From 49581b0c5f5f179a1caab9d7ce7d3ac734e21b25 Mon Sep 17 00:00:00 2001 From: Claudio Maggioni Date: Fri, 20 Mar 2020 22:01:00 +0100 Subject: [PATCH] hw2: preparing for submission --- hw2/assignment2.m | 55 ++++++++++++++++++++++++++++++++++++++++++++ hw2/assignment2.pdf | Bin 16607 -> 216671 bytes 2 files changed, 55 insertions(+) diff --git a/hw2/assignment2.m b/hw2/assignment2.m index c6a59a4..ded39e9 100644 --- a/hw2/assignment2.m +++ b/hw2/assignment2.m @@ -31,6 +31,61 @@ end loglog(h, err) +%% Problem 6 + +n = 3000; +A = rand(n,n); +B = rand(n,n); +tic +[C] = matTimesMat_classical(A, B); +toc +norm(C - A * B) / norm(C) +tic +[C] = matTimesMat_column(A, B); +toc +norm(C - A * B) / norm(C) +tic +[C] = matTimesMat_outerProd(A, B); +toc +norm(C - A * B) / norm(C) + +%% Problem 3 (functions) + function approx = my_diff(f, x, x_0, h) approx = (subs(f,x,x_0 + h) - subs(f, x, x_0)) / h; +end + +%% Problem 6 (functions) + +function [C] = matTimesMat_classical(A, B) +s = size(A); +n = s(1); +C = zeros(n); +for i=1:n + for j=1:n + for k=1:n + C(i,j) = C(i,j) + A(i,k) * B(k,j); + end + end +end +end + +function [C] = matTimesMat_column(A, B) +s = size(A); +n = s(1); +C = zeros(n); +for j=1:n + for k=1:n + C(:,j) = C(:,j) + B(k,j) * A(:,k); + end +end +end + +function [C] = matTimesMat_outerProd(A, B) +s = size(A); +n = s(1); +C = zeros(n); +for j=1:n + C = C + A(:,j) * B(j,:); +end end \ No newline at end of file diff --git a/hw2/assignment2.pdf b/hw2/assignment2.pdf index 671c3a782d1f61a7384a756c701910085aa42dba..6e4f437b87cb6de0e2c296138966665b7ea083f4 100644 GIT binary patch literal 216671 zcmeEuWmr|+y7r<&S{exf0qO2;L>iIq7FcvQ2vPzfBGM%-pmc|zNJ&Yzbcu9-b1mhS zcfam^-hIybarSk6{Bg}W$9U$5dpys5KVwYqC`(E+u`zR^-YF<7Dn@0aV5I;XTcZjJ zqOz!4Iop^~(1|%YSy|ZGn%Oy1u-`>xk#ICKat1q6&`E+##KGW46beSpmJh*>kDMqp z)$UWMIeXZcIa!*SIXh8kurc#+F|#w-0wvraC4lP6j$l(46EmQ`n7xsSr5S~^k}`#c znWK{x*p7monUk57Nlj5qSxr_+{pw}F6GFClk6{&*!*)g6{($mW?M2{68msLE_Ikh-FbKfp>QfhG8 zD%9C;EI{%{V@r*XL0gB5X;zp!=AU2-43r>zi3GYK>yJzaBJI7WSiXO704ltlhu{}+ zXad5S++Iii;?x(L86mtvNS5T_aps!o(KWMvdFROnJTnRCN#&<98%6d<@ovSAoB{z% zANx>wh3>E+fJVLIt?Gwi9wsu)J^?4+p3MX6)@v**KWh5)0o06>^@Y$+yBYh@{Z)Kc zhF1w7f9Ff<22_UFsuOQ3F_v~PN73UvLy<^2jD)ruN^_+|m*xzY9%pJS>fhJ8E=zch z$PclTQ^0#)95?Ta?tN-!u;runC&m9j7ThsLer;(eqj9v&Ram^G)IqGO@VNxAtiFP^6nBUm|w3 zSeKG@2iqFCjbcv2%CyMY<0oTohce6|9&t{h7zBXZvRKJ|5m+cef&S@KxY+#2G_7QF zkCDYBDczr>JQ0^f$b{(+SrJ2{*rGam;_+UFnpjSXJ%(TQM)r*X@=kG@+isK*vBMwL zJ}R1ud>3}asqsGxr_3-_8K-l4&Onch_xPR+UOK(9LLSBt*ASgG@jh9U^kDy*rCRw7 zenQfSUTK1?==6#Hg#NabyL*&~L9wltCX8(QFYWK6z6Pm1=8LKcCTh8FB5a7FiBNR= z3kpf#qVaAi-YC8eiz~c9kX}dFyt=~@FUu{GgfNB{u6a*;H;2J$vwA{(QgGN|+lP6# z1%@5lqen-yM^*5!Vqu2T-)_Iha>b@cu|VcQjth>KL{*8fR6@J+8t3q)5)R8va_pIB zveaD9(C-F67av!$rqR12MCF5(5xx>$9bPKsC}l0lFC{IhALn5D;4PB}17C!$n6ONv zd@4bESV7o$L`cLIZZWnH3qNx$oirW?)-H}b76bkx?7F+$@-50kbWd@)@1!{M)5013=UbnDc97--jo@~vK33Fw4)}YNWHC3<*SmcB=dQA<;|YE zC(1daPvnK1xMHhDAXS-Crh>7gv7D;(fb=seExIvgKKf(1@Y{=Yc(g8}1@de8oT}RL z<1+kuCwY5Zs~$wJA|Ip4zgAu<>Ne5R)R6!3kXz@VdLw-!Gr2zboo=RX{N#fg50BdV zDDNWg8t;;`WY`BS_ijsP=*~TBl@H-6d%xOT{V_|CB2 z@VgL)-J5XJ*xA z4R>b3jquD}y2HW6mZWx5hUb&gV&|hkOrTJbJetn3O+(QRVBF zc}jC=eYi}fO(qykrZhU(vzxvg7gaz~LsD1opHMg=R+2ltHZ3>Zbd>H>?_=$)e?)w= zbcA7(X*XV(Z#L*9BG81>gyM&OseaiAaul@`b!t{kmoU_#5RqlEl=-}AxH|iCb_?si ztf;Ko$9eM)J)zu6p~Rv1!B1^fW}cNTE@`Y5@941DQGsvFxH6;R;S+wrIpCXQsK4#a z*2uQt!khFbD!EZ0}USB?o!U#`96DPt~k zDU)~5cc5L+n1@@KxLJx~gtA;4ukP$1an7{1n6YV1yA%q_Y(_R&Ve)!?ad?^bdr zX{ErLo45d#>%k)Z^3t;6w&S#mHIJ{`%OuWc`%C1{60wqFy z;7$X+*LtIjFZu5I=f?fhf&(8WQ-W#w0hR)~6Wwn5#{Hlc%y^Najp#`cbz@b>a$LPn zOr!#aKC|kHnpzrTLt=eFDT|TcTfe)7R+83g8L6wd5&H4&vo;N6y{)^KQ&7I<GZ@$0A5uqTOL{r+k5h7>*c8kyVM4 zM~(-N%ZIO1s8eLotDtGDyrxE~GAA3)PQf-sfYkG3IvPX7wQ99|xN2}BqSv1z-$MTa z_h4{T>+qe=^2_CMUybvc%Aj$TQ4|+*S7v7^x1GA6y3oG5l91>)+HSYlzB$dpg6A7^V!uYUyU?85ti;i^n#PvK z&}8Ymdc1bA-+8a~Q}}0uU}g$un2a09dZH_^;sjW={{MLENW?Xu;*z&808962G~8?g zy8j1KP(cBVas<5ptyis`ve-qARUDcVH#t1mRQm6(6Xti`lBSMs3+uxzI)@wax`_dy zd_O7MPx1#Lcu*3^$-{m{2swY=(_xX5kPtU=GBc%sa70zTs{&j<3jmB4poZ!m_GT0; z3TDnmrbf<2kUMHF#?H{2nhN)?kx6cdk!!3`P{bYJvyaT2DU8i5tn7p+x9gfHDXdI| zC?9euuqxO~m|0rMdODh^c`B-#cs?@WGo=&}7If!#x3#wg-bUeWYh&lc?=D1X1n^ih ze&9FcHVdUN@JF3v)fe;9<=G&SKj2Ri~BU)adr-p0zr2x6JV-qc)><<}!fFMj+% z$~!}ph46J@0WJIE_MeN|7};647+IJJo7q9j{Bix~V!&*f2}9HY6DtQ3JF7Yy7e6~M zKU5;{v$8^KLW}&YCCCEl&9#w$4l~d|=ty6?|8se+d{et3=hY@ z7#^Sm|CQ(w{x3C;AjIOY^4B^Ey)P;KQz{7qlI>^NU-$l-odY2F`_8!=*#n(p{TH1B zs`CF7gz8|hjqra%6AH5YqmgT!hCI4jj1Ud@ucr7fW&gnrw4G*u$I7*m|8huwpa@u( z!l*zmu9mX!FINEgB_T>jV4?rjS3&#-#86bK> zjIGT~oFO-UYFb{X8v?F>r)jTyFF9La5kV?Gv@!*>Fc&u~{lgpiRwdzlLc5iDwB7BsC zhi!jS@WfWk^+v(KYhnX0NFFgZTRyq2mE4i{HsM<1lva6{5?vI`3N^#@!)QiiL zUW@a}$p=T&*~se!lH8Ts6_`oh?sfa3m>jmS7N6r>E5d3S2-LcMemLWIIOPVOX*_>_Q%N=&0feOwuHWgXn(-~f z#~|fbXT;A5g##hyH#Rns`yPog)nA;f-?(vOpbZA3$q?6xhJmrRSW!`-PLCHRnc2Ux zw^y#c`$Y$=SL-atBzU^Xhr#e=;)MkXe+cVoT1 ziWN)a6_5G^ce^848jlVpz!4buAVVgu?XQkCb8|)(!o>&>OMJU)- zXtg)fb30w=T5vSX7R{U!7CfvC{mS_8ENuJS?cD9yAj24K%b+%ap%K(8vxBaW_>Ig! zsxkb5*BiEwlg4lbd9aSc{rkMTDwMH=A!LzhQ83&RYBepy}| z70Z7#L~Vwg1_h3Q`7oSQ z!VppFF0BTdmCPkx<#>^?VUmV#!`h8mo7Y**U7#<=^xq#8jXOmJZ0;3~Rgoj2`bLhTrk$EKZebLAVZhX>1iSd&dh%Y{zE8%)#H692!P>~q?oDyA zt%pZV2YAoj*R(9=a-S>HJ%!Q+`8Yc0WPO)wwBbI@LbuGKBOiW*6lLtef$MVXlm;&$ z2!s^75~`YC{`T$LP4hK(!@{n95EeZ>8lMQx`xX$0_lcw!E;;CyWM=vc^nol8$m44U zBL*UeWUQG979?m~V7We&b1B~dx@$}mt?YX)wxdU_UH7efM&Fhh5%fNuXs}p{2 zL=n4%27;LR=jGqiXzJ-H-xUT)cncp6mP~hdJ`IrFo9OQDZuB`N^V#cPiw2s0 zGp}!c$y;M#%$17@3uV+ed<8&>(dq7X_+Fs*E2LUw6bDJ6W8A~+2rT9 z&y7p&Ulccnz(ph%J@1Dd=A!1*Gdr8EudkycpQ9QpOHCZ5sH9ZL6%i4^!NIY+yXy(J zLgv)zNXJ0r6+!rXD`e8N91kxfnS7Wjt`k^eHM&pRjbmlA8yco+?5mgnByooF z@emD*QgbWkt7~g%?KBFtBYlRKo-$R3i=~rINmKO$HL`EgWEJPJew|@~XCs3779Rku zfx0$MA%qIThdi~-XSK1iiY1eB2N2eb*)eUZP6EZ3C2t#;y&wPp**-rg%Iru%n#;aH z5g!Q-L`;YE!wi69;yZM|ep5nzOH-rHAG?5DSu}ZwY#%R=bj}-sn(bB^?OYtGgJ+gM!}wB(IY${SPB+Sd&SS)>JqMJKkWB0N!3wWM%7agBj5JQS2Lb&;|i; zb+`C%RUZ_+QQeux4P6?gOkIBz88V;wQN&#z%b&QYzSELHkVO{K{z{z5k+tC{DDG`O zeG$-q1iTJt)bK`QXC5NdkaEij(25^zwKD?jBU1K*0Wbsb^6~K@V9`kRSMvsGyF=f$ zH?caHD{``uC7$u^Yn+mXH_*VM&<&a_;wO?#DMDTc(+ysQg@sB&`|9m7xa6Y9r?pk$ z)F-Ca*4EC>oN=9bi%C4-gZ+J<@13-G6UyEcUt7mU8t^E~?5y7q-MTf@_2|)~e06%9 zFv+a`)m5tsa|Z_pb8~ZF--|AmCPB}=6(D38G$4gz1}7E+Q$`Z28ERZMIx{mfKK|-H z&Hk&-&d$`-)SR3g8}5m*vDN9L#{~Mk?%&d1J$p(jpixE+RMfD9&UI1HD>uiQ$#36E zImpq`(W4?GR~DZ>eJY+YYbJ7X?DERM1i>&h=FsJ#y>ZO)$gr)kacg2UPT2dSqiX%9 z(pm4`z0*HvKK&Gcm09AYR$t=HGr8N}+$_qU@}+BPYU1Jf-4gMg{BRqVRXR_fOa%!qM7N|+hbGQp zDa*0uRzy2xtgM$;oztA14&cLXwQ}_6I5!(frTNm3HG6ax;eO&+3ylaaHs+cfswz0yT^NGY>3}BME8m7j}pMlM#3?a%%lj%91UpP3IX2G zzm2Zx5ByA@(E)0Rrmr^I>67)-LCe4=q(-i++fhLA1{>aJCjxyZmgJtxX)x5a2Q<$u zVhhjxaPNVOrmg`R{FgrpQ2>RY01gmMFR9~$#u`>~mS{_2s5!J;12VBgaVMbg{0{HA zi+>sLCK|jDK@kNkpyiM&VQ9f_XZE^u8md*5U<~M@N6akIL52Q$ol&BL1^u;@UZQg= zcBRVi@^q%@d=nfE(52OZoN&PF8$LB?NL*ONehUG*u+K?}-}(Cf`pDtdl+F%zJJS8; zE-ExJ>XXfFpste0x%1+uc!^Mq2apBgFllOvLD^5Mrlyvam6dp3nug<>E$4g0& zMIegrGbMc+XZ`gOF;~~hKQgL!)z!Q}G!PLH5ft=Z?j@~QI$lm|a@$Vz!o(%V+8Y>K z-*X{({IBDJGx)5k>D;z2RR~zpw2H}jqnPbT+4ga<0Z-oZ=Xua3bmiY9{|Bzs(r~`E zW?iHEW?CsBV#Wk9y??}(m=;k-TRZy$j{41;H+#LG%TjlI_^|KDNt}|Bvi}wd1JR#G zEv}y`mw8~smIheVTgR4$h7>7^>x)}kTi(LkW|(X4{>xr)3K9lYo$7=g3l6I)@bSM5 z4$Uo~&zyTMNzt-Jzg-J!hW;mT3h4%94hy|-s{w}c5ISO=4rM9xK3+6b=_o7f7^svg z$`2nBe1P*Wfn4E*I1}FhobJfdykz1f4MS0lcBfEmE0dqp7E3}%k|?R7Il+)AwGb*N8Gyu7qkt5k zyv8IZ13;M!WmeWJe?%&>{t;3{s1c+!dZpFCmdMzUd8UhG?OK(GTQ)x@D>JZ~*=mM1WOMTwL7n{S(8g^Q&Xz zJZS?SfDbCYe*IcnMusD?JCVcU?bwDznoox}y!z}SwmlUD@2^@~#2She16A|Ysd2)j zvjztTt$XI@=K;cXc2=*QCQA)?cYu1?%`|RK!?nv;_K!qaOB$1gw;TKU`2n$lJ#pv} z4K1ygrzfBRhVqpyEG+iHb7#o*KPcMjx-5Iv*2+}O-*HG<>I0li`T3nXim(4r&5ag%Wv6^3#_3@0`?@snMg==udGCua1a^gLLqR#m#CK>kFkFnAmXH&y*$ZR%ko`ZCC)!ocNG3RMl4))_e>B z6t?o7OB*J{P&5TlR~UFxf1kf0@TQB5G%+AZAY+}>&hbE;vy3w2O)yX^SS#z&5N}Q= z+%03k^C|>l%BUKOUJ?Zf$YNn7;vvfD1bU&Tr&oW83^;OOr_Qb@*y+}YB69)>8JX)+ zRz^lfY%F%eWPiU39q!~rNl_6a3(Ldp&>$F2BA^pQv6@w3VJH^D_o#6e78X4Dh@*OY zdp*Y_0MFWoDLMFg1U)XFRXvtYC_LSElC)jk^?(AtC*!nsxHEQ7)L$Fu zET9(3%F3pv^($C;ct*Z_sazedu}&t>K-n{uG~hw|aNKWa%1&eDzL$_Hh*~e6S-N2lUi&FsNS4~P#Du-5P&lk@1w6!4gn9udOEUbH9yW< zK2yk)cp-akD8}sKCV(Fig)(7IES6}|&wwAV)(@3diNgj;alRSp1jGxXjtaaC_WF-Z9%9(uFoS;rO=Mq zNGV81C)dgv@Q4Ge?EUU~>0Mw1#08rmdIjQk#Umg{R}njOnW^3t^`!6zK^hlI0`!az z`YWi>4jQd8cD^GU0xET;Efn)XY&4k=KNr^n2$%7h0+jOJ#PRO3TK>>fom-mMRt-Rb zd_VS&pjTsu`N~t{r1_p$@uxI;?icVsbo7(lX^U*MONYG%cBhrk8EUzTKq_c;H8-u% z@3PU0B%E9ukc|=0lA1hRBfrZZ{lRw9?$fXsG!}iiCFHr+5k;~kqEX8D{_w+_VUq2>wYsl3on^C1Nb+XiQ*4J8 z|1;XJyrc7J(Q)6Gmk=56yx#7lHlP?Q%q8jNOZz1%mn{xq;Wr6c{VRaP2E?s7F4>+7 zT!n*gImurc&MmZHz?JwDNE%N8l3;XH6AUiVewma6L@OPA{e!niz0s}yjdsm9dZS&b zey?|nKJ3=QY(IIANFRTXfq`MVYWeJ=9q`6!2VZJ{4@3a-uz?G4mO6k(PwQp|oES18 zL;;8h`JPqp(S4Q$3h%2J5k`N=k-^r#g{B$OXlKX+LDCEj@Td+5{qvqFTtI+#4O@2s zQYxizK2xF+5VSWU0C$N2Xk{xZ*60)H0>#m@TVs~tkmn64s)tPX3VEC$_n_RR!b<;D5(^8{+T3VfG!qXm1hq2bRDQ6?QBeHb6M(;xZCX`xw5yLtbss7(HkR+M(Y$#{=EYc=*rEPH^Xk5s_zVYbM*d=t4JA*pk|<<@k%EOMz;Hc&nvy6KwDYLE$!W~xoCZSqSc7d|W@ z6L2l^B!P<{PhEdFcbo((W@Jc>`1sW$L?opB@8jdz^zq@6lt3QR(^I=xOIJ4;h!kmQ z1~a^Tz>-tlC+lYPCF~`xRz)KG*e%Pc`>&ElqxuS}m}E9MJ|`YxueO5@7}288Gin)8 z2z$fCQVGnrOP)`h>$l?ue7>M?0ggYs!>_anfLF5ImqwegzfA&G!*rQm|Ivh zY-E@P87xd7M39i|#q$H;$TPJeLk#?f45rsuP$v>x<%LsI@h+nwOdM6eJ+QoNY>KL? z9x`?J^Z==5CKeW;)Z7QS11|1SA5t7-&bHmp_KEj95~G3D%ZMK#Nx8YX+55Q8mdKaY zP|GBUpXu#t3Eb$1Z?b4Ferki$H|Q5p7Kb+c8MF6D4cQ@yClvNe!{%2Vh)FaW%^FKG zneDJD-ZzLzfG)v{Q&9G6ocL<4s@SlsM4`JT&%?Mb_-bm2@ev|Bo3zPWloESEj|1e0fB8yflN??#inK(FV=$?S!Z;QZ> z6U4mI&XZdvmQv)9gMnO|E@PaorR;t41PPeNF*eYs&<#qqYDT(7lqhtd+Z%>r)QAbB z?GKk_0--mGjAW=0)khFlRW@GC-X!ThMq&ijWw(~*il8XM2#BpsaZSN9MW6RsV06{i?P;D(wEV6b0K{& z{OE_bvYbF_@E%QEC?@&E*=`?$@Y|9jh3d!-z_`YNRHl{i(QHs`Y^+X|ozTV60v@@R zmUokqex#=*nLpxNcAO~3i?d_5X^-W?l14yWK%X0skho*>8L}}@^}}CDcbcRgGG2Q_ zd;8LolI^*+&@EdVrbeYG^!g{aN|TCXN8zpCsJx5(=Ly}Ch67-`V`S(RkQ=~5MK~n; zQ5`aN=8vdP3N#rH4iBp;D{127enmF96m%CzWV@J;U^&SACU;-$-F%3mN5{kz*zN!P`SZt*PxQA|R`Pf;we|GQ7ZVH$4owbQ zMBzvv_zn)3id`xE9lHx6?Ngh&mqkpnw;lx)9F1De-wOHbirq(o1A_Xa!(}d-`tO*c zH#Nz_E*$>4=`hwswjnH{4VE;KkTB;2EiIf`@~|gHa*)S&Eow62he?i4Or+d!n?P-A zX|@C23BW6%57zP(tEBPZ^Lsh*@p#)4g$n`hf?G50Xew?daF_}RtrCwjrbZ&r2%ZH6 zoIqD=u!1aQ|NXhU7mBn5J~_QjJ0MnNcglXzFNYkwuH&Ns)F^CLEMo8qf?&3z&;cq3 z47@m6Q#Sn@DWlZ~#iRLgJ*jJF9YC*_^3s zOEkd)5OOe*q~grMv6fHm@eK?r3ibPdH+^j-3JZDiVPUSw&jq?lW7LcY zLzagL8It4rJs&`!TolTSqky$EUkAmS|GvFUW_1jKLDT3HU>ScFCkuN!zXR+p0b%^M zv_Zv!3K|F(FC?Rue30|M+|T$g_hkOOS@L58XXawR#1HV@Su)Z3HI6y+RNGFKLFHOX6cd4hr>kyju1-4yIHfLLcL@ti9v{zPF?TLY&1==W4S=^4N#k{x{}@X}z^sc!`W%fbxA0vr&<($fp3ZHLod+bjK9fEyeziFMwZtkGqr6+&eLwh11H+<& zV2|J=VY}(_qHep<>-1ogHq~9+)sXVfei*RsbaCe4;+;9aQnQ>IM;7sNyYY0Z>;u{9 z(L!_%66Mm~>L9t#o=S$YJFsJr^MR7$s~p{8Z;C(yi-Buu?#3m@g4iB&%v-#yyu5j9Se10H z;px60r4)V_AWxhN$ReQHz=AbdF04gwvdTchaH$oREF$JU&G6lK z+D>~b{Ukhg$Qadgf*PX54{5{JZh6c!`c#2u@JSsPJQ!OO41Dt&K{I}r4J(E|>U9{E zG)B9dD===aILPxkeU}m~^u2f5ferpT52}N~rv*Fh1O^*p@0Nk6pwZO+dN+#{?{->W z;dUDk2MgG>j7uBy7D8JaA@}F5Z>7+%X_9;72l>d+ndM?u7p7z2(N90ewG=4sSX*0T zX*wI&P&p}jS`w@<6R@v$sXQ7$X-T$jsD<-s9>&d1-6VxlIRG73EDNLOJ>1r0UI)Ka zIxGoYpfu^LFr>*El_-~RQ3P&f_$YqPo0!#3S;XtO0jM_V$iyx&?SC%+KR6TdN7cE# zOPJ5|MhAaAzXCaU0y)3J%gxPqb$*5KkMk>koKIn6g&a`%?eP?f>t{!L9_WFSSaE%p zA5O}=z4LXvgRpR1VxV}CMnRh^TPT<=^Y}%eRemTubveC{~JZqo}SOG?+!mF4ZxZoJ^0E<|7c zPhv+K_g@q1Sthr!JpdM{;cj4RYxJ92-zrnmb zI4k({)>y*o!&7IQ)I6z;g2r$!(!0Vq0%qRAk68tBCVK@k>8i45M${BiXw1qL656Y> zlY894rm1&L3F@+hBkKrEn2yc9RJ@$QdGl5=7*GM$ZWREgcu5$bQ#rIvNX~w0w@=g^t!#h$K-tI9lpb@FDL%}a`>z&Zh4=UC4P_tYTR@w-7~2d9b<@^ zm-roN4TTO&DvDzQ@_VoG$)8b=em74OL6Sc6mlwAzM$02j*EPBAtZaVil5(lrewXfv zr(5)xP25*4?ENnB=SS-Z;vqfHP|?MYknuvaAK%eLP}X8e9hNXFY%_JfK@g+Jvp^jc z!7|trJ!T#Lfi3Ax=JYps=0Z`7hI_;QiKd7-vZ=%|& zH8ZaupSPheUJWsAf3Kk8%VCs~WnQ6pCxN0Rf%!1WPjL8k?S!AK&7@bA-@RbcW_hvM z7A@{AIyyXzBQyD1>NN|jk8t;&#hvCwe<+{v4bB*2b~uFz>(?R9Unsgect=E1YKNIf zTiSu!E!*-Ng2QZ+eQ;$9SzQQ&7A@Bu{`^&QahAi^#oN}s-uo}jH&Z%gIR-~`;`+_U zr;_5z%$c+&1~qISVRZ~UEI%SC=gx;CnOK;_du(aK#{GV_h6k~3I*%CE%fvEU-mPpn zcCrFJ*~UbSc8h%~tSv`n4jN!^D)-joerXQwU(TM-Zx;Fj}P3*fzw@7ad!s+Ab&I>UgZ=qIeEBF!Y+~Rh( zjKNKBZ6?V0;$DKg!`Qd<7%V_=wDzX${ySLaTj586#SF$q*(K#mJ9p7~ZaZR;x~v)P<8m&o;|OIK|9wJjB(}Z=PQvjP2@N=8xmx|Mxuv)Fb@KMf^HN zdgaZ;OdvQtQ>zH zVm9`_J;dzLmi=akuRfvpH;4FVQ?7>if1@SWBi+x*{yRg=#>2|Y$I1KGF}_;tf3s&l zV9dn_e8LRCmYtQ4nTH2}F)QoeA7e-leh1@UF6M8|HU!43teg~AZGj9j!UP5uOo0{cX9>TU~ecHsp*O zTTi4D>r3kE$^3-s6C+<8`|LUh>nt`fx(PT$X?)14VE0Ms^A!4C65&C{Z_B*PQ?Y*f z+JeXAkV-Wb)!{Az_)|s-+XsoS_TKF=7Y?k==^CiCOp2b#_c`;?75S4RImh%hS>?jY zTcj(w2JY6ZT<8qUXMgCFj5D?$m^00m%XLt-XaAi2L7I%j!{%$5O0zT!34#r7naX=< zY?3=R&r4NWrNf99-4K$qrKMGj(i&=1 zh550=Lm#cJP0_jDh7fB7MKN-}9sOtwwFXau@_T!Rf3}As6(y-cr7|Ro%Y~y5C8MzK^2X0tIoOjiMz29_aT2%=$^jh^*Lvev|0W?C;v7n0nF&2MrJNLaIp#Hj? zwYuxe;q2GaW}#Y2s#$N_ifHpy#sKS(p@;y+1jmMYRJJs>O&WuQ&*p1s?2j44ErrgQ z)SqT7^Oq4CE-re3ZqH}L@ucQlR(Zd(Xb4OebkD%2J}tF|8k7OG2-Gw%tFUVO?sVQ9={tH!{C@{s$3oG{hsc2DOjf$wft^z_Ioxb z>N!@uDn04uyLUlx1++>wviFX^cCqE=#LSwecOFQf-`7sw<4v@Dd#(%@he1oFfM^5l zJT}SC&Z9u!nis1w^pVcm6qk$r6)}-QROD-EX*DX7yjZrOkAx7EwgYfQxjvW`uqdmu#Fk_4_Q}0kE z%77Z=rC-R4%wj)Q%2u?>32e=|r*lCUzg=n1`BnEYF1Kmm{OB_ObagAvRb+~7e=9c? zjZ@26WIwxIE;=rZCIYzO%u8g&{-=qhgiNeamSof?;BmIJ*`b<(H2^}9eQGYiyIKz@ zXT3emr~NTvT0g)CS>h1*4Q=`swAdZ0VWOfV5^exh(sRU=f>03arj&$MEMq=VLq;r+ zT?!~6o|t)>kCbu0|9mJ&`Spr#ff$@w_*O1i_J41{01InkbZX8b!|5S^u@4z8d0^bI z>8aGEA;b0b6E8hbwn+VMZQ54MLT-M(%e&Ic1A~yk{?nxe(<5)5R2~sDaGQP99R&`R#R+!6j$CP<_YXYa4+Su0bP@Tg*IP&R-tZuN8G0n1{wM zT26J5a-(^=Wp%o96Wb{|)a@^=8+q*3ZZ|6R^amY}7fP4k>y%@}TuK7F22FORdnY85 zb5;x1FPRfpF;unn?o3Bwba{LiSf13=@7>*3NwzqQw4+^^@UzoA2pTz>sOWj{PS4}h z$-=~Pr@cyI`@DM^ewMdG51D=nZ^gw%qsUHlVf)wNV|LY$q#3S~EuLlX#tgN$`M370 zDv6o&eNZmPOU*x%oIm3Aume|2EVpMiXjSG4R}1=Ls;*;x4y|(+O1lfT+I~G|Syp3E zr4tg`o?Ca?_GxK)>J4KW`1OKdTvFJy4T;-}rrtDx)hU=Qp2;YJW6kA=l82$TeOQ}f{EP*l?3furx7Z&{nK~4+SclwMkgjb-5d)a>Mytorz|lnI?szQZ?cfLO`R?J zY|hIazj1h`iZ&5y<$G$&;irALc`g_<=nZNDPk#;b*)?kNxv2N_)c4`h{|XjrnDnu% z+*S;lPHNN1SXG+Q-3-|%INiS~{y;?2?Mzpx;=+JGnd|QBtR}+J5;DKWP1_5Yyzgnv zCZ$O#T_uBy2X8fez=4mx+#K+g%T##h&Krqo(cw4t)Rw=7F1H3V*RR+}f{x?RBT(8P z6|sROsLSd2<)J31KaLGNl3%5z-*y-wodeCuMZ>p|-0`g2>3^AnF74#VD^m%hEZjUFur4_y%F z`{AFuR#~yZ@vRQ^qupP^Jf0ET-m&(1GLf`2xWB6Awwp%Pg#=f4P}Y3lo-{6ew_5MA zNvP8OG;-cx+wdToO89u^xyZw+iIa6&++0)c!8d)qPN#c|1|EtN2A425p1z3wYi)SSp^_N*=STXI{YL_k9hwkCWrvb>R46G2iu_0={_)v6 zRR8}F(~xxL|Jg(bG}qun0qr{UKX3XYHwxv|*E1g+*Tw4<(T0k!zp?)iuOJV{h841X zjOR2Yv0(bF(;QQXE^oHDdNyOvv;uYNv1&^b_$_&Dl4@9;VNx?q{r!W^?%>1}Wq;q^ z)@O_GeL15QuL2`QCo-}}1KFRAcJ>cTR3BkXp}G{&>V;+0Ey z6*q|pt~~>xez^HuPGWQixs@8eA3k^=x!38#D?bU|n~6D8oOf=QC;HpVAqOpBcVyq* zaECX+3ABQxWSSDZJ;lv5br8M!bj?uDf}N;>4(+k>2ja?#9rAl~Vh@C;%%1Y3N1A=k zCMhR#DxXQ_eQo3m!+5K(@i%zBlJguK+<(CNmn8o`4Z&ZC`?0=&eXFbgaN@d@zd{^T zlK#7h8%gX|e9PyqtlXmG&?2$gX^pobo2JToT7W;21gw5Z5O4eh((KL z?wnaxWwEp&S1HjwYDBuea`&3C$0bC>Qz}e_j~@4AatCF+bSN^?nYqYFCRP73h~QKorr8>{>u=C@mDb?k_~SnU;rNxD_zywb5C44)ZP$|;KheesNiO`I&7XLMM{TTV zA=?*t{C1(9Z*3U1GD6WSTkOmNNbf1Fe?fmGx@zd>=PLZ={hc=I(k~&S^&dT`$7H=S zK0Ms>&j1S+V( zGG*FcE(4IyuN8MQptSF^p+S6uhX3r)Ko@3K4q)G&oSQ%0{oj58KRhe^V-^h z{n6x$cAaAc=Z26oxyj`Q(TdC)H=M_S0~pVWJb9XSPFJ$v2?^#aZ`&;K+gXMjSgmfY z-*Q$WcIwu5DGzSX$E*8DPnymemTn0fIEZB@7)XaAW)9n$xQ3rHe1I7&O#pbhayf}_ z?!hh8!5JvXiW1d3$ntW?k7xkgCDH2gU>dloBNnm)-(gA^|1tkNGZ-pPIa}JGVdy};LW@5`@N-p3L>XSIR?H0{B=K`aLdlwlUw(%1Sq~>lG z4vbke=Xtr+DN$cP@pG3&{6!0X!R==P z`oGMVK7hKphSP^D)ugXF-Z(g|&5kuU}fv|LM{QzqOwpDmW@cHK$IDx5E6s^%?l!d3DHqf z;aM$!#fdS#AoJPhZHu<_9pMuW^T0(;ePDyk;GpxQ&#f<)nhio4<8(B_`vBgXSn0KwTtFGb2b-W4mvucD%-C+9^4+5LHW$QvP3cQQrZn+ zBx>^Fj?{$Ya8-vG-f&tmoh@Cg-ba4T^v#aQ)g>`OhG9z^)`@ zL+}^kxPDQCKM=2YtQvJL zqp{?SR}zc$rsuH4;!(tv?K?W5*0tX-0s<>yMBn&{{m=BsoYn)>IWZNoVrSii=eB=!GiQF&7uMy6%U=yrTLtB8rT3vVymH0JG=CvCOlP?Ij*xa-Zj*1@TGlV5Wih=$oH~nLmlrG}b?n@Wc9^E?b;qfpQG#<6 zh^qsvexOs%!t&qX?uz+bi>q8$vGzX(chHR6buage8T`T>)D`|M++CBc=FiN=I*oqG z*3%V4`E=*fCJ_O0o%uJjuL0Tmv0l@IaZL7+6p)q+ba)(+d#_j^s@cj=;Dsz>Oec^e z*>9b8zx@(Wt)n~r8)R?Fs)~cp=h4X?6k}}-8Ltjol-%&nKX7YU2zn)h)Dp)}(t1xX zVQpT+AM4Y|%n+)%O+Ti5j73odE9Y}O#@;vFNrw;g8ivx+`x2C=3zHmi>EeXTM3=L6 zk7edxx$WL;iWa`--zkRa_!%B!%CH1|#1<#yjWN{-F>{sM;vkHq96UP`g)WZxf^+Z^ zCy*q$8?LK)AdSoY{rqN&Cx74_^jIYs!h7O`PN3F1x8ZZCf(NmXbgQ!Us-|{pvtUPX zu@a;jkR%>2XtupsIhTlEz&8qf`RGPZ-QTJQ^k9g3C}fL6JZFbzj!O=0|Fe29xKa<)!W(|sn=MVKTa9usXIN-poqTn)z1zHIr6mp_=xilodIMGB6gQ^F0Qp`2HVG?LCBVT8o#1_U>edlwq zNWz7q+nik%XL`4m=J&waeAT3s*SBd|?dYu5MV+KIz8>KIKla`{EXMth|5r-W#%LE> zvUlFCILI@?CLMiJ^DO;&XrEEo_g``!av~aAE-#z!Z?|F~z z@Ao@8K3%{2y5_$QUFW*abwAE)d%j=KS8yDGnO#4Z=NH}a_EPC4U+g>Q5$$_c%GzPs zDd#Us-u323jq{Lm;j??|P4EnIxe(_pESnbgRWP%xLNBp}^rgan{20^a#jV{Q1>2qL zY65=n1m2{+cWq1@ZMpA^ctD_0-buqlgQmfOWl+Cn3t;5IQ{VWAn(#zfDw{#0LWeG~D7(&a#EnliOTkZ_W^dJ>d!86&wk zD}uE+aZ~3t@#=Tg)$az6_M96_4pMz|N-8>y_>WVmi`VzqMS05($A=s%6;-30TDzkv zlqA2IVmWrx(Nz&@v^^NWA%%~QjxGuul4|i1=U~3rfMXQ~Ea2c^$O&+u+Qn@i{-}Al zhcpjKovGh3XhX^!Kzkq~nHD#+!SgmStFr0>ls3w+w1@TockSUepgkz^G^Tu2IVoP4 zw5G{J%%8W++)8%Lc^z$AZ(Fxqz2aGe2If9Fw9J8R-L;U^^?_&BDKSF)nybNY%R9&1 zwD?fa(|p-!%>HJJuQAz@A<=nTG!@40`Rwi?x_%Fo%UA1I1Q-+ch&e9HjV*nBZFAyEvsj*csk)upJu9?Q61-S2l5$&+T{9q4=2_BwAaCH?^mRFY0pt z^fp~m-8Qp+jAQ?(-41+Kf`t9%^__%MYJ8o1)S8boSEN_S6QaqQah7V6W1Bk(`y2>1 zzkbKufsigv^sB2BtgCFRo16$Y4^?SZb*7RY%;sUL#n-Thd!gn*U*&StO{FbY8dCI6 z?-(34XhFL^lsouq{H8rnSOW%}q*Zv{25?7V6$UKsIM*Jy&BL&phxXu42bIo}Dtx5s z(vM=`hSWPi^FTooEndPLOc$6`DXg-9g&Q0TIY_G9=HV|i4d_&g z%>xC=xVXU%p1Ofij#VG9u!BP(2iP6{t$A2E{N^Dz)oY%*|2Cll3u-phwMLa~b8l>N z&%GuVoV+Y_$yKww#c`+4&3HV)Xz2iyT%i$(ba6ud#F7<^5lND%QsOM*v~?AG%_rDK zJra?0Bf=w+YYn+UE_3SSOMA08 z$1`v9k9W??CoV7cmU;Yb;77WVV5*;?X#?0i_&S7=zfUY_xT`+dO-<0Pn~!Q|<}@ij zn=IN=t|XH{T*zo1Is`j|H+2SwFAP~CkUTqKgF{@2J;8?Fl0_agpZ0=w|4ucH2_6V_afz>X)JM4gLndNe|G*AhP#}587b3z_hBzDhyb(!9kFd_y)dQ z;&ubtY@(DP>EVh~m8w#|e^>Mk=KIX-w)AInR=WE*3l5Y`G`z4v@x}SFYT6@L z=`V}k^=`c*pc_9na%vEndN^OBrYtjJp4zJL#WRlPSQyh|4Be-fD5%YFN^$Wb_tNsW zo;Tk45Ro1{XAhMgc8<~C$Q$dOT^G|u7BpX$bI?=tNJGK<&QX~Ogy+zsBr8HmC!zIs z>47x4_)yH|`p{^UvIskWQyiz>&^LWg1pe~jOx2YuFr0Uy~Fri=|cR(-(2jw?Nki1e^) z+_hw-SW?BTh;mvS25?B>14s}0NUFt4oYRNrZ9wy&&ngU9z`?!@^}f=AEblQk6|H) zR6Rfop#|CE;A>REBn+(Ppo6gJe*?fA92GfWj=KQypB5mPZNy!qji{2QZO38{DS!YK zLQ50LzIe&BOw!odV^s?PdvI9ffIY4f@t>54C6j(VV~VPy9l)XvDTIJ#LJPGy#SeAx z01nKufGsPFI;JHnC)9D@G7V#onz;zkhP-7uERp&Z13CC3{3b_e!9KN&Kg11kFkozf z4%0|ii*rc=>|yUM?c8{6s)!)Q!^qug; zP$cpc^%cCkfBt^mTj4kU{AKC+Gq&!$bVf%w@G)bVx^M^EGW9`K?~MWjS0?o&PnvXs zwEpCcZyWjR?l`tip#?^iD@UFYBv>(CWu8*zI|ezkzjY2wdM8hSm#OPB6xSM-tQIS& z;-h9Lz6hnBR;KDg;%nVZ@hs<%KRS)h<9*U;brtKLJp?xS2i^#QD-rN3b>>Qhvm!&6 za1Y>zoJy|!!$*s#us^ifmvy$p6LQ8w%Ul)R#RugEty<-EO1K6>XaU-ruLqu^TzzNoyJV|E@| zvO((28sA^W5v`veLrbn>m&_6fYOWglenohra$4_wRsYP@H;W$Z6PSN&?t!hmC8~-N z`z_TLn9IaB8-^?lBTb^(_X)HeS1CIUq+ZJn4|mmnb-em14Iw*IjIM%d1Iqz(Y)_l+9a^Q|on1_>&s5Jg@7xscoz1sEU|`_# z2Pg4de#*|P;YQcID#q*-`4 z?Z!7Xp8Ncbv+t76Ja#D#QpyeAy(#(JH>oReb83xy^JS&4_o&>xBR+q@8VJ2;>r)E) zCnA@~MxV}iwY_YV6#3ZV=749VxY|Nl3!@We4r0;OjNR+#q_$~S7Nj4w_fBy14p@6V zUBfA4LbAnZA@hmtGNspa2F;aTbly8F+|lG%w1=xu6p*&}nVRx9#qi6QpGdJSmMZ5fx@m>A z9C7k;b~}IZ;?raU8*|&$-S*XMOatb%zG5s#NSBD+)De;D-3L1}EvWZ$ZE>g(YO$S} z5*Z1NpiYuJ{E%op{mNrF%X(16ja4n1W z`rByOLLz^fz`d5S( zg+Eo{A?=^K(H3-OnkF=L-VSrU{T0>YV-68xrb6psk$#4e`l4=kl=u>eW{meuNrIi% zpcRS#*ZZc6YrU&NMUdr)ooi`(v8Y2vCSX?qTZrMR#QWua22zJK>1@<-Ws3j#8z+GW zNLO)GC3O%BIb>1-=oDIjc{E-E-S0|;7HqQjdtt})spBBYvRTm8al4A)brlo387}~i z8voo$E5Kk6b>jv{cc|MUZaUguc8)-}L(L(y`(vI8HLPaZ1E0B!1!Sg9?gM6W5CamHAG>0*Kv|-*_S3ltcJHVv6_;2B`DSAzi(Xc zoqXR{HmrOJ)zscGTd&}`cT;W9$Ccruj?YRfTt<0y%b_-K&Hjf1pA#$(QF=QX!uySc zBKl2k$dLBe`9AyBkgKfP=ja(v9M!l6{z2<7HW@(AMA!`6@Z;13p=KV9VggvwTj_t6_)!goy&K}L!PgP zFQtCNKn}I31iK0nl6rB291IwnRsmQ#0>}+ht5`cstzzfFn;DrA9e+Wqm{&FKakIAh z2Tf@CI!T&R(0J#}^i{N3sShM2AfMqk{2rv^%Twb{gb)5&zP6NCiE!D~5R+~3PhQ&O z^0Tjeo7$WEls_14`}kNWD?anKg=6QaeO7!n;>1HSzHQ^@S`k_W33oouobA~yPl(dc zwzib9HNX4I)|%T5tK@X^1NiALb@2_@Q|6cvAz0BLx-MX8t+l-f#q@N0# zy&-16&byFZtN1aNmWu@+QVD@t1$6feXRlFU)Y#!;l?niST&-dRw2E)O^7?)YO23bh zOifS1Vh&5IAR&ntKLHOO$$_OE;Oxj^j_GH|L5}6VfcgtBpsvi;+YDLNK^CwN&1hRO z;6uGD!GMPvC*lS^7&W$l2N*p9@C{e2;5s?|k(1L=WSt_Cm$na!I%H@9iWRy@?!^yv zjH;BKI##IwPzOgw4niLL@dj!~n zqasJ_abG|U`vuf=85lqC!NWN)*#Zub0DN#<Jf5IK@_3ux!H}`VJiq{wg&ouNjuY&-YQ=EXir8l44OEhS>Hr3EsIev3 zR#1@Ki_(hr>G)zin19)QaUM4SU(na2k1bmCgzFRC3GR z61!pPG^)VWm0N<|1;zN(e9toYk|A|aDb(?%;^wDbX<0oJNM`-l>}I;J=lekv)zBgR zI>ULnVf*F_@2`I2Wt`zW*R#hpb>5R>{P}ObzLvLgElO_svi)BNUb?Vf0Kqw9_r&LJ zVJpUdwi!FtZbiW(*X>s#yWD5^9b7uw#9hqv33F?L&p|8_^02!MsTJh!0wt+&(6i6- zGmOoOHDV>zzkUajY~Kx2t)SELu;4>VAu!ESklc$O_~5A=m}UVhNB};rS}_7@MHsSK zA!U?)1dBOjWCHdTsJSA3m>Z&20A`RZ=9m_E90WXWU-1|E3MXV=`(ZO}8wPu*+a)+h zL9G^X!yZf;Te1bLAp!Q_u*d;>zqb`!=h#1Tj@^uk6{)oSSkxhv5GYpYA*mNX)D00U z0AomiI<8ppKi{l~y^C}e$K29JVIhZ%O2Do{56QgvL2igx0hmLwkYhUGaT4g*8d+{v z!Pu-|JOur-t^yS+Drh$_*hAef!6b`1F5-v1Az}sK5DBoy6)Q%dso0EcR!p!z%3G`P8;@L z9mEt5)Haixk8=qfsp#R{nxSf}l@HIab{&{b$_B8eA2%>6D^Xai=EEasTzcpOYo zxKhPmkSg|~ixrP{U>&&AM$It6fQR}p;s!n#HMVRE*hT{I!EuoT_D%cIsHA0ze&CtN7n*6$g>F;@HnLo}u#-ZPW!5 z&?>aGkkpHxKnD-yz{(D=i)10kbj9N&&~eY*{r6+prRc#59uL}04ERtxOfbu$28{TD z?{~368}N$+;NyxFBhXfqBbyZy-lZSMVh$OZfNceAgNdsg3lqkcV*$5FfH^oWauD#i zZN=YcE6~k~>Ui2tEclQ*h%MmZO|8&|QDcXXRWShYan*_uIi8(``as3l(J=0OYNL*r zz-EOu>cNPcJPVtXvS9~UMzXMDI^=N>^SBG!?Ze)zC`0;+BYUxq;Ax{qm|$N48)4!q z&BB1OBZnnd=nPk`c<_IbE0nWqW9kd->eQB(7-rSJO8xZL-`Z?=klO~`w+ZRd0=X{k4t zUNcPGxBj|Wu~E8}thl*jw)e)E_nSIf~L?RfzG#5#~nJxQO%@}omNV;HSY_hmMc@CyB4;LyB6kFgmlIQ#^k9hDdSd! zEEz-7c4ywKm|mMbZQoCOLAyQgzoty+F?QUd5^&?D`>WNt`T>w956|EmtV4L(@aKTF zGLkkU3p0My)qRa z>@SYn1IEo!JJ+0<*PQn6+N(m1(Tj?Ude<5UQcjD76q9$_gdXcoI3}oLpvbf3VM(ih zxIxV+s><;y|`xiO{=CGT6e7KJx0d1d{P zC-8b?tLY1=(UylZbOHjk^5l)hmK7!Y{CqZ`HtPB4k8A7=T#F0)bA3(+t>u4bPyhHi zmT^_PH8k?+CW3*S=~1e}KM~n`HMjKa(=JjhWZbOSbBMUW&g6?SwY;B@`Ggq!>qOMt z75SCaz=kV<4aR2-E<^<#_gnt-l%|B4q-T9?dAM4%z|yaQNAzDtq^wc-5LMpx@8jTr z)&ntL`J-N7ox;;bEipm4f`qr#3T>D%cIsHA0ze&CuK3@}6^D_w;-BMbych!%5>fzx zZ3T%ne89)i3T@bvlpQ(N!v+>|OkX?>vh3mChJ7z{iyzMdS+ExbzcP%wfqDx~v%lP68fG7+b&t{2~G7 zxN^k^?pDxIx#G!8S|k>HNFBr$@Q@UYn}7$S#tt8=VgTUdSgzo<75}BJc%S~Rq$?+PX+71hy5Z2_t@}gU52WPE32*ov6L+bgWx=+NcvI z*jA8{)QcPBV8GY{9bg#=AU9mKg1cN%-$^icAf$^E{punhvoCMOo>SF|s$N~@~- zKP*?czuL%9D}H?E`5A+C3{RVkOiaKmOGZ*Je&BlmIk>VyfZ6=Wpw;)gkSCI>PH_(igqWBTK9kYl+Qw*UKu?fq@&F}!@NV|d!A9VW1{ zt&KV{;)Xq#G`3_57)Ju^aV%D_AHzGs-L3ee-3miww}QGA>lU6i1(}(ET?GY6z4)OH zp31RBJXWOuPzMJ_4k8}+4b-sTKv^mxT}84%+GvdN3F?Chb`=!X=m96QJJ^zxJzY@Ni61&i3!+M=pl(0H_X9=u?0N9FA`vmD^`r4 zSdqdKD<06Iu;4@LAhv+V8bRPB+rp@^!^f%^0Qlgz$Vs;St*ziXLH&^v)J=4^A~ueO zasN{r^~3~sD^M3k{KUK=Y6V~#$-<85k;e&kY#JHY3hEEkir7-*5!BJUSjX_RQ7cTa zuh2(wFK&>70b`4FfM+Ct9Or6<^=(aJOz&68fTyLk_mq#F5f~>lJ=9q})ag_E+v)Ws zmm+t&3(KkI92Jb&;9UXOY2@ZxZ~3H01kI8gunqdA8P zw?MlU1#hDGHg>g8)P3X8+^K7etL_8gVAxFCqJexv%S}Su2;hUQbUR!qpujHgLMs08}-Bl z)2u#{d+`I`5Vb;|RVo1RajaHYGt}8Tyf2cHE6M0AAZd0=yG8}nGSW?E=j|sYZ^C+(RsDqtuFDL7cMjPzL8Ba z-KDx?gG@*msUX&~+iQkfQD~H-m^{at4BT+P}nSG))GiP zWk?kye0r(X|B~P%)?_?B|nsac&7t6Mxw~+z!r?0xGi#5EB?Z2g@2H5JrwWUe)2wc!a9b>{2agSlIg&X zn0VUjVWP$kAFE&h;Nz+ljNOX1(8vxFbz;22LNlU`iJocwslM9!CgKUD%YoE1WonBc z;UsnSr1;hF`eK|F!CIWS>5tS3A)|Wl{gbLSi$+DuU>(EL(L|;uKwF`M+A!iJ&Fa7g zrR>pbM+KS|7X?#NmC_1PYCXi-zP!~r0AP0}-fQhjVU>eCnj%kg@ zStrYFEB`sR4n+AI*2Xcv1SnXXliv})Y##}kSlaxH%3mHTK4xS_uAbP%o#(x85*H#bCzeC zg`_R%>os^buF>ZFZI^7D)#9$I18djAL%b80v)fNJUzaFwOgJE}W{{YX0}b(FUUf(W z3k$mmHcc24=jGMd8zOKBGPjw zUio5EW$w@J?GmHjMQqhNH~He~mtPukt7l(|3|6cCHc*aGEF6 z3)!Mjs80?qpKazKX4WZ4I6|$`lS>O?ymFUWXeRSd#C+@AV+XvGle`D+1X>1VXF=n; zt7;Xfa)C)VOXxC3R)aq3fn?{ev3|^!?_Se&^jajfQaml=&gxc2JV_%>>B>Al0EmrhevG=;2lNZ0~fMf-`Z8ZwpQz{vC*HOXm!%*)CbeB!9(>OFTc0< zUXB+!Abo4AbChbotVTmvNapRij#Z+cp7-o%s!`$DRW3fi8gcA zDk46dyS|gqq0IMyk7{l9`!lHh&Z?7g^}}8`%<|j{Emv$9W3JQYRGL-v!`z^ui+)GA zqfco~l(3tl$cb@p$F(0>)^>NP=!c2^x@oZ(!4CDq1Rme%Xd~$tH`Kw5u?0K8I1-?a zW5uGL0vF)btjLXyy|yPQ;>dDQQPeP z)O+)uPv`x2o77yR4WZL&uGNfh7g_Ob`X%1A+SgngL*1qpPTAFW+%5YHJ#*Zn`g`-D z8(SuySbCZ$_tgK@RnLpLeVP9>1?{)<7|$QML2_cryhf?FZ(s5%O85*^uc)|^y2`9s zyYfS}%pS2MX-Yxkoio!{(PlM2kd%mjoApNJ!tO`vk1b{y{ha^)TjTc*26d}f-ff7v zV)0L5n#=Peulim*ZLWH9bo)n-I-#ui%-a@@ouf*WdHa8z&<+rbtmLEWKxejT@8k*l zG_9j7&RuGz4GK`E?bErp6*WA0$?k9$;qLcjT@MVVOpzuFOoUU~loh zg4adl;cNNbnN5{;-;KVh@jTzz{VH|rq~~dcwW}yrZwfB$UOD4vZ?AtF&s;0MYH=c2 zP|?rO>;j3}Pk0z`XHWdRcGdSk#M9bCsjZChUR5Hs3UVh?Rg}4-%Ug>RtPf!-rmXyt_yO!wRj&WR1&9nMJy?QUb;^@xO{Xmlx0izUHlgO zbMJ94h3>KPed^P9_9;kN$KTw#vNV3n1@7ZRfWlO(0ZXdl$BP~=Sq|D@;vXM?2Bg-DFhvHr5=eOy6YSMvS z3Jpi+h49zydoieTuVHRYZmLVQJMa>U$4_i@r=Wz!?#NAs{4|o#gP8f^*;%lla)#lB6^bv;mo0jF_>IWP3qM?5e@X3dPzYU=qe!m_I%U3MB)FJC10 zepeYdH>!5@M~^CH*V1*#K27(Z-xUfj-BsJvTkuUeqP(Ba3wB)86f`CAwD1*Mv^?wc zA^7}~EONw&MuKjBh9%D#fp7IfGff+ljL8%`J?|sIFM8tdO#WDW=283df9JYwq^j2X z)=m7GCfO78s*OM33(x(ixbli|C*(S#1y-dfEz_--wL_aOi^UyFw4k6t4>e=N4|ni% z4xAtZ-jM)z|0B^twXmXFM@KLrbBc-a2DcpB(g*XrpiB!i7j4mvNOQ3P?P)_o9S@s@ z+Q*$WH;{X$vEVFQk9rp(wVur0I5I55a+ z)Tw^HLyVr5kxUJF+~%02%%HxSMb&|N+DLuDVr`z5Lqz?3mhFdPvfIX+SrJ+UcU@^q z61?NJUq0mNgSW13m){&KuBy@Q zhaYVvgyM$3db!%xx|HLTh11TZ{kDTBOaXUtpV3qgllB{X>Qt7IjD!1Wr>>Ge+D{ z2Q$W2-T~f`0CgPe7S@ctvYP|T-sDaGhud2Wv$yC$dW%XMx(F70$l!!6Jg*2Xkqjg^A6~2G)SDUe&C){;ft+qxuJ^c&@^Rr|4XOOpX)O-sf`_ya!WIb zJx|wk)*PWc~X7P?6G#SL>X zVQh&OFpvb8D9dW&!FbPFu_uw)BeB>UnAz9F)OE~{7o;N!{`BOzNnMr4a` z5gE!@&|%3Is39YMpo2$qV08!hN3x(}`sHzuWx2A&Uyv>4vSf?rbOHu^s6QsyTAv~HI59swYck~aIZe}`o|LQ{{N$FQB9k1apIRH@1XIq0AqZd zz!)EASqJ%fMiB2GIaw`RamB(|edhy`w3}w4r250GYYn+UE_3SSZy|3}mWU&7Q`#$U ze0|uoL0-~ilJCVaHm$lVuYLWLId{s8deL`R2jQnFggeZqDM)KkA`z|g{CkYA7<4F# zG*$7+LX$jYD%4ucM_xq1t%XiYp4W4~24lI9rvk}F2^$`ZN2iT{>s0FE^F7uvukLWX zbVZAR+BgmBv5AIr=KA-Q>H9B*-bC%FqEE!)4okK`T^aGi-4NLVFp&hfgJUBHL67|@ z-v4ujo7-A|t;Kv)wrEe=hs7LH1c9vu>dJ^8=7z`?fQclFIi^=0C(LnWi@zXS%tu;_ zAA$4*81SJcnP8$tZ5iNUboX1I>$CWLH|0Ieew_VqEWsPR| zr~tpT-5AiJ7MbAVV?8AO;s!bxF}6$#cu4}#adnH4)Gdx8&BXu@eI6EkSh|HCl78_6 z-w@qGk5w%I@C{S9*!=7s_J$c_-Qo;u-2&b)i}d3!U3|Ls_`GJBE0e92rS7g(cV!qv zxe`>vHpm3C8AL6eK{dGQwDse&F5XqpDOV$pU3(L& za#yF)LPmtmAgb@H*!^umi}&-^+@31+CM*!z^;!ABdq?Z%$CiSc`h5xlHqBMg@UA7_ zrle}==Jpk(uRdjk&5lspZPGCc+9K1mwam6PcZxr7>aN9um%B>l-3*^Xva{T1W#0Z| ze9R$Y`J@P6D?)K6;qj(jqqCf=vl@D~G&=0`6x#LR)XS)}l1^yF?9C7JeGSud?-*3{ zJZy~=c1w!iD%9WO=-K4#S?Fi@=w^7|9+?zfLi#sgc z0`+Ia4|hX!3&2hi;0}(B90WbCZt)-1Ev`&LdW+!5wEbAnAyp9ATc8e&_V}3WbR^iJkt5#|!AS==!_^tjE%|8|#K2HCd=9GA8SgE`bI6L=Iw(n7K?ZkU4! zV@tGvsU*N0SGO2R-GU@KHbs1yZnylvNxCH#d`K|_CR!~d`{D<_-*pR;7SgeURi4%` zb&GX>rdve+a>m=V+8~Ls*m#BU`uJt2;!((>tiJzow_H|EZYK3dt0=nIxZ$F3*!fQ( zH`=29u@opym_4y%fy;4H=dqMeRRbB zB`w)sLM_24$K-YThp(2c|Ac%HFN!x>5OL3RoPQPH*v8ctMeDr8VzSmK)yZn)hP-;h zu!+(ZfVLOS+5)MNmD zU}Y|3PuBPWvWcpbARd8jq8QeA|99P@Fhdm!It<-{1e;~zsi9>e#uo7aOG#G5WBTWD zkY%~L#b3}ZlwTEZ34lDxeh61c(Sc3HV0FiI&f_4_a&4mih6C*tkzcLFU^aar27IVzCYWeZlScf&2M_1K zfCqR=vI3qC92Yr(kKHDU+gkilYXQg>l^HXzs6(nCP`1!PaxZSEgBfEh?*K$TIOwJ^E&P>_a9l%`Wt@pNXfh4HaIFU zGc67SI@B!_coRh;A?X)4(7}kYWm>>g5`d1YTa2V`A%f@@-{;WhW5I_EPQXk{LeejO z;2WY_kXY3M0N*fm3+{P~KRR#GS(@2?dpUH_=lhC`saVhXGh zlw?82G|=N9&2n{%zo1)Wv?IMm#TB|R27IVvCK&NhuSVR!2cyQ8ZUJja06wm6F*3S^ zGP-XOae*#}#T_y`0ecHwB>m!tyCJ#-;3^4l2ggPZf*yC@;y>(L`0FFRMaa#x16a@@ zRS=kIb&>RoALxb%7l5lI3p%EE9w*ST?OQBQ;`DT$=$p^#yTWYy7G3b7JvksQ(@DD` zS(S3|)q^r{;TBK-i)2`2iuD++@aHXmX{IX;-@X$1_M6S zH51IVs7)h&;2R=b0Ire%e8UtjxV^<6^%k49Wgkw_qq*%E{nIl;9g8|-asmn$WF-0G zhB}xrw)zh6lmw{b3Kt_NTx7gJnu|webRrgf$mE1A{o3Rb~kn1$2yqp(NBd6KpO}qelF2H$=Dqd?i`jF-`P1sq?r-QNuTi;zRZ=f~>J_ z=aEpmOz=?@167R;Z z(|P{wdf;8|^oi;_tBVH*yTjb&&w~pB0t#fa>K(EDeKsqvsX4->K1iPI{DO)!1ri6nR+;X=F^%R zqZB228=eZOK2LRyxuyC~K#|NIF)3+Ea^>p_)0-~%G(S+0h<}?UL#VmEK@~cT{AkW0 z`VLC?x8vUwc+P*!FMB{f^Vp?0NGUhm>I2!~)}P)?Sa&a0)r5E;vTw8~L2MNW;S~8rvN| zc`FxT-OeMSo|!r%9Y*WH*zqBuW{tQBc`$42^s#CNfWF}g7qgBOaCqQ?lzQ@Vb~}IZ z;?raU8*|&$-S*XMOatb%zN!^2C=+%QY??48?sIv5(H(Cum2UFIzH=VYzGtPZFJ={L z^qqg+6tsVwha7+8RLO}YE8rC~6Q#si#-}AK_F5Rz#~hh3y+lE6hEs}*SFTT2{?;tx zh=%uP@w;-^&!gV4ukNM+n0M?+_YB+txEO(ji@C_c zMd-@3gBWuZ)GZV2E%b1wTfoMp?98#M1r~Em?>r7NE&Ia7@@tZxt4hZ-tj@i3YwYQ> zL0w~PQUkN=P98t0>vvC6i+)v6+wA_-d-I+P3%>bO5eMlOEB0)sB^(e}le>`Nc3`$r z+fyjjmP{+`Ynre%&c&7*=q2mvmgi6q^KJiX@c`JA0jyip#xOGH=>ypg` zXTN2;k_ASKrG*+N)vi7x)3`>EyqNSkE>+DfC}^8rm^bZx<~QDaSMz@5o;cG}3#y}4 z@+aMXEobFgl-%^)<&!DTm5*B{o+JlAx`p-iOaDHy5&d>zg*-#I$kw~MW};KsXytk1 zl~ok<#=4zV+I5PUAx?Cx%iXw7J6u8H`7L$1w7^M`XO&3v6iL5+N5n#LudT^#7s}L? zl=xL4Rj_VROf_o~SbFZ4Zn5e9YvJ`_gY7RZ)~pvuxbt=Y*c6>*HNEmbyXm$V@S(1m zU~hriG~y@G4$&4F2EyATwlD>`(*=AbQSNkMqehMlLAk=k@P!Kz^uk3@C)W8q=4W8=1@(R7g7Sfjr`|)E; zmlwBodlYPUuB!?7!4r6s`rfrMF$#KvEN%_yW_B7@FJC10epeYdH>!5@M~^CH*V1*# zK27(Z-xUfj-BsJvTkuUeqP(Ba>j}}@Fj7;{l*H4*S8UPptj~wwqjWitnx;(65hof6 zy7?KFJZC&lUcJyvlObGC?DV{k1i$FvK)4upLT=L%fmJC=%XBMd?d-t1o~MiYW`ezi z7LtDP!yP=J1J=xR0bfagJFajs0>Z^!^uk5xx3oh;2PwL!UnZDoVZTf~HMC5`*n=Ib zT3|uPbkE};)3PfUR*-U$&8A#f|57flLdu08OSzcN`|mcXxkej8r`24m8Q(6l;@k8~ zylb_uxi*HnO)Z?V3o-)D{zA_j_o)8fyy(W3$tRYcCdxhae|6RKVs2mNKafgm=P{l? zas#B&&TEu<`}QTTqJ+;t^@@rssjJMIwJSelLyrWKq$vfBcg{>-MVr<9K$7uD;El?K z-H+5CTg-wEn7#kj_`Rd|a=g&$m3JFru2}q2nC9~Q$g92=Pn)Zr9NqqLBzudwNN+Lf z7~Kv7KGZi8%(SRcBYq;@@5+TP;42Bh2M0z@;A6Ln;%;30(ZX0%B zP%d<}S)&M?G#4;qY#|SDl?15cSh=wFEY%db`RiHKdmZpq)ML>klg`!Q;lXmAt=F1W z85bMFoWA~RHE)G5BjW9?gkDAEcx&-KP^ctM@rqbd{=Ag&Dr$5wv|?7u_9{w!`p!ND zDeL%~TUVCG!&2?;EfRziOE(i{_&M*QZ4;&17y2xwX(f#Lq0Og}kP=&FpO~GO_iVG# zvZY@gw~t<>krpZuQf6{a*+?htgK5~{!Fnj*b$))E&Zj0F*rm{LbY2L5-M$xtD)$=Z z*5szTRJ;Ee!HtWx=*Gok9=aG7e8}X4E#%=%xX^`BV}}nzxX^|D8aWyuJ6M-$67Mv9 znAYPU@7Sxs6)yfvxVVIFTu?vLF>Z!3zXWrJOkrTj_)!mzh;=vxK?C`Ow1pq#-a4{0X#WO^> z7$jj`&(lQ>Gua{@YZQT#-a-c+&Ve&Lz*Uk39n(XPgEY$(F8+pafu6W{xF73!o-XQ| z2}V5Bt`Rp84@QkG;sNfG0DK$^7i^DH?yY^F6DudNq|b3>pZ(TLE24YM&Nnwvo{ej? zIe*(F+h(=6>-tZ}j#2N~&NngM;FhCb955|7Q?*!3O(!vfte~&-?o~N!!@C7uj#bbVGimg1OHZBT! zg}lY@MpKc`h4-hwjmlqX+OOaZzd}Byk}q@n^{m~Qy_F$@Mv!vR9kEsSocP7nFWcdb zi`2>YJ%9X2qgnILpJaC+B}TJtJk^SDN|4Yte)gl|j^8NMw!7++)6@jhLV2N6J~DTd zjy@r-H#Bn>Gkd}}_qkt};2p2({SDvy^U{r+K2J!tu#wi0M#5w`RObpY?DzO}0Zil8SXbPZu@L1ceI{?t}}NGIs7*)dIjBSGX7f;ew6| z7h8^|C14CvP{T|x(~?+22%KbE*t?V+I##v7f{tmQ$3doL7cQ1xTlarixd4OBIS=*-(UA6sSf?HQQ9Nhagr-O!+S(V2aF6iPy3iq|Y#9`dOE{)*^#Eu&rMP9w^d zdAz$i@gk*f=G&&L`yZ{Dz#l0M2^WqpUbS`~qKK@z1ID`t3XhyS6zH~FV_W}M%Qdu+56MN3jHX8fEBc66uh04rvwqsD zq@L?prge+E+&@mQ6O%gY*gb_77;#%UGDDDHYo6CnIHkJ*U`W4Z|vGh1?{)4UFD`heEf{4<6Eioh@K53BU(OMo#iATXS*j-fOw7_V&fje#PdU_dF!?g-=I@H?1`eq?{HD zDJJi<2|e~~!+J4Q1Jj5d4@=er#JpbAy<*=j?fE*1^Cv1C&iUlu7TwqyoeeuPUc1)Q zo8vrDu%L3H;qCuKl)Q!fg3j(F?x{Oj?NO0o zYAmwzf%0oNO$inCSy`V4KHDt4xkUcfkr`@ox4pFHFA+Pr{8Styn;okE_A=}>4En1zf%c z7EcO~*zBuV@uIm?FN-Ot85?tr~HYYGKOQf*#;3$>NS_ zqxa|BRoGtA4+X&M{?*hLBrg&ySe<-JwXmXFM@KLra|+zl+Lk_;=jFWbmd9!cJQ4d7 zoBBcUHlR&yNT}msvrzlE)615*N`G-=fHze)o(W#2w{=j^EEB@3hMQL+CrtdelqfO5 zQ#vNbe{@`2a$}FXi}^f*YfT;bv`2p8?>#>FFbtowPosB0z|@ld};+(bMWHFo$|B?AB- z$HE2oQB){ZYZJjhPVp#}2u<(|{_Ihde+P1#J8BBn{XAXNITP$HP^(7#a0k!lz)TA` zO9I?+g^Q8sEzlbmTghpO7=sklF%!(Rs8u6=po7PAY|yc)1r~Hn`#cUZExT~R-MEPH zZ5yAIK&)M8lHroOFwc9!&7O0jwO*=^VBzAeQ>+&(Ts%#*V+a@bqJ-Tb;UYE#xpBc$ zLwCS{4|UE2GcD@Wh#&Zd2p52{Bmf^A7&(EDyKzyKNUhq+TcXN%EZ}tdk2Ws!S;EEp z3{5QRkTM9|xIldxaYG%<7+ZY@*h&J_afOQ!6fSN)o0LMC`p~1ksCo`v0t-H5a>5q! zSfdD>bha>R?C`N3I{@%;EL?D#i~rVKpc@x4I&_Syp}KlVIRrKrs8=I?f*w4d1M57% zT9U;b(?^e^RLkAC81}}+By{5ny;lMGK^@|;B{_S&B7%fm!Gh$b8ls> zb8n_I*0~*->)e^pI`^8+t1}qu+ziugJBH~tW1V|NV-md1od~XTTR4fVC;cc0u{ zmR678gTRwR2`0)9eCBLRdyO;U%DPAwLo#A!vTIM>p zY@KXYeCBNn$IekD%Dnx2)C|QJp?m>ik(GQ@oywWBY479-`!pc??TraB2l@$7R)kXI zfZp%T1sP~A3TnTMJKlG08uSpfYS5lPcly z?Ou_#{qgHR`|i5|IlfE#^r?C5^qng8Ak|3Vc#HLwqOQsEw+;0PC!RhdI=1FZNau=B z?QagANy@PwQ>w|AWnXb-EgS+-YS+4JyM!}`eNPB(}k@JnTw6+ znE_qYrV&5P!NWNq&5{9ENt8JOg_zS{C;)AFU9nfX?0qIBgvF_(FKL-pS zNt@AnFn%P%u9QMa(}=aDrT zUxFF*&~0uq>ePsrpvR<)ojX>s0C2|@E=EAONI^F)wmwZeJamvkMh!E8-hzxeHR1<4 zcs$3JX^~Fd(2xZk(>{-rhL-&}H)d~vapXb}I&x7GSEvwr{&v2bX zT!a}UqDL;4e6g^1%+Aky)@yt%=;MlT9+#}NFo}>?Y7Q!$6=E*?TLa>ieO^}j3~CId zj(YyBaGzcB^~#C)r&lhId3|k+xn1VC8qbxUc}CaRk6gS)j$BZFJ96=wb>!l;5_sgo zj&bB789L659J$D19p~Q4JaS=~U@2v&5A_yHi^50o2GAE_(1$u_0=)$pwQ9rjeKBN``gbOn2*N7kZe&4tt1NM>td>jiGzinLH zQRQr%n+PA!+uw3sqQFtfeh#&5L7cR(vvm}c#K}0-cv&%K0Ekss76g$<|xI)iw)I6>o-@8Gq+z$caf33FC?{LS#ssT zg)G;%c2%#f)p~1e;EfBXUmF)4FTb}lR(%*77tT?t{jwSjVIi5f=Q>u2etO=sqY2ve z*;Ot+znU0qXttQa6!jy)FN>H|M0_}ReJ7zqnePD~)!M9`BzMqSwq(C0K}C@YullG? z%GD2h;V{c{YjowQ4P(r8+MG(Wihh_IG<4DL2zT@;t%2U9IEtJY*C>B?*2VIJkcj}r z|7qGT4C+wJOyG?GSsTf}xS9ScL zr}ljnyT2`H@qXT#+f$|9gatw_$SWb)to8F_OF>QjJ_P}r<|@&5S6lLJN~)G_ZeLOQ z>Qh$O>BinQd$C6o25A80dDtaEaMhd$n#cvgA z>v8mNr^kF1{kAg$!j-!+;;Hncub#&#T}M%fm$`JxFs=*^PBUj|`g{!ub|>7KIu%;s?GV$_3yr z3BWfz<>H=lg3Z`DYUi3W^P1ECU3*oiF?vyPkD!2N)CNLk5uyvnU%g z+tdpCLz_+B?yY|S-B^i}E)lz_BO=xCJiq9Ux0iA^*{4r=`cB_jNi!~H-FS#)M7!T~ zio`|Z)9We{O^x^RB~SBrBeI!AnV@D-RmT;kqJK+LGjU7HL;eu(R$5F&%+%k*l z9h98y9lQPzSGf2i;o=D*Tnxx(VBC@-qmG$u5f90|xJk3RLxc;!R+1I*m?nB0K*tp> z{(^9^5EU*SY@rKcL_E|s6C9_YevP<+4@QkG;sN%O0DQv}E_yY%D;IyZa8<;MN;Ax|H?b#=S^=2&r6 zgWtJM+*RLfc2qLzwYevHXWbsrz?DH%?)$bGP2eVO-F2hA!yMFubrr z@x}SFMNbdE5jhF%n7xK}%p4R#7v(6@Yl6;ecuydieSN=pMR|o@Vhia@h5h(3rpt?4 zyFCiFJJ;0&{NM>>nBz4jM$O%KM%+5kXqTOa)yo&jz28-!8{$Q-hyw+5#{}SUQdYLhLM_rrX-#gzG91(XMH{dAEnEI)HG#kjyTas(9O@V z%YS~cPax*@^^;4FzkM}e&xIdNrV7cRIP7sK1Q*oACd4CY`R&|`j%-<}^+ zVCPKc1PmurJQy`F(^3FuNdP{sa4{0S#buUo@eu2R9tE|`1cVC;YSf6AkjG?~zxBNF&WA_rU(%BOCDc4;=a{@s|M1na^`DRr z;zjXB3nK3A9HYOHH`Y75E~bktXud4xpr`1OhJyE5CSX*FiXz`xCF&ERz{*_ca%1C%{B+(r3E~lp8v^Fh z40}9wtEjkgb@`7Ht&I#HTG0;^zdL7O+>)Z8j+tx`56Qi_NwctdDI0Wvtt1ONriUH} zX_hNo`~~4c{Z;XnfL40U58;ZdbYYB$huUU>5f8O%#0`8fYV7c_N(KPF;R+W8r0spC zru31 z31i|um&4oKD&6FZs2^xnp+?_%#!abljGIzZ88@X|j=XJkG*L>NWqew)VlNc&#vGY| zM!Z~~uKcZ8#u2|F-hp$E1J~?+DA51a`Vi%Fhe7zs?Mp@lL)+Y>-F3dtIvR4#n4j-0q0sA#_^iY6pfXo#x{#3X);Ex=+h$_UophrQSGeO}3wQ9sq z&>JFL0M3%EpvSb)UU35kbYHB+w4B$I`?$ZH=osah1vEky5L27 zazI?BlXgY2D&^qEx8=eHEt00xUXiG>4PM(r%WcWiyT|tS(WgiEr9!@VF57NI`_z2T z3J6;ir$#iS)f35Yuh}pAEJZTwzcwqgtb*`OMRw)-jdD_^4khnf*XIt@FL~wpkw5Ty zWUE7?2;-c*RWNfjmXW1`PXgt4bW>Dk#?HbcY z<4INvGheF2h1Wx`0?aojw41x~jEfUZTnzQkxVW=R+4-sXE{UB4V+$*3e$$8VC~*;J zEE!OGm5GZ}khnNFCK+3l4qE*CR7{t|OoEoy@6?z+Oh<_etK3^CXF9KaUPY8$=={9O z*h037I`P;dxtsf^LuJ>dU_QTbX3*05of^}J`6zJ_Xe=3EzLQH_RK^x37F#s&6Bnm7 zUfMbp*CpMcVB*3~8sD_xI>}=p|1Qv0GQf3}iHlR1xOlGqxeJ|(Ub*qD=U*LORyP&% ziRI9DT=@MO(}(#aNEd`t0_`OO%qKNtMeJ>5aPfbtih9p)6*akkS&CCb9lvvCFu3qr zHKq^WQQ{)dS+bn(yf%6j;k(Mj#mtjFETun2!<{PBLT(zy^nseLDzo7Zs6JKw<`tBxKpU(KjB-Ff5ZF2orhmJSCe0RII z&TISbb-k+YZ-43Brni0NZn*!3+jk|}PP@55jfZ;|)VO5yfP0qTQhi#FXNr1mo!9EF z+Z)$x)APZ*ukP{Ssnyvn7-M6oO z{zm7TueSN{gUIfA+2haHHFMAL7FX}?^v0S+gI*r?V|j3aHp-WgktG+6pt z=B00ZHKy#Fezm5wIlA}y-&uG5bLns2KhVl-@!K07Znyt|%zpPR8}d+gZ1J9!EB1Ww z(wNSJR(%$?r&n(<)qZT~FL%H4O`VxHExYKEHuE+d*j&BgwE0bb*>q^hP46spm*@Ue zb=#3t2k1F|+f2hWMC>6L(ee8=rVaN=UJKdVKzqpm_esrI0q(2JT>Rg*T+}PiTpUbw zfS%)b&I|?@ZrWuoB$tKxE*Y%{O|4s*xi|%xi|PKBi_-5GKac`Rk;|Z)TEA6e`Y1cf zT)3$+7heCoiYU8q=HjUaCtVd~o_WK9y0?@ZnDWr!dn5lGKXv_ke}Ag&6~iuSa`w2p z$Cvh*)1kD-);YUYKKtGJeWoN$gHBJkivFQ3G z>+`05kXu)r7FsxN-TmEqKiB7ad0OZjgLZU%{RVMb=(Di3TRs{8#R7R+XvqadXXQ^f zZ|=BmM%LE-|M<)L#mk=j{^K`Ro;~pV0n?_J?X2>v*){&yGSa;E{!Pv9c_3r>MUjOo zigv8te^o~HLBr?X7qx3&aG>rvvoq$ZYvw(WQE-A)QOV53X@4y1o`U)O&Y8jB!f(}> zKFmj%i$G_|a!V^)HCC+txbgtK2QoIvJ>Tm;s845-he#geN(Rq^B!rUjY6X8h& zy*#gtUPTOU2tuyhb8(`3E;807n?+6jrYyy|p^o1>GZ0<4vUjGpW@)n5N47By@|_## zE$M4LS2k;`n60fmp8KRz7ft+AF2>!H>Igk=8MNra^?Nm@i?Z`rEX;J}?m~d+DpMDy zvRTxWWOQ-7QK}>KT-nc1GM^b2hFJVxSGLYfCynRIE~a7TOOd*8qm`+PQ<1vZo!oPA z+)8zVp0^C7@yfA?^f0q-R8L*FfxeRE8c#NAtcaPd+;j0W?71lL_guVkf2tGoT)%H- z08erKhK*@sZY8UQG+v;;WPtf9GZ&|(S=8fxv#3c^Qk|gZ`mHmAu|+K1G8eAovM}Ez zgY`g6>w1m!PB^Bm+|PYN`?;I=r(E1TfAMSvQoLo*Ev?_HF@2Psp1E*i<=#TMvhy0~ zRfOrZ%*ENqUfocA_mDM@zi`%{mX&-`z1yPVRboH4h5g*I^8MUr*8K46e@(}J?*8}Q zwtV)i`k77tx-@szWz7z}KC|Jtf3|w&@V>?qrVkpm_bM-QQKz)-oOY!RmOuGg;lg)b zSR<d%?^*DR)9WoRy=v~8L;l=o@6eidPxILHMVYxJCAYY@7A`-! z;=8I(5AJxR`DfGHFZuP(DJ`BpcjLjPT?RkDVBZgezHVRTiLY*M@`yba`?It#(%|1OT>5h~ zi<*}_<)VsP)*}V;`K>d9me%jpm_E#>XD-}8YsmofRqnYs6|uztf6qmg-b=Gmab1ec zg&Qx2BGM$dkUSQ$vw_Bv0j{fX=Ax^}mp$jzMRhr91k0j!)Slb!qakJ`qHiazWuUGcK;2D77?`pws`g}27PUM!yZVpuYHemOy!*v)S=9B(vZ&^5 zjm2NIzxDX<-}-Lv4<8--_|a;a4U0bsltpdv%A$4#%c81`u6O!JH5;^U~u6#YfKwcE4eJB z^a8yl%lXc0q<6x6R~cNKP;fE8Ph5;|nd%5V*YBAb*mL3fy&BVo=_HGVnXcSh2r%8r zB`&UeD(}Ap7lCF`2riCYTI2GIN?UJyZbz3@)$aZN;`~NSUwNst8%8BJfj@z9e^{^lHR{qeph@7q4K@fnjEqV0B{J^y*{gY^?Ty|nNC zKUwoyWk26<($)ssHeC49nf(UsZF<%tyB{yTiW5#{bObOT|GY;_SMC^>YcN!&!-nIFP^xu`J|;aYh2rL z?U5QwnpgX%W{qXb2NY+|zbd1aD2wWGS?%=)>i%kW21=(~Q9AX@78lHTc;Yqd3Lm~{ z?-jT1{cV%7f6v&qq~?^xb^hA#?ry*P;qGfocRski;lB?5uzLN~Lq)TwvUAUMN3Oi_ zt*eedmFfsR*KeH}w6uP&#`Ix6iO&Tstx@hR1emWfad9ewi*U}h^57e7aA;h%D`y>+S+^jyDhW>Dk#4I9%&<4INv zGhZ@d4+6-tVPi$IX5o{}whTYI`tGI;dL8aF@Nka_kN2PQS%<&8yU%&M&fac+**Iub zw;}ZhkNA52{K;Fcy{6q&BXd_L){kv9Zbi%W^)ihIm)em;vqS&cRDR0Es8M_O4O?T^ z8@IqItv9FL+J;-_^xZXh*Wp%w#3>i|53PH~q>(VU*?Sti_wluNb;=xk$FG;idRG52 zT5sT=Gwa+1Ebr#g&+dD^=&wir^xbJs4{U!VQYf*!`7NGqwDDlpv=yIk8-Khl&gcGg z;sool`hOep&inF|i$&+X{JS52T)ez%)oae}K5OCB=z+SEyVO`xv&MnCmu-Kj&v(w` z120{A-r~%fi%YBGG@nMBo6UPIW5g95hSlpJV~bB}ZXUJszTH0@S^H?)e#aUwxVn3T zso9SWt-br5Z|bZ#yyy~a^*K;yR_!+R45xI$OGkG!Jh-uU?Jv%}t68cO^jyDnW-zue z(=Kr#yO@UgE*Y$c_)aEuE1>kkd{-G;oLFq(CoU#9iyuq@r1&i}gO=9s)tElYjuIDU zxwlYmX}tz|6=6CpaZwptoJ?$SDH_olq7iMCH_LvTg8BT`nL$hI_i9WZ=A*<#ptWRx z`6?3^ry{nvygYI7#nNahu1mT>fo4&z?3tNXrFfFZLUuOLSTewMm5Gb;{oMcmi3|Uf zi=A!D8l+;rq%RawdF4< z*4jHIXZ`aLRu{qMbmC)n7gP?JN66o_}_`%NGr<{qe?2<~iSf zz2b@c%EH0LWwmoRsU!3@HFLM0cggYE`-=sF_u%9n6GU)f-q-ntheQN2qf3oH*MyVz z!3hNyA0!hOQ_Zpz=Z3m|@62Fu;Wukc8&fOWn1=W+&|9)x>3NOxD&psb5@wab#R&x$ z4gFIt#&1k@gr4j7%nSw>cGCQ&4bw>$3o~7+#D(nDSP^B{yIa={?J}PI{BQFfy|CNJ zkynj9{OY7yOWy7L!d(+S>|AjAs9rfA?HljpkNSJJ7X5lSvj$C_e_PSuao4}o_!q_9 zH+OH@veCA;zrT3X`ivTb>Wu!=om=mD@XWrw*FHS(h3?1qwtpmc$=}!PTKn+wjFk<0 zmJUgDTs!3c?QJd_H~NgOeMYTm^UTOKRqFoGcTYykvPV{Z_K&Lf&3dL_Y41igXBOUY zmR+yG_w8r>YyXkQ`ZjpG`6J7|t@`0NjUVVbZtm;9I(y;q>mFTW-Tv9Ec}Mr$`qk%8 z*Qqw^&0{NW-QBxr*3I`rsqi{0dzvp;Hd&f8Z^DZ6P|ysRyp@5%f1XP0ff?8^2#ZaOE{E3))pTXS^&J$G#Ao|E}% z)7x{V-00qZ@y<8zePTnm-mhM{tM;*Oo94XMZ^dtVPxvCXFz?0JM-Lh?z16^D4=f-2 z)3iM=KG*F1Bdd1Y_VVsgOWxf)@txZ{HQF$z*^iT|94g(v@Aq#PeZT1sH_a&6c6iIt zXWRa?`LEv{tnXg8q-_d2?lUHx?d6BI4!;15Z z3TtKcjAV5#>Qz)Lt5alvtZf9d_q(ot#EG|wM(jkiO$^X!VM#&3pkSUQ)J3vaesMuw zB(qoUQ2Z2)h;%F}EY2$|9^0x`B&$d682sOeEBhMefN*VIDgKll4aJ}B@lO&o3O+s1 z?-0ZFp59|j5gtD(Vx)X(k1=`U@Fbb&DSt@}`$fH%(9zUxs2`#B4*S2n!ymc&khuR2 z?_BH9cZh%V;t&3g$iU1IC53Vo#tv-t-`<$~4E07CamuNag;^mT7HHZ>Z?r4^#=uAM z;*_gN;n#ZHl#L}9fAuUGS}fU1kYj?00~e!?$m-F;|5{^*jtioY-%A5{E> z*W?w9%PY+2k~&nM;uw%&Pr5t%W}iKtYXN@{qAwL}!^XLPup>)*9D)C5ia;Dj{NCwN51F6;R+;Jm=hb0UV?EomsmHslT# z(AC}!LzUYbac}+%d1^TRT^6I^SCwf2&XVIXlq?uZ7z`y1h7t!u$%CN;!cY=nD3LIf zOc+Wi3?&tY5(`7gg`ot)P?BLN(J+*37)m${B^`zm4@1d^spP{{@?k3ZFqM3mN@?k0Yu$6q+NnX2 z@?k6au$6q+Nx)k`G78hoj`fQS#v^`EZncI7&VoB_EEG53gw|?5UCuN6CkySl;TzI>gd4+KHBU#<@igSnK+K5!}$;*F}J2bCgY{XT)HE~_{lH!8=!aUHDF_ib< zZbicp#`PYXm%Je0HfuX_rT^`Puh}+&FKK$k8?zJm%YT11c+mCMRsN%azdZL}Tx#Jj zFTTPIfPjE(SkJuT$bhUKow6fYT}Hvd>!5x+!oNhEH%MI9ulvv&^M(~i1ccmWR4n4z zXYUyuiwcUy^t>r|Sf2dnPI)78OA3l}I(LY8-T|%(Ot+kqWH@zg$tZY_QF$L?*iKlN zNUZ#?te)^P1&vO$(tiv=| zVz_K!niUmlQ=`R%Xlpd-W@`oh;GEMe|+nowgJO{)12Egp^0JjbJ;YWE@_5GGH%SMGe)X~LBW z(_&Gf&NUjqIHnOl$79mOhwnvHqR(?Y9u=lZyDl!wmqxRN$u$uaHR$RCp+I7-(*J#oV z>onp&1ZBcK3ttCMP3OP3Z3?xlU1tkZ9Hu!@=1F)`^bRM^JPD76))FUSFfAcmkMMip zWe|^}sGeySf18^SE|&JZ1b;^&CM!d3krU6aR*Taa%NCpu^lMEVh=|XGIb4Uge zaFYxgNNv&hkYm+l6~h44F!1ld)?NC>w#d>tZReccR1r!;@2O?uKmG)m(`#7OsA z68;Fk7ZD=gD}77tI#+~rVOk0s1wcWBw%TkQ$hYcv^> z=rq!GhLa$F!*EUVRX`J=MfiEH3`fJX1luSh5ha}sfJB6#+P$p9glgyOr2ikf*Nn#L z+svpz{9;Bek_9uGAiD}0joE}~>0>dm9J-u?Mm~cXlP9@^#|+d@mk$6v#4lzXU#HC# z03fnGpowrc{0;*S2hmIs?rYbXWEs%fm5CK|qSHf!HdtC{cX*5T`NMRcM;uJKV(}Y3s0>C};!$2cjW+o6J zY45e75)uuK1vHvdXj9TdRxC>V0vh=nh*C&TS}~ix4K(t10YHlIK0Lm7oYupN8{`jJ zc&#oAh$Q*j;t2smh2H^ZK$m^Q(L83u;xPlQrZK~=>UtdDDCtQH2r}O*VW#l-OpdoK zupg~2>}m=c`2rAM0j-AL0TI-B95X=r1z;`NE%7*=pFtx(8^ErB2E*@lWZFQdk)8wy zOnMR)K!8KqyXgsHgb!jbOS84td?B`es_H&>n$!-Clra6V`6!3NE z+W=e(h*qc3_<&@Ptp&(Ua}OHXRXb(~m_Gat*wqv?if5qOiSO+cb`>=8!vL-mUIJDl zy9yfN3;^OO7Pnznb(;(t`I7+c3G=WKe$d<_3#9X!ZCV0Y4bK(qY6=?9DY7oKmMQEi z5Ixd4w#7OJ8kYDTCY0wC*$G`o*igl~%z#GmhmCNR?sZt_K=euH*g)}hnLz@B@GBer z9cli6tkYV$taEI@%DSu~8Nz%IyGrYe%V>QQmcU)Z>kIXw-|OHC{ay#Slzy)hg>-4p z1C8t|AO(sC9oSW!UqB;033Q0`q?5v~f+o^pp>M;Cl1wAnL;M07#jwygIvyKEVu)-l zXgof{AY27WB$|8BNRK;+YiVADv#fs`va~vHAR$G1(t%y2wX~w7Cy~4&nHDBW*OQ>} zoLVmFNe7Bemo3l;dv$C8V*0niuBM=gG-G&u!5p;aVt{m=Or>h~I?VU5t29^0j_JAt zhklW*MRJb$-gU`;aS||k`uO0&(Oe;vB)LRftIrFPezYDy`3WmUQjq*LGz_MB294$! zYK`U@=rj3~pz-(+*Xr|!X(rw70`}I|4bdvestdP7mj%#hPGJEED@B7C;(O4@f5A!; zP6)J)=h;Z`JR{(zHA3ZtzP?DBk}koB$qz#^mEt_m$hSrMh`$34r7pif7sNukw&EV0#eZD6wnvVGiWr=fWv5>ktHE)7&NjoiCC0$B0_eG zu@f=&$ML!J9SMYfI=_HMbDBWqnLd9&&B*S9Ms_~|msMX6c%p>#F$$V)&p{*n1vJW0A<-7q=NUALg+L?UThMeL1T^x! zkr9sTafP7ib_O(A;urLrKqE{`(DZo*x<-BpXoRB+nx1z7O_pSZ-wT&ZTO)uu0OG>3 z1)40&)b4fkSP0i4i9z=!bbARz(9~sB&~!f=G+9;`elOIJrZ=F8qoNEzBAI z%dg04Tx$9b?7-4>i2(uD*B2y^!OLFxE}w4Cbyh~=Kv4|eFr{`)*R_oT3^&Q60ZTU zqxA&_m4c>YkukuIdQ1$OMYczjveQ_ALFsFWN+I%_K-1%26nU6rdw{+WZ-{aq{X4*t z@>}@vcai>0<^4rR!bPM)CLn$I`uMFPehJybBD9 z<^|v@%^$#58VfKe;wxZKx_&_&l#c5m?4i0tAu+@opb>8%?MJ+U&68vsLDTbKBD5kK z506#P|Kd8vphUVt|2Aa($ZrCT<`ga=@dntL^b2U@Qv+tD_!4zcWP3m(y#`Z8{+|Vf zrLQk&JU$4&zP^Zh$i{<4yo>5~{tmo^=Fg)1FTz^N|HiN>mGlc}dd&&0qnZ=YAefqL zfyTTciW2nefI;ax4AlpOH=z!S{6CSl(q#rTJ*N%;Dn_vZGBL~>z@TU>NFdQ#0)wLO z00yP&PSinBdI8xI=sE+mz{1C`js8=w(y zpcIF&2cVs#UqB-)5^P2BB{I0g8=w(ypj?1>12s?NH-ScY6CfF~@o*=}ZxXdpI;|3`*xU)IpK$K^>HyyA#!?U`H$ml4d@>}y#ssp zblHc8N%{pe@|!SK6kj4kN|-8WgsFAFGGyaHqu52%LDBrd#Or*8YJQ$mxUBk`1BoP^DC(f-dFU9U z^8u_m@djwbyP^(?<`2*-KM$*^`K)MAL4Jv-gQDkQnu*tJT&O<}7!=JPFen-elq~T9 zFerKl>Y(^}?3ai-DB^J}CcOi7P{bPuqv$(O2Sv{VEI{)I42o%-4?s4La5GT{rSrI` zgVM($>Y()b6LnDfcZfPDdLGiX`uvGHD5i0pf~bSi=MObcq+dYe@rh)N#v7szDg}*r z7f=Cz2QVm|H$)v2eFs2QecePIl+Mqh4vL-!42tF+*f3uw+u4NlGqNOPFB7n}^u1tI zS~sL(Xng@)GmSA-pr^#UaP`R7Lo`Ev6RQ6RdjLC=enI^e*~SFQ4`_UVC<60bJSI24 z0Id^M!_%T7(E|mt;x)19QaGXromP^6p>60DNbj__;@PpQ+h@CR!|WK3WnbONwA;4_ vG-Gv4WVem{@0ZA4F+KAq~4Ml}0J delta 2432 zcmai0c{o&iA8*c7G^z0#5jQ%d$<~;2W-;RqS!SllkapWO)-v@DGeanvNQq3AiKFYj zMd~Kn+>uC@q^oR~mfNKysxeAewnx_9q2B7|kM}&!dCqtHeLvsj^Lw7t`OA{dSX64U z3Pgt>3LP#g*HObj^sNwNMWI{4vgc}TsBd)X?WK%wRTXTC)GU7yiYE1i*NAtxr#z*q z9~`~U09NyvRKN?zQ{o_Ov4PysWaN2DK%vc-9%onF6Oi8M&EPo9WXc-*GL# zz=`0j9`G+`Z*Au-H||Vnog2XIN9J>kgu~EZ{jAf8%{9e_oa(4}Vz2mQZ3UKB?be^R z4z{l_JJiEF)MU4HcOtD0596D-yB`ZYjJW&M`Zm&T4_?VbyFS9GHiIYZhlVQ8$Kl~GgE|2$aL1{+lC<6Q**z`0p%SVOk%(L?oh6Zox2689@``1+~ z>5hYW1)0+y;nTbCi4(UQE-E0lWW{N(JFCJS?TSk6;dqlr4!G6$+=ceDc_u@W1VKjtEoSG4y0~p( zUb)8Yr3vp6cvpz^MX&EysFt+rdy~=bA{`4L*;6}XfEeydW+Zt?hUbFbtSfo^q==9|Hw75Sym|+L`3uITIZ!P znSM8hBpr;}5%Rs>jCn_!6+(MTN9oC^2}{CIy`{0cfz^+y31MCU_6E0OQGiont;m{S zd_l*r>xJNQk~m(iCox^8%Go+{{>pr7lqYcLo=;_w){sG)m9_>ZdiVu*anbGlsH#?e zxCiPo=#w`*Suj{+zve@w{fCZYgJlhId9vlBq|vwq7vJ=n8;$8#Rtk1rcOmpA`@`17 z-qP!D`x?2Yt@Bdi02hrlTwj~^*OW8(Cx@lcOZV+JUA9Sj4Xx)vJ#Y~wm@rcmp(*T# zk9Iw_ec2!%U(v^X_k7h2t;TR2w_T$jM+|fMOFElRb;X5VM}E}Ggr7avxpgotPsV7N zXt9)UwfTtRSO3(3q;&!~97qI1{CF6MNT*{0`2jPswDqD6iYU$Xi#LLl?#&nwv~URF zhXwM(M4;uY#m44;!4NE!U||3v$*QrDhFTEmb3z)G`XwQR2sWc|(i)11IK9E;4pE&o zI?N5Q07xK;QUevrjR_ebcV&&f#3nk1B{GA=fvG28lhH?mp z`JvdRo|}g)h^+$&R}mn6}^Gm7Tr8?ImmDVYd~RJa6m!M(@~gYn%}ukdRv1`QBoW zxvS4{&QF1btN$MIKALh-ykSj2Q;07OTU#{pewq19rG4k zI2AOk2~%c?p`?myc-Y=xexL}15Kk4fDU0}-5e&u*k=RNifuBVx2+ufY3C5;_@E5kR zNgxb=@lZfzjU6gz2LOT*164Fls$eWZcB!Iq>%XlDnyGe%zYK;FCRiv610mX{Bo@xT zU$w7YL<$3gFhmfhBJWhuzlwq6x!TI$aLD*0zE%<3{i;m zIUp2>J_m$CA}S~TPhbj}Hm5rZ4W=Wd9JC$)laaqT=oP_4I?bN!KxDC%FHC~yR3?!{ yBSI7=O*vQ=%LZi7{$Ggq441Y9?+;XN52M_uD9l$FHoMQ6|11(_^=g(Y8}nay;k6b3