0KMlX9=_6q=d_qNp7g^$%BoE8@Gv1No;IHRe6gzHY2lC;12Hb1 z~Cqj7a7J=0fyZm~VFIl2kcIm$CjDLejE|4B;rtDPMANZMdrR_V6%4)Q84j zQgjLAf{`AD+~-30k{@3^F7P6qvnDNEWtxy=BE&xABVdC;3 z9`gZAy-jb@e)Oj3(#5563MQ)_jZh{~(f3vYc2JildML5!Fk_oU0#s#1um|ziiC4|q z^){{ES)2W8g2RKpK2bJq z)AsZ}&2G~`oz4=(-m~)3(BWW@`z9d(OE@372Op>pi3464>+b>-+aSTl6*=L;%?uPB%hq?z1E@W+nK@L4mtj#8z`Sjf`!se8fyd$)WUTnL_5_&IIU zA&%)V;#_y~s{OD}OYOnJK*nAPepLt5V*q?ngZXxZXbWq`9+-e_F%dqo_SFO*ta+(u z*%|f^4uXnr(P#k!cAw#Z6>qwQJaP7IMt$nXwk802!9t@OJu*6=BB~WwT;Q?Jztf${ zZ)mq#oJ}&k0SLYT!T$4Iz2E5`pNJJjJ>$ryc~@sdp9A_W^ThrB;UhW%))~@#IC&%t zkIUpN5P93Os-e(5XC8U*@QL*1my&E(Yw$9nJ5(mJspn@>G7}BYIk>8qyL32Py3eZOCFp8R`fB}X4y$5`9 zQJCM1Z$RL$nKamYOm_rs2kxOVJlvbt{YuQDB8_d{{~8p=h8jRY;|jvDqpp&RV=HH0 zNt~Vbd>pip=H0z$>us|%F`xvW7C~2#=EP@E%qJ%TvbWgOegy&_d8*4!3dVbKdrGtP zwy0R6SI)vI;HDY|1r4-S-Ms^Hyd|evo3&LSK>>ABmmOe5cY@#4 zeoaa$1iqY>P#{uL;k$2F6$T(G`!l%OYNw-YMk1lzVZ~J0^V3b)L55oEi&WpBb5x_1<7i}(Gsa1S0s&7 zq^c%)RrY%;>g^a5!r{{7b<|~RnkJeA1y@(8?}K18t*gKaRYoU!IGLM5X^VF9sP}B~ob~7NKz2n!;cA zia{`n&X^3c1Q{5|Lug#Q@oztu!&Swb#X)J!+BE$+x;`nR8)jb*f}~+kxk_h=`p2Dt zUUz+vSkcHhJq3nVN&z9ahDRR^I>)16lSxM9fY*f*Sg}YVIE_UND-wCA!z+qUQxUKr zaueY-KRlwzdF7f?sAbF!gCpWCf9yeaBQrRNo&><*+sJfF3$XK%firg!f!}}+H zD#r4NTVqLygyap__sA@@!zRCbow1$=j0k4Pgs6?$$2{LaSFX}xX*g-wG@JnvlD5ok z4vRN*N>b#Vra2WXh}fLEIaIf#r9;*wi1bFVUV#= z_*}aZTuBsy1(8b#3wdK1vU_8>442Vm20#SH(ITN2w812fwWdOj2BG(&opc#%iP9H< zB7k?XM~j}k735*O_?gp}FmLPVktj&4L*fUz|C41zQs-o-l!%2v<_2W219U6lUnHmQ zNvVZQh@K~x9&J7q!-o(>xc=$%C0>5lM4Sf!dX0asx=$@*qEpa)4g~Jd6H|RbMVGfB z@+r^ugXDS7n$0E_@^xpVFRkTUUhTK-6dD#>^B&_<==#K|h{l?V+rC_->>;7}EBjKL zg3RYz+xz_0-tnaG{t_0{Y_znnDhp~PV38kHczi})gZD-!?S1oyu%~A0Q?@;k0Id1S zB3%505AWTbmfr}IYPN@2-f2;kR)JmDEr;wPcRH!8Qd73=+m%*$OlaP=Z)wekluyR} zeJU}*ifGM7FpH=Y7GS8~w6AJ))%)RIoQU}v*FpCEI%!9R?icpG_CaUZJ=vpcLCVpz z{g^*|ul^Pm)SN4^qzVfv`LN{^OHi{Cd+hE=%}YeCUTQYeTSkQyJl_$Jp?{@UcKPDp z_QPU-cKCcY4A1oC41*0qSM&)U#MZ1>+1({k5z9G!%A}BCLF8H>@|b+41xw30(=Ihq zhFB$-*!#PrU~scT7{WxVEh%V-2%$~4M{j8S9UT2_nr>i0#D?nGY&x2eDzAd$4us+|?5UK1DI4L-4^{WGmo_Hj z=G2gvG$s;(Ik&>s({^NRY7Ie2I~*MbT+#0xshy|oAL0$D8DnID@N^{&q<1 zC+&N^UUYp@P1i_f1ubM*kqPz}sKAyl>TF3w#{bDJF^gJcv|!g~NxS%}goIK5v2vq4 zAz0K(TBN3^=q4m`NLkV)B-F!7*w1~!J?0oG4?%qR*)ONGEO8VN!9g-)_@(R z!97xyrmbUitUNCcdB`KTXlFOL0kYblKn#|p^VHVn)}tT!0CTdKu0Bu2day5DKB+fK zmut~>O+J;&FYC~Wj??PPXO${!{VJJ9cBtYQ6sA2%*x6fo2~8=&#@{4ud@-aPsJHL; z5+-(6Zel_Z7Me0kmt;?)I@L8NcSQFa|xki4>iuLK+hT$itL_M()Rz4DsL z2-)F)QbOECb{^oA0&Hy6-eNz`4^YT48*Psir)Dlmd4ZY_+ zi&V(&c`2$N3#X~TD&z?Cws(9GKClMDJj>x?940Gc#n1KSUG4;E$W>^m8<4?yJelF#i zHWdKgS|nm;xm+r_P&Q*UN*8k0r$_6L3%ZX?eHQB3xx}!%)TyAu29sC)r*tEhu%c!n zRn`*qRtP@qFsb0%k+2}Uyw+P_$k4u_^R;=WA_=lvtx9PR3}rJhVO|jt*jD8nVWG;SiS4a1tnrfMmJ&$yLB9Q$mPwFajX!q_#&?!b&p4M^~jk1 z5$KGa4tQHd2|gGUB(CuH{UJ@z({|QDvB`f4os5+Shp`UXi~3!YJ)9ZH9!h79?e?j1M{NgVjksKgwnLOXB(aMiu=aCW?(5UtsWfL6jW z0#Of%klt_)Kb;K*j}bW{yVR`io~kLSkoCgJ53D$x9uk6=57aFJbcI0svH42`F=H#N zBj{+2fe<@$FfM;ChT%e0#sPe}L&{-5K6@~wQRja9@$R-TKcliUZ))2e1>}p4ytn&g zN6<44DWvI&1ce)_#FN9UNt=2SQ}XIS6I4f~+-#qd)#$AARAF>j>_Gz!9nu6tWi%f9{Xk-_w7%-WO?@ zk@?iiT1a3(zs|pL+VMb!FKRLUKED&2Q78HorRIO(VIjN5eHzl+-6r2h)0s@Tj6;~} zbt5D}Q21Cq(jD~K+Z_whqR5cWw}iV~GJ5Df$!Vt1kiY4_#PZJzS_7i$LnL6v(8T8? z#Vr`pxBXXC6jucODL***{nua9#tkaJCsc5U?Q(qh^*3LmfcU7S`i{qj0oU|fW%;sS z{F!e!QhzlIxP^G?_B#WHu8H&D=YI_j)Mtm@=0J3*I_zl!gR@)qX<|jTO=P=glY5SC#nuO zPC_GAlQsem8$JuH-ztCZlQ;Xc9T~ek0$eIGA_>@X!+V*w2h+r^He-o0YPK6!fuVdw zJg`+#yCe6_XSAOJ5r%uxHc%+u5|112Au91jXtUb^^=c}#0u6OtBB^nu0}m>qbz4B* zUMEw1ajJCpk(=;_=t5sF0dqcAkzt;F@crf~)?~~q`@qPWv;vHwz6Z74#u(L5#kV47 z^*tOVvcSVa_Lsh_PP9{^A!D19&y0+y6oE;)ZZI*SeXr8`sb{<29m}mK4KA`K#fKpm zXk|nVMmD$ZZGS5YNXCExFDprW&?E?45?}A_>_~rR8HZT_h(#0)LRaye(%++%Ub??p z1Sn&82u4E703o+dPLA5#hu=INk$;R}|71pwmftrr0SFRz=n+EmP?7zFYZt}TolW>t z%jn}c7*uQ6FyW?qi%sChHldzTW*sM??qMNJsp*G3v9&m34#hE&qH4D?1aG^CIiz&P zWkiFAL|`)}s~jq!E6I=#!kf@tHoOK2!B3o#9Nw*B+S%?*j}j4`(NH>8BESI}1_ZgA z#UBl6gHXbPWpj7Ph6zC&(7>vkjk~EFzHA%>=u-?xxIJB!0R{~NK6WX`xnQR%{2Aj` zM@r-Y0fzXO?v>+C_lPe!I%(ghvpduNa5Gh_X7o-RGO(gr0p|S1z3U#fXIi{E%5R%9 z22>7PX;MlBW_{}3cV@9QiGq@`S;)~Ut?}S6;tThhXM~y{-Atua#s(fotTsdnz?fu= zY?Zy)pxB{GTeSJBi4hN8YeYp2x*8)qIE?tEi$s?!x~x^?*NowYV^$_iBmslIaxaGl z4QNYEg;D>`o$2~n3CBIfs6YmW{jCEy!^qKRuY5hh*3?9S%GlN7z?GJzbzs^pN8kgr z?I)d|Q!aBewzW7=U`oh^^!2{(=Ctqgx%qqJ!x`TwEGK7k`W=R%RntgFUVWJ(WM-WHPq0cq(*#Hr=f-hr8E*toXs?X z72~s<=5+9XviWS$oJ4QxV&@33{0#lZHEsa?=Jf38K@GrXCUWIsOalP(6O!|89)DWA z9#CIU9}$xoGh>C%GrgJ#<@5A3U2T#GP{!T|PsuSrK1aXqs7rl=*#F%^v2PLJULY>- zcubg_;UvN{*@J++ZrMMLX=8LSrIFz!BEo|Mg=@64RiA5XZ*IT(7N^hr4s}ivTZqp2 z_M^{)wlimTIs*;JbRj|molbG)%z;zM5I_lox}^u zUo#Dmpz+>-PGN~`n9*C28(I_ryeot9@Q|jiRYQ|n-^iFb0OE)mcXAtJmRj&FH$VVG z^`iGTZoN?qIuL~KlAYw!F zq&$4iS3t=PJ5595Xb`d~LqCNVe>F`RgM!4hfyr|E`+L34D9i&HTO$Dx(I$xyw0WGT z`w_E#DlMJIeK1sQFsTnfD;X)>j7dQo%w*Y;Xej?OdWlCN&r904!;4g!B+raKYg53^!sn>oL3$(XQ+w=_>r@^dMBj>yW&!{v-P%1m9GFh;Dax$qXQ7g1XXuy`g zjS9dnon!5#lGM*Uot0HQm2$A~%gDl?lt0N{RmT30mD!dMf>l=rKOcA6PyV!ZkB@ha zX?{Mq7W#i>SiuNg-y~pAx@MJl^pw=f@Mx|eQcK{VcEPG~^olAhV*_H@70sh93XIK!i zx$QW-(xPc@Qy}1NZsTuLan>}q`8x4qe6?}Oab{K$m9@l zTrS>DCg_F)1;h>CKwZkS&duV+fWTijA$UlhsOhX)5dAroNgM{pf(qj4aS^Xk=kzCH z4UnL4!-V5`hkVK0pG~LbFm?@=QxC^d5z=WYCnMvsOLZqt58v;M$NgYDnX#=;J0Ecv zos}!t5Z?&jQo9?9-VS*q7|~^RvP+n;*E{5;t-vNyt4wslSx%Bv~`U_(4g^*GX3mFk*YDf~Q&?NteDGK8ao=E|bq z_=` z@`lJytLlG5A}}Ya7S)s6WRtLCRn?-S!+>+cVmj`&)qjO##wbI-s`9E&0s8!KsJ&o3 zeHu8^$QT0PT}}5vz^~&G#z$w@GNwoIek37|uC0*|r+wb|!1J(!LSB=ZG0?#4S|wn) zu$Uismkupa%GA#Zi+NwDSQun3!kDM(agp8`8vyXO5HTo7tmC2Q%5mq4LSkW%Id5f( zKq4n^r6P+C-wf;k`Gdsus~KDPf}O(#0-LYW?JCN*NBfz&hcF)KWz4x)hDrqc$tObZ zTJUSanMlUS(n3;#1_{M;<%F&mBVXmAFX@bV9(q+PcnF`%CoG=yU&`^}VqA*=_acc- zx<>`w!NeQhMR~}m|2&g@ilEcJj6GVt2^*FL=^h32byBCTHODk)8|?A@>B9PqDMHVB z$$`T85k)yqaB;i|dPW(;yDClbL4kn3WWObE{BP7x{zxEW0RjN2VQCOr$8+0s&LGms zs9f>B)By}K*YKE2TA5tTuzmU*yET~X8Xuh5{n^Tu0yyQBkaH_XWFa!t!S4J-n)xo6A;}QKoK183B z%m$%#5T_b_0udF-fbonyadhJ4YnzB(F>`{WL6 zdra=*PPX~)U=BJbk7oALS29fom!#)3e$5+yD;4c0srafWRJIgsQ5YQnj3>v2cELF>{(YRQqmdNP( zMG~3<^dhbH*1Fbqsg^bLqUswE)1c|GY zqDyrnmHMg#$k=NHhE_@eA$Ogef2p-pJ-xbPK8dKy@CW87MluP7=q>lSaa@fHNEhIZmJ(U?J>f zE%JMqj^|~vmViRk3#|_4%0nAqA$-k64BA{NUSGAG1BA{5V?XJeg= z36q45=74@~azqovZS`MKZDut2`c)HQjso=i6T0d_cEr9reHVbiYm?*YsHbl{ z=2L<@vA@5J4!DMByOTV~UDi+Xc0*cS)5}+WuO(w1Cejix2(9VI)GSQ27MIg9t6+E` zawJGx(h__QfbO-WWm`F4pV0w}g5t9vv+iUPiIXu5OR5+YM9%X=+)sK!p%J+@qo0I# zZERUkgy#UR1g}8At0-bo{x%w^X67k=UxdKIAoJNo9p*4j9Mw6vf?CkD*U$|AN&=^) zPZ5A6H^i%KNg``xY?u+4v;{#%`BJ=sQ*O_z;~``5R3Kw3Dnt+$x5Vpov%*WN#r`#pTIg2K{OAP1Q!XjM*d*ba{wzkh+KmAI!$#xw)KflOanPje^8E zNIWkWKb(=`GY9ailL_rfqFJTs!(!4M_tka*(Wd3}Y>1&lkb*(#0!!(`+4lo)NI9bx zU&B!VKgaNA%6d6#oiTRdSFQPA81R38^^3px1^;h;ksl+!)wFq%ub>felrirvL_7=v zaM|D=jmPEK>~!(#jhxKnhl3=16l7E)&~MN7|4cJ*A`puvf};SADB9uO{-x|1HHac$ zfQRins5C1b0DDX*FQuH zDT~_gVSs;kGL;k0i%mbAnm7$48v5&= z{x+>R%0itpYvV*hQO$$Wbx&z$_uli}7u%apA4^AwITO{@dOj7Z7bhpjQ$CB*elX}v zWUlheRt_CW* z9DgF~=S-#6NogYV)~21YT2SBZjMW)@zg^5oB)qO74a_sL;MC zv>yzLj&b8I0-KRVDs+7!G(Q%av@vw@Y)EUFP4=i&s7fYuH-zq^;j8|bu1Y7bLO*uK z-_JUMf3=MBP8I4YGHkdeYXkpZ)dV%+b~QqN)VxUX^L63z8NDp`b`T(OYS;@) zd~$Y~u*lQ0UJALBtczy+s%UdWq|mwx{H}USR4h5|RF#&&LCA|f_RF<+6IH3BXbG7? z*$oZ|Et5)`2ATCKskZf4bC3TP(U!5)tlrnzEhItXJU`Q)ws+|t8C@Ck6Xsp3U^$?l zozjvSZM$vn$`kh)a}#(|!yN|bD|leqXLnqKK^e?FW$c0R5kkjjLhzdZw05O&zm&)I za=O(fB&-liDhC}*O^QA^D!MQE6tl<&%ZfTGM6dcGrAdPQG7MUs zTSK=o%cdrnNkQu7N71^hAea!m=|>3tsJB^#5u4K<*X1AqhV<>Ebi#Gc)6>^YeN>dJ zRz2{hBT|C`S{G@vgOuMA$rSCoa!*= z3}5Q?HQzk8&2z8QV(nlKAkIHI1ERWMde~~&$9zwdNXeDRYAj?$)yT>Dw44_A>FQ-6 zylmAdz>pSMi7u-Q`asKOB~65wXjhYAT((`cP)Lf5q*pn&is4K|?6N89VIh0N&%fK9 zVbRmaFNJQ-ghE{g_PG!irInT%W}_&$%a&G0h3I8Jw7Q)U0nIoC?-QcR&mbWuip$Ql zm+p%$TU-Pf(xSNRuDs^eM2KDVBPAF>U=CAuY|G|~uwy1}$p zSzgDnY-#kc2%)QYrZ0ItalhOT1}=-#JH(JV)Q2V|xmMZ_tMg?gEfkWj&LM+nvGkCq zaQ8cMP`gN-lM1NMg|O@0(i=OY{xFQ)MS8a>Q7|FsN+AnQPZnQ?vn4Ajr-%>}nTK<8 zEeMEaZrHk@_?hK!b$bwdt7rS5d)uRg61_1xS687sD252m*%7vo2DpEDTXFQ z>G*K><*G#m6r!KFkg6zP^B%qF7V%EDj4cw56@)i|h5%!=$5WOYB3DJlB19=oKXQ-YftjG`-DZ0z=i|*>O zDXNJO6Va=F;<73PmyKRWh3Na!8TnEZA`2h))(8+U&?UlC+Au`7eQpQ)p)$67nU{6> z79jA~9e-CnAdJu1ilVWBgkeDiq1d5=-zy1)0fB$bgo3`NbGSwCL1*}?Bb(Bk4s{%q z00_PF&^zjkWOC=MUL<4`2Xw?%B0-v^d5{`cjP?5KM4IG`a^gS;9KwQ_`myNVeJJu) zvzXEx(BETE|ALxP+=A1i3IX7Cb9De+MN2yZsMr1Ggs%_~5;-}EuN^SM74_#<2!!Ce z5ma9JBdLsiqxyYa{IrxqLFAf#NIS!DE=~P~*PNba7^sj3xhq=ER*zAza+WGXF-e2e zWs>5(z4!KMxw6xp?gU--JS8R|216Q@K86yzROMA2+QX6Z_L|eEXq$y%f(m6$J!KU? z^F7~?)}fmL8f3{Rm=XxRtG?bQbuFVEmwA~bDQ9`rYGL4(Rbw91xVWjfeBJ4*owy-R!u_%7E~^p{Puu$UxmZXoGl@7W&;TdsLPFGn}_}2h(oiw+^0e5ya~%g zKIAPjbWW!v4vFS~eh&0706Du)5^%$LgMQ=szx=(`= zN)esJp)QI%J=m-ifdmDl&GUj5Z6^KjC|a{P^I*_HeU{8_&FV9Yg2q{sv%_9Q&U#Rs zo0$SKYJeSb-!4~~o7DiC13K~(A8Mf^G7}p6i&~~xP3F^}gpn|Q$n!=|3sSv)`zgXg z`I3DkshBZQZvj%#;-GZJKFB{M+|_6Fsw^Vb3Ov?JHNEvg#N~2o28gg-wuW)oc4qyl zOt_5Nz!Ku1X&$t0*eAKDv0fr{8H>pl6AB7wjcR=QdIhQ)8mk_Ymz4Ha=dj=1qQ68+ zW~?RKuquoUa6pE%OH%znsJcj4D^(c^!7rqdPs`y0+JwQg3h7{HcnOrmM6i=0FzAka z-G4TWjEt)vCF~Si{CN3TzDY}F>ZX9L(1r}(aFUd;LBJ6Yw`Su3`#8{7P|W|Gf^{DU*0KNDRAgmb5)zP7k>%52 z0qPM%=z|X3-}ZQSJ7q=2z1103gbJ`Ej0^Ven6hFuapBWp0cv!_MMX5^v?#hV11Oak z9vu3p&+yvg&aiv(f=;rNN2*}WFvGuPMp6U+fJ^=UjQo^Uhf-eK(f7spKuB}b} zeI*4pDFd6nNZ9m%cKP=U>K?G`vS4q-A6I5lr~-?Aov_F(J1Vb;sWkh~m06Wif@Qx< zSyo%){%Lh~MLMwR^Mq9@qS6VN(~~~EoO7NEL|{)?&iK((nyseB^Xaf4to`|!ZSoNJ zn*7mh9m=Vb)zto>0xW4K(#Esor~dTFWH`Q9RvxzPtt{`gbJXK+ zFXsq6Y`7l8&2v4{5yd-ygjbhwL54EM*LWx09n5g+5QHFAXdD~rVTpM$d^s#%4^y$f zni3NTzz$oV(Me8y=l8h%od4#|qZ*mZwrYW1jz<)6;(Z?~!Kw?hS-;ob=^PXSZk{Frc4N4@BgQjphMaAwXSwRSaLX$k2koEeU)n;$tNrAIHardZ!|62^Kq`>< z5K|$1*?)xm9~_l(#V=#21cXS@;2^bz2icl%^*m!|7G95Z{5AC3c#1{Tnp8zpW*jXB zDiRF22;n;3IN)p8!%NsR*46O7P_!_}oWo<3VMMmf*d~Big#vQ`|LpbTkh&BH?IS(w zrLTW{@cm}0*3785EpB=|_|kr;V8e({k`JaV$T+fTS(O$54Efvk71&u3{+vvN=uE16 zT!?=fiEnQ1c+dGgn2gzZOH1lYbhQck%nIUZr6x!;Ot@j~rdxAp&rtgZ{jbRH87K8E zMg%`#Li8&c^&8Zo26H!rJ@N)Y&K=Ia;3 zQLK=$XDp#$QPBAG&GDekmnV;Ag8~2h@Y$AfS4yWwijJHP$hZwFr0LMrOTd&H;mg}( z5}k+_1uLUo4>3s_z^)YEx%bDr6c=wr9Bhc+VUr7r@S^=_P_P4Vc4dLTg$Wr0RtKY- zkr}4IHWsRNV9w``kT8c$6DDP>={VqGCMhkLwc#kfS!$G`CIW?38OvafmuZzJ1*2{| zh;P&%c-yS7Cu1hap)&2!DlnxY**FeUW0JR#Y`zxE`pgB(kD)(qJ!v++bhyk|a!N4i zOUDRJqADk0)_WYVVWO+6mk9?z@LqRLso5RDRMR0zNj)n;+-@Sk&M!u*bS#x@y5 z$SHO>KFm;!0-HeuzQ&SVMBk$ZufIQ=7L!ftD~lNUF|Qmm&%i{KRBFJQFA$E@lTUXd zdomk^MeH#uut-&PGJZCPn(72*l?A@KI*o+ z1HP}Ltxu&3@r+H-l7S)3U(VWWHY8uBqbqh!4SS8UwPai2W>(%V;WN; z5~`XCNgmaBF|kF8ecos)WHXjHBqky2$dKmzGTxgsS&h_ zq^psFaoid5g5|%Fh^D*_v&TzBQ$hm9T>7~`I-sez_V&r2`Xio{6N!{@s1E?8iw}+l zp*8%JlF3-T!RtZ>tdvNT3;wD^#07uX=qZ}tU$hB{LQn45h^{Yg;O~h~!)1 z_wH;wrap<%7Fj1_ZQ&GYfrk2}eL4-=8ILb z{L>_5@MYp&7kwpQj3n|3y*&rrhpP z_l__4Y4aZ{(EUkyK=&{NM^iI;d={llu%8lOsNaeoqAhs52r6PAqmyev723c;IT3D- zg~_yYEPXDmAlwcN^()p~6*<$g*O7NkWSqydh(w4r5Na}(RbqF^J$UH4Xt`JxSSWvH zjkJGo;Z5hTjFFtB#9>zY5)Lcw*w^eI{2;P~KN*ryd09q{4M4+!ig<7t!?$5Y@!;UF z;+i$x{z2QCL`lnVDs11a2tOmC__2N1{y~ld$$N7!oXlvhETBTxa-n_0zG44}%UQ;% zqkX$VSeCUf?Bn*2*|f{q&83H**crWH3#u?6;v)ub+BfYV^lX^q8G~y3dbI_9s=K3Av=7M7Y#H2c zkWp(oU|?AlAEtcPA97Mn+v+}Q^4)BTI9&j$&Yz3yl`%C2oHpYWHjKDP_i3tfzNZEw zLNjB~EC(S03mSLGFT;3Rmb6OMWpATekH3tZ_vHlB!gN6G#}peT+${J1%u&6!rv|xu zbOi|MAMfpn0M~TEX~Q8oxgrN)UsERTQ28$gx;m`{$I^ZBHnKOF?Q0WOC>??!y*{FP zi>p{JiS6!dxpOvSyC>dPF^vxv2ANCZmm?ZxidfB<;sGGmQ8Wl$op#1*E@`(j=C-2E zCpU#w#&8A|?cN}~t~O&)%<<~X zaCjK<_wL1Am~JnH(Un+{ydx&#c!Wa-Hl3~n^W>c$=5CWVb=+hz&sbDa#+-J+i6&cd znnhGa@lXAc&8B<&jmRV!eSUycJm5o2HNvy`8qHMF>4}~y z1miByFxa!%A89T;_>m}^&=)D1en0B%(-e}r)sCm6|K@WM)C_OD1keq&Beg!a^9Juz zuQa$&BxBERim5?}p7%QALzw|Hjy@!@%mMZNeOlL-UYHtMt3j6A9ng%oh}ni*4FdNg zlXNmBGP;$in6NC+&veUSug|BDgyk9KFO3Hbe6pUlnGFL^;*G60EYLrs0eRH@%_ur4 z+kx`gqd_p!+nlXXV87R+1BxQT8|G}q0rdk~nFyV(X800JMTQ}P{N7P9kQ40j_Aovnts&ayy%@6WSf*`Z-#R2u5V0X+v zpT27^l^=)#;(No;m1jdc6$jM6k=d(Zn>4akzB7`*hT$d(EPU@T8FKd9pG56i!}i|6z<-}EKB?Z$j9zCG^56e8F$c7Ip!@h%pn{BGe$Z+~-GZ8M z)+&j9!I@S|Igk(fq&3ZVEgLM@{Z8wDiM08yx=F0#+Klv0>%QRq!$Q1%?;kzVBSEUk zF*7Yex_lO_OhIc;9LLC`e6X@RdjWX(dFrsosY%DWJgt7NMZb8cXSn5-36 zCFW`gA@*mHVOAyPIu}Arjz?A{=B7l1n5?)~CFUwJAtvXWS0(29Dnd+FDXS85Rm@ed zTxvIv;ZBka_nsc3x@^!lSOs+X|kq}A#bbo1&!wo@6= z3_u`izP3~duK#&b4%@tygevlA1edWjU%elQ@pmm|wp>T!nlD72ho`M*k6*?v=6W@U zMexphsISw!;*Mxl^f+8ST3u+}yxT<)+Rj@Fr^`%I@9pOxsV4_U ztBX&Ud!*jm%B?QnNIf|#ySnhX{IWiwO@>qp%;-R{n&1>UCgaXO^?p$A@OK^&6`s)I zXI87Fh*k?5%V-9d%3h$Aanu3t2SGDm0}8oIc)Zn0ZA8oHW&lv32PyP4ifZUC+tbohIR$#U1?J}TGSS4WkjXiWRh?vxiKx4XFeS8>3zBQ)Y`jfobj~3- zf4ZEAYw2u2s9Uqzv^lhOkgeuaq=|G{E*NecV~Z?HyySzjvTLwhk@cX+05)-`3Y>%| z4RTtE>f8n*q&_lv?SY876<6I5c`ig&U2LGTD^ymVIFONZ49n#;*QA0j7qXY5yA}@g zRaTR(D1t6$Eta$0)%2jt3F77Gu8Id;Hpa`*U2O}xtT&dUyJ{A6*(xnZceUSbT%=B2 zm5J(=QJ<2IPSbf2If%?~E(BEA<-_+@qU8pBUq(NYzB&Tntw{SP0at2=i{;;>?3k9L zmRe`~pRnbWG@+_JnqFOLT(|+?)kIv#0sl&cU1mrL%R;qMVVC+TVOic*D(sRvB`nAF zD;0KWd%`sUK z+I%Bd(lcBi)P_U>k)vH;j>(gcs2i3IjOzljD_@;7i47&o%DC+SPG)pM_e!odG_IvQ zgV4ybxokLGxwHbZu3lEaWiBfqd;H4^xCFNXGUqNU;F8)3$iC6C0xpr)DUo?Pl&h0Q zTO#m&T$?Z!P!vP!RlD()h*R{UEfILW*_H^rT@gCDB?1q(T1~b@;Oz=2u_fXx9$tK( z0^Y2Uai!B~$fb;owf9pr+(L%akR$%(HQcD*X~^F8@*1{_J)3{T$3$s7d;C{EA^L8+ z-4;y@jaH|l$?w1Zx>t55ZCz`(%kkmY-+X;IC?^w|KGg$SMzq}N#P{w_%Wnkf9~UC2 z*HQM~{g;3F7s2}NA}rhgIJ>uZFk`QOffKrK7NNB?!a~pN?M(*dbP_P{F2qy>i@eg= zCkH*Ww79`XbT^dqIuZPuN;HuupsD?EEloqro;BNa!->`!mkKEbz1No^0DnZgl4pF^ zkudys3&n~>0Q!mYE`KyGhvjTSp4Q24$D8Q}xhm=$1|zhZkwwaW_PTGd)HhYw7O)W4 zzWE`3SdjnJ=*FU&j^Amr4hX@|L}=~r8?@6fR<1dMyCl| zUX2|22NgMJSvlrG?hH-j=?lw*M9mTJRER9YVPALp)5y8bf>_G{_Pzbyfoy9Qt5MbK zfSn^3@li4>_OktIgZB$8;$kfsE5=6ZtQZ)CKI|q&-rp|NEQ0{#nI0AQxJ6nl zN*n{&v%O-{9rs6J3$R!cdJqRDFY;7o!j=C8!43lO8vB&j;Eh-PLSDbHSiW|omLfso z40pq+(F!(uEEw080qnWnjJ(3o6*?h!vF5<10R3LkIgnETi#1#7b->ORZ`8bDSmQ00 zbRGoYb?QhKL*8$&k=P?t<4!42`Yejiy3fcxD?~mzptZXw?G~%8EdtPU-1w&2#Kn?M zO?d>Z;kx>=s?A+2QYbO5XS`1%Chw{$(MHy|_e$h;1EXOR z?!B@?XY80o@E5DB90T@WwO?&`CD~7lnzOs95MU@r`+05c0-Pc|-HSDV>UF@* z^pB5c%Z@D_1K4x=N{tP^6+lGmVvUHV@CF&TlJSxLGN|Dfi&Kk$y%Y_+6E*CuELO8P z2C(Pgy|w>J&Kxfo4V-~#`i?0Qt#Y+=3ex~>C_rEJ3e3jjXf}=f1us?~dbpOwLF^+t zY2(*|3nnK=56>e>XxPzj0QF~g&XfO$bY)uO=q*tz5hkuk*Xi5WbQRo&oul-lW3k%W zpjsA%X!&43hwOXu(EDOtBLe{Ny}|y;GE+$Ebq5PChFGj#6Dv@c`4e?Wcw4}c?ud(e zXt8FNVP=m3V6gfFzO5msj24Vj4FK@`ap#a)ZF4h%p9>btW(w0X7{EU~rbYR%mRoGJ z4g!$tB+*e7Jx%^aJ@3VGE~8X!PcwiD1(7rSOFWmhSpDo6zHzt}9cWl;&#EXbT6l3#!h9`*QYUv7wSh0DAE+GrB|IpigZEw<^Nq#U@rP zsHH#*S`u~endC_v&IX-vvSnRVLXo0&^`lAgml@wkDI#dGxVH#v zH=o?4#*{Bwh&KN(X16BsIU-Gh#QT#$KQMZ+Rc-w~a2L6c*r#%8I@5j`S}eC1P&n#2 z!oP_F}a zmOpL8_n$1*k6}nl-X?cOf$5TLxqofJm}ahGz~0MrI)zUmQ{kb`FW;gewJGs_Jh0M z&?rvkhMLYGUm`Q1RR8*J`y0LgR=qu6zt?>^EME_b-l3{MCx4y(b-s4@n+aXTOdYva zIi=fXM6}fm31bn7ncsNExQz!#o#A0Ip{&;1c-((Od74B&xchCx0DXIEfG*tqUDZr| zP09Cy^E)l!L*}1tx@r3j^|xMwLhv|HXYT$^&y&c6su`Tdq5#alcv`&v?Zzfed6K)A z-fva(Jtr5k^kHL5&GDFs{H|d{es^j_p5txSG`M<0b&|*xH5DDaS6W@zR`F%8PJ_g zG@c<_&MI5fH7>%An$BC=4vm1L>hcinYrJLhtJ(ej*ZK8(*a-hj zT_!)-c+xqc`iqoq;~k#h=o4l}a~)I<(ORpl-~Ld&w+#WEjR*8+d(6H2$y6GV!p}Eg z*L~Kee0cPOR^BjnsytyW?DeU3q{OH)@%fS_rug&EVdF!kUSZ_AHS&#>m>C7SDSbLNrb3o++&O1 zT@*j_e!5Y;-08jQ&{(iXF7x+ihlgQ*zot8)Gku?2Hkzo5N%LFx%$FMv6`q<|Q_wkY zT_!&~bex(Oz|EABEZsG`r$2CQ284|jD?@}QaVX2v}vF*{;Pq1{~_a@KVycWl?x#!hHL8x{t|-eh__wMu}^Kf7oA?bDL9;&V5A!w!O#_ywwK zD{^a1NReBo2G2IVxnKkE;APO2b(vAt*@yr`6;%-0`*XqtSE(u*9b;!U?u z_Z-U1Skui&2Ft_D&pvWYk~z;Z{b6@7qbEE>?9-IUg!2a~TUp6G2?(j1DKxb02q<^fINQrU&4DrA@z%`TcSe_tgb z=M#>v&c2$e;10AuQC2gW*Xbl)wc+q+)UBg%@L=)Y{mqRZwVO9?K1ui%ZB6Y{-+g>y zvMJ3C(jimoKM5mh+@~FtuczhLgHpA~M!u3c|5Eqkt*Y5bP5F32)0;+FMfA9PL>qyF zefKpp0j}LKFTxgZ=AS<7&`yj8#uWy|vyKxhM6y>q_|)>+5kEO6oHN2D0;u+y zR_19}7fm;d3{W#?s51aw*GBmFre3x`(EyD+YJ}T8GGf#cbl(YU*L^py2F7Hye?scD5g>9dK zH9nxuL=m|Btm$kyokV9vljc`hNn@qfMg65&4Uo}R(>fs9tm7Y@C`!$;kRWGW=SbwI znp*9YFi}@d&3MkQ-K*+%y{}Hu3cZ@9!0GXJxHzros4~rGJiswDRa(v{g^gYzy#&=v z+h?dySMlJl^E+0_Zl+`%9=({k6(de_A0miLiZgD0L+2F=@&Z%b3MA|z=F4k=Lma9!B2$vb$dS~fi%Ww%~klhQR+lI|>U&x87srl}B|`3)s$ zhMpTcYRQe9Hz>_@6=0eKXCLf5ED~9urZl6r!26!EPn%nTjYmd+YD22FD23oCz@7}T z+k<7`UsO-)xGWHl9#4~?*(dLj4Qquho+^SqtuR%u*-ArqR%s{%=D$gsX)~!=K33LV zR@U~*RtLx4rG+*9J&~Y9n06*Fy+oDF`Pq9;fD%-@SfFR@@!J;NT1PwHjtV}xCuajP zrs)ujUhzuWP{p5rMxzv3o1x`ES{Ky8rwMKQxQrb&(-hyJTQjE|#!h6Ihn$~PBY9qX zD7fv{&L1dpsDh$t*B&`1481=;th*!je2cBPk z#BsIpgj6=R)Q)GB4Xy};GD4P;8Xq8;so|`kD*t283|gfcs0Br}q9SvpH)-OJOct@m z&a}vM@yOwHjBfELb82@yG9nfz5c+i~3*`L6$I4xh3hoWWzFuT#?eo#Ja9EUanE)_R zNesF3YtLuHA?L>XMv9t#T{5YsOzjW_o`<=?dPhySE6fCu2?jU+@QEHibJo|L9nw0U z4W`uBB3EnClwM6|=TyxAJO7mWH{IEo=Z{X*fOt#l`W4fNdh>iuET6=YIpFEi6_aFR z{BRR7A1=*_x+r7KDdb>A*CcF&pRb1tew;YEmqLj%Drt*XKYx}aOcwRN@#JMq19Se- zHvSZv<8oTkv0oANjH>}H-@GpiAFYOK>io>M`BRlYo9Ahfj^_ycs;0*6QW#M6wp290 z`3HZ{WD29LU8qw_H=Rng1!@=lx|9QQ{vmZ~6`TZZ12dWJQw;E`tq9=)m8l~Hx{f?Q zzhgh>{^|7uU~xL8!r~ih=LSt7*fJNJNmE_i3&%5l6|*Wc0}0Pe{Yz}-C8VTHc#)h7 zw7u!9<*@U!G7s5G!9FtaimV?yOIHd>1)7Did0KS^M8%*7D#H;j0oYl+=M75UL zjTCfa5(4u(UY&)#OSJa!leWdTZ_mu_?C}V2j}(Hg?gI9yflWO6Gy-a5+tLE_zk5jg z=V`#JHah5@=yZdo$ISG&v*oM5Wn(`##nTx}70k5QBi~^|z3EcK>Ax?V53R{chGz>Q zGrvt;XZ3-`43FN>iXsmlc4(MVP;*44{_UxzCab=^e3Mf(bfv*oZ2sNz;*iXxJuZ5~ z#BgJxtmgfEJYSQ2-_FDs1F@xk z;uAXV;1Z_UtO1ij5u6HKppCCiD2+urMLAO!T@mC3a%Nq@H)JTIX>{SWWo%Eij>3ke z+ik?WS46eST+N`h-S=cr(f#UgRZnBb+O&=FsMo5eOrLPB6Q=(uKgT#D($$RnojkIz z4k9zkz1(HrQw2rX@^k@PqE5e!Li(kp+0efo7I)5n)Lzr(9~l`76rbuW%)d}ut>CcW ztH^@xXpj5-d%EAR^HexZu|N}m9$PwP!tn>5ra1&2fCSybYGZZB?SIPHxSME=b=^dC z|7~uk74|oKymv9&)V{#r=#)B~C0dY}|J_bOdl;4AhS}RaQGJ1(&F?p#?&^}d`Tg#r z=Ud#r(Q97)(i+Tt2kMBW9JVg7m{Xk}neUd4Y@x(dv9Kdt9$#R|pxyumqcC84(o?4U zr1lPEle@t56q5T$A`s~ zm$l^{iJB#KCz9C3Megne6IBl-8J+vxpH1l~tvZPzvPjJgy;BSKpoGBrCl6*53SIwa z9@tvF4WmavzG}bZy~cVAu8iB7uC#q4v8CUdVjrTYzIqQ|lLINMMrK^IW=vYcNpiz= zM)m*Zc+j47-q5)u_E?6pV5e|Yc)$*f$ezodJ=nSJS85rHHm4W^ zs@^!|ERlAsb!L<X$sbiiYF$Quo5cZl1==yt@Z#_IwdF{4>~ zI*`{5SEg$!E(F$Ypgg9@7sRs9o1dpsWTnMZXwP?E(It|!x0@=r6A|E=lNZqQj}-Wr z`L(B1Sxxw?k-(GQ`)YrX5NcRia@UR88MPhAcOy(+Uf|6p(=yf4)vTQ;uiv~fPPGTQ z66e2k97@{!%6+2q#1>7*_)Xqb?v3CCV=}*HOxL7NGA6lf#-vD`TD+znr!lWSTxNRR zBE~cBT(#Tp^|44ZE1X7aQ=S_|V-gpo5A^LKLc8XSpsj-A>f3k%~M9ppu-{!GNk!cW7R{RK<42s z&J&)cw|aZ*s7Uq^YU)ZqlNDX%G1A+>%RJ@yh&l)Bq^iy|kPithL7_ZPPaG9*RBudb z)>LCiW&N%VqvOoqR~06g8Op%_KW%Ti9mkQRiT2dO4LdiGlqiL2Wpyb@agkJ|o}RfB z7m2qC5=B6*n(g9XNq|`dklC3DQqZq{0RO2uXXf?#N$zKxhg(FXBba2>j}j3X@tL{1 zxw*NynK{*HnAS{}uZ@I5GCOY$`8n|DLA@b`#J8c%f?5%s6e|4s>)!Yc__r)j7%sXHNueuxVPk zwAzZ`E}b5{&Kn5W-aj7ojC2ASX1=Ds3L$_dUfe>k)nR8#l1Op!59h_ClOj`<)C8t7 zPn!^-k2Fv9Ut{Xcd7({8CF-q|a%OtuC_B6`OR;RJ;dDu;!nxTSppTTY8{$l7=LlCJ z!v(UIA1NW_f#hmYS%}eyj(Uq`m+^`!UEJm6)1R=`A=PP&JW?$EF=G{^KM>N`rE!w4 z7m|mZvn(?Ov#-2v=jFN4wvvX=wNMf0rkmo)_#B5WTDv!@6d-NnDgg(^S zlRzK=PDrLh_Dj?O*z^}pWCp8jPTi{^K%yA<-{r=Ny6(c(5MdIC48mzU(x7qCNqdi! zjozCs$`&w+wyps(T>Dy{a*~e_N*jD}>u48#2JE46j);mPbz#kHP_%m)L0M=*gSo_y z;nH9tg%Ck6%qw-Q{>UizVwCCkhD4tVP`IKbMfFruecanf0CMvtv+Pf7urz>>V5Lc8 z%SUMFqEJM}gYIJ-#f;<3a6s zfxY4Zl0slmN;%g3V-m|b!EBml87qELw-^kjn)FF}@_Ck1bg5X6>x;~6PRglhwXG5& zER$A*BLe}I4+_c#*Ail)r!*VbQOelIald_wDU=&;!wJ`!9Ch>qq4~!@V*S+%zgQ<< zuunTElBQ8hj(*16D(UNoHoGLLIYkUNvYe2$o5VpaN2a8B93jyGnPV)o3UkEcE&8Iu zQ3Z}hTobURk`@iaIVR4Ar=yoK^2?5h|4Il86bx;nb>GtRi_-RFs$&U|NSBQa)v|N~ zaXh9!OR5S5&oPz?o=QZ1Ts*{E?5(D)05x}kKZapOI(}5qZW*m=>YcyZM6rvMc8P{{ zlIW7*_ki%}O(F}ODvvpb(CgF|8-Kgzt4fug^WtnoAM1T%OcZ(pL{Wx>-3D%SGt*4; z2Be8TOIjImM2xhJ%D5tSMK0+VQ`>y==O@-_HG#x=zV*JWgH$tv{1PH_q(SEHmU z(LBG6BLv*SLUG~!-SL~viUE=l;oZ%Dt2%=lz{1V%;f|EWsW(EL!*J)HP#*&&3=yw~ zN(qNZgW5-Ici|z-#Df<0pf4Fz+?yWe)C>_Bb zLi*OcIX~at+;Tvf!Wss2FoL^(OR?~In0avj>vZy6+1^AJ=k9orb!R_2ndK&T_C)Nk z{D8l$C-Kk$0v_cTH{u9u%2*or1 zjfX!`YtomBonpXwhd`@f zu7@&9b2$f^>cGg|J7MVoK_&%RcuHL0Upw0xEdjkyDdLsc!=LkrXX128vQ^hV*>5aa@Bz|oQh+U zJKWEkZzdZLaa!KJc~1w88E6I#AHnw>Y0$a6aQ3aTAgd<>*r=o@dC9XNsJNK_DMdl_cwUhZU|6C3u;h zvregaS~1cGsJYi0kxwKY>CA*L8(Fv15;SPCxk!g+Z-r3MHi;m#4$bN7xt{VDv5yl!u;$lG6`nkF3xQe)u9s9uTNs7u3djv$5RpxT)ES88{a_j^rIJzjYLYY4=4+5Y3@BWdCjEdTPYlN} zZ5OE*uJ-39LaUi)U#2x3?HLZQh$fX0EYGxf5V5exb6j~|Eg+kbD4T!dqv1GiYCKX{ zC`k&ob!xoa*Xx%|Xw?b&B>@b7fK!(ecO^xH?f^!>(FnP(JdJjGTm>2GO-v2+_aO|@ zN>p^lQnTTeuS{wcgGN^VX=7SmRe+9`pHNA4{L;5PWB*%6(?|HXC#XZU($~dAhb)B@ZdASak!K7j7Qcw+>&#e!NLMc-~pKWo7iA=iLDoJkl^On z^z|gJL-wrWru8M_+Ufq#mg2 zicG{*8`cambhJ#iu~+CXQk4}u80gm5UE_|}f_>-M@@lV@!ms)ts(|6+@2Orf@1e*r zm*M(hT)=scis4$ERQbTjLt0$tWOh$+4|(UN9$tHxaA}=948jqh3z0->I5yARa9o)d zk22DknQ3}lVQ4(*`#3r6K{O<;J`gH6Iz?@4_?1VgQuuA1hmAoW{yCI#MikP9IILV} z{Oe?kyER*=LKbOsl!op0Xt{-vedMQVW=Sd+{(87h#0r;f90TZ0Vmx0rYq4IP@O}{%SZ{*jFqz`p17m#{w^^^i!)sSShHSR8F~#{ ztP%|+ddsl(lnlszD1Xx~C*HkV-d>rC=d;OjV9K+05W-EGfE~Vg5Pzl(7P8Tfc(U5v znbc967&&&!`uGPjoX}Z}Ts@L+VWD#Qc+H!tAi)nDp^LTkbnZZGBy6X{Nf7-Z2Xy<= z)|tWxd9~Vz9R7=GSEb1ID#eTssdLPW%j&g|%nbAsoK{pNj`o5WV02agRWBy3x~ZL6 zpKM5J&~FMv6ncjjPCqKkAVbCRkAK^o+T=$)P4K@7w0h9WFaj!2OKhr%a4^$3*`Gv^i!r)r2iPXVej@`d z_A_>^i^CvuThpS`Cd1lnN~UkIi_t0#NqOcHDx8bNcrdY@P%4dW%D5NGMWbdsR1qh% z5M7BYYcQ(-djqBiwhB!CkJ}votvUS|%@{<305wE+AVeD3>9_>38r|{V zPBtV3T6_8}$b{d>U5_MNF#=LzO@y0*xq*)P#~Sw>g*w8Bk=_E|+=d$SZ4R55;R(!7 zrV@T#@-A;t_A&D!Eil&SjCBfa^uwOSqt&=El`XS2K5D&CgmPcvK zwDJL=x~eQwFc2komovht_RJA=rsEnwaagXDN@=GB^h&~qo0yJ`OsK~RY{HZm!NN_+B{J>{E%e9rl9e48G>7BO{Ymq? z#WuZZoN%Vv030rZA^V{+U8D4rZzMc*e0i@arDqa!jxSRql*=I}`wd!fIyF**42w@9 zl`^OQw>ny6z|p+gIfera_qs#vQ{KJFdFt0`QU1AM)J`A}K6)w~6v_eR07^O!R$*nu80oFBrXCmj9qs zsa8^N_n3x)(rIzC?@sA|uWQBcr?N9z5DEWzEpozzhm4!jA1_Pm4O6j+GUXBb&{|~I z@L|i>Y%H}XQ`9gmqqXgDalu8TS5c+5+{F(Yw+hoOcXiB!5!o=8+X35S#*g@?&gMQA zM_P6|lp58+4Mmme+tcka+fcDHH?`ML-hYVnF$%Fw)j;O#EhG3PRyeyBaiJ7V^^hEq zb>4W&HJ$3IL59V3s@{-NNem!z4c?L1iMR_4qiqIVz$6MCkNK=Ai!D_60?S+m4g^Uf-rf1y#hbunrnq{U6dyuS-fEzF}PL(RhB6@j1tdU#DIH4D;e@PMfZ@rHgDK z@k%FCezQWm*7a4`inuN779Lv_#LU3Kr{#5=&dZq8B6(Vf0SYXw-7pCnnQxk6gVX;= zk%D3@4H)vcpkHg~lkbm=LTtfMgbcqkMrcCVW0@Hg_=wYP1g^=22Xo2~=O=n@G6x`z z8=DbSj8*a+kt97QEEG>s=vgxJpl;+1%vEGG4812Pvot$m&0~RqQcN86=pazrpZ51& z2rYCyR1nvTrN9?|VQ1!qsg%R=+qA(P;xa%XX>G4Yd2pN_g2~NsuHCFRWH~9!5RVR= zTeM;zs>tq!)|SY9TU1Ai3r72=r2KfHQ2}V2{VmM1rnK8e+;HI`xcrt2%?7(=M^Z;2O{;=fbU<;c>{KlTsb z*T_b=uxS5G=`I+=3mm9m0 z*KjnzMdicZz(*8hj-ASbeEwQK*0y#L?}&)N1T%jMDRizXt{;^Ps&_-vNk?Qrs zcTe8Y40be`Ap(RC@QjPrQ8=eAs6ri^X3$!+S7}=fz3NFx!ShCh2NLkU*tOex2_732e#!i;3dpAE@Y{&F-8$yp27GU)eYPvm$ z6!p{hLea3WGD>?=iZl9a2h~sgSzF3ZEVz(ky%ao-ub|vi4UNwPg+QBoda2i%DqoQ$_t#OE9lT#-$3H%&rv1~QA zvI1F2|A=k0D|z11jB6xmShxV0ul8ZXBT}-Pci#sk!wMI1{~ISY(g`fI8N#J7zeTag ztchoeDcv?pMw5s}uyFA&M?FLcaD;fVj_UdF3UOH>Xf!%%p=!jPHwaDequD}ce}vkJ z0_%}XrTu)TyX&T0Mp2gLD6vIymSz(Y5N3iN>Q&24T*uFwxTT$UY6wEE#I2@1+TzTH z77&d^j-kPM0^x&)!oZ~X*sJ!v)EtNI-|uhZ-j()MJY~I>&#l*`&2`9dRoN+4xWsvJ zza%HKS-wOmDFg%}pbEv&-q=?U;o1?@%3c>lFP@HfjMv#%9kYE)06R5&`!TB~d`>^|_;gB)op}|rn_bS}Nr@VdH zu!$BKsX`;nP3a{8sl40ysyZEak8lMQqU^RQ+uBdZ%)GJTpaeIru7&n_pm2kX8hwn{ zIGRZRMCjM%7!h|$6a9lZ>o3mB#Q2qSww@wGFkwk3@B74<3-}G2A`C%!EsPue7JFr! zag4DJj&GKCg*2hUL7=pf+i6Jn&f#skGMu6eQ~i+fjFzo!E~k(nVpm(ji>O1>V#Z^D zQ5D2d%!qo-0*jSIcBou{;&kqz84u$FY88Y#{@!G$w%BsTj#Xi*;f3=hO%#R`YZ$aI z$(?JsBw!EDPt25hj#0+-lieDS&0ob0A3o$e-sm}8pGr^j;CN}hmN4Yik{|L6S2nq- zx-K$Q#ic!q{aARF$2@5#A^doVFvHih2q3!9$wNl?O9{lrEp^UGORK2i;uDZyvqQL| z7nlvmiR`1mhVAy!S&)$v-8jbYP3hF|NKWiwx?_bsZjb#qWK7l;4Tl5xN~|JJGEq|J zCNJ-hXB6i(2-rth2SRnQ?BPAv_brw^`B2NsOu`Js_b;JWpNzmoLX}R9gen(NL{Gp| z-5<~)tz#q86DE<#r#1p57VY-pU&T5Kmva}u#C;9ZsQFAP<0~+l$RR|$b|mMZ!qr^ykuomY;2pm z7lgD&3bYf{DqM$vQKw!?`FK7h12_)&hg`FPPU5_F9>11sqE%+QQ zHG&>1%s*uGw367o5^QQ)3rV4`tMm*il1tjRq#r;hV!H6HacK)P=M^@7HH!ElK||C# zPV3q6K@nYD#8)dJ$_mntNrX=A^oG^zNtN8i*AIj z=;Cu5HV1_e1hVQFUrNmp`)6n!MZ}w*YndcG>pz&Yn6gGmF~aF*-8W>c67(!VTN<*P z${7JHO=ilLqQJV6M8pceewaW@oq@&`{d~#-Mz>mpH)Fh|U*6&`>x?KOc5^8^>J41s ziVUnruMrsMfOR%eG=b+UYP({vyxPfJIUNyh)jgq;!KoMrcJiWKsa}JS=B!la?1PBg z;r=E=46TBK#667ZjB3RioPs#CrFNBlCC#pbo5b@F$xHa0j=+7NWUQOWJH`ivJa=%% z12kckbVTJM9ZaD3U9rwfJ8t~gZFQS zs;~ZbM~+u<7&W9x?7BE}xMeG;9?r_wO0EtHv$DVa*OjL)Rv%E-sE=N_h$8Cb+`#hk zdJ{?%F}sy}Pg;afDMsX=4v6bi72m1~E*W7S+Zxq2c9?MPsg`KrERSl9o}7JEw`0@N zE78JPIrk!D%;fXdKG;pz%1}9bH@t0*{F@q>z`-R`VuR#DBq<*{dYPrj#Hn!@^&!w7 z_P5s|Dd}e6QiUR=^Hkis8BNiKt|Ep@N}aNTAi-wgqt#U&5Q~oq;oAO=JSbx10X|<) z$nh{dIy`*8JSbx1;RRDjd5ELmv|>y<`i2!29?3eCj(!yJ7!LS;L_C2Dm)W~*J9n;596MN1-WZ=7Cg;R9@xf+}XXsn*+fBb?`ag&W4uVkZg6@!rJF z1pyL|i3zC9%MA?TsNM0Gv9YpKC*hAEL#G9MQGC6`jQX1cgnc`>9c@Q6iibfBd+a5P{SFr}V@79CGVkvshZ>w^YB>}|HG zcvydkBkJ+XzQsZynwyRU8~tT1I=@ah1%tVZKhw1mitS?Cw14?{rr-2PrETh!yfsQo@!QQfa?ub~!ffYfMz}C?bm~q?BQz5M`m8~S8KB|;6TGg zV}g9BDI+}EI8Ax4qg};=c_M2g)d)Tw-|+9+Nv5`b!CC%_`k=K0DKas)+^X;)({Ip`c> zsyFg6jXHB+VV2ZLN)W525S*yVrkPtr)B%P?BK#EEG9}J})ij-29KO{$+;GDA=W>Qf z^>D`U38BNITn&1S9XpL&B~ZALFBY~WrzBl94D&c`Di16Lwl>nAW?&syxXv~qm79F< z@c#P!HS$z6alj5S+zd$0jdW&B#X$iBQGstI!Ne7o46-IvWJwH23#DY##fqv( zWISo5k5n=&?Ibg)e?e&BHxK!gxC;|uRD9hXzv*@l`F0MDCzE7MHft|;>0pYYyAF3y zyY_W&uO8&m!kQ`X%9wx`E1XSB2$cU@h9!Fxnlnzu9w(2*tLtf3L1JlK zCvf=R-4YT+JjuT2?vpBakjD&%|KEG%uudynA};Z~&gqill&;lrGxXW}o>Ui0f*&mimAm! z1`vW^nGI!^gzIAD3vp_VrN=W4n3Fpx1r5th{iQX?&%%=BOD?@kWVXnqq&Fu3lz`z< zyiOBoR{JPKM(YL(#`*YG2N#PDDWcR#NXAmPwT&;;G+DGplxQV!84mck=?m)nWf;U% znFyPe{ywNTuC6T=Ol|Kp2^)4gQ+=UC)8+M--9dlb>$escz*FkA$|Zkp(HnC>n-JdI zB7-IkZ}vdp=A)gxF3UC-7b(_~Cy_EZirmoa3(4w7 zsvIwjl#D0g5;z3n=dIT!8^6IZr}UXnHUOe-5T)hgy0R6b9P?ysfx>*CuULI~@-1{| z19=6)s>Hd5{3kg;5C^L_+s!G(hM>w8nzD(cBKb>$m3$6_=S{QdBv%TNph^7%@Q!-xz8H`3{bJmO#c2 zRx&Z}uw29B5gG<%F&K`<2Nhx&m0LDTLNn5Q_Y#bUQ`=Z7dv4!_XbpGb zn&-qS6Uq`lxD`RHN1+>}0&i07K30Sz3;08o92vj+2s%@`;~MW=3S!aGQhHuS6VN{eue+;ttU9 zktu>6zrPhftx9VJI9z=chfIbG4mRl~8lAJd>b!3)vE^)S*25)WxQeYY)n5cf@#{ko z(*cfTVP3_dLRo|P^@x0=a5~}z*BhDhqsCK-$*AE^>4600x^;)xgm#N9J;bpq5q0-& z>_|Z8Zy5M!kB+!05FM+BmK8>+CQ5~%8R#}Y5BHCwtoo^vxq^~9 zsdj3XM-KlF%P5a84c2IXbM*4Ytv}egf1D%CYti3DGwjr*IOuL3mh2-ao3gvPWFo4_ zz{#QKns3v??kJR4pNtwljXjK)z?TYw@=!1jg`STxn{!frrRlURvoM$u3Xk`2uzeE+ zP#|R{hE)8<@WR|wA#U$cubx) zyG2rLS_Cv=gfoxrydTY4rnX|w#ustYeWdXAjjHwGGM2Tqk5o>z=+GqS@K4lAsWn6w zlj1&HrOMXHHg4h^V7VcsBjfR=yH#ur`)_b0!iM84BkSlnS!m%AZ?0165W@^H_^kw1 zko;Xte~yBhjz-1^u`X(=3fqW_8(B*7sVnImzh2+@WE{@rvOjU>lYoYEM7iAUEbwn} zG`t3F5vVkJNlAM;K}X8~>wwvdac4TWt775*q^JSA7aeZBh{&xyN7hp&6XKHm{hUgJ(Io&t+idoj1TsItq@@z+yE<` zhUeusa#7M%d$<_H%S;R5-2d@lGxj>*9ai`_xoku#RMYGrE|?_Ct1>~ClESe4VSI$L zc&ThfFjw=r&PCoh;E$X~IU-@WOJe9LjeSxn1ZilQoT)3V!C)L!9^gr4Av{ zG7#MF8a`I3+6yZkbX*COA>yF-#}I*b?z`%pTW)8DDkTfsNt; zAQ25fmJT6kBS=drpkl8Y1m7_FS0mE;; z!)Befa-^CmF!Oacxw-;<&velP^TLT8)VWT`OiAkmal)j%9+5C5nI||5xS|6u4d;X$ zEliG7i)~7s6r+S+DH&OqG)kjb!AU^p>E_|y5i$fx!nDf;#jBo-Ku>O`0ikrNG;>Xo zQP+-n4b@&t>TT5{{xzR!o=&UB5O_QbSutgtuyT_kX-h0_U8cX>lME<9-M0303qKqwS**~SC zr4l!^H?XaYLo*$Ij)~OspIglE@=Fy0A|OcN{Hi#E;F*gLG3-}&qoc0F^-`l3)Xn*f zQ#ww&qb>M)D4o%Wn+LE8jM)&07EpdWrA1D2@zgFZaQ*Dhj(&^UV?*2G$k*1Lzo47N z9ad&9Rt{DDEQ)c$MVdmG)VL|!uZkCT#{&y{_*;%`W4c-G($Wz z&E6KK1wO?{>d+-HaAK^lrbOn+;mDWiZPHEVu4`MY{pPMTDe+)7YUd&muZml!|49T! zu^io51}Ed+F`tnOlkp~O#xcI7b08`|!mHi&_)~UH31&ou|C+aaO8yzgpclAnq?YzH zF?mfLl%N?I8Qvk5d>@WEv^dJ8#e~pNtrtIizWq)x+vq;(2bQ+P+g>dMXa#+SRbWY>6+2R zIT9NNC?Z16-)e37jDuC|i4w=tZ@>*_pF|p1w|H905m#y%wAh|t%Mqi^j6NJ_{vOBW z_zR50&h}nUH`GpIG8<;oVffOwY*fLk(47HYyGGm5$_Ty;Bpfz4Y#ZCUoWSs9;Rc!x zBSdG2gRfz8p!&1PCz94WD{R39(IbjAxPnch#E)Fe`l;O`%42kG%@|+hbZM{|1PP`u z|D&`R*zBL#>mEk2PDSS47ud|$$Z+SOL#|~HWsqT1jm#utAzp8 zF~hY;Jx)DrtYcM+h4K@s4&ayd7E9yERVJ>2{qKMHhyU~s^uMqW*(fhH|Bzotx$9VH zzk_r`Y&Nm+_iJ=U!ph(atK1id0H=8qu)~MU4oU}7(G9MIQLL1tp*7AZZ@xoXINi~U z*fTjEpfk=WJr=OjgpGKtw-@Ec0Vkwzi3zZfB`=ZPPA%b}07vfklV#c7=QjKle))tW zmVktbG3LEnf8?v{WG03<9uGG4GK>@<6yFFQyZe(8n=6~!Wh@K?REY8=Fd;u&+b);i`n!3iII!;k3b0A~V6ddh1T zGPCfX0rk-c6~vu5W;T-czD_Co8dJ*ti8fu>`>{8`h8D^rt}c#13spuCN~8fSEIm>u z961G<5_RUBoKx$1;YhYH6H^Pr1BK-m-8}@p;P_N_lof$_R*a{YY0T6~zf>lopG^!b^nF;I^SXT>CVBdEn(RV~?6qL7(H_M#y7P zvqmrBy^ZJ?t=X5|eOwFJKN`Xz;#$?hds=#{9SUmK0kkksP`UWBxA#&m{+$p^m~o$# z>sck3un`nDns-S=Ku~TLE+m`~OAtxtg_jT^9Kmz31Gvm+_v@OS8BBd$d$$26T=-U= zvi^Rm=%70P@>Tbk)Pe@lr#4hZsoAi)N#T*g;Yq(^8L8B zwXpC?jy=^4E>`s&s#6yO@&9B>Hc&Hixj*4~=uq*@%M#MMh8x71VV5W@`7 zR{^3~bTR$8u^Td;hZDz08xnD$5lixEyO)@a0b=jq_TT9o?0MPEEC(m@;6TGNF|ew1 zR`%SQ{z;7qiFY3idq@Q(A$Ak$dwP9J;Z2#U5edJkF!?=J|5ajwWIF9Onf60e*r8Ce zMpg7K)4m2Q)Bc6hYtTar+=Wodl%0$iSJz>gwZKM^KEElSCn_<)v!zD_hV~vu6s=Q@ zTWb-7#iUBL>!89CjR5Zojz%!n37*$&u(!c;d*krX-}}{Kex9H$2+^8%nYe?2a4029 z;si<+dW(Y@Zetp1JOMUbruM>SPnw%GCLzyFn4%n3gi^`@ z>nP+$KOtId`g4YtZ6Im6Z$fornAl`4V~Q_GIcXpWL33UEEq% zGS7BC402k-SYiBvwnVNeZH5Zp=upwu;TKOHKIOLjtWwn_vo|T5&~z38oaSmPr+d2_ z@5%Aj+l5t5j<;o~m3Y-r#r1X;`vzPPUv+k5;*-jTO^~$+h)Zeg-!61+4m1b%Y|G#V zr^VijKE|BV@o`9D?#asi)qCcXC+SmKOU|CN!UU_3Lvw!@->0Y;oQEL!h#VKVEp|JNeNX4%ca!I~>8`^gl+78cIopy% z_+8`=yhsLF&MI&}0l1c=k)Rssr`*!!{-INGHgj?eO7S8dc*pxbvpqVAzFVfp@9&s%93cUw7|lLb;)IYe>n6>@bBM=yH=T;+v|q&`jP z0~E~~iss+%pkNiYE6u@>EjocdhAT#TAp;w(Jt=>EC^S=Z+401AGVho=)I;rQM&lKI7=Go^Mr9!XKVE*iVtp$vGmtxsar#_3}vXV*DIB zJ7!s=tYlUqVFe2qQZuakwMi*jxExuch2cS(x&ivAYNCf7jT^cauCHc6Xuu5@o)Eb; zK3Yj<%GKT>1(~CAkffe=V!VtKg-k+|38eyAcT7SJmmUZu-ma9?c&Soeq+@FyoEAlP z8ktDo=-yAh$X9aOTrBspb%nj(@9gpgM5$1;a5rRmFic{kEWlrU4Vx_9c67xUp=t?S z9bDzZ4M_{HLn9|O&~O{wFzoYyk(i>~<)g-Ep6ViwC7%h8(S zEwjXD#YLgQfxz?fKOUwsf~-EhjR<0<pU z34C2F6=(Yslg5B!<5i z+LL&$4>=MV{Q1W_4msoHhn!wXhJ1M^xvB zN}7$nD%N`gnTaUSxh>b+N$0>5j&K>iqx+B&qa8C-bWRN~{OT!+>~hHkO08xhw2PA$ zB{`p_g7i!Bxo2gHesNggdc3@sPVkcuA!HxR8N_)W8U1P`iD0P;&cyLd8X6B4E=zh@ zQ}Ztf@gu}c;I^Iy&6u&+CQ|ok;lcxcfGjUoyiqg4T!TtR(16~JUe7ejSSOQ+SK-3> zZ&7c@WL0Vn(YRlZ#1-l7E_%$7_kcKw0R#F>1X3CbCeG1gbbGZNS!QE7iLii#S++aW zl#xlR*4!|5bZaD2U8+W zk9@)1DWt<;g^Ozj&1T5o`dbA^fUt;#$xNf>nL;dTc;VWbie1*b09+R6K61GocomUZf6AhjfJGqt4y?$yS&d-fruI0|myIAy12XrNBr!!_ z7rUDWJ(QKO?jUX`Q?PjCH*_ph%j{&^2;Vh`MTtgkM4okcWOeGGx4AkATF*ubRcDj* zl}49VMop?qjZeS@pl8xjc zPGN|?JfWU=plJi_EP1$&;vQ1IX^l@I);D$qLNlvU*mZIXwtE2(#2=^jMA-8mRhy>8I>oacM(ltXNAr|h- zln8|;zWh)iW^vr#?(fSkZS8142Y5R1@QQeC8s#ptEEsw6*V};C!KhRqo=S&G2?!yV z3LjK7jAOHB)8@At==AHzNr_iCmuGtY^5Tw^T;>qdn%nCui3B2?c@E9a3C!sCh28*F zPZ6Vp=pdRMZag!_mQE%6SjpI*iUoJTA!MfPE-GxrtE|1Ki!TlD&wB%3O9hydB64E; zP~}pNk??K!!!uN?#ohHZUuo^;!PNL$u5t!nQhE8!&w75EW_CE`oT(q3A+PMBgy)Qp z*_46hK7yx#nsf>`{Nd&u*Qc3;lq?xs6AQ$Nq|R7MuOoJHmK4NYdyoVlX$o}6t^bTu zk=n9o1RAGaMpE=ZM=?FIhz0#-M3Zon3q*6=hc1|KV3E=FQA7-)q+CTr6py|X3&!&B zEtTXE`r4}|W@e`QiNp<0I-40PUMLOf?7u;TXm3h3C`EC&QElOkrthV}HKg3(h|ooP z#NfCyrqh9Uq?;mH*y;Q$f1gXL(pt1Ey@IEL6z2bhp;K*rSwrPIRI_RWN2YM?VX$4h zGQ#Wg-cl@Vj}6OOb|!}9rESWHNjc%0m;ZS)#NJHXfdTsHq2X4L;VHh=)2y^EYuDAkq8k!h@=FR@5NL{KQAw`d2+Nen?h4c zV=R!E0yoEFEl4RaSjaFiw7V1Kx6ivkI)52=C?LcSQD%>2bm&X^PZXr9xH;8zWnQk;PY_m4*~F(4K5${rLtx!WDl%uEs!%QvaFHAEn*0fkS@fzQp;X2OAp z65~(hRiZy<^xw*dV13FT=@=?`^&zmMRb@0fwVLTx-N`M)l|}s*qvfsSrsAZx(O8YNVQRAsf}oO@IyxasuR()HyU3@xa?ijc`gfQ;o+6c{N+Y zgr%qbJy_;|OevkB_uDV?lc*4ctWWUlBpV-y3Bh+ZcQyxAYqdqMRU4B+g-d7<9^4n` zlSoXIQBKhRdAw+{navV?xibHwQl5FtfT;$6OFp-D#&JsGP%+9LBqtxsNMsP+dJT z0yLG*tH$q6_M0diZj&H`q>-l@iEv&76gFB(7vt2(8x>GM<`)W){LRVEd*m%8kt#oX zu0d?9{2F;oB6a^>JfiK%xhLgGX!(0L$u6pL^CoSqLMq|`K{a17~f#asFhKCB0ud5nFF|i#|#ZFZm zm<+}%>eS?3)zlctxbZVeJpl^{_}cFB3FS!c``RgX;~t69PW%Z5GsrtXw!aaVKO4i1F4K!(AipIkT^*uNEQ*^G20I`HW%@> z*l}f9I={$eR{rY3%LfFFfZ^iPXx#a{v6=n;;hyQ3wAm-`Y4D*;!& zUBYz-P-*O^m{6lAV_(oZ$5%yEFFb5U4V|yM$HQPv=?JPK%qb%F)#u|;8J(>wZbVMCs zzaV4d@xmo4Hb(~N3enLMXPye6+}q#k|A1;dTgQF|WLj^O^<$%%B86Xm&4?uJj)rdD z++=GZ?UP9vV3=i!D^mP`R{qSAZ@Fg-vaqqipc^+g7)*48j!eGIUkSyHd=}lezgY1H6)heBFIYT+rQ{#DTzz87mc>Y-FZ`}ott?A z4-qk3SSz@ORT;RJhGn_(*61vb2j!;AjSB>CvE}2oR*@*=A;i-eo z;j2nGbEajbVxg~$A|pU<40#783q7MYQmHrgqV*9mp;`?I-H27h(+*t|>06tbkk+mI zd8A#z3RfP&!CatO_59}(LuN$lP*T2PK+5zsQ<-H-MXxHOpGm))@oEFze+Y5l&R*)8~~~CGFsZYh*LF8`Av3s)oz!{EXR|`lt9ox z(wnsTlbfr`R>hsxJGLs~_`tsN(!CVt*Ek0=He%W^`abPLhi8E=XAx7g$#L;cGBWxl zSsbh9pCwkfnCuG6$LPWt`m5<0RMyRd}_(zn)q z4hI{DT39o+3h&nguQIJlya478Na+by_;Q`J8Aow*&W+Murw}gBIv?m9N8vm81PJ z#&WlHXWtj*yCq*`>gdBQn?&unRuf=Zt& z?+zxMr};0K7P>*yW|bPsFm!#WXQuNf5)%};Nb!+Ws#*tbN^o8YYSDPtzKk}VNYZe^ z1!|!Fl@hf69Q_*wWH@@$^rylIIr-ymO3vE%X0(TDxqf3mP5TT-2#S9gAKs^y(Q);O;$#l2c8;q6GHyEsy z{9CFyP7BjsWwf|`K|f2$An>uduG2kz$T?l-FC77H$^Ae`;@U-i0XYkNHEQ6iA`=-k1m*O4O6)tyAf2#zu|LOnDs zS?Pho(nGEs4bYU_IeLrB9Q!fMXr4*56eXPEn&)gfoF??WBOk1h*%VHKCWtWe&38|% zlq^X(v(A>)JF~7RbOR}3j1G`pg|lsa$Z{}xy^R`&@S@^ucB-XeXX+Yk-`kz zFN9etn6jz3j;Dm+8bnyIqK*=RkfFmWyl$P}D*r}33ofM(zjgRCe@ zkyr!m!qEm-=j|7}JfU**omtXav7{+sKn!ws=*l0hf;Onas9uaoV;ID5DwBAm`w|FA|QEMRj?d3$#WU0*$fAPN%+Lf6&nK0S5l(^Hq3}E- zd7BHydv5;vo`$SW1;Lj_nYWt{lzLM~!RJp0?w+;x)lm^VoDol-lqCD0+EI}EJ)}8d zi|jq}E$%I;Ks66oiXSeomedNYyztO)*b92+dIgO%!w<(BW+A59eEmI*9#e=GSeOHI zKR64f#uL)!so*g?as05oFP=OF+vlF;Qc?)i@CHK0;x^5L3(dKTs0>aC6E4zz>KSt7 zMg*$|ZnSov!b??Q$e6*U)2;hMcbkKqV1b+GO|imxPy#4Vi7jjfF-U z!p7Inv{8ydRXQn{vWtQebZWtFW+gO-r^D?y)~PhLut@mhNG!n#f}2{s3wW7QlsoDY zcTLO0B;?k$DrES4O#*|sKVesPku`$eRgwkgNFuwQN)q8eD3!!4QI9WEC8ax`lf6ml z2^RF@g*g+9Qs1ag0t{EaN2zpTi;e+7t4Q^b@bSg_;NuG$88oZ`Fwe(%X8#MAY7iYM z1>i<3Bl$^JcotGDD%cv4iw8I#q5K^Tgb@Dn9SMJ#wB2J(Bs@bc*1$d2)XbS(Y-+4# zo`Qta28VW?rC+)fY~jE&JF{kRfe62p{{r|D0n6szqy|dP5y|BDMIv`@CWBRnlj@;5 zJAj{*FE|4R>Q1{%!^Dus3WhKQjggEH;reqqL4M+Ez9-c%W)BZ>M_kha*kZR%--3M= zj}$1(K6{2+iG)0h;yDyBqcd-m4|d&|Il7jn(RWIrL-`J9<&isM7_kRWCv(#S$boWQrBeJTqAI+l9k%hu04*CXJ`TneCz( z9l8!xPJ^3(!_u?$N3SttPy2hxvGDBS5y~$?S>oy%??1?d!kj=oMGP~~@Mo3apwF7y zuZ5Wy$%!X(#C-${bI-ne`m|UzaP;vhxr@XJ&WUIF@{Nui-(`Y>t7rTV7ydFYFUFXa zR8%t3DKnb%8#F;mB?5&jN=;NpCHCdCkoBFHQOMUD%MaHD$SDugYLjAy@7BG}I9l(6p*Pn>GeTuT3`$t+)JPN}lR8gSmi1F%(CyIv7wJo#5F#YId zu^BRagzG8~$Gf0*3|AR~(MU!fqi`v*D2OInf4+~q1$Vj|sN}UT*TeXZXpzQ>AQA0l zhJsyJLLnQGA0ivEdbVvN+cEpn7-$4FF?86}sF-?8i2vG$)I&4X$ zzJ+CGP&V|Ffx~$U&7y??b(W19rr%YANV%ymPMI41r5FnJ$-D?GF77TliMsGY;jQDxo8NW=*oB!J=E*CjeyUycQ=gME6@+})kq?`bR=fWvPdC^fsfytrLf^|cR3 zCujJ(^Y`NK4zBF0@ptE|0#%YwyaB@mK`l^SK>`Re9NztVad`KqaIePU-6jr;8+)YZ z=}x2W&L2+b(R+U{e((JhIyHXp8NZuDL{d?aAj;F1oVpVj{rvC6=;uF$U)LD@{41QV z{eV+$7-ldb564lNiWb|h&YUm)UhI9*B$;1)B_+{0Ff!#3>zb;=ZQATt;`lSx_6h35 z(8B2lii?T*tCAQ}%yF6Hc+}Z~o3;xxM5c__?JbUD46&k5AtV#1xTR2~L!<9LzJ*i(RsJOF1pKt|HrG>tN@udTU+5nq4HAV4!GL9V|ElfUx zsdP{UG|WE~Dr$n$-1@{mmFfhv2uCT#Pt}a_7R3<^u+9t4@EhR6HE_j0!Jlumb+m}X za#==m1VR||y)^x@T!RgZkt3r7K1%f-y(1*gJeY30rZ-j^fW!Gm78^}{BGkZ5DZ--G zY3tI#)r#I^o?e8jsA1t7UOsq7&2*gbutSSjK%oRu1&uR(df}M}A3kPR7bq7>xwt_! z`2Ubj_v_Yid^?JX7|ze3uDgCq-eRL;U={hsDOa315gHy4+*T4PV%)5zQ3P9R7j(Y!A$qW2>Zb=(023vVPT&#&=+E0(w|pm0t>6CkeW!_@{Ki+^5!7T#wNm(p@`r zh~JB&il0eI@EYh%wf}i?+>BvY`mqhA@abQaAC5{$c`8tIcBpF&V%yn z9?uU^rZ@_Vi-Z$|wW%ABArL-%A=Fis<3ukpu}Bpm*5E!Kn9^wm8l- zjLMWu5yQ-Sf)Bz=_EB?D#muqX35||58pD~ilH+e9J$T`8hC`ApcPR&^bP}VWw2dex#7uBHPjP}Vy=_#34VS(LB{plNLq=4m?Z1+Q{4RDJe>Lcj z5Hf`dbNi*KP~)scys@EHWF}7|{3^0p@==-*k>_6k-R~+tn>?08as(Ihtvfe0agD!* zwFJ>P=>4ei=;(@{RR$mvjuaKaFN;4<7IJyp+X_3od&hq6^*ywYFzpAP*jqH z`9>?Gq{-RZ+sV z7e|NWD?}~QVGk-nKHQLq7k)2$?r(;h zgO?mILnT}xSr`T?w1GQ6wPHOOx-1MK7;=b;7JM+!xqH(eqGXtgD+#_y8S;3YduX{Z zg~-ZCNCcc4Ko@HNV8nMN(`LO(;r2=CnSmPU6!`0Gl0*I$wT8upoPo2vg9!F zI;ce{%nH?U{}nF7c5TdfIm*R!!tpp0RZN^tbDQ-~jH=MI0G4z^lnI1s3KC-84JRyG z$Uz$QFpqm8F~3ojXUMk|rqnVvZFCsJT+oV|DnK3%F+TR7cwyHeo>yU~OCVvoKw0{p z&20P15-5s6S=2uW=>}BPW-d!)+U=x95R0ASD#q+dtr}3ea@(J7dqORbN)881u%TPj{Tdj zODZ)RiW|fe9|cEIpjEX~7r~73DkmA#6-onpAxQ90i$t>IH*l5J_@z{)izAP0bILCB zw%0q3e8iNLAp6q>pT>UPdjDuZ*R;Cs&+K5^biX1>{R;UbrHpZh9|S6ALCKnQuQ3zjbz!OI%V?k$Jf*1NAN3Nlls6cOlbHK}n4|5~=4iWzT>nFg2i)mw9b

gK+`_Tb5r;*pRpzGl**u7+c}U)xrcw8vWP^*B6` zs_aEx92%)Z#!r{0Uko-!zTKH6u+#|k1P8{EDMA1Ai4B;HRCRCbsE6e0%3_q!g=VWq zi=r%*Tmhu%P9^vv1$5_WRz|yi2EN5sgg(b6^Cz=Z&J4PP&S!V;-F0G;*=i(~nC9<9 zgz(AgqtyafUlpXp|Ks2P4_)DlDp`?iE(*q)U~JFF$+NmIERDf!X--v#*L(nC5hm0y5mk6csCG zcVU}qzTezP`$)AZdf?03IF=RCh(n`JuO#o9-Jdr2&J+#S^fnplFA->VPpBfgOk)C( zl=GZI%Mfn#u)LiCx&D=?VQc%J-kFO({S+rt@(7DtYozdhZG+yg<)pxd8=?u)Kn z%#Ph!@qCR(_sMevtm{QR#Y9{~Vp>HBNp@G^En?yOy_a=;vst(#59bJK91Qu-ks@Zs3#{30Igv z?3Us*&{Bjx_lkK6y3oraLZ3q|>t<Tqs#O2ld&4o^ zBb=ONmUH!9#fW@+Vq`$%1>8oRwU;<4g&>#PusDqOzVxPKJ92u;LrXOQgcTY_ z{0lSn5GS%kYr6|4466RYjH56<`6v0%wvJJAj&lXLvyt)&|3^VbrzrE-vz(L}q!{7` zZ#dp6g_SZT70i#4e5x*@1Pih8WC&nW9^oO<^MjYTFdU({4VS%ToOq?DsQG}Vf*R&m zl}vfv+rpr?{fdw6QSAx79cSQWe44Sb{JFNX0u>e>;zWQwMqF*2rEFdaHr1uXEBntV9XP^#?UELyu^NalOt`X2O(gje+mSCZgNSg;mXu-~e@{14E+W&J2^eNo zDK%6QfE>eg(Q4{xTr?(#QHoA*1KLJ<>jTP=jHQ7<+wiSyp|~@@ifk^_MmRduzc_d) za-mxo@B5sRi-?7TD4IhOYeBOZspq6oOqQXz5wKe+Su>q1N2qY&g`(2ve}l_ybxS;} z9gfJh%8oJP;>`@W;DoDjpN|;Ead-E~jq>aOneUAb>=r~(`xi<1I)zf4u&|0hseKZ1 z!cq-VgS(c>>V&BUDSV5j8mR;)%&tCPy$cCOT?WV~22bcT`Q)deV>n7DY0qgoWJ4QW zQ`#&$@u1%TD2kn-=-PE%$ng?2=AyoXu<*{{7#BMncJ6w^A#>1>xD(9FDRewq6ZyM0 zza;WYN?u6Q(Ti(sW-27K@7l0&8xtrTjcL2J(M$kje@SHhRL>j)L{hF}5!J@s+KDxE z6F=A0GWxKCs!_){2-Sl!*S^ew|K2`D=?sspZ84~l;NToLI6IA)CyGBvRWV9eP0xxl z9-%nD>FbhK0u+|1v=SMdvNe=ac$yK5@gu7HNDAq4RGlZ>Mt@cbr&!_qQ$j8{x-2Ox zwhXd#a5TndkOLDEwL`IdTx_m%Hf5x^q;)V}sr?Fb0s!>ZM$dD-9lIrMZv_WYO z)eme!%YBMlILICgHEOsU9huPE_0+wiL)ubJtJFOpKsJ z#L#C-!GVMizot8-V}!z!TAk+^P}Q6PFGd-fCcix-vPG&9BwSeQa`Fom;D}Grj|=oS z1Q+Y^Hq|Y11J}a-fmC7&juMh7Sh!)qn8oJS))0PN7Sd61L&)MXG9k+$8K?0OV7{AM z2@iSd5NctCN(~1)C`P39k@n%+c7Sh6SY$^rZpi#j-oC-+b3ai>v_<+CCam)X2@<7 zBoIy@Os#?e@#k^WL$q5UXZ>A761(os1PNE>B}|xw`?6{*->hA!%!sx zG-IP>J6EB?Me!Y?BES)Hj}8icPDG)jM658TW#LCRu$jQE9POb;4A&9t8!JnajZ9k8 zsB?EiSrISQl_Fz}*B3(rAf2fH<_+mO4zdUsO`Zpty$$RMkG5&nyS8RR{zr8?ZA|p%6V{D*Mb8{c1)DSyzNbad9UIY)xx`KQK zyaYd&>WxSZq%Y$SK17sk_{JrvMZE>wrZyaG-xLQ~WS|L{hk<|K3t7^oi6$5SvH{!6 zE3X!-qDFxYyT~|=cBM6r0nKJ#jCAznwgYa$oh4nFuuW%KQKt2UV}P zx?HKuiDG7-nuKTCr#kIC99+71P&~4iMBUIkuwWgrjOknM+tih6I>vBtU_n$=ztHP^ zKQ+12Z@`}pQizFXtNR=`mty+7vTNgX#YdQdNizi|oMYnh2WwMeYw*hNE~afB;o!tJ z*E|iGh6Q#GTggGb}EpMcqS?O)b5g13i2HBkXa%OOR0Dn#27d*~{=7efTKZ=rNLH#@`fNzIch~EZ}c-ck;y-PTn)y zSbq6d{5Vo_SO_BUuFE^{yFs2xIlrrIC7-P$o$1kX5a}zU%m|34WA`tzhEUAp0LROA z2^pG-dBd(@npJW`^jmJP2r;^as#sxBNy7{;FQA@Pns`)6Q_akfaxlSaH0jfZB5j)R z!Zis4*|)WV9$R$-w0LQ7{9|uGyV}Nyl2H}b$NIU^uA-sH&GCQl4IYC+YMac)G9{zR zwl1@77)f?X4TYk^374p@30y4&7Q(gll;9j*JnA+Y94)j#bCrA#8D>HJsH-LiN$tG6 zU^h=W>CJ3&teH8Y5i`s&RlCWG$Wq@P=_L_wz3B6|v1>~hrIU8)FR4*RDUociEwKA0#_3ba6)0vRdVI&UZkIZ0w;ra8roz!He!5 z%1cqk5WJ)ui*Cn%>s*6d+t} zpjAe%E}|j;VoXqxT>H~a%oZxozSq&LqPZi6dAdq;*nDMuX0^7);pSBQ(+D}FFb`n` zbUG#HaK$qg1ULqf1M9`4g|{D)N|!$+1XC~?LH!#U8~i35{CX`O)DA{)cN?XhEBZXs z$Yf9DlYL91u=v6bG+-DoIIUXoh2EhopKb^K54VoMDtoC68_18szk!xha`JaX(SPGsEoVrKG(hF@ZY zD-D|9+vne}Kd13KgRh2EUdA=3g?=l`!$*X0(@H#Wy&Bxg9gn4CG&ztA@{^c;&<$o; zZyoLV>6*Ftg5I^Jy6sMVxh}ls4@+8E|KQgrVRpdf|P0TiKH14>k}ZuCtqv+C|f8-54-QkHZgJv2arcY zzeURE-jag`b4-vd$(&%lK?aFJ)*NCbYO72}5t&5QSD6HhmTvj8X^lC$0b%ZKzuZ0; z&}Q7vn9KrKHnwtbs?ZKTXjouYNDaQTIr4Ae##dq;YD z$l`<@{;S3b)Pn5zC7C8r07g5-3Ue=>;_r0cT!OnE{vl+A^A51d8{49OaPvN;85;9Q zNz#rm*()uLHh<6~ktQ}WF}EgHI1;%D5WC4tx}c5e50$j*4Sv~jU>e6DV_DSL z7$5Bax*0KCT)Y3*n8J{{&{69#x58+S$GAPS`Ul z#99pfFt(_a3R3tdWLmxKBfZwZ$+Lrm8<6`Hw*k_fe5lKV*|H;de6KT>yg*v*?1)Sz zD(K?4n##l~p~CH0z8+DlD0qtUM?}Y*=(w;0C!_p6rYIX@tYSx9%F}Y3{C4uWj=ard z0n=uUzeRG{9!I7u$giE(BMHuNpe>y9w(F_Fgp2az#vh8;qni?ebAvtQb0Y+qc7|OF zD1GHsXNF$lwZ5Zb$^o+uo-1G!Xk~8moj&5J$yx20UjIEz}qmRsw zyOl)p%*J3cZN<^Feaa?ZmHG(COvR>$Eg+Y?`4H2VDhaw0bts_94yF(?&|vhn$J^8Kp#V zRsk}3urS-17h1g-$G+*jBeQN~M&FQ-a;N{K`OcBY*w~<~kS<%r{q!Ux4*Lk@4JvVV zQ}u!3goQ`!mjKx{K}NGN<#3PNOGJ2@`^ZnZ7RT2WGpzv-3$;-(pPVW>qusQ{${ZNP zwc1;VC27M;DJSl^Gb7q{VfdXs&uq(O?{8n(%ApuUME>d0{UK5ERF=d_oN>m!x7O|S zc5#1>y31-{D2uK5D-@UN-K!;Sm;neO@`IXD;L=d4V~sBK?bK)_I)yRHCckSIn`Dz% z8%{W$bS5TY;UEspi^6pUDec{v?jhEjb(O2ws4%db0+303&5jWG={WZ{V#X7@= z!94IJ;;@UPD@-8M&HRbOfY!mbw7pjqDl8i1)cU;uM>`S{B_O4VYP-EhH5{u6mEyFC z7RRQfJp3F5%-qb%SW4xn*MjN^CCnlg-0JbMbe+TFrgmj~>o$8e!aV^XLw209jscT< z7rKY9U*pumH6ybMNXgVUa7y;ys5`5Q6n>9Q($R2qG=ljdRA2y=^?pIFtoIA6b9^*t z+OKCk`l&ybcH*=RwmF=jh2MOSJqnCH-WPzCqXDIdlv{URk4b!$3v7c>=GApYW*(PZ za2w>~lnsRoSL$qFt3;GQdVYjkj9$l8$q~m+Xt52xzS5RnK$mmGb?-9CVXs7N^yeVrgD5iDACz68rM)VG9yM4>3Os; zN5^_3MzLh+mC;MGUQt3G`5CW?aMPJoi^F2Uv9?aY3`_Toj@?d4lC!K#Z1-`Pf~|QY z4;gP}*?gkwc&I^!MSGNTa7j5B9!#X)!meuQg9>1nmj@~B`B86=s`xi`e4Ba0Uu&a1 zlAAXdgv^Kw42uQmb!A3D#15{}@^F|&{Dz!m8xf4~DRJ_;DVu3qIc4k4VMT%oCmTWv zr`JF@5V|BkcO*U;8x~sbd^N$A>5J6|vbd&``kJsK zcmmfr&MjhKC-T$?-pH8RIW*<|#EkWJ`A(qG(SXiz==O*XsRs(i;qt|hO0w5*XbFp0 zPg+xZ=x>vqPu7+CJ^oDkaT>bj9Y3cWf~mIRRIYD2$85cqwh|I-bN&Mp(`u_q5G!@o zZ4R_i16==*dj(czljGm5nP|#@JIs zjCP+oe)P|X66Sbgnu`1xqJzHllWxlO*`UH1qQj^dk6(`V`;`q+rU|7osT{rtN;tc* z!T*x_$+M$_@t|>zwm7V$Z%au}fnXJ{tgohfX(7~f*3iPq-+bi3tQ#T>Wl+>(29jbS z7!C3Nef=N)(?8Jv{`SQm@qb_9|H4#FG(>IU^R2(Z{mRDE{0Qeg-Em`YX0*Sl4*6Qe z&Lg>%&B$2G(|Op!a+%PVLeMZF=={L-r@m5)7Rb1>C0amQW?CqP!RD0zB)7;8w58K^s3C=UrJD@jg0R`4pwj+PWx{19bY}b_RJej{cZrh}Dx8nTR9I9c zD7PMn(V}a)I)OvXaw~U8XRNWw3T=Ss!4eL)oyh|&)m11N?qK<)e$hl5F&gi% z??xM)B8Brt@;6NwCLx!uMzWIt~seXXYR&wa)YomX|?MvOeWJVq8sgzB* zbn<4>HsWj&BxPeVY&Z|kfYM6WvhBj8v$lMH7 zpfLL&#bsTKcSua27yNN_rZ7SjtCUa#35!n&Z*A>qp?f!4P8O(DhyBAX3gN-*cH5&i z-l~*ViW9EK#Tt)0hL6YvGVfHugEkK2j^L;C_r1JrBO?eMmk1t(DUEQ4s)Q*qy%}oj zcz^Wz_QqY;&diZeW1lic=Ps(uu0LHXZr{91J$V)(A9`7Lss>s#g&b~OO${kQ!u4|U zvp`BJG#isNP#}43LfB$vV`J^9(6qT5&iM?KQ<&@3@^6_aPu=%_1`|xX2EucC@ zNjdl8YZR0n9^;Ta2`@cQ%4KI0!RKW#L)x7!9GaBdw{3QE9S!D&K9pNM(3dP7k#eGd zQ_2}tCe1Fti%sX2l+RI+qNHsxTTJ|_H5CQE(IJwua6=2CM`FS4du;GKq%J)LE zcu*3BaLt1y_;<)D{L@?=SGuey1}Rb+F;bX;TpODM^y*NEE*5#4%=>LtNU{E zbq@)&sXA)mk%sH4O8};hCgO%)8Bs*wQ4)ud#-Cpsam)}B6euUMJ4rzu*3-0~O?F|H zJ2M<=QI*;ac!&2Sr5~p zMB2X*CtO*_Pvk$NQeqf?pJ9#0BD$u7Xs$iJwD;}1m%fjbJy!UbFG%5AhCW5a;*W6A zQ|s?XYUu9;Wx>uO90zUOYTN?HL4@)Zk4Xa(gCcsQgwP#+oLgu>0de#yfMH%FSSME; zUZQQ*XgYz~?Ck1|G^B8vi!O*`X?b+Cg&Z;{6soj`rN;I{DZPv^i{dD2DNcgJX2cUp zH(pEliVIDUwxNV2-^VTNT$klkM}t?mq=2+MpY}w3faoC-ccQ+J+Jk&!t`n?`xoK0X zgwesC02}Us15ly4^?aXJ-N#6Vp@?g}SD1s>99%wTK0t(eP~<@8*E~ zGB!iMiFA7!Eqq!v8is?7gUAhntMQT+jpu=5dYJz-;I8+kp=UT@{yRY|dZQ7NRH^qa zD0eWzp&<^rCV(TDQHrLts|}ZrVQV%LH>|L* zzB!~kfm9z6#U4~uqcWU=qQhc}qzF@r^W*OR;ex`Zr>>EMr zhqO>13i?-_L)>zO_uw3K>x^*<(M%A{)k!)eNdMl}h7S64c zc|;Ug;XzVSZs`c-QX|0@l3FL|;llhk!~W60EHkEx{zL#9A9a%U_iIQCaZMNgDil-> z?Kb&5Q@}BRr|B&O|GR-}Av4~`X&~VmlZdGU>vU(|fBgGTzlpvG10VH9w_lA=UGHTFx?u0fPmqkBlhgI2UPdFBTQB!JP}c8y*AK zxtWz2ozp#}ob>8l>tn?UXV&qr;)zsjN88AIi;xVudo7kg%IBX+*Cyeb?C>^c)`<_>2O1&6C&~i{l7L_wlN;-6Wj|aK zwi=7Vr+u7rnLY~j2y7L(d&;s016RXb4w_dqrE?a5tAb9OQ6*}kxtnlo;qV2rg zZzR^Ecv?t&Uy*z)vtxUk4xKx_9dan+@TVHd(8AADy0<3*BD9656i*&f_KQ+s2_@Hh z^NuH@8EiBvgiD-o)@^pAq4f5TD7^jN8rlGeYe|$!Q$vsMywW{HDt2$*&=SXDt3M!K z5Y~KRRgSfjWxV+eEk^*04w0WwpyN7yiknh&uf*ky#PhdHmu;k7(V{4xfT@X;11`4MePl1PI4B2s%DZLKv4iJK^P z^{oc6i0HyrSVXC8#$X8`0c10Q%*urzWOmK!0rKC}HJfWT^K$hh^SOt6obWgYCj&{; zlv%fs$&Bxd#lyqH!^6WO4lncGSUfjusNT_jz%@MbG0H6rtJ4!)N2NUxV-Bz49wD)0 z%Y4^^YjCMg;f>gpAaSy_HWD0$T2@9NM53TXc5yf-#0JG<(%NwW(Fiqu&%lg!MH_Qx z@QE)WUJ*X0ae_g<4_UC zNnLrJYeQCf>AtbTTJ*D*T1EgefcnwnVOi4e)Zro9I{mtITURk(^3ja$X5@`gvs2fo zH*qr5w>fYUGLS}FD~3S6SNd=EbG*>LLWE)Zm>a;V|O_5KSOZw?rZxrEEYt~7+u?~L42T;(tP){a!yyd7wpw2UWPiRp21Q(xZTs#yfh+B2|Jn z{Nj1Li>amQD_uzA481HXnQj;A$8EX@g9=?>0JsWXm_bO9xKb%VI4_`vkNLm6?V_JG z522ZOC&nkbE}Edx>fvmwRmTlLPBgyIZg;p&mtCEjjom&HMVWe4EZ->PreI-s5VPoz zhMzp8zq56~lE0F6gs2sVL?Z7NULS*=L#JFb73d$?B&rqu#HbG87-=O4ZFqNdJ=it2 zf^f%dUfdTDUKpU;$Tf|InqEm!OqeoJf_rLY066?$gTqWD$h?l&dW2tkK6FdQCHN%@ z^cm(4ZCzn~0Z71IO;olLV>E76<`{@66No6ponR+LW7&sMzM= zO~rdGNkP_QWVhHuF1y$#RS|{Ydm`3}#`}=NdM5$2Ar4t}5zW_ZDu)V?o(yF!W!d62 zo9<}6l;}@wp5P6?nQEakD1!4P76fc(Nj-B1xl-6D!ISw_{m8J%E+T?4y~gJ(?Fq!<(@SH(jPZ!98J z8okFc-S%JlPT(-i_;jzrq2fECXf?WL6$xwjE*bnT#IyMu+rwdy%qoX(!eqZu!bMcIN)rq)kcRy8?3Z3Z!i&|{t!sp+$OU{ z?Ic%avmLJ?%gz>m*_|yfvpY>*kf35B0jtR4=4aQ5q#@|=(oFafoDjp4S+eWIbWDyoOl-_Uc~0x^vJGbdIQ+fiUL$zy$#EeN3C`64EpwQ4 zAtF)?ebQE{Y@H#X;T8OU2sV~>XG^1_Sr_7KB-x}9Fk~r~MEMZsc$iYyDL3hKil<#R zm;W2+c}3ktx*pOkrzVH5k!^(znF_&3E8g%HMcOxdWM`9onz0HamF4tEr&e+dn=-;D z6AR$*-idb1lPsI(08*Cx__cCU+`Af#Z#pDJyOgd>Io$9@xoyEh5G3sm1wO^ZC~T?& ztl`8@4J3;t&kZY4-cQrNzlvs7l4!@1T7iaddlnpQsJ)yUZF~$E%XbQ6yf%5D;Y~jH zBduju!?$P%o4aQ0Qr7p;QVa&tGDv^;Ala2C_n8iXlAg1J)S5A$%tPo@w{CE&F4 z^gqtu)TAlI%Tm)lzCg|})8G^zML}vpu;In|02*|>?@`B_`fEZ#O_{ePl+Kfeyj=s!d%Ii-;TZ`}?4O8^e3BRqhmg15X??pv7!Q^Dj@o-F3zIPFvL2&fkZh($0hlU3YN5 z&-Z)Cg5a|gQl`SzPsy1%TcI4Qta8H z`k=YME8FnGy#E_S=V=nt!{CM^MO~COh>>vh88^={NBwSoC!>9~d#jCq0%lgrFB->N z$cv31+eRi&(%4%W0uDb}uWzwi3J+Y7RTb(C(IeE^T9YF@F?n{*8q~xC4zK^oee%v4 zUh#R>w(194J9X3jNv2Gh@hn)w8w(5?TNrFU(R;dhN4|}%VklNAoCU{NfQ49N!lc_x znK|6_C(10-RD#^Mmb@Zv1M=z43{UdZneZ2C7G3S0}*W*kU2cbe_! zs>SPg^pUzyAu*5W12oxsV|)LwiE-uDvBJPcbRRF5z~O6qI7O=BH9o`|UR(^2(NK;C zaV{0L{zA!0v7`&@frT4hac-3`%!Wr$yp^XO!Gf1lfrjT`J>t9vs1+ zLP{9)tQqOoJaY|sN)Mc*8FR$pWoE|`$U4I>dh`qF5yP6YD=O*t9Bg=12^aJ6W+i!m zBa3FuT_K=39g1>FPZyL!3<&Co0zJ(3BL5Q6WQH@v)G1CMVj!g9EheK7wP+j2^9N6u zZN)LYi3Y0Q%;u|(q7Bb22`*a3HiXj)rd=tPccEQ^GyG_Z)^KDK*=oZyU7{CYoq?KP z1!cpry%TwsEAD~$Wv<9dD8tLk_z$zp9^x~a#=cctC}eZJ5PF{?qp_YfV8i#8k!FDX zatIEgo9u3*!%U!mn@nT0AJ(}9f)yN(DeFu@V2hB$>&qwl96MN23n^t>jn0J<{;J zyfnwX%mYbLc}9Fv7)q5MBMq<8eY!OtdKe{_G)-p0STLNT2r^a-4umX?B@t@_?~-3kL-xAv$<~j0AX7)0^U~Y zbek{X?l%39Vk;FUlL8H|uQd1_BO!tbgVYiOCaaXNRA4pJRDZ7^+wb??eAw^XceVdAe7vtDCS^#NK)x=l4f*D4>bG!hAM=RrHVjQdBBwXZJa}~mLBgPC{ZpVlkiDVQ*Zc>zMxxdKOgJOgo zFH4|PEk3;Q)SZ9gM9(2PJg!c?FENzV<7`&W z3dtTVv-!pO>5Ocpm|vw!ii6VY4}B;US*hpg_%T16;Z^e`9?mqh6_@sW$5WwPpc!KL z@y|_YZd@o1&br*-hx;d9#Ex*K1{o1|(c{?JSjkIS#0nA~0}ih~2L%j4PobKM-k3gY zADI@XSe;TXZ?pmpFFXfiw$wiQBgr z%S5wv+=s2#t=stgin*Z;f{;*o4IVX6!|Rj}mSICL?gb@GZd5fH`Dt8&-Jn%Bh=lf% zNPr`c_Zcav*ixR%7U2!wo^}LSs`+`qJhcBj(bHL}A+7L4olMFo!z+41nsZzsjsy5g zyT>n^4LjK?RxHZUP~IKCb9dMH=2-beKWMQgA(Wr*KLx@31q+~g+xva&VWRa%&C(j zfiE3bjFW?;Dtb?mhM&VLPnbdPK_(!U6#V%uXN5ox`@A!CcD{Z)6>0eXw2M3BZ6E&) zmo`mIvPm$C6FgztFrcimtnl1awA|qgZ@H^hPY2Bw;t3CPrOApJG0`?VU4@>h;3Aaa z=W28ZT}(%2-{RUU40AkE${s&7^eQ(Lg*b^%6x~v>#i_1=f(_rpU8e(_ruq8FNrJ>1 z@PbGUhhzC*;NG$cM|rFTF~UQXl49r8V1-Bn?Nk!gfcnQQjN_>!4;2JGT=Sh=*2s$8 z@`zqmH0UGOc_j_x1)00Vjd|F;bJb%+I(9oAbS>gBHi1+p?p?s2wg1%!&D&##5Fv(aPq*e;hAE8 zb<7E_faux~R-j^gcya|4X!xFXz_Q!exWxv;i$EAi^6xZgY|#~Rs>>a%SdE1gZ|ZKh z@o10Ly%mQaBgP>D9U^TvViNI`gRr0mZ=eR&kMdp8u)p$s{|cFMHUN_4c|`Sb8`r`Y z@CY61djO@WvKA94yLdu%>u#6s)$7BxT*XDNV&f}| z9z)6vbOST|f!Dfhu7Lv!7q3D$0ahFC)UAi)hv?^wHsr2c7-?`vpkzeLdtqF`aJ^7~ zw#g-LqXtd@FdGp>C8B9;kBWmHKlj`)gwjxsi|1_g>|+N#f#*r6t3b@E;3|CDyMva_ z6DtiB`p^xMPdnN_Xnh(Z4X?sI4(v?k1M^*BKQ=P@bWnxJ{ZgR=Ps}SF!41E{N#9F^ z!$JU%j)Af&b2xS#_X#OAHN``VSw@QRqAOnX>Q>|n-ItM^@)l-iDQ&PGV@8qYXKBq!gZzwp8Y!H5QUr$etjfAvO_y2okHP; zd4BmN%Tp_%Pjg0b%-$%9WGl_=S)pvJ z`nw1^ygpBEFCrpks{!|yd_4}Li)a-dOvj7@(I^wd@cj+eYa(Efv3j;h??Uz4J&u=n zJ7>gFTiWP~UALny7qWv8Z}|2iJ~mpd`eCCzKu)y0&6j-*3d?&%VhG1fC8Aa{$nc|$ zsM);g(~}q!MaN3zy62VWTCJ>CY*HO}d8<8^u4cJpA7T2p;iwLc$B~jPg`!3(6dfj# z*2;(XxsX7pZ@C7-X;s_aYu227Y1k7SIw%=(M_|~xGC#h~@Jq2_o#jgZfOzEwJ?nr+ zsIB9yLY%h-dva2f*IyxYT!~NG%=fX8yVG%?*;fYr?UUk8E26^9+5|JJ{bCFMCvCTg zxclwzxM!60xtDQOvyJuX?8~1P*T2eMHtY0w=5BLu;2Z|jCl_$h67hp^x|IsYp6n{M znAS#7h8H&Up9ufbV1VrIx^W4`tb)Ru1}H1|A&Pm7@q^K3cYYM@5r+RNFC;inB z5}loedyX5Tz+h~ZzKLD27$}>nK-a($yy1=KrEg$o#oyBHt-y&C%Jk}JiO5TyRF?>U zcwTDe%v`Mx_PT|4*%Nf96c=q4gAG4ihA4EM*+~iwvc-9+kcx#4WijYiw2XWeHoszh zsvZczazO;o-9Ypx%1%hHd(zWpsTjfQ;f6P-Uc#}!k)w0|TeSD8Qsd=U+_16lA&%YQ z3O2mUt`=G^IieCuJX?bFW6tr7N6L*e)1Vy1h(#eKjT&9k8qs5i*m~L3JHb^iU3z(40fSEWs)Ie^O}Mx>H9^KhuL1!7yNa0PCfRKx>Wx+2}H^$goQ(zh>V4XXkb zNSE{2rEBa3uA$aAdiKn|sct6lIvqE;Y5}F(4W1gX*R@2gg*fLrw7u!c3e~CwLG>^a4-cg*xoF^)Pj4Rw zIQI?Bc%qSG4bREn)P=+qwEKfM+!ArhqF zJ1es*88DyZA=%ULNV=4;5%Yt4XVFAr2Ga0jW`1z*2~w}@>T?+|h7ma?d4a7O?Qp?| zXI6!We;?j=Rd|Rj*^=wnrLu!HIxX5<;vA=1cw5cqS&RGS%tqt^)|G#EmBNTDHI87J zPQyZ?13@y*U?jUsV3aI$3YYVj;8NCG+*|IdTU@!vWAs?8SzO;g#uEdsa*wlGHigMW z-cx$L%E$G)OmRAZV#ljOXOxHEk5Qj^AylN{cU+%`-$Q)mn1GHKIo68L5omMguCmH~ z=@OZGXqDoaGnb?jNW=f(YIOez4lp`+Z@t;ip0?Y4T&IyhMF`i*{0g4dQiFlR-Qb?} zuIOk4AD)?b0cm*8)eqve*1$81?h!-wh;L)3vDe_O;WNBknoYI#5c-Z-oRU6!G|niN zN)?cXf8aVj`W{k+D4%VFImopuPMap?C66ZsqPv6gJS4rSA|H*TCCY0DE#XG=(L<7X zcnYwj@O(s4Kb&T}uq13}vBG7z1lGlOlC*(-hxt*`dq136?*VD}U)*~?Q19Vg<=!?n ze4Lh9V>u9Q{D0x>VXHy+#`p+kw~o{SUCQ2!SOdyNM?vJI-OB2EW_|es`qJr-AE0qp z8~o^#OJaZrLnsduJQKA4rdJuV+4-gQ)w25hIEMZx9orv%#EUYn?|#Gzz|xOTtUo@p@d48C zfn&w^Ol4kvNVLUckwJ-d+piD|gy&BYWWks6%W5@_&MF?7LLP3z5o>*GnRJSnJtTtu`D`U=J8`F{Z0#si`06( zmb=8W6}clSoIhH)WLIS1@RW$V67+O_Iee}=A4~-G_Yv70Cm$PcFaxmRMDW3gPj9e= zLFa^{;T|xJF_!5742(H47;_Qow|cejzps67C((E!lw;{g20Z$vq*-#(c;bf90WQC6 zNhwkN-)L68o93?(0E$hJAxzs%$JTp@hO6sDDcB&rssdO0t=Yk9WB4jOg<7mcP6cTA zmi!UQ$h{xRW1CWB#D|tDcL+8-KdmuS5nqQRj_z98MG$@h1z zXdUlAsPzu*0dK`Irj{yd8^KZ0^h$=l@3rJAq#3+4B@+pYg;Tb7wO;sVoNm{)8=MLW z2Umu%B05q5N*fkIDyw%A-hV`a;iqM7i8)t&emdU$TR-4B^m;rd5 z+5k$-hsQr)v&ucu&GaEDZ((tEo@|?(B(mB1P{&q!=! zMvh&?#rUp@h3Ut$6DB}uEg(!d@Wqya+*ojgkVqjIhhh!cE{hZc+a})UaMa4*L~03bPxWzyqmhn9+@>LRLZFtib}@If#MS`?X0ttqkE8}%vFlE z;dFSok9b)M-E`hnbw9-NbMNe?4WLAp?~$X>CC4E*fJP2u-(SGtCGO0(7>#7N-^#mZvdV zJ_OuL6b+c)aG*l@P9)sArENHhwaL+>qMLIA=?4udfQ1C%V8^y;ewu+KH|*48 zx?c)wf);Yo%YRGxPz`yS=$%Z?fNH$w15M`O%fjh?+CUe{6l;jZ3t^+}4w-n_>HyD^ zV-ZyroLsKfH=0LmGm4IYXhj^N4!Kl z#MwKY^wqZDD&EQNc8<6ClsU4LosdMQq_0&2m|ao>m|Z>z#}>rn1wS|Ub?2=CLv!}*sX1T$^3k4f`nwF)k zFCLwpJOFC=&{YodPzZ!@4>plq1zm;kr63$H9(9O+*dh>8|vs9$cZhAeU=_M{ezR3uq z!~1n%9TZmjG{0_{n80K}8h%`9JCL9umdaqU-{f;a$HC?Ym9*)tjwN9*M)!Ja=jKUF4Ik zF)Uo5oI*m==c%CuPctI#@LUtc#igHXX~;M(5pu$dy9e!UxdRpf4zJ*mHKF2A3x7`J??~B&BOvL%AaL&2Ig#lkk4x zB8CQwO8MbW&-afJs)9@p|M=VgO^}FX1|#m%LB}Eu1;;KS{tRlvC32x#GJJfDJvXmX z9JRp-H!rcrTrTdJUa1&`{Ej$E)AdZLA^Gza3inm8Ub+i`^qO9`jaXUN5%}2-qDBl` zMFesM8^a(Q1mCBeSy*6?-3oSXIICm}^@dasg1?2B($ic>;@gRnaRaHfA(%_6o})vs z`3Vhb=|v^SP@2Y8Tz8{UFXbeR;oD+@!prvD^?Wur^=IOuapbxo4S>A|UeU7^O=OrM zKNU}ZLY8n;+oIbnAiJz&hl9O_y^K(CB2~fWa9m&V-*?;HJ?%=KKG&3zyq^@|Z923< zRx4ON)bK+DuR14G9-z|jnfgtW=@C$?KE`XZ!*SUx7n|GNcCWqLrywTi$3TYOpok08 z)`}>{Tw9fDM?!K#%3&OI_U_(8!H`bSS2dgxr#~s7dfz{z<y@`PhZ%lBT;#UG zm42i$#n0U1iPY&-C=|IXuXeg8-5;$GKCJ^v<4;$M2x&Os)0jD9kN%y69iyVRf)ag( zC$U9n!z(KcA6}-qMXWB(`3bxgN5LoY7Vw7GTx>PH@t)sn`qx(nRy(7g`kmgB$w?%$ z>tP>HDNRWEP2QjMR0om(m&y)r|FXD1hm#Z=Lj&secHEse@q^mSL5p&MZ0U9PustN>mIAf1v=NN`dU4*xYHoOjIPN`$MlX%HBb;3ASWF86I+pE8V z8BQo7wFOY7U*(^Kqxm+`ceZQWttMQDrS}gjwhciQ0CLxX2uz^dE9KY?5bF?H_KOw9;w4dXhl09XGQbh){4Hs-(j@6Mk`jxR!&BxNN!<=x`yUh z!|T6N1IT{WpU}E{^|uDzu==asrL`KdB1)txGerzJ{047&vp_VXH?9;N%Wx$N1{-YQ8@=I-eJ)3cVMnRs)4KW4PKR^Qcc@Y32S9ZEj*M>t94zN zoU$q;ov4V1s%UWlHk=SESJF^?EPO6S|1qy>$dH1lYX2HTsN@o|JeIVz0(|(MOMFMn zWsh{<1RNb4syJ|3sIW!}%ZWgEAt>OD8hS2JwuV;B%V0RDxFuJt;nlx1J9GHwQ1RVB zeW5qtFj1vv<*nlUCm?kQo;C)wQb)b)esO}buh_+p;tUXnAy3$3nqRm$(k?Yr#^_{& z#hpA4^nh_d(Xl&E+8s_O_&@*tC0<>aom*a=-JDwcb!mF@`TY7bqk$7T9U;rEyB%t+ z2&lfGiKp{RQ>(vjPR-01k^}>=K$0UB(3j2(9Y~6PQ|dmqu)MswIWzzB{LHLrM8&$H zqH;nb45ad17QThGXY+IGhABZAp1>qv%5hsb7N^!%=YQE;+*nwjUs?FokR{}EJ%KDn zRaR};;_}SK!m=S7zhwfZ99OkvWlc)hYn{|2g;Smj!n3?;+EHO7jgSQZDfT77URi!V zYvB_#!wC&=SjwOyv3iy=CSWng+Q!qhY1@qPM_a&@Lq{85udhx`+u1VyXnQ#2xgjI6 zzPd46rUDXHixb8rL{v7_mcK;8HNLhaq#S*9cIr=?&}J(}bjLx@kre&r(~bFsna%0t zrM30VKh6HSxj1EM#?h7~kjgjV_!j2Z?BI{n8m3_+MZcb-Z*DBDOilmEblEs-q$g28 z<+|Xw;{F;(qc8^nDfTswt*ocCC=1f76pE)z@5M}PS!_-t;LCJfMc#)K6=lR3AS=7{ z;o7VfhOzsQfD~K$5MODV&!i6nJY~A*`fzPwe%e|Z2^+8SfpSoae@XDM_AmWpMrEA! zg-2!0VJU;OV0~j{;fz|~pcMaxYXN^*HX7sTV{V5*RJIR_Y=P{BQm{1I|5iRgA#Z@K zHMmUkXLD|2X?lHrdC3gf7;C8oQ;uuq>&@9;3{AqWGj3S{?*yhlJwIC};3?BZuEXLi zVovSWV2qg*LMi^l^z!1$6gE+>zm^6_ihdcZ==%H;Opd~0JO#^zMPp|ot-lTW9S-#r3~7Fxv9tm7{3J!rTCYH^{0j9r&D$j8)FnK zm~vQtP>O$P_Lp^hKRdHIwffqtt-?QP>Q9R>fGmv6mX1eF7 z`P9?M#u-B^STN-{PhS_hW{h6mq;bHQze*poYyFV^>kY)Amg0zr4QJEI?B9 z%lci>DLaM+vtY{MN2J6p`x+w>`DOixcrWJ}jflt7_T1EFhEC3qY>ZW=3{v?n>OaPg z)7Q{Iq387Se{C$TY)(C0TVB{$w}#djGGM{94VU<9m`Ts4R_&H`3|r1%DZ?%Pc7ASi zZfao-JJ;3CmB?rxLywkXD&tN4SC)ek!ZGBa3{v?nk`H%tYGnmx_v=~$A(Y}@SXiEd zH6QPo$FM7NAjQ7MUpa@<^upBInrXlo`m%thOjr3|n4`EkALHyKhEtwP@(;^v8>@EG zj3LnmOBp8Iw{+xSdTWd`fB?y&7rSU&bcdwqPL>M3i*aSicrGq-YfAhUW9Y*WO6%_M z&&IpP_yVQ)u5SwV_PBjxtnJH-Q-7L0GmokT)B2yo5lq3_9>XJ|FpB%HOOe8^c*^M{ z>yRK6?*bNp&8N7KZ%?83^6Jz)?1`VJR>ran2g3855UYF{wf#;(1w*)BQC5~FP#spsAitf>A4vuf=68@o#CUvkhicKxGsrb`~hERepA?rvI zhTIW+a?Gm1yhl;fswEYGe^&rV~*Hx(USR$Or#No7El@uFia z4poJLHHyiBDZ^!D_!%b;R##W3iP0PmPFd~<3u0)Vui{Ad>96av(=lJg?W~b}1z=^q zBFu0-BZ9_S_7&##NJ7O^9+CCgUuLH_if7udA?pF6a>+cNo5GpUv#F(-g($G#HRiFw zR6gm$XH#p>)@Em|Pxv+Z(Bu8DcYpUUzoY*t;e;EsXUkDIPlbgtYQPvv@kQw8m)2Hh z)1%%;Q7D|Uh)B#YV*y^CiDN}yLnH!3<@(U|*aB>>>0h7EFU>4JUz=MiCI0it$GoFj zcoMwU;+>LOtgX+?+rXoW*yU4Iz#%KQEC4PwrdeoSV*wB}<+$$J=e~vUv2OKAg{?EH zVIicliTo@rZ>-I(!V#=R^NaI;u}rTq#XX+#$jn}uimuDO#>{3c z#g~OM+rz|3Ya9knk|`FufrBVDx1jr#?sS`xjDqU+J)vdN6mN*sZ%&*k>0|Y`Vy8gtMp!@w>+Nk4DiMeF4=OLF5a-b zRo^V6HmC^YsYq?Ghg{@%WEJVukOHh$$3{be}|PJGLUR!YMkI!EIMw&HK2>x|Y(=k;Ccb#WG*vw2+&~ z6ICQ$Pa!VLvlU4aJp(|mC|l;s!i-1okets9ZBmPqiG@H%7k!QTY*M1FVv{${vdNrK z%uJa#@KB|Fcf7)Tk&DzQDJD>D-j%w(NKu@d38{E06s+Rf8G6a{p}uAmlV;1vrpfaf z1g=edw?5b-o$&vQ8dRzi)!>_`O}k@Sp0r$!oUsh6ZN31OK9pg@D#67Rc}-vvXl0w= zXAO%BXcFD1A*B}+qa_sY3G6iYnzn683cfrksZ~H8-8T>4Q1YBTBy$X7J6BVBGm%m8 zb52STUeq`h*DrGgFlq!j{kT=HSNOSMyd72V;4Lhhee>rtYbQNvoO5VfFEO_~lVo~0 zX-P@yVPaMW<-N$f$exAQjSX$mf|5)t1j_mb<&rgYXQ9*?R4LALZmxKlOcI^Z%cRFv zwhR1C!Lm!z=ZSR2$U9Gk$OJK+cor5k0h8t7myUBx)wBy$#j==B!4X=GnSh)3A+?FJ zZJI_^xZzGoMaW8anOmjLc^kqcC7RMUkFKN>L|X4Qdw3>1RHA3GMg-7G$8GfKt_@?- z>?TNGTyj9!WkP>p^(gcDw}%YxS@ms>u8qCz6U8Fmc0M|W{nr#Fo|iqL$&!z@-r^P6 zWhM;e3Qxft4qS3X!(QRg&INhYvPD_g3EuWN1ncl69-yNaUqZpEIAIyRvkWk`lP7i> z+qz1JJZEMF1o+B%0pH>A800uMO*V#mUrBr?bbY;ARRSIeW zZh=_$CG~3xXMnG)=XV;dqHUF=ZAS?ykga^)pw~_DFhTGnnd#f4J>-aqNfeY#5vGQ` zdgdqPC8kH>icYJ3Y>1PjD1}(TwRhhv8s|w`KE8%c`Fki=@?)eFFai>kMwHDi&Bt;1dh~aHhFE?BU^-XMK8+Pwe;SA7bp6qlH zSfqL-SRL03c$%@*?%}m;Gyjv+-H7?0BP-biJtm5Fbq01$CaJl88>yA?v>dBTynuA5 z50zNcizv`WqEOoNs3;dOO-x$1QWSwlSH8>o&2Fn*AETwGA$1hWJdqEHX={a2$W5%g zZ0Q1>|FiGdtNC}E1*dw2Iv9h~y49}-#D{INa7}ZQTmw18i00OWK|48YHM?X(i!W&d zG0INJt7grGOS>mo@JTIBk*nP@iPK@I9NPMnTEc&*J^LUwkoVgXVPc~ZX11duiGBb^UP(NkP2Nr zdU_~uyahSG-*{ErJ)YSV@#rc@6Zqzz>eLDFmGfeAhu3 zqIpo?D_I%Ou6;Saa$a=rITYJ?CK^DVlQ6Bk#5+k47A(Vr-1#S4PmGHGG#24`yzoGe zE?O^D!YWKl55JOD=3DWgc_$v?P0eP%ei*%Kc}DyFW&p38=gM?U(x4^H1UZ{lw(G>k z#=y%md-VTES*Q|s;sH~%A;0jValDClrw2BGHM z1X_Fd5;<5l)tw%?9L_?X2)w4?N_kF$B0{#aIN?@YB|_UsDZ#b3kE@O$+nM<_grUX^ z%6p;JKHTF#4?~)y6;hOM4zG-t{a1yiCQ0k5SWR1V=7K^xduF4SCaBFNR>GNCLjk__ z^OgL&LPwuj$Wp{n!d>Xx-@SQKP%LMd1lXrq4tN6L!sEYh&L!D2Db`98=`p zm=XH^z^eMU@JR6>df7Zl6OG!>3$8Zjje?t^!j{b&GfJJC7^QzbtlMaWiYpkpTdp)? z2~Qhv`LKP67lO-N0ZD3YRDUVF-SAw(*Ypr%aeIDd3fwSgYtJ9H`6b}i`L_5$rX^#kmt`Mwuc61D_{dtaB7srjAg=wI;N_2}1=PupiMY0Ax z1~DU;B$}htts|*{q~=Mq3OBS0If$u1l9x3vTYA;^`nC#flkF#*63amEk zs#~-2>$a!f`y?$Pe1@NsDEno{uBSjDchV$D=T-`3hQv}>f!w+ciIY4E>BPd2^A5Ip z+udgIx<-;DjhdVxxKh5^8(^}US(4-zO_(JNtUPZ)C&sA+k~Dm<)RyWx!Bw7%?(>*) zF^$a5#S8uJ@%LlyOh)%2fm>66`0o8P`R-Z1^WZDeC2fO}nrGSG=pT2iIKEaWGNY+% zyfr9pug*ei4(!(I;-EwBhkwrD8e>O?YZFKN6gFN6TTAlDj~*jNx1;ptQFEuiZ?wj1 zrP6Y6I!+fjQ_gq>NHYT0BmR7#4%sdD5N_&i!BR7*BDw`cFob{wKS6CIyU+AWJvn0AYPwoAgABqUPcNddrBZcyRu!Y zcbb#+Em(2&ZClma$+)(ZFx;LJlx%tHzj0}|mo3zf;gAQ-H7U@dbM(Uf+R2ebzMN2f zG$r4lJxbO-r0&X|HR>IryeX8OW_=6J-(tdodm~xHqP~qQ^BMN4+0@hd>}Q8cn{g0c z5W=p#()Hy?n(m%}f4)*jHPIx0fWlN;gJx@ozUGr<9<~X`wbgFht4LpsBBK(*cJ(R# zZqyI81E~#{1b48z8=a(lGZLB0cx?WZt#sRc+$C%g_Eo_~Y9RO(qRa6p*YEV6Oin`9 zdv`m>{r&dg-FA0x^8RF0Oc-uF1x_|aKw$$e=D)UQi(jV@=v=u>;Jpy{vcpBXrd}K~ z^X({PDI^s?KkYEWaolc1SIS0?Bb5-qOVju}tg8sec01bijs`^u4~oA-Q0Z6#wb!;r zb}SbW*w3b^eAaF3Avm&o%;MdHnFjZI=3R;;EZX15v4GXotQVvE+Z7VZ+tco2w#3)! z!ZwNW!`+Q-oS9fldZhBxQaO!7QG#6gT^HHG6_LiPK3<-%lKI_8`N<0k*}K#3tL$fF z_^EHTtgMQ%MFq>$-biJemlL*Zjd%E2{trBE?j9e4O<4PRq3gEIXe9_;w=G21r`xyy z1wn@6=7_Bf;v2YQAy*)=4TWOJ8q1cCzK;%c&i>diY`O#8Bb8SxUzJvs_ zufNpSUL%`sw_2181vgqT8e(tY4x=F) zX>Xu_P+k8?FIk4o5gWi=PcqOWZ2(tB(dUuUtIK1u$dRVJ;>mCq6LE|jZZ0C&AFi;4 zFgcw~!5&*}z*<3Sj7GLtKOEHA+7MZ#3r?mDBlQuL5SFjz@plte^KWdkew)oT5#HiI zkr}wYkGzpPwq>}6U?>w>h9bgwX+F5d5KKDk@NHjzT4Y}gob|d1b8ka@b6#^t7nJ~A|T$;sosH7kjZ<{IA}-F zLn9}zDhM-L%3L2FEr@uaJZGD7z00=gUblV6{p)mXpvAvSD$j3q!I#qbsbyTC43g( zpj%2V!H%r5E2G$A372fnFbG@4y&uX|uVKEJFx*^j?ZCxAn@BSWq|@C{8`&Az0#`;` zu*||@uw{bbcUXl^Il-impnoXnSifA_DAxX&tjjbKV$ma}XdAae*aQwI^hk?7C@7pa z@-=K)A@d1`-|NC3@{F8tc{!n(0F5F6URD4kARf^2X+~t^3ZSI~`udunm{AcU1wmW} ze58?r0)l&Stzq=P7!WR|Fzk(y%PbcW)XQrW$Pvz3kxeKJ?59j+N6MxvBgmhwF+w)g z>43tC&QsV8u-IwU>Fy#RkYq@99oPor$|90$oYH2`%L(s0*ykR=2PVRcJ)7c!Oo!pv zvWy;vV|9tVw~TWdXJM}$_Yg0TZS2dZ9P}u^do6B7z zG7?9~y$)SO*t?oQV!d08Qbw~Ennp`%6`HYC{CD|ky1*|e;%efAtVG{`4F zXB=1(2OYQr=r;q>%Fz4dSMjprs@!;0ClkiX{Rr8yC58O_tRmTAggdi=6xGpoDQOse zQK7gwt5`gOTn%c@)qM1d^8jT}(sNNUVfi+f4ssQ-6G10I_T@rjufBbpiP!WiqQ4#D z*7O|O`~ z#gfARA!$ZFL7aA0#5dn$Jl*IT6YI#EdD#Y%5AK|%-6ch}-Ls0NlGZ%Trf>}y34ucU zn0r2eQB7bPUZGV=it3QhDwfuOPrs)#xWcBt`G$y*dQ_BH$wCX5lN3x;ObGAhgybH~ zJAen<=^Ne#Aes@IfoQ}J8%JbcCM)c`4q8&G@zo3-S-~SZd-*tLWCi!0WK+E!ys{0r zF58{vHjn=MMVw8T0&Scv*^Ts*lm-hJ;yV!)8;-n$5Z=ZC5X$phdj{PFS6ntX^=BIF%k*Pk zQ6u0L`vX%*Nbbz~e#)gxST0flm)y_}V8w1MC?X6u-0?t5r;dQ1<6jP%rt<%GvSi55 z1@yh2y7kUJ4mCFLh+n=V*8aIbzb>wF6&qDwKnOmTMQyIj{)m3-7$W}y^8V)m(!s03 z<8f$`dk{w|*2g$v9DE_+`~Dw)`+uJAA7{;;_7i&@36@0b;23t=0a9l-x_|t~-~L~1 zCy$Wa@-rPdVuYlKaKF3I+`=_#caF~TKpI^+u2R?FekUjMj*T=RoTS;JV#0M5?m|UU z25v>!EFIAbDI&;k%ZTL@QSr|sOJ=VZ--E5#x#{l(`TS2>9#ikie*383oyP|U-88Xc8yc6>z6=iI(T(fv?56?U2Fa=Ph&Nj6MpEVFgz5u59IiuU1}%KH{Cs_x z2rs%i7S&tDbP0+G&1D%GhUNA9ZT%5B1?jAYcZ8n`x_ssMKCJJ@OWth@mCB()P2lNx-1O;R)3B#|xERQT+`9pRvVFFS}< zdv7mRcNI$A6w*Fka2S~%yW8exh!<|ZKrG!0)5#TkvGUTwc1_u)6%~zOTiF;nMp8&=))=FFs(Bg?Kro|}K*NQE=E|CANi-pI^H{)7>Ev}HV4b{|)yW(8 z&!CH=-K~44tGE=BivPfv*<7Q)z3&XIL!6|nHr&3r2Lp_z^g8B}E2n!=(o~nl$|*6$ zD!R`Ul3IK%)(~-t?CBy?=5M(s82EV!cZE)l%L)CvC(=_hktC7rr^$Q$_I=aW73*49 zMp(FfR?DWak3nvGSblz*VTRpDnBTWZWcw zzjGXAjl-ACZkwM)r`~_tqwEY04vshb97|(5p<>x8EiCo;!)A!cm6<^*5~R#U=&4W1 zks*SSoiM^2tRz=GdP$`~a?%w`j=iA`oi1$T<(cyEkZM1tN;et_b4tqzGl>-S}utb!Ids?jb zZFF^@H`tgdoT8i7IteuZAodjrw-Qmt<}hM(&+ySs~w1TZ^6jvw^0_HKrN6Uyut zTv@p2Q6gtc!6ElIW9ps8OEcXn9JnP#h3?J_ zEgc~%0;Kb1zZ6kj5qVe&&W<;B(X;K>3)G- zBu+7s9zd9{tq5Wm##QLtP8%URHtE_aI@gsJ!t*PHCDAeO#9afgoVynlMs56%E;d?T z$lk$L{1D2gi#vC;Ai?{<@I18M%#x{7L$Ftr`ZU4JGKGcqEx1(SRHdm==t{T^8g-jp z@f2O@N(;@oHO69|!W6^`ht9x)Z$;%4Q!qymzDsK!(>3l^JbbhWm?>CsAX!#ch~8VH z6$*=qgp_04ng_7XU!FkQulKCO;S{t~R%mbeYc@_=*6~l=xpwJnNAFjrE}bYRL|?Md z;B#@klBF|PDX;jB!Y!$$J@2jXY}!&n{0{azz+l>0`a^iQmHCo9*lEU#1pr1a$*!1C zeO`ATnG4a<%??~2FoC=Eqm2J4!xf}DO%dO~Etunv9vJyaXrL=4tdHF%CME0s`$ykq z^xymU+%Jh@UA?u3li>dT0S#;3;}mQKr;DLY>2WD1#2-?S z1K~JPrVq4BM_4AR6G`iD)*Y52t-sw9p3k>_yT=p~#mzgYt>2oRdt|=rZqBq23EvUi z6g{4i&_XRI%#-?=>GeoezpQa`QaFtCG{Lrcd(Vn=LYq-Un7_oIOp5&~MF#%_y>x`@ z(j0$4VaQoec+@i*-2;2_oHDuxdb#D%_Q4L5hZ0S`0HjT)%{baDJAXPqX>?t{30J`T ze@L;I37p{np)%3~AG2bj-8hSsW5{S}%C>WFlh;%9YXqExCU1g@bftvxYxjxUJxy@- zDtRS!v@J}eZg+(GBcg71g!-TZr0d~7_$@Fp9>^^V+uVdLa8Oi;KMlSTc6dB6 z&|Ma47cd0&J8B9AzrP!M5+9AWZ=&K-i^tK|TodnvA=^Vej4bw8J6#=F;QXoqkao8h z-9kvwsZvfVb60V+KO|(c=htffK?Wu`zPSqC-A?KrV~4m8BZ&#__PnH2cC-3-Q&H{D25Z6_&!2{H`*7J3f!Q; zHnx|hJtT+%QHSDx)rSa zL|%(Zb+GbqbqGy+o_>-i#GoDz*13-L>Ljgm9rbm8wT;UeOtVH;Zrj+|!O61IXml_W z@Gq1>pU?HU#eRQD|AupM)Ay+VsQslBla@lCFbdP-U>)IvQ2dD8d;#GS`z<#)sMWcJ z(>?CkZ9$5KLxqI<>uvhL%o^H45d+)%4OnzIxqb!d?)B)=L~eM#&{Hw%>P}g0xs*`f zp5{-865?RNaMS0vuiHKAU`{cgdM}0GGn96cv-UIJoxsUBhkNtbN_aYTXWpt}Xl_cY zxRj87x6PlJcZz0CgTh4B^v`4g=PBh5kZlEu;a4dY2m`PlW7WYSAXi|$(LKP9w&k27 zq&oRj3C{&05f~mNqZC6KLhs>9#e$8V$n~g$Ebh2d^k`64dS%j8>MrAP)vR{m%{HV? zDpp#TPW`Z97xeVHa9OF#eW?q7C*$P)hI)h4L&r1@IiiI-iyIU54dQ*#uVitXnV(dj zysXscz3Bmcr9({LlNyQ9x%4yK#TtVO;&>t9skUT{} zXhC6qK(%2cH-%yO@{J}E@;vrS^`wgljRqbs*Wm_$sYuGeyJAv}Z;_vnP`DE7^arbY zte7~pQFedt5<8fKg^i9Iqq$w;_`PzK>1lAond7%dVKSpaxA&*d`YJYP7D$sWq9Ys_{cx4$cnv$)eYC({uL+Al0?Wvan=pwvhW zUg>bVjZRS12rFs7-k}a>etP?*v{dCPSC8r-SG+@2!o8+&12$KFQo! z22Us+dXuI&8iRdouA&5H$z$NkN;ST4wR7J+agOIh-h5MLHrO8SUwBeS6T|%rcI32J zS${zC#IP7rCz%-b-=1V*xId(rl7ew|&jg=rUQ$~BIR6GCfEW~(PyUjpDNCvx zFXF@+TPp-7*AXI56^ev*JWrvkfGaDN`YinJ32Y~q=GoOs`iloAu0XpGkCZ%XOf=F5 zQUS(81^BH#G(4H3FGDY( z-|=BJIkdjA6r+m@3Evlt;0WPX#)rA2KJbIV>xDUx(juvu6ee9hXhPU9iVEZ#U@JndY?b=-q7uhnjIs z=x8qFi3x!j=@5kfiFHa7djec?aA~n{1RU)+=^SADz)CbANA0$ym?w8AOg~2_3uIW& zAW_dY-!GpgTeI8jX+j6J2?>QFDeHYZ(h2i9C@Ph3$$RGn4xQ`gE&aB6h^?>b;DmYW z3kt;_{1@C(w{#)C9VdM7j~>E}!b-q1f$cju%8-&91554=(9?2i*~wkZ7mC8hr?6{5VgCs6V-AVg zSH-9cBPYE2@}Xu{s1wvzUQ%dpAXt_zBWH6OzQ$tY-Tu4%4(5{S+61q=E9G0p7~HJ6 z^_5Jccd=QZNDb=Fyk(MLI`Yn?w9J=OT0OLh?jy_nJ3ER}*!E}2C~86NPQMx`J9lTU zDCqa>lsm1sXh9+RiH}VPiTjnVCE(BkXHn!8(@L?D%#Y_NAp_}WO7R%Rm`$j*+_Pc5 z6-htx5>lT}_S{vdC|Nfy>ad4M(>{8+!UJ!(v~yaya;1dwp8Le@pT_y?F^v$XRk%xkbE{cbYxno}jmE~C zLm-ir>05N|G-plhFQKzT(m(Y~qsbw}Z`0pS z^wwb>1cw(vL-A`d7s9?zYN#(NeEbHPpyjkBR*CoEa%Cy!MYHkWQABit2h*08O7P|n zj&{N1dQkq0rre*@8S#v|#I>BKymyfVsCEfU*j9#Rr9Pa&O6nsf1u=6}lY}qx`J@#; zbSyaN1n3qVeNV%YzgX*pKBSch3Cc)XIZ0OWGS)&4a!D9lIw=Fx*`! zVf@N{V!|29*N4CkgbHBUrEmdKQ8=bSt#CjDvGA)q)Q0K3gw-8Ig!5DU$%Jm3$!z!v zhLxH&&b{C*YWI)v;+tT)`+~y!wf}(}1m{o;hRmkSB;`$Q$D z*lX&-T5zd3tQg^vBm5nvbAd5Zj9f8cLpL&t6C?S%MaQ?ntrH)B!p1uirx?zJ02D1J zq#wCChXgFxZo0dfyrhU}74;`_!WzD${zM@my96?yRhFRr{wBJBp0K}ZD(KhEHuo4V z4?_HT-$e!s-S;9@&6l$SH%u;`nyAUNC`CNAptS1SJmnK#Iaqo5U~+!tG*Fr2+cqwXm%`6|VP^9%XNv=nlomVsyt`Db1t z{j|j?1DmpjI$_#sIpKasIJ{-N7HlN_Sd(9JyN<9}!r@ec zqhF!?4dc){Pq@(^mzT6J|;SRlv=pI$>ZW9 zsHo+B^5Y>e?A;Az!sK_Qgz=L#eJlo{TFw;!D}@#~Qnl-})<>OPe8eoNnc*{L7;pZ_ z%@md6Qw=*yjNEql^LtbUzmDM~!pd8Muu~an@$czx>0p@i_++nc5|>x+2Z&1;E6CXw z6xOf&7ed|P+uY6 zR`~CR-|@KN6-YQE-IJCG%R^nZkbzmQG~0>deq>q?*pXVv6_W~FpD%kyGoSxGER@!d zoihKqlrY>s;7{B*x&_1boXh04*xc^6dkFf4-3wO;F4p06g$`D!ok1O5Zg=e#DX9)r zDz5{5;yNHT`0k*U$y>m3;!C^k#kK5br0vhT^ynI%0!AHtER{PE_G-)Yc|t5zR9tFR zi@xUSiEgZs!yU2ia^JAo;{*wQEx?|UqWn!gfI4dIrI_&Fc8U?(#u>VT@eBqb%s)2i z{q`Frx>i3VY!|tZko=xMaMRphJhfztBW!*zb$I$1b`%k&N&Lw?+$>H(0IPOwaQKhE z{qJ73G{2U8`70uXaKUZ`K9$~AW-=Wf7EfYRI@A@D8f1dPwOCq$gAeWG{djN~n~$Mf z+7E5I6iQc2D8EAF4_*Ctl#&;(zD3bUh!-Ux3WG*NZpxr{YWZ;l+T11OgUVXOn&+3g zMNv(dLVnZa4oah!U=ub?T24s6)z92w@6ge2ahQWCttYfJ#6bmcAc+WY)99oMxN>;~ z+-I)93L(0i5{R5GJrVWmV3d_IVI6F%Y=75wBWzb&*Jv`MBs{2z@MwMm(3(_$8OMZ{ zVk&9!k(*7f3GCGgl@BCCF9~z|vjs}APf3i%NZ1z?l{!2MzT$eQ8?z0AevNO(!`Pzp zcgc>_@Y~8<3?Qe-fNxWuq=`_3kp#|JX33kPV`16kY$kZ}B zgB!OlV))ps7@FtN5GSY#Eho(Xsh^oT%XQX(b`h;(QsDX%wpH+i1WeFf{s%Vm!ey*O z@0Z8(IjK^voK)(e;&7$pwuOuPbc#g0B)?>L`IjYzd8dtkIrZkim6BTg-hFaovb=J? z%wWo8uia}}Crpa$Q6XXbwnHD7jP%Jt8#nA|)y7J;vb;9`i!P%+$~K?#oi5f^BL^vS zo=XY&M;-pe?5tlXqY-?N{B7jghS^9u)$jpkq`aqBe(JM9`Q4|n6=#NOvzN7hrH!gZwSs6Ol*xpY+2Bp>}nQ$ypDe28P` zcoRcPNpei@C4@NUC8Yzu&cES?!srQ;@3^N9%I3xKc5Ca@XTu#XCDdQIPp*Gm+&SO< z%C@?AvkZ1e;G4+j$1yHRnO3LF4=Nu(wokOjJH5QXclSiG}9R= z6P8O!74FE&yz2Y`#{cB|yqNAbq0hOHuzcoX!N?MrLT_ryR_y)VKk%@dru}u$hR!%` z(_ASb{lR_WE_HVsgHtwl)e^rzmbV&fCl0#Qg~;nfWCg|n(rN4AN=ZGwa-X;!ehKP0 zeIoxP`&;S(zmbY^$0lr~eAd{{Bwwt)A_LLV(+Js3$sLDlSla0Ivq>C;l3T>8lZ5qF z%Slr|)z7Z6OB+Zo=YU=0g@*9@X@rYP-FSHg)~IPD#f0@6`N*VGE$C=O<{*D8u)q8& z3c#Q)4qENhn;G7uR=aY-{{=eNJ%&mGzN#MvbnO}KcE=nNzv?aBZi_T{i=VIzEzJZ= zHz+DKco2NWy+B$V*mRt)egZxR{3#d`>Iy%_;SY=wJS9wVE+kc$j1o5~CR~4% zkId#LG`^%@TRWk-&*3(xb2brW4^?=tL1_++04At#S4!&hx%h8{V_b>&N_WC>yDuo*U->VXK6u%H*q!SaxjRuM;`dsW_CYVLvPo$*mlEdB z90t?c-DR-VwL-R!nwXwW5i%+ylpiBNTapV)Tq`vVb~M(Ndg~Zl^Qe)9{ajKbsgxhu zefkvlEqj-(CeOPT`LLp!FDa~CN?0f9=~c9fwAmUQ=XzGoQpE|$DdRew;9~nsN%%0d z{;aBpSQ^vG2}f;IM!3JCza2CFs8N_%6K|tHkSU@-Uuxe+l&c-vgMR1q3WN#?@7q24 z;D{ID)24H{Xum?g7-OxHV#1Tj$DFCed!7&G;m#NVm_05fgkQK%%ohY;O7JDtE$C?8 zhMD=v@4}g3Oc5e3zgdCP5sd`%Zd@8jfAlC1)Vbad*Tsa81ToG@G_WC=;@Q4IMRLe;vuK1gS z>zW2GS0%_Ug;h9gXUdf3QUd=e4&10mX-dPuB#)AOW7ndff9dxa2pheS)W2F%xW9Hx zgq065=5Ds;>a>D?z%jDs?G2kf7{k8eXr6p%yTHh4NwN^IfFxFQ4oA6|D1gB|ZJ-;- zybt_KD5mdI`oNczihP#8v%;0hA6bcRS9q(wH#n>h3~!3bLxqI$b4FmcRU6iTBj;>t zBX-GY?`r>*(ma#{w{z7(0}QbO^)OYOidoYoY;E+mEH zvBk8Ej-B#}dwjsRHBB8-Ca#o|T0BH8+^tWVTe zjqUH~e}|)0CsKUCm785Orx3b@L15pB(O&s(;<)F`Gt&zxy9q5Q-7te{I3%tN{JAf2 zN)SZvy3ydCum)kY%MK)@hcHl6uOtbfQc|feP$_)k8o6t#?z6Z~e2fj5F`p5*~xt4>-~If=3oovOs#N=r>x>&#}RrAQir#RN;O91y^F7af4Wsywe*8okELKI$g>M z-$Uf!W*nyT8+`ht^d9iOeaa@m1K!tn zY(73IWToe>S*?@%;D7zg@BZa?^uIu7;wBcRosluLY2?Ip#r!C{kKBAQApCBZE}^V% zwMSj^s_!2_z_d{t$@sRPO%D+M4YAyxoG$*^xZ>8>o4erD8jEH8q|7T z#=HsLZ@*~R`(6nqG#8R4f5#uVvD2qFFu5?YG8$P((Rx&El=J;ApSd3E^1&oOmZK01 zecpD&S6b$jwo@UYz0Y~X94CF9Vf~=5Ug%)}?Tpd&NHZn-y#?`&1ijZY8b9#FJJ39#oj?`6j_M9Stc~L(Y`By>T9B^hm>V(CtUT1u1I)mlDeN z`uxeUxypxHE+v)u7^vzak(%&MD0U8jPrMV zqbi2NmvG0|mX^9avfoNC@slnTlCEA6(zNgjACfRqHK}|2>t+hk-fFvB2G-zCc-^ds zAl0iC|AnjQddwL-UE=NC?Zd)Gt^9UlU_GS?+l_&`Nxv8jTu1P2e&-r+Z_W+|?uLKv zAj#+Bpn2-kr2)!#p}^nFy0I}oqnS5ogNJ+p)a?+9)w${H!T0y>Q9C^^&TQ?gPYHT} z$_VdQ^f&Xm+|XEHv6p+l9R96|!(m#Fc+CA;fG00V80<+)!djr^g#82k%r$uK zKuf(LNA)PeAfcI5MuUO z`AEs=SYxfKtYx?^8{{man)ns|)lPSe72cJSdVKCaaW#r@nZL}e@|iTT`n?b0WKI7k z?0qP-ma@?y;{}D%2HwTMNcJ5}zmDTPQGC?&m108lm3-uuQ4sfxSmu%@p3HN+s)^%x zYMj4zs~`w0Z^m^X&;Q7A~PGX3V%eHoK&xLsKtN zh=Sr_R|H>kb)E*-ZCxPA)Gt0nj0D?TpVElC6aySpDZ%=*rKLtZ{8S_StAph_&Fhs= zu8@Y#OCR}dp(0X9on5jLwuPp!)aDcY5;bB_H(uxuuUW0~M5UudS_#V+HPz?R`o?`? zBD8aLWm+PaScSVJkKtA+Y&@ZqB*08-d|p@@|Ao{`IB8dc3e~7a@)b-`BtW4ah--n% z9dW|P^jf&WQ7zn;Dxh!yXlmsg!(J`n^`HsT@NW~_Y03H?LRqagEB0W z*qy`MFL=bnE)SfgwD)9k5`HsW8F!aq+TFd$`;+o>;kx+@v0-hT_mcl`L6Cs@jyKBj zls2~AFy%IT{e!+$DHVyUPAadw)HIIE^xkono|}0&a^@Y7F=1r5!lPGGRM_0Jp$^P8 z&U@sGOi7Ki<%RC*tUj+!0)qyScF1d&-&C=^S)mj4t zffaM1P*51&n}d-=7vu>n({N=UhjuM5S2Fi1wh?hTp}S6Ir9%pDr3Jr6Fi5iT5fu}T z4~auGn9tg`s+$8Eu-jq5AWvqfS1MNc^3uXy$h`Sp{&NYp-}K@3Az_8r=wt*Ty|z#i z$RD(_hc0h5N@jUdE5p({j&gy(&hQWOisEI17F|x~d!FLi3tL-Z+m{W2yIi!ut^HpJ=}?0#uYQ9P*AAOPbm;2$HF5Wxz)|7@KjLXZ$IA`pZBl0gOw2( z!-DLZuaZ6~81`VrX?w6b~*}Bd>T+IEf;aT45~OQc{JRfks`I`9*p(7b1Rx$-NR}8l56UL0RFuHc#(J zajTa3<)N4iAujH{-7&~~S?yomd^tFzI3wcO9d`?j3@0_B5Uh+NJ9Lj+gbdpbNQ$YB z_K0b1_hqFzA8hznUS$pA`UyTd{q10gPFTAttc}vbLj4I|?45VlJzJFI*e8%CSG=nX z4MeV%U;*KZqMcPKYDvlo?YYJL)Hk27xEc_f+W7s*3G0e!gPtNbViyVsiWNToKJ0?E zlH}rfgIwu*MygU8B;|zm?r2)x0^kq~N%h#7cG-_h;dGE{i~jHHR?&HcNlpEoEok|vrr_wSy5-k{7#nrPnKzkB+5gEAv&c;4Lbs&gCH z{P&Oz&)$}*2q`F*6v_+J9tuK1N!eDzxmzo(4=$Z2I%&!;hqr9SBfl9iakNe zzOc8)hSg}x|2)}Xf}PJve9GVhG-Y^eYp{!`5`$jhPO3zANQ(T%PBXe|`((UYGmfIZ z)!_HC&!WD9q{wfOi`w9hSzpFc)bsSIaJ=(B#_I`>6`(i!bPvdX_R)@w4jgl~E0o8^ zR^Y${?mB6r3k8gZ?xLcsyya;!8rdPYxfjwSGKT?I(90y zZQHhO+qP}nsHEalQn78@l~htm#Wv4+zWvqz@4ZiJ=c3xVdFE>U;vIAKIr|u6j;_B` zg9dEJ@gE=W|3^>O|JTJ>%-@-z119Y^`q!$8|6U{iu;%}7*x&hK1BzO92R+q3{MV)h|M0x{f3p5g4<0a_@4qHc{=@U) zzk>d6t|@%~(Qf`}?*9b+pWOeM;PL-Q?!SWm&JEqUQI7`y?`y;IGUcWT%!&AK-D-v;>~;s3Bb{(Ict#|Zc#8}J0ZQRjd$lb!#oQ5N}Ur@;RV{QEc| z0~R)E5b%rWKmLz@So?oR{hb}WYrqnL|Jfh@4_oKIg8t487tp^DFc2f)RM6Fg=YB{?|qe|DOI2 z?{EJt?e8N5HO}zgqyOQZo0$L2?AC3>)GlMA{m)H*myQ7whIZplYsDrwwj|OOj#%PLW zXn~e!jW%e9_UMRC=z^~3jvnZR-sp>d7=VEoj3F3?;TVZg7=y7Gj|rHB$(V|1n1Pv? zjX9Wy`B;cW_!&#^3zlI8R$?{Q;8(1}Z`goM*o>{%h8@_6-PnVD*pGuagd;eL<2Zp+ zIE}M7hYPrf%eaDTxQ?5+h1Mqn z0|<{iO>jxa0rhG0d#8}F+gAJ$cmyO8e$+OVj~XXAwCi!5t1M&k|PCDAvMw> z9Wo#zG9wGJAvp)iV~7)qcdN}~+Qp*$+05~`pos-p&Kp*HHG9vYw_ z8lwrCp*dQj722RJ+M@$Hp)*_U@g{RJvLw?He(C6VLNtW7xrK;_6N|d^??9= ztqv(Vf}=Q&6F7y_IE!<*fQz_{E4YU1xQSc1jXSuDd$^AWc!)=Mf~RzzB+92!W6YjW7s@@Q8qjh>R$RhUkciScrqTh>rwFgv3aSWJrOO zNR2c|hxEvZOvr+)$c`Myh1|%Cd?zL)hw+$* zNtlAEn2s5kh1r;kd02pjSd5>s6u)3OR$vuYV=aEgdi;is*n}phJIE6Dfi}SdEOSp`yxP}|JiQjP>f8Z|u#C`mQhj@%9c!uYAiC1`ow|I{a z_=L~+if{OVKl*g8C$Ro+p!b7um^jw9|v#< zhjA3gZ~`ZB8fS10=W!92a0OR!9XD_bzvB-6z&-ql2lxw*@EA|=3@`8!uki-&@E#xW z319FP-|+*1GXxL>!4MoF5ei`t7UA&|A|eu^AS$9G24W#L;vyarAR!VX36dc>QX&=7 zAT81(12Q2qvLYLDASZGo5Aq>D3Zf8-peTx?1WKVa%Ay=9pdu=x3aX(xYN8hEpf2j8 z0UDt(nxYw6pe0(P4cehSI-(Q0pewqg2YR75`l25OU?2u#2!>%eMq(7kU@XRC0w!TH zreYdqU?yf`4(4G#7Ge>8#uEI3WmtigSdBIK73=UDHeeGrV=J~{2Xm8<1OCd13uz2 zzTg|aBT&Ww0wXAbAp}AqG{PVp!XpAAA~K>N8lod6Vj&LVB0drz5fURQk|70BA~n(= z9nvEsG9e4HB0F**7jh#n@}U3c7LN}&wOqC6^~5-OuAs-XsIqBiQF9_phZ z8lefAqB&Zi6dZ7>cqCW;;5C&r?hG7IoVl>8J9L8fJCSeMu zVmfAE7G`5E=3xOAVljTkQv8DDSb+u^lViUGtE4E_?c40U6Vjm9RAP(aQ zj^Q{?;uOx{EY9NsF5xn+;u>z?CVt0l{DHgp6Zi2K9^x^c;2ECdC0^kT-r_wz;1fRM zE56|e0%Zyy2!bLwLLd}EBP_zCfCG)GIcLL0P2dvri2bVgTnLl5*sZ}dSw^v6I9!VnC_aE!nxjK)}u!vsvkWK6*{ zOvg;j!W_)Sd@R5sEXEQn#WF0%O02>fti?L4#|CV~W^BPWY{yRQ!XE6!ejLCd9L7-` z!wHL1NZPJ9^fxL!eczeGrYh{yv7^6!+U(hCw#$I ze8&$2&Ky7x1VeCyL@0zoScJzI?~h>LhgfP_elBuIwjNQqQPgS1GG z49JAc$ck*pft<*VJjjRqD2PHRf}$vn5-5ezD2sBafQqP$DyW9)sEJyrgSx1X255xF zXo_ZNftF~EHfV?T=!j0}g0AR}9_WSM=!Q9BgRvNo37CY*n2Kqb zfti?%Ihcp}ScpaV8B6dBmSF`}Vl~#_SFFQt*nmygjIG#)9oUK8*n@r8kApabBRGoV zIDu0*jk7q13%H2OxPoiAj+?lJ+qi?fxQF|AfQNX5CwPkIc!5`VjkkD*5BP}B_=0cv zjzC!g2#lZzh7bse&A&itNaNT*!^Q$cF+bh{7m>VknN1D1|a8i}I*|N~nygsD>J-iQ1@xdZ>?vXoMzc zisop6R%ng3Xon8yh|cJOZs?Al=!HJ$i~bmZK^Tmo7={rTiP0E?aTt$@n1m^qis_hv zS(uHvn1=;eh{gCBOYsYqV+B@WHP+%+tjBNIh)vjnt=Nto*oEELi+wnNgE)*MIELdm ziBmX(vpA0nxP;5Nifg!moA@2K@dxhWPu#~}c!$&mu7kQ!-`4jGUU znUMwAkR3UZ3we+i`B4CcP#8r~3?)z!rBMduP#zUg2~|)P)lmbrP#bko4-L=|jnM?n z&>St%3T@C9?a=|9&>3CP4L#5kz0n8#&>sUa2tzOw!!ZJ*FdAbq4ihjDlQ9L;FdZ{7 z3v)0R^RWPnuoz3Q6w9z2E3pb|uommE9viR`o3RDkupK+G3wy8^`*8q=a2Q8%3@30B zr*Q`7a2^+N30H6x*Kq^4@H_6{58T6_c!0m~2#@g;&+q~-@fvUN4)5_1pYR1=@f|-9 zI9mWg5DdW)5}^xVV-NOWKMvv$j^HSc;{;CO zG|u82F5n_A;|i|fI&R_?ZsQK_;vVkf0UqKJp5Q5-;{{&fHQwSKKHwuh;|spwI|5}7 zATWX=7(yTY+Xwq7j;)DVn1N zTA?-Cq8&P*BRZoCx}iIIq8Iw0FZyEu24OIUVi-nXBt~Nl#$h}rViKlcDyCxwW??qw zVjdP?Ar|9jEX6Najulvi)mV#Pu^zu+BQ{|RwqiSWU>9~{FZSU84&pG5;24hMBu?QB z&f+{S;1Vw5Dz4!MZsK>`#vizgKXD&_;UOO537+9OUg8zr;4R+c13uw1zTz8xAW)6~ zf*>e@BLqSrG{PbrenJF9LS#fmG{itm#6}#%LwqDeA|ydlBu5IQLTaQ%I%GgbWJVTb zLw4juF62R8vbuOu!^e##Bth z49vuA%)va&$3iT^&sc(Auna4(605NWzhWJJ!v<`^W^Bba?7&X!#vbg$ejLOh9Klf> z#|fOmX`ID5T);(K#uZ${b=<@)+{PW;#Xa1|13bhdJi${u#|yl|YrMrfe85M1#ut3U zcLd5AKwtz#FoZxzghm*ILwH0$L_|guL_>7ML@dNXT*OBLBtl{&MKYv7N~A^_q(gdS zL?&cGR%AyG(26hm>8L@AU(S(HZwR6=D`MK#nwP1Hsm)I)tVL?bjo zQ#3~lv_fmNMLTprM|4IPbVGOaL@)F~U-ZWS48mXx#W0M(NQ}l9jKg?L#3W3?R7}SV z%))HU4WL`=c>!vw3luHFVl2T@EW>iF#44=8TCBr*Y`{ir#ujYDcI?D1?7?2_#{nF| zVI0LVoWMz(#u=Q$d0fOLT)|ab#|_-V@3@0Ma1Vdt0sg`xJjPQz!wbB`YrMfbyvIj; z!WVqSclGZlfmn!*xQK@YNQlHpf@DaJlt_g% zNQ?ByfK14YtO0auoh?8gehx*skQ;fC4+T&Vg;4~>P#h&u3T03hC&g4js@DozVr|&>cO|3w_WR{V@Q8Fc?EI3?ncSqcH~K zFdh>z2~#i?(=h|HFdK6*4-2pmi}5p-;ukE(3ar9vti`WbkKeEno3I62u^l_G3%juw z`)~jUaTrH%499U2r*H;maUK_N372sd*Kh+j@jGtg58TC{xR1Z^5RdT$&+r^C@d|J7 z7Vq%^pYR!9@eMx^D0cus5EQ`?0-+EZVG#~LAp#;HGNK|HVjw1BBM#yrJ`y4kk{~IP zBLz|+HPRv-G9V)|BMY)2J8~iy@*pqrqW}t_Fp8oWN}wc4qYTQSJSw6Rs-P;WqXufB zHtM1t8lWK>qY0X!Ia;C>+Mq4kqXRmjGrFQ1dY~tIqYwI_KL%nDhF~a$V+2NFG{#~a zCSW2aV+y8WI%Z-P=3p-7V*wUnF_vH{mSH(oVine4E!JT@Hee$*V+*!nJ9c6h_Fyme z;{XofFplCFPT(X?;|$K>JTBrAuHY)J;|6Zwcih1rxQ9RS0Ds{T9^)yV;RRmeHQwMI z-s2-a;S0XvJANQ=o&bU%7=j}tLLm&oB0PRVL_|UqL`8JOKrF;YT*N~HBt&8)K{6yq zN~A&>q(ypUKqh2HR%AmCs}6h(2AKq-_)S(HNsR77P|K{ZrIP1Hgi z)J1(XKqE9pQ#3;hv_xyPK|8cZM|46LbVYacKri%0U-ZKO48&jz!7vQRNQ}Z5jKz3N zz$8q@R7}GR%*1TW!92{zLM+11Sb|@$3@fk_tFZ>ZVjX_N25iD+Y{fS0z)tMO9_+(@ z9K<0U!BHH?37o=doW(g@z(rif616wJj5eB!BafP3%tT>yu~|w zz(;(>7ktBa1j-vgU<5@lgg{7yMi_)cctk)%L`D=uLv+MMEW|-v#76=oLSiIEGNeFC zq(&N~LwaOHCS*ZYWJeCTsqb};90UDw)nxGk)qa|9Q4cekTI-nCeqbs_h2YRA6`k){BV;}}$2!>)fMqm_1 zV=TsD0w!WIreGSTV7JwDPUJ=&-VH80z6h}#vLK&1rc~n3pR7O=)Lk-kK zZPYJ43h=X{DkAz5sBuI+n zNP$#HjkHLI49JMg$bxLhj-1GaJjjduD1bsJjG`!p5-5q%D1&k+kBX>-DyWL;sDWCj zjk>6Z255-JXo6;Fj+SVJHfW3X=zvb>jIQX09_WeQ=!1UfkAWD3AsC9`7=ck3jjOIkBhj3E4Yg5xPe>v9e3~t?%_{7z+ZTT$9Rfoc!8IAjW>9Q z_xOlU_=2zajvokIFn}NkhTsT^PzZyt2#=o-5s?rDQ4t+65DT#p7x9n)36U5{kPOL@ z5~+{|X^|cokO`TQ71@vjIguNAkPrD$5QR_#MNu3jPzt3{7UfU@6;T;gPz}{l6SYtW zbx|J;&f);feHl>7(o#XArKOw5eDH99uW``kr4&a5FIfQ3vmz^@sR+DkQhmk3@MNj zsgVZhkRBP430aU8*^vXekQ;fC4+T&Vg;4~>P#h&u3T03hC&g4js@DozVr|&>cO|3w_WR{V@Q8Fc?EI3?ncSqcH~KFdh>z z2~#i?(=h|HFdK6*4-2pmi}5p-;ukE(3ar9vti`WbkKeEno3I62u^l_G3%juw`)~jU zaTrH%499U2r*H;maUK_N372sd*Kh+j@jGtg58TC{xR1Z^5RdT$&+r^C@d|J77Vq%^ zpYR!9@eMx^sBi#55EQ`?0-+EZVG#~LAp#;HGNK|HVjw1BBM#yrJ`y4kk{~IPBLz|+ zHPRv-G9V)|BMY)2J8~iy@*pqrqW}t_Fp8oWN}wc4qYTQSJSw6Rs-P;WqXufBHtM1t z8lWK>qY0X!Ia;C>+Mq4kqXRmjGrFQ1dY~tIqYwI_KL%nDhF~a$V+2NFG{#~aCSW2a zV+y8WI%Z-P=3p-7V*wUnF_vH{mSH(oVine4E!JT@Hee$*V+*!nJ9c6h_Fyme;{Xof zFplCFPT(X?;|$K>JTBrAuHY)J;|6Zwcih1rxQ9RS0Ds{T9^)yV;RRmeHQwMI-s2-a z;S0XvJANQ=kpO}q7=j}tLLm&oB0PRVL_|UqL`8JOKrF;YT*N~HBt&8)K{6yqN~A&> zq(ypUKqh2HR%AmCs}6h(2AKq-_)S(HNsR77P|K{ZrIP1Hgi)J1(X zKqE9pQ#3;hv_xyPK|8cZM|46LbVYacKri%0U-ZKO48&jz!7vQRNQ}Z5jKz3Nz$8q@ zR7}GR%*1TW!92{zLM+11Sb|@$3@fk_tFZ>ZVjX_N25iD+Y{fS0z)tMO9_+(@9K<0U z!BHH?37o=doW(g@z(rif616wJj5eB!BafP3%tT>yu~|wz(;(> z7ktBa1S%RpU<5@lgg{7yMi_)cctk)%L`D=uLv+MMEW|-v#76=oLSiIEGNeFCq(&N~ zLwaOHCS*ZYWJeC&)J7fDLwz(v zBQ!x%G)D`xLTj`|J9I!tbVe6+LwEE~gb0X)$cTz)h=G`hjW~#h_(+IENP?tDjuc3R)JThT z$bgK6nRGn1i{Pj|EtS#aM!+Scc_TiB(vGwOEJs*no}Lj4jxP?bwN3*n_>;j{`V_!#Ij# zIDwNmjWalh^SFphxPq&=jvKgz-*E?j;2!?O1N?c#n_xgfIAt z@A!eh#RCX}Uc0;NzIWl;_lP!W|;1=Ua;HBk$7P#5*l0FBTX zP0Qd7)4PGB~TKjQ3mBu9u-juRZtbxQ3JJ58+B0+ z4bTvc(FD!V94*lbZO|6&(E**%8C}s0JF#@A78e=gI6EG2z zF$L2w9WyZtb1)b4u>gy(7)!7e%di|Pu?lOj7VEGc8?X_Zu?5?(9XqiLd$1S#aR7&K z7)NmoCvXy{aR%pb9v5*5S8x^AaRayTJMQ2Q+{2%EfWPnvkMR`G@B%OK8gK9p@9`0z z@C9G-9X}AbWB@@B48ai+p%4aP5gtDwA|fFQq9QtCAQoaHF5)2p5+X5@AQ_S)B~l>` z(jq-FAQLhpE3zR6aw0eKARqFhAPS)filR75pcG1@EXtt*Dxxx~pc<;9CTgJ$>Y_dx zpb;9QDVm`LTB0@DpdH$yBRZiAx}rOJpci_hFZy8s24XOVU>JsDBt~Hj#$r4sU=k){ zDyCruW@0wxU>@dUAr|3hEWs~Wh80+e)mVdHu@1js12$nZwqhH0U?+BC5B6a{4&o4w z;3$sc1Ww^J&f**{;36*L3a;TgZsHbh;|}iP9`54-9^w(6;3=Nt1zzDb-r^lT;3Gcc z3%=ny0+k9NFoGf&LLekUBMibJJR%?>A|nc-Av$6r7UCc-;v)ePAu*C78B!o6QX>u0 zAw4o86S5#HvLgp_Avf|O9}1u#3Zn>$p*TvS6w071%A*1*p)#tX8fu^>YNHP7p*|X- z5t^VWnxh3;p*7l~9Xg;RI-?7^p*wn_7y6(t`eOhFVK9bb7)D?uMq>=dVLT>c5~g4( zreg+XVK(Ms9u{CB7UO3u#V=Tn6?s4PT>sB;yfiF#44=8TCBr*Y`{ir#ujYDcI?D1?7?2_#{nF|VI0LV zoWMz(#u=Q$d0fOLT)|ab#|_-V@3@0Ma1Vdt0sg`xJjPQz!wbB`YrMfbyvIj;!WVqS zclGZlfmn!*xQK@YNQlHpf@DaJlt_g%NQ?By zfK14YtjLBO$cfy@gM7%3f+&O{D2n1Jfl?@qvM7fNsEEp_f@-Lany7_3sEhh&fJSJH zrf7y1Xo=QngLY_-j_8Cg=!)*>fnMm1zUYSm7>L0bf?*hrkr;(B7>n_kfJvB)shEZt zn2Fh#gL#;bg;<22u>`+h8CGB=R$~o*#X9_k4cLUu*otk~ft}cmJ=ll+IEX_yf}=Q& z6F7y_IE!<*fQz_{E4YU1xQSc1jXSuDd$^AWc!)=Mf~RR$RhUkciScrqTh>rwFgv3aSWJrOONR2c|hxEvZ zOvr+)$c`Myh1|%Cd?zL)hw+$*NtlAEn2s5k zh1r;kd02pjSd5>s6u)3OR$vuYV=aEgdi;is*n}phJ zIE6Dfi}SdEOSp`yxP}|JiQjP>f8Z|u#C`mQhj@%9c!uYAiC1`ow|I{a_=L~+if{OV zK;;4mf}jYF5D10P2#av|2@wzpkr5Tq5Cbt08*va1@sSXTkOWDQ94U|rsgV}xkO3Ky z8Cj4G*^v{ukOz5@9|cedg;5m6Py!`U8f8!pl*g8C$Ro+p!b7um^jw9|v#QX&=7AT81(12Q2q zvLYLDASZGo5Aq>D3Zf8-peTx?1WKVa%Ay=9pdu=x3aX(xYN8hEpf2j80UDt(nxYw6 zpe0(P4cehSI-(Q0pewqg2YR75`l25OU?2u#2!>%eMq(7kU@XRC0w!THreYdqU?yf` z4(4G#7Ge>8#uEI3WmtigSdBIK73=UDHeeGrV=J~{2Xm8<1OCd13uz2zTg|aBT$6^ z0wXAbAp}AqG{PVp!XpAAA~K>N8lod6Vj&LVB0drz5fURQk|70BA~n(=9nvEsG9e4H zB0F**7jh#n@}U3c7LN}&wOqC6^~5-OuAs-XsIqBiQF9_phZ8lefAqB&Zi z6dZ7>cqCW;;5C&r?hG7IoVl>8J9L8fJCSeMuVmfAE7G`5E z=3xOAVljTkQv8DDSb+u^lViUGtE4E_?c40U6Vjm9RAP(aQj^Q{?;uOx{ zEY9NsF5xn+;u>z?CVt0l{DHgp6Zi2K9^x^c;2ECdC0^kT-r_wz;1fRME56|e0#ytk z2!bLwLLd}EBP_zCfCG)GIc zLL0P2dvri2bVgTnLl5*sZ}dSw^v6I9!VnC_aE!nxjK)}u!vsvkWK6*{Ovg;j!W_)S zd@R5sEXEQn#WF0%O02>fti?L4#|CV~W^BPWY{yRQ!XE6!ejLCd9L7-`!wHL1NZPJ9^fxL!eczeGrYh{yv7^6!+U(hCw#$Ie8&$2t`tBJ z1VeCyL@0zoScJzI?~h>LhgfP_elBuIwjNQqQPgS1GG49JAc$ck*p zft<*VJjjRqD2PHRf}$vn5-5ezD2sBafQqP$DyW9)sEJyrgSx1X255xFXo_ZNftF~E zHfV?T=!j0}g0AR}9_WSM=!Q9BgRvNo37CY*n2Kqbfti?%Ihcp} zScpaV8B6dBmSF`}Vl~#_SFFQt*nmygjIG#)9oUK8*n@r8kApabBRGoVIDu0*jk7q1 z3%H2OxPoiAj+?lJ+qi?fxQF|AfQNX5CwPkIc!5`VjkkD*5BP}B_=0cvjzEA&itNaN zT*!^Q$cF+bh{7m>VknN1D1|a8i}I*|N~nygsD>J-iQ1@xdZ>?vXoMzcisop6R%ng3 zXon8yh|cJOZs?Al=!HJ$i~bmZK^Tmo7={rTiP0E?aTt$@n1m^qis_hvS(uHvn1=;e zh{gCBOYsYqV+B@WHP+%+tjBNIh)vjnt=Nto*oEELi+wnNgE)*MIELdmiBmX(vpA0n zxP;5NifgzLK(~~wZ~FUp+{Pcci$8H6f8ik>;|ZSOIbPxw-rz0X;{!h7Grr;*ejrel z0D>SWf+GY%AvD4w9DYIsL_%alMKr`fOvFYU#6x@}L?R?XQY1$Tq(W+>MLJ|aMr1}7 zWJ7l3L@wk(UgSps6hdJXMKP2>Nt8wzltXz`L?u)~Ra8d})Ix34MLje?Lo`McG(&T= zL@TsGTeL?9bV6rzMK|<7PxM9~^h19P#2^g8Pz=WijKXM)#W+mBL`=pMOv7}{#4OCg zT+GJ;EW%zgeZuL=!k(>h>f_2hXhE7#7KfVATeyuoxQlzZj|X^&M|gs#c#ao%h1YnCcldyh_>3?3hVKYeEr7rX zieLzVkO+-12#4^9fQX2UD2RsWh>2K;gSd!~1W1I$NQz`gfs{y%G)RZ^$cRkHf~?4n z9LR;-$cua^fPyHDA}EI9D2Y-igR&@(3aEt2sETT+ftsj|I;e;GXoyB=f~IJW7HEam zXp45}fR5;lF6f5t=!stFgTCmG0T_hA7>Z#Sfsq)EF&KyOn21T3f~lB}8JLCHn2UK> zfQ49$pRp9bU^!M`6;@*{e#LtHhK<;SE!c|f*nwTxjlI~112~AoID%t1j*~crGdPR$ zxPVKzjH|eY8@P$zaT|Z&F8;)Q{Dp^jj3;=8=Xi-%c!Rfij}Q2S&-jXO_<=yx0|iB~cn>P!8o$5tUE{RZ$%^Pz$wD7xmBp4bd1)&1WU0D%drxxum)?f4(qW28?hN%unpU>6T7end$At}a0rKS6vuD^Cvh5Qa1Q5j z5tncUS8*LTa0|cV4*tMB{D}wn3y<&^Pw@;d@Di`_2Ji45AMpua@D<Z1V~p)s1G8CswvTB8lx zp*=dH6S|-)x}yhrp*Q-X9|m9`24e_@VK_!&6vkjI#$y5|VKSy-8fIW7W@8TKVLldO z5q`!J{DNgzft6T|HTV_l@EbN@6EV);D1spb zLLxN6ARNLY0wN+Zq97WgBPL=Y4&ov{5+D&0BPo(01yUk4(jXnuBO@{)3$h|Rav&FS zBQNry01Bcoil7*Zqa;e949cQBDxeZ7qbjPQ25O=<>YyI#qahlh37VogTA&qLqb=H@ z13IEJx}Y1nqbGWy5Bj1%24D~dV zGOpqpZr~<<$8G$9yZ96L@fRNAF`nQVp5rB6;SJv6JwD(QKI1FC;RgcM3LprAA~-@I z6hb2`!r>=GKqN#)R767z#6)bwK|I7qLL@>GBt>$hKq{n0TBJh;WJG3UK{jMZPUJ!! z384+O3qKoA5&aD+rC zgh5z@$4`ieNQi={h>jSDh1iITcu0VRNQ@*%hU7?zR7iugNRJH2gv`i_Y{-F}$c;S6 zhx{mrLMVcwD2@^+h0-XCa;SicsEjJ8hU%z^|A(S`iWvh5qX1glw(V}a?Y7%)ZQHhO z+qP}nwr$(C_dheq$<6mZ50l)MSl#yAPmM(48sVF#AuAcIE=?cOu`gQ#dOTTEX>AS%)VOCTzx5Y{L%h#BS`tKJ3Rq9KsPC#c`a#DV)YxoWliN#ARH;HC)F{+`=8) z#eF=$BRs}aJi`mT#B034JG{q7e8Lxe#drL`FZ@QJ8UX}GPy|B=ghXhBK{$j*L_|Uq zL`8JOKrF;YT*N~HBt&8)K{6yqN~A&>q(ypUKqh2H7Gy;>WJeCltDR^M@3XZ6;wra)IcrNMqSiH12jZqG(j^oM@zIq8?;4xbU-I`Mptx0 z5A;ND^g%!L$3P6i5Ddj|jKC<2##oHQ1Wd$aOu;lv$4tz^9L&XhEWjcx#!@W93arFx ztid|0$3|?z7Hq|K?7%MU#$N2h0UX3(9KkUh$4Q*R8Jxv=T)-t<##LOy4cx?S+`&EE z$3r~A6FkLpyud5G##_9@2Yke5e8D$-$4~si9|WoyKoA5)aD+f8ghp6|Lj*)bWJEzU zL`O`-LL9_Jd?Y|3Bt}vsLkgrsYNSCrq(??%!e7XOzmX09AP4?MF8qf)$cOwWh(aiW zq9~3MD237}i*l%dil~e#sD|pOiCU) z=!M?si+&h@ff$S-7>3~(iBTAXu^5jDn1sogifNdEnV5|^n1}gTh(%a}rC5#?ScTPC zi*?w5jo6GW*oN)ciCx%(z1WWfIE2GEieor|lQ@ktIEVANh)cMFtGJFExP{xei+gy0 zhj@%9c!uYAiC1`ow|I{a_=L~+if{OVpZJYG2wW?GAP9!w2#HV#gRlsX2#AEph>B>4 zftZMmIEaV%NQgv8f}}`}6i9{CNQ-pHfQ-nDzmOGwBRl> zP#h&u3T03hC&g4js@DozVr|&>cO| z3w_WR{V@Q8Fc?EI3?ncSqcH~KFdh>z2~#i?(=h|HFdK6*4-2pmi?IaDupBF~3Tv#+fwuo+vi4Lh(CyRirRupb9;2uE-f$8iFua2jWE4i|6{mvIHxa2+>s3wLlA_wfLa z@EA|=3@`8!uki-&@E#xW319FP-|+*#@Ed_@2M`!R5ey*^5}^?W;Se4X5eZQc710p` zu@D<^5f2HF5Q&il$&ef=kqT*$7U_`znUEP-kQLdG9XXH_xsV%qkQez;0EJK(MNteT zP!gq42IWv56;TOQP!-it1GP{abx{uu&=8H$1kKPKEzt^X&=&2{0iDnpUC|9a&=bAU z2mR0=12G6gFciZv0;4b*V=)dB0tjftO_V2N3Z`K?W?~lRU@qok0Ty8~mSP!JU?o;# z4c1{jHewUDU@Nv`2Xe@BLqSrG{PbrA|N6nBMPD+ zI$|Og;vg>KBLNa2F_Iz~QXnN#BMs6aJu)H_{z4Y~jcoV_Iq)xX;XmX-KIBJ16haXc zMRAlsDU?Q8ltTqnL}gS#HB?7U)IuH9MSV0tBQ!=+G(!utL~FD`JG4hfbV3(&MR)W- zFZ4!V^uquQ#9$1;Fbu~?jKUa<#du7>BuvIsOv4P!#B9vLJj};JEW#2j#d55`Dy+s@ ztiuLu#Aa;4Hf+aE?7|-G#eN*XAsoh09K#8m#A%$tIh@BuT*4Jx#dX}kE!@Uk+`|Jr z#A7_cGd#yjyuus2#e00fCw#_Ne8Ug?#BcmT;JN_>K`;bINQ6QdghhBnKqN#)R767z z#6)bwK|I7qLL@>GBt>$hKq{n0TBJh;WJG5Cg{=4++3^o@;$P&(f5?k`D1d?}j3Ow8 z;wXtyD1)*nj|!-S%BYHJsDYZOjXJ1@`e=woXo99_juvQz)@X}%=zxysj4tSg?&yhL z=!3rKj{z8j!5E5R7=e)(jWHO9@tBB7n1ZR8jv1JR*_exYSb&9Cj3roxRNBxPXhej4QZ?>$r(qxP!a6j|X^! z$9Rfoc!8IAjW>9Q_xOlU_=2zajvx4i-w0GMfWQcfUjSD zh1iITcu0VRNQ@*%hU7?zR7iugNRJH2gv`i-tjLD!$bp>5h1|%4yvUCND1^c&iee~% zk|>QbD2MW>h)Sq}s;G_{sD;|7i+X5)hG>i?Xolu!iB@QXwrGzI=!DMbif-tEp6HD} z=!gCoh(Q>Fp%{)47=_Uoi*cBMiI|Kjn1<2K; zgSd!~1W1I$NQz`gfs{y%G)RZ^$cRk%3t8|tvf&@(z`w|a|BwgykRJt62t`m7#ZdyK zP#R@X4i!)ll~D!NP#rZ<3w2Nz_0a&0&=^h83@y+StkJp30=??-O&TR&>MZx z4+Ag|gE0idFdQQ>3S%%9<1qn~Fd0)Z4KpwkvoQzrFdqxC2urXO%drBhuo`Qz4jZr$ zo3RDkupK+G3wy8^`*8q=a2Q8%3@30Br*Q`7a2^+N30H6x*Kq^4a2t1V4-fDVkMRW0 z@EkAk3UBZh@9_bj@EKq64L|S`zwrlw8w3yp!4MoF5ei`t7U2;Akq{YC5e+dA6R{Bo z@em&gkqAkU6v>eSsgN3Jkq#M<5t;E9vf^)K$3Mu4e~}yiAusZw01Bcoil7*Zqa;e9 z49cQBDxeZ7qbjPQ25O=<>YyI#qahlh37VogTA&qLqb=H@13IEJx}Y1nqbGWy5Bj1% z24D~dVLwhGIBIU=&7UEXH91CSo$CU>c@lCT3v{=3+h;U=bE$DVAXcR$?{Q zU>(+DBQ{|RwqiSWU>9~{FZSU84&pG5;24hMBu?QB&f+{S;1Vw5Dz4!MZsIoX;2!Sd zAs*ogp5i%P;1youE#Bb+KH@XJ;2XZ)JFp}LSr;VGqgZUv_>1WLwj^YCv-tqbVm>L zLT~g%KMcS?48{-)!*GnmD2%~ajK>5_!emUvG|a$E%*Gtd!+b2nA}qmDEXNA0!fLF= zI&8p3Y{nLB!*=Y%F6_Zx?8gBd!eJc6F`U3joW>cP!+Bi9C0xN(T*nRE!fo8eJv_ie zJjN3|!*jgEE4;y5yvGN8!e@NNH~hd){Kg*yZX7@m1VeCyL@0zoScFFeL_%alMKr`f zOvFYU#6x@}L?R?XQY1$Tq(W+>MLJ|aMr6ic$cn#_9seLF{zY#5hrGy#0w{>WD1u@r zj*=*aGAN7ksDMhSjH;-H8mNidsDpZ_kA`T3CTNQ0Xn|H}jkaiq4(N!^=z?zOj-Kd+ zKIn`77=S?-jG-8Y5g3Wl7=v*bkBOLsDVU1sn1NZCjk%bI1z3p1Sb}9(j+I!2HCT)F z*nmygjIG#)9oUK8*n@r8kApabBRGoVIDu0*jk7q13%H2OxPoiAj+?lJJGhJccz{QE zjHh^p7kG)+c!PI%kB|6-FZhb@_<>*ejX+HT2#lZzh7bse& zh>f_2hXhE7#7KfsD}n5a%h{>3OX_$_gn1wl*i}_f9MOcibScVl?iPczxby$y$ z*n}phJIE6Dfi}SdEOSp`yxP}|JiQBk?d$^B>c!Vc- zisyKNS9p!Lc!v-8h|lQ40fJ8`)q)3JoNQu-)gLFubjL3w)kOhAu8~#BK{EJ-p4|$Le`B4ysPy|I$93@Z+ zrBN2;PyrQD8C6gX)ln0*PzQBU9}Un5jnNd%&;l*d8g0-H?a>jP&;?!59X-$sz0nu_ zFaQHF7(*}&!!Z)0Fa~2W9uqJLlQ9+3Fat9&8*?xZ^RW<%umnr794oL2tFadAumKyf z8C$Ro+p!b7um^jw9|v#5u^#kr{s>EB;1y{DYkM7rF5t@**D!pdbpP2#TRNN}?3X zpe)Lx0xF?0s-hZdpeAag4(g#k8ln-JpedT81zMps+M*pgpd&h?3%a2@dZHKlpfCDk z00v<&hGG~-U?fIk48~zRCSnq%U@E3#24-P4=3*WeU?CP`36^0wR$>*_U@g{T12$nZ zwqhH0U?+BC5B6a{4&o4w;3$sc1Ww^J&f**{;36*L3a;TgZsHd1;4bdt0UqHop5hr^ z;3Zz;4c_5BKH?L;;48l42Y%r<0(QW$LQn)l2!upvgh4ojM?^$I6huXI#6T>>MqI>0 z0whFYBtbGHM@pnZ8l**fWI!flMiyj6He^Q*ZpNQsExV-bZTBNK)Q9BgRvNo37CY*n2Kqbfti?%Ihcp}ScpYff~8oF65QR|$ z#ZVk2Q3_>H7UfX^l~5T~Q4KXv6SYwX^-v!T(Fje@6wT2BtTvoITTF%Ju{5R0({%di|Pu?lOj z7VEJAo3I&Mu?;)06T7ho`>-DeaR^6n6vuG_r*Il)aSj)75tnfV*Ki#-aSL~F7x(c1 zkMI~z@eD8U60h+F@9-WU@d;n>72oj#zwjG@S_TjpK@kig5E7vg2H_AM5fKSd5Eao8 z1F;YraS;y*kPwNH1j&#bDUk|kkQV8Y0hy2)S&$XkkR3UY6SQd7)4PG zB~TKjQ3mBu9u-juRZtbxQ3JJ58+B0+4bTvc(FD!V94*lbZO|6&(E**%8C}s0JF#@A78e=gI6EG2zF$L2w9WyZtb1)b4u>gy(7)!AXE3gu)u?Fj~ z9viU-rX8+)-22XGLFaRkS394B!KXK)thaRHZb8CP))H*gcTaR>Ks9}n>e zPw*7a@dB^#8gKCqAMg>M@de-T9Y664e-Nlu06`EG!4U$X5E@|-4iOL$kr4&a5FIfQ z3vmz^@sR+DkQhmk3@MNjsgVZhkRBP434b9A{zf+ZgBY_dxpb;9QDVm`LTB0@DpdH$yBRZiAx}rOJpci_h zFZy8s24XOVU>JsDBt~Hj#$r4sU=k){DyCruW@0wxU>@dUAr@f?mSQzlE!JTJ zHexfjU>mk$Cw5^E_F_K{;1CYuD30L-PU1Aq;2h55A}-+yuHrgw;1+J&)J7fDLwz(vBQ!x%G)D`xLTj`|J9I!tbVe6+LwEE6F^`DMKFXwNQ6chghO~lL?lE(R76J%#6oPu zMLZ-xLL^2KBtvqfL@J~~TBJt?WI|?SK~`i#cH}@#o4b(zy)I~isKtnV}6Es6}v_vbkL0hy(2XsPbbVWDxKu`2WAM`_i z48$M|!B7mx2#msLjKw%iz(h>O6imZ(%)~6r!CcJ80xZH}EX6Xcz)Gyf8mz;5Y{VvP z!B%X?4(!5i?8QDDz(E|w5gfyDoWv=d!C9Qg1zf^qT*Woqz)jr79o)lxJj5eB!BafP z3%tT>yu~|wz(;(>7ktBa{KPN(L7=t)1VK;)M+k&MXoN*LL_kDDMifLtbi_m~#6eud zM*<{5VkAW}q(DlfMjE6;dSpZ<{Dmy|8`T*o8gVi~Tr&LpY41IEE8AiPJcPb2yKSxP&XXitD(6Teyw8xQ7RLh{t$>XLyd6 zc!f83i}(0|Pxy?l_=X?&iQo8x!0iGEf?x=akO+k^2#fHDfJlgpsECFbh>6&UgLsIK zgh+%WNQ&f0fmBG1v`B{x$cW7N3t90uvg04*#J|Xm|Bx5?Pyhu{7)4MF#ZeNaPzGgD z9u-gtl~EPdPy;nl8+A|*_0bTG&;(7<94*iat8+))1`*9G5a0Ewj94BxJr*RhNZ~+%_8CP%(*KrfKa0hpB9}n;dkMR`G@B%OK z8gK9p@9`0z@C9G-9Y633zY(Z?0D%z{!4Lu=5gK6-4&f0Ikq`w@5gjoQ3$YOw@sI!s zkr+vk49SrasgMR~kscY437L@vS&iB~cn>P!8o$ z5tUE{RZ$%^Pz$wD7xmBp4bd1)&6w9yzE3q1Dunz075u30DTd^HG zunW7f7yEDk2XPoja16(B5~pwmXK@}Ea0!=j71wYBH*p(xa1ZzK5RdQ#Pw^Zt@CvW- z7Vq!@AMqJq@D1Pb6Tk2WfjR^b1VIrTArK0o5fZ1V~p)s1G8CswvTB8lxp*=dH6S|-)x}yhrp*Q-X9|m9`24e_@ zVK_!&6vkjI#$y5|VKSy-8fIW7W@8TKVLldO5td*nmSY80VKvrb9X4PiHe(C6VLNtW z7xrK;_TvB!;V_Qk7*60MPU8&D;XE$l60YDXuHy!7;WqB#9vt+dSpN*WJVTbMK)wd4&+2GkIh035R6-S0 zMRn9bE!0L`)I$R_L}N5TGc-p_v_c!SMSFBWCv-+vbVCpHL~ry#KlH~y48jl$#c+(k zD2&EfjKc&>#AHmtG)%`#%)%VZ#e6KlA}q#IEW-+{#A>X;I;_V=Y{C|7#dhq#F6_o$ z?85;Z#917bJi-$^#dEyCE4;>Ayu$~4 z#AkfLH+;uW{K6ju>Ks521VwO!Kq!PpScF3aL_}mnK{P~1OvFN*00Ihjapm|(fJ8`) zq)3JoNQu-)gLFubjL3w)kOhAu8~#BK{EJ-p4|$Le`B4ysPy|I$93@Z+rBN2;PyrQD z8C6gX)ln0*PzQBU9}Un5jnNd%&;l*d8g0-H?a>jP&;?!59X-$sz0nu_FaQHF7(*}& z!!Z)0Fa~2W9uqJLlQ9+3Fat9&8*?xZ^RW<%umnr794oL2tFadAumKyf8C$Ro+p!b7 zum^jw9|v#N8lod6Vj&LVB0drz z5fURQk|70BA~n(=9nvEsGT|>|!QaS+e~<(JA{YKc9^^xQ6ht8uK~WS(36w%9L&RfEW{!#!BQ;83ar9vti?KPz(#Dw7Hq?I z?8GkY!Cvgg0UW|%9K|u5z)76O8Jxp;T*M_@!Bt$x4cx+Q+{HaSz(YL76FkFnyu>TK z!CSn?2YkY3e8o5Xz)$?f9|Z0eKoA5&aD+rCgh5z@M+8JdWJEVknN1D1|a8i}I*| zN~nygsD>J-iQ1@xdZ>?vXoMzcisop6R%ng3Xon8yh|cJOZs?Al=!HJ$i~bmZK^Tmo z7={rTiP0E?aTt$@n1m^qis_hvS(uHvn1=;eh{affWmt}tScNrMi}l!mP1uaB*oGb0 ziQU+Peb|qKID{iOisLweQ#g&YIEM?kh|9QwYq*Y^xP?2oi~D$hM|g~GZlfmn!*xQK@YNQlHp zf@DaJlt_g%NQ?ByfK14YEXay%$c`MyiCoByJjjduD1bsJjG`!p5-5q%D1&k+kBX>- zDyWL;sDWCjjk>6Z255-JXo6;Fj+SVJHfW3X=zvb>jIQX09_WeQ=!1UfkAWD3AsC9` z7=ck3jj5EHQx2k{Ue z36Tg%kQB+00;!N1X^{>YkP(^j7qa4SWXC_qiGPtB{~<5(p#Tb^Fp8iUilZb-p$y8R zJSw0PDx)f@p$2NAHtL`r>Z2hVp$VFzIa;6VI%Z%NW@9eqVF4CmF_vH%mSZJWVGY(|JvLwyHe)Nc zVFz|%H}+s3_TwN9;Ruf6I8NXcPU9@j;Q}t=GOpknuHzLw zhGIBIU=&7UEXH91CSo$CU>c@lCT3v{=3+h;U=bE$DVAXcR$?{QU>(+DBQ{|RwqiSW zU>9~{FZSU84&pG5;24hMBu?QB&f+{S;1Vw5Dz4!MZsIoX;2!SdAs*ogp5i%P;1you zE#Bb+KH@XJ;2XZ)JFp}LSr;VGqgZUv_>1WLwj^YCv-tqbVm>LLT~g%KMcS?48{-) z!*GnmD2%~ajK>5_!emUvG|a$E%*Gtd!+b2nA}qmDEXNA0!fLF=I&8p3Y{nLB!*=Y% zF6_Zx?8gBd!eJc6F`U3joW>cP!+Bi9C0xN(T*nRE!fo8eJv_ieJjN3|!*jgEE4;y5 zyvGN8!e@NNH~hd){Kg*y?j1l71VeCyL@0zoScFFeL_%alMKr`fOvFYU#6x@}L?R?X zQY1$Tq(W+>MLJ|aMr6ic$cn#_9seLF{zY#5hrGy#0w{>WD1u@rj*=*aGAN7ksDMhS zjH;-H8mNidsDpZ_kA`T3CTNQ0Xn|H}jkaiq4(N!^=z?zOj-Kd+KIn`77=S?-jG-8Y z5g3Wl7=v*bkBOLsDVU1sn1NZCjk%bI1z3p1Sb}9(j+I!2HCT)F*nmygjIG#)9oUK8 z*n@r8kApabBRGoVIDu0*jk7q13%H2OxPoiAj+?lJJGhJccz{QEjHh^p7kG)+c!PI% zkB|6-FZhb@_<>*ejX-?@2#lZzh7bse&h>f_2hXhE7#7Kf< zNRE_9g)~Tu^vHlr$c!w=ifqV^9LR}W$c;S6i~J~nLMV))D25U!iP9*8aww0AsDvu0 zit4C=TBwb>sD}n5a%h{>3OX_$_gn1wl*i}_f9MOcibScVl?iPczxby$y$*n}phJIE6Dfi}SdEOSp`yxP}|JiQBk?d$^B>c!Vc-isyKNS9p!Lc!v-8 zh|lQ40fJ8`)q)3Jo zNQu-)gLFubjL3w)kOhAu8~#BK{EJ-p4|$Le`B4ysPy|I$93@Z+rBN2;PyrQD8C6gX z)ln0*PzQBU9}Un5jnNd%&;l*d8g0-H?a>jP&;?!59X-$sz0nu_FaQHF7(*}&!!Z)0 zFa~2W9uqJLlQ9+3Fat9&8*?xZ^RW<%umnr794oL2tFadAumKyf8C$Ro+p!b7um^jw z9|v#5u^#kr{s>EB;1y{DYkM7rF5t@**D!pdbpP2#TRNN}?3Xpe)Lx0xF?0s-hZd zpeAag4(g#k8ln-JpedT81zMps+M*pgpd&h?3%a2@dZHKlpfCDk00v<&hGG~-U?fIk z48~zRCSnq%U@E3#24-P4=3*WeU?CP`36^0wR$>*_U@g{T12$nZwqhH0U?+BC5B6a{ z4&o4w;3$sc1Ww^J&f**{;36*L3a;TgZsHd1;4bdt0UqHop5hr^;3Zz;4c_5BKH?L; z;48l42Y%r<0`(6dFoGf&LLekUBMibJJR%|zq97`wBL-q2HsT^45+ETGBMFirIZ`4O z(jYC;BLgxaGqNBnvLQQiASZGmH}W7a@}mF>p)iV~7)qcdN}~+Qp*$+05~`pos-p&K zp*HHG9vYw_8lwrCp*dQj722RJ+M@$Hp)6wcr*&f@|u;WDn`8gAewZsQK_;XWSX5uV^Fp5p~x;Wggk9X{YAKI03% z;X8if7ycm7fB=FZD1svdLLoH5A{-(hA|fLSq9HnBA{OExF5)8r5+N~?A{kO3B~l{| z(jh%EA`|{X7W|ED_y;-gFLL2Ovbu zOu!^e##Bth49vuA%)va&$3iT^5-i1XtiUR)##*ey25iJ;Y{52c$4>0R9_+<_9KazQ z#!(!@37o`foWVJq$30R%xX1V>1OLKuWactk)XL`GCZLkz@3Y{Wr4#79CTLJ}lJa-={iq()k# zLk46-X8eV$_#4^r4|3vPxifX8Vny8IB zsE7J!h(>6Frf7~9Xoc2ji+1RMj_8ao=!Wj-iC*Y~zUYqu7=*zXieVUmkr<6J7>Dtg zh)I}&shEx#n1$Jxi+Napg;I?~h>LhgfP_elBuIwjNQqQPgS1GG z49JAc$bziMhV00JoXCaT$b-Ddj{+!!!YGPjD1nkFjWQ^Q@~DVPsDi4fjvA6nRGn1i{Pj|EtS#aN1ESb>#TjWt+@_1K6_*n+Ltjvd&A-PntLIDmsVj3YRP z<2Z>^ID@k|j|;ej%eabbxPhCvjXSu9`*?^)c!H;Rju&`^*LaI}_<)c2j4$|x@A!#d z_=7-$0|R$RhUkciScrqTh>rwFgv3aSWJrOONR2c|hxEvZ zO!x~~@HevIALPKl$c6uq2lc0;NzIWl;_lP!W|;1=Ua;HBk$7P#5*l z0FBTXP0Q9BgRvNo z37CY*n2Kqbfti?%Ihcp}ScpYff~8oF65QR|$#ZVk2Q3_>H7UfX^l~5T~Q4KXv6SYwX z^-v!T(Fje@6wT2BtTvoITTF%Ju{5R0({%di|Pu?lOj7VEJAo3I&Mu?;)06T7ho`>-DeaR^6n z6vuG_r*Il)aSj)75tnfV*Ki#-aSL~F7x(c1kMI~z@eD8U60h+F@9-WU@d;n>72oj# zzwjG@h6WHAK@kig5E7vg2H_AM5fKSd5Eao81F;YraS;y*kPwNH1j&#bDUk|kkQV8Y z0hy2)S&$XkkR3UY6SQd7)4PGB~TKjQ3mBu9u-juRZtbxQ3JJ58+B0+ z4bTvc(FD!V94*lbZO|6&(E**%8C}s0JF#@A78e=gI6EG2z zF$L2w9WyZtb1)b4u>gy(7)!AXE3gu)u?Fj~9viU-rX8+)-22XGLFaRkS3 z94B!KXK)thaRHZb8CP))H*gcTaR>Ks9}n>ePw*7a@dB^#8gKCqAMg>M@de-T9Y664 ze-LO`06`EG!4U$X5E@|-4iOL$kr4&a5FIfQ3vmz^@sR+DkQhmk3@MNjsgVZhkRBP4 z34b9A{zf+ZgBY_dx zpb;9QDVm`LTB0@DpdH$yBRZiAx}rOJpci_hFZy8s24XOVU>JsDBt~Hj#$r4sU=k){ zDyCruW@0wxU>@dUAr@f?mSQzlE!JTJHexfjU>mk$Cw5^E_F_K{;1CYuD30L- zPU1Aq;2h55A}-+yuHrgw;1+JGd_f}t3W5g3Kh7>jY3fQgulDVT=on2A}KgSnWG zzpxOCumnr794oL2tFab;V?8!t6EOI zkBhj3E4Yg5xPe>v4|i}E_wfLa@EA|=3@`8!uki-&@E#xW319FP-|+*#@Ed`~1`rrQ z5ey*^5}^?W;Se4X5eZQc710p`u@D<^5f2HF5Q&il$&ef=kqT*$7U_`znUEP-kqtSJ z6S!}1k11-E3pb|uommE9viU-rX8+)-22XGLFa2Q8$6vuG_r*Il)aSj)7 z5tnfV*Ki#-aSOL`2lsFv5Ag_3@D$JS0f);Kk*BH5NKQgK@b$d z5dxtQ8etI*5fBlP5e3l@9WfCLaS#{rkpPL17)g-~DUcGWkp}6I9vP7dS&$XkkpsDq z8+nlr1yB%$Q3S9uqMMQ!o|NF$1$O8*?!ae_;U@ zVKJ6s8CGB=R$~qR#yV`kMr_6wY{Pc!#4hZ?UhKyK{DVXI7e{am$8i#;a0X{_9v5&4 zmvI%>a055-A8z9=?%@F*;xV4!8J^=MUf~Vi;ypg#6F%cBzTpRc;y3;v@c00NAQ*xp zBtjt!!Xi8(AQB=YDxx6LwhGIBIU=&7UEXH91CSo$CU>c@lCT3v{=3+kn!a^*< z5-i1XtiUR)##;Q1_1J(-*o>{%h8@_6-PnVD*pGww2Z!-5j^Y?j;3Q7t49?*^F5(id z;3}@;25#X$+`(Pk#{)dVV?4z(yueGm#v8oDdwj$ve8E?I#}E9%Zv>hUKwtz#FoZxz zghm*ILwH0)Bt$_}L`Mw7LTtoEJS0FuBt{Y>Lvo})JFp}LSr;VGqgZUv_>1WLwj^Y zCv-tqbVm>LLT~g%KMcS?48{-)!*GnmD2%~ajK>5_!emUvG|a$E%*Gtd!+b2jLM+A- zEW>iF#44=8TCBr*Y{VvP!B%X?4(!5i?8QDDz(E|sVI09x9LEWq!fBkvIb6U+T*eh# z!*$%mE!@T(+{1l5#3MYxQ#{8Dyuxd|#XEe!M|{Q?e8YGA#4r3oposwlK~Mxo2!ujt zghe<+Ktx1F6huRG#6&E_L0rT~0wh9WBtvVsOvEHi!BkAg49vo8%*8zXg#}oI#aN1E zSb>#TjWzfi>#zYEu^C&i4coC3yRZj)u^$KU4-Vm99KkUh$4Q*R8Jxv=T)-t<##LOy z4cx?kxQ)BGhX;6w$9RHgc#fBNg*SMM_xONM_>8akh9CHe-}r;TlL82WUY{-tB$b~$}i~J~n zLMV))D25U!iP9*8aww0AsDvu0it4C=TBwb>sD}n5a%h{>3OX_$_gn1wl*i~0Bq3$X}GuoTO& z0;{kZYwxVV-NOWKMvv_9LB#mieor|lQ@ktIEVANh)cMFtGJFE zxP||42X}EF5AX<&@f6SS0x$6zZ}1N9@e!Z!1z+(UKky5`5omG%fe{qJ5CS0)8etF) z;Smv$5Cu^Y9Wf9Ku@M*XkN^ph7)g)}$&nJNkOpay9vP4cnUNLQkOMi98+niq`B4ys zPy|I$93@Z+rBN2;PyrQD8C6gX)ln0*PzQBU9}Un5jnNd%&;l*d8g0-H?a>jP&;?!5 z9X-$sz0nu_FaQHF7(*}&!!Z)0Fa~2W9uqJLlQ9+3Fat9&8*?xZ^RWO6u^3CR49l?+ ztFQ)Zu@3985u30DTd^HGunW7f7yEDk2XP38aRf(k94BxJr*RhNZ~+%_8CP%(*KrfK za2t1U5BKp9kMIOf@fbRDUlj!kPhjQ5t)!BfPg>ZvRY?H4&*{^vVsOvEHi!BkAg49vo8%*8zXg#}oI#aN1E zSb>#TjWzfi>#zYEu^C&i4coC3yRZj)u^$KU4-Vm99KkUh$4Q*R8Jxv=T)-t<##LOy z4cx?kxQ)BGhX;6w$9RHgc#fBNg*SMM_xONM_>8akh9CHe-}r;TQv(QsUY{-tB$b~$}i~J~n zLMV))D25U!iP9*8aww0AsDvu0it4C=TBwb>sD}n8B;M0GcXggF$eQ79}BP$ zi?IaDupBF~3Tv#!ahu?btS72B}`yRaL3u@47u5QlIWM{pF!aRR4s8fS417jO}m zaRt|K9XD|cw{Zvea32rx2v6`7&+!7U@EULN4j=FlpYa9X@Et$#3x5!3S^z;16u}V! zp%5Bj5e^X$5s?uE(GVRm5esn;7x9q*iI5mckqjx25~+~}>5v{7kqKFl71@ykxsV%q zkq-q>5QR|$#ZVk2Q3_>H7UfX^l~5T~Q4KXv6SYwX^-v!T(Fje@6wT2BtTvoITTF%N%X0Ty8~ zmSP!JU?o;#4gSVDY`{ir#ujYDcI?D1?7?2_#{v9SGf+HkC zAq>JIJR%?xA|ooIAqHY1HsT;2;v*pvAqkQqIZ_}MQX?(WAp(LKtd!&5+p-%q(myDL0Y6o24q5JWJNaQKu+XF9^^xQ z6ht8uK~WS(36w%9L&RfEWko6#u6;U za;(HEtif8W!+LDQCTzi0Y{w4l!fx!vJ{-V79KvB7!BHH?37o=doW(g@z(rif6&)J7fDLwz(vBQ!x%G)D`xLTj`|J9I!tbVe6+ zLwEEJ43h=X{DkAz5sBuI+nNP$#HjkHLI49JMg$bxLhj-1GaJjjduD1bsJ zjG`!p5-5q%D1&k+kBX>-DyWL;sDWCjjk>6Z255-JXo6;Fj+SVJHfW3X=zvb>jIQX0 z9_WeQ=!1UfkAWD3AsC9`7=ck3jj#-4=umxMO9XqfKyRjGhZ~zB!2#0Y5M{yh{a0;h!7UysQ7jYR^a1GaS6Sr_1 zcW@8)@eq&j1W)lCFYpSl@fPp!0Uz-hU+@jz@e{xB2Z81U5ClOH93c=2p%E705CIVp z8Bq`o(Ge4|5C?G)9|@2MiIEh^kOC=@8flOY>5&nckOf(h9XXH-xsez7Pyhu{7)4MF z#ZeNaPzGgD9u-gtl~EPdPy;nl8+A|*_0bTG&;(7<94*iat+-xY{X`4!8UBiPVB-S?8SZ@z&|*Ie{lrIa2zLb3TJQ@=Wzj-a2Z!|4L5KT|KT?7 z;vOF0As*uip5ZxO;uYTDE#Bh;KH)RI;v0V8Cw}7(0?!Q~2!bIvLLwBxAS}Wo0wN(Y zq9Ph%ASPlX4&os`5+V_jASsd~1yUh3(jpx)AR{s(3$h_Qav~SY^SRpdlKg37VlfTA~%&pe@>?13IBIx}qC;peK5x z5Bi}$24WC~U?_%T1V&*r#$p^MU?L`C3Z`K?W?~lRU@qq4FD%3&EWuJN#|o^%YOKZI zSdR_Zgw5EBZPBuvIsOv4P!#B9vLJj}-eEW~0g!7?nzO02>fti`$j zy0=*$pbyX+rOnuaZP<>T*o8gVi~Tr&e{cx@;s}o6I8Nde&fqN0;{q<>GOpqpZr~>V z!)@HfJv_ieJjN3|!*jgEE4;y5yvGN8!e@NNH~hd){Kg*yo*zIE1VeCyL@0zoScFFe zL_%alMKr`fOvFYU#6x@}L?R?XQY1$Tq(W+>MLJ{%pnIE)0eV=OrL4$?9LR~>$b)$p*TvS6w071%A*1*p)#tX8fu^>YNHP7p*|X-5t^VWnxh3;p*7l~ z9Xg;RI-?7^p*wn_7y6(t`eOhFVK9bb7)D?uMq>=dVLT>c5~g4(reg+XVK(Ms9{$1t zEW%{%h8@_6-PnVD*pGww2Z!-5j^Y?j;3Q7t z49?*^F5(id;3}@;25#X$+`(Pk#{)dVV?4z(yueGm#v8oDdwj$ve8E?I#}E9%Zv^@) zfWQcfUjSDh1iITcu0VRNQ@*%hU7?zR7iugNRJH2gv`i_ zY{-F}$c;S6hx{mrLMVcwD2@^+h0-XCa;SicsEjJ8hU%z^TBw7%sE-C{gvMx!W@v$y zXpJ^#hxX`*PUwQJ=#C!fh2H3kei(p(7>pqphT#~AQ5b`<7>@~VATeyuoxQF|Ah(~yWr+AJRc!k$^i+A{dkNAu)_=fNJiC_4GKnns0 zf}jYF5D10P2#autfQX2UD2RsWh>2K;gSd!~1W1I$NQz`gfs{y%G)RZ^$cRkHf~?4n z9LR;-$cua^fPyHDA}EI9D2Y-igR&@(3aEt2sETT+ftsitK=(Fv0(4~8lNz8Q8lwrC zp*dQj722RJ+M@$Hp)+{Jx7z#}}yQ#`{9yu@p~!8^RiM|{E;e8qSCz%Tqp zpoIYhMo>MqI>00whFYBtbGHM@pnZ8l**fWI!fl zMpk4)4&+2`vbuOu!^e##Bth49vuA z%)va&#{w+GVl2TjEXPW$!Wyi_I;_V=Y{C|7#dhq#F6_o$?85;Z#GwGXw>cc3gX@TN z94BxZXK)@Da2Z!{9XIeFZsQ*A;}IU?8J^=6UgI6!;}bsP8@}Tgek1Ur0D>SmLLfB4 zAUq-HJSJc= zreHc|U^eDpKK{ZYEXFb{$11GG-&lu@*o3XvhMm}jz1W9?_y_;u2#(_fPU8&D;XE$k zGOpn|Zs9-N#XUU4BRs`3yu>TK#XEe&Cw#>>{KPK=S{y)N1VeCyLTH3Tctk>EL_>7M zLTtoCd?Z3*BtPUJye1WM+bC97j#Dt^g?g+Lw^jyU<|`>jKXM)!+1=>WK6?! z%))HU!+b2nA}qx+ti&p;#oyR~jo5;%*nyqcgS|L_gE)+TaSX?C5~pw$=Wr31a23~Z z6Sr^&ckuuZ@dQut0x$6fZ}9;i@daP;13&QxftCai6u}S@p%50~5D}3O710nAu@D#W zkPwNG6v>bhsgM@wkP(@X71@vzxsVt6P!NSs6va>yrBD{-P!W|-71dA^wNMxJ&=8H# z1WnNbEzt&T(E%ON1zphtJ<$h!(H{da7(*}|BQP3cFb?A}36n7m(=iLPF%R>x5R0%B z%dirwuoiz~12$p{wqgf%Vh{FWKMvp!4&x|};UrGsEY9H~F5xP!;U;e34({Rs9^wg} z;ssvf4c_7dKH>|$;s<`>4+1R>ASi+%Btju9!XY9eAu6IFCSoBj;vpdtAt{m}B~l?R z(jfyfA`7x22XZ10@}d9=q6mtj1WKX|%Ax`)q6(^_25O=X>Y@P}q6wO!1zMsF+M)wG zq6@mB2YR9p`eFbEVhDy}1V&;E#$o~{VhW~W24-Ro=Hf3bz+x=Ha;(5=tid|0$0lsX zHf+Z(?8ZLq$3HlPBRGl^IEgbjiwn4jE4YdqxQW}igZp@Z$9RJ0c!Ae=gZKD=&-j9G z_>N!rjljzS2!h}UfzSwp@Q8rOh=S;df!K(H_(*`nNP^@@fz(KY^vHnB$b#(1f!xT0 z{3w9JD1zcBfzl|0@~D8ysDkRKf!e5p`e=a0XoBWwf!1h)_UM4l=z{L(fnMm1e&~-u z7>r>Uj!_tmaTt$Dn2c$dj#-$Ed6D2R#}h>19eiv&oBBuI+nNP*NygY?LN%*cZ5$bsC*gZwCf!YG2`D1lNa zjdCcDN~nx#sE%5wje4k$Mre#?XpUBBjdo~{PUwto=#F0Kjeh8lK^Tl-7>-dGjd2){ zNtldjn2uSPjd_@lg;<28Sca8Yg|+w_8?X^uuoXM76ML{12XGLF@h^_yI8Na-&fz>R z;WDn_I&R@V+{HaS#3MY#GrYtryu~|w#3y{kH~hpe1X>Y5U<5;OghFV9LwH0&WJE)B z#6oPuLwqDcVkARyq(W+>LwaOFW@JNl z1z3zFSdJA~jWt+@_1J{X*oN)ch27YP{rCrma0Ewj0w-|>XK?`+aRpa#12=IScW@sM z@EA|<953)1Z}1);@EKq59Y633zY%z406`EOArKm25FQZ_8Bq`&F%TPZ5FZJU7)g*E zDUcdzkRBP337L@%*^vvmkq`M%2!&A$#Zd~SQ4Zx%36)U|)lmzzQ4jUe5RK3j&Cn99 z&<1VM0Ugl=UC{$Q(Hnix5B)I^gD?a`F&rZ>3ZpR=<1hgeF&R@Z4bw3TvoR0zu@H-} z6w9y@tFRV-V*@r~3$|hhc480q;s6ffF#g3c9LFh~#yOnFC0xceT*oc^hr76khj@gi zc!rmFg|~QzkNAYI_=cbOg+QwU2#jC|j!+1Va0rixh=iz!hM0(jxQK^@NQ9(FhLlK! zv`B}H$b_uOhMdTSyvTV;weP z6SiU-c48OyVjm9TAN-3WIF1uIjWalp3%HCcxQ-k654Uj-_wfji@eI%L3a{}F@9_zr z@eSYc3%?O~bpSyS93c=IVGte>5E)Sr9Wf9aaS$H~kQhmj94U|*X^3CO9X-$+eb65R zFc?EH93wCqV=x{QFd0)Y9WyW+b1)C{u@H-}1WU03E3pP^u^t<+8C$R&JFpvjupb9- z2#0YL$8Zv-a2Drq5tnck*KiZJa0hqs01xp5Pw@gT@dj`40Uz-NU-1J!@dts{1P~O# z5E7vf7U2*Pkq{Np5EHQw7x9n~iI5b@kP@ko7U_@?nUEFPkQ2F(7x_>Sg-{g5P!gq3 z7UfV8l~5JcP!qLK7xmB(jnEX$&=RfC7VXdxozNBC&=bAT7yU30gD@1sFcPCM7UM7x zlQ0$2FcY&d7xSvcx25Ye%8?YH$upK+F8+))H2XF|7aTLdJ5~pwmXK?`+ zaRpa#12=IScW@sM@EA|<953)1Z}1);@Cl#s4d3w#zY%zC06`EOArKm25FQZ_8Bq`& zF%TPZ5FZJU7)g*EDUcdzkRBP38Cj4WIglH9kRJt57)4MVB~Th=P#zUf8C6gnHBcLM zP#+D@7){U|EzlZm&>kJo37ydm-O&rZ(GUGG2!k;U!!Zh@F%IJ~36n7m(=iLPF%R>x z5R0%B%dirwuoiz~12$p{wqgf%Vh{G>01o0X{>3pI$0?k~Ih@BOT*ftA$1VJaySRsk zc!Vc-iWhi^H+YK=_=qp~itqS=-}r+de+Lj0ArKN_5Ec;-5m68oF%T1R5EluM5J`{} zDUcFrkQNz`5m}HGIgk^1kQW6|5JgZFB~TJ&P!<(X5mitXHBb|EP!|o*5KYh&EzlBe z&=wug5na#~J zBub$y%Aq1Ep(?7OCTgKB>Y*VTp(&c7C0d~k+M+!=pc6Wy8@i(xdZQouV-N;o7=~jM zMq?btVj-Vm&rsGqzwmc3?O5U_TDv5Dw!gj^QLu z;VjPKA}--7uHhzb;STQN0UqKBp5g^w;tk&713uylzTyXd;tv9C2p}keAtXW}EW#lo zA|WcGAtquWF5)2}5+Ny)A!PsoV|!Csr$Jg|Kt^OiR^&iVjGxjKNq;z(h>J zRLsCk%)wmzg#}oQC0LFXSdBGUhxOQm&De(R*oEELhyC~mhj0W(aRMiC24`^r7jXqw zaRWDT8+ULY5AYaI@C?uK3a{}F@9_zr@eSYc3%?O~V*o)A93c=IVGte>5E)Sr9Wf9a zaS$H~kQhmj94U|*X^3CO9X-$+eb65RFc?EH93wCqV=x{QFd0)Y9WyW+b1)x&VG$N% z8J1%eR^xB1!$xevR&2vg?808`!$JIme{lrIaRR4t2Ip}BmvIHxaRdM1Htyj*9^o;b z;W=L6HQwPpKH)RI;X8ieHv(@8AP9mZ1VSSW!XpAABMPD;24W));v)ePBMFit1yUmo z(jx;hBMY)42XZ41@}mF>qX>$l1WKa}%A*1*qYA2{25O@Y>Z1V~qY0X$1zMps+Mzu< zp)z^7Vh9K9^fIK;3;0hx7(yZx z!Xg|ZA`+q^8e$?A;vyarA`y}z8B!t@(jpx)A``MA8*(BS@**D!q7aIr7)qiP%Ay=9 zq7tg28fu~z>Y^SRq7j;+8Cs$h+M*pgq7%BJ8+xJ_`l25OVi1O67)D|g#$YTaU?Qeq zDrR6N=3p-V!U8PD5-i6Gti~Fw!+LDOW^BWD?80vB!+!jOLpXw?IDwNmgR{7Ri@1WT zxPhCvjXSuH2Y8Gpc#ao%jW>9Y5BQ8P_>Ld=jXwyoHGrT9fshD;u!w+&h=QnyftZMc zxJZD6NP?tDfs{y%G)RvO$c!w=jvUC1Jjjm%D2yT~juI%1GANGpRZ0ZcC$IB+0Wo3qk6T*M_@#Wmc- zE!@T(+{1l5!eczeGrYh{yun+1z(;(+SNyOOv zSd1lDjulvqHCTuB*o4j4hV9se-Pniy_y>n@1V?ckCvX~Pa2^+M8CP%}H}D^B;~wtg z5gy|ip5ql>;~n1P6F%b`zT+2uBk=YBf*?3TAT+`tJR%?xA|o22BNk#K9^xYr5+fOs zBNb939nvEcG9w$ZBNuWbAM&FR3Zoc`qZCS`9Ll2-Dx(^zqZVqT9_phJ8lxGSqZL}C z9onN4I-?u9qZfLkANpeu24fh8V-!YX9L8f3CSw|=V-{v(9_C{q7GY@s0dq$J{Quk$ zX%$vuE&j%OY``XL##U^@4(!Bk?7=?l$3gsq!}u3RaSSJL5~pzn=WreuaS2y&71wbC zx9}hC;4bdt0UqHop5hr^;3Zz;4c_5BKH?L;;48l42Y%r<0__MOFoGf&LLekUBMibJ zJR%|zq97`wBL-q2HsT^45+ETGBMFirIZ`4O(jYC;BLgxaGqNHZav&#iBMYy&_qX8PBF`A+oTA(FbqYc`jJvyQjx}Yn% zqX&ASH~OL<24EltV+e*}I7VU=#$YVQV*(~&GNxi0W?&{}V-DtFJ{Djh7GnvPVL4V} z71m%a)?qz1ViUGtE4E_?c40U6Vjm9RAP(U$j^HSc;{;COG|u82F5n_A;|i|fI&R_? zZsQK_;XWSX5uV^Fp5p~x;Wggk9X{YAKI03%;X8if7ycm7&H#cSD1svdLLoH5A{-(F z(7jE>03BSBrKpI87>J43h=X{DkAz5sBuI+nNP$#HjkHLI49JMg$bxLhj-1GaJjjdu zD1bsJjG`!p5-5q%D1&k+kBX>-DyWL;sDWCjjk>6Z255-JXo6;Fj+SVJHUV^R(>6ex z)?Vs}PUwQJ=#C!fh2H3kei(p(7>pqphT#~AQ5b`<7>@~VATeyuoxQF|Ah(~yWr+AJRc!k$^i+A{dkNAu)_=fNJiC_4GK)V76f}jYF z5D10P2#autfQX2UD2RsWh>2K;gSd!~1W1I$NQz`gfs{y%G)RZ^$cRkHf~?4n9LR;- z$cua^fPyHDA}EI9D2Y-igR&@(3aEt2sETT+ftsj|I;e;GXoyB=f~IJW7HEamXp45} zfR5;lF6f5t=!stFgTCmG0T_hA7>Z#Sfsq)EF&KyOn21T3f~lB}8JLCHn2UM%3k$Fa zi?I~TumUTw8f)-3)?ouSVl%d28@6L7c3}_pVm}Vx9~{EJID%t1j*~crGdPR$xPVKz zjH|eY8@P%8a2t1V4-fDVkMRW0@EkAk3UBZh@9_bj@EKq64L|S`zwrlwcLxvz!4MoF z5ei`t7U2;Akq{YC5e+dA6R{Bo@em&gkqAkU6v>eSsgN3Jkq#M<5t)$%*^nJMkqdc{ z7x_^Dg-{qpQ4A$e5~WcFr+F$hC26vG4P-eyFAUW22gu^5Mmn1rdAhMAa!xtNCqScoN9 ziWOLiHCT)F*nrL0g6-IW-PnWuIDkVqjH5V)lQ@O5IERb4gsZrQo4AELxQhpPh$nc8 z7kG&`c#9ACh%fkxANYws2(%}Fpa_PL2!*f+hlq%TsECG`h=sU_hlEIkq)3L8NQJaW zhm6RCtjLC($c4Pfhk_`Cq9}%vD21{phl;3#s;GvVsD-+yhlXf`rf7ziXoa?DhmPok zuIPrI=!L%Mhk+P`p%{jd7=^JIhl!YkshEbDn1#8RhXq)OC0L3TScx@Qi}l!m&DetN z*n!>HgZ(&wLpY41IEIrrg|j$^i@1cVxQ3g!g*&*52Y84lc#0Qzi8pwQ5BP{L_=+F+ zi9ZOmH-MlBhL8w_un32Uh=iz!hM0(jxQK^@NQ9(FhLlK!v`B}H$b_uOhMdTSyvT=w zD1@RYhLR|SvM7g&sD!GhhMK5_x~PYSXoRL{hL&iBwrGcr=!CB5hMwq!zUYU67=)o1 zhLISBu^5Mmn1rdAhMAa!xtNCqScoN9iWOLiHCT)F*nrL0g6-IW-PnWuIDkVqjH5V) zlQ@O5IERb4gsZrQo4AELxQhpPh$nc87kG&`c#9ACh%fkxANYws2(&MNpa_PL2!*f+ zhlq%TsECG`h=sU_hlEIkq)3L8NQJaWhm6RCtjLC($c4Pfhk_`Cq9}%vD21{phl;3# zs;GvVsD-+yhlXf`rf7ziXoa?DhmPokuIPrI=!L%Mhk+P`p%{jd7=^JIhl!YkshEbD zn1#8RhXq)OC0L3TScx@Qi}l!m&DetN*n!>HgZ(&wLpY41IEIrrg|j$^i@1cVxQ3g! zg*&*52Y84lc#0Qzi8pwQ5BP{L_=+F+i9ZOmKY*YJhL8w_un32Uh=iz!hM0(jxQK^@ zNQ9(FhLlK!v`B}H$b_uOhMdTSyvT=wD1@RYhLR|SvM7g&sD!GhhMK5_x~PYSXoRL{ zhL&iBwrGcr=!CB5hMwq!zUYU67=)o1hLISBu^5Mmn1rdAhMAa!xtNCqScoN9iWOLi zHCT)F*nrL0g6-IW-PnWuIDkVqjH5V)lQ@O5IERb4gsZrQo4AELxQhpPh$nc87kG&` zc#9ACh%fkxANYws2y`HTpa_PL2!*f+hlq%TsECG`h=sU_hlEIkq)3L8NQJaWhm6RC ztjLC($c4Pfhk_`Cq9}%vD21{phl;3#s;GvVsD-+yhlXf`rf7ziXoa?DhmPokuIPrI z=!L%Mhk+P`p%{jd7=^JIhl!YkshEbDn1#8RhXq)OC0L3TScx_NWAAN%u>dKMYpoQB1SNX8BnW_#k|jKzotfPo?d;5AJ^(Cbot?xN zB{Fl)opI%yom_n7R4HF~b`qzY%E$SGt~hs2B~ICOc9m0?T#~9JWmh?M@tuA7yx;G= ze*N+Pn3-JwlqeCRdgtH$`gQl~*RNl{e%;OBuQ2!t20zK*uQT{520zWm2zr)~n8T=lD|G?lsGWahH?)y0e4={L;!B;Z)Dh6+3 z@OB1Y%itXhzMjFm7`%tUH!^rHgZDA`Rt6b^M;N@H!6JhigGU)GGkA=_83yMVJkH=e zgC`k$2ZIkX_%MS%z~E^H&oKBXgO4#-XYf3O7a3e)aD~BD2A^Q?Nd}t?USZH+@ZAhr z4B8BK80<3GW6)zTU~s@-#9++eCWBiHKF#2J7yoxv|K_(cYPpTRFN_y-LB5rbc5@GA^{mBFtu_;m)q!Qh`T z_@@m18H0bp;9oNMR}B6&gWqKETMT}i!M|nj?-=|JgWqNFdkp>qga63jzc9G(=Mg-> z;6Vmo$>6IPyp6%z8GJ2+cQE*R2Jd3<9tPjY;Jpmq$KYETWDFi*@O}o13~CG>Ww6ZP zF$QNCoMZ4fgYyiYWbhpfKFHw14E_Lvrx`rM;G+ya#$cVn^9){OaEZYc23Hw;g25*l zY%+L-L4(0}GiWhrGuUCU%V3W|kHLV!0fP~PF@u{7ZZY^YgYRMRy$rsO!5?Mt{R}?K z;Eyx-0S2!z_(2ALiop*txXs{)8T@GmKg!_GF!*x}evHA7Gx+liKF{DUF!;+1{tAPi zVDOU+{yKx7V(`-p{w9OJ&EW4a_!$O2%iwhezrf%Z8T@?)zr^4lF!)Cdewo3qF!)sl zzsBI#8T3ix_}2`6lfiE>_-zD}PyJhjG)Dd3jQSl0{||%T zW$=3p{yl^Lz~DbI_|FXPdmX_E1`jZJkiqX`@RbZ6VsMhd+ZlW{gRf=q4hCPx;OiN@ zo543Q_(lfb#NfRQ-pAngGx$~p4>MR`@O}p0#$b^_jln4fk1{yTpw8e7gB1qn7(CA4 z0}ReHc#6R)gAX!TWAI@He}KV97(C73B7G22BPn25ko040afF8GMRCkHJ2J0fPeuLk1%T69zXJ++uLZ z;L{Aghrxfv;CmVTVFrJM!S^%xuNi!n!5?SvIR-z#;7=l$OkR6$w?FO-M+dvz{;fv8 zx!-9wy8RoS{&+Avy#1NmuYGN!-yI)xTYHV}PJb}$-2TDauf4NzquaUJ8nio&{Xu)u z>x=+dd+ogkhtFQUQs3(ITf6(s;od0vdAs(>fB0wbyYG>QADfJZk8O4Pj~yJ2cL)8G zk7TD$oz8%(+uvEuCgbfV8FBLD!otEwJfdvB1K{>3+a3%vlwschI(hPBcmH589B1w3 zxHInVckEk!Zx09izXE&DNgBv)>#a^akTzcPnd-vV-2ZB&B|E zNEicfxcifR6ogFugOgJ5{z0!X9t?VW-SMc7kHPp{+bVM5R%dkXnUe~rlxq$4_Xm9g zxH@e1M`$qW(;f6jF(9bk>5U9ppxEN9)(ezV)_Y`G_hz%dQ^a52pY+Dv8_i)Cl(oY4Z%EFY?r%%}mgMd9N1gqx zp3i6BF=*fv!@kjJjwZtn>e+90Z*-P36u#eF&MtRG-S(u}yU=g;4o6+2U!OGl<6#H2 z-|P3MBYk1|*w0ed8q9vtoUI?Z9f-Wm=@qsEP9uM0LqcUXnjpB?nt zG0ubLaNH#X29*JQbl7d5JlPub28dhBHWzn>ox{cDY_W||V!u(q;nr|)v(E$!pTR(W z4Lj|{<;4MbVW-2C9hAqvhn-$;aFf3VJy1%LhMf-boXq?`D}d42V(YLee|z1X-SJj$ zf=rA0M{8og4<^Hdo?vACZgdB|&Ui7qcJgE&O+fv7oqkOlvvl(0XnctAFReNae5WO- zzg5i&U^D{PfL=lyR&kDs z9l27J74@eFBH>Y7vj+?+JBqP~llmt*Q{%5 zLNSb!NA-)h4lqX0dJO0|J;5O|tNt<6;l*LQGn86roMp+SQIMtZ2|f{i^-IISR&%S{ z>!RCQh6uPzXdel{=^T=XO5m~?D#O%-|AWJ(v5E-M`o_nlfht-(>0PV}+WOPI$q4gx zr!CQOjRQl=j1EyXy~dS1jTs9n015$$X_Z#ld_TC~@aDZ}lJ569ghA@7BloZezN^$yfrS@o#lI1FN!Hkogi&kJ@ z9d-g;QAzosUZZ$_8Ay2K_rtshH0&43} zFfMLmCR`*9unK|rS(0`i3@Goqpg_~b=5#G(Ha+BGlx;B^4?u=Vhi#MUcKe{>zUAV~fqr&~`%uP5ENM}G zMJ))F4a|{sZXKXK`)ED%!x1zeG!K}S4vT^P7lp8k-F_>=Xgs_sR1%V|hOUsRx}<<; zHREVvecjk|JRd_#pRZ=9Sql||qFn^n;W8PaqCy=EO(CJKMPg(+QddEq7BsrS0kvUZ zgkm?5W-Gs~LbbaI9uCZ9f@?KHrwNU3cE`Kf3#NSOq6dZhVP4O`wWd6hnt<)pwJw$D z8=k{P(@P3)M=VDwx|&_cwy^f=fGaVRf|(%kx-G08z*r~#f2e9mTdK!kg4puQCjzQ=Kwmr^iQ6;r@s3{>=6bn#g1D&uPlm_1=FZW>)7-D8b>NDL@YcRn_Nug&dOGIv(_OO;t zTj@Kbw1`j@8b6NEU%sVMuG;$2g6Al&l404GaS3(WV0;3Zbr}7QIiz#T zxJ(t;T`UJh;t)xkqtN4La(pamV?)%&l-g2MEH-xs!|tmvLc+LM&pLIji&uE1uBLxN z;8@N=1y*tu7&l?_ZQlI}f^tabAghXW3}T^=^i51+fXKuQ9+w4X%}s|(Xr&2Uj9))N zK#eK1NHXSIl^SkS(n_B}-HJ`SS$mK*4-R^V#mQ!q8ja&kv3AqK1hT=PrslIne89Lz zFmF8*32(En2XqkyV1*7-YC!E&rPTu*}FO(z#QIXIooZG1I zH7HAEeM)6es2&^Rv(mh(y&Wnwl181m7P1Hdq9N@wEk=>-gOz+HrvroxF2Z#|t_U}` zS(O&`yBzia3NX-aLTA~wNztk484a~APCJhvj(iR#*m032JdmxeS(k@I63cR~WhJIl zAq}BAJwrr1Hp&;Lp)w%Tt82=UMQnbwKu%1>2o5i^)+iCE?|2>F_sBvLjjpHeo$D90 zEP)D*q86g`;S}R26_VMMeHhJ9nx>(No?=X7$Iz(O9W|)TG-Onz`3c5iB#EWy$SVRl zdwcSv|@$j00u7=KvVDfUPkc5(ovW(3vKt>DZh#^CDw5SNG zfZEe3;7%k%EiP1-`6ea6Q+;f-c1KuEjGO&drxtLig-)txQ2L}XqcjT(VK%Ib`Y=!l7co-@3Te(lsLAWKD24Ce$^BW+fnZCjV9y zXxutanFiaaD7J!`tBOuocb@W-3~?orE$U_$iqOYtBD^>p4u-Xbt2Cp43)Bvt?ZS7V znN9k8a1PKF%fkz9hDMM1Hgwvdx12+Yx|Ku_b^KNr75Ndwp&CO{4O`+M%QqLjC1mkh zU@dP@-yM$+8YAo%V%K6#jVyH;E)6N9;Q(s|vSQDKHW=3y_7U=LVyB1<4;vW1oZ5>I zR0O7&qRs;v>q6akh&XPHuebNj|AN1LYGW)*Fm+?#&!z0KtQJ|!PO<3F%myr)d#qTE zeh*$J4;GT8?3B1fsK#So9<a=@9kNk#fEim%7#3-$SV^G#$80rx+J!^KCO)&_1!2 zvDvlpVBGAjX`@fMwmh2oZNo$GB8z>vP6O1Fh7Xv`Mt zVDNyo9ut9+@>XQR7eW$h(c+Jq+-|_HpIy#J0w4pGZVLwsdx|&cEW)xL0qb`nm z$}_DM8~@GEBfLqcBQaha@!#tX5=}0*18OX37t3o==F)qNNJR(oSo1+og&%vn&Tyx{#MN z`7)Q8UWi7$3Q_8~j`QT3Pl!&Fp>RnKa-=RIwv;Vwxai+FkN=JB3Ald5I$Aw93d1N$ z(did}-#~$VcRCtUyWVYMz$3^W!7Mi#w8UQ?J{EGM0pOUtkhi_0q4Wq>d@&jKMLxhNS= zAk%G;BFmHdGh7mVCz7A-_Pe895Qg?2z;iMyH#)E`-!cXxtu5#)g%@r-62cLj_e03#wH#x0#Z1vk4Vt zi44hKGAncUAN7Vy05%AP(qTT*j)2qHL2k)dw#IbDQT?lXW^-=S-Xb9e-9)rF5!&Fa zir6<*YNU0w`avF$0m8F62E2`X_K4_7R@@V>hVC!jxdNz@*=A< zT+L?gZO1uf9*~;D!3s^uDm=21Jl0rjMaDU}=8_HPeDwlJuqh2MI(2H8>OL0fI<8`= z=#A?mo7imm2#$&38|GpZNS*t+ZAuR^Fj#YVi0yXz)nEtQ6Wcs%B$GLWI>U#Y{o%k7 zTY#EDWD@dcGI&r%kIWo#9=+o9dlTS~ud|@N#>!PJl+%3m}idqZDLumI5_t z=O8sQ#f!;ScF8<^9$;%P@Ma}lkF4+_ruha6|GrL%vcEiArt=7|XQ9C5sKHja8+qRz)r zPe{~LanuKLg+TSd)d#}_`FUn@2}u!87Bk~;C#n@GFn6xB!15RTChwuM84PJfLtgRNm#EMP(`Vr1jPdI&J-djDLJ>=oR1VY+uR1D z&g8a5a`6_75G{J!VGm0$7t`6VxZk2%UEYvuJ1(+8DhHggw@241*@=?79i)LymEiW2 zKMWp_xM(@`7lZ3zz+M-QTHGB@_j-1QgUJE*et3=#6IF}1JH(mM*rRP2xjJ$eks0|H zr;8!zxj)&=uE?bopTvI%D{kJc-?FC*J@xo&ai)wqT0?C`V>g7LgN z01@hPm??GM6MzFMn+yDc6D%^i-`AWou6kSId_-p$-D_1-t7Gtz6RTr+L6Q_ol20p2 zKW3CAK=F1q4YDOInuJ0oR={Lo2J%Uam;<&PH&X(7epw0fdqyFIv2yeZF6&Fbm;~kZ zmYOn0#CgY9zp$xk_=`K6Z;i7oJN7s;vSM>8j5WU?FJ~d29Qepb88d~5864#Sjjbp{ z!t$!T1|dCEA;ei7qL>+#2#|3t%*aq)2TKh#uox@ff6pl0;Nr45(8|kYN+?qXtrK_h zdq!D=iOYdqq`Vj;gi`QfjpEN4WdI~8;%rqBXX7Hyh9dBDRuQy#1)=@Y`Klt$$3>hE zMd0VGB4|#Fig>E3h^OKro(e_a=d2=Vs|!VZqN*>D5cO|@J0~boj=5BQkEQ;FnRlwE(xQBOvN>8ii|4=yX8o3IMO1plJLu(c(G!w z%4HT8H=n`kS=(;D{`n@aD&neWfMt;#=6CKSu9Ak-lPa;_8o69#ekG%-3H=!sHdyzE z9{Tp|McyySgzVe1%NtiNGVaR8g-aJD4v|-PJKf&mD0}&#hhD+I?3KP=fXjO7*;;8J zeSE{wT5WT520*c4sjur5bB>t9rGvfaIEY8V#DE#O*r1JE;Y)$x{0`lA*b=QO3wLnz z8B$n1+A|eUDl0BPmAJGaOVf&LOmv;cT09a}18ZHZ_`H=v=sbF^-@%4Bu2MX#^$+UJ z;jnoqV`!5XC`gr8ui>14PxE}Rxe7n0B_ur_oiB8yEu=jM%aE~=_EYQ$q^!fb+9l8_ zY-kG^V2|A{mEq0RwKL1T+|g-QgA~W+-nAm#S)|oBTS*BXrLhBZlp{+yL1X0vvg}<` z$}DGRad|+YpQdA$1@C;QkBIr@E4JG|A9@iitStW-nbK}mmvE%P;vlz6ON77VH!^M4 zaL?0D7q=3cWG<1cwy+Aa?TbXXqJg*+JY9&BAYQ1YGVKa?ow+$nj=JnOWcl^9+k}OX zt3!3=AE=ZFp^YPa>WP%T(~o%if*P62dk4jZ@#cD+ zf*^LNtd?_LWR&o|L&njhm7f8F33CPnR)GScEDCCt%HGEHC+31WJ0IBj`M{o1uw?$K z7%o+Y=KPT1AtYSKyBw|cOGZ(J6948LO4)OEU)s0x!a==M7q-;-hY59In)vzmtl9g= zblgq`#q2%+YnOF^my-8vtVj!HjRdw%VX8R}GMfKz866%U892?k*1W}6FGQ=wUzzW5 z@lA8915quHF|5I*7d>5N6zg7RTO4+)vDDkOV$HP$)$fg#L*@N1 zMTPF;!w;MLUCdBT?4U-3g3%qmhrFD!qYaR z4xNB-2{Z00q%d(;d+X$~%nP%nK=c8BTY1Tv#iY_I^mv`pWv>gUNgG}H)VO9*y1GS# zo4&H=k-&;LEf5PCM_eI+-#g)hCaZa1eHtVNjLD4)d)v4{8ZDMvl2C@VJX7w#Z5-C1 zC2lThFU9ECQ>)n(yI>cO6M-jisbgPm;Ef^Kk2rya(C#3XT`QLEa>dZ-YM^y@Wmmvx zN3Y8LYuqU!S4(TOL#!>}F<~oRuieB2FL6QEKG2RFli;y5PnPMZJa1Jj?4;Q3F7J!P zOGb740;zBh#}4lVUqg#+gaQDubzFzrzzqX3SXWkX^g|Gck{X<#NePxyb9f|c& zA8+bl=@to2%f-JQmW8J%^gYS3kt^kU4pTQ)1NrtA+09l`8ptvt) z07!8uCv?zNa?o_+dU?d9(?JZ`+u~x9bd5DvDxZv#GI%b9AIa^5(q%lH%M@=jk&{Mt zVx`y^AWB6MONWVIA*)?t?=J<#)aq#L>|12~tWwV1>SbIFeE2z9TR6Q?K7}Pc7_p>{ z`T|#4!VwtLuN(V=Tj7yBeV@?||0Whu!6mocgg z{6kHLPkf1-3dCyOS`I@FKaKs8zKz*uE&iCI8^jf~->R|Yc}P^BGI3aBd*#G{z?FsblB_e*Pui8Yx`Xo#;Eu1HXK$|6RL9A+Sc73|uUm&y`f1 zH(H#m;qNBqKcR}3qD#^I2dWBopSanApSiR}7X>3kDAoeE%*S{rp^Dv-j#Z9P>ct&? z=sNt)Ss~)0z=K9s$BF)vtRu_7E1e$h8W>!G>oSI2W21wIIBAiOxBv?uFgfn?fR-Uj z`@m6{>s`^#STyc#a8D4bE@vdinrVxd0eC%N14OfyhR~m9N5I$m@<^k)L|++Q~!X3k3Vruu9U#j zmbe3FYcL)U_W58G*0?y9FE7=(UOOWK;FgT?k^!l`pg?nVL!3d|v*<{3wL?GZX3vWP z!&)LdtX7&7q{o@O#;m*_RAgmRUXo0MHt4i+hX3kkq`9u=xGg5%9C~s+UEqnJr9m)q zS}nVMT+GdD#(n;RE1Z}{9>Gj9K%OGMvKTHQ#BDojwUbkTtwCqxI@H1PG!w*Zz)ECm z475=Md&FIDVn87!@F$rAlH4LZ!ZO%M=`@r$brT@1JVVyO)WLf2ANVkpMjhPYp#71~ zBm|b>gqnF1mFzbZc3^-%+Ly5^MRS>swgc>fa(sr$=y0_uE|&=HQOo}zZ92jkp_^Gd zi$w(m(6^C^j%m=QBs!491VV@rz;X$EX6D>ay3UfpE9_*q26YmkexAc$Mn7h&GxhmJ zz)GY8ET+O|Fv>21(4!2`Z?=c8|4+DS0UsN$|HXE9F!BRg5t!(wxXmS*8UQS~fuW5p zTFSLcyg>p|?r(JRs8k$L=?DYUiTo(S@oDqcit=Gda_r#-4&=Hq2K!Q(CW;LGCOxU? zk7OI%-Gu<|%Eb}5DXJ&k>g4?^eJ9p%vji`eV7eR6$g!Hrx!y;QA4mG1ElPh^`=H_}Oc4GCpvs_q`OZ-A8KU2CmWY0g}d4?2qNwHqY8bGuSDhtPGGmklHF+U_7lSySBD&8VNpw5yqf~ZlPkQ0btq;JtWq~uvi%1_`;`WN^7H$nNf;q|m+_e<} zge>}M){2m#_>Q%AtOoGkd|Er6K2K)~RWiAT6v4yB1O+FONSh0iz7X#6@k*Q|Y%YXh zu;5pgE{Udr1zWH{ahB+)%-wrj=DpFUblI5j$JOQ*mSK0wAh63kZqzyogTT@?*~fE$ z&;%AYLTC9WWY0Mq@j4>)BFl4~M}l2fEZ^vKBvfun!RG}8HH8nt-zR^t|y7<;g2czx0> zE{f53?-awd)#>%F!eecXoRK#zV=O&SJ#w_>MpXd-xu1s-b&+rRc7}`jbXr!|XsE=0 z+7{tNNP9GR;gwgmI&cB|G-@*GHHV-1v>M>~wzM3+T+r{WL7TU@xv%ZP043?SAcM$N z`=6_0klb1fLpa8LPb--Bv7n{pR0~?lK9rpanK=A?4crf8hci~lUy}aHD`QY`Yx~o@ zzpcdrKjSi_wfIc-$}79vd^8u&`&b`BYv zuXgv>Rvv#myx(XrL2XmF4o@T!G5iA<)_8DS>I~P)Ok~SwVsz1|;&PtHu_Jop92Iok z2f(O-gWQKQeJl)=Mv7Ywqw@h77(&D(CrNKY+T1)NtRvpEYDyHw7t>*jNXKo5`#I-zwAzGfFgKf z6R_~7Q6z>6W&j0I$0#)g_?Q*E0~}^FE5Mlqp0&MtXCq3n7YqV%vaLnT9vqqN)XZCE z=k>DZ0FR%Du{StH1m>V4oH<5#j;Hnj7V}W$&l+GDr>vfS=8eLT_5;)eZ+yq@8GgX~ zTCm~vFH+%a3(4J?YEh2w-5f;LQs$=`RDLaHuAaWxmP`6mZ>a=%%oy#2(;AjbAdK5d z;o}bOXXtq10T**Cd&>T`$tYYVo-=Ro9?BG3gptjvyp@4)_D@DIP^a3f7aJ^Ob5MRB zpwo5-0us^?aVjLNC`qAR`nbjAx{mlb8}3CC%a*2bnGQ}a+3vI>(+{m(r4&ph%h62v zEUmo#m0cNJ2g>`@`Us9S+3B>WLe@Lzvi$5}#8c_M$?i#D8#spbhle%rDz4KCzeMl+!bc;S+G9zCYZHz zK{!H@|K!?{q8%48-W~T`9jXe{VmLJ{h*Mm&W9Ir4=(zZ}fNjuo&!~d{Zkr#A(hiN? z&4*9Hm?63k1E>8^1@aW38ba4L@wnKe-Qt6I!_Rq%E$$iZvZ<70b%FS3_lN z{php|CF|1@ytH@c1IMi-_U^#ozsfj$Eh$o~tzRK1Ty4|j47%G?S1Ya#u$tbvl`*#FGb& z{Xpcrqe|TLJK$<|S3CKODvtLl18Ei#HIKa%*q^YfuPK>CT{E(Z8O-Z#X~xvUm;Fan zHj@bDLn)@ldEd)Ce3-3ScF5Qp+!UL~=H4DUBvNXM7=vwkg7>DWN-@*QyqSWxA4X42 z$}Rf%?t70v`m;$n1WNsS*{g-4ncB}$ud<_ZG@Pn{NsXpLNOdY9jHgxb&=ogyhE1jk zE*H3E(cPGf&bjDos%@2 zFHqz>?#~5JR6~KkbGbeHhTDd8i32lh=t&UyB+KjtUE&9`5B z021H4_1W96y_d8Ir!sUP>#G!_+n@Stuitmy`sww@0QgP+1k} zgkYi2#yw7t9^ z&p}?ef8*nX{08xlDO~>Ip#I?f8#f8{O$z0U4DTH{z*q0z_-_dKEecq13fKYvxA$-S z7=cf6pli`Cm!!DuaXT*RV1DZUjo%^6+X4oG@Mj;`_)P+Q%K@g= z%0-R?{_O`gPCfY9+Y^r0>dNnauB^t0EvqJ?WpoDS_uXeB4j@wn0n+ChKY%MAut+Eo zAc&nMHvlqafFpGVRRNLm2O`Ru3JEbE3TnPG&36v{G5P3PxN_aiq7mwyEJ$vv1n5@z;>h^J3*q3H+ zGYIs__zA(1%i>+s0Ss%nsTThov`eHGt%DE71vD%-(9IpK4KYUxt5w0(A%WfPS;T-)Z)v#q_AVBZupdh>1E%;1ZwP zmSOo!l}S%8P{ZR^N@QYyd9)9UxiyUH%!tP{CI9C58q)SBT-v$_?2O~uAc@qLIZMzA zj*{1EiVDzDJ!Zq@USb{+Z+&b{VGhTxv{?s6IeK1(YXhzKecTB=;q?OIJnnAFcNB9- zjBZ$GHTMHTi!LQ6EWXiMVP6|LnIH6B7q67pyPsT?F0oQ9zA02-vE3B#_>>rvk5pWa zdg#T`_2HP8O<7mhtQx07<3P|;yg(_UsaH=7{tHIjZE`4@x`{>zvv!w60CdT4zS+*Z zOno5AnyqL~XGZe0$>Q_nlB!!O9CSh7cF8VvhV;$BbzWaS%w$Xi0ylAwGXAu?H(*2O zFIZM#=WAj2q&OO}6RnX;xTQ;c=Nzl)6>&EMpe3|OIC4Kq4$X4B$1y*Lm^+^Q5lO{%739uinM9@I zAi6NFI2dw+;Hq8OnE6}g5@o<4Fg`xYL}r%)T4zYtr}L7pUT#)$@$sBA1&i;sBhPM9 zC3&=$bApO}Ix(8JQ>ksd2j+;4u7|ck9?LCXCtP6Y1r~n0*-;86Q|gPs>bX)T_%`>z z(tHQZwLga<3{9JwV;Q<%JJf@Q!s1ORdJvh8VWs2aJ0yKy_^Ow&%0K_U|6zp7z3k>m zT#VP*-tM-#n7r;5-{Af@bb+xzq*(~j=q*Rpk+;lA#Dvf!J#`Z{baNupvCQie&g%fh zb(aEsSO7i@z`Qug%C!vJg$&yv12nZ*Yj9<_K0&>pZKA+Ovu#vWHO!9;Ze7BYC9RGh zZKAT`v~rHvFNN_a4ME1!np0k?PiRdoIvt?9_NjGoU#76n(!O)sLD=BiB@?A+s=%39lw-ZliUE7MBuH(uagPg{x7&Pud z!ms+2CT7MV^&pdw9BfMwN)tOYR;*y7FB-r8A;z;=Up zgPmdl5fS8=Ks#0`?)t|{m5HmF=_TvHT+xx~)#`vdR!`#UJSvfeF)V~~eQp(tV9D3G zE|4Rbi!hBaq)6Jd%m81LLZr3 z&MsunbXu^34f?0A?skwLC!?|p2QZ8_Te}nv&zZy0MQ6nv^p~^mtY;VY>!Ld0*Jw0o z)w2(r&uZt+onHduKXo2c?#h$rp+&4bwNlU8gYN3enflptXU;!%_Ux07pFex1o}n(% zi?|kH%$vcCX>>OAUuTpA7|>Bv_CY73BXNy54-rdgH(aF{H=1+EKID)E)`{~#B|FRE z?2%)Vuw^*ctYFI$v``7Gj?>YqkOfAMpUk0XRhPByJ*wbveVhqf=uB&p-O6I2ctPPy zM{=ZXo-I23xHTdd#!yjG%sq64Ey8S3I(FsR4nK08MO>dk!ELc&*nUJ_V8qaR0=|mb z!pCu$ES7^_34GSHm<&6TP$}UE%X#@~2c~v*dbFpp0Ht8iAMf@KvrlxI5Vu3z!G5FL zxmnN7Ke?K%V9=fmqZ8Fnb*&aBXyOj%Uh>uDL|nKA^ajwh>sz=mM~-dbLR4JFh6~C} z*J_Q;L4w)&Px%&FEZ3TC7%juT9bYS;^;`H?mQjKlmy~Y9$?oB`>_&8ADBzNO{I*mC@&IMAhdct>D=n^*L;+SrWJ zcXJ%806gt4c+9f5926V@@mfcaNNypZGM0@4^RTCMi--}F5OB7Qap03@$^#ak5d?Mx z;eO8EwM`U$%?|BgO6`s?2CTvXVo45wL}d~mYG(9jodWqI%E~f|z-@YtAGGVwV1@oH zj}DP+;#0(mu36(<#S`7Tz3of}IDL8Jkc*ERnADWBKvf>oTwz;~N~O}tZK?sNxk_q} zLOKS3(Cr+52SjQ2$PS!?2?WImhSv=twMZ$@QAv7ai~Yd@LeE8X(d^pH8KfbOa(eJu zbsL=+^1@|_NRr|5G(<_aKN-LZbGg~ygV>2gO?HJENp1llGS0u-BTw&8=X3Pb1)-pJ z%A_wj&7=F$&{O1P`fRZEDQxeKAS1f1dQ^pE2bZjp>YGxKX(Dn5K8P-wXbq?TlrZS? zXrs_qXE|Ho_?rMm4iOLAQcDx#;75)bEerN@ zuI*|)Xi|M!5s9al_#9(hI+m_;hXeFBkYyCHcN44iXdX1CBXQu6meFQ_X~U`8Mf z#HWqF^!(Z|UG=C5kH^O3BKDZi*^Vb`9DYUJk}b&xrCv-mz#jc_17dqPXeiSktGAH3j!~xTUrNY%X$7 zX^{ud+*`Lg^4u}$93mGBBzmk*$|bAob57;&55fE-y1Fcn_zseT78gvWsi%Q*r0hNk zRe6In_{+Ny20@1c@BtlXQqv1c{FY~c5tmBMDE9FIFe&IwS|ocwcfA4KS2j? zfje+3oOp})iQ(bs%$K!>6_@6xYdTBzjU^m-S1KXXEEmFdXa+4wdM(-6Gj^oiN-09c z6YJrc6cRDIqGu66SV}xu@@UG`6RTEzheW$Ibd)4(N3pbdI*V|IRsQOgDRmXy4e=4h zB^q_oNiQJ227eS9_>xxTI^5G{Ig@7*9t-OpRjnA{)KHl9Y2qwHn4| z3T!gj)@~IZ@rj5#=a_h+z0D(FONkPV2VA?%D|ES^Q6bF?B1knhkuRl-Adf7*j7N0- zG>vwwoP1aNukZ4x9z2+jCxTRfT9G*>)2fmOq&xOJ(+KWWxIB3#U{zFw*3xZMD~fnn z6Vm>LMwx~S9GiSAE{qdM!yy&Ggk52Zh^o(pi?7KHo)UC;j&3!|Z_NjXg&G}=#qK8B z0>>Q{xe4a5Jb(SkIs6__{45riM(Po@EbpwD!IcIRy|jqWt|hVZ1X~;<^AKJ!O2F#U38bI=h`6nK zBQ-0#`VpU1jG*wW1aDsE!= zA3d8`U1Qfry3c?`49>32m{yL1mJc!C1GIb~`yQa>qu6%?tyu}h6npn*n?rjH+NKll z9ZZ^}l57KqX|ig16oTIU+0j@2o=lEk@KJp@}lpKG0jIOXYs%vXAh+A5u2@#s(*YG(;eS4=WSAIAJP3TK37f+xarjn zDhZ;?+?n!W<}|UzB*^c;>LD$lxubKd)0)T@FdtI)ngZ40J6058G9OP_Xvl>T^58pz z=;<6Uk-R=`dOk&9nHtgP@bZZ=T#=rxV_VFubIwiYoaY-URzSouPiJVwayAt%-f=o& zx#=u3+UwHE=t%3in3T?ehmDy^`|^dJlcT!SV>@!Q7FK$w-<)%o3FSLq+xZ3-W-qpr z|BAffbvcn!p2=LL(nX(#E%bk2Bo%jD?12Kg*tD0}EjU^EAdMj|CR<-d%vUqUFXLR&W9v^6m=+Hg^BwCSMa);o`2-jB zo$IeKf8sXok{atxB%KWFP8Z)^zlr#Fz#XF7iyU`d>Z|LYMe5fT9ZX&N=hlB1>F+Ff zU%KQUS^qqeAM(oz7yXyk|7S#>gb~|01G@O1T>mM=f0Zo{T}xJOQGJkB^de5!}k z{S0U@=TB^0C(L^)7WfX;_{7GK5lqg*#*;)e7dy}&Ke6%m04is7OZpFIDa(2t(M484 zWXxCi6eh>tgrN8iU5gK;0e(!aEz&C+jkI#2AtCA)eC0X=F*=f%l#Uj}cvi#jl*14a za{@mjCdQ`@X8g#FVZ=nE0AFs{;#bO!%xe6ptjlw&Q_iL0)at{9Q>&Ld*xJRhuM7QV z54*f0oL>E^ci{Bu!;eiy!^g0L_1MATco(Nbr<`Xs9GM~E@zvcyTO5Mz^lE>ye{jgt zsr>_sN=~f0^Qkxw%5(0$?v|Wn?TrmMB-9TM31aD$M_sQb_l1s@`QBZ8$km^=g?j|w z%#uTuvSFrBqgEF+c1av(uwdyiO-Hk68`w{8cK?%ktHb2;Y!{caxtpuN143@^EA6De zH>M14klvjX=Y15 zW=DjprPMFldvsf0)Qz_36M+ZY#&GGwUOOhI)8ghI%9r&-hdzH&xZtvS3+D-AXvOOC z8-6s+o&JCu?#4V#9)E81c~ z@XFO^5c&$@_rYoDPWQ?Lcq7}##S7eU*4l(U9M3mYp?L3+MM$TFy)Mun5Y`K}k8~-N0G5`$DGTuo>haE-GWgE@GA4F+S z_ZGa;{v_|-Lp!Ei>1VveyEp>rWjV{r>*jwlWSxXCzSe>3y4>-)#>wm9%KRF^dZgL( zIr4OXq%6*-KzY*hgSZr;sjVyjY#&+Q_InAHz@?>_DEU z6>;EJk!OdU>uE_2z-salI9wC}cInR`vdt3)Z#Te`K?i2l%~kV0uxoxlq<=JH8s9m2 zKEF)C_`AbFE6toSYPn^Mz1ZZD`!D9<8$>`n(}ZDvl!?r<0UF%mY4tO3!mAw13!KVc z?W`^0^^%?RqFfu4jz9A=;;d}OwOPutkSQf&Ij!rw!+J{H@6jMn>p6S8PpRR(82xu^ zw8OP)r`Ksz4f-(K=+fcH!@qpSh847Yo)(s_n)>3gwNzum6a%P$jj3jijV9w49`MKuo@9L`Ch!S4H_Wy3Ao#f$`*}9 z1Q=XC_E+z_kL!SEn=Sg!!kJuFoq9{yNAT$F?tXK)M>PQVg(X*l1*3>rLkeb;dTXC) zt^HdimK3aM`20HW4C{^cqXa6ox407KwC9YjqeY!_Cm)f;GJM@|JY&$?>tYp(kHHuZ z0yu;hpw*vy2KEDiYz>0#rQPWq@H;l%q_>)hX-C&(gM&^#Tw>X1Z`JssqTBDV)z*su z!Y*NJ(C_QzXKDjz;zli2S9~J2aBDu?`=Mm_;k}O&f6y<7o#>7>j0!l|j_S$kjD@X+ z{9Iu5JNqImBNK$9N`MPB5m2iqqanu~c-=v1i?rBBaCtYTihVu5j7N|5yRTx|IOyvs zQs%&FnEQ)(^8V803m@IMkbP=^4Tom0!BrNpf8xUPPG>HK9vy-Khl4(kGT>$37cXxJ zywtNb#7U`6L~eO4Zd47rNf;WMex!Su;BLR; zGRTu14P_GC|A(W&&|H~Yo{~5j@$}`37p`8+u3q@a^B3t}OYhyzEi4p9fkj3&p%PL1 zf6qMw6V14@1D{Xa9g2Z{nC*2Am$PT+wT~3}1=btml8IaRy4u`vzlyl7@~$KW+o09R zvLuF27r7|*q(v>Fi0Vpfw*ym{BD>`8%NFnwXkPyymAyiL82z~+MqjIso;`41AE&o7 z%p1+#5=iIVIhDe=`LHX_;$m9G>Z>!1F0gfGLxSdp@N)tgXf0zY!!c^>++pzvp@IDDjO%=)$N1b_i@n-Oi)qR33b?etI~&$?P7HCXkozZ z_xBBy-MgAS2Or9Dcl(f)zPa0liIKIGo`)^ce&3{U)-m2`3j%Nin=%2VFcffJ5aQ`3 zv@)15aa#mW9w^#oR0UwwymBX)>6Y}4ko&f3vY8ZKse@M-IC7GPD;(B83oud6scV7LsN;dgf9^8_ZMb zhKqYn7q5NdxEqDbG7gFt zVHo>ex{&jdQw(zaXA%gJZZ?vda573doh6Ep2$)=ybg#cd1d<>?P;|&^KM73fh>s!A z2=bS^hJq84$iaY@C2Iz?l7nMKjFvTm%wWt%{esqd6tKB~gNSac0wO?C!sWS*LBDqx z481H5**0B^6N+ojuxTLm@{=omh`E#n^P!gLX-qy*vt;LB6iW_3-aFM}d_4MI-Fh*s1@I_bHhnwWZU{$(V?Hn)A~76i#a)*Tk2 zpA368v86*x20vNYZi$g_=Mdm9#(ie^~jFq4<%Y;Ep959hDWS{uh#mg6E&qBfD zj>BvlKx^U24aK z!4me^;NO9hm^^e@+d5n;A;wxDi|;a)Y@D>6XCWr?UjyqmR9J)^x9Rv}paV$(G<0uF zf?M#g$|nBE8DTI;=w<^41vVF@3*^+Ynhz|Ie+59=Cjf(_!X7}?E`ea-n+qD@rr`p< zOI|yRvV=%vD-?s?-emK6wiU1Oxkl$n?PIkMZtLo>SvKDyVhj_JR z@>5*f624!Mt3Vux{1%vO;bnD(d)a+neQv`L@h4+>R=l*@CJTM7Vuk zsCo;Jav(wMABspoWergTa}$}k)cB6iS(*$b|K`zp9R*7qnlp+e%*y34L{704C5qVt z?T-BU3^HBpS!}NC#nX`o(A|cKC?lhfZvaf~K#?7@ps>)@lYaPt>+hiC;!=GK5avto zbFubB^~hxw594Fzm4Zdg9Jl0SXO^NT$1V0)8Kp>(99rz-B^)=M&NDJY$oSDo{mVL! zf87m{7jLyX*r}#De1y1Est`^dRje)W8mp{{jrV2`cPM4hQT9@NF)VPt{`uE`d_b_y zEvNSpAk6A|V#?1AWtxmsHyv?zDiEj3JsRRtufK$1Y{0-kM9>wIk1FRVg{4FWG(ya?rG|VZ193(jL^GaV z2``%NT`gXoUIUR*_pWs6{nIPp<<&7O@kRV>Z>D2P>R zg>p;;Ice5zjc(M$k6o?2+#{eeBs(gYrbnHFwT171$Q5Je+Othu`x=nBWdTr0&1O+j z#Xg0%(ZOQ8Q81rWsK4ew!L|-;HAlE?!mnP@B(L@2mPWP*BOK3j%8zIXpj*67F_C@>z+9F+C zhOmw=PHmP!MdUnE%S!U!&Bht}lJ>>kEYsVV-1KqWhE^fDo2^aCa7|9$mn&QcO7{&q z&S3bWxA9~=96$Tnq`wDuiM~3X@D@1_7-i{i z?ibZVH#0NdZBl!9{R+EQ@Oc}#>rJW4INEV7L+&(fY~AHHlgoe^2M!0%*r<=hG_ICb z7bIhuFt1I)6`2?JkCXuh$C3@nd`VpPssCjSCddk#MVu+h0Gs3-dlyj#7$~^~+8l45 zS$?9#oDi48-%(arFY$!%Om>KJz@WK5M~+A_M`kAp!B6PJY7NSIH!_ENv1kgE*Dt(4 zOw=VcSkIidi%g?K4%J2t-AQt;I`CESngGA)nx%~IWR*~rOII0X+4$~uX+bZ;=PwqB zN)S=RtFnk5UzRKCl$_B=Oc`u%WGP3s^Z5=8r>(czsgmeuFrJeWv$%D(aT+Nm~r~r+U6p6-Y}{~hPa>Hg|jIByjJw) zOR=eg&DtiWBlq96WmXI4M@C~;w`#GDb2vDEqt(U+%t5c&(l5|Ya?LpQj44V_KBDa8 zh62efcM2qD@l{-^=#tdreBq*s#V9#B@wXT~VPNMSFsG=#3)d#CFt%F4ijy1Y;R}8Y zo)r6STDUA1X$l75G8VDsK}WSabi-~O@pj~&1z8;XRPScW+X&;JRDnA z8lbHL)rvfhdPdct6p%+~-1eDJv3&mw>Lhk~TYC-V?1o(5yaiK=FuIcpY>54XTO{9< zah~E93p88$SVYm!&R~@FHn-@fm2<2kh)>>JBpJp1DM zg(gjF_lheFjEw3=N!pASIhg6qaX{5=aRAi~As2x3!VIWz(nvM(azumIWO>9NVTr^{ z=0O4vc3sK{h<9*Q5c#A7g!NbaH_E0fWv+NMpYt_HabNN)zY5N%s_ zYG*vI(kf~vT1T1robLzpvJ{fcIW1kXl-DA20=rDbG&)&D95+}=#G2Ma0IHLxR-;@u z&Q}4vR*ipBoiw%RN*z02x?|)i#n2riO-{Hj5-7dqR;MSUTZNsQxt+9&d0TF{vAbGD4<1d>7Jw(EIMG)HeB}28R{|vTEXC!zE8tUFm%=*9ztdT}I-JlEZFg{!E9;SbYpI3^r|tZ$UDynEo^ZBOuwsNp z$1f*YbEsQnToBeARuEj{j@y`I<+2d1Tx>Vs&hHU%KAF7Wii&`GlB!1_cizIDoGwnO z-pG-G#M$yoaV7g^T*y*aEv`QE{Wx=NSH1k?fgzF!j=*IB3@7?>eZT8UE3~e zqd;kuP+3XaN~2j*R}OX5xTcJ@Z3ddvA>*8;Wv(%}n8}{E3&vuct5EMJcM!wBwSdV0 zXs87@hX?)62!MXda0{j>CV$lPI$s*P&PRf-^Btt?e8NavEuj316NNK!VxJ^TBxtuU zB{W^uP|+f{`d9*%6#*Hk#eZ~RMQqvW1HhX^NgZ*6IB*g1xds}g3|K_cak3EHILnD`j?+Ch)@&` z7I+peceby{D*L*|{71?u+p#!g@f;DVjeB%{4okTVjeB%sbds0N1mMcfIRmi)jQHqinu*PNMf6jqDjh2 zeZT5b36Kh-`6q(J5!%bJ>WP3LZym=lLSg?D-Bfn0f)HP9$1$#$l%9STAejb4bqdW* zj*j2i!HmmZdQY!TIzimK`aJElzUj4z#s9sl%e_Ca!7kNBe&y+%m(DyfofdAsxOZfD z>Flf;=tOc4YjA#64RnUNhc$R=RtiaEj5?KBFte4_4JM$zH; z#(=qU$dW5C#9VpO#s6Gcq!?qHxpJ_OBV~{xgt>tK=-%a=9jgheE7LPi%#9lSIv1=W zK06;UX#%c30^;-Y0Sn?eVYS9j9RYD3HaPI>mV3@S+)KYm^*H9XI{GyB1BQ>d&I=fp zi#D6^w@wN^7Gi&@r?{atXK{7J5R*D?pcbzThDY%n2TC=tmphLmnGWI8p3FM3?|7Ib zRNpeUkl-}37|jC_OtRgw=!L!8r-Gdl))0tMa|Wk1By=V1UgRaUoTALqfjg?PpA}H+$O$^g@igA#Xc}u1F%WnyiQ6%z`UBc(RP8YErR7=f z>1wXt9Cz_QWo~TM!!t25prnMg3=y#Pz#Mp`TMW*33~^#H6};$=>uNr`iOy4ej`lgo znT@+6-*a91a*V17GV0!Y9|)%6Y#ylGY)FJ|M-acsWAE;)5rcU|EL73R#) zq7Y|w2{D2+e5#*S_@2LeeGQ`hKWMD3LwsuN5guw-nkOX3nXCz=Su8QmAT2C~b_5N4 zpL&@&MMIB7ND|SC?qHta=7Q~;cYIfD_H=<> zy4)ufd{pm&7dWTp=-BF;ceyJ4@g`ZX(#sYGY)F!VH@3HHL!{d!Vs;AHxMHqV<{hjs zSv@Sn%Bp9pv-xUg(6+pL%U_%mvX_TpCJ90<#F=CYF*By4t-++<9yLb0^g^%|Hs`20 z4qjuOH`|ZXv6bwsE}stJ_%CzBEU+3dN_uiiV=A-TL_;fk$Q zCrgsNp`f&06uZ)|MwKMfIPrTn9j4GPk1Jv0RD&eaDbv}hUhgYQhna=?Al!toD zIxpA7h8+l;q_|`KDQBI>-rqxsU0!#hBSXFJGsh9Ki)?xV87Q8?FrAzB_T^%U2Mx^z zPHM#eBC|ROI}a4S$b#lpg^QkEk+NoBcg5;HtvSv*KCLYVGNmB~QqhVkt&pw!a<{O* zRN+8k9AI{A=|nTq(exX%FoGhvI&rF{_@xSWltKl_?$u?0gQ^p!SD?bVrBDGfV09S~ zYt@OXyhySfaV-bxdb{j*4LI3pQ``(4qP!v-ptpxhjdgupK7sR}4~clbJk zoE1=T)d)~eRYAe;B2;XC`zUFiSQHb!&)a$>5$EQt-P4TSBI2xr3W&(uaujd2{TY-A zY*0YNL^;kk2cnpt3W%5}M*=+}p*q?cW)rk2`VjvyH?M;kLy9ib!uR~$fzoV=S?raF z4KVnd2M2gGRi869d$!O#0>cn31tZZSFbt$pFp?yIrHjv`dTxYOtR>N?f{_=S4|c=i z{Fj_W%SE*G?%<5pgJ86~gAT;B}3lHA4l_D>iiENnOtZ6I7{FNEG zYbt^wjgz;>y2R5&JpO(uE+nP5W|+d?bSp_|)LVvgc?->GaWucFH~mE`cRC5`xOmGT z9$mx|?yj79pJk*Jl-i76DlTcltc{7%Cin8p#pOtpIVce2nW0Ej8oQ~VJGG)bGt`U9 z%&D?*SM>I`v=cQ{elcn%eAid*prR$rUB)&XY&EyKyo9*hN^RKj?I5k;0hJMbj@4Zc z61~X=5cx@?20FFD)*KI-ADnfjp7F?p;{F&uxG>2mvR3 z_w`0T&5DA<8Y$8Y!_D>75vM-+YPm{})>|T$D&^&Pfaz!OJy^JIWZK0n2F|}I+GL<) zDY>L228a1^?rT}%eEDMhB`cLzw9K2^V=B3>r2>b4X)(+rF(iMdHz?#&`5m>W^lFzl z&%J<+aF$>HQc(fDMu^ve$e4?v?01B^><}1bLHTtehJb&ok;qx9JH!!=S7}Y`gjHMv z`#rrTBBo{|i4J1{Upehck53mb1+sdnp?i_1s8_RZ8!cwvmPMB>6RH&98~FNbJg-En zaxb90^N!LZ9W-K7n(O|lQrSpp1ff`V{}f5{*0m#~g8q9mT|4qL&Ph+dNW#QRK|Do6 z@Xjt95f_&9HhvNkTLNYc_Cn#9m3Siuu497erl3S0jK;0)+WKJ|sf0R$q1?=XC2p2_)~5@$dAJXj^W&O3CFzNAZc&a9S0OjD;OH3b^?)UIYWU| zSj0$WwlYsT$(AfTBB@uUjIH1Z_I#)Dr5STU2L)?>?AqKEeK=js6?D!KEG2z3KJUE-O;wpgwtIHJbNRv}Uftj5<13Le%Y&-f^!KZ+zQq+rlX#Xey{L= zg412k&U;v)LU~Ou1iH(Ltn||i=Mub=ezZ4bWpSlUT%pUF;##g!<~@cAM<){oh!nMw z^{yKqcc4$Yxf(*DaJ z-6eZF0Y+te?lit_M;EgjzG170$5KNzo$b`Y{M`D_ z1LonG&xSkjUs(Tp0MGK^zQ!r?|84zO0R1lM%uoTz?C|{`8;_j;$a|;U=BkhzXHRUj z2>S38&_;xMWBbI$gc;srmCGIda(Hi@*m#v-Zx=OMwPnX88=pC`@qJAD3Q2PrzW>C= zAJa%aF6$!y#EFg1G4fq`d*J{sC=TXNp4j+ZfyucH$Cdu~CpPN$1JBnL#elTH;VCNp#*df@rR$#L; zy{_=R2R8n90k6QC1OJB)Z2V_}zb{AaL;-TBPdvEs!h?XVC5f}?{?daRo6NUVm9L8U z-}T@|Q!-8?euC81wEf^lj~U;Wqgfg3;K7Z*E3i3&mBIepgB$+_uoDXKX<}~obJfEZ zX;mT(NmC^W(%(Og6rOVcIES18)Y3F`DFpysGG-B5Hr5ecIfEgsFs&dinoaOkF*hNl zIO!pBE-3)G`G!6KOQvVURt{C9eQSoQ4 zE?~;%OC(H}JiDKpy!P&c!)LEvse1))RHq7gdkl@IkkTANm%Ls3wZj8`SNOuyA@jz*bOt_DnX5Y;`| zXO64SHedgIv)vIVg(>ZnwW;Od-f08=x7~50Q5$u7xK;nuslA)c;m*im7n{=LpfjvV z*)$^bwwLNYlLr^P0u6wAAFt+OZM-0v7SgnKXWZ;^-)`Xo9{J8LcXr@`JnF(H`8k;4 zcZOIHw6l%D4fJz%LGS9zVd#z;yWO4LhB%c15w}m%GIpCIRWlprwoGhQkTxFX0`?s@ zKAZ`!oVAv{FzDwhC@GEYF8yMPspDa@+wZhR=_m!@{>)0+WV-sENu#b8qx?W@4Enu8 zq!($o-|c(K=E`XH4t9A-m$FD5E34Xq#KFIUH-3cWGTEeV{S$*r9KdTU%V(C)MCWKF zN2A@rI64?$EhK=#l#0jfPGs3KC_c*E?hGTo#Rgn=gvH~y*>81fl8SQ2lY<_g((H_3 zFvf26Qk28QhN-O?3~HGKK%74WzoJo-N5MDS!~r1Kd>P@;sVpTd!xQ zvlU)~?BYL^oe{6$>`Wl8FKWMetD!HQ3bf!ZuP%L)1qQ6uA7N1JHz}5K&dmaW<^6D+ z4B*-V>j@tyNk3TP{YuM8T)QOhy2LG^Jqf7rOVpXd>w;M~;1Ut!8v}wYO7j-!`l$?+ zy1*J?9kU$_4r(q(3E>JHB)MI!NM7pzd3(Eqhioyi;N4IT)wEcyn5{bjmp{EInc*c>Oj-%Hc*;V$|+wSl6XzT=r;HHifD*<^Oa;Dbqjtyob)8^y7YnEsD z<}k*yDV+(*O2*AS3@ROqs~J4*%N!Fm86xh{l_fwt^5{y2$=2wQfses&{;1Cmrr&;s zJF~Lp4NT57!eO6rXB3)dgt?wUBBetB(|5N$Y07g5T0brP^vdcrRJ1t^SV-c1ju%fM zZ5evnV+pOhKD~9<(K?7VpONy0jZKSF(l&=$kcd}Q>rqt0)0(wXFoX_nHOTJN|2zQ4 z4SPiMYd0Mn^bVm_L3hDCmJ_(BE+!sj(6vqSp%$p(3$lOp8oJB<>sx=(72A`{M@B6L zR__wW%p5)j=MPv#qbXs2PYCPe<8l9}yJLMjx;`una7m8$?`<&Tq@+?Zc11!%vOUUu zA%Xba3ZaE&%Hk z)1u=KGI)+_cCBHx6>!YnDNlf0NHjRBgXtXXagnoteFUANw*t`;~XNFH^b) zgMFCsU;yKR+kk=D0k+9_t0di7xf}Z^>o0VgFdK|t=wKURYcL#D?5V7uc7U0OlmUO7 z{gXnOs>IB{m$LW53%Pxe#8O*K4jU~c?Z}~e(`>1{p&J-#TQBa~r7?N&T<7^L+zG|yxwJE{hawV*&Z31$* z#Z=Yo4f;Ec=B@6i)@$x>wVT>Os?cTDw?$AS= z#^$k@qI>11uQsdqHN+XHT2h45lo+{0ql8n%g#rBkQQ zssUAs)nnb#Od%iaiRr>N-_+1UY%?1jGIMzs^p)-{E&~AH>U9rl-CLWh0=b7nAfT+@ zp^=uIUJ0c-h1`>V6NuabKT*x&39xF(Yn@iKF{q}63Ko@faQDLcGZ)?S4n(2rrxaG= z07{OJw0Io`QhDx+ygYcO7NwSG(}8?S6zgfvO00liC2PN)4w*6i2#D zuEQspEc#dp2vnW9O9O00<&jd^b}CQh8d9lKOTUS&6(~=CvOaYo>=Fe*}@>sc!@K{pLAslU|()qD}jWjVoN*-GO8gREuGmdsl{Eqc^BJC?A zpJUvwWRxx>G#YG{&s?sW_l1eTU*A+v&96_I{qeA~0~XtS*HKvPxPDV83##)7&I5HR z8@K#5LY!&wFR@y1?J4)WI;zfpZ@j6bj;KDW=~`4AOjTZ0p~YoXIL=5b)}}D*W(=^G zE>{jKL+-t;2K^jte&`hag1$(6s^$;_ch7^#=>xG!#3;*YRO zH2+qm^#(VqGqS)aqhA5cwU)4@K#3mTGfwy=eLIS|(j`)i9hR%z!jsUGbMaZR|` zR+=kpN&H;IhHR>oHDC4BN++JlY_z$}szmqd&CV`ORV!rBI3+Uh1(qk6M0BSc4Xvw_ zK-j#PvoV4-V#OFO8d^Y0T1lRW3*$U!ozLT&ZFM1Yri)8K6?nE}dFMJK-p-fJ7w)}? z7h#H!^_zpjj<|%5|IOL86}fu@9eGvsh)d${$w3jmispomiDj$SO(_(M3F3OI9p97iRk1_26OJ9Ezuh>O(SKo##~O0Xnu&8PWv!BXEH$>uSPtXZVz* z?LE4pE)}`;yO|AK<)WQBTiFs{5#1cfj6Brt^W~hPj)8>~TlB z>_=&q>B6oDoSTPNUm{bL`2giTC_ph#IQC=k&H4Y?d-oVguPZ-{BkisvN}}GPWW7E$ zm+I=7?&`;IIGkQKy(12X92J`!PY-3STH|tcRdsi9>d~yKp6(ujj^n(H)gp!y?I!*s z4`UN7oMhq6`k!Foz}P6>yzI>)NCG2B0wY1-ApR$he;gzT^81~0?(6%$s;-^~#a*#L zPFLN>x#ymH?z!ild+xbna4B~J!i;)QM>oz!_wmLB!3uNVyzPX6OY93k)=l05Pbe%i zoSCeLMJdl308!kh#qMGRaZ8T0EFoi@GRC3PImX#$dyrt~ z3*JhL^y}zCIu*0rN?@?e8FE|V*^l7NDHAR>0wk8Flyk}iRZ$>KVu@2|-K9}DM_{T; zAn;kujsvm$ez!h`~g znw-C;^Cz7nx9=`OBn73&BxN7~{H~MfLkiBqv@r`hj!4uwiZf-f?PEpYm{TFBF{yq5 zG#8Xv&(5=CRrh)1Ec@eM|Kam6V&lV$;a_nkrC>eFn@69jeGMkiFO?LGPZ7RRdjX}s zUQ#O3#LcL>E)FTbSW>pIELn}0YF7b$zNCg5m3XYI(#y5$s8rTNFoisVVg+B55F};z zxPo3NHlbQ5&INWm-KBxC^~%wGL~48MUg@Y89o9)&14lUqju` z7VDZd`xDF;Yj#-~n6{_V5BXjNf0Avrani&LclkNKU>%O9oW1}2 zWQU#2c5eqaVfH%*u$mG!K>IT+mr!wEs_u&|NY0dAf}eC_OK8SxYk3q9E$le zF>Dyk=Bcwyyu)aF5xKi41%tLC-SAXW)jIMWA`W`=p8hK;;=Jz!;{AE$)}ttEpd%CY ze505z;Ea7PBT$YM)9PRsRE?~CMTZY5*xOBuc?e=NY0L9c>Be8G$wm=1i@rFrXDrQW zwsA5x=maku=@1#E=ULKJtm8=iiAU_^Mz@LJP8j|1emkm`L0>#@Muc|B4kO88+FVoA|Df~44lljk z1;1J4=md}ix0uC)W4K5=L>!8Jfn+G-(MMAmN~f%1I`+rT@M zZt~#7Gi+IHe0#fLE?81%Cd#t$_6!h@qx7Y>>vkWYhA$>r0iY`qQfzNQs%d}gAd2xc zzP%4S%0YAeAcldYj-Pd^+qGL91u0W$>Pz@BuFCg7T`xkMknm-Sz*So0fotlE0$jeA z0C#eRz~y@pxEDBi_&!6Ma6e00aaj;(Y{>n@ddXhuA_q0k!gWOBt4{U2q`%F7;@3+2 zWQk_E&7-*=zPpb2`EylhpYXcXDXnXX`mI|SKes3sReZVtea>eGIb&MnocNZ1))(+| z+w!ZmWdQh;&sQ$C%+=a@0zI&}6?n0>i2|SYwd-}Ejpg2~-9qk1U9NW@LaOMkA!q+b zMHG-0`W3aDq(}WldRaI3f8>3wAxIFRFw(xDn0-2S@~K{b{T5WRf9jK}lHKMSfCHLC zTv~;<;`?OuBzBM zea;arC~B|Ys^HNqM6)rbb0Taq0?M9d7)sS(2te2OC>PgVx7cN` zzqW<@>GHH?HkKWGntv|=N^?@F#z)CNr7JARPh3&v z6_MQ_%3f%r$m{LharPR|*S9(h$>X|KsLify5VyGYEjXo5tbUpta0{f1)&a~U4o9~1 zQW}SY1o5MLqu**Dw_D)93jPlxywz@uFcg+Og+Q)nCFB=Zfkl$&^ijYd%-m#5GXGuG z$A|Skx&2}D>>|@bu=xMR@BPPWZy034(4PqoHUJQ3>P9B_)%+TSG$MaO!#99A!tH z@jec46ne9*9W|}SH?!^m@+x}@K^peDt(+~OVOI_aNCC$xz&_eCU;)Z} zZpBb={fsi#w(q=gSKuLKued;DJN67Bn;l-=0H?q;2@CTW>>MpZ997RSzBI>hQfbzR zM!b}P&N}3M1WkUt!#+41zxQIrOU{XX6Jey(#0yexFhD-eUs7?Mv=(g|zZULL;B<#l z5HkqBw$%v0A;b$Ji)Ir*WmK!eV$>T|5Ilr{ZN}kGe!|J(fJkp_58C$_LPwK^E*h5C zm_?J@paEo2?_boLhvN-6Oihyfx^yjB6JBmV+(JMcBV*S{`e%!TVZM%ahH68j+kpYi z5|cN>=~BXlM6d5lNGOG)getBv#92y|FCNl{TfOo0GcTGb4)wuq9EyvBAtyh%!bHff zSg{BeiInV&0#%Ivg%;%M2*iT1!9Qbs?8(+$&hb=zbfh9^a3t~ z!c673?SjwOHUQ>nUp$qER_K>&Z=%pwe4*l^Ul({a-3OV7T}Iz0PVi! z0q?pkyp%vdNNk;Y49SbQqFJxgk`udy0@@;i0apIzVQMB8an&3Om3el9x{-sLo*v=N zCgoInjFSV1%IN?|<%*UAPqk)7D+`{35lG zu&SW(8~v?dR zn=uJ*x+i5k*Kmo2t?2+pDjM!-HJUK|9u8Leh-XSyd6L)Jrpdt@*`_}}s_r!oN2B-@ zfTj77sp1UMp$R(XE=5h!m+hj*Mypz7XK+p{Uzl3C-JOUjqv=Ga6|N~>Wv@g{!1H%G ztE@S%ZaI(x(z#2}(|QO9OWEC-`-I{MNtP5ZZgUIm;fha$bznu;Eg`?7AP>Pp7o#Hw zDFywhLH!Sea4*SH)_SGRj#J`OsF*)*4q@PwCuoG>1d>Pt;dab6NJ`8LObJZqD4?e4 z%*R0>d&`MwA~=c)HEnmn8AQH@qHx%RGa2kFgzL#i%={07a~w=oVLF`Bt4DkAsk%GI z#`iH`Vm*UEo%Q6?`lX|1Q4hm#m7GIL@F1G`R1OP)IL2U#u^6H2ZsAd~&u5&Gn88WGeB<~1Bf8z)nt z*YQApKX9oXc(m)mqX?v)C39vqJd?^=vHH8QBit=ZKaBzc+GV@u@W z_0Vh3;iixG0s0^q`N%Q1L^?-^Vq7G2HenqP?uDh~Zf7V?)XKzoE`cT*tEQ|4&4a@u z@=`yGLiSpy z8blLE&}MDL;k<;f0q%SFhWiR$_=pnYim;(v_!@%QQ7u{Ab$K56^=Y* z^1aW~#*r;;kgy#m+8)94EA#j%w#`(>&7KSrNk*iVjLNP?1QM?nUBcS180L0)Zt`5U zbEK}>ibP&180zKN3fM|yGC<99GYTlb=Cy~E7g&e+bVa7;+EM1Hdeg18+&;-svW%ZK zs@t4(k#LZ?2eL!yB6|4Vp`3f`6kLa_JHlKD7EoAespsRww}(@@u+Su;6+#6u${{aX zJXub*J5I|3A~34BZgn_%rS3ZttYs*ZqrkyFQ7k>O!`1jMadT>G>VNY-lO=}12IBfbC} zVsu=9IJOpLj+Rac+jx`g)8Xy7QdP3Da;_MY`2KM;-Zq#iI89_p>7}s-1VnU>$QgsT zMc60kM5WQaDf0!1jci_rW?xb-o277tgpzy5y%xSi$ovK!r=eqxJ`J248* z%n}x~Bv+hx%O;=#>)ivJVVSz$9u5$CGu_ylnIwp%yp>`)S44IbTiKHRT#P1H)I0GN z0YbLsjiY<_Ch(?{Qejf0_L2{n^AXriW?)W}J``K3wLB_DC1Bw}@C3Cg*&F(mOgLD^ zK2je~kyk-!0&}@jc&KLr)c6g5jN#HHaXQb>;2d*HZ(!$kOnN4j7n9QO20G22k1_;_ z!xW|>{09$4S&pQp^?GQoZwyP6Jc-B1U;t^glJnR497C$moN5Qad(YVb2N zr5yhYH;D2r3r3MH!a$J<8#C$yt081*r-jH2tRz}*`=o>uMXTkB1Fmjx=V1GD+m!Px zB4_)Sjrg7%S6~~?19bFGHssszOj$ACS;x!V8Jp6L=4azobwes}Y)&cuX|pHyNR)7X zsCC+U9n_~!ni>fU%(nCd@+Eu2Z9qpOvN;_G3O*;0d zl`HJ-5`%zlq}$C_Ak!7+|!-3GXQdPzumlB z-x(bCTcb(>)%h_`f}R?jC{ECxGo!-NDLChhj#A1V3>Y@)dMDBVA90%aM;BWMSglj)1*}bf|>3mfYLrt${kO}KJa9I z@yD^2b-*_m%@%fk0`KF+G~5ZYK`e59Oe5ng43#X@FHY1&fJ^?iZBb6gkcqw45bTB0 z(#A^@+gO4xv)-r;^gpGMP{mpqMXxejUAC%FC`)e!XBkVQhwfMEg zS6PhadiFl^pc9n%XqAAhh5vEwpP=xwrxaH9vnv13=Fgo&ozFVdf_|X|Ha~K1^W!Y>R9eDv zpE|es4d#9#7Ic<3cW$#Hc`@%>-uZKzRcSZQixJygJ-2xYC5o5AOPPfp=+_+&mhcGj z%a{d5cH~!zXSVbWbi%Rh_JY>V<&_(9Wk6;J;QOF{9?ftxoP(~x) zr5~7BJj4k$x0$#N|KAK5Ed-xp^4O>eGxlncr@s-yeu7l zr;wiBo2P>~P--w5<_EA+*XI8HFWW5+w!%|*YkRt&f;G-bDbn?|# zi`C^#siY#@tMcy0iF-6WkHe}N)r8xVH5p$A*j_7XGpe;l*W_bFz)2gGRr}9YSpnV?^h%k&I(jGmNJoi|bgv{`8ypYy@FIa*65RG98C#avGXeUWQ z;iO#ki_;nDqA*gPk0dn#?U=VjKV30VV>bw<3Y%AX%K-A`adFXF%tcv6UMgnv3c01x zZ`xIlMfnC+s6l$%2J6;z>91P%lSJ9xF~^Scd(6nBHdGF-?vdD8|`BXwq}@j zDqv;sA~sS1=sKPVQtQboWeHzZZ|saJ`M%(ZW@JYk0dWQ=y~6zp2prcjxu!9d8Mbhd zgHg?vCF;v)+-W{|_Za6cIAZ14K%-&z@z{^}5j$5zdh0c#D5kN~zzE%6a>A4O9lr!G~z8esHi|XQ+!;D1~Z)$N9bv5X5UrY43 zE%AVOdC={`D-jN-(B}T{uRrmGT%_E=u>|A8F*MLP(_i&2Lg*~IAGj#Kj|0JHo_r>I z(_I?h8XOLr?d)ZEx2l4>l`&PMGrZSMvTe=oNdsh zarZ=B>~D-2v5~YJCGCyCzIS;+U;v&w#Q(5_DQ*=+>f;3}{GpVmeQQBs-G<_b8+5qI zM?*E$$hZd?LQLTr_XvTy??I@Jc*PE0`zSI(R-bnm^ah1pVQBB}cA6brM1oIch_bL`-Pe?X|}Q19`u*=>XaVH8qEC${Czm$J7_;+BnI}Ky&2gcRWtMycMZ_=i2uM;DDc|HU>*=;jExz5P+3L%w*>|~ zT}Mki{aqRimjDP_9k7x?rg>CKtKT+@3p_hBo>0q(@+P@vm-;xzL-3uKn-#c}(uKzj zqK|?yj>6pmuTr)gcW_t{y9r#O6wq;e12GIG0)?y9XtmNhq&F(b8&E?0x=b<;$L?>u z*~Qf%^u`Y`9`D0;C~AJ#?%|G;uV;M%dBJlekt4a`hqVN^R&WG-5B}IPtj4_B5AXv* zHg&-^_#z~PA!rYAiMoTq-NOUiWbNY0jg)E*4o>6?2JeV0!oCdKxNk*X$4R|-w)5_* zTqsdFEgNpB#a3)9F7N=D41Zww#Zb6;0??v2veP<7%$$EK5C5M&`roX=9ok+EY1`sCTH}f zvdF1sV+5aaHzjR#Kv$IIxw11D-Y~m*^M=sVF%a$jF~(qFq3}yD!T3BJ^s<8kAnz9% z{gsx`k)sQ-E=J@Fn7F`90Td5R3PK$1ZiK=WDymcmq-lVIyoQyW1GFva)hdSDK9%|5 z0A!_uIR>G>hc9?bTA4pB$476v4HkSG`p5`h)?O$rxYOx&S!~opNG}#!D=pS)U=p$% z)(Bi?$G3}X3%2obEsxyeBH9IW3uC{Oe&X|98R6k$_j!iHe`H+-Z-Nyt=v)r>RA_Hk z<|iVURpzJk61kIUh0O8}MMH-d;`%M<7L~Ot0bx8EBx^{9lTN4&8RJD`f&krCwswV* zUB(4Gz%EWe&=2>>+89?bIF2UxTiOO>J{WoJ1%q5dmOR|O32+s~fW6#1^?=K$7RbWb zDTel5y8<3Cv<>AvXd%qSH4=stQ?igF$SYinh7N#-gE=J2qvYF^$7Mm~De2Eb8E?f+GEfYnAPW&jhNlsgR-gp;fc391hMIRiN3MF0wjt-LLwr^dm zgmonZ{*}Iv;+hgY0uNIeHZn}cDkJxaWd{@2X;HL^Mgk_1xn8Ltzd`~72l*qObo@pM z=ulJ%$z~NPR1)6-dj-)JWmNDjgi~CtL5NaCK#TaFp%#0C8$Rf^^jnAs{v^%>8xhMk za~{2@0**~w1)+0PD-etkqkQFHOATFy$-gtUSiaS|bVo-GuuakmdQiGtYf(cA+AxuE zRs>NL9fXPnK{h_A)U|Vq89g_Uhc5~bf}cg5wc5S2$reS+%9BIeb2x8H04m(6Cm%(~ zQZ38ZObA&QmB4xpWsmprb1>=<(fwkKV*|sZL9Hbei`uTUuT1pNI}yDSETk%Y1)?$K z0F*>lwrb3r*sQ6Yt%*3h0#hIyOm2Jr*-_Bz z3~j_C!V)t*UH#WSU@InaHfmN8x(JI0q_FL$SP{c|V>eUt0hv$s!*2KAk{z*_9bo@@q+Jhe>@@mL!uQdLMg>Z{ zYNmp6mVVF<%VaxqkEc%2N77}pZaO6QHr~X)`$Vma<8(Rbio2S9!#! z|FojmDv5irK@AEytRYz<6S#zPr(-;MH)EqISvc=5 z@~DAu9GSQwWHX!(0S8B^U;q@)Y&GiQu<-#2HI-vYsel1-ETaP4-@NFbnGV<{VF6)$ zwWFz|aL;G&GzNhI;>^@}K$@I7RT81{c!)BE96RmtQQP(+iwLoTc=7R8doL)G1y0|K zq9^hlS!04?hXK(~b+Ex+(qplHc9W!2iLi(FtGlyvhxL&=j}dBO6Jk;n-34xuAcYnL zi@xzjffzG)a#pI%LJXmglI*N>5igNbscj8l)$Eowux;zMu3me0vOxHf21-H1%irG8 zYBG2NU79!LebFx!i>XP+4)x!veHX|7C8gBf zW2L^wqyMr}Y7DYcKalv&Uo5mJ1|cicsOWe{oT@Wn>8V?g{$DMYn#7`*$n zA5LgG*etB*yS0BBMT;~R-QUXmGc~^4S}Y?QP%HDRwZDQgPZw~*yu+5$3jNjEZ)xpMgP^>zg7xQcR*I?->Cg23Ka*R+YKx7Z;O9=kss~s#Y+8qwSOOgCY5sN|E=18 zFuBxT+hF~k_`FYmwdY{{e(euRVc8mIu>RB9-$$uZs$zY!LjPs$zb`GM)7=XFkG209 zg+84h9}DCDQRa%vd9eh%Y>EgNY~&R?>bii;5}x6aIo-{Rqef#bb4n`lWW2nR40S0Q zGQt>@DVYMZ*a62IlWTURW)V@HHK%oO*85geiZ$(Q{Tym%i@y~N=Nrq60hDISYU@d&cVQ`?) z==$xgiBG+q?)a`p^(lU-o0D@QzsBp`4~`Fcu`+JfGP65qT+)I5@+0b*p*gvo$vvDQa&X<9JNQ!)*sJF&^Z3_?5e`n9G-l5) z;Jnq`0Izj+cX8#tPamC1I#tYciu)Gn9l9ixbwx|2K)10MnWFSny9gqjl*q`@ z1JGfcC{qRX!TtEx51}L%=7&YL{bhGrD8-3SAc1V@B4lEV6dUkWCQLAk%2G0^p^z(I z;c&V5x(??`)E6lkW*O?T%IPr}B_5-^SJG+5Pwf!Aj0r;K@UNZNFd49maB)W&&+l;l z%>a=AtK$Lvhby*6CSVu8nAu^#THq-RmSC|x=FI};Z;$cC_5Y5XpwrPI3Tx;xfseg2 z#Wr{ho-2rJ?XK(s1FY`yy+d&TWc-DIh>a`@gi%d|hG1s5q7uRB*{t|z#T=977U#sX zb1t+7Ptb!=y|GV!&?MsKT$D4nm?1K-hyK_`W)eGb1S8%jfjKyCxFV)W#}+=t_7R^m z`1j>gc#17N?Tjca4>Y3A(4)8kP{(VyEA9_>rCL#Rz^a=Z%@*Y@dOy4g%JFRLSQ~ zmgAi;Mv>GJ0n&j@S%V*?D(iY~EZR=aIy@1@TpSc_P5&+F7Xk=I9Fk*AR~NXt@EX=x zi~th1$1we*U3;*>Ubzzw_6l4mUEN6@8|-zb+GeO_5Y{1@wCj`zxn zOeMo9>}GwP!a(lYqU$yPK4{O|ys@dnh|%M%DLDTl=#JcM!RivX;lA6bmtxpHF4l>d z+ry(sERjIANRZY^0QUHb8_@{myz;b#`vdLiT9Xt}5sM`X`!AfFI|-B_)P5f~7a9oX zAy~>kQd;n9anii3GmYk2cQ$qTrtQM7( zp4-I4Rg|=>P!_w4J?`?NO2EN%B1d~qRwF@DDUiigb19&>n<`-Qg0fe#>LYe5aM`Zh zg(R&kt>O+_gjc5z|L0|4+qz=F$u6N^iD)VX0cnk(GQc`-I|8l6&4xe?Xo}PjK&Ter z6jvU_Pv|%khQ9x#gQ3I#wWp&Lv@x6FQe9KIbC^wGbmV`34z&yr#>coVj0cC=e(6A~ zT%SDD#x&<6=J3Ppm^c~awNpl!sOd1Did=q-SyP63DmK2B4KHeV34XQJz{3pp+ONnW zB(|yP^4wL(q8hx?6kD&P!6{-qY()z~+<}jv7esng-FHo98SO(M^MOUMz{VT5<9mCadS*p_ie#ZcLdu1^TJ0=v6u@~e9QC{ETY^bc=A1Z)!^HM8dit5nl?NF#0+7)aYK@Jv{?baX9VH~2-rJtVWlKu+b9 z{Hrb;RSZCa7@Vtek=^jt1a3dVHpoQ_EX8Z*NfjLBQkW%aT(wvhi!-@!nk0(hV;RR4 zHMXMMQwqYk8)Y@nqyvz+5Xj{{^C2JxW@?yfLP~ltoe*do>NCU58NO~Aw_(M~38Fkg zvaq!WCW}OA{XQNT)n~GecYB8zQuIJ}JU&mRCNF@~G=bdFxD_f&=6&G=E@{2Pg=H=3 zwG;5cy!hEY$Nx40~fPLx`9OB&XI}6Lv54y8+ni(MgLu0;ZL7+kEN`X)5;+V($_iH~v?ax?d0olJ>`%jSl z3CoW0`_F2Bh@7V^Cq?OxYX1%LenImLi~ms4&VAn)=O4(K`-d?ZE#V*5{uk8wn4grE z{EsAz-Nzbk3R?32R{O_x-d@^q9P>^gFmk8T75NT#d`&x#gnXY_CShMBl+6evmrn#_ z7~kPr!nOFFV^*Z(XEc(^#R)PdNs;{@z5Rnfc;X3^h)9cHG9XM14)Ap75_|f zD*hH04;+QxyqFw??>3s9F7CtYb#Q%CE;-=lGt*ColkJ1&E9cY-k>`e;?jnIMi3GFh~mgqagMgrz^zZ%s~LJi zZ;{`0iQ|)Nks&*-XV>4YLMni9f{PEA6(U&YTiys7(85_be4k(iv_q6=sex_<3jsqP z5It=H=z(oFQ0xv0hZ z&YNloR!du0&t35QSj86Lz&OL}gFbyNz4jhRRbE0_%1x(o|JDsLx)8iV(vyN({> zIyUj4F3rA!W&=%ozhDAV^MMR>?tY=%`D?#o6;nMNIHJ|?@f5naPw=~d}K+o(`u2x(c zED5lk`v9eGG6p#=6F611Pd8Lx$aTaR!Zd;z`GC|zkQ?WX6OWH{Cx)mmSgvRBjMuX} z1wv(!N;M(Nbk)kLaw-yz*>^iU%!epLXn{SD1P|2ijnJPB^i0`MEYwJ?BF;;Fbhtwn zsjRNLqf-bptq;G^Iwx6$|7g|b8`wi@wsK&V35_n`SMHew{hpf81;Y`H_>JKvh=I7_ zz2hp?ANhUIfLBhXkIEYY6XFMrY&3zQRK%V&P}$p(<20D3Xg79KklP9%5PoxGhNrj{ zTrb)P$gT&Q0%?a76*o!9C4@x6UN(ePcalJ+z()M2H?U)v?fu56?q&G+r0!T8b3^t# z@sN+UrI{#FAm?tYjdP1JZ(tLitFPzW^|-q4*S4Rr=rAiuK<#y(3PCF0A*Q8+Y~^g9 zK=+OCH9A%&v}a^-G3@IYWkx-z@I-;bh&4p}MPa`eOZKwmL^;dhm;i>fM(}!Eu~Eop zh3g3rjhB<-g~4(ex%VdBm@sre$r!m>4=_Gyza>gG+StB(m#3xV%e!JI_6P(63uz^x zu&q3{r>BqvK?q!~`z!5EE!8-#io_ClrnYRTG_pCyeKsy`ZE(CKx)23_tRi@2Asqt;S#X#H z+3Oh|$a!iUDoz{(CzTwK`JHZ~d6#O6AU5}=*%IKf;=yeAZwinU(a=XDP+2ODRxsjd zgOV99$m7Y|x|OJFzMb%b->H^ysA3@!v37Tl#y)^jFqJ|>XmQZoSW^O}CrGo_MMS=x z!Et>&sN(^O{lRdf0)K>6ps!kQD1pbz{!>L=Y!udknx`^ia0u_iARxqJXP z?DeDB!ctrSJie7mka`y~EPE%2UIXq93#ROIx*M`P%DP9W9Qn=>o}ukzZti(t?SsoS z#I{fFY#-k_4`Cw!=(u$=B?w%SBpTs{{iQzx67VK~+AakjS6z6!DZCAKbiO_ZO-;u- z9w~m7s@8ZB|L|?BD3&&(!S+-rk!GV)IcREA%^hG$g;UD!G=|7Q;Jo9FhIyAXcce|5 zFxOOhV2GKpk&X4NM5a{`SR32auHu5_hPHV>2?rP>~IG-o~`X7Mp5e8dkKGc?#%ykZT4{c|C3X0M#g8?Q9 zOOdLFpWNx;Z7e~IgNZdb?KL-Z<^J1NJ1rjeI~SVc=u|lf?QwMn-d{nSv(-t$8ZaQM zFR&#Q*sXE(amnm))x>t?#3Uql!+I4ZK8+s9t{6d4g=Q+oKtw6b1)%HYtQ0u-nG*Yc zf5qt)86Fu!7tsVE_o;q)H5-;rDA{yJ9`sdOI;&%Mv@ySw+6hmQZ?0*PWI+t6o@P>m zSS4aZgd9203V0wvC`BUF=gP=h72VKl|C|v@Oc9VNIBsvs%d#S09Hd0X2tn4l+|nK< zzhdaZUkS>RQjn=J4NXv~;jNo?n41>J!;{qJ=C?9QOJbi@WXgoz#4WHVlj?I5x4yY@ zeutsET^!#->%S!J`>ld*bCI=LUC}HG7TI_wn_L-`NYYK;%ue3KLL4TP)d9*bz(YT) z+%U8H!ki#UUYfMkHO9x=@WTG!ZkX^r)x%a&g-U=_+}Z-t^vZUw4S!l{lMul{*%%%o z%ymVW6MGXH8MmQ$(U{K`&B!l>>N_X(C=EPE4cmL#x^+)<47r^6`mI+psmUqO;AKU% ze4egW2s$wMx*9R}6GuNc_#@6FehI%aAuf>gBsO&`qFnARdad>^u4_GxYgv+(Dw_~s z7NX$HpJG!?aBw+c@f!|~xc0g2@=OqltFb|;ROFp`A!v2CJKU3asH4il!t!#02OV0M zd4R-0UASQPC?SHB5r7c2Z!@gZsqhj1u`Mw*2=bX@p<<_7 z!^V-kG+H0@h0CD$a=uXjPt&`M8tNeAx-A9<@n;KQ-A=(tnXQtDXDRT zDWJ2Mq0w{&vFkBt327G)E7FF-H_mDps_E6j=!Z_SA~7dNzLc#B_Zo2i4m`_({P+%R zyY^&VSG#$FkK98!BdpYXS|m+^L7^8Q*0U+Cc-tZ8Mn@23yjaGGEIXOcQsSVTu~fu) zX%T|s#RHCN4pDj#t2|&K_u+K*GePF|Hrhyu#Iih_&{kmy8%ddJ6IWW{S(HEmFq%h|;|o<-c5sn%rTPL-AaH2A#GlXTy>XnZH@k;OuJdxD z8hi?bA;9Rvl65_;ULkP#t>EymFcRb?q76KVE1}sLo*Pz!J={+@4f1YtW1e>Aw)_nw zEAsm+3}77fY$_zqD?f-zRNyU+NprjgtwIMTY#U{WUVm*X(xMzma!iJ*QwAq68Fq7P z&^5?u*(|Ka@_{6-@iKO!yiQ1M-6E^$!3PE@B11`^c1Nq2I?E}_kA%ymgxJW6|lqrXP?V7~!@Zw7s7QU=}G~vQ8cza-lEvrhQChK2I0$qC zH6A&f=H)whBD!;BTVd$H1*s!!A=~$28?s=Tj$aDZu-;~94-GR{-iVxHLd48L5tzf@ zyPj*vnCXXXIvYNS8ge*fv=AILcDtRr*p?ZVqqoy)&^>ExNHGIbw8wXpV7ORWS-}YE zq&)0*@UR%q3dxcc;Y&XW=d1HvznB>2ppH7zs-pwAPgYPWu(Iv_d1+7YaFaAeG_fND z83_M^6t#seRXPk7n?kXPfY1{$Fr0D{x(io&%s`xkiXVY?$Q?Uw@l6?da)}41@=bic zoOhUvS8Vv-^!}XiL=(fAo?@g0=||>hE5314{K$wO2F(uQY0{9xT!b2iqZ{19h>t4J zh6lO=8=)NPORKIgk>Dj~0iuBREQbVCoorQyRF(j*d z<+|x8%Fvu#uh@w43m%#PhDZ+5FAxL5PqG=7MvKFXdSX#@Mhgm(I5Nbgo6!h|(Wr74 zPr|{tg(KL?yvxBRDtabm2*l;Cl=pk;E(J_3bef9@7^DM>3F%+}dXThoOgDa~g>z(e zX5e>0hVw-mU{VEN4HRjth8ONT`g;Kw8qtgkMrJYu%qqFivUM!qz`N_4DNa-?QiSH~ z*bK9A6b4mCD?}-E)pVesB5~|27i)nI-+IPI@J^GP?R+!~a;FX<%b0Og?|d|5#|$^M z41~9xC_CTY(FrDWkB>6KH0s`?!M^+eZOB>8HHuic65oaFPv#n$T91JB5RZST?-}{E zz=?QSB}K;bwLD?*Xhm>1j)x~l2?rrr=%+4R}K!C#czs}x;avW`5FQ~Q-dk5Nm zDWNRfK5n)T#<&5^KYV%*0AgnqjSw_<9U!wGzDxQ;`q5hH)|9LT$1jD#>OXvUj((*$ zzcREC(ZdZxcK|a4$DoA#uOpBBS0Y8DV9y7#%7c%DP((&u34OGW*g6rFxtwW3!i7Gt zUC9^}$UZD5JE~$P2;tf9N3CEx9{=G8VM678-8wESV0Rqe5#XwUs9)v;j zWTCIR=f9{8A&O%{&r2|Y<2^<^g)GBqU6C=)^}`dPP(vRZ{u+&V6CJ$liqvOnKfr~m zFGx{4=&r*zMErHF$e*u`P~_`U1R_!Iy1-AGUIQ*b)5yx+tNjI({fvT(@-6!>*8V!O zKPlPnn9s8Qt=iv4){~MY`&&!@JDZJ2nI3S=QZioA;RYQ8zU${p8%{ zUrMTAL@n!|JGc3xP$i`Qi|01~3eqKLYzYl;2`k1MKebH)@IQzcet1MJ)Bm>oQ}_iC zCa?)|N=6*1xq(K?X^l>Bu4dsobD2DaQi5lU8!&tZ)&Hb~{`|`_U(#c*557 z_^y}>19=^1ndPBT^?vi~gS`$sL*QN56@78E-#N%$#Re2wD;Ep-iZf8COVsKB4ln*{ zSWjqPBkreQeXF8ABEF6wf<_`qu}I>bXTXK?5bPCwc_mf#P~2!na1T_5#T-j0pF0O| zGkHQ5tNRjwy1JCdQ1zgpN|*qMIMHXv`hYMckzh(MwA>qmvguBu|FKK_$W?r{k&B1~ zXs_e3kL)#W;I^n>nkvi5?S!5Oz#bF<+@h6bMhI%h-cW}N=>~zLp*Q?hCSKd7TnDxV z1l&vac`T%R&ZVIk56U?)6mxjgV?FXjg&PpGn>y^F7Vkim=-kGHXs0n;=~D=B`JkNW z!!3DC3s(~}W&JR^LouO@sa%n957Qk$f7!nFx`E8zQw~L zJ{PhO#me*@S1in3@(UC`T;QV&NXw z?i93X;+<@VqXMo^mQOTbgz+NF&sVP^mSN#b#b|>Hm}fa(#Zu;)%)arMK{zb%P}uKa z1GQWyv`IJ?G3XhtJ|G|)&QxU_P#b4NI6ny#48cIe3sXa_cwIwx$!5o71I4YKHkY)K zhabgUL+QgIwwbU!c)24C(P_y=*dTda2n)6vQ}mVz6&V7nWo$s^FD^KR;h%AM6WFDL z>qM28&ZY87DDR8N{@#U$l&rY>l)P9XgB{E0mB1*cTqLw((v?U{tY*`sr8VjO?~Q+Q z=5IL=7qkE_VUS5JmPpSBXv&FEGhR>`AOU3!JR9@qvbn>TULH076hKd9A1z(VJCkV1 zrLJTplJQV*a76HPUrsnRnNtKm{pyzvp3d+|jg|}`D@$1=fkKf|CM*jUCo_n-$uEdZvu*m7FDR51m zW)HZ{OGO&*%vr1DY(_+w)3-{t+9lgTSDNzsWxY56Uuw~w<5mKA7GxzaE@fU)^MS7X z!*_i$%G`#!?=D&eh1|!xkR7A|j*$>>9FFPm6vfGgkr7Vb$!-PEZZjXB=t$c9BH~-H zcl@B*RjjjPoVE^wB}I_6dl!`u#{^sIF;3xuF#_rM?m>*Zh;<7EEMPMnj^&^`JzHYZ z{Nh~nu7O}eYbef_#H0f=4=bx#92x;m5y5;;eJ-cxgS8}Dx&+%}{X!pFc;~&t6SqYNjB zz>ymq)P$=L=4JyC4si#85swOJK>IUqa_6XTJb9y^5kF%=8Ec${OQ#*P>ZaQ860%^= zjWb-tV6ke3n?;N9I7e8m7BFHUlTo`d8uY<#5{{%W5@#e0j&BSeMjyAWL8b_Ua=J)3 zl>vI1#OBDo+yvaujEcr_ie_wt3NL7v(!-rHcrmn`DoHEyd9=x-0 zV2qoA?>TOGf+RZ{3~|$=+qv7$ykNt%=s|zrCkEo4D+`xkQ1Jji#o7(IM&6D z65WX|z?5J*!s`_{acIJk^%NL}J?6V*c)vpk%b`vfi1&m~~k|M*TvO&8YZQ_h%P}X$AQP4#T z4M7ItmH<8DgpWlX_NzYxT?Sz4ZhC+jQG?b+d2r+T5n=TG+6tP4R z0QM1n4CG7(Hx^s6%(*#?13A2*482xj(?o zj7~LcS5@x`h7qYcA;4>{4J`A#!Ju=T+XbD2QCkXJ)&-}0shn2NKo^KMs^NLS_r-U; z4Oe>G$&)l{LvUO82n6>%&321{GTeF)!63qzlG!Gr*k&KAE5@UtrZBJWB(>n5 zi9+S4$Ep*y- zKK@I~8Yc^fe3z;|);&Z7I5cO8tYU7lEQ5f=G|$WS391WrC^#i#hRzMK(%BO%&O2Dm zN1p6)%kF!lDSo${Y`XA>e^dieg}sh%b2x3-1Q6TrL;14GAf#*rAVQ#nO>J1UC3FB= z5krE&;+DZW=%V9Wv~xtEFsep^$*n4llDD4$&D8}yB(X=xuYV+iQ=xNP`gFyh8qPS2 z37Demfh(puG=mt`b6dc?B#$w0nqAs7OE|bV0;lFyk>B(z>h2%HHQu} zEW}Rdl1m~)psx04BQvzp@p9;4HUKT*0LS@`Q~V)Gf)pzzkDJcB1$BPr7JP{Pvo_@i z8}{)tG#6JpYm>23aE2!1YSWt(V#Whn8u8;H##3WtJ0zl(B319v53wwLg@Jyc*5lzj z!w@J2api}iK|G>o#v-olun6-jp*}{MmsGZG+9Fb=3~I~cW{c2T`*3g z`lEWiLIDu%%>0yZbf6x8mp+HDAZ*7Fad)|j4)+e_QpOKNR{mff5tX@`!t3>Je{f{y zJiPJhu~lK{e-b{B_ZVUYg~%et2PY*2lS^J|8jGvgX|mJ`O*!0EJ@gBV$Wckd?rwX2 zb?tH$ySnP?eB{gJs~-01I~wyf6~yz<(_Icox(fS4(kB8?F)2t@BWw}VKHfj+vWL6) zRATXmD?k1O@Hxmb^&@aXFFfrqynAMPNv%nEOJ*tF#Bjs#6!mI@OF=9c0!(8}Su3V0 zK1zmdU30lJB_k#zjaD5R%}*dF#CTlLd{EHdsvB+S`_$6Bv!>v&z4be|N>?(KP_y8p z=~p=Iqz;d-8_hB3Ke(f|G=4U0(3)P210%{SM$UHc<^kqiR5y9Y=J5@9 zJdmdidaP2MWzaX{!)@2w*~Z*Xt0^nhrXkiLZgwOC(I_+_nCcR!C`E4aDz5`>Sdt zMI)%2F6E1|=MJb~(X|`ZUwB8RC9e(SbbZl0)cjN(59rvyh*VCYP!%k4Dj-i5qxlLs zbAUAvjwoUdZ!uAAFG-r|G3(`e8QV|00dR|UZz$?Zu1!|cb{SxY@!@<=n1$ZB_=m_( zZ8oGslId$s(-G}uDYsHSz_ci8DSsSi26iKjo*DFT6elO-536@NqCUd)PUM^j9y?}n zZOkO}l6&?KFw}lQm**+nq`)1Aj;y0{G{Q*W zJ2+5?@7$qWG)T}sP$!~5bk`m$)}{Aoj*;$mJ9I45#S$BO$f6MV(4SVG)9FuV&n z3!)5jXPj!1G+kI&%!4c*=2|$&s*vW& zOE7mUk86-x-XjTJd7l186Av#18cPJLww$|4r3h03!bEdUq|@O=1#@7d9B0oX4FH{| z7J>{$!mgWy{i2l-xgx%!^nP&1nLd~UahAvcE9$G@L3&?I_50)@zt5XG@Yb&26`{`7 z34j=+NU{PyF0P7iPQ$@2Avr^7Q zn`B?SY|R1m>Ba6xvNcyJ%JFCf@fC3Nrtn<-k`jQE98+QTMXkilEq1afujm>PWj^$I z9cdSTN{;L1B`pvlF3#_=`XIClZ+hei5oZAa5I;Dnj<7IbA(R2-@lmIr3R}X|l2J#s zpeZ>qSbuiMBP+@0#TiKO_{OL zIVz5q99Oe=x+x=SqpO1lOg8X8BKjU2Y~cUU?u0{Zxk7}~Yw8*$hp`r0a{GrX>)Erf ztv|cD{_NJfcd{*b+(Fkg4c3Q~1P-FKRQ(s6s3Q_|BnjCWuA$+qIG)ADC5m@qeE6IK z5slFp=v1S;_VL7f1Uq!!5phSulk%En0h$I})i~+06v`rj8G&bu<;_$^RL%9p`lG7{ z>4Xe%jRFo%2P(y6`wZB+@VPCvr~uJ zVt6Zwqp&!x8N*6Qd#WvoKgf7`g@^ z;(4DtTX&Dq1i7s6(WyXezkrhhFPT$o4)vUuv&a{@^R7Gcz;tFv5Xb@FWZN0$6Xu!} z)CbV~FiL?qih&mLDQQ8AKcHojs~rNzM-tEi`ZI+90g>Fy*OEzUS^;OH{tmqs_9 z;?;I7o=Y!Q61Ugf&Q#zFf!ux5?Tl_CPH=z z3KQfNSGAD7omP~KVF2aZDXu7JEIL${>Zb(PV~fX<4r;kXR@MBBmNqd6In;R%*xEFi%y8By$ zYwq#vQ;td?H*js8dWxv;DH?j0STf){W~U94Pldu|wJ?N&oa#WhrIvz^RHJ+a-;FR$ za)&H#ra2~oxzb?>lO=KXFcV287I!QqNeK*MNsDX(InYkj2A;iG7S&fqHC~dqPWdW) zojQHNvncP_&S_Ba{B@Ax4l!q(FAq1I1F7q+ukwJ16`&-Dfm+^lo{lxF=!KZbD6PE9 zDN}CvwtNH|QQN#1^3u6n6FCz~>7LkK z3B_x>3AcXFX6C%3M>>*9@rn68#hskkl+NQvHEjo@@%w$=1{BLCu8x9C#K*;2a_aN& zoHcCAm4TM57}Xqa!fHDUkJ+^YkvHz10k~}9hC1OnN2;QPv0@_gJZIuWqK<_^(2W@X z87r)@tz*GfaxpX5aFSY>9`0DL3R!3slT^G87*ySQ9dYz*Y=Ov;%or7aEm6ZL<&1*l3kE%biZVn9R2^JVGUWZr z4ZE%kr5K0iKwlqQ*T;~^tC-nitB%dGu`ajCfJ;BerKdvBN z?d`36Jm4p5HxT^xW6Y5lB^DF6CNXzE&SZ3zyE7kf_jgcUAOUd+-e)<#Tl+oad_f@P zF9BJRzg_!}QRK@>5r2Azt0-3N4{Co{C>A^MS+PH={R0&HYywR@{w)8$tNkCy|4K36 zAEa5q|Eu=@qTn}53YH-E|80H*Zwi%`F5Jh%DtA3_CTEL%7&>mwi9{Fu+O zh0L-({-Mn;L|GI(b<2ACLz`b?)+dR9mq?cRjSp=;%S>T`2~)+2&VOignMFSgI2Hu@ z7bHcZKuaouE*B_{v?3G=*$)|PNB2*8UqP>((!d=H!LC+!y& zN<`wp{p~)VbG1;~SZ&zQ8!%Doa^coRX`XHwTnc5qk;b{ea{7-bu;9pI(;3|w zz(Sdi$0vEs{Z1F*d}vUPuA4}fn(H=nT?|@{3Z0i(PnKC&-}pUJ-V(shsH24f7zhr5 zfwuFjH5XGU?pIU!g_5CT?7u$fDR}`d-7VciC5S__v3)1PEZ&nlnCjA223fU!A;TS< z)&g44!e+&ha4QAIZcRLi<k@>=kXF7ktxAXMwc&LJcL{I}X| zJWUNJu|vF#%h=+G;@Lt7I7V;8zpxE-K_6jmnUVPI&QMq+prQk(C5fu+Dp&;D15~;b zO0oeHH7|>3qW)*+UILuD3pqDv{FyYBOmh8gzKcr6wCig?VEri?^gJH<$NpfOzk`hd_F-YQP^sW zwI!60=P?`zQ>vbn9C`eLIr)CB)h?pqM;&OZv?8fLM?N$Zp0917+?OU%+DiR0_co%y z1&CPIQ@oHcnXZM*n4HKgr4rK1s7qKA5k{u=ulRDu7A zqST3&+?JN7cWE?Q%)~KogxBlmehFb*fHQP2d7gIzp>KBE!+Dc*P7>bci;LzV+T3q9 zAzdKda2-NyP>n9$7-*d!Fd%N4K^E|rY`0lL++j^tci=KFR1zt1LtibBLM=p>;{H7a zgj*y&^dSP`@ZDKhQ0a=^YCELcExXrZ$0rV}b!mw*9-dmTbhvbB+RB0qp_q6)^ilq; zTd&83K&JKV<*n}mLL1Ln<0t%N5KS;Hc8;g(Yx48rn&pSHgZql#*+_I z@(UK`h*OfLT7)I;G`g6Uf3Tt(fa{HB2e*_u4BI8Uj3OY+<-r>Odonost>;*6QcmtBDql2l&cLV|Y^EYaBw{G+cy}-XR+A?Db;5x_~T!sPf|838D(es9T-> z;oxwTy=u@LAw{X{@uigBp-@gjSoCrHE{zoL!SxPt&l=@@GbSIT_&WAVcs>HvL$Ivf3!!Uh7> z&@Kd_MKSVC0GNm2@4QK4>k`ab1K9G~ojOeu0fmV}L>`dq(=g7ZV-!6B;K6keEB6g= zqlT*oWFZC>Qoj^JI2ra3uxP+C9z($^(NJ*lRE-8|MbBWam5X>D{v_}#;gtg4z&#wu ztY@zeaL)&UcEdA`5Xqqh%8Lm=slgZNcn?7q*0ZO<}t{<27bujcYWR5tah9FA4eUe6TB~F2%%>90cePQH$s};aeB9~h7hx`4UV2Ccm$FI zag&`?b^Qaa!N|~i@YVsAZbnx2lS(IuBEt!3qJbjA;J{yU7a^7`5Hcl`eq~bQ*c1W%dWw&T zJ{pMCFq+b?`RpO)Hc^G7>mtg2V>mB2KM{C;&}o5?o{lC5v^|Y}q~GQ2wyi=v))_?p zq2nLO4R{%Ru)>=q@S#?CU6XZY%`5lKuj}7Q6CPRtryJH@Hw9HYutbqNIv=HE4oSiC0>E0;Ts3HjivnQS!8>a6mQhkHalDASYp!z5l z674YwzIugMRJ<-BwsByg-V>TfSPlXWNhaq1E@o4PnWEF3r!}%fkLd5^+qJri$$vrhdP<1`Fh!IenfxMsPF>Dm8%mQix+6 z^zPul#!5=Sw6Lh+X)&)Lr-1@oGKMyN(~6*VPnlMbG?d1<42!srP$mv<(7|p3J5(WB zT2$#3m(}f~E06rN0ylr?UtEJp^NV^e<51vV?&u0dA=~mV%CRiA=n;KI?&6*YZrS?n zP_S39JU@E$<+hw&AF8WfQ3->z&8-?-AmbDfuS{Iwe+l^%`h?h$nrT+{*-^7`eiC^iTT54&pW2hw7eRdWwD1 zEO19WCYm^(&J|+lmQoosuAaGyw&vbhjG_6$696WAEAH=j)25%&6PXKH{zi$=@@x0c)q0?HFFJlR86xYF#{Y=cY_yS$c~j zTklcyg%C)(ilu^q1giJQ%OSLqD_0mk0>owNwe$P}X5$~+hY*@)OOjktr_VZ)ix}Lj z)DM+dr(ep*BDi6@oE}a{yNJnH!8etD3v5Jcd(YO!p8KH`=YRn@NfEd$-*g5E^`CU88n7#5OgMZur8a|^vKd#M@n#o?D zR+`Zqua%r)e^sBtgJRzqp9k7S{oXMLj*c*&h4lmkxV6XVAM%$&C8>amG;^|}E?MRYDvyV3%;HDp)e*vd3xlffo9v%b_x0)4z-aYJgdF?=_0Iuc8%z*?As(jkF->M`{fr60kI#q>O#6ii3bVtXgqoaR2#5@<|(Z056%MZI2 zKa6t#l~jA{6QzgrI_?k=N#zY|FB+9I=s~ku0b` zzzd9U8+NR!7PZ zTBN~gJ=J&RySyU4a>@3P- z9ij@+LPY;jDN4~B3rb%?Cs#<6{o6l`rZ<&p1k-%#;v*56T=VN0QEg`8XRlGpZzKGE`>JOO| z@T%(6024Ov=P{9=?kbccnzR*qXtcX#8G?#05B!nyBI*Uy35N}s^$ARUzdam`DuBI& z(hL3(wg6p@N>&68|5+;lL*oFsz21!1@+@3MP$zc$q%>nnuC!4A zqm3Sv0I*>|E#DzbQ@NY=^j6|D?49@R;>0IwpTTXcxm+QP6E`}sBfgdYTG7ww~x_oYd*-5~r%jZreb=}S#I>a*g1tM)&j_%pt^+b$OEkyha!ZhnYy7oPSt zQcvVb2?EhLh zxsg88D5KozgNs6CLx$v8I1j}p4;nIO7%P;TX^2p6;=my9<1xwkJ06|=Upt(1s|fdv zz7*Xzy4o4uY``Rk{oineD@WHqtXGaUabsnlu?QJ?N4&rqS)(%~2f}3MD(LysTU%G* z_s^54?=<>{n5o(7mFKR&#y1=s?(JvS+Re5s`Kwo+Ux6RkmPD6a&t5y}w|WhzTDPj- zslrQ#?>TK@GU9T@HC%YeUhnJ-0c2*RLS-8mfLR$aA+AEW&$ zq8n5jhs%FqUqLS4-n#bsay1_$p~`y{?oJ|{NKo0|VTA2^+NDQ#>Zdmp-6b}+vcHOh zl?JpO(Sb0B)ZmW$^SLLg%n8nE2ULX^hhaEuoXFDQ-~mra_T>5)E;vybYmS$^__;k7 z#%~U5FH4yWMsA9?-mJ_iLqwkbW%R1);`JCT3ZTlW4*O?Eqmt>)0@jHcF5Nn9n5!xW*;{8;PWi^ukeDy39kBK zA%WQ*%*XhyoabvRt1EBGJZ1!MM zeJ+|**9J%5fu{x+%m2b=)wS>3fDVt0OmfaPmsYR5aLMM<ekJdmvJu= zw|7r4r!3`zIW=`oyXrU*(CzkkOB_?{&)U@b72ImVvh)^|DyV)PybuhZf~(!e zP6G}u?NCM6rPV8!S2>qfui!1IpAq#hqFb5%H<{nD)J_ud^AXVZi*9yilw|q%rJ`n5 zx_Ue*p>cA`mMUgnV5A$3|Kb+oAD1g;lh`@8g1iECd)PkgfzAJ(vAIin1d7@751^R6 za{Dz?%#(tZ@exmuPfEnK(#7XX45K#F;`5nUm(q!Vbtjh!=`d}2Ap3*q@g8jK z-^bHqw)JDsdagZqyEC}|+|l!cOFKJ9$8YcUpMU$({lPoq!J}S39>?_HM957KtPNA9 z2Xd(*eK0+KhNp*e$PBB;=;*m#=k0^R(ay!*JNKU788yb2o2|DmJ-2^y+&O-~uO2oL zFg+|*HI1^>8*gmBavO`sUo+iGe#7i_10j|=<3sGa-$0l;9?sy#&$vCnZho-WX}}Bn z+r!4FgJxXB z(j#_Mb#HL5x-)#xeg03`zB*<1EuMy&uj+&WMohywli?^X!X1#oC^`2Brct zH0JmQA!0y|2aNtH4`K7cow$HR73(#|8}rY$mY?k{Kl>~Cs08{c?$r0t`y#g+~$*8NmpLWjCzSJ1*jQ3k7<3a0U@AA=Z zbMNwAZ`?iHzj)NRbgH;#m{tb2O&zCN7F5o0_oQ==kJmmo>D=RsGjASZ1Fhrfyngh? z)vaq+{|x59@0gFk8|sb9|pv=CghqHSb1zIWqgP$RcR*N~8tP9#^{iRAOSQxtU_sKQa8)p$ov zBO9ZG<7LEw9_`DyB%Xal!k-?U^mYc_4YvI)1l(yifv)^|&;_P6_G)~lhj_V&(z`K- zt^Qoesr*@73X+pb9_Mo=FrcuWR!Zn&tgCQ78#bC6#rGjjEdd-tyY$d9e+>T9-RewP zWR=z4Ppj-%F|zZ~iOZ~$9CQOIHF`fa`N(wkvz^$&U?L)?Ic~lA#(;(UZdZ+-}uRI{p2?zMG`sJ_##1ewYSs3$xx$%*sbD$aN~`euaqmF zsB^PDdgri%W9ICY(E*fFsis;eWP^TzW@-v(LBWKFQ47J*o1-!G%!4*m%;hIV21v`n z%<|~`6h4^zkHZW&W%3IP*1x^=?f29Ce*mOr(zLl0>`&9QLxD)s{*|R?drQx@RMTF6 zcB`mtKY&pA#Tkv6u}ZGuBQH~K;t~R6%BP)7`4$r>R1ojC)fl$2Z)G!rLwdO? zG0D)sdgYSSB_5$i#^VqkC31sn{|uf@PB}ii3!<$m$>KkE6&egZmfp9k{TA8deKpz7 zhR`Ee>-nn7L!L1t(^6(&Zd%^HdgGPvVOoxCTHXdX-fnb`aNBc;@RQ&&_*Ccu9efC{F+SiCY)YBev zPj9QYb7WGl;>O}mzDsdW7Pf)GovOu^O^IUw9)>vc^LlCWmP9T9eb`NbtL#CIX2)Mh zc#V7prZ`BhCR7kK?_>e;p5_O;YuZ@PUU}zGmzUh5d= z^sJCRMk2Rmj>QOkQpN3;-3BgHtQ&{Ktp{F-Z^eexs4{s;t2)I^E?$(8%33yDq!KAC zUl>PmJMGc-${oGyc~X+MYI(dnDenM^*2k&J7=Hm%TggcLW40l)5zz`xw#Rok9r@?{ z`D{&)V5t*#ca&Kw$E31PM%-5^Z2XGzfotFjvENpHIL|=ejPZRkzkc%WLaA-z6VuG1 zl?T{{sDOjidpcMEsyyQ2vrD){eE{LNXQu<3yeV;OfP2p4Y_n>@3WCrs9>Ws455ouQ z;jl~|S05=a!N>JPFXAAJ+ED8Rmb*@KG*^8R)>b_HTFus;U(G6)EeDp)jwzAXS(%j&yL(I$%t~0bj3*t{bJ384~cc$(&#o!aIoA zqSx?oG@pRAu$PI7z{#`BM6GEPQGU3t7Ux&EM_rgdp;145jvfEYcwuUs*RkRxNhicH zPrCBAi#}fak{)t}48A%xkzv8i@r8#jZejPw_rb?Mv6qKmXUhG>?3LCLx72S8hGPg{ zti8`)TmU;?!#VE|@dRWF;KnwLWqOyEkqVEnhJOdAWIPZC^(n=#j(daA0i0hk(pwb9 zP`AO*D_La?%)EMW19}l&0oTKvDXPIC)pANiB|$DJ7E0#R1i*{Y~44_0A;e~{fV<+X8izj z0cb)j?%>AyYd8; zM1G`t5Iu1xLY%Ku?df}K1;CsGG1Qb7X4kP6abFQJC-3_Ppk;+wleFL$s96O3%&HcY zPQ~DnYFqa?`%{{1uR#-&4xK?2YaQFx2upsXi3N45bs_~+Jc#n7NN*}w*(S4HgyUG2&C)Z6on9a;eF_b z_a`WZPu0FS$q@Esz7RZy67 zF?(J0#LHM%-yGq+PrS;By|R>`b|eo^A7B^U5x**Gj+}Dvvcfx{JVzTZHoyOtD>gBv-2QOpOfVcrXiNm&`dTDVL|7WW&AT;m)&)&PnNPZl7V&vZK z?e0hvMTrkl5~X5~xLrN$sd-R*Xtce%L(Y&K6`SNv^RZHEu3ghzJzbjWs!}~>rm2;0 z&%5vkLw8@S#o^B9$KmWRHjFjSzB?PRy~b({8-C#64}JiKzwF0@KOB6vaW-t&zh6W? zBJ-dBs_J=2)T1S^d;Xaj85tQF84(#78C4)_EmuTssyJ>61y2jv7AuZ5BGL+n8hL1| zU~I_x+%Y+`v5R@j?%d0^YPxWj7G~B|ED;R!N_x2mfhKS~k!kj&D4V=3T>KO`%-^lY z{bKtuz0A=X6A8r$d_F4vY-LvZfF|H|$bzG7{0YX>Kb7~cf%l-}KF>n`1(xEuvzfko zv<>(duJOpJp!R-Yk=mOq#!T%+5}pZyRIo;0aBA;6t;Xe6%umD9^A4ktT3zZZw;;&TW#L0=b>AZe-Ol|Y{n&!gbln1Y2{`jfu*W}VVrf1Rn ztz}~9R@l_Y(4cmCE)}J2%GkIeSX~o>QTBkUiYZc(iXYrn`~`De|D|~e3Fzll&Gg$8b}t*PIhjGT z8p@sdf9$=FE_ahFav2vV?uz`&OwBZe#5iL5mY34#CuY|{o~2fIGVZqq!%l}W_Gd)m(WJEObV{fTf$0wfDZq{lfw@oOq~RrqZT zCk@y%Q!jorzTeEAiPn@sh7?pY+N>2t+6*|l9YKck{SsF+-Avo#TV3wwAG$)Zr{i% z;u9*a%BdKF1O*`u71g#pbGY<%{M^C`_9mXs?2eo0LZSNa7e}MFkwmTukZD0viGbv( zN~o3+3jG#|Q*NxI&zmMRDL2&4TEqSQH@lq?IH+?Se7CY59~Sik@OWk|CcTfkND_DM zB|l+8Bqz<-Hab?!dTdS(!03B+iTcdO*g}xK5U+nqo<3kR+1S2jwi|)(v{6FT%(336 zl2X41Vogc5Mp1-m6@zX}Zh|V(8adE{H*DfF zCsL8yr=PQ~_BO#q59Ayq1(YD_Jcn3kl!$kl`yc6avWBG64e6JyXf!F9E1(2~ohzk? ziF4fT<6#?Qb4g~Y*}XIBcLp6M=0b=FGAVL~=ph?Z*YIEXqBAB33=atYxm>e56y!ML z)-ds2_->k1jjzu>`sip2ub9M9fWE1OZ`lTR9*YQX6u*`Zuh?brCmZob_HUgZacLip z$UKo8@-VR9@^*NCWwPpGP%MLDh;~e#2+gdca>qoOont}}`0V(%4u$W1f3=0mIJTFU z!z#E4FkB@XjqteG4uEOg5Wz+^RQ~ZU?)`~hKgz$?XTAO&(%IuGlwVm+MpXFD^Uwqv zO2pVnfa1J?Qts)uj5a8E8+t`p$fR{X7ooet955lIhC~z?)^n=zZIoBi8%YMpK)}Oq zec)D0lUOWfHIZC#{M)PF`~D8Ug{dN#H8)p_!9lU?>>#;Vx4)4Am5+A`wbLIRbat@8 z=Rl?4E`gpDTub8*1$PViurs-tqsni02`_R#X1N8r`c;j2r#LiUl6R&tm8K}`ycTFn zg?u7OQb_d-qMI4Hvbci$vc)jmx@A>tO&pi38su8He4`7kx@6d_x(ES95pZjM$z24f z(DHPeW(@t`k=0ld55U-BIUM7Od5bu&5Z1q7zaR>y92Fx>O?Ib(i4H|EWzskeG< zZShhhjognQm@s65GGa4}3oLx~xE`z1e&@y{>60HkB;~#|SN_L?R$TfKFeIiUT7z*tkwxmSQ7Fkf0WF`TBjx;V3`? zR!j8(e)$=juO;c5ZoWbTw~<)Q!tN&Zx`iwhPe!LO*p{Vz$Z65T+p>F9GzLzL*C%Wk zS&Och9qjX9%Sm&L<_K*X_GgEKR1tLFqAC?}ET|ya0$*wu*&WW11sjrnyGi!}(ZC1Y z_vC~8n;W1|#@bYH5TR-daXE)@wnYb;=sf}vs?aUB*{{ncsxYKNY!?Jn+(i{D?4$aJ z?4;5PpX9geE?owp{gVBP!l8WP^^hGq;Xebc;>X1qb`y9n+L^desb;{{K}TX!U~-xe zf_n$tLq*wnhGH%B{k`wYEQ3S&*qUO}nZX9%oRTL zSRt+@%;>xh1=pHMk}?A)ouM4+yeY8a(aeH$fDt;cFCmipFoxpJQM4CQnx6!-piPTX zL|kW$-b5V6SvA6k%K&G#xZ~d)@vOSJas@|1IA&%_4jzW^RJS((7Kd^lD1r<#CMb40 zy9dD~+_;UKcT!#Kd)^ub$h~+7|7^pZf)WG%$iO{^5Osb?xg_*Ask)3qi!yt#n6r@r zJeffZLkoV(CBTM8^I<2x*d@TSehM)|Hg#?<0Z|Z@R&(Ks=sgYr3bL9LnxTt-hF!!T z$t;1iX_jp&^ZQ8s#mDSOIVA`SI}$)r-^Y9bLFD*jn>q(ZnL$;cX11DJ14TrFLR%Dv zoNH*6q6fP>;6`d$titTo3`h|RwIb_SAU`MjF=tdJ!|BJ71oBn=ZbrzdJJzdqoD+J9 zG)lyt`%7!*hZTCOl&*SarNagyFp>&5y>$Opy!0PFR6u|umTu>IXS#bJ+q;cZF(nAh z_^QsYw817Tc{b~#VRS#0bPzshgvx7^EjRd|HO4Es&H6&zeFyOBQq6EBEq5v7U1-CI z4Z_8dLqQ;rn}0-Fqv3MebL?R*LXJ~rBGy{CUJYt!`J_pt%<`2UydzvqKrD6UzO<1V zti>O}|zlFH6n&#?|y|BLoFk(WX1iZ8&pm~BP=O`Xno38>p~R&?d& zmHoeUCIjDe$LcrGs2kxncoCAh^DQNiCSa%be|=wd9OI$+-&Mx(C3O%4IVU`&j&m_t znduKbR9s4}pGBz&DqzZ><_k?eelpa^n|qd?;P%Qv+=7+wS{ze|;s(O1rcuKvNJ zSxA8^Jjsi?KX|(Kpv_f#sr{Kl}8S9H1kO%y#B;iG?dt5eCqyOl zSjO$$RlC*x16Hf`V7qGnV*Br)+UIPKcGg|3f3yAXqt+L)J_{B9LHkco@zc4E`7Y{rUr^&? zh&aZb*l1_(y2RueV}o1tJE(=*Tv)gRD2=?Z?ozsK2`tg|t|Ms~Zc9&kHwH*)1Q!rr ztVK>QJ)X}{mYt>dn0^FEFl9Xpg`KM@lF=1muV z#wO{iLs$vEIwI}%B*+Om!B@50Z4BYRI&`@yCjy8qT=;pnx$^GSi*IaRYq8(GX{yr%-VHlW~`enUp(H! z9A$ASirRuz?58zZlKjZIpUx0pA2WGntwjJR^_-!O`QR)dC)XZqz1}_^@r9f?=)ucN zkSGf7VE%m@mcCnzxZT5<#>BB-TnHL7?E;>o-{VCg2$KWc;A6nFg6)`*0FtzoiM`Ok zzBQaIU zFVcbVh-PgRkCsn?C1^+lrBn;7(M5u@_lJC5%$e%+b5G!8In==HP;qjh@%D^;5@M*W zGD;W=gkm^k1M$Yv1rL!f2%pJ6H7RW&mFOmlq zBl>S2SCn+&uH!|R;6OJ2z;S;8kPuVXDf&}Vtv7^DYo+=hTzu>O%UfJ=`jpY?V0e3V zZT+{(|67BjjQpk&K3U9?)$lXbUD#=7zano&e$FYBl`X*4`ds_hsp3^6f-7EYUv}zS zJ)nc{mD=NL3Acmq&Fb_MXfE!l2r`tx53+s*1 zh`AVtU-IL?)t|iPzW(u7kaf-hiiPaC)!`|TW7gp9AufKH_aTL5}d199t zfsg=qaEo${PpY9|6J;&@juLz>mHc{RZ1@iDl=P-MJ54-mgLRPkjk#_nGYH&f)*~+0 zq5fJcG#5#>fm|UJl^ZKS2J9Q4g+<6#a^8TY&V?AK5)IN?dtJQg!JCIG=~TvQ5WE5p z;vCy2hzZ?**HvWFq$CJI$V5{ibxK7TPy&gcX(gvYD&d3{Eap{GxfK)etwSX3hht%S zoX}r9xOd$j~Z`qx=jUnMRC{oj+;1?x!ETynGIY#u zqlrD(Nd$r8-=uSbxVjvOFdd%I2FFNhUMaE^Zji*J8GoRfsP95@P9u?R-w@ST=tHZ( zakk5Jo7Z5iF=)2k=Mfw-U^e@Q_~&|Ke27m@HIqu3Ezn);;QT_MYgW9<)cPBMZ0AQ8 zCMcrs`S2>4T~-3d6Ikvlvb`c7P$T6^0YjEvOccz;ByD`i*%AmSEAVD^wp<}Eh@S%F z09k7>jagH1kHqfiYG_^6PuSW?dL_HeF{wP|lDFT;tfKOpXa6S$p}PFEXBy(63`1!j~?9(Bw4@Rmi+u>kf= zBp84*K<`Y*@)kN|ow6Isn{BW`b6bRgW7*!d?e9P)9Nxk&jkx>{rHVyGMzq#&#l3Q| zbL_Jt{>U8z02$+!PQNM8ZXiZx++~VpNF$&zUh`XuHj!Iuq#ACVvW~gpe^Cjch~n9P*qINZlZ5g36m_+zkxu5#Es9Ic(< zc)+LGw$Gx2C-M$N?71p0v|mP*3Z_^Q za)9D$eXYHPT2JMG9MxQ<_uC($(xX|WAAaYb{njrIp0rPykn-lWaZ9jL+KNKTW! zJ3z+HJ|4n=HcPkJ9$g_Kacu7Mc_zp!)W4$%^1``uFhO28_cbv=@b)DYf1hdPE=>@P z=Pnx}Z(V((2|m8j!hZIKTTtlIT5knvy@fpaOj&xht7%QeVe-a!I2+BeQ=nBQTbYW2 zqOk&8D%J|+?sxB>xFa=5! zKrSJ`_+a8-AOUv3D}wSEv^slxO&_AMSb%xSgpSuBsa6`Nf75s+AimCHq~HioJ8p=( z+-Bg5MFJxy)<|d!a>K={z+YsQQMQHlKzU1mYq*zmHX`mJyT0TX5Lu6XvPN1;fr>Hu zrirj+%`)qiY~TW~F+W*DT?KQPt2712GlBzzFpjvLfaWP?b1YxViAXGgF~M_vQ`wgY zh<0|`2NxjqGDPr8fikMoEm`PT4S(8+)r$0fUbD(>wm&chtc_(2z{{!Qp$jq# zUMQYnvoK~ErLZ%ztOY6?Ck3_)ajuFE_IAUnGBgg42Gi!s>tg%yFte%82SZ{5JNPBG|1z?O6Ehxxt`;eAy;1Kv~X`=KI8be4a|bR zFLr~pg3XMncZlkCC7W<$Gme)(hJY{&s^#-IfbEMk%c*2Y#7#_4#7(%=4k0xEVG}YH&QA%fzb1@#%`T578;q!_Mv$`OnCsNMEP`i#m#{ z_=F_MPgQb)OYMTswZDu`Kb?aMh5<`c81R34Z?fy@EA2JZdM1H^T8VsfRiAI4L)98B z|2u#0M=(Z~HF~}UKoxUE?U|J}3dNqO4h%-dT;f&C7&`?htaMpvfT4To{X-NkpbKi$ zkfUn!h0>Y{sMF7o3rNmvu9t#Dtohay4}LR#nK6l zL@-;6#+|K*nJ>vL!zKl*NX(rR`o!Nwya3ukp7qV{E}s44sm#UEsPE5TUid2P9Ao{w zbe0D&FP+D+4Dq?2)=wo7TS#REeJv=ce#Bl+nP(UIy3T@p05*~Df!N$Hd&pcL6Y(v# ze<91yxtC!m=%nB_KE@*x>LF3AI8CH%`gn-uE&;BQA^;g4RrC_oKIsOkrQauw31Lus zo&hHeUk+N|ZFyYQ+h3Uthi$>3@BHbhelW#(6E-gRoTA?jNGWw&(ve~r(M%{Jt;U_B zCQ{d&LGaU5mVg|uEC6VdXS?k{@r>hI?AxL?zl2q|%ZmzjLhoYKb(W=Zx{)v-_kA=Z zcR9M|iu2LIpD=*&ysL!9GYxBE6R$<V=YbfL zjog~_lGhCWV|yYc^8_Io#JPMhR>n`0X}oS@2mD+stBQcGH7%Dil#Nj%L=v;yn0xlb zhMj^9OzF?Nsl32a_Os-Fi=oUmiJh#fj>NSX7WHiqKPldo!%=H*I8|@{ZKEP-yFx?k zkzVx@7=u6?xqIBd+Pk}6Rjb{6fE?Wa-c@uZTQ30LC_Vq&K?QX~A?_Va-8 zNejan;Eza2Y+E(H&+0vz(AFB>+zT8MFSfsqE*`Vh>`CKB`?r%(SQ}Q&@>kn^)cAw} z;81L_K#c8l05EK8Nr$pHCK}kcm3L_`CtV~JEmA0W+TaqM4Kikw7KTcLx?(!RoOUk( zx|l{9*$is@6L%HkJ;ZnHHGE%H#gIXa^#9*j*AqlWB7Qi-d$?!Mehr-WTI=+idXR_; z-)xOZ%lmb6#@HJShPU+fKt9ts!;^sni54CY_h!4WsPP3ykyGM! zT8Rg*R5aO7yRb+ZliKE&?;vbxs-cjnLH?53<9Pp%0g>lkIsXzL@qOh5eBdDNi$!k3 zCza6N7C)K=OI%3pDJ_c3(X3_v9SCPK8W^qaIvrz@On^3?1gE(eqB*~)7z*S9m z@4&o4gRVM6T*G?Dhl`9(R}jo{yV7lh^ujfMk7va>B9)a~b4Hw;@4hGIdmy+F%Aft_ zf@zNBF55_E*CU(TLGQ+a#sgzXi3RqvXy2z30j1#H&y3~%#pf%4b3N}dIZ}DLTF)`F zQ=y&^UF@++wM13Rpp^8r7okUeDTPv_w7uNkK;2L0b%WxCQc=7LI8i@J+huB26)Ku6 zLW>$yNn5HYQS#apl&IN?9!tCl7Iqgy;JQM1RTs}3^*Vzgo+oNGF18xq7=InlVD)by z%=cZWOD(*mj1Qf?PPez-fCBXm{PT?&F9`nV@A4g%*ISJ@T8$67xG%WHNQ=|B5POI# zBYmVsGm6v+)srd*Ah`E&_T0;jE0-@{Zd}3r!!cfZky{#!T##4Md4qJ|v^`!Q;p@ze zOYdAcCy!Bm?ab@%f9qSP*}g?ctyj*Td-3HL&fmw-Ejhg4QjuM2>!KCQ%0lSvYF=zT$D2)?k-hnacSt&bHp1^8F=6~T}3Mxw+qwlS7K$o1)fvE^%$)&-nn!(QI8mb16cs6j!iNf)o4$civ zQ4D2a9-YhO`0LGW-@=4u?T872(743_A3L8wl!GRJL<|MeFpnqw>wt z!S#o?aUGEWYDXqj%ERiD*Rx?wuC=rUsV?^n{JhK=leWNpliT7b%?IQe(2hr%q=T6u zU)qAfNR{$n#PqHXMq3WpxhFNUV_)AFjvJD7W{-hIED(~Nvf^GvMC{0qzgNYrpmc6L zU$eSLv($E7*@S|855y44d5e>6qq3dZlZoB><~#EalC6@is<|rU;<}8=c-BE~u=0h? z6i-~X4Cd^)v`9ATB$9PSK7qkxh@oi|u=0HuT6^yXo}y(+?MZy0HO_xlgRP1xEX1zs zk}=e}U8YPg9ST-hGG;%m#WW0&u!$em${f(FkwKP5>k^t{TsD4(kOqi+@%O3==pyiz zlmS@YEt3(jRit9go*mo8QHSAh6$VfMEh0`X=;7W*tpEHuhjS8-fbCo&FZ~wL;e(&+ z{^V&x51P$I&%s1$pc}oWVNRUGjZgPP)W!<8Qm~99evnuD1e@^BIBX8V{ZJ6A#FLIp zL~AN(T!_BMe@C3|3<_;J6vH6q4cjy$ZlG5U0X%v#$>NIjUnIzZ^f0K3LW2A>%+ZaD zO0z?`t7;}Zqy_{qk30UHMa(y(MOnP{P6&X{e2l2)#N6arA@JNm0<|*Or zbg1r7Hp*3cm?D#!PB}C}C2IB<$<{vIQY> z+qFS%Bw|tZ5iZX3q^hb3Vo=dAiqC4;0{wNPl%3O6%IVUy*MZJ8%12n(Y+~k7m^gAg zC??mToy2tEcmZ)E`P^;=Ua{D_uZUF6quau`vKHZcp$)}ZR-K(syxe* z`49~cS73(;A($mb@9%}>qxRkyDt0FBpHO3VpF$z$l-Qf?F+s_p#VW_&AIX|bUBSk1 zj@S6B*#&>ZrzL!D6$k3{y1N3xHnhcfN?$=#;Q$h|f-D0mlE%$CJ6Q7zFtCuiG~|Ya z?;`&l=}Me@G7JBfIKRABd3~{#aH*SC{_VIT_<&Lq#={k+3f${wNiBe!&B_xd%oHKSR9Sv4 z7a8r?Oyp6E98tqS$6=mj7$;$x?9ya`P5hNfPvHD_1zaE)?@iVKyp>xWKwNiJI2pNr zt|0DNwAYnj1(U@h7+ur{=Xof7cR?O^QVezBKgYUk13 z5$T=+S?f>M;I)kQt_`a3XI<5^wR?11dcd|@^#z$6gh4e6a#2=}cVBuK338RFnZ%Fz zp>t#kz@nSUZoNN2e~a;_sMOdVa-)f=6<5&`43qg)%xX$KDt0;De`kuHsW{so8>h+- z|LFht<%b{Q&-Z`W{K1n6hI#zYqZ0q~xwK9t(EEw@QwYW>*MjH41qnUf{yb_uk-|!& zy}#IADOHi<2?yml$t3ki0wshQF&*reilom6w%$IEx*>Ks0cSi2uG6o!FD$Gb2l^Wl zoAgW>kJ~PsTSLcxOWtr;DOa@zp$?Ht?JGd!%k}l;gw9oNx8IpxSx&%Q<=<()kIFSj zr?d27``Wy!cD8of{~W4@s{{#|-K?!?l~_~_4C}TJ0p$xxmDCt_gBZ3yLd7p76@#hl zePFKc@3sFb>L$BD)n686qigjC?Z1ImpD*`74an8|o9%xa^}bSHuLAksZU3ie@tLHB zy@&9hwf}RJo8@C;{*{~li_H^wu;K@wv@jf%ceSW6zZG(CKKk(HX9(wPmCbB4o~LI% zlFi2--dtt-aF3yi&*mdqM`HA{#f)IPdQnna2zMW^NTg%Ohq+vX@*0AoWZopBc)7Vn z#YOChD$8>rDwkLUpKBHwO6E&B%B_W!9Ca589spWKn4#JnP%4&Cr@*aQsAieP(DeAc zTMgjUNX=>h=WQJ1A%OF*{Ax9TQz8eAqR1OCZ?e9*0rOV3E4lPufo}5+T#h+?70LBn zrLBXb-sw%=Utz$r-h@GR@6PErhXB$*Q^`c}CT_^|S<5^4_&1Jta0YbfFTjXpZj)5# zT^Df;A%Pe!%DB|uOgM4wEbjbE&hK+CGw1jDS0v%yEBAiE1*cTzsR4wi+9cpsFk~6P zsjB*9D$acwl;ddIXndLlv#d&eytDZ8Wqn*`?HJ0q)X#zf;_dWOX}Zn*gir6!8*NtfckT*M3HFL=|1K}!$myNrnLtdS90bUDw5G7`ubDd)!!$fCou3~!%~?Zv|h{8sgZ(;X>?V*({Z|1{zY=ucEPd49IZ zroB6H*rnXna_pTSO$upTM&#|@ovI&ccfilyr6>+b1f@mCKvUzzA$M9gFl*DD>&#{` zajDIwIP45_@BXx&C)+*jw%nh>VIgGECLfLyditD+9JDQmx3_QO>65uwi?pmm8lL*w z_l7vp84n^F5v5ZNrD$cWY_dOf#K!uA*yKNuoZZ7o>2oLyrxnwZ;f$Fkh4O% ztl*ORsUUu%eX+*+_#{j8BDCGBsdvsr4dvzc&@zl!Nv8)yWQ#dNB_Z~H*CE27B1~vymayM6Kn*$zSkM_aDV6h zE1MUu{^$=b<7(~eNIj1mK)b`n8y&pbb$NNJP~&dSOM1&^>*x>>M7HDAyg68YInBA?v@+>-cxDnwgj8M#`l!PnKmW`Zz_t$ckn<2^--{LsBra@_0RWtF& zUa5wadhf0WJvW6>xCxeD`bzGE;fnpamrQ0T5hHRU1d*R#7CPumb|h2gj$d9hC;WX% zFMtIEtM+&)49u9-t_HInPsMh}_3EOY?uZfS6n`RaHgQ#np#9(&!%E!+=cwFgc*+`1 z!>BPt!lWXaqt+|Zu|^)i6#DigQpC_q`iLWNsY-k`{w^P}C;;hEwl~2yoaqX{&}nId z;?Tqc_)|@|ID#ZRjuc5Xn1w{NI%I*MdY!>fOC3Qc-S5sQIZbL_M_vsV5<`27$VC=9 zypHv=9ZC?jZ*^f8tEI1IWXbYihm(&bkY_FG*$%nG>n5Jfuhy_49a^IMCt*yMX^5DK zNA#wb8VphKz-mFrj5X}y=twb#kTi>}s3m3t5^i>eBF2W0XA^crNP5}>v;@`?;gepD z3FL}<*F`B9RgRs=MUyP(qd!zyu-yN2_V@A3CoCQ5#7w!13kj5D1CEyUC`hD!N+MPv z8LQzP2^3c2&vJ+8)m5OaIYfWd3P`6^vQZ$Y93p-N(}|7y!*WAihjSX%6DtDD=HVos z92nywGNZ6{8yP0V7~qXs%nCD7)fa(lH@Mab={tVuH9lR1=vC~^&6 zX!Gv;GqyoRJh-Z_$m8IjFjd_d!KYauT6$6lReJ$ks_6!t?0z~Llq@xf5(ME}mSD~E8ALgNnp@T%fYf9+*~vEH~M5amYC zCFsQy<}Et+0{HoAE7bWG6lJNVu3Ef{g8xfx@zaJL_0+G>pL=nY5`>Zb-8(K<4d2n4 zB<@{2hb2RC7#J`JaU`7CE0I22A$J34%O`73z z$X+B)U$}gs*}w4OStJ)0UH|^P@t8fZ;)&o-lj^SH+jJ(rO+Hn3btxYTRI(d-fvL`8 z-<3tLqS@c&Yb&{?jboG@aY=AD$qS_b->pYRwzwrOH{WCGVeC@Jyz=j9$lrow9Gc4t zAW4dSwW_98XcX=@`&Lp%$r8#$veQV=C8dc5jOK-*IHF<2*0^3$7jXfT`*f4J=1Qrt zE5Mp^+w(5pwQ;w5&G1P&r*oj2`|+AhDGBiclG#hCelFb}%CY+l#4J+N8!FN-wLnU|>lB5(J~CNT4-CsvK^qN>~HK zDS7ETK0%;Z@9rEE3LH%14ETh@0kQM&tfp&atj?cgx?`Dd{Kv;+a;bTpaIvL$+zTOI z?wY~#%76Ldtv$~HA!WKv!w3BUr_2-j4aacu!B{G(QA~kaxol!?mq4@um^G@opfWR< zc71O7YGPo^Ni-E;EAzosV|!|Z4J^OXOF$1c-EqiUD2<^+os+CaKC&m2#VzIK*Sc4aUv99HsX}slEB)eW+P0^hkOgvTtn2(ow zcQ*bfrA8H2)sgW+`z647wgStB0FtYNSK&8N{pnJ58^!qB?MuZ`S5F&XZ;w#(vju=| zDCbx~+!f^k!>6!t(om;Li!8>hh(fWU9Rw;YK|9o%Lo)h4=6E?Ok!hpbdaC)CuN>!8 zvxn0^WIwjAsk%=igqguXf&Y*8{G+Rfxbv^aclvlQb~;xZ3Hc7Of5EF~kN0+mhlj`( z=<2}s#{nm!nfCC^r{evt|2RFmgo1JJ z`i#e(+HPTzz|fi?6U9=`8{;`6xWd_4uoKJ~V*-U&M(Aae9r%3v-m{yz>qFqIW zShTBhn!x?Bo^2edR|1<=#rg0pd`#ax5*;Pn_(_gJ#5oXd=T2?m8j^LG?gI90ev4i~tHh)Xk)- zJPJ#jCQAk)?jqnko^G7AkzmzL-k~Qb36;^5uZZVoJx;Tv0vgTfK6ve(nlgB?toF4?JnWcUvGm4N{C)5Fz1 z+{2#;zOV-A=w{HHvY|Qme(>+BF9r2aHH4tzdp2Qbt~a{<1@B;GK&Kw;5=k^8HW7~v z#m1NeZl2MXo^){{>F)xBxkKGG>>PMSXMn_WC}oQwK%6!p@bYqLcVpBM`yb zlM&MOG%+Md2-7;q@TPw#$6r#>V({#Gp)rz|+bL&Gp-o{aw9=p1T> zDq^CC*XbnwSFoSYcat?a{sikH1a)qBpeJJGH_2aGB-gA_WtX%^IVEch0jbc`lS8V^ zp@o*;2SNy-FdLN-S3Vq@1loc0Kmkd%(i3D(S?&0x%AE0Q`F$9_0D6$)*ABw?>z)5g zK3adjocoP<;eeBjU5p6Guj=!Hvb?Y<)bCHmxerhN@e(AT50QOkZ5B>^>ijKpnC!&R zF?8;G^yt@NMh@=pFTSgtMEgN7R-E=e+%M_q-edmaEXy2S;`6%#06qfU6=V+g$%lQDE=(;>oNV0h$thxDV*$&`+~HrhHYZF^Fn zR*kuuv?MT(D72E!VHZX-kA!XRrC6}Ku4$xff+TDou>zyaS7Bujr^7*ScQsWMu+ZIk zh0r8uLEUjk4yj|H3BIvPEdm*tfYQNmZ)4RtqtUfTn7_eXL>HSr^lg{*anW0hY$q6m z7GzPL-xw{i#@a}m5M5(Zg+hNJ)mc_P_lWamhP;_Xgg?JXn<>dulXDAtsWGw1H`>b& zCU2(Xku(Y_X9bL1>wb=TQ$AjqGZRT}T{CKuI)6;Mfc`xytIKc0O)lL9>5k_62Vy=Hw3u!TyXnsUcS&GGsBSB`Q#Ws_y)H+-92%w_-+r@k z)<%)~E|g)*Y8cFT?ZJe3tFE#m9&+8Y zHO6bG_>ew;y@2ZG_6ZT);mj^_?=7V1oOl`QJ0P4&rnXkDp*wG3S$_|7sVY#eC+h?x zl}`#mGG37p1z1uoM|1&Y6oP<|coR>{g?`M8n6(mET%PcuR)sIo<6`3}6D3pVhT(9d%VAU|J!ULR`x>*TquKGIyc& zQg3%^y=Jn0W%&{k`~q}}r5 zCHV0K8t1U+@aOn*WVvrYL=o& zIAp(H1DnX3M6bX=tUs57m*C9;*zNgzY0snd(pR!0TIMWq8wnuJ)t{{Bi6~U%PGF7d z!cuZY?^4|e#eMpd9brV_zK;;A&}QORkBjjdkze_veitl4>k873a04B5XSj%hNCoQ( z^1+J6Eka02_uP`tq7r4BbeHq^#)Sqcvbp~WxAW9+KqZ-@mT9zx7Y^VG#se9F4cHo@ z&W{G}sfc=1Tzwxv)h}W}NG~IY79rbopjW!iB~Q2M3jPDV!-q@Cvu@@NW1r>z(q@Z0 zEj>p(?(`8@_0NPH&@;t+#K)`X&Do@Q(*&MuvUzp&9hX4Y^s_W=OrIRr#&GB z;!b$}+y(ttVjYAziWNDl4L(6(tgzA&tk7H!ZQRoc@ z1Sa z-+~xH99~mHcq965UCZaFtm?|fJR70t_F3;DH_O|T+VREGt9uXoQs8+f<#zbd2juyC z*$97#6!27I#a4#mqH%dydW`Guev??dyLvK+6DuQve1m|4N&TYX0KX6CmkBT{0B~0u zak5y$PV7SQe=J*Z&nNrHcVnYPlUDg2{M{LneBnOs61#8c!nX-quMoP@(ed_O4}HP>HvY1j^{q7{1CmVqM!BXZrH)~DJ`T%*I3 zjpHH@sG4~)J2FM+9iL;eaWi83~Di>LgdyUy3-B9E-ter1uQ3rLmXFt)r@hpq95_3;mQDs)~uG6 z31mN3gy2Q)cdmuFIzYKqMx(A$x6^)7)oX{P5r@%m)YJwkD@b4;s?osun~R#(~|#HsmSC-}kT!9ar$MJ5I;+Xw%q!T!*d+YO zpFN}jE*21Ga2RE#hBg&CP2vd%yN{Z96$jsnGlD*2)olYLN(W!v|CaDLib9MpuI~lY<)yR48IKTAYq79@ zV+MWQx@y(6ZvmLjpj*CBlhm3cW`A zSrrHmKQh)drEWjLuPEMkc6JZCyEk1@IhW~`Y=DF#Lue{SXOexf&hH!wn{jBe_trHC zg{FZ+Q2j4RXcd6EC)2UGwCp$edN>|47l*X`6-N{{tjdB?-4WQiv|srR zDD%w8-4aZUk@lvAQ z{TgMFya5?3#l>j_dG$fCs+2*IXBuBCphdXlwP4Q1yw8-aORuULswaR6+;o08f_804 zf+CmNRo_c?xoeHWQXmHW(MJ($hg#Le%NPiuhU4B1K1u~| z&Oq`kWjJJ&I(O<8WbOj^F|N#@4=r4raZQ3Gn8WRDJj#9Zny3u2LKRfpb^}kNzF$Z} zk|2#dy^L?g@cDwJ|2(|?OD%pfHc${gmT3|s>XryCVjTHn7GzXv%nzpO^ncdT&|S zyoMOsqD>;cWT4)&nqf>tYwynobZQr;H&h}Z)G%YjJvoqfh>auok8QH?syn!MyR9?L&DK188Ev) zO;n6##0LD?qt^u#7flXz;y$P44W4nx820-^9B$mwNC^o8-P>z%4#lm7fF?d2(Zn~H zGLs%I7TyPdOqb-4kKD`=$b3`^C{uoS2@b zghVkiD-mR+xmf1dIoMBAwnpxN>52XGoVT@WfqDeAy*o7?W>2~F_Y$+tZK{G(@U{Vf z9Db)e61z{ArSFyjW2~YxyYjBD*y6)fyQeHOpx2*kz4rHY^Q`#F9=XFf3vN> z=I6Btx$lLWb{BAR7l^~LA#(=YG|G@F#dvO7zV^p}LFM~cb9;R4cu}Ifx)(6uxK+gS zzxE~|PA~D#wZ;m5F_ll!qm=AO3Gt=?qT>GwYBCi6ULN&vIby>!QNSv+u@ zIqDCm{oeJ~=!kzw){*{H(3KP*v4+q5abw)uo8VMa>Nq%)Zs+p*_;-t-&Bk4vwclXV4gSYT57}`&6Sm#} zH*SF&n=q@8VE1-!Z+ftUG`_vzWMdoOzUro{bLX6cJegf5r#BHRLH`7Y2%c?S?~LX1 zosHEapmnsddI!HS=HYl_6`50RUT0L(x_E;&zK6mKct6MS>v{uiF7RfNGS~NUN_l4k zT`G9|K~cGL)bCvH_M0n+jEynBZy?%}H~NY!b{Dvhg)IW+e^y%DY}=%997> zDa1Z4Da4xf^%>$BqeNXwttZ=GKnAR@)VGSsWL%49+9%QC#rhU={PhmRbL~?A@p3(g zxy#G}S#O`7kH;L3y#sNk{W3tT*W(dfW+7zQwftK9x6$&~>st!3UHp)1^J@D|v^hDy zjhN!D!8hb>-31NAly?n&r~LtXc(%TWH0Rszw*NA!KV4hh(T{f;?ZJ}#%TDoTc*29~BpUuwJ4%YV> z2Ay>K4iW z>&5-+E{%G3sRp6t@wATlUCk4uXnEI)7TVTx2ny?0TDGsD?mg^6Xnjwc;o{yG5O9eN zVlFk(1c6-Kt<&n7P}O*(s>F5g=EM}@bRF5ej;8WSPlo&Hgt6xSr^;(JS5 z0;d7DcLxs@`A3%ClxK{zY`wuJmj<097~uPz@p|K8tAX;1*Y{?44Cz4MUc$FG@Rq8) zyR>xxuj*->U>qXUp|i&Wi*W5~hK#f~8lA?$(REn<>O|5LkWS;oxQiPJ@VP_X^XLQr zkkU{rmBzGp*hNIlnC^H+PT-6L-bZ~}>Yy`5BBmo0cgDL1$&*Z%`?!EHZZ+N=-p0|& zWu#5Ifx#cad%fPcHN?jKt^mYXMSzSbCxnCdS`tS$afWzCT71(C|+2b_I07QDx_%NdVXn(qq{Y6!p)YVKxpP=x6tid8+Ex$0t^>`LlEluBi!tl0tcbTskIO^F@+E~be|KJXASV!?#2%p)hodz5> zRHwnU;6a4vVIC*W5lM^Qe6j)}mq%t3x|?^OEa(rrcoQ6_%1HHC5j}GBu>k?ZQ^1Xt z%gep}WT6|xE2$*o`%k)2#%Xa2GLcKGyF4|Bf=T9z>mq1tlfN12Imt^VP@yFt^C@-ho85h|D6EE76;|zEE%?vgy z`tF@kzXSeA+0K0h^A)ay3)u}3mPEiBKFk;7mtOiF(SUlS#fd#*K9m>yc z{O#uX(z3Vb!wPl^2!84L?z44UN%eU5NjPjz)>f~a(|%4)c5Cgd7Bnts6chE~wx4OQ z(0^PDKJg#7ztTRlptfjV4)(eBdHR~`V25Ky)+%EFU&RhQTD|Gcj)VDf`|GIvToGo) z>!hbQ8|~N7b2qFXr>_{fN=$R68ilfH0fPz z4tOa1xq46sYXH zRyiGayVesVK~jjE)yJ}MFAo*@-y7=<_sZ76ZKxo4Y|A{L4kb{Wa`=rABS>dvL8dd| zAO~WnmuvknC%e7TQ46u{h$&)h9&QUtu%HINkDW5?ovA*4IOtB4?wIn%cO~LIRErzE z(G;Ln4LSo{>lSoFVL8jcda=#Y ztF7r*?!x^358yojeMv5H-(iw2%41^;fERfrmGr@yu3!FGU+VRp_(>((c>^V8={J7C z2v|f4!@?z8OcVN(W4oQ*1ICamWOX-Jz!$R2tjIT9{?{xs#DqU+`W`w7D}WzTPSHs! zX1cLOu*OyoyPbi_?C)T^rn3qB;E>mcy*m<*?!~zXl+{TT+;9k>TBk7^^u9a8_<6%O zl(ri0j3}KZh>t~Yd{|%)l5{So_ym+-& zGf{Q=9Er>e4QQwT3FVv-Eq@yyo*nr`EJ7YDG?2v^@*D;=WBm7iBK{6;N8q2jt4XV#fg#1k52$8+x}o z;~s986yRhvymYBzMX7-k7TLaW0i*ybt5FXsxr6!}emwDBY5{iAB#t_^2?%ReB+42P z(w8G~MmfJb%qn<OE=G=|i~wIPL)4xEkBQTpZxX_p5!sSxRln`=5;y4ZcCn$rS8^;Lj||C2X+ zE9eTB8!G$COZH#AGS1HV;{gEyRqB$i>jup+8}?ODa{hq~b5lsxIQ9fy*-ZoP_bw=p zPNct6AyFqTMTREG9;nOFH-c&&RJ+LO7=!8;+%ypZ&PR9jH6L!xu^tDZ%CHiGdubSk z$)7J%Q3sJ5?;My$V>U>?Xws0(f$n$04E`L&Ce>?_0hTclSf`R)NOKVC#uNMuC-0~g zGO6T>GfF%#DX4=Z@s$1!MP3IB^x<_yXK`5 zXB!4WkvM=M+3$2d>R>d_ofcja2Ibq636Bzv9kt*E{gsk$Oujpw$^*=u0kkkf>GTdPzllHDbAi3Pf%o5~7x zHH}e;lo9Tr{$>qB49mo_z((YrgxurKSPZbe7-jE~19XrJPP>E!MESwJ!^*AsR8`6| zct|emfCNXN`l-N_u)vB=EBO&3ifp4ssyls&J2pV2^~}PRCgxrzdn4^L@6x?NZw&2egsZ!Ak8%V_Fd-&sRh{opI2y8W+$GTGK zIy>3npF8wr4rkLH!3Y;$hnnjHCJc;$WC@bQBaWDraHk$Vxbsu56f)tJs2i=_=oCD$RdDahsgz4~RTv))W#2Yt;VLTi4-XqriCRq zKlyI^(q(rkn^?-m0TLNaA~>`&2ArQLYQY+&bQT2!OqVdGPA@PJ32{>ubX{Sxk0g}? zXW2=uFqMMLxC%3?V};j<151@FlEMOqTo`w5;pTn#xE513vaIB{Of#O> z9U@rzqXYkruJ4z?0KDcfFWyy25BaK@a!K`#fbRWx`N0KH;y@&DYdYg*VQ>^?o=_50 zXqk7~ydJro+9YWlgWDxcr*VRp-C*xVxn7WL?XDMFVOdWRfQTtKD>Y3;uRA7Q>G+39%qDunLvOkYmm zHFX;lvLG3J>=8r>E@v^ih>A4ilpNLj*lXDrde!IKFQi2#-Xja<2s;=P`QY5orW$t0it1w2aEe$>6-kXXYZC{= zbu3NYI?SLq{hmtlEOp?xKXgW=NN0u;wGcsdi(xqoyuzeuEK>FB(X16>_kFD!E!Z%F zJ^MY-jHt&S4PI*1MA)UFPOU5M>YjmXWc)!g1c{hxy@}w=cgB0&u?#@Mr;=}`IVrD3 zIE|!8j{?!b16s3bqTwr70#f&sa8Zd5lmim-=*;f-rY;_;%9A9ZKuqEl9H;;*9a5xE zIwaN_rlv6LDSl!_KCIbH4pLYCUFa z$%1ypZ?>@3ba9q1T zX#Y!Smrw=lXOqMHp#8T{;~5Lt*9gYD1NOJu{~oHIELKe&ajwDNYyS^u@NBVxMcq~Z zpW6Qf)mMwvtEPx+^iMax#55$IFs)qZ^3z)KOlcd+cw_Uqhc}x9Q{1y!1u>$%Z=QO1 zbDixzU+ly%&SvZ3&5Nx0c&Vmhy!ouwk#OsBy@S7Y3=~m$9$qL;sD^*nFAfxzxd;VI z&lu`1#XYFE1k<3_0=7ks<186ePY95#LliDv^{7;{*illDDfk-1*uh_$EsQBg*!jtF z*tvv{`M58{p8x45H1_OOTqKrLdq>kL4``Xb)~HjE zh@jc54>$8#YclFX8Cq?vu7$&zz1}`w%vnL^+WmbTnKD~;xSp9Q&Nfa=U-op7xJ(>N zAVS(5CeamSG?%W07yd>n>gSQi7=7bnwzTkJWsK)m*Nfh2B5dc`lF3IuI)zlBr--=# zp*9(0=`T0Xl42t$y&B%O;prqgkLoK^+sYI)?L>rOg{PiG&)Pr^ zQt4CJxCPs30yo{x@cMUrX5bZpI61TOJTZQLr8TI=%Gr%NjXr=U4eFs7&Aoy5Mv%t4%weD_?= zJ&23gx$;wb#Ky3o&=^5Oa~lWLlrvdZbLE=JF!M}{ICi0dwhtaZ&Ix2c9)-qrB94k{ zHj2R3?r4Ux83Iy_AA2+$^61?hI);oSfn>D15U>wYSt4bZ^;u~Y9RilEB4s?=u-9$r zh^Lm{TkSF7aPJOc?MGAmHJW}ubncrdTF;ZULm9@2F>gdlWL6?MvvQPK$nijY*?acQA*v0;)l>SmQC{2aP0c=&&^2X~x} zmaO#bh;C8bjyAj_dCtS|IBAQ$yb3xTe=)A(IOl8`X4Z%W$CIi-s@duHRdpKUi$^Gl_gajSArPqo)k_vuny!Nyf< zwO>WGwNka>5_QckwXdPsXA8}o>E2)kF@uYhU^X42Pt=|>5R@(=398i10gbk$EHYSb zUr8*t-e4EEqTugErUYKA{eV}022+@B*PZDGzkkR1{qWe#)Lk9!AOpw&A}s0FckWXr zT0<)2X>Tx`O^}lfj6>zW(VI4WMmGu!oB|B?hPU-FfR6sdAr=kv3(R=^!Rj$2+sz(((nSK_V<%-_Sbn3jHqakuR{p4*{~xYxLi zE6VN$oap?twj@HykDOGfAPJ~Q)ekvoPqR%|E|))${NCz--=V;qJNx}*uoKX7t#cj* z=$cU=VY_mpwM-~%ixC>M2r)E~L4iri6psZMghtYk68v#}nKg5l6lEVW+?5aZXn7moBX736%Txv>nwh9x`)Ft zl02&5P%!L8sp^kJX44@8_90@pg-afzPyv;%@I(xkUsd8jb0xoObzJ0}>MdZ&8%a6F z{6-K-a*VlG>FRoCx_hwWqSh@V#{!TaPnB2%xTd5Wq65T61ZsGzN^T%KaS8cR=?`Y( z0Zz2SNo3U^gmt&G+wbujU^;T)Rrh=<3gw>(#gp*LfUnd;x7mGjDPQ_b4QA<W7Q z2!(}$>I*I~IJl+T3p_N3TH*r_adX5~M%bah{UX#%1B!R1T~YAKrCCUDHC_?CbhGiC zk}e7b2B)9p?bu>f?@KrSEhWdpk6#s-d~*fvJZ$IqTh$DXR*DPJXJVn0+32)sa7w1m=L ztj3YBZY;Q0`y}m<2Lw)NrDKW(=uwzKqM_TYp!FcT5Kd7jeN+c&OWTE!p`js(QmIgcy|2{4*B z=Nky#lui@Dm6D4+Td)!9n)#Vp^GV54S?>D1UGl~EL?|7>*x>6MwA=PUP| zIgIQ`N_ixl%p-AA;gUPsiMaBsGK6JTZ#uIs7{SksG&9qJqIiW0x~xX0ez~j_is|PD$VSlJIAA6b|$FnA2ems+y z9})rJQls(0F6@m@{nA4Zd2JhCnh2Fas!tbOflW&SeOwbwFW)G=vJ$qpit23QG+2o| zz@KoxVh+$y*(ILC!xDv9o~i1iU~LUxt$e8mN1M@5R`xwS1$ zviS7178Cy@Xa86GUN5|woxXxv4LgM8qbco)`f=J zB}W$8)OZ`*!dXF*aY;44!W_PM4Y{dLreH+LeRhwQ3q`o5whG^)!D4i)?vvn!e2M*~ z_9HN-Kfw|=bZ2Kj+WxdHz^GioXWF0j1*zfwgv6Nt1+w6G{@I^B^icaR@Pn)&`FL=Y z_GAA|@CQe;MXU|xZ`3otrnv?G|CL{P=%GTKtB)|GY(r^9Qx6t6L(}Md3?bI68O+$qip#S z7zenaiY(57g03l$lvc`~fjg@8Ev|udlru82MA&eGprH6NdT^yhMmKq7AhHWvNi`m7 zkB4}~jLoLuZG<>#sU=y;=d)x!Ls+b|d4n0i*2?UF4 z8M<64@db2;#vRlD;VtxLl8^D29G%mclP=kX6PqcisH~ys9TD{bO%n0&me+Rz1gX?A zh_JN@8gud-VL!+*%~-_4Ta?ViUN~|82oXZcKw>{>DnPddO=lxGd^czYx`FKzYar*> zVe&YPX^Yev;Vd1A(r^)HW0g%|fogoj#;SCWf6KN0o!!}V1Juz>UHq5YC15s1B9h3B zXuHYkhw#LAKI z9pghXA{`5r1~I7f#CA&G%GELt}QnnXhBZCDP}@^uJto3O6s%;8$W zvwh^57>B1n2(OCv+OdM~zr%V|gDzMvj0BuZ@^Gb+?so?fV2 z9Tz^%8xHlh#abCux0QO;&2I)!-hPO~l4EIVa2erb!@pFiXB?Y&ZUT`b2fb1CVFM!( z!(oPmTvd)bT8Cz%_qS1?-||k)<_GvAXoMfQO3ZyH0gi~ z6|Z?-X5x2G5D8twxiBz=ydT~k$UX$q*Ic;J$3*S0T2jlSQP3q-To=wi*d}asPJvN4)K2)3Kd5w(XRbV{4axOc!=IOWuoY;6QnoY5 zH*5`|yC`9c9VrZVGF#h|_<{NzP%Y~&7969`-C=)rh~!~1#zEr}G!My9T^Zo?Xq4}K z{KTD4wNsP*UIr}a6k3JvXj%*=lQxbDtPDOD9C2L!F6?|PAY!@C5U&cBhn>mIj4b?A z*OgS4?O6N$!CprjuqW!u$u;K;&BIf zd!XX+RUF+fd%GG^;fP5zqELZ8WOX~vu_u7NQx`=Q@eqng0BF-oEa#r2Skwa6si>50 z5V3nF_!NcMi4V81@+bTaML1PR&D;R@`KPRhyi#aKygwW8CC<3HA+n}-xF03bfRT2# zg~qC;L4UF~(rT8J0r#6sDs6!o+;@DKCeX3*oCW^dpTzSZ^3Y!9ne-d-0rFMuJ6a}kc@a=AueAx~sj`J}Xy+po%Ljy#?;?Tu z3@|Tm7HcXyk@cY4_K&hmDc*BP3MC8~CM8<~m=eS-FS!a*@|49)3NSK1`jzpdFzT0` zvj+-oXsz`9Bc_G&5LOw+>|l{7Ir(}>3WJ=GKaXT|Lzl(n)RS~_mL%kS|FcXG+4{r} z|LEqU4?o18@Bgs*gU3E_8gFjSeNv30PlaNUu+HRJms6TAg|gxjaCJA@mtltedRDh) zzFnI)+V7yvr$d|6Km9xHt0?_dU+RpxU*T7AQpXY)Jj-^Bs*A>hDmgi5GA&~b!Dvb! z(zEtLi+4$2Fun83IPEF8yNx-c%AL1h*p4R5exFz7HIo*M89sD;LsGsvPli_ltSOwI z>>v;kyV!6xlGQ5vH8;+J$q{znxOJ*qnO(1w&rIH{v+JRH5Cg)BasZ$0OY#je5TQ@( zn?F)lPkrnThLfGrh80d_{H0l*MCV2x|DQk=Sm1eDu*kPu6rrzSKy?&$RiG>@H1XP{53vxnzT zP|GM!^xsEEgY&%V)`fwH)7rnsN5l?qQ5iDW8b@rXAA6Ru_>GmvU8tiD;DjQ8>IcaR zMn_TS)uiHgi-2shV7JLw|16UI2a0j5uyAn=O9=)_*s*z5kSgWiX`!T+>t%E(LvRh^ zwN$`_AM3f}bAnWkQH@K;|@RKDX=M?!OnoOdx!c$gi zZEU07%SR}f^6l*t?MJbR@Few(?7;M~_ERW%R7#xRG9H>f-TpiZKP!dlvTSR?UzvU7YQ-=E%8ORI{k``se&#ys|*QzDk7d# zRh;lCB@H*aMLQTaxi8my1`lt+zlUA!A3pccL-jk_To<4XQa1A8UY&pNk`E6L<^5E* zp#s-%y%Pto<0*0jgkE6M?#*_miVWQ&q2#U3;q|@Fd-$|;thXK)D<{>nOKtI+$b!8`U02a5qXaw&wdB4O+?3rqi#bqh=L{qL92CE z*S8`235P!dt9pcLRhz8TpO|ZV2Z7wl-t)6~gqvE$5;dv;r%6z|&>+VB2zp}sLO3V$ z5o6bl+Tk~Qw^`wzh9&%z5b=xlJxeGoL%foVOWeUP>|eDM$9a_TjeH-39%o zJxFTwWhen@cE}&EE{6ND41LQdM&0f>`*p7Qlo=F|onV7DhlBU1aPt<2^WtEupy1oj z`<-KiumuT7NcaaayM{?TxFR)y7D1L-MiGrNkC3`|cDti#b>Q(qQr0RnCS(O(k)L*H z#O*-xS>Kvjnk)fc#w@8m(IULID?{gc?IH?WKnt7mrM{~CHa!qUnHwKc%YVdGoXiaS zjzz#r=iWzmEDjNoRb}RbsLLZNaToUL0{hC)1ToO39BtAO;LTx|i=jpq|7F`g;JKrcgI!45O&M{_LXt*}ysE0NljsB8lD@xr)Hb0+1qjj1Q2)6sSunDsdCj(Wl%L zMS-Unx(;#%T}5gU%OYuua)q`1PsJg~fPF5vKx<8xI+%gG34BzMfA#G#Kjb{04l52)#xs#=S6o83w{1s?q2e)T(u}ld6t_a%V z*bG_%K~wIB065V%d_=H-E-O^!0U4qh;JrQBL8nJ#A?>t$CmVvI0P^sQ@PpY|-w z6pKe*?)sU4O!d=4viRS%*<9@V=tJU678k zw0vHGJsQ^TWwForbkOQIhcn!ZKq?x@MdaOUk6_G*Oo?bT;9*d6izF>f2> zC8Pf61zc@BAF%NwvAq-IpvBaIK+!Svwm0H%12R-1HOJ01g@t z3Q1+D9AU4K)Qh5m zN?%+~#d|Am6sFCyZd1utLMv7&s~M>>8N1z%4RO;jo?m3MNksflzk{6Z(#+e3an^Jq z)g~tO(rNY(_&X(*MFWH@(i*J75;vTwrQ z8OGc$NjV%7?{06W#L}2?i9onEhi;fiT6kJJbN830-s4lnCHrFO>D;9$|9VLLJ$L>T zyRc5Pe%7}07i}|O#Vy`2D#(b{m*OUL4fKURfK!HM3Ks`bHwLix_@YGjj`Ko?shhh` z`;3aoR&9(~Pnn9q^k~VDR7*)?yELXUvhUBGnK&z%iT&X(Y)9@7-YBeJ*&iRnO4V4X=7@jDgG3Li~}06FD)by3~CCh>EG7zW_9B8jE*$wzFkk_%q@MEh}s zsC`PJN%BCuFGxV#6I!Nwx7|Z`g$g$ugq!U#DttmAh#l_=X6=tq;K<bd~R zZEqj>=QC}}fu=d$aU$ABZTV`AH2O?3+l16s_u;OB?}z9t8w2=oKmO*pJ?x1gZ5?mgv7-m zEsQSth8k|~G|`)GH&m!`zm_;~dy+ziD&8tMbhXN^`1HU8nBrE!Zp@M+ho=iLu?c3oSbsZLtBpeCfeR6L*bzv7R{Z zI>ubJaAh6$C$O-NaVQ|7e(I!C^l zh#G@qLOO8e@8x!r_qIf?_&rByxm-eVzi&uym5oDohz*2?1>azhhcdDx_BsI-wRoxM zW3YXlYz#EE)PV5r7B>xb&B5tC$0d~z9)#CSK~|VXHnznq=ps#uG&et=JRBwng}CTN3Z)->&O~+ zb}P>F-0Ipi%iREnXfJaZ_>5XYCfV_uL3$!YHM z)%#tq-v0LwCcoG)NH=5|ZKM+t%SR_+8876v>KEjV&!cc1cLGNg-<;&inj;NDmBZ;6gPIzAasunm z{AFIDR(Mw(l)fyKR8P8fmu=Prf5$nm2Dh2$vwMo(3e)J*$BYg-k`B{wsWTY_cAB&Tvp<^Li`RSMH zy9eFfo94asSj|Aw(Mvn*Hgv%3BQ{ovXt>Z&F&|)SG@cE*{_Y7?RnsvmSFYFjQ5*Q_ zXp>=hb{9?$i?ix@@Qu{=w@iCevz$sulkh&Cc$7=5s|X7R1t+U(*CKJsTmpDDgxnD< zY&vz3?uHc7#L&?iusZ*t4+p(|I;`m-Bq7;-^W<`e99Za$ zx5I)frFcY=POG2y>_|jYG9l)Pm(6GrrLBUv%$flmGzbW?8hv*Y46PW6>nB`xm%q^zBM=9!TYwmvpz1g?cp4Rcl!Ja@qK}!$<;BlDE&<8O^12w z(#&avgY9)kiH>z4my->2?R*1{AJsO-Nm222yRD_3(KF)`N0UEx5~3viz~xZvClHki z3M%oL*B|FAdYVV#sjz_;&8bHuIqj2KB`2huCH0&(=olm83 zf@z8}F&Xo6SY~quj?&ukqHMWgqGFD@pCJ^LCuV^`=xjY0gwH0~F9rxM)`ulK<0D*u zW{L^qzxbnPA9{$YG&Ir1Rw$3J2jH^e8yBx$dG+F3m#(ZM(F2kWKu$F_TVHQ{u+-Hap|p-r(zv&G)yiv@dSG|KY{A*Be_M++e-YqM94~*4-QO4_>kpS1w<^ z480K{2MBJK_-Ekpx}2|U9U+qU5Vqy5R^!}D2$O9!zKXli_{Z6o&!0Yb_7!|PfA;Jv zttDPi_bIAQSsPVp;ESZwE$kl1VD&l@F~n?$as*`?8u=PbT=UIV6`?X|CB*kVBCigD z@$pC*#vM#tk4E$Lt&q|`b0gMI6-65-Qv{UC%EXVzO$!Oyq3MW%CjkmZGROVQ8du13 z0fCDYBg43f*>aa{Dn+yTuvqP4!Gq?exrkkaKLFmb={JUhN)-oaOOO%~89$yLzTL z)m^<+)jK`MqkOXN!sbGGG{n zVHp0!&l3@u8JTasRn;@IAEdUpoUVG`$jHdZ$jHdZ$jGRDWg>OL*Jp-17ZubPv?qap^OXMuLxz#e#U&9t@#Y2y{(cKFDIAn zm4L4!qEe9DUi)-1ktF`r%H<{MwxsnG8DZp|(H^F;oML%arE?_~D#}yvPYTqT=U-JR z$~mW1uf#URT;rL0Q(@TQghy3!hRL%kdF>3_+nZr)lenPzD0!<$niQyW%D<|Tl5W67c2aMA^5RpjXKEM)D` z(4YVu&rV<#DGyDQYC+dop=5prAcIZp%!}CbMJ0pu6b0q6mTRp zqeBLvFG_G2?pn_}(=A{V7REK^U4-4h?mQ&b4J2<%Tk%Srx20Og3%5|0t>kd_XuRgb z8bbq_a2e?@;?c?8&B5_(cCeo}^ep@l#DjGFhvU1Z31Di)krqXW4YF1Fmb}Fg2DAa3 zGA3{Nvo3P%M0nGnV>Y_E3KbztU^Pk-4N6mz!UdEdWBs@!rEFqC9KKz)X8S72d>m&r zZ8}%DxDaKW*g326^R^N#)2}#Uq|q%hE~8+%fD2fC1HUfa8D*Jx3#uiuEijp2%ac;7 z^`SIx_ST6s+!-U@W|jIOYixU;pF)^c6YJRl%%oc@(s572OR}ivgB&M?pv~CpPjxOY zY&q^O1#pn`4d@~r>LT-a<7K{8(O@ZmR1Pc36FtF$gRLt!P>X)O1O&O;|mEob=YkTyKFOa_4+!I@rmYY)^NwD;S9vo#z=*4t^6SDIg@v zKb)qLk!9l-xi9>EjNZC_A-Kp&^Gwg?!oVGLZsL}aLy&%SY^wk(_jJig_} zpk0^{Qkyq$3*6SDy3f`iHAUMd5enFb=BanmZLM5K+a{TFxk_7Ft1&z}_^H zSqVSFVfL{PeF<|itj*X1MFkZpC%TezCN{p~gIp)nL8Kc7R@Kn+N{NS0SuH;c%%jST zmSNdg2}@-@x+g5nImOV}6o4rzOe-5Q1*Dm-DP*34`-%E+ed|GFfK8 z?%WG3!jGZlyuOc^L%O23w&CO>3fHU)VnD+|%$))S+xNM0Q~<1w>JunPw3#vvctJ z448sH>@stp`**wa62gAB9cb+0gmB|v>n=9oVI@PhkTD3+2OW(mQhPpg zU?x-AGI*K+&&sd5vTC9)wC<6O5RTs9+Z0w9yqN23z}3!pgtSMn<)Z~}h?QZu`W=;nk4ntC zK<-$o^(>koP=m6T71+Jcc{Qv`b1)tCrh_+z@*n zbZ~r7xoh}<8D#OAjf|{ho%}4U7X%-i6!iw4L>_E;&Tfrv+z=_2q2Tk&LUe-g5`|J? z;){1CzKg^}nFe;QvP?A0x~>mDU@yX-{bVM5R&mzFI&h$z=Ob=EGZZ=uWK=JD@XIt* z!fU-shQq46CW!zgKpw06)XzpjOCjkN=}|%cl?=HUh7P$Jic65YLX{S3S{+jmj;06J zPCW^E-!0EW)JO!~k~tGXOju0g^k!t)UI}xc?Uc`|$|t7v%=>+x>qVARo;@{8^Mg=>P4; zd+BQ{|0n(b81H{Rme0e1{*(Sc!rS+Uw-)5{usnU=KDY^U!4Uo9{{IBf5AvbSC-&lh z?*A!Xe8`Vfd-Ie2|H?OhDA}9;t^dE{%}4zk6+wIdfAs&aa35Tx?bh#C*?`9_3~Uro zzTk1S`|x~$gy3zPVBpoV?gmKC20W;>9*-m2@jc@Ii^M|T<7b9mH@&I$22ZKqT+>;YJVht_c)FEo4mQJGi1g}D@GW1x1XL)^n- z7teehM^L`O6DZj4Op#G?)=f`%L;##bF&ztg4xu>kGE-qA4J1K2f~34WZ-~t<#!}&$ za=k<^n1Wo0Z$m6cbBk*-NJ&}+GrHzv|pHBNmer<2uyszVKK zdJByRQ~YigDhi65p`x~2N~>5|!OD_yGDQ%DE^a`dtHzqZX#vIM4ziqj0w`ksi?z~v z!e74Ija^`qvowM_S+ldd`^kU|(n$m=Bp{&KAj3l90u#XnlW7R&o){B@@vqq?AB4Bt zD$f;RtaPVJVI6lv0%Q5uZXr`vl@KO}r4vZxQLn^60nd-pFh!4B;tRyya6TAuAI)?8F4#%XJ!&NQkVIc6LC!^FSa?QsLKe7lLb_I3&2n*}r$&#)1Ubt{{`n zV3(JoZ(Ul)|B{if0E3go0P&ugvPDu{^Z{^h#D>Od+g_nUoQ!Igk$p8X)}0p;WEfF$ z+@bak@$I8MB+RY73)|4!0SLG+^$J3VgTuw|4|xBU&R{6-!|h;1rFUo6pK;0pof7XM zSa3W815zyI{Hh9D_gXn&0oNKU9!U~-FCfwnVYwVzPc6{;X zN-AP4Xj6_oBs%uuc=bkaKB2?MZq-}P*jXJ-PI?@p1y?QAa!$coA|cH>dDpWcVm!f- z6BT=!3ptlUL^zvLn$in42O1R*-mmXki=p)Y_9h=ipasAB(f~s z+|ycwlVV4svFD9B7*{FyUd%vGM_%0`E#~;eH>Akms@QZ=Ql=ZI2 zcLac3==7eI@7QvXj_3Rxmx3@ixA*0`w_rPQXjeP#kO~M~h*pGGNXc=+W^QA+05T;V z+QyufJxI<9k^9MXbaMpbm~gp7SV>W-7j=+$U`mX<`*P=!dgdDVpcx1eh2Agy3*f;? zS-G^MUO8Tc%Haj8Rt}J&a;Y#*;Ju^CQMWvGoZiAqi}2$vBI(J6Bu&N>JX8G=OC%7j zC)fe?dg5DO4{vW{7xH7>7jC?99HOIpoBu2&CS}5sqd=ifAt&i#^qu#2bRx*tCnFV4eTBh6$A1&l8#94usBdl#c=F zTZ5fhH&n=Bd@&wo*g{B_GxAsf_sq?iojNad8-*n5E8<~bBzN;Yp$Kz9z$z~wQ^q^5 zvk(*3N*O_zMLk6quiWtIpG>2$8AueWA;cPqOJea&ov(paMuAnIdMh|18FoM2S*)ZY#cXbtywIoIP7V4^ZuBr-R2^sZ+wW5cpw)lCVBeNJkw=cY7M{Ip8}-^Py2Bw^8Ikqv4i zid+^}qpl(ou{9ZI!BL(nbnq>EHb-;bG(y-&DNe_fWi#A$7S#~tstVIa5M%(m`GlMW z!Algmc5`s7XPAhzU45NCkQx-_SJ#aFrd{7#*6|C4o^JcSGPvpyBa zwvus~8Vf`3RMVswTPW!^YKU0OKYg542x+VvoA30=Q5qEGl&j=&V$3bx`qV?#2*(y; z$_>~$rn;^m{-_5-e=eC+vzEoeqD1ehNjZvTZK=28XML*8c&?gDcOww>nU2D&HgzqM zDMpbJpZ3CP`072vTKI{*n@QKAi8^a*EPnsZ%u%(qFxNiwH>jGoI139|YgqE*yA&>$ z5N=i-p`4pm(<~vmpU<|(%#>k#ALxG=QDaXoD3GFFERgKs{v)duK^Th_`IzLJKC_^f zJcdqFPcMdt*52MW{7>{dAnDWX_$>S~l4)7=2z_WSXiu}#~-$jwO-UvpH0sn{ne+J-g3;qBcEg~!R&tH9* z_xn6nFJ@A4R)8b}TN@w(1((tZnAOPx@M`h`z*BWS;7{Mo0kJkpIrP@sZw9U$iz zZrL(161^(K>CUDa&dW8Nmw^)~3)SGF2R?AP*A`7Ls4j}^~^TkIK6AziJ)4_{AC?r1hUOF{}&XxxG z@uKA-k5M(CaC#>`X=7r0wgbh%I0Wpogv}PTLrz)xT^3LtE(PfM$Z?!`!NC_HRs3c6 zg;ABC!D@OOl$+vM=4KC&=cn7qr;xs)mG6N??5K2f!VaFOzA8vJ*Id#wK{zyrP7Lsil9{{(PZOt zBl24o6FfENmX5kO3?=U6#GV|-i-(rH&nlNu9zD3(Ylwp_7I32OrO^~g628Gxe0lf1 zRmbsidK(KRF@)VxOXmcdDq<(YUWMuEwrS+4E|ze7NsJb*l#&C|RuApR?(~8T$uE)a zEzNDpP|4P=0Ka1%oGN;5Xu&y99+Pmw zl6tLq4AjZpYgi7jOI^PAGhhG4uU?lka|jqNutrN*#2_5Y;}}fiD7%HAaW-$2lXp>c zGuLmv_C2q`Q*P-W96qw>i-g)DlNm%XT71NndxI?7E?}gxg)7aq@yNg{4#Mz(SuL;k za76iP=V%I-OZN=iRVf9|Z66=aVlh;Uw8Hri&oe+3UG0>STb7=rW;@-^m!e5Suoid$ zsUUkEnRl zzecmQ)gQ)}1-S;27i7}~heRqxU3O<%(1f81cJ73YPhp$z_ND$UI+w*{mkpe(c0j{z zF)6$j4L-t+`&M>~%G%Zh&OqBPto01rY3oDK*Va3PGV*IZPv(n6~PG%v7A zoUmnduo9vrCwRDTI(%a|o#B+Z{MsLl5v(FD$4=WJQlKGBZw;TE4S`Zj^2|@=(yS3R zBpsJq%{MPq2$zyHncOM*lF5XDn22Q+Jg{roVST=;9MEGyX}7%RA-$WjhLB_I?0Y`> z#d=dlJGtXiy$0n16A3r%rToho zRwwLd!vrnSZE1=QG1H+tDOh=>Xr;5Y^LM!S^1kx}Na^)eN=k&Rvw!<08Ax3QWS!OGQ z8KH4}f#q!~Lal965nhFmtIAZQnR{q5*xc?&4;8!d!YbKO+^zs8fIBhhZ0D<-RAhGG z#Dd`u6)hJLIxIsy-Yu3 zUiff$qUkG6evxA=PU>z;@0$qrbYc{1G~asT{J{AGATC7&^%$6a*nt)oDMrXIGb|JTZc3m zrRM(Yz-AcjkM!JS#$d@z=u}u>`s%8PCFZ;-pk@i*yDkb`2!D0IN4Q~Ih{ZC4BN*(- zTF1f%Z-l<&22S=m=zZoF%wFWOQ0ZYNIy{`C3ZGVpu3& z*uY#C@v?_>h65=!-!57C=FD8gT%eSyQ>e4>zng4?j1JOrf1d{9bBiNy_E{a^l6T(U z5uCTrMI4YeE0n`{fpYy!cpWyy0AFN1RE>wC8AKdDHYw)>waw3#93fM?}@!Jmgb;TqQywwIDdP9BmyXhbfhOIO;UC^DD!2L{wT_7@kUt*kUYs zIzAQ6aJuDk4AW#28OoMm0~pMAkKwTrr6>-eW3x=S)A$ck%87B*GocpHt32wpeZ- zX@#K5HYH@Fn1p1PR3Ast5(Poy7|(0wNLGwGjhfU$LuJ%>W&qG@Jv~4LM}aKt4+y^grG*3=k=ROSH0&*Ek7A2 zh0HdAT8+kb729sikdAElH0U@zua?n~X+URww4K1h1QClkqojGv%I!(R$5EaosvNT_ z3Zy6p3kRwkv#J+?Gs%inj#(8&YR9aygB>}13_bcRB9pS?SPt&B>t$;{-+vPD=UTjI zfX}?>M*O+{brgD{y^ud~^_~8|2H>@J;9?zZb?o&2cyU95W5eM8M*qivztCPyfR8q* z75u0D{}%;6)mqRP`vk!xrfX3rAZ#i-UE_F9QA^uhjng%CNVxn6xqv#nUC`U1(L{18 z-T;1Op#bbsSzxr-Dv@AI(zSDXhW4Nj)TjOuy(4Epv> z4gnL*Ci_#6Uzd^{Q^A5roP`vtH^fEbys4*UOe2dW0HV`cF=BdV{^a z?#lVpLv>i6Y4B8>A+YqljP-y^$}N_XIA&H%xPG}MdxxQxKh>P;tk~W*vaaJfH`+j5 zl)GHk5ZJ|xu!x#6C(8Xsb5(Ls)XrB`!nb0{$W`HYh}8n!ivzT>UZF-)eod*kxTu=%Y z@~Lu>Oqe=YYqs{t>JT81PA|q+IG&-gFsP&U8YEx~wEi+?hAtNNLVTFcZ0DO5hL60D z$ywOA{3wvTM|xDbP`o8mJ8>zKvYf41ws!~PvbLi>zg2>*7@yI-<5Rk429>EitfS$P zj>9SSE_D)KQY#TAy&xItRgM{`m-&>HgIKY@HHoVi&OMwhBjIT%vQ_+?p42oyKERCC zD+k$_&>#v7Tb3BA$A|5M)$NAmQgf~?nuQ#}gunmR$Ie zGA>{ti?vwsq5xLl8dYAMmwLCk%zePEy5H8QvfZ>>>3Dcl@BH(AW)4I20(QsK(&+Gk z+*fdVmG9M|v^_kq6QwZ$V{x|udraWHzLX$UToS3lucy1-AR??OSRlq@4Wft@u3^)W zaj`MacYKoxuTXjFdk!Kw5h;2sZ*cvRf^^XUQG`#%T6TW^ppL59j5xF9oL+k60m-1{ z?^McmEtQDPB^u~fnM)+SE~t+udHuMj-bf?$-CX*5F~GaI^dWng1rKNM=F&&b4p?E4 z87}VffoAMRm`a}W{%0eXeo8`QYU(Xc*}Zgf&GdD2O;asGWp2SU?t(}3oQrGHeJ1#( zhNq?fK$3hDS!gZEzb9ftq%4tz50GY|F*0S?HNhG8Sb!8rSmFc9_f4ExuY_IATF!3* z%T}h5@PP7ux6=@(ROLxC_jl9u%^Gw6BDN@hJn4SNh?n@xdhkqSBJ&o>R!i7X))#N4 zV4bS|r9x#c)r|V&SB+}{TC2ERp zW&NkA)xz7vh<7vc7hYJhh`Z;IeBr)dg^5qqPP)hyC4ryeFZx%?t`I&NGlvI-CbhwR z0skLy6ycEamebd}8Tq4P3|!~mcQf*PZY&6ZB3MkX8-$#K#d`p%tYwLYv_=#XAr#L< zYNQ+Q76i)H`vP2s{UH4jJ|lrm6CYB=RLBqk{Pkk8e2s! z3BUSAPG?O9hSv3Tsz<+N>u`hYZDvGWn{&2?Nrn$;M!k00UXT) zDc??Jh5T42;2hJ+{lH>b8w(Z&T+K-BWivT3XIxl_*>h$Y<~pxfA3s@Z$UHWo?6hT7 z5K%_FN7P1Zt1Yk~?v)kslcqC?di{kL7DcR;p`ah=e+Yq)Obg#0Jr>I_ZRyAI*Jzw0@=2BA*KQT zrT)JGz$Y5@q*z;OVFUi1{@(_0lVibyWMF^N{|UevnZtSktPHIE=dXU03H^V*B*OaX zad|BfwM+UH@ujPa7=Tw4VL&!%!^3;%9h6$YKD=FpYXDm&jsR(sF9z5y%E7OZvk0#} zw;&&*vlf_?@x6~Ni?a0vLZU_YteK6mcj%M;hazgoM9+gaN3sGMF*P z&>Z*452kl924ckIwaNG{uUQ<7GvT|IuFC5=DtqpEim4P^4aI#3y|J8eMf*1**7~ys867+{JRh5sG?1Y2)6l<6~O-tie~yAsz-i3fJ%?1!~M~TwMM?f z%H@7Fl+uAnhQ7<6J%Eal_I`LWoGNzv0r{N{k-uSgIGb&j-fOX2sC2Qo@rmMaLG(8I zVQ>J)+nv##eGh&US{z4Fn6s&2W4sGjL77hy zWQkCP9*lz8G^Uyaz~AWyYY#{?N)&0w0#?MJM4U8Rx$O#bgFEl(D0u^Qv8@8cj?mc_ zS7#9`#g;s0<{b6~f^p<4?sN(rA;+M~WBlx!Mw!%M)iR9bjsbf?YhnL8j7okxz}^i1 ziVR39tA)}T?i1hi5kR=GFzCCL3Y(B^=1pF$sPI5a%D45-*(89aN^rlysrjvYB3eoY zigSi9q*%)-xh!VnCTcU02qS{q<=Q>W&V&w3nw(5Vsz0>DLKx6xI5L5MFRyo|hc}^R zhc}%lGFTJR#bUhoQK12smU=r42*s2j_D1{r0NUC?HcCW>@Tz6?UvNYKSCVU$HLGub zgp__l5y}f)o1`ta*wzVI^CXG|m%VA@PS%gIt7f25PUO~yu*Nt!-`%)Cn21z#KzfaL ziFb;8Z*u2wW%Mi`1gJnAYL@q$WEZMQcCF5U)hU;k)cD;_7s`rFNM=~2mxgmE9lp;X zF;AchEM=0eytqC@$;%1w1W}IcMIwP-@tvkG+!oOZg6CUc^@ZO$4_l%_U9LGtln{wD zl>6f8@WTY-#FMSC_=rtjXEN9tT^-@*$(=+VLFS}fqBJX;fNWUsM$J!BgQcK*Mo7lBitl&hdHH$r3@cI!L=B83HB6d$PM22ptR;M$*fraVg7FJ-Yu^Gu&h7!@UC_o zigOfmRL${Zy~B3LVFejTHScQoWhF*1e@JOw!c{V4qAQ$Nh>tk+?KL{ku(W@`_AQMNthwnk35p&hV_4sQ;-5M9^uR4H4Zs0-}}%G4Xp*W^TOfNLhS zCEAx&>Thk_g$}6nQPF1121T1MGAl^vCjQkHD^!|K5}jKk=>Uw@WR7rDGI^0|bWu8~ zi9|~3vi8R+msZDH#avab)kqbPtKoFc4iPS|UQ5XpUKi$SEnhFDLj6f{aZVaB+E8c2 zLFmC1-^0WC@e~1^eoB`NhBljv4o#hPG?=CJvzX zPbVYJVYHpY&onlbE`%|WYN4pJ8HZtfnJrcqtrbOE5S0yX8h{H1ve~*^b3a7TnT+K_ z?}pmGIYkDwFe?tH+ky_B7wQDKF8HeSE0|t)*Nr#?v*4=wWgr%YIk-jV&i$%RmKHiu zBj2yG6KsQ@3!En69{;(P$QE)lFHe>7&DUXgXaB+o#G_rMt zZCeiK`%j_hDs_g{s}l^XXC zQ0mNb5@OO9!k=3_V#{th?*C;J`ofYzo~+;P{}q&Yd~pdQ=}2HN%vM*n*7kpkd0%8# zXqEP3Lu7U40{FhW6*x{Q$t#v{a)=VA5_!Nc>lA>j*3+!}G@Zt6rdX#l%V z{}5V-n<3ZuSSJSr7V3V&OuS&l?u=M7o$Ig+9%8xL&Ch8X4m0%m<@-$QomXROWiukM z#2(^IE1UqLf5mTW7J+F_^8lFV&u%Gz9{@&+m?6}4sz<9>sOMM2G(0(iU;l89-L5LC zga(k^lkLD>Nu@zFgP%_~zmPp?G#)BYXK;euKYxSl$R7|4Wb!_HS)DD98nte00(^Uq=pD=7@qGx(lv}RnohN;6hTLr=*igSuc~9St+#}F1mt}~9c($Pz z*D2T-bYq`4k!x}1%w#qEpj}e-06Q9+PNnwd)6v0xvmsUn43pL1bY2G`7$pXzu}gdG z$?g`{YZoZBkX9iO4yVD+aJ(rbaNo1Z3u59&sT|G+;uS~U9Sp{Ea%mK*fzFg5D0zxo z;^@4ey49K)cyb!L9y%mwLzwe>S+oEyDK z4wh|TSCJv-r$w+r>%(6(COALKNjC^{-c6|kM6Cem;0WR|+dOmeA~tSzH_z;hkB4WB z;Q|er-@YpX)IC!T0s%DXiNGfY{2FcxvUk)pC(>nI+`}gx9ofa>Fou-M8#s9DNs6T6Q)JCl>``DA-=xO;0d-Rwd%j%2fAdE3sxa}8NHC0!+uN*c}pfSw$%99 zHrRzjF{H1nTb6TPYZIDpsvm7pSjXQiK4p7nqiVNT zb^G$N2J~S`_wRgq27L(K(HgfW``aW__hb3Z zDSX|IrIsiP?c7D&IU28}_;q0^qTNOrt1BYQAw=f^M$?M=M$ zxPyD|_5{IjuzM@33r0KHIoux{k1^V2os9@r)}U-jY_N)TaHPkcI~x35?c>HiJuOLN z4=n4*_DF^8nMzk-Od4qZT3fr>k-zyXr5*+Ki<;!cKwLC>%>^k`aJ8cKa~z4hX;>I7 zWX6_6t2jl4)%8UzPP{gL-B3ZLpx7;PVP4U(GJ?|*-lIbVNJ;JM9l7o_jf z92$y=*m2mvcDjyUiOOL|6U9x4A%(m16wZkAxVA8r{#H0-d}rWMWHoE5n^zI5YYn0K z3C6U-=y*lwUlA^?Z!td2zgIL+QHAiND($$hv_U+cWz+{W#%XD&iVUsmB<2Aw{8j40 zDjv)6G(ri2o(%64GQDo{i~K;c2CzVSpjqkaoyoejLI_e9NKf6J#Ly&>Px*d_(MjHxb|b-BPk?AlzK9<$ z@dE7Yr?mjC$-YD{BCu)yehdNahW*iSyf<6dAIetf98$e4uh!$#l*T3Jyx7Y&FM4cO zJBdy~LOX?*(PDc<;Od2~_U5c^y)D)PW{qBF*h9`@%-|!$_|0fU2R_U&zYnm%f(vlr z<)AG+g()xy$$!vU9mefD@p--IGEr7O9CV?qdG;%+b;qQ4v%;`uzThkaH2{0msn_n zHwGhku*bvCmn%gPoK=@^>_a7+y(lycixm2AX*WB`Rln-~4Q_3T@`j8wO{w!>d|ZoGU@Jz8JtE+R69@F(GebHlk0M8&Lk z5Pos&9Rh4;4>5gPS25|sEO+gO<`C#Oa9sU<${lh`=lW@8+yPDqGY-Jbx2SgrHx4Gt zds%d|w9TiPTDCP%^5CTAtvc~0)RpOplOZO;`2Y*3;7J%VJES#5R>}-K;8YR$Se?>e zq2uAsXnqR_5v*_^ydh^5RhnV4(mGZ!bH3`QYn9QUmdho1Nk`&IvxPzs5lEwO*kJ^N zfCWk8=@rtmd=@7ZC09uuXznOJ&`~0DX{?>V{MgjcnELtdzUBoY(3O^j*<(|FbVTJe zOm4h{GW@F*^55Wcu)%_vrO|X2(AQylN5LjN=(+G- zq1|SUBqy!)qTWeTbm5}T$*61Vl>6$Cyr~O2MaQSP@v*48;m&)KYl~Q769)cNM@eoH zsgiVTdTVT=d#>fD#}J@m5^7gBD}tVgW(6G_HQ{~{x=NPZYvR@sUDwbysrOg1Nlw)z z56QOLC$H!BM;Y7wkfd@tQ$jUWwr#m-6z16l@IiR3fTnP&R)C@Ic32Gl(f-E~{#mV{ z5G*V3iT)>1pwUjYfE5_jr#078jc!3}V4v$h4rC7(U@>15Up`*-vzL55+wTFkTZe7s z?xp?)O06v|Rq*&qzrVOxopZ1Dzun%Rf`8xX|2kklUZu>~^LYXJd=&hGi6w__^lt&< zg;wxZCVj8}1`4jPQn29DN&oKBDk(F`M`&X4eMyqFxXL<@f2aSusIr|Y1)KlP{_iaW z4{E~b`m6mP0{oM0tgw#R5-9q{YIbJXFMlXGzRtHnw|2{)^#7qTw_1xUSM{r?&TTlrCR$$!)TCxB)TwzkV_kpH&-PZuFCI`F^i|M!6Y zL<@53zuza29CT^#>05uWijV>!E-MG; zV(3a^SD#&hx-qBYS-a7Im#dg80Q=PS!oXtdRUzQ*N_I>eT&2lXq8j~rylMy&f}K8F z4|du;nBneV#5n!S4^?BFTs)Jml0q0$I4F)=IbQjeKQYx3_QYzMU;*3it>IyGsl5P) z5<=LI2jjqVRPoDQVu-<6d}2$b5FwF@#h|K=9sqk~a+6`x2%5sBWlU~&YjlM3(ufU_ zm1aQD8p|SE=x$-AaTuvSPiDiNqrIjm;=)!OD!98E?un54jkTx5sJ2qUY?E=xvTVy zRgjRaUcGQc84sVx_O`U!v09xNJi{R5;GXa`gpr=P+WGEbCuKzhlw95Y-FbRO|A1VR zJ6m{pw-n{(ZK#4An6$D$A7JQWiLY$FNDsVq{F1!AsZec(w zsea6hp{xn8xIxv8vP@zt+o`3vmee&wHsZ+Tm9ct|fioqwZn(X6J#~O|SazZJ3$I?s zCFQQ)1f=y!Z#QyKZMrsEO5GaF%&V;dE}Na#rpLpaV8Te;<2Hn0xI385N0QX130YqD zU4@VxVY$y#{EAH&2~BU3is5mShtT{;Z@cr^i9Q7wMLEFn2isJ!aU5Rs3PNN#^kf!V z(?}*$22y3N4&s=UcUyU3o@Gki8l*1{Zml6FKzgBytI#tpR7(;cJ15L~CqO`KSfc*nhMzEcgy)|$&vUt$8FwO*d8WOufF@@yWP!Wp`mC8TpW#pybq4)qj> z2jin#gYDhpx#EmJlj4`UV(Ta!lu)0Sg=SN@yG5G}$2Z`#l}`MjZo#c$>t0fzksV1| z$OQDKydfe^dHGvH09!m37e!@jb|WUI5eGlRM}!)gH}`JvPqF3RoG07S13}1rMjI(Ft8h2?rIB>$nV< z1tzCt_TbiVu$Rdo z52T^-6;X^L6{u!+OC~%ilVq0fTe=6=Rc7p3#HxZ%s6K8=HF*@V0*n!M(p+_#KT)6Z zN>AAb`yZxfs0BFL?B=X{xc?}?A8!HAZ!vgG+|`fOVa+Y{K7l!#U`qR~r1wn!A_!oD zd|O5}3S=7E$bPE-3`#jGpixR@Z-ahLE@yRAtfY6W4x^#{jGoC*uP4w8-nUWe~}r0R93CCd;`1Y_8P&){qL?mY@^{)v?B!b3ZQ zDCTB!&(rZFu>7JoC;bPp*7;yd|$5Z8h)n*Xm$Ds6fTeg?e5X&W5al4adZ zSYyZI!IZWn^`-=x_=kk_OCbcEBDKptJR0<6h-5QLUDf)6y%4d=2 z?gU44appyXY38>^Q%-$X4B{;6Kc0Gs*NuK1dXC=jF#QHoNn8&5x7z6dp6 zy7a~JRjB>xr=M*UGYX!${Pf1NT27nGx*{K*z0|vej|xC~Z!}(c_EK3A-9dh#x=WB< zI$~ffHA7P<<~$({i9Z<3Zf~ADXEF`zEZ-I9sr&iV8FVa)D)#0FJ-k44=Yb@81{^V| z4MY1q)W85mj1cjj_t@xUKBzN@kn%!0S)xwrg@v2d((IxBb^`S8jw5D7(TtyYxcpw#<&S~wnqzTEjYR4(aGF~P`nE*%= zDKI_hmGd3bibaHvAj=$QAR;|xm&+!^cE1Lj1xJtR$4bMB z&PQ3KJHIZ{Qcp*RXE^NaXKVYu;fl)_))`&$0e1E*5JCt#v1%H z^_~B)@&A|JS6za)Z~U*m-5)kaOHb0W?NEWgk3CQwVCKnQFhWbZ8YA_LY*<>hHp-F+ zVb}+i;wx`{+TJIWB+KVx@twE@D%aKJWMY@}fX8eW?SUHCF@)_~jzS#rc=-6aCM@_IRuTD|*LZp6LGqV4BqimK#`C?mu{KTmh69);Rj>moR?~p@*GUhKDz?>kz1uy&8Y%@}fna z)6G;d{Dkcje)srEoJSi~njJw7>m+R5Ty1RTAgpCNImj>I4h1Y9JI}X@pSwg%RSt|; zHy<)$jX#-%U~P=JnI+U331id{Ri=) zhImy(r>mlGgDj26H1B(f(A9iJSR2a)8upuK0wfYgm$yH=wMd#DW%^giz|@g+C_Z=Y+;v;FLmc6uSWWUenr{-NWA_O?+?y$=;Ujtnp8SoAPaa%+ zaeVN&!%aZu^8-B3%i0}MD@W%cx|R<>uiwUV!Gro@ArbGq<$Q#?c)&R! z4{nCQtJZxYQWDH0TIEh%b&>tgF?>z7T*X3SmHD}7Wdyc_^tw^On5bbT#;R~3Y5~!7 zP1uHzBS1HS5Yr>i(l}t4k9vby4?m6?I>z*&{_DtSqLx_Y#B2d*_5CzlKe1*Rd}gca z-D=u7k&w_kJ~)bN6oTFF730<_y(B)?*yOLkWdtCw>-y4=xIlW-f0cWt1idL&7}iLS zJUH0d8+1;tw)v}6R88b`zf;JkVXIsu&PME`F*_`h*$Ju_Q0Mp0$?_YyaL%DxE*-*e zj7{<2*<)$V4^q#ER<1OBkXN2^FRPj!v_CxbQWqwLd5><@+vC z_E2eLpUjbpINaQw&KdNY8V0e0C%ZZ zCru26?TB zPT_H;|DjL;r!@K z5lwuILnR4~IYwqI{M_XE18-1h!TevK32rD9iJK=ntdnvIxJ&9+-h_}^HSK|y4`>aH zQR@Kz;&g~r_4xAeqH3fIVqH>fF0CaM%&4B+lEjxF~K2@*Sd%}Nc zwf#n$cOQ7m!uA#h)@~eFq3Qe!5kfGvNg|Jol!gd_B+SD}xXc|!_Ro;4NAbf|qSywk z@{8=KelRG|gDj`fkwEVix#`fo@VN!l`l-((L`Q|V(%1WmAbd7+M z-5Y7$5S9e8bcoOvAVMVv-!z9km*;Y8APZoQ_Q5XRHFyno+0a!PQJDjBaFQ&YtBO87 z@CXJc;+(+d0b+NBI<7mC%-j3BZS`aW3$BXe!1?=SZM2v8rZK*eAw0LcDb6^L7SmBMzFIo`Gtz}>eMcGs{6 z_v!k^6+h8vuzVxNF&dz`rzThEFfyK-h9i}qax!ZXGDKP}_S?qa#vnK`DJ3smDfA6}v z?re@NkT)jdUT5PHd|O9Hz0Tz;&-~=K z|LF3SXQ2c@RPUjOuJ(y{kG-L+}d$XPSx92~#N|zJNIACA}JI3pxpx8pSH@)M;6zdYP#FLQ5p?N$28M zT#^m|(amZXK2f(uXIqh4Wt}s~ra8rtlUWd#;hmTu;Job;>sse4oyyIIR-ybs7MAst zQiPS~Z&`)Ay~%h87-(!ldKRGCW`Y?jL6QOk!MEaaHVpMHvk&3#N&@Lr%K{0k^&y>m z-6(#qU2jNVER;)`xi4ehC~Bv~H)&axiiL?-iubZ_f{spZbS;*~N%Q5Kn}wwkf+#^r zpd)OJ=y-BRWo?Ks01RCfnIs~Mz+*h84o-I=5fDt4JI*(J3Cf!42vjGWsDx;R6o*}0 z*~g2UVtrCtOeGmy)D1;Q6b&U!W)e&;Xkct}<(>7D}j*`q18 z^uY?PSMlh-Ikw;&&Qd}}twBXq%hi!9El?CwSp*j_{e&s`g_?RY_aVNlNUC825P#BG zmB0e)N$$(OU3p@lL2Pq6OkX{jz4v)tAPtA@$#_q4UFbL!J2p)Zlr3;4%lL9QIow7r zqT}flv$N)Xv073&>7y*D>z<aE0&e4l4@TqwsYD9i`-r&R91s*@RO>}B zjgDgQWU+-#3W>utghGwRggFm_2n9+9A?|-hj*RurGce-Qu&fDN%iIXXeI20#u-T?V z#Bt2LameTt$#X~T9>+Xq9c!JaW9BLQ?qSlhWU*!>=1*{gv_7FAd=-_K$?U(N0Vo?_;mmCjf%Fn zW$HB?XXU`fhkQl0y7;iXN!VYzUN&Q`e;L?gE=EjZDVGu%WmP=g|8q?+r^^iNtNj-N z_DG}z*hKT#>z5?maz+liQ1XZw#H;-qK=3h-Am_$*e+YmNIsj|xIlhpERL%&jky^U| z?-DW4{Sy8Ri;LMIvMMq_G%8Y!7YlgTeCt_;w-rut*|umwhV|Oxx?ZD`%wi;GJ@*4^ zwy!?6AYd|R-gURP8X^quA?VO8rR#U?e%poCy%36EUJ1%IUyD=;YuScjmFo zo(Ae+irXKZGzinjMbGL(&~@&47yE~@1`WaleK2A65}i`ztWgcr?%@n-3L(SDX;M^| zzpSxCjIkfcW9jF^`w^1kjP?-c zhWj9~zG9sbCzf-b3m6GU)5-2|hT+RVozjlBWrZ)oN9WeJNU6^jNVajUNSiT8E4rqh z1(U!b^3|6pPD(|p319c02P~v2wUY3Gm}0!GPE%fxru+D=CfZ9vazBJU04`Z1Z^kEP z*}<6CG)Px_dCj5d+FVrOO znl%X)o08?bM#9#39%L;W&5$$>lG6kgvw>1ohA3@h$!OoY8ohv|4yWB%EPU$2q=r-s zg6k`!;w0+5;W%(ws-v~IATrqNxog8Ir%cgYahl+Q)wEgFj7($M_9{8RufnbB51Yh> zht12BlG77#G?>AEudPtGHu-3N8`*yy`b<#1=t~%+LO4qVf}{F1(`AJ13q#Wx?P1F! z^o5ab@5(bKnI=zVbiI7FqpSM(+*4&sYUxz7WppJT8WWWt1Vm&eMz~WvRK&t7z5jVQ zHOB@!c09Q=oWgZP*W7sDxzRik-_kslSu1G2Na4;7cPRtIs;6l@pF*2OB;hzrIUszE zzS$s-F@BhA{7`{!(>3Gx2u_xJZH5$nyPAP3w_Q6#-u87P#);qGjjM2GysiogTFhMf;IF^rT2FXZybucH&@dyX$u&s=L8Uq4x2b}_} zD(9yTJLt6r9*C%90s8NZumi;3S7HuyWP^($y%J4O+8ms6-r4|$<&g+McGlJ|FdE^) zTN{gzNpu|c42yyEFA`>$>7&^McWyY#nwqQ>(I}%Se5L_YsDA7&F4k$%jR#18xhy6h zV?jphmUyKw8!^`p^c~tpH&u8bVdnn9g15#Z-%{i!r5;2+^zbwm5f-m12rVG%vX* zy0>rJ$v1KN6LD_r1g7u})~Gnzn}$hhTFKjHjAg*%Sy^yx3H$OobWJ#)6sIOaHH|*> z^>Pl&>JF26tkLQ6mR~$wOnR@hEax<5k2OsQzo$h`Q;X|Z;rT`B(Bk9jO+Q5e9ue*hdm?*XWx?CqrgJ0+QXOTBCm zf2IG|0g+XZ?@Ij5{=eS@@LM#0r~mf=@IgmG%-?_)vTc#Qy!D4Qw&H0=%Xa&_l|)fklY*W?LnD#PmmS{@z8hWW`^^~n<{(# zGOM8VH-}wJkX%)ttgYGXn6IO?nl8_m-bKPnAP^;EL!8X)&0fb1*?@z;LRz!CeZZdJ zN$$PD-UNI^7CEE*Z0F^}(e4OW0{tdZY-9C^UEAr8|2|S?&pJb-Nf;woZx2pJ4fdNr z6_1fY;KzS|I>LA0!gBNQd&h_KiSFTqlP2Pr-;&z4(3L%QECVd8aq?mfSygXn>+|N{ z4rz04PLB}`%enaCh5(*WO=oOUOrZdx)n>y3Y&1)@@7=)!Ws#!pNh6I{C@_akDK6D~TE_$+*g26VD@#;5Q` zN~y4EH*BSr6_E#|USLRhq@fa?tmxw4B0_2Lx)x6sQy>Ckj%B_q%}qQGuld(n0I;ml z0pu)%dNv_f`M*dUyhzx9It1a4kw5;EQZfRT@VChcFi##Te;XvYcR3^i7F?J;@uRH* z%?5wou+BWwo9)kKO0L(+C`dhq%H5BwZq!THxWkoK)D(E&YK*gxlbbEc6_&KE0UyUD zU!#+Fc_CGhjL+0fQ0@|s3le9{d5UO)S?A!#e{WCJ4|X^vdr(^VkFC@3FzcWnac^Ph zcmPDE)55fUpSW|^KheI*J@Y6Xe=of9laGJ%18U93JR@~NU~xF3oIC|D8<^1`v|P&5C@?%eMcr8Q}Kq8|vGus(a3MrpCde zQ`e!RX10Y&O6E2dN+2~#*lf$mM5Gc62J+)6*A)%Ano=H+KX_gyKGx>ToPnq2M++|? z4U3uJ7`I5brCF4EBh0i>1)1TJh={SoYCk%Yy6cR$O0Fwim1ZI9m9P~S~PZZjYg zL^IJ!koZ?IcX4cj@|()6!LnssG2z3fCD}x30Rd$}E|A?wsWU3ul#1)6YT zg_Dh2deSM;D97^X;JUJAernf%t=-laob~19jTLHbR%&<)S!CPe3LmjlvaEl9u(E84 z`+@#Put0sE$&EdHr2i@&e!4Lj;wUhEM%78?)Zmu)dib-Nmx>7qKj*m*jv$=QoD8?J0e zQ#0JIw}qtliMsX%*=m2My_h3A5fZ!vdEC0w30t&d#_OFO{t0a0Dj%bug>;zi=(ft%(n#mT81s&Mf*VCKvYgAKtlGn7)3{bGC(K!9 zc(OY@n!^FLH$3^;bUJZ&-so|h*q$`e%ZpA303jBB?5W_lD4pr>09=rM>O2`zVWF$K z`sgC2%!9S3F6XPLBi{DWK15?< z5sSj{Okn{RA)1Sk3SKCHJVWB4v?Iew7+5K+Jt9}P%~oumbN_G(6X#tTAV)k1i$<+o zrSB#fopx^-TT&~7iHgKD%0wDWW6;eb&+-O`X~2_cClYPOUVRw>li=&P#SbwAR@5i7 z4ZA9*S!*;YXjyC+;5%Zq5p5>AUsLC%2oCP->hT1ZT_8OR{jQ4*zmRBy@e7g!gWBU_ zBRzGCjr7nf#~^1#hC5qqq%!nD=i{+usR6hsi$sortxa2+BM5t+wM05^-fD&9#m`o1 zYh1MWM^Nqlrz}uztouiRNDGdL7hg`3C<(!Gn96fb6W0zEZd%vRuy(?P3^<&1`i)Dj5;gvq-5X!K-5O|c&+~pl=)0k&6dm9*ZSWE;3q49ejWRr z{vn_~+Jv%&?6>${7P2)MtWeu4z)N8O{<>D+SL6b|HyV#;o}KZhEQ@}`Rj{2Wi~Waq zoVd=#GWfB|=Il!^yox38 zWs5s_hEoKx!51{z%@(rQOBmvK7niq^IHXA3@z4uMa&tWIF=Xi$me&Yp57|4OLADNN z(b%9sGmXZjXD&03#-(SmzTkZ^IV0^+Rv(xJ_r_)pqdP{A_GJy9g@m-oRNg7>58j^OEa2CEA1pNYeyn zStM0&EH;>E-6dVntqZ|-q0&8}M7^!)WZ(%P_~jR)BHeNp*WQt!GA_5z6O=Q!)#%f|cJ&hueQ6Bi2z z%ZJAC*N@o~iR*3yAD2f^ysQTz0fen=;B(OM)xxL&O7V8;NA1R_XKEI$UHC+LD{v#FrD~f5nZYO10avlPdKg;WR^tTB34J z)PIOSbRZ^K zS>y3k8ibI-);IyU&>@u=8e7l>#HK1i>dPaWLv@3>q~eHj z-yTo!ChULP5II30fny0B!!jXn@dXIfSx|?uCp64Pbs!UyRrI3{sV4(-w9j$C|U7-SX3YNUZJ7Sa`=EGmp`6pSQ>u||PI^$K|CK4CqJ~X`US?JljNC|K3amI~kOh`= z*McJtiPYQ@vJzntyq{7nf5?~9_(JpQTKu2@dPn#`gP73X&lU`AQ5WkSY#4FK@e@nu zu2AphYyt7!(g*??q9ZgubbiqIY;`wiEOO5w7e6gtP&nf9XbLzQ#j#k6;Gh#yp2x1# z4qf5jW+ik<64@#NA4LTXWJ=YW=#70{ys`Cq!LG)O$iljl^>y*kHcJJb)KE$r>*(&q zXA9T+shz9$A}eUh>!)|)B5p@gD93?lk_Y$g>u`WIUW!}yO_Qc5?!jFWy}TdE*K6i? z{jg+6dnm0e?D@z0pM?YULtbOrnKaO?YnxXU4%bgq9Im_?6CT&!`?KP4U36)tOsqdW zuFKsqBJAZt(Nh@`OF2MoxSDAZ%o3JZgfh6$nG5tfNvHWwl}p?$(W zYiuJeIfSLaY-qV=E<%R5lsp{1*f|aOl{38HPIsJ8MdANw*+7M&nLA{_5ln z*}&UqPlx}O#iFkBwrH0^4+pH>_0w)0Tt6nNvz{{dRP$blEjlUc}=e6EY(b+2{9Xd=RaE7UQ}XdCDZ5F%Hwc!5hqI z%wWfzS(ksg2PZ(tZqMK|+y1c`Lf{c@h#=a0hk+5;K!h#eh+6_uHh5Z)m9S8~3~&`? zE@g#UO8G)Qn3a?oH8@9^R1GyGC=7|$33lIyKvtOeHNFuyFmrQ#cQ_h%%>W>cX$FoG z4iXb+P@M^m-c7Lu)SoKYSDWz@4mSO5o9$y)lZq8SDP#vT6M5!BYur~x-QXqGtC5or zB2em0FdRL;S#l({y`R^!3o5a|QPOyY#jW`=HEv9NO}$RU%= zPeCA{t}C>iu9?d>=I)g>R0a2_AEPrCTS@%QKVk|BL ze_!(olGy!}Wuio1xl+@o3PoYw3MrBtGLcCVZK+#s$gzZE*>z#Jaa|a*jtU{S)7?QK z<}OmIS(p>7eDee_&zq*ji@hT-n%{U)L1qWlJbGy>Sovps<0*PXR3cR$*ln2sorX(F z*NX!Jg3$v=*K#<#36Oo_SbjvE?z%E(-BCncKcV z&%}_H#u`n+FOq_3+^33^qc-cE)N{SyJdLa(DQzEDPQ9WTsx)t(7FjJdWsMyW5V@cN zEJ2`02j`rR$9rTqb9bXRmWn51=jU)ZoZ$sFSk!ls5i{>39_(F~-xCr3mOLgsB zZ;d;o%L@5<5Unu^R%;J#ztfuSC{?39HP?K-IZwY?okNfPg4Q@8LHAs6opt$!KeJWu zuQ;M|>g!Fc3auW#duLM#RU#RqkJ>!rc&2)R7&!m66zn(XQ9B2%O{3z02uvUfZlw%)&N z8%{?!>!z9Hj$-0b%%IGWD*59PxILbSb!2*hJDZV{PBPHpz5b{`9o;1&=BXo=v$D~I z-bB3mWPBT!HuUggGQYAHvY0-9GMrs`G24;a!SRt>2ZQPDxF3b|s0NZ zs7d|rkC;UWok>e(JnzkpcSzK%i|fYk%r=1xCL5$?wz;tmSRsl3sF$7Qk_1twY+0Aq zQO0e*NG5!;D%lduc261O0m zE3V9OZ-wHJOdHo?U|EV4?X2r4rpZHgkbQX1m2aY*FF_;5!wPmPfkPg1pSFA*bZxBr z-13Cft%@e%s?o>-NHrm>?A*5GLPb}UndGtVW-{qQkH#I(YmHBf>+}OI0kSbh9@kpB%vn`Dt;PCZKNCFu^1+4 zIF;DTx$B6x#Yk_@dP4S9ZU^9oq!Czb8Qb_o-w94$8FMl^z)X;>a?wHb5e2_V^{OGo zVw|k{j1&ur3KOp0%Se}qm4?%*bT(C)P!`O4>M9&;`4f88;BAnL1tEHob8xP)53jQC zu8Nn7iM7BT{0^~3k6TmvfVlZB(#sMFkc!gwzY_khkkYwbK|FbW@M?OFJQTK-* zi25ytn)7z+M;g`G>u363!RX9N!xbkN8{7_U}!0xDv7T$~Cyti9m7{4DLcV*bBKd z)o#*+77353s(=|QkV9n9a*=Lt&WgcR;M*Ojm&J(Ar8TzObZU}qW27QVl4--F zx=3eGHK@z9hEWfDdWtDwOeHj1>&+)}XwG27&TA-((s(OW64L1|R3RUv!)4YAbn6di zD`)_yi3=7DGo9=VcHr4yR-N9p@N0heMLd~~cAzjMIOhNBzUMtQ(^yJ@`VXBj%TcsN6J zDQq@o64=F*084{e?GbT$$ZL>eg>V2d*FfNmOiC}qwzzvFdtkVfc|O4zd(Mn72d=&N z61R~8&Jw!+;@3QwR(Fj01TYv1mF;r7So#bQ_$}u&Uc`xcJlVs@&@Db*Fx)+ZCxEA` zA;~wY@fVSj*2(d7He~g2&J}z#19ZgZ&y5=Xi7x{29NVYkPf=nqj|ki(bO+HbMa%i9 z*7RRJKG?zL7q+{k5H7!SB7pAm?GPr6nc1d>9Sc3asa5h-(qjdyHAJ=+86M3NH1Yfim<@Z%YZh zIx~d7l9{1Lwe(Q{X(-XEcuycND+&Z5J^~$)J%Q89JrSDL+-yV4;Uie0kZy6x40j1~ zW{m{6h6b|93{cHYU8;zRG(k;H#xf;9s1m`F2GNs`jUD+Zlonb9t;ek<$iWK~rK0bZ z54w_RUFM5_KR6>iya*RIpMab@((9On@Dd@M`` zIm?c*6xtge&ak85yro{-JwJmx0-Ffg+;`5(oD+kMHylmpNQ2EpYsW+0D}g`fV9^{S z-~9a6VBWdL1Zl^N1qsz9aj>Ws0icgTkpLT~&ZRI^9U_(2;qG0#Y=;&zIU!{D`x>zV!gW3RIJ#~y!RZre{I1F_i$}DvA)bVw z8san)4V*K%dLT6-`c`km7KYdx?TmEEngeu`nQvhGnESK=BK#FdcS0{bZ|1I1oS2+? z!xN-B-_s6s>4aIdQ8CDNih>~Q(a;#{T~&pmmNEj#l{eO*RkQeCly_r}DEVpBtham< z>DC)Js5ACTA%Z|6at9nYX$n6*df%JN1qy4|ASb97*Yd%O$*D+cX^hqbkCYNuIh>$y%s|tPS5?CP!tdE-N#QY-3m(*9|2x<;wgj%|vKPrF-gK1YKU0 z$_VWwQyNVT;DttVR2~o8dhA>2uKA`S8)2axw7}?){!kr!jefE*iL|Qfoz&md1m^q_ zjVj6!IAiC;n_ok@Q;-lkz;`ezgA}{X!Wj-E4yJfk+)oHekZ?Oh%h<)3N-^&4K?{n` zvBm(gep6pbs6SSbUstzKU9BvLtmJfh4J-)0gywjMibFt*JU6lFYz!|x<18IksJm_q z#f?gt%fMV6XOz+UcU{MeIkobJq0VBC#5Zy?zNu2PYM`l#8M30-9rhXn%yUA#>;;jJ zyk$UeJVidl;T(fDNqTymlq64uhEt>4ll}d|0CIBVrS$pZ6SzYLQ$$Ex9Igy9$H2_^ zkPR4D(;PbrG}01jnVHiVT=9XYA*?#wSfRm#k>ZbcMj;kXin$rFk%NacUT$BIVUfQe zY>>mlqL*0F)}a`w%^te#SRQLdEo$hqQhplc070~o2mv_VA|=$OA_j!zQsK>AJFKuc zkk(PZ!^aH2)o^cHI4=XbMb^HR)O#qTIy~$lc{3LqsI$)3wtk(az)ybf4?A4bUc<$` zPSSJ~sNuUDVeAesdNz=B$u0Ngyn%WeJqnXVhQ%A4fJ5KRLIP8AL5}=vgKyhdK$T2D zEocR@9Y-1jhjQ83Tk=#FVD4!W{Blv)&=qorI+bOZbPH*Rmbo2by8{V1k|@w1PEC3c zpLovKR8?4KK3xv1e!W&tdvk3b$?9>q(KcU?TC=6H7A9=RTXcv~=A5Rc|ovrg7 zXHc2N#WW6UG*->07*$fcQNs@3J%-PJz=RKGj_Q28T=Y}HY^|w1)@J0acOo0oYV#!w z2k_%s_t$wIKN}ittD?+sQs%om?_a|T>7K}o#QCum3=4|+0{0O1jd38z29E1)6n9sG zD|f3Vk&Z4md9Ym^G$_OIszsZkxp=Xg8v{g%dV*Mnv4atk;F<=*;u>fNN5)wNoa`fV zCEVs9%3P4&Q%an7c)u7N-o_R(Xo@W(ZhQp)K&S@ql9^qVz;AZvgJa4dJ)xcNpLBk! zBSQHVTn>lKyFYN<>FolnpgiixglK|O5NZ5|i6K&?EUB*p$U=TJ^#B=}nF7Tp*C`)zzdD9h|A?ETuW9F%wl)wb%r9+Z#(Q*NE`>@V>mz z*=@Ebf?B)RC~RNb>RcQjQtz#GIGtP+1A)dt2lv}`x?(5zR3|~MxbR!CvdBa)O}AK? zSP8-oZ?15zJkM8HP?;|0cVs(JkL( z4>eW7>kO8PoxW&imQgdXHDgtwUpsA$!H|!Li@nU)jGLIkH7|YWl!*Uc`u_D^Ar@~< z$KO64k9P*Ux5vW~_7A3eXw>v3{HJD}v`InVid}p~%VFUX3L<3e{$xTU{wT&T_Fw5< z>-^Slbt-bf(TZ{WRHt1!?pr(-w6e9Y?{Szv^)~fC4vlKcE9jr`=r-IYwjiuB^>i>?deshV{;GPQYTXN-yA%({lo<55dl5&I~@V1InW=_rQqOUyY?C$p1~f&+OQMmKwdJw*NM(VXtaM!0~8Kw)f0 z&u-gxn=bonR@GDTQ2obERg#?JO;flXr>rirZ4^5sK$`ivD_48?d#A;$!*ER%5{^vh zF(S?kLIA9zF!FJ3o|!hz;A@Xm7b&5$q_N!Wj@?yMLHiI@;Qzau()p=Z1QI@BfBMMT zV)6BfI4Zm6s*A>R6?}KCz_k#iHoprnp^$R9y$x%3d%K*8Ak7dZs4y~$pVWKKm&5ir z#Y;FAgpwBzl;romy^dRJcr51XcjxCKI)bh&Uki1iSWTfcIzyA{@oMs2!f z58qY=b(t2?QJuI^BN`*Vpwp`7NutOxJPYeML}hk=*l`^SuR&b0G*8fOA`bjBZO{-o z3kUzD{x1XY@issW`7qd*89M&MbBkfIR@SXrE40-gqR1M2N)DE{Lf-moO9vo8RvveNJsq!5V8u}Y$kikc zfUArWfVHwaXa>NvN{!p}9NYHlj{tvK8C^t17>HEZ|yc2un=0 zpl}WF+)Su-ocz;B<;@~aIj!8p2B5Fjs;$OC$?A2Dr)8fZmG0mX_^`o$MD zGDCzwqo|&PL(zgYz3T{R7r%Pr;ipdwn|ZUOta+MUj1Scdb)Q>I1JFPJ-W<@*yc3BTekeODCOXO{Fy#^A0p-hr$sJ*X`y^qqCj@g3mC@;euaEKU zg~NoS7Aa}ufR89Y)nMG-Z6wt{Waxeq2;1$%!Vld6$z5FPwJs1`#Fg3Vs<@@+?!>(y z6x^WidwgDXc51ju&XFv|KH1Mtvy@9Py)5d95~`p?t;znQ{T^(|&y>Kf7Y*=I|0@7| rxB!evjPO!y%?1GG`K6@L7AO$=pgmYt>5h&dUU6=p|LFL5r}zH@zZCN{ diff --git a/docs/build/doctrees/pyFTS.common.doctree b/docs/build/doctrees/pyFTS.common.doctree index c2780e42894c3436d2a782cbecb63dc717a1d9c9..8fad2c8fefd56a12e7ff95176ac0168057ae97bb 100644 GIT binary patch delta 55354 zcmaI9cVHDo_do2+?u7&r2uMqT6d)muB!q-c5(qUA5~}osP{O4pKp+rW1SyILCNPSE z6crmn5Tt`BqM%4oA4QNRO|gItvGIQ9%rSDFVAm0yxjd&1Cg7|+WG&A(xUvx{9Rz;f{maC zWrZ(%ktA zl}SERB^}Bl7Ks+2Y&;W0Wm&-^KD;bI-1TGa#dD#MCVmX9#d-=?nED~@!ijz*j16Na zCHliRn;7<1ril zeqh<%rSa@tg$l4@1ZT>Q+~xe z4-Zm4#oi#ghEJJ;2H{g?1u35r5JWy@MiBWF&?SxLA&_Ai%|jw58AcO;Leprtjm{vk zDqrvD>nx(tvJ-79huLNK^Q~AE<0lmR$AZdg{m)>3S{wEVKd0C~W;Oez@NLWT`EAAi zO~rmuTd;gnv408g{HDRC9g*0Ck>#ctL!^;>4KBO<#c0iap4f#I$RZKngw^LDM)G{b z!SfNt^LZQ3@7ahmcy<;M&x0FEo_8Zi6fibLRHU#ZKB1v#K9YA7Ic}CH2B)&#Y@V!0 zC`&EWeI_*YsC=%tmCB0QN=aNaU*1qThMY7oiXY?{PT&VyE~a#X(mQoh6%;(|%`}vX zW}jISIAfE*0uTr<@rg|W6B<$^84F4*t&eS}BFO@jnrhFt(b|xFMQ9gx*o!qHU-3XP z6$xMACH%XxS^V#Yf~{Z^;0#ywVNu?-Bvhb#E=r}Bh?Aw{C3tir3MtWzR7k-y6d?tE z1Q3nOvSwA~O&eK$Vz7lcfDqXLaj*ybfDbV6`c}r<$rf5T^BajX^|XepkqR&PNuAB9 zj1(sB_hQS~Rtxi0>dos_@KH1>zpe<)WGSLSCd=Tj8jZZ{X@oTuM>1jYVN^m@;yz0 zt-<$AHtWlH+hEF8lEuV+>^I&cSb7}aWjsS*nH5o)8egLr1bzyuAV6#)PM2 zPXkTOUDr zNL2PhvPe{%0wXuHJH*m{w>*~3_{k88JjX-CnL5fB4H9FD?fFGoOI|dp@Y^fIt^~b~aQo4E(G(i1+p``xfA*BAJ=*Ck2 z(GXI9gNrCN)ql)RNXU40*1K~kX+I6Qoy=6D-4JxgP-O!HL&*mENsvJI`4D9Tg~%~v zvN|c0v^gnM*#Mqo1MW~|1LH!;2E?6-Y!rXaz!8Ll6m8Qa)`1HHrCgz~aU!h%I@=I~ zv~hGOsg?DUWl=l}pcvHrQ$^BglO#){*UR!tT2%_geS8wQfDywv(yh1%=0s#M`-h)Yyd4+AXR*Ef0`cZ^+-m8(cw{yk%70Y6eHT`i5EA8U zuLnLtpqIG2z(@jI^3_NJE)pk{fwU3O!P@-7krW*R1Kg0kM>1`*Hm+K3HuW;M96%6bQj!i6lR zEWW9W4U|Apyh~#>`a3mN(PNovIphpdaC^hzr&9I_TPw+k(*oQ=VK4SzOW%QUgyviN zIQSuDeAw8uG#~NZGG0vtFJixXeW7^!Ts9i(ssU$wR`h<1J;%>B7MG{%9mV#om|P86 z%qDsLsz861pb2Z1uqo`UC|JT?z{77Tdydr;tCpElrrJ%)I&3E7MA3g4Ymc~z$|T>~ zO+0qoq=~3ljhv~K2z?xBQDPHO`XaAe*5~~QmhLGchvYya0~jFz)I@2he3b^!Uc?BwTsuRU=!JTQL)mriRUC*pc`x=eDy9%J)g|>Dq1mv;=7uV zQS53WLU*xnwnHLD@okU^=1pb81G3oH7VtR*e9i#=p9xGepEp#W6i1!|zMTF%14!wz z{F;&%^=)d90`qJtLY~zkc%!B&bon+lF(~pZZbFXAAqnNEdNh^hBh4bA5J~FeWo)EU ze6*-rj&L)wDY>no;$S(e;FFtD@EIyQR>5bI*uENzEeo2G+nUqVqiz1Ar--y|$3dHL zSX%%9hxKC9G8Qw0w9E>`6~Th|#-K&{D_U7rljHX z&#=MXpUGlaep3oWWv6E(NwZHBajUUtbm>{<;-{Lbuyj)i^qNEnbWcJlbSs`b$x=BF zSF!2erli?_o2uA^C&i|}nyT3J2Luik3%}=)3Pc+?5#fXr5iUyq=c*&3p9eslbr?1g zB6}T6;7u@3#3~H`1N;U?itM#U_Qbrtoq{8#UX@w^zT+t`CuV){z>7sCxu{gpD z!l3U^ji z6Mufds*Cu|ER209L1=E|yGxR%%;E#k0WZM63MaexA0%LS0e;g{M0VjoA}_$inJvl- z@PETSw!u$;Vg$6m!liAnT~dPnwcOj#r)3=5(2q2Z6DT!}V~3q8GLFM9vs~}y5o8=O z5oK3y#`{)CAT{J8Bcx3PitRUDVP%&ei$(SbdZN5LNQ6LlMYuKahsqi?DH;?(svZ=f z27Z58qb5Vy5y~=pzseS|`4&bAVXzVr`Wh?cB@v=oc< zo!woymH9FLeFSBqw<6T67$c~&XuAzo@mB=pFt;p1{sf8A_xp-7J0TaDih4KmXr2Xl zikY{_-YwVtT5umYA12X293tgK!I9hN0rjZl{G z4@yl-xNfJEEaAcq_M}&CGqQw{qVO%2;CoF1DN7jEtdb>6Q@zq^Wr4&BbYFwDm~mi* ztd8f8HfH<^^@Z72jb7i;7{7cFcG(h zHTQLhMVWi? zMv6Fd*szRtk(Ooj@)Wan;_kbqWjGoj%NQ#Gm1X299FJwhfo51n4iziQ0AbQH>Vgi- zGU}pV=_BG$YFb8pJEde90}io~-es~lz`ZI`&18@t%-|~`Ri5~=>?g{5vjhorgFjEm zU`G^XG9Ne?Nw#oMTzQAZ;+N9wK9P0=X~Av?MaGP$jaDNx2tYE_%nvq9BM5qMG_@o=?YqX%@8?CZ~zm?AU{V0`Iltfb=S&Y^cxnw8H z(Fdlz%M7GqP$ZMj`%ooPiknenBo0}Tk+6Lt;Zs(ZW*EzOo!!GeWmTB>aoKi&`vci# z3{6CiiswILTlmpvk@*D{Pe1>h?Up}kErnI@`5zm>??;zi$!^JiBYj;dPcFrb==E9Y1=M#+|Qtc{p`4io7nF>3N`2aX|& z$`TvD!Ww38i4!a~4CWIxcY_!*rJkyc7N36uX>cfaK!;^YccR6{9=u&>eiip9_RvGX zvrOt|8^tj&sWH4HrffmC6uvm7>`1p@wp6gMSsL6s^?P|Q59UwD2)2*c_nC=i+)t|p z#e)VqRQfer4t$wmG^r8j-UI+6QWc9;7crH4U6us6UzHMz7YE+u$-=K1@8fOGW(cg# z?k_K~+std90^TEm6MS~7#x$T4)Wf?2ud*;M-n+uun3Y~;Wu4t?uCdKbbhu_!`dXDw z-(cIAXmi7=tmUZ`Yj3d!BJGw{SJzXw`{!?2HzuC_)~ak^RX%;2HAbtqt;#^E{PTNu z1cTtpJr>a@AeIDBESXVuV(=AQG|C;goBhb{GqL{%*6jZuGJ+se?_eGz{`~3xf{Z1| z>vvf&7cboXzaU!@WY1sO87A~!|1Ze41eyCgo6khx@2uIw{|}Bt;2-ej#WA8*LX~Jy z`##IU&SlzdjFHqRA6^9M4Drg_mteaAU}6TTL=6{X_A;Y%pidWlZ7!#EObAzCwrx z$eHRir+J27a}kuuW5l%w80~(|;r!}(udeYB1`+i4LUax1wZ#{Vhw@}JfSvn)6r+DQ82#fvj1FjSG5V*y6UC^bh!`zu?qGDi#us}S z&C+>q{)A$5Npq1~lRqU!yLgK467*sy>{&(rtBU-WiTriKPv=zxudVs>&5Hab%}Gy> z0@2dbqs=Sp>0KN7i|m~!@*PD){#7UW8@%`;i+pe1lmDT}|FyYX!d@YAs)77pt(L3A zk@V}u(IRx568@kD5I!JX;zD)q&;8;^1HUR3esZwz(|=fqi?cLv*WQt0!BHexV0}cI zFRv@9CR2OPS7`v!UMmjP;1e0r&AL1Z=PYt+^7DKaNX1S|Q5>ybjzVvSCZ;P^$|Ngs zd?oR+PW)8U)WnmDjZtx=iD5vrG%+l$vL@cJu`$x#i8%9`-c+2f&4+s(k>vsI!;-$p zr~7#Mj*tav+HxSS?8u>5Uk56&`xUY4P2MrkJt9tJ^%-^eB38WRbREvvUB&MY;*2*8 zZe(3vU9^g=5`@LcL-lwd*W*b555R1;{0*N`AkWH@|w%y$%?lq&R;Y*hYx8W zh6h7r8x{LAK`au7LLge~7sgjs{W~`Hr`tPG?2icHuX=wj%LCk>D)y(zUrO(%75ff6 zV*f`6`_tm3-n)wEFv^HzY zJb{${kHz(n1X8*KkGL*Quq*u^;<}sgkK_yGfWHz2Hrqz=Df}s79VekKNAbO;zBehR z*DI!714oN;)T%95AVvgtIU_0f)dW!MvaZ^DG*$1oP~F1oJKGO~E{G z?@S4%aeMxh_rJ0{!2P!p$8++R632Zd4m+L_NBu{i&7C-JC6TaF2k-aIXloJ5C2auQLA=v(>6_KD;qhN2!$;*mtG13J+0<(mrZ70iq>_CSpSm-ochjPDiyVg$R2eN(#Q6`IBDDWO;yliKLVw zW4J6(f>@MDzQTb@BW4o`!W=Q-VpRrD6MNEmIUHo~F1#_5E8&v!U5O&I3*RVubb~d0 zteE~#F}=$o=mW*{4aM{~2Gdo0@YejY;&+$gcN=glez#TT_W`O+es|cLSNt~Z39Z*@ zN&MDssn)S2lw!7KOJdf6N6f~yw7Z82$?S1Y=C-&OAILkmB+ro2(x&E3y*a8{N;Tu` zUtlJW6+iaoF}!a}HK$IIbSRx?wego~$M;E))={kN#|MjjeR&T5gm}bQ%ve=Wl7#Isj}pAP;W~9VS5jT`3>c(yozKw zPF_o*<7>EU%b!XJ1xaLo4n)$=3Wp48CzXZv4=qc*Ro&OQSQ6U5qbM52>&eBT%W^@f z)o@;qdA+VWd{uU+cD7#@OGfaQ*vq?PNAeiv^`QbdCIMdKFQfSpX(BV1&%?W#MgEb? z2V%XI#JuvDkIxN>L8iNW5g_;?Q74a&X7?2Y7M^@92=^aJVt*db7R7l8vp5l0sjkmx zK7{)xlQ*oJOy1CeOd}%^^%xoP$)Ye=Tc)|aljTYik4>g=aYJe63aGNQb0tZfxy(EH zdna2u`Nl&xsG{}C$$R){J|Y<_OhMw#9^Rde7k9_;E_^~VRwApU@^Q)7PirQ&t-`FQ z2xVAjsy+lQs&yuBaXz141U{`W)x-iOstj!o1+Dd~JS>=-5BFXn%LClYlhul-aPuem z&}0(yxC#7myemOBoXFjLd$M#USUNZ~k^jQqQ=&PXESG%Si;78bA%~O8?mXXG1Wu-R zg=cMV~_<&YwMK`+@ zt>|XA61mUA0JFuBVonD^cxEfLsGEW3pFEGxH!w;RMhVVH;FJI_w!mmVU_lX2=Pw$t z8x-sY19qJUmbM3XOy$O*_*SjdGHpu$$}QtB6ycwlgwwI6l{5KVc1v;?rw6#Nw^GZ( zpLtN}s0nrtig`;PhlFrGG?mwDEuELtE=`x8pT$>rR6TGupTJ{Uld7AEKW6hgJf$^_ zf_AONhTnJ#ajOLCZP%Jq-F*(dD^)jZ?NN2x)}-npU}AhsZ7s*g<05(~fpxV#?=yH6MUxarU(3BEuAW+9d%IW3g>v8;44FEJl0g=$*EN5980aA(gHcRhIJCYpw(Z zme^N{il=xx?)Db{EaeHlPfPODkloTo1!rdwMZkBcM>bSkTE^pjoi0qe{12DG%fBoN zALp-l9Cnu{cvpU{4Q&ftZX-^O!2zZ_*LVlO{nAG6K>1#_X!yB}xV@aW z60a;b9JRA<%#%EuJuGt9@Mu<3J|fCij@6wFP$Z2N*-sgfG)lgPhQ_u^pf_i^)Nxrz zjJNXLQ`)LMg8pb(`EISPxR8$(-!@P41^kh=rU#!70Kl5l- z4eOU>7s?#=v?WRYLLAX|Fn5R{Dai?9>oYup{U8gH`O9r-cy9!*WoH}P((rC9<)}Ql zPdiJZn;reg@1^!V%X7U$0Rj$#+bIq|-p{8>bE)B_vXh{8YR3-w+%s-W)u8gczZI2Ffm~>$1aXo^{SDN zCW!?vVo3IT5%!SOp6uZu-dU2!dI?kHu=XBvXxX03VT#06De6ROMihL@CyEU(^GM_^ zvRzs`z-~6S3j_Qbq5;b$8n&-&6H8HVy8K{!XCibyqTWW?qM_*ZvO3V+vOVq3t~tXq z*#R8G;qiP=dvgAJ+LQBVdt}%6bdIqGIB|pqqWF&XO4&CQ!c~QE6$i?tvM+gnJj&+P zJE*`?wF9+XwS$TjdI#nEceE#UZ&UP{b z%j;GZbGC6GG433%>GwFuvJ~@p2T}~vL_!5`;-wq#`L@p;;`$s`fV{rJKPWY=_X|sA-%FVphn6Y1@7vK6 zDERP>;=xLu&PEaiDpCxU?;Y9rHT!r2pUjSCc=)G-3J=rwVX3QcM>9Ok0)P=7`gBy` zq0@ez?e(ZE4{$FK8xLYCDnAi||6I)bbfgHe`T(B;%M1O8M~e;zc^-RF!X@zy9p#q3 zVI+4B@H%4LAwCQzRzMO-lE2ka1&#L(!AZQ;k(@;AVR~0VV}tBinahrjB;Fs0ISLxz z$yX9@uBds0H^;YS9^r22NWy&%_?9g`*HJkMDO?pes-#$AUgzk`6F33^0^a>oRNy%H zE?>^;rKs6J^AsA0(Gn!ky`!TQD0q()8s%6PtvJdX@-8Vf8<0;*A3I?+RDN)a;$v__ zmtN&*e42rR@6LdN&(Ds0VC01p?a<@+GX`L}0xY)xS9t(|YkcR>K1Ceaqen@gDBcYH zOBeEyqWnXXaw}L|NRh#UpGzU{f%BXa56ix?LHf#}UJAtur?_OSsFq631C~S1W5Wr) zK$*o;3?IIH1d9kt6-R1lB?89aD+)g5IXHcL=3^es<5Jb6;Pl5(eq1UULi|a3SB4Oj z>M?}osbmP_C8i1&*p~Yk19CwvZIY;S3Wk8QV6uRgnuAiw66&J?%M$8?5IGsNEa6eq zn*+|@)|p_Z`8<4OUh7jcT0A3b1KrJ2t!RN2VDu-yndLiDDXHHf)}P^R@JnR|+a!Jz ze*SXOVeHaKr6@5o&7tVBFZdF3 z{CEA558zLx$((>MOH&^!QEE;qA9{`l`Yi%2mL?XZktV8pG_kzC$UKMbvfdTk%XhJ) zTaEwc($pNnSw!(-r-vSj7j}P%NQp_r;;+m}M7o%E9^TlD7VHA=$-hjanZ##lWpBPu z-l~hJ@-@%pH`C-C!sj!Kh8yD5uW^WG+}B2!a8!j}bF`bNcpL^f~>pqd4XlnZz^xT03)NqLFlsJ7EQ;2&gG_CcFjlMK% z3NfUU6&c2KqR7C<6I4E1kd`uIjC$`)S{uifC+ z`C$?k-``0^fv0XlTKhZE;J>flmE>NLJt!;K*NG(eo08nmB)P}Mg>QK{|4E7Ml}N}@6O8Y<9X&3c2fzT&i!^niF5@e7S7DhqI4O)ZSAba z_jD(;#~-i_7RvLgo97LbXB{ZgFNo>in=3+zoz)1B2e6zpe5!zno6{yYo;bj+N#5lL zNLN&MIA6?9dzzqBvQcM>1a|R3FNg%S)5$@=Og0KVU5xyN7b-JY%A2K=1vC*Wf8|$s zyL1tntwoC$e#2;)`Wy7$DxLIy7Vr3G=*r(_qSYkbV*|?b_g40#>w`|~X)SIIy)ZRW#5%}hG@|_!GO`tnD-Q(~1A#@`@P~4YJ zTHcqg)`sw;;J!Ou1^1oe^q*LZxMe_JBWMT~T&eY*D+-YBOjoBoby+Qs|hknr<1|8Fy9rDUNzP?cTpbSSwtTHfQJI|_)Zrn zJ$_Y9GnS3g#jlz+-Q)4gb*&G-+=V>;g)U;^W?mw4R`MFO#?OE1LN5P;MZ}MyXB7?G z~RHs)pHE=*u$`UDSRmu`BUmw@p55Nef1&!rTH7&RR z+OQ4wg+oeTV0T?E_dh_XX|d;QM0TOGr2V_X<)`qGUFj@oF7>9S0mJ2cq*^SR&{aA7 ztgfcRf6zr8C~Z((Tgv*2jn%aX-xAas-afml^7gl?Ypc8#$?^dAqoUMD+sm`NDnIY5 zEx@~4BZ{n{zpJat_Fk>2#qeESX~28?X)%~nqi;A^ z`5DM2*^x4Yon1+MKM_Ne`ePncOWVi3l@BGhOwsk$*SfB1$V;&)x9`=>65tDt z9y|$uLx6z8z-}s@J@>G-f;Z@<68`vZ`ftt()@v zc#=;@@1}eLa=H4Nk?PC>{k0WGZ-4(SE|D-Q(){#cq@eo;UDL5FU}tzY*^5(Qfmk?z9Dv&|T?&PebTGp*!inK_hxs0l!gqkM85U zle3=yOk7QnFA9RS1AI((%8(j$C!PBP+S0jy_sTk7gnDz(1ln6xZhl>N(&<`R6X=fb zZn^nA-Ibf)*`3_*&hE<1<4G#5z`kzV%aUHlH^}n-fwkS0n--#?sg{Wkza*f#f1p(lgLuo! zXP{Xu`hkcD7(uHZD)qQa;_n!(5!O4U^wj+B*&bvB<>&1~4W86M7nxfaIPu3CQnBCLY?8 zxC=rb7I#5CRWwLOscG1aY*h4Aano5OFO~p%2A9}R=^}!Xv>XqYuOw->iNMC?9+91_ zZNqIBl1tw`R{JM- z6xdIMchH96obQzmu+33oTLSzk?}!DRwQ_zsgTnZrbZtC4Esmrk z;??OzLi6iI-}1$u(;~zR=~|sNUA11kaW7H$lPjruFOS^9#EPz3hd4i5iF^&pEE+W? zzv0~SX8FOm-cBM|yjRCpem!w^=AH3cZU3gIG6mpkZ$+81vxpR)-HW``=?oQm61r>S z6z$RCXm@QIAEy||>!rRyBMyqYYY&T?J+z*DMlVu*p4C;6nATGp#FzG>vAamz>!~G* z6FrfYEE0n8H{j&>kA_K&UENuXf?M+gM6uq*wRw6hXQiv4Wv+`yGe%HqEYc?_rhV4a);U<|5hUX5k z82)z%7;c+MT2IcjF}!~W80N#kaF0x>df((skLtT;3g1C6ilLd5qz%d>jvWA`;v&>T z#ZxmYt2hG$!O*8wKX##OldQ&+A6QB>W)biEbnc7hPmw|GRQ24zp+zF-il}{Rd zzj|Gd?(5Y82NB z_L-yI$gal4D>YIQiDosCfzFF$JVonfoZ78^g)VtohLi%5;-*`&r* zXwW&h+@J_*T#-#`9FR?F%mTip#;k0Q8XsUBgG%g?#qc~slM z4`eHc_gOaS>5QxlbdN)+)KktP&CP$xR(iUfO?tX50v^)_^V=X*dc0fcU2ZmB7iS*R z7BGLYak&=H>-H5Dz4eA-<6!|@S4*|&xQT+g8c(=5#j$=FR^P@O@M9hDlONaS;o3HWFH`Vk zqWu$E2`@9?S32NZFW2(f5e0ux!5^O<}hc{7nUaQ#`Rk%i}i< z_-hXMDNktwSzWPerJAPW{>NHEYv@(0pTU3XN-a>dT8T@RYV}jHt093svb(fW8-nd! z4?Yea0U!5SEL){z^LG72f=f?uU<`d4vwEC#F?$@NFvf`cPirZBjM2*|2hQFyEenS- zJUCAg4u1;3ayxOk1Nc-qa^yW0@J`jiPO*5kHi7RnI=~kIHa4cN(I(;cN>2wD70yKw zCxCO&z&TGi{5pmJ7A&r2t3iDxTMg<@V23iq2J|NbuHWA+QAwDtfWb;PZSHWPAle5^ru+6q`#QIMT-|T*CPjBBG#@)K0FEU92MEGX!w{_RSbDS z>mXuZP!(HW!TCFZAHay&0E`Dl1zlia?+dgcLfl7Rh!DT`uk2b%z$RSFFa622jO|aZ zB?q)xt|h0x$F*Tk>oy0Y-kNaD0{Pe8lua~NM}Y5AQ5NF zewB!^KmRgTjAsm>C^}Wl+kz;Xy#?}`DlTl%x`}P-J?j-MPBean%HMbeYbo>9d!1Lc zKH?_c`P2a_>e?FzF_7v1&^ToJ>43^I9Sd$C)6)Y;rr8h!mfL%QI7_Cz2H0de7FDK9 zGi^K!pk(O8>)JYRZ6JvhH~rBSm$(w7i2pl4dF^@w$><-JAc5{YluECyy{UEM2?Lea zjvXjnD~}y0LXT?6^ptKpYM=_Q5d&3t?Ym7I$cGv@g9rz^YJY4)VmJt>5~Y77ly|pl zi}_;)N~uCA70*;?<9MloGOrTKf*qLQZ!=I{S17NGptrPk{B;B6l}adIzJ*Pma|X)i z3gvULai>HyXiwyO8G2l4KEkjmE{)KbJG^*l~tw*c@yI7kFl9kE4bda?FnsY#^W&d+Tts`3N z25Th!#=jw$XJ<0^i1xU5pGU~(dp{!X&eg|w#8O?Xd{=Yvo{y0EV+{@67<=X;B}SmT zY>*lQe_YXev$^8Tdq_rRJwl1gED>^4YlUAbqRvprv|&E&5j6_FJc>oCEedP1!rClW zy^ol>*}&RhVX~gL6Tt6d;bZ*|_&8@=_>mTYwR{Kg&5uCibPKqEfU6Z4oh`2`e*8$QCpLeK?g~_Q zlbkJdKZ&{4daDIoIx4$cD}FnvwZVf(6ebRhN&cQWzD7bJa!d|`JTNBN|0JBTAMq(@ zAWeG)Cbqq)S{`V{(F5=kR+h8J3)nO|dp<&=({5#h)aa}^#4$SCp3zFp(RuTXwhYoP zJgX%^o?Fgp-(gK2ztq+2p+h{wG7YnTLCanw*cXVp z&o~)h|An=x*Z50K$l0%C{55g+OYKc;r+65D&1(ICWc)5WW%2xxy^?sggDalDRXpGL z56_1c&)+DXUsF84gcdEHU$XOj7*!_ETWlQ3b20T&%r1xz1l=e9ZLQqRcM#BXr4M$4bct~Ad0sgs$9pm z%RriJA-NTjTXeso#c{WRG|q`cUg{YOshp5_IiO{*mQOix!r=ycSG~W{X5$}Dc<4K% zx;iB4U&9RLkb$(Hkg$_?`kGe4u&Hgbb4!8W63<;n+`VOhUpM=ZBN3-#0B(E`5DpII zSZoYP86TSrqxcv)%n+Jq7z*ts#_#2~H7_>IM4j{I z6Zach`wfdwWm@J$8?nR4G8_G*_49TOC(G1^lV#F%u?YPUBKljcuCbKz&~Ry});bry z5UzF4uvo9U5VB*6{atIyw;G7A*%8S)!>L4lu2L8Lz&f$G03xIK zL&M3}JH)Ph{r%w%Tl4=z%QbE7`KE3(lDGP~*{JZ9HW zjQtY}5b>hc-`L5E5mo=f{OqegVRbR0@Gndy(*L6ObAMra_6FX0%m_M&;P*GZD+{zY zh`y0tJt`YiXL#nzR~$QTUZtNcy$TsY=@n8aSxH-epf`c@fSRDrGRG<-Y~~n(D$^Xj zY)p(GbNu>WZHf0bSsdWrIzl|dT?SDPONxZ*Vpk_11HLXv)!eS!$*J~oIwg_kQi4* zFXV#^oc@HvKOI3Pc3Kh|#Sf2Aj_d&Fmw8B;1TylFl_L!SzyXGfkzV>@{^CeF7qL-6 z(f2hgN182=D|`*jW2WHHgR;-FBOUfRqnd8mXN=IR>!bLskz}9OM%wIiUp3uNJnW;V z^Lrzuk@{YfG%4Ts`$)0YNAHd=O0Lv{faS*}E_zi*pd657eT`+Uvc3@c`k&9*X*0b0s4@-jii0rPXm=LTX5-KtQwFs2e7>fB!P}ifwwa&f z*?As=|5u6006Y(W^O9Za!;dGfFbA zh(>kvmg2(0y1LKNQB__?AHW>fV}rFIa={ZY$xf0iBo`tpZV&@K)jYmfpI-UKE;QE3;F*s=hv!2j$W^yog+R z4v$CXV)WtAb<tp=`lHz4fW#16xR$}d!nMT9xhe}>pi@-$l?I^OGLbH5%olOscwQ4ae0peZDSL? zGk+&n8ltzq1Pyc-<*K_g{tVIkIXT@M3QoUJoPKKObZ;0qyfg!fNt9Wf zo+M6jeChGVdZ5o~8>(cg(2I>CejX@(PEmWr&)?bqm5(Joxuszag=*qKGdR{UqiAXqBXT440KW)eTkJ=Sl1?PPu}9PH zMW{D*9BJzb>(%lfj5&(vnAwZOujGxEUEYh*aZ?6<#OTFhe_tLbc0}V=h5f`RJ{pUU z(YN~Swi-UJSU9Ix_}_n6xEHHO@J|&ByA=x+4i+l@!@|!t7IxZt0-#(y{iC@)&bw+J z>D84-tEX>CD7AXZ^XPsP2OjYml4sZJTcebn&W+bcc=TE|LC@yNc~YhLHylqT==*t( zJkn#AJlg7QA$wJ-OV6WBI1lwuT~1zQ)g4IGBl++=%7a^gN-S>10^3quELLBgs+)s) zQ+08Up5%_yJ1zCO-m7GBfcvRDPxg@{;78)czX`f=>GASBN=EpLc{KOfC@})vAXkRo zZOM9fzBf;;`t8b-c?aK>Crjy-!c zgm0LBLA%A+(f8m{7+($t46ln=*cL9^9AS0a;YZuiG`NySm#sh0 zQL>pJ=A`OAqIrA7s@|ieVyg5Q4VjH9+gKPQX0-E|s8i*pkw^_*coGg>L=QMe1UobAaN zpMM!B_Y}&#(WFy$PoezkL6I37KRVjj?H#Q&yd5%;8crNTB*l+0NFtN*?V=Cl>0_jZ z#arpRIs<@&{zw=2rtMG>{teE0*$r+`#$^^xkw`sH9b?mTXYq4aeY8i42e;RD^E)f{>F=NxzY>cL{=2E8^LOG$rK@kwtzmRH3ltX#g(34s2I zz%NR|cfg!Xr*SEaM5WJ!T8_219Meb7;@#046m&MzP!Ml9mUPSR$Y#{>@rw`$Mxv8F zXbAs)wIWNeOI~08x0&kMwvo6lTOZDsk0qbDR3!A(53?5}Dbe^C6AyJ{c&Q{vsb=k1 z%JTM#ihg=L?&Kq?X>MkPwNd@`SoW5xqM6y!vE(2Zq8Up^3-LXv(?Om^y{V+f>|LtZ z<|vXrpZ)A)EOMaD*}pYV&zAq&YKX3G_0q@5*}`P;+916b))LN)FlGYv=~c}H^l=_O z>y0BmasSf@V_J|7w(Ns>>5}5jtEtn+Fb#AN+^oOmt{+%p9E? zA;DM78lo3?<;l7Lcdle-GaoTd%|~a*9*rs3Gzk&t2H75Kd_oa)=RK`98%LgI$vEXU zmPqmv1RG{r)3kBQQxuF-*0|f&@=iy~OGh9@9y3C3gHM)0jQn!#eF+@JcY4|&pMh!O zaKmRfIg>u)_i+xN5u1Zt3$X#`CTEDhbMztjIx9C%DGsx?Cv){zu#rL~xH&A&JKv+G zK>1qf{HumC%gnTVGBc!*AC1x*`c|>ys)QpTPfzh`CCdZcNwSv&Ul%n?iDZj>N;sT& z^mSBLzCGh`<*STi_Go>!$NwRdoQY%39$rR?PsZp6eMebDOwT7*w=UgV z`CTvnNC9AaY0gFKi#y}>_q@K6tp~Wjlnkm{;XW5Xxb-Lb=lQ~Kl0IHspP(<4KPas( zp9r5{Z9Gj&tB9JD^tZVGc$$$`8ShbO1EEjWTZnfj88cExRqZ+i~@#^cZ7pLm70h)i} zvbUFH<0`c+8LvJ7%buoZd%r2m1Ke+nS2@Pz9!bJ)Iy`QPNSm&&!{gF){cC<^JUQ-@ z@>j8#FaznsWfE}nlNQmJs0-&T>jRWoyng`R<8kyjVWuA9d%}*XM##dM`Zn*sWO;!5 zKHA5s#Fhjt8UJZIy95CeTU=GzxM41%#NNOv%|(+EBqwd$Do+hZg%LSh zyX8n1*Glw?nl+sK2v%DQ5QpbrsE500jE4fx(od*cFjyxvls#9k>)Y7gsEUn_A{y1} zN%%07RcWqt(Qg)J=SrC3>siS7b}BJ!cgx-OaZ>y>#O2v~I{q`d$rXD~zDE0Qx4L_m zcwqQexx|Qy7v*d4nh#w$V)Yy>PM)XVYC(3p;^lP*FRv?J8p{!;J{J5F_2yXH>gY=b z!Dr{{eY|TU@uWFWJQ|YUdIe9AaW9IY7)hAe^%#O%$P`xJJIB_fad@iGz{xRjX!=ua0wrBe zy5UvDmrL||O8WTp_EEjil>Uf?`aH2{nVu$kL}^KDcEkLn?F;upXkg_cZ1KPFIDB7H zNVquugr3hYO(1u6VFJ0cZIP}>F<~(lh0memok?QAlll-JOO}635c{7*Xg}?PuZ}wi z9se|aq8x;#9V9N*A2lhtvQ*!UyM;?v7#UL3MET{;H@NtsqFkn;A9G*)1N(xtdPnS) z+lu6p2ewLVCCb*LCVFhW{Y1*1W=bHnjyj#-$xf~=*W0r~g-_{W)I_rRrogvszUf4= zd7GWAM7?Pz5stp3o&52nUh4IdEDmsQmQ3yB8_yjv4xvkrZ?oLCaTX$@ua-{V+j$(k53c{8Lq}+%0_({`^Un%udwb<6hWKxo*YlY z`rU&?UnJh#gt>IYBxRV5Cy`+`o}`ZCgiKPCKJ?)EdXe`sV7n{W?gnfZ4=kv$i`~fOO%bBmaM3m$kjv^CsNfX~w*G z+7xAR@l$BVA-@5X4av(8`cEdavx^-DB3BruSZ0?lZfwyC!kI7VQ;UC0On4i~P${mRio^eWEPn&p zV9EHhm}k{^x$p+Iv2dO?L_ED!AB=%QtX-Po1X%l~o{Y&aad*ig@h*|#O!Us7%;N4G zap&!^cd=@#Ubl|vR4>??lH7)i1Kad-UcLpya&-}UK&QLi&r?6dvR47I?7;M}9A040 z|IQmMzg?l{n<1#@4t=crukZ)33xZpndFulC9V9$Qdok)QEPM4SpjyIrkbNwbFU>Aa8UV#jb441|3mDBJ4ln65i`L!K+++q84FJ(b| zKZx@!B%kbESPA00{n)q+DwLD4IPXG_Tm$86r2(R$%#xl~NYab;*wFH7GMODcW_s@U ziJtAJD)uJTBtk!^Px5Xh%Q4MH$CyO8s5dpuE>zQO2cDW{7uv1JRj3Be(}(m-Wku7) z_M^I9_Gzycd{kjsS{D8Z*HJxA{CQaKi@QN9jv6tgsE}gH5>E*$606S2JV#!GG0N(9 zdLhM?jS^7B75pP=v_f&E@w<8$R>tISwbC<6FZ4boiv!#z3srPE|DHacpFl%)+rl>j=sU{$l7tO(Pe-*pa**&o)=ZF)NM_|_ z2lor5jo~i!^Y7~!@=EpNaEC}ojv`Tre_HdB>6iQ;m=ppcrWz^9RF#rUHBu5hAIFCl z257|x`is1m0ot8Ft973WrsN?P+`j#R-gnJ$Y@&4snmi-j#fg69IC9w;2KrRh)6}VA z?FnpH;7KS`6pBdw2wSup4A|!hmOU?;e5?=U&l{l6dRnK1jGe@>fD;DBF-6=llel`K z#!0=t`1=x8>b^dy2l8V^Bky?{Az{q=M1P6@YBX|3b$drlKBXVzcMOaloEUGMMo!ac zni5~YG!kFHH2H6*r*b@rsrq4A=D;^xw`2(1^WNJc^YYXm4ut+hMt zM2`Kj)9jJ(-A}Ozi?M&F0yDUIpCOXWokpX5)-+F~`8T8r)IV;P#e-d+fxi&mHSb|Z?A>#E zU;gbh$|tXjw6F9w{2u+{*Qcpm@vKGXwP`e_YYBGM7}GW6s~Xd{&+8Fbx|hFIu6Pz4 zU_b99@Ga4tRHCsB>8R<}kUr(;OAhJpFJRu90uYF#!*n&IaqKclpF- zuk7BKqV$nS_#emUP>$`>7xkt1!b_4zV|)B`va|8i#eQGc8yruXY>brWHZ8zdHqbNBQXyo>o$x_RD@e&IM^_OGUk4=I9JmF>4EqU>Q3fRH`7 zi>&Nn{kPby8CN7im$PJ6L}m~OJj)CMiz+7%i&1ZS_J)o=q#3;Qo!;B~IawUwezr)N zLG*2XI$wi^FgfLK7E!YBx&#Syw?L_>bbh=@d6xH!NaODpDUIVvp5@&l^}XR?QShU_ zjQ?Ul|D>RQDiSZ$bdBP867=^9njbDwu7C0w*Gk@ShU&q82KC@SL-aZ8dK;fEmi`N; zQ4bpo@`J|1Qi{f{M+b^1U16_N8BG9QK@V~QFkl98(szcziDe;U(L83Gc{5b1(^qat zq1{(x8&Qx1S%*`0(mKj#*sWvGZ#W}oEMdJ<*HuT%{T-Xdp}*@h`D-(ziLjT&so(Vr z{NN073VX$u_w+>m5&hzOXOLZ-Gk+-;@v@{<*~Fe1WD~yt05)-FhGi31@9S;(4>KsE z#D!b`%5c9Ch?Y@ooKe{*d}dlkvDwjyG>YH<)CVqJJy71Y}Kmrpqa{ATFxXHCrDu2nT~!v*3xID(q+a>(q+a>Wi5D;{=3gqD-2y` ziozfDrF@nFUZlW_W-4>Rlfb81;L@M)%?9`j1dctzZ05?~FBs6zd!T6py3AsV56*thwIi-=kSr$hQXKmmWm&A3-z8LY#t>77|cww~&07Yldkd z)vCCj;PJ)eI%0~;O0SdaXeEC1c2yI-s=6NGor}qTq!cUvk!}7YI~i&IQg#wk?6H%M z#bhV50029gQEb`Cd2d%TpH@s;4CqpZkO<&eW)e|c*-V~Bz3Dq59eqeMxn0fG&wGn3 zMpP|UzT-esTmeAFL7e?axzNRaW|7Ae`VL?-XNl+in z-=9S`h2wC>PnvpMH-9Oc+9A19zUSyHN>3h$yA53N>~CU8EtTHKf;4sXZ5Nk65_u91 zEt>9_MHaRdtymVe6@te`fh|dCFx#@QZH^wLh3yJ(4fc)&2rMjmw$1ajtLLiWZKQ9_ zW-IebolWM|L4pUmkD@DSUgx{J-sD4PE8jC{HtB!RZ1GhO*B|(7@<^yFf%l)S%qx4g zGOx!B=u!n;I-6V%D^<|*ENJpP+YIQ}74++%25Afe5Vie^2b#<(bG9<84p^*`w$OIA z@;o<*cCTv&?Yl!7yP_HY15Lu~{AM6s^B_qBl9zFZx>P3al$k?WDl>@egxE$@ODYizq`d~SoC1S+jATrM=A=|(g4pxb>kJcp~`{-Fh z_JJ6X=rWhnB|O>4CtZ*!t&f1k{ul`x!Hf_!YI53IT#0kZ^$#><8A)PEWg}UMdeaRh zIl7fbawW<&()%S@jFt5g<%Y2IIbzLC-CHtMhi^cOYM~u{n+xp{0jnRVGQAKM+9hq2 z#hxl5OF30SQ3@$0C{17=O8~VNdb~s>vj12(_Z7~4G$}3MzQXz4jzhUDZlXzaMe$v@ z^j9v1mnaiRnnUK>Vva%A?z9BglZW%EN0~*t(z-uO;=Z#Jaokuco0dwKT5eN_1eV&VMD#|&b8G0wy9Z~mc(>I zw0N?UYc%^(Hm}YXeKyxN)B#aLZ0QU|-=0f~zB!i^ec$}06#bbbSSk93IFjxfhJTGz zkzovRKl$nz;w^C`M*dbaRCFdUEw2fDOW&s;Jg4)InP=(yjIFP^^u5c4uCC$UX#j!J zQ|4LYTAc3YYRKEqQ)9Zn>Xrg>wge7z-#|yE>qh_vS@C?rJW}_BdF1)=Q$_xKg-wxv z%se%spH&#E34^U((+i2@Y6Jdh2Rw~teA*1YNqyP#l-@G|Et7>a3Yuv9#H4L^Xk!d| zeih9lKe%LJf8xQW{Gk0j$`71!k&5@5Zzw)A%eBT-{5M&ybRIsRhIH6`wY+jH+tmyI zizjrD^5sa(Q<$S(yC}{?e{ys^WK}8 zd^UfaoOfsL^1I8K-`soW+>enQ8t4O!{8lP5N9HY(`WabKVA43Jlm(;mLci;DGd0;l z>!+KG;7xbfEOVyQx6D6$2PVa4OgAyV_9}B$R^PHzdyFh2gTJ_pHg#NCU{h!P-WdOb z879XWTSgk+w~Qn!2a$ue$SG^t7KON;Y>Qsuj1rqO!a=kx^{`vxw?PnC3g;=;EvZG~@JMx|Ma;`=k4a%8TE`^9LXnlgq0me^K7?002 zr)T{w99J=3G0$v^b(MtTHjW%HHF+e!*14QhlhJsB4TE{|V$(5+?MMRK;Q4qL1~$9_ z%=0^1v%{HCPMdIXc`B@@e-usRT%~X>maNsrPyZ1(V-Xg>8C%Y-g(jP}zzokC7mllN zb}TS2#%_@CxLu-fE@ZM?MJZ7@(RhSYAAxfrxb{#iKi14MmRa>+Cjtz@;iz`0@%fxH@J|s4{{$0%q1Kzr!Oq!s(S-JS1=SyR9{Qo!tbJzSHkkXEr-; zYTtPwP9=4z`v>f(qI6*~pU%gor`%J>)_J|^ShItXu zUlma}9ueWA73^l6D||RKo#$_EG8blbu0Uow z$Olw#vH(sVHk#b@Jil>6;w>V5o#~Gi5&5le5uGc@Zcakn0P;x{?0liO#>;R$$!<;w z<>ODj3y<`}z0))OR=1fuWAo%%+!j@kZi=r`Zb%q$yXoM}MyiQ*>`Snbh-DDkp0P|K zW!nM%CL#15uaN66t00?%=N&EZ@m6h+3MqTI5Ea6w@Ue;19BN56ySDBvTZ;>qW6gKg ze3RMSc~V<{=aSYL|8;xu*(b13W%IG@?k#>Vwg0zOXiG8m=w9Nz+7d5R$hHFkEB7>) zdn(r5Mwp6*2)xSHGo>YHV|Bbx#URmMb3Lfs5 z{zJG%{MC0PpNj7|9V^*=I#kNDaB1_6`NN#vl`L(C%2X%nC2EV(wn11>+BTI*Bh~LN zb6Qs0a9oapZOiU5KTVH~mJ3({MHaA9SxlG1;Ot6LuV_R*+2QJHi|Lq=*eaFfw|~Tp z#RfbxIXMgpmV>9yUT@BK7AhE9sc&T6)|(Uji#M2yo$^Y)cdw}A&LJC=?v_fj|GRJ< zGb(pflKmH4ZU*@7Cez)yt&+swqPUp9FG9Qka*;v~&8|L$>&dp67s*2=&i=Cr6K8uR zIBs98)R!>-Uc7|uK|(T(a;TEiCSe~``6z4Fr#s-QfE;a@s_N}UHeSgB)Vzu)72Gtuc*#pL2uL2`+`%Y&*kLcB^}(e|U-Fh#xxU@=7=ExEj9 zO|1&QWsQHpT!pH~HwMLiy9doutVTEf3U68StJDG^tiAtkDdz8Pkqdk~89HA|p%&?8 zQCoDTIS31Cc1~5YGky1v>5(}%6xW~pBq-JRhs{SBz68r2EM&rsXhlqzy{V~+y(t_M znB|z$t;CX~RYg_uoM;3bJR*wy`bUiGn=eccf7qku9Bh6ku;;7%)7FCd^6G~bCJ$b> zQox=M3il54k3K+lAS?j3BL(cxVW+!(w2Ya{GsrDHvYK!*ijIaPk z=heyf8Std(niUVn)kog4C(Wa=@e&@lmmr6~=4N(bvIKFF-?$U6kkNQ-ovR}tx~x_Z z)1Cpvo%A%QV3PR`{a-WCU;8vB-n#utUN05Xven9bgRAFl1M{s`h|7Xvu3=fCEmeZB z0AfiBV%Ht!RKLe|(cY$#BKFm}wK|M#UM8N1Qt&I2Q*v19G1P zk>L-1)+}@0QHXE0fSBRu|Hho{e5erL3`+O`ixGwRGQt9gFNY!a%6csvH-+vb|BD^w za)190b3^Pua!1_$TXDY142bieiZhx5ah~dhJLRhhoY(%=B=+on z%TXTtc?~m zVv0wT5sgR?*GE9~^R!bwyC;}zI`0KD#qktLg{NJQNPm zrJahPthak)YtPF~y0o*4_hWLf3f|@o=AsqJ^4f`k7OfH zq*;4Se(ab8!`gWIMEZEIxz_p2^GhbQ#^(+DWdc)9UQAzuyYP84a*(;+F)y2C>D}de zu9LlnbG_MX{Maj|8b5We_f(C|x!#W0lr0+!PkGgBOus~6jb?~3j5@n6#CVN_NydI<7snPCS!!0ci{xjO`KayM3 zKJy?Bs1Ck2X8lw^*J-cvDan$VVpis#5(dL zv6dV#Tb%4_eY$t9_DjCU8N}88HGeSs9sJ~~$0^miUaFOtv+cQqW^1}LE)i)=HEVxN z^|sybB9b#E5o=T`7N^ZmV&NUXy=sg1 zaa?9i52;Z?Hb`US%1cX^8rE90BvNa(CQ)lxXBg)n_%!+ATI@F*!JJQd4XbWNjdGEO zznOELh8nSxnJc6aT66V&3sdC0s{jtv_r zg)z<%1#loJ(WeUFO@ssh-b?}b@JsN)x5Kx$KW6TUnOYXTRV|CYFDQCiEsGwGQKLNY zwA%2KX&;(i<_li`J6|hu{(&j@Giq7mxwZN-an@JnO6RAwe2=)Gmg{#{B!7t=ACxJD z&}JB0%MQE<*YQ@dpf-4`Snv(rD(2U+1LvZ+=)i*zFTgsewq*zQa6M_m2S@Ud4qSBH zTp7DZg5&nCTJ6AC+L?LklIsiSFI;z9)`B$tCED^1Bp=>E?rg2)=zmmF$hKo~S?qiM zcL4ixt=gp*YiVL$to0AQfbZGxpLS^v{8fo(lILpGxbOO>ndy9;h;xi_U=SDnOWt1+ zQI4jfZ~=E`ts0g`k%CyHhjCfXp|}I}gBOt~SQ#Vdtqoh2jsH$gw&8@rAFz5q#UIwz z)%Dj&Yjw67;hp5A7H(>I4Gsf_Oj?_2sM(^n;1!o5ENG8Q{qhst-1GsrmAiej^20GX zbZ$H7{ww2F369%aB#Xh#TX(k3oWOL+E0+5mGTk99qH^^3M3Wpn6V~eJ`Py+)>m`2s zugvNGhW~))9&Y8{4)3!mfDZ#8KC6q~kwvIG0;mrM1^x|-6eWb45f(t*oPg>dH}2_K z4}_ztnYhArZ_D_Dgvagv0PGf~OtAYDY&0&x9*cn8k^tK#!<{Cio*TLG@pXUy)eN`9 z$*AMdYh4$*@TVBuxpl4+i#McoU8)5;iQ1wCe~7@s+y`24a4?UODf2r^7hPR2XTkjI zQv2A`!)YqsR&Ct9vEdRPx4Fm}W-*P~5$oVO+LmZMVjW)>wk>IOaGQ`Lr@Ci`eFw-# z@x%R%^IK;*(|EslMxaN9Nm=f}Sg~e1w+@fs)7`cx!JIn(>b7oO#+*b!U1_U>{(}9 zo%mnK+MLJ$_TX1_{+~~B&v9O0gG8^;#2u`oiQ8W%o+?V67l8yGVfWS1z->nIFmUUU zUeL?d*ZCzw-J$-(F>Xee7jY?R+ct%>rDKKG^>nPzu3j7~;4F~FUO4{z+EZH(!R`m> z-TlMAcDloROG$V4)XcQ{q;G{6>(sZx8=c$*@Ub(jhube}5UwUnV0yhcR=72Gh6Kg! z@On1vM#){Dceo*Ud-~w4Xo1A_MSi{i++$A147oSkZmiQ0o7u&kF7-;c7EN8;OPx7L zbMhHZLA}hIk3w6F@GIl)MCbZ?R&asjtWS!PdcRY)dx2AiC-)YdYZVGE^o$m{e_>+6XNIj&r0-rRqTG^HL^sBfAdt*qo>J>6MY6~#SgI(-`a z$?ejmlF#tZ>E&L54+sl~xZF;MFaAW;Z@T(O%3A3^X<)5Qm8<%eb-AczzSGAYkv>Uu zJ>R%bgH%|%9*7!LSP%cYq3*C=QdR1)U=c1SE3IcZ7hUg<20gLGoS)tx_Ce6_9F;fv zx+Or^ewcffe{(-KADbzNY*Pps!rS;O`n%_3Z3=RDQgJ*V;Mk=&-WmWLI|3Y=6vy2W z9Cx?GaVUgieK;4z5eeeHh3`{1;7o9wziE&=H`PQVPIvR2lNxEq+cwIkH@48g!R`R~ zxZl~y$#(iQl1$|^a#FT!W2$|6G}5+=!gbK6a~j3A-0B}5;tq92Hqx>nMd`^g#0eTE z)+jwWH`Fp$;(D@W+Jw_rM3EpOTGp6s8M;S&DA%2JH&ZP%a2r~{1uV%SNy;7?+cZ`DxAKSKN7_9|07j?I`4@N zVX}+;L{s z$xW&D>eJ-!9O+JVMmDiQ&uH?uo`*9VE=v8}c$PcdnUeZRKjV@3Z107*0mn^WP3OB^o#G}R-`?bI;QUF^9&BRg4r1Gv znh5r|g8fRtzN%o4HL-VZSFle;z&;rU`)Ua6)2WgnZS5G*Ac7s*oNV~OYtwseU9;_i zvF-uKxw?5<*KzI>txg!#46}Alv;X$R?)~oTz3}4|zw{FKe@g#&Ds+l#kf@#PY-Am-Frf#*drRnbAzDm6p__CDW>*;M)7!GXpi^Bjxqawzoh6m z02;-@fzT-KI}_SQ5noDL6t@h9M)9p^6f1{7qxeEJiWx(pQT$ajijrJt6#s%&YDL=0 zVM)<$I5dhoMWg6F0vg5RqEVcE1~iI2qEWP$Qc}D+9@aqZ3^784yi%zU zGH)q_rCJK%d6q&5lBE!;VJYMpYANIaV?`{jjV&y^wrI)n>xveOb2KYYfr-UeOe|hF z(T;UR_rLp@dnG>1m^{fX;IqKvBfz8i_h|Y(nthKZ-=n$rXzHQ&OiRN(gOCtyyhqdS z!K_QTn01fV+@mG;teEnNwBR1Cw@1tE(Q144i_#$yLCm#BQ|-}Ad$iCVO|(bL?9nQF zw8+S8gxoKd7zLsf3+!1j!4qkDJz8Cl7T2S(^=NH98d;A9)`M|HTX?jr9<8cJi|Wyu zdbFfKFjnpn3+jpWgcQT+(P(-!m>!L#M?>k+NP0Aoo}CRdGm+NOqfzu|5Iq`0)b2!# z1&>A$$Y2FM8b6PQ&!f>prNQbUY1lcBhR&mr^Jw5a8aL01b(=_==Fy&^CJN<#v11-> zm`D4CEMdSr+AWVZtJI^xLb;HHM?;0|(IqF+K6$iF9_^Axo8-|Rd9+0y?GTcK`SECf zJlY(5zS4!K0XfQ4wZ3?O#Mg=XzrpbZf@MuFk+7Hwg zY=uX&;n8HE&R{7#nhK9*0#yy`;L$vIGz}ijf=83!(HwX*1t_|h0kk^CJh~pG41M6k zh{t708SWm3y2oMeafo{y-X4dxhhZ)E$grNs(d=;~dmP0mE{3tk(Tl!?;p=hKqOW9O z$a+hQyUR!gRU0@3Qwt9?`!`K-`#29a`H-<)qUa`^1Szi@sa0UABRSsXHq=xccPK!UDFL3d0t+3XnT4< z>=i+t*BfJBdEQ>p$n)Nktard1B=dK64Dvfnb$i$cP#1Xrmm3l<>&HaJOu^FGN)J!! zjc87k?#kh zYQChBUrSt4$@0O_NG1O*8mZ)Jm?Wi=Ux`L4IU5E_spRLPkxDMhg+?ZsJ`5V^WX-U& zX$dOXaX11=B{zshDmicjG*Zc@MI)6QouZO2iAE~fNpO)$ZV_$oc!)&vI(x@QV9E^% zm@kN`FiAc?mbfIJj|dGV`Rp$=l-%>S6!$zV8oB3|v!RiD_B0a?g#U zYa?hMgp^{u6h&EHSWF5`Kc`4|E$*v$bBU;XVWTM#fhpvOVCw0WK!v> zoR6n;RZfjlx+$u&w>iv-te#SlqwufgkX2%OxI09PTZf@_p$w~HXj zl|x9B-|iEQ{8o;$P=32jH1bh;+}YIX z@bewfW{8$7^bE|Yh6*h=BnthNs9I>!V)6T{j95I~DkBzWtICMQWvMda$F6}!Mm%r< zG%{jwBB+eG5|1Qh#NtLx88N(!q1Vcz$%iHM^j$cW{W5@p2q zibh5(Uoa>mmi_+9h_{MHMttHbXk^5)cUu|pPSMDSW%IByV%e{X$Db5LHiIf9wxW>| z%bq@E#Igxa8L{jmQ${S?t&|bVt|Vo|vZF^CvFv$KMl9?8%7|qhTN$w|2rDDbtxZeI zRZ1+&c1nq5Rg2F~D+@u&h-Fp84sV7?_MYL*>^;dxN^;o*6Zb1|Z=&~*NXvqUa%h=a zR}L-H#mb>&!c{r6Oi?O_mdQTl&@zoh4sEwLZ5v(SZb^5Bt;3RPPIGP_;|y7crQh!U zkV3cT@K~+8c+t}9=M=58pLOC~l|6kO3KF-AJEuCfTtU$?@U$Deu6c4{wtr8dyVl7M zlDssPWc$(fr%0f-^@8~ei`I=dLHbYhjif)IUn+gMg7jOrNWVBpzbHt5#D7cwLnMf~ Twq*Hd^iQS#q5sVscijI0I#(w} delta 54279 zcmaG}c|cXg_iyIjr#uCfTmcafHx>mHP*D*ScTsTP6;Xlb2JRawS(@gKIxUt_S(@h3 z*CNf0Y&A=5)4rBzWu|FvWqbWTbIyD3-e{%X6wSS-)gQ=)+gF7FZ`@`b!rue9uHqP$*DRgbBZ zs!p{LtyNsO@Ka-}i=OhnpwiR56aBC2cF<#fi0dEqV|7uWDr$&WSuIG#PY~@@+dvU3 zs;M7qh+eWqQ0cm9(Yh+)dl?;I$3#yPhRf~%I1?wk1eJ=|Vd~@{5hZ0%Y0l3fvQtoL z_P!*LQhG5WsK)o`GbcX+5{MkR!S#JTm6I>p)ssQ@-8VBoD*qL*b=6K)NlkIsITN*7 zKtbyCqat3-sU;T3!XOoR-k7MyhKNRL&rMm``H+SJCy>K1u~9x7wDF>d6I+z1Cqm_x zAoWr=@P=nal!%v`(bh~EB_9h?dq;|fYFKyig8YC{-Xj$8o(iic-jVOQG2ZsU*e8Es z;5*#@oglTKmsl(Dr1o!mp-ZzvqU5Ha(u(3J`B0D&Eg+c(f>g;nGE>F{mqyf&a>fR` zDK9N**F-JsEAnMpaOtgw<7J0n!ix>|;FX?k9|hh^v(L8*unVf5ikL0Z#gtbYhzEpx zFqpKzIJmUr(qy%`HS`YU50s_Br1!#S){#XQLQx?p64{XRkZq$IOR0Naa zQAdimqoNZi{u}_H__M*5;x`79;y(>0#e)j1`1$D6QvCd2Qhd-xlzJ3jY$GeUv}j8c zwYZT`PQMV+ex(rBepX{qER7J-z6enlV@0&Ho(2hVt%sPPdXcP4!%DN}2g;TqrMDW@ z$Ai=_TB?$!B0;JsVr-UkX5KpntM$8h=(uBFg`{f566pB zwkD2vn-I16HLY1?Vd&mtOBWyT3-A#v8HyD3b+i~--YQO{30b#3*-Op(rPp2{d#R?H zB#5rENqw@Hn)SW*(pZ(X6*W~wf|#wIX$dT6pP4^ojznkf{x- z8mO`is#<-HB+XFjF{m1Lx)VBxjsf-(Pyv^bZ@489-x`{cXGs#`6Sc05_)uPE{y(wW z`A+knucoJft)JbjU%?OYGqEmfhmyOXideK`5{ohp0C1PsP|IDe5Q{P@l-%VL=I*2q zcPHK4U9oX@+D;X5XD@Mcmlw)<4oVdPknEEmww;p67;o z_56rhkS6A+QR!gqaTSp+I;hX^E*}q7T9vA6C;FjPEZ=3GQAIr4TS0#a5nnUUU)gwG z9ZDhM3*uSKRe>2IxW)|hZ)tQ!D2IsEDD`M`mW{$t3K6elh$GJG4JbqeG~f{NQWr5- zR%t*XLN;tbF*Zztgt#7oJoM<$p@AM9WZMQhJczbxXE)Itzc_d&qa8gsv}$0*2ARhg zxr~vkvU^}~$aQ0k@xj<9*D>%a241D+_Y&*mDmU;7AK->+Rd2CezRnosj8U#8WCEky zjj_**L8D200~!^=8t|x4zX6XXcN!3U&^O>D3`U%-ROq-9$*wkPAEC+{an+eDW^V-ayFm*v9xUjtdXC ze^3B;NRtqw>&Q}ka47(6(Ev3|YvhHB%}g!@fuUg(1RkRz4gwir6a+e=d&^`xhOx;E zMXASR((MG2$(+jrZ4_OQB~YjMZ?8$*(jXsEIgbL!oz7ak$6&;5E@Q~ z#=wy(En2LXeHf!BWAqH?yaG?c=*AfGW|+1Fah++>I{gBw(z(UwVQdXc!^s+!gfk0a zWDOsT!QiRTG;)g#;bcWi!aaCo3-6#|{|J3rrtpy(lP}r_T|=SA5eEVb_7{M z-w3vZBL!le=&iC{u!M2CmuP2>h6r(8fuwYLv53jhhA=-umCTT#B7zM8Kgkg0Xb8$L z#7vblNjxOBTR2-IDCTTc$&*C~xz&yGj2-3lWQ;}AsD!hG9EBpz5=Nm*A4b>-C3 zh>BcQF-`Q5T^f?ctx8vh%AO9r2Xa~&eDE!RWb|O?}kE;_T#+NyD}Q8 zqCZ8dzr9F>&la8JTg7&k@_=jJh>P?3Y)W&ofptS2UkB)jxAZck!o}Cm1>C z3R6cv7ykY}(3&q*iyM4ed@NXWRBx1sHF6u;L%`X}_!}&IQ3yK+-{)KT z+xcN#dBK~$>V!po7Eyb$EHB3`nP!}H*PvBAfkT~y@jfnC48nG9TnPDWU zwHrjsDjV|alK?J6mPU+9S6!Ehk@5maza*p8$z`HYHfluiEWD9AxnC5i)yptjy7{n3 zl&u=k2p6tf=2+IUkveifWQs0ItY!-q>FVNggtUI%5}DqJLz)jBg|tZ;h;6!n;V+zN zubOYgkeJknYKh763?q!YY|Br zG^P+jiu3XjV+BXM2$zI6YRv0 zMyEb1hWdT2i-TPk)Tu|sHu)v`!5WDCnFV)SSBAJiJcg-EHQ{kg?P{ot&%#o*D*c;~ zYW$n^df%lMkQ+3|WgT^eIhP*EgUXEO~qh86qw55epAhdzyHZ zT{aHNE_+%G)5;Ef2fjR|Ol*?xG$H>!*2G)pul7HKbpNv^r1xW*9M=1%P1wJ`*L1|l zZ^0<^j=7!ZC+Xb>fgHQKDtiw3pTB<8EL}XKJ3IARkcPRdlZ)5>94U`AAsaY^E-f24 z)WouZv#9adz)>H<)>X)+YQXbijI(`HGJ=$*r57*92OQB*?A5KCs?#$Jm*_(ss;6(t zy3Sr2IK*|N3A=UyR~2@{n%MZJWDw(hqjxl)9(oKUJP zN26G#ti3W(-P{JVxU*e!mdl&6K`phnLsl_@TUeWe$$PJ+?DO3{P&G=CiukwIWU>;D zs9rlnvhz4|`K}L_4j4bU+~qHt2l$GI=JMY()wbYwfybdEYRpd97K{P2-4d05*b${q38P_umB{ShTo_UM$VuY-(w~YBNjockHx~_ZPk_Ryn5v1Ok}cj1+%c z1F_;=%}DXGq?wMOehW2Ri0ihx@E`G@+}w-?^+%gQ+o7TvDO+v?hMwZCZ^oLAenq(C zQHDIIA?y1c)C57vD)3bis{CHX+~Qy}&II;*v9*5Xnr0N97dB(n&Q~?cMYO+5Q^6{| zt-6+rHqO78{y%)^*D3}5q*5Qg*}dyTX_Y$ND!mO`-6_)4Q?J=Z@uvGRipNHgPMfI@ z_lsS!U6j_Tf3qkr2`TFE0gN%3Q54a8L~%qP=KV>YZHGsDSh|=20O+(Rignrn)F7fy zi6Wggiz1yyq8Cf2kx`aTJD|qn&5doeM3GLf91^4b%5-tCYm3S{j1}n3=toENeNi+N z?$wncu9PS%qRW#}P-nb|BHw*Kii0_xl%l;G#S_Z6HdTm~@>dNSCx0SX@ss+Z0xS7H zxj}C+sC)~&K!RrqRB~1G!bl5rO_O# zpVz(fWb&D4j@SS3DI(4KAX3c!Km&0ycAVk8$=D{)hPeF>6{}N!UO{no`dZCR-CEgbgI)B$C!LDDUIXON2zL+V0j^-3BK&?B46s$@Ni5Fa1gEs=n zhwj0d81}O*%uL42RP|0m`ff?N)G5FHkuZhxjP51a^{H;zo#cO{;y)2Dh>z68&%`=a@Tn-rd&Fm0 zFsmF}dNDgu8nJ59A(^Ve&xlu4?pdtxKOJY7{zk0VP-?5XXGL$>D3(HkPsP@=*!!6A zIaVfGs&=1?wlX7@B7RF%_PK}&u*1euI2eU`goEL+G<_=^D&q}TlURxgLt-f=7$6Ia z5r2af%ToSUh37;@P!ka4F_Qai1jZs9jF-!?Sl_Lq+z?w@(Jf4Fid8r2nrU)QpJc-}ri>2j5z7qckb^068*8eTWFaWc(eDg(-B-IC(ta3jpuk$TLuRgtO zl?PDy{ojdWLN&i)l?PIJ@b{voP#;{i%4<{kv@2q`P(7|$<@LCo9|X3k>Nh7+gH`r5 zk>DXLL<6YR*F=R{eM2;B(2RkWYO*;NxH$-$Io1_bzVW*FO{iA4{y)g31o_DgF&VYY_r%)nwPFS-%Cqixmj6es6l^;70lR!vU&^cm$GUL6%h}9 z8vG4@TK*%ts*nB=vDF*2KtE$QI`2cL_@`d{M>NA0@M(wSklz4kdPBM@;M}Z+wjfq} zY9Nm9-Sq29_20(wer|u7kijBDmxh-X?yDoJs*0*IxJD&3V)0z5g(^BH+BJfsdAQEi z)VQ~){p>x`dQyN-5wX3bg`Mq|hFt2=XHabrGqsX*s6PyuEFWVjY;2*bw1yN=QAzz} z%9MbORyQv&W91fO`}FG}vDe~cBXhFWhm*Dc=H!%(llAs4m=m8O;^d}{lXpE#eCsEB z%1UusfkLV$YRfh1C#US_FXO!0sHINVks~m0Rn%~60}Gxtpp75uLI4x1$_9E6s=)+&eKnEU0{9}<{D~`$cDbnPNk*cJotnIPCxByawvo#1F9SBkPswSt& z8N`SzjAI>8#q#R1EA}HnAlaK(La)5IS7>qh0CQQUYuV7ox5>6Hh_{f^#eJ%%areuS&Xc+>*!2OL#WZk|{>5SccwA}4;pPE8xFm${ zNeE5~oFT4BahywkRZ~7Fm&WSV{KwSawd4f(4{P)ft701iQ@iZ>}!QB50Jd69E|IK|yyrtP+?VV`NGWQ}# zKIR+>IB-8Wp1A+T;(kCpaqo+pv(roy@!A(X-2dX{{&4sFWW?bm{Skyu%ey}mb+OJ4}oON1Q!9_ zlEk9;f7!u@Hc32S@5_?J?J&9B`Hij%c3q5D>-Lxl{`wc&!FiU14=(xgpFWZ(iDx_5 zA7M!%q>*&0<*716{n=1rM^0r&$|PAmfn|bPuS}XGkXbZLfLX-&CwN5?kw8|_5!JAY z_6e3%KqReX+XS+T>IozZC-5v;I1~OQiy;8;_`6RhmMl&tNN7vZf-~HBl2C zg_J0usxDxeS>5Ujx7+i%s^PELmJ= zE|uRex-QuDvsVlobpeavHjBXroy1V1rCkgg-D21n=P`|q>Xmpo8@qjhZD0_QEww>x z-qcdo_edh8CD}uAOOixnORpr7T9QHZM?DN8tEG=Y)Kwp}f+R9qYOBCpG9nSfaVU^2 zNrbi}tBAA>$CCiykwmzyC$+AfY@%Qg8~sXjaj%XeS}7%nOc47SAjOD**%@wobCuuPM0GSf$y>6a{0jxf{bndx&jrk_rc z3GyuS`x5i}0`M$;U-&n_zW~6)?~ArhG{3Jn{aX>MRa#L*+^*}H&&sWcPdf(l*|?Qf zwujH{n$L7Ku7iA74+qFDpU@#-s%+ni2KY8AuA}@y_H9K9?$t^w*uRbLluf;-D(NOi z$O6-AcEJ$)@+n8K%xy((-v%@y1hxdS#c<13|8n~W0N`Ob$<`AfJ%d46 zC%MY0bX~A(BeR~Ue=+OpnROprQt=*Q-7^>@wqkehogp_s(HAphq>%40+s9P9uJUX7 zUuOF=X8V{$%%{xuPt5i$FWU*~iSDwE{E<06#vC64p2hK@e{&p=XmNbh)`^Yd{XOIw zzlMMV$Kk4|H{10Qi|Nor(zg#fG2JfF?%YS*Oi$<~ANC}4!M)`mEFPfIB$=70ZD5^h zn<;y!FEV8;j>qlJl+ER|M6!S}iJW?8YEsw)MkkVwuLJ;0V0oft0+ag6aJe**w4a$s z+V2iLOBUS||E2w{Hd*wvccQhQ8sJkz{Jll|agx_XwaS(c;QiHX`K$PXSvs4j%Cn_X z#r zqa?5FlU3O`xZgn3L-zfWJhIP~eUnJ+jgm<04S-^ay#e-g?#Vx=0KnsP5w`XL>5;h~E#d_oYVYwP+coCizV zG+L&cAa|d7dW<{@oSYn4g1veWpHRB^kcs8dpt16fdOBC~5>miVx*fLbO3A8kuFS^q z%CcOURL7@A^V|pPv*QX)@_3GMUCeA87KAbksvfsmY|Hv@0^saMeww zRit*wq^qA;S2sX{rK=lBs-zspsp}?N3cBS(WZ4>w)00$Ko*XY{C#w%%lNoYuGA|^} zOy-58CCRjqR5c&1@Iq2uH8o$Jmy?q9))*i{ltMyZ5q7`1WU;*4TCd~EJB;}?VTw-r5vh0Pz&Wkq`pAh~xltP(&$Qle zRmK`p{9L)(YXn#4%84?ijS6gMCaIP4QN4qYVT`OTUD z_X18Udmk#{S6Qqgmv{vAvaSqqb#J2*B8(^GsW!Bea-t2b!kPvbW1z`8xyOC182C4ez+!v7k~GVc)iHB1xN1{UtZb+_t36F>ML2Z(9!@?Z)f`MGwc&k#Ha8 zNuBH3`lz$(QnUu$Re6E z7(4DOZF#izEusPOL+a5ifCs9wEbQp|1T%~bsqzaZYF`rDSdSHQ9Ea{0_4x|fRo-r^ zHv#;9boWqLm2J)l)P(0lqcAt(4g^B86-* zG=;*q4*;2BJJiDz+oX6*5#c*9g~E4I3R&ZiAPf2J6(1R0Y0Kd|FvYULA1pzEE*-w* zgcKE?C&$U66pr81Q#gK4P2u=moWdIcW6=!9??9B~Bfx&JPA(P`)U8dDHUd@wz#YYN zaV|#YI5+8%VAqBe4s0Q%a_kl$V=S)m5K#suus9kAZtP9a%|b|kC6y|Ri|>5s~$@(&i&z7!JFZs1wQ zv^#~}Rtt&)c5pjOWP9y>aKMg3HTY`Y&VBalbvaFST#q@&n8#%`8QqRUcc*sbG#xc? zi0kbXTj(Cyj(l-wJK9toigtA9#*;Qx2jREgEAQWq{d*ZhFJb5#1 zwU2;~_2F-rd*Mk6Jl38Rh~sNn+u>P1 zG4M?S#@TD|MB}c!&T#T5o(Rz*NG0sVy01PwRl5VVT)P7)TimZ}_<-+GjUO!!wWpDH zr~buTsN37~=$rkLXHe<&A%}~2`$@yBv>EjW%2knM6m37c6mQSMD{vuU}$IhzyZW*BdI4i5ycoZ~Q z>UgvR$MHb*)*jg?;Bieb`}6J&6vzGTMJjDC+N%AstYhZFD>;b!gft4`pAmu56T}N& zmW2o_7hjgs<+Tp9iTiyARehtJud)tGe^qmz9H;);=MLTe-&-{NuJ-RkM(a$~4Ea`c zdJ4v8<;YYD+ffJQ0=#qBK79}l{W1wh>{1gC$!n_O zFdVufl^we25&A(6eUU|lD$2BX=`L8&M^i~wf3U26^~x$>FSx-YPDGuDVI$AQ@Ve3P!t&k76&J8BR2YpW|m z@R6%{SJqd1YKvB!W)JR2uHL^RIb{Ei6stvlweC$UsAb`&4%L|*IaHT0a4`cHcjQn# z&w`>*{X9cG!%)w-p|*ITC{*|CNTIrINA}KSwfG%4*XK;^XEtJ=lULCYqV#3P_>3`R zaz`Ddu@eSL`MW&3L?CXgJl0DiUmmG$z9--GD)z#0M6DKS6se=t{P*P*_2vnT#~swV z6S9?x{(#OFzFsl5*l)Z5c2P(QD0LR{_BI8eWtM%p`?M%p`?#(^47 z3e<eWN%k8=0`@->{ww1HeBu@b=Tl4~f-{|!_B$tYJQ?=JbJ*Se zE}bIu*XgCZ-lBwut#jb@&n!GouqlX`hN$zLW!0!FiZ# zph`ZEZJ@|bWUhfK{ClL2cGz^X)DEbJrKWVUMQleWirB3?k+Fg>9f-d45!ILJoN7Bd zStk0Gjly&e+4-F~WKUOnFCt{m?8G6vs1t|mMV&Zgk3%aQvK=VVA^Y0ba*+hKJ7li` zfIDQ5S6jZ3vz?FXl3>@SP8_oPehc{VohW1nUXoL=Be?hyY~cXONW7|2zmu2Ls>=|} zdn)TPjNlI5<$IkdR$pNuy~jd&RX5FQf47qsk}y=sb@#6Gefm{@Ion=gS!s~`i-q)R zClbB&3Z=-o+ zXg6#PoTmnmOX>D$ktDV=rQSY5qX-b5K@nhlCyoHOZ_8<{{1~lmM*B4*&+4<7m;jMb7WBZGWs zQ3mp=)kg#<{3PaTek72CcwRN66d8BUu(txDi_MV z88l|^(iI^ny!fl!EKg)mRDL&ubpEdT;5Q6V?`CkQe+$QN^ho_i28a5)41Ak_#QzK&83WHqhk`^LFkbT8!GOy4aN5!MRa*PAeV!M;56M zmda{woo_5O`p9Rykjl4cBFK+dmaxia38Q}X$5CwQ0Sm6eXfF|Wz7j^mfX!YU*WNB1 z@_maa_SohYL`vVA}v2v&8Vi@ zIE-Lij_v9R@yk)?4)LQ^epO?ubGjmn8@Z>eTJSy#bh3J~x)JMlOw;XM5jAQUvGQ0~ z^6PI{Xvey;U+>Y~aoB&OEBW3@+RM~#^DeFQ_!9^9Q$^wH{6 zu<@=}%WsAl6J&gM?E$#uBd5OcgW4Gi{dVkb*YEuepx=(&wSF-oR)iURh_PdL)^RL= z-8xR~PDA@#4a5h^X6aY{3Km0qyjl}xB;Zq86ei2q?xgUhz_%3MR7HgQD15!9#T~+< z>|Ig9E_M(>`m^_Kx-!I-s^TMz&Ejn;r&W+Qx|2rV=+0?7p0u}dgdq46vV+}u5Wi_* zU1O|k-AT3LiZ3(`<+W9M41}RqS^|4eY!6gLjf|!^&#o&xO=~TS{oJzt#%x=6*7Vly zywtL@-uu;&Xk(ywU(?yNbWbf4tE+g839!SUIb?p9bOoEo*UXkX^NUk!V~qy5 z$$+Gnrf*Gop$Cog&!8jAMxN=xiSoMYmT5d^Bc%rqGQLIhsa0rCA71;lFeZCOkRMtY zOJu8_#Bdyr;jT8_3`fKpU1X=8#Bf|sFT?3-TfC8@iV}?2N?9nLIaY0%XC}+BJ!#m; z>dD?=$3WxwIA;L>FmBB4X&W~(Ko`EynbniVjkun~bTnGEn2yFt73`zd%g}wf{UO#) zPDxv%V}QK`6zHpB_WAO>JJHZ{rNAWPNqL;veY+=aTyk@plWeq-pZ8QbZAFs5)%@9> z>S(kvK>onoUG7PXRd3q?h&e|uVovt5F?Wuc`-hoBXL{;W0aS~*3O94-Q0igsn5}U| z%-Kua%ysDHqtJpBOQEuzu@EaPCGCtP*|(QXp@&n9sw%a;ks`+G+Jw@yBGbQbFRx~E z)PeTK2sNVvB4HtlX{0;7-VrSy0C!kWE>vY5VA*z*Uc~)o=Ke7|_v1hzRJ*AcskUz~ z;=U)EwYcxui|u)w?#!*)-ZpxAu|4}1k#0XB_Hl?{N}6%M@cTw1;ZUV!D~gX9oL2|Z zjWy!D>eSeT*qGIFmj{tD~m$HFn9UObTLkGQIk0rbcBM16AE@@Yq^i$TC{1 zx%{4y4YwJbN&L3XWPa_4nJVEfPRIiQ{7%6y&2J3I0lyP7iQhVz#BU(Fvs4|JX{kB} zH6B&hv=Nob{Q4FVzuSHIEgN7A^zz$qpfOS&A%5lSnQHA(#BVayuLc-ZRFgqQ8~Gvg z|GL%H2kPlTMh|&``TQc2qME%P?IC3U&TRhTX7d!Y`4hAGI_3h|QLL>}m}hW@B^xFtFLZ4-HcpeQa#@9R@Zx4F{Wp`)D->Wc2Z>c@Vy>9)!tG zK_AlR_&&s^4*>DG1ocqo;y$d-p&$e5Ebc?<%;-bv?1*M9b$0AysdFf5JnBrhcTV4p z9vx+rJNM|~VArlboSyF)ZA_9o`fz%FtPd?^9@QYYy{Hf6K;Mip#>%sOC^P@0Pigx4 zP_;3~$dRA);R*TaJ~Zt;s`lm@*v{(1izB9rm}G?Mq)_zb);8rD{blXGr3o8w4jOfI zp_J&$i=z0jDA(X6ksaVwUnFEFpNG-TeeF6KHN|kM>*I`mh^%SjjYs6rzNC_YebvH; zI7lX`rh_m8eQ<&iC-eJ~N(O3bI8x^IC6$PIOb%`p60_))zS0Qrfz-Oey%C_Bv!-a*Oj$}M8@Pod3%yyI%IfRUR75>gcofyoP7*0i_Md4zSajI~FQHif*If!EY$^IwQE9C4vt>Hsld3{N1M<-%*xS}iL<)yxq8DCO` zlaN?m(zM0Wd7-ZfnG|u_t%wiZTzn?0ih~+5(cey=s+eqal8v+OQN(a>47fDK7%$sp zQOv_BqN&DS*)xk`Uh6EcKv%{l3$p1kN z!}7=B!D*N)_XZ*O;C7+@#b0E#R_kVI$+tvrmgHMzc_bem)EhM((I?ty$|BJ(ooeLKlqIi?&)bg&-Kq0OkS^VMc!I?%c5f&JR@+Y97tca{_+ux^&bI6B?p%x+?(w?3Y@Sh7h&&as$dhp7W~;D5 z2SxE_s^Z&zGlt?gH8qe)4d7mu7nd2G@gO85>;FQU@-PMF=R^$rg>|42&GVZ!eomyec7iEm})c=BX;t?ZXoMfc;38~8a?ygrx zs9Uuh4b|?I5XSr5#Jg4#xce?`118@&tBffSD{+iteh?XMPYGLX24&~l*WH|nUSPZ$T~oB=di&lqrTt=f#pw`>5788b9RJX$YR zF;5zElz0kb#zuAONrb5J{NCazf5PNMSCFj?m!;W&dLKRKA8hKJ}n1(h)-f5#itnqC_YU=uU34T zGQf&Y%QZdj*<_K8l>s`t=5G>5K4Z*vCJv+^)p8(xfm5g<`8a&sKspZZi%a=w=0GiI z=XpKd3~?0>;Ew|CK5OK8!ns=hobj~G9Y{m*Xf`L_~(tq zs`Cqw(BgsW^pi%sD#s78SQWltbW=6AL9UAd?~&_#6reI~8&=SN;rDIZu=0N#l7cAF z28nXCtqYIuaR)TozqQwhRNw6~2H`#k!WqvvoTjf}TP1KXB_jcYiTwaoR*uC^oG+JE26G;gG>Gz$mKr@; zMhxQM&|nZplZ?R>P0|Ou1#3lF{Be1QirMP4&lEndV^OJ6BZA)KU4dJ}6^uQ1kL!ooL>jo&h|@$e$;x(Df( zw~Wd1D@Hm;NL9{(7@Zoej8)=oqq(~Jw$Tm=v$u(}_cZbRJ4Pn%MhiUd9{U|biDJi4 zmGLgT7Ejt-kQyS|OYP6^!bw|MSaF1f8{MCH&*&`U+(@y$NTZJfX{3cTl)D-_lt*&} z6MGl)-v?n2SkMaz+Hc`d=1--aFzTt+CyYjNp}V{Jz72eF0`s$-Rs-9Z#%*f(2S!`D z&5g9xgG75*3y07MJ$VRE1YD}@L!>R=Y8dyiii_x4F z(SlF(x7(IVIE6`H=rFrCet60#!Nfc3w6RaN8b)JGoND)xaaDF2MniYpFt6jKtGtgf zKOdkg;`PQv^(geVIQ@dkd6z`cosg zMl_nRyd`>=p-A zp>Cdq1-;K~zh?DvT+RI4xFx@|*#6vBiB~V%b|hx|7iRk>H`^aD+qanQ*O=}9pb3lZ z|Jd0605u-AU$OT|LE_RE#uC3q!zoBKRE1v}TX5@ajq}DNb^DTMR7}*>A+F=Ybb#oi z{yvYvtlw}QAn+^j60-9?N_}O-;F0q+mSuYlr`RC6tMCh0P+GvCa~O1v`r?8Shg;zZ zbS8t!?!!5ZQ1E%45fHf1wtQwd2cKscW6M1l7r!><$y1DRg1b1Oc6?(D7bh6uy?YRr zeQOMnzca#JM!2iuE+Nd^WrRCk1oEja!^x)-hqGrS4CjHZ
  • pyFTS.models.multivariate.common
  • pyFTS.models.multivariate.flrg
    • +
  • pyFTS.models.multivariate.granular
    • +
  • pyFTS.models.multivariate.grid
  • pyFTS.models.multivariate.mvfts
  • pyFTS.models.multivariate.variable
  • pyFTS.models.multivariate.wmvfts
    • diff --git a/docs/build/html/_modules/pyFTS/common/FuzzySet.html b/docs/build/html/_modules/pyFTS/common/FuzzySet.html index ae6cf0b..2fea767 100644 --- a/docs/build/html/_modules/pyFTS/common/FuzzySet.html +++ b/docs/build/html/_modules/pyFTS/common/FuzzySet.html @@ -81,6 +81,7 @@ """ Fuzzy Set """ + def __init__(self, name, mf, parameters, centroid, alpha=1.0, **kwargs): """ Create a Fuzzy Set @@ -97,15 +98,15 @@ """The alpha cut value""" self.type = kwargs.get('type', 'common') """The fuzzy set type (common, composite, nonstationary, etc)""" - self.variable = kwargs.get('variable',None) + self.variable = kwargs.get('variable', None) """In multivariate time series, indicate for which variable this fuzzy set belogs""" self.Z = None """Partition function in respect to the membership function""" if parameters is not None: if self.mf == Membership.gaussmf: - self.lower = parameters[0] - parameters[1]*3 - self.upper = parameters[0] + parameters[1]*3 + self.lower = parameters[0] - parameters[1] * 3 + self.upper = parameters[0] + parameters[1] * 3 elif self.mf == Membership.sigmf: k = (parameters[1] / (2 * parameters[0])) self.lower = parameters[1] - k @@ -135,7 +136,7 @@ """ return self.mf(self.transform(x), self.parameters) * self.alpha -
    [docs] def partition_function(self,uod=None, nbins=100): +
    [docs] def partition_function(self, uod=None, nbins=100): """ Calculate the partition function over the membership function. @@ -175,7 +176,7 @@ fs2 = ordered_sets[midpoint + 1] if midpoint < max_len else ordered_sets[max_len] if fuzzy_sets[fs1].centroid <= fuzzy_sets[fs].transform(x) <= fuzzy_sets[fs2].centroid: - return (midpoint-1, midpoint, midpoint+1) + return (midpoint - 1, midpoint, midpoint + 1) elif midpoint <= 1: return [0] elif midpoint >= max_len: @@ -194,13 +195,12 @@ :param data: input value to be fuzzyfied :param partitioner: a trained pyFTS.partitioners.Partitioner object :param kwargs: dict, optional arguments - :keyword alpha_cut: the minimal membership value to be considered on fuzzyfication (only for mode='sets') :keyword method: the fuzzyfication method (fuzzy: all fuzzy memberships, maximum: only the maximum membership) :keyword mode: the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership values for all fuzzy sets, both: return a list with tuples (fuzzy set, membership value) ) - :returns a list with the fuzzyfied values, depending on the mode + """ alpha_cut = kwargs.get('alpha_cut', 0.) mode = kwargs.get('mode', 'sets') @@ -369,6 +369,7 @@ else: return data
    +
    [docs]def check_bounds(data, fuzzy_sets, ordered_sets): if data < fuzzy_sets[ordered_sets[0]].lower: return fuzzy_sets[ordered_sets[0]] diff --git a/docs/build/html/_modules/pyFTS/common/fts.html b/docs/build/html/_modules/pyFTS/common/fts.html index ae79ca3..2a27d6d 100644 --- a/docs/build/html/_modules/pyFTS/common/fts.html +++ b/docs/build/html/_modules/pyFTS/common/fts.html @@ -145,6 +145,8 @@ self.max_lag = self.order """A integer indicating the largest lag used by the model. This value also indicates the minimum number of past lags needed to forecast a single step ahead""" + self.log = pd.DataFrame([],columns=["Datetime","Operation","Value"]) + """"""
    [docs] def fuzzy(self, data): """ @@ -222,7 +224,7 @@ elif type == 'distribution': ret = self.forecast_ahead_distribution(ndata, steps_ahead, **kwargs) elif type == 'multivariate': - ret = self.forecast_ahead_multivariate(ndata, **kwargs) + ret = self.forecast_ahead_multivariate(ndata, steps_ahead, **kwargs) if not ['point', 'interval', 'distribution', 'multivariate'].__contains__(type): raise ValueError('The argument \'type\' has an unknown value.') @@ -630,7 +632,10 @@ """ for flrg in self.flrgs.keys(): - self.flrgs[flrg].reset_calculated_values()
    + self.flrgs[flrg].reset_calculated_values()
    + +
    [docs] def append_log(self,operation, value): + pass
    diff --git a/docs/build/html/_modules/pyFTS/models/chen.html b/docs/build/html/_modules/pyFTS/models/chen.html index 7fc1d9b..7c735d8 100644 --- a/docs/build/html/_modules/pyFTS/models/chen.html +++ b/docs/build/html/_modules/pyFTS/models/chen.html @@ -124,7 +124,7 @@
    [docs] def train(self, data, **kwargs): - tmpdata = FuzzySet.fuzzyfy(data, partitioner=self.partitioner, method='maximum', mode='sets') + tmpdata = self.partitioner.fuzzyfy(data, method='maximum', mode='sets') flrs = FLR.generate_non_recurrent_flrs(tmpdata) self.generate_flrg(flrs)
    diff --git a/docs/build/html/_modules/pyFTS/models/hofts.html b/docs/build/html/_modules/pyFTS/models/hofts.html index 28585bb..f1797e9 100644 --- a/docs/build/html/_modules/pyFTS/models/hofts.html +++ b/docs/build/html/_modules/pyFTS/models/hofts.html @@ -200,6 +200,9 @@ nsample = [self.partitioner.fuzzyfy(k, mode="sets", alpha_cut=self.alpha_cut) for k in sample] + if explain: + self.append_log("Fuzzyfication","{} -> {}".format(sample, nsample)) + return self.generate_lhs_flrg_fuzzyfied(nsample, explain)
    [docs] def generate_lhs_flrg_fuzzyfied(self, sample, explain=False): @@ -211,7 +214,7 @@ lags.append(lhs) if explain: - print("\t (Lag {}) {} -> {} \n".format(o, sample[o-1], lhs)) + self.append_log("Ordering Lags", "Lag {} Value {}".format(o, lhs)) # Trace the possible paths for path in product(*lags): @@ -291,17 +294,11 @@ sample = ndata[k - self.max_lag: k] - if explain: - print("Fuzzyfication \n") - if not fuzzyfied: flrgs = self.generate_lhs_flrg(sample, explain) else: flrgs = self.generate_lhs_flrg_fuzzyfied(sample, explain) - if explain: - print("Rules:\n") - midpoints = [] memberships = [] for flrg in flrgs: @@ -314,7 +311,7 @@ memberships.append(mv) if explain: - print("\t {} -> {} (Naïve)\t Midpoint: {}\n".format(str(flrg.LHS), flrg.LHS[-1], + self.append_log("Rule Matching", "{} -> {} (Naïve) Midpoint: {}".format(str(flrg.LHS), flrg.LHS[-1], mp)) else: flrg = self.flrgs[flrg.get_key()] @@ -324,19 +321,17 @@ memberships.append(mv) if explain: - print("\t {} \t Midpoint: {}\n".format(str(flrg), mp)) - print("\t {} \t Membership: {}\n".format(str(flrg), mv)) + self.append_log("Rule Matching", "{}, Midpoint: {} Membership: {}".format(flrg.get_key(), mp, mv)) if mode == "mean" or fuzzyfied: final = np.nanmean(midpoints) + if explain: self.append_log("Deffuzyfication", "By Mean: {}".format(final)) else: final = np.dot(midpoints, memberships) + if explain: self.append_log("Deffuzyfication", "By Memberships: {}".format(final)) ret.append(final) - if explain: - print("Deffuzyfied value: {} \n".format(final)) - return ret
    diff --git a/docs/build/html/_modules/pyFTS/models/ismailefendi.html b/docs/build/html/_modules/pyFTS/models/ismailefendi.html index d8877f6..66d8d08 100644 --- a/docs/build/html/_modules/pyFTS/models/ismailefendi.html +++ b/docs/build/html/_modules/pyFTS/models/ismailefendi.html @@ -137,7 +137,7 @@
    [docs] def train(self, ndata, **kwargs): - tmpdata = FuzzySet.fuzzyfy(ndata, partitioner=self.partitioner, method='maximum', mode='sets') + tmpdata = self.partitioner.fuzzyfy(ndata, method='maximum', mode='sets') flrs = FLR.generate_recurrent_flrs(tmpdata) self.generate_flrg(flrs)
    diff --git a/docs/build/html/_modules/pyFTS/models/multivariate/cmvfts.html b/docs/build/html/_modules/pyFTS/models/multivariate/cmvfts.html index 88c65d6..486bce4 100644 --- a/docs/build/html/_modules/pyFTS/models/multivariate/cmvfts.html +++ b/docs/build/html/_modules/pyFTS/models/multivariate/cmvfts.html @@ -78,11 +78,12 @@ from pyFTS.common import FuzzySet, FLR, fts, flrg from pyFTS.models import hofts from pyFTS.models.multivariate import mvfts, grid, common +from types import LambdaType
    [docs]class ClusteredMVFTS(mvfts.MVFTS): """ - Meta model for multivariate, high order, clustered multivariate FTS + Meta model for high order, clustered multivariate FTS """ def __init__(self, **kwargs): super(ClusteredMVFTS, self).__init__(**kwargs) @@ -112,16 +113,15 @@ ndata = [] for index, row in data.iterrows(): data_point = self.format_data(row) - ndata.append(common.fuzzyfy_instance_clustered(data_point, self.partitioner, - alpha_cut=self.alpha_cut)) + ndata.append(self.partitioner.fuzzyfy(data_point, mode='sets')) return ndata
    [docs] def train(self, data, **kwargs): + self.fts_params['order'] = self.order + self.model = self.fts_method(partitioner=self.partitioner, **self.fts_params) - if self.model.is_high_order: - self.model.order = self.order ndata = self.check_data(data) @@ -147,18 +147,53 @@ ndata = self.check_data(data) - ret = {} - for var in self.explanatory_variables: - if self.target_variable.name != var.name: - self.target_variable = var - self.partitioner.change_target_variable(var) - self.model.partitioner = self.partitioner - self.model.reset_calculated_values() + generators = kwargs.get('generators', {}) - ret[var.name] = self.model.forecast(ndata, fuzzyfied=self.pre_fuzzyfy, **kwargs) + already_processed_cols = [] + + ret = {} + + ret[self.target_variable.data_label] = self.model.forecast(ndata, fuzzyfied=self.pre_fuzzyfy, **kwargs) + + for var in self.explanatory_variables: + if var.data_label not in already_processed_cols: + if var.data_label in generators: + if isinstance(generators[var.data_label], LambdaType): + fx = generators[var.data_label] + if len(data[var.data_label].values) > self.order: + ret[var.data_label] = [fx(k) for k in data[var.data_label].values[self.order:]] + else: + ret[var.data_label] = [fx(data[var.data_label].values[-1])] + elif isinstance(generators[var.data_label], fts.FTS): + model = generators[var.data_label] + if not model.is_multivariate: + ret[var.data_label] = model.forecast(data[var.data_label].values) + else: + ret[var.data_label] = model.forecast(data) + elif self.target_variable.name != var.name: + self.target_variable = var + self.partitioner.change_target_variable(var) + self.model.partitioner = self.partitioner + self.model.reset_calculated_values() + ret[var.data_label] = self.model.forecast(ndata, fuzzyfied=self.pre_fuzzyfy, **kwargs) + + already_processed_cols.append(var.data_label) return pd.DataFrame(ret, columns=ret.keys())
    +
    [docs] def forecast_ahead_multivariate(self, data, steps, **kwargs): + + ndata = self.apply_transformations(data) + + ret = ndata.iloc[:self.order] + + for k in np.arange(0, steps): + sample = ret.iloc[k:self.order+k] + tmp = self.forecast_multivariate(sample, **kwargs) + ret = ret.append(tmp, ignore_index=True) + + return ret
    + def __str__(self): """String representation of the model""" return str(self.model) diff --git a/docs/build/html/_modules/pyFTS/models/multivariate/common.html b/docs/build/html/_modules/pyFTS/models/multivariate/common.html index bd6ae09..1b9f502 100644 --- a/docs/build/html/_modules/pyFTS/models/multivariate/common.html +++ b/docs/build/html/_modules/pyFTS/models/multivariate/common.html @@ -117,7 +117,7 @@
    [docs]def fuzzyfy_instance(data_point, var, tuples=True): - fsets = FuzzySet.fuzzyfy(data_point, var.partitioner, mode='sets', method='fuzzy', alpha_cut=var.alpha_cut) + fsets = var.partitioner.fuzzyfy(data_point, mode='sets', method='fuzzy', alpha_cut=var.alpha_cut) if tuples: return [(var.name, fs) for fs in fsets] else: @@ -128,7 +128,7 @@ alpha_cut = kwargs.get('alpha_cut', 0.0) mode = kwargs.get('mode', 'sets') fsets = [] - for fset in cluster.knn(data_point): + for fset in cluster.search(data_point, type='name'): if cluster.sets[fset].membership(data_point) > alpha_cut: if mode == 'sets': fsets.append(fset) diff --git a/docs/build/html/_modules/pyFTS/models/multivariate/mvfts.html b/docs/build/html/_modules/pyFTS/models/multivariate/mvfts.html index 4ed62a7..63fc3ee 100644 --- a/docs/build/html/_modules/pyFTS/models/multivariate/mvfts.html +++ b/docs/build/html/_modules/pyFTS/models/multivariate/mvfts.html @@ -119,7 +119,6 @@
    [docs] def format_data(self, data): ndata = {} for var in self.explanatory_variables: - #ndata[var.name] = data[var.data_label] ndata[var.name] = var.partitioner.extractor(data[var.data_label]) return ndata
    diff --git a/docs/build/html/_modules/pyFTS/models/sadaei.html b/docs/build/html/_modules/pyFTS/models/sadaei.html index 0c9bda6..1b00d0a 100644 --- a/docs/build/html/_modules/pyFTS/models/sadaei.html +++ b/docs/build/html/_modules/pyFTS/models/sadaei.html @@ -141,7 +141,7 @@ self.flrgs[flr.LHS].append_rhs(flr.RHS)
    [docs] def train(self, data, **kwargs): - tmpdata = FuzzySet.fuzzyfy(data, partitioner=self.partitioner, method='maximum', mode='sets') + tmpdata = self.partitioner.fuzzyfy(data, method='maximum', mode='sets') flrs = FLR.generate_recurrent_flrs(tmpdata) self.generate_flrg(flrs, self.c)
    diff --git a/docs/build/html/_modules/pyFTS/models/seasonal/common.html b/docs/build/html/_modules/pyFTS/models/seasonal/common.html index 13ba11d..3e4ff7f 100644 --- a/docs/build/html/_modules/pyFTS/models/seasonal/common.html +++ b/docs/build/html/_modules/pyFTS/models/seasonal/common.html @@ -93,9 +93,9 @@ day_of_month = 30 day_of_year = 364 day_of_week = 7 - hour = 6 - minute = 7 - second = 8 + hour = 24 + minute = 60 + second = 60 hour_of_day = 24 hour_of_week = 168 hour_of_month = 744 diff --git a/docs/build/html/_modules/pyFTS/models/seasonal/partitioner.html b/docs/build/html/_modules/pyFTS/models/seasonal/partitioner.html index afeaa93..4217b13 100644 --- a/docs/build/html/_modules/pyFTS/models/seasonal/partitioner.html +++ b/docs/build/html/_modules/pyFTS/models/seasonal/partitioner.html @@ -78,6 +78,7 @@ from pyFTS.models.seasonal.common import DateTime, FuzzySet, strip_datepart import numpy as np import matplotlib.pylab as plt +from scipy.spatial import KDTree
    [docs]class TimeGridPartitioner(partitioner.Partitioner): @@ -130,6 +131,8 @@ partlen = dlen / self.partitions elif self.season == DateTime.day_of_week: self.min, self.max, partlen, pl2 = 0, 7, 1, 1 + elif self.season == DateTime.minute: + self.min, self.max, partlen, pl2 = 0, 60, 1, 1 elif self.season == DateTime.hour: self.min, self.max, partlen, pl2 = 0, 24, 1, 1 elif self.season == DateTime.month: @@ -148,7 +151,7 @@ tmp = Composite(set_name, superset=True, **kwargs) tmp.append_set(FuzzySet(self.season, set_name, Membership.trimf, [self.season.value - pl2, self.season.value, - self.season.value + 0.0000001], self.season.value, alpha=.5, + self.season.value + pl2], self.season.value, alpha=1, **kwargs)) tmp.append_set(FuzzySet(self.season, set_name, Membership.trimf, [c - partlen, c, c + partlen], c, @@ -158,8 +161,8 @@ elif c == self.max - partlen: tmp = Composite(set_name, superset=True, **kwargs) tmp.append_set(FuzzySet(self.season, set_name, Membership.trimf, - [0.0000001, 0.0, - pl2], 0.0, alpha=.5, + [-pl2, 0.0, + pl2], 0.0, alpha=1, **kwargs)) tmp.append_set(FuzzySet(self.season, set_name, Membership.trimf, [c - partlen, c, c + partlen], c, @@ -196,6 +199,57 @@ return sets
    +
    [docs] def build_index(self): + points = [] + + fset = self.sets[self.ordered_sets[0]] + points.append([fset.sets[1].lower, fset.sets[1].centroid, fset.sets[1].upper]) + + for ct, key in enumerate(self.ordered_sets[1:-1]): + fset = self.sets[key] + points.append([fset.lower, fset.centroid, fset.upper]) + + fset = self.sets[self.ordered_sets[-1]] + points.append([fset.sets[1].lower, fset.sets[1].centroid, fset.sets[1].upper]) + + import sys + sys.setrecursionlimit(100000) + + self.kdtree = KDTree(points) + + sys.setrecursionlimit(1000)
    + +
    [docs] def search(self, data, **kwargs): + ''' + Perform a search for the nearest fuzzy sets of the point 'data'. This function were designed to work with several + overlapped fuzzy sets. + + :param data: the value to search for the nearest fuzzy sets + :param type: the return type: 'index' for the fuzzy set indexes or 'name' for fuzzy set names. + :param results: the number of nearest fuzzy sets to return + :return: a list with the nearest fuzzy sets + ''' + + type = kwargs.get('type','index') + results = kwargs.get('results',3) + + if self.kdtree is None: + self.build_index() + + _, ix = self.kdtree.query([data, data, data], results) + + ix = ix.tolist() + + if 0 in ix: + ix.insert(0, self.partitions-1) + elif self.partitions-1 in ix: + ix.insert(0, 0) + + if type == 'name': + return [self.ordered_sets[k] for k in sorted(ix)] + else: + return sorted(ix)
    +
    [docs] def plot(self, ax): """ diff --git a/docs/build/html/_modules/pyFTS/models/song.html b/docs/build/html/_modules/pyFTS/models/song.html index 309e7e5..63c7124 100644 --- a/docs/build/html/_modules/pyFTS/models/song.html +++ b/docs/build/html/_modules/pyFTS/models/song.html @@ -124,7 +124,7 @@
    [docs] def train(self, data, **kwargs): - tmpdata = FuzzySet.fuzzyfy(data, partitioner=self.partitioner, method='maximum', mode='sets') + tmpdata = self.partitioner.fuzzyfy(data, method='maximum', mode='sets') flrs = FLR.generate_non_recurrent_flrs(tmpdata) self.operation_matrix(flrs)
    diff --git a/docs/build/html/_modules/pyFTS/models/yu.html b/docs/build/html/_modules/pyFTS/models/yu.html index 5a430ed..efb976a 100644 --- a/docs/build/html/_modules/pyFTS/models/yu.html +++ b/docs/build/html/_modules/pyFTS/models/yu.html @@ -133,7 +133,7 @@ self.flrgs[flr.LHS].append_rhs(flr.RHS)
    [docs] def train(self, ndata, **kwargs): - tmpdata = FuzzySet.fuzzyfy(ndata, partitioner=self.partitioner, method='maximum', mode='sets') + tmpdata = self.partitioner.fuzzyfy(ndata, method='maximum', mode='sets') flrs = FLR.generate_recurrent_flrs(tmpdata) self.generate_FLRG(flrs)
    diff --git a/docs/build/html/_modules/pyFTS/partitioners/partitioner.html b/docs/build/html/_modules/pyFTS/partitioners/partitioner.html index 3b9d77b..b04bce3 100644 --- a/docs/build/html/_modules/pyFTS/partitioners/partitioner.html +++ b/docs/build/html/_modules/pyFTS/partitioners/partitioner.html @@ -74,6 +74,7 @@

    Source code for pyFTS.partitioners.partitioner

     from pyFTS.common import FuzzySet, Membership
 import numpy as np
+from scipy.spatial import KDTree
 import matplotlib.pylab as plt
 
 
@@ -108,6 +109,8 @@
         """Anonymous function used to extract a single primitive type from an object instance"""
         self.ordered_sets = None
         """A ordered list of the fuzzy sets names, sorted by their middle point"""
+        self.kdtree = None
+        """A spatial index to help in fuzzyfication"""
 
         if kwargs.get('preprocess',True):
 
@@ -179,8 +182,112 @@
         """
         return self.sets[self.ordered_sets[-1]]
    +
    [docs] def build_index(self): + points = [] + + #self.index = {} + + for ct, key in enumerate(self.ordered_sets): + fset = self.sets[key] + points.append([fset.lower, fset.centroid, fset.upper]) + #self.index[ct] = fset.name + + import sys + sys.setrecursionlimit(100000) + + self.kdtree = KDTree(points) + + sys.setrecursionlimit(1000)
    +
    [docs] def fuzzyfy(self, data, **kwargs): - return FuzzySet.fuzzyfy(data, self, **kwargs)
    + """ + Fuzzyfy the input data according to this partitioner fuzzy sets. + + :param data: input value to be fuzzyfied + :keyword alpha_cut: the minimal membership value to be considered on fuzzyfication (only for mode='sets') + :keyword method: the fuzzyfication method (fuzzy: all fuzzy memberships, maximum: only the maximum membership) + :keyword mode: the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership + values for all fuzzy sets, both: return a list with tuples (fuzzy set, membership value) ) + + :returns a list with the fuzzyfied values, depending on the mode + """ + + if isinstance(data, (list, np.ndarray)): + ret = [] + for inst in data: + mv = self.fuzzyfy(inst, **kwargs) + ret.append(mv) + return ret + + alpha_cut = kwargs.get('alpha_cut', 0.) + mode = kwargs.get('mode', 'sets') + method = kwargs.get('method', 'fuzzy') + + nearest = self.search(data, type='index') + + mv = np.zeros(self.partitions) + + for ix in nearest: + tmp = self[ix].membership(data) + mv[ix] = tmp if tmp >= alpha_cut else 0. + + ix = np.ravel(np.argwhere(mv > 0.)) + + if ix.size == 0: + mv[self.check_bounds(data)] = 1. + + if method == 'fuzzy' and mode == 'vector': + return mv + elif method == 'fuzzy' and mode == 'sets': + ix = np.ravel(np.argwhere(mv > 0.)) + sets = [self.ordered_sets[i] for i in ix] + return sets + elif method == 'maximum' and mode == 'sets': + mx = max(mv) + ix = np.ravel(np.argwhere(mv == mx)) + return self.ordered_sets[ix[0]] + elif mode == 'both': + ix = np.ravel(np.argwhere(mv > 0.)) + sets = [(self.ordered_sets[i], mv[i]) for i in ix] + return sets + +
    [docs] def check_bounds(self, data): + ''' + Check if the input data is outside the known Universe of Discourse and, if it is, round it to the closest + fuzzy set. + + :param data: input data to be verified + :return: the index of the closest fuzzy set when data is outside de universe of discourse or None if + the data is inside the UoD. + ''' + if data < self.min: + return 0 + elif data > self.max: + return self.partitions-1
    + +
    [docs] def search(self, data, **kwargs): + ''' + Perform a search for the nearest fuzzy sets of the point 'data'. This function were designed to work with several + overlapped fuzzy sets. + + :param data: the value to search for the nearest fuzzy sets + :param type: the return type: 'index' for the fuzzy set indexes or 'name' for fuzzy set names. + :param results: the number of nearest fuzzy sets to return + :return: a list with the nearest fuzzy sets + ''' + if self.kdtree is None: + self.build_index() + + type = kwargs.get('type','index') + results = kwargs.get('results', 3) + + _, ix = self.kdtree.query([data, data, data], results) + + if type == 'name': + return [self.ordered_sets[k] for k in sorted(ix)] + else: + return sorted(ix)
    +
    [docs] def plot(self, ax, rounding=0): """ @@ -240,7 +347,36 @@ :return: number of partitions """ - return self.partitions
    + return self.partitions + + def __getitem__(self, item): + """ + Return a fuzzy set by its order or its name. + + :param item: If item is an integer then it represents the fuzzy set index (order), if it was a string then + it represents the fuzzy set name. + :return: the fuzzy set + """ + if isinstance(item, (int, np.int, np.int8, np.int16, np.int32, np.int64)): + if item < 0 or item >= self.partitions: + raise ValueError("The fuzzy set index must be between 0 and {}.".format(self.partitions)) + return self.sets[self.ordered_sets[item]] + elif isinstance(item, str): + if item not in self.sets: + raise ValueError("The fuzzy set with name {} does not exist.".format(item)) + return self.sets[item] + else: + raise ValueError("The parameter 'item' must be an integer or a string and the value informed was {} of type {}!".format(item, type(item))) + + def __iter__(self): + """ + Iterate over the fuzzy sets, ordered by its midpoints. + + :return: An iterator over the fuzzy sets. + """ + for key in self.ordered_sets: + yield self.sets[key] + diff --git a/docs/build/html/_sources/pyFTS.models.multivariate.rst.txt b/docs/build/html/_sources/pyFTS.models.multivariate.rst.txt index 64ada4d..3ca4fb3 100644 --- a/docs/build/html/_sources/pyFTS.models.multivariate.rst.txt +++ b/docs/build/html/_sources/pyFTS.models.multivariate.rst.txt @@ -45,6 +45,22 @@ pyFTS.models.multivariate.flrg module :undoc-members: :show-inheritance: +pyFTS.models.multivariate.partitioner module +--------------------------------------------- + +.. automodule:: pyFTS.models.multivariate.partitioner + :members: + :undoc-members: + :show-inheritance: + + pyFTS.models.multivariate.grid module +------------------------------------------ + +.. automodule:: pyFTS.models.multivariate.grid + :members: + :undoc-members: + :show-inheritance: + pyFTS.models.multivariate.mvfts module -------------------------------------- @@ -68,4 +84,12 @@ pyFTS.models.multivariate.cmvfts module :members: :undoc-members: :show-inheritance: + +pyFTS.models.multivariate.granular module +--------------------------------------------- +.. automodule:: pyFTS.models.multivariate.granular + :members: + :undoc-members: + :show-inheritance: + diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html index 9cb0b93..37a989e 100644 --- a/docs/build/html/genindex.html +++ b/docs/build/html/genindex.html @@ -154,6 +154,8 @@
  • (pyFTS.models.nonstationary.honsfts.HighOrderNonStationaryFLRG method)
    • +
  • append_log() (pyFTS.common.fts.FTS method) +
  • append_model() (pyFTS.models.ensemble.ensemble.EnsembleFTS method)
  • append_rhs() (pyFTS.common.flrg.FLRG method) @@ -278,11 +280,11 @@
  • brier_score() (in module pyFTS.benchmarks.Measures)
    • - - + @@ -330,6 +340,8 @@
  • check_bounds_index() (in module pyFTS.common.FuzzySet) @@ -633,7 +645,11 @@
  • forecast_ahead_multivariate() (pyFTS.common.fts.FTS method) + +
  • forecast_distribution() (pyFTS.benchmarks.arima.ARIMA method) @@ -354,6 +356,73 @@ transformations and partitioners.

    + +
    +

    pyFTS.models.multivariate.partitioner module

    +
    +
    +
    +class pyFTS.models.multivariate.grid.GridCluster(**kwargs)[source]
    +

    Bases: pyFTS.models.multivariate.partitioner.MultivariatePartitioner

    +

    A cartesian product of all fuzzy sets of all variables

    +
    +
    +build(data)[source]
    +

    Perform the partitioning of the Universe of Discourse

    + +++ + + + + + +
    Parameters:data – training data
    Returns:
    +
    + +
    + +
    +
    +class pyFTS.models.multivariate.grid.IncrementalGridCluster(**kwargs)[source]
    +

    Bases: pyFTS.models.multivariate.partitioner.MultivariatePartitioner

    +

    Create combinations of fuzzy sets of the variables on demand, incrementally increasing the +multivariate fuzzy set base.

    +
    +
    +fuzzyfy(data, **kwargs)[source]
    +

    Fuzzyfy the input data according to this partitioner fuzzy sets.

    + +++ + + + +
    Parameters:
      +
    • data – input value to be fuzzyfied
      • +
    • alpha_cut – the minimal membership value to be considered on fuzzyfication (only for mode=’sets’)
      • +
    • method – the fuzzyfication method (fuzzy: all fuzzy memberships, maximum: only the maximum membership)
      • +
    • mode – the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership
      • +
    +
    +

    values for all fuzzy sets, both: return a list with tuples (fuzzy set, membership value) )

    +

    :returns a list with the fuzzyfied values, depending on the mode

    +
    + +
    + +
    + +
    +
    +prune()[source]
    +
    + +
    +

    pyFTS.models.multivariate.mvfts module

    @@ -614,7 +683,7 @@ transformations and partitioners.

    class pyFTS.models.multivariate.cmvfts.ClusteredMVFTS(**kwargs)[source]

    Bases: pyFTS.models.multivariate.mvfts.MVFTS

    -

    Meta model for multivariate, high order, clustered multivariate FTS

    +

    Meta model for high order, clustered multivariate FTS

    check_data(data)[source]
    @@ -641,6 +710,28 @@ transformations and partitioners.

    +
    +
    +forecast_ahead_multivariate(data, steps, **kwargs)[source]
    +

    Multivariate forecast n step ahead

    + +++ + + + + + +
    Parameters:
      +
    • data – Pandas dataframe with one column for each variable and with the minimal length equal to the max_lag of the model
      • +
    • steps – the number of steps ahead to forecast
      • +
    • kwargs – model specific parameters
      • +
    +
    Returns:

    a Pandas Dataframe object representing the forecasted values for each variable

    +
    +
    +
    forecast_multivariate(data, **kwargs)[source]
    @@ -705,6 +796,40 @@ transformations and partitioners.

    +
    +
    +

    pyFTS.models.multivariate.granular module

    +
    +
    +class pyFTS.models.multivariate.granular.GranularWMVFTS(**kwargs)[source]
    +

    Bases: pyFTS.models.multivariate.cmvfts.ClusteredMVFTS

    +

    Granular multivariate weighted high order FTS

    +
    +
    +model = None
    +

    The most recent trained model

    +
    + +
    +
    +train(data, **kwargs)[source]
    +

    Method specific parameter fitting

    + +++ + + + +
    Parameters:
      +
    • data – training time series data
      • +
    • kwargs – Method specific parameters
      • +
    +
    +
    + +
    +
    diff --git a/docs/build/html/pyFTS.models.seasonal.html b/docs/build/html/pyFTS.models.seasonal.html index 0ab1f4b..164eae6 100644 --- a/docs/build/html/pyFTS.models.seasonal.html +++ b/docs/build/html/pyFTS.models.seasonal.html @@ -381,8 +381,8 @@
    -
    -hour_of_day = 24
    +
    +hour = 24
    @@ -401,13 +401,13 @@
    -
    -minute_of_day = 1440
    +
    +minute = 60
    -
    -minute_of_hour = 60
    +
    +minute_of_day = 1440
    @@ -435,11 +435,6 @@ quarter = 4

    • I%aU%Mt7 zTcb`~HAbpsKOl2^YJ|E`h|KL0e)v5F7#iCS-$5SS>l((Yr_}w|5J66ipd1a*l%v@j zLuc@|?*M?Y>6;NeHmwJV7@IDPps}fV1dUB|(7a`Kb4FO+wqAGa9-HRb2pvIY_wtWM ze`n2+WOjig_1H9i(^Vwrdu|vGSq%kxIjaedMtR~^q=pS~t$|SWwWQD7H2UM#T-5V^ zZ-?O&Gt%p- z>}R8~eBF)ong@xJsYLzDeHmWlNDk(>yB%e8P^{WW%94D<%63$Fl--VA`UOj~9y?0; z)mSA%N6|zpXp}lN$V`REo2k|R7&X+)-w?H8N0C_tjq;jRjQagIV}?5WJIp3UJ@Gp< zl=cU`JN`h*{~W(h{sVKaDt}V>=|8Z*HA|)cVZ_LkQEXcF2GKtj@78JnUc6hSU$NqW z#Z%b=)MEv21sBocDgFY^Ux@0pK$B%>wMJQX)&eyiJF8=(d=%MP(ci{0zeBn>*!B9R ze~f44Yom1X6H(cHzN)n1q2B7JN~U|q{{syg;))qXX14KhQ{PLh38Yg6mq$?&d|9Ok zvjehekQStl3f%1X?Z!ZprvVpLgafNSzY24>tUa2tsKC*L7O0+;W}FPfnGOBNgQ|_@ zDCtJ%ZH4g}fDynHxiXL!V)4? HW=y zYpQgAGfCDRL(!_{7}_fFg{o+ToiEfQShX0#!K(5Y3RW>=C|KPdO~L9q+O~}7`e@6D zDvz;@=!OpkbV-135v2wN=m6iX!nyQkcU2r4|dk^^@nSda~CntjxFHBI-Cx#x8I zETC7_%QekJ@s?M5{yvq>YMF!8rCRs~?c*_Y80-?u@Z&M;mUiGV6!HIIA^u51EYgIU zDlX4-8m@O(p1-j?pBqE++yYW8d2Siwk!Q6{iDs3E{7QU6>>ZnI%WTAtfrE~h(K&Re zE-6PJs>7b=k9Ey-Wajbp%v8kpsrAfy{!MZ`C+gmTy!2&-hwGX7z|?uS{?a@f0PZ!C zrfOJ_S>PO|OM+cPa(LGBXONjMnwF0bHirvm0oUc_(E7>*#?{vrHqD`3_ipt~T-}hP zxAHowv?S=NQm8pfK9Zw@qg>`w(ZFmcA4fykiE+zxL#&s_s7-v%Z`)umL7641k{r9N zszzxUk+fF&b?x1+TZ`V^`)}|BwFm7D(^`>=Z;s368i$$Pov-N1VAp?`nI+UQT~xmZ z0>$-RzR3K+Y>u{EXHyLu;#vYJ>br1Phu_Qf$#B!5at}Mg)wBq+t-QqiU$pbDK}x4* zCd;2#1{W<-?+_`zGB}4aO9tnBWq|WZ4I<5ufb;e?tfjGuk!CNy>SKx909Dc0q{||{ zq+W>ODr1RZUvy%)*;qTnU%DAS)5sj7)l8ozk85m>&?m7QBhsW`eP)Tnt@;LyO@B3| ziHRNerf{UpvE)dj$5JrL9LtWBqRC>__Z~}*Gi;{qCNhN8lk7YFUT83*q;5;_b+Sa2giZVL}*h@ei&J({(Y-8u)bXzk+4URU4 zX?C})X4c}=mT2g=NsO6?uLX$lw{T+0x3*2J**4%UtFJT6-DPxuSo`h2xO=3z*;HO+ z?%rbVj`(nQ?&_<>J7rb1s)aehSsQRL_?o%oy%idg7xQZ5lK$<0ON@2XYKxX8UQ>W$XbZCm2nq>N^#}mv9IXIUz+&`Cwn>5`i zE4W`SAGAO{L@))vd=;G4%8Zf|b7@AJruMcngKM+{wx!^9xjqVxv=qF;CV~$39(5+O zX_y(Ho=U`!vLey!=G>y|gI!PND)A3yo`}@3YD@~kHCPCckLU6N&&#>{={`^Y=o-c6tO z+O{z>r8y3{LV_4aST`9P#O`prK`z&mDnnsjTC;|4U_?b^q>3PP)BE{b^8Bbve~s;oPgsv41>{ zW;tF})o?FD?;JKVFqAN7TB|(TrC=W|@^$gYITG{4pfrQlHe=O0RrU zW4)%8ef7EVG}$<&Yk9J9lmRi>=(vagwdGnv%B zM(^ZBC(T_OPnz@PNjvR>6YQGXk_Bh=cy26R1H?1-XEvUIj? z!vCeS3xM$b4N!Wq5CqO`nwV-bdrDyq^@GfZ~KqkwdO9oB^8PQjMgY#k zR&}3lc?>Cb7U|Mp*VMdwM~>9NrXQbxn3P9WDId(E;iE)jgt$Pu$0X%rc@&g3=8-w# zq0Mn)9>=8hc{B=?pa&fV7Ur=jjvM7M#W#E!yfhNy$7g5>bIp$#^$jm7nc*ae0s+LA zA8m$azFj93qs_tE46znVqeUCFb_|l9kbKfiT@{gIZj;gZI$Lj1H{Yw0DE+E0-?C-v zfhe=Y9jH#{!B5^%qsN+|0k!O?R)V@~tl81oMb`zpI-?WZrdyL*rtCB=pRyBQT*^*I z5f7epyk8oF!)v8-9iE-szGW@~IEToBaYj#n96O`Q$z(b7EP~em!&Nv(E2z%fYVi@?i(=Tl>FJB`$N7_(oNqXkM4! z2K;GK9fV|aSUqIfPgL-)Dr~wKl45n0 zRcN-Z*BXT$*#+7Ox;4uTQE7F}UUFptO@LJaeO2~Y0e@Atv4FoSd$xeTDtj2n{8d?N zT&AYyz-^|PwxB(4?A7xk)$rXX*N?Qrkj3pc>zs# z>(0QWc)7a1+mWws%rtALA7+^2adu713L9^p@^tYdi97C`#m05&)7Nu8MVTdrPr*j9 z8HaiOTeHk?|Fbq+1rdDebh?Ph$}V!4Gt?kCjOikWv11e{a+roL?exy&8aBjrra+yJ zGt*VULUSZoVjH==&>SS&xXAAl)uKh_0hKf#SyML`X*f}L%EL`pm)5ZQdA_+nvq{*15dftt9d&wRSo3 zmLC_Hl{v(&#t}#TCt99&QHXt3qlLIYjSjI>9yB}2*Ig81%Uu*=%Uw!5WQI#TDev2d zbEa?Lk8R-bCOzor&Sh@xTU%@HqdPxCoXF?D^}thHUG1W{>dT6btKkzVuHw&jEHhvA zN_G0f=0ce~k#h2u6ZI!Zd770;A4GzpGqEo8%9&WpiC!^hOe8V?`jAVk<7IL7 zPB}vP6j6klx6G^qn+JCps{1PQ0WXVpSDDYMTMxsY{=3@zud1>F(Pa4+GevytWl>g4 zq%ZF-+DmB8p~kMjGSeTroHLhSnHA#lmvyH86JTE6)OU}V!~88CYE4qTS7Q0^=|Wsy z6HscFIHM*(d{~v5#HRF4Db|M@O(L_w6;BasO?{x+*;Yg0f|H57H>d9q6oXaCMl)Xa zpQKF(>D{S~W^?@FWDy5yfy$>&GbiaIii_}Ptq7r*5M=QrmGFYuQ$Mw>=_Ap04BFKA z^93^#-}({S3*65O>egc>Up@GoF9v;_cZz{eFz^Wr_&p048#`ztTHs?M^r(*_<3>A_ z@Ks33lXy~MsEWtUXy<*C-JFxp1V3SB$y$?j7J+La0N|dB+&7uB5d1ZFYDeFL)M%16 zdsVj5>@7P@wk*B7`fIZ}#cK=dNprItGMUVMz+^V}r&gJjROXXrpgL8ll0*IYlv$uR zksfzjf1Y}9i`fx>h}u?ia|<+ryZ_xVGH)`O4|b8P5;7nE0h%EWOGv}Zup+fv1FwO=DKFFR8SB}}Y=rnYQ|sZnMhS6EfS^6MSYmbZ;`6Y;%2U*>7x9N}r|_f|Ki6f# z#w)f#$3l&H-dv19nIIFUkgX=D_!lrHCQM<=YeAqA_?FR)W`yB{Acs%k!xuxmkYsH5 zl1TTzn1L3%fr>pqv?ubnCf{u(*V#(s)yZsPm`Vq)JEH-BVjVLOnmzKeEYXK$&9 z7qOhTZwe>6S79rd?w*}YQPo$#I;!5CV%b`T`eUa#TH6{$+eUF3jD<%c~A*oyOyqQ)xW*Mc3moPUx5IG;4dtW5-mTz^1Dg_nPAnVynMw-omCT zv6DMh)p*%lP&y|wLGKWHxXHCBno0fnCKMx4W^psp%gwxfX5)Y{c3g{_)BDWN{nqKa zVAmQiH>0U_;s$?uSg(%zq7yeS`fxLvxJgs*zlse9Pj)f7+?*heGEWDm^6VCARg_9S zh(T=jYnTmwJe4xalT#_*IA~G%;Z({fucICr<<+S=qkKtTo=TbI!KviNN@G_BK+Hm{pgogn}L??Hw7Z?=xtNgq*HPu3~qzwy_ikn)Zg4Hx19RXXpe zf5=RioeL@N=vYX3N5?|)FWJ73@`o7wp&>n|YgVWN%kivJNVe`vg|_v1g?3v{ID#x2 z;=`884E5&`bA()1NO5&lp)T7hpDv_5lvSD>j(}VA>ph0O3}u#JmKAyo`*?*J>c7H< zs{&s)L+DD5pf}9P&ewHSuxmd$!K`dKwM=I4D!76f*ij2P$^3-q_ZanZNI`Fsyl@PQ zpdK@bc+>15uQDIs6_%!FrD{2s$iE6n_rDcVoUf|Nj`Qdse=Fpr$?q&me=XGJAR22R zj`Ix(p5uI*cg%)3jiVdjIFD}h>f}W7Nj`KI)H49`P{LsfPCaBYAJi#wl!-cqhh2HhCi>}A9ELWl_ikHPj6taue&Ep8! z#YLWEK_lw}v2r%r(-$D_VE7jZUcOMo5&Jpn#REw3{p}OxbK(?3pJ3<{Me6kr%mWfn z%0=G$H`d(`k#+sfSa%ugZjsu3606*J64sr6W6e2b7U32(aRQu#Pa{skRol~;3x%un zPchpM)phPX37jBLid1zzGRNYO6Cw2^B)^{1AZz_8$E}aBcD^9pQAOSU$P7UWL#^OS z2zx8U=IW2ltvLTgt<0cSs?2b=va+9g>SMFN`sx!iN6g?RivE`-{LVY3=)cjWseg)^ zz(Xzm%$$bPJ=F0NK3Fv1&0xLKIlo-Asu%Xh=(1?29)6tYZ?hE`G2Hm-G`kz0IcxSu zOi$R4sbcBpm?a98a315-U(;0lf1$b>`X>)je}N&lCs&`2*Lytq7gSpo{L3_tCl{PE z>-+z1!&U3fna}#g=q7NBh;E&)r8&gw z!=Ha?4%XLZYAyy%=ar*ye@B8kbKdMHCr>9&E|^Z6e)B!Q*oy~gnmAVFPp6>15daA4 z>v0j-eskfbi`WZWGo1qapy}kd*+8+l&Yn(O+x&JH>OJ{ce_Qif2q8Q(5MP^p{f_Cn zU{?i+gBFvQe~rZT@N~+{RQ!4D1Ks)1Xy&KkLR|UN*?F_l91qJ|({*?k*HzAEW~jVA zU7fn$u~R>_qsXh%c{}0qbT;_&jU6LIh$^`NPgs1xale>Bqe9&o>X9ano)S;;uUabb zd$-eH2FLhApx;hcMJMsK4Z7Cj#i{9>SM}F`(ax+HZo+8T8S|@IEXSc`q*OW75}i~* zVv&B?o%)}ePN~&lG>(NpyKEqH*y;Kib~~MQ6*~!@Fuf|qQBBqQ0cTFO%}_ZZm6G6B zNJH|}(cjH#D)O2+RJ=|M>iMfIpP_#I6Kh59*^4NUpYfK6a!r`~NcVG^6*hxcXHYP| zr2#pZ|EOOVssH?lwdx=AJO2%@=Vp*OYyqle4qIlBIoQVeDl;u}DD&w?kMjp^n3>Kn zfWQ($XL1-%yJ^ml!818MZ>cW+$aBOv4He>gb%tdJh~>JL_K14SB&GJ4Nw$F5{JP&v z{v@<30r6b1^Gp@d$nh|~fzpWl4HO|l$D@8SbMf%v75d^))Z6#DW34E&dVP|Rt30Wh z)aSkXs>7c9+@~puV`k$~(bOG&FMb9F0YK#Ufb80;6UUOQDdQWs|>eCs_X=7E#;OhD^2#0H{t_yZOJBw{< zM7U$JItgEK&;FjC#pZ+*T-&pH=6g0S!7)&XQ@*y z9WNpAr-*Ta0qF0=zlYCAwPpRqWk-*Dk$#({M*jrQ{cRTfK0J8ieeNsK@*9ubkl%D9 z9g$fFTJQR{Mq@RFE*yR^9APT_1e%;pbVSbP(1j-v60RYl<$LG>w*tLQ4beByugqf8 zdU+O`77o-I4xSSFjhJn5{G}{J%do4-D#D4DM&N5p9r9j=O<*?ov?je(fUm%{O+7W+ zZd1io9J9PO6;{>ph}<`uY--PJx(fz_(qq_w(A-d*IyRf*)Tj0$GOKUwC2U%IG`Sq3 z-k43M^_K=>)B2s@)!J%~P2v}RC#yooI@jC*T+6C<%)ZyE>ddjM>Ls6kU{#xHIQlzd z00A9E&0%}WYK%EQ*y+p*p-pfs91Ed1d{b1-K`UDAG(7GDgB*3rsYfmR!3$lhqZPiU z-+Mp)(!oG=@_xrla^M_RV?P4mNY!@^+tU&YX%QjGMRVAm@Fe9g@Wrz1<|PXiTa@Te zZlA+;gD0Ur?}JLl)0>fWTxy5(P8&g+Icz+as7lABuRYvRT&h#gu~gojL-upWLjT%} zPBzqJ4%v{ecws}xUrz@)Y9l41l}yB?8fta0!(Vj^c8v8}6CzYCF8(>#FS7$bnClH=C2}Wt*T(iHk*(EHp`q{>I_9#m-OP0C!rljQPT%d% zrJ!+cuDa33@vFp>lz)~W++Xg4U_>wJoJaF!$2`Jt%wtQ#Q)5Uu&wWl~u9aBHR*Vuy zDENM5MH5Fa8Ry1`^AtgkIlIZ=)T zId>k--1FyokjSKV&Lxxbm7NYtFV3^VQWteI+EL^+BxF(xvF?FZqv($ZADqXFqDZ8i z>WLWG-H}*FKl$-IUi+A*Eks`Q{9@}ksEOoI^x-^h9r6zVAZz}09%aqy`xcHwwLS_) zLQ&}8Jc>f)K(oxDeBQlLsMdVT9`^fmq3z*roMW^z3LvnDrt{ezu(CN{Ho_-YdKaes ze3D>W4T9AWh{_Xr)hrq&WhDQ1-7`5ZX# zB$Rnx6s=d;b3Uo3?R-{GGCtYYA7SrjieB|lq@zXof@DXYkjLlia3SAe#8&;_K!IQoSdae5mJ zrbj;){sC1Mc=cF+0qL;^fS|{&3s{f+J2>KH=LIzVsj`5S=m3tTM8|@Al{gml9;dGC z)4o>X$W+Hb=WJaZ?3%eiD{;IE@95|xr!8P5u2?`yT&6)nT=f^&l(=;P`DWPy^3AdZ ztVBFXBTu0H| zg9|wDS5_sR-C2XvEOt}o3H^cUy9~!nS+AJle{BY(>A6`<<{%!V4(OYYX^kEyGa0xQcvwNHLj1e>7#8L;vD?&0!DfJ?1db zr(10fw|Y57I^WX8!LDP)UZ2iWKlXOil1Ga<(4W=ay4UeP)xaSx7euSQn?n5^B8z50 zH;PsIPi82_Aqw^QsZ}kmX^3cfrPyX0p$o~Jf)Zhz#`4I%GoqXUzZLxm+7BXSwNBcQqgq(n8;orHq$L2TelPu)G@DbF8bn+-# zg%$Y9LtDXyg_ad$sCfesh&@vjY$-U@UjrQo?h8rx&o9*LHTmj`K^SiiEhJapzmS%y zpVzdoeqUQietib@@as<&vR^+s#L-BeUa0*Ve=8mw<9eMkAX%C$TX?S~Z=&9#$!C2! z(3;#d)X~A|SVWpM7O^J3d=dLju3?SLy|(p5(7h7Ljk_zLgQs<^79T{6o3PK|W0;j&w|sE;Iubd( zi~Qgs68VWmB=Yx=wPGPj-N|t@k#D2ReM$1gMdUkMfn!O0D_X)S3tN743H2U{zwke8 zU3p+t#r4j+FqZ`K*aV6R${rxBL6D{FvRH)xYTb$~$~r7z6(5b3h%Ud>z@2SV=hD~e*bJ3yuhTS|`k;qyahBLddShHD z&qKD@OItS&h<}RRlk`SGwgABb*?K`1^ao_W z3m~J(#|7$-T+N8j7cijpG=?54siRr!zK=;Q7akYTQ7d$Jes@I0xJY;R`vDxGxv~W9w3Q*(Mpymbr0n~heijF(CTO;GnZ$6~%VpP=T zY1zz5>K!rPyM2WkN!@%5U)Gw~8$;<#ix{*lFMX9rM6l3SlA8x@C7^YS%?K4Y7=6d> zJ?1Q!KI5Soi!o}ln=t*_AEZ~7udGtf#=pqVlJqu#y&5qB_VWTe=ohdL2Vk#`z+U}p zHH}(a=na}P82zx~V*+AW&#d8X7ej4%j_PXXWUApbEFA-U#!KBrL>~lvlH5GNC!=LK zG)uJ)pZ0r=0jqu_OZ5vS#AgGUn~ll9QwSQ!>SUupgPwt`Z8q1^Xn~%JAiJ2Y9w1~B za?~ZKe>O~dpKRVbw90;!tJ0h?6vM|^_u^kN338vLJ?I%}UlmAuuWYG|7xQCH?AMWX2fUu8 zuTf2GodPx5sT4q^bXi7$dePY|SW3ObJtbHSxp-KNU}@l0ylZTlQO%l1`=TOW0D`V6 zE4{vLRiyrr@Oyqn>lFoDA^#F^)dDW)7vSCxfGfeY+5eUh6}~8F zE@ZRY^Uf7PbHPi@e+12Wa`DidkCjYKnQ9yUo9}gB+Iy8#!L-Oh+MDH|Qhn;By-5x# zRnRZe-ZRHvsXmPq%()6Rkt)@Kuc^6QU#VRCRHgcrGdc&=YebIC_?oPTJgB14l3!AU zRL4ee^is#@G^s+WV}r=WLoz5QTF2%-qLRZyeXr9XS@iU&y^pAjgoT1+fgl;ezoZoA z3X-5-ASnnS8Ioh0G5FPNwuJ$e_p4?IGY5@`W*YkOKjfPsRs56VH}U zsK*oj!Oltg^Bf_bbg*V$TW(cf8J+x$oR`)aTvfielk;N^80Z!DkgO?X!|n7 zLTe>PBWRe%B?R&h-GhEZPpaNkS>u~H6+jfVkfU?O%5;3j_Z70`88ymzRzPjZwQZhN zdz^i_`1aV7i*JuDUb1%Qq6VC#=k)DyJXdPKnCI!+Ht@H{M)KqV-6%kP zbE=o*@o;<01Ap!D zjK~JnCozz2%JX4PS)RWJRlKAkOSo&CXYx>Op3dX;wcM`QNvYbMhbr?lM=Mt16;^9i znGNLT<>ZFEXq6edOSK7a^858nhV!!0_R21`D&ZKvkfh(GsHom-MEIyT?+`LtV-pMj zcH?t^h*p}7c~WWYE1m_MxLZwg;?@Gu)jTnN6Zfb=PNTK<_)68chnK2`YyTI~xAfRU z^sON3;&o2(%!(FFn?EB)iN5y-=)ugWR^t*0o9EyRqsNBi%Npa2o32+n0%>y^VUfu&T zoAIh@6~5i?)q}DBRkb}Km!Bo+Y=LnbLPkMl3XGs%z<4qMU@P@7&S)4guLx>M-g zVmsvzG`;YO0NO#fk2AGvTt?dsmc6D%I&TQ79bVF2N8CYLx0T#HR9mB{(*H=bZoA*B zhpPIZYHD}?Q5{M6E5DGWKN4u$5ImrLDA0ld0NTF;(6)KdBBb?mr(r%hP?Y#?x^=UZ~y z>MW-isCrHJlJFoR3l_v=a`PZejzY+ITeVA^=JRSP^(obFyiHSb36<vfiZ!C-c#R9LvW* z_4(*88LZszrSrXfbSPKp1?o_~&zBD6nPW7v@@+mS#ePaP?fKYCemvZJf!o)eG&f#% zvd2LedN%8cv)4;%X6pI zW6n15@|<{i&e)0%)YA_AhnL^h^1=%@oKxcE1iaKg!MRXt(S~y(;{Ux`{*V4eJr|0z z!#|)2fvfNze>LLYcB@f$^J2I9wtJ1bmmW(JzONMomb;}&5Ge)7o0I}9cXQ}Jr9j>BOaFrJYp*6R)bD|ppj0$pOGnmJ$RER8(%JnlsH(#p$n>uExn)~a1K)(w1D7E zyokjIFVhz@Px19L81?OFm`NrEDjc<+-nM*0-G^P&f_DF)9}No8fz~U; zN&>6}KK6HYt(|a@Xm`CrN|W?5*A{Xc33aj4&P4|FQ&?@yYXfH3XD`uMOM7v^Fg}IH z9NeJ*yawYGf;RX#_y~F)C17;}kue9~^@UoLa2Go#>0cH~W5Ei6STZBaPHv-z5hhNX zo|^n$bX0#9`%TuA_9z{vrImP$A@^B@$jA_FvL`Q?NV%;Lndwi9U2~a8)s{kkKDPQg z%0rGg`y>bV6xxh`sx8hDLQWKXkB8+vJIKw;m>rTawb{p#8B3SM*vHHM0MWt8 z!582BOU+F9lpiMP^AtA`tX+r@#`SC=`Uk&f#v{c12VjbFtX+lDN38xfN*HI`VgIHn zsAff|B8`jWtBl+l+ev#=n$x}rP#YIf5H; z_iA~<5Pp`V2T?2pDiJ{g)PN$e#-LyH*mo8AIaOkjAZm8S_o=e@yp42Rgv@@8$#|~p}O{fjJ`W3Bt^xb%4=zG#m-y^uz0H{?8jGBU#Fm026f4;1-6H5V0Ww}?q5($V5RDoZ@I5JRI+)gxC55@#{MzsGyqW7s8!<-2e85zXE9JLhHcvfo_RX=j`AoVMWme6-i-PYlO ze!m{1UtHrJNtnyelJp#bGyp*Z(oBIA^b1J20Z0Q%=)TgnHp_7ug#FvFX$LfIN3X=Y zw9kA^bN7pc%@WzB66%v>Bf7Jp#BOcjmd0<0q|vr*={{h${LH;M;Scim?@OfJ((PS+ zZLdLYT|4z!x1G&w>Bf_9?6ZEmrF$EPRL&P6MPDg(K1S9#HMJh}wofFvW1O!__?WzK zO(bG!^k0_P4$1D%ogYya!6&d+O-o^~8kNe?5)@Ooj*ctEj`hS+P~94elX~vc6slJq zr%Q0AM4ORrn``4rJ%e?|A2*I{8(fMV>o=ET$NDX$vSWQTMcA_LVCRlf*|9!=!qAl= z5^<&2v0gQ0l9x959xLVX;7Dl< z>+ANk@3eE%ofk@x>5p;rQk%Dy+DYx*o1EX3asy})c*3coraSvf8|vUTU)RCy?z}@q zK&RgyF6CjZME~1%bFw?h`I{8c`9Kl9Dn)dbi|ED>C6G#}ijv@!P*tf{La)-3XqWP+ zKcOh0#$_m>%glt>{2GQ%29Jvn{5S^08V}c^lfBySq0y1!btYlgp4V_mD>~U+yW3 z=1a>Cnlnarg+E6xMYHHvzL@AVjH{s`;eZq7z~3rEXBD=`d$@aIFkbHI(uGC>;|yRd zw)1|&cW1^Rtr_5scMb`p*UM!OCX6aI<6d^ZEV=)hpNSE9f1+KOgwZ`-C$ovD%*!;T;3E)LN;^#N|*@K{P#q$np>*t)~r zJDo)pT-NdPIl+8cG_KIhgrhUR!hSZKB0o03ty@*KxHCJn<(uGx;Y?c>niL`*R3&~> z5vvl^!Azs{(&5mXD^M%OR-jglp_sf{F{UC~E81K;&6jDv2&5EkGw6i#R?h}AWY{RG z(oviKyHW1Fbhd(*A(t!o{M7YM-Abe$X>+_7|E>*g`896{BT)vjUxJC*nj z?!^yeVOw`rX>fs$ppp*Ntz^8sFo7T7d-$?|z8C;~(FfYC^lHi%z9dyjO$j;y^lXZS z4w)sKd{9nx#x3q;$9b}{`u=h5&N}s$Q+Rr5rA?aX{?@H&Pe0DsgA?5+GB30w9b#1y zX%G!tkp}S|YY^?mdppt~POt{?URTnNvPkX_71KMC2C+YdwEZcx z-bjDdDJt4`Aq`@6Drpcq`;zt|iyt{Gh{EoqLAX6ggD7VW;s@3sbWhSCzF`d_vlnR) z32AY0nVO}piizub(@%(JS%c_(18ETZS%bK_4`~o5ScABpQwi~xTS@zX#h2^`vHM2S zAkzAi2C*@70I3^Ud>#`o4WyqCT?df{@z`L}AUGmaNrQM|6lo+f<1}A!FM_Xc*ARTKw}#-`n>7SqX{;gm{$CBjcj0P?g;PnJ&w{Uq z6~VWqY6!kZR73Dpn;L>Iqtuy@eA^+eJjCsLBKYz)4Z+tWX$ZdMM?>&ECmMq9aL^EZ zt$~K%ljb!9p9QWV_&{e3ac(wgH7qtw<@&dYQ_W}Yir|xHH3Xlwsv-DfQVqcebZQ7b z_fbRe*?$^>Pn6RTdL0JP(!3@~1TWUn z5WMz9Lm1W|c-4i5;8hD6f@k(M1kYq^2%hT2e6QxIN)bH8ry(ZLbdQF}#M&eO{)?M-*PvqClY zg}dD;u=57y-N3XPm~{h_ZeY$0Ou2y>C%s)<9KF*uE-oGR+rVraGTH3TCfmSL8(3+h z*-WRyIvZGK1FLLck&XT#lWekqDK;>}1}50R`Wl#D1FLIbaSg03MMmb9_W?;Mw442Vtxzb^;3~UwU1Q{y>8)aah3~UocNyf>*CK=eHOao&? z>7pPEjF8c6h0 z5z0BTAyhPEKTIaD&-tCRf85v6_%Q)LCZ8~m1f!O*4!AEhAM6OBpNR`S82~payvR7 zSK0#&=@5uE_qpxaanyb8gqY)wh~xYBxyzcIVX`)^A&C!Ji+HR8mQkJWJiSg zeM`1PNMC2Be;|EpQb_~pJHb(IXA%`dzP&GyXGS9CHzE;VW>q2vPps38{DCKybterx zu>n~k;fas32A=5jBn>=qA#31?S6Bm2%hOi|#m#ey6ekwY0-Y z1GPNQ8XHc%hXtr*Z?d2;pn4P8PhpmSXAR79$7s^PEW6!I8kps?%rU_%d)`7CnB^hX zz${yg=UkaTl>}c}spqj4%cOa9DhV}%Xl1~)mNHEA1HBx{Bv8`p$FgS@i&%h-wirhm z*eG8d&xV@#0}C)xzQ|k1C|@ZpWR&kN7Bb3rehL|-D=WuG*eKuHCv22&Boj8umvjjm z<$IHajq)`&!bbUe5@DlD7}!T-pFMOR%?_aBHzHM_l2xe!o7mrPSb)UlQV?1Z`RBr4`9N&puYAn1@K-vKxKo6{@=3TtVEGJL5Lo>QYmbtJ z^iusOjd1(Qgx`py+98S?Ni}#cpPwp}myZe+%F8Ei3gzWPA%*h3$QmdwAABd2mrphm z%FCyM3FYO}vxM@}@laH8!Fl-%CE>h$(hT}3%_p)5<>f;;g!1yK3PO2#6TDDf-k~g% zmv^HI<>md1LV0O2;USsY?ro5dO^FE3;l z%F9c^h4S)3YN5OrSOewdMZ7|Jc`2+=US8!Xl$RGrQXj|(;dOk%d9Sht&dZC%g!1lS z4V1S&b%{cGd99C7US1L-l($|XX`sA3k1dp!r+J0)&S4Fdm*?Mv@_s^EE8)C6(<7Xh zhuZaA>Mp#hGPg2NRid*dG6l6e?U zSn}8k(m<7Y=w?}QcxFb%(ghhyXG~cUU?k6(L8{y{dEE6lYddRj6BQdr7;E z?cOlnd%w0pE{QP~*ANS_XojG&%Idf)t zS_Gb6-QRDe--Z!e{aQa@+3MCHhqKAk+*;dO+t}c3cGWjlwbgmMY69kW)kJpC_h8F+ zb>9cqj_cFWzqQ%Z&_Zpx)UJ%1yH<3i*YxYibYJvempIhS5@U`G?$f8nS(8~4H)TYP zLwOy4vYNhaVn{!p$~#ikg>i}f7B$yab%`-SJU;vcRxs<;I6GFVgBF(hVHI_dk`;#k z2f);IkBkW^wlvJo4eFkVtD2*O3wyr+SVQhs1XK|4gV#CUy{4-d0g_#9(`{1s7d%wlX{15h^=Y9BPB9-u&1+J|$e8@tT`Y2p5Tq zn7c=XbyKe7-f(qEayG9BR})vvQ|G^*LagcP=-2G61_>#n!qwcA7`^}il(GUI6Rv)F zMQm6&VC<<$1bs@L-=&0yt2Z}Cs|hbTGm+*lC4&J${z@ji06?EUZ8aG+&jQVn1}BwF zb<@c-HdUSRc%*2rWf931h0K}SR@Yj4ou|3h)9RgWDzf->Ez96{hpXL>$FlKaNi9n% zyNG5BiGRvvfQ`;xWg}uD?O`-3MA1dS=^@JBgsZO2CH%f{wRFH}{up4jIXbcf;41TU zx|OTpzYgl)qUg(8%wm~c`5mN1Hf4yL!hn~+hMRv*8Q@g5BPp`1Q(f}+i1uNnu1a8< zx24w8;A(0HWSsa>?1UlkPi_>@Je9Rx7)l;RL>q|b9F{mglIa>M(}T>NqwoA zlnF>V9j>BD4U8a@3W?B7%7q{elj=AZH{rRSMf0EtX=5Ks8+#uxG;QpC!^YeMjckmJ zOPX1FglT4fGiXyzqnWiAPxm%gH#XP1T5G&6L(^*;7NHVg*{p`z>%7e^Ui^J|ZA)ci z8~o4};up5o^`V~S*9u7>|!xr=D5o-P) zGJ>WeBqwlM?ApVe>aJ74gCeUutsa-#?Sk>EwgHGzkGwLHdm~iOzFh8!5Q7R>+%ONa zrvgU5P`#E5o0%rv^8=vkiBM-0w_Zl9d-n_Fg)GDHIbK!dz8_)OIP&eu-I8sf#x+v7v z6%L4Oh&toj92N`DH1+6}0X=Gf`Lavk8@Tq@9jplcOHjl1EbK8RhDPF;$nx>CIPK3O zfKN0m9tUzvlRXaP%3(3fG+BLE42?AH^;0WD)b5i*f6=&D5&3^GF4hBD)^V}W@D|?Y z^9{>Aq})jSJN-!xTTJ|0xjBI^1KePAycVF#(Gki2MWf>yo3l>2fIjLTq(WW!b85R& zxdTa);MQwuzV`my9?L#JdOJm4%H8!}ay!D=j zs%%%SX_a-$#t@zrNiP(U^mP0YnK_rdfY@%rYn57QAKnrakhlrfwqtO?rnnNO}Ue>i?RUZhb;IGENytT`N zVdZGRc0r`drkhSG`6586iFYL>4*M{m0GUxIehdOOY5tu+wBi=!3o>8v-9BhkZRR?}-05xMM`Y zKF7w=Ljmd-xNnB8Ob@j=Quk0f$TJzZD`cA#y9Y&?PHKw{NpMo_CF3!etX@VDL~TP; zTPuyJE>C4;V{;X$ej|LVZ81X*n2eg{WGMbG1C(HeWNL6c;0!tu7lj&}J3x67@s?&E z8-=liQ!M_PO@lDR6T~uu+*sWSwJ@NVnv$#s6Ox|mJauheS8JoI!YdK4uJu-_U;Y#! zcILB0HborrX9?=`p9k>?Q50xgIRROQfrj$}5KNDG;c7s~geVL`*yV_AvO4C+0A3oU z?*1t$yuwr0RO4At30%k62i#JCLX_>mzd+RG8Qmv_NYRPuhdzRMLx7CjXKMXVzHnIfT>(w$;b~Z9q_N9AT zf9_ z0On_i5<((ylo_rJl4Lu$zyD+(hJq;m(d6v?@I^Caj6tq4x0@XOQk_oIwUraEl|Fx^+=W_)JS&x}e4DX|AlnyvoHzW)pE9Ip#v) z)Va{R&WX)DrJ0!{&J(Vj+n%DXF@w+jpgW1)J{jyIM_v|y*K0-BcH&?mB#jc+tcabWCPivVhExWTkYjre3L|0D);G3t$<T zs84<3=3mCpYQYyVv|8{3eBT@$augcNdV|Wf4?^< z0!tjq;8>cOt7V_A;>TiWvaJSx=7axj3tgN1i)_Asct*r=JTO4uJ!;3R8KdwF}dN6)wz+DjGU19=NqAp?q70k zeRQAP5VQ_U9Lib^`Nl6c@DAt$6T6SZQew9oYdDq5WA()DEWRU_Qn=5?(#(oK8>?3T zV;H_LEBoKrOlD=ffey&ZJ`gLjvd1OBkL&<3EBlq%<|CsGWo0{nCdkU#5l6#`caY%# zr_l$h)6aD2oDTcy0ahduvsf|DbBH4!!enq$AiGrEbtYQjdhTa);Lf|%qKRv*^e-`pp4k@EN2gxW4 znwT=ma`YynN1%=_Be$&!)Z350YY*Ikr4D5~(nTvb>c)R<bE~%&KJsx*Ju^5krn5f z6=m$q|B7Tt)!7f+1=ZQ>kgB6PiNL#^76P4O*E$v=!Wg@PKjKsq|B}bMv6=*Mw^Ii| zdbADr4tiu~F6z;nKpJHCH9Zn1IJ;9*B=N;W79f7xmwEVS03HnY6Q?NkW1sRLpbcox zKb_KYKS8Xd<$epjLY62}tQ*f{s(LW~>k_-%tU)~F&vMv6EGQ&ck1@wUXlrW65#WsU zXI2Z&i8Hn1n60nwlWAgm0BZ;;gDRjNrExMlcx@oNhhG+FNvh1oUK7-&SAv6PVqK^5 zE$~lUsS$q&Vx?@ctb#d{MR8L6i{enEtV({_^n5U%8Ao%P=~Nx?(YTUfcsxz9pb)tcruKfVS6qWn+CGE>#L+ppCZkWwLggRvX^CUtyDZo2=a|YqN1;-5i$5 z$6|+M4lEx_lGRN&2k;zdgNtNaB|2NI=r~2*H(*nr?_N^K8u`@ zngyMpz>^Z#)SwmEw?nxBdcrkR$i#Q?rO*>P;=AKX#GP2hsYJv}5pRws5kD3$MGS8e z@nb*|i1?9sDdO&UOdpE8WLC}JmMsp+7J-KlE681n_!O2dB2!oqKO`H!Zf|@bh2721 z%Emuv-NAcvD*HYELALnLY@xZ`2M}rLH9LWs;CAnfClz6rh%c)(uThj>A?X}7nV5iT z0(wXF(NPp7=#a?&E{!Mku(K4^f$mdj=ZeS^gg<*NkLlzsek0x1c2xEW0v zSNpk$tM@06qJYuS7j(f1E~zZ=CS^%*p|Y?zS!2`lew1>Kb&*?OQ_Y5xw1)5|*Dy&o z9N)7ch=&qZQTm5q-p@rc}8u+%e zFvQ9n(S0u~5GD7r0sLja%kT?j;`AkKr7rzn4`)~LzXEuW{yQ#_J%Swp-wmwEVgG|K zxj_65;v}W~8FUO%4iJNG)THc(|Kbucx&A`2Y81<0j0)wl%R4TT^dSIZO8StiH%Yq^ zO-a9H>r|W8*$YvtOA>YBZXU~~i-n`v^*V8_Wh`9$<6$<1&rT!?uS`@sJGJr8HHOV& zwGww2^*}|DjP+XwhFl3qXw+7TFITde>{k3Hb$X?2VNmOZ@lOPlvKY34zDSaxBN+Dv zP6bFN$y3F;TUZQEp{yatuPr1`v-F&(CnfBKNb(C-lJ{Aty_UZz34Ps8Xo&dD<*b|? zm$)Of$LL?A_I0z*qmtUQ_)Sv#qikWNHjDj>3MHY?5fZxJM(F-t35`iIW&5h7Q-e@@ zArd+~NtZ2ntjoo)iENEdEkuk8FHa(|PEJC%b)0!b{u)r+`S_BGI~n@aM0rgTDeevU zQ4+Tl|FtOYsVU&1+Ne+xH#vzEcN_pQr8q9BH^uF;5I4crsiwI0LL_dRK^#u2#Ga|( zhvf`bRFt#n{D35GZ<6@DoPEL$BVsxH{Uq|jCyZa{h4-30zDH#8e#taO^JFEz zWmwOtyqAPNc&Zrn4V%L~$uwfmPnJ#?-u1H}%$lD}Blf&xIbzRArV)F~x9nQJMz&b3 zwSf2hf5OCMwQO;lY{BM;?)5Ag)(QBpuyYxkl~EzZW+hZABdVNa8ZzzFp^V-FnB+NS z&d8SNkU67cvIgXKNQ#foWy>(p(|I-P5aMEm^#Rj^(v#HP{-e~hL!9F73O147 znnJUbAzn5?)K#))p+Mw!L4-7~ik0x^QYcNf&8YM=-v=Co6xlWds;+={MN=p9Pt-R&y$kj9KxV5ITMBt=YuPnCI~B8L;%F@^>3>Nou!$18YU#W6u`G{1?qZOx89<2;oY>p03hsrXKhP}|fBBK@TseKF~%e>l51S=()kt#y!*lj`A zV39+amr4e#;>-%!A3(cop%U&$75CS(yLd(_=Gerq8X$DODV5ysasYhW6fwFHI$4)W zTHKjRGl>U{U+ATlV<%GQVFNred52{3?*Wd+bF283|rAh-}|9ypY! z^&6`Gv6iSECw{#QW^jMMlTC&V6*G3gSb{@qH2n)hYpCB)gW#y4H2M_dH#zzg;J@u+ zV+TvZPW;tX+oM=67HR=9bcEEOwNZbzC-q4t_2tl=PCc`9Ee`zwwu!DB8KSOyZiQbZ zd=aJFnHx7Hi|g)UYq0xJe(g{hGG9mNWBMYn1%Wt~DDmPRI0gXwOw|t#O%&4sL)z}K zdZ={StB0yj@5|=!!m#-^*&Zh*EkHC(ahit8Aa}b7d7Bk7C70BdFI>U@1T2QR%_}B| zZ3YO6bFUprj@nAyP!+}aEp#r$NN#xiO>Dg`M!$Ae!9&tWc!6m$O9{F@=eMzK7l|X2|cbnc-aEa`zjMjeWW{gomV?2Kdum zngR0UbaFfi>2mlCNjD@IpH9AJbUHcok?Dr70n@vTUjhwq_ynkEZ2{2ElvzOf`DHd6 zYU(lzvh{{C+ttZd1TMy6hf<5U=cB3J%d4R~%wF7-P65#kSi`Brr`sgN)pUx9)}~7d ztxZP>iHP@@TP&Qz`tc5IEz<}$0CgawrRgLj{-T8Yf(aicBXkFO?mqwz@QjkZ0uGh$Wsv&5ZE}v{ku4b%1iq>9 zZjI#K?Ka-s-h+2$JhH{YIiD3{ibvRk5N!8_Jv9%qtNDOT@y7?jUcxdd_6W(O*u#-Y zdz#NeTN!&GM7gIK#`F(|ibI}K-<3$X~M4&vBJm^qAj z2$E{>3F3`+;Z5xR%fqai&BE`}{%2&W`43DHJ0D@2cugj;ttwNpZ3Y695k_SuS^X`U z#J2WKyTZNqC?uzEgjQ(!01y;z;1$r=RJbd|)1QJ<*JHSVWTK3sjEzuH*SB(8kD9*O z3sK*m2Ry-kfFfFZw((l(+kRQ&)|7jG$9Awu7&VU&n>IrP`LExxv4QVlKMv&`WP@9M zdWc`xTSm_mL(jk%TD4Cet1rnS@f2oB z@z^V%R?o;H@stCA74yXDzq7)=N?I1F^b}}>((%h8>6`^}P3fFP>5OsdadjHtuSsc^@ zWmz)lPX9ebGRxq|BsiYG{~iqTbz(L@kcE-VdU1LO3l_1@!Tk4_WcFc=*#|VlV0ife zqzugdK{ES0gV{ym=nj_8ztK2-fH)oY3N$o1{Yn-(-Z4qU5K{k$Y?ImhES(^;o$AqX zDWTTVEDFzxvPu7eDDtM;pNE-*M%0oQSS6pFP2t)2Y??`czD^Wjdstw=hR9p{z#k}6 zr1-;5P__902>j&SY?@yzHh$s!Vmu(GS^rhpMDeO@QmT8X4AKwDK;8?#mo5uQ=u!>W; zDw`6}{8%=P@rSeJ7!PksJ|6~>V5Q=(*)s3(Znj*E3U*WN0Jp3SZ^}3axT&_ETdxhl z0H&JxU$9RZA-n{|3Kn_o z+(1uv3t$AEPLuS&*`WU3N>5Ac0#A+CQzahT50j-SqVxy^L?Gb+vB1gv*#h+>cl1@H zMzGR*_P`_xKZGu@9@!A194vjHvj@c82Uz4eg+~ssIDRh>0bAg@kWv~HIv&>DA*q+_ zT)g%woN!p?ge>u9z#Ww9F}GY5+oAs?UE62;LR~X~DvttZz`BmPN!LDvPBmR)nFb*u z|8%v1XRKGwT>pyc!(_#10z^}@!6ZKjgQD7T^TMm(?|MjFjGHXmSj@c3L*<3LBQ zRAceR8|)Er_*FKG=R-@-S9dNc=osS{DyUu^#F3p#3OYBJ6m&L#)16`L>+DiKGgoS* zBbT%?68bTlw?HrG4DZh+ zO%YfHQL|{uv$>=xTXUtRY{iax)s(G3Dfq}Oxl&U$=SpE8k?sE`+jDr6u>U4&zh~6e zh5cJZMG9L0i@-;AK@${qbRHoYk!L~DD(v(;5_T$9lK>*}bO0pmTXIR*cK)ESXXn|3 zefmA7qOXLZ{2tNpKCD+J|CKG}^#C6h+>k>Yj22Y-vJ-9LHuc=D2U=9Cp5zy*8=G3C#HQ!qx^OtE{gGelBSo4riaDBqY!z# zBk6g`MConn)=tk(C^PBVX`?4D4t8jI>RY;WmE2{8MdbN?#O4NliNy}(A3Aw2Qa?oA zNlBi)p+R1MIN=H#$~E#{l;qv?G3(H6bl4|giLQJSSX@4(CMbTHeVonYh0q!-G&f%c zz;XG8;BxZGD5vI=QBH>T(kNlW98|`@7l2`K5)Exk>Z9{}+G90**NKm{!PjOZ_Ci#` z+leN9j27R023`h~kf!c{`vfuV1Pf8q?{bPuKWCHpZzOT|<=bnF=1%|(ppN&My>7;T zd#IxdWhMctBp}#`t~w$_$qCrTHT@(D486w+illevN!a+a4~yY2NWP|=8>kzS-ky9? zPJ2T`dPi;2+mKJn`TZA=z0f@DmQ%3v=37bN87qMeryw|4I*rZdK?Nkkeg))Zqm5ta zWzU%S`W28s^9x9zIR&~vi$vrZ$Zlj6NU5HYQvCuNnoRlP9H~w&Fs1qrTPNscY0+%~ zQ~{>UFOXgqHlmHincf6}s0Yf~$vo&)Kkdhx3&^WAVmqheS0G(4Ey8sckn6ppK!%s_ zrbW0rfLL&}w--o9duxHY2)A9fct&dhZ(4+VMz(m`Y@r3DE3tFwD;t4R;B4!tL@vP1 zDN)OM9a@jg z{LzJUXMou=T;VfVuL~DFNEGI%r5}##f2r|PoZZYa%{DWZ$M@1kbl(Su?V}5E5+7tV zRh>u1@hb{xX>8)fbuONMl0~Uw=Q-hIzr;sBjEd_u^^uV(7!R(clOLDv?d7Y((6raZz8AY*W&*B44RYOjF7_l82Uy7d5H z#Z3`9>c({=%Hl%GDXawm=vpTN_rSH50pg|+mH}bS1-V9J+YLU8p{nj>$5~0oSe%V9 zuJFNpNu(I|AOx_x3h6F_;dDn2mB;sX3(ubx>#A`B>rdw6-?aRhk(3WO@I?H#$55-KpD$Qz9e2`Rgvwk{8^4HF{_cpHly%3CClJoUeY-B!|c z*ygAsg-wjt=kW&tNh419tcc=-;|SQPEHARe34MzxPB>d6;{>MPw`Q#eK?*1D#i!i3nw3VdzC^Dyc9>F2VOp*&;!pd zD)hjkZwftD;?|87_`uUw@_{Fh6nfzK7KI*1;B10I58PU>JQddtPuz4ZAGoPjp~oTE zM5)jN_aZ9vz|DFJJ#c56LJ!;srqBa75GnLH2q|~vHGDjU7|{dwVkq>$eF+LZaGkqd z!KZ@Dr}7bu3qkb2#VCayxWb~)BLY0UG6)}-*Ow2>J1g|Se5^tbOpz({z_f%y51ii8 z99O}Kp?pNoff!lAsgi=z4f((rTcO9DD5=%>z#(5g&{Zn*K$BGP(bf@!C-_^JHNj1A zFq>A^7mHPW`EC+!Imy&V^7N4`eI!R8$96a*~^mWacAz`AAkikW-&NJ`$0S z#N#8;_(&{15{Zw*;UiJ_NDMyZU_0=rocQk}-usB}K4Q6#*zF@$`-sgxVzEy_9+wkq zeZ*EDvD8QG^bsq4#6};n&_~?!5$AlwHJ^fPD+g|YqTwbdjbchX+I7{p`6*nZr_PYf1Sc+aIQbcp}z$CI#de?NYyQJCm23&;8MYNK$UR(Qgn zKV%gCEKbNkp_)BDx^WZc5Y zx*CGyI&kVCy#_{NWDZJAkyz88e;$=y)2CxV%QDEY*Drv3Kw3PDyl{!E`sIVM?PJC* zZK|uStZjwsTACNPHM!s-g%-L~q7m+{@wh7LJPnKC0)__fC>IxG@{?R}V^l+9E8H_v y?QQlpRC>?3MfbNBGX9Im7@?EFbkX@uDjz?s%fufq2G+@9Iw5Tp9?=oZQ~nnbiqVY# delta 12216 zcmai4d3;nw@~0Yv3`tBv?wKSrnM^Xd2!umGu7oQH$RQ{OISiNK2^vWd0bO8G85I!n z0;Qx}?RN zzj2gmmuL?Au(c{l#5>kNYdfjAY~XcjP@;K9PO-X%2DoPwKKd7E*VOPPnr(b(s$U}R z+5zooA?CS3>2Vim+N$d8F%8u@V;YPLX2R!bxOf2MVa+;-O7|ud_p!%h1r}3L@ zf#=##pNW3BR?SQ_*FK$&`}|O<{+fsv{m@$7n`nBrl&N`%X8D!f)e`ElB{im&1~Wzh z72ZVrXFj~jq*cG?#jc`;>WqOvlhh^RTLtilVlsI&kysav~)0EO+>*nV9eI{IIA<1!^y~+Z#%;^a6Yo8Q9)N|hT9aBFv)=~q~vci zLmJ3WX!QfHgDmbqiuREcT>R)ZB_CAlW1{*=^HeLh3Ol_@t-m6 zlx$(TGjdMGG!NT%gSn1D)Q5l_kj%hNw^+t`-J!XvNY)UK)AKXNqnW^Ee3FDi>)=|f z>jC{?wloXK>ds^n&SlUa#`c6_er1?zb&s7<5UpyGasHi4rw_Dn0u6?*Fxo_1Zgd8twVWTR#jb>dAgkt>)0cq^L7f@M7=yn_&r0 zvSdS+sqWvx9K#7rEk+y zE~jt1s87hn)1cceILB5qd8ow1nO(^>RXAO?^T_?-MzZHuAg? zFvRg9*E@|DXnC{+nV#_?^FiwQR55S0C)F(7QQ&xoySa?YR5tBT)YqwI)t)x$%TzJw zFH>>ABzT5j$tu;qNCvS`pgv1wW1g#G(xh`#nskmz!(lVYgz1$#Uy&B-9JVd>Nh%(Q zqXFI_iICghl`7Vx`lQKH%F{wiS<_OjhwHJ_1Fi9B88lPZrD?+Qv>>5nO3#yo2w0mK z1lR?%jtIy9>S(w>1njgiFdZJnVH~9_r=hRY_S6T9$3PT5Hx|aIXNa26-IRvi#!;^w z;a36sz3{7my_{FBjcp^Xkap>>(**3V(k!q?R*`EwlBU64o+e-~B|;1ArD>M~`&a4{ z0=qtPA`SMG@o=ppK3%}RGF@BPnenvAMW<_^bJ9h+9`52YHl}Hyd!!3?SEmbhSEp;B z>6NkTl&-PskdEYfy*P6+OjgyJVxp#)n2sg4z<5QkOi^_SMM5$lYs@|Af_Y}TR+hb*ojqZ8SXtD+(%I{(&w@02 zLNu11M5l|M*d!==;&9sZr0XN$Dr}hW*%2bDKRAHE5v(%d$4L(8=d#?bN z<8!@XFvUOf%Sl?a#HeJKULv;XLwkyM7Tga7IIIE+%$>WVD5{Z;Gy)_e^o2sToCgX9 zh6_l3B z&+^Dj9=B%wNi&&(Ylj7yOvLix;4#bY>58)+fPOgmUPyy@u57Q4Yc7x4xIB7UF56^S zTz+kvFUY06lDQm`VMCL+yf?^TKuyXJ1Fp(o-WuU9UT+E1@t@y3dR>dyDw;0{Ty2H` zS8wt3u#Km&ut>90l_8*wCQ=Ku(HWNmZA%0@V{KCf*|AqLJ0IBDx%(k;N^)xKum}v* zs9E|VgMHFM9J3h4!jGD-vld@pSd*R6d|ip#DuY->^J9cJ>i95uqbOa;TKR=$@G~2O zpIw$gf2M`k=e9Y64B9J+L8!p0(U8m#$+66_4C+GGw|N;1Rbw&*v&u{?t%qY!qu0fU zu&J5a@&3hDCHrtCts{uzt(k)3BiuvE1BQQOa?S=1dU+A z%p)+8Kx9<3`#qZ}?)PjaeqXHyD0*c_dRmXLeZBdx+z?}q{jm$4dmLs-Ua9U0$OrXM7H5sr!YrKn1i8ZM)f7Rm%wou6 z7iNV)e3W`^90kt^V{*XRB#-Qe?A`c)vzyyA)^BTyAl8&UdOVA>N3c`Z6WnApB$D(5 zV?Ir1;XR*b)Q9R|3h8lb4msR=BUgsY)0R0^ z*;}d$X@)L1|4B+-q`0@!siXqvL3~5QM#^XnbW5tP!p$d^dfc)Jrl?VF$hh zIC3-eR@H8ix~)aBbhF(O0pID?Svq?Mj&U2@65}p& zDJ}W-a^trDK#%O|<~jvsP-{rMeQb-9bj8+ZV6=MEEg3rhvryJ-FZIF4hbymH^MM0b zJPUDZpIef3@3|#ecZfPuvhG#tr;~Mt8wWlIAM+@jtUJMzXoOyKy z!P42_W^Il2gy1vW9`Q_rxSQ72YcvIEtGR!;k4JBgWsTs#gqNT#?V>UTyC|BT1BECW z%o1soheg^mhefG{I*HmtLTzcAIOvY;mAv2F=aKD`*cEsD@0V%6c};X`#fQ)e$8Coz z%uO%$Qjcjlpa++INOnv0E%1X^D1La(;`(WMWUkSge6!~IJ#N!nzpE+!%=OY8v=P0f zTbXOrT-V#UuKyF)jnp3Ex*>96Y}^m+&Bd?OIL>pm)A*5)V#oaY0eDEW@cnC)_&P^J za&FUs=l-e#Pe=1?B5)a-J(7Yjj~wXFUY1(5gLY2>^JAVHb~u+Es3KWE%J&GxfRWxBL$>r*2W+EV@k#=N6(G@h9rJ^gcFICaw)E)xsk;sYlHd?hCW;!l#z0>$Po6-6} z{g(zIcvP%c&a*AO0?o78VQ7@sD`(m)ub@JIj0*h`D$3=R(w8J3txPO$MoC{v4Rc1l8oVClav z(yl7idK#XPS?y(WI-y>s-jsBB!K+>FYF>~=WSf@}QTx5-f#TM5A}5c#1pntBbPnC? z)$Vq+R|LP3Xe`06^j<3XQ`8<3{Ns`1vz4rO{J~XpS>g>_$Rp|(8ieg40ZShZg)Ud- zi1fF4!_uc?7&QkC!urUe{2|Tp_c^Rl{sP<(K*^Mu8SCXNaV zV6gJ~By`B~nF-&@HdlsSzJxnesZYX(EMHgvZGCw9OX#b5`dD(YwiXH6hGF>{I%QqU ze{#x-iR^=GpN8RZD>t(ET>S87;k8udK8f2V>2?wy`CoVjobl6}1H*kmt=1Ajpo>xa2rVoES2BRFixrz=3KCv#d z^_gD0*_WZ?1jH)SXKo!|j+G~11wG@r6BKrw6zQsCKC^UH5RVT}P~cd3lD6Dmc`YUI z6aQ%mALH@0f}R%%tK?jX(OTuQ$JnLfa>ZG|F)hTesJ|t|uSAGFb69vfkSNKu#Ml@y zHgT@A4faab!NIwrT*QE-gO?z{IyhQ)BOR1(H+=_BLKlS7FyC=2O-e$VlFML&PExUIv#r@9G#7HI2)&)YO^xf2e5& zmhOZ^t)^-G>^50V^N60*G@3}Yn(oNO&FA4$MFW$XcE5@mf@&JWk0dI}(he;MTEL>- z*G{Ud@=UvZ;-smb$+u7UOq(&aZpxii)2CF`O)ADue}Xod|8JLk?EW*fboAu$oksUO zy}8W$nKV2mPqcpcFBGrDObHB^UBx$k6)x~|1UIqhx6n>L5kEL z-Epb~9vKQr%fD9@a5l`Q`i=y~SIU3bswCra*jmW9!naEElf}2DG$|Q;SVJA?YO30* zR(@^%hl4C1w6T2fPb`=EEtU^O&ZMI>zGsT+M|}v?K6rFDl;VzN>QPnh*O6MKUm~>| zxQEO5Hc#I?)cGY!tMN;SP~+FRWqRc>ZJJ--JQ#j`#k5LyUa32;^y`!|y>e#^ca{)< zuW!{Yetm0jgP$V|7>>K%C)aRDujJ$KO61bu-+l@1js;0R77{g_|ANWma=!!=Hr^$m zNX`!-E9a%LS!z=V-ga*FfGWyo?Tzy1Ym35%eQEgC|IA)nD#Yx8w{>BFkSP(J8-1KEr4b@pt))WYowC!MQsVa)8jUdMCuPK8R z-wvYDC{=SE8@SDBtSitNs_8Pg+_|qVkPKBMaRD(@iXU}S3F>v>${~A#%a~qZZo8!n ziMJ~-uDx193~na|Q$QWmeC-#$*5lHSs#JZWdD?F+>uZ_T&eLA1vv}HT<0->cQ#HM6 zT5Ur}KR=8ZD}u#$u2PkbKe&w!EkPFd$y~zXFPgv3`{q+i?IBU**(M5ZKK4r9d`#hvHIZCYAN+fF72p^8 zc%&ZV%2bS*zr=;V^-$NSr!|L96^0wTtG^Qqq?S)vbG^ckm#F0$smx98j)?I1X~P)A(nhR?l@ZiD37SLQzjUU06L&+pt?#DC)VR zm+&aN>}|bOrD|Fv*j*IP&Oiz-`<0H&t%|hY^~o!xx90z(4|o@?H6|2E6w!mbXs_Fq zALWdq)6~a!7{B?^Qma_0@x9m;d;w+YWcEC9AC&)36c8`Kt zx-Vx*;1(G|pGzZIFA_HzQyg-m*2y67Af z(^P{}LyEWes8K&C$MS{IP2`8Awd#!)1;rH3z-R?t99YZDRXq?;yG$$f+*)ltekPI6u~J}oExj|R-U=_ydI~)9fHBbX?~=v z!;JA-o%y?LtdYTAX?5n0S+qLymknB-`TAe0GhLdO z2KAZmnFSz&Z(y}L^ZlGwXTG{J#rHHW?1twaIWSr%i?SQ!NKfLJ%6jh&)r-7tUu{EOn=iJ! zEywqGZd2P&>9<=;bZFFGS$hjO?>Q+TZ! zlGWwo!J!t6fvu`&4s;Jf=3E08I%ZuB37`g#gEF;cG<2$g;|Xf_Q0T7Gu7N9FxE6lZ zt7GI`hFM=uFwK?lin^yF2(!x|z@GCUS|!~Aaq8MR@NGvz6(obYu9Bdak0UlFSCAl` z2EnYVqW?bgl4>W-BMPlk30Wx6L^q~zzT@BmNCP#%OUT2k;cb;Mp8&TT#Qx{=;al~_ zt?-HZyN_m%ZiJEQ&~zA~e2ZYPiZNj8hMCa4+tTXg^*;5M0Y9i2weYdpwh&%aXBQL5 zFBie{-RgbSbyaF+4O~#4)WJbDY%$Ry8{MHA>xr*|CA1vbr;j?dgzz4Sg)B8=8BBng zDtQ^%@B6iIO~?6Va5-R2y0XoO(l{givdetni&9B;Xiy*B1@Y>gbaQ{&OpMPUcf~@C%P`NB z&Qfj@ig0bZnrlK|?3Q7!n_Y}Xy4suw{gS*SaHY>y-sW?Zw;5iw=S~>iZ!HZr_;P)B z_)?7p0gbS@>1NpjxoT`9%)mhzs_6shuYT7E!%6AiHNp@Wt%_Db8D7P!=9uY8DKJUx zSOtB16=z&_nc)L!n6gn#|7}`4qd!Azv6}J7j=r>(yVbPi zutFX5L!$b6HRq-nm8XGc1dpiT#doHBCLbc@{$iru~>Q-ln>UuWP z8e!EnW+*6w;SP~-5X-uc=7U;n3h~3Muoi!FFD$Wq%)_b1VJ+S*ez*@m%24flA(;=S0S|GH5*DQiSl;%twm{PI#So=QodYW31KO ze4;b*Nrevo&FE-!=o}`ZqH9hXk~uI#>OLRS1VM& zPLbZ6`(y&_P}i&@&wRD($kXd!FzoL-lDr=B61&o|vIoEkhUsO_wGV*f0dqiD!eJ+H-XP@o2GfJf=)!;P?3%~$YiEU-y9 zSRSRlV){myg7a*W+@OMizQ856P%f)rf?9=(RrmX0A~y15X+p%r#`~ch)~Tj-kVk9S zA0RFMQhK=7#yJU|4)uaLsVlxsbox5OXr2C^|IN@k9sU-$ql_k-Bq!J-GbU@b!lo0{ zO~hhYt2e3b55d*_nrJYn&)HpMuyJUaGxpBGuWXW^%=h<>jy_Ki=Cony>b-}dr#bA+ zB-&1dnT!YB@DIJ@s1+G#v741E`XrnraGkB1Z03b`#w$lV_=#XJO(piTlh$;aI%QMu zHo+C@Tsz!ovGaJUVYN%L@^6NpBh5>my73VraVlh(DjZ{HJ>w|5svSqZJ$Wx>&%(!G z7S6CscKV53vb{Id3u<;0FQQF$y|kCVtJZ}Q;nyzc(G4{iBHeddhsKwhL13)D|1*LdF6T$sILn5AM>c~-0l!Nf8fw|{%?o2^Lx+3VEiK?&Mu}UNDKXvjWvW7w(}atC3gOXwHVmi znGoUgzFS^W_sS zz`Yu0wZ@@rxOq3Y(3Q!ygnrx$>{nN0iX-5w0ZBT$N}@dh-eVZAr!@gPK6us53SKuJzsU-`A@;f6Wt9}jc3g)yvufuF?6UneOORde-IcewAk-59E+VU2qB@%>EtDflMOf^Z*zpa&6mo1yoFI(p;XSQTH zXST9N!*z7{YuZOKkeMwpKvnPIeXv@6{2o|!nKn&>Ps>*A-C!b2)8LaeINGvxK1F;wr4N&f|@VA;hYrW(JY zxj>=Ob0-f;KJvL}^UE=Jv<+7${s3OwNu2K>d-wd9PD@kHz*zP9`|t)0OBwRfAK?c4 zJXn%Hp=FG}WvgEwfN4~~E;#@mbCosvqS>SYcmwux%6^&R zlxjW#U9x70Q)kU0r<{dOAA!;+!{XG3p#nmt?0J-RPTBJ?EglY-!`TYX!BsY2jNT$G z&TzDR+?7qK=lg#^xvN60`T(k+T7CKfjKN!-%Cm|R!UA4e4n)}C}B9*-oi0Hhctg;_l<&RHKEJk*iuif=7_1rMPG~NPEs~r>J}2 zA-DmyhcpJ;ROcZ$imz%dy{xsgjcMt<8}AT{UxNO`FKE-gWH@sn`|MZuyVFI zSvjK|tQ4)Dv-DpunfxkZ0S>ORPoU8fpCd9@ayYom)<2C3`OG-g@+qAGVsgTpO?r+F zw=_mdGhT9XxaFvMN2y9J$A zx87GGI)wzA0D+%M*cx%cMipm;MU7!(7k zAZNzRsW%S5*K(wI+?t~;|2W}?E&q7V#g_k+=7W~s60sI~@a)|Q;%*Xz@vQ73?-=Bv2d7M<2D_O+dH#a1Yi~nVDy}ki_b(cYx7?;yn znBB`aoTGD?MUDEBj(RCwF)3_Q&7#kGsP->mj%6%Qr5a<1x09ZfG^4jrmb-|u0G8Sx z16H%OPi#V0I;!a;jK(=4Q`~HJd_q>6zopv=$0^$TwP=s2*{5j_S*E3`W2p|}nq0|U zKg*TeRTpM%b*`A{QHmSB$7#vF|FNec-xEb&5?xJzKZNV7rn z)JCikR6zYVFv+r?r&5h~g9@nOzCPvb4Pb>8(3K7=pm@V;&;vh@P(qC;A$HtSZ)M#r zKJ(f4QZJ5>D?<^I(nmwJ`C=y5w^cH`(}@|K)WF5A**ivqDEI4N%MNsc5fbc1-iBPJ z%6@=czAV7+bJZPZ;lU{4M4cId*JCf2=sw9M^|vk53)Ujvhc(s1CDs`3($*N_3RweE zyK-i3UeE^z5+yPXttaaEVI%KA#D+j@hqdMN?b+)`g%TVuV= zTj#Y_d6!l%sPR@=>uasI)z;l=y{)?5Mnay^uce=bm5UeC{QSlcad%M7E&peZ zj;z|qJRMoJ=|^)_@~_$I!d1xHMl~st{AB?fyi~0|3uYo&x-H}m_utpfhclW<-!IpE9rk#z1p(|da0+Qz>dnL_a)QC`%RPtf^e&)iB|C9$V@bb!4_gGqs@K=uXI7a#gt}psU?lSG$9{ zx`}la!4dh6EKSbyKXXNZ%tH|FV$Q;Mr7hDgUS!<=TkbZ}`0jwhcU_|JK?5mZ8x~Ta z2K=k0VbMHq9f$3|2xf9StpQP{t0gvo9Mos1AF0w40hJ!pDm@ldsY`Okk6N&cj{Y4i zlATx6RmNn!BdhjpkcppYRp45eKFIvsCB@kammFl4x%9=1L#^wMz1Dx$(>!<})?&@; z5}P@VE%r+5!fHx)lBz_OOY&b(Gd~72q_iJLm~H|}^QbB)p^I|nQq6T^A3D9AiO0aL z!ZH>{myMKaq->1L=2Z2-Jmu+yTm{NK(UEUK!R(IP&q6Q26?szBHRSOg^@O_hZ*+m@ z&y!-Ouz_`=?`!l!+h}rJobxC z_-$N|e32tT+0wN;@v{>0VE+kGBw$=%qEAvc9@Ki}d9x|TsZ#)W);)Pu_W-$mn8n8KjBX8Y?2aT5Xy^3!6O zn%bKl6oz)EEBbS3IE4<53@7g$i9tYGxjbK0$KYsKsL4vH9k@ z0ew{GD72}T42T3GT~RmEExr-qVco4gB5^ zKUeUhA^s&_uHj!MYWj>!>VHX*#IN9uf5U z7!^6f$EY<0a*QG=_~N;_7p|li|0`3_R1fq<1KYJk4;H8qDfn9AgJFu#XpUbBaQwRv z$8P25gZcOy%{E~Q+Z!U--f%J72fDDmDPob}@uIjdF0g#TQ>n)1#I$6XjojB3JQlzT zXP8Jja%Ob1u$E4?ZT&Ctau$wxOM%EkRCYR8+QeiM-uv<0v$1)ttv!#iVGkhaOUl-5`Eo1##iSjEa z@CYc0#X6qU_qnxdNh$iHjPY(Ag$ucFHMh_1g;{PLgjQlR>^WBVML{^8rh}ei4@pF< zN)Y}j11I4_ZXJYWR`hg#l40ZpSxvTKpQO-+D23Tp%^HX16U<7kMCJ2tiONlcs-u$F z9cRN1q8y6K-!olp)BD{zDks{p(((?Ery6gQP3Thfm>us%nwLO)+JP&n6AVO)nv;n) z;we!so^Z48u2M;vn5c$622%mmnIV{m7u<4-+%wb*#^niKNoV!*Zgc-1Zej?nW+(qE zua1V=;>3K&lmU5cq=h8e9VPUzo{xs~Y>%`o zhq-v0#oTl{+3a!VIvi0X343Uf+Mh+2&vS?1NL5rq2m7f-lDa1r$)(EBqL4#OD3U~N z6zN30peUHA-Rke9=)o#Nq-;$T#TQBmGwchcG^sbfuD)8RaG*yF=JBYHipXHw zN1%!0Jz}dd9@%E6hkC(q_IN_p8|@M6E%s>ZE%Jn|XB&mNXb>`4kI0K~`Ggs^UOr7; zYP~fC6SST?Vx`b?(8D~OYCK3{QRaHN4AJo-5G zvPX_n&v+z0pW>cAh!C3+Uy*{bjYbv+Y{a#9Q9?L{(S8xyKPPG+Dr~txSKp1pPc5^H zMHx5IRIomuUab0DiyLryamTaQ;!mS+YjKBr67GnKT}{A7Q*j4<#PPdQ_Z;^ z4>j^9XNENV1(hL9Gkp|eNb?-MtQgO7!(V>rhQD4gq~Z5%dE_?uaZ@+^>}N=`pK5kv zA2((n#qNW=NVkcI=zkcPd|Zg6X?WU4EuX=t(Vr3GJ?EalHnjn&2K#vAYm-FgnW z5!Z;i{GuhlXvlA{iYAL@{Gt`VXv8ntAQ)1I-(Xct77h4CdOu0d<1D#f1on%tei77f zu%wekK)(p*7s337HID@Hi$s2r#xIiiMF_u0F}cB)!F)FrEAMoijb9dbyfU5kS3Fs) zU;#b9TV|qzMwNRe-kR)WtIp^{O*a1*fQh1>YM+i)hC4nJzbh06;ZGa2gYaj1+Cf^` zRm4FGn7}h^=@6A?=z)=_%>9zYp}1v;Kshjx|E1cbVV?FW{z6In6n{~peTu)i&_2Zv z@Y<*NOtIW1__v= zp}1q#&GcZ_wqsl0t$jb5W-Fb6eI~G__$zzNCb>*ZoddY zmKT{SqEL~FABuq%Qd`i_)}km1sDP!FO)DxO&=waII&;puZ}DgTxbNO`X3ora?#!Gy zbMwbDme2NDmNr8HOy1=JdvR<(@9g@zirLdEs;d^#-2PBPWd)E!18#w6Djp2|*EykM zq|nf^!O-0n6GGnXjk>Sd+odUVjM7VBG%-_yUSjPKNTTZ{aIj0#psIN_#Y<$2wtV8KK$4)7&_6ayI8Gv2f=@--x!FY zQN_@kmX3iUdbART(hp;p?&C`6N-1NZW2(q8b?o%OjN1BnH3C$D**lok{NqS?fNK$xPpS}xr-W1jQ!J28aYpbuulUr!j?_EdB0dq2o%S!5o-91G;qTZIVUW`q_HZfGO~LeCL3%{LcB3iKoURMSk?CbOA7n+iX*cB+H~pdYK5nt?WuqCPnl+S6B6a0^9G z*JwM^yOq$H4o+v5)6*aoXuB5%!g8vrg2!oFH5>du4fLl?Gnjtobhgtp1Fq7$_rqDb zZ5HeyV+OBQ_yGLA{ev?W%=6N@2jDtQoC%-NTeDeqpYbgFyID-rI)_&%GoWMpdEOay z)iir9yhWD=LLd59Eu4f(DyoMf-%?v7PEMy!JuH3M9OwnJ)i^E9gUG_k=@AiL@V4`& z8ntqpHnM(djrV4;y7j(hV*-y=dF||#8S2Tm=H_m6XdJld-JWc!nR6j7?w-&ke3$>z zKYWCC^ng3?nRJ?aKiFt}6lBpobx?*crTb1#?m{=7fL3x|^`Kt3E1i~f!y&YK z9&CiSWuj;7uArd(R96qT!O;N1@X1T{umaDe`_|a=*lMpl1Vwn&eCjYCTo6e`%OIcU zD(6E#NHm`g%!fX#q<_w{0B&WZ@`RtI`{wrR4Y!$3WPc0t;zBh__Z?212;+s|CSRrF zW*8^8R^Nby9etNZ_8`wH@I)SG2tF9vmEBfN#@8kZ)J<`a9N!XV>lW6RZGCAKC{pf4gV7H`EW*la(r#6k#Rvn z69?LS`~K-5&pQxh=`UodtSMCuL?`Wi z0#ee?$znQJ!-D1~n*C|Y+kw{`Z==KQpb*E}e4D;blOHxM4fqX2;V4_v!At^yk#LP>^g9&+Ygp z=1xz-#a3Dq1%+`x^PV{DkMHn`le@HX9L@tgY2#Pv@wN4h#1l61NT%7a9O9{06AZ$O zGFcLPLX^}g;{xqzf+-kbSCRH34Ot1dVkh(IwUuxSrl}|V(WWCNl-Z`YDgNJbB{P3j>^sMt8lGJ|jXs4W;9mw3jEjpHGj*;FP9A6ermqL$SV54ElP zR&)BWEV3&XXt0xg5_(_(-Le*5!Uc9gK7>ZU4R=tD4|em!+`W)bF)u;_O>Bly_**-T znF1xaHI&r*3{1s6cGH5fTV-`^s6SEcIv9=zWU?fD;<^Nl-+w3cCv*UKj zIryFVq%9b_s$E$y(V;BZ*+Dyg1y4o3$6_VNV5~#gkabix+|1)a8*b)RIlm0p2M#*_ zEJP;@n`y``A)4EL1J^r!6W*)9eh%8y0BOFD-Ybo~%fUj%^i8MAp&0M$`%Y&Z=J1_b zFaQTT$X<;7u-qZ3CbkdL=~VNc-FN-qU6l1aH1bMjzKN@50)M{g>!8DnxYoG#Jlt)0 zK*m#ynGO}5%QwJsDO!l zdmg^vP=;(VpR^%Yhy?w5HaL_a4=6*zemb=Y{)B(k=Hr!>`JQC*p!uHUNo~H246&R} zIA@v0v|(e|@@zv|`Vx$?d?&*x##N2WvKf5%Z->e{Tz(yXm8$`jb)qwvEY;ZHpn;!3 z8V$G`OX$Y$pb@f#$V!LKKms~4REpuBm~-3sNhJbWIv!J*Le}!de;I{o8FZ>YKFV88 zkaM`=j2_NX>Zf|U_^M8%(VG*nBb~e*({Xs{N<%|eQn_qS2Z(}X8P3D#43*2;XQ*5T zjfz-9cp?CS6XzCuHbe3ltkZl?n0$de##RXAv2fc-9^22{oX7e)dPu&I~#THt<6vIB`Lyct@76|CiHoo1g6!#Rjj?zTGelUkPP<`DbjOezh8p z`q_?XY5eo%*SqmZDBA}Cwtxp=y&!R7b*A#5s!Z)cooL5fa1+_yfo_(VEEAvdAZwQL zpfpY4*$Uk-CdUJ~&29uEDB;i0#dM=j_rO}Yzx=m++OQYAI4w)LQ3c)h z2G`FIDM7xasokMY-`WmzkE;-+w5QC?5>J8EGU9c#84=lPH@`@>w;(_6L{Rnx1s7AYRbX_>)`2nW zZ{Wrx=9$z3PWS;H4Fh=e7XcP$2LT=r6+#2Y;nL{4c$$M^FwOk{3g}P*pPCZi=6qk8 zEpd=ad*9~#J}EmG3=@SR)wqxq2!<8-5NAuN#p<$E9Mol#EfR+DV@M#(<_8IcS=lNO z=)!oMf*bve&uhl#vuR^{-oN=*oJ*xxd^W%s^ywL*kP|0nE4RE`sppd_jny{YGBy;g zdU<#*+n?QZl@_-B(i*AKu4)P{O}LIrY8~}Hq=2P;j#U0gj~C~gWgny(~JansFqTgQ2H@WQCoR2u1x5~V=x4MPhTA4YIS#x zsz-LRaikt;%TY(4mw5qQkCfA)Gllmx`rRn%6No}9PuefAWOUQZXTfZHzu*9GpuLSJq%ncVI(&-6g*k@H-Uw@ z4jK!82(tV}vEVfMai|z$z04Sk3x_8a#94;K6~q>HTCO1ae$9m!zr}zmPd6Q5(10q}&A+M;m_wRFTHyr|!1 z;fbI&7nH#8me~H`BHljE*}Vx|l%woyC%;P(|hWU+pm^M0Hdm z^Yp6?=TZ$a2a~5KnXmR3i{&G5{IHm~u#~4a1COGWJg+u`YjKzkmfN-1etCK`=$l97 zopEDqUl~>}xoH+%9)z=6XT@V8SSD-odzF^-hXkCD%u8oH+r6? ztfSN4bK0_%#>9GMB(1C+zq?vc&Y1UI~ zO-uRLZO`knE-JxRbj4Y$n5y)@?TVvu7f;B^dqI zwvFe49<(h_g~#etbS4Xz85G+?wN(lDS}Kl0XTILbylGgBC0v)LVIlU)S9@8He7%PmCduq&;(8Q1etfvs&cllmhoJ6~^Y52xdj=zC;5#h5_$ z&gieQY8P`bwdLS#^qLi;k;&DI_`!;g@`I|Cx7u(jcZQh9>1!#7jh!#6XdioAeC#2r zuwgvyPU1HB89VmIr}I_bS)Q*7%;(J~ee?=)8&Bn{G_*TkrJ>)kG_D^C$D*6Q%V0CK zFe9g-`D`L79qL$Y(9U%{$!Un~Y|k{5K~xX$112&}J};oBNRm!<_=s#1-{h-pf|1HL zu|EqR5fdD^hl^%5N*Nu?MuXEVST%NJvze1i;;_IpgppLBpkx*(DE5LNlnN&nV0wXq z!rTlcrE?gPAA?9TLXh<1#Z4qPf=H6+a4M!!WggZ?j}`eT#%NKmxRY^RsB}IZQJ^zV zC?l)DfM*t{#FH(wsmu~cJYf#16VF0LEAc4CX)HiPlE#iDTwq#VSO%-KT{iBIja?Bi zMbiTDi3P;%u>|Vr<}=3&rum|!(-;>dH8vE`em4$;Z6-x*_^c{F-(bbLtMkVKwTp#u zE1MtJHvc$aa~B%h2~sf`k7%>6P-ah#f0C69deDoIgA`9*$yICHT^?P$Oh+-Ug=gjjJ-p` z^x0B;QryNq2%m!4J3j^p}g$mv9LWOQI)4#%!Im{(w&yu8BMm6r(O?8=kBfU|~)Oq|`rWD3sk5yAO{iIWbO!ytNSB-Trq zOQ*BjC>)RLHAE_u54vhk>f`(2r+aa`M)zu=+G6*ZPddOUD0r&|dsKt{FaUM}9@6M| zWrc2S7`nB;jP9Edbj_hcR1?P%>0u+M80b;?>)JSc3U3sK^l!R(f-#UJw5i6{!ay9a zz#bkQgl>-tU$;m1Z}?ZdU$ML95hEbq*&YhZqcS|YRsrX*}+_Fzw z=S`2U*!Os7+$3CwdpxaQPr^m*FuthOsK6cVqP}86;|ou#V;VjP9qQ$CLmjQJ##2k= z`@H%{Z^+kUeUUGthPudCGecc|;^vs~gIwe*kiN(V4MSa|k8P-nbS71M(vTLOzT6_k zWrBZj(2q#5cWUTLVy8D6xzagwj~O_tiK2WsXmoKy3l{J)6tm50_($1_k*i|@y$ zl#v>hZ5owb8kJ2N4Kd0{Ws62-helIGy@9&%ZsS8 z7E@@vfes#}hYg&WP$%zhLN~t5l{-HTe`rsbiFTnXnTg-_Q9dF6*P-1({zpN(gM4?_ z?jT=bwL2`3g}xWZ@UMp7XVZBv+A7Btsn`_)|1Lms%jIPKRP8|WB~m+(d`i;}B;QfA z14*A;JCL-HwF5#!lVg-Uz$~JwKU~-(x6nYz>rp%_Bd(GXpfU#hW0o) z-fNGOBd4*8tsIcH%cG<%@nZ`)litI$erd{4wca@78dqj;-wJs4&*2OU}QOxqMWYesENb6I=dU5pm}vO)my@%!o=9P~f;Hx>&3 diff --git a/docs/build/doctrees/pyFTS.partitioners.doctree b/docs/build/doctrees/pyFTS.partitioners.doctree index b34e2a287fd53b07b17db5863733ef55f09c0603..85a76557c921e2dc6c11017d96d861a600ad7d99 100644 GIT binary patch literal 127785 zcmeHw378yLd7ve0bd02tEbFj(B)e?ms3l9S%aX zW1C=%4I?PW98ECToLRyVV!#|`34}Y4046{}!p6&C5;h?*hXX7mn`Hn0-BtDK>YARJ zZ#Vv|o;u#~zyJO3zu&8S=e^<9Q|6q4|2ad&dZE)US6aDRy=b?(&O&@pwQKF}>$@9Y z)_qAg>nv*KkGJZbX2I?{r$C89saz>G?OOM6w{(iLpk)`@<$6t)FAbFDmlhoEX5r;P zyWFnW+AAm1nAmsdV6KsG!Yim|H(ORCUpSgSVt26?RGN3lK7rkbmVKa0frHLgIP;-3 zgt)Z4G^cc`GoJ%{z?oMm*X-_r&RE_V%(vUk@>r)0gTz6dS}wL=0M3F!CEsenL%1HO z<*V#!VX@OtH)8-_(;mk%9cMv1e*|B3OGBkhX)*R#8g^c=wN$U#TN`$}S+AArTZ{Q( zy|wkKX1y_1Ke6?ydZ%4)!lSKM){EsM@P=Z6!MPPM&L6nYl54hLNbB~`?TnQM*;FXh zE)x%&WjEA|or-N0>a{i?p~bMc%KuzpY#RWcV}KthtwZ#b)&ovTX94=phJWY6zw_YV z1{iN?BOT}Ytaxb?05s4UbC$IlrE={=E?+Ei!Wk&niuMU@su>jow(KkbXq#n*mT@YOByS6{6|dB4$m^862>RkHR#38cX_eH<8a&t;V?D`5 zr9V>mtwFPu`1nP>QP$SeQhfnBgDur-UXIKCR9l?hAwgr_A!W5Oo#!WBo#|L?yn^y# zmR6W}B@FF>WSF>5!^Cm`{!+o&lJJkxb?(l|jI^J586~uu20vyJ^$Wg~Ko8*%2dK?LLL1A_}t?;KdpR2;f}L+<<&P z86e*^0kVPu(g2ZOwcB>H0xE-!!i9nk890J|W%-b@s~lC?4fn5fX(0H&5MlytzW``| z7N_7(Ov9R2uT>^A;5erRVrkg5B4|0ICqUix7dXY4U#?M=TG0`&3*)(ysk4W>uJMr7 zU}<MQ^_+Y=33i=xFY*emvUv0lxW zYhCBmR=e1B7Q++!M59tJl-u2tv_Kp9hu!Wv8%DW^XDYc{1%#OtRti`L&`7!1Ej{hb zryUf!&I8J(Cm3xMfEWP=HZLz0?C$EIScrEMI`DGO!)OUeri#%v6JQSKsLV2)GC^w zl`^c(d_{wd+=?xsJ-N!6&wx-}0?lT~olw9_msw{XrF>^@V*=Ux#1@7pTPHf4;M=kF z47tV7hF(;oPmXb&ILSCv_t7R;8+;ncRrnsDV8cerL(&$MD~2V>k?h3sxFkS0*19Jp zB@WLDd9;5HpI}|l_cAynL9jo_-7pkXbfC($cnLHC;!M%mm67&S&N>JSzHJrr?Yvd5 zSuGpvt$f8A@7#6Q1l%c0c}m)nOpn};@Mg$;9PH9?92*;LuGyhlx-s6XmU+=w2b@IN zjaD|C73pfD1wyt|FM_VQEq+OgwPbXley(EQ=%~RLk$l zf&;uK##H#7oOa4n{vh_83qcNQ2YIKg<-B61tqXxp^a_=JD#tz#QNpyGUz#4S0;L{H zxY6<7VPIYstFuRe1kh&4M`M-+g+@ad`3T|;fhCLKN`S^@*(E&qqgB3AARvNNmv0$h zA{IOh(pUb%P(dHCk_Y5`DC!ahTkyeDDk{!tKFaR8WrY+F8S=F#$eF4_F2Zsk0GXnq z&4gE1A#Z__QeEM9Tw@_uz`K*=O8AXbRmjy)s`ND32Y<*v!w*UbP*TX-@Htf#G$ObL z9=eG@S59`_WH-SDSGC$D&DF-edicyJRD`Y3V{N%4$eg)UF#M+kJg#7vJzRkbsMLh~c1v!cssQL+;Lcos8Rt37iT+-!rJs3yro-pfH! z8hH_IE;Pm=Xyh;ybENUFu?pCbwTPlTkV9yL>)V>cE;pUkZIj9s#hN1+_Yh7@?g~`XHq{uIzJ- zxn~#WUaF}<_yz(}y{e$Qld7PsyA+D(TA#QUBjDDvQbiYQ0~F%P^~}8hK8$3bS=GTy zL1<*CmVQ9ia-7+rmI@TRmD7k-D29ZJqZ$(VERL>UisLt+aj#SgRUDr*RG2x%(QguQ z%m=EEUx|X>tUjvw@TrgQgBF$g$nMgrk3U8zx%&8ixaR7kA_c$tC?k>vM+M=W($rKi zrz8(U&(y(0-i%j*L6S$|jtrg(KW~AnsppDU6iRmC=;&CzQ!BQ5Ws4UkV2gTxfqc<< zaK?Fy8&1kxLi`11>TFuC8sIiqqL&fO+WpYYt56%LGLWewm=V6xvrJQ?<(D)TdCcH9FkmTy9yA^wlaCZTjYD zt$w^__AglZT5&VB0M6=iYqQlv28}oEI;~o$)FGtO9+Zx2nHV%Pol9;-?m>KI$Xya` zF&!FYE!JS({o}kcc<`2i*z?+Zkv3o=Z^7?EXJJeP%~kF#cs0T`EFgtip_ZU?w(t;W zBmna_W?K+-0Mp%uz#%w}vt)-h$Y}4t??(Vk_Cj;IQ{Zj1LXcBHzFiv(rkq|Uq!7$H zwxx@yV2uZt7uvy(MhphA&+TBueoQ-fk`|pZXTjHF0Le+@t57rniQI`EMrxB{&L7_J zm90Wj*71^EV-YKje*g>VXxW00xX7~wA)D|3WY7Zd5PC&l`%sk8*KUAPzK@uVWv~j` z`kyhTjnfuRTO!&DrEKA25qwM%1O`x)2XPqZoAL;l*m6zEgDuMk1e_IuDSO zA#?Cg0vt(RhHg^u6PRlN$a?5GR%3Cb?-)c0= zRoE1A3{+;w>9WR~^(rXG7E9kjuG!AlAn%e#Q~J@goHlY8hYDFja>P+H$0X4(IUj2< z-S#$KIZEZ^T-JnLHQ!zbl$Xmck}RytTuH~E_drI=piIMPFQN9x_(ZRsq#X&kEbl6q z$4<^TkCh-saoBTpOIqL%HG|ETNGJ8@o-B~fv+NUjFA0|N+6QA(tKc)pYfs8r&TPY@ z@)`}fQN*mNQi5cZx5FsI7NWoiI*=ZvWwq8-vMy&n>VbO(9!uOy@Cp|Yp_@w05qSis zt6y%aFB{+wbyI!OP+{iWRHqvjSFnfbb5XFHJydEgd>*QoLyJl#v%8csnfw5uhCLKsfV&`4Ntz0VoPaAO|$SaRixOV~}@kw}TUB z7GX-wC?qylwR{pD>r{5-xo*GHv3#Wi+7op=F_F=$=V?R4h<%=?b7_Sj&y##R%sfwK zKqY}Vp~Zl5usz-S4d$XuFUt@sVn8^BXJV@vGE9q-v*3@=^nHjQ%U2qu{3vXmwlFUU ztotft22~-!xN29&U}tBk+_3afLiRjb{Y}t)Asd-bPJwP#va+}#!@}L6kos+3vH`P` zH*hV$?J-;=yA^7%_C%tODg)1t7_e^!Z=e-|W>CJpeQF2$^u2Gw;liJdDuv0pWokQ- z7|jqIM>5K}E&`DWDdz~wh!JGtrUd>jOP`Kd`HDzbS5yTdf@=Omx!S3Y03`w4P*kxe z8u1y)M+BR>79(!mgmZVqczuL(Jd|+c+rtQG|As3E;qbWJJ`CKx#rFsv)BY zAR&B{#WgizHEDtzr4WjEy6?flj7y-RW3V%)-js#%{DF16+%7SqlAMgG+iq4g4?z%I zh~3C3pbY3;5kvOT(K|xvNWL96&{03eEJx!^SC2qhILc&{_0|Y9`zR|^R+6;{K!&W2 z(JFVSqsF6qro5gC1b}CD&W+J3Pg)e}oz$h=4)r^zYz40p2u;N$k?J>FWA%1PBWqNo zI8k>R6}x3I?uu&xSgE9OCapJGjB$b(>}MB}w#d^A-`~eSiQM^I!(0H9C2-{mIb1%% zR(}f|Y#Is_4+c$yA#t-+wE50Y)J>>7(bjhQhSX?(#zy;-UPlYZ9cZHsr)2I{GuceR z6}@gXAtISiZPEM?pBkHxG(NRUVN2>La_3&1YC97+)kI%`UNvTuh3%bMubbPVy(~m0 z;V7D>-;1?S6cJKGJ&+VaCC6ES=6H)i_(;%?H7sj6CuiIrsD?@%g36J#fTM@uKsm77 z&ta#mDCb7a4j5!yH&!lYS#&TdR`IoP+{gAOe;+kAM9b;7X`f8 z!=xs|=V4k6Eh-NayG!d~vJpz|VLAh@+0xVKAl$=r!9K`ppi%=_mq>1q`lfXRB04ol zXllW!Jd`t7<)ZW|^;TJ~333<0n;|D8*fBjxvx`O0eN`Pk2BSkOJH;NY2cfetK7vXc z&vSVd!Zpmv0XI&Cr$YUfm}T&b90F~l)CjF`&yD{0Yax{=$a1lGm2 zDmi3|^(SKh$tmV5P&5I>%s)uaRufu*xRu>I;t8PYd)RaWJvl?3iUBuAF2bD%xuH`l zQiH_0PPF~X#D{}>3)fngE(q3Ixsumwy3Hj=i|wWj{)YI9rzHc`kZZF&e!U#)Do|Z@ zUOD4RpMWqb2E0PoB19!mip_lOIdCpAPI~dK(OFU9tm9(ikUbYChM>UKfHxkj#4$at!~1Eni#KR$;o7n}xCz?fEe3=Jv>Fh3HIA)c2J|D)xOX*$ z8qg0LD$JY#?aDAzcn{oJ`i3az%@(wp4Ynv06CrJAQE_*6my)}ak06xXf<6Y<+=5nw z5N<*5Wg53TPJ^ykiXiZ3*81K`FI4nS9%ywVxR%ELb2j?pR)`-pi;WGtDMoLcc-z`SaM+r>Y;Fj!~c0=8FU z={gl`8kO15y;@F}Ca|0g{RS!#PIt!5C?mL0Hq}|WO=WDsV_=;gR0yms<2$*^sM@mw z=p?!6m6Nq*HJ%gOVSDAcqGW{7na~bX*dUi<10Fjp3(u6KW_KwiwG&AuLX4j;N2Fj2 zH_CQ07Olt%OfkOYfiLnxy;`l;ayQ7Bvy3(OR96xtc_9LuA$Lfaqhl zGgk&*6gOS2b5mBu!#?N9r@$}Sjig7)Af4F6C|Cm8g_E+DGplfwm?J(S2NJaw#qg0M zs^OD2V*?(Jcpp4d9Fg6n<%s^N7A)`qIRphvI160f&~nIi0`b3)#6muX-DJo|WN%Rj z6U^&=tihPqhj`_f%*!;g6wK@E(0d^BVo;`GUROe*J|+&MrwOu`;wyeGS9_A9d-M*2 znc2)A-Q$KcimAB{F>zP*Ft;VXx4`7w4<-FlX7{7m#4A=iGP|c`tyyqrk9)`zmx-C) zFXe!u*04YWGChR`@(XOh!}OklXNu{uyR=L%m=px_`<@(%0xF#OUA5QZIAr;D++iaV zAzC8wwpDMoA^C2Mrf!!Z>Azeo!WX<6a3G?z?x&_PNu*@?BFbck@K1v9=`i^&oe}Co zSZ{ z8}P8z-SAAYRd$z_tp<^RV5-lR15qG_Gu47SC&%dhRy!9V`MaF6bDLQSa7?P z$7FEWR|97=6`FP)II-}kPD@{sya_>MWJpQkBx-Vn-n$2DFum92m1DAG6aG`M~Xo~uXaL-e3Oa`*I!#61PCA^{Z!iPZ#=cjH_kcKY$zzVURPE%?HdgHZB?SVc25r89Rd2AXn8#6Y& zEJmw5HZ8~~QEb|@+=Is&9-AHqScCK}uBP-Fo4yqJN19Z&BwNo!Unz91VXw|bVMpyk zeic?7SGQ1g$W$)%KoTicyY2x5>qHsvO9>}rty!?EL=DxWdJRzIB-6MaidY;%w?U2T z)wHapam|q*W`Qd=p5KzV-QXo7U_kv!%>;QBPD;P@t0xTbhw4`!F;tj2{mQkAO%hC? zj`g7^;LSRgnhc+g)q)n4j>YcM>R5k)P;wos1J_)~QgjfmV{N_(bu2h;u-vLwz$?J= zsBx1xCgS-77~>Vxvx~n_-Rk>%4AY@o{Tlj;sayRL z!5ZdVAV9Yw8Q6yIKH(=De(KK@sbHrs4j+e41zScd1gT*1txwOA6lYYyu%0gMf_bb^ z!Ine-jw%>GL}?K%8jjAP7Amyv%trSS>EvxVk8H8|q{t-^(D=~!Tv{OrjqH5IHqHMj8?f$j4L9hPW)_)b;fmKvHTP1#3uF}Jlt@d_ibPA5?bRms0g| zZ*JpLiy{NhjPA-oC~(3APJ0o5y8rk z&r9f{P|QT&FnK-JV8NHq@XApt3D1}`VM0xe*X!ZsdcKUw??UfEjE_T^Cirr3%g#3o zrCxWoCEeQCs;^IRJ`7{G%13G-;6U0PuQ!jf)9P9_d^;*%8LY#fO1{y6_bQP=?)Y-&a978e^c`O2n2}xuZ2&PU2_6~3=QActa zgciskhGx^6Ucg%trkA{zIHW}Iy$JYyMDVwvL?GX8!ug2_y@bd~QVUiz_LgkA{w89$ zzUc~O62iClJ26`2zCDx$x|MHWJz_65p+%=`$NQS4u?5yjC>kZOv`Ohkh`$~k88F7&y=~#?oyh&j(O@)6-DRl zxEzK8DBL-F8$C)K3|r}o<=dKa*0tmObF?jfp&7Q zc_R)RvT^0;qb3pYh1=zAtihbWuj7@YtTpcZHDNkFm-RV+KM1`CFXemgBkBbGrlRx3uzSl&FJoFZ)Fb?9x}WKR_uK&X_+$Q zFU2Ng!Htk1e_qydW+_e+v*mBgAw{idfe2*F3K8V5umKNS{uDe@Y?b>6rsh<^OkwZ|xgtNO#4uOJ+Si?Yz^y;<15ej=eAsC}&4$!^!?r&TQ7MQXX#TNJD05arS zIgY5Q5NvTR)?jRLAFmvfEt+taf-M%I_dujFQ~n2?NA*ia6)xssWKn z92@eUer$z&7#jDkrqBrd8w?d@E&}g5FIV9`FbMy;DCo^Wcr_brQ79%tUJNZNDZuVh zN&)gAgp&IpT5!!Iw?+uzLHNK^ZYhGMkQ{uD=&AzzRKiYWkQ*@~u7@6Yl< z7^B`(7Crb5^x|Ed`dR}T5#jD{BS6EPL;}LyTJ%6q*G87KNhpdr&hc-cogpPKVw<2&cFq1&o2LC`DQsk21g_H zYDy(>`HRj1)rDE$wpK7knN%*nud3!Ts}{Q6pvzxAkZXi0En8uhlbcuP%UZJ!cZp4` zOXXmq*t*c$(8N+GAeUeR9uw<4c&3CayGtot-7bGQpF-Sb0m?}RS?O`MOiN$$kXjU1A1GAvtyY(P z=k#6^Jf-{mLMH2+2cLoNRO~I`p8l?LUSnds-P$7KL3Y!1vxPO&wFR8Kf;uM+D(E*B zuaGbC^@5WMpNB0i<_OpXGrJs4EF1Lf@GC774;;$?^p!W*5c&|U^F*iUf{Gd+LQ2Yz z2RT6roQ3A}m4=|kt7MH5!hQz8-mBz1CwO34hBx^379XQ&<`@z@l2F0t+|zpuhBcjQ zOpFxkg%xNbAT`g44L<>}!epZ$9Ng~lINDxRM1V+ zG$&%6Gs>87i-mf&>OyfVBb}}@fSXT?UGiPPW}v%gZWNSecaOq4BYLG-kdHxkN+V@= z290!W;2P|btLMOqm{0b>9}2xtJwFajb5D<4GzQf(tC{g5SL9oEYs4C%Y;NR5hF&$~ z=?C$@h_1LS*fa}x8;YXUBcQ;YfI{80AF-g=ulNPN}FI-VTLetQQ+v(2FXfcDO$1ECMnt)~le>cgb~7 z-B}C|>=O`8E|lBdlcWPJldbTA9K$Q5R&pFcN-|C|fpvG{&t33y5rXhR4yLtlqL_D3RY11-e-xtEuow5qu^vt;04SU(Wfz-HbmzeCQ z_#n9)ycHuv)Jw%7>e=_WwJ=&m7b@zl;80_hZm3`FY=cF_6;yQ|UfHug*!LbysvM{f?~VG^bH_l{oe|u@=Y|OiP#dl7~{O^tBS| zC^@X_>1wRxHQ0bhPhRSpEpEyyjd{*dp-sS*8=T*V*209H00JFVZ=+?kb4dm$g^0HK zoxA-HrD^|EAU)AKy>_?#>BMaZFMlyk)bmZq?uVZL9RvKKdj7W!6=p)uC$9%U0#*8N zML}s+=@r(!Jf2KIi%O+ucRi@|!pVlvqqM~>U3bGZ*XQNJGC0`+bM#PU;Udt~R4~DL zMc_hl#tDxpp0>gy1gAvgY%7*q?R>3Z$Co+55we_UEQQb+5^ZGRKJ1Y&>Vca{?v{WjkvD3%WEVEzkvH>jp8R4)enw%A_gf^_ zKqGO*%vH3kCT8ZauE2JIEBEMLkhtC86{(8=)A;)#0vZPRLq$N+yz#af3Py~=D zD9s{3VcjPJ&V&|~2w-<9L;ylBM1Td?Tm(p3?@=))KK%J4tgN0w(#o;2BH1G}l?2l+g9@4-N)OcLhpvfdwiZH~v2J=h|O=Xju%?v$LHVH56k*5kmr_#Fs;%&#t zCy`*V^pTrnjPD<=%vsmutSd`)?Z{^9=A3mM-sJHnUn^Shc5lwQ-7ammp1$`{-pZCS z2uv2~dvGu{?7QmaV!lFmA(h9=1-fmTmti}T+U2SZN5(bFaO@In#%$K}g%Uls2zFW9 zg?y`x-m_~DS@4F~g*K$vwc4AXzV|JIhwMVBR)+3w+#s%1`v=Q;865IGE4#5sSff$N%KI4o+o&fi+vT&G{fo?xLKVVdr< zvX=AG>10MmbW+_^d8USg`LA5jp=IPEp#GYH(}i{rwE_f!&^M(JMCM@w9$(Q4|3nHu zhv}6YqSF&Ygppn&L@Ls%5}A5Uc{&fkimT$E9kVQYV@!beLlwWw08^+cezBp#RH@?U zhNV1l;!!zIs{oQfUHrLGV48Jtg?2{wO4TIK!0K1JIJ-0G;-;iR0lF*c3Bec2_)jHg zQ47bQj8AjY69EWypFv-eo;uh`+N7uBhS^S*^wcu6U?yv0($mYJx+kB2B|VM93zqbR z^F5_WPqRP<(J(cVNklx3<~_X@%JICXBY4U3o|J~2xu%nEf_}?ai~hk}Atu6#NO3{l zjIC$L!@Ls_(F=~R;4(xlZnj`lLr<^C{g;NNg>eiU^a_<2X4(}OTu)>&x$@b?FvJ9e zDS2n|wlzgGZEn~nW6!_PVNhfExU7}tv=4!)7&{n5(I5nHC#X_dv`jD+?9v{ZQzyO- zCuzE}|8JlEma&PcE3$Hw;N)SVt!+ zWkwh>cR=;XkUbGVgNh=O#1OL)`j$u%dk!r+Wl3U3V*tr>1WQmf{`AL85}Sz8KTi_F z{u3c7bc#fhm{@E=qY1CXBjhI57+ldC9&w+Y{NG?${@@5zw2~x=ne5H@Ai0vn9ydbt zI2yERlf*XPbi=;LU_F-CgcRVF*)q-X<035zeo~@uvxVy?&1IM#Qg*> zQ2`Tbjdw&|bQ@S_1>qYk# zsay!Ya2)KoCZc?Fd>mFrqSqhC}_iD1|<2H(&+2)hg03B<#5 zLd1h?FNKg;EgRvYqK2DJ`z|I%0nN$9#GSI1b8K40ghW#J4S(|NDfB;Ym}rqI!=?gd z*(RD6&&pa(ds=0N#I(n}SRh|86GPs+Ip)A>LF;ixOEU-LXvsWmz#}Bmn;C1M)wqJ< zbXryu6q->XWTY}Y+`~UFaX-PUR~HzH92A23Auuj8z#l3wE;dw{8G*3?APE#0&y51p zEHD(>eFEbdAXz0a*j*Zdf#3^)@l(Tc=uu#pnhGYlD1mVtfb5gN*i){_uiHEiwk{_S z9Hw(ku4dvV=V>*C06EXolcN?BkI6D$ z0VZ91&)sbHQ8}I@Qbu8cJc12)q|8c9GmsOS+$MPpnvN@K-bc%7qGmo7EZc=UOWe9g z|H~Qz6!?Wk*&lC3$%u{qRW}1P1h_Syjz#l5ceqg9DGh*zm07;-2`)(ANW-+GF z?h|A8LyJm`vAZ;448a#->=kg$?H;+_dK6=(rh-W>N{p>r(>F1;vxT0ry<_l+_yiIR zj$+++=wMDeIISh}g>tIF6vAs*wW7R4~a! ziI5KiV12TLmT8%40eniXmCPIFlxS!zltcws6g8Css zR-EC-Q>X}8W~eYTBIJJn>H|f{k|;3EB1ECxCqh00-6;{m?$U@51Yd}d&%repA#yqN zC_+q41(RHq2)Pc>7%oCo+gT^ZZf*xQvimmQbGN;J_dP4@wmEoVu|Ga^`@I#u{eHc{ zq}g}n4Weo8NRKEb*&(?dkOjQ$R{Rq?fp`dN9FjHYw)<>~{kvxc3`uRdUmv{X9>(qw zz6vs@*t>-T?Z(+^PrLVSv;XG7oOLK?U0>d8-3}Y<<%WCQV-K(3+4bcb-DAJkf(H2R z`J&ynn^ibm5_ZTJaKpUZEDxi%VaI*F$-n)n?XagC=dY|+8=ZE}x*^{#!4`h_0CJA+ zmEX0S?UmmSyW?@Q{LXE=cEE1=o!fT9Ci<)F0^KgZCud!C{u9JL&i2wq2OpwsU7r__h9D9GY4U$JlCUOWKao50Dw+rmN{AG;QgnSaREd?6h4< z;oIe*EM%sdd@1lI=WZ!*Eiz1o?VdWr-BQ}^@ejwIM4`jr_V})>mFBQ0#7hisz6pI) zt5jR!*O+;uT#te8B~jBn+;_`iMNzas1}gdr8RQSJ0gui-TB&d5E zAyN6V>9@dt3BZc0dw)J=*`EXe-VdGl2L_lzb>iNcpw_J{rw4mB2XXx z+b9st`mmxEpFaE$w5ar9c4yFsSDP1|`+FY zA>Sj*K%1IYly>j-jT~d5>*&odDC+jhTF%6Dm@gg$P9V|a-O@IkB-pP#24nHAYkgG; zWdnDi{C3Q;C{-1X$YDem0^1L%dXE97P^mg$sGtv6eRe4Me(l&&)mdqx>oc9&Gn63TGt9_=?Efc(_oYv7uTS~c~vdXM(|5aJAZj|4nQ1s6u; zj4ppFCf>zio|b*tpMuW9m<6Cke7xfm2-h%Q`_sBF`#mu)hJ;)CScmwmMn zqC;qHrQMgkogP*?%Fe}&j0b~21s9moq%Kr z2TdgSQQ}!Bt*ET4L6b5z;L)1Tj+{j5G|Q?uE_oMz)qsKP`{Ktv&_$Sp6p*1heS(%% z4LdQu_;E5#`w?IKcw?Hj=g4n~z?FO6-j$}^Wu7G^T$sM+?mj=9xX)nzC*};z8WT13 z!>sw50sc_4=FbfkrroR|6@VhpS@@+W5Y0x6Lb=a~xfxniMhv@4YQ%`m?g+ZDU=G1G zw_qgCFgOe2Y<4#_6-;Vg>F?d_J}_*O|5GAucQSS?zI+i=-Ufx7+>ND>xGUW)1$@IK zP;4d>tHXfaiRxBnOd1xT>L(jo5%kxEjA?LaxI@ zd$|1ce#+!xXeF-v+(XMM`AKfm8uot6CzG2$Ifw6bPoKf=Mk(AiNm>^BaUy zA`rG#?dlkOIk!}9#1samuZf`Xr5Z{h2v(_9vd8ij$ezhpT75IHJ}4(VE;~d6>;1Bp zQ=b+COX0*P1qStZjN9su+}!`u67aagMbkRj@hZy$c;|I8H(w1HhY3yYA{^ zcFnpTzFE~SS#&g7kY4cO@Iq>q4zpRhQ{p^ICgIY=6wm1#K9G?>d;GzjxCD11x8T8R2U%-VgnR9_1)5Co@o<6`JTIBc{DLBsQnpX znaYIE#{jIjTHyO)mPH?~3GjaCXqXiK>)y*^7&I}m!*8-d{1f0XNqG=sQ~F+ z(9m=qq>hNZ1)BAl0o3rU&!0gRBy&(h)JKlObuCUB;f17(Am?Id8FDuMiLExHLN>$5 z)G*WQ_l@?1<-^hm#~)pTtJ>{S9o00`hbv7rL^`MIn??e3nM4ti6FckyA#GCZ)v@PU zs3xcm?3K0B9JECd)Z-cwi1fIjddrKw4TclOy2Q{ikbfvV8 z-Py5Q00aJDC{?ABWXGE9#`qw)vSTkYLUa*o>^_LHPL$slKRx7g${zv!)9;mMCEZ?m zEGb;)p>BC}Z-=<$O&)CiO;zT&7H+5Lg389Y4lo6B<{JDH+r}7z8du92)HS~+g*Vo8 z3_Bl~a?W!MnzVaX*5h_n@HwP+k;s~kQv`1uxlF2v(4o_oP&>p=Y&J>6ov+$%r3fmGCbgi)(4X)mr;G~FbiEszuo zV>hE3-OSAvD*09m$R&7@gAHuj70OB3*JR+jVYm$oR}A|aOB=8_8GB}hA&3Es2V|`@ zHZVs}3@bPom7cJL>1*-4vS8L>MI_g&XolY`_z`IL$YO0x-iH zH#~ok7#{Rj7~z@9@WsagtT1yxAO}4NABkBOJqRYi`{6#t_CzsBR2l{04ByLKryT zQyRiZ;d$XQA)V- zU1%XGEyxz^EJM!6Ke3Gr3}nm-lxq0tHJovASU7`EKKr9#Ssn7RJ&=Xve6@rl&K1@W zLlD+)m{PYsph|h8~dcKPTKP{n-PeEs4>;oP0+}HgHgbNM=!9VM!HPrFV2q1l-jwfk_piqZ= zn;_JIb#zTbSq(vWR8X~3$;RM{;h~NT0R#R}2UV|pfdvDp5e|~c zzKjo&E7Wnd5u&S6r}sgWb)voK4mcKl!HyF3Ui-rxtgJiS!OF%8cwo>VB;a8>RODc} zcBEpr>ow5Qd5Ehs%nTwll1V`-7fbBw_F-r& zK-Pe8fXRN8?{o4>Ydesh7`DUg$1_dsrHu=`KK67A3ku@`56N221Jk_>0?_IS5SYG3 zAn_-|a}lK^Tcg(YJLRCGR)#4xfqiJ?LtfDx*x z3>JJ2zzS2S1&Yuf|C5+y(H=Je-j86xQwEqq?eXszDom9No=V12JMINKEPu8;u^Kv>@nTyrh+9e7DSFyYqs$QAjP z-5Rk*XiRtHMTU+W`DVM^F4t>zQ$Hm7MbzJx1(Rt3Z$q8^q#gksE;w62#n920kiiP< zByGrGB{bq)iOE6+%MC4sW?58U6xPTQL?9Jri|3qj%Ep&+yIR9Ah40j5y(<>iJ7`he4f6B4Q~P9~VjgM$k9Mh(EM)~E^bsWmr2 zi%P9wcfF}KgvvJ>S9lwO$>Rz)!!_4z6fuNrHoI=JoA6Pts?{#pmegUub%Uvn`0SP% z7jnqInQ#a@xRWAjb&UQwlCb|oND7@Iv6n(DHlgK& zSK{7$6N3z{7#?8Q3&ZjU7^w2)bLSgKO#~QB)@Xc?Tmgm~jS$_4Hm(n%tP{&wjmL%i zVhkJxju%?MnefLIcJh&EMh5*9 zXfZ-ZDo6YTnoT<1PMv9FHJs}JTP)t_}GTP1h z))5^Me83qC*oeT#;cGIG${23L49;O+V`&2pZ;3s#!p6dY!<%HSG^vXmK{2vHgHcJ% z%dZP_%`xpV;FZOS2rD89pIUA2m!piLdVw2^Feu!RKg0$oges5lG~W~ozzlEP@O&aM zJm?uP!lMlGg_|}VJ)UnK;T%JK+RO6-j9XdK4c1oytT0_#AP0@}FUKs4#<>abe#91j zWPmBuIRBxc!c-aOp}BsHbW~vBlK@CyVBz~wP?{}pg>^>sN}D2GXi-_HeF z$X!tdgkIR*zX#Xc_Lhrg<~JgocCLVm;lkwya(4C_&mecqQ646;4m(L3RX7tG@vgyS zQH6}51v60_qY7E5Zj34{g%>QUfb%`2QH2y)^IRsR6Ft;zfix0fpV5s7d!QT-CJf=F zH<-|qqQ>c_r@E4flf4K}hFr$M66Q{HAYxWbfQHRp;}4hQ8x6Zw#AC>fK?GFtAo_rR zbk$HE#k3?}DVC{3wPNsd7$(e`cg{H=C z+-N!m1NL%Yoqr1Cpcd4mWwkTK=T^r>+j!}2`TjI54=PF!J?M|zJ-seXPf9)HTuD7} z_wx3{y(k^T>k1NBMSW3`9CWfbpD(Iw|P4;7zpK zeh|bemsbL>`Xh-fDvN;7-2YLE=B6E5v*a(4gz8~Br~A2apu3zlCylzw8Jk~ zqb#ttY_ZspBtRgRlnz<41G<*}h)A)q`Z?i)@x^#n&bfrz~J9IEts8_4?TJ8q9X?l7-A$k2j7xdgR;&#zodfjlpcusyXpl zwEqa?tt?u0m(HTygD`T7_Mhb9(TKrs(T3$5iEJ5DQ@wKI+W^FHZXDb)N^BC(7v9g^C$mK$108Ha{AhriG$~`8OYuwVYWn zSxVntX_^~>67x$pI=&zW7PZ6$I#Bmk=pdiR20U@F!^M0%-#6l5!&5m$)6v^1r_a5( zXXV?8X9cZ+Z^~L~R-$bwv<*!2*^jKKp8X_}C5p*p`*A6`62Q3JQDJD%Fn*&n}ah!cC&1^EPOIJLIur;bwmC{x!S2(wGMvf9XCKpu}x2cNB?j~+a6UE+oJ|YxQrUH z3@%v(2rq@PxiM&}Wf!65xWAHd(0V1e>>IK2mivj;13i#jX&-|lC?ZFwBYZPO72b=@ zU-eGA(P=Y;S$7^U7u%)HR>>|ODYXwnO^~J|)>yq>vGcXfR+()Wqu2$XdZmJc!ZJk* z4gmt>9331%p*v!=+D(`T)*U_pyrKubPD@iDXd{CoO}pJ`)<)Z<3P(r~wJTg?X0 z2p2>DMMD2YLhv~TT$#y9NQyo|AeGZg;&FsXGwfx}!H*d9o$a=T)~-#D(U=@DChC21ut!$z_74OuJA zNtcOSkP@LjakWT$#l)2M#LaR4PQo2`wCJ=_qa{DY20Y^F$|;y(ubi5?Hdi@Q(v};K zzeXq^XpxAt5;#EA{NE0_a6EOOkd_I0JH(MUzi1s4QG zcSVs`KpfJgr70Y9jWQ%adDsXx6Xy{D%4oNP-`8N$I9)i9M-Rs+DVG?vyC>y3h^yG3 z8h5{}HT&ohU0TW|VU9?0wq$V>AJlzr1s7Z6Xa+<3DNU-_;TVOQx3@|BL=>b}0qcf<`H za26f0;gs)uyWWKQi-4coEeI(z;AS!FW)#{!3b%v&w$rS@-O_fwFggZf#JAAh0KnCp z=sGLL>-Bc6-nO-u`{y`ITk!312tALUz@(-wJQ>2cX#?|v>7Ev7a+p1_D>i*HiaVJ` z=^5n!GW5tR;D@N`gC$M7QE#?KEA}zF(%nDT87$>1@^-*E%|1~ET($GOTa0ZI@ zSmy||Hw4G*)Bsmd0;2R)c(MrM%mo_<)tz*P$~A}O#vfUo1-IUtZ3UslkogafG07(kn{R^G-Kv30Dxwa(uqb=Yw zcK4*SnnF{qLFxx)3qYd6ha+_>xu? zaw$e%+=1oWf|{q(dv-fosl(S;83xxEN?;@x;5ZAmtYF5F|BOQIqn!o-GX%VcdV2YC zKM6!qFW|9wYW=T3j?n6ixyvobt))d+k`vHZ$+p|j+NwgOo`>~`Be(MDbZ*l2erJ7dm5#vEWZ0%4VF#WIk3d$bLE=0@YZT;9yb1yQ8W7vMv7oh5^?WXS^fDUFv3rI(iOA+KBp zPwt1G(qpB^$Xno;A@=h=jB3-LHK)QA{nPhlxs(VtJ@75!N=1XuLu z#dt-3&cjjBpAW2ntM}v2$M6~bsV;{r`ZIAFT+yF1u?YQn{uyv}0DqprXY}X8r^6Nf z`SeP-qCYQK1y}Uv8N8xD_pgR4`m=EjT+yG;;1&JZvktCy;me%^A3& zKP!geivGMCujtPe_)X@^@aGsdKz}Y?4_EZ(di?ytwfKV{`({7*5lupWUT_Xv9mF5} zv*sv@=QRW|Gnjv=5{*Noi%0(#a%2LODR` zW0KOwB&CZWlavM~>HJU9xu2x-4lu)XPty6GBsk#*=sZu-Ii95R zJ4xqulFsWS!HGRU=W~+IU*IJMKi*l{4l53sBE6TNok$+LHWi5a!%C#o& zigK;oLb#$_YZ9+0*LoVSDA&4Ja;-Pu73EqdkbhCG^+w6Heuh_+Yn3I}`aE7yuC-or ztz&paxz_oJD$2E9g;#%wj3^9qSRfAO2sX!!wD;mAog~H;{}_9sT(OD#k#fb~LHpqKD zltj?Hn%TX@MJr(C^@JyEW{ANf1w>bD|) zr(AuFb#)FvL|TPiE>Og)}OF)pfQ8tP#vpRq!mJouJk;V zr5CwcTqJs>l~%ag2MfK~Mwh@UZ(ID$Db7MLI%TmTaO!}q2C8`rQ{O?E&w`8{YE87j z5EGC6vi2q+8J&@RWxG;j$EASX+oETtfIV*ItuZi@kHVXpeGz2CgFy;b1EhRIVm#W% zZ5f|P(}dfH{O?)6uT}Q~q3Z`f)x9WTzlYoXy2iGX#ae0 zOwjM)bjezf+o)Ll8d`9Bw)O@D1Q^KDZH`71HG)$dZ!(V)>Ywr-McG!f=NLw$d5P{a?sh B1`q%M delta 16456 zcmaKTd0~jZL4okNRjvgLh~liE0u8o` z$e}2>$YGR-qKK~dvK->Bs371ML|NoeR20Lns(RkMdH(kMoj>}$>7%;p({=Rqww{fC z=jSNLBF7roNh*yN%SWxcVDH=4WhUy48X5@piZ}V8$p{%udm&!_I;u%MR zSzhfm-odJJjqgtBY2k}|DcFwkWs*NzE?OERr?lAPIza^<<0~P{hLpOu(ZB3IfH}v6 zoHnGHJG`Ng`?quzzX(;<3Q|`MjTYO4oH?np>{-5C?tC;~-q&g*xaEK*g>pt!oNz_R zkISEwe{0=G_##wUJQPJ`M>J?KYn+64%0-FJ64?=Qz?>qt3rk2YHBIM;^%jK7COGMWQx%hG`qPuccR-yx2R8{*&t*$N@wc2n*$g;uRJVq7uP+eI4 zDoPL)PE(y~4jy^vkA`krHcC_`XOzT?#mEmzB@Zp^S-bYuXaE%wL`KNcx@B^F?>oec zL9UPy|E^izuUYTVr@44bvyPOA^+#>2KN@8Hco^#|!f6ugjb;D7 z3!PUe+hbfp)=K3YOP0t$zeI5X+pn1{A|3K@w|sdiGukN}Sj}r}mi>!wl4B~y36Dd< zg61OKAy+<;?M%nwS>vkHWT(npm9QORWammBq{}YtvgFvJOp)S{m-`nAfsL9K!VP(_ zs6zC#sCNsezOsK)G1MU!XOuWR#vt9W8#fd;BIK@hg~*;dH5-cMik42dO{@^~4?0Zf zd(`$G8UkXed7|df7_SZ{Ct_%|0eNU z2nyFPRF|5|0mY5wtD{u}kuUkwPMiJU^;Z5bP z0WIXQAxYxasF3@;t^rS!b(;0sDAtvUvj>Wg zu^z??@qU#2c6JBxx%C%gMO>}L)qB!^+emRGirv7)C=L~y<`#?pM6oNVl~t8lNyc_; zV9B?g&7!COVIX!g9_qsj9MeDq(?8Xx2mOGTGxcC@8fr&*zB#&p<82rt)Q zrx_Q{8zR|RJP^$qPo3LH$B9cF zYqvyGtcB0yzG0Zj0 ziIS=`mg!5Tx+0v6AUN5Z?p?A<)LY1Knt&Ycxi!nGg|Ig>Jei!jS-p#K0FTcQ6fC zhz1TszUwAUv7wVkCk5N%=p=GYJv#N)=(ufihn)EHPRofG{b)xDHkYko7xOa!QvrKct^6{>3sR$z&Rz@fODpO^p zJ?&&CZfnZEuz}0;De$VCF{w-K?q`;P$Z#>wDK6Hl57#HKTWL(Wn)eh}i1$YH`X}Dq zm}l|scClMIxyLPUtaqiEdXpGV!;<5cP4Bt7P?5*zgbh)S1nz<5=-^^GY)x5?;UPIh zf{TMu!E-x6%+!KRb;+3L4~s>X08_2bYnZ$}2u;L1OMr=5fCpY^=r+RJSxkTN!bHbf zERq{%HItW`Io*?(DD(Wd=GoSgd49#>d6MRN+*S;rpJ<*xaG_ItoPqzs;`;-u|6|;R zo$vjaXYsvX^PN!bmg_MrKeo;3{(E?Pi~oCwloRZL>5(jryqz_crLS*vMZ_`&5X%O1 zn5ptu*2k~`*_!fLX2*uc@-Pn07Qb9EBt{;8qo*k1l9bxEdv5|)J59Jvtn$}k94n8N zPrdmJKGdNJ&|QB0X_?&d)_atFcxaK_uy3H46l=;U#)s8f|Mqk-H&(*ga`$*5sr}%b zSUF&SKe3eB{JG%N{z2jiWQC&JYJTcPn7uizA774Tt=bW*2GqhFx&GZm5r~z$-t~%Y zu{=2#FITMcB#y;?EnLSURD(0*OUIjJ1+c)>v2o$dv5u+72Ev`!7H4B|BGN?FKLBasC!}~jBkmYdFlGZL$i$fUk5W@;=9fErM!FqwG~7He zU&P9q3tiOo>5wB!_eII=ZzanUAM_Dl#H!2FaS=7-!vVq)Fxp}E_x2ph*jN0A<^g4*8Y*KTsmkvmPr|KZ3i(bP@aEtP28c; zx!EmO9qlXnArVsP-fmUj7FviA*8kD%phQdx{pZ~hI|0)6C2rRCMQ%&mZ*jA>FLbj% zMGk1|p#ZzKMz+8mQukZ1z#Ps-;rwZrf*U7s;n{NWvn|xvBuEr*AZxgBLPC@LM?N2K z%75pvsp7Df|A1RMzo-)@wfqMx`d_=%KRUrpvhd4naV03^4{mwSmqnsMyv79o(yZ0i zh~tJQo@LI6w`4x8WloJ}nXy-r`9qt`A6hb>4wLy~8&9ahyjc_%o^8oI5LweQlUk&z z%-unI{piFu&Z>CU{4uhswpmm>+Q7(o`R&&m#K`#Czn+{bocHPS1z27tn}0J43)Gk) z&{dxMW)8l~s{dIC8?dlYu9z6-e41*bCCd%xm#V+iK)l>}rV@5=`HU*3?7ZLMHtV4A zY>$^+&sM^l!Sc92m67{A7{v7xeroq=r$7qzod)-8Ji4;sa_99Du`izW=^Ksh)A5Y0 zLiQ|uQt>J&2Rdi%!(3CDo(u}W%!T>R)CBgOc?sHg`V+M8%t^3(XK@1i&cp=McOna8 z-mjF;o(~9YZu-ymSRVABNeOaSVv4-yKfPVuDc56kP2dT@)&B$p7S>#N4aZ?y~ek583<&r=0px4>1pGkwwnpr$%WUk&Aa{pdC<#_qv_y4kK29l0FSL{ge~px_e=8A-6WNJQ zBQEt|EJ{@I(J)9zBu8WRSfW}H4L6I8q5tebY%O^B-bm!(dkrNFD*2K`R`OR9c?72= z@(51CuB;K9l&F<_3FevuH`&IF={?-GYzg&U#E;<;ca!VtCz(>WxG_h#l341 z@MaQg0UQj^VobuDYD~VvIvSI+EIQ4OOiXrZOupd)!sKaIC0Zuyxiz6MA{LU=`8enaJ+Z7zZYXucwM-5v zNDm2Lrl_TExK-SNbjctFC9B`vP%b7||3}5+|9eCK370<+`D&ziG@0#VS#roedL^@c z1d`c4S|*crB$Qz1mUfg#|94%odSRZa8>L~)C0n{-%Vr$jM}8=-26ZDo6Qb1NBuhcY zCBp*viUIjNSq;mA1!`3abc6FD96q$M zWs`4HdA6J{FMnSc(uE5wKICEh*5Y$5{iinRKV|7Jgh~Hd7)xQ&+p<~uQ7M0xesV|? zGEwk*R-J7nrl*kH`^5bz>;Jc~`h){fo6UaX@{V2@4Y z2U6H2>}HXtr?5LPuvcrqjTG$;9>834$fwx&3OPhuHVgezNNAo))#c{`fGZ*u#qt<9 zwc-V4eTo{L2TzFll)7K@pq+5}ba`$nuP%&ympPgVUIVaXV3U+%V*NSsE& zOgZyvaN#wTUwPqWuSa{U%dk-68lY;XyH)=zfx-x*DwWZFkc-H9+aV_w!tD@; zCeR_P3Uf__+uL|Wgd6KM>F!jXSM5*bc@?}%-K(9qLka8)_MayXr1He-Wh9{&rBztF z2tENE<)8C;QF@%n>qTiT78b*+qBfObEp3XhUSn9q)l^m26h0PlY1+{^`Kf11S1ksk z(>UBVPGfgckVfu=02n5GY3xX@YN;<_6HDq#EOmK91j(E%bxN}UxDrmECrhqDSd3~j z5Q);FvlQ+Zm1#U(nwS=v-rPl%yaw`QPL~#>@pNf!8c&zzrs?StK6$z{3)#i#(p^{y zr%P37G+k1|1fCV2%*=3YHmT{!(r#UObEq;+mMWPNPnHU7Toc5ht-CeN-e|x-S=J#< zm5zlRaSGuie~2T%%TN25^Azf0unOutF27WEYnW*2|BluWP@hCW3tA)yNLSO_z?&j9 zofR6=v2(5JDOl1LdgN5n5-1uE)YF#3bF0E`R8Y1U0A=v=T=(misL%KTW6gY!k;%h^1`yWhR_u;Zsf%ljEwd76w5z zM7*l(3?BGVgL68a!LdQizAa)^0{dUycDh+dhD>=a}km#fGWA?rgPEM$F|YUbNetV;VpWMiWTZv0h8>2+%_ ztY>1KZ{ypFMe8y-7H!GYYy1~8^&07p4n@cmuJP5%K~N*Gy}8K$ zJ9VMs(NoBFVv3r&0Q$KOP`1bTMB{&AFgAKBleSa#;FGcMJ`}OP$S8{QnLLXo2>vQW zmIkms48Zf2Ab(`CMrLO*fLU380x)_wE-=%x7`gKrxwF{VLhfuBa)peXL6B+iT4h<_ zoeS?%$FbY67^Uikm8a_FoO-5NTpbf`L7|@1h@%sN6i{4t3o(^f-boI5N>J-v?FfDzn$0k5%>-66U zFU2k#4vt-R9pTt@CRhc{inq~XtDxTXla~ETmNvbMS*rUuct+r}(`q!m$EHGQ-5qzr z7;q(d7^MUcqjc#mxCbt(iel)dUKkJeU<)4qo)ci8Xz2;rUULuW!2gJ@9yYn=L`0ih z7Z090q^Ou`9NGTVpxkXQrD@+db+|1Q!)SWk#P`4Kb;Dg@OI^MjT7plP5}4Qzxw1=0%mVXL2uyzgfv7F9lh=atN_gkN z86_5@kORGXMtLtR6O~>vK$sY0#vALpiz?xa(rX$Zu1lFyJh>2ay?R#Z4bCdPY=kgN z*I40=g}cU@}$S~22xCYuB+hrzhZ>t*yPJcXqfwQi9jmdSdw$N){)qXxaC-8}T zb;n%ZY=$f=n;|>;PjX%lLF<^+K^?m0W&PN(5EfAz+>5Odw`7Oxvt2gr#Zr?B+V8Fs zeY4q6+Ywo9sC}|k?jpEd45wD*Zd(b*#wpp_wO8{~$3}ZCij7ON*|jgpX4gLWehl;@ zvpFIzLf$bVA}gdu<=C^OM&;RTlinpzoHY_lOj~Si3NohhRCq(;Q@U00xVQ970UoK;Wh`#(mVfM*vUuKk6>hb2Mnl{M4Y` zu!Ks=;doe@!=N?GF+pptx-Em&q9}(UL&^l%Z`jU)?6(kP1q}_tOq*Ws91Fec;T>ty z8;!*%+DIgfK``SHSS^O-aO|6z6N-J)sFK$}=FHf)G>2o~{W)ZIaKG9=3R;T$b9Csd zLAEjUO~X1E`X=Xa=zG~Bx5Ff-L*LuF`i@X_3Vp+vmNqaO+opku^N1jYzU|p;VR7NA zp*D=gJ!hwcBm4L9@}>xmtPd=BHL3do8lK6}hZDkL1#c-O>nS zLN1%z!?~}*&O;e- z(Wut_4K1vL&W+N!e2Mu6Ruo2Ra9 zfpXZZPR>R{*~4Vbi-5a{P4gn4dSNTvCBE0K&+67^^VG-}VFs?ux%D^yN9%rngQX(X z$9*UIsBdSYkH;iUP1y$R)ScU)he-5k=i>H}c>kS`!k2JgvZJPSGgA^b`_$=|U@Sd( zTHc16n|Bd+BhS`d#M(UeTbn4eP^@Q`^>y+`ND6(0Au4=OLe6NZPdg*jKiVL=X(y~Q zb@9wjm<&&=UH1VWB8Vq^92QXbd#n1LI4#S08M=raNPrFz{>D#j+D{+~K}~zn$C~z$ zk2URmA8Fb<;$0t`G*YB+AhEioV$%1&sn}@(H>hH3!n+_9(_e4cvO_`&KMM)3sZ;Yn zA2-^a0u|Y`Ph9T*=<1-0Z}ziR z<08MkN;rr+0ApT*$VgOokDtx_z#crl^7!j|y$-WLjPdg>$q2u~|I1bBG3XU;TII_D!~ zTc``~L%cfpIz$p~G3td6@hCJhpTWBlYG63>RilsKdy$c^u}jGh;p)KG5O%gEgdLQr zl}`p26(#g)ZOb!`(fPbQE7nCP&*2i5ki39hTS#6AA{mWcnMhu=F&9!=TQ*}fDPLP9 z0zy_f;sEZk1;P3L0BjXC`K&$j^ZERnK)GAs7gjiVOP_B^`3Swz4s!KHcX=?0Pm*vH+Q#uT^UW=9+-a z4e!gcVp}!?azz6I9<_5Nq$%7A$Wc4%z)=@{6tY0v$k(QMJzov_47Q2u`S^{-t#!Ts z1zw;(q*W{ajVBQ;3K+PO0xDO>K8H=BO93lRNkK?EIv3Qvbqta~+>VnevbxIfvM|lD zwPC2HD*uk4<{0#9X-@f9c%s^^fHh~LE}|%loDfun*nc4{KS>3S2gsV85 z4+}0^Hp8{KK^c3uhsCfnH7`uqrgz7u1YpNF*Wpr_`gzhnJ zuikE~1N_Iyivr&`p%3ctJ3370`!t=;@-vC*0tKE>|0z&~;^l6T0nda6;Ez4Niv9O_?E-&{a*H(EUWdq-fB6 zHl5HdFN2fcQ)=+_S3H3<=z5Y)=oXH_3Ek!}IH6k&1}AiuZ*W3q*#;+cu4`~Y$DIZz zr*U7{_?i+rpwkH*S{aoOZXamFGqybIC{=n6VL90=n&?3v=Bm>=!kxB_oo{f$*l+wITClr1SPOhOj8b4D) zQ9&o<)eKI^oDEL4q3Rf0DIvY(WY%)mw5qA&@0~Ye{5^CqWRQ+kR8Od=uBl+{s;J%` zV4VsWHKb4hR;BDv#?=?7J6+G?%9`gW?cYwz_z~da?F%Izf26$`(1`Tcnk7(O2sw*fMqyJw}JxN>l z{YEn~liY@?>O1g=X0dAH58x9y4b}SZph*pVAFPd>zPQy!P9LypBc~56wUN`eh1$sJ zLp^Qe^aY$Ya{8W($IPH_v9yiTS4G;!>5~?10>`l#ru6ZGHgftDKpQz- ze%D4`PTUVBvo%E+9M2*Q(UKcfAvk%uonBdf?H1?~xONM4|5>|*CLy;#7f7{N7)j)R zA)_|?_$7t=s0sE#6@q=tr&rwvI}^Gosr?Au2Go9pE|zIOLbt87AE7%&+Ksbp1m6k$QSNK|Uh4VFNYpJIE3zGMJgML1w5%keM8GH9=N# z^HuG6=rB=x9y(~#p63j`og*J)iheGOd+QqPjVc6tbI`$r7M&dyoi1r#MaLxCS6w7h zSIBFb^sabq^r%9RUOa8DYI^MAXyaUaH`?{p-t8KZx=w!1q<1~XMvp24>1Cp61?jO< zq#Zu(4{6&<`@;zGgem0VOnNDPrq?$pFI5QA%cob(AG=Z7zt9ep7S`HpyFTS.models.multivariate.cmvfts

    -
    -
    -second = 8
    -
    -
    second_of_day = 86400
    @@ -600,6 +595,11 @@
    +
    +
    +build_index()[source]
    +
    +
    mask = None
    @@ -614,6 +614,29 @@ :return:

    +
    +
    +search(data, **kwargs)[source]
    +

    Perform a search for the nearest fuzzy sets of the point ‘data’. This function were designed to work with several +overlapped fuzzy sets.

    + +++ + + + + + +
    Parameters:
      +
    • data – the value to search for the nearest fuzzy sets
      • +
    • type – the return type: ‘index’ for the fuzzy set indexes or ‘name’ for fuzzy set names.
      • +
    • results – the number of nearest fuzzy sets to return
      • +
    +
    Returns:

    a list with the nearest fuzzy sets

    +
    +
    +
    season = None
    diff --git a/docs/build/html/pyFTS.partitioners.html b/docs/build/html/pyFTS.partitioners.html index b34c9b6..a613d95 100644 --- a/docs/build/html/pyFTS.partitioners.html +++ b/docs/build/html/pyFTS.partitioners.html @@ -144,6 +144,29 @@
    +
    +
    +build_index()[source]
    +
    + +
    +
    +check_bounds(data)[source]
    +

    Check if the input data is outside the known Universe of Discourse and, if it is, round it to the closest +fuzzy set.

    + +++ + + + + + +
    Parameters:data – input data to be verified
    Returns:the index of the closest fuzzy set when data is outside de universe of discourse or None if
    +

    the data is inside the UoD.

    +
    +
    extractor = None
    @@ -153,7 +176,24 @@
    fuzzyfy(data, **kwargs)[source]
    -
    +

    Fuzzyfy the input data according to this partitioner fuzzy sets.

    + +++ + + + +
    Parameters:
      +
    • data – input value to be fuzzyfied
      • +
    • alpha_cut – the minimal membership value to be considered on fuzzyfication (only for mode=’sets’)
      • +
    • method – the fuzzyfication method (fuzzy: all fuzzy memberships, maximum: only the maximum membership)
      • +
    • mode – the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership
      • +
    +
    +

    values for all fuzzy sets, both: return a list with tuples (fuzzy set, membership value) )

    +

    :returns a list with the fuzzyfied values, depending on the mode

    +
    @@ -171,6 +211,12 @@
    +
    +
    +kdtree = None
    +

    A spatial index to help in fuzzyfication

    +
    +
    lower_set()[source]
    @@ -247,6 +293,29 @@

    prefix of auto generated partition names

    +
    +
    +search(data, **kwargs)[source]
    +

    Perform a search for the nearest fuzzy sets of the point ‘data’. This function were designed to work with several +overlapped fuzzy sets.

    + +++ + + + + + +
    Parameters:
      +
    • data – the value to search for the nearest fuzzy sets
      • +
    • type – the return type: ‘index’ for the fuzzy set indexes or ‘name’ for fuzzy set names.
      • +
    • results – the number of nearest fuzzy sets to return
      • +
    +
    Returns:

    a list with the nearest fuzzy sets

    +
    +
    +
    setnames = None
    diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js index 4300155..9fbac75 100644 --- a/docs/build/html/searchindex.js +++ b/docs/build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({docnames:["index","modules","pyFTS","pyFTS.benchmarks","pyFTS.common","pyFTS.data","pyFTS.distributed","pyFTS.hyperparam","pyFTS.models","pyFTS.models.ensemble","pyFTS.models.incremental","pyFTS.models.multivariate","pyFTS.models.nonstationary","pyFTS.models.seasonal","pyFTS.partitioners","pyFTS.probabilistic","quickstart"],envversion:53,filenames:["index.rst","modules.rst","pyFTS.rst","pyFTS.benchmarks.rst","pyFTS.common.rst","pyFTS.data.rst","pyFTS.distributed.rst","pyFTS.hyperparam.rst","pyFTS.models.rst","pyFTS.models.ensemble.rst","pyFTS.models.incremental.rst","pyFTS.models.multivariate.rst","pyFTS.models.nonstationary.rst","pyFTS.models.seasonal.rst","pyFTS.partitioners.rst","pyFTS.probabilistic.rst","quickstart.rst"],objects:{"":{pyFTS:[2,0,0,"-"]},"pyFTS.benchmarks":{Measures:[3,0,0,"-"],ResidualAnalysis:[3,0,0,"-"],Util:[3,0,0,"-"],arima:[3,0,0,"-"],benchmarks:[3,0,0,"-"],knn:[3,0,0,"-"],naive:[3,0,0,"-"],quantreg:[3,0,0,"-"]},"pyFTS.benchmarks.Measures":{BoxLjungStatistic:[3,1,1,""],BoxPierceStatistic:[3,1,1,""],TheilsInequality:[3,1,1,""],UStatistic:[3,1,1,""],acf:[3,1,1,""],brier_score:[3,1,1,""],coverage:[3,1,1,""],crps:[3,1,1,""],get_distribution_statistics:[3,1,1,""],get_interval_statistics:[3,1,1,""],get_point_statistics:[3,1,1,""],heavyside:[3,1,1,""],heavyside_cdf:[3,1,1,""],mape:[3,1,1,""],mape_interval:[3,1,1,""],pinball:[3,1,1,""],pinball_mean:[3,1,1,""],pmf_to_cdf:[3,1,1,""],resolution:[3,1,1,""],rmse:[3,1,1,""],rmse_interval:[3,1,1,""],sharpness:[3,1,1,""],smape:[3,1,1,""],winkler_mean:[3,1,1,""],winkler_score:[3,1,1,""]},"pyFTS.benchmarks.ResidualAnalysis":{chi_squared:[3,1,1,""],compare_residuals:[3,1,1,""],plotResiduals:[3,1,1,""],plot_residuals:[3,1,1,""],residuals:[3,1,1,""],single_plot_residuals:[3,1,1,""]},"pyFTS.benchmarks.Util":{analytic_tabular_dataframe:[3,1,1,""],analytical_data_columns:[3,1,1,""],base_dataframe_columns:[3,1,1,""],cast_dataframe_to_synthetic:[3,1,1,""],cast_dataframe_to_synthetic_interval:[3,1,1,""],cast_dataframe_to_synthetic_point:[3,1,1,""],cast_dataframe_to_synthetic_probabilistic:[3,1,1,""],check_ignore_list:[3,1,1,""],check_replace_list:[3,1,1,""],create_benchmark_tables:[3,1,1,""],extract_measure:[3,1,1,""],find_best:[3,1,1,""],get_dataframe_from_bd:[3,1,1,""],insert_benchmark:[3,1,1,""],interval_dataframe_analytic_columns:[3,1,1,""],interval_dataframe_synthetic_columns:[3,1,1,""],open_benchmark_db:[3,1,1,""],plot_dataframe_interval:[3,1,1,""],plot_dataframe_interval_pinball:[3,1,1,""],plot_dataframe_point:[3,1,1,""],plot_dataframe_probabilistic:[3,1,1,""],point_dataframe_analytic_columns:[3,1,1,""],point_dataframe_synthetic_columns:[3,1,1,""],probabilistic_dataframe_analytic_columns:[3,1,1,""],probabilistic_dataframe_synthetic_columns:[3,1,1,""],process_common_data:[3,1,1,""],save_dataframe_interval:[3,1,1,""],save_dataframe_point:[3,1,1,""],save_dataframe_probabilistic:[3,1,1,""],scale:[3,1,1,""],scale_params:[3,1,1,""],stats:[3,1,1,""],tabular_dataframe_columns:[3,1,1,""],unified_scaled_interval:[3,1,1,""],unified_scaled_interval_pinball:[3,1,1,""],unified_scaled_point:[3,1,1,""],unified_scaled_probabilistic:[3,1,1,""]},"pyFTS.benchmarks.arima":{ARIMA:[3,2,1,""]},"pyFTS.benchmarks.arima.ARIMA":{ar:[3,3,1,""],forecast:[3,3,1,""],forecast_ahead_distribution:[3,3,1,""],forecast_ahead_interval:[3,3,1,""],forecast_distribution:[3,3,1,""],forecast_interval:[3,3,1,""],ma:[3,3,1,""],train:[3,3,1,""]},"pyFTS.benchmarks.benchmarks":{SelecaoSimples_MenorRMSE:[3,1,1,""],compareModelsPlot:[3,1,1,""],compareModelsTable:[3,1,1,""],get_benchmark_interval_methods:[3,1,1,""],get_benchmark_point_methods:[3,1,1,""],get_benchmark_probabilistic_methods:[3,1,1,""],get_interval_methods:[3,1,1,""],get_point_methods:[3,1,1,""],get_point_multivariate_methods:[3,1,1,""],get_probabilistic_methods:[3,1,1,""],pftsExploreOrderAndPartitions:[3,1,1,""],plotCompared:[3,1,1,""],plot_compared_series:[3,1,1,""],plot_point:[3,1,1,""],print_distribution_statistics:[3,1,1,""],print_interval_statistics:[3,1,1,""],print_point_statistics:[3,1,1,""],process_interval_jobs:[3,1,1,""],process_point_jobs:[3,1,1,""],process_probabilistic_jobs:[3,1,1,""],run_interval:[3,1,1,""],run_point:[3,1,1,""],run_probabilistic:[3,1,1,""],simpleSearch_RMSE:[3,1,1,""],sliding_window_benchmarks:[3,1,1,""]},"pyFTS.benchmarks.knn":{KNearestNeighbors:[3,2,1,""]},"pyFTS.benchmarks.knn.KNearestNeighbors":{forecast_distribution:[3,3,1,""],knn:[3,3,1,""],train:[3,3,1,""]},"pyFTS.benchmarks.naive":{Naive:[3,2,1,""]},"pyFTS.benchmarks.naive.Naive":{forecast:[3,3,1,""]},"pyFTS.benchmarks.quantreg":{QuantileRegression:[3,2,1,""]},"pyFTS.benchmarks.quantreg.QuantileRegression":{forecast:[3,3,1,""],forecast_ahead_distribution:[3,3,1,""],forecast_ahead_interval:[3,3,1,""],forecast_distribution:[3,3,1,""],forecast_interval:[3,3,1,""],interval_to_interval:[3,3,1,""],linearmodel:[3,3,1,""],point_to_interval:[3,3,1,""],train:[3,3,1,""]},"pyFTS.common":{Composite:[4,0,0,"-"],FLR:[4,0,0,"-"],FuzzySet:[4,0,0,"-"],Membership:[4,0,0,"-"],SortedCollection:[4,0,0,"-"],Transformations:[4,0,0,"-"],Util:[4,0,0,"-"],flrg:[4,0,0,"-"],fts:[4,0,0,"-"],tree:[4,0,0,"-"]},"pyFTS.common.Composite":{FuzzySet:[4,2,1,""]},"pyFTS.common.Composite.FuzzySet":{append:[4,3,1,""],append_set:[4,3,1,""],membership:[4,3,1,""],transform:[4,3,1,""]},"pyFTS.common.FLR":{FLR:[4,2,1,""],IndexedFLR:[4,2,1,""],generate_high_order_recurrent_flr:[4,1,1,""],generate_indexed_flrs:[4,1,1,""],generate_non_recurrent_flrs:[4,1,1,""],generate_recurrent_flrs:[4,1,1,""]},"pyFTS.common.FLR.FLR":{LHS:[4,4,1,""],RHS:[4,4,1,""]},"pyFTS.common.FLR.IndexedFLR":{index:[4,4,1,""]},"pyFTS.common.FuzzySet":{FuzzySet:[4,2,1,""],check_bounds:[4,1,1,""],check_bounds_index:[4,1,1,""],fuzzyfy:[4,1,1,""],fuzzyfy_instance:[4,1,1,""],fuzzyfy_instances:[4,1,1,""],fuzzyfy_series:[4,1,1,""],fuzzyfy_series_old:[4,1,1,""],get_fuzzysets:[4,1,1,""],get_maximum_membership_fuzzyset:[4,1,1,""],get_maximum_membership_fuzzyset_index:[4,1,1,""],grant_bounds:[4,1,1,""],set_ordered:[4,1,1,""]},"pyFTS.common.FuzzySet.FuzzySet":{Z:[4,4,1,""],alpha:[4,4,1,""],centroid:[4,4,1,""],membership:[4,3,1,""],mf:[4,4,1,""],name:[4,4,1,""],parameters:[4,4,1,""],partition_function:[4,3,1,""],transform:[4,3,1,""],type:[4,4,1,""],variable:[4,4,1,""]},"pyFTS.common.Membership":{bellmf:[4,1,1,""],gaussmf:[4,1,1,""],sigmf:[4,1,1,""],singleton:[4,1,1,""],trapmf:[4,1,1,""],trimf:[4,1,1,""]},"pyFTS.common.SortedCollection":{SortedCollection:[4,2,1,""]},"pyFTS.common.SortedCollection.SortedCollection":{around:[4,3,1,""],between:[4,3,1,""],clear:[4,3,1,""],copy:[4,3,1,""],count:[4,3,1,""],find:[4,3,1,""],find_ge:[4,3,1,""],find_gt:[4,3,1,""],find_le:[4,3,1,""],find_lt:[4,3,1,""],index:[4,3,1,""],insert:[4,3,1,""],insert_right:[4,3,1,""],inside:[4,3,1,""],key:[4,4,1,""],remove:[4,3,1,""]},"pyFTS.common.Transformations":{AdaptiveExpectation:[4,2,1,""],BoxCox:[4,2,1,""],Differential:[4,2,1,""],Scale:[4,2,1,""],Transformation:[4,2,1,""],Z:[4,1,1,""],aggregate:[4,1,1,""],roi:[4,1,1,""],smoothing:[4,1,1,""]},"pyFTS.common.Transformations.AdaptiveExpectation":{apply:[4,3,1,""],inverse:[4,3,1,""],parameters:[4,4,1,""]},"pyFTS.common.Transformations.BoxCox":{apply:[4,3,1,""],inverse:[4,3,1,""],parameters:[4,4,1,""]},"pyFTS.common.Transformations.Differential":{apply:[4,3,1,""],inverse:[4,3,1,""],parameters:[4,4,1,""]},"pyFTS.common.Transformations.Scale":{apply:[4,3,1,""],inverse:[4,3,1,""],parameters:[4,4,1,""]},"pyFTS.common.Transformations.Transformation":{apply:[4,3,1,""],inverse:[4,3,1,""]},"pyFTS.common.Util":{current_milli_time:[4,1,1,""],draw_sets_on_axis:[4,1,1,""],enumerate2:[4,1,1,""],load_env:[4,1,1,""],load_obj:[4,1,1,""],persist_env:[4,1,1,""],persist_obj:[4,1,1,""],plot_compared_intervals_ahead:[4,1,1,""],plot_density_rectange:[4,1,1,""],plot_distribution:[4,1,1,""],plot_interval:[4,1,1,""],plot_probability_distributions:[4,1,1,""],plot_rules:[4,1,1,""],show_and_save_image:[4,1,1,""],sliding_window:[4,1,1,""],uniquefilename:[4,1,1,""]},"pyFTS.common.flrg":{FLRG:[4,2,1,""]},"pyFTS.common.flrg.FLRG":{LHS:[4,4,1,""],RHS:[4,4,1,""],append_rhs:[4,3,1,""],get_key:[4,3,1,""],get_lower:[4,3,1,""],get_membership:[4,3,1,""],get_midpoint:[4,3,1,""],get_midpoints:[4,3,1,""],get_upper:[4,3,1,""],order:[4,4,1,""],reset_calculated_values:[4,3,1,""]},"pyFTS.common.fts":{FTS:[4,2,1,""]},"pyFTS.common.fts.FTS":{alpha_cut:[4,4,1,""],append_rule:[4,3,1,""],append_transformation:[4,3,1,""],apply_inverse_transformations:[4,3,1,""],apply_transformations:[4,3,1,""],auto_update:[4,4,1,""],benchmark_only:[4,4,1,""],clone_parameters:[4,3,1,""],detail:[4,4,1,""],fit:[4,3,1,""],flrgs:[4,4,1,""],forecast:[4,3,1,""],forecast_ahead:[4,3,1,""],forecast_ahead_distribution:[4,3,1,""],forecast_ahead_interval:[4,3,1,""],forecast_ahead_multivariate:[4,3,1,""],forecast_distribution:[4,3,1,""],forecast_interval:[4,3,1,""],forecast_multivariate:[4,3,1,""],fuzzy:[4,3,1,""],get_UoD:[4,3,1,""],has_interval_forecasting:[4,4,1,""],has_point_forecasting:[4,4,1,""],has_probability_forecasting:[4,4,1,""],has_seasonality:[4,4,1,""],indexer:[4,4,1,""],is_clustered:[4,4,1,""],is_high_order:[4,4,1,""],is_multivariate:[4,4,1,""],is_wrapper:[4,4,1,""],lags:[4,4,1,""],len_total:[4,3,1,""],max_lag:[4,4,1,""],merge:[4,3,1,""],min_order:[4,4,1,""],name:[4,4,1,""],order:[4,4,1,""],original_max:[4,4,1,""],original_min:[4,4,1,""],partitioner:[4,4,1,""],predict:[4,3,1,""],reset_calculated_values:[4,3,1,""],sets:[4,4,1,""],shortname:[4,4,1,""],train:[4,3,1,""],transformations:[4,4,1,""],transformations_param:[4,4,1,""],uod_clip:[4,4,1,""]},"pyFTS.common.tree":{FLRGTree:[4,2,1,""],FLRGTreeNode:[4,2,1,""],build_tree_without_order:[4,1,1,""],flat:[4,1,1,""]},"pyFTS.common.tree.FLRGTreeNode":{appendChild:[4,3,1,""],getChildren:[4,3,1,""],getStr:[4,3,1,""],paths:[4,3,1,""]},"pyFTS.data":{AirPassengers:[5,0,0,"-"],Bitcoin:[5,0,0,"-"],DowJones:[5,0,0,"-"],EURGBP:[5,0,0,"-"],EURUSD:[5,0,0,"-"],Enrollments:[5,0,0,"-"],Ethereum:[5,0,0,"-"],GBPUSD:[5,0,0,"-"],INMET:[5,0,0,"-"],Malaysia:[5,0,0,"-"],NASDAQ:[5,0,0,"-"],SONDA:[5,0,0,"-"],SP500:[5,0,0,"-"],TAIEX:[5,0,0,"-"],artificial:[5,0,0,"-"],common:[5,0,0,"-"],henon:[5,0,0,"-"],logistic_map:[5,0,0,"-"],lorentz:[5,0,0,"-"],mackey_glass:[5,0,0,"-"],rossler:[5,0,0,"-"],sunspots:[5,0,0,"-"]},"pyFTS.data.AirPassengers":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.Bitcoin":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.DowJones":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.EURGBP":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.EURUSD":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.Enrollments":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.Ethereum":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.GBPUSD":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.INMET":{get_dataframe:[5,1,1,""]},"pyFTS.data.Malaysia":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.NASDAQ":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.SONDA":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.SP500":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.TAIEX":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.artificial":{SignalEmulator:[5,2,1,""],generate_gaussian_linear:[5,1,1,""],generate_linear_periodic_gaussian:[5,1,1,""],generate_sinoidal_periodic_gaussian:[5,1,1,""],generate_uniform_linear:[5,1,1,""],random_walk:[5,1,1,""],white_noise:[5,1,1,""]},"pyFTS.data.artificial.SignalEmulator":{blip:[5,3,1,""],components:[5,4,1,""],incremental_gaussian:[5,3,1,""],periodic_gaussian:[5,3,1,""],run:[5,3,1,""],stationary_gaussian:[5,3,1,""]},"pyFTS.data.common":{get_dataframe:[5,1,1,""]},"pyFTS.data.henon":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.logistic_map":{get_data:[5,1,1,""]},"pyFTS.data.lorentz":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.mackey_glass":{get_data:[5,1,1,""]},"pyFTS.data.rossler":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.sunspots":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.distributed":{spark:[6,0,0,"-"]},"pyFTS.distributed.spark":{create_multivariate_model:[6,1,1,""],create_spark_conf:[6,1,1,""],create_univariate_model:[6,1,1,""],distributed_predict:[6,1,1,""],distributed_train:[6,1,1,""],get_clustered_partitioner:[6,1,1,""],get_partitioner:[6,1,1,""],get_variables:[6,1,1,""],share_parameters:[6,1,1,""],slave_forecast_multivariate:[6,1,1,""],slave_forecast_univariate:[6,1,1,""],slave_train_multivariate:[6,1,1,""],slave_train_univariate:[6,1,1,""]},"pyFTS.hyperparam":{Util:[7,0,0,"-"]},"pyFTS.hyperparam.Util":{create_hyperparam_tables:[7,1,1,""],insert_hyperparam:[7,1,1,""],open_hyperparam_db:[7,1,1,""]},"pyFTS.models":{chen:[8,0,0,"-"],cheng:[8,0,0,"-"],ensemble:[9,0,0,"-"],hofts:[8,0,0,"-"],hwang:[8,0,0,"-"],ifts:[8,0,0,"-"],incremental:[10,0,0,"-"],ismailefendi:[8,0,0,"-"],multivariate:[11,0,0,"-"],nonstationary:[12,0,0,"-"],pwfts:[8,0,0,"-"],sadaei:[8,0,0,"-"],seasonal:[13,0,0,"-"],song:[8,0,0,"-"],yu:[8,0,0,"-"]},"pyFTS.models.chen":{ConventionalFLRG:[8,2,1,""],ConventionalFTS:[8,2,1,""]},"pyFTS.models.chen.ConventionalFLRG":{append_rhs:[8,3,1,""],get_key:[8,3,1,""]},"pyFTS.models.chen.ConventionalFTS":{forecast:[8,3,1,""],generate_flrg:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.cheng":{TrendWeightedFLRG:[8,2,1,""],TrendWeightedFTS:[8,2,1,""]},"pyFTS.models.cheng.TrendWeightedFLRG":{weights:[8,3,1,""]},"pyFTS.models.cheng.TrendWeightedFTS":{generate_FLRG:[8,3,1,""]},"pyFTS.models.ensemble":{ensemble:[9,0,0,"-"],multiseasonal:[9,0,0,"-"]},"pyFTS.models.ensemble.ensemble":{AllMethodEnsembleFTS:[9,2,1,""],EnsembleFTS:[9,2,1,""],sampler:[9,1,1,""]},"pyFTS.models.ensemble.ensemble.AllMethodEnsembleFTS":{set_transformations:[9,3,1,""],train:[9,3,1,""]},"pyFTS.models.ensemble.ensemble.EnsembleFTS":{alpha:[9,4,1,""],append_model:[9,3,1,""],forecast:[9,3,1,""],forecast_ahead_distribution:[9,3,1,""],forecast_ahead_interval:[9,3,1,""],forecast_distribution:[9,3,1,""],forecast_interval:[9,3,1,""],get_distribution_interquantile:[9,3,1,""],get_interval:[9,3,1,""],get_models_forecasts:[9,3,1,""],get_point:[9,3,1,""],interval_method:[9,4,1,""],models:[9,4,1,""],parameters:[9,4,1,""],point_method:[9,4,1,""],train:[9,3,1,""]},"pyFTS.models.ensemble.multiseasonal":{SeasonalEnsembleFTS:[9,2,1,""],train_individual_model:[9,1,1,""]},"pyFTS.models.ensemble.multiseasonal.SeasonalEnsembleFTS":{forecast_distribution:[9,3,1,""],train:[9,3,1,""],update_uod:[9,3,1,""]},"pyFTS.models.hofts":{HighOrderFLRG:[8,2,1,""],HighOrderFTS:[8,2,1,""],WeightedHighOrderFLRG:[8,2,1,""],WeightedHighOrderFTS:[8,2,1,""]},"pyFTS.models.hofts.HighOrderFLRG":{append_lhs:[8,3,1,""],append_rhs:[8,3,1,""]},"pyFTS.models.hofts.HighOrderFTS":{configure_lags:[8,3,1,""],forecast:[8,3,1,""],generate_flrg:[8,3,1,""],generate_flrg_fuzzyfied:[8,3,1,""],generate_lhs_flrg:[8,3,1,""],generate_lhs_flrg_fuzzyfied:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.hofts.WeightedHighOrderFLRG":{append_lhs:[8,3,1,""],append_rhs:[8,3,1,""],get_lower:[8,3,1,""],get_midpoint:[8,3,1,""],get_upper:[8,3,1,""],weights:[8,3,1,""]},"pyFTS.models.hofts.WeightedHighOrderFTS":{generate_lhs_flrg_fuzzyfied:[8,3,1,""]},"pyFTS.models.hwang":{HighOrderFTS:[8,2,1,""]},"pyFTS.models.hwang.HighOrderFTS":{configure_lags:[8,3,1,""],forecast:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.ifts":{IntervalFTS:[8,2,1,""]},"pyFTS.models.ifts.IntervalFTS":{forecast_interval:[8,3,1,""],get_lower:[8,3,1,""],get_sequence_membership:[8,3,1,""],get_upper:[8,3,1,""]},"pyFTS.models.incremental":{IncrementalEnsemble:[10,0,0,"-"],TimeVariant:[10,0,0,"-"]},"pyFTS.models.incremental.IncrementalEnsemble":{IncrementalEnsembleFTS:[10,2,1,""]},"pyFTS.models.incremental.IncrementalEnsemble.IncrementalEnsembleFTS":{batch_size:[10,4,1,""],forecast:[10,3,1,""],fts_method:[10,4,1,""],fts_params:[10,4,1,""],num_models:[10,4,1,""],partitioner_method:[10,4,1,""],partitioner_params:[10,4,1,""],train:[10,3,1,""],window_length:[10,4,1,""]},"pyFTS.models.incremental.TimeVariant":{Retrainer:[10,2,1,""]},"pyFTS.models.incremental.TimeVariant.Retrainer":{auto_update:[10,4,1,""],batch_size:[10,4,1,""],forecast:[10,3,1,""],fts_method:[10,4,1,""],fts_params:[10,4,1,""],model:[10,4,1,""],partitioner:[10,4,1,""],partitioner_method:[10,4,1,""],partitioner_params:[10,4,1,""],train:[10,3,1,""],window_length:[10,4,1,""]},"pyFTS.models.ismailefendi":{ImprovedWeightedFLRG:[8,2,1,""],ImprovedWeightedFTS:[8,2,1,""]},"pyFTS.models.ismailefendi.ImprovedWeightedFLRG":{append_rhs:[8,3,1,""],weights:[8,3,1,""]},"pyFTS.models.ismailefendi.ImprovedWeightedFTS":{forecast:[8,3,1,""],generate_flrg:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.multivariate":{FLR:[11,0,0,"-"],cmvfts:[11,0,0,"-"],common:[11,0,0,"-"],flrg:[11,0,0,"-"],mvfts:[11,0,0,"-"],variable:[11,0,0,"-"],wmvfts:[11,0,0,"-"]},"pyFTS.models.multivariate.FLR":{FLR:[11,2,1,""]},"pyFTS.models.multivariate.FLR.FLR":{set_lhs:[11,3,1,""],set_rhs:[11,3,1,""]},"pyFTS.models.multivariate.cmvfts":{ClusteredMVFTS:[11,2,1,""]},"pyFTS.models.multivariate.cmvfts.ClusteredMVFTS":{check_data:[11,3,1,""],forecast:[11,3,1,""],forecast_multivariate:[11,3,1,""],fts_method:[11,4,1,""],fts_params:[11,4,1,""],fuzzyfy:[11,3,1,""],model:[11,4,1,""],train:[11,3,1,""]},"pyFTS.models.multivariate.common":{MultivariateFuzzySet:[11,2,1,""],fuzzyfy_instance:[11,1,1,""],fuzzyfy_instance_clustered:[11,1,1,""]},"pyFTS.models.multivariate.common.MultivariateFuzzySet":{append_set:[11,3,1,""],membership:[11,3,1,""],set_target_variable:[11,3,1,""]},"pyFTS.models.multivariate.flrg":{FLRG:[11,2,1,""]},"pyFTS.models.multivariate.flrg.FLRG":{append_rhs:[11,3,1,""],get_lower:[11,3,1,""],get_membership:[11,3,1,""],get_upper:[11,3,1,""],set_lhs:[11,3,1,""]},"pyFTS.models.multivariate.mvfts":{MVFTS:[11,2,1,""],product_dict:[11,1,1,""]},"pyFTS.models.multivariate.mvfts.MVFTS":{append_variable:[11,3,1,""],apply_transformations:[11,3,1,""],clone_parameters:[11,3,1,""],forecast:[11,3,1,""],forecast_ahead:[11,3,1,""],forecast_interval:[11,3,1,""],format_data:[11,3,1,""],generate_flrg:[11,3,1,""],generate_flrs:[11,3,1,""],generate_lhs_flrs:[11,3,1,""],train:[11,3,1,""]},"pyFTS.models.multivariate.variable":{Variable:[11,2,1,""]},"pyFTS.models.multivariate.variable.Variable":{alias:[11,4,1,""],alpha_cut:[11,4,1,""],apply_inverse_transformations:[11,3,1,""],apply_transformations:[11,3,1,""],build:[11,3,1,""],data_label:[11,4,1,""],data_type:[11,4,1,""],mask:[11,4,1,""],name:[11,4,1,""],partitioner:[11,4,1,""],transformation:[11,4,1,""]},"pyFTS.models.multivariate.wmvfts":{WeightedFLRG:[11,2,1,""],WeightedMVFTS:[11,2,1,""]},"pyFTS.models.multivariate.wmvfts.WeightedFLRG":{append_rhs:[11,3,1,""],get_lower:[11,3,1,""],get_midpoint:[11,3,1,""],get_upper:[11,3,1,""],weights:[11,3,1,""]},"pyFTS.models.multivariate.wmvfts.WeightedMVFTS":{generate_flrg:[11,3,1,""]},"pyFTS.models.nonstationary":{common:[12,0,0,"-"],cvfts:[12,0,0,"-"],flrg:[12,0,0,"-"],honsfts:[12,0,0,"-"],nsfts:[12,0,0,"-"],partitioners:[12,0,0,"-"],perturbation:[12,0,0,"-"],util:[12,0,0,"-"]},"pyFTS.models.nonstationary.common":{FuzzySet:[12,2,1,""],check_bounds:[12,1,1,""],check_bounds_index:[12,1,1,""],fuzzify:[12,1,1,""],fuzzySeries:[12,1,1,""],window_index:[12,1,1,""]},"pyFTS.models.nonstationary.common.FuzzySet":{get_lower:[12,3,1,""],get_midpoint:[12,3,1,""],get_upper:[12,3,1,""],location:[12,4,1,""],location_params:[12,4,1,""],membership:[12,3,1,""],noise:[12,4,1,""],noise_params:[12,4,1,""],perform_location:[12,3,1,""],perform_width:[12,3,1,""],perturbate_parameters:[12,3,1,""],width:[12,4,1,""],width_params:[12,4,1,""]},"pyFTS.models.nonstationary.cvfts":{ConditionalVarianceFTS:[12,2,1,""],HighOrderNonstationaryFLRG:[12,2,1,""]},"pyFTS.models.nonstationary.cvfts.ConditionalVarianceFTS":{forecast:[12,3,1,""],forecast_interval:[12,3,1,""],generate_flrg:[12,3,1,""],perturbation_factors:[12,3,1,""],perturbation_factors__old:[12,3,1,""],train:[12,3,1,""]},"pyFTS.models.nonstationary.cvfts.HighOrderNonstationaryFLRG":{append_lhs:[12,3,1,""],append_rhs:[12,3,1,""]},"pyFTS.models.nonstationary.flrg":{NonStationaryFLRG:[12,2,1,""]},"pyFTS.models.nonstationary.flrg.NonStationaryFLRG":{get_key:[12,3,1,""],get_lower:[12,3,1,""],get_membership:[12,3,1,""],get_midpoint:[12,3,1,""],get_upper:[12,3,1,""],unpack_args:[12,3,1,""]},"pyFTS.models.nonstationary.honsfts":{HighOrderNonStationaryFLRG:[12,2,1,""],HighOrderNonStationaryFTS:[12,2,1,""]},"pyFTS.models.nonstationary.honsfts.HighOrderNonStationaryFLRG":{append_lhs:[12,3,1,""],append_rhs:[12,3,1,""]},"pyFTS.models.nonstationary.honsfts.HighOrderNonStationaryFTS":{forecast:[12,3,1,""],forecast_interval:[12,3,1,""],generate_flrg:[12,3,1,""],train:[12,3,1,""]},"pyFTS.models.nonstationary.nsfts":{ConventionalNonStationaryFLRG:[12,2,1,""],NonStationaryFTS:[12,2,1,""]},"pyFTS.models.nonstationary.nsfts.ConventionalNonStationaryFLRG":{append_rhs:[12,3,1,""],get_key:[12,3,1,""]},"pyFTS.models.nonstationary.nsfts.NonStationaryFTS":{conditional_perturbation_factors:[12,3,1,""],forecast:[12,3,1,""],forecast_interval:[12,3,1,""],generate_flrg:[12,3,1,""],train:[12,3,1,""]},"pyFTS.models.nonstationary.partitioners":{PolynomialNonStationaryPartitioner:[12,2,1,""],SimpleNonStationaryPartitioner:[12,2,1,""],simplenonstationary_gridpartitioner_builder:[12,1,1,""]},"pyFTS.models.nonstationary.partitioners.PolynomialNonStationaryPartitioner":{build:[12,3,1,""],get_polynomial_perturbations:[12,3,1,""],poly_width:[12,3,1,""],scale_down:[12,3,1,""],scale_up:[12,3,1,""]},"pyFTS.models.nonstationary.partitioners.SimpleNonStationaryPartitioner":{build:[12,3,1,""]},"pyFTS.models.nonstationary.perturbation":{exponential:[12,1,1,""],linear:[12,1,1,""],periodic:[12,1,1,""],polynomial:[12,1,1,""]},"pyFTS.models.nonstationary.util":{plot_sets:[12,1,1,""],plot_sets_conditional:[12,1,1,""]},"pyFTS.models.pwfts":{ProbabilisticWeightedFLRG:[8,2,1,""],ProbabilisticWeightedFTS:[8,2,1,""],visualize_distributions:[8,1,1,""]},"pyFTS.models.pwfts.ProbabilisticWeightedFLRG":{append_rhs:[8,3,1,""],get_lower:[8,3,1,""],get_membership:[8,3,1,""],get_midpoint:[8,3,1,""],get_upper:[8,3,1,""],lhs_conditional_probability:[8,3,1,""],partition_function:[8,3,1,""],rhs_conditional_probability:[8,3,1,""],rhs_unconditional_probability:[8,3,1,""]},"pyFTS.models.pwfts.ProbabilisticWeightedFTS":{add_new_PWFLGR:[8,3,1,""],flrg_lhs_conditional_probability:[8,3,1,""],flrg_lhs_unconditional_probability:[8,3,1,""],flrg_rhs_conditional_probability:[8,3,1,""],forecast:[8,3,1,""],forecast_ahead:[8,3,1,""],forecast_ahead_distribution:[8,3,1,""],forecast_ahead_interval:[8,3,1,""],forecast_distribution:[8,3,1,""],forecast_interval:[8,3,1,""],generate_flrg:[8,3,1,""],generate_lhs_flrg:[8,3,1,""],generate_lhs_flrg_fuzzyfied:[8,3,1,""],get_lower:[8,3,1,""],get_midpoint:[8,3,1,""],get_upper:[8,3,1,""],interval_heuristic:[8,3,1,""],interval_quantile:[8,3,1,""],point_expected_value:[8,3,1,""],point_heuristic:[8,3,1,""],train:[8,3,1,""],update_model:[8,3,1,""]},"pyFTS.models.sadaei":{ExponentialyWeightedFLRG:[8,2,1,""],ExponentialyWeightedFTS:[8,2,1,""]},"pyFTS.models.sadaei.ExponentialyWeightedFLRG":{append_rhs:[8,3,1,""],weights:[8,3,1,""]},"pyFTS.models.sadaei.ExponentialyWeightedFTS":{forecast:[8,3,1,""],generate_flrg:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.seasonal":{SeasonalIndexer:[13,0,0,"-"],cmsfts:[13,0,0,"-"],common:[13,0,0,"-"],msfts:[13,0,0,"-"],partitioner:[13,0,0,"-"],sfts:[13,0,0,"-"]},"pyFTS.models.seasonal.SeasonalIndexer":{DataFrameSeasonalIndexer:[13,2,1,""],DateTimeSeasonalIndexer:[13,2,1,""],LinearSeasonalIndexer:[13,2,1,""],SeasonalIndexer:[13,2,1,""]},"pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer":{get_data:[13,3,1,""],get_data_by_season:[13,3,1,""],get_index_by_season:[13,3,1,""],get_season_by_index:[13,3,1,""],get_season_of_data:[13,3,1,""],set_data:[13,3,1,""]},"pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer":{get_data:[13,3,1,""],get_data_by_season:[13,3,1,""],get_index:[13,3,1,""],get_index_by_season:[13,3,1,""],get_season_by_index:[13,3,1,""],get_season_of_data:[13,3,1,""],set_data:[13,3,1,""]},"pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer":{get_data:[13,3,1,""],get_index_by_season:[13,3,1,""],get_season_by_index:[13,3,1,""],get_season_of_data:[13,3,1,""]},"pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer":{get_data:[13,3,1,""],get_data_by_season:[13,3,1,""],get_index:[13,3,1,""],get_index_by_season:[13,3,1,""],get_season_by_index:[13,3,1,""],get_season_of_data:[13,3,1,""]},"pyFTS.models.seasonal.cmsfts":{ContextualMultiSeasonalFTS:[13,2,1,""],ContextualSeasonalFLRG:[13,2,1,""]},"pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS":{forecast:[13,3,1,""],forecast_ahead:[13,3,1,""],generate_flrg:[13,3,1,""],get_midpoints:[13,3,1,""],train:[13,3,1,""]},"pyFTS.models.seasonal.cmsfts.ContextualSeasonalFLRG":{append_rhs:[13,3,1,""]},"pyFTS.models.seasonal.common":{DateTime:[13,2,1,""],FuzzySet:[13,2,1,""],strip_datepart:[13,1,1,""]},"pyFTS.models.seasonal.common.DateTime":{day_of_month:[13,4,1,""],day_of_week:[13,4,1,""],day_of_year:[13,4,1,""],half:[13,4,1,""],hour_of_day:[13,4,1,""],hour_of_month:[13,4,1,""],hour_of_week:[13,4,1,""],hour_of_year:[13,4,1,""],minute_of_day:[13,4,1,""],minute_of_hour:[13,4,1,""],minute_of_month:[13,4,1,""],minute_of_week:[13,4,1,""],minute_of_year:[13,4,1,""],month:[13,4,1,""],quarter:[13,4,1,""],second:[13,4,1,""],second_of_day:[13,4,1,""],second_of_hour:[13,4,1,""],second_of_minute:[13,4,1,""],sixth:[13,4,1,""],third:[13,4,1,""],year:[13,4,1,""]},"pyFTS.models.seasonal.common.FuzzySet":{transform:[13,3,1,""]},"pyFTS.models.seasonal.msfts":{MultiSeasonalFTS:[13,2,1,""]},"pyFTS.models.seasonal.msfts.MultiSeasonalFTS":{forecast:[13,3,1,""],forecast_ahead:[13,3,1,""],generate_flrg:[13,3,1,""],train:[13,3,1,""]},"pyFTS.models.seasonal.partitioner":{TimeGridPartitioner:[13,2,1,""]},"pyFTS.models.seasonal.partitioner.TimeGridPartitioner":{build:[13,3,1,""],mask:[13,4,1,""],plot:[13,3,1,""],season:[13,4,1,""]},"pyFTS.models.seasonal.sfts":{SeasonalFLRG:[13,2,1,""],SeasonalFTS:[13,2,1,""]},"pyFTS.models.seasonal.sfts.SeasonalFLRG":{append_rhs:[13,3,1,""],get_key:[13,3,1,""]},"pyFTS.models.seasonal.sfts.SeasonalFTS":{forecast:[13,3,1,""],generate_flrg:[13,3,1,""],get_midpoints:[13,3,1,""],train:[13,3,1,""]},"pyFTS.models.song":{ConventionalFTS:[8,2,1,""]},"pyFTS.models.song.ConventionalFTS":{flr_membership_matrix:[8,3,1,""],forecast:[8,3,1,""],operation_matrix:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.yu":{WeightedFLRG:[8,2,1,""],WeightedFTS:[8,2,1,""]},"pyFTS.models.yu.WeightedFLRG":{append_rhs:[8,3,1,""],weights:[8,3,1,""]},"pyFTS.models.yu.WeightedFTS":{forecast:[8,3,1,""],generate_FLRG:[8,3,1,""],train:[8,3,1,""]},"pyFTS.partitioners":{CMeans:[14,0,0,"-"],Entropy:[14,0,0,"-"],FCM:[14,0,0,"-"],Grid:[14,0,0,"-"],Huarng:[14,0,0,"-"],Simple:[14,0,0,"-"],Singleton:[14,0,0,"-"],Util:[14,0,0,"-"],parallel_util:[14,0,0,"-"],partitioner:[14,0,0,"-"]},"pyFTS.partitioners.CMeans":{CMeansPartitioner:[14,2,1,""],c_means:[14,1,1,""],distance:[14,1,1,""]},"pyFTS.partitioners.CMeans.CMeansPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Entropy":{EntropyPartitioner:[14,2,1,""],PMF:[14,1,1,""],bestSplit:[14,1,1,""],entropy:[14,1,1,""],informationGain:[14,1,1,""],splitAbove:[14,1,1,""],splitBelow:[14,1,1,""]},"pyFTS.partitioners.Entropy.EntropyPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.FCM":{FCMPartitioner:[14,2,1,""],fuzzy_cmeans:[14,1,1,""],fuzzy_distance:[14,1,1,""],membership:[14,1,1,""]},"pyFTS.partitioners.FCM.FCMPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Grid":{GridPartitioner:[14,2,1,""]},"pyFTS.partitioners.Grid.GridPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Huarng":{HuarngPartitioner:[14,2,1,""]},"pyFTS.partitioners.Huarng.HuarngPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Simple":{SimplePartitioner:[14,2,1,""]},"pyFTS.partitioners.Simple.SimplePartitioner":{append:[14,3,1,""],append_complex:[14,3,1,""]},"pyFTS.partitioners.Singleton":{SingletonPartitioner:[14,2,1,""]},"pyFTS.partitioners.Singleton.SingletonPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Util":{explore_partitioners:[14,1,1,""],plot_partitioners:[14,1,1,""],plot_sets:[14,1,1,""]},"pyFTS.partitioners.parallel_util":{explore_partitioners:[14,1,1,""]},"pyFTS.partitioners.partitioner":{Partitioner:[14,2,1,""]},"pyFTS.partitioners.partitioner.Partitioner":{build:[14,3,1,""],extractor:[14,4,1,""],fuzzyfy:[14,3,1,""],get_name:[14,3,1,""],lower_set:[14,3,1,""],membership_function:[14,4,1,""],name:[14,4,1,""],ordered_sets:[14,4,1,""],partitions:[14,4,1,""],plot:[14,3,1,""],plot_set:[14,3,1,""],prefix:[14,4,1,""],setnames:[14,4,1,""],transformation:[14,4,1,""],type:[14,4,1,""],upper_set:[14,3,1,""],variable:[14,4,1,""]},"pyFTS.probabilistic":{ProbabilityDistribution:[15,0,0,"-"],kde:[15,0,0,"-"]},"pyFTS.probabilistic.ProbabilityDistribution":{ProbabilityDistribution:[15,2,1,""]},"pyFTS.probabilistic.ProbabilityDistribution.ProbabilityDistribution":{append:[15,3,1,""],append_interval:[15,3,1,""],averageloglikelihood:[15,3,1,""],bins:[15,4,1,""],build_cdf_qtl:[15,3,1,""],crossentropy:[15,3,1,""],cumulative:[15,3,1,""],density:[15,3,1,""],differential_offset:[15,3,1,""],empiricalloglikelihood:[15,3,1,""],entropy:[15,3,1,""],expected_value:[15,3,1,""],kullbackleiblerdivergence:[15,3,1,""],labels:[15,4,1,""],plot:[15,3,1,""],pseudologlikelihood:[15,3,1,""],quantile:[15,3,1,""],set:[15,3,1,""],type:[15,4,1,""],uod:[15,4,1,""]},"pyFTS.probabilistic.kde":{KernelSmoothing:[15,2,1,""]},"pyFTS.probabilistic.kde.KernelSmoothing":{h:[15,4,1,""],kernel:[15,4,1,""],kernel_function:[15,3,1,""],probability:[15,3,1,""]},pyFTS:{benchmarks:[3,0,0,"-"],common:[4,0,0,"-"],conf:[2,0,0,"-"],data:[5,0,0,"-"],distributed:[6,0,0,"-"],hyperparam:[7,0,0,"-"],models:[8,0,0,"-"],partitioners:[14,0,0,"-"],probabilistic:[15,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","function","Python function"],"2":["py","class","Python class"],"3":["py","method","Python method"],"4":["py","attribute","Python attribute"]},objtypes:{"0":"py:module","1":"py:function","2":"py:class","3":"py:method","4":"py:attribute"},terms:{"261459a0":5,"57a":5,"5egspc":5,"boolean":[3,4,14],"case":4,"class":[3,4,5,8,9,10,11,12,13,14,15,16],"default":[3,4,5],"enum":13,"fa\u00e7ad":[3,4],"final":[4,5],"float":[3,4,5],"function":[3,4,7,12,14,15,16],"guimar\u00e3":[0,8],"h\u00e9non":5,"import":[4,11,16],"int":[8,16],"na\u00efv":3,"new":[4,9,10,11,14],"organiza\u00e7\u00e3o":5,"petr\u00f4nio":8,"r\u00f6ssler":5,"return":[3,4,5,6,7,8,9,10,11,12,13,14,15],"short":[4,8,16],"true":[3,4,5,10,11],"try":4,"var":[5,11],"while":4,And:3,FTS:[0,3,4,7,8,9,10,11,12,13],For:3,LHS:[4,8,12],One:14,RHS:[4,8,11,12],The:[3,4,5,7,9,10,11,14,15,16],Then:[3,16],There:16,These:[0,16],Use:13,abdullah:[8,16],acc:4,accept:4,account:15,accuraci:[3,7],acf:3,actual:[4,15],adapt:4,adaptiveexpect:4,add:[3,4,12],add_new_pwflgr:8,added:[4,5],adding:4,addit:5,address:[3,4],affect:12,after:5,age:4,aged:4,aggreg:[4,9],ahead:[3,4,8,9,10,11,12,13,16],ahed:16,airlin:5,airpasseng:[1,2],alabama:5,alia:[3,4,11],all:[3,4,9,15,16],allmethodensembleft:9,almost:16,alpha:[4,7,8,9,13],alpha_cut:[4,11],alreadi:5,also:[0,4,16],ambientai:5,analysi:3,analytic_tabular_datafram:3,analytical_data_column:3,angela:4,anonym:14,anoth:10,api:[0,4],app:6,append:[4,9,11,14,15],append_complex:14,append_interv:15,append_lh:[8,12],append_model:9,append_rh:[4,8,11,12,13],append_rul:4,append_set:[4,11],append_transform:4,append_vari:11,appendchild:4,appl:[8,14,16],appli:[3,4,11,14,15],apply_inverse_transform:[4,11],apply_transform:[4,11],approach:[3,14,16],arg:12,argument:[3,4,14],arima:[1,2],arima_model:3,around:4,arrai:[4,5,12,13],artifici:[1,2],ascend:3,aspx:5,assert:15,assign:[4,15],assoc:3,associ:5,ata:3,atmospher:5,atribut:3,attibut:4,attractor:5,auto:14,auto_upd:[4,10],autocorrel:3,autom:5,automat:4,auxiliar:4,auxiliari:15,averag:[3,5,15],averageloglikelihood:15,avg:5,axes:12,axi:[3,4,14,15],azim:3,bar:3,base:[3,4,5,8,9,10,11,12,13,14,15,16],base_dataframe_column:3,batch:[4,10],batch_sav:4,batch_siz:10,befor:16,begin:4,being:3,bell:4,bellmf:4,belo:[0,5],belog:4,below:16,benchmark:[1,2,4,7],benchmark_method:3,benchmark_methods_paramet:3,benchmark_model:3,benchmark_onli:4,bestsplit:14,better:16,between:[4,10,15],bill:4,bin:[3,15],bisect:4,bitcoin:[1,2],bivari:5,black:15,blip:5,blue:4,both:4,bound:[4,5,8,11,12,14],box:[3,4,16],boxcox:4,boxljungstatist:3,boxpiercestatist:3,brasil:5,brasilia:5,brazil:[0,9],brazilian:[0,9],brier:3,brier_scor:3,btc:5,build:[10,11,12,13,14],build_cdf_qtl:15,build_method:3,build_tree_without_ord:4,built:[5,14],buseco:5,busi:5,c_mean:14,calcul:[4,11,12],call:[4,10,11],camwa:14,can:[3,4,16],cancel:5,capabl:3,capit:5,cast_dataframe_to_synthet:3,cast_dataframe_to_synthetic_interv:3,cast_dataframe_to_synthetic_point:3,cast_dataframe_to_synthetic_probabilist:3,ccst:5,center:4,centroid:[4,13],certain:15,chain:5,chang:[5,14,16],chao:5,chaotic:[1,2],characterist:16,cheap:0,check:[4,5,16],check_bound:[4,12],check_bounds_index:[4,12],check_data:11,check_ignore_list:3,check_replace_list:3,chen:[1,2,11,13,16],cheng:[1,2,14,16],chi:3,chi_squar:3,chia:8,child:4,chissom:[8,16],clear:4,clip:4,clone:16,clone_paramet:[4,11],cluster:[3,4,11],clusteredmvft:11,cmap:4,cmean:[1,2],cmeanspartition:[14,16],cmsft:[2,8],cmvft:[2,8],code:[11,16],coeffici:[3,5],colab:16,colabor:0,color:[3,4,12,15],colormap:4,column:[4,11],columun:4,com:[5,16],common:[1,2,3,6,7,8,9,10,14,16],commun:5,compar:[3,4],compare_residu:3,comparemodelsplot:3,comparemodelst:3,complet:5,complex:5,complic:5,compon:[5,9],composit:[1,2,5,11],compress:5,comput:[8,9,14,16],computation:0,condens:3,condit:3,conditional_perturbation_factor:12,conditionalvarianceft:12,conf:[0,1],confer:8,configure_lag:8,congress:9,conn:[3,7],connect:[3,7],consid:[4,11],const_t:12,constant:5,contain:[3,4,11,14,16],content:[0,1],context:[6,14],contextu:13,contextualmultiseasonalft:13,contextualseasonalflrg:13,contin:[10,15],continu:[3,5,15],control:5,convent:[8,12,13],conventionalflrg:8,conventionalft:[8,11],conventionalnonstationaryflrg:12,copi:4,cost:[14,16],count:[4,15],counter:14,covavg:3,coverag:3,covstd:3,cox:[4,16],creat:[3,4,5,7,9,14,16],create_benchmark_t:3,create_hyperparam_t:7,create_multivariate_model:6,create_spark_conf:6,create_univariate_model:6,criteria:3,cross:[4,15],crossentropi:15,crp:3,crps1avg:3,crps1std:3,crps2avg:3,crps2std:3,crps_distr:3,crps_interv:3,crpsavg:3,crpsstd:3,csv:5,cumul:15,current:[3,5],current_milli_tim:4,cut:[4,7],cvft:[2,8],dado:[4,5,14],dai:5,daili:5,data:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16],data_column:3,data_field:13,data_label:11,data_point:11,data_typ:11,databas:[3,7],datafram:[3,4,5,11,13],dataframeseasonalindex:13,dataset:[1,2,3,4,7],date:[3,13],date_field:13,date_part:13,datepart:13,datetim:13,datetimeseasonalindex:13,david:4,day_of_month:13,day_of_week:13,day_of_year:13,dealer:5,dec:14,decemb:5,decis:3,decompress:5,defin:[3,7],defuzzyf:16,deg:12,delet:4,deltadist:14,demo:16,densiti:[3,4,15],departa:0,depend:[3,4,16],dependeci:4,deri:[8,16],design:[3,4,7],detail:4,determin:3,determinist:[5,14],develop:[0,16],deviat:3,dict:[3,4],dictionari:[3,4],differenti:[4,5,15,16],differential_offset:15,diffus:[8,16],dill:4,dimension:5,directli:[4,16],discours:[3,4,12,13,14,15,16],discret:15,disk:[4,14],dispi:[1,2,3,4],displac:12,displai:3,distanc:[3,14],distribut:[1,2,3,4,5,8,9,15],distributed_predict:6,distributed_train:6,diverg:15,dji:5,dkl:15,dnf:5,document:0,doi10:8,doi:[0,3,5,14],dollar:[8,16],don:5,dow:5,dowjon:[1,2],download:5,draw_sets_on_axi:4,dure:[3,4],dynam:5,each:[3,4,5,9,10,11,16],easi:[0,4],easier:4,edu:5,edward:5,efendi:[8,16],effect:[14,16],effici:4,electr:[0,8,16],eletr:5,elev:3,empir:[14,15],empiricalloglikelihood:15,emul:5,enayatifar:[8,16],end:12,endogen:11,energi:[8,16],engin:0,enrol:[1,2,8,13,16],ensembl:[1,2,4,8,10],ensembleft:[9,10],entir:4,entropi:[1,2,15,16],entropypartition:[14,16],enumerate2:4,environ:4,epanechnikov:15,equal:[3,4,8,9,10,11,12,13,16],equat:5,error:3,espaciai:5,esrl:5,estim:[3,15],etc:[4,16],eth:5,ethereum:[1,2],eur:[1,2],eurgbp:5,eurusd:5,even:[13,14],evolutionari:[1,2],exact:4,exampl:0,except:4,exchang:[5,8,16],execut:3,exist:5,expect:[4,8,15],expected_valu:15,experi:3,expert:[0,8,16],explain:[4,8],explanatory_vari:6,exploit:0,explore_partition:14,exponenti:[8,9,12,16],exponentiali:8,exponentialyweightedflrg:8,exponentialyweightedft:8,express:3,extens:11,extern:[3,4],externalforecast:3,externalmodel:3,extract:[3,5,14],extract_measur:3,extractor:14,extremum:9,facil:[3,4,5,7,14],fall:3,fals:[3,4,5,8,11,12,14],fcm:[1,2],fcmpartition:[14,16],feder:0,fetch:4,field:[5,13],fig:[4,12],figur:4,file:[3,4,5,12,14],file_analyt:3,file_path:4,file_synthet:3,filenam:[3,4,5],filenem:[3,7],filesystem:4,fill:4,filter:3,financ:5,find:[4,13,14],find_best:3,find_g:4,find_gt:4,find_l:4,find_lt:4,first:[3,4,8,12,13],fit:[3,4,8,9,10,11,12,13],five:4,flag:4,flashquot:5,flat:4,flow:5,flr:[1,2,8,12,13],flr_membership_matrix:8,flrg:[1,2,8,13],flrg_lhs_conditional_prob:8,flrg_lhs_unconditional_prob:8,flrg_rhs_conditional_prob:8,flrgtree:4,flrgtreenod:4,foreast:3,forecast:[3,4,8,9,10,11,12,13,14,16],forecast_ahead:[4,8,11,13],forecast_ahead_distribut:[3,4,8,9],forecast_ahead_interv:[3,4,8,9],forecast_ahead_multivari:4,forecast_distribut:[3,4,8,9],forecast_interv:[3,4,8,9,11,12],forecast_multivari:[4,11],forex:5,fork:0,format:[3,7,11,13],format_data:11,forward:4,found:[4,16],frederico:[0,8],frequenc:15,from:[0,3,4,5,8,11,14,15,16],fset:[8,11],fts:[1,2,3,8,9,10,11,12,13],fts_method:[10,11],fts_param:[10,11],fuzz:8,fuzzi:[2,4,8,9,11,12,13,14],fuzzif:[14,16],fuzzifi:[4,12],fuzzy_cmean:14,fuzzy_dist:14,fuzzy_set:4,fuzzydata:4,fuzzyf:[4,11,16],fuzzyfi:[4,11,14],fuzzyfy_inst:[4,11],fuzzyfy_instance_clust:11,fuzzyfy_seri:4,fuzzyfy_series_old:4,fuzzyseri:12,fuzzyset:[1,2,8,11,12,13],gadelha:[0,8],gani:[8,16],garibaldi:12,gaussian:[4,5],gaussmf:4,gbp:[1,2],gbpusd:5,gcos_wgsp:5,gener:[1,2,4,14,16],generate_flr:11,generate_flrg:[8,11,12,13],generate_flrg_fuzzyfi:8,generate_gaussian_linear:5,generate_high_order_recurrent_flr:4,generate_indexed_flr:4,generate_lhs_flr:11,generate_lhs_flrg:8,generate_lhs_flrg_fuzzyfi:8,generate_linear_periodic_gaussian:5,generate_non_recurrent_flr:4,generate_recurrent_flr:4,generate_sinoidal_periodic_gaussian:5,generate_uniform_linear:5,gerai:0,get:[3,4,5],get_benchmark_interval_method:3,get_benchmark_point_method:3,get_benchmark_probabilistic_method:3,get_clustered_partition:6,get_data:[5,13],get_data_by_season:13,get_datafram:5,get_dataframe_from_bd:3,get_distribution_interquantil:9,get_distribution_statist:3,get_fuzzyset:4,get_index:13,get_index_by_season:13,get_interv:9,get_interval_method:3,get_interval_statist:3,get_kei:[4,8,12,13],get_low:[4,8,11,12],get_maximum_membership_fuzzyset:4,get_maximum_membership_fuzzyset_index:4,get_membership:[4,8,11,12],get_midpoint:[4,8,11,12,13],get_models_forecast:9,get_nam:14,get_partition:6,get_point:9,get_point_method:3,get_point_multivariate_method:3,get_point_statist:3,get_polynomial_perturb:12,get_probabilistic_method:3,get_season_by_index:13,get_season_of_data:13,get_sequence_membership:8,get_uod:4,get_upp:[4,8,11,12],get_vari:6,getchildren:4,getstr:4,git:16,github:[0,16],given:[3,4,11,12,14,15],glass:[1,2],good:16,googl:16,gov:5,grant_bound:4,granular:13,greater:[4,5],grid:[1,2,3,13],gridpartition:[3,14,16],gridsearch:[1,2],group:[3,4,8,11,12,13],half:13,hand:4,handl:[4,8],hard:4,harmoni:[8,16],has_interval_forecast:4,has_point_forecast:4,has_probability_forecast:4,has_season:4,head:0,heavysid:3,heavyside_cdf:3,height:14,henon:[1,2],here:16,heteroskedast:12,high:[3,4,8,11,12],highorderflrg:8,highorderft:[8,12],highordernonstationaryflrg:12,highordernonstationaryft:12,histogram:15,histori:5,hoang:8,hoft:[1,2,12],hold:10,honsft:[2,8],horizon:[3,4],horizont:[0,5],hossein:8,hour:3,hour_of_dai:13,hour_of_month:13,hour_of_week:13,hour_of_year:13,hourli:5,http:[0,5,16],huarng:[1,2,16],huarngpartition:[14,16],human:0,hwang:[1,2],hybrid:[8,16],hyndman:5,hyperparam:[1,2],hyperparamet:7,identif:13,identifi:[3,4,7,8,12,13],ieee:[8,12],ifmg:0,ifnmg:0,ift:[1,2],ignor:[3,13],imag:[4,14],implement:[4,13,16],improv:[8,14,16],improvedweightedflrg:8,improvedweightedft:8,inc:[3,4],increment:[1,2,3,4,5,8,15],incremental_gaussian:5,incrementalensembl:[2,8],incrementalensembleft:10,ind:13,indentifi:[3,7],index:[3,4,5,8,9,11,13],index_field:13,index_season:13,index_seri:5,indexedflr:4,indic:[3,4,5],inequ:3,infer:5,infil:3,inform:[3,4,14,15],informationgain:14,initi:[4,5],initial_valu:5,inmet:[1,2],innov:[8,16],inp:5,input:[4,8,11,12,15],insert:[3,4,5,7],insert_benchmark:3,insert_hyperparam:7,insert_right:4,insid:[3,4,13,15],inst:[4,12],instal:0,instanc:[5,11,12,14,16],instead:4,instituit:0,institut:0,instituto:5,integ:[3,4],integr:5,intel:[8,16],intellig:[8,9],intend:0,interfer:5,intern:8,internet:5,interpol:4,interpret:4,interv:[3,4,8,9,10,11,12,14,15,16],interval_dataframe_analytic_column:3,interval_dataframe_synthetic_column:3,interval_heurist:8,interval_method:9,interval_quantil:8,interval_to_interv:3,intervalar:16,intervalft:8,introduc:16,introspect:4,invers:[4,16],ipynb:16,is_clust:4,is_high_ord:4,is_multivari:4,is_wrapp:4,ismail:[8,16],ismailefendi:[1,2],isol:14,item:4,itemgett:4,iter:[4,5],its:[5,8,11,13,14,16],ixic:5,janeiro:9,januari:5,jaroszewski:12,javedani:8,jeng:8,job:3,johnson:11,jonathan:12,jone:[4,5],journal:5,jun:[14,16],jupyt:16,kde:[1,2],kei:[3,4],kernel:15,kernel_funct:15,kernelsmooth:15,knearestneighbor:3,knn:[1,2],kullback:15,kullbackleiblerdiverg:15,kwarg:[3,4,5,6,8,9,10,11,12,13,14,15],lab:0,label:[3,4,15],lag:[4,5,7,16],lambda:4,largest:4,last:4,later:16,layman:0,lcolor:4,learn:10,lee:8,left:4,legend:[3,4],leibler:15,len_tot:4,length:[3,4,5,8,9,10,11,12,13,14,16],less:4,lett:5,level:4,lgd:4,lhs_conditional_prob:8,librari:[2,5],like:[4,16],likelihood:15,limit:4,lin:14,line:4,linear:[5,12],linearmodel:3,linearseasonalindex:13,linewidth:[3,4],linspac:5,list:[3,4,5,8,9,10,11,12,13,14,15,16],ljung:3,lo_param:3,load:[4,5,8,16],load_env:4,load_obj:4,local:5,locat:[4,5,12],location_param:12,log:[4,15],logic:[4,8,11,12,13],logist:[4,5],logistic_map:[1,2],look:4,lookup:4,lorentz:[1,2],lorenz:5,loss:3,lower:[4,5,8,11,12,14],lower_set:14,mackei:[1,2],mackey_glass:5,mai:5,main:16,malaysia:[1,2,8,16],mandatori:4,mani:16,manual:14,map:[4,5],mape:3,mape_interv:3,marcin:12,market:5,mask:[11,13],mass:4,match:4,math:[5,14],mathemat:5,matplotlib:[4,14],max:4,max_inc:5,max_ini:5,max_lag:[3,4,8,9,10,11,12,13],maxim:4,maximum:[4,5,14],mean:[3,4,5,9],measur:[1,2,7],mech:[8,16],median:9,membership:[1,2,7,8,11,12,14,16],membership_funct:14,memori:[4,10],merg:4,meta:[9,10,11],meteorologia:5,method:[0,3,4,5,7,8,9,10,11,12,13,14,16],metric:3,mft:3,middl:14,midpoint:[4,8,11,12],min:[4,15],min_inc:5,min_ini:5,min_ord:4,mina:0,mind:0,ming:8,minim:[3,4,8,9,10,11,12,13],minimum:[4,5,16],minute_of_dai:13,minute_of_hour:13,minute_of_month:13,minute_of_week:13,minute_of_year:13,mix:9,mode:4,model:[0,1,2,3,4,5,6,7,14,16],modelo:3,models_fo:3,models_ho:3,modul:[0,1,16],monash:5,monovari:4,month:13,monthli:[3,5],more:16,most:[10,11,16],move:3,msft:[2,8],mu_inc:5,mu_ini:5,mu_max:5,mu_min:5,much:4,multi:[3,4,8,11,13],multiseason:[2,8],multiseasonalft:13,multivari:[1,2,3,4,5,8,14],multivariatefuzzyset:11,musikasuwan:12,mvft:[2,8],nacion:5,naiv:[1,2],name:[3,4,5,7,9,11,12,13,14],nasdaq:[1,2],nation:5,nativ:[4,13],natur:5,nbin:[4,8],nbsp:0,ndata:[3,4,8,11,12],nearest:3,need:4,neighbor:3,next:[4,16],nice:4,noaa:5,node:[3,4],nois:[5,12],noise_param:12,non:[3,4,5,12,13,16],none:[3,4,5,9,10,11,12,13,14,15],nonperiod:5,nonstationari:[1,2,4,8],nonstationaryflrg:12,nonstationaryft:12,norm:8,normal:[9,16],north:0,norton:5,notebook:16,noth:16,nov:[14,16],now:4,npart:[12,14],nsft:[2,8],num:5,num_batch:4,num_model:10,num_season:13,number:[3,4,5,7,8,9,10,11,13,14,15,16],numer:16,numpi:[4,5],obj:[3,4,14],object:[3,4,5,8,9,11,13,14,15],objectsist:3,occur:4,occurr:4,old:4,older:4,oldest:4,onc:4,one:[3,4,5,7,8,9,10,11,12,13,15,16],ones:4,onli:4,onlin:10,only_lin:12,open:[3,7],open_benchmark_db:3,open_hyperparam_db:7,oper:[4,16],operation_matrix:8,option:[3,4,9,14],order:[3,4,7,8,11,12,13,14,16],ordered_set:[4,12,14],ordin:4,org:[0,5],origin:[3,4,16],original_max:4,original_min:4,oscil:5,other:[3,4,9,11],otherwis:3,out:16,outfil:3,outlier:5,output:[14,16],over:4,overlap:16,own:11,p500:5,packag:[0,1],page:0,pair:5,panda:[3,4,5,11,13],par1:12,par2:12,parallel_util:[1,2],param:[3,4,5,11,12,13],paramet:[3,4,5,6,7,8,9,10,11,12,13,14,15,16],parametr:16,part:[6,12],partit:[3,4,7,12,13,14,16],partition:[1,2,3,4,7,8,9,10,11,16],partition_funct:[4,8],partitioner_method:10,partitioner_param:10,partitioners_method:3,partitioners_model:3,pass:4,passeng:5,past:4,path:[3,4,14],pattern:4,pct:12,pdf:15,percent:3,percentag:3,percentu:[3,4],perform:[3,7,12,13,14,16],perform_loc:12,perform_width:12,period:[5,12],periodic_gaussian:5,persist:4,persist_env:4,persist_obj:4,person:[4,5],pertub:12,perturb:[2,8],perturbate_paramet:12,perturbation_factor:12,perturbation_factors__old:12,pesquisa:5,pftsexploreorderandpartit:3,php:5,phy:[5,8,16],physiolog:5,pictur:[3,4],pierc:3,pinbal:3,pinball_mean:3,pip:16,plambda:4,plot:[3,4,13,14,15],plot_compared_intervals_ahead:4,plot_compared_seri:3,plot_dataframe_interv:3,plot_dataframe_interval_pinbal:3,plot_dataframe_point:3,plot_dataframe_probabilist:3,plot_density_rectang:4,plot_distribut:4,plot_interv:4,plot_partition:14,plot_point:3,plot_probability_distribut:4,plot_residu:3,plot_rul:4,plot_set:[12,14],plot_sets_condit:12,plotcompar:3,plotforecast:3,plotresidu:3,pmf:[4,14],pmf_to_cdf:3,point:[3,4,8,9,10,11,12,13,14,15,16],point_dataframe_analytic_column:3,point_dataframe_synthetic_column:3,point_expected_valu:8,point_heurist:8,point_method:9,point_to_interv:3,poit:4,poly_width:12,polynomi:12,polynomialnonstationarypartition:12,poor:5,por:3,posit:[4,13],post:4,posterior:3,postprocess:[4,16],power:[4,8,16],pprint:4,pre:[4,11],prebuilt:3,predict:[3,4,8,9,11,12,16],prefix:14,preprocess:[4,11,13,16],previou:5,primari:3,primit:14,print:3,print_distribution_statist:3,print_interval_statist:3,print_point_statist:3,probabil:3,probabilist:[1,2,3,4,8,9,16],probabilistic_dataframe_analytic_column:3,probabilistic_dataframe_synthetic_column:3,probabilisticweightedflrg:8,probabilisticweightedft:8,probabilitydist:4,probabilitydistribut:[1,2,3,4,8,9],probabl:[3,4,8,9,15],problem:8,procedur:[3,4],process:[3,4,5,11],process_common_data:3,process_interval_job:3,process_point_job:3,process_probabilistic_job:3,product:[5,8,16],product_dict:11,prof:0,progress:3,project:[14,16],propos:16,provid:[0,4,9,16],psd:5,pseudo:15,pseudologlikelihood:15,pwflrg:8,pwft:[1,2],python:[2,16],q05:3,q25:3,q75:3,q95:3,quantil:[3,9,15],quantile_regress:3,quantileregress:3,quantreg:[1,2],quarter:13,queri:3,quick:0,quot:5,quotat:5,rais:4,random:5,random_walk:5,rang:[3,16],rank:3,rate:[8,16],read:5,readabl:0,real:[4,16],recent:[10,11,16],record:4,recreat:10,recurr:[4,5],red:[3,4],reference_data:4,refin:[8,16],regress:3,relat:15,relationship:[4,8,11,12,13],remov:4,ren:8,render:5,replac:3,repo:16,repr:4,repres:[3,4,8,9,11,15],represent:16,research:[0,16],reset:4,reset_calculated_valu:4,residu:3,residualanalysi:[1,2],resolut:[3,4],respect:[4,15],respons:13,result:[3,4,7],retrain:10,revers:4,review:[3,16],rhs_conditional_prob:8,rhs_unconditional_prob:8,right:4,ringgit:[8,16],rio:9,rmse:3,rmse_interv:3,rmseavg:3,rmsestd:3,rng:12,robert:5,roger:4,roi:4,root:3,rossler:[1,2],round:14,rule:[3,4,11,16],rules_by_axi:4,run:[3,5],run_interv:3,run_point:3,run_probabilist:3,sadaei:[1,2,16],salang:12,same:[4,9],sampl:[3,5,8,16],sampler:9,save:[3,4,12,14],save_best:3,save_dataframe_interv:3,save_dataframe_point:3,save_dataframe_probabilist:3,save_model:4,scale:[3,4,16],scale_down:12,scale_param:3,scale_up:12,scan:4,scheme:[3,7,16],scienc:5,scientist:0,score:3,search:[0,4,8,16],season:[1,2,3,4,8,9,16],seasonalensembleft:9,seasonalflrg:13,seasonalft:13,seasonalindex:[2,8],second:13,second_of_dai:13,second_of_hour:13,second_of_minut:13,secur:5,selecaosimples_menorrms:3,select:5,sep:5,separ:5,sequenc:4,seri:[1,2,3,4,8,9,10,11,12,13,14],set:[3,4,7,8,11,12,13,14,15,16],set_data:13,set_lh:11,set_ord:4,set_rh:11,set_target_vari:11,set_transform:9,seth:11,setnam:14,sever:[3,4,5,9,14],severiano:8,sft:[2,8],shape:4,share:9,share_paramet:6,shared_partition:6,sharp:3,sharpavg:3,sharpstd:3,shortnam:4,show:[4,14],show_and_save_imag:4,shyi:8,side:4,sigma:5,sigma_inc:5,sigma_ini:5,sigma_max:5,sigma_min:5,sigmf:4,sigmoid:4,signal:5,signalemul:5,silva:[0,8,9],simpl:[0,1,2,5,13],simplenonstationary_gridpartitioner_build:12,simplenonstationarypartition:12,simplepartition:14,simpler:4,simplesearch_rms:3,singl:[4,14],single_plot_residu:3,singleton:[1,2,4],singletonpartition:14,sinoid:5,sistema:5,sixth:13,size:[3,4,12,14],slave_forecast_multivari:6,slave_forecast_univari:6,slave_train_multivari:6,slave_train_univari:6,slice:4,slide:[3,4],sliding_window:4,sliding_window_benchmark:3,smape:3,smith:4,smooth:[4,16],social:[14,16],solar:8,sonda:[1,2],song:[1,2,13,16],sort:[4,14],sort_ascend:3,sort_column:3,sortedcollect:[1,2],sourc:[3,4,5,6,7,8,9,10,11,12,13,14,15],sp500:5,space:4,spark:[1,2],specif:[3,4,8,9,10,11,12,13],split:[3,4,14],splitabov:14,splitbelow:14,splite:16,sql:3,sqlite3:[3,7],sqlite:[3,7],squar:3,ssci:8,standard:[3,5,16],start:[0,3,4,5,8,11,12,13],stat:[3,8,16],station:5,stationari:12,stationary_gaussian:5,statist:[0,3],statsmodel:3,step:[3,4,8,9,10,11,12,13,16],steps_ahead:[3,4],stochast:5,stock:5,store:[3,4,7],strang:5,string:[4,11,13,14],strip_datepart:13,structur:[4,13],student:0,style:4,submodul:[0,1],subpackag:[0,1],suitabl:0,sum:8,sunspot:[1,2],superset:4,support:4,symbol:5,symmetr:3,symposium:8,synthet:[1,2,3],syst:[8,13,14,16],system:[5,8,12],tabl:[3,7],tabular_dataframe_column:3,tag:[3,7],taiex:[1,2,8,16],taiwan:5,take:16,tam:[3,4,12,14,15],target:3,target_vari:[4,6],tau:[3,5,15],technol:[14,16],tempeatur:5,tempor:[4,13,16],term:[3,4,8,16],test:[3,4,16],test_data:3,than:[4,5,16],thei:4,theil:3,theilsinequ:3,theoret:3,theori:16,thi:[0,4,5,8,11,12,13,14,15,16],third:13,thoma:4,those:4,thres1:14,thres2:14,threshold:14,through:5,time:[1,2,3,4,8,9,10,11,12,13,14],time_from:4,time_to:4,timegridpartition:13,times2:3,timeseri:5,timevari:[2,8],titl:[3,14,15],tool:[0,16],total:[4,5],tradit:8,train:[3,4,8,9,10,11,12,13,14],train_data:[3,9],train_individual_model:9,transact:12,transform:[1,2,3,7,11,12,13,14,16],transformations_param:4,transit:[4,16],translat:16,trapezoid:[4,14,16],trapmf:4,tree:[1,2],trend:[8,16],trendweightedflrg:8,trendweightedft:8,triangular:4,trigger:4,trimf:4,tsa:3,tsdl:5,tun:7,tupl:[3,4,7,11],two:5,twse:5,type:[3,4,5,6,11,13,14,15,16],typeonlegend:[3,4],uavg:3,ufmg:0,under:4,unified_scaled_interv:3,unified_scaled_interval_pinbal:3,unified_scaled_point:3,unified_scaled_probabilist:3,uniform:5,uniqu:[4,8,9,12,13],uniquefilenam:4,unit:13,univari:5,univers:[0,3,4,5,12,13,14,15,16],unpack_arg:12,uod:[3,4,7,8,11,15],uod_clip:4,up_param:3,updat:10,update_model:8,update_uod:9,updateuod:[4,11],upper:[4,5,8,11,12,14],upper_set:14,url:[0,3,5,6],usa:5,usag:0,usd:[1,2],use:[0,4],used:[3,4,7,8,9,14,16],user:[3,7],using:[4,8,10,14,16],ustatist:3,ustd:3,usual:[4,16],util:[1,2,8],val:14,valid:4,valu:[3,4,5,7,8,9,10,11,12,13,15,16],valueerror:4,variabl:[2,4,6,8,14],varianc:[4,5],variant:10,variat:5,vector:4,veri:[5,8],verif:3,visualize_distribut:8,vmax:5,vmin:5,vol:[8,13,14,16],walk:5,want:0,weather:3,weight:[5,8,11,16],weightedflrg:[8,11],weightedft:8,weightedhighorderflrg:8,weightedhighorderft:8,weightedmvft:11,when:[4,10,11],where:[3,4,8,11,13],which:[3,4,7,16],white_nois:5,whose:0,width:[4,12,14,15],width_param:12,window:[3,4,10],window_index:12,window_kei:3,window_length:10,window_s:12,windows:[3,4],winkler:3,winkler_mean:3,winkler_scor:3,without:4,wmvft:[2,8],word:[3,7],work:4,wrap:[3,9,10],wrapper:4,www:5,xiii:9,yahoo:5,year:13,yearli:5,yeh:[14,16],you:4,young:4,younger:4,youngest:4,zenodo:0},titles:["pyFTS - Fuzzy Time Series for Python","pyFTS","pyFTS package","pyFTS.benchmarks package","pyFTS.common package","pyFTS.data package","pyFTS.distributed package","pyFTS.hyperparam package","pyFTS.models package","pyFTS.models.ensemble package","pyFTS.models.incremental package","pyFTS.models.multivariate package","pyFTS.models.nonstationary package","pyFTS.models.seasonal package","pyFTS.partitioners package","pyFTS.probabilistic package","pyFTS Quick Start"],titleterms:{FTS:16,airpasseng:5,arima:3,artifici:5,benchmark:3,bitcoin:5,chaotic:5,chen:8,cheng:8,cmean:14,cmsft:13,cmvft:11,common:[4,5,11,12,13],composit:4,conf:2,content:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],cvft:12,data:5,dataset:5,dispi:6,distribut:6,dowjon:5,enrol:5,ensembl:9,entropi:14,ethereum:5,eur:5,evolutionari:7,exampl:16,fcm:14,flr:[4,11],flrg:[4,11,12],fts:4,fuzzi:[0,16],fuzzyset:4,gbp:5,gener:5,glass:5,grid:14,gridsearch:7,henon:5,hoft:8,honsft:12,how:[0,16],huarng:14,hwang:8,hyperparam:7,ift:8,increment:10,incrementalensembl:10,index:0,inmet:5,instal:16,ismailefendi:8,kde:15,knn:3,librari:0,logistic_map:5,lorentz:5,mackei:5,malaysia:5,measur:3,membership:4,model:[8,9,10,11,12,13],modul:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],msft:13,multiseason:9,multivari:11,mvft:11,naiv:3,nasdaq:5,nonstationari:12,nsft:12,packag:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],parallel_util:14,partition:[12,13,14],perturb:12,probabilist:15,probabilitydistribut:15,pwft:8,pyft:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],python:0,quantreg:3,quick:16,refer:[0,16],residualanalysi:3,rossler:5,sadaei:8,season:13,seasonalindex:13,seri:[0,5,16],sft:13,simpl:14,singleton:14,sonda:5,song:8,sortedcollect:4,spark:6,start:16,submodul:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],subpackag:[2,8],sunspot:5,synthet:5,taiex:5,time:[0,5,16],timevari:10,transform:4,tree:4,usag:16,usd:5,util:[3,4,7,12,14],variabl:11,what:[0,16],wmvft:11}}) \ No newline at end of file +Search.setIndex({docnames:["index","modules","pyFTS","pyFTS.benchmarks","pyFTS.common","pyFTS.data","pyFTS.distributed","pyFTS.hyperparam","pyFTS.models","pyFTS.models.ensemble","pyFTS.models.incremental","pyFTS.models.multivariate","pyFTS.models.nonstationary","pyFTS.models.seasonal","pyFTS.partitioners","pyFTS.probabilistic","quickstart"],envversion:53,filenames:["index.rst","modules.rst","pyFTS.rst","pyFTS.benchmarks.rst","pyFTS.common.rst","pyFTS.data.rst","pyFTS.distributed.rst","pyFTS.hyperparam.rst","pyFTS.models.rst","pyFTS.models.ensemble.rst","pyFTS.models.incremental.rst","pyFTS.models.multivariate.rst","pyFTS.models.nonstationary.rst","pyFTS.models.seasonal.rst","pyFTS.partitioners.rst","pyFTS.probabilistic.rst","quickstart.rst"],objects:{"":{pyFTS:[2,0,0,"-"]},"pyFTS.benchmarks":{Measures:[3,0,0,"-"],ResidualAnalysis:[3,0,0,"-"],Util:[3,0,0,"-"],arima:[3,0,0,"-"],benchmarks:[3,0,0,"-"],knn:[3,0,0,"-"],naive:[3,0,0,"-"],quantreg:[3,0,0,"-"]},"pyFTS.benchmarks.Measures":{BoxLjungStatistic:[3,1,1,""],BoxPierceStatistic:[3,1,1,""],TheilsInequality:[3,1,1,""],UStatistic:[3,1,1,""],acf:[3,1,1,""],brier_score:[3,1,1,""],coverage:[3,1,1,""],crps:[3,1,1,""],get_distribution_statistics:[3,1,1,""],get_interval_statistics:[3,1,1,""],get_point_statistics:[3,1,1,""],heavyside:[3,1,1,""],heavyside_cdf:[3,1,1,""],mape:[3,1,1,""],mape_interval:[3,1,1,""],pinball:[3,1,1,""],pinball_mean:[3,1,1,""],pmf_to_cdf:[3,1,1,""],resolution:[3,1,1,""],rmse:[3,1,1,""],rmse_interval:[3,1,1,""],sharpness:[3,1,1,""],smape:[3,1,1,""],winkler_mean:[3,1,1,""],winkler_score:[3,1,1,""]},"pyFTS.benchmarks.ResidualAnalysis":{chi_squared:[3,1,1,""],compare_residuals:[3,1,1,""],plotResiduals:[3,1,1,""],plot_residuals:[3,1,1,""],residuals:[3,1,1,""],single_plot_residuals:[3,1,1,""]},"pyFTS.benchmarks.Util":{analytic_tabular_dataframe:[3,1,1,""],analytical_data_columns:[3,1,1,""],base_dataframe_columns:[3,1,1,""],cast_dataframe_to_synthetic:[3,1,1,""],cast_dataframe_to_synthetic_interval:[3,1,1,""],cast_dataframe_to_synthetic_point:[3,1,1,""],cast_dataframe_to_synthetic_probabilistic:[3,1,1,""],check_ignore_list:[3,1,1,""],check_replace_list:[3,1,1,""],create_benchmark_tables:[3,1,1,""],extract_measure:[3,1,1,""],find_best:[3,1,1,""],get_dataframe_from_bd:[3,1,1,""],insert_benchmark:[3,1,1,""],interval_dataframe_analytic_columns:[3,1,1,""],interval_dataframe_synthetic_columns:[3,1,1,""],open_benchmark_db:[3,1,1,""],plot_dataframe_interval:[3,1,1,""],plot_dataframe_interval_pinball:[3,1,1,""],plot_dataframe_point:[3,1,1,""],plot_dataframe_probabilistic:[3,1,1,""],point_dataframe_analytic_columns:[3,1,1,""],point_dataframe_synthetic_columns:[3,1,1,""],probabilistic_dataframe_analytic_columns:[3,1,1,""],probabilistic_dataframe_synthetic_columns:[3,1,1,""],process_common_data:[3,1,1,""],save_dataframe_interval:[3,1,1,""],save_dataframe_point:[3,1,1,""],save_dataframe_probabilistic:[3,1,1,""],scale:[3,1,1,""],scale_params:[3,1,1,""],stats:[3,1,1,""],tabular_dataframe_columns:[3,1,1,""],unified_scaled_interval:[3,1,1,""],unified_scaled_interval_pinball:[3,1,1,""],unified_scaled_point:[3,1,1,""],unified_scaled_probabilistic:[3,1,1,""]},"pyFTS.benchmarks.arima":{ARIMA:[3,2,1,""]},"pyFTS.benchmarks.arima.ARIMA":{ar:[3,3,1,""],forecast:[3,3,1,""],forecast_ahead_distribution:[3,3,1,""],forecast_ahead_interval:[3,3,1,""],forecast_distribution:[3,3,1,""],forecast_interval:[3,3,1,""],ma:[3,3,1,""],train:[3,3,1,""]},"pyFTS.benchmarks.benchmarks":{SelecaoSimples_MenorRMSE:[3,1,1,""],compareModelsPlot:[3,1,1,""],compareModelsTable:[3,1,1,""],get_benchmark_interval_methods:[3,1,1,""],get_benchmark_point_methods:[3,1,1,""],get_benchmark_probabilistic_methods:[3,1,1,""],get_interval_methods:[3,1,1,""],get_point_methods:[3,1,1,""],get_point_multivariate_methods:[3,1,1,""],get_probabilistic_methods:[3,1,1,""],pftsExploreOrderAndPartitions:[3,1,1,""],plotCompared:[3,1,1,""],plot_compared_series:[3,1,1,""],plot_point:[3,1,1,""],print_distribution_statistics:[3,1,1,""],print_interval_statistics:[3,1,1,""],print_point_statistics:[3,1,1,""],process_interval_jobs:[3,1,1,""],process_point_jobs:[3,1,1,""],process_probabilistic_jobs:[3,1,1,""],run_interval:[3,1,1,""],run_point:[3,1,1,""],run_probabilistic:[3,1,1,""],simpleSearch_RMSE:[3,1,1,""],sliding_window_benchmarks:[3,1,1,""]},"pyFTS.benchmarks.knn":{KNearestNeighbors:[3,2,1,""]},"pyFTS.benchmarks.knn.KNearestNeighbors":{forecast_distribution:[3,3,1,""],knn:[3,3,1,""],train:[3,3,1,""]},"pyFTS.benchmarks.naive":{Naive:[3,2,1,""]},"pyFTS.benchmarks.naive.Naive":{forecast:[3,3,1,""]},"pyFTS.benchmarks.quantreg":{QuantileRegression:[3,2,1,""]},"pyFTS.benchmarks.quantreg.QuantileRegression":{forecast:[3,3,1,""],forecast_ahead_distribution:[3,3,1,""],forecast_ahead_interval:[3,3,1,""],forecast_distribution:[3,3,1,""],forecast_interval:[3,3,1,""],interval_to_interval:[3,3,1,""],linearmodel:[3,3,1,""],point_to_interval:[3,3,1,""],train:[3,3,1,""]},"pyFTS.common":{Composite:[4,0,0,"-"],FLR:[4,0,0,"-"],FuzzySet:[4,0,0,"-"],Membership:[4,0,0,"-"],SortedCollection:[4,0,0,"-"],Transformations:[4,0,0,"-"],Util:[4,0,0,"-"],flrg:[4,0,0,"-"],fts:[4,0,0,"-"],tree:[4,0,0,"-"]},"pyFTS.common.Composite":{FuzzySet:[4,2,1,""]},"pyFTS.common.Composite.FuzzySet":{append:[4,3,1,""],append_set:[4,3,1,""],membership:[4,3,1,""],transform:[4,3,1,""]},"pyFTS.common.FLR":{FLR:[4,2,1,""],IndexedFLR:[4,2,1,""],generate_high_order_recurrent_flr:[4,1,1,""],generate_indexed_flrs:[4,1,1,""],generate_non_recurrent_flrs:[4,1,1,""],generate_recurrent_flrs:[4,1,1,""]},"pyFTS.common.FLR.FLR":{LHS:[4,4,1,""],RHS:[4,4,1,""]},"pyFTS.common.FLR.IndexedFLR":{index:[4,4,1,""]},"pyFTS.common.FuzzySet":{FuzzySet:[4,2,1,""],check_bounds:[4,1,1,""],check_bounds_index:[4,1,1,""],fuzzyfy:[4,1,1,""],fuzzyfy_instance:[4,1,1,""],fuzzyfy_instances:[4,1,1,""],fuzzyfy_series:[4,1,1,""],fuzzyfy_series_old:[4,1,1,""],get_fuzzysets:[4,1,1,""],get_maximum_membership_fuzzyset:[4,1,1,""],get_maximum_membership_fuzzyset_index:[4,1,1,""],grant_bounds:[4,1,1,""],set_ordered:[4,1,1,""]},"pyFTS.common.FuzzySet.FuzzySet":{Z:[4,4,1,""],alpha:[4,4,1,""],centroid:[4,4,1,""],membership:[4,3,1,""],mf:[4,4,1,""],name:[4,4,1,""],parameters:[4,4,1,""],partition_function:[4,3,1,""],transform:[4,3,1,""],type:[4,4,1,""],variable:[4,4,1,""]},"pyFTS.common.Membership":{bellmf:[4,1,1,""],gaussmf:[4,1,1,""],sigmf:[4,1,1,""],singleton:[4,1,1,""],trapmf:[4,1,1,""],trimf:[4,1,1,""]},"pyFTS.common.SortedCollection":{SortedCollection:[4,2,1,""]},"pyFTS.common.SortedCollection.SortedCollection":{around:[4,3,1,""],between:[4,3,1,""],clear:[4,3,1,""],copy:[4,3,1,""],count:[4,3,1,""],find:[4,3,1,""],find_ge:[4,3,1,""],find_gt:[4,3,1,""],find_le:[4,3,1,""],find_lt:[4,3,1,""],index:[4,3,1,""],insert:[4,3,1,""],insert_right:[4,3,1,""],inside:[4,3,1,""],key:[4,4,1,""],remove:[4,3,1,""]},"pyFTS.common.Transformations":{AdaptiveExpectation:[4,2,1,""],BoxCox:[4,2,1,""],Differential:[4,2,1,""],Scale:[4,2,1,""],Transformation:[4,2,1,""],Z:[4,1,1,""],aggregate:[4,1,1,""],roi:[4,1,1,""],smoothing:[4,1,1,""]},"pyFTS.common.Transformations.AdaptiveExpectation":{apply:[4,3,1,""],inverse:[4,3,1,""],parameters:[4,4,1,""]},"pyFTS.common.Transformations.BoxCox":{apply:[4,3,1,""],inverse:[4,3,1,""],parameters:[4,4,1,""]},"pyFTS.common.Transformations.Differential":{apply:[4,3,1,""],inverse:[4,3,1,""],parameters:[4,4,1,""]},"pyFTS.common.Transformations.Scale":{apply:[4,3,1,""],inverse:[4,3,1,""],parameters:[4,4,1,""]},"pyFTS.common.Transformations.Transformation":{apply:[4,3,1,""],inverse:[4,3,1,""]},"pyFTS.common.Util":{current_milli_time:[4,1,1,""],draw_sets_on_axis:[4,1,1,""],enumerate2:[4,1,1,""],load_env:[4,1,1,""],load_obj:[4,1,1,""],persist_env:[4,1,1,""],persist_obj:[4,1,1,""],plot_compared_intervals_ahead:[4,1,1,""],plot_density_rectange:[4,1,1,""],plot_distribution:[4,1,1,""],plot_interval:[4,1,1,""],plot_probability_distributions:[4,1,1,""],plot_rules:[4,1,1,""],show_and_save_image:[4,1,1,""],sliding_window:[4,1,1,""],uniquefilename:[4,1,1,""]},"pyFTS.common.flrg":{FLRG:[4,2,1,""]},"pyFTS.common.flrg.FLRG":{LHS:[4,4,1,""],RHS:[4,4,1,""],append_rhs:[4,3,1,""],get_key:[4,3,1,""],get_lower:[4,3,1,""],get_membership:[4,3,1,""],get_midpoint:[4,3,1,""],get_midpoints:[4,3,1,""],get_upper:[4,3,1,""],order:[4,4,1,""],reset_calculated_values:[4,3,1,""]},"pyFTS.common.fts":{FTS:[4,2,1,""]},"pyFTS.common.fts.FTS":{alpha_cut:[4,4,1,""],append_log:[4,3,1,""],append_rule:[4,3,1,""],append_transformation:[4,3,1,""],apply_inverse_transformations:[4,3,1,""],apply_transformations:[4,3,1,""],auto_update:[4,4,1,""],benchmark_only:[4,4,1,""],clone_parameters:[4,3,1,""],detail:[4,4,1,""],fit:[4,3,1,""],flrgs:[4,4,1,""],forecast:[4,3,1,""],forecast_ahead:[4,3,1,""],forecast_ahead_distribution:[4,3,1,""],forecast_ahead_interval:[4,3,1,""],forecast_ahead_multivariate:[4,3,1,""],forecast_distribution:[4,3,1,""],forecast_interval:[4,3,1,""],forecast_multivariate:[4,3,1,""],fuzzy:[4,3,1,""],get_UoD:[4,3,1,""],has_interval_forecasting:[4,4,1,""],has_point_forecasting:[4,4,1,""],has_probability_forecasting:[4,4,1,""],has_seasonality:[4,4,1,""],indexer:[4,4,1,""],is_clustered:[4,4,1,""],is_high_order:[4,4,1,""],is_multivariate:[4,4,1,""],is_wrapper:[4,4,1,""],lags:[4,4,1,""],len_total:[4,3,1,""],log:[4,4,1,""],max_lag:[4,4,1,""],merge:[4,3,1,""],min_order:[4,4,1,""],name:[4,4,1,""],order:[4,4,1,""],original_max:[4,4,1,""],original_min:[4,4,1,""],partitioner:[4,4,1,""],predict:[4,3,1,""],reset_calculated_values:[4,3,1,""],sets:[4,4,1,""],shortname:[4,4,1,""],train:[4,3,1,""],transformations:[4,4,1,""],transformations_param:[4,4,1,""],uod_clip:[4,4,1,""]},"pyFTS.common.tree":{FLRGTree:[4,2,1,""],FLRGTreeNode:[4,2,1,""],build_tree_without_order:[4,1,1,""],flat:[4,1,1,""]},"pyFTS.common.tree.FLRGTreeNode":{appendChild:[4,3,1,""],getChildren:[4,3,1,""],getStr:[4,3,1,""],paths:[4,3,1,""]},"pyFTS.data":{AirPassengers:[5,0,0,"-"],Bitcoin:[5,0,0,"-"],DowJones:[5,0,0,"-"],EURGBP:[5,0,0,"-"],EURUSD:[5,0,0,"-"],Enrollments:[5,0,0,"-"],Ethereum:[5,0,0,"-"],GBPUSD:[5,0,0,"-"],INMET:[5,0,0,"-"],Malaysia:[5,0,0,"-"],NASDAQ:[5,0,0,"-"],SONDA:[5,0,0,"-"],SP500:[5,0,0,"-"],TAIEX:[5,0,0,"-"],artificial:[5,0,0,"-"],common:[5,0,0,"-"],henon:[5,0,0,"-"],logistic_map:[5,0,0,"-"],lorentz:[5,0,0,"-"],mackey_glass:[5,0,0,"-"],rossler:[5,0,0,"-"],sunspots:[5,0,0,"-"]},"pyFTS.data.AirPassengers":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.Bitcoin":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.DowJones":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.EURGBP":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.EURUSD":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.Enrollments":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.Ethereum":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.GBPUSD":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.INMET":{get_dataframe:[5,1,1,""]},"pyFTS.data.Malaysia":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.NASDAQ":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.SONDA":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.SP500":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.TAIEX":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.artificial":{SignalEmulator:[5,2,1,""],generate_gaussian_linear:[5,1,1,""],generate_linear_periodic_gaussian:[5,1,1,""],generate_sinoidal_periodic_gaussian:[5,1,1,""],generate_uniform_linear:[5,1,1,""],random_walk:[5,1,1,""],white_noise:[5,1,1,""]},"pyFTS.data.artificial.SignalEmulator":{blip:[5,3,1,""],components:[5,4,1,""],incremental_gaussian:[5,3,1,""],periodic_gaussian:[5,3,1,""],run:[5,3,1,""],stationary_gaussian:[5,3,1,""]},"pyFTS.data.common":{get_dataframe:[5,1,1,""]},"pyFTS.data.henon":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.logistic_map":{get_data:[5,1,1,""]},"pyFTS.data.lorentz":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.mackey_glass":{get_data:[5,1,1,""]},"pyFTS.data.rossler":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.data.sunspots":{get_data:[5,1,1,""],get_dataframe:[5,1,1,""]},"pyFTS.distributed":{spark:[6,0,0,"-"]},"pyFTS.distributed.spark":{create_multivariate_model:[6,1,1,""],create_spark_conf:[6,1,1,""],create_univariate_model:[6,1,1,""],distributed_predict:[6,1,1,""],distributed_train:[6,1,1,""],get_clustered_partitioner:[6,1,1,""],get_partitioner:[6,1,1,""],get_variables:[6,1,1,""],share_parameters:[6,1,1,""],slave_forecast_multivariate:[6,1,1,""],slave_forecast_univariate:[6,1,1,""],slave_train_multivariate:[6,1,1,""],slave_train_univariate:[6,1,1,""]},"pyFTS.hyperparam":{Util:[7,0,0,"-"]},"pyFTS.hyperparam.Util":{create_hyperparam_tables:[7,1,1,""],insert_hyperparam:[7,1,1,""],open_hyperparam_db:[7,1,1,""]},"pyFTS.models":{chen:[8,0,0,"-"],cheng:[8,0,0,"-"],ensemble:[9,0,0,"-"],hofts:[8,0,0,"-"],hwang:[8,0,0,"-"],ifts:[8,0,0,"-"],incremental:[10,0,0,"-"],ismailefendi:[8,0,0,"-"],multivariate:[11,0,0,"-"],nonstationary:[12,0,0,"-"],pwfts:[8,0,0,"-"],sadaei:[8,0,0,"-"],seasonal:[13,0,0,"-"],song:[8,0,0,"-"],yu:[8,0,0,"-"]},"pyFTS.models.chen":{ConventionalFLRG:[8,2,1,""],ConventionalFTS:[8,2,1,""]},"pyFTS.models.chen.ConventionalFLRG":{append_rhs:[8,3,1,""],get_key:[8,3,1,""]},"pyFTS.models.chen.ConventionalFTS":{forecast:[8,3,1,""],generate_flrg:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.cheng":{TrendWeightedFLRG:[8,2,1,""],TrendWeightedFTS:[8,2,1,""]},"pyFTS.models.cheng.TrendWeightedFLRG":{weights:[8,3,1,""]},"pyFTS.models.cheng.TrendWeightedFTS":{generate_FLRG:[8,3,1,""]},"pyFTS.models.ensemble":{ensemble:[9,0,0,"-"],multiseasonal:[9,0,0,"-"]},"pyFTS.models.ensemble.ensemble":{AllMethodEnsembleFTS:[9,2,1,""],EnsembleFTS:[9,2,1,""],sampler:[9,1,1,""]},"pyFTS.models.ensemble.ensemble.AllMethodEnsembleFTS":{set_transformations:[9,3,1,""],train:[9,3,1,""]},"pyFTS.models.ensemble.ensemble.EnsembleFTS":{alpha:[9,4,1,""],append_model:[9,3,1,""],forecast:[9,3,1,""],forecast_ahead_distribution:[9,3,1,""],forecast_ahead_interval:[9,3,1,""],forecast_distribution:[9,3,1,""],forecast_interval:[9,3,1,""],get_distribution_interquantile:[9,3,1,""],get_interval:[9,3,1,""],get_models_forecasts:[9,3,1,""],get_point:[9,3,1,""],interval_method:[9,4,1,""],models:[9,4,1,""],parameters:[9,4,1,""],point_method:[9,4,1,""],train:[9,3,1,""]},"pyFTS.models.ensemble.multiseasonal":{SeasonalEnsembleFTS:[9,2,1,""],train_individual_model:[9,1,1,""]},"pyFTS.models.ensemble.multiseasonal.SeasonalEnsembleFTS":{forecast_distribution:[9,3,1,""],train:[9,3,1,""],update_uod:[9,3,1,""]},"pyFTS.models.hofts":{HighOrderFLRG:[8,2,1,""],HighOrderFTS:[8,2,1,""],WeightedHighOrderFLRG:[8,2,1,""],WeightedHighOrderFTS:[8,2,1,""]},"pyFTS.models.hofts.HighOrderFLRG":{append_lhs:[8,3,1,""],append_rhs:[8,3,1,""]},"pyFTS.models.hofts.HighOrderFTS":{configure_lags:[8,3,1,""],forecast:[8,3,1,""],generate_flrg:[8,3,1,""],generate_flrg_fuzzyfied:[8,3,1,""],generate_lhs_flrg:[8,3,1,""],generate_lhs_flrg_fuzzyfied:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.hofts.WeightedHighOrderFLRG":{append_lhs:[8,3,1,""],append_rhs:[8,3,1,""],get_lower:[8,3,1,""],get_midpoint:[8,3,1,""],get_upper:[8,3,1,""],weights:[8,3,1,""]},"pyFTS.models.hofts.WeightedHighOrderFTS":{generate_lhs_flrg_fuzzyfied:[8,3,1,""]},"pyFTS.models.hwang":{HighOrderFTS:[8,2,1,""]},"pyFTS.models.hwang.HighOrderFTS":{configure_lags:[8,3,1,""],forecast:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.ifts":{IntervalFTS:[8,2,1,""]},"pyFTS.models.ifts.IntervalFTS":{forecast_interval:[8,3,1,""],get_lower:[8,3,1,""],get_sequence_membership:[8,3,1,""],get_upper:[8,3,1,""]},"pyFTS.models.incremental":{IncrementalEnsemble:[10,0,0,"-"],TimeVariant:[10,0,0,"-"]},"pyFTS.models.incremental.IncrementalEnsemble":{IncrementalEnsembleFTS:[10,2,1,""]},"pyFTS.models.incremental.IncrementalEnsemble.IncrementalEnsembleFTS":{batch_size:[10,4,1,""],forecast:[10,3,1,""],fts_method:[10,4,1,""],fts_params:[10,4,1,""],num_models:[10,4,1,""],partitioner_method:[10,4,1,""],partitioner_params:[10,4,1,""],train:[10,3,1,""],window_length:[10,4,1,""]},"pyFTS.models.incremental.TimeVariant":{Retrainer:[10,2,1,""]},"pyFTS.models.incremental.TimeVariant.Retrainer":{auto_update:[10,4,1,""],batch_size:[10,4,1,""],forecast:[10,3,1,""],fts_method:[10,4,1,""],fts_params:[10,4,1,""],model:[10,4,1,""],partitioner:[10,4,1,""],partitioner_method:[10,4,1,""],partitioner_params:[10,4,1,""],train:[10,3,1,""],window_length:[10,4,1,""]},"pyFTS.models.ismailefendi":{ImprovedWeightedFLRG:[8,2,1,""],ImprovedWeightedFTS:[8,2,1,""]},"pyFTS.models.ismailefendi.ImprovedWeightedFLRG":{append_rhs:[8,3,1,""],weights:[8,3,1,""]},"pyFTS.models.ismailefendi.ImprovedWeightedFTS":{forecast:[8,3,1,""],generate_flrg:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.multivariate":{FLR:[11,0,0,"-"],cmvfts:[11,0,0,"-"],common:[11,0,0,"-"],flrg:[11,0,0,"-"],granular:[11,0,0,"-"],grid:[11,0,0,"-"],mvfts:[11,0,0,"-"],variable:[11,0,0,"-"],wmvfts:[11,0,0,"-"]},"pyFTS.models.multivariate.FLR":{FLR:[11,2,1,""]},"pyFTS.models.multivariate.FLR.FLR":{set_lhs:[11,3,1,""],set_rhs:[11,3,1,""]},"pyFTS.models.multivariate.cmvfts":{ClusteredMVFTS:[11,2,1,""]},"pyFTS.models.multivariate.cmvfts.ClusteredMVFTS":{check_data:[11,3,1,""],forecast:[11,3,1,""],forecast_ahead_multivariate:[11,3,1,""],forecast_multivariate:[11,3,1,""],fts_method:[11,4,1,""],fts_params:[11,4,1,""],fuzzyfy:[11,3,1,""],model:[11,4,1,""],train:[11,3,1,""]},"pyFTS.models.multivariate.common":{MultivariateFuzzySet:[11,2,1,""],fuzzyfy_instance:[11,1,1,""],fuzzyfy_instance_clustered:[11,1,1,""]},"pyFTS.models.multivariate.common.MultivariateFuzzySet":{append_set:[11,3,1,""],membership:[11,3,1,""],set_target_variable:[11,3,1,""]},"pyFTS.models.multivariate.flrg":{FLRG:[11,2,1,""]},"pyFTS.models.multivariate.flrg.FLRG":{append_rhs:[11,3,1,""],get_lower:[11,3,1,""],get_membership:[11,3,1,""],get_upper:[11,3,1,""],set_lhs:[11,3,1,""]},"pyFTS.models.multivariate.granular":{GranularWMVFTS:[11,2,1,""]},"pyFTS.models.multivariate.granular.GranularWMVFTS":{model:[11,4,1,""],train:[11,3,1,""]},"pyFTS.models.multivariate.grid":{GridCluster:[11,2,1,""],IncrementalGridCluster:[11,2,1,""]},"pyFTS.models.multivariate.grid.GridCluster":{build:[11,3,1,""]},"pyFTS.models.multivariate.grid.IncrementalGridCluster":{fuzzyfy:[11,3,1,""],incremental_search:[11,3,1,""],prune:[11,3,1,""]},"pyFTS.models.multivariate.mvfts":{MVFTS:[11,2,1,""],product_dict:[11,1,1,""]},"pyFTS.models.multivariate.mvfts.MVFTS":{append_variable:[11,3,1,""],apply_transformations:[11,3,1,""],clone_parameters:[11,3,1,""],forecast:[11,3,1,""],forecast_ahead:[11,3,1,""],forecast_interval:[11,3,1,""],format_data:[11,3,1,""],generate_flrg:[11,3,1,""],generate_flrs:[11,3,1,""],generate_lhs_flrs:[11,3,1,""],train:[11,3,1,""]},"pyFTS.models.multivariate.variable":{Variable:[11,2,1,""]},"pyFTS.models.multivariate.variable.Variable":{alias:[11,4,1,""],alpha_cut:[11,4,1,""],apply_inverse_transformations:[11,3,1,""],apply_transformations:[11,3,1,""],build:[11,3,1,""],data_label:[11,4,1,""],data_type:[11,4,1,""],mask:[11,4,1,""],name:[11,4,1,""],partitioner:[11,4,1,""],transformation:[11,4,1,""]},"pyFTS.models.multivariate.wmvfts":{WeightedFLRG:[11,2,1,""],WeightedMVFTS:[11,2,1,""]},"pyFTS.models.multivariate.wmvfts.WeightedFLRG":{append_rhs:[11,3,1,""],get_lower:[11,3,1,""],get_midpoint:[11,3,1,""],get_upper:[11,3,1,""],weights:[11,3,1,""]},"pyFTS.models.multivariate.wmvfts.WeightedMVFTS":{generate_flrg:[11,3,1,""]},"pyFTS.models.nonstationary":{common:[12,0,0,"-"],cvfts:[12,0,0,"-"],flrg:[12,0,0,"-"],honsfts:[12,0,0,"-"],nsfts:[12,0,0,"-"],partitioners:[12,0,0,"-"],perturbation:[12,0,0,"-"],util:[12,0,0,"-"]},"pyFTS.models.nonstationary.common":{FuzzySet:[12,2,1,""],check_bounds:[12,1,1,""],check_bounds_index:[12,1,1,""],fuzzify:[12,1,1,""],fuzzySeries:[12,1,1,""],window_index:[12,1,1,""]},"pyFTS.models.nonstationary.common.FuzzySet":{get_lower:[12,3,1,""],get_midpoint:[12,3,1,""],get_upper:[12,3,1,""],location:[12,4,1,""],location_params:[12,4,1,""],membership:[12,3,1,""],noise:[12,4,1,""],noise_params:[12,4,1,""],perform_location:[12,3,1,""],perform_width:[12,3,1,""],perturbate_parameters:[12,3,1,""],width:[12,4,1,""],width_params:[12,4,1,""]},"pyFTS.models.nonstationary.cvfts":{ConditionalVarianceFTS:[12,2,1,""],HighOrderNonstationaryFLRG:[12,2,1,""]},"pyFTS.models.nonstationary.cvfts.ConditionalVarianceFTS":{forecast:[12,3,1,""],forecast_interval:[12,3,1,""],generate_flrg:[12,3,1,""],perturbation_factors:[12,3,1,""],perturbation_factors__old:[12,3,1,""],train:[12,3,1,""]},"pyFTS.models.nonstationary.cvfts.HighOrderNonstationaryFLRG":{append_lhs:[12,3,1,""],append_rhs:[12,3,1,""]},"pyFTS.models.nonstationary.flrg":{NonStationaryFLRG:[12,2,1,""]},"pyFTS.models.nonstationary.flrg.NonStationaryFLRG":{get_key:[12,3,1,""],get_lower:[12,3,1,""],get_membership:[12,3,1,""],get_midpoint:[12,3,1,""],get_upper:[12,3,1,""],unpack_args:[12,3,1,""]},"pyFTS.models.nonstationary.honsfts":{HighOrderNonStationaryFLRG:[12,2,1,""],HighOrderNonStationaryFTS:[12,2,1,""]},"pyFTS.models.nonstationary.honsfts.HighOrderNonStationaryFLRG":{append_lhs:[12,3,1,""],append_rhs:[12,3,1,""]},"pyFTS.models.nonstationary.honsfts.HighOrderNonStationaryFTS":{forecast:[12,3,1,""],forecast_interval:[12,3,1,""],generate_flrg:[12,3,1,""],train:[12,3,1,""]},"pyFTS.models.nonstationary.nsfts":{ConventionalNonStationaryFLRG:[12,2,1,""],NonStationaryFTS:[12,2,1,""]},"pyFTS.models.nonstationary.nsfts.ConventionalNonStationaryFLRG":{append_rhs:[12,3,1,""],get_key:[12,3,1,""]},"pyFTS.models.nonstationary.nsfts.NonStationaryFTS":{conditional_perturbation_factors:[12,3,1,""],forecast:[12,3,1,""],forecast_interval:[12,3,1,""],generate_flrg:[12,3,1,""],train:[12,3,1,""]},"pyFTS.models.nonstationary.partitioners":{PolynomialNonStationaryPartitioner:[12,2,1,""],SimpleNonStationaryPartitioner:[12,2,1,""],simplenonstationary_gridpartitioner_builder:[12,1,1,""]},"pyFTS.models.nonstationary.partitioners.PolynomialNonStationaryPartitioner":{build:[12,3,1,""],get_polynomial_perturbations:[12,3,1,""],poly_width:[12,3,1,""],scale_down:[12,3,1,""],scale_up:[12,3,1,""]},"pyFTS.models.nonstationary.partitioners.SimpleNonStationaryPartitioner":{build:[12,3,1,""]},"pyFTS.models.nonstationary.perturbation":{exponential:[12,1,1,""],linear:[12,1,1,""],periodic:[12,1,1,""],polynomial:[12,1,1,""]},"pyFTS.models.nonstationary.util":{plot_sets:[12,1,1,""],plot_sets_conditional:[12,1,1,""]},"pyFTS.models.pwfts":{ProbabilisticWeightedFLRG:[8,2,1,""],ProbabilisticWeightedFTS:[8,2,1,""],visualize_distributions:[8,1,1,""]},"pyFTS.models.pwfts.ProbabilisticWeightedFLRG":{append_rhs:[8,3,1,""],get_lower:[8,3,1,""],get_membership:[8,3,1,""],get_midpoint:[8,3,1,""],get_upper:[8,3,1,""],lhs_conditional_probability:[8,3,1,""],partition_function:[8,3,1,""],rhs_conditional_probability:[8,3,1,""],rhs_unconditional_probability:[8,3,1,""]},"pyFTS.models.pwfts.ProbabilisticWeightedFTS":{add_new_PWFLGR:[8,3,1,""],flrg_lhs_conditional_probability:[8,3,1,""],flrg_lhs_unconditional_probability:[8,3,1,""],flrg_rhs_conditional_probability:[8,3,1,""],forecast:[8,3,1,""],forecast_ahead:[8,3,1,""],forecast_ahead_distribution:[8,3,1,""],forecast_ahead_interval:[8,3,1,""],forecast_distribution:[8,3,1,""],forecast_interval:[8,3,1,""],generate_flrg:[8,3,1,""],generate_lhs_flrg:[8,3,1,""],generate_lhs_flrg_fuzzyfied:[8,3,1,""],get_lower:[8,3,1,""],get_midpoint:[8,3,1,""],get_upper:[8,3,1,""],interval_heuristic:[8,3,1,""],interval_quantile:[8,3,1,""],point_expected_value:[8,3,1,""],point_heuristic:[8,3,1,""],train:[8,3,1,""],update_model:[8,3,1,""]},"pyFTS.models.sadaei":{ExponentialyWeightedFLRG:[8,2,1,""],ExponentialyWeightedFTS:[8,2,1,""]},"pyFTS.models.sadaei.ExponentialyWeightedFLRG":{append_rhs:[8,3,1,""],weights:[8,3,1,""]},"pyFTS.models.sadaei.ExponentialyWeightedFTS":{forecast:[8,3,1,""],generate_flrg:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.seasonal":{SeasonalIndexer:[13,0,0,"-"],cmsfts:[13,0,0,"-"],common:[13,0,0,"-"],msfts:[13,0,0,"-"],partitioner:[13,0,0,"-"],sfts:[13,0,0,"-"]},"pyFTS.models.seasonal.SeasonalIndexer":{DataFrameSeasonalIndexer:[13,2,1,""],DateTimeSeasonalIndexer:[13,2,1,""],LinearSeasonalIndexer:[13,2,1,""],SeasonalIndexer:[13,2,1,""]},"pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer":{get_data:[13,3,1,""],get_data_by_season:[13,3,1,""],get_index_by_season:[13,3,1,""],get_season_by_index:[13,3,1,""],get_season_of_data:[13,3,1,""],set_data:[13,3,1,""]},"pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer":{get_data:[13,3,1,""],get_data_by_season:[13,3,1,""],get_index:[13,3,1,""],get_index_by_season:[13,3,1,""],get_season_by_index:[13,3,1,""],get_season_of_data:[13,3,1,""],set_data:[13,3,1,""]},"pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer":{get_data:[13,3,1,""],get_index_by_season:[13,3,1,""],get_season_by_index:[13,3,1,""],get_season_of_data:[13,3,1,""]},"pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer":{get_data:[13,3,1,""],get_data_by_season:[13,3,1,""],get_index:[13,3,1,""],get_index_by_season:[13,3,1,""],get_season_by_index:[13,3,1,""],get_season_of_data:[13,3,1,""]},"pyFTS.models.seasonal.cmsfts":{ContextualMultiSeasonalFTS:[13,2,1,""],ContextualSeasonalFLRG:[13,2,1,""]},"pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS":{forecast:[13,3,1,""],forecast_ahead:[13,3,1,""],generate_flrg:[13,3,1,""],get_midpoints:[13,3,1,""],train:[13,3,1,""]},"pyFTS.models.seasonal.cmsfts.ContextualSeasonalFLRG":{append_rhs:[13,3,1,""]},"pyFTS.models.seasonal.common":{DateTime:[13,2,1,""],FuzzySet:[13,2,1,""],strip_datepart:[13,1,1,""]},"pyFTS.models.seasonal.common.DateTime":{day_of_month:[13,4,1,""],day_of_week:[13,4,1,""],day_of_year:[13,4,1,""],half:[13,4,1,""],hour:[13,4,1,""],hour_of_month:[13,4,1,""],hour_of_week:[13,4,1,""],hour_of_year:[13,4,1,""],minute:[13,4,1,""],minute_of_day:[13,4,1,""],minute_of_month:[13,4,1,""],minute_of_week:[13,4,1,""],minute_of_year:[13,4,1,""],month:[13,4,1,""],quarter:[13,4,1,""],second_of_day:[13,4,1,""],second_of_hour:[13,4,1,""],second_of_minute:[13,4,1,""],sixth:[13,4,1,""],third:[13,4,1,""],year:[13,4,1,""]},"pyFTS.models.seasonal.common.FuzzySet":{transform:[13,3,1,""]},"pyFTS.models.seasonal.msfts":{MultiSeasonalFTS:[13,2,1,""]},"pyFTS.models.seasonal.msfts.MultiSeasonalFTS":{forecast:[13,3,1,""],forecast_ahead:[13,3,1,""],generate_flrg:[13,3,1,""],train:[13,3,1,""]},"pyFTS.models.seasonal.partitioner":{TimeGridPartitioner:[13,2,1,""]},"pyFTS.models.seasonal.partitioner.TimeGridPartitioner":{build:[13,3,1,""],build_index:[13,3,1,""],mask:[13,4,1,""],plot:[13,3,1,""],search:[13,3,1,""],season:[13,4,1,""]},"pyFTS.models.seasonal.sfts":{SeasonalFLRG:[13,2,1,""],SeasonalFTS:[13,2,1,""]},"pyFTS.models.seasonal.sfts.SeasonalFLRG":{append_rhs:[13,3,1,""],get_key:[13,3,1,""]},"pyFTS.models.seasonal.sfts.SeasonalFTS":{forecast:[13,3,1,""],generate_flrg:[13,3,1,""],get_midpoints:[13,3,1,""],train:[13,3,1,""]},"pyFTS.models.song":{ConventionalFTS:[8,2,1,""]},"pyFTS.models.song.ConventionalFTS":{flr_membership_matrix:[8,3,1,""],forecast:[8,3,1,""],operation_matrix:[8,3,1,""],train:[8,3,1,""]},"pyFTS.models.yu":{WeightedFLRG:[8,2,1,""],WeightedFTS:[8,2,1,""]},"pyFTS.models.yu.WeightedFLRG":{append_rhs:[8,3,1,""],weights:[8,3,1,""]},"pyFTS.models.yu.WeightedFTS":{forecast:[8,3,1,""],generate_FLRG:[8,3,1,""],train:[8,3,1,""]},"pyFTS.partitioners":{CMeans:[14,0,0,"-"],Entropy:[14,0,0,"-"],FCM:[14,0,0,"-"],Grid:[14,0,0,"-"],Huarng:[14,0,0,"-"],Simple:[14,0,0,"-"],Singleton:[14,0,0,"-"],Util:[14,0,0,"-"],parallel_util:[14,0,0,"-"],partitioner:[14,0,0,"-"]},"pyFTS.partitioners.CMeans":{CMeansPartitioner:[14,2,1,""],c_means:[14,1,1,""],distance:[14,1,1,""]},"pyFTS.partitioners.CMeans.CMeansPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Entropy":{EntropyPartitioner:[14,2,1,""],PMF:[14,1,1,""],bestSplit:[14,1,1,""],entropy:[14,1,1,""],informationGain:[14,1,1,""],splitAbove:[14,1,1,""],splitBelow:[14,1,1,""]},"pyFTS.partitioners.Entropy.EntropyPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.FCM":{FCMPartitioner:[14,2,1,""],fuzzy_cmeans:[14,1,1,""],fuzzy_distance:[14,1,1,""],membership:[14,1,1,""]},"pyFTS.partitioners.FCM.FCMPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Grid":{GridPartitioner:[14,2,1,""]},"pyFTS.partitioners.Grid.GridPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Huarng":{HuarngPartitioner:[14,2,1,""]},"pyFTS.partitioners.Huarng.HuarngPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Simple":{SimplePartitioner:[14,2,1,""]},"pyFTS.partitioners.Simple.SimplePartitioner":{append:[14,3,1,""],append_complex:[14,3,1,""]},"pyFTS.partitioners.Singleton":{SingletonPartitioner:[14,2,1,""]},"pyFTS.partitioners.Singleton.SingletonPartitioner":{build:[14,3,1,""]},"pyFTS.partitioners.Util":{explore_partitioners:[14,1,1,""],plot_partitioners:[14,1,1,""],plot_sets:[14,1,1,""]},"pyFTS.partitioners.parallel_util":{explore_partitioners:[14,1,1,""]},"pyFTS.partitioners.partitioner":{Partitioner:[14,2,1,""]},"pyFTS.partitioners.partitioner.Partitioner":{build:[14,3,1,""],build_index:[14,3,1,""],check_bounds:[14,3,1,""],extractor:[14,4,1,""],fuzzyfy:[14,3,1,""],get_name:[14,3,1,""],kdtree:[14,4,1,""],lower_set:[14,3,1,""],membership_function:[14,4,1,""],name:[14,4,1,""],ordered_sets:[14,4,1,""],partitions:[14,4,1,""],plot:[14,3,1,""],plot_set:[14,3,1,""],prefix:[14,4,1,""],search:[14,3,1,""],setnames:[14,4,1,""],transformation:[14,4,1,""],type:[14,4,1,""],upper_set:[14,3,1,""],variable:[14,4,1,""]},"pyFTS.probabilistic":{ProbabilityDistribution:[15,0,0,"-"],kde:[15,0,0,"-"]},"pyFTS.probabilistic.ProbabilityDistribution":{ProbabilityDistribution:[15,2,1,""]},"pyFTS.probabilistic.ProbabilityDistribution.ProbabilityDistribution":{append:[15,3,1,""],append_interval:[15,3,1,""],averageloglikelihood:[15,3,1,""],bins:[15,4,1,""],build_cdf_qtl:[15,3,1,""],crossentropy:[15,3,1,""],cumulative:[15,3,1,""],density:[15,3,1,""],differential_offset:[15,3,1,""],empiricalloglikelihood:[15,3,1,""],entropy:[15,3,1,""],expected_value:[15,3,1,""],kullbackleiblerdivergence:[15,3,1,""],labels:[15,4,1,""],plot:[15,3,1,""],pseudologlikelihood:[15,3,1,""],quantile:[15,3,1,""],set:[15,3,1,""],type:[15,4,1,""],uod:[15,4,1,""]},"pyFTS.probabilistic.kde":{KernelSmoothing:[15,2,1,""]},"pyFTS.probabilistic.kde.KernelSmoothing":{h:[15,4,1,""],kernel:[15,4,1,""],kernel_function:[15,3,1,""],probability:[15,3,1,""]},pyFTS:{benchmarks:[3,0,0,"-"],common:[4,0,0,"-"],conf:[2,0,0,"-"],data:[5,0,0,"-"],distributed:[6,0,0,"-"],hyperparam:[7,0,0,"-"],models:[8,0,0,"-"],partitioners:[14,0,0,"-"],probabilistic:[15,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","function","Python function"],"2":["py","class","Python class"],"3":["py","method","Python method"],"4":["py","attribute","Python attribute"]},objtypes:{"0":"py:module","1":"py:function","2":"py:class","3":"py:method","4":"py:attribute"},terms:{"261459a0":5,"57a":5,"5egspc":5,"boolean":[3,4,14],"case":4,"class":[3,4,5,8,9,10,11,12,13,14,15,16],"default":[3,4,5],"enum":13,"fa\u00e7ad":[3,4],"final":[4,5],"float":[3,4,5],"function":[3,4,7,12,13,14,15,16],"guimar\u00e3":[0,8],"h\u00e9non":5,"import":[4,11,16],"int":[8,16],"na\u00efv":3,"new":[4,9,10,11,14],"organiza\u00e7\u00e3o":5,"petr\u00f4nio":8,"r\u00f6ssler":5,"return":[3,4,5,6,7,8,9,10,11,12,13,14,15],"short":[4,8,16],"true":[3,4,5,10,11],"try":4,"var":[5,11],"while":4,And:3,FTS:[0,3,4,7,8,9,10,11,12,13],For:3,LHS:[4,8,12],One:14,RHS:[4,8,11,12],The:[3,4,5,7,9,10,11,14,15,16],Then:[3,16],There:16,These:[0,16],Use:13,abdullah:[8,16],acc:4,accept:4,accord:[11,14],account:15,accuraci:[3,7],acf:3,actual:[4,15],adapt:4,adaptiveexpect:4,add:[3,4,12],add_new_pwflgr:8,added:[4,5],adding:4,addit:5,address:[3,4],affect:12,after:5,age:4,aged:4,aggreg:[4,9],ahead:[3,4,8,9,10,11,12,13,16],ahed:16,airlin:5,airpasseng:[1,2],alabama:5,alia:[3,4,11],all:[3,4,9,11,14,15,16],allmethodensembleft:9,almost:16,alpha:[4,7,8,9,13],alpha_cut:[4,11,14],alreadi:5,also:[0,4,16],ambientai:5,analysi:3,analytic_tabular_datafram:3,analytical_data_column:3,angela:4,anonym:14,anoth:10,api:[0,4],app:6,append:[4,9,11,14,15],append_complex:14,append_interv:15,append_lh:[8,12],append_log:4,append_model:9,append_rh:[4,8,11,12,13],append_rul:4,append_set:[4,11],append_transform:4,append_vari:11,appendchild:4,appl:[8,14,16],appli:[3,4,11,14,15],apply_inverse_transform:[4,11],apply_transform:[4,11],approach:[3,14,16],arg:12,argument:[3,4,14],arima:[1,2],arima_model:3,around:4,arrai:[4,5,12,13],artifici:[1,2],ascend:3,aspx:5,assert:15,assign:[4,15],assoc:3,associ:5,ata:3,atmospher:5,atribut:3,attibut:4,attractor:5,auto:14,auto_upd:[4,10],autocorrel:3,autom:5,automat:4,auxiliar:4,auxiliari:15,averag:[3,5,15],averageloglikelihood:15,avg:5,axes:12,axi:[3,4,14,15],azim:3,bar:3,base:[3,4,5,8,9,10,11,12,13,14,15,16],base_dataframe_column:3,batch:[4,10],batch_sav:4,batch_siz:10,befor:16,begin:4,being:3,bell:4,bellmf:4,belo:[0,5],belog:4,below:16,benchmark:[1,2,4,7],benchmark_method:3,benchmark_methods_paramet:3,benchmark_model:3,benchmark_onli:4,bestsplit:14,better:16,between:[4,10,15],bill:4,bin:[3,15],bisect:4,bitcoin:[1,2],bivari:5,black:15,blip:5,blue:4,both:[4,11,14],bound:[4,5,8,11,12,14],box:[3,4,16],boxcox:4,boxljungstatist:3,boxpiercestatist:3,brasil:5,brasilia:5,brazil:[0,9],brazilian:[0,9],brier:3,brier_scor:3,btc:5,build:[10,11,12,13,14],build_cdf_qtl:15,build_index:[13,14],build_method:3,build_tree_without_ord:4,built:[5,14],buseco:5,busi:5,c_mean:14,calcul:[4,11,12],call:[4,10,11],camwa:14,can:[3,4,16],cancel:5,capabl:3,capit:5,cartesian:11,cast_dataframe_to_synthet:3,cast_dataframe_to_synthetic_interv:3,cast_dataframe_to_synthetic_point:3,cast_dataframe_to_synthetic_probabilist:3,ccst:5,center:4,centroid:[4,13],certain:15,chain:5,chang:[5,14,16],chao:5,chaotic:[1,2],characterist:16,cheap:0,check:[4,5,14,16],check_bound:[4,12,14],check_bounds_index:[4,12],check_data:11,check_ignore_list:3,check_replace_list:3,chen:[1,2,11,13,16],cheng:[1,2,14,16],chi:3,chi_squar:3,chia:8,child:4,chissom:[8,16],clear:4,clip:4,clone:16,clone_paramet:[4,11],closest:14,cluster:[3,4,11],clusteredmvft:11,cmap:4,cmean:[1,2],cmeanspartition:[14,16],cmsft:[2,8],cmvft:[2,8],code:[11,16],coeffici:[3,5],colab:16,colabor:0,color:[3,4,12,15],colormap:4,column:[4,11],columun:4,com:[5,16],combin:11,common:[1,2,3,6,7,8,9,10,14,16],commun:5,compar:[3,4],compare_residu:3,comparemodelsplot:3,comparemodelst:3,complet:5,complex:5,complic:5,compon:[5,9],composit:[1,2,5,11],compress:5,comput:[8,9,14,16],computation:0,condens:3,condit:3,conditional_perturbation_factor:12,conditionalvarianceft:12,conf:[0,1],confer:8,configure_lag:8,congress:9,conn:[3,7],connect:[3,7],consid:[4,11,14],const_t:12,constant:5,contain:[3,4,11,14,16],content:[0,1],context:[6,14],contextu:13,contextualmultiseasonalft:13,contextualseasonalflrg:13,contin:[10,15],continu:[3,5,15],control:5,convent:[8,12,13],conventionalflrg:8,conventionalft:[8,11],conventionalnonstationaryflrg:12,copi:4,cost:[14,16],count:[4,15],counter:14,covavg:3,coverag:3,covstd:3,cox:[4,16],creat:[3,4,5,7,9,11,14,16],create_benchmark_t:3,create_hyperparam_t:7,create_multivariate_model:6,create_spark_conf:6,create_univariate_model:6,criteria:3,cross:[4,15],crossentropi:15,crp:3,crps1avg:3,crps1std:3,crps2avg:3,crps2std:3,crps_distr:3,crps_interv:3,crpsavg:3,crpsstd:3,csv:5,cumul:15,current:[3,5],current_milli_tim:4,cut:[4,7],cvft:[2,8],dado:[4,5,14],dai:5,daili:5,data:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16],data_column:3,data_field:13,data_label:11,data_point:11,data_typ:11,databas:[3,7],datafram:[3,4,5,11,13],dataframeseasonalindex:13,dataset:[1,2,3,4,7],date:[3,13],date_field:13,date_part:13,datepart:13,datetim:13,datetimeseasonalindex:13,david:4,day_of_month:13,day_of_week:13,day_of_year:13,dealer:5,dec:14,decemb:5,decis:3,decompress:5,defin:[3,7],defuzzyf:16,deg:12,delet:4,deltadist:14,demand:11,demo:16,densiti:[3,4,15],departa:0,depend:[3,4,11,14,16],dependeci:4,deri:[8,16],design:[3,4,7,13,14],detail:4,determin:3,determinist:[5,14],develop:[0,16],deviat:3,dict:[3,4],dictionari:[3,4],differenti:[4,5,15,16],differential_offset:15,diffus:[8,16],dill:4,dimension:5,directli:[4,16],discours:[3,4,11,12,13,14,15,16],discret:15,disk:[4,14],dispi:[1,2,3,4],displac:12,displai:3,distanc:[3,14],distribut:[1,2,3,4,5,8,9,15],distributed_predict:6,distributed_train:6,diverg:15,dji:5,dkl:15,dnf:5,document:0,doi10:8,doi:[0,3,5,14],dollar:[8,16],don:5,dow:5,dowjon:[1,2],download:5,draw_sets_on_axi:4,dure:[3,4],dynam:5,each:[3,4,5,9,10,11,16],easi:[0,4],easier:4,edu:5,edward:5,efendi:[8,16],effect:[14,16],effici:4,electr:[0,8,16],eletr:5,elev:3,empir:[14,15],empiricalloglikelihood:15,emul:5,enayatifar:[8,16],end:12,endogen:11,energi:[8,16],engin:0,enrol:[1,2,8,13,16],ensembl:[1,2,4,8,10],ensembleft:[9,10],entir:4,entropi:[1,2,15,16],entropypartition:[14,16],enumerate2:4,environ:4,epanechnikov:15,equal:[3,4,8,9,10,11,12,13,16],equat:5,error:3,espaciai:5,esrl:5,estim:[3,15],etc:[4,16],eth:5,ethereum:[1,2],eur:[1,2],eurgbp:5,eurusd:5,even:[13,14],evolutionari:[1,2],exact:4,exampl:0,except:4,exchang:[5,8,16],execut:3,exist:5,expect:[4,8,15],expected_valu:15,experi:3,expert:[0,8,16],explain:[4,8],explanatory_vari:6,exploit:0,explore_partition:14,exponenti:[8,9,12,16],exponentiali:8,exponentialyweightedflrg:8,exponentialyweightedft:8,express:3,extens:11,extern:[3,4],externalforecast:3,externalmodel:3,extract:[3,5,14],extract_measur:3,extractor:14,extremum:9,facil:[3,4,5,7,14],fall:3,fals:[3,4,5,8,11,12,14],fcm:[1,2],fcmpartition:[14,16],feder:0,fetch:4,field:[5,13],fig:[4,12],figur:4,file:[3,4,5,12,14],file_analyt:3,file_path:4,file_synthet:3,filenam:[3,4,5],filenem:[3,7],filesystem:4,fill:4,filter:3,financ:5,find:[4,13,14],find_best:3,find_g:4,find_gt:4,find_l:4,find_lt:4,first:[3,4,8,12,13],fit:[3,4,8,9,10,11,12,13],five:4,flag:4,flashquot:5,flat:4,flow:5,flr:[1,2,8,12,13],flr_membership_matrix:8,flrg:[1,2,8,13],flrg_lhs_conditional_prob:8,flrg_lhs_unconditional_prob:8,flrg_rhs_conditional_prob:8,flrgtree:4,flrgtreenod:4,foreast:3,forecast:[3,4,8,9,10,11,12,13,14,16],forecast_ahead:[4,8,11,13],forecast_ahead_distribut:[3,4,8,9],forecast_ahead_interv:[3,4,8,9],forecast_ahead_multivari:[4,11],forecast_distribut:[3,4,8,9],forecast_interv:[3,4,8,9,11,12],forecast_multivari:[4,11],forex:5,fork:0,format:[3,7,11,13],format_data:11,forward:4,found:[4,16],frederico:[0,8],frequenc:15,from:[0,3,4,5,8,11,14,15,16],fset:[8,11],fts:[1,2,3,8,9,10,11,12,13],fts_method:[10,11],fts_param:[10,11],fuzz:8,fuzzi:[2,4,8,9,11,12,13,14],fuzzif:[14,16],fuzzifi:[4,12],fuzzy_cmean:14,fuzzy_dist:14,fuzzy_set:4,fuzzydata:4,fuzzyf:[4,11,14,16],fuzzyfi:[4,11,14],fuzzyfy_inst:[4,11],fuzzyfy_instance_clust:11,fuzzyfy_seri:4,fuzzyfy_series_old:4,fuzzyseri:12,fuzzyset:[1,2,8,11,12,13],gadelha:[0,8],gani:[8,16],garibaldi:12,gaussian:[4,5],gaussmf:4,gbp:[1,2],gbpusd:5,gcos_wgsp:5,gener:[1,2,4,14,16],generate_flr:11,generate_flrg:[8,11,12,13],generate_flrg_fuzzyfi:8,generate_gaussian_linear:5,generate_high_order_recurrent_flr:4,generate_indexed_flr:4,generate_lhs_flr:11,generate_lhs_flrg:8,generate_lhs_flrg_fuzzyfi:8,generate_linear_periodic_gaussian:5,generate_non_recurrent_flr:4,generate_recurrent_flr:4,generate_sinoidal_periodic_gaussian:5,generate_uniform_linear:5,gerai:0,get:[3,4,5],get_benchmark_interval_method:3,get_benchmark_point_method:3,get_benchmark_probabilistic_method:3,get_clustered_partition:6,get_data:[5,13],get_data_by_season:13,get_datafram:5,get_dataframe_from_bd:3,get_distribution_interquantil:9,get_distribution_statist:3,get_fuzzyset:4,get_index:13,get_index_by_season:13,get_interv:9,get_interval_method:3,get_interval_statist:3,get_kei:[4,8,12,13],get_low:[4,8,11,12],get_maximum_membership_fuzzyset:4,get_maximum_membership_fuzzyset_index:4,get_membership:[4,8,11,12],get_midpoint:[4,8,11,12,13],get_models_forecast:9,get_nam:14,get_partition:6,get_point:9,get_point_method:3,get_point_multivariate_method:3,get_point_statist:3,get_polynomial_perturb:12,get_probabilistic_method:3,get_season_by_index:13,get_season_of_data:13,get_sequence_membership:8,get_uod:4,get_upp:[4,8,11,12],get_vari:6,getchildren:4,getstr:4,git:16,github:[0,16],given:[3,4,11,12,14,15],glass:[1,2],good:16,googl:16,gov:5,grant_bound:4,granular:[2,8,13],granularwmvft:11,greater:[4,5],grid:[1,2,3,11,13],gridclust:11,gridpartition:[3,14,16],gridsearch:[1,2],group:[3,4,8,11,12,13],half:13,hand:4,handl:[4,8],hard:4,harmoni:[8,16],has_interval_forecast:4,has_point_forecast:4,has_probability_forecast:4,has_season:4,head:0,heavysid:3,heavyside_cdf:3,height:14,help:14,henon:[1,2],here:16,heteroskedast:12,high:[3,4,8,11,12],highorderflrg:8,highorderft:[8,12],highordernonstationaryflrg:12,highordernonstationaryft:12,histogram:15,histori:5,hoang:8,hoft:[1,2,12],hold:10,honsft:[2,8],horizon:[3,4],horizont:[0,5],hossein:8,hour:[3,13],hour_of_month:13,hour_of_week:13,hour_of_year:13,hourli:5,http:[0,5,16],huarng:[1,2,16],huarngpartition:[14,16],human:0,hwang:[1,2],hybrid:[8,16],hyndman:5,hyperparam:[1,2],hyperparamet:7,identif:13,identifi:[3,4,7,8,12,13],ieee:[8,12],ifmg:0,ifnmg:0,ift:[1,2],ignor:[3,13],imag:[4,14],implement:[4,13,16],improv:[8,14,16],improvedweightedflrg:8,improvedweightedft:8,inc:[3,4],increas:11,increment:[1,2,3,4,5,8,11,15],incremental_gaussian:5,incremental_search:11,incrementalensembl:[2,8],incrementalensembleft:10,incrementalgridclust:11,ind:13,indentifi:[3,7],index:[3,4,5,8,9,11,13,14],index_field:13,index_season:13,index_seri:5,indexedflr:4,indic:[3,4,5],inequ:3,infer:5,infil:3,inform:[3,4,14,15],informationgain:14,initi:[4,5],initial_valu:5,inmet:[1,2],innov:[8,16],inp:5,input:[4,8,11,12,14,15],insert:[3,4,5,7],insert_benchmark:3,insert_hyperparam:7,insert_right:4,insid:[3,4,13,14,15],inst:[4,12],instal:0,instanc:[5,11,12,14,16],instead:4,instituit:0,institut:0,instituto:5,integ:[3,4],integr:5,intel:[8,16],intellig:[8,9],intend:0,interfer:5,intern:8,internet:5,interpol:4,interpret:4,interv:[3,4,8,9,10,11,12,14,15,16],interval_dataframe_analytic_column:3,interval_dataframe_synthetic_column:3,interval_heurist:8,interval_method:9,interval_quantil:8,interval_to_interv:3,intervalar:16,intervalft:8,introduc:16,introspect:4,invers:[4,16],ipynb:16,is_clust:4,is_high_ord:4,is_multivari:4,is_wrapp:4,ismail:[8,16],ismailefendi:[1,2],isol:14,item:4,itemgett:4,iter:[4,5],its:[5,8,11,13,14,16],ixic:5,janeiro:9,januari:5,jaroszewski:12,javedani:8,jeng:8,job:3,johnson:11,jonathan:12,jone:[4,5],journal:5,jun:[14,16],jupyt:16,kde:[1,2],kdtree:14,kei:[3,4],kernel:15,kernel_funct:15,kernelsmooth:15,knearestneighbor:3,knn:[1,2],known:14,kullback:15,kullbackleiblerdiverg:15,kwarg:[3,4,5,6,8,9,10,11,12,13,14,15],lab:0,label:[3,4,15],lag:[4,5,7,16],lambda:4,largest:4,last:4,later:16,layman:0,lcolor:4,learn:10,lee:8,left:4,legend:[3,4],leibler:15,len_tot:4,length:[3,4,5,8,9,10,11,12,13,14,16],less:4,lett:5,level:4,lgd:4,lhs_conditional_prob:8,librari:[2,5],like:[4,16],likelihood:15,limit:4,lin:14,line:4,linear:[5,12],linearmodel:3,linearseasonalindex:13,linewidth:[3,4],linspac:5,list:[3,4,5,8,9,10,11,12,13,14,15,16],ljung:3,lo_param:3,load:[4,5,8,16],load_env:4,load_obj:4,local:5,locat:[4,5,12],location_param:12,log:[4,15],logic:[4,8,11,12,13],logist:[4,5],logistic_map:[1,2],look:4,lookup:4,lorentz:[1,2],lorenz:5,loss:3,lower:[4,5,8,11,12,14],lower_set:14,mackei:[1,2],mackey_glass:5,mai:5,main:16,malaysia:[1,2,8,16],mandatori:4,mani:16,manual:14,map:[4,5],mape:3,mape_interv:3,marcin:12,market:5,mask:[11,13],mass:4,match:4,math:[5,14],mathemat:5,matplotlib:[4,14],max:4,max_inc:5,max_ini:5,max_lag:[3,4,8,9,10,11,12,13],maxim:4,maximum:[4,5,11,14],mean:[3,4,5,9],measur:[1,2,7],mech:[8,16],median:9,membership:[1,2,7,8,11,12,14,16],membership_funct:14,memori:[4,10],merg:4,meta:[9,10,11],meteorologia:5,method:[0,3,4,5,7,8,9,10,11,12,13,14,16],metric:3,mft:3,middl:14,midpoint:[4,8,11,12],min:[4,15],min_inc:5,min_ini:5,min_ord:4,mina:0,mind:0,ming:8,minim:[3,4,8,9,10,11,12,13,14],minimum:[4,5,16],minut:13,minute_of_dai:13,minute_of_month:13,minute_of_week:13,minute_of_year:13,mix:9,mode:[4,11,14],model:[0,1,2,3,4,5,6,7,14,16],modelo:3,models_fo:3,models_ho:3,modul:[0,1,16],monash:5,monovari:4,month:13,monthli:[3,5],more:16,most:[10,11,16],move:3,msft:[2,8],mu_inc:5,mu_ini:5,mu_max:5,mu_min:5,much:4,multi:[3,4,8,11,13],multiseason:[2,8],multiseasonalft:13,multivari:[1,2,3,4,5,8,14],multivariatefuzzyset:11,multivariatepartition:11,musikasuwan:12,mvft:[2,8],nacion:5,naiv:[1,2],name:[3,4,5,7,9,11,12,13,14],nasdaq:[1,2],nation:5,nativ:[4,13],natur:5,nbin:[4,8],nbsp:0,ndata:[3,4,8,11,12],nearest:[3,13,14],need:4,neighbor:3,next:[4,16],nice:4,noaa:5,node:[3,4],nois:[5,12],noise_param:12,non:[3,4,5,12,13,16],none:[3,4,5,9,10,11,12,13,14,15],nonperiod:5,nonstationari:[1,2,4,8],nonstationaryflrg:12,nonstationaryft:12,norm:8,normal:[9,16],north:0,norton:5,notebook:16,noth:16,nov:[14,16],now:4,npart:[12,14],nsft:[2,8],num:5,num_batch:4,num_model:10,num_season:13,number:[3,4,5,7,8,9,10,11,13,14,15,16],numer:16,numpi:[4,5],obj:[3,4,14],object:[3,4,5,8,9,11,13,14,15],objectsist:3,occur:4,occurr:4,old:4,older:4,oldest:4,onc:4,one:[3,4,5,7,8,9,10,11,12,13,15,16],ones:4,onli:[4,11,14],onlin:10,only_lin:12,open:[3,7],open_benchmark_db:3,open_hyperparam_db:7,oper:[4,16],operation_matrix:8,option:[3,4,9,14],order:[3,4,7,8,11,12,13,14,16],ordered_set:[4,12,14],ordin:4,org:[0,5],origin:[3,4,16],original_max:4,original_min:4,oscil:5,other:[3,4,9,11],otherwis:3,out:16,outfil:3,outlier:5,output:[14,16],outsid:14,over:4,overlap:[13,14,16],own:11,p500:5,packag:[0,1],page:0,pair:5,panda:[3,4,5,11,13],par1:12,par2:12,parallel_util:[1,2],param:[3,4,5,11,12,13],paramet:[3,4,5,6,7,8,9,10,11,12,13,14,15,16],parametr:16,part:[6,12],partit:[3,4,7,11,12,13,14,16],partition:[1,2,3,4,7,8,9,10,16],partition_funct:[4,8],partitioner_method:10,partitioner_param:10,partitioners_method:3,partitioners_model:3,pass:4,passeng:5,past:4,path:[3,4,14],pattern:4,pct:12,pdf:15,percent:3,percentag:3,percentu:[3,4],perform:[3,7,11,12,13,14,16],perform_loc:12,perform_width:12,period:[5,12],periodic_gaussian:5,persist:4,persist_env:4,persist_obj:4,person:[4,5],pertub:12,perturb:[2,8],perturbate_paramet:12,perturbation_factor:12,perturbation_factors__old:12,pesquisa:5,pftsexploreorderandpartit:3,php:5,phy:[5,8,16],physiolog:5,pictur:[3,4],pierc:3,pinbal:3,pinball_mean:3,pip:16,plambda:4,plot:[3,4,13,14,15],plot_compared_intervals_ahead:4,plot_compared_seri:3,plot_dataframe_interv:3,plot_dataframe_interval_pinbal:3,plot_dataframe_point:3,plot_dataframe_probabilist:3,plot_density_rectang:4,plot_distribut:4,plot_interv:4,plot_partition:14,plot_point:3,plot_probability_distribut:4,plot_residu:3,plot_rul:4,plot_set:[12,14],plot_sets_condit:12,plotcompar:3,plotforecast:3,plotresidu:3,pmf:[4,14],pmf_to_cdf:3,point:[3,4,8,9,10,11,12,13,14,15,16],point_dataframe_analytic_column:3,point_dataframe_synthetic_column:3,point_expected_valu:8,point_heurist:8,point_method:9,point_to_interv:3,poit:4,poly_width:12,polynomi:12,polynomialnonstationarypartition:12,poor:5,por:3,posit:[4,13],post:4,posterior:3,postprocess:[4,16],power:[4,8,16],pprint:4,pre:[4,11],prebuilt:3,predict:[3,4,8,9,11,12,16],prefix:14,preprocess:[4,11,13,16],previou:5,primari:3,primit:14,print:3,print_distribution_statist:3,print_interval_statist:3,print_point_statist:3,probabil:3,probabilist:[1,2,3,4,8,9,16],probabilistic_dataframe_analytic_column:3,probabilistic_dataframe_synthetic_column:3,probabilisticweightedflrg:8,probabilisticweightedft:8,probabilitydist:4,probabilitydistribut:[1,2,3,4,8,9],probabl:[3,4,8,9,15],problem:8,procedur:[3,4],process:[3,4,5,11],process_common_data:3,process_interval_job:3,process_point_job:3,process_probabilistic_job:3,product:[5,8,11,16],product_dict:11,prof:0,progress:3,project:[14,16],propos:16,provid:[0,4,9,16],prune:11,psd:5,pseudo:15,pseudologlikelihood:15,pwflrg:8,pwft:[1,2],python:[2,16],q05:3,q25:3,q75:3,q95:3,quantil:[3,9,15],quantile_regress:3,quantileregress:3,quantreg:[1,2],quarter:13,queri:3,quick:0,quot:5,quotat:5,rais:4,random:5,random_walk:5,rang:[3,16],rank:3,rate:[8,16],read:5,readabl:0,real:[4,16],recent:[10,11,16],record:4,recreat:10,recurr:[4,5],red:[3,4],reference_data:4,refin:[8,16],regress:3,relat:15,relationship:[4,8,11,12,13],remov:4,ren:8,render:5,replac:3,repo:16,repr:4,repres:[3,4,8,9,11,15],represent:16,research:[0,16],reset:4,reset_calculated_valu:4,residu:3,residualanalysi:[1,2],resolut:[3,4],respect:[4,15],respons:13,result:[3,4,7,13,14],retrain:10,revers:4,review:[3,16],rhs_conditional_prob:8,rhs_unconditional_prob:8,right:4,ringgit:[8,16],rio:9,rmse:3,rmse_interv:3,rmseavg:3,rmsestd:3,rng:12,robert:5,roger:4,roi:4,root:3,rossler:[1,2],round:14,rule:[3,4,11,16],rules_by_axi:4,run:[3,5],run_interv:3,run_point:3,run_probabilist:3,sadaei:[1,2,16],salang:12,same:[4,9],sampl:[3,5,8,16],sampler:9,save:[3,4,12,14],save_best:3,save_dataframe_interv:3,save_dataframe_point:3,save_dataframe_probabilist:3,save_model:4,scale:[3,4,16],scale_down:12,scale_param:3,scale_up:12,scan:4,scheme:[3,7,16],scienc:5,scientist:0,score:3,search:[0,4,8,13,14,16],season:[1,2,3,4,8,9,16],seasonalensembleft:9,seasonalflrg:13,seasonalft:13,seasonalindex:[2,8],second_of_dai:13,second_of_hour:13,second_of_minut:13,secur:5,selecaosimples_menorrms:3,select:5,sep:5,separ:5,sequenc:4,seri:[1,2,3,4,8,9,10,11,12,13,14],set:[3,4,7,8,11,12,13,14,15,16],set_data:13,set_lh:11,set_ord:4,set_rh:11,set_target_vari:11,set_transform:9,seth:11,setnam:14,sever:[3,4,5,9,13,14],severiano:8,sft:[2,8],shape:4,share:9,share_paramet:6,shared_partition:6,sharp:3,sharpavg:3,sharpstd:3,shortnam:4,show:[4,14],show_and_save_imag:4,shyi:8,side:4,sigma:5,sigma_inc:5,sigma_ini:5,sigma_max:5,sigma_min:5,sigmf:4,sigmoid:4,signal:5,signalemul:5,silva:[0,8,9],simpl:[0,1,2,5,13],simplenonstationary_gridpartitioner_build:12,simplenonstationarypartition:12,simplepartition:14,simpler:4,simplesearch_rms:3,singl:[4,14],single_plot_residu:3,singleton:[1,2,4],singletonpartition:14,sinoid:5,sistema:5,sixth:13,size:[3,4,12,14],slave_forecast_multivari:6,slave_forecast_univari:6,slave_train_multivari:6,slave_train_univari:6,slice:4,slide:[3,4],sliding_window:4,sliding_window_benchmark:3,smape:3,smith:4,smooth:[4,16],social:[14,16],solar:8,sonda:[1,2],song:[1,2,13,16],sort:[4,14],sort_ascend:3,sort_column:3,sortedcollect:[1,2],sourc:[3,4,5,6,7,8,9,10,11,12,13,14,15],sp500:5,space:4,spark:[1,2],spatial:14,specif:[3,4,8,9,10,11,12,13],split:[3,4,14],splitabov:14,splitbelow:14,splite:16,sql:3,sqlite3:[3,7],sqlite:[3,7],squar:3,ssci:8,standard:[3,5,16],start:[0,3,4,5,8,11,12,13],stat:[3,8,16],station:5,stationari:12,stationary_gaussian:5,statist:[0,3],statsmodel:3,step:[3,4,8,9,10,11,12,13,16],steps_ahead:[3,4],stochast:5,stock:5,store:[3,4,7],strang:5,string:[4,11,13,14],strip_datepart:13,structur:[4,13],student:0,style:4,submodul:[0,1],subpackag:[0,1],suitabl:0,sum:8,sunspot:[1,2],superset:4,support:4,symbol:5,symmetr:3,symposium:8,synthet:[1,2,3],syst:[8,13,14,16],system:[5,8,12],tabl:[3,7],tabular_dataframe_column:3,tag:[3,7],taiex:[1,2,8,16],taiwan:5,take:16,tam:[3,4,12,14,15],target:3,target_vari:[4,6],tau:[3,5,15],technol:[14,16],tempeatur:5,tempor:[4,13,16],term:[3,4,8,16],test:[3,4,16],test_data:3,than:[4,5,16],thei:4,theil:3,theilsinequ:3,theoret:3,theori:16,thi:[0,4,5,8,11,12,13,14,15,16],third:13,thoma:4,those:4,thres1:14,thres2:14,threshold:14,through:5,time:[1,2,3,4,8,9,10,11,12,13,14],time_from:4,time_to:4,timegridpartition:13,times2:3,timeseri:5,timevari:[2,8],titl:[3,14,15],tool:[0,16],total:[4,5],tradit:8,train:[3,4,8,9,10,11,12,13,14],train_data:[3,9],train_individual_model:9,transact:12,transform:[1,2,3,7,11,12,13,14,16],transformations_param:4,transit:[4,16],translat:16,trapezoid:[4,14,16],trapmf:4,tree:[1,2],trend:[8,16],trendweightedflrg:8,trendweightedft:8,triangular:4,trigger:4,trimf:4,tsa:3,tsdl:5,tun:7,tupl:[3,4,7,11,14],two:5,twse:5,type:[3,4,5,6,11,13,14,15,16],typeonlegend:[3,4],uavg:3,ufmg:0,under:4,unified_scaled_interv:3,unified_scaled_interval_pinbal:3,unified_scaled_point:3,unified_scaled_probabilist:3,uniform:5,uniqu:[4,8,9,12,13],uniquefilenam:4,unit:13,univari:5,univers:[0,3,4,5,11,12,13,14,15,16],unpack_arg:12,uod:[3,4,7,8,11,14,15],uod_clip:4,up_param:3,updat:10,update_model:8,update_uod:9,updateuod:[4,11],upper:[4,5,8,11,12,14],upper_set:14,url:[0,3,5,6],usa:5,usag:0,usd:[1,2],use:[0,4],used:[3,4,7,8,9,14,16],user:[3,7],using:[4,8,10,14,16],ustatist:3,ustd:3,usual:[4,16],util:[1,2,8],val:14,valid:4,valu:[3,4,5,7,8,9,10,11,12,13,14,15,16],valueerror:4,variabl:[2,4,6,8,14],varianc:[4,5],variant:10,variat:5,vector:[4,11,14],veri:[5,8],verif:3,verifi:14,visualize_distribut:8,vmax:5,vmin:5,vol:[8,13,14,16],walk:5,want:0,weather:3,weight:[5,8,11,16],weightedflrg:[8,11],weightedft:8,weightedhighorderflrg:8,weightedhighorderft:8,weightedmvft:11,were:[13,14],when:[4,10,11,14],where:[3,4,8,11,13],which:[3,4,7,16],white_nois:5,whose:0,width:[4,12,14,15],width_param:12,window:[3,4,10],window_index:12,window_kei:3,window_length:10,window_s:12,windows:[3,4],winkler:3,winkler_mean:3,winkler_scor:3,without:4,wmvft:[2,8],word:[3,7],work:[4,13,14],wrap:[3,9,10],wrapper:4,www:5,xiii:9,yahoo:5,year:13,yearli:5,yeh:[14,16],you:4,young:4,younger:4,youngest:4,zenodo:0},titles:["pyFTS - Fuzzy Time Series for Python","pyFTS","pyFTS package","pyFTS.benchmarks package","pyFTS.common package","pyFTS.data package","pyFTS.distributed package","pyFTS.hyperparam package","pyFTS.models package","pyFTS.models.ensemble package","pyFTS.models.incremental package","pyFTS.models.multivariate package","pyFTS.models.nonstationary package","pyFTS.models.seasonal package","pyFTS.partitioners package","pyFTS.probabilistic package","pyFTS Quick Start"],titleterms:{FTS:16,airpasseng:5,arima:3,artifici:5,benchmark:3,bitcoin:5,chaotic:5,chen:8,cheng:8,cmean:14,cmsft:13,cmvft:11,common:[4,5,11,12,13],composit:4,conf:2,content:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],cvft:12,data:5,dataset:5,dispi:6,distribut:6,dowjon:5,enrol:5,ensembl:9,entropi:14,ethereum:5,eur:5,evolutionari:7,exampl:16,fcm:14,flr:[4,11],flrg:[4,11,12],fts:4,fuzzi:[0,16],fuzzyset:4,gbp:5,gener:5,glass:5,granular:11,grid:14,gridsearch:7,henon:5,hoft:8,honsft:12,how:[0,16],huarng:14,hwang:8,hyperparam:7,ift:8,increment:10,incrementalensembl:10,index:0,inmet:5,instal:16,ismailefendi:8,kde:15,knn:3,librari:0,logistic_map:5,lorentz:5,mackei:5,malaysia:5,measur:3,membership:4,model:[8,9,10,11,12,13],modul:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],msft:13,multiseason:9,multivari:11,mvft:11,naiv:3,nasdaq:5,nonstationari:12,nsft:12,packag:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],parallel_util:14,partition:[11,12,13,14],perturb:12,probabilist:15,probabilitydistribut:15,pwft:8,pyft:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],python:0,quantreg:3,quick:16,refer:[0,16],residualanalysi:3,rossler:5,sadaei:8,season:13,seasonalindex:13,seri:[0,5,16],sft:13,simpl:14,singleton:14,sonda:5,song:8,sortedcollect:4,spark:6,start:16,submodul:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],subpackag:[2,8],sunspot:5,synthet:5,taiex:5,time:[0,5,16],timevari:10,transform:4,tree:4,usag:16,usd:5,util:[3,4,7,12,14],variabl:11,what:[0,16],wmvft:11}}) \ No newline at end of file diff --git a/docs/pyFTS.models.multivariate.rst b/docs/pyFTS.models.multivariate.rst index 64ada4d..3ca4fb3 100644 --- a/docs/pyFTS.models.multivariate.rst +++ b/docs/pyFTS.models.multivariate.rst @@ -45,6 +45,22 @@ pyFTS.models.multivariate.flrg module :undoc-members: :show-inheritance: +pyFTS.models.multivariate.partitioner module +--------------------------------------------- + +.. automodule:: pyFTS.models.multivariate.partitioner + :members: + :undoc-members: + :show-inheritance: + + pyFTS.models.multivariate.grid module +------------------------------------------ + +.. automodule:: pyFTS.models.multivariate.grid + :members: + :undoc-members: + :show-inheritance: + pyFTS.models.multivariate.mvfts module -------------------------------------- @@ -68,4 +84,12 @@ pyFTS.models.multivariate.cmvfts module :members: :undoc-members: :show-inheritance: + +pyFTS.models.multivariate.granular module +--------------------------------------------- +.. automodule:: pyFTS.models.multivariate.granular + :members: + :undoc-members: + :show-inheritance: + diff --git a/pyFTS/common/fts.py b/pyFTS/common/fts.py index ca45049..6620f20 100644 --- a/pyFTS/common/fts.py +++ b/pyFTS/common/fts.py @@ -71,6 +71,8 @@ class FTS(object): self.max_lag = self.order """A integer indicating the largest lag used by the model. This value also indicates the minimum number of past lags needed to forecast a single step ahead""" + self.log = pd.DataFrame([],columns=["Datetime","Operation","Value"]) + """""" def fuzzy(self, data): """ @@ -558,6 +560,9 @@ class FTS(object): for flrg in self.flrgs.keys(): self.flrgs[flrg].reset_calculated_values() + def append_log(self,operation, value): + pass + diff --git a/pyFTS/models/hofts.py b/pyFTS/models/hofts.py index 9e395a9..a299543 100644 --- a/pyFTS/models/hofts.py +++ b/pyFTS/models/hofts.py @@ -126,6 +126,9 @@ class HighOrderFTS(fts.FTS): nsample = [self.partitioner.fuzzyfy(k, mode="sets", alpha_cut=self.alpha_cut) for k in sample] + if explain: + self.append_log("Fuzzyfication","{} -> {}".format(sample, nsample)) + return self.generate_lhs_flrg_fuzzyfied(nsample, explain) def generate_lhs_flrg_fuzzyfied(self, sample, explain=False): @@ -137,7 +140,7 @@ class HighOrderFTS(fts.FTS): lags.append(lhs) if explain: - print("\t (Lag {}) {} -> {} \n".format(o, sample[o-1], lhs)) + self.append_log("Ordering Lags", "Lag {} Value {}".format(o, lhs)) # Trace the possible paths for path in product(*lags): @@ -217,17 +220,11 @@ class HighOrderFTS(fts.FTS): sample = ndata[k - self.max_lag: k] - if explain: - print("Fuzzyfication \n") - if not fuzzyfied: flrgs = self.generate_lhs_flrg(sample, explain) else: flrgs = self.generate_lhs_flrg_fuzzyfied(sample, explain) - if explain: - print("Rules:\n") - midpoints = [] memberships = [] for flrg in flrgs: @@ -240,7 +237,7 @@ class HighOrderFTS(fts.FTS): memberships.append(mv) if explain: - print("\t {} -> {} (Naïve)\t Midpoint: {}\n".format(str(flrg.LHS), flrg.LHS[-1], + self.append_log("Rule Matching", "{} -> {} (Naïve) Midpoint: {}".format(str(flrg.LHS), flrg.LHS[-1], mp)) else: flrg = self.flrgs[flrg.get_key()] @@ -250,19 +247,17 @@ class HighOrderFTS(fts.FTS): memberships.append(mv) if explain: - print("\t {} \t Midpoint: {}\n".format(str(flrg), mp)) - print("\t {} \t Membership: {}\n".format(str(flrg), mv)) + self.append_log("Rule Matching", "{}, Midpoint: {} Membership: {}".format(flrg.get_key(), mp, mv)) if mode == "mean" or fuzzyfied: final = np.nanmean(midpoints) + if explain: self.append_log("Deffuzyfication", "By Mean: {}".format(final)) else: final = np.dot(midpoints, memberships) + if explain: self.append_log("Deffuzyfication", "By Memberships: {}".format(final)) ret.append(final) - if explain: - print("Deffuzyfied value: {} \n".format(final)) - return ret diff --git a/pyFTS/models/multivariate/grid.py b/pyFTS/models/multivariate/grid.py index 0561c6c..4dc4b88 100644 --- a/pyFTS/models/multivariate/grid.py +++ b/pyFTS/models/multivariate/grid.py @@ -33,6 +33,10 @@ class GridCluster(partitioner.MultivariatePartitioner): class IncrementalGridCluster(partitioner.MultivariatePartitioner): + """ + Create combinations of fuzzy sets of the variables on demand, incrementally increasing the + multivariate fuzzy set base. + """ def __init__(self, **kwargs): super(IncrementalGridCluster, self).__init__(**kwargs) self.name="IncrementalGridCluster" diff --git a/pyFTS/models/multivariate/mvfts.py b/pyFTS/models/multivariate/mvfts.py index bbbb8a9..73de64d 100644 --- a/pyFTS/models/multivariate/mvfts.py +++ b/pyFTS/models/multivariate/mvfts.py @@ -9,11 +9,11 @@ import pandas as pd def product_dict(**kwargs): - ''' + """ Code by Seth Johnson :param kwargs: :return: - ''' + """ keys = kwargs.keys() vals = kwargs.values() for instance in product(*vals): @@ -244,7 +244,6 @@ class MVFTS(fts.FTS): params=data[self.target_variable.data_label].values) return ret - def clone_parameters(self, model): super(MVFTS, self).clone_parameters(model) diff --git a/pyFTS/models/multivariate/partitioner.py b/pyFTS/models/multivariate/partitioner.py index d244929..81cf8b8 100644 --- a/pyFTS/models/multivariate/partitioner.py +++ b/pyFTS/models/multivariate/partitioner.py @@ -53,14 +53,15 @@ class MultivariatePartitioner(partitioner.Partitioner): self.build_index() def search(self, data, **kwargs): - ''' + """ Perform a search for the nearest fuzzy sets of the point 'data'. This function were designed to work with several overlapped fuzzy sets. :param data: the value to search for the nearest fuzzy sets :param type: the return type: 'index' for the fuzzy set indexes or 'name' for fuzzy set names. :return: a list with the nearest fuzzy sets - ''' + """ + if self.kdtree is None: self.build_index() @@ -83,9 +84,6 @@ class MultivariatePartitioner(partitioner.Partitioner): elif type == 'index': return sorted(ix) - - - def fuzzyfy(self, data, **kwargs): return fuzzyfy_instance_clustered(data, self, **kwargs)