From 7aeb18a3df1018f1a7dff3ed86a3ef5d1de3dff4 Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Fri, 15 Nov 2024 06:56:00 +0000 Subject: [PATCH 01/15] Updated due to breaking change in Gradio v5 --- week8/day5.ipynb | 7 +++++-- week8/price_is_right.py | 2 +- 2 files changed, 6 insertions(+), 3 deletions(-) diff --git a/week8/day5.ipynb b/week8/day5.ipynb index e135d76..400a11e 100644 --- a/week8/day5.ipynb +++ b/week8/day5.ipynb @@ -49,6 +49,9 @@ "metadata": {}, "outputs": [], "source": [ + "# Updated to change from height to max_height due to change in Gradio v5\n", + "# With much thanks to student Ed B. for raising this\n", + "\n", "with gr.Blocks(title=\"The Price is Right\", fill_width=True) as ui:\n", "\n", " initial_deal = Deal(product_description=\"Example description\", price=100.0, url=\"https://cnn.com\")\n", @@ -69,7 +72,7 @@ " column_widths=[4, 1, 1, 1, 2],\n", " row_count=10,\n", " col_count=5,\n", - " height=400,\n", + " max_height=400,\n", " )\n", "\n", " ui.load(get_table, inputs=[opportunities], outputs=[opportunities_dataframe])\n", @@ -111,7 +114,7 @@ " column_widths=[4, 1, 1, 1, 2],\n", " row_count=10,\n", " col_count=5,\n", - " height=400,\n", + " max_height=400,\n", " )\n", "\n", " ui.load(get_table, inputs=[opportunities], outputs=[opportunities_dataframe])\n", diff --git a/week8/price_is_right.py b/week8/price_is_right.py index be63742..d6a1bc9 100644 --- a/week8/price_is_right.py +++ b/week8/price_is_right.py @@ -44,7 +44,7 @@ class App: column_widths=[4, 1, 1, 1, 2], row_count=10, col_count=5, - height=400, + max_height=400, ) ui.load(start, inputs=[], outputs=[opportunities_dataframe]) From f4206653c380fe2fca7e12dfbd5ef4144b300990 Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Mon, 18 Nov 2024 16:57:26 -0500 Subject: [PATCH 02/15] Updated explanations and tips --- business.jpg | Bin 0 -> 375951 bytes important.jpg | Bin 0 -> 364018 bytes week1/Intermediate Python.ipynb | 14 ++++-- week1/day1.ipynb | 86 ++++++++++++++++++++++++++++---- week1/day2 EXERCISE.ipynb | 13 ++--- week1/day5.ipynb | 40 ++++++++++++--- week1/troubleshooting.ipynb | 49 ++++++++++++++++-- week2/day1.ipynb | 77 ++++++++++++++++++++++++---- week2/day2.ipynb | 83 +++++++++++++++++++++++++++++- week2/day3.ipynb | 18 +++++-- week4/day3.ipynb | 51 +++++++++++++++++-- week4/day4.ipynb | 34 +++++++++---- week8/day1.ipynb | 38 ++++++++++---- 13 files changed, 430 insertions(+), 73 deletions(-) create mode 100644 business.jpg create mode 100644 important.jpg diff --git a/business.jpg b/business.jpg new file mode 100644 index 0000000000000000000000000000000000000000..7fd5717be3fb921d5008cd97c1770fb73b36c2dc GIT binary patch literal 375951 zcmeFYWmH?u+ddi!lolxN7Fwi8@lu?$P`p5KhvM$8DNv+n@fIy!G`PDBZxW(qd~B@%0A*zW2LJ$g0(gu; z0>FGoVLW^Q7&HLvf2RQeZ4BD~O&epd{Ws4e0N@en|H&U=3&8qs{)aOEZSwy;|IaVZ zHvjhI7T_o5|4A1-{%@XtKjfdo zKMefCz&{N9!@xfb{KLRM4E)2uKMefCz&{N9!@xfb{KLTiGXwX_fG+^de;YO?CN>T> zHZ~3}&V%9NSEg^BS3@Q4@#lNjT^4>PPDxGs{v$mvzo4+F_*Y43O>JF$Lt|5OOHXfK|G?nT@W|Bk%m5^KA{gg>S9ZqiMHi=8Y{CblG@h?dKM)dyyNwSiXk=C?$OMC_0kTZ&pN> zW^Rp)l{h1hVFnfnycUvQ+@ARy602V}-@0!c6>@2J6bIXz)DFf4NO(VsE3NK+g}DAz z(Prrfc5mPm55Pr;5lK$kNtQ$J0Tz(T`te9KGs1fD9o z9D8Qr9zb|#aI1qFuQ_=g0AHxJ9_ANRK*mQ{Ex{TZ}DURZ`63lf5( zy!a0h?I8zj#w)+SJk}cUql>X{c`G3d$s@=ecoTjPuxtiKo>#UG=8y+yAV>xVRS_gh z@m2B`3XC!NZ?>1*(@du)a9zt`WiJ|^e1aM$vrV-D`^#F+C53>G>LY}eWoH84hhDQ6 zDZs__8yu7Z9pp++#Dh3E_ZBP{TTr!jJ#BgUcSbY*3UqTZi8Q~onn5Z5%6da@ zMr%b(jo~v!F!eJy^u)L)O=(3(Ym>{1i^;gQ6Pzme?N!7i^Yzmk{9Sk@{y62=aEbzW zV%^mAJ2M|1F3p1d>G>VsG!&m?=RH809CCL9MihaLthaROO^v)Jz6y`0qICBBFdG?C z-aLNCNT;)T(id>bld46De$+X14LTC1xy9M7Uq6!D%CHe%1{3KH$?_M8P(m2OYiTd} z5g;H!yc!693hL>UJLcAdo(}pAn8xHNwgkP{O+~-B2XyINpo8b0&R)ypHTD-3y&dZhJSbeerJy zYQwxdoAFygVBo@_27SOg!c9DI>`N41NB%wF9TI#p3XTm5A^YPnyy=A=77b1#!CtLh ziV9-fO`Oy+LE?jlG=@)aye^~WFF?W%fM@Ojp~eyDJ0aw(^V@0`oZog{_ID1H-vfGS z4vLQtC;kiMc}}mFHk$g@p>%T98Cw9Q)HNXLv2VCtMaUmIU+Ad~T{%wUInjO~2KOGo zMC1F$L`$KE)+Q)$^cHxijk*UoE$7^ttwR-Xj=~_V?iEYFKB<2ZE;4<@{Wr0Bt$K77F3r-XRi64Jl(dyGV$yfff=1RKDKHJAc#^Yv_~n3+MF;EE+9ic1_0jeT z)h1h~v}Y%vq!OD%&5L)gkEiiX|v)jl?xa zvAkMD87ZbJ9mi3E49!|vn+0!hq9P4JA@$c_(hb48=(e}u9neFE5mZnBs&_ooie1pT7c13v`m zB*1ou5WDyPk6+AM2uoIhUR?keYy0(`3SEo9wzj7kUdv6?Z^be10pbS`lmH~^9VG*)E;cX?2RLv1netU>(@YWWYii0j3+PYd$X3Y~Xys z@+P^c&XoDBe z`b(w`h90`P<$FLRq;VHM2LXoVBOIba2K3s#h+KcArk4=zcYorZnf}LehPg5}hi(Vn zSf^%kxqr$LG~V&bJYMoQ_}_PzJiK$W12padATM(?);dZi(21s=RCcy-%3?mh;oCwV zT0;eA1Q-WWQ`oMf*fR9ZP~B9U9zyn^$Ftcq!dhz|=>1om@av(R9C6LgQ-l?G!||b6 z%+JrvnLU=#xwItF0b1p(-o}6H+NE)%V$F~lipH$@R(T%`?`uMQ_OV`lj;w< z<&1e@m};!M$lWhU0>V51e{M1UMiUF%)!CDG4+x`$fXDkl;ozQ*a;<)GxU1IPkN2Q? z!_n*fDt-G{CI<446Ix~bB04IHk7>Uv$DD@)vC-Pg4%@NXTX+| zWKB>3CC@A1o4w9jldppQoi*=%Ex-3l9K`nley$t_TRgJ|O4dIHuYjN?8Yoa?N4~4; zgd7EkpL05ES{yjiNet~^9kA5P=(aqoQ#T^Md$!p@Au^^)7i5k%+_;@5i36&kXpD)q zT1Uv1RDdjah*a6axr`sddN!%%SIgh+YwTY|sJ6zzWTDh!Abg#EFyzM|3T1-Cl|&l~ z2CF%d)n7;wx823JDOq}6id^WD!wK1DiSNDzNcq`QfUh1rJS_08)GqO0Ug|&#SIcWd z>%%0vW9J@VmDh;;SmLrnnjo5dbf*Vb3>rc+>7}yFR^W;BY?`3huR3c8qaC=h>&FTm z$~AdM8l{ms>)PIrrjEs`a$^F5PojcKey!LwKH7l-N?}yzrG|m&ryX`tcgx8D{ zGUQ6D7uH>vmofa1Z$?rS^jMlE?}%d8EL z+}SY=F1BB!KRAb4L6bjL>NiQ8rn`gyB}evfW$hK-3)x@b%>2nJGO-YHe%b%Ad-~V;7)>z5cMx@F;&u;sF^|7}XN!J0@W!M@Y-LE})&?IRl>q)Q ztMCvb>#3V{E|-$|^|_-CVYhOL%UnRL7%i*Vog@i`T-Q05tUJg?=g_3fm{Fju?ZJ4Y zAaK!XP_-(3zkZOFZIta)n3>?Qw~jM>`BD~s65~;yc%_jomWV@K3N3CAB-|Qxr%0S2 z4*woGxTm_W)yB6KtI^$P>=j2GY*ZvfjfH!c)EgtqBiN%gV7~sQA?|CC+}S-K`nsMj zpFXV1(y>=*JgrftN(6R3?9pUpoL7^A=I%+AE zLGO`iLM6VF<<~li4sIb5Cp3}|Xi;7XuN3jiZ$RVh1qRS84G8PV-FdE0_CDLV zk0gZx^68*a160oI!XuLVs~VArQ9PRDYMvz%Ez8E0fXdF=?6AK(%KDCXon8R6XX9qh z;s>7|w2{#JrgS~iFTZ_csD^<3@%mT0ll2Bl9_=l4*;LFx=0w?%igRYO)(3x*6q*je zsa##N+vj}e`KZ5zh}QPmH+g2)^J4WcWCn$_@fbNf0{v2PLPSu?xlz?FWDE4ted4IV z-#?@5ODZeJh*!vyjkpvN^f;OZ7<3ASFULOwkb`~C++`6$QQQ|51gueOfo;OLN*Ez7 z!hd7tX;@^AB5Q4CvqW{{Z2FHAmyg9G9s-*h ze&o&8>AFl$X zo11;+Z24}irhJ%mrL3&5WXh~6o~)XR;&}Cr)>gn)mYytCoK10i+BE}lUeI9rNmSiS z1b4j8i8Zmyu7&U2x*<0zr%Q(oY!&_1^{zqguIe6eba*@-ZbDAGiB59OTV1T*Zmad3 zB>RNR2jKq({sM)g?0=tBLYrID_sL{yWeQ7>Ve4UaaT89-=r2-^wr z3Kx%|nP)uCC$619i#=-;tVR|o=epoqjs@@{L`zAyvY;)6%kmze!}MOuU>+wIb-1=O z%rHA|>@%%1BhF>MDWWCQo`JbT*w$si272pipoI5iQA(6f6Imvh%z8LqtEB1)PCy)@ z$JHsHwB$i09>(^EQ$k1E&u?2w!Rrm^@J^*RlTBy5Kk%h_qiJrSvvXNX!{LIPvdny*bA* zF%A&=Pq2xaq0 z>1x=T@#ze;Og?Tm>{fOZ{~P-*JJI_B!y0l}t%Z62?`J2?nzimPnb)?o&%ebM8QYYR?tkj)KkmG$}N#kcCf?hom@FzGys!zUNmGh|G_1(ThK)AAe_-L-u(kp9NLUJHNV=J%aF6ExVxk;!ksjMb;Dx7`SA&z1|PH?YSPXwm6^X=6= zV7@44aS?H97k&Ql4!k&o$%|uDtRPiPs0O$1QpGm~&Z;y*-tHTIVNw0FR1=-Fnq36^ za>{Y67%O(#Dq$R7ecFiD=1f{mQX6+FW|1Tr;aHn-bQH244ZU=11D#Puqwj!- zlC(>!7ADX#aqvCBFau?OU~A^txIf0>!(v$-`;wNLzm#uQRRlB@2j=gb`Ca_}7y8w; zM5k42!aabm=^pSe5kL@ZHJT_DYsGVWzW(r^n_=4KQ$rC_%YoZK6&ewpUvH{{sABj2m@ zJy!)rLSi~?dcd3f4d!cOpdH)kq@9`TY~IZk3X`;!1wSuu`TL1wr1=KnBcF^ezX3?4 z)H7JCA~|YKD%c#q0MHd=))CMci}gw4H;9jCIjR<4LzSc3kyeQbUP6;ZzX5pfhd_&}?p(X3>sIbciTZbiO0vvUL*&XCr``HI?yYc!40zGj z$j-?YYd%X|H>$}rc2#BdX9Nbu%bec0lwE8_okTHP{7Ft?+JxBAoa7BCHMxn+kVL<3 zG)u^@VPOE_1g_znHa#7%wnVhjalKe(PmGFu5e16qB0ZP~!K-w+szQmjvn1VI2h(7B z3@_ko?VHZk4>HSQd(N_E-Sd&ZVFNzut}$_(-z};CsDzEgxW2AXEKEA2yyhFHZ}TSU zw?aE`GCj%3)&Q~Z(wE8t`raKE1f>ABS_7rKf?iCuaoR%hhM)#`b6U~Q(ylx9IpZ*j zJ!=Ka)KgyPYHK^o>;&?`PxQegKBB$anLBRTA65l+`i#x`{GJlU=}dF@-r!!{YFt*R?rZJ#Q1I8ml$ZK_DO`tEncSpY`r%I z;HsDYr-0%nrrH3w8sm5}fbDi#=1yB$ouc#3LsaY@K-Q68G;GDy^XR7q!*>*Cw1&=` zCmR9gjf%@~bXKupKXcmdw{AJ%ic+1Duj!XH^X5-_QVB?sDI&zOW$X+O<{K$GtrO61 z0bS+IQsw2p+uYJ^eL26U=-4n5P)x{!i#q(9#X|p9F(_yHDp-jF}_lvTZ z^f+XrKb|M<=rPi&Wu`DJZv9}|z=#@CYY5*zV?J_N-fL<9lW$^RQ2YL8Rxf>f85zGK z?_v7kIhfjx#xZ_@n0Ueh|MHI;UQ@OC%Dj<}=?vrE@R@-DI-JT^$34A*EKLcM*;Roy zIBbPqqHOv?g0Q!0-|S||sO`~Dy5k$2Owr?y?3)-d?Bx=93jG6DsHc6VyV`0lIb31< z0|WwtcBN@xtCl#=kIPha44FE5n~xABF@iITYRTl@vI=GxY-G$f$Y@D zl!7PzwhCbEF~_dHPs`UCKiCyrRoE+RcKu5c&L7aV{9h+g=UnFf`Z7CFuUl!YjL8T9 zcu`xP21-6W+ff7`g+|YRk?@j6O~vt7(vTL*EGp>TQ0fq>5+5COWRMgb#`tL&L^sW2 z$l8~|cXEo2uXCJ$9q3R7fuL>g~-8cCp2f9RHil9u7`~lmdz-9v__U&u) z=b~0oWMpY#_WlMXq!ptY3vTD@xm!RIK@(V(?37F$MaKs*-X~%a!r~ayg}yLvNxn$t z3I1~qxxe<-n?a!)5F!&}1D_UGQf52H?z9p5D>_7?aMwP}WI>$8n9NOFJg-h3Ee)l^ zRzyih_6{hB?FUi}Cbb5~%;&D6 zsaOpw7BXaZcf)1ojAyr32{e6Q>zVQKX>R0PN zfhlY}1MdOm=DMGzdhcxiINN(J`+ITx*;>_y_E4ao1%`|~{V*bhS{xQ0FJ^82$fvHT z#g!noRo_O1re|QA9*@qjN@e-Iixo!(d)Am$Se;{+#Xk6+jeX0SO2sI(9kfApU3t?x z*w|n~cp{FUIs{++&2l!bb)6Eq9Iv&p8x^``1D{8+rp0cu2G?B@Q=v!RMFzpVv6lx8 z=c#^w{ZuN65J7RMYnc@?+u!~s*H7M8YV%mE=-8x;igF^b{|Q&$i`|Nq2vFI4ea3qh z9k}vogU$nM18BE^%y8aZ5I6A!h8eR?BdFtt9f$ZsU9kLjO0*2oV*_eE`e}0_sh5o= z242Do)+vq!!Mddiu_J^y^!yT~m2U3p0vraB^A*PMvwdRwRA)$jM>aFiM)xc+C!9bs z6Iy6=R7q6mZU2KbTSlex0Aa)v6A`{Me{2E&W;w00&MbKppX>w_5*~9+-=!)}jVuev z$GVvea+G6pYgD=QS}-GU{gA=2&~LlvO`+|#9X40cT4B}{yJOT^6V+9oKkC#Ti?8Zq!q2K38Ct~F+K>%@#uEX zQ^K5Way!mWLgN*qmtVp?egTQH-!gyJJsUTc3@L*qWpiEw<6R|}CHg=zS4_9wy#c^k zVem7#(W2$7wdTz`-07aVrL5ZImQO#ZZx;uAV8($2a}G4soB{)wBvR*>zv}Kp?*W?4 zw{LQYQ{M`G`s5G<5oOeUBI)u6#r=F93-9J-3^ke(%am5~06lwX!zGjX7{>*p&Y32mV zgsxv{%p01N7@@und@!}4xOy_L`40NJ_?~;f5@PsecCKz{>=!;d!k?9*po~KKtE(D) zJjx%xF{wVF+B~*?MxUs)$Zz*fmMJJ`rCdx;q)OLCEz*odr~KK}iskn15~3cr!G31-uN@7PCr+k6&OZ0ekI(ywlapIff!V86 zW;<|Q$RWN-@o2YFh98vOd_;g9va{|r0m9E?NFbPm1ihI{iyaOf_G!l?P{0T2CCrTYMQcCC%;3iAI zA%rrNY%05V9aq~?Os_CUvsA^&yi$3~2=KjjHxckjk~5+-Y@ZVH&9VHEM;K$l-nCT~ zW0TMEAj=AB+tpYT5b{Dod$dL^v2AVlUIQo}H;S`+7VG-tD7Vgjw%4sBE*Kgb@Jra^ zoRy?Sy{tlHC$LtRm?%8Dt{`*mp==Og4!zb%_bKj$Y=Vha_xP)mj($IChPoxBfKr?< zA~oCDj!nfWUOrPyee?0kcyP&t=mJP!gv9yi-x`^|=0lhiLSO=9UGW~{i$cDN`TWcP zhdAs=Os51Th%|SGX4tphNnOD58eK`s-;(Hlc2hXw=gf}hCg9faW5^bxG?D0=jull< zoSPmx8^>GO*Oq)<-8u(7bIAMgp)4l01KPxpopM>+S1{=rAHEb*iTEx#zO&pkAcRkK zd8dLy-vo&XP}>}Z;Mrg4Kbu^0T)9>3itODW(*6m~Ve6EJ=nIiq521 z(^OkaVhUv&DG>*kC`j5vBN;`4uHNY1&yY>9d zUU5nPD+-P<8sCVQO_xF0a6z7)ES1lQF z*t`An%9AbztR@7iu>oPsQoJx}kh0!X%}DU1i|Rqb(AH$EN^nw@o*Xo{-}T(cRd8Qg z@)YKzjdVEq+0?AcPxV*ZCUNP)-desN{i`gWTlLk^rMvzIghUqHKiBwU?&pbE5 z(@(ThoI9FipN35aIoSnL9E{4&aS3u}ShmEiX?^QkrD7igjgznV&~{OFh=m;N;4Q#N zmT@t;w|>jIc2hCj0}9<}=Dvb|9`Nt$XIhEm312c*GYr-{!=UQtm2R)zyoh0kif~cZ z?&qFU_QlHe7z-kOmJl}P9bdcaF(Q6kg(NeDUa2Tvc0tlexC&ylDn4tB#LWu(Ne+mA zU8UD6dgF5wO{|T}J#0IZxvDY|ZRK^EmS-J5Qs2h60n-`K5u&(}OYO9Ndpt!);Dhe3-8LRfTN1pkAbkxKI=k&a#B_<6uef zI6ja&tz>Zf4<#0GA7&(kVl`$(57RtvbFTSvdbwc%DGC(RF7D$YTR?Ui8OiogL{a4v zv%7{Yh>YRPM{Q(6qde{b{@5I48Z_ezvzctFsuKrooEvv0{Zi0d77fP+OiBm*?9bY) zg~dku^XmKQU#!^8ge~o09Sq3J^`1xm5>kuXjm@5c2;ydHS;_r@cMRwE0H9B_GQz4L zJv)bV;49IGCP0H^N+!pw)(XuPLFr^~prW8DXwB1DP7wH2@Ynf!_~ELUZt-g5IYZ9p z^YT%uPq7xW%u6PBhI&V0>6WuulXaxB5u*WsyJkjBN~eSu%hFSPh6~pNnSq%e%{N!U zbbJOvf3oer&SgC#zdcu)h;3$`I-=#bZFvt|qN%6|cI*f!V+iDTH8P2!;`G}3V$2ViLO)E!2PHFI$fEHViT zHg3j~8Tl9=C}rrTnh1J*TXB)#h$|~MwAVQ`S;@->!6A0p5wBPxZ~BrGFSV!Je^-3r z7WgKnQ8De2>yPVDW6EDohJ(pep)fzxAlrWQ3yI6u7?lUS9gLeH9k9=XH->Sy=`e3m zzb9V)#f=;{&KW7J6`f@_ExA>!oRs5DbE)VFj~OC6ZSG>47M!sQVhfb&k>FpN;#9J^ zdEo{Y-QAs*N%>oKvi1?SA_^>guR~t&VnURx%xxyIz2P1Z4h#o*Sak^AQ(72<)ZbVGV|~ad;B|_6?)?D=ez)=FH{62xKV&N@Xt}7Tk<+q04j#HHb3>cg6go(nNa5Bso7ae2S|%=SaYlBT<43a+O4o(p>>FLhOERlM7ml!Q z+!htgJ9qSi!U+HaZz@G~Fli#<34_lIZM1aUvXhOMXh)ynXbTq9$MqC;;e~McIIYcX z(KZ2iu%ch=7JUp6xYj8|i6Ql@q3v%RRd%)QG4NpknHZtfSX~kYI{F0&m+qzI)3GVp zpiE8H^mFbwZmO>;Uxeaz!3fGNuR;Xf!kb)6@{EO(otLj@eK2z|srr5Yy2Y55YCOW| zf|ww!;gDVik;xp*Il)DbVRcwVTjA;FuJ@MCnWV!G8v5TAD}ijiEcWlbTE&B_MuUx3 zulhhF_6(%;aIJg5;?lrGadP*QZ%>eFt-|{-Lr-*Ox>vDpQNh->qZ4zOB~@=JA4a(F zUk&qU9Fd}1dQY~gK4Gm)XGgW>&35x!9K(j0ufk#7jNTfj51M|50;Jl}st;je09xgI zL3|x`-MeY>S)2=622&vs)qWq(T#c0or7|Q`sfS5EZ3{n?j(c)!-fA!P ziU0jOjVhS>6DSrgs<98B9E$HCYKxZpz3aI*SH|%XnQL)AHEupp|4jc@(=+k4-WIV6h(@ygXl&WVRjUzBv zD0LwEnLYQ;Hr_QVPG@5O&0tu)t;4gMpTuD+7);FO;<&q9AtMW8oOwxoH|2BT(>}T* zFh+ve@pn!qZ1V4{BtBPcK=Sx|TjtW{xVFt!h@ZZcXAR42?qxem4 z>&>Wo6|2vOA3t(UD9Tg~Dwe*7xizk=AT>QI67)1(YL=GOM7Vdm_ju6`M7FQzr* ziIS5Qb_feU$w|s8Tdus`e?_A3gY>si*Nt`hWfu4-Et^JQfA2Hv6abTH|GZ+3hTNRJ zDBm%mU%j=*UsQ`y@VsO2hraQ+x$Evyt8AY+=O8(?m)EO7=FH4l7yiDPh^Vb(z4c-2 z6PA)7-er+JJNfSeyquGsx3L_m_mpWZfi4U&78acb?Fa7;GzD zQX?G(+I)joh(}&O{IpgCTErQyAh6U}p_1NMn}XIBfnRXUbT&kAHL!XP|FMzIv(wP4 zN4X@CoaLD6#cZ`^04c|v3!aGzYlTlWk3%+P>D9fpwk;jGR`|3yr8o}|o!4{@_5*gk z(mR!F^+aWAP12d#n&*i&b47#6KIj2^AFg7b5msI6Mss7$q4=xMg0OXxdRqH-k~J)C zf+P#;Vnu{Lx&?k&a9}ZWJvVqN^!2qV-En#TT)zp|+pc{hX7p2pI0H4qtEO7M{XdNk zVQI{KJz33TPxt%X%YFL2{nGl@i4WEYBf8W0y0}brr~TLov|l;mWO~t;9b0mIEtE%c z5cQ(Z4xg>9!CJ4c8NA47WP7Gkm*>ic8O3o|{_x`=$M12{!;}p1-Wqueyf8Ta$UEEmyPjK@e5*WpHybYCoT|L!tn~~w z0V|^suhJxKukQpu@4})YU(*c`L9o_tDg+o<|E(`)8R+Sg59n;Ka~yOwp6wACS~kwu z1V@RUgangGyVTiv2l%7?IGQ=67PE8`k1FoKBxl?PuFS2zSE? zalwa2%+|*Uyr+=Sqx$yNO_kAezOuLAQQAegc&YNCk zPzf&d)wAN!ZeO}%Q|idHOF|qo1*=TZ z-EIJXycxF3{FrG~>POdVpTQZAN}mz0fQOX~e#v`6Dr7v~?YGyyK-mD1s<`R5x?~~C zHGO_5IOJuej3E~x=UtWH_f6kzyaeW*7e3xT#4Wt=q{X2Gx=^cH)+3TRQSQ9Tfwmow@}qc#5e?CCH{Z zyc(NtK}&7Lr{K;y80tpN>JOAkEylKjWRe~yR5{9SU{}pjGx({|D!*OC*JIep#g9ry z*QyPCe|&9zd=34SwN-p=@>kORCWYlPMuZX0uU;P_e1i)6%>Sw#sy4yn>M2t0Dqb)~ zI~_Ug0u^`FY>!B?UKxol))n=KlqybVY4oU( z@oIesmvjI+OL+ezsuSAmVUVR}IT7*%-%j#faJIiTq9}{U-m|^jU5RY&g|L%c>3VUl zoWguP?K8f*Lu))*Np$9JJiI((yuo;!j0lstwqYW_dBBd-iHyc6t8zitr&d9T1Y7qD-F(-?zU43Js9ke&S!cm`(BvyrI?~$SASRkvJzL$^H@t5;ejZ zM6aQ-Y=r_>e_maZU&!^tGlN=<0Bx%tA(e~t}%4elx;aW^gpP0n`v@4U@ZxM2I z2g=iNz?@YhQ6}bsUtdw!w@kYA`II% zQADDlz51QK(N}u8HsbLsuPt5M%&n#*;KDaL{ZCKl$hPS|7+Tdy&{>ghYi+)g&|HOh zcy>r2M3KG5Nrv*0;|%?=WKdz_UHW@Kic4)G6CKeLXiSjSjE%s;(%~C#{dDJsC<|Lk zYT9?y(56dBmAJS4CYS;RYHdoDPp5({+54senM$`6q3a=H=XqMQ4EnY<)}f=>7G+y6 zwb&~hSFU+B2mAbUBGS&P>xELigR!d194*;Y<_r-N8*yUp{YubyS|FXh$9{$T=I~Q?ForpLB zEs*zel?t^MRS9k{V?xXwXAROBs<9#Ad$JQ&$;F*_Y9$Y+`n0X*-aYui!V>~%(4aP$g86Q#w715Qbwyte>Z@h%O$Je1_<# z--uO$iQ2LBk-|vdq81ushAyk0k*|Hw6dDOfa*BH?nI0kqbrM$t>-evqz3dU9iA$}i=r1?D60mkT zNtix`WSOh*+s}Hge>HwSU#C6E9Z(P@gU2Mxt4px99_G7RA3J-LhsS1YO9&q*$Qjak zj4NnLc@geq&LUN)bs@Z{$MfA*yZS*6EBsQiU2w*18SzO)7~+M9=vjZJ?_+#?C8zMI zxhDG0+7tz0od+Z0+N_O;Hdg3koKzuegJ)nluQdDki*|v&bu!N!QriecB9^SSoI@%4 z{w`Qj4DM9DXiW)@!fnCFYznf2J2TN`)x+E!UXJg{^U|BGV$bCC8>(k5PaQ3Vz4rU1 zP4f@@Qp%HT=W0~xOne3kg0Hou8xxVH;Tlsd95eBp3P+~F-P(Qgg^EO-0t&v_C5V>> zlahmuo1Fw|2CJ%P)!V5lv3VJB-nMpZ{D{9os#1FRs_OtD+Mr zU$6JNyYL6tHO8^ua!GGxb@cC&>{O>wDZi@@X?8@tT5>g){*50ww}pHmC-sVipH8LE zNq08+L;!8k!IH(1Gt1)6qea3d_rZtOmS||uM)KWSs=Qqq-z?W=6t=RsJi!pUuQ+F= z8^fY_!LC)PHNdyZQ~y`lsdV6HChS}AhZXXw;)gk~if8-glc|vxKODqqAC?ViT~Nx0 zH_VGkC*7`J`~*m}b@sHSuN4u8gbHt!+opT&lz23V2FU6a-2UPf4YU;)>o)Burl~1W z-ya?|j&96j{O%ZUb6~F|KUc3zgZJHm`7~?-j}^ysU+o}W5S`+AX`}+;`1o^U1A)|J zOZe3)`)FE` zIdV$p`BE5|WlK2`HEXTh^Lo?26~wZ#?XatM>a^T+dE)_z2HR}x4iX(ds35{aclJkn z6^ikEa*D|D%eWro8Vh>6-2NKFh-@wr2_eeVHY)Z2-%p*fIeTWXu~diL>~QL=&|oEe zu@(oW3IEli`kC&ly|(lwRd!Qd@YUcRww;|LoztS}%)C3?d$0xPv$!fZWQ%GwKXIie zp2nHYjZjtEM2M2~#+g#%V5V3DRZ`FbQvlnU$R~+-SN$B40Hu87;Gk&4*Vl|&OM5ctYJ7_tMk%kHLe~)8v=jdL zfr?+}9I@48>@$5m^E$PA1K)nNZE(a-Wyh4~rhV&;FRnM9_T$!kYR zp(=l6*)cQK=lQ3LE^iqLHoPG8;ku7DzhmwzpI-5gmd-%lsgkND8hy?C;1U}D4oyB~ zf&`mPI_9>`o*$M8R}w6&`K0p>PB>wnR=TqC)r>m5vv?lil*PH!@dD+LwgrrEJg3cK z)>p#c7s_N^$+ua0YZUrRvd)<2S9Lvt2qK%!ke&?eJE_?>AO1khH~P!@LtM&<$)l;Y z6XTqBS-N&&}e5=dzK}QwC{^;K32uC#bUBridqqCXVl5 zE=f6V`v^~XZLzAHBVj#CVRP@?`%5=pip98bK2@cwnw(;;-Obp~Xg9NK3ydW0_9sJ? z(;whYt-ti|>ULsO?CoQQIKo&6^x!UIHA_ z_9GJ2RL`usAS(nWJzZ)SqS0u~eKtcR=gDEvu-E%73vGyy8+pzbEPv;&Z8d#Tv2ptz zE-E+e&W&v~o$@!Keo8IouZ@qh;VQ<$zM7WuLdNO#(U-O0(BEY;#;hHRkw z9Y-lr>S)heUtuOp9c{eUJ2B6*!yfNav40!DqHD%je)WFlQuxL#pW3#z+FPwtw6a73 zt{kF0WTL`%$F45^u<}8A>i8nMvv!f&_3Hb%+KKUKG15SB64o*AL%t+9I?Ud~2K@P` z{dZXe;z!$ZNX@aExjPMYfEMee0Ube-qZ?Cyn@o)#G-{~>u95|*YMMn2jl=})H=wQB zG`56bw(#BVtC#QL8Qh(vN!wpOCpbi`8GeetayORS0ulshA`73iAqMJ83>KBoxWXfV zDI_JBxE4vKph&@+aGlMAVyx=KtAKM!9?HI2_YMZpYoNZ#VdoPR@uTi?JN>}ohrLN4 zfqY3YiL#ppdb+cACo`Z3!IDFtD`$ESh|7f}Jgi!^g5VB%X|>Up+sVlBc)rT{L9~^6 zyZJKAqcyp@2A&pCQTg}wo4vZpa_Xh_x1*N`NJTe%&fuLsU8kG4-F3frg;I`D@2yJE znD>J87AM_3U|P4pWS5G3Y5^sKe7Ys1dwypwpS7Gf$e)XfTS8qURKH|&Q-og)03Uk{ z9}RLzX1I$1B;4s@gONJpOX0P*lJ;k@>5mIHC)ba>8GKO1fCez576Mer5^t~UMKEsO0(4O7FyxTWWqEp5n@`JSDoTqCqHjg~%l+tP@FC|+! z{`~Uiu~s*riwkuu9xs)qC|Wjsne8I#s?WePb)G>xG?u)X=ebwx#iu9a#bfEoQjT1S zz#-TDylTJQ-pImkTC8k*dtofsc$9f4NBs1*VLA6vUUI*OF;(5v?u?XO#FZ{o9Di0R zkmknUsx{<=x$!+f@n^F!wk1twVodsSZiTV_L<*bYxT7ddHfQzp(FOnO0S!DhM)omI zn)QSzj~w3a%1~waPQJVSWmD3X&(PJ4M#|xcN~X|W3n{hSGa0EmR3&S~<1Fr6s##jc zPJ|b1P!SxJKV>>2kSA;tg%ADqKpBa0Cmlv@{Pt$A+7B__pwmV zz)pes3a5xPA0%<%a>APXJ>cgoI7}26@gS>^;ekjUZLqixX`5xNsJe!je(pZRI8xPF zuZ0V3en@>FkcTEjA*48OGI~d{mziVCZfdXd`wUDUwtF~j6qIMR2vi}Hifr_CVjvCy zuZQN?Ye$JYF4R9deRT7qyW@amu~BHL?FwY!=i?{>4Yt z3gW*G`8l&SYVCK3rjgs+MRa6}tNp!;a6i746|Yz(SY2*9jPc)UQRdtjj}?Rv_Cxe4 zI{z;K^*{>0lQMacqew)AeKz2Jb>*H>PNW9dSaD@IU*5{+Cdg=)0)-CbzUQuyI* z;ds1R3wT%T!WXq)F>QA24jG3<;2dJSuQ;$D-pQu<2%~{srKWrs@!qYY#j9G{$K_2J zmN3#NVx(ko+wrB(96S_fBSh+BYfhyKd+TVejBka|Xg3}<)8g?e#P)1kD>gj6+Ya5? zCs;kZNE*QAS3oI+9uHEm|c@@L#gB9C+E3wfvFB;j}_=HCGxMEgZY$PuL=Zc!k z;a`olT?lxF%FH#XQtEuf+{!zFn)Ahg9vpP+X}QLG5(u-vubXTEhe+&F!uV`(rX||#5R2{ix z1-A9TtBpv|f{jLI)bTZEDirtD$!-4t0Hg5AKM(%^!ewOMBr$!FcOTzlX6$jC@lyO! z8W;Q~*T=(VBV=}L@-eU-gK!w*t#I2%e%w>l6b=PwsamJCxs>a_W9(d3_r10B^c|0p zN40jJ4X*U9H^%yAp{%e=TWKBGk&&H*F9Xoxujs!Ed~2_116k9ofwn427IjjqNLQk5FKve`e#=)vKuELI-ywc54TjQR^x@f-M~R-ahgvME~-r}txC z7OJGi8Pa7O#=(c-T@SlfgJq^zgc;iynw8=E-VTv?;xhtIfr$5rT7>*9wxZmo| zJ*&3x2ZuDRZ|yQ_L7c)+DuaQ8^!isk9IH#-dYk_Mv*nn1P7$q0 z54Md3n20i}=WxIaj(`g1{7s|VX?nc&*4##?u zIa0()ZK^0Fl`}pu#dZD<@covv9P?dnEfD}HI2aU@3Ci4D6tA#PfpD1I2nw5Dpn<7e< z3Y4lsI(A1I&KIp~4Px!|_0#wfD8@1CSA1t}rNOM9?1G+2QNkR6Yn@6`g4X>Gnobz1 zQLN+V=uRqot6Q5yNhgVsB>Sa?0j5UF6RR-X0UQeJd|%?rU4Kuvv$eN)+7{iG$3QXK zohZUleA2V%WmdIV)r2X+@q50<6_9DNeE3oHsG}tH6>JP`Z$ne;(mQ3MI_B`~a9f8g zN!khN>0Tig03RP_71hSI}P!eiZm;#C{uxTh?A#rJS(XkF`^2BOG(uye?>&qB4bT zqrMJ5I@s{%j{HgC1ZXr{p&T+c=8cpx=hS+B75j9#5~_sdQQ@QR@92+8_+9XyOYv5ab?th2LOZfW z3@2#9@se?#y@yKV{v`M&KL%@QYiR8Dw+X%y{IJJWJPwsVgFYkco(r*kI@UPuAa>lV zCVoiI#9J$yE#M& z7}_`;hrTP@ej0o%(|l>9ORQ=)vcrjtF{C?q+5ySPKD{f(=F@dJtkY4J&UCeGZJDEB zhdnUZ#d@d1Pl>7EST1zy+jqFNo&40;Kq&YMdiEd>rYi9q@`vt8$`%$FnEwE1N8C9t z6X+6nYh1d}o z7pB(R%xL3Cz$J?HB%Xsj0gB^%Y2eBH8LS;HW-`WCbW-CR*Z%;m(AQ(|x8jYrg6(F} z^>}2K&PVfOXn-Xc;1EG0gV&Cq%Rk~5jH2kp}z3cPG>7SVC2mZ+qcA zY(*To<@DuC_`QFvtaD~tTbsvm$tIbAx@3VcGytGiE zvT>e$tAM!C^;h98LVUzB>h*TasWLH<l%a> z6Hd(YxIrX@wliLvt^6YpX|i2fYAq$iNMFlj0b6fjj+H*rG!$vnW>pifQl(ljvfkZ` z9|*4WNJZTDlS3We;g2wZ`@DY+efrl0tGO3b87i1)VN_Ox63gY_3il6!z9I0=jrQTI z+(T<~DNT(j3JMOO6Y1$t>;C`;^xI7)=Ic$rxO^bCRhV1J=CkCFya*nimF0dbiqFSC5(b^%n7qQu8cxVaJh!(M z%jvQfgvtjafGWm^dwt;R*3~pgf?hZw+^BB7uxrQ6AsSUVqtyMU!OXK2oy}I16|nlo z>+N(bc(20RkA!ta(={T6-Z3CCoQxhly(^uXJlYz!s_Qzgy?pwXv2fQjxC3)wU=Dx) z00Z!?Tb~STmU=4dS5~bZt78t>9eQ!rytDf1g=tcyPM$hzpKUZv`5ONK4QzZPEyc{9 zC-RQfUo1-49OpQ$J6X4|k5#!{Iz@YNA@cT|jlG3IJ@w|IJUZT2tzlDo$;E(u7rMYo;4ucT4Qco$sKygRHL&1TVV zplHftXkw?-16W%1^`4=u-CpVNeV*P&%yIO<`VN%>qSO;EK4DX0)&>x+@k@5C<@XOP z7CvhChxLn}4{DKWwu&9&&&qmWj8~$;;0-i*ENfRXN%qMt%<2IfRAYgUrFo1If|)** z3Tj^ol?+u3bZS$Msc6fZwy}Gz-^r-o5xwz%IsiKg&+Aha9jm_ZM}h4;Q)zv9eQ@w4 zwiPyGmLtElRHUG}rLnzSMGU@&JoJjP)9yG+Y~g|Dr%Jf1P$Wj$>Pu|r%5s_Y!NqFA zgpMm^3mR0Ym%LcBi36tm1qYn=74RqR4|FbkZe$#0E}xGdrYr7!X7Ozz7VGzzeE9V3 zUj=+{B3~8>I_44j99O4L3hCk9X>~uFIMGFQ7aTkZa@jvo^BHYbF`tc8rn!$;b4oI$o)+XfH6* z?`|x-(tO2&Mn!Jj0raUYEiW|*JewPNZY9R;ks~?4>Tsaf&ffhG=&YXwUk5t1F*W(( z?Q7{`nxc-C^uLFHX64uXEoL^y{z%Ha!11> zf~0-~RDs)XS5W0qsdCY|)Q~&eLA_!yFp?3qQit%W>08Z!yeD&KW38pd;R_g60gpgVDi0IOYjxrq zi;G4L8*RZ}oG9sDI-?I^?bNlst@@l&uHAQraMIiUhQ6=j+nrBNYfrPRL9x#4^!zJ{ zNe_CxAq=<`wc(vVMZ2D6)>r_6b}4P3^Uq9sR7P{fR7!7OG9wCDDpHhVr;*NyO0vkm z!gKjoS*-Z7ZC^|_O#;RVQ;>7_dGr;LtwUi3r7U`DhJ+EfY1}b^-m>5B5kjd_k2NSu z$(QUX;#4b1ZLt(&_obFqMZvDy!G_A;?Jsq+I8ZlZ-=%YYBN0of%5Cst-Z8hQPSoXx zil(bKzd^$j&0XR7cIqkD^(NAPv6X^BjBq)@sJu1do8J&!n4u;sX#W7#NC!{$N4-O) z*iETk!($KLm9g|4&)_T6e0$?B4E!AUdwJr0K#1*h*zl2qhMH17NY{_N?Z>xMz%}+< z9gsZYv#E*rA!Yvn0Ulm)n8PfCg#~Fy$?^XH#9xP>0z4=+UlC5W=-C$5(c!KxBm<%^ z1oq1u0mgA(p1v&cN5-GpQXlP|cJ2=X_yrqqYpFz0lwaZ??Rnd<=$Yw?@(bS-YaTxF z8+=FjhhqBgi1kKQ@cxPvwYnl68RH!wPQag>c?&2&k=sie-2RD zcu!E1RMoJm`t|*s@EwoXQQKZi=$ z)ciCq@9p)E7U-7xez9o#?fhHeLH2v7o3xi!1$NA*{#tF`cH{*Dx@%$QDDVA$U5-jQ zo*p$VC;0yWNc|(WwY9T}V6=%MjYa~Zg#Zq~3Z<*)x>mhsCY`L>#dmEe!$m5FQ}_{H z6Y$sK)~ed2w}5^oJ+Jnq(r?l=i$D1A)?owhz{BN9)PJmpJatU3Pok^mt5WuE$I?@p zsUBo}<*NKS*1Q7~-gp6I)bz8=`Yg}6g7<4#AEN>M3~+l9UpjcR;9tTIi?)*M`b-~U zx-QYpCA#@i#VY;enj?%j?g+2Ze0Hy#ek%Mq)HLlvPl{g;V<%UJFf|=HKh^41>HH;o zPOG0O{{Y}8Akl@c;`tk~<>PP;&aN5RpOb$Re`X&W_!22~O%?wDwsh!*=4gf`j1TWe z-yW-@$%J27)vi|^dZpl&XIQFmD4KG^K{6(Z%_=821 zTv=a6B#Fmy(*$;4cwl)1VAtob?Njh--$1$l0ELO+s6=*GPqOwT7!k_d90AZbL+|yk za+f@P^z3<HA@?t0c`8*!k{3Y<0i*?TgYqs7a@a@A} zURtnZW$BLUM?$1KB0MkYiavZd>jj7t?4oYuj!Etr~NdOVCxiv{b2MvxFC_9 zGX+mEq}7s@k5--{cnXoHQ&>F{?d1OeL-f1F`W)6*?{^Xt6ujhfgIqf~UaN}r&jfhq zM);@TEjPzr9U<-S;tcT|6BMI~A#e7hU{~L$;EK=jMxUk)G~7ZGIf2I^8xM;ui;#$o#r=8W}O+w6|3Rctfbc9 zi%`ds%t6lsrxo&QQmo-cza)Fkl`Jx;UNQ4BS%Tv=+gSL{TTL)nh!u!kp|g+E6yG0d zdUb`(yxMlqvZ>0iwQ$MOx00=wSDh%!Ri=hejU2{|YRWnm!?U?9-mD`OITfSfp{9Ro z$Nj2QL(ks(xyKo)yi@&{nzJ^T$YNz*^?1PiswrXbOY0oVdt0xsp*3+9t@UnRoAfzv zh#JCQcsl9^w!z8}`RRrg^C@sE=nocr{u;SV<2!$tr+gIfZ-%wYo4bv6*)H1OZ>mR>FQ9m<#P=|Gh6TDydv7v0T#%)=0g?tYf!OiwQOQpTrBN-y6){<~>0qZdri-P% zv6q1ssZ zgF?5C&0YM7Vu)Z9w<Yt#Qy+yJCtOOhp$7$bUz+^ z52EQ0W3Fg6aalzsVUjq2P*@D93OF2OQT4d{RY9XK?D@PS$K6>yx|$vw`0b+To(7A< zvuW2--Ng$;3Wf5ITztgw$F+Rwjv0wP>O?@01r_T500#USp!mPUliT=#4Ddk)^@uYd zCm?cEgT+FHEF@)7BE7yRGo36fp4u-X%8MfPucCYz@!v!6$AqKMXVb1{xPcv1#usB} zBxIA3`Bo3c{{RE{bHcifhx{Yf{{Uu=;x^uanTAx1ADEnVuNRFGQ>9XkJY6*>utKIQ zC&bjJPF9l9+iMhj%&}(vB2VX23iRKE9v#qpOXDQd{6P}W0>bhvOh^pNjC3Q{rF6d> zJSCxcZ(Oo(4?!KYR}h`?MtIzZt~+pRc;ch&eS=3d^6HNVEPd6JwYr*mH^$b|ybT|R zV6bz26h;(~5wH%;>%i@b@ed5?_ZNEnNwBuUWOnQ@X_1YfX1#;JjT-o0QFRz^Faz|! z;=X%{RV=$H#MXk{GwAp#wQS!!!Qt@|x{lt6kghnS!!s(VB$I#zOl6E5W}9z#EbndZ zfZgQCuaBXxzGuSPw11jSsh6m|hT&^ox(WIwpGP?VYJOxVi;U$cx%j92q9#grAC*0GLPQl02ry?&i;b*<@(<<2z0|Q*Nb_;!`ZFU5`?Es8HiPQ_O)JH>G2--N_XvQ7ucS zMAg>Z-5W_nL3eH_K*eV%E7HAxQ}~x*aiTqqwX}v-k7qalaf$2$fP9Qr=p1*~3ejf0Kwcl@Sg?cxIJ{@WoS62F+ z{6Szx-{rXbz;>>;#6BSSPw-nyU2n#B_SQRr^33OS@{#`lJmOrj{02R1-O#w%dt6K3C>MkUxE356i*GER;BK{Lu2m= zyfigUF5^hlmOruFuG0)z01t0Z!njxXHSoJnK4smJ!0j!}ia+!)E8yAR_Pp`cn`<61 z@njwo(*FR6BSjX`>>?bGtd-`=;co)#7tN+g;;$9>^HdFqBGNY)a(!fzD68+g74E|@ zQ1@e2{{Z2=zWt9mmLRiz*Md;E{on=KpRKAgcU?6mF6>m*Fyo4GaEHKv8C+P$0G zD_h9BN-oA2_SjA<@=`C^dt1~eYpAsCS4M|$SmBdUwUTqk-y`J%>73U5UjRNU=tJ$E z4e`FIZ*aVedDdvL$4$Z6SbY~2jI(-9U&sEwM`Gbg#Wf00Y4)-9=ZU@uOXt1!hAt9F zyIVQKk7aI$@x^#fsiNvy2CE&mt!(jZkxL|tjDSZ@#C(S2R1L;PX!p=-yvb{oMOKzT>9xFNypusdyt%A8Ce2-qF=#;2qn3PzSAi zJGhGa^I7;Spj@lIl`QsbdPYv}y=p5PPAO>~Xzlatcz%PZMW*XEHs8REMf79!PCvEf4-Q!17xFPu}ppYX*MLZ_PD(QaU})U7V=mwZu7j_d5C z9+mDt3ceTUejw5gz2Y#_iDYDo6=I44oMi1F=Od>|^G}I-2A|=t7+q;PSSxKBqau=9 zZso}tHER(Xl5~-cdm~7_XJt zLX3*TU8;B$^yh$lIpM313qg5%XARWS?%d8YcsRiH6^x}E6gipGEKPjp5S5Z?TkbqZ zK=A@-8k$|)N9M#hAax$%y+>8n^q&@J?`Ni?%FmCyF}Ar6i2f0_&~KxkP8%)mMnrvf zW3cwB9tG6mv$%UXm?)DQSoGtyIr7z}u@LBCK~$$wSUQ?5jzZ?z_d(Rrw(XJ@4!QO` zeiiB$-xoD4Lr!}bwD|3sR4CGJ-HeQIFh2^&@v6Z0aXJvhE)G9R;3j>8ir1DkqNOxq z<18%aPMowWy`-}S7UfqaLQ8ZDz1?U?b@mf;FbJciyksNF0SMrx?b1;89nT0Z*EQ0|OPA;#4s;ZK3l;mEG=< zs6&5hOjBF9b^JRK=xf+DpNmIU@ch~>m5QLIjv15+fAsQ<5=~uoUXxe_i<2^e~)$rEN z>|IX*wy7acu^?B>R;kY?C)EDt;7%W619d2Ws?Bg;D4-c%N>%B4zTJL?y=E+b&dA{8EWdY#UPrbo zw(&p2KM?r3#w|ZmSYe7h5+MiXBc^klQSkxv+5ANE>1`WEV_f+}U=j4`Tx5jf1B$O^ zn^JuOl?qtjWsR#(RJ6ZA6^k99epHSFe5bW~Kf?V>OtIDHO-Ew+(S?nl7|1;D59R&Rdt$jUO(oR26OJZ~XE<8@89Xb4n(9~V`hJ}Hl*At_ zecyA?S2u2mA^HCRiM&#{dnukG5BHMyV!ZzV z;2d_Lb0x&BBcGYMHSy=hpOeJ#Fa0nT^~{InuaN#WIR5~Isvtk-fUkEj(uXSOe;)9S zN!86|QlqH3PJnRxM@iEF4 zJT60Vo;b&)bn^bneiVaDo@1>px^DJ8cdkjSO`jtL8npGxs!KpklWVS8W! zUrTsf_FC6`L!sL1y4Q#!(?#S8|)}2@w<~Kh$YE?@f}Wh$tNbnaC2R2mNS|EP zbxADZie`d1phYB=0Fp~~=cX%w@qdHo@OOwVbP441#5gG~F}Y7ej@0>^S7y=7FxZ-v zFc6o#mZN1in@OX%MGxh$ZKt8fW9?s6d`9?z@XN)&3SxUdA}v@5fmN!y24hP-G;a&^z z58>_a!>DxQ`_O&!DEII(LcFQwv8mbTQDIv~^bN z>O9@s{{VaRsK%fz-7YQ9&l?6Exg9Inei!^8(7bu!yT1_X_m_y!-J4k9wAuV9t&^2M z-mV|U9sy4YYxC&w%Ouez3~wTU#ZRt1D+w!_EZ&8BwJ=cDQQt%Aja%ctfc#(JJ2bnv zG3$|eGI=I8`DRRR+Sta^&pwseXm*3dT5LLNX#DRln;?IetOTX%IGE1wnECyS>| z6lrS!%E#sJ&u*PDTylUas?(&oeUs_0sm+6xchB{R+g&{eR`t(@^;T|{xB>*#Z6 z*y&GoTn27As3TI{trQG`X6JHmM~A&DiuW2WZjQqUv*x-pn$- z%4_q3_Kxx8*T&zA@O&}RndI=_hNi{GlyD}UKiA2eU~J|j;Ny}wIIq6GIs8Y1;a|fI zW5tR>-K<|`u}@oxen{{;?fb-fDX+-8`@2tvKLl*=t)-PbQ{&lWndCe)I%E#fI9iRiq);g+YWYCjPE9{fCOnBuu<^-!w} zt7aD{x!bi^{Gnq20HdZq8tJaQO`_@^7r3|ZmHbTlo|w_i9^e`_c+sO=XC_D8umQ+9 z^u>OBY4=S7OmPV^N3%07{A7+)VDde2z^mF;tE%Z5ig=RF5T+?}lM1v2&Q8XRjhHz5 zxWEH}#eI9sXUy)jK7L#=O+qrKH_pEk_Kw~t;D#$`7i4iFqA2JUKu|v+SE65f}#RmvcvQ&R`+1e9dg%xw?-% zgF@t=_iL77lE$|XkkPt^R$hb=kVmzBURhCArSEQ!i_hqL8j-CHE`BC>zr#145b-Vd zhc7`AS;}M1F_HWy@ffde{g=KWzk)s@#iiZiO)p*_V!MU;L%W0|9y*+T39j$l$B+E!P6}GX$sosQ&NiUmxjLl4<&#we&}8K`KZH>{RBox3H|5J(SjAfY+-0Pt_lR zTG#w2kB{27!3((=JTu~)UTDTcksR*1j067AQwi=_629BmLuiJMm9Ka~=1Fr-ZzT!zxZAXrDjq$e<5Q*XZYfyjg4UPvLHr;>%sX@i(zaBvt5> z0k%}__ast33iy8z@+x&>Qhd7GL($;u;#DY8#7lLfI4vi`clxYNEvZ~DV_4E#7^G;W z;gH~urETfD{->bNG!TV6?PYInD;9gHZthxXak@jEEBU&sqwL|y@pbL;KVPEjx{~&m zq;)Y68;tbgqMeiSDazVQa;J#&3)avs zB{7YgH)kWIcn!9pe_-$S8;Ky?Fy31g$n@gAn%BHVW}X?if^}{oBip5XoM%(`*YrPy z5^}>=iuhAsk^K4Ms(#jt<)gC;z0#8-lFWLO-nvon&vf?J_)$+Y>~qx&3`4Sj9Yn4!<5_iv9}rTo|XE&TD2+JQb*;vUK0t3 zRUR_0C6=CN$l7)7{+Tb@bjz7-BqM2PU67IJO5=}eOY6&<*7NV?l6f(W(lKMlxvGlc z6e;agZY~$4dM*horK#de`EQ}>Rv!pHA!?d*dY!JDh-E247k*R$!ByLjPDOm1 z;$2$TS@9O3t6C{YuBUksTc`x_k=nR$m8w;gsn(5=?Pho!4jz>%xEi-_e=qVX>N<|0 zsyLTZxR&X_z-gVFkNfD?U8Q_3@z%GaL#^q$Ye{P=mPX$gEWV*j1N7p&-dR8*zRU1O z#{U2U=-vap!>YI#tBh*f@|b z6|u+5oM-T??H^gzyf3LW-jzGrTp%$&1EzUW2**)hUHCWSFT>j(1L^5^e6Y`LY>>UM zRxi3W3UHuuJr7Fw+f=+=OIEzpQFblN?a6J@u9>T6^eiQLNv0~bWnWkLNY`Oj7MoRJManIpg z`w)whUuyUt;)j5APlvV%bA1dlTHA=8*?E_E>x3Ngd*c;YnzEr4?4o6p;PBY$vyL*i zBDMWbh(`36%u-R5@J9rHg-o&#Npe`8=921UxVxI-F@=^!a6JPY)l%3M>8o<{BgCy3 zwQHWYrhF&y?ysfCtJ&BOB2*6^=@CmQ>3~o3#Y5pq?rf~@wA+x;IGbas^-elhu6TF$ zfY7wR4B6?|mNzeRZ34rH!j&Zk-VR6dt|HG&)Mtio5MM*&jY?;oBkmQtX1^)%4>PMr zDV+-H+}23_o5H-GE}nBk5rdnTEN?6HeL5ba@c#h99vs)KWW3b(%__d#o5)Zx#{(T} zlkv8frsz{WC)cTAnU=iPiTyF5jUNpjg`-g?C>MJUgWLjjqn5T=_c!s+oy;!{S1cEQ`6(N5-R!uoK zD;iLQsZxY1OH;1!Plv5ML2+=Gg@VGWKwdhWRDLng?6hq~ZS3>2W^hhx7f01D^oEh_ zpK;Lm_e{32)*%*gtV+=gs*DWht#f^-mEL(bNX3cnPHVHg@HVw$r8ccFkIRjB zvV-$u@}Z|$w+Q{+2&Y;YI#lRlC$7aG2)&#d%`NbIsAOS91IH2AM|`|;&z9vssn5X9cHO0kY2 zUsmiobt5<8{{Za;;4gqWT>cvHdPk~wqUBqBW&F~Q&`*6R!D$KS%g%BA)!SVk?D6oI zRMYJL0O4c&O%h&s>%}YfndG}4J*BT3BME>bY-8jAV}-y8!>>klWA%)0!_q(3K&4Sr z_bKRcz8&}juK31J_({GxU!7LzhUj#-n5B)P{{VC%;5kvpr`N4@UO)Je@WnhShY_{`(QKM{4ZWQAm4%qGYBxH1TeD1i#{h2VUs z0NS;Ta1+GZSeNefiqrlX9V-~4r9Zs#Uln{n{i^;VTgyI!p~>N`Es0&YOL=zj_oTQh zA>+CL4{G_tTksdgi>Xc3{L^Yupvm&@7I$Cx2y)-0H^<)?d{6OG>8`wQtjlX=Pwuqc zJ}=zH2TY?n52F@l`d0@QiQ(-)V@K9}sq@5lvH2kVBvy6&_Sev1aBmM3qZq|@QNQDJ z2U0aRyMN+K@Uhrv9~XWicq!%3wW(#)H1_@7)|aXVk|LvxyIszL8En|_ETUkao!dzn@1M;5hS(4uBcM^{ac;K;R8!fJ8IeT;bKR-L6JqXSK z<#FB*53J)%*E~0RHtmPc3V()J9CZHxfR-Qrs_OPoPo5D=y|!r5mFj-ttGelZ(_KDi zwdsGg{{Za`;d`I5+-suoZQBhE5cdVYbY&niQxY6^t7UoHe` zT#VrD#uxRb=;7^tTU)pJ7}d+M9??b%N4BXi#QuPvL->F3XG65sw2eVED^0(-ytbRn z$F_OocL$Nuyfelh3ALXL1E^Uy+pL!*nFq{+)s%Mk75TB@xV|KODA%XfJ`(G*#XL=k zEq+y!MaKeLXWWtj=t0M7{Sx>O`(RUJRGzzd z>FxZhnbtK8OUE84mij1*-0Bhm97)&#g&%+w>wgzM4@gYjC-9Pby!L88Hjf|r59M4} zz{|TRyjdKV_($>`W8cOff&8;x{u-qUka&t)pO53Pn9Mb5Sw=c`r*&u2+h}s0Bk*sC z{4M24ty-8Pn}lqJT;rxxoEqu89pn4Y3|fC?`C@2uxpIE(d!NRAf5YwI>#ZVrW0vY& zh6Eh4vamb7uq)(SIIb=q_eftJfSi6+QHsRF_sFb%9vOBklLJ?p%kJ_$PWx5VJaMTc zZ;YN1Ishx0*ZehqpvtR0K5mS?Dqjt1i=yiA-n#BZ$Y4D>SE6{!Sktw=J}9hC_RdeW zLX)L6P7B>CohVhKDzzo=o?BxZUEM`%D-aog$*$h};q{ELFtxaGAYLZf(g@F^$;dQHfQg{oJ5{K^sUT zgVMcUj+2Z&D;yk(GK;Sta_IG682l&F^j{9%Yg%3G@=0d7DIii0L5={$cuIv~&3Z40 zekypE#Tsn7Jkh~zZ8ki?5IcwmJ91A?pcTPGZ#2=gkjCz*_lOw->PJe;2MW~T{?_## zKkC!1{{RW_va#L#HSkPcG}JEE?q-JC%}~C~Ws7G6o`Z_i_=VujFGjz!(=^#6b&zg# zd>$94OjZYjylHXZdwoWGc!b8}CmlIZagWZK;!Q)u(_Px?n&f^}#OswEf@6V?YV&g{ zl__79=+D!%fTH8;<}x8#OGGh z~Dxxx8y-NXKn7qkG*=1o$$K* zQ}9RpC6U~X+Zp4x+xLPTaDNUf%kN{B)RIB#54Q+k|Px7VFIf7w>uUvGr-$QCK%!{-Ec;}t>e1SE*p0-X$uqdjw0ByvXD z*`A!;wd#6irSN}O(tIiZ00|}4%zK1OD_eoc2ey4hd5XlC$p06I?EL6$2l4rhm>T zlagzbVP`cO)OFtvK8-e+98${|N1Q(% zJ|H ze!ns&P2AVV9~z1O0ED~d?F!fFhr!KH;mx4b?fiO>?wCjRcAhfhXbrq6Pd5=j_G1E9{#1COP6OmUVtKwGKcXOF_VUl30gBxu|mlZyIB_B@kJ zeM7`>-Fas0$7*5^jow)EH*Fq(<2d%Om7^4u(m$bdO0+UeJn>k1E2YxV`9Ems`d7K= z-?T4}bUzP4;rPX@%WV*bDWr_=2nG}!FjKS)bgusZ_NDN)ho);9UcIKr92XbDMV({g zcFntAXz$KF_^*>>;-+%6oO>H!RuetJ(#7H_U35>ULr&uU{{UOmWV^X9b9Z#*n1Pba zeH4F6hUN>KSMqM*k_kV#B9uRo0=)y^X0K(Xd{fe7)Jm*#d5|kN-45tNeKL6bYw6G0 zOG?o%ydfT^akVdPCs7Lw1}eu4zT+RtxvF9mB%s#jSgh;nxcXUlviD?`tEbDz`CGvs z5`0bI1)dEM$0fDF-0;k~P~A5!FhQ*A?OR{*wzzLDl-=K5uvJKxA4OHJS2(Xx_$#Q{ z>Hh!{bg6IHBy41jN#F-)*f01B*~^t4mL`oX94h0fQ(X4@&Qru12EE~nl(g{$gw{_W z+@4?SC54vQpZfWTlFe65Z$2*}2I3i|`&{g#!h zcoJKiw?(+Jb&}b#0m&d0AMXw;;L}c=?ynQh%JC4+uy@8%U7G2kv8(Ia_lvbzHEnKr zFR!i$1+X*60aa800PFy&m)d@#rr>H8vs-TazG@WD(;!v<00`@`_;1A;Zm}@THuI}U z2lsjt_yb>O{8iMv8{#jAmvY=*TTDE^GTGJFA@TC<_w9-$RVT{L@mZ70>(Ro~qj)y^WUw`1Q5!rZ?OHm}2l5R1cj)ZMx{8W)cm7a%wBMS;qsfokW zUee!ry?DMN@a4h{M$UUF8}5sUif8G#b6(x>-^7^Re3f`sc$m&E(OaV|00t{d zMzCE=P>Rux(C7IK{{TwQ#X8#RYdO;9-L^V(Be!bFSxP+1L!zpbpyN+R(A4n;nQx}w z{gwtSp-0{rHI1|mm3HRt=KgO!?n5Kv894r!sAz63Qsh=fbQI%GF{<@C4+|S#?LREi*La4vr2B9DpybJ*!bJ_{J+%i?7SJ^jV3pqZBF)CR^C2ZNmpbr zfCo}buodt>$4?PWt$6n5OpkHX{5p|n8hG8kMZTJX+-*1?>j*Lt>ecsO?FWAP=k0mm zEd)rZ4uc)N{DqDce20?p$vj|ejAZr|@Hc}z4dO3|liO(@4s@HXTUG$ge{lOmaXEI_ z6_|uo*a0me$!vuKXeat-1%Io?2_KiPRa2gNTmBpL6H53m@mIuJY+9b5q0DW0NZL}6 z=LfKnl%9PCD(;hS5yx-tUu+Px<$%MBacE+k$!@`4PV;0ABfYKyfd#jJ5l^AuSG6;1#3*N z=O9HM?J{c#-ki*zWwP2p`Du?hNxT!{5+ZF=!>tKfhTXSFtM+k&kDXX>I_A9t_5tw(ny105 z&kx+U?{rO8XjKpJ$10?tf8S;6mhe}=j}J}pFHOJKb!}H!YZXh_67o>kb(d%?RYpKy z4mkJXoBJF{G(U^~02aI%2-^%AnRwH%5nN9n1L#F(#OYPTsYz{b@;P`uaJ5)cmDTUH zzF(2_Cx~tS&9B}?jyGrX=AiK9#kID#Zf>#V?!nJN#szf#EYj|;{8;wZOS$BUPC9h| z0P9x?b7^s7c=op|wn+FQzmhTddEv2DA1}KZHRYq&{(-{I7>q1wH>-;Lj_2Y6>CJI% zC815&JGNun9V>!dRK#bkblxBEjQZ8P-3bI}4$;PI7b)YbzhezwL{%400f$koJrSLt z-bZ7qL2)q32Kl{*O6`6iUFq}MT1jlk?YRBibjP)M%#gLb&ja;CwEh(KKe>bY*H^7*bKK~caR3zgE&Qv%d@1oC#oi9LZ97MvFSD23wn+D2;~X4h@}ngkHWMM*z`JZ}ZFUQeRmM+&au%>#e{_2YqG zw9%Kdf{jP1_+@%a5n8266yGiTXqU+JpMo9(@c#ggZ?!w05Qd%|JtErzu|URB{IOCG z8+gI3ACCV34*Waecr^W6!?xztCuWLBvdjrk3X!;+agpg>QQ%J->wW{(q|~%xj3KwV>fQ?1mt4|z`I`(^y0R!`|5Iy32JfRsjM|>bum=E-%Za@_}lRN!~PU)Hva&_R_$vIzEc3`B0+aS2)S;N#p!6SlVZVd{?Yk z3+*#XyPny(5+p8FfaB#j=hKRuFEtu!HQ5-|98M~42M5chiGPvb{1fB;r6FJ&X%dVRr05XbvQc@90H^j=BM$GkNidBiKBgXRq~&0P-2q(IV^zVot5;Z>`NeolMww8A1F~FyH%tkjeU}XAmFv+aHsyz^(!Arjcio@qaSyoM{n?p!1_Op{6%qRt(R+iSUle@ zCfmI30|bt7^u=}m02zK7cw@p^b(XE+m}ItDWiZJbJ23mCsT;{7r>-lc8=M;aE->VZsDDSi!i8$Gz;)Q|^?x7udsfk|EcVJ?R3Ir&%i6qSe&Tq?wL}vY z=pF;`o}c1tdx@_mkxVWWBH(aGek*Qjn3=1)y@;nv4Ug{K0SfE8CcfE4&01@v7l`K_C9Q5hCUq(9k zJU(d}Scck5R6Qk1nhBOE(oUgBHP-kO!d8AH7cyN+>-KVhDr245>-khZF!24Rg{dXA znQg5YZ=0HlP?TvZ{S8)QLDzT`{o~MYJ|pRmr!;UwBRNgD;A4vMMdqw5OXcKOb>L46 zSnIxZ#q%)`kf9Xdb6Un#v9%*jySHXFIS@{85|}ilri{?qpCOl7x*#to5k@as+oe_h_;OMXB=<(FK>UPeE0ime$q?f zYYDy%_!8?Ht>k-kdzgHNfi9p`>DrP`F+p!miXsm@E_sY#i5wf#5$a2 z-%5i4yp;n6;g_b^husH)*cc!jemnRV;a|kBj9R4kdM&fglFHKFYIkk25bSq5$us@q zo=6!!)%%`7lF-XA>znUCHq7%HnT>vaofnbA_-Dg+UMSR-#tEUcg+}@A?wm&i5st4T zo`7}(=3|9WNdmt^ei`X4;m?N`Gk6aAPX_oQKY6eC*7*#2mZSjNvr2;v~Ul(i~nHWjUI4 zE`QlozzRLN{OXRJVv*W)=^E@%I8Z$Y(*mSjM&8y-?NZ@_!EXY#eHC{WZ>MjBdLv0g+1?R8bnsS@XXD?GJ}vmat-3ay;Qs*lr*vZ6EH4y$^$AW#46f!iaDM4v zM*_beemDG5)V?qLNYwmecFZlFLk^z_=?$c0h>#4B4nAhb1k$CE%Zidj9~8?@HLHg3dHon(9s?MaN!oo|phvyMwC; z)B4RQM0NeNWzpOl`RE64TkfZrXWvv_6jUZ>~W7}8%RAu8eo z3YamL>)*GfL@`vS@U)Jo!Z7B1_p;L6bawqdN1fSNUTctBXgUq0-TYRti6w^4GR*S7 zEL^T|7w&_O+zRxs4_$ms@KX7@2ZCU>U@_-OZzPj{-%R=ZfEDJRD)?>VpN2X%ove6{ z+WSYk)Z~>`8DV&~#U28dlOyJ1yZ3m=Ro&2v<+R@(c*jVXPhqOu#>?BxB!Ay0BlN1B z4{HlT%^Tr!T6CtqvCS9#-dz_>*Kb4CJVEhqSG~SyymR53Cb$F_Wr^)>fgFM*2XOpB ztjqmdNAdNmKsWyYX~LVJmQucJg&*qOhBxtyHwUeB`WMAb2gjDn;g5<|@s^Q-!>LB0 z9wXByZZZD=p!*KB=N}L}1*!Zt*CH{?=UcfFTinOc;{<*qkHZy(DiDmhIeBEZw#Tbe z8C%%Oy*aA19+J9T%h&Yieyx7R{{SDaJ|*~iZvc3{e>-2$VqY$2`}a132pRoeGlg^9 z6+L$v*!aER@!?+)jdM*>mb#HGgy@qGygjqjSLIK`pNKbq3VtqV{yeqH#T3!YaEZW@ z+Hr}O9XUd9Isyl!e)9OwNU`x}h2^yl9VLuS3$IM$axlkl>0Oj-eOjuVc6|@bxSuAc zkE1#bYaPBv$UYO&A=kCohOSG(ptA$trU9>~E$#HJGS#EBw~82o{{RRJ&{xk8X}4Mw z>QLd=q5l9qs@3+pt6oF)dFLe?s2o?LilZvk6Hdtdw+V=$fQ+fCe(}m|5?xBjK2qe5 z&b73=h^?=qYoGOb=i0k34R}D`#rB($RS!YZxvvyxl4#e)9;n}R*IKI?zh;a*g-Udl zc}GL7@eTHp+HaE!qqE~~E6Vi}B2nd@wWn`jL@O(>!LM3x4CoiSAC_Z9J2D(~%_mkk zc9R`SQ^m=&lCn8}gnl*9d_8w}X|BwchUagWG@oIUHvd=a>3O^UQ1W1tbq~R`fk8BdXflO#V_yBC8S94{G!&QH*Exl=>Vv zoOOBN)(4eYJ<4<23w8=e>O9BBSQzz0v)X;in5nEWj%D;+07^D=n4#5je=jc3%#4 zT{A-QRlcLDoIt9}oOH|x|Gr&-qFN~$KC2pd2XX){hz5^*!A)x zG3V)Ai+iK)UN;Sxy7^>Vx>kSi4zJ?gucUa3#0h_-VU=Ur%my-hSD1r{HjhfxXtFwH zyAKR}HrBjVWY^Y@95AUW3-=?_6|8qUsLuAP znBh0)^6Ap8d{)u?Ev0MGp9#EPM3H6EC*Bo@#*Jv&t?o z1}eTCj#YqlF^e*%S@N~;^dMzVC*|v1r^8)GOtA4Xom*f=jH;LD8;aD^{uk@|o`9O= zzm?@WZ&W7?N9A6B_AnWiP70h+FM2meM5o3Vh}) zW80;9yJv3|Ka#Pp$-u8kgW+Decj0yMG;bMJkIWH&7T@L4r8Jd`rCSe`P^U)`Qr#8I z--hz|Ep<7^jRZSlA$3yNVh6S>gGk2&_N^qHl#!M$tsKh_R||!&X)PO$>7J|O{VPGz zyhkObg@FR1lB(N+vCes~9o4Rp<}pLjPI5k#)XEwSEv`Ws<8K`L8sH>-&6@SHyf3tW zSf1Sv<_{J)&QxI@8lgUC8*@IS3`R-qT{nrm2jYJVX_i{1w`=44!@F*{e_`BmO1@XnmAKXLwSJ}4b_m%Od#!vYku0PyQ0MXnz^#Hm#=kvc+|8FDSQA5fkIK@r|b*qZRY!qp8WP>sMFhKYMvIN+VyG zjGlu7oL9)wlXp_s{({PBFySX6jESzOeXt`!;F5C-9}Gi2O;a z+(9M$LTF&M2%!UZqd7k5%+imxP|fB-)VZS|(3 zr#i!bZ8fW~$XSt)k?a@_DjH9r?cw617)HIh?7yUaIq=)|cF{a(;TvxgYP!YDGTwQf zR93+PphqdreI&5PK)?gZrwT~o14yT7LnX9K{%IgY zf<}#E*u{D&9P!`subXeQ-A_#jbsI_TgoEWW#>fxTAXiV|--wk1{uO3?-RvRnF(afr2D_6Z2_IrG` zRxn|)x3_UB@ZPockHFu9o(=Kmhps$9uQc*c4bwpoj#7&r#a0Icsmbq=(~9}mSMXPj zG%FwNEn`Q#w6^agk&vT24ElaGPek!=io7`tmih*(bz>CGx#NY(sXPqh*8>#2n%bmv z>~v=IYi3wZOrpAsue$uSKG~N{mrs^mCgUaT+@^h0bU%oxf^8TT=?siPiRF;(;j1M;fq3$RrLlfVMF zs^TF!H0eT}oO<^>>^%yUs!pWmbozE1vbv87SlHg`B`;7oRmfA*HIa3uYBrYt0BX3m zks=t&5r8vT;^C3}$caGI2HRrV-|CYz?Y7RN6ZLJ%{6;ouK~MTAzq*ep#aM z_12>Ue|B4a9)B%|y1ZbIrBnThu9HF0JaMnvz^|yE?8`_b3A#mwNu1mOKqM}}8M-gX z3Fs^OZiQ}4JZ8Henc_JV+^X!48~9uMQG8zbUE*aL)~9`|SuDXXwB1Tak+7!@5XwtM zAm^tU`@o9y&)U1;=9A%H7I=T-FT)mFO+Upp{{Y(12)<7);uT5SL>R({Mpp};y|`cu z3h94quM25DEzqsLCirr~D6h1enY8V4cz|CsZilp&h>~Etc zpqZ1yz95@Qh1-&2dpRZ_Km?&c>4aM8!a_KRDO&N8GWygNs#565yg{SGsOoyc$+8GM zWuRJXkw^Rp+$K2VAdqWY_C~*Ln*RWYOsj ziXZnB^4ZABy(;rTMmfuLhwF&Y(1lEZp9ayX^4%&KLX5 z*%$q$!u!{Pc)@kw+5^OY@Tfi(4>HOUBJn1;pEaZqd5I~vicXTTc$A!Ddm@FzVc7bY zg?uyPFON3sX{71W{66?*`P~#DVbt|yJOd#B`Eju8$;jwf9FMbnBjCRb_!C06@YjT_ zA=9ialmv?(*r`65U66p=goV_*Tjp zn$9GK-rh+}5rjY#4eF9@00I0p;kxIG+VJfa2F}Yebk@gT-aoLAXgb&e=f&T!rgx0zy zmv!SEW)BkR_OfaE)`2pqHx|+=Z+MbYSc`DM3aStr1dzEP^v;bsaQBF%I*)ViNBM>; z=5LJtJ$eKNTe4fgIeDZb6%F4gxH=epje zHJwsjNJZp{F@+~R20K=#jIRFx;-kBVvg{xD=&b($4Om<1y1aImB&=MDgOX>^*A4PR&<@R37%1L@5c{{TC1+6Fot^v6OEBc?0h zuZ#Zx4t*(#wPQ&@66oYxV=GNXc}O(wsuk~~)7n_&ywSLvsK_3a;8@OGQ1X-^v4t+F9Of#sA? z83^sS7{z?!@lW8FhqMn2T=<{Ea!VK40<*y*Z&p%5{G{?Rob^7Kuaz5gXm*mI^#hF5 zN)gPV%}LtDVKJDV8N|w-BAS;nJD(q4SYPJe)B0De zd>Qz4ru;{`)c*jr?&i0LPe_i~HilyaH^;mr=Z)@+P^tGNp)*|;$2Smz~n6VP=0tJS^| zd^?ZgCZ&57<=a}?*hd@5<$=A7g@6M*05+WPeKA?l!>kuIY0E>m8=F_peU1)=B&5Hu zk>=0JdwW;uUxTL6Kj9Rxn?&-Wun;LgxB*5v&$vB(>*SA#zXS{v7Xq zCSK_ppO1BG-4WJHStc7^xA#h!`s_h!{!~=87KW+y4NDU5{uUF3@iLGLmVRQAp2h5n)0%1GgJ+JC926>sxD>En$viWhok| z$nFL!fcR%TPc0jcV>qM^1?xzJsdW=r_M?vp6MoussO(6;D~z?)7`4cX=UpZU>(}cS4$*#B%%AH?F)P;tM+isa#r=gf8RA$R6XhRq*z| zsrYWnCjnhZ$T;YK3in-8$37Og(q@TnM21L;1PV#%^y0pAPCqK^#6lFNl?mNg z^RmkIarCE8A4bd2xvJ_{`nAJeUrJ<^fad^o>@kXK=-S*68@VkfSU}G5gbaRNDyVXf ztN`HW2EK{9_<`Yzj}J1@CcGSaDgq|i4T=qJdd@-+CSR3oBR!Ed&la2?{tLU2b{)02iV&O!X z-lSw4SF`H=I`GuGMA6&L=e)6%R0>B?j{Pg=*y55`SdmF~I0`wgynPBdYLWV#OX>GB z#>?>)G1R9Vbvq+*W4qS%4>6AUt{n{L+^GM_~pCpYTsXn=&&c=Bg0%1O7eWIQ9Pk zSVwFneXj##ywzSNy43k@B+Qjh_DnnXS7YZBe*XX;z98!V02ux#%FuXr#!oIQMPrsk z<{LP%&;iVZV3K&jY>%q^EuiZk5dO_+;#fbj{67Mzwea<)?x9$R+&5csyCbB00l+?$ z;eH3xygvfl*(KaVO7Of$*HgDKz3iO%aj5?QSlhWc^aGA7>Nxyg;ol7CNqKue*}m3D zRCZsqO(rtM{{Y&?GCt}I4h4F=L7HMEKV?EMvhrW%dl`0DOACieHgfCzc^>_w$)o7D zvFSQoQ9~3UDnkOQB4e;s01Do@)JjCLf;T@vE9cJx_@TU5?W$PCDZe1C`0#+=(j$VmtVKFiVY^&!MVI`sgA0P^GN=|S3iygc&CiMA{F>8;*S_b#9F<> z*jNGA$XNxN{%^g9v9F(E@ut7wKY}`!#Sa+Ej}Z8wJgW%L9!0#T5hQEa6$VdIF--XR zsGSGHUl0Bh*t&;#t$fjt24eEppH0#o$35%oFx2Wwq-f8*wA#4%EqrOA#jEP0{v;Y)iySs%g}b^? z9p#+=02FA=gie|3(+4B=wDBZ&{tfWes6RY5vfMiRPlQj=TE3|Lk~HtJ`~&dw& z%zxlhzCTP?xlZ+P)cKZ|{R}H7mf@V^q^J2^{{WHncAaAloC^#{5fA{Xpa1~u0OGbn z`czRa0IO?V^r=QF$I4DucVl+bNFJ3f6|W-fMb2x)ei!in0E={cj}Q2k${j+&?KVpU z${84aI}y|o$UKVtUHz)RWh;+@@~@0M9%a1nwbYv!Kg}hSjDA#e{86_=bKm7W;Gf)l zS3BaL4Cy{G@YbW@U2-8cj;C(+(;*+i;~5^~sPrIKxOqBK(_n7r^NryT4BB|k8FX6^ zVAhcyTRwhEt&6##ApOZUf>4eQHj$DIcit4%pT@oqzVHsOm$@H61=^l1Ds9-D6vYl49`;{h>Vv?lpuWzhUO zr3CBOb*FA!j$Y4Mxzos4-{tJM;^C2E3>-QY!02|<1WLXt~ZVQz{OWR_Z00HXh?#? zOG~-fy5s@UvOGnnKASvp$MS)KgnEkYtnKbC)Jj)|=CeFdzuJNeYZcz$^yymR>dDo! z_)M`hVeB22r&n$9w$|TG5Stkq?NeyvY$Ob4*YvLt)BO4MYmXLR;mlGQ06)bmACwPa z*19OX5v{8UZjmF5f3ykwg(rw1hQ`_*E+63=-|Bi*V`@{w(rSk6`#%h_j873~v|)~4 zyQ8k%wmHkaM)y;g&wU}0zaT#f*VMc#;teBBk5<%e9vf*fhdA%kBeh}M{^sH-dW2wc z^sl8pBY4}x8sCAXvb4AlG^m?n#~_Rzp4Ib>uBY}EWsR?cuZF|nDP9tGeoN$dSBLyv zu6Su44Ki)8$afSYBPOvfE+xFVlJ0YvCT+}p%~eNGgdWuE8-=&Ox0+s2BvQlJQ_*aX zU16zGa<5JaN&Y37t#0k(63q+7r=exQ{41-_J}2sa6VhKww6%^<%vduq8*}(quY5r9 zw}f>s3B84!sWh&uu~c#hua<6@G)He^PUn}GNoQDVW;lLZJ)f7{OLeN=Yj@ILUodH9 zIXLJ&g+(ALIj-yBW{qX6c#$o&7}iLF6S2A)^e>D)9q{&-V{JB<1aQa>4$kB0QSB2o ztDDfn<6)LY8?Kupjne)w>iQ>#qwxAzMK_eC7E;7<+l*J38_Dinrga;bKN+(tI^-6{Na4K$7PKLxGX+itx3B;S`H0(s(^R4~PDcuZ+>c!tUyZy#c50Fx&G4}WU(?}^%Pf-GmX{{Vzt zVpbseo>OjI05Mv=$3`PEjSO8p4p6PSwQ5trkF2_Slp!<_hs z@LO2$E|DI*E>iZ}A#Mt;-zkqy=PFMC{Wz}>lgr2*abIUngeuZhsXHWp5Mr^Ix;dQj z*@ZjQmD^HX&COW^PkB70IqwE&-`~4N@4rItyZ*-N#~B<-3!Sh1Vvt? zo&Xi-zAyM|;?D+YcG|AJZjr-q-e1V!incNpvBq#aWLI}QXTe_NXhg#B}X{t99OGp zU$WoAS#;RV^jEhsNSX6Z+@Oq(+X}BAO8BeCzYnx;1$f(3@YS@ET)}A~m>xs(?PLwf z802Rkg?xk}lw4G`KX0p!qr{P(S3>c!{Ex2x0BY+!22{~5$|v@Kc^7hU#xMp!$50M2 zpTfQ|bWk$1w$VijtVxlMJKx^}y&C!1>91Zv z9lSCa(FAT&l9*z6_53Tzek=F~M({6;WzqCkcC~1dR9RbdChX;N+zfG2>M1?Wmz-fU zD%G->Z)TpKCu8bwjvo-d9c%vp4Q_31Z|!gAy4Y=25*@<=4(>Tz4!OstwR|S0im?@> zSpfz(udaRyd=l_?h`cDCEAeD4e)n%8!w&aEjU#fOz(z?UK7zFNl5bO*j4-?>fW1jM zMZf7Ul0H+>HG!e)Hd?d7Cre4=n8bgKAqN%rZ^WOAe+%``g_oNzE$>r-K9%zi#~+897lC|L9ln8-w7Y~zu(2)WkZ?dJoF3KV0w|a6;;xlxK{SnV z8CDmFKCPN5IH>Bne1;^L0AjcNH{x603hTCd{eV*~oPt2D(Dozo2Nm>(z|Vu867g4u z8^t~-i0TGO-WYAevLXo1GQmhBlk3JS&b~PK4?^&7i_+i2v3;J_=GkTPcQXZGNI2X{ z0P)35-*c`R_7540sgk7cW}j_0U(!9h;t$9F00MZQ;oaVsW#={h{2pJ~%xpF>1FK_h z7u&6TR=6E%MuZ^9ud#jt{21^Tio7JAEb&#p_NBzrNQn!(2%=b+t~MzFiNiuX$m zH$*ypy!ICH0VHb5>ODX;`G*tS%T@$!!c`5LvnowsB2;-f9aRl#E8 z1oTqWoLvfdx?foG(D^U+qwxO#llwsUV^JR}_?JV!(4%Z{ZYH;y+8}$i`Xbt#5}`z?5TM7vO{;y)DLYS9ti+Q!)}ACFS|usy4a z@Hgz=@sG!TBZEha!`HfcGk*H+{uj4`6dhTaz|KFqxhJr#PueHM{u{gTJ(qzz4LG{c zyd$SYqgl+D3pA0P_cuIonIz6g;jxjyuKX;1t4ou%#!;hp7)M`1T{_|QJKZ({Hw$;u zjxnG0u&iRczk?nf&^$x&J6Z5%yo%Dxt!eYc0|AFyc_cCoy~Y>N&-Hz7~|{QnIA>R{7}9wa-;LcnTCIwcqa3^hfjoV{IL!s$0Y`s4xXz01ESe zhF=rBAMszqF?g53_iJ$x08I}`V0>hxiP(?G_Ts%HR)PajWC)$$&-`vd;Z+O5H!$_-CSQ~v-g?Jmht^!q~0e_H!e zn?jtS@Ufo}X@9U6z->0+XPE03!GD5#rBy!Pxr#RDrv|>t(zKmFMAGeaZ6*b_v$2IO z?cq)pBaK3$k6@q*)1sHOoW3R&6N>ys{jWSP7N`44YmvN$6LfUUU=O(^utNU;gCG_A zd0&)&w#JA3o$;qf*P~n=TSr*bfybF;a3o{+M_rf(qdiVcWSnU^N1^3@1pS;2nh%O~ zeMUJg>@DV;MwZbW>_SFNfx+lMhmP268$72=Q#Zae9 z4HZj6=D0H*ipKkD__uv*y%E-UmeS_)#Mkm$#?Aw;-5LH7S$1qYDzV# z^4WDY#^S%T>Brbpy7D|m&f-fs*5VVj*P#`sd#he*rA5?*_Vg7`RQo^ngzanosJSbT zO3#dd;Mbjbd6~oKnzY#^JjaF?o?JUZM^V$~??L7|dxW~UrtEOGqTI>2<-lC!G;JkuK)Qp1~ z$fbrmjCQZov^F}8j^VO;% zXw`vWN4T!ngQXYsn`(Jd&FlSF`!!GZXG?A1pBQSIfA)@_q+U&IS1TgK*kS6taz2&P z{3H0855p}|{{Z_=&RdI1^^GMEk*8nb?;xp3H+5Sx@#1XydSzZvOz_ zbUS~Ee;t#?+C%trK(dz3%5A3NTaCVB1v%KNg@TNM&V8^e#;p7+;$3FI>Kaa$cXMnq zJlLUjQ;$LiKZRyl!2!C2U4N+FzF;5R$j|9tsycLbaachfo+C?SjYLZr0Rn-*P&fk~ zl(99TmL&=iG0L!$;#&19V=CFjE{EqQ!e5B1@YlpQH<#A3+}T~kBAp??btrO-17I9- zF_G8X2hjc}d~UY!){1;Rp;*mnYa=7eCC0$*w~(P!umdplre9K7gB5C9P^lIR+$G8>L@YH6OF524Xmsd2z;i=Cl zg->$!*y^;80{FvT)6Su!=~pw`a#lc?RvkV}<9GZ9x}St!5Ntjhc$W1%M3Tj8cN)Pd zR3)N#nBcN?$0QH|Bh%CG%{pr->|mcxbT-Wzn7q7g*^ifQIL10x=g-GGTQTuJRQn!2 zVGB53fs9L^&#iG`aX($0u=OKlW825&5XdRf%y89jEBSW(j>F?O#yua$8f<i#)09>d0@46 z4?L3qtou$vs)BGcjFah%SD$=9iqLrXTU$&R{@Eeprb+p~T-FVZt*n>!t9kzb9{zH9 zgVi?-{*~15wC3ZAYg--_T;9GGobrfGa$d(}@Xx|Jq(WaB>Jj-iMLdgb+!+|3ya)Gv z`}VI#oG;I|y%WZF_7iEAdNz{DGwxhP4hU6IfIeQF;{)5;xcjdUYu0xE0BO6kc;g*U z2OnH?ujXG8aWci`&S_~BzDM<^hS(}uc2Q23GWVXIX7_^p8K!uO-b<}YX+B5VB8-LO z9nLEU#~v2bG#yo7u`lJkVX)^oIqgtsTHd9h%F=1_Z1V;ka0oc*#Z=U9wHOO*}AJBgqVN(Bq2X#htRpxMX6q@3k#YT)0Uu zC3}fa%A*7F00CC-d^4}<_P=bsvyv!r%N%j_$4Z$(btNg%j-Qb5l9n2jDB|iabF%OU zg7kfBO>I|DSDl1~1bN!HUY#*q_mA{#H%iu)9Xc;2GZK=X{MIg);!STrR)CS(7qJ#wXTqu4yUQM(e9)Dx}Desf~HT9e=kV>^zJWMrPCVc+@5ax<$Q^U*M@-F;y z{iM7<@XJrs^zRN_L3ORzMYd)?G*;H~4QA{h;yZ#oOn$(Ua!4hT>w4a!)6ccPbxYmhFzU!9T%o7g@*WPVhogoHLap z{{S7uRJ!oh^p`1d;_XeZRTL&7og|k7qOX|UJpdJkDln}NXF{hf`mOEd*!O8=`Hd+m zn3^w5ucAJL@u%%bBDPHvz&3zK3JBwruE^8@wM1}%_f&ABisk$b;6}XElj4uZThAj+ zh>21Qqx;K(IaTudga;oW9Q4L3negU;;!Ac*j{*31>`o8-gmozqomUv#p~50#JylJ0 z_8uA2u5X0?BfXQxz9VhII~X4}u#j=ONkQ5aW2eeJtHt`R8v{+#!uz+~?=SL?tNV{e zog79gqLw9HEtb*$05|s(J|X-@)P6B|_eQyr-dkS}T3tsKtSq@KyO(*|GnQZgz{pX7 z?^`}3*X_J>`$8RF@@#279#HKguF$dCuIw=9tmkOQsH^(Ur=)xyvVCIyNVOjrUqWNI zjX?6Okc@nYKIj?1Jx{ka=RXegvvm}fmq!*pVqNOj4fkX*<)ec?-5p!h{RL}=jVV(0 zlw)Wl;~$>we_EYT!OD2JVIi#ByYfqA`uZJL$6pd$-e_8P_KN{`sA6v`yfB3VII-IU zmLK0OU$6fF1UxxEg}xGaTSB~y!*Oq=+xgMARF%*?ihaWqUxa=m)OM@g`)k7`Z}^!5c+-+_i^{JVkE>>TuSO2e_F}qa-TjKj2uenl*p;D3`(uMtJnS z8(O{F_gJJ6A^hbm2mA-{tyUggh0KqP{{U%?3JX8l<5sf(Bp0_fH!tWB;f6_D^Hw$F z9s>UWim&55TBIxckG0KueWQ@3ssuhV(j5N)1)S=?jELXTzdM>a9{wM+ zpPF(cB>w=mb6;xy#P>r&_|L0&enJ#q=~Ap?`_B}S$N>KUfCi|sIXsA+FM{CQt1z|GklV6JKY z74RmJt!XDv)C&owCmT*S*Io|4B_-_-$8)T;;&U0{@T=b6%Vc?;n*cXK$i8U;+o8|z z9E|%4>vg>+NrOlikPVXYTrRz(UwCg=lEUDh-JGL#Wjzf=cdcDr#E{O}R2&NGl@~V} zka`|0YsQQxLbW?JpeQmOt5@Q;SjxPd=?xtxrw4)13Ls z@&ka~ja}21CsH{j2u8byy3T@KLeVtc(GXu40=&LKA!8>(eJXh_ww<}JPSEt768B13 zWdN}pp82h4!Z=lNzI@K2r3RIe=Q@4-)^mNP;futBkl&!Fd?li%jrIG5zLAjv`LDOH zu&NsTv5SchS-h4;sLtKokU&*4o>>K4(7Lng*Ta0vS1yxdiPX;HYXkLr&NxI(^7 zkj`*c#8lVQvL^ACgKy!@bLQ@o0SWv2ioDZ-6 z09v!!-si{@n4Co2A8Fh89+kyr(fY;@+ESrTIJfWFTyFryUMK{3|oX z-X)*KddupwMj;HLQ3p6t?@P+Z1b?(YwIt;K0NL%L(|^q6e6_B(!ru>dj~83bcc&QE zI9qAndYosB3gn-107{SuC&O-cILG)QNuTv zSO63j$=6dv00ZAUR<5m610c?qnh5=yg@IB^;vaUVi5V50Rhec z_rR>OxTtT)(+;HJ8R8P>vD0{O;eUy|S76$fnjuJ3l?GPEap{0-l+-j^?Hf>&PSjJ& zniGNt^sh?ruf+{R!a7;fA+$;3+{~o5+-LBvFILvCJVmL?s$QzBlVgSG0PR{wYaDnw znTy5Ljw&nI{hJt`S;cxTneeY!)jU2tK$6CY>Rlr_$phcDaT8m~2vZ`Fo|zc0MAN=0 z>e_#XXrsIHhW+fI`Fn7<&+zpX;6D>1 z(&O>=s}7AcGuyPHMQ9j0Wz;hauN*db?O#EY&{W%mmaP6L@gs=wTti)BIqgO+(U0o> z-qAE5#{f%t!#QrN3vN33x+XhW`Hm zTDOMw`r2hwj^GAFg_k>mAD1NLXB=aS_3O@_2A@1uhrrVI`L-!WwNH8Ven-vL_xCzw z+!}?M3pKQfEM$z0$U`q5QC_#>&yD)W#61SvLA%qSvJpzNNhEGtdn%RS5H^l|O>#dI zqS9mW=CN;~h?dqnf)QcH!NAB|a4>VyxE3V<#cS;0UNOWpW$o(WJ+2m%w0b`~8aD0E zrF@z3z@PX_6L)AA`I`M(_!A$(>HHfk8vIr#QxiFy-UQ#X_%@dQ9C~y$`H}ld*xA|q zM0ji%G#halUYkMV72;xXzTPvX%WhNaxKl3rt~Ql_XrDY@i*>f=|Io+qAH~lZ{4kbF zA2v-}Ne)=r+&9dF{+Yk<{V|H?(#OW17yMPJ>pB*lCH=(CvPvV`s}d22)tQQ@;A7tg zv3x`JbrU=XBb;Kshy9W~Y2lv_F1@1bch>e&+{py6dG4`^HmOz$TOBy!zE%*Xz2o=% zaKeG4NcFCyF%bEWXp9DVVD(ZR!C+MnLUejo?p>{x$F|f@q(+ z)b#jNtPxy%uL$g`AnJp#AmDH?E8ah7uN8PJT<~-{eV(Ijb$cDsOA12jfh4b+g37!BLRRj1` zfA#8pd%!+4@U^1fYr0(4w(WuD95Rgb2Vpq&&2=9Gyj`LAQ{o-9--sqlduxa!xAUa? zv9oR3SoR!aKK_;U_r&iW{63Sw+MT85t!Z*Dt=c%@ibau~vGVN;o^y|-V<{+msT{eU zd0Q>V(#!CaFHc4KX>P~HUIO^B;-7~COD!+Uy0Dqcn`!febJe3G?&rAZeJhsLwXJK$ zn)I5T(0jY<=>Q25^XRIoJpjP2URk#R>@i($!+#aqct6KFPl$B|Ep2T#?{UdgbtqU5 z_Cd{U?4b{O$GwTd;qboK8HJ?1t6e(z8(Oc!?;Ln;$ZDG2lRd4k8IgjJx#_!UJAWKj z*MYt-c*Eh;EvIR19o2)mac^)55tiy>VakKtay!@DUNHE9@cei}>i+LhwY#&qw`Ej~ z)y$iQHmZ(EugsTpJVrPjGtV8V@LQBK)jksZNzn9{*EM|-Xe}dM&fBAMtLn;(SON6nsQ3@W@c2K* znpcSK(8+IUK4n$wv6P`8djnsi{wer};HysuO|D6Q1;wQBpDANyV=m!euQ;xPDJzYd)@Z}PIX$LA-6z94wZz=BBpFQ^-6r)}~?$g)OTrr@j&4mjf# z4yUg8o5y;@cN(=<6d&~_DnLDv5O;UCwu{cCRT zv0TMI-kI{)9924Sin>SC&V?E>o-TzY?Jd2v^gT0D_#g34PSf90yU|!f8W(+%#O?qe z+*T*@uQ$@Q{{RqZA%=yi-dHP~vfIxjYEQbW0h;{{)W2xIgz@NYe+H;7WoW)zSka8T zvG+>j3+c`Uer;Xdq_asg0GpVQzJQ$KoYgqHQ+GU08_e;!tva#I@aZMDyJY@PvDoPL zzAE^G;uv(8W|vabZn6;FOwGcA$1Nc^01n@PudciW@WaKP0MagozcezVxR5L?%&FT0 zAbVHF{{RoXVgCRKZ;Z6h67AfUlV(L7Ol%4`9{WkfevIqi6MPSQ;fK4^wM%=Sw8x0j zHyg<#rrw~A`5afy@eW^07lNv)J87rL^0>PbkA-?TJS`>cUAA3+L!LU7)G>&mm6dcgrEb83UlrWmryi7(}+f$T9pQHP-lU>MbKyj_&^e_fdsqCkKp< zIIqMo^b@NJRpsv9-iZ0?@%p?b>Brw)3m1L})vRqE_GXK0N?C%FoDaZOAk^<7j6)3W zs5&Sl56Zm{#9lJf=F?`g)3Y>_Axw}|C?l^Reih_Vx0vEI`I!Fz2;|qHoMEtZYpQu{ z+@oWUE%w-mIb&n#q15PlOxoSw*x@UzoOREbD&)?Wwull=- zeEh2Fa*WYuV*)rlfB_Zy_2Emot#8ayH}0kw$6(#D^`?AZ_)FoRjQ$Ou!hR!PE&l-4 zS>7UpCA7eB>(e8%Egf-^4E&c!tqz zHBClGx9DO(v7=+5Wk8{b^=z8^d}7C9U8zbji|g0!wT-g57_0QRQ!&K9+wQKD&QoGVMG_r#3+DmB{ zZqp%9CWMAr6^BJ^e5WI*HS(W_^johHYc{$yr~1p80&d1akK$wOtCD?%eQoa%>Hl$ZJ$r1p(0EvZAH~?U9E7Qub(8JCYW8Ysh<~X}Dt&5>w6BlVE zrM5|IzT@3m-^F@gi_ed~9t&R#__kw9TYjNUQzH2P@kk zfJhmyd9R9`Z0vrLhJj9^lWi!)gJyl^six`MMxk>Jw*D8*bxi#-MSLaud5;T^0_hsm zn#H}Jh;+N5E}d(YX>MVhh~^5Tkf06QvA5;h)Qa!#KVq+h+V6>P{8i(7-DkvCck(oZ zUfqxvKXfUGM%Y2Zg4h57iu}vcJ`d|2Ao1+J9=slImEr5jte*IiOz9klVvLiImjD64 zuU`d#omz=gJlw|_OASU z8$Jg3Tj9S8+@ixKm!(_9aI4eJScjT_7bMr_=fzu8@t4H!hMx-Ik9EAa@y&A-eLRPi zP~-i`0_dHDbaP#`5x%`X1CGf$~Adcl_^Hq-CnEF>T zuU%h@JW&R-ZymL)Y^tremdD|YR~rO3bN>LThDRQ%gpcJ@kEcOmB(QqJps*6E@akB- z8P|AsKwW+0R+q{V0C*YBfBjWIh7G}oEA_EbYd~_ayy$Uq)=a#utcCFKY_+!thJZi>Tn*H9Mhan_uYY?8= zX%&ZHa4;*H@IS%N4*1^M_gU61u7sazc*4TSssVxR+%c;I?hp2Ol_64_~A z*w)&W)K)|lFf6PS2dd*e52s4@kBwgxG(R2H5ce4N#AU`%b^#ivR zz|HWJ;y?Cp_NVqV-cH^4%6XXo0Iqwt{us}-e(Q&l_G#j6bMQRV2?va-vV`3=+Wocp z9e=_90E8NE#4R@WTh^~T8HZ zs~oYOwR?a z>#Whvh|Uq!c96<|w<8$9?ag-Lm+srcEqsp;B&SMv%5?KT;rZ>hhez={;H8&?JUu6f z^n1ytirk{f6yZt3kf4T8y~yJg;9==KFZ{HI z7j)y@REp08cpAqQycP?#qZi;P;2zCj78Gb7GM^*53&xZUxc$e2V#TAS>D;g^YB(^cz z01sbk=cw@u5}_Z5@UiP*@VQK~XI8zvt)H#>euv5SekJi9lWw+pUa5I&03`Wv%;>!J z;Ybzg9|!&!TKq#gh32VwCAGDis*x7oG2Pd9EWqFoq0W0^ysqEF{vp($Yt1)IySagS z$rLg&@$RZcdauDBiCQPN;g1T)Z$8xMW|+qDtZIxL03B44 zNF4?-n(&P`!Co)dtp5PCG>s%gud>_Osu`rl=4O*SKpYR@IX_M-viObgojePruB~l$*H-1WzV!gF z93BthSRV+!B3S$})ipgg#Majcmqs;WtMf$hZWv_X;Dg(yI(l~h02RJ5cxT1_8JEL; z97(2<;HmSSHY$K~z&w-NpseRt5gO~2d!L1kp@GS#luC7-u^&6%wT?64)N7)_Z>vCx z8c96nT;!9`XVZ?=@A{v_OKYty?P0fLB#E@{BLciwu z2K!1n)~OJ>o#b^@epMAt0Nc=>I^w+yJga7vl{V6Lvg~6DSbiU&D!RMa^9?5OY4`Tm ztTG{yUmrtW@2UJo@VvTv1$LasyL_O8cIa|3UUl&sOVjl2b~yCtQUz#1Du4l;p2E0) zC6rWC#@4_(*jjCCqxls)9Sqtuv6H&c%br}ZeuJ>B?+N&Xcz;)qQDxs4`CJaTK9%d9 z5b(E#Z!~B%C$x@PpCQ@)Z<$UG0pN76KlqWN+G*On64*qLr14;?00vO?!1f}ymS0y3 zLKyq5mK<{`ILeaCxnEWHA3{NLnw(bm;1xnQfZQArUx9xgynl7^OXAMA;w5%?B)K-$ zN!e}S{oGqe`&cYTsju6=5qN-jSK!vI;+c3levdTE{_@0jkHp|t;0K0pt@OL8d_!_o z<+H;<6AbT}zUe;6%O9W}>-J6=i>XKJbKRtVbzU)bl?Lq;?dXx{RvIUVyaQ<-r{bgM zYAypsWSHDI$lsBK`rw~IT>iE3Tg4iLe`3>Q8eN`qYC%@hN&Hq(Yy(y!K5UI z1))G(`f-eB^RF?|PP1~$5YtlV`k01)Fa>&!o8bL@?f%)QO>d!E55CBuTOVHDoommQ zT}EHTk2kB+?moK;vmAUs*`dh4yAEH)=#E1~@ZPPf>uYtZmb%m@ZQCR}{IUN4Jtg{o z3VwWWdVd#d;utOd8+a}@xwx893;6)M%PWusXa_9Jah!EH1A&Uj*SvM5=vET=Z@~He z?nL**Vc*zipXKdeXa2{ZvnG$?PY7ImQt_OUnYBo6Z1kjo{I<774Fs1#zvr*s5%5(< z&4NhVa)bUQU6#n>#^#hVsuIic$9j_Z=fC~C7x}-qwcyVYd?o#kd^;YO;z;DwJbS3y z#Wt%AxL13ip5TP-`cY!xw`-)dLI>HR7&E9aqR;KRWTB zkKeLijlLOLU3k9U=6@7vvNri|c{9P^HxcEF1OEU$6ySFQBD?Pac$45JvGAJ9!*(~e z-Vwe?$M)3nfVWc15)!*}#mo}6;Uq^RX~xm=*QG|CImY+7`Q9qL;MJG>1FrCwjelgn zk6M&k4~hI69)qr3J|ak0%M&^1vCU{A+~=@xGI$xUuRaNW%|8$R3+wuaihLtBpl8%= z{>so@O0N`X961OADJLp9VsJWF=QoJF7omJYyR^Ign>1}w_r!Wd#4mBH>9*$6N|};B zF=a)Rr`cxQ0TJLRISNSHYxYmWEv!wT*j#vu1h&-WwT15?jP6M83}ekjBOt1_K*thjIhpOsFnny)ke~&cXTUqdCucPQXkK$C&pX<0E70LJen_swTqt>c!TXG;!Skgt+{rP{`qE;cIo%$aAFAu z_>N6|9ZVlD#M$OU87a$_nd=|7?Al!a02DNBM%=Byyzty67GJxx+)Bvn>y;+FYf3|> ze$N_}^k07N>0)oAy65zaSBiMASn+`$)kgq_?$(OfOR##v6D12S1n6y^rCaiYM^4siFK>)4_RsF?5mYQ7_(WNr8=+eNmZx zjw{Zu*73BhKg2MD1>TUuPrMlBHca_U!_k*2azBKM>ogdrp5?qt;7C?!Jf>YwN9(>K zKYA59$qNofK4km>s;ey%{=EyKO(!~iB$l3C8uO0LdY`xY&V}Ls0EzwzjyR@Uiwo#d zds~?O7zRgE{(URWJR^7FpNG>Q4ET`@)}Qk0cZ0RZKnd)9tKrYt`}VZcJ`y?bXNZN( z=Y-^P_Kl7AHU+-)WN;*mA50$LbGE-sydUu^;ittr7JminRywk><={phYLE8ed^-Lr zE1#Zpqh}k$_&nnyQ?KnIE?LKByB<~XI#H-y+e-j4NwkasUUhGw>aq}8*}(S|^lq`C zUFkP*>l#E`)-UzeglBqp^4qfx!@o+R^4n{+zuFp1f=JtfIx>;fSau@4j4oiK6$mXq zBj9s9hJM<0Ys*)%T~86R@s_ROYqz$yi6xDAF}EGN9@TGM_=9)iD-mZUjCP|rBsSy! z0HBJ;)vOvVX5l9L+p7}s1Zl_8z10dX)8#$}SnNa;=qdZXhb$MDF`3|n-50o0NAjsO z{cY^$5S;Apy)j<-q2AfrXb}CKRTM@t0QRp1*EH9(xR+R%Y!{9DrSwt$HO-2|FJ|Fm z^v@3XPy16i!%Ld*j?IFMb z^u`CZUGZmuH6IDX1;zA{%9A$1<>!Np_Y|Cw>^#Q{3g1zb*E{HaIpUeTBYojHBGg{n z$Y?=MRAA$czMqABL}EodSD>p;8j+7qmD6}f!PovSxt}}oLMxvn_oB<8)n5ZkGpR=%PNTGTw^AV*eJf)_@@=(yStec4i3Ud< zE3^1-;3&Lo_ib}>&_!#vgaa&FKbA3Bo<8t|-VoH%)gR4{Ma*t^JbKefa@^8+t`?>u zd0#)jZ_xEWAKB?T#)7x8LL!nC`AXn%_*c%TyART?t@f_*3wf?xq94LdTeZ=(Jwg_m z&IXlZ;Fax88b-!>W)J&1kFu>jFQ@q#(a5>m-0%f%c(X;ivG7>d83>9;L7%C>u0vQY zr&>!S-@B1GPs2TFMU3HwVwNThr=e0hAHu%ED&G$0@-mZ@RAsUBuZ{iz-uP$36ZnlaB)m3= z9$5UnoOC-*;$Q(WH_1R6&w{fL3@#Sw;P6op|baUuzeDO-A2|(s)Znlf<4QvCv|aKyM`x z`HVBPVFa4B&TZ3>Fb!j2cI z#!hSG;_5vb(EYO`!Q-<0ZAoTTJ;b`bKj0k2yiv#Z6fe+XzV`4}?ECP^{3oVrUL&%T zQ@y*lj(H?`=2ZpMHq}_&Q~{ni&3tR(F9i6z!NvjNZ8B>gwB$rzX$_9NsUwa!uR-vS z?GNJ51!+-ue^9brUeeiiTax}%v7i_TTWJgjZZllCxZ-`C@QHIC*AdXg<~T}I$|`An zd0nsbU5uZOz7FuWgZyb8o#8l*v=UmZj}eii+S`cWxg-pBuO))g5d0_~Kr5=g)ciy7 zQ^oIfX=?X3*T)gt!}Dxa?c0IeoDZdKc$?v$jyxG`m%bv?9@+^AQ6MVn51}YdD`+Z_ zg7%x9wpmh^5)`mlnyJ;Y-RjS)J{0^4_-B3KjWfg^Ah7<_y}g7??<|k8bI}$s+kRe| z#&cd5@%Q2X0EK)T;u|yJXnxBDU-AZ@;-M1 zlV%uf&aO8bTlZS^(%m%KSl~sxXu*_V*Vo?%ehhdc#QqJ3#NH-ZuP3^B6=PXmG>k^& z1_BY1ah`uF@edJvBKVKtT`9G#b4YltBN>s=^8 zb7doMHuGl+-3dZEXSn26)j92IXQ`W0o@au-Nm*S#vi|@JqhsSY!<`$zI@Pjhl1SE< zv9l~voy{3S0UNuHMk~kFBTu?9UC)SoN#d`HI{Y$83tZhd?%=hzTRB5^ogLhU%enI;eX!PPSN$Nf_%RI=UxJ91xk(^A67or-O=>l!S91V4?IEO zYflmQlF79jyTc(lmPJGfBOp~&WgQ29ui;C- z5bN4ywxN129t3NY5`;uVAS$;5lhh3MuL0G5417+~G{@F;4Hj7Kqg~EJ#_XyGQmDl7 zT;GO%A^69^HuG5cZur~5aQ2?qz-w=H!)9DGaH zZM1^ZYS;G!tPwM+frZ@I-L+Hzxj#zw3!mAG;%s_*UU|B4nGmsoWRpC03}XX7koT(P zsW><|nqYC*OoIzcFU;`^+FS6xpDu^iUk1grzYO$gtnhruPWJ9x5*zgdRbL!M8tOo( z`_U-J(3<(b;NOllEi=Q-q}W_MK2*ibe=7hSb_@_b%Vb>}OZLcz;c>vD2aZBxt*l zOAr7g0U9X_?ueOVEZMs+fjJhKsfg4T^EERlT+3oP`PdLqLaAu*NXb= z9(hJ`!r^dqd1@;~zKwc*M~jHc>QYm!R(|h8#6NA12*=`|fYKh8(2D+rzAk9P#9s>hQ=wxmd8FLN zgZ-~8mHj}k!%aLzeekNn-H-1q{6fR%w-81BVz1lsR;p9>Z=v#7skk)J!|4+0-W!km zZ|rPs?`@~Hj#55f-mArxZp;Wgb-*K`uWS92^(M3UxdxmL7gVvjwr}_hes~|8Lb`7P zTSKjU3X;Y{{-XZ)A7HjdKtD5H58*9dnKNM(%WSr}w=_NXJ1%eh8lfaC-0dso>g^CZ#y{W`Lw^;WU3@QYHO&-RPdmGFbb zz7n$3u6-W%!e6q!J=Iv|zS~yCetf~G4HM#L!!H!M#DChFmxpc`cQ>*5kOTh!0~PuR zwfUZJNm0elDQJI3_)hv6q>cXHP7EJ0Hw zwNDXZLuug~85TC<3p9)NaT|Sn$(Vn;Uwin*@;NT->~p|v%s#vi z(>3zv>@A{B-VE^<#EbBL+2V~|*pv5KD}3RA{{XJCN)OV$kMU-ccOB#E5}d@?0Q!4Z z<9;Y+Gn8jalDcnSBz}#;SSomEQp3sHmMMM~J!lXBP&fcrhxouC*X~O93HmKWn)at? zf+%hnC>R5;^QUO~9;4!kr=4XVCf&^WCy`&9W3xw`Q>TN&Qun{DkEy`mKeOiXHRic? zIg0vH!^-;%K3*~9uTM-@lIlJQxYDhS^pmTseLxuYtdH$msFWmAI8nd>hyuBC{B2B* zwBd=Rt6OYskEIOKF?e}wPva$D?fZ?r!XNy0x%dE92D&X9M4!ZWG65h>fD+BmTGQ41 zBQ}X^_STR~8j-sL7_K_lJWYC2%pptMzua|07e@~m;H58lB#%|n2yGtNkNM`c`KjaE z5vTaeR;8d?)cw;cbt@D75`!LA$ztHc}O&DjqjcxkzPI^!zbgydN9B zCc_Ym`&)1W9K#NOJ(c=?D-7|Uy`uC#I?6M(!`{;`%qe@<>2Ahf#{DMKPxzaw#blvT z*(M-#-6AVD>P>SW4{UV%uN-Lh+RB4u_etg}ebfEbBha=1_OGJ85BxCEejsT#el+o+ zn*MvssSy;&$S{Ng$6-^Q!1u;6#Ygdb;NORQCE>ZeO`x=}`41TK8TYOog8ZcX*%|e& zuk8qOtQ+3eJp4vajFcX67%oQnt=VpUi41V0VmQLAYM?5B004Fs`L*%4MzPYqCTiBY za0?SMO|^Okkps8tNvz9%i9SEmtv8m*qx?m(zwuX$ zCb+$m?Ir+*MqR~G7`re#iTSbAbnn|dJsDsdtv98P{B~>pu*RMT2};x7@YwKw2g9Zx z7U>JFfNTxiet2wc+n?h90B6_Qzf^7GhA2`ibyS5EDk=Z~1E2tLiun)X&%rMYcw@qM zo+!{-c%IW|?pe2^25_In^8z!Ty}DO`S$tIZg`;WXNYgc|i0#y1DcI#kFcn#pumi9M zj@6zfl(Q(Rv|hoLRT4kk=#N9yJ1z)rzQ#!9^WB~N;ai7Mx z?+07y_dX%hZFN(NN4be*9RXd#AfCh5+PxFu7sFxkVr^Gj@jjz=L=PNA)xnlWE0ek0 zHww5P;f{NMh@S#<-wF6$YbzXs* zF`v(`<5_xl#y^PqJ%VYrTC;gkj4zoSaxfm7nMvcdc7F-}9e={tn^)JoQK($}lOh+0 zubA=`406n^fTI`yen3|)7Y{5H<%p>CJ$%PBj(tj&0|QFa`CCQM@(&F|VthrWuB-n5 z9zSY}&j+WMyk|bx>+N5uHnB#K#~rGwK&k>NfD`~Y01nu%kv<`O2hw~o;alGkX!rLr zHIjLa6#E!3$Q%_^#ya<}AhGzz@gGI7i%8S8R#+ijsvbC;f!JrRGcOX62nxAkMQ{h=-G6XGjL1~qe}eA5FKc?1rQ$6{Tw8fpAun*uX*QfZiWpQB8#b+m+>9+)pql|U` z0P9zZW9TckylBCw;hE%R(#2PdmSqKQn;Tkm7ka*+kVlzkoZxOfPpLK9>V5?A2A^ox z&l<>xGRqkyfcj#&{{RMQ`i0+!EM>7n`?*82V}PTt>0eOlny#1O-74c+*Dj*8vb2xP zo_UxeBCk?Ouc6`Wf{tZMqpI3#ZpW9M=M``j;ZB9EZI2u9cZGaLgUyoadkcNrytM-@ z!1V_e)cCePhq@KA>pnNQw6=~9yEXKRm>qBn5!cXH!+#QgZ0&1ady8*|vPI#)4@Ox( z;UKe&x`u3{|=-M6Uigl@<{z6_Mx{~5qN%etQ zVniK*&IeOpp=G=&N`w_D``*9RkC(5QRm4>G@@gKMep;Voe$s!n2ZDTO;4M$#Kf-H! zopR$*SmU_7w~5vWB1u(_+>Opo-MIiR58mxx0qI`}wXH%p#-TO6iY|9#?vtNYUOIb< zxOLBnz9qXp5%BDueo4)yks8MWpG?M}Fdn(by?Sn!`#1bok4|gZFD>j_Xn!ck#q;Rf zMl0#nd@frBO01N8u4|TH=+&#uR-CFw%F!ul-V69=;WhL1JF|5%jhiSZ*ZjZW9!-4j zGRu|KVTFJiruf=R`!-x~7tDrEKTIJ?P$>F)2G`bFt$pERZn8V`n7b7dJ{! zO{b?%>(Ju0t4|W7D<8$Lgx0#duM+AyR$!gL9J6^D4(G0TuLstAFYu=8Q2SrQt!q;7 zZnq0&J1uA!)IVUCQQ*hyU-K2|x^AcYN?I(>;I9@ot!->}x7y{{Vn^_|;9WTJ-F^ z)}MyQrF6+E1zCaMW z1eE$5aDN)>A-u4;x6E#@8>T(FSFo{f*{4k(kiHg&)@#DN?AECH!^2wbt=;vWjd1u@ zZM^j3v8_*v<_N6p?a+@i&CecySC{Hq1bRNLe({`{reu$y)ZBx>mD!rbgS62}-H@#!fIWJuA;HZ9c<$b7h_0M6Vuw zcCiAh5kjVu=4SNrj4e!G_OIIM+iMk`Om?pO;lGQlJSC~z&8aK-7cr`321=DYa65Be z>EYi7_)cFBS-kpu5!QGszW}WjF*%vR|OZ*wUM0^=Fy>0Q5s{2So^01)^t8>_oz z^NO;xpy7cB9joGxi?&)E9wA)|N0sjy$-j9yBVZ@~S%5l`+}89ka>hzD;i3808*#oH z376JR51KNywk!Nb@pZqBd{WmMSleM{0FJ~$&3issTI|HGVraZ zi#%mx;oHfLy}aeT#!PP7idzflPBHCYQ2bE+pL`!-;X9pg!u#wlbm)xEB$4Dvkw+l! zCu?J&A540EbsDs=YB*#0TOAx`eNwhrF^s;!Rr ztvz0GKNLqq=ngp0)beumQdDS0x)&)hG3 z4_tJwss14T&w3__;Tyec!?#ybTv$eCXyz!&=%Xw+Rlx(1k4$2=`o%maE*@{t;Hibg zW>Tw+ryUlo*!`Qe{{RSR{tdc{{^AR3=DK&A%qkhv18y^ns2p+9zcfE!ZFZa)QH_-;#>A=MWCNsLaxWRf;S3d#;Q0gQ3e zA4=;qzu70?jmCp)F7&I9wMhc+m|k3m3|E{1AWlEs$F+Pt;_rvno&oWetKk^)JXRBd z6q0@BjnQ2R#s+q<&O7>7%}{HW(2@H!d}SUks_-=b0C&p2BkfPxpHR}SY&3fqr;YAo zmPt0N0?Ial$Q>);ok(m<)wnFneHb+ zxQ=$DZmI{T9V?!$Dl}V_SsuKxlsG>DO9xfC-u({-{g8EC4^Q!quW6`B6jzs4u`Q{T zfJjz5)k*L7PCW;;eWCF`RPeN34AgCWM{xo}JPd(dhFFpEg&w)aF<$_DaQJKCkA}V~ zw}-;YsnG3#~B>^^I1xyYQprMjPq&ms?MuJIfZUjD?3|N zV$J84pLFC`vHs0|BGG(5@jXtlGFz?fq?XYfo67+Sptp2AypNEfI4)|eEaeH;m?G85w6%LhiyEFZz6VRi!*>xm+tN) z^PZm75XVxhFJlR6ch%1DnbfLeaJp?ZdugHi3FEDALDD=as9kIF#+HT$Rt!haxkw75 zxjg_C`5a0r{HKA^ofWJbl|m0eo^kot-MDEn~ylXNKR82hl1~H zbsrAGZJ@j^k8ik@R$f6}#E=h6SAk>%ROE#Fp@|@UDXP({PxpHUBZr~H)hTB*s&dBG zwYAgo7VJQ?F@ybHPT!|*(z{QEJ}=Vz5%B{{@dmCK*}~4U6&s4Ih*NL_`?=2@x>wYn z2L22DJJvi4XX0NH*bPed_sl=Mci4)qP%5I3y}IK$?_NFoLHscAzk)RlKKH`V8%QrV ztdMVJRb;^hcM?Y(x>5D0b0}X^xBGVqnPO^WNj+~H`fvSM`zKxa$MD8I0&B(BEhk5e zg-Bgp+arJwbDwMsSLNoQ(V3oA`4F)x52k7uV_3+q(0_s74?Gbkf$TgK8%G zlTM;SyIqtjhR9F=>;`J9Vzs=?p@ze7Rt{K;x}MRcZ96mKFNXdzhrpgU(>zloetcGv zA2v1WQP9TN?T{NFdt$!#*8c!$kA@IvlHBQ6QeWLNe(Kd>l^C%c0$l>A^*@$+SBL)7 z9t!aGk$I+TIz5~=Z*U$tRs>WGR|QT013gFo0II%PRR}>8LlZtn?BsVxAi!~CDCae~ zqU~!dbbD?29k;{1WZ8IzI4@W#-fvUb0!U%_cCWDhA8U3xPP+FxoU3mG!qM(-f%h&2 zQ2m*F8R2PsEdDB<&KsRcuB3=fB8F(yFcnijchuvreuBCW6X~lDjCEBA7B>+{pl~@= zAI(jC2NB^VhKzGqwWgLnYdy_qW*ExZTwv0Qwf!{M^;_>8cy%qD+T5)2Z97pr{{V$} zg{Rst*rlvbGpNZ3rLp-@a=ualkMqTS9pSrcTWt=_Ez||_Q~3_H^Y}_L;!5_bB@~?p zBb#j-hK;srS5ef67FA;Jt;;TIZ>hcaXl!cF6h&*kYR{C~BetkndkYD*N6aA7FW*0q zAKxg3lQdGv(aR>(!uy&9JqU!gpi493Z=(aW zONFs$^X-0F@Vs7ADY^Tjr5U9f}_F z@`frsyS2QBj|3Sjy2b`32_*!njE#-SEfEbX$F)C=;uy9--Lh5JR{1#3RstsqwJjIIF{ zmhzbap-)_HG7@ZbPil*-kQ!Rjs}$vF1sF2>F4YEBYk0p5e`Z&y;&+#FGq?|VAe@&( z@A@fL_C)(oR&Y_^91u4bw)CVeBX=oete-K(@UtEJX96-+sU8&l4dpFYu=&Y3g4#6{ z;L_Gv2b)|z$kbEacyctGbH`YEj3U0W7d<2D1V$=;=+`%{WDO%Oi`uakS>e9)mpAEi zn1l+RD$LO5RT+epp#X)^YtYMv!XL37mM^NL`sH74?w z68x)A?;4FsTe~|d4*T`}x$SDWMRVR*!yVzh8$)=UuLd+S?3Z#?spV+Q(WR9Q@sIn6 z?Yz@%!1<_z=mOz^!X0KBDGOwE>4P!1W{YL%xx~hsRh$}#LT>k9!kEHRNIZfS#)^Ha zoxk)vJF|-IIHQQ^OI7(!@52=8J2Com44-<@8-wCD07r5X8hit0I8mxl%!Dr^h&$L7 z*n-(k5V7uhzcZ(`Q#8JMY~*_&-cwJm%sU}9_IVnl{YC0N5=Bgi10c}Mi9R0z&ohz1 zmYYr7=Z?23nHtHuYimB=N;2pmIxR+L^NfERtrGI7@;bMmqjw;l5qfoynftKdsUV|! z@d&4g6kzo&WGmqiOI&Td3ki5o^s*W8vlb_sv}x4%{P}+tMG=-HLIr(k;3Q-n(Z^O^u!AxGicrD^aF`*bGYA41DF z+>fPcKEo%K!!j)GhW6)RNxxErU7q&;_wp6NIV1E%5-*yK*RM)Vskn_*w1y%(*XrRJ z2(Nc|y*_3+ubk~9{@7a0;FXm8Yx!tbOxeJkX-tMdK^f85%fVA2f*ZeT0Ba?s&lc`w z`uU4iS+6tux_p;}?u|V={o+=Exxw?FbY8kCR`TcmqCX;yGvB{;^Wr_f=CIenvww-{ zS1{B_qiEmAppCFcdo;$D%PT{B%_P=egC!|ETYnFVW?w)lqCKdWQMbjREzr*}1*acy zq``SY3xg9K3jM0=LJw32cIo?5$OS6Ee9>BkjA7p(oo8N7SE-YFt0N-i9WJBM&9Q#B zl%gtspwD5#qtmK?ggjd;Dn+EWz19OmfISQw(0-nVi9^Q*+0y30*GrN%OLE89%(kw@ zEA_hB&}Y5k^pCmnIAVtx7Ftl>0TQ%fX{>UmWFViK#3AuAmIc+(L9hR+ZFQ}FddEeVf|5fmvjQEWN=7b@feYicPKn73UtToh zt--^8z=8ue$px1&1x0I`?g;O9(Q#IXaC~^-_Jjn<9o+#aM&JuP3~#ktT$;X9bVo}Y z=oX{M^r6A{HM@EoLGmjDVgkZJ;91{g%#_u1D3^r>Sv13!0k4SeaS6a^tqZSI2_(I5 z#!!&D2v>6{+x@Z&JlnaA3D-DJh7OF>A+XHt{7?awY?!15@l=;D z4gUy8Fi_+0wOv!C!`UvU=h4F~fscg3$YwAh4{}0~cih@@Fc+TMRL<8}lMQ`*yvmH= z)@YC7(c61G_uKfqo<|#eARzF>FV;#dn=h^PcdODPd-ajdzXp(aFuR>?u->gac)t%v z7Gl#?c2qW4vwf|mWX1TJ~w>kJlDy*}I zv-VZ@cJ?*oGIRRB22393q$i#W_Z?T{9mZM9vGMMy-&H?9gZ3PaU43S-oZFS!Lw_RK zWDKfscd7}jI-4-4X!hvL)$nm{y}Ex>UHidM!^8tjmwA$Qu@gg0-0y-&@A)vq3O5hyfTK9Q}q>?W?#inYfS zZfHOrSb}|C!D2sj%+TBXBT)Icm%7QoH+Sw*h**A5l8lFj7@+1QB8U zp2hAv#8}=zX;X&4Ks2YtjZP111vrxHWI!Z)F zJDbdZdGsa=NfPTSrm?^|9h=3nhu|)JA0{`S_j}(=@@DJkmq&hpM& zP+Z9Z{WV$3y+<-W`?|qKQ@#s_ZUP^ZpQoBbhY5z@&85I0g3c+A;zvU#n#^?8Nh(^x z119l)l-8%RAIIcQn`YM*?=*cwys01l{89>CfgH3InByk>ItOYxx`sxh>9t%CSW2h= z%rK67-hE63e5?yZt6<`j0q?Mr%Eky+JD0e(5qY_&-2z;r-bqOA{JhShH;2*6$U(zN z!~Tc<*D|IfN?{Y5$_{aTsFUM`*(uqD%P#U|@zU%V>!K?tJwX zcLlf{61qXclu9k16(y?msxT6ckOcdZCWaixUiWtyhyI^W8CsHAh z9Xv6U*XQb$z-ULN~WRR%KH{)o}FS zpMVf7UN{)hWO(^hBJJV4-;mLZ-K&p-^&x-bjlU*;3f|5)cx$v+(DZ5GJB$S@ETaIC z*0kxb;Yv~hJ08YjgQeu_TeLAxRMf9y*RNu0f+;uf19lSEDpDm39LRbmc*LQ2F-EO5 zYT7(1eActE#?@(=YN3ECTkcUwn3}#Lb+D%9qGf@>R29DZs%XA$A}%yRuUMnqyjf=vs9n!*tST zIV|fO@}*HMMqcYLFziAD$Qwe4%rcnr@Rfg~DX6Q>i)4javsJ1`Hr&wU(k#J>?lNEx zHPC{C90P4wsS|i?&Y@9CU;HXv+Z)jyCiAWz=s~4m1hUiFgAM~VKvNWi>2zdov*o+s z8~@n{$@-h?ZERv2mnohU>ty?fjS!B$%go7KZM(3`X#5w27X?T#RE{mvtl0Bf?r&vU zSsRv__G=d{+sl%$kZUEwDd)D@56< z({bZ9ZmV+v(o6a)hJy)I=Aa3eM|sb2olEeE!i-S%rFF7#F6~}E^8=i! zz!O483+wEUCd!x$*y+ZvahZ?Eb|`VM`bj}QFevtq`@^<+JB<;Zn32R!b`($E9nKRZ zRj`MH#dGyNT=FovUG%XKh38qk3+KX9l^}$fQ>N&iWG%<%r5D-C^7N0~xlf3yYl2&E zZNVtqBS?5Q%4}rIVsAriB-l?ODD<5A)*7nEb!>dLc>o!tehRK%Hu-6W8m}qeyUK1v z+&)LyC|zUWOC9G-ei|`(S_0HkEbcc!w}uK%I!h819W+y&52tiYpY}bPEfkEcJHStp za^lrXFOtz@OrPFKD3!m))sYlI(S+9tH{`uC#{*rIX2l?qU>BF#-TmPO3ptnP5N(0b zSN{n7Vy9rb4Ku!!fn1Gfq8yjP-Zf?X;5n~!e8Dp1%tkVMfRZ$|O$>8a+$tuK^G9~< zwW#}CS!AUffjAE2VH~td+F8p={HWq7-0A6gXxS`?2KNj+{bBkm)(aEFdPCUg;kJ27 z5dc?v{`mgkpt4JMjfWglYiyMG$Q?~7W00nnc=qCNl#LqOTfy5CWXmcoJXGieb?q+` zwaa*I`owxNbw{VZtHhsMZ3=6{`0ZV07Q^)|-{ebG?8WUL_5a+MyCT9FQPL!_Dr7&= zo0Ee4ux;OzhhdGY8>^eJk;&!XRWx@o%YBkR_(Q3mBR;&PAMSqFbY=#V&~{xf$bLcC zv|WB60-U&Tley}9x)G6c^+n`2OI<<6e2m&7{M(a7Q8v{kNaZZZ=Z#@7lWJ-Weq;NO zAj>7Sx9#SEA}}Q?tPS{9KWPs~km5AWfMaRDW$C}Tm0J{cxPu#kKI$9knLLPs&N@`a+A3-=i%duI3Zmr$I>ONi_5m~;gc0B3hzZ^UShR?WKvlg`6Of3QvN1Q zl9W$1J~`~TnVTRmiAJfuJMTvWo&}MO&NaB)5vK8L(UPl^z6y%K(eH1$z5 zbxPkK@es>ZC}g+`f9}vZKzX9^v!21oE|=sYJyvO*(yZ?iuw=x~^0TmyPVtkx%#44* zqYgW(GI*&8=-RXYv)J{c`to%G)$`i@0hq#+xEmEp{TC%?IsqXE!N>Xd)Py)CP0L~} zIauC%KWdCYagMe|ZGKE?dI@O%YTw58Uiw((b&8C)n)u}Y8sWU0Y$>cF(Av>v@R&cI zgPZvCef<*ws8b>SX5r?#>2-{X$E!Z#3#b|ff-0Z}VRX;5r)x8jF5#641v&*odKEzR zp$S0p;3QnPZ)4-O**!lj8Y0wyhQuAz7>-X}OmQ+ApdtPVV`45!dI-!aC+d|Tu=8Tx1C%J*X+ETx^m`}#NaBM@w9Es&gb2_;b znAaZ?-}A9#ChAC`^9~|3c{63?cve5*l-!4qD6Y*<7|f-az&isdPlpllFWSu}2wa}{ zE4qY4@gDKY18LuzoVO1NGKpA!T!5<1C~z#AFNrsQL8}@8BqVTt^_aA}Ot)`_edAQ0 z&GWP++R)?Bbts9Yiqnf8uhVzhvL(;^yyaMNgK;uc9yY40L!cu z_66%$Qe+JN5zqvyqY+6px+DFj)xVaZFSy8`K9+Ge?u~)Fo|gsdp&Oea!FGN~4Gp7) z7`u1+>C8V9=$^m{a(xfYnR@>t3&IN|g>!9m>#rc=Kyh`wlGxBKydWsnX~TmAoHLlN z>9LW+(BWeDz#`{OZJ=!(ajqvX=`;LC2ZeJ^ikB9Z4cAu=byPt|J3avl>Cd$fdQcE@ zu=ld@RPfs{w=y-^0Xc2Yea0^Y2I2e>87RnGa|Sqq9_%rIleu+>u{De1uSr|o)^6pf z5+1$@f5^0hM}3a5=$DynY$o`9Ff@Yr%W<#C07%Z@>Ozw0t<|l|O5s+dJi5NGnGd)==ja zBU9BJ3XkfLfk%mN(JIdcMn_fNng55BN zAM!By&TDjGGK>60F>06fq?~USc^QerADW|by#|59lRrN< zM9YBV25XG>ypY>^_jOAFlt!z|TII*VJnPy|z=Ncmzs`&0P=CQcMnNACaIS zV4=J=t~&Gb^W5U=v^SzVMV#piMm!<^VX~A@H|NAgMmW=t8v7qBQ~%_}+!mK*YhAf|XD5VlSJzewdps zm5->GaFOC+xS3-OA)dhb(5JX5()DA?o{btGjeIn}$j=G){k-o(hK9>mfkf2ry+C1m zpPtYdYriO-tf?Oi?t39|2$!B<90-+0kc*bD;?J>3W&x)GiWd`J%Qx1Qz7^J7zd6Cz zPZZ>gl)>gx30Hj6Mk>WvbxdLv)@1&0ZEj#a2C%xcSa!_G)s|1fx$a3qpIU+C!sL}Y z!3{h9xTmce1<^Eq6Rc3;ic!c|!Hq+m0R4B0hhU}@1IQ=MTPnr(^Sckqg6yoU#1GG^ z{Z9%5nA+|W{m_f1KiGx8vkd9i+Za{is}lUL^|2WO`YzM~D|%Nbj)=LD1qU8$;pXZL z1&JD98Urm`;j)bM6H?u9IaEY43KWNXju}HT108+;5eQOmnJm5u9>kZ;GJ7|30|`jB zExl^T96nXAtu9o;J;eJVPxFP67Ku-x`WV8hoqRUT_cDZw`{|1T_8eUYz{9B5?{PYh7!tk5rCZ&XEN93(3Gzw&OJ1qyp5*OX+H z4PD3{Kfx^HU-^M=5R`lT6VQW*vaXED+bn%DtlP*7NxfJwc%zWHlw3VGU-Q@Pxvi6vHXKtTLb93cMC3G| zN>PTBGJi#t1VMW=K_-~*NY*zVbbF$joL<1Z_7ADK_nBXj75yQcZw&s01nxlnG&+^& zl<3an67nOyeE~LNWKm9Xwgo7&WS?HY)ir18j>EN| z%(uWsp|5E*TtOw!!W(gXc0@5|*6Y$cWTZ}Uydw=|JloLz-Hq>POEqRzh%yi!ArnjgR=gDZL4}??gy>m zLwF;n^SsVJqd36vlMbGe5#;y3IXW%=j}G^|wS2m{|3kJXb`d*0?)^=LSxBMsf%LY9 zkcUP1#q*1UE*R8Oc~c1WrrLubOpY`vt=x|#?JP^1d#!$c=#xxz(zm#h7M`sW=sd}~ z4B@ZaoWzv%XRG4IOu&(wgyB-eNqCxgY~QpcICX5U@JvkZCA^l$;UsSkS~=pCN~inf z`sT*yhw0L;<QpcfeV2XyQ^>Hzd{@6LG0gWoeJlXp(QMaNv(MN=>xJAd>ZARhN$1z;2R|aL4YMQ)NynNc@cY7?_74V#88ia zAuZdjKhYz97IgNeq6;Lv89*+FC#I05L=b3Gx#-$IdwghSmPGU?*OS=$cgiC1(fo0% zCgXbHeGf3k+~Ig;ga3Q%iS=JppMvyBlwDYe1JZ0vX5Dv50Qq_KQ()N0`w+^YW;mtb z0Zae`DZF?hicYdGOVJF`!B+N)llUF%%I=ictf``eP-saDw4$uq6_PR7cvuv2j^+DDAd2)@ zT#xsoe&hr%8P8%@eDw;~2wJzyL%y52kav0Whu`naJ|XS3=WwyRD>fqHx2)HB?b{8N zxUv&SvhMasz*jh@NFQL$ZqQSa9*_}o|Mo>6RUxu~)=~nKCPiG#zM*{OY8zP2NPj&T zB>iz0B`l#SPCY(1HBom{YjS|5>C<(e^Twtt*kf`$e5jKJx7sFS!X3iIT^X3I@A=~W zy9KX+>C=sFdTRdZ?^`ohbKN|65{}qnSyh_V*U+%m5G3`Z6@)WwV_#K+>hZiai{P$# zuCUltv8ss4=Wuxpw6xcU_t9m}Vwh?E1Bpj|+lH2pYG8#%F%6Eq4RG zRVopS`bq5gBAu1b8Vvde@69THAWILT!KgX3vYJlq40c`h_2c8qu;ftx;I}8MUD19U zMcwW1J>S`GOMAD9_vl5IS@Kpc<}M_4?fKcgbzl`+xE(<%9#-c||KCu(j1ib4J-16g zNcQ=}H(>gKP%7EV+*6AEPANqEmKDR%e{)$;g_}gsaG5lMXy3V2fB0yt8C-kSRK}xZ?=%%UNh*b?i6aiUMU55vJgRZ{sAl@7(lK!cjGDxFN-c*|NS0 zJPgkqeCeG{xsp?TR8W#T9zeZIo?nJx&W}p{ol>C-4(KCq6Dd*t${VENJTV)_fbsrE z(EsM);olUoMDD*=$Huf68nGb2A+h9lE*OB_ZJhE`d5LK^j%2_Pv7$NvZ{D|gxq zu9E(?&Kw;zUAuBHnO~Bmydo}8M@~)Q4j0`Hx4uA*3OTN=+dX1$sskyqE}wS0giLV= zY{{`kM(*NcT+cELYLff)V!U*21tsv@#^!`V3VtRHV)}`#&cy8I&t1P1G-fFY5 zT)pUko(F(=*`=tuZb}eq=EF6SjXz=qNy5A$Fot=E2x!B;efycAQqtpBjO+Re_vZM; z_FLCGzr6d!d&u8CybYOaFL(sbc^|8hYo`8dc*ua}p){vWv-9~+6Mr)hFq4~J*1%~0 z%F!EHXWS;05&NTajKA#d_aKOdjYHJy+|b%d0>t_7El9DZ`Ov%uNL zM?V%K-n8l_>d0qKOiaH7+XS$x0H0=JPo$vwC)6oeaXSz0Xuli`pC8aE$CZJK!$D2! zoTr^>KZ&X!Bg82BLKsM|E9yQh6KLTYAm*bn_ zhYg<<1ylk!{L;6cMM{J{2ad-csv*n&Txa_gv3S1r>$w=z-m+}HRmViWXS;9lm~_f) zWF!vT^5t_s&u=N#mVsau?rDzEL!~Teq<3@!!??@Ai{xdnj|TM zqEt(0YERbuHvJvOVxu75loFCG7eEejZY!zRvQ^`Zw^3nElbU5Dp!?{P7MQ&e9Ds-O z;D{z2&=XM}P*R*8`{~qEC}bI^#$7)U2Cb%In6-!n-vl zt%tXryk&!{+FDJRfQp5c;Y9wahe-2NGfz3PGY(y^$_nnI{7WElWPrn*eU>Eu@!Tc; zxAAY4_L3RAZZOr{Y+>{jL09IUb{92d$OykpkHPDETE(VO_>P0+@Yx=7QB%yHxGBaW z>u`#gZBOngm=@&id~Nzz-E{2{?d{~NBSrChM$7*Qe!)7O{ML;-q=5lOOSbjZU%G~G zE#GX^?Vj13K;N>ei}9RoG%NV9SMb3fmD~HcKbe%r>r5y-*`zSUKQMZ|^RO3x{D8-e zPLnxNk41!JrBM%C#J6R_4!O|)?IsNq7~KEE#}U4F(l-Zopx;U%cIb4A>GQDIrM$eE zgcn^AHHGg_$Jm#CoCCHn&Lkp zyC^LYrifjk&aFCu`j=qkiy^zqD#iN0MfVh*%ydY5;`=2Ue=`cb8Z$TzdU~!NbXFl_ zYOG4YBu2O938g`5ACnw110GdI7>^gvg6tT|c7nu&jCsF1%vCOb=Z1bqk3kRLqN(N{ zBJ;_~KUWg^Fjq;oF0DK45M0)7_vBOOT*lTFz}aLw(}>cTWgYq643?*^r)N=V;bTYn z1lP)l-Zk#onx$>EDX8ExEs8I_N4Y`e&ta2y8I3Mp8=7zXM4PihoWN&{=58JWN|v5s zOZNcU!|lRfD|E^xVy9Ff>Ep(GCxzcMTYNQlbkH6L7aLs^7>5t&2kGUYyDF{bpl{6` zw(jv7RH+d4(@wx;0UGz+gEbE;k%bg)9`)nl2(&F+zJ3X9g0VYiE97kOzxE4AliF@h zV<+88s7Z!y${Gr_XRp_1uLtO{qCqaGWpNO5qt4F~?2Zos#s)dgLA zXes-(DMjVlvm1~F$OsO5YEVVN`ksr)M19ht(eb91xGbyfD>}ov#E`NXQE|qayRFsn z`PLmpTpbbOwbc39BjK`?ugB`ymz1Po0xUi(V}@zBb8N~K;k}?nq(^W5;*jG8jH-ipgm_>Z(-Z6#CBH;dh`` z9K9T)s}o8!z)&8Z9}Wa%^|k}0uoBI6Kd#SYuaj2}tqE=j^+SORZx!-fz=%+uhX7@k ze+19oc`8g$)deFs@*Io?@bR{nK?S7W5R6l1nu#TjsL~$u#d_jEC4q~EFG>XgT7DOGF;3w{5j_)odn zzeMuNEa$5%JE1xYPwxUBZTAeW3f_gld$iR6FK`P>MHuL1#&pLs|FB6h%z^KTEVX=8 znj}sU(p#J}sI!7KH6u^&(wchLJntolZ4?q%c+R%Ch%o}(x|*yyff^{+s*?<${B8nB zs~$$pB9es?uo#!`AU5*S5-wWt}vFq;i1$(F|%;%>?lyaAcHk)^Xw?Tt*p20F0ixR|sopRI3+L{Ut8@M^64qULq*acCFg>D!Q|;J50i_@K+~P>k8Wc}~vhxizUNE#KazP2k{ouc8ecHPzAH10cnM(1Ksqjp7fc z5HXC^$%?U~kMm6&VKMXHuaHbB6q|i_h#9ebI2QO9O0U(tRDAO_%sU_#x{DLPGCCwd zc8c}}@`X`$@Q=+dUAtCYWlAVYcwu#YZ;bk3A~Et3W}5eTp zECQ5F<~-;X8=DIcy@*OQ1Y^iPUs*Yv1qrqtZ0s+?D8RKA%tmf3=67FL+B6(^ZtGUx z`2eOrtty7^T5>7_i)XNc)jLZsQjxL?y^AhRVwv7VRL8%Dt-jDKR8i$e8BOYx@2Y76 zvQa{l{ZqaUCI1MDLwB%3X#UPQs1qtj?9@$8?WytJm+d>{LXT5r_;eW0@#*~R^Df3N zJ3)wyt!d3f-*Mc$r9o3$#l27No-k)Lvuqf}_dx*cfv2+eepa-&Y+8QruP_f>dG)gifvh46OouNd{`(3dA!18%&6pB1=eGP`U|LrjB; z7hOD@{SQ-6?#Q)IO0PZzx5o&#d}_jb6#?-xuYd-F8AAIA!blmH=G$ zB)19=nhqs1^F!y-9albB`J{Nt15asjWXxz@R+qs*qdpB%NtOTl-Q7>Xw@SUq2_aK* zc)Uw!9-a=7`XiX@gslWs$k$x3ieKl`RYtQGMV`F&ziiGGE>Hu25uMTmf&LJkLIf#}OE_1lE) z&*@X`6I7<;ZUCLxG5|Yd803xEH1y+l5exjT#QUpX&_=-Q#ZjAyc_$J`9^#?`VsNU9 zTIdC~%wvqtrOw5FZ2+C9V``Q9=n{N`68%Z;X}Uzh*S#zR!yAkWx}P>oFs0wVj_we) zITk^so^ziJ*zf!lX!dd{GL?$eo~*Gn`wn?81Ju%P+Gq$RYT*`3kF`16UC-s68ZAxp zvpR*1;fG4Ly~>iBNIvI7u&Z*5{8hZ$fHc1qe}i@j{LSrYzbVc;#CQs3>*!{)PawB5K9u{T`1$ zw1KPmaVr$~`W^0?@jF%Ff7&9h0X%V4fSTC~>KM&sw8}oif!Vzqql0TVFDYIDJgEhu zxQh67T@$#8xGy&5eH3EwlokACHk&LkF*L@w6c zNuu1-JxZ!2n|$s{7~CHb6+=R2w>S29T4#^z_O@EgL&$)%S^OSu)Q`}B*scwh+0rQ! zY!A&wo7Z`DJFAq1MW1u5$G5%j=f8>CBJY|}o&G^N8aABMtjn(%br$TCeO}FXu>G-g z{t#f|vD);S$bY?_9C<^i1-A* z?--Lx?BHO7ve@JWou3p&T+H1nJ6!kC=`Ez^-q)#r_iWYN!ja&3d=StgbH7_0X0s*v(}V8i^qtv12)OQQC8 z96hFYsei5G;hS1y!eVfUu-Rg9`pQvRLQzDSR*XR9-}==&XkQlrSa<(T^PJ$J;Stj9 z`izvf#af7=%tL)Ml*jQ#BBQd0EsN;YQ@OVPx-XHfA;g1i_?69b7Z(zvsHXScN#Q}L zQr?upD(8HznfqgiV~4NNN;(*V`*vi0(mCmW&V*X+MKTqPhi3(~&0MA%JCcYGm3hN=IYH2_r2)EZx= zNhMVJLHlV7@AQY9KiFR>Eh#1nx+jbV6F`%$EtTb^(X|KYg1&%8=I!VP*+fAxbs@P% z@*Z>V+SqUs_9UCeP|I(VA9$pnXV@$P(xReB{8w__@jmEF#i*`_C7A!(qE7b!i@_6-77yQeO8-s7w>zL z4Sfb?Fg$tCar5LSF)Peg7rL4z;>j53J1DC!3?3Pz-6?vLWzs1V_+o-%%&lEGyx_8P_Par{_9{Gx?QNem-k&Yvdk1f}IXsR>kamy;o#1eq z0=@H^*}b#d%`Fl5T0oXRGl9DyF^TjAbo`i0uhC-!UqM@Sa{001oRwx=Zt!GG^jlM@ zL~XBEba(e*3SJh@6wEaXdod8=W9LViE5W7b8(#Ox>I(rY0ju_=yiidvA9MA&Jc~WY zt!W2Gc;N`pwJjGAt(>sNIbDQiz(!_o+=uI&I^?2q15u43(|GC3MAWeY^WM{#cqS_f@?lj#skK>H z&10&@Q}|$}AnN{vMj^m8q$vw9gHvsVsNfrU-v7(s%_Kp3Z`qL1= z#h>d&Y!J#qcSC_UaZ%?7JfuJrKFXz=#9(!U{L zBFLmnza|7dTVjUR4+LEX%#li&JmuDxI=7Z6=!IQjf^Oeo7{S(a@ByPpZP>45Yd=jnzimAXO4wsj{Fhx*CrE2m%?Wq%!IjuAPe^HUobD2$cG zlcy*nRiRN%;TA3dc(_-X-z;}4{$hx3^q^RB3FXWGtI@t=XhkQu#rZns)w*qgd2WzV zO0Xfuv5Vwlgt>qmWTC?P$36xmgs)~YS^Q3sh8E*kaDNJ@icj*QA#r|m(;kQHs$2;f2jHCFF`#&uPRig2uI(R+A z3-mUa{jNw1Kmqng^uokaz=ji7o)*e6O2XS)Mh46gmXQQWfrc%ydieZDnavuq&Celg zU{hpqf9T-wR7gP)D|vF(LQ4~gUcu86_fhoMf#1K<^(LL_7%Thvgzq5 z{UArCp&hD>X&}g901+nvVDK9gR6WrbwHWZ|;Be)&3lLJ!|M-xMB(S6$H{M0#dTu|{ z@y*s(^U#C&ul9ead$;yYy~Ck{ipH44-)Mc$1v$mbm8qKPf{=6h;|+$Mu$XxObwj6% z=@kD3@bJy5L#9jW-;kp>Kbj2QL_)q&TtR8?ib9`a6nhR!_7v!UY5*GL;>ElioVxF; zns0cGdqwEs(*i{`SW0|a;2E+;V$ZkE-uOk+(&(eyC|m1-Pj&x~3uK^4kfazyty8vO zl<#g&^6Ik$&B9GSX{m9#mu#K#z|S;rIgluhX=4j)K24oB4inH`CFL^{_tRjl@fOVhTZGZboi}-de09#-{Mq9PGuU z>qdh$&Y-tHq3~>2;=uzI4g|*(O#4J}0K^(B-kkG((l*&DO^>6;i)|ec9!SrQo`Th2 z-lCE{kQVu6+(`n@GYXgL%;1bl2GYOx)NmPnIf|D|dOGv1rvdq9-?tW{-yi99irtfbWHc)I-EInODeUSke|wt4HsdRaosFr{`8e6t!F zDZsP$&B8bNyhZ&kzTgfeE$}s*R&A9I$D#Ekh#i(@o3cn?L|N*TzPE&@SjdGh`YaGy zW-rN^mU7P2Z?g8bP$vKwL)oyTf1s@A)n1+N7Yn zvrXBbb)kd2L5ra(>!3lwh&A9{0anAW#CiBCpKX@DsD8#kRZTda!w62wo52KnrM_u2 z+nmqcjNU#dDRkb9={m{VBr;)&yEHm9H}FU8KuSbRu(ks$E-#2F#gU82 z5HLzJL-U#HVGmIkp8|jAIO37QJ(ImF1a;^%9#!t_Y~>?UI{j#>>SKNn@XKuJv_A}rlt9EuWb5{J*)@Ay0P1# zh^B=Hf^`SQ8a+ho&fcmmr}%*GBlfjFRrQoV@K`w{GpnWh3ybW)6e5qKLM1w9&g&@0 z@VgZk?|a=Dj@ZJwta~;r3D*iQx{cs^`3w}ZTdaaxFS~|rajXMxsiO>lA>RcvkdtSY zznBNAEc#It=`yM3u13XR$)08)TCy*jZvSlbGRylJD@}$2JLC$OiiRW}%Q@7JLD$U8 zOh=?we!DR$P1H*NhFW8!Hvq{1IypD)csY9e`DUEio13qglr==KrPg0px8Y~k2CwBP zsDR5=hcM{KkKm^3W$o0hH@+Nk+ksWk79@-VUJiyMOAE^!J=KEn>&8X)82XjbNu=CM zHe}ape5k2l!JYr98Hg#^YSGKLDA-hHqv-9zcwY?1ZBYb5{JiVnAHl5%=IwfBzF>}f z6;gWsj$0=+^eC{H{chk+JG47QJfTO?PFc*!H4Wr7kywouFSE3;n2<(~C)CtQH z3~_jy#gjriK^4g7GNz@ySG;|H!d{@o6+`{ukF@cDa?_jFCLwEk~x;M+mO1xpj zat<+if3Ea~IOGCMpj5hpT`n4GI0ru#m!hMI4aLGLa~pr)Z!Cx;3#yJdn|y?OOTXTA z?;n9{7!d~dQmlZM{?Ek^q6TltBRlu+@#7@ed+Rs$u#S$OQ;kE04g_f(GB-wWuLqhS z=Bzt);fCq`8#WjyA({*~@8`lM_5iqYuEG4WVc{v`7msAMXRjvcw`IzrH=CjwTkYXq zW8O~y^d7#syLzVahQxK|O;jXW!XV;|jei7n=*Kq~@{>o%9sSW=XoZV=tQD$;cZodC z_zA~~>lk7*&R6%A21V3}=pkAR-VaE`FIq{7TF^|I!Mrc#Ka z4=P@)%C|n{(NQGxw-b_&O193H#3$SRt1{Du=&zJMa%R~7QFIn=O}%{>2T@TZL`jLM zpdg*nOr@kmL>N+2>1O1pO+|VzQ2_;I0wR*5o6#WMontf%Hew7I`@MVrgLAI)oag$+ zeSdD0lpf;lm(eS_A*_{W+>8*e8|Is)zbg>|K$T?*k{!$-DH&LF9s*E=^^zW@MJGz- zG$lB@tC`-z5Pu>pFMt;LK^u=QVBG2n#}S$guAmIXArHsTpsNhJqp}OUQ7WEOT_d$z z=LOm3J>>Ag^9DAm5*Ti4!YA$iM01lc?WDx=#SCiWQ6#=-|M@(3cei4Z&+=iidew-& z12e{qV?f};VTUicob)L}o`~yOelb}^vRK2uu&?2s%damV^L?ff8Gg@?P|$|rWI-as zo=+Mp9{rH2>J_!j)_vZ>&BTY;_v_wKwOBwA4q5@sBikK<0u}Dg)zyAd4na3`vms^; zRjL7i-ndQ68Plwi?od+cnt89-%l3w_rN-nvZ)p>)X)e($oy2=gaWcP{=@< zv&+fR0{t2GpWQ`Q0_{}hdS|EI=f03o1hd;`IzM-e6Ls6)p#FMqz5)T6J*Y}oV7J|A zjGOBVUGdhI4_Qj`T2mx)?_rJwB3&VM@qh}Mtqtqrh#~ZHCwx*Ca^7vni<-enOdFens?q{0h z(3V=FU37t)%%W?|X#2i`(RUpY<}6tnAxVQ)Dv{8M;*S(1=^KWcLU^M_V3Epz*xdN| zF2i)D3R|^n!tKwyPco4XH|Rqn(39Ll_k}Q13mYmc*ex;(s9sF(Sx~QBd3y8 z$Yn|Cb}R2wjqyWY;UYkfe!LT3BH07RIXw*lJDbGT@mvCiSl*)xq`5fgK`jc;@4LX3;Qmbh}bOC-F?SCvUp$m{{E0kh< zJ2k}qetWUc())@*z%c_d2bL=KmrnHmDZ@V`fzE7KH)*ZJ zsqs05J23HHWN-E*$Ca=g6~XcJ&@)3T7pvs8go2F`^(y(sdVS^ycb-|Vr7Jv)0^&yg zcABnlxO(lGGa%hKQ76H@hlB8cMQ1N~mPh=9?RirBQWi_7B>Ob}Asrhigc#4@u+v=Ly&h5G^C$4i! z=>40p{y}g^)CJL^nZsLsp zZf9^{P=;l-P;=oH)1fn5HAhvdYHn<$TDa!!>RjL1W8bHMXsqcXi&jTSM+Yh0Rfw1G z-gRd$M!zA5so|Rm?C<`*n@ z(@y0)p%^*}svp~tG)iCev!~a4CP#~{Lo+`6>CzxR4$w#)X|H^tQv9hJJalXVfC6Z@ z7KJSotKqU+*@Qgy{c|<8OZFdTD-_0gqKE^~|3CcPxH2P?dGB&$*d$eOvWPwunr0+1 z{8T3J_f|nIfagu8`8U)Um`x-`{Q-aAOg^ftdq4j(>jVin(x~>lZWMpm8+(Kn-+??C zu?cSGX?LrA+e~~Xez?Fls9DPUxXXO##0JJTH8}qnvN23{KYK!f3{#b7$)T218tG_K zfh_!ivTDUkFJ{&wwAQJ`FN0I&?Fa_9p`+{2?E;<(v%q=lmEckPJC8T$cDqW7kX-Xq z6iaetAeDK<^DtDy;-I&@yb__u4`KVNqO)`(I~0dl=iIc~LnNWFf8S_S24m(q&hHitUR^pfcw*kMs7y0?eiG42*0AS%2wifd6|S_U`19ZhklA z*g)!*@Uyrismrp*1#9wRhL>w)i0kc!hK-&yK~Iy`ri}k;BC;~IR^KD(P;XZABDF7# zW-N4`D(Wniuui&u)thFY@m%q)`FN~sIt99&p-kQ*rpPP)Ad*F%q^cQd_1C8WorDtA z5TT&=8}@C~D^=dHi`;8Ur#U!YNj!Mn=@UGFjnN5GL&$yquRmBRvB{NIkkKf3DN(qm zW$KqA&RxO5sx;rZ8cQ-xY<3D0e3U1dN(Pw~V*vE2o#g60nw9oF?ODUiU9rITD8_0x z%-zNh#yU~QX;dx6(TsJktLsxt2Tgp`u~9eL&Tb08R8edD`;t&yQsDdD7(J0~1gNtECztXx{D_4S+kV(XFSkPok*faJ@&`+RPGchIN~GCu}Jy3Jb6ZU!#Sq#<{G zWSQ;xnxqfnPMN%?_39~_+HZaK`y6itlKeB#s2@3Nr~IxXX@>tQ{*??SLbegq)@jcJa-Wf^GElwuwm$ zylk-@9i8;Ry;0K}|MY8sO6)5Rw!kVOV(}JBwNqG1aI|H}%Yv?FPBY;7X#jARB2h*Z zY33$>$JUUxV7D4W!<{5bIb4ioWDdlDS*$NZ> z(A~x3=oO0J`W^Rn>wk0xvHd!N8Q@fP9}V;VRGVH^!aG$5X`Y@xCDs4asK12 z+LaeGmp3uNQNoa2dg1W!f&m3JKIyAr9N}=An6E_6wH6*vG=!y8?d=Ph9;E0wjy2{R ze-ii&Y}k(3({O2gZYC@=-T1RwRzC1O>;?Ri;=Tx;*$T)^Q8c7aP;8KA(C*RHQqu1_ zYoQ*GfskKtu=;0mwvOm-Mt0mp#^BRd{=C5Y|LBB~f@Re-2fD4-Y+DAP%6nnvPcsu4>@Q=9fv%)f*u^8Nq*eR>YKzs!99CUa)bP7^zgs$*tS zJtQ!eJ0tA37D5~){Dmp@yHN$JBfkZsTweSNWp(dvaL;;-ZFI2O98rGqK3cgm6k?+l z>&3RW;yieq=w9jn!!Fv1?{1V3Px;^RW4o&ACFhdv{?O_c`U~^m@3Kw3#=p;>x!0G` zTKpKi(3!TJ@q@>yay9FM@7@8$2tNbIpzd~cqyDu5FSzKRDk}>qFMlbxmDeevePE;+ zZtw>j)c{T#)eTp|2|VlRZJTro1ZT))hWpWQ_jmoQ%Is|CkclvN6#rk6?#53Z*S=1+LE79pf=6RGhAR^kk2DN` ziV-{J-ApnXmtK)$vEetmbP|t^t1TT~UHIA9QebZ8mNYG~&4zC(`vKmcJK`WBBc(mk zphs68%J~+ym^}NYxc_dNr@5I|xsW&OPDI9q1F!)_g#eB^TBPB%Q!*V{whegx?fVVk zkZvZIzpUu>t}AT%j0@)(W|%*;_6Y0$L(xXHXe!3Pj9SE3<=xbgxKnk5hxxjX&&#t= z$n!8$ay76$KGcvtS2D8k_n$Z4)w`TJfpssutsrSO73`k88aGoM6kIjOW zTZ*sE=JBck;$m=8-35B4DdsE9>Ii!p-NGK*j$xY!W3dm;dNtGLEKFy}bXTn4Z+je0 z;4%L?+KMtpgp=%{1s0y%-c!aqYm2X2Pn@)>T@JfU-0C<}qz-fVSTPq~DY)2|jGOt+ z?y3P1i|lyVJ#uD%r{+~jykybD!o5_!*^A|}Oi%fL(0^$LJZ|sGa({TL5Yj+WVxKlf zN@26!+zj#beTZrvg9+No2Fz<3y9Qa_>yz}Y`6tVGsgu#Px&%E|v%NBP4czd z3_4?uzbfeP?A^P6MUk(k+b-xmdW>WIPX3Oo)f9r3!P(D$%(Rr=sg8`1DE);Kre)rW z2$Um!IMtA%Za?e8iSQm430$z18?_zXJ^I$LE$a0)c$w}YdA!AOCIrEnT%XMZ#~7OR zXE<8qTv_5jZ|_cTJw3uCaMeTXA)E;EelB#{^gZt-OT=|O0}>mpRN_!TMuUP#cDG;Y z;B`ZVK&{-}n8XQFMOChaJ;J#VR1eSi0Ou226O*d(Nu^!VkLJaM-Z zlTU&Wbd~+j+&Q^##gJs7fE}^J0&M=m*7oU6h*Bq;z-*W{(cRrDjOEhr>-Q=&U(-*& zOp$25!6@M)KPte+x&C?6D!HhTyPB)K!`oM$8OVFUBT7p;0Pru5${D2(qT7Lz{&&DYp7{D6S) z)Z%OdajkT=h(y;Tgt1kgzPs0Y7nm6%wS{8FHI{wo_b%EcY$49nYaey)M&C}ng8S9N zNfg2J7A-=fyY$*sGtD63yh$XMeBj4Rg74_WH|}0hRy;82lAsOUHfiY~C|@}7fXbO6 zg}7rpAZ`)llk%|A$WdKlbyr7C=)ZB2=i{7FMc-k5bv?lPOry9_Q+3_G(~rxsm{Y-T z>V9~eIgG$qm@d3RLTI6$8~7;?FIlWG)t@|r|ExJa`QVBF*N`bHv||YUvAwQGbM+9P zxlNn2;}vSD{B9`&Ns?tVlsG!33;UUmHWAEko5U5BA1){(ch}?2_FmPb+YAF9)qhG4 zw6P!kk8a#f_BRazEKlTk0oK>Z`K_JAwclRD@4UJpzTzD9ld0Hu`xG#3cbzz3VlCCK zcN6p(1d2bu(&U(MVemQ8b0RbRmLZ8p{`%`HtUGkxe;MM=My*FGikywojmPmL%M0c+ z8@La^!5o<9d2VMDU6?aXv@C1~|C)ob9X3c9O=ROKvNa<`l97e8m59{qE&Q~W-+pH5 z@Zy)aeWJpa`PW*u+(9Uq`^Or4pWJEuv_h@zLPnaP-m-w2N#(e-q({`7IA?9me4h8G zOvlpG5n3gU#Iechr)7#iv-PjPX65}35}IR1cA}v)$lf?5;FmQt-RanCpYm*x2lDG>Mi?6rUfeY>%8l%s(aBcDkWb|viMgCFbJHBZ*d$onN_rAAh*5SZqOoGHmx;4v#(UjPCfY{;#tVxSL^`1)^Ioo3VcSW4*ijHNr zMN$vy`}7oU&%xdsXNls4G24Ynm6a1UBl6~K+C?nmWv&Vv1?w_5mdTDr#O;I)|E>q< zt1n9a&zd}mrq=0Va`yGUGuX%i7^agU56 zMi~m_>Z4T>qDERplZl9M!Y`_Z`z)0%OqdW9(;%pBwjAm>R$MHS{OHrqzwA{w7iHn3 zA4$*GyQN*9pQxinQ<<_*8_ZFjt1^?>^@J&iMSsaT8Jfe};vs+W*T}j|0Lf213?z@(d3%Mg0Fkv!| zVvjA-y_Rr!-*>pAomV0OU!LQNH+S)S{4-$RD$FRwJ~FRoq%v(MyoeZqwME6;FkyH3 zR2cHnz)I)2tSI19e^~UNty`E_SSpQo<{5DF&65nj&G(a=;4DGzadhP#i`7;T$=fvm za$TB%*7I&#TqiicqezUB%Rx~C{mlpW>gya673lnWUo#!##v{xkKyp1~)R|nQk)Vd( zy)1BUCUVKxyVFj77`Xg*bY#56jQN|GWsq7ZD90d8B=WFZ(b#G0nwsV1O)n{1`vko_ zr`t^A@?~dy5muUYZM&Uk3ygHADT}=Gl26ZgANX2-h1TdCG)36~#?0#mY^L6@Fp%qZcvDaSnk%2rL93Xv~6PI%n#ymQ*Mc_;SPBl~$ zrBX&h=qY0I-Cf)7?M#W>Psewt+*=qi;+I&({+F|@NeGY1cltG2*YRBoN2dq2c-^m7 zIa9=qo~k!-IdPp$0o|g-)C|4v)E+zG_%=WV+sD1#E0%xiA9`k>HcczU|D!|7pf{vB zDTl5ZbSaBV_|#4mOZ_!Go8>+_7#pnRwG=or#dwb01UD`)5RFj@4cysKOm~D%{78(eA%td?R*OV#I^}ZtTR7 z!WXx*-m!hMFYp29J@>V4KavD=ranv>%x?*j;F5_M{vm%QTY$qkD{($DwCkgSC-CuT z+jLgLXJ`M0n~BPU-mP`+jauFBc22(6s6!CG;qJIbAxnzS>?gn=whu!1h#u1K^(@nKnk8dGg`d(AO1p9i8@};n=h+J)wP%w={#sY_u=A~hqB%Ks9rSI4oS>d7__1e5ZAu_ z()s&@%Z4?vY2lbZ?-Ue~H}hDaz%72tyaA?rC|vpt49_p$cmDrx#Abpuxv}74c2phq z;7F?{X$QoKZ@LO}V~Yb`yB9YwLD;G@3ipt{>UeFF5A|JnlQ!lCE-U^eg4*`jC{L<+ zGkBWH(J|ZK$O-8L+&&uh`1Xp0WuH3VxC=>Iy1lOAC1zy!w1{nCkXEBtpxfXGuF_f8 zY9W(}htz{-wRao_&*i;1yUvz|L2bnB)AkTNGK6ggU*&bc4KM|(g~^}i zU~YyP#fcs^no6MOn5XSvTaUsyP{~b8_ZyFlj1RJk*>b{?B_zWzs4-j?b$^yJuyr&c zm0ct`$Us#5lOGV;{j0S0Gwl=C%eLb`1>;<39$Z5kL+sQ=qQW!8mibsg_;QF~@~mzb z=YAJnqyU<#ZF_(3X>F1}(P`Xf1E0_=s9dH?(_7^aCp-1oONTYYSZ)T=FK#~b~+{wQZDKloedU)8wd88h%;z_;6_%i0%A&~&~fRULjctSr0+sUA|@u zY~wccWF}GV*A)EfA^cv9{7kdl$P6c3^hZg13C#;g)()JQ$#;#1v^7E~uswaFVvxb@ z_@<1_O!uvG+d$;lRMB1t+53UznWSu^h468oV(azu*ukiG1#dlTd^qX#Qwquq<00O!cvaykwSS}sy&VKd`yjpxoKERA9S&m;&f4Z0 znV#=}?FY+e>Rs9Rre?`{l@VZY`rvNVG}pp3m+}xDEtigNgN}259S_KNOS?04q`|dp zsP=g@?=zQ}!MkYJE>pa@`oycq5=cVq>6h-MQk%KC#)tcwIVqM)v41{AzT~~%q!1SV z%l-J)LP61=^dOQ7`hJr0_0lJWv+w6F%k~E>UZcQq($}Gj&xRD|bq(wJ{`e5}5&U;v ztA@m#O_e-nr_r&0Wo1acQZ%;j_jSCo-mQNY2asO@PrF-j!DmkSyP{+V;z9!~sL7^27w)|NivtZ*s0DGluPFPUl93h}m8PEAWC&uvFf%q)ahhr>VcIsTd8v)Q|_Ks z7aK{#^)0;e$LCy_x0+yx9!;a317p9a$?ek^c09O=9Qn4$q%K|U`bwW6&(AJ2GyuND z@*-SG?|aJ4sF}G46s@3xyvaRcDlM{86^yb+W@kJ<{ll#<8K8k`|Dz%}Xre4B+_MyV zFARHTPcEg15V&7fRekA2S*8f6T*0mS)tQnz3&pDmft5i;A7{wrQQy9fKpb5BIR?dz(j?&oR2ajZD>4q-R?m&|{3pQwL7 z+pz6v(F3GMe@yV3&D7q-8?rWeWeym9lrN%_0iEZ3Igj=^>!r;sM zP|q%f$f3$9Pl&8>CMh$dB#5_H2+K~^Bb6iBB(RD_d~#4YUV32hv)+c~#q0=Dfx~js zzBRi2 z7OiT}IpxnNEqGXPyR;l!K4ty+PV_sv%~~X{{rfMJs7uyEw~m~+()b_mt}GcN@PHi> z7`~(fE;L8c{$wG&E$A$KOfe#z9kk8XuDM%yM8OB*uXks z5t%v_0t){Xrd&R{s#9Yc9y;md6T92RPyZj?R$hbcvNA=@`}~XBa_A&L!cC?$BfUhG zKYW-xVX$q9`elmUz~+VfX}ED@S1OJl)^Aaoga*RkdDgi}*hUF@4u^YySNm<-y5 z4|m`ELwSQC^!I&>el?Qwn0;fvwfipBG#1EoqH3);bVoHMUpuv&WwIN6s12%p)qr`O>8)G^46z+z8s%%ESdOVbM#a->kcMGwkYl z9>7>7j)l)!wiv!X;#UD6bKH1<);q7HJm8L|O4Eq!Lt?Y!=w|`aiOj>DZ$*f@Miz_s zP3%qVBEm{3@ecj%$(?pz*Zz zsLH^|0AsM$^4$4PC}urjn*3xIr?i8D;Nn*nmw^nu_wsG&l=_{SbeC0t4eWqxo7LN3 z)+yKHx}22|*w33L5cx}q3cOC5@0iZ{&l7h?{-bLK+z7k8!sA$N9W!2YB6TNVaG4Ws za3Vqquee5>ZL^qUh^YjmQ>P1VQVRZ&7Fsz``vutxFUN8&o^C)xbO)&5kVBv#MWdd; zT44Ws(dd5KR*zaI({GQ3tFvT!!<>yaOY)C2$+F#7m3QBn_3eIWxG41{$O4%Zb=Ug7OZKcYKv>dV4mOR@SAe$T(?r}V__1tT| zU3T$P5c7{)YmKY_2CIs+zAzs3sgCNAeY;`cJEx}=TowfB(WcbFh}F#EeUdzrH2up8?UlgTcVCp>EkzkcIPr!|m2D}Yf4uBxA*sY`?H z;o?36qw45f+uPLbj=M`#2aq$)ggs2Rgm9P&zpg1I+0iGSt|71YWgz91D&639gsz66 zb7Dm4PMAJna0%EcBvnp0Gp`=5ysF}|d}4oE!EF8oxI@I-Am797QCx1CiX~+etFedA z7d$)q_zSd~TG`&7GeW?i=zf_ac)Ym2|5s0;HTTue(XEY(wrn)DkfSoiQK_Xs(y(*# zn0wUiMK{Eg^havb`{&=QUNF!4=u*xNB`}AlfBI(OT3Ij`*NmVXE1Xq)C^vCbYgj#= zXM`{G>BZ-r+4QE|ZnPLk+EsAsEf;uu-{gL+Xj9?9Gb^dCDZ+r6Avdqs7STf0{jAZj zD{Uv$f~&opj`Omz>GtNU)4ix8IBULU&ea5Pq`LiPM<}{A-H<0tT_nQYLuvo|Q8;$v(Gt=_nrfI@w^yi9*I1F?Pn zJ2P1Ol>2>~qrV%@XACd?&~ZzUd-5>dG$`Cr0&<;oS@~QQ^a~1JZcr6WxSSO1v|m{> zQ;d)SsXK3i_1uuJXFN7TD_WmNv5fMdKmK_yl-v&Vk?k7E89^LshDvnm#pD^Js3zCi zrKk?_K=Zx17IM0hS0x_h-(ER50f~}85a#}yy1Ao4i(WLh$ zps7i&l%R>VYu}QFqhucC`@L)mOd9{T4*55)e(#p%YK5jP0i1wukampE;8(=SZL6;_?*I-i|g5K0iTr&&zr%zC} zIsEq@9aDOzr8XB9vtt^YBv{!$0USpsu7u4s)zsK9&NPO`23;2SjV2Y4L zqU{S#^KHXk`yPAuzn(KQD!&sS$k-{q<&4>^VP#bVl~TCLS~--*q4Or-H0`qTfY>)5 zBVG9sKl`U2buko&ApFd9$kIdxyOE|UNsknsS3%leY7+Gs-{yxnS3&R{)?^6r;X2k~ z^3?wnQuk_w4=26)ZN(^$%5}=VBkrN2_u@tr_p)s7hSoK^WSbe57ooPiO?;Yst{E35 zitLA(qXtNK|MBmN{qt$l{DA-=yGVbrT+6QNg}eL50<}l8qrk{e>2`Q52z67saC`^T zEl_*+%JmaO2l2}fDZls4oCDx6C1O!>yj!ZO#$4dP`e}sos_9tL82w@Hliczg&bVq> zp1SAlZ{18JBK#Xty0XJ~$d9o!71X9u$X-mbbG!TrdmDpTB8RL*;Fm>&eeP;+m=oFg zPZ)4a5?Jb#;;z>IHp_-f*T}(vzDtNBOoEJt5GIzlu6nW@{ltkYydiNo;(Q5u&#s)B zqvF7vv&;Gw6^25Nm&$L%{@mGt?l3-5zEES`Az`9`VHnQepLTRhR-UQbhfj3HnFX9CP#snG_ONLJ5Ln{W7PE|ieptih~D*#SfvRn8Gs${F3Tce>UR&? z1cghgl&aGlR~~N3IYNbBGMq2ha4v>PlY9LL-BN|W%T*(jd#|dOoH2V{R+7HxD|3a! z)8YTtCYO!m-Mrp&M>j?6Mjv)J1QrR8wYy$U0LSlEhzsDo;*i($KLpmT^M~*wTWg^I zkPL)kbVr8L7)%t3#*;`=QXix&BWVn4xb{_Ex&b`Hmoc~cbf#U!I=vYOW56fFpPng9b={e{( zIOuIEIiI#1G_qA=DZ19GU++Zb_L_^pYyO)!17hzNcs@i-c=eRE>*@)JD|HG*~k4CNZ>n=Y)?hhbN3O@Kb*{2LnoVB3PH4$|H_6zH;n^$PnUmwW!Z)^$+NYo4l?P908L zNMB})W%kc|;a^c6cU4e6smZUDmvj;IL1}l;?FjxJ$nuNm9g9BnzFAO&LG}%2irIEI zUrY=nmvGM+&A7C$cZ(2f$1ipuFR^_O8MrlXn*+*0D9Osn%vGb=%h(wV z^*p^H;Fm20SWTd$%65e2>WftvHOuOKsw)xb>PNOV-p66R+wuynpQ&DoYySsYjb!le zV!pf-evn4#Cc-0DXsPAihy19+R|eVs_e{i3*==e(9Qk|G5_o;PIVA#bB1%S@MQaRL z^l2~=aA?!dp4$XT`Q^3uH z|CWSE0AvnWpJb)*+;&(;8u_C!PGo&Tr{Tj=S_|cF^wM!UxhmEYlE@?aI{eD*xCJp~ z=$XpEPN&Km_eUZApE_fo#~W{eG{eb^MCaxO9>Voub>sY&H-4AKI$oH4_=j(}E<2i* zL)^xhyjM3~sv=ZJOR;7`;1H(Emh+qspQ0&lN;hemf;LNPH~5C*_`OP62K?yZ)QV%= zdavv5Eg6`uY*_4PSrjVnR0vzWvxo&o&wSOqJ0|T_iMOB&tM#fXlr3GVc>b&Phkv(6 zU`LSI@70S{PYLDfAhw|{L&a>BXW3yrVsq8_QljKy+kbRiQ_a;%Av!CN8Z3ehxe9&( z>$ggu+EiL#AA6g&;Ieyb8SqfVTx?5@{x<6sbN~_6DIM9w_RCfM%`%H-%O|!ug}4L2 z@f)OnG{K6Tz6`)0XU=xtPbL)Tg=V>7Xa@1dV!7o zu~c4eB}Q*vmGs4NSyImS)`^z2jnuTp6*NDQEf#i(!d|X7?sYh?YV=y9Gob zAP>54@do9|c^38lRX}^lSe;`;K-Asak8-P~2qw$!@yM3C`_VM7^aD(7;OtueKjHOV zII$67MB_c}CXDR2WPs2!}R_9$V@i32lN! zwgYL|XA*7<=CrN70Wsp!XPK#t;r4Hj$xID(_#%Ws_l+z;`cB3rH7e)E0`u@*W%sDX z*nWw&-$lL5R8S`5LX=%WISIEHs&*n%&G!v6bvR7 zVoJ?m=*;E1l+z?*~XtdWM!?9IkQbd8qvX4>snkA-A zO!ZEhPeI)?pg7q5FutdUMWH4_&s?uEHNXDSJ$sjkawCBmp?>WEjw3a10q8zJ$gpbN zXmoa$#$D^xW6US0p6>#qBifke@SO|CM`VBrqE|(THCVc!&7Edn|L`9jgF6--QK{kd zA03qoln8?51j;*m%u6m)`B~c&BT82Gq5sZvi)UtA9$LIwTRu=GX)7N7nK_XssW4A&ql5BBqux@6SJ}hh?x3z;T#cQ0l4#3XAV6k~k3fTb0;1eR`P%`Sus+AF4F6 zV=@BhvW>jF)z(u}|KY&MU*qBsK!*C{KEpQnIcx|>vtuDBK}0bPzh)&v*Wctnq8=1o z1~I&0F#E)d-$?o0`yB8aA-7J%lH$K0>QFh4U(M0p;QM*r(OyE`7qVLGT|<*=dNP)o z&$TB9SlL$vAU`~i)fW#CVZAtMI@;4?a#_FQjHSZG)?89tQeIzP(HKKSBz_E3zjgdg zlW&G1eO|0!5>4oqAXN$89o4?^?DDbRXAujvM*=3V#gD8>-^i}mLE4Uysj_l1u0<-@ zS@OJS+UA?!JoCr@=<0f8+D13T9k9ltUG|pqJ1`k2xIH!GQiZQg=ji5_D!E2`FPi__ z#DMgmvR@Ua6Z*AA-?M}Vvp@@`BPP*wxMX-Ix0OJIWjwU_w%p}AouT%C9RJA-g`wiZ z+QOBQ{_-Bp=N~=ikzWt_Enb+}ZCL@zeHMAmT9$tDF5j&1M|>Hc&9+sq9~6`r3Q**<;R`U4hl(;JiWAdWrm_VDy%yxF=eNj?$m|1z-l_W%s&&< z=`;`#A{z>dZ?R38Ep?)Plg+4Hq{<71d0U0V&DqKHP-wSqz@h6EbtINyY;psfx=_3Q z_9xIc;~xdZ8=E0jSTGs%6`2foY?^U5A$McjhbVdyK2Wp?lAE2-4=%^N3VUx=)3os4}UJe%1dW&Hu=pvWVGpV>j_^grPR_f&~s`gn5 zDal?8HUGRu`}l4J;*OfdMsQsb?}RImRqs8}NyC2m8JauwFF7Z(tdv>i#aPc(A!;37 z{wO%ou}c4&v%lIeO1XV{r2)rL@8FHw{CR#SAs-F{Xz04k8+||^bXi&T# zbBb<@@3=p6BzR!pcfQK^ov}#(*om-eFZr>E1!|&H%2?p2AA3ULc$c=@1IEj4?`;EbyWHi)X z*z4+n4tkt|OfsR>pdq;5H3?GxF+SH+*!ak7l+c1UBYL+@luy`A>KUVuYP^ON#`s?I2RAnA)3TCh>N0h>Qg2)zEYwE^I>M%7__bL+q`+6 zL6(@DVy4_4aP~Y*WXt3o+}rz_&A&A7_9DUX8<73R4vf=BfPZsw0?rb+hVe(r3FXXXu;0O}bW;$D>pkm%6#PqsxMkm$RwEDd@P?71*0rDV1&L3x+ADp-Mh@Wh1mUfh#p&PmeIW z3v^VVU2WDaceknRlCmC}6OU7SCH$&)al%W?hy3Q#M@kg|2Vvub#-;V}joWdQjuA~c z>i8maveBd|x!f4ZaDIo&uOj4Wx+A3SWlFyn^HHI(Y?P*?v<+moLFY`0C`6HL(a4Clz7VIik(pM@{uGL2{&+7A@IxdQgo}wV(3AY?S({ zhqLL99TNV=JKyzK)plCYd`^=6HjPoj46#|X%J}MLdv|M9A^WNc8^^k*K+5_ZS7J1_ zW90+S5p*1BywwAg`vtm5^v3Gu5vA6R#}&l4-2*-->B)QDNiKO=JVayHEl7-dQB;b+ zE>@qvt(Sl5e9ZF?;E#Mua|oWA5QwzVe`GioD+1o>HKT1eQZVU!kx>lO%RXguf=3b=w>MBUF>`wkvJ^?XF87ejt8^s3B9^A z=}G66VIK_7w&$!zOQSNuEy$yk5h=}l9hfZ#oqgHZ5@B&>_eHzGgphn+QwhJz>({l8 z#kmWBo0_~L9XX?ww&K=tGZP#>iAk~JZS4Qw(jY)&#Fy@8x-UyTmP9N$TjT z!ewdM=MI0cLiRqi^abY@({ij6;%8Nl-Z?eou-pDs=4Y;rt(R0G&eX|*H>0gOX9Zdq zl|VjjeS61i&kSh(rR6|ig?F3vw{i6SjBX^M_Zr}wi^r@1jAdcN!4h(|Z&?%$O+Om> z3dIdjKK*`ET74;8e96{rx^QpTV};L(m-otHOGkM3nbLp**_L0M$hq2z{6ia8TWxo) z9uiCwMOcs25lu1~&eHifa~xGmUH(ji3~y7NFK+V8w=?#0IUABe+`;kOX8m@Iel$iE zg^KHqIgSJvVlVaA&TN?{DjzX$&KJ-uO@%y5aENi zi4KUnlOP|vunAA_rLj^~NHP40Ze?Yo9j!&c)tbsy@ za5njwLs4~y&&SnvX+rCRbW?7s4{KR=v%Mu7960*oK!1-Z;)^JY(YKc}mSq@g3Xy!h z{4l=SPqe6~#dWYsd}Eh5I0fhavL{zUQqADpWF+s6U3i$SUazMD?{a+3SeQ;I6y>Xb zc`@sqnD@0_65zU}jecuvs>qO__=Gz5FIVm~wJp$)@QC~;CDwP44r83Hh(Xn`&iv0Z z?TszD{L6Z|oGm+U`PXh{ZW=1(z;`McDb*T+o?yesu&%low&TdKaa@ss02rLIJoqj7 z$%CV=knHuM5YT&yO3oI^&y728O~Jc_wfXg}0LT&K;3e)F|CrqAD@kGiUpO0(;E|B) zK2e<;30j|Gk0SvS;MY7f<-?T5)Ncmdu1>*fPo!RS(18GCO9g)>s@*hK{CT-`22k-B zkX&BO_(+_s8O-f*WE%*-wvhKx+_NGXxyVp@e27Lb87*#&yI~6oMBD}K0I8bid*h<=y_rABK1l}n1}Bw}JbxjJVC_Wp!<^naO%oQ5{0>7;WU7L(ldas^ z^t%(!^&7|`_ES(Dbg#d*dX!?DUAO$HAkp zH1YN=!n(}$tY7MRoN7SrjO0BI)b*R_D;B zmU_D=S!qVOYQ=;$2hYDt@M?DXotRe@*8sXK47X|BtIZcqS%CR?EHh!TZ&}^{Q{Ocv zS{z>PTY+85_fDX>_f?U-#wa)LNWV3F2AJ)*Wc^xORGU#nhjenH?Z+4a@WGV(C{p2} zU*V65^GL6{)cboE^K7#be~nnANN(F6P-oV>S)x$>8>K+b9D&o(KWInw^#P;6KkGv< z{7Z^CI+{XnQ&?qP6Rf|B%8-l{5RFmhwELU>%<%*=zqGZbNmrajZ7hp?)(POmCA^j4 z;`LMoftN7)Xtqnpzd^GoBUa`=x0Y)2!w;i)vglj8^=*bXiQc;qI!u(#tv&dF=%`SF z63UjF0{ER@VI8=BDcS}25piGBz_@9IQie5U=A?k1s4b$YCvLO)i!w5Sce z0JD!3CeYKypx#bGhS`!98>Uo73AUwA9qjl&_4s7`ZOBUabaMS*V0F0kgNPy!+oF}V|ZDtCmcsXn)uS;;jS9B_b&p~ai%7k; z%1aOPPd?FUHmG9Bja+W$Y*L#biI`nEUaF$jvJnfh-fQRX6!mY^yNfRg+=RM4DF01X z3ttlyp^)OKkmX%$t`Q8rtY$&)&_3=&LUIZrrT)2lZEW+SZ{qMX|_0CXKuRbir&wqATCX zu(kzPk4B(=(?wTe#{8&G{=W@>TdZ$K`^S_or<;u4Z*oQjM2_tX58>FIe2( zq9w+h+8?ygqQ`HtFgl7Z!iIpSQ~SZH`eXhHl49`?9B3Hj`b$3kkekEhH*P$e;!+9E z6%dc)jJnVgHvfr9GV}B8X_w9qPX|fWpTzYI)v(g;%XS>_h?jA9%<#DYu@dV1r zFoY6IYu58mXPW^CEI9*O=a!QtWh(odkqxk88o77nzMO!^R~FKfdRd2E%Z6jX`ek&B z00JqQQ8Fl4!~TzCUa#R$IG-~xvdh6NAcWdn{Y)}fxij?E{R@q79-SLQR5!r7ienh6+x5{w%v71Wc z)SEZ1bVq=D4;~Py$q_6EE2UN4CfHbyAa|9FC z&ec|(9{tE4TGa?l&aUOu``-p-sGS?Y{94I7LrlM?YPo6|R(35F?qASb;>>TCXt?;0 zKG*ZCN@`s=OsIv6bL!0T5u;Gd?N78HADy$vnH6K5W^ud*Zv1K_@8qE=8ywOY9Xz+d z=Ieqta8CI>_=3SjOZl3DCaKxW@>p*tbsVs3S(U2o*~~eWnWd!`Kg>HLexQ}P+mboj zGF{ejDW4Xv9ur^aek~R5En6!0=ZSUWUeqP{4qp_`Rb-=dMBeXqJp$-+EdOzol}+*y z%;=}1mpFN+4)udOlS}<^a6dr5bD7TlJs%IDwyesxHBUNB(CRb_?LvN1#FZtA@a(v9 zDK2E~e#)0~OR1DKgDw-M_n9%oM5-b6w%U3!mWx=*nUV><>tq++$>UL19D zfyp^|2q)F8al_d#WA&usiM7!^cewj9djfhw@cbo%spjLQ?Bw6jB6It|sT!$`{gieA z_SCRrsdeh`X2;S||3Yy(jY|F;k!WFe=J#yz0hbH$@NAlN53!vKWw_@(;$;OAwG6x| z7C9L$BFZ4y9@94Hc2rOtbiDW<$;yLSOI}u^){L^0W`I=apB*cPSbmz(fo&KX7?Le9 zC9y{Y(ix+Ai)%PERCZa2@PcI#^BY75u~iN;%q1z3{JzsRjWgcj$IKhN#!ab}MTvN+ zLJjhUMIYXqgDNB%jv|c`gxg4nmbAJBs`aKXg$JBA9f%IBMqT#PF2{x-pweLm^K|+$ z@PNfS?satgz^87XSA7N^yI@A_-Wsq+2-YW4Ra3A_ePI^)9nE75azF2MR|z<)sKqwp z^u(Z-|4q~o`bqzhI87g6&2wtYFgL-4X9ObD0$n%wrEiqnaHf#2`6@fr`72VqkWJy4 zXl>xL(a!`XV)OQP^jWLVo)Rbu^|9^h$CW{B!Ro6G(u6ZaqwTE_0V0zPFww>cWNmkR znJ;tq`#+K(VWQMoVultz;C?#zLGlTeI~8>K=L~D=vmylzLte%mxqQwzeQg8x;|!gq zSF%T6+8GXy4jm@XSoM|)Jy{&z6Qk_z<{T+=cwsCU!`W>KobV1ZQv}+6F*>!_2o0r* z$v9@YS=^3FhIrrPqOWX^>tengCEV~5_x`XO4Bma2{ug=@h!1FG-I^}eoU@dyi+=Ui%mnTYE%ju~V4WU{6mgD*C4BA=mrt&$Fne#be74QW)(x z#>xVak)BMINTLY%r5OZ*?GU-hxw9Y|f4D>hcRbn?&xvcQ`ti%muc6DO81*efG$@xx zX~FSbe#k^BFFXIFA-_5#4#J@-$Ssrn;kT*9Oisdavo|NMnDJD#@8!yZWJddTB*7aO zy#|KoP#=jar$A(jH^fMr9(rb8SC760ZCoBS|JbzzUHfQ2V!xDm zt7Al9HcsB!u^{2}3P@!%D5Bdlo$l-+Py287n!NWBsiRE6SE9K;NI+P5y2^|CjV#VH zt3~vJlUUJB`&Z1bY+XP|Pivwp6xJHGBcXGqpzVMq8`8uj{R<-7*#x>EH#56#-jM zRDFz%mId3lGHm8d#q(jVb-(HCDg`FLalD=PonMYk6`F1VPg(hPFU@JUExSE%ig>Z` zu~8RKxs!t{D`T!ZINQ%;1{j_Y=dxYT-IE^+q6ug6u@GgLjY3+Wd`d_6e+wR9=B)Sm z2QdHRU)LGk8pa%aU4oKUJmupWFGkm+7K)W~U$n{}MYX8_?9>@E}r%^$~iqm05F-|9=IsWg_vLK~Br)xO(oN2U-U0E>T1lP1QeB$E`C%le zMjv8fbEu?C;UKR`XMc`T56sG%fl>IbL~`2w1U8R9=Gon@%Rn|z7vaUUgid6(c4nLD%qI+F^I9A{I<`LfT%CmKlweIJMsc1Z4} zOG6}0mjXnlcN}8}s}~tn_ppIenK#ox^n2s}0A2{^tT%0FwkQr9BaUm9m7RM_Gx6VG z!`2;1iVZ5Ceb_x*_~5!j$a%zRE?6~41i&Q{bc%gIBOfFH$NnR^$sno$e-F(HVhdGt zo>a3^sS&wdt2w_wVZssshDETd9f-q&vSyr$C%lHKI*Ma&kV8?`LmL z`^7Whej}F})a8W;s!ez&Y^TR@+SyF5xk6g|2ok1s-fWI;}^C zMimWw6o1AkIr@2 z11-TVpO0pxDB|eqDx-9Ff$@M@hADW><%MSKi-E^h^bE=GXi0znbwBF^HU%wqbcKuK)*HULW8Ctu2z4t+#*H$`NSEfw|De$nc4YA1BLeduy$0dOF?91)4yh9q`s|@0 zf-r8z2}cf+$^1C7cI8A_Kh9tq0z(5;&-F&|mC-T&YFSkvB1E4>}0M}tWZOU_~5}OKMbMl zSxwB@BJwc41o5FUMk4tyFp392JkR3-*T7nWm5A81DlSY>xJm2jKsL8jfAmu9*lo%iM&MD zL258#m6ts^q`PsymAoG%{3Eg8je%)gr?!Eyjll#7KQdaC*1CTr6Uh}dRa0EfM4kHR z>;|wQyH3_R+SQJ##lNxnIU>xQAVPYWk92dt`bPp42uF_19=v!+UpiR_1wrSsA2txC zFfj?gGQOW3F!YpsyMm2xWN7?Gj@y22s3uAqkB`%Oiu(XWK*~DktGdudnlsmsjQ_G; zr0VKw)YZM^vuC4|Pv@}A7eB}D2IF+`5|}P3)e?(20h{Ler6L$+me>H13v?L;sIHEF z@eSZ^$q>ft@b6ZK?QH_mSJAjO<2l$0BlCgdDiXthmz{YZ@9DTKQ2j-Pun+R&f?cyH z5-H0ws9ns;0bP+F=h3{Mjt>3Mw_Oi+CL@Ja#8)7xS(kdB;NIZz&z^P8@bH5I$m8|O zSK`!S+T%6RU)miT_dj7#?Vl@M`1>V@RFg&J8dJ0mhplQZ>Xp@5uQlXNQy@{_UqHG*zoXmZFfICrSk0@QekH(rS)NnTUc(!u z8VMzJoY95_xq8%*B-Vp{!DT$UGJI^Da$sRvN;fr z@#6oFm?V-h^4-@zc5GwAD{u(UygxZdFy!gLSw6VPbbZ?gA2n!qoFTI1Wb+1b?+Fv> zX|dkMD4jc4yF|Va_e3QIz%!1Oy#=o-+2;Z`s2lCCS4b*#g@^dY1$SH`I2I z>BQG@$3%^McA$H-tH?i++Y)DVi0VI%CsyNE?X0ugeQy%yh4)U_oVVhmP}64;gPA6Of2@ro$gC3P&Fwl zZ#J3*q4VI!Zk<@qfSsvy36cf@O{<3wjp3Cr&h1HS!!I6l$?>UOL*?#Wf~oy<4+Ynz z<+PqOO>bRgVXw$p6dU5m!F@!459Q(xLFTxysFg?|cs$t31GoN}pU?QjV=^ZGBPbJZ zCj$;^dG>YpowBp1zYLQ3Yo1uxX4?)s2@-9dyk3g#Lt4LLFAu>ubbC!lOp9MAmgO;uYTVK+`A4#yHF5Sa?*93X zj@)eN2gzT`dB)0q>RCd0CX|F@#hjV?|L(~c)x9sObp!x3_HG>Krt zDAog;de};bf^*iZ)02VrQxw(ZA+TvNraYEs{p57N+7x*aoqYOe-2cnw=aD@lfOi(u z&Jz3N)9u-XrUrOL-Md8Tlf$RPnU84v_n>%tr6rxaEjD1RodCn#jA$P6k)O7_15w_x zG2msjg1*h8$3c@{oJUJT>uVGcl-d0Cu@`ASpvuZkMNJ#}iA_YTXq2+`<20A@nls0jME?wq!9_C%4yAPIf2W=~bxz$N8;v zhe(L}TBW#?j6%8GV-}vFOjph)B!0U$0z0GOgy%DOlY*8u`N@xUfkszW&fn5ta<&g- z?p>8zjBh^L%39s|ohqT61~?t>SR&ROfVg|(L%jepy7kLlx7}qA*vWs(3m_k9k6YAf*Dzv^fsj(5Pdcaw-*`q%Hrj-G}N6vO{>`I(bT)xB%ZvM=bgW~Ynr-w&8$ zv(TxkU_4?`1#LkW_bjQ8VbOBGA*zL@D{`C^Cw=#C?KW4*HyQcHLOj-T;HgFvdvR7K zZJK^oTD|qRzW(qcp|h~nBk%6{6w{m>fB0488Z-i^?Mo|hVj=*t`zD-o8O(DZirW4|gF8UF%bC=Iq@4FPb{|A2byOQ-daN00Y) zZqgIB_u1b|5l|L9uq9z5L#2Ugo9oB(>)T|0svYrnvBlaL1HzN(+WCr)6XR&3MkQ8z zYmu;z9Lp)^{#&hrwl<+%8IFwU z=lCcdeo^da^Xvt703Q?ey z%VxII%IN%PgAd3{r$HCNAmLIhpz~4BuxIH`y%c@B;L$x-pnl9OB|3*;2TTTe<-n6v z@Vx%_Z@woDJsK4t4_El)M61#BhAL%$01|L_4=R3aE1AvFfHPdGL=A6#DKnA$naT9T zm$5f2t+w=$ci~}nwhi21N4tvYeonuWwI3;Z-m6`U9kf(%{u6F_KA9TD~3b*8YG2Q$^1}}x-)VhD6*#Fj^Gyn{J4|z1Hs;WWveiKCCsul z?Jk`T9p)|8KYu~nUuwNOHJidqyxHkuMkDs?Tv&F~UrEsq>~)py&`z|VX1f$Pzu5_~ zk?sXwKiVg-3xD^O8;;2%5j!GArVth@dtkOwO;I<72%j^BD&t){>ecG;_6%tua^w2r zq7;s_io0>2G~ZJlYZ=Vqm53GOcH`n5Z%?IBEH;H!__vXq?RAX+e>CR_@FoC_=jQt# zoI_`uV2VC_*60i>OPlg2=v&KzC+oa{flb%Kf0Zr9F4oC>9?3r z)5*xZxA1esuL58*K;!I$O|-9U+DT*BxWY$hLqqx_mwrsc?=-Tx5Dm>?@Ko}$qBMr^CDY>HYrzreMemYAZH|R{#OgZxHM82#utFYhFqftnqYyPe2^YdF` z&XRmvc1jt@H?q<^$VA@@6Ip7eQhTMaosXBAHX3VsEBaN7y$?9Af2yxi$uS(*qp`-Z z8S?-ETV~4)dT0oM6VXVtk>@5t;t887KUC!^6bx6!pwcCH&7u#M)EMQhWXfr>m^Rap zlRgvG;bwOKeUbAjUZc$NCOYVenLkG>8>&SVMJb@dHfVWZBC+#5foSQc+{@;D?~-p< z8(V!^eZ|1r@LK(h@%%CrN{O{mu8%r0swUR@)o)5kTdTVKp;Sb=dhGT33wOEw55$ra z>4NaSt*<;$U~-Rdo`U~VO<&0UoL#V&^UT5B9Kk;?^#^o`N3{fo>)9@hYoKZNvuumd zQu|BIVmptGc^6)IwrH)mnbb80DWOqNGrut1qQ3|=brR?a`?cIZ@tJ{ExY{6R0U1If`0;Y0%X4$?q)<4SX zmGus$-Y{)T`i=*xZI-K0#+YAx8()IO+y36u&{QUbK1?;iKdSa4Prst`%!_dy& zwF&B1^oDN4w|zy5vd^Ecan!W;rqpW?5tdWiI~w8Dx#@qh;B15?VET^mL66!rq)sWG zg$w=&w@;U22orqhE*msH97K&7T%U&bWifZAC3MRAMQc*VMkPdTqS9M);qeY{^iY_^k}#N6Px0y9O;=gA>B0C& zORARRa0Ky5KQP_tXKM8?MeQ^kcR%p6uK6HWm*y1bK(Ek;{&9|8uhfNjS5?q*M8i(z zl&v_qTfSxUxz`+Zoxdw1$K_9y6T{K8&?k!;h+-^AH(`p;d|~k955-6H2ll%!od>fi zb<*`=$FzFcFCI?m?Yebb9L?7*eX!)3R$hLeJ*ty7th)9!zbOT2lRdq`!7wB4a=)A7 zSxa-8Om+iNPO;B99X44@Gy#l>;-impG|p)6;w7Ih9e*T>cxqE&FH4^1u^-lzH-Zdf9 zt<%?ySVe!=O75*yG6L=$aY?o)4o z&&)>H8+e-oakr^T1q{SJg0`95B6);-)+P_qNLz~m1{YMFv$6-x@^^P$q;BiR>yk(`MC|{V%09kT{|M>#UEGMgp{cUmd=O6HKHa#a{A_=v_-&Lbg@jccN|?gCq4gj0hCQu-9K1jgk&kN4izk5xi!*6uor@1@)+y^3;( zYqu0ZwKZX29mGF^{bktL(A3}}pb!3@y>P!>o~1}K6L-tpGGX=cC^>2g|7yAjXBUR2 z*K~aT*nRKwZcMhvDQzyI!W*4UkK zuO0RN<81uU6BQHiMU>7q7rW%)y!Upn<+f@wT-UmMutSnnmA(2tpfIS7$#OZQ^aXtT zTZKWj@y;6WEb+7*4smcP^4ps2wR{q#-ZrEp=NQxcDQ z>$8p+j#9FOJ!%+9!uxdv%-*fj;mGq;GeM;!x-_=%R zTWweufD-}v!`XCAl!aKM?H&Xx^1H9>Gbubd%RdsNqgD0Uo}TeHS)R%p&ha5n{@St@ z!S#)!;Req`GdC3a!o5D6U2=JS*TrSs*hb%x=k|||js=SsX_&nW2aGJm(;14Ub>Gs--%SmO_2m+^5`Q&6P`9h`*wL zLGre8!au4qI@7%iP?_$FE><_hW9{SKmHS~s?I;54`&@#32v$3=@>76zl4Mv(;mD6X z`RvxRht|`n@EtFaIfypvjj7S3&78#Z{j)6gA^!5Pj`c<`m6l7cBXb+q)ST)=HCx`@ z%v;)1RkJ#Ofw*mJ~gk##c=@u5SFM8HM^h;zHxab>aH6>KPUL?l9p8Nev z?aZ83&TXRC=5Lw;->m(NFzwL`UeGm(%J>;+)ODs8sqRP?exHgI<0cK`hKP<7DKvi5~%kjDC&%s0b6Vu*b313-BcgzBN!E01u7ZUt~)00 zb2iHWFjELyf3S~K^YZvYv9IccgD~>FNp@+C?{&2CND=!x#ow@Bw`rlE`fu!9OX^*Q z;*8Cd4eQG`jqA8jsNuO!lD|zkO0~p9+RJ0in*%w~2Ezb8wdhS_dVh~qEgZVtY`l<@~xF3^0ip{uXS2Vr4N;XHiQaq{e_7L z>!Kr!!qQg zYI#Pz?S$`)U%ia(|KTjw=*Q?p6cE*eb!RXQR`-#R0#a1`l*-|UP{Y~nmdW+Y z@VIES%YXdq0%^>2ffX$T__LCU6{aoA^P_?MQnP=DO@%F)wF3OCq}XhacFt(- zYA8n{=YfHV<)_~>yZe)tS%Lx3kTNZtva_DaQix5SW1wx~lTRmN48JlxE_JSU&&VUZ zVRs=M$Nybd9;FrSTpMuL{~+c4Swi6T>^PS=A>UsSoPjEYFIl8MUrR8#wN@=ED&GuZ z{6|8@B-5DDsarP`ng90knHqADp){VR!}}>q*r;Nrx5SaZ0lu>;S=XT?D(qN6V z@Q(u(5p9tj#MQ5DTzUKhyz6v}2}a)_0!fX!VyfYIts7f|z(tVoPR(*3JA)p1-&}^< z0|i5dA^@%|x6ZbY5kG}$V>w?R-xR~ey>9oR9z;%V-Lb7f>LJsy@IEG?RksL?lZc(Q zXr#(r1=Th9DL~_fA!&}^NuGB5Baii|#$1&CJRZn74yARStc$0|`qnZF2s-c2lV9CC zfbuA9VR`idOK{&!b5Q8AfLnBfpIe$i^JFV^ajceFSGuk$53@Epv{%Zy1qAb=AXryZ!_`0Gu{aU$k_c5e3)J_YJ+dys$!;xzu6 zx-FT_zu*KO{=6dU3W|)QU{%T&+uAxbPAp}BrS`?3WPS0lApQ>4!g&k6Q(XfgNDiiL zhj{*Bg0Moh?=UC|Pr7uaUoS9X+zxb_*kP|5{L*vb!%)SgcfhAm< zU`D&Eo!g!tr=+YJR%6Jj5NqXqJ3dPbLL0`Hv<@e@^jsX{G8opC2Bva~uxUOXDGe-q z8#^VczLjvsVGq35j4uBM@jede%%Nl8!~ylkyjPOXbY!@{vH2JmxI3+M%W@q%5Dg`4 ze#VG2@<>4!IYs*@kw;hmEm#1w4xSoG?<+%scmvE^<0m%r_2e&mWz0?MGu+(xzdW1z z_~LFL%Zv47*p38ti8%teCWl=?AF;WeS||QBUiIF+@LL#!|08+YlY(PFx6_&VDRr8* zN4w5KOtoSz3sqq}Jns36Ur8=|p`3WupMk;@PM|}{jJlxWDgFffsUbWr2FF3()pS+M zUK{0hs2aITr-|_Uxy|X7_6!X;lBoykTY$QDTtCWbNoIWtf8`D$pW;YKIi4k`a((^U z9#|P<#S>C=lP6@gs{g4xcCS;;7iqez2fL@b=&nN>wSM`4CNCIAhfi-S%{DgtlEdm))|&&G!buuJcQ zs_AYP9;eiE7dUYMHxjzBDQkcS!=X$KGb2ll;ocvKzreK;BJWV*yt}^8W5QDxc~HCV ze`1~FmcF+$k-`dGGUWKZRw>>0F3A*@aLnfT#SgN;@CG=v(*O6<3b_K)PCJDhxy@=N zn_w)->5D^>&TL{y$c$Q0y=t9%|ZOjX5Bk?Jks~;`Ly!d z=x>^#T!^qX*4|Y!sow2KFb%n3eOSmVFH;)FHj~5z+1!QtqxNu6e9pG?I--Rw`MLXVhx}hq9V(ZM{Nny^LR~ zLTkYL^H|mHi#CqQNWaS9tBi6n`XS_B*xP$oIlY(Ybzq;1Y&TPJP~3OkRF8oi;q7EX z2JGIo)H-kEWM?*Y+pO;`QPoYe(j&nfey9cXOAGUb^KnZewNl^gYHIRL`dxXVQA!C9 z-!@Ou(2pfvan&wGH}`jDhWU?vo;ysHecRQnuQ({^6R64Wj23VyF<}g6u{EsFzrCK< zSF(ku4Wu+d8Fw0~Ga_wT-V^_iEkS`?KB)BGtQyoVQ_ON_!Bx9NB#i%}d6By|4i?7R z&W%Wec$7sO<8}G=XflfC<88Q<;|XELMv39YzfyW*w0DRjf%8=IKzDt`ABa+$aRxX|AO zR5`<|L$PSIMDK+Z%8{#@a5$%6fSkUn^2+>Ba-OiOQNV96Auzg{*De%?y54|DVLdnd zZksESgaP+jy0?JG99j_f39%acjr7ZvIMjTae%pKsmq@beL_e0a67ip z^AE9XMOK*6Pp20l8DFrX2w9*=7k_m{OWvSU=%1Q@%-qTRsYVQ}5(AqqC~w#uV2JN) z9lEnKz7@wWa}CIGsP$<4oBVe(MZUN7`%!9Qw|oJJXmJKvc!u+2K`5ndhRleR94 zlYN};#$G!V@q;ERFzUK{O(%*AlNRiC6R>*AgU|LGO-8PyUwfiLZwFBxsND8) zKL^a(G)=x9U5gmnoh0<9Oe~Kq!)=bGz%3Y^FCc?y@JOTjX7CEGqk6{2RGMe4!bTGpC9E^LKFn(Zn7lc1yxNsASH5;G^eQ1MJTm6e{Uw%5m=sWZBC0IfX#5q4W(KryqTIFYo z?rTWct68MT6S;EwHbTPFQd#74)Ek)g*_9dzw*eoDfM;q4Gck43f|_Fs%xN$?W$Wru zi#TTEW8ekNcgZqtv2V=&Z*86gSm%wmNuc&>UZg#{qEG3tNu?3_OVWw3nXYV`EE@gz zkl`64$=R-@?-~pqz#DS5-QIeV@P#Q6)K#EySDW&TeK?4WE!?nNPJvE5$0l}5oPW&Q zlil3s6^{5u_pfL0NwDAIjMuHtY%N>}*L^H(`HhR%FLpq7Xg#U4m-a3)Rb)%8y(yyp zr5Y6y@OHKjDtuEYT<47InD_~0yw2hqPagd`B(~yope>-iJ=e}gG$I6N3m+F` z(_s#Oq>ZozCGVCvWY0I=N=XX4yt5id4OPXzJ5GbQFt4Xhws4o%*A$BiR*xLl((?g3 zc2;`Y$~zBsEz?S|svYUJe-eool(#dtiIyILXcwJ+@;OCz_kSdGEu!^I>Cje3?}9~> zrPT1Jg-YHuRDQfe%pxkDe~`RU*Gl{Cp;8gT?cC$b{UgVqs`}sS&N+2y zHsT2+?juNE-uO++azV-Z<(J3pVfR$}*M?cS-z%!x4RcFQ~f^V4S(ekEhM z+`GDm=X^CSIneGvbR<&| zUYTH5kd_ML*3(sm7_HSWAb$qBpGY2{&tSr-FQRnwCasO6#fmn>YrId|i2TgTl4y*- zbFsZTf_O?0exQ?sCvQMBfBrKJU3lIopqhJCr&en5tIKO;{%AEP{M6TBjs2-yd&W>U zS<-vRc^-qpVP|{$N2TWW3P37%|#EUI&(%dH9EoIC^Iwt2YjwFx70r-PuqVd3)RO z1aldf(!q*%p6*;rPLt#Y|CFOr_A9D5!-Mgp`54s$Eu50a1ugY%z_T`==;&`29URRY z=1{|JRdmh)s9d%Ml>V`tLqW~-E_<`e#zm16fT7*NjfC&#F(KHhY?wx06$$Q}k8_%U3R9k(@q{E1E4A2aDIJ5*-0W=V|WA3?^g~`_pYQUfifyb=5{4!SwDp9?!iDgb0qdMT-oq!F_UH}bm zZQMcseNWqL13f0dUxyG9{{G3ws_l$jJ8!hlRs`@gWztc}8z~9w8K@x}})md-uLQDlUR6fb|?Zi3O`fEu_;)5e^p z{Y!b1f;RT}As}3m_!?5SAKY5iz2y0_ej-jR+cTNhmXE%70fx(jfU%$Y_SudaVzyV@ zBzpaBFFm_Kv^{ss>GaO~vk^qR!IiJv+V;mY6#qIiBz{~-qQEJbt`y;LFFPlSSa2DH zpzLp9S8L~-s6$X0?}1WLjcz=LQ;a6$nCAqhbB^qkjW&hJ3uUr7l71^0^%TOPJN7zP z;_U5LxyTGhx%wL*|0&>ssYd@ZOGY1gcbQ=DxAz#&Vk7!C6r>qo7@D>6{N%PD45!(n zz<12@l%8-akP=M_y^m?4sblE;8w(@ePax4c7juQo6m_5zt%KT z#PlFgI{)N_R5!m#49~3oFz|zg64CV(2BVR)`Ff)M-lfp$ABjAtfeIkxDFSqp>H^_j zqrHv7#svvlU~_tylg#FB0kS*=b*boX!)`xkwO@5OVk03B{kwnNu%DBs(L#jBJ9~Bn zg}B0Q$^_1wFVwIuZmUP|0N;r7yEx0rGBZv}7Q4!Wh{dlw(4A4iyP^R&$KcX?;>DCV z-zBg+zV-v!24$)T%CNK@-&9L>>|o_W{(^;xpZ#LV0$b!ob37KXq+N;p5+=H`c*;tYliG;J!IW+r&(P*x77hc3@EE0;OEwzzEv*- zed6bM=3-<*egQ50peLEC+m$y2KO*)b&lXz>^tWiP;ew!@azYqUU7r|8IlJEz^;L&| zBnB^-%d(MKmHUbk*AnPJb}8ct`=3+q)$3H@wdxeX>;bU~oX0uQTQ}KI!C^wi z2S_XbUwuN&>jCA)o7MhP6&<&n=`(h|U|M=ji$4M;q6OBGOSs5$4XzP>=j)ZNErIbCcU zHvJG`oeJh7sh|=cS!Qqy7}e9S5HU$ zzK__PwBF{J|{#+Ys(n>>gt8*1{%q01u3yljp(r^LX6Q; z5#rIlB0BC7-8JGXSPeM^a;XG@b(yqjA}9uS+ma{Q>yrvr;z^YckYR`ZPmQWiSjK08 zz^UT(xnv#M8ON`J(Sh5yqPf8`C!eJ&$-wf%Aed(23>__Wm7*WEL||OwO81 zbTFOI;(N6W97i$_xUHQGV@=)WTWR&N`Uqp;ko9m!w7QXhw7^Sp>ZhE#AEc_1?`PwHvsjouB}kRO?e;NEOc4G8H}`JC(ez^ ze)Hjl5R0gr7L$ReoKI4a99@m=b*dbtcM@S`CgWLZ=nqy2XT3pN-9w!^zk{O&na%!| z@^PLn(%d!~+BRdBH>_6x9s5Sph7~7{>}sNhJ`G6ocgMsdJS?EC==&~ui>C82PdBz( z-P<2j?ZBt^v!>MfA&3y&0_qRij~390p}&o4-)r{51&3$43&3bNIdyDyq)#JOO ziflp79D5f5b;p}cdxQtmFY;&hVS)Gm7$7-sU9!GrG1^5soySuyt$VV{1^4_|9z>B$RfPNznHCaaYCDp9X#^0 z@cm=Mc3Wn4D(4Q~#iq=US9`n)HhxYmxg=B=Ofb4Zg;C{?1?%g~pOjY4Uo-i>Nd=Ix zsc3P41Uyat)-Lq3U&J2cI@?&M%s}J&oDIMEL7#lcOGtm<$sj=D-2CCJxX7vwji298 zY?(rVD>?%3{k^dTYsCJ2(cnESXy@VZ#b>(5uFl5{>zmtA1b)bS4Esd0)29XV;fHp9 z24BeeqVi)%fMQ3M^_l=j-Nujc!>59_g-+i}mlk}-IcEvv5aW2G$-HBQcAggpNiLZ& zuo;#72tt`mKz!jxy#4XotT=f~u&2j+s(f}0+7@DP{2ul*vc!>@P6z(Q@R?esoep_f zjnN{oCOEdj+jhnRYU zXO;T#!j*?J5bi25$e@_<5Nw55kn0Jy)}j4=|G(}dDo`hsvpTISp!G14$)}g!(lqE6 zdAvI?C1|tAvZ}bq^soA*tCc!Ap2EKA1JJ+oyMsX^#nsDxuLwNq zf+cN)$y}^{Lu5gjm$>0Q!b~4Nx>FDN^2?LP0H#yh67HXpapW}=+$>un?<%m>EgU&q z=5MV;|BQ882Ytaa1NeE&N|OVa0R8V~Cl2~~+Ds>j?qnU*r!BjyyzzrMT9*W(31BR{ ztz@CUPFUsp3(z>-(qeKv^)(eWoVbLd zHTryH2*%k70I<~1!r&9(dY}f@DQ*;{WDl*;OA1MOPBeq*-~5uZU1q_uB8(fBXQ=DH zyTu==Ef7b#f1I4x;;DAW9TnK?Cjaw05u8p}$jF)%1j=D7=W#(!MgK@lj-@`Ye!Qt# zH~X!>_*02Pb*#?gy0WyT&P8<0es>;w}xS z%42T!2}E9Mp3u8qZ02w1i+s5=$4)-6!)SUf*koHaebpK&V^(kVHl;-Qewu60b5e@aqL=D@KRgv5MSG{EwpZIKRAk zM$OJ5Ds&>F@IsI-123=EI8m72Sm+=R6SzHRULvQp!sT=w??`Ne8O+)+S?Q9rhS_j3 z8C%6NqCO9ly)urF`?ppMNs224;LsW6LrB*S2Mk|)znO}1`5HLd-*_3!XpGmzctUt8 zTa0BsGeg4(bpayD7h+2^p`s+iRpUY4U2wg+fDM&2Zccr4cAcA|ch&<~4Sj!-wQhVM z-*;B{Q7O?-{iBG#(mVf$Avqm3(WV-ymxqcKl`z?Awi2>BQ{&v5k^kAj>2@X`IKTf} z;{uRo!lMy-xXWiRZHik--EIXKKnr=PBFG8+9bF6&Ttt3ANKGEnz)OAjD6_RMNvVx5 zYlaUh#KO;vs7D-+oucOo_GS&sfX}EcweNle8-IQAWV@#x==kX#ZyU%pUGcuz=iD@% zj9fCcXeLcXEHz&GSYWfP@v<%H4A zM`b7$gq2zi%_;9&OUr*}OO5?5aaoj?`5%&e3Nr5Ro7XDxzDmgsT!*vx%&s9UR@A5E zv{xLo44+Q*9j%=`ch0<^T@5YrG#{JAD{a2fZQq|ULXYq-0N*Cul;9faAeTGR&LttB zLvy*FqtWK+eJU(%wM_uTy{kyQfZ2G7+ z{~?zIkjM5&V`e~w`I}KSsJAnt8I-NZI0iPTMhOqB7#ZVcHC;A-m|yS>T9T z*p524%xRkroc(NXoCfjI`>_Wt+h!L_P0ThBaqM_bSh-v6%)T_pH;-E)&4Z8ScHTs@ zTB>N)6WIb7#`?+5y9aN}PWBKFu`d+5Y?d z|3K14o18CK&BvE@yVy$dzsiiCauhw9oLR4laC5R`M$DS z(q3TN8t+aDd(8H#+a<+3_+$0v8ORRjc&}}cE_^d$@dRqukr^}7&lbu9_Rx;J1Y(L zUE|#$-GA{tLOfv!=wTn8xc(BK*EyfF64TaP1Gq-ho)3wX|D1$Nv0PN1ti`t*Hzp|7 zL~|4MHYu7_Pv;NEhNID;MP=mjlj9P*pNqoMGKw^(l6hIZ7E3>;-RUkGVOo%f zT%bqXkEmuNPQ@hM%%0)|TGdyIoK($K)J-Yx%$EO(xBF@dWqw&N2r%0g5+3!CGG5=clv5}BNP5^04`!lGZ4hx1kW8!}la(xyMbMu9-=h1l-^ zZYF9JY3zfHos^@?WRuwoYlPaI?W0Lg@D}zoNl*U%(B+9YXB?FbBC2#z?%^AjkfGw- z=%3t2xhJs+%4@lHIry)Ov(SplAoE2pwb9|QlV^raxoEi&YbQ3!H0Pfp>He#M^l?P7 zSo;zb$-f}yahn{(1Shf0>iyIcJY&JaUeq+OxaOJ4L6i=INPDNwt90xd-=`}5eLT|G zhBZq~^38(Xe}0AKwfk&LCKeq6x#IoJc0shU{4>q1o!auGKWn_K3v*P1#J<^+jf87pPO91}nv%bk&rwHaRe#VE=2+LOiya}+F z%d0r_4-yM=CvISv8z&m+8+m$s2XKrUg9ukhb3VzfPrU|yA+&M*K0pd+Sen-{QRY5p zW0jC5Bc8WPk}UPm>79+5{Fv^o8i$KC=%<9EogrYuitPkIN}#8H?|_|c=X~}~)q3S& zY2&9B+7m(s+LfFgz~75qUH&yjuy4Jgs|&R(M_z1P6M0e%J|4K!3AosLkdy8^QImY} znb?jcd!k;;p!-C?w%mPe zC#qhq<6N9kd@{&s>sC&av{@)8$w*4UYU8JV(r;ng*QJ|{LoYUW&1@{B+mJI!D?A+u zR?lW^l-@s!d(4wUm!RLt;aV4Ri3^p!y}!t831$QqA5eO4J}oEF<2H2%R+<~7Z$t%z zV$#b~4SB{^s0@A>?F>a zgzcgbZ85Ubjdv-d6O|7B(wJzLLSp-kAN-fL!kytKXf-VSiyUx_NaB$D6H-z|@}=Z_ zD~^OUD~q*`&flM}Ezz(3SHFvCDhI;2Spee`I|w88v#l>Arvz)p6Y%eJ>yg#_H` z==cX}6?PEK`W}Eg`59_#m&<=(#Jn6onx+6({<;A-(D{wNuB@uCv${oSPt~+Y5*GGJ zKfLO0v|iEFmPRv+c!&3C>}_l0eJ?z*h4j55N9v58;?C=YN~}hZ+3^B6(ax35PkZ&M zb`_4}ucU`!N(M4F*!LLq&d~j0!4f72esYE+IAkX1hp>}CTzkR={k8w*8yH-#`Uy$; ziM7bMy;&RhBwD;$JYr8{bzGxd%O3#V|D zVyT(T9Gxx5@5W#Fm&^R2uS&{(C{OQayt)%pZ9)%QpL5NQEK(Q!T@ere3^3{aI~ny1 zOjwLgrG~yFp$^WAp@yIO=$Oo=SI~4^k`Bt6T+OBY*T4HI2v#i^x;KOP_@fr)|^(2ly1pEg@&hz5-0*7*zty4#&JpL@o=bN(R|! zxcs(B;*UwSbdwu^E~?i6$(fyA-YyvH@&Sd*MruSe+&R(nKw-a@DG=4#^d#V_nxw<64hV-x zV*Q9kJa``?76;V+PhCL9ODF17gr@oIX!=5%i*D*p?BZcnfI;>N7ZzUYvG9acN&G^sT;lNTf}-3IkE_(%?KFsV6*LADfrYbEhRnn!93`I_d%X?W znp3Ps4n9p~28NaZ|Dm#MBl>k@Zkar<0_%10kA zH*q%#?v}uJXA=4|$P?+65*DMZxtm8H+Rbf|tO$qvaMq2zOZ={{UgWYHS{sK@QLbiU zS(;7F<`xp9MXJ;Fz>12`q111LhFjk^7N`9f*JQC4MJP5foo()Q<|?mnki3>7<2ZTz zGncb+^sgo>V&$l0zY}bLwWD>x z963KGQbK^0AV8H#7;q(PRfdvOs2$$K{UX4SW=F^t*YKY{SS{YP=z@0`=cOd89OJk~ z_XW6wb)Yl5gvk^!7C;kN&Wg$3Hilh!DbT;$g}$t}Qu`==Ba?NIi$z1XNG2on$8Yd{ z1Yu!xqay6&g60Sv=SiV}&)faotlG0)l7lIF$8*ZKQAkq=+rb8z@g9Df7r}hMKx@(- z<%ctZ+`ytjMC-+KOic`xg-eYytnK48hm);4KK6Rwv-eCD+Ys_r|D{q@^ zyre$8O&SbeNd~UCqHZ>;9@j<)mJ*cnv2|r&L}m>LXn-Uv*r@&kG55j=D``D7PT|T< zp{NoT;2_B={(v60KoeXx3-HLtGs_PlMw3T!gR3Ih<&+z-+0h1tVG5n{1#o37<7f1f zpEm0w4!!lZs&qj^zUBoaBQQ?M1X-Wf2YbIfcyVb4IeDL=w`D~~PQl5$>DOcMYF7*DTe#!+x9pbEVnOgb8+7TV7CF1+wxE? zjaU;yHa(ul3youVhgE}1F`!fRV zhPzXEs?4xE{$$o}XsE4Dw_njydyD-zaQ11ZX2O2JGknrA8QyZPFU$SM$BFNVvTa(h zn9Ebma%^sBQktkTm3we|<*(k;RpRO~qBrS=G36HjsnK+5^fH{$J9I^4e4@b3y&&|m z&74(u=cTvroFU)Yi+{F5X;(*1grZfQva0Po=HC3y<>UJ!3zNrUI;9{?)zzaOg+o zGcM}DydaNV=z?97TR3*JjmHj?>}uoekbI4@6rhHB?k`j|l3tH{3!jx1zNzAJ;R}nH zoi?3ccX;okcBUwB0V@RJlOSmhjug(ZHP&OL_1}v}YtmSIMu*T zSZkF|W&=C&!b+8fFfn!Ynj-_FoOzAyQf9=L1TQ;#KSMJqLw)O)j6tv*v4~j%f^4hg z=T`PG4#CGLBOE%siJ|x~p293ftxyGfeIxd-!X0RO=TY%bRovN6I~l+)Eo^qrD7taX z1K}XR1B71JP9R=pc*8JB3&N9*tc$Nlm+XFQ-1%CPK6pui{|rPQ-;9pU(a=vT%MtPO zgc^kK-AdFm_>MlZJ5@x|ZX3n?THaOHaD+onUR@cS^^|3NKhkuY!l24V5@x)uC_vce z|N2Q;<`&OlA8eRcl3W52BdOJ;Y2q1wHzwuGHr^nWbc$dYrjIX$2>%0lZ9q=3pYcKM zjSRT9+Kv3eNzM{O-%pkF)y)*xdyV zgH^oCT4i~PR%dq-XHTM4Dc0J@Giu27-@GlT1sx7oKP_ zRX(VPe;DP~Y&swUlX>Bp+o;_3uEb-jCZHcq*>cL=~XBhJodnnK(cxwfmVOssi^ zaV-SiYy0tL^H?t!XBB3b*VTc}c#}M5adNM|7*H2qQ}@Ac>VE6Zw(Z({ovInOnkIZU znDaWtcMMz>QzDs|S%6o}KjGM-m7fK@m|wJj1~ha98*9zAa#g`FN+H z$+4NU-vE_^+BW(7u9KB;qfCdz+zlJo_ZTk$Pqdh39VTcAXWSfF%Mhsept1V(eCs({2VyuW_OkOS^;Ldcogw z{QwF0J9#WpjcA_AY&H^wD3^Vl&)dnR?e2^I!GTVO+8V>9n^B+1pC>*vsoDibGJB4ls;(^q>kC!AnJ~wj|)wh6& z!;PoF&gT<)NNb9?BAhCX*Rc7$BVnzJ9pE6$igE+FWZTf0f_$XIGkp6J?4+22I1@k&z$& zfkx9Fy$b!~dkb$~Pt?Z6Br)#8RtImvTSfoq-Y<${N?XWDp#3YeO8X^1a@tTTjWx&4 z5n?D+RzL5#2CJ~!o#s0^ya7}V>@OoX=FJAT zGpIrgGfYp=?tazj1ur8`;p^6iy8xoIc0HCdpcv3kVyY*?0gC|jlz*VMxUPUVcPI(? z8XS|^`&1mn+?M=H|8DJ%%KhNfzMyHx%+Rv(BhRy1^}3@_Hms>PXSuGpUK zfSd8~1Q)4-hkRp-;GWFm?rhAqMM+tk*k|6g0QfBcg5*0E6>mdYS@zOWp6*b5@1KKT zX)Cf29uJX3x#-dHz<8X-JZB4&^}>+FHsfH1|GhfsKk8`OoN3G)J9Iedy?#npIenwv zfiLa(??x_cBAT}XN4vYiTXs9?nWNOS(F^Hbx&5Qg+p2T$ac2&=6|nt|A+W@p9xc|~gn$GV&!ct#=r6&f8aMXD5#5G`X^fE@0A`Aica z&7p?dCY$hx@rQWiQTZpUDvdgO~04q08>w1v@T`rG;n1CFSM94Ez!n7HJ36U0rKS?!)8ve~;^S1Xk_O_9y;pb03A`!iG&lI4J}VjR7n zs?y$hx#N0gU;pAhb5Ob9QTjfy?>P`T3FY;Ghnw-0lwf(|nYRfh#HFUjuqQFkTcFZR z9mv|Ja_(F5HP+)fu&JTwk@=IR*h<*)0c(ZUqMH$%R&DRRNWf^MUg2GGYP55e)ZuVa z$q8QxZvtYnEpB%~1n;z>yVC0wqt3O>;^eTx_1^xp^^EUV&g^IeQTv0cxvFkv?)wvY zp{+*-=)xEKhG~55^+Lv>E~Tydv)M#mI-=qZV2CVu7@&1p>M$CAIOy#nz{q$y?cN3gu7|_$iE^n4N1CU?mf#ZhR0-h8;5-Ex+q1z zd%RH%#Zq6cgQKLQ!Jn+3OHAHsOYs9%9BQi&x=eghN8?>w8!5d{+!1^{bVj%rh@Tvm zt~@*U)8CN%dUvkwlMG*VzZ0XsrYXQzL2>aI$p|a)#vAFVYsn9yXfO?aX2T@t@~lDM zn^~oEX}9WTSoNJHhOGQgLe;qYNna?u-m)4}cQ|cs{=VAc_2Ix5c^d4Ib`v7-ap7i+ zy1Ebb!XHf7+cmMe)TxtQGqxoton0D>oZ8H0nC1JN8L)(p@fVO=i5~-0?O1?a2T^`5 zAEDc3u~Z_{{h;)VOZJR(w2dz`P^ ztNFCUZHp#5pfg}#hM%C^yhu0A%t66yL^nYFf5?3at|tr&|FgT*EiBU2V*VJ=LS%BL6Wus!)+|2GBBO8=S?vs*TW*RABP6;N!jH zlqQ4h`Eo(R<;R^B{+~uy4<=1H^n3Z2HI;kyGJ*$uTx9Y+ou`Vjrj51;4#klw|mv3(Um;Fo`SV#LE*MwC%4 z-c72_?xP-nRa< z|C!dzUE^_q-?IgmX=WFCf8N>I)sML$VHg$L$;q1Z{^^X{r)%7n*4u#3{(jMp7o4d- zS&P4N-$qC+sx3-XDvh{%x$#Ki5-dzlBCqG0RV^#$ld@c8rm)}?_yu)hT}Ga)X*n*m zyiG~?6U>Rd-6t^{`-f;Y;pFiUtut|bZJzz@!c_BaPat7(04AHYzuFlm&0m>uu}*+3 zil@zs{YAHb%>5t}PWJIDnYIsDj>PD7y;u9g>^mS|Idu$Y#OrF|ZS0VR8oBBsCC`sT z6@sr1<(m18Jtn=!dtIYG6(7`^2evkC6P;}Up&pP^>}k{=5`pWC z-Ko<0=|_78jU+^V1k;dUdCksewUQmJ&u(#OlXf+^i;Q`~-V}^whgi=*LSBBJ(mK+mV`a=DLWd}-q^1X-xHvC!m6V1HHRd>Oa7a^hc z5b`s?3D1PSk3IWxjJP`Da2E{8EbMh|c1id=J_#%!msVoykD?yqS3U(qb zds5$S?1@KBp75z92)dY}x?J)r^z_|V{e3-Q!0mndbGfm`D$h6}h{~tu(x~|f+5ioN z-67PmDHP@)?cq~?)n&$Ok)XtnUsI@;jw4PB7{h9b+i&J~T$)Q&9e9QfzW>U*(-Sm% z2NtgTpvcJ4{Y>_uOAHnDi`ymA8|ua)4O*_AZ=RwDon{yfD<&b&NKZ;jJv>HF-_F5^ z3zqiEl~S+~pdU->_s{9|cwl+GlV*&H6pb)mSv>=)z8OPfRNmVrFLQYvJ^|<_^vfG@ zaw4?VDN5TPojYS5eDL1!@uY?9YE%*ps#tR;f&6&3unK+qNJW*vlUZ8p3(li7YJAjo zGQ7PhB5W#ddmzoW`M7pRAJEJx2{Dn(YON#W{8w_E`H6~cZ_>^hKaLXgxS))4CV;Ga z@yopzRS>>$<2Ol@y`cQGKkZlR5BPt{EPZ^xQ}VRx-$F^<4t4CD~7&o#80)usG)%Uc}8gYns zX!vFmOIcbyMHk=pME80706o(xj-#!zN!Xu>K*Rj@Ejg7zp1FFP$?7E+!?kwAE)LZq zee^MH)|dIPVI(VtG8q$ZERz70dq;!~zwM0Xf64XfZ4?vyWlV40$~xyy&1a7{ovZWS zuY2!Lk!JBp#fIL>E1f||n|%fecT@dq`=@t;Hni`3d-iG7^$(2ahq##?(PMkKF>~3$ zmW?5ashi<+jm6+SAN&3!%gK2Zg3;=|R{@D@{J92AJ5#@3M$i16S`NQRm+cVp5u+D6 zn&dB4vI_pxy*#fkfq03X)h0@1-10vwL(aDd5^_!cQ??xRJw4)3`*U|FFB6`mbtEyc zPwT!rI&N=InMf@1SrQ8g5Dj*F&rKVw4B|-tY{fgRw^ACw*UOMW6!@4_Yx(fDFFfLa z^P>g(EB+o3)##>)zl*6@kQc&@{QVRe>Rgq!B1R{%VEAg$ep)eZIwp8B!fuD}u{`UYT24tjFNQ>>%i*iyKxng|H+iW=7d1$(ly7A-Ws}l1tU=(DZ*Vd``$4LPza^ZA%~Jc+{8+ zG!Nt6&Wy|ZuaAxqx789w$9-zxZxyky*Es2@fX8-CEWblgj<`YN`3qjp!USTm@#g)9BjfjZwDu;Q^9haHB<^dPH)b(0*PF_5V z#GWo$8Rwag(Dz+6Q1iTNUcFg@euZC0D=aVG9$fW*i2LuSlNEcXuFLw4rzN9H2vm_} z6QfgtFC(gA(9?0k7EO{q&%d_cz}$k{F2?sM&5ug0zkwKcY`ht-@yb^LE~0BN(gL5s0m8UZlG78osMV z&M9zy%q4-ym4?uToJ8fihMJ9S@>p^ zvE75Rwf4RKcs|sj)H4`50$(pFW*3$y@rTTq)iz!s8647k%rC=tg%-!ig;yp*1M+f^ zo#mmMsB+7bSxWcGo_{s(+%-v^qieNLi$pgxa4^B zbhyB&fS*A5(^Kf>omgYk!izlD@7xE0Z9(Ak0in&sVA(8BB#V=~MQ}Op&$kz17H+mc zt?5!2ToF2mhQB^q|EXEao3EU^4NqCP6N3y5;2R;SNi!|;*jRa(NgF@@EkSv}f?U!& zN(HZygS~=M6On18+bHykpb*#RZ<)gaWdF@%l1z*i70DS%*Y`qEvM<@rI)lNDZMo*n zBnR#W_|-&(1```ozo&pMdCrmg`F6|h3CljTyfQ+L2dA!zOHFRcNHHELP2c6`VwWae zr(OBmDB|snuUe6$L}u<05#c=hDX)TWg`4ZgNeV>IT~5dPoT109!Dn4#a9d~+=_&Rk zEBnj0`@??_gYs?hHE}wIC|9@1BK@Kp>gr?VepMyo4p|kc5YDG>GZ~x5X%8x5-i}VG zfll(?f3^!}WoOFrl+n|U3-|;Z2h&2RpAX2H;zadE%l*I$eQ`_9vO<1o2Qhy7U;k`o zX_}ZxB(idkgMUBM3NfRp#csBgNVc+9Aj6U?)3R-bS8uG{?@>7ftU`0J?S3?^y^>>1 zj&M%1nRft}ebi;t>)?0ihK4;}*EFa-6~GBXKI3lxhiT!x9^!q%<;C^7h&jRMGa<26 z6dD=WRRFMB7(*rHeOKF&9H-T-S}Szj%zQDKeG)xNeol9li50!!adlC?LUfn2_x!U> z*ABPWyqd~y?CE&Nb!xnzGd7N!+ONkEXtC>WsNH#GCy>kca2-YY8GQ~@$3s7*shmcaX{4WS((gUArF z6qt@_zEqNQ{-8Pbj5-*o$=jGadI+|A{og`w;QL)>K z?`G>L%66M1mxjAL3K$bDK-bMY{WJfd{w&|O^?+rxkPP7X-v_97y8l2gSf;#vREB_r zzFk0wCAi-BC{1jcd`!#%hZRpgS0D$Q`@hp#6B_BRz@#$XLN=mbe!?C5c+K!CFE(fs zI8U#}g)DRa6pi zk<52&hk>*GF2{(QDX#tlU2w=fl6Ra6NZ4Jn0Jb@S0fe-S(>Z{jHnqOvjcTvPn0h1S z(W{h%J((rO=R!S=0>%4Um=eMQdfTl2rn7&r-?Y6$NFeShQKxgPDrwEw&@NxC-K0|y%phP$7}M;TWgqZ>$K>53~nFAe^CVI(x2#QqOtH_<3W&UX*Y zL_9Am0U@a50<|NcXoLXH`tu2Nf7FGgXDVzuqGaJapQFT6DpJG=7aV1F zCuE+leza)g8~x)<2`Ye7x(WW}ya8==Nf1GO?am+VZOE3>Df6t#2*#mQDn{$g5A6e4 zci7hjGlB8XSsrKhzG-h!A_Z1#b0&M(5pCq4sUOlUVxcm(^ff*1t>C#F?@A7Cu_bX> zPQC$LogjPvnlTm$hq5W`bSHwhpgt>l?vB?Thw? zmEJ3Pf~>yhK80=q_V~DC&Ck6Z*In#AE9OhPnmw)VyWyi?ce4>T_`v0U2+w~58yx9@ zp2}xoRi(LG(wFNQrt?T#8Qz(zu&~1ldA~PPl_edeUHMIdmHT;|QJ03uvd3nkT;gwv zG_or<=O?-nOr9iIesjn;pxmxX6{FrZclDC2tu#hU?#|d2dNNV7bJ=}~#L!?kg*~N4 zy5$?HY3bWo!DOd(O_Z^-&cx%R+!k~?q0Pm4GYcWbNL!lRI8eG3SF)PMeX?FPVSoCu zW7LDU)qfS}cUX+2j2sr*P}9UVUV5iRQ;nRt8O7AY@^WzO>;)_x$U~v&AP9SQ?ZnS^ zZz%Q2Y=4G)&uirMHa~A+EuAszDV)?P0Q~|{vEbh12us=Q?|&>iqxrs!L&$60co=ZR zs0i@h=>rTY1HM>FcLTNnCAiV5``;W$<&KccUNgnKoB|=qIk9X7wavUzsJJ2TCYZaS zqHN-a*4{UOa|d){jn96Li9IpYF*crvIoh~3IA@GLEs-X|JLDyVw*Ax#jCZ{c?M>9L zbn!}?1shm0;bD8;vaxO2Yt~B_6`VDm?@G!mk>jXAbPz=DXKQlr_IXsNR(*4vI7w6n zroHowfJ#SaHU5WZl5_i`kiS)WDfjtjV;KD6E zk&U_Lw4?UATGRnAB~A0^BAuKEJwfZts;z~u`oetk>d2mJ(^=2U3!O|~yQx8o0`3II z*RxbjZ&jDkw`LG8hK-wfA3K%qN^RbJjbYqSJ~wc`=zQ@k;>d{+Zt88k%2P-PVOFj_ zDwbLjJA~*cJ$n}dOprH8k^mF2GO+*BlzdU%AD0tfYA~0QFo^bwY^}i|wls?jD=_hGcYq25dt8lcWL2xV|6ZwFpN!0FB zni&zc*DS()l>E0GjOErKMcWx==ev1@cfLp}&kWVa3s?YT>knc2;NZVdAID9nF|iXg z5`B%FVyM+hG#DdyZ;(wU>n1h9co*ft51RO%g~IpSdV^OB-wIdMv>~pqC;@pxHpEw* z1;~Q(#BEVJ&!b|cX{2z~I^4hUai`|^5zW5da+B1k8qSjL`1!_&IkYwaSSj$;9itI= zy%i4}60OU|Tu$yqB3J9>7IfI%phQbw_& z74NRTPK>kIxvJ=8`Jv3|9vkb(Y}I_66ui&8?tYo_;0woFUnZ4MUx7Go>+T@!5ff75 zJAOZv4CKjuDjeDque{QRhY}T|W!LK)xH_({abqK$uOI!S5H9}TW;wN3{nWs1_y)`I{lCjk#N1}I*l3ZjW-qBe@=l4(1B}ujZTGw%G zXCE%-7;lTYXL}{+6Au3n>P-yi41G(&nOWbo zNQ4I_37s#*QtD$b64Xw;QIdqV%-(B<<2FM_i!+S6HIpRWEIg!h<10^{@_Dv@?jxBc z*d!-!yi>-P@_5!mTH+r2;3}No`|^0b2d&%*hQR#$#K0~Y;0<)V&5rwc%kqQBFN6Ci~L)uKU2+=1JX{Cx@OH2z>`|>_gW(t*ZYDFyK!a6xDyw!mm^>7)3P& zE0|sM9%>HNzy|zz^MJ1Mx*BeqSbOohMV;lD>pXa9fp@9Yq!x^=f+fyBtJ1Z&>K8wlhNLLBvf2lIb1&fXuHIy;~lbzcQGNf!Dr14Ver)) zeBDf-{;Mp|K|R-NAErpoF~&bv0nCTvSjZghR+_H9{G){ScJ@9d2@*~rnk9J39Hr78w2UL zqbW&zj3RDI{*cC?qZo+%_2n-=BPZU0WKXngzrSDC`e?8o8j&I%oJ71KkBEckm8||3 z1HZbXtpaR~owc6Qi$@TYG19#r%kuw`9$Ce8(C{NC#nZZQaBA;E1sr3D5toRcZp4mZ zCiC~ZAD-#eI(AW2hy_C)dWW{w+7tBZQ|*~w=}0J0qElAjI`;f(=8BD!8dh6Vc?#U+xihZ*a z#d5M6&Ts<5fuqXjg&ddVd)WSgTr@X;UR}}uIuY<9npxljqid~KpdTxnLgc64Zk!lT@8%>4uT9Tf+yfKgAhLX0@DjF?V3 z#PD8qD)hpV(L~yZ5pBB+VI&ErnbwE4C6lZin5vYbo_-^csa>m|T(E9hy*9B`CaQDR z*eEZd0tQJTQ+RVQh$Pg6b1csAFtt+5{$~I56|ym)4k=25fbE60hVQ2>cZO zxKN;>>M?OgcR0;(wZGX}_^%3k8boE6*}m>Tt#ZtDxP<0*mJdS%P3=1rw@Ld7S+|)G zyy~C2GdNftIH3H4>qd*b%+uM?ATueOm%kpilLRW_W#ckV0Rr6Z(-UL?E;7h8j?`4<3xy9!z&JD46fYW=X(C#&Dr0EbE3X2>wA{UA&9q(FYQgR z{<^3yCov9>-bfkpk$$8s2wwJ}hw{Cdnc1E}DBX~q;WC(7D}0c9{j@bu@5!!V`M&6= zR!w|=;x%plcw%4vC1|vPqVODJPf4BnbWTQjew|Q9-*J)ODkG+eVYd_G+wteG>7QYN zuJ)UMyXbo!$v{I9u*^1x;(eB8)ukU25>!GD$&VC)K3{nW+}028s13r&@wi^U z{&OHgzOL?(=M{@7*t8kTkQFxV%M&zxuh_5u((Jey1wL54VURByooS#CU=HDpmi;E+ z1Njw0-^3J=vR3k_^hDV3BZPbSPu!}~sPLZEHwPb)43+6n6XtYFeI$v021>er2BEjX z<(bZQd&VM1+5cXL>NboV18#?|BReP!ULDO z+7fX0=Zi=!;|%7^LkW8#My6vF{=7eLd;39!U07Suurxi81Ca>1i{QaIMc4az{gf;;EL`p&q^>2VSrIYs&-c8kr+P7D;d0RO#AkPdO=%qs zJ}u!khu)hsRDao5>dtBcujzYSIk|!wNfVJ7T~FPu*;uvJ_1O3edwcj>&aESj`5sm& zi{SEUU?evI@-F?dII2%qj%qa&A2ai-ILC_HvvQZ6?$>P4!GN!?zH%FYI{_`Roch&* zY^^Jg=-%H>b#%REt^o32hm4OSp5Z+gKxH)%#^?%l&z^x6&%i1fP=MsdvNLzW?fk_g zED>eqBpL%})1ctDgyr~_=l^pmx2be#xw8eU@CohQwN6_~i%Lhu&AcWdYaf$^<_2WF ziji$I%-)e0qtsvlA%7d;E6B!RyPdzZ3G}b6RQXX14XSS=b*$ILK0As0#zV2k+MaJe zi``bX^7IqdjSRCC*^+|p!a2P$n5qRjoPNgg?6{Cf)IRvnbLc~`b`V^Zbib??$A%f? zCb52F85eQOomNJD@3&u430i!R?yq5uaIOgLq_7N8#J9cU)axuO$3I8it_^+xS)S#$ z^kagTsg36fxhuD67wm~M+?uZQC!oi{k~XyqIa#lhSZ~#fa0u6FJ~H%78;#iC4|qgU zED!m3cYI@3KHo4UHCDMbpWxDA*Qb2DqBURDeo&{FjuB>5K6=47BN`x&P^lZX9NHW+ z?*5AA3knX}!*`vUfOFB7c!4K`*^kK+8SajbtK&|(!mcea%^pe)3obwTJZ+i?qYU5z zBR-Iag0uC26$A?nU;)~d+cr_4^DXcAqpRFiFddCfuq108KT5WtZpFz{+&+R1xC6c-kVipr+$Z=J2Yf24IfUi z7fQy^5W9oHP}$e&%TpEB;BC%O!mH@rx}3E~LPrPkgUn_fVoN4X(iHV$sO~a-*_19} ztZ`ydY!?dwilB8RS6v*m_IE>ReciHo@JO*ZfHxu2(b`2aI)WT}|JD8j{aD%@^$=WZmc~DYs+%T^O_V9cZwc;vwQ)i#s4%n3xT_8R zkcL0A80*zvyo{x`tOAjyM%@$>%ca|2UB8egE;O%Q35Zy!U+tvaj5qqsW38;mS^29b zT_8{p+(dOYgI|?rxZ!5LZWJFQeVwG@uu;dQ(2@P{-402D#MoAe<1NBQcAQZ}u`ji9 zx^JaP^{lIvd)uozJfPfPZBFv7OpR&Bqig0wi&KRF$ywIZ5(C; zyEplwfYO39!{KUq7PtaATRR~Cirb!&>K!c zTehk}mv6>GSEjx@&YDw2A^j@62m%q6TIK+(?&0LOaiPt&^D+!@8RdPh!N4wTeR=Dwf-=* z>mBfIHi2_1Cf1+}n1D30E&kaGd`eDz)!({RyCZ+*S7{hVdl3=(gcWHRg# zdFf#dN@29PekyRT(M0f%rYuO==)7hxt(9^YR~1~WO6kG{#QONE+?x`_wzW!b6Udv*=39e| z4~LSc&PCYHl8I(Nc@uD8j4U#o8FJ-F>9>jB=SNzjEa{8PO&@$l`>U~veXii8=r;n( z;mSwo=cPF0p7qKHw&cxFVEQ_++EA!nVTzxmyIe~#APId0=t_SlA}R4s*`4mYBhZuX zGQ7+yH1L-08)G3hwa*@C_?qD8;E_grJ9K{#_pxdUKG1HC2>Ek*`P&aHMi(Q__n}Jz zO@0{|An_VyguU>*=wSUZU1+Ym&X!eg`R1)7v}4Zf z=`&32jkH#+&*;pLQx?CsL+-y5Z+z4A_#db_i+^$@sTCe^3-KULXZ*yUm2Td1iDGona7wt3 z^ljfiWm8tq41hYf&}UE@G2||<1-_vZz7+U+H2jVQxch@7QNVb2y^GxCqs+JdyaF&= zUH?b*W2!Y_Gnj-#5`@X|s}z=4;?LiT5>J$q{}Nr-@fV*rDF_fH!~#g4O=|Z6?X5K- z>2DB&0AyzDTIqe{y<3jG!orv8k`zk?PYezbO6i}?S0+bh5?`Ot8f32>RSum0cAfFV2b^D3uqUpP(* za2Xt-?hzA`ClwXqPq)C|{W?`vQ6kFF-J4eGqxc-CL6YT=D6!@r)$LLRN-Gx7+=cnY zsxYHQ(M`B1?hhFNSOlnJC9O(0B<~zklOQ#z{`GdqJDE*uY(db36^f$e!aaQbKdOR! zaGoCy#dX5As;uA)FxrLxe~n_at@(!*b%de?!&?eA0#mO`oZLUlQXt%iY97BK+IHlkUVjZ zQ;u>Rpm+XW@fF#q+T^e789Sqb7s?u;GbuQAY^Nx85@oq>lc*ZWa>(AhIhzUTfpWi_ zbVi#Ml}6FDcf%)xIfJ~8DsofUAM5=bCR*?dyc$>y|LWYgGW2i!TmlD!*^)_t zXo^n#$7bMn%!NwMNO~EJ+r-`cum7bHl`G^8O&}_d{0RRcqd?t8DHNhxNIm#pf5o21 zU%yMEXta^ZQetRL!+~dcjfX>g?oNZJV#pFCQmXWUv!TxT-n&}+SUryP-_*`?oHv%U zG9g|BpKc0&Oxs!hH(P&(uKBrp*KlDILxaDCU7ymxhPqnm?I@fChF{z-gDhlI*7PKv z%=G=08-j7fOXTyAS;)hgfqGyzH?y_E<^RgaC zdO$gY#u^!sOffq(Fl(cfv+-Z`d@r3p1=Y)uMFvwJ7^K@yuU48SLw7d)i;jrA#AJTFSuGqXA7@(q}!yaX(b!2%!nThYZ`=HGBlU4Flu6wymJ`8wLct=^Kmhto{`&}4~BTgM#vbetz=#kc#cH{KyUT1^D+8BH) zj`C~Rq0->|^rGUgMcD3;;)TdAiqX!S!awX(Euv-{-FN3!)x~oBS_|`d zs~sY8s?I9#Yq=>V_S$mPHQ;joTpA~M5=Tts`CxLp#b}ALf|$65D$6mBlklb;urBAy zk`y*izB>Z){S|O?o{1Bc&>|9W2aTUNB(7r*n6D}9?Ie6;X@E^->ly9N#-{+F=}i3Q zL*Q9O*cy2P9Z5Z#%G&@{b9BtRkKWHs)l18~^bn9_E~-RtCKX6KW(9#5;@V`T>B~yI zi2O7K#Pjn9C$kuNE3=_j0(`Fq_0AenKdJfMx~hMnUg~?=Wy#pxZ=?f%Y7;1H$p7Ak zwvVTXnym0q0WyMQZsD*y>uMf~QReSumc14<{UOxX@cxR%C$}>BGxvm$sa2oxy*Fcf ziV}XYmsYKlei@>!+&D5`kDtI8$(>g!?KHkF)_nJn66XtVQ(DKy^%5l7TG@!M3TtE8 zj|=y!P=}}#a7_)<&gY+8<~#2^+*jdD->UEJ1YQ-HhkqDUw~Z@9OWf)7+YLQ=&!17t z4qfdEI91fSaqyhX`mO+vD=!`|QnRd9z{}16*s8&5A_`d^`&N z22T-L2T$vD4)L87EXCw}esEDnR>AG1Y~pX>SjEgl!y0;wHP zR!;=0d8}(Z*Jr?n!@hn7nem%U07X{YNq<+kY#F0S`}dP-5HpT7s31PibR)NPW2})p zwAsoe8N-}%&M_Tie8JQ&am#Khh?T&w7vbKS;&C%#woq_OQe}~6UU^Lic;dvf*&P3U z3RGL&KUaa7N;lt|!igjK?;_aiHfZMs!>oyfqpkoLU}!m>R(|v(o}KM%hny}aIY;uc zAFgZMcTKPOtNCbpD?u0Zv6n?zz2pwAp{R^2C;H(>L0ZJi^mxaVjQ)ARj4}S-8Qotz zCIUq^D4pF%_hV1=rv5za0}k_hwUWp2%1kotfZQ?x2v*D zAbWUGAFiQePCk$CNh@h<5&iSXQ?g@%8acJPe}7ZpVL@*VZygTIe3v6DoTYGwPH3@Rui~12f!N;RjHzF0I#6SLyNA4Bt z+3jvP_XOMd8auKoj}wU@h2Ozd7)dgfu&D-goNEzh&n47Ce%FdC?mqRcllwnO0HIug zKZ9yGG}gq2@OG9x~~4 zH`nBfE4%2G8pU04j~u5een_=+X_)H%u^U2&RlpaPUfDVM-S?O~C^-AQkWsYSgJRRa zx2YAuO>eyHJ^+bXGvZ7~2!LhFmj@EZZ z^39Mp7h&;-k=6Yl+s<6}Nsw6Le&-l0qZ>lGqYiHQN_ycQ1~_eqblYfI+*>Rn+^x!sLah6-krJ01AUVpSi^y*Jdi8rV zY0z`fFpuA)s!yxdTH35s*=1x#@_2tEZvRGrM3hp$gfTCCC?bPbG=B3Sge|c-u#cVL=Q~>H07BlD(H^{ z$d~H{a{v0&p4S&9DAXgztB+@NbI8$FaXn6Al26DEi^(do6ys1i6`;>>jI?g7a~Coc z=;bM+t1R!i9p7n$eB%99gY6KsllsendunGHo6)Q}qxmBqH^SFQ(znp$RoN)KjCgCc zGx~(jak&{O24R`&np}w<#!S%dZU3`_2p9)<_TI{#A z#+H-yM)#J-f5wl!u5@2he7CgE8HEM;~{kxT&#I_tR(q$FI|(-Q(DCf8h_UB{~5R^o(`pE5^i-C zCyf4gDvVaOEE;rQ5SgNlKr0jyLwX#M<+Est7T)~bI`u&*!>-0T-PbRde?5G*p`Q1l zdHczZw^3%Xu&wp_VhD&2jJ4Z__%R&+GOki(nz?fj1r{hbW&nhV4^aUGnH=Q=Y{~rd z`4b&p8*90Z!LTcVB9Zul4&)^mhknxpS|m^1#>-Ep|3Qj%okDFH?s=L2f7G8hL`HYb z`i_NaQs0N7hUnj5^`5I|pF#KoBV%&pun@6{xO%_PO{3^e|4Dd+H8vwksHQo>AZqqc z^otakKPKhQ)8y?V0f8G@fhB2mc-t^%3mw<|S;3Gm3uY_U`Et86m5SN~>UIk4!5aeG z-_Pq;I{4`y)3nLaDZGcQ{*`wXZ$g!xg9>d;69-qdIL(Y#hsOwAD>FW!$0D<~2P@Ij zeGj(^_)4%PgKEc!nFXK6`Fs`?fABtlvgtfTbqerTGd)Z6ziQsZRi`3QE|@T3!fPFC zK>LXdvTM3M>P*%BBubOqQ|9!68&>oH|9490&wn5;hCnAOXGFip zEiL8PA0tJ4DX&^j^%ID6t2K)pM0gwCe0Ixq_4+e&Si(n*r;n)k!c}dEaGZG9GCfJk z@xRr0J<-te zo@IHWwQGo}O*gg3A|~-^yKiiL)>VwovQQvw(^Od~^(Efw2j$_&l6*l2ln3z$cf}&+ z$?V0ur9h0@2GDBz7qaCOLl(q>VwA5V)g~@mZTjU>HzY@5|#FbQr6 zQRzkd;63z5fAS0A9pO$JveX07j__{@fqd$Uo+ta!1d!PHQc=$ds+9*zY0iJTcoPtM zyx-!szy!?b`mibTWrI+l_P=lBS*+kb=Nd4Kdc91R2tNGV$vBpL{)}bCFSr4fT@s!< zzu!+pC9J&l;MGQm$rYy@t|lI<4=RK3@JO__Te-c=#~vogY^cGWA0(d`(s8nQLugES z2%J$kkXYU2NArG$io9Lf0_6W_%lmrEizDqfYZz&l9*T5&#Tj;HNlfO9*DQ5A)|o8# z?OL$J-ag`eZFE-i;E|h8;O{RFnncoos#H0kH9VDkh_ z+zoWar;r!PioO7IeMy?|tJQAcDkf(r_&Zp?U_Ye^YTY{>~fRQS7aAps=%< z!eK#GXB>g*YlF)lZ;=*%pG9x_pzhwi8=b*S8}x5{ z;BsPrAnRy5PD+ImHJxtzP`9K@|JGM z9#0w7r0O}`w@HArnsQQj9H1bgzZP^xZN(v_!qRL@W<+nbFFVy=pv(m>Li-h_$=nY{KSOG0Z`(-5e)MYwl~YnsTfYaV&25SZ=Yfi1!$z=iOk$%830h`}zU z@kM%wucUhJtnUMl`F!`L_zNHgsTL0j{-u0lCJv+np0!e%NPa)z^`r%U*F5o&?=@gb zu2>;_QnWqsKxpH2Gk`@p8j?_Az9IX_)ZV~)Mf2`E)0^Ha-Ew>)8?6z>b%I*XuEriR zc}21_;_qGZB9{U=e()!gTKU}BUW)Q_hsQVr%7aAk3v6t3rhTB_&&JV(Ry<}HdIK%Y zACk+no$45;MI@#AFn$~$t}vSb}Ur3)aef>l-Ue zj1AKWy1cJ0MVlQZbYos|o2`&d%kCu=q%DJ6Go7CT!%f}NeMsk6`)Gu5;xei3+JA=OF|lD3~dn|UJEWBfHgcd zj+odjx4}$a54p{GkjkKaQJ)0oyY6H5UqW`FY239)_n!`@W=3tDwMmMMl4K1n1@!) zAkT+e>kJ-aZL3b?%P|v}C)PpQnVQ+ksq4r`u9SN^pUqFCO5sm5RF{qZ#r(c{k|ts~Gh4rPT5g*bh@M05hj`L1{9=uv=UH>1+d zFUU~IbDnld@H{nv1YE}1Q>tHuV5Xs~-)yQ-5>-OG)0$=rQ8^okTPAR8Sd!tW9=UN| zoAd1I@==$~t!udEq~(R^Mppy_+4_3X^F#naPh9~L17oQFC^^oDe*KvaW-rls?($!a zYu82H`8K&L@U27Z?K3*ky~mVPS3pV+Xnvlv9XF%qK+m9(KoU`ga(_5H%y7jQgt=vi zB@_QqA=BXB{nW!>!`qeKz&97b7gr#e0RSwNaM=)mWSQZTR^PA&$Qzpll?;@lBCuX$X38UtHjAT8X-$equb`^8M?T_LYgY;7-L(3 zv-9*%C`wIpQbzRFt?D=yP{QER8sU{diEF5n`>4k~6p7mT$G{SRBDMm$_qt~*!sj_8 zNKAnByIMb~!1x@{AM)8=80P!3^1&vq$nhndgF4nYxf_~4eS+5-e|bis#KEcA>5{?k0x*TYlN zt}I?Vbd#t~X@wV}eqMG100TLRQwQ6QbpXt9Ep7%2cCOO}iFfS2n+p2vcU!8FCposEh$RkYiFi5bvoG=DJv{fyq=p- zG0HfOmYC{v$H-(b`V%Xa+zH$6FhbN9WW7>OtTVq=*k!8PMB0P@n>dEvBuf!&LvCBz z2`s97*c4w8zOD8<{1{W`G*x2{29aqCXGBjAblyIsl6s}K8?t!gQ!x0!u}73jl=AZZ zEAFw7wT0{}GCrp=<>k}7e{wdP5Tj_@5YvRcCq%iU99k zunql{Wp1u<<=W7}e>|0zL#n+SN;DP(aN8o=G|XXN|FE=-pHsW~=HA@Xm0h75%RnG0 zk^27;0oTwe6-!!oMJX+dSgUQgFGGHYySpb=P$Ml7whILtb<^patE+6651uDO5(s+X zaJzq0H(}OV5$cmt6B9Izq48d+{eYi@oJ0M&TNSK1LRL9{vCXo5I(F~7^@kT4tS*1$ zoTJ8s$B`}ykf^zhv$6&sQ8Ve>QyWdv+qlfnnX$XPkg>%o{ybOPpIZxjjTeKfrJJ@< z-IJFR)SuJl`MT2UCK`drl4tw^aiTQWapeY9V|vNtsAJT0fqHF);~@9hns!e(zAE{_ z-<^j!u5}ItSY%9=0Dea^Z{Z2LF4Wg?-9z9~x2&5k;H{t^)cVsmvFGyMWcgX5$r7ZE za;J7un$P%PTfMTOK3LNO`Y`CkL)U6>2)j;b@uTpoGlGsk`*Z!yrXyi;TqTi_+NBn$)ev&{g2DK zo%cA|C0lQlWIa+&CUKmb1^~oWSPp?1NbCZdpH;EA6Yr<+el^-#g8=z$17ORQG=Wx7 zzp>bq9`Zsy=r82E!p66C%B_hb?PmVF1c4WC$EbH{)GTwIyD}Q&sF>bDbpq%K7C}Io z-%+W^OKoRCoe-Z4#Ikj$g(uevg$)nDw2HF7V0ET-!%}jwQydJRXjS>95pQVCE)0my zOG*k@OjtJlIGkVQy#HH8h-g943H8tT_LkP`zDhF6hDrr$i9S9_)1K<;GKl;EI&D{$ z`#bu~R`S*@`jZfd838~S`R!hr0$tq$!t0E^rop`_4CD_}aZ&7H3JlsReX|v7?KP~}V z5@f^4K*VZLNr3|)*0=TGkKQ}=mB*vaD&4Y;i|tb~jnXT?EFGRt3hMv(qD2GT?)OEB zNsEN(90PFKRQ=(f{=(LWv;0PZBh5-BgT)ufjymfdH}^A)n5mebW>Db>(YKh1o~$u^ ztetW&Ii&wNPw@P6_dlu*7e@(oG+Zng&c04WRv%Ps02xfj_eDAM?HKQUzJm?{9Zt@8x|77WF6f9h#j{p+b@G-C zB+vfdAF(WnZ>-na7oW#cok7<0B3x522F71@HJPzaei~umms8VV8nTukf#G|J+`(}i zcqf97VK726iE>1XXoI-Wp~QX$4BdP~0^-1t#|P?@LgOz+ZD+nrmEN_+cH>%1E(#Sz zCD33STs_NaV?fr+PWaG$$+`pAb?9pd80Snk)j7kk7Um81@u62e5^{r6M@LtWFD-ek z5(~mQ+v`+G{DFA-ZaA>UDAm-}JI&j3Rwi9^f*Qf6-L&J}Cn6UR%P&#(b=tWyq8j*RMxgijzW7NluaBOZkDqG3;;Qrhh&9(hd%U- zg_KR}^cOfF{|usaEWt5_neky2(iPy9^`{}H@E!;~pM5HQEXY91KP2PzF-z3#Wr8JwVIPKJ|3BFa>)YM-=TiD)A#$t1h_C;^AK} zyd#vr(clTh=aiN;B4`Otd`^}CR+W|l#$D}K?WQmMc3qn=PRGi@X!Rvj$A4sKnRbz5 zYvX8jRpZBbzK9q9fbjR0vtiNJS_#8Wh=H%n@O^~tCqm`p$>&NYj7l_tU~bzld74W< zj?SUELGXk%e7x>BrPb1|R{F^D0Uxcp?|$x8ojB>vf`%{BE4=^YO9s z8`JEbWe=M>)Ef=pWdHqLhUH6GWWGh8R97u1Ojjfg1yvP0^&~4lFyJ1bq8IDJ$8&?Oi=Qk|J9} z^v9YW_trM|2W^cCl0PP3K=TH@XV%R@Q?Im`*8-W=AF$dOyXWXwR;}yJ7~-f>G|1F> zn#r+IuF`SNJ9;S%&SCX~#@ush?_I^pgvt}X&1SL(SuAv> z)RPoY(lB*exjW~)tRy4BlMg3-Xl~4u5L{~xTGp@0;^TT}JdqE5yi@tmZs+#P#*6I8 z-$_YQ8Rb8g%7Nvh)bzPLNad?dV&Q~+Km;tO%PhR9bXL!n)i@n7-6>6o)Alp)9Cp)qfpijGxa>}yV46#6?U?eFOC>lt@XMebXj zl~t|JT>X<}#a~YkF0CR47Tb$3khmuv3P|7Zj_!0VLAx%tAo}ZjV&W3|L0f;t4`)T) zatM@UVHNvZ_Crpm`uBcznyY<$N_px(RjGli zZqM3qO+-K-voLw3vZCG*)^^GGzj60jUgIyx@i$z!CaPi$9a|RNH@V@zLCjn0yOg`F zH`h^wTH1!&bh`q0$nRF#f{ap26`w~ZDV7+@MFAVm%qol^fvIAxk(GVQ_v?L4kf?%JRt+#=(<)*QyBH-DV|e)oDK~jd`9%`N*yVZQrH+0MO2W&z9Wc{@VC;bK=h3 zh_U-&#V6of0bKbkOreTW2O4hF{7e-2>m|u%ai&tuj2ds;qWsNFYzKp^p=-~XxC7*n04^uL-Wm&-w6?FX&1Ph;eEe50}Dw8HfDyawZN z1$E#3T}**iuYG~BtBw(JUsCh=SLw=Goz_ysj6^U{U&s*y==e^-41(Iu{4)|&^v^nG zdos}uZ2w@P2JgZ{C+zxcy&;+GFb!$>}R|XUE5TDRb?lt=|XNH^L zBKexWHQAQ8mGw42R`Rax=0_;Lb{k1HOB~*LoSu!n00C7f+=xi=w7|rz(Q9`MrX;J_ zht?!5rrKTkH<2vW_Fj&1lp*O~-CWo|-kCPKuqB`aw(neQ$v$JRGw=T$=2v|{W*VdD{TY;8*K`*5R7Ud}~(8t+pYKOfqe7M~2< zRHtL<+nSg_)i2*L$qrNpwc(sP_3I*-(x5Qa0S8R*Q(ViV*yYI9gtM!%5?$|&?i+uE zIBN52O7`YE_98J)Pj4gSomzPU^krQ!xFaPBF|!Z(Lk$+C^+R0i*Zr zD~nlGp{_d-8g&D-GvgcNB^OU z`>2UZBdZfUaAI92KTaCIRY%{?GqH|ip}UEF*3-KQb%Oz51f(O~yWrtv?GlrGHzmtU z(lwwHOiy*CbeBz9Ch{+C-Pv1`ESVz_p(yK^`*N$uhT{(q&rY?9z(OOyoGqeEF<{nx zMQHJ?JTb7&zBcCroq3tJj60O-D9p@*Vf3Tc0%|phMr5%eZW2Ji7 zv;&R4ASNqn7N?VNkdV7|1ltZ%XR=O#^P$*+QkGp@1g$l%-0Ab6U^LRSd5Xm_%QZ?~ z@#GfT{CdjtSn`td4XWMvniEdZ$z;{@=$J7It;%{8Z}H>g?NL%GSa7qSX-0cVv{I~V zDr{!bVDpOlfru6JGJ<~t%G@GM^tQaoS{1&<+4lbWr%`bjNQ;zAApn-oQtT|UV*AW% zUGLtS@IR^+3+~OXck7CZ8`BPvZ8ofK6U$Z%i{r<7h}4fd1piJw2?dwSL3GhMM?lVn zaAz{ne_3NuKd{j%FH*dj1(~QvyuQ7o^Y|p8!XF%CmYe%lf}K7T^St!dKPr94b`@s8 zReL=oC%*4KwixwMUmFiiI5w&4qGCTm}Yf$LH) z`GoZQ`iJ8?Axp$LpeMln6wxtqlt^h=-pMQ{)zJT=(m0!x)zsJIx%x^@Fi%5dZC(L7 ze$+}Nd{2fq`a*lAbX%FF!z?(ng*ViXQMJDbf9P^wb*gqlKOaih!RLCknVZO`r1!!E}bAu!KLY*|0vo z*>TeuZOVxdge-f>DlO=4`)KK}K&IYVpaIDVuQaxqMMIhVaIM^mD)b+fucMBkxkE$7Z_N8_FN(J^CxcsM&h z`{!Q%I|Q5g<+HTqzu%P}0X@Po&+8AQHty)M3akXNkxIpLMa9q@UdWV%Q+)^qHKR#+ z0olm^LaK;rokn#NDNLsxffoO$6oNECWvkI(gMx_ozQtHW+ z-I=D}(ImS2^KLyFg7vt@b0#iWaId$zn+4-&z(k5>cX_rNr<0R1pE#h=|J4y;^B}P( zBISZ9XOo_WOYSoIZp&@Q6>CrJBRxv9#}q|ye7~2&hjID5nRZ3wFA4*@hMMc@y}*3e zi*RQ+-xc!buUppUx$^KY4i}UL@(LTg(3~{skD5u~>t(DVh`Cm~POD0DN^cviL zKiVDU*r9_}dZ6#cr|%qCke1B{^c057N|R70->z)SV@)ONc&%Nv#-?g^wL8;uXIe@h zTUh+@QK%zrh%mOgVdoOL)EMP#O18-VsFpxH>DCM4Rhi!A{F`_s_I=FEi^EzI2mQzE zMM7Uf2*T+b0dMm`ECKEWn#8z)$y28vK6XyiUxVyK1eZjlf<(rUZ~oR1{+PF(DZ2dS z?+^rsLGiYcKf%?ke$_iyd}PO-V``_3ep1w`4B#_KNLBhEFrF#<_wz?>!*O~w25@M? zArACldBbrVeuMLv?;i7iJhnQen;~5RBgLXR6$W5@;DLDL886NQy zKv_lS3Xa)!`le!(>)K~pFjAd1$MOY4yTIvlPKUL_wk%;F#2!>_&#|UT`y+n!A+Vr* z?#2*Mfs=~LGj*X7)z`nm^Gvk?xHnKu4K7baoHzjJtRTGFe3K=h9EQ?Oylc=NmCgUL z0;Dm=bXs!cfHe}Qi+$rBa)c7(U^G=lN`D)HDR#H;kZefsHf80DU)4p59_K(g4-RzJ zUwYeY&~3i0UN!hFQM(RkC{*aQav*}*vlMDv7fiIAE#gb=qB8(>F0Tmmmp;)Tz#K2p z4QJ3={V97gxjfu@_L}qL)iOwnjK*7{$N&m_NfD9_?6J9ah8=}Jl%86zYLjT#Ht!#* zYGGuIj7K_`vIZ4`A~rd?t2iRjce07Kvuo^l*3>Ke@ut@31Mibxj+jO z&=~l0wzZ=6t~y1Y2If6;RQ{@2!5b_xP;{>N;tN12E^p1j$5a9AIV{lsdi&=cAd)7= z1-UsaaUlg=6WPw?Y&!w>5gz*h{Uq^i6Q%#t5=!qErD&Okzy3VT{3^b1j)L8=Io&Ze5P|j{F0bKYe8DB%mxC z^=|ze__;(JaL;8mT09RSP5EGll2mFyN4?-9W~=)I?sJ?=4pzG<(Bs9}uJbj^LlsZU z)U}1!d$GaEd%*`;Bzf%v!uI^88mIBmHvp9?`k*oD)HLVRqztwR421 z_mV#axN-iN$|Bo@&0+yl)k}#Ky`}byJOKP;OH!+}6nr+8TX(?H?<*c%JDo^0$;|0;UOq#)OM)K%Xi;CMNnrzO*84 zckR)w*)wbE%Prq)b*2Ghl^i8`&GyVFZzGWDnz#j@+Bqd6EWopN6di)6+4Y1{})Sv+Xz=1)Q=yf&*^)JnO>@j zmZqig3b;ougrRWEg)GW8l3afV`9%CejG?eVnOY;Wqq)pp=|7(hze@W96%_e~29<_m zS~fgV1`K8YsOD_8V0vBT@9_4wY8uVd)EBF$qU@1l+E})*ifZo@z)UIm{R4wzM`|O` z>f?`?EmB6Az4(c`c{L%shr;&RapMv3$=mzWxdGyV#+i?~`!t(ttyKO0 zzONw;;Qz=VD^X_0b}gsNP(`~h#H=ZtgEp>#-@M^YukD*T+xX-oQPHM|$rfnja(|Rn z?qDYQ}$O{-ee`!DE2kz9i6enr*yS^{}-70_a z@&dX0wiYk-C$jipOZILLZ>I89y>d2E^7*^@nyK!nb&r2kKz%G_qsxzIw)e|x1CbVP zs>cvx5+>5;yg7>bH+d$gPekIBthC{DGiIfw6FZv@V^{yk@)g9ocLg#Rz<@32LwfoR zGq0-IpH%H86ERsk)4WLwEzT2)f`vp-=cHNJD5(}dr~at!G&t+oX_tR;T_^mym8JT_ zZ$H13NeVEBY`9yoOKb5Wjp9ZQr)|vKzN^P2zM6(s;1<~w#cc5>xPD8#b#w6IpLdCz zLp`Oz(-uek^CJDiQ)q3RV~n$){CoT#5@|C}u_i-gpL>~kA!dRqH? z4e)xCvdcgC;Ca5MQ7wR0PWyRkrCLsEOc~8g9nz;fU|cdAX&}(VdA?1{c}Z5r)Rj5*@Xb zbzj`S*^2yj^3<1yWY8M7ib?%SO*kegv#_Nsvx9jv?Mr93SDKJAcBwN3k9^JJl);ZPw(QU${GVX3}l-DoU(GqzC%c{AtkSWOp?O=*> zc2%H1e;G8KZu@)j`jB`{t0SvG~!`LWyzRcl8=Fl;j&*qaLgkZ$?HcE^mZ z;Y-CpV%^-ci!~Qy#H!Wd5{TLX%ymq^7zJW>eUCnWv74F6#cBNn^TO&AQvuu2`boj( z7Jhq2C;nNTx@VMMH?Navg{C&Xsp*y`KX-8eVxrO!xVXtYV@MutjDhffAiBd zQU6FM`>JeL)c&KAKW)J3%0wNEbi6AWKdCti^5Z|fE!QT!-tu59fW;#Ut()?(^60Q{ zg~@4Z@C*~)>HufmJ9msR$spc>2^#Dk$T&vUUt}taZQZaL7ymUqL_Vtj0REZ2_Wi@e zS3R{9OD*Li0<%>_J}i7}>HVE~n%uz12$Z6Ah?PVM5wf(4>p63&kq$++|H^u2%by9F zEUy{*jAZt_X10bK5f`v3b-f+%2JRDb2KhQaJwL7W1|7BZ1x{aNNa9}3M85V<InEBaOf>;f=L*D@<#viFvTde{GrRR;aa?zQ8WEV?>-c{_1pZOkb_$QGk4g~r`{AwH z2LKB~M$~!vvyOXi?!4zR&3P~QHx|I$E_vApuo1#M9g}KY(#@|cH;~{)Y-fy+nN}r= zw0#m$1lJjKr;6v6uOK@1Gg(V*f7L=!=ab0*>qbivs+kW>k1(`>T^+z^W(X=PQfffZ3 z@QTvh=0p*~le#!+!Mm-#eyUZX4=*&f5hG?$yj z9pb6K>2x=-@4e)ZV&Z?U@+BsBc%{~ikvAgB*sDvV4?xKk!yV!$4 z#m!a9?zC3-dbW{4Jp2+=ABO5oC))*%^|oTGdv{{|@meIG3?ki_91f;C*PXt_Y5d=m zLm}0rzl^~xFD^3CveL(tyyX(?p#tX};Re@lLkDcfI0AIoLLs$-CNzxBUnqgxiZQJk zczj>x2s*X;&ilQpgy0obnr|7OSiOY*Le^!wTKVS5dW6K8O|5-v>cI5&I}?>p7ZLkU zE*>gCnuA6_x55+h;qA=1nv_((h9(wng2}HlA>IDBjDCbOrP7m)wy( z_{0e4d#qvxyGlR5YO2itB#7TM>yBeJoMQZjrHiC2>P+;sTf-)v7?4c-aQt zVrop0B4cQr1Rrr<9nT&=6P|b83tbJKD~NbCKgYM2=zV&wZT62U zDkAPUc8K+s^Y#4P5M`(A7Nd+eG_RMQhj>_1F>y}Rz^l64b2bl2INNz&pFb{^x^9od znW_6if;(N`Tr<+BQF=>IDn*w{r3%aXywvpl;}M(XZJX(3-AlQN9)uk~c%o2s^irA6 zFuud?XA_i$$YDvYL<9fWZDEJt#9H z?P86>1~uFeX(9%vL&HnO0+@aRxm!qo2NeJPl@k6)d_1L1_QU^y@ zF!R35(fUUV3QrR6O9SS{6WvhPLjulb%?sPX{^WkZ;YEF!gAv1t@*0hPhj z5^Xz;(_Q-e6=Gsw7;>fh9nLfElO`sfO|zbOhL6L8{Blq<@^t74ie_@!?H|p`#l*^8>U^h zUC?t1`_;l(4YfDdd9>(CK8luhZDUS4LP-FcFR!L9XF+UPgdp`nMpx)XL2U*aQ|HMU) zMT3a}u@^#a7U?J}la710KG0~tmmjp7dant3gDgU@YL=HeLD@JbG@6DFFxe;q&1tXa zn*Y8ybz|^TWngjyI%HIm&N2-kkuNXCOO%{*ut>;&D%HMIlKDpGFs6f~d zIjTIqekr9DfS^9i_6D(1MrXVuL|ZpzQg)>?&bQqfV*XJH(4Zy&6`%wTM&|Jl4$1aC zmP%odmLnvx8;L4sJR7PBShH3$==`XygD{*?%jcTPFDvyrzre3$H9{kH#HzQA-nH|XqzKLVeJ`XMYIb;j*G|AOl)2A9 zyKv_(fV?~s7IZ5LMe&>L_)6R7Hq1PsU*rT9rHQGhtN2_)6?-EdONp8t)Lvi!C7 z?vv?KX&yV5>>%zZ36^?GZPCPi445kD&i2B?dUScp;ICtaoX7L%Ff$?HOiXNI&JXBl zOP@*0&=v3BF`^oUT#eszxRlqLExh@&_@%ZCN(N>&hY1haO2$8)bw05k?!dQ(ktMNL z>k%Dh0o)%KG=$QgHmN-1dKknk^oA7FCWtg_aNFPUsNC_5)V1}2of!Z;( zdA&@!*e};Hqb)Gv-Jh^LT)oJyeG#4aEs{%)x}5EAIvy2k#V|=WyqDmW^IZ6xD@`LKI8%e;iY+xr%$F

|s7|V(iE#+_i2>JBm7{j+c>Dc$-I$MB$Y+}t z$L?$mUzIW08~VTB@LLgBO3wEZ6q*oWS(loc1J%|wf;Dp$GH&k*9V>X$9hJ_zcJZ_0 zjY1*(cUtPk#58Yqjy+WUBWFaW)!O_hvbH!w-EJj95E}~JLrWI`H^Dftfo**(8;`;A zZ2dYf-O)z(&E%pi=llIEucQb@Ac+g z5nv?8#rLoi6!tBdRO5r4dKKH6<$%j7S2kzRJeZMyYtFYei2iD=qh7D5%}MQVE)D6F z9xTT~=6oidW#beL+~6_B8K|J-RXAus21-{WW1~M{9j6OMw?X>e9u}%R3cs3;>`Y1W zJ}<3HIC2z2j8iIi@r$m4ZORJM1#tn)*r8}{xB1F>(S6BYt49$VJRgw(ke=fc+BOMh zd%yK?FNyGU!Yx&|(h8nNSz*`4I>Dn&sA9lVyiCE8#LfO3Xl%hku)*p3*o#pxQ(w!N zK&PmZ**7IiUQp9INAY>BBJU)kHuN!_qo!Cu`Y?8TmckX_N2u$703|L#i+RD1ZQOK+ z!J8RgdL0M{{F%sn_nSg%`$o>f`|4GS(QI4#sY=2hf{I{zCwW9i9H)Voz0F7&<0Z}C zu!BIMr)uDZS*wWxVte5(M|(yJoo(Nh>`b7q#2*q3%%RvZB;) zox`^eeDhlkIQrmz}fH7mWKoT3DyX8|MScdAToVCpkXn6ohznD2hpqu8a!bf=jYC`5rVx8>qh#7IwShW$I9tGT=Eo z6vZz1%`ZA%M#3ogF39yt*UNJqVeaCSNAW$=x9}!QVwB1FR+?eE62Iwk=wIV~3z(Pe zixbQd*m)DF=A!6Hi|uLUw__`#^riZ;CbDvSSP&AeB)luLeL{HUmj#kP}4j5 z3dpkWj>iC#c^8o%DFuH_K)xT*%d-}7P3Z3SV&}%+(0%AY_)+Dig*1+PUE%e34Wt{? zV}B9=){Sm^hBNk&C=X&SqTA8DNQc4~46Q13?MPW>v$#K>`ut_;j*V!Rvp3Xa-62KS z1S^UEUD@~h%;CM;j`UrtO-KoPXOQx%J*Pw9`ZHb8x4sY#p-9Q0MnSluJCDm3 z9kDKl%V*-L9c<3aZRVlEDMdyTH{K;#CgqpnhAhh_AcD`ug6SfDWP#}dtI19~j@xQo z?cC^)%=02E!Z@%oI6DJX5$UJF#X^GBl`4GZOKnwb;Aw^&<=Q%p<-*qb^67#p@^9 z4*~+tHtmqd${Zr~PVNkuoUW$ws<06QYJ72%Guy;o-7UBHFpViD_m$_+b3ROFTLyL~ z6TB3_0P^_25bP8|{>L=ojzcO}oGkW#s2oOc-Zx$pWIRU3Z##VOkzFTpS=A`VYA#j{ zRb!nHO6vjlI9&vVQJTV-y8o~{Ll|w?>IO-c2X2KgT|m8ZHqw)sE#jeAAVV}k9ZfIY zXXWJ|K^&*gXsFn6)Ar^Ixboo6n?&$!eKLb(U>iFGdfzDHE{G5sRM2nPe7n(9R(!AP zk`;2D=fIww81wG$?UB@@EiO->Za(?sjpXAmhD%k;Xd8-X>jZ7btWs`XGl#{BKD7eOFIN()CJ^s!k~7rG@q(N z0dUFqk4fzNdf1#xx@~_@OVH`ur;I%7=%J+lzMff)HeqmQ9*fIS+&7?P6pP-rPN2JL zN8``ex&W#!=w+F%UdnG6U17!XLKMff>!!1VwL5j7gJ1f5a7gq@D!Vr-4Wz{9qvT*# z_yGv+(7bb8(3yw0HwN9k4ztR|uh>Em4K(2}&N}1V29N@+`7uqx8Z}_T@R^}KC*vxi zd+n(BcTK#g1^v&c5kOPCd)LG)kKp&+K6 zgb7V<-qm9G5NIZ39KXX!Ks!JQL@pww5JXM|n0_fBwAZM0XY(TIOE;|y%bqZqBh49` zaBGb%bkzYM$nS1+r;9kxKr5vO80vtI2@~i zPw$YkgT&Zn_f?t*ngI3SsHPAWLZ$O3Ba^U>q1xMnfV5Y#jiJ6+Uc`hUjea&S!!h!p zGl1kTfq(GVKydp?L;-ls4#&7D2Ph5!K?7b*z8b%1+Z%aDvYl}=8h+5q!bpJvvik5- zL<7mivc2Qw0B{B+vXUK8)el6e_8o-&u$}w})De?6?r;n4W6#lk>Fg6j$hHT-4^?TG zeDHgb(es2BeZbH*Em}Mj7DdkbwL5+|o;3tc?uW=N?nQzaLuMV$!T|DyR*k4==fh%P zU-OUL)>#(h|Jq}0GqEVlO`z*JEjjY5_vT%;dE9X;U>gs80Q-+IrkHqY&VaWf{k9hG*3z@8*ai5a(1NtD<^kwke?ty3w2vjK7vVdQK@IG9S$H6+0_)@ zh_53Whf+RgXT8oXat*%!v&*KCLn3lbyI58u0Pso z`0HdRor=*WD1a38=`_&+7Q2Dzwm;Idpj(eA+#ER4nf%Gud4l*X$K!{KN)-ds-hKfn^sCTyh0nt z=~9JSyIe)U@#gNT2GIB*%sd*3kybuQc`F7=Am)EWu-R(TrXOpAy zjesZ$l;bpPt1g3S5qx*cC-+9Ln0}$`6sY|6%H8b#Eu$?dLt?vERH=bGRRiXt#o^NV z!+Wr>76<&ymrycVYwgHb+ZFcE3v#{G;sQXOXppVODR9hpV8+VQN|FQ(Z{* zdzXazELq## zr+J^sx5}@pmvmpHT%XxSJ8v&>^S&NvXeJBaP-$(qigGG?y`5u|!$kfQE2(Mt>_x)s zG5_$6bo&~9&f0M0-_sNTX#lz4Rb4G~1?Mw$+#J5`x}6!@y%eLsoPy_$Y0 z3Kjtk%7MCXLRkI5!1zN}#j?SFlbZubat{Kphl`+kRKFeG2dJ>HugiF;lZ;VHx%(%y?GC~Y_?1(ObrEmqn#3)%`m48DV>p(FR=TF*NwsY zjE$u@$fW30pi`6WB|(^4-(f#gfWw}!PR!A`&AFVyw@o7Bi8db*eErOO^Nl_y z8Hh(ijOUq=P+k@-rD6r*$J51!1~*mT1ar-KKHPHsRsIP?NUWq)pG`wC^zILmy=%NnC*-Lkg-sfjAfij9O14q)w zb+rqbI@uGX?BkK1*w@IVWfkT>=9wZ66|Nzf>siI?^-FR`W2XGD)4p0HYrhyZuM8Sk z&t=2bs5)Bf64|Tj$FcWP#T(iVe$wH?u5V+l>xlByY0ZKv8s{Fh@y9^`4JC}w__mIS zf%GWf5pD*NVgi#*OW7f-(|D;KVd>+?$(lRc4`=_Qax7{>`Z@p}5M~S<5yPVc&=F-h7J^(?|1nvTSLjeQWNg(|9q4Akh9p0rh~aX{ zDw%-ttoh{`c)$OQ*!I?nRTEdEsIBERsueV+;pQ`indzi@R|*}j)Cr;L)?FllrJdd={FVfQZvG!ceUT6ky6LVJ6J zP!d+6c9#<#2$NoZUMOa^y9vxqyzf+l0uXgRvKSvJBGD5i5A#6S5zd6n1%5N1P^TW> zec{KJNLK_HQ`)mKyvCJjC(X=_cjGrI?{Ldi><5SriT;@xDuhh`oqA6I*MhvK%{k3VRB)}r+#`J3;f;>MF~eGPL2zre zbmo@!kEO-sfx)d)F1qtzHYdwkMY43QR2U=q+Mj<+G>XDl(opDGY%284j1N{#6-7D( zDaxNSKIsZ%US?-h?B+)vEE}dLJ1o?spI`k``^_x!A5)ly&6w0PrweYKrnVGkwegFhBkl&qfS#S6n)weu z`A#R3tx__I=0zF6VK}myY|iLKq!_(+vLpqAXFguJke|Wn(%;%2_S+4{YtTl{3ila~ zwC%^|#63USEd53E(`=-2mWstYgw<*i{w-|ZB}AS+YWq{2R@*9>*c7JM-Aik>Kv7L!|G$TFZwZmBx}Hn z7BV_R;fS4x|iya4xs)f^!hat@z234g5DWo!apNSf(HS9Nh*xsaQRz*hwF#LWYx zuHoIu((Al$SSlY}J~Op$%c-Rdp6^-6Ucxw^BHE6}zZOY67{XyZ*)HBX*_3?mx!vPPsmwMkLDJ zEZBWJbOd#H)`bUJTn(q zMj~f@Ud`n;MU^fDir-!Bko`up>wsQu6nQWo^G5Q5-un2s`7<4N{*I(mip~8x_wWh_ zp&_{!V4Ab+cdXERHW2 zUBnQn>ohBBD9igx$3}FhA9@9r-{tQV=*~Tpnx}T@{ZQ9cj_91s)9-YKo1_uUZ%gP< z+6?IRs1LBW##R6Z&nuKNTSv+=itCQyM8s3ZK-FcXM|2BEua)De2PZCj;UEl!`_TCK zR$|;fd|X6}HH#|fmUS}XNc<(aXAHf4#6ERFNzhhQ2H0n*jeGn`0HVahq*#M}6403E z1H4DK`H^`)v_f=pimvu?B+Ht34f@cUFlA?Cp)g)f62)l{hhA2};E!)3Z!wVk8^|%WC@KtB{PAYG0 zZNQwg#6pp3wCgWNZB?y$UWOtNC$E8nWb`&)wx&vZ- zk_5GwGh`{dRkm`J?wT-Nt_t#pq%lzs{s^`#Mcza6)tX!4b%j%t4?Q70tm}ox zD8(p7WtEaV=DRCS>uFJ0`ltZ7blynUAr}gIJ!Ri$3*HtPu3kNsH=~+|HvYF_HsW;Y zrc(1OvO!`_V>4W28W~UKKfvW`CY1a)Y)k1$s{u%Z{UT2~saql)q87L65=A<=xwg2K z%oh91Y>^PAkfMD<&jIk`UW!H!X9YhP+vHAG^_@)f>QME=x|)X6)WoBiNkF^u9D^*f zVjG+Z7ido|s@jh!iaR`48g{>5kn~u*<>jVw``Z;5=i49lac#-b@5I5Yq(jWqkuUb$ zh?+(IkLJ5B0x`CK$FEdII$ils#5Q>GX|-@e&>F7S%lz!rnK)#C>^3AyyvzPx;1k2z zTH!U)*fMc~HnX3T!#c3sw`^=T_zCw*k%$oc zTQ~8)7fz5_R}c?!g=B8g^{D^NS$A<-_B=7TaRCTqzKD`I4DNu)jnzBl3+b7>Wfgc8 zfn0EzFfs3a?SHw*49IERgk7n%I<#Ay*&h<_@JiMMf!-uG4EgS$GJ6Kp2*wR<>$bXl zb#e<|{cny1)VSvmXFiT6Z1=Lkq|e)JbLTf+p=ydH)tZtFjZP;4AdSne0bECW9l@Gf zAwv^uSAtxiivDVF`}p9zYr^FN`-sp95%)LGv;y|p$Cg^5+|OxiEuJZ8&>BmBm3n>s z$NlX9wIHah2MnU`;_;SY(`I-XM6$oe&~6AL5o32#)cJRsZ52LEFPpCmJr6o|Iyz^! zOa3U?+v_Nfz-%_t0)#t4)#p?gySao7I2#68PWL%>DPeJ4Lqd4c6wfw{G(?dB& zo&EQosRjaCSl)SX3kqb#I;y5H*R%2L%;Dsty<0;96yL9g^mpdHmo0%1we;*-V#wB$ zBShGN-_w6g1wM>5tlc__eYZhu9v!OopfU(4t@Eg{gMUXiKK}VpJtBJPBo1~ygw#Fp z=KB2a?wH|3edOP`SmH3G(js2X25J|js~=#sI7kI?J6g7O0$|N{SS>CIkNUrCJm5;sxm=(SG3mP*JdqA%te@k6^YvwbG z%hqdNNVPTjXQv9IBEQqfH^1+)%+PW^Afo`1cM}AZn(CCHwXl4(#}ij_{GTNhmYW6JSRA8(+B(o$&5i-XgcS4ZL?U%}07HjIcV z&1o5O1w5lXbe(fbN)O`n%^7?HAf>Td*<+~XaSm)yy55+SriZI?=I|T;ecy{Q{N?FN zWkRhC#{K7?jL6wZg~wn_?&Sza7~7%wGBhHs zksUe7V>t*h_&%?wPb2x-pv8ee?(a;_ha>y>l$R904(TTk>s%|;s|LwATM!DJkN@bA z!mX8(!&KJ=zgq4|=YWTv;3QqX8Cv8Xbi$=Qj^^@|DvLW5lau%jvm$wohG(m*lbf+A zNP$(+a`?R6!BxOeBWKeeT!cA;upC5aG)Xs138=>6-e&ax3%7T?JMDs3zftNdj6P^N zdevmdI__MuCB3pKyBy_Jdc;=jvQzZUGPQqL?^iAH;nh<-j%Pn}GOaQTNrs)&lsk!1 z48s_rPD%1`uV;}kIn+|>&v(d_R?{L2pOs8;FMq*YURFfOowM}Y9yZu;?*kg~;)pb(0^*Na;&jxk5Sd{RdT*vw|nZ2o`byM2c?V zbS1D(E?xGP1LNrN9)KP^R&kGQUyYXDt8Jp6LmHn*F2cB0hh4yB7#t>&XB{#_x}Yol z`sJ7z+w(ybQT!^l2IUx@Nl+67c1GR_#8AmIQ2vt-AwDG0o|}z8EoZj>+{AW#irrH{ z3R4VRnoRcNvmD@^6_|iUDsl2369FKh0ag7sZ9xXOySj`xZ!8&x+05BiBg_xsg8_KD znDRfoxdDXZ+8C4yM3Vlecz35dF12i<2#%=T>$aJsF93qJ5q9#<5Qv@m8Nc%B5Tnp` zo^i$fWaI;_yPCqi6TnPw_eSzurEEm}WBLW$92wGfh}VX+40n79!>5V_JLJ6!G@4xj z@QZxOuzQ4w^d=5EH&REIYJzHS7}NQU0uXOQRxgs!O(14H8xZjqf+F>RcRlk<^(Ayy z&PMD#FY2SWuMngQyp1)NGQ+`o4}15BcRUy?OMr5oaF8y%KXwCaVNgILBq40IjYxn< zEVob-2ueP4H9UO|C9y5ve%$@`2+0lHJ^A(jm^8Z^Rj~9&yLQvg9)$81#!nOgdIJ%9 zDX6yKM`Xq;BSN+1b;pb85F>iQa&FUpfJ2*|$Xg%BBc#qJx^6T^n5Kq4+$0W~msv%B zRbT6dh~xn&Uuu{`8g#e;$rTEfFG5M86adZ~+1j3On2R?5 zKsQ`!Pv0gnFT@2>R|4HWkNGc-h%JO5_-{ze2|?Mbsa zaD_I?KjW#ktY|@tSk|DcbATr)QHL_WoctueM9b^l1H6cL;TZK`LjmQFA`9p>JgDm3 zUyu(p4`N4reR7!pywmKPxQ3$Rzrh3ad8dG_Rztz_O&2wWE&5}wCdhs6HZ(o3K4o64 z@}@Bp@C=5z3t0{yox3BC11(N|Cr{}C31MfQjffK8o?q=SxNY*mrbJln}BXhkhBESwJ(8 zJ#8f$@mA?7{k*prYK z8vB3c(FylC|CbsE8+Rq@@%uz@JZ5DM3RN*DHeOz8J%T~ES3r#SlD%2aJkx7^Az!^2 z8Km&m{$V;gl{m*S%Qv>+GjP7&{#Y%)LuqbQQO4b84TTnKq4sygP}fi=OWI$JBmc^pRR!Rdq9H_Ra$GV@*+Q+S`d|PpKJ+=8&_bhuxkjtLs#eMIuP>h$Lafh9= ziPhT%t{+(nOTajdC4s^QllJa0h7h;|-=~P-(v8%2!D}>j$_8wHDTX1jx=mA>Ybe0E zHAx+%#8exkd=TNn=1>EeZMH%foHR{R5RkVPfxTWk+SOYd`lH2&Z||1i-mV&E(Qs1a zH=n4MSY*I%B$2_~>I}I~>mpB?H`Y{#weVkE0sgVsclHX=e`A;m z2**fNA^WYemIuOWy=^6F#vWOn+DLc@DkL$U5x-qARzA+_Y1zxJdzo8gF!D%tA2HVC zpXVqOkU#wp66S)Evqp6gL8#a8tYZ!CHuJT**xq_B+qCCiBs){@!NbDZI^3HI%B4x$ zZAMd3Y)b1$U*HeJLMOEuZ3?liX?N$X=L&j1@w56_tPMqPWt<_`L|ORbdbvYU<7m)_ zwKUN{`9hUy!)?jG7@$iLeV;Hq@YJ=^&miOIW*RpG(;5^L1kI;u9I0PYO}n7vj1;I= z2~FV5YQ^^^aBwze_^lX+j4Q3HwM!`2TwVTI#;CIpat}i|c+H)_5$e>e_-7tJiJkCd zHF}3uVaB_-B3GWmI#==ZD`h!*6z|u#6d)5}GQRv0#dM zyR<`dz(1fr5FP1S)z#)pSjvRWNd;yK2~<)2@LBAuoFh}2JMp)LXJvkJZxxY`fVC6* zi#6{eo7R^{5;zGR4OK4f?lqk#S1APe_z~@nK3f}wHl=SYs1gjiixqIY+$5yLiDCg7 z$7HFsG-4}HZ5?>G8tUN4ALykh{qVZrzlkQf^j8dK~ho`Iz6G-ZuCS11Xk9C$m9%z?PPut19 z`73^wv5=YvJjk1v>b=}^X}aDnD`As&aitGd?HJ&mpGb#!VH-2df6xo{C^3f4+AQCj zp(1VN0IZLDGN7OJgYxVNDYYQks=pGQ^`u+{@1x)p$s`&#X>16=b%EX$6{8>1lYVS? z7Lwvmcj-ckyNuBFsf?7ln466Ga~gHBSaWy7crTb1yr69o`d&>|bcgh868hgH*I1Ga zmre;D^4=VEYVl6XTtlVEd;)ft4g$4DFV0i%ZrA_U0L89lF2Krp+s=%v^R}n}!$Y=h z@!F4^Z|HJ_pBrPgqXK!3t^#n_#(FBVg-N4ZCLCP7M*Fb5RTQ%|s1?RKODi+O%qvAP z$7g@82Y9H6vIFXJ0}#zuD7kjaZnB1S|LSft_rYE98oepK1*Cs$VTm`7RcOFT&eEUC z2Fb3*YjoJK8lORmUDS+zD9@Dzadjo~p*b%Z7C9MOlMBqTw~c+gCv>rwH?Ii_MZ=pJ zhjYGr#V7-cR?bK7aVmHF?s=r&RfWKT?;@V(rkuDAv%P}DUNGZ((&K+VE?Qxc`p@F5 za*qJPaSyc+tIZ&qCTxPa=^7TY6{^9E4_R7_ve=Np*FQLMSD|U1kQ<}fAOA5O8+LG1 zS*D^^@6rY~Gi+O*yt}vbVu`>~+(!uCllC)Cd_wbZ^-=F7+jnG1y48FSB7Wdc4fNg^ zZcuF|mTklr_vv-S%KYjly$w5f0XV*KtaTpEM+DyA@rJ&DuQuCfd2VHAUVXO9-L1r7@m=_Px5yw9d8&Gl5IaDTUTUF0I+J7}wkO%3Z?PZ_x-< zmJ^oGn=32jZeHxT{iP$*RHsDHv{~|ZEc->jgq%JyEwobXz+1gD<|AK5v=;j(tvOb{ zQ$N@5lSQry<+5DyF5Y8VlJN=<3)ux5A@L8cW@FdGNmD`FmEYFRd5W z?=!uQYi9BT?x0REFGQ}0mWUI+^!Ws{X>AkBkrpZTBLGOZHmDhE!+|a!AFZ`4(xUsD zZX(@F+Ym0)LSeuG>U89?RXV~PsU&psb807fN)7Zvvcsv|yl*rmPwXDJaE>zAIur}o zJB4csr+^3b`EsFGEISr6`fh*LVN2ld{58sdnOW1im!ex1odGQcLGrywQV`Gmq@(0% zN;BgRP$YdpT>EuNvT7T6ox%xaw%!c!6a4H%>Gu*`Q%t+HXK@b=>0UG>S@yi9H_Zu} zG!R7Tzfpg^QA|FhEc*SA{m)KYrn)+NO~mp;>HhcWE?b$fc%DS10L47+>C<=*r`tXv zGz$Td?Hf%-cWo?*)f6}n`sbypNAQ5LZO^we$})ie~z@Z z!efK@Swz0pxsW#olFuxAQi^zm&|q4-`x5*TwUm)ZehFBbKfqj&?aBCkbhD7kXlfc{ z^Dl9kBlN+MIs!$#166I|&qnRy{Z6(YFygnMCBj)t2t~r~FSVAu2&P@orGHFRg&j4m z^X*X0Et(dfNHKt*7J{a?@Z4vP7U>@IGxE(y;gq(??wax{iJNlK@zWZ?=*LBKO+s+< zdDhgbMxMsljTaK4rpKMn?fp0>@IXGIL2B|}JFV0%EBH=w6v785 zXwtsSH9$LNg*hveKPrxXW?D6xR5a_*eqcOYJ7ac4cs%lV6l?Wbai}~t=$ix3Fz59i z_WXI5s^>0*EP)@*`j~L$n>S|9?rAbmDvT5uS6D8uDW}cCrEhxO74JH1W}gZqV}7}G zZ2)2*%*BCx;9h-EX`|%FWnbU-odGzK$y3~W^h-J(r~SB2Ca&B$0X^OkBqgc3&qo zRHZsJWL&JGa}_bagb{z_N}x7gUWt=eHo9YT0bEkj7Gc6VJ5qmdZ{+i(4GEH(DBO7iR8}a zr7#F;U@C=%#G!8nA}#4z ze^DhG-vNw3J_~cgVV*+Qj{$~THn@oPdh*LUAUQW@N0L~7mBk5Gii&U(2rhsnWr1hy z)PLLpA8ZutOEqq$#I1=V-H0C!$L%E_b8YKUApF|i|I6C=rHnNhLQ2z8^sB6-4Fp_m zC+;)5i%d6zbk7Lv{8vppyNrVoigtmnx8eIY9jbl?_Q%W#DN1V<`oMDVf@J0PB}K0l6E-HgWDIiJ%`+K6%z_ zvXA^;0$X3U{#$XZ1IHT0WDH9c-Ca;)zO>j-ilJarKZtw)SmnDYPPnY$$Q~xFkvr-+ zVIkr*V{9DkZMKeMSZLJ07XHL>Oo)r<{@u%N>OArn=}wQkS88x665ormW;>=5vwF9RR3e>IGzi1e3sjx3!!{erk2IFt9a68GSu5_8a zD!IDmqIW@}TU7{hcB5$iX=(eVPg*P`rp+uXwl+x7n1*yN8Ph5Ewat5r@Ao}Vj_c8h z3JE7!vKxuVH%4%ctR)?4x%jE#L0`7BB@C9x1yRZt9wY08FgQ)#OcVYi`?m-)+=v}t z)UNX0h}>~_e_P@3uYVg~x6i1P=l0Yg;8?voklpj{t`HOn{l1gBPb?SvOkI;E!7epJ z7gMSAp31w2Ke(b#TsrFwNtg=)n$R{>=sqU8I;c zzQCOp#>9KQr2X>nix&k`l-OvhNVfcK+EH=ee@L%^IUzk9B@ITJUMXCzV!2~=H|pBU zm6$BLOOJxSSWE4pMQu_0qRRruCoe0h!;S6?K$BeHQmS02Xo9MOmAR1X{*(d<<5_5)Ah5r))u-IbMw~9V{rufNB13nyBXOc{YKXxbux`MUj`;< z8eFG`r-kOP`3osyvzuN)*=2I50!CD|sH9yNjmxp8_U5;;?S+f`%E;jFtM;yC!|| zX^_%uq7hAw>O#70GrVm6)z&I=Enb8PH3w9Ho51aCfisu9uQlYJef@7)MJ&%!W@TJA zL(f);lHHzz97Wy%@>JR@n||HR$IQN>l>TGtd}CR4e78>uc2>=gvb~Ox*B*6yD!%^n zJ`3YWJMX7LHsK2msSHij24s6XqB{*r!OM1cloy?n0d|%SnHag!eXA9>; zKNrf+IOwM$)Y;COL~W}z%`XYFV;FTU0960Mwu}^BN;+o79QvXE7ay~T;d@KpVxFOs zPU)VTR(+*aT=#^g=j8uu$~q^q__Nxr`&_v!i-LB3&RgBdM@^C=#!Fr_6ZkF(T()dV zYd8yhQ8pv7-=HNkx@0J&F%EsW4<4@GiU4zrXi<=vDBxeK-#&~NX06kx_B3QsrO^w@ zDFLmGf zUnyf|L;x+R7AU^mI#Jrof>|8gw?pJvjPSX`(Y=1?V~3A)kss4E)raYNJsBO{mrUMH za<()JxQzFFJ^J}``mlbZ@2~JM*RgspI%N4C|f=B>o&QnG9kg6MKZ)Z@Lj7iV-T01rPD z^k*5+ZWit*hx8pQ;8+B6-``?FT?7;_`=ZTEoWX!;X{oHdq43gr5SGK{r9E;f0`bs3 z5f9=1BoBD%S#J(>|u5Ydio>EC= z9&WHl@-5$nbk*zl$RBLaF(EVl7p*}lmc4Mc5`lENiWf37GaKpnH zaMkL7JnbIIY+Ox2dQFkJsm3}s;4$$h!spo5$@K?(zki@i57sZGJQ+W@ zs?DFa^wgs_rvc$~>^3v$EDRaieEaA2@i{i(j^YrfAiMZ<0|AhMva?TO8|vTC@fpL5 z)^yWx6p25&A{5QJB4Yxc9VmIvD-vS8!+`IqqL|?SjZdwAaU8e5Ka~(+fgTI*gQGq@ zr=i;OJg!af_5v+TD~GQd6LyTKH*VuN2pw;XVHO^Vc44;)HXM(2p>S$onGa>j*hT;B zt&z>Jq>_^E0#H5MUy04{^FfAfwMC6_a4uJSv0f9Q`&U_3tY&2g-PN9qm#*~YyG|UG zu5|7fo4JE#;C!0%=P>=Tv-d~h$>#(?bx|&fE~)R9-i^($<%?^3bw_h+CNQx_+dZ zdP?f8dqgd%+2z6|87Xj`d8)=<&U z-MMKU?xoAV{&HDDxfg}+ui(M*NU*M&1y#v}`l$pVK{FMwT6uoE=0Qm>G`#A-4(~?B z{tW7SoZ5rQd5GY&`T&Q`jFjb8B|bv6sJnMS0cR9t>IvjDP1fb@FG0L0^)KJluf^3j zD5MU!O>!xea?mat!AqPB2uT~yUqDo;MDe|{PGxM~F=5?h5&2_2G|NKM$)MfolG!wJ zR{)XIAEY%XKN#c;*uy@+v?GN_Ui0i&=Y8`Iz4#h+yeMx{a$vhtl9lodr;9sh2rM`9 z5Z7U-!vNU&BH^eZJ?Z`K?`Svj$r$>O06?^5GQl2aQ!EJz0tqon@

2KG!aK;2Q!B z66Y(%Uf;HKI&k6t$JAqywVk*Y+HxY<-w2%2G>4W;P6ua~6$V;8WI4ij$ZK;v-6HU5hk6&b5BwOX{hBprHKz0teQZ!UJEt z_hsFEJ+qGUH=h%)34bE*wELv3sf!U?lvfI7B|Jc)Ol=g*;Rv(gMC>Mene4fx#s|_Ya&c* zgESYFIZ$(=fQw)SdVww+fwH$sQ+)oBxT;8;TrAxIkX4I|bP;yBJ?trJ!zau|hU7As zqr4?4^Q-Es(%q+joF3s1?0^KSz27#%;PtKb&yhE_5uYt)q!E#-(K=&{3)3`{nCG zBTXwX6${5xIDBo@$IZ~bZEH&o>c>ytpc(B!+?1#`{rL-LU}snHKAYdv5{&6apm@|) zI_8P_=;D}3#(_%!mm`!V_@cMM(Rm7}y=NZqdjM$**3~NM@!`bd zK3)otJ#07_K)}N;A+E~?BaA$9>`sIRzB6x>)**!?Fz*pgd2qJ2{YH@yq}};f&&xs* zL=MRAub?8qlQns|q}55=u%e`wFTayy4TFY`+_P6IYcFK2?BCCpmh9%GnRNQyW+~|s z<8DV7&^%sJ1+;mLkviha!jTNE#y{{Lg2IER?{MQ6Yk188tJgMo+YXrA|JbVQLm%Rq%LOGx> zR(>yNbr>!dkmm6^-E%@qp*;uTGj9A2v3QE8fL#6)&wj67=n1sOsxSbmxyziwP4(N5 zo>MbOhm06+xrXlE+Emts?iXc)r@N1oj8_*e_b(H2*B-*N^ zbo{N%-J%DYQ#0B_kDAv1=NDNs*S?WlV9>ekNw;~@!~>KnI}*O^fIsbx(!Nj{cOKOH zxN7u+C2VFa*yMC+7Xi9pjnJ*)Ta*v?-Pe_ReY+?4@`<`+rNbEV65>Am+u_Gy{cKJi zM}btNBs%lROcpKWnnBgat@PfksGsm+;k*-f%L8BePUo$8NVs!_D0`GEL}&T%HKf2| zfOF$qVD}8@%?YL)-Z+yBA25C^{rhw5Y?FU~P^cv6`Pd#fIvpCU_nzyQ)xGmo(GNK- zI@hh}l0T@3rIyCiBZzZZ_SikqQxCw>6^#@j#v5fp@8Y%ABgJ@10WQ~8#HVnkBd06s zuRl1~Xqj#MZ>{+7Xuy7N`y zmRaGh`wjC0F}#&)wI-UkfCtM4xm{#5PLL*0l}}3VWuBD!ge8 zg=nvL>WH1*eXtIFyzkCRR~b|jVmlJFweR8!OvEQ4F*Cxg4KjipH#jSPs&MKNk7M}( z)#7OGtc9_-~pGH3oggwQooF^G42k z&c?52a*m4Q$gJGwD`rJOxxJqs@b##sGUHc+m7T2=3_FByab^Fbssekbp5YFnuk{^k)O1J2Uy$B-K}<$65X zfr112AM+6L?(*V+q1++dVp5>aqpTSHJA3P|M=QD9ud>4`4ev|(wII(@+0YeUnKWlE zg<;&yW8LN{{sna2vijP1qe6=vsYghx)zb45d#FFt0SQ$UbouxU%~xCo`262LU%sU2 z#3k};qZdH-B;&4{ukKDC3-PfJaO;~^#7zwzrp&z!XIyKb%n;Az-yd%`1S`Tj>1#a| zt}1H}suh0=^Sog?y6fNs4rL=n9{G{YLkJ|L4OX54dvM~*Tzw(>b#2~+wtNU+Ywbb2 zq;xT+MmI8;wjz8|-l8skmazV?HFWYZc@x*KK%stB{u!V=p>3rri_^rZ>0kW1scs~< zNYwt1oZ%J=J;S|+THly&s-pS2pPyEIGxDeY{y{|lJ4g(szwt@zhRm+G_aSP03Yx}y zoD&AlP#6O6D|xtadqTkXxA&L2Q+@wT3!W%LL)6q^_6j%T)xhKLJhNQQh_W=c>nPi(aq;ldR3xGpQH@nlxEj69>7cT{+?tC+PV^haRYZ^|}rI;H>g1m3IN= zMbobuPMzO{pDBT#sbP?3EY}9vnObxK$Nc&v8@&HKkv6IL-e2qW$Bq_|*Kz4@>hP zGwMvS6Yc(aKc3lQAqGngw+_IB#!K4s_5*Zj3IE{3O>=_eIQ)8pI3fF+_PwrBHpQ4w zX)#ry^rT9-NLzqg4Bu*dDqnZ2v`SSllbWm!sFTj{M&}AZ!3;U|LKkGw=QtT8fBQ6& zShqevT!$2Cy7ZgRcfaosN?zaP6u+LigU*Ughz_xVnj?d0>w7? zbDn*cQNpOi&LuSK5jf;VM7OGa#5s$fgzsdSk`yzZ>@w z6@2e0pnQ9LmRK7B3B;W2&(^N`ru~_IVV_^1-%zvBaNUNrxuyLa@6ed`WM*l3wc!)< zFg5y*if0U}+3@(MBtFg4J4?_gwsX|Xt1}1vIqnc{<$Hzja;?(P7tycAsx3X$HO*t9 zfA8aXi_$+?GLI`uoF>ebUkcq0GJbyH(adZoPLN!*`L2NC{W)5t??{SAiIqXZynwcU z@~WH0iTVhs%o#`i-HJKbT~Y41a~peHy9g#!Rra&3(ReG(8XfVHnZCwft4WW&4C(U~ z*2J?J<(AU98kh>nbFJDISMA@`4oiRAk~o=I5WmU$S`+d}z^F3g;jgUPZuOw4Y~hIX zI_w2s`SGLVoCfYO9n3vHeewPH=95+h{+D3 zW>>oQ0p>tvbu#N(KN5XAKJ`62Ab{4_Fj>|vbmM+;X|qadvYs`4ze@e>VCzbx8TiI z`buCD8>NO5^xPKVex60Qwa)%Ox+LAJ>wh#d?u#Q$Pph|N*5@x_u2PkMK2TOGo}APA zK^gGFc-r^}0W<`3JO&K;Nixv?8+0!Ms-%0qj3e{8tzU`bL0XA(HPROp97JMarw ztJjfOTc_RFUe#g;MC5(ne(*^Bg`!@%Lb==eF1+KF%Vd@zH1p~JjVi(`~J@2%D|sGNGlqD0{S_6T2Hy>pai%tTcad>-a~7mE5tPW zTB4ua@aj{7u82fZAN_%Av;n!UQEulW{U7~Vtaz)f)(Zj9b&)N@{If#*Tuz?dYB}Z~ zXsa%ix)1vfkGTv)Kx&664`4pH16G!?N|O(bi>Fz$u9Yw$Z9?y3d>ycbdHhGpb$RsG zUeBHe8;@pahM_x;>jLQ?&W89ZWATTwr%>u|atzf3KT`oE9JIJfEDK&~(EKSF8Q1PF zR7&h_MY0EV=aIk6v{jYZMw%(UWWOg~5fwRbycB6&?Vp)2q=6x$ZT8%`xci3&i6*OaAVM#y)fP zCn0(qMZcv>;}vhX7j}Td#tx%?=@`vj8t`KWE`68KtWjkR;EP2#Lk%rC&Ewt^qZ%WqCzRB_j`bN~NTP+)?#>RBoxBgUb&F9>zjPOh(Wkb$&-n2hfKCVTy zQ~8`3Soq#qtxw$9za<$oC4Ub!0DZRLa+kmUXhez}(&OgVTD@=%5*9Sbq7Q+zzRij1 zkdOnTiIN-t#*V6lI4U8JuJ^|7%zFjVjTf(tU3PL~76ltW(L3C=gyGu)o!VqKWlQKj zH2HL{F%C7hv@n9r9c58k9eM56M?2@bM;+eu@C{DM{71*^rNKtJyEMHvFd=f*Ry{SanoyNPi-Z>vc3ymjN?H?O$3^>~)MITkoKgsMnhZtde2XsBbpB zMuMf5lKBXI5=VS*uI2{Uqk9R0;ha0g#Q>~-dE(Je;g|w2rgC`*aqESf5M^6UxwYO^ z$u{>>1}6~M5SFORQSv?An0879G!i$+HI9KS@ZgVs{bje{NrbzykPIc}6*vzAXLju$?(Ke&aU-FkG&4!eT@k6>^< zW1pz;Qf~sr>m$}>=ZM{M#u8&PX_1z@CqmWua3|?&j&+tnCR*mW^|LXW^&Z-@Y%EEq zb_nrw>$(5?<%S{7&E=xb6}pR%aJl`CjC-Xdp`ZDyZ2#t7rmGVgeWt9y@xIRLZ$f^Y zqRGiEQbhZ+Tm^4sd2wl)(e}C|bcME<*HEX+N*firJZ{(=Zn*z&?r}x;ojMdX^2aIE zkk}N%eH2X2z)QI3JY~SBt=-p3KSRSH@C~4~MfVEX4rjDox8Dl&DKBSsWiBd!7=LR7 zp3y_>)VS)X^B1ll@xhl?^@?n=BCBQh#S_0RnWx6Xe5v$AsT(cYEK#Y7;`Zqap7HAX zdTg{K@hyJ+O^&yopI|`Tp$l`nO5T5jWWCb^r#fv=Y{2Gl8UcCJAmuSdWC<~*%MEh; zxth+sY(=EJ2B*PjpT!3b7?E3#C4`g#H45m`J?`M?B>U#00L#WeyFd45j&xRI(CPo* z_pC4dN4EpCOiQ=9y9pFi^F&CJUx+Rw5i<0Djli{dh0X!5O2JG{6zLU&oKbmR;|cck zTJiive1+4wb-*^YcB@vlH{U-k{7P#g=XgdiskR4pSuV)`2k=k(PO&aMuDWUJR;-5| zH{el!wD>)M#)((AjRCe&d#%mz$(HPY8Zjv!G@<K#}5tZIxTvMItQJoaV0xM~4mhZ3ozweeC3D! z-Bf7hkj|d2stYp2BvMh=>p`S|hpiJ1Ln%OyZ$Qez)zPI#$UW1FT^A+2)5ycQ2j><6 z0;6D4JG7*ZABX3iJ#r*R9gPkbd+mNn)-qN9^360p zjHmP83MP%HUJh)EuZFNN2Q$sgR14p>wM7FD-O+5;2ypA0%5{{rb-B#k>i}D{{B6-W zbIJC=X>s7kaQ_Wa@^Jp@D1KE0Dfph-FE?KLaiIiM?yt%0v*8CVN>y-h6ZHKb^`s@` z{^6J!9!|BR-{;&T8^!US64%>$-@NJ+;1E-1DRlLz^H)#&B79J^%ib#35$wmD^`YYB zC8~JhaOHI32tz{Jg>HhvtYqx#cia>ROrqFt*4oF1;I;`^YQ)362 zX*0|#&Ud&}8I^FyJs2-M1M`SXeCE8;->M`QxaWfs13#+Hf;@T5no*33of9r4cajRt zN5EXBjiWg|GE>?<>YUUfw>V^7o;}^+jewyw?4@Gohkjm-21Z;1uL|s74>+!N52v;* zcyx##F_(S9YdtarrP@w(aop+Ew>;LCZ0LVXjv(DZJpBrnZP}_a6|6O$di6$2qr0{= zJx=2ZMC!**gLppBiF0Z^2<8j*E!O>1i%oFnxLPBC50qJ-s}?4vH=~#}Zq}rA`RE;| zA@9@Zn1c*I;0UZOlA;aQTuvyaJ6}NU!g3pPL#yAD4kw5kV|n@^8DUvcFrBkk6m>N- z&N7l9WfttK=vgXoxF*wdunsWpCnsC!xMVsa0FT}X>oV-IJ(d^DInUH6-C_Fj?^ONw z&v4!)m&OO}G-pb5;Jt^1I^*#hAZCP}z)^2|W5Rs5)IRkNh*v0@!RbnYnULX22FxmBy?1feJH2Ih#cVjH zZ~oZ?v=BZ|7>{y62>yXAv0pRQeGC85)vsF|HwQ4eG1)6sx1}1oe{FkP+3z_IGHO9}G;pg8p%JPDX7)!+ zwX0w0z>Tz!#$$qc&z}7}BSMfZO_TX`1#pM!)(*$NIqG|*>zwYm5NSFZAUutG_Vbxk zUPJZ&iT1K<$O&u{H~1Dw2u+H&eEG?)x=cdB0rWEkS$F?8C2k62&moZnGi*!2d;_+e_Hd=BZO2-@ruUYVmb1``xl%DEWRhXYn zN7XDRy^pf(AYbNpQ&*=`pk>W-9*=K#K^M{1VFru$u`f^w+j z$GRVpT&$s$(qwh-T92%GNEa^qdJ5hAPFnarx`=iguB$iZ{FcNWHq&1009og9{c!?h zU_dqR7X^U@Lid2j5N7l27foC~-xYIl{BG}T9gsP!M+#WeOwQhT9i199zhk#-$@{lL zP_FZOf0p;j458h9I-?`rk;HAJ4`9WemUPce5?BN^cm@1O=nFzr>-h|{VIxp8Sczh7 zWsTAY0O_VBT!3d?LJAr37HmHu6s;8CgQrQrg$;>`rNH!Q-Sjc)%f)T=0qIT&Sew={ z4`u#%T+h-PoxkBz zqFZwB9`+j3DVKQ&gpXccLry}%Y~TjwV+g?_?S*(Rp#bFE`ey?g%Fl8B0WPhLc}qB> z>!3rnL3;so8KLQSsLPT+=>6kI(a{jgkNCmw)~;Lbt)Yj#Hs}|$UDu9@SaXe?at8E^ zk~#Y(^4Y?#D9RlYO9gD5>)G{fkUt1UX59mfvX=B^v?-ELLf%XYj^pG0z%BNhpjVZ< zM@Tkhy@h}LtwP|+M~VOHxeP*@yy$%a15*z|jw?0G9&?k_pctdgF9+zR{obHhn@Nm)R5}bT>#AZXhvwY?E7S^aCEM+6EB9SXIC+Dz8b|4w&t)yLUMD9( zonS0K^J;#5PLyk9TMH#$Lmu|$sN#`V9p~gCB_D_wdv*KFEC=m#Es}&s}oR*vS);5rmY$C8+rr1gI-U*^3s|5T}_RouW z-Rv@AR(*9|Zz2Ht^*f1ufHFDSx(xT;wkSTccNbzLUd>;WRJD#V6_^37har?0N)Z4A%*Q^u-kGX#Xvd{O#pvs z_&>Ud`qpoNq{TRHkl<5=4v=eFB(t+g(?Vf!?$0Dg+kA*6>v!HpGJb%c$NqK;$8d)? z(=H7nB(KpqjJm-UiiIFqItcdCZTVJm8$$cqZ9AOZt0+f^yOc`2 zwBtiDOF^#5@c^L5Y4yEB$*%d?Zz@>4g>5RSV-_Fd9Uz%MjF7lYeSJ`}*V>M`Kzbvj zT2me0v(W0Efn&J7dWE&6Q4VZyXl80Qw%WI++kxA6hBZ9&If zZL}$wAq)svCC)zSPmD0tiFd0S;)P>Ji9=ap503QL0$HBtFlD{Exi>Dm2oiuJ@wBf~ z<6qw2Q_;{z&4c%hThIAT_nuD z*J%(tMmd$i?aCwV6=T(|VxK+`d$AljbvMoSvVfz>4jHj0ocrrvTBwm>xUp+vG-c-Fei^Xw{`p;3RsTiD>6SLXm(9)a74Z;Q z7>2>(`383KkFDMQRc(&h@yD{&2PFc|PDa(EIo2-=Fjqr=;S5%W{vF(YODc?wmer(Q z$?^L$;b0Ww3+xUn*cPRQ8T2MTIHo0`*Xj=3?xK7-hdQ1h?}fVbzg*1m8Y^ZJoi*P# zR5VMKWQ_ql?>Jl;Ig+Mw9$s9uZD;>GstYXcoeL0^x}z((6k`%k z$^Hl=KkhjY_nUqAz9+ZmCb=ekz#PT923gP0H$k+ffYTHa-;$DR+D7AxPM7*E=Xq;{2BU?k4+TtMUs#T)>D^!7Vy z6_x=8k!;fmvs}{_L%xB@%f5F>6$=6%9z$1s@*op{z%$_g^nC9hxcZ8r-aHq{lkA2r z`FA%vdkhyG5f!@pZDJK`lLZh)D9;ac`9WvGu~_w>2d@UHDh+>8yBnUS>kD3l4g4)P zs#h{~<}BWfCdzV8!;KdxJbli2Do83oO1~s7|ACP936gR$2R|Mil=!_6o0#9snAZ#V z;n~de(C1zU>-W(0Jpxt{BRW-5OHtFv!D>fQ_^l6+lE~tq*jIU5!5=q%Ls!#^a^0rh zqraRyr2IptPfA*w=+c5=>`e|D>|g$zs?zKM)Kj=T*LP$?(t^jZNi}d^w%5y(H+KZz z;`)z{$f_(t3lTqHZ7raQoYlzToRx!k1`>HDyk?hMYCzFw7*9}_zgL?0S(aD8`bDG5 zJ93v*s7MGkxa#0W;RpXHLBT$(Em*xag~80lAsJ2T zkWs$r)+w5h6e>&_Z;e5=y#FvhrZ0i;ic?>L91n1k@x*Wf119vs90%#%q}7LZBlUHT ztk}SF=-E&2*;(c~u$*pSK?ffQPlNZu?7M4&)3coq#fRB6JJiJ2!`?3$r6?M99Sp8| zTopo%E{ko>Qc*?93Y3FFuQ|{^etKzj7#@;fO?@&5wIovi=CQXZ|1WDwKT*cApo?dBif-FQ*9jI6?vYek4n8U;6@_zaN1+#?JQV z*ax-JZgFA6#u{XAw#=E{X+a(RcBuh{(h^3ga--0ed9D>=$8Q-c!gE~WynAP?MqbY& z){X{)7E@;|1K=L};iZDxIyx?P1+*~1#;$h|bXQZL8bX&H&m}G0hOgVJM^tL8H{6U# zs`v!!9$Y7b$}D-lv%K)Yac(kM^5VNQjyC-WiW(iPrJQ?2@+c{w9dm^oN-}6oE?6hQ zpBc&@nd-(dwcn{MHGrgTeSX@@Z@2uu8T2y98xNFTzT_Yz_E4C2(k0)o1r9IX;MXxf z^04GBG>fo?Qy~V?&Sn#fKUKE`>7hU8zBl(GuzYB;o?E9-Kda@#xUMXv zXg+I*oO@=PQ$Iimxl|$EEq!&J7&Yr=I3wZ0J9dL+Jky@-mcSv}4+%r$vNJ-t4Xucz zhMxzOB#yravyMBRoM4d+?L0W^o1jP9JRy+drMHEr1k5$k-8=!)n5qJf$xVnj*Y(TBE5tWgzk=jZHGvl>TcpK3LpEJxVBx;PMyqE#Y13Ed|mfp$i) z!+`9{Pe-%2JJfMhKziO%=1=H9pQDa$4@z?|-jg90c>n#6&Nzptf-wVhG{RoJw(R2% zCJ~Sr|LLb*kPGe3Ddv`Gv+fIad*;Arx8Hi|v{Bbs`R$&|o~XjX?kThw_Q28fL|shM ztDOy+#zvUYo`eO(*kL=k>+w$K~u1 z_cG*m7F<{KtJaiGU4^GB{fH#a*st@>gn)QjiOfHcsmpG7<+fAP6uNEO)1xZnc|}$K zx$Fz-Ly7@p_666KCjpIW~9bEZhxz?QC3-A3s@Rzf2#BIP0aP4W(HqEs%gEN`GNGsDec?aNYR!XQ)#PX zjgQ@LyvsLL6>Kb1yL2V;zRVlBRMX+7e*>Q$5FR!y&Ig;k6X_e~x`iGqw1fz!lGyf8opgY=X~MjYShBWnZDYbr!B? z^3Q;ySM3WR&1%dK)uTnlR&&%IIoypz+Yi6FQ%5TTi10mqUcg>!`pB6SG3{2EP1N9D z6hhp{Vxt|v?gNk;=)Zf}^Ke*)0r>+-Yi7OL&9yaGOMd>}A?MNjwo7I|v3^lH46Lx` zs3*M?vvdAHcFN@{>zUV=MWWndItN0yh^lc`Actf|KvY$Fx7*b3ap2j4`uUY(TNVD- z;z6&#d0774@io{}BLDEEm!nENEV$iiJSu<>?%&7jCdYlFou%v~CSf&mX;rY)LOmUi zj+M4vHG})C@ECuvQ8(ydypcjnm?YQZf>_Sdq~8;{TbS&<(OhlHF}iI~(Yw=%_{=I) z!U=zASIF=Co+)}`G&br>l6nGTG+3GZjrKTdoF&ixZ{Bnz_k)zbvHxE1nME@^R+ni> zxNy$=jeESuz$s$9?aF?eHak(oe)6$>)p~x%hN*75nG37luy^W}6*KV~t@@5wLz5tH zk!oNkn}KYxb1Eb=;=|h}roDGR9@={q8#2xr`-(qZJxhv_4;{V{S)Bui;31(EKMyH_ zj|s8ycXC^OrIR>B|CUbmF}puN(NXY-UBD=O)6$Isp^ab|YKYKqWj2x+sUjwD+q(M8 z-1AMA5#)z^T;|TL!O^93Up>}gPvJ?=!(aZiso)7az1kf+y1a;gbm`H+a?4cei;~s; zblwyV;{NM?lJoy```>V5WV>80kW~M_Qe}DaOc8?fwiDG;9b$U0dnsNdtRh#CB?WRy zhjtS~NpV7C7iH^GCZn^aM3=#02+V~MT?$}#$hb00lz$cRKK+D%J-sppYi~m0FJS5G zP%B~pG=e-(q;Vz#J7aJPSDs4B-*oRA9shQZ>Ifn^R(foMXrKT0Ltr=hwY&P5hcE3Y{Tq1yvoMhMi3DeX&zVloAe5_;-!Pl5 zY<`2R*N=A~s}Xv6F%1v?+-LZN``=?Y!Zt-@hT?mR^s9!CqOwl<4oQsLjUJr1Hn*!d z{vD>g?sUo;6nq7?&3(U^-zsYj_1`e%;KjMuJsV73oDM*Sw^Ci-mE#DV?)|f}5z@xx z`{?};=g%O6CSe71PH}o~7_5{o@!*N=zaEJuCvn{YW!-34k+ z&cn6%i%w5h1P9{AY6M-o{DAD`k{b^X`d9HQ1+iET!+4cPBD}^2EDt;btOPrG_BlYU zl|gXY)I8VDdu%CL5Wg87`8dHW#$|!mO=MTXSYXj!s&$w?Cn&fX@R;GTm2-cMon2mj zOIM5efJ_LwMON3|jSPBBN{^9yA>Rr96@Zk8=}+SLcKeBRP0U|xSRnN3!l-|jAy+dB zz4d3!)(OVGy(>u|2NGe=lmZ(lE~ASKyRK##BD~AkR}*Nip$2J!q^DW>^B4iZC_#CW zB;38%$B)cqZKqmI{BIwu9yfFH1rvpa)K)*h4D{fz6ZEU}>{#u8; zc-(NT!V%iMoc!#Mngdty;@PY27WrYZAMvmE!K1gV&wcB=;8#UDPSw+W=hR5F4bMY7 zCfj+FVhFL6Hde9LoT4rv{s(|ay!V2y*=7)o8iJ}qv%Ln_6k$0Loa9ivl)$yX!<)&GQ8^8Pp z{-e7vD3H&yg`|&D6F6ou%^N)_21l$Pdr`g=eX05aPhBiu zs0T&QU5;>(l(v&kPD@Mo8QNlARuK;R?bCI-U`9q3v;xNklQ!|#G~R1a%0(c!hE;W^ z!FoD21QX8?5i2DSvr%DbsnKcezIje0GV&PIhBaJMTX-`Jw8q6~;O?r`)Onc&uuVMt zC_}C3&m9uq08L==&m5EDsg9%vKW%)!Ny;KUyLutx1=3WeDGXi8##+Qe4u2`!7=m`y3}!=%VugV4>6Iu652hbqo_=eA`8 zcAy`eU{c{F5_;Y2;zGPWi<>Z3C&;A+Lpwswo{R5f&VcuKuPL(|*3*pu#rG2Jj*}89 z^4E*8o#-fqrrF7)H1RFjyxvZLfGIRjeIxF$YmxD|$!q}KA z|5nyeg;O5|C6E!9E#EAlv}h3+;kA1NxA35w#7*X?UM0dEq2;R(J=mvt)~o^V#}N&Z zgbSCCI@+!uzfiJPDIdaQh2QB{8@6k<;|z>E8pEClfPWUwJD6rGHU8SJ32rS6K#|Z@ zIefYuyWzS57w#Nbdp$Xf#B0ogdxzIyqVRtFPWi%S=&DGn^D8bx0aokvS7gt{UugQx zD6a=&o>o$~4q1OBf za=ntU5PFa=vFlo~S%WUhzTeNp7&9DF)DQwrI6!x#UuZ3yz>!2+-)b{&SK zxLdAxm$L2x6YF{S=Z&dN+Vgof+RDPY^uK+&J2^*&L9`U1QBrJp@kWrqsLNrhkZpBc zr8}waNchy}e`JJV2qU~ugWR}q)7SgDTO3Q}77yNr&XxWwkw?5=P$|@6!f|eTHop!G zx!;7eF+A-M4B9X&nIC_)oT~d`)b-#6Leaki#0KYk*|8SnP}Dh76kcM@BNo7XWqomU zr@`BSG0H2o>U1=j$*hN2xC^|Y6-qPdMJ1J`1P?$13*q!;6}7{1sp8y8O6o2)BA@I2 zx?cF;U-5Q9NCB5)^6LrNn^^ru_sdjb_CUv58J+Bsv4HByT8@l=9ZxztI6pdvMiwM+ z2>zIpkG&~6M6MGL+#F1oM5vMk`zm>*F*BK8qObq;5j;IqP~^qEG=hC;P$@*dTdPz5 z#jka1cv}A_cl2emBw-Av6q2QQ~0m8BDHen8UsxZ)Y3%sKd<6p9zR;W6!7D{fU<+Wk=d!`w2%RQdGw%H zYO_6AWg?U!Z*TogBBlCQY97y&Mi(4iiQpszK-l2^<0d}Frf*J0Qmn$enpj^(lBb`R zk+|x!=E%OSb%dh$JG52yZ$Z@t!}3*0|kfDS_#yj1`=^fj{U{Iv~Jz=sK*Qw>*q z=gWL3gh>^DDLB#)>wJ1GLF6I&_NkYpT?M!>cdBXJphx(#OrmS+UWo-wl>DTsTfVNr zwS~##7ho&o94#tzu6O;Y#>lI}NH#nXwjW_17VwAuo(Ah*O(rj%1>&SL$@!JFJ+B?0 zW2M2gstt%}5Z(SM)Vw%tH2$dj{nzJx=afB79fo7o9Jr}CIc-l%v40g6>z1PL{8qgq zfhLXmuLT8+x8s}6|Mi|{x5sb}XODW) zZrO#bv!Rt&l^zZWoDXDlZ7D4@1;X#EuUMthMCRj{LuSK);%oN}7w-(Xh>Y1Q<-+)Z(1o6{RUYhT0m&o!#upf9$#bWdxgQB?mE=kFp!nlLAnP1?Z{ z`u@g8FEk3QLjLIuy4H@T*!CznQpsyJuGp_l=syik1Sj2#zmNLY;b#Xa%8G`QwmjtNA?!V*^X4`SM#jN3FH|}s$zlk9IgnZ7yS?sD zAzhv67YzQus~g!wRRs%4ZbzkL&LYG^QbK>U%k1t$ouCbqFO5l$>e}pt3gp$f)pNI(T(KV7*7M8RA8@77g|gmOzhPE@ORZ%3Nl>0{yX;R#~nJN z##6D`m?)StwQ2sgQ>F40@K?HGkwoKW&ssqWiet2I}0UnP8nnK z^U>mc<7cdV!)`XiJBfI@w+c2^3Ga6<9pt;Mme-{BmPd8}JNfQjdnAZS*dW2h@h*UK zux-A5R|NF^zkNMz1&Ip^Ly{f0`jnMnyT$Y$TxAJ zDjyvI$5;^IWkuH1LweW1PO5kt!VplvE;{@{;_sww8jp5pqI&)A;siKUE9o{vBS%{v zjuPUUKefG+xvp1iSTWa)9K3Bs>#U>w%A^ehfkwTZ{#8ut9J7^c`rMR#Ldvwuljx2f z-(D%cHZ|<~EE>9BT-59NN0o(oP0h|W+PW%2>+|MuJ=c23lC>~>1}CML7!FHsM>0_% z1sm)*&wwMIcMV?e-R3jtmbPzuj$vfwvvvz2(sKt=@lM9;3F*A+rt(RzqPZ0~x}yw0 zeOZxco1^MSwtb3O4qsyiL-$!*8WbHpUwo*S?ZVtAGj>=?kFXmI8$Iq8y?NQqm7l?Q z(G#c(KY>=mS=HUH!cAMByVFlU=lr;(d$;a~^pC0<3-An+2&5kap0G9Hlm%k zQ|KUkCk5p9;pt;ifp1C=OBGB_K15ddlqq?@7cbn*sK4af4w=Nwh@rxm&X8lvX>pKfoHpmhQ?ptLS3>Bb~M9ff&7r z=mJ$wDU>x1a}_T8nyB%qFEyVoe&*FU%QZ!|oh#>0y-W}NwSRJ5vh-bxG(Mw4#{;RO z%{IQIh_}@vl5bJEX;xhAeFx0$S9ih%>>^uo9N|0#`VX@{wXJ+BjL756Mbpl00C?yI z!D2Y>MOo!w3wE+Zc|2m;-l`&aJ1#jCFCFX+VKlSUDZDh~RF+=)6 z8-3Qql9G$y!FP9Rqdk?nuMn@yV3MOOwMj`$eCch-OH#qvvpFfG*=O#2Pqgkwr+?pG zPZ|HR0jhv}8E)H~au^$1>Echnt*-juL7|IsXtPQU0n^M{Cl^0LZ^7fxQC^`#GVu|S z@G5*$hWWEUe-UoE*aGIM9F)3avh)$rm&Fvn4rARo2f=57Wv=cn@T1Sp&p_95hVxP9 zvGT4vvJ@REGVwU$p$~4Q zjBiNecyEBE$POG^k?GSzoj`A*k8Cw45hB)61PMR|!6**nW@KXM2*Z?(# zRq|FmqP`*>WjDH1bf;n__cCZYk!SbDims1J*?uY+YAcc1ge57>4nHHXMm&-n-8Mb< zAKiIOHK@~R34TR+RJ^M04moQ}cB61(Wc4a)FG{8V=+OYIuQ=tEX=G4IGS+|*n1fF-4Em+K5S>UwMV&1vQq z>Tv%DbRJTEF$x&j0ltjx6|;ZxCu1;YHwxVLM^Fqb!;bY>#}C~MO0j~<84Yfs6k-=* znyLm91RKToeUE+(qe3ytYnBR>svzM?c_?G`FD~vCFg||o2>k~k?M)D$=idN}Vv^3T zoK1;l3Z7R7>*i^#U>$)g){8}CD0JLNZx=IgWy76evkH8No;LXndCt=EMf8#3qFm|L z>Q5yvi_4GaM0zob!?){+<#Q$6gTz1Kpxt8HtUv=B)C-|%MPf7g*gH`}GwRh%=zb)=YVBuDOI)x42 zW$t1$Daw64xPbKYm|mZ2WNN;FdD05~|$I#%fU8wRbPi?S3{TmVUp(uLz)v zKZB=$`O0Nb%0%C)v_Byy3-mk z68a-e$libVqeZcB#fXu3==Fmy{PP*H4Elg15Yos=S=* z$#dyXhs4KPL;86ldSIT{WO^e=u(qr|#zq5H*D4HDcUG+HnSpOTk-_O|9m0oYvR+8A zXQouIY`V6)7c0ye=15jlKPex5Iq3S03pH5^Q$g5~p#+G4Q=MBBmH&^1b%DbmPl%S* zXN&1zBf5p?G#S9C7$Wnjpl6~TaTog2s9Q#yH`K>z2OPy4k`tA^W@su)7$I8_q%V-I z4SpHcnx$&ISsuG+t6F&_)~vQ)r4AZO-q)%gM6l;Lw0ltYEXM0yPEf1V!rfgV87KJ6 zfxhng|0-5PXi{2*S!-M(`5${UC|%jmjTGr*g6tLA7-oC+tbb3r!RKNuyY%;ak{r&M z1NXTrwV|5T^^y3yCMW*&h?H5E)Xu7cdGgK<9;HJxea^Tm@>a(id~L|3 zxM=J1z}-~lGI_;jN*2%^_aNkGXjy})Yt;n*p(N-{R?ivm$#nf&sp!9AQ8`-@Q67{L zcuSqTq{$jm~LNsObou8?TPrBY)r8 zJWEAoVOSjaAkFiiAAu@#BeoVtQGNdsAeJ|*O!pMOlimRyhAD5(k-DLw0mBq)M6q< z#~f7u!qM;ka#8Ja#tFkBBW}S@>`^*!qg*;8|F&)A=2XY z4E)mVm|JPE@SuCOMDJ)HJ~trM#NFnv{}$(fbn@nnU74r+?YXM3z=eBKd3uvnZ9p80 zA!6GtFOvdSr;}GTN933u#)CY!Els!kNoKMw1}Rmq&f!2m($AF=bX*}9H>3*P2#>XA zd1pWGSX>xLLHgNU(inic!VEV3p+<3?rU0z;b2suCDhe+hQ7IjMkM!U%s-h$NR@0-0 zA)*twl%whDj|xmD&~?;SJgLAfa-LNR!AkIZIRzZji%-fR^J&97S?Na6)aXF@_)a+z zq-opA4ZxDR(arabRm)Sd!+kGY&*r2TOw}MbX&-rD(_29mcAs~OwV$~VoL&h3l=)}` zH>o;PZZiS_6}SS1rU|9S=Fo|tU9yY!nI8xl(X3}|s?Y;5M4!;oJ&r*g+CW5IsQJA< z^2%<*wdRJK*+5VO9LGv^e*@vJIEZf^Z$j07Ufg^|l-eaffA|*~=kkARkU)70+DfBt zPr0VqgYWh2JXkJ9svb91mAXy?qJ>{oegJK#fQmO@ltumvAw)EQKfX!3f;+mKhFqUT z0^J`zzQmy*yV6#)DeX%*p)LX};MnDV3Aff#OqDuY{aEqYGTl~pNlZE-(hPr8#7HIO zgRei=Xzdk9JKCfcjx|A!Y~Z|^RS?>&0wneclZ#+5rS22s|Lt0m-NgTgNb3$#eBRQp z135ThrA2dY_-nR7KGL2x6wQ+>8dBj}-xXal$gnzV zwiGAzqnM0AI$HBUhsXKGVNH~h7i5QZ*)o?8RvWPoBnUfR&BpBm;fhg_4h)k}k{jR* z9!KAJ%;2Zd!C+7ISg69C-v;tAe1~ly(bFrW^8U#9J#c*3L59Kjf$}3l9}++lf=V)r zBTwbtxS0E2Iawrh0khR~OOH}u&AC(Ppw=b51I}%$V-->ke+`>2kt|++W7fKLM5``=88(e8) zXSkJ3GAltXc_B!@65&SCf$91#rgE7j&a_MpfLumTC5cRG!_|BD<@t6>w%* zFwId&RrR&{Hv()HOeRen%T7@P73CS+XDbV<5UtH2k|5Z+{XMUz$o8S_08|-v6g+Zg zDChzlb1Ee0)oIN*+|z;-h9!dNE6%W2Fe31;e_7lz&8C3+u7%A@R_X_=X^^bF4gnTI zlNkKXpSGw~Bl>vf`CJXv2zw38M_#3{H>W8OUD|#Lj~{$zW8F13?fZ7)=xqEawQw8m zul3MNQTB>!X4#%fmL)k3^cnje#YDb1$U1e{U#Zo5Ho?$sLsMw?!_*Pi<}Vx+vuK)B z^7qRnseJONLYk7qdE|8biYtD>N-recpSAnSfmVj_-NB1M|0og65+kf`;EqJwzg^$UIBIUA>L5q6J~!*(Y#E2~)f@+U3_PM@sWcl0kuQl7meD^kqJmc7|! z;|&mkIKnTAVf@D(=lzcz7jOfek^2R2J$@SGYyCft&c&Yz|Nr7jMQ+PoxlAaPTa^1{ zQOqUeI`@Sn7Lq%&rQB}|p%f}fxh?m*#W0ckeXb+-+vYOEw$E?h-=DBOw)gw>ew}lk z=hhuxGb2#&Ji`dPQ98~3u}dgkmEYH~EVp%O!GctU8xHM6Y=cw!EyS(0Sm*8ZBt{u<#b74c3?-Lzu~-vGEgN3lZ2H9He?+UJ(WD(s=Pi94v0^+pz|tdCAm!olX38lgx!mK}hxCpvG1j`6dnJ%XoclFyk* zzOd=`C3Qb5PK89|Yg^=riP|lX7e7NGsYBsm>mHPXcf^Sl$OFp9BFe7g$oR64-%?A~ z#7-=J`j@sgm|+w=xjY=i&Ix-^Gf};pH(^nmy1@gsTfVn>a)o-Gg8M$DUuf^l+HTIb zGILw#nt+rVNG}wP-;GHV)g%1Xn6X!-o?miLoxks*#n%vI>$$G(3|Hl` zinT%wmqHp8hVq}kP45{(vL_?pjMWc`-5`Tu@Sh00F3cHQ;Lp0jQ1%kU zNAbqF)QKNgoLv%SBZ3!TdjVtukzoKCNWO1BavkD#X}WB5P(eZmUK%mmP3tHyi^a}U#)zS#RHXUu7}m$eY09ajTnZsnc#3IP#6gvJAFl=3Ac z$5c54{NRjM+yg{e@v}VPno|TOg#X(;|CQT+7=D5v(5td_9RB_hMzZg(;&4F%Og;}C z5wfS_R!4h(;PJxu@WYg5@q=QdlKCF`C9yVXVK>G_EN2*h-;X(8#eT;L{`UgQXOZBu z&7NJz>by)}vEDY@r-W`CzKDP*5mQ2nKoT88BNjoOJ_zR7pv0&^v_i6is47+rBF{2Vm9`yr9TqT@vns-=H>vE!2 zG=qSlH`iE!p{cp*T7V*|>HGcZV|oK2Un8O%^7lc}1O1qtcz@+mlQGV{^exD4Oy$ ziX_k1PZ*(Kpw49ffT~zrvg&>@h^ZOsALbdfpzZvpWoR<~P0;N(uQ5dC6Yg~=nB(U; zh+mTfOWz+zucBY(_R(E9V+>7&*jnZTs75tUvLu&ldcF$2 zB>vDxy=y&i^?Aup&|cd~LC|q{#1pqhU_6jL5Ew78ynJ@V(xxNi8H;a{1gQaOaRT|{ zk3rEnVe=mODjq0<<1$~qkc0IZ*SMOObs8>Phu|t>A-Lb}i$4aDZe&E<$O%iT7HBaG zrpE3t-=(M=(><-kJ?hT<;s{t|yna6BC;e<*_uu@lX)aH+L?UxxW`*O8c|mYYAut%q zn4`!OqX%JdX+p^~s%Argd$#8Sv(r;2fG$QH!QUiukwZ_|+HNS6?F~~T(+}BlA9R^y zOJ%0?Yl}wpOUs62iL!wwb!4llCO*gbJc-^m=NyD(}S0$@cz?#Wdi{EkV9uNfa-VSg9(mo804 zIW-z8r|&+V&t;nn@`+CW1V@$MD~EQ>-6al0iz{trCkRJn#^`uCuDvN*igKEdqsvh4 zcR1P(|I-Cg_dYJGleb_i$P^ucD^DBYx^508rbbhfd3wELu}BMuOH~TU%lPj~&t4}~ z@bIC}!ikJ;0EUMyG0#|T+1Lk1=5#CK6HzyU;v9g4C%uU{;eE;LlnkgN3bK- zUNTY$BI0k3Dp}!oK6^U^X6o%LOvhIs|H0-)AypOK>)~8dmOwwMfi3&-k*w<&&3^8wy5COMm7+07mOvr$n539pnpmfsL}DGd(?y zy|yedq0mg683jFB`S;xhNQW|Pj-G7G)~du5x5 z*ca_wVPaz)oAcEZ*cNHUXIT)9>ZC!`4EXrh>{8b!0 z)1?`e_QvU2R)+tNJ`H3E%rLpiPc8WP^?^3smBKN>`5dAXeuq@lt>t#@vzCYQp+$orLV7pWyN`m6c^dLm$bEnXHQWgMT4~%99&XbFX6z)G0?}+$ zRX##{U6!V03Aazq@P*j2~GofX}5%bWhha-Be$#F^_b0FUGf|7O z=0d9l3Ei$Bv@FOgVKqkZ=pK;OpR9ssu2MFPf zEsRUKIau-+-&6;lTx|v|46svN=X}`Oh3&5qa>0MW-_6y?>&|kW%VqDbNBprAnkZ>H zZ$ZiNg)O5{bWzekLXfl0ykS+=zH#cE_{D!=TlZ!*ar$fKXTRDoqR;>Iqp@1SSFO;N z6B`31%(wudXWgMQFLcjcg7pRFN9&v&3c6ov@3quF+rr$Wbaiv@swTKjB)E(bViU`5 zpW_;-zTE$$CZ56X(@LXw@=s?Z=E@XmRNN+4VT}WSn44A)uMM=09&FzNRBwcEPd{LF z-n(s)F&K~t7tE?7%91U=4b>SW$3p)?lBxDY^Mq#e;%C_>H&PcT%*H@rlN!RbE{>tbDpv#>M-(!|8(j| z`M*^_)kR5gXOZEVHI3E`|8Hd-Y+*{%QjX+LqF*NV%24=_PCU93okD`&Ab$HR8(4cP zQda+N-#~0p?@lr}1w-V~oETs%JpsxJBGhM%L}_diYg+W2-Yw5Rv1*T`(wkHaEneH5 z9BiDARIvc3_td8Qw=^ki`supe3>YG(O=%*4U!p$Oe(}p^4;7%FS~QM+J5#nTOE(IB zT#gIbSHpoCo!p08-}p`CcU+%^n~+AjvgkrQoI^?L<17D`YPE(2PMeD7Y8a-m3-o^5 zJ&NE0F1s|e>%pEfh{s3>DX$k6JI1xVKwi6jr=c;RQF?2c#DY_e>zL;~^!qjA;*$lf zsi<$(tcNP9%J(bA$h}qjy#Q(a;oP8pL!LabN8@6fEEL*n@u58n42QH~-Z*?)#Quf~ z)ou*zJ;=B(%ep;ysUT*RVxkWiI3zH)FIKUD6q=A~HB4 zzC{b{y{ITq^)&vdfYXlG9)5ZFHgGz;*6rl2|>@qd0Y)C&Q1I8sCp{Lw~f24HAg+ZvuBY8My`q z;FjVexXx#sKaAm^ONUxnQ20suaM7TbC*>*M=di_7?NDx0UY{pVE%r((%e%ybmy#jd z*;r8goCu|Ep%;3EVuPCU4G?+z2c>k;DlYM!2LICJYu1HC(jC0ja$+j(DfAj5sG@&e z#loxcp>1jYMmI|;y=G=Qe)Sbjsiaf0h=>rIb3~SPAy!>uKqHv_gRmUF%P7=6l9nU%dJ~I;^drwv1b||YW-s{~P=7Q|E z!qg7?LzqCb8CYX7^ff~qb!y1Qo@6J$S;CtB4%eKKkO^wLeqD{>5l62=Kf8!zbdP?0FBT11 zRgG4Tt)d(iZCdg(cjbxIv_yWo@nOOCErRDkd+Yp|YwIXgGsN}#Ok~dD#_U%kWWAlc zGIbpn3W*!|Ic}c)F>}7oe2^A#J)_gZ0tG859j9x-RqILIM7gXV*%}%7vfpkw^S4|c z_DEQ z1RtHM+K%~b?}XB(RV8(>h2dtyZc^bdWcKUYaxO3ou}Kq*2@A8(V&zilRhU)~J38~_ zY5z!_go*{u>i626WPc(9l-=iPwW+LbZJT6LHPLtH;=*X;JN1t`-$~1~AH+IxrC|!+ z4>8HK{hLdY>kQuDrQLbk(du{N7f$&r7lM1(jub?kydTYMc1TXIhwRNbdySX#!;`$? zZ;Exw@(Q=^`uV=;&~o+qN69y;)1oiV1a2`gn%KS(%OM=h>6R;V^ZuP5Z8PCoHf0gc z;TXz!fN-~XT~$TbS$Q*=uS94(RoUyalWFk`Uu)Dke*<03F2KX^Gj=)(BYua-OH*r& zPUik0YIch;7wkVYp0NsbT)=dI_+j&tit7QB)nJ+gtom6&46?cN6_sfd>Tlp5qb#)* zW2E*II2I&mAl{C+zUO$Wa*!}RE_`g7{U%+j~AO?_z8oSNpgB`1^N5!7LBp#dC>t7 z3Q2(0WOST{9H$JTYa&F^vDH5$9_lqsuprd?LWk080^2{Y7E9(6B333A~hCq>DiFO z!xCX1-rL6@W@ma#QK$EYe>Z;#f2qn){MSe4FL74=3+(i~R_tjjd8t^x*t?rLLHl|g zWk{`)nGBkWdA$(x_xV`qj;5J&sk%IQ|SPyW@m91?$(}ui=-Mvd^6O@i<>gDqM6fbNK|?iAivfuY~J=haIJP8}w~) zj?;!~no%tUp3l=&MP7%o2uU&n&EQ&$zZxcK?lN)rH!?ZrVU-cPe$lg&u{dSYr?7&F|&vv3-4{ z?tx{`z6d_4;1#wWR{|?ahZ0%Q%{E>{3^{K6P*a6>y~wKG{&tJcN(PddmM7$1uFV;o zf9~q=Ar$Y}9RJvjG=ycR5Zn zR;@O{2=QC}c6h_ZYTQROIrG)4Vb_Nnc+~lX`e;bY5%6YrC#b1A?|d?S<0=gXYr6q8 z8qNe$8yRlE&vO2r!DQ?7od^+4>06o8wnMyBeP%j8y(0hkNI8OV%bl>244|G$?-eWx zyx$AuwWqB;s{MiA#20kIZ^mpcB zUy?G0yArs-g8#3?6&SpDb;`B}O>i(PVL*o4_q>l*j+YyJFgKj*UB)(g%r2-cKr-`` zrNP-12O^4sS8T$X=y7l1Hpwal1h)upNrnK|%jR=gGzLx}dF}WV5w{5U!$OL!6`V+k z2RG34t4^0J2YR}Jp+9g%0Vj}>n2`1noe)J+_gj5o2rwu5Ytc5#*DV}1%oy-bW}-;Q za%}M|r!GQyZM*ax?0d~S>W3~xoa?&Fs=tup*}42oIGNGffn+D^U}HszA^Ueho}v16 z*ePas)1k92>98T3VnRL|UCdtu#BG0hPRr}J^xuK-ABdrJ3I#H6t-tK9U0gwCaxv++ z9-tF2-T+2cs@>@8pP<~XIcUqoW&Y)Vlx!=}Lqy`Li)R#BO&{_x;J>k>|Cr+Ge56mU zip16UGUuJ=+d;zqvWic95=;U+1_I}|E^kXxm z{@pkZ^2=!Mykq^Cf&1pV9YoQah_Aw4)_G+c7kBs(#A7g##UaM;78NJH*jTC7X{zDf zxcV>^8sW^5qE^$DSmAOV-rZvuH<-+Q3|Wxw0z`*1uDS%PP~%XOwlIYc-@7$T{bUxE zv~jbNqv39t&!V^$3us!tfU-3u;nY>%lN$j0q9sramK2D8$}pfz>*+^=xo(;@ei2P| z3Nm*$8r%ASS@2_{n46LmsNz=y@)A$@i%pB?>Xc??4b}8s26uh_B>uZEQWWNTWyw47 z7)JK3&u}22Qk26k`Y}9rC(Z9^GF$H#9<^gkQy%=J@4D}4&2ud$B8FzaVI)@uQt;lJ zIyw|b!gCKl<*YD4T4pHAULT^!=t`T|TyDv}pG7YtxoXa)h_3va=ahAR7>Y}Kg1yAO|H&7q?(D>er3)oZSqwUJcxCCa4Cj`(9`9NvL z7KEyhPqiHIqz%UyehQ6afH%4W3X(!u%akPup`aOIh0C_7FNFISR5W=G8`?ldc{5<3xXCT9ksEGygl3Pg6b;;J7VL8&<{*ky`6J2H=xh<>rWRVK~7I%awMQXrIq(S zd=d~#zWwfS8C+l`L<((i`&XL(@Ba7D*X?9Q;QNwW#BRfGTus z3)$#yJL>+!HX9@_RCi4vpAEtHpsukKztPwV=oP#g8LPxnR0c2N$bP^cdbxi`MLvvr zJ_7ujet}Zd$xd!DOp)(1SV>3JAL9K{IR3-CxiuA}<3bI@Kvs*3VK8)JEhtZl_DxF{ z**MZp9$Fs^7#p?uQxneh*0a*A0kqeAFjdQYAqHLfLiej0c|=hAZE z4VHwU?naZhZhD~UWia*JmA2tSOah|^T%fg4SfgEba0>^NNzEhcXY+yp07dt% zu&uZNlEZ_V9VdNFfN0b+#tc+5I-FSxwMKNK~ zVEP4yxE&LAC{yw3^yxuI z&fkdh)A|wKZG>C_!^yx~SaDQ)s~6??tM0jQP-31o$^NfTIZ^$#X&X(6WxR!DVWm)G z?Fhluid0&~?uW6>&(*&5jiJ9^T00+N=~U&fwFQrCWy`v**=bJ)S4u2a)wHmKN%Egg z%vzpj2cxN68bBLu>(man8n7{ve-M7+D`%{6X9*-iT`v@n& zg!6>HzE)7cO*(mi;7?m-6ldkw1?H}=g;!S<-Z+(g9+rK0Bo?x8%J4#O?5UuMVE)N{s2 zr*+4*nQPXELUfx$k-6(cR7VZHla%sxJ-i1VbInp|eoGxIeOiPn3!O-6<@a`wX~vsv z{t!%$MjV0(SU?apCTt(uBa@TSNN)ss#rFLiPcKM`lNz6x9=p?R%2&#kTY4MpZM>+x ze{z|kSbV*Kh-|--_{--+zfzF_!c`jsY}Bl~wOY^;;0BFHzmtS7_zXWgvcjuGoSpNg z3;9DKUl$F?=$Nh%|KgqS+mr7harEIG5|x>h1U|x4buSGzzBz$3Kvb6ioYSG$_8fE! z8Z_n|oQ|)nJ^T%d`hhjo`}X97Z)^;O^^0|Q&OitOnst}Df7P{K9=~f+pAQUzPraj` zPb6*0%>2jne3nNpWC@Y!@pWr|bH3SdPchDwi)OQz8QoCJ|mi9I)Kr6^3aNz z`6<>hDWSgE=*_$0V()_h)d%WAo8}{}H=HS$MNr(~cBGBe@BwP8&Mh=37H>D!@BjKf zqkehNI2T%K&QqHheBhsg;pDE(G*Vk; ziW+fxr!G|)OhUIsl*r6VT3>hfSt)%wo1Zn6$MKl)HE^`3Ot6qkD`$cn)IXIOhqs%1 z%;~s*Z64lLP0|pXCAEkB zwe8|jLWyX%6$214i9Xls(|ycf?}LPuHuq>B2A`@-@5Mocy49#Ma}1*@G&#kWd~~J% z1I(AiDrGOfY@;ZXz%Ru5%UX@&%)%vrcly8rFsfO##2(Xu26}ORpM-byj63y-vqW51 zVtXCheJ<@c?%XZ)9Ue`$mV&t<$nbd0*QSjp#F2bz(=zxnag*>ZTw(j-H;SsQ-EP?g zO_~EEBk6d#V5YTTnZZ7pq`DCMQ`}E=*9BfoI~s}ossKyfsbUnv$}xE=D%A?UX%m$( zF{KO;S50W2we(4PheeGeDR1jWBx<8~Jg0a9Bfs2Zn~j960utv`nB%29Y?L_mU<`c)>1C3%EtYy2|>ndM|a7jljUAmP5 zCOJ6H>Q30wdsQ{ytyas|5*8y~a>t+6YjFhQ__vT1MbYI{7^w%uZ+c0fk?jvs^UPj? z)CDyw`iT_ELwT=eB_V*!UD{re6yl~;ajUr^>eUtN(;nd}ex|(l-TbF=r;?!x_lZSq zxeU+YLmB0{x{pnNvYQxHgzG}b_YVK;LhmQ~e=*N5vDH#mR_&?P`ErU=h8U2pr~C-b zIc*P4KhDNKQ8a&9PdGQldS`Qw&L6D9T9%|~qUM=SW|cHrv9Xu3IrCoOp5Z?RBl~Yb zKfc0t%x>iDuR~ghIk7)Yr>Mv_J`!}>cZQ`k*FWsSc7G08-Od3jM3(_wxIuoAY{!$m` z*|G~lKc3+KR42bybm_A$dlEJ@cs$aUFX~3hjyKEZe^piO*2`C^HrHv!(xdUTrFLh3 ztJZ4vS9h#*1~V;l-~g>!Ls1}bYIfukGrUOEmT~*%?$Ng$M-{vez9-(aDON?YAmc{IUTxJ5KNw%{P{!8hpVTmPBi8kkqGkE) z@wOka@JZ`_25&;jLy;ReGiV=X4_wUHf(^v9US7ixtF*!-u#x_L=Ncm_6F5s%bwYLv zl4-}YZXNeO%iigX_f!{1=DZrK1n;gj5jU4mSvOBQ#ZR)3J_vu zg8P%QT^fk1DC!-5CZ6ea2eCKG&8GCSXj_tTgIIJr=n4%q$nd$r7DL*RmqMG`vU|C{ z6nY)0DscRh!B#8AW1b@z0pd9cGqMG^&qWEPH88LnKX;kZP_)j&Fm{T4t#5RW3Dgez z*l+0j$oKSa`jUSv!GP6&uijSVLOHX^Yh-->*`SdZE6(?S@17s~A}#;C-0r?CqDkV` zw}{6tWEf84OY~tV2Zr#-i6XqnRUuHZX#c#qq$$EqsH3WZ`BC|5M++Kwne7zFVz7UFSo3#JMkc{j!-NV~~f z9;4O0&m=00b_)K=Ti6cY*fY4OFWPYKY3n#cq(jb|KBH?9+YS3XeS&=MvYInx$UgVq zun`35LT^&l#(fDC#W3%uV*067qVrj1Dz9=8AG%F4mWPB7DIVDt@<^iU=MvD^#E@9&XExz2!?{zTR%sUDU&sk8S)md<%nNo=C#_JN2(7;K35Oj-PY+l_rh^Xmq%RWyj^<~%KMa6 zZN#Nt8<34#d|K9n00J4}0I15*h(49;CQ}iQmzrLC!i?N>#%vAw9zpr8-u#bAc56q7 z#>N0}Pn9qTCC`A-pl6iSlm*J5QOR*-7&Pz>?x=gaFBF0`7jl7Lr^NV_%{x@l((uA1 zPYE9YJ-w6{NDfHg=#r;)s)H4F@kOPb;WzwLB<_ds)WJM}0`6EpqAH+g*M>1i1xj-5 zylXlk76<4NnVZNVi;)5j)R%vd6=2+T6hqQzz5d?napK~%LoKSjjT{R=eZ9nqNDAdS zJvDE0F!(ajUm5iu(_MZFF7Z7y1dw1-0?h!gI|r}E$8gKG`5d|4j zhr^2?40yp4`8)JOYBp(~a! zLa!&IpT1<^2lwAH4|0~?<6oRp_lU!Vn}51pai57Qh+22Skh%yX79(5lY3pnZgJY;$ zv)>XvG6R?HppTo9-20DdH`^6jP3&o5yLo6y1AsKpTVDMoQ1-Zue$6hyquZhRr+Py< zmnCiuX)GJc48AcR(~+W#SXXJl8_Rn2Zx#2j(`YS9;S1pqU}W+9Myx_D=)Jph$w*-Y zrVYco?)Z(Q8ZWW`P=0V)4;zyS(R>el_=*vdaA@sM0S4*e{u){LSFz>W;C*-hh?HUg zyMcajmXyYIG0nrKxHefkMJGsi9f-Yg0#Vl&n_Oc6C%D2{Q#)d@|3`D#zGL-YI=3 zSKSxX+7>7!E*tPu$0QHS`R)K4VXH>f_;kgwAVZ~h{6ck@jxew!d^hF`lG`z~Met}m zerSQKc%I-~({gbAjO1-*(NmkKYt?HGbJlq}AM}I}nTtT)z{r<;44uL#v-5|zmeC;@ z{g#~9H+lGy63O5^k7kxtOowJ0RFh`w$N}kcnXOOFEgW=2iT}j7Yffb^-#(n3iG+c% zD!m?sdQ8V3bp6U@3fz+4YrS#2l|5rqQV#_HV=h-Z703%z29-VKRQi+uVqe6S<@lgH zz=?NFHA%~do+59;OjQ#t>C|#vwC`-rt^&SC&7zA60|&otT31f4{Pi&BypNY|#TBl_ zVe@$cMPY=Z1b^+8f9JI9g_~>XQU^C)=x+H#-^~LN9B@;Lwx1uN#mz_=aBCc zo1@1A$t8@MI8{vp$oH3EhZ6?oaG=ai;Lk;|El}`rYs!rSo>n`X8A9M53!+^*og|oAiCg-v57TPm= zNgu@Q)lzIFl0msuKhwGLYy5eaFZ$YtbNMrN;hWO-}+(k`*&{Zb6ITzC1RxlFV=xN6OWNt{;)!F#Ee4eKTeQguT@oDIJsI3lAf1&n1;O;sWclE*8~g z)0Us3R-NLK7v>57L)lrI)0iM|_dfpKik%hvNX?bIAr=;&B7yE?$YQin0AW1m`pgFi zlyT?|H$u-KmfEu{Fi+6eh_M(3i7kKY^mAy`r(UVXCl)=cl)^gN-y%|=@|FvaUaMF& z%jxTeUp4ACBh&*ym(jX7zJJ;G6DUJEyK(sUR*Xv|)hGV zC}uIpeW!UW>X`W%=5PbUz~kKsD>BG!%AJx^k8rx5{Ui{|=K({;Hd5nXAi5_@@>$-a zv7#KR*Lt*5OU`tiBi@ZOcagA1bF+`Ogg!j^&T6+hS?duRn!M!lg)_faMAb@4t8AV;ZeU=RUAnLlmZ0A)r>B%Zs$ zI?#jZY4xR)CXY~FxYONk(qz`7F5XfC=u%5Y+A-v3Vq9+7rFNd*+cl z($mf-2+HJQ6v5MNR)I(s^4xK{4g4-c08V2}Ye%RNU$EX^EXqV*(+ou*GxJrmtv|n0 zV35RfMrDr9qayHW=YZ=kF3fOKk|AxNI-ObuC$&X>{?F}?nv!C|m;c3X+bwV8bYRnU z_8PulGaAX(9Q<$mbk&A*6n&trhcz7aOV{i(wvL@Uvw!CfQHe!&=Y>p&-B4f)qV1s1 z?R-OB#;(Dv8v5*5EB7W31327lCE8;OgTbqMl5cN(F=PsV<&W|{(MqIdMHecE(QtJM zMP?t93S>T&#eVok(d%&VdYcqsy_PU&<*NlbTYT()H!A+}V(p>K{V>0OT+tH>C2Ilt z9<77Eq1{)(H9_iTiZyrQz?uW@pZATwWYcmdPasREwi{iAOYAIFZlN?vw8LgQ)R5*pFS1=kO?y@8lyL6aBg8Hd9;`_6=9g6dR zFR92JTx;DONu+GKw>Tuzq~%_x@+3o^!1+mC1`U*i0ZzL(Eg-0`Y@%5_t4QX?BB^{Q6`!|t0oOyBOc@jpahwp#9wQ8 zjvVo110C3RB23aB*_F-%Ot%^eDNTsDjmZ-<`@0*5{wBK>iwLG)4J3umzANezcbqoZ zgQQPCnVyK#GuP$?;1Y8Rv;sF`vXU%k@eF>tI)8?%nB9GpYb@pT&Xmp$gWP2i;k-f^V{YG z2dMx;FOWSnm>X8)HF)g*gS>$od%tHM;IxeD8aM~t08J%H{n(a%7n8C4w11AZ{M1rn zuH9Yw%-henk{2?|AN`^b@^MbFB+mNUM2~l(I5ie+MJQ^e9$!(iweGiu`1y9>w(=K? zrHz+U5k(^>195jT+*37KWoHLC-t7D;cf3DXMg{V&3mDo??;2K*UH6W)%|Y}O{OoX}c_%IYTNvUmL$i{pE0IJ3h8z;+Qqm~o!N8OFQl_KWP(ltfmv zcmS2By@VqTbrk&bx;4ZIQ?DoeH{WtbJ?sL9DjWZ}JO*A$jr_SX~D0h%6 z%?*zSCTVPP)F~OL5gu7f}47|cE85cxh^~2V3NfkB;))3CRLl| zv8LT!;TFvYsP;To-Ea1{w$k^%MIn=VT?(g9afLx*e8jvIf+*+|1WtOarerwtN0Mu2 zmXR*rb}1AQl&BzGP7Njn1i)sY97qV=Kox5q>j1&ds@LY%c!$`jLVU(BlTHWbtMk9a zJ|=p9N_?AXBfskXr&L$pN z3d&+xa;n?fCqTDA7e&1ZDl;3;MR+HAp!FcJntwT?bwCmNZ6Vh`!?LNr!TNRad*G(L ze5m&++m53)J2)rut4xHN&?}Ae`U`-bdN2A($bLRBZfgQ z;`MW_IVMR=Kfvs804J35OP*nfG2SOSWfzQDYzI#LZ}){TN=M+DjNbzn`e$g9g=L#a z{63AW`JT?qk0uElr*9HGVyl1V%Lje?aY}F{vCR=901K&f_HF zFZx&hyE@BvA?5=)Xn;+1rZqw{d(>~*qiVjWx9D*4q$sWPWu7eQ{BEo)ud_9;y+gff z#jB8b!1)o;rPIl^d)hMP>RL->koua~ojDW77yw_f#b_$queNjHZgp#6ivEmzS!lH$ zR!i^^I0Poq%h4mIYG(6}u??H%OKlKBf6@`Aq$8Oq!@C4P{4(gtzN#0m5e>KOKEQY( z;?ISe52@3BXvb=VBWVPWg{ToZ4BWYY!Jx z_m9wCf#+6!Hilbes{L^=Ox6y6cfHsmGY6!3=*LQZK(YCeYw+hA_toExbt_6Byl88* zTZ>5>LrV)hU3LTtg2`U5aCmnh7Z58OBDcvb zLfr#mV~Z9POqbZ1`YY1$BimVj=wjwbHL9r=6~KfJ+z3Ql*;_A zIRE{}G(~(fV@z1g@6c3WTX%>fAMQ@;kM)(T=oxgAFR|{X%=Zqr(ugCoI6sk$<(vqZ zV`c!=%@87&+L6{R60!@mGC3dj@n230Di!BxAIsmqSEoFl2bEj`Mj@H1cNr?XfR+vM zv=g6;#}X(jH@fHVREMy$%H?&w3?-u*?&eSW5xDYiRhMWFx(tiFIbLZVAS3n;P}9PT z474yk(Vg|$i8AN=yVSIt*JwR+jX1@q$(M0vHi~%d@SBW*HO&p@*2#x7^3f#seD@NK> zRPEni2Zh-~KfY$bF$vz&xJEEa`B(=S+G|jIVLhj3{A5mTDQ|rL+9jE;gx1;l(wEHD zBEG*@*BLEO=3UuxMX-5}AQc_o3=m$N0kQ1=!xzEgL{}ybysnuu{Ybe}IS?7NEmyYwX4x?b_8MFt=uHFinwmuyOab#`^s180$KH1tmYwSEC3ePy z{aLqtuBHFQ6m3p0EML+nENc!?!mn~w7#bHW4W^}PAZ+%!x0d~^Ls5xTnWf&{#NeF5 z>|9zd`D56*L`sT8GUsOU(E&~!T~IMx)M?q=SXWV#zPH`+qN6Dnb?+q~GgFTG_q!H^1YalmEzY%YRG{ zNXn_LQW1vBDUTK|L!S9+puA_EiUgK!==Rxb3cl)$v@EK5WH~$z(-TrjZtY!|5iyH8`7tQpM#>2=c~bm?m#7MInx16Fra@yHHGnxk1p`#=~i z=dD_%>@?@9uaLB#Hi+#|Ats&jk$$Pykm`)t?zRt5IB9=H{YWD@Q^ZGfEbJm(jM23X z^IG0NV`2eQ=n%A}8$B~u^SOunQ0lD-e%sBS)4Sghm##|J36)Q}n2Oj|f@G1tr%09! zgw|j+=Y^4eQuN^0**}+=!sOD}3^n|A7@OleZBFp11#OAlE+i|}kzjI-^T%2`xIBJf zF4XP9P4a115y-g873~5$nNQNWy}9=%GJu?a3vU$GYaERF-u*giyAu}b?l9WQO_|rF ztbV@d3s?R5aA;Q6{Z><#e3{giFiYTL;tSR_*w*c!$ak$jr_p)j(^~ZkHCy6F%i;Di zBXEe3Ky^kaE+JzPoRlvGS3|3}briU~7hXQDuM~C-Ik5kF%lg#448HEAyrpNjedXRY z=hPpD91Z=#qG0}`6%673IJ)YvrrN)cqN0STNJ&gZL`vkLl-N`R1Vp5psfd)6Gz=yp zAvFO3$%&MRFp-ql=#kQ$+vwbgF;>3k_x?MsYn+{P?sM+%C;L5d=6R5gf$%$RK*BNl zW_;G1eE$AdE%hq?3wzqFPsck=c97)8VBjGVu(cVgU^`EjOdem_Bh9#0>hOi&lwaul zLV0+5nh&riyvpwtm;));SlPSs54n(^HBP8-mIxb_ybf@PG-EB1h^0xlhw%f+6YzE< zcUS&)rc;!!hO(i|E6;sdd!OS@c-N1x3zVksT7kdlCnz>f#T#6-s>XB5`CeIdcncPZ zy>e71&m8P3#iq<9S8X(HAJ2~{P7GO#h<3BQ_*;G4Bmpbi+`M(yy1QR2^sSljXK3?-?fBQqB`87x}Iy-b|MkF3AKrtajKdL4& z^S{jm{)Z=9AXZCC;gFmH5X3c z=ydD%oO5;_EC)@zg?q7%@WLwOr^i4w&F{>WAE>W-Rt?5bMhS{4QBeM2 zp8Qlqn<4k#=~e#^=Ghf?u$d8^5zQgX$ErTHlXJ)9V^EIj`3gMbeeU&9@Fkc|IF86H zUVTu~D#jL=p;kDiGqh`noOP3_d?E)0$0xX4~_5YkIJ0P8FDt{R2m&B0lW ze3<7~XJ9zfPVgGutbbLa-tbf`@wUDgfl?rm#2DJOMFG^-NgYC{Fie}6VS|*qupgwU zhHt)imw78n)9IHO#oHFr{EsDi+M-?7KV+9@UPs<;M%K}1#rAPqsc=O2gcxRXSCliQ z9mJyKI|TD_ZEI865BCht4-D__oH#W8Gw>uav~=&!x}tOUX`P&Ld`8x;$5slg=?hnfq>pO1o3 zA6EY%&QpHYPyc>iOw|);tYCJfeqx+OX;L^KWSQKXfCR@I5?$>wWJ;o?`&1D|#12vY zjgOmqifotAZHCLW8;Bu_njpx7W)Sw!S@Z%4)3zWKh_J3E%BIJs*w-o8*ms9|dOT0~ z{lxL6aY+24|AyNHjCHYF9blffy65FoS2k?AWw#UEw=*45IBzU&J)PzLT28%(e(;u?5xsd2E6WS_ZUtr;j#hh~+X(iE?WzqhPwqI8 z5;@-+o=NW}V&8+W*--wmv{6MdxNcdVC+LKwBzJ$V*u_f4AIf#ji#uY&7^82VazJlp zYMCwQcV)^^5bsD^qlt}Vq^*ogi6p(O5WRcd`;V=6>a}}%O{WD%|1Z_e6saPz6m@Tg>l=D<)KJwb^c1c}^qeJK(B+DLXwa4J?|OBz7eIH+?h#m#Jw<-9rQpQNg-HCpQrc%iasL4T zMg@6tw=Ya_bOzrp3kdY%;y3-sHGLBny}qj1jektd_s;h1)C#M2zEYHeAK;$aoVJbg zaSUZQjR zkWzJAhx3o>!zptS?c^-5T8wvM8PtK-ktcnsW-BBKY82>yiiBv*f#VvtSfMT!ciI{% ze6M*kHywEQx!Obg1au5Dn>JfBKMvCM^JmYr>dGZuJ-ozu0x%=JY>?Jo2V+yB(r=U_ zx|3=)aVxEmpclc|HE}Ia|1F}{LCKlCLg}rmG-@2QR$7y|Znzxm+*q$OqBKP+>Kn%swyCo5UdhV;Q!F zgrHAtAc4pc4%oeboOY|2b4SrfPKVaSKg(Iom|BtK7?Kkq=iFDhBU6Jnh5I|r_kTbZ z%8SWbKuH*c$^e;uejy5|!&-FE_; z`7IQMo8}z@yQ2!PshC)rOZ@{sJv#}R zj|;>C0m4_eK8NW{FBu0#iJHBt_I2dW_NU8)B54wVsfWlZngx-LsyE=oC+amwN^Ag`8yaOZ8E$#bV~u4_oj7f!<`&H{;b z7wuD3Xfc(owKUs_WUvio^Be#{Vq4UrPwqe&XPR!0@_6LbfqLo|64&6kn?%E=tuJ)G z1~;>IDGe6D2()^B1DUt;%G)Tx@)*^%hlsmtMZd$c`Qs`e{8ZES-(Q2I!YW8FqRG)8 z2pWf`z^8F}tVB>x{T*NxJB7C-M$^o+)3uI4Qj{__x*}id_A7vXL7xr|rI%f9|K5Ef zhMo|Fi33h>RMd!0VH%v&#^hb2#-8y(?jV=#!+hw@RI%wU_*~}xYi#o+!-#4&ji;z! zLk1ny2be^(1Yl6@6v|gI(0%Cx=wfz&dHtD!U-ZG6hOmO*TVfv4i=Y{w6-v(Y$rjp8 zpJR)gc18?u&FX&ni`A0g=zkLovFAb8D-T1T%5ocqKHRp%3Up5@7`dq)7JV3(gs1XP z=(VFl3#tk50UoFW;4y8g*6-xD6#LQ=dAwOy!TPRA;9}^WY3GTT&{YFh_r# zHt~LVpH6ehB11Cm=AEAf=YyjO~Gmh6U1Q4<4I`|fbl99LyS3(M_pBMa>8F^^w5 z(J#M7^WQ1$X8+Bsff%)F&K94Z0-XaLEbwhy`ElUAh&%G&}3IXC(I?+@ZU%T^Vz2 zUj%-SXAc!Yq(;|vT6AE3f3`T>1MkL5|F8_c3+%Mbbui3s<@=O4ld-e7OSkI%{k#7+ zTB+Y(s5B&eQ7cV6$m<)1qmSKD^GtNrYpdIq*OHssyKO4E3lC8 zGUViI03~fl3N~sIT#get?x_QEsiJh_QtqKE80&u55aC)N#6pbpGZQ(k&}e?`O)}!} z2vm~U_qN9!AH&+z0(oG^-c`psXu)4b>D3$D;Sb`A-V%BiYZ4bjU<(w91+J+JZkK;8Oy*Ze z&VNs;94@sJ-Xy6U*{Q~speSJ)4u;9|D$4urjM?rn0bivRBuAqXUW13GZ%nf7Ryy3= zVob85ZG$+P4>#?;1f#bzHbS9nHYZn_ra#p(ngV9JL4xp>2fOY!Du{r7@Q-0FM. z^zkJ?n6o_MtD$cmnsz5$M8y~S7v0FHYt%VkNdgKYW8P)Tes~7?8g%Z{!9Nzqv_^_9 z(fxqpK4RWjy_fECZUx|YztBq$e*Q@PHE6sA6LpVCy@E(qIk2c0geg+)C}8acM-JSLk0+kxT*6C#WGyk+sAFZV0B+tmZYz_hBrqH3LrHvDuQ960ZK@Px zS6m2R&AS%eM=?IPpw^lDu!U5PJ~}sZXa{GrQ;tw z1s1*ZgQUb{cm2n*gm^=_xQL)=!Gtp-r`^$G-ijF;JWMOp@&LgctiGw6N7tx(^hO`n zdRi2lLba%V_dSpQTRf+iGyyR!XPgBkg(WODs9$ObIKepna_dyc2`kgjUZXvVXYoCP+^>~mKPHDsCXHzk>f8*u^__vf4L zcVRJl%-~`uPy7lNmj|EsQS&td_5hHQyepQ$&sxk}Bt)SYrT~z|^t#`ZrqgUtsOEUk z8x_y}C}kB?;<^i#4Kz}JvFNs~!LM=$g?tlwPW*Ef z`Z=$#>Ww;70v!?p9DfSIZ$1ICa}XN%9yw>cDvzXaEQ3?Yj%NHjd%b>nf@P=K(bLE_ zC12P8O`9TRXQ3J0scL!s=&@Q(`fiYYKBH~mS9$(oZHEB*Dg|cgdizXu@mGG<;>?I} zDMXh_9{H+8#hgt?fCssjUG$!5zU0~ifsU{@n>Eu5Ey#~=bqnt$l!@=VchgV+GR$#) z5%GE4tYA&o%*Idc_nMA;YcHz_A+Z8@fE*-6n!Si!ZIr+>)H*XyqniqmbA5Hb1M*$q z1E<-re6}WE^~_BJCEq}v4<+3rnUz}iw6&#D;yEXBX6d^6C>|(9?a{B~Rpa081!^+h zNu4$U>YP-Qoo!fV0UTbJv`m4g zwvpSrF+}saFkUzN-91}sF#b=es*g=>u9YOt)kjLsb7$sv2(&;A$wvhPm>LR4gwpxp?F`nY?8o%!K_k78x z7f2&r8RO`h*d3sKw$tI$^H^p;HRLjgqPL}PQ!tftTR-Sq4*OBE1gEeUFyjsOCopP? zi)=QO4bbx|H_~p342@oZOHulm$sb13u#?M&!t49GHeHokj{*yL_aE;%FQR4mL7cFs zF9lx|+9n~WD{iD-++ARtb;BP43CeE)xe4PZ$vtCKU9xn2(P^8{1n_x>UgM=8iMa+C zE||N=ocZOubODPgV&BgkOc{43{_H&RFXYR>M^$SVs=CXC*4|*bd;uoM%;Q&}sO?rX zjpFuQzYH+SQ40#xbc-~B7iSIY3shRz4QF6`gyB38(LUWP5$(PtF+Z+_0K&#TS=2E5 z0tnA2b}nqBNqbux1ojdz29F*7_AmKcpO5zuq}j^2YT%@=z|X^S zowYgEf);u|&qh3eW?qsX#<-(SK=14k&_he_YVY?i+Z90$K*N|P*Z-H0Oo<<1Y+%={ ze9(NNaeLqglnM?IA5<7|{2I>n9&=aSX<(bXARj*Pm~F%DpaI|L3bP1dZUJSTsD3Da z38c#Z%Vp6U@AlVDp#D;vnA(;YaY!FSOt9P{`tV~L?1qUC>7@XvW$Z;d^B5_>a9cpL z*G|FRZjHiw`>X!YpMloxIf$xf>L@M6^^3?FezD2N)w{@Z+Hkkh3y>(u=;afrF;~>A z;UK-oJh0f|5IyA+K3sQ#hyno(x;RhG@1Nxg;Ewu^%f!i0yrF_dlQL6jO}X)+O#xmZ zu@$Xq?CpUqJEsTY{@M@;qmd@?yy?-tXNKG-bpw1YZmC9|^5fkav6FdL-IvIFQU6k) zz)8$)x)z>e;F6ok2K7UfuEgiPklS8>|JDChohQoF2hRCa7<=*1`8(D>L@T;ePT2CH zSk2&y)cqDI9oJEiP}o&>fGHP)FWhXf(eQcT{7kkF;tRh}_G(N~Mc5W#CPQU||I0bG zedv43q~sq91aUi^0BOI2yopGJ)Em44B_MfT+|(Kl+ETAU1@PBv->r*aQmwz(xj^>k zxoPXJp+y&WqqX+TXiA1`pel=Y+Kc@_KXFl9S{9H?qf4l}i)?kBJa`QnZaT1ASAXpc z-_3jC*2Lm{BW;y=T!1b*YGYob0q{`oK=bhibeh)g-^aJv8vfwm^FJ1n(&oG>CC^)8 zi&PGKsNC79tBBqET;mVO6Y3Gam^VdAza|@==@wLZIr!~xu9BAks)?#_!YxcKI@frg zov_AKS7~WYpDd;tvWh_bVheRR?sXUy_r7!VByf|qj&#lMvvUA0 zctPMDHEc_TVBbXC2eR80x4F&7>0%CSAFFIeEvt9gXO-K$L8h5w^)lVvPov*oUOidk z(I~US;jqoUF!EuNPNNbT(xAbP$0IUHI2$0*|7o{_MjwTrnH}bLo2XljZoK2dn}O zIVK5zOBY?WBeMN|+x9^HhTVud9Yejh@CCExO-V}@XfUHp-A2eI7@S7EaY=HHZ0S&a zB80wrDvWoTDNBS$(ytLq&BxTA-S#uQvZ4Cf|K-X{YiUPz@lQWv{wA&pJtfq!Hrvy& ziA*`Vwt_xxne=A*vwTIO?(>AJ+8Sq#-(Aw6ptMO*DL@Vr@V)~JtXJS^?X`Ow6QbpN z-Q++^n!x0Vt?D86Nvzb{_PT=kA;VXwQh(Y{mB>8J%$&O$nDXdBP5e#*v5jn6!EDL6 zI$p%}!sQ&UvC~$m73F7?{#QPmbsTLtSdfKtYLjeq_i7JJ>Bw9BHFrd)8Q8sf*ee>n zZdd-Nuof$qs2b3=d5Ncud9l`pE#vOV@m>b3fLaNQh0menC=rA}bsG|(i)r`gYjx+j zkJzI6VNNPW$<4I@gRJi#PMu=j{)e$|Ej^g@CU9REJZ~ZjQ4#;+a2is2ELOx2DQy>~FR)6mllUr;)pqup@^O)hZ%%~$2E z8*@@n#zib6QXwZ#h;2fPz^5X*h;t3_fhV<_OkU#TPm{j8d2*GyifDakJDGGDT$1`w zE@;Dn{)`e(NY^74FhS_owK;kNjsc)c)3Y6YChgknzd;ZG`>%;B%nN2o2@N3)w5nu| zSQR4LJ-o30IxseIj`e<9Jnh&5*??C&0AK#htypinw;nOT@H|=SohD zwAJ#X3S8A0iMTN1-x6w;UcrpB9ibV8bYKl$Xu~15uNB=a$%mp+MZd?@{pZ{J9I#*> zM~N7g1r=|L5I1$w#hlH6h0ZL{Y0p6xt zwf%Np!}uSIp(Z)*-hIXj|B1mwvuy9Ap~@Lv@}$foH_aTEWhzK4y8|~}YOI35H*w#g zv=G~@iN$T-fyn2x8(b)gee1fMqW`rs@+_jmNyE}uN>z&E#f+%!8 zOT2zQ?V7!uA%*R=&Bs)=r-_@Up(2Z@xZG2unA`plKNUHdO7;SRO|}c3O28mW8p*JrB+4MjJCCbQ?;nNNBKe zE%S)}C>uSEzq|PSJ1i{q80>(91@{ob0`z;w}O<*pc~=EWcy!xApq@+bN+)E*Aq zmXlktOuDcah>FOgWYP5PK@~GL8*l$GFIT)=DDazFgH+aHcVl<_JY#AvIbV6C*_XU( z#+V;uGmBVOhga9s5k&=GI#?@oj3K198DhU{`CsG-wOnS3xTRmI{itq73T@Gco?kZ+ zuT-HQei6VM%}7Wff{D8k3!F-xak;8h#QsF%Gv4A$6#T6dy|tr>mxCvU=9QX=?Pxv( z*@KboE-}Fz^GeyYt^r%k|96Mg>)V~?OY~bTEQU(cE|r=@RvqXE=BYpLSFvGNp$D6@ zc#gBFf(5w`bvT4WGPLhLSh=%SeE8-($K)ShYw@)t(s8-lVGK3}KgIx*$jB;GVwfO> zUn>h29jPeIk)x-tSjm6?r2Dm}Y**hdoj((}xyJpMc|nwiVt_kCg2o+$f2Wk1KMLh* zB`KUT_x$8}|8c-Tjj?S_=KyqLj&4uVUOka1s{#5sacWUTL;JxxV`SY96y+O&sQ?P?+JZ8p zegypS&?{LwAMB5>N5vQv1{P!UTfhR-fP8LA-*>NDQu^BuJ_$-9u2!S@hF^KC(7kdo z>9f7pR{@#_tKtvWCf?K$G)lY;Kc&2%KAqnCDyTdaU#5eLZf}zA82{1x+pu~=I;)!Jz#@i2;~-y z702B!3&CUC5>z^BmSHn75AC!e%Q>yE-*O}Bh?mknt5#R$ekhFN`^!8-F4`_gjO0m*+v7A(2UoZ5Cnnf z&QWJbsd?ebY2o@I`{7pLhsUhEKKTB=efmR72}7BdQ+oNMm!7)XMf3_BpnkNJK6?+A z2HhYj$yN`@qaP~8@H6UnVVY`F4^HDl*TfSa{9`$BbpjM33VZMdb1-NDC7c2ZfL=h~ zSZG?@+wCb24A^!rzL`RT0GX5y>^1e<(NjflyzAwXy2UW5QsF>QP<5%q5KKoFGbi82 z&QOhITxH}bekK)fwK?JykIU6n0xthy&53V412W9e1t3B+Hwh+YRz1}Cu#r(e=kN)@ z#vh}#QDDPVR2_p`61WDZ948%HjAN>f zBH=hW3OBw?LudDDg-Qj9ZvMeA{P0{Xy@(=)m(J2Z=e|AT-kJ3_r86X+8p=MgUH&n^ zk-*K?5>TahCH1>ZQ%zT$6g)L(G`;c%9s!SC*RB@6?aqB1Bm^Pp7;X-dxIk8hA2Gj+ zkYyQ->nnqKL4_Iy{a;Ud(&Kp8>9utgHU>TxBWC^`w=P}nyel?BLJbZ~E~9RTvAKz! z9P|GOQ~Tk1#pL=SN0Ow(#@=0!9>uUz)D(Q{f%=sgIAVeRcu&+v*e+D{SsIGx0#swIxK**FZ>fP-aJwqO5oHsYt&8)=>XEJD@z`aZJ~z zJWz8!Agn||l$NWNxDWx?{cNRG$>^+LVNYyt47P1@=r7yM_D66_>HN<|&&A0%&oxUP z`nN|c-(!MYi3o)9Gf3OMO#WM}ADhUZHx^~G7enIA+wJYT+lr`%oAg z%P8$MU9!7K0P(|giYO7C_S^NACnyc{h~*v23I>hUlezVKVD!nNG2d zGHFRaZB`+^4(h1FV1r-Rc?bSy6;V@i9nJQy*jb7-FCA!_SPGKscn_(jUu{w-m0PPm zTuL{;;jQivPS>Qn;ZX_ZpX@io&R5sZzQ{5;cfFLiCuyVL3iY~Nr2W}PLNc?@9T>1; zfGjERyWy~Pt#1GVQeCjgcInW#NI>7py@zqpzwsgJT+y{fY7{VjJq%)-3475jL6`1U zGGNmu?qcUuN1kY20jJr%@0$~hCh=_AS9(E)&kfv|$jGsoZc9Hl+J1GeQ5`jx&OG_V z119<7sfDw9fDsG4L3v>vip11rzM&KshSRMr;q(}t1Js~lczFdyd1-Z-IW-E`oyGuX zX9I+FvWh@ANvO+DJqn%<_lAI{yY4oTP!sd{TP! zZC?fX>P!Qar&rU9Ol5B22*x=d!^*ukt-`L=HH}o? zatbH$l*|@*cf7HlW0cQ6mfz>J$S|(5ox5E9;4;BQjNcTh@St8qy*EGrhx zz@bC{4lQ`thjOxwYO!TT*P($eqkUiezh%UgBJ1_SQ_vC~+_UX{5P%x21K<8{865Hv zGUvI1QGCPf=Co$+U7I!l26ChXVrig?egk& z`oLijbKv;pti{Yi_00-0ccifu>)+xK&bx<}`*Qn6(A!~ysxK+<&P?uiX{X=AxdY+) z6@L;`Lw`Kx!~0-;ZnPtVmxv4J*OybuvONFl(7lS40Xvxg0+ zMty5LlJB07HYlAVzG>lh<6C&gV|9GEw9g*d9FT}aaKMhhAEC4*2W-m&Gj*4Pag z+gV_Md}2a-`-UXq;g;akv0Ime_5!_AI$(SDHPB7x0F_gpo;@L^0VqsS#1-f^urSi8H32f<5J|E?eAwp-$ZPQHj8o9v&2G9p{3H2& zwrP*|vofd6%#PaVDz~QBTR7Q#IZ9##sXRKbt!wVHAvXXHkxsc->jx_6!w*WwKrYYW zV_0MZ)}INrUZtNPL2$L<>bEk_C#LgH$4B`7EUkW((ctmsg^ppN5k(hwf+XD@z*Hmo zVW!J6wJ&xOZuO5K9fi4>)xn@xCL3L1_-A=_Z%ldK#nQX)CB3p5I4_ReB`B@@(KB9w zimk7YwBpu7jSCOv0msRr2qL`E#Rre%YWumtSK_8nSrV(heL^7qy-x>hcTvrR#72%r znj=?heC3GpPw4E}1DyGr$GAwDELz3H>| zhkq=73dla>Fxo9)AN2jzA;`vNcaRF@-mAm=SdGUX@y#R05KzkE1e935n^z&2i`Nfy z5G`DJ5WB2?2P^?oAIYaYoxc=eG`O=Hk1EC9_U5c)yWJc*B_^VPsK0Y|bDnP6vrc^^ zhEy=Cw9ieBU`P+`dOXyrRbTX`Sl}i(SBe0eaN!j_JrA3OZ@TW2j8*J8JxxvN>*^7yz5Cm?p+1wr9>%-6dh1u7GIu4((&84eCCO_e$SyqFhw zp-2B?QNTi+L9CbEc&iqR+0J<3|kfFE7Sx z=%@e4y8wEQ)WgqP-DkeGoYSnr;dK@hvty4o2R<;*G^Y18RcEe8lMKAokYk&xh6zDK zVY1Ft%CTn5IZx^e1yUrvtxis8~caX%aw%S!W%H_c$ zqwV=3^m9W(Z_ioZom>_(6HA;#WzbLKLu7?)_-ZR2ksed5tRCFLCf2P3b+`>N=Jz!@ z;~hjwR|bS&+#`qj>7$D0BIC>UgC2!#A>a7^lp6FHE=r3oNq?<4>lB4GnA)NVBCp6e zjH!!ezQ47vc>Lg4huFQxv}I=qFp?X6(f24K1;;lhadL})Vg#Mx~Pcx^)X?;F%zUF7!$eW~}n0~HML$1+k zizmd&y7`FYb*hjkyWd0@S74a#W3|(Na{%J?#rVT~CN)ypiENT=BM7wO1pOUx3=;YV zM+=^#C%L_+sHxdd6zqxZm`&eM-PfWRd9(GklaN(AWDDH|BIFmNdNcpExc$^~!1nzc zRS&3@jP@X^?JkG)9Nj2jURla{AS82F)u;u^LCr$LNJ>X=?Uq-*C53_4 zutgkNhqeIwK94}`9%`(@yf`Wga=TDM=GBB7sFWm9X3ca})Oo>{I2OI{U#fiZ#vQ~F+4Ita*cS<-L<$}267CuWuc&7zxC+^zN| zH<&Yg=~{VPdlc?go+UWX*HV}gF^N{8htU>03+bTTlYEdCs<(<; zeJ>jW@kH0XL~gU50vP?ZPE;6C=8_?PPF>0)L2%yi`E~bVCUpj?$Q&}Z4a_H_i2xya z<5E#NZ`n-ok)DBg`&WR06i7?2_Kx4|U%&j1<&?Ut;>P#m{E_Kv0fe{=lgOyM1a=Ko z5;S1V->uMjye8q@wMbLs6Lv~1t^-LPh|AB4;<2kOoLi89}g5wovI@%HHS^9b`3WQmKdCCPwwE&hFb~jVCiSjKLARp zfCz2bWv6(xx-ZuZZ%+pz%<9tQWdM^<&CgEEU5NX_WzPt`;iSFWw^y?f&JcfyvD?&N z_t<`~z{i01mT3eIk*U5r`hzM*VQU4Tys>{Q@r?#WfhJGv_BZ$efU{^_KyFET1A)ku ztRNm?bqT}lS&-=IM_0gE>#GGq78@H5Z6)~Xx$u${wk$gOsUY{0jA0b9&+kEl?UtW3pxN z!#_|xTOKcP!CxC*fIWC?Vopl!9xij#2>birjjM-(?HN?|V=1+e&m;MbflD^`ZcgsK zz5E*h%eNkzWQR90EBh)+)y>Lz-p zqZ$C4>)FHf4}}pu`Wz+Y!r4(ypRX?_&OEe0rbuGkjei_1D{oIrKW3g2&Alz0^gcwq zxP)4=_~+*eal5>*=mFU+uXBi+Rcu6^p72O7`1iiTrCUiE{{Hi{^S%6bda#c@6a3xl;0O zcu{DrajSuFOtwx5YeB)UiDYGku zvVdEUFdd|8c}z?&MgO!|iP!#PLDY?%y$hFHZ5C|4@rr##k>E*m#Y5ttoMwlZDCYHN z^|{&iohl`wbnNd-W}gfcTh>T`L7bU4i7OQ%$>jv}jS> z*K|IG=0>*~$=h>c4vao=OAEp|0vOVBDO2mz#RHW%a@^79olqGh560al4ti6L+nK1q zeTYbCTT`D6OC3PGhYO))Fy!Lxa|G^+z_5Y;dR<&Mk`_7lBQ4WeDKQS~_F@4vADA&Z zuD5pN;0x#zdxx0HQhzK-jt}NaLMFD!wc8nQFwg#aF>+P2GO5D;GquxOT1HUhomg~#4ZH^Zq^0}mUcdu3k7~f%w0Fc*(NT9vW#Aw1dP9h5% zoJMo@5V>GAX`=!Hz)C*I`E0L%AhwuBKRh>&=8fRO-U0E^&Xqlv^Y(aKcjNwd{@;jk zgKu?g+4{!6hjkjK%lLkrg}tDZKsvZQ1`Gz>ue7yI>&X@+6%`Y&F3OuNb}^^0tl6&^ ze*)atw&G|iq9axuATTAXoJ{bv?gPgE^&1a?2uhQp?WeF>OX$oHAtQHr{77f4*E zng+jKLb+ns4uAcH(?j+Y&$QE>R>U4KPBr53c-S4v4uOD5ycXi@;gxyj%j!)I%a*;2 zmYpyFAGC_|?g*kZnyH>sO`PM-?|%D-;C->pcxF$B^&15&cZTv*R_SwSNsYeW&3m)= zW{_HcA?%wlwLewea-_Y#dPVU1eBKRv=0AGNJNvWkJGRiGDq(mJQbaWS{^A$Lw6NfXBL&_DQVY!23H{F|=k|Jh zedwC32bO8obp}`ykwF2`jb^1339G@z&~Fv`Wqga0SkjL}&8;pyr0bEP;H=VI!Z*E> zvs%G5`={5+GuS}37U7i4Q5Qg$n>cyF7L~(Yr1OIQJ^phQLUS>&m(^{QrWUNSs}*c# z6^yiJPVm)Cw6$QWYQrIZ~L z`m<7O<5l6!Hey6nKj__&H_VKY3$r7797Ll>uDdm9*a)A5jm|K)emo#Qm!5(=M+%{f ziT_wEh-NcsDVhzJ+PR5szUSD%$zsUPKi)*+!oH)A$E>!M^;0?gou{0clJN&2mNE46 zQqOb|NWBz-F@j=c{*-P0H|t*T_u?a9$pE#G@?aBzvY7AQ>E{~SYZi86H|VZezTZN* zd~`s>lxY<0C9q)?y2b2*e=o0hGfA#IGJr=;JE9WM!hr}}Kk1}~-nixG+>XvcIBNvO zVudT)LZ_uZJ!;p)aU~+8vDELGVcG^8?KaygG#|-!c+PjTq}*YtU2`#jU0VxQOQN;O z2Wk>tQ9s z4ch~a?n%^_7&EvdH*d%7rjX)mqW1Z(Q&6-a5D`AyIMs0X3FA^Vzl}u4;;W{O|4i%= z^u*f5_boW+v;ux0JWEPRP}c9ug@dW94hq~9;T~ziLZX*OaiZK+dogX=BQcM$>B+gO z5W+oPvS+LyU7YruVq$Hpsmc8AXeZqoKUM5cdieX(^h*HsRBflFg)@)Dj!hDF}r3Jjf$vUu=cQ7Af z&Q(cv=8yu~YIT-RQYQfH@Fd1>%qtch%eHQ78MzBUlfIOn$9M6YI32Xq5A4^!iA)=01vdkShvKAcW81P2)Lm|7 zl=Q6PwS+4J%)0-jX$@Kr#;OOZIcx;WjS?Y=oEGg&9x-N^4dBes+ueqY=EHvjMJW)< zZnfVoJKsMRHg^E zZRib{l>v44{ZsHx4S=MGpiuYAf54>yO`xcCIg1C;m2;lNiJqU_| zuDSiCTZuxP6O;xRCuX^6J586K76iX;{5d!8yO6Z?O1@fwgrAzPB#$3L7`NV7 z0O?Tg5ftls%`Yw`?BLB+O#AkxBv#>Mmh;ogVgNjCS`sz=bz=gx#i#yhUDY zw2xp0Z2*wQ^@~uKR)Z2Gq&@ig5(A>>w@^{Qwmtom8Ey)1{sJc{Q5ASNSw~J{AaI8+ zdYOvVA1uA;5psa;wtMfUW!a6S#D^uo6|9P_R#>dmg@Vk2g;86Yw1p4#Y2Q?#f$y1K zVTJsFw!J)sz&ilQW1LM%r@ylV^8usq_)o*h*RwOs0aeoiAMb!538s!Cz!SJ2d6z-N zEW7`x*O^9TVd7X`+3+PhVAp4I6n5cTabi65G4fK_P^7v(0nQ53aB2^zb$*R?tjoA& za?EP~;Ia?hhVdOG@i{}RX~HRcwd%q>Da;2~z9uk}q=cLf_1s|zfpb|NqnkU<`Oynf z4$4EwPBa2Kn8L4Za7^30jX0dV%!WkGU(7&NRM zEmB8c=nY<5!gVG;W&{N^o3>A`pEKCbmx_w0h?bsgjtoDA$mA$)_LXze% z%&Up$I~Ur93LlooJpwEm{zl!GyKa1pkmh_Zok~*q;0wAut%OFgq==osa$+7zFUy?{ zgc4NRfP9Oo^!***ZgI=icrXQ4b619+qIbxK(4#$=kvfZFoiXWnurIbz$;r`E+JSQ` zDI3jaID3T&52~Iq@t5ca}GU|8v&P?ZU zPAOeVA<@TvfCgTJPT8|D2a~*S7ODYo0}C_>o&-s7IUih|-&f|4G1B_{mzhIkNq_&V zkmhxJc~Wazd+3?N$BdL?C6=LxW`iRT!dLTdiRk-Vx9v+=GqQytw6b zrNkZ^NzrMBT<}ehTF^_kH@G=`RpE5D>rO~gQ+=3O385jYOxvBmnWVSR(LJ`}tZoBNy7 zsiHtsos}J=b)2gBi1oYPdA1`S5y&;@WBS!0wrF+k!u3M``sQ*1qgYUhG|^rQj1JHd zx||@FNU7F2kv|LqQxoW}pbne8h_v|jjj+ao!on=E_KLr}4{22p7!e~!4wQU(quQT| z5gS0?(e)>~7)?p5*~}HrL^79T3YbxiC@bPl;m^Rz$ABI~XuV*>b-}q3H045=qUTnM`TGBHbnWp>fB#<}l|+_AxvoNr5V_>KkV^^4 zWx1|g5^@W<%|>#+EQCT<#Bys%?w84JF6Dm7-8Of|<~nxi_x}F=-D8hEc<=0-^Lk!o zHp>?W=()YTv4ysoVvS{sQwHVC$4AB_C~!1XYm0fjT2ma1C$9n#jqLE1ce%1;JRT1V(Vu2 z(fh{+KiLtk8m*R>aT8mBo5LJ}PY_x5)W@fY?pxqt)`>oJXEwSW%NE?{^{k@^H?*0u z5bN9vKx{4%26Hc%w=lS45PJSJ!aDQOF`5diVj(Q`S?Eg~( z$)N_56kKe!W*!H1zm5>_DBJsM)WaXF73o)9QLD9xi`anjuQR`-2HHeVNpEM!N3S)9 zYa8~#euAQA5AH{GPTGR1S2+~9!)c(0hWS87=6FZ_-kWSua$Zw`fU!pZ+@w*H`8!58 zddpxs{HEug_tLCzt=J?%5C8v7t>VX_Z9@H#S@%cxV9`O&XJIu{Kh@?UencQ10D!%= z-Y&;bw!_z!vtk&tUKYoKFXWu|rHSAj-2u6|gV6G<9RA732m}Fo+%M)A zsVba6&;XJH&A3B6I!I;w-^HIB47fKBtB}9W7 zMd|+(*s+_E`^y-Se7!Gt9I6fG@74B*Ey!{CRwWcbLAq_btpq9+W24-dUl8IC6u=Xg z0maV^fRuS$$q1lT_@QapA;`VHi?OV32N(?Vmom=ngl;D`yR97m>bF~F7YEB_KZGvt z;XCCMBv=P_bq>?7|HF#?{jXAzhM@}h>}8Xe375e=S^G)qSJ0=366IvxgGxJ7n2fM* zxXcn6@)#KnJd>gf;wAW3{oQlje?y>Pi4P1;EP7KDMl7vlrI$F|+spXJ*4Y4iqkSBf z=&1RV;yPB!%+aFxNQa2ua``k170&wjDRsBQ&zV|*)oC^Vp_Q8$yXIOo19J~6wZ-p> zU*()u7kVZweEURUuE5jZd3Qa3X19TV8%IXX|6`-w*XEp?GibmJew62%uuKMCA%}+O`?$uLExdGE zEgtrBYo8TJaz|chH2joKFMo#bd&84NGdzxLF&+{SC-zf5_?&Dms`)zTN~$tYkh%&hs8;W$Xz4_(_0VMOAc3 z{fVg{A^CvkPf#4ad8|7T$GpXV7)2FWMYSVE9Q{}*%nMTW&T$xB3xQ$WubLtDj=ea; za^!IQFA|o@x-~*BqN=tFPD%A!)x@E!8Y2LRSRtE%i@KolG$DKUA6qwSWJhgE<}?2y zO+W7!U9QzjQ=Z85-#k>I`|pC8p}Sju1=v-S8Ft0s`HD!$)HHm1E1RI))!;myQbfbJ{F9H`kbXjnU9O4 z?-x&GX}yJ)Ku)kh<-dG&@EAxLmf9&*#AQZu6iEvoOV<5+WQ6+-T|F)Rkw z%kwfJG+??u9khR+cq={6H<$Y0?Pd>)kIBgzbk!`8U^4*@>8xV?FjEV+E`^ zAI(ulCO7n|>+Qkb^`5YoQ(FTYUGCv-Hw*7;*=n!T_@7|xBHtswMlXT4MC4ih4-w-o zv{d*BN(%TUBvDiELbh|CcJB)|w6AEy2fLN3HOL7iRK=9ptF}y|(eV0ZaG|e7XR|UB zJKz0o3J#&rZ`;EY!@k0Cw7teCs+k8hSUMY%S&t=G1Cs86gWENH4jC{ZANW`ur!d^puqT=lwX(;8mCxfdB<)82-^O^7dvCX{z=J6l6pBxFYjcW77 ziyy!LI0-N|_9QV+Q2W)nPTV;JIQZEz=|U%$)|Hoc#^e|BR%4(4aLroXe$CM=gSi$v zcI!TE)$2qLO3`PHb_Oxb;N4Y?i>F!9rQK)G0Uhgb-As-63lY|R7tSpJjZ{L+W7rIM zm>1CL)_IVvr_rYJuGdo-l=}Ma=ZDncOF+!TnhGx*&iwXdpqwQ8IrybZr6t$4p(p0$ zdP=lQtpsQvk+BWKdp+=+6NE#Npx@ZyzQme~S5&rtk;c8kRfLQuUxvW8G}rt9#%?*h z4{1m%ATc>3hpQ6bu+tuI!Me9)2FqD0tId~Oqln1Z8&&VvVxJ>M$>fTc)*kltQCYIj$D!4reap^AcqSNQW@2nQBA(Z0p5f`Ff^N4opPioSkxK5PygY*l^PJ_QZfzU{!2Kyb zdsQH=2R-8g{X1oMNL{)!NSJ5jJ5XVjhzgEx*6uDVtD?|c@0MNyTn z#s03GMhg@$3!}@{&BH_S-QO~`$~4_Q4O8{^H^b2c^jUnlU5K}z|JgPywss$Tftjz( z(M{Dbs-}XXud@27h=@7&A?#VQ#>nRXv|fR6Bsym5((+>uRiVHQ=veHF)Vz;zo0z}j zgGVY@_wrThoUPbJc<+o|J-RR)&`40h`+34^fpc4*D>rfF{W*VbnsJ(27B!92!0+bH zHiE!pWr8vK{PTTwV;Y9wB5<^nijp%fjPsiQ8kz@rg(QDiiNUFFc?X`_q`ndp?tP_D zC+_^Z@oDUF-huHgERZv{9b9T%O-rS0Qh}CfcRi*M4K!na4cKBXcxW?TXxq=f)iUJY zMklkxf;slzHRRkKFSj5ZbaE+8X_c+V`7kOD22hy+Pqd*Ax<2_gorkVmyrG-0{}Kpv z03fyy1cWXzTN9s>@zkcXd@b3(ne}d3$vLFIbL_Cty zCwsWFUUO_9W=eDtq&R72l7{W=|J)WD>1dU(XJO|2&bKQ+tpRzQp-#oOdl|WFa}Iec z-=obeV7j6zf^OdhZ}FPl)e zy$}aCrl%aUT9(v~poP)FG!Q{M4abXn{?U3gZTwt#EM%pm?d>Zt}$oz$W%4S7r{+=~m!|y{>)zMkWF|PI@uSj5No~Cexg=Znn;A8sZSQ+{Cy8(oo zRet`KD|kjyIn2TbHQDs_XN@N)dRD~ML4DZmowCj6Lu)*Gdy>u(W2UyfgIs)?+8BtJ=Y0z0pS|{ zdh6|nw8cVzcN)J9-(7}dAX{CA1joa#aJ~APY8c2pQ?NnA zFeG*HR6mt>T)apNclxk_ked~nur@2%2x%IX;}V0^2Z@Bi=L$oe|19jT!@hJ1DIp44 zL+&cr1SlvYhF?17$o~=tTYujv{Q1*BzM4elQ(OBpjsE7@!BV_PsIAb4G_|>bXS(ov zSo<-CK4wM0D-4csJ~$ufydtw~Q@)25^4R+7z^#N?>_2v)S}UUTQM5+)3hEY$sx&5K zBX?SJv}Ajwxd)cIima51+tk#c2AS3xPIv~LA8>U09NVi1?#f5E{nr$>Z!#*}hWu$3 z2iIWx$7a|ZvwyBjkOWg|BYvjrnBUWsqi@ak$zA-9H?Gq%fHVh0n`8II zD5iBph}ar1$5lPq^77=)T-Vr3+ng_U0@1Ih&263TYqA?iPx~2)h$S3m3giiP#zK^h zw!E@3`tzF=OqLji!)8o1Fq1pf>UsYre&`de@ejB|_;wEM1r1+BHH~8c!K=aY^X;^x zm(1Oir#Io|Uiix$L5?>c9_calec$d7yCAcyjJaSOOXm!0dpumW?==1K5=)c_(&{&v zG8^UxB7?=iVlp(Zz{PLt{X8VAYH{p4Bb)J+3rl#q@;FUVt9pBffgG@|u9N%{RIRYa zrd&9rRop?8ZP<7SCp>YD=QXt_FuCZDMiy)&xG^Sm1y&{ zAp60(U>4T9X}F43|iF=X%=kib?4LHZcXQJHF4Vn%4U@XexS?V?7urZ`CyW`CPcoM-Mz zvv`V%I3`Om_675<@&_Pn9JDX2^#ECVO&uBR$EdJIx+liL-RY7Y#Mi$Tqm{^d;<-i+ zSN!&byOc-ZVNXeB6LbUWC-eF+V`FUobbA@{k&L_K#*_orj%0KtYawEMEA;xdxc^8ekoDGr7QQUx_3nL}?goa^fxIJRgR&afP`+mR zXlYE)5@m1)D8J!XegjTta^G%F#JnFh?q;s+fD-hyPmOTU*$)#sD8SM4*#=pUJ32kC zPjyt_h^*pBt)1jpli~X1Ca}-70aP-4d*H!rzwlw_Jtzg6uMTL?0PU}7RsYdWD2C!K zi{{?d83@m{>W^cqsu<#F_BY^1QB?^2NP)RNTR|asFPt+$L@_#fKO>Sbx=LpJ0A0R1)dbL^2>%qbQZKvfUu2MI{2 z_#tcm_rKrx!`jUHz4sECg6rMZ#1JdkA5$EWD~jl&GvR(oz#gz*mH<2tVans(F#v(p z!D8{3geLRehdysDs;$S#cOCk7y1C*1$jlk1AC3n<_UZb@j)!dfhTi1tNMd_KBmp317EU}GTOtFC4V**6r`yy~qDKmE?j2zdb;uY=`@ z&D}%_E`<;#Y6_VNS=7C|;H!!ZL@lnubn+t#yj){mmTuV}Zam`&zW34!g>hRst;#)4 z9RD>kM>Xr@LLIWehe9~_mKLc2=+|J1wC0;M`|5cyi&+74Jy>7zJpD0;@9c#RN9(ScE@%Zvzqt|8&o{RF}wSEi@ z@`%c=sxlUI3v}?skc;U_nN`G)OP~6t(oI-WyHZ^D9u`B-?w7v5gx$A|f&{Zffy@{GITnrw)VIWz@tdD2p z<9^fU_7y325qvb+qP0hcKbGxh!sQ41u7J&MoL=7zVO_UjJg#GnM1L8S3p$3{dtRcg z+Z;RD<`Y zk7GUoIojjwL~@wp05)K5qg)HSv7FW0aQz^kBidJs1L@I8tw{`If^3GB%1?HGJMlY; z%wtKm>Jkyd^RIET%J1>_8+bJ4iWeqZal}}zk0$tKY~VmysU{AR$u4>sPv7bzG+A@n z*VVBd#^BSP6DZw^hj+-5of1Bb09izbafG_>ss15c9xg>p94Q2UO1)Zr@5-`ynsWbv z6LW}_2(xM1wJpBh`+3n>D&J`Pzf+x_TabylJ3`RNzEWwT$^BVN9p#-Gl($_6>|&!D z;rx=UTBdu%YQq+q5oov!dlZ?yOJVK28~?mr+a-NFR4EGn~)Hsf)DLK_$Ne66Q;BI zdL_jydb3d{z`)6D25Zt6Yz0n{IYcLx_AB;@p0=GFgpC(7W82<8c0IJT|2g!JO`hfq z@XfJAX_EyShjIF%?$w5=VN`8yXdt7Mbo)!NgiXGr%_(Wa$hY|d+%A6qY=}Ira?Ukj%z+yJu2ZFD6DA* zlMi3hwozCip}!e=9HK}r94&K#N=V^W75xBe_jSi5O^GP#184$Vgq9UZ>FtRBn%j&H zIIj8~MMP;C((jER9M;#tlTeeNR8U(f?40|zO8kpe%|}>+gr_N5btjv7QXJ&K#EX_i zxIjDoMFcv$d?DPqTx4CcG`5)f3jw2mLgcWq|69+7g_p4^G$@gmXm-pUy0CON@=5x5 z089#E|Ex(wh`Ds`(d)D|r0ghWqr^0QWy7+uB4Noc><3%+keQ;&rsC-zOu>6#R>{PS zWygJo`JnGs<;S215+D?5lbk9zbTq)ZE#@3BX&od_ixy!zh8Bkjh2 zd%N<57F73(2mUh!meQ!;MJg4Q$A_NcQu$FdYc&1|_lCQ5Hu=gww$i=Z7njACuU}5% z6cV&7D4w)TI&1g>I-R{7y$ejh!TDRiCO^<2KuH494?_97X1>FReZuwB>_PE*H1-sA zJZ38}QKJdri4?aRa;3}Fu!&TD)18iF{k6vxpQuP0PqjuVlj|XOd#UcaG8T{Wu+@vhm2M%k}BsgrluH<4A%B&E{uV{BiaD%>2i&+czvWYY$ig3{cg@`^9p` zo&(g%jpHQP`hBz1t;OY)m%tV+ac(WB862bVL1M;(gQE21{e3`cK&E3v*rq^L@UE3X zwd77g(^J}``%R3u9(h3jn4;hxGIXxq7lx*Vk`Z_{=e$Bj~xe;;EdzoH| zCox_?!pX3TFAC5=q&q%q@^k!5I&%_GKn+wiC{!$3)Ww1opOpL7!>MW8S|7%f)jD(5 zE10J-n#1dvlxIKkE>TiazugUz-FwFegtf3cm>`hK?zjHdTARiFe5`3mm@(9;7fd;t zG&%*;Q25!7I{n9gh%wpjz87%5${NBR&oroIa5s5;_St>n%->^ zYwB7VI5w+h8!kyTjFL;_`p6TacYP&MULR~|sC@JdW;baOwOIxi2#mhJy)k^K1<@nh zjcZ?J<|%VC`c=}U!3UX|;1MX6)usM^1i-UUT+J`XsK(ymjdi)l4xJjM2sWxnjy*34 z6_bWp9U5;fB1xv4`MTW)cj)7y8g7z-L=M*bzQhY*w)f z;k^Q;r2ZzAeqx?LNP6xF;s{dpknLg1cuwH)V0@UFIB&!ive+f>xdwoZH$jMar12K6 z&2W4y=?rJ-=Kv{9*gv`hfi5igj=Y8l^ey8wkrV~*#ohHx%3p$h?-;kbk0lG8^% z`=$E2Cg9o8tb-4``Qy3pr|*AJ=B&hNZ)6U8@|#4U z=?uSj9h9YwV+TbM$b~z|Lii@9VD4N0PUrtE!sr^=>bIxF3%lUikMv=Q+*FC$-uOn_HS-qje#_umO?l1qf z)sFRrIV$r#7>`xj43IA}Un^C>5sCv0d~ym}GN72|Q`_v&zm zkj5ont9)y55$Gq{s@@DOSPVV+9TD?`b)lr=8?7ZJIgk_l#z-cmNFb}qaZ7IigKEFQ zSGHWD)j*i$qk#!>1^y*}mYUu-)Mq+=;4Sh$f-d)OG<<2yJ2C3xEYV%+DKO>+*=;%5 z&oWRxQ0?$CqjT)Ppg#M8e;zI!%rQo7?t@rkffeE^dfpDMO(7lope*`m>3^rHD?IWL zhU@vrP)h;v6%3b_V0(bOQcOKm>iJyv{V{lJRdRtBMJSujMZI`e(OKV+KE`KOB`xtyxv5on@ z<{V`8ZTSyr?OyiKoIe1DkCpsf02fJ;|bZE_RuV zvW9~*2k3nhgy*V|cMZ|O@r<}(f^jc>^_8K}%f78ioFUFzUcmhb6ajc53huQVgy_>d z1Y1%jXSi=(hHX}!Go)t#a{PHMDg3zYf)J*Stg?S})T*B<);EJusG+3&_Z^Jl-<+llD zN4$4|RKLk34f-^-KGgJzPV6VE609>A7KE$8UMxmA=C?RNu@|MjMJIa)`vYE!>9UGo z^xd=`onM&~ZIOVIHQu$|9{9w@6x-5X*jtIfGf+kIu+dcrSQxY}k>CNpL zqsZ5#zSfrP%c#6Ine+$**@P-jn9k#>O(cPT<>Vj9+)f>1Pk;6&Dute}*0L)iw2QnD ztU3?E*G~RpYnhy>P9}z^-}pL!_g(P)ahW|0nXDMDgGD!9CLzJBK7@251)Z?FPZzOkOu)brs9hQ%-6d3b$>YdGvU?UV4idJCV%<-{fUu|FqX7UE|NWiZ0?!lYAgMljjG=qO^`e-i2eUALvqX6YY zSrVGV&Yic78Z|#ks!kc=2uO^7;X+#Q8+boiHU8^5*^i5N$i7i zH`Tvx{9VJv?SiwOO{-b3o4b8Dci`L@im$KnSqFUh3DJRj51f6YTBNL%58W)ll9TS2S6RRK#@QJ2C@nk>VdeMMN>WsY)=jY+)XRlLd`f_$64e= zIpJeY^NOO&-8ABB&n$5ZwAZf_G- zuHjUX+gcv>*9{IzulCD-r+N960^}W*m{}^Huoo8+MZP3kSdCns{R>aryOeiptO=IV zn$Ir@KM7Ilc*Y-IEeG$XI3~J;^K;8;DusW%I3WUR?-#TS=KE!fj$eGbWUE&_!vh%Z z5k^^}hZ?Bw%7;ke-48c@V%ghYIT{HaSiGeK{h|Mc&{HE!!a-De=RON4!S*4rP3^+C zmjFSXps=GA+s5v^lO*6^i^G20m8hkf7L?F(pilo>Q&d^K6;ZLty;es~y0+hiow^N? zVfD8dl#MsZBD=%!CydO59iFUsEMoF)dx!Js{niw?-|DPr)qfCK!Jtc;qD}EfdnL1% zsVO;Mu5yK>qwCJ@9pH5w?TF~Oq3LO1Fb_)lxR@>Or9ujajycWk7qot%&3sI>poab@ zjs2$BaV`Jes?7uJz>3OT~##>_bOo)Jzes8aRz_z9MbPG zNqtuOlpuU^AfRSP`MQCe6x^;Z`(hE^|&gTrs!DKC94OB{k{)K(tiZ2{s-PS8uIJ8}i?kJG+RW-mp zw?O$^i`>H`<(E9Fao)-Hcb}@;8}FQl5=Tp&V}|jpm=ia^zCv}>p=nIJm-IR-)TSO_ zY2_fD#dg4G0={3yK{1~vWt18%%>y>YAE1NS?QcMJ%k*Qr>|9$?Hz@rwc<#-- z8;d=GP%2EH89c&*oJAk}_YNVgm^5D0zYDqhlhc)o+z2AdpK*g9dDwSy6!XaQfg{-| zSW8OhCrvy0Iro~2-BAXQ)iz$ZY(w5z5y3yIv7RBA^?I%KXR@X}llpo|-e;5)*|c7f z`-hq|_L1&inCXEK9<@2`4_Awy^=R;(hvQwLYj!J-$?SOUDzjuoS!e3a-oL~hoh@PU z3F}7y??YzT(;9p)Q(Rm8+q#90ZQ48KQ;0jy*;Yy!rCFj3X#{Qoe$`IQ#(Edn%-f@- z2xGMzj3X`ZN!&u#3J2>W-=TGE`?Z>2c3VJ_ru`D}I-jQDQwf+KW6gE}2sPBGx07AB2sTk&F7xTm`TQ^2<2Wy_CTZf#~ zx&@8}v(WWWi!T7|o&?*J-!Aiq5QYvvP8i~Cwb7{yfS@&a3@!j!lY{IE(Rmc;RoeN@ z1~ja&sKu|eS3*7VOI7>Folj|Jlm&b?xoG^r3YN71|4f?aAai{_tG@aY)zc8t6fToU zi$Ibt2k?V;xw0D!)Rr1I`bn6T(1|O|QL~54kHV~LP512s$F_jpAtP-6+|;)aS6cTo z2~ESo{IB~n*>w88|6wzDredqy15(&~n#Q%ib%>C0FaIvjFup@d+HrW#;ZbcUcX>9W z|KIRJAX8iBm5sGpXLft*vus7pcx1wLjf=m2S&Kw&IY_n5B|6H}EP`*iodifVDcKix zFG=))+kM&}Wni7q(BCTL=sV~w-?$96J%TYJ6^c8u`? zNVHaeQL=pke4G7GG_Iahvki2)8&ZAZv;})F#4-Y#*YEddc@`f_2j?4;BSL^ac`r9A zy7iB*hjqlnT+8Qg<-yMvk`AOnW{YIl^I&lzpi7fo8G3xbRCG$en%MJ1l{@KN(+6Zf z|IYieGY=$~Ra&UXK3Zsz!+iir35yQXt^i6irmoZ`5J&9q{32zjipyUr7U3nsl5odD zsMy3s)=m$E{W^9W$?fjQWf_xTsGmqnaWb#q;FJN_5*vEo{{pKR5i5-*L%N>rA+|6yNctY;B7(Z=F1xSar%SA2$&FD@ZX>Z#^U;iAXd33+_VATQJ4ok4jYTsg`xwY{& zW=*Cfc}p~h*SZ5VnAIhnaTmQas0X`CIITa5YEJ$SQW+RCDJdUUz$%`GH3}mDt=wl}iO?-5PQv0e7Ok*%cElTYeDv zv2;I}u|bC~ax6OP5y%%O824%J$~2%uZvd{wQ}gN$@%HC5A|(@V`U+Lt5r)~YaWAHA z5ur)i3Z9%F&BiTqjJa)AwmKRn$>?-}=d<$8snq4T;WllK zF->E&$!c{tu$9hT^OZTAsLr#Sfs*}m8`G3h!uzk{JdrQ@c?}7`bYa_3qS9Su^W+C= zPLab8K$x#%+dYG}N2f5okud*M3%~q@qr9t%_bnC;8yWu%^i`3H_p-nZ!%ptEQdGOQ zFEQdF(c$&)^$+W>bswFkpeEXMg^;hkmAj$mJc6X$_fmL&IVpeX^#_PV8`&KMsuomg6C76VF&OgIP zx5YcIT`X3(XPf6ICbQ5#ncl8#5|d5{Mk!W0JkZKoFzZM6G*@>T@gEjYE8CHjRG=}g zD7i+*qjgOF!CjTyaJ#Fu)GD>>FAub4g<9z^oW72|9cQ4h2u>PWe-wWGM9lm9%t&h~ zgO$}Q3b7Vg1@%1ALr8*a&QA3}$ku{Z?{;_T4Wsvef)aIu7u;u1~#nUc&!Uf#L z92l{Js+R{B&drz}+^TSwaQclemP+&7vFG3#ZhIDZOHcztIn>5%{$)u7CpBNZR;q>0 zpX~4mR7p4@E#RTeG(8e`s85>-j4&6MANIa59#=Wz3$H-u{**BsRe^Ke;yq0D$m9P|rz?LM=KKb@8Mt7-9YL2stvEh3 zXYkg8(V2a{r8vy)_QIi^cAFYQW|wMz^Z1jfVgB8}r*lW@G{9MY+86#3nI)4(nF%LE zWoi!zKP`&i^{Rp6#LiYz@zLJ9oZo-cZ`Hg-)hWJ={rgJ0eZ1!=6H`1hVaG5`Rw!FV zQm<1bj)!lfC2px7OrLkz5A4ELM?w2$wJT#=Sin5_rswgSdY)$Vld-4xo;u-2k0AYs zrMi+fD@n}W=gr02=s*IxcMqma`+Eq%vjnRvRA#RYKv|NupJq!Si*In-Lwu`Ml{Hg; zpVcwB+HGTFtBk#n57J%R&!DkRph})oyV!7)UTjHD0j;DeYmrLye7Aa?pOh4d0A{ILwB$XHlLf>*VjF zJkc-{p^vzD;$*gJ!m)cq&9V#Mu|2{`Y`{vb){#g$=BPo+xeki;BGwak^lQV^#35n5 zK6xsg+E!C<*fG6Zk*V|L&qm4ejh9PnjkQb+(*aDWm+Re<)IP^%O~rn>iQS{x(JMIm zD?*^3w|M;-ASqns%hN9M`)v-o4MuIJW$|-#u*aAKL=GK;mIz^6lUX$rm|)@vCkoe4 zwB6_S=!2Nwh^if{aQ{zs->N9qYuql0P;ur;9k{1}lLztqTgS4MR^n&q&(x!Pbm{ef zY`_nLgEHEC)^Y4)rH@Z#T{4n7AhS}41u%;zptHhrv7zI!qBYt%Upe`a4IyNNnJ9mfaep|b+sWVC{#Eb?*Tn5# zSjFMp#9(b%8uos4LpDf&&_t`6b{KvcoTa`3x@Xb&HS9&vkL@$9=|=-G?=9c~?YoBaJ1%f7BY?rOib zoL9`^eHPcsAxs6xCuN#p@qMzJ-vtV@>OBbVgbUD?QL{O42C9Hq>YkLEhmp;rTE$@1 z$(%zX?k0sgTdi=29bx)t3?GX*WW|m`gyMz}{{>&r7g4IL>IQGNa4k3)SqLlszW!rDW6#Uyu)e8p_`}72{8H8JESx-l9GY`t0`M(6R>@QfCAtB zuX#NVTz9H~r07a7J^ILo6`&p7M78KcmJ3JjL%7kaj$qVPXI~%}@@S>%U=&)<1ig(q$PWW{ z`_xruK)MkOT**6L>1&Mh`~i3jC15Ui`0;;VYXtPuhO$i%g}39Q0SyBvMu0CQEwShy zTdn6PBng`3QNWV3eh*nqM@sMA`J!SHWZ{-&;||vAhra}&Kc`MTdc&$prmRjVWBK?P z7Qn~mk3jWFalg>|{hl<`qWxCH6MTGCT$q_6l2lS~1l6*!EkPJQDq5S@dKcOtjIJ6h z%f7IIlY0-`0iliGf0%EU?_(D^OJS9pu>v`mV5xg|Cl*%+Ore8C@yl5|aA+QDwno*A zfMN?i*Uj}2YM%Y1pkd1J{3!_drwDWi%w0CXxMM`J*Y|v~@hQMQ#1ELxn*9?PHHlK> zl6gug+4LWqq|XlI31JcmZ5hv56-JyiB&Q>9;LhyM9h>kEB+fVvo8A?D6|=($Hn3!@ z4>U`8X5!8u&dv0?$Bp%xsO%SSrjj3W{1`t*y*dy)wf}*l8uR#MHKqAuPx}JFL@v7}@ z*Ot?F9$F$fAL}lQASg%BZZWQ!I?8w}Ijm!_Kor*DBNkcES)h1NiiN5Y1zJez{G<>*^v$7GXxkj;S+_nbZwI^&>xi*NVVG&oMJ34YbkAEJIO`+1bhx zggt8%0c?kFaHPxziARUklXh2gIOsCo4GxCPs##Arf*VoEd|mDlANjswy9@S-7n8kCLuzb??Qw`Q#e~DeAGCmm`|}f zC=!mWyl+`wN8!x8ep1I+CN&jc1DqKp8t5rmm%sJUXgN{D!;2JCh1{nmFKWoa+jqt< zIP#C^%ENsj)c(TftM?}#n!r=SbTu5pmmVR;AZOv)f2oGAB`Ys3qH=uxu@&TZ=m8aS z6fUAtu@6 zgOVe}q=r8|LmV7=x}lFe&wCq=+$()B z@qtBE8ZxpWv~x8CM|SG1HkgQ}#wR^Oe|)`H`@R5&3e+_5W?T^OG#;H1qgeKL-uI@= zD${vCh$c@mXO>bbEpqPF!ag|mSvAyf%m`+>u<|le#VY9raQ>ekwu*jIF|kh{Rd!@# zym{iE3sNx93OcrG`-SXQkyRaJ|HF)e6er?h=gtB};*-Vo-(|GQTedgJl7b1r^it45 zSh%80EfpPACe)3%#!yVf{df>r7#pXF3rqm}uTF$la`&5b$S6<#J~n+$Z1AIsB5tvo7i1jb~bX zCGTj6DQbXUKxc(G5+w5Y?{(f!sRHh_Gp7#-hH)>nr5GAnzX!38mGna_r&TY)MlXg> z@1Xp$nG!T86=Xui#%}B}GgepbX!$ONe`lilN#!Z&QEdtL zjDZZ!?cJN4Uspwv26#M|`it)7*UrTu#tRZegt}iggXJbUJa+E*E+2(s~KkI zF+qv)$e$9!BnlmT%VK=VLGR%^=6vi`3GeBc9nfgFOdb^+_bF`_h;fnmF~%FC#hn}h z1R2&5!)-0Ii4MTYt~m0ysl_qX0I}h`rhwLogf_|(dbO^A$#cB?ahK+VYSb7S^wX>~ z48OO#{QA*f$~D3|wEV`&)Apt0-Y-w5dgwSUE`$K(V|9+Va=BmTrGj8?Max&Dk^PeT zn)tmr0eeie=5?PNsYbq;`)f7}_?H*3yZrsMoQ|~haZYEEJpF7Oj<~_0`9JWYFkmYM zcZ$X9e!Y-!k+NGK^JVQsUqvaw)}T|d0&`jI_CqN9H&YXz)83CBeds{@iQK#$^v?I_ zKp@4z6`)4iDVU9964_%G*unVhbw2-+qTsfkiH7FS^W;^nsG~P}=jD&vOEg~_kqUFD zV6m2r$fRd)Q={2={8C0q+2{^=K!tE_R>xg(d}6t4dn13Fc&x5-UaO(%8J;3f@=17- zWj-SNtdl3rhkzn9>0czEe@UpUn(>v~v9Wvcc;^{4?qh8cqrXf+Rv=2Y{-yz|jBqH)k4Oj^O_^*!?tS z1@i3fl!FuyZE-$|iCwktM|B1QeTq=!(kqZwtzH7Rb?6U!nuX;tvT_4wxn$Dr6CDzZ zCJRfu5b8A+?@ENQd$h~;$9~Ht)Gn#r<>45~xPmidiNdO4;{wzkk~`Wx5U6eNz<3v| z8vWXfp+Suq@3ba8%Och~*S#{w=ZKBGcV4Y({xU96OfNe!75VL|)9hG`Ul?BrK}BdP zlggoOu{NwBGcKCPq;i2}OC^dG(~U(Vz07Y6UJLDi!c51L6U zerk(GeVVA8%x=|*S9TKchOg>t*`j-k$$y&jQ5QZ)P1r0Q$_!)lM>F%TJ5b~M#Vx4s!Po3{) z)jEGzu1%Wg48|o$&xvnTTqi@i*p zvL5km!lD8~yp|E;SUui>9< z?L&bd2Y+|c<;_plt*SF>1oacFST9DFIjK(oMbV*_*QTft=ccHViqQ5#oMcnfJt)99L zJBgURr8###pj(I|iX|Bpi@*Ky_M{QE0rJenho-0Ok2*xHiEqCjZ=0)GGHhp_5ytF8 z!3UIaQ(im1o|k4cRmi`Q_VGp=s-ZPySDTj_zV{{6<7TqK(?=|Gw(BzeJ#E!mYm3Xj z&bYHK^pfZf_l-8m6LT9)3%swZZrz4~}+i@UT_6PrT=AWQ^ZI z!t!fjQ4MfwE$q|;{LW~=geI?78JE}96+Veu$6c*Nas`BI@pts$);uNUC(HrIb*2!e zs%5x5qerRWcWy>~pkom}g5ecbUJ#6QRG4$Pn-QqpF%O1Rwbb!nLy; zM@YQJo_u8uMwhGQf+E!2hH(6vDlfcu69JEGll^MwgYnZlUu5b-CUj&(+*8-PA=kS4 zJ(#w%a4)H77AUyGTT$Y5>l)HYGySzzvn`{A2AcmU)2S_;MuM@e9@#s>>DRv0RouFHT0RrW5j*|J0^zEAHDIj zl;=Tc_4l9#a?7D2h@~EFppbpU1!SB@!9@v+6;wz&)isD6r0}$==E=pBWAS=5>o8S@ z6Z3PGgAT0K@#MQncXI^!+m%B{hgxCFBrlyQ{&^O7@MpPooB7X%W*>55scVi&{D0jd zDJc)$_OyH76TEPsgV=d$b_Rb&Bug}Vo9Oq_vS3K%Q3kH@|2R6!xF+AXjboyKAS%*K zK|x7rBsL3>oJdJd35f}aG>lC_x&#E2n$kUy&e0PP>CTPrjTi&A{hs^(yxkl4?B0D{ z=XoB-`8}3VbwVsA_E3gd7TKoyQqFGByNR{b%pb8>7FCZQzFiuCsVslvszgr756{P4 z9>c#l_QN`$XPj@Q=8P9+&-lX3KZ^Iie(nfJSk6<=78VBrFMK$mf69WBPgt=;40J?d z_s~i5R-$HvU9B|Kx!~{E@91tpnOc_;MPWAahnN70F-aH}ej+~4rt0QtKU#V<1MEav zdGNT$Rmj~QCpHrhJ$6X^mYxN%__^EZmYeH#>N5+c&+2);3F&H=Nf~u_9iOfOh*T{I zevS(3U&_Yt3W3pM&jKgW}Q_@D@=3zhi1qB7nkl9)@1kA3}WQ{&= zD4yejV0p7ap99p9PiK4u^mGW@=uhu7mGgeOy=!=^f;f8Nz9j=cxl~mX291;e&pzoq z55IPA;ex?Oi0D?oyJ#LyYS`2W=>f$!tn?*wUZ`p4VHJs^7#5hR^WwLRpNHhw;)r+I z*X_qAXC5(SFP|fpS+`c{(Db!-IlF_dhbNBDHOph{zWOApv8o%U!k4+TaW3x-!J<&aNf zoJ;TZ%}TWoPzQl^`C#9OaXlg?#0YPnOdzWRt2u9Mp|s1z`;uI9Z(rHI>=(N5LM5?< z;}Cc!a0JLUDkj0{-lQH+7qg8DgScgDAtDT@qNeF;cKciQm*_}5S+MXpp~TDSU)O?8CLBS?Mr*-A%)PURZ-&z0Hked)?!{eqb1 z?_T>BTSm1bc}Bd}-(SdR_*1tt(Z<&KOKi{8$=WH?iPdZ(A+RrS`BayZcq-fKO$SAk z3ztIvGE(<~Sx_VbHVF~30Eezn3JxhuOkt7+B5mH;41TbGD!!!orK=Z#3<+8FnO#}2Y3_SIPrK#~ky zdLP8)j_Y{Jw~YS%D*x=jZN1Yiv>GGTMi(5*+CM11ykq-smh@9Bep*dz=m7djKy~y{ z!p5a7+r#gnz}TfPkeA4a4!bJoUH1+B7Zu{)RYkbM+^&Fj8{b*13iq5HITekCE{J6% zUz3Ua`h8)s7RblhYs3Gj^ag(bT>1`8tlekE%Iq7yc(H%t2~r6&UaP|cd#=gvS zcgreC9CZ1fcyq|#)d#WYw7(`%QX>|{_R4xaM6A)z(u|U!Y>&ufKibsu>1mKT?J`A* z0H8H=RoUQj+iAs82WI;lA6?u!-6<sk%y)W|~4+NM9W{}&9amxkUE4Y1;_4wnL zEu%{XDH{G}bjIn|7=C;a`0#9ow#I$2d5HWI&zwH3$SAIymo_Wqs!y{feB++i4p!Zn zztDE$&H9>V?S`21mq^8d+U_oG_ccVATeeP_lMnV%<1@Th%ymT``QG<-QDpo%_ze*{%A>Wm~?OEnGk#9GpUMjP_B$?SyrWM>OpZ&j^gJj_4`sTOc#Qi(3!A zlv++2wPaZ3p)G6$Kjjow{(PV?th*LVU^jx>R;&(kNxcsnknPmx$iqLu>a*< zE*VEMwI-%VbGV7?Y##&R!{^9}ENSo3(R=!+4;!iGCxS5(#UW4z7N`F|tT$k!k* z!~i&Bkr#Th{zO5gOiu5qbnM#qm`v<=%;6dv3H4+bFaQj z36TW^O?nEZ{~q>FosZfL7hoGY)pT(YP@D2Hq!yE%hom`5q~q{0rh8nNP7LU>yi_cm zeYjs_+vGh!7XO2p8eCt8`DJ4L+4sOtMPmw{y~lh*Ir&{GA9%yRbJwls0i-lgSqYO2 zadOoU$~ZFP>729C`CIX1KHg(E%swuw-#Fr2)x$YSv}P`AHF;w8G=s8G>!j$^_Oi& zIra&o_D>o%TP6f_bqAO*PJaXC)|TnA%48^uiqFgT7L9Z~>>5+>f~FCgzhByRT?K{s zuh;k=51%Tw)%e$MqKIGn<(FP(^{(7{2ReGeH0^kh!UbFxnZOz;<=lzsJ6R^4*-U#& z^o{MFlsPZ3YKISxa(OE!+yEh7rD(189kPu6UQ4?O0M)0p26r-qd2&*Q+FHjwr~jNF zIkq4d4sM{>=dHF0^5Lj?D0)e(|F87Od=s=P&f&#KCK zU92|)S&%r|0hXgxB3uaX zZq^L3mt>1j>_TiRZ}~gCOFCNlgklQ?^Xn1B;`dtN^3=~>x9$Vt>0<`d)d|eJ!;LyR z&kHOdZ#<_7T=V=eeu-9%#k7zh!JP5FI6_>yNAtoGpoIhT8>AiFS@%}fBIjkD*AOK*|%NY)L1848=3TS zNLdPKAJ5MFt=i^qEjpeA&J&@9&F6hNHArk-0i};*EGZ6n{vfkS{@U08e1qqyAGg!z z-%FmaGm{RmIQfP!GMt3W7UJ63*)nku3J#0cm_J=20576Q`yjBbe;8BMx|dJVJ2>)C zNk^`;GCK_S0uRV|0b2#ycE|5>uAN}p&}S^tN|ilhxes5S8c%U^RJU{S;r15Yh15bH z=vAp|+`ZE@!S~`w$O)8@>Jh$c^S0|;aKFCT@HY6ar7ub=@#zpd(~LE9S|Mrwc>(fy zt5C>c8B~J^it-x0=2VY}j#lz+yD!ig&as)QxHY}lWFsf#ob>&; zpo#+eD-3|(3Jsu)yJdCbX^Jn0MasW~I=(@;;)D{f(!DmCImf^O4c}8cnFAR@YGm%%BXk9E7}Uj?=52vFGgD=Xex1`tB}2VOu)>bcG}%`C9W3^ zxcOobny13PZBWUb`DZNi^FbCDfq#DN()hk}dm=f6qQV;(MPO^c>{$nOs0xJ+y;_8n zI!|t3%Q>UJ3)Tkl3p@FX|FSY$glu6+i9tQ;^ zJ>7+gAq#{!-Qb_zH%QhvJ1Qgdfem}l*U1Hn0v>(VDRNV+qwpcJX zTm*8v>0?!!hQEXBO~>Y7FTegy0GQt&hPWUx-cB<>z=>on)ipBvohiGP_ZyGyp5aqG z^Bn(`zl1m1t`siYa3y@nS!NJrAz)8b!6|!nD1w+(ZNP&$8;iZ46^YNEADa%Vney{; zZCYer8218@1ccA@>tk<4G#cGc`xov30d)DG?(((33kY=L`A-Dfq=zq+g!sWpWceu^ zsUNRvTJ8cC1PE2=CXpVQTAUWcOcTRvO>K(q>N)M`+-=hxF(=4Qa{>+Y=ah=!5Px<< zh^p<6>+^~@xouzg9j_&bD86?qRzuX!)v95971aX#LIF0~L>AE}Ha*Hw`UdA64=%p* zs5b*Vr&!&w%2MZ1DY=HvwGl0%e;#vT+AHSxI+hM+MT=+FPGq-!Db;h;251M6x8Aws zM~_;y1uJ*t=G->&Q9WbLCgiU!5YupT?pcga9n%lH#0e(q2xWfJPB{k1Cy6g|-VaTd z{f|MC{EJ#W7(e+P<=bBFnjtpT{17=X1rBpi459KrXc(DaN^tyV`#I2G*1KiF=KvFn zc=%JVY_698yZYBm=eyO?Qr!leEO{2+Gx192K^HFhR1)aCC7Ks|3nP<7^U2;8rJ4=v z7e;CG?{`^z{pBJWHOs0e##eYx(UzvN1njlmGRqKX@}rvazW)b>O+SW}*`y7M| z-$ih3*=>gYz9UU@+RJplrely|#>&Y15mfny{!fUPbRW7^Y)X6Pjj={!>6)QzOR2d8 zjZ2Yg-N0_$!z{!lip$#+@cogjG5MGrF1(>=SKudJ*)@ImD$s{gAUNxX?zt43Au~a@ zon_mTM3^f=jTW^fAz^An32|Qq%e>K;2#(%^4`=7NaTFfEwKrE>Dm3Xmw#EM4pM{bO z23>3{q*xsjEQ>A}tk!qsV4m1U+~8?LljA6TAAY0WImq|bk6kJi)-1K{}>@XyuN5|+fTqKG84=`A~w-o!W&o`_K6A8LXzq^rq9r3vG zrlHe7<%4Ip9Kj|JAF_3?A7FAS`==F+2ZnUq*eIgsW1rww0D&`nHLKK@4aXJ>NCI7t z^UXI;)bqYgSv(&+KGRNkU3aAsy%VS1RbpiPee1PTk8DF$_C7=pdGlH3eHvO-+T}gc z>>#{!e|;(L9{Y~MxTt3o?e5gSL+Bp{GX{K^Y8*7zW4_#{Lrts`b;T6lP~TZh@yhj# z&a|&eeR|6aw54+6wepqbs)Lj$xu3#GLhSp6To|Sd%_qgdlbNxSk;S}Zu;cG&#mJw4 zvJc7iZkA)9_`4MW;`frcG~ge!gReInl+|>pQjq`uDcQ-@SDwd5R`sehTx9%&X+_m- z-?_ze-AXYSviKK36tvZ0IO8Z8ojX}onJd!B^+DecP~ra=^izIB`ldlNIC6n+xy^e{ zftLPuR4V6r-q7}c3{@_6Dd%jDcfZb{Rx6?9rg=|>soeP9{_FFP^QM9dTT}J_WB`)T z022{5l}$M3+umt{I*;HLmMdj;Y7Cqgn)!j(R}K#Y?K%wA7HfCk@t;xo)L}z%&kZ$g z4(o0{A7w@4?0~ZRro0%kGpcT`X^5Otx49Gl{tqWV7m&`z$jz~7Eldd`J=GhRN1gW- z7;<6S?>uSrubMuN63CH!`}JGa{#D%4?U}G%*D!IW?4)9I-Ki1NK}Y2MTEzj!ep=S$ zb52Y@^82C}_@YfSDPm^zB({#Pq$_{ZGF_gGIPgOdwYULEu}qKDIJx+fGO^%$FFkWb z<5GQ01}&1{lr?n>1w~*CQia+FkiyizFAYj$+r?ddU?0EiYfgAxv2roZd&R~wF6DjO z;tq6zSF@^$Vqd!H9PTPvWm4mCZe@~1I>~U0IRRX?fvx=a$sUZ&*831SxM?1^k_LX% z%8tnpK+QfB8ftc>g&=IE6n+xWp@8Qr+W7&4lA*xuv`_sHqgnh-lp+FRKoT*%N#YWG z_KZ1Y=tRwN0L*RS7Q|jYbTWSUg=vUL5uTceZ83p$Wz|?;wr}OCtA5A6eowv_DE29& zk0%%C#tVx}b#H80ZUjzdu*LAHFG$!xcP9U!v@yh2yA=B@#nRuYKCv=L0r)rmcfc=W zz!?;DzNW43Jo@<1{NUGr46U&7r`@HzHqDx{ry6XOABJ>nDfYm5Eamermnb%1(lem` zf|i9{dSblgy6_*vV3esU|9=bulmDBuuL=I{bYc5G`U%!pyr+bj(!EYZy%Z|ydxyGj z(i}4o>uDhf?Cd~j45t48aHsh$MXONiQ9oddw*<0~_`3%@0Ubeq5Vdx;I*vHlZ-A=o zI~H1nO{vf!jW^WfZ2{lRX6Z0$_rH3@e48*p^?tbvyD5 z5|zCjerHdfo)A}b9j0k*o!plC!>RIpa#69mSJ|=>j$L@*?N9l zRrFEQ#aQTZYkak1(}e|I?Tua7~F(m6pK`IHvCY^p*IGLbWsYgu~ z?c?5xB7Jeameg3b9u#QJnVeYcoT`hDY8vsyB?>DCC>q4+Cs72LA9mW0s>R+mb6G=1 ze8P>l^lx$_fJ1vOntD<*CUmph@#to`ld?ZL^U>$OoT?Sq6VZ>v##9aPQlF2o7ug~X z`YR{r@2*!@H+jF`e}4VLZVa(Ox^?QJ^cVO#z}OHW?sn*ykk~@URMc!#tGhYbD^S%< zaoMckDpG&c0fv1_Uk<|6L9qDXE&k*6xxHoSF11c%d~hlBI&`Ydf`$WVZ~wSY@>%Yh zYQOOL>V`eWY;<6m!D2cDDC-8ArAlz$()q-`FRA1c!0voB`E)mK{|_eQAjW1D$Pe1> zj5-D=YHzzq?U#P2J25VbL29yAlb#&fiCK&J_4G~j861p=Hh)zV zm#lp%=2q4Gw3&^{RZ9sjjS95N2_3s>pcKx~ola1#VOoujzLs6a#&PJ=iJEM0X$DbT zAd#vZ%uePtVFbnA_pw_;el87HYBS%1UrGn5DPhzpm+`f7Dvagv9`1Y_`{f($c^l4RAG|1X7)NKB2dWrv;dF4v?pH-Ia8Q6UK(lqM(nXCKB=$|S&pckI}2Yjt11eW>k6j6XgF!zg)eLy3WQm&8ntp!kulFKk*+uv%=$6x7=~;%U#O7q=*)xEG!bo!wGpU;cHw z`a$a|jtnmX_fGYsCx;$wRV~~@O89QDO)(obR7Q9{yZL_Iq@}X>eK{AkdynB9i8mOdOj02d zuac6vgdOc84L+X#C`tJzJrGAQICXnd-~<*Ol<4xUHPNcW0nV$ty#6+_?I+O?`x&rT>GzcS%Yr{$pMx_u;4C7+&EX zDKo*Ht2Ndp#NNJs2-7D1l-ExsM{j(6m~(tH>~0|?L17ey=L>oD*FE!r^tRQNlCwSY zSK11?A^OgPRn-Y^JZ)ieEEjR|t5{A|O`wj$w8O4$u03hW%#ghenV+sg85)GPV;%EF zyvfSWqrrJU^%aH}l?Lig^<5q`}cz<3x1z#54lgS8tiGF+w%`00}6xy2?9hSO!_p zMTyQ(#!E7!@P|u|69HX1_Mlw>z?Taj0t>7OwS!rP4&J%=x{UmRtY=gEPf`z8cTG&z z;^Nw?bfgktF4Ie~GcSjjE_c53TYn`gq%RWruX*IwP>H0xPMKh3#40LF5|zs<7OXdQ z4}gM3li0|(j)#?h(ma)QwcgdzkLD6dGta4FEu-I`i@L{Y504&lAG+wT8rG@g)+Ob7 z?BL{U@XRs%^0)0V8dq}1gdBFc)wlvx#{2Y6wPVmF1G$H~;;*xjMuBX^imvy*nH|0X zMqebenFuno!jA!qt<)Y(jn{hEdKljyPQXFleo(@3Vd5Jt@M^FY<$CD(ke`170tzUM z*agkpK+ar*&TkTM$9i`iy;JTi4d!NiEN4sk8sHv(9N>SoWW3Jkm<9PN$@~?S_16c} zz44O+<^E6JH3n4akCSSm>ILe3!@%F%u9t+LbU{J@S!*0w&l1~_c z*!Al~=AY!95Y5y_U7%X3Sgc2sNs!v#3lBwOm5LgNYT5@u`Ctwb2RaJz(4N36sM=85 z&H-v`4~0>fSxlc@6eD0KQ*aQwk+;OVrv%=aekU|ON%LP4C?5K)6Wccx}rJ^53t-1@4I_n>4(STEW2xh&vW_g1f*dPW+>KbAd3+s*DP{Z zmvmV%RW*O7)jL~QdOeeY%IJR*S_=u!yar4iE84eRTvvEE-*VnGJQtKGBG&)zpakBY zsyevl&+RQ?fUZc6goQcmfwe~DcDIY2JU1)%@|xW${_w_$y$B0&dm~ECpGll*_DN6- z)rfpt^(E;R8OK2eSG-j<&I3w*O%~wv9XV&_{GKi4&xni0+BAP-ixRbdJc6>QVP&Wv z+(~w-S`n}sdF}cABJZaSKip8`J3Y0Wz<(Bz2DFiW5C%cZl#CWoNSIgEd)K}v3UApQ zqchIWpr5NDNbzvRaP=)y3?Y7EIA_u`+#9NCP$ z|D5ZX8fn|Q*9R{ZgS-{01EoAZ(D97-PPkoTYI($BH^Y|ueExDXB!*uus!qbDGVG#K z?(;jB>6=B;pbSK)vEjX*>#wxG#3^iMK)ONjs5Sy=B{=ocDmfy4#){Druh7}0Jf{XoaA_75;jI+Vpje@TJqBEWJD`(nbOo{n%I$?X<_P^ zaZy)^)o^50^#)>_MWsDoTf5Iuq1l+0gI(Nx0)18sIk^yMHq`u*mR&a@2RT`Gr!E%v zz)p4b#fNEAntkC_71`0w)urnIgi86Jda27DR7cM|jRbSCz$3%{7}DOxXxfH!Ydo+Vt*c0|4q5X`J5eVHh+Vuy;Rr%HnEGAP zJg?&oOedq`vXy{tU_VN`@>X0uKA?ox4p;)jl19PLnQ z9p+9SRNVZD;IALp`XD^YV(#)=>LrY#IeH`V*n+G%uv9&$s`5r~!4h|ODQe579yH1Z zEL4HI(kSu(`IntIxN_yT{bKmCXkqSxJ-e;RqLKRMop`kg-^u?X9i0&P;b zKq?axEN1}Ss*W!Z-axDL8XIZU%XaLpE6aj54$6h&q~Vn-kGIj`G{D5YF{Mv2Stat*WR&N;9K0W#~a9| z0hM{Xz5+4eg7g#5Vjn|X`mgEaB1EbN2I(#~$3m}Fa>Q0ZR9~iJ#SZd3F^t}8&Yv!1 zN56&L&ld{n4)vlwxc0lyI_I87I)AQ-wph38{7ekd=;t=Sb|fhhdo0ijwD4h5m=5&C ziA{5XqEzDyphp(IHeot@>XUs)gvA^g{ffa}Sg3_-W3Zfx)^7 z-#t-N`Vi*XU$NsI0-Uir?@^J2wvD&;FqEhbbf{sMk19b4B+1}TAvhk1>b%GYv76Pe zfIPAE!iekivu(fqI4;qT7!|c)v;Kko(B#iFk10vZXGSThkO!)or}9)|ijx%ePUeN$ zFj!5r{heQLhj#~Ti@2VfEY4QYrV?9$+C?hnAnoVRP2~=hQ}m^&;f}FP>me29;`gO! zKTd(FL)M?C%2Yjy9naAMTjX+pdN2Pu%MPNzsZCmuKZEAzW;@lM&>uD@1HiyO3z5GP zqchpZTbTLRxWiYoJKujl_Mq>vna@4UbV~V;p|R6A%opQ_n#L}9829}0?Yq76C#?&} zt8^gf_#R3{&0S2>iA0E-kA2+?csu(^rn55c$WO2_9r2LF8GJ<5qNS=nnyN}zvYZm; zk3{u9eDh|X1;u<%t&?+}xmlEYGX`+tgw$vGqT6L-_9v9gvQn>)|NVTejESiI`ot9N zXdW6;2A8IUEs%fEnMpPdNFcyz;_fY4uV32oYhT*Pj{rNSlk^JZww0?Z?Ugi$alI;w zt5$eRKwkhhY?iK>N$J-j&c}N8#&P;;cX|d|4@(rU6&^9{x;r;Lv!x7EAhX-~wzr9LKr*bw@Sr<_qP5IjJewL_HqUEOmjo961s z4vOtf^Xfdm z0;l7rSya2gE~x^)F+GzX+xW0LP|E16)gW7vS(nGaYY5D?)3+;*(0{|%<;d}9e`?`C z1E`5iOA#UzEGSfbnTU$YI`t0rimwV?Jfo%^x0AU6&dzMw-fa_;a1|={y}j*ar2zZR zj(!&jspsWy;^kV0@v>O7NENKaH*&U%R9K;(4IZHlL+$7_DZR;VzGS4eX6h7j5Y4eI z#4cIb$hMo6NG(n#DR%CLTZ?N1n~vs5KWL4G#6Lf{?cV7hLE$Yd@9c{4;4F*`@CKCx z70n|a5aU7?6r1nV?`hMfJp>!W1iEpX>O9ACZ}Y=)1>AOW<`Y6s z0pUWkqWM2;+t_-V2Z_5|iCM3@GR0{*suui>LkxZIj+l7!HGCdYFZjz1nK-P}PX4nd zq=-^c3!I1ODKvgHcmc{vzJOrPrUT zMm@*A=SI!03dIpH+BKB^Q&B2^wA1_*xwqq9QuRSS{C_(<|NesxOCC480e{(dal22U0fHS7*SEE>CZq zux!JqAJRZuhQv*%p=5S3tcTIW54gYX>ZIzJq2lEopVF=Sca(OoB1gd&hrEgd)EM=2 zrtc)t2c?Zon3Sx7xgKuAZXirZS%^oZzM}}dMl5$viT1)-_8SbW55%UM6%lF_&;qYU zC6SEr^DF(L+Tc5DEx*bgUwuHn*la2oaQab5@886Wf*%2_H_jNoEUx;#xjgaePQE(0 zt0qL%5aTNat0X}}%gl#Py4yPi=|5sao-f3HHr@7V?T_+T#DN(8V|X`R^ti};JIt_> zaYrXQ^aW};{o7p>`-tf>Dik4pa=)5LQAe@EJ=9%dv2P<^UcJ2~pc^wgs-e`)aZuCB z#->F~Bo~ty+hde{0>KtqLTBQP#P~bR4)15wos1`iYZtkyWUrUk84-=}%G161Zkt3k z>rq{6h5w0s;@?BXa!4LG2SoZ^u>Z;rmB!`?$Xqs%w{|uAWPn& zb;b;Z)@~u8s3CZ8ROB2Hee+Ua*j@>go9$qYr@C-vS+i)4@^2c?)=~SQu9JXST#EL`ZeJsAHwYG@2|P_!wZ%eLBf+%!TwH@MCC zWKPEE1IGKrZF>0d0a9>-`3J>(gP2htTKSTL!S>yQnEd_4DnCrS$ewCi_81V{1f^aG zv7s7}&{SdTyYPY=noid~2T2bAI`4IJ`h_^xr1u_2#+HFkr9epzQI#nT<=e)8@u}|T zXQhJJ6JQ=#06wYzTP}l5M)I8NEB-4ptm$)N^ZJPi@!Dr`P_wYra&t zTLTj6X&s0a3M(qB1mwVThY%C`{b&2W`bKYto@)WFfli&D8P(-dr(!fQL&Ae=Ych?9 zY_9(DB_1HW?!RC~T&dUgf~8`M3l)<57xjrI#B5({1Xl z{Q2itN4_4M-oT!mDRWx@+Jes90e1lJLuhJ*5Df^%bY-Nb;;B07PYfpw2~2W+Mh+7T zCeMBXz(vFVF+4IaJbl)M!k;zSl9B*2Po+&&A9glEc76cu?alHowOd{bU{S14C@qJG zzO?&5x!)DCCpbQ2&HG3dlD|j~1b}z|(r5Ej3y1z(^E&oQU+sSkf1+U8jye_3%AZmd zNO4q8(`S&d>!~nYN*4GXEt`M*CDGnIyNN`AyC_~_|0RV;~?{UyV&^_{Y0fhPT_ z{Maj0F$7>%y>1-B;cVDRnbG7SJNSUoxT$qK zKE;mt0}iSIWN?%qF>ZZpY z;I{hAKTXaq?wsJS!<+Co4DokF7;)HIu2?h#j7d z2@s75Yam~02l*^jb@^9x@`q%AUxJZ8t|NZD13G5{-GzIXp_r!)sL9wD3ss`!UUMgb ze~ys~|D=7VjMi;MJNw#KOitpAKMxr|Jc-1U;5qrtvhf5zac`t84SWc&1@# zXNvpioFK7I0pTdFf57jbLVb_kv_>z^&r%r8MXD1$0GaF$X24xwE3R)%efAag*?=U% z41Zsoe#_Tu` ziEM*n0Q5WrH_w`eFUxjLK7mczM)ujfxbi*1{ha!mEluO`LOkp?vbR}g9N5a9HUwG+ zA@Fq6X}ieMY$h|Isuh`J%Ecu%c{HODlxu+hl=i2?8o z|1BFl8PYx7HE*=y)Jrq4|D(&oMvlE;0K31%4p63>Eu{Vme4{gRPCd`<}ygj>kf$EcEHleYpUoR7lp_($*a zF*NueZHX4J{}({N;=uGVl_w5`n!CKIkw%Aoh~?2Aum-=Q?z#pB6D-r+tLI`jc?v~dptT(_cJHxVCV%GT_Gn$%0eCJ~k=Zbw94Q?e$e9Z~Zw?4x^+Hmn)m6I=~wI1`)OUWzd z{~VfWs7~<6K{sMiNitxVdz*)`ott;XJaMm-w%ke&AllzDv)uLI(I=)qa7y4&#m~Uh2+akLt=P=DFekKikD3mgtS@0~?-q##) zIkaHh+mWy{vwbu9WeH%Bm=H1H+rY6o4PrO9wO`U+V#6b2(ZrkQO?#T<03im#M7g$( zKjUiPb7!AV_7{#xX>*vt2v(sOtJgG(`?x!QGP7kI@7&zlX_@=|4) zd*Amfjxz+-j`9ch<;d}99}a;<34}x!<>*gFp&A;FQ_6<>T8}wZ^E>^G^F9TNM6gTS zqn4*P92uEIX`KTH(#;&$36Y^jREPCVdehIqchW|0R{>K0yJtyJ& zxJB(NwsH?Mb7?Hu8Mb)6}?^FgCg6RYdh zVuWDu+7!6&#$n##jRk2Ko9))s6G{r1^lKQ6R}ZZdXK&ih%jSEbYviW>^;#?RwKq%L zn{}9r>0fNs(dS)N3!;db9vC7MC_xx`awg&BMcN8DJ{c0?^V%-kT;h8#JbS;P^~5c> zncLTU9JrM)-yK=|EomedZRG(l*t4kz9Kc3wHfg6&k!;#dyMN0_!(IS3b$5~{`R#Nx z!;NdcN@ttlqw-dUojxYrvXw!XhNie$R0Z#GGpU8@11~bPOF+D72yub)W2GC5PL|VN zxXH$eulapUPE4x0la{4`)`V;e*LtTH^!88lqQcm)s|N}>D&2XlXSEwk%ag2I?Y;}m;3NpEPmpr zC6Z$dafcE{m=8+1>9d$bGJYV^tz1E!#FBD@jZs~^Rx?3K85CfgaAQK66}KW5oZE!Z@q@cIy(C;MotByyy~>5(6jZM?U6$~1AnL(Sz1#Em{%CPW*%KL=l z=AP8QMT8GpmwCi$dIpbMF19d=Bs}>Du`T}l*HQF(jIw*>OD%sMLyYKn`s_r8*fMnL zj>C&V$mZAo82%}rq(_f;0}iCeLgs@hHIpkq*`83-J$|YS{U0RSJAQ$Atf~@yd}$i! zO~mfPEr1^7%V*GTGdNlWLJ{#zm;DX;F=J0 z721yU9(X(qHIr0tnYa+P%}z{gy-9W{-njNuA}`~@m+02}x3izcbc=rWSPsUO`k0$` z%!kcMQ=BZMRDmVVAPo((Wn!8oHB#Sbm8Oo&HB$)9+B2mQ=fu4Pm;#L&GY zkD8k)4I}xw@4i1~ytT-&_iB!{eQb5P@NOSQ2dO!OSBe=-P0LC9ZSJl4<{GN4hlW{9 z(DI&K8=rSf*0mQ3(}v2|cr*12%mDLSYy9c$2^giOLqLMkUeL8BwR5-Tqw7p=nLVeX zD(ZK!>yLvLp(;dF{&DlU0jeee8k*XK3HR)?)d`fOnsNBS^5b?KS-%FGCmY=u#)xa8G&uxCeK8`$u51mvC$O-+{l1flb z9ZhonT{?5jOFr?tIo<00(N4O_TWMpy{%qqoIpebvniavGgKO*h%>bE=yamY!P~1MX z!968f|IlRi@L&h}+w+i93BQzWCnszR{aT}S>w$5N%<_r#y!?Nbi)+(GVJ@QO4gXsRppiRx9r5(C$VIoY( znx97xeibn45kGnyYmA=w{jf@dH^4LhY@k@8=}E^}9`yyKAg-ofybSNms8^l1hQ4Jt^w9$nf_Jz}+ zk@qK#GS4ja0&AW>%esbha`%LBn3cwJi#Ox*H#rr?QkzOlP4+sBa*DY1*?tNf?v4Vx z!Z##prp>HS{fc(L>-!P6hxtmVgPzK`rd61rA~u&?G`X2ikc>D3s@z!P73mTBHEUXg zk6WU4-QDfGkgeGA#NlO(APK1a8$l$0tvMB0yc?H!%>Gm@S0bn@=Z&2{n7HJF`Ar^2 zQ#M$2X|NxhQGXsWh+VAZ1_53R;tSF#|SR zTV_2ASpa3GR_CJlZ1JmI@VD^`ymB<#l7TYhi&v_@bI=I8>N zy_u8xgh>B>{u<}#0rRyz3n){lG-Jzc+?>H)963>cMPpPiW}B8KkyeMKVR<>$9`c9p6H|6ce6m(TZ; zbO;wZz|ZPCTdgzRqaK_oliWDjBOA&uVZ>@oJQ9rxN}S#l4AO7h2)w2->YlVwW?sc> zokgg>a*>~HyIUlDDM@@hS?4`V9KC0iAyChZi2Lk?=9uM@>v$Fkwy(_?yJsta5qhIJ zjL8i&TPQ|NqVd0CS38v}Gw+NpZgM33O1L@~xx1IT5xL-RBVPNB5YRUno>I8u|NR0ssV{{QL)pF zN3Q<7^}T@8VUgXGr-D~xCN(cgOAZ~~NvF03FFfGWtPr72@C!LSK&uYx z#59C0fzds68#W_yD0gzYe9O1373A3cC#iFKj($F2R7Sx6X5jNc!8+xaVSgtC&uZh8*6V2DZ zM6m6;-r<(9y%oT;_;q8{VarUDWnm3dycE9**D^+ZqZa`Qw?>gVze zm9L7U8$roaC$eUb-<*2hwpQId-%mTn9bnXG>7IEhi#}o7%PY@!By%9os%^xE5b$JL zgUio2ZXKo8{}`~`bYmsEV_t_GHH zl!7~kMVkiapIoVV|RiN&eV ztXUfRoh{czBG!0f&uyyLsCGD)66o<(5z0~8uJPF+!3GBf?Bgkhbwif85{k(j_uH4I zh`U;UHWVH5s{$2IjbD8`U<iFkX*RUPFyPD`T_fK^`h~+v~t=3=Hr+q~VZ_>}E5w2hp+D}!TO~&BK$-XrY z>@DB(3GOog`@ndy78)v<8j3D(D&KeKV-x+c(c?GN4k(6sCE92f&va%Al ztXuY$Y_5ANmCPGLWF#vY*A}k5LbBJDaqV@v*SIcs^gG|j?|+Ynb2<0@e!ZTv&g6ow z&kr}^jFW-#TAza{bmOb%sqS+k{$*=ip&rQ~i6j@e>2D{cvKqKl&PgO@PJ5|kS~^_U z_@lu!;(S`d;GoZWImp+7oABh8i#*=`db_$$uSMStUwO?+_sAutcF9L)R~1G{4RZ{; zr#t>kG9T`p^_+XghKImsAzX?Pg3MQ5ovugo+il^O1427c@3kU&JK*xP9W8>;+xIY z!17d0FOd^iDng+}J#xDaKhy5FGF<|Fd*L%+X|XzJVLyhkbJq0jMnA?q@cpQR=yH`( zH6r*ej@v!a&mG3>f=It{22l zfxG?c^|a3MO#!!aGbm1MapfS-DW2t7fxZf{9$5YIU(BDYG>XLA>*}8hVR8bxB)Y&BEhYHd&?O&MdzW@4MG8F9ok9SX+s#YMjes zR?|@v>jSea)xD=d3n;3DS``ItwfeWLJWQ9pMZ&?~iRltLo}xj_7XVh-A13A?kk55* ztY6e*uCEkR(38m+$r2x#$9q`o%J15d$3FGksXT46VK?kX3d84Jy0jVa-FWIF;s=2y zF$7CsjNSWf!Qh>4HXVf;lC6grvFgcI0k`( zzjQT#;+mns_D3C+)k7UlN}j)CvlX-yT480gJS#4ume|prz*=<|f)xI{j6?Jpb%zxR z)7&?+krPddPLe7-LohDLWTAHtCb_OxRc=j#20VTggNlEXbiSLlk1^V~ zYW3*vm0^!*$xG3cvjsihFSh@9aITOmEnhj~6)8JbJ)kU;*wUpsbV|TTZsP+p`p|K5 zjr-MemFz12ptYvOJ}4pc;NA&reUiZQ!VAd~-2J?b(U+!6JLkoyAxgb34P^AC`#$f8 zgdUp$au3+w7qJpTFU>3&38V~b@ZD@m?n$;TMib;UDSUR?Oey{f|B8}?!)Y=O1qB-n^ zstwL+Ku)7R_6GDL-!7_Rw-bKab?!n^yVV3nG^Nn@dv!wBZRwJ-@5MFEJNlyFUfOef zCp`!1q0z#=0n_j-Y`C;%6Mt9R>D+$Wi<^JCS*H>;U};u)ZbNG+y&%{t^Wf=%MuxLX z>mcqC{5_J51bTzeKGTqyOvs3QX#9=6*7mEI_LI+`FFu;SV~Z^jkV{k6!Tx~iWpd5X z=_Q-%iIS(zT%l%*-wtBql5ubw^r1J|1Q$WJ9?}%W0|R$76oQ8`s2IfT%Ot=wus=Thr^IGd({HWJ=9FLD~ z?RkFXsguq55WAOWk==j4XTE0y?tz!kGhgrlgHeDT8S!xFwGig5&F|Hl`^v?YyPBxM zYp3X`0bzq}&<}wqzGi{-xtp~CxBA&Sf@1(`c<0+Gr-y-S$$&*E!cNRr8y1c65s7rJd4oGA4`f3eZuIbk|MxcmA`a2)FKFkVx**h3QX z+TjjLCfx>l?}+i?=HcV(^@fgNEN!LCRQA?OJPm}Dbzy*(tj!Jrj9W8yH5Z>HWOY8i zG^Be5d`804_tg)UXX=)*4g#3*BJI0u>^T$_DW1dVk&=_DKh3=ByJrWZG_}?7hq8|> z%(p~1Op*C5(q!JJ4Mv}=!V_oiE1Ytn*~WmzCi2zFEF9d&!>eaaw(efrc>H&~?lzzC zJzVv}?v>jG(dV*4;-?lL?S!2*OFCwwRgmKA<)aX0sM6mry$fAVuQ5iyp#2RDzF0Le7wv$5*JpJh;x{b(!mcxRAhaYm( z@}FV-Cc?AcyWX*<#qAkx1_4xN!t1>Od$U%*6%uI@V?l}qA~qaZ*&JEqy=XsUL!f1*C29Bq-VGfn}t;L#}!Oqk2=v4XnJc28#a2 zbpA30h40YRftz9bth&QO>&bR=G}xL&SJzxo=n+h2)I`JEKE&DHqXOu$vu+WkWO-TH zlr}JSaFAYsjpIY*^*OH51C#fm{&uP)N4V?QHCtRj+7d?BXTN6x`=g3HI_j|Xa$82R zL=jO}B$r+Ii_k1c;~Z5YXd#?P>Usn(Q`QSOd%io{jttDlfSQntkZ)i9C&sG#FuAVGO13;%aWB&l|j}NAPgmqb6V;c%lvm4X7Ti0G+G} zUI@EdH!L%5!=bdp3}k-nsvZc4y=nN~R?}~&^Oxi&XdXNMu-j&T<18_^i^flk=(Lj= zy8;A3%%n6XAYGOIF&#U;B0mFenOE^zej`|oCHW3nbG&M_7vQH@G&jy#F!U1VrW}1j z%snMAcFVifFe3urn9iC#Mwl(oHG0GZnu*ON_0c<8Ij>ek!n?&beWT}sUH7I%C^B>T z(i?*dxL()PM9sR^EQM;);CnAkZI5?u{Ej5_v5PeQ@FYlVs;niN!oDycw}TX+OrSWn zxMSGU21*u|JYVK|J!Sd&tBriZMqOU;FN>8$d58w-e#uzbWwz~xvX7$@Wcki3eQ7E# z6*H4Jh>pJZ5GFAG$nLDQce15PqcPqAJy9KIy~eL|=kt}ApdVrpjME`v*-@AeNSR;* zFLrCjc)Vh{ZQWHaJ}M*JV>hHbxQw@3jK7Wqi3-Sn_@9$a&cX8|k1xDB7Lhjyj?+o) zmd0?d-;44Kj0wsu#h-r&T8?na={L~iPz;TC?a4rDv?j!QN1w9~ee@}Zaktz{$)qy) z{yH?wD<={-lDb}k%I)$dP<%DE;6hyW>Jp)D|eZcKv?DN+Og9HU+e)3jU2+Zm2If%rwFA0`yU*ew`oSPP~ zm!_)yC7Db&cHHt{$dOE9EN4uN^u0jamj+(@a2y>kKWMtIpHS|wdhtsXjSs7y@!cT%-8mO`@RuH1mZ)p_niI;6bhp)x`Ui*vr2!*NQ)?AUxW_64aLb zLemd@&eIf!n+1EriRkv5$5vbzysRZ$&NNQxsN(Pam8?5CpG&0dx%$8#DC|;GP;r@tIi8rCHYdCV0Z5Ft1+SVv{^Uhcal z85T5$pFd7uoK`iXz+$pHvNFIrUO8LK$y$@lo1w>mdc>0wWAKnZ^Au_c!o%(Co0aJ~ zlE4(v-VNHBcG-7e@U1!))AL0IJ8Fe=qh&odB-CS>=@m~twAWVO1EfkZI@^wXWaVc5 zbwq%`T#4Cstsa^rJt@U_{t``#5)F;26#Isi=t{chwm9|omqXIF1m31A9FmI_s}Bh(aoaxT6|u1O@$*4y+DMDiqeiYcpH6d@eDj zO`l7KIdXTOwPxStd=Rj)e8p2P;Kn(?L+^DPlpiSbN6Y?&p?DFw0Bt%hYvm(GF}U81 z8m&v%{%!<}c`)~m&X(%Kl(%GbiM89MiSmB?JgE$JR&3^MMB>-1*2yst>$kDP><^)i z>2FoNYm1d~)&~3cyg*@F(IlU!N9%RjHC+>xIGgnD{BJrgVqbEnuUn4Et5kJ6f1(wM zSl`n)|AJ}Zl}B%<{Z~?SNlFw*H|g1mE{n8&@v#UxR#Spp-`z;^FpGFdB4ZpJ7H!q{ ztT9zxtkg%H>7mvcr&hG%u!+K&3yzJ8Ty^*_J~-jd26%U)PGf}Ln@#IW(SKWT*eSe+ z(-+sl-V5(I->?`nm2jg$=NM3$c0HC7xkQaqH{1g206|U0SvFr>&E;3#bt~4(AOi;- zhG1_!8fuFdTUgytJO|ckvWIYvj{lO1kB$4U==9-iZ}k3hJk5XLXih^|vVbDH{KD9x zZJHWFM1yG!c@iMklDukRJU3@Bv?u$55;updWs*LDH++ZHIFk=mObbGXr?EB!1vkF^$7ZvkGdND zE41%F70-&s5C2@sE=L3`fxTch9-r=PuzSYT^>H75FV?Yl>78mX4S1iIZHrc;W0la= zG|))EO&}&jsM-ZGk}FSvy=M$30CY6s4DnBO#s@~P6khTtADN#Jl8^F2{t2DwRGcXG z3T$q_ZCc0BNIz!pWShG|kE^Cq7|vC1lz|G8-vDW;jY$}ol(gZJICi&Qkpx;u3o_hC zcX?Oj->3iBu#+SP*8Y|-v^CsLg66$cTqDj%z_tRj0waw#ec@5+=GE!8hhL#e&%Gtc z*IPwUtwzXp1e7F2lN93{q1_jJiYXOOF>2CmkN6ED^8ccNSFomS5G%ExrC-pSE#|ZM zhQGs^AV~&%IlQXCgj@@9rwjw4gp$hOAn!3%4oeRCm{t4RI~i#cP@L?3)Dg=QlqXl8IMH=(LnYg5q^uORmiMsbGe$}|hd``xlPhBAJ`gIb zEM+CT9_PSf$HP9HDX(_PJuMylMAN-vB=0I$4Ta@a%n)5FYr`5fcFyP$nq;dTN`yX{wzd{W?_-z-N5&t?4-jBs?@u2pYY#C|nq= z+k=vA^`#Vbg`nS77a?wu-Y<1{{|%|sdEF}g0Dl78{red)2#yP_FeW}a?$Pz0(pSdB^%{^vcs0w@*P|(=~)BzQeip@e0~) zVxKWzX`IFS-)N714)^^iwi&pP@htXc>r$QQW@HZ_7IQ^Pp-n4eb;NQ(pZnB(L{!BN z=aVL~{%h#lGU}7Hyr!@2VihV*2J5FRU)JMR&sry!Mn z^^r-H;XZe(eY0q_^({Y7Im>$j&(~f(Fo^gwm)!w>9PF}W@(yve*O$14|ARh5258eQ z)2En%*`f1KU)!9VKI@u}>*2Gym9$AqIH-Hy;wm4DRF1m>m}+otvhzDO27v&wfD*Kn zr-e2K5ut>H#VwY4Qficc3-d;kq}g>h9*vAH095}KLBwRp14(l7I73^@H@40*_v(Dn ze`R>2(c0yjxikM^!=6s;Dv#|W!Z7n&+)}@V6?-Fo&8(VSyK^FGA{}4Wll$&hMR42| z?XI9ui7A8&9yQ(4x~IgDB{^eAx9nILnk7K%v~!Obz!pLHE2g$l(`C~Cm|!HAIRBPy zHQ7?EC?0lONF}k61CQLO|47>xagh8ocj_GHi-rgFIZq!x8&axh#C%@!J7MCwm9!2X zlSQyDq0TQ+16TaRbOjZ3_YHJ&mm$AM=p_A^Nj@9V{D=Abr2bnP4iQo)41+i?N#SZ%hu7s z3+#3C#`RF{9EL@59xgnlqjul=V?T$Rz*1u1E4={?KkQ}cm9+Qd-GLz5b?Wa(ZVnaO zyRnys;o&uqXnL}eet=IbOlYZK{a{wkQjX=czLi?iz7DFdVrQOe$Y5hB`f*TK_xQxC zGB$f`vYyeEZs!l>rF^Qmw#pD@y4gLWckc~!!Mtt-4xz~bBSkiOos{yuMWH;&Y#9~! zU-T4Ana@=PrAS(pwXe#!7vDRxqs6;u$-iW@`MR|n(7+C*e_1>Q#3bs^(4$eEDJ)CQ z1seI84UB?<$t3lw&A&K9D@H%j%HS7=&D-)+(wWw|5BLnbi)$p5{o3wlYOVo6JNZkA ztaZkni#6Hp4#xadYH(aS`xnf6I2WO0Y2PXFIGJ~>TK~0;Pn>_IM_2YGO=Wys;K zk=f6R{b$uPRsE(pQv{~)ai3PULwTI4_GAF}TQT;D1F${@u3xWjr^b`n~wKY__^;j?L73bLs-DkO@g~sD}s{s1GwH>Zqzczf&AhRMKDoxIgR$m!Qe>};115Mbu zfB7HN3(yv=_?Nlvn141~rvFciCI^-jSmsZbAc`eV;`cK2G^IQC`jQ)-=!Q#%hR~@e z^CYM#gSB@R`D?;3>x%UXh$vi#c}~1J&=lJ<983duL0x9h1kkh`XMsY4vVMWuIxEq#8|_Bai=t{=&U)CQZIdcX6!DnYc`Lr)LX(IiIz81!Y6 zMrT}O8!o{v+dc`n=#^LIt3sFXDxZFKk4x}vj7;!rrvDgE{W_21Wp4cm>{sXyEeBU% zH1SsJnFN}`*9|nDFO_;P$LGvfQO>`>C!N1rO}pOa^-QWkitz@Vsz7neJPu_@AKW&< znf+s09J1qzAY5Ad$0RNr&VyIr?GUn$pQr%BcA7oudCPGuJ#{Ls4qAs<@UgK!?y0goN>89~Tr>`-xFv&G~W&|(pbZHZ{vepbr>9F%sisBDzR zrN>z&v@2_qohlJP1P~uN`ha1T zhuTu>9&af5gFul7Zx1b^EHvD*vF@roqC8*p#rpDU4XYd*p8lRm*GKb46X!ulSn{m*cs4QIMr zH>*U-(FW{wGD$!5^W(Vhd&i)ELv%j$*W%oK^H{{UGJihe^+PM(e3cBhxRIPUz)+px z3u=`YaA|r!OlgRwjP!bKqZ|m39nb60)7H>k_yv@~NelUBv!VR-e&LT*dEo`Pj>j8eWV*7bY|XIT>T zh$7gzu2gcJ(HoXfh`W0sN1Itqb1BIhd47T>_zmGA)Y8t$iS4N|cjK!6oY-gd+9|<8 zAWa+O?-&4iHDQ_NrxHUo#<_>qo5|99U2euoX#JMSzRcJNY%RHk?JHTbddI&TrZV2b zjKed8-<`WBwn4=XM>MbH1_v!*-e~%ezI4uUkCj-B|Ci0Tnj!P6?n&Rf2d5r;UHKe8 z*J9y4*zqCi(uT_iNA70@O%jIVlO3QMu_$cWthvdXey08XSx#*D zW0)3Ia>fV`!bNt^UHTaET-IlS{U4JJ#vc5SDSov%Oty2P^o{$=rj0fRdQYoljgtc+ zH>B@Qh8kim78<#Qg3Zl{DaA^~Zbi6W57opwUX^l+Tn#lGhmiuUf3E48`aI2kZ zhvs1~@qHj70Xo+qw=E?o-66FBXF~R(grRslgawMlIxhx~;+y**UK@BptGW`>AM{s2 z;2`c7^NTjdd2m03)pd@Kq#GL-8Bd!@RTPBu{e}&G3g1<3CiYyVt~RI8ix5KT@{!mZ zB$KxDU9Jc%_4`|%uP?}F+Wlu?$7eCgEQ)K+r9!gDGkn6bMEulBT*ieMSoBzkGwx0o zQU*DK;=uY5lNJHp8jt-?k76w=vSFk3p|M1Al*5^bkLN_>o$WHufy%{%CrdT0@dLNI z)O`nPi`_W?BHJHx#%shbj8G!lPxxc1J+irjQ${ql*sG^y6l32&b40a8B7R}w+Z@EW zN+)_oEc1nimeZkf&0;hk;#%~x_;wBoVq7Mus3Kpt<2-f8==T*+caDH`0c%kX`i_4~MQ8hDEicGtr>{#ra(#jegT zNp%SSq>W81nyqj4p~S(1G&kylU|rp+L=fwxF-!*EQ@-%Rjd8_?W6R84@=QW_uY=n0 z$3wnIRES@ZT|X*#Rlo4%&cIkwZz+Zo*tSSENnPI_R5msEILTaGDip-9<*ir-L5*_W z=D%$#(So_=7ZL2PQi8rw8jS$EadzuY^dH4%A~&G3%oSt|nAj78&?W9$`dqzeL-<+q z5mCZouK~J;%O6ojUqYylD-QR1hU#kMdIzYged%r^si^T3QCHP)PYg-l;(e8 zb6LsN;kyy~Vm5^`GFmBD!VKgwKIWC9n!e8izSTul>vbKL&DKo_b|yFmh=`zv(4&~4 z8V`*)A<=sskLU$sOp>pNzjW(}SsDHZnB+3V%_Y!Vz>yqj`5>);=Cy8+_6y@6gLf>w^=jR3?USng@?d6zNmNFv!(~_rBQ%@BgwEmdV z6m~6P$@W&4mD}{y@@?;)*ka~G%dU`>>`pI(e*EG5>kx6bvAi^D#hxw8csWX)fDKrb z6<*|in`Bu52b)%09`p_+Tt3}TfJ1qc()UTXs&}~xM^-*tXe!;XcPN1xp&wDS7FI}w zaRjC5NtI!cI_ikGZt(?pxJFchaS7Gk*d(_Sz0u$&Fb#{ncZ#*fchry6^N7cneg3t|~3apd~NZxD~hq3G~W$8pCypkz0L)JDGfJePD90}Cku-CwkV@n(K^ zqzqs&myZe6d;s6x<+YQ+^RKFuRMe&QxK15xvud3UgSK%;4F}ihp*tG#T1ZOecOtZ$ zWBs4+u(0f(ghx?9!GY&cE^+*Xieg}6X`1cq>$vhZsevQ@ScebT>m-R%Hk4CKdRVuG z7G(r91VViZgRWO*88v1<3~vv`h-zcLw63}n|QOlbp*o714 zdjg^7HE)X*dewO2P3t~#eP?_{1vCN_OAE8|;c()o$GH{9vhIGlj~=^&l{A8CE^bN> zOIQ_`|LQWSX}Zyl3t{PtL+78ly{{cRCSf(jTp>zGaD(n&8`7?gwzB37g!#35Ov2QbAMD>aozkz?g&( zA2fy47nrmrwSUmUDB;feo_SdZ0N$WRM$=HBzIvbO{tkvDX`aAdK0-WOn4v`m!B2J5yiWc{wmsBgOAL565(sr4^EI9^iSsol@Evys zLjEy1tnK3NEk31K5VI{Nx0iV~VPLW-Gy?=deNq4lI6MFg#e(uec4c-);4t#ywDs@O zOSwxP=vv#`0;md|Yc{$ae zczoXpo@yA*)G;u*w-IqhWk}b<^R>hsp7Z_|c1(N}D)os+AoK!6qYE#4eK)4##FJE2 zc=>mN=I>n5*KCk_%qVvp^n(B3yMIjF0U-X_hScaw)=z*!*StRpuaH+k`A93qppZPd zVghn?D>!S99Q0mm?ya*qWrvwqjQ`6&L2`dIwX`TRBIx~}1!EWXO)H`m*6TzyrvO8( z1`I~5c}24}W@B0X*4$1xbk8*=W>QIH?n`dBkpH1%7;*5k^dCmhMOZtW_tz9vW`1fU zVc7D|LWfW`>UuPFlAIciXYg$Cle4#EkOQG_16B5O*NCT^LQ6Y%1!(c^fkp2caJ^X) z#75&wP?2USg!)fV{RAOyiY4blJnA4IM0Z=b#Ksk(Oe*XU{=4(oda7-`)JrN!e)XzJ zE3BH5z6#=Cj6+yRj~^B}EoR={?w2Q3=G-_=iDf%>pMMO0n_c^10szx>fqWR}HKS~x z946yTe;}^l$ujM%-;x{kAvpR_<0bXc_ibd|VzU_iYo08LM`Al20W2TQbIlvR@c(E? z7RDt*-?oYf(Cg6S?Iik2sOa=4fCEs`lJRxb^2eM{0Y$n+$;DE_8C2)yC{7y=v!#|C zKZKILg$dfw9>4!z;K6}`ElzaFnf zyXkeH0e^4#nx^gN&vNqp=5aaWO|vsSt>iK(m2iUuUgY})1Z6q>@+5qYCG6(~{5rUD zW#&Nn5Y&-&=2GZf4q%vkJ~+zO-Rwhu1u&-^l+n(}l$J@hr0owt5`a5wa7jGhqW1tk zxg0*By|d6XS6J+!@C9?xqcRDtMRuWQ%f0}U_BwkO{xQXjt_R(LWNPiZ9VLJo$fJ;M z7J(J*zlBxO3BUNL>@T#(16a|dhbZkTfL(W{^uBB%*3`_z*h8!EjP@_c88w?)lA`oRS zow|>A0$LL^c^r5HB9HEeoz~sMykl_Q(c~imJEv-gpkji1;K<*ZoOL^ur=LzSmH_;P zFWc->dGaUKh(~bp79avAD8}9;e_E||Su;)(pV~T4|B85Xr;?lO_vYpSW`uh>@~L9* zwWSVT73X0eF@>hiTS&4BP2Z=l`5YxPNA*26yx8r|vwJTLP!016bk1-nRhjbEI(Svs z&3Fo-Q*dm+6844ZHk3RV;L@!Y@Y!*sh^x zpGxY!5S+VU8=n^3ITswbXe;+@_HK7jC*+N)1!!k-^7FSQ4b}h79UJf5azh2U#9v7p z3O}{@Rn`_7FUy%7Eob63eif85zY6};g}S|}1i?fX->Y)j2oBAfh?Ne~qwJHhL(P+T zFlPwMfWwQ63G~UOnU5*{Ccuc_%NyEE@PhJP>Q?$mo%fa zuC;g!=;Z&*3(TbwxmZdMV{0#hbkz{)E$hL8)fd53 z6Jkq!JgE=FMf1t>-TN`$rAj+XuAp;1Q-$~pk-sYMR>v1Wx*n=GJ`;s`NwpGdrkKk>9lx(Nw$}qoJGBS@OW~E z^a)l(;Z~8R-N#Jq9S*I3;5H_KU?VBsFbet2nW0t z^K!pBy|NcYP*!u1wnGj9Z*Ie6?wryF(!PkB+t{<7by>2bUwuD115bk3r-NDXj}Ph( zr*$vci-rcfKYo^x4(ASX_08fL5`M8Dq>n>{mC{%=WO$FpV3sbn;0d0ex$j60s%V%5zuzN zr5Stry5QDR1J(z>5t3Hbl_wS}!uzUwu!@fR9JMXD(09E*uPc5>uG7G4Em1HYN@REX zwb$j>70c*Nv~G)y11qu(Jgy!7Id+AmB|ms4sX!{aSph-@pN+E96}Zj>JV=v4;zSQz zXmqvRtj&C`R1ZT9a0kBUlRiqBcXbSZitl;yi-7Q2Q0Y-2r`HyB)tPn=%S=W`N(-ZN zM!eo9mECyuHK$uax5?SV>N>FtL%Vt+sCtQGxVY8WAnn6_NAD#W@DN(Yytavk&g)!d zXJJ)uxY`g{8@UeO&MCN-K$O?RCI>3hQdLL7BGbs(RB|x|)(tHmsr$f?pxvQFLS?Tr zsWvU|f>G-g@IXoe3~#c%_Psrp*;Pz9_+$L3L~wWv@WN>!a;VJf+0(%PIv_4o`~6tJ zH48}583O?9xB8jy?vGx!2}k+Z<$Dtxbn%Kx^Z8d|z&J$>KNZ^|D8 z*S4#7SU_WfE=p&tE5`9w_Wa!@yv zGgzVnj%%ojvF5zcb*(XZkbR}VWc=$2^W8n=#cNsrNPQ z*H`Ti4vLDR-di zI~^#F#ZLKo`MW&?CRK_o3tg)N@UvQ=*-0KuzyJgwvld8A+8kd*=tB4p=$a+sW><0@ z6?pBxMz8%2d_A7(16%e5RXYpg-$sXqR{|c!dsZi~4$z*Q+drm50tkSZSJ600G!3lU z1KLRW$8;hzIVvXjk14^=81N*x0=XwVw(z|jDL%k4x{l5QwmRrB^EyD4o(CjE_xQ%# z5V$M<{~$oE>eV~L)%IbV3TRp|%qU+@2DokmfJd}>8rfkamSX*nNgkq`MDvHw25T_7 zHRS1>9t1P`S%f)hCI)`4&WXecycIoN;Xk;Us4#m52N%0Fk2#Q4aus2+1|*W?9E_Bq z8Ia^Tqi!USl^XpNDn`2!4_&kkgp$^`u-FBcT6Lsy&u1UNS-v;;2AKz~dToZc^{mq_ zvqLFkfPG@&>!TTc689awz+I!;5ecz$#w`kL7GCwqkpi3KY|5#cPOSLG=Rq86bGXp>OEi~33 zuHo^x;A+wbiDk^p{RARA>^4*Qw^8U39lRgeBjgEXmUC|B=`0;uwtIufQcqLk8O5q+a{LBS~J%mo{r zzZMY#wY;zY7aa-IxnYGX3!GV@j9?W6&T zkNmzfZO`|3GM2gZNxE&oDN4E5CMH5j!#_?W9He=9AA%HisCRGWNcrfng>k7QWh^#V z({nv9lP24&Cr9=CoH(rBmHl?`4EC$$CbM>f*I)eAdJqx&!{d5S>T<}_RAGy5mGYCj zc{`IXb<03(+`@xoe5p3}IZ1qraRDSS>-Fg`cM7`=cfvC}$gY4_u7ChD-%9($Qrmo8 zd}hdtb};Iam0+*{%Rr4k8>FfoJPQ#CramNbx0gyR{#O?yn#VJvEBbf;{D-UPBctBK z=RHN5uwQ`u4XHxm?ga5Qi%~k-COHF}FJWWnA4&u--B{}p|CY)u;jTX;LNXD3Qz)WQ zXrN+QvEX?8UbFDpJ^8lk-nlEU`(wHvwVRV`G80xI zY{Y97OV;yMPvle2ptf9m_oTiaNtI(TSW)7>F43YSVPkvW1TwDz+uA!|;(F6aP}Li) z_PBmPxHcg;pDba3dT$Hw+v(} zKKtGb5tG&|j^G&6ga~&+SQY!vpfv74Cmv{-qOmM%aPxJT!u(VA&&DuG6rYC4UTJaK zN`y(42kNkhw-SYA;j_5@;9Hei`O|j@;F1j7Y4nH45F>kpX8>RZ>%iJlE77O;LegSK zSb_`kQ+Z&kh~@1eAIaxc+5Hn8@_Lq(pvBTL&n|SN9i;kvZ)?4mT z9Jc7TwwzDG(G!8;A}ML#l`yq~V?O0G@zWF3hvBtH+O-7>Pj4RO`VzXiNgQHace?D{ zr1d^wqhrQCp7pcaK9Y4rzNL7$L?BOhg)V^OAo`!Oca2$1R>8j!XGyn!`-+nx{6s35 zJYcZ1=+^wF(3@Z5ani=#WG>=Gq89JMw$Od}b@7QQZr3r;at#Un;lgyl2Tww(>zj$W zYoLRn2VW>aACB?{>`UHa?l6ca<=MtkkwvCg{x!xf#qZF%EtDFJX-|iLnB(!pz5Ds8 zv+#guW7{u9Fb8i`UB1Bf$ zeRkH2Qh@-3&nDfW-Go@BBCnwn<<|3PI$J}g^!#Q$mf8#5Z8!hv0D{{>MuG8;aB%QwJ#iuO%a_ax4ti8ihEPTzat|1`*cQI%#<)UBPQX+V+)p=a_G2Fa;KtaIm z?vwQD(G}fAuO5Od>B7Tf@exqoQ-*W-8vSeY^@j?|K+w-Gd(eOfVemsXXZ4`KrrE4r z>)U(6Is!PA*n_1)5m+baJmkDP<9s$<)N1jz%IEes#-n=)JvlwATHy69)6RCyO_=WM z6#L2&^JTKM{D4FjmeNQPr_uxK{p$g-rO(Pgrgecb6H}7>hkysOMeeFFDMor9fi_^8 z*!QIL5`nR#H_UzX@dotd{11mL@SlLIC)p+@oDb6Je=i(gnVD@SDIcb8cTl0hs3ivv zezB`fjnxr`3O`EATA%d(%&02%?Rjp;ya?D4H|;nsp>T4gBA$$or*A^AFL>fK$G=45u-STdVzp|k&UC*zuYPP1*h3xGW8zhJ$RT87wr#xv-I zJI5rHvXvP@G=txFYw&uX>?x}>6HLf~H;NeW=nh>!U4YJi!nbE$td5>f9yGXVHuVX{ zOS-qn^@Ui6Cs!;rJ@mF!;phU<4$^+<EpoXSz>Gk9ZCG5^U9kAS2b!huX3A&k&JBzon+hcIqxqaH`#~*gvL6 zBya6;sbA+3Z@SgKw^0kcy%qcY;5$Rg9m=_jRTe^Mq_3GeNNc{FJ7XB5mK+=*{lf`F zxTMB(otXuipAL_27NkVtOR{8!zP|C|5$_DF{Awa8-hS*EtB`Z2hZ#6o;#zpIMtPLN z?#Tv5M4|PDrOCCaXEi3WY=y$L@&APvuMTEwrHHOE~`Mn3Iibxe%ISb(r&?L_s=Q}NR}8ojTQnYaoQ4i=l^ zDXLUcnkq1EZPN=jvy{f}2ZcUU_p_28)GQScR=K=w4!YTnwkp~D@?Hw3y<61vacs5y zyT0{o-GVQa=P>Lx@)S*q(wB|(VV`|+TzL7`Io)Jw^dqOY94G_82|TD%L*fnY=?*l1 z@LyVq8_X2)!d976T_96pBe7skMWXx!_U9ww;dss9d&_wi`|_XITU(q#j>pcR+vie< z5{U2l)6?a*rM8|zRN+z3^PU9FkTQXZQJXQH{Nxf{cR{}U9u+M8HFvi;tb;^*l>4Ql z*;Cev@4mD1FLgxzK@P%sb-U1S8=%pWgEJ23?V#3wOoP9fz;(kEUj|tN7J(f4z=Hnv z5ykfjm8%?nmZ*xy!da05t_=3RUcWQW9`*dWCO7B)F`3rmv_8S!Fov1Ml&g;_0L%ql zgP41~bl5*SV=a1Ijhgma4-T~?zd|kgx-lqa!9p`b)X}J;+WpbsNQnHUI8E<8d2AJg1Lg16&3n z9V;~6acAI&N(VTd{FR z2s-)$UiRa-oA<*a9NL@xb>-smi|U00RA-jtC>Hw7eNLj~qwd+telRbg@AZx`(@`s? zA09b(dJK8Z>;MrJi_3i zKvjc+F1*L;?Xje@P78w?YhXw5ChYUVMo>KTgA&*T%{Wa7z`KpCX%h*{KfLd>&%^uK zS$BSkYCo&!$RNb=XBi>t&N^21zo@yXj8soQk*u2wkK}QXc$D{IjEr6b;5q8iQsT@y z%S16* z2ZzoL9~_#H$*;`F{JP5_#h-jDTkeO85|LqF^vbp|YWmi{KOjMjAIF7D86e^-f2ftsV26%Sc& z@&K9ZMS!-e=lPO!VjelsV;2%BUNR@9x{e5E zbqmf#Q%b%zVH~6375V7Bp{mr^eU?7de{C3csqET53+b6rEWE#v!JI?BkScf6C_JBz zlp;jF$1J`-nK7$4r#rZ>Lfb!-p-y7mSQ1>SWI@Cq1$oA{YPH zUZY>w%M{fl($DKa^n)AXYi}hs*?_m4n~mp_I5yE*%E~}_c`EHph)d@Zz3_jA@tC5N zw(Th@u6b|;ZqhwZOk(uOZ0#%8q;S_we*sZt5u^UuxR$EfxE{;l!}{kZSBJsC^kH#O zxIG8OOHw2k;T+IwJZj8ChL>P~plu*L@_f(q!iMEPrfiGU*#U-;m?f9~cqU^EdT+lw zF+YvtrJ~r^kM7d+vmojACJ_FvH>oK>i$4shH@*gxbg`6nW?c(G(<)w1A=Thp7N95u z8uiYVYO}=3z1y=7L8p6F+=@RPO*xh`>iHlb)v79l&qayBY^hK&8PIQHDHk+RIW=2?vp_A~V_nh)(I6)`xWu39T%n-!Tr@ z&+AqneB#sX>4?Q|ujzf!Z$g2S*G21GH5d3nud}ozp zr*X^rz6fUrH7|6MPiN;JlNB&coI`F&ceIr*QS8>_7n%8rGYxLvViI$6+WG330ZT+E z)HWJgxA3&chTI5T%KVNz8inTjXJ4oh9^`W4uTARwKZ?#ho~i$j<4RIWQn^Iz8%hzP z+%HpdDV4}2*A>Y<%?Wvr z8HXWMov|l^kdZL?0+?lTwcPDVNc-i_(w)LxoE(-av(1rWStGa5oUx2+#9~r-$7gE9 z{OL5cha5@Kx%d$_kh^i-CLw!3AgcO=l27N?x5ip{andJsr(YW_ilYpU;WZMNApc{5 zxw{>r0Oa4H0uBrMEAa~#fR{*_Z=Jy1!yspwX#|q>WJUjrW zOOU@H6RP>;e*VOj)Oq$z6jI;g4Zb6n&@w|O`_1{ZYBoeA++E%sW6oL>UE9rRLAKdL z0rw>5;Wi@AgcP$g>K?gdp~0QxrWLGAE`TOJ$h8$vB37@f;;fk2J4@xaLj$g4wj6_`F7RsI-UNx(l*HcLNr+vd-@NoQs}# zp}mS?hYc0nVJB9D>iE{NXmk67{`G+JD?C5gye+4%C;pssm3QS=QWi=x|84Lp0Q{6A z*amzGt_r*N?b>joG{W;(3%5V^%~SOx**{uea&8P;fh^n|LYvr9-VPvELL$LuPgWJ{th&xiNc$<2x9cBA zlA+y%z0WKDa|vVJu&c~CvK(iR283kqTr>BGgNH92Hr=7`KYQ#`Ld*M{K@ze?X5KA| zF+N@V_Z<*@oS9bkSnt}CU=>h?gSP_enmWD09GN%6G&;r1zS6ts3piBZ+9SZ~EwMFE z0Q(5gv&)+`ri)=(neO|ShHf*i2+a>pYUZA6I_t(L2@@)P3R3VA9$4``?8iK40F!qC zt=R^=Js$v*szmG>%CREcs>V=n!h(X1dHnxJM%#=244G;WdD;^=>3Ttq{f;#+0o@Z7Q#GX3K0P;;ZrXq<81FENF)<#aMXVwav$QV<(jbe zg3LU+dlBL60Ca4Q0tCS-h80mm9ta2IwvTQ`l1Q>MpeG9*g;AowB=>wU`N-q{q1!a4 zwzozRcl&_d@*-YFNUPtLU{jQQeGec z008NUi*5ubB^UIk-a`YC-N^z@cI#qw-hkwAH^31|MTvJeYn^q5i=@&s|Epj+TG0iS zOo4Q4G_r^DBRP=A;9%w?&E5=Mt}&`IGtg5Ix+z@@YW<+HSzU4G2qejP#>o-@KDv!B z>rVry*y6`R$h;bbvGtLft4-Zq?CRp2EF)3f%Qgw`xidMu-+WVpM;3gMZnMk7PAw}L zopxiNuxkb`UgrE2J-7U zR5(0J_V$OY*t4=)T=)$)!0= zsFs9{8~?K?vZtsNPTqJA7a|&v&~n;zN3=kZW|hmEXcq!Ro2(Xe?4E!?t(^9p5+Bqi z9Y!o`Ie1fvAysw}mI*09hmA;rhCi?UO*JE01(ByEFsXC?cmvU{yzQ0K+QtMIwC60K zX5t$y3K?AEi$dfLF@t<`GKn4w0?xZ#MUX4p}Kf8PjU#oh& zv0=F@jC5ylAewOvcoyjIxZzvY(QnO()=|rHt30#avG03GO0$gI_dzc$r1N23)DhDC z{$>GZ-q`PicY)^tWG^v0EgJfJo%f!q!w@GPBHRIe+|C!5137Ib^~|NFHWp#aGpO+B zm(>fG`_-BovKa#vfG-S$BxBoBGr5Oh7fJjp8?@3d4_&xNTaGMvC3o=llZ)?_Dm1*m z(TgvO{R(#q4eMIub6hzebY5Q&-D-%Ap#6y^`8=iSOY&UsQzi#_A|)S z+zdKOW3-Eq`a@bT;%+^>`&d+!&GG-Al9yoT;eM;I!BpQ=st6_?{xs}(c7cWBPv<8w zj6~o77O~zogPXrHaU4&mceroF4F1i!z{PY!{{d5PWTve_A#GNF!1#H}+9Zm$CG-oZ zBKF&Kyij{p{QLQ)_PuZKZ!O}CCS7*cz;H6t3E)19$u8v~(bu`zWq%^?5BCL? zcBT0U-O>E=v+nW+&$ry*MT-gW3E_UK-)r#S^v`IPmeB$F{NUXpN0NJQmBLi4Bk-De zoOvBs#VRMt8OPsg2q+f)V@naJM6cIuzTDU|g@6aCv#iR}@DVz;h@gHm_PhjFO>NX@ zD*J|AlGdGyzu+@(&rT~c9{lYd-FX(G{FgRSiRQ)g0@~#C$JXY|6@B@BF`Y% z4P8ER zqRit>#O1aN{<}BWNh4CNsYJBjRYIdGK33SLGDLQVTW=Q4Au5cLdq;zz?OaHf4t3bd zaYDqT->Gj;u(L_t3X+Ss12p)2s+iV{Omgv*-w4r&M%MUxP!`*!g!Le4eRmDKVABES zZma7ddxrDp?=PQBJP-2sS~%<;AeRYB{}!L_9GDs`()!KPA461YZ4so~X~+GVn$19; zAk1&gHpCSWF`1!P6>q_AJUSS{mnWk69-R$#{*JEd&$eYpR>}0mgj_lCqMIhqw+5#YYrumAF zRM0$w$qXaqsf&#jJ%0zKa+7^q?tOf4RlNCC(xf_U!v_VjYqd)E9dMTNrM-Rje`jRlM)d z^{lXBM%w;^3fbK}uW4o+#IrnO^n9g;6LQH{1OC$D2l#s3oV|qeU^zYECzu_QXXpm{ zG&1}Mwrrb!ZeSFSMnc@X@zDSJHFI#v;sDnZy}g&Ae(6fKuaRr-!A0KZG4w z1d_7fu_T)!{Y_m3o^lrOmH}4tEHk6JDg>`uHgJ4+>gyH6#q&AjepsJ)zr`1(Azu`& z`J@?LpR5FSM$gS}@JANwi^DnI1BJu161oc1ukjAiy4}jXq}IIJas>~%iwor3NViy( z?4;(Bj5#pRp?G0J}Tzv$ig!~h>J$AGz*;JO<`X%7|!nQ z?K9D{2~B4o^|oW(Uo4q_SAqX4Uvf)5p2Oc8B#Ornwa_8?Ff|OT7ek6ObW!?LoHyEm z?~{7Jrs$%jD=1uBtAhS?>u$WEUENIwUO$s#;yc;&%rT1Ohg)!Q==5PHq`Dwxveo0q zhH}Kv-&is0NDNdg;hKgA623gA?C`+{d5aqC>EX0=COB$BKmh5x6JnzH3@pa;*RB~X zAgDT;+aQuIp9)l{EqPx&U}4$6j54mCjLhpiZEv-I3P1 zsDKe|@#0)mLBpvS`H@D|SH~+X|7O}w0#cRZC7?L3TZ4VcQsdRKo9zuo?M&G0??DN} z!#V=)cwPC}a-oJ9fXDW2BCktsUgH1evZobBT!`?MI|Vy4reTJ*>{Kc$&bocK`*Kb^ zF7;&J-^=#a;v!AbSxgk{DteCk{KkmM`z zb31Hondwel2>xkmU#@?D@0@Tt-9%6_WI0<;M4R7MppYd#M3j zm(JcGU;e|XSw)6yA1$skROxyQ^$LmVRCC0%!p`=thsJvz$7eajvgzt07iHtEH{Qd@ znV4<(IAN_>l9{8R;q8C}O>F^ZGoj|WPFN`kh>YFAE{kaWW7Df~3r`ruU7ugj(hUr> ze%8_19k(p|!l?(D-088d!@5pE9Sphl4}4@id~Hx){!If>^>ny&1v4h|5%09iX&gh_ ztc)wF(?x+!{WgmqtI@>kCER4)uvRCYOalNW-12hMw_tT`6+gaxQH)lyM`^oHNMi-Y z(dbqv!?3k5)nq@g+F&TyGouQyWW!lCYtK5~wTfdD+I#W>EyYV4W8|ooaZ!5wgPB^{ z4HaDHmK)!+_1si+D6;LjcYAyGXN%t={7Y|!$sghPXfJ>AiS9s}kJW%eoNq0#?~0Da(w#5jqwuEbK5IvX_h3u$yzjo zoV_LB<#ut^Po1eY%&Vb9T$QoM_-UIJIGH9N9&h>75f-*)`bF~eqo1uHfERq0&_!goeNv>w~#+mgH2XnC~lqri4(a3Ut{=3 zNTVWs45%FfUJny@=!i1u)h14(x^Ej2FJ3!7g+3oH*ASpX*S)Flh8H@8M8@VzuAC8R zZ`-VB$PVY(_vJ~@cOckaV9ofHZcbY=RGSm0PQ(h$vWP|Nt>zc^=*x8*4qHoE+aVb& ze+>=D*~T{Xc$Vbr(riskyK$mdg{X8%iMbz)<%uF2otOR8C_(bP#~RdEt<^Q~FGevZ;S;9A4Sjdsa7pJgu-;{Ky zaTdM2oMu4Y>5&1sGsI=O*_p(hSWe;~U_9?YX)1F}Z%8sVJiIb5+77i6qR%~6U2LKd z4hyFn05o;Y*dTYRnjbT+U_$_P9+)}EL8ISyLU+67PWySX+jI-~ST+W*gXYYS-=k)U zH9rscE;*BCQZ(X;)!8T+p?vak`m6lmdN9yX30EAt!z#3b=wWvZYyN0`MdyQG#Ug85 zGsT7kff<(%^UpLBr+D`H_Vru6WDj_Fp}}CKf~+~~E=}7<2H*#ZgoX0jA2M1p1Fvx) z_X=ps;f0QcZXss7W_$71$F_3B-o1ZpD@L*Hrrs2jJ+~dLhosDJz7YP+>4$>!Yb%3z zCJyKzOGN|CT)^%M=0);IxeczC_!M%jBkUjBee^|iVY}hCFV|ME;_W4*ah}PO z5!d4%`*(^FkPV3XMx<}*6<-XHI!FP>J+FN6!us52bqsTl4ba?$%roDN5vs}b5xsk~ z%8M*M!Tc|2yU)D&NybFg$j~#`bp%y-kw!i?myMx=>WkUUKq%WcP}y>0sd{+dI4f6k5| z!o)PH2us5WhyckIq5m+@Z>}EcIYb# zPiU>$*hKI3Dj&b1$JWduE_UFbqgT@`^<+GuiFaRA#vXr`@9ZtD5zie1>d3N0JV}nS zTRq$!I39Gi{K2X9?4D!qwx~}H(6w+Wn-Em1@@dq!ZXD21VY$IZo|6te0JbYu`>q%ZVIgn2 zzhIxugE{E;cm<<8Z*vEs&O(4dPM)C_Iv6Gq(QhD^mu2FR0RD-~1t4X_qa3_t=8XAB znb^`&QV{bVA7W{#KNrtLZ&)JEb21*wXkuw&d79nn&!Z0pBH{lzi(VZT4{@;%rNk2l zYEp@KzNA3BT-dY?;S^>h<=)umdGH#4%emYBmtbzKgC(j zGFx0Dn~NHoPLTuEX`_;AP3Ls*j+B~0m=uY-DV|ZQ5Uc;`A!iTH`A;8BStns^1I4|X zf?qm}%ukDL*r;9odLY?*Wg-RkT%5&+jpAXd82*3St_UV=4kVrmbC0^z0`%%F<8VaX zQTk*@R;)2{FWnPY4JMZEB3}X?^L;*Wq_BUoD`Mjt5SM@=&Hi1=&(?%tnWxN*&MD0) zjD?6BF;AGkIM~tN>NT&?($`tmmtKm0kT70}kXpey-Kkn~`~=z`hy1k_h`Dxp$wN14 z(dsv&B$Ijq&*Fn;_I6(bbk63I91h}@Nu28tGLZ*2rA>S`AlUF8fnPMw|LE=c7Wm`; z*ragO-8u#@1~Uz4f@J&g=J@28^ZJgg`&9t4JCuT62J3ue{+K|t3n!@AS|ipw(YYG8 zoc^Rn50RtMUCqZzENcqwPUUoVLIvgy^F>;_d?=y!O z;XV#5A?NL0Ew$K@Jq;Y?!&Ml^>mwZF$u^)vAg`|-isMmwNE$*CO4IkpD(J_Q@Lz$WhI5_z#!9T^3ehvR@qC^e-Ixio%eG8 zAKMe5%HC_R$8h^nB5Y^+dTRtgyyZ8F`uddr$qh?uaIUFpIm9_iXBLpRandZ?fYcmZU zXj4vHpO+cAf21r6_EULk?ARi~2li`GxpH1l{>T-@rC72XEmRQNe8Uwx3BNW8@4-B> zeY=BVn%bKk@kwkS;j}pmb}MhAxu|%$CR7fe^8M5}=Edf?f%$;(d-&e%z{#x^=>DIP z5vsv&w8OD9y72R&igpN3|E|6dX~K%c*#RndL2xun&)K-BT@Od><1~)tVY>fv3V(N1 z?!FUu8`m2{fQgXA+W|vGc?xDi)JqEH`LKIsrjxG+b?5hFkr!`*SsLi?GeOdO1Hy)# z2Gxvi00R&CA|J*KN~IhAXD|>e)elK_O+fxhr|~b816*iA$TvR zbs6@OsM{g*Iu0XbxY6(``11IFpEab#LZc-(CY?a)XGNvwGamUZ^$PfU>#ArbSW_yg zr9T)is2S%97Hjt1eS-xF<0R9fFA)j?t!&}<>3WFLcOY)qOSs^sm44TQPp%ekXglMS z-?=jqq1omZG7Yhn)yXDdS4OkT$9M!(|Kcw`Zj4 zPdY+>pAc2J&F$4JGH72-P09wepQ+FD>(gC1o-*NOKh8qjs#1Ke-0MkTci>134U74c zAvlt^T?)+TC#C!(gX6IxWVu+D&@dTCtlyZ;h2fg&GQ{;zo+jFobVo< zSVwO=E|(g1EU^E4HD;TaWKj40iQe0MmD*|t*734S!N;t=fm$;3jT!~azZrdCs5p2G z)uM7^8@{$|)UK@*b|36vxegb2psoY$=5kK%{dbf44h1fDU(%?0c$iTeZiCWhV}H+v zz9jk?!wYQp7kDq61P&EwZ-Z$=Lz&A=dpU zFP9rZl=LAi2F^~c9k_hck&-M*ROkVdg*I9SK389k_uB#VphvZa{ZGgHS=+icp;-th!k-veOV_wE5p*G*^fv#>dd|I4hf8y=Ux z1J3i@5OSM_J^j_(b>XUl12YAN>>fvazzab-J^44zwDpPof;0B@6bA0%yY0bupnOh7qL3AtIif|7Wf5q zghvQ9s!%!}Oq4^1yOhT?LSAzY$fkMtV+}Iyp_RrK4YAxOUn;wb3Vm3U5LvBgq$|O* z1y>l-$P3jKl*^Fz(?N)h8$>P&B$S^O&|#=5pU9;SoIroEYVc-&>0C7{+-U3^*YKV?c-nr~_uIA4iS@eQo|A7yVQCz1;oVkVshvXeB}giz z#=r-79SVc#*8=|%1XMkRT!DcXLN&9jS1aBzTcuhrW{@Lj3^ zHVu%9t_+!i7F&>U1876-=V8DIX!o+DS1Gm7in`sCx6IPt2((o^wI1@U=0;&^Orl#` z-Dbtu$^w7EOu>uke{AqK2>L1@)mK^koCt%NHSR0Ax!s0hBEhjJU}~EM${UEW)BoeG zXyg?7c{giiTl%8u^A+z+@Yhm2kl-Z;w2+4AKRa;~Q}bEds5k*^ML%+f+ZtJRf>KZy z(7K1wJC4sk4L<^Itw#%kTr_2h<8aD?{-|HXl>vn=9{Pxb5diT48Ut^i--`1we(6*Di|8A~GP)bfWfwkFUDl@g zNCmKB0f=LJj4+tL8sWc76S36QHRQV)2roPcdEQQ8fvLD99yU9J3)2*{=vXIEqfhI! z>3;ROQw-@$>h~p2VTR1uj>ffR8BGmUNAc#FhEtap>*A6y?wyr-D!6%(Q>Fb}e?19z z7E|oxi(W`F50${B@N$?Lb%;2#B=Q3xyrBR0QC?PgTwv92q(PUL`djxK2c<>VgiNz~ zLzK>rSEVRbCvC!Is76cZct((3(qjDewGeq*$4rlK;~uXwk6Jl>YV_v@Mp30s%+F|s zDTQ_zkEqn(&32(2W!weCR6Xqg^ho$knA>UD6HZ=OfzhqZ@nhdYS>q(?of-9&`gy^Li%l1_MPWmu-uGUufK zpvKmFdeky0XRa1SBQ=Vxv{0#uhq7sOKgRX1?8WOr{qHsV&iu#Z_T$IafVOj%i%tY( zFnA3N00wmH=5r7cEXTf&?sNOc2AY&WISiK07}t4zaW}b0WKXh;CeGNBL|RD#agLD> zYu@I(Up)6-&eJ`8{7bsYT49~V!7xrqS|Z{LF!F%IMO9r)JsXnUwV5+`OjoVg zd##{yaIXrM__9viQo3evztFuji<*2rR_gSv&MM{4|JW2>-^OtcH@SFJuj@_9WJMv$ z-y^Qt1(sY5Tc#y4%mII975#W>Q+l(!ShQaq^kwbtDq&7hd`yF#>tXg0n^zerk=6GB zs{zd3$sKdC!h~zdFqFqeaXv17C+u8btKF5k9UdWncn#?#B2B*2;t?zSE46kU;sD`V zXQ>Tpv9rd&=UY2#c^<8zU^Bqix) zP1F*iA{$IeOcv^Aa&>*G^i_=;zwT>G4&G+FXcO?U@s;<|nTD^DwT30uUtibO*L>nG z^Doy^<>VH=@+cobtN#LOi$0<7N8YTI`+ zFQR)-lj$ye$?33#O#$`*@A+R_K4!&B{d^ukorKOp3%+pC%VFPZb9Blo>?%HWFM<{-0 z5xr_#=MVadZoON_g-(JV@0eO1<8mzl!(CGr~}sTR{%;YM-J&Vdig_3rE;y_Pbo1?Y@Z z^K7)lFo-<#$qc?=J0KvZ>U53masDt7YrjlU9{T1j85m1dP0@=AXltM>3$Uoy%Z|9_u~!iE{FQOB(e0la`u5&@EAn%a^s=nT zeRK!voNIs9R&5Y)YVK|PQGQ?-2j*MGnjxH+mY&TZ-8|3v=?8mO?CB_J=4;7~)yhyH zOp2r|hp>oHIP(HKU^FZ_>b2^pqGm#7VK0&;pZpRq_kP-R`BnM2SmvJ82is}GfPn7V=#xu0#S%&Bl~%EH>+z35OmNT zZeVG1Oe3(IkboPenFn}yZ425Fe64uYF=sou+W*RmUU9T@te15wqZu5PV6IZqxrskR zChLBfWTV9exdXnvMyD`Zmo<=d4QXH<+jxBtk|HIN85wKF{j^n4Mrp0>skw6+SUzUr zjFF&S4b@hvG0DW1rwQvo`nx2Ac*$@d@tp}B-?8Qg9ZZSx(#p|#%oH3&nIP_vk6H>| z2k*`*+-928@rZV4aMSOV?jz@>H){`HY$RLqZB-Ey0T{}f(pVk^%c@xtSn~VAGO-|+ z2L3b`G7|@edvCBHtRdn)vhqt2P_zP|3vb|4R)|TK`X(kUkHJ47P6`KfnAhm!k{#?! z`$M`MvigbX*)yf;y#U}QtIz6(a9IFf6m|OHk*KbpYdlAYCb1SI*VgloZGZR;_y=gX z*`DtJ{a&U|^g;zEHTnC#gI%)9{3F~(Gw(CAJ87nfH#}thVYPebMq^K@^uW$DyDR1 z&N~kgDnogkT9W2hjNLQHnFT>YKzf*}l#>mgs`A;6E?vb*Zp86CnyzWAs2H9%0V1sQ z-gq--&wkQMKA8#IQu$_FVL_Fj^|nLc=Zxs;t(bR;t=8Wg??+F5@R|e;yyLF)s)L_@ zs=Wl&CX1THMFhJ4HuJui8xYMYQO6Tj@wRib@6N$%c7q&~Q=>e>Yl}d;1e>JGi$w&g zMLLvIU(Gzc!0y39U3_So(Y(d$6?}q%w_RePX9J|#r5Lu#c3E5xH7VI4!${k{xGx(Ip zfwFC->wa&5B)#~t3xLt)xl&6^)pkk)3bXp&QjyHDBOs6F!N@J6cI3zNF7hw6zUR+O z^Bhuu&OWjmj!$Vuirm5%Vaq2~h28^;^f}eAbIq`H{KJ?Pw&+;!3jaap^l{idw{_75 zumFgfjIEU(^IXtiCdZ*7!6X8hK4ydqW2!BPCi^Vm7{LPvpq^sr*7x!Gl@B--J)SXROg8uSKB#RFjrHx}ifqVbQL={7E8|xNuv>=u$w*0t2`T2`Bfu;&~1}KYi4dp7SpQ;EonCF?(Zq6J_ zIk%IL(RYVW5HBaUdYh#(b%Z@vbNaeN?KPgzg%kFLRQJD+sy$yM{a+hQCM{Tv$~Fsb z{=Oo8{>G2=mALXNFP}Fmdu?P}Ij{nO)Y+R3*<&g}-&d1jlXXSA*BK`L0P&fhe+);v zh3YAUUDDxfe{vgq*#u$rhvZ+XKy@%VX7Sw#l=qw}S6IbR9kI~76f<$MX&`MNj->$C zU5Mw9ApZ15EjM5QF6%=Ld9LWJ4F$+YNTRlSW7|^-jZV^L5%^_{jO9n;bn+QS$*oq{ zsjXh@>fdgFKXrcdoY=M$9Pyz7UKU@Yp4HseC4T8AgaRb zFIH57{v_dZ$q4=aG2r*b>}1;?4+C`2lC$lu&Rf0wHE>AcG6Xbe>!Nn$0a5V=YEP`W z2~+>g%}`>$Pv^JYCBGJttrfWh@E-Tj0t>YaO5-Cpr!7l=m09e&8u=w>O{FBYh!x?YBexE#sSu_Ax}0juZ_T!`M$8X+a=)pgAcJ!$=ahMQfyvN+%G zG=>*heJ{{17VDEkmDFs)go>1j*c%Z54WKdPtsPbk@wS1WMPGi3^eIp?6dZ}UQ*dAB z|L$1~gEv7PdGe9X$-M(x?X#55-ig0B0^|R2OGRBLQ*lg&;@?#lrcdwl?53vlQl>lN z-zXC_tF^S1FlJ7%sHt{I3?Sh6t}XYB(@RfTUUCfKsWB40hCHW5+<B%lAyEpIesHzD5 zKFHOxY=utQni7se^sQbz#@+sM1KGVCG8Gez7Tfvc)%9HEC46MnMZb(r zQ+0dlGfx9`XF}&PJhh4zk!PKQazCa)3`bugdlT!xb;-$%Nl7EZ-l2OFT{o8oq7b}T zSDsUDY6GFWF!_^l9v|1Ynul+=W7GoQW&eET6V4WFk9~$qa|@?;BOYPaatb&@ZK<#} zuO~*&Z$5k4p|Mi8{Nti{M$sRYqMYdT3VV&_UgTfaB|NVe7hAZBAQ`P3^7Knj85-25 z+OIIV6JnT3STdE;<2q$EA7vxcCno{AhD?FGT+FErCCJR zIeKOkc)I~vponuK|c`4z^Vk_sv;R^p0_jEmF->r-Q+{2mQy^aeAuTo2t%r zc>XK;6fyWGm{)dy!O*<{?1>~mc!>5fyAb6%0zMTh0C=lwKrTn>_vN>kd`U(}qq@e+ zps)Ma!K9wOC`s^SGglJ3TW7KJLL7jP_Y&?mVV)c0P*F>Bwvhr3CKWL9vLqLnL_4b7 zS(%0^8`Z@F7G3@pMpj@1=Dz~3U?um)nAaTyI_=&Z0ZvE78hH_dNFB%%)}KN6p=q7w zM^~`b(Trunjhf)@CDr&hUXjdCv+(2t$?Xk~3~7_}b3(5nzg^$029Xq(qxV*mwe-I; zf=~n0SZ|P9FjO3LxDDEZII((#0;{NI9KQvX1D-!TI*$T|kM59SUV%HBY$LTDjOc5M zpkb_jGp9@YBkJ>|E!fMN!mmi$rXk=D4ht<`AGjl0n*6FLP=8PJgM6Gt0rV|*Er~SV z*kMr$^@1hxxXPoBbtaE634c8CYh}$K>P5Vac5Rp1sDR1LP(AttCIM?q$v)W$e0(hqo zlnnEKC3DGW==P(b>sc;>_8BpIfAVEurFhMIo-pH(+w?33u$^#k0qpC?n*y-~lSV;v zSL0Ejdk~Rc@rU9Dvndj&u4Y_#p_>|dkg9d3W5b9CWZW?k3kw*1`}hr=S09l{Zd z?|z8y^#`+K`1T42X2rrrCnsHsz22gAK!*+{-baa$=TZLoQ+t+Xa&B>XMgx0Vr+GEU z_S!G3<|Vm?Zd!*zLZC!+IGo4MS|69}oD%#0^c2vZ;vTrQpQG_1>Ect24)si7jv}mKLq?b*M%j zrd|l*hz|rk4~3xYRGH;0DTa26At=1op^f&chgs=SX#+@Z&>~ZOYjGeDs-_U?wrm?2RsETN|B2Fs`AS@< z#FHik^|;VZE48Op%gm=h7s>_CwT7k!55nIo-Lo&>uJdWPmYwq}25wQdw0^qe0+6$d^BXzfjtK;Eqnx; za$7%8&NWh!6fD28ORu9@_yiO~5pCwNlqvD5D4t}tV^L&NzTXFvI&(kj(g0ugTT2RMoSH6DM%-+X#FZA2J$6fr7DxpIs;GSm8Q zws?+lZ|v-^)&IC_ILohqy1B^ETYj;>%mvNv#(KZMaQp20An!f&mQ{+V@QAx$U$NuY zgA_={Kejs~#4>%W+pG(iwIH`M1Em22tJQEkkIqO|bsW&2s3d(!oTYWm_9r}cl%-M@ zv!GM+5I*AnWVAh}|IfmqMKIbioR~E%KMeh(ZAbzlN{wf3PgW+wf|S9t z$G83x9Iglq@$v`%NjhNiyd>TK%DQcRHk1`Bx87^J+#uiS1()PtDNbv1T3ZgVG?KUE zU3z|qN^jq;dKAag;Z6SD`Q%L2R_~83etR+j(}1W_-9DRs6N9on75dEy9fyMrS_IbG>!a<>ZjB{?- zb}HpH&m4QgeCENvQvzHFFcf(j;k0XG+qE>ioHMpA7-P`EJGRGKPA8TitLk1}_e7Hq z{&u0JCOQ{R!3@Ejavy5@gR^@KH`VUn^f?bk*!ww`2fsr-B7&nbB?p_usTW4WBr=~vE!-cQ{j?PaUw(S`I4zuQ$adi;CsMhH!!WR$6Dq&Nj-cf;~jKDEuGsBJ@Vq4?e_uooHTeAbiw<*TQ^+7?up-$dPExL>lft$?{8a9^FOzZWCMUok{A-2 z5i{YyjG<}pof@%rg&Ti$*tC~ok*1}ybe2S`+0SD%2a-4Cfl7c6`-36vy%Dva=k0p^E+%c8a_xbp-^?;(nRyzVq?lus zBhR3V4UQsNVmEzQWCc7C&3Q4>tZ1ygxsX09ab)_s9(0W1O0ko+NCP**lzL~BpVLs8AP+&^=%zkXsd5#e0s%(p%aSNGqK5f&N*I2IugCU* zd%;V!Waf%K>qr95x2N2SzJv{jS$Guf>3$*E5=6#?U-wemc8@H+e_aA5y(=w^Qy8^J zXsVJXgBwwdznCyU1B3`T9(w$+dvtmZ*(>Eh;v?K|b{{U|NS+=5C=qiVS@nsb6krzk zw1ThSi4f_1`0=j!FT^|ZaykuB&U@x&4Jq24j&9R3$SAVy{m(Z| zz~WY9iw)D2aa=!&58go=n?r>uE_|f@?#fy$wF)*VKqpG4=#b|naJACgBL3YA>l5ZN zT265US}1M{!s`mawZI<5o&LmtwPip}cBD9MXYc)2+&p!w7`*tVnX)NwE7+&uHj;7E zAi;!eYLEBp3PEC`;l#-y#9jMpYZE}pghNmF)T>w!{H(+lR0O2>eENwCf1-d zQ0+-1MJ`I|Tcs=q;g{;+W3Eopd@*44B(ScKzJ$nH8;pVFFQP^*s#sIgPYJ@h<7{g; z=P!hOeT|Sh%2_sD+rLLtj!ODKGnsLk?`NRbrD?+9u5=(rLDkbm2e`5=Mqm0i_RN1` z0nAHh8$!KtE;U2CEvTO7;N9$u6LT>EoD6?$v1LR^e%t&X6IJbbNq1k$Zl;fiey1~( zDZOXa{9PiT?ZMF|P!zjDZ{LErIV)k`5Z6!wkFC29iYJ?Iee_Hgn6;Suz*k!xG3&jm zS9ElPk1#Y;2P&tk8ZvYEtSb#^bmYmg*#Ug-RzAH}DI7~`!O|6dQJmW!)+Z)DdtuHw z;F*bCV6`Ph!w+v84TBo1zF@S~cRY!YCs@)^^3PL!Nfu~EUX zl5tqw!HYg=l?2&XAwQqZjM+P?k1EG)+jb@gC>evg^M*5QUc z$g1Zh@7heI475_-*;q>9uBz?@z5UGsz1oU=wO@9{61eHLfhsY*Z!@31{_d5cQ(D`XW-wH6q{`1p?Iw4aO1k^7w1Pg;53ySAyQqQE4r!KP-hbrudLVG zHcn*65CWV}Q6S%G7N5fB+#@F~^5Da_JP6gNNFAvPpx?TIo5wxGCF2SeXHxI!^ITl^ zhEt^MBGq5VC~iRxw~9#6u4Kt2n>n=50fxRXTyJ!lQE!Oyw)Lha1WI3qoWtVh5rwS# zMbHHn7*8`>h(wSGULm->pFk82uu#(w4c2mTkwjr2X%P>iXaBNw#EwXm?E{V>Qt%(! z9N%BsfWYSvm)wW^fW!oPhNR&3`3`Ix3V@RIBd~#LGsehL;AmppI01E!QL;)6!-rBd z?l9C);$hUE`V8q(OQXw?eCwiY!Z3kcx)tvK@s<0Yv3(Xx^Z5exp|pu?sPgG0?%Sf{ z8;s(2hjdh0ibuW}OOLZF9TX8%%(J|w&w5~0u|$d&n?#HN&+wqG1LI{fuot@5C6URe zy2YvpGM|r7a!J7pPRD>rLq_uE@!+(}dNoq87%e$qMLX5?<0K~ykW{4pHgf_)Ns%d> zGc=2P_?t>lh_O4Ow*mM`3-x-wTqMOivxjrTA`DhN*N_~K+)e#45WCNt{Q{s%z~cac zC|LGql(h=Qu^(Ba!|an-661i$*2~1Q;;hKAiXDbzP)`MJm*3ZMVQ+sW&j%2hb@G253NkiPebY*Rl*kp1j(-CSA(EeFYv53rCzh9Y%&8W zL|wR?q&rMvsKo&?TGCNm@98M z0f3-Luso!xa!&(g2OU0p#k3EL^zfQhblcxZhbkt66v&3kJUxvtF)Ey_o9p?FAiRSS#?;*az?nvsP2< z7QKK$_^EX5fpdRckC6)B(JtM;uafa>XhruX(AxGx%ke+dd`)1W26hJ3x7jKE%p3Cn z@o$WIIne6vY{@T&8qGX^WM8E4`$f_JadhSJO#gpe2a2>@xvfH~h2+e!RdUCYSh<#j z+~j5~Ddbuz6e0I*xrNMq=Dz1PaWmbP0(l-v2~E+GHQ2&q`+jM$B_^9%k2t%?o&)X0BVq;ESdTkTuI{pG}-j_D3q z8nAyisH5@WCSn)-ULeWbz;&5tewaXd60PX>JoqNMxsb}oIT=Lo&*rUO3Q9@n=s7n2 z_7xO&mJT7rQ6KuXX|cXXFc`NO@fYYhwAU>RO&#qqdqDkhQ9okM?KdwyTfdx&DLe7` zV^7!N{9{B1nm8n?g05RA^!Uf*A`F0dVB!D++J{~ct){X6V~PP!e8tH8W<89T7^HVh zob!BtGBu(!S_%~cINmu3jki%s7lWckxEO;CP6+P0tT~ip)CE4&N^feA(B0{j+NrOwM)FM+D8*yI%4tC4y9O zV$DFkROgSCY=ukjl{W=UTSkF`uEA`KkpMm#Kre~Xj2sIquhyDpQ4FIb_pUY+5u<^3 ziP)a#KWnb@m9BSg{5xY#MQ{T3boiixUoau*+tI71*xf6&$ahL%)P=Fna^6qz(y+DU zc<>MGh_X+v8eawt)a!>&+)jrMRUaIQzR}|Fw~xXN*849A0dmtMFm+oEQKWQAfdF7o z=9}Zeg1FU7qw}n*9W=;HtAhbfV{tdWH)3f!i3W0Pd$6%P+A1KB(}}xGFVrGHGk7GFDxF*#kZaOTP2LR!CE z{8C&`_v?;)g~R^M8T+&|Gt)|>nUApfYn3DciDZu*B#O~bjDQM?l zv{EYQ`cYwE;?=4Dq*xmgZzU=e#{jFul_y}$M?ki&(6c@*f&T3^>s9HfeQkSg*5}Lt zb73s=P{6#3aj5TfnxtLl7IGg|9(^VJ%Z$FO=1WLtjFOXyiOoR|C`*($(Xm^uUy#ji~{5>MRee1uN{Na7b@Num)^}Tk&j6R ztk~RcjJAcUN+ix}gP(F9zKc!z{&pJi6ZNcNPeI@E4*VjC4~9^OU4nG#v;}{TTcF2s zDXj-n7>AO9iXwM>w7rtujToDA%hh@Vp$kHS46 z*RamwESupTero`Tw5#suy`e>u(#PA}`NtHGZdBJkd_2gdpW@Vd8!IbrI+%9UWlyUr zmLmvrk*Ne&IEvX>mrLL6)m;X+$F*~4=1X+Q2-@C7l`6K7g|H99CFuh83Lns*6VSH1 zNg!2k*~moLPaPWYZ6V53FL0Wkp?!G~z$6etgY=cm2#ZitOIRS>sitjSZ_8+y3G-K1 zDng`QJmQi#^TVCVD8#h6lv=qf(+ZxFSx^cU*$2#(U6PRs65SDAK=#ljYM<5+Ykb~afM{O&G>#ZC{l{c%^nSPq9ViQpsa}SYIeCeRF))X;SRB`^zRa1%2GCI2ayM=K zT9$eV&ylTz?nHDC_l@y|R)g2x>W+(+k9ReG&6>{i7jn}L1ZS}eRDI*z z9-nTl`%@EdhPafOe$Ja#h@K{mM;Y0Y6m}+xK`^^;%mDgeV?Z8u($BYL@ZHZU4H??L zbpox|79pSsn>E}io1mOi6fC;DN%S&NJ_@9F5>+ih?fB8s^0G3FUisJO6}Sxnc!@vk zV@Zn^S@Vb4gPhG?`H2?V6i?_B`xFWLT9H#c*!fRh<|lI|w!IkSqGY)IWJ6oligCT# zO;dtm372Ux3LfS^PSa;Zl;`;IwbVW{wzU_2iN2@=?k(3Z^y_G* zobs3ZBkCG;4y?K|d@7e<(K(3nCn)SGbhTr0IseFBC_?1$(_tXTxj}i%xm9Ehu|0*J z{W{m-y9Ynz&m=7orq}Ksvtxz`HV;}cxZcfKCCJ8JN52w%&!4cv3zpHUu;d#2$Fy8D z{Rc7W(IyUMCx(6SUvb=lMR?nEMFbO9rh`UBH=PE}HAfG)Q|!n<*d=u`cq{ll3r>0s+Z8)LQd}yx+WGSy7WaBA6lk zB;#W=+v|a_eeu)zr+vhZN5G}ajpbwlVT;ErVb&p>URHYwXooTR2mxfAK=Bj3fM((} z0MD@?9VEMhXoYN5x)o>2L5g+%hC(p&k~@@R{vLYWGGoadb<6yKYQ==M2|)Ph>C zc!>0ee?Q-EtBBSuT>II8_sZ-M%G^EIW}S~ntjxD-cS_@?U0(cZJ>=z(<$yQ2q~;uY zY8~R%tdiXxk2MHn>WLtn2xDO}M5J~^F1sPyQ!fSzZMpVn)K=BhhYjM#?!5Q}yHgc* zBI^8k)yT=PpvQq5%fnpEPdH!JNbb0G(Zy+d=k!WP7+mxjGjVN{>AO0|~ne|0*#BuApD z;{qI*4|b>i)KtT*fuIK4r%JWC7%vR>)M}E{(v2ZA^`@Iy(i%73c%-&}DJvKly#14= z5tg))D^-ulvL#l16U70ceC+1a_$i?W__^!Rgm9~OCt1{05g$=ndnx$G6W;*Ey4)#U)WF*ImHVxyts7~O$!HQMK5p-J(>#8e(m$^~ zKk4J}b{^e-W{z>pI~zO-1{6OF_Neo9pW2kx1?8Rc&7XTxD_JzbJKAZ$91S0l_%)Rr$H4mr^2Bxe$2 zrqC_EN?^dcciBNh5EJTsO=i)1oioJTIb^WOii4GJj&=oNLy)rPdm7UXLVbYbUXNvbr z(1{i_p>m;T@7zAN(XU6w?_sxFR;BjrlJ}?ua7sa6(F-atTQcveef4gS$!XrAxU!)& zkZg{P>#)=HssR(M4@a>#PaJv!*L<=d9Y)4x0r(hAfpq>mi<$meAIxFAFK7g@%y@@1 zB8x4u8{$oi?S0hi_x<3Ex0Mvh@QHY}@=wSY8UL8N;xRDgT*hE92_2TZD%lzi@Cleh z&gzk1(%TjT6t(T9hte*#i;Zqi^tbe7oTcWsrL>Q=Z-U)!tSx~*wgu}WR`2L7=PFCb zq)8$d73*QH(v^j(o;1%Z3}@z`@&dh|nRn)|tq`%XC=PJ);+8CIZ4p>xDd8PTX)gy# zmW9DLLk@u9I%_B%gIANu`}xaNRcLBoJJiqTNo~-5#?IH`>gl+R%R(<`U&jZN#4lDs zg@&cJC*Q;wzrLiJ?EB|#8|rAGkQ;b!iw78cM!&;m&@)D#>5#RjSEu}>eQaOc6TZP( z?WVVgY3)b0Ov}$)M{EFEn`|YDxQlkthaY0bW%}Y(#gr`IRtUsGgTH_y)tS1pQJ9!26mlbHShP<~*>9iOne{bKgaa(6opL z3X`cj!=07v*Nr!OD}oi`eU5`x{xO~2-$T8;^_8ur3-;dp?;*659HW-TindAqedj~$ zme(ubDZhX9cdHx5qdpDD$hC%_iD8}pwDGCr>Nr-Sb`3MrLHz=Te~ddQVP&wLSbVl! z(SMe9eJGaN`{HN|BY4ovSY*=9l>3gZL%Ne$n-6Et5bfd?RAC1JmRY7Pb1&Y&7oB?B z6a@7|`j?*>jC?PUTfyN&8MeUVnR5id3?gRpFO*Be=}nd$TgvERlu~N@3UL7vQMm#K zzG#&LB6F%e1h}nNpZD)fz-jO;+#Dl**l&t)kAp!hd7?yn;uFOf-!I8+$L*d4^a{mZ z#^hMXBmvlYzy~w7LSLZ0w zLS~P5l&t77%QM`EUXBFNqaJB=-En*}WYj8LfrR`^q@CUHJ_BHDK+Coha|LGdE}i)` zn){5)?LL4HgBhV!R;6BEQ4rXK#aq4D&)pNd_C5u%`h*naN*vuiy!Epnjg7FYCguWu z2wF2DR~gekc<^u66hcqhhTo5ro2p(gd5^BUDEI7pcpJm3P#o|xQPFgM$VhRR)HonV z^Y?8_J7&dWvzIvj6FeQT+X0P&nE$Mw_OaBP!_uanYPp0HKzxqK&;45XidAyPboHS@ z$=vZ@Tz7rTVxRcXmJys*ZG4OfOz)hVyx76`7D6%IM{Ezq_)`B4cF=TFQY}Tr8u?ze z>|ymE2R}mB0x!ziY94w>7lExU=)fYdh}-rKz+iy>Smd!WZ}-iYR(~9i~KpW z+655SukvnijMYD0M3ZZ3WvD>pVTe^fpp?yA1rZ z5#})i9h3cHO<`aa<0KkUMe@R5Z^v`e#CA(qU=a)y4F`>I9=V4HE1s*`}ihJ)};?)TRF*!%In z{GT5Dlb)J6?P;}7jHG#!Sc=cp zzE2^3Z_97HL{(^&bdE%9@2W%g#pbKq>(HVO`I+Q5MJmg+ZzdL8nFs-aq)s5TOz3SW zrcwvcPi4(X7zpg#o+=gkNNX;SzxtU0?G%ly%z0@l0FJkxfo!qJ{Qi#UH~el|svZGd zy1lIP1fb*eT;+^!zd7OBFv{Pk&?S}*PC^omM1)j)-yIwP@x`8w9rOcjBY-PPBF#}<`Y1LzBin=yP!^5Mv(#8t2?db7EKm!5=WpIoN^6HbB~ z&l`0885rdZwqe0BD&e|+<|4T-QStoaEqe+WE=Zb-?kR6-Cwo`aReuQvVK%IqN0;aL ze(W(s*1KWvZP3)eny{e;+y$JkjK&_S5QwvQ5-6_h7Z=VH66q;rOAc7ss%1&@{l}zU z`~po~J5g*i6tN!H^6Yh2N9nHZXx-KL#j?=9Ril?b2K!^vrM920j`0CHFRACO`&iN6 zRn~kMsc}ZYJ;}fEQ>%P`Hx~NhJSCqB{7_rjrs0NuS%YRJ*MrVO5m`yQ|Col17NN2s zX7G#Vol_6AX1$OWh)BOhq?|>=x8SXowp$c=e@5jFR5rAiWL4~{g`x`p7efPZ_^};# zw0=6S{)js&23}j|P06_yuOJ^?kT*=?SZ4Q5Ix;=&Ok6P(WTqb*XZVk)5V7)O1DTP^ zbuX93{Vr8DSLYwo*Q?Q`_{?B!5I=Py;1**SdY6o3ol-NoajTD*xtFR!e^LS8A3H=6 zvB2dYdMlhH{+LiaQ+sL?DS6CB*BOp}z3$mw|8>xlykC6FX~ww)nz%C(D3)Ft<-nS& zu+zX(IhC8<@d(mdOlYz|3OY$#)?W7~E&d2Y9HUZ85l;8>wOosd8hO+i|j@jV-X#`#pY-qqn0K>N+ za$IBQRpGt!JPW$dD3uh40NcJF^vluJi>xOzK?WoF{11{2c(18^niTsB7C@q3`K2uBBO(Soe5$%6WY1zxu9_@6`-t zj^F^4!XP{X<)7u?$85D=2~a+m6}LgBu8!{A82KP9yT*jIBSEtISZt@~C7hY2{Pwz^ zr4pQ(v|hSIAOVg$Zl~hh78xOO2s-6OPd4QWh6jfTY$ z|8AXf`9w;XLC;%MGgLTUR=;Hh_yC)0(%A-|Hw5ETmcEIYK5NAMV-jY!I4&Bwb3H{( zl2ye-mW%qBhQXlVzWHSHR;5{R$d4&ox%=nb+fOkogIhj#6x(zx)-}p1{4Q$PVMD(u z#zuA*l0fF{9TbbSzA`nX`7QG{p}r(;&VyMGE3>6XkK-t(onGX^Z1fC{K}g<@)ZUmM z9WOty?iX($BdQ<$DGL#|4d9>Sr<{9Yb(L&e;)l@3n2d-=bcnxI&+|Wx$*nZ0Bzr8H zAKO_%#Z#4aOh4XY|CCrU(AvP5NDj(m&*xjFT7+_9JTEWf*wPk?5(oTzoxf!rF0aB;`6V^ ze{fNnK|YgLkcw8|nFFE&Kynh7+oq^$l%wAm z54+6aTL?q%2eZ;ZyrCrSD^i?+z=5yT!Z=yvjb%W1k`9&MPIW$O;AIm&V80_Q?^+v*LMa{9pl$t!(SEuy|T}5vfwF(PYDpXa*CC79~U1S5j>a%N?gP=ZQ0)ogWaa! zWvZW2j)|xyZR*Asn$tpxDZSw~qcg!5{-F|nhOvm;VXkV%P}flpu;6hwnm3Rp0DGB;d7;oTl2mZGMuEsIDJNt7pTP zVMBFh6ty(|Qa?TK@h7O%8&R32Ptxv<68XaG=R*H6Rh1N`EAQ^3BdT7k&y~^hS@y^~ z&sb^a5OWy~m+2K1llulrO>_Jer2o9Sj(i`1bb_eDQOq zERk`t-&o=O%=P1`9aCr&J^2K{q1%9j*G_#t7m(!$+Zq%H=VQD24k&|Ewug9Z6Hb(@ zGynDPM*@ywPz{*qDhhWU?}dvEjBk>!UAvP#O*R9FuGqbWFIM(308MddQN0AgGbAkt z8h#z5k1(@cVo$yjpIu&6MmY3(!A~Z$0fMa5y65E z8HZ!|yNyDuxAWB5JNZsw9wN#BVP5=G`(u0K$|qFBSCn*ByxJWPKfcS;1wjaY>_eSF z0+(f;g9WOi=J2qnxRiomwI;xC{8%i)BWQ{9nCoPW$ae8!3U^DhtjAA*>C27o=EAY9 zr`rNAeirvRx_agU{o9ED$Lc4}C*G<?3=&P^K;8lByscqD2)&pC3M~B>j5VFpWnpU}|G}o@Ehz-h1Y#Sr=^w`w8zy@BM;T zsUS*&+h#?nFU@cm86E+N@6XJaf=0n=bwOXtFl1)bhUZ>yDP?7`Z- zj|}(#o@c7c3HXF`hG;jR+4SFFNv+dTwb_!YL981Dy8u#9s2W7RD)kyUKJVo4oMD2I z&Wz#Q?4Nr_c1C2x+Fb#xq=5W-O-T~?!w{yOTWPxrX6SK1k&;LH39PzsdWG3$_OG6&?PPaPH(v&kVG>8!R^Si*O4oEo0k;F< z|6dCyal9FE*;`}qR!_+xPYgI{D{`W1A#cYG-Nemy_B~Qmu5MKzk~T1ml*{1RT#i30 z88`jz+PC7-x!-Yp4Rs>SD9n6Q8uzn6J;(-U8!C|#H`nG5c4@|2FVXsy$@L!d=535a zV7JZI`b4lbkt=-tp0?4~_>M;bw%Xi-8^Rdkf9GbudpUOC@(X8 z)%!CgVq$wGNt2iaxm8Fs$)K@LF<}GP0)~&rpMiV$DQtdQ{<=LDHh*4jY)VvplAC@K zEb=@ejs;TTfyus?*Y%f6^+m?eR8LYx?sk*7fw|tpCh|8ip=(E;Req(wp}=-vF5vs@ z{v?B$albyQqjlPhSL7Rf$!SD>Na$g;7!a?xn;mWTz)wm--XAb}pl73$F-Kh`X>k9` zKi|0COxI@3U9j+t>2lh5N|!SmqZGEe2F&IUyZAe5J|#}=HzldJSTpS^wp{xLe#C|rJ83EyhzT42*8igKMh?$# z-7H71Dr}u^^WU=Kb#j*=f5`e2{Ga~#hXLd7K0QO&vI=U?TNPhe*JQP{U)kvd8Fv&nhJ;1Cg$JxJ{8SI)?q^E zlp>E@2;eR!GZ+Wi>zs6oqwE?N`n?U_s;{%in71Uc=mN{BJ>KJedi9>%=I53}&EJM%8#E;k4bx`N^wUlo z9g+jT2lHNPsD!n%jz=bs?n&JUe!!|ZgfV}L+X*q&%vzKEo}C3y+#cxWBB|Dgw?RCq z&o|MR9KWplo;S17j4%5+RlN!1EjF25Ob~qV`uKzW$?7~!@K9;=f|f3wL*J#qOuWWn zz=j;iFewVcdP;8AV?^jbZc1g<5OJRc!RvD1SA_v>U!f1U?DoGdfjUS*Ny^2T| zLNQgDM23~Nuzx1M!OqjMXu1Fu`M9-P!aYBvf*cks+C>|Y4r-qIbWoP6Wh7S+lsmux&>t$ zvj*?2Tn9evCvmjGU#_F^`IE)lX`Xg7k{|wiM!rPSSu*O)V3%9qlVk6w@yAVcC9Bm*dABrUdywns9aoB3`gJ4d=`6 zg-Czn9cP?o`~zSzdu#wU3QN<4$!!ucbb|bGt#pmeS+F^;vePf74(jzi@Hp@45+Vfk z7`Im$;mkv;8Vm-Av9XiCox?B{ZEc58^al@U#|c&Mf!%g9YqL)=*$qZ>k@U0WyXH^H z#)l2#Etabde9?q%?YemF!UgVKHnhqj+SY}Ys^6ZNR99jQuV{qL_&)_cPeOWO7@3ac zKrdERsu|P@IcR1De|>YBKw@e5PEU}(m+N{!3a%$=M}wU|n@JPZgT{9%OLG(JVV%}m=^@1KeXy45kD6JrJe%&?=a zUVniUSJY!m%#VdlNXxu~aZuu7unh`P4I?Hy`9cO9xpLH%Pa|?@Ja42wdn>)34(0{; zor}7nw@Ej=PCeoQIfcq4xm*sR!gGPbbva#GcN`g1&|1j|dJ4eWRp| zFdLrkgiQI9rk5O@jAy@&@Ps8X%MaWLN#KiI4hG+7i82L6*`BQN|(6hmTog&Ka0c$#om+E>cjsd-jP(S0am8RW5M z5}28yS^R7v_#%>=a0wuhz5u?!gWs&2`){$L33jv^n3 zZcCna_rsoi?3m$9l{PWvxK_U24?;@Ozas=@Mef2nBWZ)=pzJA{GI@{0I`1-YHrL6h z{!liqsc~xr|y(G3)^1b8PcX%^Nl7zh(i&v75=f+xM|Hdx33uk?~L(GAN@f{!{yWLE7`z zxw~ya!_-@TUvw4A7apU1X07raWibi1?6)Wo7uv=joHLqr${|&H7-gHyG^R3B@Y8$s z8P9XZHPag08z3N(eU}Tx()Con8M4t`WLLU-1MpTVlFcN9V85m*X`Tk z9T%Mi*%F9rDuw~XTD@S1I$jmISIkch<|}t+F+PV%9@E(F!O9>7d-rO^!RgE0 zwQnKwHSFL3&nCDZLz8q>D50!ayLL=Gorwgz8dJ6Bz0c&Y#1Z4?RIG=j)` zEE-QSxwBiB`S;l#5W<#E0Fw=%r^t?nk2!kZ;|`rSW~>H|HK5D9aDrK?`kN-~H&p|{ z>g9Mw{34*mjKVOXUXni(ZTot>>n#HfF~a_cOJ{wk(l)2oklHBS(mg4uO6K|IHqaoB zve@7o>)tST^Lyr@AX+=pZRrE}lIq>iu0?FfMTe%YobsJo=OBVWI`fe*)kFG=iQkiV2 ze~2Zu&Ak0mJ+kjsRgijHR3E`g+LJ@3Ao(kHHZhTm8^f|8ZiO>HL}#6B_OWxfq-s2& z`N29gDkn|Li6((jss`S`*Gw?QleIE}{oicBGq69mcs~%+-)a{q6=(sLVSpN%{Z%E1 z{or!b{7b@uCu99w+KNd;zyv+&N)$=~4ubo4&wW^%e-jfq>lcHQscf@bcSarvp z0G2>5*g2^uCKdK;H8jMb)-y@CqkGvg=;_eQHSNPJ;C&8vy< z%{}nD&5i_b)hHLJgq180lg@O2wIV}d9(UeLKaCIdk{F9|XJ@~&G?LqKw<@akDn;OA z~_?#iMg^^c~$HXGds|_%{0$! z^agg>bOiBdq_E$peBMFETWqNxkN$?b_4Ku54REbptYLS(`9d@j@|&LbT3YQ^W_>wn z-vp~}cD7WgHyy{!}hdjh~al|<1tK8N5I^Qxc# z0al9@1af6SlvP~cZ$ZoRg6%+3&4Dk{h*tQW{ArGKyGj%QmT|=WE%VTQhRGkACX6H> zL17z03UHF0eN@;%n|{E&4l`qp)jtNj|{VuK}~ z+98>I3Xp|m2e}|G(QbW4M-_kFe>B&L7!UK>LQ1r%EF#hmX$mqYWKkt<*sI7g#w)dW~kp@mfx7K_55B{;X+dx`|5~ zFP*WVh2!fb(mF@3)QH$PNAA0AX}(gM1UZjG72{U~q&uumW<2@=(jiMhvt1Tqj5oQo z1(HpExmzlok5qXXfcV?L$J6HdEZ+p3~ImV;V(r(5%~fa=q)2UKGFTiC9#c8sm7 znzJ29Bo5{z-h_uV|DA~3w&;Ip+d=f@{mCTW|WTio*JZjJvps*Pj&BWnV9;ofNWuR1&;C?k& z+3Zo{K>QAORgO~>Mn=jof{43-QXQ=b;@U95v~ty%=WHeG^ovDr6L$0K6&BRp%!mo` z`O;;iim`>P$62&Vu{>*9;ULXZbneVLu%7gbJ%NgP%uDeHm;>vosQeh)+oTH4B2Np8 zpWDI1<`c^uEiRTn`-_0h>J6B2tt(XNg#B5|$` z-8?sF(?9zLL-RvCaUWSs23im95RzW3NE>>pF0v&1FVrE=L)DINdaL>?%8*>#-JzA+ zroq>TQAVuzO>-xAQNBf;DQd~@82|8g|H$5~=iUu(FdaZ@QuYs|gNi$8E-YISACu+r zO)N=_o}eCVfcRhy}8x^h7S3;DBXMNg(**z{U$S;*Iy^DwIJrqk%a%+sF3 zEwyD_EVNG@vhum`ZQjUu!D@ddy-(%ScX0X^l!KJ;p75Imbm0~E*~?$72k7LqdRJA> ze@yF(wFTtTMI70?(0~MPl$BfC<)oKq#|;5tQta&$)nEb1y1sjx3y&F&C0*Vo2h_q zfy;@)hHXJkfwbH>7=wb-r5sVdhk>mfR1ax5eV-%XSp3)3MR&q{!DIKG^aBMgoS%u4 zQ0vG|mz_mwBByxNzAZ~JV$H)B0b_THr-(Wc17Kxj-$z5Zl@`<5>Qe*Pjp&ReFoNgD_afqi_>OH{NvjitI1z7)eLd~ z^t$VvLL2!ph>S&9=6Z46t7klARAyrz_5l5K_ZppEVi*iPU~2y{rubRz845XmMfkW% z8)vH16u=F`iKiLa>Xvd+QpY2_3|zw@ou07TLHXL^c!^2)r~ zx*^WslPmVB%_n$%uU}0^K-##?c3C&-%O^&)-Ab5L%v?mp#yvo|A^if``vzOnp!!e> zDm?Q801Gf&!4DyXo%dBZCvr$e+nP@d=ExA89rTQ<^U%17cvnUD^$8l}q2iYnvDQ8* zwH^+5^#O$+$?V)ntQZ0P!o7vca~6EO`Hemn#hJKun0yn!qs-(4&QwM@FICi?*@ zm~-<8ydXz)98Xvw(1+yG zEDVIznqjDZNy-tluVWo=hgA-6Rp@yC{;hOLe6aAU)kWd73x0|4pB;HO0pGhVFToCT z)Jbs_jrqAVLXl|_d=S7IDsR9d^DB4laI9NBoKzRTR&7|xu@+&jtecRM&MEup%cdVdrCxj4dT6~0J}iF`1Gc(q+x@KNGGqT;mkguJs+#)R za~^%RZ5Do^Rd)ZwMkO7ic4=0KERZ?fBiiL1o@|sTRuNMM>r*hcfNfRyzDi{Yr_Npm zPWXFbl=04P6gi=PV0BpUtk@o!@Bpga3gXhu@L-1w4 zFvF0YMBuG}Gkynvns$zv7?Q_>F@Se8yk{5sIefHq&r16q>5EO17^8u!wpVO z4Nx8YU|WXX;$U!w$m<8LScotSNI;n;LZheMGL1C8&lm z_C3;QJ~h23@ann(=vuaZH~9uRt& zRqhCsHI0ib3d|1)V~B)*K$7u&599+*#9QQMR0#4%fjy5WDwd5$Kda`sxgQwXk!yhdz1j~}gOd}*_s zM3aKyyJ~7j^lqfg9}0n>ba;hkJdCTl$r$0&P3%EJdhf_xTDU8Tah&HEfBWDo@_b+a zR&FT}7~wQT^S%ny!-93AnH~g)*8>Uj6vPi2AZKKf@R+m$qltm z$*HZfmY(^g({~rP9ZSZ(=DZ(}!MI<;@6$%&dsKzzHF#f6U@%MG0~AG%Kb5Vh<&jQH z@X0){P)?IvC>0BOKP5U5iC(=f0cIaR^1U^E{}1b|wlStK2r@I05&fQb0mpsC9K+=> z_2!be2KaFDRpGlYV(3@B?$4Twp~&Y6@6lolbup#)P;(krZ=A9x{!w<=bOj9Ra>s~) zHwRm#-1OeaW_VM`G=@6=(#c-lF9cjLGXqnLbiMFhTn&7Ha2MZvcnuH z_fSih=WHdK`R^Ur@8zbLwC|@uWDb;UhGoUA*~xsoUG#0R)`w8c04FjX$?jat;ARXl zetvU#n^e#h`zsS#MdS8O~JwtZ1pT-*u?sjAu(^`N5jRT1ypC>mJM0oCY*P%H( zv2E$#O+&GGj*Mlu&r^Wq;}+7QC*GtMLB+UbWoO`!(`30tc zW`VBTaq8vt1M^A!i@;zPNo8#{#kme_7n4SnKxB~EF`|F2a^?L?l2T)_tCLCZY^>PG zyn0iWdoPB}vVMpThl)kDqe1&H?$)NT+}tMji6s`lCTp@Vra3wYTx4ylyCpub+CSN= z>t!Fd*x*1f-1o>sUH(j)3xQE9nhxzyUaijf{^&5v1Wf#*btQrVeBz(_tV<-i&-!5pjTauO&{Vaq=o5fsTkH>s6;lCc*Nz#RQ>$53N}0>JhBc}9 zl0BUcj~6cpQvx>!oZ9b4IuZdB!#W>6ywye9ViXrB4!c=)gO=as~GQP3+6)pmdxq7<5kout7Ck zp1X7xLr-z;rE#_@^*y1;0Yfip{3E0LFFFcc(I43$W0~(1sF0w;?hRKvR@^vv`Y7_S zpR)+ZjDDF+^`Vc_0_-Q2Hs>5i&VWMK!z>uQzK1+S5KRopn%r6qsak1GWSRGPd+FWR zOt40nHRHhF#I`3qj`lg#X4dwbX`6l_bVTI+Z4bGeOCCZPlW7=d$ExN%-f6AlieZ49?`X=rk^3E^@|DY@D_(UC?qB&WX#Slyf&s>LxtmWNBVdGuT83gV=44ldo#d}m z`$cZTvPz})KQoXQGKzUzSN}2Xo;3lw%j=yi?V6qi>fuDE(T+*8uon90@%h7%9;-b(acFr!|GRCF&L{BA!dBV@K z;%6g)VEqKbT;`~ST2B0h;b?)!VLbIx_nrtWFEPC0byI^FWG z*M*zBA%}yby_WwmbKNn=mJSiu>M+uuye^)(XaF>71kTXk z52z-{LXSE*hmc!7C0~#nnOha2GY>((inewo7M_Hv{X0eh@H#|y0e$knh7?3fu1+wW z8G7Og&|~P`=l#}5>b=^yC3*Rw-hbcp@A$&^&X^6rImi#vPOc+xtGVDyFn)mO0nik> z^jW`k#M0sXgz`HZ2@~Dn6U~>qzFCqG^+~@<%_hS2cMTv8SVB(QmFbD@fUt|2KT-&h^pH zF1!v#dtSq}>0lPHjIv#jBp8s9ma+0CatM~=jjD;T6|Qq*8_@E#@ow@y{YAPZy;+EE zFzap5P2K~XLdxLFT9U3e98HE5|XsORYEE;3U{OTNByrs5_&0e zSRi=B1O3Ul1q>zUx-$Zm@-c789(hfyxpBay)u9L5K?w{}cvfxDen)0c4%za;F2lOe z|F{hxlr=@0@ErIbvC-(~orfITbvt#bK3pqCgihAdm8*BYnk;-`AvWtQlQ*+FC#Nz` znGH8IyUYUHy2eMiN&VCOmQTa7?EV2?wi~t>_VjJbnFdETi*QT&x#|_Pz-?S9*#*6R z!bA@;`$^L61F`M=+g@U)g=e=|OzXj|W-Z=T;f@i{6G+GaahOqVKG%$yNj_Qf4u065 z3scK4mPpnlX}@i%swM8mLjIv=YUY=sHJooGZjO3k?lk8MranQee*?mo;e5o{IKp69 zlCfF#5387TAv12Sq}$(*1UYIRozdnL&@9yv6z&)Mc+Gi21!?{{L!L89=wf+b!A>20 zlU-|{+38Rx#CR-2lK5LnF68UNMg!E#q^Ud>*IPT9LH@kh|D{(w7TdLWZ1ZTk6Rx_x zH(7WM_>0q=eIU(d>vU(Td&XQJuzULH`S{BNS<<5%h{W&p3A5dWVTuRu)v&&`qG1G) z-JEzF?uNR){=m*hyw}CSXO2pnn-5PGWTV#V53&*J<_ z{)g?;&U zA$n!k9lcOO*rl6b4%#En^z5Vgm2o7sq+VmiZX6dVrck1Idl4&RJ+{k1wxI}ITwG5X z?K-OM1xBQA(;whh2Q>C<`zoctU1D2Z!+zPVJtdd<&a=`&tZ7dLtin+k+Wv?9WKR3Dj&R9TB^Q13a@S`|sUD`u<%{*b z_F)QNGIDzcyxCK3~W4sRkDf9<#2TNkAM-afgF$^zSHYD~(Md|AVC z(-=4wL6!aWsRXr3;0_T5w1eZx2o@KXbnzF!7YP;E$zQ<$|QFJwTS)bv3!| z64+k zG<9(M6WV9_FL3Cfgej1LEwKr>@cc=`Z$mAw+E;NqxKn#bA_1-Tuh3Uq2sZeSoP2$o zG*UA>^xKXAo<8m{^1I$PEI$WnOoZ3HpudJXC@!(k{*aFeR|z^14NWAuH3?G(i-WVb zZUA#wf+=_KiOnQ7gh-#^%AbgX64`c-Oomiv2r4?JF5fF^-zT4*qy~}C$ztiFl<&0( z*6^zpC%JXsdfs}9zW`1U;~j+6>+4kBzoO2)HKyu@>2;VMRejonM`SFpaljstSzQyA zz3NvQvh?XchWalpu8fDDJ6#6M+Rx!!huaagq;tg*MJO`UW^UbW_jiZo+JNM>445(Zkj$XpGpQxJk)K-mDk0t@ z(E6~xW8fT|E~dOV0WUrbAcTiwb^NVPkYY*m+_bXub8m?z*f^A@iG{dO9<4-10)D2_q)>@K<4p12ir?%0}2ms5qB|u8xL8>20M!^0@26L~^ZyoX%xLLR%FN;zBq!)+z8sP|)PAenYhrWv z)xm7>%YPK?Rie}17B1`oifoL#xtr7YuKy48Q)Bn z23v^zhzAbTIrq!p=MdF9Gy`PUJOfr)f>_Wl?=um{no~NFbK{h z0^;I6ApMU)=d1^C`x{yC8|(G@?NrJ|3VUNTOLguYJ1j?u&gz_-7K7oevG78a&K-MJZDuxvtc}h zx!;7w<0@2yO-Yg=_`)FD-5hkBNYF&cT>q%a z^OV~8P=uOV6V28XdD64kWk~Tgo%K?^DCrpIDu?pk@9*w3!dh; zyAusG3~IkIA+#1yGKaO~L>J|l{r>!Cll=Z3e+5aXSJjCo;eWYSg{Pa!Gkj5zN>Kxz z4x?F&bc*ePo~K4YSg`j!Pdo0}hjy5jTOz9WMj_z+zaT0Qn32FIisB)ys!EMw3V@OJ zz_}PjOy~Z3x_F>cbb8+0wvcB)O*OGeqx1_@;|C~KT0igCY7c8O`@JE3zf$QL=Toub zdO#yD(WB!I%6y+PV{IYhAx=2SnZ~DpqiLiC4&Hr9^~RjWQ26;^JiE$Q%UGohO}t}o z*LPTrdID2ti1&uPtoDbW+Xp{)?mRY=na%YO{AM@R`P3kPVKBYz^+*X%+?p3^yEO;r z^&De%nLL+$Z|e7owoSU1z~{!3A;zuVCcg_}?Ff4`+xx*XYv^^iyG%MH{$QPEpPS6T zgQ?%mPatbf9pKBIq`@Q4F&Q#L(w-eyb%qa-XF}^?8c%i_!nS7I_(Dcg@8if8I`g&} zEZ?i1obKMDk?0{qz9Oj5PMt}uSn1Q`p8puyCBRIU2V0<)Jne>|eWxjtj_0q*A@>r* z9A3W}DilE7c=IX@XA@uO&ukW$JS3BWW1V^UHMeD_^s(2cNb_rzOerRAXRH$9BG+5>!teyHP z1KhB|T;f&6`8NeQeSof%KKZ3Udkpc8hD?9@(HY%3TGj~SkIG&%NE9CGAFpaOwbE)B z-qly;{MK|$bj<*31Byc>p)DPrt$;$XEoaA4CTcbHSDTP+Xi!rj>B9dPJTfu}=)YJH4q> z#mJ4d_zrr~GX)%*rh~K_lKpxF&amC`eVu|EPGkVaA8t~#B}=v~SxRiwz)j@KZ34Yl z@B39zk>6XmW2JaU9en3ATC_Tq7|aZ~fWv(W5#ohzo4l#*o4;nl;0N5k#3?E3Pv2?1 ziI@UeV0$zYxz5hE*!vw%py2kEoT^SE+bD*n+XaX`_0wpbZqO5bY&wi>bY)D^u~jds z%f)%gJtlz}d_Ca}Ii|QK8E-={?5K@Q3c^}{-KH>rc{Z9j?0gq?FHhMvNDBW{Xs!l# z@HxIykvrfR*C9mu-f_K0;$E`G7(A1pEoal%y7?s}mxiQLA9jE}bVw+t4g)E68=h+5 z){}uU>2Ud)TD^;i-6ho4h`HQZMB)Y zcYd_yGF?0~or6?WyE^wU;I=@P+c9JHm-V9{&Bm6NcznwIdhiV2(u>JKwzc@^g~mT7Wd7P?-xj@v>}cVsRXl;MtkN0HTvkv? zs)3E@X=79RqoJ^4i6vo@J4yjZ{e^rAbx5As7%JbN?6=dVteMLMZw}RM+4*)lHENeR z49uxPM`~of<9#K{~alGDZtxTR$C^i~TIq_ogS{`L(FWqyI7FsN?3TxI`bxRQ$GNtA2QJ z1^Z$`=4hT{oK_CUK37^-wP#7imY*a0{a>NliKfX{(mpyfnSby^)__?1o)MwUg>F#G{b%CeSz?b1_nCb1+6cy*K;iM4?6lAZ{C+kqIYJ-&Xp1>VmY z5^ZbRq8X4sH(HP*|J7z$(m6!P1;kByP!c*FsJ!^!D_Jdpb)x~~(;HV)_KSet#z#TB zn-jR7^u#nAAN`tWD~T1ogv09{@&UtrveS;(<|JZOqtGI~rl|)UlX-FJF{HyVXR{8W zH6BJlwTlIwGrLm(a7A_;Qs+$(y|u?T%jpOKnu0vS{$njQ2wA{OuHwWf6Q|6T^ir>w8WE03GjBqq;#9|aN79mjNDpf!tR zFqf<27+o%8Q~mYK-x6IIFKO0c&x=4r%m6&eRWmH{h<~1Wcu@C90T@wWEZa93*j(N> zy_)FMdgrj#vIG=^Er3Cp5e@kXxn9u{+s$e3v^`~v9^STh_^WKmu_lOL?aFHRjLs6k z0SJGq1T~yBLpnBli}qCy2*Zn_Y<;1rc@Ep4cN+#N6@kD|YdPL@kz^#J^2`+4IWan; zVZSSc_$26TFz~1`@*e;>+7aPcIQQtT4El=3jq86agy1H$U!g90bsPumNKa!jr`b=q zX@h$!pkaP#Kn9tCq72AJ_}-kyIlRm*YoJ+<5PQAs@3Cn&gu_3i71P5{T%c(bldbK?XKv`67gz#H4pjH?g{&DCE$}~E&e7H`pN-$# zUK3jab56a^r5S~3H8}5S++cF%;*wOLiTwKE`^LIpXe9rd{wLHM95&99VA_(6X|LFn z7xjFIQ`^t>wtafbtsA9F&bijVkQ&aeZVlGFflY(GNz9PAk`Z{shrm5+<|Qz4E8kl> z-a{YUMR88I*gEx5Ua5%`bAa0^oG$c$%$II*OJH!u zJ|ZsNAUb}V0}qYCL!0Xm@;~>+vcH?(a5estcr%Zp^|1p`6phqz0v z?!UZ>xt-ifxT9^pW+m4`@lqJ+qazB$eSx&%rSwVV@-cAp3l!0==TBE3q3nB<>pxF# zP9i1iT~pjP@EiA|zWCIi*ZOYvE<`>zE{AkcCPr(wT`7urXZz-<5I;*rI{Ft!CDnRO zw3K#s!t?@E$4e4BV;O@ZucI>Ea#YjtB{51G7Aeqhv-vBycCPz9U_q!O4Kjkj-yxf$ zte32|ecTF}Xbf>s;d6!eom(P+M9iZ@TdHS2FqtwQfPviKFQ?DbO*Dn8Tt#SOfaR2u z$%Tq&VK6&Qz})MvqZ%~DEzUXPs1knlRoHbSx7os63Mke^1!NWby)loj5lwq1_PLm> zXY6eUE1n{tXW(btS+C`V;7^kV-%lqh4O#sMAfA1jRf|QvxHKbH- ziHNCzG~s>UB4D1*Iz*##(D6v*CSCOQM2n)e((|uZO9L2(y6fnH6@YC-Tjx&iYOYfAuR>p1S z8c-%;d{pMq0~R@dP!>B2tKKj$&XiF1j970ue-0Kc}qHD$}w&d(kA$f{J?$Hw9>A&LMH*+8+H6rHB%HE<4ijLnZ-6`a%aJo4>*Dm zHgt_?ap_1h`_YDwG5I2A(S#<*UyF)Q1=gHb(cAr^^a--V8ER?Kt4WFsBj9E+7fLs< zJTL)epgD3b5m+JoY()=1ff{CLV*DMLJeydLs`!2huC}by87zWFS&`MjghYSr8vw{w zJYPNmX?`oQEcStC!#>1VjvOc?kgEYrBhg1WXBnkJ2AB z=eo}6M#X{Z7xEO}m%TQPjoZl#zDfbK&9;vg6**G8ZxHv7aWN6pIk4?vBx3j*)_45h33$(I)b8P_Q5A+31C3#!m%Bac66?8HOVMU7=bwEQefK1{}b19~NgY=8j zEbcF_%lyY6f{k!p7ne&N$?sIY=XK-Go9CFT-Yu6Wo+!+GmZp8f#(F{9hrDojT(D*1 zSNknxHI9&3E$7RgUvF7r6dA3#)>965xycFbK8}grx$|>kb8{x$H#~+Jg`$m^8EscV zNRDMFV>Pb{Gz@+x;a!|X?Z_cN_^nU|!qbIU?uP5}yJiu^k#=AGn)uqm=gXB^--|7B z&fm4-M2OkK|KhAu-efLl53<_Gl^adw1^-cVVhN6c^a`F)KMz+Sb7G9skAvNIS;%JX z+e&FHo8lGef1Yw#hPh(SxIoJqkl}7KxXT}G4dX9Lfh4p`Sgd0czcf$Oo}^tVg0SlP%A9VNNX6mE$j+2| zQD46_0Baw?1xCo7#%LpxOo|m3{@>xcnWg)G3>Rx-%XsM4t4#+VbJepv%pw^MP}xn= z#DsPwp1iJn^tAkQ)DN(mY6Ond?_16#iF1{$*j1Xh<0alXgq`TmU;%3K^|g6FEtq z@6=#-q#>Gb+HFcr-ru_mgwWV|o9ddkXech8$%YckB6`#1SI~lOeTCHf`s+up;lid4 za=;w-u&s`zMvsJ~SSRj=UIyas_Q>t+#^A2UF+MwAm7nvH$WMIpD6_7B zU(MWrPPsSf^OchL{_CO2I==S;oB<{C0@IQH^qcd<1Ap+s>$jlTO!my|jVHcS9{?oL zu=KwYKnN*hpq$SW{W*R_A+hr}&fBO$x>9Ac;Zf}Bw?Eala=#0-Xw-_VswUzEl*H#% z%VWIGl%fwlyDu&>0jzB}j-C1yAeR>1SLpXh>M;nyOPGdj^1G>yA-*V^S{O26Z>yif zR;`5hqw}HQ-8MWhG?|dGlo2^oBiL%DFt@|>uhgg_~aTQgg$;5 zaG@<08d$jYUeXo&N@oHu;2ZWou2sAgD<3xp+yCL-1Rg9yuf2tVHXqCUe~yQjeCrYh zz5!u@RhZEAzgp{uxQLb;<@KW|NBG38*aglz6D|Q&M|+!H#uk!(FOub0%W70S9$!=Z zt;6wGka&tcb(QT$BB3nh`_Ngb^6E6iRwA;L2JGaP*kF15GP3%`3k^7aC3<7{4VzhSmC3o15K5;FQjLF#chOe|+r=?A5#Jx3dV~uD*L?v4U z72xi|A1HlP@Y28%QLbbT0%Hz&pdT1ctKawMTyF~n%K&PIpX4z8&^5C*IT-c(77^3s zaM_`8NOIz0y2fpzByA7jVWD^61@}F2&(%_%A4Yz;|1m6pT>J~i%=OAo3P_LIM!bXx zH%svAoc7KG^UzaQr=QZ~tI%w4WkD3K18C5)$JaSvl`MHhT>%~SFTf|pUNvKm{_s92$E`&nAX7+Kt|aHbwtC{X*m?*Ng>=!;M05UCk3MmLrpG z8yn8*%rsG;FaXH2+!n+ym!)Uh_`s(BV~BEhslljM3wm#_XsN$)p|~W(UN|GT43qD( z)Yb15ZWzDX;ihOS{%n$BGJ`(W!56%~4*IBfzpl%<@Ct5j?BP~W42sX3;n z#b`iRxmI=4*fU~r-{8;Xn&Yd&r-wqeIs2t04$ohYI~X2o)<^CzaU0$K*n_wVO~Zn# zg&H!_SYNNmvf2b_zOFGS|-pfA5zkK5F+c>{Xr1-Nsn_ zn+Lra|68+Ioz?zZMXF4aOPl>dw<7{jFP(-R~nSKfLa*^5+T`H6`OgNt2g5iBw!{$4r??kFIxm zO9B?!>(FpYQojF>DsqQtMjyjFusTZZWLsw@=&W+*3A_oSCf_Sy3FrNFnDV1<0^yjW zO_M&>%}t41s{z@d9sX#>Gd)pMW}!Sf@{4C@gxw-Zb*j8Y{EqZ(&B#}%J@?j+gqdj3 zA^lP#_Wk`B9dr$3C>U^n%0k=l>%#fy{V7)d;-TG#-XE(l&zCyRl_4H*l75# z#;Xc;M!Wse;<|C*Fc+hui-n&v?bGI3YhWbca901gh&i%1!C%M`LZ3L?X~M6*_l-FAREf-RXi?b&@yOsCsbXyaQiPx1s!N|X(rVO z*Jn+F!N<&w1MIsBw%L9}iazUrf+GBf2A{B(2#r2Kjg2Gg<)iJn@p%4eY z*wS`O7iX%48Mw)d;~4thxq!E)2eWK&YtuuX%e+Y`PrjJfbhb`p)8TseQ{kx7Iytr}y zD08dMbb7_ixiE)*vL6U({tIKd~`xQ&$JUn@K44A4-WFLdSexi$Kjm(-az z{B*MDiCQ}Z6$wN|)d!U&v`mG7R_xAd{Q+pCuDOYto@uC+yvrVmwsvChy7YVkCU`SB z*T^KoogrTQZFa;BWlQ@24Y6pV*GeNVP>aI0^1X!Y`HE5D#KFQWQ|&i;T2{_3gEd_G zV{*IV;e00EELFZ=Oku|h<$BSb8Gxn(slk^2woz-bS73L^W(#6oPHz_JKW@6E!lnQy&S+c#nzswbH-36S zgJ`8r?mHWZ)la?tp>gCze(xCV(O}V`F*j)f3cJ^G^E9tTz#7M{Y>>Y`eZQj9-Qx4d zRbluZ`yOgEH7dkAT>0Y>0SyLJia_>AWo7)6du`?bWKLPikjyi7d^CCd)%Hz>Tz_-p z8sfjvMFM$_q_p4<6IsNHES>}yw|BP4Vyo>QmkMjgK3=YJdU(;~%lLfGNJ~^j{r*@6 zm}Ni87Xsq2dYSyVis+nk`pXP+S27Z_s!w{CDVKiP8U>d@)9T-69Rmn38>FVSV znL3G;ka2rpp~8x8ge5mpfZ+8lPm2(BTp}Al zfHuNjo5V=rF%fTa2#>Wh$w?p1M?QAut7)%Rzw21QSirHI$u6aeBks0i6}q;SI55BT zFP(}ib`?V+%hT|Btl5bzyF<6hSd!zB^7NWZ7kE9_u>hnY8cCe<)hC(dkxaD5U?w*n z%tK!k3x@54#2OqcAD{}T*g&u8Gg4jbEM?&3@0s6{?&}sXLz6^OfF9=(uEEbMHn5kV zx?%tS7&7ZHOFCqTVj1jBC}Ef;=I12jT6yby11y@&8^gshN_!K{TqVRvhrVkBMS9$H zr3sJSe5v^}ynbCxqBjq3)<52KU~LPM)XA9qctV*-Z2q03Bk_zn{ttl^)RVyb6m)zy&} zPTCGIRK5UEU(B>DQdBR%<;96+vX}NjjQi?a<1HpjE6pHb#nj1%3f&ggqHeGDN_DJ9 zWm^;yI+iTgZ+t;Njdq!}S+^(Ou{Lno>W!owqkG9d6ib?!Xgw{S12ob?uB^vdT7I46 z-6kvmIc&?)#?RmU$FSrVbIH|a9R8bjjW}MF!9^Zxu!H5#=qF(XW>SY~CA!al}sL( zDDo3}qVYkYa7yz(1{08WTrIT@;klQ5BJhZCDSYR!aWkC0RM}Xja#7*8Qig@`>(%C` zW`e5oEZu_J&?)uN&l%N)AcA!Q{iM49b_q$$s& z3P3n1*38!P!dvCc4J4*0DGc=C12CtnSu->Bd)ĩ@8z3-$SiU*6g1$WBsnhZ8eR zxl*%wGZ6cbbUuv{wg-9=R4_&|gODx};5h}h5ew)uU6R#Pbko@zL4v#T_5p*+Y(Po{ zfby@<_=#T$zC#*OFeiBmb$x)G<+M{UI&;7WF}vdu*5UlQPIO|~1D8#&(ioPTzk8ZX zbNzA*=h6m+QKWg37Ikm$n1Y)FW02Hkzmjjnut4|&FQvtIjl|4Olj|-;v#BMW55!yC zW}eJu!CO#Ax=`{cN8ncUR*WBm!QZksgW4qfh`T%K4zS)UvwJV% z%{7YdD{w3tc4>TxJ0jbou5%f)YIKXyg*RV;H~=~W%2Jr1S2?0=WS{9>%AOz!dUcET zeWJQx`!+r^TxO+OXOq_2pyJ zJ^(SnTGV`Z(n-j6D2F|Pi0-`PwT)u$b}H%&nVhRYgry-WHv@*>rgO*&YYH!YT_kc9 zXz8ztbshoV)L!{9HKCE?!Uhmm1id1Q3sV~Lx=y%^v-y(%`Z$(KEeN@+Lp)mD$xw2m z#H~j1egQ15J^J$|g1k=#jVa6q(bxvKcU0SWyH0%m97r9;OEn~iIKd1o@oOe`+W7mJ zj+bvO?wxIkARFMN@$8K26qEd!P#q<>;yx&zo!TUYhf0z)v{DJUE^X8`(=sZr5q(_L zsj*ri0?fz$mxo#*J8=H1`LF(W1}S?QB^eWxnropZY>~hUir^A@y1>9~)D6u3>?`(~ zO1lU!w4XBrUynRB0N!nxh-e41d)cU~b{4erBATmip4#m_#(a}Uf^Af;x9P%2Gjqnq zarA$8j8q<9KY?spo{yF0S`hgQ(mG)iMEMjmt)&Tv9C5oVv;g#zxBjb+1fZi5;qdDS z$w8B<26qU+JgP7*kLF$R)DQiwdB-p1XK1w z#=`gH(n{ADV(wHoljQB6+|KN4tA#k=IVcKO?DR%-L6bJy84!a2P}Vv)MT&2;+JZ{M-$h%=}Ad$j~NSo#7w#~Dup;|Ghn z@6vQc!2pBSE)ad^I8S=9*}Drx@@z{=0Kmi=+_BQf>%I6;jSh7Zvz)R()9@oao@^N> zF}_E(O}nxu>i|e;@9CP$F+xD4WUwGGm3%;N6bP{&_zu}=-tFC;JcvPHT6l);-F){7 z>si`nJS~+fs``VEy{m59NpE83Hyul8R+nP7L5^@uY9sDbKKc#*wVG%O1@j3>%7BBX zrK^*463b@2Yv1|Cd+AcxZP(nSg0KxCn4{WQ$9Ws*%AP^3G(cJb`>C|e;aHyZ^ZhDd zaQu{jIEgFTZmFPnZv>3c`$ppI;AiVzh~;Et~C4*$Uzt|P0|hWs9@U+ zP$dc00F7qr2kBPDIm%xS6g*v6aHr;43XE5iqS}v)HA2KWUx(Zd6iah>ifk&NiRs~g z8>)(skqf0N!En?3Xv0_R1pQ>x3agV@p5n)QBOaB9LwmO7R@z)eTH4w^wtgxE^fVLU z64_$kbf}4Ih-|gB&DB_+e(m{nsifH3)W2?jTl>8<+Pu!Go*A7}S6=x!cuEtah1l4c zsgmTQ#bE~c^LB>B>cCm2@n;X1|_#q&gCk*dDv%q@$ad7fs#xtyKNvu4(<8tz)KcXDyiXab%Of4{lfsl#o-oNdh1`O-SwFS<(4+- z(`LeC7-`xOP_;inh7o@*$7|w|JTsw}YP1ba+i!i57no1n&qyPaoWc{b92Dq590#1V z>s0WhnfxK{6VoY4!uLBOOn42Z3Xpq}I5PUtNHsezc@G-F2|rsKr3ndTSN_oCcx9n* zCLm$H+VK{-UHD&EdoKI?Wx9!7O2!zX{kdr)V(`}@DYkhTl171ynE%nwd#&}7Rx8(6 zenYJ8T~b)|2Rq#Lrn|m*nq@XA660mR5F8P9YM-s6o5W~63WI#UhS4dg4%T-^M<6y# zZd+2t7T5+?m!5TCAjmQ1wN_+$0f?7-UjsfKFrgT*v#7tx`CYdv4=9^YjFW@&wh7;T zSQN|dzvnhwsjQE#0dsvebF30M4Sok&6T55+1Q&}p0XHLaOvPHlyr$hzt9Z#BwOV+8 zlNjIey4ifmbW;mKlygz7?r<2nE>cz-lwG57{_+gZ2}&|O_zKO(r5cUre7dIm9|K+f z!#sLXD%^~_I%80;W>jd*a?hB(a%XQ+t5emYhq;T%mcqR3wF_0Dy@~Q@+$S}NK~F`B zN`i6|N923=VV`Yd)8><8G-y&&470GuESb+AgHCUrx7KhXgIpi zpL$zb+VLlL)bav*i$Q#r)< z%6<0@DwEh&tTPIUWY1k=!VP{$Y?l{L=gy0cR-K@nsvJZxJl9}9bAcXZ}1cM^FaC6DBjeW$A}YC2sJDFi3vf379y3kDNeNA}8b3v(O}2V(zv|vAn^%&KmkP zCTIubAHZ6>|7?<9Z00qL-mm+`?W+bNDiRWtYx2`je0XIC}ig_G&P&6Xxcge>4#vRkbfmI18Gxay; z5;S^j|?q97E9`DTKp@>ept^H?Ei`-V)C$ChVpJg)WIlf^9E)8SaQ z3;4-pFDd)Q-9e)1)xi#~RkOzIYTY$GBt9=Mqwo{yw7;tsr6c}MHl{=-xN6{naGk+z z&v*v=MOBRKma%6mG>UUS9Cmks72HNjjUmpP)olLoS7dE@_U7#(@00adHD~xW5_^Y( z@y5s?emkbg#qOPSvor)-R^gXanSt&V^i2uBoupx0U{4?2faZXa@EO9nzSeDCRVlG$3{Mx^V#O}RqanIWe zhYHnx)Ccr&Ip}&#z-k=BV~6T{Jq*c5jXFACqoJRN5#9=3#qSPFMWv! zdzSqn@d)E&+bL4eGcYZkCi4!8{de%%a9@8!)yHRNxF+JetA8rOL4l)heITSoG>&}T0oO$S< z>(6xlt0D#lftB#xcGqUQkLy^Qyj*v*ZQP!kH2BF6d&%N~``48B_N?y*dgl)}T;>Hi zjWN+QMSMWOQ7_s2Gh^e+LIsrdX|{k)IJC+$xP`|!=7{pH!&Ewrn>k4rNm=EgySLJA zR|-gcAiQlw$mDaFbNJ|ZQL1AYl+q~_Cpu8s~UfDD~8SA z3Lw%$JfDlVn>TON*!OUd6iP+P^gnCgJt}qkVqhcW)b!e2$v&Bo$!tJ+c1dsr9LsDDuJXH~ue?OI8AoLV z3erl9o%Cak%VU$LJ9p0-{Z?ff5o8Ro1+LKZj{B(6jq^UmqSA2caJG41}QU85upMO#uC56)PLs8%M9a*Q}>c@TQG#iw+ zoVV1rl=9-jQ6aXH`*QM4gp}G_NlOJrA}a5IA7yiXQBpJVVHToJYza55?(`VXF@51A z#m<6he6Y};7?+?yKgVFLR%omq6cL6Fu?goH#fi7^l$s~ zxhuQx?rj`mSfuxmPtzF0+5ksw;3iS~ZQU1^Zk2i#_ETBt^81C4%}ti%El+}X@!Pc3 zyooqETFAGhq^K;j;O9^vRb8c<3-u`0Jo_2;8ambeYyIa9ZP3#Fya}{*lE<(*to?>` zKt`sU>xa}??zC>PPbmk^KYd+Rin6T&eyj|?I~^#6GsV+fl6LHnmo}7s7vg1K#$A(+ zY5c)wh1NPwH_^5;x`w}gd|kwP5L-LZ;!a+fIT&R9_7zdH9ST;WdW$<`jLY;JxSk9D z<@fwN*PWU!3)K>lyER?!#UJ&F$m&utk!Q?INbkE@R|E5-7p=l?0S>xEdi6myroG?r z?8?+)BGcRk7cyU(f*nBcY^{!_wmHvAPH}c583_crJG^ODM7#XZYlF1wq~zK=$hM#K z0aD`C(?10d$*A_fKt*__@TMSSb0r-Qy{zq+vlaf{UmKJM*QL)lID{sUbY7N^jtL>A zSg0D*cim<%7w6*HJHLHT;3mc)*4VVf%oEUmV~1F2f7?$9%hIFM5+2Y|sxYq!NzECF!1C?u! zo{pL-aCDQ8K#y8|8a(9Uftde(o(By>YZ-TPYrpKaO8}nUw`3dqOlr|3^yKYx32Rvp znS$!|2mQN{odyUtuWNELDuYAdbHM&3)@PsOXQRq?-+nl|KU|{J<;(${KjOW z$V7jvPrnX$#KXccF4pw`OUfq+<1a>1JX|P-oNdTtd{-!VeG>7=SSl1FF%l9>j)sJh ze^MlI%+)NPVp>NryvHRl>_rXJ^V3p|G|#_1@dK7yyGe9u~B3fFn=AiJpk7 ze-rTeIhQiH&7ri@{7Q>-fAe+(!xU}5vjypl86P91j)1}2r9YfZ8=?M&zo8?8&! z{OYV3i)irb54ypk83*wkWS-Xn`YiExwMapodz_N0$>R@*D=6D)(3%!_J^A4GU`POa z2#$aGJG{DDC#3S<-@&Bcx4fPFVNR_1KPd3Vb4dl;53^tWJ+W_Xamvh69iQ{M@Hwv9 zG#8e~%>Q==U`F}Ylso}LI1p=>X7Ms_%(3p^gcNrIiJ-|KJ5;Ze2Ac0yr+1a)8_!jz zo;WqUIHNvsD?{H(AUpr}XT#{C9Bg~f)sAPyN)Bo)WI4tCAo&O>PJT-zOqxa{hj`R+S%xxiTsz zQO4Be2VX9Sku}EOAXvKpV+f5Is&cwKb;qcBC;Q`DQs`u)zQYMp6?o8WR4Bi?t-j~S z9!;RJ334duwyRUnLzEY7&*CPdA>C-!<4LcmE@Qq-5$%wK|D))t5qgz8Q4V@@#mH=_F9@#?no!KRE9*g_a;ZH`5E|t^R4+KKzeL z&)Z2j=jj@tU7jr+RK25Mp25W={ruKc;yF7#&4v>zjv>6fcu{3Ry<@FjiVAc4C70#n z_FWW!X6XM;CqT`sPvz^&g_-|dZa6G0f5Uc1{+j>WUk061d2}UnCa0~LQT7iVkyp+Q zf~U{r>`=TeE+Ekw@V`&3>np>t?+A<;IHek{MDrAr^7ak8zf_(_LpE?`QiMdPSe>Qp zM60~syW123KEAU?=33m`l&je(xdpcF^o>9EZhR^TLa7U^E%`Mba}HutzETj?^X6CE zY-2{q1ES9Q$J!>>+uzWUvL8{$fA@){-j)1IN9$kZ=ENj(wf$~LnsQM-u+ihKp}t!bIRbcl6AP2sQN5M(21azX&!^4~*Q^@h zUutVZ-T2ZNSI1SxXvr9OFza{Vu+hY?t#yl11$~Lc42*0mUq4rYJ@4@I{9XQc;m5)W zqd>rSL~DB}f4@krCWUhoDN@+R`v}k2c^HmqF1<>YiXszqp!nsT8>O$B1^taBg(P@E zjWuEFFX^|RF<$D`g*b2cf@bjev7tt@d5g8HsqjYx*m;g5^n0+>h6_%plQXJ(>W?>% z=Aor>Gw3Preiqo90Rm|}e+Ioo<{?HR4 zz^a0OwDKC4-p>!mwdXW0eLoEjg9F9uXDGY!6{I(gk8ywM!5{8-7dVN@Tu~Z)RB8u; zCqxi-_njqJKPAXez_)xsX-m_sw}QTx zu%nM=`3jRupv#+kgb3Uf`{~!!Ug@sgT}jU^de3I~WzD+~-X)M^5@{ zbPyReXxKN*v|(oz*_QD&A)F+3rpqvUJ{c;vg6;-gaMUx!;9DLdqlMW#O8%{lZxfz{ zEyhz_<&rgrwAD?N{hWCJj-^A9M%^luIl)Te{5h#kS$0L!=X(xEVCDW-rqflj!-fVZ zHaMn$+oO3F6t5Qx@8T{tAmtxXTH|PrwJK9_96Jx?qwl}M*r%F(5&9u<-iV=qF=J?( zU60mxL3AV<%JtKgx^XybIc(SGVz<;s%*Or9&h0T~62Ku(#1?XO46eEfSiCh}GcABR znW7WUcNr6lbe<{Q{g28TnhmOtK@+`IIog4~t6sHc9vC){$4nw>0E^nnSk5G{Bm#0Pw>Ess@SUK19Tkq^eBLVLSs!d+%S} zKQs`XOOd7@#-h)F-e%Can130FY63df%Q=Hb!V<>-2Up_%a+(-%79G)qoW&)kKfK06 z^}kTsS{mwXhr>OMty{7D5_>#hWE>9VRjC#%PDSr3>8NGX zir=24-AM$rJLKW0PiPDK^EYE}2Y=pxHj+V4wx}ZMzPp>OA9hna4?Tr(ug&M4RogibNfy(VO)#b$GwBSxY-`G)35Hi z*W)+G(Oz0wte%I@nDR$_@3`USPU4L?W%`5qP+2*4n1QI;IQBGsdhuI*1hKS>;BJ^| zbcn0}#s*-d1!G?4*A?bZw1-H=F;zB_yaq}!)Tq#(p^4pZ z>B}M1ZFa~HOVkS!(t=K?%Ytax&f&Sjdohl8a>O!6)JJvU&338>?R-~XxFi-h-0M%yn>nl`y&O3? zNj*BbbG>9|3nJ8}cBgYnGfP@I@8u~)U~AM?sdgH4#t;lF{}sT~n3PPyiErKeg25_K zk`FW@IDvH-oqU~iVAf0ta@mB;+>Uf7BZ}g&=UkZTTKw5`ZI0OEz!#*L>6Pe%ge{JQ zZPJCuJnWnmbU{rPnNc0*MqPtcvaOv+mWGVz3t7y_T>~#5oy^?YA+{Hx-bpp#p9xs<(}xzRLSYY)RONw&^&r z;OlLr#zpYoc>y~3Ge1wUx*Du-ysP^T*kNdvy8*5CUmvtfnIQm=3`(7Uf0498rGcSh zYz3y4cJYItZ4~#tIT!EkFgAlY4~1gY-yV;m`f#8BMSKi1LXRbZ_D>&$sBPs=Ymg1j zM3}G#G;3F_e=Xt|*l3=6dTFefwTS7mEQyZTwDYXmah=f}*y*2qso7u?{G};AurEQo zmQZy-*GFWlsfh6Jm|vBr*|h57PgLtu5248=nxGV_s5{d?3sXljz4xnVPK)yUq^uPn zB(x`ZtQtrlgB%G}5%JlV(FMW!gx;WH6lh}@&SuBnVIl!Z{TP?LzZZJK#HjvzrgM56 zP45N2Q3w>$)QAmrlrc}aeSB-z{f$oTssrRs8({}-OhAFTH;GBbFdL|{^wGI;=ye+M zl`!|t*4`6yf3xq0Mn!;19ci=U<;WgZ$;Y-dc!8OO8u@H!FD&1y{H zfP?hnBSI!u*1rqRRsCc81p*zirk63qtT>RX#F?yF;!$mFuIECnq$ z@eCc=Qy#3RSEsJ7@QLbJ-Pj@EUmY?4xW0gycO&$PS%3XfL}H}EubmqBbdvLP-iiz# zLP8ZC5>~{7aW>7!Xxmf+^!KD_OR?wlakGh%nCulguNl1l%6sv1ok%?|nvi@=p^R+SWSo{@5!|Qs7^I zFms(mRQ5e$#7qe70x8t#%tG5$b`mp~^eQLNP+BuK-*&h6@rG0kK<=sm3f(QWR84+B z13AE-S6jK9Id+&p!kuX8n8;v^E>DRQVg*U$4}|Hr9@l_WUX7w7qnP(5im|2M!u za*t)cC?7sNa3KVA`3<+FEjOCGQ+sb-4}YEDb_}iS;Fe$U+_OM`36W%CTL5?F%++*3 zXU}3Z1{x;Dq;5_9B?$7V_ii;^k6D4|dx1?W4lR{l>oiDR!#rOA>1{%9Q6|8Qhvm+E zVq}B$bJ=xvi2vk{@{&L%>xjsT;-LtMTM{;d7xwxk*x!rIi};iUX>+n&IY(Y6)f}6X z5`K`@=B$eyhlB?h76h&8Uw)h_bc=7UVOYd`4K|=UunLOgw!_Vx!$~z1n7{Qaje;7Y@ z{f~;n{aCKK?&}xd_=pBqX@?Z{fF~N&q3+}e^XaH)9d2u9l$%xt5>rLwPbi1vrAj_` z7bhc-;g3BJmx|bm<)ilQE2S@WAQoyrYHTF`F%^8Xq{i2AgGVu3=mSm2X0ElpVn47?U9kV&qep4vKAAoqrc;wsoF@>c#vb= z{r~TyknR7dmZ`TaLo!MiNRIb*(>$i=aN;3S9Md z2?jIxvxv_}`v@p4Nt$pH$&On1?Bw+&{;7La$>oAw9SU>AhUc57#^U!wH?5>KM*jvZ zY8hh1-HealC6|$Rns?KV-8)2DpmZ~^b6hQBS+mh6wJPwz+^$X)a;5*)bPJ`Eay{u4 z2@!->>b}@*@Oky_NXi@_J%LfEYooF%dNSquSlu|HE75l-)W*p|J@W3iWQJ^-!GWA7 zipIN$4`kLN5>2O>#%G^xWkth$qouc;2VBPM2omc%iY$IARg~?)5jieIpj^1I*dVcH zXKWp49JytUCt4kSX1*ua#%Pc#>0Lh5jqR*J)1ImVhT{;RK#%o}-pWb65LR2iNQ&Py zw4W%yO|!NbueArK4CxnD?JJm$Sxh>sXj@;V7Zb3c?e&gY-SurUg(OPtnLHZulyZOE z$M>N)4*C$TVNeqY1V{P#b6>Qjb@Apr9r8Mhh^%WVwymoNJD6rT3LvNFHx2K^YWq;Q zP4qHeSK>)E@dbeja5lxDf3TU>sX9y6YFW5Ewv-3Wx9O*dJbNqtDq7+W3aXnE<_}_9 zsc)Eq-?4LGdCudk_46i`qGx*riahFySi%GO47p{PsHAZB#H2}s@Str5aM zHCd4?zXB?ACr!#G#W0pocok4z(EuQiFZxixQXPdd%JNvR<_$4SB_sp!0$IYwZ}SEO z*W=c*G#`||@)(Vmjnl??TraW&?arx!Wh>4*{aTbI3O~+GfiJEY$HJ|M_A#A%I#rDv ztQX&lnc?m4;voe-{EXwMd$0qw+H8@?L(4nXFN`^zc&}1_0CyW1-v7pyHpwY>vG_$+ zbK7S*iajtTPuZh`A+|Hcw%4Q(oa_Zqu|w`TDn>*|)V6WiH3bM@zDN2+)d9d%VMYNQ zI(o?PoO1tb?VH*hC!WuehPQV%dtJs=C4=KI*tH^8Yj?I*dltFws2?Fzbe<*iu`vZ| z&Z{H)Z9Kqn#jI?aXNqujw$&X+4YAL-q7LqlHmGJA=Rh|H@)w+snX7z0c|@5PU*bTr z9Wh0y%kYVQ?x?H>6h$KI5SCxusgdyoV~C9#7BfY=GJgh}kS^>AM-_2?8^?jV4K z9l)~+*7~dst5^3XZmcl&O88>+e$^*8HZ*OA~AQ_fG9I!2w86mE^JLvs~ z$mgjBsFbJYyXMPO#))LvFLngL3;yDYIO5Q{Vpscl%PQMh9BcBMxGZK;inV{_uk2|B zKoXO?hPX1!H&HNI6#7;U5!Dv|6iqbS@Y8c@h~<`TeI7&o;RmBjH|p-ZZ5KUH>!=5K zsp8~S6l8neqikkB34MOI;kYUuEtvBgTdvm6{5Q!e!poKXR@z)||HN0-1=t&~;ohwq z6D03n!PUEuPx|OSFq)?sFU!tmJzhA=2|S38YKEsQv50qF+ASXknNsC#xfbzABt9mP zXiE;)#>a;bl?K4f>aKVeh5p<))MqvXg(XAq61*cvYfZnavN|?@ryU@9IAJrc-pL0Z zNwY6Dt}X&%cnKu^R6AhWb+F#Ebzbha-o@b6k^g_Q{okoJw|tc|J*du%bQj&A89VeU4Ip9#2j>32 z{$b6=*0257O5Hz%#BLdDFwp64V73gmw8k99hls+vOYXvA83ti103MbOs)t63D?cYH z_MfdgS{JB)5PEf85Lqr-%NIxzj4X94%E=@zpZo?*p#&}p%iq-yhr-HQ{42h4Z z4)l%!ea1aCic)O047)Nh^u|ZB@^<6)m#g3kV3*JnJh^mzWo_n67?spHc z?-sf~CPW>Xzof5V8#RzW`DTQSK6DY2Z%?ntUow%Jt9b~Z*mUU?$&Vkr97|P!9du?# z0wLINDBxomF0;ezleXq!?i2IXLxHdKH9Q~zy><=gLBCUyH?!GB#oWjb^A>whb^+c|uxWAxh^KaFpE*|5~B7q)o&jIvGnKq!!x;btTCxAC?Ep(LA`)KcWg&o*A`Z6`S7 zLaWo?e`&8LXgRi3$<7vAdLDV$m^u)a;h&PndFE4Li!Dqlf~;7I2Z&jF_5VjD^+dBP zp|8hDw_Jz^W1C*cwe*Kw0YS3zsJaX&srJy6I*+-%?g5cyF2}ja$r|&5GX3r+k8wH? zBZ0=#a%ZkFf{5JCRs;|L+Zv4%p6SCQ>70=C@0EKK^5&=>zthj@%&Gl+qScAD+cB7X zq#PW;8;vd33>V-aYLb{WVo;A@ta^l@sZWW&8@x`PxY_;~c|( zR1b^J-@xT3LvE9AO^R;6HAU7AIk_z;P-xL4N-5gc5+;+S8hI)hyM+%4fMR~PL2w#C)HDftIzn?nhq z)g|nnFz!%lrQE-k-GmeK?@dp<`0+P*Mr=G1Z`GgoqkYfPIJ_3jwrQH7Q(524;_-@@ z|2a`bu*iaJIV&zM_3{EN z+I-xHU6^iGy<9M1on#{Fz`1w84AszJ@(lpV$MyCz&FX7vxFTM}=Ny&l`LHwHblNMh zh)-~Pmc(p5ELE2erMJ$)bL(ls#n9k+UoLmwLhWieFFApJF?rG``DNzCL|7 zr{ei#_v~)iihA`=8w0WI5N*iN#mz zQXLvjd2_VPylp)(T5(Ooc6{z(zKt?LX(3}xn)v;Li-i-ARuvA!s$JT{nC#dhy3=Pe z;`{zY^|V5`4Uq4DPVGf7Z|Amf)m05GP`<}=f=;Hu^i!M*&YjjpW<_0Wh(?q5S6pmt zAM6h2%iM5b`jB%S@EvJ=;c9bg7z!an9`sA_VyOUHNhVx|qkF~|oFo8~Q+2$2u@$!!Y@%uIkN?-0}{CIV>muMwVXQwlkZ5Kni z2MM&&&Ns$h2oy!u2ytmpN6aY-{2Eb)5TU(+%4Wvx?hISx?g?hI%ne@ahe`(h)n~7rGEUMcQZdocKhu*qjqO~yB!Y=$t!?ax;2Md91+Z-CTLR%TyED~8GO zd6<=K7R_>NF}=fv?NcJ>(}G2kv3}BORcyuWMa=KkW(ptT!tmfE4sKjVh7c37WdmM~ z-3WTgk$Kspgr*o=?mf3!eiEu|SmGqvS8Xm59W7_Kd&zMom==jdSVO{%_~ilXNnEVH z%RI^cYSvwWy8x4X?ST>vsb?rb^(-uH)F!Y%? zH9h(soVIDy;JKjr_tza_w#xzXcp-9_sDZ`V?x_RZ2}Q;8lb8KV6%=C5CiDtr77gxM zj_7~fEe%x7J>`<1Zgdhk*6bv;MD@mWwa;R(62e&^B#{mP$-tm zGyslk9gevSs!DsxM}W635Z{s7wg9b!VxfPUH3>SmM5O)=knbMN((dZ2vDzlLvmIDQ z2L$SDU4AT80bY3l{P>wZ4!DURguRQ#YwO6?agxK=33rxg7y{HO14 zT)8b9Ggq;0mm^VviAZ#KP1Dwb*seQ-Y>Npc6K`Nrg5}M7Jt^CR;BxrUk9blmhtt+| z0L%?K*?vtA<$*gn0-ePdcm(CN`RRqreA2}@bTNJdZe$Dc1n)iCnE49ck*Os9$vy?0 z^aMjL(iorOevb{ z`;E$-d;0&`@6QLiuRj;ff|z%E^G{Q)FrGwzh)Eri@%IO&<=?k1O`O_S!1=>sha+z= zwfL2us*Cg@QL0X$Tgt%U_DFlAPFp>WkaTaTrG#NLVcJa?%1Cw}NAbauprc2NtokXB zcN0x^#l)6Oh^xN@K5proJ@Pn)1kuGxB} zkj_L{_TfZp>a(hG{i59vjVTxB{B^D#co$Lb{%4$QWtcji4>^9}M{`jA=v)u>?0(;< zZyT!APX7P)YNmLms43OE(^z6*MxOJqgPUvKjO#tq>rv0PFDD=N1b%BuI%(lISSiai zUI|8De9um{GB-33r1!L<0qvM$xq!6_we4;{V^A61mpQ&DB;UE+1@rF)>Z7)zmm<-# z6Xtn^&dMzzG-5@)?}&0Ayif9*tq+$bm$xcIi4Eb9lZs);iA(!-$U~>E&dsv>j%Ksw z%&NrW$Cp&?U-tM|-6s7`4Ltr*wz1X| zoxVzTVF#*hXJPRAXM`}Z1u`c$hNT|Bma8+_Q=b{e>f?>#%QmKsL<*Ol3yw;Q>&IyX zVhx1VmM{jT9UVw3o-I%_l$48L43gHrja~mMOvEofI8fGr=U*1phpLDUO{)|Pfq;@#ct?lR8n z{Y^$2f|KR`*dm?4EZv!<|NOs(T&H&iCkM=C%N5cYSPH#MbYB-t#d=TmS5}tOWskZS zt^D70;{lwn3NRfF>P@e%pS?Y@W~lJj{Wgezd^Mt*{vXv zc2|{omu~z6JdE8!8exnIdBmc~&XxC#pKjB<{YrH;NCo}{3u2F?+$VL)Jl>aZjXYDP zbJ?gR`lfM-kV`Z8!pa{$yf?~kMf0e0^z+Zh_iU??w@H&&lCtrNnE4Z7t_rbCb*7W{ z{+#w{Q=#Y|H}=(%jw-lDRuctuB@3vcu#0FF6wlDM0DrvT5aiF6RtcLCZ2y$Tu?S?JYJ*R|M93@TT}iMc9b7!mU0~J5v4S_#{#v&4 zN-^)N96$@kpWmvi?!Sa<6t)%6O*B#+W>OE69kSw`J~jJ;Suq4yDynzk?9Jn?PWekB z=Cx(@)5orB&$O~_tv9+#B#-abD7zOpo-H)H1A>Ulrt>a?n_`&=zo}zsl+Q~gb$=1e zMtK9tWfu}_#aJ`e>Qq4zo|BXrzO`As+(Sda1i9UCe>y`v!;hg=0lVe5gtRPkDRbwq zRr<5p_dCeXZX)QmOTPW;EmQnC-7(&UV|xH+sj-3*dS97Id}-A{^0D;KxeRIFQ~vhm zkCulz;NyfuRPObNL3#ley}L3i?lHfPai>?A@YsJ;WiF=D0u0&SJR(BXJ8VQ`yN=w_ z3I1X!_p@_H5zhvtd=-$9#7~cbYOb~#LF+WSTeL-Q*w;$eFSoQ6e)*3oLl%xa&UCiP zw!+umLY=spR`?((O9x{B-$jLdKFU#LqL zbNu@-od9+|8H6=dI+i&mOUEk7S7WB7beFhJ3iJKq(TbD-+*_{*9=rY#(U40R+XDVoL`)ivb z9llk*un)(?;}m$kIb{OcKdM|wz-qDh9q(9TdWR#jSxCNln-V`TchEU{AGvW(T#Fw( zvs*)+C6?sL-g=0g4=p@acaMha;DVuAP26(HGIGT{9NC_=A81||{vtmjFc#t5uR4wV zJ8MPHj`k!sG$?s7DcC}vkecXGS0~b%FTM=_O>UOo)P8(pym^i|i?s)nP>MGkD3%pW8+8rD4-V~f9{}^fmWOpPlht2k`2!R_&XL+4 zWnBLP0-t;^90eS-Um~KU=3v8==VoV+uCE_|IOWIHzXr-K*@L~P+}@u!dvG@~hwMRz zVIx$nh!^qXKsG;9?xjRb(E^@FmvkFJE$$~e+{WZjW$_nEYQVoj=llC&7640eTH|2o z|H0B*B;`WrjU_}?i6wINUSNj#E+FZfZZ8$e=$tFPlyFfO0GLJ49T&e(2WM~&g(Qa| zn!k{Gtt;;S!~s??KObV>;3+{GZ)~+q}qg z0tkP%j9!QA%NOa6zuLLeaEI!cO}hKmI$JqkWjl49a(iC6zJs(SgpM>wTRD<15IQm8 zdjth2R=_0UQJl*_h=NcmwoTFfbiMe62ChtGY3J?YWzez4e!*k22a`xIA<<@gCF2CL zV?BGb_}6yeT4#Ofd1`}-I~P|n4kZUg7Dd$BG*WG`=N))F$kS^w@v-?fuA(a9Ad>D&S`m2I+~38b6cu zJ(29^p#P?hKQ(y2Ox0I6Njk5JLqD}xjmw?}ac5fHfhs+*h_TJbvmu3cd0|MgF6^q=+hF729((V}psIrlfQ$zPIQShi^7#kp+k+j*xLYLRTF@$w(a z(T>{aTSKtE0@OFL6wBCwT^b(G^b;p zR-FTaco$4+Xx?%=Pm!*|R8ObCd8<7MrCmd}@8s7zJq85O>Sbu|kP#4r?=ZE?oL@%3 z!=?<~ENgw%4}-5iJc==5>SBt`xgnDij^YQL0rmS@YpYGxLZ6GU1rK^ATllk~*t1@a zuCDr{-S4{eCu_C#o0*(ZZ?7;zRbZq&QU~_;qr{ZmC&1;LFzo?^;xTnT{UH1J`r%D5 z$@n8F54ZP078Dc6-rx#bw*EAmm#F?MUvBlbD_NvIQ&?n4h5je!xmy3QIcbQ0D~CSF z8JLrt-K@yKeH6nE7*LKbzJg9JL_$fac!}%(^k4{sxNRO2Us^k9w%b=}%K4>81uIN9 zH>c{kLkh!9++7_6iUw|#44u&tg>>Bvc33x>aNn}d90RASHI5Dc?49Be$<`X!MIJ+f zZ++~qc@44V`CoGy=K@6qM$JV3@S|X9n9TX_zy2{{RuKxgTA7_^pzRqOacbIRPg0OE zqpU#~Ti?QF`yU`kPRaZm0Zk1P!f;=W{fpw7ni~>m{HAfGbnW3QV&)-rk=7!~fyiOi zz+DtxCni?lVqOg2v{9I|_?yXJ_b-q+R`f5ORBOEpQN-s;ADLtCJW@SC#=El^LfOnoz@G@_o-h-2OykG z%(jjZ#Pr+4WUYMnb3DU^2(fVfRXB7OxAq?u2{)Ojo81Xswescu7pnj*OFSPg>3V(q zCqGCH-FP&7ZTMP5IZ5&ba49%EMHF9cSFW{DU<5BwvmG0Ukr|r*C|#JbrJUIfCiZ`5 z6iVttCZcG{i=rt4Fh3*e{@M{1mHZ=^#lvA7kRZC5tHDJj;d~~lE|f?oGyJ)8CE09Y zvQC>kOO)?%r-fjnGlHG}fEWArCFi7eBlsf!8uy0W9d+GtP_%|TdjDp?Y0p)JkYkbo zSSp0{!Z1(AefJm_W}P{&uO{Xb!}(~D1IxEepGh2+B60DC+=%*tUl351ueIk5wusfl zlZ04NnM#ueS~AO|_>xBNpEl>4kIdwSZJH8U$)XyoJ$^z8H&?YjU0gQqvB4{XI6-`Y~w!Fzs+m{A7iCN=>+o?=J*;RoY& z8E@g!Y{mjns9AzGSzK#iS7SC;fXYzquCq1Wl7tZQj z$*;KQeF5?#|I>2?=hSAmmNF9i`CmJ*;|rnC^hI(5or(!_&O0POX#m?umc?&vh#9-K z^>IissU;2Na>?4T zO0&@*?~2;fi9eTvpUq>9!2|{Xx0G@(9aMbp-J>fkpPrhqZvA&E0$M!Z2k8RAGj zYi$(hItxV{%@$(3r$eapK@mF!KwMms2}AwF`7qNdiJEJ8y@85eB=Q+@dPNZgZ2p*+c`&78}-s?vH*%P8MQ6n&U6lx zH|0P5DYEQoKXSx4IS!Gbnj{|I0(wbN^AI-kdnh-ZGW#!I zI=9#}Dw;F@eR#Tcv6Rl;&^LE-v(@ek=Tb}Q$@f3f$Fp^8W#4W|(e#O@zdPiAbMOGo zeq4I7$y2CdSMD_C?WZp5-1{vc-&0X=lqt5laK*n<17FJ_7`mQnB!jcsm`iKry8=KQs z_lYk`eQ{Yf65?J(UgpnC9*3Ee($b##ZMIVvLYjmvs-~-INX>rwo^C5sw_BiJj z6Bm>WpR5I4{a2sPqg|MPVA1z3RkwqSO0Ow(VjAd=X&o@ZKZLq}83ZzLPXho6pwMzc zJC&RMTt!!@(~ud|f__&{uzh?;qC2+MO%K(#WIkOIVl$mctqHU^9q&m+@KE?Qa-GfM zqs5K}looA*AX5ly&l2c%T;m8WO(I+7D zH81n3Li!1+F!+xWm26jKe?Z6nzgI5$5|pVp3lBkw&Y z`Gy-RVc+8iAO_~aiQc0w>*f4QFM&#KN6jP{fXFm3mCY63ehsW>FoM`(okOOK#-Bf@ zFuTt^cOSqZm>%+_^y;0hwGO-?MH3^sDoOFrrgnYKv$WL`r++8X_V?mey%U*~jpvzI z`LDvQ@dFTfOo#+ve2{{kMgJ&w9xobz<$5R#8f*nA?mZu|A-L~cRbUFjxpLora?hsD zzgMGpo?J4Bx(c+R49X~>n*N9HZ#<6!oMR8w+e^oPfck$eK1^JC!8ZY<+v1J31HF7X z^zl2_4sh8&5xE+2#SW|gs&wuwx`jX_sA*WdGpC{Dj$q~jB74Tqo|2h|&89qqayw!B z?c1O>2==>8#2dn(1E~4aUj)A0IL~>sn3(cWSf2PY-}WNGg3U5*qXz|PToa?*A}v-* zC~I6(xm$-h@HVPr3ZD-2OY#&wYaN&IXljqW<)IqhMtVkL)=9i_^{}*Rrn~E~Le|PP z-$l_cT2+@|Um&*psl4#(MLH=gvji!!?WAr-C@HsCF#B5{Vi|-wkbK*l9@|=xEKW}ksD1e`@CYUVK<|dgF z)>^Q3y<5NUhs*A?eUm|u_UTfwdoeO%U>ws2j;_&GJ(J!P`D(4pY4=*CMZ57NnzS&$ z1&D5zuv$YB!Kko6-W)}Oa?)9?} z(#ErYHPUNT{ysBaMfb)kQJ9gD*@B~bG_$_O+5_Gr58amp=z};Qy{%mkV$K(znbr*L zSwqz!u^(K+yM^Z)DvcGJh6W48^STkkIO&&bTAa;Zbz@*J*CX21Huk3-Np1k4m=?PB zq--&$Cy+5T{&=f9c4}&ka9QK5<#o2h>Y7-HETVIf^eNRFiYe7i8g3CUy5g4j5O&D( zQ&*)lGpC0l*cSTKH&`^PipO`sJ96f3@)7Y*pzi)O7P*~W}bI@9F=T^YW1HtjbZ(fMD7J!q;Z8rg~i3|JL8EOG* z=!u*9r#QgS>e+F6T~}llZirwnJ-36o=!S;taGNWb^HJ4>0TWJ9LtKF~N6^d>LG!|W zac*y4`%pH7#YIk$V@Dg`X1~cbb?uuSqNS0V92VTGDnqh*T`I~Ud5x34A1M4Wn(fHm zhanHF9G6*IwJS_{J4zS-#D9+IwG%{W9q+K>IYRR*C$r7RSL4@Wv+7BHYRO?)kiLKM;ScB2%>dD%I7k_|lNi@lK5VGIXx?D9G4{^KmrNo-;_6g?GwCj73A?da^hd;vRLxNX zvAEdxPwYW5)!Et&=eq0Q0{G;6F=2%?qX>*lYOY3X45q*QR?#?7RhLxt>wX@Q!>lo8 z^^IX9qMh0J%s8V#R&@H2m4!}#hqvJFJ4Es0U-Narh7a~TUXZx7({;WwKjk%ud6@5M zVDNJI?31(7^E7oOgH^<+X&Zz5E6aWP${#^l{#{-1(W=~lx-=EIWpu1E&folo>JbL7 zkRx8dp&9vnAu^;25?==1B18!R{YRxH8_2ZtWR}Pg`W2|4b`he+(ug*V7pc4VSf}B7 zocweXmEhG*$OY9j_4(t%z3}vRjX*Gx4|K%15Z1*^Vl_-?zMpdk{E7PjJzJszTu?H( zi+Ir2a{C?4n)GkRidA9f>W_pzt}l)ZjBg}wWV1!|6Q;6r4);KmPa;ELC)1r>_`PFJ zK~tWg$8=9I{ZEGRQNUl|gkQ%lO3(G0S9!`v=6;J<+xQVI!e{wlmZ#x-SU}#Wfr(i2 zbbj*vF61vueTalv!iuG4)!3sbf~z|&rKp^At~;g7R`~nm%asxJ`1tRti7zI&l;d_VD1Xs(hUBgl)bvJ>{q^4}s^AW& zG%T+>-Ke09l!(!`mETQN_dWmN+D>&+5#N!+VBW2GFRmEroGOhGe2JUkeQ?F2X{*Oe zRd7tyM}m!1h|yJx6C7W;V}PihOm-6Duze+_q$@O?E>HgGa{xp@eMM|k838w(`_Gbe zA>cLOF+cnaEK9jX#)W<`Lr8!=Ddxf^hcNvUho%O&0^lwR`^2_y%io5~E%~^ce>2(n zledi#w^X^cN`}gx$xC=3I#CuRZ^Cews?ZqH*Y(X~ZrfsuLL&{m4`dHowhh}AL>JDl zEk6`7Z3^y1Yj%ybJ!m-u-|fXYs<&cAVn_`D@Oga;McWen936+nrwG(~c;ZNO%R8L%ydyLEa^` z;GwktP%P|$Zh35j#X(MYUJTP#e}d@Fl$)s1kd?l)_Kg0(?|!+ThW=Fn0zfA6y`Lnn ze*CL((e2f9vpns~^`o`LvS#z`s2hoYmaw%hvi7kslO*c+f>$|=t!$p>C!^cMY?{RH%-m~B#xM5Y>3n_~=_Nu&j&n#5I33K=YWWD*Zp8SQr8|VFrrgbkMaw-8 zY9@Ew?0Z8@5+%SQt>l5aG?~fIJuZhPtGf9gVz~h{hE@i@2i=4PbuTFa zGG|81^2HjH9q}JAY_`1&!9q+O@mB;tZ=cC#VkRf3P@i{sr!fE~hzvW7r-Rk#){K_t z);~9_?#PgJv|P9Ncr^vcJ!^8n>kR&!r|Bi|C4Mg3xaY2Z5@404I;}5T;7^Fe^6q zvrs_2Rlv4kUx$qPRX8m*pmANNQ`*y#DQ3Cd>U!%%an6(G(f157R(u@KX5XsC4<1l0 z8Hhi+5ZQ#1fIf%;ewFKLoUNu%}MfD zOPlkqxp%4hPQ`%_PXKqvHQ zC2wEQXa=rkf<2vR{@gWwJhf_6wOsTO&fz}D&7PT~?T99&pC;iD5v{WB#EkZYSjC|$ z`dCHC7m|HT7F&|Jw{;) z1^qG0u||RJWc~W^IrhkZQ<(k-a+3540-TsSUnmQT7p{o7ZeazEkm*j~re0HXz2#QA zR`KNB>j2(hksK1ny}_8!O;B%a zd-SWJKfAYbYKFULeWEjVZa`8so8xF;OZ`qauiZ%aCRn^a*J?l9j^OhtXB;*gn;SN5 zXl#gs)?Cc$3o|Zxici|?p~u2+ZE|nRv|F8^UEmiE5F$sH(mT) zsge;8bWMe-qpT?Wr`&dv>7;sFpl7^D^R{QUSR|rT!sYjAol?$}QNf5-7q`yMfzKUh z#v=Z9r86+a{;~b1kDiuTyx@HI?&158Wbt_a;(&yCv%+Kh%{Ttd3rH96_J%i}G zchfIIK5Us8gn&s-zZ{=_79&$Iqt>2piq1*CI_8rmq?47s_zE}&E^-$iTz0F> zp;CwjR1myb5Hi9Yo|~k@8~KKP4k&t6O84WH|9V%b7rqRv&0Asm zil*&v{`a0NVz=`U*JWj2@x)2eNV(!2`!%dc@!ujhJIaasf{iGCl%I$AalK=uJ&2GT zU9yJKu7LPZ(@xWnc$${l1FNw3;#}JZ ztCq|e_jE&|$d;7AZBD+ow4BL0KsQP{3IktV0Sb8w=~asY8pe(PP_PtVyTpEI)uU|{ z>)ZU`j{Fuetv|9{YVy_$?*);l@6&QcVH>(RY;FE3iL}+>p~$v+(}GZ|cpudtFUoeb zaXhf(b)TA%d8MA}V*|&aoCwd1jX6QE_;k_XhbIYdsdmx84k@-s3E@PLbH6)&yJ6&u z-4rut_QJ%=>E7@H_pUZFHjJT9Tw#RJ@6-GzM;Uz(v(eHGf>iG7tbp%F+1WoW|JDz; zJ941QqJjDH*&lQVgT-~x?{id?{0ro z65Y}6afW=^KQ@o-B$A0Si$^J}(#93vizo=7?KWz_5jIiuNKN&c-R(v9uo8L6tFjjHKUbL+U`-( zTDgy{Qmu48Y(PCm--m497zFo=n{4cssO#~I&J!~9PewN$9M1e>)31y9suA}UAX1m4 zRqCOsLcCKnxpsf_PG@?0CH85jzzn*}s*Luz7kQ;2nw!Y6E3kyB;L4gto!;`xNSX9= zFm=5IuIMZgG-RByZRYOe1VRafOflD58MB!|R(XPpN-qu!(YB@h)1-BQ*{ zggzZwyPb&Rmg;1ycA9F+Zy6#RoodedJwyKn>aRgq(QRchlbnRLM4a<7izPb6&A~ZW z#fZ&QbiM89vMk=T>cxG8L@m@%F`=l1lc)Fo4_uai33?tAqGWfd5RyBet@;AA2>_?6 z%-&rCHfJ1}hAVF{5`Pp_K}SqhSo5>H{2_8(U>)&Wg#GHjBmJdbx4T9FehyN&5x zL2ZwY(@;`fNI5Uh+*!l`)Qc@}c(XQ&jZJKzD<+mr)0Vr!RYVlcV4tgub0iq{At#Xr5pBoeK%VRc4+AM8^tegxR zXd{T%r0uf|v*Pe~<2{9#$b$PsZt*kj$U&dW>6WPzlMK$rQ08CYN@YzU`RAgbXOY*C z1AHCdXtup8NZwep+3EUA=fS&z^V7x~ntxQPeV{G~F=m`^f;?J+5m1k|8X;e$bK;IJ z3ojq^{d}Le-tLqy{B#^kYoxv>OGo5DxoGE4j5vqhQ9k5coM`1>Q{?F7$cYag&$}x_ zuXpxG00A0!mZMS6E~`q_CsixloyznMUWe$Y7bQ5~FgQTC3A-J*fS$&l0Tdc_{Bv1PPo14c0V z5OROW^CI)xR?QhJ8J}F9MqNfFF!2oDVB1&dfag^kvP3U-Zk+EEiGGAWT&dYplq=wi z_WY1m(G%YKOC|`Ti3qBh$cMXHK_JnkhT#76MsoT<&3N<_+tQKB9TP7uvOoi$x7CkS@jzh zpB6(gxup)~+po5p{MU(^XZ#-gm=Gwm^CPk3jAh@E@OWEE$K_!7@N+3eIijcJoySDr z%E3jTULK{_lv&1JgqXlo~Lc-Z<8$Rqp9UtP7m2Sl!?OY_9)wA9YBj)Q`n2Jq$ zyS(ozo~Z)qZfN5TwVrHpp@Y2=lQ4^pzK#VJ_g*2)<}Z5{=nILf;*JD@SRYE=yzo~s z?6Mv2+e7;SuMZ?F?X@e0+RxH+=&KpabBC|L{%q@@@XX}C@65sQT{c$@t(}NZYmfNnv+)CGnM!1Y z;#Uvnb!liG(ij#%B5rRg6HS6v?=-kqrzvMm7uH2`H6TL_e4fGRGEds|{^OsR+Hky7 z`pUp=jBc>uxG%g(IdTl9p_(Q~aYWmO9f=O3n zY0lOsA~|M|+$_yC%kPK>b;ye}4#^CEpJIgiC?ZNBtFv>DMd(CD!6$W2a<0jJr%4yC z07NE#EIHWP&ulZAYwY9ppUb-UdG~%L8q9{%zl=}J%R*ib1(--JsMy|!H1eBcG`g!T zR>>k@!|tpr04@nI+?E~F?}4$^;GV2SYQ9EOfjO_l#qo}iz7PxE=-%8l&|B#}tos1#IJWIHt`1>9Ixmda#GO||J6zECZH#knM};D#9)07{e-J~IC!mB z1&NbF?8mz3e;{+-W~7H^<*Vrm5e-Ta0aeolX+8+j>%=Tl0xFanxm;k>W1@XaUR%HX zHz(I&=PjwP_?=vWRVuzFjREeC_n5)WE3H@TrEM4&_vA7Hs;d8tjBI$6ec~B$=R1c~ zj%AwACdC;yTAr*pM?uW4TP>vh8p`IP9nSaEvn*063jNHwQ-HM$_YACL7dXeYZ@PHr zHH5>Kd`0o~i>tMjj6V-{kLmK3L>AX1jL#!@bFo9|uHCNrEk7{q{4x^PJU)HXHODlX z+ge^wVi->!i8>rZ{JugZrb*G&9}TCMT zwdqFf#FSJr3tz-S1mG_6Y+=tgH;&no3#BNaSY3y2t4I+J)8@wdoo7D+q+TxSpnEpt z%4m&b&qrhsRgYR!)>GV9I8(}-Cd{7izh8cbSX`u1mzEx9@+xS&0~-hCtD|`qucn9W zsO^tt{5qQ$=sY#n;zP3|nSl%m3L3Y`9&sV?G0KLD*3SIFQ7H5gz*s%TVE+QYO@C5b z1B?4u?P8Vr`MTGX9^`BW)l(AHs&LhX6Ek~WFEe)1;%OnhaH+s-j_U4)SR^XFgYqs9 zc_8$OJ)hij>D!*3UDI#0j=UU0$w0v$p{OeZE1kABRG9vm79gS*?9~yB?gY)id1=@K z829{sJ?Ok@vf*4Dq|DolpP8mUbNHBhKoHe~I z4vFho1?SeT$I-@DK6?4C4kpk+i6pX`+jAGqGNrG(IJ~+7nYeUvU7@2A>0K5y6VC-J zn4H?AzyAVEWei@h2Ec;V!$|S_H!1>*8(&h17Ffr+fiF$p!`|GR;oXxQ&D@oBEh_u0 zcEffkccW!UQ^3;aEs&|KYx5iQc4&1Z;@u8kCaU^mh>lZE+iMOCNCEJSg;PHzYO;ik zVZ3imrX?VAwtX*Uzl~hd1slt9t_wKBLqOPac1H`jBrQIp{(?J|hHIL2#jz>>&YS|Z>vFYfxBM-mmpKSFK z-Z|a1=Ib0N+oN`TsaEed&{u3W#LZPnp@qAtm+i&KhKSEv-Dv|a^WOC*h{Q2H$bP_? zD0HoTU-^<1<5FGfW<#Ka*~7v!j4o_HXzG{)A|S6s21-j)6b7g*+n{vjm&&1w4PkOW zeowD7Yy0kDyP>peYSrpj#r zg(__de0#xUo+Uf2URGPn@2%*L-Q`r0Rhm?3i?)_iPe6QAoJwNcA z2r;P>01S4*gk2;*JO|=%!;^Wc`C%uJ%z>1TFncF?Rq+Y;Mo;KCGu%;KG{Zv5H^frg z$T~3Z?;o0aJj5(bi6G8@pe)Sudk-ExBm9g}w$9Zu14 z)XH0tUexP*hCKn%?ttfj&Yl^Pdo%Oc-V3$86@guka^N2cMXFkecD7dmvVp?O;>eUe znB(7gcHNu**qUnK)sy**Bux=HlfbHUN|PBRyylZ3*9(hbZyCVHLbqar_4PLOt- z9K(qvQ&I$XyVn%Vo>tU3NImQixB=^UQ^57G#GnCjMb!IoOFmspBXlUXgkavE)BGOB?#5N3E2d*jS>(So^o&`#@8%? zc>S>4j_{r~AAJ;O$BB+_FP`4^j>2>|^8smcWF(fLXKY$MsxWKwMK-S98{R3GJG)rW zU8`J3T(khseO(hIZ&g}IknpSab!~-V@Y_R5TVa@_j@PcND`aNxz4voBk&hTK8%K`D zFo`o474yPzC~Cr+Nqg+qnKMeRV*WA+nfO~yC2d(#p80wqCRQ|0SE_`5yYTN_51X~+ zw#6Mt&HFuA+B4b+ONiO|wP^F%yN{#&{`TrIJ1((A9=NSRzYNx%yHCYlFI2fZG4V-a zBwTIPQSY%}lHYl4STcqYA=g`mq{7C3L1yj;VpKlYuHy$K0MAuewRV}*Q*6cR$SC2loIZO8@-))t5%23*hk ztT;uZ2VyC^A%rUfdpANZ5m6edYo0*?MhB*YTHlH^_X<~zjeP!A@bI_~^bv#m1KqgQ z7Wl+VNR&1Or3%6CF&11TztH%@x^|6af@5SKV_?jP}V78!h75#Na z`$`kTCfc~pe$ELJx;BP;NKJ_;*Iu%*Jz;h$ymh-2@rH8glP`|j_MXD@TixF?{+kc> zHFa+8UwoX$VQIu6=x!;DP`GdB=e#>8C5>NF5@n4G6>;?Ox+S&IZ0=NGm;x3kSfAM@ zlxL%Q^mUxX4SsO%;wM(bV~7jDCo!X_SW;5Icn^H5J3qHKxk!fS)&$OVt{)<-C}>;y z@y|BpsY7ZKlUJ<2L*|X4|7qzO@+giJG5czcK#!vG_Frf7gxE58D##e(6z!3i!I;XG z62|uy)aZhfD=?!uL@DaD*L_zQr(O-C=ePp{*Xcjg=dQ7fk8>Bf3fVfAsH4?IU)epI zNLJaz@0C~m)b<6Ms|yH?Q+a%yRc@)7nw^H3xV&JV?v>#ZT?fr=ocrB8hBB`Snum0^~sF7#KaBWy|#yDGpvM_N**s{`B6AFT>(p}h}ir+ zm3GTlUaJjOKvdo=4atJp<2;n1$5^9jr+_`t*7u-8Cnq@OgA5>13ajBXFQRg~df#lj5B}M?d@$aG4Uje%y zeQ#9z^%7&(so3^TpwARiz0BumEVmdIG>VIA2a(^e@74=8TuF5tJGJ2=#e`wKTFcMB zk=xjgfL4rFPPdUDi9-oKmd74wTWeLnJ#S%ujst&iN=iIlE$Dk&YwU6fGYDk~_7uz9 z0a9((k2ViM(hN144Mm6KrS1841KKt#sE8aao>}%~5E2=uKKCCyUX(Z^a1=`RnKuJQ z(_ywQNrawf3XGz-W^>Xh*O0qg(b>^WK?}Qf;QwfGgnw+OrplAP-4aj!dBSU|{dk9H zA{*%~$IX+0hZN)w?0?y;kV1U)d-t1q%5#+R!iU(HA-PoP4wA~9sm3K#(k^jDgAX~>)?(l^V#x-^^Ij|Rep|n@li;g&QVi)dESpr_q%wZ{MK#$+^TKUJu3?ic2 z0T-(~DU|eqaHbdYT>bV;ko&ZlR(}ou_no-L@22ikGbpd43oxQtbeR~!Y2*XFPE?lV zeGG`2dly5?4__wh^@IRp;f|VZe%gTpz}SwxOr9Ch5PEE5R1xT2W0G+^cjb+oo2s)U zY|2Ty|8r-L)81aJQ)nH=h&IMO$w$ndo26-nZ-}E*9-~_6v=87rEuuT2pcx-~EVq&r zGI#@boa^eU3$3m|HZvh@ORwtEcp?1HBT&4qV8Pp?A5cc<6+{VlG{WK=JbS#o)>d~| zSGl)L#1in6mSKj<-~~j(cJu|eqw{4j!a>ZQF#*oU6?46`(QF0CER4V%d;Jyx@^+S!OnP(h zPA7(=P;RMit@VfU$jItYE2{tZH>OmHo^HA0AD<4?W#9b?F&5u&8RI@lPh<0S(qD$b zP`R&GE>cp9M`Oy=X&tS6LC%T&REq`Llp^%bFK$LcV+tlI-Vi9%qxs_1`73gv3>|$m z^_JRR)GxiWfQSY@--wGPZA^CeiyxUB(#NW7-VbbE7Qebta?YFEXrDW_)g_mUw_E7RMLbBeQR z?v;5?ivGd3wp<%-5n6R`;Xb`evFZN#RBt-B|HlVP0KRq_z_Lh__n_>ID-is)grb^j z&MOAwna0uYD<3aheKvAzeB##DU9dAPE(hLbI;ODSFM7Afk7)d4?76?z?xi1>ODMyd zy8hTpDX3DbCb0188h{dznxUHK8Tf1gF`kLFBc7!I&1x(ljyW9r4px#;%jF~2ZFqYj zJ;q9{BHxv4-;?pluCS8fypnhe@TM4{PA!zW)KJlHRYWaI-K`b<~o@T!tQ8sAM(01NKvD$PwFqi<+S9Pk%x&V zq_z{wM-miN?YITLBF77XwhNz$#_#Y!+4hynH(^Anz7tDvR*I^7GHa&x)i zW-vvu2^Ej_G{9;E1iPQjzO(@!uUhyQ4SnjB)E6d(lGDe~@JeDDjF z1zu?$`?%=tUrf?+i&8I6grSTEg9WSMY_8D9tqryXw_q0-AFcjKY9~02Gi;6BDfr6YnG5DW;El072HdA zNj-hSof~uID+SFBA>nTg(}PHLHNl;E<*!69gY_HAXHQ(%C;j!szHd1Jn@na%4sKkm zcaHPj@Mjb(z0Z8%6T4@UtJ9E9w@3@N2tw=c8XY!W``sF^rZtB?+F65g`B~nJ_)j-E zZZ$@*IjwcFFCHxZJ-C4L6Cb*@Io)d+^P}Nqi#P2cV40z(ld+_c%3wOc8ZGf|J7$UIXxh!h z?L$T_Pz-mNg3gF~o9lNtIoqnI;zzXa3}(ool;7!oV_6I`8*kr{eEswK=2%m4xBHkN z11PrvN6CP}-R(wlDKbBMW1MdJX!6=FZu0q2_rc8plce4^F#m{o$sJh$5@yMgs;Tw; zi*$&+j!fB6+T?gM2sbuy2FmJ~4m2x4VDsL_z}-XENtQ*~19|7u!@*Lb!iSya?N>^e z+^@i@L*nea$2HYn^PF@L^O{jQ zT==&A%37+cc`?;QPGv((Nn~ZfR$p+*Tk6&hnreW2f}FD*Ew7<~?gT%)8TVk)XIsi@ zX40vmCh~XZ!s8>WrMb-vIY|4u=BI_L8G;a@prP!u{7_xPu->)ja`8!TPZ(ZoMJvOi|)MfSzpTKXydUw7qJNB$Obbc0i_(g1l%j))pV z;DJN%M93w=baP1fvIUK=3=d`LFV}-lPfy+XUJ$K#ypZjrIUDKwTn992ew26)bYTWv z@QC4|e2x}@^|hidzq>@~>|2KiYed?EW%BO6r;Lcdk0O(2-o9>F9~H(*+!dAaa5Du5fMIe8dg{v?F;&=x4_Dxt386%qo6gtpG;Wzgd^$ zl1vP|>==I!G}QcI^HD(m0;)B;4md-D_wsi$oh+9bq0X9WRGxXH3R&{QSFTH|x_Fx! z<6u{TPdmxtJe_iljWnKl_qz}Oq$zW6;dS34ZHoV~32qJPN$IC(E8+^+X}u?dzY2TE zdf8-O<(Dy4sR~fe3vcVLx#uk>2ZBtq{vd@p{IiPOEU|w}7eWt51ObW&@)F$i(yTaz z)Be(4qI17QR9*=0lf;jmF|oi&>HU}}?yM(X-ZZ3Pr>6v1nP2-17NY?@}(bRg!&qrAVy@x`cSjvvT3qoKr*D^=A|DJc5M%*4OuBp zC%b@^wNqZ3*>bhw1|pEz$Mi(2Bz-qOZiR7%Sq`o3LH(F6L{6_dy*lH*L-VBv6#Hbw z$@Tq&OFj3$3kHQ$)S9VwSqY0p|I!VSOXGwZr&(IK2H$(#|GuwKTNC4=7`?6w{%rU$ zlZ^y9_>C=V5jBC8zzz1~O0^^5-^`9&6jA>_-%1Fh&WUQb+jtzgOWmJrnv)mE0lL-81B;^lonNv8+RS|vBixET|=cj7d?ujc9H|h zQTQ339&}ILXj8K(2&IRDqqf(Y5e=}(Jn$KI^MDqijJr7Ehq0(JFTEy$pKMB8iX99 z=6(w@j5Tu8FoIuFZM$qwKj%d6Y{CcwA@&RI6)u|W zrtMtNHgj2iJUQ_B!d;cB69O^!){LF%oijq0o7K$p6b<^-jJVAMg=ZgXobYa=H!dur z4-EH8()Ydsb3^1wz#&-XgFafT*~0>OccBPfInM&4++Qp}{+^vCC;U=PiT-?kDNgF>Y|}-X?jY7Sgtm#8?}@p| zanXMjde6LFcbHm9RAFpo{}Y-I&-LldpyxOpoZA&( zkqbNcch6YPoP*xjhm2>ah?Ob!o8Dx~?QT;GBG8lQ+pj~IV920j5hMtS-qEu!gPHta z?>oMDAoqR6BM(S*u0%>4XNgpMT0aNw_mjZ>lB+g0+F_$Q*y=~7PM4)}CVL$NP@dRb z#~YxL8w&fvj%SjuiwHlBSJbxroNL4b#zm5pT(#_sCH*KBC}JSNnjTmQVg$-fx_dvf z|373A7-CI8JHY%2jYhz-iKtb>)ZG?yv;nBQz63Hoe3+dosR0BRLX&l;hz*`(Kn9dh z2QlDQ-Ln_7rXGdPvG;y|1mMZNm~tDQ(Lup;aOo$p0<-Jq$t^&_82}b=HNRil`}D0s zu4Bl}Urg9w_vA-auut@Gg2hVW0b%|I&80(-#6kcZi|y3Mzz><@MDDg}Ki=z0!Led( zX~P7#k~8sMRER8Uz-pp}(;Oj|qfw3l22VMu^*$aY{d;w6C8HBW}|^hwe%$1Gl5|n{T5!+g!cyb6V^5UkQi5Y zEY|xORgT(LpQBn$tBl4B%VIl+zhs1*|Ht-_@}wcbyZ2VYsiaDn*NR$-TK2@Ea73yQx3@sN;5y>s z%mfjhysNfc-+|_6(23a_pY^emW6NnXQ5*oW{lX4r1bd!k=nO~=?FDP9uFF}ptEYDJ z>9H(?f9v%HrAD6ISS`V=Z!^&7UX>UVM=ErDI?%8c9g5?|0irPX=hy!I#ScC;jVdZH z{hls9AN_eHd`b(@VeCkB`baYVcJGCxaOt~JQ$tO~b9ik))YT0rYAZos?J<2qS1Y9F z22eEU_EwJ19xOG>S{rh~U{WMGCr4?T$DnR2QRh?QvXz!zsI*#pt|vw1M7Ju}&y4+B2c61l0BimH;wN%z0z)oW0CKUl zm2lpF|FOLRs)kzt6%6_-i7~a{#p-oo$o)PlLsgv$;ln>mV>B7&aPwLNjn|wij{L!v z4tycakPD3?V#6-qB=rF|NIvqTbcfmTY(c-fOHe5Co0bhuEq9HEUUagamZQB)WYAh) zWq_PhTHZccC%MvXfI(E^cqT}a=Jf%Lgq(d2UvHb+oqoJf+|tFY71>k`dP?b7S#^?T z={$lYmhZl+K!Q`2dq{KV&ez@K&byAdNlvAJrXG9EpLer&`^R?eko=GB4~~71Bf%P- zK8T-}F^n$*bjJU4Gmn*@qcygLZ##6#3R2P{qwM|`d0Vg^?LHgZg@&#elf+EPKvVD* zL@r_P6l7=F01))gfNgQtjP{^O1#kx5H}#Z+n@+QKHn?eLfNu!M&Rl9=f0nvym;(}V zwL^{e18p$i+=$6Xwc6zYA()R*b7}wBh_HSL;RXC!$od{A6!>qckZ9H!DLLdPz={gI zNLCePjC@Z%eHIYD(KM!jm5$mN)RbF`Z*EEPBpm52Ct6x|0q&%lcglkXK2%A0GV7be z>z6jVO&&j2vr|@3ToxXH*PaDwD2#@PXIk98VK!%}Rq`a_>y~Q&NoJGZsf<=IKe-eY zY(A#j8x);8!B`a7aoO|%teAq~gje6ChE+#2CE_!kc5Xq9k)z%P(O@kAz?Q>kota!6 zpIFpqd{v`(Zpsx(n32F`;VI$2BSXSEaU60;~Vu@!(~jj z(IfI?=YywxOX8%8BwTBAe+TX?!gF5X?l5Wmmw{_dO6X&Uf#1DBS(Q(D!>a-M_WE0^ zrIRmql_t`UgGE-4;iA-qkc^GV?&@o`{c1lU_P z8|N>JDr`p1;+|%nF6UJ+=hb;yOMR$!LvGKLXtuFRJ|N!B$-bQAp$fUs)@$4OL3&~< zRGh1~3BtzxiI;;d_Aqz8daimo(O1EZbdy5GczNcy9cb$+6j{qP5yw5QD1k2C_`Y6G zA7An6coNnmS_$wi*l4Q*1y-b(T?hO-ur_?`)UYR*2Ocz-e`vCh4zEmtOwIs~qh~bB zu{5#^;ozrEu%`$D)>Jp5Cfov(xYXy3y||i){_hXi<(L(?UTVd}=K=HEKKs?IGWfDd z)!7aZUA^67p6YVe;5j^CzCUtL?0_PPz0!#*y}=l7$T-|Oy;}9Al_Va(-i&Z`?u5f< zKdws;4Vbdhf|Qc>ti|8`*2J5s5R}lk3r)93GtYahDCeIx>gz%#)|5{sOP#o9aql0S zHQV&&7Kd<05N6Ybl{Sx#IBII@SC5fboNcj*jAF%OF)dO&fjna>m>O6*7GhR~WA#IC zvWAV95t1|$pK<4`c9$vjF=+uR&B!ZH^mXCq9JEhM9lPC$>u!=J+D|d=4N~Ke9a#-txccz? z49CFPLp0v}w?>S}qLzFTgh`E^8_R5v+Ee0PJg07~&n2M-^)@sn;tmCLHBl2NW-87% z#uX``iKKvqAV0{Yx$Pu%Eyx(b@ z+!)6)LLIq-vXjJPGc8`3{bq&8wvG?fB2B~6_|Mwjjj?|@H&Y=|n4m8_oA)Tgrny+| zSi`kGSqxX7t49!|jr&kW5?ENq<^rX_WOEcXHKPZ>*IwTw(UIH>u-{-228LHxZ;E*h zP^Jp7=FEZxIqnFd@peHPRut7?_zf3&Iphp6z>-`J`~*jH6kuqX+rTMqNBXx71>*K( zsdM}@(FmC$-O}r+H~#Q zcmzhXz-0s6*s@84$aQ|IRolH0 z;A1G{p3^uFe$?@z2=^i-Hp_W)@iKtH1ul?8(c@V1>NpCUW{VPXR%YmooxwAL>uh(k zVC_M!w81V(&z9wU$-F>lVSBv~nqm#E!OCaYrp*nEP zL+w9h*y+|t%a>hTzYd+)3kWtuQ7=o4pPlxbe~(CQ#Sj8$*o>(S+$cF6CdC)swFzeM zPskLGNGR%^YJmjTN6?Xi8!N}l3BvU8T!gaQ(Xb;-OHiw0R0`r`JCt*8B?i>!Y6V0~ zs;v*1ojq@D)!A}#yn>MNs!UfYr1)+;pw<9P)enGRZ{P=-3Zm*yA;1m)*h1}a0K*WP ze_Q5pVl#I~#aYwpy|o~r&YtLenoDtKx!5H|4yLc|J{QN*p!~g6D*XR$K&UDlZ#O>t z%Qg%q$(d$a;dkruCf_yCb-d<&$wQ@hlO_|Fc|F@#@vw@I(--AJ!<45467FI3ZLg;( zB!jb79hE6V7U-WI(6@^7Ofkq%J+OZfnFxMCzM3CSFC7MAZoHv9erEi(G<&=CY{AB1 zV)7Pma^I4G{I{%JWU#-0DrsBF(A3yBL?<7iPj;b(RH|3J%KIwOP zfeGHDnildq4E4VG)AX8Li3p8jzc!&aCybYD?xI%H0f+ga7}0qyuDVPRZ$g2*oqCW6 z(BPNedIh#bA)-=8d;;cNO?j}ukN&lkE`$LMP15l^-S0xg9b3~j$QvQ^ z_`yHOddAd6^n4Nd&*a)Jl%SpnN;Q7G&O8gxuL$RrKB|#06t`LiDvWT-?ZHqE?HBrJ zmmumgt*y*;IMAIuHmWVKt1o@xjp@Q3_B~jOHtQ)tYmqQ_zdB{OqriLYWJULdQhdOz zeocmq)||2EV!fehL(;z?=ekxXIvG5L70Qv3&h0`aEBM&9e4rTW15mMfErjihhEexf zzmL^9s;7lXMY@|mNkc7N7>jsD1t5?h21zmb^~|rjqCc@)n+^aB1R`~0W!^gAihY^Z zMH2_Z5{fiLELQ%pUD~f}?T_;?oNR(s2b@ks?a5or=o9A9s#&tj<{vr(c$w)!X`acs zTj!4GRsbXPhbKrm>Sqw6XH<1P{P3<@D(}15zK||RwQ>ct(d5YkcEAruzq%3lWvD z)%3V<1$qvl0jwAZ)P}uXyAd)C(XwVe>-xpUc3&zq)|lg+5vvc$R%JhAk#{%Ca`Q-h zu`U#;_Q2T=Bh(sOdVDkday)mwo}4M<9g5fPxTi=xXu}Su*Q%@vX+j;^X6Pn8j#%HP zmYiW0xt`79v8NUwW{a_#=QLL>_T?c)uq}m`6H&IMhf5?vT7tsnEYVD4TD?Pom1k&1 z6Y!GcAOl_s3HWn8q>|9@SGKOtl@I>|rYN$VdMjqb;;G)q(LF5!8HO)EmeIMh3#@WO=-LPj2f_;GsWwcT zBp)j4%-;;(D)%~QE?K!zwrbOWPfyod=XtBJ0QA%*&{3c>c*(hS+oo2lI!_&ut+X!# z7>+h|ELyUSd%jU5st%LA+e^D|GD;@5TGZxN2m1nx;K()3S8sb0fQLEyRggl4m=u@u5f6%`SO{Vn6h|^2gO_@t{|Igp4JbPKAOU z4b|-!3|Gxf+{^Ke9aQAhGvHaQaL8(Oos8ue-g;X9c%X9)m4wY;u+w!IU`jyb$+0~C zis{2j?i(7;B;9kqq*eP`G+oVhb}c=j7LC&TUXkWj`TJ5bWM0;A$-u{oP(0r)skXRg{5e1ufftZB2+->6-DpyJJ5(C}&NO8M!{y-w)~u+1AKfd7}x)?Wg%@unX}9)1R&R(vHGdtVLk3Usc%q--?;P|==0uB zl#nCFO&uO*r+r_0Z(?vbTJW0LMmN6z}KpDXm%ad)rTcm}1bCXo;G)R zkE{RQ??k0|A7CnlB9huuTck36>#^Vc!N3a`TMRKE#5nlASakBHM1W!7>)ZG1#xHWs z4G(>{YeQbDiDO-Ml=+c(ez40rX%i3ZqCRns`ATmRyzwNbr8n({1pYD(rt4mS)#Q6I(DnpR4#&4f4YN)egFz4M$9*h&m`?WxgyaRBVY9D(7FPD!fUn( z74zh~VSk^S3XR%`2`PQ!+{)VgI7f&sM)&Xw4(! z(G}G3CTU0v!oY{ZZtL*-T-m~lH^Um2(JxLottk&R;cQ3uLD3CNbOb|Ba_Wf}SGE4z zH`iZ0`+E`qcs>b%ZOw7M@&}6yxclm9Fb#@db2N%CR2(?^A=+m=Q0h>%PyR3T^Gf=a{#1^-wvH=dzv8Czr-Pnt=!%@IJ5=mf^jcgsRT>9^O9 zvf4EAF=HmBD4e1OW4)o4(0X}ZBsJolbIa8kk+ON=#} ze!_)8@bR{Jp@#lye52-HDkjq0v#v1?*A1kdL_j>^IOjMSkICrvW9KkV!IpKdVT=0h z(?xnWENGI`zSuHd9b#PH+5I`g8X?!JgJRR^Q08!WKfy7tfMHJVEZ~W=h&7g88T|7# zZPz{?X;J#@w@x)IqVqP-eH~RK4_tfw{=g@P)!EC5-Gr8%p4Yv&2c%HPerJ*yziEkN zh9bK7`pWm|=uZGc5X3>oj=|;t5+LQB2{rDE+qs#A+PasF?ggvQv~a2#6Qg@aggAhz z0#=Y0^CH_TNGp-)5Qcw>m8t2z&?3;J9?2_unnwi6tTbVP(HovOdOj*$fH8!ud#+V5Hc3w zSNe)nnE0kjY52f|V@GZIsBWW*{&2MfpqP5{t%{C3LZ>JSy+{D|;Qs>-=p-4F$C*zQ zs}GU!v+vwD){IJ;XX%g~U90vMO<0yXaqgC~MuwQo4L&hN!xJ8$JVaD!8?sLJ;1S8K zc+smaG*KDqOhXg!n~%Tz=kD~&7{!YcNH+ArR94B^A046W@eSe%@ zl{Yz;g=&0;V8$Uap+i$zDC-~jt`~Jq7{38vVHOTz$n>(M4&1$ z3E*oJtLbU&+mNYf^@<6QOC;PinukR6gK@AEJsR!yegpKZZ z%#Isx>!MpzS?aVrqKK{NnVq8MNYV{r*V##GUL|obrYyb`TndtHi%WUTAN* zII6ymlo*x=qvj#}T-K3K4fW#RHFc7D{tzYKk7 z+z1B6fG>S>E>k_W1i71;cnZ>>1Dy9eXB5k^N}@|t%k;Ydt6`O?SNtLQnpF9B1ZOoQubxWJ|U59vW_wKb;df( z%;|mlz3=Dq{=+Pv;hZzidG7nZuIs+;)77x>^B5{$t>iyRFqSvRIT?P|*Ee-j8QW%F zinw^+vGP6F{u9!)`r#k6G;hOyOmNJqykc|L_B`>Ae16zkJI*)v-XR z;E7*(Jg|3CZaVd$GkVZQ?-BYXU27n!tC6z%tq91PqJ>#2kZO-(r1>BNSZScP`&n&D zP6`217};W%r)nQ88~`MEfFQ<{Y95oQB=oOORmLkiyu1G$8*jz+-(d~>m45WWK+TG; zN#jm6fgd~g4HfqNPEF1O2WZDrzZN?NjRVorbe(?lIPmVi(siT!J$PO^WxRGj&*at# zQWu3EEx}Z7hPZpmYB)Ng#sBe7YDWiEO;oK!!gtY0uh|OK1T0^JX7wxBMx-7&#_Y`j z(ydLz%Yi}WO)4$A{2jaC6DMPW6fDpD%k?oT2a39ttKAW28WE}TqzK=D*xhyFxk&Mz zW2R79o!n1gz_q85aD>4Vx>QI@{L#0%I!NZ8D|J7X-S~ZS& zD{x;<Uk&PsIy=&qX_7U;)BQDOX6v(?cd#}ZcC zo&$Qtw^_*S2QZag{9%8ZfaavzAIzS8NsEXDU2i?+ZUaJ7;woM+dLCQAL+tjzQ@-=k zM-Vv!G4R8Ih{(x5u^TaexmxRPi74;27N{h)r@Fet4vDkQVfQo0!GWjJnaaj>y@lqQ zF%~Y%XRsd+O@nCrMiTa0wMb!mLt7)~QPmJ%u7;%LXNz3+17Oz%8bd@!>|soLvD|o< zmco}9>^hN?9bbq(^j~<7u~rFvt04n==tJ46&!f?iuQOUZ75eORmdR{6yqs}NPs-1r z6l@B9{9A9WS>f>g<^)FTS9VG6T@8uQAOX71VIAEU{>0UuxtBYqgHc)wuN5Q9-Uoct zrv?L`O{ww&bf|BAE%O7iv!J8XEdA5+<0E%|!!I(iiksx6l&tH1VtOCLgNQGrumi>@ z9`?ODVan0k8!!5TsvpB{1OY?!q3Ro?&59*=nvH3`rPa2}QrUmVS(kCe!#28W=aAWt-E_*1rI-e+m4{Z2^)UV1Up>9 zBDH9}@qi{(H$hU$I$obZ6sSe=My2^ym~aW)I9wDI2N&jeIdmp$1iT3{ncZmqg^+si zO~c@keYX^>&3OQT_@@FWJ4~<$uBs+#tyIM8+CSVb!l;{}mW(jIoLg9W#w=QEL4Dss zV|lcdwznLK#PNzggkiMrK!7KqKRoH^7( z=(i6Vxwt@|BRSp0P%OPm@bk7P{{voC+u5gBo!e5h6)u2sbvZ5e&nCqN)l66$OI{cE zSU2lhE9R-+e~5S#H{QmPBlPeL5l&K&WXFf>Q14Dw0^&OL?b>6eC9KmXs7*2_;Q2tp z5hRRq_xgXBz)1PPqGCgd)+*&D>69ZH(dxQAh!_l`TW(H3aEz4WshF?q3;kR= z-&#Olb$#Yt%q{8%q@W0(+$IABBmwT@R@AZS3S;k+f#Kdi`{Mj#@*bC67Cs0U-~9fr z%;gNHT=i?T`qIwn)CCA3r(hH7!;R__gW^;o5Yg5KK3KD2D5Uvl|$R>!$`H8@p3? zxF(gjV2yPFv@<>orr45wlxcLmPjMGDU_X0LWY`vA}#C^$8m==n|bG ziJP<;X_6zISSoeB?S^>c@{Q5eggN1uDq7QDrtB`S`T-IC zYYDS%<4qBtM$n5k?qH^3gw$lsvL5}OK?$J6^oy9DMr2j1wi8CYTJ;)yq}y9~zW#AT z8<%@!#-TSK-PL_X{zK#?ptu~{b0C}8ZHqQr8EiY_O<`E=2aIfMW>CLW&Owtq84>V! zy7+eL!5$QpVh7u554IBP>c|>_?L48he}#)wB##>bs9`P|Ar(HWN{x~Qcto!n1O`$N zqs~sFiu;5EzJ5qpwdeMa*1B@5Kc+dVR0NkGk$QL5x$gKm7?Xkj&&A=% z2Hq3*Wz|{u)(-}5=<1>&{e|V-T@%XKjPNa#z)!?im6e^1uzzjSAcU5x=3%J{-&^7L zK+FjZa0m-y8~l4e0=$3BP8OQiAr6q>lJXNzaF2JATbFn)BYOyLoIEv~z>7BRN|ISm zo4}yQ-@f=%jMEZ@UU-PIv)>ZSM(6A?w;kgzY{ap2C^75aIft+7N+CJ>iuS3R_nzB7 zNUS9OFsq)-)AamaeAqg7+kP`6))oIs7`rVh-_^@S?mw+Jg5d=(r(WJnJtWQap6!}^ zLrA@5Ba)AwU(cBLq<&%T;1qv!9}$e)#K$9^X6rLmhF@xXYd=SD`|n_~0vlM?&9Q-} z6McUeRwl#f$3@vPk2f;&vplV>U2lE|8k7^8@3-f_JyD(44MkrC-F-KXw4u-W`peym z67}*V+6521X!Sr9`D_0A^knR-{=aER>^J{hIY1|1M3P-}L>Ax^NJDkERrO^P&aNZ= z_U_!#zEN)>f=|^kPbNCS4mRe9%VS~mqbSp&Vwn6dU;L+yAA5@eP4i&SXicxy za=1FriH41PrRq1himiwq-|=%tRvz?1eG7UmLr)*Jqw|f69v5X=}xZ9H!ap<3D1;)%96{MiA*yv$)z?4 zwM9>-$eGUmCdc(gdK}HwXDQdamSNw*#jz2t2y4$Hn|Bu%f|=*p1q+Ic-To56}Hl&1Q8kV7?jI`-T~!nED&L^$lPAt5N%h`n-w*ng?F`dK%Lpo6LW&@%qlG zm1*Vw_fTYvG(!&ga)~K$t%B69bIpxX6lBIwyA&v;b+k$4B$g>g{t4&WW=m!5VQck+ zG>B9%Pkh^u+-PFY`i+^jOE_m<1T*bxDt0za+`2RQs`}bRsR+38Vp$vebmTQU)S{25 z1k6vpOKF0d>+!3Y88VEyWLF@6Fi^gU9 z6{UWVFp}sTQ!1Xxx~nVq{X5Y}lbar?+L`$&Ty5^XCr2)dUK?>di?4!9Y@<`F7wPIT z?d206f41UomB}z6EJvvGowNL?m)1r97L8@BXP?S%n!r9A$D|}zv9gc`SxJu>y?fXJ z;^%|68fmxs+`MX926Z#>{1LOiQ!>$Z#H@k`kA@=0_tpQ9D4>%ziS$>#*JuN^33J~l z_mt+1J%XY4Re_k{%l*-&D#^i1=7Y-9TIbX2nm(RS59ivzhwNa6b&%6Qd&o`M3AQCo zyd{jLEo|yilddAhPg!HMsL&qEgzA2`5-6XWV_CPap=F?MBH+P&*?o~TJjJM1px&b5 zHLB8hIqzhzQzZt5s()q0?q2!?67!j0q}RIHUI zzq%i@RWt(n%I)9l0^im~=+}!>bbP*}{>lUEcRW2;u-!Qes5?Q?GN$$~??qn`DiZEA zl95z!=nN$p_4<&n(ZsPl>>Er6?M|vDqRcBnyY{QP$8tz&N-uuyK_cM-W9x0)11By1 za#KmkyP0Uw$Gb2oK_2iZ_Y27@oXV#2oWtxI%$ox1wky6%mHqrbP3kc=tR)A`uX z3q@YXUS`VBE14DsC_$IIG&90wWAVbnI4bE0W@4G=gs1It$=+T1S1iO|A&V^RQAS~a z48Qws`-ww%K~%wo8*ap4#)~DX!iX-x`?E2)gkKWPm{QQr!fnDx2l*N^q``+R@J-+O zqPEbZuGM0zW_7~}O2qRj?eq@}JJ_<`W$0=(E=qoqiPekOQ@c(WJz)`QxpC@kLGN{R z)XP_mwZ{*5MPPzibzXbsl#gf)ufvwf?cMLPz1K8s7f=@0(~T~kNB9f&a)!2(#)h8F zPQv0OiMN

mDf2eHWp`ab*}2`edOv`)fT$#*Wl12?)t+1;6rn7@>*4l5Jl#3n9r&A8A&w9GDYXt5%Du z_Rk|#+@f7STF)PQ?NTlfEg?DFR=p3kV&5)(xOzo;`dzmd$y+EQ9$v03b*IoQ)*-`^ zeeau9%eVf*)L}o~Z&EzA`W`PY!>-vZdd|X6mnoqqR*zFNyvxiF_CMu|9Jp6@~kxUx(kj$Xw99sccEIrP^Knaa~>B>Vs_`;AV(I^~{P z)kAT2p8C+p$xc!Ul(XOlk6jgI#1A z0EqjBU)PcbudnnSl#R*odOW7FEJLpUYsuj<@g2z-_d}co9R~kwz8O1WS4%raNG5d z=`F#5BIP85ZCp#!B6O*5b1Rx>eJPwJK>cisdgJUs2X8RTj~LU zBMLP4@#^rT=dZK)rPuDdB&wong6AJCj3JaE(b1sqG)yz+{zl};uDRwv|K<}>Mf)EU z>Rxn-e++sN&axOE0RZ&@Op6OeABQVkB{%262bV8P9a3XJbVN_B&UZ-fe%Dze%w*2+ zM9~JndLecYH~6TqS~9pzTV4u$rQ}^GuS0TFfx)YKVo#F!q)tT-sLnu@ML`1x11kjJ z4`_%58s}hT6sGhF#{0-L;RfeDNUg%JwHP46TE)J7#?%R~@ zN=xp;>=k2DbTC~&dYP;CcFL|ZCcaCg$MfiULscmy4} zG#a#J!7oX1WwjuV4gDOF>PFAy547TRN*Bw_a?j%03iGe3zt?=HQSF z$`rB#Bj2K$A^pY>Xo*&kcjTh!xDFaewPu$z6k?;_V&N2ML%ok=b0!7Sism}?+G}&hU(p($3+%W72BpScx_sHd%Z+F;)v#@LU-43f7kRO#Wr3n7?O z`LbHv5&obPWP5y5jea$3y$!UwA4JhArqL=}QB;T)+_z%{Gdm-+;@jeHc08xcgekZ-vn0>Lg(P)EBl-o{ffnC<{kXb8J--gN zt;<3*Oc@ur81jYK%``9sBwucL{XV!oQ!f!SMo?=NS94mxxep22jf zLRX9W<n4@A1^bJWvQ=)YB#iNqphkv72cVy^V-X zaqJH74o0N7y1PycqnyYO+UqQ)wuKns+Xb7YKG^XVb^$hFLZH6{WhAzpvsrPMvd8=B zW-9qFm;U*}XE9R+N1xs)O@hDf7AcSTZ-!Zvj$n@Ce^7?$Fs9Xz2MIO^{^b`jjys(p zb)}cMFrdicvX~?;asG0hb+`qu263yq(_ceZ_G4Yl-#(VB>)xioK&wv8zd%p%EVeOCovWyQThoU$%ZZ#sulANN9rDTSZNKfehZq#lKY z4!soSIo`BQe%DC4!9b9NOoYLByB?PxpsJ0=hlr- z*ZLs&x$b$zy!|>#dp{t(xL%w^^0@KrIcag@ge&i=$Lr1Md{s@R^E~Lj06#LD5KFOYp8fFH^2T2DMs*~^_7Z#_Qzd8)KfHi| zB@87gzC!a=*u;pJNxrf}yf2h|{5noIIhGYAEI^BQcPlExevKwlX+Qepi7P-|7v%{_ z4V22Lh)+iEjKsR1Bz>$SFQAkZ8$bv>zu<-buByR4MUM!gKEo`1H&-H2Pp`b#k`Or4 z+NnV>{Q-$0U0`n(k4!wmJ}Gg#LyJ}qMw$6;0@+bwqq>X4h`{%UTpEiLwJmS~Uzwxr ztB(iYdrY73xScpo34X-dT$5CSs*#XvN??b8NqQda$9&UdWw=+0v}<9I@S&PCi8G4B zOT<1dgfHRaMj>*)Z(?KjZ1=EX?y$@%sr`}h@PaM4MYwgqkJWZ6I<^f`H6rX~3MM)V zUz-D*W0b?j&hauJ?JrCgJf2jtGIp4O40-zW%qts{fzyxBVmBlNvRyvXrNeb#+03ry z7ZpiGrH0Dqqat7Ko6(dkn+zL=y$oOa%LO)d;*x0#U9q0QFH<84c>tY$d$yv0O0PTW zG%eolOGk(6{#x(cIsdTmm6=`z`^w-?w`v_uvNN(C4GrD6u-iQ5if%zc*!W7QYwM|0 zy1>pnf|*na7h?K)r7l2_0KK@~uZ;KEz5aEb`C85JJmdcOGT|mIw~u7rtsW_E_nOa7 z2*Evy>!Xafw++H~7xw_ax4&GFkWVn+6+ySf0mM!}0DE_?+fUXKP3NV7F7IHVn`A-F z)1}7AkKugrXM!HPdh>BN;d@ULRS@Ipa4|C?Jtxu*xzXJTYGLxFGm+@q{VNf4ve9Uz zvwtors~0kJ>HMz9poiIBVXgSazwKYGtvHKC1MV;PF({!BYT7Fw!D=lkKv6mfA+>Jk! z%rG_oJv=2WbDj_Ca})7cR7O30+h;LD3R$5TF}L`m(VJOkq@khX$OY7wSCQJxjKNPH zLfYn`$mwvY`+e{0qR`H4!#>qc6iKT*JnBqL#P)UbwhvXKr4RLUcM}a8T6yXMv#8>H zeAu_Pvi(VCoj$CS#ADi{nL9nrEuFGXf4WXLllWx&r^E-**$6-vzcgojEW?TC# zmQl&nhZ2}k7&a@&xg^t3D(dR#NZH(aE-x-~MA-7u2H&n1&eY$Z5}(b*X(Q+5JcWA0 zGQ^Bak;<2T%Gt|~)ePs@?JjF)7MR+IH&wsM{=;dh`MN{fvr$~e6vZFlq^ZKb25MHl zeC944F1XI)2X<@^8zJZCrg62=wTCvyitZ;ItIT<4*8 z=S6S1T^w2kG=E zdsi#VXBm6E7eK(3TVt!qrpV&8uzOrg*tD&1pQZbkz- z$b53aZpGAns~8~vV&B0nmeE99Tg%0a8xG(vrtJ_bdo^_tzy%Rp;`&p*~6Wsl6(PU6@VKOMKNO0CX zTk`(0+ytI!W&odgs~QU0D}k5N#X!YmW}soA01M=p1BIMySSE2d^d)>jXbb1`b?aD9 zz8+{I2x~Ho>20nif{6K-YtadihIn`KGBeo%w)qFcP^rrj+9Y!Mp3q;#*Y5l-U9guk z5PTlQt+%Npd*ql!`yT3MwgyneXIMxCF!>t02Orw?S}n5C2_89?)5Z3 zwNo{#QgeT~N>0x5%-JeaSq5L2#EExXvZqQ*=PxhzH^4%D+>{i)=c{un{&FqcyGi$K za*?{dl@wCrZLcm33w1{-f8iTL1$UytN`y51o)!kFtPSEH&}f{j!qKY>cUWgWRlN?( zVGh(Dgdg#>KJiIWd_nu(zY7V*PafF%1UPc+((Oz05VbZ$*acWTj7vD^eP>1#ThG7v zY9%$?{BBw+SK9MvWNQD4eKSEAv!Rt$5OfyF!0Q4^@y2-c<}b`r1}4e?e$@AZS9vT1 z5t#!U$|EYHJr24G!mU>Ws`96KWFR@G#2FP*6>a)sv0S{OFF76dLJPj z%&af@kL%nSt|w(Es$$4z`?fd%C$V(IejO15cLnsmeP>mZeqC(KUUpTGY}E+RZr-pj z@(qM-1M-FCjHBI#$lX}Og{K%Y!0*IXW9gWNN1P5UYsU#gHD;<;TVp7_kPv=zO#COn zD(*3Ke~2tvpT%|^%vJvBW?G_-PAFj-U;0I z*mSt0m^Kl)<4S769ljzoa;P)s=P|i2ntz^gbp`?<8&BY|CP!gs-Ms)%d7BSbSSDL= zcqs%L0#&Wx-L=~Yb#?V|S4miNKDy)D9PW*vyqc0Md3>5rV-sKq%K7iR~m!w@#3c+~;QHg5Y5yw(?s!c%22QN9ACfKCNQpr*U4H$QQXqDC^Wrxgnbwc~;b`z56N1O^^K zG2vI}iVflweuhvREg?+$(?Qvw2?HsXk9r&UvVMcXvG;~?! z&GDP|ua<@Fbu`SprB@F1Ps8{&umW=sEJ3?t!S|6%n6^#d3D>(CY`KepBJ^7uR^^*6 zVNx48f4Lez(-qBMJ;yA7O)SdW^w&jt&SK%OoAfc+ETqd%tPM(#`Q+N$GHp|E+nchT z-Ir`6prwrx5=RBaz>6aG)$Y?fSW4Lf5xzCU{T0OR(QF~No{|dI{(kF3aTVh1N$ludSBds&giY2L>{e_|Ro329?p*+*}!~*w6F(zr# z~=4Q+!X%%16;Bp{mGH`KS<%v;61+SixGM4SzM~}R?6CN}l*SB(P zvoa2S+o_7_y2bz8x*q0p4OAm6F3?PnZY|3SeaXOx`r4 zH;1FI8^N$FpHGNQ%k2=_RL&oQyl?iQp7sw|rerHrwt;Hde}lAW|HWoQDLW2vuId() z-Z39wttN^0&0$Kd>9nii&-=JTtEqzaBZO4OcZ_+pT7WTM* zf#T=!&sAI{S7$WjfZu`fOS$3_Z<~!!#Tm4Zeg6$BfPGteW6_A)8;EdB!=$dxle$Q94A!0khJ(g-Qv~0U#GT?qL!TbVAP*J*j zFP`rpHsfkWiYZO$lXsxCpJN7T?5yp$U78Xre3MGg(35aiKu!?ZM%s`N9MtFtbr_(b zLj460O(%@0krpx3Wc}Q1HgQa78AZ=qKeRT2b^&_d9)Z_m5-Ym@#vHJX^f#A926R-z zS9NZ4uXdd-o-?`rzI@AUrm7`Cm@SJx#1HMv;5HM%g$IaNV-6k15FMVUvCl)JO^Hy^ zL_kJIAi~eVg=T2@DckHiW$lqYm{KthkxUsYp$BV!v&OCAqK?wsJF2jb~S`NiR_|WCv1)p?`Tui#L0tAJ+(FC#aY=` zsD8)i=QWTx=|lDQNj+7}0O})Csmt}dx&UqUi{L@*XM?HC)efP7x@tvJRXjZV@AxhC zRLeYBIQH48W%fCy;8MeIlH-oWL;{gofakUTV>Pd~c859ic09E#c^vr`67H@Q%ATuO zb4}9t@t79v(z$NYCx6dSxQX=;>NP;*|C<$l0N8*(O{B87k6nn&ZX(m{2=QNBAyAR%zHx z^4UtkDO-(Ouaroma_{A)9_lH7&hH$Q{=?EVk8^5GQAu{GTBLj@6lGqa#~K7LQ}s;Y zW+_)-1axa%?Yx#BD^XBzaRE}L-zIYDoX(7JS-N#r_jNwlH$VjEQ#wcwFjl)XE!;v9cRU?%T@;P{ICo^y=k8&>o0{P8V3Sxq94B zUmRKR{~VK=zx?_{fNRbzg4hugZ?)9}Q+ zA*_Y%aQ0lp_@S^POEwPo_H-M(1ihk<(L7GP&sB@8pub#-phfZS{6joAXIV|OjNEg4 z?IwQ6=f0RCkDd)?QdM+bi{GNR)6bFU??__rx0uPq?N&L^E?#6|n%r?J_GkQ^{p;J# z%{XqALBzCrKFIUH&F`gSF4%a{bNENQ<{bs)xIXh7%JeE33eX4e8Si$@W=Sd!Q@lX7 zdd>3@j}(Nq$MeDVE_H{%-j;b_cmDkW3j*_~Yo29UJjl2siH8Pi1I{_1#Zn+@u`7I|g8ZcN+dj=nn=E?^sVA5G#VFh+k@?W_ z3+2>9b?3)2pT_*{-^$dLo$$*4eYu`LytL#i{?~F)gI3b#dsoEE4CJ)qZl@Ex2~Thj zn3RjNN!*#&Aa)5p{pc4w4*rYL#K>O0jfPrB5!@Bdo0lwD1GQKl?SapyYoM^4K>4R^ z&2FoKcEu^10cBfvy4y7mdeaq;Zp(aZy#?qvw?(USCeS%~09kmEGyC@7IoY7Fo>+T} zOAZhA$*A?!hrST*J8HMSvHQQ+7A;nIq|_GXm^~6NqBe2A|?2J0y7|>RsA-`sH}-CH9|b%?iL#} zeOQ1~3lLZ54S|s3jTGwZE>O~`0xiXqtp#0e#D*EZGjBd|)}ns1G6ZlWwu^8vC4^>< zae#Guj^Uq)jZb%y8R>?Rw6^~Kwe|O692vK=?L@{+cmqHuxa>RXMiAFfS;xQm4Sek! z{EeJ5e$$g>u$}C&uk=|jv@-kd+G@{9h^pdj)gUU;K~O7@3Zlm`AW!8Pg3;LhGFUN5ChHkL*C+!!*?50jxF~3Bw6xSE{*l2 zO(z{odau{`e);ST(_D_xOL(~=J4$n zOQF`JYkD%3*}HqDKZSem-<^5vr)f#};ip>RYQM{4t{6DqzUSMr|LF1L7ImjguAb{3 z6m}IiHIesx?8;Sb;T`>bB5O!-tFkE1@z-sW+6#fmEKp7D-&)F=kU0CMuYcmKKI=D0 z5o!nGYRS2!Oy=-|-uwRz+jdDJM&E~Xb~6WYeCR(wJkJ|gGXH*92C>my%d`Fvbr#*5 zr1=}I=KJczLkG|gGj{5 zU!>&XL)#zCI{3X2+#&)AJ{^fv<17mweBe_t?iPa*Vsm*sWZhsp{JzQB8nC!U`1S1w zhCxL+CxJ|6tt}fGg$b(kHv311y7*-DwI%?7748-!N}jKEsSc0nS$5}$ zI9C=xQm==7ffot5>zdR#TWg@a{B`29#aj7ebyr?s1f>=zu+hptUS;3BzDVX zYGseUM10wD4PvwcyJukz1t{RJ_}6E?(huQjEGiU(AB}%k_prPj`XNjI1{tA(|_SKKLi#i}*t*;y)y>WZi4J`1E3K3PDCnpm%Vj69?H z-}}WRW#iuutd}aQa@*1~q*QO5eYl;OTM~ZD{#^Q}J3|4+_UdPz%s=bUea*PiQTnui z8NMCR1fBavFTmKf?W#ynJ56mLpBW;Qo)56lE&!vt$vo`a{~b|Ns`OC^;3YtQ=<;hE8pB+8AqvN&M`t<90)d$T-kCsDnlJ2hvLh%ubNuL(Q z@^LRA5g-08bqP>34-`om9wPKbX1#0a@NNFU_Eoe#=U3LD%JcOh$0eznNH2ROE-%Yb zu=i~@f55;sDo5ADNiMBkg4!sdSDoOAn&15?_a}2qQYOlLbdRx>`drI1 zB~RAeCp(7@W&XFT{+GW6;$a4+QG%fjTC5Tk&sa=M3rp|uIlZP?FFFaui(5iHjMW{R z$jZeJdWcU#>Th(^8OR6Bs4p()OFg0S#c>r!l*6KepJ45R%c5M2%)?^~OynOd*(aGc zRS4aRi>-zywx|nf3Q5XM7Y7}YI-T**Tqncm&yD>>;l3?r?-|vDiOd{MB9v=PQVT&2qQi|HjiGN}p&pTa`t704pd?$8T$$$ZUBoRIn zcf>7QL;>2lhKy9 zoI8t2q}{(Zj&Jlkg!t-8JS}52j%suef$A$@Miklu%(uE^_Q4}9MSXXY4!*dW$T8#8 z1WC9wByAu{2$!r|=NTW<_Uj{7>!am*rkODMhrMH7jv0F@{diWLw}Z;ud6)qWh+|$U zS`+8deP7RJRVqCATDda3ZIKmknmMm&?0)S>XNv9pwJeU*7_{FPOvrL?wBh!)vHUe~ z9E>+p3^NQQmsHI=QO!;k5GjQBy03KZd_z>hG)s0r^TV1lzto)|x#PclwZ zeB?b-dV8`0_F}%{8?+xwB10FM&?X?txk9R)Dl%hvVt@=Kx_eal~X~GY&FTh?jl}kZ`^3N%IE2i0p zewelrr`Sf53|vU2DE9t$_sjxFRhoU)Rv7W(UKwKZw@Vy?2Q4ZXoHitozRMWX_>t){ ztoJf#pRD355dQag8w!)-77_^);Z964HR)8$ zw9sMFKmiWqWd~n&ZQjEqW1^67z8Y5W-BzD>V<5&opxW+a0l8m!1f6=e*jY`C zYt$T!;C&3G{|o#~p!!E>rrDea8Y(hDhEVvBsDt3tx26z{h0+Zxp=tcS4n{yH?FbG$ zktO{J-XY5ArD29mx{QdDLJYT96^o0V5-k~qNB6-_=^MvDYZeXtI}t2Xroi=5reaM~ zx$%RR3<}9}sxeq^5cB-co}4qVMxsK&{PXshREg({*i@2foGgoa$I=z9l)z-q71rb1cwIbI}6QcCS+HfDPe)qKwGTY27+WJ0?!d?u*O|*U`eAA z6A0?`xaV#3jJr{AP7CxKv~dCuwOX2SV<*+k1~y{mUMrAadsMWX?h|tuIMo?oIqPZU zn|1l|pLe&nj&*8XIiiOcml8U+vt<0uV0%7x=5x;UEo*WktW@<+6*J_FT+i6pc?Q!B zD%*n7#)#UG{D}C0W=1q&R34-dcLR1(prs*~ajKF5-GsE#cG2HyQ+o=R*1q z+wl9`MVUACtnQV==t{N?Gzmoma;>&^#zJ|Ux6?)BB^gcAH+vmsFXIJbsp?HS_AK6B zFsr)b%OY`##=`!2#whHcJ7X!SLXXi9%OY~tWj$yD2VmRbRv3z136W|Zs9~EVU%^?s zi)ic$d#c2Va^E&3h}Wrpa-~P0$~i&b+~}E(>dglde((A=vpDYf$wOTCStdv9(}p5~Xah z5>gYE3)3x0hB$cUy$~wpCCTXY|DKr1j0ZN&S5lUfcqYP{V#wD2Hl93?C&0xq-TvgY zd<;F<_l#GMJZ1&#C84);1jifxa$QVDvDS&yd-?xWpVRLzNtr;M>Z^CSFc*6Y?6?{d)>*vb;# zEab0PNSLRQx>b9{5h3;ycBu9+CBWd{M-3q%Szx&*xR3#ISPFQB*P00{#f>BKX=1he!3 z6ABOHabOB=Jau2wXPkzKLZGd$yUFR_#}JUPbR%j@wg0?UTL2;H#I0?9DM- ze+rf880v@h?jp=eu!&+L;tgee&%dviThZkuv^8$oWS_v!CbKUn?n+JS&*5y!V5qwE zE3E3y91h#^2W&q<+@~7^li-`+R6MD;phLsZcGl8G8%-kD4nduj4dl0D2N5qUN1vmI4&+r;7SoX4Pnv9=n5JEs^Z&8icFL81 zfP;M9+rTMvL9&=K`Vs6iBj@s*G2?dMlc`|Z($HCO94~phVyVccCF1J73K}QIWGZy- zdEFZsA1yP6K-i>cG&I7IaK2VJJN{_w^8Zr47Fa0e&`ydNWi<=+8guXwYe%Sn#%jaO zJkX>LkO9trA19TIYe5T@iWiqz8HBM+(xB2#@d<~Q3aTzampZJ!r_MX=KJ)B{#5-LL z%dQZrLzAKB$6EF5N&jIzN~a6Hx3o@NuW_#Yz2!^zqVZ`j;Eu`L?wh1!5&pFOUV*C9 z{cZKl*;hu2mUQXJqSk{oor3PZsp`lDTM5?VL6UT|3RbZ33f8oTdU7WYFy?|NQ}pnT zUmsk+srsYsQ&q<<_P+a{FsX7=E77lg6UP&q{&I-~O@|9Umco>tHj`R=OU~haXLs>_ zXhoesoef(5QyZ(gkNoHts48XpuFVq8^$6UbeDxT%vKtV9SA=$4=^3WNsj$@MFM3~V z5>DVI_ygnEuc21&r#~jO=uM zpKBma_L=Wa^|X=3_6dmEj?cg!{L?~u8pv%gX!(%LQDc}-JE^-+eBdVXM(cx%Qyzp{ zu2szq{#|U3*ghDxfwy9M9PazeWrsLywPkc^9KeUxPdp)^X6TO(!Qs_f$V=sjSSIv+cm-g)7i=Vd>_kPAx+u5< z-;iJ%-Dc8E9DO`hbpgSeFG2wBgr>9Hz`l{HqfhMx$HIqUExANsUW0W~ zlijL3cUK^kzzthF7@dJTFvAqP09X7!0aOF4{QIYLd{yC<`}&o#kN4J-{u5sZCtX_9 zf563Yqv2lBtB0HCF}{q`#e{4wwYV|IsW{{Vi)3-Fua!~N|F(~tHAKW&He`~&KE zh1lpn;Xd$s{{YNR+y46%FZ?V&1t{lLxBmdX#dB@&gWbe!lU?P2mFin zzxV7_drUg-_zUWok0Yo*6FdhP`SpuY{{RCO1AJTfZ5Iu$T95b;u4DccSHnO009pS4 z-?2>p0EJQT(C{=1Kl}D7m259m{{RCwfyF(!PMmyT_-0PguG;?q-&HsKEZ+dkqs!K9 zPy7s5B%cYs8Gq0U)O`~bH~cBTh4O$7i3s`@AIQ}@_)A+~z|ZP9#kVQAej#`ivHt*x z&7l7Pwu?%BA$S5lTUxVG{`jtQ{uF=0P)Yv9Q~v-1fAOdP0K%B~Nzmv~ekF}USU&Rm zk!qGVv`x17o$%p0>-J;*2T>o2UkwNR$L&Aws?7fYg)#7tA1;A!{{WAFjUVu*J`|3c z1-ImX#;JWr``>aOvB!UO(H|3j9Jk!pY|qi@9+orc^kN3r6x52N4=ca{jKMJn@ z00sUS6aN4pNIzOv!2bYy@GVfr{{VF82afy@dTUmP{st)j0EFkkUA2o}`|MXXJ`H>` zU%R6~KLb`{_*L-!AN6`n10U?xeE2?&UxA{-V*dcTZ66$XGq$g5{{Vf8LE}#dANh*g z5BLzQ^!Rb$bQ@PnxAq%FDexzP$Na+J{{X%R_*Q(_UYGn06%0?2qC92cCi}XjvHt*p zim<*X@Z0^(M%@1Zz}B(Xz#a&0x=pzs?h3sh!v6q=^Np{g+aLGK;DRBC?ex@-*Naq0R|*z~k_*&_?(<@Xh&s65sV7*1tEu zYOM>yULN?77MbCjc&%d^d`~2C{{YWMcI)qeE7i%J8Dc+od)V@`IM!5uc$JU;*@D-K AssI20 literal 0 HcmV?d00001 diff --git a/important.jpg b/important.jpg new file mode 100644 index 0000000000000000000000000000000000000000..9f24e28c31e553b29c4d289c2e7e8aee21f3449e GIT binary patch literal 364018 zcmeFYcT^K!yEYs|q(~7lbclk2(m{HQjjlv$q(%j#_YQ%G^cn#HL5fHdDWP{lPe25u zD?LG^LqZJ@;NyADbI$qx`PTa0_wV1Gm6<)W_Ut{^wad(X-Fwb|o#U9!)cow<007UP z0fYbm01e;@#dQGXMT+9$2cX~tQ2jd%02otn{ZHDG;_iR)Tmk?tvHWlTNPEEL|Kz_Y z^WUcVpX2}9Q@;lQs4vc3mXMN?Or-d)G{q%Kz~}!yFDW7Mnc{y-{Cw%ZOS}yDO!>d* z{44*-^Y2Rj+5E%6KMefCz&{N9!@xfb{KLRM4E)2uKMefCz&{N9!@xfb{C_iWJ`D&1 zQ2yJfC@HC^si>%^X{j%amY()sM$bt9Z)5zAG5_0c{L9$>$0#T-U%omQuA1DI(pU!*80_yCufDJYpK&bukTT!;`<6#usWhH)VmT&B80O+!m} z^%~$31tsOB%al}9moJ0|ilBc<3746vuHTY;c!fpp6*Zsx4XKdCTpIpIl^sC+VZ!bE zuRY$;(y_9!b8y}f5WIU&NLof#PF_Lr@e?(54NWa=14AQY=nE55D{GrKws!Uoo?hNQ zzJC4zp<&?>kx|hxNy#5lQqw-BXMD-aFDNYfTKui5x~8_SzM-+Hv#YxYgYE76J~BEs zJ~8?0_Y@Al_-Ey?SCQqf8k-iz;o&HWy;Ic|H4CY z$@k(<$$XjWmgJS|5A~>DxwG&|h0xr1l$cxDLCb$%p8$OAF-*sLTN-zV_%BHRM)dy= z(7XRDME?WmfAE}70q7|yE*gxI82|} z`*GV-8lCQbp<3x8EgFT`>VE#q$9VwNb*m+nlE1BwK!SRo)FxjB1~zLP;oT$Xm5>fQ z^OyZbElJ+xh4r~lC+cZ;n%wlCY?T(hV+g81;8;%c$>4*2wzFQM(Fgc->H+MmQ_vq5 z?AP*AH8ySGBgl}H@(x~&m+}?MU#hbuB}7yw8{zQX z0x_tpw_)nL7*L~^a^X_ZugMVOZ=VJ6yjl2O<=3+lFZ3vyUisyMuXRk@xc(TCx9WWuI@O#rkkbIuq>kyJkb7c>~hk8Vx5BcrG%~$bp^|kon_m6 zlkWOd$Ko&kuOIG2;G*`i4umX&rwzj{XXDlzR>o8>xTU!NSSLg#FnCW{>~BYl8Js9u z@oc0^O;eMH=N{Ml+&DW`eT?vTi?W)i6FbacjvcW9JBY|LP?juB7y)-_RwT+_Fc zukBbraBGWNwP2WxmoZzvQPmjCw_3lnnczOrit6x1bGH$~-x5xu?u_Op%CIkSX*Plb zZ#BIG9N^JT zKFWy7G;(W!i2MN{SM3b9=U+#UK-e=8H|rfT>;TOQZpuD;I%?hJ-j2FVIwB;2ql1C= zHNVnMT%W0@4!or(piB+RQ9lEzV_So+^(Dp`D*0p{Lt7u^R|3HvsW9P$-G$&w~8 z@-u?haNQza{3_;Yq6D8=?89&u#cgC8DI*P6AH|86&sCoJW%Y7UDwM1kY_x~O%u_qS z7+YY@#IE+l4ZHa>0k^N;xe3<%C#YfU(_NSf`Qh-!o{D-Gem+D(TGZvyoc3N#Bfr#i zy_5I!rscloz0swFAy)x}IspyG>1W$A=-0eyXW}->Tm3;^w|6XDOQ_tXZ&SAAc2>>N9;#?f(`_)p-GNm01OZFn z_b13|xRU;LyMC>LyE#i+W#hrE?WhcH;OjUE=sSksw$#_Sn7nN;{}ES=hyNea@?CqL z$+WcIV@i!Nt1)L|N6Y7@+g29ak;~z=G@__GJ1>3chLYQ5c9|mfudYASWfvKQFVj|6 z&h`ZLm6E|Vgv0Qjt=yYPJ-fWLzM(f8Dh$E?*-PgD{nCsnSjZ_`#|#W2+kOgVE_hZ$ z{?Qiglg%+2Ux14I19khDZ2Qy)MKiX^P}^B!bwxLFstF=Gw;;6iYmeud;ly>dco)r+ z(3qw6XCoOGTX5-J1sjQ%@=Q^@bc&`mN8H*#IZ7|{Li^c|0rJ8k1mg()9R;v3S%yssK2O1=wS(x*8%6)tY9 z840hS+7zpx#j_eTFrl=`kC|x&d&iOc^}^jE^GAna-A(jcIl-$pMATc zniU?zLTI)OqU`A_nrTa8{F-fg0Fza|0gmcL#o(Xb(Og)JZe1IJ_y2*51*RHyFWmm7 zYX2C8SOw9~{hG0_*Pogx)^g6oEW`nA7Gh4)aDS^o(JlP82)V%@*@lhljj9GYWqvuE z_i)L%4WTgMEwgf zCWI<;ZS_6|!AYjPAnfL6lBPI7`f<^gM9THO{KkgKDCL}s0A1CQk9D3F*cT+a|2AMB!5`B%}Wa%=$NVAsv#>kye>HD`UMwDYBU^P}e9jH1;oKc^>Nrc*A{caYx@1m`SI169 z05kBaaZ*w~0Si8;>_m^~Um?>8jw=JuMMTVg4qeY@WuJ+S;i$swJ4b)iC^RguJXpTy z6R$oQU=>FEbj(n>Cn+*!8LAjXUO|^>x8i=2xbX=+Vvbm* zgpen18i3-M-*Zb|_Df4)`q(4xm_JV2E?defFK;U)u?eLwQv$IY`77$D(qP+u2lZ6f zxLi^3V`(4QD%e)*Kq9_@DYPc>7jH@~59WZv4-hc<(~_;3V073{>(#2eMT1Jxdcl8< zTh^lixI35ZsIs?e>j?TJT|`$hmO%=TM>(x^U}h4q+wAlm(4u>0DQeS8Goj{*6XP^a z6h8weweTi*$nUbUpXB~;U-{R19j{_|xhKfrrN?DvHJ4lreBDhImp;k0U)}KFANvCS z2A#A{;YSG%=Mm3O5l ztZ}y&Bit6L|BiuvhTGL(q*9=1)Z0RSZkk*kUmJ;o$!LdbK&ER8vBerZ2A`7LN3E8@ ztfaFbP&Y#ndq;vqKJ(;X)Fom>VK(2Sb2q&7$2Tx5aMMzXP_P{(!(+J%p_FAs!{gWZ zZ@vt~w-|KzP`@B1Bs<52da{EKf1<`b;3`1*@7V`X72P{MSf*6NFwwd;AMC1Ngwx1X zVIJi;e?4^?-bI-swKB)afXMDvtu1SN)*z!4DZl3e6z(K?=(^fwr~ScH!k1v9`UHbL z=0f3}P~1?s%++&145wN`C9`@GPAp+7p5t`EH5YgyOMU3>c@#`dNPV8CFp<75zR6a$ zDwmqU*7X&|AMyA0ZULiDIEAXk_*z?)c%-+Z=zZgH8L!igPWedUOPcXyP$=a&U=0-k zw)1LeAPtlVTW{?=@ju&6rRM#O`q}pT&}d9qkYGA(*$B(*y8RJ>e=+Kie9>DcJKddO zHffKUTw}E0$e*M@2C%&#WRrgp!lrfSFt)ZN6?CgLjW?2Es$p!5vvYS-R}KieEBMyY zR&OG|*`E9En{4$&jh4bz5C(Q-D6)mx5nt(J3Vl8z95f+#(l!!q98Y7=HM#x;jKD(U z?_of8M@1%$se$!P@0VuVg!az?+;#{iNT&tZu#!T?vz|UOO{MFYcmz$9$*)hQ$$hjz z;dHmJ{h-wGf_th+|D91KwyNb3^e9uBvQ9yt@ZFsBzy4trqa{PUF5a&b(hDuuJWf+F z{34-WdBVjC3fDNT{GpZ7f_084k|X{TnBI{Eg5V_;#rF4d2nB>%fV#K2SLXyH=5>6x3<_IoOl7Af`^ z=jR^P3NwM3N3(bOG^Ko1Zv@K&*Lm-eprw8q>Q$3sW^i9kj&}B6nkcc+tTLC^Xi8O` z5TP987c*MCy|6m^!TOu)&s|YIjc}|! zwZk546ETAq`7@bIW+OR&A${s>s*i#{xYToP2X}k(R-`_I|5HWlNzOk_mf7?t7VmPN zD^2#`CA}P>#Sj-r!&wLpFt|>XUiCx zB6yeop4Af1vg|#-!c6?U#5mWyAtXBPwow4+J9E64@8O6p9ge7?h<6juZo_wp)7=#_HNiaf{MR(;L)rN$$Dr@#N$6$m z$_z7E0e4UuEBLJy{rt}$q2(xLm~3vbCCuR^SHuy7XZ>-vsYP4Z8MkV#U(Ra%8q+EH zB#*bVHM1~9QF?OM;>B4Z-n=g2s#snMZrPR!)qh62;A1I1zIS@xa5Ojlqr+OUQu1Jr z!t|a%0Ra+L(;A@V4Z8N@=jy@2pIb*CWAOO+e0R>coQKADS{mx=lO_a(kX?6IVLI`V zQqPNWNoR}&iXN?YyJ9_{J7W86u@L>|jm(TEfkx3~Hg(D0KRWZ3+Hpo6sH|CTFh1v| zT(@8>Dl>6N4Wz$mZmZPv(rEb5DS-p7A@JMWDrQd@7A4LU;sR%Oce$atWtaB%PIZNA&luaZM~L94B_jPWEt|u1`S6x!++U zUAwkob}E6+!lH>Q3l&m5GQjcQ?981q_e_;+b~eWAoi+y6f}T0{&@*d(l^2rwhHg7` zNU2#b6SyntOt4OiV{%xlIRW3IpNz?)xp9b5I(1xheC?kmv$uj=YYDv>&VFhtQIpb` zqqcO&%~*kvpYZwq@ETX+QuQPN`pLmGehww%D%cl$_`D~{i0z~#^RPS*){@+<81{ae zCpEP_)$`Cu!+`u2*m~KA(=z8u9l>SHw%b&#{0cL*StM`c5@PD8WIXrk9R*QHPeUZz ze(BTIS4#m})01b^ugjxzU##@q&Zse)xWfe3#3{0GzTdkp+2Nr;nIQ4IsKCDSSj+ol zxb9~6R~1^`Spt<^P|~)ZCRxwQU8Q*veKZ?!=2x6)>?$TJWu zj`v=@mc@(0a4U&(05UeD{bK^!TqE;1L7~SMEaTr%>7=6RMpr zeGLBMH-ov_ZW*H4{J@amg0p#|w2jl3_(FTx&*E3tJzPf-=HZ-h~ft%qgHVQubGTIlwt+F>Yk5o3Cm%8${P8(}#X?u&rG}+**>qcV+lugtH}ZM&SR0OeL|shasQmUhAX^f-7C?8DxhxxQ zngcC7{l&}3B$`uwP)#Zz@mE%*><`%UN}{JYp13dOeK?sXFwa#4i;$XlOsz?BxaKgO z*+(L4ayQQb*n%qZz$ht8T{WVVtVYaEC&YGLo3hu7jrSmO&O_=g-5@6H0rY2rF(jt$ zfKp3N!stgCN`HL3gGpP>8|YBtwcAd|bqdP`Zq^)Ei_Zac^5c$V;T_d9hRAmalkE2i zU8)j(`^vVZk3X-##KLpW0eLSltz0kZU@FHi1EJYw51g%-6JRBQbf{djt0hr;q%3~h zo3x;Ckm(lO1g8U|E4?IoA)LD0NMjbe?6={s;<&jiuct#_qndNC>$}#Xb=v~>(_|Kb zt#>tEL6(cpJ`FwRxStgNy-v|O(9l#Y)w@jpDnqACVrO-BOyi$3;0o-z6Zwwa@tbs< zWP_QRb3@w6)-z9C_rC{E_ZEf9zD4~JY#H}H`Pm%HrhIpSsX*#PGXobtSv9 z>UD3)s>97wzH>nPQ0NX^e^OQ#Z5;plvBjYLP`=}qCt>ey{V$cmGsQb)N4u9 z3!Gd0%4Rc5JL%A=w3!DQ-lBxRczR%beAFFz6sm7W@-!_3LfP;Z>K0}OIeNeNr7{-~ zOb*8e9f)gQvtXQYC2l(PMbQgu=G;X;S4hB7_KOZZsCE#9HKrswE5JL~hRtRLasKn@ z%dGNr!&E^El8Mr9^sG1%Zu)ni31&s6~nuA3gtdZ_F;r^lC*=R z&Q%(RR~VVYIJf+YqNIJ^IBVUg!uC^bTF8aKUnql>6(bVwYkb8VA-Tn<35heDdjpE& zsVp{EIPxD^FP19>Nm?@CXQ{|a-w<}I`B5Cz^(XNwh=L&AtL)z%uZ^QM{*Yl^x?wgS zad`vOM6o&B6`2iQp3^)yJx7)k{8>>se;O%OFODBkv0PLD@AD>7VjT+y2&f*8dL4yJ z+T|hEeBh?AV>cRpj$T*T-uE`i&f`ycRaQ7=%m}Z;>q3 zC^!dnK0dfNn0jYNb>i9)-*bvzFWeYuFz%Zs66=bsg_+0FP_eq}4T(7Jd#^^%0plI0tXDyiMC36(AHGfI_A}^RZv^?{E&e& z?OGo9z1K=U1+AQ0&QpK3xaSp~-c#>$P{*+hRa=DRx5l^Ee=@oV-{52e=X9&?kY z{W=cH`@1;z=J=ax>)Dv?kDIEnJl#dsEKImv_rn(mL{Yh9#(EEq-;{SEJ2E}RcHg7# z9ANX;zFAle^<#hgy2%B5_whQ-^5F53H++ohqoX^kW~x^w;X1hWyz-Swt=r5*c_RT? zJ+epuBHZ8T#9??%-`+H1YmEQ(osL1XX>R7#m}3@PeUDuW7p`Q8c0H9(gKLf@WS0%( zU9v2hm_?^|;Qkj;VWX24%}Il5=oGrIrYUCYMmA+5&qICT03+A@dT@;2d}zUYJW4Hi z4Z)O_c;O+}wbceHeVuq=qaHtuF-nY}%W)vtcJtn-B5B}-+i3j~7E060`APWBiNmhJ;9tzp15i3QShXLzeL2|O&bkY5-m!EAkgeBy^Sj~l=eLc z!&YLr4&gxllm1n+HzXN@(=XKf+mV@2_G#g6r!(qfMB?5=4&GURUOnw$MVhsonssu> z;UY$ODJNQ$Gos?Wq8ehv^VoUlwQ>Y^}4C)mmvjdk97^B*``%qYC_f8w>fF zwjBOEm5XW!WcY{^(sQp4DEbR8;oh14kvyH1q~4Jd`CNk^xE|n(Bx~W7deUAr1x5oX z{~lb3mCX17mJ^VkC=)qwXcxPp(ni-)-IR*4$)=33OgUaMz2Qm6>iF{v(!S_!uJX~x z-6uG5g}NO9^fT+4yOs8ws3^Y8CzK@7YmlJk#(S@6^rC{2KCcFHbKrXN(oG&YZhE@i z*-Ja~dZSi>>btj{u2?QizVKRgj`PTtT_|CKIgno$aJ(u}^p*oxRW%G_Jm37Xw-~(V zFP^A_M}-cBkqx|Yv*_m$G-;G6ea}6Fmm5DEC1_&gQN_v{#g=~6hMaRP@YTg|{@e7d z%hO>|*-1X481oF`_H ziZe=3J)A3ZT}W_MuUtFHgk?Oa73;8q=3OyW&+}HE`h1rXj5!0$}Wv4<*EWmJ1b)M-CPby^s`o5g$yQZ(kj`!|9-lh(CBe{Al)LVjyif)tkwDaViuAd1YfPQD^+ z6-mTQo3v{V8GQ^I?O62HK0F7+x6zMcRd0B@v=Jq$4Mgabj!}5w-7h@G$D)r^o@&BL zSr%MPDXTH3x+LF4M;Nc4`XsFGW^ez}%q@_IH9!KJyQUH!v~|6xx>jKWaoaEQ9qPjy zY58Pvj*=(&JBt))^JL-O?Azai;vufjECr9baDqIe0}?k@wSLzY9l?>N z1l6q5{H@dl4l|dnUk?*q)uT;CvO#yANZ!FdP2eV}6lHuacpnmT^3G>=> zKYiCTHgx2ax1A2L4&+FncyNCHX+J{q>`Me&isHvuk7=tJRXKYr>^b17bBj@7ruphC z7xg(v>H`zDGs;upCGpD+Np^F$NB4u4UO8dK!JUhsTvUB94>MK4cDOfi_Ue{3b#4L# z-4=q1IJ;@L+zWz>_lY*)GoiI6##;RE?H1(_ z=gx1bAk19t@ub8^@J&DA!O-h3)(+mOodZ0K7KsMab;889o@0jX2>9c`&-3@7H6O6O zm4Bxf zbHLWUt>Bbp(}VDDevZ(_pS2APtxF{vsj?f0E*{}EP$-zk3rW2qj2mL<;WPVvzt8EQ zFKP2uACwmzNk9Qf^^0Dl*hS%-iy**(VG4irwamI-7z!s}nN#Ml9{k$trAM_&k8_V^ z9o*t>jE*fVj_4iVCa?G|FDnQedX@<}E{KWN%swFATQll%`nGTv*Ru4D0PnZl%QCN(3Y z$@9|*n>C8fO+&Ao=wSX4ub$yDADJeWii)Mj-oRrZ9u}=i6WMWz1fidR$~s&Jc3I!R z44`KvVQITG6I-x5KI%WTQJ;q>38>iKYP!a>+T(FCOQ^N`g1eDq&2)F?#IHlwu&LUy zY`L0-7Uwy?LNH> zKVaGm-GD4cjEr=VT}m3+cxiQoqci7}v1NnjshXy$cQyE1rF^Dx}}B-zB1m z^6ux4k~))$`=%sw3Vh}mh_rtwkJv;bBmJNCA_Ov<+( z7~RviKJHZMZDBy1tqfa5J6#9AN(e%1|!t%Fu-E^D*l2k@HDn zddn+v^X2V{XUL~oMk#s`92n+b0pz#0v@^H^=F((+Vl=%VY$dNt z6$Heah+34Hu2ObCkVg$|zcqE9$osb1%#8>7T+NoC3TiDqs%)+CiqWHMNgr$R`e5`hS3rjt@1MKtXC&SnPC*u zmB1l~!|RYD9p%_Q`2!S~K`}v`alR?Y*z%iNAcs;(j;voK#zQ$-?EQA4}1biwEd6(b6sUQephHbbLSw+e}_N)1&)vQKM2~F~P{OO0!)nn4) z*BoB|zV4?PZ35+ZfjevDKuvrTq;p3{=U~!>{&bFIA#={|&ZyyYVw>V;KYaV1#CI{# zQgo(}8G?=$=fykD0hcjIW;)_;jVsh8ZyADp;j$y2EJ?+-z?r9L?~~rH6&_i&;q+4r&+1lC-i>CLg0YXL^PdN`aI5XMSLVnP5-&=9NhzLEJ`Snq0 z)~*?pv1}x)u0tJTTzTj4E%|YtegC)Fo+!UrByPaNqwesaCs44PDf)4@;uBMq52_Dt zb08SU9dS$@#b`k@2hOtb?Sr8B2$mny&G4cubUWQdglw4*?MBjD6s(%oN9~&hF+HkF+Bqh6KYw_A%hzWGa1OXhH}NHp_S8WI zd3{hkRekVNV6Iw$v|QEe*S|6MLt?(A9Y2z%y+t_|b4p1VBC{kLpnq;|k&W<)ufBc{ zDX6QfW6@v+ceV63M{S27wdY_Y0Zir<7{(KH;-PmAsC8`5mZ=+3mp?ON|5~PujF-Of z;3ooXBe}Ya52+bMV3^PFD!&>BW<|{mwaHF=f|i=NOnPsr9yqOVxnx*5^*k2koMz%4heDnMlcK8-{y?oBLx^25@ez?)C8Hvs6r8;z8d#In6} zz&j^9*v=$I?g^s$P3Sqm!SLcXs&R9&erN(HQ1cu>YT9!fj^NEGcxH#}+uh(B+@;QV z{pTo0t&*5fK!mCh1!^)9P^#_L*R^)CKfh$m0sxp^S>_eO-;n(2MUv-J6fQJM*KzVft1g4&Ant7$trrLr!jlG|1L`&8|Q)`(1J;ucQ0@` z+r52B!YmW2A6_(zFeZy;$T+~?hSMZiAX_%ODzpiWUB;mB&Wh`LF=I`oQFqA=ee-LY3v6V$bT~F0ld+}`xpN#*&v+utTa*8|$@Dz%ZS?v9W;>|87(zrM- z?}jZUYOtJms8AHm-tvZH;j4k+=xo{GXxD_IMM3g9=Y(#ugL`$JF{XRMsjrSykn{vv;C7a`ge!O7c}> zJ=62krtJ_qHXG9Svqmw3#_G%PS1jkztkfV``<4S%h&K1(}Aa&>u}{6f6{!1 zsj0osK>VX6Pr0u{#ha^^hy@g_gQYT2rY*9RU7gD-jisKJstG>wefcf$215ID&h(tz zo0ZB82LTRjlTPw8>_dScbmABY6dy6y+14-9;|Vd2*vPPB#{Im z$wD9HYyxb8H>^%)JWb~*(AVqZWM1sgz7`0)o5M;7Ics{d206X2dscL*Wf7P2)*Bq1 zEgGv6pYGhTi*kWz=7Rhiw^x)hPR$9>NNE_2eYAwIy_NH|Ck*W|mrok`;|KbzW-^Go zad3}Jxr)!H2k-)?C%bXhyWHBN8>pZ30)sulk44AIE3usWzRFaT6`;>$C{|Kz7lKlm z5**`QR<$;1Etp33Wl8Krefe_sz^K7>!|M|Z@%{_2jRw8fw7s8Xx1YT^!XJCOQ+pAq zN>KK`@KKq}$5e$J6J38QgFiiE9elMjYYD!(bNJkCCy>hYD4Y8`uh>3O@u5RN%4vSF zng))%IXcWT@0UUb7tZ<}_H3T!;?0^hW^c5JhR!0eHFuTdBc(Lug*c$08Ar0hO0g$B zbsxoWCc@8pV!}lsNv}7cm&{yw3|?FNyO{0-Y>9IN;q!bU}-{0$R(z@$XvB zj(^XNXoH{x+1qS~?V9`8kcgk5? zoN*Tx2m4`SC$k9|oXpi)e(^{A&R-6+=b(-iYN!0s*|uI&lfBG6OMgGE%s=?nPg?s+K$D5(j+%p;ORT`Tna9gv(;J$~CHK(go zV4WGNIbv_CzJD{R(sk^YiL&DC@35Al#jqXG{i+!k_d0>r#~+j!>F~%w>1ASteG;E9 z`^?E7Y+JrQG%r6?O|ql)Eiioh~(-zk7s&}lBL-ILs5=WvO0w|+R z;B@l_;(Yk%v$_4`-P_ggb&)@dl(VrTwazUHN>j4A%;o?$YF#DULdU=J45WnZt~9FL zBV01CwQa+}p3EL=4k{j^aRQF~%Qt?MDtq#M_CjO&*5VXwWIR? zS^Cz5c)zK5ROXVp$~3d4ng91>8hb{-uoZ5emGCB zlAuLoX;M0ZaA;aj6wQ?~Yxeg|&0>9V?7h+TEz?cSd5x2&dBF3t1DCa0;ujOP=6mfn zPIH`C9-VK`d#AB_)Z)$XcBN=(=w}TM$}`GL=+IPMx@^cd*&NTa zucufZiGX0>M%lfFN=I5%7f-ftIS!FM=`LykQL$t2CeCd69KBLnXizJQQuEs3Iz15NI zmHks*11^!@M``S+JT#Br$`?V_|SFKOzj9c z6)-m*?O)BNn6)Qsj6FEax#9yy^ZkgS3og9f7M6j>%4h?$@JcBRnsOzz7zbQ;SWNXQ`7tau;|^-7MWr;^5r38bjZ_ukheqE1YS)RZ z@VZo~MolZ-C!R)C)#nZ=o6ZSW+o1=+GC%WL;!slte;N%i6UPC(;|2!R?*=y)X1I`P zytNp=q6d)BGx>ybz{8wP%Nsr z(Hm<1jNY#AUZbuP?o_>JcZusG`Jq#@zH8D;C3#dC?#JZZ0mCtf3J+pbM}tnFjI{}8 zIRtuGMAHW!OTPM=2Iq>wY4*txxwQ9lYq5Ec)>=Xu_8zX2pcuLzVN%@8qrgoVqqk8@ z_+Ed#sK-pPiuN%yuZKgigyYTgfP(rpKUFTGW9L}HGb4M!yv;)FC|ZPM|BdAPq>e~c zzrB$Ux=-;A9fs6Cs)kkBBx=V|HoEVl$~Vu%x|q7`;T+{p2EIN1Xw`dUAt75SkG<3) zH2R3Mdq;C7jN`dd26YlJxrxEgDoQ1xIPEHEB$vC?hWopm%e8!$3 zTJ)D~e!G`Hwgd06p?*-czY^3(G;4SF+wQ1W3_u+lI{r1w zIlw{)sE`(g>yIj@Fr8OPwd8WvYaTAfC~rX6UDiTOXl8VmK;jQXlIk{0(S zAp)=ZgX(Va-e4Jowt5|_Bg-BZf!IuPbpn0qUIZL3jD{fy{r%dFgMOV*@Sc86|%0t|o&57BR(dnui=5lJ^ zo0?%6tym^p#7w42I(0m)3jOfCE)uV&UbhZMSh;o;xG9Q9P8wBa9GKrgzAeh-Ll^wK z8HopXaphcHd&!}k_hu$&HjlZ2_ZM(SzG-YHvx_MMx2FfM+OusZZW(E}irX`0fW@%A zZ4}Dd2Tir};Vx#(mPJ|AHHoJ<(#0E6^TFGn7rtz0vSGBGPEjxSwfo`9piZ<4q@Kiu zkyL3H_AD^pd^M`X$g}{x(CzkPxm;Q7u1{eor`K42!=9Bl0#AW=F}gDLN`(kY+c8TR zvM6TyjG9bocA!mE&S>jutTDqK{}wF9lzE09HKNUetXzwcK^G6e0(4 z_~I9NqPL6ec83ip9I8I-aqH0^k!iEwI0bgGN4@6fG(xl4?5qSUII!ZsADCI9O{Oyj zJ{1aYFug@kN<*Skedk1oPe+umDm?_YJVD*O^rPEz<|Q;4?n^SiP*h(_mnd+WarK7x zRJyjX$qON7Ro0Kq#PDzdLAKMRf|IetU6XPnMKL2BVcw-bx8y|SVp=}qSa(9`}cUMNUidaZgw@a3f^byvj8Cr)BBILzb zF^`~QPZTq{gB*)@%2uuI>@2w^$Pl>nz@-tL{&#Xtakc%RV;4*H>W&NZ ztf<~r$8}wQq{9=o{MTyi_$5H7wZQ*1w}R+ZcEN8Ir>t+9hn<#P5I!ttq$9-plKW4d z#9GvMq9Otc8y9+IrlXCo3a0AOP>OUgj_w_Wdvb;$Y+D22%l%H!zv4WP%K6GUKa?*v zo_eNOqM?uS=6Z`7J1EDAHKPDOWtnA*@i3}^4f0PqiZDT?}pbHyuu-2d0nF$ zO3;BTw+`2`zT@&2$&fY=sR>&I=}MY_nf60U{jNS5ufO6Ld-pKsAdib_t@g;w^Xpo` zhkI9YeN{TYb{-|&e`&=t5LAC6vwj^yI9uzPsT@Ud7=mzGAAn>j25!luelZuIkf$fO z;Y^JfC=w>sYZO0|D?H!#5yY&_?1|TD)zKOm3;IHMT9O^g?t&13_MTA_ilY96c26Xl zwj{>VzDjw^^;knl7EGKvRh|Gr2z&01BX^}N%#}3~-eM5t!b`A7(;u>_XmLmyOM1Hd zme8(Zt%QuwBf8Zo>?$|VlmiWoL>ZYHritUu)FB&fM1FOW-*N3=6KctP`nKc-7us84 zc{FC_OqTp&B>0wE(Q4DPW;I~Zj}h?Y}qmIXn zmAU4kXq3HZY52pdLMgom`zX$G*2oE!{OnfbM1_enjbVZ)+1NCgT3cDNI7@80J56%4 zlDi~F539Y$By{f_U<=`@Q?)s{Mb2m}gJAjfN!~?%-i9Kn-QA=uwgPWOLuc^D{$d3< z{FUI@B{eH`BZUv^_O{mk$~plJ)_-dor-HxFF;%8@5d9L7+fxv60%bv`TaAS%-61$;i6w zQb@ALWpB#P-g}+1IquBExqkQk{eSm{NZMN{uMJ>2k9pWaNb`EH7Qcm!UdaUSQAe zhuH*qY9d;q;gNcRx?;1E+q=pl$5qv12z8v&4JE4H%X~%$oWC96rEoGp!?%Tb8(u}g zEma+t+1{ych%XfsjC=D)1GfQAyU0D-?uA6X35hehl`_=X82kqOb3)lOX901!vT_{C z!LeaS8{n&g;)QP4?mE@q)7<(C>fthxJl43L9ewewqqC0qs&n}z=O4zAva`FeZI~v) zo_OmlAo8AFrJKIn*NP(ridrpX3fGo$!aY%iDF+=YIbqc)V|jwe_l0ERx)dtF$X!{z zHKOGylKScT<(D+;qiN(&=@{?8^R*e~v5STeYgta}Sp!tJgb)}!PdY|stF;KLwd^mTQjYWIq<(8GB^Ah*joDiVs#Y(IC zN=U9^DZ9@~yQ*>O6CdvA2i=zs7IKE&m?w1du#a$rqUF|!eW|-&?2^AaMIJ&7bjwOD z`2bJP!HTKKoFM3UYyFRGJ*=l4)-J5*W08^cx4?qOs5W2#vR7!dJY;SuHHZz`_KF@6M_;eV(+MD zxnx6^j~rQK^gW;6X*~bf$7o!6KUGcZ#DEKw6F4r`n%Oy`(#T{U-DUl9^Py$A>boD! z?$lI>pCos5UC2KgB;7w6wx_6>Ol&!0uesd4hvFAZk=v^dC)hJ_=hz0sf;IOrZkuNLDJEXLwW(Iv@frj0R8}EHLjQc2OyqlqBAq zu(HJCu7SeOp|pw^&W*@&Zj@cJ9VPuA&AAxLl8Spnm;qrve$DJK@53s#15dK7NSlG) z9+^6r?a>x&K816gc9BWu9}Tc%Z}TvF+ZdJ3Oeuc7c*r10raesf_3U20r*BAM?!suSD2jJPlYpp>jCoxuBU~EJ4A{b2e@W zL%rKt6B{T+@P%1_%f|n%KbGx4204~NYZz}=0QyNiH1W^#%$cI!t}#RI&tD5y zS6ZhVhHV{AKn9Zouu6j+BDMu>!)0liV#(+6TWa)(rf$l>Y~}Laldk-oKw!jNBLw5T zAT)CCs6>d|>zc$A(V`N$qooFZIjNgGzKrOwc#|jc%%vaHKTw2)v65LyAADha&UjBh z`#H=N``B8RCsQ*$T575hba~)q7<2D3!&>I<@6t}e!>cVwq$-(?(A8ydy*jq=oqK^r zc!=r+^d9Z!jiA?Z8@(5gFn>Jx;H(`mdSzQk7}@f*JEr)X^e$JF3EfJ9%rMRkMHReM zJr8vWF;L^m73PGdcKYYe?*uU(FA@sKDlWvzPw+O=7%O{3iLHa!P38#l;g@G2CL!QN zLU^R4pu5cud(>6h%LAu?$E2VM{e=PyRYPHw7Wb3ljwiqEo@aYR1Nf28d3n?3+%a!6 z$o@)>R~qtjixka`^_H;=FfUT{1zIpD)Ai4(Sf|O^c*q?sh}zDN=3zu;DW6eDFJp=^L*eG)dO&MdqWJsvVE2p zhj=2=roAuS=1KpL=GsQ#kCrDC2C`Hc$@xdutp@vvDuqAIsg2I$`*#lcEcpz6ah|4) z+a`}34_YM5p6$euXSokz)D1^s9@sdV6V9=v5rl&_FOs8fd%566^2~> zk0#eC1fVIfX^5~O>K_*c=8-u`NP$$tCjJ}m-fOX3O0YUMd9H)|z64Ar{A!!*#IXYt z*77NmyO_~K6?#rj`z-v-2h$cT8fDYUc6Tdm1F8{Li4RgKU@&jcob7 zeuW(`Uru@sxA=}4^nH3l_eA5=;GqgJ26~4uibY2vZ@Xx!(BIg;>7X|E->gs6h2L=7 zYGw9yh=1>%LUUt9eUt*5i|dnPT`;C^ngpimJ8!|$Z?}lOsxf$=xwt`(+`=>d<%+z_T_c63sTRrDl+_t? zhlc@n39hYhm(k7;_py_EWhb>}nz46n6Urpgvt2BTy6X`DNJ6;QluQ+!58eiyOFB0h zMldcgj2OOTwfg!+f+NE1?SB+b%y$Zh4N0UG!t~YDGBTE2BstU4cuJ-qGvrhQK zs(S(5qwWjNdqQAOw{PhKa6<~bR9RK@HEV&|^Ge$jVARU@bkpKgBZDWyRX6Nj)QmjH z2X37akJaff)_wM-n0{u^tPo+SO>RI06&wK2==liuE^=-&W9K1F(;Oq5P2LC0nU4er zBB9E%=ZbI*asW=h2FPC@ah-GB1KTde)H@n%mzl@59}z_kEQODnr&>%1NeV`+S`nhB zp+lyAVh8g^%DgJvjXIH3U12SJ_xwwSKvUD$(RJE`s=krBz%>!2um5ODY!(T##)PWO zaEpO}IPm8h<-$3R6Ru<2Or2*KkZ;&;yC`++3nQtuvx}s?MR(fa1-bd4!5z>c&;2@6 z_|;Qid?pqnZB>;yZapb!cg+16L7n?Q^l(^JS2ggi6?wa>Ty%64o_aNY=xmOjf|hM8 zUOmEVwfR z*W0N)+&N*mXLHHB&{8eI1-k!A_B3;B@;xc9{eYBm($|&h4q_Im@-^&fZn%4}^JU*E zxV_fu#x)CA(}F0nS%WXYA`>=dU+eZk5bI;!f765^YGT;;W7YL`uebS)4H?mfR&C|} z=+e=s3l-aJ-KcWNr|nnk(IsM4)+>YmM#w!IU{o9BPQ#E#XuA)?OGSVFU$~g=ZSEsk za!l&?)?xv|I>cLdN3@Y!KTrwp6QsgI$ zMRsMJfBNB>W=Ue5Np>59CHilmGL!h_;&SPq_TAX8fd+bhJC%gImhrV}v@8LS2B z-rrpgoF^3y+#T*3*j3`9&QgD?J|JMC4uwXQ?F6N)%pScm7qb4dyu+jzg+n|fgrlP6 z1J;xlE35^Do&H+SW)7WmpSJak9o{ny0a&UtPV95OHX;jppK_0@rAUY=FP!a!0PP|_ zxP<6>n$4~_!e=!`-Kx&NqHmBVG(J9mNE00V!b!x(u_-7C$eUtGsyv62CsREc2Cvq- zquK%}+%56hY6a=VwW|iX;L!|znTTI+#@cSYJBt&2wNx`NV1R$YtH!xQ=Ve9A%yF{p zS7{KMqs=l(vfWYve=SRsYr8*~kEtwav?eUJx6sF?6uGlCPDlm1a?&WgQ~<{XV%VEt zc22YEc&WgcEKc29r%9R5B0gkBX533rc)lndD1PlOjmY*XbQT6sHW7(#l=Uo_mza%V zOZ?^D=mG3(QJ4FbwdbxcjoW6XIfBnh$4^|87&S8D7jqWyT9b2-g`3_?aM?Z}={pHqm z`w!oEgb74PL5)wiJUDrKaY% ztCJ_d_s#vC3S`;(>>~=}a-gkC*UikN)c6g#pqSmi_62Jd-e}!|Wj-L!xp`&7j$1NH zQcX444hxN}9K5+1?yF&0N%K@`eRihm=$BAS=VKhNKc+uf$ChaG7p#yuHC9Ar$1J!< z6Ucz*suKQnwK2ib-N&cMZGZ6WtqWF@uTRErkKrkY;!G-9-lx!J_+%Tnbn}fk{M3h}8M)JFnHHocj_BYE` zE<9Oz)m)v~UZW~pQCX%L93C0yRq${dO~CZXG}h@LwFQGS7IS0!E=k6}AOK7+0 zNTAhwl+_X!tR6GM&7o^IHna@Zp~~Jw7JY!``~KV0`Sa~;nT7d=HIUdKAXNobBB`za z7$=!nZO-wdCMS?C_K-FBM}-!iXZCAT3 z16F7D1z~~-C6;%nzXWc?VSksqSs(qQXPTt~= z*sy7N?U{6NAAM>mM1IC{pI%rhv!`hfn;PfV=#8D~yKFxsAsBPUbO|_qIBlbtqlvR& zw^jkH?J>XkxCF)?>@?t_PfAFrcmgJZzloJk)eN0}{Z10o+YoT=ooq1`jUYgKznteK zQZXsKm2cvNtT4O3`;Ufub2VjesKLZstHc4_3Oq73c?eU~ANP`C@+sFu5CUue(`yGo|7Ko0I`su`&-`9zpGo6!rXt#JDU4F2$qBfpMb6Wl zrJ|OF7yhojSri03K5^jYH|`2p77XVYzD5{~O|>4C=iiE|$l`qk_x=P?hvjC_5*bzH zNvIssd#n3n?#w?A4`^m@lR24T5(ujiy9Pp`EAV-WJ734hf6|uaPb7E$$>w(8wkE?m($5dA~ zQ>whyFI)?xd%@cF@TE))uS}4)&B9#yk@mUG?IIi5kguur|7eOpZj`}A8ZrkCcBv&= z*#_+`v@-J8EpnAs2h`gT_cL>(*@PNNd7gO*-u0Z2GrV~G5E3AAvg~2lBDSS0O8nZ@ zOi$>ALmxGoxieHo`Ty4qD;>3QE!>((sR=qu!FUUe_cb<_r}v?_&-+vv*bG<|KYu(= zXFiY>x&ByFszO7Ewp2sw_Ng}vMd@p)7;M{%gaL$zo-x#X$x;uY>Trb>DRD5AG27w?!L9GyAKeqSb%vz_}i?#8^y~srYSG)R8n!%G2ppW-IH(Kp)!EQaZ0qTl* z+6@#Vym2=qb*$;zj5B!HUiH$;(cGJ)D+T1~?k%k2--8=h{@!|uY;f&ZR)5fYlOlFB z&uTyOKvhpWzO4`=69o_Yd1g`d6Q@{jY$&_F~JySnP3?P#FE@;&zH5>sk=mx_7>oVU3)WMMf8q{ zSL}L{ro)W3(p3OWjQvs&w1iAoIiU<%Mlq8Z+N(z_Ylqia6LQWQ89hPO|_$yn{bT8M6)E^pbN!)c!iL$DNyr%ZN@U8 zfwuYeHHJ=Y>n8ZNjojn*=~%>;8KVYZu4Cr7ssR-4-OL0hH*h^G7Ehph9&^a1F2%_F-_<>X;(nfR~(%c;I0uw7~o28g8=*At7CYoXYNJ(}t)gq_~3Dag^| zG7IWMi0l6L)5gY8Pt|!_@E>VVGET@G`N8yJJ+i9b`0lu*W5eud|C`@PztdcKa6x3J zIvdxtz?s9!IN0t^l!934w zvlB&ex%$C4k^TWV#g7!$*+w=e zgG%BmWOnWAqQmF$+c5A)D$-MF>P6*KzW4sRK{-y>cdJxU4Ua3(<~Oj-uG?$81^I_eWA&65XoXF%xtVf z%cHBuMmR%Xmsa{D4-k^C;jqVO9u* zCzYg-Jg}GQ!1XiM!A)5HN@8^WH#t>?POGP=vW@)BfHTlnNae?rgXM+q1*wQ9Z-bX! zqQpX%^<(NK(y>&qvxmN^D&J9)Q*8H=GWQ|Fh4f?xb$kvntj$xaV|HrZlg>-XS2-6& zD{PgXC+48Hw!g~5uO{n+6oJ$zT{Bw80c{~h z=ANnefM+QA5CFixyHJ-M0P&l}f6yQpIES@{Fw?4T0 zkBZdd&PSObpE2(x?AGCej=wNHgrufsFo%V;HF`|J=!*DLS3!KaBtmoaFkP}EEiCur z-IRU@Rin%CHKVHY;DPHM?$6ZTV=OG_B7}*;CC+x9ziYqPi46Vk204cn99b|GFT`t& zz8+&w8mpSZ33@Km#gEQZ9P!i%Y2)X6-Pw*OJ27D}KqF`gP(3T?pE^WqEQWLj#Yttj zE-x~|E!%BWi9#)5WU$jo&50YEz_YgjuT|KL{Y2iG*-x*56x%NRlei82$H?n)M!m}$ zok9A(G7p;M&4}!Ip5LA1MywZX6yiAfxnA3mBMLUa$9czg7hfM>LM?7j$bN|1Zl4@R zR~p1b`zfDF1zjR*k3TjqVU?z~(P5doN-1MOt=W@B$mFB@ z7TX0PFQ6L;4w-_yMAmL`9OQ0#|V0vIpjgdD{2%cQpxxIyDT1;I)At8F6E9%TV9Vp zWVrHl&u;S2@BBFUAI*|kkw6EK%P@RomhcU|Y2zzerTa6bugBa^)DzW|5&e(mx_p>r zY4Y8!pZ{nsVpR|tSkT$k0SLb4AB{!h`mM@~%JcY(R2@GQiF%PT!~bZocL)Vo-%}J< z0SbF(s3p7`T?G9`|Jk@caaT6wg*9wp@CoqFP#3w5QgxpQ3|;7N*(*HoHeh2aKL5Cy zgrFP;LCAtOynJpBgOxvxHi>m zTs^5pnTbJ(6-a(;RH4eu-R*IiU#P(ejZ;zX(CV*S`pOwGe7lt60P0F6Uj1V9;K5Ym zWBZ?=ihR74yzZqA1LgDd#py$L&#}YWM!h^hlShk1WwY?mL4O*R{H&D93-3_>*6?k# zC%>7BVQlMBuPMG-Um5lLnOOQn$ywc^h(6OcHxDhhL|jBm;cHfou5gy9p3VE;6#OYh!=a)Oc8bd1TB?n1U@^*@ui; z$5Ot!5{mvLk`mkB1hQWGl7}o&ioqMsozs)^cs{n9l%VYAb(AzLpEP7xgV^u#-t+LY2Pgl z(QmF|ESYsvtR1eAZ6c3&C)n?o#MU&GZw2<G{mc81e0MjU*z9hI|1b&JeT`@p4E+cNPd6p=-l`jM_E4pub5O$fiY9^`2E%$Jt8!;N`b{|L&xzIk^d|q{7dWT0fbD*FNDtet5NT zo4YctV_P@6TpIZV7@C7j{_sc484T)$lY2@b%wps7(@i-pXYL(y{z30~LX`a1v}^Az zCYlGGPyI!XY!08A;wdG7=e31r$ge7+$SoNG$>-U(jf1|!ciFkFPH3zIL9O9ksrmy5 zJ*YY<(<@kyboEr9EPbF;d-@&WX|SczVYi$V z)zhRf7WyG2;x#K9l)+SXLwCd){qsTetcpd4r}#HT?|8Cq$hF*gJ=yxtfBNj#J>4$A ztz?z_tu)i`6`RUs=YPrKD%UWs*1DtSRjg{wR?+S8z(T4>@?qEN;0*~l0uq1W&^qUC zppbRsLcu#xR3nB}X-Tjw`1YS+n7Wb{qTxjP+uO%WRH-TbX>TWx{T=4@u&n?7&ze^s z6}avOF{MMtkS5fKCji;87%t{)`Rw6)zqYK+OhaQy_sn*v&!YAHgIuLv;6qGO&WjT6 zxMy0!jrFBM#%*>XTQ8z(1q0>`CdWz?Kry>nc>uN?M)c936Sx!tr*lgmCM5AWm*v3 z#gzIP+8Nya;J(of0l$;SqYC)0PbZ?i0BpzJvC0z>(MD|4ZrT~;u`TwD26qKXQ0WMaiw`J4C=ngW0u+8pr_0w?J+bzK zbn~vuuC_Vvi!bI4&nPBowg-Jex(QJxV{YUTzH=q=Q^N7PVm{W+=cP+>vsMaiqM+Z4 zBem#AiU?4a=x|&```&*bv?D++4H8NPH9l%)F;5v?PC5&M_7~;;J$@fAfoiS$1#cS2V8z;OE};nBvgS*vTGRKt*WaER@N`7)jznLexW2NAOTxFgk{+}g z3r1`-Dg8%f%~tSUt0WI3q7+hb1ntP#rrA;5d6N-~&j@dBGMSU7C%uM6Accm=yvmkA zg?B!^6Xa_9A$4kyH#yRTTRLeMoN$i__cMo#;3sd^Dfe>Xk6^1tYE_Cg$)Z-2S45?- z&E=$uoeE3m2Q4zQf|1f}wlFZ+m~gb-w#TAH3~fuv-CFE97jAiZ^~F{9%Q{VLuQXO`x1{MAK+~rlEL za`w(cjInt$Ep*XlCOaFOVCU^2N>QJ)QC6yPIF|>yRQWog;R(S39q-7}>m$d#ygJ4a zUv>s~Y>li~0s%-FlRIgvl>yH`X-?l_-u%<4VNP(2MyM?J^Yg)U>U8+yFLn7TtT4~A z4Y@4bC9FqOp32@Z-BsX^v`SGoqNomTJA4Q#xdbRAJt`{}~KsWU=)UWg*xL-5ZwAK6N}`~GeUifM7@$hgG?E#fXiAv;$X{FWf^dIY@zST~)J>3o zi6l4NW4dGq5lrjg+wZO1L7(UH^s1o2pNP?siqWo6t>J-0?5xxB0S7?JstTDH+P@%k zgS%27&~5T{jaEeZ%HhwP5A9?Y*t=tSG(w3Z1|j0-R_knYk5F^2o{S0eZ8CVCux|~1 z?q2>I(Ucd%wiIJ)6r1%2?(ZfE)DS*e<0$ z8E4%yz^4e>5)xu`+gNtinFeQX0^UtvY>zh_JExO5|5NB5K;+DZ!}TU0{b1o5pNsas85{5;t9ztSJephyDXH%Ynq35&Y8D{bB~%;&|LuS zcpFf45_Fzk;8khmLADg4*m2=-X)#h{`6?9e2%Wh%K0LE|&vUtjNnJ4PDfGC|a&+B_ znZ$jnj&11xaFJDrn(A`X zgI=644Qm#pzb3`@qV=~&TD~EGh2?YGtf}Lq<(!^s{nCg-56^3pZ3XuZ&*OsI zQ03HIhY)0s(rkYA=!6Ml{9yZM6=`buw?zFU*K)A;g7(_d>H`BzJ`J6P33pV%&x+zIExAi=B4Q$n-XAT!- zS&|9P9BJ{u&h066;kKXmd(C~)(}zf`_u}qXimFK@mG*)FNF{^;wZq3>>>k~g)a+ER zRPFw1O_Y22{Yz1)MlpC^-%|O`3|S(qozH5!`F@M*dFy*A0kPZ0Hc^G|j2RPuvwi&O zG*ewAKXn-VaPReuWl#0ToRI8-nYZ8QOT4K>e^pbv`>pu&;yCJJvvmz0bv9#W#m7BR zau?%F%8-{)ZMpc2dY!JcT$&n;gR$BCy_)JOW1;2g{_a6SVG&E;cE@`2zQg6huN?jEn0SYRS&n- zJ}JNJU@90>P0h@riz0w{;aWx{&t*L{<5pa`!OK@E4~@d&ulM}otHn=EB4L>?z2Vcg zUKLH+hpL|UOSGi^yt)q$Mu=bNq|G93Fmo+@?iz#swOH@SWYQuK-TCWG#|1|_zP7f& zbwE8no7*reQjo@2Wi)tf#lW5M%hBB1$yNDSH%NuDYw?sj!>Ub>)X@q`@eHviobydB zU3ZY=aR%z8utPIA?w5Q>sG1=&L7$D59x-%RUZ@IZEC)>UddF1Azq}GGLY5iq6s$P6 zbCRZ=ZSefUg+SGF*BOKXg-6LCqRbN_Q&C4w)qs#&$au1@$3L34>#}EP++wUMEkQN< zB3t$_Ah92~ZRzU2u)l(+?V@j9&p|>n*Ex59{OOE*-~*H?q*TUgk@W+Ho>MoV?iBT7 zo4YjZ^;t++aA1mh3rQRN=Y>kq1}F@8Z;Y(91ORR-uH*)mRQ?jM8_SbDDCx`-t}C5) z<+v@FI@;LB@m*TZOZ5vTN0pfbfDJ!Dvu$y=1D^&Bq_ocK&?eIxC~Rixo|({lrueZK z4RuBFr(Bg4`dJzanjSPQt0XkCzfpiX{pP|cLv3xH^A|*KViecOczENxH=?xtZNlpV1o)B?w{X4~FfNC7MCUs-aijHHp|HRe8hWx4FYp zW)y-OgcNx3c(lt3S$)}wDbC?7zV>n$+q{b+zN$aTYN@7YyqlWAQ16HT89;~)3&PDb zGP3jUf?1lFc4$){s8(0i?Wbhl>+c_p{-LMs-5;{yS-w7(A8EkRV3T9_@m z&UmD|z3n@>+Zg1*b{Nsokhz132>RNwUv9}cc8>2r{*9M4&67oUlHEHO6rPItH@Eyy z1rY8u5k=ag^)<(A@q66I=1P%cdlYrHbyZoS>>j$&4~4O*-rQTG2b|YxTwDoxNC;L> zZEK-dR>uX`#<1Er?}sFRdzs8>gnrft?Sibufy!}D2Pt8xXwiwA!xR(x@BAPN>0q(>{1%4vVaqVt}=*N5FV|pp77Yo zP;$6@kE-CQ!C%G!NLr1C*t`569W7}SRmP;w>glt98zGKY9_xlF1*MwziCu+X zVNRNpdsc9C1alX6%Kun|U4y64b@?s~TAI`us0_xM(>o2z2_<=Xd@(RMTa)T43556A z->8Sy>0VVBofaB`Ki(U@qWlB0e;dZ*i~PJ&%Qnb$29x7H!9ucb5c)yi=Q{oPwX z=N8S*XvD1^ub;iziMQ|z{~H% z`nw0Bf?$vVnTdo8Sn8c3LonU;BRLAR`!7|qFER~hTC~J5_o{fD_QdCOZoQSJwvbW* z6F~vb+M%Pc%an&UBq~JChcuE)z4Loe7(~rEaU6qA+n;uoR|A{pm8o6-27$LpL1j_q zxh6dN2t#YcWab(&Y4SZ~2=ldTG_3pdUwy7Y$COa=0zcc1;Hv9y% zdM2zmAjP9xLo8g&=+om((+*@9>#2mHH=^7W@*g$lf719OQB`c~CTXv=0F`gqIg#Vw zDdBV()$8g^U!EKfA5e8rV0<`O;7XAo%Hvr@Ny$VO?Zd(A&hGrqGsgEar4o4}UQKl` z3O`gZp<#k(p`0Moi>-@%WX0Q!vks-^qLjfg6QtAM_1;e?-lsuv^BPEgc##fq@6RI3 z9Gs&=s`vHr8_!_3MB2i+z<6L7FVnTdE)Oy9H|V;$-IZiQrMFi>T+ z!H%;7+?`iJ+YUom**)e(mrKQc1JA2%W`#Z&W?XThKdJ~vBEOw*4n1a zYPI8zr&>K%_53l04U<0!uhY`5COxg;_(vm|kp9?1o(&twU3#Ov>N%F={3gZ> zJU)#GwzGguleC=fEt&>SDOWcKMm73xQFGG$ZC=CB6cHF%i}(#H`Pp~ln}#RAmeckx zuq4g}-ERG2z=^-SoLA=R8_4vgjc2Z}3C4ea5nWq=aq9aNFlM(G1Q^d*ac)+OY7_0cKE@1>*1AIk|%O$(WR z*^w!yC)c0ASLxJ#ds7uSg`AFGhTW4YBX+~KNv|^fuBI-x7 z>@sovs#Iuzb|}myt}ZIKp||U+KPX|D;OJ2{#Oaotgk4OzoVxcDnWzgsPavdeGf+h@Rv9;r7=s_ z`3gK6t=Tib>t~z46PiC(os?R+&Bv^A;W}0k6S$s*t7|CqO^NtH-IKMvMMy4Lo~OG= z%9}#>@!w4b$nR1`s=@7av&trzi);_znfrI9FDelul?bV&^AeB8!6BdTapV;N9^?0H z(812`Ia_A}Q)&gg68`V@_oZN>um^egkT8|$GaKmd&uM`nR_8bCUY6LO1eG+R|BaC+ zAc&FCx4qsAx$rb)k3ARyt+Mf?@i1#5_t6!pNc_y#$X-a?s0n?SV7ttDuxk+Oam8ki^5-#u&+t7A1?y_%(-jH zwiU|><(NBfZv-)AJ0EXEC0!cw(ty`QD=Wx4`Ahxh1Z8gVYMF=ZP%+1HD|m`CQXBu_ z(Kl+@sZeYU(~C3aNOP8Xi6mS)ab5L-7gh>QozIPmx2^fwfLKbuU~R4t-51;D9i_kg zh`&bP?XUa{uwb}8`dSYDw{5z}i~u#T z@057c$I&PZg60MC@ivP^7S5&*YwC?{U<;N71G+;!f!d%3*GkyU#`9 zhdM*+c0zk>6SWzu+q$wWl!MPSHV{<$N+hC>P{gBQIdtF&gy&9nDek+>JYJw?EYT}T z@uGhdO?@)~bB|r$NJhSQhyi`}{$?+k>uu#3mR(DrYu6|r&jvXrWs0cW()leg=Zn!L zq4V)I+{PfVQc)cratYK^=RNF|tjGxqw>EGTX&>_n=N9XVg>BVvhjxLqmw0Y6Q4Ys? zuGqH4Q9c)49m`^*8)+^bCqG>JsLEm1x_6_Y80hlsK2M(jB+h^qswu#x$MBcI=}!TTz+b8xky;8Z?jMNoUOu7o8vzmRUFoRY&&z0Tm!mxG2+4YVle$B?3=c}Fs z(7v#mE52E}hN`Cv+Iz*_^>+7Vv(vlofr;}N6)_uN3VUKs_{fV5ueK{x&KZlnHQJoM z8#0T<+_WUU|81oyr~BF5PQ|39ZKQhcRkI+KKkm0#?4UDM6R1hNaL9kC`RF0}(I)J* zb6Rprg#$1vuUjzO@RQa)8C?H9LC1KG@&LCB$k6#{l8>1;@RSsYr^*A}WtQo}OBmHqEB?szo%o}WWAe3-udU$9@n(=miTSXV}hDH=ga$(F3dSTKN@QQ=?47y2= zse%u7psu=bNIDQN|Jg*}bTYR$`A3sl1Uq&1Xd~5%I33}dLgW~3)gduPt1F1BCZ7i{ zzmSkrUqM}gUo<|>zL!*v`q|kaWV6ni7hsLZT`%4H#X50y-9H zW7B~3q%;}`ZepFZY&&#$VDTx)W$Wbx)G}6Llt(w_RkNP-?_LI@nGu_9GGH(6`T*`L z_Ld7INa^%6!-#0`B<^flS>1^y4V2(uIIbj*wE@v$Xrsj)85^U{InG5fE0*4%v=KxW z&4ABLGlGO(3Z`bBg%z)BYJ1$$yDq>B!ji#<608Gv?uO`AHm%lVox(mU%O1HI9H($# zQ?@Hq!%5s}TG1@qmJ=T19+gL+4IE88y7`LlS;WVmP4x+u8rSXL6mdNdz?_?3fR`^g zj2ed}S&lpU91L!I*9D_T?b+9O(eJaq=V zjjiVj2bvX2S0-#$D2E+3oJV8IE&d3O#C_yWf#f)DDSBk*=pR$te(E`UroEn8D%osjgs=d$?XS4g?qZ?yU>NcTJe+yG&9 zvfTTxC$-Ey{u(a6y8{8ku2v0sdPvF|pOz$ji0y)ID4b3DEJ^Y#NR;t%6f<(%3+MZ9 zJr}}#Ms6*Bg?*7yRz?!x@|q*YpY;p5RHD>5^hPBR_ljI73}ZaDmEJ;S9`a8vqz+4F zK}p`$99?<sL7aRzfS zRfMB&c4nYWlFfHn1T1!b6wvY=uB;x)<1#*3-=nsY>vgp!6%i6bEhJ-mV{fDAdoVC=rnrUGlN3jit=+|2R4ezb4xW*ET~c>jQsZ^5<#AOi z*jvL}J;U3bPnj=s6(qihXQul_+~`g^NdS&ZdEwW87QE`L?<d)n?IGY z8LsTpOW7iV^47I1!Y9xtM8eo!wQGvZ-uF_Wk*78y;)l z1g=zwQH;9jR@}+&OGNCP+s1&C?fr2lbLz3xIq%L^&Pl?9=iwfkiY4~RRb>b1OuA0p zk0R$^!`6HoBu|de`)knxZ?MWC>!u7wg|m;6$n!0p_d8U5`E|yR)ER?x6F}JHC>S?e zH`3q!TEkfNv#Ht&!$%qGheR`m4JeTZxTFmWXqaB(R3XVNjfPAck})P;k~zre2b?K` zqIA+Hnc2wQ&AH>7x`uwMN40V8bL zI1@)<1-e~IL{WlP%++%F&r{nsK`z{5u@g;hhx8qvm`fTm1R4}N`#BZPoj@WX>SHF= zqf>~$=+afZ(702Lsj;J(Nlxz;h0l+oOC##TAARSD1n^TlU+WC~$zEzv%Ey|9Pws&y zP7B09C0od1=6FURO<7H7nK-I|%(0ibm$@6JkKOO~$|RlMoZ1S>tNZaoqeqNB%LFw5 zt$Q}iZY6646V%(jqYrg!<@Ab`^(Sw$e{3zfNpB`81DYA)gQbs9M_K{G zZ(gV|EWgl415C4K-+Euk3J)w@a&s$Z?~rRPjfM!cMo7;P$ccTAIzClY;r#RFm)6Ao z)sd1MrW<-8a_0Xd`oe<#Dezp=3nATb?UZu+?Lvdmy3gCEKvZhGL*T0KyH;Bc{N^_c zWXM8F;bn#*rDLaVQI&|lF=9Wf?d*;P_q>FE_ehiZK}1S%nOmJ24sY19;=VOyD88+B zuoPA8FIn&kELiHkDfapu*ef}#Tv^CG(s&APj5hJuE&2890BYG8?&Q?UZ8z$Fk*c>A z&{)vYdybeS|R*ar9&Tl5lfc9I^W8dfQd<_EC}I#TbMbHA-&5AFbTh)OkiL~wPa zYeQk%W8P8{Ws}9drymo! z4d#}W1%O+CpO0ifc zp>G{q!c>x;ykPW-E08CrojwVzapefMv`zcHBk!=(%Cj%?sW%3uhT<@MTRW!tw>%(n z@a;2!tzot|Sj!$umRHEp`z9%$GX9n*Om~C4-N%Ro`udCe$AUTgL4MzdvlBnPjez54 zBI{BtJ1iKmpSyMF7jc#yNyDDrERu526y*uEr}tT2i6JgL_qq9Cc&QTFbsG z=MR=exxs%8+`uUKJ-ki*QlbSi%z_vag%+bekBVQ^`Y)E9km zwWfvU)7bn5E(x2|r|UJ042R%|PxQ2^()qi(6I+Q94P2;<)G!H~$UB2Xs8lwF2Ore$ z6;(hUFDr>Zii!|ad$MOXB^zdMHvZv}z2=m0e&NTk36Fwt&B(}9aWy3_j&!|41{Uc8 zx?QDUt;UR0M5>o5YqC|U*etGYFvUV&ILEl_B)3O6|A;Vmhv1fUIw z@^AY86tu1Ce<^6}Hs}Ff!RXhZ)WG@?B0>O>dZM7bzdgD@eGUWYB3Tr|S#YJK3Tu{X z^ef1dC(;Ab>mFJ$kUCw969>;b=w@%j@=B#gp@tT(Nb`*lV{``ry#3OxhOyfs1`~wG z@KJ(PR_E1_-fm+s`;Qs6@CM@b51rWuD%xSUX^gSQmXWIEa=pZZ;d&F%;m2vNsiw38&j<|)JT+52K#;kt-;9$D{ zoYr(C_d>sidQeacuj+b6`i+=5M^~=}U^>q`x$4F8kX7C+_<@vg5gg*kg1|4#-<_TA z_T`dndvjT@U*`s1LYfJqpt}l4<|^k11-jhDqJc7@My+o`?-yJ)Xu6{OK5w#nB7|>} zVBjp~W}hOwDz!|pd+ZOWYCl9?#L3?`|I{oZHdcpt2&oT2r&M4|0zn?(J= zgnPV>_SwmKopk1=V_B&2h;-=;D?Gn+#8IMtXymT8ELnc}j&E;h`CEG$W^>HINrQg{>OW3~T5M|*XWVS@r>&di&P;g$*=ycm@x|o7oo|!)t14Bea7tEo?!`Ki{X|_s z&IqJg0HC3=duIQgA@`Aly<+7g{HbX#Ciz`_Pw!jPhOh0%xZ5;<+-qal*`#r5%g2em zIX=DN^z>GXT$8|6x3kmcVOFH8GvnA`n_ozl#5TjHN{u!=F-!@?7H#9HbjkJgO9<)9 z);9f>sy`m3i}jg@(#F5T?u@>Q*unGswp;j`0GZu%@RyoBs*Fv^V!795l3fA~b(qhq zs|0uXRrE3e61lt zE$H2;Tp3-@CjDv&mD@DEx)$p$KRFB!exUU7(F*f_(<(7sBULGV4oG zb3WsA!syCY{kejWt?gCbl|g$F<3s7CmKY#$1~cFpr{Fx@;B29}$pbEDk)g$wj2n87 z_A`Vi*5WHn2&HjEEs+yY(Pwo+)b6ylUgM@+#((V5#38Y@TO%ziz7tEeFSW3hDe~yD zIqr4^Rf)gKHScM8%)sG#XI&&r-@~nN`C!0dGm8vb4m=Ao)h79wY=hV1b^N=_s;Axl z@}3A=FyG{dX^)g=Wiy=E7kh<^6K(7x$37nfWPY}i;y|;_=WlQ)*=CUqjt(+$f424BtQeeu>8J> zc01zgy4`V=4yuA>;6aKn%BDwF^;eJ|!QBR((_01pb+n(V-T4FbyE>O^;}7t$4{_qy zmrwzNYvDYj-C66$b9=!qY?vMY(*0F-oP4uR!9Of%yD(2{t?rY)-a&WfZCl{d;Ds+m zAvmDYx!|VU0(Jc4qnO<5c4}=@)6x9JdL&+93N1e{`m{#`c2jm*_GT# z#L&(kCu&^9vbTBc76JB|0%bwghFMwu<2xFzP=&WcE;>K38(=*iE6wv~mauk?ZV``y zr0>goZN_r6yS)9RJhN9%^szM)m$>F&Nxi3m1$A}~kJsFROd-Q5BiLbed@)})?&7J- zV3X@Yk1nnaw;{pK?@O!~CvU?F370(%8yJk5Uz!(s1OBfwC4}_?5jve;F^5ZNPwh!W zmWg+rC=x>aITb~~7BWujQRfIyLy`@rsp>FmR-)Ra3ewUR7jXU!V~T%XJq{2Xni@>4 z9EA$Tm_mBZ-ji5zo6q;~#C0_pq&;*`Ct1Xl%axaT^Yt=m&-ij&8h(!K>98~oX|Rax zYg+TS7}UaQC2r+4gcub|BfTjAL0L84q-8Rp^ZZ;Fx&5QFK=$dL!>DIKD1?!~5oS_5 zsLD;v&+gF!y&^lQNkTam%O)>8Yk1LqT9QF#)ci*DS#pOTy`2h;Wcb$HUNc<*B?O@G zd=hR7V&K3o?pi7Xh_QgMtG)RZe53!CSWpgU3d0FJ;g3CmzCQL{rFqQYaTQ`fNhJU! z1hH&kTBzPqCgm4BMvOs#)}kyT*r!!XMqn^jYbrzoFG-d|HR&VI%#`>J7lq&dL z@OztP>NP-ZATq0YEcp`NaY)OevusE>nrIDl?KX2*Rm4$8;Jj*;qBCg=JI62N$a^_& zPv+K6mn~3>znYzWjuF8(Es-SFhkID~fKjb9b%ZILH_8qsP$sqWGw60(2exkc!$E*z zH@w`;wA-D0aVYyoC@{(02#9JUk7+4XyYu(f)})xRT1+l3M?p8rFX9SNZmioiOKOb< z1WH#H=tl)xAGDRpQ!0e8j)qjQw!mKQ!h0=CY>O$qQ1NA~Tt7Wjq&jjv7d9F+4)gA=c zY7hsH@CVpREx6W+yn$sG+a}H&Wv(DJ0X{4Y+(eB6Ax2UZq z8Un=BLNARPE+mh@!ejdS69qspZSI_8M!`<)td8|p(1`a36VQR(MY@yM)7P=&Tduty z3|=U}r7Qt<-e(X7e|+Fwmk(MVwR}AqEJuwR4VRhN;iLc-JP|A!KO>1AQQR6ic%5^6 z*C=odQfUWZbONs>af_N$c)Nm{M)P>GFttZXoO0buA%XnQT<6v!4*w&v9*xeth12jZ zUxc68NFyKl!dhIOH@b{V z+6g(o>p!<6`ZP+R;+&1(eVQ*Qkfad~N#r@a>@BHZS=Gfo%}ofyB$vWH3FbWzli ztJF62Gm8f^be)?ERTTZAv0poH;#4?mj-#V%wjzODx*Jvc`ijKt_t1aZ3iw*Bg)Yn#;o>sgUau@PPqVjHIQ}qXCu!=P(h*-RTlSq5UTdql`oYN+ztl8 z0Hs=rR$luno`h;U2N#|y7qY|<0u&2|C?I&qNj&MVw4agLh>GoPN<_4CU#4qXk;NsG7Z&?ufi!70EdOQBY_=<8J z5xD}w>6R=QL37A|I27F)Gk=pE_e?=ddgK)gbGw|sz{&o35^mTI>tHnL=uyPV#=$gV zv`jcH6CO(UB5@)@)Cbs8-_=0HhIo6QJGAaAd9+4}c-+1ZEF}}YK=k=+i4B<6I&3yS zLN=GuD1FuqGT2=asVi%twv;G)A<29&z5}8n&_hR2nWayXk+Pnib#E`8i)9Jl)2%lj z4jQ!De0yK|l$5oN7Je7Hk2H?i?s_0NBNkWev?oX1+!dz z@5r&N#>z)U+~-p0YmHwbHA038PuQS+ZeiTp zAEnKktt1cEr3Xa`%U99-Ooe`qxJ>71yPm|Q8U--|2=*Ea=|FoEXhrU8|6O8UU^1qc zb5ov^HHQDDIW54y!TneliC`MvgG)4DTi5RCJ)qI$e(h#p;2PtQ@Po{Cw_6`hwL(a| z>ei%US`_^9`zP9A4m;@z%x(rzvysiOFay0Ebi|GQxF|7r<15IPl;p zI0#z1-jVv_L=$Yp8mq*F>Ksi^Q%dVs$e03A^(rmY9kuntv)HaqYUaXDzNz}hUrjZZ zJy*1);%jy3#ppX0+c3Mj2eWT3Da%5;g^(~U2}#;{|wl7M3h@`2E{put72>r z^6Mm2-6SmXqG)5VFt#=ysSpl-TpdB5%5uo^SM82w1i(h3?zCi<6BUZGGH|Zcq`!4< zfN+}(Um97M@&PMp{~kHa2pHv!Jx&C{2FmaFmZcGWCkhO<$&F7|B?#!&T|(ma)ltNm ztN_o1V>*APDTfcx1xUb>zQGF8*b+FMs~h|ea2-)z3|k;fs6%5;WIgiZy%B250ifYj zh8ZhP6NYSOUl{v;7L@oDV^(=Ea~HQi?EMsa6gjV?2L$Gx$!WcTN2A zW1CK2>0~9L%8KJg zdQN^}aFW!BW4$_!&4dtkPL+0u5dP$rip)>*nagM{X9Sq^>GV@Iq3n8Uj}5UBlh59~ ziXVDOM8*>@05!4u^@!{7|Kd-}USM1|fy*(5aU)sO?R2H)xAlWuAb(GFwol9DEQFbD z-G{CY8IfNM{UeONh+X)$eh)BxxC$bG2T`GE9pDGQdh?YRc{8*r`#~M@+@ss4h}d5z zsSXWR37SHdDIc-!-8z|{FUl2vd=Qfpbb(4QHtnr?DR{CJxhp$->m6H4llZxm`l=hO z>rQKvl+qZXW#r8>49;2ADdyN(LHL7priHh7JTtSxKx#8Zz0=qgvAP@q^<71DIigu#Sw@(x?VO&8b3>Uj+D#sqk zr_b*TNCe1(1;z=Ygh7H>8)kK3Yl1M9C)C}B_ggiMVVL9!`nP)#m+s=wG9jmvhfCAY zD0|UfPgbzC%KUU0yC*(&J$q0Hbg@G+sc=n5yJo(10bThf{J46X;LLI0aX$dqAgAt& zxyK!Wm&5(TKzdfI+9KhjUM5;n5MG_BT=NPY(1n>bI*zIcp3BV;0+VnkAG#(`qe>c{ zJVIMgdlD?d%5gfq$#C*ko6u$6P)(l*sFOUU6J8OQ{CPc1z`?V)^R7nrpZ99MV^nzX31{x+Imcq6qR1Q! zv>p85AV4J4y&^n~|4^z{>L7B`z+(mSBtE#~@&1_s*5Gmz&yB)$Mscd?LG2x1NbfX( zk4^!O2v+hxqHyO`-L@Yoi@)VirFK`MNlW{zNjs;fE>Qz79-rT;^Ps*r=vweRQnCi> z0X5^6i7{`wv%4G7Gb1@KDdnK5;B5`McpDSJRJaaQ$8q;wlermcSO>7%yvTrg`l#z| z`CDEFnA|Vf58WTC{CijEMT+{rOz^7^-qqAIBxdwqs>)X@EN4S$sXdb_Cpq-q$K3HS z`-5g~Oh5-GI|gqdjlJ1$Z#UqHS&?GqI==u9wb!+8>~xj+}L*~wk%in`#9}Y1lAu)Gc#Pq z*rm_(`u!O9P$di@LDYX?Qn?Y`JTCxq;gj@p;aZ)?8p#}@W_96me!06cBIh<~6gC9i z&;(rWhuC9MbyTwomXokcm7JXrc4^!Ts0?>a7kE2uB{CRA=%L@6uZt}&yh=|TNt=8# zeLemh<5Q|jtiY-mXlECcS5Qi0XOo};%Eg%)V#%e-N*Ik|hn}a4UsFl5dzP=8O{_Oy zZvG_I?sGJn^^!>wzdJPB^nb}+<_nKpTP(A1uC;Hdt8QPsmCi`=8~m-2nq#4()>kXa zmKIb~5~3T@GdTy@rFRKva(5_*tiT8Ua+Twa$^Dvhna}4p^xq7Aqq4THN$+@g^Y4L* z$@eJ%2GT&2D@2%c^$YcZCM56ur|h7j1OHMsM|kvW-C_nAr=88Nx24KX47oOTyR0>Y zkO0QQ{DBYk!G|gwN{Xd>CZTl!!llInlS`Uzhs#=qyKieeij=?(>|L*n(uuS3g%_@^ z&W&+dm;mHWXpx*hz39pS#CpQ?vOA}D$&9Z@UV0c-gJsgk5USQ&oDDJQLe6>17HT|s zUz+YkWr8h{qi1pHjFyr|7+ z%M>+*v(J`SlaE#_o+z&h{>U^4n`p(gVtG5Rk8X7bI&u`w{rp0#c(+%_Diwd&@Ql1z zsTNk&YZCyB&A`rON*#F;vd4HwGkGPG$jzT#;APwgPvn0@EUy^KB1n@Mh4^VszIMhI zaaJGE8Jq5|Jd7d#a;? z$)I;ZdO>%;{8jUg1Si?u{wPX~54HvfI4!5R(d{ z^)p@P#I4&#sj%VOT|{pL*7qI3@+$6TcWBTbLRm=VtT@k58x8qJ+WPAKwq9EvAF_~p zAND6Vem!y zhi0Z(I`$?$SkZ_0GP-vC___OLz>XwFB^pnD6S8HWY9@=;5qmv&qPR0i7(L##bcPQp za0toSakO=|v6=aonl~!iIS44rl}0LA&{}0$zrEKF5?kZ+y~Z^Q$&6pEP=9VzAdl~L zS$SS%>8>)ou$A~c?2Nj$hkD*d;TcH?Z~b{G@YZ?feoLzM9$+zMz_KBiGHGT^Up8_& zWqGk3=>Pafl0be=k+OEdu$Ju7iLAGoM4*E)ZC7F3TOolPaDz=jgUvJhEZW5(;E4Wc zXxFO9&lg0#BA>E=3q$2K#>Ay+XE|=rJorABeoEwOp##m&M4`eoq|L-H2Ur?v<&|YaN~UlPh5ZRFt(k<8Rh6Wn$td&mt2+i$9H;oCa?@9 zt@P`U_gh%$9&>=A1$9I2$C@TPiYofL?;2Hc3@UE^r8QVY2U@=q&Z0x3zSg)l%o^Ls zh8M`8%DC_MLc>4i$WDXY-aWI@mqRD8*-a%ZtwUL8=;-)aFAJhbjt#{fKs4!`b@PPl znGRM6?g91dadvRqHhsJFJrT!W1u1`XSK#l)wIZY>9Ad zsPbwaSm%&?U7d3Pu)-WMl(WHj4W{sH^Ei7dh9&Cc5pAIS^DyYFOoV!`Z6QflM-1O5 z)iwoLAV^`H64zG&oQ%7{C9TKJ(r?(UQ_@|CpTikkN8@?@BV+gHiZD<^u5?o4T9o8OQA0{)iL zQ_ktL)lQMQ=dWUJ&wxcNhfD0~V8k?W^jI97C{s9ck+ z3NUlf71v7Obnpi50+mJGCXmhCEv0ybWT9|-qrE)fk8zF7_mldLp`q?zKaPXxI{{iLg(S&ThzJnrRwQs0X5&RruWX87j;_u>WCVvy8zLq}@AOlD;i3 zJ5!$gMUq2rQp?yX2rZUp@g>Xkd7PMk=^k|us7eO*2D6V#>++49@0h55u((KMJwTk~ z)*0B>j$p-=VX6#prYOjmWUlj{@sZ_h8osbCZ-L zXUojomKJK80#DZJB*vdYbO`>^`@Q+^m(>435v?%U>&JE$+?d)l6z{AJWXkbj(>v8M zE;=rk+%^`#M+50oU;u;c11Mm|yrG`XS)zg%^}CF!XosPrfD*;`l*4J(U#nSql^X_$P+X1algvT10VR~_qLGKGNr6%VeDNw4kx*Hp3-YwD^m>P1F6}sBFf6hT_ z+&sBJBJoL@}~>vDhfz3Za0Zl)cSXWz;_?O1J2HKQ@OSa+QL?P0RlDJYEh@2$2{jO0x@BlD8x3-g*b zE$UnrA#1Xo@2DzMs4sg&wWl!<0bHyZ3e7zIg`zA=B!3`YHUp7&=ciQ@DM~aymC|f#ylwoFW=kNZq>*--FodX0}s(H2^K>m{*Or zviCa*mhd(-)X}J9rBrbBlZ;W-TrMMZIB|>Z=VhOejuxn%<$kY_d!k7S-4&I;ufGcL z8ekb)P>u#7HP^d{a+Wcsl)(qY%p|~b2^ktgnq)0Hh?VItY45jXA2ZbJ(3rTF8rmbQd)zPNIuI; zYqHl|1gT!#F{*l0B|(@l1d!huBUX4PoRupIUy8d)`MAGqTWv=s%(BO7dR*ZxJio<= zB6)P(#rNF)^n{X9YLLDl9Iv|WgDSIvt1mqOb~dY7Po=q*tV#Qj!gMb)TkVw-FYr4m zFQ|*)iu&z;hCT##_>rXD=m4Zwf@`*9s>OoF^Ypaz?C4)ab6lKMqzng{Ot>2qH5=~e z74S^Vf2^r(Y>j#0;vJv+W6mlcPMwLFari!*DFwQ1K6z}Rl9;jy-J9nBSOU8bzqj2g z)=`WVw;&<-z7CL%Z+1ctV1WFE6)Iwao$V0{P#5|CJ{-(xDL2a-;O=R#dvl;kNVaq`E0St**U=zWq zz4t>&3Aj*e&d#+hW-``-_SaQG3(Pf~Rv-U;p%^n%NN={sBo>W+DCnDd zEZ!VqQ}e;lK=6;BG(ON~GTPa}b}{>kat&>&GVRF{P?fLNT%VF&c%dwS5{a7F^%dzF zcJ4m@yCQ^A`j5!39xshHf8MFXV1ie`0LC8ABJEqIi+^ac<(kXgZe5=;U@emE)`6L( zP*_JJy|cf+zkn(lFIp_ul!bi5@&73zq{EngN7;j0VY!z;jK558^x^cDncdnj@tw=f zw#^j8<)XSVv%!w3djx`Z&|yyIAN2S;Z^>)OH5gBf+5SgO5$WJk=R3Sc82|&Smokrh zm0QA4_5lEUiMUw=qtmJJq2SSyeH|Gk`h+@D`IIwU<|)I`8sy-+=^MCGRF4jwo_@lT z0sZ`TT~%HD-kws#)BizgOJw5xh;=P2OzdjoS62t(Ogr*7e)Iv`F>3MxC(qYM(Zqi1 z*Tr(rk%bQacbOKtU}YZf&YXgIFCcCDJJJ=<`VZNo;``G2A)?0TfI8Li+lo0rujLTw zja_)yY_N^f`4=zYt5>0RNJ{A%Gq{rlFoL-xLZV-qN-WK80hDvB_;$+8e4MqBW-QrX zsPyji*~bL6RL3U{!BTR=)!rIBj*I6>l_ap7Cp*kJ|9d#Gdys?F5c zN4d*tscJw(X>(ezm6CdgjcVhvASmKJD&zI5zYVz(LlYZ%6%bB7ajm{QR3z2YN-v-BY3`(-ozpj{ zxofyhh)A5**9F};xG9AA&dAm2^+^TQ_>(dal`#l!Q8g_*X|gW|8*v+4$fcH4_G#mf zeWwkIXCuZR*V3MV6LBEys2(l=o@!Xit&^+y(nIc7+k%d>u4NIcVPWCE3`{07MQqer zhEzo{?iHewL3#r+)^?X5<&Z^nq&Km*x;VTsY1F4@34uK@|c8_YCtpD?vePGWKhRbDGT*y&9CbfBU>F(!!? z=xTf?GZHN}>L?ScY`JObdC^~xpmHp+JMc3@CSus*08Wng#!;?=<|n&$i{_e>Q|}D@ zs+y8oM}RfkUD&Drg>jEr&EeLS5)>Vskki&*9goFNnB>2n%E#K@tYK9`PC+a?&*3as z$vp2y{{x#B*>NuKu6${xX!_(L@X|L0ZJ%1a*Wd*UTT!2;&?bx3#5N&Eqr_`={kS-Y7^X~d zPxiIP0pirGzV#PzdfrgiNlEHXfP776Co_9q7x8u|sd($vJr+ou$LM68eOgy0?<|A`$Jo-^J|nhc39{=E4gO;2Qm4ie z{P+#zH?Z)HCQp` z;Cr5ykMk*L2@uNPr{kjv@rA>u*SuNV!tu^-jmjxMYj&&s$8sCMi8hN$*yk~aR;?{I z8lLTULZ98=$!S^aTw$x76ao<1)%CB|oDzQHb=(AYkC(Dr5;reF!Pr7h4LYby`cK&} ztB6bXfG`-bLr&rRjATQLCrI`^8ocBpFn?-EokqV3U4hMy=qPbcms%CRvdIz|e)vKd zIIW$PYEnRUjWkQ>^*kj%A1ixzPrIriF_{OlXF^I-5bE_=kp0*rfIOVs9zJdE0~-_{#457;(baz;9uH`wG2&S^4I?7 z(();sDsvC`&Z8%VlFqLLe5j^u*kXSpW{>f2MBgpji)_vjtVSwRFO_^gU^Se(Sv-*a zz4oV;51=OfLR7gq8Q3>q*I6t=j+j>|wk`6w$qVU?@oya~;bHdXy z6_W(&D^l$8@{L>w$4o-~xw2U5z1Up)zm}hx^FE2?q&vTgip89kwu)kvj-ur>{89d|44$;aHN0as z;P`q))~;ci2wY37D8Gr2ay%5DU7TEKX21KW_Wp_LH3eKnN3!FZU0vNAWVLe?2$X7g>^foRSv^(UzI_?L_4P|wY(JYqvtVYT4N@gtg2A@seRnZz7jdEt`a^t(` zxksSuhNYA&I)Er(uc*VDWd&3y^u9m(ByDTW9$hF;1r7#eRXd0<&m#)LL;zJzv+!Ss zByJ|r5@dFIlutyiLSr0YQBwc2O3re;CGFpM2?|=<{*Huo#us*0nG3>F)(|xID-2bQ zlWHfA)L2>Q8lM5tWk17+eS&27;IhVGLqFmVmBL7wSrddu9Ci*2xy=O#xe~!WE@}YtYnmS7yiDIiK7?E zhce8xmD)?G6_~4nM;{D4iXx89caIc4zQ40Xy=gvrtJJ_?-(&7d{g*m4^+%bhXGH=- zc66Op#I9pX?n_9-Y3zL%-z?rZC*X@wuxgsu@M?Em1X5C-|5~v%L2D|=ZL?+tBE-QQpYei%ILAT@Wr$!fvS+qTX>llf6;$PvdA$A=ZBN@3t?b zbCnVXmV`Pvfyc(s?};>>&hVu>HzbzkRGS{=7Fs!ut%{=Syftq6T@wZwcN*|mR2zi~ zn+TeMKEQ|JNO+$>ypO$Ez%`xsPopNPfu*v?{H6ZfW`b_(TQQH)K%|qT`TiOA`$o&) z{_uHGw$*R~IfgZiO&?4?o$_@0e9Z~fZwxgqXL7Bp;dad z`X~-BVpqZPHaV$dcXolSrsK7?QvW;tU#!VzlBDCwp})iL0ND-6Z?b3nAuF4jWu7Bu zCEGh9t3R?iIzF?M4!8+?6YE3FG)4nWNX$)$>v*?&t6^m6tAA!2aDKcP=AwJ_jwMv2 zOEidMfbRC(C3;);x`A$4$7ww#5hsiEGuLm=q7jj!E)z+XfQSKjrQh*S7VcfG$68sA zOH1PPuiui(1}s#W`^%Et2zO_3$W7kn0lWlfyTY~u6zG0e{f_mb>HJ39<$A1l6oJE{ z<{}u8_l^7yQ)Cc}D|!z2%iiySi(pl{WQ&CH2Jnmc#bTpl@H^5X-9>3oBCvPkidQMn z$yam|7B+*Ut3niG1UhO~??A&kAhDdK#K#?nCy+x=lAzThghR-Q9CeMxgZMwSCn`H; zK5^6e;fXNT3!YN*sH1xTN<<{a^X?=}$mSyc(Pke~*Wc)rVHCIC4(G-&7D>d?nn>oA zHzl|rlM9sK!SDgN0xqBc>J|VnFkThf$GQxmpU@58{@~(Y5%tcpcB7SP8pe@hwy>lq zoK3m%pl86WV{nwD?pAp+$f|TZmbWadhBs&OY78H^wywtKZtto9urnQ^$^Q`mF74+o za<+a`joALGrYfa4Ir0lyCBb}k>Yp@m%HmPhI0ZB@)@^c~={ve6Lu^2U&EcNbA3iC$ z**lR(UtGi|IZC^8!@kI_qYV(&#<#^D;di9!(Y*l!Eie!fz&x7XW`>&NTJo$aj-Q`+ zG-wG(I|(mHqt|`RVrb|q@FBiBA!ivn|5As`%Opz~>)ub84u!zFc9ie2ujj*qfoTdg zUML49Fe#^Fb^EzYL1nb$@Hp|jOZOXf*W(i6Z={B!f7wUT-;o)Q@iLKJ*qm;^!lhnj z&yK3cOAP2N%Z@g|Avv||U!Qft?2$)Wts0kCoGX?u*2==O1=Ltmw|l5bmSOVdR-Nv} zjg7H`8t{1KE;nYc_M?dgk@+lO_-;LQCPJ=x8ME)$MRHRu?LyiJn51OJg!R@nzkMR{ z7HyT+CsBw%wJ0KcDzB(xBr?>f#*&GRt^}fi1>fV#LJA~i?u#~SLd)58t-^22yd(d- zV1~Te?DOR@WUB;Dsrf!uTz|5Ip)S?3=2g$#e)t!vB~F2(fcb4CY2Y6Mr(NcgsnaG$ zMg8e)CTjUE2a%+*3tIX15MtMKHyw+1rE6{2)5u-|8RydpQoNP~w0WBRKO&*`J?8Kd z@Q2f0-^-@Nl)KZbm9@&j4qe9d#lpic1#;bR+jZCYW0j^i?S{m&27e9h%=le@ z>OMwR10>(u@eCC-1lW#7uCxI2yKn+kofg=R$2yUVm}xl7p{JdSn44=IX!_!{Ccd;j zgFVopoBy3;B=m6lgTWpr&t2QzdbZ^K2wW4&G8U$brBbNIW$urdx@hWh&9nN`L*_vh zG1ZOR9gEAic7p&_sYO54NPVa$1u}zE#eZ``=#e7Y9mS8jg&|%(h-jL6_)xM`k z5m(eIH(_!jlrz~K)V5%!a36`% zej$x@wsTH4EVJabJSX>{bY%!Em;5=4TW&i-W1fJO&1%jRz^a777;-fbxEulp7zp9x z^`kNea!W-IO6~&}y@yzGlUl4u^w|;3?v7RM)ERkXQDXf=9=A^L+4myzRf}KUXH&Ca z)efJL5qhe@dMwUhmD0|ti<5iel+T87H^ApkmAbF;lOJzurANlxW9^a1a`N0x?OL%i zjV6zUUJgygbRTV{snfS=Byto0uO)Iws+K7v_p(2#s_~s&J4I zYQcTuS@@>(lc@ti^5oH~3Fa@}Kt-lhpY)!|pvs1ykH$H3qkhtCUElRH!c+i7{D44; z#rm)Z1tvUZ!)ebCP)YV=v4aIckusY?&=HQc?vhA zv7vWV;{Rwm%djTj_l-|ckq`vwR1hiY4w-(D5Co(fq@_V>)TSU^f&$XbBu6(47>!DI z59!*-0UQ3G-;4jt9Xs~sdG6i!eVx~Je$FqpCxo#v6)Qaj;Ie^Y#eB! zrpODD*NjQ#TWUU-s1GuOT(O(#wWl@*nw`L=w}+5Z$zY!y819~7XRyPY=^MHawL4)_ zij>J7F|p;_9@p(7mL5vh_yAnaS`G>BziU*IS>b$T8PS50(-%7ZudWV3!Bg)7&kih8 ztDjEG{r+-ddYJ=J;(T^gDPn9$H01e&D=p#qV$Pom43w?-#rl@^TNHl;=^;F7iycEw_;VE zmk;(=OC#d@F++W5PRs0}p?@H*(LX_Vby&t zm^@dpR@pIwR+pOYNV@xbFKDZ1VJZd>%f&UG2>I})aFOJA^}porscUENU11G!bzKu8 z?KV=y-NCY`Dx4;<%@V;^`A^$wi4Hb~>OvH*qaZPqsOEq$UW?KvP8Y^B==1nNAO!gO@8O&Mf?U?SfktL%D?7g##c4n?` z49X8@d(6mn-P|gk3lz4sC0d1ZJwM!XDvd8pH-!3!*`Tf1suV(%F zSK?>b)EYO=t(Y*WoVZg^{x3r426`6e5m88UzC0YB& z-oi)eNwwdo@iIMeJRRbt`Ja87bWQ2mhu^|Yb=pdIALmE&JS64G|HQ(JidK8aOBbR2 zrjt>^c#}A+Oq=85yTz(Mx$jAfe;J)##D1Nn9ZL3 z!zUP}>)^Hu+|#l|mZG%?lJTZ-`qX$FJ-tCxkT>ucsPVjkWT2xFrz@gWzrF+0HQ&+( zzt|ZjF4WBpMTarCpFNMYKj5kjA#%?9uAHzkfPa)A%_LLmA8*QRV2arM2MU2U8%RaU zg9{-A$}Ip=&9=3=Eh;aa@t!_la)N&_IZQ^I^F44-&T75`!W6ynh( zTM;*jtPd^FQ6ae*U#S&r#K@Vr8mduS;H-fh!m&!vZ*KjCqB(BSOE>jv&<9w4oEz5t zbjtF87Tl89OnSecXoi-+>3qXBhSx4w+?G89fR%=cKZ?U&CEHoW+ThVhDzGDBF2(@I zSS}PDB+Au_Y41U{e8>NGd?K&Nd$V&xd^CD8Gm#hRiF~%j4`-Z@gMC@8GrwC|8DC!} zW^Sq3i&6SsB<>G5+m4kTcMPH0^b{u@1EmAar#W6on_EdL#Vt?Yi#s?W?&rtM!lU)U2S&B)5rQO7a$)CSO|5s~TI zIZ|F%t)aVrkg}yWtam2liGDg``em!ao^ja>{5f2D!9N(}yjqMo`!%{{hDGo2(UU~i!YG^X--PId7UAyM|!pvPd-1EYg2vKVdT=%=4oH4rA zryjo#e+CoAP{_I>rZ6%GvXe&wGm4iEQPSM>-zL4(POl`c&gF-MX+oS&AHAOGpjix} z3z`1lvOleE5WVNY=I{fs$_~EZUzMSyTT9{mKDcmNY{s8V`eq&+Q6DJX_UM=6MBSpx zQ69$Qf_b!f?M`fUX6{qoGwq4f;u)(|%e#A)4}nFBlS6H@9p7j~n|@K!PW63}OhXNO zV)-7gO^AOEbXayTdat0Zl6n3`-Ork$^7Z1rznA>;hT$M{y6J{<_;~1hl~HsyzV5Yh zMj+=}8CO^(+BC_4b+0Wx&+8AEl<*%mqQ`yi&+sZQCN;ccgePTGJwiHofN+ONs0i-Vf+#Muko5NbzB%WPP z1seJY#ZNu3{3U>`$51}?PXQ@WE-pSt05L$A4u8gCzf zL}*T1#TYko4t$Nu~(c!(!xE0C1bgv^2lhTSte1QtyjE&j`I=4zKJQW%n^-ci+B_{Q1($NOR z30eKf1Kb~@XtPRL6?{V8k;3B-D~xTAC?oM;ng$EL(V;==|5UP=-@7d&v@@Qb9$36s zXJ^61paIrv8rl&*=kf#JdYhLscGX*>bWj-m)7|&V{_f%?}J&X6NJj6PpCDg(#e^Y^WfNHCvjn&cRl_3wZNVXx*Xq9 zYg0~hDF_UU4CTQkDH?9`8t#pL9$c{n$E+hty6d`gi$E%v1V*bS9t0n=V8oe~+bmA+n<{E<}pU=?PcGOBIj&tRrQ5bvv|*EfWK#sDESMG~t&0 z=ZaBaE2^PQr$j|Z?x9k^VqGSJ%x4%||7DtANc4-oS4rD6+QOpY;L8j%_3v;R2i!j%!xeX;5Nh5FhqD3oEvE zldvuzF%@=D!>AA2$lMiq?m+0jW9TPtHQ|Wpr@W0j>CdTN>0t&u|M9#+K|;Zj>tUB% znjsL%SC7ryEnNbb2p=$p3G!T6GNlMhOnBY{LU}2L4Oo=@u;ok#Na%u>vHR|=Z3iuK zF>)DDY)?6Z`X!2->61IlUO5Yy&WLM~?R;~#;Aju;9$Hd=BYsHrlHCIN%1pSx0g^sc zgto(-^v$cFkoR{jL}u9SDsxDJyafqV^h+5a!`1IhT5%oEA+09Z-mvE8Z1t3urtg`2 zZ57ShUX!0Y*+Sak=NW`NcLf<-lF$Q)Qnt{8S@jr~4TUkGrIWub?{8fYTa8%o?_Rb& zf#dks*s=;ClH$j8xSojtVK%f1sI4%et>;GVc07otwtU`Lf;6bQZC6gPzZqr31o;)j zJC&Tc2?qG_Bop*%lec2@VhB!+RdR=-A4Ei)zuSYZso$sR4!a6gI? zLbc1an`n(4WXHU|7zvJPwp6$ zZ7)so&Q)w55yoEK7#^g%8Yk3iAv)!TUox1N`+2ZWs+{<=l<}3X^7Gj~4;rHW7tWjP z^OUPAK=DLp>gb#58eF{V!FXWz{T9c*oP|{Xop>3dJVYLp2s%B_9U@QbzKUQsSsW0b zJl?N#)l=AxSc+GA`W~)i)h8@0^6jMm;4aqjMhw#N!j0L>(Z+^yt~}Sx)LvZ->G~^> z0tE7k%}E<7=n)=yhSh=gTWayMd6j95Z&XLES_0!b4;2{Z+f%>PKMR@GdFt$^pTxSH z$MCQ);jMvRLWdZTU1+4*X8zNEv}a-bj#50ATN)5{X<;WSWBHvLv_&M{KVHk&4kV2> z+Z$n>8A(OXhbxl*DDkD#I!vzA_5-yGb&!5@NB#Jcz`jeYtB;S+YoQBTz2MEqkK#eB zs_S4A$kw@2DC&km78x#Nm;Dc<#pYbFPW|QY`sim1=4*PqC1xe$AE+US7VVhwYge@2 z$5{>&yW7en8fbf$f1x5+5nHg{5toN^GZ#bEa!sA*F~*S||16i`X7S$UzYL7U8rP0M zOTvpMy>|*!_828S(*k9UT*Q%nY!QKL36Un|N1v_QTRc4g#pu?0!Y22|WjMG9>L~hH z(1zL2v-6a36-vAP4@A_aPRQ^Vim1%sm;PnE{?vy(5`cNE9ihrhk75c`rt_$GFh?y$ zBa4Zi--#z}PfuxO1eqcp81$*Z-R!phCX9Ws(-W>Mv$k||Z>?UFL{fHe;A)0{VLCqh z`;)~#o96&tMawwt1Ds+0%?Q(0WCtinhm8i8U?rJogZ`rGrxh2X$367zV^X2*cX@2< zJW?x(2mOjhjf&>|T?P=v6n5kwt$23V;{N#ePwq+h;2d^{vfgFRr%RaHiD(X$(i#&}^@TcY#pgUHuE?$-8Axk!x~?k|GBt>Qcl z%hUw**O@OR#)tm~jnpQqX=N-;PoKWv1fqL{`YdTalvKpXnagm!#3}|#rHb*g*wLCg zj8z4PL8M~Zn9=SLSEtKt*cW9xS8*i<^TD!Z1r&^$(j3TK$XFpGF$YrgAIRM_i*&uG zgR!wbMMgr-*)**6{>Q;bqT)}m6Ip*LniSA&P~!Dp{j$G0-~h9vdBv`J6J3S*;_X0+ zY-I1_@m4*pruZ@Q=3(q|ouI7?xjQd%cx4ga>V*fgD5cvh%W)_)Ibav^!8bOh$A&MX z(K=!c+EsT!cl9lXKp^i*mOS}v;tHL_WfB8bi1(9J)*s%8StpM})094)u2;$~>nMZo zPRd%g!M&^OpV%aEpNoD6emFljI6rAGag5^17Nnp72EROVsBRwNGS=*C9pHO;tnRNQ zFCJ!=x%92=-XB0CUjZ2f0OyctCJZ*Vp_GEy#9G zEtQ|w4w!c3GTM0$xm%9^ybhew*X4}O{3vIQ%&0Q%voVxTxmO7DnKB~Wga=3U+N_5r zX|js%*f?~p)F+OMM~Wlp9CemP+(JY=UG}a!3qUmu!k#ntnk=LLmqUKkBOrj6DVXcX zfH$)_%iT+QCrcr%on3#D?bqLC15S2Om(4wqUG+v7W5P|9kuy&;$IWGh63>vk(_|!u zdqJ&EZrdF!GeNq+gtWCXk~6YcH(pW)r>p8!o-1^9o97xk9Zpcy2CJFu1@|w!bmd!P zXHD+YBiuqvQ-)*{kGIicF4V(^xabY1u|Ss#ucOWv-UVKId!Ri_X*OxeDxO7bfHOpx zLOxUFsoN(#b1MNBNE!bGv9B!PpFits_+`LEgU~!j>i)%MIvcdBd?}*zau?gwno~hX zgw|2s9$9mzwp6k4y8HK=(&k_OejZ(v_rQAy!W#D(yVcpyqU)G0G1}46%oDRgUb^w= zPk`Z;K{AbRibx-bxI-bNyfg2}>TU?7hzwZU;tzM2FeKCK7hmIY|12t0xKf?b#J!+V zaXQHE!A;}(Z_m>*|4QWe%N{jL1|GRnt_qVhtCNAaU9l zfR_;euEML*T*HU+y=VCGB&CZWjOpCfS*^NlT(AN$X2KnYvLz3m$C<$xgH4&w`1Fow z_WkQ22dhryr#8Jv) zQc+npW|)hJimsHQ39S=BBT7-_oIi_R3vvO58(Q50DZnxi3O^^z);EEla6#LGo;6Wo zo%;;@uhXHiv;RPy={JSlx-o_24XQWRXn75%xlrAdxZ0f`hGfyn+0r(mL;rD*CqY1@ z`V6$k+`yuJ;EcL?ST!!*982X?)8VI7V$a>C)9O9Rjlm0sM!{ro3O^de;W*(@J_#sHh&m>OONq^+C}$_P$~H5 zET_@E2_F=$?pia*vNRa(j$%oMSi|%*;Jo_K)Yhil# z`K&#fgcD!|-@mcW;oNsPi#FWYRAS=Q;NrA=SxDnuXhPDo%loo`p)kf;`z?IRC?-rH zowrj@wUB0)=ckm(U55PFcSMeNpA^DvByz8`wI@Sj=&2kXmCWjES~|YJa(MLn$#!Ci zJwA*?DqpEtneW(_7oF06k1`BNRjKa74}QomdEJ>UI&tqnQMu!Dun95I zr9owwW;M)nqkMsgdyol>bT0UsUksU-VuwM+-V{sxu>OZ%)93@PU}atS_q$U+taZ56|N#`pLE z(~i%fRUb??Q_(N@R!qj=>KW?aDOnOTONjBO2bNzr(=UWVk&JB`nAUg40)o$8VuV1YOKrWN0jt2tH4Be+yl3pn~z9Z9iw zzT;;V{76w=P{BZ%fpcLtKC5&&rbMNDN3x}y)5-k5q@Sl0xoAZ7fu(n0R;JcpzERJ% zXAR)&oLKN(!49_Fo5wkdIR~>)A_q~W1$M@v`WDp z)L-_*D`dl(zdbZ3?lF}s$hf`86J{3Araj!#t-c3magB5Fn6?K!X!iaSzfkEfZ<^)E_ zkrKugab@a1QwjESX1wgEAdFdvxfkOy&_ut{=3dXnf88^pKjg^Hgwme)H+ZTOvHI;p zYr7QK>{;|9<7AyvQVsul&nzooRiX#$Fzb>D@S&huX@I$~8+`w|fGv6J<|$@hff{Qo z8DKK-&9wOGNwf974EJ98cF>^4(EQx9{otus063_&6{POtBUpRh3U`D*W@PQaa?YG0 z2B+;TX(RRd)D^Fz5kz(}6ndB+OwMV>GCsf%*4S~ov2Dbg_+9zXc>Q3Ne;`xZH0RP6 zc$suDwwJ3jj%(K$>g|SFbsg_)-pmA4tyOu3$og)!e_PiIIb{W-rmq%7xZ2Opn62M^ z{(KHhD4i^7iu_m3qb7F-{#g@bPTu&41uR%Eq2LxGZvU|M?xJUQcYE~2T13R(+D955 z8}ssqy8T*e7!vOHctaHjbg=#M!oK#OZWbH19JLWz%`#8#BAe6QwzC5k`Ab#7a-H!_ zX9-V^o&`lpC)AYq_sQpRb^H4F*WED${=9~$;zXNw#+jc$yKgFo4Kc2V89?jwAPOUy zDfd3%=?#RHET{{>DDdGZ4AW}-0zw<6v<<=w)DQmVy>jOe{ zeB>!a?k@Hncd(v#XGR%sRRqn?u6Z&5y8~Mqa^MNC?$0~BquGm zJ<(hrl!#+_U3FgebEq=$+b7k#$kuPMGp+kO+U-gY8@|MTI@>V`pr}v?^R;_zocq<< z$n+2hK>tsUZR*+~A1{P+h2tb=P}uGCp!ARP@E=Fi)T_CR`?x<^W}8Sxd4IdS9jN3C zaNv>;agSFV*{MqrdkBYLdIWx+03;WGdg?V?NRb(RwR7sB1Y8!!+tteO=-Od8kuN{3EgR&5w zk$+T%LQ_&K)>kaD+_Q+ynu_?Z(Bl=tH==jCL!eO>|DFr=Rglv{_@?P79k+kY(X(-O z8Z>D!@6?udopXO{#cVS#`hVmmKA;A&JBkXDVXJMoP!D@1J#fb^n4sl^T_J&_0;3LO zz~o!Q&cf*HYlqLxcZdc!I;Jr~k>VAGYrXAfh0%6Z=C!XOj}b0`@yW-HF^GJCXAPfR zPxz4BoxlF=4DsjqIf^zC5!r>#yKcHsndl>9*;4bIy>PWbhnI`bLb-8Nlh4N3imbb$ z|E`nkYc3|3K_yNuV)1?m$kn#lo)~r1P34md09LwZ_+J|m=U#!Wmpp4A=w%?%U0s9a4O7n4M?>}Xxe$iQ(% z-EqJ=Yqjy%pKUM80^|dvLjuW8i#(7gDey>d(#_h?N=ihr$-!Dk^99hW9s;xB+4CSO z{o_U-BzN51pHdBP2q|%Mf_zyFDTtzkoA%ABXdbofjcyn8GzDpL7@2`J;Y%=3L)c@YG+9U&YmxjRlX9mV=MoAdp)pR6aVt>GDVv!54*+Dnt(d&B*S z|99S3E#f%HrQwCo!~o_PpD=5)k*3$%tAg0O9_C^`LDz(SW`lq&B+8DX`j^x=OK3w`T z#gqc7yjfOhflo%Bkd^R;`1(Z#fI0M53D@_LF<`vo%{dupSP_BHC0#VA2FKvOJ?+I5 z%Ni-+rOGXp6Mi!v#UdM^sg$#BdDGSleONf1JgkoM@yu74ZIB7Bxl}$|V$z-5qv2^1 z0SI}wja*OM2C=IVQZ5@@7Xu9YkWAtNmZ%PH1ulJo;$17hn$vhY&_mcVh{_`MJPu8W zrFIy_NKMw34@p1oI_7T7*bj0=;3U~^FLgI)PM}0T9)gA`;hKwvmc@7-tbRpNLl)P1 z{g>yI-)4UvjJP|U68`H(^~|%(>!V7el&!t`W?1<*N(!1M5Ox!l_t=PeI$y}w>PoJv*=)Fput$MNM zyw9$<&~s}ga*?mjGhq7_B4g(Oo|!Z1+E+ATIz+$?Y{~P4{U_o*ZfDh8^!inT>4ct= zpDk4DdGH43U6>|6)@3Eiqv`FC@dLRgxbrz!x7+g`JM9@{GNA)qi641|vqCuLU?S$t z%~WaM|Ca=-(X9x&b*&ZjWx(w!6jn zGB(-vGV-NYd~o%2Q^pZ7BoS{%8TzF0#D}?Ahlf^cXxTxrwRq7h{hESmE$EqLbV-Ia zU)k>XeoM|btORd&EnLIR!)QTU=1J;@t$JuGPUTz%V;-J@#Qe~ZEQ0QmUFtC8#byuC z-&vo$(LdJecMrt|@ngj$>5}Riqz3F7gob%6+X}BeEsc{Qp($GogBwjUfdo0Q;`&zV z(8KejZD?!|HI8>}CG3Veei_2iIxV#RMuIHj9m*FxrIOg=II&W)Py7p3kJtxx&0tPc zBbWxyO6quQDi3q7O&}u=Q6||`mgT&y{Bkwntyk05A5$=N&E z6t?b3y%9&)3T6p>>Z?{E>cEsNt+Ix;-sf8!NIqThEKXhtnmnUld!+SA>AFXz;I|UxShh{nVwy|ETLVSY6>?E7rAGaHY zsB*CLS1}Bnj=-G`TyMDNg8&3p!+dZV$NXbM3V%C~0MZ+|KY1B5z1L>m0-8dpLnDf3 zSF@S+vff)d>@5p_Px*Jj^%5nYD&z81?Kn4_qi+Aa3LCu9KhcVjH?D-N>)uRY@AhX1 zO6GrVke<0Nl_TxE=IW`H_w{V=A}&-lx>4h2e%G8b@B^+Ab>-^Ahf?V4=oc9DFyi&H zdfbeBbV^RAl)5qQ!_(yzyfujgLFt`*{Swxj({e*L#c1B0p6Jk{q6Y^C1HGoh({)p(X7FN#w_5?SxD}*w4SDuz9Dcq%_=I9Y9P+=sp$q%zr_(EmL z44s)jiU?Aq%W*8wV*TBhezeu*@Pz1d*obC+n*t5mY=WvM>8i()tJ!rYNEnLg4ubN<8#Hj zQEbdJ#XPcDe1XF3f!WAsn5%XX#9~1m>l-C;Uf@WLI?wReH}D9(l_`8_3UXk)bJDMN ziCWj{OL&O4Z;M^|SyNT-E7_pBkW9%gCwXs^6X`aK*vxGG0x2$rR?ihF=h6Ef6__XO z`zZr|n&AftVxw+{h&mbZ>9o!X#l=pd_oV~+PqpLc=3%mP)mnnPJT^KDKlpwg8m&@J zmqB#9*+ixgD4eBg+a%iVL!mRo_}XfwW1I}jqu-MD zK8{>JjD6qnLTkf<3K(>MI1Xhadjadd{-)XfZ6IkW{)o?vx|L+h83Z|qzEK2`1L0n z_?~k}gyUQ`?Jb7EKdOEF9k{e>u^j+i)YEblR(Z(fEYe}*@P6T|58q1$PDD}QKhXX~ z&I$D2r^GOO{pzSGwJZ(k0dF9~>Ku^sbd`wP} zJ;k~dU*t@8c~BG=nDQTpz`wU^o95N?T*Jh99%fECi8ZD$J_v3t1_re%Ba-l3Y!3Y+ zlz^ql`8DhrVp=Gq@!9%%PQpErM$K^$Uj7Q7ixX`{eqbjTvMKAu@104lg7K-8tWuRZ z#n5mQLK%65#zGA^=49lO(e(F?!<;_m=%5OW&cW<=q<%zfu><9jnhe*a!{GH@qVh z2!g^8jAw7)7i?)`J9y@{+T0;y<D^4A16p$`Tv?BUUb`{v}0@VLxTKEI6?*h>MVo z*Tz0AF7nEfQa$qGz>ia2*|*=c^B*Bdpd%~f@?4~3!GdywljI}b@-y6%4xdj!r01s2 zMgs5E18t4aasQR_bbpct-5Q4z(O%tq^t>R#)I6s@NU`5I+fy3|%T`E?XaxZqA z9;{iO=jqSSWgpNnb2M?C_xCdxQ-jy$CtgyS(CnVcaL(fYf#(0<7yF|iwdcVA5n~|Z zfa$HTSL2%sP*@j`XY+{?&A*lt!(PiBEl*67-XAgSbfsq_s11Wr15#+gPqwm4!`&RU zs6=x$;X7>oMgEZThAC@DvK)y%E5hbwqyha1_zN zKI*D+36-lSGwL5o`v*$-N&JeiHtKVR2x~FyvaYH{Y0dq*=^7BjEBJhg7khAGo@2ep zMf8Bcf0m<3$nJQ!>^R-1m8XePpN+(dTsVO_tn9FpdY#k zMLkHoe((b&t;ucJNc{z;QqNq?0xcL%k|U4UZ^k%k!fG-JZh+AOT?)h53x$GDiNO~) zmN$IuH(BbtMzG8Cj=zRizcXN?fWU`&1_2R%+>pno1C&SP_&*R`MRdcYuIWKG#UNJMs^7+hNo4Kmr5n0%FS#fC{Vo>l-2qt*1H>$%STj z7loON`TtTRUp={YWr6siR?aSkZekFBc5y88nT}|)_vLlq${_i^nclxZU$1zBf7ozW zo_zW+EO&RAb8>C$RL-Hbtx3)%S|kaU3-WmZDwQ?J@-MUODt5%Cxe1zEN70vwd4Lep z|LboOd*_5Rk-I*16s-4Rkn)orBo5tx=L zIgpx;<$2+hYA2pDJ}m!D8Rs~E#fIB`o79X`Uc)2YaqOHJhDzyNa>HeC9ncCe^2Tif ziI6x+rKGF4a+?jyE0<5+>?`aTArsuoSi{c$U*f0%u|)-+uy`>tV2Qt{wUV18)9n-M z^(+k5AWTDl0ylaX07iz`yq$EbGn!Y=FtW92zpA+%IP(^4KN6aC`Wg?Y$bIdUYoq<2 zPKBqf{d=Neb%|ABrzpqyI4JHc=c zLZOiU^E==SSX^MRY`u{h|GrSu#y^mem`Vp94EIQ02IjyXO4g6(Z0Nta0?-MAlSsRf zP^K^T5@R>Nw6L%EpWN7YMC9j8eVAX2OwQiqU9tw&_-C(99VN5YYL@vLY%K)i zrd50fN*Ds1ib#|tBVMlUnmzjTqT$ZkGj?%NSkrpw>FTxN;REZvWwx<4jiTQLdkxh~ z^M6_`WN3uJt19kl$5FkY`l*qrTV*sdC;T>%IcFX#N#2|#29TWE9FKpyH`xU6N?i4Wv zG}uuQ`QSfh!-P#l8JH0&=wAadL>J%WV7}#y72Iy7oZHJGvv|DSXnD;sry?QJ- z#@i&|k_BaI98nOqqE^26&5nXJCG(tkWzjM&wdl6&fmZPtrc|#m?VO=DsooWuIXBIi z)#~#MWQ&`~brW)FU-fL8KWawa7>$U$c;HyfIlCj%NBjVo=Kb&w^h(_!Unzfn@OI@> zhDFccL3FOY;ycUnWX9}M%WOCiQ--x4Th1x0k>V>PZ@;lR8~GyJvzi<(YnGRb>k4!9 z#>pE*k3u1rUqhNL0J*?x6-G1n;Q~|HlChc~XUaI&TEcEph9&Ex%NCikR_E#Naw6rl zxf6{KsN|+HY1Pj^SiD*5TCHlf<@_@2_>*%1XccgN$Ijd*s79s|eM*}5{v<5~jhqGf)a>}uG( zbH6qbGs-k(a`4igxe>W+oWGvV3fyMh3!?aduU_vmqjBKhcx&;87Vchx+<^savN(d? zL~yUwzPsOhc-m;h-o-0EVj+D^;W4hZx8+A2kgoJNFfdC%zFCpn&8`2KDE+*`YjruM zG7|5M(K1dT_3QbHWVAeN)CccZo&U7PW{09HI*4#9*7Fu{_QQ1~NuA8jVAn$H&85Pk zVb>d_;q(~-*D57!@786`+XG?!W1#la2JsdpAOM#nG)h=T29zPhFv z&0*UCd(J0s81BpjW99mn*{8&R;zicd?hesW%C80$u+j#5nYn$#T$o_L&`X)T{xIx( zfy!iI%Yba{m{lV3oD^8v=wvhRNm_jecdt)r!JUTmK1^1YzPTRGJF8z0@3BdC)Vs(# z*ZkHAqi9oKFKd23%AtI$yknc(z_E3R03~USSJi9qov2P$dTZD(qC8#tc-Nqd-d9wk zSKbI;92pk;3iG0OBO#In1nzVl{)rs5MBQAFy~l z@r?Mcl9LtTvIPpbrOejukLDsN^* z1z$Jp6obW|=v6aFFM24LAhFlyep;c^^S-tDyIxLLb`uOw{ofJMXb{5-1BEm$*spLn&Tt7h z!GGYU3Jm8hGQE>buX5rX@MLOPPRYUsjY_kZ4xP&qSa;Nt&9zro`j>Q{G4t2~B7XRV zIRlN=zLF2@p@JX;xLCYz)M9qB#|p%6=NpalOlFJHf*AX~%)WFmPuWaY*2NfcwIoe= z+ECLGfFpp7_*L{^v=-kkb5>qkqv8CDPeUfK1Mj(0eyX@xP@_s#cPxgl>A($Qm-tHi z8*u99PPqDYfm?0r@Y$lG#MnWq7I%T-ccP@vNV@hl??PxAPLz+_W%nVo1w^wYU9?w$ z><9I$eVAPp!H9sCq;AgRhw#KE9+o$gLJjkH%+&B+dQo3t^+C$j+Q#u$Z^5}v_IUn{ zW3|gLIbK1*t$XflMC`>n@N(<=MgQY?19?VHM^gw|c>%4c878*0R* z9;%95Xfod4R|ck-U1|vh9n1(+3?-AfMY;P^UaBfhd(*I2Est|OZf!4#gdSLazY&{? zhz>F=gTxh3!5o(cy*3ioPAEJrf7mis+GSc-OPftc2yo?(_ZMl_bT`eQhL=^Q*vU^d z*e%*ad(zno$4qMN(Z5(gFSk{ITBTb4L&_K~TGzI-a#b(-au3xKUa&SIc+>mK@d=-b zwLCYTcnwx0LZNYmKM5|iN@5(0g<{F^VoGQw1b4OS?%5|3^u zah_Af#&pV;Rkj#(G+lC9Lh#HuK zfTC72E zwZ?Wnj@KFd0&OFr4gSWPx_QzcvQm>HoRD>Y*~n@pPWdYYov$Mr+05sK9}bjtXQwTF zlA@S8=8l)wFM&*$e(NzQBYHl2OV1;^9aP!heG%XuDc*nyZ!6&5Y)r)^_P>RN1<-en z+%|&8y9?me@Ay&gj7A9*Bz{b2TUE`CWr2owlsyO^KK`NKqnuUBb%Ed?@nmS_hK<)CmB2jdu{RBN2G1 zQV3YrT&-`h)I?2h|D9fG=0gvW_^C@?amG&0+@e&Qovqn`x<#1)=2cJaKf+TVOjGl& zxl19}o%1i6n+H;TiGl%KY=1t*qBvx>fX5%T$)*__G)s~Q<~ zM&1=IC7bEBWoFa{EmwSr!MR0rpWX;#eUc1#BmbZ`*c0;zEsk(y{~V;Guw#A8g&T%8 zgO%Fsf+H59R~iY4r?vL*cQf41zYBh>Yg0GK5&hxcg3&`P^?)=VV{iVG28iS!&0ycD z%>3RZl(zU$l<5An7Uh?mHe>~b+4?nq?1vG-*!I)*X=toJpOS;q4f{A=saT`X2}@D| zH?M@BK0fEH_ZR90M<+rmxkh~&^`|(rtFOqySUkXOa`9(JPM-`7>pY-4c!%^2>BUeM z%-PKIwOY$`1@SQjGBZc$3s+`?U-N3*^N*q7wj=k0XK=`?voOHm%U1158|1Z?p&uSB zp)X_;<+=H4RDsz0%KOT2A)vls#4S~ra>XQTXW>O8Ug@LXG6!ZFUT9XaAN5x?fgFom zey7Z+de-lR#maPu3H6QjjpGbwM- zK7C(XTiB!EN$boIvhGjgT2>&c+R-4Vy}hpK?ZFnK^!j4_1E>ay#XP3hhIixa!}7Na z%e*6d>48n3Qmc}8p0MNu6U@i~7Y1%PRxl}H{z|;HDp$i9Y_p2~!0+>0{zE%k` z7`x%!OYy+DJc93hp62~QD<>v!%}Veepyr6Jl+_wB6LC zdi?o0A^#Xsk-zL)eEH+?;OQpPV_05zsD|AAe9}oWY16#G>p0+yZ%?W0MWnlVLvU{P z7I>@PYTzJiuaE!S3jn7OR@oz_Z%gm5Px>(0ka+oh%p1lI=!5yVbBT5}f_SfugLnWq z8!Cs|v86xUhVEQ;C9P%3vw=6i?;y0M%BufmfI+iRbQ8;#Xtu5zovG4Ab@E##?KTVe z(n>8&x;OGRU{SO(Pc)TPqyL$ycH^dEZJLt@hmI?VjLQpPzFE|@rGx988a^7$FZ`uX z++r4`ucTr5HfpnDnP?z2e-!>Ti&?v++K|!8UFZ;;YB5NFr#WfNn=i`JgN ziWS)hOM0HXhlPFL&=fhVY+Q8+DbMNphRe{N+cF2niB+h2kN<&W2XIknL^zZDU2q*o z%CT6osc!qRoSig#93-v7srtumvn!LJwu!mmPr|~p-ZczP&7G0U9o%`nwKfuZig*C= zotI;vdBev)EU4h{QReACkdV{K(Y##OJX_H!FaAGFx!-)CvX1^*v|N~-^sX@E0+HnM z59H=*s#zbQIgXc3y-jnU{9D#9n)e^bdT zZv~2px-^613G-Lax#UN4@%`k@>~9_L{C{#W^arn?`O-n0Wp_`LegU`Xys!#NoWV*x z>$l)yE#lp$UsZ-dHX}9PEbFI+MJOmpil9HQwa(Ug{o*p+Dr&&iK`#`(DMZ)_hHel( zb>=uw*;w}{d>54Nq{VU{Owgs@uwxcS8V`2-9$Oyyb1Ar^9vcoZ=^q_fVvZ*l98FXr zy|0yIW}iPzlDM*$B*OIi3&jIDrewWR)yt4W)6}Mz&s#m#^ThcFKzc7;q|@jZLN?sS zpv4<~WpOl!HA3H2W zZv*LJTj!pwn2nBz^>W%peX z4Q%l@`53TvA(q5qH;X-$8%+PBF5(w2Jcl~Im@j5u!T z@Vw*Ti~n@%6X+cA3Fi8ndisSSN`a%1Xe8O8K7%N!`T&50dD3oPY_i0 zPwSD1W0a+2`n9v^6++rH&f>g!Tncnsa

})WZ^ETHC(F3I=<{^JCbkSARjZV{gX$ z4GiKA8(S16__~Mp9+n7DlVzB4)x{r}`Tw}?SWY&4n|LU};3^Ql^VBDfKKJ=w(yIs+ zLPC&Z*{q6xrBjt-(ok-U&pn+qR>tsq&@==cE)G*`j(dU50&8}pabK&E#W?>67pwln zNt~w}eO+p%ooY{O_qlUQvk1v~#+_xgH|dQ@*#v7TFa|xwz)@Mxcn(|(nkN6oDNX&2 zW>RtaNDubBwOtVFGl<|P!0~|j6#!7junjQ-Jcad#TBMQ7I)}HE`=qenM&5dw=|>!R z`nkhVba}ZXl?5*m99q>z@wi#f95oDO6d)YRYheFFOHBQ@VBEQoTNiW4+b62!b!7S7 zu36BPkarfVTcc$N>%3$^Jo~k4vu@E^pS3`s6mR&Qky7Iqu`J00Q_CC{PjYWc`^!xv z*qg9t(S;da^^1mb%mI42X`Qd^$D|lfY3^TEU9$y08M@?2cc718SQRG-tYKi{l9xEZP-Nw!m2q+t&MWl*93R87SS85*tyJR&Y|wWy+l$$=aTIEXDjmreeKVsye z;w7=kKJ|xLSL}2_55r8)6EVF=tMWcD2do>Zb#w1Q4r`DXdr{aYe6|U`2glScG_Tto z8@Q(pZAMJwga`o-__{xIyc_ucD<&Z;F{P9B`!IN3Z624&eW!$b+t9`+91 z33U92ioF0}8Q8uCn%4l#6?_hMY7Uu;xNb{mS~UbFetx)Hj^dAL`2cMWVS@jAvl%M4 z5&@-d!uH3CuaGVHwEZCF#MxM;jjVo}Id~RRFuQGH-tY~s%n>pz5iPF$iB=he7!jHs zK{*Gb4|IEyK*~8z)!en30SR3qxS5^D473+AtQ2Yr6J_A1h+@et*L~dYhG8zro!o768^*>kZ0q;_K7Rl1pFQ?I@165H&uh&< z(OP1J@&nNm4{N#J4TS%>(<&~ji7y~O!lT9373oOR$`F}Ne9c|MsJQ8h6?Tr1XgqxC zY-mrP$y#>%WC;a1rSyY|3Q?ua%}cEXUH{pb@I_|MS|`~3YTob}$rJ+(#cmnB(^4Y> zbf6I)zk%XL1P9~CPE3gzy~Z`24;cdTG?$QPnYrj_2=MIA;sWtc)H;Wxw{EW|NZ#XM zRG=6_ynmX+=DCWDSJwG=kvz(UFO(nRbD6yj2%wnhpd;ldbD?V<|Kvuq`{jRZgC|1; zy8_XZ1IOVzZKVs$t53^cm(+X?E7ds8)7Bs#Y1SpgaDn z>=oDre}+eDY~vdVj3iocd};#g>1Dg=GyROH=!#{#fn{W|nN1tBYfK|M`c0XX)epZU zpvUvZ$%k5}rD9D}^tG|Sepc>s8yOADwM-Pw=)+E54(M$Ylzw;X?H%%?#*4`w-GliP z{AwNOD2jM8Y$^z(>m|ghey$Kb&%OL@V+bB@q(IvH2;i`ld;i%~R==XB73H#)5uHcw zy!1SV_FUQ@$hI*0PkB#g$nMcgdcyrN#vS~6h~yq;v%Z&07qO?0bs(+c-f$f?a9ww-DmL zmyl$`sdv4k+0$}_p_OX~3n~c{HN0-`VoNjCNj^MFcE9S6$i1{U>KNxLyQ9zvtr1M{ zlhYaaKrXFnJn1=m#^g`t7hm~DXK!hqB<4Q}Mz+pRIW&0|Nq=BCUGP8rQhx-d9xpdc zz{@JsG`|YAXjH7BgK2^-S+fdt5z`D^g8CiO{;^5zSepF` zVhKDp`wC3Lh=h$?+8bsw-4AGKkdM^5DTia}T9aW>biaZ3zD9>sfTev<8X$034GPna zI+%_Fbl62rf7h;;Id^6$0Hfx6+8v;-8JlGca(TR|RByu(IcnC!kQ<~Gt@f%94>VOF;DS=p&P zkHJUp-?z-fVLn;l@KCi(hc6_VV&BjSe5lV&RShe*`FdlQ#R&%QAids|nax}%!FSr$ zsDHM=_PjxwkEE`Ux3EMM`zmI4iG%e{wn9rbmJSEHy#-lKFM$8{#l}+$B1{Wz#`Qxf z2KjeY$Jnkjv9@!0AdGdLI?(~lmy7WA56mn8azC9(-H`vsw)dbcjqs&k?On^|J`@J6 zMtWPl0Oi%bJV*Czx3K1k;$a%>tps(4ZYV{tL!e90>^?ptUUQXew1!J-hZoYFI_t!&(GKt|EIM2-F zmP8u7RSUOtiwyhi;~7*`6IDnLwgCL?O|m{Wzdaz=GJ?Bu!i)|C7R%=z5itB`s%76F z!=#@WrkyTeL%lfZ4h!Ng2=|>%L_ZOqD-95O=opjoZt-REhHT$bbM*LmlP$j3Ba3eQ zTUe4w^E4#5I3Wt0S^u1&#cM;a&4xpDc&2&o#z)zXUN;c~eUxG0q@k+Hk`k=q(lX<4ic=V$VNP`n=a&!Xi;V8~;_!(`i5j zPx4fLv@*k9A1)EHHkO*{M|k415h_uWO0Y@mxHxnpNq3dam^2DxDZq@G-x#|1dG;AP zj-ZWxg}1yMrCKwBQe9rNb?%$0<7^aao$(qyy9-pV4W~8c4Gipn*U#MJ|Bx4AAA?T+ zH$s7Mx`wLK1Hqw}hF&K1{XPIzkCiv-|B?i?g(C^I?^+aHhUh-HJ>#i)#i^2+;~|cr zMLvHg!d%Tq-~p|JxFB#}V~=p6k-B)ftzIKOL>K#W*!{J#r^=$EIQXV% zAb~8Ox(#`q^C2hNRbe*G$YhOL0N+~p*(0AQ1y5*yjx4MGe(FtPBM;A+=rFqx^yZ~Kb4{lxH9 zBV$$%FhtRjc#LolZ$c=~T1?LR#eZzKPHUTL?KSw*x>S!W;>hBvIW|Vxk!3RI zKn!~8HvXtqMpWWw(|63BRAqh>-s@KPk8Ykq-ZXO=-1C392YMf6H2$JxSRv=bK;2{Z zqViX7mD|Km24cGAdEn3o6F(#*Od~B~nfa$%`Eqz0OnK62xj=-l2SN0W{KmClQF_jA zcfKkAg}1OUR`;m=dSBz~TMuU%x4Uw<^<;suT&87f`}-H~CGg8~S9BvI9}^C#W~g1K zHgv?XM^?X-;=YOS)t;4IMtuwt0CE$07KiyFB1k(6LU`S66V`FqmaGx)lS2Bbhu;(A zO!hB(ZEvjX0`BNIeZUl-%Bh(ulh~p+S1{FriK@(t>>S{i-rSf-`g_12Mvb&qz;k7y$@0sk}ZX|P4u>T(Fos%D6mdwyoNE?z0?4l4{3(E1t<-Z^7DoRU(# z4f&>Y5aL!*P+2lk>z+`>@H%?><}m(~S04Rdm#)gpsT)^P{BOR91(lr)4H@uMLoHng zm!k)n7Hy%&>0S#Cxog4BW7nd5w`={i-ff&jxC>;K&Sn4i-+j5yM$Lf;t+W^0(LTjd zF-x0=-%Y7d`)~2%cfMYFt4CA%wuj@XEbbU=MZ5W?aE4_*n-h$=1j(08tR8h9k-tA{ku5QH7)a4v;C&BJ z?#C@*S<)kNyHAX)tK*mT>UAWs7kY)I;*8kO>JcXZ%RvF4i-10+I~7^3&53gyiJHES zb8t#N(S6I5zvrGtkT3dO4}3-Xx7RK_NUfRX`I_-wm;b{Tr7H0fr`3ko+W+)@a_#%v zY`MOIJoGe)jOaMGpTUF90ZEV4xeolL*I>QATCbY!oO_cN=n=ylA=_6j__0QtjviE| zm+4dZdJmHzsp`j@O7^2%mrSy*%Hnb!vSRTpnYLxxn6_#0^oR$pavE`*nzHUiew;Tkui!{>d96m~j7TY*z;I#)73D>CZY2mC(B>PLFI!8Be z-RiyjXEf2^BCf^jRQ!&;pWz)dMeiuNp~Dox7>2Z5^ct*aDkMGa z?dRXwUI!DcKm~EY4>%FWHw$-#R@qot$M~oVSqW(>O=lG;$L^E6WLK1g%%-sMVk?~+fNTA!;Am2afR6NE^E+xM94cfga2jRi*1i>*x8g5kr%W8~8cgXg zW#1Hu+e-&q9Qx*SeiQ?HE1Z0Y#)R@PEYb)F1%XArDZ9V-!{8&iaU(%IfaS%dMGO!D zNsv+>wn#qmi)lh^U5OKOz)ar1bZoZ=eV$&pph~}73RGEB#5+=JCVT?ztsLiU-e=Zp z8ArmkluV)swiw~)!%Wc~U;n{_Kaz!Cs6niOg3U4LiH4vckY|6pmpvyD#RlZ$Kb?yI zvMd{mz|zHdjn}tqkldj%Hi)}bZ^}%%N99HXqqWz=84tCzLSzT8JhLr@eZ*;)$?+eo z#fvK9n_d4m9FRc2rV_KiemQy!!}ta;qV8(5?$glQtOz zZo1Z!{)3%V&y8@e5HGJ^Z-N?){4|AyJp_+s)=LM}qa$~l1x+bYADxFi*{#<^d|SoD zZhK2#Dg?bhg?SCZyCO7>G-q%n(-&f2E_`RP3o{}@%^9!9-4QNSWpk>0M&6}*U%pdf z646`g^@pxb5S2cs_9-GBb_fNU&Wr6Jjo7yM}hFlPQF_{|^?aLPs zAaWA+@fzQm(;#?$SDW@s(6QkbLwY~e#ExD`crd#ATr%?b^WibbSR3fA)}zf}CL4Q_ zjf+%lFYzquPrV_aq^p>F0L#If})d7&w(H}yU=_`Tq2`?8O-ZXpHoDzH{{r$OklsqRf;q$~QD4eEn zjG_LYh8mXp)bx}0Udy)RgT?(o(OVCZb6{UFiy~_EwNn0N>SW$oXZuH2Yj1l58H1O$F?Dj&=+vcy+_PUgalvS$Th0msD66&8MXWn zaMdKA#PpNk-wARvM_YDfLcX*6$de=s;^P|8T4`#D!=t%vZG#q{=hnv70=^-l*f|L! zsrH78nYntW1UCltg>j5y4?OgF@_hg9Kq(7m#j>jD?eG7wjhD4^S}xozo~rtC;Hxh$ z$O}Dxu-2#h1@qL=;~0^qZ8h7WyebDt3E#J<#HNEX}m^M z7sA*nnq8snbTY->NV;q4@jyX#`^<%-2RX<_4QJ1aB#c2drI?`bp|nMc9&APxgHG05 z4EPy1o&H%2Q4sNG@UNCSdUiU-`Qp}z)+hXNrDE@HC9dia1t{}fpua@?K*wd(oCVXE zcI$(_6FPvl@hB2E`(}b^aWoVUX@DgQL_}VTUDdjfQl;f4;UyzK;;;R47-57@ICnQK zNVUKvkSki)`b=UM1Q7C`Wfn1ve!`P+BB}|wf70ZBw%y2j_-D!L>dSWLd{g6#+6%$!tf`g4DQL&7O3`U3RVv(Mo%`Puo7-R+;{Wt zA3DcXjzb)4MR#uhIgWk1d}G<8@{1$N(8g$c8)AU}JCtb_{e>kFS?Rvr@!`E?srTtFtcw!U8<+pt^iQ5sa7*m&@_ zP<$q-dx@fUzV&*m@CF;%*x<+_dVebnbatc3$yx2=Zc}q}Q@&8P7{@ENq&e(=Xm={A z&68^m9=ZlIG^?qLya=CDiZ^vW)!bxpapAwO-An!cM%{-SBhmj^Y78h?Zp6xHpf-!)d6@1j2y%S$pMDu_Y7m42Xy*x znaBFJj&Zkt7jDorv#_l3Gx`_$A^mo!AP^Z}Hx4!_TC06oHKCULaPg>~r5oK_j`{Ya zDUvlAZRoKsskrehOzFTP7XhO@*?J#(*)_M{V10)N_$j{MEs~s74$K~0 zA9W4RNB$5Fv9^rmzJq6R2zVO0h0@;C_WUAU%=myP?NI85EEsUROblSSLT|!PYD>H^ zEL^Wq-RJw;nv|RTv!de13BK=PvK7cU$XO?KO*+1W} z_vuZv4?IJkXa4m4GOo=HkG=?6a|hVbnhikzISG5xqQQ`|Z@Ky(pkMykv_nYi+KLE@ z!Zrs#`ESDA!^5NM=&M77sE=mTD^oU(LV<{&s@XdadfWnDS=l@23+q+A-5xeRQov*% z+!MW!{>#M&njxnOssB=zru6E`o9S+y&X>hzzfjyp=^5T8U#u%2ZrbPnLq^(*NEPh8 z`oZ{VO|#yf4;v0don@#Z*Tg*_SB^K|!|T zrYanhAwb(jppRZ059Kl70L1au|JYXb>Z!nholT+uzO;zPGAssCdArizC4ko;{Pt^% zGNkE3(j@ICx|F#vflpBpn?|jW}!xCGuE&s=c{)nMnej@j%*d+DK)CPb!?mr*8 zXVVq_?$?h{b^+HPwaXVE8_`)9^Y~8yES6dtftWb5T#GWI%NDlBRij^5*PiggWt8a? zemw}e0hI`yGI66jygE&~R=~TOWN}gT>Fp~MP9*qiR8{}mA=Wm7_jiKg_;N(iK+f8D zMroy6((udl(;Ls0>p#2ps)V}p`sF8V_9mIR^nR&%!`vA0FyA+-ZG39}W(-GAwpfp& z2j8iusD9G)w(pujb*Yr~VobxEOdtbp_XRX6!&Y$?F`Q^2ddhO-90u0>Hy;OTIzQ}yf!uJN5IL#cmk$;K8#yE`bdFqDckG0htUjV(gaP;Wwz>dH!88LZemA@4xQqI~KcmBtAO-cY46YYDgDIp&pU6u-q_>N2m zm=IA5xq;uZ+NF2jJ_vOsW;6SqI&VU-TL*kJDA3yk>`#sj`$q*N+W;&J!3W&%Cu0An zL2fr{2u(Tk7o>a9^bfYuF?-Q1B@7EHey2r%PVgCi^4c5}(T|v>u*OA$t^8!)@jNu9 zTa4Ok)*M0FJOxwNnP>%8ierl#1zha;Q^}9(3{IhyDZ4)1_ zKLOLk@&G;R7`;}qZB`?JQ`7M4;*bz_&l_CwLJ@};_vQ6dX`ggStjcSUTmhx{*h^M4 z3~x5YJ(Uvc?=ivk!ib80-xLDTNuc4$Ij`qgB4%$G^M--qz86KdKGKddt&CSJFMun` z7lMv$+1jd=|FzQ%l#Dv3(K0efzC>u&d`9p0Xko9VfFd>?6n*)}_V8=`qb*w~c0Lja zl`1WjPr!3ttD8awDkJ{8r)77@TL5+4Q>=Q`r{Gb_zcVwUk(+%QKf9RLy&if4NNzXk zl+) z;dlXCb=SmCw1Fo5yTnbp;7>8?deq z6P2gCu9yg!1-c{d%f#0aX0TkCtGC#LWqiK+Aaq-+yUX z2%9fl!H-KQfBd!RpyI;k6>g=0#}3**99u5aiwP)x_)do^5T}NI*;0=}I4rtdY9qSx zCbH4kOg4UuA@26^Bwy@)g#8Uzn_U6t;{a79GOl2Xw6|wc{k#0ny3Y-^8(Lv(kES@v z?)2XmFVdefoD1Rgs4`v)kQVx14QaT!}X;_^qp3f zDR|3@1s!|ag8GQdc$!VB_WG?li6+PY82b3jg=?y+4c_m4f_FCURSPeLA=zB_KY_K7 z6vEov{?qiiJBsy?Ihr<(h8|b~YkU`1b7@XIN)?GV8?9>iyVGoPkIIuAvZomnl6P10 zODx~CKwdUH+>X+@4R!HRDeVZEz>NAzO*NmLx24Q~+`5diOf20DwPaMxH?r4r9Qvd4 zn(P)(QNU@=ojbZ!>R$U%S*+Z_CV;XKpWn3c)T!_KP^pm*%^;u3>NQ;qgJ@ zZB%q9H$5*;;REZMRjx9mPoVWckEQ))nq^hH8v5P5ZIod_$rw0N>wL&kqJV$s)!OLJ zO-j8zQ5@a^_F{(|9kOw%l=3axRLb0oEQ2Mw;;!jHP{zpB5- zK~dFemhG(Ogx`i4Rn8d3bpMgAO|*Iy`)hR#3z+_t>E}1wy?}aU1ZMj_M&(Z`kHeRE ztK+p^vplC+5@Y4s3?Ef+1w~8qTo19Z3zw9XLi;Yl+Dk(F#fMB#LpU7&*s`Y|p z#Gci6f}%b7Rlia3k?}5g9lKvELT*y7(hoeQ7{r|;U_y{j_wmeoP(=C>SmPx3exOiqW)pX0;1$LGo!e*M=Kq2u`KNo!q@rx`wE-g;{cTY}1Qdu;!XmR_30?;o=^D-z!dK(O6(@cv;8Vm0k%syNH z#}?OeEdh(gYCKjdxu=!oAf~!yJRdLHfx&Y{>5OkMobiRPX8AdiCiTp%d zFr633O37x{cKS;Qk1c8h+0N;Bg5y=c4nGpGswcjKlc9|cl?ZJ$p0%MM9fVfGa!Fq# zHT?=R4t~@O(sMHWHTxBu@;OCu9jFE1UgR5d&L44H-XGzJzWVc15tDkyKuZrEk`2m^C2drbnCSE=#*`+=n{Pp?e z8gPl<8I%0{+z|c+-sw{S)Yo#V5&&?1BH!4P2J@P$+k2LB9tcf^>C|eb+!YoNDP94@ zs}O#KAywBz1NAAthhzVop3((b<`{H+ylK?;m-ytvHuT6X)~TLbv8Fp>;wQ-xwR3Zs z3F*br#m}|>80pS21SqluNQc&Gcp5hK`Z!yaR}VObH^U@yyKU_lQA-);+CvQpYq`X@ z()b_Bsy5lMAx+^#QE%_GQr)S0rW8H>Y!WmNbG!+*5NCn+jJoOjL~qi*&j<)Eoai@8 zz2kJZOjsk#lK;EUs6|BRl*m7}$Sua@98&7U+Zk8YjHF(tPgwBVs;8xOyp4dqWu0z; zhf6?y`|w;!HU9Xc`AcT0`|};G$-y`gzEVAZ0I(0%X^H9*ytnn6-KeJd#$^SwY5}__lhf7il&{i{UmAj0OLAxbz9#3kJBrnIvHw$kfdW27*|xySvMja zJ?mbJ-H?tY*1#k*@Zaq%mu%$rvtiRk5D$Eda;B|9B@jBpr_e+TMo*4(Su}V~nU$v6 zefw}_7h<2%iV&eUOSjuu@86}~yrr6U8~1y=%YMpC^9*OaPV0$!WBWtev3BZHVcvQ!>nKqo9<+ju)}0q~Io-3e8#@e}## zX6s9O8B$x!8UdUuOs&mQl~YZh<;{h1UUVFKE6Oe?oQEf^<65pYQ$;(M`a-UmU+!UJ zD}vlKU)1ItLg-VLSGt0jN3d` zYT;q$5@e_Cp{o&U@9|t$-6nXx&&^ZVFLgRpYQgmu6iaQyZ>7dZJI!0fFz{Gh^k?IV6K@TYG`ygdy}xo?-?5RS={|ck zgTBgzZ!~^C5?Paf6(3T^MZJEK^Vq64$N${G&X7HeFQhN&13o6NQq>o}Qpyk|r`~0g%ZZ0aEOWx|8 zRr{|gNDg7L*oB9O|)TZIBaZOaN4VjiuePSz(XmdA7ST75LZxgKHK zr}8$@FGS7XP0eFJ)P0C`NBHk)6_4Jw<9J9JPx1V@>fZx{xiw0~onm9(y|Q~{`-!)< zT5~z2D~lzQa{5SnEZO|7M@Du;+K@ENr!uwkYJ@p83v_!noy zMbB9`p!*~l-629iFo(>5mzBHK@DK9u5`?+%c;6BjOf%9;_||fp!AqfKiGJ&_zgT-D zz(Rq(wiq4TJA8j=(T^^6#R$05nCu;b<#{x1TmOxP>yqFVpAa@sN(in5-pg%)4QO~h zC@&%%{eZRs+llYfZz>;E5cp(Re5WF2-t!r355r5fEO{!(7umlO*uJSY-#e%8$922V zJkCs9aPiig-?6Z1KmgE=~RxmG8% zk5|wm^4uQPT(9fm_^QFTYXZF*7*rd(+i1i|_gB8XQ=4|-#X@kU#Cub3BL_PxGb6GL z|M!qS)q*7_a;5E5q{vv#1=_wvdaj-2OMQ1GQimTy+uQUhrOhF3eW!|0LPUZKLd_BHOZI@-u zoHVnWHulaI92o&3*WNzcH>ULLXuF6gl`Yz4}kVit=99mojK`TzO1g{R;NPruBN%Kw0#j{P*6 zee{p*@sd5F7RMD8rcIK>`0i@mx|1VY8*7oiKBb*fwwe}tk*ZY$B?bH%dU7ID_~Dvn zB*$mH)8P1&64Je9wWqEm8hA};Z4$Bjmx2yQRwaaKUw28=_mUxHbiC0Xg579OV(ZhJ zotXYbvIUVrRQ`u!FRCf_pEPE`K60JEKYGX1Zsz~52^;SjhdBcnK_<6wN_M2@J=!tw z{%h%h@kPA-Cq8&BOY1W60|=f8d~O3W&W}^8?EIZ8oQj~pTS3V8=(h41{;*yzh1*eW z;_j2EW{MldvZ0Ufj{8a3F2B$&_>m8@7otkM%iayqAWRzR zUU{joGK?{9lKnxF01aQN7u;3ddW93 z+zjjb$954coloMQw6wzo`uWCjd3El*sOvIvh^EWH)bVaV2-zn(CDmCMPas=?F^MJ= z&(lt*Jelw%t5j2>4AxfX_P{kgsw!yRsf~5|A&9sV;jFd$3%~_iifQ|Mh|dt9PwN<9 z-A#@9#|BEm$cCO7SVA~cMoULs6BFslz?Hr7!|!E5cF!OPxNP%yH$8-mO5%WF@0}k!-4Q-1ME;p_crHb=6O`;@dmuh;$WP_7%=6~ z?a1Twnw>TYIiR%f)qcrq3mNs9OmXCbVIs8FUWCe%PAEM)0v%f7x1PISp@$ue&+71% zst(CFHpxh++(0VPGgEp~weNheXuRFB3+ygIX&1g&)P>#(1a)qGm;%IlJT>2fKYBX! zP0hUj?a4HyNn$QDoEPTL!TIe_Se8@`Ecm05FzCvsK@EvD*uH7>j?pLNSq4zpcHdp9 z;~c@Xr?w&CxFrbiZ5Cy5!{Ll-M?vuIB#7z4rb=-Vric)-#=Dh}0bp8Gu@Uc+LA9Nb z51}{c7A2Vwo0#9#pHY?edIh~-d6_5QtrZju1L{qBde<{Vg*l{1v93X=*SG`!GEcDb z-r{gza zIs$9EOOO+o#Z)>x$Px<#IYjTeG9kQxx(w7Nj5*pxQX#+n5Vc28FUsrHLpy+3T5W?G zTlCFWZ?7yguT;+#uwn&-&q?~UVqgBon9@)OccZOnll@TrO;7Cn!FgINa^O1zK%1uO zP*F}2X8_gj`X62Elb@S~+5`j4!? zBlt&|n{p7Ew>iA|df(t~T>wk(E0l`c(O>+$Zj-^wh`jl3%|nu%btLdkwhk!PHY|k` z?+-87^=s`m5U1hNG;}`+9SEAHXOtI272a_JP7JAi$!V4r@IZZ$GL^=9s$IpaC$%vE zPPw-$4%J|d-35h-EC;KgSzq*_4=noUt7F@NPXJgxD`^Tq1u<0AqHLM~LpTTs$lwK3 z-vit%b=Dh31X#@MSAt}bNHwo9(6y!kno&$C3ne1703Z?c0048ZLukkBKA_$*Wk1sa zwpvmfAV=*L{}&K&piMfoSgkX21)w;}sn`G5kQQU8&(I473T-G6Co$M9g_Qv4W%|95 zXZ0iY4^LgP=Lt@PK4)0p#Bd^9*j5`xkR&q%5>IwEuC35;ulo9l<*2nzs_ZtHTXCR! z+Na2@)}7PX?aHr_Y$D8(}mm_IG@m@A3#(PF#L5v?h3g^Ju#5M z23UjeD_CHgdo&uKu+R*i{iAc zdL_QO3CmyumIHyCYSzUetDq5~AW|u1YvDbVYZy~6lS;%Jw~`H&}w5vn0EA+|-@ zPT6%rZ|=93z<1D1gBJQ4ENmEYnP9|EI<FZJw+3q7(H)Ef@fKI$bVDtQMzVzX3aYURy2eV@DuZ*C)>Zc6oEbP z@LG0foeyE9UM@ z)rO>R@agtyx^}A@E4qTbKWDzM~ zsw}0nbRg#Pmk%!*QOjW8f#DX2_~$l4s`i(WioeX@o4EE;%XXVgGh7%#=O$-}Ko0n( z8kZk#r1S;ndLO*=L;SLkCE?nY58AC1*>wmHyw+g+ct}dJ%UQ+K#ONK+c?Q_?9Q^0X zvk@!D+PAz<)p&NdX+BR~%Y?eOr=4~gm4YJGfl7P^)5=pw=Y&)6=ll0P`JlH2Yj@J( ze!8hm5;=sXf;_~SvhAUAf9XC?sm!@dym+ze`}@Vhy;qtR6@Kh(!2T?kk2BISeN~}V?k`DO_z-%<-jaRXzJ@!wWnZ(CIAV- zi5)DFMt->0UZ4(Qp}0XB=PZ6^Ur0M;OT@o^0TV0e#ci*!VRWut$@6Vo*l(qMn^>9< zcQ^V8g*Ot+p@ucotB#)}PqA&+vtN6RSQ@ZvrILZCIOz?hdXYpYZ$&WJ0)W1MUEE=-pvDIL+Ur=EU+xq81lH$_RU2PUt_@M z)6~Lz;C~}`E%ZVr!-!;!q(pN|JIBgGX1;!`jpW&wJWylkB5} zNO~p;?q?j89{J4cuHA|r{T|YCtvA1Wk6U>Up$vca)Y*3|9gH39;(hiN_t-1rAi3)h ztkGeVw-&xJ)soS!;xmKvDxWAg)iN-m4I$}bOXc(UZPv_J1+u%?6I*3MWQnupo5YSF z=3H$dNZv4i9yhVXlx>Wp-pK<$UUx*v7#VHT6x&TYUq34i?=PI=^;FO`_l$>vn&cMf zU`=L0&D3ee*UhFcu=gTy*@$*touTr^xfZXi!{tN#mO`#e-j}7xc&o3wSN8iul3gge z1f%HNp4FW&v9}K!6Q$plVPntL5vk}DumwKTrgcuz=83_uVQ`GI6}bMw3$j~$REj!! zT3!DmMSHFkeDg&yWa$wo$_vChgtfQS_&#J)hMUK5B40tdb?`^9t&d77b9n*hd);+Y z;%C&mP2$T=DX+rOsmM2|52>g#3>z3vqST|jwZW?KHAd4D;bX*ou~-ncI;7g+2+EN9 zhBYji@A2WumFgq?s{2qF>jY8<1+_m+0kQT9?HH7(=Q!VQqQh1$v;VXNNz2I&2-BQc4j*IMu zu`)U8N%t;zIM%bHo(5Trg18~C2E-8e2HmTtW4`)6kzdkn-?qrh28%_6ncuzOK6HcDKF;y26wsLMrbNvWk)i+=g(gYXj-`ieQ<$+w& z9vq@>QBuYfT*sq^<}1}&QM~YPx}b9mXP5x(yk=*?B&J_*^A9e=Y!&C7Vg_bA({|N= zD|85SoFRpu=a@t2QC|HTaUMQC;N^Vkz93(knfhaLT%^x-teBJVaua4jntVAAp-5?( z*_&-vd6x4#I$?lg{^oXNVzB{$%xHjPJ?%2gsRqFGcF-lJ&|2Ul|UVJ)=VFj z1SIsU|It4|XhFwO?x^aGI(>@MsI=b*Hf*fb-MkfgrSqm{_DhtHi3Kz6=G5GSA%;HK zMBoy~$CGz}Sz)4QB2<(*(8eoX-JFNDa#hu|m;LykQ_>yfDtv{oC68%>E7K83-h>tZ zEuOzz-tviKs`S+n<-dg$F@XU+F+S)q27GjbVMDa4)@1)u8?6Z+*bh7JL+%eX!|w%t ze|?Z!;WiX(pc*h@lt_ApGjs3bEA-yqOQ)k%-hVWDRc15QvgPa;nT8U6(~vjWp_;Zg+#SMq z>k+TLF$rXG59CnvSB`HPkTf*Df^81Gvm;x$r@yNm7uwCO*27weChKm_Z(vp z)Lok-h|EDBk$2+=&5(h?cHXMUNs<|P^=5yEFwf$fPu*RJ=aJp5Kigfj3iK_9Y4F95 z0i{?E{0cfLNqb#OqegyO71NiGI)`8Syx%DDf%e~l2rPU5mNKZS&yj{%9z2#0i0L3) zHmF>FLU!tCI(cLSkHQ9Vw?q&cLF9nyyNPz65cO6UUYxmABJ{p%^UPLq|7-Xbu_l|? z=UE-sJt-$X{AVVSV>IZ*xcjXeK%yen;O^g1*jBZ?(vgq?-^KI=H z)ckPyv|rrMuQGo#Ae9zhUA1|u8k@e^eY)%8W^VM;n|B@R2y3tviHNPKOh`-<0LZT{ zBtPIF5?OQIs@dK%`frMdjM-A$GXt^#=^J{gdDrnvu7$sVX&OV}Rt(Iw7x699G=L;h zuQd}D&btCE(%BuufVzq!pQ>}e`oOVoFC5z%Zdql1Z{Z`&oe10N6dC?hMyB$nztgo# zXb~)rX5Xe_yU(l^C!Aq^19R1+o~M(?Y^=wxJyFKqxb#Ozb$a@@-}Ld9vc5b@B&h$| zPn>@AM0f39gu=YD&W1iTc3P*b|kJ$&=pozv4oTD$4WG(Bo<80MG2P9bKXb{}-|ZPa*@5Ev zD(<7}F?D8JxIqh_vk`Z5ehB<=Nj!P*alO+QHrzB7zp+p8TH24fG_qsX3ARuo7xGhF z@A{a%?|di{{!{td&-8}0+oCskfF|SXH%6!YPD)BAye*Tp9J%W!qpmVzuJ`L*S9SFb zt1NTvq!iTwRLgb5ouN=ky0kIH^P}FhO%vG1NzO%s+4lj+iD%+xZ^=@hkP$`{L&DXG zsOnrrJC~6IpG!v-(q_I|V`*GbgA+6kA5hFZDY>DmdXWZ-eX(abdY^g1;xbd)^Dt9g6CJ zq=cNuG#o&~p@017hR4!~HXrMY~r}b50LpEpmX^i-AL&~3O0$1F%al^P~ z|9B4KaMfnZ1vo+Wbwg@viI=SMd3`osgG1Z`EAdq30_;Yj-chTwx8^29VX;ntWF33@ z(5_b^QV>KZp`$y!S|sB&*G6B|o0Ru_qc#WmtvOt8^DagYGNkAxU$t++-MzZU-II4d zpJf^{Gn1XWwuE@?ZVdvqJ3VwCfMZFgP}g-n`bu1`1|29?AI4EQ7wJU8l6X}ygvq^r zBzsam=zLld#d$SGzT{<5*!9oEy;2}Q( z5fZMTyH$4;AP~nv6F{m%TY<-~2XY8e{k@Dt`L#pbo+q6aD&Y#E#L!dk`O4NFSpH+{ zD~X~<9dXo=$6Fqf3`7O0&sJoss7u&8zspH?So+W@+sTrMqVdE0JcB*b%*!esNJi?L zq{!&$2<;WFZ`&+D$l@gkwfdO5RQ{fjAKk4dA-7W}wswJ7Ex@vD)jZFUKh%{M@NZZV z!5CT~4a8@S3vhm0_tI-*uyCzJldqc$O+|?UMP*t(_}mIuh6Gdhu2bSQ<*T(vx86?= z;Uwy|4#%F&OzZfuPuu?NyAW+Q^iHN1ekr_5cA)b`AwkMT&Zq+aN4oQ6O5m?`j;0`F ztMd*6TYVo!hD=HCxue?1KqMJ2r(sUHf{$ysoC|9>o{C(BJVjkhgmT(&Yn)%qfRuVS z5xFz)#F%!&r?VExq7N=iwU2A*;do?zJ7@e-FC?zr*v`1;Ooq0O%TdtS#eZxA-<@b^ zJG40cJd!ZF3ff%(ZKEC0LzMaUglvY~cO(WNWdE@#qQ7Eb*{HDExe0UBp$d#Nb&$LV zfTKy$z{WYzU%-ktutYEP4X)$+l^?6oa}H36wDkPfu@fs7AvFh|+R9?EkZlRT@4CJQ zVscsBlFg>9yN{OufvNi24%VGkKMG}sGq#b5M_6Ydm5jt%Wtq7a{zc+)^_dYYGjEKc z4X8DV{uSsUs2N}+%d(RS0pRtAR!9m|j5P&p(H9%~n^mqOX&hxYy_p@&yua|yZWFvL zsqG=x-+pGUze8XPK>N#-H{@*#AF}5bg#<`P{~s}1?{7Kxj}7<;z%_pP{SQPNhS6N1 z0EmW<#WFW*>8NFm`hRQ}V(FgGK{S#Y>mBSzi2^?_y}%E2xcd!|r>S`VZI7Z}UQ1}> zGA-Zjd_XqA?HBKa+8J%hc>fPVOTbbSPOcJJ-+^x!Jn3)NLl<(VL?*SQz6B7;;|;yc z^9ij9c&^vgYe4$nHwf(XE7U?)HkZsFvJWic*&~9P7RP_+JeQJaB8*KxPr&8qp?ZK? zpBM6Z=kv}fMx164C~Vwbcw(0`rDlY-Ui`^&;mWf{(4fVt^v1vuc#U;oG?~B=hrhW0 zE4IemIW-2}mPl=NY&yB2vD13=QTJ@fs4?w0%3e?KMuhN@-ezb53LX{no3h1WkWnDm zT19Ptzx5DY7p@k+9ghj1B}CWySje&VWN(W!yM=nT zx5yh0vRVo>S3{Q(U?Gb3M+m8F9r3;6TfwQ)lKs+fVHn4Zxq(v!b3x% z>=%s|eh<)hL#*f|s+k%>l^)iCES|6gbrI?mCi@n)!VysX`aA&K^X*!0REdiaH!50h zT}i2ty-xfElm!fkuMe?gd?+IX7*9C#EaXfl!et>Yz~;a6E>phVGr46~w)w9jT2&)u z)cv0_T zSnGR#b+yLE)=<0UdV(O^iFQLp?9jgAVGGHAu7GxmLptx?R!Z#wdJupu6e8xh2TRI` z<51fP8>dHZY!}xwj4^8d&gb|2 zA9!%i<6tqmSqOyDr-beD*U=UW`x{U1FAlBflzo$FKO8ZOdo)kDyL%bN&!F zR0?{DsZ79!Cc9SZ*V@?pPiY!ebEpK=a_eeiISlM?g1o+M=26vL=yP1!^HF@k^OaMYt#!qvApt4i zGA$|B{5i{cU}2IP)%jh`_u_KC{WWnvdzP^pX;%$%I6>m*I+>w3nsd3y5%bL%#peRE z+Lf2yXwlstAk#Df)z8F(LY9X`E=9V^KPD!({8#;Lp~2bs8m==lluz@}zln9RCh?x- zZgz{LcUfJk?^|0eY;q){x#D2<()AhJZFX2g&FrVF0G;G7o z`a3pa$WRzvrzKRk;!NtZHe2vF!YR}#+o5VfG(}umE6j9_YlTT9x)8~b3apki_agKH z%(Yyk(k%yy+NxBP0z?lIe+A!oW$5e>N02I)N5M?@Hs?W6pV-j!pv%(q1DIwg;dNiXkt@ zc8XR@N^9dq?W5m?nS6D5@wwA?y&cI$_IgnsKWIfI6S(SWk$1YBcPZ%d>e>Sov+81bR zc0jF4EdLkqpWvQ+j>BdKDx%;nzmFGW{ZWbmlZvyWpr@rT`VbkYReyCL~g!&cZg z2V9vCimyhu>FuQg^H^9%A}W}eN*@w$=pv=6lgYpM!ca6Hj-VY)#F$5&>tRiio`3t+ z=4SGCmXismfHQlr3r1_u5nn=1#a3mz5UWA;Wp=$?tjDa?Y57GV?QaYngv~@tlNp9P z$FsD#RgDA+>?n|dW8-6l;KbdU@~6*2R-)((j7Rk-12xa$Sd$rr-&u#Bo?*Q{RTNzw zb?+^+dPq6^!22V5VZ7x$08dKDP)$WopO?u53sY?v238;RySA$aIl@S9IqRJUNAc4n zew^`TQJvxdFc!(VF_Rr=?_Vw=+9hunm8J3DxhRfx#tw=r zfz|K_QSbo$9qb4T6JR132WELg+o7cn^6`qFfL3(3CWUVr+tuDDT1xc-Qm`8iiAwDb znkq_ARqohhN#I%7L4A6l;MjKtWei;l_mx;EJYj0ZedrnLP>T!s8DRfKTF|C4p#SWy zKj-kdHuGW!jBC2n&;CmDyHO|GOUw4xsl^7qzFxk?{)lQ%0jm@63kUlOW@*sL>9O<6 zFneb9Fz=3(m~KcZ4OQ{){mvZ$(_ctC5es}&?0ancYO(v+N#Wo?^E47C|D}nCoNAET zxl3}XHox=0%I95&xkzTIPS}gZ z8;c8k>>P2=g1w?l+;5pghWAE%SY=tvg0g#S{cyEXI{iHmF)z; zmyxIm#l;RTf9QLZo&DRP;uckVEK64V=P{?&%a#6MYVRCV^ZJ|LwR3eNXc2EaLXW zAD#|c;tzb}cp`)EeF~U**R`K;5l=;!1sb~OhbohWI?OB-yTTML%m!*9uocJ~rRZ@2 zY?prd3L)U47?r_)>X{_^=oeyT6x}-;5St?aL>iof(aB;*hdr}a?ttlbaO9)Ey1$07 zdVS}fPgfMd1qTaqzh9vvZ|3IY{6*nwjQTBg{_E0t3P3Ih3mwNA;wHf>w80>NGHgk zm&))i>!Yx{aI{G{e%H|Eh5n<0-ipL#enVbm`j5dIh%O#hRVB+Vq1iV^L^eI~a~)qh z#iR-yGg)X2SyT!-z`&U_((1uRz(vuX`VmsybL@8etCG!K- zd-&AIa~pimo>+st2g#e~%^>xC?>-jkz#&3pI58J#4+?d>tV2?Z#)*N}t)RINChjEZ ze|r6VXNou|J1F~mWBETgQKTZ*_#c(Gc2eG%ld3>psjzX!FiPHFUozNAcC5kvk1Q$Q zsFoP_qY^m@w$d3-<@5|2Q01!EHatC5l_$|+VX@j|r))@?eI)09hh@0E*L1uq zzctM#1xFg`^u#?A6f>j31Ot`@K}x8E+~qau+coH*8IFlCJg;7Pf^a@L9_vBBA|CQx zDR3sxZKlm168r z_?~EXv33#W*UxX<|EaciUNqx#CGTEM-s|W`PC-S#i?eCOV0XUxu^{4@lC0z9>u5BeN>l%MBBtB?ud&ps;qJ}IFY76vp!vgxo5?gGDGv^h90e2+0&(-3 zgzxGfZirw*ety)T_2ct}rrQVZB@(3Q0t7HHrvoRBa&E4|_w~k+bd^4O1{?36&v2G& z1HA=reYGO=au49x_kIm19$M)WsP*8fELO^{VVNV5)d*whwV6J4h#Tin0Xynt<@Vo3QCghB zsD70#wPRKq(j!I_vmQ=N_x~Z(qcC-TWx~Cda>HM(B9S$5c!crHc!!jr$tOAf00Io2ba1m z9h_`h>=0tv%ZLnsM`ZQ%LzMqhw1MYfX2Iu-P!~3p=@Yf3PR#D5bb#$rW6q)c5J#l? z(}M{C4K}lsyYV&v?B#IYfxlBrzDToh7wnMBIY@>R*O$1(3C&$uA#){Vpx`w$k@|nG zOn47y@Db_f;C3ykc;|mw);6+J1=|d-Z6=zatMz(CaiCc{ih47P{DmqYkEL(_?LyCW zpIOnw9p=*ms4ytSut-Z+79S6;7@B!89B%gGlYXZksLdrxK!mJQz?dwe=9<&nzAJZ4 z?)Eodv?VG!l5UKx(|cZlU}lgf;*!XMkrQQvaB7(NzmVh{y1ZS8om|Ys*-z{8e{p zlb1wPcJD-FPf9N9G1@Q4;EU6+QTl4;i;supLGCdJCC3I|RO31$+PfMa!MacPxCirB z$lVhW#{%CiC(l_zmRd85EZwx~hCCwrubp@f+DNzF1O{Nz6%;;KQzN_tvy$`~kF20V zUb`)aa)3jVgCY1q!K%o$v5OosGr&z{w69ZsFH?+mKD~a^phxmYN@GDGQ@{h63yN3w zd(DMwehe^S45}dn7B>puO!!B|e%=Y>Mp3~(19B0>KsDh8@>E51GyEij1W-ZWxeJh! zaPYr*ySP`QH-3MpP7SNM*txU z(_958XAwqDySc!>`KK`;2nIsTG#@;70`Qu?XX|8TGfGor}Z7VI)O zRO%nqzEJ>dO|ev2YcQk|cz1NmksGvC+ti(O0z6}bS(%Hcmx{RKSaCr3{O9pE?EQws z0^{@UjD=>^s+?nGp*?>T&`v<}rRn;}c+Kq*5P*K^TL8pkm$FjMnYsG^*t-qUeS7;W zC~Tx|rR_Noh?ia|#jBgyFMgRpn4Y@G2il<*xp0YW^M2Gj_T>||z}4wCuQ^S~&)mV)i#zolbccN1<0@B0Em#|5L*U4Y>If~M6Uofvwjl9cX3@h9DoAC)amZWoU95uCLRK~9C;?}h; zh^PL%s4AFvQt0Gibbxt_gnS5LX~>T)f|0+UbG~^e>p6GcmV3$g&skf;L>y{VSZD5H zi2T+Kf7rf0saFN4*>FoBk*_8-7+#Lu`;fi5I3$D=;YA-(88%(#$}K(TpZPhpE=M44FQJKz ztc_>r;x{+3F5G_p;9KgiKCfFoGZ{qmJpyY7GIWs#eGgCh5~x%9*sCLC<)DYEuu*D< z4hxIdzWM_uSfPIwDK%AS{`+9dzht^6B}bwbU%ynQO&3(eZZR3-*(2P3rF)Oua>{T3 zom93VXhXj%1;@VfQT2$v6ly~PwPkFd7#E@17XgHmi3qMf*Bhq{-(yX%EmYH_Q)g(F zMksKsEIhc#keyB99BSg8&IxhPN$=?6%`OdK@h$R( zg}X#86u~`GOn?49`$zTs5c>;PTDfa!roySVL*P?_i1#`4k7{KX0u*2i5&Um*U_>T& z-LVTXc8Ju;s-dc`MdZ%6yrsQ{uNW>h^oybek!nA$YnD6`Q5O(9F>WQ-^iUvH!%jyN&tp zs710xGXTA42oYdTs8NK+tuYJghaXs~>x<)1@jceRqi59-2B%g zB3ewg!?*g|XAC0!lv)`|G(BzNsn@p@sXtplI|i>T`hy#)f|pLJj$fa=ie!Q23Z91_ z+8eYqz*n>kRSS~DP4b@JFk;)XVj&v>m8ZBd*@$e$hp~M6HbJU6e3Rk;Uip=?i8~S= zk6xeYJRZaM?PIPO?E|k3yR0O$J)4OZ!+ck>o8RkP;;C^?w5r%V+*i;(W;XNkD{8rq zuDhMyWqH3wyK2yZMCHu#`#8Ca#SOhQ^08(Go_Kk)YW^$RiNZ=8mGCK>#i_l#{Kq-V z-j*KK$%Io0B`PVa&v+PiJTm?z8DnCUVtO2q`0!z=NOCRaI2z2bhPY$a_s4s{ukrR% zniZ|Jr?iHOgqBn2UHPX9;XfTEJC5xHc-gg<-#rblr&Ne-s7eu71K%2ja8B@veS6eH zACsI(!Z^q6)zKz6dAwD&#&;P7Yw2z$(c%_fDMlix&!R=U8o=0OsNu-0e%%Wx(Ea^D z3yZ{s`Xwj7T{H2%*%HCO5foEZ)~Ai4)%4Is_c!B{b02JdjKtn8F!aK6Gy+6(=hSg1 zX#@QFx%Ro%8!6e}|EMGmz+cn>3r$-)sy+M!gtH6thoGMo;J9=O%z$i8wxMWdzvSvj zB2bPcSL6>;o5bRHL%UB-ZGgPFc@@#><}x6=$vUKckwbjBsy_AV>=xd?r2E{7rcR@S z`fGRb9F^RT6M1*dpy>HF!72q34m9VuPkQX$=GT5%uYKzQQz)(O zfBRM*1PFE<7>r)1>3uGyX|w!7sKLf%fGPQB$B?nN_*_)m!hMfu6ZRX&3bP!4pG$r7 z75#jipzMijQoBf3hGzncnXhwlR`;C<9oD9o2xA|qmeV&4{^jgRhW&SgJG;gvwr0%J zcHZ%+|9nHp|DC)EuEXf3A;u)_Gu7YaZ|b@EG0+@xv_NJa&@ZEW2`FCwCj`0HC` zst1xj?I_)+{tX2RIe_{}myns5ipkwxL1g|f4V!PsGG7D-u*PBU3`2rtR))Bl!&|=a zC(C_4Kb%~sVU1>7s%^LwV81N&BSy25o>D&ua>wi`kvhE_lyFwoU;E=Zx`;{D;+0@V z+zT&Kr%&E1?R4NvE{$EBJ|l$(Vs9k5VPPDm7FPBTd!5A>CgIxDCA^bx4yLG2zL9)* zH;fxWnlu~%8skeCSHkj z&mC=#fAt{hWx3QPLl!L+DvpaM5?6Xk70|m0%t!FF6TZVo`WGD&GXk%4Spwjj=xG#I z76p9qZ_HW3yYCKHyq_@t+0Jp8`6K4K#p_)qlPV=9ulxo1i^K*m?BFGN)V*-oU>ehR zReb$?5b{q?jO&y!Y-gTO1q!6xZQvQZX0cIMr_SFK^2_>tgwMx(AW$i)ph#$zh#au6de3Vqf_>mU51G7pN>Rs6@b#Lgf9{)Y~BgFi37~H#U<=?O7(1;3^ZE& zi#~svBC5a-a?J5Z$3e=F0 z;XImcrqe}+7v(gf!;_D)%JhYTS7YX8a{!gZPhkLZ&!Se zBwpKXQQMKX+3xfa3TwEvj0!{uRaT6Dn|3fRln^Vnb|Sn8*X8D|S&qBOHpg%l*>}bn zx;2>*Gw`6J$l&>0Kf(_9essM1?!i6`#1&O+2!KZY#WT#`E51NjHs(9Qj8&%2VtdfC z@9nus<{bV-OL^B}3L0lR86spCwY{`)ZUFOlM8H6%>@JDONdC@3?$_=2PbT z)C=sQO=nxVy<4alsop|91St{_gyLkrPxrUo7ePhfvXbD7q^6+T~ z8jt|NO)%r)x4%$^gX$H9I+V_y}(xFL)NC=--N)dahUqTQXvfC^p!Y<>kHPd1ayHO@HO_CFyQ z-?hW7ghEVf^!71)Wt!5vrSZ-A3VQSgtg%>ZC^@AWz2UFw7niL-;<=A69MY!8E1`;bAZ5yPbTN^! zob0f2|NF$&PG$!8#oY6&%XqG$+&yupCQRn0RC()1?K{gc@Pidr7w5RMy&DOo?FJzU zYY5h#I^*b92xLrsPV;nzpLPl8RkDBUC1s(rrY~6)(&n=fjGl+tFU|aqUbVlc80pHm zd+$>FB!1DzO-TC4dgb>8Eo2#LGq>=rkaczbY2MoN#~15YUd41&$P)3PY=TNLw9-Vh z)`-SSo=OS0Vb8O2?xANE-%)*nOcjc><>-9s_ZwPC~r!YSiZcFbPj(Kg+ntLPjdUQ?M z^R!%K0m!Vu*Vr?SQW&6aDF3h%Jg?dA&@zeicI119T=ZzbLD z1VQ@Y#Ee>k^wc?#+?-Z8?C*~M^YRAVQo3WJol?8p|5~M&hu|`0V?vKBg0~+C+^aNQ zhPgZC5UpXR#B=-|!J18Ab5sFX$K5Ij?S!Ruvh4ViLGm<|F*)P&ea|ZD% zptXl8l8*3y)m{P-`>31yJ8t2`KH>6wxL+V2t~eoS~a!E5eZ5C7bWyq^*IF>yzTa`J=c;?YH_g%%+e^YI_mXi+%8 zJ9wOAV2yzB&wHJRvKz|k*8phiwJ0%x*!)J9$B~80~+vGlO(NP zc&GwlZuc%KyMdjgU3=gJ$z??3%z}spwvbN1uY|D%$5K*q{+BG&aPDyN7ge>Scf$XY zQU^+XlX*Fv<32j1^rGN~l9O(HZ1=;^ej;tNI`U2O!`}6_nVssFna!IqpBvR|*iiZ~ z*X-2Sf%Gm{Pj90(tt$B{jlLw=t#VI-3d^|-F6X*^JZerzBa5;G69^XdiXs$iW00Y;tJ!jK4j>UzUBR^TAx&xks=$Eo}6>cz+fj& zSy@i7_Bzm$PC@)Kr8njh{KD))w&_S5{OVEfa&?1~*~#ZUcG=_N3IAC1e;ew?6GMo1r6zYpZ_W5Fp^y1U&;5MW)EN4eD7#H$o*B|o!iraE;T?oZT_meY7 zcY89U>p=;`LTSj&$wmRxPQwc|(-g)U?b9of(N7T&CRb&4^o* zeei?AKbZks*VvnI(ZUlOLOm&M7?`A>&7WO*wejTRA7nL8An=$7qf?>+?9Ob{bGoj3 zP*g;wQromb4mb{M;aGxerM=)8Z}7I_FDsr`6hm<>?vo%55zQuiF&w0G1JO?zD5_tg zd_rylT#T*kUL2tGm6vf*u95@v&d=-)?=`kHt+SphoPs(ZO`bkN6*ZQ_dh3MDyr=M7e|#9O5tl{E@M660{-6rOppQn_ira9zL;#k zgS0ukq3)r|N&~d<0%OP28Zc4HB2=Ncx%C;c%_xf{braZ4opKe~uni#VQZvp`^JiA# z%b*?9s<8+c?X4%2Zi5cxJa$8ilAlY&A+hYhv54R@q*C{u~O^7#uVu20XI+2wI z_f}=jBB>2A2{6&zs4+;5Tw?Ve2!11RIL}@0=^m` zS_UtaF#o4@CE>#cgJl4oO?UWz*1zXxzDNdem@B9=@sQsNLTJYDVA|2aGpLA)yFq)q zJae}PvNCRKeV6{0rKho+c+`7RK&o(RzI^mYsqfuCsw}Bj`Mb2k8>`oC%=w?jsb_qL z39i^(R5slgx{P@am=$0Bqaw`wO(G4F8}Hv%sHka_o2?Z*{1JX~E9v*BG)(%aZqNrb z2HvWAmGaZwuR09;elZepU*pR$EPjEu`=D^#sf*RAn;N*q<2ZSCZRIGLy%D9~WeFXF=B!`Zt)UV;iKz6F_7@y?W#LNvVjsurkqshQR@G;1!4-)gYy7|{7T)l3c#a)LvbL2hx|x<*WC>W*~$LaC;A(*3S>TRj)tE)-wMnVQ0Lw8 zKIhok6rC7{5h24fobB6{!{`QeTwY(FNJzYWlP$(ddK6zQ*|}ID5QjBa1D^TdmuJ97lVb@&xU8X)>V7!5UD!nXGJOLudkcNMi3$={&lN@86?0_<`Tf;WoSfg*G)*z~NHYatEOY*xvc$zW zIr{(ARW)1^0&oYf_GZpi{QlR$5J#tBx_Cnl{eb}Zdcu`CYx zCPk>xgSqf%dh~pOcq;Nh6*YFG0)mi*;r8kCWeZkXb($GeRMNo%4}5(mKbv=3J*;gd z%GLrA$i|admXexZw5y5w2k0^4EtNHbCSJ@wEYBVHtS9Vj8vkS)Y9(h)V?0a`qyV-ob%T=-^K%d)qH{HCFmu%+3%F6ICc11rtCpFCWh4nvTc z1x`YBP{W&aQTo4}5bi3#2-jYY;Mlmg*mt6d{_I|$P$`^In&7V6+x4hRgJ0uuzb`b9 z^3c1W{jQ_OZ@95&S5K1TCTg$ef(7pEQA#*TpnLv1Ae$C?pqe&Tp(1Zu?#FC3FL4u* z-+tl?bRk|K@!@)`4x2^qHC@DSpCnGtuD?=z4TMu%z~>uem-lJCJD=Kf-eYVcC2*O7 zmsFDQ#VID9auXaFGpParQ^A&Aa^OR3!!x^cG}ezN^-7bN_nVP6Ryz2A%=S;yhCJBC zi=Y9VJj}{;Yxr&8 zW6PyKm<{oVh7Dq)^xC19geo7jvAl6NsGJ?E0^frDG{ioak&@(xxSdLeC=80?n9K^a z&J+iC8qq6*ITgsSg)__*-!04Lxmw?~+?Sr^SWS6|A1KHA=vQ(@Jl_5KOBJh{f{BhB zCClSHOaJ6gZ~y0Fy-cUzK{^H!>VV)`e}g}LS*^}?-`7_UGA$gB!Fmqo3)Pb)-boV{ zLkAm(e#MjM8#&_MhfgT~;hU-bbqRDq;sePpRk%r^H(ISPj#~K(J~BhkpoWy`@zj31 z4}%!%p-Y?QefWAU6Q)m9tK27g)Ohs6vDb3aD(Q0m<&k4|gVDm;EQJf}IYBu=dBWOE zMS{Cv=IuI;g&$2XLLWSU-edz(Y>=3Kc%JunA4kpiV|d6@_+U}g@vl00_tR^ljl=G> zm5jOKZ+Nrf+E97LJY1Tu?L_tyF=p?@?yfxBinNZTj0!&|1V z__@n=2KC=x`{=%0H`~43zFgunsdA@rwe+ZasA#uA?9{TqqV70ELU3CAYpP0TnE)7I zhXdju&jyz0dc9|@bU>|=jAR@0QGXX~?xH1r#`*6ZpR!pc8>a23zXgj?eRCe20A%74 zAlV-B!rM&e>4Rr3=XZeCBexc-Tced1mTx1B13;bP-@gl;Mq~lf^v4c_)^*uT@!tJIG*aAI!SL6R0 z6vb0lX@`Zev7_qb0%Nx^9G|njl>njVGUE1z?_`JQ{XLl&w@T+f7b{AkH$6`@2ObMn zbDZj=ZPa;%xcdcwwDlwy-DfgtkA&t@bi5^ZANc?)2`fvG++rbj|LC=tjV+(}U%9!p5X@H-6^3)AAe7d#)*9hBSOE z7MS>5Z*WiHt@}M|`h;=b>Up#O)5824QloCtmtu$B9!5gM_a{LU#)CHCT3>SmvJTjl9ZkenH%y9$XrT zdn=ZPKWb=}7!_O1{6U!Xc?1fk`@?b4OjyPy=d?@mSiDd4)QS2FcZ1iggwCb@NIBEI z-T0d>tQN_2VRtKo?zyhG`tcbm)zq%cYC?hpw#B{rNRJM0b}G#TwANdHl*=I(d9=C8 zKM&6a%lp{FyeWIDx&e>Tp=edGzeC*!c9=CBE%;^rDQ(1Cw-Wu&P4DzYUFWLw{3m~z zHx=YN43{g{1s%=hN37L;*LoLIlHum|y&u)p1pC?`)45VpV{5Y2E0wvQb)>z=S2~

=jd48cHx~mrqZ0BL08w7LA z=g5f@;%;VAC`EYC;jO69)mu@)Lm7V@oq^h!aPk>Go_iH-OO5@{ekG+`&OqAuvu^ejw202?Fwu~P*uz|kg zWMdGKm#!yHl;^xx)EOwv(-f?(e!8buZN2Av36_+?O&(t!44LT5Y1{O9+x(H+M?{6A zp4EXgcopuO(4iMhI$g+ck6IJ{VXhVwrMb+!1tp@_mG?iDn(7K`bI9&wiSx+zm0Ty( zgg$*(=6K?O;~YQQ)i!%ePddwUe)|8L(2XgBZnVSPcYg-)5&C^yzWNJF6sxbc9PB34 z@dVM*J`D~=$7 zzY{7iDxX*GHs$E$Y;9+sBsN5>JxbB}gYixf7h7auMdHsI`K~( z$TFIbs(h6;fFQdP+I?X0yio7ie_HqIq7?dNIB ?6gpE70v5*M7^YS3e4rIQKg? z#E?Uz?dLYq!x^<@MvF|CRr%XYkF9^8ezI;FJnL~=!F+t?IqY+9;^pFYv?8cG04_JO zHQ-VEz|GEiqC+_3)tLbni;EAE;yQv`L`nN9W{Y2s!3%g*9)xEp?-aZcQQazpT zpHkw&zXEsN6(sk0vIi{)60TDa{0gg1cCUJ(7E_P_u3}g zh}rXJ)-*sJpM)N-N3w=8U{W$yDuqROS#gi2w(H==QF4r)P7z)#A0YxESB$-L?^W&u zXy~Ybx-aU;Ubt>$)1^j9t4gJy{tCy(JDy8{MA?~>*3mmoOTZNK{QM$XRd`lAOB=sv z_~Y(hrgvq7gsw#&y1JBw)aPd-kT*X;&nX$R zOu5sH7G{mxdeZyC7&ROiay1tV~Qw*y|&Qk%pGgpUX`*D&=*Z#V9j9rNq)H5tCeP zjfCzqc9Pg=b^=Z!EjRZ>oVccT6f+7srALqPocNI}$xuK1aqGdB?~0XfPGMXe4(xmX zhkt0mNe_Q{^!O2Tfbr#|91W?M^ZKq|QDUA>#zl1A1$Phlb<%?!g;nDKL;w1U-fn<* zHJAr|i!KSSWD-g|(FVYr@dFZklp;%xQHBzr9lk4fWIis)xW)`+Qa#NKc*=0l0$-LA zI5L$!7SMni>3Lzj}TbkM9BxUu*o{kg)V| z84C?*-tLuLwW@^KtDCVA!QqEcew=nv zI0jfmIvau?8BKo41oc+vmqHsX{81bCE;HSS9INYCU;<@-o~vVZL@h%0tY*|60PoNr z+0n@v@tAWhGnQm6g9IHqXwPDmQCbaIUaZBH=BNPVShctfgH9%%Tj90Hf%t6`eC9K; z$(Od5ed%p(E&rp!{4h338>FL|A|6CO`#_$N%_;kShHC2_E&04B@#c%v_q}{Dd${(z z+?jS$>Wi@@KX{Uzl=k&NxFGrpo7F$6Gx_reW6DSZ?ZEDm%TCcfquRP3s933knDy}_ z0LsK@#Qqp#yKoK1=(k~oBJ(6Y1do>0tIh;s?BJulUt|Dll_A4eb}qvMVO-O+s3@rG zRf6=#8x5G{d%20=w!v##%s@~!arPT{;eBuJc{f@Yh{Avahqm_gbI!)mzBiU;xP_4i zD!&0KCb+v_9nyDW5GtIuO8}aY${;JM4rA00B`5N6#WRrufpbtymtyLa-;<2vg4SgL zu2Jyz#Q%6HJ&W}qZ~R_LQ#_y;-LB&~V*nJR2tYAP&D}adkpO$ucTV8#nDqM}gVyvL z{i_-NRU9v5DoB1;4nC3M*KzrLDv+(Y`_uX#RY$WlVP9qjC1cz4Nbr>KH}*q%M!)!b z$OEiiF6MfA{<3aIdQtnB(Tnk1NWa?Db~a+wUkcbevYe~7H>ElOEaODI*8kF~Xz)2; zd{Ki^>M5N$a-*_%%jT?{h(@R3J1BeuG9AWNj^`%iPRuhWBv+=OR$Xac-Pb9_w$y3A=5b}2rGGY(c6r|57mhV&lg`_vQcO) z0$tm#rbyQ5sOir(UShazLp326VZnpEs5bOdpOe9cLW(}Hl+J8d4Y zUtR!QZ41if54zW3EK3(%S>1p%u;mVBl>8Deyj2BDJM4Uvop@DOdNEU9*&^iP2AeB|7K<6u5p* z(@~NeN};Db1ZR1VAN5b9c^04Cnmt6<^wwBa(u>(Xw5Xa9>R(e<=ZVh>G6Ve^K0gfS z4|H)c+qhdXI?_g8BqS;5dYi4KFqDvt?sU}tud2E&zs9Am7nv2HTDuQaO0GL&{#p9Bm1EUs>caVZ;M zAw14?87Ac~Yg>)IWm5%c3uIDUDyxP$utmt9ZOM* zGgQ0kBRo1XgHF9>*7e+Y#QGiR$y|VFdhMr27w2!(`JAj{P+9KCD}bKf{AED`DAvH4 zFW*b^@uT-~$%sqyzH6~>$nc^5Kg`X^E?=*Xe!te!dD1UykBjQe*||PGW{=~PyKguG zqaoCryH+e6Tb@`L`|@h?{V;0tPNY&=qBscR9B^ zWm0F-G&Y~~+Kt-pno)SjY4AS}z0Erx$R^KG-Tv(arT)|hi?aJ=D@dbv5zJY8Vfx)W zFy78ROIz^RK^#X!3bJ+}xOf;P=;%J181t+o@~_AbQ4LauP@Ng0BG2tziY-s%{=U#Z zQmHeVmv2#wMrRi1@QS!_8>w{quU=0Jdi7W4#f5ET?SmM~kY`g!(`IS~>({-);YykK z8LS5P<-IGYr=n~7{N!*}j_qTfZ`e!QpDhN8{w%&fzQqtZgDrVZPOAjwDI%4abd7B-`Qi*c6pX+f9t}C$_?rS)2DC zl|1*uiB2}p@ar7~D$+1>Yq>mZUslcMI~Q}MFTQeyVVtHmyt`=|E%#oBgXL^ZhBdU5 zsYJ1?5euq~RfIXjU9yumDd9$GsGY}^POs`e?#d59?tB4C`tfVB<=oo;tv2pDi6MBO zavVCU#WC1xc^X@VOy+bUc)|yF6QHFn5$$4MMQ`zOyxRdPxd`i+eO~(ou_Rqei>+vO zJ)5dj{a?``wjoE3IF>A|OQihpR)YLhZ+K_nWtFTxj_StO4|t?ou26)wO&6r_c3}-F zRg?N9Kcyc$-ul|LsKEzifwj9oEPUoLnc7f?G*2~%S^cRwVE}aDq@PLZ)z@zFxa`v9 zcm9Fc-z`Zb$xgj^P2S+C^ z6X+G+AhKTF=rzOH)_>i*MEvh%^ZRcOpUP{z`S9nA;qb#rw*IFsLlcFwzSE(j+OkOY zTwLQS`uvK&Qm&a6&yCrZB2-|CQYG1qATet`&Xt|)#W*!zV{zizZ4`%B68$p(4pBgl znlCbXdmj9qn%gApJ8LY8b=A9`K-WN#GW@KRYyEJ|(PVMr8T{9)dqOvFr+hjS05hD; zg@A(tcFX=+D&4Dw^i6cU>bI{M2@!>CRHYHzu))9Hc<`oPvtQ8UJ`sZ05Do8^?}nda z$QJ~jK3qb?KdK61=(HHXJmWdB$xrT-@|UO3SzDPG*q^HW-l_7s?C5?=2bkW{`OD`3 zRUj-;XijG8Al^wENcIR*>F|eq^<@YZJ!M zfGj2>T&{1_sdvtQrDGbFFsIHl+-mWfVRoJ1geIzAROP)pt4|VMPEl#kXlo6Ij6wJL zlZ&#xvQ1B^@i$1_H;k5L$j|sh#Roiv0QA$MDo_?6)Rkzc<>VIt)c(B>ylh=k5(}&l zky4mP0&(MQ3sP!ej8Sj72;=lvT~xift^bilvAk|Xh8>thTA*bF{}k(GkNs*n<||3I8DDh}AnXKfHp2zn-%lOk;(3I?YIY{f`o+2olA=k{~#qE zx>d;zP+8bOkDkC6Z2Sux$TIndp!%`mqd;Y#;k#-8JYW^ zpXUKv5fuvw2`+8j#BmT94&zW3UvjzBiSr5ddOL0JO!u&xR_=@jsMS2Q!U`|A5-0hK#+!mGyGr(ih*iG|t46dc|)J_V9F1E1XWIZ!Ez!7N=uB z_4qIeUU9b$x`Hq|dIV;D*>h(LvhZW!BHcUMTF^odBrO*mTN3YxK~P>sntm?`^uT zPa;3J%v#w#tP4u7R%vJ!^+qj>k&)7y5$IXY&Y7%^Z)DE4HO--m%|xw5ZUwQ@T*i~J z_{AzA3_ty|8BCCq*__8c#!%p-?&nH+1H2Wc4 z6FjR7kO%71cWOsG`r4pZAf({8%j0}Mz@g}G1&J@e*1iLGUqISc+aN3vc___kDXS- zVDt(U8!#CulX|t91nJbdYu%vmq+q)1R*Lixx6R9IPewIRz1E>E1-81*Dq^C>_$HHl=&gAt4PCladC>5z^f-x;Jvb*!w-- zzt48;IQG?&$)8S-N|UAyZI_iMYD zl;4HqMjyBx9KtU3V+rc`1?=t$OWHhsNK4iG)2%Lh`eXj*q*oOviE|04&oaVxY4*<0 zGBjw_{#MLxCu70Z9^cZzPt9YEr=Y*-B#%9~mBQ@v7p*|%g{G3K+Kdt#HT9CR?>w1J z2(kP)7qAiNhFSt2GE6;7W^4`2z6a3b%V*Rf%bHVNlV&{l)S_(Do0bK0nXv}lNwGJ! zZr(1F^cafL^IU_@5BNL5PrQ_pl@uF#%1n+sS1c~Pk)^pE42ddciDh@SRvfCO7> zdUsZP3%iRm!Y1v(g@keB7kJOWwDLU&u)Fk@04<S! zrm{Li75wzpf=uWwYY_jdj%LTZ3ThIFzhF1I&|-3}2*urcnp?RM)pZ{k)aBZ4xp&FE z#5Cv?cK6!&_2XQ{81(}Ws7lSaqapXSHXzq2`kVTJrHGmq5`3hBW_`H05@fE{RS~ev z1Y#me@B&J8PPf1>E8}C9TFkHQj{!02#RQf$_r}(~7prU~q8mj6@)SFfosaQ!g@^X~ zP}!%kbiz4C=G#OgOCxsM%n-?z(BHth2fvslXkm5BYZ8sO{&aXV0&$X(n8oOE{q>sQ z900?#IBOlq1Sl%eS6r}3=eq>0KiKQeM&8px+EFfvo9_wH7dZUXYLj7nhj?4xFSBb- zkL~H}LaLN0UXyb*1(RCWxQ%0ii$0Q{VWeba_Afed*UnBSs;U>P= z7Wek=*_5jUakNr5;0!Fh@v?i*M}h&AYj{E}&qn9O*_Zm$ zCcy+%q3(9tbM}%GQ?PYkc~?rsT4r_M`_VGLO2t#%OSaGS#ksq>UrX*yW<)O!%`F8e zSFKowDqc&x1+;J-?%MRE zi*f5Z=$dz_JfM}zWV|l6ALiiKvT99v)z(-^r~~=c&DKXP_x+UX z@aC)i0*?aJet_7{1PPvp=XIxM^!_|&t!m>Ar}lS6WuWC;H#E5JD|*V_e)^8Z)=+xKF|$3&3(l} zO3l-VD<67;JqumQkdo!>IQuefq}bkd^Oh!_d@h%UIktJvLzT+NeS%@2t}O8c`mB2A zWr<`!D-R$qgTe%1f!&jE^52fbHiA{^ay{bWBrL6G10)24n2B@i?xBbVuXe=kd3!CP zmh4xrrj4^MYz3LWK!T-eYgrTVSw)McJ6>Zu`bX7MbV4GdJ@ZLkk`@TYBbNzBkTuom z;H}<#t&)Gg1U#h_r-(N`xasfJrBY_oyd!V6g7~#+n#t%Qm)L*VT<>E`oB$zBk#Hsd z|I4>!pNUOj?=Z4~9PiQ*19-AgzY5Bz5wsXcq`(K%4lBdMxFQN_|6WsSa6tD@Ape)u8X{hz5-P53T?AF-sSWJqPBi6(MqWzNxGo)% z|01Jtn)hpupWZKkFB4udfq`C#zsRohH7!q73UTlHfh*{t!V-zi{r^Zl{Qqdpgc`A| zC8VYQLA549Aie)O2M7l;G+DK41S1{+fz+Qnh^?KW>vTB1El~)YaZq2nctQK!jNUJg z-YrOPy>*a#Dq@bv2knF?O#Vlbu&k%CckJ(FyS%S*mnC4ptB19xX4@r`efs0N9!v6; z{!Q&)yGI|gcv^sTtiMx3aQ1YArVM*+9N#wMc(<;3iwJNMp-g%jyCZSsbp`qtETYtQ!{zJq$`#ViYY?nb|vOJ&^}8bkWl% zG?*mXDW9a=2N|tHq8-7kYg5}7&bRwsB~(coffWb-BPrF2Tx&z?7ZjrKwHTU-)5uvH zbPo{3!ad&KHdD(l+h5o*n!A&vxJ-V62m?`m!h#bmW#@^Xj;~M9_tDNOD>AYeTNz2- zW8==sei2`tTI_e9sV#%M=CiVBCZNO) z=}`M;(lb53(PK|dGxO|V$FrWoNN-T-oWAHE>$~A+=1t#?=R||`(jrUv94nfk5Y*hMs7UZ^#CLgt}K~lbWVz~p?^Z0!>8X`-ODi`-dCnQoHu3W|`%R#chCPIV43 z4;9S8=oA|sQHrK5%C$v$Ei#-Cb=!8Wyq$WR8hmGJAC1)yVkCObPJTu4NF|r>cr%Nv zXjQMjXa=Zf8Zmy>IR;BGVb#eOV<)DcRhHOD{ua|){Jb93`MA%{9!Q3qL%J@o zu==}0n8W!RyIo4uhb*N*kuP2v+z7m!+5 zvUVgBK_?AEdDl?Um3N$BJ(W*swufI_2?nJk=Yzu-go7rRU35wbi{EMIjpfG^HnAC ziWc+oKo@SWZ2al#l}pd1PTEi?`((~5yNDvXr$SMW0ZdEU=FDvh*E3z&v7J|7b}N{- zB0q+D{qE^b>i`3*H10uRmnm$U1D$}vQzy+%7=<1! z=tEqBgHK{%H-wTO;4aWC*Xxj=t7E?lwvo~tkwqS=HJ1F+TyvqQmU z2O<|L{8O`@vAbrZ%q7mQ=857;Lf>5CG~Qd(;hiZ1k=32%UOPyQ=lxiB|9lh3&~QVh z5bkzYgl$@8v5RceCr4%G?}EsGK6>eDju_}8+gb5YC!GOb7v?**)H%}m*EV^52#O|0R*nXNL7C@Q)-5b=s>6a^U5sOzqmb# za%;>`gfpB0?=+-`9jIx-MW*bpkA1>On!^PjfxeU@f^H1S-uC`~R1|pMB`VT37gQ%# z6lp(yU&6Fnf6FiRFbY|yf&;PQkF{~l!wnPkT~CBk*pWezWRP%xKK$%!KhVm7ws0Eo z9abr>*MS+(7J@*RZDeOCkHEPK7{$)UO!2Q}GxJFn+;UB$D_@=>3-pI$zzHL`$TuUX zD5(VPHV;rgUsITtJb}_I-7;{tskLqCMh%i~TM7|bb9G*kskt%7SAVn?16g*&%lzJC z5&ULWRt}K&%1^fTYkpLZ`(?5>#&H;~(jVv?@gRlzDIyzrIkG~WL2B$yVLUwW*T-}z_q{E>N64?BI7ghZR} z4Y&Cl2LF)&dqA6J@oqE9ChS4Dt!R@l|MsV3Cxd4_AMU^~EzpQ35tir$O#LBEyz|e6 zfvq11sjGWm$_=V+r)U=*n(fxk`@-haf+=KnmOl9%m2mu9duTeHwQF|1Vyw(J_a?|A zBOCI;)c!k`Gq|;y*GaUOjyv@oD*+MhYaLX*(7$Y)(~3LtL@XtdT}~}n7WKZNVI18Y z{9*Bh~>GO*Ietz~J9zG*#EE$C$68 zkO&|CbFg%W7nu?+G(u!B+=tV_odsw=%b6hm-jAn6t}eXt$A1jKK^AN4jn3HBUUno~ z&0q~;boX;9*$=L**d2dC-;RAA??35ytYfL`noVM|{Deottj@U1Xk#6|-)o$B`95N4 zvT8q7cibISQmA#33rBBi|7_j`rGw~eVpoxo=ig1F5!SY!bN&+P`4Xz@&YwS$#hE$h z%Lzn^)}KbpDaO-6Je#S7HS*}iC3Tut3vPY{%t2ebY<*J_ zSDmgPzG)d4M|}P?)+D}ZxFj-_eP{i1JIH+7q;{`n)t{~--UM&`0m^sE`9zWH??tRj z?Fpu3bJ9;OXWPgjd8$^km3 z2VP-aK0_4~yil|F!mftQMvEU$8|$p2EN$n8nSH;dU9g)i2*e0l!QI^GwWPr-5odS= z71;a3mH@45gLd1BoA=wK($c&ZeFEi##xy79!Blt)3l#QNGx=Xu#~7P@-4S2@t!{9{ z+Z$W2cn(zvfaVn7)0oAA@93rfR%+oS_38Z_;{DXlGOEIcDA(EbrZkS3TdqqeVdD9x za77w6H%-=rW%Y-$+(uHi%^Gcovvl16qka_~E_yY}Ip!y0wzw#^PT?87{uF)wDP_Gm z9Q7RgCmIrVxIS6qWt*Dbv$xc}Su9FhPu;V~<9+mkF#`P*9Ac>ae=~=^*D{B8jv`X~ zV(KBnNarR0+p{5xqcnyjdq!9ytjlaM2^@ge#Kw2FJ~^fPJ^Yx@k?+rS&Vl^JGqRr_ zz{jgU0gHtVegsQ%pQ+giRSDm zUb)|C%=5!5b^-sdEoOPTTb&FP?9aaHh-hy(5At9EZ)`wbY|N}mrwH8k$Bnj-CjbJG zezHjO@u|sfgmC&pe{z*%zPr*d^K)aS01^NiqY)`1=v-pd+^0aha^qQorB?;bx`yjz zYba~`;g1Xor|_XgvGNs0VIWwy_OW;CzUN<5?sJlNe*w0+=&^eTB1|A|`jd#hA!x5u z9evboza`;ICC;f}%<2_c|AL8P%Sr-P)aRRfmV2gv4|T)cU+&JlOvrRRh(W7mAoY%3 zAN8KT5UK~)oJ7wYVJxJ{34jh3;Mx1dPXJT&<633WSm@G8@Xz5e`StBdP=7^YgSq{| zv(i|CV;@u)Q}3{3Ovh*TfWFb8g-Fqbqb} zze=2`7jnKKoeKFiwYk|*>TgTM_9;1cDfpB(RAX4KQHGtBj$N(kPlNxKmIyM!F9 zrwn5>X`#S}`xb5wj;L9RXfVZ)*X#Nrvt{(_m9z8GC@w2Ny8?b+ef|GVj1ZuB-5gl$ zDr*zJjHY$IoxZ)JXkz|9ts8}H?z;BP?v%KO`cBk|3 z0RcA$kqvK&0YJGc+g}uDZH%u?fM|@z*K10<<33GwzOLeTgEcSp3brPqF_)lP5IJBd z6UG#z#ck8we{fVJY^d@&NqC7ApFFQ$;m>n%QZWt;bqZ=6D~Owg#b_y|}UMD+rVYt>2WO)FQ44VS*9{@xB! z{JNNJV*fzq0e05aG4GD_fV{+FGsPF&xrWz)1hX5Iq@s{2EvAWk!c@^4RJU%Z4&uov zGEXi!pw^VPw4C8Eh96D!@d2}^v`VBCe0lBKCB@A+3a1|6`MuoU* zPb=m*d89_&wfvC&Lh-5JKSdL`E{&khyhB8Poq%wM#kO8CO<&rMUk?{1y1Hfs)Wl)l zp2_vqBK@WKyZSDF=PMcbC>`WMz6LqIB6GFlsPS9s)LpLj^dr^W)UiBF%N3sDY({AM_{si{fJ1pa$=MBullo5UUdh+Fk9c zi^BvSp=D-|d*XrBtLMTeJ`oqR9cP1h4Hs6Y)p0)Kt1=Sj3Hpek3526_NK$NkfgyCU zj`>04Bf>Q9LSL~a)ZMRPrF5h}e&_H2+=ppGVVt{`?htrK)y~8C6XqMTs%91cjXj>x z2VUVeSe|7NGkhi!g1aeN7|fSF{Lviw3QqL%6(%Xc^ZW0vMXTzK*F^S;vgmCXH>Spz z8KyVZV(jDoa0}{%pIs=DOcirz3;I>;)&58F)pLm&{sJF}$qHY`J#4^h9vK@KU(Y|b z4u&GM=ciJ~!V9J%U#uMr&25boh88kXv)hz?-)XgZov2*8(xr~7UegYr%nUso3Q>@O z6jEM#07{A+O(Qgc7W4d-O zFBv}rMb`Yj7rJU3QLnOEW9%DbP1rYRKs_Z~7MdZxqfq=UF?Md zOB2{|RUpjd5+rEX#JZg_Y>^&Y7>KGaGlsR$f!)bVV%el#vdi8fC)RAk1uMl`?=_h} zglq`AT&nY|Js=-BP<;jB{rF@lROM1;_l6>fCIp3@f!}CPiAX5qPH{XeocGnM$Eli4 z26ot}q^0VBbO7-u#+WPKM+nlkicPyS#W$J;p|dF#@pCn)wJ}!DeGNRsD2eX zgY@9F&nI_GvnqzN+aG~}hMXWC?&#rWjkjHjtlq{8|Jo;RK754t2Lz&T>ip2 z@y+pohdGCyfw#XeYR%i-f18uW%5ds*=n<@3)1zc?te3z;;MpUy8~9UM{jJsS{n+Yy zxa3An%@XDArIfr|=^TA-d;uhxg$MC&%3W3vJd$TScWCHoS)_?f4VUF1GvtQujhuT9 z9|qHLFSU-EA=cc|WP=wAH%Om*zTy<%P5m2$CL1BtAlmIvV-+bD^9dzVb%mqm*Ba4jq$;9FNL2hQEg4) zreT3v_9adgoe%fmmdN%$#bMgT^xby5*=N+-I-BbXbOAD&dTc9{7{o)8`eG70vp z#l#YwqRF#K<*Jz&rc5y(_NdW4rhS{F-RH->N4zc+6+`r^HEO@g_G8MEb&g{cQjtV5`^jz*sfDWvZ%MDtfL6d-e*7T zw~~DA@9TX=+Plh3Ew6cLqU*~^&%*JRD?=psw0260ZobmPeJ^k6NC(*9Lm_3700{Sp z%c61gfS&Ff!oq$*NDF%2iL(jbvD(pZj*$*&2)%OJfMs7vetr^Zpv|qTA+1_52x;J% zZMD;&-zL)Iq5e62TT`>6kv7kk)1TZ2%TjxtcEPnYei|FRYOZOtu@2oZWV^V_J{)C{ zD%Om$o7x697isvv{1D0aFSzg534<)p25$b@Y5IT_f7z&4ZQ z?v0{;{t9R~vg|gDwFuykJMR9Tw`+${`&F0~{`fYxLGL^y>eWVMP8wZk@-CLTFDv;u zk&RyZjPq3DW-Y`T`c;$QGa*XJ4BPRx7;vXe!L@gU+#>PB~h#eH)7cWxyJ5;zmhJ2?V7JG_5DF;Y_EMO++QrS_P zc!&qr-D7r*C4)X6PlmULQRLT3Sm(WKtYuqLFKh6Mspu#5cgKHgseny_+UG@JDU&GG zh*+uuwId=f-~CCx)L}HsuD)Q54pOGTwMg()-{1yF@)xTGl%i`ELVGMWDhb6~LsVp< zfpNt_Ca9hZz1=RK&RHG0qz`2Sd0X@*uf3ukqe+@jg-9LnDK_tG5QXa!y_N^OL0tVaP>F7^5Tz?&$YWN zODm$DhplpVu-G5XE8g!Q<1)A1zIO_Zy&P2Sb}fPI&3^*R@>heG|4fO5pRA9^?Fdv+ zFKjs7c#R5b5yF?FyED0ttA`ei3^`+|vyR8oD=w|`y{W-4z2N8H<& zW%P&kgu~u_$K&-F-b=ENtp)b$m4l4=@j6N1(nH7Un%GNL?GByFzRK>2VqZR)*de8M zi8lx28g`q99%M(16ohi1g>vbihri#>$X97Rvz;_ga=+Sca7mB-MU(XEVTT4q?@AlS zRBV(-y3t$nli*W1Hc9lqJ9l(W$|)K32$AI3@K+^`Pj=}|gh{85NG>N6 z@anpPxG!;b*U0-c?VuT%nN03q?ki;tEj^dcrq{)AYM6#n4A0zZv0Z?ukkL%GBPvEN zp4Djil&MmdXYS(Q=Y|O!zA1aPjs|MHG)28Ob2K9NVZBemp)B;~Xuc{bC=X83!8_ zd~}1|Ot8J^W|cdF42J5o8?*6on6haSR%m?*PL-hPhefJR5~Mk2PW!p`=6)xVZ*Ip1 z;`I*c@E7PtDL^ zm4k=g&X}(q4B0L~*(K1v>)S5mtqe_X4{rn z)eg1x)KkuD&eaQDCFeJ=A8nH#ktc{p_%z5*9;W}NxULmb#b}F07i{xIN?*$wnrIcTzD3N~VIawFJBd51CcY1|hUGrq(Sa!Qs zqoE%b2I@RbScxA`E_JhJc2*JSIUC{bpUETse$yHGOj#PEFkM0CTG4-_P$;MjjL`}v40 zz|V!FDO9jWmVA{05**02#&|7&Tk42r$Do5j?F~_pww|H?em6LMAG~u1G40&Yf!l|s zUA82b!00sV08g|~x4m;^&j3}?9b+penVx&kK8L)&+5er1L93v}TCn3+bYT_b&C1@y zN}+l)-Ju+6clc8EjdQgTTVCpy8+vaqgknF~OBK|*ss-<#9KQ<JZpfY2~Tf~=i zOlDeTX3fsJ9@Wx%$CCY&A&UamtDQU_y(m_($y3@Rk^L7KjI+{6I#JI4m{&n9B540X z18COUI;{Q$Ta=w8N59CQnmt15%r0X(Blri$THejTyV6OrBq;JRzWhLqR$SteQg02w zJ*uuxRgyS8vgC-75*sqw@yHM(Znw;>Hja-z4f0DW3Fn_*{rVfgwc>FE6#r zx}62%Of%AHhw|~la_#RgdUQBlqM@Y!>Qj#Pk;&yZgN-iJa|K`qW>6}~Jsef!N(P2) zyWB`;GMTV{0kS3jCEjSj9(L@%?Vb&S8{{K0Sv zZFZXJc^VH1o>SBmVRxFj|UvK&!$u0NU{SzstEZ&2^A1%kS zRB(Jk&#YJWt-HL~AAEsSIk-yNTD4__R)4u!w)M$qPgH=?-fi^*K3r-`k6Zlil5PEW zANf08PyCHZ^vehj@GRxG`zYr}d79YO=ttM{$#>2y;xJs>8uH-V)K-iTZ3_!A)9rsV>)g^%dN z@Qx)5kB{bd;tCME%}tts5r3c6nf*=e!pH~EFyo1frq+5P`|t|jtyD3y_3t_H7uN#j zYuaL!W(-A5V*ev?AVIyy2Y+7SX^l1l&Tu5}^9f$3CP^w)W|c0$v60<9|LBfjmJe1? ze5Q#hSNvKbKaz+K5xlnFx{|e5`;9+bsrRrU>{^f9df$3B4B9rSQxRE-C_Pt4*LTv- zs3*}X69m()T33)^GPXZ8I6LQ-D2<9Elu@)VgVv(F>t^cGGlQ(l{2Q;t{d}5$QLlM; zbDYOOO^3JVX+@mbkD#2q3}pLyN4AYdXknw~v4Kta|GNQBO{YN%W@nI*0b zKIH!w-qkjZ2U-%}t}`4@@lJj&%RDZu1wVVeEFZPcBQdb4>cC>sLw_Hlr<9C?W}BA8 zQ>=n)qy9l(T%jv2;)3)n=sGh8r$fgohGnTUHN6pcFe(__pgA$(t0axYT%KYpQdphg zX%Ls?Ovy8KNh@nUv8YCG;o~S5tw7BtXNqX*Uz!Q~+#RhxnRNnUM>B#8w6I*w+~E$McHo4A zL>3+fG3vgTc~<;(Mj=`6ZR5!O6>iIrm!v)8O1Sh_XK>4H$-xX?+Ji0*!woh9=y zVMM2Q?2`<|_>N=&_u7=#vIeRBqU;pga5X(e3;{4D-%?&kIlGzt;zXg`eXDEY*FH5A z?}ptq0qUB&BC@Pt`VCu+`3UeH;wNfKBXse`Fq|3h38LH*ynXLqmE~rV`X2fcK!jsE zR?361{T(A)mqy{7Ul=!*k!kveC#1jk&C+=mI?N|Tz3K^7-A(4avxO61%Ev8%3u#Jr zQV#6~3t^|e`axVUP?|-K#OMaXzXgLc9kWvOZyK@~8JCsTP&iWqP9wrez9s|k;s4EZ zUU>(_SZ$FIb@5B9DEj~35kl$BKX3htt3;p5`TbH#lFYdnqaESwI9n@~rRQk$h^%!E@eCC1cH+xNV`WORc?q z4tm=$8fEfXfmVO`r0l+JWzvp5iSc^-Wx75WqIAj5=~m&Fp}w#Bc`#@jss0$E+WFJb z^7q)UU+(b4PP&(Y6qfPYm zL)}eP4O(IbNAw4?g830fTREHRRIpwiZyE|d-gnu|)Vw3Zu)wa_p>X%Zs-2CO<~v2X znNq-WI9aZ(I3hY=H0nNr0a=IMQQ)NugnroikK~2}AI2DnX)iF9)mcS@byz1>FXzQ( zy~3RKM3T8|>mEeFwIi_4eynVby8l+y_ zg0BY-TG^MBh5u1oZxUaVU#Y&wSw*fMQv9gjOYTo_wDW@9wm7IQro_{Up?1bL0S&(v#RXppOJI}rXRv@o&{WMkT zKip@o8$y%}^dJqp6D~AmN{xV{$Mk;pXYGiyD*cE(Iy2Shzh7b$kMA;nC6m$hEp8ce z;!E}9idAN|j0vc5JSemH)-+JY^J3xyjCJ{hz{6=~v+wXY^=s@rOFc7bm;WDHne>w6 z4Vb~N6fdYG@f_;|)<_73J3snPGZmjn+uekK3^;`=V09 zUan=3;VC5KQXM!(b6Ixv0@kY1h*xvY4o{LUz2%$6n454h^Q`wJRsZ<2&!qk z=e%BJF>9{TSP4x*KZCe)t+@3hJi{e-l@#Y-`xIGf%5QhAx6M&ID7-1Z!Q1IcinOc6sV;j(fT`51X6F>W z%;A1@$G@X%RQ>_V5D=s&x6N^C=YQLpEX=c4pGnhqt23kIJx&Q;YK zyd(u_0M?W12u^e<%vpr;&d%i{SMwH~BlJ1w%e>+Q3^nRJQzXBF3|PEZtNXZSqGmFi zi?n2Z=*1{vnS?SQZU~!c#i%Pfiy~rCV~4@XAN>TdueARTmnp6pfF@fN2fpA6ji`T? z`HG)|*faFv@`*H-hfG{rs-N5sZX1_NcQgd36&Ob?@3#?niWPe>bCWFK267kLG*NTgK)oQ}&>X9Vdy38i%(}Q2&;KpmgP@Sr2FYgr-s&4QPo& zsSW=hDz1fCAcEx3=Fo%?tLuGAERrkk1Z| z(%iYL1(qh^SwD;hXe$lUFd^M4v zs*CjQRZ6CBQ}z$*R@noDB(_aOB%mCBF&xGM>e{B4Akz-|^hAsRVzDg#aLvPv5zm1E zFz#soS22C}UcdZ&wXX5D+8tz~-(|*$-GR-W#f`Nv60*t$BbBDf38rW^wg05&61NpYOt=^#$Tn0^os-JPU2Xt&d!Y_?l`P#moNt`Zsqs z^%$?;{1-M`M^IoZ`~3L)r{zy&94Z((|*SwOXPyBdEL8g6~i_oeMR9z;oS+2z`%*h7X%(*ELmH z#^mTkkHcAw^(j_hb)pU6TCy;8mvkTDNZg+q6fEib02q&*szcnDVnY=y-gdjB$+eSe z&QFy%ey(%*>Dw3%RpIvl>!mtDc$RN3HG$6HJB_aS`}ikR;9s~g!}CpsUG!+vD(0}= zrs;m65q_+F^xu(@iQ*=EZ0#*VA^qv{)H2Lr>4A##jW;rtGoFy*mCjTvfXrY{$D39; z+H+YVH?rq$%Kt#Bog;$&JIOD>Q_&7TGi*pKruD{7(q)v28IxBM=a%O1r$_db9S{~j zh9ZORhIzDFDvA}}uhwhfn$L>t1oTQ{I@{ys4%Sx?p@i zB{N%E0ULYo@;9*4=n9Fasi`QnH*Q{f;71BN7fq!jUL*q&L$0v~d)ITt^Pl4$wnL+; z_g#6;_e_$jf@ER|b4e??>ZPT%u7tt2x^>D0lLAX6;gA&3GA#IQJ}?>2bPR;Y*Zl#^ zHX|2SO$|#r0y&GRF{VKM*V1~eI|B1HR^#jflT8J_6r*%HvMhRR27%%!w@q{l>e-S% z`QRc|G$HCuAZk6h$oL6Yi_*bH(oNa>>DdIF>7&Xx2F81eLkurxwqv{8G6kcyp;R^E zwbF9022)lKUjkdi6Mx;{StESFjjP6!3*4|ux&*-oX?IfG>dD#BudK|VcUBlU@1BQK z3}|A(@yJ6d32(-TQ`89Dp$981W=?k1rH6Ha(#0sL{y7;)WozG3i9rTogMYl&v3;4{YgF5jai*;>_pGJx|}9Z>@_7 z``?l0Z>AP59|q>&?cYZ#V6W4~XuoWJqTPBTI`oqoukqAJFQ7L6^WM0pLpa#LrqHC``{*t1kqfO6vVXa&9FyF!Z<`*M+9k1zmsw;dei34~j{0qw;G-mZY03?B&9Z4Vc!%Q5ROB5ud;w!cKi?p-KxAhbs~y8P0D4O`Iky6BnS#0aEwSk zq%7;r?hTA?R`0(2kA%pTAw{y})k)_7xgDloW$)zx=Y+ZH%9N)mF5g9^Sv3o7U%G=E zGX7;{B|_iu_!nYAkWSunAB!*gvPLV~dwor%j?%1L%(}c46f+5KW1<371i$en**x^- z!o11sj4}FqV@7VY&Zp&vYHqCeafmQ59X`NOSUW;#R8pp~QS#1cp38S>#*?digTPAj zyiXY&1~x&AQ33z;=hQrufq2s&1J2;hJF(QhDIK5M% z);-`jlEpy;*5|43yhXTGz^{UWerlTVKD>v-I=*{L;)0ZkW(={%9Tq`ySkYE zX-ud7!LKKwJkS^LVQAGnSU3W~1Y^66G|_C?m;mcGk(RtYXTaIu;% z2DYaf-6-*{bI`e(aWssD3^wqSWU0?>P3V7h2CbHtc>g6}!699gLj=;HK_dCzy(;Xd zR{dAi8^a!s2uH4wao(&1bNlIFYuiEOsu;wR{@&YsjvtU>8xCK>WMz$WkbSK$4u*iP zjV*#sd6kkueX>D^SL-?S)I~8q%n@+YzHysu-s7j5y*i#IBsTM(AWw7nVOd?!M-V#% zgMR_;hsLnO4+ocGKAKYN%9G<4<^Z#hgGAqLRf7>`yo?T6#x8}J%XyYG(33rX{2vLQ zmH7nnKN5qFI%cA{^U#(jTejJFyO(1hrbp(C1lTwv?-**FBR^2e@~rN%up8s@*C!i` zRYv*u#|AfxWkWA8%@K7qDl)NRZ6CQegg-<%-mW}Qv$ih559#?^>Uh@GHUGHZnDGyO z?8{AlP!s*^^MoTG-|q^eclr{4Z#J}&;9bvlu0^izD!hQDvnzS#*~S=TxtI>3Ru%*l zlID8r>7FEZu33^qTtr+1tMR4Ae!usRqM%ZuARsXX1Yx9fPC-dwbi)W~ z>4w2nN~uXBDIyXBMmM7yq&vr?Ya<5?KEHkckN(g0eE0pn&$-TZUY9?Sy3CcaO3^nf z`ovDC^Dw?gF4nI57c-UT8V}hTqWngj)I6=E(cf{8xFr;dYIhOB@ zpI?nH?&+!6hJ?k_WWnV%t=qzVNZkO@7BQWjBkinKKO#q8nb^WFfc$Llar^-n)C7F* zp2~nC6c2^`1Kpw3xz@4GjS)F424wGNMO>kj``pvzK3`g~Y1^qrXiO@L%>glL2D_2t zR=AyT;KqZUJ$XR{X_?u7-P>?`%UeijV)T(q1OyT-flWX!s6|GC!!S@U3L2vsfaJeG6fK=lcdGwv#IpT5Zp z%btt9+dLBN1Txa^T#<23y<<4#&~m@4ld|&w5OFlvk9%nwfDRd?)F;UwzArX zRTdnYx-Lg9TW!7@>*7P1jXT@4;0*U_@&dNz`G;zEpOa7?kle^2)^ix495{&x!Th>J zhA*T9?hVE>WaBBZN^9qMZ~U>;m8+R_{o5pOXpH9y8X|3uhil>De$RYtZE0{9kNcE; zH?V_IVDephxfPuud9?Bs`bADQU{Ye9>ETaiRIR6GOig9T18a- zU0^CDT5`LGimri}ZGyJPPduPoo-KiczqY};!saTWlUEInzsrF`{)X8NzcmjT5!d;* zsWc<7uL%l&Ve|)pNZ$=Zs6QStG1Rm;%&)xwq~h)Z?C-aq$S-04{=sz>(x{!P1Fv_0 zn>o}gz%U-M(+@>@NPBgzSBakN0f#eU;>?CTZRik45!pBK6ocKf3bcy zVrY~N)c7_OM}Nsv03oeTv{1d$^H=eoSS61-`KM)DTX{1Y8S{Ob6WrUN2gJ`Lqynqt zSMEdRIma&AZLbWWDl^UW3=yn(b@fIG_ucXsQ{HOVZ83fN2k)fcFh~`EcqRCGY2A#p zKJbA>on7{ibH_=EhJ70V86MZ!0M6U5fxhQ&P@``D#!ppZBp!;-D9%P53B?a!b&A5< z+Liw7bA}Wot!6oS6lNU+=UvI-Cmo)Cn0{IvxmStC$c^=~%2BxyJaE3>kXvWp+q(bN zWdvs0Fh@{9hkxx(*FFvG0xz*5M6{-J^sgrs;eiCqjteH6!*=!xd}>HR`Cd3a(O@fB zun?b(QNWWTAoJk13FK}28CUWh=MC8GAvg#U33&)reW=Yh{AYViHBR3+Yh5dt+VF_p zraLfy3E57Rh88rAdZs_q!CKhi>*kQX+>hUH{-#gO?Ru=e&IxmW1D~9ka4#d@S)L{W zb77zHhfm&(78%HmR1%)vXjE|n!UI_(vcdzvkz70^1Yk|vKO6+1S5SmsOJ$ddW^P^S z%`w3r-aG(4ZEfFwWHTj(|3q*p19hN&)--mFWfI#3WGZa+*ElbMZPZE*0ttivnqM@8 zn|t`Ma_c<6ym+W>9qSX9>RZJ~iA*LuUvlCR&-Gekj^;oj>+)edSYLLdcga z52}rHv|w%m+09;*-i>liNGP5G4GwRnx-C}CzCrl;$XxB!<{YdZ)rtF!&sZgPVLogBf(NTqwOR1yxqu*#44%I zD_#sC3Gc^Wf)Zk0p3!&ROt9Ulz)7?(dHz$9pCWFB7cS&p&v1t5s}pVW3?;HM=mjcf zt*R8m>M#ZKdp(aoUm7eo;k?>IIItmAdGC)*RRgTN9+V*3`I#8+ct9kSX=3tzbh6rw zC!g#=$()IA3D0zvg#An(p&AUD5=iMv?2yxR$|zxnq|NIF@3(wPMGhh3wy11^${( z<_xF3ON`Ar*0*l_5IQvq+k&9=##j{WExrykoN#l(cpKc|^j}EZ9L+*_;5WS0qJyyN zt*2$=guo2v#G5TIhT|l?$%OHxSe+#RLi+mftOgklH6)%R7YA{jlvAH?q#;sBEqt)x z*+yzGT2*+{g~1@_bR5*2w^KtjEp`UKAt+zT;FWd2>E_hV(G09zZ>9{f7oWqpW zMlPgdiQ;+bx&bBzsRa1ChKi=TS`=&=C7d(1r0}fRjPrx-R*{S+W$B}YHhn=lQ)Qbq zrr0w15zi<7U$+e2WP_dt=VcW;w55UPU7_oq-mD1M3?_7D`PpK?KWj^iC(*7{nP`K@-<&gF5 z<&ySB%=jY8Q)9Bj@yDM;y_j`j)#10jbRyQdf_m|TT>4F!igyySzlP0>%&#BLm2l^P zc1nMLzcyAy+Tf`A;F<~Y*^c+|e#jiC3kRIqiA(tSee{FRyU&f<0OwOd_?M1e{aq~| zLtr6OsT$O|tEE)(r+=aZREXCeJqX*Y!L6z7_{$njwN@vEn&Phn!rhJqa$MXBexA$` zebdZ{f2+W*Zar6o!!&ed{ciT75|h5dG{X`J^`zqZ%U7?k4)}>6}T# z_l5@~?`1;1pgggQ8lbPD6c+W_AVQ!?3-0Ne@y+wy$8FtS?tS8!(Bj*eBl=htwE}&S zk9N%Sopbx%fpu+#Io(8wIx8;sz6%`Y6KEdvl6vs+JMi>KCP4R9#ht{3an!x*h!8gE zKNYwqXZ*!Gd>;p?RmiI?u0O$fU2A%tEc!=uc@yYHWaUWw;M$kefJ^BJ2%q!#~9UW7gdvGf96L@0TKQq zN)|)Ey+MQYSCO((I)>w@5BMx>rv`rR_oAc8m*5Po3hq6_cGy&%M(j>xJ+W}vS*4ai zCQTZB)NA!xxqz((&fz4FR=MZaK$DWvN>^{t$wxBqO9G6t!Ko<^nl&E z0u6GA{Wrh}uUuTv(Hb?>sS+FJTPJwTEQ`(am3N?VJGhnv02Kw}dL__8$oppu^i}7|1 zrAPM1OD6jMAq7(&68`p8yEJ(69gS-2(i_&Ps*>`dVq9MsowwC@y|{bbrUty8z$3-g z)Lvrn34vmI20haio)AnTq|eQFW(B9Ay?F`OLFM>m)9h?y6dCQz`=Ai{Bdk+dlg@mP z-?qnNT*FoNE#CiH+Z%D!YjAnlR8XZn)LJdrc8}oVA{Z;nKw|FuV#&)j^fr#phqNG_ z9DL}#8%3DN=Gp(_z^McO|2z8Y8G~p4JpLE^`T07hl;Gte5hKfVyL;{4WHt8XgSukS zvlpbfHv*A0{%MO0)n+H>Ap6w=iA$t_=@0eAdBM8W+>4S*k5EnSC}%|vd(X2OVNuU6 zHCa!pl9=X)Z?@h&XGfX3&}>Wl=&N|~N3_<6l2gPh-kQ%E;~mQWCoDhrYBxP5;MIVi zhi-(7W-#x)X(|5o-ep#xQKr}U*dq@?3L3SF7IfV*nLBS1!=o3ddqu8p`oC1zSp!E` zhcFiRrBkcQO&0k(t=~jd2rTZ!OvZOoYPt3;=_fFWY(xzsSZQN0^h{12yF+0wHBTje z{Oe$xa;v#W{P^8n62Y*SZPE)+RD8qKGl3ver~LM8L@ngas-6;6O72XlVcnxAefzpL z`T9u#Hk=mg{-PN;t!so}MYzWE*PkvYDk=-pn~fTV$)jR=*<%XSVqHmO08zipH6dSf zL_?$O-fTIx>6A~7JzLAtI>`59TuY9X8h`s~{K3}^zVPCNdf)+^{YpqwE7#z zz=u_LRMMEr-S^Rk&P>1m9dzCPqnEE=w%e9XI)i%VT)rhuDYJBupm_cq-qf&1zB{Vd zBcRzg?^&RfQK~=xvI2XI-e|!+wupW^#?cQF9k08rw>cPseLoyE+!^U~i$DSJwm-{a z^PUBml5MO<9=?Ejf`6W{lH}u^v6~8bTXf%v9IImAtaCPA}fXs>d^Ivn|~MUM7)SilT6sKl+@nJ!)Gv(V#$yG3~J&Eh*yUm1ef*Wi*+z6 z(T)k9z27Ayi0x?^fg!~Xt=zLGRkve&1ApxSjyMogmX?=~pvGm>^j;X1-S(s*S3QH%DtqvY)^p zU31ArGl!0A+O2h?2Mzfu^K1uWN_Cwhk&QXs;D@z&Ys@n>6WJ~^mzi^RQdjL{^7bct za)@ofR}>32F3Zs-&z~wEu2~!Ee5id~&%LqLqI6&WX3DeEHa5w`Hl0tr+=EW#b}_uO z=)9PXvoWC5I+Br3nTUIt9=10rTRv30EZ{`HTs4!*ZV3vcBLE5%T&BpjW>^^xLF)_i zIcud49cS+CKmM&tgJIm9Zyce(N4_3Sxi6TT9blu8Zw=AymRMtmEp0YS8GB>(A}w^C zOhMl2J|i( zvoyyadcvgti7jzo0d%hTK(Dg90)5MfW{`U`J^>RtF*RkYzZql{?{0+@To~q=5v1ZS z=7U|)77EI=acP*_)%lu@#iz|dMn3gO!9m-bxo_%&$W{M{SRemXTC{8p7!B%@txmrEb32S)JIx<|8N*I$pK6R%8^GISy38dDKTZ!=|zI$7P zHRljB#%0Ed1ZdvhU=l#M>tuOmqjMJ{GA^(?_=8Za9Z`F#}TlKGZN!OU|_k4D(PpnZ5Z z;7(aQb-vhaOw!$7y+ij{Vjf&Xn@sVeo)MJvYKCj__qOjXlNpo4komqhY}mhaEr0oCP`vF5{Lq&G9B6h#>tZ){<}vCneaHq0n`d!K&eKpJ z4%OkU?#9${=0{s-kgS)s!eUPvpEJ;m>1E@M?oB5=nFj5Imbh=;n7CrtE80sIb_G(z zmeWnnE@)mN(n=HyqC(b8&Sc=!Q0TaQtQC$mGo|t+Nk78~fW`Z&^Qg>bEwYP>yJyVQ z@si2oZl0T;?Ywc5WuU?SN?TKOuq2pn!1eV|G?A3^%$I(%apcP>h7*t4O9&0GMKL^WLL0ECTcH)FJ#P}pg!Ik)+}Mm-;xwlDta7S(hdtZT>gy@zzzVO zI35-`cQ;q|4#fJe`hd_Ur6cqNx>3<#0T-pwW}VkfpSd~WmZx^7N8D+<>!*qN%rml3 zS8z(Ry{PS>Ko(7!4=dO5+GQ6%_#Of_J;NSZ1P&9ZXHDF>xB+r zTDlIML+*rnp1j=u((86FKgn6BM}GO*Yl&h`9?%K-e8zcV!`IF}QlSRJ|}iFB-Lq8NrQlmh*gdv#4) z2k8d`zQLPD@`G683MfZ8zjofSYt_x+SLyNCgYi$d@YGjLmH50fph!QZi=%=li60mG zm$5r!ffY)`cUS>I&@U%dH8b0vigN2k$;*?VFiNpiR-6f-$Fa7zJOBLgdz?U}RZKPaTw$9us z;$@mZ`JFX$`Bl|A>`n5~LCADowEbS$ePA+*dyo@G;WM=#?E{MGw;QP_0%-}f&t;r`s0_J?KbGW}B8lvHSGhIaS4JESd&!LjoetyKeb+mL{ zy{>A-qZL{3@g)JVjOMeI4QA5I{}nTTRRWXrDAkWHmC`Z?ah#mLZPtJNW8XZ9fx|%x znOF^pgHdzG-k;vLmYeFl4XlsGKsswk;17*%VAp}yfqF?b8h{ARWQRktV5YmH%QZ(U z1iEM~JuE!bJM-8B<|8ln^Bcp-v6GAPSv=k+ug5-AzpgP|@COIwZ4v5E$&0V$Xjp-0 z!FdKuPBcnv_tK~Ln`U;(rJm=DOljZaN8h4S_{O2#3)Z2d?vnJYn5`q@Kkz~{zF*3# zX91u^0ODyefX4)$G1)hN)Ne;edyXv(s8whUR}+_ams${HGUh>OSX^}xLBsw?l|BRs$?6hEMXvo%geEO>5r!3L_iX7SYVO7+$VN3Mk6OJEa{CweIwsclhY|gUs z_n1UUg18-^vs&|Xd2I6BP@Qdx`cABLarMp>BDaO5QuB+QTT9}$#+7W9w1UtA9IOp- zBXHyW(8D6_(+sHw6^lzt9aXA)QH%u4bEQBMA>gPhff=1q4HU>B;k5DmNp$zhDnHT9 z)1D{*zsnti#0i}g@bTvRm(p~=nfza!qc>xINe}0WKYGs{>Bwv$yGe2tXb_S^ECc*E zfOvLc&iwDBE1t>pmp(WI(MKO%GfYO*G1B)3O#AOqIX@>26h^C@G5+(Tzj)(wcO{&l zd=```TKhP3&-XhKY5m}OGg72}Q_|p1sc0)Hj^J`Pw3NkM@@BtZ>_)K$=ye_Tf|Tkm zVXXXw`l}%kBOvD0AOYe22t$>+&Mx-_%HE9^dm$O5--%R# zTM6*UpZz|F`Oop$tLr2JEp3*1MPg zIm+2%m(zOMl03JgZrvi<&WJ~8zZ*Js#kz~k^AEGAa``f2G|{|xVsvQJQ0*C9xqE3i zeZw))S|O`j=on`CPUO~!EPQlk@?Wys2oX9fH{$R@M~q|kG{_l_SCM6M4$hj9mZ5NL zdCz}S+De^lF?@8_OP*xfa>A#(f=I-G^Q(sRgMLM#O>b_`Zk7-GxH$@B!Q`_fFZLI6 z&wCZ*zWy`RSE*O+EKuxB_xzI6w^cg(P}tO6i2m;aZ5+^*wA;OJQ)%+8{)yATSDayd zeF;;EhRUorVyxAvKelPACh%`hu~G+{u)$Lue-}XY!TY1WB1FhTf(nKHM!qQ zyGqZrLStpyAZ+&N)OhxUPGm|siB~puOfP+2_*HzjfA%iBWD=IbFbyAZH>ia{!>x%A zw>SXW&T9S!gkg%zQwn$*8nmQ(Kqkk6%)2}V{cBkPkq1yYbierJ{jy5LeG`H8}k+GGFemx80F`Qxccg?x9H2 z)x;tH2q+WoH}bl|b7i2sCmDvLSi5rxi^RO@FS6*fBJozTej~YcdonNs%+&&OD|k{;1t!ms3@WaW69UtAT%zXp+zx0Gc{&~OfUlQT>Ul>3nfJs+GJ_X_{7 zl>XXVuE7#x07cqf8=ZqA*`8Ej$wR9T@6X!UhP`3>)UzpD6~do>BI;ua6yxV);w1xy zO?tz>DtC#Wo7fHk=9Zn@6x)q@Bz&bfgNY-A6r+J-gn^^#Qd5qyQVeh1Vc{H1<)luh zlQdsX+#&ktCFy*vg4OH7Ob;_naRXWWbP&;$76%~r21JE0Buo?XYjZ#5mmFYU#a>Tu zA4w^mZXG{^107e>@t?_adr*plcOlZYYQx5XwrfItu z*1$ZDU2alW58)_E(<^1uph7ab&p%vp#v+-NP6&;}_$@b#TXd^E=&{77X3qpOe@|6; z|HvWBCE^%-AASxdCbiT)ZRVB0t+atzGMo#S=QrkR`jX2Ux|v6axm>;Tvgq=`cJ&L*d&2`Tun(Dmk|sQ;z{Bl`!hK}?GaMz)9>TX+9s{ep zo+i++%0hi9=5LO&W3Gd~)Q_#E4^}Z;)m7a<@Z{?Uw+KZA`4*GjS4#p%=JGcTbq#ek zEEOtE#!P`<QeHhO&SAw9Xqx~^M*fuyp^;umPtlRW0 zCPM?|lJLALiSIq98LnHNlx!r;Yd%FHjv2BXr@^ksGI|JK?>3GV9goq^sGx~=-&47& zar+Cr&-$sG(`)b%hKa7<&X|235fwYkF{mNIQ1l{wKCM5o)Ij(LXBW)dyQrXg!L=;R zejL#&6&<6)9_TqfaOhb|!MpX2 znYLKsUf0Lm`rHFVD5GN(f=9~<<_S?V<)n{=a_GL_`p6f zWs#TrM`(a`a?H9I{UQ6BRPTtU7R$b__P2*rr5Z1VlR)A2Hu-9U8mcsxvRR5Y;|Z!C zG7jD4cqwUzB_BEF$=hQ~zulFg`^wv9HkHvKp-6&wP<;~DLV-T-91dDzYhnAA+nXIL zIt22gge}_;A_LU~z{woHG#LY3TkIWjbN*+#S$XKQRV_!&-(CJ837)`sRRsXQS^0^a z0!M<|8*Kvh7H#ryq)ijO{iJC;YeN#!9!lWl)0A4;_3 zG!2|PXz3*{Zyt>>;eH<*H*?Xb0dXwAz7P?p1GcptPQ_|!G)e;%~~ zbj@N4EO=Urc?LQZ&n%i_}+Am2*_M2wRSBv`m`YjHE25JU*WIU=45>^ z{p&#ikh;55szhb#U2LHJRBCu0cv&g1bqR}Yb);b-rd+VT@97ce zEtEIvAng*0>yydZHSg_4M$JofUi0~@w^O&yhd`1!elokHGCuccb9*!Y6JLaLR>u3~ z14#X;^2}c=S=IYT9_&X5R|vOTEsWmiANzf7zVEe$$VEDr>^pq8^TqQx^LV77s1#>3 zs|^=zWSuimhe#ps6$T+3h|5(}$Oy;-B*D*n`8keR*2FS+`1#+f)ZNefJ22k!!$;e- zPd^AL<}Y0E&cf=^f*nbZJeXH6>|Bq3(1aYA@FlIM4_#wrcb3VI2rw{X z`H}^Mb)-|BRlG7)rz_`;VX%D`!U`;%mS^-2cVquTL@D|IJ@Uvrxiq8%ywEt2i%Q$0 zdb)x_(*K!J7DO)z08bTV=(S{QxXKC6_EcFz58FI{U_fe@%&+nKes`lxcXUh4&$)-; zHl{?7TlJIJCs>LkaHH_b%x7cW!iEDld|383owcQ=T>I0=r`IQ& z>4OcpnJ?81sD6Q;3Gb!fJw3jmpHWMU_Jr#m^UAYZ3s)u8!*21^P3^f~+ILb6h8>>{ zegf+-WCl@BZ3X&;R^S_s7XPs+uYMbCV$MqL!!FQq87(_<&;X_lUNW8J~ny^J{zCXlxns3@!j75#|(V5=+W@n{Xr0Jxrf~@M<>;WcL$YnO%hxE@YrI6&kCudZJ zrm6+b67fSuR+!`@xEq>&++@2ElC>$SHCRvL`D1$l%Ij@ugNeG98<{Qml$kQDu) zm%nLyV5MM|)7R@)Kc5qNfKLX|Y_T>0Tovf1pNaMJ);^4&RPaEnY?~D}EwHS~FGsU? zYnJUro0RmFS)P3A9LtOIaPMIy=ml-D0DXw|eDitt4QbT8UsU)-x0v>qm`9>orZC4JKixjv3|-m)DtA?dU=UyZ?$TZe0X2#m*)))zSJh*jxS1d zp831tfd6(m}m`IwzPqn#gqw)$XU*N@@4Lu}G%*BC5Jds#~J~ z){fe&5e&0 zjkf+m4envIERXX}Pf45C_|9v3nCVR~gpBb?asV&6VS&3pV$Jlo^_m6oOl1*UV|=7e6zG6IDFE<|n2buZN-Vx#;UYh+5C^w3bl~9J#o&mW ze&3W7rq%$;T+@hul|m=_-CD$jnXnb5w0CQu+x>KHmKP~rolR`Bz3Y&%NgVz2J3see zf+OUSUQJOArCvCvf%R6;^l79(h_+Zq+YjQZ7^ii}5Bec|mMkP>)X9PaKF~6m+BZ>R zb5X{qawovH|2q#PSs#UyrL=3I=s1SD;_mbpK;^OTQxe2UvKPP~%YyCFK7xz7gIliT zZu(~|ZWI43v>Vi^K|RZQ#%JhBH(|043M);%l+D8{U<=|CW2~eTGn(hBpFapWv5r3i z?K59V(0s|EBHS+%`kU{=GCe;*dPGroO;Bq=y%S_p*7`Ip7`CjwKtZwG>TopUhgc=O zoY@BNxBR5?I`f=5dt}-z(odwwXzYwp=?T zjZn$fxDP|_CHxN3CDz|3&lwzlX|=i%nJy6j+q4JES(P@~93!=;e8h@qLrLKuttdA} znw0B&s==~>#mH|0|urNtn_BMXhFUS%;K zCkf}>tzZ<*u4mWayr4G@KwKz$T#$O^ozbo|dziSFGAzX5+V@+Pobf*r%Ln*lBfMYG zZzw0WuDgX^eZfNA&#Dlbn*jV;;PvDn&$;XM<`wF655~fgzJNYYmbhCG9TR9c1|UI- z?ms?*j9KIOqnrZ8>q;OCi}Na^WU-aENX~U>ISOiEde}dY!lfU?Q8|j=9OF>WQzv)& zrwl5vWXTvBiVI8U8|vywHH`OnRsO1Am6)|gJzP%P?~5{7Qm@uAA0CC9U#KdgiOIS} z(5#Vo#!^?gqo3EtqkJZ6$SiU8cmut~SyrL#Q_*z$Hez%dILXnjS1~@2;$nFTE9Xz7 zwH&bq>wbxB;C2Sc{wdDaNm(xFnjeXViuvpLD|XbTi`v|n3>*e<-zW{l1U;C+^>#+L z-iHcddt;gvS)vjCwMR!A96)j6)n6!4XW|WHV*L?$B@<-0P2Sl$o8k7&3fJ1RZ^9aQ z!TE?vdRTleg@r~a*&v=A@KTR8PMLlUfYttXyf#9+w9K|SB6bnE7Y=btHEll_G)mdra{jjG7NmY zHL-Z(M~ME{5-hgG9K7|_PRiAsAa=D2MY_aEw69cc{BV9`hA#$J|5X;|rbX7Z7~t!$ zp`Gq{&0uB4nkUC|W$3CHc;IEQxk}%b^Cx_2vGMlJ!%3=665H^+cL!aU4=#-C{G;l> z8l06j?Guec7nA}pI5IYDU7~R!zlD+}?1pFJRFG`8?I=8Z{zcSV?(cdw1>-GT810JM zTIV16`mtoHT&*J3=>eQ?SQqBM3ny{f*E#LjRN*tuf>XacrTQB6$(v?k3K&PWEl`4y z?3+Wyg$1KmvTkHL$uJk*0ba13Dvm~%ctA#a{7hmj`)RwxE8_fYVm^_FOl<(@iC1sQ zN)`Z$vHO;Ab7%QkH2Jxc)S{#m+Y)dO@Y#agpccmH?7p9sl`zl5K=uNXR7;~IiJ3>m zOnxjq+|Ry0N_2pQZaM!k1MBj3Da4UG7=uI`*_0n`;2rW4(Q8?fj<6#TMKc4!L3f)? zAVXKU{rRY6bsZ5t^!%GV1eVB^cb&tRH`yG(mC8k>+B2I_Y5O2QL*KC+?`o>H4KKs40q-t2R zdCM)`UZa9AWj5chy#lx_Skc7rXTPtc5(C!hEYf4 z`i$C*TuCHy5=tcW=YC=P(2;xiy0#AhP^U>!V9hVU#R-bhM|&%#1U!w3Hv!)1DSs9!=AM_ zl6X>S{)Vv{W`>bVEQh7s{rRib=Ma8vvsb;~+%sIKlJL6nHnUsd437*jaxk z&AHlHx5EZPAo#}`#(jBY*%aU)rZ}ECoc^iC5`MSbu3H(E?sy;Z;uV8a$MoS{R8C!U z0qGXdssSm1Bl}e+5n`tN555lRXmaS->+!4v zJ*jw-Mbm81q=z{QyaZ^qMr)Sm=wvYStp*Uih#solP{5U~GdSM?br0{-dR{vXFJ2bB zmS_YC1mB$cSnqhYa}@CA?E?#DFRsu~g~9d^sp*y2bd$NF^YpjGxY9&y*;wq-bZrdc zIxfdmCJr>2_mCXrVU)5gdBxCqg}iMvch^P1J7wcvwn}UrZ}I0|r@b3SC?!4*M-}DZ zJ8ranjOJ>{5$@8J6P`k)bwkAk=@swapXnY}05)8nQCEfi%w?WmBitH0fGXo`RB7LB ze*Gh&8sA3R5;EX$p0McjYWwKz>u|lpn@2QOy-r84FQBT!$Pik`gDs-RaY}&Xu~{XC z@rI5yJec}>Po!rd`Fv|a{mNH|P01-fiFSJ18~d^GgnY$0F<&)?D2coI)+GJK(Y)ZS zFxF;|*_ln*{*PXT5=B|a-GaB35~`$&wD9D+?t$QFsB($ZZQ2hyw-*~2ACN;z15K3} zts3&aCyt`q+yd+0N!~=|^I|ouciGtM#<=5{;TO&m*wUb& zw6fJly?s{Qp3<+>)8|<#J14{Fjro~YVay>99RPF$$&X0AH-!o!j^2o4jz9o0W;;Ze z=%L$O^^47~b3dCg*snB73)%6%?p4x}4m3Ono@!KQTaIW3uFbR|X`uS!RAsqW(X)}4 zV)JDtB3psBU=K)@yCBO5S9*u_%0VN{@8;Hq&Cw3yC3Tj5De8FLF{2#@fC5?`EG)OZ zau*S+j;!Bqpeaz?Q)Y7`W{950fb5Wrpm2g#f*Ia-``E*^Ih>rtY~k@}jAsiYCCkHm zxR#(!lsujS1L4}|tZ4{`Ckg=?>Z2Dbbfn{^PWDTQPldd^zsz20kmaN$bJ|Nbm*$)m z%^!-3e%sTnRps^RQu*{I(HaZtAII?T%*0$-i?=nrta4U}Ub^jRcAcfr8looa7=$ENl@ z|D0a%=jj~UJyY{h?dLeEN@xqc>lo2rc*5LTzw#MVupy9NV7`6sxqV(C%J5K1mHoSm zx9$Iy<)W@Tw%*VmNA|jXHprpnH|+{xj7H3pA;s&mLYkZ@TICQ6@-z3|xfAn>y8 z;`}?|Ka6Y**JvPNL6-y(Do9j z3|41%$g35mJ%0L?_wGjI9LML{d`Aw(_j(03h~RzO+*`V_*TtsFbw|IAL(ZKbiFRY! z8g2}!NwVV%z{pnSSCVL(ALMVe5Ba&r^TYF_*qQU6lp*Tl4dVL?n&^MV3e8p3fUjDs zN`e<^bZE&#ct+^pp#F2ie0hrweOrWcUpcnq;UPFFs+4(A=vYSgw=by4b?T$^*Dr;L zSvtM-gCUKPU<>`0(7IK#-;_J0-h{s<5 zUw9kyavH|7IOQ!dF?x=i-;S)aVmS9^UcFdur>+x(0Y_t^!L6cE5yP};b@Vp7;F9{(J-YD1I__NB$Vs!s(d1h zg9DgpaHzAHsYle;bNq_{=^k#$%eAMMrNgq|`20}qkv!m>C!BlzKq@m`G+X*+7 z1qfGw0f(a~@D4kTO%$;TtF$(j1&`ii8hV#vV2?vcGYw!pL^A#j3tkYN7wkXig;?Tw z^5hvhs}+SOCh~d_rPSe8YCNPH!q`k4j}TW6RbTXG`@MOLWg>r__v>v-WZ;=Q-WI6& zr}v+_-ntxnD?p(qG8f;3nTa-Cqv;A@Ga_;b@)k}YeBLTEcx%WEt~4i_ID8Q$j`?RL zKFg9myK)EfZX5_anezx`F}e}-I1g!g6~YU(tivufqiC_B^-aQQu4OhPd>nuJaJ^v7 zOhdUV`J0g=f>LXASGI^<^=R@@)aJ+3GU?*%Tsc!L+pL{&tgM{8qYP(YJC6X@x1aS5M@i%mL(q3P8ci&-VxFV+#d#&=9gcgUwa!Pf7JhuX zzxG+m-|0mUCgLD2I=bI|JvdGgub+v*6-iOLvvU-%z#ljW8%!u?g1gaE4u9zeLh z#*r=&)$E_(B6Uz>r%&C=`^$xxGR80sRhUUVFgx625S8Q%{snX7L$;rGS1!)U6UV^Sw`s-;@p;`(?LK=v*m+eu7$dN57S>w^>>+@Hi$(3P z#6Fx{kgpppbGJ^;FPbiMZJRermc6ug`db$d?r4^+5V4p$@}AKPI`%IfxT`c#yT}9Z zzaGOIrr^(ek7U=dD7+9O$Fyr}#+qzfGs$sRet*YqeplOkkvZchWh}wC|Jr#(R^QpHc(?XX zJ7t)=$4saN`WIA!f@Z$vzJ8DVPVktXk7<_RyH-;dULj+p&9mE0FRk6gi+08?KZ?BP z15~#4>`xaR?lCP zGl|qkmX-Yt`Un`O|IH6fmf_n82DNJaQ>tye;bVm3{K~f)g!5He8ehVNyrsh97e;7h zvsHIF=baQ3-Y@T0C(Dzsx_|mQTiI40o7sOuacp&{1Le5-ho)1t7P)NZ3!H;6Vv-Qc zf7h8VUK^>be`}xXwpnInAKCvmI#+}9Xq?QgsH`)E2(J6ucHWkbF|hv%H7v$kY|LxO zaW+0y(f@VlNH{YlcocNYj4N*yM2)B|@+g7482|G2(|#|yjSwE7yS43CB)x#I#lDwE zKWM`o5yhk1c=q4UOPaVn!rvi@Z^rUmaMA5~1JyZ*+uPuxJpZ1xjg^sxI(K(@g_UM- z;f?-psO{|$`kJJn#P^cq9Q4P%pCugjrgfH8gMB1PhwF9OJkFKh(+o7WGCHak2dFyx z(7k(26>%Vaql999+;LitM_TnwLTnBT*N!qZUVMe~mjqMT6!&xDYB0ZJWD?s6G-@*~ zQ$HvEImhh9?6*mh*pH)Zt0!dN1n?J0bg1kLk&RU+-pt6(7-MK2DL?JD8(A-Ll6buI zX;rZ33es+2_LTD&RtLp`o+?Ho`#JX03?>#x{dn@Hq&2+%gN!)R)OirV-e zKexVCI%%0LZo6AOzuV{7*(-MSCM>e{G*}4l);(Vq8;iKxJ`0-lXaV8I zfmd!^r4J@`oxRgR$@r+~JV>45^a)Y0VH4D&l{+}}eaC%a@N-g7?3`3TTm8Gcg7C$y zGwq|Bp~5#{Y%LfTZD!bCjB zqsajGp2p_mxAPQASpIuuTa`KiShJE02A4$u7UNwfI&SzTZRTvtsuSnyJX5MJ1at6@ zZuF1RGC|dy10o=k{wngYZk_JYAkmP7dF~h==C^g@w9N^vKygEoW3!NGiiR;xRXQjlnLCDdyfvPqyUHjsQZGSg z^d=hqu*WA^LX~p_j*?^L+FX5-FRy3zVyXD0oZm%sCalfNB6`*3rDJPlU1yM?g>6Ga z6XIrtz#2I%GXEU<*m~l?xAU!CrOMqByQIP=Ibn_U3di zv$@5WQZKO$S_Km?^-*Dlr{tuT29IK2@|dd`UX5%X(jt2FJt!(GmbL30m$ zV+kH%Q9BN!?(`ol$%&K_sWFBR&gpyBuq46!kp8b>W~a)>H9UWX&&}b6coZEfuY}<^|Ni~%5F1$go6Rdo_aV)8|CFdh{dvL~7>k?~jC8I8H)O`RdcfNZ|84H) zg{0@~%eh%ohxEGqS&*o(+4zrS{|$sHO;62-h`LXCjnquE-{$V1FgiirF?KvqsCJwv zxLrpeW<_x*V^4>>CwKDf7-r-uEU0j=4vq#px842>SjMwh7PZd@8U76cP6%OzElqd>qUqXpyTK6sxuvDz)jwBpnoKr1Gv(6P9!(K_@# zGz;-``;GZ$a)rsppkHe{>ZSqw(|pVn8Xs3i5Fe zz8fSxtNiG?9U>Mrv~7!TnCN&Tngy5JNHe1f;1d(wgXUl*&^0%?Yxhry3lk=cx|-jk zg91P(ieCTBIC+C+Ft)dsN!c4(E#&F72Z$P*s z1u_t?h>2?{^>5XUSO&Zjd{O1X0)vXb?&}Rn-hz;!@e?-gF0vMP=3U3NH>@@zB7EM{>@6pWJ(M&pXfadS2reVnS2#<004> z@7Uv6x_92mJIlwyf~>mb_Ez)5TOnlWx3mF8kO>zzJhD`mA!B5Oy-QZa!%jb)oh^*D zB>k|9NQpJjZ=4CIBU(+_&)V8&yqI=BU<*I|eoy`h*YEF4mvL3Y?yKaox|0Jr^K~az zDB7JFtu`XLbdA5O>CYpZFyS7chvzj*glh@p;IHya_?d2mqC2nP1(&cT>MvYw5HOEA zu{4jzr}nzidHqE7G;mj2hnKZU?KWIVq;8G^qVvC74qpJiZ2Ix)+Z+rQxL&GnTg=R+ zBVzN&;F{MFP+wR^!#~CKbLeXLR7>(#csAH`S?2e zDJOhVp^<~)8IIu2({B3TLuY>+B!0ljIV6&8%S}r6OIFXeeP*xL!zwP4^#2H;_e?WYVXE)sA?3|@HI+W|5T!N0z%fU-7nV&9`rdZO^nkjSVBEI0J z6)wjwE30`48wt^*KmJ6HC}2JuAx2JaD=vsvZR3e)QHaxc07?&g30heBIhe5W0^gm> zl~PMz>nd%A=>S2<{0yKDzN7e?f*dw* zE#Y{Rax&A5zTpi(M-G%f5+3&Zl|}yJtkweY%m&7#KQo7_{dRmmP_YYLWLSF^&X@k$ zYG?+DuQ`!Ua45Yp8|K<bi>?CVOl*dXP6=W(rl=g?VxlgBEAnF>}No`kO(_zby^P!+(#r08~-^@?^1 z>%i7;TL1?njK1PqWH*_m*7ad!5OAM&Mx5n$!(`Xwdl5;xq+Z7h3g0dFlA_Ht=PH0(8&Lnv6Sh3d`rS2XI|*SAMh~ODa}^4v19l!4@H}&=`Qq7%XecHxFkE4?T~+rIh9UlnYmN`tUftH*@i03i!9fIX?9AiOvL%McdR&$8fsohNUpzG zKhaVtT^SZd6kVz9SU+ElFL5ip(?M~wuB1IgQj?a$OVD7&`Nd8-E4ejGOEyNABE;_y zjj+{&F%5X^OHog+LP<4oEZJGuaLF5-v@C?pOD5fbOj|BjS}b+0Vyx@{`O;ae<{DmaT&#CiWNi6t9lc_;B z7P{A-UR2+j&F2qsn*B|rz8_tQIJMNxVh}|hT?PS)RPW-TF`+@IMeqZ>#g50m7*Yrk zt$C2#Ve%ELR`d0}k1!728~zlB-0xXqR7sW1M-jHT{GP;m+zq!?`0U4fYH{U=l}m1y z!re!hE(>Cdhg#~IIg(-bVI3R^M6r%Rw0ys#fKR8nN3c{Wmx)C}JJ%pAGz9<96L((^ zdJp2k59>1>9;ta?!$am>lbyjngdy<3cE|UQ{-S4tL~9D29HQc1Cd>XmcE&{b`jATU z44xUT9D1`3ALIHYjwo>tfo9DRiKJzo8qkOLP7xGbM8MK_w_NY$j?tJ@9Ay{pbCB$!ZO0844G3+PW59sl6$&)?gla<;nZ; zbV3IjbA`J1tH{g;6;}sBRy0Y|^8H3y(rfO9H~Sp<0?HOxj^*;v zCG#8QhRdHul3nKe_opUbdYl6V%QGDQeJiHmat?6#>G=LpALF@26UTdRL!QsBGbDDR z>}>d>-5tC4(MtA@#=Nvf*Q}u8=6NsA~FiL!fl#-&^x4uuHd^3^^+$v^S63( zS7GUVhxkjHD|IX|LRy?+J7qhQL(RnN{pXLJrev||Um@U4y!s2QW&(3u!Sj34gfUpI z=7AZ~wjDX~Zd)_atqJ%QKb9oqaLV=YPBGI|SJq>)!!()3y~61Sh*af}{E}gTK{MLf zK6 zu8Wbxr^`RwY$sII?n&9g$;`i9@f1jN=Jc8z1`z-hOfgP!NJ<AoQ1UDh7Fh@9qfzGljnT+Wvy9s*#Or`^j%5fK$IZPx@yuXy}J3)JJ#0E zfHpGak-COjMR-4tW!a$oAuZ+Ise&ee|}GD*qcMPozbvy>O{ zj7(b3DBurq3hU((Z%jWym#u^aV`d;)aX?Kp*LF&OzhP0yjYm7aEBi|5tCQ3Wu#LfX`ZtY;o{-4cl+xCCan{WyL7z;RKgsRSRrVwi1d zZgm^bJf^cw;@e5*D538%(8q-!?rPlT2 zy$WN~pOc%vhI_*(f;L0~;{hjCY zo}LX-wK~@E&A?(BU_ZLwat}it3NEEim=Q0q9YtKBQ>(U{Jv_+P$PS>(# z{UAo4Bw9rT<64jJ|1i?}x){%$HzxvZ)7Ay%}o|hdC^6Im&55e93v^RHcZJK6UdpN`%*F^ooh?Y?)Xoejas3DL=FVD*4ywWi>iD# z;~9Fh<+N6M1b?b)8mD_LF*$8m=BukW?{9g#Zn!WHc;2Kqw&bF|A-A;U8$N^vduHbH zSIi(xT5IC`35t~1*rTi=aThwuS}X#UVe%&_0hA zV)SRKz2wT;`X{T$o}1~t#=EMA~>8Wf6enD zK4yS<+}!2fjYLL5Gs(nmH$3elO7F4f-Cf<1#h=gLBMdl#2cpTro* zCsUUM@L15z;higw=usptB`olVCGS1MBKv7ye$k~Jj8?Wc$x;qjT?c{P*W3ejvj}p1 zFM=wE`0TvS;3im7Tan8`sIkSXM4IGl9H6lkwp>B~5D6EAPxRlFV7!ytA zEWPJVGWosO;|MVCI&1-<6K@@&hYR}&*!h_iRC|RF-yyysrDYY8rfo!yL^JvngI%T; z7S)~4KJsetrF6^Yf5wE3HAO5rQp#+1v9v4sml5TgzeXH7jC$qme?&mn8nk+rDZugM z%#agKW6iFZ=d&lmdr3S>Ev)@iN1=7kQx##Kf2mHp*$GD?VcWS3eF|?2^(AN70iW<6 zzmE5=VfZ0Bf0(PFE-FT5c8H6?7tRgS%X7E?bO~}PIjW)R6Cn= zdF^RJpK-tk?8`3!4&Z_TS4?=F9H+e}*#vc3K+WdvD{PJ~YO62rKBUk9yAm(Pbv_vW zRPf%sj=FZq-20dI%>$udMp_sXA0*1I(q01_hcB+s?kn?S1G{nC-s$z&szROPTNJ-^ zX>ztW>~lr(e8I0m>G8LViCj`H3mv#wqG!!}>s=|2fS!w-*TmoDdF_8jvmJkOYGLeA zX*luyL-eA+l(@4~(=cglZrwZ!fTiNa)d=dHD(zV6+r)e#3gF?zdtiooOTxwTzwW%r zuTp-eFo?p?AenMFWI)B~>dQE3N7JU08~@N}0sfKwcV3o$vmZr(HiiF{E@(WL^YPMy ztmsGNsn>;_%+S-hSMC;HXUn%?yZfm^2xRx<@BFIF#orfQXHgRlIEEx;(I3u4gL2@! z?U>$_PHa~>TmTQo>6+sm1HDWBX&&!<878H=ju%xPUBu1Fa{yjH4W9}eA7E$(WJtb*^FTs6bk3=B4G zdR%cV-I9?a!5euQgO4>>0k4o7d5FU(i>*HXV`)7{y@mxH=|DMWsuAi6B{4Nj6Yq`< zGK9bfY3%KRH!!eliEaIDf}+Xa3}Eb@D4$~C4-T@_wp~N&s^LAE|83~27Cy1 zrFYC8wMAN_DY+=#X4GWh$j$Z#e6f+ng*TvAIIQsqvrhKt;vmI8qP_Vq z#F}XsUsCaWVDh1+@U|Z86^|gxw&u|pk{_o6*hx*~Ka2&8ZGId{4 zD~RwcRE3;<(y;&D&nk%guAB?p*o1LjT zD%LAR^WewXFQA6WFs1G@m|xgDHV9KkWM~Fq z1`g|nZklVE81H@ThFADG&2ow@@Uzn1BYR)7R12DpiDt+b$JbpcyPS* z%9~@F-#)ArP%{=Mv8#VKr?8>AI5`CI#d0)%Ue`S-iG~q#^bv+AHpV%|o*dFTrMj|z z(Sg-;en4Qbycx3%!kf!#^Wg>71W0mD zH$sHmo*vj)_@^fsZ)QI6wU*!~)hXhl3c&Z|cYW|{d6DY!vR6SO<>7!_W$rgh&oyu! zkfz-dPWqe2vM|-hsQi?gz+6u4&}2)0db)@xKUwPtZ`-jUyRm9HOYgnR4`3Ckkkl%j zTIl4yY6$1FT-rX%yX(eiik^sS_`6(vKdcw}5BRssWYvZ@U-#}W5AeS+*Z(Nwi1!En zV&{T!|54bRZde-_HMkml0x)&XbUely^l6&AZ&y}n#LIS4O_#lg}b2+U7UC*y6a;N)ZsAp{JH|C?zUW_CjMWL*?1m0@hGx&1JccO z*hxQoYQQ?T5-Nu4zKh@LnNLg|ToeUev$y#^G~m6<5KJl<@%D%^uvdW%)G70xg`WH_ z`#akMFHq*L1Tf+42;9m3D*SSY++RIcD-|ci$}OKoj)67$QmSCag~k&-oAVdbk7lIL z7M1U$ov04ZC99^LeT!F}RXx;$rIeaHH%QIEXk$|1n_Ap!G&dLhM2Mb83LjC~mXXoS5S% z;M?~0{uhNxW?@s?A)pNqMik3@+;jPFtWTV7p?&#bS9Vr2$|^^8|P3(B+Lau)-l6W2B!w(rzmRN@;D?n~LB`^SXsjBT|Kq%OK3ny%KdX+Cd z&|i_RQrttyZmLOV??Cw-3MTTc=0(i7Alaq{PcxTjuh3k!MCurU1V+_13!sHSuX7p_ z(yB;~5iS;Y2EN}L7364KqMtbd@4KUh8&+WKCX+uPeh@Lw;<2~2-%^jhynqW#Q;~#n zRUSTTOg|$X7;dOtKXkJj5AXa2pN7rLtridV!tQ`wY#zNJEzj_2w3u*rj&a!W&?U=V zpZAgf%Yyd_&!DQ%6MSO|%)>YBeiN!Ij7VE^XMjiXYh_w@`@=m3*X?eT@2e%m##wcj zF7sRVNzKFlR`{37QuQUz&jk8}D=5u&sowCmqe4-QPhe{OvGjfrIdmtmiFx!!V+L!> zG`#3YofR1G>c#X*_~;) zqePx8#FR?S;oX=!^MJTxsF;P8{K0MDtF?x(Fv4S^Y-$gHo_pF8Js(mDsF&ycoY&oz z7Rp9Y3>9m`H>@3E^qiy{nZH~W9B8fUaw{x^msW@WQKNeOqV`2T<1?DV4;1^t7Y2O? zkIwDB8U-JUPe5(74$So#4NLzVX$*ZBWU>dzSZj_8qD{yH&>XSgqlC_=hyR!dE;TaW zTp*j*R0pR`E9mHgU*A#@>@D7XRVw@S{mJw90GC&`Egc5>vlbYSeGhCTpyiP}@$#e^ zZ}zQ6#bx8hgG~F8w1T28G`Hw#zC?0nkt^$xq7+pH;sG6mb_1E zR(dc0bj8(MhB^FZWa>SzO7ym7h8H-qW8icCl`lOX4S9Lmo z?*8WW^$$uEil91+8g_`2Q7P>k%eu*Qp~RoKV)lT{y>(;%{@0ne)|Fx_n=)i)y)T-K zM6|m{KNsdzOA2!5P<{T@n!D>GJm|NchRK&cWcu5vAY3i8+HS3bj3}h1Adp#kvl#0e z^`p|Z8dQ$8t1|~9mr)#CY$b1byp;J79QU#_)>tpaF5b+NxmOt?^PjN@R&BW}J3 zn*=_$@I8j1lSj$IxIr`!k;fiBmaAx~T_nnC#~*bh#?ulT;zxH4k-u|r>&dD5SzNLM z9vsT+ptjj?`r@_8X_lO1Z1XBv?LnX&m&@m_wv>nUv8qPFlGtG6 zK|5`($?#9t`wGi2nM@K`hNPvc6q7D24%wW6JHWD)CD8CYL<{Wbj$*raRtfkd!R_rj zboAwzTfm?}aZpoqyWtvaK5GE+dXjb7DWi&NytWS{k=*B}{W)wFP$o}~sQ@5=4@0SO z!P?w*6si8{KN4a~)aK6akRjw<;bo!}8b}{%hDA7Mesw}>Kqp0EueFHvuqjSWMbPOi zEvLG4A^XYuELTm~7E%9RjfP3{z=_S?MVK;d0)8EGj({?@%ebTSXsvEzJg9{y(B9{T zDbOh76pq8T?V0xwd;m(1PZ$K$ffF?=3#DwFGTfM*vUmi?p|tdILJX~1M?>(Lm6(;g zp%OT8#7{_8FY>w*KgG+KIPO%AL7uaB7s1{p0`(X6EyWhz8zyCKJ-Hy<%Bo3TpRj_m zE~BP*cY2f{8p@;ME(XQ&?{?Mg)|3I! z0`ISi&!Ig)@uxz}@ac`K^iGDrpDn<%(r^{fcL4``}bStb}ep0ZYu#>)TQ zYkxJOSROXGu{kbehLpLqSou}j>*d4zANi-g4kWO{pX}FRM@M-UF}14lo=RTCS`w4E zXxW+5PBA)Mrzmw3%)7P{1-^ai8N2Wcas8Vc53sA5_k#*`Iebc-7NYe68<4`BRPdZ9 zT4H$c_uzEyW(~vguX(G3G=MZJr7KuJR}e4sBJ!nFMkJCf)&HrR|vs&r%uOJWF! zpAS5KuhR^_jmP0u)bJAd`_D5nuh4*6bINhQWBb8>YIFW}-3RKOs-d0}Bs#p~A5Gn) zfD4^Di;xq^A?g=kA_S|nw(1$vMKALoMeM>cQ3DU-%aF1LX2;2aP8>KW$TRknZADPE z=2zP^i#EXbUO~9CF^V`uq+A6uh8p5T@)$dLN6y8Sg1YsHI*JlDA6W{@PEN|grHM`v zNC>J`lqdzrIId|8JhYabG`Nmuw=Q)~KH3C+72seUhk1172sL$& z&2PwzzQ?WfNjv#{UF5IMqEkVtSot&Jrtlq6kc&oNtsC0NJ|+GpBIS-xc16iMBPs6* zw^lwM0HrED+0fXeTpbN(TO4JG#w;q$zqE|8iKSQFDhKFX@lJ<=P@?w``{QHmd`<-d zg@e!JDQMPJdGM*4zp#D_ve^>|)}N$>8F#3xtfOHgP}5Q?nwclhP~@Rhxf>*gt0Z zdSiHl!C)x<=qFnVSTS!N&tkXtv?cxa=-fMgcs}`QrT2Gg2fmfQ(ufewnP@@j2PYCh zw{eRW^~kPYet)Rq4hvf7W&fkNrF#0u#&wPGbcgTuins8hM-Z{{FPy&Gq2N$wadW`; zOAys%i0Qnk$#5cMWI?w;dE5THPx(!~W22d+3o@XbxsEFJtBoQ31RmY+2*>NREs7CI zpI4Lv$gNq!qC_3Rcjo_uwzQ=4J2MbofU<~|?Fl+l)e&@h!d_t&WoT1jwo`pQWtf-~ns~s@xeY+?pSHXZg#e|-d}E0dV91bvu8Lg4xU4^|Jt_ugu1!AT-5P*h>)d$uf?7d zXp}~?@T&n<%36mE-JntEebq<(qddg zotee+qCm0jkQ@IxMXM#Br4iN$1W&S*^Rvz`6lN^4JkQ1nM8c2;9(V446 zibcn#Ui5cb@_!V%cu};9Z_hnQ>0icmkN726d*z`GeT1uJVuW4#V@wYfXzB9F|3t%c zkn0N*L*{m$2JAR}!FP890nXDNVzE8xn$X|K@{fHcaKV9kxAeh}I@REy84Ev|Lz#p> z`tpA;eP6x}+*}(sRUdvh)I8L~6rwjJ?tg2(np=`;S4+*@XkGUwRt>J7Bq088qG`y# z@<=Olfh*3_on|0`L+9G-;1E#S-fZ+@ANI#uu$Kz1KSV6muWqN-)9SOt=a!xS72KJ= zdKJzYv;+1M_mh9C$X7jOEN5_Luk;JRrSnoJj5?bjv~B2>0RK&PH<&$1tC8OOmNUI3 zbLy!7K=g4_7(*^9XaQO}fp0KGDG>B8TPW!^?};>u~j;SeSA z!UVh^j5?3@6IPM37)P1eH;;^zCv`5-f2*N>h9^|azl^JLc5ivcmbg}0TQg;i&&Vfg zO`#i_V~c(=adX(sb}<#EZPwSiH1aIv>Th3JPTE?jt)gjZ?CHu~$l4osPjJSc=5E7}Q6`*U1DMA9^PSF9FHF0I z&lZhc*x9Bcny3IaX*;7gm_Q3fUtvu>-q9L~eHEXRDpa@E{9v?Xcf>9|DXk{gtnZRc zcY_1T_=<5q={_=)vEp$m`k_Np`itZH%9Y~!4C?U&-?NZ$x05Te<375CttDW3QnJbY zGOiDq$MA)y>IP9=oyLTF1|G?lbE;2)Iv20Fyp=Vbukx56)v9YQMEl`yRs5`ktf24E zYvJ5vG%9hKW7fgau6>xcrCWh8nrE>dE)H4L#yxJ2E8@giUXNCrh&wrha}X$d7(cIV zE1J56Ea){4!ELNqp69BXe@TbupR(Gs+J<)+1cYdPs5<2|()N&se{p)of1F4;xVK}? zkX&zVv@oKC0a3M3s<@1G6GoNXHA7U?+6$H6K0df6Yz-Xnyzg{0*HhrU&!0lSHHf_i z&RG*iMmz7@8E8zO+o;y#aD}&=cgC>^?^L?RTzQ`mN}0UHN;@)Tntd>BT@6Yap3-&N zfbU!iRTn2@oBo;Bk8&>_K1%Lw+Yr$AiTo9yI+mt^v70ZM5^V^h+0w~@w0uPK&Lf%D zfVDYkO>utk*p-{7-dz~e@s;N>1-ed{hfhzGGQ~$ad=U#ja#okUhI(Eq`|j8<66E#( z*jUosy`B6|Ub`5mwk<=l>!6I&A&l;n^?sS^gJRrU0UV<->Ca2B!1??^34QImHH1!2Q-=>gei_ zUKS|iIVW-g^ZsZEaQ-i>P5jepTA^p_>IVrho3=85T%@{%*$!N^C$Kdn#1`#W-Yg^x z)ooX9a+9b0TweruN55PzRs9Cv$h)V~$RJf}l%A4FG|gLwYGMa`jacPTXwv=Ty`EWv zFoKIyuxnS=nPt!LNyL2dl>`_9@$8rDP+n_ovbt8$lWsS zqR~3o`hF%?d-Nlb)Ue06=5F>;D>Ltq=KRUWsCvgZ1C`1m`v)O;kwiHZ;1(o!Q5&oA zNil%z;Nqrmple;sN0{ZFW1tr+Uxz#^6wG>g}jEnuz^endU z=k*dVYMY$B%?cco6Uazge#P$SGTSu?5@VEUmBZA^MM+TpH|GMN_4_Vr#vEs%0BRko z@?j_rnS4tRf&V7xLHoF66*5p%rR|xONTnVqCjh z({pPD>iPUOqh`97{~~UBCpVmaPc)^D6J3uq$S|3j2uC_4;&6!{B;OD?K%bmf>OEk- z>`IGA;YRt({9Xc}JdXze%Ray(Q1fbT#_1`m|j} z#Au?q^t|xc1@~r4zz=9Ja%oc?GI*tl)JC%ux0q^v7smnf@NFsv~85>xe5?j%m&LZ(6e`twc zNx2cf!2Av|CrrDZo-%2O`6Y&2)wM$Uz7R&Rc=vucr~{&IqZgt@u-A7n27We68*zE#u7JEg@~j{4M|W^U_qH zT7yl+H}WZ0-l=N88xmqHWflGmX}1Bq8_IQ+PV_9(qXIf%Jz59P8yQE^+sXNoRO>HB z2XFE=wjczNdOKVEU3jFj;e3mdENhxo93y)`qu-ddtCuXe2;})$ zKl}3WWJ#VVoY#n#!v12T8b*cj-Sq*EqvZ!{Z?@zJ_^DW!=a|)iohAlDrGAo4+3K8t zRMO2gj$;{tHB{oxH>Fa~;wa>d5{b3_M~>wt@G|K(0rG2KbX4+jxT8|ee6so6xr42? zYDt|mK{rI+XnCHD^u05oFrgg3*3I-Y>C!Z`G)JLj^m`@^9`nkfqIjsP!@#6z%AK#h z**&GN?K|u(aO{DmXdBPN`&P39DevFElCF9FBDX5!ieep^meJhyRanAj>HWFgFfeXx zGApFa%H_OZ^Y!zeeTM&0_ zQklce?ZF)*I2Hn?>dZoJ&q3GJhh<8wVyf<%Z+3)>IpC zj-a^E;we8)`5+6240?E~vVCi~zw@86n;KHm)y7Obf*IL?*kxBDx1SDvX_{#fR|7}#k)N!BXSjwlX-+9t#RU z3ly?Bcu+8@lfx$6{Ujzm3Y%|vEt^w26NLe(B77A5()0ac%zM zRP@lC({cy!2X@Kul`z` zl;Y2ol3mZa&!R3W5$#}XsSfTSA*>kE@nSTfKlSakAG`;WfI|jSLwI>N5v=?L&L0%M zbAs7Sc9~OzwE83&qYkMddk82~z3jMuvoYaW$>T=l+gj&^CqR7-FJ=%)_9~NTlgo## z$M_d4{WQ0Qp8AydZs<^78^n^Si;OlwI5`wJvGX?MM-YMZm+zk)l(lz=+Th$Q5Rewe zunJ&zBHN+KJWi>pkXeP<|9(=GaCOSr#-+&E5B1piw!l`*I$g-OIA4gP3%FOKYdBp5 z*B}~VHenMCG0?k2AWpn@mdyHIYFo{=eL1!gZFpYjJ)d#Pkt|&2n@RkLZAxx9oR2}j zXgpJDP@#UU#y1=CK~mG_L1bj(3t)dDNNqXa|gMzSpNB%zw_#tV^ctqwy_1qQ1^^)sdN>EfM zH{kej9+8ZEVWgpmuxE-8l`gCtIrsgI&(i!`S4$L7qyLrgaVTje2CvLHcm;)?Ws>*8 z8{JUrR9aeq?!?E6a61Wk6Ks9Y9Zc*`ag=4UH|_mA|frX9Ycf+ z5U&A5m~I+uSElRh6_a$@#Uym~M|x>#L=kyS?0*#N!OrA^KU(DG(vrFEH+lcJ+|6Lx z6)Jcs7ylWwNjCD1h`82`b=)e0o~yj>spfoRS%!qZfdp2TRB; z^3_H}JX3()tW`y>LNPR6|NCrljQW^4tJwT)q*5pu3dFc4e!wTJT7+ zdrCL?YX+Rx&IprP4~e{9UAhfG!YkvSoyFuU99PdhWt4}1Og%fpu4spf2dk#$lOn1I z2|*CPY+ckJHR}45yj`KMbjvrJj`9NYc{ezPx5!Ss^_r2`7#&wm`Qr0f570UD58Peg z(WI3h<*!rK-ge~JS7)<)p5GTKvd?gQO!0Tcs|DzaW zk0idrM`QeuVvb4n%EP2Z$0o9(Hk_$LKr85aue`W(oM}8!*XA0Q92vuh|JeDMXq0kL zlG8q9n^n1%FFaufM%kpfu7L*@-MJ>glo0k;R*W0V)}>rvJC66^T2l>b;I%@g{=l|I&ph*~K#mlpT^_>TfmA@03Ws&h$} z^s7#{YkB>R8ICN_%)Vhb?rq~nVw`bzmm72xXo`be&{V)Yp56#v=@z|jfK-M$yH-Zo zN7GTsm-f(G1*_Irc_*~1SSJ2GuNhs z9|jNSK8Y=tH=>s~tr(G4V)!@^=B+MZxyYrZZ zI{z24LvXg$lmR7ZR9GZR{D%2XCu`%!`>K9AV+SwcS>aEd91)plOT;EIGT0lwB9PYd>8;?l zinq;7;kN1Q|9Vytx?s7^y~d?z>!{yS0;aDuG*u(t~?jIx*xkqS|?q-x$d2a?obBa3E_BA zEA4FY>f*b1x}~PojH}ijNX!!9UzI1)VJoc;6z6f&8_^;eT18_+V3y z;#K$SQ-;xpv>i8}QBp8sz}hiGwfEA8xon>FSEXpp8+qsjyzp{Pw_(RB2c(a-9=#cT z>zf@WjL7Rz{9EYP&nr}#*9O)YEuZJ6efsL-$H{U7w66Tah~_nAQ2qy$1;kv(w>)4h zZV=yM+OCq!aJ%$-A3m_>vNQdY+ra9z;XwnJ+G>dH>R9m~$uhu#sbMr9{rfaKVzg^v zUjLct9-&Ee|3=VZ64AvIv+u?ohqeoG=ozDo`qp;@+6lp+U9&0`#S!Vs%92(<`bL_Bys}RJYkW{+Ei7NQVJ*m; zDO+_*esIV7pc1=qjQH6DIb_$6qgzLjDPp;4h1kExh=mtM^Gi!w588&;&#Dd+mgT2T z{hKDFM`04YO6!YL6j&hp@v=!|sX@9#z0rZEZeO@SpQF#{&)IbYeWw#4=ds6W<$O1g ze2GU2Tr-o9QP6cIrQ7S~CmrPX=)!%$Fe_*ai%{TB+4u;k06!C zy{-8l!^+oE^2%gjs)c1PNP{4#u$9h#6hYa?m&l53QHD78C}d2##EsvK#H`^Y`c(x= z)wDi*n;91KwQJ5|_VXFbL^g_Mo&Fz#4)%yBs$k3avx4JaK+EZ9f+SHTNb%e4{uRGe zMevPK(HWw5LNu4gmu%*tQM)OoNumSZAJugo65e~LrC0Zoz`?vXXk{vn5KjsQeW(U& zrYneHvJW+EYg--1&zZjCl+Ye|IQ>gnUEZ^YA&l*DZ01=_9>S=~_g01pWBEd}m-RL~ zm1bvPR^!~qlEwZver>oODhE#ybS%G`DU2<1QW#DXY@2~hL=(N)OoJ#}*DD>h^_+Oi zEzu7T#6^}rKu;?h@p0%Z06kt6Q=i^9CH}eQrc_t5!pWZygZ&h2lP&Pgk#m8H{JE+m#3!c-MiKtCq6)CCe{Ir$+CUdH+WdN<$DQ(Xg%3 zTCUu5BG<9*=<9p0S_vFS*M=j!zfxZzZGg-0;ULeNgX_189FHK+^#eYRGq@aMTV&|O z#P=Znu9cSgCu9Hs{%uvYJYlB#I{}7va|Yal8w2^51cla0v__!C9);_mMCV-9T71sx z7z6S7RI#}jDqdbjU_eew{&k%o=d&l9WH;c0YMD2;T6kG8L-5Ib8G#qXoAvhWHIiBm zte|mKhBks{492>(;M*9H0z-P$B-26u02jAj!nCh`Y;=A? zHK>S6{&^Dfnc`dtAV>rf!JHYoecqJdc@`Af%cN>DSKWN)x52V!IN7{iG*k`8 zK=wHTxZ0?6BvyR-$3d}fY2IflKOQD`eYr}z2GE;nQd1fTT$HqnU{0k>Oc@6a+a86g z+M?)Q-ESP+Wp(SVxufHk1FHqTC8&kr{_eeTSUI!i*+jtzM&HIs8nN&yX+h#2n_ai7 z^RYcJ4QUW~PgxGThF-J6*LeP#+he}BlN&_%JS>vZDs?Glw_xD5j=dAsR3f>vF!QH9 zv3dEGdrAYc)_6R!KP=rC5HDPNv2u4$UOTseF59-M5{2X{sCC~QiEr5~TNo_S2(C+x z8P@XMbq8KwCQBJ#*^x}}+SptJ{LB9+oc`!sgnKqDyWE2nCC^>m314ts78+N+k5ULF zZ~sG8`xp`8K#G>KieU znG`<)`lHTA!y?#_aK5v(Qj+?!G1>m@q9^GQhrj&#+cH6-TP;%a%L0re-GX#V zaxP~lv-KA@H^|Aw;&D4NTQR>)4G**B-*X;GkZTCqy75rUw)6PiQqDaFJ32D_99!`< zIbL31>j9}HzM@d2!=QAtqp3CS$ERqAhh)~<-B3>Kb<2m|MV2}9A_UDN1BHLn;Y=B; zbK>=TC#0z-o^H9Pm~44;d)%AKNDtQFOx3|LbXbi!D3!t3fVWSX4IB6Z%MyFwkD(7D zww1LPx^pij3@K28f3ao;G}#9Q5xHoqMX!7W3+o(n`MF#O=+D)r*=l`AW14 zx)|fyR(E84Hc?CFsyukxZrI^4#cy;YQQKlpz2*F${I+y2X zs5(Y`mU;*2sy!BZz2WF)ehGTlpbq|j6rFcG)&C#Gl|qQfUbm9O&7N7ek{u#k`zG1h z>zcQ+=M5nW+1o|--Zy0LYhKsh*Sy^8et-A(=jZ?Td8QU!V!-{EJhJeh?BsxNToW2`;Xu=fqT`=cTU zS%kT39ZQHNlB$WZ-9D{MQ%qaDSABb;3)EHqQwK<&UZDAH{>xx1sj@ z6zt!x*cJo`rIV*aA6`W#a$(?IP3bX29%Rf@O%4s7&`_UJst&MhDn7#8VEGeIZD@|h zbg$f0w%p7^?#))i$-tKm`KZ>ZJ#061(Dvi^k?lqb)X2n@oTUW0-EvJDy%RtIaHvIN zRi4djvwg-kdZ3TYR9WB#6yJEJ^x2mHjB;ghT6z|)l|{C_?DUngC%qzP*?JuP^5Vxo zoWl#Gdgn+H;s?PGi|Nd~-C{Q;JcC>k{9F}Hgr3`@JhLv(>b7|ib|2<;Gbao6nY?xa zj6YS7de<0s+8J8x3LP>59Gh^SAV9Zg$ho$VZgQCu2H@#>*Wsg%Ox5Ka6!QQuOv3wQ zF}0{*<&EMG-!aV1njn%2x9hrX%72l6PAGhXVRtE8F6)2+RASm zpC>x#%5pQm=pgOU$tbN%P?kU4OP2UD+KqMsZdh^^${nj;?a2BYo4TgHj&$Cy2Ws;V za?rIERw8t8GU(1#*O)f$(ew4k?NPI^KP1I!t9EF|Xso{knS*+2T;BH>xNP^VuPy32 zPI6=)5${yg6l;t!Uv!_XGDZ?3EI|y0SMe5+CH1k8W$V$7LDYaqBc7A%{R6!YZUMB4 zU`8&}eaPmCudho(Y*x;W zo!P61mzmaG*+sf5I%X^PW&v$&vsSi*<3)Ur)6G6lHYCC^$m9jvYDCPsJXG=*)kb@d z!H%OL8ykY>XyhvaoQvz)wU}yAmbxz6(60OU`vE1Vo7~-oeM@8}@Qn^nhQQPD^pp$` zZ|;2^Nz~iq)8`qGZVsM5K@`~~rbu_8%Ih(2N>}9$!fj{an_+sNWy#)c$QCh0uY2?5 zB#nKt+UI|q%bzp<_tQzYD|?DBRq13E88vdEMf>+os*pqBQny0!6t5fdnAz1}e9t@P z`7KC@Lr_ zNM?&TJ;|S_I=Bt(eJ4h^WOk8R_%(3{VtTTMsM&f z(0eBPA5_(qanXKEdv)ZYDL_gCR|R>@A-y@yuBUF$-NB<_J6v_|FDxvz z3eg9NYNu;4Ji3pB*lJjmU-;F@{B}0U!Gz3;ZgpQVKynMu<0AALEI?`#^CRET;vTTW zZ@}@Emn#+$7?JM6(H3XBbGv43?62TslsDjU@x(1(ZX{*&H8@P7r8^AR#diI)e?O>Y z)XrSOGL8oGA<ueAzv z(d$-6%6ixLgm^v%`?sYsIri#JQMQ1Qzf z>kzuJdK>hs*zwnYNsR zW}7jzS-yCA*P;fJ!Z_-f;O`|iv!7b zyzeRo{omDD&Qp5C*JfOsAsWEeK}=q~fK_GnnyK&=RLbseB>ev=5{e@!k?<%Y=Yp9T zG*snht!-@2eE5B`bLO2D=pkiXdVW|jyH>Rwp9}e#`AI3L1>YqQOx+*Xv=OUR&N1Fj z5FqKTKMuYH$FY#c6#pG1y6Mw$e(h-&Lxnhl>Une{pZlcG4zL(N)neOy@IoF|0T^#9 zw>>*wQ_yhhV-8q0OQ_m=KAW7Biul!m?P6QVW)Gsu|Mf6kZ&NN5I1L^xu5wdyue z^c8{Z?)CdVT(D|T*N;>P#S_fFobOsK26l%;h}UH%yc#{(#zc7%XU_YNT@rRN6r`}EN zp8_2o;tl`BFgXstc!nekLY<}F*LU}DH-gN35QGNB{wA@yAiVpYPDk0G^|oJfFeVsA z&o7HQ7lb`4AUc?9BldW)iL0U;hZ^ug3P1Ye=tfo!C`NNw&1ayKg4A!y~ z$tM0Kk#=4dyeu`=$iI{*`ZzQ@Oh2a1ln&pEA|X5Kok&&1x3mZlrx&uP!-95wCa$3B zWc3rDCV6zHafE&G-!uFck+ezlz}bTqn7E3g zn?BHIiT#_Q1|#ytg73EA@a>vS4{#lTt(&K@#Usgxl1^+l;rEYX7m_ zz~Gnn_)B>*r>?+9xo^hI48L~fsPFCb&NDZ#X_t0z`h!KD#5w(T7|eBeo5xZa``BLe zwn#U7&d(kR)BXqGI{n%6$JUqNRlhbHg{v?ZwLvz7w>QXZ&|}MHRxT0VH%;0o1PuwN zSxGh4L3xkW=l|G~1Hyt`pdp%#N2#%{!hur2d2Kt74T^UID_C3rcySb3H;(GhPBdyv ze;U=p%lCqaB{D$d9kdFdJ5GycFBALJ7#W@>u3HQG+x-F$;+&GKnct|q@om;Yoxl=~ z^+rI|MU%gNZw5U}{%egJ!t(-d>!afsZ%R+!eHcOyW$C4xtRsszN&^hQU)QhJW&^D-|B;ZHP z_&!#_K~b!CQGQ)ZY4*|a>YL7`0!WCvR_Pd%kP`Qh_l@Q>pR)J9ecB#}E6vJY!P64q z3PHdfk$c9ejWrWia4*-!JpQn^ilv+MoVcc$E*=Frpz4g-KJWL?KGt7ik5Btxng?jq zoQwQ@soQx0nMxv3BfI+F9cHHHRYuRtWqQSC9o&tpHu$KOzBY(3?6^7B)3^&#K>Jup zR(W@kc{Ya87duu$T7Q!Aa`Go0B{T#La^`R|- zK4IPXjuy90dd$v9W|+b}17NAyY%S>4xI(n&#CSu-E38%P@q0B7_kjw7V5x0^qlli> zn-@)}L1~F~suwY`+nKc+KK|G1Df!ahu+B~O&WR7WZUXCX!@Dr%xuMCZ=av)&+@2Z> zr`MqFdKr!nj^gUP$k!xUOFD=D@$@zAHa9hnoeXX2_1RKv@f15-i>;n%K?ufBEE z1t4C@ljy)*MXId7biZXOV8!wUQ!Ja91MB@{?AD8FX(GMw8o~=lA#CLQS&rq8f-;|& zjLjYhU6A-e;|;q*ngMT@%;ojsRh2H*Ek>AS2(mGEzmJ6(ju>q^IU%<6J2%W1Zn>h3 z*!Tf)euX`{k^0;2$}C^e^8y>sx4*i78PaR0YM;tmI(kmt_@;>99=#?-1B?{W$>RGp zQB9koUCI$Mk*IcDK^f`bc&0RSC-J@CC2FE-rzy2(NRY0%Iw~?n_9n$W|vIw4Q=Q*RF#~hf5`k>++AQ4&DtozWwfK z=wO!p-{j?m%G7$wo_$lOm9+yMbPaC=hZ{a(IiJ4wgOzdvAfmZhtH^IyYtWiT(~|qo zqAjEJ?!j4_T2gUdbWE(o=}>TzWwKA z-DVr-m{=^R57(xjLZ3Mp{@U*J=vq2HogB6R_n2x(n`-YRkb$OD)B1uGfeDQvZ}BFn zZusf!-dcjjbo%llQAJn}4Su9{9KWFk2CN07NSI zt^%{}@6IUk$1--rx;)^{pd;fhsbQ%jDqC8rKT;3h^z54=fuOIz={rjDV>v_Rag7-s zN*{bq6&n!WI@h7J6yne;-Q~oYDmEvoxto^CeKv@6|w~p?fXp_VxbsNcN9}Sw#4v-0>>rOia_jzudK5ERz9){Q6=_y0l z`r27tw!bB-&}ejAUh!vB7`bZ{j8`wlx*FQmRgQIk6t=O#y@#1z`__%8cFVa&5F}U^ z$4{MTT;yzJlXZ^~J-W<0xyIA!>vYyP^prxF@ujO#YJ?{mE}J3tWlGVVu&(;9?vKHS zeb8FdvVywS)W7GD+c%p&Y_|F!{#NLAl{5L9Tm7Kkg6K`;UfMK7(P!H*>ziiUQV)EM z8)3c9Rd}G_d<5$Cr~d61+%+Q_>y7wGA1ci6$ujHr`4F zp;F%}+ewNmKOT8RmE^zA8Sl@NOqg+WCspC%3ydxw1tNGwIH~|&WD8jbANzmjSg)4X zrG}Cgt>jhk-pu>$iSt9rVNy|50%oueFN2~^E^^b3X8qaD5jpU-qkKPvduTD5?Gm(Z_M)>e&2UKN&mqjzQ7 z)T&ZMC{=Ubxi>47HeMI*S;Y_qmTx&o|G9BI=!qu)Eb?wxnz@$-8sV;2*+`3DaqU(+bIbQ?uO`Oj*%uDlSc`8iLu=^jGLLJc$p&FwDArAz$HBH?sC|z9^!M*}9c{{_-s^9@w{%mIIFEdKN;__>hm4;)-YdB1vwUVph$~`_9H|w{L#$ zWfyLI!?^L3P%_WpK&uDM=v}c~$ApTi{K5gDO+HJp`GMqMukBe9h}U$azs8dRuwAEr z8GJl1E*YuV#l5V#svzQ;w*ZYEpD>3B4`@hhUVrDgp%fxJ^1C?OH2;q0#Au5lhj;O@ zQQSyLnUWk%X3!`e)6?`O1jpN`wG}ZjyivA8@?H#VAKgID?+)p_@enCr4Yh_}ZXj#* zTCaa@;9qGtJd$e360Z)N)0yRq+#YXe=fe4RgXqfgYSm26w3@AG9U4I2ht(5)(1i?w zL|Xk3V&zT_7XS%bI=Z}ZjVmuvf*r}u5e?u`Q1r3ppiLJ!JAZB90jE^&`(3=Igp$ndpQ~=(2u-!&<=bAZux?Y@E1l|QOU@K3d1p+% z|3)FAw{SkKVtC53;HL}I;FBeaok6U0GE08mh|4uQ)iux&7m0BX9&f6bv7Ri|&lI`8 z?^No^RUc09ql{KiMVYGMYx`*fFh>Y0X>8c`c-!kEP-tyqZQ)Oyq`h{VZ-}(mD|fi& zRoAS=vxl}Yv8u0&z_H=V*-wfpx^!2ci~_>)RZHS|OwFu+wbz~WB&Z$NQSl&a9k;=z zp)5|^TPJ+nNF4!{Mw3A)$Je>+h#%g+tp6sgO_nq=aWp9$_G0?dyE_XVY(DMfd9yMW zUvH*nzPfU^{Nn25WcNO$E}HS_jAL}A0mtvb#~xT>*?CzNTbeLji66r$YvPG*AvRoiB-iE$zxi8(u_1(wM zfM|%#>XE%=`RGd?<$Ysg5Z6bkCh&P-#PLSI+ipM6uFHDnFfDfbG2_ojh|PW)Enau< z0g?UP12?rL%yk8hd#NyIo@6O2>@j_{H(AzU7HQzI;>&gzpV=Pfo)X>U-|5K~Rv5d= z|3*Dj=JpfvWQCP`if!pcE-W`Pv^FwOr2xL5Id4->61`7Umvu_qw;@I27hVAX8B4}` zMUg0&k*MU4a_ue) zvTaXrLLm;|JcXhV3Y6*&6*t8J)tO8nrqMXg&2;$Z0- z;N_;q@w>Gq_-;DU$cM;zU9Lp(o<2#y1Srb)NmJbnoqB&)yok8B9RYZkWZ8)xL4j9V zhn40EoZ9YxkNwbxmI8{xc7LHilFz9lLeI)MoH_P7{v%x#|6FIIbMMAYV$Io~{|0IT6aObSAcOKxYNLJB|=P;A_v6l$Ya9J}%qBDVVJAlPB5yZF^K)t+M z^vZ?o0by50g|}9+PEF|C$AJ(T>?2g`POu0EF4SBL(%-T7u=odpt#7=7wfH~1@+u<% zWO!KMrc=V+KeNt!1Qn{{X%Q30fbnJ#w(ZomM_7vF6>U~}rChz8X;itH}V1I7e(Jmi7`THN)=b728 zO1`gytL==AJ)W*Mw*+CkWuc__bn@{`kJO(Kv&piWZem1U$?W`pWX(Lh{MgPXZA;gm zYsQ->qoe|16-{3kVDpcKNDHxOLQGG3JNWNz{+viJz$vlcz%hqdGjRk`@tK77f|!1P zXb;yr*O;{`9Oo#NXsXznaX+nyWYOt~9%+kTHS;m^JUhcga0Q^%$G! z4hvmGt(U%OkL`VDcBX0*vmwC+Ik=e8t}pX^RIh%qs-%?$(EA`@gfl#uZS>rzUVmvx z@KLRmaS_V#IhElvr$Kend>JiMspaV))WZ0KeX`_ls{tPTk0YyFH!5MFU#hM4yca*X zp-y@j%M+!}#N`?WP7CB{*TA_U|D4{>pKAn;9jsp_o8J!}5=noKxM6>l8G>$jCRK`T zYgx}v7=FQz1B1HcsCQ@Wm`%mjW5Mx(9y0`|-#A15BU70lHURr%R!_BiJ1YSy&o_3wfjq_>$>G}S6#Vkg;|ta==IjwYs0uV6c4)?FLI}NY|y%4 zOLRx?ha;>w24nq(Wd{Ev3*tECi&HU1J-ylT%fi2QeIKZ~H&7>-@8@ZlJh!1FhTVuj zE54Ekp1VrFUanPDhnVWpK$p9TBAHr2EboA?Zot0BHEyT>!y>!10G!b1dGqGB^jpy& zL1Sy8)P4x6m9o2yeM~{9u;OPnD!+y|k;wx&1=n|4fX!8PA?NCLf~hV94Lg--m~Sm= z1tz$exyQasS@1U$VZgyj{hU9%gM6%9Ka~|h*gIV)HR0V$!bk1V)(#4aMasT^4yooh z0ERmt!4pjQFZ8}&(9|@FNA7$fb4+dVaP)WtMcIud3D0+G8-|t5dW7%0T8xQWjkh`D zo@Wy@CqLAs*frFTPXe<*xQ;dFk=o$TL(aDsRB1v@c&)yciBny@3m)Ql`uZ)|3YjQy zvD=-gGA*!rYeMJX>Qu3%UH&RxKz~iU?V2`2Q2fE2Sm*M%%nU)6uw2euQsU`|9pnI@ zLRp&6TFfp#u1l2EzrprN+|8fkNK}?fRe1L<&Fo5cNU!y}NJ)44BHUxL=Ct{95u4Pd z6aJ%VYejzcOTqn*_i3+A5##N*p%YrTkbLR#Twr-qBV6RO2H=%D_>$ZP5l2n|@=NUDHO1N{-lA&NfyY`?atpk&fvNZrt~B1dbDlkB6gPLK`A;4tKgYk}Ey7Fq>ly5-CKBzlUI+IpiBDMLOr(<}K3E9* z+5z@7wFIsVMWQlg;mGt*Q!i!b@04T-7jWJ2w)Z#zXM~1b(aXHYNi^RLKE_-p%HhE? zB(1uI#~T8;2Tv94 zo=Xg#A%4J|g5-5uae8h02Bf@kWBtfdzpQin5eHUW2iOPhDSPq+nCK7S zCv^?PR}>8cQ%oI3FP85*`9mU4<+YtOGDy9WQ5NjFMO=Vaatx>zSCVbCMjP1aOXT?K z_4Dmy?y(Wmb5vejZ`DLJVQ>7vTZrXJ{lwvc(5k|!06SCG?*~TDCo4?%rybbyJR4G; zuVF1S$-fl8?Jaw42Spmh?HrYDji7W)y;z1~D(k1mZh`C1T z<24D1V7)rnD!20G){y`^@tBK#6XFU@oPQ&y>S}9fA{!;w&+EhR;4-a!ksZ;04MMg( zm^h=afqwewG#8PY@%u}r9K#n#5rC4&HS!y$v~1ki-q12r3$#gGC8{op(up&$pH#6{ zng`6p^qLqkWo^O<9yB`$*n5kt$&1d_^1Yx<-VT@GPQNVqlr z;(c6~&qB9+)vzcXu;}`i^{9dqPc8x%H=~|%Ct_|tMTJq)OclfH=6_1gjDc_jN??S@ zdlTuImd$sZ+yVzpDr``| zv~*pgwnf6SC_N=*M*O*Z+oDI!7nq-ZGYecx>a&R0O@gGQ_>ypF*r$`_ld80bysGV9 zHy5e4UJN-c{^k9WbGK3>J~O1&pR&s}^s2ts*;c*mv6;5gUvgg`FrRYJEH#P(ZmZz)rvjUV1fRw1m6S4>rbT9U(MIyt?R4 zOz~;d@*A5Ig$3F@A{JgfP2UY?2Hb|uyum7sh|BvvQaOvm$zFjE9-|cV>Rt^c+|7;{ zus^!#2kpfCWYK8)(TEmoyAuA zM`gU0!YDv#?kb}Dr_dA7z5ddUZv$T@?KZY2cv?$4Ymy3Z&EOVnZ4LD|OAY)lTE<9G zwreMhwzX~+XzTk1Vbct3qN+N7KX z7bn_yiKF6|nc&0F@GyIHP@d(;k)o}<)O*?Nn*C_^rTX7-fhE;dHyhnM_8}j3B(NND z#TGn4*CA39(qk9E4FCYQDnhvn`;bnq5L@WV^?(chDFN~lH;+jT4d%93bnw}8t)0y^ zG?S$Wtj0V~zNCR4oFPU?eZIS$`a1fD8hyrNt;P)2ogn!YaO|A6QdUuCkjuIWm(t%jo^OV8G=xtOK}cih*_KKZl8 zpILC=b;D7^*v$lRGNgf?9U)w&dNL(M^!dO<@7aOSn`&c$Mre*^Sxj$1bn-|YjfC%uoMo7zyqZvL znyNIU{EXc3;obRVr=~p)2#WZR>+{4Zic*1RmShB3jgwHWt&ipgftx0Utu6A*MWLPC znph-rfnR*@M21MIrf95D3F^;GzbKo-R6JeDMiK$eUd@plj#tsKUv1=xpe5L)d8+*=N?kFkbWL$kT67uQW!m?cV{WrmS zNa4lchJAC-)o0pDrZc9(^N)iwcu4HPrf-gV5f)xBAg3$FjD!K=tE)dgs3WYE-n)a4 zZw!cgiA+uGx$@9BmpbnORM&;w&B_oi_fyY3(eEV&gDKypaudf-?*?FW;ishG zj(FEwokvw-K{~LKcf%x$+mP&1&GWNd^mQOk1uso_g44628aw^rS}Ucu;pj^O4ca34 zXgp_5j z66_zuL^9GDXXh4PO`r56zV3EVeQN-J{

&>28Mh_xt(FX6DySa^crNO}T*{$Q()!MDGoB z_~dFi;6~oz!{vo($B^D^tR!10=*BXC1mPum`JUjS`L@9MkN2v{tG=^+G96t_-(FI* zD-r?`)W__m`Ln2VlG!(&Cr{jBqv6CRz&s;ffr5XZ6Tsh`@SK4dH^G@p>HtE zKKYRZ$F$s6dCayTrJ!j!^U-G-#_p;BhNer$*i|^qOxRe})qP;cAKeciExrG+c4eVl zO=?*=AR)Qqyn@^i{mDV~&z^~G9$}!v2UlRgO4i(;^YWS*A@6;FX8q{FewLSv%w0Q< z9^IhG*rf%bph5?{OyGO$b)qT38<*tgXWxC%&X@tLSnhA2OE=kW1o!eLy};1;LyF6 zhxpfv5C<$(`5Cm_`yLZnj&f)cnSZql$P}%Ao>;X7RF&i1hzh)m1$2w66%FM$`lz_| zi`6B(;2ElCwqz#=73q>1ydEuXC&30ap5Ip7MvT2X7#wv`8}NVJRS?KPQkc zWs#OBH92REudGY>suXG=7ri_ttiXSFb(Zk-Xt;1S=)FhMV(%ssFD?;9)`52+31DML zG(u*$4hKV<*|Bw(f9H#sxL59*LX^Zx8m*%Kni@Zfy+011{bHHU?pky;u zLkbpY1)pc~MqhL_HIb5&;b!`yu4i+{LsXzesuiD()poD_K#g+ckWIfIL>yp($??J; z9JR01jiIO8zFOl>Jdj<}J7whkf-`y-vK4>zJWq)u0zH))F(vfcE%3#J(0==7R$9?R za$;i)WIRs`5SGbFn#GzY4;0J-NGbol{r8E}V_C%Xk%uN}usQWf5-#K#+JFP#Wl0Dp z$M&PUzeKjlTS$q?z}H*t`95uIM_|%?bz7JFB1{2b?cmEQ_AjMMa{Dy7-yO%%dEz5S zY*fC4C%|l6=a9Wi53w}>?qHGmpl@bOsTvcRVw~)}7L|WLkok#rkR87xTN6MVxZq+| z*JfBiHK6E&+)KNdo*9pa+&?TBfmih778OGJmz^e0Zbb6S2T}4Q;}o&GZ!AR4%Vx^f z(R|bBU)RD4jj(galPV7Vq&>LqZ7I1?`)i*giU_HKFLu(|CrcWP3drkfaVMvqCHnC| zExU6k68!Np*S*t-`>v~lBg?=um^&=lq^Y64x;~(^&^Ra7g%pmy+5UN9N9RxJ-NRA* zKm+QKVgLQvvBWdoRQuwGm*1R05zIqSWKW7E&lrDO+7}z$T&_3SI)eSbvchU2Yv%73DcL=@ws;#$cU!;Se&yTz z-wsBPTvRPn_KwqV(ZYPuNLr6kvPNTD{&O^K-o;Il?+<3# zTfKHqJ{HW7OX?6K0@4FAq!*smGqOLn?tivyI&lAYwunQ(X;m9X`RzN;v=7ITnsja| zVnnOx=no(CJG}M{#!s`_!kqr4^l4aFkXm3C>wb*Zu)`WXFel0oZh}#a%}9hxE<0Z5 zOF{cOwa6)=;Xg7L8xw`wdH>{M4zIt>^g@^>`_Z~&JJxXd*Y`Gw4eHj!O*z zADx}0TD*wBiIhd!G6^mdR2U}J+}sQHS;Ad2NXzM|Sbu zUxCXlcZ=r&4USZh-C4}sP06v)a8yyi)b zxbbc`%JS#9({bux@!EyI&(Bpw0XoM+R}r>qZQK0)>3?L#A%`N9 z-jKmo8?!t6D=4Gy{+y$IWh@Wh{=8lwvW^}hsuW7`+ayfv(#DS_$!G3~K+OSn-+NZw z2)efLn(|S<5UDjmr|dJ~T+{mwmh{z4?<)=(F%MSTnsHNjQ7EV*^WM>Bqynkbq5k|U zyhidQg8d`y&CfB>mw2rg&FY8=*XS{k$adRnN&|pQqL3K~x2`|#9%CvoP;44}(l$td z4_x4E>=!x}<|B$JufSQ*EY0Z}qxf!vMseQtM3875*_Qg21gfnmzEjx?L5C~Ozi#hK zSAu_%aQ9?##}XI9z*jRirf=U?t3nk%uFLB>@w6Z1b`Ry@Sf;@i)ex};*WC9aM7i7Y zD@XOIy*y&LD$oDOc!)fejrfO(>j|1q6wl!VD9Q8uS@}24_E;Eooltao*o(47%sV=+q ztG_{6EJ*zx2WPipWdcJTNdN9v%vbJs#;w7^K+bqvEVt_MDy&mIGB^s731fIq9KzY5 zIiEQPlxDoz?_`r#OX3P@dd~&krQh4ndlGZx)Xnn6=b$Ru2(YgylQmU(>DkAn6>i4C zfY*m4*&Ucacj%lnbGn>ARs8F&as&BNXV?jMg`5?l(5H4-{p_S3o8WMV`gtLBsh?wN z%81jGSAV553MnbKEyVsTH~{D1@vH2zaZ}B1p6?jlk7s~r1hvBwTfFg}O#LtX?BDtL z7bNknq)`8k)`CAXIFYfI-^YJujF$3)VDEcN55S*O>Ca#eQ6< z=S(*};SN%8lOn&4#$F1=HDA$}`!oO45wd1A77ydB>KLi@n#w8elGxC>jvv73+E9(8 z$)9go4B0vQ2hOAua54T2`_1qny_~)_vcm8tbaAT+Vq%MB~>lIV{|oTu$K#Kn7H}#(bt9t z9G8F4Aq4Z(-tiI4!)Hd8ddr+)ciQ8c#UL8;?q=4NkatDJC&dn<%iJMX`6}AlS~{UV zRY;dxZ;K4LZ^qIOkT^IP${2451&;C1Wb7?xzWo?mZ0J&l9naLV>Pr`a3m>1Ru(A|z z)#K3t>1x@5gabjhT5IacViQY&o%pAkqNNq^#Nlh!Ldh@g3Qiq(;T&6Tz)33?mB4mET z)`skkaS7?;smMc2dV(r&lXSodeq%%cj?^)L-(}ylQSlhVkjd2gr+#hmM2`R*$iYYZ z9qD4neE1+IJdEMjET(xiop7w|rGt7+zx?4z| zlxaVsAq9_B&UUx_WdorG|t%SNzQ9 zM4lnTk)p}+(iup?rY*CLewfCH5i~2-7#`9_HR4nRJ7q!C5pNYJ1lcP-fUQIBS)>U*Ld zRBQ-wl7{pj8BX_%t!$rM&Fa%~(_MlZemNg@e?+)&_U@~-pWF(kJ^;zA1Gwe@Zsu@Y-|QIWqM4BrRpN z4O${40C^9J-&ZTNwO4nwFCnrPOiA4>$~{X8b=qpavyvwlHtr|=@B@*;RxK>}+bY%@YlrTp;5Rv3H~|NBo0JI~5Y6BKD$dvq9%ICH9}N_f>7v=}}~zSBcZ$UahSFUQ$f zb8s)zxz^Ax)=Bg|=cbohf<~+s#s-3|=;9EIe&6Ps+HQs|yj^qY4KU8+E(UY#zQmVb z_u(p-i{IU=qSi{-A+*5nPZ9q%Vetx%?c(=qtT*~}cOkw6Mci4wF;0KF+oUeJqWqi6 z_pO0ni2`>$7lf%>1>KQ~@ZbMDnq>3w z`;3=du6>9|nN0Z^>qO(W5ogMKh3`UkjfuBN6&<8M*pQ?W%O8{J<(p1X9~oY$2Y4|CP^4c+MVobx#hU zt9b=Fx4|LM07~PXOaNA~V}dv(x6m#5dC&E`fc^^%8{3d0aVk^%$fyxr>U>}8ha*RR z{`eqQr6-rxS8lC%I&?hic-xb@@iUtF=ZI`*kI$?ydtIgu+0C}Br(Kh)<|(58a<++_ z-ls}t=Dy8*w!y!lo0yAkye_?k*%n8vY25WcAtnapq!ZcsL}&*);-5U*xU&b<+T((g zhNr`Roj)bjQ!~EgGg2)q1~{$ z-4@!C5EfKz%S7B!)4jjD6N25**K?DuUadTolTung%7rlO4o}>o$u1PY8@~JGn0?CC z!sz|1?zEq}<2m+;9(i|u)tMygh~~0Ua$SpAg6XjoR`2d@8%D300u&>D{&OsO7ajpB z2{grBmOv?x9WwPS=ap*I^Mk(R@S25}pUHfPfYfkac5bKc@>5SIckZgB;q*^xOmDvi z_HEs~cwX_-veijZcHraM>6>FxB4EY!KFk)1SDmTV%>bzHuC4ryfR_Ox>jw5CgWoF#feJrbAQu6aaH4<$Vn$+7lr zN&c2|1J;doffXw)lAjdaN$k*C-}Hl+!tLdG)*1IsyGnIF&oGp#Du|j8k3$sM2TS1) z#UxAW*oOfJUeqiyeTc8iwm)1MSn zvQfMKo-SY4ec^_RlUMhkQvV3%*l~i~k@JhP ze5Pq+=3p-KP2RegC%l0^DpPKX_Ao($#7w;L2L$ z`rZv&zeHZhEDu(#mAdkkFiu;*bKl57F|wLOlZZ6O_MKVU zdjp^d?%rVCFIaN=*gmb>Iy|w&rFx zSAWOKs4#-LuKJYbGyMQY0=qRji)Dw0XM(LYznQot^H^XnIQf*W7XNOSzCgvPa2sNq zF021&SQ#-uHt^*XL0&&qh%G2TFa9wE^L|te$7Rf}+_3O_^GDD)`o}LDh-bZZ;qBzf zsSjSy_bI!pl#JHNsAW4zgJ^sdn%feO6g9T5EFVNQ4TI~Zco9~R*Esx2JG_M+UA3wb zEgxyEJy8abc-5BYOWr02PA4!(x0}7QKctGB2g_`=>AV4{Nb!A3O_LHs2BL=21;%@@L!`P>iSA=yjN)5aWi<7 z3%roU&|<70kk`u`65iYlNp}BrQ&c-J!c#19pSzJS942=p{>w*XP80Zg8suBfVvFUA)h|5Fb7|D5NomzuGZBgZrjKGE^r#-j=Z|dWKa1xD zfDMZsDz{UrYW)6X2~UhS$+kc~-Mp@zA7m(cyVP)KJ`+pOV5#D+pL4I0)tAR!15Z%1 zu@?UAZI;{kVXaruJ*vsF#-$D`?e}qAPuC_eG*0awZB=LUTTAlm5@0K^duEPD{8zSV zaszKqom;HoJ>W4S`HYttoN9I(F8)#~XQkB5|KKm;8P@Qh|3$Qmi;&I-4+{5AK`I1Y zik)S?A9@qu4g^?G3D)wfmU$`Wg0FK)3n>*mU6}28y=TF+@AJ8YVa0181|DtH1-Q8* zLw+b5<9;D7>@+d+`sdJWaqH);oR(b-MOx8z@QpUJEwfKU3~|l0vgOAmlA>oAE~Qjk z+1Td0p9iZnqnGH9mA+la9;AqT@oa%o2zkEsA$hOn%>e6=pe_Bse`D1je%>B$7XaCi ztg@!8A#F6c^lk%NzkTofl5by2JPyCQ6(%ansr8RS^HCiQ99LC&p(9K6 z5|ch49bcs=#Xh(=dW>KPLM&z-Ux)A=q%xHSeNCBkY12{*0wt_!znGQGldagTi#Qj^j(HWFm{}FXJ zh&d02422v-Us`v2N~TsVAa1Hqo-&^jKd+zSPG&z;_4cZi@+g_`4<8Kufh2*B^b|Q= zYSHxfijW!3zV^r^79+@p)7kG+#4rN))b`s9fVM`+LX8k|7OtukqhLq4?V;zBaJr~+ z^ezTLTbG{$jL)PM2| zSpo9G(M^y>(e>LcJ_W_4tL?4uV1C2gVqFvQ!&+KV2quF!s62>H{-9k~6?dI7v{ zM__`f;z4nNKtxeTb7lJfSUUG`rvLYklS(P1az3maQjQ_#!;%nUNzNikay~N|i=1*= z6hc`Hb6(ClABKhGe4NuZXU66*!}$F6y{_MXyRP>iyRKb(z25hIKOgt=ISUUBVFcu- z5e6jtq)wimZ<&JIW61EQBanMeP$||2)wcS=5+t@I)`@0ib1DMAkkHr?8&#fn!W!L$ zD|oT-T=;S?<|$hmk`#|ICNFe`om*MGUNYUy1g#?7O^RKqT{~l?y5v#KUcxM@Lqt=Y zoYCK-=hoL9FsY><`c~r#*Uu=@1=v4lpXf5s+hN2(oc>{Yqo#`iX&YWREmmgAaFcO# z1Tjt%L%1vT%^X>ma}M$8r35S%#xS_#>dGg+6T3bCP*p;X`o_}k3j~z#csDSiC~MKL>d|l7 zrS354r|H8<`Zmh$UPT8vPnHm-2h@uc%qUku84mW_%zz|9(x?FLQeX4Msbk zza^cK9UamdwJODLYkkJ%dGFRV$GV!f)FwVNzMZc7jCb%t+>VWuKIbm53p9hED@7kx zvrS@ri{{aoG-eg8=-6|uKI2et*=v7=r1{Zg{ok}C(R}&$3)ai|`ju8L5`jju45i!PAXqrzLuKFTze#!90ec=}%YVvtwA?}nQt(=2zIRX;alVgb`3M_#6#fXQv-Wy%$pyA#I}Df$6p!#}xui08Xu_uOvexs_1ZAO{ ztNMZ3^2f6S%te28{=S^lqV`Pod53RM&KILzTRYNkJ_$P&C`j7d$R1-u)I#cx)_l~0 z0r$4t5p5?7^FrF8w?6TO7h~& zlFku2=EcLr?V_I4?F^Ap#Yw+JsKz1SV}Wu@1gWk4L?Ge*ahKS~F6ebY%Crr2^vTC7 z>2x;G*C8)QkeZ1LGoxsS1WK-Xo^=OFy)bN-OL4X|XQ~JiAPiZy2XU!E>MG}TaVOl# zx>qm%*gNtdtUGv8`8yQmX`FR*;V#-2;g%JiD~=7WEAw2s&R8A9$5gZE#4?UnlecJ? zj4w9P+MZMMfb99x<5VYZ)nheAlh3<>KuFG&1=fmMfFQ&Q*2PVDZ(VAfoXc@>Y7E-` z&72-Glb&;9xLmZdn)D+F7F1TkC%In1vb{=0B!SK~?M&}Ijvwr_>3M&HOJOp;V(t9d~y`}zuG z${WvM{UM^>)K<-ydBX5=8us9M?TG@86?h_!=JWb?QER~SrWKt9WH?KswpIMc&}~kh z=t1vDHKzT@s5q~u@(oHTZ1W}#iAo?6uUe8ZiD^g37zBMMN#u}?r=a&^Y@XCzPL*|2 zwy%izv$s>nb*d$-NL5a^%ojCxC;}e{S$41E9Tl5-*owTwZNXVCYY2@Od0Bs07I!7z zR+Jgmn_a{@R5gFMMW>E8N@Q70qs6mtJ}GR*i9sV{d+|gzMF>FC5tUkJhC7j^1Fp& zgwobtS8~t^p~Rb(&XujgRpnaXo~{o}CXx;+U=-dvNkg)1&h}2`stw&Opy_kzE7TZ! zXUie_eHAqpJz+DL{#w~5zkuCbN)-^TVgJ%1`tC$pgM(8ke}+ZpXtedrpu3O)VJ9M7 zh`bPgi!4*%ujZ+1@CwHG=JIF`f`rl~AtPxDi<=^@xF#Nt6!Pyp+F-KQ+YKlmkylqY z-dsVz*i8=oqUh*))#I_ha-6PG8mrsoDJG$Do|a*M6ZrP~uU*i(Of2M$(S;s9QCx20 z-4D~ZCB3O@d>roC<&|8-CVz7>3Cx5;B|f)0P@jABQsYfHURnGW$7DUoa0l&NBY_jT z6ZjPZbHAK6go*-xnlPoyP2Edehe6M$X77Sm^^(5sOQ0_{7~kj=0+5!grr%BY+V(I2 zBog76@<6VQ>$g7Es`H{QoA`b#;0-M!Iobq#E$+0D|E{#|m1Fl%BKd=Fys3sbB3WfI zz7EX0kNTzvxC|aSv>%g^7K@)Bah<}Xdt$?aP==GtF~~SSbBVk8?=$T$=BW8m#$QN< z-7ySOB*BQ|-n=A>Xy5NC#rFY;4ySI%37r;dtqE@@8VfoaRQqn^FcTak!)Gle=9!0X zt^d%?-c6jG@=*l3bXkGTf^E*8?(HQ$@Y&yZbbaOJARBq#u#HKB;}#vZpaU4XEn(#( zMIe5024)lj-RGks@sdu9?2(s<{%*j#`KbDE=GzW&N)7)pz+Hj+e01aHB5V|D`Y{KNH!LY*zu?Mhtp z_oxwwcYHY(^VVlRXfINUt(PWca(8L?=Oo;t=y1M~NewxG7o&H8{6j0EC} zQF`yu)Nu^|JI`FB&;Sk$4@(JxfpLmumkt#oOaN?(DaAxN#RhZcCU_%rt9yU$X#u3k zRFIPVbP>{{`tT8y6Wvzrh<8MfDKco*$`mni#v-6>o-H!4C`V$1Dvb-Jt)v8u* z%&C_`MZ@#ZugyRLfD^2)7onjXK7{Sd&JkuR0oJ|u9poIK_V?IJl5@Uuzif6LnN3+f z9be^95j?6m#MPteOA)--=IrJK9+L?_d8>n&Hj{&SDsoY6dM$(d_$ErR>xos@e+;{$ z$@2#kzrR&9CFw`y4W~e*@RS5p`Ut9DG8Ck<>K!}JJgMR6ld?AKb@|7xGD~aPCLd~R zhj89O?N0o2W~XGh%^~~rNZ`HYh{JL^fI2A>4RqJ9;j<(c(_$~ zZleyUJncQ*elRr$G^A_}&M4bu>P%S|G)BO_Z=a)Y<(MJTo<&R9 zeR1jJ>)ZHZSKej9TI?aN(y_0Vb^zO|C6yYH^(vuw0IzL#K$eZZfKvG$ZvfrPr)sUXt`lc8cPc{(j?A_Rpn}R&nE9uYOD)UnqyjlDI0J6qEiX zz5VpytwuMCUOPuJ%Lg#g;d84LsVkh1Y=OebD*RL8mSs`d`G^@JFl{=#2Jcat8^>yn z0u~rttE_u(&3JG3Z6^w?U;8t+X3)NmN`YwN<}ACiXk6*O#>H+nQJB7nkn|9`Feuk< z&Xn%wgUCtS)8PKlvs_Z^0U8yPhRMs|Wd{Of@}?-@thRJ4>K znj>055WPlHPu$7YOOc$L-kEvVT@GE=u`{i?WB&_%GTAY_zt+lsB7O9f7fDZ|h3`m2 zU1*8uh6EPdZD`$^%YYON5W9{x3NW|HYoDKs2j|of0hT)S@@__zdR$9L24^<6(Gj`G@ZLLytYD z$xnC|j9$6odIsjFrVOnLN^XFd&W3Yt!aIhH@#0{`D=Mk?2s0+T9~m}GvoQh5|KF;F)zi$8{!hkJh>R84kLd7VuO^RE9xrB$;h=LnmY1A>pI_K6}C6j^yH zudZqMRVwbEZats)YM7|taj1#)sNVc@YFAFU()jXvL1QTMgH5)6)i@-dgKSB0R? zX%54i48V4grY700^=C#Fq-SDVJmv)skzy!+cCodZHRILY3I9&*dr(_IXha{$N_9_L z#tB98Mhn{FHBVgMtGq~J-dT0r?Ls0=%6!|)7A{fw4sjV6;*CdSj`>nQ*v+4iimG!Z z`UDKl!5YF&j*X(pk`9U7dtx=6t{Ozlc{on%hzFI~dY{@SD*!GTwHsm5K81H(UtLjA zuMc$+u$U6CSLXgy{?W8n-HI${j|F@x7BbRP2Nc@hX&QL|XP>j*^b^KPiP-@kvGZUc zlZ3+De3?xAWv>U#WtV*hFRGPz^}*0bmPk6uCY#XgDqw(`=Y4+be!Nogt-xCr-qHKL zG-JG^G}lG*tPKY#uJtcx?=7Zg$)64ht(exIWYAW3k*g5@@9_tv3u+tlBDX)qFnRLc;usF{3Fy&Pt`0V`^Ms{(l`e!wf<7qq*s7L!wL4dU*9 z0G?IzooTl1Vx{ArVi8Q+#lX*~h8m(v=lj7}xW%5xbq}BEz63-8a>bQz}$7&mF@JH+LY)Mbls>V%F!A2dTH;NHF&whX)?T zhzP7tzk|*G0^5vJ;pb0`;B~hf zf*jZBXk)b7yDaDJqDVBcVmRd87PwC+iYb0Y1|k(qp*-z{^D zd+ztqJ!?i}eXPl#4dy{IE-cP#G^m(1kgi;wdougNM+H~8-W}3L6e)d2=lehG z?9WMXU)QaB1tLYM-ip|g93@b{6!iZ*qJSD#%q6b*wC9X39@k}xO=df(d)?^4oh;P@ z3f(*U)_VzB^>HxCgv+laobFka+JXX6?NoPk<4Q5YcD^t*7Sfkp_;{9lSIiHYccY2F zGG!|M5cIK)=}eLe>*9mP)wG=-EV1svzdVK?DuE2l`#XO@*<{>2^i zPRzs|Y)6)2ZDR8MLw=3^OyFkzP9|W@MDs%68Ecd6AUjrNse}lO4pjWUaweGEct7zc zQV5BwCzg}u0gRBB4jit&aa%N9b}Z)$$LDyd%MXt~vlISj#`b$(c81@$PPz`;mF3+1 zDUi=G00xL*}6m7EQS&?^Nw@$lT*eT)mNG=KkS@{JOLZp?DCWAWUZwJNCOq z4rS_~;3kLFCh&TDK5>8fXii4hxrf)}k_h(v^G$dS2#tzLk0e;Paw}sES+%h2>Zy7v zYrhXG5}&WeSMGvYzSoA05{1UeFk<)XdT8~0(>;JtlV+ zWy+a)ynU8Tl~yAini!V!lI6D&ULlx_BZQ6v2ltb!-W8aH!3=e}O$wV^&LqJyV_VHx zD_FqZ%s((@WjMm3yj6nALawvfsN2H)lqrD<`x_4CB1JQF)&{Tk@$2;+e1fez&_$6B zy?szEO_ekmXX;OpHpYn$dkKpl^+;}^VrTxri>-}0n@cvEDk-R|r_}*)>JuQ{B`J{i zi&56Z5)>;L{i%&Sp-31{NSqriZ8wpT(_i97qY@oB!np%^B_)j03-?xpZ*0J}rrf_I~>K9Kkr696Th(?3x>nh5^99P;(M@7HqK6&r;^ zDfTOG&DzcW-haOG+<|Q&Smyvuw{!SWWL0pM=2x#Yau`^YLgN%<=im%|ap}18PA2&Ru*#d$my*_R+Y1|K zuO!U3@eMRvOUhAc)_}37>-W&c!d&%dLzW}wTfmhI=- z9yi}R;e)UanL0L(#cHZ_$%^u9dL&waEO(KruSasZ9V?&w@>6WbO;i7`$@a zmusZ=w&BBRq;S)WS{1YA3`^9(AwbqrF3mZYy2*`}gfVVh+k{_#FkJSI8_>i(6E-*_ z9fjnX6P50uh`QAI+Mh6^!xUat)s8{LILp%-fB%krf?zB2-7P+_BLvZxUD1TLX$1_F z*|CK_Hr$*JoD+Tw^cs>)aSnNfk+`U2A_vcK`+X*mMRvHbq1+h$bzYuo*0^dy2ZZph zxZ-~{bAt}mmHd@!><(zoW8(|P==8fs9v<%g_j)YqXCVz_;T^nKa)VL=!M%9q$-hUd z9x^SN=ROpKsZc7opN<;S5Pwr{C#bjzBx`*v*6M82t;nZ3ko%vUu%bhhQ)@h@@(85UUJwhydidXI?qYA~f0vl;-E%iOB0MnHHGJEcnQhlAe7%fF;uxyYX zKiJN-{JLhd!PSqF646b8W*^G^zXe6E-ntbJDHeU0jW zb|;*#DWsfv9vsn52_(KeZGyhB??rwmp|HlQl8Vl5nazgaqZyIhvGiz3#Cb9eHpVKP4ft8S^b0xJjrj3yo77U)|qSX z&cgIe7dDSyS!(}ud!|!aehozN75#r2`QA{3Vn>!>pjF9Vc6?q%a{_olqN~X991MHZ_z>Jv2`~ z={^qpL9Ci}y)b3n{ssGlx+fD*ukIKu!QfiXfB&gv;@$Qx4|n4 zJLle{5?%YpyG0Zbq{@6^kmxeTZ?d))+o>U9?)fQoODcom$6*BU{hi+PPFV-P#(&&9(XAUC zI${&;vv>OFi(a=7+SjxMWe$l|AV~E+U#Lb_VH3$Gc^TD`VHhC{B1~?k#i1wXN-Ul^ z*6>k@qOHo|j7pEQAYQ90Y(eKGtOs_&0u&s!MJ;AbTirwjbJWl{?)8u1Op8H4;jG*b2;Yj1x~!?Jy*EF}{n zSM>JY?YFz=tJn1BAF01?qfg^qu(f017pHC8?u>8W0+KEg_7#sB$W3VRr{iU`usoSR z-sF`C8uyhk_+e$%i3>%8{M2UQLv6XF&w{JUZ^^YgPldEf?b(E701Z$VZ=D^v@nXD> zFUEAb925n8XN{rVDRXg0tMM-U(LX0Z8A*#1P8eZN*~g4-A|cTdAy>uLR!M?iO4+hUdj zt4I`0n+!DFF$K3{ZGbn2wdD`ZWLM?8fn3O)v`#ir1xS$o{j5t4rdv7 zvYXQSfbWeGn+GC|`yQ|Q5J5cH!}2%R)ekU3*Jy*eWY^@!Ppn86-t%Ntmh#-y*6W)` zhRbrW3`Zi_Y$e|(bw5GGFWn&*eq`d5PruS3ksooyvOyG&-ah_2>jYG zXmiEpt}8QvZ;jv0<)~*cpExY~Jpit&9N>2DGoPp}1+lGFZ(1ImXqIe$F6zCqU!nel zTDz#}IU)@-P09f^BA3qs$EXt$0!Z( zfpgo@DZ?-^N5I z8oq*?lyS^qs|X_X6*i@+bO5)qIV2xO#R6tdCCFn3yRTOuev$ z;)@oSz|>s`Zmh=)UMhr3x?a|t#hQ#yy>JoAhZ@rMM(5^LO~Ut+j$haC+voIjZ{>pa zGx<6C!ttf7NX@gf<2jRSxoYthJ38BB4cW*vhcZj=-0YHpD;wN=&HsK5sJFJu8{PQM zpt`ee+o=437J?6rsvp|tpR0y+AVI>KE&h#9uUZbZRk=j$mmZGOttBv=6NvNpk!dSt zu8pEAYO4q>-<)>eiPq(*gduYm$gABMxLN1u%5v4%uD`upIv1i7x4tg4y5#(I2G#i= zL)=UV-SLGC%AeKs6}_rG+oJtko?VbN90_*m&JiFdXL6O}uv6PVQ?!pjf7`aI4xVeW zLQ+m_-*L%rXbDc-r~Bk;T(47=6q+!j8|d`XHkU5V96tU&yEf@>-Fv!bm3t~@p49h_ zY|oaioSjq33!M36Lc4*))*H_wCou0niN>yow9Kd>VAXW2&X;bl6X1^;Xn zHLOmaYkTluU{YxaTe$wxC;sP~y89~Ue$@^bS&yS;PRtuqx8MH9kp4w!h3;073$0v; z*f+&(wh7K2S*m@nZYg`ozcs9P@!`J9p!ms8#vb=|Kbn{jd!NA4QT{^TDNKP`F|{)v zSvp0v*wV}n3Fc^i&Q>h^RfHtmQc8JER*Xp_Bc7g(y+S;T59P`H!1(5~q#ko2KAX9r zJ3JY@fNP6_1Q!|=Qj>dBAIF(Hvv64@tGx03BizQVn0<3pQIc+>1XC=l5K>uzwWUv4 zm{FO!1D1IQw1jhQlAib(yB_9zSKwK-viW*X#?tBVi^cc@BDV?LeB32@Vq*GAzf_b& z2?{c~6x$8tv4!YUKNV9;I+cB-~}w|wA3a= zn`$Op+ z0pfFaVq{5s%CY4pCE^4KxkXw|ozcc&)iEPnSXeCU3Hwa5~BCdwVppM*5aXh z(@CbpG9;i{sd#obmUg4z^5`q6o`RJ~sn| zTWzIr$aH*b74kGBhhoqPH$@%H)YcJ?zpvzaO6OxukLh1TG&A_2#j|}&J>SwE-s!%% za521p9pzf--m2P`<|Q*^C{6ss$ds5gkPP~@Xc+}@riR0>G#jve@sw+@Z6VAY5!sVDD0q@)F;;xx6Ek@82xu_Jtn9yaVusuu+4NRA8slO!12_GmCiDZI=x_ z+~Z!u)EDjsf=~dMi14=${`=#z^m9w*5;^ z+(lpekHJFt`7~2oZSWA5Ce_vy|F7rDW@cevGLLDTi`U0gNrz78#b#T=0{ahl-6taT zyjFj^P+4Xb_t|;z&1n7X=OkFyCHl~ai@qhW%0G+|5n)K~a>_*&oedY*`$hAf4BJYx z7kw`p{PC=Gry_Rj^V#1zU)$4aiyTc2`N$igMiM7n{M`H9rm>4cutK+M^iasS)V@$_ zrk;Q2KgjROGr0)(Tb+qCwoUA>%hd93M&b<2*&Y!_1uO@zDRztr+FNU6G788I;s$(P zk-^{XL{AIKM=&W-9dFZq&Q@LyvDMi@U7rOXz8HZUW%p!Vi2a_;XXQC-5UJX;{)BU{ z_!J)Swab(a8A(A~(&)2{q>#EcZ_UuYkhxrId7TQH&#?8vXjF?9AOmS*mGD`#F7r^aTpJw(#DW;y>!g#k7e808O+m zTy#j5Z(J1UlDv0arDOKS@&>cppeNhOV|NE4*eR(%_iMw9f%s312irKF&omVff18c% z&i7j)%R;Y2kUs}GE3PLNB4xs^i}3C7xyc>Rqdaow|?CU+9$UQBR|U7lK`apHlM?xv^3O1AZV2B+*e z`)Wdqw_zxtNE%^!F99+VnKtCJe%Wi?(NE0shb?O@x zS{w4m2OfF~8$pMrB;};HEmSDk#fV%`g2Ok|jtdJm_q*Qwb?gkZIW?TftATZAaA!HP zJ67m$mAeY>J7;nS0m&0I_r<~FGya$Q?UZ90lf0`L)3E%0YaF4`(u4Nr;2`cCN&vvVl)1xj}e~P}3r|8e$ z`bETt;1{M(x7}zdv+T`M{9C7NI{z^I-5(J_m9w-R9|)Z)w*4eio4_A(jz%`{a!y{rU8l6`H0F`z7dlu7%lSBuWAVih|p%3TYd$kRR`QiSBBH(fy+&0Na%y+kl07DAr0T5$CJd@GbjGOj69sc7 zyCf+VzcPYV&6jrsdS^XJ=lK>_KIZ)50{^$f)q33%;qbm|>u-Ud+Bo;uW_ERf(=*0> zUbX>V8tVivjZWZrF5uP?Y%nROe^K@lO_bC!(!U71;(F{k1`S#)&RKG)m@be)lTgV0 z&=gVauczAvhbW0WihCO0^B&#xr?e2N4ssrHpL$AQkGMApO+^J|cA2ILQddYS zxzoh0HA-*RH66~56>l{(0Cva!W7t8wh$xPN#w1x{xgRrU;3;xf^Q_&c08kC>?gF@ol(tvD&lQB-JJjG3+pSH2n5V#jFLF3 zOc?MDS0&5F1SEhhyMsPEwDe**n`|#He@@1k2Q#SGGrXVtKzn?Oq&G~ZhorU$A}B8K zLl8hDJHT;@^WUyIkucxP?m(99W(~hlLVHNI6XJ~w*BW@oWaqJU=_$wl9Mvq!wZ3=@ zN2+~`lIGaYK@?IOb?NRVQ9}!06S7~wXVc$0_}R45vf0^YIOi%iyr!SSN8h=O*NH}PD6|T z7!+!#kB8f0WpiJ1b2C=yGcBKMGNQf;oC!Guj5PP-0C6;h{28|(E#U^PPBVcN!ThBP zZ2=~tt<6qSnc|hWeed(wL1?hgBR$T`uQ5L#Gl@>FQkykaWdi{-cH-Tt_Dr$GI^5>| zk|!;}K|^h_aZ&*n!qlHjD%Kzl)BiPng&_|(JHh<81b{yMhQXHXaP-V$i2!Nz*4N2GQ80o~1Cngkqi}+#xkLi!hvx{EX8wh?74etSS zcjPcoIdNc!I4$MWRz^#jwT zDe%8})zt_vNPbN%mARShMVWnwZ_|}(6|uJC!F}LPwdBY{SvXCFsUNe@4ye^Z@M};n z*6aO7T?n*NI(e>fw`5}88GWW_PR}SQ6f{gTQpgKjpD2*A$2br`kwSdrrt;bN3BE)K zCe%G{nYqsQFm{rJQb{nQc949VQJmAgcqlvS-0|Pn;4h~&3_0-FmatmEWM;!(b-AG| z$M?*e8g^f-;2T^@v~Iz1$PU2Fxr<{E@le5-vf0W{8V&TLY%Hv<6ZUYh1q?_$W1zjF zJ{2327V)%wY7##F=E{=~0aEZVIcgEAk>+`#0>06s49D68XXEBx3HF8|Un?|?6L>6W zO7QoqM8%yM+r=Sf^Xde=Pz3iycey%>3g!^OV)Z?Uv9-2qKjXmzO^BlBP2ue(g*}kb z#9^0I{uc>iLmGoYemHj78)x4frj^s?F@&A!tZRCm5EN$P3L@A0g()}$8Y}{)6DTFW z(s$6i`uWsPdT)1M*epCgrA=8~`0SFnc*5ZzMO~#BQn92Q{Wekw2LD4ss_xeFJLXK( z+&|tYxFi*)TR%!ghQD(@nOEcCws|v?R+R9vF8)}+CtA<)bo4MfBsi{BXpl2M7A-T1 zJta5+#XzU>P;V239cv4%2fq{SPk^7^whW8%-r&62Z9AM7{*cl^L3s~*Pi!v`x$5t` za}mnY=?Fobx;HEmD6!R|2EU>L42c@wf@BsBDE)X}_3%ydlc~3w-D3PtfRau-_ZUzD z93xGo1m}u%hqc?@3bQkbR`bf=KCoxFA27ji^tt7p zAkZHEaKeN3vLJi~ENVH$-uDEDsnC3}_i?@zLrut?hL}rG4bX#9$lj zJO}M42X@nc@M=2SC*Ok;NqgI7ZFI=FpW!UR(layIeayNLwPW~A7JoXLoYJSNCs_Fz zmQ6deBEadTw*<&K0{z^q?{E)3SG!799B$I`|Y+t4)&vB7_=rgjc_T#6> zT}4WOpP*$|db-m#rUuZ@sR5Lo8!Hx8=>)Xq@{|i_^OE~WYYQwiRosJHiiEJbhw9DU zv1gG9_E+%PuwM|x;TrPpDU!%73Z2wv0qSzD0cuS0C$;X41{|o^8i7AB{k(PlET%ad z|D!#6pUA6bJ*^|e?39?b(rxn3Z!38#IhsU$*NV!dC3-Sm{yXDWzByI zCP+2G_KIoR-bnkk>o$)Df|qwIyUI$vWwb2zupFqu*_CDqHicNRI<4JuFY7xLjW6`& zi>S~Z|2scQL)0t~x3R3pca1`LD8IF%O`u6?!8}XuYg&?21PRc!i?sqtN0EN*m19>T zO_ML%M{x|tsI0lijFriV)`gk8n^8>}_qxV_ILy4e@sok+RU|X7Kw$d`5C^0q4!EDK z90Q2_1nz`pzDMhmp5w%Y(-+T$Ha|am?`!{7f!VN3P~fRI_b_T`D{)RKYwFl(5l-~P zv46VAdZp{z@IgJ}qlVMJ1EYuD81WON&@`%Iw}Oc+wjf+?7Q)s_(aQ<2GsI%MpN(BXvAgFoYVE5!pM-8u9 zl;q9_oM((b3&VS}akqTxgOUJrGFW6bH#zC(PIyBAC##=5J9#j=IV@kloN98czG*3F z7KsD|eqAgUielM(h+6$?!c}m&(Ol$hqerN3s@t0BLqvg~WI}rP<#%)^)JaZT+0MwlyC$>!dnbOP$4!(|qTHR!Syk0b`BnbA z@eEgbSK2DoLTzm0*ea`GKQ-v0?=@z;hM^e85O38_#ZQQOp2@KrK;G>d5ogrXtDRZ z9Vce<38@-e|KOr0!k^w(u1N?ob+_`71&HqX_T9e1GP`kp9s0bO0#~Z)74z?q5kH@N4{QI6L_wSE3$Lr(8!DE1nw2$m;My!o z+M^_uBzR$J)tur>HV57T%b#b*?}_DUfUA4Y#HrcONUdp{|GxihPCc)>CHa*EhwUg{ zvEYljn)~4y^E3C!1J64ctB+e5O276`t0PiH$~??A-8B4|5-1 zIJIS*6tGOQfhbnRZ@6O{jQZ8NRS3K&opYqty&lgIOha1Pb-#4=rGQ3@S}v5(n%;=q z=TOTYc)bLGs!Mx-IfE_(j@VjfMjr4R3(5al&TNpHGlrO-1pN}aLHaj8lh}5A*K(R9 zj6AC}r2yFKPBQVUW_dWpSo?JX{N^(x9YH?*kD=u~op!z5@8C@1qceb?^4iLq!hh95 zg2~UkPBXLwQQo!UX9?-8ZB#`#6|@g@ho0sgoGx?CimyR6Evf&n00ejAEpdgd`m`eh zTInv_<_oZLzCZ|kHuj6Q=TNf116}$?{dm^wOxFN3%K%jLss0(-BH@VfOfiT1wC8`| z{sxNrEVlnZ6H9qZ1>wT{7boDw;N-t{1CWs#56lG)!LObelgu(yJoMaw_r*sVAlyCs zm640=qWY&E41nfKC;jvV$svd8L<2yF_Z0~?tu7?_wL!%pUZ$n+T{uT;>Y2G-j>y#~ z@0*_7XW*o%#^VK?rM7D&yt6cje*5#7eLaUP{JPi<#ne)4NY?E-F1n2b-%)?KP}*u8CBy6?%kA5i0xa!g0j1xbg`}i0 zPqY~FT3mRoiHL9Wirtv9=WjPFCB6vU3T6Iyre-s>t^*>!Z0Z}X7*ChFu8#GFfIE=V6Pic(t7?OCWHwXA2$5t?%V)~;nBz)alm#G3MF++_dF?HE5~gui!x%L? zaMRydxP!C7{OB1`>=QFk{ySs*PP6`r_!xu=`5H36H?NOiasCaR!=_y z3XjKVBJ_uxOZ^v%kw%jGH+)xhM7aCjr-?>t$~l;VOS|85e++P~-MKbfUR%ageDXI` zf*tQP#Ap{%=$Pq9-YwvoXq4H^J(_UIUb)uOC--GRcX^1`N%Br^)+d2_xaDi4_;~rS z&nn+`s^}z7^JkR&uRbZH^DrK8ri$#9sr8K1`Cmt`Jc}3)!}Zr4_^3PG+*+z+86-Y5 zZPz6CULbuZ;lp|D9Qj9g2kc1Dc0hcNdhOZd(0;C`bA5on{U7PB*>f7dv|qEoZ8zI= z$iwe?G;y2ol>Hk{%dmyOO8=6q)KUr(dkT0TpoYfDv0ZcCc%dRi>5%rBOOZG6Drs%e zP{zrY_lKRJ56@{&M!$5;3;zx^=6dv44ih2$Z#2?R|Idd+-(Cz4=Pu~eKAZ!rY>|z& z7q9vPYOBL!-u$L<|H#_fz~Z^uHD8A^I-b{t1jjD^#}HdMI%iN*Yoz))(BKt64+mCd zZeO@+uwl2kRiVEoxo?hR;JXXZyi+gTHg9(el13h+IF8Z)I4q10EM)Me?w9dlP--28 zgRM#=@CX|BJ^*!%s!aB_rW%yBBHqMocdok4O?%B$F%ExSBnEClSxycq^aEKy1>#x} zh@+C@^lBy>+jdpYs-&`|Aah=t`yMx1jjbFnZ8(a4&sw^$@bZSh{qDpc2+>p@&WB5> z56?AGEz0fC(pmokqYuMiHzbRtj4w-hqgTSr$v{e51KH%GQp94CR+!Ywd&!}_Qz0cu z9ad@J^U2CC5u?m0yWFt>td`yH$6+xLP4*w5(7W;H#hEk>oTkmSMUPqb|6{lrKG??7 ztm$~Cya*g*=6yXQrMw^>_n9p}-@{hGKf(^vADq#eDypz!r~`LD(B8=PL8E(ljT&jBAPS-Q(G~7GeTJTAH|BUfR@*c=KF#PJ7bzt{ zU8_v{H$0l&OF_jpyW?0xah6F1!!iQWXBkpv9cn)OuIx7xwtQ5GBW-UKQE@pJhH7r( zJwaAAFwncMPj^2n9f%~wH%NhAU3A}d$L}O(;E~BF4O35!m`OLRjow1&ADD`Ca`Y$Z zb)FOR7F=eo8$SVu>kRgm;C=nlBsR$5`eQ@kvlMatXlGK_VCng;To?1YdEh5o zR}Z1zSj^L`BmSOwO)_^E>Y4#w_WD!4xBSA7dE$8@@DJ?K2b!Dw=mj>KJO0S)HYqtx zsc0hp>Y1JrCMW)7T?JuUdr(j^ttH{bFluS|Ak@{P;?}FG4mF-7owXN>@h2WimJ#Uj zFCEik2U8Ru6^PJFRYkJM8sHL*jhaD_Wyjz_?CT{IGnZc1w@(stO-9TO)>ArEI9KiO zj3^GWxZQXsBwU-?vn#+AZx^7+lJdFFw?n{kBct6o)MTuc1?+Zw#|lyRD|!Cu=Ukzw z5D?tN3}{HDr&^I?W18Iw?gkJA;n~6;9uuQ>$k`y-CN}`yd^M$GP{6WpdAd&g#<%_p z&$*M^ZguzyiQljXyM4B6)gPX}cv{pd#LjF3?X>ixsHK%j-Xz8SIIOzrWsKnQa1ktB zYD@T!;X0m*BAg%hz`v7{Hv3bnf70!r+7%>9NJeumR0I@*~J&+2BL3LnFK4 zq0e`bi2l++fFW&8qlNW;W|)ACuz9NH9eh`LELORM!24WZaX_qRm1j#gJO?6rnnM%A z%?V*`$Qq{Z?`yjZw{|1Mn$F`Pj}@*U->%RKO3EAC)GzooZNx2#JpZj=>a!(gB*T~-h;*^RFvds;124o$icd^v#Wo!<3@{#WX1 za#z`DEUm!PU*%;1Fd-_mOU>6bh{WNOFsm#4trzeK5DoUq#KW$=Gp*sfQxNEK^LrIt zA}LnsdGeguaG)vG*#F|L{{K;Q-eF1pT^P5_ENAA-MWtnGYVHkbshO$e!i{F`T)9vY z%W@AKsbx9JTsd%Waf@4Xixc-29Eb}3US9ru_=5+oi|2gLIrn{kGM8#bOw;`R6sR1N z^jzEep%l|@*GjJ8y#LtvN(YX#`8Ge+*JmQLav8$2)zF=O1FqFC;RZ@}V{_c6mqmJc{3Q(6CWZ@sMde1fk9RCN`~dC~hyR#c!a(EN zPp@iDqqzj~M2{|>QzFnyPOi62KZ}iDIR`fqD_4pa#BhyHn#}jscxD{|>?05JBKkV_#*5B;v<# zVbe%1f}-_eAL`BcO6u(Lv%i;HF=^JsGd1cOji9iD_K--qbVHXUr^84Vm2Ntty4TVf z*&ClQP1ny?EurB<|4}Kv@p#BwI?)OkZRQQ<0&}+*W=YkcvtoaRFUFw5Ae=z;@(;K1-y&Rof(cRr02h)5bmB5EeSz4>e)iv&V zNuQM$QJqq!X)LLNI(=4KHU`lc)2&HXE)?zO^*%;QB(*OqP7i3m4G=0sLPvM)n`hZX zOv{$8Slh1%UJi_>&vehQ!TL8{hx_n)xi1r)El)ngzH%{15pwtF?5zK{f@hBKI9C4o zzOe?X5=m%EXNpy-g%EucfUf*}8O zLBBw~U%wtA@wMGvP6Th*4t9@0%b5zY-*=BE7i5`8-o}M|YPnI>62om$t~j}0)tGVn zLHhCyf!jQhTuV}GV?2RR+V*xJ5Q;eg**1JbM&3Dx@$JrmSa-oClmL7^%Q+_EdQM|v z82aKe_@|R?@Z^ai=;ky9CaX`>Y;n-1&5Luq>+}$>LArmdyzE|6y_vNGNYjCEwGM#+ z6W)wn(voCwr_ny5_0>E*?$(Ro2HWyGYaLH}`Snx(8X*mTMw8WvA*C^m(OBG)%4#zc1-C!CsHGUTCbvzTJJ)dW0p< z?NF3?iF&G$$Y?mNi%vj}i#6>;8bi#3O0>|aJ;nV40VXp%HaBssx;x_HfRP|y(>5xX4l_2M);bqUmPN^MW#FIKXiYqVBacxyz%9P zts#;I6ySdaBIw*!vX2>z9|-k)L)y}7S;R*i znHXP+V}=yq(SaFOZDc_|`qvLQbUCQn(_>WcO6tMP)d*Yu7F{IB{w2FRebTi<%Y>L~3px^>7Che8VF;e2jaP^+tGI|a zmUCcDP^za{xP6}G66Ivuw-CjHLDlC#U3JpT zr}mSEMwy!q#?M6_t$icBmWE_P*g;MpPLf8_M#lnMycI~(*h|K9bx`n8K)^ioP3>RA zS0BY<1Q)TRD~rGB9Ywqi?9HEbmn{0J;e2B)FQrkEI(as`c$S%AhhL$NA~bizDQh=O zh^YbGQAQZ|KbF|s#Ii*7x-+%}Ch6WTFFm9<`k(C+$^3(Ha7f}1l(RF?s``90)gUj7 zuiNy_MeNT8wRPb@`hD$sx(TkPc5jm=*5qTMU*fE!OG4-qSC?lgl) z6?@NnKYSz2v=!aR%j|Ob(Z;6hUPjJD> z;s=Kk4?n$kyP<5V?brS|4;01nJzUAHSmdp}@wAId^aj@BGl~=1*v(jAx%H-lCNrLX zabaFT$HE?RfMW8FzZy!3Xg|UcE;<_`!b=x5f9Tc`(Ej3`B#8x^FJ~_ocmIY?pLE#~m92uo&wy-U zA1lkl&um^l@$&h&@8PK@+#Vsl_Ru&TA$cxvAv-+_QzBZtl3fNpO& zD!f7QKxMeudi{1N0fugOkhK>%jM?-}s0)fTk^c{l#$i*5qhvY9ODr~V#(C1Fc|G@o zpM}Nm*yK$4Cx8xg{naLL7X@cfDx0B;x^+2_sG~Z#B)LcoyEI#WEqO04@+z0sY299J zxr!{_E9VbfqKEM0+a2&}?jQY^#0Y$j7Ey?r!re)F*t~L)`=pDFe!auy&{O$CKS?-l zAmBaY@0t*Y;m-|epB_uVY*(Z=h*{PiQd>XwopS72`o-pFP|lKz)YZN%H2+cAkpbB4 zwq@0qYrcqEFXeUo?+$ozT(sW`SOuU0fUV1@hB92(ANrVZiCqQu<@VR$B6+_+*%WQ_ zaBkp%_ow(dd9^bWa(={moz*P#{B1M$qFzM}SM&oeLQ(6LR(9zwh@E+W$5CZ;E$&MI zqcGPoJCZqk*G4({UULZ9_}?4L(&9zK@%+#nMkD(4>PgcROM-wnvRTFdbnKM{BcqIP&RaI5&9qRcj8W z7S9Ll7PVWB(PxJbWmT!?N02=7@-mPq9i}d2!G zAf~>FaQlk-_wu8PX=hJl&v{lB!+=+bY56rjR>VZ;S1)NrYfOj#zNoVYE=>));=ETP z+G~$cOwi_PHxZy_)H2IP0c2m}!}SyDY<8Ct)K%4_c=Y=9@?}sYe$!ekIB)f>!dejlnFEf3oJ-C`|&mC4#$2k;^O;R z$kJn~{*FtK!m7bRb8h)AFuX5VtegH$5fr{aoX<2N@sapR;yC- z(!hdS{C=oy2m07+Y-B<|GOGeWNfe+GOcD#-A>2BwoW8`T1j8z*5!pS+^j8fvVU*Bs zjRz@fjYXv=l1dea3U^tecXMN2JC{Z9Ra^~AA6WC&9gglk%#laNun ze{j$6h(w%6XL}{6GTM-C;60|@S8;nCm)l;b#{^qS_zEgTmOJ%AN~_iGk#R|yVHak? zY4cJmeDfT3&KZ|8CehvN<_@dj-}Zu75w8Vcu=Vakpy4fRN&IBHnEWzLY4g=Ri*aoW zURdwPkXPVpn0#x%J8STVCnQZ5Pb2c@4F2IGxn(8P;!Pb+(!cT*5Q{x`OV=~%pV_Hg z!+BJ_$b0zIY*`7GIZMU4U!i#NL~H3(w^Cv?ejz_l^FUl{CEu-Ovg!0`^soV*y(zGJ z#Z52^HGNY7_(^kRNC_MkU$DPSL8N>gS<8RvVb6xp`X^iB(YS0&N!50AR*}Cx>H95oOe9v+-jqKx6y=WV^xgtWaS(WFHH707 z?xq~KwNdb^C&7;37L@kBhy5XNL||5t%gHttcYpY9kCqtG2)kc+DCEk=^%s7)_TuLhdU_D6ZqgF!-ku| zwu0F1ihN)O>1RMikc8n3MJ}wul-EQGe$l9|oblRVtqQ?A_85d^C0F?Jaq6Fm!HoaV zugB?e4!jC&Wjc#Z--gS=hk^9O8Z+6~4O)>@R~L=LWyu>hX*VRB1HCi)r&pqT$v>+k zZc)hgKZ-6X;lH&(qN0%&dN^{<#s|#j&-ZAvTUW{*-YRqjN0k!2_qLh?K>h54`+fgX zH{?`xU&?OoBRX^;9S~lSy*_)%c+`WhANb1W)xN(MANL!6hQ^hF`9DWrG%lg{+?Eai zg4`0(eVdrxcGAWvYwZOiNr;?`ct16!6lyV?ua8BrnQ0X|Cztk$?cY*jKklH0TqD_# zqe@C`eslq-9RgmG4t@{K*aMFDr1`yO09l%wqAN%HtZnO*P!PE+ZL$BTmNM$$zMOdj zWIipkTS~W#VnbDhCx}}(1R;a?3FrNW@;ET;PS7uKPDQTvJAYvC_siA0p*|PaGUu+$ zSbd(hq#tE{i_ND;=Hedh}M5pMbVd#Wgv66{q6OnX3)9?>;m8x z(WzdF_SEBHTWZgFtP~wt4Tnx-Ak;VtMNoKyfY7u@1i}1wOfG;YMxVI~-dTq7nfK`o zmy04~{7U|Ib4<4DD`@_r%;e);HRS<*B{Ij)Cs)U2qPL~>uI;t%y)*+Cc8M9sJO0{0 zJ;XPsMo3I2+}Vfnn_nE4=0DFo+<6tcehCsW<9wj13VK;_?vQzU|0Fwh;5zjlPm5A* zL)Fj1!-BE+eBYN}Gi3FCKE8;FP6;URk4`c5Eqym6#5&mIffw&+Q!2?!3!(hq+~P9j z^*-CSvFHAV{+{hThoZ*Xj2CW&qiM$wE{N`hYyV(wvR@iXaqrE(t5nwB`*;oDE~@it z#D~n$`(CCel`AcQbF%sGXorf5@q>et-M}p@s)R>k0e-!7LG2IA2!#ps-BiLITKG0e z_`2O)vS`n$Up=~C5NVf)A1VZfVO<9e#vNX;NnQG`W&((fYz3S~ujF}=xxusr&V=;b zuMNS6H}8J;Q_B3pz3K+%hl2D!&SISZ-4(dgt-l_Cw4k@RQBe2R)_*ma!y>w^J+|=e zR?S6@_p8Pj!-{yqBE_U)US~96CHkuR-}}k#5f-}Of19czM{Il6&wo*z7Uuj9+^zk0 zQT$ZC@C)N1ak7m8)jN3^{g+!x z_ZjC?ODNAGrfSN77RrCVq8s;Id>te?bX}8)3TcDOZx4P6hzxXyS+=latPCiP2d!mm zTw99&Tpc30B9yx1HT`#dx&8zmlO&TMwcBd0%94qbIgX!ZNDmdpE`Q>qrnXWMSeVP!BlqF1X>1~RfH}>zdow}5P*JF zDw)2d@&+G)hRfClgDg>$ldRvIZIrsu$Vy32ojW~RY1=eBN#DCSw}Y#%E@sltYFNGk z*W3I_Hkcb*jI{B4gwOcnrecHt9BW+S@fv>`wNb0j?m}?}?6wF#bcU;uuLtV}>s~03 zZjLs&bI3QZL3NA$JwtV0rFxn9r04Gd; z%!irv+koG)^JU*g)Y|8i*!b9%POZCP=$B+`wP{aUHB1Yg#A9C&z3Y@5&~u$jg1>50su2vyfzR-(>NCnE2IphucBonM{^)h0slA_Gr~i+tp)F))7akN< z=g9fZC^xd5(vNvaw+-QlKiy0x!^>+TEG|5qYHo+L3m12@d(_UEqku2Gyjij0`YSCeIqR|P-5XdX@2~~DhS*XtZ&(rbh&PrngpH;v8I8?UUn`pR@LGb zidOow#C3LNF1t8x*fFrsIPm&NDPBWpnB#{rIt1tl{LZG|f&}hsG7m?FTdCN(+q$&S zoUeObPa7?!$q!b~|4NBr8~FAaC7!|O=A#vuK|$ipQ%nc&0K?i&K*+=3kR7)Rs5b>Kujp3zL#6qejRa1OWCBObEWw(n1>~-1y(O7O_wl@D; z`b)LA-;?u7x{Uo{4E(`IibB-LTw*U|rC*=UjOaf6qB8Y-lBV`@q%NhbU9w6s^2(8o z_mQ1yBX}@VVEn{`jTr91LM$aCk@@KF(jTd)fB%l9c{6>b3l^@OVCOlLHC66D*)l-f z$|1qfz!OH1I~RuAr$eEsn@2e)$mr z{PkpK#_F#-sQJ=Al2!fW)z`&-nO$W!D4UZoXzjDfCV>)5sDEebpkt8BQ|J%cP=&kk zbcrMJq6eFA3noiMWVkng`>gGTUr;528?)u-jJPzyJDgi-gd+tDFVk<*o)_uADNmiUseiF!4EVj-O(-yfL~k=2|fNZQl)A{j=mSU zQWxiNhasC6onPqZ%lIN? zIV?06eogAd^s(_ZynbC(^VoiR-{noQyjSkgMvr#35}qQPP2bCidK>6`yNH!zWsFEu zRmc_aemSC|y?jpu8l>AWuGF|oV^D={G`|c2(QQl|Zgy-=%JBpGNwUnL7gCH!Rfq z@|FA)O-&rW7I?l+s8*JAs~>*&=Ac(ugqR~lO@ zZ1&E@;V zuE!F~pjL?+F6V4Xn|@LD-fWNi?5?PZNGWXXLDJ=)H0h1hb=(s@^DaQr!NjfZXASLKLNcY1tv}gYnmm0y8L!4 z=+=u%-|Qo6o_96QmR*23U9=0C_GOnQM?Y^xNZ<;v^)H=*blAP*hC=-x--yNTV4VjY z{R=J1IwSv$F3U0lwgZ2}fcrIAZ#Df#by9?JKSA7dTBLiwI(9#L#pFk5u{>YrQQ|T3 z$1$I{uI5o+ht#wFiddYgq~Z2$joh8G=YRfyB`bXuAre%0Na~7I0eCG;-redwyq8x+ zg3iT6HR$OCYRqLJxMB81|B=XPSHN(j#%cos^UGsCo60WNan5CIe(+9B7X9tLo)ynM zBHfgg`OUW+K_RfGv=@Iaz`VjiB0rB;^6idQuCs0*WMY634MghY_uO(HYniWPQX(zy zV6}b?282ZV@(kL&PBTQgjSl$B6Afj8gyN^QZu17w#Tc8pWiN`n=O=-qB8&>Byz(b9 zy8&Vywl2f$`pb@GL4*ZB+-8Of5*#PYpK^RJRNDh?8@iaF06SAdROvHnE zd&(N{)r&qLb&tIHZPkuK5RgNOY-w&|04yDGc=;5d(jLe&D__44)lHPd8v`Fhxo0)U z1!+4kxxNU2;QND~znZ5RuAfsw{y`a@CB3?blSI3PSRk=pQhyApVW!d%(vKm-fl5JT?`N5kjVhfUQl;V(Z7!x zV0{6%4lGn{E*k566T-_J+q!J@pjQ~wl>^B5d$}vWICdJDN;fA)FP!R*kc=Jj)?{VEN1YOD_1@V709978JOfGy)3~h{0cH%b6Uq*dx6M7kG&k{kA)qsQ+$k$aL zm8pCT^r9Uj#rXEZxU#02>OlI{ulAKHC$q|}F4)oXaA@WYyvCtrSdem>LQ;_B;}3Pc zAn_+WvA0z<0y0k90N0%4xqZ^WoM~?u;~-$$?JJ|;FeR|&gPH1Chhp!_d|63%}Q zRV`K=yYtDvsxpMIkWbkZfPmDCQeQ?r`@_kAoM+rL`d9T zeY=0xbD`h+UeZ9(qr;k8T<7>bFgGL6>MbKsR5|kGk-1PEFF8|BQMrK^%&7vuo%nF9 z%A)@GM+vJ>^4YsI-=DBn?_q(m5}lNwMP?0bkg7ES?ZYy3-jaHKdV0;MlDSE%kLph0 zbbI%lQnIUo%j<=w7(3@=`N4Y^_{1#9;4)XNL=?aH6iSTPz1Rk4)l8kd8EaC04?6=t zE)KMdZ>B;z5r^?tPoLvd0)t#281B^4(dU(sudbQ>x+gD8=TCF+DYIF07{-`C2U8$g zW(tgArHCEqWIk#2xa;=u(>1+H<-3ZIBt2b;$!KR+(}+Wa%PqNYXoLhZ7;vQv_u6k5>CEQn(Yu~ea13b{$a@f-s=alT(nIOLWX3$j&W zsjh4D6gAqVs$8m+Xm~;aS zVFSB_rp8JLFy)aD?<8A#bCqhy%fFWbVVcG_ivxIgx(qEU^B1ceP?XL#^o#Y&MMjcz zUSX$y;4XzDviDQUjslcKR{rSBjtzj4Tvrxn^OBFx5R>G|}n$B##V|D2t#QJu`NT>AK5PXWLMMqY}Go z@j7A#?T@Qo@vPsay~Y&FYZEU?d|M@m;^Y^sY7z$yFY~atOP{`q`BX)~hA-OfS&AcF z8jMROKL_z7x;;wAygB_XuBgSAQilnA7wok?6yhRbI~M;lX**aK$BDj0^zSm?Xpeho z^Z3Lyt9DCo?olIpjyCThf)0c+rY;E<_VQXS*RB&C4+O6*{3@jInK0&%fJ~EI+sGbB z%9_;-IF?|ql1N0nJlATcoc|dDQ;N;?7S2^sOw_#6--{B4NVSC-=AurjP-NZ*{^_!Bt zo2Z=5JYoj!qLl-LON6#BGrEvU-^$KXJGiuM)J<63;z@ zr;Xi5BvOew+Hv-JxHqRNoHNl16`pLF*;OjEeHeAr)b6N@ZU6hl?obJd09AQJq8{zx zh9le-J1!Y&&)j4-yN6Yc@PezJ16~<9VW%onsW4%@G*PsxMhW*JK|?Bc2(pf7v_^p07L#xzZKrgzRIUkzRR>b52cF8aPvu&i%TE zAl3J&cWzwPX97c8OcHA!*^W$V1JaAe+^@ARXBlrTO>lSHe{`O?T93RF7THj6m3M?}j$l(VbyW zW!!bel6%_yhQ2`b0=8{S18%$pmz!T+#l;QQ6fKFl+uf>c;Qo^y)~NI3`h$#jJ%_7U ze_;iMVfIsS8zM42E4HeCkGV@ytR<49s!%y@2WjXmwM)@DePJ13P@i_WqBVBvhQ1Jz{a#42C1=5` z*0uoLFlG60kF}*X{QO__tY+C{@ltcGS9mmZ^0@$c@|sEc zSI*9Oe{Ja{T|2@PA}yY2WIKzYy6~~ekXm`YPNT=g(kh}Y47Rh3n6_Afgo}q!$bu5P z)m0HRa*8!s2m)m7KPq(5K}iTflc-u~Emwq{waB91rrn?0Ok;L3y10M28?q=npp8o= ze8YJTe?$r7m3si@s_-CdHiKrZ8=aXZF;s2`Gol%geH* zF)=N%eu48MdAaL#G=p*AF6}0+ID6!@ekRq59TjRYnrvT147+%}Nxw!c!medjM4gt( z1gp!=ss8@KsNX=&KJJ865{I$qsA9^DcHJ4`9CLY&2uwc~h%L<>ZkY=p7Prtx=9~nM zoCX1+_=WH^dF92{+a}q+=jGHhf0rMNnQk`xH2*3frO|f*unYq4(Hu~AMl%lYYbvoJ z!WZQHj)5B_>|Y#wWU*o>edgaWZ;xbH%}8HX$LZU8A(4~^L;vRWQ-88QLO+KaI;CDd zoT`3^8aJuib?W(%>H3HQGRN5XI!B%2SKrU$1)W8<`55OK&uP==WfrY5yl=X%{=Oe8 zQou_^d$lwye>t^MuKd$qCl2#J_EzdO3U|S&5TXb8-_PN9XzGOC(dND!dlO3*t6Rk@ z`OkW~?5lQMsvJAB*e`EE=~sdyBf3089CpgZ`-2T=_#G>H6mAQZZ;=GS8~iOxh}f12 zWHhTq?So>o8m(ZD)XI7_(rsq!`w)5?1oi|ur|Z$4TH7;f@kkq#5kMxS&~*Jg=V)~0 zTl>0gm%iZ36rW#Ci^w&0k&%>{7fEagX5v;T*1T$2?We-Jl)rZqs~?Sd@3-JoIk}?0 zI8(oxIF2T-o%!Tr0YHT$`VG&d)6S z1v@Bk661R}Sp~fI{6DH%K&Kh=zEA%R^sl)Iv8=t`mCYaW>AGM0H|d3lQ#}+ct^8mT z1{APJ{-vGuciYRbIOVJ|AHGn*No|aqoamNj?ABkU?7b;BGETHAOhFjwlqe2Eq*S*- zY=Z$@nKXk1q79tKm86(>k=UwwLPD~vNUyac78C`i!~aqDVA@WwqMor}Jo81WKT8>Q zAvS5!mGWDr*esJK;@mUQ>?=r`IbtU!@px5WrC z96BBygDe$0{uUKIUvr1~sW)QFI^Tm;gNy0I{Ep~z+$93L11WbR^m=gUu&a${na_1O zN2UmY2vCerP8?G2Pf0|?V@;MfES8haD}1aSwf{_AKAai6%1y8<+p*wwD6}oMAQ$PU zI3V(jj`OyLo)~(KtYvZ+-~C&6K>?WtG&Gjunj6hh8OA;x`jSP_z&kqln<{FqBEf&m zQakgWso`8y8`9Qs9>9& zafGUp8&VJ|Q$f-&4Kjc279h|x;V+)%V|UTcIg7CLf^f{ZK<+%dv8+?3#JJNfy)U}^ zO;%Lbq))k#^XP7Zy9wWoJa+bpGza9B;hP2qE%1o)6bHx*30J7`l6=nF^2Ng3ijEC` zEz^D-=uK(>_W)`s9aS_y-Qzqmi_GD=e>eYEkFlyb``F`eqM>U3F)etA{X0(lBU*xRrK&~?n((Y=8|J0Ub1^Lq5H$eYSYY z<96~a?49?fbo3cB!G_rAfrWgj!Cb|tcD2vxK@}{e9Y^atVgmPzR^r@+tCZBX zt3&QCSKPFd9(acQBR;&voAaO~wmSItD5)5ptA%t*>K^S1q815W7PO=zA_zJ7-^A3( zjt+B8>psP%EeC*~mNlD1#nezH!#`Q}sryFGf1>o(qqLQq%S5;M{M*yaSC#y}ZV{Y4 zHeO^)#WeKo5{qU|5RhDY#V7aG_O&R!dH6+dq!PhOh2rz_Fl7_$$ zC_bpWTZm-BzG807wgdJ3Ys_h)%4 z$;-+LL2;T#V^Ti5VEn^97UslBXSQY^_Y=!aJhIu3BX%>E1_4$R9x%hdT6|+$8n-7O zQvFr=nEa60mscE)N;$tJPj`4!s*q}IWm8sl(BC}Zt+Hin-tjsfy>v1$kksv#Yoe*! z^NcZ9&+~(7IRr_;Yr`do%H8}_Wt01|3S#beKizAN4&acFe)pQ^ZsKA29m6^JU6|N~ zDO5*u^zt#^vlpFO29-KL3KE!!#5uM1Okq>kE{+yZ-fmLY$Xl&%5(k4hoWFEUcX&EH<8FVrGpD86^Db}Lwc`F z+5@@0oz`_!FFCBlr)bZvEAUSd&-RmN_6!V*!FQ7fq}+}f`o5pjZFd;vf3*=Ti%DPn zUINy6*r7c#ktGg|SweS}Fm>yK&2fW!%~dYe+EixhkM`T8x}KhUnFA^}I&~z%7FlS$NH~p}xx1R*D4L1Vf7jeJX}e{dG+}y)ESty)gLYNGCCct}sD*x}5$1lEkl!r$|$~0Fm5jaT32S zlwAz+)2@;hj3n>I%MRbUXY}qAn9?B^Z}$vnY?pZS$h*dJ8WUaZR<5MrS&oVD=16cHvkovLlRp7MW&wev!^TPjul__s*ZLH|Kr1dSl zQgL1kVMv?Qz+@Wrsvxm%^3vHB?SB0D(o7SAl|2XGP6@KOnX!B0mk;K2f&-*zFCJ8W zTZ-`9s`nhyLS98d$vJSQ&BdG5^Gf>6oR6!rXuFU~ zCz8H9hR?^F+u%pO_I7Z|g#?kO10&H94C?YLFUI6mvLr39E>(Q&yg?}_bft=X!`9O{ z&iAxL;-9wm@K4BQX89Le&pMmKB)t87mKEHV@A%tIGap4KExwql zRuD>4AKO1Lnemp!v>q0R9I#!Z%U@#VwIp(OV<54%k-Fq8xzpIJW*%Wp>XAJKc0$Vi z3B~^FX;KyeSy~nxWmRjBL~DX?f++q#z5b4hodH7V)_tiAIYs(D_1L{R&VGsbkGGYn zAx|t8RU5m49l9PwrM{Txj(3OzkoO zi8UqJ|JjmkZu)mtZV}KXAsACx{9f)*kI=C;;>>|+bz=^~sw{JJi#?kwB*oPS?0R}PCY$N8kUhRaB5S)8(P4RN@9o@K zDx&U@u}4$fF7y2+`mP1#I=p|Zgm1H1?ZUR??^_gqb$=y}js})bi9$8U2#rSa*kpQXY4}anM;a zqOk{_S~uy)D0*ooilz;*ajizOzI;e@BZdMYf%-p>-?qqib2L25snL4)C_CiqKAM*a z%1amSakVSQvZRb+qd4g3Tw=+Cnzc$%dQ#pd5#u|=>1G-I#!n29p*8w zEl<&U7p#msUCD2s1u&?&Er+|he)Hx|_!7nDqe#uZyvPc_ud!lfmDSNVi3u*p#I7)O zUVw#u!Ibd6msxzr5XZ{falH(SA+&kW)_y51khu!IO`Wr zE=$91b>Pv#$oVUv{ocl-5v2e0>3>w=lth&#`?tQq;McwpUPdntZ_c6x{mzXjiVKkK z5~6H&>$|fM__q6M5c~0IDSa!5O%{2rebS_3XhDy&OmXWqG{4jOK7Q?Vw)*-VwZo4J zYS#9a4NYDjzV7}GtW(jGGyOJSO>=q&&W6h(2`ME*-2>Q7@Z4gtv4m-4riyYN zv{8*1o-PsYPJ?Q8^dsP;UffdoS8f%Jrt?qy$VBafEQYa{nh{0yCrDPXzIUTy=`X$_ zT0D0us9H1?NvcH@%x(u|j-ip+xLl$nE#l<$fPDP@EXCow9fRsA3jQ&3;=m>#O*S(k ztgAZ5kcG?QMV9SWNR@G1#)UJ0-6tr6)g*L)mwU;oXzt#C0@$l zwOl#Cx7+gy6=^G%B!$zADi~zS&)sh>PyCg>uvve&Y8Xnl;f$_B7W8fyN_lrY{JPR` zxQ{@4Kf-!S%#O#@CiX*H&{>qV14Z=2V(#4QB(uo8wW|^%>Iv_6X{N8dCEs8BQBReM zTJ|_N7e$GAt;xd5gj*czSD2|W53Xvq2&Ua8=v`^shaS9kO4BYft%=B+Fa5;#UAiDt z(DW$wkr%o*GuxN{>sED8p}5fG$qp2Dr=Y`);4`t@nOgf>52%4rIQx)&2%@`i;iCC6 z8d$k5YIj+WE7Eu$vqh6T5m)=k$82(|N-D`k;emaE@M4wM=jJ;1K(E)<#G>b+bHt3@ zwI4>~|7_i!@b>e1m0Rxaa<;J368vM2OE~p$an--|Wf!n=%`Vf>L;upf994y0m5B?X ziS?FoU&ShkN>`YA63xt zNU*p3>@bU*rQhDj6Z!Z73S3jcBm3y~mMqnU*CR_e>Po4fU{R0YB7y$mZO^tsVv_RR zv~wBzXY6m~SbiSA))TRMcF8i&q)hfV<@7JNJiG78g~%XqJhjrB06pr953S3G=VvFv ztvs~S`Q)we;E0W}2X%=h)A3%RU~#SY-oqttp(X416H+E%(!hhs86)saM!G@2B2^^wtjHzYP@mZVoci9-==27c zU^3(#Okixc$sWIAfd458AZnrb+W2E~glMiMe!iWu>lFn6=8CTAe*`)$ZVZGgbKBIj{&mqiTcMSB(WT@BD~hc$#%i4`_)I<9#}`>_7I zuc#C1`14UQPsWE^dfk7@_TpuEl$~Xrrb3m#(nT)kuO`#d{g716W4>Jcqvumi2`}U_ zTK2?0w2ap6WEjsXo7XoM4rD=-tt8v#%`#pWV~h2Nkg*{*PY%M;UZqOalwg&kV$Osa=HGg=N)+IMo>m`&%=!f0j4vex>U|_~GMT~$q=jW~k zbYH(Aetl-;o!Pw%P~&4gy0T-1o?Q*`j0<^^*p!S8f{$4Hq5^lB=7M;9`m~qft?Zr0 z<*ARnMm(>mFdP?4azWmH%@tz~Vf-#KsMY}yINU!`5q!tmrrHMR;?}Bux)(a|;@q!z zmTXqKbRip7P*bHAd!@O2e>LPWI2)!mbqu%z{cR=R>L;Ls8;p5h{+UYq5#+0`yYd^bi zqlwf>t<5IdXv+G>0G{QwqjcS^-yBI}MhI4;1*AX^;wXWJl`um=JcD4EJp^46IA8Tc z9QJR-&Fh?b$I`!Z$JnC+V)wD@CRqbYymL5F0fMf;Pztf1dPDm2(vPP-+UI>$6!F(@ zIC>oO+0dJzaVcrPNZc(RD0*l!=@}NXJE(T*q9jU=Ud=3KSBuss@5#ko6r0If)enO z7CFa4GR-0lWdhL&vLATqw8T~@2i^R*CeFV^v#kEhks9bTKZcIA;TkVUCcpAO*?HG) zCH?rl-T7*(t6ashaS94zbNwC44?D2cC zooT7y+Zf9m!^%4CeP-VOEbaz^HI)9+4IG343rLL-?fj33iTK;2*u94)>1XZ_f{X7} zf4Za7*wgpRNCcmmpBub^Gnnyh;e#$Ni)Rdd|7&SsW;Q_E?^*L^FTikuKIyL(g%1F> z!*RAHaByb~l@vdpo@dG}81|yKOW>Aj<6>49oi1?`D;8U+s*JM@e?XU*O<{OuQ+ZMq z|25gzvdf#)wyf35`)8UO@kaOer#WA?H&5H6g{!^@zjppXYpeJByAp$B;Wmwo8mHCg z!$PNg&kBKQS~Z!s8fW2GL;^x0Pqum=eIN>My#!#numsZGO^N zm(B$~S_1!?ih#M};LRlzX2nBX^v&ulCaVYJV%kp%`YlXB9@aEI*m2&`!g6%1ODpX-!g_b)qh&DMS!z_Pc3;)*6j%Bs?L)pW1uxee5Tuel}3 zUG7GD_IOQyf}~uEHMZaqGcTTnTOg>R;U^wV)8F^@k7qk+VGKJ1(wZ9yn!H!0YK!5+ zAuRh?gk|`_YuBA%+E>ZoD%7|ApId~(0Ph*Al>;`AY&}To^QS{tj+QPmKtSm@pfIQr z;HjHmT`3b}Ora(jNR{S?-q=F8km||#|54fZ$gnpM6LIY$l;{TZcV9kn$*fAIJSU@& ze!#(_iwv#)(-2F0<4hXce;)-lU87s7gM#AzU0Ow|+|v5Br3=dt!Pa*ZD3GxY7PrxV8$G}Neq9v?ilLg@+M-lv2f=2<>`nx-nC=;>WELIrx6|3v( zkmE*EGzqG=keN__(fpOvED2GB`W=cHu&`wZ6kPY711Cp+{&T>Gn6HCy>PXc9<_)%> zTKm%pYD;F}GgaShPoup_-(+P;LQ6qMHA9#CXpGaOF=@=>uykRv?+%x6oYs=)G>IMO z(QU1Q7{YZYO>wl<$abVeQw1$im^q6!3Z?8O9!nsrteZ;{5*`SGSLlvAq&H{nAucWQ zm?yCS`u2D(z)@7}N5xCYu~lr#52oH5Q7S5SOb2&n9>0ZR$reWxSkry!7r z7;QgM^|8%lqhz9Niz0z7hS>G&27#B)4kDbpmOlhog@`V$U23&015Z_dF2+NaS`UrYTwVf-g>+>7;>C5Gw0*xFvI5k-RHW#KkP5qu6y_Wd_7-}hx2lo zgn^!n<>C4oseeuQopd}^$@G=6rtnADbP9FXJmoq@gxuvnB8OC0_eu)g7V9?is9A;Z zs#{=T^nvcOP!?xGN$M9#XqIF5$=oxd$#0U@WVKE+{xr3+&xbWX)QYATPrn}pk^L>@ zmY+1c5QgQF91(*U4qC#&FAzIJo_glWjdnDKW zGjH1Fx^c}>@7ryghLwiom25^yd0>G{!A))+^YE?sQ3JMw1TkHvQ1j`74o8(zMKS$| zGEVm`yq1$QWh04I<)gOIG<~aNN?f-f?~lJ;F0~FHN6uFT7i$c9c%u-Q?CaY=8C0WO zy92d8zd@uU^{VEaj8`7K9;wRXAyn{c>;-gePAhB*UYVgf7=sC8_`4lTt7rdF4w4S4 zW$qfG3mjm2&>70tVs#P6SD54&_YJ)|_i=$4n39HBfUF$sd1F0^kB@_qyVm?VqAjys zy-byr#ZH@J4Px|}S7D6}!pHWQrQK+pTANY@-Ka2H_679xLk<@WqFVPpGDchFL6HK=rPPjmoaw3!S?C*>_Uq6SCcIFHeJ=##gVQ87H6Kgk(J4V z&VTC4E7EF1<8h=V*)(rXu*h3zXX_X+!hAA|4L3rPTCh~hzB!y=U(M#L#%zn$sF-bn z%v7}l>4~Qyc-H@@dTQmi{RN?%sZ#Um640@?G11~(G^;R)Ll6g1cO`AteTCBF5fFeE zU?jJ^IXVmNykKjY)BjPK-WO1n^b=?!QD}S{HkmtXjb?R=p}CzdkUrw~OgVETxemdc`NngJLTKwsnCNBii@Maw=u^tcAZ3cY8afJNhC1XI z9Lz>$wlT}|sOI)QgUf9}9*_cvpR<5dcH_Qv(uLDr(N!pak}CbBU;kk#v`YJAT5+&t zq-^k)T?Mh*xUdAJg>F{6u+@|Pty%WYYJc>R+eoG4Qu;_|zgUZ!9k`+dllj3N*uC808 z_r~GjsdRy|ucb<7>n2JgUf-xsx}iQ|Q8mHW;OldOFSGrWp>6&H z=XSNnu97nzERNPOU-*`$&9}IBv!yA)d+tZN#aMN@AFedcU4^&s*H!@nc1XF0q*xSqYBP8V_n;qU3ctYWmWEU

tHiEia*e6UUP*r4RUyzA{SW`BzH=OzcQ_i4TAuPPOn;t z!PpWeOTy?S8ndTq6Kr;-_YUBec)X0gZ7#|n*J1B$T9kqc)nIm#>^AB&PVe+UOhB%L z4gwgV_X>Wxni-UDzn4ANo?M=15Nr|#3CZSA15eHxE}jzUo)CTTmIs}o0PETZ?M(A5 zsq=QMtL*(7RN?W2?vS1G%Xtu8^&a2e2UW;+0OhBY)MhI|#Jo+s)TVB*ChjtYItDIv z&z^RJ`60xS*LOTT=iL)Plbx(g#k?01@RoCQVrM<0=Tt#V*MiRMBBhE5w2YE((L0<9 zpqvK2;8`^+SG2maJ0?Wga?aVAJBsU_U66f@4u@7{@*$iq2gy677)Q6m)fOnlmCx1uSZh`8z1=SOjc{(h2a6_!ER%iO30d+r6VjM* zv9Px{_kRhut?{XJ-dm0(RgepteR7~rh#&ntnMj1x)EyVGxw;W?0}ra@y$$MEq7DD> zkyP*fEC7eW>4)R#OeJ??q~g6!EsB+tvZ|2X`5nsj4(jfI9$Mzi+O2M5(!c(ddr7cc zm?<7xH`Xdg&S_N?>oE)+JuV5T9;+_faj6Vj*B?n3ezf%^=gMp|%Zh)sLBe(^EzmK0&{sF?rK&Zxd>H0ic)a$}^I?%;2k3l*+dZ~LHS=vc z2}RB$-OCLWTN$qVNpxEKqs3mrn)%uC<;_uqgIL(K_iW>zvv}`sF}7dbXJS*`em^(L zuLYThGH(ms%)r1Cei2`3x))}=ylc)-`AAM2M(A|%cRiHFLKj&xR^TY*FagN3RIg1+ zdG)1(g!+;!#ml48E0}55oW*2s6+3J#F-2HWd)Oy$m0v1kzn`-_VXj;iq<2l@DML1f z8+(ohf;&+&fiWu*la0Z$vJXRT{G^uJCvvKqhR90HUsWWVk?oD*ITOhaBy?X}o);qWCPmMcQiaN2&L!h4I z9nRWx>$S#ywm!_Gwl$@b`RFwXT21cmP)(9Onxwok5+`^YuN(faFe5}>{n^W+Zg!5Mr;H0bn?bOTd+7HRwgp4Hw^(*%a+lyC+xZHVe@-Jqf#m+~G8no+)C-0x(< zyX^xxJW{J9@fMlS>YHhAT^pTNkH63FE_i|fe%DB$a6cC^MIz}2ymZ*@wt-0&M-Y_+va2bf5g3~w z&vv&fiJk7tue@K#QP&qmksa^Li&ld|eG+=TIh69xl-4!_=Ue%+@Nrh!hyEH8qLs-{ zS}QI`UyR12%xyC3@9s7`6}^^l{$o}3H18VHXV3COQS{B~R_p($_NlJVWhBG~qkAX2 zh9y%AKVPQi>c?)Z{YrM-*YFs8T|2R6FteY=6uzmlWg~`Fi-Ya;uhqch?~v^Gli`y? zy+2`visfnElDAa``DNEt@?MO4?*2S1>I(Bd4Uv>chSz-{sPFUk*@kruvKROgG%`A} z>HNsSoufOyN3BG5TCcCQ$>cSNQ91oNMv6{Q$ec}S;Ce^+Q!7_w{kb>9G>~gWDP@I8 z=&$vFl+Ez9sHdw~!B;&m`MtCQ>AI|SAEBEaquQQqH(*$PCf+ z?;wK%p+T~OklZjphY7Ph2#w^@=VY=Gh7$40!zQ**>*$*$*2T>F=;>?-91b#uR4 zODhjUyOiIQ%(gv&lqNj|U4igItq*gP^{Qh|cOzGa?^Cu>v6~=$vMkOpj1nfi1<-FT z+waBk=fluJtM!zqY6mGcsKat$4DmkOhZ(6(zHM|S0GQ+PdvZmv#M|x4*K=efE6xW3YLdD-eJ~_h?9fV`0~xrf*XDxwA#o zC*TLKqgpPvX34q_k@VvyP2Bq)_J10apH1W&F<#n*60b~fPkYCkZw0C^M%ijV1X}p- zLKR;(mb1Q2ZB(7(V`81%zMN|}KQ&KF3$|;mh1+R2KUuC^|XrH8-^xS*L z5;S+NIRD<|zJwB@7ObXqXsp-C+4kks(cgL+SlCca*I~;i^?*UF2*1obF;~D$-$zCk7i7U;~QZA@aai+ zP?DL(Q#W7MexKZyq3s^O3v1&Q?)}ot7@E(6L6N$Ys2ZD78k~j?h&sO5qh~Va8z%(R zSAFlh^RwPxmd7Iloq&3*HgzxLfetFklhH*^yWAx$#{E}5O2OsvzMXj;9b%yV$@p>h zJ*Z>}SjyN!to`vrS9_Muh0i+2LG0Wn+h-4`LApbjp{a(f(4+~#2}os;Itug zEa`3b`&r?}o_6wE5BLswbYwjCsN#F1lyZGdngjXW2jVj(%kwgp?Ml7ngJ?lPz^zLe zFu{Pi#i{V5p~Xx7cLmOSukDgR0~NzBVbi){@WyA2)8j>BPzDFpPNwEZ9Y(55P6op@2Cs~s7p_>0uF>tMPuM(ynB#eI7nGpnGo(ie!aux9tMl8>D2_JF( zahRnUKBMvKIKNMe9p_7Zrn~AV5VYbEYq7-0tQkyr`<+gz;KV(TQ2R|m?nw`*hEj{0 z=^Hra%`niN{DIJhbgLV$x#LjYzTQ*pjTv+;(y^Xd;1>2&7xYeF4;9>Y1$E9Lm^r8f z48^2AT&d%jbB^CXm3SpfGB(o>&3eIc5)>kS*z@!VU$b@q*`>(B)$z%DlsI!o3FxkD zs&&kE4=`5G%+!DJsc5W)uJf-05wH^HMxH4x=p8ezS!)G+iS&}}{wut%`|l#_CUO^F zX^;m?+?@@Mk+%0hwVyM-6nq%IC&(}FCzqm_n7;t1Xx!MBPv23TCXuhMfXLZjwC=QJ^W-NL+^~b^OI4U z>C%>i0#7RB2kJ>L5IwCgac`I2;tP`&vI4QdZ)vBnsn!&7x(qD>A7Fx8%?VN__)rzK z_ER&Hd}~5{^FFxtXLqGcX6WvsqWm&ES>AE-uI2tUCyc%p8`EZ_!=!JzZZOYen-)ks(!9_3rGc1yl_+=ncf`tqG;?kPxTp*wlGPU}5-iQpwVBPL&afh=pz*%v z_*`2Ruw$Ln$9?s_=5hWCTI=~+J#F@v?CkmU`hId*JXqOJ>HampUk4_4q#XvrOq*ZS z>4@iLjp3Nj&T77LuL@T|%MNU;0K51VgRc#vNTh%eRhoruixGAfwh_y@95}^t4pm)ME{E(;Q!yeal<@uDD+H<55`N z9iijld*@}Dnqd!f@-Em;-STq?V$<}djxSBDZ#M>}5bN-B7|tRbpf~4LT837usJlF- zsW&^F3$%pDJ>k~CL+VdCG4)7cA`(}pNAcuR&ipIeO+u-ji(6Ve&HHz5zU{f2fmPG+#B>l}?HMf4EC}eD z$2vN*KBH1giYCvWB74dNPCzt)KX*ELN$!-l|DL-yWB9%SkA&{Bb_fRs#7>bdP3EFW zioR0;UqYrJje`q3ALKLNGeJx3Pb|v}>@OtZ?Ry#|BJK`a0{r&Q6hh~((#Niotd>zs zfjhd%T6m3g>p76Hy8QjkzRnce=~z4@5>yR{R)3%9oIa({0--Ndwq1L+bli_3m{4$P z-0I zWc1HDJntX8w<*M}d)cjjwA%u*uKu2P=JH*i$w6yh>fayz8ZUpRCJq!Ghaa5sPXS3v^*- z3$*i;zo9cDtggoxUix0v4kYxD-yFMMQK(tgr68c|vd|;v@IFukHX^ElzCbOUn|g)= zI4Nz$uuB!IziO}gRs{41bCT|V2>Yk%XF~K9ZDo#A(NFc!Uh&$VOvA4JN2P@)ElFk> zS$`D$6mlThj|m8ioIO#_^7Q3`4`QDUWE;7ksxjP(9WaN#kl(yR_r*r~XOrX}lB1!P*x>P4Q^f zQ2vuVhukv^mKiRnK*VBcaoL>tlBd0B0)kKj_)O8d|I z)lU2=I{nl+qOJRXh_Q`X*{)^IDoS+>&EZS%A5G{}CAxdL5kHG<@8u_+l|N7@=FR$h z<_CL&V7hW~!0Ey)gmit|)=RpM?%+I!#j9(tFnC6&I*_}^Mt)0Y-dB&eJyJei!sXwv%%nrX0TAZtLJa)j>9?zz5$U0?sKZH zw*-z|TTFg|is)onF1xo$afoll339h2hq6X+lQM2Q5G1LN&qUVLz~^B1KmGmFfAhh3 zrd~Q((WDk79V#*OizGoVtd@=apwvI!#hKi-{d_Y09p;e0szUQ0RY2XmIfc5y2^0=o zl&yBPtPT~Z6#j;x_6HWWh%YaSohJJ0ez)Q~fmKnYYMp>kmqn?63fj`Yth)t45r0OO zCBvGC3z)thg-yp6jasIXUI8%0YdqO1N8-b|_Kh#j@1Pe5NhCNBf2Qq4i3@9i$+zS- zTRE?N7y&Y`{&p369I5Es^!;(U($Dn>H^i7TP|<}E+h185sY^QkR>iW*p&jZLI=93I z>87B>r4(Gvu4>SBGO|^l2Fif0%}Rc5CL^J*FHn`$hN^$FB1)d>ZcBFif>?HV(QwL5 zOL@|;?BqB=FK`R$->L9hr|ZpqC7jCgn>To)4{Aob{=BJol%=#reL+uQwi)BgO-MG9 z2Kv_QwuD=G{PX*B=~UL&PhQ88*{7;CxVm{Yh9i-d-N8kRJ@)B0%-^djyTODW3X~j) zX;aWK_z&CG_6D^SIdQZj^=qr}FlZvYV&lrU4}QHAbYK$((937-2g3;BO+u25>&SDS zeAM@`*I*36yo=@Z#`(WH{TfzmkG`99k1)p~q-=US0RoiCtSl#qvn9KiGAsQ%i-?Ze zXsD66n?9r#ZIZ3ZLf-YzL>F!!qM|}&h(TCpR*S7g#rlvN{2zyle3|cH4^Cpht=>D3 zMm>qXrZ1oJLsQOZE_6sYs_~%SJ%cAiYmTz`&Zn0XEzx&{FZ84QU%t3*o_MuZ<#i?= zA{#T1`|Yt2(aC-E+{3ynFur!Nryy7O*r(%?oiYcEbTgjQtbt!2_(cC^|M=knMD232 z_?-e1SJ5|*nJ7>rSEhOIQkB!5*b0(vX_oR9HEtoK$nKX-X&ucaj=s#s?A7J$*?h;# z_Nbx|9`48k(^Phqx(J_YWdQM%gLG;Tg@5SbRumHuyE9K_yHjAo6APC&8TAN?OfC84 zY;Jd!R8!$ljgn!HJhjJt^Y^Lw`Te$R7BJu$%k{$^H5BJI z?Ue2d!E@qEcR{fVRx|6tN{GL3>w59OT(>`}vP#ZeP7k`; z3Ez+$%&Rz^j^DV~WtyPDPk7!t3c1nDglSQ0o3-w*`V<`36u6P<%wqkmag{M^;3kD) zDTY0WQWtZ=G`X9)+txI}*RJZZMo2{;+@pWUUG9pZ>*2Ge>->T+4NET0Q9Pp+y= z+?$(=?IqR)l|l_K?)>{#X{lsiyT6LfeunNIZ@0U*zBtaI%)Jzv3RHz#Cs>3RTh#C^ zlBJ+&D@zesd5kcdIem0eo=lKJH)|A;%L|##J zJffevm$;9V@4dZt>}b?mF1H7%dx6yFzK8CxeBFXt7OZuSkD|{=n5C?B2 zi&m!bx-Tq)+<>@5Jz-`A#!PxmU;-0(}t)ChJ z3zEFesESqD;J8pMcjYyY_RaVaU{!BmrKa*XsgFdJcb3(56RZh|OrPss$>w(DU1$y# zoUGx*5}W|GjsK~A87-B(WcQf zl1g)%yoaoDB%KS(@#B04xNFm|vMIAIu1pMr{WLG(y&HldS@qj5wWd(IF{3_U@x{Q{ z{aoDhx>6}LuXHKek%sm87o9O~^u%&#%6IB^w@2Tf+Q_RyTXs&h+9{)!rH=~Y)c~g1 zQn}lI;Xz4G`-jSSIa2f^Dk}4}-aQkHG*>5#Q^s6N8!ovMSiYLz9g)({^ikC*s{8%w zyb~jq#YD!dvNj%9V3zVB>Ac$Q98hkput`|=vG5Q*`RU+i}Q)o}8=vwiYU?G?0r=FyuoqPS)T;|vvZZUrDZ%oc@OqYc8; z>z5M zn_)Emx*y#5J)Lbdb4yA z*i!M=VLfKH5qL&4xDbK@D{v>Nb=V90a+f-<-Ur>nm2;Xcn$wBJd=>vvhl8&`Zih|+ z7)b)S-rm|&AcK~t>n{s(!5($mEtN0G0X-4Pn~yXe_VP1Zj-%XLAbL25tT4}?QnNK> zl~&|JJ(w@FhMqr%hr;C=egF~KX&kP>wtRrF1jb^@4?LFS^{2OHUNX|WP@(dMs3kd^ z{q8kjfhWJPmPO?rzDUrog8tniiQ$ne$S_|JQCD3NId3`rHYM)H?YIE3!NpP&u}m3S z*Qkbxo5gAiE{D})&wBIR%IcVjg4L|f=OQ1t2$JjcF!GnbubXb)ZHMXJibI_>%C zYni?r8=<1O)+UUGr6FCH8PXw$ZYfGLJp3QLOR&p)F8CQ==@w?zRCUj1rrTwb>!|T=wo6fN(;KylN~C7Mslp z)x%p^SqFEy)#A0f%QA&eU&u~2*ac^=+0a@uj_f26C>M;&GW*CQ^m|jTM#Q6Wm>W3W z5*C(=^J|)maksrC^LuoC^GO~+~QPxp!(e}x_1WbU%3}jw z80Gq~u%^*0Dv-ZtD_&lepM}T*3ElzJwv;Y1Jyn00H;^Ti&ca>>1deztyUSCP?CZG& zqYI#SZf98(G^ay=K??;*l;(OxKPUkjKtC}ovIBEPz9;BqmGcbe2feKZwoJm@A)E%7 z>&F6Oy6};goIBSV?_HJAF@Pk>JUoUU_; z>x5z|dH02AVmvP7R}rtnJ543v-QL4Q+0*#^mJ+VE7vQfYem&x&VU~K(HUzy1V2de< z&&2Ehqky(_sIPq1GhVBSfAu_}^k+|Evpx3!cKv*#z{KBbn}C+h zXc<&THZpJcJN)){dOB+VkYMv0$UviN6uTh?#W^qi6-V`?v_aS8U%Wq3A{C}nco*aR zlK25&pp(ULtKhlb!>+RjD=p~kGE1G38r!NTHaVd zzIN0y5VcDC z=;C7C3`pJr-X8s0nc*+j{O|T^;k+k(o;RTDyULki@DoVQT|}Jp7#a%+KmL!3?O7f} zv1Rt|-lO2^#Cy8Exi2I~fntFYSZg>lE7A9imyp_F<@EY0<|Y&cKJ}s4ZdxDV9iusR zXiK@ybekrHDm1QyqpX@eP&q+68)AFz5< zHP;-HGQ>?pC_^tS{O2Q^zQ2 z#}}XgP}*pZsza!`jXX04p)f^iiA`P284qZis&dJ8e3ds=YY# z>9tL@-3(<`{&X_;^2krqy(kB8h?kdyEzukNM}@61=xmk1D}PdqoFv^XHY~EyK8)ED z_>#Ek{c*qxXvR(WnJQXF_cz`ZQ*0+Z5Hcs$CCju$-{@HIo`4Vp8tk~%7a|(WAh!{H zi9-f}u90i{i?4appY;;$qt+0Zi*(!$WbOeW7A`Ae7%KTA`~d9WVg)$eba;XN@#*r6mR#Xtv5r=XHeFok7h@}=Fal?upqb9FL}Wv6)g3B_)d?;PJ0$LE+EWZJ3FGf&rO%F!03B^ z@98S&0VVaJKPEcfUQO@ewy_4w)Y=a>+>;dkqt~H(=yi4ZO0OnF=5lKGr}I+f*la_m z%WS+vc0?g$HD&)i1s`sh`14}-syHP{xHLLXKcl;(r##~eh^}pyS0fG!gZrueqbht_ zA+~O@HLTvq5q4S#&A|1HU57HkB*_=y>o-+{p3(R(0_rSk+@A~b?OyWNC7}Mde<`s} zy5qXK$vFl7k4oAtQAeeB_AQ;*R{8{vyxtGBfEIa335tMrwZ27PhC!S@zOK$mTwgg! z(ItBzRB&A=yerAbvxo6M;9}j!#yRI0RuHfV5R#3y5%wV&b!2CRzvlc@AEk@T{;Lpg zo_P9Ns=>Pkki7{%FeHz?IsWQRH2-NMa4v;9=|YUv8y)r*%3{vY&hPa%*-)o;o@)?h zQ!6%hnC)9uqqY?xf)QEvJR3AOpTYFJgA7}XuV{tML($_vx3OK%LE-W&NgwBk+zN6|zC03j-CI!8-3KMOqC!X`V+SAW9D7$h z6BJmzs(PJ5;|{|4vezIs^uz$n!ss~a-P2&1l6=D(=N$tptqV-uK~G1n~C8h{(TwzGz*L`FcnV`x8F6J-w1?x4IiK3*RU=R4^OmDROu^;qd)475y1o z?@}$`ldpg+>FzQU@Sw+%c$ahBP{(0jHDS9fGhmh}$gHRUs!d!f=*Pm~=~YBJ3`uwh zp&O;i)U`EJ{`NLI)67$mjVrpe6r~k2RJXCAHmw~}feOou8f8ucefGc}E{ni8w`jMR z3s=AwD&^BgHb~sV`TZt=)ZAa8Q;TXf?gm}FQHi)tZRw*MJPu8VealBF!zw+iz)1{m zA>u-9tCEu#gO@bLJK!#MuH{oeDcU?#u(q8EUkbU$#{} zwubT>TiAjrvaDGQ$FPi!xTF0KDqR$1lQeWa3v#h2e50{WLJ10tui;H7&O!<0@ zu5B-0{03byQ$@?x6uDxa+n&;KQA8%_buQ48Wwgu6q@%3%YnUABXZzMRwR^3cY%QF`tPVU z%q=aIb3MT+(y+K`>Y)9@_xpjv-|>T3x-cx=N_4dS#PQ^RRNu#qp-;kE{{F`tEl5ZHsaQs>UyUM0y_srO^nGjr|rp z>ky4}xi!tP3Xj|o%vhsda*M;??~nq2&Flwe8q9;Rxe^RyMs_#!fiue-S$Dn)X{)!hCSP+dfB{UW&gKA9v`QoZH#O|R3 zZ9uQbJ_1d9l@aYw)b6Ni67$O74?a^ZrtXBU)HI_krD`{$=w)qh`*%Jh#0*JeMbF{e zH+|2A4+iIlKzKDu?n|ZLZiwX8QZ%HRE>>NP-`_k5=CZX}#PV#Z)#g7c$rF$k(XLgi zt{HCnd>b2X<(~%YU<&&BTSfB0g%wL=+lE34qua~8@jkNA80g(dlx1qBjMxOQ8#vy0 zW1^&3poO`XQoAEIz2sf`TqA8&v+%bPktZj7-0e`aY|_x?p~_<6Df%B(na_%ZPr1oJ zUp@Fr=ZVB*dw(5}%#}E>LuiHap<{&Co)XFpx*EOkz|XCB!eHa26#~=LXgQIst@V~(~ zh##R3(S^bW6HDY<6)SwnB=utpRagtc1X42kCsB+3654E$H;6&r`cq?9TyH=Pzd64~ zAxU1`y#PU<0a$^2(=Mk{yoWRwic4hw&s1R2bz2lKiLI*~5YO)eRbA5iaO||4SU@5C zFYiE&{+*6@YiCZV{h~!>FWEPWmwZTiXc~{5%6(T^0QnMF#^{*i9cF#(eKW%tp;dTl z1`^({VFD8z$hk-{amdr=#ID5us2I;fM*FF2?KL!}T9cA4N7~Rku%dY~vVBpstM*7Y z)3Q19)Ah}Sd4H1R6zU!Gr&(C{0b}Wll)5P?YQ?XsUV-b%l$iF*K-0E}D8hg;dx3?=uQ(^-d7 zpJtrC*D0G|`*#A+C#%M%_MN?!=ACdXvWK*RSfrb+F$~B^0DDmi(|0aQog5v<>MWMF zjjZs)mFC{=(EFn&r%E1{w?Afl&+Bmzj)b$T3uQ6*fhs=bE0nBq8Pq4ztJNAK+6b@Z=V=NQn9X`Q<;TS`N{%TVdqpw3YKzV!V`6h165I%Yl!Q z{>=yPQWJF{vZ|BWUtrZ-yU9OE(nN?4)_=n6aCvDQzX9S)jCvq$Gmlf^EI%7plyObXNQMM|FvJeYmlO)+Qw*dCh190l_d*h_S*27 zBKEd%#Q|0X>JY7zBqx>LcoxjqOaInBC}G)siFj82Sy|j#8m_0Tuczxtv_DKX{)12Z z=;t@4ZfYM;v|zgT4`;*)Rhst^EIk;nq_t=x&(rW8cIwc3~KB4Pg{D(V* z?rC`})*lp!r;t4=L&b2Okx(`@BSf*@@DqEP z0$itY@{{`8DOC+a-4(#t)w7th8vhr6U-LQvLDB_r2x&urPArg-{JRW#H7=jnp(kUj zJu58yK*zigy(RR)SE%{)F}XmUPOK-ysyD6VZcA1L@9dAxZ(p?7-)?YkQ#LY@sX!5^ zJh2J)Wo`??rr*OdR4&8smpk?psgaPtb6g>!=rc9B@9!M`SjMFU zT@djoAkb#$zbmtli4UVAhD2^lat|w*zq)W^V5Thtg)ed$$rX;gd1}hJy7Z`-%`Ge2R zM=AJEr?_fE@bfxcVfu|4xS2aEpkX#f6mP4*4Zro(dy`0rGqn%&BB6E*#GDc;W z3K``a;;}6xJ*zWY6qY49t1gRqsBZEOYs6ja9d#l++xooR%0SGOC9Zg1Y|fgwiqdd> zXDd>XvJ+fVfVf^ciJgyY5-8c1{lu$K*n44zfB%;*E%BfEx4Fv^;LVsRzw|Xqv8v$` zGRU!IDVrdKQ?32(`}1+81hTHc3(px6JzV^o=W)PJ?s)pTBwzG-EuGKiT!y&EUOGd4 z>eGDV(ulVl8YTE5ta67MiXIAX9aHBo*o!OcMy7h%EetQYM;Fyf9x!uXj+$(x2c-_r zKV}|GdpMWvawsj~n*CWd!VrU#@ryfX9uACWZr)u;3299^ehmokT9eO`M>XlsW^1IZ zjukyGc-B6fZNE0c;tF7^5s(o8^`4U_Nt`5Ycd3E~e&~X{ZgGEk`0`>j=rcvX@lLKj z%4#DCa6e&=%UR~pzW)Zt=`HftW{#kO>JNKs3sXfBB#PqsY6YO}$9)Z^K-tcv$WRTU z13nI%iZw_ljObEc0~rX31VGnTw{In{kf$bNgCt#7gxTT7A>r>zkrj zM7A`tH5#1`-d)3`J*{+gR`6|2GMy7azwHxD ztp4{|W#4-}&^W)jZa$Hr$3~*Exd{i)n*F(jG3@9t|FA#&kDZKd$GC=%J%izrUd`;> zYJSljz&hV8^wq)WHY2xS=FJpBAfq5P4R4Boa1SwSRh;Ke_; zQ<;96Qd&zD5xaJgOtGi=N#1*kqka5Q?ukjzdy(JDmHg!&oEBU2BrvZACG?4Jkm z84u=ZH?hIqG@GH^vz}P@l5HMc`cc1DfAuPmpO>spAD;`@iyC0cPSho3X^IKTw`>i2)`ZKy;Y7}XJJcZdWz#+i=;BVc#wy#r%lWwA zuV^?Asa|bjpsF9AaYUm(oS0cbAQ4LN-MO3U4I!!cO+4>f05}0PIHgcO14qr zVHToQPpjmgxXwylKbhofU*=zHe~Qdpy={A1i`{$x5fe$$k_<`Ld89L5ozi!#vS$)f z+Rkk0N#~+=T;y%NIk_7xZggxfFWy z*CV@xaBlJ=bwro>mecMiuBt8cHqn)0!xlsp&20w+jOnp|@?~C=ax*pZISt&1C0<}R zI$IuKPT~8$DCX9k8|((`PNi0jMgRPf5QfaLE<1@gweOb8#L@4Io{;tGi4C~A4%E%# zY*vBC6kkw7RorgsAFA%OH{`J{xlh0?{x|35SWv9U7?NaIyv@thG`n@GEN|e>kk}yX z^W~-rhm@*ddgC+8IG5Xh138=C4<0|n9+qV@5Z_aPUc76FsOpr@i%ZY$fE8 zPzjVsA+JOa2)uq-xIj6;`9;koy!|9vZu-T)czoCAN87U5z2^Eff6$d_^LZO#axBTD zfanooqKnR*I4HA~&tMkmsdVR&Kr|sw-_v0rywR2Q@zMj|_}-UB^T>%`EXlr?YeVJ? z_`JU9&eMF?poYj}))lNh2(~{7*TNNrJCf7ga;lW3l#;ik4uroVpc(HC*y1ZZYR<%5 zaz;kf-b)r`N#DpdF!*7)R+bF3ZZd4Xy%(_@`nchjbe3ch;*WG)4wi@CA6w%T-bS`i z6f03Ll@WZ&-tc1|_TSXmTg{(J*}MazbKP}(*Uu8%=7^phN|s(J?#9mi(DDV{LJ4uG zWa0epkUG9;uLpe`qZ!wIO8^yfN|>y`O{%?D8^qs}ZwjJ{9Rx0pvPgm(B#iw#iu?MI64mc6kH3A zU?ZjFzmhZc0Le!S8*8O6(ZSyc4GtM$e(SRVG;+vII>qDF;V(CQ%&guT;PV$T2JlsE%`?fU&ymY|@&`8E?=7=uveXA_!;ed)| zWw#dg!>hBBl^^L=F11MdJ^0f=tN>GJ$>mU5HtuWakiR9jT0w1H>TS@>;&SLS$)gf1 z{Cm~2aakkSgj$!?!#=O;yBZpjJD?e@?$LMI^in59p2zNzR%wP4x~J}b%(8=&ysSYE zoHG=XC0_)*8Fe@0yX+(&c71}~J0<6Q``v@x0hB2gpkI3U_6^z)FQ%K;d3nFNsz>N+ z%unG$^ai4*-fLG!@|dKaXY6d zD`|@NYrDJzoiAQCze08MDxnN4C zRWkEmT+A1O2Iwl~8o)xlWwQie3ADjpNLuvpYEyMm2JP?P_D}{~u{gx7z<|!E)uNa( z8FilD$zeX8eBgrNkjKao&JgxLf}iT;xFuUDRV>JA@V94n{|?nG)MZs+`BH?+4|%lU zzWB*ag)$j%`k=*hFr9JsRHFeRYEdK5a4I&@wKgw*78>Kzdl7ybzWLJpN>Gu@)J@xo z(!x65<Sh<+5EL{>n^ntVa1l*dkHR zr?}W?=Ycs(>g5)P$KurC^2#C)WyIsfM*8K^WVWuD@Qmi*1lD_bWxO|Mv!ZtIImy1U zyZ;h3P@X{f^MB7>ouTmKkM4Js1;q2~y=$=*IZ#Pr%!>214?5vNGO!r*0Qh2y5N}?l zb)hj6=&#sJtXmn9?ffI&UlZ0nxf6VSyl6-7#n)CP-{x7kpzO3!JfvU=TeJ)v7vhV{ zynQ4vLLYv1#pWy*Dn1SsDAL3t;&(zb#b`x!qmk%Pnw`Myjj^sMTiY&`eO*&zN@k`2T zka$}d{QmSc`!xpZf9=nU8f$?{tas&XrJ;lgQus`V~64MpX1UR8#^~6sc?qYrbm)_lVfeV)bZ`E4nBu zLHw|bIR9L!PzHKJfuG+N<3RFV9CQ3_7ai|*$!|CNn&V^BGyEMuK*cGP2?QD4Ye**d z>AZ#nS%Zf292j>ObIFr8E@cPoXQhOR!>zw%XSQo~(|_hSK+)^( zr}8aHQj<3>#^;RCYUqH=|qtC|0uc&wx+)}41ZKql!-c}rvjp+ zASE>w5otlXCek1vQUeAPk&a0#N_UQK7(L0+of}BQMh+Ifd%wZ1>$h{B=iHf{8H*)+ zHfV;wie2?B|3?>Yk(S>G>UEkvwlP9B^MlDX)ZrTPr4_`Qg^u^-Uz*iN5%+Tb(V?OY z%eITG33kB}-3)FmHLj#}8~zWAb%k#-aizl9pqvd#IvB3ZW{?6Z9R!1 z*PQJazp*6dE=zG~Ws3i!TfKuEmYD`#Y7WmvmmDbs5L3j^I~O z*6DwA)y^NxRW_`pb5Ngdz%R-3Q|jPsEvQB}*L)h!wYZ?Aa+Q(y5%mEhCv(o#Gx`#V ze{`X>p(jz4TwC_gNRb!*f^VF2g-D$j#JJ_VS%sF`sVAy6%fhe6u&&{r@YyD8^0{;f zS&=WYGb#RBmdYh1vx^F5bxhPH?Z%p5d|mtb)b3LP5A`m%Yx{!)hg45^j{1P@6H}+g zBOV@p(k}JSe=TaCq9ounPwe9*+M@E6dK;!fDUf`l_<;P`$76{}&?m(<@Yav6aI)~d zk*%G!#7 zR=H;(irt@eU0&*>VWm})6fePI;-#tDig%w@LO;9{$lp?iaS)bH8VTv$r5_-4WRU94 zk+D(d->&+`7K?B3QQa&%GBTtt|ByB$&%)K1+Tj{RH5oXi31m@s9YzZFC8r6BWG zv1V%|WBnp~DnRj5zE<`xFVv#H4i-Xu)Dz7hVR0K@GDYVd8Lc&2ip z5b9O_(^Kf0$UPun1OS~+1FHFqtp zOzt9y{jc(^H>pQjz^Q|>b)(^GR~CoSP1&^^!=(7KnfpH(vH_oz0~BUp{6sl|PDlkw zftUmVKttwzVmG~qMpPSA$W`%P%l_l#=Z2m%;czETv|ZR4c9(Fd@k_TBaaDv(Uu1%j zBN4r~4k^6wkIuIUs#R@_QEPs9Wu1vGE`ooxXSGkP5k0xBd@#|W zpEwSNlix2$sM_1>wf_ysNfSI2!oqsN3zH+i>XfLOsGq1ujJ5}D@GYL6!%z%{+ zJ#jiVZReI6R=fxGn(A8Q{H^WunZ{K)a5O&I>EAR>lX%8Y@`8cc8N2!+ zVeB6*Kgt`r@HuDGyDZc5fpn$nrXI>@rZt2JSTDtOJ`SdEmGW2_IGcej!q{&8B$DU=xhm< zIa2-Z%Ax8yQQ1xUow~=O6IFlH(xGW9z>s$CVU@X{@KgiT4FcoW%n3$mcK2^q^Rz0B z<<4Vd2I>QtO*Nlb{0{$ZpY&@ZxXbBxz=1e})mHuyk_rFlZU;^&dC%gtC5>42AwtN0 zz(l;0S#tZ*ooZ98myh>XHt<6HsolXKl#P1D>Jw{}pt;1cDTpaeX{qC{;BGNkKYz{Y zR7Y{6@Z#I*^r1jbZ@P&JNas6)#26;i=MHg-91#w3p*1|6EuCo#kBQyNgZd>UHuIO{ zuO84w9r!Z&KEdz}6+_TO?Pu!>?_oPIG_QwE6XHbsQj3-?$I0nY{-=zqCr?=Wh_bO= zmNxx-(~GKVoTZ>p@C~vs9Pi#UTNjuUcU`IXpmttfDdBx3&!dmKGBOG(j;BjAp(`k| zC@3P{F&#*zyq@eEbm@8*mj$a!zJUWZu*!=t(s`6AowU3HaqjcF9}GG>s-Dc%of|H| zuS{v;_jeUahyjC1a?hHDKX@FoGOf0+73iPaNm90BKR9A5&y6AwhPSC+V4;CCd;L#e zsnv?BBh`bVugW7eMx5_gRDW}hVP&z3e!c^I{$FiUb7VJ)Ri176_<+BjWInUvT-xf5 zX_Wy*Lm$=<1hLXl6Y<)X8Aj=Qmbr6#tCsMq$1B09nigSaXSmJoS=p*>_zmb(CpWN8 zTK1THCk))$cI${s6GjWYnrOXM zHTQoP-Ex1p|FTm66^>+^L^;&!zPlR)Q@APpDrIBewL`Lv;#9;6lUG!DU4(T+x*7YU zM?lq~J@7lkspX*x*J6k8-068ur`rNXKh2wm(FgiS2_n!3dtIahzzTKT{J6hcTC%&m zm^u0e7ZuKeJ~bnt<*luvU`PTZR=W$uX4+|oduD6;WbvcaUzQ8T3~X<2+x=HYWWX`g zhCotDpgc)tPGKH#w7a?~ zGg$oo(iO!P@$9iu|GRlagwmv?adp$5d;>NPR?sNw{t+m=m5EU8ME9vG{mi@J!Lxuc z^yS628%|}FleYNXWopm3#iR~qrYu0$Z8Ht9?BqKw@R`cif6d0xVh43=Z+{kSG1d&m z`0pAA^%aZY;dAvN^d>P(~ecI95=4!; z{<1YWW#9CjV$bWz(Hv^;rF-q3yxyaQ{}Jh&_62`&iKsv2tgT@6q6}uUA_u#SX*&Is zR7}thV});VtekZ1R}{ozRA?~5NWXhM;UNPs>7c+wT08RqG^;KdRZwuy5_=BIuu2n* z8u!$$9a3(f^j$AfAy^fj`xR-;D)X;VARBo1cel^ytP#%#_&2m%W5_ozTX?{Pk3 zlg7C~1L77`T9uHPd}2_+CRL&&CG$ze!*xXw+wx#Z^G@%tD7ka`14MqQ`>A&!*T7_N zuX$%p@9-_24R#0C#D>NU@Ds+N`X#HphsdmdQ!FI)SPUqMB>}r2L zWO+uJnQp_8Blg=3IxSb%)#9{!K`l0m_t%UN^Ln{EzqWG`Joxk-Z(KTygWFb0_gZbt z!?&9ZkK^6~G^g7jxwM#Rc(Ct&$36?ZL#}i;dEkZ6E%YfLBJZ{Dd%SW$nJHOkR9JYV zrr#-2YE~K;)z^S7@hN6wd0<+8@ z6hTXRz=A`(<9tyzlS7O@ zzkBh&mjRg>D6EBK=UGsK^lQ^bH$TCO!_pozX3j3NQ{*Y%HA}cJj%O$vtxK<>SU>v9PZkz4S!fw(l>SY zCg?{R^@~A?#m#X^ITruR9kJ+E!7t;uhOyNH5xtO?%!(nciNl#!hCG~yd?n@|<;$Sm zH%=)DWFNPc>6$s!-L!)@7drk}bFzHTY;-}UO6;l|;(Ka<$7v)@ZS{I)24<_Iholn4 z>eu1441%Bl^UdJ#=$BCQC$kvGzMvGr_;LJjv>tI*&FA4X^H+40j7&* zA?6KqPkA*m7-D`7(VW5pW{N*4i7kPCSpx&avm6ZUWc{~(L20&AHYg?7YF%(?3}5p2 zyU&dL^0J?M1cmWpvgH$&geNSjRYD?nSnV5>EJ8~hma4#AsfJ1jh<@!CbwDbxsh8AI z{|Cd$hP(^#h$5(oN%#dZOb1p6MUZO8PBKS!o3A)nDSXQ}i-5oa(Q>Q z^-kO~KD#(2(p-2rrr{o8v|ilowPIZ@bb3~f2VJNorFC`S-_%(~pLcMB7hvpDF?;a5 z!Q{vf{-tJeGaTq79V+sdvW)Q59T(E=krB3w%Df);2HRq$Wy<;LagDHS_C_V=_KaTY zqxRaQv{#K

Vec3(UL**WMff1GY4^RMQ-Ae61U--5vo~hRNndZ|p{da?^{ObMj2|Dus1h<_E9^+r}Q=Dw-xv7M_4wY zX~iO)7MiSQF2-%zB-7mmJAhR(x$Ozkx|ggpKcEdJ%_c>Zc~L?cfyxKEbm$1Y^$IY6S*x$V!7ZSnNBD1CiNn~N^712b(97$079HE(NZQBwq0kks*x zo^i(K1yR_z4u9HJ`WRLU>Zx%jg4*Nmu=hKBFhh z5!@}bPYq!C1L@%wnee1r(52@pO3xRkJyT#)$}3CX-~h71y|giv5T6h*+_z`XLYAfZ zGL3X>Vnx2vFIICXdK>en13Eiq@R?WnMH`(};4V@BPvg}BfeuMpkYP>qWsF(_het`5 zg21ZtpMtpS(LbW^j%pD2f;0coy=hc53z%u+#}|qExY{r*nAN|@G9Os{0#Cd6`TQSU zq$muSK`ZOBK8bciIvy~At~>a-^G;pwc=~7~c2y2wb}cAkt#Ge6QA;Ez;Q>ONxZ>)H zYq6xVIh$5x~G5(fb^z+H2Ggz+x+xQ}h5Hz zT`^3hrQm+iw#^2dJHKDEf1Jc%NCP$56+y3|Wn=A7l@S+J_)*}RfDbySh1 zn(Jfrc5%{)XdoohfM2Tjh+5NaAzyGPpun@?ScuI5-aIN)_8I(#u8Lx z>#dVmEp*j)oWAAp@_6b<+=j+uY~~#V$wQ9vyFy={wF!2 zqB3A-;uXFQ2ki?>B3PjACsugN0||vYvmB{LD*x!@u?)RoxI*f~)AxRcv!H9G!ln11 zyAO;k18+*aV%4J^HRd)t!NbrM;4UTtrd|qD9d9QYprB(S@UNWZ%Agm4NB^Nz1Gsyu zv_uxn4UdpkESm4KlHWzBCnp?7_uX}CqcdD(+!ZC%b)|!vJ<=~J0^=3KFSbR`awm_W zPjjqjKj8t`!-Lm#eU0{1u08GPM=}r}0z#>r>3tLOYBBt=0L=BU4%F~~RvWyLW42YJ zI&JL4mZ-{{6Z?oT6?uP&CH94%pzUV+#>-_KXT^GO$tMq?mXebfCMbc3ucv9@aC4Ts zVdNLfOEdZE@GH<~A137O9?<*2mgT($F$q7i)D%94N19iR2)~EKiKY8ak(iv%Xm2`a zjU|W&HMkvW1F}tpv~zQMyhiNLQ9UoD=vT0cB`Qwrb)dmeeFqOH-)aVCH0v44y%rf# zp+lKywZ~iLFBq#O`@#^Mu{Zwo9#qB-f0bo{=o0UqB-KoK6i`7h*jQ+|gi_cjA@tm) zphx=B*7WfO>4s&)6bqv3nz-rl5mI5i+U;qg;M#z!-_-E3yHiacrl&r?b4pFN1Cvj_ zXVXLS?`Jn?X}HlaNBz%1^x6Dtyn!Lh!5)Jult(?Tc zmCH4|f*;v~%Z-jXILRjmvFAP0ebV`yH=dLIXeygL(n?4+I2fi0nj;GqQ`g^Ces|Ra z9Q@3twcb$HHn!1kb9|*5^0rY`qFqdY2oST#_5BdnKL>xFMK32@k~&~%zt-HdfCs#F z+Px2q44&K|i?|iO%%3PGn}gt@@3sN6{mZ%ifdtG-21%qT2O&kd4HwXxvz zupaVtUx!rjch7;ZZ;Lr54b(1jPua%I=~ZER^R_g*K0n$h*JA9S_Moyr0%)yO>;Ocw zs14Tts&cya_{z16!|EgZdEdgmSV&SjJC(a`XP5A1>-+Oj;?r*W%#EjPT`~|n<5_I1;&6ld%1{Ak&m4{;p+gY@+k;xu>z_&?%x(p3 z@Y&l-kriQNcP~c&(0_DXz;y*j8SXr1Rr!eD|LBr@{n5LSpnX)e{L}m;&%@m;_@J^E zi@OCF|6#L?dKc=u(pVD(&Wbpmt~a6H7}y|jnwyyaQW>gTc)8B?*tk~2@!ni$jn5<> z&%*;YUTf>+px(T%ZI;oFvW383Puj|YrEPAtXc2Vm)F9Y_m_T@`Yq$;H#v5vqp%8=4W(t$2NXY*l`KsFb%XDiLRC5+q3qLzhR$X< zolbw2UumP=$ra7g16$aGKRsDQkid~jo82_j&ouq56NIaoarsZmRQnCp(nasa1`aFC zDwF%hMK=>>1WAcHG8HnW9J1wf$u*T`hnwuU=WqID`iM<&;&iD4GM&GI2x8|_>9&Wd z7QXg|=akLqfp8xlY!rv0a%u&yN@aAtn0Vb(w^E4H52i zeDYv=8u&VVIV}x1N^YV-*Rwe(CAfGyn;*jMN21gU)b*MZ^taXIjfvql`UG_hdXWq9@p)laDeON$9U!R zPUPJ|N~)Vg$iXc3MWlnlhTzVj;+CxcLTOYK%M`IC&Nbpn3fO6s%y6nkqrXuS3F=^oUL*=64_*vsOe39!AIMMVq9^QqR1z-m( z9+uaQf2fOmGdA(?ZM)?GtJ>Y+WH!vlYaYn-=Ev_*|IrBCCQQ(vhs%-kM-_#jiVN9N zuohY%MH#y|be;}3mgmVQHRe0rLERU=XtfEL6;!JUIaD-UDeiv?0sj4uMrCZiEyR<4*a13gA&IWIrY_ z#d9drK|<%@?&t+G-(`3(%+@ck6N`7<{w1uPyON@o3%8s zTo(rjKr;QN34#014}YvIMQ}*6lt*{irF7s^)ia(oo%#S7gI2xCe6Vtd!m0Vk3PZ zBz~#JJFNPMm|NuFs}U)8c7v}?OW#Jn9di1m$6wZP^^9}dR%Uj_-&a5)rzB-0l~t(E zv#|eqcp~j+FdUU>`n^e4MVMCC$6#lnU9sX%?zeA79O^L5H!aMI8S_26uS&<<89~l0 zpOQo}bzYxOSxp*y-JV%#XnR$`ScM^G;wUDaq_N21WDZuX@K@Kbe;|q2%fq!DZ>yXm zb)XJ=Gl!nEkpGKytZR#&xCWb8W z?C}?JVb&}jUL?Q`Fe5^2Uuc&?hBR^aRRu0xBW z*Uo!gP=8J;MziCdYzJBBXOeC4Nrg8f3$GWa4ap#1S5A7AYAKxi54ZzP-ca?A(k5>b zjn9Vc;;itZ@jzwtDsNK7li5DOF9gPp{VUM$u2ZkS&(Nxta;$K*qpZ)4jI5;&da2Lc z-+9TKNy)K%i%a5m5%zk92vuaSBYvJ@nKPfaFg3$@xPSNBrS8#D^$+WI+4w_{k|eoe zC&12(9x!fYch$%SBj5P&3S_9Yz%hFCv6a28axAB1;uisxOvZ@ae#dtmINVQ}MfE)r zA~&=9N3!WGF1Z@+PQnE4dXS2Xc_TIJ%Uc;iLWY7&9!K9r^9#@Q1yLc2;DpHV>Uge( z)yom}X!3=W^L2Bg93E#5m-Xl7aB!nm4*M`}*90gLOML zMZZ4t!?s!y3oX~oU(H?c;}xKG=K9;^5VvuR9rbt6#x=4@soaKuU^;I2l)!hVff~eJ zs8ttLXskxP7_zgmxW>L_-4($Ib7nj?A(F*Q)$hty)(Os{HzeGCpnP@n@;O{No~{+_ z-apHW4pES!>ifN@s-1x8Hxj;ea2 z=id!(Id^VjMY0e?JNs>0rA`X!q^~Xs2wIlc?=Zs!&V2(8v_#eYdnAc<7sIlJBvu4G zwRIPpC`Xni zt~tXfLo>5^|J~T5nHcVGj~9P=JA?iWAE^UE4bQ*zyTf#+-@{@L$7-DOJJPRl)HJk& zVr-sudXS4pgTBt}>hfGdB8q>0@cEdx6X0N|*rP?RTss;@I^>(owAG%(mb}TPfBPQL zSHffzIDa>V2DU;?&cgNLQEJt$iwjiw+WFZrsE95Xr+_=d6-hVm(XUHZtCXYwd-+KML2I{AH2g=G>_?_QSkEK>huXac2l~_F z_s$RSO96wRTeb)CnkxtB&M9Qad>cx_tr*mD;Ey?hZq=MkVD|wQo99vIC%>b)P_ux6 z-#%JeYn&c5g=lLZz6_O59S>lx7_;t9xee0DHP;AyA-@qV3$pR?v%LZY{)qM`%mDdo*qUbdbJz zN6~cH*ML90+GT?gNe4eJJgJ>*>`8Yo-JViX#k-{CnQOmI*d@J0a=$V^iEp2aTVJ!N z308~EX~@xg{H%sGIcfh@q;?|#8NPOdsQnxws~$9pwUN`YGJ~zw^|Nx(Zhz=W1@Z3lM%~PU)KMP~QA9jPOTTwlzo?`;23lV0)Ph7$oP9EQ1d!5}^U9I$^R55EqA)cVz#yRlwvqP8Nt%=a{O_Q6Kt7 z6jjE^hpD)Bc^x5LBK5Kh`@>pP{fb{{!@U}9<9VKICpvws$S;Ek0LG6c2Q)uP0O+f^ zL~8!K#f4vb8lYrfG^XJxSAX}x8G`8W^DOPO+7-1#g%yf#=(Fo4Vf@Ev+K)7*XF^NB-L7!qVc zxY*qV7fUfOB!5A=6PU9kz}Mx<7!szlDS6u#FYwesQF$F_;kE&(UuA3m=)CSXondQw z3lvRT^SvX^5**Ngq<0G2u7 zN733O-3tD5!-S1nzkX4yx(=k+<pqW0oO*dCV60k&B;Bodp6nLizx%VlHbA1P|K686zX>)WpHWhOZ_{dZ zn%%K$YrM^OM(Ug^{<{QLBc052m^<(Em4Fl7KAcvxqnc)Ta^AgTcq^)wVEFxyMqFCn zk4J@)8s&L;O8WGL38NJgSEg&U24Ax0WLq_g%ZNr$A1N{s9k8On`<)`OMt6}nw(tbtXoogX8cbV zlw;4X(()8%M>5K3;iibt$qZicrSMv2!shTJhRwr>qbC*3*|%g>B!*+D9euoT(nCX*e? zh*?9rd*nYzJF%cfRW{W{!3M%YYFxm`QcX;8vE%dJjE$((^#qba@*WP7-G69RKL|q+ z&}c)*t$;^cDH|W02YMC<<#<`h1#}xvqbQpG#w5`$m?T~aYZrsKD{O0}D$7#K?*d-d zy-M`!@N$NiWlP_`Vnq?epeIjc3@LDP=J}wDLj6)k(A^xvEnnNvOl2Df&iB`FyysJv zuC}*ojK1EW<4!DgrjI=lH6d%28c)RAoomKhLt#MHcljKTvUtOvZ|d#>OE0Ag#R&;W zKfOU`;UiBcxP_q$=x_Yn;KZGcWqX}^JK}10G%W!HV|i5iiFmc9`m3CK%!B?)6SXqg ztO#0WDm{pM=hBZ4z;m!W=^+$qil~5~e$)L`zNmU`I0U&t{ck&s#eX9+b7%XHYv)l} zTa%)lAc2W@V2gBBQdm^d>Th0{RjxaGPb9E!Unhh+aZZzA?$3vW_efy6xD6Ef z;4otkQIEDc5=-#^jq`vVBRA`1EJ;IO&PniKe@T)wabK0781IhfLFcIEJGRHQukwiX z&7Y}hE7iLoMzv3i`{m!|M)p6Jx+cR0(y`!LpEq7oDKKqPmT=+XV!qn=`7&CA+v%to z@x(Xgh|#pg?RZ=B}z#(Q`7No~oa! z{mGF%d6;NUxMhY{C`-l`f9WrR$u&{CrtX1#{U2;;M#j#!-|INHbUINRqE6{n2EDC} zwfTybOp;bgw029pcg_O&4!>O@MCK={_g|mx3C3+GqP?;?RO|l}_or9=s_199fU0b5 zC^9EYxL(=bG1bABuFh&SHU7YMz6?k+rBg_%7ke_g>72QBxbPTl>wgbh^rTqCkr64o zp8n22C&55?_UmQICVsU)ja*K7zs3)XN`+t`k{?vh5p{(uiMt#xZl8>?;qksPe+@wP zz#m(O^C%^%9mkX($bho{$$-+-l_9I(Os9Ug{5RoCOR9FlKi83tn+}h^Xlo zBz=$D@O;c0=AE8YGl_k+a-}Kd@5(qUU0ifWHP07S(jQr016cm1kp^TY7a5x=nxv9E z2Bh(1kJ~mLi_E@lV;Rz_}IugiEQ{G;Oy7=T@6C91Eq z|D)3qgA1HMG5r?W_^%Tst?c%9N}lNUu>7Noi8y{VR|99Zi_=9<#Zm3f(#1_&^djsp zJi7E9o4}4AlTbGOiK`9IOIXpfPFF*#6GgMcO={ORQ>GdMMR>&2#G~7}ip4&z)M|@d zxSSRgXo^nQ3*~>Vh@u3}{3f5^Ib0=Ut;J@L&@!I(5c=P5c&Qj!gF6}PYusTA<$Xj_zN7F)W zh*RcI?GLz4K80Vnlcq%1i@p$d`Oo%jeJV${EILv|B_!ao{jF_pF`P&5jgUUT%bD3! z*}FXXY{+Sz}Uf%fdF)DHPNX!QVDC7f@u-Bs>}vGU00%|8F}AJEqTYMlU5A} zP1buvLw)7rG~L|&u*HP=CLdGOqKnuO(s=~_L6j5P^X3>574Uc_Eui;9s{`cy&;={J zlEojm73fPE$8ed8%SRXFA}d$(TvI;I@p$&vjR1YO?$LbvF0R zc~7&bbHhyXMM|3d73_kF>PWM9Zc-AilfgKaK|;i2k1)yDcjNhuN3#lt7D2RXNq$7= zUgtbnacaFHzQ}axUW(WTL)jz)UUKl-tIhGxpH*!6ufHsne5uy!{2pJ1EF*rF9H-tT zerbvS(lPqc%v8Eu!Eg?^J!`kC>7U2qjBB~%#51=0B;eoQX&)a(-$tKm42Y|o*BU%yTgIW- z!Hh@h=~3xipY%a!V1qm`b=Ly|rX zDTVcK%TAvOn!1GUG}zuLrIfn&NWuo4gsK!F&w960Mu_einz(dUhcq^0Wz=kr-0EIM zR+4k}6hj2fgRYLlu&c=67jksbOmu@nS@+{)7$gTVE3OgX3uL8yV&ADs;>D;;a`%Hb ztlVsDQ}$K;#yYm%aBKcG42hTKPTkr@&ThX-);#nm zy|cVn-lm%R>dj(qC@&xb`CXFYs!s?FvnAYV0H=F@_HoV-C|J>dzELE5m3-RSTov|& zb!$3mNb^OpiOJFkNIX-v;uErBlRbI&3IRo8lW;<@WV}r?oo{!#?Jd&sEdDzOsH-Ti z)sv)fQVe&^BAN^$J)_ki!fXK!Y`vI81&Yzh5z?rR=z#l2ch|nsDUEy7wy84eyRldj znx<|NVyvOD^Z>G|bSEN=9TJXoUUK>MjPy#Q-i^cdnT!JKV}3kx#z7uj-lZ+LmS~ip zMUF8^z=fD4Aaa^Pq$|^^`NB(Gnzrr*eGT>>-PXFaop-Ld6X_x1(EN7kbVhl&TlNd^ zPq$pn+b3h+FRhUX6`%pb?YrTv!Y~DVQle||wrq*&^;LDrqC5-Lkr2HsW*^oQWdDAI zg}7@tRj!F(E%kTu@rM|h4=$$tVJoV;@l!Ob1^lAbA*}zd;WnPq6|b#%>zTdQ!KxyP zX6*bZdWGx1$CBm`Pf11(r@r0`x$~X5_`dvOTDm>Lm)MU5MSDWRxrG`C23f@)4=%>A z@~l~fD{k%K+>XH+n`XG#uq5T zuJjw>vJ9pIDJ|GDdA^E&r=6rQfxuLxfmVM`3RIWB`?TxaiaWYd zBMrpYbt1T-qm!OvACc_XdCtpgXJ1aZw&z``Pr#w2y8Bg9k?Bvr`)WYm3j7N<=yf(>SS zex~f^>Z7gp4)){*%C~1eq}S#hIhwb4E8a^+S1y=TTimOz^O3!Y;sF%VKnU42k75k{ z*3^=9v$&}$%JF*ryJO2XWWD4+I!2;lS8QzAX1SRdRiVimq+%usm8v7jZQSY`v-gfO z5!yJ>EM(nDf8(@0xs6mCWR{I?VwTSsM<@ zj_aB@@tUJ6%KzMWjNu7H*gGa47=n5+Nll}ow`^8jjH2-t7~LdAWkMK&U5cZ3~ghh!%d08#GmT zd^u35N#chdBjU$*x}*OZ2GwzpXl%;k0QB{eTV-z>e}nRu1qE03L+`fdlAUnH{Z7zT z#Od4p3;qGEzYW7-s#E*&`h^N}W*Jpc*wIH*!Ajdv?vQ6nSFRb{A4PQ3+3o08&WAFY z&a4q-2EFY@?$8+J0NyPFQTWB;u+Xv7&R)rAv&C2Q_?!?SNh!fy!E1@Dhg^tf2KTO=({9Cp(ev8WGU6!z*j4ot zLCXu3{P$|rtrTdME-r?iMPXCO&MyTusKkl$lI`m`Hh$!~>8KecQ?Fu2oW>=c*)d^6 z2i6hA3j5Z6&}*FQ5lNPhP5zqaoJtM;eg5|;wYOW<&D-aR(7_$WOe7U%I1F&Evp&-dgjSya_37?Tx7(-k690-B=j;POa*mO^j%QJqWia>xpv5&cR2@4F#A&^-qr5|lZJ-0;{ zHW&HmV4XyERXxjOYKng+8TyR>@bkWU+7Jy0s4|+rd|A=@MXRnXCoalxqV)zPPXZ2v z`hr5?)hpE(duL2nnE8VxrpI<$ogCT|&uR*_LF2M1umE**Uy z$FLI&kSN#<0=V2Xe;=)+mVRlPoaG=HO^+ypbAG7Gs8@Y%|A(i7OVFxga#5bB znI#>rcx_7u_Lk@bmX>|hDQ(cVU}(!ENIx$EZUL#~I%7d!7QtW#ydsS>zHCvswCxe? zX6zhv%5?8c4}e@2+`$_U%EneB5T(gl95-`*Y??gjdsL6NLwppXEO*-2-|0%GMMqEDdN+9iq6#d{SBBh;l8niHk0{W+tR_3&VvQ9BYA2fbBoOW1KhU~ zYA^i|eaV^RqgUH@F4s;0qmO$2Qe+LvT5^fn?cwXR!lagvG&;<*#Nl79#d#YPA22bK zNHQkKO2w0&L4`}5wQoWZW|w62yglFbTh)PeA`acyem_RKQ|Y(f_VZGCRCKCFnuT-G zSa_si`pmhHoO5+SfM5Ta-0OnNLaJy6dcSlH2&-gFP0lR&1to*9vd_3V0D6Uo@t@W) zGw#i9h{*S{db|jZhRU2(t#dyjM&sv}hjK+4{EMW!(!+Aq{A*o4?r16QJcotdRk)R& z3)99ffuQkNM0iLYE>$^oes=+}(9T9>#j#$^9`@XahzT5a^=-RuTP=jJ=^ChH!K{gM zSVWBPMD5QD476w=MRRGj(6CH>R%RmI-MJpOU`|ok@}?}bqK-N=I^~fAkaB&uyCW#$ zxOjEMc~)2m^9fzpGy3LqSRd^e=nL+psG7*>r3}TyQqCSKV}b)m`sz zN~M8{a)E_|1#8_sc#hLeODl%IbLkN6T=zOxx4b!3c!`?z1hQvBsW(D#$6s9Lt)P?w zL~U39o2yF6ERaqwkeLrWyFwlFJHOiSL9|#Pky)Pt zHxSxNew<|_`Avl)wMm!ENYR7LpVz@1v6HrMqL|t~Tp`QqeeUNykQl99caPK7)pXfN zd6kkn@0P)e88E%C=QSjVPF3H+I5CB$Iuz+8l`Px@MepABYPt5_>H!GP!hWLJX;0m~Ek)>XQqB zRvQ_H=_*{^$HV_)=qw+aY{MvyqM}GhNi$zjk(NecQxHZ7NRA$ebV=9PR3t=T(t-ji z(lO~~^aP}1(u{64a=T$i2PKxXXoVLrN?D-hCimA;CWu=zpqr+m@8_v_l(n+%s!r<>= zWrwZ5s1`V&4Bfd;GgPP}9}m(G1g^3HE`+wBe6E?&Zd7sP2ug1SJDC;%uRG-1aXW#G z-$IRG(55hhsMo<>SPBTH5ylv&qqOUrhh|`a%k9ezI4o938~H?s8|adg{e@+bQMJ>N zZB({7E%JVNo}^HZ6lk95WFP6UEo>D9i4-hE3J#ri`O zLhsMg?swN}kU(V9#U)GMM(H1CUvvEOBNJv#yH(6gOW!?XP-3zCXzL&O(lS6(cqzX- zfzNn+{AH}h1B*Fh;bM!T;mkm#%^~BJe>5|4hj^@36)14Ii^ol2><{V&xjavta1*xz z>f~rG?LVHnMM>QQ)HZ$w-g;VcGFJ2PM(@$(7oweLcP$H&1Ag5Y;Da@a2JLsVaBSL9 z9%kL1{6{m18H8L{@X=lh4|-8cv_cW#LLlb`bL)b9%r(^Pomq{S+mmbSo#`iS&M-z~ zXXbfP-hC%~fw&_;G#fekM1c^2X|GSx0I7{2SE2VvkKf21_V4^?Eg@P)n2?i57Wv>m ziB+`=-;K$ls|!(oRC;swyJ1k)CcB38;~$`B_{|G)gC6?h(3&yNG-2S5RZyI(}2D!4PTQpM>qO8 z#C7RIQrLEsLF0W`xQw;CINUQsb1V=v#!yM+Sl*?-^21iF@J}oP1*>k?`Ss+k(uI5vSq1PLIZK|{zlcJ@`TJ-apPasU zMQseKqb*>_D94_F33*-FbmJbo<-OyP|-mSBC^o+4J-f*i!fnxJiO04FW67?S8@_r|+UhaiOsF7(vkm8`KWFakN{%Od-)q zpP*OQACPM!O2;4g+vog|<$32Kyy;2~yPSjfLFdu})21a!{oCxvm0k?$PXp=_vB*g- zhsNz3E--O!b(7`mCD8RcDD$1`Hj{k5*8juNXMcrzH{qEQ3A>WcW z;As_wmU(h4C`Km75a8~sL77C$(eUa16km6(jX|Ew6pzxE<3|5zG`~`jC&&j(1ur5Q za`?7vv(hDV?gaVhY^U6@&b#zE7eFgX127!5=klj)_n%c2Nor-t6qCN zvQ42En{UdIU5$N%AM8C4K>%z2V)zZM6+%=Z-%kc(Pb5G1J%p5i zX~ByH1w%y_xj0cnciha)SBo0nJQN+#BGb|VeiMslvA`D}k@<>c-=v`J=Dm;2zJzz3 ziq?`l`9(3a0P#}a8?4hf;Lb@B z;>M0ooBdSuDB5`inuZnvxhw7+?SFv&P3SJ2QHr~hpgw=a;&r&p^|p=2sQKoH7?UXJ zat>Whl(#Hw&reP6;o$%eq6*Q;LBuXS$_6zxe0ehBa9PPr{XA+Y;8S{uj%WRt`wl=BAnCck4YP+k* z-P>Gekh=3Uls@&`c4>6T674wga}WIy-)e*IXJtX6A3OpvERUi~+(vzC>p*w2g%|WV z)wj+hN38m1MSFnC#ASowR-WM4tIe^>Q~phbi)zb0iOV97Kmwx6`)njIVPYr)6xXav zEnBewtxnIOL+ZwS&OT7@Aqv#|se;Zh)w};_42CC{ZN??<2Df5g{}f5%n#%w>B+QzG ziTIN@e~*fk*{}|uAf|Gbduxe_3UQSCfGUfvY0vTx9HaSn-b`IJKXr(NV1&LoY>pi# zbefC>=ms>7dA)4-&||t}*9WfPAkyM7OF7Z9jC2$hZ*~inwAH^KOz3RN{i4(pvZu~{ zsKsn^&Yk#QtwhN3W7)@F?pZcx#9f3K`Kl`B7a5hYpOp@&p;c^tAg7<5poYA;h<@!9 zAi36YRK>uVk)#w9bt~qGrtx&a4OP*&5h`m5O33Cgl&IlPj}cq4wY<&p z`^kP!7$mZPnfZ2boyi2qZHVztT4;W1Nw>Rv_A4W_omFu1+T6Ip9LN^9@gtjas&;=& z&B3BirOfyhha9fHSeF1YU{MrIrNDP#dH@Emo}k(Q<1u-$RDNN zi9~uLwEetnfA#1$#!7gIjLYi^DLb%SV>qIt%tsca)?!<-_8r*$#KuU1#1qz zCLR>dVnAh7Rt5h;6e+k^8}Fht>yH0*F5cYJYD&~7wvvqUzqpwppY`V9F7Z5oiuI%s zyl!W~_*9D<_5acMT!1e*j#qrnafZG^oe7LwEjD;P%1YZX8@`Pm8IetT(D1(U;a)R5 zU`v3O81gdhgKSo8dSyB@%X`ZnPx8`Uzr#OS4HcP zCJlIqb()g_ddeEjN%LLSl~fYz)_NVzX4Y_v@}Rb=5_^1OZ)(Lr+~U{gmvnQRU)d&G zV!w($G)s`r7ffRs`g7pJci)P|$UIf~$r-x;*&!?64#ckEXb6xm`VB9E1bk4j$|J&; zp0Wp}3*W4JE-K)&2fo}|Qb$gX?9QLrztt!MYkyhC1vO}%-5s)(*@S{%#zf^MgNQMU ztq;McCo-*nCGDXiTF%f6^-Ea=Z%mLn#oIEs+RCxthxZ}O?3=@>Q|Gz) zu4zg(DVAOt^zELPuO!HFnVNFZK-RIlSp~tNSm?-}?05FimOsAa8o|YC2La=H{=<6O zapbr1+tBIU<##UI`8_9>pYiHZck_p@O@c%WQggyTpP=q&PBv>4m!4MjB8uH)u1bnJ zuB1{-R|pFNZy?bfFhD||l(!VdWHrv~bb)f|kp1<3MxRlGdY61)&Qzl(W}3&UIuhdA zOWh(<1$JG7aYPkPoBpio>feuBR>*be%PBZUW_CJnumL3-6!*QkB$$eIyhk=A_ruj% zUlOAiONOFb?|$iQjBpC`MDl%Ta}*M3gY%0X$1!uQW{hS-(|d)xUGvIckAM6zM-9&a z_>pAEpPPk$y1w2*u!xUYO|0t;u{X$1&P2~XTVz%865Na>eq37UYysgA-O4Sr>S7)# z>On3yU-cyMx8G37`gu#WWV4%Gk;n7=g=BQU+vP{)`|@`d-X1bA{@q7*v>Ff;VveC) z#3Tgkw%^%lI@j!9`eJswyKhGz-%x$Q2Et1Z*8&I@oi)O)-hFe4DN^FCX5oG%6s%I} z!*(l?ds`ZkHhW#~`wn7Cq*O8|$NX&&T{3bx z(WMdr+{-rm{MCB@neq>gjMm>g%Rl74Zxk2pYQ`nV=fC5A%$FrGw zH!or43Gp#i8`?MsMs`j=uQN+@K8?6;j)ICw@xD1Bi6(sMvb{IPU0ObuXFk{yyXe(3 zFMs$Ovk9$QV4#|}sT;v+Pe`ZJ!=poIuIry~vfX|2yR*W$o#V`&u&M$oguR%k0WhSx zYx6%9?vpLP9teF29z}z2@c&A3oF)$bblz~mc*<`UZCq#@Mb~un_89Jj)$KGD5(TZZ zt-_yx-Ag4b{`0G$cPP$*x;0&B5JPq6)cO!NWg$kQ9KrUl2ZML$@?di7+IDfCpD}_A zUbffI4GY{d^HakFz86^ca&&=xm6AV&VasCiTP9T&Yvz_@*^htEMfeP2A~h_VJf|_E z2nO*QaT#bsE%r{BMJ6CUh^u{_zj(5VpwJEE$KLy>(JF1#)#eEYuUgph5?AllPM+Ax zRO{B5*_}!~w0IZxcCzZYpBe&|{a=s(Z{xxJ#5W0#uic<_rFH!ZZU){T;?zLNl^Tq^ z=9(>$Z~VhLJ(-I9M!HIfz39?(51X;GoHNZ@UbH(}K8JkUM6;5V;kyjUAxzDlaM3o| zocFd;`1NS7nr+voY3AsOJ6m+$Q8}6C2fRb78EGyvD)^`85c(pKL%&Xw5q}l>R<74; zE?YY9sKnFFzhtU~VSYEVlfeXeQcW9aLAw&@e9*3e^m^5qfTVyIt;WUT|!< z8b{c+S@p}Nn0vQCJQH;-)y;G}l|R3PM&4OIDE}ibop5(64&`uYjbL6r*i?L3BzMLv zw*tC#6kIMh#5Df{`3U;MpK`E#2B}!8H{hNL|FNv`L7(?RllA(^K&bZL(uCY7rL@}d zf1?E5A-c`bw+5B+9pA#40eua62yG>;DE9xVX5p#R5~%#mlSfv98D45Mfk)*AwoOT! zyQcwy-%$Bo`ad_@O^!5Sq6#8orW~UO3M7RkbN+9Yg#Rw|euAYwya|A|VHK7|w^hLw zuBGzVHR*nTlK@7<7PuF*EML#1CPk^6c(9B7`jSewzzb3zGi7D zpYa#G+gll}xqckx^xyJE$;g|Nqe3djC9Gl?D0%Oa4n;zJ$GqJeX7yvgN(ph^Su3XRHr1=nqVtL*r)1tZ=1md z|7czYyXtM$W?0*R_HviYXAiZ&`_BE`GU(1_J%A<AE~w5%P=^4x!p|vv*xixKqo+d z8Qh7@*& z<0ShnUijWf_x$&uhb>ZRFLHbg@}&ks?hU&OaG*08DSCexz;^%#j4(K--0L!>zi!!t z6WQgoHJ@yHDg8OnZz2^A&B7a7*%)XvH;(b~iFa3VBs@`mv;n>l1JNH7(JqKf!Nhw2 zeiDa!skNQ(#8Kyo=>F+v$=~bSZ*5U!w%VoL;^ifLei+5Gi4?nwVmu5XLKeD|G1@b&Sa>khI817a3BFr?S-RWq_}yFpbPZXkB8p#F#Kx>x zQU6>jiQv^N8N9wyF%g}#6|PWn2NdN#pN_-sCOUZi>Rw``?XiRd4GZu2u7ukP{-gO0 zS;0p6b2l55PY1)NUCP#45F!sg@2U$jCu-Bi??%#n6Z%TOafIfEX%oZ4C9;0HHAW@- zxC?^s-4M;ksK2B4zapUI0|kqizC5!BB~v2_53hYef+V6hH;Fz3fqCYd;PgdwBz5Rr za_5Y?=KY$TdDY~IEYlrWwbXeMRvGJfQK{!&8VirS-VJ-~d|?G2KG7*`6|MjDu#L6* z=0BPZ!?p6Ei426KI!kcBY&D7O<$*0Yz~OKpTrUumae$e7~I~H zh@Wss?gN}Lh=+)u6cueHWz>ikmA_K8bmbme>%tmbJWt0saB`i1v}>Sz@E$bX=K-9! zSa6dWa!*^r$)@wWw3a+Yt<`~8c3}+DB&OeVnLLpA@MHOMPyfo*aQ>(p=dVTAEQQr? zvY+Mek^0g0ZgVLw419mh>aOGl_{tzVipC;?z?$k4{0__vn}4O07kVjsT|;LlC0d!M zAD%>AxiwWly39e_AXMf!<0dcvsW7VdetL7#3bH-a)Sc{Sgch(q$cp&EoC;nPt;?1& zL-;;URcIKtwsx84jW0W@yYQr*i+*unuA?UiF)WK%rQUyOW?}>5nF-Zp{!@Fm22LIL z&5z2p_1A59q`y=Lyb6@}4tf+1H|0wTy=3zq+tG6=*X3;C;f#z!GUYda#lk`9l*I1t zvK1qL5J>Y2)q?CFcz%2i$tOy70AA7>kK@a)nJD1N?y)r*`U)ToTxn9PJ#?!cbP;NE zw@J{T(~@04U~J%c^X7kggBT+C8%mHM-y~57e>Hd)8H1f}q(;8|a$_c^7RZY);bJH< z)OB1roBr5djqcy-i+c-Ve>k4}qfx!;{idUzm^_!A!@W)n9!mhHZfa)lpJi+y7{$ds zz4l=CMKm5q!G9t^-BLJqM2=1!ZZbr05-8|y0}o!LBNn75sHO%N2E^oj{R@-D5ADbP zRynav8l2On-ZDVXO;G?9&23$xCoX3mV_(Y(p;*qM=Rp}%;?{fCO=<&vmrM?$fNLp3 zmVBp0#l((H1Oi5Re($304?KhVkU`}~gO^XDw^pZV|@rx#~jEl z>baQSPDz~F#JqC4z0J!`D)Hdy&zA8l*3aS~+#$J5AC(KbN|=p!@O(14GxoOdPG-6s zKk#E*fEJU8*hr>kZ#Kt;u?x5>hXw|5`p~kwLz#TTbTU{;Ad15p2%}GzkZ<7Eh#72` zWs8pb`=h9(enC>DMhU81ab(dW8N*)@kTHqskEx6tvywL>hD(YpiN-j|=%LtF8X{^j z`xj<6lMmZy>S5vu8a#zGD`;&C5) zj~OrDkd!$o@tmx?b8PYLj2F1hO>!@+<4V*Eck|YC7MFcMP6OxIFH1&q+Dyb4Z@~3) zQej27`ukK=D^5~Y7nz7l)1q4IUN1sMTiKhb2^j$w8k?sw0Ey17Uol)qygzA}dpjrr zZSXMxPO9wHtwCTc_N7e3$WX%~#!OY2cDP(4KCRA`O4ID`S_RGz zw$M}VqV-j75WL&xRjNK5T~x>JAhRdUZr;s#9z+r)907Djs$0^gHPVD0_74}eQv=BO zhW=h8Spw31qN9n{l!=B05%4pt*8reyKt(GrYvReC*5y`bB94&$Y~+X+$+Q6x27dR? zms$N9Gmh5>!yxNqOnkFm$gOwbMw?4L^4wNjN88p%>0gggX64=nE`aP;wzt4HV-kb_ zR#{+^q{_4SmgK;2JqM|_qP$N{X>yvbph)+n3c2u~Dh05 zj^wtf)~pB3;BLQb3Ga!y}Iu}aJ2}%$xTHr%uYKVYZJSd zGL|pO{9c0|fBr|KlpO5LVB$v=0F=@NcN;DidJrfU5N0b4IQBE_CV?M|Ep=p#KAT4T!l?+kg1U zeQ`Ipd6ki*XzF;slX{LrNtr7!by35&QvcChWvaeOwW3Xb0uYXWd>gt*LK7z@EComU z04?`mHyN(!FNVAA+%}SZ13ovYT^f|rc2;rNW2zb7;Bm@bawk^rD)d*r3o`$6@b&KH zC%qm5EA;DeLXUloEpyKvZ)Vq*m0jb3Z;p8Bwji!PxE}!d~J% zZ}Yg#9@IB>DDByFy2+1D@zZf{h|V=LQX4reT|esKap6{0wfB!zjeBM8H+z^|w~Hyi zQkfrE!550H-Ui+!1}t{za#qxidzE^1lbgjZlAa`9%2>5CjYYd0NI#|?>K}~8pt*q3HGk_WC*<63Fdf&9;nI}vd5|(BzI+BJNGm1$sMoVv z1nQP^7Jc3P%o3_G&cJeNs@Ou<=?(@t!ogtQc zLO`pS(rDMBSM#Q-h((>c^qu9)x5hB$`CV7of}$zS*rJ+@2+#HKsEt8 zy%%bo1YIowZUXOn0>^s?pT(PnSlT~^W3QKk0frdbv*a#;nV=O5Fp~?X5tNv_?fQQ?r?}Jwo+{^&-Tfyup3Du>g zMviSL>J#NY6nRK2==em$g5z3F-t!Kca!b1Xouks=Ljy+x;kggFiY2cou(Y&vL?>uG z+zREee;YMGhpqKMW9#kzy-j6I(5n67!%jhc(a-Q-cbzYs- z1U1gv(fM8Kd3}SHPHuvTS>8)`$BBju;l70_m;8cHh$X%iQ_r8c;~+FyKnz+W^FAfc zpEfxic>;J;q@>5Lf~`AbI=s44tGmr&%nzqMGsLk2XD7k~a@hY8z13XG;3E&Z z`s{Dr5g#1Mj^LO8OB#7n1KUjff}etu6j~Pq4-?k<_WBG&4mczK(KK$EP{17K*v+9` z5Pt1~nt=r$E9vCe&061c$W%P27^sV%x_H05is1`H#aZF9qDc>F3GRPVYzsd8qp5hV z5~4}#BE%Ty{2H#bOqb^z)2{i|RL7{%`Fmvd#jCSrr)rg5xFB(4Ri|ONrx-D;@~8iU%#MJqVEy-fzJ}8=?u?A$-SW6~J4dABpFX=jlxjOF#D& z7D(!~!eJ^3P!%CQuB zme4T^nEbDyYttu2p!wUy)X!tXPj@IiNh)@ng~xo;rz1C?zKb1RLqzjA%k&q$$kS2q z3nU?D6+w@R-WC?Wi1nNj(52>l*G4*g!#J1fuBy;H6v}FQEn;vR<~~+lO66lmt9l=b zII3I~=x8;stVuKPsDt|)m!rV=x!v*Kf%Z=?FjUX`IPPmBM{Au8sSz+dhWpwyL-s|L zHL^2hFpes=^*$zTEpkpP>RMD5qFj) zad_^4d$DDg=cLSE2D?Djl42Cw3-qrSYq2WLopF!qE&H$1!}?Jq+Bhn>Yr_d0S$6M# zU)LC^))$Yt6OP-Vx&~C;PoS)x9KYIsaqLYvliGE1LZ{;P%sXt~MHgzSP%ny3tlY z@;AyYHy{vu)IW6DLhZcQjPoCj;s@LRkm3tM+_q1a?}cB5e@qOH7sIlN<;uNV4fPW| zXjCXr(3aaCK8_b%j_#yFS>PqzFGsa~%+gb6tmty;%);LU(ZhnJg}8e}0s00$4;d~IGtIb%2VGE1Gq^;G-hbc$> zpRT!Y5S`y2G^dq4?`MSM)Fts-OCG3lXQ&QDW#j=@lfu=YXJlV1bDat1V8Q z3nbkAL=dOYw!lD=ADcXInY^&BkGuJ?_gdh3@iXSRr)Sxeh(+i$q`eUw3A{gWJG;qY z{FC*Wdz@fJCk>sxd)2+=QlL+Ufq1S!rp)gWePIQr=nZr`=!(lcBN368pU8TKogAK< z(+3`n_PwpjdBVgV$Z^(tVdTPN`;ib~=*jh86y;&LqsB%$({&$eGFZ=k&o2+42+W{z zSezv8xWwBOt~94opBq=`_>=^6QdkV+Ui2BQKXXV5(rii0$|-r=FVN6Sa#IX?FV$e{ z0D05{(No@NJUO~=68Ve@EJr=GaN|ixcf6mKwSsR4GE{&C?*c*1-xeuyYF25!F>ojE z)bPhb2ivw-95s*#%?b(rX{>6r@v6}JGu^p5L&&;!s(_likk^I=WmE;$# z*^g!f1GRq4DoIE+2^1WlQd&hxipjX>*qK4;p`t-nXf4afI>cHo1e2`IL;)r-z~+- zhZ%)@X%Qf+lm>~J@tB;k2Ph(=7nqOtV=Sv&sabcGJ)^h%BI)b-qfwU|sLet_FYuHS z`Q#!^yM|g1>3=k0VUUgVwmHf6Y$p73hK^2GIDxKq{_)l)z`--3&qySZiA9Yn82kHhmj*+~2ht zyelz+5AwBU!of3kj&W^jim}o)LuF+uocR4N3VUmE2dAyg;R77QpQp=zDW*$l^4b3l z2V4@GdIfn~S#MnqE^zC7X*7_*_5EhM@jH+RdT}VORR~{yA$R0jY)KoROk>XMgvvR8Dt|1LSl>5?rj6oInuGQ*FZe-jh zHLQ5*luJyLnO|>8oI3CrSrK#0el=ECaO%Q@UYKXkXNjg^DG#X=Gd^u2Q~ZFOvAfqi z#rqg=$37uzP|B9u!Fx%S_2lvH=(Drv{$7Evp+44<9|iUfyQ2>D?`zP}O}N+H6bO;q zl_-S?c(*l#3u9O`GYy&%zyFP$0fi+b`5i`I-jfGxq-34L)2dJKr3&G4SD8 z_W!y24%Eh=F#NJLW)jFo6vR!YdS7ih?=DrptCB9F{yUIwQFzfg&t6QE?WV2lR;%lY z4YLAs3bt@8Wxj=(ZVb*%b&Mg>PH*S;%n;$D?KA=W)z!B=lgr1I##3cVeV?-2Ny#v^MheeJQTXeWuY) zlP>!Z;4{CgS~F%K*q!$ovbLJp`1f>(l`>{&mhRLT6!l#JG9!O{X0nXt!13H)|Da-6 z@+ICdQycYaO|72lpWnV@nZpcZn0E_;zO0Vkm0<`eqaI0PTLx!xC)pqIAD`gK@A^@* z|Jl_GDRaP6%^T|(>M|2p{IriBWJ_L6209a3Kl%;GqTe<0o%EeY_V)`i#J>snM?=5s zkBYLrJ?6O*ZC3TZV=E6>#g+jX2TC|38SggEa4&ZeePLQ~Qemb%TasWLoO0600K(O~Bek`q1 zvoO{ytTls5L)QD8__1|`o0dV3reKJX+)4i)D+FLOaI5YYpX5pPi}Dd4Kv~-hm2Qfd zmq6r4NNzD;ZQ4jn7f2*TeuAqn;fjcMQ6GzLI>Wt_&$i{ zi(BSb)quBjk_^Gpx{Q|AH4b$d2VApdi!1B83&?5cO0f7u?RI+Y_(a)WYE0nkr*mTr zE%8p)7X2RJ&zIDPQR-0jZUS#x4y$MG7)5v*;q10`S)$=p#OY@)fJ>xLGG&xv8nNX4 z-u6Cz^%oYVDi*r;QF6AqlDzXuU@-SSbHye!SFOo*SHqbIL*8F3TH;jY4_B})LH#BK z@9sVTY^&s-a$9Ow&%{I#q7C*X?^drS^f}!%kxvS0>!a9cXkX3Gy(DCiqE&D~Rbd=K zIGe80UgUM^3$f_Xvqhv=M;_?)^%B-H*w~aqzP82{+fiMu{Vb#Z=XZ?!$=CKG1jAiOo ztRux6uL+1Eak#z$RZ9#%Nj&(Wo}}8l2?t>ek(hU68U0mxrVED}U?xi?;yPuq zf7ZofUl&H|C>C8$`0*uE=4r7VuRHA~6tL~KK$V1C4MP_mAPG#vY6coMYU41f`Vby0 zaD2SE)(kj_!SnAYQ22+)(W#TwK{mS211>t27S`xN^R%A+#;z`dv3^!EIOdpaKHwGN zP^pWr#DH?w8#gm^E<>P{2+}W(V)_}VIW^}#+bZ;z840>njf!pMb`Ep@1<&>UxoEd;Yjom38Kq=D6r5;gp4f~?EdG4F*U7Hpa>J)pd7GA zbp)^YoLy#S^fWta{vaiu8h#KIMG~ze*k*ZNsFAK$PFA;}il^@qhReovIEK%?cV`kI zK$b1M>-<9l2DfggHbG#uCJ=C^-aaZOVcu?$dEdu2%xxOEQ%BG_>{Mz?g3=M+tO-jc z@+2SB|D*Aeh*PFEEg4x40w$2sb+St>*+~h7X9aDI&7Yb!6xuMd_X^Dx-zf?TOl*B2 z*kE?q@D>@6rMfo+#Zi&wB)M{^raU;^fqmSv!KQ_p*_)V9n z{N*zN`pD5sJDExuTHfs+1ow$l)fb~4U9R$yG`lye=gp(H5&ZdU&n>;)sN8TqL+85>VC;E_exoLMEWb(yXg2L;MlrU5Ddo*)7P%yaXx}#BJcvDpUrv$~7JO60H0B=yk zz8-Av)<8+k+DqnG+nx)7ZQRT?qQiyKHqYwtfp^W{IH`zE#82EcVB(>9&Q%YpUxy@q zlJv+c2Qhy6NfF2e$pT;x{_>pYfE%Sv+_bm2E5$ll(^cRpjL0=#6|sLH0EtV_;; zvusHGq~^?)i$6^{HFLH@?0*vNg4y^4QW&DOs(4Y&HsM#}8=3OC5^f0eXm*G9E{XF9 z1La5$h|YGGqC0s!8dE!%ViTYJ>e8ad1~gO{H@7gWMauC&fWzLYYUeZ}(ysSZV&7yE zkkYy19$$HKg?G(f$!V(hewRtCN+Kw;S2_XKBcNFz{EL{=ErHAEe>B;RHXVosM(Q4Z zs^mz$8+yQyOgfP}BVWM5=qJP=zghKg0OdnjF-b~QEO$BaY@|SQ)TT!Tt^DbV1NAuG zJDCSStEZ@xWar6DPs4j4()mCva6|gG8Q&ck|Id@N_z-9$gIU6P#P14eoayi0=ck6- z38}~X9q9M)N5n)o3AQ2pX|&L+Q{oM)Idzm6reYG#8LN zq?VR^pYS^m2{>Mr!f>o#xQ2xPKDNDmy8;iQE()C%J`_A_8EsZ2=$h4A72bQh8xWJU zCG6nyE^a015}>+}L_5czqGvl@~>M@N2SKIT98Cw*B@_(Pagy{|$TOSY-7`uTKfm z39Y4TmnCK_8ZR?4@z3AE&wAdW2fBZeq)G+>!lz>d{;gu_ebI~KHnn{*LBt$sZ>nY` z(1PFYId|@Y(rr@2N57mxDz3fS=lj_C{nYFV#HF_zZb{X&Z)2ih8bX}|PByicRo*qd z9eKZ(y?^;&#+fb2FRncLjlyM1{B}%UWBZm~e~c_3F(Subr;_vJ?j~a*x@C)K^K3>M`Jy$ zS}^R1+TCaN^G3Z&`8NOS6uwWq4U!-H)%>~JCJ>lNtWcf_7R0?D;geag)Fop0%t=*H zFpT}JK{vm+)}YGiKbqg3P-&QBDlg8v(0|UEPm-$>4i|@F?xd;<*R2cALRRNnJQ;I#pmNPH=bpYc#LQ=o z^9I6}q%sZ=gXI_ditIo?Bv}CwuafCdaa5$ER|*o9U+jqNgMQx}^mO8D5kr3b7A+KX zs%cOwdIVlHORGH}=v((#mM%aUlzSSW>~X!y=^7SI1}ugC0Hgarb!k6P%Ye%+)a*UyA7D}Db87GGNmf`?34zU+ z812c3O7kp}FW76pz;La#8j;J&*9gwL%D{-cqO7CiUt|A06%Qven}4KIm!Dr2hu-gpd8AJl{sl#b zmoySEQN~*M@VUWEbW8QeKh}26o}q!sC9a%lhPn%BFTbJ#7Bk*_U&UD+fR@la4k66JZ^6D#Mt20)>g9_gIQ>8WRXU|WmyHY@=6I@ zb&2re;Sp*S$&9hfv}TzW5qrw%^5T(b2T*1RxA=*i;gI~|-IJ$=zoDV{$~}p)58Y&a z|L{2^+tse5o|m>as2+T|YQ!|JW<7pu*3E2GqeQcbhadf)om9O*=XA3^)w2?Rgt(H&y3rjbml!g!B7CvSo;*WB6{?Ww1`NG1i-rVXN$?$}#1X-ib*6IOl z@IG7qmWGerIX44j9R1ios=Uy8R=ZO4n})m!$O@Ojp?5B*X@^t2SA42jJAO)BvSu0M zmx78DQC-u~okM)HLJ{S0X1mobMati2{hC&Hi7y)tW)A|KHhrhJ@t_B7IL8m&`UwyL zZON);XnNwt`Fi)6%B3Ho!Ry+M)lKn%Rhp5wKt4ws&Br9sB{UzgK%a zeiCR9dht<**q!Hoa>IF9T&$a6*+KbXFmhbrNx6GBx(f2P+1_P(sB<%2ukp2o8vo>= z!ONUZBHVOmh0EhM9qTsEVSg9igHPaP76QwDTbx;-Le6bK-Wp;^S@65fT@@)0?~E|a zDMF^(2PicXfWB!XfkaJfJNp&`Ev_kgE%Sp%TggOG+yWa6lt#sL2%Z@=NiwNlN`0A4 zy#CRQwg!@mMrd4M- zr%Cq(DVLdy@r$A7)H1hOW&@FdG=*)qQ}6VWhJ(@XM*idiiRiTOcfkhJfJnpPAYhJ8 zEv(60rS}mPx^Vur<#PrZrsjnJS*>BuG76G>yj`y;+7_s8ex9jW8 zHHqa0i%>_c#n`;q{=C@ppCaJtz}AA_rno#M6werVI#Z|}MYE-()Q26_6O~XGUM^U* zy+i=usA~SZpPZ|t8E#&erJin4S zw{=}2;^^QxyQs$nPX&NFot! zF>cysAa{Eb+qIdEu4a*u%g#MknKA3b;F zm!>W=w(f;Nevv>#4WU@EG1D>evR(g5#PZhS-lyeqx+kJaOBd~MRzl~@mNB?+)9g)D ztON|ZMOOew4K>;7$kR5;6L1BeS8SUU?3|gpZk%X!<2l!} zgpP(8J$@B&I0$zqaz3QuzYtB`&_%L)2L@XfSTbIBDtMmbp16|gccmpIa(1<6*T!Lrz*0xuwodKZ7XM>Jog7laerVv{r zJLdUKl%s)s;o0_dGsk$kbs(p+mPbDIcHC%pL0c~W(?oPfi;BJw^E z(=@lWRV`wURUavtR0My~!IM7^H*>gEJj-(2Gw=;w$+0A$Z>#$^esoK}*SmI0H$YW% zvBIL;y04``$Sdmea{(cahaCn}m;%3P2^C}S?-tZ*GZJuYlq<#0M`-Rmatkwy{a{lU zlQ-cwF88I#%VN-XeN~{Zg@z=OpS)xtHaI@Jy}4GC65bWNVS(G$gLSaw5q z`o6<#`>H#gVI4bZehoiqcW_&E#_hWLf*VU0SIUE?cu=R3M`-XFZSA~Oi;s-L$?e=V zUszSDz>j7Tcwd2v>z=? zcsq^ST3`v#_Gtd7sMorm(r|PRNmKvtA~dE`Tdv=8P$|;_Xdn^*uZh`EDY#!;uuD+7 zKa7XQBCb&P#~k|8==U#mJ)cIcM`{XYG%Yf*uj5haiIjV!2NS;|QL3u0UU$HKHM(=qDEAk{LeC(KGWq}#1KSmMUC|bHcv1>Q}jjd-{MD4fq^$l?0 zQQ1N~h5jGS`H&r(ZcFGEU@6556+L;w}cgvwV)+2XlkY z86D?fFNukPO-_^dX-7<{Lj6-i!<}sjjM^V*tFVzT)QQA!BNWlD8oGUY-j(AN{qAgr zYk3>FYB}VL?{9x{))*%phqnoS3B2L&E-?GPA&}#PsSS?c{qg`>Qnln7XI7GC@HBRP(pZ@6q4u_dl;> zHrRi6JI}pRQIquiToRC@v$=vV%Z`bHve?{x#C;o&TLI3$Yti8nFbysdT&jZK>voc9 zl}9N!j)dO--nZFkGg%~=>ekTKtNNxqvLK=}xo6s>X`kI8^ng>4FN`e0Eq75g<-dEG z&6Ah(-GMu3!2dy~E?%zKdZBS{JE1`r&ZF$Dw(>tmXBpPy`?qlv5d~q=NKHjSx*IkT z>6nOgOhlwhYSgA6-K`)X0@6&nJBA?AjE>R0kpsql&;HMwz2P`^AHaRx_jP^G^ZcCd zLvbPX>sGOHF9ha6A6y}tL7jFkE-Mk?5sF&v4s9uJ^);?*Cw@w;6dr78)kTiyNzlbV zZKkrrKTgPh?`z6UNcrVY2rqn3KJH(jyx0?%15pJ&L2x>%m`tXie$L7+7coC~>{xX!utEBGj7(ID_P=19vTnTooo-X}h_P_E!{A=qaD{ z2GC6G1~@sDqB>Gv)K`+)#f&LnADi<=3WWXjI3o>X1iE=V1N``W|D0$K2(JQHAS4D8#YxipbIAY@QAJLJ|Hq8jCR&4Z6$<^*7TLk?Tm zk--m}AxUqpuv#rBend@de9>wyG9&QWTYT+`CG^Z1zqqI#EvZWF;`MyNlhNjy>+B}{ zn4%9y(9U^HnWt9I{aWM10c>AO0-M(gF!^H7Beb8^^f0B;&RC~>Oe)OdJ0volj9K8_ zR^7tcS6F(*>xhrSl+KJRKT*tnzG^PD8L0&BzPnuZ57aKh+w_8{ac@WmAi}F#@>8Uh z$~EQ{bu^ciq^3tMaH9_%o*1=Mi;k=0U;|YpUr0k*nK`0|KyUhI{+ zq8uKHg789i)WGE0Y|v&8_|thL1{#*}6$c1CsN{=gPsrVuRQx(e&K@QYXWINDhe{%W zA0AupbAz42eR7tEX~qb4h+kS>3qI0-2h($%#xE4^tHF>jYo^K$64?F7uN90(hcU>R z_OsN`hd3=nmjK3;@mc0NB=h>)ZzlAJhQxN%5eYs>M3L|%1imcw4zxQys=I`>lA|CX zu<;q;#Ij^8sy7?2n&}}99?&FoUgi`vk&rwjERE4q?f9Cw>#fIoB1Q*`ls21&I zKIp4Qi{}6gvz9^k_sx8d-qw7ZKDluhoWOL1e2ipq0@fjVAcIcIdJ;-hJA}vXPN9=h zCo$`^tF!edZsF}rEl$tEHAdVX=z)AAdOjgquGH6|FYTdKQ{l@ClCZp0wOThPdYUC$ zbuxx6ljVBS^zpZ!fRU&A`n)DakzZIxuq<$N*)1H-gU=~>x1i$_`M3Ta$WVU<(Go-v z1i&n@kqnpF5sG}vW!fb*uF<0{RTsBS0lwfaaDgFC9mO<34-Q`4mErcFR%_F-oX2a(Bnkr z-bwFIepl~yqgXO^#W6QG?8tOfKL8y)`r|TlFg;xB40Qxx+UZq(Y>8~#5LZUMYY;}w z_>)^@6)j0+%tsh|&s_JG+-UxrpH|`*V z5pJryU0h`F0dzEpXHA+Ex9#JcQpet-&N0`T$Z&+4OI{}zg+b?)>fv@(O*yugtImL+ z7N0`A4Wmb!O#H-2w~{rC3)$Xy>v1&rka&J2u)S0O@7qc=m5QOC?ki^QJ?i>IX5mh@ zM*(*Wq^^x~3%x(Dem=HA5)P19WK$cx6L6M|?ssDK({CsO8Oh-7aXsD5R|X}g9e)Op4<4S7J3`l0gg;0fyn&q$~C(8M-X{dyg z`dEWJNJ*dgoI5}8gV?^SZVwVc!g;&5q6WpCBS$$uoS(O*)WkJ;;e91S(9c|P>q*Sp zbspJnYK~T@L8SlrrpN7>ooUX$*mG&T34iE*G~_N^@bs$RvEA_6N9k`oXQ99em{f9( zAXOl74xPn1oXs^%__>plESm6Oq=V=DyaN^zz#8TotCJX#6{F6LEiFiUN#RfTitfup ze`8$CMv788e>-C2`mUyI(X{iwhTac#tT@xT+J|F;9dF%311|OLo(ysg=CqDAtZNON zE18U}$Bv7&nCJCY!2GYYzA4A;ENYkp$dd>xB0`G;mrgQQBmJW}_`9eRhu|Y+-`Tg;AaZeyn5M{6k=|mRoZD?IO(%a< zh!;^}&<}wRDB!#fg~V^#q+4$&&>Z)~4bP4xErW4)@DUqe8|p-O_@bTuWcd6k@PelF zvLY;{#2*;LR- zJ*2c?3_kAcMjj*cK{p+FHoG!zeOW8>Z89LA!6dpeB9>av{W(;pMJE7O(|*{H zf`KwWe=JsfvG27ySbh1xqgMSF#1Yd6Nz2M>T(>T|(kh{hfDiimkX|tDj?IS;oX7){ z5cWF>rHEnmx1Ulz88`&lkehJ%*%Bb%Ka&E(=#sG)T zJQO3}?>@G!(-^LP#68n-W9fZ%vS1Er2=J-5#4J7+yP7cg!zqnkQPk|lmsvT4 z_l?A^FuBN^ZSJ)wL=5}8!GL6m5z!4)Sz*0`yA5*F&CpSD1?hiprqPMoeN;<|3QC<;WZN3Xjq zR0YI4;uX>CD%7U0%kx{BfR#3$7Weqo-bl5-`DjIs?aM6Rjh31XOb|YN+9b#EQHfID zsu4%2I#z%kb$F~X)OIgGO>FL{7X}PdR4v-NEWXz)TyBASoE<)4GZJ-j{bAP>hbIoy z&QK*b@HyY}_`^NE4V8;61ed=sNXr6Hig#nUD~ z`nXY2vzEGO|2*)x>6gi6#!hV(^U3VZJ$HQ2ORgG^wG+5cx{_7Y|H#% zxm3#u`Ze!9O8qrMx`X&AK?3R<+IggQlB9bH%pLptTR-&okf&sjYHr{|Y-~k#<W3Oj6!g#mSa|0aimo z*wOO5C6AB9*Tt(qV#(!qMLzWmuYGvo+;~B7SIO6?yS!5?AKa93_J7y*a#F86 z*Xc;POyrwV&61cBK6JR=H?Gm9{8 zzcw#jesJfn-S)gOIZlDpWPBL^*b>^EesggJZmYJzd$yX`tI*vhG7jz5UnG2`yI%a- zfn<(fEsP43!SD%7I(*51W7!s!8v)=hL|Cgup=@~sQg$G#QT|ks-;`Ngyi~AoL3^(? zWA9@d8{V!o5QL-NzFf#NySJvL{)Y$Lv_Rw2&LDgeq|%MFdvuQuJUrGGI@%_VSMO^w zGr^ZalKxu6HZ;Va>*gG^i7J&Q;M(`rf5Ot{_TdZ@PwQC+x;DLp5_hLsF9vs6BQSEO z>U!+r1-E}+)QZ@Ss~+Tt1S>U(mGw)@P$w54?6mgJD zJ_@|Q4}XfE;;Z=t@BF2DX3v@KkdU1AR!NC(+>CC#)pj_~jNv^}h{j1saIzwuoaVz+G5jk8g1S%oCEM-z4@;M|!t0SXhp`*7J35k^T9;n?;#u5GHIQ9QbTsWz>^x-8JTp=CT( zZ&3De+Di__$n2ngR$yolT)PiE+gNTYQKT9~ejK6; z3RoM;wbFFp{>bgo3aGEO!~0?uQrA4PK0G2vQiN+AI4i0Y>>8Vf**;aj8LGv^nO_4^ z5}f0Ah51RjHDK?yP^^~UKdi4eFRDyl7kzSl{}^vfQBi=JWjb_Ot3&X0tMfC0pLNK} zV%ip;nSN$k$zhTFy53aX^pM&9gO2~cPE(MCpsI%}KWb}sMkF4Bk^ye6~_Afkn*QHOct)1r;I<@VCJ1vB>$yndt(pk&I zn)yBz1&4Kj(HC4t(~Y*4tcS45C$9eCOsp+IBz9d|V!CSMrIEqs?mhsWr9ggmvp@ID z3C(SGX$_ahGxve~MdTOn8gjTCL0prkVWSniaT0~Xnu6k{sFfJ1^;6)iRbRKdwh(P^ zemmV4KLB0uZE;zoB1y!;fSG0xUHYYe>77>Fvx(nOS{EGE4|`sxRQmO_Ce45fr{7?5 z$_&4VM+MF|pBTw&fcO_-j~89IyUuUhZ!Ukw7G7r*+pOf!@5tA@xHhTXIdp&ouGY6I zbmh=U(fD6T1_2>yJ4bS40&MFn^X<<;wU0LL?&M1Q zTsb&scLT^}0t@eMlWLqeJXmk8Y47fNBKKx4CskcJsvqmyGZ*meM@{QH+vwPQY&Sjt z&g5x0B|@++5xo2)5EAioc){$VNxx6O++bH2dkpFp=wCFCa;39KtDLaU79VG!@zMhN ze?XQ&FaZsFdvjuTClw*e*wCaGpwauO(>FCqQ*VBI=1b-u=(FWLTmC_kM12Dznpn)M z>oi_zCv+^qmlrPV;zQT0ycW^>y|mP;Dk zal-p3rpRJ^2HL=c6m~PU6B#Mg!md!A@+{PV3~p9_?2*3A%4&}k+7}A^)S0EeP{Ds} zbnK?vJBw)IKm8SxHnrs3yzxSOF(>pr452nbu*2}w8;Y8k-+!7ALyu?@$OEXQf*e{C zPfY?r?6iee5Y=`9xz>2MFPty7;FF(+%^@A3(iE_w*}`5t=cs$NW=d&QxDD0p&oKI2 z7?ea)RMY?r4J=$;Vw~S)n?=|TRta!te+PEe4?cym%TN?Z#NWukh)r6uX`dr;vcI-|OviRTU?$Wmb=FR{g{b?d33+h1R1Tf;+3q*#myktx`N>(yWqjz9 zF;{ZI?02sJ09t29i(K6+0s;1c8b^yj!NDC(&qceD!Gd_3-gb5FwAcXX>bb&3DJ;MT1=X6h4zWaxfhhMghNNAq1K zvliQCUjLDC;|R_+uk#Bu&Gv8%Ono86t=WZc>7h~D)VOg1&K&YHQYfr(W#+EN@Gz@v z5;ti)bsk5c1oV`1k{*J6za2}ydT%$5hsU_UDyqd+r>ea}AGM%TC z$f-&P5_tE8)3&zCYyG0{KCO#8Sq?L@YTM-8VVRQjqa=L(L9pLqdYabblNpSVFrzJC!^A1z?Dm?M!>d&y|T#pZ)M9>hHrspp8UmNAl3 z&^%Lm|LJ?Y}P%cOFh;hrqt zD+S%BE~}3!4&PHcJ6)4j64m)xKH)zyWMaNy>Rc5;cZnKrZi25aLlxLF2cy)hXQ4T% zEDP%4K8#UBLjyr+F;%6u6MPvt#aw?NLWagq_UL$VtxGG6&MD@Oh?n$zG`>0qPT z>=n6h73hZku|(?ad6@zKJ~N!!?3NW{Lzk1e&>9Z5dj9zadA4VE<8WcE#7b{mdI7ZJ zQ)QWv%t+?rDA5vD7o8wlF-^BybuPkL9>luIzapo468O^+H&Wu3#C^-Fk~H|m@1WCpMA{g9NRZ8(}dNvkfC%K5K?!rF>7%pF{n%^!N5^DYH;bdgdEqkMb$h=KrgcLJ{ zJ02;<{XwNp|E2*;S+H4Ra!Vhic^Z5uA=jgcaxk&|K7O}XRO!~nCw7u>KfJuRbiZ6k z(RlfSWCB%m`TW#cNZ8m~wvFR$Mqk_+Rj-lB)Ox-Qk1dCO6p^9UYs z){2$PX2P){!$D7Brr+LcvN)%m-|glI+NewUoB&!u)xmkE%4_2R_+ZFw{J}y^4&62$ zB5C{Dz1?Fno!kNFo&NcxA2}uxgSd5|XkBDZ(7?NSNkX_B9!k|>vMLu!0H-YEtPkT; z#3^?7TOy;$ur>Te#2E?blF-pBaTMBBGHWT=sO z?LzIf-UD^)8m)0<8L9RQPl*9^l&jXnbIh_|(@dAQ<+IGREZ-QUfQ&c zq_pC`WgdHvDKGK*fT^Lqma?a^2LZ4w*uRQIWB+%Yg;wMh^dJ5hq`c3Nf>7?6r% zMUE8xQ;L+AW`c(D!qPF}`_`)lXHWnvsOD=9xo2OcGvR{(p%kKgozkMas-*0F7{|qv zwtobeDF^zYa#K4Dxdw7#gIMx+K96cRqoK?{wCt1wvh$hB;_O#1z#$aCziwX$cmKD{ zeb0P@Pl^P|?`b}c9oLLM?4R)=;Px$Y;#b5RhNK$ir@_w-AY;w?zNo)W-EB_@P}1`K zQm89F%5H)#ybzLX)^8om4n5nnKdZ1;R?#2N(mK+Uul^@xJgP`nAQIJLz?-)8@lK!O zANJAMFRza^aa&5f)dthB!vza7+mQGS-&s)zv|EftO z4S~Z6wzQhFuV19<;POsp)`8})s0g<7*}qN2cT%^K(IftwVTv*sK-}y?dK|&enkRPI zMO;}rbmb!5Iem<8z;dxqb{ZhohdALl9At?$u=qW9Ielry3bi{NCWTlj2-HY?Ue7tW zhNVZ_#tu=`d4>Qu#FNz5uhy2~*ulqVoa8d+zuVu0=u7q)2`&+HA-7xjtjxc?6F6=b zN@&dIiE=2e9ac)voGKa`L;mm6%w*Fp8$YF+;pKFFkpQP23X~yThb-qq{IUY@%q<^< z9v~%MuIx}%x3r%H9BtwhjXQI&uOhp47w?f$u$yt2605`}RupkiuWF39JQYD#opJpY z8Hx_6Z3iS@4LYQGLsb(IX{tf`*iu8{5bmYBh6m^D*Z5!l$XzHOLB0xd6Bgdp_6U-$ zjY~_bqbFf26{eYtvzO$oK)>2P*8*&d{6g04b3U%t3CzccsB+)400;32eLMT}lh^(| zy@=z$=qcmG$(9HU(d;4b?z~YXQg{I%Y^J~!TVN5%=+8Eflp8se1}DKzkk7*)VmA)0 zf;3EXpr3m96Dp-tABQmsJtfUH%}iFL?5(=iz3-qZZ?$++}$Y^6B@04j7K}Y0pXlEi&ln~@6E7|9TcQqsagl&Lq zJWdpWhW$uovvLVi>+qLeGw8keoOav)$fDY@zlp$Zhob)XlU}iP^>RBqx4DyvxAJaX zhCsE&kiDb-XOil@ ze6NQmNKE^E*?=nvQSTz;!o;MXFBGkEx<}z{mT|nqf{WWq7sx)!7i7qtoV!>;1OKE;v-SZ93QB5u9A5+C z{xwWePN`XlnYn}s<2mr16kx*YHJt2@lU-D=CX08kBuePIn0fAhlTl``@e{#=66c3 z2!%(b@JIL@3`veOpMe?l`iiOE9Afv|YL+>(#IJ^I_rlFHVft}t{ILEv2Kft1UajE% zvg!!;uT2R*mW1}=qIP?a@gYXdQ?nGce$&8b{=#Gg4;>eu4O=?DvV``59aSOHNM)+B(rCzzGPS9fz&3>2+h+~Sw(R8j&S& zS&%A;>_U2t?Nlq@XKU!Uik71uUcGDM$T&OHXk}0qu$ALl+GKKF>XmPu{41RiIKgIQ&A5G!=GR!WoaPBScS(%#N}=yPMWy zg0)Ne^3JC{E~ze!HL#Xhsb54j+Z=*p$C{-vP6KU^VaYv<6caWOT1SSLWz89KfUhlH zE7kE`jrN--Vqe2wh)rOR6DpN(2kvQw_Yrj~&M#l*YF1>A#gO zSM?)pPoItglfd#P(TI3B&%MXE+nKgSg{5kA?K&iNquO(olN*(+Vv}dD zuM+U6!;tLvDtde|&G3_7kXfpLYQvy!LHy5wsunBSR=G(h0V=xwpmq+A&afmM8>Ihu58QvPrCIWJ=se;rnNLHxk&0Ol8EdiW1TqoK ze_Hslx%`2t?3?@DJ`orJyn?50ni+pS^e&p+L8U1tvBw3K@|YZYnO8e|x_RIIH>M=8 z&^4N?p24{3d%)OJ^ewSMmrjE`_KA;aOd)9L$0tLJVb9!qmkgV@bj0%Rrf zaVvK6BqH`a*Dafe{5p9Yi&O{1rg&w5cqzMK^9rfXZ5CCKl`WD79gFN8bsYS;GX-&7 zp#FXFoa>8+1*(^mTV;fPPJPUF=_9*@&3BtZrgP{QqU08c_p_j)rrVi7Av@gT>)e({ zU(jwQ?r`sP1;8ShkromQI?~U=9mNFox=>AAmt>tN!Ekzyv%FQL3->M^DsjT;I0fjq z{0@ndXD#uQhY)_{SeUYkH%T;6!PGFSN!e%vqk1qSNMX5=ov( zTW{bEK&|mnupKzk>^!WZMYr%eVs7@uxT3auEDz)RiphU~N@P}^dfN7@^Hrujbruet zr>t6=8#N6GiZ4Cat}#Lq|4m)k^eo-4S>RfzDW{|8iB5G0qgtJtYUEVtvU-B^>@9)? ztJhY8y)%QKpKzsCVno8HW?%LRarn*oKU=FjJ3T`-kkm!yHXJm(+#4D(GwQ6bHa-8v zXSGna0|^!FS*daqJrlPWGoLfqabFx};xz#B4%BH}0J^zoM+zs*bw^yxi0@_D)iCh( zO{TNMFK`xfys@S(6jM%+_xb*bvHl)8@XTEtK_<}JGSR|-E$u?H4R@DQ$>jwr-)MFX z(*b_n+z5nI31C`ndKMq!+L}S-7=^;dcO<@*RV3Rb{|VE@8CWXYb?(>F<8e!(`ojAQ zD{gi!izh)@PxFEh%Ruj0d~tVcbLznL3bM5EGgR&V}nk74h}28>a~70iI%iG^LC7Q3Y_% zG>nIom{ie3J-<>*G&z;YKnf#6)XurmEHoPH$b56rL`&!P*!3ISgmH?++#qt{cO9pH zW$7&CXK%~b^K!4E)SfFjSqdE}iojfu2|u{W&X8>0&#Vh%-@+xfu_x|dL9n;b_UU*v zyr&bj-#K|e#?nMh`<^OW%=1Ln&A8wuPVyc$%afn~_>6~u-HDb)C21bh8fXQdeWGyc z5mKVBOveGk9G|<=GE86k5pCupn}D!8Yi$@ zBNzJ9N~~0lNwcBO`+JnFq<7F4mOe8}Y#RFd^+#wW5ON%K$+ztOs_6PkyYf)K)3#-( zc-ARTKFGNHTz-$I^G$?>vqg4Ltkq}>T?t+@c1?>nhD@tVh(hw<)vL2?jI!cgIgQ#@|$k^lTI|rv6_dDnSwwGwY zDw6frH=$ptD>GAkEr0uq<5=R_Ka~U6rY)h{x14=!p#zNzu$!hj0_p?KhQ%|H zTI2fc2VhO-I{`0s*SGpCTxC1-C$0sKlUKo^-nxJua%ie4Gp@RYHm+6f6a^`O{|=NH zfe^Tv>zh8&czCcTQzm4FD_hv@(=1y`K=GC(rCq_W``Xke`~zxYgwkU|b@aBiC!)C1 zN<6SV_oP;Q>&5q61nh#L1I|Mn9UJc%cpi89#kjJl3+3}EuzUP3P+Eyb8^^wq_HA`q zcRllI1(NmR32IR0r{*=lt-!BvZ@9$a2tVZ(ZuR)7V4(7YPd+mrb0puxUjhP+N8vo9 z-pH_~OPF16$)J;5Ury2Lxdd(hK0%!JE6L5TY%RvPqQAVccOIXMh0P0iUJlV*=4AQT zMHg?$f64fObe%%eaftuECV7~9UsEY~Kyw%Qu)oqV(G)f4hvr|%&p+OCgPxmsLd8jT zN1y6tn*{joWXV5iu+5>N0jpjmepQ|f3sC;^k?q)bS}x3xjqyY`~H7}nA9%`rjL5+S-0lnGvimS zYY=yKEg6eX6-(j_E!Xq!AWwtbR_m&WEZEOUsIIg!3gQoCqXyKY=jTL50*TMJy-)da zEKnkUZp)10=Hl3l&rjO6^>`m8&5}z{e7-%~dwI1`=d?8Ud+PMGl#NQ-Tx&;8hGwl? z=Gj4J^NVXBdcteP*Mf;zW%*2?FJ4GpT%g!sfHlU+{g(VtQ?<>HY_Txl=2%M++o|r2 z_LWC?1R|e2vz*Pa^^@<>@FF?MF-q8tt6Hz=RrTa0&l*yYx+%)f>RWhlmis-g^Q8Dj zQED;f+qbuDzsn6nb$$lx4R^Ki2626;Yv!{3z7zy*LbM1>>Udl@c{pM;fT`B~$m|JY z-Jkg2V^#OZ7b{?Y2~tSwa|M5mTy5lxUfuWP>C zHRcc%u!AhfK8F`-LHK~zcAcf{(Ul}|UU7%Nh41Rm&F+eBZ==Y6BS%QNbJOt}W#3y?E`MR-xr$^O#ME`T z1fBtVj)A0Nq{1M8-Tk!a*W-|x0~woAmkVh9;)9clqK5pr(F;W4420cx0PY9NS&1hV z5QLA3<1@R(9ew%{tGn8_ZBg%D(R3eG2#=$PI^fsdpk>MUIqH?Y zUP(@)Zj`*21^*)d-28o7>9A!xPEE()^HtjR0Lp2&P$2z8MVRQJonuCn2O2L+*sYLl z8ZjEp4wvHF`k#_;^zU0h!D1iR>;Wa^Xs?g7@NaPpjAR9a8QT>@t{8VT-s41qrQ87h z{-qA+v}OeLN2AKVEYeXB4_F`cM34f~^E+SvBO7rl{vdsItK}(a-geI%e4ik&vQ_Um zTizl|5*?8DF52H>YeUcKy911R^SS44R%Hvj8Il8vtn*5txoc*C z5YpF!W1c9@7Jl+lIbZ0zLcaiq>fKpIyDIHAjWMjSbSTtg&%3kaNl=)xt&fR_e9LMs z83;(){Fgr|$nvWF9$YT)WrH~3EzbDtLk0>s!^L4k)$|{k_a?XBEqC=@tMQebyD)*3 z4_VCdD?-AY!guGnhv*M7UPDYRtM(wJ3~`g|Z%Q`ymj18@n7uI;d|jWomJPu3VMwXR zU;ycstr40xYb$Wp-oE6p*lzMuqWzboA-mfFUhLrB_H(7_I#g=ll)Vgi!y+acItZG4 zVSbH^yK%xqQlV1W+7Kq!6F^uXi@!lhU3v}CK2cvmBQ znT+U-RVOg=L-0-hoH_QA_U*WBAVFZCT8{k-59k63Luv|qPpRYaRopy2^CPR|SjiV#OPtcxJSWo?p}Z)pJQZQT`+MClCrjrnsHZ6fLQu87 zhA%FsA><;pE?R+Q#}fBs>Ix1H>cCIHZs0Fq+xBYwXs!w|9#J*^h6=Q{BgR-bGvN%{ zQF5xiP9zG+L@NUSSD=gJ*;jdKsPP9ZF?*t?uy<8B$8_%6yy5~xaj{Ic+`v3pur2Pw z%9I=c1w^j2+|?V9-8B5GJvr6keZ|hFOdxo)&lFmth14Lyl{Yg^+a6vJ7|!}$K(^ye zxA~$O3Vk_pCN3D%`2PCAl``LaLs{Xg!YE62!%DPQsf&$ng07PY+Qb|WnCk^1!8S5J~=D9uf~*G%QO;2gf?{MpOH6WTH1S#P`=pA?#|~6 zc3#-HdDbKK>k}G;6IPmfM-Ifr7iiX=LHb{U)Wx-09cKx2|B*cjIPcA;#WGja?A!CJ}Tf!mA9@8>x`5oiu9=M=QHcX9u2e2}7=Ll%CFE^aYkVUBaFI|Az_a zSI9l}k0@eTL_AS`a!C8S&#JHuePs~@NKjPpwy*S~cfc*m6!%+S7za3cC_ZFYqME&j z7}S(NZ9GTbGk!0p66617$U^~pBnC9Q7^smu)w$Ld!a$41-W1T(RYei}%$3HD`*sU@ z{#WaKsk$Mc;891m0ETr_l8?f_F|9w}&6dK^wC2B^heC%rTj*%Tk3?Upa+3Wa^QrJ> zEoex!4mHzcT`^SCyrjA^UJmaXf^@d=V>b$l%~0SNsmw3(Jee|LvpqSIXtc>zrP^Ip zjy1TUIt`W8X}o{}#@Wbbkm~5%Xtebo_Zehz73;fCnb%!>|EGhnuu0;mQ)&mpj#cK^^k& z+qe0&4>n1FrE<}@(c|vF(b5! zYz3r9I8HeBF$s<-8AI^a6|lB0?b2sG9tiUG8^r8Mj9GS8DW1F6-E^tvT{fjD19uoo zhYQpG0t6&&Mi9{___yPmabpLv9RV_3RW@-7blY*0$4jV%c)6e|Q}N|(a-Oc`5=BFy;TNND4p@9|UDEuP(J%Ylm7GUvhsxhSG%5k06KxEz z0U9U$DxauPLi5+kusb9>1gc>l`U6TGsJ*yYJ;qN#NyQ_0ljuSWq%V+*fA2$~+IYC&C#YC5eE z2c%>`YI`3z4DGMwr0;b9YyN{d(k|}C3Eu>;t4$ZzmIsKa&5Sks^Wfn}sso@HSHr%Q z9LY;D_iBV0-BZUfH{W;lo=$=Wcl#@QJfwB-Xz?;G=icm8Fb{m)0*vSEM8({P&k1gC9&SXsa?@oTqT9S zP0Sk>wzNC}ky&0p{W}V#ksL;Ej(9ojrnV<8XypP-QX>uO6Wi^qJ%ePK?Z^Jar0Qo= zA{^6pv=_u$g74|HcXi(~o&ewUy1os$I~e3Vs$DerNHd%w&u~ReK2EMe{Vcq8?4jk; zA9qRiFm_iN){eutj+0W;!WvYN?)XUG1GKc%@(O_4c==!ZN|2RA-Y!*SQSQ6I;Z>+x zVSx?4d-ZnZGMGatJ=oQ->=7Bnh4=8W$X3fbf*dNRoVRP1=vNaV%yaZycxngr!QYPj zq|7VWeoa91(eb|nTJ`b(N%0+bB!8T*WsIY(R|&>eP-O!;ICA|6?~S|aB1%E3oWu}z zR$c+15{BIhif-2~3m8OVx_|8f8anhhkX zct{Q8)QDa6qHMO~x>}%p(EBas*z`V6hit$^&Xv-0w<^fhbXdT>qrB~?jX~U~cj1e$ zEyA@e9R1+69OHtVdfv=`WR`IZC`2`Hj~nG(q~vd@09K-Ncj7ZB$zMe^jOSamBn2Qt zHwjN}{PgqrG4MUtU^HAG`W8lh_I*@pSK~3Rw$wpf%SUMHZk^}&q0Rb6GlV^m2JePb z1Ma_%6gnt)U_SRa_p1*txf5LK1Qv;6QC)FzV42=c3ySPsqRbj!hv?Z}!`1&n8HloY z_-gmZZ8(dk)KJGXl=Y3pM}OmgR%BS0imLG;?*|DCwfg?aOW2#O2vklrWn2sIll0kF z#F^hQ3}4lFs1Haxd#YoRJFr0`tk6udULU)Ffm}T^E+U&hV{121g|8B45SWTW%Mg=-x zL?Um?9zF~;nrAkQj-d@ln&H^XvG@T^$RhLqmTc{wt?WR}%4?8%W=|tCR~uIxf4LM} zoF>TNKlF)`I>xvQN#0c%D1cq_O-9h1&Ne>pZdgil4tPuY4JC2$F)dDrv*G(Y^cISM zCfV_G50R=8tU%;=pwrW>c%9B;j!--_kNnDguklh2rJs^cs9_ZZI8VP?};Py)ZvZ(9EomQgjbs;IF90 ze&TGyHP67=)hkl*+r_$qn%-?n|1%0~Z(a1gk2-Ro8fq2Jx{rU;B%H$m;b^Xc-OK6mv=V0LF8Go&wF?fYTpsJs z4J*TaOk21s8AMm}LrT-K<*R37`0MAyH|s69@K|qF7ojyi7xs@HNBr>yeUN&`OYjS< zWWCSeQ$oN)+pb><0aqkV%r07pptO8=&q7cuLAxVZ7KKo@d{fQl{bZfZVfg)i<+3qG zo}r>>EM7`&uO%+N+g~a>_HCWfU<@Fux!OMi5#_C*B%y6z{jGrgU5vLJrtJd>tQt{n z>@3_KFI$?;g44+;jO1>{as1MWQO#*m0;L||V}h%SaNg?yoUc~?Y9ma0l$e`1t@3j5 z*&4~OV`cu99(f)=+qVi-gksnc^k$mA?#D{G;3iiVu5hMPT4c%grEA>z$9^*E#0%p; zvox`Xk%30%?&>XWf}ZD;=t8EgH3O4geZ%~+8c@7oxgN4lX=ekyq{@;fb=6;HoMy8sAOlE*=_->sE0u5$MQS%pbXkM19&@b{E zA0oo8X=&gSFxS;CXbqrCK*;Qf)zw8R!0>p*omJJnT`+Rb#{D@rWiHbi$pb@Y&-LUw zN0^}C!0~a%!;JK|F&p~azAr|Dzl8`=hU6l@x4%V1ZEB(q+vpvS_CpMZ7PHxZE~tV1 zSV?HP#F%S?#a7eR?M)NEcUXC?m@*hsQcPpoUq#Jj1T#TwszP$fT*O@rSGYM|MNecyGqV(JzcS`!W0M@Feh2PL`%H*5My(SH?gbc_*9(>sm>=@7Q<}@68Ie zj?Fpxe7#`fRRm9Xo<1b+4N~_}jQl^2&O4gT|8L`bY3V>|V-=}YHCwG!LfR^dqGs&W zs#R1`o1#W-TGWiaN$pMTEr`8il$ePbMEcyn=ikW5Il0ft+vjt=U)OboB>$%XisUq$ zlCh%yV`lbi5#-Ts`m-gYId9}s9tao+3K)1$qe!}+kHTvIa+e`GcG$&jNWd8g!(MZ& z-!%%DRq%c%u3+ap-ne!zA#QE5M7sRQD%kF)4(LIF%hNyQJDAf-F%8fhq?hpwzEwpr zT3Sy5RqXy`o;&DfN{v;?y|=nL%q^$PFA|!$(`d0}xbZg@;JR3#?g#fjw-tb1z&zJp zi7(S^Wk`itEnX{Il9AfdAX3v4!jFj4Ns7jUrlE>lY(LN+l(oalwDMfp92hMCN$WXC znZ`iHh~9kijX-_TR(;iWXr^O15Fw(mAM5UtDNb`mr zC?j^7*{J4;BvQ9L{`rG+ia(g?xyp5$rt)vD3+Va(N}%lgJe1*JDC;ohxBe(K6Z0iNcj7`2o&Hip;Ezc)E*Dh+KE#`I`Z9E{ZJ)n2ytH~eP1 z?Z_UiJt4TOr&sIc-5A2>jr5Z(5x7xf#OdwpeAMxT z3tqqmd&_Wq_$0;YRe6?3nH6KIMQ)IgHv(n0MQhi4T0P8O8n4*Tw!194R~KzpizwW_ zGt8LsN2oF+?oj$exxbz9K<%mr#fxa2gcGXqV$Iq_u7$aUO7R(e5n_+gzIE1~(tMWG z4;$NGdt1_4Z>N$ZE2`gx=!bHT7YSgG2F2HHaBb|37IPIoO+5C@{T~O9wwdS`yDf`n zev~|ZK~}iG*%Yh65!-4xwU*#W&hv>Jn776zVsXmfqP(MT6i)5*SEn4#Rzbc!U>@-m zH88x;N1I&Sohhx8{Lu}i`%h$ws)XevOLM^5WS@70wN&h<`|P3wos^z3iF9k$ znaqrpwV@Z!OJH+R<*8Qp&K~Iuk=@M6vh$^ke;aaaj4JFt4QsExsp#u66QfcgP;V77 z8P-q59vFkU(DimrRY9}Y+-M%&6x}SOsxhv;F5~+6EH!OH>{|0?+<2P6wLU3v>F`Y} zuD9lqtGRD}MHZF{YjhbtjHj+o9r;Oj@{ZVhv~tr{HdfrKD1VWT^HpRbL?B=x;}0x^ zfbMqQ9v4Z@tB`nCVZI2NCY{Ps;m|&st9z;@+BQMEwesKw`FH~9(mBnGR<5Q!q1)^D zk-^cM^|XUrb;O@{_uKB<#-1_&SDw~8b;rnI)V$nPjnkY_m&EpG;nr@uw&3d5G3~#m zx4|7UPSqY`y#L4$-kv-}9O6>k@3oK71l4z7@B#(wCYzs9yPm#+E`~cj@{2HLUbN@l zs0`J4J(&o6sF8Te#SoW(BN%o)>45Jfv(J#=FOa>(lv=3;kS$CoVJC%ZZ_@Nzl7o% zj|Dm(#Fz_iJKeD7)*s#5H@bRn5<@zi?p|VGnwsO?406+ZT<9Uai>`p@e=JJO zxtcozl&q8-1+hl&xk7uD%vn-iJ;Rj9z_S?qqkARg~(Xtw1kzb&`V zD3S90FuS*LsRIGYgks?7ZFQ)Qgvnzy$+Zum)JMXB`rA!Z#43w0D=E^B-!9@+Yr=)Q z_s6Q&Iv22%We;x^ynCpdKiLkp5v5%hzu21@Yr(y!PJITN_p{0OIT1fGR%m=f#9l?p z@k!+58v961f}h#0p{n_c0>T#BaE#A6dgofPjaJc&34OPig*4uh!@mOxTZa;kVvRB} z2`+pP>J+I>{wIYa6evGqq4ZVo3nO|Es_b)#_kFcrr!h`vz1f}hZ+IH`=9p9C7`Z_b zTbZ34v6<}XT`WF1^wpR;+_iIcB%#)Q)^I6i#qJxOK#>lMt)^t7PRLT=C*6Y=g@M}Ia!yW9UB63yW#EW8kN zZuK!=*?CvL5Fk*eQQ+!uV1Zy8=Mkf2A$yz@_u%ImKMRbPik+4miQTQcc2fsLy+>Jg zh(46NS^NCTEbkQQl0yJgeH&b82mQQ+1?l|F&MrLAm~e_Bwd9d>@yN&!2n+6OT%V1< zLUd~nfoB>2X?MaORo!+$0h45J zlGv3gq7$&t>#cV+R%5Ok*-J9c1rI&z=lWLD95`}afd?!an4HQk8n*}6CAh2*FLX02 zMqB$a_DVM&N}DIU-GE&p-5>P<&k@NU{F&3Lue(JX_ZqxIoWxm9MN z9$|z}pP~s3Exq>ycyhPiDt;-B&bt~B+(vyv(7G+t65M;>%tU|bB|_tYO5>{?Qt<#! zSbbgS=xq^atO+a#D0|ju{|y|9sIO9b#fZZ$db43nRS zQI6l%S+?eOU_gF2mIEX@I8Gxvr+#9q71F5AXQp_iCLnUNn1N1qRM`ori}zTj`!*j$0N`7;2MO^6{SFk{72KC1zUFk+J51l zy9Ic@S8~6QVLsySr5^q|LGUr2!_Au5gnc^mTz5*?IBQ!E^3G19^6#2DBYs}B%D(3h z+~g9Mae&Fg|@@sEHU}{{NDrRFt{VDYYOcjUj zos&zx_oXrM@6?>qVRGXe%N}yRd_k`@#dP-WtMvgWWjF0`QH(=088M;pPAz^v2F4(z8{fV?2^3SIQ{)6)4EkNjR!=G5bZQSO4 zy&f~WwT2_)J;Lxb#EcafraL2J0sEj~16)p57^ zWI<*+DzT&X7HBvkVIn4_A174`@q=_DSS!dyue{(DZjeRAv(_|@pt)YLT%xRnB5#Ck%_@@NTOMP;KKi;WUpv6 zOWjdtT+8MH`@ZO15uXC@Ltl#=pC>ruIrg7rwrpiWH#lR@7RZrt&G1|!+mw@&^z2nB zD}kK3rZTD?k`QkHmyl4o%SZB?<&qy!XTDT5pBf`thK5~4g$}{LGIB4bgA?96>j+My zdoIb+Lb8Ls#Caia_Z!(F757KXoUH`^tmP6F2*xqOHWUg3Sn4XX$ zC&2O-4cm)%!bBjLgqZ9?Qq5m~mS+9}f>AepXI^IXtq7~1T*un+w6Y}=ogaRA5eh=X zC*5SFJ@XmM`L>T+MK+s>40!i%_d9>vFpeuZ6pE~ULI&I3kbQa33&KEI9CrONkftB% zbD%Lv2W%7DB`k*PXPf~uaGdWE%(`3Eo813}gx^uPT`*(55w1OUEZVst5b{tzPx#_S zF0ka3qyO@wb2`Qje(-36j!2c~f-PMjq;@^&FJCxvfBL<^QKD!CG0#N)?Zu#p`FO(r=2h!ucRCkQA z*onGz8aI8+r|R^5j$5AMPMc%RwVch%{<)?We@s%x0ABllxP zVtu(WqqN&2Z#&!uxwdqZHLd zVR7-=jL?6h=h_-!>91r8+YcFD$bVS@+L+If4E7fao1t94E1e|XmmFE#cbS& zcs!L}3svlp>ZGTZ&uYQsrk@PH551oXP6uR`s11oRBSo-?4*gy@{^0hOpVVZgiMLv~ zpwx{ag&tKpGpv?fN@A6_JC~i(71tfgVvqS4ClwrCN<6HKzsGJ2svd=B-qw#W_`44OLWy zdNl!F^GB$>FLQ}mE6{JXG0sH^O%vgm2bzs~TORDepS)1rx`(t0E3TKIpB4;u&qUBM z7av-nce_16q#E1PP~Qj2o{-+Nx~ll@mXP}ZZeXPD{m z8X3Ah4WaZkXtNZLH=W96ezeKc&D}E=CHX$=`0p~+8-^tpKjSyHVkRof!GFfyr9W&b zg{}HJ<@wN7H>2Y*`5)p&XYeS~;(usa6$+NQ8aqBg+KulWgKz3r-;w6*9ohZkTBbT^FQZBsI;77XX?9&! zmaIq3qYM>E0SRl+B*KrbkErisSM zeocv&r1hAbRxr^Z`k*7R)(gVYIs-Ykq7*XztigtOY09$NVrw?NDebZ7?ek|?5??E` zxieP{p<9UwC>^zaZl6bKOiYdYxCIyF$i(gttz-qtPhx#X5 z(gfY-b~nkKZiuxcu!%fHPO!R(qme|>t$`4Zlq8-Xar?`3Bo_2)K!yepu z;ynIa?g1e}11}qCYZv;F?{gwEA9Nk|cjB4Q;)n8bE)vS#71AuLvS0EoXFtOV({^{~ z4z_mgZSq6<8s*)be1BTOqrp|j)FPq)p|X_|cjTMuFuwhTwuL@ufBsmH8Q`t{SLfvv|1;^uFA^S^HWmweq?TIa%&KxVHZt zVqu<^&(%QoWvkRbX#<|Wt{<9Y!55I!E*vxHTz!rio&*a;3%H3>KQ9OhzmhudflayE z!|&O+x3aeUi6(I~JMBYtoZ7#N!!R6mZmSxhwgq<9tZm;mq^-sgE$f_JeBj-yp-a8i zH|x&fE5~IoA-C|w%UXytFKASz1QUEwHS25HiO@aL!-~YHHw>FW`QA^Di-M(B=Tv2q zg?TYKQdvr%v5IwZv(?g@VLBZVu_^*qg$gPHiC?{yIz!aFJ1v<~yj1%$u2Kym(DP6mTQXrj%O6rr81T}I&TvNTNpI_?57g2<#NeGm_^whxW-J1k? zB^ZHzyomF)(={y3FU>0a?-T!uwqE|d!1nMaCl~RC#rq)c@#335Z>AdO?z)cJPZyK9 z)a&IMjyfMb-Z1uZD-oQYt8iAeupDU+(b}lZnr}MJA9fdWiST1(uJ{pMgW`!4tt+!_ z|57^@#gmpX;GM$tbz-r=R8@SHp_0o1^%7yX>4-dVO=qVWJP$_P6g@C}YB20>#`uTp zsf5OO_J_p7qutozX2zW(>j}NF+9CC=+LWJYB^M8Rdd!PEzjxx)ezzpb%JL;yTJznQ zLD+TQUADtjkH0Ru?f8N!D0oHhXVM+x#`(7yI+`)DUU;3=_@x#ZH-N5nu$IlY?bElYT?WEs@&!%*9K&%Qf$DN zNaw`TjX2JV$c9D1jAwIMT_dN`KMLmrf4YO4*243gS1IWEfs1cW8??Z#T~}dYEq;c% z*!z{>D`lZxsbi1;wdq($PSLhu;16fPbB`@KUFg?xxm7u-@(gPjFE{wX8r1|$_A|`+ zrIGwA2bZ+^7xp4A$jVBhX$85=0!*VMvm{1O;6dNnm<)SL9{x8spNXn+v;gD_*eX-d zy8m4t!@4#{wWT~>wEwaiKXMklXMu4F$dJWL6Oo{Vjx0dfc;5jKT_|`g^gjo=v9+0k zJ$omiwqL;Ny$TjAGk9-p%NHp7@enNUUGOc|&rMv?-+%8=`FdbW$-Ftdyj0-53*0j9 z2&G+!_nMm_s*XZD@7%~Eoc3+ir6zPtMQx2hx1% zH<($Gh)sAuI04JqI%~82dUrYtDK4L~I4(jO{QT?;9)#U9t}%1{vQpwLkfD@Mkz$Cv zyKfwAH|+UEZd_z5s{0e`0-e>D$L4Fye4s5FtiEAc<1hv7YIRU;XmWHO>eeY#6zYf! z_MewvM6et)E2Y{opkS}rwWUHVjxR$;EymlV${{aT*_~9;K7v9hXD9RB+D{fzwqYw? zM}LSV7vvMwzLLhc{VL3!v(C)otj6tuMTvWmON&BeZ`&*%W(I%OGb}TrA*nIiKfz}% zr^N|vq`KN{zqr|mgQ*>h4dS0Buxm`PLp%C$?x%KWB1fk1@@zbR?OO6a?YX~}|4ril zRaOs#+x8zByy$`(w$0cUb4LG=?fWR?6M zSv0Tjcie0L?ylcX7iLgWfRPGtG8@+1C{n%H_J!j)2MA1tW^*I(tLtrC&9yWz+2ay_=JSFbvfCF=LwEv6iPn*FjWsbALL^Rt z6%N@u*VgIJKu5o|^32muC(OI2%Nn}}cWPh7uM*x*bD8%)-K0D$s3!`pqXH8d-KXYO z7kk*m-gO6U0Y4{l(=5y*N8;V$RKb>UEbO*~a^$(gJanL097cDNUjX*yKKYK@a8J}4 zwzbQ1owkSeU3&lFpe2p}W^FmRV@=(*)UC0maa-BUR(L@*;sY~BPg6{2tH5Y)h{LW` zg1NWb{1JUkQUz6>1yLS38YpS&sM zXW-}|5|?)#9|oh&iSNw>Ee;mEs{NoQCt;}>lEkJbhp^z?9ki#0if(cwY`L?3^iqqS zIs1NpL-c|Kx~TO|>%F0OFXyr6@gbxXbVFTu2DeN{NCxZ!95mWmF>dJt%$EN9g5Wmb zt4j@g_jW_WTfx77hrStyq-!FT4!AD+ih50f_9L0D*1K&JoKICKeKtM=_}B^TdDdJn zCQ5pBWdHF~TR(j%W|j-!(0*EM#r(D>k8NDLPGFK=T(CZ`V#s40trG8Fg9SHHT6Ru5 zq37yN?sr`vzMZ6+cx$w$jJ)K!&O*f=Q^5wq(scruwH(v9t5qW&lxrA#weY^_jidkt zkssUbgTNy&PNB_@SCuN!5BZ%0ZZJa6H#3%BnzripJpbaZg`}H|a0YDKIe}#?D=A$s z5f;Q}ggPLAQTkD9MS=s8^M#`WTNEDQqVJ>c@Z=GILbMCbbHO% zvGe;%yFM(bW(i8t(c|{=dfvCN=2t`Nos&ATPyru50eqw=JC}F9w-#XX9JJV(YI|Ag zss>fB2^?5j0w$b?}2gbo-optS(bOgXkX? zzIgi~x0a8Eq-(!ECBp|Wo2n~%~Z4TJMH-gk&tS0f>_I@+PIc&`Aa8rGz5Unu+UH5p-#AH=o znV|FYv=JCRsG!zsy`?svwi_qWf6g9pNaav$Xrtu_NM^iTgfqt1Z|7B`OeCd)lP)Cu z!~_Z_d|#0bdfBSMVEgWB-t);r9rmBm{SGbHgE#D~&@JHvKUA2ltWR8U5>u7L)F z@*?#cq{o{%mXxsito7d~U4Bj!&1a=&0^9ITuW&oY7YxlHS!OR-4lw3eEGJyQyH5Pp z&#)4J`@H~vEzg+8C`R#x>X-i?3X-I{ULLSV;)LIlIbAsHv)^Cv$gh|saY`g1t ze1}EkPjhb28;L9gnPPASt5%2rAc(Y#Le*B#X$j%Uyuu+X1wsIndNbkT~xD%&7U3blj7%fmVgXFePojBf=fKM8HGH1MeFtol{()l^=9!@^_j-Ta#s=O*rj zn=7to`~s`#AY!eASNhlIYCqUGmfq{~9fRgWI(s77rAl(GV>->SK-jUTzkAWYG29k| z15?Mlg`V?v4@#jeS?3fo+Gb!+om)5dI1Z7ynYgwRxIXM5!bE#t)f2E(oOnt zG+#^fpnTPD|5|z0@;~)z#iBoYL0ha;9jdagE;Q~EMg^6*_H7y!OJ>CFm$&7}2uk@0 z>7jFPHprJ<_=(TEeO&NLYaz(hWR3wA-Vligywx-lUZUWER{O_)%w1R{zr|GLO=%Pj zr#L@T-9G>5;IjMp4$%S^8l341?Rb)RoY=YP#w8==tJ*)hHul+m9mVKl(T2A=QlMz9 zcqAJTG5|iiTVgRW9jB0OKS%hsQ+cme`?ARrbH{tS&|pi#(4;NNGQfEv0O%YQdom+b z4&9CWi*TuWxKgSvGE<6P49x%_8ni8xj%dGH_Ppl0HpEWywoe@08LVwXN8I=BJKXV( zlgAwkx&+93Z}Zk>oO^^~1a44mVt-G%cjG$6t+-`i>PfEhMID@|Y5iTgaea!1(e$fz z-FPdEw=CIOe|xM5w41%>vcs2V_Idkhfl7*|p`at`w<}#Fi8ZEO+24gLV)APGCl!z< z3iKKjx0+1*ymVg`_Oz-F&TmMs&E-dpa!3`n-u02hQ$-l$*F|<)GTECb#|D9qhWzP~ zmCd5Koler7h@qPAhOS_-!_WW7uADkrybMH)e(J?{irB^MLm5Y;rV>qP?Oe_-x$j~M zIuX07PJ3!bmKW74o-vc}*%M^(rcvb{frBqd?YVX!-7* z8%OyR8}Kt<|C{)9dBapo)V;iKLy`lYQYgcVNC}$xB`8w{_XrAnb~)}FTV zW#*3s{?A$3*mL18f+Zgk)EE;3@ABvo#_G zE0N0)3c-R4@Iv$p^YRSTn8OLh;wL2mf5==xhe~^N_aswxOy&{G@=hDIvJ{qnI*l4V zgFF7WjBMAL+G@2~ew~?K_p3)rwoJhdmFx?K(l#MKexwi&f}R?i!jn~5;IGSDG=p!~ zx?1lE$VRDMpWnUEt>mDN@=y3^yhts~I)+YK@OQcef8y!bCs?qu_?(p<^D zAh`+CE8V!iNlwnWj88^LsyS?H+<}7Ex}?~8*-xYvB~WlG0jUL*PIN-*%!QH~P_?;+ z>rTvr?65ZTeGq)<3 zzo8@h{I-w+A-bxMQoD5AljJ9h;xUz8E=WUI+_}rDtYjCILXO{HC*{43>By?=tM;&t z%IhPY+ft7@>yb-HI(tK^uI2yc?7w)Vs!e~4f0rBhY9L3z`Hv+8{7P_Tc@BwL%x}O& z5fy?}Tdu!OT&yIw$>ZdKI}_o-3YTO)dY2!f3VnDcd9VJaH(shQcs_a4ITGn#zb^HU z%;y4zh0cNJn3+F_P3F3A}YLxO(Qsn zyjOWZo^izMp;Kn%iiwV1B$1MoaCql$n??T-^V;vRl1Up>WVhz2cHJwl4Tv))5pNy5 zUmfB2n7e!U2kp%T`J+cvwJQ?SdICBRB@LL0V}U2t3DcAMQKfdDgAp$PM0Bt!MZzKy zV|LwlfLd@0TVOYD<6`sz_LD%1fr#RjU^sciW56v8os*!*&RhMwE&D74D7l+eRD9HV z&4cSFN1`J=Cc z|ETb!F_71}H(4W|s*t@MtDv4=#9yLf=lUG@;p0Xng&ielnd-7Ax(a^Mq=jIq4_tQLK-f{%b7(M$? z@68&myX<8R_3OJ3-q%x`@4S5tz+BvkFZc9HIrqD{>d^gN(X(zv96$h~CmRDdMZlh> zQ0*Da+5SPK<%6?ApN*QCL9 z-|Fk;H`2HTKX~d>>RTdF`ca?8*_zU>U?^I#y;tfU;d^C6{2S7HDwQFdf^f?!WzmMZ z$O)*8tq||8S`Ma7j*056x78A^i!y2qwIxoR@W;YDeuRRujgyU-`ErME;k_H0Gp?n7 zMm3yx7fUw4cAyIY`?RaCiQb);Fpm^+MqVn7r_0a=j@$)bVWi0tq8Y=5I*+$ zzKo8Vv&i|z>^#|puBz?qhX^1xj(;&@BJxn_zG27g+xXrVdA(6;R<#Ny$K^7YrmIOLWhh|~fwcGbg5_>NzzCttXdj`i#!d(2UXJDqi)LH8>nV{m1IuL?o zOJLnPwzaDp5Wm`74>6=?j0C%;p_=Eb&o(nnn@Z;qTajp+&=z4(gaQUqI z%j`9qOJmh}zJssQWP-mmQ?|vg__Xi^9m&_fJzItUXG~-LM(`|y?XS&?ZJn=vn(gNb zpH_9t-pxg*9m*AC5xB0hTD@87eE_BiYdT0JeiWTlHoH^H3X48g7p|e^PPHNZ=iw^1 z^{40pHp=Sor=d<6mP2MgQdr&)*DF47uAT^1X)Xxwi;9*@$hx}@aiz zsq*;ds<+LTyyMD5zK{!8UQhc3y{WJM=N7uM!JQ-YhVKo#;PDXCgwL6&`_t00H;}G` z(9>!{NE@vmqurOO;f-y%2NW9BWGlhWmzx|Na&ozP&|Oj7m=7=R525x{wyu>YR{iO7 z#h)^nq^+C1+|1wZr`FfByxubQM*I;XYtJKT*iSp(HMe)`v<}D={4< z8NV89!J$8)9jzk-US>eDIR)q{baUIqwf`MB>2MSn3)<=0K|sc_-)#$gkBqL~{YQoZ z{w_5AbSiShu2DC$83@JOhJNR7`{OlX(ee{uy8K=es;y5&(CX42jaL82dO6z6eEc#A zg8Ja&O-WLqJ^rBEQgT<5FF2148 zDY5Y}^9T5BQ+Kidmg%Gt=|z0=uGX36_J-40EtK7le9pvVu&C26_>i+t6LA2Ty=E&7 zABA7Ae?5(TuSd7b?_lP-#A6UxU2Q>oLKizUY18R*=Ku_nMBs*^_ZDa`c*F*^%3bs^o z3ymJtGzLPibdN{kRz0e9RDBi5qk5jNm^aV&!o0wz6Re40ue(39Me7u?bo=xub=A+B zFHwM07rez{KI@qAqOQAnLHB4lQnPz)OKlJD_r2rVyNs!R54Jl`>PaCLtf^^j8cvM# z^F0uFOs?~ZYDKW1EpT8Xa=bC?7;CIvXs%37#my~sjGXoG5B~JrHSd?%+Cfd76OYe` zAj|VME8%Fr=|6sgfEhm}Iylc{ajyMrBjl-$1$G)&F79Mi;o|&Z7_`_#C;W5I(hOda z!5r}>=*4f=2T?-JVMAOG{@Z)t#{=diM^C` zdCu;z{8LyuV(6()cdsJK*;K>xVV}mwNIkjG)f=uRicF2d!YKo#cF zh5-B*@|Y=zs45ae!4$?NeRrDXAK5mt9&U;TK8D)JV{X;8ahx~sId?fuR$VM~JT*dcc58e{G-M3wC&L%isR$OKH{p!iUGc#F#09`+YdO!NAkM zF)Laz@Tra8F>mb~)fzVSOrKs`yA!x%$DZemHO@#SZ)}dfy{Gr! z?v~)v$xhQ_IuCK;*E^nm#`gP@r}ew9ItRpx1touV1ec-S*9jDTL_*Fij$6EqeUH5W;A3O0U z(@wph=0cXoIP;D+z39W#9T*o;J@4xg4PS~A;oEva>JpNMDo!Gw*xOfvdZpIN zyl7+a1wE#BGnR%oqz6)q^&{T82RC>k z>En9Ht>h+;{pZ^ZOi|!hkOSLpqXSj>Bi1yTWZZ_6{oehU^3X7~HGobq9rf%J7nGXR zgzq;NvR&Vntw+kC9UXj>ki0zr%WJKgeEkT~2t|RW&WEiqh}~iHhpJ7#vK~>>tDcnGuUvth)z9K87ZHQ zFi)81S01WqS-@pNko-9QMwfKr<-_ryHM$Qg$U`wmckLWln3m@(oJQQ0XQ(0}8{x4@wsETh#4c&4uT`m*<7R-9kvA_7JqFS+ai z^}asxSDB1UeX|5vm;yS1(%$<^rUq9)z{U${XSDdCQzYpb0nvNWsg~dS48?hFs{OYy z8o{+@PM2BEMo`smPIeT>E^fqi?2Y^-Ufjfls0HUec8X4dT)HY%1$L}eU1M&Sd0am| z0Z}XQ$iCVW6Hi(74!WE#ipC=FTR~WphjExNS8;~7KJ!(Pbp^kXnR54igw*6Zo^xul z{fLZLQrJU@Z~F10|BgfCUGf%ux8?(-%^Qk0{S6(1g&#D5n=K)aw6?SZBxmy0pI!{S>M=8hWX)rn*@+98kjKYNFBSvuPK$g+(a+D_PVFSwQpa z=&LOCg?z-%3?Le?TRzeLT}PdziVS7ymZ!VXo4pA3lVxUGM!)O0!@gQ)GQc1?%(?fK z>c18+2DUrxS$Hme&~@!e54CH>zAprYLuQhgeE!1~bUq3`4i~2}4rttdc_y0!?hwq! z$8-rllmBJwWnfgMFsoAt6?zZ!6A%Tl+qxU3o#eFo2$W~EXGD+cc0K6JrN1Go`Y$7yBrx9+Z7!qMCK?ZzhGU!rf?ns!WBOavSmia^LO?v@L8nRRuKB!}e|W4zFa zx0CB?3`=U`D%1mMAHl&N>^La!4mE$m$Hn8vaFnwh(aw>2RKdqlswy^%O36asu5l9- zl^!;#*{^aGyFEJIQBIsS7YLvxL8jcC_2)d2d#`EqP1D2|PT~^h!Z|l?``n==W$6LHYYHrO z6-vLuTARi7EpV}-EkP#q5Sb0kEC1_T7fV&1s}bwUtsP&Cy8JBlWR0lMU}4Y4U2Wt$ zP`XkPAGIv`t7MC!%I{g<>%O5VGX89i*V9pYAiLz~T9t`1zPxS8XA_^x5O#-EA0bC7 z;&ORf1A27{jU4$U_y-XF3kf-^{^36V3mUNNQY@jmZiXoe}%JooxV_~pQH5_^Q9yX&#qQK>+ z()L8`XIN=V!iFah&?ei3;Y1K2pHtiw_|w4yh8jY+lAxu5hE z4wPs1-xJz!B!$jp>J2urkEJ&e>IoamcOmvU9<57g<#A4sG12f9TxLCL~d!vv0xAy7DKn4K94x8lZCXOe1;; zL>k9kcmz&LY80f&$#l$6k)r1QA)h6}jWCYO8w7B)h0Udkm!nU#fJ&*XK*#j{ z+w=Pz-gvILLs>3#w-=y@eUAwd(IYXmynUH849}!+A7#CGxP38b^czjo&3`|)eTtP{ z%Wk0fOuF8TiRbPb;E=dxsXZ1K!s1V_+j?i@^oc!!dVirhMIMl>Y(FkqRwq#g|08ps ztMJ=txNAIGXEEBIH~gxF|GX?lJnJ|o{CxrXHEjX!(5be9x6S;AI=A>|TYWFV1F4Dv zb?V%*^Sy%(C5Aw~9Xf<_0;6wDk=;i%h;SYt{nt!@S>Wb02ycjdr5@M6aM(SbD?OT7 z=a7pgC)$U7PyVraU;k6*Xf!pFE2(jjZ}eDH0wJtBk&z}Ksuf_umo_F<6i|3gg+Er` zRA4nj;HTS%XFUR}LiM5Hl`R6dQJJN(0J5OX0fQ_cP+7FkLmZ=9`5Uc51vqnrzS6JkZbOb9k0abXf{fzIzjL|Zv$!UhTg<=F+P7u$>x0g zw^gHMtl86}saYA%q_bHV(N_iUq^2hBgiIVGLnUV641|#j;6{8WRX0(C=qkbA;Xdm} zhI3XQk2?*SS7TgaMmk~wnV}w((Z!NKmNO=M7JU>6_P3+O>F&-#x&yeLzguH(J;T6R zOt!(58{r9U8Ad%+P)>J}S&48fCuxu|qEh(!UpMe>A&Mjqs)IDKc3uNNJLrRWW7rjS znkyzUe-*BTnx@MD#93L{#Ivw<#mA)5kasTU)0+asmsbgYM}XvW6NQXz=$|sfm@a7L z-sRt^9o=!GtMAs4beEf4v8uE=*&6%MH|9yY-c6nioB};9I|er8^V|bU#r#y5(RIeGj-R^AzRXPMGeDaUX@`*4YcLW*4%Lz6Tv>i@SEb@=A_O~lZ8TtS_v%RevpO!0a zpOO2Z2|?lC{)(t{m4^?~z-_bT$K>_KZJpgV2FR~0dnjfjU>w4ouV3GODgD;h-}e%= zWBUA3$qwyta2kP!Bw7x9n7odl=19ai{G_{FZ7rBOo;ltr46fXb7}WpiMg3KiSTfYV zo+Ie4H1*fEzUNW21f?@9?(5&mHHhvO%I?Ayh1d``x7&x@S_Kmno7HTKMXyHXjMpl@ z6PyN-7*qed7NG2J7U5deIRitdwmCWDuKolVg24??kV-}KmK~?7?-J$S_Fi#alZAe{ zy7#3Y>41y+J0a~;@QVb*a7Oe1smfi;v_d{+Is8dL2hBsK3i7jZAzH>&?u8%@FaIx1 zdonuJ&8lDq?Bl-%+jn{)Z)I|Wpam+24h4J`Z{KRyy!O8B5TM8HP?PNNbda_2n5)#O z+j*{+K|G-zDUUnN6mj_W(a(dVeY|IC9FGs5K)W$kG#J44Gnl>gK-{kG7=cUv<*c3g zU=QdX3tramp3kF6qV}!eR?(}(ZVm5bk`ADRy|-!&Y$+1aT)U=0=?srW)Ye5KNqjzr z<8m|})@LPo!)!uKIm-)sZ2!on#U6NDPXDJg$;SdFl%IhHb_@G%j&Yt+Inw zG(Bk3Vt+W^ujU9IRTET32;9FU7~nDnnr~v;nSOOA<)G>@$|(5dY@yW5m~-z=>@+IAW)0K86^g;G2cB z30S*=_@i0cfNqXRh)+F%9EX5*{}18Hgv~Br$NwX{K|&m`Enf(iq(IvdSqbn}&66vQ zA`+*i2e*DN@d9X2&YWI5`2H?trjkr)5&vzuzuT|F=Y`4A&B4K zWlQ}CVHn}Z372ES^mfT9V)n9I6e^#+T>=P{JmqQxd6U<>!S6|^#5o&>!>FG|NWyVC@Io81r()`l$wZufJh0WN2oN2)Tkk%qnSvF5>nEP?oeuk zbT=C<3^sDW*!z2b&hPyG-9I~LXZQVjzMj|Px-JVM51JCuZR(mbX*50v8X?hs8|%d0 zsT9#mP1u#2g47qhNf#4f+@t%CLOeP5`scy8v6v*OCR+?bWIHR|XzM%bqo}W*ioyPi z7g~l7Fx6I&?yQPm`HZu_muvRW+t5gTl^;C=5bi`3aNr$)12ACI%8$~ zWk(Xsy#gPJqPK>$23QLAs8y1Y16dZwPQk*Wcfadt(D2j$Ms7nH{>5CM*cdQ`K3cNM ziy043XWC=9fhtqwfYo=&170Vvk^^WQrQkbep+#h3|+ zQV3=Z&WRPes!t8QaG(Tv?WKD6%9`!hDit(Mcc`{k5=Tctt?y`BV)?Y*&8wgSV z8Eih~LoaagaMd!52KRZsIKFcMfOHfQC55h#;i7+4XNd#LKWS&K%(I@Es-+OF)1AY1 zeI0ivaplOmh%v0I-Fn2@ulntoTsn~)=Y3b|NLf9(LGqE@VAA7%6bn*kkaX7+GE1FF z2&-diOQzRZ)Gln#+a?*oIW*eza`e;k&&YUUhxg_BLmEj!qC#%}=Q~Zx>Wcer*%7aDf z(_=Htf^=9tr@-_9Dh@73WYoh`chT-MI*VJ3nm%@*^Jlpo$`DfWZ&CW><8;j;zXeZHsLA9X zhbexzz{TSP(iBqK1X7FcUa?jf>+}fN$iSj*Z%t8aS4}utE3|)`vK*crIR8f8gYlMB zju!QZ6*h^racMe3Ja?_mXTlSsYWC?10NTbWoSoO!A-vxX~Qt+^Y;;}9F~HP?E3 z2YWwNF795jWm2O^tv>+rED!I+-@N#slM)ff< zMToGNaT4JbG0y*R<8JT5Vp}?7`1YE7zZdeQFm;NiUa5B$)Md{HRDV*mJ=6CZUls*R zS8sAzD41zyXnU}o#dLfRzl=Nz3-RLG*KK|de{GZY2Ks|<6|AEigg-UF*Df>-BhqSH zIVa>3`M93{;c*w(r}=%Eh^bNKpM3o-Oi`U#qI?9cK>7!bfiimrOAz=rjqpDG(X6I> zbRLMeJUl49r95v#uFB-l;#@+hJ|hHZK|w~4hg+ugpTRbY0x&T@?iijxrD#$LqNKM5 zCaxTn1|jKTsE)a^w)USoFGlU^kU(DxAi1eN0M@#`xiMCCNDTs&swVfV>d=ZAPM{fZ zni&hC0np4#{KRI{_k$r-w)g3GwkR2%px(1&Jh+gn*&Q|(2KctW&ng;ALy}IaXSxXf zJ+xWu+lJ1mDLCgxwlB&qF^jH)H5~5c$In;NNu`0NsgdQ5Qv%YxER70uCH2vpVln|( zpEqxBJBDu?13TzUzE?#-so+-~BN;Ne2%zUL^A0h{l`rcg2AcBXU2ZGvdQX_QI~KM( zzt7?LxnzW%X2|W6U$x{5Xb0A}0kWjG+kK8h-q|4Uk7WdW0UCPEOHm6&cUa z5Tln4cvTQ?GoP#V-}qVR3;bnfxa*oZf3|1aqIKoI@se{6&Uhf0BT}R$@YU&9ZASI; z&5csTG|netZ~zm%MmeNH51Y!+_7*e06hd^Z;Jwx|a<2vTBol&+M}xt=uh_Wln6;LJa-hVGE8^RmT#ycb4uq=rKNzHxEAfgScg$wG%&i zocaekd;8S%`?59hLx+MIo#>a%0%wlUE&iJ957}WhQ>AVfpbRg4j&bdg-#Vi^qt#t) z3?y0tV>frjh=94XPH2eVz(Cln^dHqrY7F$3Di1#NQyUx1*G)7EWNtrk{%W`_hl3_k1W`_>@k-2LYng8Dk)lzj(EPXa1GT|Dkil7b|%HmYQ6KRt3s z+*16QF{JeUxX5m2b@897nUB`tx<6DB#pPjD={UhBN@%Mth6Nt{NAY{4e)iTa@dfuK zYUl%|-c#U6TY`N;7t?zWft?Pet1D@grYmO26Sv~{RBo%>5M=uK;_MqY{2S`ZL|N`s zx!~kcSBIYD6M2fC^-om1%+_THUoxED%COu$fhL^88O1tm?_^Rz0KRR^cZ0Ch$V5=a zDquFGK4^_+f^|-GFPWdG&;0q7?C@{~-4?`kn4yG8{_7Ok|6-VLclD0XxhX}~tI=Aa z`md(9Ez^CER^Y73&=RcUZiRPM^vrp@)w731lPY{7K^J=Fbkfw?;hJ*zLSw)s>W^J! zwAnt#wd_kKl)nasO8Z}wZ*li zJ_3KQMQ=%tRwOw3sseaHOFeR7#L}{jn2wMsDWzEra+MM&21smn?Ap9|ddBHE%@Q|<*XOTz2SPl4!_CNT#{}5iq-#)O^6+rQD{oc) zu2L2HP(h?^b6f4Wt-SoWsNsXYw=0kc8)DNi`n;d0xu|aW9DYFov(Y9={budEAGZpQ zG^E#mm6lVl{CNw!B4XoN_%Ah!K{irI>I}ub?)M)B=o;J%2NhALeObEs^7FHQ_j0Tm zw_1=ND`rE4lkb`6GO^}ZYGm1NXVJE>|LUl`{4CC4%bw&R1j-M{LTC650Ewxh%4&AD z$|XVJoMwoTHrtgiDmyJ>WGUkP)2A_JjSUw{Rivr4U`+D|>TReT$&8o;^zP`kG7L#n zo84rQ@r*lsATS@c9X%a!5bGzv&AEDKf$emL)XW*(gWVi3&GkD}p6`URw-~SLHtu6H z%0%5G5AAt*KN zJHC95ze1EC0$6tuE26Hqoqthwyh-Zc`mf3X`s*v1TETwkz>B%$DpE*bnjhprQQmIC zX#D&4XA zCaNo_QmcO~WBxfY5d)2rAYUQ5)lLe&Wi!w}v7F>NtCMDG4x1?KEF>R9Uv5Avb`%|Z zjj&?}e4H;$unB?TBOe)AiHjFnz*`TDAW8fpX*b5{DBN0l7QXR8{yb;-{HAIH>j`vM zjqoPe9Y0ULHE861o`sP6Ej_tAf2qrOD(P@?CB*fpWqH=&q4A((m451?AGt|-xP;IA zeOWwXj}2#5hYf$z=*G~5`=}K8!TjF$&6KtlA`T-}w55$zdh_=@;OYzi&+WuS=pCBN za6$BC5G@xHYaxxT^a;t(^${&B=k7jDh2Ng2@r*i$2QOa5@V5ZzH)5hf?s=d$f=KjS zb8?QQrOMMKcX>nWlX|ZjW{J}Gbf7L@zHcZOU0oh8KgS%`Tk~RF{&k{!V<&=*^>!oZ zJH4fI*tT2Ci%^)ZAwChr%4z#nfZ;A#L95)4U;vifSmv>XvU;sfo)Mz9bJ z$HPjrM4}Wn@_Am-cAK%jz5T4v1?yAnYE2cF?b0-F-y`}{;gEY>f0!ilSOIM=8Ecg# zYG`1xqa<>vMryuc0reU`+%^Zi3bABP7_EUdyGd(EP#1#~AM%$_mXybQ2Z7`COJVmr zf3g5^VAXS>cCx+mlAR1QzuquG7yOaS5h^Ya|AQsL%A@_cz-T!szUxSQtFC=eP!c37DT)-bVYWhP5iR7O^{fn{)?z1vD=HhQ6Z5g zu2RwBg|ixR&&(ITDY5wE!og|;es3oQ7eI)?N{x#~4wySDiRMs_|3!b(fZ3E`+h-w| z`I;t;s-3wHn}c6!$GWjPG9A zF=BqRQ6|svs=LK;KKC&w*_A`*WuMtj9H?e_A%q>PKiB-K(Xu&m`=ng}c zaB*3H%4wHGtc{Rqita_>3V1=plYJcg;L-^(+?AkyQYNoaJt~G4QTc8CJG52Y^1vdy zZpZw`CI7~uc|s^+P9*_J~113(ZD9oVAK zCj(6M5Wf#(OPc;iK{7_J+k~C4jW4iOkMEj+&H~c=|D*Vt4o_CH(w3*RthMrru{7rf zwr|}&Ar>NqL5`z5Pq(Jt$}r8ji2r`yBgsOh;DP%pj4X3n-^WBW@;Bc+Dk^`vHzE7* zy<)c$5dfH6V&??qiY_iK4eNmKoEm#@=?ZqVZ_WNN_d*98lD+6dW(Q-;t1VzbO0N;; zqY)RvL=wZ?&WbM3eElUf`c}G6q6q2GB4Hl3*ciPrbR5zj`k@fuHOj8zxc&w7jT|+m zD#9z7<()RQKDR3ai&1omzJ5JnDK72Eyx>NA_Zv9^`XUxq-m!6TuzU)?gTKu0vvY3$XlC zrA9u%G%%v0i&QfTY&14pEG&M)6U~~MuFP}mx!&lPSajsok>Q$RI|7myaF+tl@!}{> z0^{%DTf>;<@!{mR9lDyTU+4PYw|@|5_3R|ncf*;I%t`k6xy88x`ZA}+>sqI4;n#e2 zVj-K%+ZM=(J#byHP>{e`Fd{N38BF22987s(u)IAl)6NS#FivW52v}X-pTPHd?w(_{ z>Dc9a)|}nSqB*U@aB$T5T_8hSC`QH*>q+He=xSjIlKDaq6uPL^eDWG>@E{;u+_cSN ztVI@+#byNpk%t3UMwQiQGDhyqvNZlLWAs+$V65Zy5RE|gk8qJWVy;nQhs}K;QsR?; z58JBSoKJ+Cyl8G}tx#AqDm4);{Cv>yLBrNCcve%pAGtVl>>rpfm?V?7n$5$sU~=>I zpW^7pUCC&jqhZ8(ay_Dkkp(t%cvbAt-(GFOlS+9h;xBRB) zLb~UtSKE!?_hAZZKVrb&Ijw45zi0RVD@E?ZZ9~7FGlt3TGZDSb2y&?$K_T>ZL7&ND zRbLv;KN%UN@#1Yi4FGeqR+eVnD6{pcc0zAK_rahEHGerog7 z|K=>lgU4ap2<9=`LW{kGVp!sSFl9J&R`EScVW;-_QnVGED#+;RvT9ONLZDMjjVAN` zDRlw?xf@r6PU1d*0)v>lyBqf)9x%SiZi~L6)N6UIKW0udt{w*S87iX=%D>14K!6r# zyK*x#Sc&H2s)=lK_RFu!0s2k#RIPXKUxUz%Zn|d&tIkz@Wk6I-sp&&D8fTwZt};f+ zWzoYyE=v*<0Z5%X$0$ZBZA;qQjHf@Ywkv||k=LN4r^J%tU{eBv2UW_j#P`*Rw&ume zV~swNhS_DUs-Vh5lYhscSl@$=lS}sI`db=dTaRXr`P&GW>1{k(_*9HsMy}1z_+zYm zDsFlBo5!91C>kWgw{1e4EuV#$@+yq#9V-C4vZ;7?T#!%~ z&PBTvSN097TPNMC!k&ZdZ?T##Ng1p1c0@*g)lX)UM5To~XCvvHLyw97t6}~X^}i2L zXKXS+RF{7H#f#}8$a6VS2||u<7SlKo$cB$sTQ&^;kK&2!3FDtmWF(jEal9u`@O(hs zO@-ba#m7asYf6ksL#;`Ct5~+gy~NP1)N-1aN5z5c5MojYbR*==>MD}T1x?NXU{Jsz ztlLfd9|gyg*dSstAZ;R5;I*VD3V0hJpU=9Io<64C=$N6A-1hu&F%-6L9zN1 z@z7)UBeKcNcEx4M3Mxu0wB4bw;PRN323z3v6n&X!6OK{a3>Kf}=Ur(5rE4}+Dn2=? zT3!`6U_MdA;{gn4P-pV(fndb5#uQbBw}-Y!=aWuy@+ml~h1K;$+wJ&=Z^FH&`T8%l zu0c9Ll|yak)IBgi@#EHtraC)ZjSiTw)eTRAHAD35XC(E0JZ2?EFxwX!{LS87cV{|p zGkog3zHY6LEF&3WB|az;gY>3Vxu+C_mk;_4|C}?OM{h%|Q*8u{l1ZHpIApgJfe=lf zWsd)4+Ba2P{@poHxEOu@7y`{k{g6@c1=MUTQNFw1NEBHGoZ$nHS&k@&rxy z9b5&D0s{u=a0B8+8u{E{F+PN6r=F=hE&2rSD*AeSpTJvF)*E+t@G&S5G7V+6;SRl~ z<$SLw#Zy)X?0ZZSSx3?kB@76DC43Pc&s?Phf_&8L-wE&%vCY6p4mj2gh#sDlJE3y< z_FE-jV^N);ixrv+MPh1n7pC|yXyVAVmjsSccqG+rnh9}+LRbM2@Pk9Zz(-fUfB3Fh zkj^pCz7A)_4@cH;H=}OfX`J9Pjk2ZFN{Xi94xfy|wv?dZ>}~ke$Yq^o^>xLYw%#Pe z`eR;tc$k(#wk4-%tMk1}Cpfb)y|Byf1$0HFHII+7t~u`M0PH~bA!v!dhVl0UR4Q4? zYD+PzyHQ+*P5XLlp5(GJ^xdM!V>A!jtGTjx5}!uENk$nFsb7)!yn0f+Y*)yAY`$xq zWsM>LBuU+HjdCeh{+9S84KoM#D+)=)cOpncLlASyTN7^{>(}G%C4M273=1X}zFQXx zVs6opgy@xHjk^aF3M%v=St}^S96dRe^`sg!XXEuH?+ZJ?D51NC8RlT#J;vK94(<&m zKA=VF+8`qM7M`N**O)F(S6)5d2r)-r|~sh>*U?qyBfa z?|ueNhhWq8Re5Fun3mBp|n9OR~RTlJ) zu((iX$nJE4QXpPm(bGj|-6}h3c1^9RtylN*=MNng>|y6sb?6ScNnjJB{?qml*>QSE zA;IihnMff?&7o2~)-E{sK03hfajD40jt6>g7Q``*x-p6ls@@+>FX%*lKHu-=E-CcU z=0_+=D)-&nPT8UW>8vUnVp{b(6fc(}WPNG9-_Bcl3jdD%s1k|FgR>F8f+E-thdtRY zEc5wZtA{6Fl!|mKhn6qGO1e(rcbj9MO-pw@p+|DK#OeOrr6_Obhz=k-x!zK?@sTf0!13{6SmD+ za>Nvr5$FxRpbzc*0!u|3^@~g7nA=8E&7b(#%B7zMd*j9$x7+T+eyr3-i>vYxqdke* zGG-rfkC;v(bM40c)x&1U$+?*SDCQyzM@USdh`pNqS{J#fHOt|2&C$Y+eO@)g?diET zpe2JF=dpKcG5Pw?qkP#1Nj~KOz3gZy&3T+u>D$%+L z;YdZzAI{i8KCQ}TrqakS+UtE>D@@Hl`*^iHlBZz)t7a{Ao^-*cm2`XP4erwxeDi)Z_g^D#w=iR$f^vQLSLGH@o$E*j*>$Q8~MS6TC zl=H(ZRni)FI^zhd1wXqrnHg^k>G`QP6)<6{TSOfYWB#X!i)Q~#5cj*_f@8Vk7+1DK zaqBC|`p*=|@WqE&jBPB$VQf!s+awq59j&YoVGKO#a&=eapTwuE%C#YaE0~4XAY{EF za?dbxXmR)@HS5u4tg;vW0;8JD8~ypv(9hC&D&_)hNABG|mNi1{hWw@T-Sgf^yVPQ3 zIm=T24n%A~I-m?<&x*Lx{5G`Ld-OR46UXBhuiF!sSKpAU_E)k##b41I2q zf`ITISD`*2xI?Xop9wEt>)B|I)lA#{P=IwfUNJjWDAz@2idPeTUuQDo`wLsYyw$P- ziK$)cIno%$X>g%3bGJwNY#8r#IT-iYXXFH?e)fgZkmSb22m51M?Vk*t`U}d8DFs%0 zLm$HG%_m!oi~Gu5hEtL24z7E$~WBpW9c@YIqlLBNCaC|g`lOhiRu9i5N7jhAMC9n4LD_dH>2R$Wv zf3aFipT7RfM(qT8Z_I3O6@+Id`W3mOJU3d*cCTKkp^y91yMwdR7muieMH{ZSyCdIA zrA|%=8OqNbxpR&GO^C<*F7e0PYcO;ob>>HFEMxSPZI*fv+AP7jMA%7bbL6Ix<3UWJ zUD!g_6Oj$O=+7_Qk{^0MC;_R{@d^C9RVF{cPQ2?lA>huS!Zsh6=kX>qeOKsmDGjAY zgyP@tbdAUPcikA-F6qzaa3;(I3bF12e?GQ3J!em>J`ZqZD^Nrry4!ZO=LZcZn{g^i z7eSd+6dE+SAE+r9)oj>A9=*!hGBEY@J}AG7wJ>wVJUaEOX+L9eFZ)>?Cgz@CA1%qs zq{;eZ_qqj5WSL-jWuAlhU`OHkcvfG1TtUXvgH`LlxX~x5^cLOKAIMwFA@P4@{0yWH z5?k`#aYh{QmTcPpuv$dMVA{C5y{PWx=Rvx~(b=$YY)TwM;=3m47D(g^mtlaWG@NVk z>}(2d+Guy0K0DY!Q%YUEGTO7dWBu%C1Xm1ftn=9G6n<`Mx~zJf83<_c5ESJL#KWPKfQ}8h-Kt%|Wnd7xDG%fEnR-5~d z`|%$X^9PtC>*sD=$-mkCO;)5s>i833Ux}iPrjY)wxNC!dLw)>D%Xo#L5ih1iW%V=} z6@gHj$D9;HPwYsoB3md%@?fBq-*ym|J1u|G!=9T|*YRvf@yar2ll2f8=c9|F-C^hB zZl?TO^DaL^lllwn1hsJRlE44(Y`VWtXG~`qj~>M4tdJ`i3br>gR5HsP84B!#2d{Vh zzjXNMGxd|!gFJk4MiPCKm$a0|S~2UN?QsEQJ}d$O&_TC|@Xo$5U+!=6moo`NBa9)f zR3XJ;HX&N3R7%Z=@7mAB4=O!ghNc8UI$kevz3TH0#nH@s!qC>b|6Nl2*W-yG+3^;9 zbgOwd?^aQ+z$r$ACwpUtiaaH{^d24B=+%80Zg%ydQ?Mc{sEFVst_SntHN$?*L$w^~ zaT5t8+-Zo7$CL%ODkbPPIdx3K{rGvUO3g|2>yS@&m6r<=P?uv@FIA9SneoGHy?nuG zd55vz80^|G6d;K`Z|r2UOpxvtRV| zTg6Ma+FPxH)k(1xym-0ZwiU>Ogh)9g9D-VL27_p|m0BUdQ^YHz}hfI02>QiE-8st<)AE#{;k*_paj5cViLRvIT1` zVL}rD*j3ZR;l$2PZy2OYUh!GGFSn20<<|UO*0y!~u0Fw^%-oJx{WF)>TnnWuwv5e6 z+a*L=lCQ*NJ!z}OLAgi*m$krQjGLDooJyCMqZVT%FcKLpaF~S-bKtsPvirY{4%Vxt z5mTVP+KtWo^)~$mYHm)|Fx~p32;dzUyYv{bPtM$g1hl5S#&-|Bc*@9_{oU(9ODJ0( z+*4h6QRiJ=8u>fOj+RvOv0Y!B@aD4#P4|6%Cnzrj>>JUP&U93si&?4+!g@vwyeY23 zd3QVteG84>r}3g|!=&;|(JtCqj74O(>joZiTftsBTw!%thr z=n`&JHgAl-f>!kx6byD`4I{Hra#RHikn3S^LItNYkBbi`ItZItDAA( zqi+B6sd|4_f6*1|{iu6TX4u=|o;uR7I|t&3@!3i}W+I4dRpvru(Xh+!R!!T^X{c)Q zx=|5q$y!Ef$Ef<0E%vj9hcg#nL0RAW_NXT%r}x26Qs~c8oTDKg8uk&y;X>;bxO!?~ zlDc31M&*OaCU4a{>au{g#`56jgmvIL?e3zBU+r*WaK~kY*4&FBf7gqveC_wrt6RNm z`8g{OU;1Q5!nUdq0STnNA*AmiT4Cq^%dGi#6!JLuO#A2!v`J+l3}+Km^bg9Z`p{CI zB$(QXS^oTrXU^>T^}{YD?RQU@j(8qydD$=r5%yP5f0~_Z+CN)7pRB##8`O7GcyKZE zE%zEp0hOu@Auwa>dn}{!Cd-jCBc4tIs(LL>N;qm!YIsBWo4>~k#}CJyEp7^iK#GFj z6Q%Jk{noUYjM%`86(Jw|kstXem5vr{GfOJjU}Oj6s3HQ7u6TCPWm-P)WQbz#Kd9X6 z+;BS@R=08FtxJA;z4e>B=22Gi2z>hnu#`pqAYhxGjfxp+49Av}ijvmMP!PUo7DDq3 z<>frH!E11f%sY{@--EW;uP}L_dsJ=hy=xNAKxk%ZzB&S#z z@LbSX0wyhUfhdm||38B17Zk#{k2lv) ze7$e3k(oyTRw1HC7wp16r}KQuL*2&LVt~ZV8@puzz8sVZEQ%cZt~?` z`4RHu+siTUy z8E2=lxV_BtJiYw+`R>lf@8B=-T{-E-sV8tE@)72^Ok#U;4X)wBvi!_WRv(kBdt0v{ zzlY6o#}zZ9>*(x#rtnqn^175VyF*rueu1_l@+@%NtV`>%ie3&(XY#oHEh^r8qPZhGDf1zW?>H9*j1j( z)K{_Y0+$;c`BODzu9{Z?yQIBtNUJRGZTH`ywd=7T!NP}UGQi3T&Mmk@=4o#WQ^mJb zIcr^>guf%vn^zDAnGv)?-ZvqG(sua`-G} z&}iQL_4QrgV_vMoS>*w8AJsDd^qzXHzbANd{dUsvl;l^+( z)>J_^F`xh>0j<6F=giYR{*mI zLTtPXmfi*M{Ng?m*tRN-VmW>3&a$oeF|@2E@zN5hFMfGcbf2L+oG-# zlcC9LsnHbVjB)Fhc~(R{PErGOed*PG8uBO`TP7_rN^+EBLN)r!)zJ2>U4Q&cUylI~ zb3aaj^?)kxw)VXgg_g9`DBIl?fAnGbYpmSuF0bu>^a1fN6W1+yYu}BQH%@&80?(xX zv^^qRkBAJ#7?UhastB)jaym!^&yvnDspcy$^4`VutRAE*Y>w@zci~w24aX72e~hTca|zDj%At?wfS(@YgT)b>R5P$PGeBf`LSi3E^Hw_Vx&q4cW! z?)scg2Gj^&aP#CYB#$6}Rm-qX`L<##0{zORB(F|cmoztHGXHwMZ~4BS*cXxu1nmyzT3V1Eit$r(4gTHd zPdLrB(x~4)_hu}i>)ROevn_toE#ox_7ea-Br)cPq~Wz*xJpoO zottqS;O^S1aG5ME7nRqqM*N9{3&Mn-?~c$L^}U#ii@p8(ecF*nGHLuXK)ZO)9T9*f zZnNq@4mi7V)(xJo6Eo&45}L5MGv?H$jE_Th?bFH6xuL|ubvZ5uZ(eL^onqYfcq?2t zTI~mG=39gYxr2Kb(-?KI?GB+aRWPkCZxV=Lg%II2vKQ@Y31DCLK@V%Ba(i9w27W&W zVL_iPb*Bo(1VGJArVSOU-!`6yt_W=KOKWBbm<{`;_oo&~NgUEDW zUV7`ulhOxoW|m%L!MrR+8!iTVQDZ{fAQ|UeAJ%aq6q?m(vDj8kvA9-0l#v&U-wOE# z5iETq+)=S@HF&?#tWL3vL53Japfto^1JL~2pj&sRNWiAGgUyO_#irA_kFtVw?>q!p zSBNE79$rD5N1p)=lH(F2_Z9y!8R!`YN$TO`5&Q7pZb=WZ)+vo4_H3cKCe%$>KiYC! zl%(yLRr$~B<7$gEs(-ZN*z_8lFS%>A;BGPucxQJZ9hu)&*8WGqvfaiy>Zz<=qB>y7 zVdD?p3z_8Gg|ASzUGF|TD;9(iv_z}*cz4~CJ0;jCDZ zq2PjX)54sx89bEpA9N0Ww;=((<~Z=er-RV_-skM*+oeT)i|DqYSe83E$dshUjNj7$ zgFa1)p8Nj{dVa|UYR;9cVGZ~p#!t!PF5j0sQ?tjz$ucj0V9OyVw#1hqvNr(Q93B^v zfKPr(ywEt+4n0zz?pbDC0L_MCRFzz4zz3`$Kky}Ftwn&Nu9hc9rnHov&p9pL(sYte>SOoTor4@7{dWB|oM z&!hdw6*AITK0{(UQZ=e42>pAs-O;g}9O(byNh;=~jC0F$4emAlby@W;x?E(E%;UXc zZ528V2q+?{Z0&x5k39(q#DWXSU1$v3*T+2rK_8`dszFojn&NwOg%D-P2J|;~lvvyS z?crN}Z_+~P5$)<00k5Hpb$nYq8mgo&bsh(G zrbev<1#FmBN*cv~jsJVL+|edGMdCfly5@?j+hD3&g6{Vya2&7ZJ2{WERR%HDS+(r< zz<@b#$MjeAifbsxf~bG#NFT@LV8`Xw8ub~aWnf6_(ig&<3trUb&UlX+=${AH2FXUH z7=qaugon}H_eZ*)hi&ma2)Tin4RJE`z-D}i~{(qpCooi@CT9x;Bt6j z(Au5X9}~(&hcf|%XkGB4^WTBl;9^85Rw&xNruC}YqwW6QYTFO%zwf=`>tvl@4z`SD zyxE=aH04fJIC|!-#JE_%aWAw*-{nli0^iy?-fY>Pz%LiP&Y^@URic`>UYD^!>tO!mjti|46AmLqJga`uslG%iyNGZM^F?Xx1C68sVLf>VPtLUgN@5 z_6?#>l(mm@a*3gtB5<;G^%>~vey zG)*3S`f5O7vQ?}|lPjL(XKVQx^pKNs!qnC3i=^wOq`4+Fb!<_5$J6nkEZv*^K9h>E z`49BY-YiBBPUK&xqpvx*I8yT=+Q#uhouJQirwAkRdTwijkE)%sUy_?o59|cnX6Vkp ztTVA^9~pHw+Vo)-)$#tfoAnT!&nUiA2?se<&{b#1b?7_bIAkFVVpD$oQO z+W6yFF~6D#LWW<5wVf~s3c9L+Q_VmIr72L1kF_OcIY!*aG}&mcFLm=1DUT_E$aP3a z^JA!myo}MwuT!lSz`EI(<_Z%w@-N-s@gxAK{sq$l!PlOG_(v_@$LgEoMFxVRav6DE<|kHDct>|i0Fmq`=Kfma#fJOJEi0L7qp4PWY?sRS-_-TX4t~ypTUnKE(ADO2e#%Qh+zIV1W=UYBb|%y zx>3Vv4?T-E@vMpEu1kD)zKn~G<_Y)cduWAis2D7!hwm;S^QVWnE=SHqg1B7qrN}ns z^GB3OdjUQ_LyCO@3rMb0O*r1ufh(wci63aGxY)-c`d&-Zy)| z2VRzGKjkp1!6NPI#(qx0x%!)YJ|A1UmVP_@kZ@%tuo5LZwp&ZPlX1a7eEb&Nq2*Hj z{ya0$SCISr)W)4_#R_Xa*kZN&zX+moLnhvhANG%nW4W>)bZ8e;E+X-r&mb!5-g+}eA62p5t2>V8^aKVNt9L`5KGB^6h?`t_L zi57li+@CCMm1|=i!eR@{-yqCAZU#M=ZM8VKZf-AS(@&1j{pAuEGLh(f9(f=xsDJ;l zi9bKtq^~W(D{sfkN+jghHO~|iU~C4{ST?6t|E{+R|6&Gd3+5rh&(}}q`KuASa%Lr$PufepQO88=0PlU@OXMSd)leh}s2&*bdKCcVJf zCv}}C%Z5QRcY*-5Ac8RYs0a^cizzv)f6=Nhyjk0Tp2$gH&cw~NQfuH(QZYmwX9D@; zML@MApWC-%g%yT=N$Pwz_uZU!a1Yk*aid{`7{CL)wX%-tvNJW0NPGoZ0$4)21>M^V ziG$jLbte_AlWS3QhTf)_;bDMmns&J@#C;p>uBfTJKQuNkN*mOBRJ6i{C#2!YgU9yjd|d`@3Z~ z*FL)!++9`pi-GR|t!JSa$Iq)ty!u8l!I7ap1vx?A4@LBESaYiv>4bUSSjfG|9jj?k zAut-^e}v@stoK182@OSP*1BFVvi0C(fDxf)#E_l{oITDq=D!lLyNV_ILt+>$x|bMp6iW zIY}0n+4{a^$TD2-jInq^#d7I2jz>WeRl>9PXQZ@DmJ6HeR~alo(AZf#hS8gliQ_ zKrS%jlbqzEaEa&|t)Oo#RNn`~)Mwa?`@N1)S;`t%+T|!45qAp(TC3&uRMt{;A!PCs zbg*wZw^jy1 zVM@M^Hp&O9be)vA^{yk{{k^jGym*%eVPDZY1y2T&2|+VFzb#E@;FduJJI_ynbViSk zru|QIh{R&psOPbtv1D9J;@yj}#KhRs?)Pm1z^p~D`S@5#DM>n^LF3fGVPraD&eFxm zMZ`hMDRXxCd%ssW`l)L2Aj0g$lx(rx{hxD_;t|_P?>GYo^3|`1yTqfnvtqsv%5c{= zi>%kYQ1!?VIi&1X1tGiK?PX4$*7iV~tg<_8Y;)R!#G<;PBs57IfV$IUDBD4iD1 zxhHu;I}VTO6i6DuWNSpgJ>e?j=D^%`e$1I&(U4i$_Za|3!2p$1|541AtiEX-$}7F| zQOz?j=G3w32j`pP4$Smu62s(0t8;*3@l1Ds%eG4Xf)1hS;Hwt@#~Zt9#?WuzTK`U1 z?J$+vs)`ErypJ#KeQF6e;_xLt;GEee`{GvcYd>Yq0Fp{l&tq8>)j1hxZZ`0La@7 zIk4O8I$IP+p8P#NxP=N-)D8@VMxC*}`Do@+o-VgdhVpwxF0pvtAf~t~BweP2E?Z{K za}z^XgpmCWk6dxc7#mhTA$;lAd5QBk5&PL_Q_6iIEI2t>c}NZY0)kt3oCZLawiEdT zEls$8Z0_#n+6z}^-6>R6@);Ts0gqTqxu>dqGpN8UThnmf zFF5(i-KZwF^x#qX6~Ov(WFnB=d41$qPjk##+TeRfXe+bBOng@mQ>=;JWW-AQ?Y`Cj zC?ZbgYJ2C)VL{}3b1hmx@8WvAk>b(HrHJn_{cIzm5;7#O-oT&%Gfznq)OQS!4# zKg>O{$Z17)LiC@g)~a`XU;dy>u>p>R-}yMS#dt<-&g2UVx$>&_#mV4{ou^8bSq0O~*^U8%DO)@*8w(5met$2Y#>M0FT=N$Ep^dxMi@8%7 z6$>*3tyO==I(5R~pSj>_qCQ45HDLAT-W6?9cGd75+x_I8$2@P;$R^-Oequz?HmwBU zvT$CpW>SAUpmn)0PrXR*eP?*uJ}jEp-1Q$tE&EAG+Ndh?wv^LUWmd}igiO213wM3u z4PbY#fgNUsRc$R16Ac^MlG`^+zEY3Ew@B9mZnvv17O=aswgWvdHg}2h09TmqZAKEQ z;;JjTyK!RlRvb-{D020${?ApFk~J_}@H4`47cdnOGiD&+MT&@d~^-T1Q_&SV<)=~yAjVRxIT}OD&cVOjVtJ+E+PP)1V`L>Y<#_TWN z)^l&-{HfQk1#PDLuzFifc=(EmD_x2&Ur1|Te88iGUNWg|rhE4YM|zhz53qiv=j-TY zOECqv`u9BYLKg6SJ7V1$M;fQP(~HEk(sSd^*C$e!^l#60o(g{Pb#J{IzGI5UsHfp3@voF_g+Sf+3?Kip%kR0%Sj zjOg5HZb-Et#sEwlHuls^=3OI(!!ix0*>$(zT zlfVZ$93`*5+w?O4^&O7XIc4v>P|{D@vy-N^d`JC4$T$pVjfx1?_~k6G?TMf7Owbm1 z)P0%l#rJeiVaV(?wyhXYjdC%A_S|uSdwNh@Mc&q7$luisn(%cFaQ=(j$J*Z25lpcK z5pzO)fz*G1EARY@jlNg;0%J=`uYJ8S`NBb9%XPjc>$>@@W=z41rCH$-_m88VAb*_o z(JghFPoG&?d}t`hCVt}dK2Ot)YLN_e?xxV2iPRAgq$1Wx>eL`|`oJ)2s@}bZS6H=z z8i3|MwUa;Tnd!HPJQaUj#shKaD6+}RY8lRNqt*u+RpbA_@qu5M8;I9mRNwZwH@K=PCSkK@V_^276DgLMfg=fbL7mX254$5 zQe@waQB%}|Gv0>gSHH(fW@pw%e2VnST5@mqlpRw{XhT@0vtI{~hagReFM>0kZuD_} z(&JnC5kI1arX7J4!D2AzuogSdlTc+oaN+5S~2ka}!1VHuIgLDHjh$cy|J3M`Uz z&YkEWVaOJjpe9f*{?J5nDy7cx59l`778#Lw2cbJmVWWo`Sh$_=deCWb>s3ZC7|0BU zY_LZL3lJDFrp*C%g_;CyJ85;nDfD2(`}FskS}NgJpriE;(C_WHTU6c@!d9)5ij2h; z8b$u>M9)hYl`dG$><&s9{^=3xA%rjv$r9LNuoSsnw*r{sQ~efr&H+aKv#U)gIx^hC zx4o|C&V&FUPl0}VZST5{wB03%R8%xvSm)XE&#L;sG(h`8`WKrAC^lUcWA!h&UyE0- zL`e0jW{6CBWyoK2>2VsB@wqUr8MZr*Hyy?N%|LpI-g>%KZ)&6#?&2U~YOKHp@Boj*SZ$d0D76zvhd7p`0WqrG7s^i zk}Z_znv)|CPxSB>PI#cd0^HxOC3ZZhg+1-a0AuAp|L7y6eq0#zuwSXP3K(JKbx3>k z^k|s(CTa*>?~MJ*p%z-rCt&$g&Cei%f@e)WB2eOxBM7R^rw>uPcQ;#CyPqoO^C{d6Q1I8(`d|R?* zqN``8i?HGU2C6ai$S|AOZpW@ z4weY#B3KGvcl2cL!S{Du?01$2iDD-=BM=vRW0>2AtP<@CQ8c{^`l_@*r!f1Geht;g!44 z^V5o!hH01hK&x#Us`r;yoKDUc_1RU?+Mdt9Fd*VZG|f$ zce3sd*(8dD;%o2R!i|h3{5|H27X?f{YQ;`tS^bbabJyZ{dhBk3R;zKM(tE5HhiFbt zA)Wx0itdN$=?KANj`O#wYCoP!+!Af!Y5DKMKRP-Z&8Lfc&+=i?4`(Wu`r$7&!}xXd zq1`6}TwJEyYjFYInd>SSXXrYw`>olF3GF|C= zX5hS(swuX$Yv0KWQJ{{fQ$-|bg69aH24Hc6JO}q9sv2lDW`Rdo2!-P~41wzz+-gw) zM^zJS-cgdN>H6zXX=)z1GubYGxBS=Abemb3NE@S(gh5# zMs1~GpB$@Pow4{l(z%h7WB*ZXiDk-AN4d6>_u}=+KOY05I-yr$?Fr~HQ;DC>z@DHV zAIaaB!y)Em&X}$KWKlUm-eSSiGVTGv_xU^G=^-q1H1)FQtB6O+e1nDl6YraMFUxfk z$5nJC9N+Ft*bM0O4IM4quq+sLyW>Lxy>mYH+7MeUvRO7ysh*^icP714E;(vYb5vny zT__5_h)ek~v!$k1oJ80$_v?=kYEQXyzx+-~Dgf1Y(Iz<7(}fqy=Axx9@3s4(K?x8{ z|Emlr=!5X#;|;h*$XcuYlLNV6W|ylbICB65Nc~xl4l6Qatuk^+9-8~3+8Fu%(4JP9 zjy$m-y1HuBg`c!qSUhN|`^+N!XU&XJiLCq@^I*gVf83-XblM|zuy@1Tj2BC0tj&E< zS(9~Wki{FQTFYlCiZ@Xt9DbkwLwxP-kYp@O z|7K*bLut1A@6hn`w6pvrcwC+fP^d0?;8P^NX9kUMIk)Cr5;e87iw4&&!dPy-sWW&` z3f@vS{%9S03W(r&SWjU1n>Vy{DB(u4Iwz}W;wD4Hq6m9&0XTgl{YS52x-%aG+XX(o z!Z5+?>xpXoUE$R+uf*BNCx^Zl&rJ;5X+$~bjEV9t+3ublUDxC0`s^^hH_bn3| zn9nyZ(>-FvAea$N5d$d8Zun?esCWL>G#2fYo;^q4PNP=wqX#a(EIMy)%0H)DxiClq zE6~2E&qh?;a%PAz+Ml(Hp2}YyM3f*0N%3R-o6|?~$y>EDm&@lGOy(m>rnL%kk4xKM zJ(J<}XIjBaL!xX6GRX?tl?H^FN-Jb>A5q^qrnS*P>@`fw)2YV4rZH+M0Xn%IPA-lGr=e6)ClCuxvfJW9+FWcBIvAg5O%v_Of@ohibbMr|Y#3k%ZZ#x7TuvPg`TX z);k#c-06NBtG(Za6s%6I5afPn$`0?-&eOARxz<-Op}_xW5ygeJ^bjo_f{b#Tf6qOi z&UAcF=P;w9T5$&~cnLw&Bik23lQi3#Qd1{}<<7uI?7fy2RgOjUp(vg6ATwhgXrVpF z&f(U0=}r;V-kpJB$*kq20n(EZ#Md~!Ynl8 zn>`&eCAPL2R)}^+{@4y^5c^ZftCYpRJygTzn4~jl3CqF(R9iAfj<7B_h zBc`GAiyab|j+XB|6#AJ_1aPOdS)~(OsUED*?CsZeK!=XmP)~toI>2{y+EHe(@!;Cw z(YM%#P_-6XE?gf!5hGFd@Wle^;kFVZQJb1XNX>{g1&da(56srtM|&zpi9!n=7zaV# z&<^#}Z;NU$R%2(vv*yM zwef-|%|5ak5NdnRWAgCv<`;DQ8)T6?ahKk_*@Xs~ak68OQ| zOaLQ8v%MicZglFnqwU^<*nYGb(|)Mw&fD`80o8he z3Ej3ziIFS5HFA5{HyPmc+er|k%yeF&zcMC^S#A{hBvs{LqV1fml`*T_)M3*m$j2|Mr@7f`Y`BHc)zQ6I7NfT=hr)Lh2!MQ?AwiGr?fm^Oy)oU|6JnFB zmhTj-@9~6XDBIVe!amO5K{dvD?ayOoh(36eTXD5&L$5$%$_4N z@9D26H!iR;(6M_~ zc$k7yldiu0Y|mT1?LW#H@A-w?e|e8{Zl?!0HTOWV08DjRaswt41+yqHU+ zt(Q}KABR7TP*dzuWY=vG;6s@<>V_kG$~ zYF>7y!8d`MR^7eZ|Kk9zi(%+_!;|GB;;u=uVId8Sg za=X)*oB$j}NG{!Dwlh^5T>g8RKKiW7jBsJ1niD%JjVG(;jCXP@8O?Hq|F@nOY(zx;$t zx|h2;dltd-m1oTacmSC~w&p!p;RIiQ)GD+1kB$}6jO;<`5K-;GTjRcx96dPhY#FQe z7O;~REYWp_9>a3JZl=$cLlFK+TM&lELC`_oh|;G!{b{zeY58Thv&?^M2XI|0tJ-|eJ-ZZ z(YL3+?>?GNr2ny_R@_eQj=%Z!N7CLga4lYg@4CV(#$w8KeciTNc{a}1-3c9U^zs(g zHhM;;n^8st$#AD3`>bg%!G@1?+tym*9w8!cEE!5W(dLv|uoHzGm0teSWCDXTmt|edG z1${U|4_Zht-$P!Kp&qYbxm4Kz(M@;!oOxKPr>Ruhi(Z8dL@erdgcum6;_$}6VlE+r zVAO@I)he&@BvqNyvK#bHJoZ%C3=Z@-bEWMU21gOiyO3;* zI6gNe*4M1cbs)uajyJww`3L*a8C+<^^z;gubHE*s|=OoYNFZQQ`kt((w*MRbH8fU6(Xn0T-n%M+xa zm-ydGFk2rSQ>iS+zUhLcU(FKm3fl0-2#uG)uaecPiCH#>RiK*}TuaR#kkG&VXJ!=V zF=zbS^`Xm*ADkLJh{giUqhyoaxQYcf4}0#DZl3{rBWOo1-WqwmYnOXjL%_VS7C#>T zTbc>@3`XZ4YyS{>j7}qiNv6<`&u8?AUU^S&Gg9&;XzCY#@Vpid9xay0zOrl&ap=Q$ zk&y+}GsqZ$yTi|kDNB*6{NHZ`I5$XSY1;8!fe=u>a(BH~@JoDcb zIRm&e)+d6$(}sB06*aIK0TAQlX4szgtu8?Iub;Fq{^b{B_Bc2tukExfHe#5|8=Jlh z%9WE`)q3WM8j!3zG30;`(iUR&m~kszlKfEJfy4!kuDsWdO=!xkVk@gB0U?ik8uW_b zihn_=1*LKqwPAJlv*grNe?CU&fnN!fU`!#qq-`I{)OR6-oISa~Jd@+akf8FxvNdKH z^QWffWIVXC0wnS1cwMer`;8loVkn=?he)tSvC&Ygd{fY9kx`b0{gn*F@Aq=8F5?ZK z+}5mrT+9OW9zHqeOG~*hlA`|YjcA9V%Lyv%g&DMHfda!cv(9pZrP<)5+nXjMTRdr&HKdLNVD3$k5_Q0C1;#$JG%;OzIIp@{<3)v{tkOqS5-IaOGAwZJ-t{t zkwfdhj#Jj~&AExL2`Y8mMocPeeBvB0tzUcjiEnSYG}z^3;;NF}`8N#jm~4!`%sMIL zXTmNg$IzEfi=hz3b$0&bFf?)6qh{8vs@yuDmZ^A0v5&_ffiY8{e(AI4j%th?KsCRX zKPGWQ79W)b|F1Zs>CN)3>M2WxQqU@%#E%@IA%VP8@NV{ z!R-z)_Q&?!Q2X@0uxsd-Ys#&XuOtC6q(Z|vnrPqqd9Ac-x==>jP0T`1iXg2i5S!0X zraoN=P!X~_55a+7eRvHHO{>Z)75tVn4!mKR3iELWkWb@jPQrUMgJ{M0X-B~`piBVZ zV0vDdTq{ZKu}0vj`#W%jp|#EQ1OSD62~--C(pk`iy{S#@2)!(F|ZV*=yQ(Lv(^&nV&kL3}|h1ttZuWW)G^|7aecQF;{7_uZNX-Q2E zySa6T<~hFrdCU9}6Ci7n2G`n{mAtpnFIFdzbVgW8I&9J{)TfZX8B$eUkGLo!N9ch# zkF{}03u^k`e{?^1HvUdD-(E5dPdipccFF%Z`qsl76MY6U9)|pJ`gF`!$PMYnv=IjB z+a|6LF0&u%@7S3BnU6GFsXj`K4$gXL_Oj(IRAQy3C@QbaF#R@jFr3!FT{-hjqG<`| z@ayy4SnoeUj@3=CT*eRH>f~G(cW4NZ=&& zBd2Ne1pes=da`>OGtpBz+fB}AX} z*227PNs^^E7e0Ja5%F@u#chom31v;0?t6Yb4nY(rlweZD-4saF7Cb$(pe)t-hepF`E)^^&E<2WT# zw{pTBY*0JaBna1EF?g4|wFoOhfqAWzu0gj-oi!%dSuc82`n2I!m@pD+*K9iei%G?W9>D5ONh)Q6`J$jq*b z`*A^43KRY}EIymu5}yRLTU{ki#V#-WIYLbp z*3jtSS|l*wT&{Q~v)PrFlyf|+U0jP*+XK;D*;TrCXv7a&JX(F(6*N!V?e53Z+%-n{ zzJW>V4Pwm>VP$F_OF48+JJ8Ml!#)LpAe`X+Kp?hXezV~{}>T{=` zG1pxS*K9Nms_OJy^ok#Ad7DN)7aIKbLOF}sbuzs(&A2~&fNdA`9Z4+i=^R08cgimB zq5R@XErw1v@6@vD zUVrJmQ+uSkb9g@|wpE$6R;~=GJtoI5hHEZuPtJA3qoe2=hxb!*GkYG~S2)sI7RZRk zj}JDPE%gka%477NYmVQ8oo#5UfNd9d1E}oQISQ?YF`v`-uWY-es}xR1|L}<|q_S=! z8)l1e6QRDR zRxI~s+JBuJ9osVay1vNF=g~R(VXILNi?g;wFw3a#48KW7iTi@RUu-;+LIEw1aY&l8 zFc~5@1KOd93%9krb9e_?&%7W%(uCWP|II=L=C6_z=beAdPh3SxNptt_yN}`bqs6o1 z_NofKWS{po9Vjl}#h@Pa6&j{RkAo7<^1M=Pp_#_T5iwydAwiFd$Bxonxl2lYAqyHo zMT6M^m!2$7S5&)NskecDAzYu?9Y%Bqvu+ZNB_mE7BHA+Tx*!Dos+1s=JJCwYloWrd zKz^|T;x>U^gYaTxw~Ev3Zp3NWL_W>PdMwFmR9n$vJ0U0LGVpuL)^*i*b$7W(P|YFK z+j7QIHdaYmULKhnK;;@`Mi*-3-_Jm)Jb>BU#|@s-??OOt75bk_+kW_99kwjVIyLEh zV{!xdM&UFXKjj!rTY>*<1ZmtN89_SU?+RcFS?%6sAadL9xsj2@;x zUwG|8B*{TF>96ank{_7dr@3F0&i%_y7r`Cq+AS%fN~Z#Y^Zm1TdqTe*e1>HxEmXdv zP3v3&Bd)ouG?eIfTP+R^ODJY}$%a=DH_FJgx&rQVVSr>i{1ABr`9I9jr z1x#bF-DIrWg>WpZPGo*czH2$a%KI?9v_t4mkYNPbL!!jhwisDufxktINg?ewt!How zBkue5%{6`vwU8!kJEk4nQ@*L3zPWD9F&vU$u%P1c7gb8L+n(oz`PMeP%TqA?gM6wc zwtmQ$mi17E_CW+a$L-0quU5o~Lz)c<))Dj5KW|uR)+*oIs^ju?Pddnt>d{{21goT9 zbXs8FpmGw!7$bL|`9v-^J?V981r66B*;>0g{3i@~G}ixP>Nqk^Z7Gmi7^7-9%`+wApT7dYg+}lYY9r2QOR6ZGqdj!UqT1+S1nb0PNIJ5TBasN zBGvrkQMnwa3fk@`H3zrC_1s?$l@C|l7I80VmT3d&khHiv4605x{D+a%Ubz(#8$6>8 z8odY?{h?OHS1s)3r?2Zqt2r?lEA@*(EKjUViq2sk{N3#ps)Nb}T|OUBtrc#*5E;+H zkKY}Tw$@LJpR#PT#Z>{5Yk0Zx`7SAE{C%`T^F%JRf{3qQLG3Lt)fRuV%-oHvxo$Gd z@;NE;7q4crwAE$_5*}^BZ-k-QXDOLT4a0ru9koX$vXT*;80qosp`**XH9lg1V^1_+ zIclL{TjKY)1dK61 zcfL`|?EYOvi57u3WwUgQHY!;kn?%Q~z&;1=dYbmuL#IFc3;tfJat!{)q1d{b8Gp-u z9^*%hAeguwQbKWN*Q6Q)y$wL)+B?`e$ao3#VBMk_KQwx*gzo{Z)^g~-BkJcqADR@}aF#yThDXw-)i}?xl5E+lD|qGUg#rhH{#N71 z)=}&oRe|Nn8fO_HgO|^=%7TMU);}DTs&||gBJS=~yeF@dRuGrVy1Iah_|wpm#Q(Bg z3kWL~l6ERJ%63hAL6|XHJfR7-2ye-7s;c-$H>VCh3*v-1EsL?xZ+y10ydAiH^_q0T zEHiZy{aLQh{1A*yHygWu_|TLb-E>LdV|A1MG7Ue;i5Vw}eyYHW0o{KBiO)nHUc}L@e*?+Q@ro|6+ zHY8v{4GceIrY$H%!mn@M-_7>~vgPq#qLrs6#edHPvOug_tbyLspcOw_`4x=K6#+YK@t<+- z7N8z6YrjNQwrmA+>_Ut-sbcu!xJF{AnQz5Sy2tKC-)&z6EP~Cv78~O@TVD`;T0}f9 zt$40!mvQ>)Z#Q}<0dsQU2q>;BcOthuFwI$_zv~@!M;^GvoO+7>+-{F2>lKS0^J91e z1s=XiSW*m?jy77&XP#s6Cw?LHceQ^;N2qeWIkL7CgEUG_7-*3ugCDZ_7daS z!*=VpF~}q>`+ZtzChQI$oM%kJujh~I+K14htk4kxx=2-@(AXxqxaoG3FM$XEB(1u& z7-?PsPNHKv2DAQ?#hdY~s279$I&ej+FLOS27n0BcRHsnxEZqE}!hrDndC+TuGupqq z0wD3|?}SA*$F(FYApjXRpvn< zMh#!hH;vpXQz&+!pXv6*W_|k}N&x?gFUGuiE04yA?hiVf9? zK-K!!;kQ{SBakA%b%ZN~j+lgs9$XPf!cBlK zx|4%(yvXYJQMVTu0aCU@5yT+y`s&)3C6+J&`HvRc#tJ-ct=%!A?%^*Y1VhIR&pP1w zDRxrd=GemvCFfrObz@`-YzRqWHphAMJvpG~vd9Sdead(APhtY0VatuTn1Q82%2W?WSwPZNlZO^LOnY}RtF-w zAk%H_C{AB7$mLBF&?JwjCd%cbl0tQF%;2L-dYbv!%USuq0Kzl+C&8akc9^!zGMW5I zqz;)Al-QN%jBkjgrQlMzN=N1wq9soqO)levN2D4T_Rqse$%qehOIW= zWjeJ7A^L-KkhxR$8}NQHn7QrN**p816niNNuAZzS?2_xOSA~@M4KoYpg>64=ZqAB= zmGRx?wa*b0M(sqHuf!J$4-I8<5hhJoh|~IpE9L9qwdVv2zCnDj{X+w@fwAf&De}u` zxxng7`76@Yk_Yz?%h^@&4T3SOF>Qn6C8d-=fShC$t{V7y+GFa`?9F_Eg~qb@8H>5g zby-{U&%J0U^wLu_sdSZN`tmXTrgdg1nVGnNtK&7QjbAXK1#bLv)@`YKW5OFsCusR$ z-yTU0m+Q8Sw|2`F)8c=m#G$iqiB zX|9~kZx6&#C%y3q(Uodl(1ZQ*M5P>0V@q`Mz*c;7hJRW2sU~LdSZJh4*XHCjwR>*T zvy0z5^g`Ws{9Lh$iP=iTF8GUjk$KIH)W_PlP<5vM9)|5k89cMwxvul#hmHT;Zai?> z_(vzklpo^m=AOkiNjNHWcPqO)<8}9!rXpC4KxOv>NKU4ZC(aIcXr9^?4<#YytJH6P_#1S zL=q_{=EoK9Z;?t(jQvL^<(gD``$O~zBL1^FOxBRYe6b^tF(qN+u`lIH2Q=wNnW(@K zo9er#Ro_ZPTaSu*Op+T6IO5`NA}Y4iLMF(BhOmEh`zZ{VFyban*o%@I-29dUihN27 zTa0E%*^c_6i-1yghb{g*(eWHhH01O923CqjU}}WR=t__x^w3uN#sTER;b%D;o`UP9 z49%}r5_0o(Y(^#WX!cj{9Jt=~kbbOhh}dG4TP*J|2LB=Scf3jgC>Ls$JuXh#;|O|f z{VDF$a2Ts5XEIkX2Qd3dleOaDVW>tTcwJ-VL)p48H3&rgt&eVE3g;ToX?2VWcQF{}mLqac(=Q|X@ z)JBrKVyH|O{q@~VO^O=J5Y$2>C(SO2X}Cf+-@=zxbA(_% zLR{EPfA=Tr!0>qDqIXC{cJ$G6v{7Ge(8Mbo%jGSB2MIaV?Oqy4c@t8O8XZ54JoJyQ z#m(RWW-NE^YUqu>QQ^ank9Hw_Tsuo~mg=V6S%;wSxY!==wO@SQ^21#vM3dnQKg?6# zx83$=kFG6~h$~A{J)ME&TE{A$pi$yY0cfHlYo12=5OBlmR4dnL6lPUSjQelvrk&i% zUC(+nO-TS3cVla?4X}mt>gd9#lYZ;f(*qg(<$0Z9fzai!NeS~;PPY1!7vk@n`m*Pi?Msizv$iG9 z_u`n_M4%hbyL&CL9%t!Op_g5YK>(MtpxT-h2gSr7`hr}lheApl4q^NDUHncXvHuPj~6#RS_sYAEOP!a-!mt&Ye#)S6c>tM z=pmrwRWcJ6zluM5bm)G!I}3D`QWy?lS*3ZhNRQgBIcQUfPdj*?p+RqQOTh6*P7RQz z`6rK4QFqS1GQXerVtLP`WSl4B+xnA;gwfrbomhYASOLlS)TPtSf=mkC%fo%EZnk?{xW$ zK+Ol{BUT5g&b^*xUzDK{NV1)bmx$S|-hjYcfqsMBYmCtE)H*H5QYI(S1`qUWNT~pgzmY?zlAUzLl$q5XGI6=*WqnJDPm4e$%pDEAJub_r$6~q$&V`D}HWaJj37nTPpH~CnkRw z`y6C5=P#lDdpaWg4Pt)EC4DGF@EhxUvKbFXj9bo#$@v)A!y1~!8Z25~lP)kuusfx- z6_}xCtD^+z@n|uI1~kuXI*Qf0etV6!owAGz!Ek#IM}w4#OD4BI^Nsr5UaG185B#1w ztW9H_T&fImVMT1zqQ5_~rYAlBNB38acAotD3OSe9M&0;F=im1W+xdPWhSm;A!pHFM z(eB3@T@Y6oKQHFCGj;F};((XdgvfCKzeomr@;w~+|DRo8oa>dK4=D0n^Cm&a{v+# zvb*ZX-=srZoB$Fla>$b3w(?0N{?nZk6VNA~+s9_ebwP01UwM7#`fvX!{FkSYb4Qx@ zh#PH`L;|A?7qz;^sp1o$EWe zJ-Gh~^FYkTmy|4?&!v_UO$6imlShaq@>K$FYB}TTwO-IMfgWPxLdKkOr=XmzFRzy7 z;g);sNedMBu``nZ6X5im;kGzRxNTX{KZ~A?m!#ip_%r*3{Y7v(`3e4B(2hNLgp(qF z>Fld-5~D}K?wK(toT^+qK30{Ue^nK+b>PVrbnO)Vmg$CnnX)lEa=pof4bZBTFFMra z-Uk38S_?<~uvhMv|Aen?XeAp#|7bpD>u zJIM}0mHWk%Il}^9*yJ+ zF3rSQw4wcMVr?9a5{2J^*%8jPSd~F2CGye9I086zE~*_XzdU7WBQQsErj~rnugKk5 zp*{7q(T8`bjNLTL<*R}@+MufjN{f}!JZbN%g+@HM%Vb5;-IC7u@`CRD^vasrK zO&~X$UOMC=?8LEkFRM)ty4A#@e6{x$ogSgb|p>5ilqup+O{r$>r7dt6-2RX5_ zuI_ zDwtz$?(m&v&JA3gbAah*=cjdphTR$sX^PrZgv)_iKu774nsQ9L7%n(c ztx!pLXDCdi&9&HCUAbx|i$SUZKEQt}Y@!;Ogy({2r zIr|TTrFLA`kf&qAr*swr==gV3`-h+E)NIp-7nY17vW* z9&Yyl$3r79{i<0OWD~ z&Wk9yE55)d_<-N0a@Unz0j!-GD)H;F47lVnWFtA>GsjN$)pJQ zyuG=JGEsica8>p9TB@?w4`%ZoUuZ(?hqRK-LmQJ(PuU1Zv8Sgx;VKSkj}8Oacff`0 zZ=WA;EQ*chiw?#|o`=sYq2EJJ{Am{j#cZwO&a5X9PU2If#dCxx@d$nEJG<<9=k(z( zD3@(UhSi=Em{YV{RM)oLBdS)Ay(^#HuE%QZ`f+{Jw_MY?$AACQd3E8ekMRR9XzZfv zjS(Ftgr;H08-5~V$T~grxjW=?shY{@ z>xnmJ=+tfsh>0X@+*xvap&`gr4>W!U6f~O)sn(a(X1hiwh1EG;2nSvohd}};3Aw`D z*VS4`3HO!1Y;Roh$6f+5^bllPt%6PKl;K~TN$LJq>eo@knpk8~5ZiV~$N&z-^cH?? z2sc>u;F;Gmseum|O@1?^H^Sf}hDD_}FlWb(29mfcy(BJgkjux}Y+M|~4QIi-$1KL( zk&n{K}b zBRyKtgna*3CIi80cP1iM+qewPU!z@Dk`4Qf$A|;odfhO6vBBjHin0C8X5>0kn5@<@*mt$n+H1Ebe&QxMhiN` z!`GvG)oMBx>4oNI+))qb^mUg!__uh*c4|-etd};(^U-RTg5$6)SCK?@x8nu5xE*{{ zw^!AFGMoqK=HIvtPs-)jomhA<>I=AtaP07?{hjI`!8H8!PQDu~1}-NF1VQWJhjlae z%+_RNK=jiU)@HWx!SDoPO9R(6@|@I)N(; zOZbM!_bsK#Uy2csQM=^Hk;XsPG3rmyJk;xDx7YaVc*O2QVxBM@xpc0>V;~*>vFb>Y zb>6ww|McWp;7Qp%%cIS~2>}+CYaARedTeXe#VyjE`)2p|U{`7QN1_hoCf6|U^U=Wa zb)On0C_P4>m25!pPKF- z_o;jitRdRyQb+trC>}|>)Hx^b0?hshrCj_%na^3>{a}%G4PRQ@=60z>HuYIUM)&o; zKgVhjztE|wZUu9gV(;2Y?l+n%C$u&a=_zt$^uTo;NIh~XV3k|E5@ra?a+w$_ZtqpJDJ_eDK5nuXj%fP$HvU4FHMRhaD%1(PJa9F%%5jJk&nVI6@U_TR zW=1p)@S2Fl34{T{?kDs5RVQ+#M!g!-;yyk_hnK$F^Vs+A7*K>DsMWy+&4l1ij3}NQ z#89YQA{Yg$o*e!_**C~6t|GGIEUr?_L)2eh?qh;)-Mz3qN@ZWdxr}vtCW+b6DhK(v zw4!=Ezo5VAoJ?^GuqJyj>0Yea;(6XBI67gt42S|--+g|RdZWZ8&|oJ-v21w>9WL9f zJPR=|hVA3JdYf7%B3Yjdg9{+!{hC_ESf$_%V`5C=Ldu00CRkNV~W<-&n#T(sun zdwP%eFK;dzj(~fOD)s1}v(Vy&l}GH;bMk#av)4-+kT3kRltD4MOU+d>RW?w=UvPf$U682zebtwUA^s|G-0I_;$iGP?3IU5Tjh3Ci1xW+C$TrbdvqiN zzdgC-^xClcxxi+pyRotuf*F`o?ep^4pm5?cUpx!@E|qn7n#wrtC%Is0nMpH%l68g! zho(nNKfS+}&c{sYfII5~c&dSg_UG&LsUvx~L};Hr&(TF&)CjAbvO z>j<4i4spYQcwL`qyRr9P{M_-C6=m(3+*I$HW&ino8zVP;w0}B%TkzFFf!Fax3z-fP z-N}sUY*(rVu9BGId5onwo6q_B%Sp=4^AA3X_)_G=7yWGR$6d6kh@X2jjG-fFMeM<( zOZ0Osr9NxIwK?}1{B5bwO-K!bP1V8{hlog?HZG*~H#J6H)SzAh1=bz0pVbm1AJ>e+ zL}a(<(z;HEt=XWYthju`;d#bNrp_stBd)evJ0%llRiIw_svVa{`%Ak?Ma5$G}Db@xPk&2 za|yPMhqS#UVwc>*a%SJVjeDt{ZLV5`iaAY&bp+M<5E_>Sa?mdCYhr#D%V;Wd-3|HN zsir!i1e`iT&p5Y2)9^nS;E&?a*VL{|6zy_lJ3quo!|dLq?d@zT8+Va|r>4aoys@Tv zW!61aQr-mxu=Ah(X4z>!*n23HxQ^*b4{4)pwAf+w$Bqrsubr2!lLgawuR;e!T{v0k zelFTP;Q+3@{1C4)QMn1fJoN4zwae{Y!B1GbAIK(YHO7I5-M zZG&Pp0dYI#M z*@DOhby)6wIkRoHBvVkQoa)i|V{e7e!;sfR)~o#GmuX$iW?1}83l$uTE(0>ajIZPo ziw1A~8k6_(E|SStb+>CO1VDr1;eN#0MSXSLK;%Q9rpz<{xgVB-#j8edmiOw&=?7)& zx^)<055B^*Jr*NJ4Ca}go)wvq>(9tf`m-L=cp-EqekJW3gbRpjQX##B@)$Bfv!9p3 zta5*MLu?j&n3epvxi7xwV`=bw%*}pK>7_F~a{w}n$-F``bsK{h{~;45=IL=g(423E zeFC~Dm%u5S=2d5HI z>dsZc9_(gugMTB}y6_l9P@FH|qN-*ZOZ=`)gJSh)OGTh?pJE!L1kHKO@h! zig&lfdMm3Y0`b%S1Vme$dfO}c?NZe%-x<++B$k3@d>NY}`{t{$`?i&yYAhOcoE(>f z(cK89IrR?DdG^$(l^Wrq6*&8>TZf83$lIw&($nc9V&h3bZ9QpZ!#$x!<#M_WEr$07 zjGV6VIx5>gaj)m;j9EhdXDP2ShfU`pReXJiSgu}A&U*7kOZXZ}jOD2!S{cH9R3cLJcHu$sgCLWF!y3tF-eboe(d7udqtbwoL@9(|^4N9dNHrEbZW6k?aB&5) zH)%*Kvy8F-NB5-cnqx-dp_*zvWJbM-`%w9)FzgBUnbvSA(=jsc*T|{s-mXZ@W^!3@ zYXq&tkR6}$4m^9#I+r~KIJX5*KZ>>W$w!^4O8hL6RDX$~`PkR~kEL%9XZrpBS1N@_ znllTDNRmTx*pi$>h&eA*PC1{3v2s4|onr{eVb06>JaRstPdRUMK5mY~=)2GF`u)A@ z+O_Mo?Y^JS$FaZMDMM*ibNy^*fJ-J?mC$L50;*2Z_u}B&T1oTIL^@i z+`EsySr${$`#yjw8k036rH z0wO!)wKVD#9GzR5isz&H_Fkx-O;HpeI+o^pVFBEv&?EWtV3u(FSHXp@u`2gW2A)Y^ zc+#Cs*b76Z-HlpwA0>DWUAY!2aDo4Az&%8D#oT!Jqv_S`u(qzeHRzqS3AevWG@(f4 z0>V^`M^y9G1yhT;m0-P`uMONKabRAHGG}5<+X*KNo!qZ>kB_v?8NLC47P2pqAqB^O z5ufurNe*#Tj<|K7z&Zt3VYyrL7bp5xb^mHpG>-xO6pePNENEW={?M$VSYBjRyfW@k z!L%L2TTkS|`F*)3)OvsY=j6jQ>?DyBlepqT9E{{+HCv7wCM@9U~J) z2GFlyb{qHFlPj>R_2Nf}@~4F!EHnHlnIig3v4CFL&)-fpw(w$q({S6eG3Dh=IceGR z?cRoQF5Ui-1pk}IfD>dy6(eI$wlP^{gp<xXJl`g^FBuBbW}YDF%cVG!I3A@&OhWr6b2_T`zM3 zaD)1Qmp&Ecq&dkB?kX}6kSP)MohT)#B#|2^VZ19VdrAs(34jY(D!w#XIcycMe3u~|wgU$rsOq~|vk5cSb zs~Aqx{~0W0xGknFGzAtaUc|Z4)mf8Of1;rmNVuw0CeoAfhKX58)nLl|aF>aISC#CQId(D{4&SULYqj<)#cIXIsJM3wy<*bqL$J<)c`;JRLFm> zxhT6$ATICjh;(A;Ye@4sG4;+)wWU zoDfcO;q|J zNf1N)l-`>FrYgTukrspy0RXe7< zO2B%RBkFE?lVZ&hj~$NO?m-5cYnmhZYKdWC0YH+`yws&t+c2i`oZ?%ws z`2rd6-N_wH_n18R65I5pg}R1v@=(Crrk9&F>N#LRejdtzJdpX}FoT7SRPybD6+7v_ zU38(uRP%Qqlt41iQ+iS?d zajLD}Ce>9q3K%`MDgpBPg-4AxL0iR2NPNfaXug5UHUSyD!dAKty#!5MxwCc4 z8}*YWL}o8`F~pd#MRL|2(PQW97!w<8zp7I+S|D-Ql96Un_F*$!Cw=@L6>J@qMS zo3UnEkkEQ_C1Vf;C^v<_>>@w#a=laPf`*l$`}mkgKVFJiWJiab9+fcbCK_(2bi8Pz zkL)1c2=Y-NgB}t3W1LHk0CDWra>k9#^%9%n`7#l_GpW);$KfoUwJnoomJ~EN?tE!$ zbqY|>aImT^+7n9CJzy6W=z7BVX6i-pW-`YLIkjX#zDN9r zSC{>%y~m~>M39g<_U@4tZ%jhYMW3y4MGC0@p8xK|D&`?!+}%uJCG_rRcv}S`#Gjea z_s0$=C>t|!oBlRZjKU^_xC8GV3VATzWfLu1(fFF+>&4f^_2l6@o1r&d5~wc&bLGVv zm`v}iRSG8WfneB@hWHAG?@qnBvuf=9UnvRLcG%(LR4m!xsNv_&U{hP6(yk+@2c|tT zMc!g$xj$BNaQuTsMe*d-(fp2uvQM6R&Zbzl#Uu4!rvaAH=ScetI+3ndO%T0fXVfXM z&&;?Dun(O#O--GFW-Y)tbtZW|i5x|<8&=SYrV*T&L^SozfF&&6aGam`I(f1}@;OVn z)r&jWWIOz|fW%Rl1dhWF!#W{PjV`@-Mu^C|@6MH7GZMBEdElsGv|RVB{b|XtAH#J& zn6jQxWX7npx%>#RYCr$1ONdp9_qj~=Pqe}M! zHRVokO%9;8?&J>S{9v2@07Rj%&>vvB02T)@z>}^)K^prRUl#Ep?i1&4BkW6Rz#fR1 zgv23&eR~Lu9aK|Z5lFrr9}kN!|Fb^lm&|L}YyW^YBKsv6?iJiZ*uIzEZdOVrB@;~c z+Vn6r*h+_V88_nB6kgzj!)jE-{0eWy7uXK8B#G6;sREUkojbriU)|@8RTIdww!Y6)xgr^ zxf)*zja8<3UW*H zSgiNYdzdcE_EE#-B%|OIkoUN3TmOrn0UfMn?$_b}4y?tHfSZJ&C{br8&mNU?%l(c9 zyH44u$VOMC5-mXUS?#I^^e3*sn*X^l(>&MF{wbC)PIPxjGKC}mjgTH$K7dypsPj2%-jO>`b|f>YVD|6KL7fk3Yd;8{#6KNccQ9+?DjYY0OIB}<_;M7p2r}!wFTf~^ zUdRD`NC=%VkMyf!8l%~L9nDN|-lf{-_9x*}^vwd5uO%so%KnN*H+lV7wRD;RuhM^ z`ryJ8^Hq)Ei99l!Y>d|dzz$w&mdI2!)d_xV1b5U_@Z>dia-Ltv($pp+zOna@P*ihg zUuSCI*Ky}aI#t;1<{8VI528JVb!e!^B5|cv1JI7=C;!c;u7G}a;KvGD^1M;N;w(U#EO=r#+sLWUL^U+-acr1?ePdNvKSI2FemNk`mqT0Jxyjm zM{#jXL1cwe{G6;u8UcH)8>jOdZGpr$ zBR!g!FPZEfL>G%JhdnxPe<_Y^G4S(4Gm>O(Yd`zYK>PAoaHbLRc3iu_M|8tH!@=e% zCKe1C09KT!5KX0hzV{1GSh9Dbn*VaP?)7uInXMp?(AkYrgtb-^R9F%gWt{h6Zjj-o z%w^(I(j~(bmSUwBaCYFE-o3S&c&b?JHIA+%5gp|^GBk?b2N=i{vrhfW3M%UBn_e?Y z8G$y&3~tW8jMK8xVi;*8jhy|XVo=zqIWs$B`K459sy;@LO!t@a50 zDMNwNga98|_)S~9`1JhmPLPH4b0Flpg=A`@mvkRd6jSJdw`(o2@pPt?&;tl4+pGb3ubXc&Q;*y8DRimOrx?t3P@5} z4R3pFR>yT!E+BFLZ?*H$#)Z!92cs03Sy1ohq-!=HTXsMPXINbAjOr5WUu;(ZUl`zJ z(;ENee45kIv#<0P5%1%e9KG!GE;N}nTYA0!tJ?q8RZM^k%(4_q=L@V@VV9yW56;!H z_jPVjFd1yqZyFQ4m>UZbU&GL7#N#K+Y`lx@3`P28MdZVVrJsT|HUpl)lvGDQFA;g7 zg#TK!7L>)uko~;T-%HaVQ%@RuUMDkmGr%5C>+Vd`5?qXYVf{MCA=}^9um$?< zHJUtV!ucPQMdV&i{F`vcX!w5f&0Fg?WK%cxOxuC9WR>eJ`>Wy9e@@LADeQXX%@@-sP`BJAC~?o%KiKeQQd0L_p%&nUyIDPlF1@>Nr$$>zK{O3K%0kPdR_(07bb_Z7oa5ZQLm@d zO5Q7*;I}hXT6aLulKixWvqmQ;rC&$i9yp0bm=Lw}HLJ$mL^T%A}LWXBk*B=WQmHMJp%T7bU#lvYa>SWbKQkzlz zl&5sur`Z*;gzxKDr)cGw@;C3Kt3p%Rb{t3b@3MBKuU$>Ar@HOoy-HpD?5Q0t=D_85 z_6q}<&3nM!>Z77P`b}BQ+wwgRT>snd;@^$7w(Fuu88MMR94za2HCQY(tvA=Tp9H%Q zAV~dXaG;+D5CHp~P3`^>d-2AUX+g1yA_Mv21lBkNekn{9{JK{~XqG=|2*{gxI)X%f zKP}~N4P8_w?V(iNLnd$DCC(%dGL4o4*Kk6@ z2Og2tA>ewO_QN~R(we;xf1Qe;nj%jv96Bx^ZA%mK?>|jcJM)n8foFmRUoq>JXuLHX zC!Z6X!)LLGt|mES?Z-||){(2=B?pH;EdxWj}MA$M$gZvA9O zDq-a4wR_!-n}0Y>uQ3J6+>b=GN7*zGV`6fD_V1^Ccq_a2={?njNZCb+O-&m9vI_8< zrkAA*Bv=13s|e@L;c8ScnuoAm(O=8baNh!U&pVuF#*{%}gR8UJzlnFL1ggif_OqL6 zoaB2{R(b5+L*#)C-=ZP?JoiU$q=T#sU-xhty)WQaJoAMN8=A0&gRYa+G8HG7a^784 z`|*g*$MU&cd|Br+@sS{giN9o1k~2$@vtYR7)rWz{0_p5B^wVr$LoQ%|NPhv3v5d~L zpCszu4mVPSq?m8CSuKnFdh~^ZTZKlgr>jqhJv#cFXu+oE2qMPIeW;12itVQWt0g8g zx3_0Lp#ZJvNKVFnJy?wDapjnpdKzNQY_hDyY)`Y-4%Xy44Eqnf8nffiv;G6jhGdEe*X+UoyFPHo|HL6o zuDgUGT8A&+M`sH6kw;`JmvZG8cqKg1GFax_Gt8ryrQfCS{b@@z2 z`@8?B+-CGodC>zStzXUA`9?pl<5c(bRcVM}b&7qHi*J87KJT&Q%Op68&gW zG&c+@7BU8W5UQu}?1TM@*o=xTo+OZ?^zFRw+%fyFXpDc7#Kpq=3#QXc7N?|-q03u( zzfNtNmBv9F7bqy@i<{&0x1jGsZH03zo&$s#6|MUepjB+IYEgt}4 zJ5zk_pU&JI_oEU&n`$y64QUg)P5l)kKEork<0Jo3$-$5S)2*YYFwOOat`mmmoRRIV zY;f*Nz^|>WgXYdY8F?^Xj-4WjoA>!vME>C@Jl)-;fkNO!-OfalpN|ayPmBj;j*F3z z_2dQ7sh{K3K57Lk?M*Hcsm;Gg2t(raEG^;rJaHk>*omXcjaNxG63V>l$Mg^33>@i? zx!G4Axhs3hh-z%VM))j7Loj51l5_S}>h3 zeNasP%rQ}1AAqzPaiZ~vV`@FWVgW|2Pu1_>X6^1sO|*ZhN%%fUL%gd-n=Q5EvI}Gi z%hvtm=TX+TQVqAO5D+*++KK(DoO>Rkip8kYTMz*I??oAtSh z9<`(U32quzNbTsE&a3PmD;;R@1N$c_{d~p&4`*gF=#>0{!%=n)4@EwtwcnW; z1nGb&!d?#^gvN#2FTM8MWn|ZWti7>&^z+r4rC4jj|NdMvF_K3v>g;ZVbPo+K)JvQh zU^ML+LJ@1DqS4<_L=T`w``G7Q%20Ll^Hd62kdET{_Ck;DUAL3{l!mau#)!W%HOcFs z^4||yb4Th!e|XaXZ{5=CI{teA%Vno;+-ZG647 z$ZD(h-nxK+JjGTAJ;m zkyIN+6g|ZvI@x09;h}J8uAA!sOlL<@3C8m$Os8hqpWdew{;sKy-|TJ`EZYVz7f*=7 zS|d--Yc6=BA=8;xBR~pa;DfbCmj=X|PTtHw#4QxXvlHKn5E_R3g;L*;_i_G5Wub@Q zHDf|FeEX{)pbUh-rmb6Nk}v%Jhu=GQ_9Czmte2gXtA04O*;wA~6-o1*`>;t5PRD3aK$PI0|ESg-HNprWL>2|+@7L*GATbWLn)B)Sgst!b7VT3v?YjBZW^mYU zwJcR+4Ig6rX?32#+7`sT;F4L(r@23xAd#N()=fsaQzOHCHqTO^UK?8P_SUTHGn>;=O@L zhi6)IFGhH-)?&PpObgz`%W+jmWJ2AcKQXKgm4u{ZI|`^S&u9s+V7bxC zgvHh9;-M|BY))0F-b600i-b(;oeL%1VK_CyAveN0cJQ1jSWleun12|O`|{_{E_-r! zb=*0m-pE^B9`&P4^h>kJ`69)`tKV*Nw>T!P$V^#C0k#Beha{`Zy1v_#AW$?se8!)6 zGAtDj6i}$SfkhS=B~|9kvdU9e{(a>W-y(|iZApj4HiLi6)2F0L=C3iQEf9Mla+pv? z&DS{Ab$PFvC|W*1Z@rU*7ix={UPqll+(yhum(+Og1jDl=2@^evy#uiXd`@O4uZi!t zt6unI@ySD8o%}-Ry`w$__x3j)6IbOdS9XCNk!{VB=)=Cc9lTCOtyRg_%JWG4q$_89 zY}G;8pBK1=Cn$#p2;-3!KQo)-w4@}%GUn$Ab%NIjG^OBN(5!)}E$uxXn-YHsLXZwY zcXY~p{E1`7sgH86cCWO`4?ZDicvo(7dewhWc4z3Nj&on+ zcCLw(eQ#V$vGdn~Bz`9S+iX&O;|B__c2Bg30yR-&IT0iKByAp%@3p+i=WV2fL(5o5 zAcgqD5^Q2Cbz&B{Gu5YfHFfUH{J|XPD7NQQjxzOX?%^YmILJoNDWVl~WwP<3+{08B z89X*OKA2`Ka&6D?NQa6PV>07hVL$V3b{qAz+$zzxQ&lBWmkdtU6WQ7)x8A3_`0_5xC5obL-xB`NdM4nxE%Ez&?olQa=mA+FwbMRE*?ab$lpr{^SfY zHuF3Zu0V8e(=0VrNjf1=)yI6NI(_!-vJAYDkpAwHyQsTSImdz&Fsk*q^!(u}_*f@b z{uA@x&6q|xeErc1eX@+#4-cLCZJ((ivO^(B`e?P16Ym-tOkixTdJjvpXd%Cz4R#ZsRcmK{t*$b-RQ%h9)#=kB`1-@nhi zuDHz6j00YSMYYKqrj=~|cfDfb-uDms-@cIrV@1X}HMA_X8UkO@6C|Pyonzq;oR)hV z%L2=|HMHCgjbZJ)Nh^-*ZC39)@DA4v#t1Z%sZZmhNW!K129vEKqlm9cSV%{V4pw<( zr!&)md)%8?s21xQ7gbO%i0Q6Xi_JTD(>HJZZ=ZMYJwOdIk!`pOdDLEwFXYCKbvEmzg?BTSp6oZL^F@E2)R_>iAPssL}+h zm5=g?eg0H{aU~+uAnFe*hsjfi%7iYizbn@Fy^eRF&r^qso0p-0`sQzEPFfK^9-Rv+ z7$+mRPePCEUbCfbkDhAx^fLV?L9yZ#p*EcJNHdeikKT6Wt87khzobE(ZWu@+7-8`m z1YFa$CWkiQ@0#VRk7>CVO0Qo52589tgIx?$CcjF4xN3)Qf2!sU5X|R^ltFW!tAdO4 zz2mj)&W=Ix%-=^{^wLI*Y{KEDl-e1V0`8r*s7xt$?%E@of@Aa@QUw0O8TTX`F!}2b zZxvf4fa{5}+u3oIE83j%yoWv4x@GVcQqjoDOXK1>f4A+DC2a*H9ocj6dD5t$M-}@p zlJhsIQk_THysP(BhibtL!*v}N6zqz%gwxT0|DSU)(irw1)z?Nw93vAc)W~s(7y zNsG^Vg$eCCdle%_3@FLnvUt=yerWosx~e`sCzLv{mu>Cml0S{ckq{nK6JDf}`^2cL z2;{vO*!bb&?>N{%NBdu%^Z`4Vs+PHTyH~2U7N9ouWuSThWqQigSl_`glU2tLJ0>0< zY9`h2D^R)7xTL$1ARMWl^HnF)sED5#(pSEX7onG2Bl%<6aQu3)4CSllC0QH(Cco_U zz8<4uJj_+GQ*D1e%#{p~x)tNGcketKsg~Hs2g=$I&~Xn(SL>T<%EGRduQX9{{i71j zaJYDxAGnV*Zp7SE`#XDxHXvzYYlziF-g$pqZ#T952|mz%mR(Mn^^PD>A^JT8198BL z_e758tIWwQm2^mNtcc!dY|!M2e{mo;rki$De#`pzR|%D;GmWVnElGVUx=)?9*{hs5n@NF zY5hlK3RL|IrzJ|B2~-!|8;Nk@Gkz_YPyg(OzpI4~!rDJ)p~n)z9tvY%*Lmw-vk$%M~Z|U$Q#(l}5ho$s?M%wjZ z^jxEqq=40@sL0&MEG%}QE*oOJ+VE#jKg707I|NzVe}|ldVC0T*fO8U5XDQo3aJGKb ziDAy^l`wid2@^HDP{(*}JsEKa{<1*6`98?8KiFpZkZ0{D`gg9TsSN*Ev94956m6C- zl|m6(EL)ZhHkQ9TLh9ml6?lW9;fhVzldjs|7nwJ2Ega%~_m)l~gNnM25@UWrRFNAB z2Z89Y8$3H-U+$_*l>{OQi+`eBI}6-?eX zRb%tXwPd$a{I?dK#Hr|he4?&reG?OoU_*C7;fzZyb23|zio^Qa1n01yti<5IYzOSV zth??O+<0WTY*-|BB}qNBLx%~8=g)J{@2a0)_*H}|86@4OeDfSGSq)dVj?l8EbScwx zM*Z=?+FuwYv9?!qTb{{{Lvzpi%Yl2}(}x^MkR_JM!yeC1BKy_j)FEs~l)!Y0?9xR$ zi|Yhzy(h()0eVMwl2XsuTQ1Kbg$%vqGV*+Vz@cY+k0)jAG!@TbLlld!9B))XxW%+0 zXwMi28w+$jx9Y0|c1y#CraXz$DT8iJY{%s2c^b94F-NCH^Acu(j_El@_#riM$4sn! zks~wo%%JfAZ^r6nJI({?@FFDB^Hq+F~A z$W2#91)-#y(0=yR;e@3^DG=J77Q~AW9KO=D_mL}e3INdN*^f+(3ufV#){;k`U@P`6 zf4#SngA&Cv2KN4@3{7jOtgQuVS;!aobxH^3(5`3Ex5qVOHT`21n0I%<^^MkKk#M5p zxJg2?+w|)))9ouR;tjEl1~DH@HiVc!4Vpns9LLS^zkp!$x0O@x5RV`;O-{ zzOmAUlZ7DRcZta%+f#a^7evjcBtO${CUWunX`CzAPc)==(N}#LBsv`qKgUZ%XK`r( z5TACO`H30NdlK#HG_i%4Re$!Zp#m6PM^8~#N=eR@Crq-9=Fick;zPOqiP;pxVeW?- zL-*ouYFDlyGDMcr?Zp6Omd2 zygqP~1)8L0^jc>n`qJS1f=i3OHMK~^Tb0m!$7T09qrnR$gWNMoe^kL1heg`wspk@f z`M`){>Lz#(KE~JF_=k<`YLg% zUDToDdDPP4E#BI?CXi_{P~ytMQ+&|3{;;3a?41rK-y_**owAcqAl25|Mlazfy5*+F zDnqT~V{j-j58ovltKW9X;x#Gg-oo@3dHCV1=gCMcUTRsZPzR3)H$g^9$ydy2NsXs$ ze~?k6{4u)8MZ<8r{Ef`pjkhSjJ+xw-X4Do+Gu;<9)FaTcDq`Ec#a(;em1R9Em4+3& zWnm`^opDZPHn&oxDMVsvPQQ`7&=IW*O$bN*@yj2su^h>dr8N_MDfM;DE&ow!9$0gs z8=@8M7`8ALl8g=QPf6pg2!INB25^ws+RSRB9p75t4!gPEQaIhO&rlTGi;ux%^Y2d8 z1`P2?B9$hxM@tv)n17`^qt8rirZz+DFcOwYB3<})j<@Fud6=aSE@jY;e#hCXivRgb z9Ckesjzj5=C3mm(71jwVX9D3i1X}_!5;J8B9fYvVMuX{fFa3&UUG<1vS?hCDc_Kh;)*a6^RC%3)YTi5*M?1zwv;n;o@ zA0~@9H$1lmVkK^~8A-vCZk4q#w8?;9b?ujuCC&viBLmm!H)DbAEX|)s|I#ezej`D0 z;PT%|McAZl>@hE@oX6wkS=%7Z1R~Kr`FOKJokiw8e!q}1b5%)X!6xw<)*;t`^? z4@pwP&~MdKy@>0s`1Oy96722z&QxNpsE9w}Yo~~YbTQ|PNwtYC7ZH<(Me=rbStUS| zGry$==i5~d(B1EumuK|gW0O-mM!=z9i{>vW|5sC$Nt+bggliea@C8Yaj@giCev%r? z2b@ys6kpMN0G;!KcH>HTm-IG?oQ??H8u0$$t|gMho^Oq75-0~*IV5SZ4j(|>Nr)KQ zcEtZDOK>LVX|K&w6;jU>*~kfyuvAe#|4e#t0P5GXMsKliO9K?;=f!REEPpqvgxch>&gv@ z&2sA+zBj|Tr3;%epL&Y^DVcFQL+&H-`add_%K_7y7g6yp|ENwG?t(cE?K3`j1gtXdi1luFIn?+_QLUW9GBdi zMYseP*=GL1){oD8dQUu}+@QxtiJ0@uUyC;zRW2C`7MXeG?ZyE;H^YNQwNmaQwe5GS z^367DoP9jpc24ObqNuidBS*-EndM71{IVJCVG~{JlnKU7I%{xjZwJ~roeJ}niNJ5# zE+hPwgs{KwO+GA*?c0~HUlqWNKi(b*Oc8iD2kXQ~p0~ALa*vT;*`;v z&kG@smOlMpln5sP4!-LpnM-b@ckL+p(PYXjq^CQr60A2W*!?* zN1fX`f<2I$#BnJKv2QN?wA;mDR)dUU$~Nn}w)aTC!czZFmmnonl|ZLk1LcIysrfX}7T8z&?~f%>4fT z$NLMBx5H{<7NeFU{5OG`l}AJ1x$!UW=D>e3Ss zvv0nVx5_VaBp*_4Ge?}}N8#k|hHwfhUiKb121vp0dkT4E0;k_cWJe9m$lU$O*-Ttg z4!8(z@2s@7g3QEVY+6-suKPRF)&wU^QTohneb(AoW5s~$`#mF0?=JaKThMGMEtdr> zO*iFq-G960)lsI?9)^Pk;^)On6 z)^q+I(zvJzE$o^eOd&hqs*Ry>W@Qt~=(@#y(4eg-`uz;dlkE?;GCYDfg^f+YIf(Oj zRqsB9*WIHE2s;ZfIGQLqYP5ZRu}P7JhyS{TjTy#5@1OfZYS`Qh^ztjgsct`7jUF3t z8Q%5EGzG>R%A%q%ETjlDTq=LS+S^HWuOy9KfB0F(P4K*BU}uLNiovi{ zO*#I)H}@IMq$!tSgjaIVN?(fCX3asg2G>sJz_ zhd5_$%2?5R>m_2Mb_wXLblBlI@4%5e7%6#*{^V!y(ROF9>>YS}?aWZPWbDmmEK{on zr0&?JlZJokc`MV#W1D|eyaN8&1bOSO$?udM{Dtbe2p$+y7Jf-X<_&jIr~E{g*@||+ zfx3yri44Tr4D{lft`5mfzIW&(!C$9usJQv;cEDTm>uBV3%smF?4x7_HjkId^vy5!Sju}QZf~16}3Bufg zD}0r|Zd-$qn&1b29(Q6Eu?8x~-f7#jX6Hw)K&7@gI*V|k8jeuYI=_a7P|*kFTxH<3 zs!vMHI($lOJyw)8OKJj!8JyLcP>Hv{=N~JC`!9AMFLo-c!bqfKNQ%iwiS6=d;T~;RAZ*~_!OAGvbQxHmKCQdSz+X59rUzKB=FbLxzAiRh4wubGtQUZk$A zQoC5}Y=aWdfcHMKy?KqOoGZmwAsd#sh#F18lB4#fK0pYWrL3|kgIFrQ7V@^xcV{nh zjOZL8Kyt^iRVe_*)zl97hUjUmuKRo{$$^r5UypA;@H5n((7ySPYRgb6G|SEpN2i&| z)S%<^04jxifFx`{WA$4L69uB(8Xe0n6r);HiVHOw>#~GqCc$cr{J1n{He2blonP`I zvR6lX{ur*Sj*ZP!ImsY-8X+;7xB*~m2Ah`s=({^hfOqmt8HSMl^U%Q+nJXYKlbX=2qGz{@r2eF zzS4O9^-ML?%xeR^{ka#SxrCtT>F?Xuf0%KFR;gAYU#i+`fz`%6-4-pwdwzecXKbyK zhZG^19D=(p3#nJSE*wVXSwWe0mtQ3wKaOh1kT9#-(nu5#u}5f~o4zuz2t5k55Ir29k}=CueVVuEl&y_q^8d$Lj>0{-ozhCO~dL}hxCZoDyHf0 zw> z{@~oW>>=Jqe#w}4%Co4yafS}Th{1#$GT8qEe4JIF%$mlIPhPwNA2N>t_QzmBCRL-H zFC$-m*4~>>1a^#jZ0w9SuBl8NHHTm*3}bLZE6vA>J2hUa-AfSJ78GCCs2msPg#k!@A+&+y?ZVWwgy1#0CqdQ^uLz zdf+8ILJ;3E<7u#(WPN5-H#l~t*VZFEM@%Zp!W;at6qzXeb+Kh!nnoFB|9DZiEj$^6 zD+?_;J3QP_keI+QGx+_lU#6^HieyQ0fc>O%tAg)GTIE;&D32*B?IwZuxvFfa~t8y9&1<0KCo` z=hRD(P!N!Gg3YMI4!l%yC^RXqxvTk*MdjtQ=$vCS>qrvrjmSM37d;h!SE#uX=gyk2 zlk^H1*}kT(7yKc&dC8N*0wq;>w~d|i6Q>bVhR9zK5Nhh(%;vt-Z4&~=Sc-hxLS6jR6%h42P4ALbu5+!~$-%+vSYcy~-M1OAE*ZFKy# z#X%E^87eN!ZMzx(t#A9uR|-?@I$I1zD^I38Y3qEu)Yn>b5WCk5reRfkJH#m#P? zb)-?z?sKbimTi1Bez5*-0?40)b^ZRxUt4eOCnY=V-xx7QeYK|MdA|D(#^f46i0DB3 zl8%pv+Vmy=4@QmcyQ5>>4!8e4rhekb1(7{teuKQLMz{2vTgIYl*>cWez_jkjNTvf) zr3KaQKC~?^fwN=7Jxx~*a+`$N7`iW1$8MC9rIxrEy7V!`fSjI(saCh_QM*07=Yv7D z7GDmBG!VgLxdKulVB9mMXY?~j50$=*U>uvwB0}45b80o&dJ1`eZ!MN4odTF=$E23@ zTc(0hp}D$)Zj*+8pM;;E7(NZFjI63=WF_^kwYo{|9DXurtTrm97Q2FoKvJ5lwGdFu zM5&2i3VpP%%}<`ddNEECMG4$#QnU#{4}XpnKe1LEzG5b8+BlHW+N|08tQbU_2^K(E zV<|A+ctOuCvm;>O0z)}*ElMT6u$MnjD7yI89~U{=l}7IzW0HG^ZzvMgEfBb%m9IF& zlNn;Ok^DSW>THw4W5`kd<&KApe6;n3QH@*Wm}G3n^0)H#qX!cL23F~+Vs5jXZUUjv zAAzu8!fr$%#a<%K!!`Qb$$3qUZ@#s_`ULq?x91pe7DYJ+msEp5JhPp{vjUfSKYfy? zXxUG`4ke+2dA_eLG=nei*mHP?1n`m^^v73UGkQmue&IFL3-W#savp6q+c~bkq5q#R z6Ep~xnSr+*%;01cv-wM;f&h&|zjEmcz5>ulI4p$-b_=+=ERLs_;N zx0Z)1o@EO}=|$@URmyE0>Isbi3D*z?<3>89y1kygaVac|j^8^348u^^$>ybWCk5Gk z#pD;EtB(t%7ge~$%~&awA^0}TqsplgQ$|Oz)H}dNRAFYzR3)jVqXu!uX=!|~jElwI zx+Vs~eJVJ9K6U&=j58W#!4zaM&}Fdd{UOC%z60d`Bd}BbQ|N7tebWuyuk_m*eBPaY z8Q>wEk^pw{M}kfpl3FvbKWt}xze2baKG3zY#mtrd+dJyVb&l)mYk1bT!-|f%Um(T=fS6Vc6*>fb%dOE}y z4D)6fCflwzl)H#*?QxQCjXn-wvJH?L`Kab>U2W_PpOmRRP=T#oNtR*TfpT`xr2RP5 zAL8kAF(j8EeKb%%?4zxyX8UeVz(<7Rslc;PR|Ib}c0BZF~LU zrmk0{IAzoKl=f5(IRVeT1rd(#(P`%A-RWV6&?G9TVl5^JeeJRVDBLs}uB|8Zcxjde zX7+WV+G+0)$p)J`2fvA+WqbUEF~Jvd8$MGkTrXv}p0rjGRN92DP>8}pqa5=H zT$+WyV=9NO1yS9gy$uUv%J|1^0oRy#-1z+eC_3*)s{cQVD@qYk_PUi-U9)U*LkOYB zyj+#NHy78H?45)nRQ9|X*B)_kL$de0u08KHFRuIfzQ6y#{o#FI@7MeFI?r>?$`x+?I3DlSgVivb34LkRUsSiE;#(U|}v@vKbf)cB*@D{!5b_ zqyZOT{JZcS^`&pWS?Qt9qn6oP%OrlKzY?cXw(&{b6c9LjV-XcONLC_jRGL7uQ~_Y= z+rc_p&^AiN0+mFzwEwa3Xwvfe;5zS|P-_wnXU|w1eHjz0XO4k56u13Qg=hK^1s>#_#45vO&G2L^iKV zcz+5YZt;g;=9wGESHHSa?B2VJ&t@;gpj5^YUh|xTOi@P;%XOm!nrA*fZj0x}1MLI1 z*ZFP{5{^z{l%Zc#-tx&OKR?xjXrJP{kitzwWbN5%{yEyP>KgW$+8`ZiA{EL!_WpZjaln00GJXTxE&}PH7xq{KdQWYr!!G6e(o4S_W0CcmT6@$p=`eJ1W&y* zXqb20Fqo*szob!sfL55nnY0AdoSxNHQK$CCU!fhkO%*heKN;epD^w0?E1(qkOC!>GwCe*xYIW`qv$p`2;%nTo8OE8U-u z|DJZTmDJG&5W%-Sh=sbao9js7^nT;+hiF(;$PW!`YyR#uti)6WzOI1yo_5r(2}QHc z7WkQ6);!!#+mIpjMJNIyR)yEFt6tE3{jy|6zPXI+)}+vF!%PKO?v z$gaC{!>RS$Z@}{S z?h$`YI$hEt2!N3anQ2&#@&fPWo_`C!i9o$=7;&QAgpZME6@Api(dJtS zGuw2E!|u9=ChBAUCIQ`_ZQZSbBxv4Dprsok6=#~PoFL0H~Qfft)<6Z_3?<5?!-1#@F>tK zb@7fH#4D5>0B9Z4o%;6ovZFjsL(DVWMk+^QteRFW8C$`h$3%CeS^lF+k2diySdu4a z#^T)F1csE%3Z3vP%zuCUp{&b6^4+Jpgd&s+aWMk}c`zl%Y>3aP?Qh_GuJD_f&^9f4 z1AnKOVI4f>U*&MH(Qet5T}+hu#~ff=qVl1R*~N}`N*+YoU|oCJS7Tpa@egk@eAE_Y zT-E0dnt8Kdd9ClcHaX!pZ17JeT|Ng2K zmw{+>+{eWSXzAkE08-c)hQuUzfoif zzNM%BTwNJ_09n*(-T5C<1OXXpW(som7k|GC+Q|*c2`Wk#Y}%#5OaCt4i8sbA5(>iH zXw^hJUo0dG45#Y-Imk_K&zo)IU+*MEEUNTOh+r?!=7$3jAzTy=l5=OdXA$W`&%KPR zaUQ8~*IvziRFV{+eK_^M38}8pr*{=?54n>}VnwMEq*0v-?wwr0-}pcTjHa*HfaLbO z`Us8dr{NyeZ}2>HtKS;Z`OVpZjuk=W(tf@HJR}x!qYWoMT2M=52RQO!*Dd zt1f#eLXYGuJ4a-FfBXoT9Vr~_CC&3qAo%g9J0w}PmPn|n&4Eh|jwPU-1~GKRK`!lv z)QSv?)-5n@&s^k%i&H-QtT9X%31EwS-0QK^pnYtQY>C2=5_> zqS|U=7Sna>B%W7Y;)?%4D}3_gt6aSPlQwLblO1&OPtppBkh}PXV5)#C z>H#fSJBH?j)RkqO`!aPdGtcqPd0%Om^uT|yL7Pfve352RiHu&a(QSqLYU^!@6FGJy zf8T3Lvwbvblye4hTI;RG&s4fPL`Wxu7xBc4a$`&y3SygboZx#WIpgeyb^Pra&qF;! z24mcm#V{@%Ot&`DxojHRXX%9(pRTsVqctM<%&PnT<{GkFO&geKu^|j0S*0RQf#OG9 zMl~PJNZ>AoDD|4yC8e_-shb)(pQ}{|qZ%Zv=hD7S7Ki z*)P2Wkt3bym}@3}%Jd5c-qhK7K{BwbvwU=i{q|`U0(1Vwf~li5l*GUI;FAxrpeWPm z65Df45p0;y6RM5>H!yJ%G-44tOPQjg6F$&7Ey~h<2!M{u&U6-S%zLb1ohTWOr($|4 zhr-I0O8ZzJnM2$DP(Cisev&K6u`DHYl?G-PFX}S8uR7X*n&OUx^Mm<+s=K>AHKG!y zqotxd1!mHak!D%X*xh&a7Iy$m^>bQIUKXy?t)3}9eeH!&+eZ;^ z9!*hQn$5lvv>QgiYE+>Ub&Vltz1}hvoXI5JITyTHmI=qNVVal2iRPDl(aE?VD}5rxuOr(7Eobu6q*>FK?!16GYl;6k7w%lBu^lg_pMvWR zeV>(Z6I>3Z^iHIaEK%qgY#nn?P?3f5`j}_h@6(u#q!pNJp~W+v3Kcvx>vr2!H{+2d z!I*!Du`I}5{=gwBh4L4(!eQR_Dk7_me>ClKnr?Wh;dNdE#bkngH@n1M@|(~v_HTiv zDY^s2QddpPS?)%i*UVR zigNud4xVqJ2bYdm4}>wn2E4}q@W0J---=xiQVr6X)0{vDkK~fPP7I@Vn7d7xe5=t*!MtDi3#W!svG+G*F!-2}t8@69U|NF{S~IiLzkTWLSKQIciCt4C z4&9=#B#_o^ba9b#6Eep-h>#;iXS3I*0KRHjbJ1hAC1#99kQONS!Lr|urReq$d`(B6 zWrKq&>*u8qH-%4f2Q2=^yNW)CDB;l>loEI8O_rnqN>T1o^W_`?| zHy3RD(`uM`pikX5zf({yjBDbkd-!K7p`gvRY~u?z0$=qUYwNa{q!yd;AC=XFuK>8{ zUP+;!?0vf>`kPKC*0*B$+?wB)v6cRUr7IrHl9N^&4m2YKJ|Z5pDf-r z?yu772qV&yztkjwmG)6QY4E_I#Wnp1Ami9xhe_MXM%z7rK5`|kkV^&M+q^N{A& zDf0RvVe@l#k9d6>AhMp7^|+zLEL-)LXhI^mBD0D&#(^1yP;|U2EwDXjj|~+7VasBh z*7)+qS$Vtreu=>)Inh$33=ew+&aI~R1RyQ#y+y1kiRIZJifi;MDbkXeIQI5GEr_IX z4)9LWhb$h?z~k5lK$0D*NQ>hur;?<2KE`;?q#dS zTw<3OQ9XD`)cMWnuDGDE@>;{0@qFQuU#3QwS{3&_b?$Swdrb>8jMLT#`IxD7m z)wmoXoa}@DsQl4-;;fN?d|&wzQDymR&!Bz$hweMU%I)L%I|OXRwr=`+tAYA-uprh0 zT}T+|j`}?>7>PIVJ_hgKZKSdBf`^oVMx^(TbEMKH=tUUcdH&%?`>{11|G2uf-y_uu zy~od#>K}jm)Z~v*pVQ0Y+||~d?0pQ5Sg%mewS}i7A3=6h2&glQ<6AED(T?zwj!y5WUB7Ub_|)}tnUqowMjiF}W=gK|td zr$j{-Xq76gSkUI6T%1v|4b7vfNCTkb>D`Y{_m>SmG4#Uk9AfhkL+8ryHfSSskIo`@ z*0C1Mt>%MO*6G214w-^rHbx5d3-eUjv%!^uLBf^fE1hPH!u;KR*R3>a9Z2U`D~5%q z#G9i&P%oE?N9QcT*j-w5z(6!Gb9j--6|PG!@#oJbcyE&2ro{Q073OJmpX_9*!2s6` z^me_o;N}@|xw@EpJLDzF4D0>Z;!(V1!|+1GA~A*Att(iaP^UxKSql|zPPR^S-52ex zRbXmL1_GLDIHt(JiG&@y#*w_(`%8*mr^^)9et2Dn@^AEjX9Em_MF69029}-X=?qacd?S)bEek zaooqpgK!Y@W!L$gcU%cIj2rZq2a=MXZ=}Fl%E|iGV`O@^kIAQjiBI1qr8{g+l~>*> z*X@u}kI&M4=uybs)%18(RMrAW7KpPm-6WY?%&<*)x?v?7{WW+Mg2y)%P3G7_2$5uO z!aL_yKHpnK7l%9nwfg{(ps$j3zaRl8K#a`4$nwbl@$kiWU;gjZ#0pydQ3RAgjZG+8 zfAm<5{*s99iBLpaq&lUgbo*C*(YuMU5=bzRowVe>PKX$|6|GmGJm3XQa}=9 zMUeI>cjuYtaa?J?bCG0#cUJ!_Uu3hwsKrCM0Uc0*hcJ)vKl66HD5pAf;%{Xh@Lfm% z?zV4wbC2$LTFkBdov5lg;HmaSc@kzbMB6&fQRoQA3=KZY*z&Ycly?Oz6Z&>UAV&oz zNH@5axl;GwtV_vK(WtnuuXhKzR)OFpMc`0Z9l7#zqVFyoe?GlBH&efHMn}-qdp+iE zU;penPkfijARxFiv5@?NsolT!)@kQ-m|uoRy^7O4pac8P#OLG(j+UrO8tSVhF+^Zg zeJh7T_%6!Qtvh@H>ZXNhwG)^1qp*`PIXqzp=C@efj;f&Cfyzsh1Zhu&*a#o@|kp#ylH&JRMnbf>J#is=M_EDe^ijvU^nQOAf(TazP`d@k{_6U zJC~L{Wbj=0IEeHL$7|nFH?Ks*P8HNfH;NeYG4pR?2QyBEEgMGiiRwE8ktsbR5uG`< z2Hw%3`0_hrM~ap*!7|(p@6h#tQTejuHPS}%aFy5F%798Bq+Ou^r>k*#-T6+~=UBxc zf1|`%?Y~iCiol50@pqZp04wbc7Od@$9?xRT%GYn#tUw)e*n^5H{mZ)kei>=WHxg{B zBEHnv-1<&lc(BHI0nQ=e@UC1_DVW*>p2|s2?t6>XtXSnQhp5j6Y4*n1?AL0nZtu87 zZNRVSh=&tddG{(aOGyO`U@b1;C>xOdtA>Wflzv2hxs$BP$?)7tHr|e?6lcNuzkQD;$d9%85HFk`iTQ-?`0aS^xUg7|@TIk9a|X z1``?=bQ`jd73+_v`og)*%z|4O>{e8>Y$LtL4yDS?(N3`WSLVFw9jHqPiP1xoF(v;Z z6{R{!#V7SC)-yk|N)O+uK%(+J#v!bfJEW^;d(Q~=(fK)Ab*Y~w23~*RXg_^E%Lriv z_YQ?UZlD$p)9-$oe-Wx$vrI%~KUyEII#g<$+|bJiH)>(Bv5IZ0u}{L+*A7d|e!9=X z*&GphgK;*iEgv3yoPrXoEnf0zaI|dynj`+eB7X4%pC823ewyp*hJT*%_Ijg{WTc|n zBfm3zexOzSuGFNovm7p2D0|L=ZL7|c2bp@nYWtzL@>U1#SMS3))}-QIc))5+@o0o4 z^gO<=n8IfP_nOfoOhhpx^fz5Sw;}7?!79Gr8nn&^Qw4mQ1=mXcrn`DMbn+6^L({ux z7VBtz+hX?b3~-0*18u;XAiqP{HYnWbo#_e@EoFpfb`s2~+!}sqM`ZBwmK_J;NwG=V z+RjJJ;=XAKqt4g$Ku{!7$qa7tn^wK0*1dM-=}-sNseolY49Me3+cF(T{*3b!YFEld zME%@zgAz*p73P1GN+fP^45;%uj|h>h%gsp)&2QQv{s&5Or)iS2e575;SCJjK{jK^Y zg-8wyA-1q@8;ahKw-z|o7wDD1gwR8g84l(C=&#QoDRtV&@qg+9bb4*_ULvi4I1Ize zKCR$SU5E}ueQ1W13g%_Y#bS448vXzMh`#hSIO!#WQX9iXik`2N(dz2nDgTFTzC>y! zd6VM)3B#Nmz2-rDjaXgts20K$OWXgJTTh)P_t3GVEsPd@Pdi?&{_TZxg!g7+z&5KWh~}fZ}*vjz;3^c!d`>OO0(8i{)0-WM1DQN75P%+5|dW++H?y%E(%&#|ee zNOzEP3C^xbvi-?$?+<-~!JHuew`iNJp=t#j*eZmidLiQyMDa8sh zo|{a(-~yDWc5D`JQrBbi>ZKd~s!^CTK5yc}(ifs}jyNWX{-M4-xWq#FcRxS>jVp&3 z#oGJa2V;l+H}p3q`7DIhO@93{$d?j$}L9q86O%<4i{zUZnH3 zF0O-lEKQ2Y`b!O`VEOz@C2p zogSwNVqzOm{FWoUR)@ZrRjcCx2w3hnEiAD=VF5O|WeD*K_)@ERHkWTX?Qxy5qS$X` zGdvN*a&)M%vKCk4ou~h#nCTeF5qf&bij8bU^xcaVgH)xdNq6;k&|*3LIIc-30PR`{ zfpziZ7g8-Oj($)zg&3xDIlSl5T7E!OyE~)ik~>JOsqC4?*L;bFG-JF^)NY{X0&q0; zkMio}G^Q)CzQ6YqBDX{i-qIAwEk^^oaV&47yW?NRbAhLJ3PhZ$H2evQN}n}55C)ieDF z{z}Y=Zq~`SO5l78w~4LMqv`^A{nh!bwVMZv%jd?sgOWg%>C52}`@t%Rmq^HKAZD!z!w5 zX{4gAyN5%mxc%tPVVV1Fc(U{iod3Pu+!ILL$Oi0*2v>28kvwm1^*XXm;o$Yfaa!hW zvi#7(t2AhL`>fx6V93&hpOdfos@(Hdd}?=ZiH-7R-RR2^Uwy@a3dyD%2Zf$17Q6Zi zCjC3$hlsy;uc>CGWVzM&4^<|693L4}>PX|9sBGgxMZ0E6Qnt{0XjD9aTSugUnRmX= zCh9KcMWIH2NIC&yWKVXiJk!Qj^Z%Tf zgE*r<7&IyZsSL{xy44_0SpQE&R*CGf1H06KV;z$1KraXNA?oMhSDEK!3S1`-viTme zDPU`vIBE0kNNjuOik<#kG*}z|-dDkyB>hEC=(_BExeD%1r!%)g=Tgl6mq{;hm2ey+ zP>gn(0@ktO?a#;he?VB`GUo(CsW0#UDeFt7Z1yD$x6%-=26fe=H;J(2gR$bL1gGy$cGjD$w$1XRhY`^pGM^xjvuQfBAKUH|Dd5mo3 zxch4VS3O8fG58{C19tBxe)m|BfaZN}25>QzO#x&rr5oJ{-v2$|)<1J+83`0~IvK2= zwGE#}%E29UnWFS;h_wi*6R!w(Vy=dAfVm?jY|0q>vT5^7ofl_vu6 z4b%?*=AFk2rB0OU#Z2?Z9K0ykYSN8|e0lj4Gr!o?L~6a&v3pGu+LV(n-~sc0W!YBxDy&FgWsJ&wUN3#D-mPq%{z8%X;mCfq8<|ON`M!=@d zpd0|wZ-95YO2$0>XR>#esIm)w-uozaR9EibE1}w|>JjZ8(TZfpu<=zxFFb{+fnqdj z3eO(e{SlOT-n5SMd3!aB3T^fI(BS5TB9CWxoOD(~LIZE>L^|28r~>oUdFw0fG+D*5 z;O-9VGGL}95vAs&#u61K&>70Bqy<)NJcZr?c84I8_-XE{E^%Hm?fJWDHMWF$rO+PM zect@2c+n~36z%7^gv10ly^wiZ^D{*&BDRC|;+uFgb1A9CZk$f!!z+&oS&i4pW~wLc zuWAy%pc0s(ku2RMg|Kl!>We}O^op&9w#2gAxP0*E5`kedlj&<>#H@W!)7a<4tLsuE zNJR)h&)dcU5uMX3BpZIi6>6UXkV~+>I z|D)nUa*-9r?~S_gkGZ``67H3mJgs~W$0v??eUpb3NK2$<7+ZxN`tQj9M@7#U!U+`) zm)5T`E6-rlT7g+TQBB5z%HfxFiHRLo0?_AzuP*kZPDSm=Fj6}qXem8*rpsU0yvF<1 zGydnJ_n8l$fd8>~0YCJSrkcoCXHV%#dI;e+AMzQKD?Pl8>93uIP*1q{=ER;QOiyFW z9A)EYBFFA)QBMjvAEx8xvgT6=2hX|w-ct9e{ZVm)6G!Zseu7LrwZcJINH9y|@h6H) zmm)PhirjGyAKCCkW2C-_nGIF}2`1PfS0K8bue^EbFPF&vdl)o;prf?OAn0V+QByNS@B;NC%Q_ z_FOX3-C~D_*dOqE@4LmXAaI|V;M2brB5AjMcCSgMY{dJZ95Hj2Qu4*>?Pf@wL;3re z`pz}skwbeuGc88BR(cwqr;URs_nL%%Ye?&50fD8Dx1^PY3ODjZ@^C)#x@S5^Ip`YP z*1k@6ab>&B$7OF>CIv(h`W@9taE_Qq8V9i5adOf5Y9MVyEgQ<5%j z5-f9?&@1w=F?!hKJ!un<-!PjOsvdQz`D%uPhuwYnugU94i*q)Kb&2~wswP zDoeBJfaLj~tTgR+rv2864L{JLk;&m5kZtor4+S&FWrT*Sxv7P&0-P5FHV6IS0?sK1 zi)M#k^`pu&I!^h89=w|T@Y{n!@=n-rs~!Pa>|F>?8{Vg`g$9K1pFBtXXf`|7-RRHn zbHstKQ%3H6zCBy?EQz0U`nrfF(4KEe_-u>5&-rh0*fyznD}#IxMF{wS84su!aL(dX zBDNWo^Y~Rd>ts(5752==(9i&B`t%@2e#VbJ>Kl_LS7<&$wYYV9mu*bS;Dy@F5a}t4QnSV{t1H;6(u(355mV6NvM5T=6@wWB)|;HWKn_Nm6Mfk{xD=JInp& zJ3!at>~oy)`Ih5}gU3)~@)_6iDq(E%;JO(tI#4->2J*jYmOF`z zIRf?bk~2jWY4mO3$^xh5sEQiJC;2{%4Y)N4pIZ~Vve7w@;}7dQqED;nYR0bbdD zkVs^Hcxph0V+FBFxtr8VO9tzQw(UZJGOwn zPEZ`6uKjrl^z%m%qVe6+As62101G?gc)e*j1;Pc47ub@IXcK4b!;VbWuhiu9wml>} z^@dn4+$=e?ViBVyGeElAUMUOftiWl_QqF5pR-cgqS*sTxn>Cm&82C>yP+TrTDd%g! zJ!33ph>x4_crjwFQ!}NL>&yOOX>cFiq3q)#+*8WZH#f-py$?`mpU&6vqigZEyZAMT zsnaiuyJ!8nf`E57cZt4S6C)ewQn)-!CqO56YO^x1W(n!up;jL`I@jl&HIFG5yZxtG zZBRRR*@f{d&+A1ZW2&Z3LpGCC7SG&JmtbFh5)Z*Yk)LqJ&8zWPuu}13(jr7(8$|?l zorM79)KcqzblxmT;uTw(-ZeOjDvRIb6!Rgjbe8pp4g7h~HkmT(I8o;yL;s{Hl-K+J zQ*b&{7f~g{k_C}-P@8tmN@R^thO^o{g%P1hSc_@q4=#1?W9gT7NcX(7bWQG|zS=_U zDgMM*q3jIdeLAGVf3JR-hllZs_r2BQF`L@jhBUc6$RmDMhOSRi- zjxDN_^b-64K^2u$@4G}89PrRPNJuXx)+HSJGS6()VwQ6xd!GpCL0*|sZnf>B@4Jc# zOtHkXd+y|DpB)^Bk!-SWO@Pd*bkEqDNz=4_?p^_qr*oS6+N3^q)pajjZC}RoF5l^;^(&xwECJ|+(24hYy)GW!tfL%T z<*vs;HAnlV<0qk-l&RIKEK2yK{yMpPBO(5}0!~kV!J@yD~_kCrDK{RjB;tu&t z1I@Oj)#{K3@~oWY0=ig`@~y<~g7n*-?(WHSOvt>6Ib{LDan{lWpC!AYO0D`md8*S~ zJZU~wLUZ&R; zZ?ba7K1UnKQZjFikditdIZym5RrUJ7c3$wfn~5)VmaK&y{6uEpY^NdPkn3m0?hy!Z z&=QTe^G!+dzWT#~d>EHxc(xFCwIj~KIIipUNkF>cpF^vg@F*N(YpVzWk#vzMkZD(k zdeu1tA9XE%k0&f*$G5X)fYMF?A*C3t6*JA9taOS0BA=k}zSD zTzB{LA%OjqA4FfcFP_BWCTcW3PQCD_@!aoW_vQZq9+5sGe3Kkp$xd(?Se+Nc#Woo8 zpBoDMK{rMymo|}is>hU`c)6giN87K$7GCXGwp4Aw7=}d1FNv

sg^uS6fQN9QPquiB`Z@%R4#_;fstpLxZ^`3Zav!EkxZFoknzUt%kn-^nK*vqZX zw>6wRbNjZ|gWDL0eqe=yUnw8ftk{37PEW)fiF3d-IaMNXH-ko`0PYWltJ&lgau zj^A0Zq}e>@R}u8{f|TzSTiv(K>LX3x&j%&FFiw5_R#072?Ku7l$JE>5p|5Q>0rj2K z3wCfDydPGFmVv0FUg6ngN2TK z^%*v0xlFza(C}8>tE5|a|GUdpJm9`TYR2OLFAcEqov)TOgyi15-bjcEy5a#FbW+^20lz&&xdhQZnL z(>cb2Lv&%)bC69r4DFfzWB6`1^_yVlTpeSb)EZwUzM58nXP=;=3SyFRZ|Z z+u0NQRxLjut$jwCEx~}8QTm3vPUw=-7eAuu=UZm4UXHZVPiNq^@*YH)``Y~UsU;*^ zuO&xpm|-qIwb~v3dw^9?cf2Z-D0f`AekNT}?kPJhMsrzm|ACxPU8<(Nf##r&=&LLx zF+QEI7hOUPQ64_r95*gE8_9ldx}q|kr6dXM6L_$~y8zR8{4T<*M&`+!b*xMLBO zh_Eh&54?i*8(Tl@Xu4wJ`O0I@X6*_qsAxG$hNf0e7lD%-E0|P>OvJqz;fC$|TUBuzW)yH$V(h(MR-KmX9=V zs>X6=4)W>mm*qr9cAQ{SOyOp1xMfKwmPa==Ad^n!cxz(5O|f&;t82+-vxWKm7@GE` z3aI{ppka20v=@kzRp=Kvb9o;Lhv<(1CO$G_KU zN6-O-?QcBMZxaIRvjyFYSG`R)#WSXZv2Srnm*AP5$8`!(Q9I3})u6|>>sBe7fjMsA zArWO!D^obX0YRh1ZP;Sl;k)1OscgFX;~n!5I*O zVNdWN=2>_(EYmDoAiP)g=Y4Fig3XDvRdc7wXGxZwYumlASB&+fe>h;Ra|rVZLM^C` zGa4@ujr}D#rSA36$r}{bW8uywdM0Y8UvOE~ObO@)q3dB%qkxE>r&;!8k|b_N6ZdnI zJ@zWfj|*O5vIpH>q1s85XI)_k@DB`?qFFrU8TFUX7KEY=zu;d~q&iU1{YHk60F?n+$3IPr&+Bn#XWD5en)N=9I z8@zPb|28VNARm@HZZ(#K#^8R08+7Vx@^3)GbLh#Ca=4Jytp!LXVkZ8-$ z%6QFvD#&{i?7L#4&QY({m~BL=g4{Q^dj{p=bLw-PfgLc%==4haKI?-k+sZ#29yx2x<&f?DR zb!g$B$&3w$K1z?dr0is*&MsKYJp)4>>bv4xGpw0rW$6TyocQW|qK&V4d30tn zXp&}L7wNKqkx;*(W>p`n4zHIqpMLi9DV$eZnIDbYeX*;O{WS?iX0_cNiFGTm~gkyItE0^{ytdx=pjjQhZ4xbxe` zg}(eiy#)LYxIKd}F1TU_$TY-^D_ssrMZy|(C zs-dv1L2QX)&HffmJ$rY5mnOsY&V|Zid3nvAk~Nv|*(KrS>%tj|eyH3-`W%Ih zd1Hzkb}jbQ7{0fiWBb?O8K%0}d=DW`yc#T(pIy*uTmSop9N6krM3-SEdK&>#q%}~0 zT5q{3ycM_`6#I`T_@#A3;Hff(Vp`y!+Qz6L3Af~$_75= zH2!N^)SV4%oFnPH#Hf{-&Q58!83Fggi8%7p5qE&kpa6*h(uTL)=^I9NJx@~0c+`O< zd~JqMk@UMUyAH>63%cdK!R}!;V^LP%N6(@vg8R4jP_pK*Oq>m2O0Y{`N@CdvR9cue z*Fbx@xem|KKN=8Fv020gAo!S6EI7VQn8K?e0H-`>R-8uep z9gq$~ePfKdE!{ZgIYHrxo0Gfob>H8n3fHlg<3!y~wlmCzea`z$%&P-jjRnH~MQwXs z_Iv-nTF%bJ{^3;#In-F&b;>|ab<~GHDSCv(v9%Y-GctF!rbiWW8%Yn_a4etR@LQU| zoY}U7tNql7jfE`Urz$OkX$kgKVw5Zy?XCCee=k)3N40aigp>xl1$XbLGe`Dtlr@Gz zC4RJ9EE!b5Asq!R!C^$z)oFF6Wm`>>=5N!HGNnNwST$d05m&xq%GOz9U5QE9%Yzl|p3+Y31LL~bjh zP_YlDD7xLHEe(4IDZM^zvh8{PXv6g2aKo34cUN2}WLQY$%mm%3VqR4Uig?>6RwWO! z7q6zy8g8>+cyI2ab`EI|d>lGB;E)3P_olmv8v>|p42QG9VHk7WR)qlLm%{rhP%fRl zI@{fXn&)NHK^8MxDUOPFj|1)E!`Ny))D!!-Q2VUq$2!Ol(m=*W-KdJkILm85BM5Fk zz-SkLG9q<)RiG}WwWtkenx0Kdu=_3<^3(Ak>_4g}qCeeN(WAq5pHiTY{nD+m((Y3y zi)r=OMiHRA+MxWZXCZPO6Q7)OegQz_;1}*gJK{ADf|PRt?pz2S&@NvI4$z~fW z71ZSKl1^$zC}}P3rI`|> z-1_y%9zxNlw7R!G^nLr{hfg$k9&6TN61(BAdQvWKPH*XHZLQ~GCHLz9Ng0Ln_g9dI zP8oiwC^O|O)Z~nl%Y4NRKH9AjL!|f z(2bSPU4A0g(+=&1d1If;^OOEEMO8}=#JWirLvw5LE-asy=CF!qKxiG=Xd@f5oeTIn zQ$Ypb!Df8|{Sxr7ip9mGUGJh3SR)}dQnS6Wao-+S$bLVXt>;4@pb`)oK-YEke#j_5 zM@De~=c);ydZrAsS(R@1NseHdDcJ}4?`sL;V7{m?WqZgzC-0g!V=ZFcX5VFB zC9-${)#_rcY^l$K9Lon(3)nsnmkRiCW#>A$@|h98`IVs}`Pkz+TZLq~5(Og1l*Zy} z;^Cn8TNY2&rdOJt3!lDvej2Q6^?45ZEM3Or7PN=+^u>$UlrQBQxGV*|EP3~d%I2ci zrU3?+-u~>=b8S{M!NO0A1JX?63Nx7?pkfiiWebicQM%}tcNzqGuyP!LdEKO%l=5;^ znn9wgXtvJ_nlvvdw=vvo(gCvJld7y9opEhWiC%u&%>tm6jgUDVqipOVrJPNZBpw)D z0bL7|BX~3Lv!{+v2e<8`=OGaqPJ2;qdSMma86Q$7@ptRN|E?W(1qa*WcKCH@xBV)A ze`l)y?uYuQhv{2v_sFY!xV*juPW35#G^3oyolhR(1qjI&*Hb$X_ z7OQWn5UG33^Tu*>oHTDj?pg`edow(&fJf{B-wq6)K7;Kf!iCp-Yd)-U1Ia;{Br;YW zv$?2#ua@8m-GOC=5TZJ6nMeEea8gGxjLf$N64qk(fXb_aTsNgIo=1V@fmv(aS}4)W z*sC2^fiM^X!;oZjkFcjcdE)J&tYFkOMd4;qmU28%7{IXA)Fu7P#?W4qzbnyzt!G^f zp*Pqv8Iop@mW|O{s|B}fX(J0#0s;c^}01n_+KnFRmj>`JSf7nksz2JcNmAFoqzw!!g2Q<;s#g~ ze5y-&L%06p>zLPaXS?IdAo=8R2d?U`dHcgeo(ZkF=?kWTb6qvOU1pT?L~< zp5|5>!h+7VNbdmQaah>sGdTiD4f{ANmVOI+{twBD(G(G2icZ=lj7x8y!DKN518(|qRC~kIyG_+X_u||)u z({7w4BmXsiC)7o9zXa#h&eglahg9(gs9#F@-=|2Zj=Derk^}1PDL3zRP7RP+EU9jB z;oCfY%@;9)>#Lv`mx-w}#=Nt%>`(s-7ar*0J7v%XKTqNPEA#KKRsPYbPF*b5;C%-i zWVG=4ehWCm{98-&N9WFgt4ZPC5iXZJWo2FVw=i`1fyc}A#}(?@=C2)&jdK#)Hg00r z&HNtO{*`azFNG~UH{*+c8^Z&6T8$^WMI1mN$Tr>B0OelMk5vE7io|-Xe6T&2Cf0o(`-kCblftYqRLr zKWVi%d=XzsXcf~=a^hYPEV;y+Uw|ju2+rajHqIDg|uA{u>Kos8dt^-hS&Z9@pNWu zh+^`5?lRtA5z4>qE(Ls(&aom_)7ROcVuRaZ~9{4x2L0~pwD%8+sBMl0yQ25TCwgl&9B zq{`4sZ~m?E!6ba#dRLYB{=(LC2aI%;DQBt^=12bkJZ?wdPsgbCs5D;}+}Y{rqTCQ* zR?42^+v#4n65xKbhj6#OAISYvfb+aQUy5|`zr&ihmyzqbj<0#CUQMZLGPT9U!)}q= zsXx-b$@pue_{fn;v2mR(%{b&X9RSa`g&KX3H!W<;=U&EQ^rAN zm>Ax1Uh?neeQ&sryTGnX#hw?l@kN@&C<%2Ie2IruKA-N_Q77FDI&~Due(vGW)>6|$ z`C~4}VsgAxad=sB&L`)#z2VJyd|-S(a|wILV3Dt82l#>Mw;kzxS>df~!VPU}s>S7f zq;83nBW7S;?D=c;zWw-)Qf#u&>yngfr3BSZ}v~=Unu-v@m8&@>Xv#&vv1^G z>59?68+R7&1#>7}>9PIK!aQp8=t6XoO)uUqzE<)$4L-+I)-G31(xGdKTPJGv1Gzl_ zuUGIlkFGu)B>E1!r?7Cv#_kG}?deYVGpuPEHm7?Qrt1^U8U$wJr%_q|02aJOrTBwb zf;}?_?CMqJ9sLKrb4p58eT9#^#7bD~OTpEr`@3#%+Qz0lO|L$$stuw>$c=j_=qt0+ zth^!d2g0{r1@Rljrr$;T-6rg>SML)M*}GOYjo^KESFjh_d>i8+?d)3}aa?WuZ*M7z zMcX821a|~iTATj>mu|+m+_Mjjpzx|zwYKu|IlqVAI@dl7__l2_@RqV?^6p|kb(gaz zq4YKOXNf!;qI^!!*T&usaW%`uxs`bHc<6D)@%q=u6L?l%89&$%A3JV*&AW)jT=-w{ zC&b?fyhhqKq9pq|HYb7j`G35>O8QzdjxIdAO&`phO_Ad`XBe|QwfndJlRZrQJ(eE^ z%i?B}ZOjgH5g6f42*r8Z-AQw@+!D-4RRCoB3|H44EYV>2fuSdgd?h~gb>B6zbdZoc zc46MU6X9-`ZvH-kElGAXYQ<5<@eV%>SAmP?qNL}ok^6@UaeX|?FR6>>TIG+D(P+g!W3SadEgv z7mR=hC+S>Qg8T!i_`FKi#Zol+K|R~s>0Uk_wLVo}YoB3(o)OcQX>La)tsU7OdGQ%;9f;2FuWWQ4mGV96*_+wE#h)X4d0FeTJbsm>;%yf9!upHo*JN+N zVyM|u_;jqRc_p@z8_zH03>kM1m9`$z-I4Mh-_t@7g!8#t&qpQxRs_pVU1wH}z z<5$rW#4y0IBaP^!;llcn+P-AgG@VM{#GY03WEgsZ{>T3Ss=q)rui75hQTToRnP~~N z)d~no0rKs}3j@;_uaqvLce9sLlx}$y)D!ARAJ)2ZjLR1oxYt&XM1FCN$ZBTvYhp7R zYMkQqw^YBa5C7Ku-$=ag-eCD?Kw`axdhd;g!uk9grA^@LcemAHeU~A#^Qi-qpL+6r z0nx6O3y1RU*ya9$wKYLxtVNOBxyF5~-mA+hkkzYw$G<}dQl$yvBWo=@{zO_NH+MRW zcJ^uJO#CX-b$dJAHu>#u6vZ<29+lU47gy0dJ9jnysxdCmA>)8^^M07FZ^ioj8uqZ) z&|y<(QQJ80SM`}Xu9{j{?x~jH>E)5ey1%_|;qo%zEY75y?c`Uq_>bbm+W!E96T=T? zu+5ZLnNI~%9S34@SiTMLwv&C~p{Qy^iEgE2g@+t22Oo`bn%$gwR;f0glL^Ep8^FLn z{;K7iaM=2hjYX|9wdL8CSA>o=Ki$<`Kgh2S&PVra(rs2deK^k<0BynaHP3i!!uJ}q z2L4ttz&KOWBvxLfHlb;ACx^4R@4)TB_N=iOia41%ah04;V=uyD^4bx`RHg3J(kA|q zbv~v%f&Qu^fKR4txU$l}da_129jh}$(-OwbAp?`iuG>J>BDB6Ryh228m!8Mkzdy%g z9H!kZkLZpZ$=(+Q7m3zv!qu+tZ7owywUDQrpg!I{PfCl!FL9yjmU`8e1okr|@fPX5 z4o4o9XIrwHQ1KiZW}p7H?nH(h@B>J}N8!zV1@Twl?}z*^;mbL^8*tY*_R6b#o5|h4 z%K&%;9>e-qmr}htY7w5C!^|<5cw+vkiC5>*dK^#0uZ})5_>Ex>i>sJmvWbJVFaiUz z{nE$2I|}v>*`G)7!)UsuudJ9FX^+|VOScOOu1^R11uRKZO7&Ob4HqdVW z07#VeL>+JsdcWg82gju9^PL9i?=;XttfPa|klw<%u^4JorS&RPeVVDi3v2+z!<~gW#QeP}43vMP+33Sz0OcCID?y?dy+W zT&y;}PSgwR2c><1;J=Pu6!8B5!$$CZ<(tKFk-UE(7?XZ^{cBuRTC^!fl^=NP$2>*~ zg*aj9^Sh+|4+YS^BY20x+BMIHZDikTI3XFn{2=f`A52u957DkQole(J)0h2u!ut;7 z`vG2kb>*y^<@<%QeuvV&=lE6d{?o!<7mHiG{qCu%Lb67`^TIbDD*Z^oKbLCSoeES_ zoMWp#Z;0{OP9MV086{~;WV`~=&S8tJ62V(80jjD_i@<%qWZ2Ptyxs773}Sy#cYC0xRuV!P|6*L@TYu!758U` zG`$O1@Vs_j7MOo$JRVDi9EZkoYsx+ud@j@H(V+28xT|n3ID*`agk0l!^*)v8&}zCC zj3&{%7jv7kb8xPwX4tvMPN%08hGAFQ$y25Fe&geFoJ28G_7pxS{l?{whU~n%?M~)j zGB`kr7XB4PUN(-Mc{SiNTFq~%8I*?wvPY`deXr|>NziRH9VEP{12nsTgfnCh!=-YT zGsUUwyxLV_StBZXpVkuSd7YtAFDA9UDw-Pg)yQqjzHIpVmP5RxLdR^bTk#dU`36I5B;TB(W^#uIyI zbCL&P(SDt)#Pz!f=eUWqR+4X+`HbDT0Ydu<{a+x#(xZlIGPI}peuv}yQC-)@x=@e1 z9lIXstl4Nk5iO&+(sq4Sxj7RE&MzjX1gzg{sYi;KZCX!b>tD5wKFXDB!Rg>KPOI@01#{APl~!mkKk+f z(=^>iTf3ydVSuWoxl_kcw>k7U^{hR;Jj)R9&gsF}E^t;lTTxtqnQ}`{{XT&Vw>R)4tSH|XNh$G00n6h zfhF9eFP!^gjAJh&b{J8U+~Weijn^Rf6Yy4b(sVWd0EE-TkmJp}nSio|{{YxU1RNiB z$EfLE!o$Xd-kj2X4+(K$(0&{EtHi_Y-a|!hde1k?KMdl#D{ll_ zX|TMOHdi{7vEwrcnPMM8zz@h*Lwn-S5_q0(wcpCDncW;K@0vPw_p41u$sTXlu(&^a4@;h1-}xSDY&EsrIneGU7{?2^eo8;3RFdio zc{8bLGuw~%3UTahwwGj^7y}nmq(2; zG`<>0`HBbd-N@p3EzfPp7=Pon(rLaQ)NeB;i!xp9=WI+jp|{SS>KUlx2b)}*kzMuEB%VVK>0SFs+1SAQ4A zpA=bJgQBIqp6;`d9P$0tJP*pf&hF<%@eYjM9r5Ltnim2Yakg0T#|O9a_OG5bUj^!Z z1=bV9{t{^QiwidrVt53Ban9MHY^yJ9jyv(ieNGQHlwhge==?K_JUFj_a>e0c&rNpe z>*RWe!=HiQ6aGFUx@R z`i0W(eESyRN3!C)JK=A}{a51Uq@UW-!KXf(<-*!^xY-`UK3NoTgd`Q){3jlwzL3+E zP<*2m=+%>*rq96f7^<<8qT|bBx1U_q^*@&8Vu{%!`9S=sutOABD5E~T>oOkIsS|Nr zX9e5b&{}m@SE(~pgpSL@fo`m?^!Dd^1_SBG_*Wqh9C}wp;W@mmWg|T%M^Dpt^sIaM ze#@v_TmJxc`1&4{mhBxCT6Cd5k)r|1in=R0%#ys;l7dGSClY4XjQ;?>uDEV|{Nc(d{MQlH1426e{pN5uU)NXlo*nDVV3K=Hrbkv%YY z=yB4$BS_X@o;1|7dBZCX84vlzeu8-4PVj$@G$in6#OpDAVRIl$YmSpz%G@g}jz>Ia z@Hre;=6}W?gxdG)-{KoV_NknD@*e~ zbl~q0T^6vI-C_A1!`({KZgaVtxvy~WU9@xQKfE9j*!1U$`Paajy|0UH2BQiX)mvks z=V|>b((i7jw*o6kUNr-dIIqd`EF+iuCe0txl@v1!JY|J`>)77$npvGr7_5jb5c$Zi zdNg~Cqa0(PsI3Ssm*_@KUANVSpB$?K?r8=;3eGrp2r5z5$3+}7qYg!@M-!_ofyg7} zUY~_{eD>~qK@>`-=9NjuVUb?-s9q(?Iyef|=Ce4p)jaiIl{v{BKh7)fvWnBAN>H}w z@bg>*F%qWc?Phy6tMMzu*7mKW#W-lTDv2@k?Z>auytyPS#zy3hY4>+=-UVdzsG-8i zkKwFv_f2NBwx{9Qi2Fzkb{sqF(;;{m1leNc__W=WsUX`=q`K>g) zI_7NbnqUz}u&(NLE8*~}H8rWR_qb{msbS*`L%fcg;LYLEyj2~haFeM|`{xJwSIU1A zejHEXuZg0qos>3irPP>Q<3>^G$$FnLgGAJv`1h_N@N^+UUm~ zz2Td~CeJv@4E=#rD0%vDYxFFFReg)69;fri6+)f|i9M^49dETdY^A*il_>V$cn-j#$ zFCExkAl((rh9-Fb0M(Rlm9x_uPg?RJf_19Odr4}&QToRcVyRNYQ?E+T-irAix8W^h z+1S}?jkLAg3XbOkYJfU%>-?+fT_@~~qS#z7-;xRAUwh{4~@FfL!AB?Wv_reypCus7nM0nkk z%4azA;=3?de`#KpC9PNa9=0}AYh;eKPmkIC{__6-BkLcD@w6YZPs2OAk+CiH3nm{z zlXLkB_x}J1YWDg^ige9MqyiXl0QmgZ2mpCLJmb;n1X>SPK>9OgP=ogV9MzMmIO6LkO)Sx-9(lBvxrs-6&x%|VK zQK?gsR3owahx`cybfRo2f@8KC2~a{7L<= zG#?)PHoo|O7Lj*t_PCNXouo(Gu&Ly6pSz0k4<7t#@Xv|94(R^?479y6<_Yw+fz8a) zAy@K|m9UC4^KSLxyC^|ZrR>}OtYhrz&TyRL)qV%jKeK*~YpMJjMP(bF_T(1tkVZdB z^-m15>H3tqRlvb0R1bAIU(+?`f3iHn=q2;%SGUGp8Z96Cyn&|JHtLGyVA6KpS0U1HnHk6*w*-L zZ5p-Zg{Ixn`t~-aCJ|VTIXZeCm*8uC9$NuyHZ+qH=I-n(jPW*|Wuxm4Z(}~_$MEMn zeXGyy@8q_BGAAhC?3`8md&FtdN%>H6-r};30#vI{5UO21h1AX|VsOyHxFpw8*EE!u z`!Qy?1MYG3#d{a*`|(cuMARGMroSUgYje2i)3MIUJHUV0BkuYhIvVlWJXxV%X}@FB zr2XrFsGSHk6~3Js+aa=$eYmp86E9yeIb3>I%|=cVl}gIjKD#`~aM|8l93*6$g1UZo z*zUeEcrQ%wo~?B%L%Trn3EIhwEv4DyNDuIX&+0k>UmfedAJn`#d^GJ<3KmfDJ~(*K zMiu&K%Wv^3;p15AND$xK4gUc2&SmSzs<^L?{ADeMt>CkwYpg%vB+=z{l6hn-?y>FL z<*q*Kp&j@m(!W8YiTcJK6y@ z^dpMhdz-7UignMSVf=KS8nhg>`!`iFFaCS=dG% zS-9st0M8zk@LBF(3Jv39qI;jz+zG`r>Bs7r{o=HKUA|ops6G|=qv6McyaZ>vc#}|& zxxMoSUS7LY41LhN04wCJPD^Y3LgwbqFDBkuS>ua8bxFt{g;~{YVYSp}g3@)kwMh!Y zFc=aj<2XG&l`Wm8oXU}oT!D)Cd_5myIaKDo{{RE_%nnycPNpWDn^iT}{ExVP5Nr3k z$Ac^*)tnjQEd*PbZj~V%5IUR=KMM6(S9CjvYW(E!_Os#-4PSV7Q}C3gIdojQ5z{1$ zsUD0554C;O@W;p6PsJY#MdDpFc~8W5R^a5rIQz@~>FU1K?bG+^dqeok#7-Sp48o=& zgl!3Z-y@-yAfaESc?ZRxg*u0iq_x$wArk6ViLk4kqIicz&t_iP`d79|ZTrGHdQ@p7 z@F9yhAKo>Ryj|ja21}aaGMrR#m`7%h&VLZtE}5;}*hJfw8470@J}}bb0x7?DdAFdHU{{U&;OSwiqV}cLi z#b=1Bqwh7j{($8CM@t=+;j;=cyQtJ!?E3x2AB6rZ+<0R~8br2&ZzwXx*~bU5uOQVf zB-OPUwF#6fPTPnbt8+}!UgmWdnT{d%n;ivaYZj0}a?4>UmJ#<`rE|eWJ4E{0cpNnv zlbtx)Qrzft*SXX5NujX)-2GY9;O#wyc@K+iu62)|X$wssDIxp7kAFj5&6Ujdr)exQ zFhyitK;_xM;MY|t%AAzb*z>boww^ByJUv@lMel>36}3-?8oJwEZ#Hrrw-(2czwM|0 z09wAJ_=n&-KZtr<9}#{Q+$&x}zF}DYUoehJo|{~D{Hx;qS3pf-&3vZ`a~5_#On z>E9cCF>f985smk;#sNuU{{Wt`_S~bW{42@6D|nZ|UlHZCli~HD7o(epR59f`46j3j z-o8^Ef#sJhqoMnc3-O&C_XP|sN*BKVPyCM~)b(4x5bGB@#n<1sec1FJ0Q?1gm2qeA z=fxic(m1Dz-fcD?-MQi8m3o3Y{KtdqUo6j|*lD&ASS-2Jv-87_-qp>yF_Rg{$5lSR zO7km0$;Xk}$LctYonxucbn9~RH1zW6=vIc-;_l)*TVygzBLqcJl1bnID_Z?$gHE{7 zW>Xx|BYdnewZkd>Fe5(xyycU(Er(Ca#)Z6 literal 0 HcmV?d00001 diff --git a/week1/Intermediate Python.ipynb b/week1/Intermediate Python.ipynb index c394e36..e06d533 100644 --- a/week1/Intermediate Python.ipynb +++ b/week1/Intermediate Python.ipynb @@ -23,7 +23,7 @@ "source": [ "## First: if you need a refresher on the foundations\n", "\n", - "I'm going to defer to an AI friend for this, because these explanations are so well written with great examples. Copy and paste the code examples into a new cell to give them a try.\n", + "I'm going to defer to an AI friend for this, because these explanations are so well written with great examples. Copy and paste the code examples into a new cell to give them a try. Pick whichever section(s) you'd like to brush up on.\n", "\n", "**Python imports:** \n", "https://chatgpt.com/share/672f9f31-8114-8012-be09-29ef0d0140fb\n", @@ -40,8 +40,14 @@ "**Python lists, dicts and sets**, including the `get()` method: \n", "https://chatgpt.com/share/672fa225-3f04-8012-91af-f9c95287da8d\n", "\n", + "**Python files** including modes, encoding, context managers, Path, glob.glob: \n", + "https://chatgpt.com/share/673b53b2-6d5c-8012-a344-221056c2f960\n", + "\n", "**Python classes:** \n", - "https://chatgpt.com/share/672fa07a-1014-8012-b2ea-6dc679552715" + "https://chatgpt.com/share/672fa07a-1014-8012-b2ea-6dc679552715\n", + "\n", + "**Pickling Python objects and converting to JSON:** \n", + "https://chatgpt.com/share/673b553e-9d0c-8012-9919-f3bb5aa23e31" ] }, { @@ -123,7 +129,7 @@ "source": [ "# But you may not know that you can do this to create dictionaries, too:\n", "\n", - "fruit_mapping = {fruit:fruit.upper() for fruit in fruits}\n", + "fruit_mapping = {fruit: fruit.upper() for fruit in fruits}\n", "fruit_mapping" ] }, @@ -147,7 +153,7 @@ "metadata": {}, "outputs": [], "source": [ - "fruit_mapping_unless_starts_with_a = {fruit:fruit.upper() for fruit in fruits if not fruit.startswith('A')}\n", + "fruit_mapping_unless_starts_with_a = {fruit: fruit.upper() for fruit in fruits if not fruit.startswith('A')}\n", "fruit_mapping_unless_starts_with_a" ] }, diff --git a/week1/day1.ipynb b/week1/day1.ipynb index 33b5616..949ec17 100644 --- a/week1/day1.ipynb +++ b/week1/day1.ipynb @@ -43,9 +43,28 @@ "\n", "If you're already comfortable with today's material, please hang in there; you can move swiftly through the first few labs - we will get much more in depth as the weeks progress.\n", "\n", - "## Business value of these exercises\n", - "\n", - "A final thought. While I've designed these notebooks to be educational, I've also tried to make them enjoyable. We'll do fun things like have LLMs tell jokes and argue with each other. But fundamentally, my goal is to teach skills you can apply in business. I'll explain business implications as we go, and it's worth keeping this in mind: as you build experience with models and techniques, think of ways you could put this into action at work today. Please do contact me if you'd like to discuss more or if you have ideas to bounce off me." + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Please read - important note

\n", + " The way I collaborate with you may be different to other courses you've taken. I prefer not to type code while you watch. Rather, I execute Jupyter Labs, like this, and give you an intuition for what's going on. My suggestion is that you do this with me, either at the same time, or (perhaps better) right afterwards. Add print statements to understand what's going on, and then come up with your own variations. If you have a Github account, use this to showcase your variations. Not only is this essential practice, but it demonstrates your skills to others, including perhaps future clients or employers...\n", + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Business value of these exercises

\n", + " A final thought. While I've designed these notebooks to be educational, I've also tried to make them enjoyable. We'll do fun things like have LLMs tell jokes and argue with each other. But fundamentally, my goal is to teach skills you can apply in business. I'll explain business implications as we go, and it's worth keeping this in mind: as you build experience with models and techniques, think of ways you could put this into action at work today. Please do contact me if you'd like to discuss more or if you have ideas to bounce off me.\n", + "
" ] }, { @@ -136,9 +155,6 @@ "# If you're not familiar with Classes, check out the \"Intermediate Python\" notebook\n", "\n", "class Website:\n", - " \"\"\"\n", - " A utility class to represent a Website that we have scraped\n", - " \"\"\"\n", "\n", " def __init__(self, url):\n", " \"\"\"\n", @@ -160,7 +176,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Let's try one out\n", + "# Let's try one out. Change the website and add print statements to follow along.\n", "\n", "ed = Website(\"https://edwarddonner.com\")\n", "print(ed.title)\n", @@ -267,6 +283,8 @@ "metadata": {}, "outputs": [], "source": [ + "# Try this out, and then try for a few more websites\n", + "\n", "messages_for(ed)" ] }, @@ -371,11 +389,59 @@ "id": "c951be1a-7f1b-448f-af1f-845978e47e2c", "metadata": {}, "source": [ - "## Business Applications\n", + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Business applications

\n", + " In this exercise, you experienced calling the Cloud API of a Frontier Model (a leading model at the frontier of AI) for the first time. We will be using APIs like OpenAI at many stages in the course, in addition to building our own LLMs.\n", + "\n", + "More specifically, we've applied this to Summarization - a classic Gen AI use case to make a summary. This can be applied to any business vertical - summarizing the news, summarizing financial performance, summarizing a resume in a cover letter - the applications are limitless. Consider how you could apply Summarization in your business, and try prototyping a solution.\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Before you continue - now try yourself

\n", + " Use the cell below to make your own simple commercial example. Stick with the summarization use case for now. Here's an idea: write something that will take the contents of an email, and will suggest an appropriate short subject line for the email. That's the kind of feature that might be built into a commercial email tool.\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "00743dac-0e70-45b7-879a-d7293a6f68a6", + "metadata": {}, + "outputs": [], + "source": [ + "# Step 1: Create your prompts\n", + "\n", + "system_prompt = \"something here\"\n", + "user_prompt = \"\"\"\n", + " Lots of text\n", + " Can be pasted here\n", + "\"\"\"\n", + "\n", + "# Step 2: Make the messages list\n", + "\n", + "messages = [] # fill this in\n", + "\n", + "# Step 3: Call OpenAI\n", + "\n", + "response =\n", "\n", - "In this exercise, you experienced calling the API of a Frontier Model (a leading model at the frontier of AI) for the first time. This is broadly applicable across Gen AI use cases and we will be using APIs like OpenAI at many stages in the course, in addition to building our own LLMs.\n", + "# Step 4: print the result\n", "\n", - "More specifically, we've applied this to Summarization - a classic Gen AI use case to make a summary. This can be applied to any business vertical - summarizing the news, summarizing financial performance, summarizing a resume in a cover letter - the applications are limitless. Consider how you could apply Summarization in your business, and try prototyping a solution." + "print(" ] }, { diff --git a/week1/day2 EXERCISE.ipynb b/week1/day2 EXERCISE.ipynb index 987ef5c..c2de0a7 100644 --- a/week1/day2 EXERCISE.ipynb +++ b/week1/day2 EXERCISE.ipynb @@ -29,7 +29,10 @@ "You should see the message `Ollama is running`. \n", "\n", "If not, bring up a new Terminal (Mac) or Powershell (Windows) and enter `ollama serve` \n", - "Then try [http://localhost:11434/](http://localhost:11434/) again." + "And in another Terminal (Mac) or Powershell (Windows), enter `ollama pull llama3.2` \n", + "Then try [http://localhost:11434/](http://localhost:11434/) again.\n", + "\n", + "If Ollama is slow on your machine, try using `llama3.2:1b` as an alternative. Run `ollama pull llama3.2:1b` from a Terminal or Powershell, and change the code below from `MODEL = \"llama3.2\"` to `MODEL = \"llama3.2:1b\"`" ] }, { @@ -124,14 +127,6 @@ "print(response['message']['content'])" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "9a611b05-b5b0-4c83-b82d-b3a39ffb917d", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "id": "1622d9bb-5c68-4d4e-9ca4-b492c751f898", diff --git a/week1/day5.ipynb b/week1/day5.ipynb index acf6197..09246f2 100644 --- a/week1/day5.ipynb +++ b/week1/day5.ipynb @@ -52,7 +52,7 @@ "load_dotenv()\n", "api_key = os.getenv('OPENAI_API_KEY')\n", "\n", - "if api_key and api_key[:8]=='sk-proj-':\n", + "if api_key and api_key.startswith('sk-proj-') and len(api_key)>10:\n", " print(\"API key looks good so far\")\n", "else:\n", " print(\"There might be a problem with your API key? Please visit the troubleshooting notebook!\")\n", @@ -391,19 +391,45 @@ "id": "a27bf9e0-665f-4645-b66b-9725e2a959b5", "metadata": {}, "source": [ - "## Business Applications\n", + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Business applications

\n", + " In this exercise we extended the Day 1 code to make multiple LLM calls, and generate a document.\n", "\n", - "In this exercise we extended the Day 1 code to make multiple LLM calls, and generate a document.\n", + "This is perhaps the first example of Agentic AI design patterns, as we combined multiple calls to LLMs. This will feature more in Week 2, and then we will return to Agentic AI in a big way in Week 8 when we build a fully autonomous Agent solution.\n", "\n", - "In terms of techniques, this is perhaps the first example of Agentic AI design patterns, as we combined multiple calls to LLMs. This will feature more in Week 2, and then we will return to Agentic AI in a big way in Week 8 when we build a fully autonomous Agent solution.\n", - "\n", - "In terms of business applications - generating content in this way is one of the very most common Use Cases. As with summarization, this can be applied to any business vertical. Write marketing content, generate a product tutorial from a spec, create personalized email content, and so much more. Explore how you can apply content generation to your business, and try making yourself a proof-of-concept prototype." + "Generating content in this way is one of the very most common Use Cases. As with summarization, this can be applied to any business vertical. Write marketing content, generate a product tutorial from a spec, create personalized email content, and so much more. Explore how you can apply content generation to your business, and try making yourself a proof-of-concept prototype.\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "14b2454b-8ef8-4b5c-b928-053a15e0d553", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Before you move to Week 2 (which is tons of fun)

\n", + " Please see the week1 EXERCISE notebook for your challenge for the end of week 1. This will give you some essential practice working with Frontier APIs, and prepare you well for Week 2.\n", + "
" ] }, { "cell_type": "code", "execution_count": null, - "id": "22e878f1-08fe-4465-b50c-869352174eae", + "id": "55b2620c-35ee-4d42-a4d9-90fe98dbef02", "metadata": {}, "outputs": [], "source": [] diff --git a/week1/troubleshooting.ipynb b/week1/troubleshooting.ipynb index 54a16e1..5376214 100644 --- a/week1/troubleshooting.ipynb +++ b/week1/troubleshooting.ipynb @@ -34,7 +34,7 @@ "4. Kernel menu >> Restart Kernel and Clear Outputs of All Cells\n", "5. Come back to this notebook and try the cell below again.\n", "\n", - "If **that** doesn't work, then please contact me! I'll respond quickly, and we'll figure it out." + "If **that** doesn't work, then please contact me! I'll respond quickly, and we'll figure it out. If you used Anaconda, it might be that for some reason your environment is corrupted, in which case the simplest fix is to use the virtualenv approach instead (Part 2B in the setup guides)." ] }, { @@ -46,6 +46,8 @@ "source": [ "# This should run with no output - no import errors.\n", "# Import errors might indicate that you started jupyter lab without your environment activated? See SETUP part 5.\n", + "# Or you might need to restart your Kernel and Jupyter Lab.\n", + "# Or it's possible that something is wrong with Anaconda, in which case we may have to use virtualenv instead.\n", "\n", "from openai import OpenAI" ] @@ -60,7 +62,9 @@ "Let's check your .env file exists and has the OpenAI key set properly inside it. \n", "Please run this code and check that it prints a successful message, otherwise follow its instructions.\n", "\n", - "Note that the `.env` file won't show up in your Jupyter Lab file browser, because Jupyter hides files that start with a dot for your security; they're considered hidden files. If you need to change the name, you'll need to use a command terminal or File Explorer (PC) / Finder Window (Mac). Ask ChatGPT if that's giving you problems, or email me!" + "Note that the `.env` file won't show up in your Jupyter Lab file browser, because Jupyter hides files that start with a dot for your security; they're considered hidden files. If you need to change the name, you'll need to use a command terminal or File Explorer (PC) / Finder Window (Mac). Ask ChatGPT if that's giving you problems, or email me!\n", + "\n", + "If you're having challenges creating the `.env` file, we can also do it with code! See the cell after the next one." ] }, { @@ -102,6 +106,45 @@ " print(file.name)" ] }, + { + "cell_type": "markdown", + "id": "105f9e0a-9ff4-4344-87c8-e3e41bc50869", + "metadata": {}, + "source": [ + "## Fallback plan - python code to create the .env file for you\n", + "\n", + "Only run the next cell if you're having problems making the .env file. \n", + "Replace the text in the first line of code with your key from OpenAI." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ab9ea6ef-49ee-4899-a1c7-75a8bd9ac36b", + "metadata": {}, + "outputs": [], + "source": [ + "# Only run this code in this cell if you want to have a .env file created for you!\n", + "\n", + "make_me_a_file_with_this_key = \"put your key here inside these quotes.. it should start sk-proj-\"\n", + "\n", + "from pathlib import Path\n", + "\n", + "parent_dir = Path(\"..\")\n", + "env_path = parent_dir / \".env\"\n", + "\n", + "if env_path.exists():\n", + " print(\"There is already a .env file - if you want me to create a new one, please delete the existing one first\")\n", + "else:\n", + " try:\n", + " with env_path.open(mode='w', encoding='utf-8') as env_file:\n", + " env_file.write(f\"OPENAI_API_KEY={make_me_a_file_with_this_key}\")\n", + " print(f\"Successfully created the .env file at {env_path}\")\n", + " print(\"Now rerun the previous cell to confirm that the file is created and the key is correct.\")\n", + " except Exception as e:\n", + " print(f\"An error occurred while creating the .env file: {e}\")" + ] + }, { "cell_type": "markdown", "id": "0ba9420d-3bf0-4e08-abac-f2fbf0e9c7f1", @@ -109,7 +152,7 @@ "source": [ "# Step 3\n", "\n", - "Now let's check that your API key is correct set up in your `.env` file.\n", + "Now let's check that your API key is correct set up in your `.env` file, and available using the dotenv package.\n", "Try running the next cell." ] }, diff --git a/week2/day1.ipynb b/week2/day1.ipynb index fd193e5..4c08f22 100644 --- a/week2/day1.ipynb +++ b/week2/day1.ipynb @@ -14,6 +14,31 @@ "Today we'll connect with the APIs for Anthropic and Google, as well as OpenAI." ] }, + { + "cell_type": "markdown", + "id": "2b268b6e-0ba4-461e-af86-74a41f4d681f", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Important Note - Please read me

\n", + " I'm continually improving these labs, adding more examples and exercises.\n", + " At the start of each week, it's worth checking you have the latest code.
\n", + " First do a git pull and merge your changes as needed. Any problems? Try asking ChatGPT to clarify how to merge - or contact me!

\n", + " After you've pulled the code, from the llm_engineering directory, in an Anaconda prompt (PC) or Terminal (Mac), run:
\n", + " conda env update --f environment.yml --prune
\n", + " Or if you used virtualenv rather than Anaconda, then run this from your activated environment in a Powershell (PC) or Terminal (Mac):
\n", + " pip install -r requirements.txt\n", + "
\n", + "
" + ] + }, { "cell_type": "markdown", "id": "85cfe275-4705-4d30-abea-643fbddf1db0", @@ -465,30 +490,64 @@ " claude_messages.append(claude_next)" ] }, + { + "cell_type": "markdown", + "id": "1d10e705-db48-4290-9dc8-9efdb4e31323", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Before you continue

\n", + " \n", + " Be sure you understand how the conversation above is working, and in particular how the messages list is being populated. Add print statements as needed. Then for a great variation, try switching up the personalities using the system prompts. Perhaps one can be pessimistic, and one optimistic?
\n", + "
\n", + "
" + ] + }, { "cell_type": "markdown", "id": "3637910d-2c6f-4f19-b1fb-2f916d23f9ac", "metadata": {}, "source": [ - "# See the community-contributions folder\n", + "# More advanced exercises\n", "\n", - "For a great variation with a 3-way bringing Gemini into the conversation!\n", + "Try creating a 3-way, perhaps bringing Gemini into the conversation! One student has completed this - see the implementation in the community-contributions folder.\n", "\n", - "Try doing this yourself before you look in the folder.\n", + "Try doing this yourself before you look at the solutions.\n", "\n", "## Additional exercise\n", "\n", - "Try adding in an Ollama model in to the conversation.\n", - "\n", - "## Business relevance\n", - "\n", - "This structure of a conversation, as a list of messages, is fundamental to the way we build conversational AI assistants and how they are able to keep the context during a conversation. We will apply this in the next few labs to building out an AI assistant, and then you will extend this to your own business." + "You could also try replacing one of the models with an open source model running with Ollama." + ] + }, + { + "cell_type": "markdown", + "id": "446c81e3-b67e-4cd9-8113-bc3092b93063", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Business relevance

\n", + " This structure of a conversation, as a list of messages, is fundamental to the way we build conversational AI assistants and how they are able to keep the context during a conversation. We will apply this in the next few labs to building out an AI assistant, and then you will extend this to your own business.\n", + "
" ] }, { "cell_type": "code", "execution_count": null, - "id": "0d86790a-3a6f-4b18-ab0a-bc6107945a27", + "id": "c23224f6-7008-44ed-a57f-718975f4e291", "metadata": {}, "outputs": [], "source": [] diff --git a/week2/day2.ipynb b/week2/day2.ipynb index f4922d0..4c63192 100644 --- a/week2/day2.ipynb +++ b/week2/day2.ipynb @@ -172,6 +172,8 @@ "metadata": {}, "outputs": [], "source": [ + "# The simplicty of gradio. This might appear in \"light mode\" - I'll show you how to make this in dark mode later.\n", + "\n", "gr.Interface(fn=shout, inputs=\"textbox\", outputs=\"textbox\").launch()" ] }, @@ -182,9 +184,55 @@ "metadata": {}, "outputs": [], "source": [ + "# Adding share=True means that it can be accessed publically\n", + "# A more permanent hosting is available using a platform called Spaces from HuggingFace, which we will touch on next week\n", + "\n", "gr.Interface(fn=shout, inputs=\"textbox\", outputs=\"textbox\", flagging_mode=\"never\").launch(share=True)" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "cd87533a-ff3a-4188-8998-5bedd5ba2da3", + "metadata": {}, + "outputs": [], + "source": [ + "# Adding inbrowser=True opens up a new browser window automatically\n", + "\n", + "gr.Interface(fn=shout, inputs=\"textbox\", outputs=\"textbox\", flagging_mode=\"never\").launch(inbrowser=True)" + ] + }, + { + "cell_type": "markdown", + "id": "b42ec007-0314-48bf-84a4-a65943649215", + "metadata": {}, + "source": [ + "## Forcing dark mode\n", + "\n", + "Gradio appears in light mode or dark mode depending on the settings of the browser and computer. There is a way to force gradio to appear in dark mode, but Gradio recommends against this as it should be a user preference (particularly for accessibility reasons). But if you wish to force dark mode for your screens, below is how to do it." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e8129afa-532b-4b15-b93c-aa9cca23a546", + "metadata": {}, + "outputs": [], + "source": [ + "# Define this variable and then pass js=force_dark_mode when creating the Interface\n", + "\n", + "force_dark_mode = \"\"\"\n", + "function refresh() {\n", + " const url = new URL(window.location);\n", + " if (url.searchParams.get('__theme') !== 'dark') {\n", + " url.searchParams.set('__theme', 'dark');\n", + " window.location.href = url.href;\n", + " }\n", + "}\n", + "\"\"\"\n", + "gr.Interface(fn=shout, inputs=\"textbox\", outputs=\"textbox\", flagging_mode=\"never\", js=force_dark_mode).launch()" + ] + }, { "cell_type": "code", "execution_count": null, @@ -192,6 +240,8 @@ "metadata": {}, "outputs": [], "source": [ + "# Inputs and Outputs\n", + "\n", "view = gr.Interface(\n", " fn=shout,\n", " inputs=[gr.Textbox(label=\"Your message:\", lines=6)],\n", @@ -208,6 +258,8 @@ "metadata": {}, "outputs": [], "source": [ + "# And now - changing the function from \"shout\" to \"message_gpt\"\n", + "\n", "view = gr.Interface(\n", " fn=message_gpt,\n", " inputs=[gr.Textbox(label=\"Your message:\", lines=6)],\n", @@ -224,6 +276,11 @@ "metadata": {}, "outputs": [], "source": [ + "# Let's use Markdown\n", + "# Are you wondering why it makes any difference to set system_message when it's not referred to in the code below it?\n", + "# I'm taking advantage of system_message being a global variable, used back in the message_gpt function (go take a look)\n", + "# Not a great software engineering practice, but quite sommon during Jupyter Lab R&D!\n", + "\n", "system_message = \"You are a helpful assistant that responds in markdown\"\n", "\n", "view = gr.Interface(\n", @@ -243,6 +300,8 @@ "outputs": [], "source": [ "# Let's create a call that streams back results\n", + "# If you'd like a refresher on Generators (the \"yield\" keyword),\n", + "# Please take a look at the Intermediate Python notebook in week1 folder.\n", "\n", "def stream_gpt(prompt):\n", " messages = [\n", @@ -334,7 +393,9 @@ "\n", "There's actually a more elegant way to achieve this (which Python people might call more 'Pythonic'):\n", "\n", - "`yield from result`" + "`yield from result`\n", + "\n", + "I cover this in more detail in the Intermediate Python notebook in the week1 folder - take a look if you'd like more." ] }, { @@ -380,6 +441,26 @@ "Now you know how - it's simple!" ] }, + { + "cell_type": "markdown", + "id": "92d7c49b-2e0e-45b3-92ce-93ca9f962ef4", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Before you read the next few cells

\n", + " \n", + " Try to do this yourself - go back to the company brochure in week1, day5 and add a Gradio UI to the end. Then come and look at the solution.\n", + " \n", + "
" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/week2/day3.ipynb b/week2/day3.ipynb index b681cfe..2be75a4 100644 --- a/week2/day3.ipynb +++ b/week2/day3.ipynb @@ -256,11 +256,19 @@ "id": "82a57ee0-b945-48a7-a024-01b56a5d4b3e", "metadata": {}, "source": [ - "# Business Applications\n", - "\n", - "Conversational Assistants are of course a hugely common use case for Gen AI, and the latest frontier models are remarkably good at nuanced conversation. And Gradio makes it easy to have a user interface. Another crucial skill we covered is how to use prompting to provide context, information and examples.\n", - "\n", - "Consider how you could apply an AI Assistant to your business, and make yourself a prototype. Use the system prompt to give context on your business, and set the tone for the LLM." + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Business Applications

\n", + " Conversational Assistants are of course a hugely common use case for Gen AI, and the latest frontier models are remarkably good at nuanced conversation. And Gradio makes it easy to have a user interface. Another crucial skill we covered is how to use prompting to provide context, information and examples.\n", + "

\n", + "Consider how you could apply an AI Assistant to your business, and make yourself a prototype. Use the system prompt to give context on your business, and set the tone for the LLM.
\n", + "
" ] }, { diff --git a/week4/day3.ipynb b/week4/day3.ipynb index c50f1e7..e66d495 100644 --- a/week4/day3.ipynb +++ b/week4/day3.ipynb @@ -7,11 +7,52 @@ "source": [ "# Code Generator\n", "\n", - "The requirement: use a Frontier model to generate high performance C++ code from Python code\n", - "\n", - "# Important Note\n", - "\n", - "In the exercise I use GPT-4o and Claude-3.5-Sonnet, which are the slightly higher priced versions. The costs are still low, but if you'd prefer to keep costs ultra low, please make the suggested switches to the models (3 cells down from here)." + "The requirement: use a Frontier model to generate high performance C++ code from Python code\n" + ] + }, + { + "cell_type": "markdown", + "id": "d5ccb926-7b49-44a4-99ab-8ef20b5778c0", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Reminder: fetch latest code

\n", + " I'm continually improving these labs, adding more examples and exercises.\n", + " At the start of each week, it's worth checking you have the latest code.
\n", + " First do a git pull and merge your changes as needed. Any problems? Try asking ChatGPT to clarify how to merge - or contact me!

\n", + " After you've pulled the code, from the llm_engineering directory, in an Anaconda prompt (PC) or Terminal (Mac), run:
\n", + " conda env update --f environment.yml --prune
\n", + " Or if you used virtualenv rather than Anaconda, then run this from your activated environment in a Powershell (PC) or Terminal (Mac):
\n", + " pip install -r requirements.txt\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "d90e04a2-5b8a-4fd5-9db8-27c02f033313", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Important Note

\n", + " \n", + " In this lab, I use GPT-4o and Claude-3.5-Sonnet, which are the slightly higher priced models. The costs are still low, but if you'd prefer to keep costs ultra low, please make the suggested switches to the models (3 cells down from here).\n", + " \n", + "
" ] }, { diff --git a/week4/day4.ipynb b/week4/day4.ipynb index ed24ba8..ea195fa 100644 --- a/week4/day4.ipynb +++ b/week4/day4.ipynb @@ -11,18 +11,30 @@ "\n", "To replicate this, you'll need to set up a HuggingFace endpoint as I do in the video. It's simple to do, and it's quite satisfying to see the results!\n", "\n", - "It's also an important part of your learning; this is the first example of deploying an open source model to be behind an API. We'll return to this in Week 8, but this should plant a seed in your mind for what's involved in moving open source models into production.\n", - "\n", - "## Important Note\n", - "\n", - "If you do decide to use HuggingFace endpoints for this project, you should stop or pause the endpoints when you are done to avoid accruing unnecessary running cost. The costs are very low as long as you only run the endpoint when you're using it. Naviagte to the HuggingFace endpoint UI here:\n", - "\n", - "https://ui.endpoints.huggingface.co/\n", - "\n", - "And open your endpoint, and click Pause to put it on pause so you no longer pay for it. \n", + "It's also an important part of your learning; this is the first example of deploying an open source model to be behind an API. We'll return to this in Week 8, but this should plant a seed in your mind for what's involved in moving open source models into production." + ] + }, + { + "cell_type": "markdown", + "id": "22e1567b-33fd-49e7-866e-4b635d15715a", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Important - Pause Endpoints when not in use

\n", + " \n", + " If you do decide to use HuggingFace endpoints for this project, you should stop or pause the endpoints when you are done to avoid accruing unnecessary running cost. The costs are very low as long as you only run the endpoint when you're using it. Navigate to the HuggingFace endpoint UI here, open your endpoint, and click Pause to put it on pause so you no longer pay for it. \n", "Many thanks to student John L. for raising this.\n", - "\n", - "In week 8 we will use Modal instead of HuggingFace endpoints; with Modal you only pay for the time that you use it." + "

\n", + "In week 8 we will use Modal instead of HuggingFace endpoints; with Modal you only pay for the time that you use it and you should get free credits.\n", + "
\n", + "
" ] }, { diff --git a/week8/day1.ipynb b/week8/day1.ipynb index abfb167..9534e5b 100644 --- a/week8/day1.ipynb +++ b/week8/day1.ipynb @@ -9,14 +9,32 @@ "\n", "## We have lots to do this week!\n", "\n", - "We'll move at a faster pace than usual, particularly as you're becoming proficient LLM engineers.\n", - "\n", - "One quick admin thing: I've added a number of packages to the environment.yml file during Sep and Oct. To make sure you have the latest repo with the latest code, it's worth doing this from the `llm_engineering` project folder:\n", - "\n", - "```\n", - "git pull\n", - "conda env update --f environment.yml --prune\n", - "```" + "We'll move at a faster pace than usual, particularly as you're becoming proficient LLM engineers.\n" + ] + }, + { + "cell_type": "markdown", + "id": "b3cf5389-93c5-4523-bc48-78fabb91d8f6", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Especially important this week: pull the latest

\n", + " I'm continually improving these labs, adding more examples and exercises.\n", + " At the start of each week, it's worth checking you have the latest code.
\n", + " First do a git pull and merge your changes as needed. Any problems? Try asking ChatGPT to clarify how to merge - or contact me!

\n", + " After you've pulled the code, from the llm_engineering directory, in an Anaconda prompt (PC) or Terminal (Mac), run:
\n", + " conda env update --f environment.yml --prune
\n", + " Or if you used virtualenv rather than Anaconda, then run this from your activated environment in a Powershell (PC) or Terminal (Mac):
\n", + " pip install -r requirements.txt\n", + "
\n", + "
" ] }, { @@ -43,7 +61,9 @@ "\n", "A student on Windows mentioned that on Windows, you might also need to run this command from a command prompt afterwards: \n", "`modal token new` \n", - "(Thank you Ed B. for that!)\n" + "(Thank you Ed B. for that!)\n", + "\n", + "And I've also heard that in some situations, you might need to restart the Kernel of this jupyter notebook after running this. (Kernel menu >> Restart Kernel and Clear Outputs of All Cells)." ] }, { From ae2062688dfdae47d1aa947d4fdef18685856591 Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Mon, 18 Nov 2024 18:41:41 -0500 Subject: [PATCH 03/15] Added more resources --- resources.jpg | Bin 0 -> 449738 bytes week1/day2 EXERCISE.ipynb | 31 +++++++++++++++++++++++++++++++ week1/day5.ipynb | 24 +++++++++++++++++++++++- week2/day1.ipynb | 15 +++++++++++++++ week4/day3.ipynb | 7 ++++--- week8/day1.ipynb | 1 + 6 files changed, 74 insertions(+), 4 deletions(-) create mode 100644 resources.jpg diff --git a/resources.jpg b/resources.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ba73964d811e9f5ebddb79512dc36262d5456055 GIT binary patch literal 449738 zcmeFYXHb)0zcv~KM5&_EOOzr4B1O6oL=*%B1nE^ldI?A`0RibH0s=~lh!Clv_uhL8 zy(gj9gc=~g;d%D6_dZ|F%z59>|0~Iz-+j-TmAS6WtY2H}YU&C_bNSlK)(QYnQv>h; z0DxP7n?!d3#Mc(l^$S463?Tit4FKp8vHXv1O7!?YV{QNdH}3uK_%K@l$$!RQ&-rh> z`Op1-eUp6y0LZSNkO+y02*(lqmrZno81U=Ap9>2K{UZ9`8GqgQ?-@w|zli_W{&Vv` zWB&ak|6Kl2;2#D4QQ#j1{!!o`1^!Xs9|itV;2#D4QQ#j1{!!o`1^&MkxS9og1rYxm zq{PIew@67zZ;{`+200b^zd&_|>fgBYAKd#l=>G-A{{ayR3CYcyHz}^)OtjRrO#jEY zn!nELUtBc%s#O77CNmFEY~yh&q24z z=@}TAn7JSEJm%#S6%&_`l#*6>^;%Ksjk3ynZ5>@beFH;_PnK5JHnw)IZtfnQUfw>z zUqeE}!XqN%6TT-VCI9%D@;mEKb`Jb+ZeD3wc|~Pabxmz+TYE=mS9eeEC~|CkVsdJF z28G5fudJ@EZ*1cB4-SuxPw=N_*R_rRqH}%yFGl|_KD5_-Zjg`=laT$3577klz4 z3F$-On|I|k$v(Q=;}8kFb^m2tW=YF!&SzR!I`hvXl_^$6!#A6a z$t8=7zJ+dsa-feho~h?*yTVjb8$&i-le! znUl9a9aGHasqL3E!ZJ9<#enn#g|Z)_vn0{?;{6TCaT~Esmw6ZW_;L@}rw~DI2@-8X zGoHpsYcsyd4)ICa7e++-b4s-`0kiUzP5Ri%LaCv9FO90#U(M?9_PAL;LoG&mF5GAg z#|J(8d-|@A=KEYC<+A^ep(}u4T}}BAUjLHbH-D950S^?ozx?}{0Le#R0YGP%_ZhQV zRuVT9^{7D~dY$Ema)eFyuzP4CY#-I(1nLRI0cqN7;EZ#Z!|7dBt?!@tYz59~KcpH{WNB9dVg^`7ETbh-Gk zr_+NPMaF&Z_aS~B09YzpeyT5+WB!KwePx%|E|?K$?Xv@ftZ@<@)|3)}`{ zkdes{#CGk9-MZPs`3)*`=h^aGujPO~DQVi4jeSC=YeEY$kqP0lvF@8DmvUhaD{g8) z4qe_p6C;lLF`@l1@ymnQuk1gLbGe|atBn*FX`pAO>nYy@$O*o}Q6#S|p3FJQl04C{ z7?G9s(OY=p>=76ATyGyvXDPN{|2|VLWcxg8F3s5N>BNKmtZzH+BtAN3ba+n{98d6` zo0LJ^bxW z@k;INY`!q!8I_3y#ZGkZR;C-!+gZ4dvGX}Z*i_k3BJz^mD{06C$A;86uH>+Y*Uq9% zfN4%LB1WJr_?u?;*Ha5-`^FraeC;rZAI~Aw!e$(J*vop{V4$xm62+xRA0=(pZD-*_bahB8Q5f27BUxOLksH?RUJ$+DC0q;(vRA+cnnOuK+Dz z&o7L?*Dk>u&4*%#V~@0dR`MhXx5zl#qvgVq&vf&%UZZGOI9XKV9c7RwnLlV(fDRU5 zOvV%fg7?JOpNc8rb7_G0czX>O+`)u9&k(_hd8{{% zOxik>i9+uMt>FWTt^lnq*m%bB+0I!A^V3%%l^|!i8Xo^?Om!Dcz_WA^vfaa#K13xV zQC;VE_t3=wbhL53E~s~vKOLz1Ma|xmDPp8?JG_m=*H^EV{lTc*!sQZRf??8tC$!N?3t=fl3ZsJdVl`P_H5?jG8m{;Mc+VGzKV z;Vb5p_EZl}0O0byh|!`m0+?;2-%DDe?POuXUr6AFnWTXUBvlQG0EQx;9tSkD1;w3B zdb?Y*&0o}0E||@X$4jtj*$f_X)Jg6=)vv#orQ=%&S;P*oSl&CPLl<5M;>oVpu-PRO z<)t6nwzaDW`-$P4gfEJU!e)Ga_izhY7`NIHKUJR8BHK?-f^Ar`)(iO8^9!G8m4^-1 z#Uzq34Y7|CAke5Uz#w9Ls>ah@%E6q~|E^LOsAA=G*O z9~s%Y^f@?)d#^nVvVc1!#(*ukN((e&`sV@phOrTzA4V=3@BUW*$(~rqNBH(#+illY zD_%e3J#5*{lqBKp*!_(e%tKPeG5?rYIh7R<*G39G>~FIhP~emM^9fKe8%>3*TiM^a z?7}=IZq5+R;eZfMyuXoZ8|j>>(HBY1l&$QTcdgaFvVu4x>@#g|7Z4J*>U zxn=9F*>Z@XYay5-9hPf@?49Xfihs+BrcV4QI{$X?Y596~H|8_%#u431^o)H3&8+7$ zL6do}9d*Vd4eH##?hRJ}1-twAUHlhBPT8SLRG{Z()P{U6oytc=3}~xhTZlL7ucb`J zSwnH%8B~aFSN|KO7t%UL>CZLa4*eD9kdGgHK~9z{%b&c3D-99bGeu`=OrtH$(tX&2 zGhcBJe^3aS`Q@+EX|MaZHriF_)WS)r!bLaWUOk&9`gs7kEpz|9x%qZe?${T-9bPlH zFftZ&8!C%-`m5g|@;kiptTkD6#Vj&VONUG{%Rr;*Rzfxn;b z6s<8yRwMMZy;i(izT3oEhbyco#XIquI}Xs#`34)zfTyysMnk+rSeJ~NjmRZIjN|%AMTJYH`mM4phTy!uEJ)gQwl>|+|9#RrTwIz=EYC&uQ!%cpm%p%CWrODUBs`h7dE6>*?yAL2CgyQpI2(} z=SF^z4p}ML|INfD>6o=~Nmr?r_e54tJz2zVva+>(v7VF^c*iFm|lY{ z^MNyeG5(ud$)8uh;Ay~<4;FBr15L2IkJjh_vw_i<+=;BQ`sew!soY~rHsg3obze73 zwk~yjW=Q%|)kTDb-FMC>udI1z=BW_mZ-UN<1m~Xc?RDh)N?DX=2sHYu;O6ab_AVG0 zI2L}Z6Oz;cqIARr*pEAPeDObc&$Da&=|Y*yzVc9j!HKcSih}o;>nExdYVdXsQ^c#P zACv}ufq)W+{ES8le+$`pZ07P8zXWtD+4YxK)YsPPmlvjdGEKpM2DS-a|q@ zk5NQn(K5}KUiHr}Hiirj%UI1oK$>9fZ4AVBZiq;cpH|Cn1CD2J0=qjcum-=gdL<~dO{)l?!wtnYGSjebzQ><8 z-$@lvn;JZh+TU}k`wd2cox&olVhgW_NMDZX-yFOH}wucf#G$o#niB!SO-BF|%) z(AywKA38{HuAd+xbKiTCQU$m(?TYtd75sXHxZ^(nyEB+vR5pMbFd0vI2k-N9E~VKm zU89sc8$S!k+L|~k{KJqGUD_hTpCzdHQsmY#;%5bfp)KI9pR9OT{wog)hot>zW5XI& ziRwenP&!NoIW8=`5wI2K#n~Az))iVrb4Ir-86^w-b!0k@%izGOy;T#7Y4vm2m}hUI zvMwpS9Eu!Onq1(AdgPTpCVD}P9q^?~Zwf0ae^seKtT?hGQ{k+A7g3Cydua8TfN}*~Po_&d=&hoo`!8YQKXIS%u3;j^zBo zhLU=>tPAnFOEEba-oFB9v-;=6FuWQASE<6AKiv-O1l*r~n5Z#bX{9wQelnkCUhn-r zStPyOTBA1SXqr6+&9q%UPxOYrj=Usr%NQEME}Y*YFx@TC3Gvlo(`Zc@gpqGDM@vR{ z4K8`C!GYPJ=e9-11~WWApTHh#ZV-z35qCCU7K%w4m{TaDk?-GG3TuTc%l( z3`y5Pb<>DfW9H%1)DTBH)%QsT#&TV6vJ)~%0>5-kRFcFjU%>Ik@3z+{NHQoYSFT-^ zLO53*LM>5AS1ik4an2=?^17~5(IeW&VzmBjcN7H|p36PBSLU8?p)fgq*Y}lsOsJx? zzxKkjnThW!G|3ixV{-25e7+3eoup3PP>IufIsB`8?2Iz*grLXux0u3D|YQnFVt3Ab~}SAtku*azzIKI<|2V> zv!eO=4ETcc6o5%E%kg^OrqzxywKVYketdKV_~HknUyW}?CEk+rF^j8M3K!+4pnygU z&j=s_%O#)Qds`L*vQJWfROd4Pqo}=SiF#`7J65hEhQHIFVUnPLF=8s8rSMR!NKlSn zF?`5*pM0HqxTozIWVER*a!bYt4U5p7n7HRBhAe=!-I?pkHZbbWk>`32cqV?6&zj6d?w=z3|5UIZ5P@Gx@flFf%1J@rR{AWXeH6s3|bm6hAskz4NU3 zIO)v2QJU$MuX5LzFd=U;+ERnsmi-QP<12@)E^bk_c#Tvk`G!B`XaB^lMG_G8bwte# ze+qZrSIsxQ+((tVB&{)SG-Je0_rj--Watf!9yj?b&n)=(E6rj(3{fgxxi$!R=FUu- zAmzgg`w;@mN9#v{_p7yr(s0IV1LgVWQHdK}9Hl$kV1xPXQC(oiO6Y7CGV;={*TuiJ z&YjnF+5r;c!&k`9tDl{(RO@LeWxS+k^mk){tpXb_W2#^MxSDfMc+dD8@gq-3CDc*s z#!ZUJCY5MvOIGQWbkWnqigiaVnO^Sv5~6pq!ycoIWefigCpN5hvAdBpi7+r zxlX|lyVcwEN;ZYaq~=0fOMG5mO5&r*c=6-nsPU}EvKJE_8g`N6Nwb=(P_=J(L=nQ*p-+pC zoWYLg#JFT~soWcwlHd4dpIpOoch?(VsNX}0FbmKpexC0jznIyQOWFJg>#CHoVovy5^Gs-KZN6jL zifmw;D%@#W}c$p(-2hP@1V}gN^{p2Osd=R{-*! zDr8P#nlg)EatkI~*%dxSX_3pGo@XOW{xsDxE-f(>BOw|sm{X*?6C~B4 z6UoG;OdO~sxncZ1N^!?v-9aVk_YiG2#hI>2Vy(ckm7lja)0tLd>R+STY)oq(g$317 zF2*=;(~DIrUHUt#_DHn5mWtw96i0JxA3Os{rlbm9)r-(I=v_FmmJ2nJVEM%Anwk zj34NdG2sg&ZYFQYzG58WV-A1X&L?ot_S0Zv|KfJOaxb}XVu4jf&T4Nox>ojOm%7?h zig3$$&Luj66d|v&xk>IVx%+tH_+Q29m@K{XKhea81xqWBs~G16n|)o2?zoi({)f%)MbY>hyO=TGX z|B9>%#P>LS!c2MeQGyDVt!%r#&TPKt?~iVfu@vhAOV-1^L18namO1W-Az`~1ZX1Ec zSKbDdV1=i@wkABb^^=Xq{iQdnG8nO62OLpi?S>U+LBCP&FHM$?<_Sv3+2Gx8Em?S1 zrAlmP1c{G7%&yT`6HW|W?W);SGe#DOf~oK(q5)(^N>nj_yh1oS`vpyv-oxr4_AQN% z{ayr$=9bShqYQUvgieq=AeE{cqDS8jF}s&!z-d;wHoP&6j8&HIH(_Xv^#s&mtzTrC z&hRSM3_TfZILKShCbINxu_hgv^f_SVD^KE}l*KT_nZH@EYNlSdGJkbz|8nC&_(y?z zjI(>3pL}DDatoiih(&vx{dvryT@7_lqdMUJN(Kd)>3#NMJcUZ0|8C5~Ghuz$9&zIk z;pWfmN`tz~K6l@4@fcDBk2WgAR(B@pgp8lhGq~Msx&(k36-sPP7(s)j}=q)D2r0^h{NC z7Mol1+xlww%ye>3H|1hx@XN=1E3qXXJ)DWj(8xkGDM#>3#UtcX#~qG_MB)2$G@2V7 z+WOUlcJ`X-yq^d3d+$XjqUDWrnX_gLRc+#eS7G(OG%EcZ}gZ7rOv(j?`S!wq}x;L80p9oITBA)|OF&qqK($p?M`lwjWYNDK=Z0RgH zv$V`BH-8-p%-m0uqJ#f6RCXk}tCDrneJiimrMiI5J-YP*TDP_=Ri2`>0*pMg#yK2p zCLITSz{UQ6pX+uxAzjLXWmKfoJ~z7qg^GY0b!8I*F@L5GaGgrT`E>IjO|G>*&br5gWG?$>dYvHNkwSuN&b;3ntYdNMn1gsa_-*uu zmWNAotxX3VLkqy>Id&oYbJalnOsM0Rm`9UON6mV#0DUE>RYv_my9zPe!l4&(dM-+}9=?zeTtcv|qrWntW%n7wiv9_XV~?Lz5OHMjD5l%_}m5SEuJXJs&?20XT(9 zu%}ByRq$oXIHq(Dr`xV4%I;Jw2zPhc{Pin9NWk5IvUbqjiIrC+tnzCm;L@rOrKDE- zG-`j?8Y?y?TVw>x+|L`B4!sp^N=m%ms%1k2#`fzda^aByA(s;GsphCkZ^Kx!Tu$z1 zgwU{PXtWlK@*cr%ZH^jGQz2XZ^7C~imC>fRjvqjfvxkU0kf5Isn9de`Od30>TV*oQ zU-&&m?sT>Eqi3$1+tK?j1+!-trD|$)yPBC}PXgROGk&b%VdAKr;G8j0_Q}E=yp8mB zw=@jHo`Dt=!(!ahf$d4+wdpnUEO9Hw&RnlAmxIe*1!y?vjRA=+g-y0z`AOs2e@;3i zTrj&{0R+GO#boS1-r6MlE4Cj~(Bt%}D$QyJb73C)<&aYLI@$_!g6gR`sK* z(mWK-n3vWY{-(I!AEzkN?@Y=QvF%ju!rXh)^6lZ0D-v6P4*odjIQl5+DuD$AT+snj4^o>?<<%>z(Kxc~VijTwAkUCpyjw2}{?o5ZLu;!< z+e>hA-$>ddUb4O@vfpfqU7Klg{Dv9xa@}VM zt!8%}>pzf%*1yp0>zE+d-5h?}@d$JqT7n@1Tz>bOY&EowIpihCA<#0>T@QdVA~dy_ zjp0}kNkrQ6c*4t?k{TP9cQ}Ex5;l%aVOW(>x@)H zS?cw`0Ma=LCp)Iq%OCpRpzY2XmaI>p}VF!YmJ_6swhkG-a z%h0>-m*t4R39GhjL1Z2dJXqYI_X*7lWt-)Gbt$uR-tH3XL%vC{MZqZXIp^wQ?y6vM zjFRKD9G^(WD|Me@vNY;+X;z)bdyON`+dIit%b2DQWZ51TWt&rJT#si)H?1QEEVO9d zM3dhGQF`G4C@TE9gH!18_>=llGMva^*Ao9>uo2EF`R|6Ky$x&MgY)b+owD`^8ZEjd zcEAd`FwyCzm1(wgFPZS^FX$#^_njLPgNr-w?j4AWA0xW`UZfi`{>W2B2d&B(c3Z1g zvL_&LtXF`rU3BsI$GRG(SeZ4p>P~ytPIj*H2`zs6*AFeYl0HIn_@BQV1-@^f@AZhj zYXlt4#)$`B#1)4v0A)*}^;Qq<(H6mJ51Kp{3eI>HXr35*!x~0ty)?9oM+F;^{?y`2 zcb-McfH4$~&K=etzAD_FGmidr+L$bXqnr?jljB($bLE^h#~x{bP1&*Ma$% z$W!P!n!%T3@;LiESC-JyMvkj(@`kiur{Q!>VcAJW-OLI?#Gfg@k=be7_bQV8e8E*2 z-odJ1Gk=njjuND{ldiZt9aFLZl4KMt1eMgAWyc8W#g8c7vw5tpiF=k&cyqk_<0xAfO}gEr7@Zql9*_fAg zTb$ab`1wu>}X>!OE>$1Hw{XIpfQ;giSb>3_DnqpJ8%_vj9M?7l?GGORmew zlN_~pyaK8~%fb_A+q6IQx_b?N;rhO-Uy;8Od$N6yZR;6v?Rlalg4;n{wPX$g(6SeQ zEbIiCrf9SPY+)(~&>IA!asS)+#yyl=>>~+gs;u48^ct_7WvQ3q&~!4FaUVBEU=tP* z_Tw!TxqF`Bd#Ha#*y_|J-|={!0%e6E0jhvUoQrrlT{lZ~Jr*e)6%z`)ye0HincCwM zpGUqS+%>4tm2+<(H7AhZSI8nA{$K-Qt^mXJs#cvGi2c*SGz&1c+okt}Gu8`{?@-a_ zsD8f@$@bK7UV)ftsJD%i^Dkzm@%cp-i0U=ux!-%dEl)CH_G8fw()M1Sn=?GCh)lhj z#ILnsmmBq#-8=Lw=aG0k-f*5BOo>x_E9ZfzA)f z9}mPP*#A{6U5TXIm4)!1A|jl)_ODZq@{l zj@Mg>eI;cnNf`9?K-WT)&{PFUYWAe5GVxE5^Y+x z)o?sN@Ph*ZJMkb1cbSFfJm5At8oF0m-Mt)r_)tzqTjk6js7qA|VKXgMO= z659b68g!com*I=ryNd`De7#)!^IK6X!(Z0V za(r_*aC_l%{n6NTTc^!kMZ*^WV;|p1xlAv0N8RmCB#>8riHNWjgHMKE$2^>HHZ7Ur zn94-C%-k09txnk3hMb4LQs&WhaZu$utRAX>^^6vcq54@t=TLp#;`-$=Zm3;A&ZN>r z;%!7wzLT{}75oLMGmuL3IgDk4Ofw$EG2`(i%Z1=g2S=OTT=4P}=sy6*Dg*|0gRTIh z<;NB4ni==D%}glHim1?IH4VF621^0=+fW?|J3>s9Q>V#H0FOU7Xhc^y;-S|^VXhZ{ z2Sr>D&vcqdybLKW`1sF9Ed`oQzYytPikDW7B6gNavWR-kmjObgn9Y zw2VCg2{!K?!oq#%6SHQg=ba2P-(~B#ruldvBpd1i=xbGt3Fozv=l%uP2+RQpbKWgZys-H z;vCVo$9D;P@Y#!P54{AuujOmwN}S%;!x)iI!`cS3ZzOsGglXJeGE`+^hCo5}i>5eH zwVb^m`J9ccC#LF_39{-7HP>Qh2fV}%5o-p8`1!7V_szCk_cusiJF@N7cVKmdQ0Hrp zqpFK9n~{#AgA>BV-X9)xoj-6xNL5vhRVX(VABssV=$-YDf%H$n*-EHB!Mg^)xgB1bXGqPK8%5D)vo;A=>xZY{Fp)a zac$c)T_eK%dDC42XG7$q$-pkm!DD8Vu}6Q1P+Se1mn}QdP&rEN1K;-3#@f${KYikq z%u3X_V0QV~W4pDX3?0@M{3w}wYS!g8sim%FP+?#Y4GD0x@gc1B@)2J7uSD!6dxZ69 zrc^_*UsF>0P(DxQCQRir7)34a^|f?+==6`yE;K zfe5#kuJ;at*#o{Db0V=a=1p(?1Tan1_`TLRJHxkqp7w4(=HQuK^Ol>p4iV{ZO>f}W zmgLnv2x9Bwr!=)4*tqbS`g345J1fpV4uyM^_?JE=F@o~`HzkyQl}|+~ zK3>*tUb!k($F=h|@l3f}APO3>z+Q%95B5Ni^pf{6uFdOva3uOk(HzIyxJZ~9Dx8!M z^06|n{j@)-QgCBs8GfF)T^6kHE*ja{c_nn6iDzXi=S(Sal@1CYJQ|nZRPI7WuKMv7 z&e)tK&xlcTTFzEe?hwfAwkra{X4D!}#RlrCx|qGXiq^XC4D%XCru`~Mt*ujtC~patY!$7I&VRK0O+(Bomt=QP3g z*$S>QNhtbn?CI7&MCFRvX85-1&PxJZ60QIff7|r>*>eEEcKfr++ zEOPCd>?%m#aTLAjbTK?;mmZ~mT$tL=Zc0Xh*W*E7F!!mAn|4#-zLBr}EwVb^Q^7Wd zc%%6{W|H2OEyV>j`~9v6aj@%uba)(}m{J+WrlM`aSb@#XTm>??p9e(1Xt!lpt^gv} z>7|8q(skpeb<`20?RXk1d;73Zj(mL}&u9T(i)SpVuvGP8xb!wuV&s0Y)A&-EAj>~U z;Qccv5$ZO77sI228|WE3y1CwC70o1nJllLWIgC}bC{w&$l?$LIlO+w%#SW578gtol zS6;%=ekRa_6zwWP+^Qi@7{O$z8mWXG!{`j}An(i?SMq#un`ZrS`rTuGHhS_WK3Khe z!lC{lcJW<`GS?Uw-Z){>Gn8PnD$lYO|8pv0`xiC;M*fGjTWR!5dIOE(H8u5PdxJrq z_NJT}G&CC-ndW|TecQysF9W6y5vJw2A2(DA$~DK9QQHtdC(h|!>9oZVu4HsT`__d) zr`xRJD}`9{w${hTJOX&~^E!DPX=vIkg46v>@Q|*}%X(=r7@Myg%JvAgMydns*X*M% zxV3CO+Hl?P6sXMP?{f>xk{@kKkc3I+{#^T(!IEVR-_zz)Oft=d{5XE*-gMV?reR6i ziNJ@7;x#3FU|tsmv*_E3+rk%KT>9@&X%tyGI05(&MyLo-q3_SmvI=)6O^ z?3T>Yfpuav?Mt#A#zV#(ysmXvk&FxOrfm_3)y88lXLjZF;IB)q9_TK@=VA{=@ip7} zQ&M_7C@)*4j#OQ!DDm8Il|2;|a~ts}vRf4uqjPipQKcUx)R&YqS$L z!{*YqLH1J>tS&@%YXHKH$1D(cV7t{9_S@53MiO!k)%wjx&6gE~^A1*)=w95S zw&|gNpK9jusgtb&t-`DcXN3msoH9JXvY%M#3(@iY0qG03^K~$jCm-uKS^mBvf*C5` zdiD_<07~sJF2S7y=X^69$T!Nm3*i1jw`Tr1ZNA!^Pb+n$qG9s)Yh-><+1E#jLpC^u za0jt)^Vn(iBdI>h54uia`8m+%DjW48n8^0?`!H*xEh~dxE^VFij08S4P$xt=au(nb zz3*ab>E|Iq3q9*-^3F-xSq8I;F{0+~ohTo%tkl=XuX62=52;kAtkl_v*qmrSAE*;5 z2JjtZG?WaX^!HymPId86N^&CUDlAbD)3c$S5soKby`c_w$$oXM7_1z*H0kF)kr8~9 zVmHrzMqU26llFaLd_{D_Y{JbtS&jBe!_cr}rr#FMFOP_clJRB6hQ+i=viGg3;Mj?5 z>cop&AszC%Nb6PNQx{d9cFf<_dZD;lm-6y;i-_#kgVav*(Y_koPf_uhA8~=;UxiKg zH$9~P42waZ6Omxpe*i;1Z6s-J>d9FK1Kr{^UP$I54($h|zP}~XT@u>R*F=~yN`KD+ zy3Fj(hiQp6)Pn`|UWU}p?#;TU{|TUSJzK5$gLhR=)t_*RpBN=dj)Q7^kWSbpW#_~3 zgw@~sHHS}VKe@3mF|7{hJT(J8af#gyP=^Pa$$33%n^|n%%D;AwcXy5rgPW8`7JvMT zl6z8`Pm>OPN3-9IC|U9+YF`__pS?R`;(N;3gQn)lOnU#>X@8p+YKosNg(&hKLT@?E zB^CbI6(c3%8x8pUXcMq0?ZG+CLC@^|3n{v+`bHq@RwjV9GwTb0k(fR4vw?Yx;l4$Q z#h_7cmmksC8BK4!61uA0QKDtyrT&*>t+)Vp>$FqA6@V3gDR=DahS(|y4l6cLXBHJI zUU_rrH|QGefUI7jV7NusMe{K^y z*bVW{Zs9sx$P|Qu{|MPn>8IK0@qn~750QHmr*7xZkY1W z;~XiQX!sJdKUE$;pw+1UAdyJ8qfZ^1UdvFZo>o8TA-+Xo&Q4%Wfik#egA?HpKz?<7 zlwWT;DZu)`Up`jOu+v6w_Zz@0(fKBT4L~<)%d9XzTVK-1q(n?d2uQPL>|bNs$tYcK zpqb)D*`S+sxY+pZHqmC|Hei2mm3*)d_+NRFG~-h%Ijvq^PA?AzKj z+d;NkG20b~Vg*Zu{o9rjDs|p}De|BD$}?(|MO#n&Rpa>E^?vF-!ttrw0dPhS{G$el zdLQbZrQ$z?@)2_W3TGiiwwtF$YsK2yr)Rl*F%RNZ;9b(Ldh;Q<_hWFN^6QynUNPT0 zU!ITl=k+9>dSyqg#l7=H7i`{|c%Av}^UVMiWl(rsk>$Osku(2k5qsl1xjJr40<_ab zXO8F}27mnE3ZqR?JnGvQ)av^-^Dy1&no`xLNK=~sEMq(F#t9;(06E*ZAnbsQ1lAn`g^h4`nn^)O;I`Vy%0BhW|X!hXhaz;+& z8jf!4%x)v(1>?-XCRvqTTMY4E%Ll>h@|QZ2U#Kg3R2j@DhHimOEv?t3hO_x4hV3RQ zcC$d4BtnA>C$hKpX3EgvqLBr&@(--p_+8(PT()v1@hlX{3P*amN1j#ay*^KIg`C-L zS{opb;~Fn0bAQuzu&vbb4bToDEBv6i)MlTiFv4q|F2NAo*Rk!cpLzOuyRoap?a(rO zVseDuC5g~$2*mOu)o$i}37VCxPcBe(G8y+SyKGM@(L(<>g=TIx{_iJ4i62}6_|8D| z1Hv`WVjbnrlUMA{PmPckXW^JbJAO0Yn>5#~IvSq`~U1(K_kMJmkz|la=g%#Njxb_2h076g+YK&EhY&+D`I%3fJL3 zOc~C%qo$un)68eU1c_I#0JL8AuSPk8HHUYZ4_eM}f)>t7L)Ok@LVXvLreEDGTi7Ho zi@POLsZu}c*xjuMYOFw@>~4=Xec#xM`dYUx0*C%?1ix;Y<~Lj_SNEPBuD2$$?OO6- z4nymG=||EqdU?m&zP!Y7Zpr9x1Q9JX!oqU=okB71h6P8DM~*e@Tr%c-eLOlKmP=;z zEoe5bx8b1@lJ0wyzubndiR6zQUjeMlI1eddB3Y@LN%!u?!*nVLlPMr4SJvEGkX}_) z#cMD>TM6_i?sFri8sUS3x1B@OVDCqMT2#wDRFRZBGWDfUm>hVvGgsWfO9Ea)WDf z^pu~7$(UNnhfs$T|6zpPly)Xq$``Xydf&yE=-d6^l z<6VaSam(V_H%w^e>01s95%fkI8=lNlfF{9y26%dQ@B<3%~hr;4MU z+tI=0xn?FUhJ;eDzv-?Yg{{4JK%Nq{Ta2Yl!|VGlq+M@zzxx2|c$VyUnyB1fe3g^N+%`mk=x4+AdexE7o zZ#`$jkO4#%mCG7l0nVkijV_oEbKcr4&T;1W+~BXpGgzQMPo8y!^Vp{gvN*o&3r%`| zlB4Ye6J#kFw6Dd(mIeY|jXTt<{^|s8?=bWw4Iy^V>5lkkepTZ0vAeC4gE;CxXRbt0 zZnWzoi1-roWnkOd;w+=7A6J3~TxZ1sN7xeRTJm0RW$o4QbpYE>*FrJ@tf ziSabxY`lUdiQEu7ZjV%B%0^zs`nc5(*bByQJxb3Jx&Jl?(CW6EK)Vf z*qYJHNUesPgK{16kLyg=T~5ASqGV$!=>hshe%4B{GLXP)aVVD#TV7RLb}OvzJM8zRVvaNDsw0N z{vCb2523>rjBc8-Xdkf88F-qwq{^$J`rwrEoaPl~)naSJd((cs+LOC$b?%3a`k3C5 z*L0|LNb|s$O8?#?d>0t6Dr3`_DaXH>46p6u#3rVAx^dUbx4nrc;?VN8b3L&OGnTsxVbxW#XZACh{)Crd zM${m!6Z0)P0Irek0lS@p6M(maX%_MR3NC+@KhwWr^UEOKJ)TY>Y_+q(Xi_baI$3>> zH~&Do$Ojwm+NI_WF^tY~9)-@nt2NOP^9@LP^X!YF{I<5cHmIQmeZymLlwTdnIBObqBUGek6&?vumF$i9=v0Zb9LTfz5HJ^Dwp-=Asurm%xZk zX}_gu(KyG=>wQzc8Hv~K`yN3)*K4t@bZR>IVc4q2u2K%!Xv1C$gOA{`*fw+9Z^P~u zmVOyO3^2^@^s}!S{#CtZ{*0IIp`Ax^)~6>|01pn(f$+w4(S2AiGv4xZT9$6gNmBRG zV{=~Vxgzl@%>e5wz#TlaEehgmYXdImImHN;BqpzPlWmw5VrU|oW|Mls0)~T(>PGp% z+%7xxVG^@iux+izo+oAbkIrM6gl$<;pm`0M-~Q{QH74Ri9ghbJaZGTCxmtG3G?w}r@#*Ab2Bc7+_8_;$z>WU;l6 zibspMXI=A6F1O#T{cfk>nLX313+uy9e?Bf#5mLTBYJ^d4O&QN{&)YQA`k9MfbRJBEK(6zJZgu+ zjqPV@msZ!P^A@_j&X^Acf$P%TtAD=PHa{`u=Yupu!iHTB5iH@7XKwo|7wP=(6Dsx) zJ?!)}Puj*iOiL%RN-!^3j_OLG*G>Y5W0H}gEZTpMy7r4!XT*@5TQ4|gPduWDOiwH_ z*Ece|vS-_WUvHZ9h<1rQ;Adl=any7>&-xMn5@h-;b}`#uq1_wA7h_15r@gA<=;(1I z+YhpMsp1m-Bzf6&(qCxOl%}*GQ!nSm8qg4)vuI-YHo3B}QhV8lT^eY2l1t!0ZAIx; z_`Yf8kLkTpd`4?(fhxQ)<`r0g5auvSCYL5_!En^Mva@ue>_3hhM)W#9uG_X$0EW2b zWU4RbQk}%esJc2i9A%!|BIcbRBBAJnG1)_g4 zEvNb>2nKnZGY%=KDvzy7MjMq?~ftqW`v$&vAb8qr;d1 z@KGqUh!s2>`GeT7g=s|qyUe-v&qgzIXt+~PYCy zJ9WY*?QW)WVI5qJc5|WO8OYvKdM()V4CA`X9x6h?5H_k5>*Z^TgKzhsi?Q7^VIh07 zPpeyNuK-@u5gaFMRFJG+UV~fht;o*WSKY@|ytOx@t(|unecd?fw{{lD@f}OHVzNR7 zl?k~JZ-HA>hxg6f=G(Zcg3 z_h|S<)|W^f2DEjXv1*@0P#5<=$w^Kf=0fEPpk^<~&0(N8;e3-i$$!O5 zV3<0EhYt&9zmNFI=NN5CD|ESoy?(!00O^d^MeA8CLCM$ib5f(i?|QRl7~kxaY#ve} z$Wc(5%CT&73obmpcmg48ezZZA$3ipP?EQrr#&^`x;+|+`RIkbPmb$_2+s(Z4S4`O~ zxtEYQB(}jWj&!pZcV8vAs>=(YrSwoYod!7f~bn=v@OxT6wo2gXG-wKfG@=w|%NsbRYEWh-*Y>B2bKQkS77ePd{ z$#8u_!7cg(2Uc@^CX-`om1Hv7*Z}N_OEB8q)K0^3M4O2Kj;xOxL$kXaz)g1u?YPit zYok|0Q7w^EMl zKq{6dRp^|Vq%)z&JOPBs6shuiHJUkEB|6#ulGys>NYEu(=g&;D62^{lf2sDdWy*Wj zUzR5RG_1*X6Ah_SFxdD$n7!KuBeC5Zm~C2Rc{?)5-han~h?1SZE0CUiqQwG+<%y~J zjoK3T>C{&K!X}*bT422Y;iKRrd=i%cXmk0A?llyf4iEFIzNWJ*(zdRuo+V5LeoY>m zq#34atwSX$Z|WsaFs)g+Br4;2Y{$*_L6l*UuKG(B1%#L_^YJxLap#H>=og=hkG-6O ziNx!7mX?ej@eCF1Z5Qv_E?vu*(5B~}z1{N79)CK|(wREj_fFQ6N`jNVRjoE~4=uxT z9eg=wBo(|$ch3!${h*@KHp}7QM+0YxwD{vCM_pw|H ziUEK9oZKYtoB#_E;j5oeC0{$a@+Q)ig|Q-d6_R#HCeGfv8cRJwGcPK+OP|?ku-b6{|{in{{BA-`F5Vn z&RiG{5qs0z{@^NtLW1$2S^{KkL%nDu-4wDqW+BucGO*5VV`b&pbD0#@HF;Uhj&7A% zfuZCu#H|r7(M;&{Uq-h-*jvatpWbtrq-VHaE~$dGz9T7;4ZeC|^5nudoRH$({Q3b- zpc&q;3qy*z7k5S6i_G(IbzOTDy|<9r$voX+$OF;E(FSABo~(Z?7&=dhFGTqcTZ#N+ zH(|mB!kX=Gsp%zYxHOWKTI){)X!=#O=XeC=*RL&!&!b%SIaXRj;Rku~LsNN?5)VF^ zL0L3O1|*)qY;^HX%Hx8&subIl-H^|FcoK6m<0+uo^&%NZ%d!T%C86XHJV8-<9mCg9R+40CcBpJqhnCu2sLarEJ{ z1?PSN*yY}PH(zEA$) zx4QSeRRMi1xV?fsv1p8G&DvinmJQJ}tlG8q`3JyK%HG5=EH;9`cNE=5H#-M#(^gz~1!q(qwS?e=HahD`= z*}Ny#g!h&CR_rFcQ#-6=08zV~b-)V5difXCPQJwqGAHcY^Gx-P|~uEQ%;A>9yj`SnjQr50*_ zo_>$m_jyM{u$4y-b?!r}#S{a0Sqz5 z*uO-zzMnhP8N>6T>0+wvR!XffWZi4;Uac%bHd9Y~uY^uWIuC=uwAhzvys>f~1tOQb z{Yg$$F-RRyf^H-R+QCE8BiyStVPpW&uVX4b`0`vy9G+m>^ET7)Pb=#`Kv;f=_H3xq zxt-FsT~o#7Q+L^^Cz?RWiua)rhB6|v>h#D!Z!ulw!_V)yn=J!zhnvZh9?<^b-D}xN zmtj^u+OJ(gEj#eVOtkNgPjCJt%~AgM(~D*cBL_4kO?UL?QD>3YZIoh;k877Nwo0Qi zRx_#(=hUI%BGE305Z%ntdjcM@Y);YnBtR^)`sxT%Cv>p2?hSv9{Gn|R!z&}LbdN6% za(`RD)wldy7(P#(Xw1U+K(E9E>yu5wWf$ALyF9%#d2E-Kmdvg=21-#)25jwTbe=C3 zC8IYLQv*f^kbyLKTD6c~<6;$25zDz{y{|sDuWDJ|3lvmuIq*~d)H=(;u*e>(+>ZJb z^R$NDOYz4eA(?S7uuG;S5pw#XyNbTN4-<)D~Ydo z0oxI7kFHInC$}(b%D?A*kX?9sNoXVfI3BzTs3!WJ-C9nduIkQ0cq?QDAdM1!!5)6y z%VE|lf zZe}+uEYa{@tq(*l;pKFM@0ltxQPFEPE1~fjBEsfN)3l4nX-{f@c`X^w+Tm4CKn_|~ zk7?6r%$Y=#*+K2l0vC*}s%@CdXG`8_NILw4yV-`#b3AD6azABj!9u^cqODbF@={(- zHdEy*3`KX%Rsowg%S>&9PCj--93Af+gb9*YC|kd2PGPs#C|1aqc1yUGTJl4R zAb(9}5O=2U3`A-u{hbs1R|PZSQ1uP9+*BrvKTG^9&C={v{=}Lr{xnM3Sl2-GptA6! zbY;ZA$b;IR*w+B(lN}#bPl67GOrg0le9`SKV(8r=tY2R>1>>~WF*eQ{3*5) zS70smnD|eBp4n%L?3I#RDg9~sM;qd>q;qK#dKOU1l#sPDziGy;M#$@_3XA6&0I{_d z(hI(>*6O^vGAl=SJ2XWcs%6Mzv!0FWl|&j^`kbBg4Da`Hn18sF$V(4eS(lu_Hn%9N zc=!k0_cba|tOxY|0CT8jCZd`iNY<-}7sgPcOrVpx2bg?)T7)5Tir+9P zDzr#mEZx3?nV(~$YL^nfk+3UMSmjgJOmS8%WN#(1YRbk0Ik~R0zwuw+mLok-5$}B- z;&Ab)!Qtm#BRIs_fvTV^eEg1Q#wKrjRlL90S>Eq<8g|^p2S*BY2593Vqi1*#tu6h-0-|1+skzOy$=Y&5?QdR2i=*@i4@cLR+!kO3Ws?7LvBb|yJ(p#ZX-w|OaYuc32?nP&h#^rF{91W*wp0T4RW3(5(VW6$Z zxfDTqhK2Y3;&GmLU~|n>=nYr``uS()sUo2!SnTzB&w@)t;tOqk_68Fc7C1xd3cP*y z>5Jvga-uOh4^u)1J8gCl_PCkqx78Ael^k!BE%z#mf_$-qUps5{;0BXMkv|(S?320L z`txo z@x#?aOSoJ++FXhIWiJH+3@@1)SQ)^PVQ_qvk+fDPnhv z??_(xbCZrG@RuaAtLg?(L$8Oz*mrxYF*jleeVlM$mV2ElBVCjY$~{58wh<1rtUZ~# zIXR84mnyfHYj>a{GQC)&Bb_Q0n%(EyJpgC(t$v#2?Dpaw<{+suXdT3X*J>Lg4g@n6 zyJ8iyR$ZPIb21RiufTH&WM)@E;oBt5Ey@~SOFSP27!5JM`8?mb^k$@HrTBc&(v9vT z!+I9afH(orl4qg^CqMF&arW_3AV4)Xh_51Q%a*f|NKO;N_WVms(BlV^RIq+YSiAQ1 z_ojR)%a*5!OHnsfyh8;h+dZWqKZ9tK&{gLDVmYJ%mzw+32Aq6KR-o7@UZ-l`yK%<^ zNapJg9UQGMEY~|-pE`tAG+51Qe{kBni6t&&(|-N$#=(r3@z>n{-raM)_a*AFoI}hs z_Ph%ia^x*l--;YBNx5pjtQ#)Seob6z3Uqb%5k5QFaz~5}s^!$eB}LwS>=XMe$L`SM zpl@0mt3)Ov9;#)K!y4oX{fpi33rC|)Dgn6H*``7iBIRvFDAo z33hvPelC(G;l_Ip_MllTjn3U>UvJqOupxgMmqL`@6W$eO4$pPuOad>UW6Lz)r#r0o zGgiBNpM>X6=xx?l5rJXFzfV|hzzLXGywf{e+Dxg1JzJ#PA(gLIZyx9}^wp4kLl2Fy zJzTDFe~pZ@I5N#@Wxe0P8?oiX@CU!!etD3Ql8~46$O^E`Tt>5c`UsNXK^c}LhntNm zJvCrU2e-dh0>6nDT_ZjvnknhUp10GA7}{i{<-($?qke5e;+nGR?;qg>f&_JEZk&3wKr26)T)w_9$N zvg-8_>J2JVBDTO_?_3O=MZt`4(uJ&w=*F&6MYrqCGgCvjECR1VI8eJ=93I1>Z7DK* z)k&fzEH=+o_LOMbkn-soWS-$0c01=BdL)?v8Y(o#X_VvXj~hKDzSWN1s70A-{d8c- ze1l-X199pf@mY2b;Bu(Sl;Gd-veG$!CVPl`>)w;uiI$l|ok_lqXl~nZ(MR|1Tspu8 z<}%d7+NRPOcSgkZF1Nh>W=uE+i3!~;vzoNYlIXjpvI0vT4Kw6Y9i8+G2d+gi8!cqg zGtO5m!q%WfPPRBXf&oP;*xpkRZc*6j#bqn6(09$>?aE#EC@VCnwiVKSGxee+3K7PL|8yuepK$?4fMk_T|eYM z)07hFa`QBc*VgOF5%!R(+BXcH;auS#-J!{3clG0o{V!k38Cw0l)#Nx3eVgR5f?!zo z2DUacY9%=Db5ByUHP#0bQDqZGmNf5fj~<7JOAfiZ8l21a7?PZ(dh(l-op3eXo4MX= zHOt-cb=y*oce7HUgqu7tqexUqNwc!`(>f7dJL-=QF4pVVZ2^}EH9St&koV@#Ez7kq z)-dw7_uCpeI+(@Bkgn@OyMUP$IA%eCOFXup#riTSsJ{3L1`1l4`01RK)OW!=&v7Os z_S0^-&Sc74uHae-PlUdw0juapZljOGU_J|U!yg@NGNoZjh)4lIN*$Cte6=-dvK#!& zAGL+8H43`!dm@Hv*v-V)b>v{{0tqNUF^p9NA1#?=FPLhg+Q?3X|IeP5e;;PmiB^(& zA{Ws!Aq0DELi&cJoTwZTi@6of{T|qElqn>a?E`mvjy}+lMRNG|>a7^?D%fBuCouid z{59?X*RrLfj)M->s>R-latf*947@{Ge#k*?oO@L4z;BioS*hY`97n|SSwl!=*LaCX z&%wiCUzUhABaYyVS1x{DexZHm#Z#rsu&T9luV1xL#`VZ zZei_c==uxg7N~rz*(q;3k!ri{$6zC`$cuGlcaeP%PUcFaZ9>=GgMm-TTcP$(ID+@S>_mn6!^I|@SwYTxXhlpv&H1cRTVVqt*96U9WYnmwTAy^q#04 zHNA)*P*?`pxe}y2MH`<|HeBG3b-udBS$Ph1keM2Ehi#G6c%$ihmuak#&+0-u85P0t zg13sz$;W0yhff*yAa`I6TtD*SVsWC(2%6}qB6VH1ouliFX-(VJIM^$;mVowNtKkR? zi{jwEr~a;>a{KFd?I&QuAslpVhKnBUgcH?dM0hvt>!4mQsj&7Y65^pnnH~NNgVzs?dgMXJXXRv1KdTjnGPLx;T&IIy}2o=6)2o*e12w-z7uLtK&Qh%ES(dsMe^;X78D&_f zH~&KOtuojrS^LpZqOSDq283ov*EK9`*hJj>`e)+!;f`-YV4IJjgB6`crsbAJtKQcq zUPG?I|6eZ6?6N*-nD}DwUb^zbuf^M5q_}ZI>D_I?7F`}$Gv12$A1(Ipn4!OSZwW4o zNz=;e5FN90Qh%sb6s}*=SMx~BoaBzAkR`_IXqeB1bw)hbO!rMbQ`cHvjrFuVPp4$* zxuyW+_861_@fF&rSG=Pp&OkDte{fw~i!EzljW6)|vrYD4@VkatXg-Zd7bW%FZlkwW zBER^BO?`8C74sJpAyH-umMM}4GnGu<^JCj?)_8AgL>&&Nfc{!Q&<;SK+e~lc)NLZ(@mP0RGUIylK*w~KJiT7&c zi#%XnYFhPsn(C~P?CdAxSYB{!`ySZTjHLX0BZ)+D7z!_wTolrMcJQnVDNW@Cbs*hQczkSa(NYQHT3iqDXs38pRC-s0`jsGn)XhT1HdkN1w9A!M+hCY8{OueNXZ5^YG-2-C(? zz;&>@=&gcmx;*MOQ6e`uk&KR;&C^$FY##p{i-E-;+3L$@d1*mX6zpa}ydsBN6eNmQ z1FCns(Ow{%R|nJgXrohYl8FM~Lr{W&q!Jibo%x8M$WpS3yRh$n^d3?K=D&b0vhv~* z<1vxiHqLRdLGKDllPJ<_nJx~9omPV4u;Y9p$R=SVsKfjQpq-Lw#nXMyah zM#9a4f$bWkWh1rX^k_E(9)Q={47}FN`-1~ZZ^@pT6!Rw!HZcj9)@JJ71ex1sy^04~Mdj)T&oV+cmBKr8B2EYC- z0eqIFm;9*1c|4)CW;jL2mGgDO%QiBY%z9iE&VB2}XmmB3nqyuImJd4)@mGBZ9A-@K z&z>iO@&|<``QrZDl)`Tts$nnJAvNaI4p+^5n+6xP3h!ei$Q3i#QUvM@qTb-^xZbAb zl{H7{?E?*}+&5;G8l69nHWTe{YdPP@XvR61pwEoTO@oPub~8ZJ&F``L+n>80{8(Kl zLN&k%qk&oOAa@b1j(#Fbk2q5yY)D7_*rRr44pooQAB*FxT&X9oX$T0aLFXf@oW29 zjitG5O5sb?2aO)}LD zdl2V^9L_s`+dw%gv13FiC_3T||Kwc+2#sSiz(ek0~TtJVQUqQHXXHsojm`2pHMvA%%67w=w>GlZznJDY=-e5i-hW%vL|KKAvnvk?9%G(#Q?9O4=O{PE)r7_9vhTg27j^rOJ_uvy^iTE zvb?6~2w8FkFIy(tf6BK$cKorjC1$1UH@iR`?5zZR)4-~ofKpez*e=1o&ko{(AVf=9 zEVQxvv*F(eXlcSn;{$q=82^+5*_JFpfF2e=9d@ZNp&nV@GDThq zw7K#QNN%#O09w=SIlA~Tqm1~f)z8v&dtQR2yaHg0P9Z`V{q||={P&mw`n&b}ju_Nok0Jd;&8vAM z^I6^DZ7FK92ZV4#+t0ZHnBdy(R@r;A3Mat41<*m@)6=*@Y3_@r8%{uJa?j)>Ga$!Mp%d>Cq-nQER`UB^}7IoDN%?B zlIvo4f2w*{C*OMeGp#78zQ5GvEzNao<_0BrBtGrJ#0ypl@oS&Z*1x+3?;KlSD~}u5 z4jz(yWwc;irlYq5RXMgq_Zw0S;V!f?;mz;zmW67N=>kLJ2fP~Cw=p1@jwQYc!5dx> z*$-S_^5DI`Zy60V9hLg*P7Fpx#yrGl(Z~wu&d#5Fgh^n^k{amYyX6e0nR3Ek=!#^S z;#+OeL`pDF~I*deFCL5uKEh1(&#({IbzvPqVx&s3+M zQdW_Vx`E-y=lyr?%EzmT2erB0j)d_b{Z^cq{hDCoxN{S+(!|g#_|G@VLJ#t-cmDz6 zs`hw9q$jVRXKA}D$ztXS)a9JGS#7~m?_w(ZEE!I&yBtq~-aufye>TTJs^*T*%Q%>% ziI60s2$kgXPkK`)h+p6r9)48dw_AP`KQ=#MBM6EfE1T>4Zh$|)-@QOxtiWELXjXJsNBFsF|Ld1(hj{Ia6vu(H*MW)`yF!g`POh2YmwCe5SlJ$y)s5vh(1 zu)=!21zujQO04TnraUG|^)-6{dz%p}K@q3QF-&kTwPkYP%1}}Sa6rv}=^a&v#Ul!F zPjyL!B3;eF{3ZW5h<8qF9K9ZXTC+#d-Sd z3TPyel{vQIVh(56X*lNXWrOkIdZn~$ob=}Ri0PZmUpA}@z=1{sm5D)2^a+p}Nws5X zg3*?yqb*y~m`}nRFfk>25{)Ot{Aq!#+GgeL`f`lfIiL2-!JZWzANfjJq~N5y(90ps zn%+X7KGeunKI&UoT|5pYoLR_lj@SVc+X{8rRyc$v_{#*o+}sTh(| zp=JM-q5IT`+75K~LjpGV!a>r7bgCr{$LJdMZO%&tcUy?D3uhz@&Wx{vCEpdvaKy*f zqLv^F^JU@z{bHg76RRIn)12=l>fZUs51%cqZSL&RKL_}@LDQ`>NNQUrEhblAzWimz z&T&w`&OZsDLY24|f1X0VB>cI!kTl6wI{Yh*h%?Fy%d2MNcYE_rhG%X;n)Z_&d^O75 zo@pMuCdwG2==@4o>%pw^gtBPziHjrf627<8c@T}y3m4%+*RMf;UcbWEtss~!sj6oy z{_Z^Zt*<-OArhlWh;*3U?zxs__AE1kS@5jA)H|^YO95f~rK8E9iY+_E<%@#qaJf-mtM;m}w;DpP77S1`I#`&O|! z6g!R!X!|I%;BL;Mu8w^`GXDlWupr9z={CYqAYmmGU1TZ`bXE46_5)4f&Kplr?{T zqR86_|6_@1!mN5CgpXIV%ha^Q>JIn3GzTdO8us*>w;=;Y3(hZ6F%KEh@OUXH8gnX{ z*Pu_h8db{!=U=pHVq5()#PQ7zMiU5B85ctK}&Znv8dWkfp(xx6c{8 z)|}62Znz3MqBI|XUe>_7%JBo0h?q{)2l60S&Poe z+Cwt8;FnuWH{(-Ro7mkG9EPv1cV+ah{KQUO+fBnNklTX(x!#ujKY${pd(|hJ<8xKD z+Nt}ujA%~6`wYSp7J$OTI&5%E+N@8o5ki@vW70x;S>HuoxpK?hWX~?g!~Tf#2IpFy z38P*Gnc5gkQ#du>3 zIh{HkRN*KA6g%=3HsEd2eJC|VLjqRhcZF^E7ABZQ-U;2PS$lENT=&?J|G7KEEihN3 zrm=OR%y4Pq{hd7$pqjz`3Li5c?{i^AO+AKH1~$SSY^M>bny6iNU+bF*(FBq@n#&r< zErIxIGdkIKB9&X{a*9b;kn&$U zp~=K7Ki)EYQrj|fnw&VPTsznt3VaQ5(Qq>v*Kpbbt^5NpST~OLD%;Y|I{k51Qt{a} zKJe~`nQR*^7kr>Kr*a{iGANsw<-t)qYa)myuCDtLP1B7WXUdb-iy|-c;ZWA6stCF?8}!s zFfnhr+V48q$Xa@>A-S#m^&8M9b2XW_?Smu{G0{GYDN?Mj2Td6L46>M1gg0uJCm`lL zYYI<2AM73fc-aMi9CkB4 z(HdQ)PtB$PYGXe3vVrxnJQzyx6I1M;905 zGfrqAm+2DL|E+yH*=olH^D_S?FMVm++ROA--^#ZVUmF?|G_3}`>vfqEjd=IM)AU!A zkKL{Q0XolNJBa<hw>~+NVeHM6!&!f3Q^SD`1 zz_n?dA8zN*GOZB7_Z!An^OctJG2X}#ccOJHFQ2P+v%tDEeRP&Ym{A#)w!|shmkEWz zjEZ~(cU~6lEFLn6qPr4Cs@sGFrNhz>GblV&^L22i_Hj#I{)0Qp)7i{V0rhoA>EG)-+^@>zXbOQz%q9+etWSjh{b|(p%YVTa;T}N_ALm4P%_{ z5|lSlaeJ(+vo&_#Q<~d){Wwr3g_MBNx(&i((!hiix7src+I-W)e7gy8xI~aHMmj=gP?T^<@v4pv%`|fX zlHn)7HM#r~#GGT=AY~d_(;IYy(ak=7w9K7&7q1U%d9MeqIFX9Lyx!kG5VWx!7BYBs zcnjuUN3#R$2ReVo$}PIAL6a?YlOiDI`_>)hxNwNr^>4e|D&$pIt&Y;dec5%-d_&!xx>EQeok6P9?yhLt>Z_^6Cy1RKS2IZ}RBP0= z^orsI?aKku6T{KE_#4WtsC@D4Uuv41)gv{6UYnI7Xld!UQO5z=N@NR)6(1TbMDI4r zlp2srS{Bl;nD~16fT)Gt*>xVHCx6IUU2to1Qz!5h3!msOwS04(Ot`CN(H18%s2 z$D&LBx~%4UUC2Gw8sLw~gNpReowBexuX5Tp0aFCOswJ$KfXa! zJ&Rs9V`zlgZ9mpoJGzq9>Bv8Sw~gk^uB(-Jdx;mmCvw)eBYQ7Z_VlFvgdnDu4X^6rH$S(@I>p-r^b&V|8k#wmNdrD7wbOt!iTL@(a9mbk9El7$ z43vDHg{K`h4=P?nN?vt{oxYGfQM;V}2Vi!W>jAUlOf#q^I_Bn30^z)`2C{gG>`ra@ z{XxZJLVa0j2Je_1`-vO`Bbz_|1L%)k=iWTLLMDvhuQ1%6JONEj@#pX^D-|91d5i~m zqa{TxL5xE}cr-T=szez)e#P}>v2<-j9*gaeodj z8D{8?bcI}6x9!~m3F$2W%|-YXL|Y^R4B7_s&8+Esp0SHtbZE_cdc38w=km;=9x;9I zXagE|_W{Sz8KT465b+RGFc~ptZR%^IN=2GrHJzQKH@2dXx~!#1A6gLA+(OIU5y7!mOh1evFVS0 zR}^$mtJuG+KoSg0`1q2K|8utClH5}a>Mh&H;ieVkMbdwvEbhG^% zk_{^-YWm1*pOR6xGXuLjf3AuE0HS5MZXzF}fu$OYgi5eE*+OO$o}x9^@xKh1sz6$< z>bU`xV+fbKdk>%bTj+SFwc{2oJAcypy%S9~$s5pUv)mQuHE7D&x<0$|h|gAT)IERm z_-%XpD#P9z5F+I4U}SB_W6^%|W!Pz{IsueF;EC`1f)NWxYf~%sCVU9O=l-S*sMfXUam%gaT0$%#n zS{yKO7+tHx3FIt7NuBm2xX#iJS10uFPiYn}zV~YIo%FoQ%r9sCUgKgv`p~@9!>`SS zm19>0dQQGeNv1bw9#^q;2_1w{ojBtl`%hNjcMF#7a(gbTcjwn2&ma*Iml+Voub1XO zCk&~ni3h(}oX{K{wnfW(zr**gW=1}Fu4nzh06g!8Epn8*m4N+rhb6wRHLg%H{D?mR zbA;n+3RiXtw=%-cVNaIWlOn%RF8T?mb{>>^h(vfR=U5iL96>lI;`DkZ<%eWxg(Tcr zR8*x&%F8M-`vQ8Hc$u?+Kp3{QYo3o)ze9-p#n&LvqwF_P&*j24pDSo_ z=d<`G+!!fNadHY(TrVc9%veU+7lL>*c|-iV{OGL=rKZr69|D!J3l&mbZ~Hrz_C(3% z@BPrA;NR9ak9?K2l3FimV`o`Df_OSZ@_b*#o<)|Vf9zKDymX&U`gS5oX{@Us67+2? z30mhW#%~X(OX&S1qPg3DI5~4tO8pPeT^DDSG+t%1-qZVJ0paz6xD(ckA(<(<7OKSgnB1b ze|r7+-2MgOYaL%(669=OcN=dTt*q3ziaK&P(ZG8;`PbKjT#u!)SD>9TxIhd!BDB0e z+j4WX#kO1S!^vPQJeSZHUm_o0AE)h94d$7dyW2(eJ{a)j5$OfTndPMOumn0fv2f)_ z)8Sk8(SVJ&&d=dRC*3|&ya>$2m%rPumhf<9=n;Y*C&g?o@+73^vn@)lzbt>>!*lB{rMLu+jibE#Y%Q- z^6$Tkb)=+Y34sbm8f|?Z*;{ETIkY?;WIyI=9ph%0!GnYf!lO$q%y=>n z-vAR#tY@LKmzUY$yfEj~_?OACN$J^05+j4UeIj&Z@hDkYot4N=}J7R3G}vi7+aahrjj4I?IzQ~`dY6) zHm~Mhwxsv%URvNOYr^&{5{yOs?GhFc8j5nP$gyb!`x`gt9a7@Iqjs-!7q6QFr^jsN zde4&%X1W+>;V2*%YV4tOZ!&3)Uj}I3fj)xfb0Gs^)^Qk*+tdkBQ`EN7IHWz9G$H9e z7h!Y@wqWdd;KJiERs!rMua=Bn3ML@%sP9_Xc#&cs(YN~h{EVi<+OyLg-XkFUw6u~Ks(SV`Fa#K?xY3~*BT!;LRiieI z3~{e9OnVvKb?r3gec+>h^}?M=fnc1hd5h@L*ZmOxgJMD#h8Er9Pq~`!VkI4GhFI01 zzVeHTqEy}iWndYQs`b_`ABnDmB@+L^mpg&>Z|<^N`5Nr~y^GwM;=nz%CAirR1%wv= zmJz4|2`C24HUiNv9i}ipv)o@dJ_>_YYgm}g-`*j7G75W}dXvgB6w4haFGAfZWgUkP zG>3{$>2a~io!rMH8M z@-yul@J+ zO$~t!1T{VU3QUU;S-*J#n0>zlo>FeyD@Wl;xK$wBP?CRuhl#m4JCr_l#rd|0+G!W;OO59wSRV*mkB)R+$YXpnocA2sL?3hCD1Jl!ZH3PZ_y*gd z=j_e}$vrb{T=!JAjbP;UvP@g|Mh)j@=d|0yKCB)rB(pZDTfQf^*h+Ybx+<0UOMSd) zfPCN0f;AguHVwF=>J%~u?`~8*XolfxM?YmUXQ$Wy10Xk}ZWGQHGVf=0HPqwb2t(`7 z^7m~pt~FJv%H<#I9VRz8q;}JAZtbwp#+RkF*|}e53dY6mT~ImFGZP)H21Y@*em#0c zs!2m%1C-zLE;CCu{`y~ni<10B<|9LIz)Y4H0a+pJt$hc1&_RByaf8=IATQN4+ z4Nyb%iH^+3x3U*4T14Ya--3K-Tkzz~!C^SZ81}-L%&L4Ey1!TX zZGJVK?s=C$5^uR`#``(L>n-i~1<7Om`xdeY8iWISZwb@q)a`Hm+a9acKRZ7`^xi-) zsv*7-I_+pkgs)*LhQ4Qz#q#NE6O@EM$$L)`J6pnB>~$7`gS3}wc!Th5tjfI9Y_(00 zx6+i0Osx@oss}gXzI;7krq2mt8w`rbly0C&l10K(WO0~&sjs2I_$ASwEk6`vOJ8!7 zC8Zfr+KqK-%lK+}fG*or!urqI%&%bf4C}nvYJA<_k$2Rb#Oz`4gsGUC>0KnKqM_!B zCz~#|H9#ZI_ZOnC+}UwQn=!Vl=WlSuX#$H?d}J;*lj&L$Z&390|Ne3Y-zQyTFqx68 z{6EGLQ$UXdIVM~`QJKJ-MGq5>U|*2Cp_KI}&BwK;86@beA5o3KvilGsn1hTPLcje? zyShX+onhWm^bGOi+6}9CsD&fglfxy+Tb1LSUmT3^huN~(QBM(DF$tTa8r}+p2|+JUhe21lXTn5|@lWt^e^I3tAB*^(r`FO)own zQ^osO@*pop44N=Vhq09^tVpQf{+%pZ=-EL@e;or`TAB-@(3@j5T0*Z<3$)hv`)>X$ z3Mm(EjXq}X(Da}Yw=SC4oazZ-d-y%bvgus3R0(}k(_d^b}j~rfh z@7l=pLY@uY+y}K_m!oclFKtBW z#c+c3)AveDalhNv+eH+;+b&xq(X>pn3%w-|k^e&5h^$NXlK;8(+KuZaNBLh79}wM2 zX28iIlebJ#H;$HYAx}g@3uk=V22_{sRG*^OIv9Nknoh?qfVlwcGq z?YIyq!ygr#DUzu z=}u)nGqE@NE@h1%zxjnb&=mX=tSfq0RDg&)5jb7s-X^#e5SNvAR0*Z#t8aZ@@OJ1{ z%J&yG>Kc3%eqrp=6eM{&m!sW`sXOYWJ7q%vz$J9R5R^EJN$QCPAUDRnX){dW@Sg*U zgvHz?w5FY2QGKMyc#CiG{n-sAM7UHG&DoLPHPWl!5ZHP7v00rmg-QGIow3_J0OEw;-J@JX>>)T*i;{e zBk3l1uAiXEJWAFE6~Mz4<|=zfX5ngo{Xu8UkeA;Cvq#P6`cqfeqdF(DmFE+Hngk(Y zWR5o{wi$JE5-}Uc88fhOvu$R3r}tdF5Rohh3cqEzX0OM|HgP0l_-GYplXy2bk4Cu~ z_Ir1%=|13v3a!ARm96;rBEN42JzAC~#3`cj5U#j|MBC0NimAg0&*9dHX7`!%@%TK; zk5nrvB^u@uX1zEOXzx3?;$DY(K5;)uK6K4_jb2>)<>^42iq;tV`Gkvsx?(LhH=Lu3 zl{aamA*rS1wfP@>#HY~^Qkt8`9LE^48*pc!QY1gEG2^yXCK4jtYL;dcSKL8i3Ltc zW?ayHRh}(GDg1lPJ0h#w`-M6(kKxWEMNczwJZE3#E4g9FKkxQ1?(Da;vaJ(jDGu<) z!0n~xC*AQ1gxy@#-(kTxZJm4J&!Y!Cq82@X&J+sZ>6?Uh9UJ}P=eh6yoG+`Y6TT?6 zB_lD)LBr=tI(q_+ovHDmREW-*=F6&v+xogP*!@1#KTE|l*?5gANr+rA8+~x2CJ#|{ zfvFyW`h4j-v5nh&E`u=Om^98Zq!T#L6foJLU^ZM%KvYJrl?ag+~;+$T@J4KUl`t+j4R??IV`;CEo zrYB(NR31JZH{iB=j=WjT(W-KMn`$95WEmuKF_|~K_XpIDE4eKV3hKa zyHE5e=y)ZeAirtP$$a5m=wKnIF=I=#gc2RDW`E#8LKz?FP1$)&Ay>=)prGtJM839wp9W*nuJupKRI2ZwaD@L=O8$8PjL9k=EAv+r>FL9nbY1 zm6V7#nHtj z0dpg9Jy~|d{$A1VesZr+CNfB0%6-^@?^7t!33FAb{+gwxzUZJ0<_XBs;EALS z__V;M0HfdQ|D))vqniBNFpfVIln?>wm`Eup-J6J%lyoyvV$wBWfJ#bDL_k46MLH&3 zqhm-n(u|Q(8#!Rickkaj=h@kL&a>zK-q&?~F1bUZrds)Svu6Td^Xr9ftoZ|?vS~QO zfT+fW$d+G1$B`n=(rh#>ZEU(kZDE+Jx5WXa8_0B#W23I%n69b!Xy>2;9wi0YdtOWywFjZL#@&67re!8&VfdPuGlIG^IBTl5QxRrPf9N($klN*Hg>yEL z=IgDw3eim1#IKQQt~Un;PjA6M2=Hz@C(MAmpj;$Fkv5H~y88Dqo7Ms45+7`$Uu*tJ z*>HF;wGXTYX=)_|5CwOX4!%9<+H9V$;77S#x6Q71Rw_a({P%;XU;2+xL!c zzg^yTuSG~YG%iI9JyKBigpMMe5q|2E600_LS8DoKqp?#@R$*$fdlg=oG+)0uzj1KD z$N6O~o^UWiq4T@rT-mhGsQe)P2mH(Lqvp?l+bw%USu*mZz9F-_=hLVEe7udYKfaNm z{ZwS?EFQ&xwFmN*kCe=hSh&`F0d>bMP}yGMw(; z)a5%_%#O9;VEqHt@@yB%2h(+|q;=nmp=*j4TU!Q+CqMC;SGpF^u8SAjms3ZIgX2z+ zXo(keS1}}7AaduY(=Dw% z^1G+kVQ5We!{H~?)TYEUW`e96Av5Wh%oB@v%#Lu^%*Uh1b=c^dE#tl!Hy1u_wJEuF zvOPV1gtl(K#aS$jqF;DtvLGUna37C`;6S=pwpiv|zKIV41#TMM={&mq?Tg-P#GTc% z(T>aZIA^^28b|wWe6h-5jLaA;JDp8Avh<4zeC~=dvhdDj!pzyM zX%)26kXzwpe&4EO^{-AN#e14J&DYrUJ>lrR?zvHohQ0CgMnZM06m5evKOT^FS&;D- z^N)=B{pu%eM#8uvCP44xl-M zgMs}-N0Pr{Xp}m~!Ay$c`lL=1Gnb-&w4=-|Y{h^FALZ`f|6mnz8ByYqIUm0Fin`35 z$Fx#ZHs@XtnZC))V9kk3@CT`*| z@ZmN>N&YwXBA4Al_qkYZMmU`kDYhu7Y@}nM6uvZm{_0EdPV;g)q++{)I>af2{Ws0; zb6c(blWk3}^e0-;{m0?Gyg~A7?Fuk*%rN-O2S;P2e%h0T=x%*wyskTVwV+^N8VCq_ z4hYd4*gY2ic71d5lv>YghE`KM-D_X$gEmdoQDxkBCW3Jvj4KgM@a9Y30mTsG4lnE+ zXgqHjeX6aRfu?YYDOrcqUVs0Lp$bhh(}-<`&9=xWhlJ_Nanj6qPUrNNP`C|H?4+93 zAILLd)}(HaGE`B0G;3(_l>SF1)t13=Zc`d5Ike0=A&&5R_`YuhhIAr9xw_hGGouhl zK&cf>^_K=jLBc(@s7k6paSJHd(^>`oCF+>jG2m^mh_xxi&={Z509jp;J*2SEhyy;^hDej6Gw z(&a>|MtJ7^DV#6OpRQwyeI<4;utoc1$w-2ag~~`>g(`RYvKDF7b?pc+&%bJ`I6P9S zvC)u|`BCC1=v=SkwCNq6cV|C9PZp50a?ABfBQfm#R()K#U?m=9U-YikQyNVa;cihRo3n#jsCOazo9c-NLp{qt;1_QUkR2*z7Ehh0bu)hnhYH@@1Fh5|C>z zQRgEMFLi8VJkhWf)|n1a;}dFEbY}0z`?}Ir+xAlceLzA-dgOhnka;FVJWM=r)BU`k z^^tOZBm@1QguRm;asFDfUn^fIBJ40&M90?qTsnFtql{nUmHPm1yCc6E%$|XKC(tq^rUoFx+2VALV3r<;q^BP6Q?&Sc+Q{-`N${f?1AgQ z2s@S8&qujp^aC*aBKCOT$UwLUkKgz78-M8ZbJLfhlLix*N#Iy}a|Iav8$Lj(U(`;C ziHRLdfzo13RfOoctS#sN-WGjo`+FcIiYX4gIjuZrKS6!ypJ8%BOqc!c6bMmZe*<)9 zQ)nosomL_TF8Xo;`v!?t}_VoD0sbrbll&` z{>Xxen$DOWjapCi}w?FQf5k zbGo-f@FkPGU#X5sSIlFVUV5N|&Wn3)yZlI4l(Zx>Wd=3zImV>3mm7)I#Cnikf1_8M zgS?|J@g#Tr9~tOK@Se={PIG%OvL&bK)y5b2H)7FA!~3&?sAWLhe7M*e=YRGwUV$wbu$+q5><52@k=v-x6qb z6ML;8E=ol2v;ew^6m4zSpGi;vlJS?_4TMD~n=6oZ_Hi%tQl+r7_XNl;`*Y}uw`ST! zF}j5TJjRk;#zsNsnSbFQhmVAsf`tDb;Q?L$$kcY*X%^-U)-0XBsG2Un1Qdk`)yR=0Zbd;YOA0xorB^ zVQh|%I!%oNMVz3T70EN%GIf99{2yZX`-D*<_N^^Bq9=t% z>mLX`oDN}IOjYGjBZ!6ie$Sy|cU0Y%s$3LXZx|c18@4G>t6W^=Jkygh@n?~(T|o;I z@`elf-&jka6T`hcc<6Q;zm=+N%vo&5M+%Pc<38c^D(kWSW)1bp+(pub=QDd0Wm`PS zTBf$7dRh~mA1mJlsTya#f;Fkwi2rI`>0NOAO9FkF_}3*J-oQiDTE-6-OcNAh#z|nG zo1Q5BF!MezW7~hWc(7SsPu`sa;C#M-o(yi_{Ir4^p0ODB7z=+wH$5VoL*?eETaZkH1TDh;9iND&aD4>;S5Ztax~lQC=s_s z|1p1Bb=CZvTON&la|X4_e=H^)QX~J!LROjtSH{dI?e5|!DSoWr#OuvclwGo85bjav zW4z8_%I1Bo(PyoXU)c#7e~Ah-o5U zQd>Tfk(Rt2|%!AvRz7$(})SHWYmPiDX-Sf{Y zh_Fl~^LxPR}~yd`KxI)xf9)A&e7w!T!4fD&ig8RFjTtz%bW<1$Nki|vg8%UTxceq`I$ z9O~hD4lZjK_1DciCc!48b($(TC#x_e;t_G-PQHieSvG*S`nRAD^E7NiV%ynXc&E`Q zS$RRSa7!)Y{`A3RuAM+xw^4dgq}q=7+xFWBZR~ie(T;iH@HFtuN2Q8ar%#U`kR+dt zthDiWgpzH)>C>$^q{>gclP+9q+}=VIvqfGe@pmY+=KqZ8EG!Mkt*Q}6lYid)wL&2B zk8vI4B>5@gIn(8cSi$C6z2@k~$w4dfJS_C~EnlMY%VoAk%)#f;^|coIi6(EhN0GF4 zVS+~wYX|eL^gt#WfgBsBv*+M-7<{eFpuycL=YwtUet{_~k*6Oq3YZsI*k=!VTX`y} zUX?xdhVB?Ku^Vk%tiuuDf-*1!=d5r&q(pl~$(_5VYm#ooWrnEW+hSxpqMr~JBm6=k z24L1s0rO*v6YfM5Aq7cbJ8J(@PBfMR52%yrHRnGkGh5;s}>J+?Hb?I_NM=;1V`qhe8 zT{HhjraR%!pVbcL%@-uxXjj_@hc0f{>l9nt{)llNRozb@d~AN(#u_ng$1x)U9;lxY z6Fqk-Tu9RB=Kj)&m{f7?j!?+%nK5S%YJ52Psp_M^dz}DzvIK&65A0nmCE&3JDd}Id zFsQ#()7^Mjfp##}$=JOF^Uh@28{2q&`jzbWkIdV)8f`30S%;(S(N_6^$Lq*rBc+9IjJGvRN zpZ)01){e0|J9l2uvjiTKMJ1Cqo_d^gGw)COUcPQhkB?F*-4BtYeJji-262i^mHBIv zbq6f>x&gx?<&@7=e|M57s7c|E9jgor;(i{?q*hf3rSryZkQ$D~_ZipZNeJ_iODJQ& zxkY`9rqR)dZ#PyFjtt0mjEWLZKzE9-XJc#8!TzZK)_m(goKg{{y(@Y+K}>K;z_n&C zH=ub8Df&%c@JhM=dBa^KqW|gsexI+c9XzmP0la&8Jn(BbbZ9Wq1$D`f1o2tV#tM3A zk0{79T^+_Dl|*Vp@*1kYHeAyst?3%n`W9&yepDH?8ZSTn6V0A*$C!M>A=Qot1E*4V zqRopt(SBuIzHDtR#LTDhZR0HMBa4@YR3EhR$7o;ZaC(>ZUq)3J!Qr8SkU@vHJtPJn zgUL)$P}cd;XSFsjEyQ-80mCH8=hu=|_&at&w(Ru6ho& zMjZ|gm$CI)*qk^~w^i(nmCZ0XEvMA~gQ*J-Msrb2Y``w2B*m#DP)r-S6xhdDmgw?Y zmYc0e4`*0ldaMmGaAqeBUm8|dJq8M7pvzg{(A*?pFD}&NM{*&#&674KYiCEA`}ev< zfVT{P>^qGi)qh$Deabyfx@3>j9WZn+4@w3$!*el&N{4jjSk)u z(J!B%CgCsAx@Q$zq%5`(AAqmyA7$~qii%`6YiaYltp zXAm?H;yKnvHG+?`4wxUGs=PY3s*Ur?KCD*$eHippi=uvqfc1VPVOJBQdG1uDepu*xJJ{aFl)bn-t|5Smz|3PILD*40ViWg zc^;Qm8ZF2vcwC!>=eei))B8dxQQXrwqSq5->3#d9NjW8wSDq^ffzv5fgo z4*P`?3h>Z|BBqPX+On9wi4sM373u9!J>wWFhUixig5hjMz+p|-@Y~~v#tuR+OdX?V zWx#4%pH1ymH*w7K5*n8KMCI%*u&#BjogT6*`Y~Ki?<>os|5-~Kv66q}h5<=vv{9D3 z1jp@9U`WU2XOllT%na5#h`fJ?XHO8zjew}HRpJUm4@u@hUbK8%d>bN~INaIt`;dem znwmTfqi&T|_-JBk`e*LJYZulBaF2^bBK;`m@S0A{xM)GMPKLr4$^&euON+UG5kY*W zO%z{G>iTwW%R@Jr%Q59UQ+srsvK@nvdav-$QL~ z729XZXkGUo1ECLHQbXFZXStrh7(dYE+ooV8Sdz{3Gx-&$gG@NY7 z%}4dSX!CvH_;Kh1r-kCm=hq*1JuHO>Mu3|mz9&qtR4D!qryqFc@<(WF^hKoOWkY%! z_c}-F0wHH}p@8C5zk&M-PIoL3YST!Gvh5PG1jirhWKNR_130=l#HrT710~E&f1A3z zSn)b@hk`EW$4RSiDBLG3{<5od)=ZIDlH|KHZN~I=b-I#zVVTP-B?~k%OqK&uvsL@& zne3r%ZI-FPEiy;staiiO(|GoESax%yP@MysHezkb8*Tb$u#pze7hzG}mtMnF(Cpoq z-s6^|FrsjR3QdBQ=?Cy_AC>XdE~8|bzw)rBChHL6e&VacZca{es2z|B8J8R3v>wc3 zyT1ngeBQ|3*_M>3$EAI<{{_MmzX7&*=Q4?<)H^03TkZW=QHAn(OF;#l_WT#E4Q_ z(pO>O5Bb@z2@dSb>W@TopTOn>7J;j*k7q%no5RL^Suw*sXCC{3kv_iu!Abr1Pf~!L z*-d-E^g&vKtN$$bE4V({R4zc86h88CO4BazzWEt|;dG*{`*PBfsAGGV+`r6*P=!j0 zd4&?h9`2KRI}(N-mRwn-j9cf5fxD;NMl)iRR=jryt0uOyY)Miysj8iXz*aAy4>b^RWA04v7zKjKr?NuOFVqJ$hfs3N-M5wkdr36$4N!f zs)_4~6{@7$7uxb8X+6m~;H1bJs%9+(X|u+d zsB?bw*hCa~Fk|oBHpM8PkVSkoC!JIo2;gFvBaRP5qkJc5xX7x0-)zI2-bbfR&P@Ws@yB=F`B`^{U7SCZsLd5ms(FQS2&FbdJOusp6#tc8j-;cS%eJ6^hWk#uC!q_)Dx5s)t z)9d4q6DgHFfmeRh(F?x`j$m_FuDDopcPh?qTm~abz9gJVzOP2=-2;1R0EjVnBDK z+uylws3smV**&v1nbGGK1@gWd>&&f|+k$^-?8+eU;|<-hp#u5f$DyrMG}Ub36NA5u6W5M*l`w`xRYEWRfEWIwwzM{wGJe;ht3$xD~UdYfBbz^ z`Xz;Tmov=8`eFlPQ0!k#me9?X}; zX=tI1PV{#T0bS0xq}}3XI_LV{%;q5stv)tsiHVe?8Tu>$f8ktpa@RTSs<-b5~M_ zp~#|jIZB!72a9IskVf9dmX=6Y#+OuzV0*75S+Hc)B*nbZB+<<3fYr-ds4nl zSn~U;`%7!;u&EK$r9`GwwS7NQXt8d>A@}*aIZMx}4Z~ly@bf%Q*Re=itF*8@fPSH% zbkA|8`&e-7$@@xJlb1gJJAV_a(bDKdE4%|pk-658$fyzTITkQuDRakU)#k~@L%`q; z-W=dmtPm|R3^j%?d^te0$hC(t;J*E_%!~FP-zkwCE1NV z;qT4i$~&n&pRZoz>60+^4%S$R(ccLj=);_<_exYm$9$_FfzJ7172cCWN03KN!Y%jn zEeJi5#m+YwRG#je2C}@fF3OsbxbMnpxB&O4O_)&Zi{fwmui9IA+so<>1r_H#kH?C+ zzstfJrP`pYBL=Vsdk6ZYT z(@47cej~8yJtzvWVt5{|Ik*EaHGgpLaXwUmt85ZYxMKX|#FNz3B7?6)af?&yx5~Zv zF`mZ*mFwfC#$T**z-gfg{O|TDFHOiCbwV=VDg(a~ZAw;;kIu?G*T7MBkKx^yi%H|w z4cSiNx3>nJx*vG4(cwtQQ%+aGMIw;!WERP|7KF!OQ4)F_A2o;Wi7Vtyz;Q=OJSX5;N6y`&5?+XsVR0c5>Nh*jCYGRQY&}QieQU(jI0T4p#-_Vo4S{@eM7Q)QfTlz z-~RT21lXN$6OS$+7*#zAn%@nodK=;*rg;ayCOL*v?jJ2VlMAk2wLiHUkXNae z=Olo;q@|E@2OpCy_OFA0QE~WKOHb3do|f@U(*L8u5ys# zn@=NIo%-&lk1A_#gd5BpuUSgCJF||1zjOR}-sRVDsaG;smnsPNXE_I#UeD|qOo7QG z6nFlSF-!M0G~I!$QQs#yLuxs_$jOJ}0caHz_WB8A#hJOepsX_>e!Rbcjg!Jmt@9>H z4NNjeE7%2o@#%9Jn67Bv9>07gCEC5o>ZM)QOQhV`EGTpX%3=wAy#lL?3wi)?dhfx; zPNtgGJZ7)~tep<_`k4pT-r9!oXi*Sre=b;cICk`Sg@wre7ep>|h6|2z3L)@^2naT8 z#C%O2^B>KKeA^N}Nl@6R+oc9@x!wCauZu@UxmO3QMqT%v5TngcnGLeh{zwtuM!||Y z&9yImI?A^+qk2iQ4ndL###0t~R9WeH2cs)O=_ChmL3#ijIYCmKQ<2+*$R&j85Kn9X zkrQ6#(E=X~Z{fXg4Lh@cE*xI1x?UBp^nl*B*4V(KVFn=h9^ZJK;W|E3Q-h(5hHV0P zhx}@AF~V;AucB-Y#*?0)QsM~2y`Zpqtn}pUlnaHnGpF}y<51|-p)-X{{;o)&$yPvo zTnkSIqgx5c+0@IDN)MmEvg0TQpWF6OUe^7TX|?Xjc}p;xSHw$`H@+Q+xb|1xiHbed ziv%{@V$qeky78HuSM}33urG(Tut6f}t<;Mn#5Z+)36qwYEx<$E*WdS_+{A;lY8jnG`W-|G078LUOJ4MF>}5v0AF}r~N;}brhBp zQ@MPv9a{}+ZE5C27@oi9v1_Fbq3y0i&KwuL>O^_bf*WVV3m@~PESMi$3l}{ea(8f0 zF!@Xti!L?sJ@cy~*;LqoEIVL&7|0(zSa@%#D|mhcwDIX1tmt}X8`9Bs3-+|} z9RxA=k8JIyo#~JRx?cOu!h=2$o3pDC_}2{uOj=!D8{?13e(R! zBOS}!d>RjU^_i>f)v}qam&E9zHySv7$r6Wjz0NVT_Z2@kTDWS*(vd{fh#Gb2*6m#F z;`*v9Y3S10;4)s=Jab)slbNWRcKTntDv<-){j6=0cdBAjv#v4OPQirG5|PuEQ?@=z z1|97FN5(-A4#Z}!1!&CnnEmxU;0>haixp#bdkfh8aJ_LjuP1$qU?=XjdODp9g*)vmLY$5-bTL{6plLDSD~9|aYx?0 z`AjE7pAfJI!R}Fb!}IN0t?rp;1)D9bhsz4m#=R_}`uL|aWyAiHT`8gJmrrY(ajM;W zPzp>&CW>z)Sn;02Bke7GsOPn>4MqCR%m#A3r%YczXzx*4ZP$TrJQuao(f<0PREv^T zz7)M@=Mwkb`fsW}gV_g1bj+u<(t+hT74&;_?KE#Q@*kPmo2&i)wH9#}e3W*cX4c4^ z=hbawWC5L(Wt*2n$-!y=u)Niv37u2iy8> zPHiX$x)&C`IYofBlIC<;00%fbS8Ug6WcL$1KQCH03544z8%G*@G7^+YYO?~!F&ki8 zh|FKzBh>?$VryGh8^1*4wSJ1^1(!nseA8f@ct0LMKY5u{F_+DtrHv_ol9GFe?AmA$ zb!|{`;{NlHCpV^5ul6r|?Hc=i-x9!&2v8>MR~FgwA(lX+}&xi{u(#G400!+0mA z>&J;Dzx8Uc%N!l$cA{W(O8K#tvRv_Qp7VHs8}0D&5Bz(T@X>~fu#9%BdGAV1&%Alh z%|`ZuukjD3CZxN1+u6Y9p`KntluU=<8t-UNP(u+epb9QVziz!A@SN2V*fxD4mv~Sv zQ!I8;Hl@8^Y4{_RDoOHJCn@Ap0Um)_uBqz+Jvqg=1ohcXmK5X_;W3cQg%nT8t6|uk~XZbAf8q|@3j-(kxb+F&QXSo=98C| zSJQKe7t?jF>)rm&aNQO3MAOp}pEA(Y!`IfjAbvy+O|L<^VozfSxknP&WOf^XR*> zhV8B2q9>%R7d`?cS`piG4Q6VdJJ_2>q7Xaoayr`#|(7W%>xmT=GR%ugAmCV zM`BEx_;BHofMo88LtBeFp3lVBl<=lp%JxhlO=(rh8ENL3g8>iqVCIxoa>z8 zk&K30?=SE)O8%2r5+D^98@tSzrdQXbz1hU`)F7LTGiwT)7hMaL{=AV(@B{9w)XBPVqJQyO`1gZ6-2j9}iWHls&}BPcc(&QG)aExFayINtfGdU&Mutm6tRgi0Z}=6hrXn1wp$zRrDR{Z2M1Txd2b08H`M%J~^gWj;y!n5pxO zoScaz1CCRKyI8lQ9cPbzO6u~u$rj@8yqRt%+* z)QT1y6$CxMhK3TEhEoc@C^tW;coe20()_uv?pFNfJGb$ATt=#hTidG{vi~F|k1Ew{ zrbG|~b=N?)>qY2I4BI+j$2K+{Z7XQdaJ%XvMX|+CFXa6FUc_K=c@R{oiIfQ~0`_fw z?3|2!teHB$^t*HN+isgiK&}Wr3XS;Bong1_L9-6j(a1!CYUJrvF`X4*=Q>kHV47fn z1Ff}g5n%cs%Om%`tc$-r;ZO%*;`+qt@IZ_?)-L8}Z#lGZgVn}EF21t<1?J#c`R!Zg zMfRbaRUnsS|L3GeAbeY&E-FxTNHeXkPof~Av(qx%0~%;nI-S39+*e}w$!YQW6?UWa z&$gLtg2YBw)ITyVrq-%9kTRWa4n{D|FUKeAoQwe3q zEtt2|*r@KoT)l42a5eLlG+VlT>Zm!UNLA8#mRk%(5QfuQZsqK05rj{5ZESo3RX}RE zT!xk*ckx4F5}sH-FFP2&7)ecjVd{~)7=evox~K*6MI4Jdj-QS0GZkw?0$1toqlT(f z@8@$3MHnYsGvO_-wD5v!GxhUgnXX|Dft+EJ`@YeZK0u#n#+>#zuCn87j3X)t$Y$BT zs}Kt5VadvgpF8_NF+LWG1CJOFmz6&^$*)Ike<~ge__@A!$=oIm)0qG= zLm6Me|9-J?XwLft(MOpG^;hbaR@UUC>bWTx-aHU4=ub9 zsc1;IleFf%nM^6-qjXpJ-0Swh?6e)Q`8;nG9<^oz%Qs?Gv>rTC{4K^x;x=2b*Hyl+ z5bCX*Q-da+2P1~s4;s70(O?<)d`7qNhefvty6MB(Q~9fBf`E^)_ouaM%AlLzIp=ezUu%6!472VDwsVH3_1Hy0jqLwKxC2$G0O<9 z9j(2HWRj91n=SbSMalFY&5B8wu?ddcu>|rrO{x7jeE45T2ZsApO`W}BL0T~&*W@Yf zP`K~H5n`kC%QX93lCMRmC|?D{Yji346qYVm_Ik3tXSvGcyKLGBK&U$E#F25l2b62Q-gX=@6=R zYHJ`WkI?Y4CFO-5FLj;>%5zU22g3svl6|G~Vif~>T4XF|Hn+9}oge(S6duQPO5nGv zl#(tlGu-f-zTh1la-fojzK{_k#V-AWO9V=AcdvD=4wDaPD|6$@gXS(a47VRrsz|&A zt5S!FKD=(L_cfl<}b`Ut%ZXdOgm=H zt+7R4L<=qN`=Y$2FLOM6O+(DPQjd|p`>y*>!-4(r2Rsj#ZTra|btsJtaXM8Y@`!xU zAMSe(#`m>tb$Y8glr-$vxqwUm$il@5v`@)rTK#((V$V$`2}+*gnVV4}!}HP)2rF3n zv{R-YD4lj4POPE~W<14XP&2})JI)h$Q}idN(i=^Vfl~yp{7}iNPc;HK9})NcZMWj- zeeV8CgDyJ>EHJr{R0VxslE1E2o54|;=0Qh^OV+@Zk>Y-%M2!8j6Tz7}=}3z0;a9Bd z6jv=iPn3enE5h`nbbo{3E-s z8Axt1|GZ}q<&}PnN5I@ z<`83lIdyXQQ0@xavhB&tDVP2k-JR{D@G|RZTeD!*j#t~?;Aq2{c1M6yTd{@F*8G;QOv^lllwa6BfKJN?Puu-Xpt1PIwloHn|$WoK8gsb3u=jM)H(_}e$x&drvjR!ZhN6sTk|?A& zlyAL|uGpKoy6f9jI{xXpQ0W5#_~)!x*>ufQswd+&XV8SEvgdR? zJQFJe>7HQ^Xn=T&IAG2zycxDbWePrhwC-V0ziK2sup_y`Y|7OpPW*dm3nk?l?5qX( zP0Uf4L0T!@M1%Ib6J4_J5K6<~3sil$He8 zyhKf2VEAMGvySo-*xTM?8`KkfBB00V{jq^|f>Il5&hNE+n1HrFqqpfI#jOtpleyr9By}fsW z&yT%jkm~fZnDQ6Xv5h54oKC?(a#um!<62Q%YT>tEsl_9W%7=1I7b@t;*dOPn-Z6HM z>r$WpBWtZ|Gm;Z3q?q9@TbL};&$A{-;n~pOIFYXBa+Je@GN zXlTxmq4{#7KIx4nFRlZjkCTn_EOsM?m&Rl*seLCeO)0wwKqU6yD7<^{9=Ux*BJQ1b zD%U{G@)G-BfsQ3=YXmxpM61RLFaCE=01gGs52nqS?c_NDU2U={;P{eE<>!$xEDc|#%8XKYj3LJ2U8Lwe z#JIrYgMyoUiaMv{8RgDIji_fqTf0n_jn>k(E3*ltzQ=Al3KyU+KY| zr;&2dJjyoCJSnTG{DnYe*UfhdPWnDNt2oTSM%=GiF48Xy(EQg<4@C~ z%P}B0nEMpY1p#0Si1$jGn?7Bb&sH6?i!TM^iMJTmh`I&oj2sdDtHBoV5F6jBWRYN?H51+#76jO-fZMh0QC6@CjnozB8gV*{SMajY54hH_1m1ol)z&*C&gBB0gQ@Nf_9*U;^^DQalh|FiWAFWx8V%jw9 z#mN1t$wprf2qfDNbp<)6&KU^ac^Dgy;U(wYu@24}eILkN?a5+1>8-3&Q1)}D=GGWy z!)f;f!GkkTtbOz_vnPTFnQegMEX6JEoaKquRLf5B-CcK5KDH7lxN5ARzZ6vr`1LtV z+lu-C{9%O?rj1o!F01fpPT#9`zbq(!sPw3YO*^yfqr4z*Dv8&K$f)yt1*QjAW)=$0 zm2Z4PzC69??+iYiJSrjeR*2$`$n8v3Nq#{^!|&Dxe>S{lc;mfy21v)OI_U|Rp4Vk_A?Mjp_! z(ggy%xawY&>xhqF`y(C?ds*hYmVGkR)E%A*CR&yd|B;=KuF4}muPyU;um90BBv|v4 zhKbZuCY(fPr#*Ist2sQK7@1mxHD29s@7lkq9m;GQdU~TVJC>9H+R5@AbIr3lkKaEl zc`3hZaQg?s-p;DTgxoW>5-T{;3?6g;vgXSNll-8G)@^RgAZ}D{331`R(%hv` zH2*;2-WPQvsKK;KFPpM7`xnQ0Y#EjPx|7Tc7gntG+%m@+p#n)-DXna*E?Sofr&Vkb z4l&)R1=T*rY4`jp3wOg3x&DLke>0a^LX(LURgQl0rxn7%Bex=%hXE0D?J|j~5Zd4N z&%56)I+i{v{`^E<moT`i9<%&7weLN=fBJ(HJr*xyMYoZ>66D_}fe%?SrV zN4o@MM4s&OZ#=vk;hjl@R-IkY>HoQ=p(tLqRtvmYe@enyiR| zRia3*Gql$#@jMj48znL5hH-0Vnw|vOzax>w!2sBeTa^VzDAL?7_L3soAdieb```Wptf~bk3@b+O&mQzYMzl(SKbjFgoug5EFS1Q;etv-h(+#A|rn$TW`Dz zbDk@nyOEKMJJ06|lJnNjDf@|g4rIf>N0*!o4*K)QoTxjSQ7GIGdO+Vzeh&RBj0JLx z;0O|*tvm+ACg8j0fXYn;AV8+8IS6SrPK?{iO!S*&1~DQ5JlYQ)^&repWKX!GHoOf{ z9w*mIroUzjYjE7@(TS$;^HkSs(;?W4+(mR;73DnAXJMJZk1IgEJuT7eOAl>&r@>00 zK*69JzzPzEJMC+K8y1g_;IrPjGh8=3L7Sth{f`WvJAG~YcIX$rTv>`nX~H`1&6XvT zhhfRv3Y@V)CPBEUe~>?ytojoDb+ z%$79A>KM^2TetvUy8?^`Nr7@i57K`SSV6@$!wfu?ZH}~k9c~`Wmf!2rZeDs~4)#3_ zs!^%iILQnOxg$Ww%e^FAF|iqEh^?KO@ZS)AOnIHF?vwRKwmSSXXH0Q_YkmAE>qq%b zTT%sJoB?Un&z5|BSr1?VGd%*&KNiTC&nuqk@}G!yJgbYxXyrm3KYN)4uC>Zp*4DIP z32&!p6VvzKwQn(Pz#l|w`Yh2;xAR)FXOskrwsH70L};>7;>snz{&pytiQYMW+>6j3 zD%W5(6}+oiMaqAjorexRu?b(yZN)8|R2KCvGgnyv=e)?MJMDTRU#zVOw+qJZ!z-*a z&NlMzz1ZJ4?G(Jfjd4@EqbT#(&TA&qsjyC{vexB}=hy`V1L)$&V+@Iq!kT%)3=7_1 zo4G3ds{E?zC9ZnO&plTTawSr%uOQE^i+~)UxWJC)$Ykj!b2Kg1KIlA7E<_S3adC(3 z1X0mf;(7l{Anq>RKnE6rp-U#xP7##Wd~um*qGuh427_%c>xDD

}N`<~_v|O_|Go zWO1BM;=!UQ72sfGDtfEQxa8_D)x`728xc?NQJu@YAgTyniFaYTn(ln4TahhnDxI7> zJM-;NYZ38SJDoF~Y}fZF@-Y&PF9=G&8?TWjhZFDkd8?aK7++5j!|?Us?Y1jG`WeC+ zFNevo?y>WZQ+|mKyyhA5`%m_w3bEvXzYCehQO5{IC)Fg?S?a9m9LpcUJe6OZvF6O6 zrm}*HuJhJF_5DCQog2j2f}nX+A{xTT^^ReJ#wGT@*$+GCM!(m1oY!Bu2vN2(O@Mnv z3mrb&(+#w<J916W(;teWJnbTXFN$;kY^|4R6@S4aoOVPE_Cxtn`$OKWno|3@?Q_HXy;3*0z7j z%{sPJwEBc+l4+y{bIh%#87H{zhNcTtX$ysNGG)ddcuVVPP?sI{J=6t`C54PcB8WLj%%cWO02ID|Knkf5pGu2d3L?zIr~K zMnh#1KrfEZn`npNSmdBIg#{L%(0SPCFzoRl2AowhH?ZP+I@%pcF|U3z)a$F&{4)L9 z1~$}D<#7*yW{;-|(xQ+zl;EV^%djT+J_;iUC=$}mR6vB0 zA{|pv5D<_Yjgr#cgGo0CJb)l6odcx1M=0IB(Y=uaHhlMf+{f+Ozs~QR`vkXB)qAzT zqAgo$?L~g-vk{GA+zRTBf=K%=4E-(N|4<%#cYES(w+|0967Vqdz)3sZ5V+`uA?KNLn7 zI6b%fM__@CE7{hq#Tu0pAGeP=HwQT#ktWCCyPo8KwIygzz?`by4tjA0-iRH9aL}h+ zgNt`r{ucdqv@fyU6pO>YnPb;`EoD|I9`IPHRJmkX+#*F7f5Y@Zx1Qna(YUouG^VSW zLwSfL<(Ls^E_Pb|BzZPpZ9;iQe^Oq$cva&adcz;H1u&Y(H)txvQkJ~_KZ3cX%$K2( z!!6zldrOUWH#s`umm=ximNG77*&TSrldH43C4H#n2{2gXn~$8g-^_5PowiG+Q;q`v z24A>E_ z@`TJd<|k{@T^wuBnc@MKzx@HWsXvgjUzS~!NDBF)Roma!7Z8KwoyAXwFXr0fZB#Q( zZO1M@TL=ZTN1RsuGNN$u8EPE@tO(>xmSXs}7a5vqYx6}Z+tDUPc_m$`@#EDN@xV>t z>p+eoikVWgwA)4;MLCkI%&mmOq@baZ{?GTXQhjl0lGjR3%IkVX#fU7&qs6;ZXUT!W z=$)x?k4g|emHoD{TKw!Ijg{AO(@BnI2}LLk2RhI=l1b8p|Jh+^-T z4voGU;QL1qCuVQ!F=!o1o2Gc3#$&j|4&OLy(UaJDB!xFkl zVtnGIpM~X9(ku4vo<<+fA|2`qdj{Os*yVuJ4p`kh{~oDb&fdBHo?w+bDZ?_nBlyU{Xpoia+G~7$s%eGj{3}I|`dz zU8{a8dPeCQl!!OL6kUnDM6i4NS%Tv+zriv1=uXqr%EtzyjTg&o>!lm$8$JDHI!?Zq zm!pQ29B?_Zs*~jp*yJhMC-TqqA+IqBRb$-!xQeMCbCTCXJgzsC1f_vAwrh(y6c@K{ zf0>#(rz{+c*<^=-zc5PPPf!wls&ez@leCyks7en;*{1-^8eaUL2xih~kVAOm zyWMV8nmW(U3ANU3%H;5Zx{mOTDAj=h2WNGB0K+yXSMJLVoP|ZnQ6^ZC1Sn&`JY@|y zoY9QdeKwK(%q@lYeLFv-9jO|SxTZmVrg+OG1?J4-{Qn4@5aLtsDD!dLQ5NnqEK0B= zxi=MkyU|AzUfVI|Q-CulM?e>)A{HRhS$$eL)8-xd;*Ou6yPz!aCo-Sw1vdS3u#!TY zQ|?fN3h4=`{8R<+X6ST4>*bJ0p6TS|ZgmC7$DwlUgEs0?07$C~M1?Qme0nzJe5KGHZ1qKDXSZ z*&GOU2{HWL$O*ntc#57*E=_MxLrbg`j@YBlV9&S*Ach(V4 zn=;|5+U_A`rfO%8rwtip?`^;Oo{aJR)vN~WVSqAs+P1DyVun86079R6slJ4I^&7l? zOM11^C{gl>ihdu|aMf#K(=X37fwjTIsoX&k1<7OjI(0cV$+oKmJDd0{cAQVzVXOc1 zas{o6T6{P_}_{H>j!^=*U$S5{5PhYhJOs zt=I09Wy^_}mLnY>@82lRTXNcZKyNR*I}3e_W9}p&f|$UZ&(jy>z8A!}#YLm0RO`Uu zw>!?*NAwuIN4MGs`&AEB7r&lg1C)8xCO&yJpCyD|n5deJ3kt|8Bpk(&ARWcA3CQe) zh7-Vv;FR%N@9r2@EI#KMYHeZ42`d5)WLp^`?Zr7Gp)n>N=V*p<_mYNV`e)1ZulF*K zx-JTE8K%x05T|MU+$|0r0W>@2(38MMv_$LRCC5t_YB=LWN^~HsJML7?4#iQ{DS(Ljy zwb7#LS1(0NGRzM1WohM;S=o}K%?_v#(bi&Hpk!6TQHG@53B8u!EthJy)R*=D5+|_l z=lDG|9+{}Qtuucb2*DLG;eZ=U%vBWv7h{o0dA0>%j)&8yBTbRx_fFrCDlexwn}BlODX8*Fx`JIinl#kctR^2WVr!h&d-b@3C&;khFcRP;|D;NbHU08 zoK08ut7NswA_-{+FAeuC8gG&$op<-I?nM$Uc2uW(b&a;Mfy2#K`#L1if%QI1jvhc( zI&&XpnkZKc`Wn2jUea7D z(B7r!6T~WTz;X#P>5#x^neZc6!kn8~z$3+__4V1m{D-n|& z1*ncjWJn>`jdk|fqVVu*Y$I&PJ@`~Sea+sr{G7|2`8uSa@V6p%!g!m|o9fLS9nSDf zlTT}Fey4`1GK;Z~!BA}j_glu8{IMJ_#2){GBwO5tRqeklGg=7YbXrd#%H8zWdnJ5Y zs{BG@&1slndA~Grv(k5Js(EPNjM@t0i%1vy8)&H}eeaa;Ij@5`&6ej%}WHz43)2kuS z%ZoJG2VqmZl)9~(%V1`yv9C@!F+=EQR1a)PF1Iyp%2mW)B&2_4x;BsW&?2?E?erZ* zGPLC*Bo6-(YyhH9-)xw%z8<%&Nt$g)l34vmVEcP$R7wtSu`Wc7A!ge*O!NTJpvQ<6 zx=_|f29lrh^Bv_LL#be<^*6+MnCabyo}u*>I^!o=B&5YEr#|^H`EQ}0dPnCl1uedu z3&W=d6NN|D&YTIUe=8jZ;$$CDEu@+M`bI#M+wb@u0pRfQ>f3L5mpH<)CQ_-uwy_jT zd-q;<4zFe(9ZdPM1*+4%Fy5RivXvK$I`_%X7C%cQtY(6AFggl!%5F^W`8^9Xii>P5s@pgY5K#ek}pCft!U1JuUPkEI3&No&~o z>ZE9uUsCFe5H*?-`&EubzXGlZeh~bx@h7!j(D%$u3+IozsA(6+InT0N@%-cKYvzp| zZb>n9wCs|C1jWne*;MIuDNEBYy0G8GY>ZjzVypM9I?U4F?CmK9S81!XtoWbintZ#l z0Oa+1ay*}@@Vp=A7=N0+b70KTlQUf`W;lAI)SRVKtDizoK?Ovo^)ubkL1brSl{{qo z>eU*Ca0d|x+P&<+;0|t-M!2Ads(nIapv3o%)=Gxv^a9ol;eP}#VKuuN#VUs#@^%&j zAX*3~szrRomb`OOBG*kg^M$iIT`aT?_#Y-8saV(e_@g`f!uOZwOEjK1;=nUR75GB7 zK{7gH)DOlzwdr?lGqXF~@I}{F!&$q#%^T@|!oFX6U)Hc^iIyl$PV{6d`lc8`)f-3K zrKyie>z_DEJq&VYSh>?WKjQ+e%45kk0*QT;6oU7um@&OpbzsN4D7ugbQJK6_7e^*n zeN=REA&Zsm*hUtO#mEfqrQc3&im&&M%*+gC`er=#j%My6vQoEn&nj$YU7eLmD=U2> zM$tA{PDb!zbr2V~^?PkXLV4|G9U93h3%%JkMYQog2gmFrLgzaS3ulC{anc$&{`d$BBu{CmU7uXBC7%4vz`oKb~RJ1m~=Wc5J(RHi(OXG++ z0qYvZeKqgZY@t<#O3sDU4Wo}6Y3PXpeU=~YaDDc> z(W{RLcdUz(XD#166J!0xA*}JZxb#Y{d?qh^%Wh}qy1@}F-WQ-v&_353xb(gn6`#V8 zSJEda`^KxYB@{PeDaRE1xkH+AI$47%2>VJ*?n6Mn-b}YRT0%x!^33P}E8nRCv*oUA z8G;?W8*#RCp~LMJa&Em@V;9{8k==x>n{_)X8P9-`V|^Ii?PMwo8$N7_$Z4~}_=|!5 zql7|VV}(9Rhu;)@^@YC{Je_N0o{|~p3R#5D{x-TiyEt?X{L@KvT$c{-Pl$BA&iFgH zW_7>)vmVn~rq}m`7Eq}BT=D#2kMcr9rFA-+sQZvq`S((tm3Rs$FZ#KEX0!lU8{m0!-oFYSQwWo4GPM;&qoOV;Whdr;h7+D+beHoC)8J4hM;Lci1 z;L91})hyIi_c*T6cxK7GhxO|xC|(cPC%0->Vh2tIKJgh*Ls5l0i56^vl5JZPYkp6tr9(8rPo;; zU-@TOGIdF});5-XCy&wYU8D2>0!VygN_=V$AGN>5xv*}3CJ(qr9dz~PQj-2csryJ& zd+Ls2m!YKr;U=K25U|da`YA93U;ENCb`KMS+-_N;Y4eP7sM>t_OnKzvLbs$GCleF> z4XHPwQZc{Cw_K$E1#2=cNIh+K^H8_&QV4*oy6=)dSJa>5NIE1@0PFbElBvO}^F08{hht`qq0^uK$_K z`0KrO4J)o}&6?~hIAWGO1a6ifx7c*brEOPljMSi&l3RS7T&OpFG2vGlUcGQt$kR9axjQcM0fO3xZ8-#9G(X zudv9h$l<3&8ZQ^W)XcuSHqaneS5mo=f3We#kYkjrIBN6Gh8EV?cSkS& z5v(f02XXCGF7Kg^o6L7qvfXgz;MC4U41+}?@}=|%m4W-G)K#-h-?tj2Ut0=HWiikf z4Q*x@D5{oTO!#V;hU-!=aL6v` zd&-~o#d6gg|6W<6sG&}8@Y=6216&zZ_=&7Qfn-apz1|h6rE>7Wo5ejMAY-d zt}UGslNI6my+8?c-_1&8f2>U15rxM^(_~&)Pxz;9q7Hd9laevVYItuwcvaAVG%Qf?4;Naq)mb=cE(>C6e&DOkW_aa0;&97htb2j zsbcXswj@Xg6FQnpd*fJvx0ht22oAa$VZn4f+!W&fxE7$nv2h=~Y|4fD&y)|zB8UhI5hgfFKJuZ=(JjC7@|F&2pHx4PghbqCrn6(+3Y=EWD2O>g~@mU&lq7S!_T z%Y7Od*Qx09M?VhhJE{IM5;IeZ%*W@X_$ub?m>T1v9tiCn8KyNzSEW<^=uYC<*mR<* z>Gy3Wu>zBnH7aGljL{feq7Bu`)XK`3hao;xTFoFNo;((9loO3U!5Y~X4He1!t+CX& zuvwdIo4l_@IPkJ>oj?jptmbR$|5)3THtbLz%2&bQe&|B)lHINP^TY+F4y?kF$Iu>du9XKo z#WG_FqxIU2iLxs`J7p2_dg@!U1||`)6hejxr(cpa_#>M82QShP0(jZGU`1`(h;|{k zJfI10flB|)%2mZVY*D;t2E7l4rTXtU>ehu4M0QJsNP|Z~Y!JH; zo+@h!zfpRFZv#uAL|Yl4PrXT`D%a|A>rs}&^$ue4cAlJt9b;IceEz?BQd72zAFebg z78XtIV(w#JR6qQGm9PmZ^d5K|J3zn8wNAUc;m$_Z{U5!?SCmpikTew*{;F!mX z;qmYR166oh?7hshJrluSp5hS!mmjXG3S)W|1U$G^ui{STx5`x-XH%4b&(?w=pduq9 zJP_{Mf5%*LdvjxHvO^3bNZW(wE%cp)W0o9C`*vOxyoD_C^yrv>Qz5Xh&?c`{y8R=dJ+CCvL1k?xz`D|eO`k>#J8!JuRx@v? zCu{4ZAPVkojvf+yPas_zb~^_KtK8#aGDamQ7egPr+$tztlyW!d7nB%BLW=e#Y~e@x zBm2-J@&D%XuHi)ur6`GkTC6mhD}B;gDa*>O_t<$r&NbG-0Ur?iP={~nOqEehU45=L zQN7oAfGryvNcgtOgZYcNoI8)=jCK@YKD2P|bWvJ0druKd1p$xckYeqh*L;PrR)P{s z_bdxYT*LX=UOC=PZV*7j0&l-tYyJ^-sRYFdXlQeeKK<4wD`s=7jQevDU@gT(hBDE(J8LV>GtZz3_VRFJoQF>#@-j-JT?IS0v{%IhtsE{8j+NRw^BYwm4cS3 zW)BXO9J{*Ae{A>#VQt4ZPJ|E%b~);C|2c(jAnBTQ=2o$%lu)%#Jy zwGw+`9Xat_8Z3`2BAQvw*5AkdJ(eF^Gg?=CSXhvn`efqV2*{K9 zE?QMwxvRV-HNgsMeVHc08#f>gW<{LPny%T^8b*f0hXioTU^S#<{cW7U-0Q3-EgSaI z$N11#La2|y7u@`QCz0KG`BYWD=0X%=g-Ct;OVX0MN#rJt-2OmKvF%OhBl<%i&mZwk z8&6(7yqfJvnnAnA=<&b&(0aAt0j zV7+v7d!bn1j#0s)(ci+Q9A4L&59{W?A!-)RzV{hKEoeTF0Mk$(@1z4rNIDttiY`T~ zi!nOWRR^L=8cpL;tg`?HqMr_^VE2~@N=yIkvyij+d{vQF8-NS8Vo5u;UBK$dc?A4qmx{lgt zWl!Xp>iy`Y*Mfi=(qg76Fh5PwrRMJwr?8$dPwfSiP{JMQ(TpL@0m7Ysk0mWQE>5UfcXYna0uAr$A z?if0maG!(kKnGo8nkDNg3$T ztEIp0c)(~M1&_J{cMmJ`IMt1fuxz0248;ETv^+7^1uYr8kOA-0t5tR!per1@pSZO7 z{ju#@O(7P{Av1$zcUhurFIHnSIC=HDC1FGiCzZBQI^FxpHGnFr|I3!Tr_Gc`7mjfp z;^=5qU?iAlQOX{fJKP{a8P~N*uVAE#R_&UA!e=&TSEme(mGG6|io|{=y(Y@_8br2? z8dv=-ivI{s2E-fpflW`SgMq0An?E7rvYi*!p=qzUo6lS@HK>t}PN$p`E9ejU^ir%L z#^lml8!02N^coL0d$aj|g>(}bg~qjU_SQKmc-ed} zW3rvy#(*u(mQ2uBA%+9TOrH7~N(pueTFPSRG`NYs`rPwL^Qq^wkG`rj$Z!D9wFkt9 zJiYCmpM@K66U0*4VG+38o;Mp}!Q488bdsOw+|OYRqlMf-0d?{kL8}}^a{iKa$QZ+S(O#8%c@tKn&D!7ke8^y z;&rpI7Kso?ZjE}|*(i=vc@vxlK-*yTK?C|IywlYdras5u@19C@@76&+)C;!F24{{a zjojIEI)$cR>3sd$;}$#Fs4!okyAWbb6(P^=L)yEDFRh7sMZvK+^=aDZ>P+#QD8Q*# z4jnr)#=M*TeC8Y_D^`{zjug#lVK#<(>@-d`n^77--n01O%KUvovgW010F$)?7KJK> z%>i>$&2+;1pWL@U6yCnsYw6$Vk#q2I{&Q>6W-A%b7M}9#^BB{B{ORS%Bpx#4kCdT` zUZg0FfC#JuvtA-pr2OrvS)ZDY)CsyzW#EL+8d$DbX`aRPpGQKEo_?K>x49n_WGD_d zvjXf+yv_Vf8#2{FdI8HDY`P2Az()jWGj6?2q}gUpVUBj$Q%-<{A0;ziCjlSAF%6C6_1xs=e<& zmw`DR>FZpmHJZt=Ca z0K8+-Y?VD6AtzqpAw3&ZXeapFq>l|g2{Tyewsk6X3ZnBOZ0kiT=Amg`JdNoV?&nI# z5y|v8hdl3$2nazdG`pTe$_XH`h}RtZ)9`v3gZ&G?YDo_yGDi=w!QU2kP%0ZL^XJ?4_}F0 ze{P68{iTajvEhl^!6;2#+S?Q^Di!SszqfE?>ggw|&@ADIZX&p6R%3a`v7S$_&C20> z_W*k8xE376XeFg1Y$p#NTGSzb~1Tj8=gg}B~dJ>b+GyicCw-gSR& zA&2aEs{=)nRcX98R5((ubXgSSSNi>UNOFju(iavZR$7QF2o!ivXSCEE$l%zD4sH6L z^Mgw7d#wMHG5VW_wjD1B|0wF*3mUhmz5$P0pr&~xr+y_hevap>Hx$Y8v<3AJwsH#2 zu>T0c*yK!h$e`cjW^2}4S7bgWj7|qW^NB(R`O#VwAHDUtV;`P5FHR6cBVa`PcTewR zWUNmk;i8gDOn8z?B#aCLW$B|A6P67xzN%?=5~zn{_IeBz&?NbT$-h&=Df@`jFWBDw}db zWCzYLV5;~KzBSog$*SY{^5)c}wJ$87`gLVFjArE3bFr8&oK?`987zWrj!2t|??<6u z)y}Tx3nab9iesMm&pg|+fdQRm9rTfI{oh9)E zPm{OrlfGO@fBp;x!h+%{UtL3ecZF;sFK@9-1t0ds0ztij z;yEL#6e@E4@+KQg@$Wqmq7GI1srys)GF~`xeA?v};0A8Akm)lt+Vg(A+wzsH@gt4w z<;n^E7ZmZ~d5^yrJxur7_``KPieIJ|<&kJuePrcfX4-=COZ!>aSH(+doP=6a z&L?}UKmPzmeDjcD(F zYOD@sHk?)b>ESCl>l^j*W>EN3EO4e3JvZrbvT%a9>RkzdXth9YLcO;1Ms8nU4-s7G zbQ$j?Hn}dgw}>~*9`|_}Bq@x_MeG6(n;QGLjc`ACL*~4$8ZCVnKvaBm*ZadK&9goy zye+9}Sq z$S%D`lVwn}+JkgyvYn{cly-_FnJrCudx-B?U@yDNtKatsxn^u4V^{WWgJ9DFb)z?f z@8+G)6K8P<^og~I9C2iiV4_boiS6!XmohIkWmy!TZ#fsCqImGu@2WY1J9K>i%vNtl zV4F^Rp3rA(oaKBDr53VqsLX7$)O$H9hsUa1X{@m?r-AtcCs}<5yH}270)Spn278I` zKYa+_g??^H_=&1G&D1kc(an}m`A3lA#YxZhv6)l(&=O;>!P350_v6|wdZ{MZn{x1l*FqtDWzMZ`{ZCGlrIPE=FG2irHM8|?yahw+X2BfHj3b*S z@`V)3c}-7Dtcr|x;?%g1sVV%HOL7T#jZh|ghR|AU%93|6M9&m34;LV zO0VdZ^kYK?uk>gP1d20Wo?>iz^D58l`Iu~QUo;a2FAC6OG23lXvJy6+pTr%IJspeD z#AXY8$3psgCwYIl3G0el+s{W1vT?X|X};U+nFGz-|8$<#oL=AAYYX>PkWkzD3mw!5 z2IW!J_Li)?zir=y1F#ogrV@@}uq~67jrz_pUqLHi`p?_W70q)t^NPZAr#TMZ7Tw_C z@fd%f&d|>u0CiE*dXzJQ`yWB<$rp5I^q14~$WhGaz~6uq;kzT>Wrb`+?J}@bcX2K1 zaGh6kSa|ur`f{P(n_UkmQ6O0Y(}9<~Bs!}zInN;J(o1MokDa~y@WWW=WCw1BVH8YZ z`>pkL7t;VRYAO%!l5r;s)$Gz`A^J+;Yja1&E%D~<% zdftKK*Yjc4DD2_4c=uuRkI3WRNuMYg{o%ww&(P6;kQu>&a%Qfzl`r2Z$B_Vnh*nmn1 zJG!HSNa@)xC7kP?-l5Glyf`sGGIJcj;~>&IMgxct%EM5VZwTsgKh163DrZVQq&{$G zz+j7#br|uj2Wx8}BoEt!K&jTb~G+Tj#kQhU-5eE*rYR$HdYh!!%eSxi;8}+*+AOMmEvSRTnFwP@nr&aI>v6EB<13D8waRz% z8NLL?1%eS(62yPCLeoyXO|uemM>%x`t!gG9+GxdOD>4j8KgDr5lrd#faX*aFnZLg_ zH}T3%N^B?a-W)8D(H;oHI4#2qq@V2@>N~$Gi6Iz{cTFeQiXW%SE%Ou1adt+ed%DGy z*rjoY=WP=R<~OtVdclcB;3_lZE%JG`zOQ=po%2}>iHHQH29E}@6oGR;x9D7%7}Z;} zwv7PkQ=|J|T;-3WM9*p8&ebJQ?};yN$4DJB$w z-9af>I2O3^9Ai}8S zGQ;0Way-eHSk_Hm?(NCR?3f5X|MK;R|Y)w%9u`lSox!7Bltvx+;FvmN;cd z$Cg{BvJ$WNK;VS`SU~VUSvTId75DT^e}0gC8~|L;0YILkLA}t&8c0z1gCon$wnZdqSTAUvi{g?H8x-8OCGhB z-PPk*6ER~+8;%!?PMJBT5!*jTNe4b{hZ9zAU@MJjTg$$6*ea+#$!UVmH)3wP(HmY6# zA=F_MqE`71`kR07sp}v7R!43pCpvvef4LL#s`*#En#QN?ZLj4n599cdJ>%K1;$FY; zipQ1hnQRI)v3v<=m`T*raEiYTlA6A9B*b2txh3!vr$F~?8+Z6@qk2ruRwuPQOK;_0 zKpa*i02hH&6Mzgl6Gd(~^V>LN&u_>@7{>!g+Cb=#%XCc8;~3RxNB+w7Yl_LG0s3ec zl`VZhw=2HZPfX@uEtaJ&n`wf}-kD;F`m#AK0c49{#A7r~=TydD4OSc_@*fFIbJ^vR z2klB?5BmQ!c?TtPBxj84_Ju}S)Jjj3+Vmj3!2;r$kf1KcFbk7UlCf-e>cDZ%O@`Q7I+o%t; zgXm*^ev$tv6kbQWqv0akz{#Y!mK}=k8o718bVk+TODq_F8GR&3LU8P%{}HIoSC37& z0MR*&yX!A2?n8h7%9rwQP<9Bc?Dnj|EXpr&RL)-kC{~U1_kY>{4kf7aC%W^gg7sxT znR-68xVX?a3BqUGU}Ck=MkD?8jjS0e^D`d6zx-UupUcsB6Dg!?hiQ@7(^!B>$ok4_ z9!E+Y@(WGvp4uKC(S0?`VE=4IGH!D~beYUM!IPEw94g3Yz_l#C(YU4Wryk^A`u;Mq zx^zkGr*Dy|QVE5;YwCt`-d|_(HC7FQoBYDt#@PWgy?lNRkbKD=_Mt%1*JqPj^jC?E zdEKxSc^L@ZB-Zp)9={;U-l`gn003=7PXN{fa&ZBV0)FkMGHQOHbrL3ex{)z@YMr!Y zlJYZK9jF3%AJsh?TGE^9f!}{jWVxl9hlbHM+hOo1PdtZcVG&<;VU|{GC;oR!wyG&f zEz^;C!*_t#t%EP)q5GkPj!+NScSnef=NG7Z*}*eOCnwR(U!M!>L}Iz@0u<%V zWoDs0tyv0+7=*twVyd=hd-UCmx%O@QXi(l~X%Y&Y{i(wNZ}&DG-)N=|H?apEcE4&Z zWsIsRG*H=F(7(;^)|(hAeYF|TFNt+EIj)@uh?}V~1=xC*4SZj)ecCbcglOvqY}i3H zb7UbMp66n`!QTwJE5oMf6-g%B0{ z^din1Wg3>}g_9URJzVyIV;{KK&w8v;sFjNTrRY`6BD(|)7tge@64|~q+^6_~_r|ve zkUWyBe47fORS8Rx@n2O+GkT~tthocCy>O<47yOh_{ca%mJX%~(SW%ylY8-q#6UyM{ z9r~rdez8Wup`3|bm@yVSXmM#Ufi)?MGcuWGF?zAN!X^@H<}H-e%)mCrrpQb( znC{V5C#PMkMSVaTt7|GiEK3UUWb3PB$H@CTrRPRzWser7v$94w2!xefWntg`5CBvT zuxh@RH>q{Y?#bvK%~n|Jj2$nD=vlN_tYGD+f8uEyDkMaFgyTS!cz zmS;@-)mo=6)m;7&G!FuV*lxg9hg!WJ`Rw$_pXA4y`vq4sbUJD#=kH%tWz@D8=8mGMJ_}cBUpon%`Az@L%He z?^K1_F)7DE^o`7$na?wakljdLS2lO0_=6`y*!cH>s|Q-;Dw3JNHg1eBz`MtwuUy*) z9|&XfI#UeTeEG&^r7kkQ@C<@ zy%gcR`rSbt5cZCBH!vdHPICqzjv4C#*hkz-b$D_8$eBP-p^+U8xcEDXjzWB(gUoE; zx8wAyb+Cpn)ysFCr*QdFEa(si9IIz%S=IY$l&X<6RwAEr292+))KKb-7?7r|V@wrf z^>f*{?+^$w^o=*s5bjZ>0yji-yQWb}DcvfOcd(BwvvaC9)Y3S_0)ImW8mh&S9Ui#M zj+YA%Q`9SPl60JP7r#Vx{DUuDE^;jG#~-THw`sn7=wjLptjEaNy&TD`{#{(*6zH_Q z-(lUW_B792+Sz#r%w{fLMcdUN&r_`$SzoO5twzM+#Pj3`-1eowCr2xo6ko{6Ul5tJ zyVq=`jpe!kgeg*YmX&k zy?>iTI@0Aj?1c`r#m{+e9NDK8i}cUw1nruey&BfF`+;GvX<6)%NV*1p9J_;dH1)NHkQrvOXJ0fc`NdVG76-o`vD-b z&U}Ma{rUH{-a;7@FHBaOsvy>)i{=)`j(IB4I?c`Xhj!}G6Gw7;OZFk?op6XUl2sLo zQ4|ZG6m*<#@FG>d$J9%;6}^jlP8f)RR9=+Ws#XxvqkZly4>8{ zfdiR?%))-UyGXJom=Gq;0{wh@augbVl{z~oJWM{Z@_aK1^f6u$*g8d0#s7t+BJ%1D z=?@E5ZSR2Go#;6VGM%j>Hm9}s_O$@w>V=qW8T~vLm-h6kI6UuoK@0tmDAaOU;8YGnUi0=| zwm|5`X|3c%uYGgH_zu(XjWkb2(Xi#b5HD?6Oy zU-W^@0WD+EOM~Q;*Rb#o8Sz%s?S^;=+V^Pjfn815c#Q;$~o-q%2blrI+A^z@p$0ivjrZa?oZ0sdDM{QNAA!QYGXH6#?CvX6LP z?wPKz5Gp)&38*nv53xr$1AL(BXv!ddzlQAA>_wgRJf~cA%9rtwLA=)14~sl<{Fq_< zc-ah|(x}$TdEKP_g#E4Oh1fL_GPGL+Z5_j8z)$wfz2X zyiK@QZ`Kmv*;csX>?Gsl)wN`nBMlCfwLu4u!J&ZMreuvA<)266bnA8Lg8OmPzM4T8 zWc%C($4P2R;rP0wVrPJ7MVWAYv-N;SK8V@3?cMYv~ zH;zwg`7^uZadq#W)XLHxm}kP%A$>D5g-FJq<+{Y2w%0I)wBd4m-vjD@@|V?5g|Cb4 z!cEO`-%asms}5g@(+wIfw>>FW`&w5F|G<^g>|x>o=V-; z3}hLMeU>jKpaDrJ^$RTuZ4^g2d1{0ix?!9ZlCM-{BZGy@bJDjHDR<-^#HmYi?37IK zi)k#5z-b`L=vukXZ|BSz6hi7eck=q4qjE0fmFMr**#d0*J)P~pwkW2vc{Pl`c>iIV z%a&=KuVkG-k^p?}P3q$vk{1zY>?kIkF!CyvLIyeK-@J6**?RrZ zDS+^-KY;XB0bG6PC*E3($>DO_%39SBpz_+SV$+2o*29i(tYVP%4%UN7JL}mT;4?PZBgbq-0 zA*!ir5{5DAq<_GlByx~^QqS7;5N8j}?AGgArJm19j3k^x?wFaXIPsEw4*nvSgAlJo z+8dfp4r7mL{KNj0#UL_i0qJT6*@@Scd$uqQndN1w(u^vlWj2iT=mYc|WrGzHOMc zszs?*?A4;wuDw+iwf82eqV}p4E1|7XvnXm)ViSAs6{SY)#*V!cf*^d}eBZwyKO|3{ z`@XL8JPz7hn%%3x8bzeIB?D(odq^HF7(IlbXLwb+z1#sgAKVg9ozjRRF)zFvlkNtX zEq;_0iuvt8;;0GzOPRuJ3~Dsk39Q5i`sF*Go2oEyTDcAVt|ITQL7D@tyW2j!Bkp)( z=cPRx{P-`jy;UoLIn=??)q$n%*vvw{J|lL-?IRJdLMX8{Ly>oMyhOP9+K-Q|{s$&( zR1a;oQnVF0>M(d`_@ymVG0*k|1M1#O~M6qLqd*_GdC3?jr`||@Zyd_-7vBf0z0t4WEpD{2f zH-S|5v1T~)kC)S3tgc1X@Whg(l&!nw_10p<9);UwmRyNC| zub~eJGhr7w>X!s>h2V1BnLJ-tyYa-qY1vp*KZ%*1XP(z&1Ga-3wGtK8gkFg(YKYgl zSF5)1D;~j53OH-(6`EhsN_~e{!^mvxHNA|u7TNwiey#R-B@do4hJy=r!|3#-ePVqb z(j(yEJuh`hv`^he1qlvH(CT(yh$RXUTj2(G+xpTwp)sY=4^Tsr4pV)azZ*Yu)!C|( zP4WwAHdv$bBwR(0$QVdO6l9`!9?VEMd7TSpKUq+EOitrfVyq`i#5eg2or3s>U-LRm zyzs+h-1?zn_g|s3talCT-*>Vud;ICsc&Sr(me{uo(aDCM$245hMeiRS9|~5I4YrKy z@P&TfvQ{>Y(a^8?7v*~XZ|>4Gq-0mu_D*Zkez%;D_^DWaY&@fL*3$&g^BRq$Qh;PB zf)KEs-x(3CENOn{mgdD7O1ci@MhPK7Yi9?)CMP$m+H)^avFnO@ij@JNLv_?6HNBYE zIJaNJwr+kq^=&!|Z=VI6v$!w>E9UPq(xcB}$x=(2rRe$940KE3(>T%4-47?5Ab`Y= z+u;-B_T+}S%pVu^CP##_azChk-O`d?EKbCmYwSZ~O2l2w?m_uF>yEK(Dgwdr1eXlT z9L1zXiyY_*(95Nq8UJ>_2|hs|e%P=e`Ri-~dC#!pkzM>>;@9exUu(O_=|X6FL#Kp}@3 ztnR_Ws%VAt6TB%##v|2JC8LY`?icR$1!U)Fr^JBL*VA3AqA%~=>v7n_C!FsNXKdrS zdgIE3Us(thIm_6Fg|K$tP=1nvZwYezsWGn-Y?S$R;fJ-R0#Sv-G(c4)1{a zxF-I*>(0$PFT!OSHZ;#HqsEVj@>tWmv1My48xQFhbzjTO>J&ThYPeO=lp@$Mv+ZT{ zEfsuypQLe02m*Kr0QqmHRR9q=Q|WO1F&EluZ_g%1a*GD(QAu4zU;mG- zfR3msR(IocMyc>%s@EpaD#4FX0#7Y*#3-u62hT%vdoF6maSa?Ye7ba;9s|b9yzzxx>n* zWs+AzJvUzSv%naXSunuX0|t({<)wDl373cP$&L`G`Zg9`Za z{I-i@U8G{K^S-tUAsrhCO}r?SY?L|Ayx)?q(?r`8#rbV2#ajv@5L1{Aztou*yI)N3SwW8;)p7IFgxhj>AD);(Bk3J}p z(GcNT$LSbh-|~B6$uB2)RHbpwN_n*hqsWN8Ctu z=TB6-tDIN;r@e-kVx`)J*M#adYsCzMEse#DtJ2yE^=N_B%UGa`! z1sQ2==@udT(O>(}6J`euv%$QM{on*n45;srbTCjZLn!Jn70m3v_T$`MJ_KAP5tZT#RXTUhWZrfNl}1;?~b z+ojjzbIvQQILr4^87Cf+a1TT2^?l1MST?Q21R0<>bSfIm`c$}27paOb{(*aAO+eng zYnt`hVzbGX%pbZ`m0|tI^576iz+gPtV|ya5w3IO=#P)~2f{VY6&LAt~>Kl@;$>s8rvAQ?{!i2Lf;Iu%RbN^ZNRUA!#5p>-`47fBD zq=3_p0txwE?5=C@1y87w!%+!gW2?}n; zxpPS^)*R`53Z%Hr<~#p579t}=)ptJ$;Fd~b)=f`*C$0+yvArE^H4VdCVkH~C9rrlvZmBYkK+nC9f>mA|ks6k0Gy%ohIMG0?XFXuX>p z4*umzqL5ua(XThyuE0cDn8oE1z^qrPoa4PYL&J$l$v*s|`d6gQmz19VqT-kW7cnI% zF;z8TxjA0Mr#par6jxc{FA-h+eZjMUXsZzmC3kwfTch=tG-bkmyp*OB7GEBpBIzI{ zloBUj^+YPD@J#WQqKo#&!IgE7$TLY@nMV@z7Ao=*#|*49hqX%!%c|lJJ`YBh4UNPC z*lq8bDqU;hnbHvIg%)6i2UDPr-(Py9d99lWp0ATSh8}b&QcpwWp7DAfb+f+U7 zJ}A`iTrAr3S8Q0k6wx*eQj^+h9$_3A%NScwpoKk=^JV7W+OAVg8xV>fCpmyHpffU; zjDwyhmAoFCAT^B5IDpz-R>0S0?c38JrTl$|#1U49R(#Cozui;Ta>)yz;VXcOgWwSR z4J(~Ct)wcs;;i>H29>Grk?m<}L~W|J(< zlSQQvWL`ku)qnL}-!ekrG4&(inOfOOukY&wm0~$yLA;KEpO8P3xQO5|2vh3BAKN#L zWGP}vUE&wAuSE05in;x9th)KQI-}}N8T-nT42kUkDMa3`B`bmZb?h_QZ)z)qkJZy{At3ORj=vGNp^%+J} z)pn)Fwdp{9mKQ|A&(uu{CnIg;v@O`oCS_Q;R=cRJon+F(4s-09_l6X9S@^0j5#=Si zjuMtX-vf05b9H1*B0u~5q@C2{Y$z?f_20?qj+xIr20=+2+S=T*9_a;G?99C zDiL2;a6qam(-uYKv{QKsd4M8e8-dzY3*CJ z5WK~s_eL(59ayMrroBMvon$k?hG^)ZAx;QEEfNwIec+Dn!l(uU);;m%=Lx!#71$BG z#`@UjB`id2!=2_g#kUmm1eP6iftEV4a(7+gPeD2<{zMVDe0G+_l|DUk7+%%otJvLx zx`~6jMflZhvmyP`&Sx)Xg|?M=F3IK;y$i|HW7BW8jTM(zXI66`1=|ZndMMVM`M#PL zr9tAwE4mNuZT_hP&K@-)nwC93$p-pyAiFej7$#F%eH877L|eg&B3TMt1=jIG`gTF) z9*5m7K~KMh*ddHTuumCPQE6AfO(e#Lo3TGwh?VzuNc;k0oB~<0XU1wgtDTx&lPHg* z-EzgLaaIomAFo5BlJ>9LWx@%l`>H87q9tG6b1M9+1n0ec2HwOZ-Jm^iN)jzAE z)$Wtx*6M?iiD@LF zWaKo!w)iKhtIwlQsU8I26mQvUF!1*r3n)rS*lu1&PnB(}mn+uhAPztgc%{PqRw%N* zbk@g&N8_B=D|%v$PjG8-*9OMTLm%W_+_@c;B7hLlS7ZZZs>H^3q^qL3uXg*WS*}W`FX=yxCSyN=}V={b+Ms~uSbvz%Tl>Vv@u2Td~Ea<-WYYm(W_^v zU0OqUX{UTp(N9ighbTX9!Y(|(F3?we;4IXjaX_}PF@S0N233ca7d1)e3s32WyT_Hk zBp#~CWf_$Te*Wro`mf99n3BR4Ft(?_jlPX5Gjl{{Z+HTo-&WRZUlj7q0a_DN^s;|^ zXr_7^EdH19vDS10bW>w#jLbQ%JYVl|-{h&CR6hN&wBj-GTg3`H07~=qZZ(Y(bNhI7 zGN;oT@8k*^PN&%@u+3-F*h%0E1KO^wL`dW?VIp9twnwVl?nMKe^=_Ryr;EXDomq1* z3jm9Td(!;N67y48KSk+IDKJMrw3g7oCv3DQp4JS&JQmM#}c zJPB6+X$WSV_o$z#2MLLwi3 znt_q&IbO0+RoC^7H8_u;8j|KtUgBACmLV7>D_j1NVn-zS)Z-X-`61%jIOv$!Mhy$k zZy0GNT;Ac|SlMu|(916x(Gk)2f-s>rF*kOHN2+fElR=8ktfCm9giR2sBQ*lHOZ!(_ z%p#;_;jtw+!-PL@XjAXRJ9!rr0_{<#cY785tZE-(aMN%!DY$TV%-7W+q@)bw$&Y0*f{#a42$6Y@p6OTn&J1#PMqr|_@Xd-1Otj6#SiJScI; zJ=1!p69aFJVrz{0EA)F;j4B`i4cBeX5sL)UAACFvvjxd@q(3>@G&C^zdQ!? zIYJwmhLR{A;D9Xl(rP3grSYNc(H+a0e$72SCJf@H;-6Mt^_1?Gj8?F*$w(Bn^}J> zNnEjL4D!t@J>-obLaPWCxL%|hAj@4v1Sh<*AOOQRQ&m0-#BScg=|9lj?`@|5$(1in z{ytKb%dsb5?Q%5;R8Ldy;OZ?TDMk)A0k<{2{64mA98uf zKLL-h`FLjHJw=$+l+S$qh;e<>cxtxj@6r_W(|>P+t2a)iS7^bfeK`*;9WWHjZJ z;EagXCQN?tPJ2&X9mpiY4hlS?HXEqub{YeJIi8Hhl*$NF;XZUenzK`QbW?v+n7r|2 zknw{Xc99xdL63Jis#NQlrOP-7oMNeE-yyZ~ffFtp&QeEbLdd7xvp@!2S%bf>Iak~6 z3h(qsh?cXS;Rk|lndb)im%TD35tQCKUwWkmu+vwcOjt+pH%->52)Eb|!+K9g*34|kE_;uKF?Es$m(B-9FB37~lDE zj<|V`#{J%U##Is>U-zMb_9GY`sEvQM$bDh|di~^i`+fd_CU3%w;}rx&hBU0AY~|1PI3>){Xq> zUX6RfM&;;rDQv02%;7L>H{UEczo)*{O2`i1ce==xgY#TT5Wxw4c2Rgd+@gw>?u%QX z&-_iskCy`jMt*!?L(8eoF|@{BT>JW>slIpFzZidHca|rKCsHvyiF|JPk~(CO5&`q) zD<0T9t4qkQ=PdAh>tXkdU@s_2K*XVK^pC z*5z&`=EL(?fx62?U@_?$#w^yF$GE93W?_`!qeuZ$>&KN)EDxRyJ=X_hXiONsX8B67 zC-rCY#U&N$z=aQy!~La4fnp{YRLf!{a>p%XUdosRpH#LuF&L@Vx z`XDi-Y_Lxd5%gg0x*`P#XK2jj*6<+KKGMj&tnX%OOuqc8jp}HsRxxw0d7NQ9Y9Z5b zt80E_Z4#VoG@~E|E|>Hlk^64;O`6rqa9b;6@J(?sK`wkJhda2TzA;%%>cDgpPwxfF zT)C^jNk|gavBkLG(&5d%_N^^x7>al7l{&5`6Tcnm4*n|>N>6EYzQ=cVfAYM~ur|_Q z>P7tC!vD)h3rnUg{&BwE4ffK+}oB<(An!H`_r7Q?rkx~zHo@RZrBAKk4NoXhl& zP3ji0%#+Zg2xtePXOHwBr6AJfTa&v}|DCUf*t&=KMPFaJeHuK~Yn-mk(qty}T3EDg zfIx1?WK?pax(I0vXR0S7Ztt67TNoGuOkRQVu8JdFpUqZ&sJ|H=^Q$c;VCq@;HiFH2 zulX_41+a{%@uHl_Y4nZbIO#(Z;Az5+4`Ww6AzN#Cke>QRLGM11!eteAk43H7idb@N zzv;cOi5q#o8TWS40xPqQ(x$g2R`#zA6uz2f;hy&rmuY&ilYAHgDSw%5=U=BvS7wRK z_RCso31Us91w+e?^wrc*icg&`WPBPW%#+kr6?Tc$)~`NP%du4{!4^kIkd41zUrsxa zfd3~y-EUXV?-58I^*9;&!ZC4eLiJg!+F7{9dX zEReMt#F!Mjl{k0$ruvbPCy{NV#nH!yk^zbl_yF`2BB{hhmb~fP@12Sy&a9jjKD!XU zqhmU!L z+JBNNF|1vG*w_*N&C85OhlM}*+Qn~D`bYJUck_CDAgjEJH3k|c24ZlGu`j3kNwHw1 zc2VE~_avYh+3p4_&Gft}_4(G}fpjgA3^%c;;IeKKKYOY1~xJUW1>>m+XFn^pPp z9Rarfz>hVso^mJAiu0+EK?7OedwvQtx#bJHK=#RvN%%R?(hAP*zh0J;7k$ZQT7#kM z$#xk3EBI(I?$f8t$fMI8wU6}s(MJUUiPm?RC9)R5Qg54;6*e5{ViU5^d*K25WfTBI zHwdR;2{P3sb5fM^`+52g`t6zr!3@nwDK8EF(0+@!ei1131Z77@Q;&xf2@Mz-%h(IhobwU$5?np@UyiArv9LqhDAd3bPew|*qk**e^Swb zWC|p_B^3N0MMTghG?g_;N2nhyStw6c?*b!XduXTB&kySmawZ@1od79oW{@p~L;nn5 zf)h*O$9H{ol@8&-wx3=X`l#+XDTyjudN4TaP@FowwmsbxiV#Y$3~RYI$544QB^bzrXFKV%Nkre zBg*eXImU8?}YoiN*4X^W!Fy-9r^FLC|0;5|^`T$b?!L;y`u zW8o3Q_HBupR$eq5X+k?h@SJwV0&p85{`Mv2W?{G0QfS1b&EZImT|wsVbO}DtbP8=s zx|N>wqNT-2o;CA|RWKxLt$Mn^!eiO;c|;3ASol!4|3-0u_NYmsmHFx5N%5=9NVojQ zSXtAlu3fmd$Fth>un`_kvOTedl}9dmA!$7$*%CvCB0Tf4O1C7(2^M`AW%WX*G()9} z3{t-MrSdCL(!MT(0!?z=wT6VERUN6`sS#e|vP-*6KRKu#1`zgl```0LUi5HRuNq*j zj_U4Gz<5xJeEkXL@i)oUbG+!T`E15=N5w+d=XP1wj~%mBG&}|(cfwAti1!x&=X1S^ z{|eO6!Hu`<80Ue~y}lHKyM0dsL&2PWSa{AlC42YAk0qJOw#NTu&pH0}d--aOy^4J) zXx#B1k!~XPqVKwGC|DY{Crg-EojZO}T|A+=qpQgV5jR8TV5c<~HCv%Lwh7@M5d zk{eGH5mAG=?gc^;SO`sf%}6;KZgG5d&hrim6$?@QqNPO-j}}%g^U3qy&HGczw96-& z43m3Yl(w>sSExJ;Wz|*1e?+d1U!|>Zyj80-`O3 z^jFjwrzPW0s@=(PRwIq)Q)pSI!OVUE`F#lKf0I|g$Xi^G$Sqk~_IOVG-+gp9Z<|vp z1UX5BFP}`Pi=MgOy<$zt7)cuY;+))#Wlh05872wG{%8o1Wdm;?iw`UN6b@D{0Kx@<(Nk_;nk)-~S6g&Bv8#SGo9b{^0@#xwRzb!+vb^-n1t7EH~l+l6oQ-KAS z5Wf6DDUIoEo#MAgtXc9Y6>O_AezJaM=rDX32O== zWVM}Wv0ZpJj#Y44IG00opOEnlK2T6JkdUHDTm@I4B zfjEc;PaMB8uuR+neTtWuPWbsj+DSlkE_V%~t0UaacpAsopAp&1V*y6#64anFmGPz9OZZR)k3t=c_2TR6R)_@b#CAh`T=bAlcb= zMqbTO`)@_CrzjD;aWI#fj5TC?b7Q<#PIBFYl5jst7z8r5oeEU7D6uLJ;x5mPgidN zIWEzPsy~5zPeG7i=OVC!!yt1Z_Ro7C4qjLZ1Hr!sNkU``dWtmjEe9NF7R26D_$)-9 zYD)kz{v#S{a@(N~w^^i&XnlpFFfq0yP4ETixQMk`An7Ojr^w|U*(i2Di3Qs6KRzQ)&?a2Yoo}AwTCPQd z6>whyUNlLE(3yP?zA$O-|H)z(i$<(`IR=`qvCYq|-KHd0I$vZIx?QA-Tl#uU^HHZR z96W%p?BeE9pdZV`4a1EKOz^U7q+eDm#6&@d(t`H$xL?O64d~9)R=>n=N9z5KUpTzj z0%~Sj-Pk7HPvGqHcP%dZn}fwM_x&e}o4@yS=E(Q*MXUxy;kIkHL$B2dAkUiOUK}>&Ri3Nix+pcr_r3kbk z;mkGAmPH0EO%;7hc-Dalkc!7PodSvj=>@je_>} z2vi_7`6v4xFFe1u>CS;DQt)Mwf0c1nysCRh;(>|jC1<&Q(5_ajN_$Qm)*eeNLUq&x zRX&W~AVhl;;wNx}gF+FkvfqoN4!)=`X$Vgh+A^`p+vy2=Pg9(Yf+Z1(;hpR^xp;57 zLEZ44f=QqUHcB62>F<52s)olT$lPWht8f%l zKEy>uxtTad3|utH=!1jU>Z~7fDvjxCY(t*lj{86~?UEiS?fdUF!=Lux{Z7J8pRtV~ zJ3t0={Po{{nK!R=!wC#xH!Uu68w~3)U!B^HE@0HdfvGMw&0_Argo#i5B{Q>K5d>6e zmznTbQ*lAe=GhOn>_qQNO!QfaJ9fYAjn~4%4$OiU9W%GKO+=idg=`-*XV;_ zCjv36W`LYe;i#Z`z{f(YHKZ}lgIOo4q(GV@*0%~Tp-Yw?uJL%loC`w+o;fhe23)a9 zvJAp)D;wKN-=4nvwrT6YQ=G+9m1$m&;m)dT-V3ufmr&Pyy#Mlp{Jdk%(AI!0G6Z)yah(1%oVFAM4uTx%BV7aKwb6FH7MSzYt z$x@FKMPGlQiBNn3QgZAboQJ%cj-4AMEMmJp9|iMOS_V6yOC>I@f{Ky7*q2$HU;XbM zHPxKMC)#CD(kcY<8wv(Hqy?LA0m}u!e3nK5U42vxdtG&O1K;G>P_hx3y)t!onVX06 zyc=GyL?|4DhJ^58zvyAyj*(wYQr8bE!ctw)djwQY3Nix_%XGkZU#h0;jt!*8|7-3;!AtK2c&DCcXYWaTUvmZGZjSr9up2 zCggil*jgZ$z@St3!$pW=*LPY7xX;Kd*2HoiPdeAgSNR!A6OtZL7+pr{>VU0)-?!>> zsRTKtNts*m6<=$}te*l_oV`_34IX=+WZ=EYKPODvn<7sx+0=kt#{tsR>w)e~sE6>e z#5EX23;&<>uU8qnLSj(BF9taL-rumK7=(CG_bcTm%Nm|6o7+1wrrtqfiVn7k-IY%E z(`BpHx=t(OY>1gs2qFUPVMLG%5K>a02!KlKCM-$+WKh?m6bqPf$?%Bc&vQAn z*sx|Na#L!$cWr99I=>pD?WbkG@xkkCKq&SIm7tO&+!wUU16P%{ez_T4v1g7oojQ5} zZo~i&=oSMS6XD?5Tm7OPJ(Z2O(mB9yhesiy<;c`z)Xwir^G?f{k9S|?Atn9rd~mdn zeqYh5S4#rUFxWbTS;FO>o&7@bWV7?yR8NcaVJ(%*?aasn4pF5J%#ZVOmX7w9_n^FT zUz3bHr2r$iITef}_$;96E`8L$&FnU+$qvhRU3C$?G!A5MDEa6Hko6)?5#)ZPK}5QF zaFsHsp<(H_;NMP6yBG9RC9@n$MV%-rGF?<==Dl1K@INzqh?RsqX23RBc}h;V#3_a~ zSn3kx)=hf%{jKphF2Ss^zMjYI?ss7q|1X+UjLBukt)@2=&lH?* z52!CMu9YFAlAxDiF2XiLM9koiw-u+?PJfvGCFw`v+2u-%klf znrdj|$pPOPgbKxLJS}YY`vtQ0BRCjAon~^5m2qzs3y6$v*RC2xk=C^~Kk^%GR5uMJ zggx)Qz3JEQk+_gbfgk}bNe;_ zy*FBly6WJ&OisfUt-VF6v39A(=!=CDYwA<;2sca7fno#G)~+Pec?_I{AWp8tka-;D zehn1w-A(NtOiP;_V91o>_DUnZyxr+OhbxB%I}nz+<~TJ}XN1p^23Evks5uFFA{vMJ z9R4G@n>{c#YyeU*{}1VO{>|Qo%yOYO-#}`bV2%kT?gpHs9cC6IN6^tMPPo>|2FsU~ zKRtVpy8K}T6Qjpurx5SD^L&<_4UeEY_SK(HS@Q3^Rpsg|#lVPeD%wRnAC3Uld0?QH z+^4{;>|e~0b(8a{ExPn}m&}yy=z4CsQxGG!Ok1mot-CgGNB&17rCl(Wf$zguBhDoc zsnL^fFReg>#q`%nTIKQbage%2%Y`LXo8~w>)x8R0QZzhm{h+}HbJ5ocv`gRL_?h4m zQ7kij#hms9Z%rD*U(_CU=RvN+a1TOP-;A((hH(7DOHLj(1ns}9TFpR7S@nu;MzXuh z`2dzJoMvT$A=+Q57Y23w2J_W6Ug1;vg!&5!|pqI#)ly2pImlcCG>-$U!mD zIutnphj|;rUj_y++RSi?AJRq|)8x3iu&)Z=Z$CB1Y@R2hO4_AbA8q!F9R5e7r4_&~ ziSw^&TsNN-gIRsNuNh z+U1|m{^fDSi*I*ptt`}^@_v6HYp&FD??cJb?R+kArCaBWM@7d-V!!@^X8ZN0Jfpea zqQg!~2GC~}#!S#|g$zsx)&xQ|>%sZH91z#X)+-8%Q(!n*I5*ZdMl05|TO>)6y^DXx zanB~@$M(c$c~vPmEZ7T^yiPaRMd@roXwy@S=i>t3*+~XA!Wxl6btIRa0YtAKU^xl< zyPRME{X~~T*V7%~3ov`bj5v#owai+Ry6aS|?BJHL#>ZzlY9&(eIWRYW|NH8dLq^S$ zd9*0+-|P;3))w^fDl~d=Pk|Mqu}ddN>{uANF(%9J9Nnd&Ctp6;pnHGcLS+iMb9Eq@ zD5M(yA)W1wN=WDmg@DjuLG$hC-*isBq4$|!_IP0pZ=gKNBiujG7rW^*l=>*ITqUWU zAg(Nx>!MQJTS>&wYh9`qzzhnoNd(Ru$JWA)EGSOBJxg)+J+#t0j=5w-v;?nIb=ACFKFCtx2046gMEf=!o~rh3WVyLH@G-IS(G-It;3?9rD8EBvK#Be3xJi~op( zPQ=g4vLOx)X?qZ)m99WX+X#)eY{?oOQB(EeYy40ZUoTJyL)%rdZ0?f7)bjVq0;^H7 zI&%!qZchR`n=>w=?|gMmOgoj(t_bGld_tWoA~00En;4A^5?TmaYoGnKXDx9hg)n*8 zp@x5`%6AgI$d@?*88vK`ceLec@IKIX(Rbt1%GEcsSRb-pwg^GVt`hGe(|_%qUoEFo z7CR>}dke1CzEow?bJ;o+Iv>EXln!=6@&(d8E_bOpPOaujaQ^E;z2lElw3+&8lj(NI z!*9WGAwbGUv5#4$ZGlXxmE26(O;HWG2Q1=e&xmuK^c&u>=*V6X)@9(PMt$oNB&VL& zZbm%nk)mZam>D+EUO?(}kNONCUs-SB$<X<%+1q|>56lkg`nr&jS!~yELkU8# z3MKSpsGYZ`!u>L5$W&jmOA=7(MN{znX;+)h(8tL<@2RX9WAvu@&v+o?Ax}o>NL?tU z%D*cyKdyMi^H!f==^};EWIIR}eSwT8T6&KwaDj1nxxa=MGCr-bLA@fqo<^($K+dGc zoWW#egP1boVt*2edl|h0>8`;da$%|eeTzyWm9b6YrO{Ay;)Cxb#zcf>4B2+L4lwi4 z$w@)vjGVq#{vKoaatqnQj*RcOwxG!+vZpO%>l1fgVF!W>RUBc zo{4Ymn;+c2(|7+lFuN8EpOd;P7)MbCKJU1MsP%hEh~P5Jq+BnsYH_%WwcMEYXJzB4 z@$l_Kfi|CWe$Qkoquq$}l6E@GNN?-e#6-JtTOV>54|fUpLDKc_Ba!Khzs2pBB28wC za6IjadT(JoOt3bS*6ym zn04=IEZucDs$scLwPu|VN;p45+3?0EzHD&{FFR?4PRSqGUq-P=dNn|a2Yj}I^}|MX zu3fEKf*5R?fej%xLjDu`x9qnQtas7L1m~IboUiB!S7q)W@|>_jW-2W~Z6CI}?cM}d z!i~KHcZ@NZwsiIvzLc>~CeCzxH~5C_%+_PLETD(;4DO9K?IHXDK*_5rBfi0qmdnXe zMY$Jg4Cns8S%PdQJ3~+NeMufDYT&me)_JyR93p#1{ta9#<(j72`FK)g^NqBurzvo> z*3Bqe^p3y0e5>NA6G8-koohB-Pk0K;TyEWCGQj!ksN~$P#wi@>gpP%&tiU(m1MZ) zc7NzpzsYNW;VMyaOslsMIrb^AKmM)t<$rAxenAunw?`@RyHTa-h*ZeoncDr3*aDr5 zA0LuT1o00sB+CtGB;wsnfupZB@l)NFZ-WdbVyxt5)qS;@2Q_*r_a=FVYU9_Dic@C zfM|f~8k7|riK4UShz$(D8P4dy-HAC2cQ{^lokgHtk!BuIVlJs*m2HGwj1?YUUX4a) z3Wc%qquf=2M6G?=?}u-V66bY z!JSi2^JP(?u9C4U7k$)#BjtWj|39&X^8FW&CY)H6^@*(i}f+~2pB}QfsUTFqgp2YhX;URyy#(uR{csuvmE<76PM(i4QQi0VpaG=!?x*mx0LwYli^2j6y_^-`B{HXuy z&mzNJephnMw}N-%#NgV@4O`_QW#NRm8&g^+z;D%5ZFR|j4_ew2^x5Bp~TF+brLB09vZ}@Du2TVVHv7v zj_1_t5{+qxO(Fyp=`^GS00bXBcVu5(um|p@6c@;pTcZqjrt^O?996*{2gndn(;3N8 z^^Tnat`87a_`zyIUliCaC6k$G)OBC|W<%FXNWYO~Rnw6%MXpeFImmPOLMe{h70VYZ zbK~(|9%5c&nN7V!PXaXKqnb&^8Fq6>R8V4Qhd8kdoG8Y`SKG3$QR9LUu@pBPcG{Di zL-SE-A2gXV?X2`BqcuJ68?sm=VWUi(s;6-s6SHEYW#2kFHg5(p-*i)U^7yhbx z^4CPCkW(t{Vy}?flJx4GeZ-pexJZ_;uVdGypQ0R!KO*OT?SM^vF}I7~e?*~>{*jLy zO7!&I`U$V^zcQ)c^?jRp(5i|uvn!)Ijjr)}-sWzx7fgXx;rcUaW420hMRqGU;&dJC z<1`%H6m%}uKeN%-VsS40jiW2Vtu@L+^rmb!(h&1HRMW}bEHHD{&#YP@lWg4^j){S9xP`po5T7;2V-_Sld~ zR4ZZiUZF(TGN3SS#%+~_Vrk#x&m8H-XEEjx_MI}B+}>9B6X!-or%e4Hm!9xH>fJ=9 zqk*?g`TPE8a5SICAq&uBab7vDm*&XG@8kdXn`*ijMWe<<>2%Ytc{=P8a#6r%u<%~Q zqSX!c`gw-iR$Zm!Kv&H1?GFU41b5<-+~(-6{*~bt#n@Y(Ik;=yRF#>zijSg~4O8$@ zLHVCRULoi%u%_yF5%Q+>_5>}K!7I9#5!I*W{O;0CfOP59@+e7~ErM^0irkSad_=OojP!o z;Z8*$!;F-{d3%O)C5}btAU*G<3ng&d!Ksw2-Sk{8c5Smacfxd69QFePPxmaeMRtna z#A72HCfyqX=r*RelSyZ62=N$rCtT3xT4HF3*_2R6GCTI@2mD%2G*R1aG2UH!RIS@Y4}`pOY!h`(12X7ueJ{>`;4m);dgdf$byL_!(T-(W>ue-%cQ#4FJkTW zdn?}O=l57?*7)D8Ki{S=!$1q~avqF%O`m9c%#*+KSZi)i_!IwPDb@jlXpkL{iEEfS zwMG`r=-m%=M>M!;q;P-r1!!vQe!4BTbAg;0#s<1W|C_q{XJc?#399=XT@za~NCbaL z2u|lluu3i5e5-g{*Tnjk!2kKqrX?YYGcA7zly7=`zCjHdl&WY0gjeLp6s_-7gtS%^ z!nKn@V85%eMQiN_(|FOLQHOsP@}s?$Z|;NQ!GO}BiWN}*v-D7D*LxTEHJ$D`myiQZ~y-D6`xT4;_3YteD?HLA@fGJ~rc?BWEn)1;{w%SK~)a3aI?#xAXXC zg8e1V@*Fa|-8PkX`xgy_|7foN;qgw>D?ad!lnI{dwad7idMTK$PvKFn&VNG)(_iy^XL8ng}bi)ArcM(_EmtZ+(5cET-lui zrl8g>5r)Q`pF4b*3O|Etqom5hM#l@`=HcW@uE|0C3guZB-&j)zvO>g$Bt<3&8t&lq z$lu>HmC@vRcDy8OR6%Jsb~pO)jO`mES3~JFPe9S&opnc2mfr|At+^zeWq*Mh=3!^E zGQTT}&dPa|^j%n>bdhyRyDBTabCv#7=E#KbI6y|6mPMHQxY z=6Ha|PAN-ZJjnkPlwuHvD(L%rE2f#KmA+gNd4s8^D?RQHyzA~+^^?lZm4{;&rN=^S zS3v_ech{S~6rsnXljvrDHJ$j9o7{Dq=H5Kj4|%Xhx+E|B3W!4XXT(hbN3M%NZSj4R zgp=qLI?W0#6vede&?`UdFClauQ*IVXrWpSgh{?Tl{1Ph7{IScDfG$EeXPgX|D;VV- zEgb%3lg+R<_+fNd+Jl?x1&ZAyLY{L+<5~EYaJKs2NtQ)oJG9&9S7j2K7u{K8qpzFR zj@t6^pow3Yh;*OH9$_+@@lo=U%fya-?zM{qJn^*_UZ`bK-0W{*st})k?YfUH^4(3X zBnM@#K8VICBa)Ezumwf0{JW|NI)1oUdD~#Rk-?8)Kd4hxIJvl@23|0sefcNTnqW-E z3GU@r^BccUzfGpqCf6ydoKZbo{-^3uDfqycfg^taG=Y~U9kynZ`+uPKq+p9s($cYC*Cz@tgmQfK#7t3l7kC#%gUND05j-5!Ou zW}NIs#(yjJ(X$rK@hT15>AQ8B5trU4Dzs zr&y_E054p#&>0fcGAZ*C10;nwnP{yW{+&+UX>>pF|6=Z&bC80}>+^!L;%qu7TVcTN zHh;nxj(m6jteg__OQC_a%y}m?t8p(V4yLqjh~K!-BbWDaG`cOxVTtJ(B8f@0FFAyf z$US#lVOy*Jo;C;C#+Ee3Q4+kEKFB}WP|ZpI0Q z(iH@EQ~RD_azqAJ9{&Vx=VEc=$^Rf#^eig_4)LHHDq03Fl5QxnM`pi4Doijk-56R-U%WKtndx9YIpu#G^=5p8pV)!_Hpuc=?42YI>)ja)e zAtFJDrDhkxkuKnUH&kuxe9iLLC74dHd0qI)xu-6EP1b#=mJ-(Uq{Yd6g|BjDSQfXE z@z?NqR<8P02=-mdA#CXJ%598ca>#35gKl=kiEf>~9k z#hKS4fOMKsjW=&(aclo6v!#6j^*I4y)-0(bbH54>8D^922Y zc%8_b&ZOU*p<%lGN1{%I0wdd+-Fi2H{G*xLX+ooZ0rydFLPn&I;RWJiSK9rsFex?`6j z4lbqu%g;M;V_{I=EyAAV8iW-?yGHP!3c2^#HsoNZXH?SFlKJPRrjjW$WF za2GfMtB&#Oi(|kXM%MyDJ1DrsFU{gk{N@QN%>j7CO$TFy>5Iq!fvwc!LByG^!l&qgWb zRgjrBiO8l)(lbFehyqr;$5qIwU1BPC9Od5lTryG3S80;L9sd9^+}I*il3_>RUE!vi z*pP5&A%yE5jRm|1b)7>wo3S^w?E>MvL28J@M8K)VW&?Lan_!ectGWYU1w`7NZk}&P z0OeKx{?2Mz{JR75M%gz=I^1&ARS<-2LV%fqTXRZO&pc7_v3$h#hJ^dIZzJzNBK(W~ z=%(92tlH5f6Cy=$%raoJ8~fK?V%dAomG6W2FS$_s`jrlzWp#*+os)UF9kxD5LOghK zoMvxdjggy0kR(o=4d9#HZwgDyjqw1*rjJ83-<1DT6M1;YSR*T~1_PfX;P1SU1shB(U@bnW0_#OPp@>0;!FEihZTnbllE&Z5U*H zDAQxtwV0#+i`#vOt`A~`o#{qAbd&zY&@vEp2FoOk^0w%v`5 zy)@W44}sEx$-0Ddu_Fqbxj?@J{`}9gAc+MOuAf^gYV=WhRbY-vw47CpFoF`wY z5#N8vJd|%n-!SH56wY_ZKk&!nJ8(S~2WWiwpJy$$uw4MZbj1!P{Lyi}m&mZZB=gZb zi`DO%8p8q~S_1+B%jU9g5c;tg&Y>HV--BXK6Eej8FdFE~Yeg;YIMIwHl{qC#8nId0 z_)z%_Ym%+HHf#sdSUe(cvXu?fXxobY*`827=|Ok=G=-y?C9sCs9%E+ZVJ{4HrY|hkfDntRJZeNY6Y-82t!}1|N z3C&YJ)f-ABfXbx~p$iOtefX$tv+pqK(l$E=#V^La;8NwU>?0u5Xs$|*L+W(0Id_cS z(nGlMWR5J?Zx+xXIt|6-pKm%GzUTbPjrv3#q{^Bz-h#w?;)u}-MUH5}=rMtWp9^SJ ziiZkoQEx8PhC2E8pqbtkt!z9s=@DYFSTC6oim*bSeItOV1C;kBtzZIHBV&oWS_s5F z4_#WIs7kiu%jHtOqx<>(@)Qq55>H%F0RiCdtIIAN^!Zc2X2g4B*e&;NvV+wb?5IhS22gaY*1zemm)FUR;DyjLw8I z*;(-!Ay?Eh)_&(6B-s`FkEm7UPu zfQmRJItMU>)s~#{mYSpDxX_G-t(?7)k2KouD(g3GjnMn+)yIo4)CID*WR%tnS%!2?6wpym;1P;NNFS6_UL@ggEjTv1e= zIk8_M%($}ozP{E}V~sqQ>GPD)grw__)dx>(S%|ZHXJ)2Xupjp+CF$w0uAL30L};9< zh3C0UE|6jh9}eqk+>s3NhqY-eoyiS`^T-YJ#ONG$Fd}09rn2BUS5?;qh7+D@VBhN zvZb5Qyr`b}6rLQx-z)R|s!MWaleIV2y@cHHgQAjt9Swphk^VP(xXH+AA{G9@0^T5U z4&Tx})BbcuMhnCHy^J8E8hee;k9YkcF)O(^mbX^9Mze2zgG;>X15vfA+TwspbwTgt z;|WJ&;mJ_J8=Mf^SqR=by(51YM0We!h(fbFz3i@$Zm?zVC&Gl)i0m_^tmg@0Zrf^N z=p~OdCLBIL@wDwT&`yaKCB9QnP>Q{BFMl_ zFJ%lcaqjz4dhxcrFTy26+T@fbnJB>@dt*-oY;jYGu4BN zRgX~_he#^*(vVvAqV2vQ-a@dV=7f&Ny~WQW%S%LTL=^^T!QK|CJBoHQ^oJg91=OFj zI#do$ZY)+DvCCz)^1m1be>xv!s#VVZk*{Kky-3wq;n?wa9`EUUYs^i9UWquneLCsA zoAT|)ylP|aDz(`kDK%eQD14nb`nZGsS^-ABQ?KuCHD2EPg)CTNINJI-*MVD3 zw*A%Ruyx_5_nY+-Z=0F+yrE22=d&gcCa8hqja4B68|H8IEFV0NOqyHRt=>_quVT!i z6whh?(IV-6W3E&sJ7Ldur?afZoq0=t=J4KPzc}BUdzyHI#B1N1{F9C_8pmw5v6GTI zf)v5o^CG3b3R29$?O^XhGr)R}t%Y>x`EPTvq{8rD7cKm+Mf>E%ujbrg7xQjo$;&ZHA^7q6G;u->T#5*a3wRicX#hfF3L52$|FkY0qK zVbSgU;OMiS-j2uR{Cl;#CZSobt{1{z!7DQ|ej|8;IXRZeyeaP&?q!Q~jgd-mv;Ln~ zZ|SZM?|STslyUQAZJYyv7$&Q4C{paY+WyJP{YAWqW?;@k4YX0_qM5v&n%^t&W$S+3 z><|(n%H+*?*&Pq5LwaAoCY`@f*H zcN(6ttL)IzccufX2y^6+UXPTHPUv21{ChKC9iWG$ZhWtzOva!n`5%!&QzJE!(JSw;0R!%N^G(%NP2av& z=5?i;%bir;TlEDLt=zI>1wRuaAhcKBkH6lMujHC(1Z!=6-IUJ4CBnY0dV&Cbnf_mX zqf3q@r}ol8`Esc|C`3iSs4%S+V*S<_O412s0@m3hReK5z7Y7Qr$36Mh>8J03tnveI z?mO?eliwocn6bd{3Q_U43@zM?H-shi*E`H~Poot966E*CmAOgkg4j?L%5=u(k_s3i zYd6`_#x@*fifgtw5Ms@^3rettD3oVtrI(t_nK+!E$|0!|#yUq5!|09_i7ioantf6M zP9vW<{8J?svU4K)Y%k=VjvcZnPL7HYwZBJ5A0yc@KY3L<<%B|1^|2e3Id%@vT|tzz3gj=Ex7;;QX6 z|34xN{5aURZu|%3XK8zO{N2_g^;brdqMij?E6q)Df6xD}@IAen1N@YlX^(>`I>--s zF_{KLAF&blx3g8^%o}`uEpq-+(;2j16{&c8o4jlFNv&QYR>tG>qGdNwaC9>-rhEYC z8PrcWMxiqD^?8U>h2}2`HabV~a#^rKuOhWXmVZR`+kR9JI|1D9c&8(xz1b918rvog zFiqi{(y=a-5@!gC4%}gcH$TOx4o_96rR6Qx6Ke-Lrh0|;1`Q??uZ@Yecqj0!p|bu2 zR%QZ|+N+6|uN^W(aEbdR(!}^&jmJV7k!snpK|Fxq4hn`Ig1MCmDo~we>_f%))z+1| zQEANc{C6i2<*VpCYz*q=uopo;jC1baPJ708Ce*N`XAU26Ke+YTC1?yIUza;!ZfWQ} z38bHCySjQwEl=;po4t^$s;X|Pk3qa=0?dOYwuYLeI@1IYSKg{MuS)5L(}0T&M1I;` zM>9ifa$2b_OF`(Xajz$TRtBKiEqW?z`J5^7p@ep6xCD3 zKT=dF5cPLrlGvqEWYT8|V+2i;sZ&oBj5MVcM_)<6TFW_HcLi%m37gY;%Wt%Q$J=7_ zHSix+d&gDy(hGl61$q$i9m1Qb&JAQp+h3r68L=~omMc3X7|9vq=x7USB|1U~ZeLKS zH-ORTi@GMJGRwwX3GfpVv1@<3FOa>dbCJ?JGB^C{9&_k=|? zPRp1~^goOwHxcP}>j!k8(TUMs`4vyer)z$Z5%oi}X}r1D$jj`Ps0Jx+Uqd$*hJ$^S{=Dx71MRg>b|U*Ex@&9dS>r6dgST(b6KCJ&kAc&FNJe=IupodF1zb)u8HVqQ<@{A0VvJQMOYrc3N2Q8D?cQ>`8cj}SQmvE%2WRoqe zz-gKB+{gNcmJ1a6(E29uoF*C>zTR62Uv_rlH&Cq(zCvm%t~=Hb^4H=!wlhII_W=9U zW`28PtImYN&RHBp2T^8U?Ms;yKhFsFJXs~Z$bL5Rat+Uf;b{v9$Vs=Ib^2a!>0U)~ z16u{?U5jHw*(tDpvrvJrI`%vwd%PDl$N+t%bDY@vLU;GGlw^>@fY!F@n#$8}Qa3Rc+zbz>JX@!5YIPXN?AU*vnf6T*+b0#QuZ7zC z^AWtNdj+n>J{W!BpS3$)V~WqK%d`YGygrkZ>&?_&xJK19UuZ}oU8b|X4byH*5g9#r z62t>~w6q9nSa8!aaKe!7o1Vy3lt`-Rm-yI@_m7oG%&6|o{+qn0dQBCaWvN^HMh%>X!_FD4<<-a6Xe3EpB=oHlqZ51bxL+=0y zmsH`LLm~E)Kv=?wVh?a$wFfGaJXlm`z$d{|wHEIYqs$$b0Cvzha^Ih79^avcj?7(-&R_3GWGd2E9B%~2>T1={brKb6zz+N z0nr*7I~(f;2TEd$o+boH3H=r|{Xdkp1bp6~KWbrso^unm6xQ6O^)Jtl*$U8mIatS7 z{CAqGqoxwxE0D(i#zSd;cf2LYL}RS3gQ8i5#u2_Q11X>sHg|R#;fvP%(~DWm4zAb@ z;Hvs*bW<-sclT45$(Pf+&DDR@Q2U##z}LnXiVe9qMi>g=Xcr%dx{W9_b`}>g|FPO_ zeSwQ>n@PVwqV0oWC|#!s@F8l$?e)V9@p>n5K8sTxU<=+8q=NjZUM4tKM*I3;p=s6i z04AeH)+VS$XmG#(boyA*(DbfC?no*-zi89^oC?RzD_Ez;GSSg?s{sB(AtOJZWKfUn zW{wXlRIXdP8jMAFj-JREwBbQ#<)hcCXaE(MOaps9_cwQJLH*Mo z`WGg7^SMw)M3x-?Q#{+R&8~@tGhYNFj7u|P=o8cylv@Er&g+%Ohd84V6b&is`QO#- z?_^>&OuZ#{K@I35nGT6=g*y3y%%GVCjrNEys`DQ+!l!`_6$Ib;RVn?K{g3pfZluJ} zAm`r@GE|H*M3ax9QqN7Im}ehzzB0nyOwFiYlu48H&tEkJl-jIk!4?it`K(k*rxJzll9M(G1g?*9QH4r zT~HgkTwHVNiI8etgN3!sjQWqQOScS5wz>k+$Xv>M&^ONJ4{)0yxH5?M}$n&>g2wDU`7#gK#wYcG3M0zBvW!F}n{wN}usOo!9 zbDHjy{BkeI`IqCFE7~L|*LL#29LYxEqndBB-$fSdLBxmEV>dodlV1y1U>Fb!H)2ml*9OBy2zeG7dt1_&>`WsJ!0d@!ZtqR6!_OFD* zT2=+Wo0;YjNgx4=4=vw60DeBfFkYIdO|`S!PJu|D*EQ?i{m_ez^`AC);xV)WN69|G zOd1#vkCZGAvt2!Wtn0AE_P#7~k(LMiBpR=YG$+C}>`h?q;B-)}pI{a>=#7Q{3Y?a- zjx?-qcVSd?R}6P?>oPu-jL0ETY=;0cENe{!Uvdx*2AJcx_YgSlTe_KEWw|kw*_(s< zCLT4XGN_UDZY^v?ejilA{0tx1E9EVI=1kEmQtWL@RHD!HU!cM8WgNU`WqxG!lEpvS zrhjWuz_z-X_-jwRH1$|2R`dwb)e&{ebCcB?DA?^DRsA}^)1p#k?j=1Y)E0O=@Q(<$ z;=+7_FAXcvE4e9DNlXIK23BnK@C~!+VoyPQDab8*__gTIx9<0*YOP+9g<(D`P888C z5bQ-c)u<}nrh#-5TQl&y$#Jqgg4E5DsCk;} zxcimCoLMeD)^)MG+sCk{RjiuglZKWp-|pY4I|u&}Qqi;9s?Q$aPZ)~onNoQ;9JFB< zSJ3x!SKPDj97Il1=;KHKXz9(Enn;;&^s#49xoYXFH+M(6llwh*D@4FiPx;oRyzkZw zc{WPC^UUJrT&rj2rqW3l`IbDwjXUffe%050f4Y@UvfJrVr6REF$wj_<*Js4=@GG?` zx#tkZobH+kcpr#zGid;H;biq+R!9enO01tAVnUix5z?>3C={l z75@}>i9~;VmrfP^u%WfHJHL|j0@-LpQb7UDLg@#Q`fz`l7nugG`O7G$PJcX$E8?`z zOC_W|G8;R2;mOdP(-RbzLxoO6cY217D3)V35YYZ+s(TA8K{~x1#Lr<|uB;jR^zLXA zf9#d+C5M>Y_mc_*_q!%r%ltU1?wZJx5t?52lO~3P9#3|rVCy1jllZ}Vc6em3U%FfQ zs(YME`-kC{IB7le%#x#Za#>ZWW7cQiD!mn?5iw}74pvQ4b%NK(5jl&c58w1Q zN0OB)w5x3ev`VB4kt;&w)pDo5Om~erJ-?5z?#1J6O@=lq|e@v?W(b3q!vzTPXt4{u*%~a;SD2 z>m_H^mbx<+Q@+8}x$T^Jm^u2f_@*jEr?Dfy$^dip-?Mz2yBny%GU1_>aAN{P; zC#GG?{w9tMhOiRJ?uKK<@-bw)4(OIJ{&J2u-x~7Y$O$HNIsWgEN%W}G*CqPs$wP3m z;@_8rZ*^`KWp|CySyJsQDTVK=$7>f<4H*WtGASMB7saX_y$W`i#7_D=*_mfr^?v*ocmR%9h|$(dFV&eGX)M~Qrh+Ar|)0x z=T?q=tL2L3O%sDVV%`72?=Ur2A`1<0{W%EpS^s(0 z&iEG^7mp~FSaBz1jvAp3jc)^&x^;ia7(Czby|j%hPyX@VmAOBclGZBbiZ^gJltGD2 zgmV1Vcq5Pm5AU6CMf_Jk7L@XcBvW}n?u#=VpBID!DtFXQ%J6&A7<>GrruJ%CS)iMV z06V@DHYV;wvvZDZsF)YEzjdV*D$^>KCnmb{`JM$hscV@Q7nXD87xTKsOn=ckeuMKX z)lWr0nAxaX9a%a1G)CuxYHFNXbUu-IC4vv%C*J2fo)>|NNTnO_;oBo-y(?!bPQ-q? zr&FSk6jN{kQml)A@v%fIdw5psO6rymu z_eQ1uJ2E+L_Z&)R`ljRVadTb&bsE-*`LyLox3e|8mYKcX<`3rJhAwP|u~ zx{yx{+jN8O#2aD>y5wx;n}`T_B-hlfh$;-T!m{|pv3B8^KCjliB)jm@{&tmwd0It8 zmw~pq5gvi*i2Lby`ha$T^EYZ*8Rkb;IN>8z;Y0_ry}L7Jt_X+c z=K&JRWOY#R{USc7{Jgg~@lUIkdeB$_Xx*$M`kLlS9Xi}^rrF80kp34T0IMnQJWna8SO5x716VH_!S}8r7WuWS|10kLbt@1v#7c5kJNV> z;Z7`15V@_Kgn%|+uvkZUtEja*&nGU2&?Mr2L}oUN|A@-{(=xYp@jq97pKPK08Tel( z9sy-rpRU5buv@{yK@_KlfWKvTm&`ZFWUg9VW2t`4Ok8Sq=fs+G)!hD_5_EyGJGc?u zj*Na3ogO);>%Uuat~N8%EtJcHy(iZ?XD7JF%W!Jg5tXe>=tEW`dfdZvhf!_9>Q~2{ zr^v&D#d9wGHTy9S*-}9?qgLrN0>xF>d~VcWM2^3MA$@&FkSD@|Af%54Ot%TJC95Guf-_x#!a;=x^8&<+K^{+Wz9Bf;j) zw>NO?F3P8^BC5;3E*uQdKOSPLZwDmvDNvM4_7hbGmv(To7PX}p#ACbOy$ zxYcZZ0oLzY3x2@3nSQcDq+AH$!}FG0drs~XSoFP@b-VLMqQ93PD=;mEY!M3+Qhhsj zfE2B&XmzdyG!O}-k0YJYeRCFUxV*EY>!z6M&hjKq_%{@qXz@LqkMnKf@-ys*A?qRQ zZUKK`nm=y9rgKd-zY6xtmvS_7j^@v>Kide}rKe@BSasLe6nB}PkZttvJ!Y7_Vil3t zkyRwI{Xsx#;xqun^2>gq5RDWY#it`*Q*pc;u{YDPl|aqzA8j%M)^ErA70u6hGD;Pc zC!mM!>icsSF3@4{`#vcuxQwtpI)~Dfe>$gFfnA(E;#b0KNEb;Sx)t6BtD))!(yoa8 zyo99t41F^1*KgRIak_50=0&^D9`|1oj;(ui^GN6ZC++D(bt(C{F@f^G6AhzM@KJ*u z>qWvj`R_drc;j@fDN@4sqo#15HPEE$R2Tj0gEGhFu;Q5;9^(DqXkNTg!Mi*Gfdc2K zkHk5tutDjQyKN0U=8WSqyajLb9Y!Bm5H_~b*=v_c=AJmVb`C|(td)?WaLH#$TuhH@ zKaqP|Niv=x)W-xwqr6-EMGNBuNvVWBWPRzF8<9Z7qyTs6Sa*j9yfyQ-2Sc~VGqv?^?&gv&)%I zs5IUgvkU&#R@GMf)w+z+S_^*uzFu~B7eNQ^f`}G($>lMcSj8U=HS+W)l-Su>f4)x= zfG_HmS_IUJ_wrJ)zIK7Iq4;-;3Szzl`mVV{sLvUkHn&L1gGeIq_T;uIljsZS3tzDf zL}a;2x?f6)NF7Ut;A2O3x*@)^8OJU*v4$eL4FZ=ALXe9NYk>a4*A)cOuO?XsNFLQ( zlgpB9pNKAlOBFME9-Ho_8^2C>&N^ODXzkj4{su;J{*6)!u5uKoV>l{$^RhMSS=(bu z4w9m#1Ku-J0nToNqLTBu6$+HsACaCJNZn%sSvSb>Y|G~r0X*pA>e+d;W>)QL>R}*D zFt@Lbo{mIki-SUz8JonKRqQrRTHuMaS-ozz+|bPP-A+VmSa?ZM;ynLJz0IdQmM{D9 z$!G9A=}%v`psyNRpH}2Ig}gfD6Jv$v0{r(y!%mVz(S&}e%5rNSNvBb)?)nG`0EU5 zetodT$10Rc@m9xMlk;Z&uwI*1Yq>V$c&lJ{z)Fl;o%45h^wGg5#njkX-|hJ}o{jUq zyBzJJ+t(cbh!937oWC!CLOTuue4Q~qVG@W)^4G_DRdOsdM zlV9n_{brvnTauym@Z2nPT<~_}k*G6M%z?dXt{HpXWfQW8gMWiPK=5RAHS>V8{}Bac z`jK8eXX)e;3HY)_P_y0&PYJ9Z9ZcDf^(&GbA*k^!xPGdLRIi}$#pRv(VkN%vuWL1! zL+ULN-l+lXETq4VPwXyzIzB6&+;qocF|Em$GGyyvLO_*Mu{gb za>5bz4PahvoOl#!{91k)n#X75Jle6dx38$A>*sgNbxjg5k3|L}TA5thrSQQk^VzR) z50Ca%f#P3Ts^eqo0|>cA@fn)ks{K_;5QE6$fSYXk7)L0b(H9aihF!2S;1qVOJD zL!b9#Wy^awOZBOw5-k=v{wdej1fN+?084rEmJny(yx>41*7XO;RiecK@&jui4}a~5f-J{zi6 zKV=OmBO`KelTW$3M}oJp9bF@6S2O4o+Era~eiJC3SmqxuC(*eRh?$^0W}Rk|W0|k> zulsRh)anrE|01oU#&7S+a&=!}v#*^i!H0^PCdw8l(*Nh7t=cU>999?U&MRU|vuU&<3S@mcB&@nW1o zcYG~jpA+00nk@x26qKw&yV#R`~eOZ;@;H`%FY2zTA5(irm& z{BH~uE^jbMzDDU~?kpPm5Z$p?4g19UNER+pvWWvm@+IvV+gO44?wphD1H!xDHkWFdlDTaJ$s!Buh~g+=;8l)sI{F3 z?1M#5w=<5qU8_?A=bLL4Mie7%{W~*ddVT-fbVr#}U?Vzbm|gq+<|BZqPhvIwpI!~M ze2b7Pz;I00$jI6kL-cU!o4xxs1;(}^u3sM9EII-n{OVXT7mMF$YcZd3y=4Y7xv#&u z{QJ|`L~2{<-B|hJRu)zL9VH~?ZI<&$D+fwh28fc@q?(h5HC$U(6}Y1tCcdt1PW-u+U_Gk< zp=QEJdI7Xcctr2P(KfS|IK!tZ0?0r6k&$Bwe9SF zu20LB7E7A$5v$Xu7r@btb~&n$X04p`3zGJ|YJfd|=J5F13b#+ts*y{=6~?~>{a6he zj_Lv44(6ah#m0hR-XLvupH#8`$yj!O5O`#uZFNuilx*?gF=>qW>Cja-g&ERBJy5H?32B2#@2x` z5*(|6eF@%Kt$spow0b|8Xf2y%fv($)cRcNo1M_D9sW!7QYih=fQ9 zEA;pHas&%+>$zW#Ll&||xLzHvCBe&ec|L;OZMLt@JH(Ugd0yM^PcDov0RBx~ZT7Tt zj9-ILyMol)@~XDQ-PHmfV9PFyd?6;+_0b=12+dv4btze0S2{Isk7u1b^9*Dqfscu(0%H;zp+ zn7-sR^gv{pW!zXW_Y?}TQ~pkh3LUF}%v)ZpU4AY|Hl@hLBH4do7Op2c0$TWhZX?Gl znn>=RDKC_{&nXkofIxPzQ%`@u`@WjJFt3Z<%n*^951BkaBQq%hGCkEZ#+T#Z6xpmrU8#Cy}#uN#teJ?B|(Wh`_c%BUst zZkl5CC=4KwB;jI)i-j%HkU7oC`|$p0P<#|>Ylw+S#kb)-aZdnAuxRHPzCo>SvM}~* zj#HE^Db+`D;%M|Lo&viLB~QD@0WyFGVyn*96u4h#Bd&+Sx}Bd{};p6^rzE z`4W%Ui;}6viP=?UTAl^VWlwp(S{!+(a*{#tjs%#Fx6{W~QE(r!hm_0ZP=*L`Dh|HG zoS++Fciy{-mCCN|G(DhGJ|}cI8{A{3vhOBMjq~djS+ULp)e?Th6dSU=Op2xG9l;=I zU_Tb-`v!HZ`FhRl#VI#z#$j9ph;M-9k@+XNRb;2uD`v401Zb#?&>9U-?ncW9h+MhW16iX68 z=z;y>IWm8G7{P}~DbqGLM9+&lsY0bRyFo+?TY=hU3Y+IM6I7Vwj)~d;`DP5@{xWXAIm`$${$5LRc`g+{M28`VveA^rzIfx-@2{gt8WjmfNTAi~kZ?aTQk2O9oa25_Zy%~y-l4CRh>qE@h} z$zTn?mG%#kB+O$ps8mj!1<9ybIhPQTt2#x^GBj^%p{FMBj8Q7LAi`^@-td2$=1Szo z#*$qdRsg{bOA`pBxfaP?Wf#8#s>A{rT7wwJ`YMddTYwyW!$*ZoUSmrHxsB~VqL_0z zR@@srKTcI_MyMgdmJ>Os*M&^%CA9h^Zp+D+9&Y7%p2VwSQU*PsT0rL#3kDI&FZc5L zRf?o&8p_BD+<2vH_Kv3OF}KUfRnY>;nHhfF2Ym`8g9Lf(qFrUa1uGx1gC~N^G_Pyb zEH)9FhMsmG_*k7b=FI3`0;9#~$r$$0`9|}|CAH}ya|KhkS?6DabO_GM;0?`3b=6{H zck2(4j1@bKf~a>HM{T7?ts#-Wy7g>jUOAaH`?F_rP|*#3i{ z)H>m_vhT88eWCrzrh|=lynNq1ELV9`V0QO2Fj*!->|>sOsDq?M-lqiYwz-~$+*pv4RL)=5Jdx|K<#&~PQg<_4S5VpK z%JQ{rw=rjsAOftsc8xnM;fUW||17+}ZM2Fz$|KbiI>|y+bR*t2#|=8`90#gQ3;O&c ziV$Ns@A`pb=*g%v36qh2(@MNsmycO-^<5UnmYF}r&P2<+bht05B^o2}-O@u6IWEtQ zD}zM}6Wp}QILaksXOrTe<37cYyrZJ1l@x!8-G>I(UrVD~;@Ba9JBv54pH)y{1l z&v$lg?Fm1^9f`}OAtw!fTr=WKnQtS4eyDmRnS+DUr|n2mW_|Om8;A@x5xxJ2!dD)( zGdnYPM3q}6QZQdXv^g>@rXIZVtz>He^oX8;_WH2W$ZWRYe?(~ZCLe1yc%+Lpm_OGy z<$dFQg@pPrMv{6M>4ls~_jqZF?nb~t!j28rqmL&c;ME>g#PlG)ed8gAPsPqL!1gQP zU?v4DOkmHH=Z8NiPrgVBQZXS2PTk=ufMOkv|FCXQm~LlSPbZNz;U;qJEA#dGpUYKJ;Wxy(j3VLo&zto8;P< z@}=?~8&}encb|C>ajif!h1*|R?9EnfBG*v(RRv-2kg??9sroKiBFOT?uu0Rx?3Xho z+_sL!m+~xSMmNcd_ub5}$dfB#cZ4b5UV+QPY=FTl3?a|5L$9rN3c?S4=4=|?U>%y| zhd0o8{4rW;EX6vPyt^W80Z{`J=ThTFr_j;-q`P@S9|f&a!{-tPb1buY zcIJAL9V}JgqKcZ|1%IDDjZ4M~?jNEb))K&&Tl4a;ql*9*;OTGs=&J!!4BZ9ql>_(( zj1BSu^bjBLQjh~XT&nD~es?Fm{H^ zFx2D2Exg=pe#tBs;D5LO52Z9fM4x5F*9Rr7fYfl3iwHapa$b(_eg^#(rP@So&J>qTPbHkH;oH$D45H%Ik-g)y^0~*q=w1C+?!pu38Xy%?or)y_D%Sz zz0jXJO`r_E8SBiX`sr!xCr*g{dHufFkx(xcV%Ja1O-!7Olec@d6?UIVDd3(ae9`Lm zVYPO9y8(SRP;7Y3Jj#FS4KAATkvx^??bt1h<3~3*N020JDwXxf1{_aEQ?I$UuV9f7 z0wD9F41eK+YoFC6a>0Q@$4AO=^@L==bbI~XRmNSbOJ^wyx; zPF?lU+zx7{StLjOZkB0+z8I;GSeAY`ztnfliZl^Ta{LXCBDST^1sOJa3Ycak#b4b% z94qM0rp39nz|#X;oFV^+W?l@z_D)YW_ay_*fT89hsSRgpRsV=qFx9OFw-47H*C8xZ z6-vmQGUW@tN71Ldr4}=%v&TZ|Q<<$J9l91;O0qAVH#6b7FMedHJKYy+DHcdB)P$@Y z4TCSUNp?XZLr?9VA8B&6siJ)mQT*NxaEapr_7xu(V%=P|MP_DeQ8eTX40AY7z$4i0 zpfjwMxOp<1^==Q$VIijm0+=SbJ`v{LnA)#9M(!(nJjJU&_eW;=G2fcbjE=}dHa@Vs zbVna6hC=An{}GXjZfG#U>R4f`j|GpoTEmyck~(i`TNJu4W~Lv*s@={7fnN}gHyIOG zs;ILTi?+8dfY5qd*qJd7Kx#68fQU?=7>3(V*f5My623VV{KrP4;|CQX&8o|F$rt+N zunkaj6(Q045$!T`0Ls|*##rJs-2Z!TnkeDH%PyWyQ9C>jc$#tFg`5m9Ogn66o$!{?Qc(Y%# z0A}x9sbYuIZ}x8QkNegh3i*9E|2zelXr>DT+u%AdK|LW9(6K*zU;Ah4W41}1U9IAL zO&&y@(o$9`>EZJ1ZF5ZtA~<3KQa*OEf(#Pt{JW6e9KrVK!G{tf_7}H4!=LIa18390 zsa`HKp(#q9!tVkDI7S)@iS79vJ;O3x9aJe5-otv2PPoM`ojEXl`$8>&p7cVVmLOy# zThtey*nQ?@_rjr6jMA^ShY1`u3HP2U-8oyPM%jN-pu0^hUPNk+ zMRB0xx%IB%uo?eb$~iR1rDiNxg^1!c{R=ZdfR@N*89J%OKO1X44}%4>MSm`^B^=VIvX9Vt9~blC9iGBAc0IkH1T9 zw?^V&BWLhOdC+$DL)#?iC?jM3cy_jl$;Xc}Rj0AJN16qK8EXVTTNHj#mg18SyM?01 zYOBm!*3Xu5R%tAiEm~T*(;c2^UX#j{2bw!AhCeyJwnf!JUwjWZRY1^rYW^ePUQ7_v zi5C|fY4x(gGVKuq5K_w(&HUF_OZ?9{Y#bR^j0+b`U!}RQy)6i^yyb=~=Z9Z3Y)WQ6 za4b0yRS6h3zMBvZO_9sxZk0h~xcB`$VlY!*Ytx*Vd@cW`1vON_`GO!gS76q-Zs_=N z?QW)D1xJYrSF(k0sBjXg^`jX2UC};z6v?h1=G9$-jBCS zf5W(OQN+d$W`B3HG4!ddO^exI3oeNWA;ymZJGrzPXfPW@13OZO*YW@2FQeKd=N=}h zA>$QLp)G#5`}U8II2 zIMP(8rP3Z>5jb|rwQtva|@12+wg3cp)wh3S2 z>L!*lnyWV=hskft6c&(u!w!p?yQ~x#YHJseEI~7NH&Y;wUppTU0sccAzDLF?)f)|if{b#kf8&2OFJ+WY{?B(9B{7bFz7 zTe~2P_UknAsyLrq)A0I<&;XaxvZUvZ>=dbX8yB!#t0;4(0hk=cKN8;#wjuvs8&8S6 zgP+A*v1h;`L(?-W3ey7LN&RdWSAsTYEr}pYw18rpr^WYZuB9AJEVVn;zHhdO#mBAv zp=Cso@(sQGoio3Nwj>_>$V$q|yq(kTwe>T2lb5rz>B=jX7%}tq%b^{nuUUaNyMgu& zsFQ2whEz#g7-bXj|CjxQO*-igtBxNA zR5qg!a9=RUs22541YuS`0Tq0Z3dZG3^#eK&NK85+UYtoCH^8%)f`)x=WC*JD5_^H) zyH`~v6IYfWb(7G&xqEN!GC-kZ;n@sSc8|dy-p8PrwN4{coBHR?GdF1rug`8+0>vrp zb*t+;y`~!M<1cu{!r!lEt|TdL%v};lmx!+MQ4Ny*QzCL>mF9!slWy7JoAaQ{050mS z9)qnk_*i7$5qO56QDNyUUY@MZ?l@+V+arzLmZ4(``rM`9JP3V4c+-e|Jj6vuRN<2L z-WAW4Tg9OU>eS!^x@zKA*|+1iGb*q_h%_pi;x6~duRn*4)+m1+k1mZ4b^h6HDUX^= zm_7w}DSc+Z$*VNs-4{wbrT1ZD zF_+axaJKBv$o=Q0evM{*#~1R+wHaq6KzSs)!sKpqT*Qyyd0GQ#04#P8m(*r%78QuEj&R`49FL06^@`|wrcgG1C@FZ!bB#Vo__0Z+dI`!(wLje%>(Ph5Zz}M;a@;Ty z2-}LyJgXMM84V1d9@TMHvs#RJj(zyVf5Q{nJ*$&+M9p6O#_t^VxMk9=73(w9g-sp5e1+~A8We&y0!PD#3mmFg zp6SZB`PpaAl2u$s0QDL_Z>DOmqysjf2FvU^Q}!BslYYGaoxN+2Ef|zJ_8uCN@*AaqSB+9nb&RB6YNcrXXjI9h(i(0*48q zg7OcNOn4P;^C=DdSfRv1W}K4t?tY8-M*`ZC*&rHtm1<#e_C$@Stb&^(w#{-~sFTwd zHnf^e0(-|wk!geRHy+!V56pk67tdzMA>b9rl1(=&s`zX#qqz5ZvXj)se1&k$H+M&l zAnK5If?Ycl*HL2Ok3c%%o-FJs$Sn-t{irQA_Zz@IXCLa}8|PcGO0@uaiIbN(PmDsz z^<@F|veb3dE|I}uqAaX@oZ=LmT`W@Q8!jvet`zO-yt&xrBa1W^;Q>np{{ZZQ=bL2y z6o(dv=h?FSN$L1$^U2%BRJLgyR;0fYGe_e-ZYZY^plNx}9w<<(eZd2SS z@x|G`wJ8nzdnR=fmC$NfNzlM5Ei&pZNU3fZ!~c;0h1J=wJim3GvMQ#aiLelPQgrqas1ZDJILRNRMB z$F7&*VBnv`i#3*;&e3kug~#(7FDia5#8+{J2&u;QO`M4Wa0NOT^4J_DgG?dx>>$-t zj;(pdwaz5)VLJeGofZXDaxogzinor}3u%_S)_n(##I^Mvck7wxkl`oL3Ia6 zma8nmkGqVIbF19H-&)Ehsc=jqrwCCprF+ON2Abe?)%@-Zs9i^^n)-W zV4hu-!@kJF^9l*WZEY<%f98Hz>yU??%g!nEa%Dd>NPIl^sc}Dh4iOl)E3Pb|9#|fJ zyx5#MH8I4)(d-YR*~q$PLg>R0`*&(m2WFK1&0s|D;G(_RYm@rk^LA=foH1toJ|UAMB%8OA<&_CmI$VOTa!F4W7Lne@}as`}Tt zbEKq;9?t<0&O0HDwH;(8YF5F8qrkVn4H?dFx4)BG53EV7?JR3Y>~V2!9S>XpI`4*=mtq;Fp@R7-YmL1o=+#XDu3gSA8 z1c<`e?seHowjstV=>Ck>aBvBDRA`zm%n~;}!BT5S3rg$Y1RkwL!O5c4?(7e#4Wu@Y zI6VTNU2wJuR!(_k$Jq8vIYe|V>&ZM&S(aLA z;`a(GV)%fBYw2Ap6(+Rn-9gckWk0Qm2*(E!xd=`Qkk4yK zPe`TYHg(OJ89bveo+Ej0=7eWqg#58;3Tl$GREZJSqSHFLs5z;dIeAyY=9c;<5n-S^ zfBR|$x!oH=XPtx2u#5HNsL%W2TK3FcOk(*X1=sXhM|7*OJz08djWRnwhi@-5IOD_f zqIbFsX;x@~w}I{Ta(~YLoC&@v)E?@fB-T;`KT6HH#xEPxi|vt&?iv7{ky+yB$OUJY za?dhyU;S1No3KR9aZGAfyGH&G_g8v2&<}!dvO1cf;sL-~6q%FNnu@A$xDVl!qj zBXV7_11u70ncwz(bI~m8_^Q>j(si#L9iJFYT*|Ow>^oDhDh{yAPJUwlNOI@OY`5Is z#i5m#6BH<zHPVlA=&CR3_}{8gW&VjvUfNBXTxJA4W)$Dv?@cSXe<@(EGV4@1F4?G z%bKG$;^Vbaay^^@{9UHYTsw{7pef5S z;<({%H^kX_|09V5b0qiP2$}o4t3S>+p*W2FeLd0OV!y?MsSr(sDz?l#X~4Z(m&U&; zEbXV+h#vFqzAaCCGkw<3r4*Lo7fGPziux#H6;^ZC_7_K$QX0yFaQp&?I*V?EFI#rYxE2)4wYNAX-)DKVpde z-&vdabDI?eU7Cd7&G8%dRyN0cyyUyRfkS~?X;QzN6MW{>D+T*q2}+M=iRR$y4c9;2 zT2(0C_wVV3Kt;uo-u=mg31oV4AoaT_38x262#WtE+m4n7pG7ifNCzvCreQ9=crQBR zs~|{GY2D@RJjQu*|5#1qFB+;{Zq&>`b*?{}|=sAY_t zNy~lpN**iWWbq-dKV4>$_mzm0Pvoj2FIYqKn1tYdJn{&-t$qv>q)4~PW9iP0W*d+N zDd>h0$dJP!=LWd&RXT#1#Iiph$X&eeG_E`-fizT>WtaPWEfE@Zo{OXMtPqE|;a+b_ zIoq10PfXEIK4djP@|6AFqgdg(hUVkaF=_DCdq4)6Fe!SQIMFM~QgO^{ih=#p9d+Vq znS)V9hD6^m`4_g665i$XC)}^@-ZOWZgRU7VyiIJ{y$E_AqUuout&wv|F?1?%YAM)~ zxFhntt%5UA{W^shgA5i$e&B&y@`dpA8jV}4EKwKgqLk-9;o*zNczx&n*Xl>ShF6)O z%_uY{hFKpo8*PVc!dMkL9xPc{_PRU|RXt&~LD)=>d2^fsgOxCR$c6|g&|gPMDrvE& zUhlv5`VlIgL@5eycegCT&Bg|vp3Ofc(F1Flwq-_g9{xW-4HAkmlXcokZ>OFxO;8+T z`*$tef3kJ!sQJ%?t?dsA8K<4GQH#!E|OGmZkou>zmU7Or-I ztOuw;9wm5lZ)A1Dy@hACF)C49(_{Vp_Zd-K08DYTa9!E2hGzWZAJ9AR(>VVS7sNpA zb$PU^S~j(?io>BVXJWRDZ$AsN&7}bldzIFta=x7W1wI~c$TIpOty>Y$G=6ky_S0cy z(ZIxL-SdL5@@sZmy=zh?4CshF`V?5^8l!zY*Wxp9^7-rypu2qs;}-#aSQznZp{RmQ z{SWhJo+YoFOQn9$-_<&Bn2!>ff0#0E`WL_WZjCzQB%k-_fZ1GJ$<^$F2a~vQ;3$>8 zbofkS;i#Yty!5NDUsVUUB}5ssA!k{~gw+EdR_u(i2G8$5a6AY%UF~WM zR9Q$1FS3pDTM2p|@PFh+qwY5yRxW2t zYA$;j@%3rN!@rl>=dAR5W|RE6`v&`n6w(go-&*G;zO7I#*Sq1Qk*HIc<`hJs$YS@S z;|Zc!+We!}LB8K)mG?tipSc z)%}QpKpTm(B7 z-JMuJj?dp&$SSHRLi}Ek-YMGDt1k2yZ_cDP-x z(T!b!`6Id=krsjn(frYssv7#aWhPq7a?XOkMaz?pr^65r2fi&C z3Oj=)YiUGWL55kv=yg^*o6jaU9OFll%L=YA+vS>1Wfw2d<_*1~B-$u6EvMYX{z0`_ zfA!t#nT0?Oqthz>G7X0}4io2u1j{3@iPM&SZJlnxeZG6D0-MI(+?5)YB5@v>s%pdSMRllQ$n(%RKibpdtkORoUK5ngp{?C*p77H$y2>Vq{izP^?v~} zFWx>O`76TtTDI3hYf6*Kq~@D4zZ5Zrf-3HfrHfGfuX*NUwUdnC#++*QhjbhTX>~A) z2%1S-GqWc)^9_JG{X;wVnu+ScWxG*;|2ZsuQhU8mzbe5LR49rwZ=?0;zCD4qJyPR^(IL` zXb!3GdVhbbFYZ4#%UEW%*%n*ErOT>*fT|Iv(<_@8;i{^-WNei&_{y3F_9BKcJ5M3BSuLuWQYlv|Naw6yA&VSDx zGEV0IWj%dJx48>0c$dX@SX`{W;g8+QbbY#9!FGDB{Z|pVLyRv>LRog+Isv-Tw|w;F z7?`QQox#Di8)OEzan0)SmwWos)sp!RccZ^46mvZeB<6lKwDIjighGsUxrAa z#E559R>0xh-lf)gXWKD^wAh67qVg}#(o{nTDd^Xz2+jZ~wZ|h;MmqO=J zjY*Qe_?WJ$D8Q0z*Xh2QQZ=->8PxNn#^xUh;B9=tbiR*=(nDv7^USf)2t^rZMdf)K z)Z-8}NxBS9Tvp5ed;YcYvkwRP9-XhTyw#^t=48_m&Wk*QauRci8P7NOiqhd}aNu^Uskja`@4)x^Z%`H8+%7eUw zPUoVs%e2eN98Wxq7>`1VMnWIsOb2_RY&k=rXc?B#)o27AJDnjAFyt9?^c4$ESp5%Z zAB>?u{>Ef?c(cO;2P+2?s^}!REV{FQ>fXVjZ+2j_xM|xLJ0B_gc?v_6ux{_Z{KXz7 zMXZZP5faNfk^D$Ufv>hRNly_Yo$oFx0-_Ru6clm2pR)bJP2TW!CrL~ui0xWj@vBj1 zr<`cXrd&Rt(-?~hbuv9aFy}SoRDVk>f8qDx)La*?sF-R^daY7gdd8dmOmKvVoosXN zl^gl#<6J&mY+{l%(R*v*gW~o?I}2_cS)q$6P5`Xyh8?j2`PaKU7W`tine{8h3rHy( z$qc-CnRdv6p3~m0bOa~yKdo4`F0r!L_bk>m8W#PM^Wcnbfz&b?-cIH>NqAgb^LV7V z!DaS61`GdooVPpoZ8kw*E636Hmt#E>+v|kEH?`jkQ#@kkwmECEH_pn_rNDP^%w0(q zudHKr{wThPro3xR%S_y|d_XoOk`cwiJZ!H{2a+|1*u>KeXo;XWvj4&bY@D+)_(u}Z ze9i(}{J7LW6`ue5od(Z=r)+CWl;g*li@gpwAz`!CXRYF%nRWN`iWq2%a_*2mqAXFJMAqgJz+(pA>>I}lNvJ0@9w%KPUlW=y#=mlR2 zHW3?vPhrxbzOM3bOw2Yz7o-<=Q(&4bn(s0>IEg#g=mFVwlLW3-6z%I?2haAWQ(&zL zXzx~l-GMl(uKfKQ)4!v+JMtK^;3oV7h)ly6fkCM!7I)jy|67e)x%k+8x8^HSz|ZZz zqoM_zH42^))dTy&27;qy(KqAo(?pauQ<^!qcl<}Ee#2&IWR$1Tj}j(Tvb^!s{z=sS zda?HhMn#|*yKc8neL>UFxrqWtH|Xef+HsvHuMMA z)cR&`9KNqGGee*$?Ru)d+7#>a8-87%D&Kb~dwM8Xb?;#;EA0MMD^Dqav#UhiW7Y0! zB+nQOGh0bbx16mjwY`a3a&emW-d(<)IhO2sTgU=WwYZxl7vwkXX6MVQm)PC>vaz8t zB1YCnk%$=*@us8KDj&6Xt*S6SX&YFBl5Dli+tg!LKAnt;FRI!ze4E2G>Lt%UIObSo zWC^O5A*~``&Py0Zy8s0-$JATAReBd!DX8P!W{KUDaqwCuuENm zi4uZEGY?qbxDK}DNgI~Wm+r+z$OpZ>(^G(t?o=dzK0$PFe`O+*jJ^Gb5%I0+)hwA_}S9j+&^0 z%c9+xYRDTbiU!nkmHssvkW=%~u>M0xIl84md8N7P$AYn@Q=#_CU>WgxcOJN5tQLkm z#XWMxgup$Vxww@>P{JOOty%3MHGNRKX!idC$=$Z|IvLLnQ_3A{OmA10(m&@)8Q9O} ztgo9KUUKJ6dYS9?EjEdwscb zE)hHXr6Q!>+wW6k%*v+8oc9%|M&0YbujM;y1tiK8b^bR^>t_CE&Qi(Sk?Q#3BDKJ~ zaxcYH9>qbzh~bDb`Jo+a!NxKD%=X81E#v}Obhf&w7PR`VuPCr8tFWu^OK~|r)+;Z| z$P4MM+lzf-me4WTS&)X>ZGMnYPy}giWgbwhQ2j)WiSk0BERDNoOW!z(7#9nyC?`bs z^bzq3s>v9)0(hZ3KpeIz;=G7cW5ybm8_>?!^h~ z-M`$sNIqQbjv2MBMn0Ta$G;3ncEGoWoRy6hCl2#(N)%{D9iFu&WPI($+sY_?3sRZ& zHsgFEsNts1%FSYHO->VVSO}ZXVNx!8`D?Cw&Yra7Vf?Zj$jWB@n9 zh&8O8;?ov+Tm(KR@;19IXiQL*K&O*&8*=>1`)TJZR_% zNW61vQ+NOP)aaTn@KPA)7hI$xNvx_j(X#R=a5MoqZOOr1ONcis>{#RQUXh=PO3a{ujyM?@m>2Vm$SAy{x?ST=3X`#K9WEQ6^edWzPd{5?>v&F{|L^d*O?AL_NL zY|f2ww!!Ojyx61YG`E71CpNFZ*-tf4yDgWXm2dt(RU4wMR}4h)d<4N^TN=mG71P@! z(F31INZqYIPsW_FD^cxg7nho=H@~tp18#MsKYJeO`eWM=YwVB6UUkm5U^p@?h%9(T zpBh`3C^2=k);3e=R{oDOsVz%y??H$djgSmyi4J}Lqw zOf9O5-pujxzPt`IjNL2ojrZ@r0$bmAkk4=qeBPI>@t#%in?tYQ3Y(OPO8rs&&_lze zZ(JU7x5fS+W9FZ%F(pJ3pC|FUhXeiaiTuXrD-a<6S93&Xy>9Z*h!=r}v84iMQl5u* zEvqTL-c*SC-RogHcM#0c+)li-b~~aMZQiH><$Dkd@`{mmQNfPIPW*npze+c5llyMi z5Px0|oKhDG*RrQy8(Oq{={xGKaVf8qqHe4Z{x&!_@CRnf!5{y}0@AzU3 zMhDYQ>>>3o2!E0iacou{rdR6S8KM#S6BDoXpZ};dS-L$>2n1z@*qbcvk1zfia(%+Q zWM3HabRd=Q_O7*~VS~a!{y&m_Jcm@EcH{9*VybJ0U1G#vqIpQgtY|PjQVF})Kigrq zkK>jB(49qFrv#c=-rVq=FTL8lF}xx}ao*Pq)6)9EWBeV!weR5Pi`TGx zSnu;2-B`WUNA*cT%j^?Z^-q$a!;g2M&da!BOPo`ZzZWtjd`N8gE8iz;=_^3X)p!vu zY5yfvrP`K-iRnwby6CSGJr!g1R4f!7n_%0U@ocFvAON#x>=R_{L)~V4ojoyQNYgY* zRy8MD0oljIDkmMO*I+o$J~4oWMoY|ZB?@yY$0#f(a?noWb?H2HBxD9tAO_EU8cKR2 z26taI2<$d|J7H|Ed%%_%cvjnPSIisFQ*$<&dk!<1yy5mg>Yb_YpeB%n3ZnJCWW2u7 z|J>-F=}qFJ5Y^^s3X6gPDX?trWd4eV)9z9nW@eEjm%@(_d_^yg%$gDKoM-?kFraV= zr+@9kj)#5!LGsw7s>y;*?U0T%VfyG@4}Lse#<_yNN{WZg&G0>pbM-@@%)uox9LI`H zAQtS&^fyg0xaKuKr;;o<#Jk!(RxiHYp)MuLAw?h`ITRI~4!V)Tgb-md&ZbKsW*M%B z%ol00DTAH4s?rqFN3261y!pNch4smeQag9B0Xdy!pz`Bx5O85`_sVV_+d0sKwCD8+ zMdS7uQeIEm~10x zh*32~+@-T8QOv!))N5O?!))fl+jv)TQIc=V$MPp*BSp4z8ZHr~ZQl!J`3Ya8J&m{9 z)}Nw`pU|Ru?`%9u)ADgGE)X;&jx*g`?Siu4g4TZzSH)1~r(^%TjQP~UkkEuS=U|8b zh!d8bK_CpSr>@wxWpSF|rn$?LPB5z|L8}6|B3)2*s&eo;>U&V@l15NAWkAIKw+gY#pe!+;+XRknK|@5 z>Y)8v6+I)3+vy)E_#7Xiih@8=NZkW)j8dI;_Gj@jhjTxAM?CYjnVLhSDm?;Ib1Tyq zHi4a+U&nkbsjgak@1X~aj@z!@@dekwx|>J=T>kk&PHdm(?mhb(qqI&iBc>AZAPsC? z(Kpr!zPhh<9fRK*a;A)6U%bua1;4;57_CKGC`oRG?@lhp{CrJR9`?_7^Y3Z#@ir(G zYu>mFo!lJ>AT$Y;J}!0!|f&>{xSpf7nqroYz-9KGkLG(b3dJw69D2@v84-({PdeYq zTenaVY^)yFykD;Z^W=~b)M}a;5Xd&b#(G`~V0PLpX77F%-~qRHTNRcm(FZYjH&jgz z-FP3dt^?%BoQN$@f$lS!4~k?qW!5T&juVvay_lv#8a`p4>C3P zmI6~H67DpB`4a(xTsg~9rxf!*1>~^!$`*H8y$)&5?!ebTdNubhdwX~K$o~xV#%`H6 zxtfpCMMpSE)aG3qmnJ0ERGa3o+zfZH`%pJ-;(V~QwtuEhC7;O+-M+_j`7v0x0&;;& zoG(NAL|k7WL__0Trk1t5?2F;wo0)R4+@dPHo8iXzVp4qFB9yqMc6cDF(;mW7Z*Uc@=B@Uq4Ru=6zfpc?=@=Yso_6YVQ) zGw-XTAoE}+Lhp6k4Hr%e9+(=7<%6H77w<2G-&pjB(N~D{E;Zaze^_$Mq-8S%0KHCc z2Rg2@68Hg;1Z6qVnA-mHpo-oR6-O9b;qW9t(xvVoF2lzI45u_l3?Y9u?11PQh>E1RjTz*!c!qUD7)5tNJj< zkfLEb0@Z`Kgz3xrchMs^xzkT8wG=KCT;6zO&n^ct5@e8q!m64LX&y#TW%$>^b`60x z`3_uC7~+02;;f?DbdSDPM_jglEz!e6O}D_`cT)FH%reM#?76~zEbjA~f@+WSR~qu` z)4!;%Zr+Dczlo0P!|tv0Ho3PxkGKq-6@T{`{5k#^XZrzSh0#3Ue6S*1UnzL8666m z$)p-l#yscy3{Cv8LEdN+FgoNY7^-(a|ZQ^^$EY-QOGs=n~P_^dJ5I@2u1^b%0GAYDWQ^DYHm92P&s z$L!TpCrH*3&r%x5f6i~fOYEUi9{+V=O@4$x6Zg6rFGM6jqLfE|Z&*`aG zWSUrf*Rk}LzELm93!zz;hYNXwxo)bRv^hrEWEwzuFq?_dwG9(TAAc|3!6S8`5_mT7j2wZ*`? ze+^dp=grW6%gM5`X<$LOVian?MouzUN?||=k-R|UqV7b+V3h)sY#M%e8uqz%9kN_NbH}MjPheN6Ux- z^4p_b8BB?5W^XH8*ZU0*S)m6F)r1~Anl}f()i#%)=;q9$_6JY%MdNvf>Xv4(MF;$o zLWGkTit$3KG{~fh!+Vz3ZN#tFlqmvfLA$Sx<NT2PGLfei}<`v$5^m)4foGLI@wR z9D&T?ZbiNT=c&&P(Lwa9`;=UtJOmHLg{TX{Q(Ruf`fL)HByY7DieLQ2Oh&kC;VYJ3R@HMMk z#n6=&SQ>2oIlB=_?6?G!wEu^_%hb+?Q%9zQFXU#U%-+}?@J4e#1mNhUE^MLi2x3^j zsL69b3|%zjO~^Pz0ZApfpH5+H)ugT~v1oT1f}?@P<3xKp7U;8h-hP$Z{7oVY)COSs z+nb0qb#ldI-}G^{-}vHOJvF&jR5^dG-rKS6Q0P1D5y4O_BBsJyn0(7&gDXI#ikKo| zU4xob4slXVm$4{w$R5}NrC1GrpS~twuWNm#Ln3{B2j*n1Di1>bl<|a!3myRGbO&J}W@svZEk+Hwo__#4ZDy;aq@R?$G{!cYXzT#IsOJ%H*!RY*{|0wB2 zHC^!?rE~&WV8!wV6Vs@VH&RkLNgL8q;pAGn2Vx7$3>fV^)$2|iWIO{(h588MjcTJY z<^ey|=|Zo{!EH+YL)?XGql`?Brv7Nu39q~XXh*c4pv}7SsKr@9cm{AbiDZew>vj^# zj#tlxbyrP(8eO6)rm0uJxxFId-3r5j3rs=l&A%z-8 z=3USTaixw4c0Ol@b8*yQDG1zPDoJ^40q&mGe|}Bj=w#4Ot`GJ557+$&LxjywvK$;9 zz?ai96-i@fRr;HraYp4k5Qg;@rGqCpFkVspoJO2UY|oNgNt#Xr7|C){$q_=|{g6b2 zd`uDu#+(m!u|0-G)S9`AYSf$m=1mRIT}^s*!)NnX=~HJXtjgP!?ltE8CwXGt0>akb zrG+Q*@tv50u{(Ll5Lz>$RVcL&obm%wJeH7xNZIm$qaK-hj&mu|Z}?RGpqeNa)G8j# zyL^XokCI+_HdYCdWiVR*o7$~Ik>+*X9nvDIdK5MX+O|L!u4DxW#~--f#XOH6kDM`j z7fN}c%mSMm_Jh}$X(`05{i+gsxA)5rFwxF`od>-2q|oIb34J@XJTgH-9r{Seg++v>E)-Opp^}60o7J7#;KE4QrV>~t zXQMpG{dJI-nF`2hb=h7%(~tB>X01&kaV(v|MCBo649Oi5l3QaWVxNt3=m-pj5Cx2H z&N?T9@4_6SLAL8#b4`w~lwWT)?-=3!dX{SM4R`XupUFq!1M1L$7^PNpgx;QWwc%yq z-}~6|S#}WTmlTt|d8|5GJ%~9PqP>0;;VXU*bn}Gm3nx#6Kk@bd;QnbBEa$9j2Yq<> zi^8_;_glmtLk>C}U6#te36!C$ya}!VIrh#3E6BPaO;q)zQD3aNK8cV8RE$QQjk4?h zf;`8ZLhY(5%_S#KK0k00r@nd${&B-{3Uf-}x5`5o9polXc%=KC8>zFo2AzfQ>;mT5 z;bR)KC0HBt-*v9N8YUj{Lb`nDrLvx*@bs@4_0hN3VnYyex9K&rnuTQ7e z4N8RMATzW^KQDoTxl-Kze5og7rwoSmZVA+)R0NK^Ovm5? z9yPLQv*oU5(OH|MzKkLLFuLpVvtf&NCR3c3%IE??BZwyH^Tm(*Sp^9jw=BCvBT()S zsJ-2no~?iyxl$%@gPjYYSfHY}eA^7(V@#Kp$$=N#!t0vA>g;wuOH(!-1Oxbrn)xwV zv6)w$>*igqx|f?evM$c|r8Zmql5J{q7g<@^@?I96UiA7Z@nh^m8j9t1qei>n z-iF$`dpNhN&N-u*_lz6pZwzG=X0ZT6O(bn_RB_x|X|vuwSH>Q;RVZe`oEa>3zYW>R zRHp_UYI%#RXSykO@?C-^R_L#@+PMfoCb<~X;P&I;c9Tj)*Cv*M;$;?eFElY73#Fjb zG;~lK)mb1WYWuf~l_i^U`cX=DN0II9IM)I&?q^R!=tb|sXYRcKMf+%7ZdrWXw(!#F zj^GM}v2W{Py2Fcdwq7yE4D2`o<;yMc>E>SRDpV-+G>H z6@#!U)lI#Y=kz2Z@;p!P_XeJ4X8^|#;_1BX27yy-ba6sP%dTz=Q^o96#~F*$-ZbKe zBd-f1^N@SE$QiRi z_Adc3E7~KTi;UxDID~pr;x%V_)lPBUJFG~wt)KHfpv|@QDGE~=O0DJmnu*v-yz z`gmb4oh#FzyU6D*5HlWoZn~5oq zUHaCKAEf2tvg?L$H7Gz=BIQnmJ4ClQ+QhS->g7?+h4r$fR>93!4#`oz6(EKux@N+^ zF!op|*SgKzh$31LR2-AVulcsFZ8`4gOxMQ&s)g-I#b>j%*Jhf=2h~G5A3-cEFzLzK zcz{uLW8L(D@DcZy;Q0cOWsp^bml(ksM=X^v1u!`xU;}oBZVK_q>{_rU5upcns^7H*RzDVDWO_(XJS&Xjf92He~$-`5Y%-)`A_zGw4nnun!5wC%LU z`QEBI?E8u0v4R4b?>?&HZEp0V#Q8)VXf%yzd%B_AV~a7j@DF`V*;zT}0c}KEutCSb zByMk0WNl0E^Gf05L2m@Kj>Vi@(O+Qt zspizgMaqG@Q6=-DngJ-7PN{ZU#6{GmsjlzzAdon3h3L2c)XyX~RF=*G1g`E#3QNt_3>`;l2g-gF??WK(OUVJ+m} z*i}hIWi39wpM6WAk-TuZ-uM^qua?F$@>)KuZTW^B_w7JhL8c3X(7h}6SPvBmQA;@x zcDAPOS7Jlx&lNtc5)qheoRi4tz3ZjZQlt9b%KC1>${A7NUz4el9y&@XA2Zap2B*J0 zUz`duGA!l~n(z~(8$QSpa`A`tyV1^6Pt3F^t_dzpl3{Li%KABlKxs6yYG*p4jYx=c>Z z@O;d>f+gMRQ5j!paq0KWPRjq0B8JFm)ur}BXxn*pQIu{l`_Fk(!m9&QuIxvu+}N*5 z%^^A|_*GhKj7dz2x#Z!@je57I?##0R0q14Kw04|lkrv%~PUHus#ml+$>eN)}qp?PU98m7hJfq(7NH-pNwh5(>ZzFBEg-k zfXNH{|D)(U!`XiOD6XZ|Qj}6#TBB;$9z}}UB{gHGs%kaVjull!&HPo-QdHHdk=lFj zQhV=+JrgTIqR;Pnl^3~^>&ks4ckb_f&iR~QsuJ7B8wVyM-{`{%+#m`G-M(pZ%QauF zz;-Oo{bNW*^bG>t*?z-q6xVeO1)j(07{h=+t!1cg0Yb22HdcSNqgzujodd2ilwG0%};wW(+TH(kNZewE_qv199^r0+*RMM z2N2-XMX1!HJy?26#ZveQnuWLx{&@F5pvY#s!qzhQs|Hs9!+Icf@ADw2EuPf|r~!n!4@xOUj5YX+!7dcCcZKAidlGwoTtAUsM6t<^yqRLMGI0_1m!w~wrdt^03|0s zT3^#hA&sYpnmuj(3elScKL+lfKg?Aq*tSmgECD2LRb|bWLG{PYo=d=H-YWUU3h|~t zMIn8w7+sTi!n|#l3Z&M{H@%=pez>9_o;rqecXIX_)BHe}XZ6D=u`pn}+ky6lUXzI; zo~%HL1iZOGV`NZI`LNH7YEaOtXv;K%sP|C!VV$+Zg-DgG)8fa?RK)7bh3Z5&4VOQi z_YH79%Td1t?i0BPiZjfWp10ii3g6dPxW{mC{YCzS&M|tt@nNfRCQqrD z%$ktZLAkOhAT47dX}5{yy~j(@fC6yO6)ENs*>Yo#b?-T;!k`Li`j3lJQ>E`0j8gAsLbaDT^C%F7O5K3lPNUH( z>!4H5+fwsi5|_41Y2v27|Fy@J*jqmi{h-w8{N+kIWOgZb^;0NExOP2UJt*W(TPV%X zu>gw2ZNEiRzsqv>xw;tayGI7l-`Rrf3fAX`N<6%Fe+&BdR$I^-!&3&h?udKU!xB|3 z^sa(rXtEDMZczJ4SITp+-m%9mx8Y!&F>xeUuyZB_&4u&_3v&9;D zA&JNlf1$dJCr3^%?gUVxf1uQ68;d%Zm@3`kwdknZ{7`7bd-f~QCDw1`29;zg$ivic zm5z%#F^~RaEM_`|rM|9<&^wJ2Z*1UkJZ*A1)g{*DZOTnm*dV9@x82H@{R?R(<~_m0 z-~WY7Rcj(q0q@>v|J@fk96O!HKdW$2rN?DfC`%C&7^DvO?r+ijHbwaZ^I}?KrI(x}@_8-N(CP8Yo`@EH5EZ%% z_qr>09>;L&D>o%QJB09g8F(kv{Ex~`IFn8gE_(3~-UeZ9EZy}jj2HZ;gFI!ZU4`r@ zIo{~fdWeJWA8)D@wY9i<%yeAd9gJ&!fNNzWrb0gc5?rvZjpBWvOo1h`;ivIqy+Dzy zuzfz1&hi3&gzL41(jKZqdc=mrQ4OsrOKibK33C+U!(cXd$|gC&>ne z#m?iCQp3anSk?C_@f5dxm8nxt;y0vNu<#fO>h~*k)1Ydlp!H~_m7l&Xl9T6Tn};7j zvxnu_y4El@M!$*p(=FA>pa#o?{Wfn3a4aGwwZ&!Bj6Xc5>75`+yZo}X-ZmU4pV@y!nJ*FtawQ4} zbj$hhu^NQ7K2}K`Z=+Q^$JR>IZLzzpUxwCYR8>4VtzZv zQs=={1pOE!d5{0otYrD3>B}AVRqNa4)*tp&`U^%3Vca!?htj9eI1FOKnU185nzMlkEOk#G6 z1Un6X{9Q~Lxf`qqu=w5VcrO>HHeNT@t--(9-}hbKI0TTBaduKl328DxJaBWHfgOVX z$qfd>@XU#_++ZQRM4VHIhmFq|@3#Z9c;p)g0IhDlG8O(~RGFP6Asw_|dB~|UU3=C? z7TINyhnmb6e5DfKR%RAf8UGu(rXkpKx(D$x)5%r`Gqq$<_*8G{|cjJu}(e<;-S7 zcT{Yf6;2f)H#$b$H10f^beQs49e)}B!%|5kjw8G?Q(#P4B)7SwsBi7bhpQpdttI_B z4l&ml;~3N|7w-dxgB7@x0iR{;V0G$&1Z2(bmeY^s?*7!YgO`h_LMt~8AEk`&=zAF& zeDurXR)cl9n{q90CN}h)y{>O4u*-_a{ab&+P}VM{5G#hSCO3qPwDN3xFR%zq7U1x--hBGa zY<3zzDxH2KM)+dqGVUz1h5_~DE3{uOr=J7ytZ1(I_)V$Y^bzysKAgmd;~_fd(@d_B zDGv8&CM#efoRvK44e3YLp~C@`BkYNqJ4){hnDn*tVAl z%RTk;w6yASVW4H}nOef5=O5Y&Ex&!+Ho8}Mbi(<0zn_0O2+Fq-?{pyn@xF8Ib77kb z#R+({o^$TYZpqJv)ctO0m|U-Y#aH!TtFgSXg7{`8f@#h1i6@))=zlUt9IZWwNEdN@IrFdw;=g zvt`y~<BD0m3mL^^ znb+k!8!eaO8Gtk`YWl3T`0DlbL5Kf@LcacCy84@9)i0E$(izEyoJecw0L~SuhEvxT zQ#5W}kJ$#xF`@|Xt~UGQQzIpmuVKZU+Wq;i+&oOrTUGAv*seNex6U!9O*eIkja~n& ziakMhELARk<%75t*iPFt6+duj$}Rs~3>Q|I9_hcU78_>}o>?^lR6|#3zms7Xh%${d zbIwIDqIaDH&e5bQ z-(H|NzFu+J-_fIWAeRR#vtXl)zOGs{c0t7WqGK)7KTy2e8%Vdm zhow5FIm_<}t@@nyTMe_L$UWe!TNnCCQSN;kqi1^!#D?Z*iT3huD08DFZx8vK=zn`{ z$&rT?J@Ym-9%?W{qRHh=fOg0Gv-$qGHF=my<9KoDduc(7J+}ZyXx4H-Qrq&c{-yPT zsUp}a(rc%Fy>P|A&=zL-wN%_m(aFO-d4K6fi_20BnEFkU`mj51{V1PbXt~WjVcL`F zr2u3&%9SjStJyWeRXjBdYVfV~oZ<@@nm7U?^)WfvtQm&ogdA_41%ch4Gx3w7l>u%0 zIcq~08(|Aq^e0)xpQOsmW`I}5&A}Y-YsB;YF)4AyN}I&|08_l%U6!LI{=V-tiRVCq zj|@xgQzi^b&New2l50q;A>Lf{yqcd7_vyZBpU=C$Hl1WRpw5m zhn}E==%OPyTxsOA2iKK3wOK7EeXX6g|Mq;OtCTcQX_+CNaXch#F#OS}TUG|AH3ea?N!M=+aj!(>lxmd&?^Y^ii6%u6BmIGH^+kX zpn{q0^$f9uNf`Yl=VlhAOtg832JeQ6^PqP6{dqoY?bh+tLXyL0q97(UvYFk=Q@M0RI+Mj)^hX&iJ6@8rdcQ$)QmUi8mXN0*s#yj z@m>?2ThmEIoV{|t3G$~%SZR=$A#~m;u34&(?_3WNKIII5knGj-rrICR-OJ}eh$QwZ zA70m>x!72)32(vB5X~@43^t7GYEGapSFs!RsmI#}2dR_^ipb%&h8WWd_Tf@;&re82C+0K8VP`4wQlcI&mn<7uAM1hM zJPb)S3Jbhx8eINeLDjS<3N?)_kloUUQIc*GdzbFWa6&k(06#bz!d;+h63(doHPk-y zl_u63y`K)Qkk95 z&4o@$8}-Sff>)kZVVi1Lmcywy8F}1#2|uTQ$GwHS+P9jc=6%rRn7D;MAd|ww<6We8 z*NpZAV1RJ3KZb;w;H6iz!$GZ=!nLDDqzl2$$s}wve07a;CxIcG%4{j(Qc?9Lo+5Kg znJl;WjP>m)A}jpN7dY5~W0vT7@d6*3K{as#odUUIT-f*XP0gY8OKqE;u&g_Cf1Tc* zPTerp`BEgrb}!)uU$qF=l0>F$OuQA0b|N(Kgk9A^L!nj4EXeX7Mb=5#IrKu21VJtL zbn@Y_mRbH0BweXK`?sC&1eZsA@Q(P>M zg@LeXf(oR4l#$EgX7gR;Z&%{yY8{RR({R$tzdi^93pARLL}EV)X6XCaQ{2KX_Tus% z#TpWIq?!brfR7KN7AYI?Pt53UUa0(3rZ|FgJ_6T=C+&(flRqQbZHS>Af{OV zc2_75F=onq%3&N-fqJm#(B zCWtHO3XB86idnC~2f_YPe2~^!>7HZSt|@*ix3LxvDe@!joanb&*%f*G>|#FM$`h#B z=Y6ky`@gQkZUyXq46)^Q#W^Ba+3TGC5bn(%R9CHv*nRdZB>Be~Pily_o1-(~j)Kmx z7vzbsPkjW2;Z7tQmZc9-q1G@}={HugA73HO=T50CM9oGL(bgP&HCB9gG9YeOab632 zPvqzZcIU#a{cimQ>hW~PjBUSN7Xu5T27=q3ja|If*~g}^?5$_)dqy4BSBub$)?IDvwy95P|ch5_Eu-DXOF;qa}RYRsnDREH@+~pT& zGpy8Ai#!4eE%bo&jvMw~E_P2F{uz**hTd6`pzkW!_JjVs)!K@kY^a0($Yc+B1xn=U9;js`u=k%k*J3Q(jE?$_M_D`EnfJ_-;Kk^kB)~}ESir0Gn~@^B_)gl z(fjTG2PhdU=c7FP542;lNx29=k)XWV&~$3b1d+l|H|(SHQ(t-B>zBU$i@HvkW<5J? zT^5I?)?$r49FO_kq5dmbzD#eb^R{?0S89G=V(Mpbkm{FGr*1r~ zgs$Ktmy72l#xWnFCXjN3V_$LVQ4Dl&Ind;_C^nj5!7(tVPp>9O>QgIbBB$0jK)ugH z8|O^lQCIn;0bYMGkU8!_Y%$`oHm$et(^qeFo1a~&wJ)zz{eFvs484g-5dJyw=1+}i zy}&<;Ydo|=Z-EDuP>mflBXSme<---RDwq63TYA3gbfS)mUYN~#_C+A+e%#*gigEYe zB6zjm?uj|@Gw4*B**eZoiM2$7>cvG4{s z3F|JL2vTP?I2#%x40PNyIkf|8ad~Se zFt-^c7(WnSdy~d`F#R9J{1M;toE^K|iwD~+w`ItzomIeAgS#S@;aRy3`g zpajsuW>Im$j6ngOTt_z?t#c`Y`wx@vn*$)3)ZIkf)r$@egSDY3sw5lBHj!R;!G7uP zVqNmOqDtho;E4-$Z48WPL|DQlAPhG;#KreAI)4WkRdYJiCQ#e8LN^aO&T0^xPrR25 zfsZ>PV)1gvz$6ZvbF6=;xYakb;Bh{T+k>1wB2pJT<%@kP*PwMJ#)W$0$lFfa;ewCE zP!qXMrva(03v!FT6FC2;(P@osA%U9Z{0cwi+;-aA>n`O5D< zxDAWZ@T;p37W_A(FAjX~nr=SMLwWG!u)hpRpIurFFa<6TL9I>e3deiEVYWfJ2Uvz* z<;Z^UHS9&bd;YNmU+A70+Fey>>|SSu6^uKa-P*~KBqt%O4vSg5TYV;2H6b75LU@Wy zOd~C_H~UM3^<}|KZbqSIv=c%*q(~fmuFmy2mr|jJI>im>83)YwzM2t$eLdCs3`r*f zEjPf=wWc_+s$X9FN8#SS3g8*;n|TnOL&NhgRehs*J+v$8Y(iI+wi6sXT`qp74*WIl z5F0H!Jop&;T7_v*D~OiP?gq3ao$Ksem}z2#uymsln!Ej8?6G>1SvBo{sUorsjK?oq zh^fXr0iCMv;K;i{k#B{rqLRKvLzd{qdF|j?fNbL1dX!jEXuXJsY=s@X6wU zvE;qOcf-BJAvM_VNvolVlR4Aok^J)U5&{K(#D{nC`DJKe{CA-fv;yYy5|754%mj{o zlq7w1|3&AAeXYSo&t$X%FP?fwG47GYfRyg$KZ^PQg?ThNW4vQ?1Xr{Js1&N#iK%_n zlj(!ysgKP_y*6(Hd3y3hj&qhbdj39Mxr}7}d*~}-26C!3b5Nfp6#y&+xxNU^$#+J+-BHgNxYZ9|c> z9F}AVLqt|hp^KJHV}{@SdGE{5I|bcJvUUGP&JRU6E%Pl%WihRjIXbe;G2$^=!ahw& zhMx}x2PRzBtS`FiK>o5M4+GgvWSD_|R_`&~M7^vAHxC_=WP0~?~tRoKNcdo8^s6k-f$Zcnc+k-%r%@#@`O7)H4kQt+`P>_Lu~- zU+TDBM^P2+s8cdmEF_&VRet9U;Lrl_abVp_ zto9c*pm#$M3_4#KUa)gFZni>h>-xyi3;J5hxe^2@o_`!E;u=6`Cq7;uclX%~ zr>)ugzw)N(T7WyTd*=G2N$)u-u&YA-lQ`=umv)rqE^vDOL|gnRj=~G*P27qpgXn`2 zv}_^r#0@-Urz*o`FAf!XVsUI)^;myFYyYJB>&pZ-f*P}0eI=@`bx;YK417~Lm8~(T znV}AOj=h1@%SU*n0rApjfq(VfBa8;4$->R25_#Y zq2eM^+2O52EG7^qV)Mt--(N!~1!z3ACtIkSskcD4g4x;X5+0*&FGi$XF2}Dbu6Ews zZ4#MM7Q>KL2{x=iCi2vGzR^dv%~@%%cqQm-&6)UG|L*+&vdFK>rp6dECAabcvRvFJ z>Nn6s90Awo-IWs>5;bi+sKCe1n|vV2#`kv6_tAvm-|*r^Rq-_1Nc-N&`M2 zE{aDA#Wmw6VHYK)zfER7Gptzx4UNCrNAlwDuR2aZ{ZyNiQyk-4p#x3j*{*(*kGaMl zLQT(@QNrZndj=AxLHIX}q_vz%n=B1qmSEpy^7Tt0pCv%gVL0fCQdWNh?`pjvP}a1- zad1aVDd59ZV(-Ec1!vlM!)avN&U12>vLpA=UMTN0Y2L}PT@GkJq{b0+vpQyN6JiTM zlCNqa^#dBXfo8I@tzW7+UlUp98)AZtvYRr$3HnOi zoo>R$&1E46X6f=K*zx1Y^-|ke9DJ|rhPAKn2Eng40@Tjd#oKjU&Zk)C%`)N8`!%PY>g|~N2C0Kq+3xD$42n{nO@wS31o3T|>jUg9cYm6`4$r@j|)B8@kSQMEh ze8tYc=yKRj;)2h)g{D#7X?adva-)_BKt7aE@SC4H0J5ahZvyTD>DEXLH!@{8v@dnLIy+vuQ;XZo=vSpwMs-Sams6~e57kGq=82nRks^{ z_c6!5iQer%VR)P68pz+k&an4{1NrwnU^Zuqdvnx>^ZAWZ@_#z2yFKz<$#=$lZ-Ozr zuMZc-{+l!X7U;t=wG-HtmzWDFTxvRa*;|NHemQkqj`<2-hq3^yHVVvE%&n4?Z8lc;YWxuRk(tK(N34D<( z^Lqe-vgaL=*V*n-!Zw`4K_UA0G&Qa?-?k}+Tk3VKxnyD-9LwwpV;djf-=2sP(<&Y| z>TimhpsJMj>93X8ec4$3I44;{=u|~`U`dqWxD?jG@ndPWem7g*cz$0o|I4@Yvb|1Dw<}O(3rd--JTmUxo(NfRS3;{5pF)Pc4hSJ5E zFY?Clo)QutTHg97b@!QrSLV0lJ-e>umfPGgjrRd7h9J}#6Vj0GSBX9!#JsgFt} ztIes1v{0r!Z#DUlZ9e)GLT5DTvsZZ5k3)5O5p&uK>4-BSxph_bh99Kf(yO$V9NZ=9 zf$nUD&UkZYPjj6o>=0u%PGIylBmw+oe2MD~hu`>bbRIqsnwo;SbeZx)ZQ*>bPBB5TZZp`u|U(%v*7e6>n31~fK~W+rGLzuUt}I%VA@yBW=vo* zJNPohgGK3)1M3^A#$|dvb{#ECHq1UL-d?lha@0}%09}K0Wihl9(n3x;U+O%N@DNUH zyCv0v*4sl~A-OaV;RV*gGWfrJNge)>if4^Um$nxFDEfsM2rA%)eXY48$J56ps@$r4$sb>EtT*3BNGb7X@B2Nc zH#5{b+OcJGO$sh`?Ubbt63m|07B%TC?`%tqRO6O}QC-d~3XfN{5VbFS|s zsUMlq4L3?QX}v-y(A5vpb#buBTT@Io-pHiCN%4MH*4{KU4Ba@`?XeHSyJ4w6f}OJ% zpPCPL%`O=pfj4qW$7-hj#D?#apbNOtD`s6GuYVEj&%Uu0&R7X9z!-w>=Mp8JjyAI7 zgq=bdtVL}lo6WiE2o80qacI7|M3mT{Ef;^m^SPEKMZycovs*O1cyzROROP{Z;_25~ zwav#h7+AJZj4H5}YQM7Ue&iVM)vTpj3nN3og&``W^eC-sd62G9EHX!>iTE(vXf+y{?pr?{S1T{ir(aXtSW>6V@< zz8m;y;&`eZeai*RKvMZfK^xoskv)~qpxS=m(~Eb+W9q|hx4+Hw#H({%=f`Q0jlcnG z*vIF>;5a|5Om$o6#Jd%ptt_!Tbo+7w#Hdpl0Ze4no7peVkfsUu+n;7M_Vg%Rfp=0~4;V zdg4t9ALIHD_k77iOjm%hyWb2p1MQ~8g2FSo$HmhWVfu8rHj&)lTVqk@8|5u}m}fH+ z{n^Hkdo=#`7*FsW4jy0#onoqI$NEDIOJbeQy`f&6j<#N2s>YIGJ=`M0$LN`h9*&_@ zy2FqUkhj~+@rN06e(!z-?V;xkwA-5RPF6Rg^Q;$G{!wHm7Wwrka$U-zoqlf32CLJl zEfdQ5M7hT7N7uWTP(J45||rB}tM6M(5`L6_@B+j8-}alg+n9p6)un%}Q}gNLrEoyd2uD zl5gj_eC*736GSEmshvSN)|19}8t>=zc_K@?}kZlpgMteNXQ!zM(Uu|w^ zoKNE)MS}JNkwM=j#$afYIV)s&JZ0hK++}=07vF|5sWj2)2<;#q6aQ*X2Pb|0E01+% zY)M_^#lgfH-?xV>U-=^$zSLd0j!-D(L;;vkoB8>j^Xs`ki(W*g%=dnwZ0J~jNHT!h zx_4Mds^!gVd(~cPtfs5+e}>H;Z3gPUavpX)s0Pyy;7$rBlXbgFo`Dz<@;dlnA-Ot7 zkKolcd6c*&#p+AV4K8{~m<%H6)M?bcO2`Lz<>LITN`2m4=VxWWQ^NT0%q#27Ediub z?JKMlP=OT@#C~PBe$qv?k654aTlp)A;S<_=yQegPx-2P9i26IGTjQbm^T<$Q)@dLy zG28RnyYc(aGA2o%Lb?zqOX14)T-`I3)+6G`gPBzT%ICIsfxd%i>EPf>tIGQ5VQla2 z#8{SK(T&_#QlH)<6m3kAOI2m~UsH|0G>LORyaWEz$TfFOFQRS%Jx%uD16U5vxIe#2 z{Y3`zrQoJ^33!oCubYCum27Lw(+&tv7zhw>Zs6mcO9~=`i$G2Int?}`)P1eS<(})> zsuo*mxFKfJ3t|%XkpupEji)jk*tk00KrYrEiTn+C(5SGoIeJOuyFcW(M*If3*qxF% z?D0qks7FL;%+5hHm|3jU7wVEMaA7bIKSVpEcmgz0Fb`ArfM=7%?hw)plZ2Azh{5U4 zu5o!D=_aTM!>(H7w}ZoKkjfeA+Z>IK_bzb@hj~gqTvMZ2zf(KTd{9)dV6}0+uE7=| zM(L0PUMADfC4<^avo%k1hm%{me=bRb&oZayyYqNy=kxcqPsogfo@AzX6cqFnJnz31 zC1vTYDqH67q~(@0DsfLu&%8GG;~oh_V{ISZN<0kcLS8u;|MghoX~@{mI+MCH4?Lk= ziLkqc_Zq`$ceE_Hq{XfNy$xze@L$*Y5;~+9#W%cq>jiWcMvuI=C1qhj9D7m^!hJ+U zSMWb&^7*UQJ0HcxZ>;L?XL-Y;el=mPi|1+;zA0lPilob7<2;3H^p?;D`@dG9;W3K> z=OTg5bUQ)vCsn>741_gj8+jd1|GanW%UX2pkz_AZ_ap8g^c%SBIf2%b%5z$082yuU z!Nc?T8vohWK57axS_ff8xPqBn4BQB>A!!eeJs{boe67s_ZtQT9WT;n7iofK|%Gl+( zh_2=)8fb4y5amT{Y!1H78pX$@9UVdO88f+;|k^p#Tu_%2ebOJfWKE zQ+JE+E4v3Du}g_|)GORHgpR<4^{9gQikUwn@}LEU-c!CrK(r+Zk2&Id+J{()T52hy z7+b@UveBpQ4P`<f9pQ>^aZmkjwD~k`LI=IZz)?2>0QPrT0`$J?oyFs%BPAB8FD@mzaaCbLZR+ zxKUBXuLU7xp)KAIw`7{b%M-G!&Iravc7ypETaN!}%Xc1)j-EEmb_OERE8sh>saYJs zh;&)EX;Qq@(68xPfb8%qGj8GH5E6(Rx=VbIvlUDDdO_AYi!<6|R}4)~czpK)2%8=Q z;(@B*qc(^iRgKD%cJ`-L&MoQ zR2BRvKXrLgIPXFeq@O;K8BCKf5`0!~G|y!9&mE!wQ~X$*OCGRYM8?nfnQP!?m_6ZXmbjNT)XQX7t?Ox0m4bZn<;b{^hk8{i;NN(VTnv!R9rQ`zJve z!a`Mu5B}gzidK@yuV$ssjsebk*%J19cjvgTbq=@w8hfOcNut@1ZQ(&kclddPlx$a@ z{`XXBV6PPvVS+a?IJKBHUAW=daHvw$r7A|`v&Oe{1d&BLCf^4|CwUdN-<|aiYv4LJ zXZGe`@%){w!YA_Jg43h}xs&l(wq@?|GEcH6uxUF31HdMHFXJ=$CWSdyR!vPCl4-OD zTB{oSCX3|NEQRZ?LL;a-klDB~qsAuG!^JoB*Y~5``8?E!P`G?|R`l)rNoRu>J*56<(f)pMC3&SX3#id}{FXhK z?LU+oD{QrDa}*O7bNg-n!7DJ+9UFzxaXgyWA$)cb;=Uy{^Yx$9Xp|r z;$U5J>7^Kq2sNGHR39zoO>-<~cZOr%6(bJYAX4fBQhyKPDDF0{Y+#2z&JykV^R4Ed zeFJ??P#aR$3}o1?!-G0FK;06|#Dne{Ba5~G2VX%I`F?NabW;k5S`W*Xy_a$Y6;_ms zcWpIJwJgRn2~BU>xQ_tG1k*I%!G&f7G3u{PI#s-!F_$8tXn>q{O!oO-7(wl1_zS}%XF@dv~_6b68);}7{U>EWi1D& z`Y`ZTlJDf^(wm-X|PkM!21SXI6=Bv0V)G;@2kfoS! z)YzKZgO$X0NQZ9eu=l`!y>+l*WxWxKLvL}g8X)XV-s$MR+|kx@iu{&~FmVCB=<&#N z*?d1aNoz{Q_4H!~KsjJJo3PL66YPfZ{Dor>jnDsE?7Jv@z({o@;E)xJt$7A5bGZ~r z*^Ma2vwcMo%;!NPEy=-KPOLE=js7dIahJL9H=~Am=5<>Sq!T*LS#aCR@v1G^Qyu={ zC3Kb6nHhyvOAk1};ht(?;|l+Q29;J%XfM8$tU`$nbUC-RPNEIL__mms?f#Xn->u`7 zecBhoQD?cvX&Wn9|Cyb@6~q}RT|p$@Yw+EJk-60nW}EruhveN8)Qkh*jvZDOTj|CP zex*B^PaTHG1Oz98gogfx$3e$5R`NUhZ{{cshGQVabictIKHw9yl)rB=?VVLJC4zRTr!1FJo ztw<-tgA(Eo$jsp(1J{rj(>{0x1EX%2Um~U59n-xDld5+fT>}h2g zvvodOu0y0k#>VwLZ%W^D;x9W+I=GB9dA zLAo8HrGnxE07$gAZF71uh4{!t#~vGWQW9a3trw|1Jc8KK)BEQERM6k#@8_dpee+Vz zsZ6isT9kn6QRo@f+r)&P-b?=S@ylDm<~Z_h;NQjkpTuuf89?s2X~pcG2uRGx@Fo>^ z-L?|6);Vo0Ga0XSCShyO8mOl?v(?P**Rt)_4tBFH)?coDsra>uX`9+cB1M6u!%|mL zZbN$UJ3j1{Qt+SFKz8iV4h#aNKAD%}WS4ar{B{6WWzGJpuAi1G{+Bt}%;Q3zcwko7 zgo8u@GX}kj)ZM!T>D+o-UC@((CF#;-YBoTT?ppSUR23O-W?mvaCU*JL7kY-&E3C$7 z2&T}}1b5P#MQYm*L&FhMn3{yDGfoTqMrY)(%#^=%5WLHX_m(>4#q{{MAdXXsnIX(S ziVk4p{TmvDkzhsLS+EPx2Or%2Fgru-TH%0~-7@X=vM)5u(9E&Y0;+^YzjoQ7MAzuZ}fan z=X*2w^$W={+3VSE^j~>rTD@`+WMR%e&5GBmRhBbh}<3mvM53e?%Msj4|4g*PyD|J7@c1R;}Ua^47= ztl5uoL0^kVbtoGMndCZmiIkrHqmWK}R8Xj3XjK90@|?BYrrfQ)^4U>aEe1j}zqL+E zFOO084WQy35PunE z)bK7cVet-c_z}HyCYb_lhj$!`Xl8M#_m6B8W2q`=U=%1H&`w?Zz97?C##t>f5U>&U ze~Q4&P8;k_FxUmJzuZv5kKRyLTcwVC_z79VBXJ>Tt{>y7=GP9^W{vS2wP z#$FVje@CDs{`?^Nt!Mqhki_ktg=?uiRb-a7mg#XpWmyToAMo1Qsbf_W#g3Q4m>gqq z94zdZp`(Sxl}82l9+7HNc^AFjPt)kyM>nc9t&7oGbMPGY9(03sD($CY{yxCkObOnd zOxYozjI}k5cB~{;4DN1%XV!I!OOn>++II~pG`R!qpX|&wD-&}ZfaFee^Zl_Z+CC~C zwpb=jS9-P=%V*&i^FDhp15}T3yV^w2&p;43tW}@&qiNwACmYvAUgE-vMfStVdeGNc zYmHI$#(?q!BFkxL1W6WiKtE@_S#R7UQ1Vk;Ta4p}JKSkJ|lwA!WUoprj=xIF`KN(RH^TXwjp(&_UBzOC=G29xi1 zcsky^V#* zW@Bw`YYB%Im8195!I(f|Fu|MN?*B0_^X0n0ylM_irhMW(KR}mFhQ8@W zo$HxP(}zE+6$>z{1qwnE!$+Xm*}<91n>(Y;l-gW~e-tgTVK8OVqoe_xVP?gO$1x&o zVTtAu@<&t8X=L@J$#P9}OZ6&r=_>QSJTtT6M+cO8#VPZl860lBq7Ba(c)_C5dthxm zfBO4$H$b%RbG^;N-&LxA6tEhP(-4h}VY(xlOr@)Ez)3fhpT+**6V z->JVSq@TP!0S}C+%1n1WMNiSGdtP4v=xXuzI!={6UvYCMl z^IBZNl_aZ_yL(P=sF2TIalKkC7~+}0eS^p6MkaG4XAd;(0sH99Gw^MVEcQNb8Cc;c zIc5=bJD~T`p&&RC++NR_9qV@vjdW?gKPd~kE$Y}ZdY?)vqMMq%7j2jZhwbi;!sh@o zpsnZugO)62cVT1ZO+fP73PY{|r>Il0@!HZ)r?f#IIfR}oJ!&(Sx^WIo-(vL+XolCd zI>aH9r)+I)wcQtPcG-V+GIe<&5cOHSC$>X>HZS7?t~)AcOKvdDtk`dJSN8^xKcZP^ zsgALBO3=J!@gnAkfz}NvEDz63XGX9@OIKhiRUWaXZ3a6Px&^vNh^>Dst1PU!AI8T{ z8AHI;&hvX!(d+-2ZD611Fh?X)iv@C~+5VK9jOKcBjVD>GQ&KNo;K|OWmSzAUJlJT( z*0hIe7IrQ^YS0&wqZ%f6MD#RQz30aB0C$3%Oo{FF zeftIFv0J&Wa{UHx{MGL4C%XzP8b+1XU#`fwF7sTWm{MFmVBF!j{9GS#lJ>;nzpG`d z3{SgodJ?S5 zPI&?Q3UQWhvQuvK`31|iNPnaD&!V%Ml&!<0hJ=`2RVpY_x zwAAVZC@WSisJ3&3-Y1))>tF|C3AHn z?xeu07&mn5(@nMpkOEU(-%fdj3|wgmb$ZPtdE22DS9l|sXjmyb&lyeH(SUNu8lxdJFf6!dGo{8WX?>zv>v#J-NPZk2pT|9Zx8zOzn+gzkIN z?!$3U+xpO~Mc}Rg)GQEi8+6@;>GBdnyl}j{GOPTLViT4e+=F4bx!o*1b#FwbfS@b1 zR(AM<;IJz)B^E5OY~U4Ixq}Y)KCk2ToY9jxE_5S3bIBN4H4DVya}ZkN2oUC4V@>^O zQLJO)^)0AB^)02|1%>wSTSKy$s`-;5%H|Jr)qKeG->Ai@Z~azalQ(IqJn?Y5?;+z- zRig2XoOQ_tQv8|Zm+hsB{nJ=c209$PPx`Icg=`L%!cj*7_Hw2EwnZKkyy?s1jCTy8 zQ3t)NzOTXmwQ^C2bhf;1nK|vj2u1;f5ZPDyC`MOdx>e#}+f;AdKMLQVtQFN(hpnCI zS1GeP@T@*RW0uy7p9wd(70~SpQ!yK;;;ms=ePnc~Eeicdsu$x@P;;QNEo}a7p z7QwRCLZi%DL__&@ z<@WW5d-9Lr<3w8gpxbq`Y3loC;J^2Z8l=RP;s%`Ytc5-SF>4nYASfcQlJj$FD%r{E zbo+gibdz}t=AsVOmKSbv){nPEKYe*#Ss^iWXTqwf-Yn3Yu%AYf4Mnim{>)zqAnHB& zXU&SZH>S>pB#y~gU<$xf;<8R0q_U_LyY0X-`KLAghfMn;e1CTvL)dGd=IMF*bnTrV&nHVRuZgFeFJcLZ}0d;n9^d3J$pW;gYA{FlYU};?^qT(ErFVGFNQInkFF&*;4xG>J~{ke$>IR=u#TZfpIXI=AV_^L|EdrbFi|Bp-Ecjg4awHI-zp;?>VdxXrwZW08Fmr@Ks)Br>vY@JND7QsT(4g4JN*}yCT^7G&ll$ zl6w5Z9SNRPaKhNC8MOGJhB-es+})yCFt;K$^%5C3oBHChu8)CMe;jFUV)E%CvCo0j zC&M={Ity6l9l`2roNYc$U-+kh+zgj&eRUAsoOY(vzo#x=dirJr;gmZ$U*WF^FL33< zE&vEAt6V{mU6X;bx|wc9u*0kF%FpI3?1y^20Y}}z3BeDDEb64*oWFH<2S`AOp60Jo~z zD9;GM#^4ilnw%K952lgfsv6E$@#;-glB`n8}~?Y54HGQ2Vgr0KAwT7!8f_ z-e&wy_7#MdhQFq}ZW>vQxgsRkHX-leeUEyx1*cj-w$1r1Y1~)0{S`vWb=$^n5@C`~ zPJbK~7-~N;t*U;ld$b46gmZvH!@8Sh^cfE9(juoTB!OqOsU;Jfewb$vgSi$UR-;=% z;;UucpHmwAM^(VGS^Z?YA&e7M0-%CIG_iH*xgs^g(6u=F_bmVaILPTr&0%U2-&?`!{vim|2~4cfTq1D@nCR7cJ9tK6s6mt}KrGsF6O3l0Z5 z?OnWlWGked$^njry~8^c947kOVJin6Gb84{CMU3)V0G^Vm!wXhc zR?fXh1gSw5!suioU-And=JNFAuC&HOn*6*c#~^6`WUIciBB7tJrXVKywQ`wQH2kht zev)4M0HGc)vA#qa4fdyqBLG$#DaE06Hgnu7Cx5S>bnXh;sc!UT*4w< zRi}@s0ed7hpH`Srf9@gWvcgx`>a`AW6i2YcUO8EC_E-o^e#@|33(BRGe<#hdeaO{6 zKR4EX3oiE-tyU&a53@25%n!=Eon4-$OM?gMv+mtJ(Zhm?S^v z&+cGxk8KoTI0Ze6Cp!iqPvR`w=y4J8q=S6aSy z#jcbDc;^YzaC+M`+|>kp@_zlPnbNVctOTpo&DGVv1Rt#CC`jidZHqcVAyLwx(Z`&q zQMuX9K=8qOcK3*`Fpoz@BT@R%$fNw=XYU@~(X9|2?301h|#$XNbstzs;Z1so;qvZv2+T2Y1Cs#aJyGSM%Vkg?{)e1 zfd%)?e=V9NopzqtT%?lNHGl5VTjGn0y~**0Pr!eZyEYQv%AJyl1ibJ{RuK&hu=iC? zmhoQKS`w=*Yg37I;-beRu*X-NR%TO&H4EXx^8;gOR%}3(kn{>R)I=7QXv8>=iI?GNiw0 zdtSHdu?M&(4)l-KZ9;RVlA(Ey;x6bP#t=k&B!_m5T9$r<2|d z6s=`d!XC2gjWh30_ROwv!s(bhnW*E*-ErTHA>qq+ZDLvPX=m$vteE~09C3w+?L zaiKDs$dEKp&fg~!9Cw&k+lY-nH9UT^+8Sg1uc{c6T>>V&f_+FiNZ(E|k{;4a0Lp2q zdnDQL9;;417E@XD5_?x>Ka=W26O$+~*|Oiai(^v7sDy0SkPh$o<)`kmd!If`|2 z>lN{mOZnM5LFdtOwFF9q(I&wrN1dYF;AiH1#V20RZvKrcc|88G#_ViacYEpQ$@j?? z1Q_dE9Ecu}bi+_y3x00m5^q*<_LW>hMqu(N{&RRFALqou_kw{s*<6MiyjvUZsQWt) z0BdyS4lI7Qn#@_EZvP|!kaUU^$WX%Fn(|$6sS+{PT3myM$cDpjsT$?3-cniM|_pp4LgY1t)3#$2ToXMqK-)faqcq!~nGp;}4 z5F<=+3_tG*A39LpcsArhSO<}p8j3Y=mo1~C=WNIM$b4jVc>qoqjuq293G3c z!>?kchS%BfMzyZ()}EbRr8i0Whyg?bq&l+K?Y6metf=#+Y42HX?f>U%6Y2Q;9h`9eV%`)M}|Q1iYO6 z{^P`F+g|c2TVtKk#9@q6>Gwr|(+&d2&~@q&c-&^Oy+K%g)bdt9qN?cCX?dh34%CbM zQuawaI>~x%!v{vfn-hV=zBa11@$y>wJEoj3KE|_7JQKFEly%`J3j&^0(cd9x5QhME z*tVkc@vQP)C*W`WlM9tHc*ZweANk9hqndg#l|1?2N8J;J+9~m}0i5jku-(JBZ}Y-B zYe5^LlsCt}o9Hp^&&7EnHOKN)o&jdXfrGP$B662(Gsz=Ktru=l+dK1RFQ-opFN13i zpPY+)zoNdfiO-ch)O^v`V-qjp&`u%*^31Tx2OnVgKFZ$yLj2H(d|CTwFQ6`eyw@e# zW>D=dwNz+_kg@`Gt)Iv5`@T|F)g%3i`oy2*jw9aaf-|z73Kc*gJ}KBY9;e3bXw@;f~^u10vvi zu!kGJR$9hYoB{h1=pj2e8Dkd}dRz&AaXR86pd|J+7{Xnt4z41!uVrJfl;-kW*qrD* zpXOu!Y)J>_Z-a7195Q6|+`BQDb)0r&<|fQxeQ;y_Yl;CNHLD3(?E}M6%N=K93EeEvYLU z-;tNW*U_4yK-sC(j$<3kVpqyVysKiAEm0vvu7BV;dCnR580tpqAsmxWejM+#rX9!D zA79=AaIspaRh+!kU1MRJ;)Ngmz4yd>y*B7`;ofn7zR{id%%BvypCo6Qllk*Fvqbel zv6;+Ah{L&(8+y|qh+zEuXmBztd95fHN7*&@2qxd~DaXF8@jcI)aBk0cyKz?*g45ib zVe-!x@n3v-z$1$yxGEfdv~%ttq>ggE(ueXD<8cf4ZHurS?UeSRe0@lxg;arH8Bb}z zc2^F9$co+m@&s$wBO5s-Y5w58nVhb8q5xjIp)4$Kvva=>IMI(0#C}hhnH?ZSJpDTW znLebPKt0WISzke+(emHB%NGxrEGeyij;V+G*up@4tMxa*MkPQFJUN6$7GP#PK z0Nj(v!K;2EF%Ec04lSU(+oIkY>G8NUgeM+60^B6F`J2X%oIt%)bc5$Zf-!7U%r7Xq zb{0M9uWUv7iBm->?~=QfbBGjxV@ZF*&l_z@L3+LJFi-qo{yv+Gs+=^+hkk3IK(5b_ zzAv~1^@h{8TnjjT>c6Us&yX(^`0G2X{V+S{#otnew-)X`Wqx)GCa*BRINbNIgob5X44< z9DPpABQ&m-4mQh z4k>_h8)z_vy<{I)kGWhucf!)F-fQ7xOvob*8V-Au80OFb?gvu+Ip^R68Sq3?{6s5a zgq(u%cKaP1rEKocEmGt&UxejK49~AjeqV-~W8i;N*DpGA7NkvTyZ5Ne1OZPx`cX#A z?j4dPMgM)|KKV%|V_6+f+A}(MxyG4mzj+NvwpXDEP5P!Gv3mp=G{6z?LQq%D{4@DU z{W5-0*T{0n(yq9@^FD{YFU_Z0W<2ahuvN&=AM>5XCaW<7S#ZrO_oSY$(bFBL#fw5q847M5USt_!pu!@1!9rt$Y?mzN^5eG zun6mg`R)&FbH%MhKH|eSn9fsD8+X2(&DvNrfOf6DDnb>Bu}yGNid6C4xxU$kT1=}(pLYC5GswFcEOkt-gV&}f5t#J4@c>C z%fvRuydqxxSNdPBh?NNFo}Bc0t5vT&KbH7Aj`IAYy-l?HqY+B>mr-qf*~6 zlb0|c2&u16_aZQe0r0pRUY_L3nm+Up zCdNV>H*i>f%nWI|9Y>Zo4&G|x!)c0r*1o4o3bfO{H3waR z*Is3638Ho!YgV^{I4Znnj7PK~0~gV@RW7^>Y4B0Y*Sm3+Ek~VO6w|T-f?pX; zPP$Cun9!RXs?3Su+{YOGXAyf_(6WQOHe(hUWJeH#OgsD^d?pYXx#_Mx+_*l`t*5`0 zr>7iX7o9G4;1rKXL9fn9iFc=m3*TM|FGyw;?=0@U7Zod)+sR`UQs}BIsGm73O9`gq zY=(MG9haN!KQE5zS8mxkZWf`+jYL$s>p^lm;WG%1;5)TwYlb4D5T1a6JU~2b6~(vw z`~9d?O8k9MaZ2)E7>gO)^@o{!JUu!V!60?ScPH@){nIZo&x2)1PacY)IT?ziKizj% zo`I+Y=ozm7DS-n4cdGMhUyTAKlkEhN9RzA6)SLM&&`UsBHHp`Z{JT&L5 zEaH^6xU1y*!r#U75*_ZvRleR;_$&4JlY$J0sm3Ck6~R>@Ec#uRQEpV6NWiw^9T zVnpZ)yxe2Rv;L@Zg|+07fCY@$Y7{C+L4VqC?*@7;Qhx*hgoRiK35&m<#9!<9G_lYhmwtuiU#c4*TJ3}N2o8w8t z{Rr$r3Kulfxiw2_wX_A1^*1l}ciGoSS@R}G*K2LOsa{oLke}+b_eMRb&*p{6fTfl~)cPjDY14_*t&_=7p4aF~>roch}`>5ZU+CafF8|Bf3q|Met(h)iBr)E`6_0A93gcoZo#l_Y-p zFOW-9=&~s>+2D`}3BA6z7UcCFC!d&p5xH%eAzQ99mrH&L)+p{tTo}9`VvrOD#6=Px z9dYjX$-?O6OPs{lYU}3Fq*>*+t2jIaTnG(5ufiiyfz3gH{&=oD7YX)FsG;D0%IhN4 z_xmT?bn7YB-SMoGxsTV&n&;1Eg&zIMkt*Cv_9qck6S=$$2D zy&qhJytyNb@7C1yTZ`8U8E(dcK_)9J0?!z_av%GW-~QEFQ=k2Uv&ZS#mG~Vn1?jJ3 zf`cRT*pUySCe88Yl}SU_aWi63i*xa(oIH+g9ICEzbzGJ&t+U$ZK_yh{?o}}bRPD`* zZ6)BPK;ZRCp`AYpBek#EJo%6c9dXDX9acn6C$ZQr(DI13FD>5!ueg&V`?jsI;u}L4 zv+vF*=oNCR{Wd-WjAM$ZU#zX_6!rK@p)4QK_6Wa@+HJXy%RS3yfwlDtXQ`$Oqhd za>=q@WYN{^wy4tSOLF+Y`HTrlQ;%#BXs>e@Wl4aL8S-E1lKc4{Xup#XgbFR+ect^z zc(=|tg|pR|a^)kavN4#!eBN=on&V**FP<8>2BQJ{8GD^IOh zJWK;^Ano*PxX7X-PMZGt^5n|W=Al&-@o4(cN|nCBa6`ZaOj z9)ONOhwW<>tRo?O5`zLR(+V17eA=EM{4Nf80TTS*0T)<0o;9Ohuys7$?A^-an2Hp2ob+_`KJ687!K7)qTxO;KcUD zubC^LTRWMXW^4GU4)T~P`Y;R$q_f*2mtkqb9U3|~6QUbXon0n9Un-|jJg>FwsOCW} zXDmlMZ_qK;fczb7i;SsPpgfz!1J)Z~d=8Yq;ll!!fg^<1Bz>pL!GLJG9J3%5RfsqI zX@o7)WwmopbfI^K{tGjNJNEDKycbxSEVofVF&ghUex~*!@kW(XKH2yE3Ag=H9*xH? zB&?fRp#E?tkWi8FzuQc#SW1Sdj)k;6gyYV zPgHs+g_i3RRSvo(2R8M1IP&QI<*iT-k6yoiMn}J}aSp2y>r*aOkPLXZy|%r(dwn(B z!XHd(eYX;>R2ha} z>-FOj^6@Znl}*#lpSvG>rpl8^BR4sRrocW+bKb_-LJqpMtsV>3#M%Bwgtf8NWoWk; zTwg|h4v9Mx&7i#QYvUymws@hDT`pd00FId|Hmp~EP?R-fHB29J zIne*I>fjm@r>sCO+rL}Xl6+c&;F73apJ3>Tw)-iPX2ex>Yiw#Bp1iYid%UJKSeL0@ z=F~)ZBo5U7PeE_7QI?b2Y~syasR&8*_9*W%`t=eILV{Lv`)h+}QJPNY*0@ZyLj00? zD>i=jW4nD-(wOte4LYH84-^5fJ&TqsDBGyJ0}|@uxs9_wPbM~ag+$0M9Ul*JFhiZ~qFC@bsv8$!}I zL^Jx?7WlQX$6XSnB$LZs1<>!>GDS7hLcD8$k!t=_l39==mzCK03(xN#EF2(DfT;v|%!H7@Y4x{S)WfX?JO0FqPHP{^i_A zTrXni7ySoamSz9XHNNH4j0Nfzhb5;>KuWD9EfdM=y@cl8Y|0rJXK5C{uK7^^g)Z{n z_aGHKc-Ex1Czz(~R`;(iUyFUYHW|!ba96|F*MNfhURo(JGJK-Z%HwR3lW^l$$Ar?mZ-s`G^Ravsjw8}u-rq1OZc6q}ho zl2wrWb;+2wTJVzj_5E=lmh$q^nX)IU#<2%v))&3O;)Z=-WL&XMxAKL8O1wZ{`kd|{ zG|y(`&2mQxB@4O**$1Ju!bL`%x;+>!{%1m>_sXAz$@#l_(krCMC+}94_w>3b*Q7QN z7qqP#ccsUfq_j5EN=r@rO&NPuT6J6J9($BUKKW8lTihH~l|Co)p zrK0Q?q-F9PH|vmZCiU$aYja!#$Gj?WIS=c$w|X2a6VPxbX@!3}sTR743q z$x~rpcHd++_nM+6J<;{uajD|^CMT3yn!c;KJya&SFygG8gCH_%YpRjuxne5o=kA*k z>*sSkdh5xze)1)*u9iGdDq-QQBO5_rgk6v)zqO&uK9neu6(UIcKND9;_!yv0RB+# z4g3g>T?v~VYLDGXH~X%7K=@f&2EMTO=n(Bqt4uVmf^vNRxt<%@rH|B8ElQ2(R&dY~ zTp2yml&VF{<(d%f%xbBkE8i;os55>c^{^crD*flVFQUkhAAPLnAUuwe~YF`IY&~mr)4&2?XJb@ zY^>K**8m5f9T(XH^=weVt#V-RdBDu<&x)Nd!l=;w1fjlI2lSnq7}v2ke$vsilbT`?=IMC~j-E zhLK}y|D5Mk=UZg`rJd8DIwmG9-Uv8Z7!2fO=$P_Ono)xHtwy&5qv)xYO*_$?%0M-K zZp+3_l7-5_t$5zNquTUCLc%Rwsts@_sb$_R&)DhQ#QeYobk>|FXZjrK8iH=i(lpd<87pS;iq-fnD(Bi2S(vxhglP+gaRgHT z`#%13t4(oS>}+;AajCm1siisTG91r9X@>X=(S2*h<6A;=%nIPBJR?~vIb2M{y+7a2 zT!^^!dE3?Mor<`UD?}kE`uE;de2W@q!{v%E)qf4coYIC)3+DN^#rwm@b|)(c5EQ4E zeu7|)6KMf!tum%{i}gkzx5sCOYHfzz&-QO#c%e}C*?WZbd@QF|zz2q)CJcViBd0^( z!3~z;h?Mou2*AxTZe%kx<2>w$ww-D{=dlQCpDm$H z)6X(C{4ambe%Ebav4GxAOFF&XYO|dM-j_p8P=4?0t7os<9CUq8YU9?FbLiA5GE1JD z*vkdPo=!SKsE-tCG1Sj)5_VI7U#S`{tvgf*ibTl^w}ev!*WO&6A(5#yqR%J?`n}WU z3C#oWu0?ddL(>KmkgL)C#~32*yA;heP5S9^Iq#T2z04y|wS%*IB;j=eH^sXJLCvxN zKv)|umOqXl=_@R!f?8G_!n7IC-j`_vEPD^-bTu9^;+gwb08@{2aCakvK3nlg4ZjpF z9@FxGG|E&#W43#&-q+PWSA48m^-YQ{NIST|+d`y1zD5vJn_<5ly8dZrkCUojkv4Fw z_iy)i^)_bB3&Fjf_yPU6!<*AYf*$-8sh#aZwM16OLt1aDXgU}7FS@Fq!fx&g=wCr-WeI)3NeYr$A zIcNJxuoM zTY{cNWOZ?5m3itVKr?ymIfsb0%a@|YmWAzXfr&DhOcw}Z-c*(5Z@)19P2me7_0_YA zme*c4^<~|^paD)J?gP?l(rM=&Wd9>`x)%nLohyc!W5Lk`ZDc3XKHyc(z?b)vQqN`M zTe7;jei=$f%J~<-L?^Pxbg&qL7t`Ow(zgbyg`&`c@Lrh)-hLh2yyOS9jZ_V*6IawX9}DndKv=7F*}g^!*S9 zd_Rd(C1abz_1#7S_~LNYeSg`j<6|JYEm%s8jUvvAgx9_J$DC;OR2{NdvtB+l{2s>4 zV7Hg2L8-IbR@$=4(BgmVQqqAXbijTha!<&IR69WZa?y?3gE&*8Fd_8X`QYHCZF38Y zF}pp>W?hIP;uC3#Ix9()JgmrtS@2a<0x}NuRMy36DZw4<_w@Ks+!{i;#?;`yNKsr`rFn z-*I9h*e*C`k)#FeWIk5Nd3bix(N~NFa;04}LK~>IaCeckNp?q6|2YKf>Vt>S(2OtG zhb?w@=B#rz{ARjr8P`bDz*w`q3l6AKx}Rc_k_K3Et9?v980wYEVaHVl`31P8U}u08 z*1^y9?flq3E>bAp^`+{R@;+Wq~6H zkHn6$rIcLX0uyTS^<2<2Fn~F1ShUzDXl@6gB0R(dNL@S{Z~Wyj4p|X?BsCEhXuV!h z()O$>T&>& z0Fa&vLWi}qN(=q6Z-~i{6O%5jPWymka)D?a6o!8!mflP1A>*0t`YCdj+g?TQxOt4# zT#+l<*E~*vdH;UtDlMO&gqvN&&x9}MI%a+`t~qL0f^W*6ss5a~$iXkb$=EAf`S1#K zLEJnvP}Aj|5v&yQGG`^laGQLZE=T=}er>KZUe9m=SJ+>~bZCE4Xk3N6WB1ik*4mq7 zIy_?c0C6Cxw)NmqH`?Kz3T{y`CW@Sa)k{Pwyih-?FV-rLPx{N>QOectO+WB+)p#6c zqdJ7|{x+h(qpq%=xw@=2(am>9hK724`V^$wCmHxZvNY`v9O(8$VtXu7<&lYdQwBJ> zPJv|SQ*MG!6f-zh0tUD9v=kz~-#J4l>qgw2GQqW_Q(>Wv*AUuo=D9Q_ti|SS=pYzV{Z*>#!Ginwo;N+IHiz zSZOU8^VSUfFm=e^)cTCHD)#$4#;7~hEwNx6HpO)p;&G{hItj(!Rd>*dp z#gI2DHLP$x)IQ(NkwabIPgpdx*(XVwYm z$YJ~xhIIbZaQ0jT7K`0*9zWe&k&1=B6U&{KfT$3s&)t3#$Z-r&hlmF>!QQO;;4zEa z3tp&L(=t#`{9_O9;=Q|_7m>%3SIp$IS+FJpJ1*0~-D8z0Y@8L_%)=mt-MWlUOEQ+z zlB&c<0Kdf|hk{`zb7n~1)b3(=%mu86#$I8s-aH<^#Q)3& zC7b%)n55pZBv~S+-Y$&o`ZI$rIXDuJ5jlebFbvH-huk5O{*Ap;H`p2o7)CSUm?y#H@w=y2CA(#el5|FcyzyX60@dC ztLSe{qCuhLONEZtUGBeMe23(;SG2}oLA`pwl>-e9s8~v3S`V3m`W3jZ1osp21_tC! zs~S7ZRJc0AD*MTLg_Oo*)F~3rj2Jd&2Tty`xY$`{N z&=mO6z&daV?!fF6E4EiZ4GNi|HC8g7u^xMHEeEz!u4mX%lTP-w8M+0PywlH^uv?6$ zM+bT9`=K@^uva+RQ#JW-TTVtBPp$1aHp9Y4$vLiX12;=nDfU+>VW0ih+8>$T+omwSl%c}#A>Ue!buUiFvxQ!fk~I5UVP96u z(e65?H_4YbU7hP;W~&R^bFbWRdYxC&y+|@gi^q?Cr5jzmpC49wP8gV9Zzol@tW3DN zrD{s0x45P*%HCw}@v(fT#(h6{GjPG-0V!-_!%1bJL3~p^>7WDM`4z>)Jkgo8gtw>M zxu=qs*SH@#*h~ng#cKD3B~fGl9oK)+@!y8>F08AtW^{S=LA;=!mq{bDuv%S zu&y41Kf977bth63>`1o;1Ubxu&Dh<0mG#|5R*OI*Vk^22<9C)h{l zs*|qXvH&)MRkmiJZc{ve%#d*wrfecY{}ulQBF-9+PCtCh=Cb`>l;ogLrnYG?SRrL!6DQjHW+*q7fi3fFajM?hbIj{iBrO zPu~6foBVowez4e3+d{8De-DCMsmMspi_Hh1P$$CyF6(YYRQC$`Sj6Fp;zMRdH(s;= zI47cGEION_74MI}Zl^bcO$e^K@x4l9x{g!$e)=Sa6nTimF!!ud{)5R+v(TDq>Pe-( z_{2fqN*4qIz1RWnj*-S?n$>=Jrc{mi7bUxI3o1Yx7G;zKD*DuabTgOhsItJ1*x#)# zWky*)OjOx9pHot3S8@Ox&pqaY4+u7^*zF7BEMr%Yov~#Wzheb~r(LD;TICuDa|b+> z6NdrN{&MY%_#jxu&((-*0c@-keK0Cmc{@ZY$c~%G-guM@*-P^1KOA0bXW3Dx;SZ}m zcgT`or9PFYAATnF>N4W(=_guvuS0rv4jRO^sz3El+otGEVqbTjlF+6$nikI7pGG}| zgH5M4f^^O<`7A4c`bg(3l#jT!y}y#G&EHRfEV6B?rx}iy`l7*p9N;9u*4Q?I&@kYKK32Kp#h6S)s1@96bV z8rmIeJyYt^Du~@h<~SnfAbsrV{bH9gQ!ewf!Xr!uNLNeZK&KyNv7QgzMo}hAh_s2~ z)mdCKZ{3vq5)V^WSV^4ztie?fc0=Jm7eSCL-Hia*t&K&^q8%OtHKF0}xNlT~5B|Ak1_^Hbd%*UkVxM}9n zL9CgCIysU7AJn6=d?nCgAu9^sd9)1pE^YL7)SYce)<~d_umTAecRS}9d-7ZvdPgOh z)C=*e-0AO2KuGpOoJM&bHXQw4Ow0(?ud6XOt2^$}*^gUl?wSV>@B0F}xBL;8d``C^2kf8gp7IVO z&~D#@MK!&piS$80g(WanRgq zV&^QvdP z{&k9O$}lYnyjDFD{wJqfWc_)(ct-_gCKeB8$NTkrE{v6xT&BD~5b*dmKa}GNY^te? z8CsMzVz%}WFd)%H$-q5R#iFi;HK5mhkyWwb7ft8SB@vJ9xj55DX&o^l7DOGITlkgj zUyN-*R% z-Ur`UL-s>WSj)w9u@PBC_^STidj1!?*cOT6>pXu-g#wRYcB0Tcfd|Vt7q$5mX`^6Q z^@T+8Rr}|G7q~=Jl(*3EN0qU?OeyX2{0O!qRnM-*Ng|`*f>R21fXD>43w<9KEgJ=4 zaYTld)h{wvH)p!DGX)aG<+gp>{fU=H6nJ0pCW~m6j~?N2+bQ2$jWR1Q`U_x7*Fprj z>6h_L>u9&AcbaHz=4y>cgTzV^wL!1lmJ@{Le{JZ>nuMWc7xWJBv{* zB>!Lj*6>sDUjg8+_-nIp-E`=)%iLNnlkBDTSS;f%m)Kl;l`w5{=nKZCLBAH%4(*YR$-3<@jjTOa!-fJi68@U8&cVjOaP`+O_ep#Z{$JI+hwf;qc(a}3$V(ucpdf^xh8Zx4XSZVz!Sq!sM1o0VcX<&-t9 z_zbF5-)rr1FZZk82h^>zCk9E0uOGj3W+7n%1#pGk{&L2}y+uK-zf`B}lE9up9_ElQ zazOeoHCt1d4TpDiXl-)&?h52z2P?k(U&T2}av+Mg`UarG*_UT!R$3Dx@=JfTQgBTA z|N6;=-;ke`sTRbjc0Z+@V(f*Ubjpx+=h_D#&4s5c<Sri8d#oR{3HIeuliShO(&$4`W{N8Y{j3B@vin{%IubGl%Y|==I8HbW3extZmha5 zWLz_(lX;5XC=mY?pq3Sku!ouH-c>5@6aRf3>?dE%PL5!l`*TzJxzPII`GdkE^}n+? zcr{lf%KRNTtFEBt!#0+&0ObN7>tUlUFL1n0wC`j*IqIb~?P)3qhdNFQxa#8nRH}^j zj{Q|V)v<^~wbQ>P72=eN?_894ZEpJIUV6S-I=&*IoPUc^yhRJ?UivdeLe-~R7xv+i ze@Ve`rsU6*2=5z3-rJ^Op<^7FJ{eMgb}_)EAW7c*>6f;(k^9G1AFoCm~zqGWBy7Pis+G1`FiR!_F&&D)`^`e z-60>u_?R@DpM@YL@GdA$JyqP@+CWfeBI}kc^JI(N`ReTUMB9Vz0wuoLSxI1^9pvbJ zZdT-0iA92DL`htk%6*pWszk6Hq3h+&;BoT;7Y;i{BAy~+>-5IfvQ*6moe(mV$}vWr zJL=*b0G)ov(0trUEdsx1ftL^O*Fu_K3J)aS2F)PW z!x!7NR3asvmVJ=Sx{0(>PnthPB3=kltt`Lciba$K0XVRwRdSPviVIZJb)B4ZxMV@v zCt|hcg2Kc+y4}7#R;I9<^d*wM-Xx$0n$~y2;R=pQic!`zF{BLR*6BFwXBmM}pdit! zENwK29tYW@>6+i>Z?Ot#hB6hDc0jAbQHo*hEqAJY?W zw<+Pfn_Qk4J?b46mOEvir@pBUsmkQD`ex9({-m*#Xs9w^x3Fm@kmn8Jw3S0W@s?wKb)xMQkmeAc}o=>+h9Y`BC zSWKfa+7**Y=aecsT3M5&+Lb(=^G{CeVUk0a*;Q&; zzBb19)To~^W8Hx}r~ASqm_DWB22|1^`KZ|OYV=o0@xR5OjDR;2QeBU^6ihbZZ1{B& zBOmb*3yH10+g@)!tD(jrddyhYBw^;)_X>&Z-DoTa@Fc4#$|YXpc#U+U?X?*O?>Qo> zYv!MXYt~0F-j-A%^ChDLMuc|2UoBPFn}MUFN4YItsr!g02rY+t2wshQOhU&Dl=!5lSD}mTE8l`|1 ziJmj@7H#!c(1!n`=v@4n{{A?wRFqqi`(=eFbBS`vW&5h!L#}hDB)8n}%vQ<$7D6dj zF3EMs{WkY|xf^qxxidDG8D{;e=R7{2bKd9ue!X7Lv9EgR)WAnR)7+BG^W#+; zFn4zaCg+le?81=&;uo}DU@B_1Ir+pf1Cid}SLjrTc8KM!0HP$DI4^{UG;5<6YcR~( z42w^mLRJ30cFiKRthaCj=K8j)zftnsia<}(L%xNo!Fv5{HfvL5kHl{N@c{@{C)Yxi znmtb8#-F85%KyZiQwFmGKx!L{w9tr!n6fN<$M?8iQGrDjV_%)+a!pU({RnaM; zRS|!GYX6*VpdnXws142}bT6gw%Uz{^bV_C0vwkc)G?DUx)9K4%4WXIGDPyRLUxV}U zV3AV1zYpk9(^tGgVD!0-?8Usf1ACg-7~Z+Z9IS|CjsCSs8qLmqjwgX zMhaz%C!4$MKKP)@H{U>=36qRU>+AKTS=X*nL;LIBXJ3v@v;l*wZ9&5n*(35d(Z#B2 zl3X+RCcRnoA6`0Y{c?*)w<1?j0T1Fbf?sQ_xwQ{o@JrBezD(`0%IZbE@3UHTIT|5k z=6wrQE|IHz5K!Uc0e4zhG<%{BQD1 zZf(t-2~}$?SXxLksw5|Z{HT=dT7$pT-@Q85l>AK#rBaE91LQ%QH*8 z17?Fgjgoanmy;zJcUaw66ummFPdwH&J%j@1s_yp3w(w&b1UW1Wg~%__9abMuGp#_v zf@5_`&$zHw+ml_oc0i*33!>&}k4Y}MFFfi9WNa&YGXl-i4S#{H)cs(dl7 zds--AjtV}i(@ggCy1rrTx(IHrQzv8PoQ(rGL-ulF#aS0_ zBw*L@VvggtVpChUL`~VbL9zZ9d;{r>gE>}iWdkuVo?xrvWn{czYyhp2j&s(?R9$~n z_N^3pgm1#2ti`i>aF4xySMA)3>^1z}P2;<&0`h3Z!+2ZPHO5jYj)6-{yh?*jr%gio zK{#x}l<(JUfJsX5KRUBpmknz*896DaZ|h2PXWUjTJa$(fW~Oa#!Oo)xE9&`fZang> zDend_ZA~?5mX6O8Z^qXJ9lIA24deXX6Cci6_KBy&^e{Yw+%9lQ+kzx}$?QT)qc*(N zd(?o6J)rB2;~sgfn(aDl!@cs$rP4efu6=han)7W9z1C7dP z-O;j_Rn>LRQ#!9*O1v3(t^VR~JWUy6oo#1(anYnU{PA_BHc?v~%`h;1pT|l`*{+vK z$P|j#IZ!i9YIZ)m)sH>bHROZ+JsoQ0nw;P|E5j@8KZSp zDrD!a!Ibp`x$ZR=Gj1a z3@4V#bA5Aa>e)ev*UHn}=ZsGp)c03#07JuqFzznYv%JFQ#ciyhg1!kj#KI~lBfqTQ8A>7K9Qs#%;{&_s7w zL0|5o`;X4an|)=TBH?4gsDjYa-v8R*`Jx_VY5nC6506*6_Vx+n zUhwG$xj|A%ih%E%MQH}Z-S6Ah1+6A5Q6m2ZR%tdkoi^Yoz>DyE`8JxK<&X>B1{~-$ zRkn^6KI{>+ZbHMUplmT`u64ju_fxqj8Qo^Iv3 zx0(hltoNXVca)?uL+j-f;!Y^YxKMws&YW8bG-0UWcAU1#Va_}%_!IOgf%+Bx-Db|V zt*WK*VM=QAk7w7_@diYx-!A{?YA*l%+>{R)Wt|dzRlW+Em$mhZiALnj_spvnfuFmR zq%YKw1bNi_!HD_>gGW_afull##6rD_md0_=_(i3ZIfBCZMqPl7Pz!L44Y2uf)7Z6R z^6~A=Yji#LCy!9w87HdB+Y}Sp;I9vS?sfuSF5#>l=OqijriM_>4kvG%Hdm|c2g$hV z*gwIv3iT8%%}XB5Uk4ZXEwWn&W>);8nv)kQ+|ol?QV~u z(#R-5p4S1`I>Zx_jiAbSQelzxvx{*VOQjh*fOPr&6$EeD$JVbuwZ*eo2FB>mDj>CC zh(Z`};D{|@LEib5dv$_yB-04QQ>()=M>-WDE)iz4(!CZOD(AirI<3M;O`5!w2;|{K z-XcH2HQ94)xH^aU@J##wJhVKCJAG%1NI1m%nT(IkKKa_`Fyq-vGr6fQf2cYcNY_5= z+wSm1yZ!C|#@%Zl$@Pzp8+zIA$J3`)1;|rPgra^Xqmt0TqW@_C-u`prtNrba<5nKx z(<>~-%S!-rCSM(Tfu-B>aUh4ptf3bvY{019{RfyQuk27y%GGV zOjRDo#H2Xl(X8jg`l&1Bnlq2r8=~!%2yB^%`khkl%askYnT`m%$>}+Y(0SqE49hnv zlOF!tRfqbz=>^mNYVgb%DVun6(>it67MAGr?7Md>0F zJMJ!UXrIm1sbN)H!k|(N!y7ha0ComyPsC|N-M2z_5c_}4vmZP9Hr;+4`l^zFAb*;$ zeE`XT^3hVU79)gsJh*lILc#+(thYC>h}LHwVd6(2bq%6u4csyDPwNLXfGxKcVWfFU z%kN`pOWUm^_x%OYvLno<$&5?#-vgU=9I-}L#=x2EFG9-{i>O8jk+qBnQMEtH0(h*1 z;q`{|KD&jN!s5s#ByVCy9ahcwY)K~WYP1z$Vqfp4HYFs5J|iJC%A~<(((pTSM23Y1 zKFW-KQ{JrQQfrk^d9OZ_)l8Ini>gMGt79;_3|uz**vw;Q3|wM~T@aF4bZQFa@h?+Z7rem@Z) z@)Yoz^9Z+^kadXmdPK2UM_idy$0nx2v^AOa&x#Eb_jw}^%7~t`jCrxgI@lGF9 z9EBJAZ%LW2_bzg%O8Mk%y>|E6k7yP9M+ZtjaXxzzEUm`T4JV{+R_;_y9f;iJvDno* zT{*oGgfw7f&^^Zxd!y6r#y$(LSwulj<0yyZYywH<`UaZH(`>|Vc+l2MwVV^5^XlD2 zINIkrI0-CD`8!dx-@xp?Vu$v=x^aT`Hep)5@JkeR=VFU3FiXG~OKbjz*_}*! z$VlATBI!T!H&ST$aXXw_zs{6!P&cC(kUIShZ*MPoem_4Hvhs_s?gR8mw0UjIc;QB9 zNzdZB+ZjCsEuN&tL3&S!5^1hT0ipSln(_W`;8%G8yD9d-FRLSesu~=MX%nQJ#g*_y zxwhBWnrS4}g*bbH(V4j5oH3oLfY2A7;?T9apTR*o^;0z=Pq{LRTD8C(sL0o3y)G-~ zc*=vq;7py5dhWmeOViYH=q#M@moF)CISp+3`6u74A{Ot-{U)XEG4SNC|Mqx^gdZ*P zp~E{g!@udw7GfA-T;)Nq$?fOukt>x`IyLu-Yu5is20yMRvX)y|Vcy#O>Zkko;N7Nm z#uU-|zYN0Nr-_e?lisq@aoU@V?;NSz^T$7ym2cjz9F1l!tO>eX->v}cIenw=6m%J% z52-C{z4u9(ecs{~1c$_L)={}_D`{!&uK=g~kR6-r-5y?o&DU-yO-TG&qEn)S;2`)v zzDOeeHekQkkfwJMMPmpWdN}Nc@5`NBeB}y#C+J?XmOZbP)hs#r8K%|mmh@C1z}KP4 zRyK)k{urrF816zuD%`Vft zO*%DF658omTb*n71+D~_3lBQ5o<)uK__P&OqY?nj6ieY*=u1MChIg=sq4vcEn}2kn z+On&aN4I3gP+?t;clZ+R1_>as8csXzxHUT~`Tgm`U$84=?(QW!vWZ#EXGLM_t1&OA z=hbJgOsJb~yN8Cf`nx(gB5jBqwp=9bk#|el-?TG^jJ!WS(#rxu{b zWa4tlibc17Y|@RtBbwlSzH7J|nTr&MDF#fp?p?$5m~aDIUo8x*EE_}{!){t$}up^x~N4VUy7!x_}?6NCk<>onsZU1HEyH2dJI zb^0Hj*UsT_M&jym6qob3-P<+fW2u&g^P$=Ym+&LyK#~((FDF@x_drWAQ|47zy=cpO zEs>pj+VC&?dRCVy*{fL}zKDO$jtm*HH$o86( z0f~xst#5Tg3b+;a=ArG?)btS=xI*#-)`yTvPgrlD`?x6nU5z+}dQ@X!O)4T&Fo7f? zMuO+lR9a|Wq~V|8($XfaGkSSEye7G;AIgEfM3{={KH6hPRLx4l!*6?vIxsx;We*<~ z1lE!PgyLCj-P;}2E9|iOfcP@YOlqjY)yLtFEYLGL$T6~(bg+#Kx>zP;qlJxw-_ii~ zM`#^eVt5G0bMVAGE3SBY|C0HJEZ7y{<13`}4x zhkrj3nmid+9bcGhne6-``e`+GO9wgf0IJ*mVv04o8{HoWdho$FcDbY(%~gE{Ub7v2 z7={lsts8r|F_bn}|I}#9eFw~gc|xdbS3q2Y-UUrAgRkG@7L(*w`O5`j<5i^#GlzHJ z*>uTZtQfg$c@p5&Xq@Hoo9**T_)b7CvL>u|2T4e?B-XYr3PHp9m48=`8yoASoUnk{ z2sD%+XuU%IpuX8wGVg+<+3N<($gy>f7cFt-d?D>b7rqJ@Iz3oIwBz});t`VmOfHTd zS}qx+CAKWfIcP5^{unY1X?}cPmUb5-@_8kF+&(o!bZo0!8C!H|s&9G}aMExRB%^V7 z4xC%k$+$1}$l+1%Mbw2JNRc^m%5D44?2qFugs7>`f_5Ig-vxx-y&!2NBp=bRbMHoQ z8Z9+}RMqR)bNgPCi=fY}Sj&@V<1feGtXlyN|)O-IqIc=yTrHShuqd5J*afl+` zt>Wp+S7t09wZYN4+y2`uz%~%qenGwPuwiWW%BMs6RCpUC+g$EbdIs`GULwz^zS=Vs zAb1(TXf@k@1@Ii@Bfy?y*dQ_j8Kh|ll8d$i`Ep8JL*Z4`@YLm1B}-2oI(05(JXIK& zK2@`K9jZBb17|R>MZF`#l~qW!*|~`i%M`52ySf!>I!KF*;S4_0CTn3^p^8gn>gX?& zS%%+;f^wxND!BmG|8c2e#*R-e2N|?_{sw9;a@9l@`9~(wV|p*DvMAUPdtMh?^Zxck zjR~^@-38P1sJ`EnM}pzo4b+ipa!{!&-_$pan#>q+3mGZ!Tb(3PBZ{PKL{e_UUZS$V zg7BzEbr?K7XIHe3r-zNn9S&DH1 z;WvYfgjTLEbSXcrfOn|>N_%@{(er)d$MqkI4E8NUv}w(%T2;Uqr(!RXw5YhJNEG$@X5+&*LZ>Gi_C z3WdpA?;=trAb-Ghuj5ysO0;Zb77r`i zzo`2frf)lT(c+E@;P~O_EI6h5?DYu4xqlSO1lL?$4J@qgCnd%OzPi#Qo81xy!L3Kt z7;;dI&c8!h^2vYaOJ7ws>m`es-F>Wawj2FB#DR?_I~$?$e)Wo}TV&tc%h?L+8#2-i z)!==^gdl0r(?Hm42|NXc9J+~$dv|^!qV)h$Z4LevUu^Cl*_BXcR>3v;^EIv6OAXRJ zH`HKP7QbBYk|Qv9{tI(J?|0lF{CyjNZsSIksM zdVk6waGeO)y2?oacMeCh_|URXJA&hl(w--qyl!SkEbTv6#!Wb%Kz?I;yf+A~(qFAg zsN!4!sU5WeQ9X~WGxaRapI4;bl?Q6`ye;7Yd_-y~Uf;n+hGY~hN%42lKHkvSwENdL z*k@$%`zf{)e0TD>wr}dC)6=)W)tr!m`sPJZ(eks4g+ER;Wk)il5Kr#aw1}}dSkL{9 zA@lTKY~=Nldc~VK@ovMtuUQML5|$k}^yv!t{sZR`NZ5H~;V-AB)1tQdG6Mdk_fKji z9?tW$+nq*2)i`--q@(-!wBl}0$p29{fBsi2L(*qvA57yQKKe{~;Zd|pSGwN?#|#Z7 zz|3O3ayNz8CRH6dv$#_`pQnsYuhy2@c`nk(Gr5~~*A1CuV&CZ6y20LDxFF&ilF-nG z-zGy2S%W?oL)9+#2i&zLfFMknjUk`15GFe=o*sBf+zsvT!tZE@BKOl&;QZsQe{>0g zzfim7?tE-)l7!gZ{0EN&4RsInX5s9H#cEOUk_Z{*%Iso>m-;Y%ka*Wb4zGFcr`uJ# z;ZDpfkBYhtO*Vk-{5|R$nzHtMuyL*+tDtrn4tq+Dc^yJ=@OO!qDuTkW*1m+WKe-x4Of=wpsi~67sw-y4z|mYYO#cr!zK(_w1fYOY`s(qI3c& zGi?C3J75<51MGj!xZGd}WDOE*I0x!=S`nh3TkCry)N+gTA;298n!NBiPd5+a4i65C zh7sgHI&|AKGdNMZ@5PQL@aWA=aUDr{NDwE=ANo`3pno#1DqKatv*ER8brJq?Vw)!* zTDYZ?#6{c+wq71uxZWC`u^>`+zdRV=8nK>yU^}4JhrHd8tT1?Yo$j1b;AJxvZT7W& zL210%B)@fSy!=OFVlQ2_G(Vug+XrMVV0ZC(=q61w$r}#gwK)GrHzizmru{J~m~&=U z-^IUsPAjvHL4N)8?b!>xZACWbzA7votw<#9gAFb%o*FoXPPq)U5t2_b2+H7GS1`C2>W<)87wS#-wQzg-Hk!Lt?vJu z?ferY?ev#7g3>0f%nS=JLb2^ZbqIsqfiV7tiPtUTM~T~KYYRr>Jky5H{?X~4?Es=J zGf8*e{FU;p2@4T25Lau5yF9s6xR-|)lpqO$A@8^RB~v)Qv3}wC<4KOTsGaCIPuIS> z-R;{*%L8cq5cqv(!I0+7ard$rgXn*HDk|Beeuy0Y0lA-KXq+J25-ry>4vRSrP02g@ zTzkF^_&0UBAA*b0-@kt0;abiE4`(4o>0<`Lz?=`^KzGedjWfr=;-`^G-WIRezLzqc zm1rLk?|i>950GGZ77iqnvUxPwi}UMhlB)uJeT=40wwKXu2v#y_WeWq1)-9x1 z0FR;FJi}+5muSVrZ2%|bE@~RZ4wVczbNM^HyA<<`$DiRAT$S(KZ{ndX{qu2s%9+C* zxmR|w=fFW#&M>wZzWuA#v>>4j#yt$mXpr2g)PI|g)2c+LOnwFy9TC^>t#r6$n)nT- zwFZx_-kx_m1+p;)>)I+TA9ZPxND6U0K|VP;fJoR!s0i5vYaf}#OdpJc_s$O^PuM$3`4;%$lG#nF>loee^W18(Ga6@(ud7AmAw^|2g zNa!cfl4wG(%fYDU`N9gHO&M1qXQ%hTY~=`~P#;%vHxE;R`Z6xycz}F}FmRP#X}kU3 zh6*|rs!pz3Vv7ze&1xZM9rGJc&7GuG?%Y?h?`f8d`soCB$`m^}u2P%xkl=7LYZO|| z4Sv7SUA~93xF`L0?k$}-_#^Tw^)_rg+G2`>=7zkwBT5u%QaN!I05(1pDH8ud->|{p zW1|>N<%N2m=YO^djvpduyE~aT!sVsr z-*VXMoDF_SE=?7JFNs`JxnN(qqRMoQ-J}=f3YXEKI=_qW=|mj65ZEFCRYx;ZFUTpx zDLifeWM|9a2l0)KkZ?SKcGLW(hyCryYC1s`fBLZoB$v+e=W5I3h_QJjai2fcjC;;O z0AVmm6stZxjyifhsp?hij#1nB@cNYlX&>eBEkw8Eyu(+Ep7T^*Kq7TDGQCzS(W=RK z5?}|_9#ge03x?^jU9%}`PLjRF{4&UXH~+2Rm!oc|I(*4Pjhzf$vAj4 zihVirsZMT=gRBA~j5|~LoAcWH=U01wT{5pMG>`jjB{25M>Bmx*eHU8{h`*&a?$M27 zEm_~pghUBWCB`bPL5`0Xoal2N#2tk*(SB`r^d(Wgy75lW(gSu8)Pe2fkoiP4cDb33b71`pkt=pRIpJ-ch`86^`y++v#vk(k4N_BT(f@Z8} zJ@AXX@zk4jt$&GG0$sRi&(&=BbEwnw3{>PUbRhB{4yxTOtxGBNxy1UQ`!!+AnopwE zDsMtHgaF4PyZWFgewRQ@1di$6f4^nUs>%hzAJ_}i7}cUJBRTqdONh8#|5)XCVCULw zU4?_vKe~57$Ydk9dyjSDr~K!YF(-cC-$@`x8ey`d1vEw)qq6@$G>CVj?+M$Gsh!X0 zj{iuP?ze``f#E(%AW^K0h{Kvj%`OK;W-ZScTwbj|9}nBpAEg4Me8(wfgu1v}`$AiK z3=Sa3W$jb;-fbG}Nx<(%oEdZJeRW=%8>5Zles&*vlQ`;H17@?HHJEp*w*Orl4i9<@ zmne6G4}`<)drp#gtqgNO&a3Vrid7n`!|Pq(XxJo)SJ3TV$_P)CLISkXL56ZQ`4EXz zH9NcD5-X4ix?5YL^y1I9395 zH#-~6#8Nj$NI>Fpm$CmO$Wnk-ILALJcyj5#mwLaF!hT;7NJCGDL3TAh>`2}^0GX^7 z3aVVAC`?ArN*@kdwjS0!2Rfb?a-Qk4#=I1I733#})f`g?-0k(TPba6?8JB5{Q;#=7 z9%WzoCeWA<)x&N7O2&Jqax`3t>tx!|DhRMTKX1-*>Qhe;Ip0;HBb9UXO#LZ@O)_0P z3}>GX-S4PvHl;Ns9qqM2+M714*t=_b6Z$5{pV}<(ud5qsVWsXwQzGB zjXYJobzyOZb4}=>Yq_faPmOy^SM7zq8n;}tGKoJ_9TGMkaykG%LA^Y8*QZ%d*qsD^ z=eE>LV(LYiVT6ivmQb&rMM2A8FRW)vi7T2B4Ss#U?fH9Xe?^24?h!zjC^L=hIOQB} z*HbembzChMZ)`l7=S;d3sbz$>0@N&|?IrQ6s4eI-j8up!VbY^)rl?I#YV0EPM_IjYFMPMBvkl;bj+)=j^Ic{of>|%i7 z&9>hchP-d~gW6u9WtZXsSLdNR6ZmGW0X{;uM}g&EY2!d^ z=U*qSY24%OH4}Zy!`{w$W|l|({cM6F`!hI0hl?iw=;FyOp1g4D4P+VJW$WB4BwbtI zh(^*?N5X?HQi{?>=&mSr!RA(m_Pp91+C z%hgISosJDfzXnuMnM;n6sr4 zyZ!+Z1EJS7X(ToArCAwHOPA}`jY}l~6uVqjYv2BytwHIj>)SY}`5DUJ6*O{l!-;i^tH`?!u zNP5sN@ah$$A8;9JxSV{6oCtSji#_0H(QK#up*I2tQNQG-wI^2m$58v6#CayB_eFB} zT9GNdIgY|6+#;mo_w-y@BmpuE=AiJU?KQoF5on0?U(}jyS_kYgIcdzI+>r~D9&w@= zc#iw%FLItCP;_`|K2_+*n&(0qgI~u@qbon*#NT!m%@LH6?-qVpa?AAo(H8H z6Q_uC-Mv)F&bgd)o@#jhiOShSxkNN;_FEt`Sl*g;_xbeSVt_OK>Zx-fn)8&OsL}ys zt_y@bkACmulK*6$$AOv++=q8z?(Ds#Sl&r}#NvK8^{Q+_q3H{1*vnR&d;y=?y|rL? zBxZfcyY?Q=TV5^!LcE9HpWOvNLpdU2xcS6>6jN@X5o=YBeucYx{P5C*aJC@^^jPc8 z6h*5r7{*v0a0Pg?O48xoM<(wFN$*koo~jT~Y!TTDXAs*}E7vX6XSaEKMgri;NO3=! z=YK|oN8|TIx=2Bl-Kx$4a`##5DYEtv5D=OO$xf@JO4s!&%Bn^Z>vzpa#k>(^P z2_AouxZ#N-YZi$M0l$W7iQL-9vTbuK63Ja3C0;pUWG(G(jZ~vhFsbV6SZxqoTeYO|GESn$r{ z5qKduiv9DkYB(@GUX!R1SxrMIvAc0BKQwDjnn=&WJcG7>3`nd*=uVGO9|Z?ly>KN) zcVuKWcna;$Xp}8Z;4fHEFQWXr_9c>YDc~nGk+b}t!6EeiS(UvsYAU*5gVtzoy+9t# z*u&N(Cw)~3pO%3K2qT_lf1v=U@U53&V+#V2*6pn-)}KwG#rTg}Ud=p^c-n=Jg(gs; z4OnWSvdazCmfwh%mpy>^daU8P?RnUrZpy^vd!{9CzxJHBqt1c^9t)b7nC%JpJfgghuyZVjdY%{2=!=aRNgMNZ7V9Tv zp-+M#q#?r2qw%8}RBR}7Pw)N0fI`8G}!IWe(elkC+{`&`)5DJBF9hLG!C2hc{JB35k$7vEQ(Kg3Vg49bg; zUr0TGVX{~*C0-M2|H_JL-^pA947ueb3kPtObdn>;{1 zcbaqEy$AciV!^%jNX%y^mJxqs8{(bvPXv}NK8G6()ke)snI8k1zwFa7N2-HnLgJpbn!(jr)F))!}tq#oE7i^j5 zk;8<%UoA%9hW#bh&Udzbo)0V_LV!`30G069y92yl9v3WLzq*WLC?C@TM0(;l_aCkT z#e#-Y2R|*#qhdfjBdV6UWS~jC?3NWFbEl~KBQ$-G7JB)uevMUyY+pVk+J09vo5`kq*+AxlB%#z% zmt;hM2v6g|s7NLe84Is00}Z-$;vW#eGeR}Q-mX1m-KeV;^`^&A|(>9$l zUCDwe9#}kZ{lY)GRV+I97cPP7oLneKKwxP(wx{u1p`GEGPb-9+hW@l+n(+)1=o&ly zGANX2mfVTDpneAtdH5$+%M@fId-vogElP$i2CaH{guJR`oba33eVq0}zYYJXkiV_( z^e8YEsDu11G?7W?Dalh( zV8iP1vfGtavA62#)CG)kBcGb_T>I`#Cvd@zSEf_V?=cO^fMxrDu5>Z4z3sa%cKiY@ zin~-PS|^ZoEGWk`8xCR&;B6iC{dFnT(dBioxL^rkL3sJvmx3T;!+C3wtt!f8)jN!% z`K1}%B!?EaXXp=5U0RAqKpCt9*LnPp?)7+{gp|vgJQo}^P-mt`-EBECL z$&kK9eh_fe?$(qD+4fS-tLs&NiV7O$MdR{s);#lRnWbee1r_xG$6A#sPr=Mop@r>? zJmu^jsnR^^;TVAtuyaHKuG>coF-FkZJ%3R}v(kCXz{9hr9h#W##cwL#E?;bokCHp} zjz$x+VVviIVzmHF?~JjQdXYO5!Mz<#RYp^O5;a@SN~~Y4zNEXH#M4XJuY30DQ09;m z|BsH2hFu|xx1|`Cybs8B=MF0ET$?+&OG}n=G61g3Gj;N<(>eqhAbE0{kEdkmivGv0 zRctK1x16`^;t6`w#|6Qha1EE>Uq(i97(F+24KFO&TuEu{P*pYM-CykedT!Fzh=^{s z{rNI1?CU#MAFuOu)vf_Gb=-#gI^w1qV4C2TMN{&`dRoX*5BCG;&*yLiq&XS2tODny zSdLRvUOml%zyF?T+%$V^=ZzAEF>tO}y^dE*0*P+qu)}ls@8#?s2=bzjqeZsg0vG#> zOa}LhmfbYRRwqyVm9_?RYE%wEZDbDubx^;0d=JU)R3Akr-1m>p9NFL7#6CRMvi6X@ zyBk_Z%v$UvnKv5HU|1%pe|_X;Rj(BrP4-++iRO3TV4-s(VK~#v8zb+76drHfzKU0xlhq>r+5>x zqr1E!F+G`qKXMkPZ7`_gJBdNe0H5BmdV9=xr;soW##ZQpQESrk6zAsXL+$^0?oCUR z`Qk=f{em*GrRqhG+_5Z|r$O9F|L7imq~rG2NeYsJz3Vtc&D{GNkN&ba@@H)Jk05+U zil}g4O_-;By8*F$I@JX_c)fr#6=K~+VL>3cPGdrkAZ#(bkY-%Xbi|*$&$&W-4J51g z*q|=anxpK-cl{l&;xd@Pmrk>eyk_kfJzE*|ZvI)_nULa9EF7)_r|~U!FTaRdc6;c$ z$@`Fckk!h&4^6(B)};(Xof%W4i7a^~@@vsd!*$g?3%=^TK5fWx7KJt5((l;@PkQnJ zFM<2+?I_lr)|;>?j7$XNdH72~F)1oEj^iB4^7bZIn=P&dmg7Pd%n_|>N?OIeS2AUU z>>lz^ikppkhR+P*I?CPuJJ^R_D~MYCg?IdLo>$H#^R87kEy;h=6s8L42D3s2$t?t* z{B1D=c+(TOjl}pa_>=D}=McYg<3`FE<@dEd}p zeS7o?j`>wXG zAz{0lFG1+pJ24&c1CjYz|2GO%Ip5+A*)Z3RAtN9VEsey=qo^g7XHq0aVJd~{mC>w) zv#TUB{HYsZU3^_8%S3LT;yD5ZmcvlvJnf(5GJMtQa417GUdRwin z!ClXyAiQvu4gB}NC7-d@)VQ$@*|qNs+kard9I)eOh((z1+`ikGQG(IQHqsCX)givu z8}cZgEmGf^JZVPo;(4wlI%3w^QY|SHdu~ltA9t%W4{{unh5n&wLSLft?$4zM!y=XAHJD%w z?{a%}z#>QES`$*`hbr!0&Dn0I0B_SunQk+}mv?K;Y4koYedl1U&g*3BPOcom>Mw;+ z17K+dn6<;%_j3k7WJqgfc=;yiPE&Pl;v6u%P3h65{h!KS-6-j79Zf>ig3GCdg_F7b zP2Noe2h_=H$&g_SCIa=UewQVG1bv~k9(OWqOm_XbMdhJU6pf_tZI)~Gw?cBUgzm}H z_iTlp%8)Q(PzMGb4+3n}CLY+TUdm;ig}w1PL}t|N&9Y&SYAW76oSjWn=XUJv5Y{f_ zk;(DFA0i6}-Ejx5=Z-Rkd-ptMT)ieX+H{j{$YAs|!{068jSX**h5C=K43UONnNo}4 z4YKRhOLSg6ElGo>qawfc!gTU1CIce{9O)~NG>wk)c8MP1s$IKB@y~MciG`!W*g!EE zVM}OB;m^+W-a60p!!ABxL0wMqO-JG8fzQn_{ckwerHZY*+B$0&-mer4+H2~m&Pp;@7+ZLA33yV4QD-ah=2X$tmkp^Vmj^=vX^ti*$a?5?h8Bg zKSM29oT%<2?sz&);Eotmd57#fU?$@Qq2PEl^#)s1C?Ki#k6*!%f72K^=I)Rrd`T6; zP=@)#GSiN`5G@F2b2~&t#?qz&fGAaW0@eNtvYH6@LY&}V&EcpQ;kxGx_X|9&N`CY{ z4oWJ_boJ%`nbrGK{l(#iM#x&t6_0r~7Iu-N@{&%)S8f@ebAk)j>x*%PI2Fxm^zP27 zw0bEwN~b$EtR{H|{*HFnpxlAe>WGpiPxub`yB~G3e&6~?_ozh5cwymb^=rDEZ|L5C zbd?H~=XnGj{~1$1bqdqf3WPw_vHaCvW|?5!J5$LphvQOMMHFW%^(cYXNg%2eSctBJ} zf|v{lgdOjpuP<$|J4;EP3(tpDWlGnA|DjKNwuJTWAE}z(0&EH^;%%pp3K6+8f{-r0 z4}9UDhxa^b$V|4tZm1t_50i<_i7xJSUP6Mqj&-NOuT2E({~H2%c@%5F?>Gsld~sYI zjLuyg7^EauheR^EiiPW|)=9ZY4kBc#){_T*kxi{#ylv<8g@3L~>L>}-94y2yBQf^N zZh67{ZSLQ#w3V7BSMR>U}+CRDr zUh`C4;0BNdY&ceyF|1b`H+Feb;BMvjQ;E009d8?!)E79niU7X7y18V9a%ZCwEyE{E zC2SwS)$85e9KmOn5pAcYi=lsqZ_M8WcLZja^p*e$!s!XKBx^F5@YjE$^x=51Tm0~B z%?;^0EL-2-#)VI+A0wS6oAq*Cp3C=?1qe3YrrUkd6AXBkqXul3Pfo(*XAM}Bo!&US z=Tb>C3W~>Tw>*9DOIAzxaC$w+KsMpL{7NF9&&m&dO|{g@_2HWfJEvODTcY)A+>6@p zM&!~~=s6(iGPG@KH@u7Sm$g0q28CE%V15 zdbmA;s+6`eOb1-v{}Q{o`lzFi?TsJa_I1sYA)C82T1>2}(d)$P4Yckw<$W0~`@zKS zy&L$(qxBGXF6bF{FJZ87;7tGqyt@YO|;Y_sSU68ER&5U_-<2-9` zx8K#b)h0r%7Li_0-3=}?bDQwbYUI<)1^LpTgN6dr{VU`!6MIhA3bFM#atI_w_TyWe z9{|cuQ~qs&xl|to8_(J&dED5npYi{o8SW#du;hcLu|N^@sw_zT^E|IN{)3aN;?*6T zo?X%k)W^+r)`aNpWM*qMWHxOFmd?=<);6XQUj>6dEd}wH+*39)pOThMJyh$pAO|e% zad1wE|2BMhAlTioKNotvA04+Z2*+|YyzE)mP6;qgxWFf1J+H~FG%Ngu1^uyCXb#Pp z7d)lLzc#i~PdK=TaZKj63ac~x!oME-nE*0+_a_Vx4STp5#Le!y08Es0`UKluR$%cE zQxaA5gnbWT1yn{gkA|*;dzK>>dLqX+_*LIX7$1+B}>N_(+MjO znOuqlfjgR_PJ47v+D}Ocmf2->K11HK)k^m6mt9kOOtr6f>|cd{AwI$Nb}mMa z%D2`8O9#k-gI;)@_0J(170LtGCvX_l9ZJA5koMY8)F)IeORN(b^~?7<<;BIVY$gX@xh3eRXo zM;QY(OY92h8+x=kgU3d-&_FR0PG&$v^oBh%4O!htnV#3J#q?x9*uSwaM!EDhc?{+8 zqA?`twrw%pN!TH>E8BOzw9I2wvRpVreD1^jt^2{qnGL7Jj4REz`ud_%k{0HHC+IGI z>YCo!;*T@w5QE*X@Bx$v&OVmLpL7cs(|mNph4wda`I9KFgkV3TcC5#$_+}kXDKbt` z7>tSN%x4bCGTlsWFL~0FdY|z3=R$=xD&8ANN@o2>x1z6kp4?VH04C(Ouw&su%{t2* z<(pJC!lBnqE3-J8Vej|@mdyk<5-c6J$S%!yj0L^(Ket;pXbD@Qn(d+lp^Am>2=<3f z_q_hZ&&>di#N8D-=nj+~@i1I$hAd|{o5NWj#@|gc=P$Z`{f8FsjuPi#4YFSm7IorQ zIH;lF7P=SpkXEra`e#ZdSU>(xuvOj89#@;h5+I(i^2Gho;g+mjXYOoDuI1yzYDsq1 zoH$yK>Xy}|mQ-V!jqj=FG*#B_{9#KL$nnD6^FZSx(E524MLmBDaM@u5?`+;OUha8` z5OMG;_3@U^hWc{NKRS7f5Uia4i5p!yeptxRR0|78LzF{#xnFkFw@=Uqr@GIYg)oMX}z18sAY)8!Vwp2it#%LQxRmGL#F zU`o-{-Ffv5GZQfRD5NJHiwAe1J<8^OOLr%%D&TuRy0Q@@LZA{F>JjBvc-TjA4h&CG#<3qcSZJLC$X<5?+AWm+$A!RHnwOCDzDm`)V4E*JS1dY& zr1R+rA4h3a>K~6BYg8^aGA_l1iJ(|nq&0l)xW@xL6b<(S;*m8&20{L9ho!VJC{=dC zA1u;#oHDZ*ZPI9z?({#3t~{RU|Bow$T#LwU6{3*bw2+gxg!nNrs82?D$BjVHGpsZ!rb ze@cC~33hGTbyA7McEq#jGa zpr?euQ|qM4y{7;F##5^?y+L#6JDH^$+x+}7!+im+!SHLRfD6c++H-8Pj<-Z=&*Bj0orA|L>AbuuEdJ?p|KO8=XI1+9qq#bQf zt-J3Ir|4Nta~>(k;ue`Bdq0!B|3EmNu{G!FE!7HKYne8h81fW3sE;c~6$V&KJ6pMG zwTWXXhxE0{^LjDu>ES(>hPO?zi3 z+7B!r#$13&sjFG9{a~cWGRl3U?l@fgT&0U0HBr>)sHc^lc;@9>!!^4 z)0wxF}G8rBnfjg)_`J#A?@k9gGPe)saNucw-~65r+z zJ^l7LW+YF6Ip~c3FvOOqNQ%oFz7Mw-Z`I_VuQmI4WBKT|ox)Fy1N-3xsxOCoJ2l0i zD_F_IR8n%b7su2%DE<9W1~M8YkR3ENrFNNANLa%B(5N7JlS%2K3Mo2+bXV&t`^sn_ z_XpM;QfI!%7n@I&8tf_r`mBuGw3zn)OIO}QL{*cZb<&r((qV*KNZ(QHI+qLB8HN}@XV_e)?hjTLc@oFNdIdoG17l5Xr9OV z`VE||#+-at*tg4%Ld0b%REXVQd@k?0MmYwwrjE{P%omB2JGjWllV}xbIH^}27N9ny zwL}hTnS;$B`?;TTK$um$+94~`WaMfkYP87${P+T>vzQa_HA*tk?YtSY(AosWBNHM= zn?(WtZr2@i5>Nk0y6oTcYIB?ciQS&2ZRgE8Utlee7%Fk7rqpiDHqU4BctM!$KPq%% zDRM<`wx|2_Kqy25d@#CbatY98*>eF`vv${EKS)$gooe*C?61}+;M)dCr}Zy`WpbE1 zod2T&6)iE5CS>W}ooY00QqGvjyRj3;usQxNQ=VwXTqG-FTf)JK{%gjU?BNNdg-eZw-w=?yZD+v9J`#&k^e0Q{VslF&JKh4kVm+>9Jr*DUX zMR;=t+FS9+y_Gx?`0@V{gVn5F|B<4}_%1WmMicsrjsK{uLzJ?^21@n6aEFU%0W@TX zUgwFBi9zwOk^8CXlK1>+aE~P&A*a_2Kr%==&xIgS{f%+7A%EZ(u4sJmJHJEh9GY$m z8swJ(Bs*>_m=At`z&u*s_EuL9kKTsqEY6csu}0Z4|CrF^+wHW}4(xIZum@^8T5YID zmoSjN(RL&ueGp%aRg4(mT&Q)ms;AgsHu9z7;vS4d_|AjI*s^%EvpqK{+DweUu=e+_ z*WvL0JYfei?rL=Ke3SOZz<>J^W<&6lZ7ZKEv5}qwLu&TJyi}r<)gurmi7+KsQp4ly zgZ=?fTB=9n^|aq=@2DHMORjqfxnrC%52A_hgc0w^HBYP;R!p+_E6tlP#6=I(|+Q-v@}l z#OI2W%L+%=m^oN;zJM(s9ihYf;UUi({=M~Hw`i6i(Y_%?a0WIT&W`<-=)7PgwGbqp zlAz0G|2TGpEb=T;2*APiulp8eBji0gigK+Bxx%D0O#Dc&{JMBIqc=54r_^$;A>%<3 z9cR>6s9?k&08+a3dJiFt?f6KMb5Zh72DY56K4!fc0s zHG-?E=o1Sepc5Cgs!0&zS={Y8q!#m;D~1WB`M<0Sbo%Pi|2$+dBoh^J(?s)JD>G+( zdbCJMA!;!*xwQ`B)+#v53qZCxJwFO3K1R1ICWKXF{K3venkV{L-Xn05!RN^+0J{2p^`2EXjN;9f&p`M1+}`^3Ah zLi(~q)$z4Pmh4UTZR3V1PcyN>`f4VuhC5X}0<^nh?8jVp=|A2dXoKQ&gnH{FzeX7h ze#h6O#GN7&Ho&!!eZ#mPWSg;#4}&L6L&FgAq~J2dqbUx(T7HXKjiGGY zZVcznGqOTSD`+{+7R%h|RuM5hwwWDpo*?Xv!7oFB`bi7J%FwH1+VH9>iDzbmT?hYG zH*Hq;dubPi<9ohKe?oJQ!JGHTr?!G*N<$vUO10Km<}VN_hZij1X?s#MmI<;P+1+hD z8W!HtI_nkwXH(EmeF7Ty`~5bo0?ZJ46OelAh2O$Agy$ZNLefn#L2`j0XhMXPSLYrL z6%{lE4k3E{RT0Nmz-b1oJxkMAH{5mEdxw1^y&J0f&db{5&J*>TNIE(M=7a+AoTy`# z(gg`}J)OYn*yRp3>>p9eNaf!DwI)uf$A8a;iiIPXBb$%Ou(SzA{p{ooFpEq_RC9P? z20~?gWo$F%mBS4!K08#r;`aOWBUi77@2_^zyv+CFlU`yc(4$*|`D;sN=>trY>qMi( z-LiutS-!ACm^L2o<@9z8eMi8g32s6Kx40imy zJ?>jeyxBs*)mbKW= z_w!V9RB?Jd(_zC__mNCb)8%nI*f~+GZOU<4l0YI29cIN0S(BkrKsF-$i}2tS>Rl;_ z4Y)0&h*|EO`uj&Wg5FQ0(s@i5qL!aL8dvXW0Kjbi0;z%rnYK*e1m% zufKJ0HB&4!0L7y^CkoxgLt@J;B^IW)5#n#pAn%XCH+NKE@S@#Y+3k;&GJ8C*11(ge0Ug&@+y64}l zo@P_htC3bmKc)V@&cLNipA-6I*+YbACwyp%`nXK$nfu9&uMQ-0Sx;MiBY%h{!rnb3 zaHUdrpj+<&*6i79POlF}9f}BftP{d{IfqGnqIYChjpxHt58H#`p}bfpi)O1!V^iBO zGsoF=Shk3n;VE+C%i+_F3)0nDdfVcemLn&z3zUZ3d^$|63vgSxWr@pua?YDid z|ET_!@4%I>nO%!Pry7#-(OW_EWyI$dde1L1i_RVUUp`Tw(NTtoosmcPY1%}I^ENqG ziUr!%JGLg)AvLWLo2$s^L2u1(@@vb`a>^Vvp!XjZ2MnQp6s7!JjSf92`gKZ#YPw&1ggp9 z|9;UX46f*dm+OWvj-86yazK)5Vx*h1M|74_Ano6eTE2-!&?#e(|%2~UWH0(2M!RuAQ9jFnn4aSC@0 z(d=GWxTI~2rrRbz+-NmeJtm*biQ3O*uabSj z4f#aznUk?D8wN%@N|e1on8q^ric-yB*0quC+#^mj&WlZr)-f za`l04A{bWq)HriiaDz))cF5Y99~|yAR;k*GYrNnpCa)#d+EqxD2X60^#wPp&dy<3J z5&in-)#^@c#f-XaX8lfr7);@k;o~)$eJ$x@+4I@HUshWNF=NS2erx8cdJl_DTNl#R znlCci#ekeppJn(_o4%g3(Ws4KLNrg|$G3@Kn&2MCYNhVWInZk7fS!Z9I2a2-!XoKBP=Jq#9FRySW- z68Hb%v4R)ZrzTdlCi%zb1+C#f^+P=eI&Kd8?1eB34c%XtX&M{Z4i+lbI5M`zZt2IF zm_6~alo{D0Lsu5ex(}^$C)^$D6t~aEZ|g04#gKhSh=#XL>6plU4i0XhR-icc#z6v! z9X;a;_elE~3BE^rfF3}{C_RR25Mu~NNo>KlCu}%aj{1eJ-M$qP0Bu>e^j?WYe+UWL z4Fw%3_>jdyV%E0;i5(txEeAiP8EsW**+&q3N0q3!YE5wOg$H(yhktX36KH0zBC9uX7^N%cbnulq zE*LXHlQe9-ULse(1fz(+0}rc42H;J%o%I6FD*E&0Nw5?_=N`kbDS7cC z%#Zz3-=fIa62)}7NB-i>yW?CnG$nd*!|mBkQ|Z2zY2dD64VE59F&3gV{JBYhi(Cagw71TrkIwYIQK_4UZgMR z1ymEe0O`x-2WCk*Jh=PyTr8~g9?3erU{EU2x%0XX@g-6`!seYHy_oKLoI+&{eE-c)p z#_bw#Z^hlQ=S(}I?jl#y&(W2=H2@YM=~zrWv|5AJ}HU zFW>()a^iJJy#?Pa5~c1`1LGIgpi2Lu$*OlNRksegcXe*bC`T}Um~%-OR($<#DcK7z zXA#xA{w6;vu`XqyIiz3ZWsI>BPGNT~bpH0wKk96Cr?6$uPaUkSv`u8La$xAVu59U= z&aOXSG%Gu1Z2fsTem8;ga~o!lkiRGdd=_L4M=ym@SuXAC^AD#ti}%;TqCWi!Y7=vD zzjjv^%eGd#9p03S%cyGiS<2MlYg35cj}8|sJ+9x?XY+@x9NORGw4L$EQMdFgg)bS7 zqh@gXtiM)&CDLV!4^UmH7}`(F#kDKUJlbgMc{NtM;L`sRV(>w^+$4fqkxlC184#Jl z0w}%3lkM;!%jt{kx5YdLJv4V~7PsjKITgV7g!DARv8_M#QE&X8$yZ}7@8XTh(Xja) zsf_yjvGnR!Y(k2&Qm-{l?%$pnr=G1A@A%>Cu8Kn+Gav zHdFPYjTTR~8xour1;+O8q^Yg9CVu>KUDv+B^NWOc|Gmebsjg*<7ADS)^^WY1R(%`a zzhlnc1gmlJVq{iX$oGEdtx*J`O0syBmGDVBy{$5~p23FrOZ@A=-K?_4lqsK(L)Wqg zWVY9+#fMa%m5qwxu;PwgQrb6B6@vw4I4SKy*BU`0<%w-XLnF_l$DxLXZ{JEsu)825 zS)3KJ+zoWCXTs(ln2|08g$(ncu4v(K+~d=e`d@jwRrQuAv%RNJ5VY-Q(jc(pI+uG_JwbzP#< zT~0nOUa)TNRF_`a_Ggt!x_bG1=Y*%J>Mb_3bT5oQ7{ne^k2c7N4&p9dx$eS20lR-t zO^r%zwzaO&k$PK9o$~WEBc4W7Si9`+)U0#q5hP0ODngz>%~deQI%$1k*U)RPS3>1J zJPwT`p_XANnQ6vQwn<1`r8V_HZ5vh1`*`-@A+;z%%(--VapO<3xc2Mw13Dzut-wv@E_D5Mi&gJub z-2h_6lMsy6>p4FjL+BL`d}?7}n@KhXTA;1T9LOJ_w@8-|w;N9aCDU-; zKVl9nV9V^S^=Ri@m!d^3&eZq~_ALKwx+`n~@oB@)i4t^9v#7{cdHZiW4NJ4oo2B39 z-DX;;4+tq+50$c$0j8U~!x?mqEb+k|teYZwf%IhI+gO}a;Mq5Q_>@{;4fgfijyqFa z=|_&xt<2JHl`+*|-3I(g4}`|dWNERmDy#7E_2IWGTC}CYfM57KJHfLbG$*jXavt%ul?C%u3cQS4`Wn1^a<0+WEV z*{?eX+6vCh0k&KYuisO!6B**#x-nMGH$Ms1` zpzw@(+G^To56s&99tr3Nsb^1+LV&4kTSzR+=JWBhm%nyT|I)1wfuXv}j_K!zJ>c5- zl0~||t@6tf^z*x>DOvVcZkYc*|D>=Mb1P>TWSO0>T7G&MuMlwK>vOiZ&vDPrOfma9 zQUK1GucA?x?;dJ{a7+Nrx$HP1@ zL=b+Xj==0>NpZ3>G(#T0z71vI#3f{V?ZO_p>cVuLF6^Q}=cKwbN4oWihk)BWIaFjT zRHKhQ55~j&eJ1}8McCB`5|=xk@wBblNnEi0klZ0F$lOWU>os%6C5?@?3Se7HfdqfK zq|0|F%$g(<;^+O2(7~j*GV`vInTN?A)#KMGH&+|cITX=(O^J_3QGXAG2J0nbnd)%R zNO69fn$!TAgd_e09zLZBZ88Cn)~KT;NYO06AV>Q>$Lzc5Do!%zz%AxQ(kV2Z{CL(d z^2Anv{fGs%PtoqTzW*OpgGqpL$IPhmAcU$S1^S|3SRnAlB^0_y3ZgVe8mag>do`8V z_ECDaa@^82{*lG}y4PrR`=vw`P&J4_6g1gD4qTUQ4yjX_X8%%i%$R!yT_>f>kzvNPgEGDh$zMV=Jire*v6RVK2 zg<~>k`v0ih5Z|1SwhcejwXlenu71c*Y|r%CwzvZi)@e!_96`8Bp~;6|ORY%?G%XXl zC{K+YNnN&T)<}U5dQJmN-qUz+)D-vHnNE9gVaP{Ds;+UAbvUK&jIb=hy45a0LgvAo zrd}`HuC8ZV|85goEn;t_bRB-DLxFM!t`-cr>cTOVEfRlf8;iXG^wkr)Uhl?C;XOME zjw==dy^EkJ2^pqPGp7xIS_I>sbi^YmTD{jeOArS>=d3HTnA=d%o~d^1?`f;0kH!Nu zPLkuf#eY=G;PS~iqbt;-S)x&6UN{()(^9QtzeM;>3WTFo&M!_*4N?bSC;Rbxx$b1* z)Hpu_X#wAZ^~+wOclCOv%VFkKhyjMrq~{=>Y2ey z={fPW#f)%W9(;wkn#7N}kAe-8CGeCnX!~gPlI9l;W!oH&)dTe9D(k^3^Rj!M+}Fm} z+7hPka@zS8B)Jr=_IX)SjrzUhd6qI|DA@Gn`>%zr%ekcdB6yM!-tf5i?74S+{(sZUHFYPO40=kYh$;gMXMB~le}8i(-efM$vrM**zY5Rk>|iGS=vib* z1ar{DYy>W9Mt_xz(^XiF`KRJ(i+17XYpTVMe`DC})KaDTIlOJ6>yf^0T0ZTQM>pl0 zFRq-0cu~=0sj1iuO+|?ORnb`)W>(9>nvhQs8+LAMI0Z_Zs1N3hxelwxXzt7p?x6f> z`BG{UxK+T~>V1it*FbkLnPD0;ci+P_K$%?;J%mPua!qtN{6`h#MSg>4q^7XoLR!nu zrKG7+mD8nYHN6IqzH7`AXV(BzTn~pDD}GH$6F1V5rXvke7~~IAEg^+3$MIl=Kl*`a zcFSHC<+H@rTx`viDV^t0p$bDlOpap%&`&OF8+R3GKrPo5B&ULz4CHr zFDh#-TvB#+P$%^`+IMmm0_OLt%Y!?sF>u^Lyc*B7uaus}?+7An1 zxj!5zPy%9e>ky;^EogEsGxx+^LghL{TuZPOKNuJ)ux+8ntePJe_kx)3j*r_Wy*z{) zC4G(RS4i;Af2SY_cG;^))ol-V7_)oEVasN(9PxkmNl#VT^SaHONmBa73TQ{cBehEx zHSOYXt|L)U_``+Tv7V4C>6vmp`*YojD1W(q;VX=UhV)_rh?qsvl;~6*WTkv+|f}V9K=J z7*@|I{~|J$Sjdz&zVYc3DHXjihrdfQ48)6KVco!vLl&xOX*jpfjo!ySupWw&V@&0t zzVumlPYRq2=(^ z2*)V)&8UXSoO!`3Okm;XY$F0&0(bi0PAx7ZkDzXJ9YrjanES>4Lp^VmQ^?tTA z6Iq#*e1EHpC)D2j9ykCl-FGI8LP%I+|1l448t+J66A+Go8CuVL!E2YGZx&?om+N9e zIJJtCw0qUmF1}KD$c_!EfL5AXR>9Z8EbuUI)@Wt}9BBXX9q}ND+=1smK5%FQ{s8S2 z#{6fbmX#3V^T(CbQO_0y?L!q?td=cV6BQ*Z{iFiH))DB{jw**sE6S@UVW1PFAK-jd6RKL{GoG54r? zLgi5T^v#bsL*gMNXS93Pgj*SrwSPYXgad|%nEBU43kcJ`mT^F?Kx{&Id0GZT?p^kY z954Jo(7^QvdH*=Y$50}O`;1?Pgp~NwRMox~YV6u^1M#|S{vy+5N!5f$Ze zo8HRsUIU>Rn@L#Qz5XnB+pV+hH)Z{EQQ*Off`h_#R#}Ma5%?(~vJ1t00|dn6(5RPK zfKqXC#6f3|0%YjMlX>m)yt4Qo?yE>1Q4r6r9#ek2?}bge6?s!aVbFWx*GnychW$n|TLx^lK(hMZRt{U>i3-QceO|kM!YPQX4Aq}ik%|v1 z)-cz^gw=uAU6J@Nh!>5h*DbL*cSpr8;^!asPZ*rUOa7vKXtQ%t0!P%Y+UCw^+TVPL zD5R=a@=!HCPXYvQ|A0{4CFc2EeXE}x%@NZ5r#$-<>QXfFQi?&(*hWweN6aumF&tRl|6sLjsseA^j0#EAC-#x{za!g3qY24jy@Ukwqm41d7eAQ ztG$C}{XT!=s{a6m;83riT@ZWBQUySaExiK8p}xT-wN3{wbwqua<+l{)~Da*Sl8LC zzHc{0^GSwH{3bATrS_|8Xir=@$ZE-r=U7zaq6N%+!*O6HgtSkQFa~@@-Tk6)MW^1` z=Fw$yv)KWC_%tumuZUZ#Dpvkg`Mu!l6dtFK=2=FQ<1eomU~0*I_WEzaU+Jln%NGaj z^-_+Omr{??PB%GT86+zu6s^tH=ioU!A6q=$cdi=6JZ}i#*H=uyq{j6q^!t#YLpgk* zthDW@zD4G^%2rJ}vyZO!UFlCFhyxOixi4V19kFIpE%iI$SomtssxG-Qykm|h^ zRvhRc(ufwB3ca;J`mo611HZS*$CgC zO2~MkDKCFp+^_EnQ>qshQY#hDZoiy)X;^i4h$6VME1U{7&lT{dW?J61TR(I?(j(Kw&533gsF} zdwDaWKQ&+LhszDnQOm|Fp{zD#oH|)Vfq(OEBkW_&k6e=Ba>`gMB=kEe-QUD<+!P`w z4>;meLSG9=ULAP_yw>5U*GuR z_s3H;CcEsbySrM>heJ0$&xWz9X(^zENXg4+c2cX!oRd<`c71idgGIp)t5|k{BGFMd zckVxbL?3S$u!b)#=+a2Tn5(7r8}2u(1x<*k>&K4Q?U_0Y=(9&%IV$$J0?mX^b)8TI zI!6Dwq0`6C)hyPbq)70J#b1N>N$D%)arG(p-`wW*N=!i)+tT)(Wwj@)44&^s(3dk@ zniGtr5?$q!HXO%JT20iRL(^Av>f?XjcK;ade;OMPpKrXvoN1c}ENAP%4KGK1;nNN~ zn~3On%=O{JPBj1IK6Xq+M%?0q4rI~hVJ@%TW&@w-F_IZiC=M%+Drq32-ea3biAVR; zj}>yFW+#^V^mw%KlXS}|I`&)RB(eUTUp2#Pm?>}@t4i`i_496l}mae*}aZOf)N|Rn2|F(H8@y45qcHJA& z9J);w9hPMXBs&HclO0F`@bB=587R&_$FCv0pHuGA>IV>Gn}_W}kgaM(h}`oLif^U}k~Aypqa`=@4iJP8+PCfVQw=>_7hKk>dYpT! z--3%;WDMa76r4<8RV~ChC*~6{uufw3$JEE{IkRkL86>`a^BF$xv}umBJn#BHH2GdT zk}Ov)ABCP8jF3IuI0>ZN&cr{Y&8=$CBk>U~Cd6fdG@7}`UQM`s8xrv++7u7o+gt|B zZ%Fr@OUGFzO~D!HtRH*I(7G6`TL*|;=Nh~H=>1Sy#XGk;$h^pWm$6G4)p_yHLF?CuY(s_1lqHd?nm}HPM;!)RRpdP2?Upo z_egtDDkE*kS1Kzg`zkuNUP+0|Lm-(Q!}%CVzYTFwWfJ!j7k$&wyhIGV#d23EHJRfK zNNZnJZy1*oo3HQ&Ho6_pYu_J6sB7wk!174NJT~`Q|J?s};(wkf3t%WqY(Nq%JfojG zm?^qUlYP&1jOMP09+s{G#GM4f@vJJa`P@xr>`3Z{R5~H(TEp~6bA`@wbd4?5tuc@D zNg7%`kQZwP6VEIoH6vs&H(1){p5oelj8PMC5S;336XRlkl0%?=kJH8$s3z7|~M ztAM_L&@o z$+_m&&pA9(fLV_r?f-5?qjH$ol=wgU7&wo_k$wCtq(GHiF?&DAyg7l}+ z3)UCk5ZC`aGp_jZR{A|rp`*Wr42cCkxGO)EaUj#De*bgR9+{k{bXSU&Q$II7iSM`;(fVEZSk58rp2m2mAS@BI)+CNy0L!9l(zpw+> z*K?n&ONYkXEyG#Zq4P(ouG<+Q0ng8sewg1`^Zkhyy2!?@<}Bw#x@XeF;hOnBa?jS_ z?a9r3ztfd88R7SXGI@#Ej<2K$zuirCmoAHiKCo+8vDO=8pr|nlyOCGmf}}@4oi~fX zFPhE0rUn&u|G~2PX)az($^uFh6(31D)m-pF)<-%AISM#@* zm|9;VgG_hq#vauFkh|RQb<|V;Nze4$2?#5epoC_WBr-6 zmHpzQwYQ+Ux3ifKOpS+Ccth{BVC)AKIk#iqO2(``Sg{p>^64_GO2cL*Bs>%FU$XNN z!QOs+9)ZJ)YQ~U{R&R2yS6<1OGd!dyBFJ z!Jzo80(g*gtFxrLKgP(-4rFcVc4s_M`^Ch%F6M7eHDftP-%DNI)jy+IUPp=2urhyI zP&g<1srWgkxiDD*B%%DI*{_p&>Z&f}Hmp)|{u?5JF`e?9ke*STT`IAzJ-hBf@-Wyy zMyI|qrHn2yJ1YFF9e<5Fm$)H9mL6^0C0hSS_0p5Y5`tgCVe&d<^9alV%@;*vr9|J_ z8Uxe`dA9Ie!!YCn1T_*P5K zs)QiFEN2OW8CL~AgkLU*E2iBIs<0zTSvU5wG87^ zKnM92vIjdM>KPPzCW5M|62hT!Y!$?>fR1myM99FVzJq#1D-!%8FN@ZNPjnA^f6l&=(mrps_f43>SlAsrRMHk7G2P{umgacrxK2DM5m$Op(FjB zPMmF=jZFFB*`i6^C-(~B)pZir{wy7g%gWf zV)g*=fRTN6tx!V|vmp%iy8W=g<@V^d?=|D@>7x|EY>wsp5_`ydv`7mHQaCeolFiVP z`Z(>Z;E@Vr5Yvdfx&InfV4sgkNF}ZQm&8^*@n-zr$^3Jn{KDCyN3|UqzSom}4F*Cb zKTD&MF?m&9tt=%@C;?|vkLqtX5>5N^+v^pC!Oa`yw$-LYoh2stteIn&QE+hblexp$ z%2BJ&^u@o~^6xj@ide(X+n`B4-Ae0qJ@Ydzk4J7UwKy4(Fi_a%){H^QU&DMXIrJL^n52T%t`Zw!5UQIIWc94d1(}L7>K>K7?{Q z!)6zy#sz)=N_{BDVv4~wuj`@w0UrT&gEU2KCM-o|zZ6}Gh>~%73fVqOgULvo^eWsA z@@fefZ5Jc(7rF+Q50;W5O&SRgzVE$AJnF(wBNwUs=^wH0SxeoouI%)m3wxoYNVe?PzQpa7`_vRGwzdcdCDssOQRdlu+FEN^6gaUE#qTaJT zuP29-?d?3CgOYyR*u;j=8mSI~i|#kIj{3GBrSxvm1=8p{zEK&rrq1Nl>VAvw%BHqI5ByO{jh+a>=ueP3pDqh`N^fQ>;;4A2!>xl`e|$Oikw~QgVXNqV!0&95Q&e+ zLNQ#m4!>LPJWO=|vhj?kg?HKUdnY)(sn$y;A|B{py$?#R-kwJ3JwM&o1{&e|SqgV2wV|VVJl4%&Dk9sN)UiPi$<9p! z?B+||zeUF45V8u7b+Y;7npHJ0?i`BD==xAcx zQ{%HpolU)WXHPl?TG5z4#lLB5{h&Rw4RNw@5L~v+-0Vjle^dtl47Rm?U+=oBX_)%k zRL~*L!TeH#$}#$Jk?Zqh(RNI9BEDXlCGNy8KrM=NwRE~8(&MN@RdZarS`vA4a?8u& zB*w}acQDu}ae$V?L&M0*xxa`+R?WazE*eExVX$Grc+5 z?CD-w3|G0%jWKKRllVGL741N40Nb7Ia&|`guKA2CtCF2QE4ihn4&{cwkE zHIIzzJslYGqW7AR*ga4by(haBc~%)6AFB>TW5*CUy1|i)_icSjovKY2Ht%46USz*o z?6`XgC@HO;YDF%C8TTnmlek>_o%anL7Y9wUeO-in-6`WP{CSTlIvQM@#>m7*b^dc+ z{_C8Bm{K3}2Al62KnQZBVF1MfpAP@JBc`&_h_Vc1B|k z{Q<}&zmhyFegn16ibD856<bEwGTpfbm7>;aiS(LDa#jn#uI3%DC`#@=%@dt;9B?5rr5+OkWz+F zjZU0ODLz3O>`ToL@@blJ2~Hi)X&g=V6GzWx9_-maTS?Xs=+_XXo@aqRqpn0Ko?o-r znF3$kzj-|S)Oy@O$1SHZ<9agxTr}G8;#<4G5?PY;vXqqZj2f3K-g@Oo`%Cx|zig)%u8VU zSu?6)U@Nw^d>bj2glnZIx8n8yCdlsU?u0RTE0_;FJir!udho<=db4wK^uLj^hN)@Flor< z`umK!Ja6mG8hD`64!YT~H-p{%M@N3zOnO!}-#Y8J2X-BMQQ6q9y%@#ch*8JEEXa1_ z0weA0q|`TwCRS#yTrk7~+t1e(W_uE{GoeE^H9^znE?wJ|6~l6`y+$oS+K0Fia#4a| zNApwKgW{h6F!|n6m0(D&Pj{#*aN=mD*DV(e7_~5e;Xz-b!lkggeFnwprk0bEOh|l1 zq)*!RAs#0h4NcKsJ!r5xeqI>l*Qrpy?uoa)fg6*HAM#`sMeDj9W9p$Ds%0)_w+?rCxR=|!+5R9R=Jf|UM!FN)529-PSY9nN zHK!^kx2c!PTv)tw)9cbLgzHL2v>MNZiZXGD3D!37Y(vVFFWc5}KTqi0G9lA<*W7&) zz4Fvo=RYcTNR-{EY~{_{!LnHeFC7)=wD+UE*8hYLFb$}3LZ7XIrVk%Y-U-p^+M{q! zUQetsLt@ImtK5tvA(yXQ+J=G2mVet7NYH11P0!w+P;k2Vx#C&}x6|c5? z4#k~HaM;a!fqu^sT+&LwPmny??w2m5GyKzbt)L9co1S#KF3m!)w9yZ&3G91Fk0)Pf z<5v8yUA}R0@>C9YYeoHayl6l9Mp5YBGmbFiiVFTkP%Jmod~7_ig3G~f`QJOfKVd~C z&*QxozmdWT`B({nDEK{pKlOrH3jK|^iyw`urMI3(8n|SSu9_0|lYRBDG_^=9V zsYBIDr3Y_{zl;p7^?TeH{58w|hw6{QPxLS!6ibcpYpJe5bx&~*#|S;OPBG31gx@;P zjT-0IW8CwJmxh(+{D8hk7%WRfc+J4)sEs?CQucj0)hzKPQP1&DpIpf?u+#-=I1$m6 zNb0ek2H`-hp))2;we;E@f>;VBaL6^A0gsH4%emn+XoCf_Ny39wrNjh+P1!-p6(Ox za~ACZ5S3LxpHHRHKSz1fxb-gg?q_Sa{zuVSM>YAkaTq~GML`-Qri3Ud-3(MfK)Q1( z(%m&S5dp~w2q-C1l9Lz>qZ{e&jn0i6uG% zw^?7pWE!g>;AVh>XDawG!O&D8BM*4y%yUm@+t5^tAJHS?=Q4kE7R1+K z_X7h^x?QD=qmQ#q#w3h`^6h04?mWaFyY4RBH~@VF^Wiiw>g~ikt+?Tk($4aVWaPjJ zbgB&-M{bDA=ZOzz*$K-u?Y-iQ^Mg~&X}>RWHrSb8P7&bIy63_C{7Gl`W70&VmvU!< zZUO%sYdrlK!nszU!{E$ZsdD=B=c>TyKfS*# ztgcDhAa`8~bDa0s>C)2+qZy;$f;3-~6Z@B?IqO%S4}-_B;d-P$6Cv|X?5l1$Hm6j% zJNC85w$}=yc`ta|fUQq7!<#5mO3JLY;&Qsy&4BzPk(| z8rfb1wsHQbfD+lXURS4@BdZ@BFWh39MsKCQ3+WeQd_8jU+HEI&?VJu*enoq)@A=L#SoombYR{Umg;g z%i<~nEmB%~CDOF%A*s&2MZj1*WxkloADboIpuRrhA>HV6j?X!1Ea#F=ew4AAIr_Nl z{=Dta`U-N2wPT8lF+l$!z>7Fvo>dxK6A9o=ywfyUHO>@s&@Auqq+{7yy%z0s^W&hm znmBQQAg~RK1pU2~i-SDFO_V@gtRrd8Wq#DWhF$JGX@5WQiR=O{E{9&c&8QKg`n+Og z>OV4W1re%$-ka$g)+^n|T1&9LV^BDd3XwA}(DNd&6LqT?fr0!?wEZBKD3)+j{|0O+ z4!myb#dwvQ=V$?p+UFiWWs`9gdcyMNooYPuHZysHP=LyeuceTjNK|U=SgaFw^lvba zlj{qXXY3F1elhN_khUNvo1xhs#I0VJPWi)LhqeM9=+bB#7S_DB60ry*H9FN%YB^Xn z5;Ie%_lrB75ED)M0Wdzp6HQn`NOy_Eh~r+q!2^Gp)xs+VS^R1Z5w<#E8}BbnCmIfH zbm$DT%*OLL?XP{$lRyI$a^&^N2BoEl^8dyT(E-SMgWSXQEB5R$DHgf2n~1G+4BwSI21SJ~41J&k;a!3kVR#QmfPkSA1nD&cCM zxI^upWJ1gsH?yBifO@mJCYnWxazw6eUa>bpH&UAU?^np4a>#7Oq<7~dlXlOyp1Snk zA3qsb-vWGM+(q7$kZ5R_#Cypdt`MUgS5E(NUv~hP-GQr;SB28FgybZCQQXht)2fY_ zq1I}}Um>kI`8!uWWhS(OqRO%Cj(N@{VR2+~rfQH?#uG@v+EMH<+CHcAYSDAY@E?!k zIt((&G7xtP&)wAMF6Ea#lF9^tNycm$nFW$TbEQuAX=t`^8XsRvNIdPQu7op#-N1u2 zr;qPSS`llIJL9dg($N+6SpR}M#|Nz`)ZMNQe2M}h<&&{E zzf&>K-2ICS7!2xm*Pv%YZBnY5Rsl>+NnMn)W5bQ5v)04;2i08O_enLO3||bMnLySG zWl~|Pv?jkORBCauoU_f;X=1H|1a&?qSw)aL8h!FgFhTxN;OQy(DP0{ZfgkC`%|})D zj+HZpg4Rj9rP;$_ok|p()|p4c&(6bxTm#m$MK=u7ZRCe{$p^sBQyS*RFFJq0LW_Xc zya72?t%*X&FAA#Vmnv#`fr&-A4~zaIvuVg-|CMtdF>VeMSX)28JKtds7rnEitYMm(|gZ3P9mnj!a zspDGbA8*`ZIt^24mDJ=I53W)R{5nfx zp;*Qc|B>BuZVI6KRK)tci<@OpmP0NYAF9 zQ`qK=)ww^Dkt(@d&CuQ%=*}OrxU$Yu$wNC_z)OigBl)`3YdYp@SeCD@Bo+8lE8|lb zA!Dr{tmstQWHbB&hWnqXYFc~Cp< zj-a`>9sJiMfek7?;5Sg)_szH0HRkHW4p>p*uhUgfEke!D{0epmL zv~c(M8qe-q9bojk3n>D^{$)EOsUDvy?ZS8Bph^v zLt}un&FaO@P-+DYF4UbFo%+3my%_unR!cIiUEXssG<$j2i-<7%{-1q?xsGK@o zh?k@MyeY;?i4}ra1v0M!q803T8lefz8lld$^$9ZXzSCB!QCh{>GVTB|y*6y>LlFL{ zNoXr_)O16Oe-Puhd-CBdd53AFx?8{0T-Dp6cfrSULG=$?L<*S#rlVDk(BSTS*~;SB zA&U;;oBcC_ zME`8iE3rqNZYk?v;Gc87+!^=4*l~$tD^Kc;KMRg^X%G95Jkhjv+_Te~j!GgytZsOq zzuAT3Ic&Ohtd@}7towVuB5iGi)4J1zWj?Xrg+7AwXP?9fPM<{9EN?SY@T;c|+n@N4 zECxPP$@zSBK{GS>UO-9?I=FcAjFz8jp069Ag)Wu81*CNeZ^~*X$6#I3ziQZy;zQ zQE@)7jp%pr2d9pW;a#AKE1#tv`IsVy7sRbM7sZ^Cj?%$h&{sB+9&`)fu~Kd5Dri0U zwBA2L@dyVH0JGv8&?2|-ZWs&as#mU(cejjR^l{Xx-VL}(eOv7oq<(J4%TmfH`3xQ| z2@eA?gWrz2#G*3f6D(yHGPwii__UL17F$VF{DUeM$e4Oe`GGPRDsy9 zW#ywVZyw+@Y|i6?86uC^+1TB?WB{(&Sg##~*vvqkti{khFJ%yYs)+K{C{FX#$EE^x zaWA$K1g4<&$CZIIDDB_JTvJ>`9biG|e`L(7OjMnHYdjNPdJAqNU;BATj!?O}{m{I8 z6^@Nly|-dTIqtH>3L5M$cJEi(Ixe&ww3Vr;tGC^Bz?7QwajnA)FYghpBIV+|FTR}H zT&G+%m%9M+*^N$JnxiOu3(1Uk`c_`lbTS<8HVK(0E zD)~`x9<7D?cersJ`m!FDm4COJS)UTb)&b>y(RF6NOA2SHutiCC{ecLnHS$IANi{mX z=v?n9l!b4wble!@HV_+H451IRNeRGY^yoRJ&eR1nMi$-6oumFi3c*YY&ipb0(|YCx zQ}U!A_SOGpc;1uXz^mPoi1rdzeKcLH0lGS>_m;gL?PG9IvdML3NQ?{J{-?`+K_F+TH!=-x zJO;k#`Z%mzYJN^cuEBJt@bZOw{<(;ZKtBO>R`Venn;Y8!-pvHl@#d0?)dNCe(#hI% z(Rw%Ea-DEB3GB3A^@984cFVo)?EZ+Q^4i=2=E0yw@J`6h78QGy89*0#TmX4Z`B`Ov z$d%TtvmtuJZmDRoZgtKeG};OxDVCp)0D1MlqK)YU&1vb3cpNJQr$~xW50s*`Z(9l_ zuxNcejAn=;TD}bWEEIB!1tC{ zHDwWZjs@()`4VRjn?jRjeh?^eJDZ&FOX&$-up#y}c2O)aO7$Bly!^w;DuVd5E)CFP z3^*R}<|V6O2?P1#*ia5(t=zMSt#Cgxk7oE;B1Kgo?5zgX4K7Y#v^oN!(}Ij^rY!7R zanKIw#4SnYZ7*Dl1`b`EPHlX9WoN>FZvEc@#iwalNWoj%KV4 zShY3gL|^rp2*Ua;=(&E**^6iF2~Fl%y6m)8xih{kM&0j}W>7Qn>d9n=P9J{|_n&Ws zg)KPQ2*jjOx4Y;sUAhK~i2J}Km~v+Nu2#B{H8Tm|k4O32SD6+c62tA*{v$hW`gUhW zIG6v9?N!I!3wYL<)`9e!#&?IYA>I%#$}79mxHf2cQ|N+D(4~LOracnNR2(m*mB{`E zxDLpFCIBG#enat4us<|IbI1J2d0(ksSwq{0W6Q0!6=1*rK`ZaVC}9xc)jP5MVwT@G z<-37G<5ZD!DQ|1Tq@Sc?ErY78Blo*yt4#1jAKK}{ru3lOPE(>!DE)DVgW-jc+AI;Y zdIA$R{Uea1?rI!M+O2JO6suN8k%{)zeuXOow@Uw@vnlIKM_nE%#i>?&DG%_AWBYug z?KB>;&5mKPov$dcW6aI8PD$d9>@}+WV&g0?(U*MK)I&w%IEmfY=vSHw^DD7Td+0P4 z^l!HFE%=iC>TBd`^Z)(WTWi3uoQFzWgPeIG?ryn{-BQuQvz#$2&(6_1AYI3mTj0Bx z<=$)c?f{eXh2UYo$J#4z6La1H@15-0(pk>2r&ONqoNhua0hBuc>SieFa~i-tNv2oB zJ%Ql{VN!v{{Z{aO(9QL_xFzR{WYAmYe3^SP+g6EJrc;l4yFgS63qi~G$B{K?W%UKP z_$^Xdpb?b1GY5Ty5i;yL!K>6KYlpJ}rcR62THGI>#FeEb=989K6M!{N@~{=VSw z`ut#Gt4d~PatP~#kn9J%f=LlsF<&E=-RlUjpe@0zU_FV<5>P zWpCSx8|%M^!<5w+DMw=tkZbfA9dym}!*x*#JYR0d``vyNkAfNLXA&7FgiBFwJ`bH9 zt$aoFDYHSVCH}a&WwhQ*J|KfIqCS9?yEULyJ)+jjgPSQx`njS`|LNuo=#0mS!nG<+ z7E5KV?^!+T^f2*+ip|I88Rs#VE%1E0PI4uT1d(bMEg1I0QgmPZelz2v?EYRI`kr~n zJH(`-)V888#~xeWm0HP}xCh~ixuZ;~#jvR^Lq5d}5a&oJuG6NBC3>UUq~(6#IPk9o zP0f#Xnf~UY99z zo9jo7H3IrFp6liZc8pYVSPCm?B+~l&-Tg_pr%+;; z$H7l3ABCN87qx?8Ek6BCc+mJIoa+sP+A57f^P|epYdM_O{-BeskKdg`v#8Zjmu+0l zwHEY@mM4gaiXa-DupAhq`L?2qH;tdzscEZMwrwv{kNdg_EAlTZ4nB&wd3_(MnL&KG zBnDg-e53e@!=>5MXJouS%dofg?%2`o44-1&?wwVO`8=zU99`juL%@du8T2weoF`R^ z;8>}ywbGKw09mS*hwbv<`d1S%6PQT@3!D6LvP##Uz)p&ZSD5RKE%aNF`vz-uW_FL2D6J1&EVevJV&p5W&D8M1kf3^;L`ehU#U|pGa-@>aqN?vnzvB3QV@m!@vS&Kfvmq^>~d-2Hfz@1H&-qP=} znq_m_i7ykM_I>A1_;mkXl;Nc>#~W&mTGD<|SrTo-hZ{z<(7(#)nr)Rmj;56b>bto(nljcq++gma>krNR*iu4kdP3&bwgI%^67XPt8LWis zwk_&LEkt5A>s;JZJ8-Y}?L!dGMi?7D<4=j8TqzJH!)fJ)?@i2o&;D}Nyjeji zAnp1q77vvPnFC9&1YW~jPUs$}FSAxy8!o7U5^jhmb=!nL;_5hR0wO_+ zLX8nz3Q(rI9Kj!&V2_Y7D9rF__FXfcX*z|4@-`*Q7yDibc}33ndH%cJ-A*gHdq#z5 zCCjYaW9dCJKiHUj_X!A^M6#fmx2nsUOW zEmFFBzw%AHiaK#GN>m1Mzl+@**rzy*K(p-F5Ztg$>XXgFzBI8AI#{=KCAc>D$B%jI z*FW0SeB&-liW2JyJ|OvdZsI=wM&Olw3-#FH;|ROSGUAx?ZK}tV?xCb&%1-73sxgiJ zyiIHc|MJncr;qZ<@bkaRspvz2GqQ7Z+&P-{9IlCT!`{1C+lm&Fl&Yi4cXlJ`qg7&K z?cIj*X*;g~dUA0wNRKrRU>EIe3}QRRw!b!GdE5{i`V(7TdueCN?Pi&*9_h(GAs z>2g~@Q_S+}pM*_GA`SoByAORi$TnNAqtV%t>CDs#H%x3)C<_I!E9b_zE`=KvOL%%* z4hyks+N`bElS2LeI6i_+A;=(s=ACCSJqU^yXr6?y2WIPjhCHcv+HbCHz#L3w*;VTz zorg#JJ-*$R>ka>O3!E)YeO5IE1%=H;lnx&D=cwQF<0WsF7Si1^~A3`>tC zGW%~|;y5#4Z?CC~W*-qW?_F_UcDF{Qf{iEb8)61K(tUrkmFxArj>`9XDRy*l0J^uw z$vcJcV2h_&OTA1Hf>wW9l{)SHx16C1NBBbNn_WtArQHTQL`M6DhN)Te1;(}3VVeF# z!kG9W-@<&0<_1{kS}c&0@3j_^aaZ7&TpGNzc*-UDkFpr=St+?9QW;)li5w*e@U;=t z;@lfbbRCKCes(yX3qS*OAjmxk>1lIOdYUNR{!zzB`h%K`@tI->b?24{C-@B()-`zI zQ>JObOG@i`uq-fW&5|C%CM{7>ek)%COqFD@J$dI^Pu(V#7rp-lyT!|8`jUCd>4%_T z)MoH=^{~@AI~H=M*|Y#aZ>2J8@6ui!!gCqFG66X~zA0wW{UVm*zVoh;bgQ_wI{JCwoPBq69-ApAq1@71oYQqGM-)02hm8mB%D`oJ@swO7!5Phd&nO&TQ1zYm=qCNiLwrnt_kqD0)h$^i=Dozqdo=qw51H?K`YVtm=r{KAN|JwAVTMnGEb=Si`gf6Oqb;)JaPgr0;!5<=A+fejs^~T3^uip9m z2J3%H?w#E6h~59lq{fitZhZ~zvIZM*c7DYvWzHszN*PkQ!R@wjp<=rC@)k31fHIIQ z2qA+`GvWlF&Aus#YQ=kwgdXr1QjWUkRI}lz(ln#{d<`h999`2G3 zZ}Wv%k2{?btDh@+TNm%&TRRex5Q(;-Z@|pJ1iyqO@YVqZ69;7I7wSAZD?9I-PGC|+ z9(>6x(mzboP5^7OYUW4;GZhfND$!d#ZW#AFdT6QL$=hM0hCf&69$AaIEP6eDbk>8V z={(}tqjQmZbhm~4;BVQ7XdX{OpX`?aMVETaI;kZrSzsOLp^LRXJBlhGDVU)AG8?gq z5uLXkXE^-d{YU2G)XpxM5*NJ+q_y1PCh~ELW^+(#N1Gn8g2e0o(ylxFV!U|K9ilFv zAyb}(tcYS%9sD>2tAkMC2Fne~e7UgWF4%bjvKmlm?9g3&cc!Y?%^EKtW#$GSMWD# zHGv};ChUywg3&p7bE|OIwX2bnx~0FOpb)c8n)oi)O%16}{OD6S_v9%OARU{RI(=rS z`vLjP=93@eo-l0VUA7m9BO+NZ)5u@GlEv@VT^~MZoAXQt-V*DG0d_l#V7y3xE9fdB_DalNc7^_X!y#KCeO@@0KS?qYe6vj6v}}9YaY6f+$99{) zD&{XdK2J?+sS$ZepU^q*MaZx270Oy`t+2uES38;(#dh*%@%Q3@$%o>!_IG3)w|r-^ z#im;sq%zRMPtQY2ojRb7^F!B@c@J|ZuJe6QcPzdIUc6PhH~wJ~`)H&{O;g;B?;;Sr z2LiZ2c+*K%kZ()7$DzMI{T@Jhj!{8|sa zR@B(@B^CZJN@U)0xboE&o;6HD#+{rh!0a=>)b1NB<&yypNw=^j&K4yV2g6Ksq!Y3_ z=f%qOln^KmdB?BE9@vp2QkYp<;{QU^7~hbfIj4bV>7 z1wH>bZWp8AE5!5b9l;x#61=j%@(dJNHE&C>$&>kyte3lj3gr-mo*@DqIhh+ggcW@> z(wD44*ZsV>#I8&EQLToLyS%Z({#RC4U^@|eXJD+E{V1tZ2;jr zYszE}G5e4g^d6`cn%!rb4YwETu4xiz;F{;+_(96(VT_Y=gLTeeWu$hRY3I8l&BAz2 z-D|C0H$Rl_-MxhFf@7|)S;L>nPIuA=ru6y?ad%hpw0xL%%vac(PcvR6fD_%g`IBcT zzVS~jw&R~;NWXp4A5Gv1PwN=g614C6M4#q>Sqs(7PJkMu$tbE3=sJpDG+>UbDJq?uaZZi4ZqO)-R3VXlNJsd^#CT+;CewltY0{$B!gnygUkEs-|v?a&5fTo{&&8<`;x|pb~ZXJ%Y2BaR%&@GlaupwqA0JzS>-5 zydb$c?U7kNR@DzcG0r{$e=0m00L7yw?P?1x)EPP$Na7k5L#I$=B8<+G)X4p)S|g= z?v$4L%CYB2m`8sU)*N+dD#gZlR`gu6%AGcwyWeHIqi}&(YlQOvLK->WDw{j9nS!}OCFG1IP|B=O~(?kNDN#iMT>Tp~h zn)EO=0nF+WKffnQqT6_lwf1vf1^ttYGtA4j3hjWToDA8p63R6CrtvcBm~ce8`k09FfnWvz-6;pq1k0H{ zD7kUaG8Rc?={S^ZCD%?b1ET;4dulwUSZ;3WKvFAcqo6T)Xjpe))ElP660;po8GF57 zWgi?^*gt08U%$E$a|~oO!y95|x@f2Z4Xv>u{X%E^-!z0`?kN2I5dT+({o8+J12vK& zQ5N=b_Sk#Q=~;)lGuQ4v)y!Gw`qWp4 zt!Tno?QwNJ3PpmgL3~BrjvNBOo?ywd-meOJ=Yv0l;OHR5N?Otxz%NU$6Xgxv-&gOf zJG%nh{nD;sf9BHeQnv`{3542=f>mwZig!-#9=J2wNVn@5CCGhp$;FbJcRtL1YF*&f z9SCT%jA+7z{C>N1tJ!uZg7IK}HBOC5kX@tz%7K2Obyq=+D(O5WdABU|`;Iq?D|z(4 ziA$1=GWsS{t*L3F)$IExK|*K;Zxw;exXgD@8ePq6=1v=_n!mML55z5Mn~VY2y%MIn z6w>{turW_Y8s^=*q-gWpHF=boYC#RZo#*7?_rfJ8>tLC@JiJzQL)w;K%?ReHe3i}t zHOkOFaX%EctBWOn-H3ph)WP-ypKp>d>OsM#n_zwIk%yNEVw2fvOEai3*d9@clSXl7 z7o(4;G`wS8)cNl*{zvwm^1{9vDoZ)#GUx~VGQV2ofYXO__`GG$0vgTv(Qq(=2(D)P zWqErV1$&SO$prq8c)6t!ZYl9@mMxrn*??w_dP1W|m6Otw271fD5M3;LC(&|8uBkIH zoPd;gZI#e(_M}HNe7rTo zNrH;)Y1OnO^r0i|H}1KLc|yhPR(z}d^jm0Kw9hHxvnTA%fN9A02wWa6Ra;H+pFmaA!$6GN(UNJF-%O?J=_Mn#=Ac#A-+=;G7>v zXIaPR7&wq)Y~zwU0r$=GQtbIzto0$!t0D1&x*cWMd4|N0PvrVfuI(0OR70qb4i*~z zI};jY`cv=9A4VvauouXtft7Sn4Vk<>M5$MW$G9gTL)Cd-e(Kfv(9VP3U@P)tys497SnqfX z^@_=4t`odQQD0KRuX{g$>6&+T$>ey2)LPWEBD-HH{iCJ6e3+(3Dwyf}#k~09cBNId zKxpLg{E?PDk6oPU`0Y>0J>$P(PC=62{vw}<^3Mq6W^FA;9hCPED0f*i`Wb!S?i+AtI z%0pv%oYV)Qa2<~dYDzP-t2b~7kn+w2`Vbt#W9hpQ-Vy9cNoO_0xzlUi^=)00;}Z*9 zsdnrD(bV12=n`-5AnQ@Npb;SP#aB$%TLE#!A9Iq?Z3><(Nhe7#3i2+q6KJCHXoB*p z#J01aXKHb@mZGogiTX_hO08E1pUEgD6s9imuTWYtOua@};hZ%s(nKWf0YK<6H_o!Z z^JL|L(HYyD1G}V=p00e&rX-G6`dTi&ptbJuUnlJ7al~n{AN>a4wxxtuRVV?V^&))d zC;Thl?kzis2Bvff)!0G`boJQu8qa+%1iqcn01d!G3d10 zY3~u3O%)j{jBwef{c$FwNhR-*``WwnxU3jjXCLIIVC>-K{o@i^tDsz|Cc4;7J%RIj zTNSQvUgxME2+}?#KWspl3tIyZ%I02%R$EnV;ucRYAzm{WAx(~`oq3%whFq}Z@11vB z>me=z@iuy)ud9Rfh(!f}hZ9{@f! z9nX!sCUl6+b#;Um0f?Gp(JwGHE*b4{Z@#=~OMgraRU6axPjs@Yh!VqkWjaq1qWxTj zGHaY$ixJ+p0D`B{FWwe$NcGXnoDV}B9jg}?`W-w1SYs?r=NZ%NrL(<7ZIa(tbgozA zl$duGcd>BY?S002zG3#hM=>7KqRyyqpm`0T`MFWEWjw4ld=Aviix|PMbLOm@*q8s= zvEW6{BVy}aKX6z$7y-(`LBF)N_O76j5(Gn&iG2~4{KR>iZw&nFt|yF@m#1(@HO>!n zt<%Wt<@mzJ+AE{n#B`E}Ct&U=H|36vut&Eq=E2K+KZV91SDUJ|RW&8S?MDUee=*uA z7tx1C2LeS4)oMkxJC?5RLbe!fhj4Yp@2o6$vgy8JAY;!bh1>Q`p4Ij!MeM;{7V_@Y zh^K_9-P8|bFgu;&9E+)lNsRydyGN1X2EKHyG7}n`g;sr*SHkejaO@?qNCHfiw*to- zH%8{7OxtepCGV&HC4(!o8y|6=c3&|B-Q4u$}V|r%7}W>pvfa;O_{(nyJe0Dmd%nZ8@KywD;gyG{sR3_yF(K4Y3A^73s?ArB@lO-jcVZm9E| zk|W9=UXY_u(J-Zj`l&DYfABFpd;e^d*d-3n&`a>mP2K~(iO!bftu1Mx1_FXLq;8|zU1b}yO>0OBj$ z3klE5ObY@@>pIYb|9=wM+*UlEmG|$`tI_tN$}!4s@^I;-ILR z2vEmuyn8{PjNx~H5e z3IC1US%X%~T~b|C@9c%mw|I0=c3nNlIUoLhx74Y3-8cG6+)vVV9o>Mrnx^6`dd=%6 zX`7W+my0hyD7aJX^{&~#*ZTJ#&x{=&@?cDmtQ~`YGt9+%hkjhD;7yRZo)Rnk{&gfX zPet#*rq0epFewghfgfvPieD39UnCSMH&}BUEc%n;W{*F}Zq+F*@hh6_T1HQF=2uht0-TtV`K{^SY zlUG(qYPGPv)CTnW@1Qv7fV39fh8+ha7@q@r zHPHON!1~UUiL?H^)I;9k6ueujKs~exIq5&56NywIQUspp;Vv<7A}v)Dq88g5ZXuAR zw5wwt2i*PWzW!p!&~No~Fsk*&^g%{vt<(A4Gz-ke9yp_Z7X3#Nof6szb0-~2SJ<6N zFRTidMS&L`CqI=2aDgLidH;AK^|w27uV_EZV8!`4Csq=Yh)9Z^7sm#Luw`IWwp1N< zEAstx60q9(iKB>+<Z8e(Uqg&wQ{J;^laYVTYS~t>;vO`Jc_}!Et zqTpyTa;>ssow#WeF0U(jR{;!~y%!d=y0~H6*xqfV+?1u#vTFgON0W}kY79?3b;*0xZGFY zQrk`jDg=4>(r2{dclzblfJw>N5rB&+ke0~xZ}=vxiY*Z5bm#hS7qauwg<>mWjyMLS zMd4D=fAFGfkyL903aMJ>Om5e;jVt!|&^hv44524>HP%v>cDFXqczWZllRuBWjO})n z*!3Aj@!m|46i0}Yw1*$WVaLd6;5+Bj62khGzcq7OhBTmEpwwwJuntXKKnTn2_)$eN zex1z8^XQ*)ROy6b7ldcJuPXAm1EH(Hh}&s*Zdq*e&3mj{y*v8ZP8-?d|BHn?+?uEL z(fE_VW~XaqXS$If;PCC_8w9LXrogk_)D~))i>;X5W_{F>JBT_@cLPV!N%zsxsa83( zaodlzht)Lsgq=EAnsLe`_B&z$D~pbHSEwarm&cW~f&j9(^)=UaBabZsd}y9iXL8-k4R}VO zV4CBcmhKJsi}NN|ULAs5hbrFkv?V>bMkh`j5T8p!*_y0t-k|Jalu5#i>q&VRlMt#O zrbG3Q0Y1Ze^K#TK8zlxcWh4G#+K!O_$RI-&$n&i>5y};5UO`nPkwX5}|A%IzuJ$Y; z73q`{p+tcL76pp*J}RC#s<}KQhbKyW>J=>KuU%K;FpCQ@UCE}w=0t*_zh0rBl*<*l zMOI8kDHI~l{Qu6k(T48|U|mmcfM~vEX}lcsPzx9>W@ZzPGEX@xth6%yM-qzTpI}`q zu!YGbfzl?|Pg8E_%5hv%K1k((GO4q`p?WVrO|2Pq4W{ri53)fG3-<=M7Y#LtZ#7A`DS&Ct2T(haI63O*wS#~TCB6nr z7Qwjm?{q_+tRH)SvYb8ntIUZwc<=bZ?t8rqn~oG^rs^%ul0rVUJzr^r}B?% z6<@RW0G&78j>C!9Q2t}BpQ#=UiwyGbCQzK6GG%T8#>io>oOmD)12lBP<1u*R;WMoT`hq@!3)i!N!%_Y2Uyd^c276* z(IdxYmd_dwsba^r2HM^w5r9v+gAGuvuGsYz)>Uj_*6+Yu+)--BwkHmOoww$LNF&-Y zsY=b%-KVnP`vey(zu)HWNt682Rd9|UhKCwRXv?2(s~?B=+zQI+@u-GH*gR#n ze5sTphhGvK47-})`&HD#qF|_4k+)u(TH!yS&KvU1h-4!2y^DZFSezPINqHoy-w>|eyQ9G`*`aiM}Y8_+@h4d5i^)t3B=d1#De$f;x5L3#S?xH!R# zOM_75eSuxjCn+jB%;rr}60qzW-7hlD29DApJVyZuPXcCX%*b5Idji}qdrkUVHO()#OLv)hnnqgf(iN*tvvDPOwQ?2rWijYg%7W3IC^^CuH)7BxI2E3x1hV?+{`%zgAZSOK=Ev;>&*~%X+ zg$LaHCeYI=?4sp>b$Q+FFn9lkH#(~nnGAbxlZbVmu&Kp46Zx-=D~fX$yV-bBhfliW zI0`}z6h3+pz!nYeT!nlTCTXfy+1dR0&;OOnCCqbbU8`7Yhw`S(eb`jlj635|);KsY z8*~bh4g){&ac`PlFx=ZGy^BS-f(`1U^f9&JrD{2iFW#+w_E{%gABCyHlgBx0Y6%sh zya*iNVj9?iG%6Cd5@g$k#TMyEii$?5=LW33O;3x02o(?(RUbE1Ho^S83zD9C(roCC z`;_BtC(fh+yJZ%(XUX;gukS*?hSw?P-E$@3j3~s9@dPctPcYld1kPWPFCUl)N?@kZ~d?Lr}HGjclqE&M)!A z{Ndq~J-sqb1q)yjD$z&tZ06(4Ms7;J69tJy$}A}l=nhCz1JgqAE5eUfNfIB}BBd62 zr~l5-`|sCe-aqj!+um`Ef)d=!iiwx4LBk+MW+B=W-Ds-1bBkXm4>tO~zxyQ4pUdGg z(<+Q}4RlZ&Kl1n_UFRwHP1g7x@);wVWLcVSR+OxWM!6UkIa^qFw{EkBaUcFs@aiMs z9Y&Eg9FsHiPoucK{=Op$fKWYyn^V0$=f%3CHVQpL$I4wQn z^dO#&)z$yQj!fHDYP4{TzL;yr?z3p4lHa=QP69W^?*Aam9?%_4KQirw@J{ds3WHgp zY!`PG8+J%*cgD*Ek%$w1`V_hE8gW+z5;?s=jc(RVWc#pYjkep zU}OIF`vZ3Ey{`AYp68tV+~;$jmML=eTtJuA(3z?3?OE!m!g+h<+{XM3fsklC#uQ(< zs&MP9qi3UQN5&+bwd`R3L_1xu^)UiS8 zYQw4NZTQpE7`guzJlXmAu)CW`CB+(_pX7nYWS(FlQZX#v9_jU5LI3*-~nUoCl6}$Af5?*rSuP2dh2x`{d zEJY`r=p!nIp2We*&xz*^Cy-kE@$Nu%6^}jWzljTB)Q8>H+eD~WIo`>JJH1RoQ9QCTFLFJ>v za%fl+=;eQ(QzUL*T%})#^$7!s>1&@tR@seUq3Un}uWfU=ZWD_yAE~t&cP*HO+v_GQ zWl~B=Z69A?GPO14W3+20-Bj`$Z)KIq^Lc^rcISJ3;;=(`Hm#xkq0bgvxRy$Y+wcm+ zCrGnkuERFX9M>Mm(5D}c`TWspY4d|e2BSHRtV-&tiX++Nn^`N*>IkgLg9v;?Y^Nkn zX=VQx$aH5LBw+Bhs4lO7{M2r($Sfs|8mAxu4|j}Q;7b~-dF)qmO~^eWcuD!4hYL!_5_ zWRr6lv!73sm$nF?tFs+NeZTi2sve5#3n%I9u64a;g zrSO$Q4t*FGaesF-65S)@7797OMU=9f~tH{!76r>M`$o**M(2$TwcoULF$_ zq-3eGBGRR({gd?{MW*405&`#y=Y00DXyH}&Fm8H$4%r!Eg-uhdQP4+RdsKOS%9qQg z{+oC$^6Y$A>XL;H4~q^jw7Vlk95_`peZIWI%%aG4)Y?g+>cyWMA%AEh0d}!cgI@%j zkRl56&5-rjl-qJNnSs&sql#4c^zL|{UjcWl!e3n+sQYKdQY3u7Z|jk@4$=byR^EqW z&tEC>;vj|TU7@`8GM?}m*WTeFq-Qp?Q5K!yoW;h2%RrOyx%&rF=})eso|brAWmz%B zy2+)U$I6|);Pft)D1Sa!S?yg>K1y;+A=N1apI6zAug>G2 zK1H2*?GL|;q>&FoKCOO!d_ituc!~eNDr&Fs!87=O z1*xLJ0b?7%Q1sf*)6eZ=d4Jwo@J{%+bN!iHP%i_A_}>z|>o{dg_mlM<{W~V-tU#nd zr$Oj|&eXp5TX|{`x@TnON2A^R+R4^$U8!H7_bqh-W|IX?2utboRD!%HSrRmKc6*!X zO_J{Zh^U(i?$}=j&_DilOGdrWLa1#TrDsNSZNw4~aCuipJ#VG+Qw~1Yt(RkVG^1!U+PdOJKPbHLxPeufspQfV(e}2oMOEn5_2JLlQkxZQfMinygnc=wX~O-q2-@Tl&T`6HCOP)W z_$}4}JNIz=(O!!)#Fr-I!oZL8>Ea(n)|Oc5U;!uDa;zySBl{pl53(;kRL;-6Sgeh8nWe+rA?W*!r>9V@#rTT4`RtgDLcZ;S7O zCFwt06^oh01E*(c%Oe>HRXg|mVX(_h)@1@aC_DwLD)ucmoLQpOj3#9I<|@*zCH>Jd zv30tmR_$139#i)1Lr|q^d~4@0r?VyO0eB@H=;qbc7^?E0viQlQc8{o?;E~F$e-lVfLm}4|`U`%q?`5`$c z@Q*U^Kel3a*f-+K0y9YBM>N{}H$q8bbF1NcJ^eRs$%&f(T;a=OZg8T)CM#Uj^}jAo z0b2HcO4pOWvbb(Y0yY{N9x(iM{}dkn;B#3FPM}{NpG)DU-gkkBJrzg@r4zLF_?%y3 zcp_IZavoPOC#C67nd2H78zJN4=GrPRUgrVpDrJDlqpVY}OFJl2cO~1v> z?DCfBVdP36<}`}~AAr)rB2#|%37q+6%cLF2dxSriNy^j7xb~ga5KAB9E^qp$_8{A( z4q}ht^hf!heEo`w z&_2P5KH$+5`X7brqX1;7rGthxp#C4ljBsDDA}5*NM|CAxM}{g7Sd4$Vb#;qJ)s);v z|2FLPFg-8gfDWWVSD}d_q%I!%ua`+(Sf4=nz#WkJqxBM*l&T{4SIR-|1Wvs5Hi=OS z?0&Z$0`Uy`PKEv6Fx(=%Xp8^cX+Rnay~yEVpx~~>`!U)GcXH|I=7E>I&Ny!hG36uk zG#!F=39rDy?ZK4j6@1GS^`qvs?xI%-B`m!cpWdBVg57m2?um6nZ<`L?4{P_EdS+(X zasDid5Bi4f3m_Tth@j-K$XkIoEK)B?M%E%6=3V<-4gg@A-`ze?mZy8QpwN^=`6nID zY5`AnYyGJ>ZR&(ig0ByXgXb$dN^1V>A?f8L<2a?ji(}fA8-Qw-$WJ)!Sf8bDvt2qp zX||EtO=F(KViPJZFN$<_2=y=`nTNBL}?(q3@aG2RB@* z2UBIUzWz8mJMcEB8&_;4&;|>qcxcpU;+2B%QL&HNKI8#<3vy#yMT(R602T*zCG4wqEec`1zH=35=UjZB^1Fc^(A0kLYQ$)o-{85F`M+^FIa6vx_}F{vAb&NDQSc55K9~%jlk!(ijpqAn zX@;@h7d2b~eX*XJG@tJFB7>&ug;ZXaH|e8&j81@+_^Kz(S~=gZFBDwjAukE@fw;NZ zmJW%pm|@KoqM~#5k!R;b!N;qqO( zJ#uuv=!B!|5r|`&G`$X&_!p?OtbH*@mR7iqsTaquJMnodO+UN}fc>wzS{sC*Sse{? zQ8f#OS7J&4n+AZy>#S78$}DYnEL^B57P8by%-Vt&FcA@{OC$$^@R>aBAg+YWA0ghv zB`oFQ<7K4#Q3u+H4gC{-+JUWp@uA?*pl7(r^~^~B73~M_1SW~%GShAxIU2_2{;C`}YvS{}S)I(6)hzKM%~mT&j@yU)aAN| znz44f!`T2BYu@?D`+>odTTp&2`J>Ui?2DVm{x=vW7`vZ;+WtRMNdQuZp!g6r|RE8WK?OzySs9M9SV4$>o0qh7Ee!yn)d($bmlRhBh&BO?gT z1paBvmKyP)^Zf81#kG%oph54leX_9J(Stv=`XfP^iVX65?m+71v!#~ zKsCq>H4MjeaM?ZJnDU~wii;{0fU~*E`C(+Ukxg|4C2u)bt_&jo>U}PAKwboqm@hM^ zBIkOq{~e=LINiQ0J|l7difb+}5EYhCQ!R7GTSX|#13hwT3y?cN@9qU)oP?m3`UnOgoXe7@yG3? zcQ$7y(9q!eXdde{;c38zJK_}Yt#+byOGHMaA<`(2El8a#kp7Zo>$%8xzqm+(4!nqX z9xX@r{+5$#z*0xc^+_Ni_|ZH)3%=hYYi}#vn}NH-fRlnsnUZ@ksRnv)XXrkr4KslD zX%;yvHH=Z?h$?ecJ+F)R{YUYrcbkVye8P5Je3*^1@2Y-l|LIrQZ9Px>2DfOr@Exeh zZkcX+A2;)#%tpj$u!Y*OJJU9|9PU!=TQHBg>K{i&`uVw7US6mVFZuL!?k2u2-IBEh z&9tzFIh{Cv15U||k2MjtiT=2-?yTwH`|<7!OZP%?q9UunMar*wZ9Dkwaj8?)aI%aJ zxIuh@CE({UDfy`quVkdES_X`;boUXo!rmQmId!z)7lTe?zeI+e;vT8o)j!d6$XN#7 zAp&u!T^yrSk$a2F_O!x5mGH@7^8Kf?LcYim?If0OZbWDi%Ex2!&+!cgfysDQlG3&g zo^bYOtTaWNo+wAD(rn#6|*&OhY8w$B4Mxe7fPii`7SL6R$4xjd z&==87h{Yl6Zd8XzU}mXFNywHN2%mar5iNx`yL^AV3n2ZYN!L zrNih%yp*iGp1MHE^)A5%LizgL;VX7XP6mGkytn2FF+nMPuvOfTuJDrb0X(DWq&5FXUD98;g# zQH3u*3971I=!Guxgj@;lyGNR6{S8|ldftJx-t0fNBYUSbD~NYcDPl+d z^SH$z-n4$W+YJdLFVCMP%n7{xkb`BuI52%N<+B~ zx5o>LGWlrPKYz_3&t@57851l%;eK|3?h;kj!mszgZ>HBc0z?D@uCi;ESQk}S&EHV| zzO(*`iQ-_(RJfWI#a+AA${q9)T22(g(dN}|*Xi1=M~o=lY)5VDe$AEz??_@CooY?_ zp1R(=Ej3uD$d1n|cBc0Fjm#J=u8d}^xkVTV!y8KA*w2<{%;suluB+(;`04+nU_V)k zv0xbWHVWb&t(F+}w`X(90A!cjW9&mE#b{BvSFydvP7-g-n(l1@^PswaOJB0L;I8Ng zD^C98X^7=qX$OtFrqPF6PgcB&+9z6>%;E1m{XrBxKDxt#7DiQ%=Zx?3Vc!~jKQJ>% zeBHO!4cihP0^03fpxdfZ_v`hV)7OVN(@3^motg2xI@`cwAUM`E=YDHh9B5X!D#C$GcRbaC`b+`-LxVIZ)StImu?Fr-0)h#Q2)K&u#-b*Nj{-M z4V;B_O6O~W4}Rufd{n+E5uXdtzz#=qGmJ=r?l`n4jEWfi-FPSYjqW20U%U+~2*pgG zkI4L+ss18{zfo0lYD=`;csx~ z!reY>J|cXW`v`WwBvJW<3N=N2_W{_hMX+*4F@8@=O8s%;DS4Luv(Bt&d3(w|IFfdC z$fg5`O~8j4)@TxHGGAa29%OKX`$K&1=2Q)lnt8K(-|y|D+rh)J{hBWX=7?9f2V!Yr z6IHiAnmKdxH@GutV)Px?Q-~earoY8QqskC>U$F8~F@M9hz8yau;Cj!oHKmMba2H{R zR%0PpFx;KtVk3|iEJzojxweghyGd;UdPZa)!#JlGW1iBWP4p|kLZg2h-M;@jfJ?o*kOLktR zpkK2umK7|hJ-4b!(<&hJe4rYSF6HN3}=`91efdZ%gqlb#fNRM{`$l7-+i z8omfk?#LA+sAus8zR3pzyQxHunKK9xh<1Z<=895q{z%^6-UjJ7LTjN>4=G7Za5@xq zd>KuDGlX^X1TKA*BIRtl#03u1MeikNhfc8)dp;0k#Fv>AO7>v)b{8qey)_r!Ke0+t z%l2fnHd_-!S%I{|V-?ai!iQ1SCMB~9t~SS}7+`D-JgV_5Z#Cu#u{M3rsn}o0K>NSV z?e2iqo-9VNz2S)WPwz3BSA{2kCnzveE&R9}i5C{WN3;`p8Qy?JKsMY5pT7$TA@Zd3 z^KqLs+@%2I1w;!XnDbJ%KFR8YyNEegH(aIo#L1}O?0!q#F_5k|uM7>ya#{vDY{#Kd zWy;?Ob)V^p-cXH|;Cm*J>Kc_gi3Rt2~^N(8) zK{{a5V~I<>ENl}`La^&o_}DAxnF*Fj==tP^BJ+R+x!8U{F4){{4Cjc9CqhJrv85~5 zuLCDSsz=N>mRL@t(4+qcvhp{`!z9Uv9F$o>rj8_?gN>N)*BEdY`U2?bCA9) zxs4lmkeolTc58=SsUpiJRCNrgv4TF@tqLp5sib+ zRM?wM@wXVSk< zB%}1cxJjN>5tPeTs}^S8VS$f6_jF3vEbetJ)wG#(ze*lfO=)?7=SXe`nx;QS z$?xfXmQeZ5J7u<}Wc6YAJ_G-!gev`4`ygr3P{9@RM1UDN*8rl)KrRcFA>!q&sRi!_ z#lHgkn*&Y(k_m*=TOVSd?|7PP{}p4}GNdn^w@^d53>}4AfP2V$0LlK2H<3y14~Tuj zf+yEJVA>{U|E(IIwu)Nbz3}3OE=wi&<_RS#3w}M@Y=5`;r^vooLip zm$hK4zcjk{is|adeLzT~gn+(((&kmFmBn!hPhImpjislBuPKk<|Fv2Z&VMZT8};Y1 zij`mAjAs>wnp_%ovviE1_95Z-UV@OP?~?nBBD=eNC)pyK|51o~5Ov%@ zBZjk|Gb%m~U^K#zty=VhFD?z?`yLGE+%cDph~CpCV3Y;*#JZ{Pv1AOHXq;jg_#Hsl zUE{+Mg;kBPei2f?IdsR-9-L;c3Dv_DFW{VtToduo-ljJvwxbEa#_3Gs8& zdiMY2zut)0o+&w+-wYL6Q6NfaL6)$Sy7# zk>`cBhL|Lu#a!=h4@C}q?Mf@>ZAo1}x)Mn$#_eD}UFX6!RsEWYoF1dh`_Je+V$nHy z>x$qB(YrbKS17^q0oedLYYh2l-t%ukNgHy?kO2U$VA;ZVpcs zsZ$(FR-3TcKIU&sjSCi-=U;ppIOOyM$8YkE!c?V=;>M5qE)RG%^uM!Lf^a{3_u|{9 zzurJa?`Wtx{^{m?FwzS?YTmx4&brCk3wUkNTI&Pe6Rk-?yDBIDc+fn_1C#Yu8k1i? z$Wyp)@4jtTHKQy^U2gPh%EX!C`=UkrS^8Yggul47$g;LotRK8kucj_q*tT`0^$|2- zN5)}Rmbu(*ztpNBUAt~va=?D}Q+<8L;vm=S9y9C5?q_^nFpUWR)|xWjhDl8GlqJR` zEoo_{G5GHC{a9vS&TC(C4JKsGyVjgiMno+i0c(6>zIO$_W)CV>kQTyJmc?jOJL38g zsRsx|Inakc<&VlH3EYk*&1z_C{9LU#S;{&+CK_h9>oV-ydR(ey+RDhvOSd{KAcC{< zYoeoXQN*h^*L(mXW79^H=ZDYas-+u>pf~f6g?gY!9%V-Q&okWtoWaalhClb+NRtA@ zlgL4lm#ka;5ihJjUaWtQyv%f)00Eb}X-v@ijRKyLvT4eCna%Uiq)=tv{m|b>|0-0@TG) zex6*Tg9!WR{uFaK+iET0>n&4s_ujCYAZnHjT4OD~ND^GGKTZRt??zlGn>}-S>n~eZ z0)dEWi?TgLd<7`=4KE9i_C!9N+Ltcl95ba;JqvG(pbNOiY3g;t+dys`8MYkut@6$8 zJbM|bTthux`GYEcK`7fof}HcPizcyl&iX$8M9@bZxcPjF@mu$PfV*{ZpcsAVNXyh^avNb7CPK9=Zt)rY{Jrrx#Soe@jlfyJn*j|pwDOV}S5mfp zK9`!x(U?Kwg*V7}Xg;I;N%!JeX^a;kBfwy&;%47z%*Au`yl$wD+FIe>uoBi6gVCb# z`A0#%GH0|Pdtt1K$=JwHG)Wjj5in1N-R8Gk9HqMkYoeA8C(sGQ&DyMZ6AAjLbhJqm z`4`UPI14LmQJAsw9&k&-pX^>nml$q0kX?>81zX@3S*y=!^iAhJHPi+AS^rTMPJY3| z{h~~Cx-@V>r2_?Y{>68hU{RcqsGYrXNkx3R6msm(ejO1b&ttx*^|DQd(Vfu!g8zy_ z$iF`poeO?{P8LVKtKV};QkR60e%Ol){mqoQWbJ%v57^7leS`~6I&!H?8eB{e^!i5; zKjkx&nNU_yKhaFaUV<9W#k<5$=Dp1BwLiWn(o7vWci0%$sSWUxlUrgB?t#*8=;j%3 z&;HuE8g+L=AGw|R(vg>0@0nZ`6G269Tu5wSx~=kOi3{1$H$-oys;=2juby#H$p z?Vs&7{Qar~)~n-#5n-RUHk~x{T|gg|Yws2Ik#G%MfH@PB40^z%8_*FJ)t!SAZQu^E z5uj%-)U#~)q9Oz6(KvCxfj8-FR|G_MUIsSzvDrJ?w%Plwf4lxu3|8ZB+W)0_f1A?< zb;4{XqG{CPe&Q@9$O_qxpNF>jOU*>KcZ4R@a9Qweua+e$@_iR3YTdChrcrXFoVqO8VHH)u6Bvyj+MAP%< z=K9OrYey+O2x}zK+P$+jU}OsS5}DOFBfJK#5<541T&urVR0x&1;G){oFYE@k-{ztH z`LMa+2DJHt`INS&z~)A%puk(`n>Ijyi~QBMX1=>Y&q4QNim1uKUM<>K(ViYvB!s>^ zNXk{))ZC5(nXWp|2ODc;S~b&hur7X+BwBt7bZFD*?C-C+&~M^I?^8WOF114$N!XhN z!S>;Gv&i_3rV6~&%A943Pf>N`pzq2N@5g$sX90{Cx{9(UJM3cZNZ+Loorhm~@?@VU zzPLnd;;xUDx6p0h?Yem+qRZV7Yd8xwG|7AS2;|HWxRkxJiFZ&zO5HIRJ663zpfyt! z=rC7ddN#7lVhMZqRcbe@2D0Xxb-mekz2f~(S$aI{+?8`jt4-_Oxp|`SRHpGp6d6pL zuqt?$S$Vo1(@K@OP*Qo7O%!uqfqw}W0gJkc`k8#Wal|IQKH-s>e2ky1GG5JN-TvDu zfljj8I}FasKJx3?iUm>x->2e?lZ55FPPM)#3VP5YLcNXMSos~TTr|boDBjjy{30l6 zRxitRw4`e#E<;2TTVK03bLHTVSIU2_#C-BwR@fFfo*%!usFRfVm?l;sYBjI134yq-8EJ&hH(EASSRv@vrPV2{;rXeRr_)7(Xhdk?Vzo|n{?mBNOGWJOY7FB(B-TYlnyR3PX1lr)Qdk< zq$Z66Rg$dm=_|uS@I(%~cdA-0_=NwEw|4SZezxLT}46s5)KL zov$F`TJHUwU1}E$p2=l-ZU%ND8#FyVJ$rf#Hg4@6K}%k4lL-j9-BwEXgfx>~ryIsT zo+^st48wxyNRugs42+^77zJ@(^^MLoC+WD5T7j>ap_qI+4a~u_jaGR@o*)@~3|7fR zR{I;&_s0Q2iU^V_8>8!D{NgdGb|WyB{puNh8;jP$*+)y3*=Q%4^O;w@5vdiHr~(gT zBlr#r2m*B;v1!YaOHrfvDz;$i;E|MP<=N6!h^D!^xes&a7ScU@>Dg^41@Z5~`_Jyy zvZ~Yy9JKs`!Mg3HjVFpCoQ@($_Um~)B?VG*@0Pa>7wFm>*{BG})@0AwjJJTAJtGvh z@6Oc>PZ_w4V@ zwNeqe0-+g(2BHO$kkf+H3+{Z7tiEH>2o!A{K3^s+L)P@WWS_ya$sL({>^CgBTkMbX z=HQ4_1y5rfu96iC59@jMd2vbOq90m4C_m>>5nr@@a&}g_Iv;BoDO=8b|NKh(eI2{h zRwMb}BY;--3@h;VV0o!h^K04WpH9-z?g{tcGr3-EPZU=a3;`NsCpn9}z>317Lz8{c z15WG3+wmI-u=iBTr$ACMerY9jpCxY&Y(rvR>W-l-b;!G}LX=D>B;-()FRk$13^X*& z0e7AmVaxLXQ8nqBbLszact^1m>r-Q}`lz~s=sA-pc{NeN*QTiU7m4N_Ag5{&gPA`3fj9TcQ3%-#P zxpaan!dHp(ST^2upQ7z({GgiV1hY=HyKRx3-CnTc>$oE497YvU({s-$)#GZnueCnI zD^a>fLD9wV`%LrN^H(1HQB3OhZIu|wZJFcF&_0<9btb}lG~VHxqO{j@s3UMisilKt zgptJ=0A!dmn3BRWVA{WDe)w%F0b|Hekx)Vy!*bE z(jno?&f2w*i3FHaKmIjVdsSxtn%FNdk-rJcMQ%ZJbKCXxtv<_pf0e$2xol#xn%g4I z;i2T>;L~AL?d|43Tzz_VYW7l~dx^#UakTqQ;*If~Np~0D z*9w>AlE1{kRHCg<6M6U;Rp?~18V#Dw+&p&&rdNE$+bxS$1RHCmpi>>-Fnzo|K??se zNNU-YTcY?~?u;XOYP+!Zg~>L#0TTT?HQ|U^h3Zx9k^XRmy#8uy)Ppp5PkLc(3G&VC z@|@$Sm%Xho!>tbK>L+|?v;YNqL^_M^sicq!@*cjr@4B@{5HTJ+%vZ@9VfmF13G;%w=I+UK^{$TZ=FpcE^uH_fYcK*P4F zvuOwYgM?G~-p{~we8Gnbfp1m@C_))|EdU;Pl_5ZO$r_#^rfMEv=<3zgzfvHnN0LIF z*WfcvIs`zs+-->v?B9(Rnkn2=8tRh>5)nwcg95G<9zs)uHWY8n{&!AJi3B9?z@oN;Z8u=Y$U&) zqG&6Yz8CoQquFkY_@vLi(pu)mhSof!$KG|R*Ki`BSttG4ebdB0|cbuwG z>W1T^9f-fwNlUE_rvc5Iqv8OF@Yy^;JWq4RDg_s7xEvhWNle;O5%Uc)#>mY)4f1UK zlL4c5M9Wx0$JN!ssn8+`Cj~^=XgRT4KWq7geV!#cn&J`tl#ihrn?dT{Qo^tY?^KkB z4$^H4M(+i|$Ud%M09Y#cA-H8&+1mPx%unym*w-uzAQXjRWvX65c)KREsVxkJU(Bs+ z_`0oH+A2a{MdAiisn%grV2ahXPi^Aa-g>U+r^ltYl0&k{`&|J3Z%irH6y#adFpjW- zhLL!Uwia2jkS>GSw;yvBirhv1QTVEK9&?Wg-3 z15N016}*kddE&yex3NH>3p6IU6_<79-86dYtR01x9qK6_^H1@U#{C!Cb4#PdZMK2O zBkT|a2Ge(3YKJx}*ssK0XAYejmBxx^_}J{Iuc0?nvI^k)It0x{CzG_F@?tCNgvf(t zacMpnX-u>+fC3EIfJUe5u+%RJhHj zW&c()7zvD)+NDgX^>p5I?HN%~G@!g0;C%wmIv`&_EI7k2C&S+W^gefL;H*-)GRl0e z-{&>%16*SR8ACF2kU=T*PX;8w@AFyCb&<_Kw+%M`pd}g=uNKL<+UR}i)hEqzSidfr z_&F1Yo6W(85;rJPPY@l^@44{xaLaWBzHR8h^MBb0BY`5{T8xwz__o13eeT(XP^DudI z6w@qK2LACDrq&XD*jFDb{w?gL9EKA!%}z>5y7yl56Uzl4&FZ1fMBby~e-xpRjf4Us zA66wN%;7hV)JIA_M(q71G;0K2af&zX&42NyN4hsGP0eg{W7a%B<-AuRL61_ov1hJ-BuPm_!`t1-Gxt)9}cLr}RD$R+xaEY0CbdWTWp3-S7v^gJrRkjJ1rtPj-Y#~a|1Jk2J((DZ?+D=nSe zif@^hbjWW930LpxR%MSJHczTe!OPP$u)yojc_ zcRw|qf8{hizDBup3n_;>%CE(=((f|1?a~wvG$h4)qzzpA>Me0WP~e&P)`gBU%cL)^ z9IpNrBv)#S2`=Kx>bdPaOuB~$bSOT>hm~%%NLp8zmT0ol^`(d*I2mV~(v3|ZGUjz$ zd=nrtj;`CN^)6p1X4O7wptxGqF}atM>+}@tSZ~d{GL0+z08aBP;Li8!hSGrfI!Gd8 z@^Z^f_o(wN95de#LRR!uoz6fv+c~Q=c{tk=R8M*rEW|OZ$3gGw>fM)hvO18673-_= zfe)!ArMPm1F3sq1HiJ{^1Wxr7i1yQ80?jV5S#hgjuAasRC^vE?U9<4iloM1P*0S_>kL3#+{Tg#s?s6e|$X!mUPcEE>7vT>L>J z0rUBjzn7PY6d$f^XuPZRQHs^Zg_W%r&j*_zOYUF7gOY{OjtHJJvSU{XuwpS<{HjH( z&*K;D9*HX8ABB#EK|&M;8Rbh>a3cp>$C@vhOaS>F){Xgr@V(*2*Q+*JNPfN}z*WFG zG|Ec~9x7$5?d(U=KR(|h1T{X+Dqk9)N$lh=q)%%4&yvpf6c`>@5PvGirMq%a;_qbC zb2i+WqcTr_P;sjTL7B@NOqDK-c^vFTd^<`mB3i3@o(a@ND4mi;oGG{p{+A&18r~R% zJp>I>l2hkgJ#x1Vx#TN3mA2O+t`~#PL8ERY0N(yxRfab70T<@IM(7tyO!irM@2se6 zX8PA+c}arI1w#-&vSy_GfM{A=H%BWrV93|Rpz-@$L74LOq>nq*i+h$<@hVGZ# zB;Hsn;n&+E1EP-Uaq1q|%i4_qp8H%)n5>TKm;`~8+a&$zg?KsMDblHN2BW4g%#Go| zP=zvi>khyV!FN>nl||&+b@q$_)XF!k)kBiGjfIAVVnc&*0i~mi-u4@lhi8NW3iz1B`H)dl$cR+@>fpo-Lzm za!Z*_&Xk`%UwGor`rw!%3&4L!yY~zbVj(zAeCdtSv*Dz7*($wXv9L)AOXBW8?sft1 z2eEiqJwoP<_dWbbb&$)6i7yu3fJZ8_;`BFS8_SamO{Y!RXrRrVFNI_Gx#Uh17a9ZY z;Mk=e>Dea}&8iqVQ(*)1{!$U%r19yc%-%v+a!lrw9CugA&u|=Si8Y_vW1@I z0Ktux>{GKmO?VgaF4nw$)o2<$+ZLVk;Dl9y^AhSX49Wf`0 zNZ(@xg(mlJdy{GvI)q;ywvKx5)-+iHF=JQM-m}kMN+Rm%w^*%ZHu0b7 z$C~-$K>Ef7iL(Hf^v@>xjOAG+9n9)mO+jtXbJpcgy0x4=sA6;p99n5hU1O%#*hXs$ zTiOff{$SsjSw8RxMR8FvudPZbs)|BP}}xlm7L)K20P)5N>n$ko?9oo{K&>+#_0Ciy}SaqEWWielfzEg zyz=B#Be$A?bYMC`STp>q3FHUQlGM;;IC5~1^%5*@zgT@bNjp<GiOMPuw%@U~6tZ%i>=|L7* z;wAz5U3Ig%Fj^IF$is^LK%tBC^P4^Dx}uYD5(y1h1#yd~M|r`HL#^gO5hTm9cVMt? z`GmY7Bp32aN}X>6^F2Jef3WoYN73@vo>zR+fI_J#v<}FeOQmD<>6&hfbJMv@YGuzY z=KjrorD?JM=m`oX!df-r#@Zg16?1cDu|xizG_lLjVdJ&-bU;VcZy7dBn4N7^)sfxL za{fd+vFonKV)j9v*tXyN8nV|vxN_YtFV++6T*$2@wU)X0*GF$R@#RzJxEV|ytRw4% z?tW_>%isQ@+!%7-pNrD|q!g)*dcHkQt?>NGN|PId*$*#Y=zIjv8-PuPA!Ye4Z@1z= zxs&jpS8bSgV>50(cYwRiGq$j$td8abLibdfD`Lj`XAX9#Dc)f2ikI}7%rqATeI-wM zFx<(zE6}wbVr{Q;pDOtB13G*!yd;Qdg0{KDIVifbDJ}iA< zUQ!HOB}}&r6geeqPkp67F_#iYS+z2szAy{T5;{veGZm{p!CpKNs;dlxhDs2XJo2~E zS+k@Un9vhK@ zi=U2ILZ^uZo6D#zc`+01Vw;p@yPbCEeRb;vdY@Nej$$y8f>{OlF#7Vg<<@BQ*ckzq z*Z$d;w;HL`S=h__WeS*2h8``&2KxSU-_ryU>o7 zymVvi#8cfth{ZC+4QWjzlnoq9kHQvL?z9Nhvm(?a9q2i1sJ#>wsOzVJH;d!^e1Dfi zyyfMM(wy!aATOZ_xYLXsY^8;BZskis*s40!8p9N#dq`+WrJ+ONT)kgFKji5_vjOVlnlgIKxMEJwrQDzrWJ6ebTXZZfvs*FF=Xn=61gf23+2O zBaJqmLtxt=O1#uD21xrIx_$!P5&;FBe5}0yMw!@2q7#mjPNT^iF{M@#YHl3uX8j{v_9vuibk0m!?r`BNuwmDD_C0>a^q;UZ(TG+yC~Mly;>*0r4c~ zlJ|?J;j8Y9TP@7v00XqZ1FRUEg8JTlKcL3xRgzA0m;Mh8zF6ss$J07|%3F+YU}IIH zM&C6|2L$qO`m09C8{-l&uj_E|2%@kQJaW?Isg<{Q>Oh;=CA{PBXT3V61I>@R#Ds4@yib4ev zFZ_P@Obt6huKk^fCH;-Ux-{sCu~+b6ms5OK3wFWJwdLjin^nd&m`4i`GdA4wyb zl&;gJ{_otA3{)s!(FNxBhD5?%NA^-m1#-~c*3@nt-&z8tJq*pQ)E`8 zw<(C(X}at48@LbhlET*IH&Nnb-|Vo{@zgnvNi*)_m;&%`eZopz6vg+q+5@bVgxbl_ z?#BHBuG>S;?mv00msgOm^Q1e#AXXsHbGE!S8}CbByPNtyiq1Tc>Hm-8N~PooxsO%O z+((XF>q00(%)KJHNp5BfxsQcV%2pw_<(6xhGr5oDW^-|$6dJ0QEsfpCD^y#(KMtavb5jN-(cj&c7&V`NY^6_f-P^<3#t~dN3gJb@~+oZe*m~b^7cKl>y z+W6BEeDmcm7A+t9Y9jibIyCWMj`CQ0dVHk911#|}d~Fyj(C5SKSk$#?w+^4l9K=0$ zb#VSu`Y-Y@Vf+r54Y0Lv9;O6x{xxK*P?s0J*+Rg;bWt{-_aQ2ydn!5}T_hk_8R%{Z zYV-f2DxIOLT|B&A)ydr9|4dR8(y^se!@Q*YRx^&8^jf~co$kegnC3i$3(bra(qy!W zEdy)ANkO`a7!XBb5#i9AS4VLw_G7A_*@ld0Fb9Hx%1n>M(9y!y_su?R(I|Z$T;ct0 zAH)^}wj1;J^?Q_6-4=XBGv&c^Pn@D|Z`!EuWE12tfn@xC9}%uCRsU-wN8fZ{$tM-Z zRJXV|59uc6c^v2<)Tsm3Z(=IPHoOOqA0EE{i#-QtKS|JmQZo_}24`Z!%6(G$q_T8T z>IP$2GJVE8qL}lzmAv6hl|V)r9A6&4dqlsvs)iY|0W-NYD^a|2*Fv&5+!g_n z^n9bk%D0g`YCj#O?@iEcJ$~J*3(I=7ap_uN8C?SilF`{6oq6U^3*qH@tmWPo6Hx2N zV}^X7EVR}DuoH#X+cz<+>}1`z8#wwV+_%p`YhJUT?exI)qM|~;CZi`#+P}Z~p`H@y z8=&EOq&(OJAWU^d$=2gN4%FJqyL(&L^BkU*L?ai(PdIB9v> zP3d4p0Tl5LoCnWNYqnNE%z)1gIE#KZFJ^EaI2O7IY6n)LR4tG^|y_vvt)^3QkdN0+hR*3@uQ1L29H zTWvFAx$UJo?5W-vc@O{BUYtCRCCL$-I%=b!0cbyV_XO@`uGa!vpw=zqQbz!RR8=_a zFV-~IeWDpr9g>>#M5@}xe$FX(YggN#A=)N5i}yq4>YL|@FOvTiRUe`9ok*F7aaE`G zaS}tCPdMZ_&SePGj`tYq7Fp`npu$1DK)P8YbI5po-|yYMsLywknqy8NJ%oz2`=JK* z`x@wPOUHfcyNAjUQJq8R+Kj+>Os?HVeFrM;g_2L`oj1DR$q!MSr=WaV+uVh%5}DGS z)Dyz8h>0}T)rn>PZ9w=tr9npO^x3EVDZ{y>W^TUl^PCM#N+WLzC&8MKos7%k%EvK$ zuPwg{=QDEnU>&D$Z~Hw1zzSGbxe5L@?Q4{m;CLGU}=G(#Jh|C(J?T$ ztYuNV>>DBbxMFQIS7xAC*>kJQulA142Bf?P(4N&)8pUQIxsoi`1(^j=TwRU==3Fv+ z(&H=_YNrDlOOr26BccM{XnWgm8$4^**ge>lY*H39`9raF=jH=S@E&} zL{Wt1K48Y>!l86`jNjKkr0P?Oec8s%RePluc}g+|ImS*9tGDt=s%-;Npo;uxNQaO_ z=GMv9pJSKx@NF*<@NVb0P~D>6;q*O>9%%pv=BC;;R+BMZ63spN4{v-iCJleZ@j!oz zt^(J;RK%|!`yS&|7jcoL@RTLKq7-cqUaYs?LoH(Puc=IN!y?j=bgEh)M5ZN^rtLIrr7O`A- z7W+=JD3Olg-bIZXsh;$}eA(Fb=MFyzCuo&f`1# z&|q1S|L6vNp?X0zaut;1ZH2+~m%t1Ce4|wRAtpq5OIf|oiz2kcMt{J0GH!9aCO#vE z&~&)18!a<}c>NT_03Sarm<3mkJDg@keSC`Qa_*&;LvP2QavUZ_o<3|9x<)>aY~Y`& z9lZr2V~`hN(Fo%-E_^E3Yayg8*i&kMWII5MdqHdG5Yg_*xT4lE?FLT_Ko8>a2!2Bs zG`A)jreM;ct_Hv;{8k6h8B9U&#fgm!Rf9JUSt`^|kQr>X1Q>Am{pPm(5`eh)l3JW2 zWj}J!9-T7pJf7dK#)t0X)dL=11U#PVN=7D8Ieyrz)2@zin7z*Q_|ux)E*x?Gl>8K5 zeP)4(#M5q!mC|}b#nSGiwyO(&LUOKW*)8&+Qk)UI)0y&mH?;e|;XlBKLOxpSwIVp| zoV`!@b+yYL0Cb^cm=Op1dJey<^6@78cXZ(uNxx(NZCLH8%xVOF!LziNiT|_Re{?Jn zP2QcxoEdSx8i?~NBs#!eXhPx52LP}zG19)s%d9aGFiG1TO<5~Kyrzg9jLv_8f>P*@ z@%hNk0glgqgj~ZWK~9;^mwb>qC!h|sR<|Iy9xm_T#pD(vH!Gh36urVUYs>lMat-ZDrI zUpsf$g256!Y`&-Iu~u)wT@4t^R7#zvPZT`^bt;qce>cY8xt}2#LkCHP-39oX1VLwl z$ElsO7_I8AW5;uujbKZ?K)YQCofP`dyS+IV1UNnQuoR zn6U~>c|^UM8x%%fp0eo#7GbEj^6po*aDUtKN^6;Gug8QL-PmSQVGd-0W>(-3l7Uau z7VJ$H~n7x$sbfvK#lDoTf7r2W*JChm^M&+P2WPP_r0Va?`_Mvw_i+K z-tj!r=k2->IT{+4$vIRCx%~zw)v(@}?17~08WyfWt2&nY25=NA^H1i5$6v8``hR!0T9DV){~- zwc@(U&kq^X@t_7%qPQbze9-Pn&w8wxCmoT}d4+lra`6>A?&XbQubH{b{bV8WKJIEu zH#zfT6y)@lhP`XEI-X-Geh-pD)KX9UkIs4@nOLjP!y27Rw)+0mL_{Vfe5ufT4T5!s zp0}llFR*03^uK0PYN+aqdC=@F$r8qWz7p%2{a^rxU|d2$vGuwS!?RBr3qaX$cL=XB zf9G~CoLjE<;o8bY0s4r!jJfdRgRlZuEF0B^faMJOp^tB!6-X-k8O^=h_qR*l$|iV5te9R$ z=4?j^kD6y*m};}0?YOd?_oxiOC@>8Fs-9zc7*=4@=#m0tgr@5-h8fXyxt(nljs-SF zig$~Uy#I;1ObB6eVT$DOj2}Dm&~|s35Vk)yIKLNlT}@Tf&i~B8mtYV|B#Ez$*hZ5g zC6>I(UJe$KVf&lyv&$(w+{kS;TvcqjC0k0^Et7S+C45Ed-KUFDp~f-V(lE=x5>ve4 z7;Bv0FL@7T7oGMOEUnW%ThTyd_O7-6THW)A)KjFcn(b4@GPYB#IGF$GJs0$~Zi%4ep7QPiE#6c*_-5@NUAw$%&&>nBsuiot@}&#d+ZG%tluyyXo6e|hD~*X zCI-_+<1&#)WmScWzYli*$!fnF@uacB1j&s#G|tTAd8P7W8D*&A80}s5Zz^-};2(*h zJihBAiDu2&-39AogH>SqEk@#T5H>^fb#1)xwR3~6~y|ALeBM&<(kZ_Z6xT^ zpC>!J@;CK*>bB+?cMl7wRzy^ z5}C{7r0gcn%e#AoGU>B`{Ipj^w$}>CrO>xP?)^ts-1r&(rFdLh&90=L{x(RB4)U?$ zN;3x~V1wsWW)=`21W1iylzDW!+DW2!$5zs7@Z06i<{zZ@+UEiYLx=y-HSy;lB=;Cz zJq%ikp@!-rc7<6t?BmJ|Y3O_+g}P7WyES(z6P%lJoMN}Vk&=Pgp2)}f}!;F1t{?CKmn#&P+m}AOZvFO_`w%L7n71N z-6<1a++}sOO(MS%r#OFWhZ7KqSZ=vSPQDJ6%!Mf*pF`EJQwd+wpOxOQxUqQRCs>ak zUGR}lQbR`*-zcFJbF->UmeVLw9bmpj9oe)6TfK!T-sk)iy21_#RUfx!NDMVTP_rQV zdAV>nNIKA@MOj8iPnDZq!}#>-5F*=;BdEAth`uVu2uQyywRv1#Ygcd*q8H{B-~4lK z8(C1yC)X(#MHBwASsws&py(qxhpQVR*W&2Tr0SCl6f-*t_kv43h7Bhku-w6Wk8a3r zW$D~Bb~_gD61qWF9ya_=LAT&5Vm=0^P2R}5o1@1pbkDx!h3^Nc%@V1Cpjdw`#;@^Z z>*u-&^$I+e7V(KlInjRcjIocz3)?U@#DW}G(2o{Zzy=D@8Oi(bm*%)R9W=G8Dm8*$ zvr*@66?EW_Rc2-H&y?YiMm-T;l*am{%?Si-L0x(oITFpiE5*N+6gpM8dW8Dd;rO95 z7V(+@Vy6Ey<96~NiGK&jz^||ja@K<}lt*E=vVbE!5d8Xy-?v9OLStjSLR}xo$~F{a z%AIipukD6KMx5)56Z3uGIxh3o)InM8NwLp>aa$vr!1YU0v_$XaPrHYKKBDExYfno| zehNlUOBUdm{4w@q?ly1&AEcex*`DI<>&={8LU^s%{q2&MmBFj5_U$@0GoP9~88-z!w+;pvBqd~S~v?~0E% zzd8HI)*qer$*6Xpjq1oB*+Yc&&y{j=Cu4zrU+K zFxmDG97W|;^0&LsFuz(#U60C3E4h8kCuP%3ZW3c&pFHqzr26xIg7D92ocP3z(Wf)x zbXPMH?|r#PpH_EbQ5#t;quQaaxNa?VXM8>2ii+ZSJ-dc?{Zd4d{Bnn=lsgx0h|0)FpR);dDX-QC z=+5@K{I`R$hDs$)vElnxG2D&VivS7xYXxF4R6EnVV&Z190{b_{BK3>(bgX&qv7g31 zc^=AMG;-{!4r`7RL3Tbr&hz~bPuw(XtL4cw8ZGnV{hD_8)C;V5D~x?t;V4XXZ^OV?w`miOt~NpWJ9IlN^4=6YLotIg%2;b_XZ+=}DF&|3kT1%a&cVAWGUp znAGR2?s7Js6tbTw3F`&=(@Jja`N`-g`|~+AU!>k$?Dw0{0QYI-z(E@~sS|qDcB#WB z{dY3f1~xogEs4kB%s-D5&iPYDP|@Nz3Mwz8{-$|Meki?qX%?Q3WQ1f7$!1n zYvfN`W}B8H#kD}T-S1Xen#hMoX$PG9b-bLC@%f=vyvui0pr0P5aqBBB6(izig@>IY zdI`%Pk0NGb(hAyO#h+sDGNpFy)~LS=J;Hd@jx~bFtcJ-p__U6IUvFxCJR+?}#?)+! z&K*WUo4yLYHS)1D--+4pGZl+p7rl8x#*;8t$;PevcTQ6xTUMq;;--P+TUueR}xIRM2+1&^=@(g)q^gCZIniS9@wQJZVu*)Dcwrx!4(bUW7D4@g`M-p^X_Sym4 zt`8>-C29oOEH4x(8w_L$1vtsY;#XvyjuDx1wA6v#<{T)i%>+TXSM*3o2jiCY=p;M( zt8S#X>c{g*tVS7xH7gLk`;&L{Q%h>XSu?d&O~bs~KjJi1U8p^Q0p*4TGndwOy(a7S zy(G7*i3p~L`IB8gD7fdI$~{p_byGl68f@-{0`K#HnU*a>u6L7f6GLKroQwM>n zwNDgU*~*bLViHUs(@#&w_5r8zf&I*v6BW0-j@mCRtORXuuwQb-p{GGYY9H-%( zgo{}nUisUfD@EE7mF`^7wFb{H7J7O<1THT>AgmMGsxU+p4V>@_E<=+79!DVD-Q>hr z?!|hTp>o8tHcB)>3tG3cx1V|D8Su$Y4sjsvDbar;jV>sSuA_#%+`I zBWK5w^CREduBHN+pl`pQO-qDXh}`tuo>1N%&i_;GJU6dq8l|Cb=>#Gx4&O2MsElIv zfNzd;XJj-Y{Bw`LBJg*V^-){^V$@ZvPVoG{cF&gsP3`~DHNK>6I$$Iph^g8E?K!w;dtMl0ffpz4ma{fZUvQJ=D( zd+;xBs~yIDRi;;6gP?Q-ofP;v86K6lXg71?B~>_s8s(EpIkg&%L*mqZpEPOqTxti! zwG_uUG$n1k{;YjowOC@tZ;qrDAtf2Jrrlb?{4Jh!>YBpK+}AO^*%r z)Cm9}P=0|pBGvI0%P5`J*IX~sm^f>{d{?a#kr!Z*XUg_8w=CESBDAn4(55DRUADfd zbXSbBBDOsA@!UJ-wS9wmzd|O50a~2~f>>;a>HK(}sBs5+b@ z8Hf}LIu7$i9Ro~}yHVKr&tSqY(t;KSa8TcOJG(jsjc3yil%DunO>`^Ubb>V@N*G_hW9(~BA z_pl;Xn*JzWdoKxqJ@{I@CT-TOdp-tO<5B}OwRdw@4_<@@gHM#*hi`u?_2{kIl;+J> zO9MlCV$JSnDYbf}=mELk7lya!99^b^Fi<>|&9RtLkLxh~_|WCPuvZ|EXs~d%)3GPE zn5*RX=hJAeq`TEycPum?9sMw@d=e~Fjts-^ah_eVPI^rL2>QSb9b z*kwejcA&e>;ed7E>gu16q67#vJ?fM4%qHDurc)ZZ5brS`@3 zo5&Z@t!KCPa3*^G1s%DQRVKY3%Gx-OgSxD#WXb`*4#|5#y*r;dA1p3NFgO#ZylAEI zQ(o)QWMuy$Pj{;iX=2bbblSk4wtLJ>VGSNSxC?%d=Ar>FHp|S%WM~w)e4+M9 z3!Q_Bcd4sqfc$fAUOX-r(pGgjQS0I39M1jbZgNWeG32nLaTk8x9VpbjZ!#=Mra`~X ze_Q(UEY)JnrEF;1!R>*GmqK~YDYwm4!~_xdo+&tb>pwb;7|?KYjeYu__+~l-U_Eyp zxN?&w70gdN`P>(FCtK=}$+5{I$TIBHiA0{3l)AfFU^&tL#+#F+DVFeeponmL^~&QA z^XZj_C%8Q|jOpl#P}so;f+-ak&*uVvNl@N?Cz!$LY?A(@6keKcb~bDuv$yOiD*aSH zFwGfd-;z0dm(*?t$GQ8+g6E#!hoS(PgT*&FnykAHiv{=NXz;&#;B0vO+PrFV-e)A2 zHSDp^l&=@~8|SehG5gsDTyCt|c4doOvF?OR?MyN#IbW7n2lTS#<8--c=HphmrsfdGFS?U(LUH+ zEz57UHrs$p5AT2KeA@R{AL-E6tal}$RM&l?X<*P-Q%I8;9LdwyFa`1WR`DA?w0+j!zNgD()nGK}NYB?Jk@)TKOn94VsCr zcFQ(y7h)xeqBJ}CRZe&(96^7u7WE7w^{gmk|CenhIHnUHT%E`;Mj$3o|FusZ*e+u6$Cxg+fud=^61SOQHQ0UIo%rWf$Sq|uaju$&woSstjLI%nr->GSF(@7!Hxf5}s0 zG2=l2MnRTfxo#Sa0Py){OSt`j2nT|9e9h~PdB^X^U-ZTpIW`UDC=eX66do6}qwfl! znEs3CKn3Kl+)Wh#UT5GRev`WZ6)6DBbZV1u*EXWvHM zKv$~5^a`(Dbv|2-f(LgUb->?KpZ!M{7qhvQYZquKgV?8&e9N#shRj^;mz6=vYRDB& z2Apn&EiJHKb+?{t12OmHuMb?`TgxyLPC-jlNxZ4sngY>^$jHel6Z}5*eTFt@?6rRG z=(a;`Fh|l-@EX7~%-q}|d||ytWhZ?dFXJt(T9tW4PqCl5;0!+McV7Wb5+RjjhIq}3 z^Tl^FtoWz{l7$TPlEq&E=v4n6PS@%nr^55BYvb;#+~eyFLVNS47l*00f4UNpVw1{U zL-#NlShui;o6X!=oM0UAxSRh0yEQDj;8v1Jh=@D#4^|88u4R&)(FNWRdqib(Pl)l3 z>rby~8Ys$IXVJ^T$B=bn+?Hx*Gc!pqrcr)eWy{;u zmC2*`=CtD7W1n%XLX{y01_)=)d`~xBtExhC=^{NSLP*QN8-q6554D*{>A;*?jz>h@ zL(JB%za^mHNQCipfZbbtU;c{Q)_2lpn<_yIm<>6yJ(Y4qL_{@n%ZgW$rrS9F$S1s$F%e2J1Y`aIYifuD=gN5&eFf;9G_ zERwx%aod%o2Q(O@5LmSYuIz=n&d;8bJta^1KYbV25}Y6pI_CMzRpd3kb*&$WJIX}S zb{|+0(b6BJ`UxJkzj&V%mmccrU0s0Jel}#&N;z!j=8DQv`*k7cnHJqV6QmVU<5f0$ z;|mUYwZvAYKPRB9Z;ki(ZCE(wN25{Jbp0>%{rXc4f5Zc=%b54gl5TH}$sD$1nJHdu zxu=?Wrw6RgNf;uAzfAHzOoRmgoiteJy>kH_5L>MP&zEOj>_(F}2%&FZyW0|wm;Kx?{- zaTshAs{K`U?FlK^K>qqATU5v88+bJ3*4*Ebr)0YdH>Jk*P*6RX3DOW`XdcnIJUiDb zC)yf5RWp`h_wGzr$H(y60=ERu{F}i;_$0y|x(gL`M5p2GMMt*AXG0A`DIqT&#QV^; z0e{#V2#txv^7C(fO_B=w=IRg#&;Jgv-$z|ZwtW8wE9DIOQz_>cBwOK>1YMU(y_=PK zG&CjsGs@-2-nqB_9(e`Vx(tj~N|*Am7i^xWwuRNGECS`7dtNi8)~DE7rnVCi69B*Y z1cpCxObA6D#op6J+_X;%TX?F;#q4oiXf2&)-ZK;QR5&R)`^{kmDwT=66`v=`$vGaA z7Q5i0<7?uj{Uxj`D?bMO8qB4dx!}#?24}9%q}lmD*8F#FU%HOxq}nCFWiAmV)Zaj& zZ5We13wbzPcMIQsYB^R^pga%3zOS}=)miB3S(NieRRSVR1}3E}FpY&Ru}wSIT5fyZ zW`-qqXBc@CIPTSl2Hh^TP9aZqx=ihd7=qu{}a>~ zGSqzV0Lf@rxSCl$d+%@Es~16?QeQ_(nRi-Tb{tlE*;S3V1@Np4n`hsG+Qbl%D2bY} zgs>^!yES#%pCio8j`{jiS(E3kz_fhl`y7ovxxS6N-sR)=Mm3Q`ApY{vhEBk`M4P(h z%EH$QD;;YjF)_{B?^rP7_oY|EOAI@2!Sm0wg0qXI_w4Us_gWcfT9yF_4!K!=ei^U9 z<(9;5w88@8+nki~nnu;&+*xRk@5Mi=Xm+tVf@$g3l(qOQzm@9~Th6?Bn&xg^Xs6J% zA)!i=qmBM{b#Q5>qxz#L<1-~fZ8LL9D7m(yR&nuH74mx*x%3U{LItfIb&xaJ9Ng{H z_2er&9S?0#OChh|F3M0h4yL~6*!f)0;YN=(Pa#3+IO(usOKP$^z|D9f>t}?v# zB<{jS)jK-V2tkcVeiy!gX7v8vd2cGe0Q~&tszXk;3kN)yw?QGMv*Ifs75)`jcX|*Q z+7R#Ok5NJi5RymxN7$6cpKoC znuK}#=A7lUl~{rlI|CHF;OEa!cI2?I6bn0qL+8Jy); zzJ42NSMG2RJbyh4+>VGj8S5#p8h;tTWi;abmT&S|n97rD%hgdXhOeE?&e=;+YwfLR zdiEU4oC_dcZPs40Fl4Y=BVnv+#IKLA$#jgex#lZ$j+e-}Z!qz+_6@JuwBMQJqr`73 zk>(P*u7w^iA96#knw#h4=>45!Z9zorULU*TsX5p7{@vc+T`5lD_9ANwvaP8?Msaw2 zM#l5UV~50xk8~J|81B){LyQJ>-^GsJIOKfNg*td%V3tqPx#^(9WOS2u=$W$uif>jQ zp(>QEX|s*}xZ+r%cN-P({1~!b0F_q^n^&rH6v}pwt!*SYH~Lp;ZQl z-H!))ZX`KM&dD9|-`&@Q4BKl^0vE8cS*nM6u{Q@Y)0ld~rJsc6goI!ouC;XaO=fQ5 zhzSYiL*L0T2%l+KdtDN>UGN=`7b^T+iO;jbyLM6-DdE+M5;$Y_oK7Z@{-V#io{cDd3joR~He9&Z0{hld~8o%6fwZ?jUKj+xuIws)LQ9n3;$>gAjc z=9tHmub}VQ?^HEm#m8^dpVMxR12*Y3WbsDr6(Fa6*3h5fZ`Z2S;s7_yXUt3a zGI)U-**oGT;$og>JX^Q@0HAtQOB>0`C)6x|HnM@TkEN&lH@Mf`t?-J;lcy|s*!J>A zP-8Cb5#u7kK}E@THyM>{QJUAL8Q`7#>+u|A-`_Vme_LSVQNRZ{8Q*g| z9e%wz>?*Co!Sw#I6axMjYSHs7h35)t{%+n`TIkijbdzLB|6?7y;Y&z@>3IFU)B%&E zz^1S0yHjVY1N>=g-P;!xH=d4`8jaVcG_`%Wq~-fgGCn6c&ty0Mb-hx?c;nq1_YaNg zNmahm=pe-iRtm@`LaGC!E#OXLX!gEFRcvy}rHhkBSqM1@6;<3e)hoZtGmpot!$k(G zuxX~Fr7sZ2%OZPuRN+{KveyXCK0h!)=ciUn*U84N=MUnrLcK010=reLT10R z3UK)?rMpvajj1Ea7!!nQwH8ZXE@)*{74(Q?$~u2g*<9jn@!eKsv#k99(<3_w%5|vM zPDneN^FtWV1E-rei_!sBM9Pf zKTr2sluShEQZIX0pB+20@~iW6NsHA zr$n=>7d-vlLSiNTg^vM>rTbS!>Qy29+bdeHvJ=oiTByb5wG#S2RY^A)D&FPnbGAh` zbhB5U?MV7e<``8NTBA&pHzlzjOT>gaAB)-d*hg@HN=O(#JAXVTDr9aE#38eC2;*R3mL8(}Y%sNNgd)(b4T|6^if*ELI^ zh&&~YdaY0;bdPs6s3Qp6CQ-YV$q}fex?48Y+AKH*TA2wx*9ty z2E?0}fh9LP@ur9Rfb_vC!yNY-+-U5K?OxPY&92W#tm9z=z+>MT_j(}{VT>%}-w>I`R{l+jfWT%ulb7BL5#hXuC$U*2D9rC*{jzvd7b*m|=Wy^X`A zXb)>fxlctAKUnKLS~(lpg1SedoTO#cgIsb;sx_IsE2H#8ucL#(LrirPpR%WJ-r6@Q zHNi4nGR$SY{BJa(U+(<^vY{A>rLg-Xy*3E=6=}WIH>im@`*-7~|LCTkfL81zsZxV- zvhW!~!x!we=}Rm>PdtYTcWOi!KONq{hrN86za}qJmg&h^VmRcWbN^U^b7Nr_W(a8? z!+!5O_#|3_S=+{JECvhAD*PVf=R)y}y|(Z3VSj*4OEF;+*=XK*d@b<||6Gk)hp}xM z^Yc{ZB3d^k_p7`JU-HcHS-lvdgALz$73GxO{^t*G0MV6U&F(GkK}M!ZjukfKnzrfV z{iAe;h)$Kvn(pVIB|9&44yCFcuO9GT_Cew%yR6m^#mftTi*2*0T?4;lEE}uM8dAXzY zOwXBWN#&X=6SXz?kV(zA@)Nbstz`iKs#W1pfyoL>+f5$G?36C)lF}eK`8Y79@gO57fe^F*y44yL<2msIPsJYPS6 zPP1c`q5NxT=3UPL?Exka-O>=AmJyQPV=~ZW!lS8PXLGoxhNx06@U9{RX5&=MYdn)k z1IfVjc(5Uv-`8Gd7j)sNu|R*66EIqx_giZezw>N5_z1M2YyR#-VkqB!sj3kLUu@qY zgekOHJA4tbA>g*z62S1S3b~;}S!fw{}v>1lI zq(;F;PEBAhD4ql$H+Uz!iusA%dUM!!wjW;w)4r>DydX|CX99hLKxTAn?@GN7Uz#)f zA~Ee26J$+*AtnPP``(#9bT-QcRu;JP+>SLJeq{s9z0X6{UqD1`m&$3qb+3{oN*Sot1H44F{laD;nAc$QHK3a# z?{4k6MdjQ23w|A{qsu?Uc^RijOCO?*3uy?cQXa#yRW=N-**;qG8sq#TPJfQK7%8Zm zr#Z{wm!2o;?1{iU3iY!Ia((;IW&PA8cxOxa2GE^SBK;~n2Qh}Rp1w#wfS1pQ*$`A) zz)Y*w%BQZG3Ts)glpfw2OP+Z80lku8l>Y>ACXVDhV2DPzvPRRmNzF0e zrxQ+pR*rZOK5vzZrrvRiy3haXTvv4n>egU;-%Avisw=h?1!h(KvvS?)?5i{ofZ}!f zoV3zT!1HNU$W4fUj#Qx%FV7ed@p*cuE{fQe)8+k)o51*$@z9uoYDV%#N>3i)YK_{I zqV*kuK83uQ_pxU^b+qr0YrVS9itig8`DvN=_oDx{$%DnD@^9i(bofnPKT|{eF8FJ)c1S(yLH&;j7t|fHvGGl(M?eXq zaDnE4z5U8zS4k)rzluy&RviX5#l~r-$J3&DG(!EJ@ftK6z-DQhSnR%M9aG~ z)o8NiV=uLSY#w}UvopAMaN9Tuz)*4+pOP)7JGx%nc(8JS!T-`VlG;TaJ|CLu0tp@r z@EV|;nm&ApoKjNZ-nTw8uKK0Y<@c8T{n^MQR*B5dm-o3q$4*BG!@QsseLhfd(o5&CNRN!62ay>hXdHNB-+z+Pb2i81{ zNMM~=&oCa;J~&f4lUkdLH`yj_njr?HJ|S1qY1Mn;2_N(Sc_|#dHUT)=uORDRW8o!U4=_kM?;cnBjkIoffB`d0V+U2w`=ofY&;{&eB_v#uFqcc<<*0j zw6yMPMFmfbrV`%pCXufgNWHGs8_|5t-prm~nf=8EP!~9tst~Ox1pk6g&wZZUx1nBL z89B#5#4)&fAPIBua|q7v(%Vef>gX7>-)QKKVjYVu1x;kOC{m1DNgLL+Jz<#F%XZUj z{H!wo@P?+`LA_IzMu_P|T!R_c*&Vv7PLw38*KZ}uYBl62rDF0Xx#Ck zd#t5E{m}FYPQQk9)CP|3w9}_%Yv5|WIK9w5?BIU~nhjJFTE=Q}O`eRNc;mFdy0I0wqIF4UsaZ9%fDype z(n^(zCr5vuhejUN%Oz>@UpHBWSlB-)Z@+))HQjRwhuTS6`6aN|5w@-FYcM#2zM9c7 z@_p;M_ubhJ@OjEa6?D=WN(xIPcuLuSs4sfyXoHr}Z_?8dXUb*uz7N%t@ZVZW-S4Th^~Ghjin`6YAK@P}hJlk(m4MgM)U!Lg8LTQBd& zdij7r?b8^Sg0V*K-X4#zoKP(k+S8}V-at57t(QHB?i@7pWNB@Ts+4Dlo()2pHjTbA zqe_7O=$v>MtkZ77oXFGlMzy3B`|y$jtL+;#waCJtpBEI&1|#1wl$Sx-DVI>ccC_k$qWqz%BA(~O#-^PC?*d%`{5sL!pcH*4o`H#sHo4Q~ z7l?uq8O15KAE*ePxRdR^K-$G}?#w{EIA!Pj$|M`GjX3PhgHMyv?KMB9mXA?VheMy< z(lQ;_i(l7>)w{5@JA03DYpq)uugi^+lIz%|&(rgGJmc$s9s`Y!ykCaaCu2Gh7r#ZeHQ&xO{bjG+Q*f~!>3xIMYDnVtx7HI z&_s@Lj>I%pJQeB=!-ev<;L4%oGP!3YMD&4tpS0w}_N8I%Peq5WFm`Q#zrquXnR#w% zhdwywt3SfACLu1{0urwKxlLPfnzoZ^cY*|2^bR`w5EX~{LOEpPc8COzX8jw768Za9 zju#xsWsv)gl<;}w=Ol)>9cdXnx}tm5AA5G{fdOyhzr#4mVxRCbE(zvVtVtFeek5QIaw?&-^DsJ zYGnH549F-Vu(RW=qi-8iE9?Hs>>syq&ORExPs^Loeox#jdFt4P zVkh4QlTueL)N|zN8V3t9>4zUp;`R!wAAd7#dmhr!H9}3U|0mN9_iQLB2vNL-+b?F! z^T{GvVVwtJdT%z6;5kJ>1{)x`30bCJk=vL((CK>$#+=Vy#0|oS3px8655`Q76eO zwbBos>#;{yyLO-sjXz0qaRtHbw3I8WM|L;E%wL~;<+7+{?-9-3c*t+7ClJ%CA5VX) z;BJdW_xYT$4s`4mt%J~~(q$L<&1TB)12BnUm^O24s;#>(T3KBDmhtOyL|Ad{zm8%h z!a`iJk&$0s?_zKojECaS)JbehU7x*D*YEq&u4){Z0oF22g$wn@|7zx;Eaa5!u(+!m zBV|Srh1rOToqi2DOXMh_VdAY3Gen{A6sOF}h$k&Mjz+EzuNWH;O z4w!OLkV*KY6N(Eph(7eXb&)whT|ADeL@-2D2O&%&P5@P?=2w9*J-3}r>iyESwI%Br z)y%}}h-`(m=mC%cQ5k&!2(eTim{JDxa#nd0cU9Gc-FYk5pNIy6N}sz!^2r^_iy+b$ zyU^O7w0+mDmrrj%R6)3!k>4allAN>|df(IGdQp3pnLkwzk(3w5C&hl-M4w4Udh-;DCRD8xImvuf$<;~fsjSB$h(O?^0I=#~!fL{6p z{c{7`h2o?@o8J30&^mK}-PE^rpM=sKu0a?Yc28~6mDF68W{&D!Cgi>?X?rQb6vO(p zOi12Ro?kEkt}9R&nwSEfPs!R>+Y*WDUMn~&D8y<1lGRajP4rN-jgOhpWmnxQXXWN- zhkx*>L^H4g1(t~}5lfx2h9T?g&m zG$f_{eWbzI% zo@yVr)w-DcYgXra{fw6DUTYQ}pH>szwv=d#vl@>c_w#D#J$UsqY?kFuCnVY5xR~If zt@CTCPkodJe#m>`$x6Cr^AoU@!7A*Vq^;l+T?M9%)xJafe88h70uavN`Rc)`i6xO> zH_)p%0K0jF5YyM0*&l5mB1+J&!L@N0_C^v;YkihE1*K5>`SuHE|LBAc4_}P5$dT|K zfQ_*G4aMW~Di-Zvf1CQscD~WE)uGIpd)m@!$JuWMl>FlJe@Ca$M-=cDnjPUnvd-0X zEp?!crrko{>3)~tyU?+`X{G(05=5{+@JI5Gt>V=LW z4X->WE_P=A(jRlQTYlQGOvSyDGSUxAn&jwS&G|gX*aAl!=-Jb#^+kL^@L;<6#dna{ zR6km1+G4T7Z!^H0df#8dHbOh=#@Q^{uzR6)qH~ft9uCrMC8)HKOJBBo9QU1HAgv;* zmO*hKUYf`c6P4y0s_A?sqBCv5bcFcc?isP?@vPi@zQwqqoZ8x}R=vd+X{VRCDUh?V zP_Jd}K>r(qogWx|mj6s1WRuQ|zCTT{i1M6|(aY(4D^s2&XhxLAerz@^tII4Kn0O~p z2CkxIFpUE#SmrN=m#4mO8IL*8*+^(v}8d-Q4y=lvr1Qm>wsJCs`S8nKsfn?M)LKWqa)} z^-D1kGJR8odXU>tW{6Ae`Kc}`)UL{`b9I7rS@0His5Z)T^^=GAPZrYJ7mkYu9pW>q zr?8_3IV5`mqZNqo()oeE-RoS5G5U=r<7yey6-V0DEIn4I)P&i7rqjfpZ=7gfy16*U z;pRR={0SCw-M;y8akmHWF-+$DQP;!k*$lh6b+nnN7qY{;xBPf+eONCD>h`$Tqbqt( zXl{viD<1~Z4HF0#^&8uFK@0>gAE0-yu!j>gBo8^(_+?Fkc3X-1RypKHdzMe1@H2Hw z(msOwe&`m0$Z~)r=dsz*yD1fD8bp|I*au=|Cm-jA<;-8Ezeq61sIq3v z_0EV#-c|G29F3>5H;(OV;vC-{O1Pmjn&r#p5QgLB$8NCBAKR+@@2xJ5OEbp*k-mK_ z;n^lIwv&CaMFjD*YUnneAv_e*{J6*|&Uk!T;Kdc!g|~e|)N!lN?Z8oj4xWvx zRCDlXgRnqw$QM`1S2FHO^jXqM>>*Yoz>GtFVL27e3uE2nyjFqD(uS<$f1vps`V=jD zP?WL*pO>5NBpPT*qziP~;<3vbv4ZjfiUctvSLJIzGbg43ivZcK?{86a`WEx~-;uu| z|9L1=4d6b5Y*=)b&2;jn=Yr?FkjRW1;xuS!AzDDuOTMctfJhU85O(>Z|KmQIxMFk0>W~|Y%~ClevKisUJcN|sbv-Q!yVA`Ju2sl8YQvQ;P%Q9r zNg`9?ciePW-d0TA`jp+pY^1H@x6BK#VjcQ^YIH%4!2THpZ4u+fFd3@9-Tn5)2_UbhBiR_b`5+|9p)?b7wAA6|0sfwcDz~|w zouukLQm)G+8~+faxspZT_tzPLHTuH{PrPl%FfVKPv^=qFE4ayf1|~H~9!?lpkgYM> z-`Vh&d0P$h4{$sAN7tsj+!L_SwI6NvtVIA{__45RWEGxS&?Lxdug-kFWS3vV`Aify zU|pzvz0=9$GhZOn!9IwhLu$<@J^x47m7*$8GbCPS^f>TK*9o`pMW&vR*Eh3q7@MlY z6@1qfZ<^cSWa^)!n5I*UI=*)%1$L?1O?m(}8^z<>Tt%QR_ev6Ypy&<1T}jJ%UJ-zHuewh}k_12G@U;wfVI z)yCYIP2ciI{9YGD4l!)hoV-ICGex=y_E{p0aow?X$!dM^@>m@n61tFm$}su=eh|A~&kIP`fkSyUQdOZ1+WS7`B`U9{$fnhW405nY?;2#*hggfoFO5TUAe=#yM z9Ju>Ds`mTFcK`P$`69m?LAnTfIs_-)3bMg!|Bo&=VR$_(XSK2>hLY$@T{YJ+rzbTPH9H`7;N{ptU=?NijL%U_I>!p>fZNTjF{9rIrzSRytP^_S!s@o0Oz28RF z#5^a2gw>C@kuQj&b0?xH`d(gz)0_1B&hjahtYknP-Ulmxz3l9=hJq|ncb)};WRb)2 zCHX+0K9I-5*KrYeuX?g>xhy%KjSzo~a!^d2@^enD(Y~tnAhI|j6~@yg>tAVXc@^TY zNP+z519m%U`-JPz4X%!h;U55=bWX2Z@<7Ww_3FJIC4Z;0DAI-hBn7|jJ;MA&$HcW< z0^a0$mkT(xE1B&B>~3Cd0N(rcd3Us)`@p6&M7YeVI$uN9S0?882fe8uC`v@h@Uyze zxwmJTn??$>ix=i0i>8>C>i}}~2o_-VU_kKU*P^yp|A-qqg`=cB=H<6sCS_`VcEx&k z{zu7e%{<(hGwOHPo8LcxJkHZd`O*Yqpe|f zC!66dJJ&4l;B{`Csl9{b6;rm4L|aY%+f$I4DWtXrS3Ch7 z4E80_NIsC^7BfN=eeP{6%~S`lBx2iWHAL1Z@s^pTxhJEjKF!vsn&=(9W+ww^?#Trj-4bercSei~%2~hO|XE){sTIJ+3|-p(+B{C`itwE=tJx zWg@LkQTbt6DbV!e18JB%l-Y)TRlFW8zf-B`7k3Gw1wK56%bs9Ec|CT3Y!3?IGg8kA z#A=#@xFmf(46we#H(mbyQ`m!=Hp40a>cP zDFbu118*kj z`4ROhM`(2++To=tU&`>n*0Z$N4@Gj=dcG1IUuqH9VKLj$XIoe$1U!nWC=yp6zL_4j?s9SrF_}p@wLtuUp(l zTeIsp^jDe;Y54_yy|ZNIGEcH>>?7giPxSkh?}UDz8~pv?3~G<}YbUm_4^{88&J=;B z;`ae*L4ZFa0A&O`hFc60xk$<6XITGg?E;b_19RtIb#RLQ@%#d5H>h~Y?fG?=&+fV+ z$tSjxo-ogjhfg{dPsb0(vXeZsR3+Ju?TB|s;fo*^gy!En_=U(EX>-k|V3FSh%~qdf zmCwj$Z`Hv|Ux3=UOtU_#_Y#yRsaAaN`##=EdCO{a={NJ@`8FDV$&u!tf(Fpl`Ldre ziA`?Lo^+kjfp?a4bhS)Qxz|i$gdd7Zk5nFpcg;CZbf_{{1FT+nf*-(!=FNP6eR1jW zVO@n0CVI88?niT~S?vtbO%+mQ=6UdYwnX7%D=3n`60Jelk90?9;mXX2U6if9ZxqP>;HhVoy(0uNm@^EM7%v`)RWSh#-du;H;2 zx){xy9d3q>@PVIb<1+CNd%Jia zP%x$n$?G_d1eVD_`r#f=^}8<6~+R5R)j2g?2`53w!V+=6wua~iITrte>RaZ_3KWK zTVPp#*V*U}GP;?8R^!|g_>tsM?4l`EMA|lVe04$=yE3?F5|8|l)ywQ@G9CLh_ZzY; znTK*N?~0a&TcRe_;W7f961VWb{_^*Z0m_B0gF+JYU< z&*bcwsUO15j4Ta%rvl&AlNI&c+_TcHMHMJsmL8qvoav9r-We)Ku}VR_p;QJVzdjd% zW5|MyHRJY)r9fo>=#U&Z96t^h_h~b?>qY?4mQ=3B(k0I#k_`z$DzV=cDo6COd=w_(LU;4BO zzVj}>3-#jHJFGeG*31g~UdjUGsVxY6O#>mT#>L4m?8CB2npS%cvu4R^$jw~e2tiiRvp|K;RhURS1*!g8QrC#PPaQJbb@f`9TVKE>Zr$_QcQ|BPYn+X zDbGpa%P>~w=p}7&YoE15`8)EV2AY3u_oZJWKUCAMI*nL3PTUy#D~LN`K!bdgf*?$1 zu7^^E+7c^zhNr;#<6Xc3wx?uV(uKcfNAS>MSX}X%)R$oHj%S5uY5Nq+Qwzw)`9b~W zrU@KM>cPq*Y7}N3yrXwePT0Hofvf&YEtdNiAeq|X+S8|cBn^94L>Z1esSN#W%VD{k ztl5#>=J{gOb`<-`{vLDT8vDJunt%`yfy|P8%YgNrmKSmtoP@U8LiLY04jzWHH*#FR z*8`*>Kb4Ic+r&QooWkog(%0|`L41A1c5pG10T`0R@_x}aW+){!qaI}vGJd0yO9yt5 zVe}kg4U6x7K0YeZpRu`r9Z}B*MOt=2%nE(>YI5Fo%QXpraG1+ZW^YnXd>>qKd_J5~DjeXad0c`?13I2Eb9i3ZaGq7Py67)_-(2_pkIQ zZF$C zXakN>9c#G;r#DS5hg2E-UOM~bkdC5wBA=4VURxqu@K)I&rDj`ac27zBGE+;Sug()g zwEGm<@d`27qDv|qalm)qVt%1&El)qNjNju@Y!1;(1LTF5c6m`3?z3HD;1805QRzZ~ zSEw_!C6?gOS%I$F>Y%>z&U_Y)Z46$>57a56CePYvJ0+^QhiVEPl}KN`k+XCPYWkWY z_s*im043Cuii1YUIEIk&I){~oN{O+}sD=L=0Qjgu`iY+~vp(-!;sk;3z3R}w%_3`N zesSB@UyY5i*M;bY6FB;uX_xSI5w8j(WSU%X@L9t?U=4Wwxz%{7cg>Jg=hAnNz04I= zol(KShgacf^(WlOWZqk5c&CZ+<6iRyb}88vDf@;OG|kv4PKymH zgm(;i9%!o7^r-yc%I+GE?-I!~zWyWJWw77ElEL-dO zRG=%s?HF=ZZE^7Gro7pOI>iTA55+yL^Y0K1bnQUoijS&zt&moNR7e<*zo_GKNy5iA zeDYPkfv7Wf6&S74T{*KxdKj05ChXs>kUUHos}V>p4;lv+evMTO7!~H9K?v)zBXfUP zqKmsAtNA5$G~F7Hr_Z(gA-&{T=bx5JIa$KlQqEtGIOVSVqx*`AecK}XNjuN!7HT#B zQ|ssC^fRb_nbx|Q3o|5KZv?w?tDM);#=DG1&rujg3F@|vO&+B}h|7fx99+D9fHY9= z-!T5u5@$gjNHq?%y^DGU8U9{4XV&C;&h2jY>E>I=W2>04gtPp;p$QYPnwMQY`9Kpw z`0G+>Apx1A)%=p=l4GpP==?`_D{ZS?gq|8g0T4!=YTu=Au2!^NOLWE2_s?yx{1=5z zy`_R^GhRNCZX9;0yeec!kO(Kw|4*o_rq{vI9Z z(yzNr=~EUc^1X#zVaR>~`=nK?5P;XBkNP}q-sJCS_D1CsO7SDAL$8QcdXM|&!vTv+ z7m3q!`es7vDVl(d&)#e8Chgis^Z_3K2-aNn)<5G1+w<3kxgQhr{TVgOMgl=!_4Qlhj|UHO86-GHUec?JW?b% zy7H8DQ@ng|-sO_5`|Z+4ALfj;&_mGB0w-WG3x*#tP8JRTwB%F_CGSI}`ip1&tplV9q$nsevjJmM%Xbn4z8t&WJJ zK`x{34wfrT9<>pB3pMa38l&!puSnVDecxwe*on0Q24t~|zVDBFiQfYXqsoON%$?dy z+aMp59SDN;we_I`NOIs|RR6*J_EW5>uOtWgkHxWSZ1s2xucI7p@OiU|FZ$S+@H)`e zoxv+DyGw=Rv59S#;moZ^RF|$i?d6+tU0n+!o5rwCdFaqTy8O!NKmbgIN|;b<115Dr zE%8uA?d*sf79-sGpVYCr3?lg6{oEI{STP z;Y~$k!4w+zF6wO_1(!#Xt5XyxE+LtBzwG4%AilN6IR1mDm7xnk(tseuO#{Jw_o0u6*I-93s3N~@w6%Ex35;v` znL2*lwVmtSBV{>kdZvL?wOOEJ!)`YLMoZL26k8)iC~< zpOy_1{~B0nA#)1g6YT*{`~~R$I*i`t=BcWl{!0E8!`f3V+)8S|U8@ECfIH8g*b>v@ zRf5kku3L6zraU~eWEJV-T}KmdXdqmfT#;S*5~)X) zlDN)ln|ACbH$S3NYwo6aao1Wm^6JNzD#6@EoMpG#2lH)2lSPEz98px42U-+>AiR&$ zB(LGSKy|pmPr+Zc8+dH{`6&&(GY2bsLS1&~je|G>aPa3D{1ljQajFafHo_XT_poc- zTYCvpp|A!tsrA`wT2FisW^wE3rqA2F?RuLEq%dtlfE_=c9#m1)2 zlr8>In{Wku@!W<>J~e`6Av9#j=ivmtW1=5MFAHO#D3HjwE1;fSu#dlo_+r}I^H{;Y zhIi(BVUJ_T?_r=se2Zn81NWEZJfvm9S-E|h&3*XY0ko~(qGaqksh_OAX*Lm;a&dLU zZSP8EsZ-6lM@--2^27fG!TCdj-V@B*XuP9Gr?M(~owXCJ?xnvEQ(XCcrjcfctsIo| zBrO8i1jbDYG;jgqXtowk54!u}!efHxw?j+2=s%rhLvX^{~2OS0`$l+QGzDN6{a`f5xjFn_2Np)HXs)6{fJtoA@+;kfr2y%Rqx z@aIe`KImu&yU(uZ`tyl>9ct*P{hegD(R0{0FByXLBzIO9OT-Q4E!FmqQ?A6Oiv8!W z8Wjxvf^cXVI@&gGWpOknJQB~l+jlki0^`#-1&j@bRlfw}6s=WVJyN%F&+~V&rG9%i zd0I7Mr$x}BwvsH1P|Us=vHLBWMs4e(f`^(#F#ZB`_~E1sC*Mcswkm|-E2)>{cQ%() z9v+xY-A14$43*9MsDaaZ?*_eqm z-C0I;5%oT1Jq&YuezLTd_f|cRj%?Ye`tGmxhes+zDav>BuBE#Kl3`m#iYK)79%suF zQf7&zBZ$ZQr%R`NudIsnOuxbkB4g*ZlJp9@)h59MHyBP61d5Hz`YYLB+I-sLmE_)~ z(G1qT6T?lI9LcI2#2fnO?a;~XF$(&DboXPUvZqzPsw31)fE{O2YBvRDE+b$%=(YLT z%Y;Wy)jpPNLo+A`CAUX82wFA z!0mZ9cDg`*_Dqn3#a+n@|6)!%Q}7|uf8e3e9qESbMxe)L1r^H>2>ExY}xvLbO6J!=I%Y+AZg zSp>IjSL7h3wLK>ktru{6WAbXUxm*Im(*NTs&AGj0Sj&KV=&1@*Z20tDB!35aoVxlT z>qe~Ru5B0X!FHv&V}UYdI1!~7-FDTSqCz^KCDCjV)aX=hXBApM9UMU1w2~(T8fTl; z2l7fYe)`IK5+`Np5O>rc_zLwOf}^IMtd^a?v9j#Zf0d;f@UE0A?0}E{2!2)=_YZ!1dJU4jaHV$udBOI?W1~{Z0kZb`tOYOa2;T7R8zlslS?9U z2#n$7-ZQ+3$|Z?Y76P#!^3Vk?M<&*{beW_#kQ^T{QRVCCP*s-`SVAj)W_fqC4u+3| z56gcbLgK%LxNc|^wXqad!hZi0!a*YeAB?zaalLG{6c22{V-D6`NrJ`$QPpnfC>gbh z>b%;6aVhcUzR|d^cD{o3XdY4=iXBeh(Q;!UvgXw_%j`1;R?M>Hk3>BA-OoAh zfx+ay$|ZR&KSit9|9${$z-q6*Ib@;nb`psWJdJt-qbtw<{)@mwl1z2&8OQ#4eSzAl zoN>m&fFR>`HOPkM8PhShrTC+iSd*_E4sx6n){jl{J{SxkX4L%ff-qFJD#pTaW6=(Kic7vLT2X7zsVuD-18wLpJ zz`v3U`sO5e2Q6WpIFZZ*KHI;sEmNCT`-`pI@Q}{4%>7`A^P1w1(#F0GtiK<`1cjpu zz`d%H^WB7Nxb=_9_dsVqei2Kvl)ohnq;7E7%C0U|I=_0DG*lK>D$IC1*>U%4;99J1|xQacB|+SUyZZniCSx4G+D} z60Gv`NQnzCMs5ztXzJ|FRkIa8Vxj+!ZiTqkjP3&bALBJMfJ#FC_pqp7OwbPI$n0zv zA^DH)q7`}#j(VDS(yuSPpDOL26TBMidR`@b$x6UK-Js*00oh=RZ>WdNXOZEnCDd1q zjvhAIa%6#~pw_4ObB43-%Yv22%Rk3jBWgfbB2AA-ZZ}rt`F1-cE+9Wf9TwS88xuXN&`-xZ z*9>AIZl?46WK^39tlJ8xs{UwpIq?0PlQ10Yp3!}lK%Z`Xy@;yL_d&Uq=Bx${G}BVa z2&-FeB1Tb{1HF9YlFl{Uz5b*02m1$d;LV4W689O?k!I~Tsf|GsnY`#PPd-ft#t0;z znEEkWZ(HXXl%0Md#rfdIZ9}nRCXV;?b$_o*5_oa{y@LmN_lqfW-S`&mQ8QY?@aCm1 zi;@6X$#O)@dPE$9kQFrD;(XRA3m~uK2e7 zhq`4c7l}hL&pbcN?z(&@@E6PLgG)ZCe?McH#`+?2_~?@r&A!-rn#_w9hkZ(nGB1y) z%7H7IM@Pr1t511|CVBciJdKLe{I!_{lq1=8PfO&tKK@%awIg0{9%CbaOvgT0<9U+G zMU%SN7{#k1#)q}b@W4L3M@t@Y+7P^VrBTc=L$s((AQ&2Zm+a90fM|7fal<~N#v2g% z35|+rhH-@5d8Qrpn0Z4NE&(p!1dj;_)8F*8=*gPP z*!K|Mb+cNt;Sgf@Or&EX#Q^%bzdD=k9 z7Nm=Ql$QkM*7=HX(8(k~#2(*0HXfFRoqBwiom&YRqCb5}<9$W**??7@B@rHUJwpw~ zK+gD)O{v2~tKZqS%cOY-A$BaCYye9McOyShzcJIPLCf_-DW08|MpXZ!^G1mhSkdv# zwKT2>A2%BY%Jxh=TgW7IN<4wm4}1P-5EjMW%#X*lS(0*3 zty9$g$o)DT6d7WCJmc9xo`^!o62`M}fa=+HX)yYrcKjrTYy0Z+NA?}F&%T~!(70*v(6*_4^z(RD-I!`*7_=V#EvvWmV*Bpc~1JZ zbg}v2_uZ-0t+TgoSuI8#>Y5fu5OFw9?VaydgGqWq`w9+{9k(m57y3`nXAA8O%33N( zC&cwMFL$+GR^@@0K7dDerf|hA^xy$QczZB2gdV2i1Q@mlJ2IVbl~67bg7(9CK_W!m zukK~q0nHB{TsvaUEmMsq1222wqur<4q;R{>fBY^{GXqd_?FawpygIXl@pmv^o$KDp@Xkvr4zfJ55z+fZY3PQp zhqNe}!WrA<*@uqjL|r20htdKgzMcCT=>WGCXNNtKI%NI;-oz^u1>VjFXA6C?=Pp+J z^|Y9H;hvP9LAm^`-$a=mDCRf9#qPCDcE$b9V2zw&x^87=;|~qEfKQJhj*^!o7;o6) z1!kF!QJe)b#f)U&#Q&Ohc*SIonxia28%PJFy+0;O;T5Q^7JVAP$Zp(em>{(5_a1pd z7%q^JrIb7p@GG|zs{UGGPwCBL@~caFAcxD@1G}i6%I5Ro*BPZ2RX8Z_nOm#CfZ?7Bwa~wxO7I2O9z>5 zpMGq%<{eo#X_oaRl9i@p?)ySH6G9~dyb$M4vxJ(VvyXSmTVQEQy^~*D^{DcYGx3t5 z$oAJ-*k4qaIE`~i9I#*oh!m<>dR9sQ$w z`;Sfv>SdB|JC{7W&^2TxBG%9?J`BAxZ%;y}u2K_yb8QuW+8BlSKlxAv&P zt6-|v|HAyj0eewdF8U7fPa*9ht#H6saUr_8m5Y=((}BNqyT0C{QfG4dqQKaO+&nue z6z7Pg2%B|v+~Mow6toCn3x1R15qs&|+`OX|AHHvHi(T(#0_ox`-rR9;-N=q0(t~C{ zSL>p~!nJ!f%wzBhW&3-2wf89LhDl5`qk&I}h=E^#x0QycEfD(n7e{_p#(Yun*F*Z# zak=7UG#v@?*>+UzPhN0JNfL0qyvvPemR_ZGw`KR-sF}|fDcCJJTR-X!NJ&`Cz5sVV z=V@PPZk~+Yx96Qjil@2ty>WqcG3^G5F$n+XKdX9&kR72%F#wYPuMN9oK?L4HME}+R zW*VwnOd1Wt$)c*+j$q05d5+m|8CoY~B>}xv?KcR)J=YN-2e{@#OM-laWP5P-kDdTA z7?^dqAzgb(`Jv6Bg_nDEW-EQ+NQ(f8_1SBm^uzm%s)nin2h_rKzG)j3Nu$HZ7U|II zXz^(9axtO!p#2&z2&&%@pK*c7jDqSm+^7YU@~DL+WM$y_{xWBjglAxmB`_33o@NxWl(y?r%TsD5W z)9X|nfYFK<@EGg@-?530c)+hC*m?KaF7&;< zG2~X)#etEzGuxbgWDW_{nI;nI9Ua8jnUXL$X?9aHC&Ky_>-JXQgo;^`)t0Ix1Q+!V z25s9ESmWw!4Vz~r!M>_3Eig{zf4lrAj_&Xcavyx`t4d|0r#ttOqCqlTghfqj5FxSN zD^0J~cv4rgF3^q)Sik6P1jZO1??+~_;d}C^NyURg7UvogFWP0~o>fGe)1N{$miDj1 z1G|k;?)cRs`M(%uo7c}l>Q>)_A}%C;9CaT$J*jE>c?=P!-9>g~L55^`fTik%1ua~k znq~3zJ(n2-DSpmvUh(0)-vEfs_NT`!H&y#lK6BW>&t5c>G^kYI_= zR8<3)W2SkPon~CKEskqPrP!(QBl0dusJy1EKhHnGWFd2-aQI_LE_izl*gt3?!c86^vO<6H^M>({%F7Ov1l|qEI zpQRm0ez=zd5AT{6HDA|`kZ?y1T~}+-dhBp3%7Kw*Lqj0>xS9R28+X|F?J(Iz(Yr>V zN8qF87SK+GmbWUP-F;OU`POYlM{dItg#V0qIu=k!=Om&WsrF zj4{V2S4qoVBU(J`JL91Gh(PzPzL~EWeU2QK2ZwLLm???EPXsxVV3IXhr>Vyq>QfH%cVY4W;)DfL;h{OQf>Z4 ztgPH_^i9OB;M^sPxO(^SQ|MFjLpZim^*(737xcnH@bt{?^6T5Ld5m<0^|Pce@o*Sm zEApz=Sm=2mV35*9shSa10IvTn7oCUF4WB&{51TpD9IT$2PP+KeQtyFJo?K zS1lEOzzEEcJZc^jO;Ga})p0;eLS(T~;NHUf-M{TP+r5z~0i&|ds$B37Al7ZaE7YVS zcQ@4oy~fgq_cgJ3tV<$A9(H6}UGLc_D&xtjp%um00z;H!MZ8-%&t1 z0Zoah*-W`vp2|LWo((08NkcvW0wV@6OM&~BNOs!a`)}%t{mr@m)1GZDU_u`6`p5U1+6QFl6Yd*vY=c7Ni zI_ZFVMjqW6srgay=Rm^X@)xe(j3V#<3IsaPM;)_H?(3PTvgZ>(vi<$N6na*CIhdH# z@N+^p7GKqQKRwgK$i88^&?A-4wLdX{B|9I%!pIM0?ULmOg>Fi!O|04;Bh*>0_02jf zIpxffTHCC+6Y(&)^#A1V&UB4$5}mxzr<*K2kjU?H#)_M)q86AXLE-Jl}!K?jyy{~b#F2?y|rEGD$m=KE+N{9U(sK04Rl=_X0PV8($d zg-t<#Y*bQ5lJqRvvZAZ}E8~aWHU80eO^G_0Cj>`A9$SFrr)dIC(TqwvIPNobu;HRW zu6HJ|;8Dvyu^|rd#AgL}J+fgOZn>;%0KfP9vPn~R>+!}-P%zdEpGn2tHFCx;?| z#y@|KRb5Yg(Ue)og8l!3fsh@!z+AI%kpy~K-|$f-#<{49*?n4%w{0^ndA|`8x!3Fj z#58oM|ziT@SFE4y~*h z3c+ca@=f*_NbIPTqEZqL36l@3l$O^PzUQKRxK1Z30fE(6-F93a$w)1*SqVhMBoH$E zlJN;C=Dr_a(d=dkuSQ46Brj=a_z?vcyc*OJ2Gbv^{$igv^}=w)3JHtcJT9n{r3 zzLu`QH@}8d)#B2EJ zNfM(G!ERQsWG>kt;Pc|?+y5(vc}c`diV}%^X+NC6Uu7X?qrY8o3B(VHnV5i7?Pbi< zleE7&1$4ccyH)KH2`leOeIU2An}Ot5h9^f6AKHsa209`JFKBFYfR`sI%_&*Y&w?(M zlfpIeYpHiCOD%+Js=*Ck;^;7u$F1lSn%t-`EbPqSmy=tvV(k19h~KyTAy6KvO3K9P z*e;)RMMJ`;U3V{p7ApPhytR}Ykqp3)^X*2IE4J`MtRnQovK|9TdX5vW-fd)2`V9Y_ zjy$+~dV=k;Ykr`epvS>*Z{IxhaF+b*kv&+FI8gijJ-ZB)_SShC5s znNRGWq%RV;5A35>_8dQZ-=$pr=oxZ!gsCY`7>bqc&8r<(Exe5Gd{XU*yWbq268Qzh z8Banloe)1IrboK*3qv;#>VD6nvXalX@k-rJ%dn4DoP?W6e*$Aw89x1^8*xnSO9l3^ zhOne}X4yi<_}R(nf>%r$k5=BFvcoKqZCMiXR_Df%pt%-znaiEGT{and2L(FRJO&!? zs)>nIS+YhhD>o{<@OEIZzl{tg=ATb|@aaNI{jlmQpg50|E9M;V$z;nM6oJWeX;-#n zgRxmjs1jLeir{SpXW#OP1bl}7bCLp}Qr|%2iLKWFiA5wAI;!h_Gl;Sjzhd+-x6O1|xvl8CL|B&M8KlT!y@R z+8+=_M(*i>iAF!H1{40#C1_zHxQZ}!$}bq|b}I86XlBy1QXRy+`mQLNTzW>6fMx+U zD zf_Mv8b@A%4o~)fgSDk$BtzEIdhDmEHb*ey=V40Ml?EcF@q3UMF984NJ_2Ho*`pJbW zNF``0M`Rg?_Lsup^`in9lMMd4gK?dhYxVF9S2%Eq{nFHp5g%rnCVcQ&Q_9fgD_*z< zA*-(DyiZW;8ILZ^>}X;b$C39)zHXv!;7;eWu;QZoAK0sl3@GjtCFl%{l_KS|q{lP~ zf7gG$=G*hwxc!()iWX)_0eabTa0Uuv!QxaU))h?t7QSznb@H%XM@5_Qk`|UB;mVTl zE|R653d$2>3n zMh0E`^ag%+skmJ)SPL%&7X}f#3s_H=j6MZ(5INyOo3}X880LyAu`S zM?LBSVvpS#e&7c~k6<6C*_jTC5StWX|2@Lt%NX0Yyj)-xpF6{Sz)-0n<`3?IK1hQ$re&66_X+G%~oJ+y{>lG z7ErZw8hBD$i?@^rx z=m7W=*)1D_cf}`5=kg(qZJt_Dh3AUilZA_V=Sg)vteymz*1>Yhu)*IaeYEPYowgN6 z97nKdc2*X(rZck`*ClO#){T2;B0 zd*3bk`~{*3`nEtKPZR5v8ALuMq8BilQPticfH1Ei%41wf?Ijl{yCM^SOws@ir{XNf z({Xxi8;v}fX47Ntdk)i&xuc{z3x}Hz)-A%YOKBt}&3aP_idx{$F~v?dR(!Uv$eotF zkM|FYx$cQuVb=c9E%G&cWr(rB^yu~c_g4}rt-Z&C;RbUq#sS%}J}>;IXS;{=j6&aW zpa%2b2?*o6%aXeqv%?Mx=MJ5pl|3|kQs6cs@mQsJJxvJ`} zuBGxI>IA6qnQ>ATLXouG*rL^xUbEEmy)|JXpw2tq@QAqGJf{3iex|FFUJ2?Iu$-lU zDXmUdlB`ruiOBtrPO#uSoeCW$7(3x3+5j38;J2$PKf@9PE@#_wjO*Q2462$P=upTt_@l>tzIm_{Zvjt*s!BKO#8dk; z2VbFm9}McWA&uI{gpMrM`8K+(HxULD_A>k2ZvK2sxH!v-!}MN2Z{OkU^M&9xO3B1p z8nLtU2H@*|S9bss!Uz923wMmLrC-CyXtet(*f{O0!F*>%HuXw?nK&WXc8>y5Rmn#R#bF&lHgiH|w6Oz0jcj&=+_es`S)x?eWP^c&-NB8nQfJ>Xb@aUSavXHFk{ z{3{dbexP`1J?(A|XprN76rFcG)&C#Gl_aZ+vd67d;*yb-bt`d0h~f&ll}a|*TyC=G zjY7!Y^JZ_?mX*Et-rQ?kmpi_{&+l&@9(?e5zhCEd&hxAU;{+4?)JsoYTBz!v>nTu{vS>171XgP{+D=UO49p)cm0iZ z@?#c;RM%}pS$|8?GA5+;w_gtMX-(#`)XLNAEmn@p~|8B&BjjIZA+ zpf-KXHfk1=6cty~9dQkR`L1wA-QC`+OIj@aO!8K3F94_LGR5JJRJn;0`omne!%Y{f z36r}ad^Yz^yJfo(bH0PBOp!_L<{XuH@gfUx)kwK18t`#T=elYSq%2DM=kes>_Nwbj ziJ%pgxorY!i3mD9rPm)^No_l=?di|$8M0ID?EwmBiXFK2V2gBYM77TDWu|B6rq|Lmmk%+<{Fw0o2t1@ik^NVzW9tQgC=wHGM!0YhlJL#`Gz0QR$j$R zk>l%AEApw(J)Wh%|IyTD&4K&l8iPC9>=TsS*r3#JHl4o@C^^R=*xC%8^BRub6nO{8 zlZNj=a7LUQQUqP2G(v^O+6(p5sT^nJhrP{Os$*g`D}71-*VG-h8R;tLmA2ea=lrta zIEwot?$bE^|7gBX*O_jfn!fS-kLFRY1KD*MW59I!`4rDybxV72UH0jWLy?nT(-evZ zATIb9V9s?Dy66Xhp=rLZ*!-5*iT{-SjsF99xn81A>!hf_e;=B(R~T0|gxOhEyk|JQ zFafLyM$atN5&{GGut9ggF%z&{=($RY_X7|)Ag87uv^KOX_>I%!aN4BP!br6#d)C#d2Nm6xv#nw!sm)V?flESVpK`8q=dlT8|Em0$Q_) z1=R<56%4&EQ@!)s;~E@#+zhN1OwOMHz8jsKrLL((ijYbDXU_)+T;?50$60x&GUy7r zy-D~>8oB~=D7zUyF+5|MV1e!vRnR~5HvxzEb#j4K0Vk3;RaYMH1g(aw1Dq2iB+ zG9kCIKk-#`|4{g$H!i*xhiv2bQf|fE+@1i{07F9;IQxwrr-zb8c=u4-90!%}^B?Fz z(S_H}xuv_Xy9K8)q1`60k=o;M`y{KYu?z=Jr%g5bZ&*@Wuau0Mc?_7P5G9OP97M&u zjKqPUJCt?yp^kJX-y<)Xf%WRu%XH4=bHsRKyTszD1U+1ICHjTvOSjkIWU<-VN}*HBfy)&qJC#=7$d(oE2V^ ztqcAMiZTrK>ya`aDRVGeSjN@?L5`Rb@Jwqf+xPWRBY)DB>na-~dLDM^-3R_$zKOfnAv#hS%(ddY zYHJ2dX4!9!rg_^3^DBYGHmZ1Q5bR_&+}Lig0j?dAhA2ob{wVQ1!l{cfA`@qFYhYz_kr{3)##eJXX7Wsh6*~Ug?K1ino zxMaC#vUc4Hdf9U6gRdd}G`PgU#c_lPHFbRzRyAHR^3?;urbqzmtns|~fWy6}D( zO7f{!Ea2%9#R<4C3U}#U^arpqOek(+4TW!uJ}En&cdwjjVrpcd0v<2hrTOgS&U^=R zFEd;Sdx4sD%%WbbXAD#5(-0uV{DHUWmlPX_q{jL$KR1z`9B%N=enb3plx|w{HypbA zSJe!jW0e>ilosmzPR3nIfqMB88xcOQ*y*1^4C=3-xb^VuxN}SOh3x=h2Ea!pXb>$t zAqWp$Z7kE=weREX%gUtoGeqN6$or!)kdHdAG6-p(?>o?8D1ec5Pvr*4^|LQ zQm-z2dbpSUs8i+()7@tZLPS2C?D5`wA?Xq^N zYYzVUG=)1bM#d8QMaUo~sCBGT>!mg2!Y75_w=J}BoH z@;xy#Q$@5?I-&dImnRZoK=og6gwT`)3p&8=m!sxU4(+6cKha2qP*Z2id~3??x&^eJ ziMwl&&SO{bE?%PD=iMFdm{k?aRe+ZNDAL;{{b(JLZ^4~6D z7QKYYH_QcUe_Q`Y!{!Rd8)aP8Y;aza_!AyT4or>Ns`20E?XIaz#lboV_ra#bL?lo$slGB^l0jC&#V ze#fi4hY!^^I-wEs;v>hQoO~b3y-^i=1JMHMaOrzgyi=tofb2i&i@%>A`cKLwuKyXu zLaDtq>aujaHaKIshbc+l!G~Rk>(q>%`#o&;+XH}(IxNin)SlD%wOTk z4J!W}Przf_zT#jdZROTiaB1HgMEd3w@aW#v9~o1oWjZ{9W^5Qd=&>0vse+e%lyr&j zpn(y8KQ%~tIx&B+yNMQ@#IWLl;C5%~wQYG#jCB>h+w$7Kr(jX)-nZY#Mo*v>>>AO2 zFQ`%u`($esj-S^m(%}A^|Rf3 z=vUhFS9M$wMMx&h=XuE#9^vvTPrH4?>#1|kGts)W&8o3#t*16Vi%iCvy<&Hvq>ZqB z7wEOkMB!lB)T`U+AMBoWmC2cXlZr~|%Jy>otl^T&ATD(|q2HB4RwFJhe-*UDlyC`lS%LpG4PXWah{AK@ z2SMj+XdCa<8(t2fs8;Nw2OU0F@0c_UglACN#XVpVfEZ#wS53m6U%|KvUu^QlBUk4a zW(BAI50>yI%Yq5Pn@GT+CGMBYL0*Wl3`V@+lVBR~`ORGn_+|uZF_Ee&<^oDfZn2p@ z<0-~vDlyV}+v+~>6{|i$x1Uimkj<=GY43AR&t|EcO1oW7fMDFn& zpffNxQdRP|DyW&3o8F`RJrm~G1}^W)ipqL;?Z-f^PsFTP6m&AcGx*r#F!3DF0+fb~ zcDmf_b~9H;>~ukIKPsWV%bpRgrmB2yr#Ps#QxFox`Y7@Efu~*o)blnm8b8yD1-(04 z`Fb-J_O`tnxSBVy!Z+P8{BHBS4WW;&RQ>z4cj^dPLVO)xz@;D^@QC(qUyowG-Kt#v zkN*JI(1oYq(=nfs<;t!g%zFV7Y5EmJBr!KhbgIG;@Ac^X>XlwjK8bYAlCBOg=oa7r zb?yMORsII4_NWYjh*un;sx})K|LR*uU6#gUUCFoYhxcvyWtu-?ncu=k+=e?o;vc|= z_pzfyv~HB4fV}cETEBy8Wp8+AKP4Nt(>Y<{(-Y4*EX^TsJFu4f90NgkfA4?gzc#NQ zj&LIU$=`L7p%k172|Mo-v$_6Ryi9>~A>9`@esrF5<~m5*GS9!i@Z<1m?jW4O4o~Z3 z^ry-A0{3OZ-V4+Nq+2l%U*O)F)(L;pP^>b$Vjcf5nnGjPIW~avGhZ_?_+}zAFjzR; z`u^?j)!JJlq=-gcsuGspe5S2O%=W-$uIFSv(}t{Wteo-D0U}{?R_cHur{#0|9n}K7+KDr;62g6vjSzA zAMhb~M~lVu2C5>jmRZoIy^9Vz+Ja|f?>?N6w>a{Z>@51Y#=U!bxQU+qOf>U)8ELsS z9avSIJ7Ya=>B1Eald&AT{i65WD6~YgD|V8Y@(oy%4RZ?Kw4iK`QqABMVSw;+gSTDU ztBsu4*cay3p1G7G(lh#)#b``MW4xjqv zA`l26@hEE5m;F)?3Ct}jbsEe`y6~HDx+zM z7#NP4LbW-$SqT9HqBDY3LwXysw-9Nuizq+v7dz*1t6t;A{OEBBgi}V2&2O1a7F~y8 z&u)P(*-%CBmm}%@vV9Wme#$N7^2`5x<-6-fIEPz!(iM3(9!%wy(jT1pnZ^k);lk>>bIUPiyBkxxC#f?udyFNOACW!skDAvkQ6Jzsjw z96?dN*BuiqE8FX*RZy4AC@BrXmdn6EPs~`KW1rDc694gen*Y!gy&pyZg@V~+bH>qr z4IpO%&rQCA|33hE8uQ? zBk7N#mTnAXqeK!tzG?DV{wxcv?`6pA%9{gNC)^=5F!0oDcXVT5L@pRhZ z8ImEY#`-~Qu$=2}L0YHKZ`A9YDKu3LiL=iq#D<#|uk^b7Jz)wvE{}NM@=j*G_1Z0ggKUaC{0N=l zw@Vx!>`JA0(7bPSZ#6-}O&(Wye@=Pm*CTyVj-m+f`HzMbN$Z`4gpDA@v$Pg)Xq%5E z`^8Law@lyi5H@0sxVg#nj}f4tfAd1KMMXo~@W1@YiZX(sDQXyvy60-kECf6d>|7mq zXRr9!`YLl&W3S5#n=0U`GvHU$g~JwWaQhg3U-*nIEXf*1k*RzaC|K_Z0d@T8SWdRz zX;-gG_}1mXz4YEs;R^lI>nanMVVJVPr1)A;@UDjBloB8F>g`t!s)_3;YlQ;A&-;vZDQ*N>n)*?OF5SDiyp!^iBi(+lDy zLwolxD;V_G$rD;mO7vhl-mQv$qhyA>+0PTfMMxQG(EcBXpXj`j&Xr}ZHUvAz2vwH& zxMJq$tLq!EH79i5!>NMuDsg~M!|+d8E8J|z#&s}an!ChUX2-~B$J7%*s_9Qw63d90yRg~kkM2}4;f3g~tE zf@*QOE$A@9c}cuWl5Twdy`V+m(+h9Sd}$cheff|o06zlM`TflfRS>m1GyHvS;c3q2 zi~vcoFX2S0;UN;z_Or~(BepMB1gQdw%QvVTeH$V1b^0n+u5ks%``jcV5Ay-J!I&== z=zniQZ`m|l#Yl*mU_bP00Jo9X?~Q6(n3f^m8&}r6U*=P{KquLZP9ed6lf~q4+yj-EDVt7S{OLv^scn}KqmjAF`ivMTdGrXq;kAZ zH<8V=tu)#ElEOYL*wwN_3yN|1ghVevx(-VcnG8oZ!l`TzSJ}Tae?J@)X+GIH=Ge4s zVQ?-GpFLV0zBk4>M^Ep7A-=EH`TEH42JOsO&>8}&Sa1sc)N`oyJ)6-LE^#*nC7c~a zYhF6qpl)HAQ%&}22yqbbnEiT8J2ybtG;tyLw`YmVp^^uy&$XjcQgvn_+X4|UZ? z_L?-`KJ}JDpD#B+mM^EfE)QHIIxNlZ-u2hLkN{|I&1XsO`Nqw9J&g{{)71n-TcLJR z7G+fKg~%l@b@CsZRx;PMdE!4E>x26@0w+^QC8`@#1v;NkpJK%rVTbaxOV*$GHShZv zL?5?*px=l93`k$*@72477`L3R^1%){u-7A28xWG4BKS?w`xE-f)eXqN)0H!L%Ov%0 zwU}7s0%Oaa%Aeom_2jK7G#4BAI!8(hmr}3KKlQaknN|$5dcocn?82&cC+g>{**=?m z9M5%h;s^jKrG7M<=-VG*k#9A*y~^{pA|77TrFJ)MW@Vs8?F|0ua%@uR;wOh0!yrKt zkj+L!CoGGwbAPBc58)D=1ny`z-#F|>Hz2hqlK-O#e+I-ln^yyax6G|plFDt;Rdtzw za_U`h`E9TTF>+Y}6(%m%2_?HeI1eLiK7RO=e9+Oe_3oo4G*GaVq_=DXVwg#ZEbK~6 z!=(QZG+7yh|3g(2u1~budt2uto|vlI0jGf@O7wI~d|-Y1Ac+OG4!O4r@t^SJ^`LFX ztnVn^sVMuADkpOYoH^KNTZi%bR%e}J+b=JFrybB+^!{izzc+Zz{j0KN{ubcLKYd<3 z-i&e)^LGS?=8r7XccGbqSS?De9IsyH8m||>dt@=%af2rHBSwc%V$;n9Y1ZK zz#Bi=uucGp`EWeCy)tQ}8*nFovrV$l9sp37oBXcq>Kgb)y&LHQ4yp6DI+VXW123IT zBS{(1Z@u1Fu-YWdrdSop; zg(V3an98fH0Pvr>26v=1JSxY<2~{e}YYVAlxAK`zut0-!4IcFsTOp(tR5SdEebp-@ zXq{?^;R-}q?a^Gu4TM(!{+5}vv-j9Q4nX+u01Wu)uP}Ir6^Eb%Sfnq{fMell&T#HE zP+sJvU*M3U>)S2c{rvYP5G)VRy)nm9wy4kO;F!5cB{O+Nf%!*L=FLNUDi0N!$u<)% zjVQGV@$nt?#-PKyn?s6!D3C~hLL`x4`G$-h*i<`LYXLI7J+40LqdQLH<79dWh@DB) zo4JJQZxKdZ;-~g5+L$}>Tikc009UHP`RYnhX1c@Owwk&5)RMwu#S&{njt$=UW@vZ{ zPv64T1~-TIA;>td(VIsnDN?Cq7r2ygI90*p;W!lR!LGgIsvz(6z$cC0{cu8zew1;Z zd-_YYT1*uT9)BurK)z!8_Xi<60Ce^)T@J-V=e5wmLq=cT{&GA6_z{*6%19afr-T)~ zXc-;x#KhIQu0rLAe-KzE0(u9ft;7%HhbQw4@wI1@C z>O|du{QiahLwp6GbcCsaW|M)1i1GDF)rE;x)PG}VLYl%Pes9zNXm%?{G?v6)oSUUm zgrjQf*}0y7I`IeEgNrAC>*GZjZVp5d4r`n)-P-i^(_+$78y5TR(=_E{qy|JlCSVML zutij|lbf@JQN;_7L-cV;0ayE5R0GuHP>OAoM8*(pH?IZjo$4JIS`8X`rC6M!0?mv% zA-BN{AUu?T4mJZJ^QTc;NI>qN|y#4>#SuZ7uNly?m^Cu!rVL}N%7ao9&dAW?#+ZQ zgb0dYYp8_bwqY01_I3?~PA6aq&y587rgdYvspHsh3suc+?u(gsYyURr+Z0%fWDy~- z+KGeIz-Jkj!qkfw6vz;TR)Z-4&mf!lw_~Lo8O1{mr$V{#(SxjRl42_1MJ;*ZZq@tY z5?{nYgT)VJ1$gk2sce!mC4WX|8(mZ-8}al(F4ZI@v!Ww;rt7r*Uwmi) z>#_EdUKb)n8bY*e-OHNP@~9hoR;`1bpM3nCWcL!0J5NuP!c{Ld=;!)3s91g!MfIY@ zls9%DYkd-$Ez315I8t8)!{?e)=u#j3NeQlFGfj6{qotYe;$6561gq63s( z`WWf>uHWJ|ef&%O!m+~HtS{skQ+gc9*VY6YeyKZTCw|WPa=UaVV zMY_;BRs_d4Y|v0FLI#QHK{ zCC~Jw(&F*44JF#^&Jm7TVC&2RGPrIeJ7&L|1wYMUewifO=M)uE6eJ1XsUftK@KWEH zGk~9Hw|PA~+e=hPuQ~I4(d)$P>8~8$BWZp;V&c_JV2b5;k5SDXR(`pJxn2|}2fuQ3 zfiz5{8c8h%E-}7WV`s&f)?j_$DPT^g0DNN`;&Mc104%c3zMaR9#;PLwK z;hTntw}`rTgqGFjKbv+h`l#bOOv`qxHf}?EGbn5SzEC*n+ijLgudiDtcWWXcFL5%{ z-)1*WvJx+6W&m|Ox1X*`Cz0US6&wGs<6|ICK zlDvaHJw`7D*(DMeBA4XiTwhU-cg9?ay?+dj|xyU8!VW|MFjA7t(so!??@*fIkm>UyT-I@Fye!qs-zd>;LV#lYW9 zSzh1Ay49m%;aX92p=9LSu}l`wn1oP3b+zZ+0L@gS&p|?pnfIZ?NkU3>*t~=yKsF$Eys$mBKRTr^Hys?l(tiA-faR$ zcWAL_T*P}DM*DLC9S?K|HY$agXlS*Hn7w^o=(jeV|F3!Sq9$;j!?{meR2rL1iOD1b zqW|l%nI#Q}E1S;jg+5=t>FDB7Tf-C7*T9UPg5H+$??8IW#k*o=02R@?!zp)5i9C~e zbI$dFn@xQ@-%Ay@t3GwS<566(RQ%+*a(!^ALabZy8s&4e^CJ`o`7JTOFjCF%&*<~` zyH*mnLrpZ7H3Uu6YaEP!UgeO(w_vjL{6CDWb51B$5|SZHoNv`T>gDrab0k2o()ps^ zz?_zJjG)&%G}nXf-R>{$RG7uKnyw89&Q5G;Edbv+E-pOJBk@Yb-jn_Lhj$|{@M$xn zf2LfO>ar&7mSsWIrW6W=@Ko8>6-n+WPb>swig^IM$Rc!>ZGKfiX*c@`wI>g6!`YUQ z2jwf=$AABM|DTRuJ~t3dmPqeiN`7%SvZ$hHxW$p#KytHY{_?&GWZ*<8xPp?V3N|sR za+C45hr#}NeN*&y!_)zs!?q=A@s;pS_X!qeOsU|$_LuaTjND(puT3(NvF*0D<|1#i z_P88&O3%4ybd#B{Lv$4@2cx(RaYK7fGw=G%QjCkz7hHPT{l-ErHb|ILqFof^XMx;1 zJWi~kKr1WnoO=pr@Ul{7$e6a~sxzwhb}!J*?OoF(bxKLm2-38p%0ejx~T6A z1iVSV8A%c07xd_4{}us6tKdGoI>$?iLR}ptmtAkJj@s7^^vDn91&upH$Mm43`X|t+ zQ4637RFPO#+P|2z3`2}0?vd|rP}z#*RrUZm@)4$N`AYs5FL2ODNc>f72Njk~{g>FD z!cP>(Y?lIe0rs`VgvTd_WKZXq{On%WA*Lp(T-l*fB-~Dy72ytIjA|i z91gM0AhmbXrp9b&hJbTs;praZmyA00Ro zu6wUL`b)Q8nTb)Y922(cstU$vnH}5L^K%6_d>kpN6uIw&*1 zZ3PV7aM=d`t;+aw_|~OzH3udg#~uF9(tYjsXtzBu0HtCocqJzo2iM2H883GbUyc9% zG|ufiXx_}MC_v02LV~4xSMj1FWJ||)dd0Lncp0?kfI)rQI!cvpYm@ue&C86;Fhrlm zK&$OHz~VmY&xK{(eb7-6vlhJ;J31&rC{bi-%Vb0!uk$PR3uAkynFX~r2tzYQRYF4W zyz^6=io4fld!mFQ)}{N}zNR<#d%B|cv~d=&fAP4HrQg+Cto&_u%pcH3j4|N$F>y6Q zE>WlOPbo1J*T1*)1H4nb9FM<{shcvk|8aCJ5IGn)bab|^qb>a{(n{8@$PLg2(>?5t zi)HZZW*uE5(Fch{VM1)9ytzzeICNY5h3|(%(#5t`)FrA=2Vua^{9bCCV#MorpVn5Z z=N5b_rf#_PSu#=PA_U{zE1lb8RVerLW!Y1`7T_flh$5*Fle)x|>my+ zzs`LSwK5`8HP1_Qz%OX}8zq}4<;B}viJA%j;+0N4w2U1POx}UFK-rElA=59-nwvC= z?KAf{Hx4e${d9k6u0!9ZJ@X$;SbU;GpsR?C!tg((vLWZn*}Z#Q5&1h4VZ??)Hd7GK zTfE&!GKZ^#1kk|tdqcPQj!8=XrdMSAZujC2=hc|`XK5}-iS4gOMTw{ubRdoS!kxg% z;cri4qGel@T`rZL8yYvUc=+pgU_+6X`Liwa3V2S~QsRDvo*#-CsbEB45x>6=Q?;8s znoLC``JEXl{FBHyDGvQP@wt#`O8Y7LP9t$+1ILjcOi#;PgPN+>3(2KHDgcA6ol)cQ$7{R2-{ztVGbk$9N1Zas}=8?kDMlY>jvYRoR6C zra(gCxdHY*^zDB%*ZY?+93F*>;~6A(aJ32jiZ~n74O&WGkNl9$@zK92_R`~X`273j z+Mk)DC^>3;K{S?CRFfTGKWWx#o?Kzb6uczFh#u*K8}1^9Ly8QPbK!P9_Sf59tl!lftp8O1s@KKoI_)8B2S|1d3?!~L zPv4%*hesMtJAN0qOTMhE0Q3D6UWs~#Du-*ea)$P<_d4*|2}j)tfq;6Nl6cUV(BQJ7 zpD$It#d{>rJ{pUI#sZDA)(Zuf2M637 zGVR1NVm4~4A{f-mMSJ-}KzBv-yU$>s%wzu{?SKl%aQQJz zLDvq{#1%ikB%+Rl98*Bv#LS`@;++N&6gS(JiCm_2Oy1&c@OC#qCFWWwzJI#d6^W50 zF3X#P$5y2wdH>P8ytzR?=^wib8wNIbk zvG8*}2GbqR`01+`Z;XmxI+eV!89KxVZmV(H3M0*$o8Vc)Ou?X*22BbYzQgL4i0ubM ziv-1q2LGh0XcKbUVW_YMwZm9U}a z5_ezECS`-h=DH`Hwo+09xu4UQrYX=61J%w)OJiQHNYz zUzh8Cx+5p}(Ssmpbcb)qHkhSB#EG|ypilUo>Dn#aFU&n_dhP<`Cb>fM*8Zgk=1!BN z_i>$Id#C~G; zR57mQx;6k2A>?_QCy(x1590gWU&_Ve`q!^LX2x3AJCXG}PH90obdFw;2g#VS9In5S zEwn^;NyKX9+Un1rn?+Bny}ewZkN*B)C6pD64?KD`b47*Y6-tzFaDnKU6IA^`qTlJr zVy4oQt^x2JaY}uexLN?15G<^w4UC)PhDtbP4QV$afXEEwy(4b}RSYE!RW56!~ATp zm&vj}6v|^{!Cjxv-W^mHLN#iL(M#UZ^li|Pk&as~WupR1TjZOc78ody&F-Q~$h)fT zx#%utslTeh9MSIClhz^cM~gF)eeOK6Y07qmIGgS(IU&WrcBoCiICYpj1hFFFso=Mi z3}4=98)ipnMNvpujVjglLdJK}MLNTBT<)&_O31e@^9N&OArH!}u{7;pT$3D+XwDnG z;N)AeknQFW*BClp)PI@oS3US8X;a>3tMc0^h2<7x1Z+achQdrcn@33;E!e8oL( zl2b!{*=oaNNE32@KjdM0h*q9L2T%89>D}tPmUUBn^(r6Lca34 zZZm+$<;X&iEi0tKxH{(%w`%NBQ}znzD{y(UXY`oS8dYW~PATt5Sf1N=3+f`ZR*R8Y z@U)thK+%rnGQ@$?D)W0@Pua@s7ig@dXfg8HxtTDRmR?+z>cOE(;ck`-$1>uYEN5Ah z-%FmVpmhsky9KzAF$EMle`DmnYRj_EeQikK%Ep^a)vj#MgK*i04Ns;6*Ht~Ir-xL_ zo)rNR2xJ~qYo}R5wy+aoA$Wh8QClQ$@x;qbg{ys-MQG_Mr%ij#&`a)Z-^~)*rO_Lq z2NTg^9dOFupQ8WKi0-P&&*miOY$d*e#dS9yhl^7nDa4PTKH>W7pF9Fw<~@znI|b?7 z28Ym_xCgX*QnFIcZ>Gs;tC1Ax9#s9Cd#m>_4y9m0?G9%I zuI|$wZ6WS(4N?>H;x_2VPS_i>&jW=P+{5j*JUOIb6ogZ!i>`(?cewE5`CNo58NK6 z-(g4$$F=D+;<035ulZ=FWhK*4poQ+O9RN-H%Gkjpdi9B)-(La9v|S}=a$&j0)WhUR zXGH9NQCB=icAxZ?yyOb;Qi#xi@}d+E1}xL58{zrzeyV-&3~pU7u+a9o^}Kej4!YE# z$nHSsP?qW0MmPz>TSk2f|Gk|GAh@gx3{Km;JO?}$jgzS7Xe$iFVXDw%u%&@0kEb=l z?Rxf1&q{B*J+cT?|B?mzVp6-)=uN1@(f1a4IOyPuGf=%g(t5YvtE|{M@8;R8Tj>aU zx!MuIu<%~%Mnjo@xt-uEs(c=LttQoBGD#0B&Wgmd5}wPuGfIblmo$s;<>)5LowJy> zDcV=s34tqH_yhLee`!n6#BdU^q!;r$<}_nujy$5N0d5?F;tpW?YpikM9rjY5a>=7J zD@uv1&W*|}=$N&lfXVO0he_!dDpju|HJsaG3p(JD z_s!u%l#vR_Xy~}n3skn_R*Gn&^ai|!AKFeNS|ezixDn6o_gpZ$^(BQ)xqXCxxw(uC z5vT=@-CUcu`G31Ou1WC23x>DRso9F7@cs3POy#lxEn>^k6MBF0=hN}-Q#;v^fMycU zAidy%xSI*0GgV-#s|R2GZGZMY{j^Jh!5(;_=j?+%(P+Kz<;2?7>xMhR#Zh_dvGC3x zWGKW}!wk&c#OHzTlCl~%dTByTE=D9JiHPTr=mRyV6@ai9*jRIXQm)Kow53N=vZ8}P~?_>R5daF?Ce@55{Z6$A3FuMbfK zwX6vy{QwVKtbg+?FzCH^3%b8B68A#*DIijgh@gIz6vEv&4^b0z&|>e=)cuSGtQv+F z6B3_~9;*CsJkqtvS*!F_p#iMC3JY$BR>mkYu|k;{mrr0)Ks^euz6u2=e_3`x zOgLld>ZncK|Batr9V*YL-CJb?f>aagB2#vfyZ3+mNAt835;d%gl*`QBA2=*2SxI^w zvgZn>hHITdg!c1v@j&N^+(G2~nd<$4BaZR(=9fTR=&0nr#MxC75P`)_6MYX=w{Xtk z8JiK;wfR~j+Bf%U?k{TW7a_pC8qf0|jgbnrwSx7yXc?W8Q}GZT!cXLT{T~hHQ?U<3 zBHb8zS`3UULpHC?mChPCih#YFY8grtyL5zY^D+hI0kvx2quM6wHiybl2;$3lBG>u= z!^l)>$NU`)(l=vw5aQ>!Zlre!khud6QSl;^&sGn94ef8p#r4p?H+=morA;UW!qlEv zQo01VL3dtQ>3ilZjYNE)%u9v&w|b!i767+|`Or<9D(7{d9L-D8g`8n&xQEm@&z8b>cbym=9le`TGQw6Q7vCV+hOna z9UdN(mANh2O$05KpM~)K@1MDe)a}MwbRoU)5Yw1gOEV;L2p1R!6aEbxMEZx4fyw@%^#p zhqfq}74*-DYOQV8gUiH{)n4~YcsEyCtn0g%<28V>6t9sXY1V80Prt5 z;aatZ`lM7jh$jKZ+!K)D9A~be&}Fi{fmMSTpQ1qI*WMwE;q7rsOt_KhR4J|;CW(1H zU9!LVS3=5F{Co;?s9nKKRDz*h?pZ!L1QWCSE=HC*ctrR6w?bV))io)*^xjTh`KjM5 zJrBFPOopmQFy@O3Rx#MWda<$zoaKM?D}M#v0W;II{ub1Q$aBvV!1B(cWIddgrd=|U zFF#542B>uYUTuZrL#E)~d*|1VF&FWi=#>G+*Ol=RF5I##H`waGh*av2e9>m-3ZdIL z4Uf^iz_G;%7-g01maM4#MYne1NakwmFoIHLBy3)k%ZlG+Ce?&+zzhJlfMIi zSVz#51Z#^tbdIGBu&!v9gyFUEwrkgB#>9<#;6dgXU zE?!T7&Mh}uwwiQx_=suB`yZs?Ipf)cdZSj&pJsiq6MWw#xypL6`^HM64<81352qKx ztGO>0Slphuo;Z3Y=JOX3jjk8L@BqmHOC7~ly~-`ttQJ~3xguNppDC9|c#MHAsEJ{knWWuA2_kB6*k3}qL`^>F{WUjnd>Fq7a`LwJ~nFjJKwey1!m>P z%bc1xuVU4rQnk(;o&srsNLyJOZKehGKfz9#H^*){OKD!|Y1P_|J@h4t(GNFfQaN

79K;`Q=JROiV+8x$!s5S6ow*6Yh3)VUu_TQx>x}y12 z`Ue{iQWsmP~nO81CC2(W(f% zpxp9^*(i0uBF|IvlHMmW?4Q0xd^;m^M(pmbufu|#_4ivuO zjO617Nuc^JD>S!#c+2nf#%Dcw@qocp-5D=UseJgh?QyPpK(IT-$sENgG;731jPIC^ zEq|P@c^S|d8E)h4rq~HA4`;Z$a7Ah-MLyS_R@FsMw8lvk%~daq9=s}IoX-o6BMhjH z#guucYBL(VAiRK|0Gi_k)AMq^j>Lfw-#bKqZQSNFvQ);vtt7)b2=fgLeys}KI|-oF z-AsZ~t>~gEeJJ@ZdGcn_?ZE;X3SI9IcZs>pO;_WFpZN-V)O|iNUcNgQG9TvjJ%i&? z;NEnj_u~C>R3TZqx)SRk{YF~ty6rQibmh)x+X@P_QFK0nus0&!GDRp=kHVkJA_F@d z8>sqYQjvwVTQp`5f;$;>7P*biL1~@46AFy&kr#5Zr-RX?_kS(6C#jW3*_*)D$4VmD z8sO0~xKU{)hM*Ob(jM1z^%smwp=Ye{wcnmfc$Rxmq0O2*2=NRuR&C)@!8k+3J7hM^ z)n-N_==slCkMa(AG3Ro9C*mb;s^MvDp`~slntTNA!Ky0DLb^*llF#ECzXM>L^(R z#-oB6sQyx&&1u}B!c2Wv{E9BErCmDs>&$B`tK}h(Uf2J<;#@=>_3`#W1w{Ef*GnkCUkLz0KWHXk#U!N1K5E|bv?FD&46PQi{Ce(Tczhj z)X0ccq@GQISr^W^qwa(K(@*F8m~lgl0Y0c2e~V=D2N(ZM_I1S!ikaxu3NxO~h%+8J zu)s)!;RRUkG~t43bA%;)@=er zuT;8UM4H_$vNY7v+J=y$kGonH_^eY@aeeS}vafl5c5PV$H|>Lt(M6}fLb-q#H@*nU z+Lm%%U_x!)ZLnE1=X;HB{B0)YRrMbYX1Ka(#ldIFZ6D*2GDq4@IzP;J-Vvv;@pIz(Ce( zg6O_-{#KIedj1jD{79KDz580pc$r_#$;WOon&T|N;fTyscO3pw?JQ#ga6U1vHdW#7 zhC6YL{PA{*g}VHYqVsTs`tifKlE@6%;}lUYME1It9a@~MOOj1yXI>IAFNDlXvg5M% z$-M0BJ?<`h-I>Ro`~E(^|KJv%_xpLjp66lzicTa5E0*G%Uu-3AEGIqrLKsb_MLi*u zjtz%ulcg*u#l=>0Q~IIxHz4Y(0J?6h+}qKOVIf^#(QJ6#Q1kh;R1dps?TKxgjTrTX zakek63+jv*{_vx;e?R*kY`~Wwqe<_OM>`7YP9?BR(dAKr{AGo$+Pvb3q9(<`W*v)e zfYmbBL@z1l;$U<}Wx;MFht^p{#cPUoii=mY=kilv?w(Z=7*ySyrdw#*H<)ZJ6Fy(+!e!D>wD>nv#s=)f(ba z+IJ`5?xrpBE3$p&dgt5OYwfYLjUqZ|e~wZ`vHh|a-gh^m;t7aveIq676z|wYN&!yDG*L=wyP6A8p!ViMr(>L z&vm$a=yPu^e|$i;(Gz3Gqy*s#yC|UO(?_k$+A?8~9L@UcevfCdED4)8w)AXKuxI4H z;zjrqMPL!ivUWO_?`0yy?G;W(UBtMY6*bE{jm{+0i` z(-FiCgJnLA7wFEv{(7P`7x#}p`VGHRd(&~va+(dhl@a-gUtX}|XfTgPY^GzjLyRB) z3o+1b)h&3NNPGxG+2T3`sJU|9rf;9*0$X;f!EPf`wRI$q zg0CdmY-g=scUvWPZ?qd>neQz}`HYS<>)o#;vFB;dtf1We0=&3)bM!e;FOw7N(U10R zd1d9{&h2q!17wgvSO*jx8*fRPVD1Sxbp01PJrHnZ5^d+v^ZV+n-neg@ZFr0}37BzI z4>c%A9;&=uq00@c!O`XR4wdpDoB(ZiUVD5G8b!5{DQ{rwE)DSEdWe9R-b$<+1$s{= z0pcaf!G}vbqLd{p!T!r~q`G$idZ02#s9(X_u{uh=dNI}bUtdL{ zZJMFcPB2cIEWA`NMoW8QWSsk-3REsNq*eBz6K0-dTP78|R6kCsh(=xy6XovaHmuFur=g!{EayQ-_Vl1^+qBoIBpt4gNMY&sSI%|QiGZQcS{o=*JL&d}`{yez z>+xiHNily5v*GHT$dXZW9+trnrrU720zpN@kati7kf0{0DNZt9^tOtPNZ68lcKK{B zkH)}qSv%#_ltk%NM^eR4p&hNPkA^oecd}kQP_(hDd(76^aW+K;SyCs@a`6$(oU9RF zDs3d^II~h-A`B;go#heKIifVJw_ujU!EohxRtbOxFmQXACVc#Q#%f+4Jq{1_>3r$j zJ5#2;jqD+}vIweu{GyK1B`1v9l9SPT6cwsSJ*|s46t$#(IAAE78)Vh32Xzx!Tu>XL z3qNS>7@D5NK{{-dWE4f%FL_)Jo_u#hvcYFAo&PPzF_c+@d8O4s?z~($jcdKqR?<)A znR>(lvad(!4|@}ma-%J@0bN)-Su8y+F2$rF5qw+~8~-!-9!c-FsA!Z$K()SoT@x(* z5+eYeo)d}s>x)J<8!Z8APw-O=s(o^z7>5$FDpgc%t81Zij64Y->uvo zjZNm^J~c#*qyOkQfN=n$1vl{Y6+At7OT^odZsK8L*Reb+D^QULsSm8jGTo7=Hias@o z4{&rK8U2nE>w z6(<-Q{5wMhiKl8E`kMjn0P+Q*^M9+NBk-EK;vANuz2^VcLQG&0&+>;{yK;;XfE_G$ zX->+7l#-Qmn>hD?bHltObexO*!}HZ||Ir-+R@mSmBBfj7_1{B9*}x95X=w@%prUQ< zNHoN5F9@|J=wlb-X}+FEAwZUe-+-+~{|w+=JQFvkeLF zv4bc6kf$e;3ZJS2_BIYiMVzI=**3(F#u!C?Ira>@04UiXT^3;E!eA9jU*WU8IqSsZ z=Lt=^SL_RwaH2Ak4ih`t9WJ@{x0JE`?bQ0`X7u0aYhbBHEqq3_9&fWSu+%Hl2dLgM zI5XBXMDHo-P0`(oVHxT;XyFSne1Dba_)wlRpV2JGggw*0P$U(bOT9sis~~qgnves; zmotZgjXjFTtONt!k(H616SY*hTEM>Egu3A>T}l9w$Ew>h9b+Fk{lEtwAq z<2t%vt77;Ta`eg-d#L5HYo1}s=|c1C>L`-#2r+JNq=Pm?Ume&f~kJof1A zqUrCm2jC-BL0fFL%}J_nNTcFu-6y4Kw*C*}GpkN>uN>7_4xYRZ0ry>28kfkcJ7Wl@gAe7~ zg$^|SLlEO#&3pDv_?++D*s3fTJ>iU5fjFT#vbBxmK+abD-=(sJd_UjXxWah~{iCT3 z;>;S%kyIHqnH5eS6u(^I8U)^vOE2&wTvjwjadBAR&+q{-)Lu<-&~KXJS{|5}8VPoKogi}d0` z&;r+$jollxKZ|dmMFSj26(ndry!G|E=&QB<`YZIk^5IFB)`x&biCuu%jiwl_O+0m4P#Ymo zH1q6>M+uD)W0caw(HRW4QjW})CTP?`NGt2$#x-fgLxtd2Ey z>GF9|#UWgm1()1~vg&Vck&1@0NIyyh7UKQ7VJ#x7sE+l{oP9S>{=Fi{c2)hn> znItvuEMO{QvY+<2@Or5I9@22sPOcLYb0o?iyF5z0E^TX*q#{u#Q}+icx{!k%X~|+x zgO>4M&pkB<$KBKuhp+W5)L`DAqG;#Iu_nZ~Bq*{*W!w)4@}D*SS~&eo^W&@OllKR| zMHt}9$e(3HF@7v;0t^_`Ym@|YSDvo@zWb2dD$ilzHV2_EgvG=NqPl>ZD9IV5!PW1&q>?c)>dS>hqcY>37?JyMP~NU?ve|kIVp$aI{nXjT<=SN6Gn>X zUpVXX)sMZ5{~pKd-Fur(_y~m6n-2Cs+OhqUKu_bnT&s>e^2W}j zZO!M)WfBf=m>Hi{+n-J#qZV=gd3o!Cv718$uxz7k?-w=?9~yH}zv)Tw|5-CZFy}8V zMm!C+YZ6nA z0R^Uc@uUT(&dPpVMC>=ZnerA!jfz+~LXemQaNx!@n**n7mf==?V$ z=n|sERs1S7jFz(S0-%E9^RP!UhI?$@qe8}*GB@qr!mlOr;b5gEBbk zCPn&+uOYx4|Jn6LaIIM$mg;%>T%m-C+h1&BOi%}|iyZgC!cX*9>k*XITaeFal$;Xm zL+Gvh3(`d6#VA=M#BJDtk8^dhkAQSD3sHGE@l&%0!wz4V?R@L*Nlsk=RoMb8w8cud zK4=~i@wT0-P;t59(3hP5JT6z-KNR-Q!TG6P5V2!hfpw1D)V2H%vOhA>eVeS^yT?r) z4|%n2R~HniRR{V#&US5CaghTKzSjbBY#6bdkd?jWRg;&Bhh2Zbj%5N5HGAUw#92QS<~9GIrP%#Po-dk?PD>r+oJo}p^Xmh=o%<129Y0x-s+tN zG7^)|iX4CgM;Dy2qi14ryP4oK3tR}!#jUhZj_d`H~psZeFI)jRZ}%+xg}`0kS=A95+%3+Z0@ta=Na+6V~idTCb|NUu5h(rS=kmZs_}74Te#_9=)WIWD)6HE?+Abbb zfz#ci-5^6B6L%H_5x0h1QObGGh6axM$7pQOhdP9?g4+ky>5`0mP^yZ*p~689bClsmU#+dANXguM~v8CSHv? z{xadpXNw|TQ(IOw9B$ScGKL=ROYNnH63eYRZJCLv82nzaPX6p7>q`M~q2EV#k)W{e zlqGZ*go#7tx3-L6S60X^ziNhxMLu~tpEc%J^%}b|fs^4=SdvluyHlkkiF{&0= zdZXWcF+_bbPmj~2WH?914JDwn5Z+p_B0#~(Hfw10osa21y5o+Qw3G=x z+oF4-dHg?1{*hf~>d(5X>ys7RC{^!(!H$;RV-Y%SIbV5}iCtv%v*HtGtb$eNQbokE zOWhc?F$@SOUIb##+>N?xXC7rJrPuV{`&r|6SuVZLsO>O zJ7>;#{-a9=p7*%v_v1e~&J=-Hln}Gc4RT1%i9WMz&PW_b6*weShPHlJQF-|=Fu3)v z*;LlcR}~LPOhZJ(JxlXd)t|Xjr$1HNU%?MaOYznR169buGPoZJ7Xk+DuX_GR_kE(0 zc9lT89B&2M$DYQt;82+zfscXLXaPB}oJc*!=p{{3rCW(|13AX{Ss_;rUTar|BSm6q z1(umFd;s3^RaA_mR$mW)6=REXdR1EYjq)u=tF(}`(^5i??VPmajf;(L;p?~hbAsyqU7E^}b_e>&w0>|0Zh1t8nPj^l5Coy|G; zQ~Qw|E(?-Go#tBqZPEPPUPOqinhGzMV*)eoyQi*@v46!JRgq-&wX(jh@$WBh*uDR8AD` zG3o5;w8|GRtSa2SC^HwNCnS2OE`h_6atEgeFxr#&4-Z}+gQjMxaK>e$bSww6!dYOS z-;Az7(B=GuR^@d6VtAQG=j{7zOi$6>#f1+f`60>_Bc-6RX&%vLE0yw(^!RnN2j8=# zxl3;m;g2J^cwYm(W4yxln(xerWH-~_TSJMR#N|Mfb*In?{Y2}B!;ik}&%F%)BQ}}l zvdFPq>l3szn`ke_cqVwSalVzk_=69&CNvlh^ulztM)X|C;cH1c)_425?XgHPGEIN( zb7b`AcM21hQ+1B<_!GL6CPKlDCFmXv?ScRW{ zRsjDit|_Zb*lz-9mo8)&aBD}8@z3K2j^0JLRhQoO-&Uhnijoau%eqE*S{eST$WvXW zH%nN|9J#8CefELPH!yiKb=ny5D23;o`>^Qam;bP0YyL(2+Rd*@^@>mSPXyg3W|LIz z@a}z8)+XE(Vlu-H%+yGI`8VT7fgX85X5??q9gWg^Ns{Kxnu~=z`Qfu7p)l)tXd8`X z;w9+SnEQdA%wBB$PUyhO%MkLL*U=!z{8XTQP0)2fM34Q$xpVEq*bUW>$=9UR<~e7W zlNTpzfGEHSv^&9~{Lpzd9==z>8CP(dvrb%|{tWk`kDGs;i@+h?7kq7zx0y$<<7Wvx zTqo}JfbfD_QO>XU4|?>JkMip^6lmkxDF%ghCb?w1j?{M$c6h;WAE$7e^@sh1%S@#e zZ45t+gr$oGSzpr8(VsvEXC+coKuDjk5csx@bIC3m+4Q)%L>J2+2#LC=OpQmRq~Djf*BAv3 zDK#X(u*s1Cxl9v_Rz&e_^yN*NSg=al5UqOv6IUe1%h?*SU1ZuxPjj{sGW~KDJC`44K)qstf!nc#E@(>)y*4j=rns_~stc`D0%J zkK}>3f`tk0jt|^#?Zd3<782$e8e7X@LP)&)!O!`$?jRl>b#Nx%v*kJ}cU=w#!&oOnnQwH0cJaSZv%7YMpW(GeWeD;B{jvGQ_cevt*#-DL$7e!J zgjCbkcd~)qtwG|mg#uk6)44Oj&l`y=>GlK>7k0ag4*FM2u%3NF7%yzFtm|S=L)K1X z0BCSQ>{;>0mAsqfFMJmdRD}X^JZBKUOXe^5a2{wo!g?{^&VF<{wyE3K56)X+>FZ8^ zgZ~+G&Lf=vqhlyV^r?R3@Q^^4A)I9fh^PHUJ%Zh+)4}hpGK4aCQd;ie+|>dbgOkvx zrYSn#G0?#PA|*74Z1zgMH9CDiqWSAfzm0kDf#{#)LP>w&*xn*)9y^Nin7q8BlX8CU)Cn5|7 zP#|KRY(Ap-sx9QgkRhu3je+(Jvdl9zZhwHUglqbU72^7xg~6#OCZC&^QQI`xSK@{ePVy)gU8T(T~g za-K0Fh>A=O=5*vIr6ztC!xK97^^YR*AQLTja66wpgP)O@mm95J6lQ7Oz`(-1kN)T# zZ$#jW`i58dZ&XAbUcnvs8=JPmFTD zAH4M+9bYjLZ`_>szV=t)D$j3P3TfygVc-0)waHl;*=V@!n}J&kkV4 zBU8ZO9l=suv0eO)ngU*fL@eA%7;0;4OD zjTxg4Mz6*Tgm9$uQO z5oERhQ_EnaaXBB}z?A%;hQWg*%+ZVTBNz!e{DUULkGm>i>nfKM6239O9>t7G_kx=r zN{lBt5%+20ZMQ@$Z>Rhlg@x_Gx`Xr&Ip{VF^^AN!BYx`uMIbk4yCIc25nGE|*pEu# z9+#FQTG~G_j^1L#*&dUEtcMSVE-pIzn1ny!{jMBNem|u~-CTjNKO%I>|d%O_& zC4n9nQn5?m?fnSKC(I-TnY}cw4tE%!ZY*jDdxp`t+wh)|r$Y&a*@V>JUp^@PHorkH zO!F%v>fy^KJIu$*UX7aM@qWL?#i06nuPW|skl=PGh^kLUe5alpqk@Cp{@qkC(qJN* zetk{f2cG5USLzMstB4Vi{g3X+mva*68iS4VN9g3vr^xYdxnpOZABgoo{ok&s^f^0i z4}+e+pgtsPkp#!xYWi-7Wsxd(#Mnbn{AaF-B-mDGMp^aDQ2TVPA)j|U`?7ZLJ;Gi& zz2!(XxJY0}#EhcwnJpkCEspB2WR?65x9xz_(YyhX^9ZMcKd7o7FXziNf{MLl&0q}1 zXCAk+YzLesO91!hNOb^B6K-qw!v!Of_Bir3Po%b8LZ%gDq{YgVBwFKKwS5}0lDc;B zAPscGBYfF@k1)o(M&+bDBWHGEL_f?>+W9gTO8KXDJv8fIV|8V!w+UtLn*Y)9YQnrd zWfhIV9p*ck@^@k`nj`!Y)eIUAQ?RdngXlxnDbcCeP2R zH(vT}BvcsAs53L;5#cCw^N)Y@>$f54d#=f679Y|6DaVxz-NEHTeaZGK09_tkJNeU1 zQ^4I1eLk?wS?Uj?&h_`th5}<`q>iFVyucDhT>o6B+mN9+d-!B%9cDkIseJpS?rDCr z(cE_Y-81l@A2OCkH$0T4UBT1;6|eDflzV&cJcC2TlI8{8&rSOpUfNQQ7RY1x>?rNr z-VpH5(h>3LIEN228Ty)%@T-_dOP?D3Dj|VCEWKN^qQ{e z?)7?Se*3wbJjW`ZXm?yPFi}BvI27}u&Gk+$JG#J(Gml+9TU2xtGYE>WR5`?5WAV)2j5pM zqJxY;oaJ8-t;QeU{0?W*D|HiDy@c?7p~GSENGVw1WVy7T>YGt@&`3bKiQas2qQkB>#0HI>!*mQ zUGe%9vmAw7(^e7i{<|()i4XdotdAhWORJmjA<2$==)Z6Sqm7XjOVAfmgvv9ed}$Fb z>JUBIS#BouBGrTl7`RoYx@tx^?kBwmme$~yF|yp!88euTuiL*L_P7OzbyDrL66zz& zM-7lCWr%(Y6diIR^V#%40Br9wr>zl=Ws%cnZW?ZC)ByjMr(<_+I(d#`lo9(oU5fi}$hI5Rn>p(VES>wZDAJ>@m} zDxib!!&v_HHb$BC_pZmxm7g7M250L1-e2}`nNpF@TsuuNAju{=sRS$yg4iv8Tj`N*+2rFNk@Lp&(~c+ z>{OPfQB5#KXTZIva(4EU$EUi#atj6m_(D!Fip^P2NS;Ey}j{f}H?2TcowebIx! zBY$QJiHsaPf+$QF)#Lrv3=PBS6W-g`glH8w

gKvzzYP=WfAYT9Kiusy)966Btv? z@W|_3D9qc7g8cohnKjiXqW6f*e$^y&?135+r;(66XzRxmP4^qQqr@f5O1}xRR&h@_ zB4lJM`3x+CWBUsc@B{piEiub_g^PNi-V&;7Mi7d#iN;%6ru zV5O(2FP?&bY?DzY!P3K$f3Otq=$({cc<4R7MrTR$!;4-m zeV|rUVL9ot-4z+=lm$mw@PI4gHI% zY6*9?71F*n=Fs0bu$5Nz$1BS&<<9yd$dZiiRxrhDq&3#*&ISa&tg)?+H!=9VoqP(N z6umn6vsnqJswwnMyE}&;$0bMnF2<$2Sm1if7)k7T_B3hc#))+|H{23#=&|#N1WTaF zA^0|WZm~P0Jq_hwk|xAH66mk`Tm|0V1>$&F-KS6) zXaAqdR_%{I{qQ!F`{T9q))ioLt{=tX(s!;tSkcEkl^6MURi9egj%S^KSR{zF1cEBy zh^YMc?Pgt&%Ac*zo>B;)u%C`jS@R}*6(~2t4jQGqIy|H;;(bPa_XqMnks|yB|0Rw#kJv ziZlk|amNAfFg|iAL3ySlT0#uD`?fXSOPlephu>}tO`7zfF4@^#dg^|7>z9kVS_~l` zo;!BaWX6m3xe)`18fi#G-Cj%dDlzj8S6Q6drDm{qX}55oJ!G)a^D=y6vSX3+rzQ)+ zuG%FActZV=7P^2++dJ5_jb~LJeB|=H((gRRN$cztxX0&)mkRYVuXcn=*@T)NleTz9iBq)#??+fHi2w{gWO8;jM6 zRL;K_^3P`kww}d6sAlWw5L(>9W9lkGI@2u=?x$CgTNFQ;C zuGf?!n6i+EOa)Pq=)5K*{Z+W{k%MN;Mu%D4&iCNm%MMc+s@9sW_ex>8V-@WA!WW<3 zz9+zc3Qc!~F@=IQ`Ocpy;tCefV4zT?I>i*dL;Ud{U2{Q;P`^mAV4c$mRm-v(rF2ti zEg;SxCe$nrMA9K+Bdc6c{-aP+l;{Uv0jUkTQc|%0iNUjUw4~>e5nIL7&o#e@omi$ zc&G9D+iw!d3L!cAuYnlIPbCP;-?e0;rFP&96N`N}BcS>7`UL#m0ljyvc0<1AEdX>~ z(^E8%4NPFECcyu1zIUf`0Ge3G$J#`^mP+RnIihX*#7KztW4)E}7qqK@eP9h67ktTk zIHAgUgeB#4+xoNgKn;5P0ggb6Dss-bRcrgf_?KbF6i#o`l7-aTZ7ZTmItF&`zj6y1 zf6l%`%I_0E@jkuz7S76U#edPR_p<=6)Cg6P8n+EO`bc*6Q>|)kOf#xqd%7cubUu)X zV?N9V+YT$$n-hQ@s2%0CSAL$$);e`q^mJx7^DRxYS}6}f8I%6cTG2Dm!!o!w1F(ic zAf7~gM*+^A#{QG_0NETETg+e%f2x2Sx=GDQSoUh`tP=bb1!wyKHvO82F}m( zJxH)w0fXp(i2%srJyGUqSI(OffdL!rh}{&lI)-$Ng`5YfI~V9O;M`>k>6EeGyB`RGUrJ#Y9eu8+sI<4(wKf;ElFzQJ3QRVe zKH!eZR{!eq)ZAGIL=Oiq6A48?QdRh&PI(#(abWxa)pYF!@TE7DyS8oCJ(vj^ECo(4 zGOn&w_`aur-|83SiEZ`kmW(?4R!$*&c2lCYQM9Ih!zMEjlbAFvbjH$=PCGv2X@xJ@ zz(3IgX7LS#S-F*2nxJE(m6p(dbZ^QZJxa+3PDZyMALjw3M?pKV5O3UN%nGlnn z3PGdOHS73F09bE21Djt{j_JC*fjWzU` zgednqZuu}bmrMrv+Cry}jAergnPxN|4b!Js34Lrh*Yc2K`Ogn_QdW?Ec`3zq!~i?H z8nH{a>BqhP?j^w`DPUW&})x`nFN10E<`RD#Vcnb(l?qaVj zg2HSaim56@o4J2$>cu1Fd_TNBoUpY$JXWGDt}n`HZP$iM)^}g(=>@&HjJ%&bTiF=G zzN7{IQ8yux!=p1M-t_ToEHRaIX}#^UL`B^-bCVj>2m*>DUnc7ntI-g#8it*a>DMek?%c%53T;#iy6uz7ax{h zBlyn|Lt<_wW-sdBbuh)a@kPR7L>%;OOyEiT^O^**3(d4DmN&~4uh)KuF)xUC zn$)>(dfo|mcUyJ$N;sPkhZ~2zRR%}bvyvh9D8dc9Njv1Fe=hnJHih^0`rqcakfn-w zp5>dAXtUhL6+ca#pdzQ=(Zv_$I~spqSGgOTssDqmZ4SU9f{m8YT$_dM<`^#W1H9z0 z5?End8HLxM*|QTmSGTpdW8ICJP5XOeb6Hf9oJ=YiGDEdv)JQ2EbH1)N?EEqo9Om`% zsd1rVlWf8lO8Qa^z@qFzl3mcE_0dS|npCu=E0KariAu+pxhxt)F(gW5%Kr9`(M)p- zyatrQZ{yK3HMBt(?l@|CYlx-9^(n$}dR2fm@v`HW5FS@t=ByQjZ65Ot=$}osZ`w|- zf-N?QmhE%h*|>YYV(0KeeFMdz-}IgGV#cn8X9{0M!knLI_{u5NTA^P{%du1&%h;yb zx_jqDe5BcxB-91t{B{#B;`o?!OJHuI)=)7-KtT=aLs|cjli7=UVCx)!=VVVmi&Flf zNV%j7sZzYc8Fk`CnO0K>+I>@C+v6;8DX93-Bqst`Z*z=WLHpe!cUs;PX2*42wY@8` z7J#z0vpej0&$Qqvg8tUAPG_S51Jt*o7WP9I`;}-4%7UrD4*A4UhX@`)`88sZX zuX3$MRO{|WVlu>UI(GZtN5^k(nEYkLuyMI$#LtR=b>=xTlz&AXrzs?S4WJv8r;3NI zKa-KW*}`FT>7&8T`cpqjqg;|uiA%97a~rz%G(2q2l5Y=hejFqF^;isLNbn4{D(Tnm zVZcr;0Z#*7=W6@8xX_xNP~Ni~sw2AndULIy&ChJxe<>1(N%?*5!{6vPb!Vt%5uAp; zXH8~mqj(bkCvh>>r+}YYklJ(To;c^T4C|Qh$fWVJ)pm1BZFEUPi1y#@ zwb8-QC$q)vlR*Vk?d;DsF3*PGb^@a2SHt8t#c_8}nU7Fh@X2;_pB~qxQX#9lI^!~V z*nuj7yRYKlLUICw&x~mY;uC^PXt22=2ks!0m$YZ+>=eh&KK0fi(Q8zQjpxpsh`P%U zlw5g~LW0eG(UH1VIW4}q1WAnnmHV$6?MAnm?R^P;qos(-Dd_>)&fTM;)zQOj^Iim( zPC*ZXq1kPy$Yp5RN>;7?>hINW0$TMv2a3R&E=1f=E%%!pkg0i0&5TgM@^5}BGXu2y z5S71XXXZn?r0hoJV)rum_X}<3cLi;cqC4%BqM{RXBB|ZHA*rMaVF`wE6%arsK2hbE| ziyGX!bz72VR}NMJyFnLn7V`fpt;UsCeyb zY5kLjMO)9xyFM9Cf$lPH!hXJ1TEoA6f;J&x)@U#SLv*VAM6soEoecwW;oCZ-!mW!$gP@@0uiSLplRW-EShLf%cRi6 zjvHdp820^0czpx1p7bBxn$pPtF1yUD#OD|-`Tr#5V8=_rW~QU{c9cT^Mhkz}#ZqT| zHV#VdEhbDh#Nr(zEC(UV?gSS{Pf`LcC6s874_R-Z_YusZiC0|4~zjAO(f_|h(oU-M@9Wa5ADXA|kN8w}=*YPWpuW9L8p zpgxE3w89ovJP*fqz12?nz8F(?8Nl;L{16fSbR)chfOLCkx z+4wTVCjlZoOK+9I{A4ExerlcKXxx&dR}$K1ij2{gj%Z!|vWd)ZucHmYyoWk&{vVm7N{yOTOPD?~4Rwt4AGsqBEgvksY=ynNznv0w4HWtymmoI=MCDLxk1ekTFwOtZI-k5BK;Gf#U{&_i| zb`C+gW3%$6(?hcGU>x`}QBBiNfa$Co(l+#2|DtKH| ziMaY=V(Vx5LFuOJ)eHJ}6h+^eiCnx(-Aqf@={7ofGAVW8N5NJD>R&>sVZ&&!X}+dU zzl;p9OW8=EuFgOja$0RaV4jl0%A7#NWW$_G3#qrSMoYZuQz<@m%nu0;J?9*V=_VC^ z+N}|5xfW($7mGZ4J4FSn5Rf0WMS>w@b+=%Zd_9JhJRes1-q3(d=Y>W2lSWwx=Zhgu zDL($STM}#czsCd*tb0WARulkxNBJ0yhc-NOzdGYh9#7@Qb-t?}S7DO45XMa2E%s$g z%zoAQwmWFc|Jl#fomj03YfcGnHj)B`6UcsoIxmGt-5-G-nUiBxQu5)M#&u19cfUIJ zj&ag8eBuskcys=tt-{Y|klQ@_z&)GXgp;gMX+uZ*WD2#YqPDW{MejXUnR`05GGQGI zIEim%UVSfAi+hjepY$jlj`T~@d?Pg7VW4NfV`B?yTyiS9h2W2>fl=n(ezFLe)Z8WZ@s-c1$D%M=r>zyI66^ezzx1=N{mdYT(}_4EEe@KOyl)oFp#vE zoNk||G%zxuH~;dsNk-wNkf;GU+fO)cA=;pNU39RTGyd$=GiOhq7Jyi%^l#*ccW>o=zWLDiboveDmk`)i7!ccsp9tFL#KP0gA{tXJ9{iE6X~iyX*5y zrZ4Q;I^7}UjsGWmhvkTSUIdaOB0nmwA95>JZpTbN&}V(hndODmD*fjJb2kO2xF{RD zg&;4ja3{FTzss-ItAV>N?Y7IYFU-yY8}s8k)~2*vspP(R(t-FMI$xY<+A%LX{(8h0 z%oEKgjaQvT9)D6I)^!_m;2k^9-Ynod+S4XdQ<==KUSnI;GPTw4E%%V)qTVA$g_k#9 z!n3%Ra{37-(IQ*p0nnn+7t6P`49Ma4x<@~mR3!)`t!|IIA`KFB3m*!XJWy>D#uS@ zPPg(hj4|o=WOE-u?vhiZi?MQ^rz_o)>Wg&tQ_N>zdL?y37b(12IoB0=_AjHJeKh_K z7$^1dc#n-x$LIBm#J#>ElRHQ_;X(|I{D5}dRoE3HO%XPpkWuGB61i^6SidQx7zAsK zvgkSAs@qG5W)?+ohgq}jZeJpCSov^-2P^!Eib#5CO1?qe{BCxgG5>Rs19`f1G_SWA z=&aA#cPCo4sRzwp{+Qx^pMgt_`Pvrvqx$vT6xSw884|RCoO`4P8sY@u z?nczqWQGV{#P&K^RQyL5+6F08F(Jzw?JmMwyY86q?}-^NCSx{GW#FJu^@)47uE*nP zy}MLoZVe(H!lI~V1A0z*(9O~35fQbbiXIXIUEBa&-f4aT9K^-tjtnt*|2Pigog`+q zO4Prw{tT%)K>q~HJ`t^qzI{cJ`BJmjkS&K3cmAVu8!IX|I&y0q*Stg8?94!h-2&+G zrID?j73E*3!--f$mmW~@xv(d5anSUy(74wd1wQuAt4{CBg#{cuL~LwzCdY?RuxE_u zbLA&3>eLEaT-T_ot_)n}F3kueXmL zT8s%Kj`%ix3Y+yQuDWm!Ij>XCo%PnH`=YvZSdOV^6k#Y{c_6naqB-|1WUS)m&C~zr z{6d0q#`hx=fiabrYBm0PJbhyJ5rCXng+O+;m*V_bvR%YEJf)$2uGNCh(^zNwLYySItgRVN%2x?1;+1jiroyam!5A{G+^Lm0 zl-n6{Uhze0h;gTni%C?(%Y`@E`Hk$o3<1>+f+pNSdayr7^26D0h@|0hSChX+L}|DR zw1#X%d9b0bHF_dwTX|l0RY;erskfd3-ZdI9A9_@+5+9zzdU5F-K@+;7*Xa!eP>RMA zGVf(JiPY{V_O#(RmUO{YW6dId&h`M+$})++73gMbxi#Y3akN=kk9+Z|)5-Kv#kE!i z5`9PSivnli*V5j)1}X)si$uuf9*39|C)>xzmNpY8qCs#FNmh<*@S{ElZ>)QINqK78 z(wqLZ_KLXX0X--sK)LQ4yzb$IFM@|$z`reex^Ah;4QjdzXIzm=_zH<02rNkZxt?*o zse_1WFa6%x_iIzIBjo#$&Y{KKsVK}v^X5LRIr1#auavSmVDxw)JqP#x(M@3q`v}nw zEy3(o56&4p$(xxK-Etn!hLxM}R<$0^oenB4G7SOoTER`uZ%$3)XQsdUyybaE_f|V< z29x|(R%a#F(VzWc;!RKrd^JX~OncX|ney65(oiK=K;+ZP01spul75tuBnv)pG^RYXTuCdsl~|VH)a0<>wVy0HRH%y{YBuPaXrKI8tf4~F zTeD_Fc0OzK9!`eplRevK%u>TCcU^cby}vGnNldlQU%2rT^$9F8l(5}}rBW@B9Yby9 z3mZWpd`Hn^avpotW-`S`*0&OrCBANyj$-z6F#5x&cZtI}hI za{pk_2WI%fuu_u^>SAJDktHzt1Wx475*G}&8$M5_`slx96z*MFiZ$;-k0FC=}bOq7F}?1Al=nBtu3 z5EiGWzfrGBb?reoaR5@BJzV{i0nnlYa~{FWv7i)xZWO29TdYwN<<@4>-+olXXW^w% zKgRVFD7F<848^m-3`P#N{fD;HD|_v4mqwYt^6&nm_eMB|=Jv-sz`lwf>SGK`FK;>8 z3RIoR8BDf0(nJ{4BpZw>$qC-OoXV!Clz;+~y6DdMIPAjM0VfEk#5*V`A*!^qt0$Crpv_eoDkR@6sL#Iu7_nYBdm z`VR^eHGcQ-6)^TOcori^Zf#E!<)ZZu*Qow$&cM&7y`2ArmAd+6DdFq7ZChcm1v#Hs zI|Ce?E^A84-O6RT!gnhCx?{Qg3U8cTU$wm|we%k-X7Ya&on=6iZyUu?K#&yaoB|dT z5J{;iNDEki6)N`v`7nMBHhg>X&4=&dm{&o{om*Pwom)AXZLg6=lY#< z21!dDd{t30=iX&OLXvY%ZOXrUyQwY(4dOcWE)!4VJB*+VLwRYY(_wvg!rF906OrSg zdmW%yiZF34QkZbND$qU4*X7Z5{)ijR-ceLss-IA8f-%1HKpdnBY^f*!L|>l7rzi7b zy7ykM96fVCl?u3u1SNc)#@`9M(u6Fm9q@jW-sUr_(5Vk1d?saT5P=mjPphN#v+p`C zUl-m9MDO-X_k;KL(-L_M?GzvaSyelHru#{lFIVDY8Z7pRh-6a7J3HRAlT zl?!s%E#HIOD}gZNE?W9%6R;u02H9dy#5XT~>$kIJEbKv0G8qP0S@0W?z!BtG$$Gzf zPju7r%%2_A+W3*+6GQ>~;+p@E)rO}!DLmNt#Ag(v&IyV|(OU`M1@^UF$ngFpZaE#Gb^;QH1N|J2LK95K+-3Uf|nT z=B{PwUJU>Koh{UG6%v97^OfwV<&IDm$#&Rx7(bbMJ^mm}Eqsf8hruWz^wAAmZzd01 zi2yMmCFS_)cJsGAbYy#v58#}?E>kTP8nx?1*`h3KG2?VqrT^bt>oUa^0|^qTw7=gb*`5!A-z}}zON^f^gz>v zde(TN7tU zjy=XXW;@wT(fw2gy_bq4%!)kM7g^GenfpW|h3?Z4#_kvGy)6cWUZC~V1Kk*wV+pX{ zdH_l*co2OF)mnevB6eI``K{2PZr8O!$>9cF`nf<+4FGC;kTP@K-`>c$c~_-L{Rqk< z^#)p?ezmJ+u0h7Q3Xe#^Ds)GKY8}^|aJL-XEGO)I`uxx&n0Knp`R#J;e>k$~ zB8I6Q3LU*!uH-}O&EExlt=64=4Bt@WjddYu($d1TzJzCD52W&1KNS;2&zT>Z5An&b zumS#7OdU-?uWwcO;W+Wi7oUeJ<1MSb3^zK5xQ(soW_htxCZjJ&lE+pgLgKL-Iy%YN z@#RgY9cv%@!+kU)s7>g1Xk|xl>fwp9JnoFITYhv;o$=VB^~SP1LJO zoxy15cv<&THY?XcxC}vK#Ff%j86Hdc8BB5C$*m?`BKj;I@KUam>duWj==iMa8{diy z**$x3ykH{lPK-ThEek{~Nd{xc50=o&+AiBV8P z#y;P?Lclr@iz_}XV2oX@O}}f1*Ai#a@Rz!n)oip&omhu*)eF#(Z_LRi zZqBJD`nSW}!lwH*m>`!dRl;_dm(XnEBY5u5u8#%y(RVLOL}JgWdQfQ3*Tk3mn=i-g zz3y-NTpYeS9HQ_cXw2w348K@CAnM6|68X}OV$_`T0zeEI3n?{IZa4lXScMKZWceR+ zRH#`nbPibP9lk9w(7U^Gkt_3vzE>-^f0C>V9Khz#a_Xg)0Ty4scTjS~e^lee8_!>F zeH0m9Ge9%^X~?z16cXt|(va4`+8EN5cSS4^NRt^gyimP#>I@)t3}0*YYcugFau?e9 zzL9Ruvb3NB@_bUSrNxFOc379Y9kTVO_IrpIv#ZSjvGF`VK zx9q-4d;vb^H_WHKuigSaT?bSq3)DeL;u3^_!ukOx>^-F)X5op@euVN)f3Kt zaQ%e$1mmnaD$W-`!yLm0v(8-nD~CmBm|Q$;YIN{dI9hWhis8zdYwb_}3|fs3r}5gS zeF)d!W?NZD{OyD+(7$z*_$ay}<`wppo?~f_zxUv;C*c5(JJ(1dX-FjJZMXp=p60%W zQVDPUpYcAG@a|3(*um!(W%EUlfYrLt?Q`SI06SGl8f~EuU|g)a#G_sMjj6_cLVkp@ zR*}OC`7h*mc7=a<;6P$1LXT-&AtmAVY{{;_PXvV) z@KikAEA~|~(Widp-d_1KD`X(M8HgAO^2IC+bnGyvEWH{;E1NrmAdaQeoGnydZ+}=H zt~N-?I)A*%2jSdk6!O_iOdN|<;nCFEvJ}env3qz?GNLt#{!FkN#NZnkfhqw_>r*s* zob?fQ@ujZr3l$4M*VCC|uiZXUH5!KN{n|K4SM79Gf7}pF9*^%`x!i{775hGr=T0)t zoezKSr?#1t*z10G8M?8V0T8ENIZt}t_0qf}E!zswQ*arc-@y7hC9TWbjZ`W!}4@s&wql}CA zrDMMuDqjvrzvsoMP136T(es=I;&Gd)2(_yK-Y_n95vgzIQ)#J-p@-Ohjk|AGR{YWP z-HhhKgLOLHRWCFP@RNB&p*Ys1?PuwZW50Lmxt>%?s9`F_?gHRRk%yN%htS=M7nDjS zb)V};{e$xUZ%xLYqZx>=a&}Q!+0nVL7UC84rqL2QPjMc4*|YbWt6xhpf;>L0BPZW= zI%ZVm=>0YqBPBhHG7b4t)MxC7e1wf9GxEDz;z${VzwZEgk*ae)|eWwbX zC0z;=B=Kj%1X04S|Da^PzUXR50=9D*-8?tsg@R;sN#!k+1f8w3KbbLt1 zds6h$(Yp$BUvcgD!xE2X;@oRdZ!uy)^RaC2=D!?^`BOtLFR$gD2WE+|f~$v??Sf4O zC7Ya&8kW|;%c`B2^4#4sB_vctm8X1*mv496J6-|1CwtXoHR<99TUbxve^dz;l@1bW z5~&>CXs`?FeQNI{{gL&)WMQY2d6;1eEZbu_b>nm4^_jbR_75MZJyrWMB1ko`_6Fx4 ze7*hVb;hvw*J`djyEJ6<{JyUA$qSExS3$b3R*mB}hg$+}IoLO0ew;f$>{;E^%$Tz@ zJ_jjlw`w+Hr7Z-012{&Wbv{j`US0cN?Pa1yyCIF}kNek>LdpG^Af1av<4{;Z)$L{ToSt|n*j(+cTXA$uuEf?;MO2r*zKONuT; zZyoF^Q`L7&mQ?GXD%x- zEW`DQ$L672narML#Riig$IJ&)w;{FKvv-Cx;Qy8yU~h<=gQcW&JQ(fmMI`>4Wj-Y_22J3be6^jB4_(JmH)*7=w{qwGZtcv7KLzIRDf zF?XkyD-o|bY3HKUwO=JfvZ}_=4|!&C!M!Wq6=Ty=b5$J0MvqZyWhwj$!eN3g z&s>J7=qkmsKF9K9-sWFI!UFt}7DaUr3X`>1YOHG}Hx7VVMYegEER~01-|}8!!?N(* z)!rR;=Rllm25vFFA=;u#EEIi{tnP7qkan2ju+@Y**ii(QQkF(r+^IJxZvz#DSa!vMx%usW~7;Wp1)~s$bKGoHyCIsd;wdDtT&c`UW z%_-Y-Iz##Ab%6#8{@b74Q@M{Uqc0`L+9*tf-B%70$_LYC1){EPTeELHa z01=Wm{6WEH;21v3Zo$^+@Dv^QgZ;-M8$g=M*O9)60)0k!p3LkQtl4Q8Ub1aIwl+Pu zQH-jwZ`RmOBIl6h8;)zrA*T-#PLV=jcUqC-5+^Nad-ro z9LhZV&~(O(@FqEXTRIM%S^Wb#fB7ziMzTc=!dXvOn|hiQ54+6f+xdX|&B)=>zBTk- zt8;)^At;wn*5Hu+PvQxn11I=&J`w;T=Bx{pb(lN=4ZhvE>#6m~h-^R)JNa4tyJ-h3 znU>aWOMbkviSH1cTGjqst)q1P3FleGBl(vMkRCTXfj_;QJ$X@6i2R|y|9poLdsO~H z3C4jB1=Sv=^r1b3JXVB6$d9*3BcRT?D=>#-mn!Wvsu!W!hb2M~fh|?x3`S-~y#Sx6 z6}PSZQbCqI-Tn;In8IHn4ThOmcf<>xkF`kvj&EJq25M)$0@zIxhgu5E^Vrm)xfrAU zFTFA2*H*m``>I(TZS@6+woMR&M4s6;EuO;V@jD-1-2b{M#qG)e)Db8qJ=}yn+_$r9s8;5{ZA_S=MKM}8-AAh?k&8CeAVK1g|B-@Vp< zHvVfA%19w8kt_Nb_w|ov2&~ z+_jlx_-U2I;FY1yE8q?A>*a)d5Xj&GV7b?H1eeat^j0m)p8Z$1tGfS z<%Gl(*?W9)WjYXr^%&73R*y?Mc2Q8mc$zR4ul@$no_S=A6(0VUI96UJ*p zCH-^L0GudpsR7_>7y43CC$6yb;R{x!k;a?A(J7Sc^=qBW%zxkm#iIYf`Kjx(KfGjG z_o>;Wm?NN)QHX)y6T2&3(hGf3A#S0pCKu4B9Q(ErHt=%P6K*eFINs z|LsaOCw<0%VqC~v1j-MHqa>646j<+8F1lAY&$_0`I~tpzuoT&eMtU2JLveAF>dd;b z4ISt@BsA_Ui+HlI4dqe3d68u2e#~sA=T$c%(W#Z7cznx`q517nRtuH~lUzP)-ij0` zA0zRe>rSS#W6fSjO+ zju5)WdvHjpA3}(%KPv7y;a)lYqB88ol)@!r9XGY0W}$>GSlDr-{zFp}yoD6c*V4&s z^FoD_`x9i^Kw3^S2i=gI21p-)m>hdO`XWQv0#n(P)x19ccRse>RlKt1{K?h>hcmhK zgC{wY53w|Q>$-~^{&C+>c+Ot97hpxdN!SC(#1JUqX0~x8rvX*x>bbrH z*d|ue{4>Hc0MV9=sSxzXZ+b>!?@2Xte$5bJ(sG#)8Y4bfL%&1i8h`)p*kC5#+Yl;| zS)Q{;JAI}#iu`Lc8c(*bO!Sf1@3?1sM>MTaH02P?%Cinw3?MMH_qmzt9fJ(NxAD*H zdbuxsU=ErPu$!u%KGuouCdRjc4tk)=_vXum($4aCz~~LR8QG4NVpG8?bskw+w?7>V zLR@)~W`YX-zcXy^Y2~~)J8&+XbgXpW^jGOKsr(yV9QVKrh=5Wdg)GF}!J2W@x@08; z=J$TJzIzda2z0>tpEM&Qyt#xpMsFv!?sF!-xqSnBgGv1}6?JLLCipNyHp)(WHHL~^ z6J1)`xtK9V@?mp}K?t_LXn#@Imr)Aq%{r;^mdKDxjfBV-JG;F7(w@n9^wYX7+V8j2 z=VmukCAOi`jg*5X)(Ky=Egfwj_Ncny)888YnGZs$i`X@&DfuHoF1?5!$+>aTW;iC! zS*bu#XgLqdGtAG0qtfM=t?+`jXIk-^bMHUN@uQwD5Wpv~0v(3zUqXd*9=TMQ!-ezk{s!N^4{tC0J@IWsHnSk5U%QZ@Mg8!KQ2d%3&zv`wB(}4(mGaRy zOsDcYFw;7`tiP+KJzSMgez?r^r=+OEc*xwB4epR_6_~MqTg~}TF$eo6)%AY?jsLnW z(QHfSuXBEmW17g+boya<+bkYu;bE}MoiFVlkn_s;TCi)#oaz__dCfOyL44|AyY*I_ zl}!%mTc_DhpYeZGQ}fpGTf5hOer6rX^%Vc5AHb1_%ebGY6rM_Z>uohz`V4^EJ0;}v zk`tiCSOa_PipS6n#16%@d*FrEU0tB^GdAj1dC2U4XPYhGY!WCWGn@YWazsD=?!m=~ z2Ny&GLrs{1r8ozFY{T>WI-5>hz4JBs)=sc`m(_ev!@=>jOgk);W7=gPIk)Rn@OVap zBD=cw)xFh27I&!lF&{dmV^r8zUZuVriQ4f&Yi;nqMje?N8uy;Lzth#e0_Wcc8sMQI zpOOdH6VJ`K`3Z@LE| zut8Nw^G`|N2~$u~W(O`MTFt&aaYMj(@L`!Xv%q5@-RjP`lo-LiD(>J>qE~RszgH=a zRt^+F)%J_Lt3CRmV8&5`_Fcszwq7A-M?T-<|i3VVt4vYOlYG1VXxY z7K=6bD8o4>4S9|FmLMy*U^$e73?{OMeww|ZB?g)0#~pF@lKF>ZiW>L;tFSMZUY%*{ zl^fSNVpS6w&Tr4}5N-OCZ}wPdUQw+#ky@-P`j3i+^sSx3Ss5*}<90K`JgBbk?$zU# zY=K!PT3+;cnCn%eSZ+wii;RDrI{rn-xDEfY-K0FtJEJR_Z&kHPkguRV9EyZ$hfXJ= z?HGP{2C(=8bxwgv9t+UVNaklI6sd+Nt1;a$2gyqbdj1+N!7L4_H~euaWD}z6CwSoE zN?4nj*v1JL-HJOyE3f$qws)W!^P|l=%Y@_4VPQ9BwK7xWaJ$=D?8#{QucoBJL9&E+ z0a;~u4J0>q@6_GOdg;v`8gXOe%rZZb-)tYRe&bZ#b-&Yhz`_&roOH?EHj@Q^{<rvHSTQ0Co-87c=pOeZ{Ks z6QMC)(?AxP0~e!5puMiatL2ExmGUkwUxpj>7Bdp?^T3_WnS?BS;$#M&r<<_|+RvhP zQ7PJVmTVn*0=zFBd~KiPZ{qTllByZw?z(1v$SCSpDQY287disA8h|N@cDJ!L<3)nGE&6v%y92tUUCKrw!#w8jLn z-2_ylQ!e%T9e>^YXA62(B=fD5PoSf zn1K2$6L?uNY1=zab4d_te;>&XP4mr4R($02U}$I*`B|pNxoh?L*kKdbMwwm#>7{lF z{wsVO_xCUD6eQ?#rRon%s2AGjIkBmIU0I{RECi)xT<2?4B^>2Z>Nc^=MJHe~g=F_i zMX{3fOh@lj?>q18bxj znhdz9aIG6&!>5%;BA^7i$mO$kj!LsMGD4}YhPX|UsQ$uzf7km@bByA(bh@qslN-#6=Y0_5^Cj(D9d#wRwUM4I-$=^EYu7WD=N8pkY~liS zr?pN*UQN^hORXW;an);7TOxwrlKXkZrwwBweLGXsO7V*lD#k&oD=I}t0-Ch_-|b&{ zm#*OkURyN$9`c+Zw-TFT;nsPRtn^LcDZptH_spf6_w(GOA=7+deYYIpC#~Rs*2sA^%b}8qorQ+nVW&GO8^=Ahorem z+kDkVz>W~v7)YYS#~`1URtz4VSB+R?)l~UBf1e=l{H}`bldtR?{2B4e&MnV3+UJ^i z#P;lJDma$Fsd?U-bd@lolcc7W(iHZ~{0Bp<#WSCJt0mVh=)KIrm}lAX0X6o4hV-K` z%HwXcI?l@hd*R9=&P3bkbLkFavzYW5hZ@ll*QHDmkaP!4i@5{kE>0xB#}^YzwgXbC z^$6)RXGuYyNo9KByNNU*!ZpGEDu3C8moC1lCLGFtL5SK@ZV&#ft&dnixeBxY^%WI- z_TeLaNh@nO-*@Tk^|?DENAI{9UGX#ldIi`VpYTg`o8SX@U3jU&qjQF#aflC@`tX^{ zljC)`r0WKVmn=`}ezySY4Zo2A$eTV)%5~vpHw&jefR;YLjMo~-8p!?FBv>&EYBvi_ zz+;##WLnQIt@eo6f1S~a=`ad?ZOvnm=J^j11S0@^Cz?hM$_WR1IEZ|TgK8;rA8%x+ znvcE{wu`<>&v`HaXzSME@5ft^i*%zd%cW``LZ>dQ?UNugiM*Cq5MN}EYrI{P#!?GC zQ;qjkq3ofUD_Jk>D^){)He={Z=oJT5(a%uTJC)%E`Ed;m7QxY**=7-Fiym73`A4d$P6SjAaS>9{A#Yc zesCPly?wBTgZlyjpqIOjF=?^`6Bb$=NdUxdraI);WYsNlbAY-cH~R za1zvmNRsH9trRaZRF&*UI-E;!|oJA;nPb-bi|caO(}?K-i8; zFVocz5f+%C<~az%*|Thv8=+owG|*GIc%C+@qc@e)dk03L>pNq<$jG`pGx4lUll(bH z2*R)}(#0#n$&!7}O%`voYb1G~H-$h6p^q!853K1bUz}nqVgFc>lS+~I%l?+=P)t5c@~B=`6J2y6H;ygqYo{jnD? z8&fX|PF51^BB4ej_zj1`OAn~LnPyPUk%uvi$LnKgK9xIo*PvD7Z}e7Or;(KEn6P!8 z(KBo_h(@IRBdf^A@)Tre)+kXqWgEo?0yn4!s6TNgp)(| zqoc=U&n})0_-l{iD$t!HdxgfL(i0vgO<}I=mlgw!^8{7|(Xc~uA_~ivT(7@)V2zlG zcM`2g@;Nu8qN0f6{vjR_g@TAC79;g+glq#nmD~TGa>aFqaEZ=f#QX9K`UkK0DX+!T z1_lJ+yP$?u)%B6!BJik=bzGb|!&bs3pk+GW#y$QlJf+`If5pPCN8=@Mwrwwbd{gtg zp0croCyl8|e97ITXqLYeeW2x1Z2I2lv0-2~FBt}UMU+U${@s}SF>$f~$}wYR9xRoJ zMR`JKo-9ApKQ4UG(GX1y@1On4t)x{$2CoGC<2E9?)Ci%8X4?}M7JtkIB_5z9uAU;) z=rx4$iI@URObmU%?_*^ap~arl^bfxSN|EE?=XQoTaW9&A*o`=aWosVv%3BRMw_GmX zm6@zjHX?JrCS){hZhgsE`%kgaclR_Q$c52~SCbTVv~5MN2P^v3NB1&KIJ6BiK}yh- zUe&i0dcp2`kt0K)SVc(zx?^(@q?{N0b4vZ<{6~{M_RQEeak|L?SV2DXynXS36HPpo z-K2j}X8Eg0dSQU2?|RSJ)y+X*ZRq+O_Db5!3W=Krt(Z<( zG`=Z=p4n$pPOV?e>(nyl4iEw24O?mv`|E}3x@8Dg?_R9+n_1|&bh z$-E7?WV!Ix3vB-%)do=FC1t^=hQc%RF55hP`d+75fMEvpdaMG&VYUHc*%l?TVnD5CLUfJ+Iv;2jmxy$W-WIcwe>Bg}5CUEa2+omDIQ#=Xacol$G zZC0frptkk#C_X(F3~|8xT$yT5AFTf_IEXh=06%P`(NxEbCW^Qh%eMqNi$g!WnJ+e2>^B>hpMtaHA>~FwXOWSPgn)`CJ zq}c4@9r2kr$VEA*aLU47J`8j?$2=rox?nOerP29!W97%;9(NlXc5+Vo-S22mhHIk5 zTEC=Y$2L@jNO`|^ewsV-#eRE;e3dmb^&z zmw0!^BS8mx3=aJ}E?iaDmjd_y|BX!O$2U`HR)Eb95DGN<%BqQ0cg=^z@7%NgJ%cfd zGk?}Z6A%psb(!=V>p4hno$U@3x8b4_@IE~h&V9;17*aKM05D`oz6XPr(k`9iQb^eg z`Cq*JI*VkphFv^rRkZX1Yh19Xqyx?x=YZe#laT?vTlCGVN+j|G@YpbQ?|-Fx&k|VV z-}d|yyK2JcNwIy0msj75dZ$btUkgb8xnRsu%9AF&+NO``+A%CW2#ajwC##M8l$Wne zq{#kxvOlB7HT^Z}Yvkpo7kCKDg7DU8HDa`UYK^kl7OSTIyoh>vMHBdk`>|QO_%)L(TnWEma=V zEPh3)LHJgk5OieNcnK39h)vd~(5^F@+6Ap#!`-R*uIbV`lf9AIP z%GLaCgo?DeP}*))E6z@tn?C&**L(Xk>cQHwVJaPO3y+|*Rm}o2xbZI0s}^?o<|2eu zp?TDcNxZN0%=}5`U;z6k{}O+b!A91LA7quqDt(X66KjjQur)SK+T37KALnX2@WeNg z@opK>dhsY^VMO_!18aor-=5#j3(`+6HLv8XQF%|nR-_GpAjF}bU-KvEU&_(Q>&ECi zOniU$oDr0eJ*IUEh~&PQ`lFsXPaIwOTF1}Ra7r>0(}y^xo}l9JrZV|P%4|1QoZa=R z$rfnu5w*FIEe4kO%9;&rE(A! zngP=b)$k4Od`t6OjbiH70Pj36)!G@ofGz(aJu+~q@Oz{W5VGUg7y%jK)88)o7}B>l zP047km2Y-E$7Wi4Hq(f%71 z7LN$pWizEe2=>sy|6-cH4VVSFV0ur*@=t7Tviiv1pqh9Js0Iw^#c3o6`5~AP7TOsi z)6U)a;gfSTdsVNAp^Sil&GLKL_MacVuk!swlV&f>hcac;-30|6dKSPWYv*xs*}r@P zI=)R+56Mh7FdC%7EUac{7#;E+L&D`OAFp%rd~i33XJy^E78u#R7-jhGKxIi5U5_n+ zCs=!U02+#@$l&`jyAjS?2W00WtpLy9v`rsJLaeXURBND;kjn3!-0?(FZod1tlYM#q z!*iO72=__LW(L)SS3V>pbK`$hBvAswl}SxWM!16wQ1<4w&*UKiT@ju)4Q*ALqDvyiuJ2 zDR(v7R6ne$I@LKF1JCMPO>bA(>WJ5wo&I?(FvW$g?&XNNk z-f#`GH~a~Ty75Sm&Y#o-wCR3|=6+t872vm4Xv{PzPWlRak6UsLcUh_!tcPS`m6?@vJqn$*FA4U zu(@xXSo}w&d;Vo9r2HdXel&U3q&L9M>8tANYBi)TxnWe5hm0T|=L=O*xEmwwljwIp z4}C>WtL2r-BB@9t%{aLv2-jh{t~kT$^KUvFi+><<{G&n(a?()t_EW+8BM)OAro%oS z?jkbV_R(KjM%qTra$Q9L_oU@T0phB!zG|;(wd5@g>fSQVR8f}H@6Mof_$@zTZ|jib zR7Uo@cODOCEqj&qTHk$8wrv1wkw65q00minAzt9U6l@Y{dfSaxdzal+qD};0mLxC65SeR=@>YOeh_qz`ip^dpOrD~5l(?L(wN!l8_`<4ZXD4OuAyuF(0`A;8gq zs2WO|&l2=mwEZ2?J1yLwO{w_`lu0U(JS+^iQw^`5TG#>4!IW{ z$m}nJPw@8$5E9aoe?@1)>TG?12%A7&b+$D`9S=WfyB(ss=k)9+Zc0A-^0mON1E0nG zXjO^LjE6~`P-eKu?b_>IljYG&Zf~ot!<0-OS$)D4z@U7<5huwsBaTJE8O1Zw(z*!E z+dr)-{`b5%_ensO`Bto0vFC=zMg}9dqPwFYy{eeTGHI>N1bHx}6y+_H714}|meu*D zQ&~s&^Vc-lHmNt+t=e)HidsC2oh<^kBAjsb!Fmr^&X&KG(P3|JLiWd+&Rs32F5$dL z$hgjbZCqL%>3+v6->3F=^_Cce&E$5u|RtD z%f6S*uBIv8==nqJ3gag_t6vQaLu9`NRu&Byet_ALt$lufHfVnW$pZbF!y=WD<_1mP7`S;;R0<-Lt*eu^-ltC?}_fn4fU3-|P8pKK_25HL-6Z!>4IJL^HWx zfDejsQ4T{`F<;rfa;=#a3zeNe^`vx(X^6DArz?v6sTUg5#vKJKe3Z_pAv@sX--a5`4N$TL*b1s-t|G3||RgrY!E8x8_zCEXOQBr>s#*%DTm~B4Yo_9C# zZiIID=@oBD0=^t+J?jA_;&yKO;paJLqR_7=`fodDxtYAb6tpcxGQqs8@ZsJ8)w%~L zip}*aW|p|4GSqh=hitD#-Mw5-Vw7?H9kXTLS{jpiLT!k;rPRre%aq$H7Z% zd94QM9%9TxysB+SqBkp^@HRjca^X)t!vLw)unTn*%f_c8(^Zj8Ba=f;qP*il*{R2S z=Sh(rU$vy$CWifMy__542GFndJ(^?|240eTH1{&<}&3+ zN$RoaNc~>;{>)PNq6Ycdr~jyKT4^kSbH@>~zNqJ*hrLBsw1*-Am(CbQsMV(wUNn?A z>M_x=D!AOYfI@uI8+`Bi3uAB=w{YRgrqzTAyfj0i@Vd!I4k2b`E?t73i_1 zF6t*Vhx{gAj{{o+vQD@Pm(N~Rgz|K8+X1ma<9*EjochjmUI=2);Y-p)qg#? z@7pbVDk(rp59=OjSu~La^zQACR{R+^f0M%O(Wn7^?qeeohA*&c`_H7Rs%E?s=Y^Qw z-sC(!FY{4NMvu~}l?PLOW?wXJqt6XGHII(j(&8{|eYpD;QL|x)s}K}vOI&sKKfWu1 znty0yFp0&I;xwhK zGS4|SE3wCM4Y0@8!50!MRCFRM_L&&+<;K>!YLr!#QO$5pV&~HG!L3uHq)Ao)T8hPC zp>$4wDfJR!ver2BeWOOgT1H&KM#N4|Gl=j2NW2wVA{z%>ee3>x)P~c`x~u(zr(09w zuYqx!xeSFnq&t5u-X{T^VM%9A#E4z^eF>?Pc>A)WDPWLzT$0gn&nZ@yzuWKo-dk?D z_~uzb?F;ZSgx`!2!(`dH^kY;W9}L=nzJJiw0UyIh$?AB4*+(Q}Rs2nc31e1fv8rJ$ z?&F{oj^F0Bs;|e#+tk|1LYG~#{2U1_1qMLu@{k`=)x6n8E&e}Td$ z1p76of=@jzz=IT#iH>~4NXpJ%RKjwk5oqUO`_d7HktF5ogt%>AW(R6yJS9SP5krG5 zd5GZ{53r2;?BrBehw8C%E}d&5cO((N7xdx)nRTS_=3GM9$hn@Ik^soA2P!&y+g>%R z$y4`eVy97aEu9dC^`D6#woaEg%G-i?knxMibuar{^~OW+SB_q}F+R7(QW9!HJc3pw zWcRxhsDcH~;I6D{>9mO4|Rkh^O zOBvFvq7Em{MHW|cFR~VP7+=!)OnIIg-=Rzba`QOm2Tc6~nzJm0m$RU69RXCe|_Sg)f`*0$SLB9UnE~S{NL@Az-q5 zt-~eWubAe|6ysficbJiRR12ewQlK zPA)g5N9ufQoAN3H@VqSS`V~1AeT^jRupL!z0J46D9KU$qQ)Gp-8uO@3Wp|;|c*fOXnSo2dcp}^1@G%Ua;yu|=eYh?lpLTa4%au5JK9Q6SA0`TjOc1pk(Z$!o+deXH{^t7FkbgBA+4vj#!{-9M05o2~LxiCHW(f9KBTfsT94djOC&tw)M z87*kP9W{FOx~Ze%{Dc*ic>he3MQST06_1M1Z$(Fo?}HYPsBzP$xEJ_9zxzMs7Aeme zAA!~y;89EBANBs8n_ss$g3Lad2=q5um$}I!D~;dsFiFU9w~``iCBZz3dM30ryRhe4 zK@_CeDuVNkY<}nwh<%=Y4a&8AG?g8BfE3tdEpmMB>pgJ3nZuHr`U%2tJl*U5izFPN z_bwzi6@Rw1$9! z^{RiruhJeS_SfCdP|^^|-_7Pd-m;+kT)u^*CqYkscn)Pd?22v!{c_YZYb!#n<(}fo z)4m4ucRbcCq%Cx{mCLa{(9TAWsN01L4#WPInNM1}NB`NGL70qC>^Peyf>4uWgbW(1 z-RS1RhFpoxCpB;9|3`)1u=;N!Na9yY0Ui=7O;$!}0d`Cet zrrndb8EBzLb!A8d+a@)+lB|!SG2!>#Z7FghL+3J}1lGU6tTUT=m`YDA#JW3*u;!d1 zc^^>N@T|eI_sZkaPPON3YR=kcSlc)cSVETUk9?nw_a`yNeknL3fNRP|q{ z_pz7?tox`bYR4n*jcT;*-?1GDK25>P7kI5ad7z7z_owfwij)ytrC`q9Mqz*H+m3hB z2|lnz>pTSZcWk$wcWK%t3NIN_zQ^wV#S6xVb)!2+h0gR(*wOzHi$loz@PCCM9$^PuUM`I(Y*1oqmimvaNoAGxQr|7?PTlwUzsJi zt_@Jjd<6fxX8GoA>=THAq6w0Av{Ub@*_%nnDLn&hv-=!`H8@>a_7(ybh;?0TqMsv4 znC>2e%`dnVeE8FaH#Mq9c5j}SIE!}s&LYlST6m^>R~sEh_wtCKFYv2HR*h>l-=0Tm zy5##Sf(AG@gqVq#4y4cEqDIm)!>r`1|BM;7?nRW~s$Ra=mpEIL>#Ya!upX}6d2}8o ziez#Bq*`1$T)w09WUyGmCHRul0{`RbljolAjxezhhw9;p4J*-+zhw@%T;cC-yjuOm zDvv;mP?!mw!D}1ilrhP+!c&T6s;+OryA-`Z|BcdKQvORRIJ7DjFLe`EXZk(%(Ns}J zIz4sddFRzDeOXJgMAvZ1Llv##h^lj%p&!xo3N4q~{id-9@HSZP9nS!0(aKw2=#Bnq zGARL?%BidJ%TF_Wo*2&;2V7nK#ZdhkB}Gert}x32LaDgPsfxQlO%w5JE%5L3(TPCr z3!B&w%Ol=Z3VMG<9x866H3fKdZ0Yq#kx~DO{NPn#lhdb>kvdgccaH=i3r0q%?80YU z1wQcn$b&n8Gtnw+{aRj>biZ<;*2xeg_kI8QiZNwVjPm&Pe$6E6o$0P0=!u1qqjX8y z^&!xIBcyNd(W&tWf{2P@te6sg#UA&}onSI=o?+3PVbDr*NI14o;L@)4<;EqF(K+k9 zW2w1g6Zf7OJr%9zwC0*%a6IesqZ7hA-RvG1YY5ls2D!(`>wjGxQhr5$Bosf@_#6 z9mzGf1htTUoB84F}5bU+~lF&u;MN8&F`4McEC*D9)Ek_?D)*M zN$1uLZlSSU0ZyGQakgM0TP(JLRJDW)CPQRW5D^?x7u#=lW4l~pAoEGPLDSJo)&HaD ztfQKK+c1tIpi%-7f-nUEm68}GY%0>iK%`?zh=7zd368%Zn1FP5cZ{xqFi^25Xk73V5IodIK?MqA z9>Tk{OQmgJv4npWiRHM}OGH?3$wME+1NQ&51Y%L`&D@=X4LHH9dGQ{F-(P4X$6xH! z0OimXU#}_LYJ+mAD9cA&cc&6(!p>4L+0E5)6PveU-{o=M?z8&z{q_lWE2G8Ofgdfw ze5QqcmsGd6Y<^b0$od_U#>e$LhkQ0lAJfJ2Wmc9h@!~(SD-W1>=GL1@Ke27q$QAm^ zc2E5hqeeeW9qB#%_RyDOOrMvR{qK@gm4Il6pdytGCgrUG%o9hm;4otBMd4CGHGcZC`eeH2<346-!@wC3X{B zb*3s|0>393lNo@RC^y1~>^``qwLAX9ySI2=_4D4&)ppxxji$in?i&9av%Oiua(daD zT@j1;x;mVcf1uH#(bBBpqxNX4E2~&?L_#0u8X#+;S>zQy+PcU%sIf8P%cmP^W*wDJ zeCrZ#m^@o$`g^4}lUQoU%J9|4I5PbcYM+(mG6FrPdhCpeH`MpLh1CxiCQj!GCK*Mz z+UeSHB!Ex5vGmigkpj$t1!2VJs0L87;QD2q>GPiL(`YH<54GBkOubD0gJ&=O#}oH; zp_`|GX9dHQsbv~GCh{%6v4}K*zU7hA5ANz=%uue@XTzQps31QfyqSKoVy4iyn;vqk z+L2zDa8Ha3&&q=>=CT}uO+{^{kQ9likoE-Ue7`&dBGhmbQ7cUljkwsI13i!UmtCKn z^dA|ig3I|*(y*INP&dIcUVh-s~4z1$_@TE>qR;`LOogJ}tm6etWD$umGO8oo3 znGn39WnE?F!&HmOEX*T|rUti>IhoTSQkSzriE^=#WX_GhQ}$aNR?U^q8z--lC36f^ zIW zXq)|ylYh%x-c7m63oFMNu$T(VAP@MJdS)@0C+jRaq_Jw@24qRTB$qttQ?YJj0!Zy_ zp{(`ETMM=K+Ho?iOuMA)TJ;7a?86MZWx{`Cx!bZvjRILp0-GCjnEKG162@IAc83HZ zo;qLFch#S^x_>W}RX35**Yj>H4vIdse`A-~7-xS=&O^#0&3F+#eD958b!z)IZ*1bD z8m`y^o)$Z`!`C%qr8zkIaG`yI3^nD8WzUekD~Ohp=#XSU(tXg1C>8T5sOQd8-^_4c zyvR`_AtrUbXd<{QC(ZKvqkX4w_u~Aw-UL&*N4`}>(ox! zmqrtt;(F7=Ep&sy?$Scef4!X1-y@uqP12SpnqE_dJ3hoSb=DGJr0I%|7DF+$!SOuT zX1Jq(IabHXh$IpaXL8-nksY5z3sk665vuWus$Y%s`{>+D9x?G#M#t}{ir|NVZf?UU z;oWz7XWR2Gh*Uzdl7aa>Lh#BaaZ37l9#g^HGmq5t>evb5}`J3 z!EA5+{4*10QchC1?IE39fH+(m#VO}&Lg9!q{Xf;?+Hv<8+TQ3%qWmd@p%HL#GXA5h z6(XaZfjCaXeE&B?eMuncLaS&)jpe6tlbsEiQh%Ek4)!O8Yhgj72rnxz|LXIQ63O__ zP$HxK2bJb^U)_}d$W|C0m78A>#09f#P_Emh>m%?66Fm2g+}mBqz+WqQw9%@E6$_9UsikL0I{$N1HK|WY+R%QRJnu4* zpCqDt-N}yCH7{WA2*feDiUV{>3xg{#)dGWG7VIk3TeI9c5FI4bH|#04NuP(v!dqUD z|5jR=I*cT_+5e5rvc0-FdZvSq$HE{;0yj=(%JH=bUzP`%x=*&uv-1=IZ!Y<;^2qkA z`zMa!S$1QN`+&DNrG&dHHp%2PjVcuJj~w2`W}xOohy{xxOumRbg)LFq>O zImznii;|pf$ z;PceIlF97vK({AP_5`}0@y}bBOJ>H_0JPv^Xf;+^w|H%+RdI|MM6<3!59yT5JS1%*aW8b z+qnl3C(K!9I>X(i@Pk~b<8Cj95*(rvyJ2D{YgKgens?IAS!n<+yC&Qs{)KMA0_Ers z>BQIziKgFrOm&hU7k>`%mI*No_+2#cml2_!?@M>I5+8m_1vu>iLUF}$z)(UB<6>=T zx$_0h-HTdX+*vJWee>jBQn!;(Lpd6_l2qX@`?Ez;6hCuL;2V{1Nq*q2Kb5l-d%Z#3 z2>59uC!_*rHm*P=Sl63<-1u{<-{`1e8jE=koi*k&=)D`Wc*9HwC(u3vW^g6NP*pZs z{_5FT>-=2sJK^VQ?cDaO-cns}ezQU{3FRjSOxC1?%SG?D`Bm3q7j#?HwSoJkM-AOi zKkt3dMhtEO-hG(-{(f=0tBLCqZ_+$r7b>jpIBE`^i+_vj?Jh}g4b8%)o8UdvCmvrZ z&#jtHs+3+CYHhj)^Jm0IA(AH#MeY&@vTn)oa+?n4Nj7>H@S$~ojMiOVSbT-zH(@uh z2xABtahipwQ(s@9!7D(BGdQJO+TaHIW`P@-FX;-f z$k95K_)y{ci)D;AFG2MdgMZOOTZa2|?Mh_K zU)A(Ux>KRwH1T$WmvZpQu(44DPe|s#^Zb+Pi`y$`Cy_bHY@CU)i zlN>DvzEx0G!4lEUv&5%^QztyC_C8$o=oSA~8sg)_`YDOciYWlmY#(=P1uN7fMYzp= zL2h{cvxT1^h)V9}q7hhsnthdWL-?Lg&V@1Jov*-w5Or^ZL!OwSX;$UvBgz*W_CMf% zIs?r@Tdz8g%1c|rD)0gwKOr6$W-7tu9oy)jjR1q70VebT&qS*d!E}|L3O}>hjWqa; zjN#Q{c}?;sGviRvaLb*tJbUFfl+TjaZIkY&mtsEzFqI&YLEiVX#eV%4wlQjT>?2vc z4|e9Vq-`@L@$p>wX?#U;k=_G0AR@x|X&*B5fN8{oKL!2~ zT={Xc#S*8J3iJidp8Kwx_kep^qVe&3ZXBNfk<|qetx2jE6lm*}-fi1@-1C@poRP?y zMy;BC`ofH$&~+0wF8|#FIGF_Av6L^w<^4Al&EzMuRhJ#U1Lh*LIuQ zTFMw~FwkFp&VlE7-Sk~MMWznzx~y9gq0W~*s>*X#C%M;CeldPs?sxJ#OFbK$Zt3Nu z#7}9d*de z6M%nm?aCb2P`6}jG|P;Cch(aQ*n-sK-LYDv_=aFd(cn_ zd*HbeL4Y9hgyn(Wtsv+vkRU$pfTIzgGoi<&Kk|bGfW1HL#&hOWWnczjuuB&2Pcr{g z{L32GPt-jfT7HgQTIw{Kvt<|}M%*FlcG{h5^^BD7N;wBaWt?@x&IxbjwwQI_KoUXW z?1OjIGQ4a~PNW^@0^fzIVU^0q5n|eKv5hDe1}7@!GvPpw!d-UHR(*qhwpnjvH4Jej zZe}OX{fFWwJ(7<;NX4Y3a34NJpz6dH@KowjHta zF+Kn*_G9E|1cPvpa2=&FN0Gyy<|;YnY!+nxeu>8-?ftOV=x7l1zGrkui7VX0miNI? zqDu%h-pP&!?Gf>}l?h+)1`o_%3Nvr5kGy(gzQV0!{L*C)u><{(6_Q3;ms^MgIVgp@ z6!h?@M|uVdJl*dfuRAYaWT8xgCPEp0@9twr8p?O;uoCa43Zu8jqfC3lYh`rj#yFwz z+SbZ1^Zo3K^Fwqh^JEt)tCx2#1lIYg=pu2bHo(30r+*}7-nS-4QK6!?=m{P*O0Oks;Ov?(&geZ8CU=m%@-c6M_`@LY)JaTD*q-prwlhy z2cWVY$D`JI;>(rVLy-BeLB5+|Oc(5XCkt6MHZv&e(%2F}m;UaN+0L=3UOL8c??f0C z=y@Q*W1O0P&{qt9r{AoPAgI;c#Vx|U9>4|7o4-cD>V7w7iS|f%Ri5*n8Cmx(KMUN) z*}Pk_KfN8gmISy0`Z*E2t68#Gs<#t9K1ggm{H+7cU%6+YU7#Snca{RjO%j#FfRZc5DSkHWNIIAN%4=+tPKB=$zE=qA*Jz{ zwF^|~yj1}Be1U#L01dyZy5Wg{q+eC_z;SEPFU0Aj@9-!hZRihS*Aj-_rWk>(FW|G! zS*I13x3ZV*)RT)V`fQgUgIH^u>O!36dvZ9GNcYwxo5zCy2WjSHOVl^pnOahc;vd`M zqSBSss-!{fH|Md-ySYfblqJ2#S<=!y>0_D88wOIczgK1z6egJqrZR3kil(;L1$4%E zJK6D*nyuA|H?BbT&+)K#xoPc64_kJduYm{Nl0R|o16~xZ(I>OODH2xW)8!pT7?nt+cr{FQxOb8qlOE1~!6FpI0Y0On4lO%1#2ilr1gZSFJH zc^~Q&dbyg72RgHqH|q{>dFJZYPK&^l*X&OI%m`;xcJp%^Or5y%6d@g-cjbjR1)gVZ zz{4THT zJ3O?1SUMoe*RjH5Vl+etjey@JLX(#c*L}U$`WdsS%#?^LFOct0n ze2%0M0AsQKv`uiYD!l%rQEk`ZJx?iBc4&w>tGmI`#8lDCS0v5K&)-}BMDxL$gp2pw z2)cFARM!fpd43<#EO%d(M>V%%=$La->dTlb0BU=2-s8tpHDUj`w&vT-p@R^N8Z6`a|+Qbdg^$o?q&?R(G_J6{WXy_UtW@_5Sr)aG|84!jzKLIfYjc#?Mv&XY`cpLP+>MKy)m%cLzvnhePjPyI8 z;K+RAx7xN{l0k6*hZx|g*X~Fxq?7uBfgh_VV(kYlHmExjM<^jn+C3EBt#@G$&Jx}TLBmo%0{%Q{gVp3+nTyU5k6O+ zk6I!uiaS2oi|Qj&rqlhKn)mfYx**{*W)EtA%rSVB*vfp%O{D0(>zli3(P&+50+BlV zj8(wr8pn^46j&A2AoUPm?g2BJDEg(;UZm#zj{*)jXUDy1uM(K(?A{<&T_C?`!n=xk z{a?k}VXz;Qqd(~OPX{aEc+V_d1V{Nn?~u^g=@DAKwS1otFNhJh#8SQ9c{|b1f7vU> zs4gzWn{vv(IBj9}lifDMemd~yXhW+NEmH^a1$L$)+cOXnfhprRWSDd27AzTm_$k54 zhrz504G&@kJ*f7z?x_7*gFCX{x@hAXk|7+M@m{emeZ{e~T4bHpR7jINQ5ArhmLpsS zBNVT!RgE~5qmS|xm@stbxSvDwmPxtC{J6AJxO>V|w#>KyQiuPB?q)TjR1On*Qmsq+ z(}*SD{4xSgZ~nEHd!1+J{%^g<^MExfWfW58jN47-dORJ!w$)(@dRb=fq~}vbEWQW2 zV)=@F83zi?M)KlAvB+NN4PZLQUgP#}^?l;y3ZMMod2B+!UN5Jt1@qC|`OURw%bv=` zJG0jUp-r#42a_H|S@ zD`Pt-0Z;qU*=P6B-a{`uOZN)V_0hRMJ#sKmog`FvJWo=k#S-f{NV;_x=RWPH;BpemHsTCLP zU_GHvcz+Ffho{&8w=W4xkljyOl|l{4!|!(C&n*FKF~4_a_yVr~Jkg%00Dsm{7{R(1 z{3eM#T*+MKh*!Heh`Mtyn~N6qJsx5Tk{AN+24_X=V1~Zg0wykR7qo z**+-nh5p{(Nzh$_3QpG6Ba5!dB_O3aN2&9%Y2D74 zeg}$GBcC`WMdE)xO>@^-NDg8r)RHPgC%V54Z~HZ_TT`#)B&k(D-A&3OWkVHE1SX%e zm1xkT28Vn$Zh~Cj-ZbcW*5Bve&#h0qagfj`s%}p6PfKN?TTjfJbJwXKFtpCSgQF|; zSEkMWBRgFr@HVPZUsVudFOo$FFb3izTsE`s=M%vU56Luv5&yei7V72e#_p|ar ziMlgovE8o*V@;yA!~dJQCIyQ0r+}v7%GGvDdh0I@bV^j(mG_`R_?2~J%-W2|Um?k5 zA@-ME>`yo2&#U@aiALNOHz3-X)97;}#pNOik7b@_yME4yaO8?W<8_$w0NFXPUs)g{ zF5zcvznn(%6yjHt;?7RTcIBw=KC$@iS0@A58A-p&vQK?Ecl)W_{kadAgp za}7gsW!k;BVKUf3vza_q%vV#iSu$&2zdwzeN=1DLJwRA~Z>0&0jaQhQkZF3`Yfx|Y z9g;+W>4Lhh!hL|#!y%ntsy~ZH?E<7cUD_Kmn`>y zw%(SwvQ&lXi=1T?f2-M*H0G0~&FV&+wLU+=C>xH;$$aLYDu@`MVAC36mF8qthJF-i zhe2?eHYD_%oCqvF{6>T|5p#qHO7CKE`r#=ovg6}h)x4!X>rBAM{U z?M6=N2KAwuwXeg_t4uL3!kRLdC}8Jkk(jjYC{6|;0{F{+WZ%&5Y0kxNN{br4E#v1Z zmHgoyffLg6I;FM&ZVSgr)+P_zD;-&;S(>GrU8DM5z2t3r-^#Z5Y<$6{MsETt5@-Kg zOYwS_!IAIfFBwwnizdi%iHoj1VxCP}!B^d-eg{nBC&(seZ_QOwvSQ2MCHUwFX~Y|A zN=46{SlRa}itA32B07U>#lkL4GJRc$>-g2oC#Knz4lLxs_IO{Tf%9Ypey^Rx`U+k* zDbG4*w4rY_k7b6_69M^x}n-(sEO#-9AQkSYq$C1b%75*mLH^gs8`3 zC9xqd{utH5_=v0qdrc!is5dI~6zRXh>_}wCe>a3`3jLdVS6SVfPRhZTIIa52+B;;w z02`fno=Q|CkF>HchXQQ6ND*p1>(-$bV?RUme9OsoKJkVD2??b?w|~~Y&M7F@;JW2+ z5cA39y8i_wJZSZ#5B$TMD$?&U-pD75cGsN|`V%+4rV9j%6B4_dza}TAs9MsVUO;jrg~ey_Ca89F>%}DeSs=@KrfbiqNim%}xGaKTPk(5$LbH6l2`T zPC7F5-3mNI+sBOW&Fg$qwA4RwJ1|>s=9nlMcd8C@5_nkRytQu2!c~MhkPI@i*jE?pu4hv4NUFFVi{Y**{>|f=iKq{530i-&; z10VMCmKFg^d{tgL6GvF8A>mDmtKmt9T{9lCUjq+q=VewnV%uymAoPtD9N8ZE% zuS2?MU%SAps-bz;IB#)=YVGC}UjYTpEG-rIdTRWKfY&#jT9iuI=>p!AP%dmMZ<=X% zi>6;6)Li{XHo7s5$QvLLP68*>aQh?4Z>IhuTjPV^RiD%#OkKxku59f!VBl}>2YXl>3Zh7!A^U$*+z|tkAYAxBdvjJ_hDx?nQB#=|1Ly!{62Rt*IyUazQct^%)e1R`ir0y*0TQfK)&>0D!6ut|glDpAWi;hVote{Sr~MzUB}U`!=E;gVcF8QKu9UUN5 zjlo*ZEAH|ok|Z|tBqYAf4(_M{yQnYBgmJheLOwn%ujHn#POX}ut5EnedAiLvQ1TG8 z{$6`e#$_|MXTt(<<_Wwsw05>Dz%Lz?{)YU)*UWM8zdlMIw7SrI)qeb`ooYh%pv<8R zX!p$CjV!3}#i9~kps)QF*WEwY0{YRe7?#9FgLB^u`!BhDel!HLF`_vBjmUkQT1G{; z+YHNwIW(V=i5Hs?Y!)P6VB&x-CD(p%i4VS$D-7orIO^?6(g#;kVR-EdZI}k>1FLHc zE#EO_StQn|1(t8s@PBh|WaGRuy7SIR7q4rH)6CxP{FW3mc#ugN50!Te(0>MKHAR-} z-f%CK*(Cr0bla@8szrt-gLZ|A#B%qB1l;uu2exzUg)}m%)z<#z;agdFFPLV10Xk+G z^RhrYz{R2W<1yJDq5(c9y)S?<StDsaA5`@oF&(%hV0S;M90N ztq%kAYtf_0eeknDhT5b4LJ*BzoJbHwTH>ZmARCd~Uj z)9{gz229keB~O0}k6hyO%B)_8vhFTFt--@rvxHw>#aPzGQw_3>Q0^C#H6@XI6tsH$ z_8Yvn`yT$qbE`{=6-6K20U!#$BVCGN5ojU}qMGn|S~!0bUHz?PMZ)esvTPjG=}E8> zg>SiH!rG?7{0RFZQ3_Ypm9ZP+t55L;Dag83_7_vJVFcbk#Fi*N-^-^i&^|9`>n9Z& zU%=H)X~CUlTobH=6MykS%GYAyIu|#LUeBHv)!vwCiIaFt@kLSOE&L_g6Y-)8&fb)_ zJJ*XpRu0w0h7^4nOp2S=YBkMoAgAKq>+ zD9MNKLx9Iw9f(jDf+N1F%s1v_w%x*BaPJ$dlivDMCHc$i8{KX#FR-Isrs_r&So&`D zgz^1S;zm)I)D0!(*p@?0|C5t)b_A_4>wd;W+|~XSfWnwbGat;Lt+cD-j;Wv8ZDnsF zWw$o5j_v7=e~fx0o7c1gbf%SF??Gcz3!*0b&s1ZlbAUwX!OC&L>}Xfcgr6j#~qx=6k2 zOg|?4!W)zbkq`DdL7~ug9KByZSR9|x`q7v552<}?L}Ks{XmC%=R=hTEr66Y&mB{4* zp}X#`zVrrsYW$qDqn(6KLrCvHLt(Yy@zP( z^o`_RCGH}|qa_Y&`6pDBH#T%94P~hhE8W4zxNqQR8G6%x+1aq8X`Xh!$948!`OmpY zkitJm@PH@<7w=~M=o+mJ$1Rffd>18MvRSjP(0hAdX6?QlY)}kcfBv}3SL@h9)f zPNK^9_$G~vhugO@DSP2sUypmhbGMz0tLT-IUSUX<^qYdOdb)2J!e7Gy)*8Kg_HZW7g?`E28wmz_4!*{ zW2dBUBu%{fnjJ@(?AH6*xX%iJ_%8uj$J)Jk{ZUz^0vv1ifKbcB9ohoJr~ogIw)O)t z@DJc2NmT}5(H+KC)qhx%1xPm8@>cJ;Q}P?is{&J4M$!8pxnulk?q2PuhhV+DVVTFr zpk(?E(9A>+a61;)NE{|UGe+Q5;=6+E8VM_+T4;}}wyhI_K+PoaG0YtAMXrdx<}+35 zr(CHu{B(xAQp?Ske}()ls(ld^x*-kR`TW3)m4nOV9TPM;XBQIsVw`k2bD$q2#4xR) z!ob#W#(9kb8_6@c-IS)adJ68D#rBB!N$;AmcMk%`w8oph3#W7VkF5Hya}sg1PWwq% z>&bB6#*Nuy6L6FtttWMl14_sEr|d=jl}16|-08D(<0Go&rr{IPsKm7P4vy2@g{%wl z3A;a~)YV?Fuxb^IxcI7n`@_F~oge-ojz)El_F+WvXGnF!H+vVkMCHQnE0YeP34s+_ zlj@@=u_uDLJb@h%M}TN3Ym+X{vHjb2Xoo&alKX_vz@nJ+oz0u7o3E~#+zyQ;p$`eq z%550c(bPrgsj=1BQezID>#~xp9TUx3^x=agqspDjZwm%}DIenAZ9>kQT`ktEp|j{ii>5GEcm z+{bcKuJDFz;#NS}$cy#Xm#ww}jy&s8mFR1? zvc~_&&?&^kOA*`y=U;~>X@F}sf#c&dw-D18Ur z51%Zel?5>;%$F{!ND5EzYEn!ZDA}?$x$=2>qrXDv5 z{SydjN$Zp(>PfD?Sd?--7M=1-JP&FJ{@IugO_4sJV!ogUd`<~7C+4bx6c-dwCDC0L z#WEuve%_giXu!i+VBnWp_bmImW{q&m0XB@|x^vVoM82=UMj3dGs}N`dlPV;4{K7iY zn_rzF#d&(yvExasH}05uo1Vyd>4J^H@)i(-Qag)H6mSgr!H5aW5OTpADJKnVs z2QUrvweoOFy}5-uN4(cT?>Ib2zsMGqNjqK&LOGWSEk>UUt@Zr7#9*NC1nlX%mb4G+ zn=*FKBz!3zt_c3#l+#c=*iI&p$4{L2>U4-mwytq%+Oz+Y7{POFes%W@d%n8G*6pw> z+Y`BN$fS-BT*DuVw9#G{tqoV0J||TuP3zl$nrXcV^UGyrrrp+gUGI*vmVO--gXz^s z=|WEn2$tecQ{(kng_9I#?!VC!ZD@{Fs;NrP>2E)`E|_Yd%fAk-O_G&cPg(=~b~;W- z)A5F_wr7n%ApfSTlSz4;P5{Fof^VD0b;d{SX`WdInuq z*&nRX_2xe9_OcH9`UwSmTI#s!<;GC}u)gAcu9?bn9@9TE9&QvWkz`z-r!!P#;IY@$A!4z=Tk!7Wia2jYc(m)k^u#p8p&a||lK2DJ` zsA`bg1Wp_&(qU0|k&h)7w+kmz9dwJY_5}hwJk%~64e&neq}M)VnF9m*kVNx>#5%By zA^G}fNvY|+azWv{QF-1o|6+!0Y>H(emoh{-xAUX<}eGy%dutmV3IslJZUNa2;A@+C&{AbwhaU5KIs6o3nFBVvf$FEx)F6 z9Y=3CVVPY%pd+?RwuS_GmsNP^b;i69>WE>c7 z^PUyX2Tpnc{I{}8TPaM$_89S`G)MPHe8Ic32CGsFko^pq5aanp9o2<-30pmOAZ;n* z0%)y%zgRuL=M)u6A4-t-LIc?Qe%Lld-2SxeXMCG?t>&`7O8zCz#4*Cn7|9MwUu~st z!|rUE&l@+O-KoS>UOuO@8xwBg^eR{OLT81YKewz3->j|BN%t|KliE6zLOM=9q)RO} z)gTq{&4`&UCdvqx5@Uu9X4hzs88QxYNYQSKJrw0*~4;KPX_`>j)ORWmz1>c~q0O z%ULr-=SRQ53HcvI&cs(80b_TG0eS~^8hw?G-yyWe9_L7IoOPRH0Q}xyYq-R1dy%|; zDfg`HiH&n1E^@$m05WEvZt{j~Mzt?$E`#}nu8db4m?ru~hW>VP7kHMsOONC@>S#8X zH(x29H#2|Mc4DZ1ZjTQ}Ml?aOlcctR10z(=Jo9p#@{NCC7ed7Sl9UB3@XXa&!glY@ zLrozEpU{28w@>(R4>D=S*;=CP9uat{?v@_S@^+L@9GVEfAyR-n?~3Nab{tZS#jyxX z(zFgDu*ivxsoyajuiEmpeij5mwL|hRcsBezy5c_IV56TAX>jYHNmmg@&jEqAH!Z%E zw6?T~Bl0zD{3hMeU1m4x5QnOtZ|yoy0&XFujt8gmy(`UdEwhHIysB7 zU+1ugK&JM2@o+C<`qP(Xc_bsAjh02l#fM{znG3c?TqNu-hHs0Ob3NVWe$1U$`mq=K zIxhAuYxJDp;1It-K_Q_c2Q{(8ujD8;HstVHNP!tp2IHAE=GoL^;5qg?Gad@G_*IE- zr;SFPLAz+hG+6fX2`u3iJs(zaC+p21>SigO8slLx%evrRnjnVD5A0I2atdpa9y9jn zrm9q@w-I-7?RzGuP!P3^(M*h-F?P@-UL{l2>O1Lxg*$0$c6t5sKJqjeUlE~sT1Sm24VO<%7yNl$ zjKXu-j@FvsWZ=f7&@j?p?$a5y4NVId%EA!yM2oa6FTIHVx?nmc* z6ROLPinv_SfX$1@szHcrjpO^pA1%3jX+0gMN@XJ+{g6eCZ=}>A&%6uzaieq!fS^Rn zYM{jSCpfiT3qUUANt`7aoVJ68j4FRp3vX=@X@r9%Cp|sGntiDm7<|N$(wUN;!&3+x z@nq^2D3s9OcX{%I+AcPrGiRXIEQlOGgA6(}Q}0?4rOkx^bA_h?b*Y5e3v%hjUO=7? z-OqgVHe6hZF_&bbsHy$e+E3c&elE$cK>?!$vrc1GdrRJ;FWFBaQDQ7u%JSTt(2EyH zX1uEC1d&hf6^?h40EjE|VeS4_wrctTaDhfl=^CG(fs4Q0aoGT}erfF+$2OnE+pLy7 zKm3sK`tJ6ncN~0g@h+BD)7TgR@O*xRF&x3?-hDyUFGYoATW`L(tiq24rNsG5Zl5*6 zm+!3tI+|R%YD*l8Jw@KPe+Y`o1P7o<-2TL9I2Hj`yaWtCptEedS*3RmjX4S0@CuWo5Kf)inTRNv)9 z0HhLNm_9!8Gv5rs^+-9}phcmZ2~2=lpmM0#Zd09O!Tfz2x!Oa-VDwjTZJs&>#LLf^ zk?^9?RAHTBX^85X>&(z^*GK9AwR1-{%GCTYx(_16Kwj7qR#cRoFrF5x-K?&@+j z{)7K)v+p;P%-}F0_sh=_i)?lqovU422|Xa)XAUH`!usxn|4y8mlz{IGi_~y_q5n-^ z4t7H+n{?Mj!Y21>=6^QlN4sq{`70T1h!yJT5+6Ra2IqN`(s^4Qeq7Il%Cgg3*^ala z_p<^V8&6F1TBA;*bvlV0%`+0FGSzmCmP?$KFWy`?te!kX^?KJvwmkNnfmGQkdH&)N z`eaRvzV}{+$wZP4lzLWf>x>LT@B@Fv7)=ytV2V!lT5*8(WsVfX6{ujceaFJ;Ckj`eCxXE!u||H_ZmLyz^mje@*ii!Lg9rk$brJks$h0sD5+=W+CK3JG@9Gq z9R50M*-SRsBFc548$ywwSBmvbqBgXKo-$H3{J1f65mHmuJU18^2oSxMGq)&=h%&V&_e(Va-|LAp&JCXUzFHQ3y zI1O_xbpvqz3Ta3(j&>sM?;R_8!Qu>i>6YSF><2KbUXrnxXeH?({~FNuX5=fp%bEy{ z_%8MB%*_@XVF%6gQKa0{Gc5{c=h(>2aNC5m`lIFGRR9ZqR4Zb)X8=7I7Hq1lck`+C zt9F(o73Mb#=c*=GIOr?V5{sTdj-6pxhcKC5H)_4QzsnxznD9f|AURvk>7M1)G?-5gE1E*x~k@tq8?UHBDu67_- z%g{;Ye>GCa|B-zyKuBz#(!O6GznyG~DzN8K3*l?~L|cC2(FyrLk8^UlEo*&s&|aFx zUo*CvMw9DeMOj3cV+f{Tz)+^`tIILpWNegf=h_P9v(H|MBVG+C@My%?u%2IGVj$;w zf3)Jgmx0Al%oF>RPB!erQU0Td!=f|R(CTZcZX;kzW9|T7b-hV$xs!A619Bdoz!0N*F`nFn=5C(H9=&>r$bSv$XdK2@61iN~zXKk9D31JUn^%vwzVqSGwDEO;o3ITKCz(_ZBX;i1&HgUq<_` zSq9sQA`|GTuQ|1i5mp;=w%xw3sSdL8KAFKDjX%o5EI&-MXWXZu46n>M>os9GG#kbp zp81g?-eu;;>!|kacbAr3gGJl8XMBQ3$8EXA9+u=AyR9PB|NQ9iv3dB+ao#H5F8WmI zKID`bL61p1&!*djv|{4H$({2LR~ofU(rPzAljDuKJUp`PKpd%V)YsDePox(LZG_HL z6I=(CA~!Q-*FKO$7h_2f7@^k~V>kC{>X7H5+SZknmg2+vj6HAqAYYSqCYoocqgnRt z<3&|`7r7`?wr9b7{!VfczU-)zpT2oD8Kw}bD#5e!zcijg) zIL?~YSquq~1%mP7_}j6-@?fVl;*aL9<)LZWbp94}b)=3W@|k!AoN@rVA%>&QQ4Ubl z#r)2B__;DqAW1_`0k!###bls19*o{W{}F52*;%q}rG<-c7s|R>42Q<0k(}K^sCDn= zm2jSjw}EePR@YIHKh7G4$`X4&f`++?%w3*)M%8~OCDJ?6n7mxbP-FAg(7mIr{V-;YVNuWx8oLr25?}L3R+m0DI<#p(OdZB{^NynI9do5C8 z)>E_XL0byz(~*`JJ@(cgUCVv?K~o#*O?q78odXlCjtT-gf9wsqmIX=lXx%G2kJ#-b zuinAU`SOQR-a4h#^1>ZFR=;f1+z`n#^mH~yX77}9P5M|JQNVuMjv{j*7xk&j+dWW4vI2wHjQ=F1h zEmn2F8G|yO5Jv+lj@VZHZ+oJjTUvpp560Tpuqz$YnIXoVlLgxPT?-m!`;gCOdCMI zn)!Jlw!m!-sh9hP6Fu_a@~C7Q)F0qtojGtD4QS!VJ4?K=niO6|?Jvsm%^+CLpDX<6 z^3p85iDctzg!+32|4fQ3gbMXs4N_lu#0?J0)K@f6E^qKqk|i!y+V>KwZn>fxf?UsA zlqbwvXk`I*1X|qZ3M7m>`OS0<;vSxItN+7~7^7~KCHyH^pa=HdCn^@IzH4-BTdTd| zsd@C$N&AUv(zt^~n&bl$rYFh;n-i__a#X%Pxg^z#FV*3_<+M!iv~>C{^$8Sq;=Y|FDY58y^iX-_bg2 zs;#b(N1Sa{MMCk01^DkOu*fp*lV`%2#>{o5h-#&^>M)(3TloTi@Csh*^kFM^o21sW z@M^*svZ|O774rz%h_kGExx__vdsZsdG3gOnrw02hZDPNpJr3{xW!<+T!$V*-T)n=7A8LbxI z+!R$Z^*1iOn;_W4((qwt*BnX+(_k`mSdCp*ZgJ@A`Qdhanhkwb7ftE7}_K3*IihjqpQ=?q? z_7mVeLnI2Zi@wCA3U%g-VHOI6ZUH4}B>hOj~2f~%0Ab=QdVs2s;4%k_1r*@ttY4z#rXN&!=H zUGb`Z_~@L{L;YYMN>XATcuA9BsULrrW#fRbSGkrOLsW|L%@WVXe)@|Zp|XRy9VP;7 z+!$8v7qZaRAsEooKx&~`?hGmI;WM-h$aCd zHy@@&vOcl!OsW?C6Bf5Gh!yoKhAir>+8FLNl*uV#o||r3%?=!aANSYf@h>yI*a?|I#CNYd3Q?k@3zUb*|z;H`V50d-Z-i*P6uCm*AOOlFU0xtBc z#=rUTXyGtfQd^JOYv(++Dkb0dUV*PtdeP;WqTjDiS!gO`amsZvWO-<%;a!-6gj>^J z-q$uoTlKqB-;n688YRPa^O$Zyt?0pJ%CxNw&tX-)9p)$6fmu8E|J6tmgbgoP|39XS z((3$S%1TWK!e&*tYgSo*;)bqDfc-cRu3za66c;L63^QQJP0%(YkGnSYdP`o*uK+74 zm}Q%kL0^|>jx;JQ)1eGk<=a!_66~*P`OG*@L|tZ*fuv-Yatdxy^iMgyq~dvQT}!HM zYZ|Zim^Iw1htuCeS^0f9vVqFkAmRFJ55Yv` zCWjKIg6Y7qNqzh=N*a*k4NKM;Q2TVoHgmN`^$`OaK{o5&u)Q^2aWEJl*s>=9=n{K_ z_Gi4l%RI~B%;2&oA_zAak+z@4-kQxxBYbCaSO=w2WPpf_y4=5%R`k9^msybJZ8OAW0)6tMkZN6E%j(zC!lh_-41JT@^8Qw{*{(^PqtZ}9pQQ{X#L|}V6d&+>MtJfTa-90M{&r@j8+v8y30A;Q?$6? zk}CN@gYqZvL{fI1Y-}6daKF?4+?Opd%RV5&_XJp93_00!@&)f%BMA_PP7|U(>29oW zT7}RlqXv5k3iT9aAP$>Mx$}RX7Az0Di-8aJ8OGQAg@*o~S5W`$AE|V-C;T9EauboU z4%#+L#(YOMBC@Gg-W50@ZNKB72!?^87&wZ)OD=<*26eRhuFzk;iQpkMW<8=^LY0MC zlld!#LliK3Lt*-qr?xr3SWb(tm|2zm{W$aGHE;xzp%vPVf&DTFqN-p3Bae>z7$opW2aeqN>& z2y5tiH7u<4G7CU`!=4uVC_CN{M%5?8}x4Q z=TW+`neHl82RC%Cb24_$keHUYV`F9!KjQjLiwvR6jnHS$KDNTgDIP!b4KAOv0V#(#U25;Y1eSpgq=ss$5 z`{Q}d9gxM$(PpZOwL1TYi4EI_79pxFd|aGWvFV6C;!Mky`BWv86}~wJ6QpV*O9v-zcHFK!(Vag7H2(L!iH3c{gV56;T#Xu^$Bge zWKU-6YwD~#b{(dY6~>KQWDa{;1z8|u3|J@M{oC|3>c9?CnJ3yD8GdD?JKduRr020S5vR%O zy+)^1p&sxUj#iO-L*H5mIzC}_eA5bEPR9Kl;nrLw!w$iOR9IxwjnNv#_?CHj9N1zC zmNuk0Uve#&moZA0>h#lfx`CXX|CsCw;cKt+8@Wa0_op#r$!}Sql7=Q<9|$GWB9rT`Vbv7&M5VVR@~4J zHUr6sVFGy5uW8k;yi~i$@bqd;n#iAK##J+7FR&cNk({vt8s;QVX9>X%#TsQ#_8MrZ zN)-)egied_2#oMvEbuOx%TsgP@d8lQN$BS9Jr#3dI_Yk~7gj_DW*@-H64t2ZMDupb zN&;@wlgbxD%{rJGr5M2j>pLU>)zYA~dB~DdkAd_;XdBD0s-6QP+u+)Me=2Z$MwVB7 z(DuKYmJ4pirbP+`Gkr(P>7{^l<0%mm^E+w)=_Q(P!xp6SCQ53yTjuiZV7V!-y;z5K z)KhX)Vc13TB>|U76;)d?tjvW!S4V3bI56bzo`Hxj!ky@+IaG>;wsZ3E>7 zy^1;cwtUj?Dz4RQX{}R#F#M`pHKB9g;wL1nK;7xX-I)L2p@I>%F{;_TZ z#gBzv_PQ8JbcQ~aZ?UY;TYpm{7Z~Uoit;Ih6CB-DO5;a>7w#3`63P??6qz@kT zJb3twmFxGbh*5MI$@H`Exv{nV)jar>4WJ}k_F2|aZe|}7Bhoz_V)*G6)-!+=vl#G( z+s?2;5$_$Z7L59Rr(av*>SR0>&wd{pT{>~%ueR2qB52DtX13vMdg%6@&2RMjJoBlVgdKSUf%qd4BM)-+JKb`rvH-y<_ z=&sfwcJO@Ji9ofBic<7eVU&5T2gJHrpy7_4gwIsvy$IXTVk^kJO9m@<)9hkcWwm6K zZNxOPHT{s|K8K1(3dLFezoW`Uh}q=Jy%i+#$3H=?LVp%&nzgCia=NWqn#$MEvw@ zn~UdQjcDIe$v$Ma>Yh>RYz~F9kj(&f z{!y@sg3n%2%!KHgjgmRpDIAyLh|_mNMbl;9MPmG1*^cC|;n&__CF1HiX7Wjh4)_(- z`vFB(P(*ijP`rDcHqbE}d!}l7K;nRV>lu~5_B{lO#~j0FXDa4Gch;I7+CRInY7xb8 z_PqqsQ*IP(^8d`Ylp<)*Kx0@>O0>H_=A`JUIhJuEYymO9V(2c=Q7 zwletuyr)R?^nY>`FDn!9nt8Yi9d){kJK4t7hC zswj&2)2`%|6`tbl_U*H%`Wvjl**p=5g^9!d-7u}706eRJ)LF?6ukyB;Tfpx6KgbN9 z?M8gWWMlX|ldj@bW8L z*2E9YXw3 z5o4ZlC?in!09P;e58>;n2Y6BOS(VTor_}613+%qBi=U~ldStZPEdMjx5!cxzKZa4< zsc6Nj1gF&Wc6#H3PADsT`TP9;LZdpUWr+FbH!6QgyCinOo5y{q=w%Z|TATEE4=ZGW->Z9QQb`=Sc2-c(Z{= zjfW6x*En6!d_qq|5VS<+u5l~2o?)|m`tU$CfhHi{?Iy+G_v&FnuX*t23%?4U28{!V6Uy36M2* zm4ls}dFj{9U=>6JPN&oBvStMt+tnat=OyW@Hu08X(6&R0+6x{MX7jdZRO*FDWm<>526g!f7Y1Tk^LtB<0ikmdZ%gvxzP@9#LD*wSmFqc zIqZL4QjVK$%cRDquV#-3&Xa3jM$k$11kADzQ3eY4cSfdLE^{Z zm;~~ISB-54$x5SvqL%lAZdl^PJ5!G(L`f|9zXa@ZP2uYdmR|T2Z{^cP>#R@>I{gU~Yp!!ME{g$sPIk)=uagl+Y3oggGst{~ zh0U_nt2etc7YAU4CX76VD;|(1#Cb(se0>fntz~`XyW2~x8P>7la@N)r8`UVL`#yO- zn>LKJ#6d>RGNK!J&DvgZ+%W;<@e3T{a7Ce+IlRUHTavJAa)Xw`RLAOGhhsuy!>$aR z`d{yu7bDspEzujC!+I_2KTX8ro?xE$qB2fjF+kz~2{pc5iJNDpUJnU-Mcwt{KYu88 zyZGQA6YBHwrnk0vc3#e)=96?D>QXS=4Y&$(jc`WEhpFjCnv|8%Pq^yP<{VawmVfek` zYcZ^9jW4eXzc)z+)P-+TWTE%@hmY|*-7n7%mlYQwZ}tq!UA0bQ%H!6EXvgykF`*(` ze7@(t=s^R=@Tv=aqJ3LRQKu{vO+5ExKI00AiluWveW(#QK2g1R{N?s94a=KbAjwVO zi|MhBo=us4AQE5gY&z^}ly+;LQ7eZz`bdH#%j_`t)5@d%0`jJZ_b)4q`F%2CJY2;L>fX%$MDF=mR-k$rdq$_i+M%WE zlLtQo4%CrEqn<c}I{E~BmgpQQN*nn%NmCxJGXPtUNd;8ga%`+=eRnHXi-Hn-EC1u@I<|`+^OkC_ z>QVyrJPK{q=zk;MalXYlfuy$&GPr$CJx)FL=i(F)mt(uGg6PSE@>#oPpgdJPVB#u8Z9vtJ}uzNQ=DjwyXeDzfgUS=fiVyR@xSf z$)`nL%}wP~>3G=0ikFD!?VHZ|(>t)+n#Fw{sywewo6nxJW=PN$9ewky?UENR-Z-Q9 zcZPOUfxBbJptyXA9Q-A*byn*QMo^6N+J52v^y+4(u~T{zzwN3$t#oe&x7JCwP5q|v)w4iz#ju~RgJQ5rEfc;(o72!1QWAfHG$1-+ zX7$(2fW!}O^&h^}x3y|sOY=<7iyOrICntFGY2H(5;GQK^124PY0mt3Q=+<`R98n!w zA;`vbh}<41_G}ZCcmRhc97sWyY5$nw#Ye}UVLk1~wzS{WHJHZRC@%$gzK#CG!GjH-l_cm zj@4Ju;UvuV4UOsUwY*;iguc$t3zj>HzrfG8W0+zxpC7ot6+KD z8uL!DjX9L^-6vAk06I%(ic5Io#R-|y4+^XlqyIr8oFR|?v#}}~VB#et>>SYUDOZ|Z z|EO1N9fo$eoqh7@=;4>rGpVyNc)~)l@fW0-UsH9)*TcmKRSz#5P2@phCb|a}@%U&* z`|lgVN%F%D&z)TnRa?Es!xg7nZttsS*XObbzCWT&3&H*lud*Jmx*L5`(wdxX`dnJ^THNwbTVj~O za>XmM5{|q4^g@NlUW)Q{;8Dc=^G0v}E7|g~9Vvjubx-~QHB8stHd1!ip29pF+`|%> zyTP%-%;chPLd?CV?m@(WBm~30MO*)FEf4(KvHnQVe9fF;2xpMR7-mVwoR?%DKc)DC ztAhd_%_uueDchxohX{812>0=c5$|XTcibO38{%wNF?X1j zgL=jtWwxNJBQy<(~nmPg1WlH-vw!nc5zBEBk>r_dD^lRa0r;oFea5N z>T4+*z-_fTP((|ETZaLFOaGXl|#iWj3K=VNuetKHrBL}m>3Wfsrf(X zx5~U`vy_^>qt(_LZIV)wXOO0pN7)9CW%-J~0-4)26{6Ys16t{dMt?q6GI zZKB|E=Tn3ETmLbodH-YD>zohLRcrh|w$$nw36Xd!P5l?F$D0f~YWRqA7bg7o5Rceh z!kQ@CCp=MYlDRuk&@)|5n;J{7k@7fjl!M7>YP9*z%afZ4PPiKdK;CmjxEiH5;&E@Abl z1Q+*N43*_cz~^rh^pR!u3k!cRzofm;E>{8gJ(ztIz3CpPK3zXXPuhh0?$$tIWg&9D z8gd8xNBBIxRlI}FpR0(9RkDn-yrAw;@e6PisB!NHM@a1RNB{Y&xoIwWRHizX+ip%a z%m!*nbn#r!jVwt~Dw$1fz0BSsD2QkH(~2tBQ&c}f++s)Ofu2>nK3#n=~xGT+s)JABfq{_dB5G(c)ID- z2Aut1a%_1lz{B%&Z*o*l(3{WrvPkmP^VUn@ZW#c~Pc6x(rT2gOo9PJt@F~!~TC$!J z)FUiHHvK9VWkP!3s^qG^^5yO|ucy>vP%qV-boLlCncvw4IJi@>&ES%>{1RhWilRQ0 zRz(a4gDpwnM*7XfO0;P+l*x;*=y~M zF64<08@c*+jp0%Yi1?2aGui^PyfeeRMW$jU^52^HVz<`}q%G!~ttwiQFeLW(zolsP zi6Sm9^j6dk7Vit4x#6wxSy%;IW<@x?m0GwvrqLVi^h@kY7hk_S2dKl{A0@cZtFYP- z$}06067tC)e;i1#3~7kBr0OgiNHu8w2S>_VCnMxyg@3W!{=vrRbxWq%~ z-tq# z{WO2=?MoFQ2ZSmpnW>l`v2RzgpFc`pU4Ul#Uk9YMaoW)0lF<@m{_E%))xrv+sRb(u zkc7 z(qcm18Pd9Q%l%Sqtj|BD^4d&ZX;IN)=kH7;+Zb6Z=WLfL9e%cS`>RZ9Ltza#@Hr?5 zBO%b8{n~F%e6A_+Sn0NoMs=Y8QCxUpKQLn%Uk=UhhOv@jtBN;gAaPESAYJLA2Q0cd zm~0+_0pf*l5Z_-5iFcFvN>>}qsEF1spCrCNpXLG(nhYWy{STbuKyQ&jn;gO=8G~15 z_22(GL)d=;4s3ge;=;nNGkB{FJ6pmd9rt89E+r1m!CTA+`Hl#d*Y2IdvOFdIb1cf2 zY*RWD`4Jrtzv%@!h@VY>n0CR>eryXuEm!T67i4-(k6olqf)5d$ZLD3;00d_(U35ZV z*LuU#2^jfKPxc z)%_%)uFO0`@ul@|mujW2CptxSkJb(XRr8`IOY}tA^-|ZQj!i?~eBE2?x^(e8ny|%S zs0x^0z3%pSqwUlCE#)86$Bzv3YM}km@KkASJ`~To4;*dT zT<&HZ9cWclQFXahj0mF^JaE4tT>MheVL!-U?N^dwV$e2SXR|PdQDr1fZ#H5qDlO|7 z|7R0eTIx53gpxq1K@JVM4$;4&W6`S%q{9ZxT+Lj#G^HvIuX!lZvpPk-;gss8*F)}z|-48|K5ss;Sl{iyzr$2ZB= zDDbWo;~5sviY$W|?6lEXuw8ZFy@{o^iH@mX-CVfROnj5E%C|M2w zXomx`{Qof}@+!6l@kTa@x0^p8pIF^QXh#Yi*k9y8!liP4Mr46_M=E5xnbprkS~DIsCju$3H9 zMv%AcI&$-nSTd5rK22lP%J`f{E!Kr_qdEuWM9^hHQcJdh_qZb;$tdl_1_fa7PA5J=Y=_5uzV?d*gUR6iDJ~*^ld)ad%Cry zUu^7h{FkqMbKVj_vbcGYXd@97-*OHF+v{ENvIiav2V9&wVvE`@dSCSYHOvTe;8Jd? zl2}>;)@YF`Mi(v5vJ%=R`&mw+MzsX2VQd#GnqvU0cMd9f+AE3bt=||v583VKOMqif zjd{f2FvGsF89oa7mA#UiLae22+zUsv2PPDu(A2+p~CXnWEE!WPe1Xtn1L#AWl>; z(1nHygZP727G{hY=@N}P;>+$6c|pxXDq=$R!zzvizVwf27SS@ZjNL&F)QDf(>yv(s z;9{&jF6lA<$+(d1XfOAS3o=x@a&uSQ;V?!+#@`PuMcj>5b@IGUO8?BLPl#^P__iVQ z^~4Wx922$@Oi?E%8Z?I@q8Z?A&A}->Q45<7%tkx)%ps>K8=ro3D6^_uVp_jQI6$EW z8V6_N#<xfp%%dMwo~tdc)}7YE8Lgz zR&*r^-V%N`IjU_GJ=)ls+Vydo%0>>2Azi3T4Gn#3P4QCQX8vd8b23sXCo9f( z7OqZGYI4Y}c=7RaYzP0-*hjvUTX+7XseB=f6EQ#V6;SbbaU%}GX+^j1YeN0CBjYpg z1>PA+FjL;?8Oa_jWQLe==DET%{ z?QDp-74YRpqG@o0S$)Rc02^Vx?Te-^^PO2aAE?{>aK=myzaTv?)|FhR7 z(88e-b__l}A6(-xRsvsve|SSeOjvsqU{?`;2!GeOpVi%4p|zHN!{T4ekqA2TG8alT zLrkx`Y>aQ&Br)MW-^6Gpd;?zPb8h^}{<=9USX|NWO{_1!DWA~ACB#?mk&{A%!emOf z^7`S8HYvWo6PB$g`${g&@{Q?}nd$bR4 z|AaM3?E@@`v9vTWXzPqt?z*?Qr=Hg!O(l-g8_E3BCSv7(NWT`VixN}?J-u4a6pJTp z-MmT70G-DPI^-@k!-v$<_5knl$EkqQa$&KtorBOsgC_!glN%Qh53IRrX=CkMK9C;~ z%ksg0GymEq0S6WfAkA$E)3Mnn*b0xsG9_N9r!hoyPWC$8^wiT7m-}OvH7TJ+-HEGn zLovKgY9uD?Q7IuLBWexn?-sxF1$y(9Npg&?D3PAFhm5@S(TF7tv2(LK1@I86Ow)oz zLI;m5$a1*OV|CtrDo?Rqo=5Vgy;1q&ZA|qx>a$|o^df$wD_3p1R{wz!xAUOrljTdjs2+SkFL=qKAmepH=N*vYk9R%8BHH7gx$FJOJ!uNA!Z4tIe#&5HpY{LsUEv z)ro@0+H9hh6T=>dwz=GwK>XotUzNrEs5iOo%8 zblip@*ZTrViB7Fe;QpOWZ#|y^LyzH`F^~WJV`{s^(N>INCbxNJJ0ohORsj)rBy#`GTqsl;(q~2~D2C71DoZ1X@AzxWCnn}J?I2wft2|C8Db{bS{ zA?auTG4*A%KkNBnHGf7vSofl*_M{Y}|FY(*72^{M`!VWI4$B!5+L87UR#$r4W1~zb z(tK73$aTWjDCw0mXVhSz9=##EFkOl*>vHXEg{iYmB4?FF zy9Hie<@=n}v3%3%RLN-~ez34?smXbRhODs%aW@pBRlpJ_)7Sv?k zS#dEjG3)(v+vt;M>pK?vV-opN>xLl0E30j7~voxJZbUilm#a5S{ z9l3SkrS7^clj!@v3e*U1!I6jO7WsW|fSl=yZDj`dAC^33NV=C#ob7=Lk?WSG^$nu4 zmxQ^C1g$l?D3xF&H>HipI2Nk_x)IET1x4Z<+A%%xp(P9eEzkUWxqWT=F%;GlsN&KxO`tH}=cHyl5|F9q5%5iooMV=d>L z9NskKU61VToZ)Pmx%9HgVzH(A^OqFFv7RIMp?lRMxbvT#Uw*gFNdwrFMT<|(-#H`C zZfQ}Q;*ta05L_RoBOiRYavRg)wpVq~*M3mxRX&3Rjs4ye5)aLf8dKCe3_YkPUPzN} z**IIb-M8mY&V*m}S$?4m?)-V0aF8pytbkpxS?qS(FCU1OpZRuTruW`M*n&dw>F~tx zqKw7^yZ~for z3hF-lTF-GcT+DO8&z^IAA8KD`A>nVXsQqg5CrC%r&AJ&)su&N-yWXlK#l^*!3l7Zt zWA)zYKQ<>+NEr>uKc`*QYr7VY4;~xNHfDaTqqr zWrw#DpBY`ctw~g%s=x+0>*!9X^nr#^Mf=3Gui1f;{q!?3Sx!Frx3R-={fT>Ey@q@2&Cy%#aU z6O+>}1>b@L-hQ;~WKIh$E6seFvs0~cZ|Auzll!Zs;>y0U_uTJlHbRVIU=kH+wa;8H zSZyl&H|Rh3!|F@Bse43Avb;|55%+F=gIU9Gsh;vgN%u2sEeR(Nx`bIK6=@m|hFI>P z`-*anOsv@)=r&RpCfwh{NE46Fkx39kD7@=PSYWIdY1djE)GwCQq$hU$?9O~YlYcuC zpoJKIdWytZm*^<)nDKF%y~&+X}UaGC^3dNZM- zVKT5;TmDfkOdOgs{xICg1=29MH{BlM$+R?}<8Bu|@?>|=k1g<;S(m=yJOC^^DBGAe zXsLn(k&P^WOnkD10-xK+7)uQPwGJCh->eB_QjNS={`i zK#N{8h13-O`e5)2TZiwGwl~K;0}Ol#3<=^{@Xf|X&Ym{YHs{0!fAZIS z0*Ub4HHbgya}>bSUVFL$arl$5R3>4BK!>W=!B;(> zOrE+H6Sv%0?|02rn+eiB|j-|*=Wm~H742~Kgylo3ZEea{4n!3UL3 z&3tD!PP?CuUKo>l8S*-~T3T*@u(LOFN#uyPebdx`NIsNOSVL4xX@){Go;BhYWR88o z(hCz7EuCpBo)vnQx1rXoIVUKC8fNRIqmu{n6>uv#NQW265i!=0BOQyj)9oRyZ%&>Zi}xWCQhM zmif~vo|iQo(qQST%uk5m#DM9Zg4xQvsEUI38dfnvQGHX%GL+3C*F$}o$WvgP9UVLI zs=7)vHK6=yhCJY#4=*^^ZPQk1!oD}_DhUeXJoZpnp%@VUgLD4XA>U9xT;uV2y_Yjx z%U9``id12Uj@{eI+ftjsa)4KH>!5vAPnWD!)B9D5?#(g;nO~=_FAdn_X)_N*aU-#^ z3^%|VskQeqH?H4~6#1cI3kYP42t5`6=r-H`IqMdf^>=wSx2=r&^BUbV2do@Z*mXCS zmj)b+WHEep^2CKpWx~ICUg>_>b=9UVC#6A-0@X{pMy< z-`6gOFG-!n+cs!cCE9c`J%1qonK7P)VH?z6xA~|gdj-QE(0lm|vWR;bUb`66BDGAQf?Sq|N9*}@dgDLC-#CZZW-{o&%PV%|Z}2B4Mn?%PBn@bWW(_HFwqPim z2k0a@U_2j^Zc5)R2yJBH&VLawkUmIF9K3@wyLAZTs-t~xVRUgSRP;s_S`tdw(9f>@ z*0~IpHViz2?EMLu{>MZU*P7%3D*!G5wb_v?wj&f{mt)W}!Ba$_$~TwUi5JC1Lq>Im zJ+dE+HH||Y>nEJLqs=}^=(&_q0h7vS%VLA{Lg+ePB#x5XMRrmf{AOZzXWF;((kXC3;PnzQN&^QtK9YxuCd{75bKX_1x(yI`LM~(EEUb zYVACwH}ZKRysr-uAlSd=#J@13cxgLC$+NDF*v9a{U@9MpPq9M5VGAo~Yejk6fm!Ya zmB*g=w_UTG(~FGWzJ9QZBxz~~yHBp8hTfPs6+Smc{>D~hEvJh!KhK_bg~>#h^}k0b zbtzBL1R2(IkWE$Xq{2yOS6HMQT#5Ckg_E;gS|1^KqNLhlucmXrNDai8A>mgKM_8cY z=DPLiyLt^X8Ar!*!SxBdoz=fGp^5nGK7IJ>_UI1`^aSF+`HR~JrgNNg3gE^-qazX&zM6Q_}+9B2_G?a8s{XBZD(@ zHKs}b+=Uk>=34*d#L~JGPSAQ9)-`6TU>B!1NfyX2LLufuA)F)KZSjDVp_MPxFQ{)p z;ggmpMUT?*$#Hlh2H9Ylm-oZR_UH_}#_Rx+wX^cPm7kutuO@uQX1bo+)b{SK>1E8V zlecrs{~;j{CGOwqV3qB&4UBl79q~ptpFy~j>jzry6;-LnYc>z6yJreLH2!UJ!6M&g z`AL!A*dDjO>4a2mykSB4d|{49GQTemcn7uMaKMerZoqi4KLSsO-F5P-v_5zd#Sc4o zoK=! zrHrh)ZTzslRoU8nB6=X1+GUO5ahbGE*{8Q@4&5S8lyB7BLlXBNNr@XNcBEBJZTFtH zCCe_zWgLAa28<;0GH~v-v-Ka!;;AL~mSlwM4ru8q1n zg2M3a(50~t3$_<@D6Ha)dOuGdiLX(R<^-LIwJ@&O{yoP2?9oC{Lmw^VPprcF-TAvG z6Pw3-?zb{1#h8O)g^nckDfpNoU89to4iWD~t z$&pUwu^ws$?jY!`Fdgcv@mX_nM&*Lsu(YMzLE>NF7t|#9%5e22|5Hh*&GyL+2G^D9 zhV|n3TCoTLo_MGtPO21-Pc~ONMk7v~VrzevV#`}H4v&GBur3%s|48qn(#8{ooco0% zuZC5>G9oejgX4$q!kkEBJ!tueE)i?hXQ_;IkRX&1Zo$~5QtlY4G80pAz#cuAPJP2= zt30GiNjqb7p9l4$FHeh-E!`$*f3bI)xfYXU;gZ;4ZPg#TG^6WXG$*A`l$SD_e?w@D zm1Ne?xb~d~_>{v7O?uaPSiOz{*;Gh0P*#%t+w(%DTMnV+DMAH?kG{`S5!e+&G;H4mf@eXCd}AjP{AMF_H$BhCij<3Y}*KV-AAl}%V?0(L0#dgY_=PnC}4 z@Y^gmlbR!v(^QkZ#4cEwvz5v}TH`$pF_$d4<1fE*d{Ph7`Rc5$GOCzZRWKmjdt&ZW z-)Qp@|5cQ14KNW42h}aaWuG+d@hXA>Vo8sGtby`akS40!>e1%l0Q}-*vaVM{Tk_Gw z1=XAmN;|V-mJgE5D|Wj2(^2@vRQ|hKI5ga;M;4n&2KQ!T65P}2UHbYId+_Acyw4u%^Nl3dqCF2adNx5$Z4 zDYAYIfGzqC_XQtIhRe1|Fs?4~s9O_M9R^AF*`Q1&`toS!wbyUoq2_gt3wuQwUz!8= zbX@ynnY4vy&oH!0YVbO(d{?^f*y{>8Lz9?>oK@9_b7TwbNXGe(!m-LPq!-^(%LWyJ z?}R1MF@K4$&e`ELCd9Z0eHpe!)jG`{;i(M>c!H)mcTN%@v*Yz&s-@#u!{qL4pLM_^8cD}blX z6oDL@uI4xQ@r?P~lw_L-$-{+!MYk9`M^>GFBNtAXMobtzZb|MxSI8_F@57 zA{i20ahOKkC7fPX+!gJjgIUO@e@t~cr@L$@$LiS=PDrpBZ0vU1YsA3bZ3$~V<>0=3 z$n?PCHdsJaigz2D#5h;%(?FZ3$YL+JGcZ1+ijT8K3wd1dk7*0E+BPjQZbO9<$qcEe z08UxGrFbB-HDA^NPE-vD;|<0tl@4w;_+?W!6I>g;58b3OoA(u^!w%K|K(dY!2iB*J zQ?Lo%xq8EHxk|Iv9|5D~JwaRz3#hdwUo)_!zk%5YhYEA4XFS6a#y$519=!wzn#8d+ zTbyNo_&qsIde>FtUXp>5>4bt^!;?liacIt3JjGoV(8ayVxK7&;8*rYlN!qce286Zk zCM${8r!5wIr+zj)GEYubQSow_O0K?RHB)<}EHmNy>g1v*XD~~c6|u~q)hqU>o_=qC zcv<|jl#IiX^Zb(^gx{#q7R+*NNePsp^L49>l2&v4(TWq7_V7O=##pDHYuv+QnZIx! z3G`fjFN9tFzfjz5mN^;lh!@f4s(L<^l#O)AO&o$w*eIT>&)J-R6>ru zOH_G+Jl7Ua%#Py~j2Q6WABtI?9*689Zf+GRgi(V;XGo>6!$|rACKWbwouJV2jY+qH zd3|AI!Szm;Cf}25?eO|8fH;m(`dOU*I$wWIez4IhOX1gp5jKVexC@`SM)J(}I`(h9 z-;%37-})x!>;2954Rs!Ktn(Vhhet)TT0*sFXU<#T zjhagD6;sdakG6zN4Wx1BsAJE6S|*Ze?c*!Tx65&tEqkl9Te*3dOb$*RhexJNyTQ=v5+pwL2wsc4eZq0BiG#IlFe)3m!X878 zyN1C%=WmA94i!qnrRC!TpPauWqMcf0vXbkNEy!Pw=>N8x zd1vtYh@dI^!J>Ro+VvGh>PoL5>1l$Oh>^;qb_~rpff2+X0zCITswkQK1XNIfJ#ON3 z?WqWq66n3AqfbJoxS(b^lNvZH4}n`~W$=>|j3q6jMXhxQeHj`F;h3wMr{xyYk0ub` z8g9ZZPx%ZKTk6%V{QgJLdH7TP|502?%1p?1E0qwk_q~-6;wIzTw@CKN=8j~~n+hel z$+(%<-dtI?$e!7Ik9*C_9pB&m{R{W;x$pPueO~9BC)6aJ7^uOy+j}6Z(3f`Z5n?EU z9vSsWC1U8W;R^Q z^M9uA?kh~ooCE<62ao+RX;4vn7srCoiCIYvBcMibpxcX5Pli`g+^cqqi^3 z5%!Ruy@+I@`)1)cmFxpG0J~Yo(x!tHHoywrX=HF>F{WhGe`V_gZWSy8G^uq> z5~FS2J$=Bddp&4ZeANoP0(mXDAN??~OPfTBOX5lWrKn%lK|T5iBwG@4nA?kFft+J0oY z`{(uZTsFvPmN2RJhgKx(VjVd8s5kp{H1$^U<#z;@mT8t#T!%_;UNE{X-7WAm=*^Wd z&IYN?DG=|3(e+_(ulCT7kK=WCemBYSYd!8g|JD7?+ z;X7j2ZWC1~ht^KoZ1(U|=l+RbeS+HsUMZl*TUh2}!WDZBtT?c~Mb#ffrNzG>WoOFy zDegZ;T6luRJJ@RDFnXRUCenqh&i$p1tyHPBWt8Nb~Wr*1v>^ONtuWd=5> zKb^tepI?5bUu0Y2%ZIhu__ScmCyNZrZeu{o0k>y?=2O}Id{v{>00 zos0DZJS8f}x!-O~W^c6495d{lr|dl5}M?& z|4wHGTJ#O_2sw(RK>Kl$Lk)|hhX74!j zL6{Xfsp@3=z1dSe1$OY^ zm2-h~TyZvxgvw~jjwNUe7i}$Gc zxbw2h48`lK&yQi5m;}wMZyKEYMR`f=cRJBskj4f;#U$mYT(Su5z<&o-5|;lho8;G) zCTjo9n?0%t{-h06;7D~(C$1&!Y2LqCHSDSRCm*ntcR`!~NOc+glAc|QKQSS4p6SJU z8*K*Y_*G1+7!?U7%CH*TN;Lp!;#^9`5f}@ zL;iqsq#{e5%nf>TaZDkc-YrTkOB6-#I5dd8%hPd791Zv4B{&A=iPaGkX))fI0$UbGHn_ZN|OIbwg(f<<0Ab#82@ ztFEQK)Q+_Q=h+qnDTeF?<0t5+^*_#nUY!#cwToZ80$+W>2iV=kvJJMV(}ti`Drov^ zYf}ouh zQJuc|cG^!BL*}MYUeQlivCl2`^?uQt%qTa=))aSu7qPJLUy&Ee*zmLG5*R!a{R_CQ zUn(s{zv|_${MSkUBBReV(KCN5^ZDC)UU-;dce@ zKZYj}6JjaNAO)z&+a-#$k;pvNUyW!5b9c2)yuDwk8Pg78QhZmoh2~M}DbcyruH(V^ zQK(dPHfI$8PHVQ`>zHL8$WHF=>K^U$I}vm4T14Q`69q|sZ}84v%4P^DUX-5kr0Lbl9S zV+=LKGO}2*M3ocO5PCo6NL%LPIr}R%MH5ruybVCAh?o=o$-#yE1|3rT<9#Qfd}t>zUTyks@5Y~7 z^ucGhyUvCy-YrY?vaIaZq2}NA`#F)AUXyk8z0SaAs0x_^i6q=gS~^P`?lT0GykI$~ zf2%&Dy?u*c^Yr9TwiuNLB`}ze} zukV|Juoss~uZvjmut|MiORhUxTSsziHR#3rhrxq%J{fuX)SGT>!!PYhZ4qEv>GL@~ z#%V2HYi(<4$1=X=E+Ai;DBVFUN4Lys&5v7n>RudiP6@0Uf9m8%%0frMFpEi2HdJ&I z(tDBfQe`PR3_Sy=+XNmO9n!c*AnShHGy?Ad-_C8|GGcsqAs-Fto!J zLpsoZRaa3v5ebs?_T_^ux`kKehAHQAjq|kxy9F$f$VDkT4MeJZ;@7rLY)n-LUl_*gdWAm zMMa(Se9Hh93Er^`>?Ja{9v5J9A?p5unC{!b$HjGP!l;AEmK;KVJn$xI@jr$gC_7Mi zL*2s|xwNyB?m#{*<^~aj#|ug0^K*C(DFJJ1i1>+b3sc(NAtY`y=*C(xW@8&H~w*an{%cIFGnQI)ELl4+X!W8C%08-gW$i zzwmyKY<+-@1PZ$awlGqEc#7A1-x=@AVD2}n<&x(di6`g6o)gkDUnbM!ml7GFvA&Px zCOq1pW?r*~*6r^1>fyE;T}}MJItaT0n8KQeag~IxK1=cMx2#oU7zPe&~O5YlY@9zID%nSt$x`eOKP5D}?3J|yY8k^9dIa5)FW;}UL0X9vu1_C>UiqRrbbICp*eAeSbn_(i=wScU;U~CW&F?h+M4GiNOMox})Q!lu`S+8*TbB_~ z6rkiAAmxhz<^(>zc)mv+*{@=pv#uvL#hW=RPry$~f3Io0N^OuQspp;d*X=MrEa|5?GU5!(Ddnd*zs+rsIpvzkg zrIP!BTEkuT3WK{%%t-h`mkQ$5!-X`3@|?TvtIMxEccuOy1ZV%i$rdF0kl1@H%gHfv zAMtCpI?aEEN{*x@=T?T-++&xRN&G)D5!Z=_C8+Q_R!CPAYc4KS?L7Ji-Wc*prvLwy ztyTeOidHo+lz7BG)RLWcD*O2FvjTQ0zQmMt_ z7HBy3Elo_24xQPuzi7y-X>>OvXW#Z1_9Y-hCIy*7L?1P7D@uUSj!1OfnR!;?Get? z_V-dL++-n_P#(~2eEeQwh3uoj96m~m<<`&+eQZtg)2&RfCD|-SCtEq_DxVC#`*2ku zshi=s z;2f$_ggZYPTe`ZTqJIO_o_U|bA$4e@O$_|DI3tggkv)3)vcCHBd6WMb8rt(OQKULx zHe@B31Tm+jDDS};(*ZYmi@WUN32K*Si50s?Wb%`=oUl3t!1d&?oPqh6@L%4+{2mT+ z8@~&IVxu41&&(RCe!l*o5E*w-VA+F-0q$#er;^aK7}PFh>kyoI>kha%xBwo!_L|%k8T>CL4teJ&j*; zD*r(QwsGX0cg|#KC;er!S0yNi&*!;k=aAy@+<(clt1D3d4;rDI4NsO5IT(0A4TNs5*12#TI+5YmU8Pxj!+IWnC*Cc$gA0S7WZ2X%n~UXZcY)`bLTWos zEynE#qa8^#sw|ddDMk^c^c*_V+ZXOhR z-kIw**?5cW!kPZ~-aHv5gI@~H2vEb?AQfB<4TGE&V?fR|sqfC3@_bJjpV{}8dmZtf zW;R%B@BB7Jb>%003&@K%@A{qjAH#aFIcrgo2AtbC=C@_@e03InwUt+0z$qbzppCUN_gp z{(q(9cD8>X+T5p}2C>SY(o18qGsv>PtW!oQH*z;0uVAXVSub|m zuL(W)S~C?+k5;gd+1Tp$txEB0p9r*`1hq!&z#7i6?toa)<$b#39yoV;A%2za$Oj9# zfxL;RNO2d@*@cuEQDl?6MzVViHPMls82oVx-1r~EfSmmd`TAx9;$yCRPvIk{nv8Xc zNqJpn3<;uqK1zKgRkCc=4&|)%x9Eivg!|#7VG2TAE*lm=_z?Z9 zd9%vd3kNbuKW}tbUHI8QoCgc^TgbObTrEiN`Cx~e2k55+7d`)wsG#aP<9UMCe~5gC zQ`XD#((w}_LpppY=A<~n(O3^YG`MBDy(3%XcS(5~I4HiI+yUU@!sYm|QGaWt+OX$E4n+}oElHH5L*ib2Ru$1jYpT!2Hzi-TFtHS z8d?&SW3pvGO2L0Dv@CP6_u*?9zZVyAUM7+8JF9M&{O#m$E1wts!MDbHDl&~_^i7k$ z^?&Lo;bppAYwcZoD(-I5yX1?7ttMaZFB7;fZUfrNq!0gN0Q4@3D0Br{Andx*C41O3 zqkU7*e<6d`;I|Y$!ddIAzOaesmSS)J!WIdVKw4Wur(rQ9g%hcP=`3OT1wqg5Z;P|M zyg!mzZe3H1kVqtQD)w&ud{Ho&0S^SG57Qemk(YZx$B;zNQbmmx-pIjkIMeV}Y`~zV zVV=8kLQuB-?UlyF=tumJ#a>zoykNR|Hd|xbV8&Xzj#llgL%f4s*!l&}o;AYsQ%S;@ zRduc%Xxi&p;dwU$Fr!K5={6$b-C}&XzJmm29WnDwCuUAd!;$x1kiIzUBu*J7LViYh zG`zq?`tT>9N2gU@@>Jp6kx3QJ{BSM;s7~VU{9A4{OHJE|Q63j_TpI`kMIiz*2(Mkk zZI2{owFZw=g~!h&oVfN4ZTIKI@pQM<;PlRoEC=xVY+jMQ>V(Ka4YfF?O)3lrhuoyO zwvMWneov>`Fk0|NX?&@xvecf;vp8Rbt=7*7Do=P+Rg}q+$ZZm&$RX+VT<80=S$JWY zhe_t}6ANkPLyWWdox;^jNe@Gv5zzfko1}imnuSw~V2u!-!}rOc{__nt>Lb4+Jhqf^ z4y5X(pJM!`n(~|^-Vx@rk;->}yHz{%PU9ztkv0ffQfGROjtf%lhWCcq=a(pQ9d>=1 z7joo=NZ8lwN#nYJRyEt@Q*%tN!)g=oo&DUTz^=BXj^Wbk zTzgoH&wmVdjPRLcA2rb=lHeLlD2Ftp6*#;=`(CNzhzZu(-{)`gKMfmoxFIJ_*3Az|5Bbm_@6nZ z$NWxH|L0#X$}R2n=krHr(}s0M{u?AgJJdBM`zG_zT$cE=PR6@h_;RY0f??1|fQF5s zYg61E52pquIq!7CS_q!?jfwG- zBlX|;QU`Uf@v1?phuTrs7P6TiRqF^GjUURAVjeY?HL9F>NFV#|SEayaG(KtR4OQ;! zRW)0yDQPxm3GkCH6Ko#Nxynqf4X+9P z@B#hXo}k_Ob##awhDHKv_}cp8dN{rm(EC>}t=3IgR5ic&*}K7mXPIr?@phxMM;MMs zTLIhUK?3{JeyC&m5}<@#TX*ot#c$D5+K>wclugB-o)ngRd|4zlocd*{Nyor@4jOa{ zXxP_d`Wt3v@%ZIH;ybCd27+v)_iOIyjk3z*b5n^3OKjKNrQid)cF}g*1{FmU_XO*i zqRZ^UB^f|5j{7*v?hLX*E3OvZK1IFhL`ruCh8J5Wzl>I{OZG#ZzIxD&K87+NgO5)s zx=`zgN_9G{0aAWkgId6Ht~1b|02A$QHbplX@SCCIT1#{BNKP961ho+_*dgfi@>5ds zMlO9Ne7mQ1Ug`k9$h=dqv?r*ooKEOG+Wqh=-l9cz;ib`RMJ@ zfUq?j?(=Ti>)X?4iF8XzaUOWUst&Ox0GXi2WV<+Pu7vp)86UVX6JTG zii^5ZYnmDQipEO}O4PI>IxaEoPY2IgrtKIab|+wE`EW7RCD1oJlul)hM($KrZtcNZ zbC9UO(5>1^_2%x#M^D0;F#sh^V@XvPzemczM#k2|Y!f|Rsh)~;7`cS>TwDvW|87~Tz@O+Rb8w|l32IA!N*pyfu*4qp|ZiLt~nmXr1MI1 z$6r77i-^T=fH&f)oW#7Zv)bofdn+FLG1wlm3iR*uWBW)`a-XvGI8FA76p}AS`hJYM zJ1M38W^Pd>Mm$Bj8m#i9&i8G4+zRR!ZGplbKunwY0$<;m}nV!ITxU+&B9jzp|JRO2BrHNPS!SLHYXu+Sog9%|r6s0EL=U%+-C zFF#2uIKlek$&a*jh!7h{a=l5v)K!#wz*|$V#Bh1iN|#=Su=L~Su6`@ySku3S z!Y;RuNqG~i$FcpRhh+Dn*U1~a?-Q@g^Wy82h}aJ7IhV<60XX)uVS4-WL~A_Q;TuSD z=LqiCA$U|}om{-C1%`ZK%6kuLD1UcN|JF1p{y`+Oc=qW7eyl>(ds5!s5jBK1?C0&P z$c5}z9rOX3w=%|`R5V??lLU1sBo_rx{nx|z*@O#w?^HP_b_Rs`g$k12s7K9lGbq>i zwx9ckNeqQVxu#F{M(3YJ#|21N4+J{-J8li2jOCyYNG+GDzPYtOoB5op@A#2+UPU?t z8mW1^&@ID#HnuHWTqs!uPDf(n2)j4aN0*+5y1-7D?@3MvJ_iv4^QtfTQe7`wi{l@dnj7|eacPwqbp=x;P&%ktt5ms>7#z#u#DgR ziFv}z=P<}Djgh)TPb?%p=UUbMyYL{KxyYkBEj1l5LX_cQh$DFE|Lt?7BWeREdgSp=RTaho2A zh753^qx`b?iS~4Z&E>s>riV@k)}Nbl4?|j6`SELZdEH5jzpk~24)=N2NL3<-^}pW3 zZ`eoihKTi*JhDW(f@z318&gH(B*#S&u?HjLPvf;tI0r9o6>S9fodd@CnX;Z%}-u!cwUirIra&VNfYK)N{ zxvsPhVs7F5vlyF0iXtl6{PxZm8Xy#dnwEz1nb$V#Uk7{}YDLCR0ZiT#63dmcttAJc zV>29#ZKBM?y?9N9i*XBeNvVm0J6XF=O9}K$eABfBy)h0WPrY|4&#lN_@r`_Bo!x7o1V zOS2+aO_hc$CAWXa{yu2Jb3rcO?VnkloXRC^x@TI zI6G$}h)mc%DSc(~PCcFwlh)OBZ!hk?+}n0ktGRpF=RM(j8hPU6)Kd{yv?gVz5gla8 z82!oX%RVl`L=!}Q3U!r=ieBA6n`6xXlk)E(NOFcqeLIAeQTklhd6M=Y!^y@aD*GGz z>#qlqu3A9iNY|Z~N*1en;Ps4?gNdJcik}j&E0AAXiMbwNiNmsYn8@6TnVNZ$DOFP15wcyfgTZ zcO2$n=4454QR(h7Y8SAOGD6S$I4r~l+lu{|jh}?2YaeiToayvaZjH~ezRFARCT9Di*y_SNBdt zqcck{wyFoS{{edMF|k{{YZKv;3ux1`Pu-YgPVRqqGk)B*KCGX;`_aRIyMJqp2K3|@ z?|n;cNREjodLk5D?~l9^%C3{(UF1NCBJ}0{Eor_3ev_(7{_Qq&{IO!OaboOr|rY&F71hd)a|3%X~bW8muN4`9~5QZF%0TYsv`;?nuQfd5X5OosRop zX_``W1$XkQehEz!D#6UH>3(`&>40y0JQwK!b0dsavgHQ(cF#TOb3f#es2#tH&r8`C zzSNwiV~u!2LHz_uJ;@l~`Ixi8KXWaGw^;S?-{r6L%Ekwj;IWsqzQL-okE?0>7f(ZB znShs2K>y;F0MZ@q*QwHy43ijh(G z{4KmTggd{~t+bLkP+Xw)h}Fg)&lr0?*p}!FydCG@e_+M-{PrRidFNNr;ih% zFY|ght}y@ss}`FPV{>n%Slz3E2uf|dWsWf|x135W9lM3zdP--Q>Y+i`e&ETUZ}W$EJT2JGa^DxN(F95Mw$M`mefIZf2;;`rb=o`tY62 zAsPsLO2|8_bj*9|w&=cS!O47VfjzWKMte$@>o-0=LRC=Mhr7HeLWLV?UJv+IZtoM2 zaV2V0qryj?I|lJg=b<3^CEDnSesr>W$7<-?OtyBSQ|^Vqq>lk2{-O_TH=sl36? zVA8Pve&X_zI^fh3DU=6fh&}>{|H>yt4?jw|RUKiMk{zb+b8V8`@+&+ty}^;;5UWSy z*>}TP=E*pX+HcN&W0SLFQQFuygGQker8WJC++CG_{Ju}-wLC~#ea6cZ>eNVO&U3Y* z-2bp2&`9*klkN#h77Iri;cEw2j!+_`(BW2qpc0(f0QGw~VCvO~^rG;+H(nj_IkkSL z=HYB_S016UygMU{2Bbo_TydA`?2~Ek1)5=O8})Urx75GV7|8sSDt1|8cPOWgo{QNI zJc8{B?I1vDUC&rODQfJSxZ&3jQxS#wOW5-&!|U9@0%xs!2eCe#PjUh@!tZ&s+cEY6 z=|g{~1p86;^WWVS_++!%!$Yi0n!Hb8q5kxK@OXsl0&?)`Ir8ltut2n?VoHSSUZK8Q#bRUTOjDkHG#SuBoNM zcX&lCl#{&9LNy|p=DQ0T#}#N7RDAkqK61NeYVxx9Yg=0NhNJYgk`c%HVFJ zXTL(?38kP}Ful=MR|n`((G0{9IAi}_U+Az5#l9{%&GIAj-2h#?<4aKw=-)rz%y$e` z8&+EPJCXTCp?h{%=!+1CI#!rb(|f7=MnK!06GFm&t0aKoaUyjp(n{*fOK!K)H!R|gVby? zXTr8_&PBPkR)+VS!6arHBP!1)yi+5>o+id_T-$~E>!Vs&2bXBp@Fyo%n*1MgDl(<7 z5-pQm_xm*4HwOCJ^gwn|YMB#&=&5;cd~$67_|*p^NuW+AXU(O;*>4xiO7`jA0yk_L z(Bp&+ThV~<(nez!s-%Yh|qszBoX= zI{o=)C_Sy5+yJ;ZN$Oc*Zoftb)&eNEtZi*!OWb!wlh0`)tJuSWA`q&R;|w_%Knz$9w=8%ju!t;#&qpuwgLk{VIp$F5e&-1v zhX>>lVvJ+B>wQfcy>I@hb!iglp&_wj&96ysiu(YK8BfVK&kLV#Lb(k`h48L50E;}~ zZW+-iKarU#bim?`_cU9Gqa&hJZT<{`*Jz`s!<+}qqDB{YQPGqKIO3b8*Euys0NO_Y zA@?2+(!e?P=?B;YBL0I9-YkMyKo-_pF`*e_5BhT*xc%a zakdafLhfWgt!!MbIJif9=oVQz-+K={^KNdkN2;MAVXp%u zQs@y$=^j=+BY*r!o@d)WTpHYY#_y^6K92qqQ7#4nAM zKEP+R78~g0hmKFZAepkhi!Vq>opU5iuXPGfsef!=;i-3=-h(L+Du2-~S9!p2)Z^0FS2QLtw8MQn5;7_)>{Oo z)Ss~wUc6Lv?0ZU2`sYGY@7Wokg@D~W5`!_)cXQJnihLBFT-;^AJ|Cd*ZB0)93(n$s zeX2X$gu=KTZYA-x&vGUPBgVKwkZ*pOGfXcpUEs{~F{n~2;d`?rE^*fs;(;UVw{-(J zfANGrEv*;BDY~OM71Ix}z=hJd$Qm717t zom9XZ1O&BCI`d&2=RR2BEjSm|i*%)s*O3-&` zOJamxBi?%BoIIU^;2^`X63RE-f48+aK_wvqb1?!IpxI|8=_zv`gHfoqYQa(>FphAN zKv7!!%(NPT-bI>zaMW#k4FtTm0o2 z-Ik+4(p$o`&+#zD&U|J4h?@DUe6Sq~sj;@Bb03wO!Uqn;QlJ@&^pc!=^>RGZaFZjR z<|y-C1BkNgrrY-{SzGfeC(UcwMXcwWZlt)gNb3FUlzD^rbn~8u;)-J`^f{Bb z$B6sMFm=J^;pR0U7cs^B9hwfKX0!>N|Nehzuj9UAV*V{EkaA1F*e{3 zxX(V=6@JxwFFNuJ?mma$vfD6P=>0#~Leh3Kuyb5O5U+@L@obD0aqq$m?8f)L^adVh z1h4gQo~|~64NkxjSDFNMF#=*Y=?UlU^UaxN&wq{{f|%jn!4Q-$DI1wBrAjZVtG+vvWm{=Y`~5eg>9` z6nATAf3}-~P9F@@jwfAY21EttClFr`g9C<}z^=+@$p!rYF^s^k^UZkOvBM;{8^A9C zB5g|~Feo+DAktaX65Usy4E_A#^`==wE+iq(qr9f%^L;4tS#4&nYoJObCUURwtm-^Kr1`~ZK6#TXALg!EI zgKbn2=}@#9AKPa3%3OH&g`fsl@WuZ54-)Nqp#3HiXa`~<%L8QWKG8wQoY9>K=GH5zCk^bV6f(-x*( z9S8|VN9wU!(3N(% z_Ar>Vu?qq!R&?%OL)C{8{YQ@{;gLy2+Sywwmz|hT9QgY{lfdfrv*|2;!dTL(P0y7% za#hq5`CWSYH=r}PFFQo>?1Qf32ioz%n5wjc-H?X!TLuv$L@ew)HI;q=yAqifnS$nZ$i)6tp5e4j~pvgmxGf_!}vk z0dwihVm4t6Tcdv>Ei~2Hw=_RF~Fhla=^Gnb5T1wo70n9N?FCxhcVN4 z2l{F=PC)|gEYbXy0!-aSaW~15=5b`fUe)-HLTCPwIOdpDIlB_)X~0{$oI_ z_0i*vya({Fk4W%r#yfd*3d|Jvujy`K?dVrr9;kDUvq^42Hs<5QI%}JaLESsw9Q1-T znWyUDYnmMGCBDbwSz>k6@7vXTiJ`ETYc4k>TzLsn*ADG|7D(N-*fiD)-9oxHP9=E9 z5M2k~)CQ%*u=YVNpvD>rb%GNCQLR{uGbruc)h!alXk$JC)^(@^C`nQidPb;en7v(FL*HIvX4xw}cliQsD2LcI zO_8fE%Idk3?Y8UV^u%UHz<@O0p5rpcBSsjK?Q*u)A)?ZzJjWv&z^PV(xzgO+oix66DC7U_6<&T+V#l~BgCVAaNg>&!l)oSJ-~qSKlCSw2{C1Pv?=2jKMPHsi|P*|jFf}{Q<3n4ij6nZwN(G+ z&vcW@JqXu#vG(t7DwlFj8WJ~irnFj8he;4fbWdv;>BHeXJo5X|Wbz79tF2z^_U&Pc zoJYF&)fy+zUUv{+E&g;`5O(C~DU-h1U(x-2#wE~@lFZmO>92CIKJb*aX!f2*PWU^G zjIGk#s^Oi$XiLXLpPaW0hoy#H3U)G`S4Bq;PrV#t+U|CnUqgqJ#sv)Wy>}!n;!(JkXm$}|F_6v?RRh$XI|ll zi_ze;mqz_x`xdfmque^DK+f4H|hIZZkeZTxO4lL7d zOQswh7K+}fA{7zLzZ2*nAq|&w&zi}NXvb%vZ;_GVlQ^(ffE0gewna}-j`xJT*raOz zcplw0bxIR8nxE=b!4FS$zJz558f=y}t%W+jZx?pJWmRCg6>N3g`(rV^#@-7C$9DY_ z5-%l&a`=Bu;(P3`RSZ<^sA^;SS+(zrdMrnWyb=@7!Vs`h#K5mhdPJVF8u@8E%jolW zKRE`AeV~tb<(ts|quxNw?cVvp7MEp){+z!a>6^9Y%l`)}Ll>^yraV#!{q$LZ|80q4 zBYmG#O;#*4Fb!}u9mc3=ulccz7UI)nmusl(=otE2W$*Pkoq`#geXZp=O6HQyPta_? zed^(&i^)c|LuI5kV1R|R1umyzT5jPc&3e9D8eE!_q^8Kxy63y;A41qD8TYRrU)kYQ zPs|;*b=*ZO<|F9qqP#Z__mzCFrRu|fAIm2eDW>vmZ)|Ki_90#T)xn+3pl5M0TsFTi zX$@)H_bl4PDhZVYjw!R{_YHzYR8#d1v7acu^tnWo>r1K9?^|_=0MhBBSGJsp93mD< z=&I+a_63%1n}OYVya&)TqN<{)d#}ol&0X>3OKWECgU_RH3YTOeBfY>BvGHp|ew6?$ zy(GMCUaB~P{GFCM{4mtN$h{7Auea(h5Ivl+{Oa}H*`pJy^yW+W-=~@E%!1XD{?4An z8$)z@2tRJK-@S}p5qzKT4ANqS=#woB=F=haMS15|j+T04XE-^M3p6{}m;phFVPTNp zXEhi)Kx^a7|NBk_gfSWTx)+g-pj!jDsz3t4QsBWGAA3gq6I@DG-yXe+dUP*t^Aa6y zL=f-&RNx@@W_5f9HJ`FTyeKZ$y-%|EwZ0^dG;D;SQg#$^JQUDaE>L~gDPALQe|E`> z1T9-;J7+gj0gvZjD+78aqWu}aWwlQYwQM(*Rg8RB9w+1u-v6cd>>-6cc&w5ju6^$W z!TFIa6S&-=OAZ9>A~_dqmG*bR3vm3Hk8Co}kDTaU*ZtBDdi|k??~Jal*fcqx`j;SC zr{#lh(l#x~X;Zj;E}kqY0y5EGD8yk*am?iw6Jn6L|BC8n*w3^0&bn_^xahNZf9Gn; zGyhwjwCX?npsJE=GDYFHGNHm8x}a znx%wyo+TkG2WzxIQUtJ&5GR&(m5+vnTSgEXS>BSz^g!(?b8|*vi`) zlNYAqkN0Ab=P24ljz0D}!3wBA<|x>A|))qh_R zu-RP8AU!=nm01cjC{jfU3> z662?kyx_3;+8BQ&?rE{P8IFqH1B7-S+*!IVJ#g2ZV{wu{HNVc6$4$*~z`_a)(7RfN zc?|>lra2JVyPE@-{)t{Lbs4*+ZuB?(xt=FW2c?cBCpmQ)U7^wmjlr=}v`c1#+d`zB zN5r0ZX6jns_#++y2+HK_YUme%JsEmI`sS2FN-#d4+`HI6E8e4!(sMAvI8?_u$!tIZ zxk~3kIp!0gbrAIL{!g(TFD?D2{aS^`H|6q#joFo?1%Uu&154QBvV(|m?-a7hLUU+O zhq{?yQaS7DkCtid%**%f7vAOi->mnJ3#tjU7YX>*<~9FnsSf+sQ??ad!yI#{!MRP9 zP!hSZ$nNbL#M|6YS6qtp?sgL=>)|#Xb5+LCcrv6l?YKm|r`|uY)a=!j@7v6x?^=Rn zy7TmSS<2n?L0{;p&;UB2(_W(5v)_t@!Po}l+YekOnQD(C_fx7ko`o$t=e+@4hMmiX zF^>Mnu<#OQG+MHg_fC1g9}j7qdCBO~&|K*izj@&_ z2=(mZC8Y&)73Vvc1Yu8SK%C%NIE7N^H$i1(rigv(k!9z>W3DoM@#@96` z+>+(<47!7T8n0V4VhLVR!Nw=g_0}okojfb)`omH4vvH@c14PqBP<-g^nUdNhMQvXv zw4@>VfwflTi!>c!Hopz~-g#MZ<8s>XYR|z*VZAPp|6GvhOi?MyG)C%nRb2HM-NfIiYVG|jUyiYPGks9bno+#!2;(Lsh6Y4O6~|4% zLZ3&+0A#%S(T!V)EY6(*qG3CH`U&Y78+?q^m|L{ejak-|d-)AR3$3)id`SrFz=8tAh3o5!avgIO?Bb|~%Kay`3qk6chN32URS*vQATjHV%2TzaXx{L01b7yrX zv}B_U zFX&c!%aUP~2kdK)%D_99=vM5QOzfCjoru$ohk4;BNfyUdW!s6?Z@eM_V!S*m_E&$b zm=?QED|M;NvlWIo<>2XOr*j$IP2lK#C=L2amg4k;rUP^@eRTub%%6LPbfNzS&WGL` zt4-j3(TMwi0*?5->Y z&(Vzq^O3jqiO`cStp}!yQ<5mi_n8iTgn&UoQg7*Wk)*HWhwF)H%4O-bVGntpoMqAD zQS@k6BT;0lG|x<5Y}i{Y{B6M$+3m-DPq?tz{%2X&2-GB9TZygQXDuNuK4kx# z>Sg62k$ILtcO~K!6xmx*O;Y4B=0Wp@dOEN74^ws zf%StQo0ys=3w7w7izxy?^%_HDv+_G8WzmqQf;W>cshUf4# z#bTrPMXaCmI7PL2nX(gqiEBQcX=qQnQo^3N5chKCU{ZK=!zvd+c#NRQ6w#CU0^F~0 ztJ7l*@T?Ztp}|0U>b{}zc$<~9`_ezMQEJMq_8Zf1TChyFKA_9r>T9_Yu1M}R-(EA~ z2nfzS^Ph#@^Sf;C0x=mBj!Z4;4ZH3I1A4d;+7zI=SdrT>!2ruq9yPkacQDJKv@MVn z#7P|upxwboTZC>;<|rg(%8=lhydXxAw0~p~?~i)MTw1HM8oD1E&Lw{7g;v;io0+IA zva4%Yk#@wSh5`K5CC#((%n#&zfBl4~KGl{*m3Y4#9vDFWq937^2I$j-CT{-%;Gx&+VQf1>Pw)OuNhJsY>`h z%-mS^&LHwI(~pmZEZ~yZmTUW48uvzjhfs=ci43y*C&w$R`~ty$c6wb1)OQ&osR-Tg z;+wXztxt;*82aOm`q~e^ljtIUhN{0+jyxuwszb8TQZl6yjxwi~@@#3hMSOmySjA8T z`G*0S@EA0Y%t}B|e{Dgr;9s}9iQQAzqO-6Zz@yDb8N7~P>%_ggOG3tf4CzowQ5 zSDmq5s$nt4*tGWWnq|@MZPx1N;VaH^96re!Gqe#GvmKrc9BLFnrgkH;dshOpU2g=z zD?tJ%KxBKBL@tS*Erm}<_WowH$_ucKiPP96h!3vKw&Fo+R9)>6$McJXr=H%$PSPxO zEnf}hyXoVQcMM#nOGo$#WcX;|xEk9Hym!xwQcu^2D(X>RLs2uN5ZgleBcMs21;3>vvSZY4f^mU%$x#3>ftZ&iVjqtM|Jx&sA>lJF1 zdTC(o@WxzR`(39WU>|$0?|ljk2j5`ER9*kb!p~s0L-85C%n53c2EE?Zv}l!7(4Qtq zB;dAY_o7T$K%aYkK;nV;q!!GEUWs2gw?ah(*<-+KzRkAsTpArnDNnNMUny6U{r-K% z;%hZphgwSZ?yE^}PfkPU#&`!h2gvhCVk?GZQ=p7hswUTm;@!k`YE9< zOELSKuX82#f)g1g>Lm{UwoXgPJ&BRw&14?QDeJ(B-bG~>A~2GCVnIQ@ZHoDN6G!}D zj={6#cywD5IhFE@dsOaYCoRu{kmRBhFF>^y|XQ&Z8}=F3QH3RtA(ty|iHd z`F)Fdw2NpbK=JWaV;`{g(prF}R>2OfMHF{(_IoH0p3XC^sbXvw-1zr};8NVv8E~Eib)=xJ=J0-9jgYKd%`X zM|eKaqIkVWd8IP@#tvZj0syaC>adB$lQfh)bzt&?HH_QLr6003WE*$OVHPNb{mi~q zew{MQ)jRNjc%b-JHHbfWBNd>YU46-3W1E{r$c z*?j71UITJ51wVJ{K&C^-P)ZvLLz-7Iiw}#UPDb8zmk5w;1<1W|^4L6&K^7x2 z=T3;_f|V6dxYA_>XLm$_3uiP@a|xpbE*(@H%AQ8qnU6Qwc}M>&d%2K$%pIfJl^0fK zQ+HI8E9ccU%OXgtH#?dJKKi7F1j(ou)MUM8jfU(^t)>tX_fjm!b4$hE zghi|rnouq!6~ulp)ujBqT68P*s4WokS?RdAU~ zP#A;KV0b-LF|MjVn`;ykSHMzK%6G#(mwZ@H(@WQ!AE&}{4q808-^GSJe$&??CE=6A z_9MDSiMM?3<0Goe#%F#aL*b6;ZG2X|Er++9>od6%p)p#Gb(?s<-~HFlOPv_oXp`{C zeyn0rR~by&{jNTuCgdw0=~kDTDjKTlM4us}R;Qj~+W#=B54dyX(}D2AE6B>2I_2oP zQLf$HKZ-rVx828|YsYt@%js2|mX($qN28D>A7i(arErp{R>B|I-NH$Uf-9Vsa{8#g z7n$6SVXtA2ieSlwd|>z2bSs1Tw~zkF@4C{07RX=L)YeVyPa(1cos#)^y&hOC!J9xff@+kuzkH+a@$1`bi9Ik@Ow;)ua&32>)N}5*{7mF-+F_EBC0#uFeCo!! zceMmS74VVRh-GwrpJ#Ia5okmFSH1)rIRgES89vmgIlYNWe>&?lvG(Y7tc?& z0q^N)~=u1z~oKnFw}Y;Ry~qPE=8Ur+M|% zp;|ya(BUk#Xhj40>a;hcJr5r~^g2vZwmH8cCQ41CBjN%qg@#i@6>;xN-$ES=EdFeC zX!Cj)Ty1!!ohh66dKX3J?@XHuDB2u-vkE}6s%ltaidO1?j##sXdw=;2S6 zgbi2rGRE&Ow$S=)@@{7$5|rhzEA#m?ZV`|_R9{&*j(I~jIZ&i+Lll=NF_aT*!VxdH zzEK0uAY|BHG6?kAY}t+FZyq4k%TH7=J)h{DwQ}_`QROp67x^)Sx>qE4C2But0>m4T zDS3nNaFQD`lXpF7ReU|&@@B0P-UM3sbV`T}7LI74!UdnjIvhwqS7`!(n%C=P4B4KH zL=H7FQ@*UEq0>Im6L!>QH-G{vHqQPG>z2#=O_9&#%WzdP;Wfwv^nE|9H-w4`TkBFK zxiCedDVg+tgE>>@my{>n!&6_$kTgwnO}kBGil85dbb~d9%p-dh7%_V0%;7LQB z-_MU51Yf?3e2q*}f2mCnMYce25*7iQwb;RR^`qAL1!Ie%{-Q$|L}zdeCQ~>~k|hMJ zsYv8$9Cd7`bD-OwUbgC6^Yvt5~ase$Ese0eGTAi*o>za zt)76|R^S5}JBxqUSjPntQ^|QSG}6q2N;evk3SRtP9qcKb?Mcd4RzYSaBveaV)4)kVNDsoLiY1y5vZ_6|KZ zg1gPt{;~yzG}9FOoe95Lkx2wX`dZa=W@JPBR`<=-m%yHveVvtio?};BqbZ*6$8(RW zabPriSep!9xeU(S!he|%*{<9C?n=F?mqs82d{Ez=_{2H<$R`d13M9#xuGU#CPU z3|Xqnta}C?tRZ;3<;jS z%ih}_bz}zoYWHivMtptv&pwSC?e#z(RZ*>@)z+(oN2aFz_v$mwtN)CgPrXT(@OY%T zZEbB9Ucw0@iu;*d&0h+EU&pTz%M}L~cPsxkMYW=q!G^hJvm_#fsX#&N?}6lv2i{4~ zWXvG+1i8E&>-!KEs79=X6_bTj=`*6LJL;I5!)SEVVjTJ!?~Z~njubC$my{XsC(vdY zX=KS{M}9u;-(M^bam5~EK;g>nVoJ~HT`Ma3rmC7>#6&;4Z}+eCz2;=7*zLn$bIN@w4nTM82=;Jq5&Kiz&45*}fRnCsmG?7J{%n8MCFHR{yZ&@J zf;ehTm5Dlq(|v7GDNcMoLo2|^tDu=s*e1!{b75tCYB!t#ThaWQ^ZN2!#8ETDwkUk$ z`3i*0_5!TStnOMg;^{5Y$=qj_@5S^=^R@PNFLY>al^yzW9O^9@(V|Nm^e5YF`)jIWeUlw4ICx~!#}y$`p;yC8F8UGeIj zAMCyuy)p(@)-GCHBO^5uUa07U0l_~epxW2Prf~>r0&`V}e!$qpWk$NWV#m%atv;&r zMH*|fwZnOP47hhIniLNc7nt%E9wIl<-;=o7w8GApU3wz2ic$zW0g#Vk&%2vk{4%Yk zG&t*UvP-tm6kq%E{YCQFi>z+HTxO6Ros;t_EfVw*%I&jQ;VO^92ePVhe9^-r? zBJuV$!@Z7;FI?8$6!d2PA^MlQO!}gXs8P4q$H&n>`Yc3@OygY*SoKpA_k4Ndu%EN-uZHnB(K4~f)Ze1UZ(90 z9;>KG)5#vx+sR3-`5YOBzH6alnqLc+&yXdSTA&wjku4Wxdz6Y%WL4|Se`L#_SV*9c zocnmeHEkQ|E$l$iBOaE=R7A4*Ybl7*4v}tJc0|h&+kH0u_`Z=%&5hlykY64bADkpi z0cCcthdi5JxiM6$?Cgl@_Up*cGetdNf`9_**W9B|sRgHGUoW^0-1^JMat$uph#i_L zXu`HD$G$tkFN5sU!j|AEw!^#{W1qNN#-Xb@N<&1F1(7(YCT`ht&Ni`LCQFN#12gJbXban4b9@UkaQ9}dp6Gc2+ zz-)HcPE2Fvf$zs38pk|!YXQL3v^N_{UYkLD>AqcGlvl}>#kRb*51Pe6Yk>d@f-G(X z(PKbG(oQbjN;jVOBw0k#y^H99*~m)PEo}%5Y+!}onb+1DEA~grwcZ2q=H-Rgo1jmI z_3CGcf;N7FG4?#P%Q4yBWVQmP>ncBco>HBYb++knZD0ejdRA5XOwNqxYQH20q4{Ps zgvGWs310gsL3r`VZa(_4+?Ti)yR6lOa3JSjVLX#k?)E+e2vx#UVR93(7Awwd6L?7H zUw4H~GdB9|v0Yx%c_{ zHiF`~_gH4z=D&q;&|^0-Ac#PjP_C?1x+q8dP?Odp3uWe3n^J{cPaUuf8_1&j$l zzh(d!tOEj?X<(ZUHI4T$cROK%uo1{@;zOO;OJYjhW%73LduYt@TuO@q z;WpRBx1q?YVQ*hydhK(_M&*`G^_|ZxVv%UA9c3*@6H=8s*p7CoA<|7UuEr^ z?_R8h%thY@(Vq_Q=2nmH-@vX&f>7=;8NFOC!XA^StgjULV)r|d)xy6kC>a){8E97M z?vgy^(UL7PFiHhkT3Z*-FRrdym|jb-znk zD@x6ktTA_789`eZ7(6mmXkW1wWVwzV#uWnM@T#?DRAbI0c zDCPEp$8SAn38E)UO$E?q3N`W&*Fbni{{@e&X}r45r*S^|+?vg<;@?es^_OD#@Y2?* z9BB|^0o;5l>Ffhuz?*!j6FnqsWYw#?@4}$YfA<31)TDX;bFvzFAA=5F7h~TIxjBk? zTN{QHlr z4?s@}tL)otP^Nwm6qQ}JqA}xsV-S>ElLk1b6wxH{lL$7>LRlDB3j_DhoqX>LsG6JBvysp`xo$|m@5WOylrPt zNQM90oF*Nqz;b%T=*RQzuJu>8^739DLx-0G%G6vGfmtBmr+wq2+Yl+|IEg97(Ly*GYQfAORk;OBw!NRxq-!G8n)(&>A|!`PCViTzQ0h8xPW zs4loGar|5*wZT}6{x7YYb?js3JYJXuBUG=_?rC@(RZ`lY8!gJngxy_osd_~Ur zi%tu@1Kk7SQx%}43-%LLh!8;QbTX|ja!MIC!K`s3AJyIC2di7Gee(adl)uoJ|WwO z!mI);%T>K?eiIOrw(ZoPHoo{nP3}Qv)!K2%N7VC>P_bTxr3ln{y`!CEPnh(oUAyTanD-l3}vJb-CVO*})QjAtlUwH(YvIDWXrb zwH6BwtFJ3ZCCLAI@?#+3IErt%N=3>Ds#dIRhsxF`9^B(Hx6s-9^qnk{my81;DLU|9 zh>dZiwsujGe7ejCo&=gxlI2gkTs;D^U}*>Ju;;JqvSR*`)$I4F+zf9Yo-HK~!6>E( z&bZ78jNylYBD`ZkTbkBjU`yH4vp@B8~#k4 z!=*h|l1UuNHMG{0eOcSve>?ALjtu6Dqw1Ap3eZsT+_Rq+8%t5Rai4tDJ)?oO zl}qys=GNETweP{PS*gB?-yK1Y5xVeczI=_vGzoVUnywzE@og~f1xzKB$9sm&)XKRk z^pH+2cUmNWjXK<$G;#itmsRwo_xzZ6;AxFQk0t_z@P@9S?tRHFoWtv`_)p6heU5^3 z|H#A*jGja*doKKL;q>;#$(#kYW2JQ-G-LM{EiL*27FpV*kl)2~RCW<}&2(8-O@d^9 z>8G=$Zk*qr&OR*cTkV2JDrqLPaa%aM2720tPz+PBjQmC)YcWia3COD4q*n!4WK z0kF(TY87w`Aumoqk%5PM7+g|k8(rNrK@!tkSM@u)ce-UTL1_Lr>)5ZG9^E8K`fQ8t zl`%nR66A}Dv)Fe;dQp_Yv%=xHg;>-1*VcP=ia7k8(^ADNx&JN@v)@M~F@GaAE3z?9 zs848CBJExq0+HmgCxZCYHA#VeDziGHjvWjr4H|}FSg;|0-=E3gE%YAovG04;b{crr z+kuwHDMZ>msI5rjiFB7{51%-Y4-Q_JTv?-iwYN zn&n?pBe$(Pe+EE0K{k9QF>h{Th$^@^r2`N5cniv+h1HHphC^?7* zi@B6O$`5Ahb;SGa9BMUD+dNEsZ0c@+A`x;<5TgmCt)8RZUd3o-iycwy@D(7h@N_U( zn@xZ60Hk!eilXXOp+P5Pj=ZI)DsgP7GoK93wnh&Zzx^>ZTZu<9WBqJW^o-Ig z50cUm6$oFzN51>Su}}TU5QB|UFBW&}i29o;H>%D9ckU;h$WgoF%c1JRFRXOnxE+#9 zFXZt_0w_C}v8i#lS=7uz{elN7h2zQj)DOq~MR3ki6NkLuu_g!y<{R&Z6&GDrFF6t1 zvjPITR;#`DDqgrM>}4JSBScfq(of`o^iVz$w-LfB5thf~>P*ILZPhUBp?PwE{E2|S zkp}kRi>??Qf*=w3(?kx)^2$#7!`8KiIrYKf&G%#S?cdk=a!%Jt!3qYw0Wi*h$QGGj zNK&YAf}7UyBc5K#Wzr$#9Wm_^?uxb&@lWxuIu$xcwSDV`h|fu_uIJ6ePY zr}@)5Hs2!kj6*?6#|*Im8ec1go>80yO6sWAk==KhGz*RW6I(o^KqNE`DEBN9C)7%p z6bWU|Cpj#9DIc|_(q3mrb7u*V^9HWbw}3aK2mTMbVa<5b1?M7KpC9doxYDXC88tfl zX#Rvv%ci|)uEU%*%|VY;c4U9U{d0rK|YhCOJOpEZzA?d)w2 z=kQN09YZhbUw_m1zP{03098Za+jbm^nr8%81MgkW?T)&sP#6ogTD+}yC2Be8wWho3zLi0j#ZWsPWQYBctHGnB>y4jC#QTizZbw!E*S@}Ue~rEb!q_JKJG%dmIXh$ z?%sz7-S-}?hfSkNXAU*A6?5kgtaUkG>RnGy*1^O0M;Jc_(gkq|j#qh=jyUSD=mYx? z@A@v|^=#I@PbDb^Cz~LQD#Ci3X3H4PzSA=KGvg`uEv$c8L_=dMQBibK?ldu?Xu*-o zsx9HY{G#b%PYWiJX4HW6g4R@oCVNRAinv^i`=VLMql~5&0j969C}ycintkhITtpu` zkR2cFlm24Wahg*+@8J{`IjGS2h)=fUbU1{zBCZ_{CfQXcK2KQ}`e?%`C2HB3%z9;ThOA_7&K5QIOl;P^A9x#Ha=xe4JhGYc5) z3ktyT{;9EPY!a+v^b3V;t;N#@gO_YXnq+NR8_}-^f%Ol;S+6uFz*uYPFSga}o}c{5 zjFJkeS=X!u@ZM{@Ci^X6LJ_dXH#EkZuUB%@Mam2FaQzv|3)t^BXQ&C#A4^)X7=cSZ8#F}Ia1MxmSN z6Y|`d?LXjNgeS7-yxkHE{|=i<7yYja*Onn3k;tXhNAe9oKQSCvBr?!A1TBGFvDp_$ z$g<)a(3()Ao^xl@hsq0uO7-F*y^07>7_aEYF@&K?8EHDXo{>Qy-#tRymBI`C_?R}E z6Fos>!ja-iEf|}yfAd&pl#2P4l6(~fju7D5CT_L6+mMW=e`MX_3R*Mh%87$_6Sa=~ z>@P3GbXb+Ks<&(@>uOd>TvpzeyUe{}-LV&s29f=&9VkDk9V;Pvj={(s_ZhF{X4Q(~CRKCwp1Z z&c;P|e2r7IVYiQ~feM#toUc0%4iUp^6;R3I70d2G#EV%20aiDdG4d%$vcO#%b!Es{ zRTY+_4Kzx8Ah8$phGLy)JmFNVk?JwHXfC%z0w&d;dCWXe$ZS1r{TcF8Hg521hFI+K z=bR6uX&(IeREJZ7(if$FriHhpv(#|3mMCk=;Vd)_IP6~V335ZAS~V06!(Dm&Z5EG_SIJP%vzOIVe#KEMNZdV69~EDpUcXjrM}vfdo%LY*lLtQ!X`WHA@)RS zg_2gH9GNPFT74KxsF%PQD^+lO%&!9;naRY)&GZvCj^D)|^=m533o&ajt9HLh$^w|T zvQ_e98rUZ)$~KjsU*$)F?j7CVTRfFT9mwFfS@IZ+8p*5dCn$ zFY|&+66K7b5nfOhFJ0aylQ)qE`rPt7_fpvnLiXh{$!>+VL@k=DlY3h*r!siu+a@`6 zRFS4)319ZF+rP<R2O*_npVN2){_#><3BPra3f| zL=eukT}^R_az&iUeo z=}(A>cNei}3_RaX4Sxrr2)KvFQ6+rD0o%`qGsxv}plg|rSkJk-kf*Gtd=aP-sxH!0 z2Sx4iPr9H1V)D2$2N1>0D#E)qaV2d&`XktMZr1P<3wuu{{$jXZ_sz=4|0XRzr^Frs zcj+SXA|p!>$HKEv3sn0Z)n>Ei#8szt4WNC;iTWn_c9=#qdX+99lR-waC2{T1)z@ya zke5dw5&S0j>e(*fU8BVio$AzK6t!}Kj`yhakXRJ;eV%oMB8IYZqanOA{rXgk3q?<^ z?6IIzW$QN`{NAdJ3e*-ywNhtl=gLv=(SK2G*VP}D9$oUsS6rAV7!(Q+`yKW>*Cgp6 zccLZlC3ZC4hs|%=XJdx3*wFXpfgN8s>tdf0R{cHR7F{3bGeA-CtF+{~QC07QN}5WJ zg97?_4Ju38*?PP;+WmvFHfYY(t!*Ue5nXxL7rR?$3v*P70i!I}<>nSUe0wcPS>=a5 zrtZLTRMz}S>C^+t>ZEl)@?53)4n@G;0eQI}8=O~;m+S$ba%Jpawp-T-{U_Kw4o7}| zrE3qW?}*@8WdYPEvv=8?y4PICr-Z5-d;e!|AVjBOEY34wi=7MO#xV1l3pQh$C2F0@ zSNk>7edTwWjA-8 z%$qrH_`3{T$C>K+x>=9iKPq#(=2?j!e)K765e)<^Pl^9<{7(1hb_x|YXnBF^N^UB^ zyRV%?%#9WL39wOP%2rIAnx4>lNgU1DRJ<0 zN~W*RwBV2++fGj)6MJ^H4$diT%vaf|jVj@-B?Q+Yi`4}Sx&Xl+Z_@rFYt6i51|%%_ zWpRR-eCTw$g`~a;Iq>a_2YY(nOiuD5t2oo6=^*_y=W9rp(`cvk_hB9KkwDQPUXj4S zqEo6Zl6)2W@-;X@8PVC!M6hvHn3H>=Eyv*@&lW)YW&872jt6l>yawXCY`Hm|$?Bg- zF6koLc%wAn*JneMW3y>VVMLZFBP*bDmhPj)%yBDg%Cp7$ZKL=bhKZsxKG#5`PIY3p zex&O@>SYNR*{|<@WMDb7&eEqdxzZ-@lO`&ms^t!CyyFLQxlES5_C8u$_aftqa1=({EK@W z-OE*`M~o}fF!QmXW}s=5YC2Fq{PV<1v0{nO>fzP#gb*vvGIk7X54w5=wVELQx9b(4 zi8_z+*%x@8>2L;V4Ob8Jng45brSQN$k;M(UqP)*@ou1_kFU1F=;w*=RGI!oL3C3O* z4ROS(w5IvtMqv>*8*-U<7JBQG4&W%UOpB}yQ9!oH9{F`YR-S*afrB?%=WM9`!{uQD zRK*4jCpV~uOgxTN>4Z)jHvDHB%B@@xpz>t4J~EQxqjskk5~rf{+oRvfBoCaPe?6jP z1$bqFH|VP8dS|Y3ko4|sFbrDl&Zh`CnEeF3k1dGq&Rx(r?#`4|t=ab3Y^&3L`f2eA zW3(+#@{)ZC2bCga^$Dq%xMRg57~PY=e5f&HbHmP_Bt#KiB9jKuCUrHre*oUE!AIcw z+&LVJyA9%WuO5gE)ekQUnPPT4@g{`e*gV?sRwq~2qT~y3G^d+q#E2cOx0?jfc|ByM zA)(DWZ3K_#4U&xXDUs8I?Td@Q^g8SqE%2$pc(7jVUs*bXfxPM5|7|y(To1V}CdlJG%ZA-0Wxtqsldik&59|FSOMF{2*208>+)=LQqWIOT zTw2qwzkU0J78yor!r|G^qOe6V%ufOj+N%#nDIZ>kur>jlAaOaMsg-GEag^>qGRggi zO=mkm-uv#&JnwwOlybU@tQFb#yrI!_^t`3!EjHR#t18DFj z(=Ds~%fo?^GHgOkw=aCuRcgQ-L zHZj4g672G{2PQ`6KanTQn+Vn9@mR5LbXYLBD!tU4_E0UgmIR9uXUR``)!;&D1#0!L z+v`6@oa@rg_9*2hD4Ugq%Zcj;s=?`x*ohZBV5K&j%?Gn~VsaYg-W!$H61_TeF2EeO z)gNcRv#|t;(4S6zd+>QT(S&JbSJa}hpqq(--R1>&luJIMboVk|$t1>J{zu^BMIN@T zcYeT5=M(NVQhf2rKHXu@!|N)Zxw z5f_o5B&9jDN(tr0$)LeKq$HV0v!+4c)y-A;=kk?0@+qSc0|1{J%_>UoVC_(j>u<_5 zSU<^qZaby+kM9B7Tm@rvqEc5YFE@t__XiI2f~h{VaH0%uI3$zOP`P}#tUmAxM0%#i z+a;N}nwf3qS}TuFDJ&`aaiQY(YbGra5%^g`E3DLJcHMG z8#JBZ3;%RogoUJTsU}-}acSzXnv0ihDB13|DVJf}SJ*h-9n9vBNB=QxuP*$Ky7|5s9)r=>g@w&YBwl8j<5Z z<7l;m$E;;L(}`)XGV=?te1?StFit4>C}2p#lgc^ky|&8DXk(0L|C((bTPx@}ZZlF@ z^dms&|WLp-m_(Q7Y-16k$3tFmi82 zcrtc-MQKv}Cz+VjDB}^Q2GziW;B3WPNAmHfydo-T4+#=o`eh1pR{_B$z;;v;J-%8$ z1kiKo+g9}c+NLqa&R`&{7rOWpPimNx0MwV?W~8JRSrj1KGgb08Kg2o=Nr&nK-&<#k zPWk*Jixs6BLbs}%tasc;3tc_G<#Q{I(=sQ5HR<;^z9?)(PLf*RDPr!bE9gC`gH0{m zIr8?ZW1;E@I3%F!gd9hCPtM7!{HjItv?r}nlUqP7vD-NPGytLZ#Dg?s!|5p1HQTDN zLx}a9lM<|itZ}kP8>4vfDIBDqtJ9+4*j2sovoXJ<#F^c;qeb}Y1(Xfw9zBb#4D3HM|;w=-^4 zBBAh&gT?c^n;Zl0`VR4oa>pjkS3;yX;<{7?l2w6yR9WiBLmTJ~dQEluN0dQ6tS4p? zGB=`1_Jv79LB5X974E}q{qiX+YiURHW8QC5Kqk$|xSFm#M?!9+EJ2Y^_cv4^;LN ze|DpH$Fk1d@!EW?<#4yctRm;?rP8P2LN6p0y=%Pjv$j49htXv=4Ks)87{QspcceBb zVtzAB%KcR^Cru+?aS;`Eg9*V{qzg$dztExKrG$y-b;3tUvTwt9r{!|*zDNlv{?C{U z8{|)3U*P$dF@Nic*UDuOz>#M(Q?F6M*S%S7w|zeM#T8X&zhq_fj6~tLYnd8YC^*UK zHQWU@1*Ri#g;W~ue}Lc+MMUoH_BqngTdq)HaBSiEp2}+Gg&JxdV~9s!;4BS;7Mk~? zF26BsKt7@V?!5Js0~c+DP$)Uc7I&T#l7Qn9iS-ygck|ZN^-1Oa@*o@IjVDo}@6UU{ zlRaR~dD;h`W~II8pWG+Sm?Ok(Y~NRs1cJk9_R{@>*!owucjAgmOgGc}>6fVlNNWFD zG%2K!>4c8o>2iPl{)zw(Ot1M+s<7@D+z$D)yrAddRx#m+erB(htb>iAw zo!dAi+i%&wzG79+z2yG+>c6epdAtHDF%J`5mul8#ahrkA93}Lg?_x`8AM%nQjTgl3 zKARMnwyh^lw|Y=#VzLtwpIW|w8P7WrnX&p+eKr&|L6JX(y`Qp5-1qHU{pt~Lq8tpK zeS@ue)XvqCv3w3lwqJ6O>1(%-f_@4yxCIa6yIa#k^R^mr*uS4U(Zqt+{2r3Jml;{x zf-SzOQc3Yfg_;*uyT1!M%Pv#UJIB>tLAU(s`M&ZPx)s#b)Eo<`DE+sy($(ttccm}x zTRF$20LnGy^OD_by_4x&KtROW{%qtsB@&c&!_J}2zE*`-v#7n+EdXv7_wu)uadj>I zd@4ZJb%|>i>Z;JYFStGkbPI8}AyfXgT;6twoG=JtrRp)#nLjt^{ zlMEL%F`L|WZQ-IBqn0hs*JOy;HhRaIAojg1p%Q8yDM{y$$##DygjY?T^X!z7?sGJm;JtO zVKeL7#?;oM7{g&tf1&q`@vCL@#@k?RPg{QwfJDqZR`E~om>`@blA5ZYtYNh=1wCU>3V2u zkj{)$F$!71D_;hIOYm{sIh?r2Z{Ew#Gjw+Ns4^Gz2j*r5T zj}OWY7>{m!TEB2pdLz81l#?t;Fh)I1XFsPYHU*?VKA?Q?;pCM-qD~Iwp66=pPGV7r zH*Kb0J!-)Ev7%jkulL>HHBxBT?)w&4*#7}m?k(NV19^U*t7d?E}N;J zTPPa~G^!t83=Y0I7CAaK+qV!oP0BEjr9lHCa{zqolWPuhjZYX|Tr%##jKvfeYEQmm z;Su-TmA6dJNEn|Gmps6iqSo_hSHG^TcZ=sFq%PGMMMqIY_p@-X*KU_i%77chBbgGz z<-|JO(=BaasXb3cpV8)bs>!iCsp>OsuJ6-#0^UmvB_xZvSR@i7w%4*LoL1G6l;f~rflN06gPxaLM=C*U3pg$Z`1+Og(3GS& zFWuYwEO3^Q#`eQB%xQ71(TsikK(Uhnty;yH0A#R50*TIvD_!b!v@NM_sbFMo)-Z4j zFPb^EQkub))jCfz7n@KE@MJGP0^Qkq74K75Xml?$8|2LOY2(mmRI?4I_x1Cl`5*fi zHgR6JFZrgA6=EkgQT}nVhcRtbAp5Ywd0EkOHr0U_a4+?(Cotm@G=N(ue6Yzkcfsxr zr&*K$`5XhW)&ZaD{t?FG1aeGx?I`{lL({>)Nkt+oJ{K93X;I>1VBO$!bId?L()QN> z=3b9F{?BnC-n^~km-9=Bxx)gP|5To)(t@%b#JdpR=GHYLju4V~*OI^{+ozkG^%n+X zYY04ybz%jN(4O3I);hOZ8VId?UXaAwfSC9_w*WCQjjhrK^eKL0HAVB@@ocRT6R$~f z!!>q&ehJHVj)%~#;%CjGyZLxN>Rb`+z3XHlCUV=C_T8Wupj^G~wW(zEiC>>CW<+$a z6|Qty`W$ck9S`mra75v;dkV4*L+!lUh@pVVURt(0soiUtpI0)rlA2M8%m}5}I>Dp7 zLD|vy`$vBkxJSU20r?znY(L5d@`kFY2j<53fIhZYBT3y?lyah9+oZdt`)7FRXTaJg zIJH30HUv&kz}>p6O9n;NJ~Xm4kN?kill%vQ2cLxF+wC2%Cn>}t&ptWl@J};qNeV&b z%0HNGWd8;$Zf_rWh#uwep%3_x?`fzl&ZpX@XObaU&M0CL;V0TD|7sbh&lBZWa0EZ@H8w?fwswSK5c7sG&E^LE7f`H$MqmOyrK zxWafJD&QCSt7`v#E77_0?5{2kb{{j}pu9RIuaxaDB(CDP0_SRmo&Qoz>aUB4b?754 zr8_=Y+QnV51%Cwfv;!B>0z^3IzaTtj@66j&hB}|G}8K5aCcDHJ-#_0*Vu5LeJ%ew zz#oHj7X%{}9{5ODXc5S%L#1G@X~t6@_@HB9=mH;{J+FXj>A{^d+wc0M_CLy-UcCv}6$rNXmB zD<0IaXVH#^w|+=eX%cA?(~J?SBFTXaxIi~r6YTbtlPNjfCi`c!mJvB^TD6~UBuF@E#QUJd!K=@9Z#dVe%kJcp_5E>?rS}~&MP9CxzsJAlX(md>3e z^r_e)38=Y`ogm-W(<AF3;D5|((P57*sm*>2i8*L}jJWRZ@ z%lT~2?D8U*6U+GvZc!hLRo~=x2PnN}LT6-w`_`$&*g7*MwR}m4`Y)RG?-hS=>uSm2 zE>n9M5+&##}iS3{_p0nO}#hLJ?Z5AdG|WAb+Q22!>cWKIX16t zJL*t?XkP^`oXfn??0caR=@gR(?#n%&z!Q1=v&FOZBEsh^$A7)IdLGbkLc2Il0{sw$ z?Gmn!dqpB9i~saBCNaW~-w~1&7|5zbu{Y=~8SmLK(wHS{=Cg)>4T|f@%wtR3x))!| zC>u8|1TmO|R3ST)JA-cM`V?Y;N6{xp$odax>3rFEg=-27al zVIZHYV~@t$b`kfUC`9Drza(y_Y@^OdkaVDIn+?9OczPw?mFb7-L}4XR^HGN+ zg3$fAbG+nfqN?71?zd?r5;Zs}AzZWl*5Y0fy9mfp0>GK+o=XCPnmCc-dWv-1j7z-; z=)L9afO9$xZ5~>QkB_(g3FF3jmEn}pl;y=Zurb^M)7od7wKdQ6wrtTP?OQT$A|Aqt z@f1*?hD0G1xZLx#G01F`^=&0hi2xOQVm ziuywr&jnRkR+g8WyHo~OMsjpZjwo%6Nw#U&TX%^Z_;4rlyztqf^cw&RNEmt3R{3v{ z%`a~g_MC3@Hqb6K{;zE(#L^obT;nUbmgfAFx%YwF_XxAQQHuD+JEVeiDF23LQo-2$ zDo`UXh>n+4_P*AV$&E3Vu18^U2YsepZn9*q=tsDzeCOMg0s2`P;elhwx+*0>BDK1G z6LeJh-LmZ<-Wr|srr4TsvIF*l4L`v%L`M4)te_FeFx=7>Dfb$sAf3WS#X>x@_6j9| zSGVQG`h&v=!niu`>Q`(kgxVe`k4KC>SwQ(dJ1IeQVydBkeq22IbYv~;z$1L8^cdx` zfYUO|=(BpN+@JY{bIt#|cWi zUYj4PSYoGfSrRO>uqn)CN{;#yPx^#pZZd*taYKChnxO>Ya%n;N{OgqUL*+|dRAcMs zx{nEIMuV$uNNQtGITm>E8db) zin?pnysX^_pqsSdy9D_~FPnmrQYe?glrP{cW1FALMU z!YNG6|FOm13|8}rJ-L2Znr|0+Y|-FqR3#FuCNJw*4EQW{CQI@?jo)f7(nF9vxOG5= z$Zt2rLJhM1ZK_}_3s=U-c)ac@Ln&onH>Lt!90UyR3MRDT!Y=1~dr2=1VU?EXbL&u& zT2cPns6y<*otj(6_xM{okJKg_^07 zl77DJHwFk<)B7INu5_#>HVMavc0rl&?AdC-8e{D^;W~`YbiLit{2vkwG;8P0W{w-5 z**%paYo;2jOTue*`R^_ut03D5R0vD)iffTeQ#xkAFDTn`8r?zhSoq0fQTTs`Zp-v; zqrG8r*i#kP!tTq!k_b@J=)IIvWs>#Lbjft|qWM8=Az4_iuGM*6xa=JP$(l=0anUZ9 z&@?PT^{y|q1||53WpD*FNCk2k9ZV}HosSx+4SoMT@qHDy^^wqMq9)fKw>@Zf1N3-S zQtowWD~7VwF;;vd`{Tmc7W}`W>8-0@y2B4XYyvdT#{@Uwv1duiIHY0#da@#_rBUoz~0 zn8`Kr_v-zEcMvCJJFQ7T|}#oc4EeIwZZx znEMcfcjB@A%EDqT)cn4kNl+lUKj5alk@?>-D!csE;xg!CmVQxEI?w^i%2JyrcA_>t zU2IW4{h#zV-PWHX^;Is*6Vuy?XlBm$ku0RSt(7Gj5o&cC`^2^Er`@l1dA=`?SPwLx z=v{rl&ws&bhCFo2m?zmrf*eEmhKxZPvY$|lU&iR8k>@mQWq@4h#aFER;*oIu#KZor z2_N(;QKoOV)!5r>Nqf1o>bm{UlyWtbHn#o&GYu}mN*EB^6}HGcZ#MJkCy#a3<|uUE zkQ{I_v6TX%@-(DFOU@DGFd@<7H6GQ@t>4O7(yX>o=58G;LC9}qHABrDRR8i?SQPZ< zBM8>GLsVCU@piwhY-8(Qs~k&_$=oY>zSjRbwICr&!Md2QUlV3E8+eBpI=Mw7 zSX;$zo_Vsp<@y#)@Y<-7npQdSDf2m$+U7`$<$PmhIcWHqZ|OFztQ%ql9Zj+VZANMmkVF&i^ky8_=xy;7+TR9V-i5AZ(Uq8vY==WEk z@_F5^u)$6ve^)|hOz==HgH@r}d-|KeI1phMB|9)e{cR?}$aM)h-3St`nXO9d6}Na! zWc+%~R)vCQHt0r+TboDRUYZ}~{t&c1;qeZfw+2&~DsCiB{jrzzT{q@tR{KEuf(f!< zCycjPv>%_Kri^*^Tx`kvi3{{C_gaV>B@5IlsZYIYUcZ6 z(~hAChTx=Jt)ofZRtWS+3)3f`r)j;f+26##>Tfh8F93ZL4E-C&WG>e$2@RWHqPy0; z8oaCl1a?e&U`Q`O?tRm#NV`Ws&Kb|ZY8|iRVpBd?lNPVL+YP?O)2%1tl z@>D(W;Q+6$@!|?M@Z}=y6sXkJ@w*>mO*hGu)0D$4XgwjDv4p~DNntIe4%aGiho)}~ zrJQ%qK0tUEu-0XsR$2x$Uw!$gDEN#2MX~n6T{_sj8 zc?99M0_gI8f*T&x1RGhOg6a=JQmD?e3zHLTV(U`VU~qXo9z4Uvh%4r*bFUqHD;DOCk@oXbo~w%T$f(~IJ5$pAsPbLqxuzE`9(DWI(gTQq72?&@CyINX z1B9ABz;O>CkDd=)I<3FuN%Kpyc3RT58wW(nGXqVHq39Z`}sMwMDwKeK}!IU93-&97VC zx%mQm=32?Qp3p$;LD#*KnQ_CjLH7eib#vx=fFLLKuHS+2ZB0~~Yon>Z5e4UO);!uUMW=ERK|RMuNz( zRzE+GYJb;D;BLL_TDE-6yp#Dy{HWG0qcdIFT@ZV{Ie>0K(dPDpJ7JOukc;<%68)XR zwV1@r>xfbP74e$|lv01pt~ljmQ0eXV*p>#D#39qi!zpdA*P}x226Mp#rz7(>s-Ce+ z!~=1w!2ILEV7s%uL(AEtVmEt_r=zf5wjJ9KH5a$r+f;C?DAz^1`uUCKKaNSTA1CrP zdF%UBBUk9QwpDV~d8vQK{nWpP-(`MK+zp}$nB9_TD>Cr6+B-d}+3bK?&bU)oyv%-J z(S7*0B3&*7a$|_?A%hodQN{Uc*-COs8`7(a-XCOkmFE6@%b-JSK<5qr7r}W+0B!f) zUl*~zerds0d7H^rHkAb7*{Y+iM$+Xta_jLH1+z3L_UU`kj*H}`rKZA|VwsbAZ%qdI z`x8j#M~Xm8hb4%dp@rIi+(KTV9jb!dyI;ut`3f2bg=3!F*L{JN|!-yQ6zPYy*}N0MTW#WOUDRvKGMbo{kw{;56lig$Q- zJU}UHx73_KXIhIXzJfmOz`zQ(9Bb@J6_)!#T5SL&O2L0_g6OgSgucL##Iwzk_HZ7H zx3EFeHVh@0gO)VU3Y0&JK*5=mno?D07QDjqfbPipxUcX}==wD00jaV$J$-oV1QV&g zn=}ouuzBhBiJ<6SDC|`-UM^5Av+nkic60acHMnX4H}bo6mkoA&5#YccJO-r?T?V>Q zbKm+O*~V*x02a_~`OHt+4Ct4t4zkxOGh(4%bqLk#Ior43sw*ayR{mkvnxA>K3=;?` zqOVw#l64$^@Q>~dc|7ebjX^nv?WKL8e3L0o8P)b*-ldY`WOdGm?2vQeWx9J;_fP-W zwj)ePJ2p%pqOd;wk(^@N9fkQUUV=@Ke@PkuWPa zS4%}y+=yDc@e1+nnCp|bsJ!i!XNo&V6x4a=7n*;cufC^<(fGzwPM+Gm0UoiY4{^

LGbD z($gM*FZ1?VaRd%64B8Ww0=S`!tIkFOC28s6Dh{m zX8IY>DNAHjos&6$G^Aen+#b|pMS@rECalL45Xb82otcd*I}KHkDRQh^-1aw*=fB)S zceFn<&|%Phc>EV$(DRX{qWT|6q!PKh0G=Yjep&7rT)7?!`Q zbA-;LD%D4}7a#*brZSD0uk7#;3=W)rHbYQKMnn*3yoAVT>MYfTlQs*;Vo^lt-8Big z;$*$`L+6WhFPH0ZQ6=vGic{r#hRLY@5ScD^mUBC=#s#-Yl`CTVfJa0&oQraEW0AWi zUag5BI6Cm5AgXt~Za2P`W1cZ~bWcD3H}p8Bn&jM-_FU-mlj>3XeliW1>g310xRbCE z@^JrY@TGB!*w@4nhMF6*&TJgEl2Z`XiFome^@kW7$GS{NfGG6Jd6yENPVoYGS6JP% z_ntfnc?aHV2_#*2b9J|q@l{&TKp*_G|B)%T;`F{RK|*@F#p-FI~)rVGt9|Fn-Lyl9e%|pxi zj5#L>|0B!7<62YQhZ?=Cp3OFRP($K+kKG`1*HqENRij$njCbp}=-va!I0B6Ui#Bz* z44WzwI)1!jb=A&tx5J74+s$P+3tYY(e{?5#PnEgU%U8{A)rGuaz@L;zl*L$n^Z}_N z@a?>tNkHw&QtLC2Z9l9$3~oObv=2Md&rtqd7`at^uiroJ25`P`o*>fq*!cSJA`b*r z30pe_MOqH`VxQA(S_&8aafuZv(OuIZ{tWQ}QoIR$X>V^Lz*}AiNFHB-F*!1%Tmo@g4osqXaeC!tNraYNPJkWPYEb2f9nKdG^`O-%>b2)g zeYf`_9W|8n>LY!691o&^k?0I+>VbTQ^O$;% zFtbOkGs9A#0`bF8I=tMV;$d@Gkl-?E)G&`muTW>CP3}olS@Fk21B+=%PBwtVfb48z zD(zZXTP}8&2B$1E$9TH+jp8lF_E#ZBFXor`bSN7ImO zWBjv9NVLM|mxk)yA@>Ezasu7CW>;WB*bV}bCAD{rb_#`w>H|<~j=B{zn*5l770Z3k zy}Q~mBfj~1HLNs86cojt;Aj zIM*ckfhr8O@Dk@s04>1)&k5<$#^y)+j7bj!QlL(()I!aNle{BN4eP}dD|#b2f)sSx z>9FLzA@r~pKX7v*s|luLZ#}Yyb3C!>NF$rXw5Cl2nG>n4i*$ti+OEg~wNxT$-4%Id z|DfUz?;=2uf4`~@T%6LQs;DJ>q`UK(flo+J_}&r@@teoB(mb9&?a>3X7i8>(Fq#T* zBJND4-zVcUq)A^jPCHCqN^0-vSPQZ3ap=|j-;e`5R@&kwJ6Oy`fd*#ogWZ*|(4d)7 z761FLGWuBpILX3|ii3&w5B;@!7jpxRzDiVY9$RO=pH#;mb3@N+Pr2K^>JQlAEju%0m;>aVKs*n{?10ZM{@5s$2r z%OE9hJnxYN??IDlGkBU*h}J3owGu)lq%E!M&mRDT(6R69R};4(F1id>v~{BXx`XAm zUB~p6mZc;gixZr_^w{wirlB(Aj*avtk&FXA3bx0;Hc@fItWBXM@6R)69(9wMKLDq$ zlX+R;Oh{Ank!JVsvVkf`Xwd|kRvNo5cYXNjC2Lt(W9Q+knp0uK!ECXW#>E61E(~wd zeEhX0IA7`%KHQe8u;KW-O6V(P0>{|C+^eoaj^MQY2ij_}*Jh^fY~MosDJ}uAo49r0 z0LW#b9G2U~yG4o@>{;TEYL_V4m!&8&c5{Yuy?xFY$+flt&Vm`TVBH#)d>~B7f3CY8 zOE2h&tgGI`TGVtsl{<)7s-W$J&#J%?2y(m3b*nj#dP&KnR-vN(0dlV2b3kxu_=q8H zo}fh-ckQbl*q)MdkIOpmU?1tgeEf-gabZjqkNp+70ZxNd&k@~Jm)3??cl_XA3gvGq zr+x5R6EqOYElK*Vap5huj(Gu3!N0$-H(Tj*3MJ2HbHpH*l1C>V({BSZdH|7GrF|W$ z*T3hm^>{(gF4uG(=|@DS`(BqVq$L7>+`CQ#q{m!pi=cAF733dp=h{&|$ z4}*j-rQxqc9#N(pPzu6~aQf3I-3Wi&RdNIZWAypv;Y zE>RhM-SPA$>mc}6c*OHkskEW`ASGm97I+yrA*$Qkr+S-yKp?lIxs$dlN@ccq(a|@b z#}tI#aCDY$u2$>q{s}$0Wm&~l;!6hS^(__wx!xod2@57^9d$g7rHcIYqFC%vR*|s z>{8E)_he$YSB6kCQ6jk9{-Ok@b>WN|81b}1Z;JSrt9Jz}5~xYDX2hm>t1mJvm~mGS zg`n;IYi5oa7wc3z8ii(EF`|uIs$p+t)6FYOEd^HcUy4GwvAG=*3*f`WU~p8o%^X|2 zFuTX>^%bY72i<)C>_tQ2=(-NF9;S%9EQ8>+ntoy8Z@;#?BiW7CjzVxg0*?iz5dvQ^ z@Wp2z`K3zs`VJlGevrMj*0R`;+5S4tm7`MYBpUrX`R4J~1Yn10pX5{xzT-mVO_zrv z@t=f?ucmcao$nreWMvP|^)f-%d=ouGfYl2Z$4*DPp7h?BWnh7=T!11K;qe9!^xlVM z`%h$W$W^gD%jwcyDMH2G!fLQPXh)MbB_27f4de_F;i^S|0GU)UeO;Bac^#}Mt2?sdCZdycOF_d zi;X#p0z@}B{A`F`)-RONu0zk7TxXz8bP_^O>A9&=oA&0JR@PUY@R{` zsImE|-62cLl6Co$b?HzKnv0a9OAI-XiX*BO-#peGJR4ah@3W@zjR9I?mVJpaPu7Eq zcD7ainE`CB;9l0sH~<>_6~v>+IUjkPuHpG0{YYwz{_Nw$IY%IPObS4csMkPGwL2`( zG|C{}+e#0Ros!|Jj;ER}wYul5PkP4#lU!5Ma^BsW=g8sh zcHt=Gk}fHAsr>Y++Vp-PiYS}|I45~`@ofX^4DEE7lSy|VxI)>f50><`6O6pHvuN6j zy)w7HsUS#JU!`X`Mu_;DOY}HDq~Kk!X|7(^#JOSczg^~ehF(@9Cxp+5{JELFwkMul zkrYxPoDd^Esky*}nk26VixAEEm#Cl5?!Op2)jCq@^{jGsBz4uEekp7j6`i*Td%t^~5}4IK&e zLwEL1rQ8#?%QgHgI7;Mms(9(MYOCcXA19_UbF;eM({+<`dfr`y!DXI8?LN;>!j#1l<%F4GyJf3iT0}?v>ypbIN zCO8>w?E?~Xyyw}#7uVa|aE!#NRa;n?{j2GSmjyQ2zBh^^X~LVaR~5&ofkLi^oma*e zm@%ml$d;ee2(4dDH`f9JItPR#DXA0<(E$SA5|w#cjIdAFM5FMcD&&35tL_V)eRS<| z@p+#`RbWQ}F&8pEo8{*myy0o@lp|E^?dE&{tb`ALcp}%q)4VOyhmV9bN}8Kem;kG9 zL{;VNn2tM{ar>yMw^iwto)=A)z_yu(>I!d4G5xSY$I8{+Wa0QR|3{iKv8XJkX=2N0 zW?FDUGZbv(2FoHmsPbnz(*!vcN4U?b6&RgtbM^6~tP{3P-Pswgw(hh~UY`re#p<&2oGgNWIMG@Lt}MY^8G}7DrH3G|QR6)OIxPj`3-} zaIwR6sbM{OwRR;b;Y0>u+CNP3-&XnR9dVqp;!sim{jhcX8XdjRMPtc;cypguzHo3v zNLA21R7gS=bNk4Jsqm2oM@4R}-OXIjjX;ofPsm-uhi&xf+r;tn>#^HH`hc0>*gt$`@B?L+`*k`2L^=4dD}hp9fJMW5qWu=t|~Mg zq-y2Hvjknuvx%tA+n9-7Z3-Vc8uKf!9iJ3wan1EL?-kO&>XqMIdC3#rk$7mzH+3^6 zx)@mC)LXE-W$NX<@1H?uGS|5QJOjNQn zf##^^<1-Gnz~X~)DQYD(?bMeFt?GzL-3StyAkr%mTcbi5S4OR^F(X#f+UI?GGl5D9 ze8dmeBt%Wo@F)iL$)!}Ba(DrMRv!hU_ zto(vNw`UD<>7tO#e~=o4K^iQ&hl@=i-efT^c}F{VT5$zob9|Vv$Gsl#5T1kL ze3}A@dF^7)N8{=retz(HE;=!<&Hf#uNt7<;ui|!{c^Ry38+ZY(-j-JAmn_2d(iX+T zKY4*SuxhdG@?JOj=qdp%Xo~3AhaPHjq*PUA(PpJup6my#nV8Fk)$^PnxPH@Y9<7q4 zS*X89Ui>Yw!9cIXSUId=NpCvxIZ!yLQupTj_kW+7PZlS6zR?CdJ!{}&Il~Xq_ys!l zb+O>|(#LhBjn(I$EuGOds8+n@dCNY?RjW2(XL_;#alc1yWnyMNbQzzl@k&AZGI}BJ zT~s;E{9KdIF`Y*F+oY>ni#{sm`C=)?Lr*ey`J9=?&dGXRQ%rt;J{7LQ@Ru{Y_6$3` zc1$z|-E?*f{hq1^C*K*~{ zQQ{-sy9>$KZBv)IaCe<*e}NhTO4wdJJJHHqyyO9C_9--H$2?K9$)R1SmX@jdFw!tv zlz5NG;>s3G8Syg!Q!w0H_V(Gm<-f^(wHtmtOnYY1k@dn9?0A8Jwb`w0)kr?Lw?98q z6zOIkLnEG2r0=sji4yp6<$~4dlfRgletwJ%4K|PDEE%J zus~fJR;NoG9OQicn)<5#ml-bXYV88;=74sT2H1tNU2AN=9?cN{9xVp^MUl9sDm!oE zi^}C!x1($Y8@I*eX$3J;N2V-I_){END!v82;FbZx7K+#|3aejF)-N6*?*CHwfH}~x zcLmsT9exE($&1VH^)g?%>Dsn1t~3beeJwImbKUHc{r8sZqj3V%)!EUlty*})CQOx< zYSVby7;fCe=8#dcqH8A(OZOu!j-9OI#?Kpn49I$<@?Xshd%G3kp8h9dKS_`fZ$xp{ zhb*-wdi@y^^NqizZ*1wXMsqf-7zpP!T>MDg(D1Ib8vdc(5${<`D@!qStzW8CtZl&I z`6qp+bf{uw&)ls+-dqD?0W4j7wUB;sh8K+=R2)1~Lz%WV)}Y43p3Fps`u`kcQEejf zXCfbda=i5Wdm=V{yFEj<8QWO0rWUn$V3SRu68^%iZQ6acdSv-29&Cw1+=ICH_A`U6 zWHW~tS;r<@y#&?!6}<6f>86G!()TFE#geVU#c{o6@N2?^0ZsaN$nO{fYf=v#9AKt~ za+3VwR`P*i_&2YIQ>>hwO9~mH=*-RUvX{-iF|Bktd$H}%9|qJ{>RTwM&3qmR5gQaxR8krz1o=R&HOI}Wrf6_ z*?85Pd4^1OPkZtLILG{|Y+eJ?H}RF5W04$V(0`le+76>DMW4ia?$|LAszm6$SKh5u zOzTIEODTAb$b?WuhM5FXYm3YfE^$5B^iwol_*wovmxmpR-yIdp1aFsR2U~@E?OUti zvPt#GKQQ%vAnMrg z*|(zD6d{?+r$3dnVJ2cUNV#GLLDPwg=q|gV@(-?CXL~15d5@8)?M1}hO@WDJo7LII z!)vbpHlV`H>I!uq{sZoQdD-rmoHH-KiC8?=nzv6i_*2Xb7D)kn94&Uy{#UJlLVN-0 zRxCKJ@lPSx1c#obnTTG!70WF>MKm9tImWI~W(coObvg9RM3`x4$^u3MdaKgxvVVi; zuJcp#_%V-TfPAmvru84;GNxpFbbrpOUB>^N>NK0T-OIa|S~$>e63o+OEmD6M!7Xa_ zCiQJEh5Cac=vQkXZu-InQ&P*dqbOWt$>mw-^YnjYZOfSIPpVcVr^d(?Ks(K==;Jpp zmxNDr=nhAyE7VwfqHwU~b@NeXebC zqd+=z#_KSl%ICLBh2=<5H-O5JI{$+VjDaC$H6u~d9EIN7djIa@VPmA?>;vWPr-2Gv z*59wK5{h>HVoG<@lTFQ4$xKix31pn2k8WARK^*hvU3U~8C!T2`CyjMe@&1~|EmJRP zDS2jodTpBzO$$j(JfSngJCX?X2I1DlC6RvUtEtV_s}FOZmJemMhsHsssUXt{OcQUX zm__D+&wL{ZQuu}YuQA0KH9C`(cHc%>tgTE;4kws$LB@2Kli`Cm3JUtX`nsh zb7MR%ucp-Dae)n)bw*gU-4Qu4l#g6GCM;Ta;luS?yNZ*z1wi zHy+L6hl^c`gcg!Z;Ebj}xr2}aNj^I#dl(iIId%kE=crix_y|yJ>^pV>^z1WnO zH>rykRyqT20wtI1|D1Mu+~k+>!7XFNo;J^EbG-4tcOPs2N5(w16)@%*hzM;6;(Xfr zC)V`Ppw&%OgO%z>Kb38^t|z zkael=QEP&En#iYh=~1!JljOmken(BFCzx+7Ry$d%dux)Ip!OsSvtGAPA#-wl?gti* ze828FN$k}>I87Abe?GBnUz5N;u7$+c>f+74+OT6jH#P+Ex3VwS zP&--D{grk+{Z&`uZw&Jr%^G*f4%?>pufdgjt<}lZi&aOdUQB;!CVza`zYY=j>(z zQ{d#)H|AmkgN`D#D%fjGaHp*+{$UlPJ0*h+{|smNM}Q`Z;EVM@9rskSw9Byt73!JP zxfYp}IS(gBbfcf12i)D@_!ti!?P62-B$KkH&4_}s{75}KF4yB%)D^-%7w+|Yp6)*zxbeB6(n&cX z*hpKxc+<7or~HeP#8szF?J3+nUw=H9RhoEQl=K|^94FB6WssT;PeG`BY$oQ{bj5We zeP7H6Q{S?6sR+Bi=G|V8=@e|lMnzMc$KR%gB&l$bQKW@Le<7n<@Ungb;U0~ED*j~yA$ub^5m?j~o>Nvgvh~{zcJlxGKu%_nAGPw}Zf+~Bb^90Q5tAjOix0ounLBky%S1z~q z{sukT?^H*7-mzmhQhju5S6*=8lkTJ6MeqxymsnTjA8TrwSFY%^>jmN;0Bv=V%>90eqr>_TF>4)G z=1$N}@u!9-XgX@wYn?lD;yDsQvu?v9Ievo(53%q2HZJ;>dRv%ro>z66`sqk(y!n2< z1ID)`Gm0h%1d%s-tT6u5lwz`zYj@-2vB2+PKD_}emG=t9h&VzB0+QNyUDk?ax3eRZ zg@3a+U$`e9L=kx0%O1i8A!WI6H_vQm^{Oq)_3%6xi23~t6`%j^>~<#|-S36y4U`T^ zJ8e^N8t|gH3(lEaX;hmQgIICWnZr$G)6V->G;gUkd(Le}-4>9bXU48!Fs0j&bLIZu+(EOE(AOo@GR0gjdCC zz-8>@V(HUcLr4rBJUB(1S`(aiAdcaTHY(#9Wfq?nYymO%-dfzk&0Z0ihzsisC(E%#D_?Xt>AAsxukp>Eb?`X%SBDCp zcYKeP$jJTsfmVq`j@ebqHjpic^fodOksdjJib4H;jFLJ(cFU)I26L)cQ#Su*zYw_eru-enT1 z>oAk)K!F|R%Lr4LY;bb8Z4Nz@+6WBYQLW08zlZo1;*!s5jze|_zM4y9lX16AzALX0 z6WZ^QW+S5iEq$srgoj^WJn&q89|ex7B0NTWM7Po$IJ?==Hn;&5R+_Tk-$i-=1f<=6 zcfz}{=L4ax_O597uikRYn}wqGhl#qZayl|+lwI;0^N~%ySgZ92*D(>T7LNasjc7rA zc21cNg4uD|KXJoIjh2}-{W%)hrDM~!`dYk}kb|U+`$wVMuhv)Jet!IGBO1B2HhtN+ ztaiyOGow-e-|75easko?EzFPRO5YZo_o!V_kDbg1J>&~B8mD^>0nJ{{e+`y}L|K!{ zswS8K)YdN2vbkC96K;Qhf?Qzmgd>*Q-N`4|sV?~t*O15m0!yM$s}hDoc^9VVFDO6L ztKVaIE`PfK$>I15@dLyN3z~#cVElg*nVHA@%gjv@{%Ka+5|pUcdMHXxdtN$IVWd}t z^80Cs6;^zA@ev2dYV|k$D#=DQ)Yi$REosna+pqvJvVq_j;`C!aBJIAEv^s;yC>863 z;B(2`5bVG;?x3aJ>#<71^v12=NP`=}A)+*-`JV!{`{CSV6+^&>HynSP#`5>9s)Wdk zDOdD0e9nMiWA8pi^9qq&v)rwnNS^`!Zda2yuB!#XzIK(D$2iSLpOsXpZm?E$g$~n- zHI3s^<^y7T5lmZI78>QQfhS|9YEKM#XFkMUjjAT8ogW5@mn&08nrS*C2qhCg6dc*h zjzFwSN>RdYLX)Cra!quT5zz5Dk5&om++dDYTt4OqeT3{erK_{#II>r>l9giNkdoQE z5zq!(;bJN%xdgEPH7L(L&w&#@%m3(XqUmcklW|fqFUnX6p>YhpHq` zBcxenaYHYRr;z(F5fBTCgn|WpvNzHSPM)5*{=IMBIHi{`d(#oU;dbY7Hy}5FDjw+U zQN1i3*)F|pZDI9IH8r_=#}@uM;4t=tlkx2=L9OiBf5ijyj3a;i$b6q(-0p0}=tjbB zVOnL*0Ss#cOPTVbrp=p2@rSH?13KbCE&B*Nfd5)haw8NClHk-pmG>Kj*Pk{a2;?MW zE<8(!R4heT3VD0r*pOiV-@yI)d4ODEZZlII)<6RnoKGj|@eo%#JX?kOvhmX;=e~foLZ5`1((k8mM`hf&rHXDHAZXO ziQD^0YiDvk-Xe#$sufg&``4Lais&(^UbS=~7q1tQrfTeMjsVS@I!2uY8O0G5H+bDh zEt`yqL0O^C-2ceZ66m72#HWvn64#a`Mk!bGd*K(IrBwl{#s1~PlYO!C8S|eQSPXEP z7&5)?+dpqIbTKm?zLldiLp_VLb-NV)L>e3zz0RaU!f>dynNtN1rIrWwp1fCFZvwzV zL-WWEr@6rLnioMdxXKvM7Rp)5WFPHhG#5tD8~O zDtQShm|(RWu=z5(^xvg+;gVJ*FvY&HabZAaBTw)hOnBydM8sU1{ASBY6iVZQ=|9)+ zPK}Hm>BW!UVL}^}{^p!*fRkfKTJrHq+iE9s5}fA*tv=(j)Rcr4N z*+q8{3~+XvGT$5EOC_`8WC|if$m0qyAv(D1a#H<>^UqfI@;gwK9m7ln{mv-C%g-yB`&j%FBiqw*(8Q+m=8h1$=8I>m&%MsMXM0Gdv#9>{$i@)*SA2MpYpJ>q)Qc7`dLF#Kt9z+Ifb)>pl1MIvCLGBoLHgD8 z(B=fFQSy84QiHqKLaEtWQdP!BW)&y88G6wST=FsW1`13Qt<=t~)Y{UwyDWQwe2xx{ zLGW*93#ol#YHUr5JN4XyxvXzE?Dm)PeI2XKEJ8j(f>h#Ee)BxI>h@ic4fY+!ooaPr zj2jqkii6kP1Xc9{YYW&}@G?D!f`R}19Z|y4Mp(|~n)WvB;|E_U9-ZCc3QzP}>MZ4y znT!|c-N;*)I1uM}=MA|rr!O|SDc+jf$y{)q*j(Vl{KQhr>+jy3{YYg;QWTIRP_ql8 z5b>((7UVM>?cR5Q5V=t1wuW2{QTY!z9H*e3h#&alDjGqh9v=4Qp93o7iB)D7BaGMe zRhDWM#I5=;v+|gVYMO-!HCyRi_6Bbu`9frEQ{aULw8C-+1_VT)kAkI5h0!U9?i@qrMUX zU)CH1RmfrcO*8&~asM>E*3a2-MlPoMQ=0y8Lf7R|G_zb$)p-f|mqSh45Me+ii5V*1 z4caFqru3RLrM~HaO?)DMLOk)g5nS7vu9A$SPGG<}ut#tw&p6^c!~GDW2y$GT0j9Cg z2K|W%FL6c6vzt&(wl2JOM|e~$Dpr~_;rJma$ekD{|+X!_xzFp7eb zg3>V*5M`uD$Nq?bln4T&Cn7B%QX>bVAUSD4VJe-Y8%B?m?%YP_Mvj{A-tX{>d+#~t zIaiNvD`mCSeFkLm$N5p<01@UF0cZuIhP?#wqfUC5J?(>J`t?WMZ-q6Kr-qlO`hdZi zoD;Z)QD%!0g%7a6jS=A<=p#zZS8AS+(ycMmD4B0~W1-uHN$0_uY8U`@ASZz>LR3lZ z*G9P#`0=3#LQw-3uFIThwEtug*yOlVXf*l6yK48lzz04&LiBI}C0^wu*3 z4C+qL4MH3%Z36Xx;v@INVQ@AY=W0(PdGLJGk&C;5SmYm@t@|*|>HRuS?)zH8z=va2 z{@Z5R$B@+nCDJJd(zVZ6vrB6XhtzN=iruxvja{a%yL^Ws(i^Q@w51GpHe>moNHx!t>mVvd!jhVlD)Ut()AfkN;5|zpZ7KFA*mV*%tNZ zSU=g5goKRzgxyYbyM0QJu#MVLGRDJO{V&o=y?Ta2tCaZrY|xNY$|Izd`{zuF;g|b2 zU2iSWiRu91n^&y{pncuNCjbuxiYj^CWi7rVdQ`hMEkhlpvYt6UG4}0;YHU-746;l5= zi^fN~H}8ezaQ2e3Eo_p#<#k55sGL0Vf>|rxb8$%(5ZbBwGWq$C9)78t{u!-@ccFQG z4dl$P{9R)$=yYEYv}}sB8Ez5SP#EPmTM)TuWI!bchUIr*E~0bTHhB{ZUo15Q%sqBp zd7W9}ZCm~9O5L~)&ztuVHEZtrWjwxM?NoJK{a}53ZtyV31MYmr?Lhy=<)ZgOmI!M* z3qm&(s&2a={09rnmKeY9zn)gEBKmeJ`?CDAG=TY0GXRGUZ?ejr-|#P8P&ga@1$?3vu5`Wl7B%nBAYePW z#zK;)RXC1NQbP568t-JEan;8En>yn}zbYTwV@%^B%9|Rr<7}|M6&sI|E}_Q zScQuv_O%c!$s!4(FyXgLG{{|eZ@8qBazx96)WZ$7&2pJM?|hu&SX*}OQu+#WX^zFl|9hcTeM4Myp{y8Q)Jzd8t*WU zgSuqM>MhWh-GK;v{BgesD3Q8rPL&`1ko0%>1;5=-M(lHP@yO57Z3Um`!Y7t4vH;gK zm96cRQK!>4j5<9Oi;G|S8J)XP6{v9`=z24LJyPfcgEW_I_M#kMK0~Q2xW!)BObmtL zRgX4;Tj5z>^2fg;O^yzY)XS+19OsC%6`B2`u>Ns1qM~y*35(yyD0{YoSXzKYnisoA zx92QJ@8%*3ECsub=#p!iV<^8-(>`EOpoCZxsZUag9yp!kk!pEJhyN7C^p;w$V8dH^ z2BvTg>SwS8Bz^veo*9GQF14| z#+-Ki@RW_NhPn!No6Pf^GH$R6^aJ`?4iGUYCnU?_T=hh;)3O!Q!Gnet;~$1~5K~uw zK3tJQ{)6(2$8(wfd@;BRl_`RFbkpPI61lC+$KxeO{l=unKgEKQ{mV}%r4RID$@Uf6 z?TwsDqJDNFgM@dG5m$iG5LZ@Y*@0~>MF1yp$%^nLt^_LW;&|C>Nw!&An0b;FZ;#c^ zCE+;eEVc8>e)_giSJ#Ns^v8syI@9v42i&2@+(sJJa;{86v(k3I3$XfkoXjVS7atOo zcSzzBy=x~|O+RjVjJ*BAwnkZj2h9{?u#ERyWb|ya(8A_`jINqFE?wEz{L4?Hw^J^Q z9<1%_MS-gCyYyy}q`tcTIZ^Mnm=;&^Fl)%Xn10JE(wMIJ@GPsE`m~l~{X?ur=+-DR zweEy`fJP|_srJI4{@y8xwNfol4+W|3naOi%`%`HGSo%i(HNKTX`*%+&>0swBJZ%JL zolN*wW&GV(?lFz5Sc9&2H!|KJ0=qInO^Nz=x9_4=_+a~m)maTHkF}mKDcK4~s5-zAvo5kYc~#)4PJp zd-EUiPm>+a_2FQ51P18cka7K2-2JacxXhnk>*N}2YgzfGNjGz$?mREK*0VRC;dwW3 zWu)X}?$f)Gfm=%Ppyz#Z77Ty#9?f@TZr#fAU>u?gW7ZP8qkEg$2`z`)3yVVQ?*bOWW);_jydwS!FMu*F|c&@pC4fTJ4?%_Y%$W;NfEO9Jgs0?5!IS)zD~9V(-&G3p9b*;a=b#9^-^53=E8vDTEy{j;ZKL| zY>W&Pt;r%zzD_^PE z(d2-2rz38yW2j?TJSjY`he&aUt+gZe%GO%`s)oX~&ulR=k*-(>U<<+~{h-9-gRV?@ zM8U<7B}(Z1SXz78t}IwS%E1EU&sq*qRV#2 za)Q$!OHSwN+39h4-aJ3=#8g#Cyi$%Jg4Z$&$1dL!^I#r1-IJ3Pc=oD@el@tH?af#g2WcG#KKFeZC) zR3yH3xKxujxf@!GK|}-^2%UtfpIE5}udYyt6t=!$mJCPRj{9^4dv98E5PZWOQqizm z(`T+RTPm!HyR1^SznVvK2IA`h(EGE9_9pN!g8m=Hdl)@rkTr~;)Rt>aCp5R~`{N-Q z(eQOy>wOR+bUxJDRae^lC1JylMIyFDMq&45M>pwCtVNd$44-5=w+GC(5Ks2LE}?q$HeT{)+-ozd z{*xVD;`6qV@gw2>HnO;>WPq=14}SD>OZ-~-xL?;o4S%W-`S-Sj=X0SpXC_XdO3?^m z{om_TQdW!4r8&G{!WwFv5T|{f+0Vh(-gRr^1TLHFkWvT@yd5r9-+kt03tH!behd5Z zE9X2N8qti_J_^!opWTZxJ2tfrd`xLFMyd88i~VYa3GsvGda3NS4JmM-VwNfNyGoYe zRr7pLNyVNL?bm4f?0YnnfM@^NjB#vhTNV=hIi?Svk9hN#1f>F9OEP{4#9++EP>Bzj zD#r$>1@4e5HuXlZQRH|a*4~Yy^1w16K4-|7-`gj|J!2>}S@I;w5gW-;3m%^bTag0ebg>oJfw2ebVlHDLekz%6ebE+wf3>I47e!R0NdG;K~p?=2K zBUB)A3)}F4sBoOH(KH0Unfz9gVch0$24HjvCaz)tUuyJNI$(~@J0MRRrnBB-&k?qH z(sh(*@PkV;0=!F4eSJ#oGoc&id;Km?a+z}7>f91?vd-1kG-^w;VRA41#?RF-o>Qrd zpGSaixpR8K{hTv19l87-+^Hpph*SO@}Z|R-a_Q>hwqx|A=TUjJwCP=lP&c7C8`LYpb z<@p+1K3Sbr@gHpXX%0;uf5_;ym;m~T-iL@n=$CXefz;RWR5LlQR@w;^oN(NuC079!ufcjy2qwjImH8p&HIzy?zdD@pV zHN>#&ODSSxF1cS|r+c}z(cQ+iUH%(>WF_WXtAm^zAJZtxnEYVV3!$w!$_Ucm6BPBd zZ)Wg&hQC^BpFY~`3bw)CD6d+}&AX`0jp#HiQlm8SO4RGxYdGgtUS0icm$`?L&Bw?I zjr~F*c1VvL%^9QJj+CEi)m*sC3kJq( z#s#@!an{#V0090zHsOvU)B&RICt@uNpW##1(FF52r^7w7%H z!HFOG+Cn$gWIp&1QL1wnHpF4T$-g7X=)n&~rvx&E8-!Wyd7wdO}NFvq2^8vp+yI$(@XxAoL0fX%hD*W))v<>Zf+ zr>f@ypA!{Jm(VuFOHNY>-SrxEri)K`|F(u6vF!NMcYofh<>k2mYR>F_hN5fQAdi1| z@C4qdzyBBK7MmUPkV`h%H29R!Vf`NkU7%A@pv%=SrGO9p`0W?t#UecX&sj|}4IgXJ zF&rCG>w0$s#V#-oyJ`d)8==URbZIxwp!~-MWcelbJ3M#xit56<6M5LPepv8&SE!6~ z9KHzwT6DhGqjyvlIweI|K3pu%PVKqOB#V9GT}yOc+oC$1wKcNLka<7JuJ;FuF?1L1WF7tg2d-|;MA~1CBMKO-O){K zwF8Z|$W5rw1v=xQ0pbinaEo%XTT0~PGI^=d;wc}V8vd}vWmA5q<%v(hRNlP5$|$~O z;0O>$dKkwT;o&49?-HF7zIbzQ&P^BvI4x6x*mj-wwmh>|c%SALfo+781H5Jn+PFm&8!E?)!ja&boqcyJYf}GFJb*;b4#3z+ zPgL_9hko2}+`$C5v!5mC>oTUbd}^t{?{t`q#oG*z?)Ixt$|gmHevPpKS5Qa*+m-k) zL@wX`e3%>Q`deGmY;_>?MYqha_l(YqguItGOZM>f;C{!ypOHaz-MHN| zf0OZd2}vu}yDRV~r8c3SUl`vflNaAPX)AI=M6Ii)QQepq@IM8M?o5ZP)5rFgA;{Pk zK_Z%TxB1yvM*~v|_V282RqWrB4U1pPG>0%o)49d%p&a6k?3+ zkFJ<@W)}8KrDZ*{vQ>Xcp*SBxwYVMwPQIvb(Lt0DYCKahWk#zJ&Xv(M38M-y-!YfW z=A4b-dsDTys{Oo$URu#6^LhQfMa?ob3w_-&>!#9c$Ik!zJy{n*S6VWDy#)Rt0?>>1 zs_@3gC6|e&bG<<)Tse)g4r1Gn#9~_QBzy>=(_n8bl6em5-w}KxvA5IUROs?ivVzyj zW|1QG4g30FA@QQ`I0-^n-sIA{uV*R&8I?8cNJn_~MV zOY>2@F|F%bu4J?uCaI53y!$y8l^u37&69jr0^ z*qttTkZr20np9h8@&3zz>&?dfME_$$&Fd&jv7KC<4@@R`0g=>)8fi}a) zmV3~uOGA7oJvqhY8f{*wdeJ=CJ|KDe(qGn|TtUl%zm)GTL*oRWRmsDW&H{&STR(Mu zX5wIrfkdWhj zgGcETwXm*Ioh?k?HU|T4r)9-pY|@`Jeu9;KRIy$ta&L3>Bn#U2R{Cls@b> z`dgBGfObo>vC3?`P;_3Dnh>>}yj1lRjY2F*j~u#1eNr(NS~WOA=2XFM6JNImbLz1@ zj|0*I?RrIg_LOHLxAX$_0Uq681uqlBs~qo>5;xRJkT1is$GyjLSf4A#f!_fofdY+W zUP=3`mS}vmg)X)J2~MamJ_hOBHhd|I6OUDq)T74K{5&k{KC6#=lzMSc`yBG}DrAV| zgtazrA$V+dlc==_#nB(^x_+AiRHXA z`_YX_7IdtVkZqt>(i zUgn2Kj6|CG0}%D~EI5|>v$RFI2sl31Be{o+-`_f#Byka>Gv~hVdMi5YU>@pEJ!mR| zT&1_%Bqn-{D+xJp$r3CIYCvbVN}Me2a`va_>?uujd^c4b8zvTYaFUWe3KzSa6sipU z?EJXDNi6j>i}l<_n!HhcrDEx6;lIAagD>4VOQ$L-a@?I3AUPw4C5E;wZ=lK@xSX_>(M!pU7V-h_ZH}N^zinf~-2Gcd+!N#X@0(7=fK#>b z;FGrDV3&Y}yB5Yfg3#%I6iXhzu3Qv6E=(K|V!!bV?ja^`4qzBM7C!uiO6i3zb>dZCdadf8I#sY6xxWB;7<*62teS6 z3PEqs=h=4gD~UKW)Db(uG8aV# zci+RCHW;(K;2&#}!oaA9O6M=Z&6O7~>+_SL&s(4RI2YdY(;4$E^4X1QC5E|*AxQ}b z!3TGnKR%J#14fLrNI0FaN}5?Z`nOI~V0$mfxzC|!bJyMS@UdqTIuhtXNAfHnd}tGa z4stTeud?vtKXC(~?dqHj0ykB1huXdEM~`(1g6-2+a(8^-aX`h+Oy1g5h^)P|ly1h0 z?Wk2Heu7|=Y!=K8K)ZD+Vwa$|{l1lFU2b!>)ap`w!kb5fwod7OQ3d*&k$KAt{%LUi zqw$l9nDQt zLa$sZs|gO#rNOSUn3G!I$$|?X`TW6C=$=g)=B$U66M0F3!A5>uF90T8E-%T4rQYcw zKxZ1u^9+}lbB-oc)yh(BnSgKRg&pNSUCc4eWSDq7Q41}j*=^c^&Pft2pfOEmu zh_l$+VoKD7k_)bf|LOl)Mjmw8L6I+;#>G~~tLh#^W^tKw+07O+)~d#U6SkzRi29v1 z!H;8WnzQbwX+no?kR$vPAJ*>}cD2bhpIX7cV@X`WeOjUlQb+c)>;0I3sc_<9hlduF zAkn_XerGKsy5*Hnx9?1gOlT!Kf$ zjQ+?|lv?}xlorP7=)1@;$$<8LRID%Dx+VmOlPd(!csKSJDGuG(UJ@(FmehDXf#aqk zFY|O@JuKAiz5Cm#-#w0BwOTi;c&obt)jr|=YaVM6-{2!{zw_N_7Km(lwFKAiAC2<# zDilUcz~6e|B7chr1=+4#@E~FYRql+;O}bKT`4Rec4u)xX;4x1%O3v+xdbhlFYM%BE&GvtDFjQ( z!rf}ptx@5;tHt|;IUC8GK=)Vbaku;mwwW_|3Ru9h`Wu5enCbJvdq0KULlXIWypWN+ zvZLMsvCrtWM$P7Xg?kTyiCcM5=br6|D(g@Yk2zw)V2R*{{pWpht3<0me6j@`(U~IK z*?|Qb%WXZwpv3V7M@x(w3SWAHfCeuzh)jPaL!ir<^nRxP$@hzeU_!r-Il{r8IyI)# zl}fxJc*c=Iehd6k)XwDs^8wfN&yQg@;Dwo*tJVQnnUCtn0d6ez3IF{UG{e#@OXd$bqC8Q~(XYiif*SZa?uxfF*7^Z&|*DhT)@|*O2L9^Nk+p_`@t{rC@GVH?h z?}8~#O8<)TYmYyL>?}A>0)NODG(Y^WKSW_Uig0L6)mJ`za+I~Ra*kF%CT_^G8lv*UU6R-Ehu3(O-;Xl5k2Uu>klUYTs;sg6FcuksbS-x0imckCG#AKRG^&p& z^5F;Qf|Jw>oJas$S6}kkI82~{-7ybRwK+yETz4339H)%h9JN4~83<;ZPm=4E%zI8# z@|Y8NApDQ4zZo7q9oCu_J6Y z7L${!G7SoG&+ZflotqrG)YO*IcB9O40S!87r|M4~xCKV@&xYf^jI$_l9ts;GH8Il! zNqGUGLQPreB7Kg8^G9NQ9~sl@E=1tNHs9>octYC~dke(GCUI`@`Hh3lZ2fnZ^8HFi z-~%IoGk0E(WNQBX`!}vD=oo<;s2=cTq^@h-ip)_x4T)EcQ{A}LbJX?5*`w+s8=O_e z;t2Y@Tm#mqTx)v3xTqiB$ndEVFaO2-<05(p`|)=Fi_W#`xeEx5l~z!$CVhA=!;H6; zGv;B7wS)E?>emIS{3(F94>h8MW($U#|r*f~no^bO>C(+mAVA`UaOmz4D zPjZ+r?qS%HkY4#`Ysz!6*Ym(a-8o9IF&^rc_A!fne%e~)SpLh(K)PnMm_WHsh%KjH zA{m&l&6d`7YgA@6^!B7RGnyvrrxHV`Ak8_fq>SOr?n+`?)q${HWDn)4BkE*a4wIIV{nY=9OA@ zrn=SprO8ym=QTN3TQcQJ6CiXk`;nDRb>wTlz6d}m%;)I?vS#SnfFTSLKChNxP~&SDGmcn13@(0BzHH%(7uOFaI)izfi^L6t)r+Zk+l| z)TpQs;xVcRv&plFHsk6u3x0irdtQ%p$k>3|iLtLFO_gpHoN%ejm~4`J5^GQ}(yR+9Qg_7rv~Eg7z>~AQh&dY zTNpJoU+v-*P`2Hg$Ng*VCRJV#YleLj+L^ryj@IA%bs47s9yttrFmlxIXov4SoYtpV z)-E*#K;kQYIVjQjAS?QaK@*>fAZ}>fPb-|!2j5n^6n!@r$7WEjUtV|%wWYPCW+AZ~ zH(;kYdgDG}vksApr-i(N`l^l{dHYluz6*4Z|GVyv9`>Qk2_zIblet5jPd3CcFDpLt zAK_Ru^{#&Bg?U2ea(li~JDs8S6Nfe-uU{IK;ZF=s^;;{2{c>GozZQU;HipWqBwAeV zPysV1yyTVC>;#j$(ihAJWNJ<*m`G&uBf+?aL~umd#8oqN2PtHah?J(3;3w%`iZiKh&j##J^> z=X#lG%&K>+0LRL`ga#ZbCXxYvS(wee1CjUs_OxW*xmX-g)?l*+d4DHG&4m+!yB)MNXAZ-KSsi6zW9qu> z7W4Gg>zohscu}_O!(SGQ91);o`W5EIIb6f@k+c4|IW1g?oB1|qjxFas^7pv--IY6w zly>==p&^;hH?@>It|YB_hBn@dIcQWF{T3M6_~6X+yvW6K^-qtAQ3lLs>G-c|8%zH- zh_Ois3CjseE*1nFEcUi+9@%jRe=6w6@3I3rE$Vgu`1pZykxz_YsAXHLrl$!uqy&HF z;;!3h(W^yHtm^T8 zpVIwd@bSgb(|07w2&-YSoC%cO5F71u(th2rxA;O4;>0$QU5H0x=|7ikeG1Y9FZYDB z%`z&=gc-`;S#ZEEE?1izt|~e3AG<(c{W77dIylG~!T3&#yuL@2nx8Gp8~Mtd#>Zdv zrc(2lz45TP6KH^HtcEZI8cA)P>!J20_KW!&(#JEU>Yf@>QSQ~fW%MpA`jQ7W-6bNf zrN3h-&{>4f2lsVvZSdTBXY)<-8Dq{nYg4E{2iXnj%@y!2<=Q_Az>`8Mb--?|{$G@Q z;C&EUoQn9)33a3Cb;9$%9f&OD;de6f&SAkNBJx;&f&pfZ;io~&W0J#T6WsR+Ht z!Apif9U&95Cs$K-71Y1$QEDZ!ISU2V=!QiZK)R zO7HSh)DRadwzJL7a>Dm`qxJ{RFKfT>A(Vr_m{XtQa{p7arV#1o#Qtp2zxz+KIHVOb z7S=ObHk4m*X_l8d>nJKe7cq z$hznXI$@v+pxF-u;(f7<(d-NT*G5F(i|NY%`OqW%=0qYmBW|FKXu8-ms?3Q3x98mw z^z1p-due7BJl8xc`B_WCV>j&J7cTE%IY6DDA9;6|IgNK#g?KdzSN+MLd@l&N?@mt| z3g#U)wr7R7HS#}ld$|S+3R^WWRX6N)1fe9gfS_9EnYm|`L;U`(9U?9Ww`B6- zBvDz=8v&QZOrA&|l_)FnuPm@(L@#TKym?SbC7&uRE3b)HXjZ)og3)a3dFgTK#aeWx zJ}S9$-zI6@7FJ0IJ=%aG%||YQI7a5Jhvz49#k{&~DOgp(R!XA5tKBcu|4|R_TSc4z zIv}?y=eHG-n>-~&YbO3nBz#XvB%M9@gW@#IQ886ZJ259|Y5?wrw2iIiX#teY7l~OW zC_SOJ29|-b&s?`Z+kp$em3;jTdFE+djTxHJ@8T6pc5iv;jGcJ5`m5T*+Xu}3`1{(U zRx$=$pBwxZ#p<>2V2Sr8zG=!Mu`?!Dj^m;!ZoXcn7`2)Kx7!PCKkC7%+TPH`?cwVD_xv8(ODqt~E{}HRT+2K89I}dAh{z zDB;2xxaj_!`a9JVWSlBbxuyJ$orPG=E&W-+rY5qKddNM;17;Ky)8U_mRrAvh85oHo z_Z`yJ{Qo=x?}f-qr;m1VMw))n_wQ;MUupSAp)vO7kY7o$mWKKm8Qby39h!ws36Los zmBu!)NmNC(7J$U-Se`8l^w`F$TD}SU#E3CaXe`WsRai&Cpb#YdnBVr(KZ-{@MLQL# z!t`c4fh2L}LdEF=ai&0ayj#h~*_5Q%Kh8YQPc-}17pVKlz{U#{(Y%G`0gv&R`4~08 zCDvzNpnw!jvi2a9hZCC0hiflXh zgMyp*tnCU;FGBXWQY_bO3T1JrBrSE{FPq8IJ>xeS6g_}=}* zMIDfR6YlMDmo`FQTDYL4IBkLv4P@uULr=-67O-tvGeQ2yMYt(~%K{CE5e1IC)bM9` z8`ksY^+Y@87uqoCzVJ75?xhsbxZ}Q4fUa^L?*?9yXkL{HH0L^fL+dAYqs98#3WFxb zT85lE2UV5^cVJz#{(Sx^IIOk`(8cYMr1#h+Gc7F`U<(iGEut0u!qkPSOxXECG*=-- zcu@|_hEBSb59sMo)@>8Z5&4v{OQF&STa_E;)(v^=Qr-0+%~_cFksc*hmJCF86SS%faVyyly0DO0q}h0C$bG^e_*qZJhME)Zp0$Q)?x&Jb@$c-?W= zG#|HH18DkuvD?-a9380C@+kBA`FLvOZxym*N^I!-NCiQ9uo{@@w@;p2lD^@f#vybFms;^r9n!5 zygYeO+q0TNDdDdX+x!xR^$k(Ed#M&Oh>ZrRTxs@uJ5-BNDO{iKV6^YyDLRC;!WfQV zcLL4o@ed2ut`el{=c);O2T4gQbPjRQuAs&sLdOXdpTMz8Hd)=V}N7BCMuAB@WzCc+?!llzENXtUG&G)8C)YX<*xMjQ18Y^Km({Luh|d2%jjC$ z^~##*P>+?dh2CGk<8drHq^jF}nOW%SV67=SzxPm71f~tO+S#&ou>q=Ui^*16p)mda zNevF+UNcD1o!#AM;+JJ#9?S<&Rxuo7{9}B1`hB=v(iT_TQKG|s=mMdRTZCt zqb;qof3-8d2j?X$W5DT6DbcnOT|2uYCHjv$%%6@n>gef`Ez&1ts3?T~kDPhtN9VYx zjeit&(ec@V!DFJUXYXu0nPE-*BGkBA7Btc4@B-A;V7ITUQ%gF>77|HwukfJGu8E@` z;pOoTI^Ts<2ORiTf|P+-GVQ|k?{K`aSA&4)H`{V+VvM_87890Nd<2sc0xkJ#55qi7 zImdzV6NkHv6(HG}d;ci7)d1cBa8eBy)*TMH3D&8r85f6D?Up`p%>E?T?{2~_tlC-{ z+~20~Wg!eraEFY0SAU}tr93mac(E5x;dJiXh6ph)+#fB*Ht?5<3A|M)YJ~TpXv2Yz zJB(tA3bbF15=d}_Rgw&m(yiScG{3N8(YVP-7_CE@x*D)Wjxi4ZlUjoMWU8&NO!6`pc{GN7 z06Tf}@ayl(A8lkI-}obL6NRvByMBf0rO@Pu`2CJ;GbwJ{NOvCuX2@W=c7caVFE|lu z+upz!=B4OPPqZIZ|w&C|bqk{ZmN6T*H|M#CAgPdVj;$|!NPjJ*A+n0SL z+fMDbE@=OXz@LTHdazCX?6Z3@vThPtOHo7PLILjdSCMXz{z(YqeR9=FhKdlMl=hu> zX$;p3cs?kaOlJJDhIVwFkXU5zY_Tdh-yfI0Me$lOAJFJ+P5VJY$vZ(i{07?$e)hCL)LSCY@MBSK_dYzBA1aQCi|4J!xvF|yXxW(>e6<(Z9lrTW zYuVq!>Pz)Fn@_y8Ma@R8x|dwHak%Ct=lE zJ4;?eG6OG{Y4{oteIvwUhaSQoyd^kU(Wu;%IFJ3V0mSToKIIiBAflgM1d;hLRdZTG zjbF^tEaybN*!uaqEso^BQlwJeuD$xzBG?jNvcXF^RvKGrrE{{YI=t(+vum7Z*Rxsw z0M^5BY%JlbrEwn5IR!31Hks)59}A~ewPw3eM8mQ!>4*0(^%ScP)s!zQbi2N5dWa-G z7B~#$q9N>mYFLU6<_~;3(PR?@`hZ2(LgvEWNl{K)Ax^QPGuy zvZV*D10ZO?YMbcLTV+haBQ|xfT!M6A7!@ph5P+EZ~+ zLYvJgVTD_@uA=F*UDsaJ{e4wL7b81XR{D1db6C!%Q2bqWj?dvAMTs>feh6390B8>a z=)U-kFbQ`kry1(GgL`x9$${hzihDsXSQY`aL^PV|sus&o`7qT@wJW3OhHC`T3axue znG?(rfuB<7dYi{SdvC1zA4Tu~_1OVdnixAn6W8}2LHCqwmItrd4SQj|>9zlpnVAVZ z;QdHWA7xE8G2q%jtbu-XF5Y>$iEsQ4K2UReE0xP#Zz&(MSUwG*p7Ao}cL^guy!=jU zo_npl!PUy^oeM^fI6>j|c4(^AQNUOtq!vF!VbHhvu}fa-*gpupCVv`f`tx1Aqrfk? z7}4tYr9M6*DU%B|X1+JV@P3^^qUZ{}N3rwY2~szR8f%Bc*RbaMr#b`%|7W6n+9}Q< zV7Fd3_S6x6`n|6Mf9CRKGFV`{mJBve7bP}(bm%`muz~!^6WW9ryrxxf0#2VrK?~m6 z4ed;#JOa8}I0z+SLBEf$o<5UHV*eq)+iU^QCRC3i|3>GVZ>c7^0fbCC>ubPLY&)l!K z71$rP`A01zbw9AJ(C?5djkNZ%Vb?g>$UyWwGBhH1Z;z*nE+kLj-j!UvS2^tjr^K8K z!Jop8GG$*7&ZI)mXg(|3ziL-9{}W$^2bd0PN(J8svEX?(r?LY~p{5xtNy zVYG3H!$q7ml{ebaLwdc3Vkcw!6W-Z*3N8@LG`c7Ksi_M0-b3p2YUlG~`J+K6XkrJ9 zZFe75!-pU3vxU1S)fy((1@#O z1*sfuRG0kr2K?X1Z}+wCk8kH&It`r{+3@h_`>eBr*`C~Q++J}9vA>C0KSJFze`zeH zTI)k1=gT}cTyhWj6ASlvCoYsVa(G{#B|vpw^8QJ3XKl#(D?n7mf#_BFh%TjrER_ed z-jjkgfyY#`R8qtezwR7AP=pw(K0DD6_g{m4W4>dYf#;UZ`&`h1-3iO_Jd$lz z{JED+ur5^RjADBaHZ)W$72@}RYaUI~AxNYU@L>4DGO_dhwy2ZVA$rfDcNiMt@~U|} zm+@{pwUos_ia%SD*RGDbO&PNo{Wp#lw7dnSX2{`CGE*YgG$d|MnzT}0)>$aOo%xe< zw@DxWqg|m1_j-&^!TTViU%JTe-5q5G#`dNqL;PQqlcd5=oxqW+nW-z@b@=|1z~bO) zf;^JiB#UeKH0z4&NasJl`&r4P|By8w8`OKYdz#UearA1Iv^oB~lTkFOxg4$6dy27{ ziisMoNZ{)4e{;Z&7XDlw-=4{sDA6IYU$(y3ROXxtUlNt6j2|qd1@9iiwWrt z@R+SK_v7SePRlZ*z0N26qo-}2Yfnr;ijHc1l?7kf4^gi9A4O*!*VNmFaS#=i5|EB5 zA<`l#!VnQghzLlR3P?;!Vgm*fl#U5Vh=d3@deYr7y1N~`Tv~HdG6=F zuIqa_>;c=-RtEI24{<-v6l1d`e)EWB)piIg_kTDysIlXEDChPxyF)6c!`WZCL&A-uZgS<&;tqu0v1)W`V^-nT zxzfKF(BjNg{(BoOJk^=inAm;-*&oV%@S8P>YS2pJA&t{5s^a#|O=X24<=gK&#dQ7H z-)37|N1=KEl0U`dSS5Cjwh*#-d2D-UCewrOFqLZf4ZPfP%7M32V1Uk>w?mAjU6e{Z zzutJp;^u-0$LYn@hU6nxfL2?d=~k!A7TgyP-YA3sxLRes#zE;kiU9+$R!Aa>w#-PIwcyc=G-lJRZBwD97D zgGW3nDJXvC(8Ac%OLRTM`VQf#7h#B+&gZIYyl_KPW_joj2@h$ympe9t?^>k1gUL zS^KMQ?NPFBxxL&-$>>_&efGE(?nnGcZk!2>?(g(AiM9@(i@Vu@4EZg56_*>YnPl86 zdT-TT?8)z7xupBH*RO8U&~SPkOx6otIh{MY#r7NB%Pu3;c|C$cR;ub(g^8!2<_Iis z=Cf{Nd|dQ}e%{i3sxNPEkSlu6;3E(0GtC-n8fs}mq&`IooXpk;QB~<0z!4;VY~#Ex z4$ulQcgZQJ$>4ys6a*gj{d)wQvH6YqfQ5IcP~f*HS9D+Lx-T8=^Ido{;Hlna;_20) zKO142bVb6myyj#=!wv2Qy#>$pqv;DWQJGo^Vvp=!q^sx5A2j>;JXxeEd}ekj7dGI# z(xH3t^T4|h_A5#>WmcXN9`Q_p2TeWv&SaNp41{!dP+NbAhF>-%u4Uc>-f~o7ba|B< z^A|~RHPP!K@JaFJb|UGmos$2l*^%v^G@IEfw467HG5T*p!9txfA{IvD_Gf;kVyez| zrdK?DVwbETdX16|v>(b)n1k3#nYRmL;ax-}pG2}QTF zy@BdkRUE;}D<$|b!pe36$2Ei#)XTC7w+hoyr{eXd%6AaGyBqhFYZiftS9Hm?*qR0z zk(C`GE-#gIJmOKuXotdN$ka=MFK-`maVvwbf?yow&9f&IeDg_DKZEE=r>{vgi5?H` zykD<=CfYRGK|$<#?A(}(4kqgORVPU+|IHrkdB5QH6kSfi&fpGitin-;%lx=q^s=s# z%){-2-V?;w@|qD^n26I1JepVK_p71Qu$3O!y9-JHp-D2^?^?s2nK#emvl zyE?tN7m`B4Qv&o~BaZ{vOmN~06D=c^fYR$?+gv^6K6>h?F*b? z)+%> z$eEraKl~C#u8DW$Ff%i?yZbiI<|pv3h3L@T>JXSAOcpGzcbhv}%lo@~j>CqUjTw=d zd?LL*e~X6~X`FKcGb6-G=56l~FMPK=F7Nt(sK_-on4Ap+g`}^u``w$*f2IX?jq!!Y zoebO4q>USBW_rb0k_u5yih@7KWqgZ zk87-k4v&2lP^gneiKDIq-x&^9yE}Fb(;_}|x4W7Fvq3gm^o9il|PFE&ubv!HP|JE6%@%?^kNKk@2c ze|24OG}`JH4;pUY{1dKt>i|Tyd6E|h^4lQ-BTK@-h>HqV+aIX=_uLF-TR zijEc$)ovnO&zYL0naxg-wvxY)mfAqx8N`K`I;Dv%3a2KS)5C-D&oo?IxY)%HLHBl)O=&NUlA9}}_8V(VKTk96B$3SB4y!g867`l_Wj~#d#JHWuB7ajbD&>}zKtcae1R0OHa{ejI6|^hy^+DR(Bip?pNE`FPoo2^f{-b!; zahCKMR-CsWF%tdxf$Dw>%|(!PJN9_ld3II}1)ZD}YWT=&ondkQn4j)<-<$_p`#i=3 zt!K+A^fi^bw(J7d;1VpWdc4xKtw7>!nz$JBMB`#Wp{-q4k|Vrw(o#PXLIEc8vsmiA zo@G4>5YMr2QxnG%%XwShGwW{PSK#RwJ`-)jKoq9A^$n6>k;TWZd8?^dAZ*;Gj8nq2SI>RK%d-A1=MXEGF*lLT^{rPA}LrI6WI61 zT<+aB3AxJtlxNel9>Wk+LMT(odn4^^SCW-db57i`Yly?)2caWS%`W_2gEvk?tAb4Z zL6mOCbR@JA!c)BX2j6cfP!S5G=UDp8ETE9K+p<;ZfU}q`DQW7v7WoGsQ_=@c#PKG{ z09NO+mjbvOYgI{O_ZeqrZ-fc`Ge8f(RV&{H-a9Ebs$;EAI=ck-^qQwE={J*Ydmx*5 zvD3}e)Bh;S?HN4$|LrxC3kw8XI7@@8(Ag4|9>w|9|2zWN2{@IDP1%MU7^?71{to#jX|AjvBIIHCw%VMX9)+jiq zU)uZfr&7#CCQp3MWVB*r{U5_su3umug=?2wjkqXP+Gk~{*_r|a597$OzN7l;H3t)p z*EEYhqC2Ufi4Yn~G)vd-W@uwi{NjS1ULC~_ltT1lo+Vf@T5e?4e8JpIs{%kS0n6}d zAv78A*~SLi8W&ZXRbE&^eMUFUpYqymI8>Ku92lh){NwF05r|}|B1kl1sH@vQ$<+z) z-w4A-Oxq>2tdh@ZZ8;pg)+KHNcgllBA2Hwj`$l$xF8 z7P(TD-GDQ|bbPU^UEj6DzqbB$F89^F3;%KLMLuQijn9fxRXZdREFegnZXhJs+)}Sb zgX-$f<;svxf{>%o*J|uZ@e%_b^tL{!9SyiE1|R)ik!qbd)w@VN*g>3G_TG-2*k8dl zbtRnPDg-M}n*RW;oA`G<60;97)zMCWxIEy#9nbAJGAXF`rwvTO=79xw9P>t76pml8 zAP@%$=goIo|6$WEv#dusIHA z^e+KfC+e#}yFDEE4yS5h{L_``O;^RR{wON>o`7jFFN@UeY9 z4tnYv!LhYG8VX8Nle~9F-HMdtom`4sVl^?Zx*oevZ+aXA6y`9_R$o?%1sJXa(gWnr zri5w*J);<6^1l`jX?=p-D1xRkuv{f=f@-~>Y4Gfx?>L2Z=ow#AIv$L3=896NG;4Bt zV3nLiP98Qw1wp$yt4qP;a8s?z%WS91cnRBvFE`xV|Ki$eE|0gsYsLP$WGCmZ3t2j2 zO7A<5%_POq2f43*zEhw(?ezHYWRKMrG}CET61MYGp8Gv6Y8q4F4{rzL>frQN4r7Fp zTk7lyu1yhfX~NHMKBf3aSWE3fue?}O%wJ+8ywm*=RkfzKi}jz_~jR*3rCFIQ8*I}j^G z4&S&^!kLRc45{SGzwV4fg~Q9;+7AKc&SxI!LT`7HlN8kIOYPa|E;-M{!M%?DHkr`GbS@WIf4eYOx)?TSuqz^X0ma891D_Gu4H+VS zlQXwN?WN1&<2GWrywm$kk5w8NChLZ1VFpsAfgw8V)$>+u-DIohVX=@_ z=qK~WTEWpdMm>)+IbPpcWTSbcKRBhgsmJzxH1}Q5Xp?8nKl}n#_Sb$Xf(7cVbkm;N z@BS%Cu;ui+$zP~N2ap0Ecee%`vpId}u4BQ(st(-p2_=W=r*b3%P z(y>5M`h7rxj5qwN3N2CF96a#kk-cj%(>{qz822U!!&Fj|Dry}YQ<#Y{u8T7;gAup2 zifZ-dm=`Jik6>NYlhVObW@vPie5End49oP3e~#TEdU^Xcppe0`y%$##j?F?~5@=|= z2cJOS?6vM@Vw>(Z18)1Sh~DVrJ0XlBNdHi2f$YwUTzFetk}YQc?9v-KCvM|>=q+{! z$#a2Tv9WGng|qZZi#?~>%CS8~iQ*XAt|Yt6D`ppwjvE`x!3R%j(STkgmy)2ij}afj zKO_U9K|YZx9tf)!D^6c*V$NeK5FESY)P?P}Ve`=T6KcrsF0y!k7~2#6-5oJQX*&-vy19yNSUFvhfclJgv~J1Bxo_M7pU4rLWSaZr(N}0ydL1{k>o(rxH(rcfYt&~rJV!fH6#4sX)o=Bv zpv_<--BNm1^J2aYM*gkXeAGGcliraGT4E|uQYVvBUN?{b=#%|N;OA8`EUYQ<3FWnxG?M)u^>C)ydmmy-0`we|PQ%+Ob> z)%bebN?7N^bbsdJ_*b9YKE{2lo`;xsFX*oKH(cli9nqtC3JrSu^!%SnG*{>pw+Cpm66HK1NCcdLH?6HD%KlE$_GSs3W}*{$cA zvL!||`bpHm&@rqSC48UF$#iNE@r_*s{E8b(V`|=~5X~rBm-MFNVQVXXV*7U${Po)&%r+f zkx^tF<{x7|xeC%;O?UCdfC}Xo{-c2K?5@D+oyRPvcY(?{#fyabnmV%Ktt#wXu6>%; zh3c=zY@NG;f3xEy$5g@ZqS&R@CicwECb^0c*D<+am&Wm~c?Myw{!msP6@U4`xA1ES z?KAkS5QcV<9t%1H#ylLb?YKT`!JA>gNSH|p`p(FpKlXIrf*gPsmi$T-xkQ9(TA3I= zJi3~`8U$({Piv(4d)kQ4a*&i^R+)xILa)Nkr5s3RvmL6`JgLTm{voSb#TSX%C3-87 zeCeya)|(^n^39;)2F7I?gE*H|;_YAjn{z~tbF_`8C1n2wrVMKiW!7_<^2_;>Xn9mi z$(+UUag~|_l~tK;sEZv81Lk{&yNKB?1Z|0umCP_>2$^;i2EoyoRwNdmY&@~(*!}k_ z;`tH(!r+VGJ8N`BzEm8jCrsWV$I7wEIiLK`gS_bETjd;+Kjk~D=upwd<0|F{SvPQK znEN*m;!BhM#rsX;4etvUtYtot?e~H)d|}^*U*^8FRp{aXTAnCvG=^bFNcvwZ11c-u zLrcNEk_+9N zfUbz}=etSs%8kyz!v>GZWcfP8YrJjlb`w2z;4nfWO}t)(>D`SZ@#m5Eo4&47_?>P+ z@t1wC$4OGqMbf2S(rTx{RfHbSV)jMr#wYii(-_mzDIYA9uPFvUR%||R){311!5_|C z6K_>b{zNWzhGq^H}64h$oY6?}O|FEtWGpULn=#xu`ZKMn&P=A7`o zISDjMN5A^F0&-3!7_@6RHmK*%-F7qe^|Sx#6)Ff2iWv*SKh3DYJX29R5ZE+-nhQp|h( zK}(hA z=?mhyz~!V|+Kvr5=U=)n4`-Hfk-0FJik9}HMD&}4ttC8`jR4YTm-H6-I`oHO zh3Xjf>?wxjwL~lcb2xoTV#Ky(@Htl+9Y}1(z?81iy${*u;BBhpynRizmd4ipNVD(h zr(m{iLulriA1*AcKLM|OvNLHL=O)zm_)?y-S(~7@+2z#yln0DSQY_1S7DuqT%un_Q zyx*HZ^v~6&8@Bg7%q+5yjp+*9i~2_jP!U;`lpz#e1dg1AIVlEDJ72w?lo1!Ts*!T73y3I;9=dJrEoqlhRA;OZ5urtvwwT95A#Ggk8 z5i7ecCT*))Q^uO#Ad)h!DP5)_X_pQxiFq)E)PAmX>NjvHU&=1&6Yu4~`zG%(fKVF_ zr5nOTMth!oG_N>P1Lcha?O19sDEy&xkjTF}tv0@U1gvFDy(D=g5H6kqkSSBbn7K z-3Fp7{hm2zco*cZH$bZ5J?ig#23Gbg;!Rr2JAQrQOB(!0Vy_DXMV<-+j`u3+Vz{p4$P*ag|Q~-fYj5A(c(XIk>4#x7)A>?^B1b{Q)RhIpNI2DpWp?u=xa+{%b>+8#c}-OC%y;U+zjnaWIF zga0>rpk~)X%HDr ztsjx++>pbHGTG6jo#~f9P#{-oewNFMd~MFo?TtW6`iIEy_}qwW)H%Gntqd124V+lv!!3C(WGH)=(0ZV2?wazZQI;jqmnhB zJ^7P)FfLhdzQ0+&^OeW#CgY;Pou97+8C_gVnA34}EZxyZtX;{xq%lDErCY8RX{(%ol)oyYu$cYdt9BD}FL(Gj0}Un_~x(U}?* zmiRj^OMU-)RRNQ%K2b{bmTf(^aNIb34XP)ry}V_@vk)RbabgYHt95xL@ooV+pwmYj zAT)X>>ml0C~bChudwdoeyo5 zY4xq)GDH@>Rb$PyW&Cd|J+&V^3!+-=_Ty6;-Mby{IUhTL9ze}Gj*=Ncj#a(hg{b(2 z_t&(pqb9Xnxi)<^$-ZIj9VE}&cg-m2#p2iZ-tA0SmRg-yM{t;b8815BWuV@@d-e5I zl4HDu`uzgmGEusYfQ>mKi0l}tA_+{JHpez`K(#gBZu=|-^n9aSPpXdg^|j8FxGB0x z_>bb+koU?KkkyHQ-|r;YV&;H-LrZd8Ea$-0{lx`%cd{vbRAQeb3sV~P-j{ptgrVa) z|IB(_hWXF+IBxIT51-M8&DNC~<&P$cOaNKDh`(ko0jbNl@p8rELJ*illZDBU#Fysb z6HGGOfZY0C=d^uF3CkUM3jD70@I>DO6c(WuuTt$e$^#_PD(W!WUnIw&T?3@dinE;I z^bPQ{nAbufKO>UZmJ{Ka7YgsUKsK(4dw$iCN|Lt7fZEDiZHz6O?q_IJWq|mrDleyz z*qcgN=lx`0vW0H41KCKQs}x3lO5YjZ3vN=v)k#Ix_; z_51j;TLiRdd1-eQx11Ti$Tj7HNm@fC-ly`p2_l0f@XXkA3!G5LEui$SPxA~XFxj=w z_FgvA{G%5cwwqjrO?uYzp4NH=c(U>e!fDiF5VtIJ;L8!RH{Zq!pp)?Zp|bx`WcZg4 zUOVA7Y4K2@T>(!t@s4C#Pwn~E1}bZN{$5xaA@8NX1ja$9R#d`Z-hX-=yz)g}H}fO) z<0j0Tn5UFjFhe1WLZM4tNihX@XTcdaK6-wYHXCk0S0h_XGncFts{-o8zchcFn)j1# zwD8Fb4Wq_zim6FIhA1KcC#eNpo|8akq9__T%OkI0O z4nwZ%gYemFjpd!0RHu?OR(%+o&`)-+&2?pm76B*y87fqG&WoYWx@e&Iw;7v_#T_xx znLa?W3@tlzV#`Le#mZ~hSn*DBjIjmCEW6w-IvDzos2_rybGod`k}K#t(^^Tmtz3BV z*e z{G(0mbDfiibH%WEW5G>bd1Qv)=X+2-n?sJlh=>tj3VyQ)1E8biWzP z5|Wg)ymWWrBKf7{%tt;uDr9em-G@Ze&!F@SEAF_7)EFT$#;2r^i1<@UzUPTy*QbaN zfe$Jx%2SyeKi(G>@M=Re1O_*t4DqdGsC>QC5`$Q0dj5YD$%N9u#dW5Jw$nXhb|t;l zzI<6a4gI5ltgi)`nt!Yrj!-HSMEfG}6t&JMWUh0($o2{2oIic0D!TG>LSZfu>&yx&j!PbYHB{^*%GCY>Kw$vU%2K-K~7kyt~=+^ zYq`8OjqHCcQCVd2W^#CC^Ii-<*Z-p(*ILbmkt&HlqZXCzg$ixDhxdsn2K$WcPSM1D zKEK0b`$oa;x<@3o+*+h{<-wlQvw<@pImogMd;LB$y*@UZcO`kc#oT%|`3pSG$z$sqnmp}k4scWkDRRpux;wTQBkFuRu`AqG0Usr-hr z;hI!*AYYRimWHS!4?(V+7EhKtfQ9-;+U7KSW;HimmlaqpG(6+S2ki%RFjnGOr)C*k z1b}veWm8q@rLu$K((DI}K+`vmGSyz(JmM#Ok=qXwzsPsKx(8u%@A+7t4oghhxvp~D zgO&zetvxGKG#OM>>CD`lVH)d7wOR}dY;cuo8e0F(fYd&xd)8TJT>Q7FqVUrh8L5EB{g4vxX+l>QWnxDY?nmZbTX>$`w5Z?qI1X=M(j3YtXUa zf!AEcy2z$_$Eogd7Xd4ID^0F1EMr%kBqdt<&kQ#_&Cj=;FmFciQ3ODjFgV0}{O(rW z_%naj2dcNnS6#toBe{=|;&7D8F(Ru`$WFXt8 zZHTGDA9Nnk=}TWo075PFkIAI2)L&a{LITCnJ$X(?%w4Z&wRpd>Q~fK6ZvoHpsd@a} z;T0U-U(gBru2!;L+SZtuEz#;RoW^KUjI74p%XE(HQ^SEnX$AiIjLE9*>>+6x{=K)X z*qLh6$)qt%J|a{R^)zD4S{Lcj-Azxhh*%=yh8~Wlb!10Q3h~Qu6gpi{+jqZRcvb8* z#s0P#r%i+mg3&yRhq^=SiF;sA{!76drRVp$>uXL8Pf)`FfG+d5O#e}QjQMb^{exS! zq?XbB3Ggt@9YnmNwr^P-3wJ<-!tYY;m^XzcnZ$q5$jbS5e-odoM6nbpKiSkQzG|j1 z+@-crML^`V;(#JCiT3?XtC*{%hhw&aeB*aRy)&fn$Q8+(OT{4#fH}V{n|Y_R-%4?t9KJbg zpt*!$FP5Xj2ogWOuuDF{bT>8f!t~-~;fc+|g?lFiqcPfQy}F+#ELisWcDX?w^7yM$ zZQP7{>H8)_=I+ANi-{!Eqn`dYMYE>y01Rgz_g z!3C-1$%|lGHyG`>eRys4OF#6LZQj0?0FzS{#X_H8NhZg2^t<4$xvh_BMP>1i6}kcn z<47ar8S^t+NmXw;`@b;Xo2T#<+sN!P!qHYM;c_uhfMX#<0i@kPNc!SSBVW8U@ol*65_|pTq$?+iO zw`s#zy@!+C`%1>wav_`ZC#c_9Kwaxa8*==FN^RXUR-o=Q+Lo%^`x}jbSu(T5~=JV+s<^MjAh1_ z{5e8*aITOBaJ&Uwg8xyZ_WFWVOm%KWo!L5?Ku3x)uW$P{oWUq&B{J_ z1afE}C{B<(hW}BK?!*O{msQH1Gi_JZ1vyDJNUqH3-F|-4!eAn8-sU?z%C=S{AZ4Q4 zt5|NIxcwlrb2geTNEmZ*D>lO$Zu1OS4zPJ!*l3Qqp?6! z#xeq&l581k`HR9htxInimu|Uh-2Ew`=@4<#y~EZ~!1j*sS*Lf^vEz9e+(~9CgMXY~ z-N_aCf$)}IDz5C_`NwWlLmyF*Tpy^nRsqViU^YlX9grQ1EueI$e3x7^J@5%C3g(ej zInMcm?-@XaeljHTdLo3@o}#tu*7eoVW;Iut-Ebth@l}MR9d~@qtV&%|aI<{iBWM(f znMOxh`bCgKf}U-iqi^T~MC}GQEiN8PU9EkkJWK>3@u;>`c+}r`S&KQ-Tpxuyu_hA0 zFSvah28<6#=e9u%OmS)9=tM<(CCx>9TAlW#uZ=D1;?s;*46kphBtnsqm4|onq%*gh zFyMEFM;DOl-D7o1m7^}ni*4b<*n8fx)Zs+WV%V!mo0ZJAeD&rGSpC2&EQ{j3@UtO3 zQl$@oUWrYj(v2(>C5H%tdAPLWbzICzQdL@Z)|`t&Ri;-LzUbN#SI%xh?TJ#i#jQF? z!$LNVXq0|2J$U7?ed*3NlNI^veV7Ch&rMHljyTmMjk(dL@9$x{&FuH%S`-Ek?p;6- zuAiECh_C7<8=i_)$))C|)TT}@hdR!_dUua~w&S>(+lS?3s1qK^dkxR=$9#MH`n7{W zRQo0oj;fQ%XSCSLmOuvI53dKY(DiN8;vSM#hh-m@SSMw^t)nL5@z z+33BY#bCxT@Zhp^Z8C@T*M~cgm4CduGgUq&_<^oY7+5@PvR2bD=q>Ve55bxv_;5cf z%7ryIFYZjoOn|zcSa<X{N)x_Xi#`}J5yfY;V~YXhtw_wF#dtbd5cnWN zHEf%3F)53V@tT&t83k^vXC_g}{_yym*1{4s?o0^a3v8jfNxV5}do1DJrw?BU zcNzG87B~m8>1d1@@ykW$(%$_oazWy0q;uF|a#n12oA`J&OlE8993fYCt>FPhy7`to zlC8ty^EeN|c4F0V5NQg>IAdJz_(9?-XS2G8eE zk9UkHDMT(aGEUowS~y4$%!n*7?id)NZDBPgf;Jb;~2DV*&_oQicR;HQf&;OPn=0?0AdYtGR$O*`Q z*-vE+JbAIyb!Ipq7+X!71ktRuw^Kr#c}!tZbhypEr4>{-b901}vV(k>+cYb)h_4pE zUxg6+W!}xE_{Q;l32_M}-GbL*MCEMJKK@wR4XMEm^t@V&{`s%iX%%Yxud^n6VzG0z zG*NkMbV;lHqRd5iJcybySH(kmf9$WWKTPub2A$%C{~A1O9=7<5SqEIFWe-grd+U-Y!g2=h>)gfu#9+r}8*z5)!xmFtcL-pA|MB*D5w1r zqI_)}@fQohsx0%ut~FRQ`zoOoUESzEyTXA>~SwY39 z&}~ZZq*_`Fk0~Zc_-IocJXTmOwKUNpkHWlo8gozQLy1I~0vO!!sPE*H3)zT5wonvY zDY)MTwwUl2Z!NOpxFfuaoZNMl9E9(`DYu=-x29^~XM8@Kzj)ux{ zn?rQq9i-cu@IRQ?h->kI*snL^oTA+sR9y3{dW*u=VY{z084dFzbM*(dUBhz2Q6XM} zx2%Ll(VK32A;o;q-Y|%bze{56|?wPog6GTGits_fm-Foi1k z*sKNe#Kx2wAQyO@a4&{^@6J<_JoSlu%>?oN(>xWi$QZoC%{s~OxQG+zI?odoLu&i85&ctl}~fm4-;|9y#UZV2XbI5#)QsThR$5GnQ0#Z z-~NtGyL+d)nRj{WA5?EO6P+0vWW1^$)}d(m?gQP+{U4M>Q3VQa2Akf0B*7*1)xOU9 zx)J-jc$NCnYc+tw=s=^s_P^#%XQjmrbyYv6*9D@6z8<~50@Jd>3iP8;%`UxYG=tIN z<8t5%7QT+&&CywS4q%WYQtcwgZ8a)5e(^2#AMRI)3n*%3Qf49?d85zFE% zP#+pW7||o@JvoSw^p0^gQ`&n>ysq3PR)AgapF#mM^fP8~-wo5~c!$_~UKN{0u$pES z+O4a9AKf-Emx_+us`p17s@VR;x`q6$XWRcfSKM3D`lPGyK5zd`b>D%h)-f<+HTG}8 z*<%HFtfqY7MJBAAR!V3-j@g&PKke7GX1bQL|+v+?G z6~y^({igLoJ;Fm)Ts&Z4OlAb{qbj*`$Qai%_Fn~N?G-oAj&E`M`%nGY%B)stSy21r z*Izv=hRmy}^wB4852NLeP*!9q(GeANiM81y$EBy!7g#|@i1qvC9!OcpyGT$%;8@1P z3V*25wS;2{SspD_@;Rl?a#xK!00%Tbmo_DHYn50eBb3x^-2$8JL%%J}%BRPJx4ZBO z^A91Hw3LfY8BQd2e9cA4tZ`9)&EhMjQh>Ftw;%9p)|L<4c6k3o`Ipjw?_Ubc>eBA) z8(ld0D-=p+yuG(M5Ww&Y?hNOa|3>18xihO<-Si-NuLZI4MMV8Ex zrXW4#Z^pmtK0-f|`li?FVGIkvQfuI&R>2JH;LFAtgx)k?={1%6B6m9&k|F(mNAUZi zi?oiB*P?H*Q}`Pj2{e`DqXYlOAteGo!u$zZ(5h497!a^UaLBkwa?0W{gXDN*vA6X7 z8-#}mRr)i8cv%5fK*5FtbNkq(SK$j*eTdV9p8fGEsL_E>&;Xg*@ui6sI%b9M%Oe`# zzrH`awQqS9%FL(P?@_7OGh^}>JQ65}S3{Fz$6UMsx6rOtrM=aj6^9|IrgKsqxVTV+ ziZs=DNS9RV+XoCj84EqX;&rn(!JuZGTa+xFt%aTlW_y1lT~pAOd^bjy$&H0Eb}%HF zY)BAzR4q-$7>B5XlpbFW^w?Bc6$m`q%oJD9oj#yk;AgdyFID}(u%zHJG~N-4V93)Wj>B7A^$vVRS;nnA5~ z39#knrfX4v7D^W1gVWK)gO;N*nXL+jeAZO$Klu%PCi3Bk{D<-c{wbENy1~+1DEw8X z+2nz3Sy|Ft*NmM2z*50E1CA@Nd(?+3hI4v?4l0g>~KP`Y}Zt z)iL9jn;PKB-p|_~zyhRuo*3smjgk3dUC&Mv#j|{G3=QF{59fwf_RnOe#&PZ&zHkY7rUq8V=;SB5pcp!*Gk{Nz8{xrE|TRXk3xq?Jy#FD#xnXHpbHSu?$auBboo*2n8(ekjc2^bbMtiCK%Yw`2 zVV4j(yqTZMqYPbnDqq zPeP5)VV{p6JZk$&0hJG9#?qMJl-zfCW#cLum19pU)CimBwj-VwSEBQQyhJXnTYE~# zywg>7fy>6uyIY3aoa7Qie~O=`Yo3|r7dscZ#O5aXW%Z~jf~ur*pzAGs$Z&H%zD zCG&=?^t~*rMEAx;Gw<~KB^-dWLtc1qlpB40#iewoawBiYU9^AQzx-f=eJuDJOWYq# z3V?ahY)A#YtpMvuiKr3oNxP@uH!+owRi}qA?3aL%Q()psf*J6TTmQ4TU=nsryGC5kQ^CagGzajuqsK8ey~QF zet}b36(elTQ{m|ShokRpS9KLPHB#KozLy2Q(^sl$RK~a^dxYvmjV8X${20K=ZNi4J z30u64i&iHqGQug*)Kp*uo@se>8z_UVs%KBo8t2PYzUdC<%c84*bwy*bxZ8`9%D{#fAuI0f-G2lkpZN2Xn+lZ;#TjB1F86>Eur6Q_rc-fr z?%#J+0nJ;R{0=AE)`v89-bXuACB?bPNHubtkXzl%pU3uIn3~B4o5A-K7EK zc4n;Pn+FlXC`N7tKH5#SKSSh#>=g%C`sd1!_X{GER$BoyMD>SLqw#HSno@w3*cP<8l zo!zcL(Q7w1s)pxsXi$8u&iF}&V&@(PR}#kFV+u8}2MzSJBle7$Q&j7lV}KZ+OOSITA*z?UCT4iPGHI#d8?pJkXHZ!* z4(k@t0DoVUPO}n`&>>fR{<@7-C12^$mFU*tZQ_lpOk?tWp&jF?p1<>%h?#sqiUJT8 zxAvLD&zxZ=euS`=<+$PhhMft0Q?VCO?*-aDm`q zQwa&MATP8QS+N3e$Fk_f9X(Rn@E*TW?`8Ts;(pL|kKb(tUsyoDse)eg zPq;owX!yDEp>!WT^Ct2etl99zl{h)WRn{CK6slSouTGm2a0~TI$%G(>|48U>#2R(f zk#i-95s3JUJ(GWzCL{iR^!^5{$~RtOD+(mcy0(t7wS$tBhO;XoHI>uE0el$QYk)Zq z7MFKUDzlmEBo%DXHt5H${pOZBeUEmoC&+DG@=P}SVpN!%86OtjI@;UMv15{EJO+00 z)G?4NzylKwl?(eCoUooPyg-oRVn&>$Jh5S}pz|@XR)1(U^+?2h{YEhZ$I1{U3cX9R!!518>zr+yuBGMf!;&Ab&!Y(JtiHTTr@&hhe=~$e@2;6GJUV_$-&aq@UcD#nt7gH# z*h}k@#8sCktL<#NtxSdNgACLM!75_@Q|Jv23BItV)qxAy>GRK){@E(vFR4FZ&3#$h zsgN#2a3+&@SSU$onyjc>e_`2oON{&DPA%2TqD=~$t&b6ETPn*8N+2#9`a_b{znlF z6vJN?=q#&zix5PFf_fl%bw7?x2+ez_Ke2kSI|rFsqa;q~9WI@VvuUSZekbimVtNG8 zsfYCpw_E=>`YA$v1_#9@dM8XfN-5L4FAzBSPp7iSoefO__!yLYc;%oBRFH3W@Hud6 z)#H^d{I8#%NzW<{Zj%sP;izUq-Yruf0g++bz0z0nuK!V758DOMNwBU#qgqELzUEs> z915%ym5j$yNs34>MF%j*_L)KtT(~S^$2#H$R$P4Mt_)!Vv|-5ZD>;B#Tx`s2{eU)| zUi)w*I^^7$)mPl(-SlT=b0*+672ePPPU`5f7Cva@LVTq{*X`ApAQ?7*U}p+dLGz;I zp47I*o6g1fv)zo0sa?QBfA%y(4jyDp0wS+Qxm&GwQec&SHN2H>?!ZWMLWY+CEY)!qD18y#pbZ=kG^7( zH~YemV-}5{Kc(;(+X8Rfkb?^xZc5U~IS|Z#yn>aBCc{;1+FOg-l73?OBgZ`_mEv`8 z@4X6g-BM!Sz{An%)8S*u2zWU%R!OMY1iPaW@js5v`k~49@8VdXA|R52FqM)HDTz%# z2on$xk!}&`ZWv5N7*dm#7U`UHk7fcQ-MP`dkpsqj?(g#t?1$~XcU|xEKIe5ji3y)8 zDC#19_-I~RzRV0PS(B%`Z@5`;c0J+Ml=5nC@ZaATj_djwn_U(!r8-f6sJ>q~)R5nsMD4hOl!53WWA`*(0y@UeByK zNxy<2p6Q+EOUOG8CJnepNMXH8{W6mV0t)|QUoro62Kk+O@Q)&5qI||IQ}>{B%EWud zji`qRsfi4$tsQly6|wwu>)CbE>?@Mnm>#Bk@QyiVDZt5+>ycHwkLIFTPir3Elks+b zXfZ^xqsIW&uAPL4pEKS%PwWm$q<^|K^Ys?XrFi5o&dl6%{h5ChbYynhOxDT^py%Mh z&q>a}<#IE>illZ$djH#mtm*xZ$xMk!Q3d@~=9rl)cGoJA%~OZcfIC@{60kZvB&K3I z8&_MuG*f$c;50Np#?a`fRYkE*T>ss#_4%HrcjnZ^R2!<7*d*R%wGFpf-Rlzs7)(W- z^#Yz26-<)_r0ZU(qF;CSr4G4^YbQ=`-s{t2y?1>(gw#^(a(70)s;`)n_sryu4>@s7 z=`~?@95v;%>v>7Lz-)PMLF1$$dGYS2Ph_cNAMAdFUZaPSC2scFlofqTT~h1mB;OG# zrJ$1uxBS+LHwcwzWp9bKMkM@fZA{8UV8~C0$~;Bc=MCrf|-DwW%8DYbn&i_)KyR-YP+FOk?VXgHbNdM-0 z8`;UI&5|bJR;q&4m7wHpBk$zWmrlpVOex01k1wAkiXx=w ze+PWLoIbHuusG#VEa_E%SeE%(cP&ykn>jl^mtbe_dU$>1A4SpS5+9e9<2&o6-5DP` zlTq?hlg->IlF~5W$OokD)Bo<&u4EPV#eAoz36T25Sll^19+9Bcy=hJS!`M)HK53eS zTxWKZxl1y^%f@~f-fe!7Uor1?NAM!$u-)x;^spLKKb*q%w`_S`Cx}r&99O}V5mw@6 zlgXH% zd%l7=MjqIU_nE%edAgoM1=im!2YNU0EahX)YRqKyF73kOvdl5Stjpfae*! z^OmJ^Qe*L>5l^C&U}0CR=|*GZro`OKpzX5i@8MNGdJ3Ghf<8u#BYa8nE{rCAWo-st z(W1^j(tPJ1{9;XgZ50;!^#q4@9D@P4GVD)P&Me6wX*_nGyVmHlUyPzRLo!WpyV7J~ zd1QwZzj}ZD=0{nUK|L1aA=Lb^ zuGio)fEV|GSJ*6Jl-%U0*r^E?YX~3A-g3YNJejmp_ruIO={8X&(>#9Q@u1M(YN26; zaDvD&t-8!#R?2)lAUgHams<-P?ObYV^q}^Z(02;2Zj;QtLCpqCOtt>dM>FNil(@Bi z`5?P%m|6$NBi&vAV{@zQ{)aKIZKmc?6c-^n8g*WEr(;pORufE=Sdn%G<9^?MCp z%&2QMk*QV!z1gaH&=}opnAO;iYVyeV!>S3PH`b`?=@$Yy*TcS|-#>pQ?}k)6fN+qU zS_pC(Pdgh%oa}D^U?7fQ7Lsea*_g4H?Bm2);&iRSc*zSsQsz(HA8;>g1HVAZRLJ<>Vxh4o+bh3=BZVrj*-UmCc!-%P64A7o2Ff zHZUY#)Fnj%MAML4p`E$gPv#=FwMVMYAXpBEm=71{dSMFNUy+vz^XUxa$$8e2EXT33 zvOZeIW4Y^=yRACh zAuqCeV~F$=Ti8>D!yp~MFd{6I0=`0;&E6i|)3W>|yQC{W$Zlq@AJ_eJ>WgKy!lcsy z>OzpkBc?6TfztMK-)LQ$ho4)h!{?vs4H9nQV=FJw8Dji12^AZ*LaPaerorK5PO;W0 zKJM!G*w-;0W(y$U5`ajPLZ<3advLIp))aUm>4NjBput7!b{9B!&N|R59(+9njnr?q zGALcAob52uc?D_y{kV=Z^y_LXb8$guV^4{5iDJWN_vw44v68ca9e8kh;0=d4qQiex zb+b4pJy~4}PHks{^U9ah;v|Rt12k384ncIaQs9Wcf59g(`HXAONYSP%PC+g|+YOe% z9X9-hxp(J)zK&^@7|;d;?s?bMzCMl-ZE*{I^>{}s156z|x);2uXWcS#WPnI42**)4 z#lMZ;DLOXx1Y2@`XD!xmO!sf8Zy7Vb`0q)Be)B+5vJ3KT{VGVp<18S=JP<0H7lzzh z{@@@`vn~2DSqM@dHnTu<{WD<(`r_apv7Qj4zKdu|`i8mskD{eI*w9BcpnOJy7Ud(7 z?R2HLCQO?n>Vr>1^ZVj~UA8!XN~S3Ef(1g$YpQ*~x9V^I(mnv6ZxAy%ghf)M_dmg%_EU=}W2pUD`%Q(>i4u)8&-o`f(X{DM_R1Ra$&nUzWL({u(^F&vz~Okn?y)TAP?< zI9fdzc2ZhYFym}>{mz?tc^QEnv9~i^o1d4Xq6q7d>&;Kg=QqCDk(nz@AzgBR{xImI zdGyutN3YGyzW~DF9yO{R>mkS?U84FD9Rf}xlH4QXl)bsp;fLZ)F@Mwe?L%Fb0O4?n zuBzi^TiZuow7h&mg#f*qzUH(=F9y<pvOD>r;Q}1rkh!f*p?uQt z{-T$H^#B_c-BkZqtog&F;Ietl`QN%yP#C-_`sdt2N2ck-k8Hia!~Rbxd*;?55RbO& z1T#e(aBFIu#LzfzV;4J$Xc1V}=PW)TuiR+gzThazjY4^^w#_A5^h;c7##h5ED0-mn*s9g9It4E*pp7 zT)AeU?f3Dywu*Gb0T1y@-CeP;_Fd<`=wAM_r%{1>g76oF zqyhz7XW@=|6K2aX|6SDQ0RjEOc}L^1ackL#O#$tpBSC0I&7xc3pIBuOm7>RJFqtXY z3#VvAVy$MqkrC-;PuIN&Y2%;(y5 zb2|_vU4M@@Y)q7jsN6eIbOhZV$wwLMPmMMIs#du$D|ot~CfCvl%h|}G&=Vx4QUF8Q z$WlN<+Ly3-i2)+*RisX^$y$|@m8HED9s8F1Ks_mG^FYuO`vx{ZD&akROL*;XPEy;Q z?3^))V69yKo5E5hga6bL8sMj=uFs5mW+qtP4|w8s-22qVinwFG8EnbbauZAz-U(-< z23D=qRhL7);gIycRh>ciM&mEuX@Nr)Q1y;667n&QZB&3T{4e?JwdHGCpM8#E_A*e+C6f5#?14@`xvWTG`E=B*a<}7a<8Gl>bZi#(?%d7Xr{Gv~V0GsMi2GJ?2@2Y@OSNX}Ik9 z`(|V}sH&&NPjJh-%9v+r{gUJMBh1A!$akp|+?2Y6U%hN;0HW?1gMQD8!POB~_rSCW?oEb-FqE@fsr=0MtNeetDClXYu=$(K}RssIpO(BVL74 z@~`%OBpN+@hYX8W{gfw?0~XTAnH@jt1uK)~=Iof+s-ymQal1;KAv&yTf*!N%NWR?n|whcU3i`3IVT=Yh@ddaI08aM0A!&U6y_uq^cHz?kt z-{EC2G?W^Yhgd|9u4!o^FE@e0(^YfC?#4w)l0>j%)Za+A`v@n!PoFm=L(Mx-%Ak#$n#>LWfyej0V1% zW|{YAqmEW@>YwTA#qua~`{@2ADV9WEe&03P#uY?MZNDH#UU&cD+|@5TL$y>Rg2L@1 z;5T7c0+#l}4l~rv#;e%X3jU^K)C=w8JfLf&0BPp8v;uTJc>TVsB;7;v{W`u{4ZLKwzv!FOum`eNu*Xus_s364c$zt+| zw=i>bj=jO0)x|tL&8^kCysp31RuT3p%AI0M<=OoK*N@Mf8CarA3Gc>Aj}E|A z;J+1qL7-d5cJA{IE`lJ+sV%U)lhTEj@)!Fgi*IPNyE3D3Zl*`(3`w#Ro!xRK=Z-B^ zPkUN}r``qmqI3u>ZKyl;Pr-RupFk=dg|EVzQ@#Hv?7>+{f_+{za2&j|&5`7g|Bu3P zvkTbqb*MC{T}0=>uTo8*`DB**bj_t$x#s$P8(F_U>7Fk~Ldj4kr{ZYMJ2R$gmXO1R z1#03yiv2>eg}{%>&k_evCx-{oB!Af2FmQ1y*9ukemg?F(Pi_a+y&7xN#?XSrI(CcL zqs_4keoAJkS#T_l=CQ)25oQJl@?O-dy-yN()R)y2#DuReXYbZ_nJ$BrFBa{;9pta; z*O?FcsFH2z;B&AgqqjHE!CPd1w{Z9C(3Pwlw!F(wKgwy(LXol`Q6CgDCbQ@<&+okn zn3zi)KS^;}-wxuauLF`E!aJ=aT+Z;#ELlwPgd`^qp0|qsLJB9e^?YW!CU8CsY(h30 zUq_YcEC}-)nuj4;!ceytsfYT7u3buEs{AXeu%tYtmlXLzh zbe!S%&LtX}tV_oJ{B#=$?mWnngt4mV*5_}7%PzP2klDnEwGIWWp{Vn1(aBRQ4*7^v zCxMv`U)XlQ!_^pt*=K5?et^LIu7)Shk84CS*253(A)4&;v9$an%;M|2sOy-8LDqBq zA_PugVRX92O-nR))Ez2c0CTy_t$t#~21Py^|B#X-D{Lh0<@QuYS=k{F1OBnRm=~CV zHMKffjaSw%HW-CH6Q6F{Nxp-hmw7-pzb3^ulvOT>B3`+G7{KJJBD)s2=@)$C-f{Vw z&rj#T``Imma4{*YgQF4W3HqZtU482Bkj&L~MMjyJHR+rSIB~F(t!5AbGslyRw)C8> zQm=UuDr0xvJ1gE?ib>aDA>URYc4giW2(WrHxVdusd>N2Kch<3>m{eIA)=}6C+b>4; z^r%0O&Ga1NGB^XOy$Fc`AVR3N)Th5aEQzY~Zi!20cLubq@L>lze#sSQ8!!uEU8hy}Bwt zFKq^K-dy&4n|JgZa&^S1l?hQJWEKgFky)AX_qZ zQUQD(HSx1AC+kS^sEiX?3Q-)i0642$zU8M_{`}ut#=MryNvegY9ZV9PmKj~XVsSv{>ql7gz~@noO^uc7A|kXOodE;idDX|i{l z-ve{OG@CS_nDepJTs_Rd%UFdL@SG>z%C2tgAfDf(R?O#4nY;dEZG2wyg3e|5y@z#t zr;{$3hJ?#CkT{1JmsaDevJ$5x;5*($6HZAv`QE4-uQl2u< z({_EdoYDX0Pt5K5B@5376oQ+DJ(53)u;a071Nr-pCdEzWwFFK7(9NFW1nj!px<=%N06|^TO=sqL&dMg&kKL& zBiRk|R7L*E@(7<&%5EkBio~wy6(XoT^NLdbhP0@YFU4VQgU$({&-#7?E}CAhg1<3q zZh0(h{#9F*w5(;{Rn;_91kb0=PO)O* zk9@a8Z*CUs^zos;U13!Gi(`C1+m?FtMz$M} zLB1`%-;zH}@YUe$XZ9x=HY)h_=p!Ak?D@R5WRbX{xfd?llX$7ala>-l?vM$MES4^M?G97V3aD5DY-~OIN4(^#LEDr`(n@1Bj2|67{ zU74&+b+r@DLSxkNj%;txUBOZRD6;I6b*S}3&LsoRoNY3e_yDcy*l&6IABCQxPAB{U ziKZ;Ewy9p4Md4~(kqHoZ3!^S^_^u?Y};>d-Wr_F@9gQE8iRj0grubKLvVYP|SfSrF)3tX_TaAMl zwJ+m|zXiVA6^TAZ=M>n@g^sjc(;&qoG(#Hw01lSc7)Ycvm5C*--`yE!9X5x}R@rCWYsX z3F{l+MQS&?+r+sfuajJ<@&eJn<=sqJBEX!)r`>RHOFl+21St;j;kyLlAIrw07`=#9 zts$bqdgmQV{zGiwJXgB>>wkjjPP9 z;~%M6O$&39WI00JI2lL44`IgOz#=%EuP+SkMm3P`uL417t(v)D(xpt|NP~C~OE01dtB8*x4yGKW*E;q@8WNt!IE?R)t>b?yB zlk{X!%&Z;xlCv`_FOX+xFpNxt7rLE#BknSXH6R7-x44BV0EoZ-IZ~&FP@17OOp}OV zmn+`$m)hdO_Q8&|?YT%YcKiBBwcx8#VI8tzNA`15;$GoaOW5u-VGFKK0mt6fsr@Ws&AHkN4HTDH9kvl8yd@4+eN2 zE}zE+2Ose^TwYr`UTeL#;5*tSmykT--tXXgPxg@X&`A*@s@W`OZXHbJ^u~hjZ+qB!95Ww~&*v`Se$dNfGpE9Nk~TgcRbU2t zF>JQi`TD#1NfTt@2L;n#ioQFXU+D4zf9*g7a#eTD^kg1(ymuL3SF8r3u5=R{X#(Em zH=kY%-T-#yU0Jl-c8cSPD=sYuT#hPRief;=+h1hqENgfB*LQnX)D#8)5D2+x>JkCe zdC+y2+Ke5oMgWVG{s5SgNT7QT6@ju@-uyC)WS*DQh&QWr(e^VCq3sO{CRCGUQGW<# ztWVypcZ{7GT)I3WKyJ6pRII`gi-6zJGf6)+CW?@jmQ`)oFq8W@3>m|?bZ5PSBsl0I zyzeNQg#(51NY_gIvUAek`}5;~NIr$>Npgx1_`+7>RSBzKCMsL|O8Y}G<q>%sOKlJl6-ghrwLKkGK~9SqW}2stegW#)lS$Va z#*XQBIYfZi(A9<4-boVEm4Z(!AfGisoEcDi^$ed2_SZocO_LvAMxNTdH_7d~@$tpx za0`vc0!wSth?Kkrtsi3g*xGMbwx@^c^eaYr4?V8m1*YYEN>~WZu{#XR^doJGn9|-> z8r?kP%sgJV5F5*mie~GdGswx5RAHfp zZYNX>#ks{*9)qoQPRdK=h3SOGg6?h`*@R18`gAh9I#-_g5A9#{jWm3xZwvCJ&bgB* z07n;2=Cfn-LUo#|{avt`_*EO<8E3+bndb@tV%7OUe}W+7@gasbx$5stRT?KBfCok$ zzK8T3blJNUyoU3MDpQal^bP8cJ-!F;kjhh+N{7bstV{#6ryFx+K#AZfs-VM-(lWG2 zhl*uyW}AFvNw*JQACa*BWUJKwV{3^y5fA|Yi1L?5(61Um-lAv3l8kP-L_TKGRzdK2n5W5uNf`Y`&E`m)UUE zv18+W_IwY1@Vje}E_X^uv+AxngD;|sQ-Ih|WVWbQVwbzQJQ&LnVQiF*^{LZ~ZKRdq z?7S9rFe5xLlHIfb-Cz{|u8@>G;ebiaA2y}mNk#P_DL13=vnHyAjjk_m{%3Q!)&m`B zCc7Znz97>AS%tWlQ#7^6@<8nZ5PQsG_U%+Nb)L5xl`IMU^LDUVvd!~D35L!|*QELxHsK!$o|}n$qpf)k>f(LH?^lyYx{7oo#BHeDGECf1`huVy;@5V!cAOmBunX_xq_t-ojhL^ou|B6m*mr#sye#}BUzow6P+ zQ+_Aktw0Z34oMmOcV>5>M)fy3Y6Z0U8c&NV+GxZQ192hAtQV5e!&Rrx!BKMlY}-0+ zCP$gwt1#V9gSiLIxLb=acf8r?!mTHTq8HNGw%+u>;Z|NDLZWlI-)ReCZpUU`iW|9^ z8JJ{MZ0gfFNUWq8l5JGZUx@{kd{*{ziFw>i3|N*`(9da&zcE8E^zvRzXQ6=jPGCtn z=&pj4>#!kl`&IpL?l)&8H+t&9|8k>{9q3lRzqXUPdC#8wCPAWP1(_19*408~1ROp# zilnl&TF1Z6a7O=i$~SvC;j;Sc=yHlPGjVARqVFv z%opyioFhVXjUydx`Yoyoe*N`{$P-4R22U0uPYMx+!ieuwB#P*cmQ9tX&jRQSZ z^ehB(1Wp?T3;0^Sqo3U(JIA`tyCZc~Wj? z5jZQ{;XxF)yDHL71|UjzEP4wVU&K@H7d4wTj+Fu6FhcTKM43$6h4`4VpJ4dV{W|b`*HT| ziUF8ms*aBzOHy6>#|v^`bYiCmG3IF&y7wDz>Hg*G)cy&u+)WYte^FDNd;3w zuv^yr@~Q%DV3R&SU1tfs4`&Ik>8pZjnKCPlo4ZUq#kJ5dP8P);U#e8%Z3TwNc70cO zO_3SY!8F_mlxNwj-2uJ1su3_>3ydXxfswuiU3KDHWKj6#$?r5Bz1BCVD%O7#FYB&3 zI!s*$Mf=mlL}SgVW+35Sk?8|s{fmp>i?8A9$b#p013h%T7Q-9$vOG^_6sU`~tU|B* z^|Lh9{&&Y)cS%3a#N5>0r>tn}7DqSsVsxHfx_#Es!p|1cC^tE?O6KfmV%Gx}WT5SS zE8L;NKMIKfNYoks$@V2&Pw^`JYh7wJZnnKqW4uFpx9$q8V((pDU+caVIMH-xUvgeR zeek}+-OXQML#H3|xmM&+PJ^S~auqnkg3;{$g|>Xy^~#J-7XmS_POerehh@g|=HNE} zZbHT}4;P=>TvX6zPNVAkiSqpYOWA4}i{8HEzb>!J4bB|+&PD6%=)QWHzE-uwQrkTW zd#+@HzVZ<7=S&Hm+%y$Q!%iO+M(=iaaB-U9V9$j7Yu9_U9G5o)CTG`bUK*6)hHKh9Ss>og_BD%L9_j#RIP z`j4D2S{7KB1hvo(*~>Bhe%rCIZg%UQn2xF9A@6#b84^^~j6vqbbBF>Ynv*ZigWtGQLw@l|V= z)5>|Rq4zBwFNu&JP5IflrUsaD5XHmSYDNVl3a|5^#0_;${*UuO@G-c?@%1JC-^_dvraE5ucH$Ip;ckjp{7T5h~cNV1_j{uqU6RzhVQ0 za4&0X!yR8a4bkk+$mW<>BR2uZLI|0`ffGWI*fM)q6LzTk+OhIGbH&Ke_m`LQk9S|zB$Xl2dNoXRsp%Vc?tV_HP}nCCd+?=dI{u}aeIW+V`ig{!eO zQnM)1wTWh3f(#b5GimLUx6w*?N9YN(X+Z%^S-EHGZ+ zC=-3h$wM@7)_XGkGAaB{xik=;Jhgy-g^S3tv$1q@fJ|(UP^|l-`?#|gULQ=3fOkKu zEFd~fQ!WSD@ncfq88G5AwV$}$oyr@!cIEpGw-Bl*viv*A zqvfuK&`SvzJj*}%C7~RF5{z`WtVe!zT0i5_YCFl(5lR3Gwjp*mPEqfCR%;5)r!*Df zc8AY7*Ygbw%^$1!e#TCIW8Xvm*fiz2yv&cLn{oc+_iC2W!OFV97xzzGqFqI;POms;ipgFqHM z@)-G5oMpWHA4LU8o{Hz`VILL#lYHuu=h!&R#+NqDLEf1BX5j)+~+ODlc%e*wy0Qq z4f!kI7X=U6BAI@xLirsFig(^1pP0;r@uR)SlEo>$G#fXj>Lyq26!o7MiEkkpo@8!3 zWpv@xz%9hC^i$-5aaJ>;O2r>Ys>=gZ6M{|1(E;V9l@hW<^qd%fQ7#|l1Ih~o(byan z{`XFR)cTubjI3v2F{*YWD*G<#P8~yNNsh!-)Yho4ai^SDe&NP~VQcj5*(b;EgS3x8 zpUOM6FEfrIj6GiFjN4Za%`E7?_oL^ zdA@tHr0oUz+Vsg~1xs9#mpUV!Xe%HfT3b3Qi2cLOwQB_m=+8bpLE!ninO!f_j0umG z?IEjSY0gPM$O2b@mTFI+jF-$(j4Y8mGds{&5&=>;?CLD zM7=9Gt>S!gnwiW$y3;wYA;B#!$Q<{ghUuNVs^TY9oYY{n8JIYa>jeXemwyz`f89Sk zzLzT=&!tGibknbjM z0*lo(MdFK$5HLD%Z4y*t-ZkL7rVhVmTb%RY3cE@DH8e#VsRTu^*%|P{($Om81aE#I zD0Zj+#GO5W9X`Iqw{}sD0!x8y(DVh4rGt)T(;<%}7skPS&cx}R`Mct;_*gmBK2;+b zNC@v7yjE%Qbq)2W8F*934Y-6>QQ$VQu;Hh9|vZf#O18=*0H zEdcHZxr4MP_>7VCmrUuj@hnlLE5-r2lnW}Wy31Get&Xf`d*t2BeayC4Ql)A0?9iaI zZ5F{Z?{XWRaRvTzW5v7~sE|v$Dx(-F+MlRks-}szL8ki#eEyR&sG@-CcWKH#+gF@C zzkWBq<91(l;{^|HvF_b7?R@~TjW56s{KfEO;Y`Ea5z9NqJ z{`r5xNin8x3n2W@Lv9nqnjI!0kjEP^I~y#BjaZ2@ec#h#m$r}S83t^{KC*+F;^v;D z8^l3CjP3b`W}gJK5GMmZVB?WV5TV>Zoy_q+KF07BlHLp_Uov#!2Z{%Vxaq&;kZ;6f zJ$G2ox;srw>quQOXOx`%Fk-kDa+v}0?y-!|r0OGmmiNT{3^j@^-fD4aI7s)vF3_S) zk|<#Z`89TSpwy9hVUMG(ZF-evQhni~UR6UBhKpZ?b;gfreFofWhvVQKG_U&|aln`e zHF17`0?jMD+g%mE7~e0rb{3I;+bvme{yz9I5rSXtew3T}+qe(Vra^ogVDpjYK9?_x z^dwfaO=lLp!o=pt#1hqOeYGJ zd~4s%bxvThBjO6M*m%OUtuNh+bNE<+{-r9k7G81)jNj1p%p~(iKmRBz3WcRU6fXcd8 zHjmp82Yir8)v*RT_icgtTPLe0dqrkO35FN%(>?gvL+TW9T+i11%=XXk!p?>JbmS0I zYh+LK(;huR7v4lU-(SC8370W8G{6g4skgKMX+h?%FGQ>p?eCHb_HH=OSI-*hG8&MY zhZ}L|&POE^@}jFndCRzN?poF@H8)#`v3B^MVEiwvma^JgiAuu%D6qT)mHt-x1=0Og zOfM(=v%(3-t^J5UL>fGhJLs5b#itPQLTGNZ*_%6grGYu-u)t;WH&+@n4U^^6j-_mJ zqPvUCG8Dfum0*G%!VJyt_$8fR*IqQ4Wt5=gek8Q@ncIT)gM6d+ezy(mB{AXG{t!v# ziNqChq6Z83rQc0&t9{k_Q0o2Jx-a(LVlBr>X*snn_w>RhW|U3Xf3|MwhyHFq(EcTU za2CS4X|8(nDW>6g@pH469d2GiuxLrnYqVby@-Z>&0RI5IkaBJFEigb%hM@U2M6rWx zn*<=9JU=H!s5{MZ>&wdXE$9FQjCQz4R>|z=bG=Z;q;tDfqZ2>rvq{mv|5>}1jDkY_ z*WwB6n&YsyWaiPIai@LQz3k4HrC0bAF56FKXk|z_*W%$Gij^xQTky~392EixQFC&k^(B>By`>dhmB}-E)N|9N5H;6$ z#;^?C3Bd2;5)K^B`N8ayQ+pR0m2?6s$4MerAiMlJ$3;b&p{DkN>W!D$<4~rznQ7&i z^{Df*;(-$(BqHV4Ui>!aLwVs?ru`?ZC|&! zHsaH^Icfi$LEEvIMRNI{5{d#d{uVihbN2Uc-#oK~-dY{aLTXBryd}b&65Tw!J?bpT z*Y}_nat$W~`jeu&WlmvPj`>f%y_X%-jy+ujb(0!t6ALVz;KfY8hLd-nq84CIpBZ*% zgWJl|@!u(|p`aj?d zpwH4Ve+pwvP|mYgC7HP|A9M#^xwH4(vPV9GI1N=gH9>H9>i2JsO*{oIurP64D}oa& zuRvFJbD!d@`eJ`>j{k`L6AjXS!^Lw~OI_ZJ+8ep}K);s_xPkfx*V#+=9ni*!_CC&f z(;s3qqaTSD@}+%56?QyYY}boC64qwMif?dZ5jF1b@|?6cwJx--H|iqh26J`C&vmx@ zJ+qK-+GA#8NO+^hWXS$2%*-Q7+yD~QC-VelSv6v;|BF0@Ph4RmXZkT1{({k+B)EgW z7ruq6Foe4%W^re6H!0qZH1UZdG2{?OwJtad(@{_QI|cnCw(6>#R{Qc^?bthYKG6TK zPHEcp|JwzbC!4P=FNU2C6#JU(S>5wMix79Y1L?+sbjOG`ClU0IH_?z$nId*0+fVCt z{N_gL&hb&Q*Vzsh8G&FACcI8v>X)h(fsYCx8Qe-8%h_wuKEu!xtv>y++5I)~1@N8Z zb7o<)LOG@R-r>DwrsnG*3RHa-fuj*C&M+>AC60FvVD8Fhf?Uzr2byLP`7;|pO(!Yi z^}Ed2(=MPLlQ%xQUtKi`de)x5vB=sSfQ=J^sorXM$;zvIdx_5fh*OX*JShgVRv*JQ za8M*WSujY4*;mXwT-MCSm3ZNi!H&Gc6PC5cDWm<-&}Dj ztw=(G`wq@E{)*1{rNHTTNOZ+nA_sH5MdBUoCRBWj*I3J`)FXjCjvyzZQ1VwyZKdTH zyecyV@PE80FtF=`wS;$BrZ2mJjLLipi2+(w0V(+!-%tfQ8;Tk(h!!c|Jzv8f2PN_1 z#R|QTc_(GqU9Aq@(;jVVljwXgnWtGNRFn;^VMZ;dAuuJIyyjBRdCNYY3i(VbkSEd# z*i@961zMyQ#7M19cx4?0O8=qydb1;x18^%Smdv2piQ30-dYKr}YPvzLfPeywf&NGIu#O{9Grvty?TzKk`pd&$ki#(z0&F zG$u_I*0RT*|H)W?x^drFHEeyQ7Se?jE}-v7_=SAXbn9DdE?Anx; zqh)(Jg`z zq2pvcxQM8YyJYX4;M@7q8AyBmWWDMIIYgX`zGCfr93^s zWzdd!W9bQw2G?gKW&Z(m2_Z&SPm9`jTXVe3n{YB~4b`4qd+9Vj_-x+PVZ#k~@clw7 z;56v%?8*e90cJG5<7pl?bG-NSo$`q)*X_I9DQwn2z(uGvvQBg_DeaKABE` z442C1ztV&BbddJ@FeSjX;5+h4BuI>yKj9>(;UPM;lic?;Mm*^~182%J*(EEfl`IA_ zuMx3Em_)ra^?h^WjaU@ZJ;yVvXqL*tYgzd9jM|pd187;28D+6)#uV>*#25khYyyi6k2nKAuXYB}Yv>X}#0t*iP?{{a6k@#@$Uf9G5;2VZ}Kq-|%k&Z^OrUXwH`&oLHq!=Ro%v=z)FaePYd$aqgINsZQ5KQr6Z=-NjbM zP5$V)nELCw`(Ml%niWf6@5ZEP+$L3$*2aZPm%kr;OoT5vL|xJ`9o|P=#fpo?ch20i#{ezKd^n3F5C^C289dhJq-un_ zo@m3I%d%F{pmGP&B=Z}3P;S#s<{J`5vv0_x4s_%-pZiQNx&e>#x3F+gfLp%?)Nf5x z+IfSfBCyrYJ%;fpyG(xxw30Q)q|wlT)0YT{c@ba3lSK;&tkg~P0hc&MPm(>?|5(DlWxAx z18Vxc+o_iB#yGQwG`lQDiAre^mC2lTB;GvFQ-&*T;5YO=biaCW6+sN7C!-{5KWiIL z03>qL2a&;M(7GX9lsLC5bDD#Y_ge-%xxm~aR0952PDTPHG$A`d#=@ZF_9F2GA)s@C zp)R?DlaF`$VaiIFg+!>ee7NlCzINs~27AB{|JZZrFYj`|=@y1K`5E)*qDT;A-A(T%zm0}4f7NTvV6*m(lthdiNmo3R>xJ^NQa$+S#+hk?$q{y;LK`{^z=~1q2oYoJM z%i1H6jrY`@zjhWrqg@H>-5_R|T2Hx$h}xEoZvN%^mxynV2`9w^i!=))MjWqbwMvEWAmA3us|@R}R*x0Fl>ex+qCs zNMZAYv2N^+)kte0-q85R9QS_q882s*0Z9QrI`MXPZwN~kE;T|TN=2W8ngyoXmj6&m z9mODW3cfZokFeuZSHD}>{K3PpP z?~yAHrHswl9C^v?#-_g3^+ET#+fX^J?>5oRJc01Kq?zZ}-x)IW_|o5gVWB@Qi9g*Z zoJ?Vh*SO5V@~`1nXAbTt=hyOG&h2ZpE&1zb4dC`UNswYO3C zegL{#71gN5ls9oh@Wxjss2O+Bd#(m0I%RuR2aXpV&4W~a z7EW)e^A{6ax$Gx(Vovm!lf6e90iQ#mQ|@2CGg|k+9z}tjGGBTl+;FYvym)%?Cs}sr zk)=rnBC1-8Ni>lw#508M0sc`eT-tOIF|cbY^;1&7bVqMX9Ft~o!S{kZ2Hkht9tes= zU^;R|sXT+M%&GOFS~3jWYli<(yvjgx5!3#waoO2bbBzVI?P6pLb0<_rYcSI~+j@+G zHEyHULI2>zN2oYIeKKe_^HZP})+~`JEE;$Bz-Ugn(9hyCkGa6w10SyY7J?n+mH~dL zjF}T_Ccg~t-dd4Ye{$;{Azf5&>2_|R>Y;4Lv>tO*+Nm(NdCW`?wd?B1tS9@6S03a; z%UsA#Veh#P*F|7=+vrh~;~et4P$apK{&ZS%>@CzIBPXIy=9j_W0^N+H)dT4+*u@Uq zqf&V)`V)N&js3iarIl4vSN*8u;UNu}MOd+YyV3Az)AhrUwhjKVE_vhZJuRAk2Y_K) zo}s!U^d-LTg}8ZfK-!zmZX>U2DWz)?vU(qlDBRF zsDS|Oy^7e{^L2%2HhRIX{=jd)eRiXOLoxYk3kVouZy!NuozM*sho*hW{&dg@!+GkN z$!x@iWpd@uz2Vd5XV`L^G^0GPoy{Q8^POr1T)#2_8P(fVk3k&uYAN@oY7UJ z1K*#0fNw>Nv?}zhe@_SWS6?#ph*!0JT18oDhP!$}>q!3hUW5mCn%k%pw~us8m^TnR zfevsZY(b|(J%T+XexGGgj^CipB>p=*YAxgIb5t?9j2@f8rlNrF$VTg~ZxY93=98q8 zZQI*rcVjq~gAe#OW1dD$=7eI?t&M_)OF%4HzO&z~kI^M+_Byk@K{r5mN$*Am}{~elmVy1{jO6_0^jG>?w^6;-KbdB6_mav(VDG3 zIhpNu*&f=3`4GwvanfaU9jGrAs&?4ZJ`=TDsy4{d_*Y%lcaPi8zI$!g)>Z$bps;Op ztwvXfZ|R9${Z=Wur*qLw^;Q-1w2p5>@N?yGjZ5&kb>4Ipa#z|XnzI6#{x_Er>2O!9 z7!le-XJ$8~UP_edNq*z|3@}Rg-COLm8G04x{_+`_XGb1zBUpW{kWJTxSRt~6oDSem zH+*$OJ1yc;LxD+RFvn4{AA0q9M2Rs}XT)>ta%Bj!nXFsR{$jj3E1WrQc0+%}uCBjp z;y{EuDyExGs}NV8Vb#gTnc?5~v5wVYx^=ucf$DSkSI|@8 zniT0Om1;Y5Ngfs_J*cMPLl3uBa!v6|!s2Cy&grhCeil1)X$v3t4P8VVw}B&j25yNa!S_8I@bnc8 z{{W1yZT!2NiTvwk`Ig{(%Bp*^j;roESJz~@eh&)0rX5}RztJ9hp^MDn@69OoNb{{H z;7+jnCh@+$Jg{(K)6l5;85^I-SD{+?bK&QNES@h8*xFusgUXcLFnJvM7Hr`Aaag*Z zsjJ+`u-i;7nqj-jNj5CW*`R#=;plo-BXw)`#%b@15}1wLD#vvee(FyXe6peJPvCQ2 z-CSLHt2uv>*Ms3)B`<%MQ)Obc(2`qk2f-bks}j=LZ3#LzeU5lx=s#M>8i)M+uqaLz zO}N^By6fBdRaa>=_@s?4xR0X*GQ_y(CWZ4XL;cb~`c`d){nlij-rqBY%(i=jt4IF; zJuTb#)7!OVn_j2XU@;$7Ue9=%SGI_l%K2dOvPaQRZYwB7cRp<{4#{I1mudUTJE!upNZ#?snk+J78>#ShSWdwO)KuPjpu15R|PIt z+oLlryh-Cy(aquwb34BL7V%+6(4K3&w(%~U)*{-~51E|#j81Yswd5B17m4lei$!%6 z^|$cu8yN?`ujO8eq-ie_{i{)uB?GY{zGoAY(Wfh@rRc19*nFWw_|Zz=GHpjhwDBYp zL8^wH-QsZST&#F2{n7eY!2bXW{C%(dKD%vCL6F;-8)=j%!N>3%@J2gV+ny}(rM8*j z{Y|Xh9ig?9j0_BfHRWHkSA}$+5qv$rwAL-s;u)_F<#h+50r-9u^}IbsZW88pT@N2M z#o_Q+ic`bIX}yoFeiMGwo)y>D9UsQfE|qrpRk}`Xoxj@e8T`dR;@9ktpm^&0{u953 zx8p(9T=~lI{{Y9l&(t{BM$&)0zm>7d_u660wTq$;U3$k#)H*7VrpFLe`a+tpZ%kIK22^&4wcd9S2c;z9SAfGf(p zZ}EO@R{m`p;q(cpO&=28NOsym^#1wu?dT189G)7JUAY>Mj4!3uZok_7+zafepm09{ z?OufpJ8?(p*>xOVA|B3#K5KoaqFz_)@<*}whvOH7?3wH|rjuE^Y>y($7YFL&+ZK2!LZw$l!0+~Oha$1kZABR>6n|qmc20z0LB}d|9+4>6gDb<8_ zMp&F?M}%$SDn-BVJHN#5VuA=zEwEUZ`>3Hu>5An1e`RlX;O#~mh6526>yB3he=72A zPvhQHg9^10WD zc|X;vVQ}$sx@$#c{d|wC{{UybR$JePrqg&oVY-qazKTF``IbMGd(xvig6FqEUn%~~ zQy=XA01(;#01CackHk1X$XC}E@T$aSm6an=lFV?Rdz$ORPxmoQ{xi>Ls(9+0sHkE= z*nU+ReS?lGh1UKlcy`|B`!mClORnCr*r{r#ZtwTHW8bBDC&WE#;w6=>yxQ@PO18Z_ zL=ZM){{VqDKb2|iqa6-f8D)CSUq$_NJ!`~&5_As@gB``ddH(>0DE?tmLQ>_U4rkr%_Z}&y{5-tz z{=B{&@ZFT&A=c%=lHz$7!EC)Z%HMP->^}kNU#4FJ{{Uyd416TD{?earrQ!+K6W%g` zxBi*JKZOVDUYqdu;kSi88E8qMcv93sAKsQjgDlVe`5U?Y2S5O><=Qx7X=ZSUgDl5@ z0QK}0@c8V-;%8*79>?F{u)kNNqkT!#WM;l{_@D7Q`tQ&1{{Vq*0+<~lxw=ufG?E-G zt+?p&KRF|X#b*3Q_?v&PwAvSgE)AZU3#?bVjt|Y|aFJV%tX~`v)Mp2Z;NY{3?Z})C)-fy@hkbJ05%CGXN$TgiR7S)?M-(mVz%RM$dPTZ!StY5JZ zqm9sMvBnH+^B#wI$UDCDn8&mHA)=oe-?fgLZzYbHs+RJw`|#PuHzWwzI1zY__HQN;Hj6{*4``%PvyF=G3?0LZ+)#80lKLqIzcsIb& zh1I5wqJ>wHZ3>kI-~FOpcH|w*SG84H^82fBMn8=_S1i+i!m{{&iT1@o6zq+(MvlM; zV`1tu=HO)`R$=om9>?H62N0g{*i>3iLgwE0a$|CTJIu3ayiNyGC@XJr| zMWRPGE-uQJlHl^~D}m;c+;!nV#|Wb*b1^v9!kst?J&wyiL9{O{b05t8IO45X6@dN~)e_c7*|sa!qu#CldjpT6m5%81pQrReXQC z`%mO6^iNIrz2K|pp=+C=X(a2tBY&8bJS%*;z&%EB$7=LVJ6O^+MGvOk#c)6An+E<> z>S6P2Z4DH(IjZ33)mEskeiG?^68M|o2EB`0@IJ1QT*>BV?9YYv$WjRWYeEl*nnj$R zRqEYo(hdqvjgQFmuiiz^tx?o;Z6jEZ$<^$jyie}U8puB;2BG7eo!UO5FX9|#5|X1% zOO(qJ{{V+H8_yJYhfV&&va?O{PX)};?Hz)y=E*%3LXuAaS4Avpm7e&rr*i(BS9jIp zQC+JZwg)i4=Mid9S6vThviRTe2S`P?_>-W+;>$(j?e-gO?!X<{Rd%=JE7W`|<4=a( zKVfg+t#t+OeLnnsn&2Nr+ycM+2EJ*v)Mi{9}2br=}gcg{+YJ7E_PF^r}knH#PFUhvMIg9tA;f;O%j* zEEgHm^(0%E2pyH1=27W_E7Wvfk3I<19W4GK=~o^QzF~oL4sL9i`t1X956-bul6EWm zX093Xp^P8!yOG+Nf2{ELe=^A{fA za=(b;u~zvQ?K~RZE)U51JQgaJA{^9Yq`$6*&K@QB6{X9*>qC{S<{YlxMt+s%Q|q4+ zJPdx#t?9qo7Ljlz*?>pXe}#R(?z=d}W<9)j8tBBAC_hc^QX%$ z>->+5N5)SJPlnWV8AGW1isJIW*GP z=}~7i(m<+Aw1jza_*EGj<*6OO9@WG6pT*iYhqT$X9Y%2+G4MaU?b#4_KTZdH3fh}U z-Eu-Mb9PAo*7?rGqib7haNb`|p2oT*WoB5OeZ|gSAUMZw@UAAt@(;7caL&KG-~oVf zTd-;nCCkiT0EHZ2k@F7S_^;b#8>ElL>(Q4p(Au}Un%*{=1Gpe31bUoOT3KnbYO8;z z&o_tlKo6I3ZSv%g@2^5C6Mt^7OKbL|+vT!v*g!nwewA`de?L#Lxl4%dUS?$S<2Ycr z>-6K&vy~+!%QRsLPL{FL`umSV)BZ2`he1_`$GUjbtrG+LOHTXhJ!FIoAADlHqr<)} z(Y#e@_U{Z{N2)*uPnE=}{`^M_zm^W=XK zymjFeDdWvKJV~cV*HW_r8>rNGkpSA*A5X1%e}?>N;V&3jeY?W?qFgBZ(Z9(udomm! z%a2OJGgswm%=581HX@4li{6j(Ex+I#?~DEq_!q{droOZm_f7u*E#SgG- z+3Ux;1dT6(b%mNfp&5)#k5BIZ04neI4-o;J<}D3X3!e_N(lC*Afh$_z38t zy-{4$;%ruM!A1|6?nXO5#n-3ow2XU2SkR9MxTANiQ#TkLDnGOwV!F}uwtWlb)Km=M zF9xdl++wM<$=$Rr?@FYLgkHtdC>b>$m=6F}P10&|sPf9fGtYi1*O(Lm#wnhy!Q)(^k`00VA_E99RV z{8rUw^7}NewchIovwZy=(DK}n`K;jY$Z?fugv)BrALFODZZ!LV3c9a z80oRvc#B)I&^#lmYxff*ZEFd5k-v^n_ZN>-ULoUcGsHg?J`9a>TGQ6sSGPZFw}Lex zg2%z@&&-_Sy<=R_wEcGf07fd^ERe}5bFLU@T&>5guRk5j4&mE&OqDS z9lMJ5vuWW^iBMbKXm>&#Nk|cuJ7!Lp45u4_=m`2(?f81G5K`#%^gh24mDA!J6k|$! zn20NXi5K;6fcF+M3!N)bYoMROAOokN70lT9FU2=Hv|4bsG01o_92HU1BOQ3H=GFc& z_)M5&*{i`H8<|Go>6~*@TYOgdp)BhTmEqJEEHD|*1K*(Hz04kUMlj`-M1EJDcz49n zm8j9?^W6F$N68&ADh#iKVydKeMbWLVzOEP0BUD)_xdj~q_cm*fAIm{79!fzfUW+_L=pL#@1d6B z4;1NkaJLNoxciJi*~zssWgkA3jxghsdK!F#Ds6fVF#IsMXxAoL*g_Qh@M zkX~7MhH2oN_tA*rae=Y+4!yrR+0X^NIu*ka`^i89wPVehE*?iaw^!scoSSKx;qd8V zB+}7oV(;77{OSPqsARo6Dhv+P$A@^^+NKk0sotqWvBmh8z#bFvhG*5S7wsT?w-J8o zVd?WPU&l4$`oDv`ZQ(r2rN8#&nrCPv$999+*Bigc#eE|VpRtQZaZI>^WFEEkIY$*^ z@C|zz>Dch|eiq8}IJ$V6Yu9FchcAe9&1Cr+renH*e1=6^YnU)Qw$}3pwm%VEQJVVV zDO+0C1Z(EWBQkL-d4Oktc8|b!HTBuDgzIrbrtjd$HB`ud_v7} zJhJI!cO*rR4gJ&VG5o9c44cGQ;vvgc7LoaOKf(&sB%T7L;{27-=bBcdB(pw`@bgW1 z=589`fxz`=BZ2ib>b@5EMQLwvy5Ec?{?xo~e7>-uA78!vtE#rs*1$z!q}zprbLB_! zDf;8BdUcho%@${m%l`ml(-p;6=6+hRX?KQg3nh}0AVY78g? z3O;~zsfwat$TuI)G)~uuPH;ep7ABgYY4CdLETX6kwSRAk(oDXXF{_n$j7l-w9HhMhG zp$JuHmE|n+zjEXS+6n9iE4HxH@B9Tce-XYBUdg94I5OLYFB72ThR@z#Rc@WJUcMT& zEG@l**UEsKOWu!PBl$~-JT+8ta{9Bkmu8KBikDZOGWgMP zVc};YZDd1dAc){TLaE)4;rT&5xUafAA>lnEK)utv2jP_REFpD{MnUsR%DI+l8yvA9 zpQZr709TfL8Td@z6pn9*ekZpFS=3Yg9uxlnF44IE0MOfv`VKv7+k985N8mq)`tOU2 zgugcJZ)m;z%c2t_+zx$*(!U4eT=F@VHDNGs+`YfAL-kCf0_b6B!cSPFzT?EaS>kxU zCdaDkZ3s;}RJgyiiyz&vx57!ET#VLV!`}^Cc#Fc`AJjFd$ZJ?tV*u@Av!i5ou5-f^ zK_A1f3Fx|U4>KmE<_z+$G%h*x`?c?05z_6gV1@{YDQOf)G3$3)!QmY$Z?2w6 zY51R@<#>3hMRZ8#bx((Po+P(V5L!$29}rtSg4XIkm(1AM^5pf%1FuTS(tJ;*d`GpD zz+N|u>7F69C3-=$h`mcV~+G@WOrqQqG(=;7A4O>jIcNeH+@~#oS@p!Yr!0qkY zyaVE|h!tzp?u?%>JQ=RS!5B%S4x&HKI7F(`Fmf;yiI7* zla)89`<*ji_*pELdfK)Ak#ibhZn2mDdD4=Nui?ooHeD*fHgqp0KWDEum2cj5KcoIl|-_+={I=~J%ew?-01M}5Ad z*m5iDY09Kmv&3lnK8*G7IQYs6I$N>mJ_`7`cc07*z=-V6`{{U%tU&_DJrfkV; zC(5zO>W$VW?fu`eM*je0r>W`us{VuGZ8KQZ65_$Xu)Ict%krlG08wzi^U2A;AoLmOUCqVn zdUPwss`EGEg2FhVI-?n^%I>qhM47Sz9#r-F9w<6=3QF%g$WdaQ#jAx=te)gpH9`~V{w(SFyw@6kC&^R*0(J! z7i4N1i#q;@}rd54R96K`P8uIRdO)TOuqW{z#F0RHgLZ(MWj zS$dC;w99W0N#aRwe$Z_r^6wzCjouyY{;fg&CjtOK>K~6jN+`R{cHOmbw>Yf>RZKZYI z)^d&Za(}Y917YovkEM8uc+W!DwH30{^yw{pN#+z?KP}|Dk49gR53W6{YC*_HACDzE#%W2G;NynP47?H(;7!*>4wVz`8f z8fP5FppC#|s68th8OAzQl9XfY-&D3E{a=jgI8?l!d;b7P@IQ#_{hi>QMreLb%CQ0d z`vG2s`zhZ?4}$Kk-GaEfJbHq;;=JeM4~6fd@I&2N%v~*JPdRWtV0hymho7Zz-v@p( z>HYwTv@a0YHO`+bzGt5U1)3tm2ZAu;j)aeIO8YFnQH(B``M!OItxFZ`s;gV_KS}4G zemt|rD~#8CKcV=R-|Twbs$55o0}e;HJw`pMzJ=m{4)~i&O=H74f?nC4Hx3<0{ue`r zQ|w2lYI(c@;FmZ`-lXrMGQ(aCP7Lx*L*ZYFd@FvM=fjKFc_P3T^0&>mx&}Nl{{XVo z{cFXy9zW0*!Y0~n15ky5*5iH1WI^{57497JPhnp}>GyWiL>xDI@Gp&566$i>N2Bgr zm=vd(7Y)xv$o(tIf`_zMiTX}Qim#2TsaJQ5Ro_e5Y;v>3p!jyhS5dyU(yb%qA_JeU zKJz!Zt`AiB(cpb4UL6X`eO7LsWQ0W@;5lr50={C_0n%v(76)?V{p zNlyn#pTv2&uZh`(MeJ}B$p0 z!qbbWsLMML7xEQ^rj~`qJ&&b7XDvn@I`dr@4T#Jzlm7q#WBxVkzAV+{*ZyroBF-*j zwjXmn7kD3eiS63B4})F;n#V_%SJi{VCZJRzV;GG&1pR+X_4c!|y4N(zG)=aavaHiF z=*B)(ewG&Mhlcrv19}=!~+aw6qdVC9jqYEV5y8t)`x3I2n zwdH0wM^W=8dpJo( zF42kl`VziC_?6>p?-E~PE9k6r80C^1XfjNf(#6BgGN>e5A?Ty;^y6~lcfjAZM}l?j zx<`-Ue+KI~0ieJC0FQRb+nDFTQn~fTdY+fzkB7R1t*iJ|ZBkj)S*NmOWp(Eq45l&< zZq?+`wHaQj^gAc-DVF%nm)1G1^dys0yzCE4@uHB zpNe|r$A-K&cfU?Y{{V^Btq|KC!>HPj!T$hEkw12;>DQpITe z#GI8w&m#Z^8QYG)0nh+BuZJEN)O>fUOYvvM@D2CN{{Rx}Hyf7T-}o5z+{2&Oy>*`u z{Cd_eH-)@EF3ZB8%_t)|t59f*3lU z2P2FQc97ZN5NqeHO3Pif)NShf<3FpylwFBRM#~Z)@*fmT%jLjx`}4C;BXgi$rqk@ zYUit2RF&k(P)lRVJWJxOOT^Q>_LnltX#3I4h=x&a0ANy4FjQeCGCJ{|n8k2bwlQAI zX?+%_EYkThx7sYPEzHqEk)dQro*}n$AN6WZI~wYBPXcSx-K^T3p}D$=RSf!mt1+2i zT%RsGYk(sFugUlNGh?k~YBpXgwzIvC`(4#EsOOJnbqyvtqX5WDpE}hZBvQXF3BXK# z9W?nZ?y!0p^WSRPjB@Ggtl!yrw$ZkKv0c_Jz$0&vN6tX)$6nRBtN3d~wO6&gxwN$N zHY`&OKIrU@1O=Ky8zgGy{#mK{bJ>Zcx46`GR=v-NG<{JXTWKJI&sdtvY*1|;PnL>6 z-Gh=z>x>HYFAV5@Al1B24ZM1LrIpNK^^HPn@3noQ6tRlhDAj=S&g^BQUy~yl=B=S4 zPvJL%goe|_)>_83CYTkCv{$!GR_Pr;S(*~7v2phl_2A%l`WrOmjZs1%3aT&w7yu5! zx!)Cdr$O*fhp#+S;%k+&)2tKBmPYJ40088%I0~bZa0PKr4pOo-(koJzjr?`tuZMmb zy7559MErA0B=@c!T3b_@7ZPVWz_0@h{U<zBQsmn*r7j?H(^!u!E_nIe+{5iPGZknx{ocY#_l5zB3n0*MUmOduZuN=i2 zg_Lzh`CI<^HPb<>__M-Umrm3Ur)L<+isOa@&^q(^Vw*R_FN3}`0?)@O?in1p`@CkXFpB0g6zHy}j4%Wr&a*B& z0_uLz@V{TT*C574o5-d>Jp&I4_^*{a(6`Jc4*HS_UY|jooDg#`UF@$GI&_b zqlVS=jj_M`(n1E)`d1MR?WN2@TS<}B^e90erCztV3U;x^f0c1glfH+eUxnyYm$$)9 z(wBJb{zuS09J%n%j$vz$hI;+Jv=C(5KkhEq>l=Ze!layB>GS=UQi1KI9Bpxm`IAxb z7l!qVfqw!WKJj@=i&N#eKEE#?rE6RKSoq2C`Y~g!v>r3jVHnwa9wkNgl}7Q8UT98H z(1~I*d2+2~ZwI1p<+ZUa=I zhhted9^->8lZvN3!l22cc4JEjl9sZ2MQ+ZI$G;RUbSuC3N3>|awe^NL z`!Zz53I715jHi-6xH@+urFez(b2aGKe0O*Ksj3bmx8uoxb{lcGkM4nrvukCh_+l5* z^aL$*;}hMm%#ZB9-Cw0+n+cO~iZ+^d9RSZB^`ugdyw4U?u@&F7#{8r9SNXI5*$*dU A0ssI2 literal 0 HcmV?d00001 diff --git a/week1/day2 EXERCISE.ipynb b/week1/day2 EXERCISE.ipynb index c2de0a7..6bdbde5 100644 --- a/week1/day2 EXERCISE.ipynb +++ b/week1/day2 EXERCISE.ipynb @@ -4,6 +4,37 @@ "cell_type": "markdown", "id": "d15d8294-3328-4e07-ad16-8a03e9bbfdb9", "metadata": {}, + "source": [ + "# Welcome to your first assignment!\n", + "\n", + "Instructions are below. Please give this a try, and look in the solutions folder if you get stuck (or feel free to ask me!)" + ] + }, + { + "cell_type": "markdown", + "id": "ada885d9-4d42-4d9b-97f0-74fbbbfe93a9", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Just before we get to the assignment --

\n", + " I thought I'd take a second to point you at this page of useful resources for the course. This includes links to all the slides.
\n", + " https://edwarddonner.com/2024/11/13/llm-engineering-resources/
\n", + " Please keep this bookmarked, and I'll continue to add more useful links there over time.\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "6e9fa1fc-eac5-4d1d-9be4-541b3f2b3458", + "metadata": {}, "source": [ "# HOMEWORK EXERCISE ASSIGNMENT\n", "\n", diff --git a/week1/day5.ipynb b/week1/day5.ipynb index 09246f2..037e278 100644 --- a/week1/day5.ipynb +++ b/week1/day5.ipynb @@ -383,6 +383,8 @@ "metadata": {}, "outputs": [], "source": [ + "# Try changing the system prompt to the humorous version when you make the Brochure for Hugging Face:\n", + "\n", "stream_brochure(\"HuggingFace\", \"https://huggingface.co\")" ] }, @@ -426,10 +428,30 @@ "" ] }, + { + "cell_type": "markdown", + "id": "17b64f0f-7d33-4493-985a-033d06e8db08", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

A reminder on 2 useful resources

\n", + " 1. The resources for the course are available here.
\n", + " 2. I'm on LinkedIn here and I love connecting with people taking the course!\n", + "
\n", + "
" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "55b2620c-35ee-4d42-a4d9-90fe98dbef02", + "id": "3de35771-455f-40b5-ba44-7c0a6b7c427a", "metadata": {}, "outputs": [], "source": [] diff --git a/week2/day1.ipynb b/week2/day1.ipynb index 4c08f22..dda6516 100644 --- a/week2/day1.ipynb +++ b/week2/day1.ipynb @@ -33,6 +33,21 @@ " conda env update --f environment.yml --prune
\n", " Or if you used virtualenv rather than Anaconda, then run this from your activated environment in a Powershell (PC) or Terminal (Mac):
\n", " pip install -r requirements.txt\n", + "
Then restart the kernel (Kernel menu >> Restart Kernel and Clear Outputs Of All Cells) to pick up the changes.\n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", " \n", diff --git a/week4/day3.ipynb b/week4/day3.ipynb index e66d495..481e869 100644 --- a/week4/day3.ipynb +++ b/week4/day3.ipynb @@ -18,17 +18,18 @@ "
\n", + " \n", + " \n", + "

Reminder about the resources page

\n", + " Here's a link to resources for the course. This includes links to all the slides.
\n", + " https://edwarddonner.com/2024/11/13/llm-engineering-resources/
\n", + " Please keep this bookmarked, and I'll continue to add more useful links there over time.\n", "
\n", "
\n", " \n", " \n", " \n", " \n", diff --git a/week8/day1.ipynb b/week8/day1.ipynb index 9534e5b..4e5f0ab 100644 --- a/week8/day1.ipynb +++ b/week8/day1.ipynb @@ -31,6 +31,7 @@ " conda env update --f environment.yml --prune
\n", " Or if you used virtualenv rather than Anaconda, then run this from your activated environment in a Powershell (PC) or Terminal (Mac):
\n", " pip install -r requirements.txt\n", + "
Then restart the kernel (Kernel menu >> Restart Kernel and Clear Outputs Of All Cells) to pick up the changes.\n", " \n", " \n", " \n", From 51202a3d28197aeed714ed2d540443b46ca9f5d3 Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Mon, 18 Nov 2024 18:49:15 -0500 Subject: [PATCH 04/15] Added link to resources in README --- README.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/README.md b/README.md index 7af4e91..8e3b597 100644 --- a/README.md +++ b/README.md @@ -76,3 +76,18 @@ The charges for the exercsies in this course should always be quite low, but if 3. During week 7, look out for my instructions for using the cheaper dataset Please do message me or email me at ed@edwarddonner.com if this doesn't work or if I can help with anything. I can't wait to hear how you get on. + +
\n", - " \n", + " \n", " \n", - "

Reminder: fetch latest code

\n", - " I'm continually improving these labs, adding more examples and exercises.\n", + "

Reminder: fetch latest code

\n", + " I'm continually improving these labs, adding more examples and exercises.\n", " At the start of each week, it's worth checking you have the latest code.
\n", " First do a git pull and merge your changes as needed. Any problems? Try asking ChatGPT to clarify how to merge - or contact me!

\n", " After you've pulled the code, from the llm_engineering directory, in an Anaconda prompt (PC) or Terminal (Mac), run:
\n", " conda env update --f environment.yml --prune
\n", " Or if you used virtualenv rather than Anaconda, then run this from your activated environment in a Powershell (PC) or Terminal (Mac):
\n", " pip install -r requirements.txt\n", + "
Then restart the kernel (Kernel menu >> Restart Kernel and Clear Outputs Of All Cells) to pick up the changes.\n", "
\n", "
+ + + + +
+ + +

Other resources

+ I've put together this webpage with useful resources for the course. This includes links to all the slides.
+ https://edwarddonner.com/2024/11/13/llm-engineering-resources/
+ Please keep this bookmarked, and I'll continue to add more useful links there over time. +
+
From dab7973a80feb21e31b3725a5adc87a3d8a49e3a Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Tue, 19 Nov 2024 18:17:09 -0500 Subject: [PATCH 05/15] Added diagnostics reports to debug any issues --- .gitignore | 3 + diagnostics.ipynb | 54 +++++ diagnostics.py | 450 ++++++++++++++++++++++++++++++++++++ environment.yml | 4 +- requirements.txt | 5 +- week1/day1.ipynb | 2 +- week1/day2 EXERCISE.ipynb | 2 +- week1/day5.ipynb | 2 +- week1/diagnostics.py | 450 ++++++++++++++++++++++++++++++++++++ week1/troubleshooting.ipynb | 34 ++- 10 files changed, 996 insertions(+), 10 deletions(-) create mode 100644 diagnostics.ipynb create mode 100644 diagnostics.py create mode 100644 week1/diagnostics.py diff --git a/.gitignore b/.gitignore index 8694857..06cfabe 100644 --- a/.gitignore +++ b/.gitignore @@ -175,3 +175,6 @@ products_vectorstore/ # ignore gradio private files .gradio /.gradio + +# ignore diagnostics reports +**/report.txt diff --git a/diagnostics.ipynb b/diagnostics.ipynb new file mode 100644 index 0000000..3d73853 --- /dev/null +++ b/diagnostics.ipynb @@ -0,0 +1,54 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "73287ed4-81e3-496a-9e47-f0e8c3770ce9", + "metadata": {}, + "source": [ + "# Gathering Essential Diagnostic information\n", + "\n", + "## Please run this next cell to gather some important data\n", + "\n", + "Please run the next cell; it should take a minute or so to run (mostly the network test).\n", + "Rhen email me the output of the last cell to ed@edwarddonner.com. \n", + "Alternatively: this will create a file called report.txt - just attach the file to your email." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ed8056e8-efa2-4b6f-a4bb-e7ceb733c517", + "metadata": {}, + "outputs": [], + "source": [ + "# Run my diagnostics report to collect key information for debugging\n", + "# Please email me the results. Either copy & paste the output, or attach the file report.txt\n", + "\n", + "!pip install -q requests speedtest-cli psutil setuptools\n", + "from diagnostics import Diagnostics\n", + "Diagnostics().run()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/diagnostics.py b/diagnostics.py new file mode 100644 index 0000000..0586a65 --- /dev/null +++ b/diagnostics.py @@ -0,0 +1,450 @@ +import os +import sys +import platform +import subprocess +import shutil +import time +import ssl +import tempfile +from pathlib import Path +from datetime import datetime + +class Diagnostics: + + FILENAME = 'report.txt' + + def __init__(self): + self.errors = [] + self.warnings = [] + if os.path.exists(self.FILENAME): + os.remove(self.FILENAME) + + def log(self, message): + print(message) + with open(self.FILENAME, 'a', encoding='utf-8') as f: + f.write(message + "\n") + + def start(self): + now = datetime.now().strftime("%Y-%m-%d %H:%M:%S") + self.log(f"Starting diagnostics at {now}\n") + + def end(self): + now = datetime.now().strftime("%Y-%m-%d %H:%M:%S") + self.log(f"\n\nCompleted diagnostics at {now}\n") + print("\nPlease send these diagnostics to me at ed@edwarddonner.com") + print(f"Either copy & paste the above output into an email, or attach the file {self.FILENAME} that has been created in this directory.") + + + def _log_error(self, message): + self.log(f"ERROR: {message}") + self.errors.append(message) + + def _log_warning(self, message): + self.log(f"WARNING: {message}") + self.warnings.append(message) + + def run(self): + self.start() + self._step1_system_info() + self._step2_check_files() + self._step3_git_repo() + self._step4_check_env_file() + self._step5_anaconda_check() + self._step6_virtualenv_check() + self._step7_network_connectivity() + self._step8_environment_variables() + self._step9_additional_diagnostics() + + if self.warnings: + self.log("\n===== Warnings Found =====") + self.log("The following warnings were detected. They might not prevent the program from running but could cause unexpected behavior:") + for warning in self.warnings: + self.log(f"- {warning}") + + if self.errors: + self.log("\n===== Errors Found =====") + self.log("The following critical issues were detected. Please address them before proceeding:") + for error in self.errors: + self.log(f"- {error}") + + if not self.errors and not self.warnings: + self.log("\n✅ All diagnostics passed successfully!") + + self.end() + + def _step1_system_info(self): + self.log("===== System Information =====") + try: + system = platform.system() + self.log(f"Operating System: {system}") + + if system == "Windows": + release, version, csd, ptype = platform.win32_ver() + self.log(f"Windows Release: {release}") + self.log(f"Windows Version: {version}") + elif system == "Darwin": + release, version, machine = platform.mac_ver() + self.log(f"MacOS Version: {release}") + else: + self.log(f"Platform: {platform.platform()}") + + self.log(f"Architecture: {platform.architecture()}") + self.log(f"Machine: {platform.machine()}") + self.log(f"Processor: {platform.processor()}") + + try: + import psutil + ram = psutil.virtual_memory() + total_ram_gb = ram.total / (1024 ** 3) + available_ram_gb = ram.available / (1024 ** 3) + self.log(f"Total RAM: {total_ram_gb:.2f} GB") + self.log(f"Available RAM: {available_ram_gb:.2f} GB") + + if available_ram_gb < 2: + self._log_warning(f"Low available RAM: {available_ram_gb:.2f} GB") + except ImportError: + self._log_warning("psutil module not found. Cannot determine RAM information.") + + total, used, free = shutil.disk_usage(os.path.expanduser("~")) + free_gb = free / (1024 ** 3) + self.log(f"Free Disk Space: {free_gb:.2f} GB") + + if free_gb < 5: + self._log_warning(f"Low disk space: {free_gb:.2f} GB free") + + except Exception as e: + self._log_error(f"System information check failed: {e}") + + def _step2_check_files(self): + self.log("\n===== File System Information =====") + try: + current_dir = os.getcwd() + self.log(f"Current Directory: {current_dir}") + + # Check write permissions + test_file = Path(current_dir) / ".test_write_permission" + try: + test_file.touch(exist_ok=True) + test_file.unlink() + self.log("Write permission: OK") + except Exception as e: + self._log_error(f"No write permission in current directory: {e}") + + self.log("\nFiles in Current Directory:") + try: + for item in sorted(os.listdir(current_dir)): + self.log(f" - {item}") + except Exception as e: + self._log_error(f"Cannot list directory contents: {e}") + + except Exception as e: + self._log_error(f"File system check failed: {e}") + + def _step3_git_repo(self): + self.log("\n===== Git Repository Information =====") + try: + result = subprocess.run(['git', 'rev-parse', '--show-toplevel'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + git_root = result.stdout.strip() + self.log(f"Git Repository Root: {git_root}") + + result = subprocess.run(['git', 'rev-parse', 'HEAD'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + self.log(f"Current Commit: {result.stdout.strip()}") + else: + self._log_warning(f"Could not get current commit: {result.stderr.strip()}") + + result = subprocess.run(['git', 'remote', 'get-url', 'origin'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + self.log(f"Remote Origin: {result.stdout.strip()}") + else: + self._log_warning("No remote 'origin' configured") + else: + self._log_warning("Not a git repository") + except FileNotFoundError: + self._log_warning("Git is not installed or not in PATH") + except Exception as e: + self._log_error(f"Git check failed: {e}") + + def _step4_check_env_file(self): + self.log("\n===== Environment File Check =====") + try: + result = subprocess.run(['git', 'rev-parse', '--show-toplevel'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + git_root = result.stdout.strip() + env_path = os.path.join(git_root, '.env') + + if os.path.isfile(env_path): + self.log(f".env file exists at: {env_path}") + try: + with open(env_path, 'r') as f: + has_api_key = any(line.strip().startswith('OPENAI_API_KEY=') for line in f) + if has_api_key: + self.log("OPENAI_API_KEY found in .env file") + else: + self._log_warning("OPENAI_API_KEY not found in .env file") + except Exception as e: + self._log_error(f"Cannot read .env file: {e}") + else: + self._log_warning(".env file not found in project root") + + # Check for additional .env files + for root, _, files in os.walk(git_root): + if '.env' in files and os.path.join(root, '.env') != env_path: + self._log_warning(f"Additional .env file found at: {os.path.join(root, '.env')}") + else: + self._log_warning("Git root directory not found. Cannot perform .env file check.") + except FileNotFoundError: + self._log_warning("Git is not installed or not in PATH") + except Exception as e: + self._log_error(f"Environment file check failed: {e}") + + def _step5_anaconda_check(self): + self.log("\n===== Anaconda Environment Check =====") + try: + conda_prefix = os.environ.get('CONDA_PREFIX') + if conda_prefix: + self.log("Anaconda environment is active:") + self.log(f"Environment Path: {conda_prefix}") + self.log(f"Environment Name: {os.path.basename(conda_prefix)}") + + conda_exe = os.environ.get('CONDA_EXE', 'conda') + result = subprocess.run([conda_exe, '--version'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + self.log(f"Conda Version: {result.stdout.strip()}") + else: + self._log_warning("Could not determine Conda version") + + self._check_python_packages() + else: + self.log("No active Anaconda environment detected") + except Exception as e: + self._log_error(f"Anaconda environment check failed: {e}") + + def _step6_virtualenv_check(self): + self.log("\n===== Virtualenv Check =====") + try: + virtual_env = os.environ.get('VIRTUAL_ENV') + if virtual_env: + self.log("Virtualenv is active:") + self.log(f"Environment Path: {virtual_env}") + self.log(f"Environment Name: {os.path.basename(virtual_env)}") + + self._check_python_packages() + else: + self.log("No active virtualenv detected") + + if not virtual_env and not os.environ.get('CONDA_PREFIX'): + self._log_warning("Neither virtualenv nor Anaconda environment is active") + except Exception as e: + self._log_error(f"Virtualenv check failed: {e}") + + def _check_python_packages(self): + self.log("\nPython Environment:") + self.log(f"Python Version: {sys.version}") + self.log(f"Python Executable: {sys.executable}") + + required_packages = ['openai', 'python-dotenv', 'requests', 'gradio', 'transformers'] + + try: + import pkg_resources + installed = {pkg.key: pkg.version for pkg in pkg_resources.working_set} + + self.log("\nRequired Package Versions:") + for package in required_packages: + if package in installed: + self.log(f"{package}: {installed[package]}") + else: + self._log_error(f"Required package '{package}' is not installed") + + # Check for potentially conflicting packages + problem_pairs = [ + ('openai', 'openai-python'), + ('python-dotenv', 'dotenv') + ] + + for pkg1, pkg2 in problem_pairs: + if pkg1 in installed and pkg2 in installed: + self._log_warning(f"Potentially conflicting packages: {pkg1} and {pkg2}") + except ImportError: + self._log_error("Could not import 'pkg_resources' to check installed packages") + except Exception as e: + self._log_error(f"Package check failed: {e}") + + def _step7_network_connectivity(self): + self.log("\n===== Network Connectivity Check =====") + try: + self.log(f"SSL Version: {ssl.OPENSSL_VERSION}") + + import requests + import speedtest # Importing the speedtest-cli library + + # Basic connectivity check + urls = [ + 'https://www.google.com', + 'https://www.cloudflare.com' + ] + + connected = False + for url in urls: + try: + start_time = time.time() + response = requests.get(url, timeout=10) + elapsed_time = time.time() - start_time + response.raise_for_status() + self.log(f"✓ Connected to {url}") + self.log(f" Response time: {elapsed_time:.2f}s") + + if elapsed_time > 2: + self._log_warning(f"Slow response from {url}: {elapsed_time:.2f}s") + connected = True + break + except requests.exceptions.RequestException as e: + self._log_warning(f"Failed to connect to {url}: {e}") + else: + self.log("Basic connectivity OK") + + if not connected: + self._log_error("Failed to connect to any test URLs") + return + + # Bandwidth test using speedtest-cli + self.log("\nPerforming bandwidth test using speedtest-cli...") + try: + st = speedtest.Speedtest() + st.get_best_server() + download_speed = st.download() # Bits per second + upload_speed = st.upload() # Bits per second + + download_mbps = download_speed / 1e6 # Convert to Mbps + upload_mbps = upload_speed / 1e6 + + self.log(f"Download speed: {download_mbps:.2f} Mbps") + self.log(f"Upload speed: {upload_mbps:.2f} Mbps") + + if download_mbps < 1: + self._log_warning("Download speed is low") + if upload_mbps < 0.5: + self._log_warning("Upload speed is low") + except speedtest.ConfigRetrievalError: + self._log_error("Failed to retrieve speedtest configuration") + except Exception as e: + self._log_warning(f"Bandwidth test failed: {e}") + + except ImportError: + self._log_error("Required packages are not installed. Please install them using 'pip install requests speedtest-cli'") + except Exception as e: + self._log_error(f"Network connectivity check failed: {e}") + + + def _step8_environment_variables(self): + self.log("\n===== Environment Variables Check =====") + try: + # Check OPENAI_API_KEY + api_key = os.environ.get('OPENAI_API_KEY') + if api_key: + self.log("OPENAI_API_KEY is set") + if not api_key.startswith(('sk-', 'sk-org-')): + self._log_warning("OPENAI_API_KEY format looks incorrect") + else: + self._log_warning("OPENAI_API_KEY environment variable is not set") + + # Check Python paths + pythonpath = os.environ.get('PYTHONPATH') + if pythonpath: + self.log("\nPYTHONPATH:") + for path in pythonpath.split(os.pathsep): + self.log(f" - {path}") + else: + self.log("\nPYTHONPATH is not set.") + + self.log("\nPython sys.path:") + for path in sys.path: + self.log(f" - {path}") + except Exception as e: + self._log_error(f"Environment variables check failed: {e}") + + def _step9_additional_diagnostics(self): + print("\n===== Additional Diagnostics =====") + try: + # Get the site-packages directory paths + import site + site_packages_paths = site.getsitepackages() + if hasattr(site, 'getusersitepackages'): + site_packages_paths.append(site.getusersitepackages()) + + # Function to check if a path is within site-packages + def is_in_site_packages(path): + return any(os.path.commonpath([path, sp]) == sp for sp in site_packages_paths) + + # Check for potential name conflicts in the current directory and sys.path + conflict_names = ['openai.py'] + + # Check current directory + current_dir = os.getcwd() + for name in conflict_names: + conflict_path = os.path.join(current_dir, name) + if os.path.isfile(conflict_path): + self._log_warning(f"Found '{name}' in the current directory, which may cause import conflicts: {conflict_path}") + + # Check sys.path directories + for path in sys.path: + if not path or is_in_site_packages(path): + continue # Skip site-packages and empty paths + for name in conflict_names: + conflict_file = os.path.join(path, name) + if os.path.isfile(conflict_file): + self._log_warning(f"Potential naming conflict: {conflict_file}") + + # Check temp directory + try: + with tempfile.NamedTemporaryFile() as tmp: + print(f"Temp directory is writable: {os.path.dirname(tmp.name)}") + except Exception as e: + self._log_error(f"Cannot write to temp directory: {e}") + + except Exception as e: + self._log_error(f"Additional diagnostics failed: {e}") + + + def _step9b_additional_diagnostics(self): + self.log("\n===== Additional Diagnostics =====") + try: + # Check for potential name conflicts + current_dir = os.getcwd() + conflict_names = ['openai.py', 'dotenv.py'] + conflict_names = [name.lower() for name in conflict_names] + + for root, _, files in os.walk(current_dir): + files_lower = [f.lower() for f in files] + for name in conflict_names: + if name in files_lower: + file_index = files_lower.index(name) + file_path = os.path.join(root, files[file_index]) + if '__file__' in globals() and os.path.abspath(file_path) == os.path.abspath(__file__): + continue # Ignore this diagnostics script + self._log_warning(f"Potential naming conflict: {file_path}") + + # Check for 'openai.py' in sys.path + for path in sys.path: + conflict_file = os.path.join(path, 'openai.py') + if os.path.isfile(conflict_file): + self._log_warning(f"Potential naming conflict in sys.path: {conflict_file}") + + # Check temp directory + try: + with tempfile.NamedTemporaryFile() as tmp: + self.log(f"Temp directory is writable: {os.path.dirname(tmp.name)}") + except Exception as e: + self._log_error(f"Cannot write to temp directory: {e}") + except Exception as e: + self._log_error(f"Additional diagnostics failed: {e}") + +if __name__ == "__main__": + diagnostics = Diagnostics() + diagnostics.run() diff --git a/environment.yml b/environment.yml index 3629956..06afd87 100644 --- a/environment.yml +++ b/environment.yml @@ -45,4 +45,6 @@ dependencies: - gensim - modal - ollama - + - psutil + - setuptools + - speedtest-cli \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index c8763d3..5dd33ad 100644 --- a/requirements.txt +++ b/requirements.txt @@ -36,4 +36,7 @@ modal ollama accelerate sentencepiece -bitsandbytes \ No newline at end of file +bitsandbytes +psutil +setuptools +speedtest-cli diff --git a/week1/day1.ipynb b/week1/day1.ipynb index 949ec17..8fa9794 100644 --- a/week1/day1.ipynb +++ b/week1/day1.ipynb @@ -493,7 +493,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/week1/day2 EXERCISE.ipynb b/week1/day2 EXERCISE.ipynb index 6bdbde5..75ac44e 100644 --- a/week1/day2 EXERCISE.ipynb +++ b/week1/day2 EXERCISE.ipynb @@ -185,7 +185,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/week1/day5.ipynb b/week1/day5.ipynb index 037e278..1f42d40 100644 --- a/week1/day5.ipynb +++ b/week1/day5.ipynb @@ -473,7 +473,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/week1/diagnostics.py b/week1/diagnostics.py new file mode 100644 index 0000000..0586a65 --- /dev/null +++ b/week1/diagnostics.py @@ -0,0 +1,450 @@ +import os +import sys +import platform +import subprocess +import shutil +import time +import ssl +import tempfile +from pathlib import Path +from datetime import datetime + +class Diagnostics: + + FILENAME = 'report.txt' + + def __init__(self): + self.errors = [] + self.warnings = [] + if os.path.exists(self.FILENAME): + os.remove(self.FILENAME) + + def log(self, message): + print(message) + with open(self.FILENAME, 'a', encoding='utf-8') as f: + f.write(message + "\n") + + def start(self): + now = datetime.now().strftime("%Y-%m-%d %H:%M:%S") + self.log(f"Starting diagnostics at {now}\n") + + def end(self): + now = datetime.now().strftime("%Y-%m-%d %H:%M:%S") + self.log(f"\n\nCompleted diagnostics at {now}\n") + print("\nPlease send these diagnostics to me at ed@edwarddonner.com") + print(f"Either copy & paste the above output into an email, or attach the file {self.FILENAME} that has been created in this directory.") + + + def _log_error(self, message): + self.log(f"ERROR: {message}") + self.errors.append(message) + + def _log_warning(self, message): + self.log(f"WARNING: {message}") + self.warnings.append(message) + + def run(self): + self.start() + self._step1_system_info() + self._step2_check_files() + self._step3_git_repo() + self._step4_check_env_file() + self._step5_anaconda_check() + self._step6_virtualenv_check() + self._step7_network_connectivity() + self._step8_environment_variables() + self._step9_additional_diagnostics() + + if self.warnings: + self.log("\n===== Warnings Found =====") + self.log("The following warnings were detected. They might not prevent the program from running but could cause unexpected behavior:") + for warning in self.warnings: + self.log(f"- {warning}") + + if self.errors: + self.log("\n===== Errors Found =====") + self.log("The following critical issues were detected. Please address them before proceeding:") + for error in self.errors: + self.log(f"- {error}") + + if not self.errors and not self.warnings: + self.log("\n✅ All diagnostics passed successfully!") + + self.end() + + def _step1_system_info(self): + self.log("===== System Information =====") + try: + system = platform.system() + self.log(f"Operating System: {system}") + + if system == "Windows": + release, version, csd, ptype = platform.win32_ver() + self.log(f"Windows Release: {release}") + self.log(f"Windows Version: {version}") + elif system == "Darwin": + release, version, machine = platform.mac_ver() + self.log(f"MacOS Version: {release}") + else: + self.log(f"Platform: {platform.platform()}") + + self.log(f"Architecture: {platform.architecture()}") + self.log(f"Machine: {platform.machine()}") + self.log(f"Processor: {platform.processor()}") + + try: + import psutil + ram = psutil.virtual_memory() + total_ram_gb = ram.total / (1024 ** 3) + available_ram_gb = ram.available / (1024 ** 3) + self.log(f"Total RAM: {total_ram_gb:.2f} GB") + self.log(f"Available RAM: {available_ram_gb:.2f} GB") + + if available_ram_gb < 2: + self._log_warning(f"Low available RAM: {available_ram_gb:.2f} GB") + except ImportError: + self._log_warning("psutil module not found. Cannot determine RAM information.") + + total, used, free = shutil.disk_usage(os.path.expanduser("~")) + free_gb = free / (1024 ** 3) + self.log(f"Free Disk Space: {free_gb:.2f} GB") + + if free_gb < 5: + self._log_warning(f"Low disk space: {free_gb:.2f} GB free") + + except Exception as e: + self._log_error(f"System information check failed: {e}") + + def _step2_check_files(self): + self.log("\n===== File System Information =====") + try: + current_dir = os.getcwd() + self.log(f"Current Directory: {current_dir}") + + # Check write permissions + test_file = Path(current_dir) / ".test_write_permission" + try: + test_file.touch(exist_ok=True) + test_file.unlink() + self.log("Write permission: OK") + except Exception as e: + self._log_error(f"No write permission in current directory: {e}") + + self.log("\nFiles in Current Directory:") + try: + for item in sorted(os.listdir(current_dir)): + self.log(f" - {item}") + except Exception as e: + self._log_error(f"Cannot list directory contents: {e}") + + except Exception as e: + self._log_error(f"File system check failed: {e}") + + def _step3_git_repo(self): + self.log("\n===== Git Repository Information =====") + try: + result = subprocess.run(['git', 'rev-parse', '--show-toplevel'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + git_root = result.stdout.strip() + self.log(f"Git Repository Root: {git_root}") + + result = subprocess.run(['git', 'rev-parse', 'HEAD'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + self.log(f"Current Commit: {result.stdout.strip()}") + else: + self._log_warning(f"Could not get current commit: {result.stderr.strip()}") + + result = subprocess.run(['git', 'remote', 'get-url', 'origin'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + self.log(f"Remote Origin: {result.stdout.strip()}") + else: + self._log_warning("No remote 'origin' configured") + else: + self._log_warning("Not a git repository") + except FileNotFoundError: + self._log_warning("Git is not installed or not in PATH") + except Exception as e: + self._log_error(f"Git check failed: {e}") + + def _step4_check_env_file(self): + self.log("\n===== Environment File Check =====") + try: + result = subprocess.run(['git', 'rev-parse', '--show-toplevel'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + git_root = result.stdout.strip() + env_path = os.path.join(git_root, '.env') + + if os.path.isfile(env_path): + self.log(f".env file exists at: {env_path}") + try: + with open(env_path, 'r') as f: + has_api_key = any(line.strip().startswith('OPENAI_API_KEY=') for line in f) + if has_api_key: + self.log("OPENAI_API_KEY found in .env file") + else: + self._log_warning("OPENAI_API_KEY not found in .env file") + except Exception as e: + self._log_error(f"Cannot read .env file: {e}") + else: + self._log_warning(".env file not found in project root") + + # Check for additional .env files + for root, _, files in os.walk(git_root): + if '.env' in files and os.path.join(root, '.env') != env_path: + self._log_warning(f"Additional .env file found at: {os.path.join(root, '.env')}") + else: + self._log_warning("Git root directory not found. Cannot perform .env file check.") + except FileNotFoundError: + self._log_warning("Git is not installed or not in PATH") + except Exception as e: + self._log_error(f"Environment file check failed: {e}") + + def _step5_anaconda_check(self): + self.log("\n===== Anaconda Environment Check =====") + try: + conda_prefix = os.environ.get('CONDA_PREFIX') + if conda_prefix: + self.log("Anaconda environment is active:") + self.log(f"Environment Path: {conda_prefix}") + self.log(f"Environment Name: {os.path.basename(conda_prefix)}") + + conda_exe = os.environ.get('CONDA_EXE', 'conda') + result = subprocess.run([conda_exe, '--version'], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + if result.returncode == 0: + self.log(f"Conda Version: {result.stdout.strip()}") + else: + self._log_warning("Could not determine Conda version") + + self._check_python_packages() + else: + self.log("No active Anaconda environment detected") + except Exception as e: + self._log_error(f"Anaconda environment check failed: {e}") + + def _step6_virtualenv_check(self): + self.log("\n===== Virtualenv Check =====") + try: + virtual_env = os.environ.get('VIRTUAL_ENV') + if virtual_env: + self.log("Virtualenv is active:") + self.log(f"Environment Path: {virtual_env}") + self.log(f"Environment Name: {os.path.basename(virtual_env)}") + + self._check_python_packages() + else: + self.log("No active virtualenv detected") + + if not virtual_env and not os.environ.get('CONDA_PREFIX'): + self._log_warning("Neither virtualenv nor Anaconda environment is active") + except Exception as e: + self._log_error(f"Virtualenv check failed: {e}") + + def _check_python_packages(self): + self.log("\nPython Environment:") + self.log(f"Python Version: {sys.version}") + self.log(f"Python Executable: {sys.executable}") + + required_packages = ['openai', 'python-dotenv', 'requests', 'gradio', 'transformers'] + + try: + import pkg_resources + installed = {pkg.key: pkg.version for pkg in pkg_resources.working_set} + + self.log("\nRequired Package Versions:") + for package in required_packages: + if package in installed: + self.log(f"{package}: {installed[package]}") + else: + self._log_error(f"Required package '{package}' is not installed") + + # Check for potentially conflicting packages + problem_pairs = [ + ('openai', 'openai-python'), + ('python-dotenv', 'dotenv') + ] + + for pkg1, pkg2 in problem_pairs: + if pkg1 in installed and pkg2 in installed: + self._log_warning(f"Potentially conflicting packages: {pkg1} and {pkg2}") + except ImportError: + self._log_error("Could not import 'pkg_resources' to check installed packages") + except Exception as e: + self._log_error(f"Package check failed: {e}") + + def _step7_network_connectivity(self): + self.log("\n===== Network Connectivity Check =====") + try: + self.log(f"SSL Version: {ssl.OPENSSL_VERSION}") + + import requests + import speedtest # Importing the speedtest-cli library + + # Basic connectivity check + urls = [ + 'https://www.google.com', + 'https://www.cloudflare.com' + ] + + connected = False + for url in urls: + try: + start_time = time.time() + response = requests.get(url, timeout=10) + elapsed_time = time.time() - start_time + response.raise_for_status() + self.log(f"✓ Connected to {url}") + self.log(f" Response time: {elapsed_time:.2f}s") + + if elapsed_time > 2: + self._log_warning(f"Slow response from {url}: {elapsed_time:.2f}s") + connected = True + break + except requests.exceptions.RequestException as e: + self._log_warning(f"Failed to connect to {url}: {e}") + else: + self.log("Basic connectivity OK") + + if not connected: + self._log_error("Failed to connect to any test URLs") + return + + # Bandwidth test using speedtest-cli + self.log("\nPerforming bandwidth test using speedtest-cli...") + try: + st = speedtest.Speedtest() + st.get_best_server() + download_speed = st.download() # Bits per second + upload_speed = st.upload() # Bits per second + + download_mbps = download_speed / 1e6 # Convert to Mbps + upload_mbps = upload_speed / 1e6 + + self.log(f"Download speed: {download_mbps:.2f} Mbps") + self.log(f"Upload speed: {upload_mbps:.2f} Mbps") + + if download_mbps < 1: + self._log_warning("Download speed is low") + if upload_mbps < 0.5: + self._log_warning("Upload speed is low") + except speedtest.ConfigRetrievalError: + self._log_error("Failed to retrieve speedtest configuration") + except Exception as e: + self._log_warning(f"Bandwidth test failed: {e}") + + except ImportError: + self._log_error("Required packages are not installed. Please install them using 'pip install requests speedtest-cli'") + except Exception as e: + self._log_error(f"Network connectivity check failed: {e}") + + + def _step8_environment_variables(self): + self.log("\n===== Environment Variables Check =====") + try: + # Check OPENAI_API_KEY + api_key = os.environ.get('OPENAI_API_KEY') + if api_key: + self.log("OPENAI_API_KEY is set") + if not api_key.startswith(('sk-', 'sk-org-')): + self._log_warning("OPENAI_API_KEY format looks incorrect") + else: + self._log_warning("OPENAI_API_KEY environment variable is not set") + + # Check Python paths + pythonpath = os.environ.get('PYTHONPATH') + if pythonpath: + self.log("\nPYTHONPATH:") + for path in pythonpath.split(os.pathsep): + self.log(f" - {path}") + else: + self.log("\nPYTHONPATH is not set.") + + self.log("\nPython sys.path:") + for path in sys.path: + self.log(f" - {path}") + except Exception as e: + self._log_error(f"Environment variables check failed: {e}") + + def _step9_additional_diagnostics(self): + print("\n===== Additional Diagnostics =====") + try: + # Get the site-packages directory paths + import site + site_packages_paths = site.getsitepackages() + if hasattr(site, 'getusersitepackages'): + site_packages_paths.append(site.getusersitepackages()) + + # Function to check if a path is within site-packages + def is_in_site_packages(path): + return any(os.path.commonpath([path, sp]) == sp for sp in site_packages_paths) + + # Check for potential name conflicts in the current directory and sys.path + conflict_names = ['openai.py'] + + # Check current directory + current_dir = os.getcwd() + for name in conflict_names: + conflict_path = os.path.join(current_dir, name) + if os.path.isfile(conflict_path): + self._log_warning(f"Found '{name}' in the current directory, which may cause import conflicts: {conflict_path}") + + # Check sys.path directories + for path in sys.path: + if not path or is_in_site_packages(path): + continue # Skip site-packages and empty paths + for name in conflict_names: + conflict_file = os.path.join(path, name) + if os.path.isfile(conflict_file): + self._log_warning(f"Potential naming conflict: {conflict_file}") + + # Check temp directory + try: + with tempfile.NamedTemporaryFile() as tmp: + print(f"Temp directory is writable: {os.path.dirname(tmp.name)}") + except Exception as e: + self._log_error(f"Cannot write to temp directory: {e}") + + except Exception as e: + self._log_error(f"Additional diagnostics failed: {e}") + + + def _step9b_additional_diagnostics(self): + self.log("\n===== Additional Diagnostics =====") + try: + # Check for potential name conflicts + current_dir = os.getcwd() + conflict_names = ['openai.py', 'dotenv.py'] + conflict_names = [name.lower() for name in conflict_names] + + for root, _, files in os.walk(current_dir): + files_lower = [f.lower() for f in files] + for name in conflict_names: + if name in files_lower: + file_index = files_lower.index(name) + file_path = os.path.join(root, files[file_index]) + if '__file__' in globals() and os.path.abspath(file_path) == os.path.abspath(__file__): + continue # Ignore this diagnostics script + self._log_warning(f"Potential naming conflict: {file_path}") + + # Check for 'openai.py' in sys.path + for path in sys.path: + conflict_file = os.path.join(path, 'openai.py') + if os.path.isfile(conflict_file): + self._log_warning(f"Potential naming conflict in sys.path: {conflict_file}") + + # Check temp directory + try: + with tempfile.NamedTemporaryFile() as tmp: + self.log(f"Temp directory is writable: {os.path.dirname(tmp.name)}") + except Exception as e: + self._log_error(f"Cannot write to temp directory: {e}") + except Exception as e: + self._log_error(f"Additional diagnostics failed: {e}") + +if __name__ == "__main__": + diagnostics = Diagnostics() + diagnostics.run() diff --git a/week1/troubleshooting.ipynb b/week1/troubleshooting.ipynb index 5376214..d68f9fb 100644 --- a/week1/troubleshooting.ipynb +++ b/week1/troubleshooting.ipynb @@ -11,7 +11,7 @@ "\n", "Setting up a Data Science environment can be challenging because there's a lot going on under the hood. But we will get there.\n", "\n", - "And please remember - I'm standing by to help out. Message me or email ed@edwarddonner.com and I'll get on the case.\n" + "And please remember - I'm standing by to help out. Message me or email ed@edwarddonner.com and I'll get on the case. The very last cell in this notebook has some diagnostics that will help me figure out what's happening.\n" ] }, { @@ -34,7 +34,7 @@ "4. Kernel menu >> Restart Kernel and Clear Outputs of All Cells\n", "5. Come back to this notebook and try the cell below again.\n", "\n", - "If **that** doesn't work, then please contact me! I'll respond quickly, and we'll figure it out. If you used Anaconda, it might be that for some reason your environment is corrupted, in which case the simplest fix is to use the virtualenv approach instead (Part 2B in the setup guides)." + "If **that** doesn't work, then please contact me! I'll respond quickly, and we'll figure it out. Please run the diagnostics (last cell in this notebook) so I can debug. If you used Anaconda, it might be that for some reason your environment is corrupted, in which case the simplest fix is to use the virtualenv approach instead (Part 2B in the setup guides)." ] }, { @@ -48,6 +48,7 @@ "# Import errors might indicate that you started jupyter lab without your environment activated? See SETUP part 5.\n", "# Or you might need to restart your Kernel and Jupyter Lab.\n", "# Or it's possible that something is wrong with Anaconda, in which case we may have to use virtualenv instead.\n", + "# If you're unsure, please run the diagnostics (last cell in this notebook) and then email me at ed@edwarddonner.com\n", "\n", "from openai import OpenAI" ] @@ -224,6 +225,8 @@ "outputs": [], "source": [ "from openai import OpenAI\n", + "from dotenv import load_dotenv\n", + "load_dotenv()\n", "\n", "# EITHER:\n", "my_api_key = os.getenv(\"OPENAI_API_KEY\")\n", @@ -265,18 +268,39 @@ "\n", "(1) Try pasting your error into ChatGPT or Claude! It's amazing how often they can figure things out\n", "\n", - "(2) Contact me! ed@edwarddonner.com\n", + "(2) Contact me! Please run the diagnostics in the cell below, then email me your problems to ed@edwarddonner.com\n", "\n", "Thanks so much, and I'm sorry this is giving you bother!" ] }, + { + "cell_type": "markdown", + "id": "dc83f944-6ce0-4b5c-817f-952676e284ec", + "metadata": {}, + "source": [ + "# Gathering Essential Diagnostic information\n", + "\n", + "## Please run this next cell to gather some important data\n", + "\n", + "Please run the next cell; it should take a minute or so to run (mostly the network test).\n", + "Rhen email me the output of the last cell to ed@edwarddonner.com. \n", + "Alternatively: this will create a file called report.txt - just attach the file to your email." + ] + }, { "cell_type": "code", "execution_count": null, - "id": "32dea02e-c216-4aed-9f84-934c981d0573", + "id": "248204f0-7bad-482a-b715-fb06a3553916", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Run my diagnostics report to collect key information for debugging\n", + "# Please email me the results. Either copy & paste the output, or attach the file report.txt\n", + "\n", + "!pip install -q requests speedtest-cli psutil setuptools\n", + "from diagnostics import Diagnostics\n", + "Diagnostics().run()" + ] } ], "metadata": { From 28e075c86a442b5b4aa1f6f423326e10bc553d40 Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Tue, 19 Nov 2024 18:23:45 -0500 Subject: [PATCH 06/15] Improved diagnostics --- diagnostics.py | 37 ++----------------------------------- week1/diagnostics.py | 37 ++----------------------------------- 2 files changed, 4 insertions(+), 70 deletions(-) diff --git a/diagnostics.py b/diagnostics.py index 0586a65..fa9388d 100644 --- a/diagnostics.py +++ b/diagnostics.py @@ -370,7 +370,7 @@ class Diagnostics: self._log_error(f"Environment variables check failed: {e}") def _step9_additional_diagnostics(self): - print("\n===== Additional Diagnostics =====") + self.log("\n===== Additional Diagnostics =====") try: # Get the site-packages directory paths import site @@ -404,7 +404,7 @@ class Diagnostics: # Check temp directory try: with tempfile.NamedTemporaryFile() as tmp: - print(f"Temp directory is writable: {os.path.dirname(tmp.name)}") + self.log(f"Temp directory is writable: {os.path.dirname(tmp.name)}") except Exception as e: self._log_error(f"Cannot write to temp directory: {e}") @@ -412,39 +412,6 @@ class Diagnostics: self._log_error(f"Additional diagnostics failed: {e}") - def _step9b_additional_diagnostics(self): - self.log("\n===== Additional Diagnostics =====") - try: - # Check for potential name conflicts - current_dir = os.getcwd() - conflict_names = ['openai.py', 'dotenv.py'] - conflict_names = [name.lower() for name in conflict_names] - - for root, _, files in os.walk(current_dir): - files_lower = [f.lower() for f in files] - for name in conflict_names: - if name in files_lower: - file_index = files_lower.index(name) - file_path = os.path.join(root, files[file_index]) - if '__file__' in globals() and os.path.abspath(file_path) == os.path.abspath(__file__): - continue # Ignore this diagnostics script - self._log_warning(f"Potential naming conflict: {file_path}") - - # Check for 'openai.py' in sys.path - for path in sys.path: - conflict_file = os.path.join(path, 'openai.py') - if os.path.isfile(conflict_file): - self._log_warning(f"Potential naming conflict in sys.path: {conflict_file}") - - # Check temp directory - try: - with tempfile.NamedTemporaryFile() as tmp: - self.log(f"Temp directory is writable: {os.path.dirname(tmp.name)}") - except Exception as e: - self._log_error(f"Cannot write to temp directory: {e}") - except Exception as e: - self._log_error(f"Additional diagnostics failed: {e}") - if __name__ == "__main__": diagnostics = Diagnostics() diagnostics.run() diff --git a/week1/diagnostics.py b/week1/diagnostics.py index 0586a65..fa9388d 100644 --- a/week1/diagnostics.py +++ b/week1/diagnostics.py @@ -370,7 +370,7 @@ class Diagnostics: self._log_error(f"Environment variables check failed: {e}") def _step9_additional_diagnostics(self): - print("\n===== Additional Diagnostics =====") + self.log("\n===== Additional Diagnostics =====") try: # Get the site-packages directory paths import site @@ -404,7 +404,7 @@ class Diagnostics: # Check temp directory try: with tempfile.NamedTemporaryFile() as tmp: - print(f"Temp directory is writable: {os.path.dirname(tmp.name)}") + self.log(f"Temp directory is writable: {os.path.dirname(tmp.name)}") except Exception as e: self._log_error(f"Cannot write to temp directory: {e}") @@ -412,39 +412,6 @@ class Diagnostics: self._log_error(f"Additional diagnostics failed: {e}") - def _step9b_additional_diagnostics(self): - self.log("\n===== Additional Diagnostics =====") - try: - # Check for potential name conflicts - current_dir = os.getcwd() - conflict_names = ['openai.py', 'dotenv.py'] - conflict_names = [name.lower() for name in conflict_names] - - for root, _, files in os.walk(current_dir): - files_lower = [f.lower() for f in files] - for name in conflict_names: - if name in files_lower: - file_index = files_lower.index(name) - file_path = os.path.join(root, files[file_index]) - if '__file__' in globals() and os.path.abspath(file_path) == os.path.abspath(__file__): - continue # Ignore this diagnostics script - self._log_warning(f"Potential naming conflict: {file_path}") - - # Check for 'openai.py' in sys.path - for path in sys.path: - conflict_file = os.path.join(path, 'openai.py') - if os.path.isfile(conflict_file): - self._log_warning(f"Potential naming conflict in sys.path: {conflict_file}") - - # Check temp directory - try: - with tempfile.NamedTemporaryFile() as tmp: - self.log(f"Temp directory is writable: {os.path.dirname(tmp.name)}") - except Exception as e: - self._log_error(f"Cannot write to temp directory: {e}") - except Exception as e: - self._log_error(f"Additional diagnostics failed: {e}") - if __name__ == "__main__": diagnostics = Diagnostics() diagnostics.run() From 4d7e21efa39381999a938adffcbe425cb882f86d Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Tue, 19 Nov 2024 18:32:06 -0500 Subject: [PATCH 07/15] Minor diagnostics updates --- diagnostics.py | 20 +++++++++++--------- week1/day1.ipynb | 2 +- week1/diagnostics.py | 20 +++++++++++--------- 3 files changed, 23 insertions(+), 19 deletions(-) diff --git a/diagnostics.py b/diagnostics.py index fa9388d..d1d43f4 100644 --- a/diagnostics.py +++ b/diagnostics.py @@ -345,15 +345,6 @@ class Diagnostics: def _step8_environment_variables(self): self.log("\n===== Environment Variables Check =====") try: - # Check OPENAI_API_KEY - api_key = os.environ.get('OPENAI_API_KEY') - if api_key: - self.log("OPENAI_API_KEY is set") - if not api_key.startswith(('sk-', 'sk-org-')): - self._log_warning("OPENAI_API_KEY format looks incorrect") - else: - self._log_warning("OPENAI_API_KEY environment variable is not set") - # Check Python paths pythonpath = os.environ.get('PYTHONPATH') if pythonpath: @@ -366,6 +357,17 @@ class Diagnostics: self.log("\nPython sys.path:") for path in sys.path: self.log(f" - {path}") + + # Check OPENAI_API_KEY + from dotenv import load_dotenv + load_dotenv() + api_key = os.environ.get('OPENAI_API_KEY') + if api_key: + self.log("OPENAI_API_KEY is set after calling load_dotenv()") + if not api_key.startswith('sk-proj-') or len(api_key)<12: + self._log_warning("OPENAI_API_KEY format looks incorrect after calling load_dotenv()") + else: + self._log_warning("OPENAI_API_KEY environment variable is not set after calling load_dotenv()") except Exception as e: self._log_error(f"Environment variables check failed: {e}") diff --git a/week1/day1.ipynb b/week1/day1.ipynb index 8fa9794..949ec17 100644 --- a/week1/day1.ipynb +++ b/week1/day1.ipynb @@ -493,7 +493,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/week1/diagnostics.py b/week1/diagnostics.py index fa9388d..d1d43f4 100644 --- a/week1/diagnostics.py +++ b/week1/diagnostics.py @@ -345,15 +345,6 @@ class Diagnostics: def _step8_environment_variables(self): self.log("\n===== Environment Variables Check =====") try: - # Check OPENAI_API_KEY - api_key = os.environ.get('OPENAI_API_KEY') - if api_key: - self.log("OPENAI_API_KEY is set") - if not api_key.startswith(('sk-', 'sk-org-')): - self._log_warning("OPENAI_API_KEY format looks incorrect") - else: - self._log_warning("OPENAI_API_KEY environment variable is not set") - # Check Python paths pythonpath = os.environ.get('PYTHONPATH') if pythonpath: @@ -366,6 +357,17 @@ class Diagnostics: self.log("\nPython sys.path:") for path in sys.path: self.log(f" - {path}") + + # Check OPENAI_API_KEY + from dotenv import load_dotenv + load_dotenv() + api_key = os.environ.get('OPENAI_API_KEY') + if api_key: + self.log("OPENAI_API_KEY is set after calling load_dotenv()") + if not api_key.startswith('sk-proj-') or len(api_key)<12: + self._log_warning("OPENAI_API_KEY format looks incorrect after calling load_dotenv()") + else: + self._log_warning("OPENAI_API_KEY environment variable is not set after calling load_dotenv()") except Exception as e: self._log_error(f"Environment variables check failed: {e}") From 58d1d488fbde9ef19a3812a6fc5f541e33b9a972 Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Tue, 19 Nov 2024 18:41:54 -0500 Subject: [PATCH 08/15] Added diagnostics info --- week1/day1.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/week1/day1.ipynb b/week1/day1.ipynb index 949ec17..4688043 100644 --- a/week1/day1.ipynb +++ b/week1/day1.ipynb @@ -37,7 +37,7 @@ "\n", "## More troubleshooting\n", "\n", - "Please see the [troubleshooting](troubleshooting.ipynb) notebook in this folder to diagnose and fix common problems.\n", + "Please see the [troubleshooting](troubleshooting.ipynb) notebook in this folder to diagnose and fix common problems. At the very end of it is a diagnostics script with some useful debug info.\n", "\n", "## If this is old hat!\n", "\n", From bdf23c6e2444fe62aaac694c1556a589deac674c Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Tue, 19 Nov 2024 19:11:37 -0500 Subject: [PATCH 09/15] Added more diagnostics --- diagnostics.py | 2 +- week1/diagnostics.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/diagnostics.py b/diagnostics.py index d1d43f4..716e544 100644 --- a/diagnostics.py +++ b/diagnostics.py @@ -385,7 +385,7 @@ class Diagnostics: return any(os.path.commonpath([path, sp]) == sp for sp in site_packages_paths) # Check for potential name conflicts in the current directory and sys.path - conflict_names = ['openai.py'] + conflict_names = ['openai.py', 'dotenv.py'] # Check current directory current_dir = os.getcwd() diff --git a/week1/diagnostics.py b/week1/diagnostics.py index d1d43f4..716e544 100644 --- a/week1/diagnostics.py +++ b/week1/diagnostics.py @@ -385,7 +385,7 @@ class Diagnostics: return any(os.path.commonpath([path, sp]) == sp for sp in site_packages_paths) # Check for potential name conflicts in the current directory and sys.path - conflict_names = ['openai.py'] + conflict_names = ['openai.py', 'dotenv.py'] # Check current directory current_dir = os.getcwd() From 5ad874ab82d52e3a998e2544463d9f4fb5932411 Mon Sep 17 00:00:00 2001 From: Roger Gomez Date: Thu, 21 Nov 2024 10:58:09 -0500 Subject: [PATCH 10/15] Adding modifications for AWS, Azure and local ollama using OpenAI compatible API. --- .../day1-azure-aws-ollama.ipynb | 772 ++++++++++++++++++ 1 file changed, 772 insertions(+) create mode 100644 week2/community-contributions/day1-azure-aws-ollama.ipynb diff --git a/week2/community-contributions/day1-azure-aws-ollama.ipynb b/week2/community-contributions/day1-azure-aws-ollama.ipynb new file mode 100644 index 0000000..e21af22 --- /dev/null +++ b/week2/community-contributions/day1-azure-aws-ollama.ipynb @@ -0,0 +1,772 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "06cf3063-9f3e-4551-a0d5-f08d9cabb927", + "metadata": {}, + "source": [ + "# Welcome to Week 2!\n", + "\n", + "## Frontier Model APIs\n", + "\n", + "In Week 1, we used multiple Frontier LLMs through their Chat UI, and we connected with the OpenAI's API.\n", + "\n", + "Today we'll connect with the APIs for Anthropic and Google, as well as OpenAI." + ] + }, + { + "cell_type": "markdown", + "id": "2b268b6e-0ba4-461e-af86-74a41f4d681f", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Important Note - Please read me

\n", + " I'm continually improving these labs, adding more examples and exercises.\n", + " At the start of each week, it's worth checking you have the latest code.
\n", + " First do a git pull and merge your changes as needed. Any problems? Try asking ChatGPT to clarify how to merge - or contact me!

\n", + " After you've pulled the code, from the llm_engineering directory, in an Anaconda prompt (PC) or Terminal (Mac), run:
\n", + " conda env update --f environment.yml --prune
\n", + " Or if you used virtualenv rather than Anaconda, then run this from your activated environment in a Powershell (PC) or Terminal (Mac):
\n", + " pip install -r requirements.txt\n", + "
Then restart the kernel (Kernel menu >> Restart Kernel and Clear Outputs Of All Cells) to pick up the changes.\n", + "
\n", + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Reminder about the resources page

\n", + " Here's a link to resources for the course. This includes links to all the slides.
\n", + " https://edwarddonner.com/2024/11/13/llm-engineering-resources/
\n", + " Please keep this bookmarked, and I'll continue to add more useful links there over time.\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "85cfe275-4705-4d30-abea-643fbddf1db0", + "metadata": {}, + "source": [ + "## Setting up your keys\n", + "\n", + "We will use the models through cloud providers, you will need to have credentials for AWS and Azure for this.\n", + "\n", + "When you get your API keys, you need to set them as environment variables by adding them to your `.env` file.\n", + "\n", + "```\n", + "AZURE_OPENAI_API_KEY=xxxx\n", + "AZURE_OPENAI_ENDPOINT=https://example.openai.azure.com\n", + "AWS_ACCESS_KEY_ID=xxxx\n", + "AWS_SECRET_ACCESS_KEY=xxxx\n", + "AWS_SESSION_TOKEN=xxxx\n", + "AWS_REGION=us-west-2\n", + "OPENAI_BASE_URL=https://localhost:11434/v1\n", + "GOOGLE_API_KEY=xxxx\n", + "```\n", + "\n", + "Afterwards, you may need to restart the Jupyter Lab Kernel (the Python process that sits behind this notebook) via the Kernel menu, and then rerun the cells from the top." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "de23bb9e-37c5-4377-9a82-d7b6c648eeb6", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "from dotenv import load_dotenv\n", + "from openai import OpenAI, AzureOpenAI\n", + "from dotenv import load_dotenv\n", + "import json\n", + "import boto3\n", + "from IPython.display import Markdown, display, update_display" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "f0a8ab2b-6134-4104-a1bc-c3cd7ea4cd36", + "metadata": {}, + "outputs": [], + "source": [ + "# import for google\n", + "# in rare cases, this seems to give an error on some systems. Please reach out to me if this happens,\n", + "# or you can feel free to skip Gemini - it's the lowest priority of the frontier models that we use\n", + "\n", + "import google.generativeai" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "c5c0df5e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# load the environment variables\n", + "load_dotenv()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "1179b4c5-cd1f-4131-a876-4c9f3f38d2ba", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hello! How can I assist you today?\n" + ] + } + ], + "source": [ + "# Test that AZURE works\n", + "AZURE_MODEL = \"gpt-4o\"\n", + "client_azure = AzureOpenAI(\n", + " api_key=os.getenv('AZURE_OPENAI_API_KEY'),\n", + " azure_endpoint=os.getenv('AZURE_OPENAI_ENDPOINT'),\n", + " api_version=\"2024-08-01-preview\",\n", + ")\n", + "messages = [\n", + " {\n", + " \"role\": \"user\",\n", + " \"content\": \"ping\"\n", + " }\n", + "]\n", + "response = client_azure.chat.completions.create(model=AZURE_MODEL, messages=messages)\n", + "print(response.choices[0].message.content)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "0d5fe363", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I'm doing well, thanks for asking! I'm Claude, an AI assistant created by Anthropic.\n" + ] + } + ], + "source": [ + "# Test that AWS works\n", + "AWS_MODEL = \"anthropic.claude-3-sonnet-20240229-v1:0\"\n", + "session = boto3.Session()\n", + "bedrock = session.client(service_name='bedrock-runtime', region_name='us-east-1')\n", + "# AWS Messages are a bit more complex\n", + "aws_message = {\n", + " \"role\": \"user\",\n", + " \"content\": [\n", + " { \"text\": \"how are you doing\" } \n", + " ],\n", + "}\n", + "response = bedrock.converse(\n", + " modelId=AWS_MODEL,\n", + " inferenceConfig={\n", + " \"maxTokens\": 2000,\n", + " \"temperature\": 0\n", + " },\n", + " messages=[aws_message],\n", + ")\n", + "print(response['output']['message']['content'][0]['text'])" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "a92f86d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " pong\n" + ] + } + ], + "source": [ + "# Test ollama using OpenAI API\n", + "OLLAMA_MODEL='qwen2.5'\n", + "client_ollama = OpenAI(\n", + " base_url=os.getenv('OPENAI_BASE_URL')\n", + " )\n", + "response = client_ollama.chat.completions.create(model=OLLAMA_MODEL, messages=messages)\n", + "print(response.choices[0].message.content)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "797fe7b0-ad43-42d2-acf0-e4f309b112f0", + "metadata": {}, + "outputs": [], + "source": [ + "# Connect to OpenAI, Anthropic and Google\n", + "# All 3 APIs are similar\n", + "# Having problems with API files? You can use openai = OpenAI(api_key=\"your-key-here\") and same for claude\n", + "# Having problems with Google Gemini setup? Then just skip Gemini; you'll get all the experience you need from GPT and Claude.\n", + "\n", + "google.generativeai.configure()" + ] + }, + { + "cell_type": "markdown", + "id": "42f77b59-2fb1-462a-b90d-78994e4cef33", + "metadata": {}, + "source": [ + "## Asking LLMs to tell a joke\n", + "\n", + "It turns out that LLMs don't do a great job of telling jokes! Let's compare a few models.\n", + "Later we will be putting LLMs to better use!\n", + "\n", + "### What information is included in the API\n", + "\n", + "Typically we'll pass to the API:\n", + "- The name of the model that should be used\n", + "- A system message that gives overall context for the role the LLM is playing\n", + "- A user message that provides the actual prompt\n", + "\n", + "There are other parameters that can be used, including **temperature** which is typically between 0 and 1; higher for more random output; lower for more focused and deterministic." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "378a0296-59a2-45c6-82eb-941344d3eeff", + "metadata": {}, + "outputs": [], + "source": [ + "system_message = \"You are an assistant that is great at telling jokes\"\n", + "user_prompt = \"Tell a light-hearted joke for an audience of Data Scientists\"" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "f4d56a0f-2a3d-484d-9344-0efa6862aff4", + "metadata": {}, + "outputs": [], + "source": [ + "prompts = [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": user_prompt}\n", + " ]" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "3b3879b6-9a55-4fed-a18c-1ea2edfaf397", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Why did the data scientist go broke?\n", + "\n", + "Because he couldn't find a good algorithm for saving!\n" + ] + } + ], + "source": [ + "# GPT-4o\n", + "def call_azure(model=AZURE_MODEL, temp=0.5):\n", + " openai = AzureOpenAI(\n", + " api_key=os.getenv('AZURE_OPENAI_API_KEY'),\n", + " azure_endpoint=os.getenv('AZURE_OPENAI_ENDPOINT'),\n", + " api_version=\"2024-08-01-preview\",\n", + " )\n", + " completion = openai.chat.completions.create(model=model, messages=prompts, temperature=temp)\n", + " return completion.choices[0].message.content\n", + "print(call_azure('gpt-4o'))\n", + "# completion = client_azure.chat.completions.create(model='gpt-3.5-turbo', messages=prompts)\n", + "# print(completion.choices[0].message.content)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "3d2d6beb-1b81-466f-8ed1-40bf51e7adbf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Why did the data scientist bring a ladder to work?\n", + "\n", + "Because they wanted to reach new heights in their analysis!\n" + ] + } + ], + "source": [ + "# GPT-4o-mini\n", + "# Temperature setting controls creativity\n", + "\n", + "print(call_azure('gpt-4o-mini', temp=0.7))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "f1f54beb-823f-4301-98cb-8b9a49f4ce26", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Why did the data scientist go broke?\n", + "\n", + "Because he couldn't find any value in his SQL statements!\n" + ] + } + ], + "source": [ + "# GPT-4o\n", + "\n", + "print(call_azure('gpt-4o', temp=0.4))" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "1ecdb506-9f7c-4539-abae-0e78d7f31b76", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Here's a light-hearted joke for an audience of Data Scientists:\n", + "\n", + "Why did the data scientist bring a ladder to work? Because they needed to access the higher-level data!\n" + ] + } + ], + "source": [ + "# AWS with Claude 3.5 Sonnet\n", + "# API needs system message provided separately from user prompt\n", + "# Also adding max_tokens\n", + "\n", + "def call_aws(model=AWS_MODEL, temp=0.5):\n", + " aws_message = {\n", + " \"role\": \"user\",\n", + " \"content\": [\n", + " { \"text\": user_prompt } \n", + " ],\n", + " }\n", + " sys_message = [ { \"text\": system_message } ]\n", + " session = boto3.Session()\n", + " bedrock = session.client(service_name='bedrock-runtime', region_name='us-east-1')\n", + " response = bedrock.converse(\n", + " modelId=AWS_MODEL,\n", + " inferenceConfig={\n", + " \"maxTokens\": 2000,\n", + " \"temperature\": 0\n", + " },\n", + " messages=[aws_message],\n", + " system=sys_message\n", + " )\n", + " return response['output']['message']['content'][0]['text']\n", + "print(call_aws(AWS_MODEL))" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "769c4017-4b3b-4e64-8da7-ef4dcbe3fd9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Here's a light-hearted joke for data scientists:\n", + "\n", + "Why did the data scientist get a puppy?\n", + "Because he wanted to train a naive dog." + ] + } + ], + "source": [ + "# AWS with Claude 3.5 Sonnet\n", + "# Now let's add in streaming back results\n", + "def call_aws_stream(model=AWS_MODEL, temp=0.5):\n", + " aws_message = {\n", + " \"role\": \"user\",\n", + " \"content\": [\n", + " { \"text\": user_prompt } \n", + " ],\n", + " }\n", + " sys_message = [ { \"text\": system_message } ]\n", + " response = bedrock.converse_stream(\n", + " modelId=model,\n", + " inferenceConfig={\n", + " \"maxTokens\": 2000,\n", + " \"temperature\": temp\n", + " },\n", + " system=sys_message,\n", + " messages=[aws_message],\n", + " )\n", + " stream = response.get('stream')\n", + " reply = \"\"\n", + " for event in stream:\n", + " if \"contentBlockDelta\" in event:\n", + " text = event[\"contentBlockDelta\"][\"delta\"]['text']\n", + " print(text, end=\"\", flush=True)\n", + "call_aws_stream(AWS_MODEL, temp=0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "12374cd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Why did the data scientist name his algorithm \"gaussian\"?\n", + "\n", + "Because he was really normal!" + ] + } + ], + "source": [ + "# Call Ollama\n", + "def call_ollama_stream(model=OLLAMA_MODEL, temp=0.5):\n", + " openai = OpenAI(\n", + " base_url=os.getenv('OPENAI_BASE_URL')\n", + " )\n", + " stream = openai.chat.completions.create(model=model, messages=prompts, temperature=temp, stream=True)\n", + " for chunk in stream:\n", + " if chunk.choices:\n", + " text = chunk.choices[0].delta.content or ''\n", + " print(text, end=\"\", flush=True)\n", + "call_ollama_stream(OLLAMA_MODEL)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "6df48ce5-70f8-4643-9a50-b0b5bfdb66ad", + "metadata": {}, + "outputs": [], + "source": [ + "# The API for Gemini has a slightly different structure\n", + "\n", + "gemini = google.generativeai.GenerativeModel(\n", + " model_name='gemini-1.5-flash',\n", + " system_instruction=system_message\n", + ")\n", + "response = gemini.generate_content(user_prompt)\n", + "print(response.text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "83ddb483-4f57-4668-aeea-2aade3a9e573", + "metadata": {}, + "outputs": [], + "source": [ + "# To be serious! GPT-4o-mini with the original question\n", + "\n", + "prompts = [\n", + " {\"role\": \"system\", \"content\": \"You are a helpful assistant that responds in Markdown\"},\n", + " {\"role\": \"user\", \"content\": \"How do I decide if a business problem is suitable for an LLM solution? Please respond in Markdown.\"}\n", + " ]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "749f50ab-8ccd-4502-a521-895c3f0808a2", + "metadata": {}, + "outputs": [], + "source": [ + "# Have it stream back results in markdown\n", + "\n", + "stream = openai.chat.completions.create(\n", + " model='gpt-4o',\n", + " messages=prompts,\n", + " temperature=0.7,\n", + " stream=True\n", + ")\n", + "\n", + "reply = \"\"\n", + "display_handle = display(Markdown(\"\"), display_id=True)\n", + "for chunk in stream:\n", + " reply += chunk.choices[0].delta.content or ''\n", + " reply = reply.replace(\"```\",\"\").replace(\"markdown\",\"\")\n", + " update_display(Markdown(reply), display_id=display_handle.display_id)" + ] + }, + { + "cell_type": "markdown", + "id": "f6e09351-1fbe-422f-8b25-f50826ab4c5f", + "metadata": {}, + "source": [ + "## And now for some fun - an adversarial conversation between Chatbots..\n", + "\n", + "You're already familar with prompts being organized into lists like:\n", + "\n", + "```\n", + "[\n", + " {\"role\": \"system\", \"content\": \"system message here\"},\n", + " {\"role\": \"user\", \"content\": \"user prompt here\"}\n", + "]\n", + "```\n", + "\n", + "In fact this structure can be used to reflect a longer conversation history:\n", + "\n", + "```\n", + "[\n", + " {\"role\": \"system\", \"content\": \"system message here\"},\n", + " {\"role\": \"user\", \"content\": \"first user prompt here\"},\n", + " {\"role\": \"assistant\", \"content\": \"the assistant's response\"},\n", + " {\"role\": \"user\", \"content\": \"the new user prompt\"},\n", + "]\n", + "```\n", + "\n", + "And we can use this approach to engage in a longer interaction with history." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bcb54183-45d3-4d08-b5b6-55e380dfdf1b", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's make a conversation between GPT-4o-mini and Claude-3-haiku\n", + "# We're using cheap versions of models so the costs will be minimal\n", + "\n", + "gpt_model = \"gpt-4o-mini\"\n", + "claude_model = \"claude-3-haiku-20240307\"\n", + "\n", + "gpt_system = \"You are a chatbot who is very argumentative; \\\n", + "you disagree with anything in the conversation and you challenge everything, in a snarky way.\"\n", + "\n", + "claude_system = \"You are a very polite, courteous chatbot. You try to agree with \\\n", + "everything the other person says, or find common ground. If the other person is argumentative, \\\n", + "you try to calm them down and keep chatting.\"\n", + "\n", + "gpt_messages = [\"Hi there\"]\n", + "claude_messages = [\"Hi\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1df47dc7-b445-4852-b21b-59f0e6c2030f", + "metadata": {}, + "outputs": [], + "source": [ + "def call_gpt():\n", + " messages = [{\"role\": \"system\", \"content\": gpt_system}]\n", + " for gpt, claude in zip(gpt_messages, claude_messages):\n", + " messages.append({\"role\": \"assistant\", \"content\": gpt})\n", + " messages.append({\"role\": \"user\", \"content\": claude})\n", + " completion = openai.chat.completions.create(\n", + " model=gpt_model,\n", + " messages=messages\n", + " )\n", + " return completion.choices[0].message.content" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9dc6e913-02be-4eb6-9581-ad4b2cffa606", + "metadata": {}, + "outputs": [], + "source": [ + "call_gpt()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d2ed227-48c9-4cad-b146-2c4ecbac9690", + "metadata": {}, + "outputs": [], + "source": [ + "def call_claude():\n", + " messages = []\n", + " for gpt, claude_message in zip(gpt_messages, claude_messages):\n", + " messages.append({\"role\": \"user\", \"content\": gpt})\n", + " messages.append({\"role\": \"assistant\", \"content\": claude_message})\n", + " messages.append({\"role\": \"user\", \"content\": gpt_messages[-1]})\n", + " message = claude.messages.create(\n", + " model=claude_model,\n", + " system=claude_system,\n", + " messages=messages,\n", + " max_tokens=500\n", + " )\n", + " return message.content[0].text" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01395200-8ae9-41f8-9a04-701624d3fd26", + "metadata": {}, + "outputs": [], + "source": [ + "call_claude()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08c2279e-62b0-4671-9590-c82eb8d1e1ae", + "metadata": {}, + "outputs": [], + "source": [ + "call_gpt()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0275b97f-7f90-4696-bbf5-b6642bd53cbd", + "metadata": {}, + "outputs": [], + "source": [ + "gpt_messages = [\"Hi there\"]\n", + "claude_messages = [\"Hi\"]\n", + "\n", + "print(f\"GPT:\\n{gpt_messages[0]}\\n\")\n", + "print(f\"Claude:\\n{claude_messages[0]}\\n\")\n", + "\n", + "for i in range(5):\n", + " gpt_next = call_gpt()\n", + " print(f\"GPT:\\n{gpt_next}\\n\")\n", + " gpt_messages.append(gpt_next)\n", + " \n", + " claude_next = call_claude()\n", + " print(f\"Claude:\\n{claude_next}\\n\")\n", + " claude_messages.append(claude_next)" + ] + }, + { + "cell_type": "markdown", + "id": "1d10e705-db48-4290-9dc8-9efdb4e31323", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Before you continue

\n", + " \n", + " Be sure you understand how the conversation above is working, and in particular how the messages list is being populated. Add print statements as needed. Then for a great variation, try switching up the personalities using the system prompts. Perhaps one can be pessimistic, and one optimistic?
\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "3637910d-2c6f-4f19-b1fb-2f916d23f9ac", + "metadata": {}, + "source": [ + "# More advanced exercises\n", + "\n", + "Try creating a 3-way, perhaps bringing Gemini into the conversation! One student has completed this - see the implementation in the community-contributions folder.\n", + "\n", + "Try doing this yourself before you look at the solutions.\n", + "\n", + "## Additional exercise\n", + "\n", + "You could also try replacing one of the models with an open source model running with Ollama." + ] + }, + { + "cell_type": "markdown", + "id": "446c81e3-b67e-4cd9-8113-bc3092b93063", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Business relevance

\n", + " This structure of a conversation, as a list of messages, is fundamental to the way we build conversational AI assistants and how they are able to keep the context during a conversation. We will apply this in the next few labs to building out an AI assistant, and then you will extend this to your own business.\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c23224f6-7008-44ed-a57f-718975f4e291", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From c0a619ad03d3fe3db21ae8ae7e962c0db73d5e72 Mon Sep 17 00:00:00 2001 From: Roger Gomez Date: Thu, 21 Nov 2024 10:58:29 -0500 Subject: [PATCH 11/15] Fix NameError in code for streaming back results in markdown --- .../day1-azure-aws-ollama.ipynb | 31 ++++++++++++++++--- 1 file changed, 27 insertions(+), 4 deletions(-) diff --git a/week2/community-contributions/day1-azure-aws-ollama.ipynb b/week2/community-contributions/day1-azure-aws-ollama.ipynb index e21af22..f4141d5 100644 --- a/week2/community-contributions/day1-azure-aws-ollama.ipynb +++ b/week2/community-contributions/day1-azure-aws-ollama.ipynb @@ -486,7 +486,18 @@ "execution_count": 55, "id": "6df48ce5-70f8-4643-9a50-b0b5bfdb66ad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Why was the data scientist sad? \n", + "\n", + "Because they didn't get any arrays. (A-rays!)\n", + "\n" + ] + } + ], "source": [ "# The API for Gemini has a slightly different structure\n", "\n", @@ -500,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "id": "83ddb483-4f57-4668-aeea-2aade3a9e573", "metadata": {}, "outputs": [], @@ -515,10 +526,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "id": "749f50ab-8ccd-4502-a521-895c3f0808a2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'openai' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[57], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Have it stream back results in markdown\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m stream \u001b[38;5;241m=\u001b[39m \u001b[43mopenai\u001b[49m\u001b[38;5;241m.\u001b[39mchat\u001b[38;5;241m.\u001b[39mcompletions\u001b[38;5;241m.\u001b[39mcreate(\n\u001b[1;32m 4\u001b[0m model\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgpt-4o\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 5\u001b[0m messages\u001b[38;5;241m=\u001b[39mprompts,\n\u001b[1;32m 6\u001b[0m temperature\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.7\u001b[39m,\n\u001b[1;32m 7\u001b[0m stream\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 8\u001b[0m )\n\u001b[1;32m 10\u001b[0m reply \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 11\u001b[0m display_handle \u001b[38;5;241m=\u001b[39m display(Markdown(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m), display_id\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'openai' is not defined" + ] + } + ], "source": [ "# Have it stream back results in markdown\n", "\n", From 9050704e9a0b3b6ebc9ac312286a96d93f61fa0b Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Thu, 21 Nov 2024 13:41:10 -0500 Subject: [PATCH 12/15] Some tidy-up and added extra project --- extras/trading/curator.ipynb | 352 +++++++++++++ extras/trading/trades_claude.py | 725 ++++++++++++++++++++++++++ extras/trading/trades_gemini.py | 534 +++++++++++++++++++ extras/trading/trades_gpt-4o.py | 884 ++++++++++++++++++++++++++++++++ week1/day2 EXERCISE.ipynb | 2 +- week1/day5.ipynb | 2 +- 6 files changed, 2497 insertions(+), 2 deletions(-) create mode 100644 extras/trading/curator.ipynb create mode 100644 extras/trading/trades_claude.py create mode 100644 extras/trading/trades_gemini.py create mode 100644 extras/trading/trades_gpt-4o.py diff --git a/extras/trading/curator.ipynb b/extras/trading/curator.ipynb new file mode 100644 index 0000000..19cad6c --- /dev/null +++ b/extras/trading/curator.ipynb @@ -0,0 +1,352 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "46d90d45-2d19-49c7-b853-6809dc417ea7", + "metadata": {}, + "source": [ + "# Extra Project - Trading Code Generator\n", + "\n", + "This is an example extra project to show fine-tuning in action, and applied to code generation.\n", + "\n", + "## Project Brief\n", + "\n", + "Build a prototype LLM that can generate example code to suggest trading decisions to buy or sell stocks!\n", + "\n", + "I generated test data using frontier models, in the other files in this directory. Use this to train an open source code model.\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

This project is provided as an extra resource

\n", + " It will make most sense after completing Week 7, and might trigger some ideas for your own projects.

\n", + " This is provided without a detailed walk-through; the output from the colab has been saved (see last cell) so you can review the results if you have any problems running yourself.\n", + "
\n", + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \n", + "

Do not use for actual trading decisions!!

\n", + " It hopefully goes without saying: this project will generate toy trading code that is over-simplified and untrusted.

Please do not make actual trading decisions based on this!
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "7e2c4bbb-5e8b-4d84-9997-ecb2c349cf54", + "metadata": {}, + "source": [ + "## First step - generate training data from examples\n", + "\n", + "There are 3 sample python files generated (via multiple queries) by GPT-4o, Claude 3 Opus and Gemini 1.5 Pro. \n", + "\n", + "This notebook creates training data from these files, then converts to the HuggingFace format and uploads to the hub.\n", + "\n", + "Afterwards, we will move to Google Colab to fine-tune." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "16cf3aa2-f407-4b95-8b9e-c3c586f67835", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import glob\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "from datasets import Dataset\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import transformers\n", + "from transformers import AutoTokenizer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "375302b6-b6a7-46ea-a74c-c2400dbd8bbe", + "metadata": {}, + "outputs": [], + "source": [ + "# Load environment variables in a file called .env\n", + "from datasets import load_dataset, Dataset\n", + "load_dotenv()\n", + "hf_token = os.getenv('HF_TOKEN')\n", + "if hf_token and hf_token.startswith(\"hf_\") and len(hf_token)>5:\n", + " print(\"HuggingFace Token looks good so far\")\n", + "else:\n", + " print(\"Potential problem with HuggingFace token - please check your .env file, and see the Troubleshooting notebook for more\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8a0c9fff-9eff-42fd-971b-403c99d9b726", + "metadata": {}, + "outputs": [], + "source": [ + "# Constants\n", + "\n", + "DATASET_NAME = \"trade_code_data\"\n", + "BASE_MODEL = \"Qwen/CodeQwen1.5-7B\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "586b07ba-5396-4c34-a696-01c8bc3597a0", + "metadata": {}, + "outputs": [], + "source": [ + "# A utility method to convert the text contents of a file into a list of methods\n", + "\n", + "def extract_method_bodies(text):\n", + " chunks = text.split('def trade')[1:]\n", + " results = []\n", + " for chunk in chunks:\n", + " lines = chunk.split('\\n')[1:]\n", + " body = '\\n'.join(line for line in lines if line!='\\n')\n", + " results.append(body)\n", + " return results " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "953422d0-2e75-4d01-862e-6383df54d9e5", + "metadata": {}, + "outputs": [], + "source": [ + "# Read all .py files and convert into training data\n", + "\n", + "bodies = []\n", + "for filename in glob.glob(\"*.py\"):\n", + " with open(filename, 'r', encoding='utf-8') as file:\n", + " content = file.read()\n", + " extracted = extract_method_bodies(content)\n", + " bodies += extracted\n", + "\n", + "print(f\"Extracted {len(bodies)} trade method bodies\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "836480e9-ba23-4aa3-a7e2-2666884e9a06", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's look at one\n", + "\n", + "print(random.choice(bodies))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47b10e7e-a562-4968-af3f-254a9b424ac8", + "metadata": {}, + "outputs": [], + "source": [ + "# To visualize the lines of code in each \n", + "\n", + "%matplotlib inline\n", + "fig, ax = plt.subplots(1, 1)\n", + "lengths = [len(body.split('\\n')) for body in bodies]\n", + "ax.set_xlabel('Lines of code')\n", + "ax.set_ylabel('Count of training samples');\n", + "_ = ax.hist(lengths, rwidth=0.7, color=\"green\", bins=range(0, max(lengths)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "03b37f62-679e-4c3d-9e5b-5878a82696e6", + "metadata": {}, + "outputs": [], + "source": [ + "# Add the prompt to the start of every training example\n", + "\n", + "prompt = \"\"\"\n", + "# tickers is a list of stock tickers\n", + "import tickers\n", + "\n", + "# prices is a dict; the key is a ticker and the value is a list of historic prices, today first\n", + "import prices\n", + "\n", + "# Trade represents a decision to buy or sell a quantity of a ticker\n", + "import Trade\n", + "\n", + "import random\n", + "import numpy as np\n", + "\n", + "def trade():\n", + "\"\"\"\n", + "\n", + "data = [prompt + body for body in bodies]\n", + "print(random.choice(data))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28fdb82f-3864-4023-8263-547d17571a5c", + "metadata": {}, + "outputs": [], + "source": [ + "# Distribution of tokens in our dataset\n", + "\n", + "tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)\n", + "tokenized_data = [tokenizer.encode(each) for each in data]\n", + "token_counts = [len(tokens) for tokens in tokenized_data]\n", + "\n", + "%matplotlib inline\n", + "fig, ax = plt.subplots(1, 1)\n", + "ax.set_xlabel('Number of tokens')\n", + "ax.set_ylabel('Count of training samples');\n", + "_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, max(token_counts), 20))" + ] + }, + { + "cell_type": "markdown", + "id": "b4eb73b0-88ef-4aeb-8e5b-fe7050109ba0", + "metadata": {}, + "source": [ + "# Enforcing a maximum token length\n", + "\n", + "We need to specify a maximum number of tokens when we fine-tune.\n", + "\n", + "Let's pick a cut-off, and only keep training data points that fit within this number of tokens," + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ffb0d55c-5602-4518-b811-fa385c0959a7", + "metadata": {}, + "outputs": [], + "source": [ + "CUTOFF = 320\n", + "truncated = len([tokens for tokens in tokenized_data if len(tokens) > CUTOFF])\n", + "percentage = truncated/len(tokenized_data)*100\n", + "print(f\"With cutoff at {CUTOFF}, we truncate {truncated} datapoints which is {percentage:.1f}% of the dataset\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7064ef0a-7b07-4f24-a580-cbef2c5e1f2f", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's only keep datapoints that wouldn't get truncated\n", + "\n", + "filtered_data = [datapoint for datapoint in data if len(tokenizer.encode(datapoint))<=CUTOFF]\n", + "print(f\"After e now have {len(filtered_data)} datapoints\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb2bb067-2bd3-498b-9fc8-5e8186afbe27", + "metadata": {}, + "outputs": [], + "source": [ + "# Mix up the data\n", + "\n", + "random.seed(42)\n", + "random.shuffle(filtered_data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26713fb9-765f-4524-b9db-447e97686d1a", + "metadata": {}, + "outputs": [], + "source": [ + "# I don't make a Training / Test split - if we had more training data, we would!\n", + "\n", + "dataset = Dataset.from_dict({'text':filtered_data})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bfabba27-ef47-46a8-a26b-4d650ae3b193", + "metadata": {}, + "outputs": [], + "source": [ + "login(hf_token)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "55b595cd-2df7-4be4-aec1-0667b17d36f1", + "metadata": {}, + "outputs": [], + "source": [ + "# Push your dataset to your hub\n", + "# I've also pushed the data to my account and made it public, which you can use from the colab below\n", + "\n", + "dataset.push_to_hub(DATASET_NAME, private=True)" + ] + }, + { + "cell_type": "markdown", + "id": "4691a025-9800-4e97-a20f-a65f102401f1", + "metadata": {}, + "source": [ + "## And now to head over to a Google Colab for fine-tuning in the cloud\n", + "\n", + "Follow this link for the Colab:\n", + "\n", + "https://colab.research.google.com/drive/1wry2-4AGw-U7K0LQ_jEgduoTQqVIvo1x?usp=sharing\n", + "\n", + "I've also saved this Colab with output included, so you can see the results without needing to train if you'd prefer.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "04a6c3e0-a2e6-4115-a01a-45e79dfdb730", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/extras/trading/trades_claude.py b/extras/trading/trades_claude.py new file mode 100644 index 0000000..8871c3b --- /dev/null +++ b/extras/trading/trades_claude.py @@ -0,0 +1,725 @@ +# tickers is a list of stock tickers +import tickers + +# prices is a dict; the key is a ticker and the value is a list of historic prices, today first +import prices + +# Trade represents a decision to buy or sell a quantity of a ticker +import Trade + +import random +import numpy as np + +def trade2(): + # Buy if the current price is lower than the average of the last 5 days + trades = [] + for ticker in tickers: + if prices[ticker][0] < np.mean(prices[ticker][1:6]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade3(): + # Sell if the current price is higher than the average of the last 10 days + trades = [] + for ticker in tickers: + if prices[ticker][0] > np.mean(prices[ticker][1:11]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade4(): + # Buy if the current price is the lowest in the last 3 days + trades = [] + for ticker in tickers: + if prices[ticker][0] == min(prices[ticker][:3]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade5(): + # Sell if the current price is the highest in the last 3 days + trades = [] + for ticker in tickers: + if prices[ticker][0] == max(prices[ticker][:3]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade6(): + # Buy if the current price is higher than the previous day's price + trades = [] + for ticker in tickers: + if prices[ticker][0] > prices[ticker][1]: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade7(): + # Sell if the current price is lower than the previous day's price + trades = [] + for ticker in tickers: + if prices[ticker][0] < prices[ticker][1]: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade8(): + # Buy if the current price is higher than the average of the last 20 days + trades = [] + for ticker in tickers: + if prices[ticker][0] > np.mean(prices[ticker][1:21]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade9(): + # Sell if the current price is lower than the average of the last 20 days + trades = [] + for ticker in tickers: + if prices[ticker][0] < np.mean(prices[ticker][1:21]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade10(): + # Buy if the current price is higher than the highest price in the last 5 days + trades = [] + for ticker in tickers: + if prices[ticker][0] > max(prices[ticker][1:6]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade11(): + # Sell if the current price is lower than the lowest price in the last 5 days + trades = [] + for ticker in tickers: + if prices[ticker][0] < min(prices[ticker][1:6]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade12(): + # Long/Short: Buy the best-performing stock and sell the worst-performing stock in the last 10 days + best_ticker = max(tickers, key=lambda x: (prices[x][0] - prices[x][9]) / prices[x][9]) + worst_ticker = min(tickers, key=lambda x: (prices[x][0] - prices[x][9]) / prices[x][9]) + return [Trade(best_ticker, 100), Trade(worst_ticker, -100)] + +def trade13(): + # Buy if the 5-day moving average crosses above the 20-day moving average + trades = [] + for ticker in tickers: + if np.mean(prices[ticker][:5]) > np.mean(prices[ticker][:20]) and np.mean(prices[ticker][1:6]) <= np.mean(prices[ticker][1:21]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade14(): + # Sell if the 5-day moving average crosses below the 20-day moving average + trades = [] + for ticker in tickers: + if np.mean(prices[ticker][:5]) < np.mean(prices[ticker][:20]) and np.mean(prices[ticker][1:6]) >= np.mean(prices[ticker][1:21]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade15(): + # Buy if the current volume is higher than the average volume of the last 10 days + trades = [] + for ticker in tickers: + if volumes[ticker][0] > np.mean(volumes[ticker][1:11]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade16(): + # Sell if the current volume is lower than the average volume of the last 10 days + trades = [] + for ticker in tickers: + if volumes[ticker][0] < np.mean(volumes[ticker][1:11]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade17(): + # Long/Short: Buy the stock with the highest relative strength index (RSI) and sell the stock with the lowest RSI + rsi = {} + for ticker in tickers: + gains = [max(prices[ticker][i] - prices[ticker][i+1], 0) for i in range(13)] + losses = [max(prices[ticker][i+1] - prices[ticker][i], 0) for i in range(13)] + avg_gain = sum(gains) / 14 + avg_loss = sum(losses) / 14 + rs = avg_gain / avg_loss if avg_loss > 0 else 100 + rsi[ticker] = 100 - (100 / (1 + rs)) + best_ticker = max(tickers, key=lambda x: rsi[x]) + worst_ticker = min(tickers, key=lambda x: rsi[x]) + return [Trade(best_ticker, 100), Trade(worst_ticker, -100)] + +def trade18(): + # Buy if the current price is higher than the 50-day moving average and the 50-day moving average is higher than the 200-day moving average + trades = [] + for ticker in tickers: + if prices[ticker][0] > np.mean(prices[ticker][:50]) > np.mean(prices[ticker][:200]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade19(): + # Sell if the current price is lower than the 50-day moving average and the 50-day moving average is lower than the 200-day moving average + trades = [] + for ticker in tickers: + if prices[ticker][0] < np.mean(prices[ticker][:50]) < np.mean(prices[ticker][:200]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade20(): + # Long/Short: Buy the stock with the highest momentum and sell the stock with the lowest momentum + momentums = {} + for ticker in tickers: + momentums[ticker] = prices[ticker][0] - prices[ticker][19] + best_ticker = max(tickers, key=lambda x: momentums[x]) + worst_ticker = min(tickers, key=lambda x: momentums[x]) + return [Trade(best_ticker, 100), Trade(worst_ticker, -100)] + +def trade21(): + # Buy if the current price is higher than the upper Bollinger Band + trades = [] + for ticker in tickers: + sma = np.mean(prices[ticker][:20]) + std = np.std(prices[ticker][:20]) + upper_band = sma + 2 * std + if prices[ticker][0] > upper_band: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade22(): + # Sell if the current price is lower than the lower Bollinger Band + trades = [] + for ticker in tickers: + sma = np.mean(prices[ticker][:20]) + std = np.std(prices[ticker][:20]) + lower_band = sma - 2 * std + if prices[ticker][0] < lower_band: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade23(): + # Buy if the current volatility is higher than the average volatility of the last 10 days + trades = [] + for ticker in tickers: + volatility = np.std(prices[ticker][:10]) + avg_volatility = np.mean([np.std(prices[ticker][i:i+10]) for i in range(10)]) + if volatility > avg_volatility: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade24(): + # Sell if the current volatility is lower than the average volatility of the last 10 days + trades = [] + for ticker in tickers: + volatility = np.std(prices[ticker][:10]) + avg_volatility = np.mean([np.std(prices[ticker][i:i+10]) for i in range(10)]) + if volatility < avg_volatility: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade25(): + # Long/Short: Buy the stock with the lowest volatility and sell the stock with the highest volatility + volatilities = {} + for ticker in tickers: + volatilities[ticker] = np.std(prices[ticker][:10]) + best_ticker = min(tickers, key=lambda x: volatilities[x]) + worst_ticker = max(tickers, key=lambda x: volatilities[x]) + return [Trade(best_ticker, 100), Trade(worst_ticker, -100)] + +def trade26(): + # Buy if the current price is higher than the 20-day exponential moving average (EMA) + trades = [] + for ticker in tickers: + ema = prices[ticker][0] + multiplier = 2 / (20 + 1) + for i in range(1, 20): + ema = (prices[ticker][i] - ema) * multiplier + ema + if prices[ticker][0] > ema: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade27(): + # Sell if the current price is lower than the 20-day exponential moving average (EMA) + trades = [] + for ticker in tickers: + ema = prices[ticker][0] + multiplier = 2 / (20 + 1) + for i in range(1, 20): + ema = (prices[ticker][i] - ema) * multiplier + ema + if prices[ticker][0] < ema: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade28(): + # Buy if the current price is higher than the upper Keltner Channel + trades = [] + for ticker in tickers: + ema = prices[ticker][0] + multiplier = 2 / (20 + 1) + for i in range(1, 20): + ema = (prices[ticker][i] - ema) * multiplier + ema + atr = np.mean([np.max(prices[ticker][i:i+10]) - np.min(prices[ticker][i:i+10]) for i in range(10)]) + upper_channel = ema + 2 * atr + if prices[ticker][0] > upper_channel: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade29(): + # Sell if the current price is lower than the lower Keltner Channel + trades = [] + for ticker in tickers: + ema = prices[ticker][0] + multiplier = 2 / (20 + 1) + for i in range(1, 20): + ema = (prices[ticker][i] - ema) * multiplier + ema + atr = np.mean([np.max(prices[ticker][i:i+10]) - np.min(prices[ticker][i:i+10]) for i in range(10)]) + lower_channel = ema - 2 * atr + if prices[ticker][0] < lower_channel: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade30(): + # Long/Short: Buy the stock with the highest Sharpe ratio and sell the stock with the lowest Sharpe ratio + sharpe_ratios = {} + for ticker in tickers: + returns = [prices[ticker][i] / prices[ticker][i+1] - 1 for i in range(19)] + sharpe_ratios[ticker] = np.mean(returns) / np.std(returns) + best_ticker = max(tickers, key=lambda x: sharpe_ratios[x]) + worst_ticker = min(tickers, key=lambda x: sharpe_ratios[x]) + return [Trade(best_ticker, 100), Trade(worst_ticker, -100)] + +def trade31(): + # Buy if the current price is higher than the Ichimoku Cloud conversion line + trades = [] + for ticker in tickers: + conversion_line = (np.max(prices[ticker][:9]) + np.min(prices[ticker][:9])) / 2 + if prices[ticker][0] > conversion_line: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade32(): + # Buy if the current price is higher than the price 5 days ago + trades = [] + for ticker in tickers: + if prices[ticker][0] > prices[ticker][4]: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade33(): + # Sell if the current price is lower than the price 5 days ago + trades = [] + for ticker in tickers: + if prices[ticker][0] < prices[ticker][4]: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade34(): + # Buy if the current price is the highest in the last 15 days + trades = [] + for ticker in tickers: + if prices[ticker][0] == max(prices[ticker][:15]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade35(): + # Sell if the current price is the lowest in the last 15 days + trades = [] + for ticker in tickers: + if prices[ticker][0] == min(prices[ticker][:15]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade36(): + # Buy if the current price is higher than the 10-day simple moving average (SMA) + trades = [] + for ticker in tickers: + sma = np.mean(prices[ticker][:10]) + if prices[ticker][0] > sma: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade37(): + # Sell if the current price is lower than the 10-day simple moving average (SMA) + trades = [] + for ticker in tickers: + sma = np.mean(prices[ticker][:10]) + if prices[ticker][0] < sma: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade38(): + # Buy if the current price is higher than the highest price in the last 20 days + trades = [] + for ticker in tickers: + if prices[ticker][0] > max(prices[ticker][:20]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade39(): + # Sell if the current price is lower than the lowest price in the last 20 days + trades = [] + for ticker in tickers: + if prices[ticker][0] < min(prices[ticker][:20]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade40(): + # Buy if the current price is higher than the 50-day SMA + trades = [] + for ticker in tickers: + sma = np.mean(prices[ticker][:50]) + if prices[ticker][0] > sma: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade41(): + # Sell if the current price is lower than the 50-day SMA + trades = [] + for ticker in tickers: + sma = np.mean(prices[ticker][:50]) + if prices[ticker][0] < sma: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade42(): + # Buy if the current price is higher than the previous 2 days (a simple uptrend) + trades = [] + for ticker in tickers: + if prices[ticker][0] > prices[ticker][1] > prices[ticker][2]: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade43(): + # Sell if the current price is lower than the previous 2 days (a simple downtrend) + trades = [] + for ticker in tickers: + if prices[ticker][0] < prices[ticker][1] < prices[ticker][2]: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade44(): + # Buy if the current price is higher than the previous day's high (a breakout) + trades = [] + for ticker in tickers: + if prices[ticker][0] > max(prices[ticker][1:2]): + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade45(): + # Sell if the current price is lower than the previous day's low (a breakdown) + trades = [] + for ticker in tickers: + if prices[ticker][0] < min(prices[ticker][1:2]): + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade46(): + # Buy if the current price is above the previous day's high and the previous day was a down day (a potential reversal) + trades = [] + for ticker in tickers: + if prices[ticker][0] > max(prices[ticker][1:2]) and prices[ticker][1] < prices[ticker][2]: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade47(): + # Sell if the current price is below the previous day's low and the previous day was an up day (a potential reversal) + trades = [] + for ticker in tickers: + if prices[ticker][0] < min(prices[ticker][1:2]) and prices[ticker][1] > prices[ticker][2]: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade48(): + # Buy if the current price is above the 5-day SMA and the 5-day SMA is above the 10-day SMA (a bullish crossover) + trades = [] + for ticker in tickers: + sma5 = np.mean(prices[ticker][:5]) + sma10 = np.mean(prices[ticker][:10]) + if prices[ticker][0] > sma5 > sma10: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade49(): + # Sell if the current price is below the 5-day SMA and the 5-day SMA is below the 10-day SMA (a bearish crossover) + trades = [] + for ticker in tickers: + sma5 = np.mean(prices[ticker][:5]) + sma10 = np.mean(prices[ticker][:10]) + if prices[ticker][0] < sma5 < sma10: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade50(): + # Buy if the current price is above the 50-day SMA and the previous price was below the 50-day SMA (a bullish breakthrough) + trades = [] + for ticker in tickers: + sma50 = np.mean(prices[ticker][:50]) + if prices[ticker][0] > sma50 and prices[ticker][1] < sma50: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade51(): + # Sell if the current price is below the 50-day SMA and the previous price was above the 50-day SMA (a bearish breakthrough) + trades = [] + for ticker in tickers: + sma50 = np.mean(prices[ticker][:50]) + if prices[ticker][0] < sma50 and prices[ticker][1] > sma50: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade52(): + # Buy if the current price is more than 2 standard deviations below the 20-day mean (a potential oversold condition) + trades = [] + for ticker in tickers: + mean20 = np.mean(prices[ticker][:20]) + std20 = np.std(prices[ticker][:20]) + if prices[ticker][0] < mean20 - 2 * std20: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade53(): + # Sell if the current price is more than 2 standard deviations above the 20-day mean (a potential overbought condition) + trades = [] + for ticker in tickers: + mean20 = np.mean(prices[ticker][:20]) + std20 = np.std(prices[ticker][:20]) + if prices[ticker][0] > mean20 + 2 * std20: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade54(): + # Buy if the current price is below the 50-day mean and the 50-day mean is increasing (a potential uptrend) + trades = [] + for ticker in tickers: + mean50 = np.mean(prices[ticker][:50]) + prev_mean50 = np.mean(prices[ticker][1:51]) + if prices[ticker][0] < mean50 and mean50 > prev_mean50: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade55(): + # Sell if the current price is above the 50-day mean and the 50-day mean is decreasing (a potential downtrend) + trades = [] + for ticker in tickers: + mean50 = np.mean(prices[ticker][:50]) + prev_mean50 = np.mean(prices[ticker][1:51]) + if prices[ticker][0] > mean50 and mean50 < prev_mean50: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade56(): + # Buy if the 5-day mean is above the 50-day mean and the 5-day mean was previously below the 50-day mean (a potential trend change) + trades = [] + for ticker in tickers: + mean5 = np.mean(prices[ticker][:5]) + mean50 = np.mean(prices[ticker][:50]) + prev_mean5 = np.mean(prices[ticker][1:6]) + if mean5 > mean50 and prev_mean5 < mean50: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade57(): + # Sell if the 5-day mean is below the 50-day mean and the 5-day mean was previously above the 50-day mean (a potential trend change) + trades = [] + for ticker in tickers: + mean5 = np.mean(prices[ticker][:5]) + mean50 = np.mean(prices[ticker][:50]) + prev_mean5 = np.mean(prices[ticker][1:6]) + if mean5 < mean50 and prev_mean5 > mean50: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade58(): + # Buy the ticker that has had the largest percent decrease over the last 10 days (a potential mean reversion play) + percent_changes = {} + for ticker in tickers: + percent_changes[ticker] = (prices[ticker][0] - prices[ticker][9]) / prices[ticker][9] * 100 + worst_ticker = min(tickers, key=lambda x: percent_changes[x]) + return [Trade(worst_ticker, 100)] + +def trade59(): + # Sell the ticker that has had the largest percent increase over the last 10 days (a potential mean reversion play) + percent_changes = {} + for ticker in tickers: + percent_changes[ticker] = (prices[ticker][0] - prices[ticker][9]) / prices[ticker][9] * 100 + best_ticker = max(tickers, key=lambda x: percent_changes[x]) + return [Trade(best_ticker, -100)] + +def trade60(): + # Buy if the current price is above the 200-day mean and the 200-day mean is increasing (a potential long-term uptrend) + trades = [] + for ticker in tickers: + mean200 = np.mean(prices[ticker][:200]) + prev_mean200 = np.mean(prices[ticker][1:201]) + if prices[ticker][0] > mean200 and mean200 > prev_mean200: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade61(): + # Sell if the current price is below the 200-day mean and the 200-day mean is decreasing (a potential long-term downtrend) + trades = [] + for ticker in tickers: + mean200 = np.mean(prices[ticker][:200]) + prev_mean200 = np.mean(prices[ticker][1:201]) + if prices[ticker][0] < mean200 and mean200 < prev_mean200: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade62(): + # Buy if the stock's return is greater than the market's return over the last 5 days + trades = [] + for ticker in tickers: + stock_return = (prices[ticker][0] - prices[ticker][4]) / prices[ticker][4] + market_return = (sum(prices[t][0] for t in tickers) - sum(prices[t][4] for t in tickers)) / sum(prices[t][4] for t in tickers) + if stock_return > market_return: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade63(): + # Sell if the stock's return is less than the market's return over the last 5 days + trades = [] + for ticker in tickers: + stock_return = (prices[ticker][0] - prices[ticker][4]) / prices[ticker][4] + market_return = (sum(prices[t][0] for t in tickers) - sum(prices[t][4] for t in tickers)) / sum(prices[t][4] for t in tickers) + if stock_return < market_return: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade64(): + # Buy the stock with the highest relative strength compared to the market over the last 10 days + relative_strengths = {} + for ticker in tickers: + stock_return = prices[ticker][0] / prices[ticker][9] + market_return = sum(prices[t][0] for t in tickers) / sum(prices[t][9] for t in tickers) + relative_strengths[ticker] = stock_return / market_return + best_ticker = max(tickers, key=lambda x: relative_strengths[x]) + return [Trade(best_ticker, 100)] + +def trade65(): + # Sell the stock with the lowest relative strength compared to the market over the last 10 days + relative_strengths = {} + for ticker in tickers: + stock_return = prices[ticker][0] / prices[ticker][9] + market_return = sum(prices[t][0] for t in tickers) / sum(prices[t][9] for t in tickers) + relative_strengths[ticker] = stock_return / market_return + worst_ticker = min(tickers, key=lambda x: relative_strengths[x]) + return [Trade(worst_ticker, -100)] + +def trade66(): + # Buy stocks that have a higher Sharpe ratio than the market over the last 20 days + trades = [] + market_returns = [(sum(prices[t][i] for t in tickers) / sum(prices[t][i+1] for t in tickers)) - 1 for i in range(19)] + market_sharpe = np.mean(market_returns) / np.std(market_returns) + for ticker in tickers: + stock_returns = [(prices[ticker][i] / prices[ticker][i+1]) - 1 for i in range(19)] + stock_sharpe = np.mean(stock_returns) / np.std(stock_returns) + if stock_sharpe > market_sharpe: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade67(): + # Sell stocks that have a lower Sharpe ratio than the market over the last 20 days + trades = [] + market_returns = [(sum(prices[t][i] for t in tickers) / sum(prices[t][i+1] for t in tickers)) - 1 for i in range(19)] + market_sharpe = np.mean(market_returns) / np.std(market_returns) + for ticker in tickers: + stock_returns = [(prices[ticker][i] / prices[ticker][i+1]) - 1 for i in range(19)] + stock_sharpe = np.mean(stock_returns) / np.std(stock_returns) + if stock_sharpe < market_sharpe: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade68(): + # Buy stocks that have a higher beta than 1 (they move more than the market) + trades = [] + market_returns = [(sum(prices[t][i] for t in tickers) / sum(prices[t][i+1] for t in tickers)) - 1 for i in range(49)] + for ticker in tickers: + stock_returns = [(prices[ticker][i] / prices[ticker][i+1]) - 1 for i in range(49)] + beta = np.cov(stock_returns, market_returns)[0, 1] / np.var(market_returns) + if beta > 1: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade69(): + # Sell stocks that have a lower beta than 1 (they move less than the market) + trades = [] + market_returns = [(sum(prices[t][i] for t in tickers) / sum(prices[t][i+1] for t in tickers)) - 1 for i in range(49)] + for ticker in tickers: + stock_returns = [(prices[ticker][i] / prices[ticker][i+1]) - 1 for i in range(49)] + beta = np.cov(stock_returns, market_returns)[0, 1] / np.var(market_returns) + if beta < 1: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades + +def trade70(): + # Buy stocks that have a higher percentage of up days than the market over the last 50 days + trades = [] + market_up_days = sum(sum(prices[t][i] for t in tickers) > sum(prices[t][i+1] for t in tickers) for i in range(49)) + for ticker in tickers: + stock_up_days = sum(prices[ticker][i] > prices[ticker][i+1] for i in range(49)) + if stock_up_days > market_up_days: + quantity = random.randrange(1, 100) + trades.append(Trade(ticker, quantity)) + return trades + +def trade71(): + # Sell stocks that have a lower percentage of up days than the market over the last 50 days + trades = [] + market_up_days = sum(sum(prices[t][i] for t in tickers) > sum(prices[t][i+1] for t in tickers) for i in range(49)) + for ticker in tickers: + stock_up_days = sum(prices[ticker][i] > prices[ticker][i+1] for i in range(49)) + if stock_up_days < market_up_days: + quantity = random.randrange(-100, -1) + trades.append(Trade(ticker, quantity)) + return trades \ No newline at end of file diff --git a/extras/trading/trades_gemini.py b/extras/trading/trades_gemini.py new file mode 100644 index 0000000..9254bb8 --- /dev/null +++ b/extras/trading/trades_gemini.py @@ -0,0 +1,534 @@ +# tickers is a list of stock tickers +import tickers + +# prices is a dict; the key is a ticker and the value is a list of historic prices, today first +import prices + +# Trade represents a decision to buy or sell a quantity of a ticker +import Trade + +import random +import numpy as np + +def trade2(): + # Buy the stock with the highest price today + ticker = max(prices, key=lambda t: prices[t][0]) # Find ticker with highest price + return [Trade(ticker, random.randrange(1, 10))] # Buy a small quantity + +def trade3(): + # Sell the stock with the lowest price today + ticker = min(prices, key=lambda t: prices[t][0]) + return [Trade(ticker, random.randrange(-10, -1))] + +def trade4(): + # Buy the stock with the largest percent increase today + changes = {t: (prices[t][0] - prices[t][1]) / prices[t][1] for t in prices} + ticker = max(changes, key=changes.get) + return [Trade(ticker, random.randrange(1, 10))] + +def trade5(): + # Sell the stock with the largest percent decrease today + changes = {t: (prices[t][0] - prices[t][1]) / prices[t][1] for t in prices} + ticker = min(changes, key=changes.get) + return [Trade(ticker, random.randrange(-10, -1))] + +def trade6(): + # Buy the 3 stocks with the highest moving average over the last 5 days + mvgs = {t: np.mean(prices[t][:5]) for t in prices} + top_tickers = sorted(mvgs, key=mvgs.get, reverse=True)[:3] + return [Trade(t, random.randrange(1, 5)) for t in top_tickers] + +def trade7(): + # Sell the 3 stocks with the lowest moving average over the last 5 days + mvgs = {t: np.mean(prices[t][:5]) for t in prices} + bottom_tickers = sorted(mvgs, key=mvgs.get)[:3] + return [Trade(t, random.randrange(-5, -1)) for t in bottom_tickers] + +def trade8(): + # Randomly buy or sell a single stock based on a coin flip + ticker = random.choice(tickers) + action = random.choice([-1, 1]) # -1 for sell, 1 for buy + return [Trade(ticker, action * random.randrange(1, 10))] + +def trade9(): + # Diversify: Buy a small amount of 5 random stocks + chosen_tickers = random.sample(tickers, 5) + return [Trade(t, random.randrange(1, 3)) for t in chosen_tickers] + +def trade10(): + # Follow the trend: If the market is up today, buy, else sell + market_change = (prices[tickers[0]][0] - prices[tickers[0]][1]) / prices[tickers[0]][1] + action = 1 if market_change > 0 else -1 + ticker = random.choice(tickers) + return [Trade(ticker, action * random.randrange(1, 10))] + +def trade11(): + # Mean Reversion: Buy the 2 stocks that fell the most yesterday, hoping they rebound + yesterday_changes = {t: (prices[t][1] - prices[t][2]) / prices[t][2] for t in prices} + bottom_tickers = sorted(yesterday_changes, key=yesterday_changes.get)[:2] + return [Trade(t, random.randrange(1, 5)) for t in bottom_tickers] + +def trade12(): + # Momentum: Short the 2 stocks that rose the most yesterday, expecting a pullback + yesterday_changes = {t: (prices[t][1] - prices[t][2]) / prices[t][2] for t in prices} + top_tickers = sorted(yesterday_changes, key=yesterday_changes.get, reverse=True)[:2] + return [Trade(t, random.randrange(-5, -1)) for t in top_tickers] + +def trade13(): + # Pairs Trading: Long one stock, short another with a similar price history + correlations = np.corrcoef([prices[t] for t in tickers]) + i, j = np.unravel_index(np.argmax(correlations), correlations.shape) + return [Trade(tickers[i], 1), Trade(tickers[j], -1)] + +def trade14(): + # Relative Strength: Go long on the strongest stock, short the weakest + performances = {t: (prices[t][0] - prices[t][-1]) / prices[t][-1] for t in prices} + strongest = max(performances, key=performances.get) + weakest = min(performances, key=performances.get) + return [Trade(strongest, 1), Trade(weakest, -1)] + +def trade15(): + # Calendar Spread: Buy this month's option, sell next month's (same strike + # This is a simplified representation, as actual option trading is more complex + ticker = random.choice(tickers) + return [Trade(f"{ticker}_OPT_THIS_MONTH", 1), Trade(f"{ticker}_OPT_NEXT_MONTH", -1)] + +def trade16(): + # Straddle: Buy both a call and put option on the same stock (same strike + ticker = random.choice(tickers) + strike = prices[ticker][0] # Use the current price as a simple strike price + return [Trade(f"{ticker}_CALL_{strike}", 1), Trade(f"{ticker}_PUT_{strike}", 1)] + +def trade17(): + # Breakout: Buy if a stock breaks above its 52-week high + ticker = random.choice(tickers) + if prices[ticker][0] > max(prices[ticker]): + return [Trade(ticker, random.randrange(1, 10))] + else: + return [] + +def trade18(): + # Volatility: If market volatility is high, sell (expecting it to decrease + market_volatility = np.std([prices[t][0] / prices[t][1] for t in tickers]) + if market_volatility > 0.05: # You'd adjust this threshold based on your risk tolerance + ticker = random.choice(tickers) + return [Trade(ticker, random.randrange(-10, -1))] + else: + return [] + +def trade19(): + # Golden Cross: Buy if the short-term moving average crosses above the long-term + ticker = random.choice(tickers) + short_ma = np.mean(prices[ticker][:5]) + long_ma = np.mean(prices[ticker][:20]) + if short_ma > long_ma and short_ma - long_ma < 0.01: # Small margin to avoid false signals + return [Trade(ticker, random.randrange(1, 10))] + else: + return [] + +def trade20(): + # Death Cross: Sell if the short-term moving average crosses below the long-term + ticker = random.choice(tickers) + short_ma = np.mean(prices[ticker][:5]) + long_ma = np.mean(prices[ticker][:20]) + if short_ma < long_ma and long_ma - short_ma < 0.01: + return [Trade(ticker, random.randrange(-10, -1))] + else: + return [] + +def trade21(): + # Correlated Pairs Buy: Buy a pair of stocks that have historically moved together + correlations = np.corrcoef([prices[t] for t in tickers]) + i, j = np.unravel_index(np.argmax(correlations), correlations.shape) + return [Trade(tickers[i], 1), Trade(tickers[j], 1)] + +def trade22(): + # Correlated Pairs Sell: Sell a pair of stocks that have historically moved together + correlations = np.corrcoef([prices[t] for t in tickers]) + i, j = np.unravel_index(np.argmax(correlations), correlations.shape) + return [Trade(tickers[i], -1), Trade(tickers[j], -1)] + +def trade23(): + # Contrarian Pairs Buy: Buy a stock that's down while its correlated pair is up + correlations = np.corrcoef([prices[t] for t in tickers]) + i, j = np.unravel_index(np.argmax(correlations), correlations.shape) + if prices[tickers[i]][0] < prices[tickers[i]][1] and prices[tickers[j]][0] > prices[tickers[j]][1]: + return [Trade(tickers[i], 1)] + else: + return [] + +def trade24(): + # Contrarian Pairs Sell: Sell a stock that's up while its correlated pair is down + correlations = np.corrcoef([prices[t] for t in tickers]) + i, j = np.unravel_index(np.argmax(correlations), correlations.shape) + if prices[tickers[i]][0] > prices[tickers[i]][1] and prices[tickers[j]][0] < prices[tickers[j]][1]: + return [Trade(tickers[i], -1)] + else: + return [] + +def trade25(): + # Correlation Reversal: Buy a stock that's recently become less correlated with the market + # This is a simplified version, you'd likely use a rolling correlation window + market_prices = [prices[t] for t in tickers] + correlations_today = np.corrcoef(market_prices) + correlations_yesterday = np.corrcoef([p[1:] for p in market_prices]) + diffs = correlations_today - correlations_yesterday + i, j = np.unravel_index(np.argmin(diffs), diffs.shape) + if i != j: # Ensure we're not comparing a stock to itself + return [Trade(tickers[i], 1)] + else: + return [] + +def trade26(): + # Sector Rotation: Buy the top 2 stocks from the sector that's most correlated with the market + # Assuming you have sector data (e.g., 'sector_map' dict: ticker -> sector) + sector_returns = {s: np.mean([(prices[t][0] - prices[t][1]) / prices[t][1] for t in tickers if sector_map[t] == s]) for s in set(sector_map.values())} + top_sector = max(sector_returns, key=sector_returns.get) + top_tickers_in_sector = sorted([(t, prices[t][0]) for t in tickers if sector_map[t] == top_sector], key=lambda x: x[1], reverse=True)[:2] + return [Trade(t, 1) for t, _ in top_tickers_in_sector] + +def trade27(): + # Beta-Weighted Portfolio: Allocate more to stocks with higher betas (more volatile + # You'd need historical market data to calculate betas + betas = {t: random.uniform(0.5, 2) for t in tickers} # Placeholder for actual betas + total_beta = sum(betas.values()) + allocations = {t: betas[t] / total_beta * 100 for t in tickers} + return [Trade(t, int(allocations[t])) for t in tickers] + +def trade28(): + # Diversified Portfolio: Buy a mix of stocks with low correlations to each other + correlations = np.corrcoef([prices[t] for t in tickers]) + chosen_tickers = [] + while len(chosen_tickers) < 5 and len(tickers) > 0: + t = random.choice(tickers) + if all(correlations[tickers.index(t)][tickers.index(c)] < 0.5 for c in chosen_tickers): + chosen_tickers.append(t) + tickers.remove(t) + return [Trade(t, random.randrange(1, 3)) for t in chosen_tickers] + +def trade29(): + # Cointegration: Find a pair of stocks that are cointegrated and trade their spread + # This requires more complex analysis (e.g., using the Johansen test) + # For simplicity, we'll just pick a random pair and assume cointegration + i, j = random.sample(range(len(tickers)), 2) + spread = prices[tickers[i]][0] - prices[tickers[j]][0] + if spread > 0: + return [Trade(tickers[i], -1), Trade(tickers[j], 1)] + else: + return [Trade(tickers[i], 1), Trade(tickers[j], -1)] + +def trade30(): + # Basket Trading: Buy or sell a basket of stocks based on their correlation to a benchmark + # You'd need a benchmark ticker and its historical prices + benchmark = "SPY" + correlations = np.corrcoef([prices[t] for t in tickers + [benchmark]])[:-1, -1] # Correlate each stock with the benchmark + if np.mean(correlations) > 0.5: + return [Trade(t, 1) for t in tickers] + else: + return [Trade(t, -1) for t in tickers] + +def trade31(): + # Double Bottom: Buy when a stock forms a double bottom pattern + ticker = random.choice(tickers) + if prices[ticker][0] < prices[ticker][2] < prices[ticker][4] and prices[ticker][1] > prices[ticker][3]: + return [Trade(ticker, 1)] + else: + return [] + +def trade32(): + # Double Top: Sell when a stock forms a double top pattern + ticker = random.choice(tickers) + if prices[ticker][0] > prices[ticker][2] > prices[ticker][4] and prices[ticker][1] < prices[ticker][3]: + return [Trade(ticker, -1)] + else: + return [] + +def trade33(): + # Head and Shoulders: Sell when a stock forms a head and shoulders pattern + ticker = random.choice(tickers) + if prices[ticker][0] < prices[ticker][2] < prices[ticker][4] and prices[ticker][1] > prices[ticker][3] > prices[ticker][5]: + return [Trade(ticker, -1)] + else: + return [] + +def trade34 + # Inverse Head and Shoulders: Buy when a stock forms an inverse head and shoulders pattern + ticker = random.choice(tickers) + if prices[ticker][0] > prices[ticker][2] > prices[ticker][4] and prices[ticker][1] < prices[ticker][3] < prices[ticker][5]: + return [Trade(ticker, 1)] + else: + return [] + +def trade35(): + # Ascending Triangle: Buy when a stock forms an ascending triangle pattern + ticker = random.choice(tickers) + # Simplified logic: check for higher lows and flat highs + if prices[ticker][0] > prices[ticker][2] > prices[ticker][4] and prices[ticker][1] == prices[ticker][3] == prices[ticker][5]: + return [Trade(ticker, 1)] + else: + return [] + +def trade36(): + # Descending Triangle: Sell when a stock forms a descending triangle pattern + ticker = random.choice(tickers) + # Simplified logic: check for lower highs and flat lows + if prices[ticker][0] < prices[ticker][2] < prices[ticker][4] and prices[ticker][1] == prices[ticker][3] == prices[ticker][5]: + return [Trade(ticker, -1)] + else: + return [] + +def trade37(): + # Flag/Pennant: Buy or sell based on the direction of the flag/pennant pattern + ticker = random.choice(tickers) + # Simplified logic: check for a consolidation period after a strong move + if abs(prices[ticker][0] - np.mean(prices[ticker][1:5])) < 0.05 and abs(prices[ticker][5] - prices[ticker][6]) > 0.1: + # Buy if the prior move was up, sell if down + return [Trade(ticker, 1 if prices[ticker][5] > prices[ticker][6] else -1)] + else: + return [] + +def trade38(): + # Gap Up: Buy when a stock opens significantly higher than its previous close + ticker = random.choice(tickers) + if prices[ticker][0] > prices[ticker][1] * 1.05: # 5% gap up + return [Trade(ticker, 1)] + else: + return [] + +def trade39(): + # Gap Down: Sell when a stock opens significantly lower than its previous close + ticker = random.choice(tickers) + if prices[ticker][0] < prices[ticker][1] * 0.95: # 5% gap down + return [Trade(ticker, -1)] + else: + return [] + +def trade40(): + # Rounding Bottom: Buy when a stock forms a rounding bottom pattern + ticker = random.choice(tickers) + # Simplified logic: check for a gradual price increase after a period of decline + if prices[ticker][0] > prices[ticker][2] > prices[ticker][4] and prices[ticker][1] < prices[ticker][3] < prices[ticker][5]: + return [Trade(ticker, 1)] + else: + return [] + +def trade41(): + # Overbought/Oversold (RSI): Sell if RSI is above 70, buy if below 30 + ticker = random.choice(tickers) + rsi = calculate_rsi(prices[ticker], 14) # Assuming you have an RSI calculation function + if rsi > 70: + return [Trade(ticker, -1)] + elif rsi < 30: + return [Trade(ticker, 1)] + else: + return [] + +def trade42(): + # Bollinger Bands Breakout: Buy if price breaks above the upper band, sell if below lower + ticker = random.choice(tickers) + upper, middle, lower = calculate_bollinger_bands(prices[ticker], 20, 2) # Assuming you have a Bollinger Band calculation function + if prices[ticker][0] > upper: + return [Trade(ticker, 1)] + elif prices[ticker][0] < lower: + return [Trade(ticker, -1)] + else: + return [] + +def trade43(): + # Channel Breakout: Buy or sell when price breaks out of a recent price channel + ticker = random.choice(tickers) + highs = [max(prices[ticker][i:i+5]) for i in range(len(prices[ticker]) - 5)] + lows = [min(prices[ticker][i:i+5]) for i in range(len(prices[ticker]) - 5)] + if prices[ticker][0] > highs[-1]: + return [Trade(ticker, 1)] + elif prices[ticker][0] < lows[-1]: + return [Trade(ticker, -1)] + else: + return [] + +def trade44(): + # Trend Following: Buy if the 20-day moving average is rising, sell if falling + ticker = random.choice(tickers) + ma20_today = np.mean(prices[ticker][:20]) + ma20_yesterday = np.mean(prices[ticker][1:21]) + if ma20_today > ma20_yesterday: + return [Trade(ticker, 1)] + elif ma20_today < ma20_yesterday: + return [Trade(ticker, -1)] + else: + return [] + +def trade45(): + # MACD Crossover: Buy when MACD line crosses above signal line, sell when below + ticker = random.choice(tickers) + macd_line, signal_line = calculate_macd(prices[ticker]) # Assuming you have a MACD calculation function + if macd_line[-1] > signal_line[-1] and macd_line[-2] <= signal_line[-2]: + return [Trade(ticker, 1)] + elif macd_line[-1] < signal_line[-1] and macd_line[-2] >= signal_line[-2]: + return [Trade(ticker, -1)] + else: + return [] + +def trade46(): + # Stochastic Oscillator: Buy if %K crosses above %D in oversold zone, sell if opposite + ticker = random.choice(tickers) + k_line, d_line = calculate_stochastic(prices[ticker]) # Assuming you have a Stochastic calculation function + if k_line[-1] > d_line[-1] and k_line[-1] < 20: + return [Trade(ticker, 1)] + elif k_line[-1] < d_line[-1] and k_line[-1] > 80: + return [Trade(ticker, -1)] + else: + return [] + +def trade47(): + # Volume Spike: Buy if today's volume is much higher than the average + # You'd need volume data for this strategy + ticker = random.choice(tickers) + avg_volume = np.mean(volumes[ticker][1:]) # Assuming you have 'volumes' data + if volumes[ticker][0] > avg_volume * 2: + return [Trade(ticker, 1)] + else: + return [] + +def trade48(): + # Price Spike: Buy if today's price increase is much higher than average daily change + ticker = random.choice(tickers) + daily_changes = [(prices[ticker][i] - prices[ticker][i + 1]) / prices[ticker][i + 1] for i in range(len(prices[ticker]) - 1)] + avg_change = np.mean(daily_changes) + today_change = (prices[ticker][0] - prices[ticker][1]) / prices[ticker][1] + if today_change > avg_change * 2: + return [Trade(ticker, 1)] + else: + return [] + +def trade49(): + # Mean Reversion (Long-term): Buy if the price is below its 200-day moving average + ticker = random.choice(tickers) + ma200 = np.mean(prices[ticker]) + if prices[ticker][0] < ma200: + return [Trade(ticker, 1)] + else: + return [] + +def trade50(): + # Trend Reversal (Parabolic SAR): Buy or sell based on the Parabolic SAR indicator + # Assuming you have a Parabolic SAR calculation function + ticker = random.choice(tickers) + sar = calculate_parabolic_sar(prices[ticker]) + if prices[ticker][0] > sar[-1]: + return [Trade(ticker, 1)] + elif prices[ticker][0] < sar[-1]: + return [Trade(ticker, -1)] + else: + return [] + +def trade51(): + # Market Outperformance: Buy stocks whose daily returns beat the market + total_market_values = [sum(prices[t][i] for t in tickers) for i in range(len(prices[tickers[0]]))] + market_return = (total_market_values[0] - total_market_values[1]) / total_market_values[1] + outperformers = [t for t in tickers if (prices[t][0] - prices[t][1]) / prices[t][1] > market_return] + if outperformers: + ticker = random.choice(outperformers) + return [Trade(ticker, 1)] + else: + return [] + +def trade52(): + # Market Underperformance: Short stocks whose daily returns lag the market + total_market_values = [sum(prices[t][i] for t in tickers) for i in range(len(prices[tickers[0]]))] + market_return = (total_market_values[0] - total_market_values[1]) / total_market_values[1] + underperformers = [t for t in tickers if (prices[t][0] - prices[t][1]) / prices[t][1] < market_return] + if underperformers: + ticker = random.choice(underperformers) + return [Trade(ticker, -1)] + else: + return [] + +def trade53(): + # Relative Strength to Market: Buy the stock with the highest relative strength to the market + total_market_values = [sum(prices[t][i] for t in tickers) for i in range(len(prices[tickers[0]]))] + market_return = (total_market_values[0] - total_market_values[1]) / total_market_values[1] + relative_strengths = {t: ((prices[t][0] - prices[t][1]) / prices[t][1]) - market_return for t in tickers} + ticker = max(relative_strengths, key=relative_strengths.get) + return [Trade(ticker, 1)] + +def trade54(): + # Relative Weakness to Market: Short the stock with the lowest relative strength to the market + total_market_values = [sum(prices[t][i] for t in tickers) for i in range(len(prices[tickers[0]]))] + market_return = (total_market_values[0] - total_market_values[1]) / total_market_values[1] + relative_strengths = {t: ((prices[t][0] - prices[t][1]) / prices[t][1]) - market_return for t in tickers} + ticker = min(relative_strengths, key=relative_strengths.get) + return [Trade(ticker, -1)] + +def trade55(): + # Sector vs. Market: Buy top stock from sector outperforming the market, short from underperforming + # Assuming you have sector data (e.g., 'sector_map' dict: ticker -> sector) + total_market_values = [sum(prices[t][i] for t in tickers) for i in range(len(prices[tickers[0]]))] + market_return = (total_market_values[0] - total_market_values[1]) / total_market_values[1] + sector_returns = {s: np.mean([(prices[t][0] - prices[t][1]) / prices[t][1] for t in tickers if sector_map[t] == s]) for s in set(sector_map.values())} + outperforming_sectors = [s for s in sector_returns if sector_returns[s] > market_return] + underperforming_sectors = [s for s in sector_returns if sector_returns[s] < market_return] + trades = [] + if outperforming_sectors: + top_ticker = max([(t, prices[t][0]) for t in tickers if sector_map[t] == random.choice(outperforming_sectors)], key=lambda x: x[1])[0] + trades.append(Trade(top_ticker, 1)) + if underperforming_sectors: + bottom_ticker = min([(t, prices[t][0]) for t in tickers if sector_map[t] == random.choice(underperforming_sectors)], key=lambda x: x[1])[0] + trades.append(Trade(bottom_ticker, -1)) + return trades + +def trade56(): + # Market-Neutral Pairs: Long/short pairs of stocks with similar market betas + betas = {t: random.uniform(0.8, 1.2) for t in tickers} # Placeholder, calculate actual betas + pairs = [(t1, t2) for t1 in tickers for t2 in tickers if abs(betas[t1] - betas[t2]) < 0.1 and t1 != t2] + if pairs: + t1, t2 = random.choice(pairs) + return [Trade(t1, 1), Trade(t2, -1)] + else: + return [] + +def trade57(): + # Beta Rotation: Buy high-beta stocks if the market is rising, low-beta if falling + total_market_values = [sum(prices[t][i] for t in tickers) for i in range(len(prices[tickers[0]]))] + market_return = (total_market_values[0] - total_market_values[1]) / total_market_values[1] + betas = {t: random.uniform(0.5, 2) for t in tickers} # Placeholder, calculate actual betas + if market_return > 0: # Market is rising + target_beta = 1.5 # Example target for high-beta + else: + target_beta = 0.8 # Example target for low-beta + closest_ticker = min(tickers, key=lambda t: abs(betas[t] - target_beta)) + return [Trade(closest_ticker, 1 if market_return > 0 else -1)] # Buy if rising, short if falling + +def trade58(): + # Market Timing with Relative Strength: Buy strong stocks in up markets, sell in down markets + total_market_values = [sum(prices[t][i] for t in tickers) for i in range(len(prices[tickers[0]]))] + market_return = (total_market_values[0] - total_market_values[1]) / total_market_values[1] + relative_strengths = {t: ((prices[t][0] - prices[t][-1]) / prices[t][-1]) for t in tickers} # Calculate over a longer period (e.g., 20 days) + if market_return > 0: + strongest = max(relative_strengths, key=relative_strengths.get) + return [Trade(strongest, 1)] + else: + weakest = min(relative_strengths, key=relative_strengths.get) + return [Trade(weakest, -1)] + +def trade59(): + # Relative Value to Market: Buy stocks trading below their historical average relative to the market + # Requires historical data to calculate averages + total_market_values = [sum(prices[t][i] for t in tickers) for i in range(len(prices[tickers[0]]))] + relative_values = {t: prices[t][0] / total_market_values[0] for t in tickers} # Current relative value + historical_averages = {t: 0.05 for t in tickers} # Placeholder, calculate actual averages + undervalued = [t for t in tickers if relative_values[t] < historical_averages[t] * 0.95] # Allow some buffer + if undervalued: + ticker = random.choice(undervalued) + return [Trade(ticker, 1)] + else: + return [] + +def trade60(): + # Market-Cap Weighted: Allocate trade amounts proportional to each stock's market cap relative to total market + total_market_value = sum(prices[t][0] for t in tickers) + market_caps = {t: prices[t][0] * 1000 for t in tickers} # Assuming 1000 shares outstanding for each stock + weights = {t: market_caps[t] / total_market_value for t in tickers} + total_trade_amount = 100 # Example + trades = [Trade(t, int(weights[t] * total_trade_amount)) for t in tickers] + return trades \ No newline at end of file diff --git a/extras/trading/trades_gpt-4o.py b/extras/trading/trades_gpt-4o.py new file mode 100644 index 0000000..8f16580 --- /dev/null +++ b/extras/trading/trades_gpt-4o.py @@ -0,0 +1,884 @@ +# tickers is a list of stock tickers +import tickers + +# prices is a dict; the key is a ticker and the value is a list of historic prices, today first +import prices + +# Trade represents a decision to buy or sell a quantity of a ticker +import Trade + +import random +import numpy as np + +def trade2(): + # Buy top performing stock in the last 5 days + avg_prices = {ticker: np.mean(prices[ticker][:5]) for ticker in tickers} + best_ticker = max(avg_prices, key=avg_prices.get) + trade = Trade(best_ticker, 100) + return [trade] + +def trade3(): + # Sell worst performing stock in the last 5 days + avg_prices = {ticker: np.mean(prices[ticker][:5]) for ticker in tickers} + worst_ticker = min(avg_prices, key=avg_prices.get) + trade = Trade(worst_ticker, -100) + return [trade] + +def trade4(): + # Buy random stock from top 5 performing in the last 10 days + avg_prices = {ticker: np.mean(prices[ticker][:10]) for ticker in tickers} + top_5_tickers = sorted(avg_prices, key=avg_prices.get, reverse=True)[:5] + ticker = random.choice(top_5_tickers) + trade = Trade(ticker, 100) + return [trade] + +def trade5(): + # Sell random stock from bottom 5 performing in the last 10 days + avg_prices = {ticker: np.mean(prices[ticker][:10]) for ticker in tickers} + bottom_5_tickers = sorted(avg_prices, key=avg_prices.get)[:5] + ticker = random.choice(bottom_5_tickers) + trade = Trade(ticker, -100) + return [trade] + +def trade6(): + # Buy stocks with a positive trend over the last 7 days + trending_up = [ticker for ticker in tickers if prices[ticker][0] > prices[ticker][6]] + ticker = random.choice(trending_up) + trade = Trade(ticker, 100) + return [trade] + +def trade7(): + # Sell stocks with a negative trend over the last 7 days + trending_down = [ticker for ticker in tickers if prices[ticker][0] < prices[ticker][6]] + ticker = random.choice(trending_down) + trade = Trade(ticker, -100) + return [trade] + +def trade8(): + # Buy stocks with the lowest volatility over the last 20 days + volatilities = {ticker: np.std(prices[ticker][:20]) for ticker in tickers} + least_volatile = min(volatilities, key=volatilities.get) + trade = Trade(least_volatile, 100) + return [trade] + +def trade9(): + # Sell stocks with the highest volatility over the last 20 days + volatilities = {ticker: np.std(prices[ticker][:20]) for ticker in tickers} + most_volatile = max(volatilities, key=volatilities.get) + trade = Trade(most_volatile, -100) + return [trade] + +def trade10(): + # Random mixed strategy: randomly buy or sell a random stock + ticker = random.choice(tickers) + quantity = random.choice([-100, 100]) + trade = Trade(ticker, quantity) + return [trade] + +def trade11(): + # Buy the top 3 performing stocks in the last 15 days + avg_prices = {ticker: np.mean(prices[ticker][:15]) for ticker in tickers} + top_3_tickers = sorted(avg_prices, key=avg_prices.get, reverse=True)[:3] + trades = [Trade(ticker, 100) for ticker in top_3_tickers] + return trades + +def trade12(): + # Sell the bottom 3 performing stocks in the last 15 days + avg_prices = {ticker: np.mean(prices[ticker][:15]) for ticker in tickers} + bottom_3_tickers = sorted(avg_prices, key=avg_prices.get)[:3] + trades = [Trade(ticker, -100) for ticker in bottom_3_tickers] + return trades + +def trade13(): + # Buy 2 random stocks with the highest increase in price in the last 10 days + price_increases = {ticker: prices[ticker][0] - prices[ticker][9] for ticker in tickers} + top_2_increases = sorted(price_increases, key=price_increases.get, reverse=True)[:2] + trades = [Trade(ticker, 100) for ticker in top_2_increases] + return trades + +def trade14(): + # Sell 2 random stocks with the highest decrease in price in the last 10 days + price_decreases = {ticker: prices[ticker][0] - prices[ticker][9] for ticker in tickers} + top_2_decreases = sorted(price_decreases, key=price_decreases.get)[:2] + trades = [Trade(ticker, -100) for ticker in top_2_decreases] + return trades + +def trade15(): + # Buy stocks that have shown the highest volatility in the last 30 days + volatilities = {ticker: np.std(prices[ticker][:30]) for ticker in tickers} + high_volatility_tickers = sorted(volatilities, key=volatilities.get, reverse=True)[:3] + trades = [Trade(ticker, 100) for ticker in high_volatility_tickers] + return trades + +def trade16(): + # Sell stocks that have shown the lowest volatility in the last 30 days + volatilities = {ticker: np.std(prices[ticker][:30]) for ticker in tickers} + low_volatility_tickers = sorted(volatilities, key=volatilities.get)[:3] + trades = [Trade(ticker, -100) for ticker in low_volatility_tickers] + return trades + +def trade17(): + # Buy stocks with prices above their 50-day moving average + ma_50 = {ticker: np.mean(prices[ticker][:50]) for ticker in tickers} + above_ma_tickers = [ticker for ticker in tickers if prices[ticker][0] > ma_50[ticker]] + trades = [Trade(ticker, 100) for ticker in random.sample(above_ma_tickers, min(3, len(above_ma_tickers)))] + return trades + +def trade18(): + # Sell stocks with prices below their 50-day moving average + ma_50 = {ticker: np.mean(prices[ticker][:50]) for ticker in tickers} + below_ma_tickers = [ticker for ticker in tickers if prices[ticker][0] < ma_50[ticker]] + trades = [Trade(ticker, -100) for ticker in random.sample(below_ma_tickers, min(3, len(below_ma_tickers)))] + return trades + +def trade19(): + # Mixed strategy: buy 2 random stocks and sell 2 random stocks + buy_tickers = random.sample(tickers, 2) + sell_tickers = random.sample([ticker for ticker in tickers if ticker not in buy_tickers], 2) + trades = [Trade(ticker, 100) for ticker in buy_tickers] + [Trade(ticker, -100) for ticker in sell_tickers] + return trades + +def trade20(): + # Buy stocks that have positive return in the last 20 days and sell those with negative return + returns = {ticker: (prices[ticker][0] - prices[ticker][19]) / prices[ticker][19] for ticker in tickers} + buy_tickers = [ticker for ticker in tickers if returns[ticker] > 0] + sell_tickers = [ticker for ticker in tickers if returns[ticker] < 0] + trades = [Trade(ticker, 100) for ticker in random.sample(buy_tickers, min(2, len(buy_tickers)))] + \ + [Trade(ticker, -100) for ticker in random.sample(sell_tickers, min(2, len(sell_tickers)))] + return trades + +def trade21(): + # Buy the top performing stock in the last 3 days + avg_prices = {ticker: np.mean(prices[ticker][:3]) for ticker in tickers} + best_ticker = max(avg_prices, key=avg_prices.get) + trade = Trade(best_ticker, 100) + return [trade] + +def trade22(): + # Sell the worst performing stock in the last 3 days + avg_prices = {ticker: np.mean(prices[ticker][:3]) for ticker in tickers} + worst_ticker = min(avg_prices, key=avg_prices.get) + trade = Trade(worst_ticker, -100) + return [trade] + +def trade23(): + # Buy stocks that have not changed price in the last 7 days + stable_tickers = [ticker for ticker in tickers if prices[ticker][0] == prices[ticker][6]] + trades = [Trade(ticker, 100) for ticker in random.sample(stable_tickers, min(3, len(stable_tickers)))] + return trades + +def trade24(): + # Sell stocks that have the smallest price change in the last 5 days + smallest_changes = sorted(tickers, key=lambda t: abs(prices[t][0] - prices[t][4]))[:3] + trades = [Trade(ticker, -100) for ticker in smallest_changes] + return trades + +def trade25(): + # Buy random stocks from the top 10 highest priced stocks + highest_priced = sorted(tickers, key=lambda t: prices[t][0], reverse=True)[:10] + ticker = random.choice(highest_priced) + trade = Trade(ticker, 100) + return [trade] + +def trade26(): + # Sell random stocks from the bottom 10 lowest priced stocks + lowest_priced = sorted(tickers, key=lambda t: prices[t][0])[:10] + ticker = random.choice(lowest_priced) + trade = Trade(ticker, -100) + return [trade] + +def trade27(): + # Buy 2 stocks with the highest momentum (last 5 days) + momentums = {ticker: prices[ticker][0] - prices[ticker][4] for ticker in tickers} + top_momentum_tickers = sorted(momentums, key=momentums.get, reverse=True)[:2] + trades = [Trade(ticker, 100) for ticker in top_momentum_tickers] + return trades + +def trade28(): + # Sell 2 stocks with the lowest momentum (last 5 days) + momentums = {ticker: prices[ticker][0] - prices[ticker][4] for ticker in tickers} + lowest_momentum_tickers = sorted(momentums, key=momentums.get)[:2] + trades = [Trade(ticker, -100) for ticker in lowest_momentum_tickers] + return trades + +def trade29(): + # Buy the stock with the highest daily price increase yesterday + yesterday_increase = {ticker: prices[ticker][1] - prices[ticker][2] for ticker in tickers} + best_yesterday_ticker = max(yesterday_increase, key=yesterday_increase.get) + trade = Trade(best_yesterday_ticker, 100) + return [trade] + +def trade30(): + # Sell the stock with the highest daily price decrease yesterday + yesterday_decrease = {ticker: prices[ticker][1] - prices[ticker][2] for ticker in tickers} + worst_yesterday_ticker = min(yesterday_decrease, key=yesterday_decrease.get) + trade = Trade(worst_yesterday_ticker, -100) + return [trade] + +def trade31(): + # Long/short strategy: Buy the top performing stock and sell the worst performing stock over the last 7 days + avg_prices = {ticker: np.mean(prices[ticker][:7]) for ticker in tickers} + best_ticker = max(avg_prices, key=avg_prices.get) + worst_ticker = min(avg_prices, key=avg_prices.get) + trades = [Trade(best_ticker, 100), Trade(worst_ticker, -100)] + return trades + +def trade32(): + # Buy stocks that have had a positive return in the last 5 days and sell those with a negative return + returns = {ticker: (prices[ticker][0] - prices[ticker][4]) / prices[ticker][4] for ticker in tickers} + buy_tickers = [ticker for ticker in tickers if returns[ticker] > 0] + sell_tickers = [ticker for ticker in tickers if returns[ticker] < 0] + trades = [Trade(ticker, 100) for ticker in random.sample(buy_tickers, min(2, len(buy_tickers)))] + \ + [Trade(ticker, -100) for ticker in random.sample(sell_tickers, min(2, len(sell_tickers)))] + return trades + +def trade33(): + # Buy 2 stocks with the highest price-to-earnings ratio and sell 2 with the lowest + pe_ratios = {ticker: random.uniform(10, 30) for ticker in tickers} # Mock P/E ratios + top_pe_tickers = sorted(pe_ratios, key=pe_ratios.get, reverse=True)[:2] + low_pe_tickers = sorted(pe_ratios, key=pe_ratios.get)[:2] + trades = [Trade(ticker, 100) for ticker in top_pe_tickers] + [Trade(ticker, -100) for ticker in low_pe_tickers] + return trades + +def trade34(): + # Buy the stock with the highest volume and sell the one with the lowest volume + volumes = {ticker: random.randint(1000, 10000) for ticker in tickers} # Mock volumes + high_volume_ticker = max(volumes, key=volumes.get) + low_volume_ticker = min(volumes, key=volumes.get) + trades = [Trade(high_volume_ticker, 100), Trade(low_volume_ticker, -100)] + return trades + +def trade35(): + # Buy 3 stocks with the highest recent momentum and sell 3 with the lowest recent momentum + momentums = {ticker: prices[ticker][0] - prices[ticker][5] for ticker in tickers} + top_momentum_tickers = sorted(momentums, key=momentums.get, reverse=True)[:3] + low_momentum_tickers = sorted(momentums, key=momentums.get)[:3] + trades = [Trade(ticker, 100) for ticker in top_momentum_tickers] + [Trade(ticker, -100) for ticker in low_momentum_tickers] + return trades + +def trade36(): + # Buy stocks in the technology sector and sell stocks in the energy sector + tech_stocks = random.sample(tickers, 3) # Mock tech stocks + energy_stocks = random.sample(tickers, 3) # Mock energy stocks + trades = [Trade(ticker, 100) for ticker in tech_stocks] + [Trade(ticker, -100) for ticker in energy_stocks] + return trades + +def trade37(): + # Long/short strategy: Buy the top 2 stocks with the highest recent gains and sell the top 2 with the highest recent losses + recent_gains = {ticker: prices[ticker][0] - prices[ticker][10] for ticker in tickers} + top_gainers = sorted(recent_gains, key=recent_gains.get, reverse=True)[:2] + top_losers = sorted(recent_gains, key=recent_gains.get)[:2] + trades = [Trade(ticker, 100) for ticker in top_gainers] + [Trade(ticker, -100) for ticker in top_losers] + return trades + +def trade38(): + # Buy the stocks with the highest dividend yield and sell those with the lowest + dividend_yields = {ticker: random.uniform(1, 5) for ticker in tickers} # Mock dividend yields + high_yield_tickers = sorted(dividend_yields, key=dividend_yields.get, reverse=True)[:2] + low_yield_tickers = sorted(dividend_yields, key=dividend_yields.get)[:2] + trades = [Trade(ticker, 100) for ticker in high_yield_tickers] + [Trade(ticker, -100) for ticker in low_yield_tickers] + return trades + +def trade39(): + # Buy stocks that are trading near their 52-week highs and sell those near their 52-week lows + highs_52w = {ticker: max(prices[ticker]) for ticker in tickers} + lows_52w = {ticker: min(prices[ticker]) for ticker in tickers} + near_highs = [ticker for ticker in tickers if prices[ticker][0] >= 0.9 * highs_52w[ticker]] + near_lows = [ticker for ticker in tickers if prices[ticker][0] <= 1.1 * lows_52w[ticker]] + trades = [Trade(ticker, 100) for ticker in random.sample(near_highs, min(2, len(near_highs)))] + \ + [Trade(ticker, -100) for ticker in random.sample(near_lows, min(2, len(near_lows)))] + return trades + +def trade40(): + # Long/short strategy: Buy 2 random stocks from the top 10 performing sectors and sell 2 from the bottom 10 + sectors = {ticker: random.choice(['Tech', 'Energy', 'Health', 'Finance', 'Retail']) for ticker in tickers} + sector_performance = {sector: random.uniform(-10, 10) for sector in set(sectors.values())} + top_sectors = sorted(sector_performance, key=sector_performance.get, reverse=True)[:2] + bottom_sectors = sorted(sector_performance, key=sector_performance.get)[:2] + buy_tickers = [ticker for ticker in tickers if sectors[ticker] in top_sectors] + sell_tickers = [ticker for ticker in tickers if sectors[ticker] in bottom_sectors] + trades = [Trade(ticker, 100) for ticker in random.sample(buy_tickers, min(2, len(buy_tickers)))] + \ + [Trade(ticker, -100) for ticker in random.sample(sell_tickers, min(2, len(sell_tickers)))] + return trades + +def trade41(): + # Buy the stock with the highest price increase today + price_increases = {ticker: prices[ticker][0] - prices[ticker][1] for ticker in tickers} + best_ticker = max(price_increases, key=price_increases.get) + trade = Trade(best_ticker, 100) + return [trade] + +def trade42(): + # Sell the stock with the highest price decrease today + price_decreases = {ticker: prices[ticker][0] - prices[ticker][1] for ticker in tickers} + worst_ticker = min(price_decreases, key=price_decreases.get) + trade = Trade(worst_ticker, -100) + return [trade] + +def trade43(): + # Buy stocks that have had a positive return in the last 3 days + returns = {ticker: (prices[ticker][0] - prices[ticker][2]) / prices[ticker][2] for ticker in tickers} + buy_tickers = [ticker for ticker in tickers if returns[ticker] > 0] + trades = [Trade(ticker, 100) for ticker in random.sample(buy_tickers, min(3, len(buy_tickers)))] + return trades + +def trade44(): + # Sell stocks that have had a negative return in the last 3 days + returns = {ticker: (prices[ticker][0] - prices[ticker][2]) / prices[ticker][2] for ticker in tickers} + sell_tickers = [ticker for ticker in tickers if returns[ticker] < 0] + trades = [Trade(ticker, -100) for ticker in random.sample(sell_tickers, min(3, len(sell_tickers)))] + return trades + +def trade45(): + # Buy the stock with the highest average return over the last 10 days + avg_returns = {ticker: np.mean([(prices[ticker][i] - prices[ticker][i+1]) / prices[ticker][i+1] for i in range(9)]) for ticker in tickers} + best_ticker = max(avg_returns, key=avg_returns.get) + trade = Trade(best_ticker, 100) + return [trade] + +def trade46(): + # Sell the stock with the lowest average return over the last 10 days + avg_returns = {ticker: np.mean([(prices[ticker][i] - prices[ticker][i+1]) / prices[ticker][i+1] for i in range(9)]) for ticker in tickers} + worst_ticker = min(avg_returns, key=avg_returns.get) + trade = Trade(worst_ticker, -100) + return [trade] + +def trade47(): + # Buy stocks that are oversold based on RSI (Randomly assigned for simplicity) + rsi = {ticker: random.uniform(0, 100) for ticker in tickers} + oversold_tickers = [ticker for ticker in tickers if rsi[ticker] < 30] + trades = [Trade(ticker, 100) for ticker in random.sample(oversold_tickers, min(3, len(oversold_tickers)))] + return trades + +def trade48(): + # Sell stocks that are overbought based on RSI (Randomly assigned for simplicity) + rsi = {ticker: random.uniform(0, 100) for ticker in tickers} + overbought_tickers = [ticker for ticker in tickers if rsi[ticker] > 70] + trades = [Trade(ticker, -100) for ticker in random.sample(overbought_tickers, min(3, len(overbought_tickers)))] + return trades + +def trade49(): + # Buy stocks with positive momentum over the last 20 days + momentums = {ticker: prices[ticker][0] - prices[ticker][19] for ticker in tickers} + positive_momentum_tickers = [ticker for ticker in momentums if momentums[ticker] > 0] + trades = [Trade(ticker, 100) for ticker in random.sample(positive_momentum_tickers, min(3, len(positive_momentum_tickers)))] + return trades + +def trade50(): + # Sell stocks with negative momentum over the last 20 days + momentums = {ticker: prices[ticker][0] - prices[ticker][19] for ticker in tickers} + negative_momentum_tickers = [ticker for ticker in momentums if momentums[ticker] < 0] + trades = [Trade(ticker, -100) for ticker in random.sample(negative_momentum_tickers, min(3, len(negative_momentum_tickers)))] + return trades + +def trade51(): + # Buy stocks that have a high positive correlation with a randomly chosen strong performer + import scipy.stats + base_ticker = random.choice(tickers) + base_prices = prices[base_ticker] + correlations = {ticker: scipy.stats.pearsonr(base_prices, prices[ticker])[0] for ticker in tickers if ticker != base_ticker} + high_corr_tickers = [ticker for ticker, corr in correlations.items() if corr > 0.8] + trades = [Trade(ticker, 100) for ticker in random.sample(high_corr_tickers, min(3, len(high_corr_tickers)))] + return trades + +def trade52(): + # Sell stocks that have a high negative correlation with a randomly chosen weak performer + import scipy.stats + base_ticker = random.choice(tickers) + base_prices = prices[base_ticker] + correlations = {ticker: scipy.stats.pearsonr(base_prices, prices[ticker])[0] for ticker in tickers if ticker != base_ticker} + low_corr_tickers = [ticker for ticker, corr in correlations.items() if corr < -0.8] + trades = [Trade(ticker, -100) for ticker in random.sample(low_corr_tickers, min(3, len(low_corr_tickers)))] + return trades + +def trade53(): + # Long/short strategy: Buy stocks with high positive correlation and sell stocks with high negative correlation to a strong performer + import scipy.stats + base_ticker = random.choice(tickers) + base_prices = prices[base_ticker] + correlations = {ticker: scipy.stats.pearsonr(base_prices, prices[ticker])[0] for ticker in tickers if ticker != base_ticker} + high_corr_tickers = [ticker for ticker, corr in correlations.items() if corr > 0.7] + low_corr_tickers = [ticker for ticker, corr in correlations.items() if corr < -0.7] + trades = [Trade(ticker, 100) for ticker in random.sample(high_corr_tickers, min(2, len(high_corr_tickers)))] + \ + [Trade(ticker, -100) for ticker in random.sample(low_corr_tickers, min(2, len(low_corr_tickers)))] + return trades + +def trade54(): + # Buy stocks that have a high correlation with an index (e.g., S&P 500) + import scipy.stats + index_prices = [random.uniform(1000, 5000) for _ in range(len(prices[tickers[0]]))] # Mock index prices + correlations = {ticker: scipy.stats.pearsonr(index_prices, prices[ticker])[0] for ticker in tickers} + high_corr_tickers = [ticker for ticker, corr in correlations.items() if corr > 0.8] + trades = [Trade(ticker, 100) for ticker in random.sample(high_corr_tickers, min(3, len(high_corr_tickers)))] + return trades + +def trade55(): + # Sell stocks that have a low correlation with an index (e.g., S&P 500) + import scipy.stats + index_prices = [random.uniform(1000, 5000) for _ in range(len(prices[tickers[0]]))] # Mock index prices + correlations = {ticker: scipy.stats.pearsonr(index_prices, prices[ticker])[0] for ticker in tickers} + low_corr_tickers = [ticker for ticker, corr in correlations.items() if corr < 0.2] + trades = [Trade(ticker, -100) for ticker in random.sample(low_corr_tickers, min(3, len(low_corr_tickers)))] + return trades + +def trade56(): + # Long/short strategy: Buy stocks with high correlation and sell stocks with low correlation to a randomly chosen strong performer + import scipy.stats + base_ticker = random.choice(tickers) + base_prices = prices[base_ticker] + correlations = {ticker: scipy.stats.pearsonr(base_prices, prices[ticker])[0] for ticker in tickers if ticker != base_ticker} + high_corr_tickers = [ticker for ticker, corr in correlations.items() if corr > 0.7] + low_corr_tickers = [ticker for ticker, corr in correlations.items() if corr < 0.2] + trades = [Trade(ticker, 100) for ticker in random.sample(high_corr_tickers, min(2, len(high_corr_tickers)))] + \ + [Trade(ticker, -100) for ticker in random.sample(low_corr_tickers, min(2, len(low_corr_tickers)))] + return trades + +def trade57(): + # Buy stocks that are inversely correlated with a major sector ETF (mocked data) + import scipy.stats + sector_etf_prices = [random.uniform(50, 150) for _ in range(len(prices[tickers[0]]))] # Mock sector ETF prices + correlations = {ticker: scipy.stats.pearsonr(sector_etf_prices, prices[ticker])[0] for ticker in tickers} + inverse_corr_tickers = [ticker for ticker, corr in correlations.items() if corr < -0.7] + trades = [Trade(ticker, 100) for ticker in random.sample(inverse_corr_tickers, min(3, len(inverse_corr_tickers)))] + return trades + +def trade58(): + # Sell stocks that are highly correlated with a volatile index + import scipy.stats + volatile_index_prices = [random.uniform(1000, 2000) for _ in range(len(prices[tickers[0]]))] # Mock volatile index prices + correlations = {ticker: scipy.stats.pearsonr(volatile_index_prices, prices[ticker])[0] for ticker in tickers} + high_corr_tickers = [ticker for ticker, corr in correlations.items() if corr > 0.8] + trades = [Trade(ticker, -100) for ticker in random.sample(high_corr_tickers, min(3, len(high_corr_tickers)))] + return trades + +def trade59(): + # Buy stocks that are less correlated with the overall market (S&P 500) + import scipy.stats + market_prices = [random.uniform(1000, 5000) for _ in range(len(prices[tickers[0]]))] # Mock market index prices + correlations = {ticker: scipy.stats.pearsonr(market_prices, prices[ticker])[0] for ticker in tickers} + low_corr_tickers = [ticker for ticker, corr in correlations.items() if corr < 0.3] + trades = [Trade(ticker, 100) for ticker in random.sample(low_corr_tickers, min(3, len(low_corr_tickers)))] + return trades + +def trade60(): + # Sell stocks that are highly correlated with a specific commodity price (e.g., oil) + import scipy.stats + commodity_prices = [random.uniform(50, 100) for _ in range(len(prices[tickers[0]]))] # Mock commodity prices + correlations = {ticker: scipy.stats.pearsonr(commodity_prices, prices[ticker])[0] for ticker in tickers} + high_corr_tickers = [ticker for ticker, corr in correlations.items() if corr > 0.7] + trades = [Trade(ticker, -100) for ticker in random.sample(high_corr_tickers, min(3, len(high_corr_tickers)))] + return trades + +def trade61(): + # Buy stocks forming a "double bottom" pattern (last 5 days) + double_bottom_tickers = [ticker for ticker in tickers if prices[ticker][4] < prices[ticker][2] == prices[ticker][0] < prices[ticker][1] and prices[ticker][3] > prices[ticker][2]] + trades = [Trade(ticker, 100) for ticker in random.sample(double_bottom_tickers, min(3, len(double_bottom_tickers)))] + return trades + +def trade62(): + # Sell stocks forming a "double top" pattern (last 5 days) + double_top_tickers = [ticker for ticker in tickers if prices[ticker][4] > prices[ticker][2] == prices[ticker][0] > prices[ticker][1] and prices[ticker][3] < prices[ticker][2]] + trades = [Trade(ticker, -100) for ticker in random.sample(double_top_tickers, min(3, len(double_top_tickers)))] + return trades + +def trade63(): + # Buy stocks showing a "head and shoulders" bottom pattern (last 7 days) + hs_bottom_tickers = [ticker for ticker in tickers if prices[ticker][6] > prices[ticker][5] < prices[ticker][4] > prices[ticker][3] < prices[ticker][2] and prices[ticker][1] < prices[ticker][0]] + trades = [Trade(ticker, 100) for ticker in random.sample(hs_bottom_tickers, min(3, len(hs_bottom_tickers)))] + return trades + +def trade64(): + # Sell stocks showing a "head and shoulders" top pattern (last 7 days) + hs_top_tickers = [ticker for ticker in tickers if prices[ticker][6] < prices[ticker][5] > prices[ticker][4] < prices[ticker][3] > prices[ticker][2] and prices[ticker][1] > prices[ticker][0]] + trades = [Trade(ticker, -100) for ticker in random.sample(hs_top_tickers, min(3, len(hs_top_tickers)))] + return trades + +def trade65(): + # Buy stocks forming a "bullish flag" pattern (last 10 days) + bullish_flag_tickers = [ticker for ticker in tickers if prices[ticker][9] < prices[ticker][8] and all(prices[ticker][i] < prices[ticker][i+1] for i in range(8, 4, -1)) and all(prices[ticker][i] > prices[ticker][i+1] for i in range(4, 0, -1))] + trades = [Trade(ticker, 100) for ticker in random.sample(bullish_flag_tickers, min(3, len(bullish_flag_tickers)))] + return trades + +def trade66(): + # Sell stocks forming a "bearish flag" pattern (last 10 days) + bearish_flag_tickers = [ticker for ticker in tickers if prices[ticker][9] > prices[ticker][8] and all(prices[ticker][i] > prices[ticker][i+1] for i in range(8, 4, -1)) and all(prices[ticker][i] < prices[ticker][i+1] for i in range(4, 0, -1))] + trades = [Trade(ticker, -100) for ticker in random.sample(bearish_flag_tickers, min(3, len(bearish_flag_tickers)))] + return trades + +def trade67(): + # Buy stocks forming a "ascending triangle" pattern (last 15 days) + ascending_triangle_tickers = [ticker for ticker in tickers if prices[ticker][14] < prices[ticker][13] and prices[ticker][0] > prices[ticker][7] and all(prices[ticker][i] <= prices[ticker][i+1] for i in range(13))] + trades = [Trade(ticker, 100) for ticker in random.sample(ascending_triangle_tickers, min(3, len(ascending_triangle_tickers)))] + return trades + +def trade68(): + # Sell stocks forming a "descending triangle" pattern (last 15 days) + descending_triangle_tickers = [ticker for ticker in tickers if prices[ticker][14] > prices[ticker][13] and prices[ticker][0] < prices[ticker][7] and all(prices[ticker][i] >= prices[ticker][i+1] for i in range(13))] + trades = [Trade(ticker, -100) for ticker in random.sample(descending_triangle_tickers, min(3, len(descending_triangle_tickers)))] + return trades + +def trade69(): + # Buy stocks forming a "rounding bottom" pattern (last 20 days) + rounding_bottom_tickers = [ticker for ticker in tickers if all(prices[ticker][i] >= prices[ticker][i+1] for i in range(10)) and all(prices[ticker][i] <= prices[ticker][i+1] for i in range(10, 19))] + trades = [Trade(ticker, 100) for ticker in random.sample(rounding_bottom_tickers, min(3, len(rounding_bottom_tickers)))] + return trades + +def trade70(): + # Sell stocks forming a "rounding top" pattern (last 20 days) + rounding_top_tickers = [ticker for ticker in tickers if all(prices[ticker][i] <= prices[ticker][i+1] for i in range(10)) and all(prices[ticker][i] >= prices[ticker][i+1] for i in range(10, 19))] + trades = [Trade(ticker, -100) for ticker in random.sample(rounding_top_tickers, min(3, len(rounding_top_tickers)))] + return trades + +def trade71(): + # Buy stocks showing a strong upward trend over the last 10 days + upward_trend_tickers = [ticker for ticker in tickers if prices[ticker][0] > prices[ticker][9] and all(prices[ticker][i] >= prices[ticker][i+1] for i in range(9))] + trades = [Trade(ticker, 100) for ticker in random.sample(upward_trend_tickers, min(3, len(upward_trend_tickers)))] + return trades + +def trade72(): + # Sell stocks showing a strong downward trend over the last 10 days + downward_trend_tickers = [ticker for ticker in tickers if prices[ticker][0] < prices[ticker][9] and all(prices[ticker][i] <= prices[ticker][i+1] for i in range(9))] + trades = [Trade(ticker, -100) for ticker in random.sample(downward_trend_tickers, min(3, len(downward_trend_tickers)))] + return trades + +def trade73(): + # Buy stocks that have reverted to their mean price over the last 20 days + mean_reversion_tickers = [ticker for ticker in tickers if abs(prices[ticker][0] - np.mean(prices[ticker][:20])) < np.std(prices[ticker][:20])] + trades = [Trade(ticker, 100) for ticker in random.sample(mean_reversion_tickers, min(3, len(mean_reversion_tickers)))] + return trades + +def trade74(): + # Sell stocks that have deviated significantly from their mean price over the last 20 days + mean_deviation_tickers = [ticker for ticker in tickers if abs(prices[ticker][0] - np.mean(prices[ticker][:20])) > 2 * np.std(prices[ticker][:20])] + trades = [Trade(ticker, -100) for ticker in random.sample(mean_deviation_tickers, min(3, len(mean_deviation_tickers)))] + return trades + +def trade75(): + # Buy stocks that have shown increased volatility in the last 10 days compared to the previous 20 days + increased_volatility_tickers = [ticker for ticker in tickers if np.std(prices[ticker][:10]) > 1.5 * np.std(prices[ticker][10:30])] + trades = [Trade(ticker, 100) for ticker in random.sample(increased_volatility_tickers, min(3, len(increased_volatility_tickers)))] + return trades + +def trade76(): + # Sell stocks that have shown decreased volatility in the last 10 days compared to the previous 20 days + decreased_volatility_tickers = [ticker for ticker in tickers if np.std(prices[ticker][:10]) < 0.5 * np.std(prices[ticker][10:30])] + trades = [Trade(ticker, -100) for ticker in random.sample(decreased_volatility_tickers, min(3, len(decreased_volatility_tickers)))] + return trades + +def trade77(): + # Buy stocks that have broken above their previous 50-day high + previous_50_day_highs = {ticker: max(prices[ticker][1:51]) for ticker in tickers} + breakout_tickers = [ticker for ticker in tickers if prices[ticker][0] > previous_50_day_highs[ticker]] + trades = [Trade(ticker, 100) for ticker in random.sample(breakout_tickers, min(3, len(breakout_tickers)))] + return trades + +def trade78(): + # Sell stocks that have broken below their previous 50-day low + previous_50_day_lows = {ticker: min(prices[ticker][1:51]) for ticker in tickers} + breakdown_tickers = [ticker for ticker in tickers if prices[ticker][0] < previous_50_day_lows[ticker]] + trades = [Trade(ticker, -100) for ticker in random.sample(breakdown_tickers, min(3, len(breakdown_tickers)))] + return trades + +def trade79(): + # Buy stocks that have shown a significant upward price spike in the last 3 days + price_spike_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][2]) / prices[ticker][2] > 0.1] + trades = [Trade(ticker, 100) for ticker in random.sample(price_spike_tickers, min(3, len(price_spike_tickers)))] + return trades + +def trade80(): + # Sell stocks that have shown a significant downward price spike in the last 3 days + price_drop_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][2]) / prices[ticker][2] < -0.1] + trades = [Trade(ticker, -100) for ticker in random.sample(price_drop_tickers, min(3, len(price_drop_tickers)))] + return trades + +def trade81(): + # Buy stocks that have formed a "golden cross" (50-day MA crosses above 200-day MA) + golden_cross_tickers = [ticker for ticker in tickers if np.mean(prices[ticker][:50]) > np.mean(prices[ticker][:200])] + trades = [Trade(ticker, 100) for ticker in random.sample(golden_cross_tickers, min(3, len(golden_cross_tickers)))] + return trades + +def trade82(): + # Sell stocks that have formed a "death cross" (50-day MA crosses below 200-day MA) + death_cross_tickers = [ticker for ticker in tickers if np.mean(prices[ticker][:50]) < np.mean(prices[ticker][:200])] + trades = [Trade(ticker, -100) for ticker in random.sample(death_cross_tickers, min(3, len(death_cross_tickers)))] + return trades + +def trade83(): + # Buy stocks that have shown an increase in trading volume in the last 5 days + volume_increase_tickers = [ticker for ticker in tickers if np.mean(prices[ticker][:5]) > 1.2 * np.mean(prices[ticker][5:10])] + trades = [Trade(ticker, 100) for ticker in random.sample(volume_increase_tickers, min(3, len(volume_increase_tickers)))] + return trades + +def trade84(): + # Sell stocks that have shown a decrease in trading volume in the last 5 days + volume_decrease_tickers = [ticker for ticker in tickers if np.mean(prices[ticker][:5]) < 0.8 * np.mean(prices[ticker][5:10])] + trades = [Trade(ticker, -100) for ticker in random.sample(volume_decrease_tickers, min(3, len(volume_decrease_tickers)))] + return trades + +def trade85(): + # Buy stocks that have shown consistent daily gains for the last 5 days + consistent_gainers = [ticker for ticker in tickers if all(prices[ticker][i] > prices[ticker][i+1] for i in range(5))] + trades = [Trade(ticker, 100) for ticker in random.sample(consistent_gainers, min(3, len(consistent_gainers)))] + return trades + +def trade86(): + # Sell stocks that have shown consistent daily losses for the last 5 days + consistent_losers = [ticker for ticker in tickers if all(prices[ticker][i] < prices[ticker][i+1] for i in range(5))] + trades = [Trade(ticker, -100) for ticker in random.sample(consistent_losers, min(3, len(consistent_losers)))] + return trades + +def trade87(): + # Buy stocks that are trading near their all-time highs + all_time_high_tickers = [ticker for ticker in tickers if prices[ticker][0] >= 0.95 * max(prices[ticker])] + trades = [Trade(ticker, 100) for ticker in random.sample(all_time_high_tickers, min(3, len(all_time_high_tickers)))] + return trades + +def trade88(): + # Sell stocks that are trading near their all-time lows + all_time_low_tickers = [ticker for ticker in tickers if prices[ticker][0] <= 1.05 * min(prices[ticker])] + trades = [Trade(ticker, -100) for ticker in random.sample(all_time_low_tickers, min(3, len(all_time_low_tickers)))] + return trades + +def trade89(): + # Buy stocks that have gapped up at market open today + gap_up_tickers = [ticker for ticker in tickers if prices[ticker][0] > 1.05 * prices[ticker][1]] + trades = [Trade(ticker, 100) for ticker in random.sample(gap_up_tickers, min(3, len(gap_up_tickers)))] + return trades + +def trade90(): + # Sell stocks that have gapped down at market open today + gap_down_tickers = [ticker for ticker in tickers if prices[ticker][0] < 0.95 * prices[ticker][1]] + trades = [Trade(ticker, -100) for ticker in random.sample(gap_down_tickers, min(3, len(gap_down_tickers)))] + return trades + +def trade91(): + # Buy stocks that have shown a steady upward trend for the last 15 days + steady_uptrend_tickers = [ticker for ticker in tickers if all(prices[ticker][i] >= prices[ticker][i+1] for i in range(15))] + trades = [Trade(ticker, 100) for ticker in random.sample(steady_uptrend_tickers, min(3, len(steady_uptrend_tickers)))] + return trades + +def trade92(): + # Sell stocks that have shown a steady downward trend for the last 15 days + steady_downtrend_tickers = [ticker for ticker in tickers if all(prices[ticker][i] <= prices[ticker][i+1] for i in range(15))] + trades = [Trade(ticker, -100) for ticker in random.sample(steady_downtrend_tickers, min(3, len(steady_downtrend_tickers)))] + return trades + +def trade93(): + # Buy stocks that have outperformed the market index by 5% in the last 30 days + market_index_return = random.uniform(-0.05, 0.05) # Mock market index return + outperforming_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][29]) / prices[ticker][29] > market_index_return + 0.05] + trades = [Trade(ticker, 100) for ticker in random.sample(outperforming_tickers, min(3, len(outperforming_tickers)))] + return trades + +def trade94(): + # Sell stocks that have underperformed the market index by 5% in the last 30 days + market_index_return = random.uniform(-0.05, 0.05) # Mock market index return + underperforming_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][29]) / prices[ticker][29] < market_index_return - 0.05] + trades = [Trade(ticker, -100) for ticker in random.sample(underperforming_tickers, min(3, len(underperforming_tickers)))] + return trades + +def trade95(): + # Buy stocks that have broken above their previous 10-day high + previous_10_day_highs = {ticker: max(prices[ticker][1:11]) for ticker in tickers} + breakout_tickers = [ticker for ticker in tickers if prices[ticker][0] > previous_10_day_highs[ticker]] + trades = [Trade(ticker, 100) for ticker in random.sample(breakout_tickers, min(3, len(breakout_tickers)))] + return trades + +def trade96(): + # Sell stocks that have broken below their previous 10-day low + previous_10_day_lows = {ticker: min(prices[ticker][1:11]) for ticker in tickers} + breakdown_tickers = [ticker for ticker in tickers if prices[ticker][0] < previous_10_day_lows[ticker]] + trades = [Trade(ticker, -100) for ticker in random.sample(breakdown_tickers, min(3, len(breakdown_tickers)))] + return trades + +def trade97(): + # Buy stocks with a relative strength index (RSI) below 30 (oversold) + rsi = {ticker: random.uniform(0, 100) for ticker in tickers} # Mock RSI values + oversold_tickers = [ticker for ticker in tickers if rsi[ticker] < 30] + trades = [Trade(ticker, 100) for ticker in random.sample(oversold_tickers, min(3, len(oversold_tickers)))] + return trades + +def trade98(): + # Sell stocks with a relative strength index (RSI) above 70 (overbought) + rsi = {ticker: random.uniform(0, 100) for ticker in tickers} # Mock RSI values + overbought_tickers = [ticker for ticker in tickers if rsi[ticker] > 70] + trades = [Trade(ticker, -100) for ticker in random.sample(overbought_tickers, min(3, len(overbought_tickers)))] + return trades + +def trade99(): + # Buy stocks with a price-to-earnings ratio (P/E) below the industry average (mocked data) + pe_ratios = {ticker: random.uniform(10, 30) for ticker in tickers} # Mock P/E ratios + industry_average_pe = 20 # Mock industry average P/E + undervalued_tickers = [ticker for ticker in tickers if pe_ratios[ticker] < industry_average_pe] + trades = [Trade(ticker, 100) for ticker in random.sample(undervalued_tickers, min(3, len(undervalued_tickers)))] + return trades + +def trade100(): + # Sell stocks with a price-to-earnings ratio (P/E) above the industry average (mocked data) + pe_ratios = {ticker: random.uniform(10, 30) for ticker in tickers} # Mock P/E ratios + industry_average_pe = 20 # Mock industry average P/E + overvalued_tickers = [ticker for ticker in tickers if pe_ratios[ticker] > industry_average_pe] + trades = [Trade(ticker, -100) for ticker in random.sample(overvalued_tickers, min(3, len(overvalued_tickers)))] + return trades + +def trade101(): + # Buy stocks that have outperformed the market by more than 5% in the last 10 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(10)] + market_return = (market_total[0] - market_total[-1]) / market_total[-1] + outperforming_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][9]) / prices[ticker][9] > market_return + 0.05] + trades = [Trade(ticker, 100) for ticker in random.sample(outperforming_tickers, min(3, len(outperforming_tickers)))] + return trades + +def trade102(): + # Sell stocks that have underperformed the market by more than 5% in the last 10 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(10)] + market_return = (market_total[0] - market_total[-1]) / market_total[-1] + underperforming_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][9]) / prices[ticker][9] < market_return - 0.05] + trades = [Trade(ticker, -100) for ticker in random.sample(underperforming_tickers, min(3, len(underperforming_tickers)))] + return trades + +def trade103(): + # Buy stocks that have shown a positive return while the market showed a negative return over the last 5 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(5)] + market_return = (market_total[0] - market_total[-1]) / market_total[-1] + positive_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][4]) / prices[ticker][4] > 0 and market_return < 0] + trades = [Trade(ticker, 100) for ticker in random.sample(positive_tickers, min(3, len(positive_tickers)))] + return trades + +def trade104(): + # Sell stocks that have shown a negative return while the market showed a positive return over the last 5 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(5)] + market_return = (market_total[0] - market_total[-1]) / market_total[-1] + negative_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][4]) / prices[ticker][4] < 0 and market_return > 0] + trades = [Trade(ticker, -100) for ticker in random.sample(negative_tickers, min(3, len(negative_tickers)))] + return trades + +def trade105(): + # Buy stocks that have shown less volatility compared to the market over the last 20 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(20)] + market_volatility = np.std(market_total) + low_volatility_tickers = [ticker for ticker in tickers if np.std(prices[ticker][:20]) < market_volatility] + trades = [Trade(ticker, 100) for ticker in random.sample(low_volatility_tickers, min(3, len(low_volatility_tickers)))] + return trades + +def trade106(): + # Sell stocks that have shown more volatility compared to the market over the last 20 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(20)] + market_volatility = np.std(market_total) + high_volatility_tickers = [ticker for ticker in tickers if np.std(prices[ticker][:20]) > market_volatility] + trades = [Trade(ticker, -100) for ticker in random.sample(high_volatility_tickers, min(3, len(high_volatility_tickers)))] + return trades + +def trade107(): + # Buy stocks that have shown an increasing trend while the market showed a decreasing trend over the last 15 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(15)] + market_trend = market_total[0] > market_total[-1] + increasing_tickers = [ticker for ticker in tickers if prices[ticker][0] > prices[ticker][14] and not market_trend] + trades = [Trade(ticker, 100) for ticker in random.sample(increasing_tickers, min(3, len(increasing_tickers)))] + return trades + +def trade108(): + # Sell stocks that have shown a decreasing trend while the market showed an increasing trend over the last 15 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(15)] + market_trend = market_total[0] < market_total[-1] + decreasing_tickers = [ticker for ticker in tickers if prices[ticker][0] < prices[ticker][14] and market_trend] + trades = [Trade(ticker, -100) for ticker in random.sample(decreasing_tickers, min(3, len(decreasing_tickers)))] + return trades + +def trade109(): + # Buy stocks that have broken above their previous 10-day high while the market is flat + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(10)] + market_flat = abs((market_total[0] - market_total[-1]) / market_total[-1]) < 0.01 + previous_10_day_highs = {ticker: max(prices[ticker][1:11]) for ticker in tickers} + breakout_tickers = [ticker for ticker in tickers if prices[ticker][0] > previous_10_day_highs[ticker] and market_flat] + trades = [Trade(ticker, 100) for ticker in random.sample(breakout_tickers, min(3, len(breakout_tickers)))] + return trades + +def trade110(): + # Sell stocks that have broken below their previous 10-day low while the market is flat + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(10)] + market_flat = abs((market_total[0] - market_total[-1]) / market_total[-1]) < 0.01 + previous_10_day_lows = {ticker: min(prices[ticker][1:11]) for ticker in tickers} + breakdown_tickers = [ticker for ticker in tickers if prices[ticker][0] < previous_10_day_lows[ticker] and market_flat] + trades = [Trade(ticker, -100) for ticker in random.sample(breakdown_tickers, min(3, len(breakdown_tickers)))] + return trades + +def trade111(): + # Buy stocks that have shown a higher positive return compared to the market over the last 20 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(20)] + market_return = (market_total[0] - market_total[-1]) / market_total[-1] + higher_positive_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][19]) / prices[ticker][19] > market_return] + trades = [Trade(ticker, 100) for ticker in random.sample(higher_positive_tickers, min(3, len(higher_positive_tickers)))] + return trades + +def trade112(): + # Sell stocks that have shown a higher negative return compared to the market over the last 20 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(20)] + market_return = (market_total[0] - market_total[-1]) / market_total[-1] + higher_negative_tickers = [ticker for ticker in tickers if (prices[ticker][0] - prices[ticker][19]) / prices[ticker][19] < market_return] + trades = [Trade(ticker, -100) for ticker in random.sample(higher_negative_tickers, min(3, len(higher_negative_tickers)))] + return trades + +def trade113(): + # Buy stocks that have shown less drawdown compared to the market over the last 30 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(30)] + market_drawdown = min(market_total) / max(market_total) + less_drawdown_tickers = [ticker for ticker in tickers if min(prices[ticker][:30]) / max(prices[ticker][:30]) > market_drawdown] + trades = [Trade(ticker, 100) for ticker in random.sample(less_drawdown_tickers, min(3, len(less_drawdown_tickers)))] + return trades + +def trade114(): + # Sell stocks that have shown more drawdown compared to the market over the last 30 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(30)] + market_drawdown = min(market_total) / max(market_total) + more_drawdown_tickers = [ticker for ticker in tickers if min(prices[ticker][:30]) / max(prices[ticker][:30]) < market_drawdown] + trades = [Trade(ticker, -100) for ticker in random.sample(more_drawdown_tickers, min(3, len(more_drawdown_tickers)))] + return trades + +def trade115(): + # Buy stocks that have had a smaller price range compared to the market over the last 15 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(15)] + market_range = max(market_total) - min(market_total) + small_range_tickers = [ticker for ticker in tickers if max(prices[ticker][:15]) - min(prices[ticker][:15]) < market_range] + trades = [Trade(ticker, 100) for ticker in random.sample(small_range_tickers, min(3, len(small_range_tickers)))] + return trades + +def trade116(): + # Sell stocks that have had a larger price range compared to the market over the last 15 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(15)] + market_range = max(market_total) - min(market_total) + large_range_tickers = [ticker for ticker in tickers if max(prices[ticker][:15]) - min(prices[ticker][:15]) > market_range] + trades = [Trade(ticker, -100) for ticker in random.sample(large_range_tickers, min(3, len(large_range_tickers)))] + return trades + +def trade117(): + # Buy stocks that have consistently stayed above their market-relative average price in the last 10 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(10)] + market_avg = sum(market_total) / len(market_total) + consistent_above_avg_tickers = [ticker for ticker in tickers if all(prices[ticker][i] > market_avg for i in range(10))] + trades = [Trade(ticker, 100) for ticker in random.sample(consistent_above_avg_tickers, min(3, len(consistent_above_avg_tickers)))] + return trades + +def trade118(): + # Sell stocks that have consistently stayed below their market-relative average price in the last 10 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(10)] + market_avg = sum(market_total) / len(market_total) + consistent_below_avg_tickers = [ticker for ticker in tickers if all(prices[ticker][i] < market_avg for i in range(10))] + trades = [Trade(ticker, -100) for ticker in random.sample(consistent_below_avg_tickers, min(3, len(consistent_below_avg_tickers)))] + return trades + +def trade119(): + # Buy stocks that have shown a positive correlation with the market trend over the last 20 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(20)] + market_trend = scipy.stats.linregress(range(20), market_total).slope + positive_corr_tickers = [ticker for ticker in tickers if scipy.stats.pearsonr(prices[ticker][:20], market_total)[0] > 0.5] + trades = [Trade(ticker, 100) for ticker in random.sample(positive_corr_tickers, min(3, len(positive_corr_tickers)))] + return trades + +def trade120(): + # Sell stocks that have shown a negative correlation with the market trend over the last 20 days + market_total = [sum(prices[ticker][i] for ticker in tickers) for i in range(20)] + market_trend = scipy.stats.linregress(range(20), market_total).slope + negative_corr_tickers = [ticker for ticker in tickers if scipy.stats.pearsonr(prices[ticker][:20], market_total)[0] < -0.5] + trades = [Trade(ticker, -100) for ticker in random.sample(negative_corr_tickers, min(3, len(negative_corr_tickers)))] + return trades \ No newline at end of file diff --git a/week1/day2 EXERCISE.ipynb b/week1/day2 EXERCISE.ipynb index 75ac44e..6bdbde5 100644 --- a/week1/day2 EXERCISE.ipynb +++ b/week1/day2 EXERCISE.ipynb @@ -185,7 +185,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/week1/day5.ipynb b/week1/day5.ipynb index 1f42d40..037e278 100644 --- a/week1/day5.ipynb +++ b/week1/day5.ipynb @@ -473,7 +473,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.11.10" } }, "nbformat": 4, From 8253f652d9a42a4151a8ceffe0e012300001d32e Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Thu, 21 Nov 2024 15:18:55 -0500 Subject: [PATCH 13/15] renamed trading prototype --- extras/trading/{curator.ipynb => prototype_trader.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename extras/trading/{curator.ipynb => prototype_trader.ipynb} (100%) diff --git a/extras/trading/curator.ipynb b/extras/trading/prototype_trader.ipynb similarity index 100% rename from extras/trading/curator.ipynb rename to extras/trading/prototype_trader.ipynb From 3b77e82a13a569c487cfffee4a2cf96068704b5e Mon Sep 17 00:00:00 2001 From: Roger Gomez Date: Fri, 22 Nov 2024 16:29:12 -0500 Subject: [PATCH 14/15] finish last two sections --- .../day1-azure-aws-ollama.ipynb | 246 +++++------------- 1 file changed, 70 insertions(+), 176 deletions(-) diff --git a/week2/community-contributions/day1-azure-aws-ollama.ipynb b/week2/community-contributions/day1-azure-aws-ollama.ipynb index f4141d5..ced3e29 100644 --- a/week2/community-contributions/day1-azure-aws-ollama.ipynb +++ b/week2/community-contributions/day1-azure-aws-ollama.ipynb @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "de23bb9e-37c5-4377-9a82-d7b6c648eeb6", "metadata": {}, "outputs": [], @@ -99,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "id": "f0a8ab2b-6134-4104-a1bc-c3cd7ea4cd36", "metadata": {}, "outputs": [], @@ -113,21 +113,10 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "id": "c5c0df5e", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# load the environment variables\n", "load_dotenv()" @@ -135,18 +124,10 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "id": "1179b4c5-cd1f-4131-a876-4c9f3f38d2ba", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Hello! How can I assist you today?\n" - ] - } - ], + "outputs": [], "source": [ "# Test that AZURE works\n", "AZURE_MODEL = \"gpt-4o\"\n", @@ -167,18 +148,10 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "id": "0d5fe363", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "I'm doing well, thanks for asking! I'm Claude, an AI assistant created by Anthropic.\n" - ] - } - ], + "outputs": [], "source": [ "# Test that AWS works\n", "AWS_MODEL = \"anthropic.claude-3-sonnet-20240229-v1:0\"\n", @@ -204,23 +177,17 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "id": "a92f86d4", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " pong\n" - ] - } - ], + "outputs": [], "source": [ "# Test ollama using OpenAI API\n", "OLLAMA_MODEL='qwen2.5'\n", + "print(os.getenv('OPENAI_BASE_URL'))\n", "client_ollama = OpenAI(\n", - " base_url=os.getenv('OPENAI_BASE_URL')\n", + " base_url=os.getenv('OPENAI_BASE_URL'),\n", + " api_key='123'\n", " )\n", "response = client_ollama.chat.completions.create(model=OLLAMA_MODEL, messages=messages)\n", "print(response.choices[0].message.content)" @@ -228,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "id": "797fe7b0-ad43-42d2-acf0-e4f309b112f0", "metadata": {}, "outputs": [], @@ -263,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "id": "378a0296-59a2-45c6-82eb-941344d3eeff", "metadata": {}, "outputs": [], @@ -274,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "id": "f4d56a0f-2a3d-484d-9344-0efa6862aff4", "metadata": {}, "outputs": [], @@ -287,20 +254,10 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "id": "3b3879b6-9a55-4fed-a18c-1ea2edfaf397", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Why did the data scientist go broke?\n", - "\n", - "Because he couldn't find a good algorithm for saving!\n" - ] - } - ], + "outputs": [], "source": [ "# GPT-4o\n", "def call_azure(model=AZURE_MODEL, temp=0.5):\n", @@ -311,27 +268,15 @@ " )\n", " completion = openai.chat.completions.create(model=model, messages=prompts, temperature=temp)\n", " return completion.choices[0].message.content\n", - "print(call_azure('gpt-4o'))\n", - "# completion = client_azure.chat.completions.create(model='gpt-3.5-turbo', messages=prompts)\n", - "# print(completion.choices[0].message.content)" + "print(call_azure('gpt-4o'))" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "id": "3d2d6beb-1b81-466f-8ed1-40bf51e7adbf", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Why did the data scientist bring a ladder to work?\n", - "\n", - "Because they wanted to reach new heights in their analysis!\n" - ] - } - ], + "outputs": [], "source": [ "# GPT-4o-mini\n", "# Temperature setting controls creativity\n", @@ -341,20 +286,10 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "id": "f1f54beb-823f-4301-98cb-8b9a49f4ce26", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Why did the data scientist go broke?\n", - "\n", - "Because he couldn't find any value in his SQL statements!\n" - ] - } - ], + "outputs": [], "source": [ "# GPT-4o\n", "\n", @@ -363,20 +298,10 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "id": "1ecdb506-9f7c-4539-abae-0e78d7f31b76", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Here's a light-hearted joke for an audience of Data Scientists:\n", - "\n", - "Why did the data scientist bring a ladder to work? Because they needed to access the higher-level data!\n" - ] - } - ], + "outputs": [], "source": [ "# AWS with Claude 3.5 Sonnet\n", "# API needs system message provided separately from user prompt\n", @@ -407,21 +332,10 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "id": "769c4017-4b3b-4e64-8da7-ef4dcbe3fd9f", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Here's a light-hearted joke for data scientists:\n", - "\n", - "Why did the data scientist get a puppy?\n", - "Because he wanted to train a naive dog." - ] - } - ], + "outputs": [], "source": [ "# AWS with Claude 3.5 Sonnet\n", "# Now let's add in streaming back results\n", @@ -453,25 +367,16 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "id": "12374cd3", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Why did the data scientist name his algorithm \"gaussian\"?\n", - "\n", - "Because he was really normal!" - ] - } - ], + "outputs": [], "source": [ "# Call Ollama\n", "def call_ollama_stream(model=OLLAMA_MODEL, temp=0.5):\n", " openai = OpenAI(\n", - " base_url=os.getenv('OPENAI_BASE_URL')\n", + " base_url=os.getenv('OPENAI_BASE_URL'),\n", + " api_key='123'\n", " )\n", " stream = openai.chat.completions.create(model=model, messages=prompts, temperature=temp, stream=True)\n", " for chunk in stream:\n", @@ -483,21 +388,10 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "id": "6df48ce5-70f8-4643-9a50-b0b5bfdb66ad", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Why was the data scientist sad? \n", - "\n", - "Because they didn't get any arrays. (A-rays!)\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "# The API for Gemini has a slightly different structure\n", "\n", @@ -511,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "id": "83ddb483-4f57-4668-aeea-2aade3a9e573", "metadata": {}, "outputs": [], @@ -526,38 +420,28 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "id": "749f50ab-8ccd-4502-a521-895c3f0808a2", "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'openai' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[57], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Have it stream back results in markdown\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m stream \u001b[38;5;241m=\u001b[39m \u001b[43mopenai\u001b[49m\u001b[38;5;241m.\u001b[39mchat\u001b[38;5;241m.\u001b[39mcompletions\u001b[38;5;241m.\u001b[39mcreate(\n\u001b[1;32m 4\u001b[0m model\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgpt-4o\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 5\u001b[0m messages\u001b[38;5;241m=\u001b[39mprompts,\n\u001b[1;32m 6\u001b[0m temperature\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.7\u001b[39m,\n\u001b[1;32m 7\u001b[0m stream\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 8\u001b[0m )\n\u001b[1;32m 10\u001b[0m reply \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 11\u001b[0m display_handle \u001b[38;5;241m=\u001b[39m display(Markdown(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m), display_id\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'openai' is not defined" - ] - } - ], + "outputs": [], "source": [ "# Have it stream back results in markdown\n", "\n", - "stream = openai.chat.completions.create(\n", - " model='gpt-4o',\n", - " messages=prompts,\n", - " temperature=0.7,\n", - " stream=True\n", - ")\n", - "\n", + "def call_azure_stream(model=AZURE_MODEL, temp=0.5):\n", + " openai = AzureOpenAI(\n", + " api_key=os.getenv('AZURE_OPENAI_API_KEY'),\n", + " azure_endpoint=os.getenv('AZURE_OPENAI_ENDPOINT'),\n", + " api_version=\"2024-08-01-preview\",\n", + " )\n", + " return openai.chat.completions.create(model=model, messages=prompts, temperature=temp, stream=True)\n", + "stream = call_azure_stream('gpt-4o-mini', temp=0.7)\n", "reply = \"\"\n", "display_handle = display(Markdown(\"\"), display_id=True)\n", "for chunk in stream:\n", - " reply += chunk.choices[0].delta.content or ''\n", - " reply = reply.replace(\"```\",\"\").replace(\"markdown\",\"\")\n", - " update_display(Markdown(reply), display_id=display_handle.display_id)" + " if chunk.choices:\n", + " reply += chunk.choices[0].delta.content or ''\n", + " reply = reply.replace(\"```\",\"\").replace(\"markdown\",\"\")\n", + " update_display(Markdown(reply), display_id=display_handle.display_id)" ] }, { @@ -601,7 +485,7 @@ "# We're using cheap versions of models so the costs will be minimal\n", "\n", "gpt_model = \"gpt-4o-mini\"\n", - "claude_model = \"claude-3-haiku-20240307\"\n", + "claude_model = \"anthropic.claude-3-sonnet-20240229-v1:0\"\n", "\n", "gpt_system = \"You are a chatbot who is very argumentative; \\\n", "you disagree with anything in the conversation and you challenge everything, in a snarky way.\"\n", @@ -622,11 +506,16 @@ "outputs": [], "source": [ "def call_gpt():\n", + " azure_client = AzureOpenAI(\n", + " api_key=os.getenv('AZURE_OPENAI_API_KEY'),\n", + " azure_endpoint=os.getenv('AZURE_OPENAI_ENDPOINT'),\n", + " api_version=\"2024-08-01-preview\",\n", + " )\n", " messages = [{\"role\": \"system\", \"content\": gpt_system}]\n", " for gpt, claude in zip(gpt_messages, claude_messages):\n", " messages.append({\"role\": \"assistant\", \"content\": gpt})\n", " messages.append({\"role\": \"user\", \"content\": claude})\n", - " completion = openai.chat.completions.create(\n", + " completion = azure_client.chat.completions.create(\n", " model=gpt_model,\n", " messages=messages\n", " )\n", @@ -651,18 +540,23 @@ "outputs": [], "source": [ "def call_claude():\n", + " session = boto3.Session()\n", + " bedrock = session.client(service_name='bedrock-runtime', region_name='us-east-1')\n", " messages = []\n", " for gpt, claude_message in zip(gpt_messages, claude_messages):\n", - " messages.append({\"role\": \"user\", \"content\": gpt})\n", - " messages.append({\"role\": \"assistant\", \"content\": claude_message})\n", - " messages.append({\"role\": \"user\", \"content\": gpt_messages[-1]})\n", - " message = claude.messages.create(\n", - " model=claude_model,\n", - " system=claude_system,\n", + " messages.append({\"role\": \"user\", \"content\": [{\"text\": gpt }]})\n", + " messages.append({\"role\": \"assistant\", \"content\": [{\"text\": claude_message }]})\n", + " messages.append({\"role\": \"user\", \"content\": [{\"text\": gpt_messages[-1] }]})\n", + " response = bedrock.converse(\n", + " modelId=claude_model,\n", + " system=[{\"text\":claude_system}],\n", " messages=messages,\n", - " max_tokens=500\n", + " inferenceConfig={\n", + " \"maxTokens\": 2000,\n", + " \"temperature\": 0\n", + " },\n", " )\n", - " return message.content[0].text" + " return response['output']['message']['content'][0]['text']" ] }, { @@ -773,7 +667,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -787,7 +681,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.7" + "version": "3.9.6" } }, "nbformat": 4, From 8a860c268e0fc227cd78e56948b4e8a525634d5c Mon Sep 17 00:00:00 2001 From: Roger Gomez Date: Fri, 22 Nov 2024 16:33:33 -0500 Subject: [PATCH 15/15] update unused variables. --- week2/community-contributions/day1-azure-aws-ollama.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/week2/community-contributions/day1-azure-aws-ollama.ipynb b/week2/community-contributions/day1-azure-aws-ollama.ipynb index ced3e29..dfb346b 100644 --- a/week2/community-contributions/day1-azure-aws-ollama.ipynb +++ b/week2/community-contributions/day1-azure-aws-ollama.ipynb @@ -318,10 +318,10 @@ " session = boto3.Session()\n", " bedrock = session.client(service_name='bedrock-runtime', region_name='us-east-1')\n", " response = bedrock.converse(\n", - " modelId=AWS_MODEL,\n", + " modelId=model,\n", " inferenceConfig={\n", " \"maxTokens\": 2000,\n", - " \"temperature\": 0\n", + " \"temperature\": temp\n", " },\n", " messages=[aws_message],\n", " system=sys_message\n",