From acd95f17c136e8be3bd98e249efebfbf80522920 Mon Sep 17 00:00:00 2001 From: viktorht Date: Thu, 21 Nov 2024 10:02:43 +0100 Subject: [PATCH] Fit growth rate using gaussian process --- .../figures/realworld_gaussian_process.jpg | Bin 0 -> 186622 bytes .../notebooks/article_real_world_data.ipynb | 1041 +++++++++++++++++ 2 files changed, 1041 insertions(+) create mode 100644 article/figures/realworld_gaussian_process.jpg create mode 100644 article/notebooks/article_real_world_data.ipynb diff --git a/article/figures/realworld_gaussian_process.jpg b/article/figures/realworld_gaussian_process.jpg new file mode 100644 index 0000000000000000000000000000000000000000..f1369d06fbf0d66aa2b5e6241a34de5d22b933da GIT binary patch literal 186622 zcmeFa2UJvBnmv9AQj!(PsSps9Ac7#7B0NMuvSb7m$pVryg&-hVKv0p4XPudw=^oTufZd16P#pE8Yii zzy}Ww4**n-xU=2^_Sof5)zUSlhBfq(h6K>ye{zHeq6KwS1(^m zh4|s&umZSOaqzC!-!R0si#B!NtSBL;$%=NJI>tPi*L6b$DcSY#cH1eR5%OX?bOJ zZGB@CwYPt8cyx?DIsLU?H~`)syY=Uu{nW3kV83wj@$v8>zxE3U*9~lVSMe`h=O>_$ z(SSU4xW+2*>N2HlbXsXEA=_O|B-Jy=AtGva!G#;BU%U2)p8b6t^Z!jf`*X+svtN?{ z2_6o3^YE?$FyQ#~X1X8I@9p<%@cS6}eGL3Q2L4Zt0Rf>X%5{1OeO0-sIeMBc!9|zt zyHhNh=*y5Vr@MHE!8e2ZaRtPmHr!r>8-7iz^6y^dqDht93=V0caChsRyR0= zgBR>Ce`OgL(p#)$W1STeP>lSp4S_~-XVgZgRVF-A*?yyUb60x9L=4YE6r*KJ}A9FpE$(tYKkoLT+YXzIZlkzJbQ=mpSH`U)Lw z>{n2f78h`f4xiDV`@xgfpBT^RmCf;A6XuAD>mgCYeDbn*P-+bZvw*~`uQVMFbzFp+j$nMG1+@~f6Kb&}s=6fRBQ z=X6Ka;B6#^Bi>*X(JBij5O0yjQRnsB&zmA2#NEEl$s>ImXa1=tR0%j{qA?i3$bFW{ z+i-(gmet^Q-tJPFxS>XZ!x%8CeL9aNf%mWv!lyr701A?>2saIV{Q);|+n~#n3R0mN zoClORA&YQEcehqlhK=Vt*B>n3Uiuj;FsD7b7Uk4wx(=hk&@3_>lva*;fBHx^F}%tV z=5avcK2YUo)7wO2$&XP(C08$A0M}%1FNCVIR=r=1a(W)fR+sK~$8%ZN3}vy99OyM) zzoVu!yz|0^Ns8@dq0N=>2VuS3mjLKH3h`wk;4pN>+iS5J*%Xxi6;@#*yhr?4Y{K#R z#~KK8SYk?xTR}>I@vW3j7pObAwHY}05t2;zX;CVB z5q51xg)#o&xPeM~OFv6Equ}dT5q+nQk~eV&+GZ&1$uRaP>W?nY2wja0s~a8Lj>fus z>`n*MU5&F%E<;i`(B_CGw>J{Xyrb<8o693FGfH=c1-`zbo3ldS6qO>N=7kWAz+l=u;MG`j`N;V=c8I$`TJ8|J`5i$_yRbfeSZM}s~5nc zCEk!_vDgI=xQ4s{umKboz&zs|Mg@v&z(Oy8!Dl8IJn$BUq>{_0H*8^PQra(oQxfG1 zz|RSe5`?$yqv02TOb8rFW{>6YlcWyaFGd@~$uEF)em*Qt-v!VybO8_#EL;HR1UJB$ zB-)Hl01gbe`_aOoD{VP+;)m~>={&#bm<MG})TELn{~m>ZU$=f=P=ALYzk{}a2+T#GH|8(V(HHb>^WMPbOEX8w z3*4f%)O;kWp#Ie-LhA1e^(Q}6FM!yxnhU^J?fgb@8uwbGI9B!R()kJOAl^^vb$aMc zp!j3)Oa(jy0Y~QA@!kIMocCx-Z(g_3*aIh|Yi2eBPeR!G_yVBqbt3n7*?7@Q{BER( zp0!c#@)YfHpNIYSL=_wvX2bJIYUXJ02KM-U$qUTgRo@Dn9`u?vI@-aMv^jEn*ZBuo zL)cM9mOR7mnqP+~lP9k9fT{7u{0-!uJD;ivagEQ->w8n^FpJeW?6^}3GT)ci@E+2) zOo%k)`5EP`9rlwe{a*3+!d>!Up$f-2bHfV$$f>X1bE!(e(PpGOYpwqS&WIa9@;6a+ zEBb2qS3E;w@;1dHl4G;ga!jUgG=9EptZy`b^8%2pAA|(B2gr?K3Efk$6eeWc)9&UQ zZIAWK85LsNs@L|K?Se&5(%;yaKqa)B)Wp@0K`ETm13W&GB(I_A0YCPo^o5F}jJfun z-PLm!S9`x|7bJ%Xf9<-SdWPxEUq2ma8Mp?wTYqLaKr~Zh_{sdmiEn6kDRv7BnZ}!~ zn7KEgF!E&N;LN$YqFOq-BLGL?`e52KJw_Kd)8Lf+px_2E6X5EO#JH&RG0R#5y#=yf*c#t5K`tZSSi2g?DTY+v*mZ+#|j$)+kF~ zobex-FEee~BPEi{L?#2Ur>uSw-A7i@krBmRPNjCNPY=1iV`Urr8v>48ho6@td1upD zMb^@UQ)^XPT%dXSKM%nzJWRlqTLYRDq^ zyaguaF*mkO?E=U!Zlv}TEk^4mlUx94h6*676ubb4U<=0Xcd>!CAZrCiFx;8xzn}B_ z_4$2l{5~)KkHv&FjLWb41k;Iq5rhT-617x z*zUA60JKUdvTHs5u&h8wmZkR!-;FWh=oDoVegW*MW0@`h#4&a($WM|6OSKjNTh{?~ zK_n@xE$ZhuzG0b4X7l?wzh9r<$Hrf*-@ng`|MPL9A$w^qu!5AhjozgzHbZaX+wlUu zvO5)Rar_$os}UAo?H?{nCKbV$5PFmI*C2D1?~!J1w#5A|4YXX%!9(WeahsqIg0Z#5 zd%2dtuYB=uG(11lY%q%a(KzoaGU^Ra#S~RFF^^UZv0`nA{h@6aQDkF&zbP7q663p8 z9dfP1^UgSJj9mj_=If4xhsarjb8#9Ni^*F&Iin65?{BKnY#n*V<#$k1`o(DPk79Sc zEE=`Z_47=+-IF?>Y%-1X+m1#mBJGmiUD0K<)hWK8?sxaV5Hf-h&)z^t88$Y4eyLa; z_bi8Ui7mQ2)8oLF?7YdL7h zA|is-ketFjsB2DTnk0l;>IJ+kRM>MNl6%~nZ9xUrn#>fSFcLsJ_&!GWY`Au_``{F~ zWH%&z$q6ff3=EE_fD8-KaYPDiu__WjjSH4rcV~ZcdWw*d2h@iuY{er^IiR!&+7`I1OO4esX4|tLmdq*Ivrc_Ir;z>3%}fr=9|$cP478hs zC0`$5A8|3E+Mv;KykgAZ3cPg`lO@+MM#%&2IK;U!yR7#E(+YUG1JPicE0r93aGxZ3gdgIOAVgS$!I%mtDT_gd1+3gcI-=%;<|Mj z(o}+d_eKg6kl8X2EL~%p?Cp2`3|O6 z@uV3+>M?M_UZ;ER3^LyPjh?(7h@TDslp6AXyJ_=2{lPZGH>dg-(QA9Xnie8pEAB4g z(&@fZ-S*>6(+wG?#S})P?|1i)Y%DB@w`I#xVGjo(H5w-3=qM%BkJbf(O4CKF!w9x- zgo3)_p}CTH*G>IA?KH`JM2a1eUCs83QKWh{I(eGhH38e4HyAQ*do8?z1_Cx3@-KZQ zkh*U$8ab2GmQ8#OL#&~!QIzDYAq=9^t~EQIfZIFWunV9q1GRQe#jA_Of^f8(I|`|c z&f8z&@q}PF=({q^vZn9OC?OnA9C=LKsd!{G(I(!5kP%8jnd`IqX%+>ihM)XMA_~|nI>YkW4@<~2!MmKE zN%490O9?k~>~?oRIj_DxL4zb*f|T6F#MEruz^#6%L*{aV{4d;jVxgU<#Br?Y{A>7vhSc>O$gxRh<#@q)BQ z9mTJZr)_mg=%d6JVZjw6`6>%c;;JLzZB)WebV(uoBD$Jl%;}AA#nGM0Le>$ja-SoF z2G3A3`f0My*0&45(*A^F2tFapcYbLdZ!G;8iY>VyHBl>11hzEGcMRFf1$9X(GOb+dK0hr94>Cgj5dH)uUtvvevbiu}Z%CQmcfddc0fb=Sr z_&_%wlLJ__?&!2QSgXC#qI?n!gm*_XjGirnU+{t7`b5!TgF9&htDb@es z?Oz#d{+@XBTh2kaM9@tvJbIoYqgnvH3c?7Ng7M+1=P?2`{kY4Z*-4?JiLHKY+=k(% zz#FHjs9Z@@!kRN|Cv4AoS@!bR7`DJ3Cfgw0c+&6o_FyUq@?$7c0F|U)!l?z}w(LEO1 zS`OM(2>e7ZfWM^8zmZ1QszKfNRguiE5!KI?-EQlQkKUu#!G?;bY)Yq+2_L;e-N+2~ zhnEQF&sl3;zZ#iOf9F~ENF3m~ziv~EHc2-^do47DWgFj8jtj|*X2_#sO0ha-C`Icg zc?%;sG8bpuu+)$UC!VsB_^)GKINdXjjc?&Z$D2Oq{eMVAfZbp~2YPeQ_i5>|6SBNM zVL6U#dIUWlf(CjNZ~s^ruO4(Er!exj7&Y5VcU}H4i0PKvRfSLInN%>BOPPEBDkqNowpu1Oloo}>#)b0LDVJtq25Z*&hPE;xhG&E&T83RfZ z#=$3{dr%y2SrjZ#g32ljlrXeLSpq*t7qxw%3gEZnr^72YLJSp!vF^B#WS7!WR^Y7q z5}`-Z(dAl?IrheFIUl)BzU^;~o;ph_k+OdVsZ#MYbBFFwr5or+Ks(|?c@L=*+u5Tr z1!#u2Nbw?asii^PDof!qYh$JnzE#@z)!|!-ru8hGCxZlm9@U*D!4&AaSyEGlk2@Hd z>>}HV2ag`$Ow+*HzApl^ zA(UMO_IPBdVIQ{Jk(c68dscAAjl9F*tthFz{e z<1fNIO5Q%2jy_IFb_@4zIp}752}p{|4!yvLryE$&dkRcWW_6HFh3qOyeU5?C4}oG1 z_geF$99B+>_7AxPLhf~?lOIQKFMziLL9kyfb+SspDMgK1cy+NUGQ-Hdhn!V`oH>d$ z-}g1b%?Q#}uTzIsDR@n1iOJ>PzVQ(IF_mZzw;*O@K{biXkA71>3+}W^iG9E=w|E|7 z;?0fFXyFivHqHg~5EU)osNks=PSGp|Dd?zXQ4 zEt}KHVhKCGI0lu?ZR_k$Upcr4hV9}^VMYWQ{3)BRW)nkq(i`Z{+;sR#XWVytj)tI5Q6x(9bA>8g%NUH68G`J5L{M568Q z?elzc;t}a5?3Od`EwU6d2@xF0-aHC(vD6cd`0y%v5GhkkjE-1fg0!VvkszpJPK>v4 z@Xb<>?5lrKYWm~arX}9G!N0>=*N%F0%PB*G$Jfy@L(-iE8&qW${WRjUQ=o>i&!UQ1 zk%gs34VH&FV7SI%qGlm?u2`-b@3nhq{JPVZeT6Hbtbt9NrSn7wCWMxIR$|8AWhkUX zB&F%FpAkX}Dw5`-i!~n|a~wmxQVb3Z+Hb}w4mswIt=lJbffJ=YeU!Va*^2yxLa_Oa zkPjOc(-_}i^XvGFW&^E(B{5(;t>qq*D4*bkFAYOaSDU|P<`n+EStdenQph=#4tX;1(WOLRjpAfAyTzhIRn6sK99_aGC%mG zK93#L9Fm5LqjA(a)FKnIL(ML23myr`MR#NNUwbj)&S@8?gOgp<9*QnoYfWa3(y1OX zRL5Oli>G40^7@`33*(blqt9wSz%2&|g_=&B&y7W;SNSPz2TJF#R9lCdDtu}QCie`9 zbz{$Vh+=q_Ur^(_bPFXCH%A-5X~C=H1*leGR1K0#Q0f`01nMYubxUE+bFr6m0&ku6Bex>` zTqGSjJzYTa^nwY|Ml$(e+HggV>o1875yvaOyWO?0Y?;oNDU`mneFdsbw~)2>n%F8? zAO7O{DWXwyd#Uut;8C$ox}N|>WU?LY+FE%KD5Q1eOsUN=t+_kPq01?fTQl?~UIMB+ zf~SEnO(Ad2P|e}mG!G6-*LIv~@`I%np?$YblQ)xYQN;&gVZ`G3E@ir8oKx}Bk5K;b zdJ{tpX=bg33m{62=8el46Z4$X=(B`94GM`*_i`os=^ObTjT9b6aO|tpYmOhkY!JXf z*x-^$p5%kKzn_^3bvqjg(`!Z^hd6J2JP274Xm!91hz+-Y`1UdjN%-=!lqDF$CX{xq z0$Kc8u(z^YprHD0f10N=ufJ^S@}8rr$l)og<@MS(of3*X7I}3+5TxK+Lm3Kl)kclH_>jtR3q1dUkG|>KGbP%h!NDZt52)4KvoZA{a!oZuD1q~oAMiC)VedZuguxgCsaJ+Cn$@4LSIi|p$(bcd1`fI+E=*8P}FvPa&X z21Nz6A9VjFr_#x?C@}!#gU_(TK6sq6#(#MYGI_Al;~(9AhW~X2KZioV=>oumEyrw_ z91g?J=?~W{*G&H6`wBnbT+_LwmdtNqGsL3u}>N^`x(oa~Msi5K$)km)cB9edgoqgP2gI(?UE z8$)#gZ0V+ZOT}m+E)&xN;)=UCv{-XLangHjlJ~mAE&E;fRQY3d*8fza`SaEKr!5?R zOXU84zW>v_{5KRWKAS(%{Pr^Sc><81JC~JY%G)0IHFuJ5)4^EF#ff*Oy_fsFxoFQ1 z17o()l~Ex@nP;rwaoPvCCCmHa(Vy8?O?OQAKP+a3=5OD65tZ4C9BS7*Iuz#7)0^4! z{7@e3H_fb&CJ84xBqe{K!rUSK`EIga)QWx+9dg8qecI@b)x^uYi58;>W#d_5Vn#{9 zy5!q;skjdL2Eh=sEsFcsfbP4^UxGeANq+=Z62uQhHkdqv(EsxKpOS3m{>elnG>i~J zkz*CRLtxtsFsz>?UJ9BHbQ!%@0zXkK2tg6W^2K6*b?6_DJpV2v%O$!NI!PUGK}dhd z;m2NlYjoRAFv)mc@x{LUO<;#kgb^3=Qr>o}nS$qq8FkgC1kH&CEH~uU%Q~m58*!XLA)&K@fJ;o?!!V#dLePDw~MjkbunM^v;89@AUTkj# z{m9ye<0$!x#kX=5h8&tD2OSc2wV>w`9HvVZINOxEA1qCn8u%AUU3(u?l#C58?rKol z^6=y1pGIF7!EleP|7AQWZBSTjyw;|pF|+l)*NP;fl<>Y|U-&84~>S2>kH9r(82=UB7ancO zo19F@o47NSy8KIg%$BnRp`C}WpJ-w|6jv1LEorCMCZ2okw+P~l3~3k|wR+f4^;Pr; zQslTVN0b$0zm?hLDk?9SaEB|_j0uScR#&`o6R%zecGaZC2QQs+L)w^mM;feB74kRI zwL?C1p}y8UcNk^v&RO;xKLn_vy%vkfHp)GOPmkW)@EvnDM3675XrSf-%~0-*s!h!WKTfR7IsJk*4&&>LcFvjiph zSh2ygrXgs>cE>0Yaw$ZlpEBUBn~x*T0hJ^4iiDO!s+GFl#sdz-p}tgawjB2R78pX! zWO{Z+Dov0BpcwlDU*A0f#i%(&mqq;LzELpVx^^?yK8yg}+wR#M@&jYLDCyWWzWZ=; zBVOyFuz_K~Xymu)HPp5xE|~c@EPTEtb$9qM!uT*tBsht>U%egR~nn@wDvoFD1(pwhxL4*Xy!R9|`O}#0D48sXtBn1{CFKZPtsW;JLXg$_DT*$O`d zjSPweSqNXb22&fQdi`of7p_N6h}BcwnptB*t0O1l$KT!>$_6gS%LQsPDGKd(PR(K5 z(7}{CJv_|R!&9W!X}`wyTmU{OKXIIGN1RF@NxpJ#xL0(5cXR_#pvaTErE2i&E_A zAf)6*T>2g7sz5zQI#VDtxyiP{{+jn?lziv~V5OYvZnqP)`$=3W+>Sx$MCWpaM<|9gOx#1uhiP6{Ac7xZ}`?Xw+rIT zpq+Fcd$k*w7o_q{@n(F;!BTuBguePxEOwsOy!=TXlz1*TAJ7yHr5zX{)m`#;)JiAit zlo+)JdLg{#XlBu%{bj8)K_xP|*Ehw2y6nfS#6-2lsz`V5$slA{@V6w9{{cTk)rSt~ zjJE858i5~+)9=w;C61629GdEQ{&DQ8XE`I$UWEChn(lrc;Rt% zK!x&$qAB%S*_4^3V%jAnM*|4~y?b6!rQCG)Gq%9bIU{0Q#I%B2+SS!YHxeMTn*c!GLwkNazFBismp+B9U*{|?=WnKW7fFk%7 z$fengY0mD#yPHFr=c=%pgODZ=x8t;8%DeW`dq86`e569Qbhd+gBCEf@QRY6nhL@m74v$zt7YNc`DNBJDK0@mWOE0{n%zLzmAmJA(k2)$ zsy^R=FagY6j)&Ve8xQrdyOi)dqd1$Dv5O|88_7IFoWm}9_*Hx1{vwuB<+rxM5+lR3 zLhJmT&3m5rlcdsejQ&u@rud&_Y?e|i<5Gm~Z_zd#S%$@=M*LpN6`J0qDGeDTDIdj| z6-+)xcNcnlqI5s;B|V+rkus)9a{_DCd@qwXfBSv`RQXD|XFoT#OIctNlM5lje4A|w zk`;GW_rY3$447AU9uWdtpg<`Kxce^jexJ=tDqTKb!1k+sYkagPwuiHOYWKm20c?*#~YEL0Szyl!Oh!rwjj5OuT6;M7$2T9!SU>^r+8y zmKgjE*V^ZfNUA_fjIv%cjq`>OEHL4K|CU80Rif#zur4e;0mwxvQ3Wq>gg9*#<>66h%lw#|cx>|wVa*mtpGuW>W!1>1!bG zJ>as0qi+X;IpZRWdAlTz6lA%Y6=nWoMcyv*v}cf2N@!Ojy`Mz>!diRrwmmgE?*h<8 z9)`bE%sH8qh+yPf>0*{8dGfs5Pb*T~Q#TJpM^sC`BIxFYvpEu*Qyv|IlG^x58#A{` z9K0*K?7JJuhud*K>ngz7KO}MXmwLqCHvRt9`C0V^*7_4%k)IQBREzMs5+Xp)jDfQz z?P#LKh@axGo|#c$onyK^i^zvA6Z4Ci#cYwvg&aqddPSKp_b#3EKafgqG#;H%>|scU71pTfeKn!$x$T|*g?(iuwq0O(!!mFBKWmxyO) zx??x|=^AQG*P`Fztn-hEwDsRgahcj#@6RH7G3*$#uXF zv?@)`_QAeEQ^_q0)(_9=ZM7?MD!m}1kKT@lIR-tE?)hpVLFTEsZs1&ZKfp9w&HcFC zP`Xs|n_tkoR}tOpd%jsUjp7UT6H;78?o($L-}aO5pFzJnL~K<5__2f79fYJdly<2r zvZlFCrbP-f*Dz-Xs1=!ZCzFPCOEJ+utS)sq23|j520gjN^d}Vv!Qm%e3B81 zkC9dD0{ge{ChSEp>v*uEh;iQA*M}Nlc5SxO4=vnB;-&A8;d_=!klSZ^sReJZj5G*m zP7GkHCWmjDoUcfeZ*uz~Em~E$+db>H3^Fm3{dp0q?6J2;6|hIsF@3vgO?Qpcq%S$Z zu438r+=&&YU8k+9iR25jJX3yDr$-@DcNJ{)62LqluZ`izVT7D&sMi+mLyD4(jcAOX zMEHROm>?d&#c+M-oSA*Lh?X#`MH|(wKKCwkW0Jzq4@@nBAj)^1|v>nnR zyMHYnRy1y2iXxsxSIb7Jl_EHYGL-{AOiP3L>VkX7-qvYyBF1rJSLh-X!2L+BS>zLDpg$ ztW5Re3en5vgdJE)rX#FErkFK9Iz5UezktI+zRTWp0rwGz4yo&7s|cazPf!)9I|@v+yX>V*AzhMU z^uTTd+vj_)7D(BYyglNpqPsa@O_X-$PKJVi$_4)W3Yt&dqfCO8%AZGS3#+>3MJk<* z_FG?djQ^4&-><~&MBXhtEQm7rWtoNU1@oFH)}+v3d0X|8GSBezgXeK!qMM3+)@UbL z>||nn(?kYKq7zn)YA=pcqWh{DGGp^r8=Wunk3|cO1(n-3$|F%3IFYWga}c_sd2=}8=FMMD^2W?`>@-2YeWd{S<&Qe#Pr_xf+0WW0a76s)Iuq-^ zS#r{_gr&*$gRkF$VR1o3@rV7sMp|G8l%VY$2P_Ntb%(L_ViAxSZ_GnaiPXTY!(#rh zb=U!t{QMFazFHJvzwQa<$sIf-#fuj25bLap%i5&q@p##3dcP`KhUMC5I2lgS;vYV} zL{tZTRF`S~rp~Eu@WF<2xnPJbThA5qF!o!b?--Yuq>DIPeQD6m^MZ|!q3!XnjVT4r z(-$FU^`+rTum+nAuA6vCNbT;BU1##Uo#QVJtdniXZ{udVI#gf^+7XQo$*e;XUJj@L zl~KX(_T51m^TNc;sT8a@C;QY$wdUSF&q7KdGK^I~EJ%lz>%I(g+`?V=Yu!*%31yF5 zG?7Rp6UX+-wiz3jzylpk8Ihj$Tm52ZXN{CN^9EI6DBZ=d)@&Qsdy~|WWsvub1Z=gB zJ3mCWzrt)yVqj_C(Ka&WLkEZ4wl>V213Hq*P)9}1ErUm3xq(TC8ju3j)6=iYcQCuu z*b-woXl7=70-a@w0!?nN@6<1mGTbj26#V3K_hGfN*8>`BR_y2GhfmEadli3)@ol7p3_QP=3B-T4UG$0P5!EU`(^b3t56jIPq%5#dKr}0i`%x%qAJ2`~*0{@ycB+s}FQZcS zAqma&2D?msz2|o%WwJq!2#75&D?~}rphNeLTacZ3md6&nR=4nTw&|2{AN1h7JGXl8 zdkr0d($y(v=B*BsAL32%2ok`Ns@HX*=x~Uif4)>BbtVtUSy){Pd`InCTA+ixUn)<3 zpsnEtyRP*o9{Deqx&8;{@JqZ}T3|@A38~$t5$P$ujW{eVn9gi#UwINyc8QCS>9V~^ zTRn{F`+&>mj9&T_>{XqQNHa`A1B)tYf{u3QE99~q zqPJQGgw`#?=(%pT<+L#SmwI#B@)iZs_a>Hp8OQ<#HVohW0deWFEe>3r)>DnYXR`Gv zAi!U7t@vrUuS<22HEMmFz!j)HOFcM6yhVrUj;%GR=tqoZFx)IL&uVh&CuAEEkib@?f!iASB6Zohd=wGLc2b6+Z$ zr;W?uv{UVE6>`RSj<>Mj#kc9_x4m?;-RRR7D9PK{u12(O~;Trw`L6lNuWFR32~utJCu^q@a_!FY0^`-W7$`_9Xzf z8!_+3p1_tK2bym-u?$u4ah@4!mzV5Udze@yna+h<&`B(@?Nj2cRGW~^JwQ(_%qX;< zUa20Ouj=b4nP=@e8+3|IoX_4c?$MZo< zeR>R+{wOs@ai9Iio2~`)h=%=hPWEcEViG;6r1Wk|zaZ0kNDeIk=b9+8v#0&8aD1hD zthrrC17pSw&#f95BE+UwJmNT|6FWd?6{pw4qwZ(Txe`E;S71qZ&|&&^(J6h9gS^v* zp3`q+tDy_c3)jbkk*P81I7=q@Fm5;gmujhEg#ja&|(`ed-qSNZ-sMqVML{Rm9~9aO|5@NaZ&$o ztLGHu3rRS<0D`2LHxs%(tiO-P>c;oK@|)qhHGjrm%rnxUfa=u&?ViL8#2$rqY!vb= z$_}+^Eb~=1lM-4By)bID;}5y!8225!DtmWY2*YEeCvO$BnezHWKDVZ>yBetEe?jWE zm2?fi)yoSfc?%3INHg=DXQTG9uU`7<%we>llW-_(od&W3N?4t`^=6@9M4^yYlr{9fhe;Wu};mO6_dmvei4uxw8`;+d&X+qX>( zy?Wslcrj12Hi@_X&7-Zee~lzpVUkHXHFx{JoY~T4Zo=p4RltA z9L{Zj!M`#;z_NA@>V$|wNnMR7d3?Rocq{Xhc~J3ocL-FPd!}Nr!QT(Pe#ZV1$ufCmb^WXb4uud^OW;!HxI~! z_W00vRx&Q$fI>3BoY z>AlLam6*V4W({d3njk^L-p0o+3^_-vrnKvTD4t}$&EO`net7(qfm=idLgoX&a~C@@gORyxz z5p>lgpwrgNdA6768;~+yVs~h>brL2~7{8v|B^l__4zWw|=+t8HZFX=ZWZRqTPm+7S zdyKK}kAi3GS46mQ=qBa+t7$~0L_BNFo-vx{;ie;-IK#Mg+RM!6$9Jc=Q2Kt!Y;LPM za$Z6y@A4nT-9UE#xZNC9G0{9~pwx}9&cV7o#@Nm6^>>iFzK0DL%Fow><*kMe;wdj~ zVzq50_%gbWQ+aoXg%1RaWt?kv9v?nvx2Kj}Mg+YR9WRu|q5L)!s zvQ7ZrTL29i*cU`)u3rHATQ(;|l9_xf1edW(;|6jQ%g}{9?{-+W&vu>fc)>y?rXsNpr zFNNrf+1<(MnV1veo3d)z3k_-fE3PxvzzKhv zHgg`OnWX)+hJqH;oaDyT`{l%GxM95g$ZeQi>t1uwrrU9GZ^OeekkeH^$rw@7 z1b%i+o;Ndesxla>!+ncTjA(&3`B;I=0O@A+wGCl`6Gy{oW@4PANCG@uoL1m!z+rK^ zVBvjU6NR$TRD3x%Tvflr$xT|Y0|iZ@#gN|WsVd)NH@YTdm1kA;zsyz*i&NkHTHiJ7G11dct}3~XH?v*@Tg=A9`~a(b z5oy?G4NeP)R$GQHW8%v3A41${&X3EQZ?`A!)oP3>?npxwhm3!%O!1qf39dY2dN!v$ zYL?Ki!NvaRUMW)~b)x|&J{8!ib$T*K6--#soQB^qF^S<_H0|~A5pbv5bf?5Am#31` zA9ub0$Tx)PvvM8d!Rs2oH=2$s0Us}UDy>JOwg)~O`Q2AhOZ*5{Z%E=sf4S^43^>LU!(7f zm6xc)t|?ynMx${Ozpo(ZBYeL#c$It2ga~b;ge=9fnEk9>roiGz0ebpRNV5hL1cD; zjbl}6#7feH4&Fw;WU0PxA^jbv_i_e;W(L+*H|?x_SyN16J$R}%=U6SGMheYO=9>1R ziE9~gMg+ru;SZFjThHSzK?Vm;&wv{>%(SE_+^Y3Vd}4~RS$%o17S-XUxb4Hi`uUCs z+=8@^?-CevpOjdwgy<+b1XL$F4Q!q2YROX_@`r|&Nf~Q8x;>Sr)V};LK~#(Op$70U zK3i|m1$5EDyFE-u!gT42uFTq5G5)6`m4IiTM|IcE?Qwfx+D7imrh!qkij{M)O$Hs+ z0}|0SNl9tRd@#7b?p?A!CwdE?2Qz4kn{hvans_kE@x**r3p{n+mO)<1vZCgm-1u;c z*FEefnbMljFnR2M;G?rlUSTwu(fi8Jg!Y+KHb=E}a$MHb`lNjFN6Spxo$C)wAw^@f zbjOQDziqdMzk@XW!*+l9jRb?L8-1?xScu9ZLf?_-J+SW&i-*y#AKGM>53eP|no=)G zy-u_^EM|{!Z46cZ6xKuIA#SQQbzW>>b#MFiq|$a~{?z0awGE|1P3B=YV{_^&49=E>bXeJkC^ua;mY$Ra!N z-?ltLaPIZQ7#)Q2??ttrCLl&I3~UQORwiI;iQXw42UwTcT-k))kq<6@|7crzX^37J%D^F*)@klV;Q?DLNcoLMtW}gMD)12%-Zs2FX@|i!J^`Ka z5&1;kRwJD2#^x#EY? z3Wr7Gm%r(t{y*-{Ixfn!U-v^dDBX=HsdNuWgQU_hfPi#&mvjjTDBXy((kVG2l0!*% z3e1or<$2aRd+oE|wbz@Ub@o2{{Npf#A9Q9O=DzRWbzR?UKwag&@ePKuyxgAXp{@FB z^V+{Xh?;&8_0MgIo>4TRP7JJV#7953#XkEq4ARhCSTy=()X=}!r};R~PuZBGW-^y^ zu*-TQ_o!E_vBB4s^+GRWld9NlR!4Kex{PPJ24-n@TvXt%$wuKegEb%Uvd3DWfzKR^Y(Igt9!c(~YZ z;wIB)o3T-tqt-DWEnzhZ?UntG->+vfcoOnO7Wk5C8#w$u0tOB+({r1~`vF~~Dl~QW zjEc8WkfEO-9G(cEET=>GCkQq5+D7W$*fV0!4gr*fMd+;n%1K$&Elm>cwZVkI=$*ZL zOIogE(>bpA{snFKR~w0y?n5b$1}~^CgW9pyoMY;bC<0{RPRXl7uRB^kb`V~WZ@WFP zmJR6*4|$m)!jR*C_HTI~h#sIixg-6ZBd^7?^6oCKf})*-R$E;cM|>D!4qg#HT~BWh zcv`&+K_90$(2H?n&1Pq^Vtij682-rl$rbel0nrl^3TaqsrRfvbK)g!(Yqs?>_Kl_3C+_ zsLWoQk9|h>7^V!X<~=G?;&vPx8R-I-eQiK*eG znYXp%w(47H_&Toj_O{n>hp41JA*eHE})IfV^eJK00UrAn}0G9z;1u8 zgx4%=Bv;iEM_Zn(5%lI4@*NR9Ja3>Prd=+V7Ezjflk~1FdRmj}sqYSzQ5qH??<&d+ z`xE$R9I%_)2n>^G<5mQ)`=Ak070tIHy3uxURP+ElYP#=dbb?B%<)QagnMT;}4(M?oV3`}NUSrv`$1BQ$iJ8ZiZ7YaZRN&U9YTrn6^zNC#>R ze+ytjjKRJIpsaDq!32$n&6~cUlX%a$4&1sCA*?0+Li`SM$_#eJJg5UB0IQjFC{Q5= z{O^`KfT+wr2qhs(@Yb-0XBpggnef%xp8fLnhTr7IC6CG>_i9z4IXMg>kmw{yEdSyL z1%Q&E9i%L;3Z?8lgtbqATTTpuQ)0)E4GtN>coH%+@exhLMDIV;-s)t)InH=)Nq5H| zU{qOUQk+Yf2XCy^OFe{?B=vN7E`(Udm}~8sOa+&NBS4k`sIC4<5n~Ea=A}KGnOSS^ z6AR;-{sey`L}d8AaEp~-VwPS%T4TYudM6UM4KokX&(&=!lBsh6+#i#>8El&~&9D#J zoNtF98Gr%&rG&Nj8t2T1W_W2!F_)(E$r+vnwJ174e)3HA4N5iO<3tlTo~iF5*e%nX zI-H&!dnn8DfQ3DOg#=Otgdkt?~I;k5f4x`Z}1(*@C=vm@VH zI-kaSql^v}FrQ&5=w54=T^mU&vkkt}$&et`Gd-ppAROnTD><7^YYnn4&nNQwYk`A5 z|8e`)f%rq0_k3y~*IbFZ6d7l)?C&f|F3PtJ&^o@sX5O!h5gznx)3=L{BFVo7_sQIF z&|y8Xf1Cceh5a!0M?es>e(RSA$>h^nd>4A_*nspdz-aSws=UQEzC z$ExW$j0AsAsnXJ#V4SD~T)X@5I{g^EcN@SfTb=sm_j}o2?*Hi%LLm5GceYGs1EIPC zpHG)zWXuWsLTp)r7OWZ6dQYliH?HmBC-R8x+2BU{gP{H`UsLN>?921n8w`iIpxr8- z{LYVI$J09LOFq;3#gN2GKJ3fzr#fo9>fuTgT=hfGx9~)Wm-x218%XaDo_(tD_zNNI z{|g03a6{=;TP={kkmM*WD4*XQCr=A?uw<0@2|B9?nF-Kh{b3!e~?N0iHK z=j@juiX_CbeU|IlB#;sb3EPSx*)QcWY08FTw{p+@v$BmI(?+f+WFP(l|13qy%;I=b zNi^(lGHoLyE4)VLhMt(-8zAC)+AFLbRNDBxUEKd&G8@bx`Xn*@c+V!6N#0P5u`J5X zJH2wS=}NHBmpZUkWWUxdh`qzk(1tp(DDrK*EB&%Za7=YIRN-T-)`y29;Fu_l`~yR> zZVAQX+?NlRzq;!|=$q=sog_+@?`ygzg3zs#O6^C`g`VmUJNkV|jba-jRK6|jsEv=O z?rnkRrg?%h$H_!TC@61a`rTF3)xYn?KhsGDxLNRLO{t#`9vD4JdEb{DkAQA3bwrL# zaMC<$dKnNamRo!|ZflJZk4ody!*1#pxaTMTR|yJ#Dhc74_Z_z3`dZ}+w#NylESSZG zAyN+TyhNv4eB}xsBhv{Ub}bj!yfPIo?JEk#+;`p2HaxbI)Vo#^Q_D^F0O&)ar@dFC ziQ!}JUR1t_rbkq_v252~4GdVP27;u< z+Hq|0TiZWS-5X7HMvY8HOok|dh_nGN>P-K)86#xgN)o|*&IHtj{SBd4MJqrvOi1u| z^!*764`N0NL&bUn!ZL;B0_Bg%Rne1skdf#g?z z{0RzX2GYbHMdvQ?YTqf(?BE%tF65#=87T@BDZ82xDM9wAW#WKdwWlp;%I#_ct(g|o z6+$+vm$q+ur`@3JS|_g8s}`M!{2zMoVQau4~|ZWeUN0vy4rM>HyINCp}kPpQG!bZTV>7UEm-)Gouan6RCC#~Fgm&obkf@Dr*3J&YiClm5~fu?DMRX$K@5A;j>X^QGTfl|^+SM(1tXm_ zo&U@`z^l}hbf!UUb4#Ci(R1n3)v5aOg!`-2g?!}VC&n|Vy8UPrlr9MUxcZiM&)!31 zj$R)92H$|83YZ9?oP36NB?LY6c@NVKG`X& zO|nAWK!KLDj@B5;Tn^y)-ew?fN2&5T(wX2+)g!+|cQ8C&z?WJbk9xuC!hhj+k_t(Z z2WgF;`V*ijH^BskfF_wxuR`8E)2L1po1Ir8j^a?2}MXX zxXs|*Z45R3P_E0?slyHm5%aFe>ttH?nP0=$%5vom@yud*PK%+coENlKb`{Rx)md5? zB2fm^b&^O}z283MX6I8nS=2dO)nu4puyBtx!M>xzpitToTewjcgZuYG94NlV$9>cd*a=X^nNq& z{HIva``^)Z@`>#J{GH1ma~dq>@72h^x^@xCd}X?RJ%s1De^uYcef zmnZw4EArQt|G!Vv`6vA`7{KR4A8)K~E^bTH!~vJ(TEq9-St&ffO7KGuh#HipE)+8hu=y`C@7BWq$NhsNIRUCYPo%+?E z-&XudT!;*3JAJ&k_dAO9;Jz1A8GujprL&red?NYO_iY2rI{vUaCL&W#Ks13l%TGNoWpZ2(DyMzs%%{N!Px6Aw3wt;R(jB|CyKbLn3r zf&4$lnJa8*R#mlSPdzN$xEjMWjq%I_=%-(rPiVw7O2u!BPO2$=;vgY69~7NA%QYUR zV2vRzbu`HKGZQ=Ts!G}fTvDW@C0ngie8_T&m+iz3T0R`8BnPzm>Fma;;QKB|;tT~-d*;RhPA9#~v@L9Pb-UTNAh-6hatY zos2RPnd@Hj2fCLbLmlQ`q>Bn2`@K>Zy#(q*)BcvX<4>M3lj%K8R}#n?EF67HOE{FI zSsdG-ByA=G3h%}Yk%&9@h-HIgd>;zu%1n(R3Svn@I~!fsA2fGFV4cTJ>fW-p!UU9r zuq|nl-#%)g^0QP@pd{qu!$y+|Z$hfA z;4Nd>&Rn#9t>F1s{+YFzW4;k31@mwtoi!P%0Z_{65UL8WYZe4rx8GrmEkQgC;_I&H z6ej3Wnb#w-A&$292yz6`SRW=$+O|68vmN!@Y{9rJ7UXB!|xO^0hEJh|Ds+1T+;sz2>N?plVL1Q>Utdrd?nMH zTxXxibCuAom4J!pk6ETdT-SK-&_Om>8LQd@`Fze3x^nPosXZS&~hz$@Ng-T~RgG(>*)C`!(-Wz5wCbqY5DD@Fwi9 zL7Dz^tQBX36h?a^vIQ9L<|J(3IJ(+zK#ZEj7Y+twXoK;s^JGn?07GanNhiI%VP}i^ z+9>uyCG|nd%lrDgZ!leCB&<`gov@{5B|L$I#4T^YWBWkfzFghBlH$-3x97M@M-4b! zfmly2^~UNoF(lcaG>v=sOY)7~b+*NorT1G^zzjrIy#BXL4B4s}vSOdOn z(+AdLqX#=uIis}zYDLSG*>(<6RTf|jFBxcIkt!-TnK%7P8}P+4D)a*-9 zq!0BPhSW|%ZXqB9z2lHStZausO+mC`$|&l)PZIO`s_;^AD$Qpl8UdkhthMH;vfU7pT`|g zC-lbo<7o}4iMtfhhnHXa$BvCPT&a2YlKXvs!qU*(M3Mu&F=cqjJ{v|f(SFsFk-j8? zc)cVz>BN-uq>k6V0C23Si%D$IZ|4J$Cp2kdV3f-qb5^C;FBTkghSAv1s3$P~ZHlNqNJ|wJM^a-OC^T7o!s_Tq zORVxNB}-8&_iVw3;z{nJb$gE2kGJcM%INF6v0JB{KHybOxiHEliRzVS53wX}-`1$L zcQ(QD7dcU&U&6~vQ~j8PQrg&>n`5U*xW1Ap?i=%TtSPh-lFJZO2Kx@K1jn4emtsQj z=29CJKLCB!fmD6(nw-IK_x7z?EPgbgG{O=g#@mHVg(TA8ofrGQ$u|8KBUM&4=%3|p zHt3`QUV3!}d;-|)O3^4KJDowWo`ttu{-T}goetA4E8wvfSa-4{9YSvd?JVBQ(#>-9 zY?%e^1uVa!>)7{eSjV0dW5Lz;Ro6?eY_VT8uQIkWJ1(GWLpj<#t%f~;CnlFN|L}T$ zOjy~MomZw(v06i7WXEa{t&4+&A`O*#Nq+{L$0ZWJ9mI7Dm zneb}MPWuiawURbe5&D<(*cDQ=@a#s4V8_nD6VGl@(F0frXZ61&%ziuG{r>jP&TG^J zyEqD5Wu=)6P-aR?y5Qs!QVf_z`0H}1P=(wgT=5PMZJ%cBH!nE9X=jm-Q)6wyTz z050FL;XbW$vT*i)-nAEsU*uQg+?AXdpxu zlY|yh>=zE1w(G+CTljLdO#boH7)WQ}}S#c7#cN2jg~j;Z$UU&d?aT~{seEuT}S z+tDoD`gSgkGA4}9P)?OkB!DbfQxoscyAwcDjP%>%+|N=SJCba3mghpOVA9f}v#yuX zpB*&}AQe}GBPA%@oKA-fSUWhL8838RX!=F0pdj&Qtp4#h^&i=7e(!$%??KeLbUr`` zE_l1?&$g(wV1#ym-XEPVEK!2Ry>66;0q|U{#LXJYy}E{`*}~UO1ScVZ2`+u_c{M?_ z+J}xUX+uDEI}-*!&!I1>#(uG2ft4cl@+U~;hk;6|MfB~SRNwmwy~HxO@{~P{xL6IW1}#c} z!ZG>zk7SSE9{bbf56(f41bf{Xu#K9L26ftmEwxVds?CSHG_}u6-}+yVK!J3{{xiMw zYbOMxpa2;JRT?iz;a1hp?n%1a`;u~j^qloW{8i@3u={FP%q{uuU7ucc1dW=f(~dKX zoE4fYT8jRUxaJTyEMou+Q?KhBb!Iu!E?#CgUfti`sNA@Hn69aGO+;4m>%~QO1X$+j z+yMf3-VbVc*MHc~bO7$sTbUW~*&qO>sKL8=+qJ&jw|q1o{J;in`Ipz`SG}rROTpmH z3d){+pU0BpuES5ek<4P2zFg~ROEqx5ksU{c_PM-4L&9O>Y$Ung){bJO1gI_ zU3Y^wHYB)jZ!&HZ?JkKsl@S^V4Rl6p)k$kq*ZiK=-Zs;l0^44^LQt-UDrf)*tQCM0 z34hAv>IC>-uKvOK#x@`1MPtlz-o_>5A5zJ$XL|r-NHupUVYvF+^(vgxtFv!>n^o1% ztX6}y_J~}U_rt{OEMfA__^E2lillZ1iz8&x8!7&{Ab1y=&$c$wyDAUOXZO0z2Kk}O z{q?ikyKU{(b+`0UNo^X&(+x=pxA&#!;8)7_tNw}vo*vIa?-Akmc4?%6Np6RO$xR^v zu85an3{l+cYAkBcN6S?iB;ZDpkFx_RfMY<}Pyu|XpYK|9x&)3D$Nju+@sYp%SU%@R zkA>yFszl1u9X}V8?@M&>!>m$0TjK?e1d!rAj*p_=n?0GuQBmv zq+-^8=9l4Vx~H)!O__)K)|2;Tg_WCd4`ABVW3{3@WJ$UhwgrN(DM(Yn{9Xd!qX}y`xb`cNP=G z{-9i6z>0%OCMw?MH`5Fp*2p%O#F1}T_Pel<;VR+A5l6-Kxfm}M?>)&re^tUp=H(@%d+8imzf=7RvnA!> z9`+~W#D*{St>+7)Uj2(d67g4>+Wc^9s_et&-#)xR4>}|n$9ldzrYCG+?pp(CPu!;Z z`VkD+%cauxR^eapG8L0!`dT{m<6}9G?$}W>i076S4s?y_S(NP7&GLS8p!nMC#G0LW z8-C3(kWuO^Uk7_`6`hx4?~L>WL?r-R#neZ7$LZLbFx_j7PWy2(@1uw%+^EF3RW z9%bKAzD?WHF&ycc(TG;G#~o-!OYF)qD8K*PGVzbx{^`My%$*Md8AezW9#GOdUD%$zT|J{wg99_x!%UQMin(Cf~lvZtVSin&*@dZVHt z=*4-bJthA`cwL4oZKC4tekThuZdC(U4>M>_p85)O;Hkb+L94)64ZlMbvh-C)5e-B%x?^{;D88-{ zc4ndtQ*UT*vCnEr!47RS!~2Lqd%h8S$^lxt<+k&l6YiyZ{u89unlgRJ%RZFJ5^4N3 zWaS2jA;BD}v3B%w9iIL=b2R48o~m8g_SZxOXMWm^h>fidG^25Wqr1B#yM|R=b6nQ* zTk;*LUeoxZ+SnUt-PN+Uq<=G^R%Zf~Sc@S7+>in4@^jLj(e- zbx^FEOTh9M1CWd0#kcgqV;w(1sZ9*mZb?Y(U?T7i1gQ0xPr4PACI_#&_+Z^eihz$M z^RCt0O>x={g4djBkfUFx?sdSJn-`zcB~Hc<-doH+rFlGkbo~Gvm3PV;ym0{i38Jl9 z#z#{01`(yKsbQ&Ku^2}fXymbGg>5qgCW__0Mj8J@ed3vC0t6~E;UuW0?uwDq8kzpM zq%lmI7NoopdptBc$KIr%ZU zN3l^oT{PGHYbNTFd^U$3LxV<^_8yo}r!SQBM3cCn)7CGY2&vGL!OcDDt+%%97fw9u z@walZQ#E-(53fbx(3kDlyr)^1iRY?2<7FwizFmfG{@$^zu%33nuDQo}dsLVki<2MPXSxKC&sXZN!Q??A zHW!8t{B#uZGLL-qXv?{q6Tbz95XldFo6>qxRtAynX^Eq-Z6wRwk(~Fj0DkF<^vuah z0rbs1--4#P2?u6+%VAo3Vj}m%vZgB6(RFYn_zv&EX0fRYd@ zNzneTG#ydzkSLcFolnq`rd-&-Ju|Qs;sw4<#76eWfL*l9VpEfpTTE>BWPtUa`JiTL`n;ND%ex~&OAk+1H(k0lJfp)`le#SW%!r59F@<`&r zstIrR9I2RY2H`C1Evs`E=fw-j!5cB$ugK690&!?7Q$q_X&5n#vhM857v+Q13^KHY7 zmNacw?+uOdSO9}ky_z39u z4UPiVtaWu*eHBwD^HJ%1u8#)4u7^vO(v$(&5Em1NG>=c>NzHYKv-X_461 z32O4707Pl`I&YZa<~8{o*X4GUQ=XpyG?I|_s%#WOqsj)?c?L#k2Id2(X~ zua&u)P-->Q`lC(yP+i`OKA@ZMU2l~V1 z;U6qb`9DE@&d~tVH9B#v@bA$r9_;u=RHG}dWAye${kQiUYGH@m&yF%cLWH1hD*Cgn z%okmj=h_wTDA*Ejdc^_GjY$9CH(YHkJu4X7_wyjVH~2oFoGu}$4i3&mC0pHn+*cR+ zpVbS&?ngVE+=7Z96pveyKi1OAS%%P2 zzUNlj#;-_JfK{%dG*i#&CG8Nu_c{I9g6*95+*dE5M-B~;=38EEjkB`dR{K3}x~gJ` zPN4@{eA3eclk>bX*)nOCXoA@vS#-gdQ@Jc8V>1L1dqM*P%c}J~2Q+#-+lhG-&3P2a zDD_FRD`p-OoL=$)cO+I$h+aAFqKb1XLLLC~?XB!){a{Y)V@TXp{X)O7Ko zM8HDUK0WVkT?*htcRUWjI@4x%Z%Vkr|~>hll!Zv%3JONt0~w zKg0KA{~a0i`$67cyZ`47_}=lBq%8Gp+2{q-^^L^sNwebS0=|@^m6?!wXDZv)sF-V2 z8ar<{NV_?kdp#{DzYz8y+ZCeU4|>hXfF3+n2Ox)*Gmq(1q14Vj&a`_%OO&~i8c$kZ z5Bis87tReYD6+H6#?xA0B@Z;;lz4o{M>_2=*r)wUtb#cP(IKV29MZIz63)uIqQ|jn zv+Cdf;)Z>JuBQeOE({to3~H#cozu3VcqDl+={3aEtWDa6F-UokdH!$Pl*%0Ierk%S z$3H<1cGF(+kvjKYW18<#lwVii-I9-nf_E$dSY@Xv0JHp9*un{pS;Cv-b^KlxAOm>j z`{GEoLcV!hgkaGPl1-2OQIa2nz+Ryaftf0mQU3VF$2{jO%I9q%X0xBS-;o~h14@OF zmSd^Dk-;Z$7twmssA<+Nq<2+yK0&qnlI><%t$+9>iHe4oO*i|A;3|c4Fk*R) zR?CRB*2hTILExnYhX(u2#Q^9#R^8~hOE1uL+>47ID~KHn5U@fpKvM17Yl?l`dY}9n zlOB%Wj^}^vGg$~vU;IY#;gytA(1rR#H9x_pQvz+=_D`B&4KyCj_04K23hQCufP4aO_o=<9f*@2ugs`$ z)4oU2G4FOqUVbgYNAP2CXao>rpLU;B9fgG|_DJG6yNZHMrBu2QN)M3cYj+ldrgx;jB0G*BQFxCPN$fq)W?$<*+FX|lG;Sbi@2Na>-Q=f z66~wN#5RU6KibptWf?Wv1k^XB44Y$rLl=^zg=0fIJWu~q1awb|y=CUW<3&cVm(WaW z;u$JU#%zRtHek_$2h%JeJ1?NOSW;XQ4j$)5r&l5k89|7x{xzX!nrEygqa*S3XgYiVI4%O+6F6J;mmk&?qy8vU^r- z5^>gl_4ZIzfsb%J>C>~5C$$)qthph2BU?V(qW-vG{vEyr;+KIP+L}7wiWb9@zO)gc z8qANPXAnzM!7%XL6T4Q8r=wQ!h9QVDuj7NzA*<-ors)n@RT$Gm<@6H0fBFEQeGT`g z_m8&Ix9?dbdRh(A#nl7krR~?h={$eymTcX$KI%G#+VtjS#!ry^AY|wlEPC+g@nU(g>+$llGF>nnDSTiDNDGPTwBJuR(7UE zDr$(ud%I#E9wg&sub|>4y$NqHVkw}#3IVV8FAkJ>uI6DGeAYP=ubl|Jh0BdL8YEp~ zz6Z)Vp04I#tuD;v#=V$snsZKHa!HF*!Q;sJCNe7e8Okz|v(kaq-^qu}phyTXDQ(Qb zi1&A_DvlpeHH$zo+5(ZkV7(ZSY;{f~G41O80aS|j93HQ0=G;x6!+cfvfKYjkP*jH@ z0puBkJ@sPxnyAoDkIT^a`?{?@a7JIp4<^Q`y6lHXzP@A+uXp5=iE*r4OO&~t)oME% zcKp{|Ab+wW=x@E%f9rc>+CM?s4Y23Su8hW~T7!aVYm3j-*i{$rGAoXHEzaQIpe5IWQjYM?RNEHMe;~2t{AhJHuP{|@`Redh2#a+$=wkQC_y+d4$(idu z8odG*=yJliou5O6Os=dN3*9fXt#D_!T;;`^HwP?W@yjbBzq4AT4=hPylz}8VP1#M_ zE3UA!j49XaflU<8b_Iis$zeu`R4Jkx9io#R?CBbs^i;KYm$!V7R!f2TW71)@2(-NV za$KDuT#XwN@&&z?)2-H643hs^NkmR6PXzJuA_$IWMw!}^7>Ct019rzxs(zUn2` z?nV2;7za!G8z8zO_Cyr4X6F2{c6RcQHE}K6xs*?_oM}PsBZ^ct2ASASq+H{yAzq%C z=^{lDLh{swiC-Q*z)$>3jPbuvXZWY?%AZm6SeUzUC$b-B4S^5L*3Zg!fZ_8^UVvor zf{#CtQ>tQWo{HFiJSv9i^P1xorXR8X#>F*Ig%lmU{W|#KbIlt^Pu`e00PK2pz|eh> z>5)<9xmYO{Fn}}9ddTsud*c{;FHqgD03p7%B?>3hXv_f=n|@8K*68QxcZpHO=nC^7 zyam_t$b!I{-NwwQFsV^1$w@6^jdQ$+NQa`A;y6zKmfG*=$=rj zb2X;x(+R#P?Mf8whcY|BfoK~(x_Z{t2P^k!>d)||;AVp<)D~xXKLn*{XcoDE@GZ!8 zP2okI48XvQT;m!)>nA9#<`G=4Z<#1Sa=L+=W5V~02!CN6VklcoMy>flVso`}~0^zu8mf-xV-4DX% zSh+0A^_&$987!jni5>exTwT@&PoE?d)gr@v?c%-px^2e80+mQKv8sKXdo!IQ1VjXK zI8eyiWm9}@Y1$qgYW!Ghr~v#dt4cmex3OLoKp%xA5OFx$rzX$gNzR|$g)K>bpC04V zaA#yHVYF}^l*lX3C%|0`V!2kRg_9>WA2d%nk;WN4IRh^{%QMsfrpdWFK~rpCs@+t! zPaT;gY5^?pD2j;?Ckfjm)${R0jQUCM>oo!P63 zYZkgoOC#fbQWA~hlC zwyZ^R*eD&~g$4NXGcc^|}vyq^JKOoae(M5*v# zPV(gESmqX!<=VL0%^QInbQCN8s@46KK0|%N)TiTjw5f#2M0Tj&r0Crwhn@kwAWz{* zav3s6>tdq?Cgm-KmSm-FdJA&U)d2@*Q&Ik>-w48{@jpSwnzwWSTIJ$)Dzf9ha9~-@ z4t;=r`xFyZ33=^rv77p1s>*#J{aif1UPH+JxWYRAGRbhQ+NrcH_3PVjS+I%rco^Mx zi|?xl{^_BIkU7XiFfJ7>pZbPETUPmj34Q1)drPxX+!-dTC}UE`fjYb-#T2dH>;cBG zcili8qa3B?LkxE-AEF=rnmb?XmXG(|Ftgg+CFMv2X@xwP)H0R!VfxLU`S)&rw_Qs6 z-tfB}l{9^~Jy6R6)Tqx0-s*76|HnIj=*}cdUSlA&=_IYA$XqHQD}LgV^}%4Y@ZBId zq{%D2blDO(E2S#H=G9cmY^tcg;j1h?V`p*=ans*k zm>LBN#XN%XZHoq^=wVgNDLr!bSyTnY^Izk;gQps$MOjKkMrDUV{yZ7)x+`|c4RdN; zF*a~qDP1E0K#-;1%2ewY_&|Z}d!&&{S6wLgfptT|S||vQ_<(^CErg*c>P#nSbvs{FP~{z281BU0zHdU5U|r$W24u|)-BscNGVr1|CTz?Q_VYzdC3jIg5t zQMBODGVy%-tC7S6N{aqDGG(O4Im6B3qYj_!!t56$zC*cp+s{Y`V{S8@|+mr!+yM z?Xw!m%Q3>++PqF*3iN7W{wQo{Od9%_lrIT%Knm{YrY9R1RX*bRWplKz71MVrzv|MV zZ#dU)joMGVLRi)!RaypYjf`6M*c?$m3I@8t6ru&Tc@!RpCra+Cx33TE4c5qVf4Vn& zM}vy;69~XKfp$DbX>2cFuHB&PulJzeMs0q1Q+Q1ea}W~yQtH~?O%GP)Hy-V&!I%q>Ynzg=U#oS_ zRc%ZZ_qO=x0!j&##(z&y#-MU83}=67*>p_POAXG5H#1Opgbd9DrS?L2$J$L_%!u79 zp!-sap1e{q5Ipzv^W~{zggStQf_}eej1q}GD}N-{Sjik3{SiE zKww;c+aoAN8ct|%yXRDjTglKYB)X_mfOC6qhYeku`hr+nNi2>UKBSGpL~m@+CLE<` ze1v+A@rF!^4EljN8J9LkcF}{+EV+GpIuNYYK)rr2o`kRYD(~GTnga?gbGqWqI1Xa3 z^2fef*_cm1jVP91eEFx}>c4o~`-AuasZ$o|{S#!me5Ff${{Hu=vJlDlzv)DO=50$b z39>+7b`$8CT;LaOU=GQ7xi=E5-Mh~f+n*nPr-wlYSq!h6ll?RVxCn@=$-yPYoFEAJEPuQPXm z6(*P_4sPZ8Dy5$L-EeNhMQqphTBnHoX`&;^Q;MFHuSznjajHwXaI(H(rOyY7dSj|C z@7I(ovsnfVIkwdn#y*Jtk1yHZ`ufjykF^&<<);LA=g60<=4pn$IUOw9u)m~2&y%^{XE&WW zGf_YW7Wzt554L9$Z5pUlx$+ez>aP&?ba36HIrw~xcvDk{I+9m5`hE$!XvNc8@{Zq3 zzRjg{%kg)IS8jGp4&A>l;AK%eioPpVC+qk1DWqaCg2PXFD5 znABWj#kx zyTX|gU^64p?iZXtNMb=Jc#axc$SDNBa%)p<`b=*tYoYc;pzNJK*Ou6KbNr#hfp|Jx zRi`&nbKw+Mx9Yp&}D|l|M|j zGnIc%H>}hfWrjY&+oI+85PxR&w9J@ZjQWCE8a*{cEEVFuUK5^4l;AY4Wnc+w5T^89 z)f{4PD;UsdX1v^LPC{BI7)mo{4Oq^d&Yycr1h<-!qOkW3+YJqvk_0fV9uQi#Wqvsd z>>JDZ^45|Ih0g0evFmkrjc+ykr#!qXE8FXRQIn})jW@)uJ@+EUq%1&)wf5Wr)V4+Kn*6hO-`nSo2tI6YAcnXRLsO&$ZEFZL{0^Lq04$0KR_ zoU&P?T|cYpJevsaDsv@fZDl4>3^eu{kWOZK$=*Y|OZoIN2U;0lRAU8N^TyUlD*9$Y zr~ipdM~yf#{GGhF6Jx>v^T^gHByW_L3 z`Q6(#=L}bdJ!pXcX^r7n{WF;3)M9WzZx=8xIomHIF_Cxc+w3)8C>drBWKfP%ZNw$@ zeHqZ_bxu|yPqxuG-zFK|FK+-)PL$05-bwuLeg97$wVV4ud$o|gJx#5oGrW#;(_g>D zQdZCC?F27E*PjJ3AnA!fJN&zvkU^i6MZv)oIb0czig>hJ=)Q>wDavXdeAv+W20tSh ziQl!Zc+Ia13^8TdmT%E`k&~V5$c~!5C6=t-E+UWRMm0RLl#`(oKACO~sU1y#C&I8T z-F+qfSPHg{#ga&TrT3vVanr)y6D9Vc1CYH0+Mt-= zMEyfR7U@nBE)uGKJ35W?jWi42e4YyTiyz5sB2g37*&e7Hk$rjA^z!Hh{41VRZKvtC zbu(;myXGR$3*@PV^!HwyA4c_+u(C^^i*B__AbW;JKH2?4nZc)N)5HpRQVjE5!0>1X z3+v`83Yf_jU3sr}-GEjAI*AKFC-GbeU`I?BtuJDp17bsCLzogzK$?-28TMQmyQ{>B z$qmS-Gp6#|Cc_j~H09xA0n6QEYjvfSu9S~F>9s!G>L_d`qV?I=f{(^uKPa3tG91FJ zbE_RWt{|7Tl>f34n*C^x!29%%2D1O~W50{u{+GaLv6VEH8BqrBwO{o~vD)v_FU>l> z3}|ZuIH@z$aebG4LSAl$Q8%a23Rs#1zHMUR89-GKp74M`M}*|kc1xN$NzhX1ki}EE zdZV_n4t)=@-E`dwTc^4Z{%eJ1FovNjPpwlUSqzFq;w;PA=q@D2#NY*iX4%&ZYaWX@ z&po%QS6cF9ySX;M-!A>V`+q*F!iU<&Yi8gls9wFpevJ_}Z+pI`R26rJN;>}jIx@%& zN~e4wc$9Wh*3V0Byc0||d>B=%hFMd_}axJYV*ej`D^>&b?<~K zMtD5Nx~ODkKjBmb#_sGd!8^~!0BfxY5uoQml(7y-%DFgrBuI}{lin7!T51P|#;>20 zgI5cWz&i?nfd(zR7}>@sKC9$H;h8d?PymvpPe)VfbJTF2K|XB4vALM z65W8WV{pZYtS8aS5Z^FSB*f#8k8vKl;_e^%a;!$`$p<2eG8$%tvd?V5_yIz^Og}BRBnGvbvXvxH9>9 zvI@KTeRClzkqQHR6y>{fACmyt3KX7%RQhH0&<2_XQ9kVeXQ_*XP9|F^7DPgdzQL{o zYpewN(1QikYUQh0*4&Eps!exXF9{iu?lB z0-y7atH(QHCY${^>8Zi~62t-y#+6F?w6qLw&QJ4+%nO?tB7=zm+3Y#Ayz5-!Jb3nr zEQ9Td_tE0*mvx%J%b7r6daZ}GJ{nD37Jf!!WJH7mu~!yQP)NtJx|_Xj+vj+;FHN^e z23W!2ZP$tbp$n=5Jd257L~N=Ia@)TW*$M6a;3H(On)P;?{e)M2Cv>Au_KpOPx(MK% zNr{CbblZSWtI>!vI{WX-wpX+Y8tg&C*QdX@L)r^r>q{Slotnsl32P1+9YR@!dG=gq zk_qpl&F|Da0CrXV!`=on-#zA&qAnBSh54eFwv>%4rGWv-SJ@x2fDH8)bE0aCfhF;Y zcC0cP|MyT&=250ZfhOs%`uG=&L?i93&U3m8i|7sT`VVqYl+6z8V8#TX_I2skpHOoT z!8=gjfI!bAiVzSz+ef~sOt>qKMp*DT%!qCjZC}%-iI7x%vL+ z<1e4?bRD=!g=d1!ao5g>;vnd-dykBL62E2BGBDAb5lxZC9*E6EU%S9N!wUjLl?AHk zzl`X1#S7H-6wHzZ;dz2{K>l{MR``T6RHP06og8`1sRn(4EK@OybP49fVj$#gk|Gx= zl%jwe%lFj}1!BJzs3WKff6m$$js^xa-|1=zCk_!ib&a4X2oWBD%^+)fDs+2xRKwQ% z>iD|`dxH!*v;URP437pY+K-?H^!+X9CQA@v1Vpw2A%pjKBxF;#C7jeQ@Bt}yh9J)V zp@$!8v}WG>Q>EV%c<`QdBxPesgKK|loQ?m7 zLQ+X#q(gcTB_ss|6p`-k?ixBIhVIT8sR4%ZUDv+%e)e_m``Yi0$Njv|`-iYx1AJg+ z*7}{l^Z1^}QIZ~-7|OF9mGp1jB7bR&=rsmNzhNgo#D#Dx2RGfZ75s$T_FQ{8xGPK} z_=00Suscp<)yT-RZS@lu_AA;oZ#}1BwG_hpxSbzNjsSUrsL zqn&tB9y7}NewKF4vGXIx>opRf{Csrr=>Jb^bG90{0)-kI?nAoU06#28>+yvxB0U00 z?*#>h;br6`zsHF^)m3t{&3D?cmRg;EW!h8FfTgPQ_;eL5QH(qNVVJ$F8*-oPz^zDy z`)XrH_66JliA@H@AiHVPf<~IZbKk^onNNOXx6HqHzHaDjZy*{ zwe1k^x-hp8iy_Okp+h#E)km3@LD$`@CF3mFqLav?QbEZ#Mw{t<^hTD(i=dUlO-gQd zl0Q_9IjX+t+s#o1zM#!^7JQf72~IEAG^O+?28V&k8u_z4obeaFx33PxERWeMSl*r5 z%g`Rmthm15Ual}Dmo@9B^)iEKcK=MBi}1hrE~bZDQ;jm`S)Yo zKN?9+t$+w1C(YC`l_8b zj6Pufto(rni|Va@^Q(#03lSiRr4sLhT)7Vkb1cQms!qa7(9!yBx)$SiTk395LTNEz z-K^=@zuPuuIS_r7zR8v%c+PV9HV`N=N3Qui1A<13SHKs?aszryh&NpejH7;ZHr4gX z4LJrzo)r|7aIRvk=u#C<)+VV=19oP1#MMER3vaZ-8*uy~vlv$Nn6y=Gt}G7fI*-Gh z$ZJgFoV59B%vA5&aB~s4ye|nncumaI7|i^B91R_%d`>YDU-S2}4wkFN3w|wEGk~Y_BY4Iqs-XexWzA?U zzVaJW&9x&b`laxOQcljyLWrRc#EHCztlr|9Bs>5!DxheW?_t8l8p$rx;fAHF6(JCG?)uQDE}h>z)4jo@R6u(5zK2CW4iqTIrP2F z*k$`&3hG7?NkE{+Zy@zc@jrvqxd2E_4uI4he*&qgFl4*VyNiU!VPAv!rMV`*3rcYI zo291srm4Fu{w@ROgmVu?>m$_fD)v3@;w7}$)>m&S@q*Z0Dmn+glP2f$%=aDZJ2dy7X?=7CX}#+f0^a=Ne}qw2 z!w)L0!aCkeP8vj>utGj9y!8%$@e{-iaMaTt&HVsJ&CClVKwXC%UrJPkS+)JfQF9IX znfCosj(WXOV@1oNTz{5us88qXWgQc)wQiaC9mkgr<0}F5DVRm4OJ8Y0mJ0Z60_1H>wQ2x`+3>o(IzFWHusVETBl%d76faLn)BQ61if1Z4USe4_ zE!raVAz@_jt+#8W-k~7h-#f)nDH=}fyAn|!>NYK&Li7h>JR$L|$5g9{!TWczx^4?E z5-%9#oE3BGL*<$MW%@$f5Y`{$miZBJK@F!G<-UayKct6+tl*ZHQ*@Vg+Y2?hp!CLJ zppQiR8ZA^rgr_oQHCdGu`06D)x8NE-DBj_P9DPSMYCU&b@)Pxf5F%nD8fSC8c4ieD z4&j=^^I?oqlxH4&_|VRYXuVQT^m}IM0ldO@{eW0*>iKcO`pR zRh7~8hET?wvGBL3)g;a98y{9%h&-b7>%Y53XxSgy=_Ec=Ndi#?#L(vI(y^t9jOu+r zVJlT2&R~n=HuOH;e0HuO<_dG@_;b#=q}T&>Z_EFW9J;8!7Vdn=HW0FBhLC*n@*Y$D zulYJF>rj#LvT6^q*4I8jfKy9%BSfp|t8O#F+t1YPTsxg-1}SJ*FF5bV;arDESUH33Z=v}V(YqPcmeOjCpu;DSM&@lhT=inMo}^_m#fh|o^jWG zSw6`LGkGy6g;xrqglt4wD^Jzc?A?vlCGsxS3-ie)y>>5jVpjvq2~#gyw+q7oj~$hW zkv$)e-g&vj?Iih#E4^;$;~z;@|LVDHHTuDuovYkC&#s7M0fE)9@lYC|p#fr>%E2=VdtD7?@%GhuML`Si@)lBm|1Ju3gzk=g|OGr`Q zCl8T$t!2;mC2JdS_Ac89%l3w=_fcrb>=r23;jV12rISl(OB{o0CAjHr(zEgR*8!#* z=f%4Pe+m9zKQRZeho7C{rPv-mQ@?!KImYHScZ^Gw(^(lxcd}x+iKbI99YSxMwWU#O z9U^F&wj)Pye$e`Epi+m?kpD9!s-wU`QA zAc#zy+ky`7dI>y!7mVe@SG21)Q#6Pvja_(h)KfM{syU#_f=wsBIq5F}o-SUw!G~7e zRA=<`e(mr=s580hu&kf4xA_hgJp0+2UNp2r93_VdFxb2T?B9NZBJ@&GQtkB609XFK z2vNuvJM?6NTR)GiA>H~jLZ@wc!e%5q==hMLZMnZmxql*ut8Dh1oT&?QI6(7ic(R^* zRYW7mOSELQK!e7}Xt6lWcC=iXF@%*v(t?t6chLPY{!=V&l^sc7FR}>epJB0=inH71 zXNguH+t`_&6)L-axu}~y*Bce-MhPuvhb{TuzreJwT6^zVGaxL#RO^KXFA&d=>>aeKEOAxXqwndEC{oj6zKk3CO87Hi zaHmVF$!1AQ#)MkL-S&gi$RA94w2|1WZkQ9n)Vo$?$MYOTxALy|RRP~-AU`8tSDBelv&U0!GBiI53{B&{ z+0SFA)CZ9QkhvL)JM2&I>U=uE(ZsbQF(^k8hd~N#zSHsDjrDo0M3RQ%&JrL;Fp|3z zz+mXHzrUiA_TfJJt6CkcR**Xt2k74O^uRZ2tV(s=#{N`C@O>I5!V6f?V{K&?d{K7+ z@$;CbuieRnV~uXvJ04QrV=CO5D+QhD&PN|` zpTUNy4Qwz(P?Cp|vKhJc*aS)C4+?3^n9Aj`;hf*A&@U0@9VUF^rrPsPIi@{tRQd9- zEMyBa&1F~V4if>p4jgHr<)$YxPi*eGsr7vIv2#`Gv>%`())-F&Eubuy&wYdtN2+7? zq**;7gObVl2Wq6g-STLjqCYnqc>d2pgxo;|dCJ+(8*>Pkd*>8N0gnL>rr4d%3tNiXbv-JCe zB2tP+F13;FOC;OIOx{zx?2d>U?T&7E9}Je-qVzeX&c`&EJWWvf_>6 zo>lj>2m*_)91dccGhqA9xtx7++nJb#hk7VkR9t0A>*0>!B(F?`h`BkOXuJi&@aTZi z>JhZ}s-ea;4_kHJ6*lR@6&`QL*~c-AN!Fzxa*Zla%P5!z#gwsuu}4OGi{+^O)Qtny z0R5pc^dqB>XqUI)6D6So$=s;2W$=w#J54RjWM8cN zzaXi%U!9$)Y9>~7;cxfFEe@k01Db}#Z9IUpAxs`t&C~BD^-W_H7RgpR)>*wkHD<~$ zNZTU=EGE?*x0GKF7y079G`GvPIXxA10^qV${qzVg?%Y;NEVDY(5ND5MFy6e{GGEG! ziXy3=%V!wh`nxv!B<5+DcyWFxXsMYF{ip)D@Y(D$M|IWfmTl2_G53Wp7{=2*519|6 z$g?QdMXW8WAA29{*ZXE>u6I0I994F?QlZ+AqnDPmUS@ha45KGbPqZpOLQn3(W*8cB zfiexDuo-(~!7Xa@b*8ORHJyd^lbFYRgTO}KV-&?11Bi{>70G%oaT zwo~g;BM-}aT>Xf`JS0jw>fm@b*$H0t2C!ZxHF<7mOYJ;kqQKNuSx~K#Y23Fu@@`x& z(Z~Ax@fH6va~5@qIm8D16|dKUpj&Q|{{^mBoM#Kn^qhk};mQrT<0|oij8K9EvXZbuCVL{S#%$v;UPhOQ~?k`W4!eGdm;N>Is>@XPOrr~){(UwVngWMA>y+=R>Y$)|o_)j^&udsjvM zd1zU0y19yNI3Iz<+PTGb)A7;^tmg(YHJwEyofjLG3;4lLo5!tKj8*gQe`Ud2i_m+6 z{r04F_)*EFa1f>ki6!Scd;@G;l(KEIEf1F5N`yyHtiB21XF+7%gFKz?t}*az4(BD? z4<-bQ+h1eEMw?6=>$p^#5RMf}yX1M)-zknv%at!xW4L$zD4+CNhP}&W*?4kxJvZnN z=>G`RswyfenHIj$fV>@hJBBaYhDFUsA{cKS&)Uc-Y2-T4Ya2diuh+YB1q6JhCNDlu z_}`rP!>OC!H+cVgtTI5QCJ4fc(Xa)D9_&a-xhE>NA2a8CZ-jPX*kd-{M1VK#m##)J zUb=@7(oaAZ5zSid{3YiYoehte9aRqJC$iSICyt*e^(w!ttqKxrOt%`os_FT{#=fka zm+O$)Fjh>n?*9A+He4p;v`F<>DlF`FU66Va`6k|5l%D0X#!X|0?ugNjMzeS%jR#&h zcI!#ouD%(PSR;<%1!9NiOOj~t%RC@Mn7zR2{tGH%r?*K*CLK$I)V{KJ?CllE)sk;? zJ3Bv-!!mv#ikN*+rbw<#AC9Z#&;4jw<_{Uae|5w3`>!vCtboz6QRL7mQRo#2uJ*Sb z_*7!(k~KQUm$%+b^G1cz(YMbGl`ifj)(UTa9`fEkJc_G zmOX_M{BS_oK;$l{Ie{0u4M;fA#BHHMv%!xSDS%QYcqU=$fYa>9jAydxz>_CqXOCis zCYSu=tr?=Cj`*h={lh)(?N@>$U84E`sVOMF0`OrogQ5w+=!bx|GzmTC1%AD^zy%zV zN;Dk2h+lF%ObTt+S-Fz8rHAv8JKVc56>e`OqfZQCB%WSnt})>Uj6>Y(CtGrC)Rw2y zA+xzf?}N5T1E=mf)g)Op{nno;rqD!nE!hb@tsgr$c@w!YX&q#7$(sYoZy4Lpc?8t8J#$h1=71A0xK}@qzsUMY?cI(wy&>7!!b5^rdfK*RCPvEDT%`*8Ft*)6FFvn2KU~cy;Tq`y zKZ(f%?kP}fD?s9oO9LPOCvyAGp8F4=xkoJ_a`<~_yIh3=gB|j1uS#x;eX{JOCD)!F z38oOa6x!oQKdz*@yiUuIi&_XY4aOum+t4${Fhuh_q6&{!&+&Y14;tjp>m!R&g)9x~ z+F6}x$LdU2JPi}d9;KC0!HLm7?v>%uUa@{x1!hEfF|oolgZlWT)udDcYXb3Xk+Ym~ z{)NNg$s$dNgrK7RAD4uJiC*)e_1sqO@Gn27 z*ayTm)qBOO;o|l;dS|11IHL?e7c`H?R=&H2@rjb0=ze6!Kh`0Ti!;oZ6wM>9Ne4um zr4R=e)e+{@d+**I2E_H^N8Q*IcQPyBQK+IMHil*OqS7biu zB==xH+c(v9({|wpJk48-nT@KJJtI`(0Yo zf#;uW#$tvm^-)q9V`zc}vQS9&*vzD%He2}@chv@`p*iaf@s(PV|M_Q7Vpr&REuMY{T(jp=Ff|H>Wxb5K%wl@lqo3CFKK=y#Z6_ohrO|$BLX0@3znj9> zSv^uwUe&=P!P^z70&1mrE(cg9STSNq43R@0?|Qd>4pUqd5G6CpEu5 z=$mDMey?S&L6;lkwpiD_Al&@%5%9?(rpN_-b z!JVGcZY@Z*-wd;5Z$L za$CKW1HZa{AdU{(_2HOr5m#ah00M#-{dA@#)QIkOJc`uc<6Wv&wY169|Hx%+ug3TW zK*PyCbH|%qdmE#nU}A~vKA15L^a@pWq9}_edzRZ^g9J1zk{E`yv9&?}s(VSwHx`3a&=B|3bU5MSoQITEAxSt~#-&KeZ8DD#Fs zFv%c0&dvPJfS9Hnjh?bOoz$X!wZEeO zv99-)Jhm)a6Yrf5;iO)B^DVeERgp?{jg{}n2V!iM79K9nJT@EVRJ}B`5z;axs1Yx> z{V27i+Wb*9va(tR#J&l~Zc*sfNO=F`a*#yYIvdU zied>bNO)d>U*u-NyiNv7p&rhSAxV3XW%CzUt}vFvl3sB32!`pQOdsXfr(cRsYc${E zY7E>xL{WL!vF7R!q~c!pV_T?@aqVNd$^@aQXBv0LSsV|!o4nOXxfj=>Kz%M3a zK1Y;R1hDpk?_R3T&G*6-o}~tOti*6pehoIN!))z_#&%pRm)3eS^h^m#lL|G++z=TH zEl#g9b6yrW&`4C)Nqa@(HE@k!?8 z`$oCntl%Pe%Y{UrPpu_4^@>c6SwsVWb#y@bwE>M6T-be$3Wi^%N^zbwsr;mFOejj&@h9hT@RD9OYno5ShL;@+OqAs zaT+VO7(DFAZ|cAVjE*TK&;(2y1{^mSfOY7KqCF8WSnL~ErLz1Dt#zmXQ*fGnrngl! zPuH%D6|%qV{WVpqiMolwLZ@ zTHf&HgP2$2Ds%g=qns^CN?j*>V`mLEVD|oEVni=3VI7%8b;sV(9C=V!XAWG5RJ+NV z|IX$1`|tS=(D!#Hi~N}VMiK`nYX`4?D=@@n>TZ{xFMS6Sp9`-#)QMOD6TC9vu2vCg z5@qNNj|u!iCj=+F!6w`7FAdR}w3FrXaYmr&6|06~Gx?K`>~5)QH${?&vnw@k&NK{1 zz@rU(xF%xmix~-Pc9Xat0dGbQPDF7^M>FY&G$D=!OCGb7LN%!+17%g-^&)i%vs z2*0pZ1{FTH22aiaynC#?!?g3^7W-_{)=0>J;?x&LzuOs@SwMn$z}rZm68jxYDq`vIyTVpWk1 zj0jSkV6=0Q>s-s%7r+5*CnGok!cQbWUu(l!Zk2>g^^GHv4Lvv>* zI>BlBb^MZG$P=)p>g$YghE0CWqa|Rweod&A|o%=dFE<$+~FCE@& z8t#8qZJley-cr~inXES@MrrOC0N&X}I;1a_Rk0(TVA_f6$Bt}4y%|_m_g>_mJto{l z4tl%AO6kv5w(Jtx8p_sgG}`p`&L_{Yq!xZ)4H9P~>kJK%M%?NK==d(msgF4hd8ON2oIw3>@$v0-<2RI*%&7c(#zWZ~c@e8b_@hhIx;u)&W#y~8|fogGL zvs+ZF0e?qI=nNx$qMB#+;!srf0v&;>gQVoL5lLLo$`^4a-;k2@Tu`q4{^Y@sw>3NO zXr)DDDj5Ltf{=#+XZXtw`wrL;Tsx5veglsf#Y&^@zSMixhrV-HH;%CYm5IpvpL-Sl=#}~H+<$tb|C@hs1FjAo`za+zi2Ifm3l|+b{4*-u ztzmM;!m&@1aFY@1ibt_C`Oc-yCDZ4Z)P8R`>Cik0ulKEX-zGygj~;tFOg)`DE1x4! zo1K^nwV@ZF7UqRTy)+gJbmjS4fGR#<<015rkRg`xJ~A*N8@p9sL*qc(UVYCSL2^<& z0=kZOt*YPoH!_J-n*4%h4<2;1|$fuxmIJI@XYXZ`*3Gy0Ah;{E{w#@x|tdX8Tm8?%s?C_f{ywf zg6ShOklI=Zi)OCcBR;;)jgt(kg-1$Lvn^34pNG7?$C|$K``ms_<7GXsw^coV!~*MR zItt?Z0v`Wke&O@v0_8^`a&}$5w<91DIfVs(06-#nUi@vjh`Z}<;Edt(4uUzXw*t?w zq1te|9j}uj?hRSStWGGgv}BFK`}Fp^47tWF{M(`1TmM#*^OrU<|K1YARd{9kR9$p1 zlO33M1)BeoHllm)XCCdrkoFBsfd#F_Sg;{zmPgacT7AT-O6LzhO>csh6&VBdM_1iH z%(ZvNCs~M219g`y2)#C%5``xS-gqZ7*+!8)?KihpE30V^@9uJxJ?F&no`eVb;93@` z%Y9?>RBJGQJtWV@gxu9})gbPWZLp*L_$gW|giY!VsUUoz>FeX~`;`R_x96Rb3%wG5 z>`u6`dyRADI~@rMr(oOEKMU>HygBN=@7 z@3zutWUF(ZJ;B<-9+XyFsm1X5s33+CmS=5d`Za2gGHYFDROYf4nLgpHinAwq>5b}q z$?$ligg7Q5j>#`m|-q@uUake#e%(9sKH@@%kNML4H*R#bTO3*R7b0>0292$ zo;P1I*M=2@VF&lXtNu5-w7+S}JjfKxBXCE{1qSe_D*ctIw=Z`w?C%uiGx6erA1^`iwZpH}nMDFrsCD z?0>NV{vVL%qvQgQ4O7SsQK5!Zl2wgfM^#J1nx}P8qtQeVcTr-jzXopV@P>R-YPoC2x^B<43 z0I=Vod+~yP36Ok%EpVqMUITZaWHsqa|HB%*q zeUcJe{_k~~!(trcXyoS&zLCKWk4BAkMmY&RWO(^C9Q*8{YqJQF)v$d8z*xDFZI^=> zXptw;U`OAf^cO2mPO9ytE%v6&C?19oyGwBz*Gq8ahLU5gxV*<4G=XY-8hvkEgf&6? z$t|2U@+o$&aO;yoCeejE`|P#KTqDIU$t{@rQ&ar8ewVZdmbBdNQ7`?SE++Ns4>aQF zmwrlyXF%qq;4~oEyCthvgSSiwB3ofAw0InC14dx zpX6y4v2REYnhntNbC6(6JJ5K|SWm@8#R+5RP<2c5UJIU28K(UPU1(jZ{4JlVY=0|< zuBJC7Hu9{<<~gitgf37ZhN4;LzTQj`Jy3~Ue_UQcc#+?&da+vMT?EK)Du1>L@RwFL zMCgSBCKKsropL0jclY=WeTNcTnQ|n$2O|1ooGK6K*m6wRIuZ{%fh}FE$@pt&CRg~( zK=<<)J6Y$lGIxhhPTl$^oLSxp{?dNZULvad$JJG36)C-;?q8jfe)t`X)?r^lA@=p^#*Z#E1b2Bu&wXu}xzw?sN?v~afwlJ0m)zQ@^ zY>~p$P~9aJC4E!>S!3)F`!^lsr(M?q0oY8gJ%w&ZRuYjkQ=CIoD3rC@NQbNKoykFJ zzTU;6yH&#_-m?Xy0Q7MI`~Ib}isXYGozR6FGpZK$p{W+JC{3Jky&(QBerAtF?fS4* zNkX~l)BSfYuGd$$V+JTG;IDcM7MM^#L`5=BaEBbJ>*wRkFFpG9>9j_%f%Cn%s;kaP z#H)EA=6(~yTpwSAU3hWX?L4pCSpzli7nEQW10R5>aPDK_i2ei-nnm7-VW)qu|4cL0 zr({YKuZRurq0?xPl8vpn-0A}V8QzaPE>H;-3g{SekSs4=L81HlkePzNW$Hku`G2>> z{qtzTA3a{=?Gf)tV_7crq$>B?8S7-&YildLIa^RmS9zfC z$&)<*05Ew#?g${+)IlpI60k0|J>eOka?ADyx#2i0Uf+hUZ4M-Sd=JQe4p6+e?G-qW$X@uPF8UDJ(Yn3d!@ihO0~IcKtZ z{CSTO``Z`+L6p~7iE%|`X!iu)GMF_oCr`GDT@!|5CLXPY_fYGtM#-&)0;puj)o-;cWlddT#mY1LuC~0VmkU3HR^6(NRhvK!4)D~fMg}IZv3muO zz(bEvE!HKZSp$nm-Ogwu@S-I9*UZfV!tfIr4X*<~B2-Ezv*33(V{?N>^0w0!)=8=l zq)H${PY}h~xXZRaU?HczVrLF>H@SugTzx(#Y^GN5-h~b)V(PAh&dql)PDijN@o=jg zVWlakgFQa*pb9_XbxkaYHtHZ3?B+5gA)C3R2Qj&swu2Et*{tsKC?HMpXR;FtN+a(i zTO~lqDXFX(f@q7CAB#d3azXhs@A+M_jTOi`WA1O|%mv^+PX}7wr*7kX!|$tPSUx69 z!UuVynHeD5{!S-P<*EGZLY)(_~JJ3>?mx=iK6% zE$G8AqHm{k%yggyai)3_7`PV>t7kIQ#VTtP9FU)i-$Wma7dLDc8K^W zvHE?Ku>9yf!a*QU z&M9VkN&$4E9>V0A>wpal9vG>OQGF8v-5vP}5;So@l&l25_u)gFX?#DiQ%`SH<*<&h zTk}n=V`IO=#4~deaeLVKyS-}zY9Ky=r~Db=v+~VsW!5qll*3Yix5F)I{w&IFA&&9} z=;CAit5??!gBxE0A~jX#aJp@&2_>EDQ=M_IPp<`-QAPFVH7il?$ClrOR7O#u)E9;% zZgY>=b7-{=UH9bbV97g{ZS*C}Uc8-?^?b4WM&u687ll1K1@MqRpI(BGktv;xvkis| zF~8fC{rRTR6gQ&v#2x#vSey;z6}jdWfpbkjNgUCZ5gV z8AXhuEWnQfcqu;5)}!;oQ-H7dI2r%}K3Y(^q zrFl{`age5Sv6iw%1aiY%pRkxj-%Pg^65YEB^?_VurV@yZafj*s*xiLkVLzPoj3o(OE`oj2Y$qa$ljFDP#xN z_4towW=Bih_UQ@>MZSJxb>3;;nX+tUQr4Pm1b1WTCZxrHX8^l6YX!3JIP4clGy;qJ zU^XOc4hN==NHSmjizWx$$rXBMI(6ux^ViTJF#!f9Eip#>z=*e|Roy`+=l-mJ;_UUBzel2l6{55{?! zp8c^Fi&fJIA=9**HzG}317H`|T1jcSy7e(edP5@_dQ67N-e3iTB5A6-D)x@`MrUGn z(t?H(gjsI{&XqJuHcfh$!|;W#sKv8zgnXuCoEF~|aNY>EQ^h^F{g9{&$uZAc;qoiRT~^y_-~W>ZyShmOC3H;y)s zhSl0F!cpu7o0%N(E!eE=qKWT{={rAKq-n_Asv;$IdE>dggJN~|464WfxgJ?bAYVe(XuwTO2-d2~2rZ8$E8G5I!LuJlUL zmf40h0?%9HkqHuZxoJuo#kfGY#qT?&|LpNE@2vhdGWWm!v4d2_v74v{J!*`BepigZ zqUb%q3Pb0HM1LHaM6U9eq~S>E#~{J`bH3xu%_kdW8FT9KYh}HhbvcU*{ZQwl9*xpt zDvl~xVswc4?D|oXn{0Md$s3X<^BNQjof9qhd&b-t3_stsTf-jkP4yR-{VYvplDF(Y z*wh%k^TyspS#t-!cN;cFHM~_%oKe_R`8`+7V@QcI7jJwsujEOnND$?R>r|9n7X-+B z^&vg$nkNKg<=}^u>Nn)R#B|8mVz=dcJfoijIUKfC#0baRX)YFC#h9%=K9jiDKcSfEKN_C%sM6j1K-&)Qvb=E59K zFxsBbLm<&8m4qMZ0E?jMxTvf*`I0kOFn@nTf?fj0DTtAZC_w++mf)d27%^f{x4oo_ z1f1jfe}cO6&-Qk+Y<8EwDQgR`*{0aNVvmMzKDd#|HOxY8DBBX~tq%B31|$2QO`Kdw zsmHd(8fMLpYYKNShlESv@V0b%p^Zw1eqC?C&dsY5Ktqn*0&@W)(>G2YFYS8ACvtby&Q0)YZU&3qo!;1Bet(aUlKRw(waL<>AfkCOOLkfqX! zVUFy?@!bTodXs3&oD6$4eR5pcv}gRsg)KxV&W>bqCHmWOL1BMszE`$@Wh z4fr}>sM2U%Y;zmdAxmFY=WD2kYhL$YnMV8;iTYJ9hHSX@guv#3m9FK}{xem^s4S49 zDUmGQGzzR{V_$6y(Nn|3IRXh6y%8>G*_^uFDPoFlKhg<58jts=#Wq`L1#l~WQcA}a zsv!*>24-g>lapM}@|7P((=jRX5K^(RL_GoxA`Z%vZy`=1i{r;;`R48`5bg#6rIp~8 zcR2l6D(E^0NY>%9otgZSX27>l;ENmAARewN75KE1{JMq@_PO2=ATs$Vr|({r1ZRGC zlQJBCYe`;7ejPvlu{Dz<{RMWXAMGgmd3JV6(ezdR1P2ALA0(Uc8dl#&FTr9%3}wRa z6Xma8r9??{<}N(6wq9Y9^#1ah-AP$8-en8d+UF@^pqUp1&D}ojZAOA>YfSdGTq?bz zYe|ZP9;4Kjd>OQ>#|wouZXZl{MysCIeT5JQUFglXW0y28wwDsL&%=obMU`Il`VYW7IH zCCC{1AtIw~fwS3rcc0&KF8H3h9oqw=i&934!|(~fS^_PH7=9Pln_=^T@<6nzqb%mW zjF_M}bH_D*QDM7#d^C!s-d-I zM z24h$B$9xhx*nsL1$$-~{2Q>J=uCiqY(n+=xUN-1?y;@G!yve>R2x^1e&W>^g(;a-zRS%8FdO-IEEQ=WMnYj6T^M-Gt*r_?Qk{6)p{vZJoZtU~KUpv4#s@W(ZUwfds?$v7aNli?TX0cWn6fKTU2Ou+0>1J);QP9<=b0 zL;;MASX+EO-^N#{G@>!wg!Jo^4PMDonJw&XdY)caXw=O0ilQkS$8Cc|HE$QDda01p z0x4Xa<$4#Bsz1r7;JXG8Q*zf5D&yT5v49gMnL|goyG{1c$dhSKr>FNwI6o?D??4K{ zRL$Hkte4l;E^TUbcKq%jHvvtC{+qRyO19Id8hH~X<_2Yj14o`vjTyGK2++f_-xG4UN`A>5cZ~2U-=N!PwST_BCXe_d_$3OIIQ| zj5lKPL+(S@F#nxHX#{oJT2X47W zjpb+3)<_2f1T2i-)msB!4T{^6P`z&4>N{G%9HNXHvOD81k%@TIJumn$t0W}eLoX0o zjkmhXdQdP!(#B`1J-IR|4K4bnn!ysL6PL9ZdB37spk*%?{ZIiYbv8Sp$F~4Q4GQ>s zt-33{W9UoWp_Y}K#^mE)*qOaaqVcp2 zAYE=(mQ|4SXEmRQJr5ui_=+=+4$Z^pLQb954J)`;JUQdCKE}JBh?p$wIM2S%(v`NK zZljYacmh{y97hr*S*b>eYsI2;-^&q6E3$`Gv%Zh6HD~l^pQy_95bW*t%e?qkI#K^S zU;9gO!VVzOp1-~2nD5mh3JYj3Q5b&Gybea+@}mOaHi!}c$J}T^CCV+|M3h|JG!Vmp z9s+giGidSYO2MiQhyo1 z`68?;O|Hn&r;?@b6(H~md-E`G;bs*o);Hf{tm|vZ;{-cK_pYA%t=CjxQu3CXP2w9s zE*CROR1JEokuT$Y_q}ST0_dW=^+^deA}90!Ljbvm3T#xibh;bIy8-bIN#HCcPDS*| z8-=ft?RI$yq1_M!hUa1VPY%P+)ogAb=CF`V`iskvdbsnyPoZp-$loGYrB29KUsJao z(&s+V+>IT7*+w@+aK*DFdA`91SX`~@b?&o5)bNWMWzzd@TPKt(5WXSn-k3?{;>6~h zY!3SOT4sM~tu^Yc%Ar5W1w&5&3#Y1=CANPfj=#d5$^9qpi9BqE@S@|8>auwuVu}&3 z#DbMU%i{)I6$T2mWMxgc9D^e(a&>1oMe{jBN|t9W+Q)IU92KRE{WhLe&zrobZ6iir zfbn?9%Qel;fiq6`hM~jLSygnt_?#MR;bYo^O-7_iTKcxBRduLg;1yC+MJ7@T9`?Td zS=Y1EI1+QJ&>TPq-~O^dgP7G%t7|k}5Sv#-52N&S9#Wl9<|!q4n)ysTD$l!X1JFJO zbb-IW(tqXgFDISJLA^`Q9Oo1r@q=Ei5jX8-AFx1@>s<`sPP(D}R|)1ElDO z<(|=#h^Lc1a&r_a*kYqzDeW1f($7;pqC7@VywzX|@hX`N<6dz)c+EUrjU0$QpXc#s z-N{@n4Jr>RdwK9Z=Yn{nsmq~0?prMHAX6mcpt_AAx;_BHs?)oPR7M$V| zAj>DBAC>*i0Wl#rKT+qxwq7PagSPXHJ8~#vRNbev`dT$BM2qEX)p8K8mIeP24_niBFzvp-U z+Q}x_#=X{_Yt1p|7$cZ*u;f?raKE8V@JA_z(u5yzU@3Yabo^G`3<{&uvsu+|E^~N+ zM-XYvzw)|*ks=sQE{;d~ZhzILnH@jchO*b$J0-I77pOmc8OMfDsd9-lT~^aKF(n7L z3p3_&ToSo7n8nPTX4#u74{{OQl)M6$EzK=*ab|qH;U{vulXQAxB_yvmnvy^_yrDmR zX%9fvpI2<=^={zKVv&7aZj>w31q6Mc8yQx3IRP3XB~y{NM8wMHUTA84^EqMtLtEH> z{e1kc?QFkhetl~mHjiC+P@i=DEpyPkWTqlHMhr_D1tOzv?1_z#&N;K`GnHxYgdSi( zomUxqKRjF_@r$(+aJQYSate;U+x(^Hxemv*W?!k?0sQ1;`8Gl^r9C z`~~Iw&*G!CHr>~B(xbZNFEa>K?(Ppb9~i1ys-2eUCb{eR4!$`c zaaWmo5H6Cdd_;UVE!;PLOkLJTS=1r#8)&1EU8wX8w9$I?OVaU294UUVp$57V1kV+q zA7gTU0)0{hD*mrAb}5??TO=1w#%mhm+W+_E-;6N0;aiT~RC`LxI0>?{lz13s{^(qS zeKfO?UJrbs<9;=1IUT+|W`N?XL1LsNPWK8U<%0FVGH!*Ck@3E4?nS+s=J{-wQ?-QH zBrb|y9C9q!j0TaQMWh(2Tdj+pHC=sX$=adNKJ?K71Yi!aMc$5eRf$VR88Jg-)v3gn zekRESd>Eo3l8eiBfR;BV0LXr;qy73l(7}eJLMt8wH}6td{{(uMP)CrNxfLi2M<)CA>k?<)HJ=s3B3y&XrXO%MZRfTz75R06iJTdaV<-4XsEBBcvET z7Tf7}OOy3u%oR!>tv?7c5(2hmfUrUA_D`Vcg~x~cdJDZrsJSK04KbbbdEOa6(e0b1 zxXZYmhWss~osX+VtwbAI`1J10x(2q~{v1J z4nO63#znRHi2#;M)=5@dAEq0U^Vrt9cu2g_SmB7Gw@Es9)E{7kX_Zb7$0_%hEe6-k z+cuCol@O^)eyb}z^|}sz+VL2@cAyK%Pfz7Nvjrpt@xQsE6g~UdnzPAS{@Y1|DHfA5vyieIz~f zrs^Xd#6S%<9I2{|VC+<7oObUsF2AG4l_E3UCQY!WqRHi9QjeXS*@au(^g}J}w+6re z6rq`NiBuB9Rv(Y^yNNN;?>?mE#ep3_+1``-Nup-u+8ubdVy@>a4 z!z1;sKM&xK-qNoV3b5@jYh0SXdWgXc@nf89FyNxh<;ttb_o7bG66ch>ZyplVAb@Dl zi(l$_N*wATA$+4=)QYJqJe;SH2R9>6XM8k=)?qE|NRa)0c5OCryPlc<)_e9_KmYqK z9vI(a)PJ8iq#P@d#P&@mJm-<>T@rPbcYearbk96hqTxdwmbsR$uGSanJe>`MjPP`6 zgQ?vefXlVMgKl#K+L>y0Dv&Y2`>77-DGAW~BrVv99&A2Tv2EUE<3_)X@{@3E@n##%7Hp=3Yzf~(W4`#e9Jq^-%XmT0mZ>%5biq?Dtz+1#{VTm|y-P9FSX z59DRu{B8#MQmS#3Tiu8-KZ!pkHT&3PpBV28#mYi?T8Vwt%t44Puvd6@zg#YR!}58N z|6aUt|5WYNP&%fhT^O1Z(1y^eQoUg4KFJ^sQ7c3GTOwpM5G>%UFLlEn?#@{EK*^P` zBzg;;uhsSli>K?Yxfoh^je6USaOc5Oc&%f$`d?YLo$-C>KHqJAn?ek0g|r_S%jt-@ zEe?ntb-RMOW34muAL-LQThTVYS+LMU=al|g$YEFwXW~UQzvbkI&$BPRs>5iX$>3b6 z#dKV?w|C^%{#zip!)NBUZK+Pj8E)52agM^i zB4na!y0X$E+I5!M+7$vfjPuMv{y8;VH#k39kt_ZukRcn;0|qmCY2@I9$88wXa&~J`|2p1{W0#(AI~l#YCL6w$L+nBT7gZ+}k+n z-|S@)F@Y|*IgM}3zCSRK80+M0b$@lUbdG_1z4+|j_8I*z)b@Dp<$gu zq*!~5M}Vu$T0Vo17)f_QseU_{!Mb2+4xoKKMa!HeohpfGmRBj5ZDz%7`&fHF_3|p? zX*EHQhi$$KKOEBhBaqL3bj`n^d?<(@K`VBLL3ZgNXuoHe=|~!2z9#~fNTqSW126@X zg^B*vss9Y|_yzg+d&hqp5h>XAjG#4qok&&}nYE_jP;*M2tY{c{V?M^_4O4Hh-~9T+Z*Y_qsTz|3mGvU!zKp+d|6&#QPFCl?$|#f@b5 z0%a=?-+g^^vEBv2(2GAF-})IfS-T(mhodIH&M<#>1m!pEY%o50%QjX(L%>Y3wLxz_ z-3ML0q}pp8d68yYvV?SV{xC#tbCGksy$1Kf!1>EX3hLT^zYBxYZAT~+fGlYN)x{qq zz|?SI%-Nv~G(gzTyEZih#;gxn%Ik`>Yd_0+Y0Yt{f&WCTN0Pm52i%Y#L>&70m^nnJ(U8(JWUSIhqz4tj9j_giSuA zVPO%{R$jbkbhc-rB1B*Asy;VWh*XtPWT5Y^`h4wD;1-�A^|{>}imXc$^bj)IS)~ zu6Os-qua&J4G!J!e**1H?vd;K48qL**Fl(H9+y85j3NIX@_3M-8BCQRM@W0i-0Tyv zB1~``E#Xe5%4$+qKTd5gn^T6itDprP&v2x|jU$c^7@mEws(T`&))H5NZL6hK4a!d8 z;OXuco00`qNgdV|#xO8FoWGkGCf>EJdBj{Dz_i~N%b!N>NTP8Qv*caFW8aY(k~cIJ zoVxlJV7s35K39m|aXMh|d=HV9V&|-1#+P|X_l->~lNaCV*|9_<$WHxH)3wRH29b=< z)>L5}vorGR3h(_4q8}?TmUu*?1l$6FrGySpiVuY%fqf4)#X2ojw;hptpy7v6&f9{{ zHTAD$>6D11F(k7UR3HS$XWy3ti|wu;VfWziuiZS?4rgSTpWjtaDK`_wkQQuFK9_O7 zBNjuXeb(5*c1dAx7!bB=N?{!JlQ8{xc{zendz-_jUQ|+z;Q<0PD`HQ=$1gEUMs%!5 zwhJGG18VSeDE?(b6$!p)`_6qm`cJH#ak_1Lslg=U1fb)(-X?^ke@@TZHtqUbOSUhz zTq_aid*KtXbYC8n2)z4610MHrGEUT~(&k8Btc5GPOe~KI?los}jAPPke$pQ$@ZMzw zq9p**gFTcz7O*=tj`#_5sD@?$T$sP0CxZXA)}rpI%8$n{HFQYCd?qAtYYS3Vum_kj z@s$rddVogajrVV#7Z0*P+@l(fkPZe|iL}9){Ed6UiB8*8C2sr--RWcG zodL@ZRntHh)KHH1AU{tUlhI&Q_sAlgG?UR%#}Vi0i`x#Rx)qt6!e@fA{#iMG9@kFu{}IJ!v&s?M)J4 z#{2cf+ssO1Pilqdgbj{?0&qSp0?591JQEWO3T_BoD@@o3aOjqv^kcXB%skHJEv2s! z`lg3ftEJ16XoaEdQFVFt7#a0UQ$VUu{$*{JSY6k?u9c`tH|eo~f$kXwA$d9zKv9eA zlu>%>@C0UzFZ(dMB4)*mL$v(VK?ueFPGp+0f8Y*LTKk8eKo0>kQkcPq3MCFre=!%y zyvZ^YZ}v+ib%$&H(ZlIL<$qX*_(pjFb2Fjr!%zS;?|1pHq2|9Hw%=_i{>i=ugC5R0 z(D42~KYhNspYTU!oQCes=F1HXO9vrIs593@$T&&IUPWGbMR1)5J%DDQ%;a(@(NpwmaprwTg2dN=>VZzN zK2*pNCkz)6%iMl^<>Ayob>y<0Klo;u@!l;L?#uIK7h@Kd>XGf1EX;n=SoZE;FgG`E zM6G`oS+Ymm_a6Zoi9ZTpuzC!2M2G6Z{7!7ZCRrC*(r-iSYjHX2KX5<2<~?_@pYk~A z*eb8k(p7KrtwWyGoh=7T`(&2LZY-$G9JtGmOcC(4o99~47_+^)Ji6p2&*XM0`NEmG ztdxJ*uA|Qw({g!coOQC^v3YZH{w`+M7tHF6ZPjJ@xNX{~dN@_bl%8$66LDs?)fItB zxC$zBv$$7;hy*voUhK-@3Bd9Y$C=6QL*RBy-OAr~%Nwl34lFjTPI0J@z(&)19)nJd ziH){JqeGr^3tE%BHy$9hEUC6IgFZNEUA4f?u>v44Q}?(wQMQ++RUrl+&JDCjX_#f0 zug%Gc%*a`{N{S)9Zx) z8t!ns|4O7wgWzJSu}*})U}ZgZ*d_~v9lFw?eF2ytGPMIHh*X*Gn13-rB(^^Fg*Vm= zmwM}Xkfy6Q)HsJ*;;i2@q7LvXx9vHl@LJh;u_s7^(;RB*Po_SWivL!QX4#xTGY!dd zWh-z;e*yba^b1eQ&&!U!P2Ta)(!|^QVDHe#*ho`{+#n6W8;swx5J8YDFkxs}M>~0%yrq=v``(!|V+3rOXGeSez zE*~Y8q=cI?z)-YRc+WdEi%Cia1F%EP{vSI;chxpD%Wx&W`K0*MJJrvJzgpU{CbeDp zfcHFDWbsP0=g#I|QP;=4Rh?inn*-dzyEZTvhHWe%?lOWeA|KH%i)f)ngwH`VirD*6 z_NT4g>a9};Yp#oxftRknW)a@asURQb?;tGZx~`!4fP5O36bys)lI0yjSzc-GWM1^9 zFk__b{g^zk<#R((#{w?hM8QVS1*M=wcm9>2o$#aN*{y^1qZ^KMDZ~>LogIlz6{B&r zQ3``r$*Me!x@IpWM881pe|@gamCNV-8cnwKzDCbo!D(n29EZQ^{!ZJR-geI@XsHDI zUAdy|>xe`0lTPU+Mq)afsp?mL8~YsGlI!)fC+|g^EoDWxclr+zwJ!?AWJ3!n?&gDt z{WL~oJ-h!9LB4;4F8)7462BX+Ulq!Kw?er35Knb=f;r8VOjF4~0gUwJ%fj194_j z>*{gvb8b`AZj`tz-SkqN-;EM~3Vlk*Ij!<}{(vhM&##Z3L`p0UwKFb$D>Hjk?ox~$ z-eMX$Z(G?3Ofxd~f)zi>+hP9U`!m2j@9|i1Y}>$fHU5dved{6`<9Nq=tF3B|-iMq( zCpi(uFfa=|sq* z!CJOfhUeOoHU2bQ2@bYyBjGV`!i=g+?|X4g+A|X>v=+ywn6-N+*XTLLmh3)BvKzS1 zo?G-ErOBN$PCGM>TEl8J+hem>EJ4F5*51ZZJw?e>9U8K{J_)RK{Zr zq7>+=)hBp&Tcn*7f;FMQWo2GQJz)N&V0M}CBfjj%akm(bhL1ByR6NWgGGb-#?p4ar z+e+9=sN$p>bVrNRQAK%+3cR&@TFxOl7$=t*`V@r|{9XzdO> zSnXB7d0;W_N{p*M;x{z5sW&twAR*S_dGE}q;CVG=TqzBSnir|pl~2RiFA2|;HQESw z=w8%Rreb#9wz%$JMDb8*bhpBgZ$V|OWc2gs{2h5(Vh}p7R$>5PbT)ZiWJ6Z@m!iMi z09MG@Mrb#fsu5uu1Wq?ARn5AeNXT2`uf&U?YqOLXSOab>>gR@9l*ns5n*ltVrgW6S zt~9&Ty&Gfv0N-y5nEr;8s-!51$>Wct4Tt)PVW1w1y9`oaSfx!p+I8WG z4yBDezB3vIo>54-odLz~&-+SyVg)*6oIWrPIB&hWnJdLru{HPg$dRnp(EyAB`j}^kqffOfmP?FJ#nM=q4yt&FbSj$Urs}y? zZ#Mn}y3jhTDb{*mqoUx=Hf~}++&Z?A-eF!NlzA1OgmdsS&}$O21S2R-Vy>^dzV8}9 z^&!RWOOdEh&~4|ISaNQjRogCdG{cT>V*@dcfN8Q`+8rS}_EAd-fYb|9I12cCi2EOT zzQOvNct8xZ5)cGq0T`&3W7@i_*^=bzRe|Pne4vOH>n9N~g_ZymN=vO#g?iz?di^~N z^e=Ql{-fH*FMs>JY9KgD0`_uG;wMO5%!Mg7nphBT>Kc8xRoB(K!)X8$!xqDTSoUmX0a1avu z#cq>h`a}CD;LX=iCTKUjEzX(!mDlHkNupi-$v!l1!%$H0ika*^5PJkjjKIbHC^@Bc z$d*(s@>~BJHUQ83s($ugeEr|b#=nPC|Ha<+ZyEl--aV#ey|ek8Gs*G|NEGw)>+E-> z-PE;W%t=2ZbZ;I#O1UrJFK>_rCFV82QsOmFSe9Wa8IM&xDls%i2wqm)*I`N9*oxlL z%6OlImJJsa(=VVn{IqL;aFK|Yh|X;_VGhdMv$EBUv@Jbg4j<)fiRle+^eHonUNRRwU>{dBOS{_b}dod66vp*~7cC|uUD_Jlt z!VXw_ySwL&f||jB2-uU6inXy~tvkzdpz7+%$L^{Mm=|342#Wk(M&XE(wCI>TGTjmB z?Wz$axKaZQb(ib^vnTsoMEPIybW^}!CCBIHY0I**>T>`@bv9YgRl-eu<&r%{Vbb13 zS4qJjOZ+4&v;RU3&GDu3&(D^f0nsVYF)VGMOv6dn({B9BVX=TFgXha(FTUr{bZmKP zqrk--@vV2uPrp`sXI$Vy(yZUW^Md5E99SoMo(6eziLfLc*IbL5!3t(2q$R>Id}NEE z5uQ>lQcmww#HFySC`+zW>hZhNbN^m~`?t>j(D)g@Tlqt8s1&#r=$HfptN)ZBT8mTm z*KhtKHr?OLC4a9x@Dg89ro38jJJyv~vK|TP869VHF?wyxktzHbV~|A=!L13EG3DwH z35ra(PA4qK;DD+etyVD?-XcX!s|!L>sf1w`-Uz^|AU2$X?7zkb`g>fW-<2oyOY!;l zJpPM2ZpO2(A?9 zN^l)e$Jt7#n~ZbGHOlnT&+pgBH_a~C`3P7a>i|SsN!n3K8p|rZsKz`!L*{-xntd%A zCypzxR5MEt(3FgUkWI@GKyHf{(p9^Lq*}x_V7Or}nR{rwIo=G)88)+7Xj_0mRgF&XI23*^iQe~$v1@nlq@0gbOPv;efN9d2=PSrmfCVM9&< z&MO4`fU4mI#v1Ui^fV(2Axm=Jz}XD(W+V;39H5Y5z(w7L;6R7RvVd!vLL+~;pde5% zZi_%de*#H)K;e9LX!dBNdO8V^qmyu>aR7I(PBq+b>|&DE^kacdK(>`SeMSEJD*_zj zA8tk#n%trtXg9*_1AcTI6rqVR{N3*c?&)_I1e9%1H-|!g0v+Qf0wQ<-K((Cz=e_t3 z?u8Jf3dU`a;f?HQFM_~*L_EGH*s|2o-+t)`-6QsBHF9{(TW ziG3O|Qfx8OxYd&@%PU8bbzA4_g5^1{ut7r-$zY9QIa16{`VKO zPXDW0%lJds{O4=P1|WI(eSDYy^Je_dV)vVGMuYsaar@9^cc(5%;<4jCs^D3Ty2Jff zgL{qMAE#(oV%ov+TMK`V(*JBo{yS5)6xwYh3eP$4t31~?zOvKnaI+n}@-gEYMt~E%XV< zIsG55>ES3!q{~t?HPYzpi~f7Bm!Yr+H~YkLsZ8lj6!w)pb^eSk|3Pf|bJh7(`qWUq zoY&Tj=We!if-cG4f?ZzaCY2ZB6Q;}75~pO&6f9dj2yDWeKvBKh7OK;XH8gxAD^SXn zW7yw|FMQd50OSV!hZ7mdcz#&V|ICB_%nAQieth)LvhWNN+wZr2e{LrK+*$txlKA7( z4A>Q$P9FqbVoV$gHN1z~a&am%7&rbqpIQWBK z;43o?lBI_anIcVsn519G5@daP_|L>bZvH~g`*)6*T_{-#fFNGc9K0VpV_vOvTObo( zR?K4C(~U9Ji}hFCtA7Ur#?oQF6NfQn24z1qo?aeYA8PeXGSnZyOqC6Nq*lP(r{V!K z{{Nb${!uyT=pfSd$k3Z(;(B$kVh%UXRl(b;2RiRz((n94hCp&~lsJ6XF^lD8o)nGl zwqMP* zvy3JN;?pLueJT2+{l$;j-52ccDxw}MJC;FI%p?6tn5jwl?=fE$Sdm)BJxegZ|Wrp-Ky)t~Dcy{@)0ken&u8Gd>n zQ2hHNo5_B>_6I>b3U}yTo21f86AL!fQId-e!2fefAFbT!sZjNkq^Y#1nPRP(D9twA zCknpV$|jC27Cl}q`5I$>OHvTtRcp_AJmA^3?lj7hVh52GPx=faL&m_Z+b4Y~8Yde> zFt?`aoaI&vAMD1m6IFj^2>=0f1w)P^c<*6ks@pU~F92|_^JXl|t z1u&+qJWnIvy$LQV($%GLT6G7N7N1kP1cMH6c45{0l=|~5zXEZcN!MP zB?!a&ripmOOmu?%4yPW1RF}j6p!}!ZXzU)e0LGkU(tdQw*XC)_lE|Mxanby{iTGUo z8#FU2{DD)$lR-|tWbhmQi?AxF$xILK%&Euhy2aqYtS@5afOhL9DBBz_=Z#;+lUVml z2@Q~ykWd!}8NE?)%&cAwW$BpG`&B}AHu)j50p0Kn62-V>p+Khka}H#>($&B~^s9QH z2H=&qW61JQ)`38oD2zn~lOyX=v4k{(^*~7zCX$Jh;(6YOBAOIa0(V!+zE=Fe=HP$`*^DdoHaN67x|xGdWO_gaFi)RRv1Z| z!yDM3?^vg%m1hcRs`h6v3&fvT_{kd`V_*Z5u7NrCfk^`boJ^mwm{Fts^vplSS1>Ev zJw$G5*-{`7#cr% z$>#L!@(`YZ@{>r1)ruQ;TN$x~@mC87S_0Fj{7AAn2<&K)8lNq%CwH9PcI@h80Hd$< zwg=#GwoH5BH3psE!+51Pmz{&Lm72Yh3A=_2 zfp@nUk-{ajisbViaK($)Kc3Q{@9ie+^638DogtWYF5zx>&fl6yJKhskso3=3C(zK% z!=kTcPR9VF<9z9IzU4RaBJh>~ z7X!T~Al)OVHsb8Xi78(-T7jGqQ+hgmm7nt3leE0JN!WKd3l^1IRh>_5O=E5F48;!1 zD3&@hjUy#-**L%?vCocdE2vS!zWs<^E1eoCq=M**!+Be%XrC}*z}a;Tpn_{tvjlec zTjOvCq?4=!_KM>9@)+*t&OsSazT_A)mNTX4#d~)vkkP7B@foI83Ojcjrl-FE@HZh}?BFCUex+L`!LjCR*1@n!ffmPwqJFwyUnGC5_BV(ba5v%tJpsOv}?;Zx#4$=w&W}0~&Y1oU$t_ z%t?&AshTOTJVe;-H3Jk@0ru6gwnd0bzPIesfS9hIP1GTFqODU!OfMRj8D1g^;$VD) zF!EnoE-KogbX95Rpda;H^$gmHZp%dEg(kM8k&K_@stwstnrd&3UZub|os)GxXd4Qi z^c5}m#hU||enpFPH$b%tKqY`PwnJu0ZAG@;sb?KQ7) z{x*bm43_H4f)wZ2QDQ%M>4zWi<=b65u1@{-u#jE6`wg*G1p< zdV~KBH5G+9jMgsA$~J2V9*T3B zn;g&p@6geCIJb*KCZaITj!iuqytgAon~;8`fyPTXfaK~{uADGN9%0-jf5g-SyvKk& z$VaAzDLtS@n<}rIK*u0avGXpkwc4 zYxd>cPS;%|oB2thq_QASa*b{QrQ0eW95r7B;ob>=g;lelO{a<{efWj_?o~U_!w)NeIIaXCd%eOs(Czn{K zQ&z+jy8wRrQuES1Bre)Nkr7D+)R&c(R571P66jYB?`8WLlJgzJr;9m75c5INFsC=lijqi;(g^Ak-@xEWC z*L65fK&!rjImSXLRrmuapS*x6i(~eX-Y@W&51qap~q+T&FH9wNkbQ*^Nl>xvF1a21ma#;Om;dOIqAswQlC; z#SQ2uB&#C6yr|UgtoVSSOciXWzinzym@Yf?@VGRpA+fXh5{lPlsXiJhziZT|8O#S4 z?cZm8%wHKuHkB)fH?;K7n-GyY6xMJ{GCjY4%-GVl>@EFT+6`P2wpwZvBmwB;{;zX} zsO4osU0ScOtY8)zOP0rllG)?&9VjWJ8*T@_K>mRse#!IQH2Ik8YDR{wQlK;(9*@=? zDXOQ)xW#;nL*t*H&b1mM2ydtJ9i7Rf_(DV7d1)5_%W>6ZAuc&)4hP_L=0&^`@xXT# z5pqN@7p|j&b`W5x`7}@34gPY)CL!>t$L*Or#Rw91nUw5eb;Z3}U9h|w;9#&>l>FxQ zUUqF=nlR_G#-S2Nkf!=Lu#GB%EQ!IP7neO5(L^Rd&q9%o=9rC3D*KLdCHG5m6e;FmvSl{nf3%Ql4fZ0d5$P0W#lJ^K{Y7Z@Uf$(9JZ*2MDA zYY48SCuV-M_5igDW_U7skWq5E5 zbIIpIr#oHk0#B<7eQ3(lzc>K<(+mUDJ-AKIbY*%+ooPQY-Z`KeH5}7Y8a%U3*yp~_ zX%XelLKmx$!uS3J%ielGAl(mrxnel0V*K`MW7Dnk*=C91gKk!-YakL8k|ygYIQGOr zyYb6JBdoeQkBVf#!aedN@zw3ChL)1JBdbqpCkWo2RuLB6>3DEPIp`Z$CRm?`!i8%! zg(m2@I?fxu?nrF%DoOx;hM3flbl^b}=s2G(cpEG2v+jDZbS(?u3P_?RuNT{ZyOaYk z(1F&SaG;Dv0xM0kk#se)GJuy$#>sr^E3z+TexBwqae(C zk)uRX7?`xlG2ndQZ-n!~VD8hL)m5<4+#JuwX0rU26oYHr3gohNd8k06YumQd=*-xR7Zw+iQBRk?vUPb0T!dtyN04g`Ip=cic5qqmG4`m ztth{~S1!^g@SLw!;$u6}nQ5c8A3;|G!Y#OBr&`th8h1 zKLHWW=7y^>mjB3md;9jlkIZnGPV-xY{G%BvqjA~TBLfY@>81+eNlIN@`WY(!2wDY8R_Fw5Pb>B?bB7{ z_*uCh4mLZHm5Ac6ZGK_Vi=5brE!|es&_^2ig&6lw@F2 z{4i#7v^pd8Nu&V0R^6>QWrm8Ys{Aj)1-bU;DWrOC_=%IPbmcg}0Q?j#mo}T@ zL8(aYe8eI~29d70pl$5CKW206!!-1u(y;3ERW@(*Q)(0vhK*DuN)tuammo*C@B^mb zW?n|!{;DvA#-xVi_+0)uj{p;TERuw#!^=+&NRhTm%DlEu+?VU>T*QX=2C1yC^qw#! z7wtf)o4|5{oTgq97D{rLwC`!l4iylTHXFU|^jb4_kF?Qmr_FDgJ(aQGPOZ-!2oXWu zyp$d&u5Yqpe7Ut)_mY2)qKR2Txb%c7Oig+pPq5jD>RjM$bJ+=e`cQI&a!7er-)*a^ zar7^w(O-t((2fkHf{2PN*{0N%1U1!HR=>*D3Ah!mfQzty(>**@JR-#?jHL9k3o|A& zof3akG}~P;{r(&rRrbNBO#xI*jmufhl7@0H@<$xHzFe~Dy>(65i9o1kzW!@|DcxyM zRrLr;d1>BGxwEN=4WK&1JG#`mx)}}?hTb2;?jlD_0AbN&^`|oHvtM;sai85CLteFU5E-ly#6J1OxCy10oUGu-0QH&3rWew)!?8y_KVlqx6uq z!4Ha0tibrC=OJ6x*6ai&+s)*I_gb9@Bo zl5^{+%z%PAQdcoRPC~|Ecmcxxi8eNXe*8a zqzOSQyt_R=5H!t<<~(8?pQP&c5mf>L*;K4tPGmO1fK-CN0xf-n)Q)c5yDy=%WE=Xi zrQ%9uef0ioQywT0W0&78lw;6Sq*7r$v8g+QZ<7`Gq1i(eWojN$DYHEGepsAjn+4`^ zr@6Q9cvd;`sbCS$RinAit1zd^YCz#K%C{2e=T(VQLKF)qHH<-Wjjg(@D z|1NPw#%VN+pv1iLbuACAsO;tI#B^IZZ+%>RO!k#v{GFeqHv-aS%pjA~V6#MXjB#`N zbT;2y(#XAcO=@V-H-5(ZDttdE+g;Ckk4-yTtG3bMwCIIKJ;8Cb<=0?7Rq>RKT#nI= z>fr6qN?xI{x=%Es>GGdG25jxsjU~Tz0f*^yLC81joZ@maYA~cfb~s_n9QbuueD;$J zF190gPga3P`8yPCYuE%|50dh=H2%O{09p1VC@Zy2f`$lqMe1nQ=yF~&C`aFdATRfsC$WMg_*U?wf zzP8{13hj<|VUhx4-j|p9RT(N)heQw4%y|aV_uuXJ>??xbei`6a4N)9@UNP(a_0B7n zD;uQ~YFWn=J%2wA?`>kXRW4w-pRFwK!$oAPPDn>gW) zKx6oA*Tv5#l;?Ih2_@3jWt<3W+Dmj}HhN9yG*b@b&6VsAeV~4$+`PZrI-maB+>ghb za777lXLXd&9w6f5@NlEtbu@iN6qB}sMe0K`uA^*(aV|jP=KlKfg2hiD`7Te}i;ZJ+ z{J}9OVpgqem){uTI}o@h8XeC4i zC?XH&ZXW=BTN1rVAWx7*%d>dM(Ay2f=`4#RBavRHBY7LFxc()kNTqrqSv5XI80JN~ zNt^~kC)`^~Ep)Z*lGj`MTE^g!ufU*xKWOT61~Qg5oShv7wa ziE|�n9>y^RW!ehuRh`24(N_rT98zIU*mKA%%EWr<5f(D0aPH35~EziE5XexKUrc z!$^nH`U!-$?>DONZaUI#Fwggj5%=Kz!Ge`9+eNw~{2-)af$&+vnMyn;eCEoDh3#&4 zEdVPO$Wrv8M`3ztovW%_i3E zzF2bD9c5U!YrR=`NHTrU4xLWBTr;`;K($cmkZh{=K|X5M164G&2`bd<&@gzG2=B;Q zjh(qC%b>_EMd1o4u&=Z+5~I1EiHax8Xy@f^B9z%u;QibC`XI-12^>zEkD>_K?C6gT2hjyoNE1t2yTxyRH` z*G#MpGfrE%AP*lP`F{dkg+=(@8gbrWQ8FIV))fQ5@^VFrQF=s{9OG!c$#?c#b8EP-w`F(_x9a+5$ir{nOOs%3U#PGREE+o0 zpQm%>1N+f;EWB!kWo%+@423~AjVp9sY(xjYo~G*d9{dQE{`or`%pJxR>n|osM!p)z)5q?Je{dQ#4+iN-1uI<#-=~)w9?G#Ir+#_ax!-&U30j@hfwlN~ogG?7lFT$!|dv(r5eWbfBlWLW`!C@JvQZqLE)+anS2=Ae=WyCdd(Yb5WBhX)aHTlEY@qtAfdGCb9|1wwiQ zSytj6-L7h#SDeiv&2Qkx~8g0A`>0@(#PpeYSVe~iy9R=NSdH=PR86)o#dR?$)NKMA^k!|yN^F`*isPAnho>`ptXSv^r4W^HL4Wbc`Etr* zw_`QjpmvzIefd~dl((3jL@z9%dY2-Z0h4m!eY&G$`}lU%Pfc zW-sF6DDj#zHgr*IN?nQ`(gwvHS{%Y`ed>kxQaw#BZA%7crrWO;D=>&~_+-Eh*!O}h z5nc+2suJrQ?m*T?MP`r7L(_IaW!HjcV-1~#&!#fA3dB9NQru)C+gbuN25Jrn_~RDR zPOQQ~2*C--J4jc>>prw&dR0W;wFX61bBJEi>WgCzh;BKu9YIU7TeNp)>fY!o^I$s` zu_$VRU*rsgTjB*63J$t6x1Ji|!pB8rlW7!gC~lYp-VUL8?z#zL@MEwBDi7aj!YoT( zpGB@ED%ZmwjCc$Sq+3?Uzs7&PH^VdM5IA=wX+<>xEx`U2x0UjSZQ5g*>K$}7V~LkC zImR+AZrcGlGQD%yJ!_e@|4B>lh;9~#g=KHS>|r71AO_1(S}n|~t}6I+)LQ?|r0xy5 zsC%{%*^dK}vl9Sr8w!S#^N0iEPx(aVDk+Y|vv2BYm@X z?kAFW`U(t`e7$cP-OZoz<5}#ui{A0|MMFYhg4-2p*j_svK1!-JW%Z#-HV$;M?BIxE z9{DvR3bQ47MF@{4v1-pUBh zw5*jH(=q3lGV$dRe!5St7G}iq`zM&CIK$lT>8@zX5`=@a)cruax5mF)#(}MUu>s0t zSX?^4FXz+rj_AE=Zq^FN59P8nEJ5eJDB?MPqefYfyU%(pqP#;*FcKDG;~ezL#w-3h zjr2~yz5|lzOve~rzm)BZF}8mLFo!HLIs$v=6OXHZlpSKRh;<*LcQ6VBu3*Y2qLuM=9mR?I@@yC@(lW-!plp^8J}DM?w5uB z3FOS|LDfh`)?FP7QkzHm* zQK2FRWfu@pNMc4l@Sc1u*}jPxiqy$-&r*WFoJCgdr)vnQv;YAm`0%5FcWZJ)V3##x zSFE@Cn70<|mmto)lgrnarEJWfh#3&8;A^8IJ$-;_MrCvZIbGB;sog|TIhO5EF_%xE zGe`Bx|10fg6QwsN6i3mi*qTboqtviK=P7FfD;o=rcsW@_di!{~^1skq^$YIsI~+xZ zz_PHR#Z(nWA{^0<&;pz(&1+O@tNf%G)AcDAA}}I2G!V^!WU@|<iyvpLsG}ZJjEg55wE*>!P<#R_*RJ=V-HY8I?UP}$c z`@)@dwSU#?<_3_%kYn_@W42QIV!~&(5)M6%>OHE3ukG+jX#Vw00 z&;Ad4?;X|Twr-6FQBbNVNCy=Vr3%tpDALu?kuCz#1f+L@ARtH)5D)}H?X zwc(OHD+lSXRsZTkT!s=1nC<7B?uxsk7rYZ8ATv1sc?M_WlGD%2OK%4uxf2vznk4!N z)m#m+*km$F>!H&tD(S@cB#NkeCHgvfXiY-}zh{c-GrDz_o<^Ko0TmlVPN4jN?{i#a zgqF#&1N2O@Z?&qTWn_r+x(aG5o<91C-|VnLanTm-+osk;^D>VEz}YCu%Mw-bPVB{r zTuhoJ);5VY9&T`@Dt2WMwmmY+yOnrG?4M>%gPm@stk9PelY zGfpgDvro*EyXBLCQor8LteIQr+bZ9uudd>K)7$m2J9LMyHy@r1jRe@GqV^l;pXPnC zB*Y0My0Wm-OV&eC0j%&0A9nOuR!T)RDlBF_{9?Tn=a!3N#Xdzmx39!4%;Vugc#R#i zu3;Qb$Hc?V_oOOsuhfeR3b!4t8lK65q|D6ivPbL9tgkiO+0itUTlZ}^rD!+~Q;h8?gkIz-sZg^E5O&{;0xjHV`RIlDq-G~Pmjb+U?2Jez zs=~ZOtF8+asoIk7e+8UFnKAgg89xztXwR4_TxTL8vCI z;(SPlZ1%NcoP{~ZY(mwJZ5hjHneeA?fA%3?t-IHcVdVqb_N*RUciReF+Rzt_E92S2 zv*o1)jORtREK*3W&qXx0VW6q<N0CL{B>3WQDH_Jtp|qui;!bvG zd7G`JFt0D$Fza%W3r~gAyxUHeYKKEWyW0UUVs0-USNAz?vhE6zvqM+oiess8J7Es8^1DR^>Z$Ugp`zVwsXH4l-{%rIPT*54kXZx6Qp$Ye$cMgY z$PdK@QUlIRUP5OY+U38%Zc8v_9dlEaZK0)Q>MF_C4%|zm{>gGnF0J~n9)tkts>^7@ z&iX0Zvc8vue6RcrwHW!}?k~XV$3!GUm9ikO0k|9KoJ;!rX#^Q$7VUgHj%c{u)e+}i z=fz_a^N&Kf_zbmR@jtt%jL1BGT7gMKfwd`n#`Hv#3QFN&kxHg>W__bNi8I+H!M(^VzO`Gnvzy?mpH z&QDEc!RB12qit95I!zar#g-Fxb@;i%3>j)G!}#7ke$m=xLRhK&EMAC_J>RKS#d_Q# zh4kX^Z6GyIFuE!zq6rVq>fG(Fe`7q-SNv2##}5;A@mTJQHY8^g|Ai zj-|n`XQ+z9;*w(7e8r!Hn5uE~X5=TqQv^evWnAX^)K^QYr9oh zS{h~1My`X|ONimba7*WUL=CAlpt-l7GWiZz9lzBpWtNtd+3_nLaUmkl65)R$J zw+cgV1EQ7`QmeEY?cZNZ|NYCqZuz&d`fFVNnlJypaQ>PM|Boj_UR6YB9lvFQP1nJ4 zpi`So;k>0;9D&PSYSs(tm>k^6yKwMqM6fgC4fKs3ouP}jmn@mp7vMt;m8va}OqYL# z4u0lV-9n@7=k&3RQ@`iX-TW$d)Ti#bg2vGB`&qt%eGDuS-@S$)HQF3->T zr;U3l7LX`}Z5emCM@waah0Bo-rU_FAYq)Jl{c9dPO9+`tZ?lQIOWQFzgK2`x&DEG61L6*}Q61hn z2=;Cpa|t|e5b*|Ml<7906sOuZrBxB)h)ZoU>KdRW=1rx7*PLNP@qz41BZpOn$5l2f zpyajYXwIk!?L`oKDByy$8-}+SS1en>Ur`sex6j~=;71w;7>T28`_C7fZWs)Rr`DXn`xe-U6oHx4vGuW=L0LBaR=>A%$c5WFfE8z7=jiRV(;4S@84D za?pr+i40NBltFVfT`44VUc7#d6bhGh`j)q*>1)RH!>!os6qSy>7ZEnaf*O2Sm{{k~ z0^5>U0h+OK{*cHx0lFx+p5Quut3w~=K|WGaw3^=fC*g$aT+7k+bly$+*fPgiaMPw| zD-AX?+gd>DMngaGj9$}9eZ{3)6~YJ|P0j8hTvk@xTm($w60}`;$NV%3y0Qj3xmF2& z%OLg{MdHW3mHy!Sw-!-rvzOF*bPI>7-%lfS*V&hmZ++eJ5B+<+!1jA%7D)>rc?gDQx2QpAX@fdyV7DaboV8*6 zb~$y=oLab5Jnug(>?)3e?HVL#208gBxQikD z%L&0t8Sw@o4?ZwEp941 z`c#Vs2-iRObGF)zO&hEJyB9-E_||p8nu`@AFCH{QM3xrUw3!x{RvyceYhL@k?(L6F z1^(6d|8KNnqgbkALyx4m$v0Ja&~L$VJMFDYJR2fEh(_w0aFNQ<=inxyXX#ri=8*Vq z`rRlUqwhXDan+O>J(Vg?z*F$u##!yx`==VO#e~i7s`?#WS*rGo8bdIkU+dgoGMl_EM8W9qnudsTb2 zXV_Q#0hXfG52&xy?nk1ip$+9uN!OKoZFENzKUWmL{@&JCPbJGCd2z<|D`Ski5rz*M z09~Od08Ht=AkmAiQp=OB77`93V;ng6No_=#PGd$Q3O z87-~AvS>WCPQ<*{`Ey%|3|-!3ZIwpxSF#|9I!`nOFwMD}VOxslp!EDPXHr_Ukz!qJ ztIEj!sddh0=0Kex9S0n0MrmR-1dgHzRjLmc;CrLr6mnE8d1+YE|+fONp4d#bpz@U-cUHU81Hlu&w2sQ^Z<&yrtzjM z-sJ)KL&}7RMUYSJTRt0|cYpjO>=}vYi<<1Oih@mcVHMa1y9Q3x7ap;+@VdMV^ZC*V zlQ{s2H&%eW(JqV(!@eU?GRM9t*VB4*c;o0AW%w}o!AqIm=aOKhMK1^n)+}Na;H-BF zd#f9;aAUYwnWf~o+Ds)QM)-XwLlUt!&d&ikg#XnG zr|e0}QZ>aTkxa>M-;6W5dr9@@C-`RtY3^j3h~5p3k4C2oWA#V+D0-&QPx@EK`a*b? zBVohU_rJi*oDPMG+>C52Is4{5uTvf({BN;%3N1i&CyI6oyQ(kD4xWSD_0B;<1~KO# zziekP+mrOH8Cu3iyI_JvL=E*~(OJ{`ic{wKUArClfo|C29`Qbe@(U*qyQYU;9L4FL zVEhxP?i#0m)y?8*%nKe%j}P_urEm5v*5U1yB%K3nm^)mQRGOgjjmt72dT3UPL!40d`%c@Cn~lc4yqKU6oBC(y^ja+~d) zktW@dZ)jB$mq{S9;yJkeIX@}K{$7%c{pY>-Fz@FE6~5wmK$#|iZUx4FdhK2U`}V-d zC{UwsdGgBzHdqkMIUkV)MxeEsVv6p$%Ik)qx{g2bsmeMhzWy_i><{mu&|NwqG&%_D zNm*A?Q`I&J)lZ6i5fVdyXw$?BxKdb z*}-i#BuCk%W-B9BES=9XmvCRj7PWOQZZHaLT)W@63&*BZ7ndO`tUWs|Y@gZH()9(Y zAK-_8=Jq+Ev)OMC;R)lk9h0|WCvU%pNfzLM0|1pUD$D}Be{lecq5wC1>2jTc`Z*W& zP=qGD?83OH*)Sf}cVH#8c>ue}o;krcK6aPUO_LL>lcm)xa^e@t7cf2m^@u>rl`@`O zutcH>V6)mb95x)cd346>ZK!RUZ-w4u9l=H7?jooeZvZtuYD_!Xev7->fz@S~wAW$r zS5EH3I~$>t82UNux12Ty_+_<8e)2Z1)N(IaK^J&4qFZoMNVb59b0No?=1%+^vGD$x zZU=j{_Co93ZqgiasUy0fle@UxH__BHce#MB0b`B|IBg-y+4qjkS$FtXw1#_iCgg3b ziC)!TdlN1M)IidMa8q&tNe8qEdj+)}>eG3K%swmGsK&si6&Zj6(IYBzQEfz~o!mQe zYZ@Xp-xLp=CuzPyo7S`Dei)hjp1idL!EtWe%eTZzzve1`S<^5TW2Q%E}L z8n~g#ifvxaek{J@151?{(DHJ2^<~U!y-5-5NB(by=sQbzw+M5w>k;Q5P0s+P+f|#+ zMBL=y+T_Q$q%kI>vnweqo0Yz1PNaE8C;U;(X_zS2i5qMhY%;_Hb=7VB02Se>-}TgzSkJ zt~7s>PZFfh^TB*@BPUO5yezEWpQ6FBm#5iaU4N6mvOmESh&>9%e;CaE?Dq9{?)w=o z!DA~CZ=t(S!~o3sYz**Q!j%NJjh84C zn)9^T^HS(F11eKln~AH*4_fRaVID((EDk0OIEW$i#v`navmZ_GcAqp~g-$=Cz_h_n zCS*}vn^irQS(euurdza$vRr`N2{LAuVwj)t7FLu@v*)McGwHqXpQm{hG=t<9_!38DcCS)n?q`{+uzMY!f?1#sj=9}3$)NcsPp`0M9g zvo^0rdmfDW01kp4oB?!*@sDghAis<)JO|x8Itl4SO<=l{TTh^2R#wxyq|lrKZqmAm z$vWh$p|hnP1#WLT?d%I@4OLkW*5p3|SAXXBnuA;ch3OKnT3_o|rR!r4pFeRYOsFmR zPW!3eHha;Kbf8um5ATvYRYLM`x&hg`@$AOxbUv-MJ!e3NaeG*}FjjMjDVWUQi40N5 z;+=?Zp$MP!b=?#C=_H(hI-rM3G}e3l5&aV#Pr;JW9!f}pM4xR1KLA4Zd-(ny^!R(% z*?-?IwKn!YwN$-}JIV>2?`J$&LUv^46#o0uKbe#JVcN$YvD4G!%{Y4w8U>fxAhJ$f z;}_3j$cjpA9V_Eb=SONmF67$pp^b8A8SLw-LK5vP=?UIC>}ZY~D=NuQ z&2;iDR+oa)EhEefregIuUN<1s4`?+z)V&q1=Xk_^Z{3M2oMVIVYbo(KoOh#U~# zQ}26H*H7B!L7e7_xNAtW4g3Stpc7J;#0=q&DMmIrlza(>K$K7CvP=f%MW zmh)}XuM1qny&EHMvI`rC=&y~MfB5;!MLrzIvu^N{m~JaD$^Jx5sZ~hpge9gGtu5W6 zmYb=N*mFrYxpcv76-iz=P3Vn#Yio3Vk8#$(1vVGPs;1xQ6u)(a&c^^uvzH`4o4G)3 zZT?)G%9imXu;(vvIT7nYyjv!_r{~`;GsfKx3Thle)4zUh&sQh({e+C(RHd!{!x8>% zz_H4BuGah!G-`E%Uh5HTq|k-NsF_zFEA^%Kr29Dt90~XMNDzs37P+@Xp1EV;;Y|^o z#$NI_gJ-rfo92wAe@07&NDauqpj#4bkt_r2nno zFVz8{wq0n4^~~QKFkd8gD(mtB5NwqF9OM)aAmdVKK+9M>Xgf99a;Y{@~K|8=j}~Ycg3Z!seCcB*@}b{}ErzF5BXyfsR3t)=uA!7hRuy*U?;5uZ^tH@_FYt`WC!Iyh4xY1VdvLdx;s zWaeXDpd`Y)4jtB7=1fJ6Hj4N{vd?DgF<0R48V&FFdKp;ltt5oHN{hJ%`@vz`_v#r9 zW7;r6XrtLP#`;5ED_z;7txQ*fE_;?i_IqlLqM&E5Ktl6y_8u|&tY*}^x$v+#dSc?b zI8T_!*p+e6O(kECs~wUX9!}&q`!?hu^@F_cHA4MF`+F~ODnA|Iv$%MYoN8@GHY5J6 zlM4JO+4=)Cl;Hy4S;cTGZ0Q9-ny9;hA}j8a2Gc=)vH%*I>2|=uG?ZN(&MxSxS>bH3 z=t~zxO6P*OjLx0ux?bH$byx1_HhAM}9^E<{0y+uLTN6nNj5Iw;h*`K1 z+kTXpEEytR>^YQIzhn1iL(Dv#D<)U0(|Vb?`_{993C9)%A$&fZ&M7Yk6h%f0%Mi<# zn=_>X-5Ng3L|BS`H|thI+8sCJw6#cmC4cTKmzY)8%Y227=rlZB8V!jJ`3_3jF*tI0+A%kWPgBpvmiwX>Hc85On3a=Z*t zz~|6kJ*rxcakgQX;e(ncl~*N_y??_XZ?&uJHRutVo zp*66%{Y<_p(j*BNG;N`p$be?uOCkMX`Z$5w!v->9q5$S^-g&~ZDl7|;HDM*ddt4sJ z6Z|~d(x5|5svZ>4@)v%F3RELN-9H0Ozb^WHVJmTDUK%5-8!v z(dQ=!fUx?B3%9@>2lhx%WZcG6P6P-(t* zmVq?{ez#%iy{1-Ur2aWA|LNo9v6iuRT)cvj3hH~zeRE1&oLK-~QStjRKEM31lRh2% zC^(iPY*OC}#g>_A6kWe92LQ|eLA^4p?~{P_L)ipStk>)Yh(RrpMFo2(%N#lzjR z6uq}uIq(f}QH}Xu5+}Hr5ag+rG!)4`XoC@zlSo=T{vGmH$WB%{y`}(v{Qc z=^C?CQexY%e-~ZM`ho!Pm&I4J${pM!k6iMR90A*V+vf;3zKkdW=7cKYQ{>wl;_du^ zzYWmf&82itbk;A#sK(=%UQF>$Qvun)tyu?@=SptJ>q8G`041H7Qne-7GUMxJmftqAu#D+6j&6`<=0=ODJ& zwBNq?bAa_n0NjC$%RG93HkTg)wU<^~Kt4x0!n%2mN6H3R0`Co&7G(sFSm)gK6*?nq zU?3b817}-V&)QH@x)k*^e}FcnoOliaiR7P>*;UN4VHa)(Xi^cRgVb|yKh&b|{f8T7 zqZ>|yjIUpn{oszzs5Fl>x5x;ZJv-^7O{Z6r2~;By%gG=4+l2TBk3S!F3^;#oy6h_q zG~$EpDmo!fR>9aXkA2-e#P47KuA=hqflxN;LYpnTI{}Q}!=WMxA>7ZbmPK>W50nOR zCa)5Ce(nY{APeosVGYOE9mkZWAvNGstn-?awyfCWr!TubKI&=;%J)>%(G2a6U9onx zK{nq|WDHV0))=>YcTmWJisM)l$*2Jiq9RAZ&qAChIIQN+QWL%oiBV=+J&S$Aei8{A zL983tx5`-!J-1iJ5fbf>>|OuMtQ&;*+s{7GQ-Q1Q$`2i#t~rJ7bP zw3(}2<%a1La?%#6+Ow+vq1>Z9NMJWwQmSPid=Def7$6v!s;6uFO_}0tdgjwf#)o}| z{OK5_!3~#Ix3r~O)9FxHM=hb;PI*KDC|4-Zg={GlsaeMl4m7*&Wa zOnDuj7AQ1Uw<8OJ6)H>8O=H-%0d+-hVLEh%96D=g&J|>yjvb)6sB8F%I0-hI6f)6p zO}vHrwHT3krf0yfnn&#(WNH3`DYxg>6dqUL@7&=rlG1+b)32)$y+XrP5TZ1$uSgg< zs(^Fx^o5uY(8RDKm7Fc~E){OC_FHU!WG-qe=+2`A7od%uCbcL@ z;q#mD!eDl}3@2(yl5Fo9ff#l!S>z;DZ-p;LfN<_)A_1BLdPY&4j< zD&2;2x{2*M(ym-M2bF9ZQleVoXXy!uS(SoJd3L*fFo?;~Bi3_Jfe<;)XP{2#KE5P- z6APMqP7gt4T{VOZfflK&RK*XDZCldZiGD@w_hrLA+He-Ap*lvafUjYx^q{s+-SXyj z22yVJ&@FzlTF#eStTSxNZ97~ytepW<>7nNvVo#cQj@7O`{}Lp;yQpt!KJZ??h=MhI zo0G%q5(47Uar2a@O$JJ4%0{`Sh`WOjKKnEiFGid9ZRV{hvdMi*nhUZ9W&<61bnY-@ zJEpt2oT`=-MPcWr#COJ9lloy&zK~Vj4=VT}K!$F4C+O@tCy)?hg6`zai>c1j8#PZ! zp!BTjXe#@N%TxS#B+fxoTd`vE4v0sjhGqMkZip7>@m(m%IcWX#9Awof$uI;QDlc*B zVWqYYC^|_vQ|#ohWrJ(Ka1U^OqSbSd6l}OA(RD{cKL0hA@!R?)qj%zCY#Rl?YCrQH z-~J&p)M#Bhe<0&HC4Om8zr+GqL&d-D;D4~H|K94athIuOswf1>f;$sd+6gj}eN9K0 zyUmfY>J!Jw)Ic)*2Ypxy1R=vMQNVPzNf#=BR%#`em12=`gC?@U`C#z;iL8e=iJ+7feYKA zD7piq9g4osL>UZko>z8xw8^l2Z%JW7eI*G4`nMNy-q_m|Fs8!pa(_4tZz*lm_`oJY zL4Qj2Hk(>XE35X2f8$;f0+&I4zp!JGWAT(Lr?5{Cwql)+fL;$oJX}eyHkt4hlGy+osSsYb06!%CT&OG6a zFbo5mJ(+x}DoYWcqHf6l-Z;>5P-UoIlqhg+t+_(3c>swx2N{+Z9DL*gkw^;y-`;RR zNZ5?L@S@&nXMKLQRwj4A>S)M^+#z&qZFiZ@Q!|B|M|iQ7R14J=;Ho&Lb$=~wojR#N zX(-4VF0^u%(bvvFUf20()si|!qvR@R>#<{4!L;CHXv9~7LgtD%)}!JXZwHH55k@ls zvU=rBzA(>CD#!lW;1oG<)4Uz8mD`5Tn~O(?~?=MD-JVIWn^uHr7(Jp zT+sorVI2ew{GI^ub$XuzNTN-%Vk~f(e*gC)ggbh3OOb_W!|{oRgvouub&n{8-h$7J zcbWVI?IWXVpaC8c7&as>w6_G~jjvXMtp3?2aPUGP|e3_g$aa5&zF1KkG= zPEeY45%xFNsnhU3E()Jn_w9qbcSjGw? zgoZJ=d6u%tEP_{0!jWgtyWNPKD>RY( zWa=m^D`a8Tv)H4wUyDC?Cq8d8aOEs^W+(78n}V{a*!6>>YJrE04hF8D;AIbwE)0Nj;24*-}@4eNo9i=H~oO z`%S}qovNwVnQq}-90%{H5S;x|Y^`_ONN_;dhgc_^h6#WxxUJhzyjBu_;qJ@vHuqoD zZidM?05b*9QRpkc&V3y~FQ_~Wpp%vEia6VawnU&ceE>|A`l1zk44#*yW<=GB;R2f$ zu;x(LAlN$*=zs1F=wKUX0Mk+N=0Mn){WQP*+No9Tx2{{NMQ)dZ=V~2F_#h;!47BA@ z6Y`$}JE$4IIlX=Mz=Rs(`=cF!s6iixmwcMRDov=5Sz-UnS0tCWE{ngtNw&o<2l%Dr za|gl5Yp%U0LPfl_xzj({dHZn%d-AD)f;x6}siKAum3$6*vcv9H(tMJz<}t>SuE7!| zz(gB-)AaRM5J=QK)T5RhCvMI_z{b3xsxHp9ui&U$U9YA88u^1%l_xkt?fd-gUd$-2 z>>17rCyg4(-InH6dmqNDc>~7NlR9d4ei({4OoinU&S4*8?bIGICje*1H!}0CXCy$TY9ESj_5^Ih zbf@mMd?FX*#s6|OAhJ~&T`yie5<1}~I?o-%bmIgP@^afo`;E@DC(i0=lh6qs!VXA4 zv8~TSo9t-6OV{!3@YlGIm2cmkjz-_kgL{NVDIiRGo!CiFL{_n$BXOZv-hFW~Run83F}o_L z%X?yi0cXC{2G1T&*mFQtPe!B++=LB7gzc?{J^~wizvDlxR``vQfx?;EE1#OgBdn}l zZ2HB(Ql+@N@xi9v)U8i8RV^aP_CR9E!2?sLnJDmex0Q8;z3E%NL-{Fpb8@$Vay-i< z_HtK0XWdwiA12Rh6PS(*BYID<4E|>6-{g4(@Oz;LdwLYDud~|~B@pTrwCV}@24uvO zRg=2ygiglw`{H2^CmNgPxoJq8h}e0|>4e8UG8Ew!A^7yErsLy_}kiO6D z-aSV(&j%S_j-}hczRM_hT8o`Tw_x{^`%r>~jU~z|F9(K#FLnqSJqgCdk5hPJ5vu^Z zU+AAxn^xX09~YW+mR#NZ$q7hA#^PmctrY#%Eqs3_jV8BEY!Jg|8TU%KDW+O8fB4jl>BEwzx| zIJD@CaUY|hWVq?a%1&g%1%4+)anXla6zTqw2ivJ?oZ^>kwj?Fagr7YOZ%-Yqnl&+% z$ZI_r;eFZ;x6WK}s(9nSScYjYy8t~tlx@G&t{)cwM*@4Ywg`}Q|NM3b=?&SVWYLqv7MhL45V+hKgi9m%eb#l z3~W6MMEq|jfIudt{MuvMm(GSDz##&3Uuu878-!mr65(cexF>&>QX`+jzt}WPsRi@^ z3Ax9@!Swvv6C5#|+7|pWXBtEcDekJ49r$oT&=yaNR?^f}!k><`DP+!vtUd=_-8#P9 zBzo$2sdUX|Q)3_O^vW|pg8<^-9R~9B{;{wqbg|e0<)VZW?3}3QQ*EcHj!{iU-Q7a@ z!(dcqVWX_MS*~GTqI*6~n&5za&(bB3#{orB&bq*fp}#wLSO&+cxr3%j8Y+6ynY8`}J!_Zs7Gj#s>%71jA`Ay9DQ}N~&&g+X8NL4HWrH!jD>P1XJD(B^J{a0%| z5qrm;+VR$P7Y6sE`lYkxNSZx>*$&i@lzDmse+1+VbNC13Db#t3C2|bf{+U#Me86!2MS=MabMQ_bpNous?tdmKH zoT!yQjw?vD#q#u5gYAQNBU`b30oZ+rds>ZNBl2n)J#ztNe03R}SL?FshV_t>-PP6c zjSE1tiWk_sJw(U=d#y%|%(_+^B2AGAyV1e45cb5?{~&b#8~L^WoqQUC9g^KZ%AT1PA`-}~sU90gbD!L|3v6(z8^^w4Gb!t9*7*^0h}Wj& zdm~NdQap(~Y|}^W)MxDN827pQ9nU5jZGQ|WUGZq)*96aU>6950AJSWzI#n}K_TllM z6N3I3gE1+GbV5Gsn+(38gM)3)mED*EdESIc-`xj2`=!m}jF{feyM|=4TF)y>$%iKo zf^U{cPU-BwU

?E9|F`U_%zg@aLzeN}!b=36sCa+Wz+XKdWqHPbvopbwF1qzMeLOTwpi{ zsp@Z5U_7&rw+#)s(Ve~fC|H9}#)S=C ze$|a{MSa7(TLHkVtC{`p&$^7~6v_;~roH%r1&Yg7){JK0jxU=pOzd;3!ljMz56-MJ zV_$y%t`B~w2HE59T+Oj9v*>h;D@IO;~R%X(%{#U zV8a8Zw#d+G97T>~eY2|M#wobvxZ)QE??yTX*qPP-E&MyF7hiQ--RpjtM|HnV7_azX z9V*cH4R`77GD?hbRd?i&G+QX@!N>Lmk^{Q8C12azwbj75I>T9u)ap@#Rs7^;G?5-u z$#h@ltQ|bO)-e(Lg%iR+iYO553~+@s3on_iIW=*2$~wTi@T?hnKdB)S>o{E1Q~oKA zwUzlufD7*bJS3$=JBJ}<{ ziwV-3$3xVKVbDiTtB$O(ONYb{gpP2;bi7%_cdMrJ z8Xif|ug9A1N0Q=|ZeS#{uef{xPph`hvD?QOC{+cj50bsNzP&9OsHQtvlZ9Pfgq{q2 zMGaY0_qrN{FTTyx(Je07vXT)~&sxdQX52`Ks-)(tKGp7MS!Qe|>)BmO;3t;mBH9gw zdcu|=>sulk{?aE=v84;~qpFF{aPX;&YTRqS*0U*a%!N+XN@0sEJJdu!f0+ET&0IEd;XN98OEp9gZ4Myjct@Go1#AECBgj5+|wd^H~qjEmlL<A5{gp|9trmhO7*>NNpbHnaq28hCKki8_yoaM4S(BvVtg%5IyRso_*6D!Fu46dEMHIA1AdVW=!IcR=EE0Sa)k zV4y*nfnDQt5S9g%g%m$5nG5FEv*gsJc%2dHS7~~y?zy}y6JQ&xlm=ph&+L2Vg3F89gKA~?4tJ`D7NK?CVtRWzT= z-wX6rD$mUwwKQbvO}FHKOac`)k?rI))4S=)ra|X%-OzgH!CY3%d=Kd9(`Gwycs|AM zV=VT4o*@%@H47OuqKL|%bWJF0x;-T3B*Cz#S|)OI+1MT`;b??p;n zxE6q{djI`9t3jwFj^jp(`7|HSAy2bfCpw86)P#$+awb7m2* z-<+*j^ng**P0il1RlNk0mm2mlvL1Zbn;i){FTP`b$xHo23UP0TyU}t}@cSxrC#gEw znnX;uMe?1Yng>p5ckDRm#A_;BfsPdA$uvo3J+kYg4ODrhj4aOCj?)%!*Ty=Y0WTS< zr{86q@Vf{T85@VI*!HroNR2D(&kA)p%1#2nP)$Yk4^ZiU_51&Mq^jjpYt4BSqxZO zET?%R*_xVF9ka-|!LgyTJK|= z4$XsWl>Xs3xIl-h38-)KB}+`brQ5s2V{4}gs3BB$Q%rnToUkFb&@RpL^ElJlp?(SS z^qWKL4*vr9=k+a*xfj6z?URIIfsUo;pk@{PYG8Wf_|MyDd6U-D3}?Qyx3{xodN@7l zWek~7;9oumUBp~ZNBDEr$atC)Z)NB3Me&VXX66A(Pq;kHsabP-$~=53GiBi`f+vp_ z3bbRlaqm;Je<6c47P`5<#@=j4l|G(9(&*?n#1=o${oeFx#N--;elYR9oX2~4a-5P= zK_Esa;Yz&<&KBqez ztWIfe*++~elmaY6(8nJi=g<7eIKGPQjc2ToTC=`jV72Ao71MAMelHqFM9i8{&u-!8(ZK1FPy4)0v;F$0!P2+;3k@TzL2^ z+hg(;#&W0YGio^}^4l8kv94HQU)D<>=-D%??4VoUN*>8elKX(Md15kmrb{OLkF@Qv zGRHK?bh(@TF+G=dmoaCTysGrk`A{}2^1-U!LIc1J0_C}p9zx?=$F~ea+)qYyXgKWi zxMis*f@jgZ3@&uAbu3hO5|LW3UMf7bf#Qj-Ilj^6xBFdxg3pxbfKhib?VFkyaUz0A zB4$)uuu$gEb10ECrV<=sw70DumYtSUMd6p5pLLSxQ;i>;Ly5ci!4~5|v+~lMQj1K% zo#O{9q;YTx6=+hz=MjM7)?;Ig8sn%HZQ55{5xe028Y-W4^7($Fk>g|_3G5lDw$8YY z36FkQc`DwhCp?1!XF55zb`!+J`|LU&QS_~jw7Xsi1F&r5`nKT~K_Su!D<2%137z7O zcgeMK_3Iz1Z2bK7F#kb!><%@v5bgn7cWt(ews`qW4c54-_dNepXt&kHEHJ%?%eLl!lzIWEc)#Hf4nCi|ZNEg?f*4)NGG3az-t$Db5U;P0T42-oSX<-OK?Xb~ zT<7^c*|F-6zJ9zUvYbyVdzbvVUp7TZVJRLyQZ0W}O^PtlQB)!s(BgX+IyAEdlvS(T z2QbDjde0m<=UmmBX0|}}6OB@peyeZSEhp)`7YnKkR>oWXs{{|=$t^o}Hd>mqRlFxO zw&|u7<)N?^VVMkLN(`obrJ-5k14(`Mb4X5@n-;+pMAI(h)h(><_f31iCSiLl4 ztzR`LM6(S%<9(`vABTC24xXJTJ>yj` z9{kt)3T2GfpK`A0w6N-I1)@&fC!-Tbgy*5JJ+8UEIDryc#u4X-!OVj;ALbs9xK4v7 zCkKZjNHLdC-|83!7KRJ9nSNN?D^%!nd^`@KruV*!TLp*`BY+w~8a@Q(iqTH~IOLre z7-7Hf-02A`sKHN@$upYJ*O%q&n0VuFJJYOF(oW|U=u1kD zUVj9*iKjm`s&{3ss%fDjx}2%`T58WM5Puv0(NXpq&@&Ok0{_n6l9{6OSd^|bO+37H zGVUUlAArV9j3MLN?+&I3r^iMO8yO-U1|F5zbo%wtaa~zHGDqaVkFYc{jnIAkAt)g0 zK<9z>ZP@FvRH)BU+sb{MoEZ<9J0kt>@U#)RpIIgo?7%xwv7?+Q>i*UAsaE0ND zoo(`p{LMzT_j#4{#n-{oK;O(?nS>h0x$N+R#yL;!3utK>hFs^0P0Gu!+N z-i-~O@O_*OC+z@3FNPg>T(&@VCVC6I{4~s~k!1C%f;@{%oG?a?)Jt0rCErXRljgb*My{biBWur?=i>I|p#r+)igv?98~ z#lG?rTppqX+W0YO|IZS|e@l1%{8))3b9?Z3B%MP=#xWvRg9@{rk(PJ;1N~fkA`^cn zi{n>*1c_B0bv5zrFPg%N^D{tETmcH%l>N>ut0L~nI|qEGv)ME20b84AHLp{@1e=Bh z5`6A*j|h>V6%*asw@VT!#m_m>PA8HTS&u3nsa%2(Ym*$WRKr_y^uEhDU+4lr`V-!Q z?3;rzGai(|2N1%^51~bG8K?A=f%>~JPtu?o^=!A0Y3I^Uthmdsd%hv(*c0k*IF(J( zKlRdQx7ha%tGb(3`Q-E8qVS)6{5>%|qWp7N$e$^u|A!P+>yAyvc#uE;1iLdge+$f> z+)57@;Z2bu_S?pd+R>DeEZV2Z79v0f3kzUh?VSbkA zv_|Y6^cD-Ypy>%Xu;HR-S68%qnN=Zg&oE>zosuZ{#F}Y#q$P~9zK*D@&yH{6csXF< zIqJ>0E06KeYoK3nvkj``>u^bMI%+8Rm18h@8}g|08dxd8h}Mz@8eZUajng*vWR6te zPB`CHwg8uU(PAN)K5zEdfTS-HHGPItX4C=3vK7}{&z;05pr?|#{GY^*JQ^s}z2DQ; zE+&hh%&|~B`-RS?(^Plmy;gBKw4h*Zr*oZs$EeI{PBP zx>50LSD4s5_fw~xt1j6je_NZ6Gz&BExZjqoB@p0Z`u6Mck|Auk+r%RmWi&CW;1qIX-iQQyy7k<&2-e&f3d9fwgSxKf)U0#4>dB5^WUA{K#rV) z3JvkD2=76TlOi0c28E3=dCT(I(zlAj?EU1{$|OM`d?{IPQ?@@&elXvmhh}=gdAWGPWNUQx(ZY8o1xq6bHAI;MA-t32$@670 zS^8&r4T7v3c*7?ll?HuQ_G%fpIFod1N`8X)>jW7`p?NXVRShkH>KX;@_t~&QXZwer zn~D&!R0wlI<#9;-2J%5$)6n6oMZKbZ;B=QAOQE&ZK=^-{d+&I-`gL!31R-i7B>G4Y zogjJ{q6N{*=%Pi7-s^~(=p~3Ay%W6?U5H*r@4a_}G552w_u2b7=RW5=`@H9U&VJuN zn6Zq{XRI~9-@2~v^({3*6Zauqm^xW`Dyo{X%v=s`GHg!ydecN|n^EI+0F06q>Ecuk zFzNCdSJ6mmX{KxzBkUZx{Ahgvko;`--MmZg71jAksE+#WFHfe^9k;38^?`DrcZU~s zml3ag16o-xk^y#$9lFtp2D1_!(+TxwhZH$r#D$Q}GTEs#gj{b?V&jZ1EAw%5yO~1Z zxjGVK04QTJA(^COf`aSECItg7pR zm9r7^sRndrTkrT_c=m8Dr2)h@fu6k2GK8eEf2{dr-}es?%LNE12|HSdT7>iRt2>uU zhxvH&e;O=`8}Qt|f%U}zfbBF8j;}%2mq8n4U#thyVGKl4(~T7 z;P7V1T@sL3kPw)hpRswD@6#N6?dAI6Hk>oH&QR`f`x}8gbP6eNeLN;&+$k%Il(ex~ zw?@bPP9&hj>3VF{m?im100@|v*%2~%2OZ^%G;O)(=Cy)~X1PC8E`ozq}lo_PTu z5?}6;TRykg3TGFy$tlEGH>bP}1?^Z-q{v(Mb-8JtDEb}ZGT#T?EZFQ}6talX{P2YzmKbyDo7V{0X9J@?YC;eM87q1WJ%kiizU1T82MoXt z7CltX6#5kOL<$4F8oWyXg|Md?)(a-QD8>x7MM(Tg_-TrTbH z7Dn_PgmW72qBtG7PmZD>*XtsgRZP9|uSor47X9PPMBdzdtEJiRV!4~)(#BsH*W)R^ z@?y36M0nPlXMf$ni@Q2a>EAP4Xv0Wf;ZPc3^@&1ppX8g=Gz($ft?86 zWqT{Y_V52ndjM72y4kPtRVVol}W> zI9$q8gvD|_kI3mAd7oc&6V%W&Zd;mI^1azabQxe-waqjx9XxhVRR4NZ?;0$!RW3Bs z#$9(>?q2UNRBUOpsXQtdM5W|HivbNp4MNe3PUz#jE3?~QjKi}7uHX5(91#h2Q@q(H zA%0@)31US50b~n4Sg)H9R>w8%YPNw%h z(psPrKFNV=g1{34eEX)lX0X)I+KcN z#6&S|craE0ZGCwflEEtd;a%?GIU6^Vk;A66v06vA#13)ehm5uQ7c~Z_SQhEj)U30xeh_>#zN7EV>6m{wpzg5x(xLcBMwU`3NR(E>r*c4x z1;1A+BdZNQ0{6v!hy7dMa*{#fes52j!^N0Dl+gBs8suEc4%c%I1~% zhcf2;9dY?bwf_Hjjh|Vjx2U~M9zT@^s&5UR(q_wK){>=B)v(8AphNoz1$OGkD{Y^U zW~+n;5QMxl-54^8Wq*!sJ?z&)8*IrW)yUHmPG9DJyV{c8RxrD>2vF2}C<;w#zfKSJ zyy<*c8bgCcgC5N?%aT0S?3A--z&7E{XPn5Tzw_fR%a9fOi$5AgRqFa$zR8XlweIiw zeU0G``#Ws8bq&}+RQ_@R{J#%Co8UaF<&-<31oh+Dld&5nZPDG7qdjB~{kiM6A{%x_ zz;d7+3!q8uniOWpwn~;dOrP~BVR1qKVHS!(@bOF82LE#Sx&{X>0!#9^HGm+Vs@W~< zF}DX?Is1(pkq7@(X{ot-h~y|ojeP3Y56d3&1UZZh=<{nNXH`4toQU`p1?!&1vNpEJ zBx}4go$2oS9Dg3V0%b9DTHCeQH^9yXxqK20*(5Om*5wY0#FKw5n3M8NLD&xsQuO2U z#Ad2v+p8X5+z|bm6T+FTq#TX9geNTV#?AE~&Y}*J#}V=?yrZqmK5;s2>EpWN7?BAI z)Z2$97Bg;iDNXkm!kxi-AfIQyabUgPD5N2wzc8&!i6Cp-z2~)`qln}d&@M^oZqfBc z+&K=|JQ!w>0{MkPbRHWOP@vTBBGHVXwUWE=d~ElJd?> zgZk@wq*ZT-u*xbd7+74TNbu@{)CCpSaY1c!d>F~ReK_e^cto!3TESX*{m!Ms&W%m! z7aHu+l{e7@?PBQHzja6np{(8_1^EN7oaCRZw727Qp0WUzq)jU7=V4W_tZ4(j#rnEP zwLd`jlwqZM-v}sHCET}Xca9NM>I$^=jWNyTG4`ClQa#T%n;~7NNSWh|Pv@U%jz|ou z>xRlVbe8&v8SSy(y=+Uc-c7zfTDw9<8Ib$|asmV{fN+_p>SE9s-g!fHSnAoOJ1aTX zDwyhwKA(zqQHpaqJbVA*z?bY5WW~bxA|hri*M5vr4AbYNB9xXE{ver z931IQd%w8Cq*3$bf@BMkO8DBeKlaU9jmy)AGA=f3&Hdy|%Grg7IqyP`4QDz$*e(bk zTfXfoB26WHjavwb0>^{AE{N5iCe}8(q}I9BJ(`=7Y{~)Lii<>KMHugS{yS5Yr>H03 z0LZo_(5D}BLVB9BSED|?^6^?F^wWJa$;J`LxBSK?Pn-9>Rz<4w5a9-psry^Bg#TVL zOd)2$zkrr56)IxUUTX5r5xWnFmD;CE9%AWoWqB~Wlm60c4UW7lQMh;INFgI!&UAjr z(%!vF-hC^;Vws7pUs((F7BzlVM$jvG&E`A^+l%gXtQeTPQ2xA^8 zGnCKR_xu>1N(-aam-2L%OFh3>ptfbspjY5Ek|Ku6{v!Sd^C2lGz8Kq6H}t4d$7s~4 z>ee7Mv0~TAXh12Ye%JapF{da>)j>PC zC(q`g1g`IOW5!`b! z>3L~C+GdxZ>!KnT*Hzi$7|w-n8Pe5LIWFBu2Jh?-gR4K1v*8%i*zN_|B#Tu^s9JRA z^9EUyGg_9V0?~`o%tepyU-gg!<2OKkRQQt*t4bKDFKWS5I$93=-+3N+wsj8cGbC6E zsEj*rC_@osruw}>#EYkA>!_sC2m@G+AuCHihvBy}yDlfQ6+ddf29(4Ne0Y+&s`jmSQ~xLDHkZsPcQ8Ty}pp)k)0U+;LfyQnT)yM)ad*`?V2xihseH=i>$HNG=@BQmQ1YN|(7& z%(|Ho)TzpFi{=}i2K`I{=u;F|$9nF4@zAeR8uUg`HFxz%bbjoWA zHZSk+ZE(g1J`JsH+5$j?WsG!%HS>UPe+@5{<_1Rj zzwrTJ?Z_{PQgjI@gDJs=rA~6CHbS~TV**aMuAxR+vm0OCTSo#21lP`aI>Rzu4rm*N z?Bh%BQfuG4VBEu|r5S$?~V=o_;G2ylUrkf8TFJiy4uA}&j+V%4{E|c5Vcc}WZ zj2~*c!^gLs!&d5@cWL(`T0V(k-}qyTUKEyEK1oJ}dE^>C^U|#kS4EpZpZ5yryCPYx zoptL52UaPVXX{WoNwVwEYw4J6wN46++(ae;R;O7k-LC{xVY6ZS*3Zd#D(3_Yk{&#S z#DPS!D)SH_CvIITDO4OCc1Cm=O!c}<56h7R5;ZXLBT*70e_Xq!8}ue;bxUu8z?Kfb zUb>D+ zv$sR$UcI-u6s0-c3H0XV2hDaK%f(?W9AYOrCF2Xf$otWWOSI3vzx%e9(EFlML|1D3 zV&SxN_YRYO>i& zXBmc>OQoP5Q5mQPv6)Uh`0QnFeAtT;gy6uC+!;Z>bDKb;X4PgsxZN1p_ zl#Vj`wxfCTKIuckr9J!fn!#dDdQRL=hEkBh@4~hm7m>TNVBXOxQiX_E+0$&0WVSOF zQyhD0Nk_P1x}4r+-r|)D1jp)x96Ze#$c`U-6(N4%0sWxzws<2u{Tfdm@AAiRjg>di zF>mI|E$#tKFJf)d%!J`hPBLx52q&)C2dP0PO~lSv(m{^WLlu1&|WGoDS1Hu zdse1nwS*xnBbam4E0p@dWV54vvTR+(Tm1RyIYNdT%ROSzIl`DE7qQc{g5 z)|fL?T&Y#-cB?oE7TOwNK8`4@j7Mp_Q;c-DJY%l8ya+=&Qr^Fy8hv(iuJ#f9Wj z9etV8R5^agKR^T!9MH1pJw*0fL(JCCZeEx*7iqsjekOHr(>m3gm(zbd?`<*Py&25- z1hM2GNFy+9xTU1l=sHg8x2JzkM){DWB10{7*IVsar~~z4(rjY#@O&@nYx9zs+4R0= zg(|^=%WfOMNk2aX`CxM(ulE%^wyd|Y;oWdu*{C0g?3_Ajh!MTwFPkOWU2f@uQgFGt zcaeE`hQw_pBnDZ$R2+uLUY^WPdjxC}$+>FGS-zb}Ph!!S=InnOK-2A|WTU&!I( zr0iv84fPQxBUuGkm-e$qeA6-Cie1$PU232MXNp9(eTm%UIQa9^5MiTSD-}b_f%R+| zQr13x<^FDau^+=Ue$06p1cfK%s|x82q8V)Y!LP=6J<=$d7V1REzOM0a3!V32HE(N{ znyuXNj`mRFYGoU3YXDG|ZzWQ`P$AnL3Y}z|;!W@GxBfIGCYK<|iUwpxQ)e}B1f~m4 zAicgB8tz7Gcd|Y;kPA~cQ*BZ|Ye-4AKp(N*YKvMr6>*2&4c`^9Od;LYQox|?%bWPS z((W!NJ?wk!bu{tshv^(nldlJW+z}h0p2g>*H7qPb1+*1H-V~r-rX4m*m>-BnTm*E9yj$eS^#0Q8yEWvYZhZZQ?@ z_4UC#SI;_O^gKV@SynNRI;8546T_X0+c8wD=H%}M|6oXKpy7JlM{_KTq&=Z-C`7uP z5M*R+3;GP!23c|>iFEDqGx#5b`@LRgUXP1IfIMLxcY@-_x^k7Y_#!!7=BQ+$?{}n7 z+*=+!%#f}Gh132hj1(nT*oOAIy0Z4?ZBRMrE_Kbi)UKO6 zVeC<${BSXM-FYEW_oRdHv4!Kd=)6wY)Y{J*c$x>ppGvd^7dJdKyS}@D2$U#lA>EWd6VS!_SANcRqM8Et*|_6@6Qg^ ze@%;E+`|DY#AumPW0${75O{UlZA$m zw@h>SugNA3h&UD%eX|A{$XN~ILp-;Txesmd`{I26z6_B~8n z%ptF^^S~T_)T*RMT{A$3dzEuNfAPXkXGrCh0FL0txy9y-h=R2BYN17f6wR;+Krt}| zwe$eF^sHP3X_qTiq9n^F+ZClS43^?i2h)eKz&uHtstwoa^0-2B!Y(g$(i6 zQNoivmD~q585A2)h>_U}n*%v%wQ4Vd>MtFDq)+ zYcj8?RWGQfv2ymRV^AX?6B08yVa=kwP_lC+yEQ#Q?lRp{CChyl72n&UL-Ud*JV5^> zHdQ?fIoi#5T1Q63)6${WQOV$&Ju(5klDGaaSdT@Ei{cp)7g5d=r_%H z25a4k+WB7yg9Ffh*bbN$NGwqW@5NR9j1^%XG0RqG;s>0OI1Rk(Sq-USLdk!SB;vE zlpx&G|3u>_Bcb3vCLSX7PUz*J`{Z#^@n%?cQ+f-Yd|rcT8Q_H2Jh7=^Jk}-#`av>g z*=VID1@KbO_|B;(of%bvK!oD*a>0+(5{1*I_l(otoJwiqyJ81Li7}%BJ}B-bQl@99 z0hS{umn0hQx6zD4idrza-Gj_0mpi2U0yps7p!{LA-^16TZl%}^4(K(}s1(U=I$&q= z@8ccSUW6;)_ISSR77bO<*NzYpO7$=F-+iNHk{Y$AI&rgapfIa=AFUnIH$k#me=6Hq zv0v!atyF*acM&WnFva{A*~uX=#KFI*3ZX(uZTtT_+gO$v>wjx4+oZ_--)uea|9mb* zAxm5I{NAr$_8=-*p0&oS1FYOx0|lFJ7FXnr9S^)BQ0ndgy{AO(Hku_9F$Z%nI<8W? z6(X^m<)=z4kano|rH$$-vYaKz_=XyW7nE=&trYZgYxJ$@qDz zqh1|H)Hcv(&Au9bel2(VW47CK*;50CgFp>;lcOrKa9P4w?wBqID7zJroT^Z&kLaiy zl89p#l&oSJpb^anG@=oDmr-G`**IN!TOwVwEwph_JxSCzaF3q|PjLlp0Xo1PXtMi$ogzA1x4Bd&&ZxQPIj+N`C`B{KTU9W7Hsfw$6}>I7|7dCd>tp}(N)dqPWWOkc$j@{q ziJe-O^(cJPlrV;8iaydH%n12>S+?0Mw89qD_Q{tHG0^3iYAteCx|L|RiFf@hsYlxL z;UjhGALO9LW5Vve4088I1tK5xTOqS1rG_o`PE31jX2IY==T`QUyNm!ApXbBMmGu@p z0>ZhCubZ9=`3Y4GqkX(FAFH>aKq+Q)K`sfE?jB=m-({_RLfq?-{t?eZ_b46N`$A^t zMj5MIMZ}(A@igdJ6hQ0$MhGRpjFgrxHI}*aWaaUSS|GWZzti4y8oSymWvgxvyQz74x zi*iML8`wsGFtEQs2iWYaHXJx9DOwD3SKiZ|COgSV8Y-`gf|Or^Nbe>5Tjg%(>eS*P zgnbh`@9oxyPo%!mX?UEvU9`ckA~{D@#L$n4Zx}&2W_Y<;_psZsTG)uu3>JHaMw3cQ z-v!n!a`rrh=xO|o2>Sof!eh=3aiw&&*!VAQXnzxvYyceb@D@U)2S|opr{sminX=|} z(nz&*AwJKUF+1Ox_k7^R{C*TFxWquGbfdUqp%-i9l4oFAuQjc}_xNGM3{CkH!~MzY z)?ZQYAqT_)z7vYA*~#3`9XbirZzq1!@x`-RUX+!1{G6Ge8nyEswcFslj>{jbVTlRV ztZb2m9#(Aa{id*03Ov!8k`mA)BiUYIKI@G?jDkFskJTG^4@ghTs-pjfm_&L=zHAQ3 z3Wqbbl$E8s34o$STWd)RBY32u)K9+JBie46DUui3rmPSe{*&6l8^N31W_y zDFhvMz+4wZ<0t&FF(?D{!bcO85|22Tt*xb6o<3RB1t$smuoPoK<8S#+1suLyCsrGB ztNvB{+Hm0M#Jck#AMmg;+|jN2Me}hT(gEStORlJ|k98H;Lcd8~>6y6F;DMhC*(+bA z$&AD#8Gou+Q8v9r(+iZFO(@`l4L}FH2!WUh+da6bLev++L8ji7#UgjtxjUNy!po=E z89N5|8Ln#9q(0P`w}jkHl4l@+WZ(?0?w0eRy@MrfD|iWWg=oVJ*R3o#uM-{L zdg8?(LoUifE6*9di`lvyd%;_0rE)iKf$PG-z2)GzS%mZlu5jGf-&dG9FWZ)#HO(RR zzLf57rdn7Sz*LKk<-c`&{dHKKA1S0haUeH8y?E{Cd(e2tRI@tMT`w}azaY!Rp84h% zpdR;6$Yh4|;o1h!(z+p3ZRhaWH-m#dn8lZ+dPVK%V@lcFn-i-jx6PlJsM%ZD@nU4W z5Kg}E$(aYo6c5(@V6Zz!Ds&VsAomu-#houAxq2^im;o zl|5dRQ9aGSOg*fa+(cL@%N2Sn%;f=MQ#%q8?|kv=?=q0uzm{v1{|wW&mq??PzGmGO z5edooE|_K1gBRQt?Rcf zq3pAsEq-d605ql?yT8)ADuE15I2O6NWis%2?@$-j!2>&pi0g?&y&rjmkL&zWcOh`P20xtEon9?TdOZ4QB#rO^P?^UY@Xe=CAoNz&xDH- z+ftU$;aa!GxYW74sM}Ei9bU%@5nhF#d6<3vk>Opi2nQx*>4Yk8`=MtRv$_VwpjwgegMAcX~c=NP<1z8AcKAx{7hW(wQm~ zAlGM6-72y1hX4#&4S4VK0rI{O=1!U^e&#ae^@J1N9#xe@VOQff{%`uzFY+@Do~YS9 zyADw*_Z%(=tEm}N3;{(G!Yj(Q6~>d3uT$0h3$gCIoU7Z*RdrNyNQ2{L4f@@nGLe&M zfX5hd7x8c3(a`+DA(~33)F*35D|33%2CmGfOpMtXjb9da-) z3X8iG+B_~q@?x)`Vp&!BQ~S#)1N0eG+V{nZdErxVZwW?|@Plm_^QWnNhW?x~-CR|c zq*7cGN;RH{)n9E6QKCIL0Q)>w%anW+pwx3~&g?rM|ElV$e71~=r+1vv32b!w;LynB znI3{KfWe3+HfKou!RSrSt?$hKfRIByj}M zRJy{o1{juX7yT199c*mqdJ#_{YO~GP6Hc}{Z9q76URFH+AE39JE=^I@R;*$Dy{Clb zp4a?j1`ulS33LDx9mJ&>)%#@VxD*&)@En>0jECh3^|eR-M)?um5J z1rJYaoQwO%b#JDfAC2c^r4U~~MeWMP~+8$5}ikGgd z)j15k$<3H!O%l6XMgF`vFA*U++lQyCrOI$nUWybKmYM604>tE~a^B_(uOSpX-23E+ z0O95Q`Ei_DShh%duY$6HUTJPl9C(G2P;Iu#x#c~dpOg!Y_EW#X(IE3Z@~_QC#D=@d zTaZN_7tUz)hSdvGwGM^Jjo8sgmaYdrzun)`4wYc1)&=#~&4A>)dHxPlZS=!nX~LGC zEXOaWX;<*pR5e@nt#rZX8GFJt0P@LxAk~qq5Ec z&{u4xG}Zs*gZD2q8I1`x%!R5KT%CYj70xD_m*%NC2HFpkJL`&~D_&*&s6`IZ>{3VL zmy4rkGEU`$pD(QwbSbNp+SWrhotD0rE-)zEGGAB1O6&~UbZQ9FY|!s(oyxpc&?(Fe zvQHGgFoSk8$s|x<607LvKm6DI=AWNKS-jH~OFFAefo#s=bojVgml~llED-^v7Uatx zoJsr2q?6C#NcA6~N?PERHqC#E$(n=V6JZIrm5dObh>L))hfAi9-n1w;fwa6nrh2W` zABBMLH;XP(R!(_K*t)R2zM-$5VaZ^pcc{lhKcjpU>on*FethsMWhun7T5w@&x}^5m zty036hf<3xRnY@l2W5xpvxBX~!3(?%`lgE9f#{P>Gx9&5m$vi8vqyz*Y6tzRT zpfVP$(EHgjZ@$$?Z2)G~qo9O|uM0{Ay;vt0P^{w$9zqPH+Egh}BeG&iF#ShTU^U(EIN};0oC)DLYXp1$(qBX-U@###S!kl`=Ml{+F zhEf{?_YAS|!}O^uy>Yg(#}uo{hp$}v`uZ4X{R!8^s9jF-y9E~lEEY+R_sj87RnH_? zZEAk>7ZueVuh%iuitG`q+OHt zj0_0d-D*1?OorUyJzcumU>WsBUk zcBYBa01k#|LlljDpE$qMyq}@iTH73?YZSYv5hL-A(oB}DoziOrv*<5*HU9_evVV?6 zS=N7Hj{Of_gO1*{NK$!1pQ#Os+>klkM333`k#b)cEGu21vM_Ca`Y1IgY_#`+rXXpah7V3l{ z=7q<^DnpmydGoy0#gNis39prDZ_vo;E<4wX509fXD`HGnc682_4^)Eww1*Hdp!f3} z^JY1IW$!`T$xH7LUYTHbyPb-vSzjV*e)P0s?~c1i^ihJY*3`BXebpN+mWOXZ>2fbs zvFT9Fp3ec7Ui9`&-U?<>?hT&Qrq)z;h|U=Y1yXLrm)7dWH$r4?$AG*xRZnkz_;Gbr zH1=%K$BOn3=5UekVxr;I^}0>`?CKAzq$@#Q_qf%d84NucAu2ru$q04jdmqgl{IKq- z%9;@&G78k=nklNab>EvL-5KhmUzbt2aV+)HIYm~Zfj?iwtSsT~dbW!{tE%PcqNc*0Z%oNM+ zz{OmVWmo+0LQXsW%h2oey!2g3nP{)3hBcgDz{QiH5# zi~r-9DAT_+Ln#aUlT_2gy={#{V!Q+P;3gIr$P77?&fX;^VK<7O$#i;^1G=~DZJt~7dW|V`-^+0{G4A7*j=jVfpu8FinCR-gPa+gQK~?-jn(BwOFe$G zK>WVpWsg_Gds};Z(U!dsDu|1?%WsG&b?LS8%a?*sNSPHY-7Ouv82VM9+hwWOZKnDA zGZ&+dC^fysB#YUg%N?%1eDA=kOQdyYk9u4UsqL`c0|l0;^uF|g*Rh*mUg&86-nSmv ztD?FmSL7P2(bKeF97fxnmor)R+>^Q^6T@gEgifnc5>yNj*ow)k+x51(MShnR z_{e1AI%^sD?F7Uf8?+zeQ(UHrm-%J=QM8mzVEKWOrEMK&x5}mJm8%zy7%hgWn&vB| z#&14M6Htvv>mXzI(5(-gb4(jUn>Pd*TeG!$QO)r+_$swd4gL({-^zqt6m`6dU0s$7 z&(t@)XiYjV7xjx3JCg|hV%Mt!#dF0lY~H$;0g&dHh5a&Qc}*sWIy{A-?D)9s?Llaf4fdBKj*1X za3-Rq#S13o;jt`=b}&-~q@=QxIjSBp!AB!ep4zms*%s@{{hb)(vRS-tM~{7`Af=+s zrgh;_#Ar#r+dG@En?`;%-t8AI z4Uwz*Cbg+V-%gzadv<3P(Mb~cak5oK|9%WsjB#t}pqtU!u(pSl{VM%{>~-RHR_Mhr z-QQt>|6&*T`}Hg=24TM{@gvn^P%!4nBKXO5f@+j_Mt@~FwUwiEwb_6Qclv0GZ(ivx z)@fN$gUBP-T`wO3NSaIhZ=KzPn>3)mSS=U(a~#v9&Yu#S%GLreaSajYA*hD((?Tnj zzd!v)sd}rvYCStH#L-?d`fVO( zj6X#ZEqZGlAYi1SNA6C7DCM}B`__b;NPGB7xY#mH?^UD|>QE>dG#S?czMs{^8;k#d z9c|XwMjnqaPk5-NvJKl8+!$;~Fc(it^Esy-d^KrLZn(c<{vw3J%5!i+C%cC%kTH+( zYgALffC-$I$7y*ex7dQ3d8(Cq?=hKze^TjZx*$+^(D3nhmv=%=dt%f<*+{+9_=e*YC3V8x7gFYsJt zv4!YcQ)~72Px2lvnAK*rA<1HX8E?~(;C?^hWW$-;A0u3>vk8S1Z|pxFW?@Fvs-=|u8iIHP{sTl&0t;`fP4ie?0?Aqz=nO?K3CWGVEqUk>?bt;vNZlF_pz_DD z+lJ>9K-@MHq{mNq9yPRxkN)CJ3mw%;`#Ugh7V)$rnJ)ksQQi^k>ZWM3>$rNDX=6JU z<(P?45jz~ITKjSwZzO#75}w^mt9j=X)bRS3YdQ#vE<;=ovVVZveZ0A|@J8E(NuRLb zbj@%R$h@`vTiNlSJ^oY5k^jyz`;Y!6zi`Jjxg~7YK$7lri0`+X&=bgGgz8o2)69vg z*@Rze<#s09){D%z142Hpr{t{*65ga5#RoaBoN#3!BlQ%Y@Fc#s7sWX_Zah6-Fc7Qq zna&phPv63`F3KOCzyjEXMFbk^@Yw>u@x5AiQHZG{e{XMN&Yk4u!2E^Kl_oDf1YFAd zl{wg2#(2-$7uYHg_Q*b&-`ePfFR1B{3lnJmE>Emh$A4QKY!ob-}d28mIlwpc*qW&!#+1BjftT@n&_EcscfKG^A~9VT?`}CP-s9& zoNSPT=d%hIjKeCP!n9&Mq+|Bf*-$ zH30%kP8sgfg`bjhw;YxgWV80HzWi-D4V8Vmf4v;`sVjPyy!w+TmtK!JQqpA#G1o=T zx_Iw|SjFm+=*^9Oe->LmQCHVA$UIID-Y#M-SBWspZ+9sKQlkerIR^xb2^aZ{E$(q3 z%nk1Y{(Os7z|IL^9BVGQD;a^JkB_55KU~P;-fm8?b$-oEU*#g@;>!5K$lwoSK7g&z zkHEJ1^8NrVtHL5Y9!!+f03I1I`TDU#|74)sV;%Fx%LgywGlL zvZzOs)&`(bs-J*@85*14b3|;V(wdp=e(!Kg?lsKkwzrSU*X%8!Z~Zqy`>gukygVZ3 z4Dd|9jmm-DGHBSGDW@)RSjlANxC! zL;;%1rL1N{)Kl0eAQtB9Zrjz35{gs(sLet_{wIsxB3rh)=4CBW3Whh^#&o3y^6c*TTyl^0Xl zJ8gs6*Yc8YhQ^}>z~W-$zsVOQ|M%?%RdoOdpCP}JJA>YXgusGd707|3-=@IH(Q0Ag zjqwlaWo4ZOA_#8xuS6v>7W&;Ut#roe?&?{gr z8ITf~_TaEq$iZGMw49(RF-am*ZDg{A=(wAy=F8O&RJ>+pk``Bgz@|a=1T>qBUsl0c z_!^)S5*ALYsJ~i};&=|qSVX&?EDrm0kj3%rhEV5{R+TGC(34uSu%Bz)T8&$;`84w( z!=i25SY?(HJ59^&xQ=FXv*lboR#d5=_7lc*>D!_QJnQO(2QM}+MXa3fQi-2zK~^bB zuO8Uuf9lcQh21O-Ri9fMR$1=8>HK+?v2z23SW{T(d|Mj2ng=pY@|p+&?lu2;(BbgwW+8!4|p>fOKO{#I>a0K zvqUEgIG4(7?1nJInpprki!@eZMwY@y!SPRgk-7`K~UwM+@uU zt{-~dqIkx&=5XctSE$4Wz-o)l+pub5f!1G&*QhnZfhoz#wnPfPZ>2W(=LTxI0GiY9 zKzY&02u7|!N*Z$p2a+lAhrt-(Fzh?)*$#>1>_n5^?%{;wC`UlF)*|uiHwTo9XHJP1 zjf*e|fVAa)hAMHrT)2($++BDgX=)U26rh*e^`iee+pd1Ayv5^dzjxean0dpF5wnv- z%wfo=6zxk5R!_9#O~E&pNk_(?J$fNgR(mS(?=nNieC6gsYBj6z%t7cDy53^>NYWi zlmvRIAYD^6jw|n0o`QLuSM&1ekkQZx-!bqhoh9s&$nfqdy%*cRcYId)<%L;}^pyAm zqzAuNuOa#0&#V7k5W>F(aREOwyYI=jEAR7+R0nNO6xCradbSWhIuyya^UuuC%?C8; zJh4o~+1cU2sxQTpY%4ALKo-yp7iEr)?znlBm zTk-R%Y;I+%V}WJmW>8qI-~k@Lka(_S~^*^o4F`;p?W4P z2(L?s?U&A`JL@XNF?$IO`q}Q=`wi)-gfJ(>g^fV90sHD0*h%BAC@sRN`)29VY&g)R zB5z*%y7hw%w{+FvO!)Fchw8hP#d;;gTVGCuQiNUS=VIOR#bibaO3%Zgy&mO(~b$NX46UpQ&|LR*VmxXu-G;`K>3?uqeR)z!Au>#N42@h;G##&z;jmDo{c;gCeG4t^ zeJ)S_lj6QK83r}J2SbE6_KlNhc5aW(MC#9nd*JceVt4LdqU}oh__J3Dto9Gqdx2R_ zS^osBf#_7!yu)ahVqiUsn$+H?-5e)@A!&;PLtoU{!?_^ zE3{!G9uPP$p9_Nn_vCYHcosa(`%gzk(Ed+@a^QDZ!QS)}Hb{XJmL5^^2{SErTRYsj z>kzx7nx&8FImN|jJIRy3GhysZmg7f>ocWRiw{>WiUVbK6?Q*5?kMi|lv0EkVV59AI zV=2H58NU$A#P718GF2J(TsMvEdg!p%BVb2>8k+UZDC+ho-NP@GdVK%MPppJ88HM!< zIxjpQ3-ktrN_K6?@vu})46g#+i&Zgc0#o`PpC2^7BtLye6FC_^va%`SjaxDHwHy~* zLkhqVULX)2njgzBV7k6&M~0}AnPk6kiBcTb*3!Dma7#M7?_GPyXC$Kt`bIGKHt68I zn4b=C@S((xxWGXxR#y?DrY-UvN~YA2+E2DY74zJP9oP`Zc9Cr0xH1W0VJy3l$N*}$ zs=>6W0K7%|`iT!UuLn29?OweN<#Gk)64_LHfU->}LPl)j!-qrsn#sYE@16W~q-kG* zK151Cz>1PPiK;}}A4lC3e{#81-`9T6fV!D`hJ5f19|G(UIDmD*-?xYZVX|X*XDg=1 z`?1Vq`9i44{CvF!&X$lg2xLkSkcx9QXBP!;RNu2+UBX_Nkw+>#QAR!L!$Jk=1MRga zle~6OO+spjGD-%TvW#iVklA z7Y@2_^?FIHl#?RdddRIlmCf{hDW^z(o-2FNADcgobA$0vT1M^!JgZ!er1hkMxGyw- z6;gqFFz7PHV{CVdT(LD6a#iXxKy z1EgC^30pdg+A|a%K{FIYbfVZHy?bE7{G(R~oPla+;}6aT&*_jE$}ICpl`^T7a@<{= zU(+m>=x>T(pBtG`tYS#(KETc>jX*nl%3I$nvA+4sTraJQQQ9frYB%gCPK!Tl@ttnYZx09NwLYR#insqLbo?JyC#KHiLA+CM3HLzSTWjR0KsHRjxV`90nwZ5f3 zc4czQREo80<@LL@^z{)e!(2qR*wi}bj^|W{2Mrl#yM5#jAGAShXppx!f+2TDhpMM- zg`uIMd3rHlVn5F4$0V+QL83D3_h9b>@4JPFH2-VhhS@H_j!FMu@ z3LfPC14IS1a6CQk*@`Ev06iTuifp$Qet6^W^QAp1`hm$p>hp_hA5Uehae%A?QvFlZ zi~f_+KR`5BH=$cLZEFjVVb9YOSdT$Sejw`c1r@759joUhbzVy4i3t&DC(~u`p6c`* z#qIv%(`NunA$b?Wg7)+>;%kpc5#!2&>4q13&{P*Qn>5^<3V{TC^JLSCy+8g(5S)@!4DH(Jd#Jc`5PSb3vRLtr`axA?_(7AgLk0fK(G|e*u>DIR6VmQ=EwH2 zv4A0U?m-d${M|G#8&OBOa6gm#W-*^UB%oCZwMW#iq zagSQ(e~@$I3yWZO*V=BglmeNpcrMe?t+yvPd3O$_!gST$BPQ8_(nb2puRUL%f%{k@ z^gU~4@fbek;Uc=+R(fSg0AMeZ4yb2S5wL@K80muZW<63S18_&9%cJMw@8n9(6;~4W*X=mdiX=@ z;rF)Fzxw>|ssYNf{U@B`ej7c!@)pAcq+*CkAB&n-MDHA*+@5SK6gf(L9C0`h&>{WLYkZ4+n-8& z*{zw6RqdZd>`bq)nmxvQim?!V=JV?)xyk7F?FBnXNM&2oXx7lAkiU3{n)a+goWN`| z1eE{l_p0x8uS3$;_Sj`pe4R0h7!v5H_lJJ+|B{~Z-=iMTa;Y{(bYr*}37HC^W@?hc!)l^V zz|g%4%&tE;4>_7%1}rK*!DDgt08qF_Tw(Y#=i-MD6#--^X5I8~0CCQAxK_Ms`WL_d z?F{#~*)DL5XQWkII#5(ut+*aCX?SnHqwe`@T|W43o#;|2m`z{nLv9tXq6fqxMx)nRl-AU@fPC>tx|%en5^Z( z+#IU-`g%CS;uIaDWH|z)FQ!l${g@WWYv-S(r0-^lh(YGIRR}`huy|r&}fv2 z+bn8-7O_AdXgQ*suALVl#K3leqb!9&f4(=A4{J0xNm^#1SQ$bavco?s@`}5@?ci?P zk?2w_z32rTyQgBGCphha08wRJl5)hd{wuM4T*D2Gp@`vO>)OKEKs&*tRgIe3LA`sf za?~VpNuAMAGU=m_=aK`x*--2;CUU6S$N`~)%G{LTUIq_2OB*qhm5Yj#ZGFab*6g_hgJ9Jgdq9 z5W_=nYE%qJsm}K@O|%#rRw!I$rCme_Nu9rHL?K`F7oQ75`>&4h2`t9+7##0T$*2p- zyI+}Ni<9}5F}7*=^3)~6hP69=vqbrmz0!enJxj=*NAh@YV}Ws{5sWFLy71F`p>PaA zqe>9HwB7d^|^OuyGj;8nZr2$mhGU?)=VXtDz&6Ue9 z5)`L7)1CMbDRnI9ZYL4E1xS%%E&E^*lJxO%o?r%bN9a&iVrJR#GsJGlA>@MP6^vr0f85i!wp;)7N2G-JEW*oJ~5qHrYK z@hhBa;dGu6;A%X7ePu*c^K&hA<=!_ZyKw+rPVicoHtqGwlK6DuN^TClZScEn4QsBwEq`|c6M_F7 zc`nDU241MGdgbj`^$AvN8oe0vx+PfLv@-d@7B8uB!PS5v`A_>m;be34j!@iaQN-Ft z{cz!t-3#q6s#I#!O^ZB@#PMQO>`(g!vx5{PrXSs%Gao1x@IJ8VJp+I`zz**fUw+P; zS2;rD&tXT<=hxOry20c-wddBMjmPE0{kCyTe;Qv zz!3waO)`h88poJ8wrJ@K-m7HGBZ?WFZwkFUPzf6ToX+S!zWjvYDbwdm+zy3%I+NhE(+y-=4z9MIS zJS{?TD;-Zu_|y)^$>-00tX|L+TIaTELpdz|rq1GrI8FF@W@Jxv9KM2z6__nE?ulk7fn-0NYV zEVQ+kWt{RxZyR%AubMJ=KJKYp&>hH~+?A)9RF}Tfa0@|)G((fT5t${k9JH<|uJaoa z`1Vco06WKk>8^Imt?Px)gE4c`gT+*3F3xd@<)b>KKSF7Zrudfc=Xwopr^ z_AJjWhQFgj+Ow3AV+|p3R4u7lG+cxc+!CN#7?~$%=3!$1?+*awH=r$DKLD$ZrYl@P zvH_x*sKY@cjyU>)&m0cCWqwMitXE2}944vYF@<&bs&-y#9m}*iIs#Gg(zA)dLZhc8ar0B75e^hni2{y%^OX0jD;^Vc zz1wYPbJ%w;i1zbXa&1Q%Ad{tl%$2Hl!qK=SbXhgNoQ&j5Ru$U}@*+{7HPtM;lVCI4 zaTr1$WiduA%SM!EvN6km<1)rTJ8-HR6jm8ki(sV-E``zk!M5~Lcs&v;v!OC1_4A1o zCLRq;c^PyWUq64!iSaYhF)xX`ByYx5;}8OQk!|0Hi8;hsnaruRB9*xI+pyU)oC@)G z!iR)z@zfo#_mNydrL`2mXY2E)P2zC<#g2B)zTsVeecU;ifnDpet3#HCr#;L`1F_Ao3cVysiJ#MzAYB zm!i+Z#=jfDa6qsLT#upf+MG3@*=XHUnFQ}Rd9ZpOBc$l1%r)@=^{(l(Cuk91xdcHu z%3;C$on8_8&zfwQOZ?n;9<4C0M|w-w)OezMv8oU&1jSVIUU8?PolNEXCWIWI4NCE2 zF#n7cKTfD^o+VmyFYft}X&s~B`tt0$9E|tL`MtSO!9{Qw^ujQfKG$l*Fek>uY(SBESkuWvWV=AQs>{?&Z!Ka5+TnjmL1wOJ z(k+oynfd$zI!Eju%y~*L@a~dsaN$)|k0k&#b7@##;@xLyy&4Nr6V6<(lMBD)Xn3U- z9(X+)G|E@aRw1~_f^-)B3^h_0=sJwm)(6s5ZH6Cl?te);_#Y#8;3th}WoIHpcF6AK zc6ax1bxuJei134nPMk4?x-vneAvzMW7zvb;hZ`w;t8e^)2bw#sN>vU5Fh#^6;e4yUYv^N0G* zM+VGLqvDqID_(qRIc2{$t;Q=E=0_o3Hy2&U3hVl~m>iZvG9ju#$goXvJ<#Wp6f+CEJ~8v03vd|Jc=t^}RK&!*J`E zlzD77x9N@S(?;ayZvuJR1Jf%}VR&_iGI8z6#a8;y@wHmLKL;JAs_Y!9zE-?Go0`dh zU#=&e`Kov~5u&AT+(S*Sqa`+(|L@N@v2?B!K)$qc)y**@Ko zCm{w01fu<~Q`hh9P474^Wb+gjxfqcLa=2!4ngP3^#3t>%OrW>DE=PlMG7)Lt7>n&a zIfuQfuA8895iU0bx{1iKbe08rZZ~Ka>joWfjK&S8QIgV^G;`)LAhj5y~)Xaq%U$ZGu7KH6C)nbQTBdiqvP zzXfCdS;w?Ldq;Hs1Sq}5+oG#QuT!2onl5V(>HX>OcMCwjT_H(=u{L3wG9oCAAc5B|0%@GR^S=xFu| z+(Qj56Y2mkF4skG}?T7_^tFBVS@9~ws5>MJt zIQyaqdIHprj$1tXNKAh00H!jYK%g5exXrv^bg@RS;>@sxlCdk42SB&eL=RZuv&|a# zF#o0_s3hw33pMRgy9xe2^JF_bADrO3W!@p5+cQ4WF@VDY7gil%C3xBTGPZA$Ikw8_ z?zO8YD@ds4GxV2lU+;X#z);~P4Wc~@?~Jo3Y7qI+FhCyp&Wes;*)bjvKPT1D#79;m zqWDbq%&u?KQZ35cIiqJs838x5OhJC!sF}k{b;A52x6?2{rQ*qmr(-(84ADSOdyr(8 zd{kRtK>Eq7bNo}9%?9qn>Oi%?csk6$&=^oWDp90x=%vA%2NycGj<28v-rX9v4=4Lb z2^GusRXm^pm z+R%BW6J2(t?{Lo1s0n--Yl9|u5ZhQm=`WbWwB@ER-1hi;P}UAlmd^oa((4eA>3GXU z0Z~e7>zs7n_fcSN)qHReI8kB24ikeLa@XCO<#P?k({^V?zel`B>SLVe+OXvF3?jLk z*9UJWZ0N4-0iM@&Ad*4p%|uKiYHzoN$@$CI)H#@;!wu2tqK*$eeIB7-pyH++T&s}U(2996GI(H=|;2=t0|M(a*~S!8&K1I-;Z zTVrpaC*?j?j9X;sDV95+sw zH+SV$sF)WkzK}_e?sjC8KnVu$RS_Yl4Ka?YfeXwRlf=!66`ntN?RSBN>EK_CUHwfa z$4@xd@4i-_d{Kj-HCyp`t=dRgCoWOV<=!N|5K zj^&NQP|tS@YoLg}6q4Pp`Rx7ND(^xkD6iu(TjTQj25dl-UuITs01&Cn;J0%oZRBQs z@SPnOSmRMxiyp0K{unN!c54I2WTYkmy0{)mQc^m>+Q6^ss~1G)T~E!w zzJ^$_Ubf87t m_p%!G`9ORa}@sExsh7BOXq1jd4p|(Qk;g{7}-%px#VMAJjnZ8 zyTBR>v_S6SO;4{y5lh<++M*KYiO%R!Nrdmc7?9L{?1rp#(r?nv-=?7d=J+4eeEHlr zznAk$i4XDaMAUtOsO)vi3Fw$+?U}(fgF#9Ck?%)pBddFNj)Jw8_Q8Od_R7^COR(`w z{tFvhqAvMmY1wlHr#SL1Qbz*C=~J-0!87hN10$ror?jcLX3)M#iF* zVXpx6LhF%!OyaS$Uhem>kVUf3L1o>dS3|Bnbht)6l;xY?MYDx;FxjFdZ|yF)inU12 zP*eRXe^jl?X-*y4nS0|?LdXWamb%90zH#{_L&f*?EgB;^S_&S~4{mb83vAW5fQaJR zkK)1Avf{vHhimv=N`|?1=@WI1r4GmI`fHg^DYL?c@mXpDItL&S0}Jrd9G@T9)W72K zyUh?OlurP1Y@{+`GvOByPkiccfB8cR<7WKhO*6K_Y{)eieY)^6a} z?ozWSO^NLzwb^gggCgajkI+5*FU}MOi@F6HZE}?C2dZL}2xFwP^QOZxC_B_wH=`Vk zUxY3q!x9wUx)j00C+9W}E?0sVZQn0JNo~kVMF4XC%W?*BCdpzTMGswB60}lp&?OO%>^POPNsifY#&F5SYo|$h%rSLfw6aZL$rK{h_f8LY1+NR8474e_ zUSu$fcn=WQ^QKG;;U165^GoRUqb5{2>6S^|3J9<36U4^)`fi$vVi1~`&+{gVJ6@Cx zu16)VLT<>ftTGm*dWV|c=2+&FOQ6#*Zo()K7qXfkE{jP-JF;L%lFvwt0i8VE>bYK4 z?EMkX$L3!*YcAt@2hI1THk0!;*t$4qPd>b1d_p2qgtsa3J7e^ZWB2c7N&h^+hy}`@ zngPXruC=*t?<-CKZ zwq94dLzDSvB=UyuPkaCv( z{?Zarc>Fr&WtxfpwnW?r1itbjSQyulcLA(zNdR<41r*L{oHFu5c7bGk0Vc1CK7M`p zF`)E2nmAcx%Rb+&{&8dqxgX-vK7?UPZUgk(l>4R`Q28m^79D$s<_@6Lf`t{ zcy1>4KFR|bw^E$PvaLyw5kQLUb zKcSb)(e9D1epT>l=S%SkhGX_@$`slSr@t8^{#Rp3e-n85TcFI}dd?Ad167QCW5Xa6 zP)5MLm$xx&iI5|~?h z7@eYc@0n>N)XQ?%iI?>W*TgfTXn*25X5OCm&8T3rRSMU^0|?Gk+AS>2Dz7F`IGSxeeG7ifIMq~L`)-S;j8c0sB7@} zChGGeZio;lhj-SehN!&6a;~VdC@SK5$ohN#1JB5Ts@+Beg{L@4q#*X^# zYrXv{8y+(N_bPAkKwR9c2fRVH1^Ml^V^(@rnBTCNUk_-^rhIl+RMhkA^O!02DyIHv zih>t^kAH4dW`Qf;gKr#P4quW*q#SJ@&;p+s)B_#aB8-u*+mjCaB7N^v&W7OI$}Ks* z#VI`BHRTkFP+fFyK#^)8>>F%^?wBAj_zThK1_=i`S4~WJ@Gw-)^^2*|j8UvF9~Fu5 z>2ud3BqzoTWz;wb*BjMFi>A$Ph@nFRsUB`z(_KD!q`_7{PNsZ4OzL-%0 z^lJ0FkvkHIfT9nqcA{oyi;Rs7`$g=4=Up&Zfuq`Ltric)bD(Q>Ft5mZ9+%P_s@6P8d}@-K94&bG?5hN$( z04qN`)7pheEzM*@EdD5dvp(JppIhdGsCA8F#EfY;f?n`xRe7AJc>2ybi;a)wo&Lys ztDH$?3|rg;69>Jlm`9H*jnp7bOrFPN_W68u!r&vhO^m)gRB{pNC&MB`Ur~vgjvcdh zabQdx7cP5e*{;oyq)b9+_DOHF-jvZ8URdvKg8gD5uO8bLuPAOs&8R4YX*-@wI>1~1 zF&Y2ETQ{CgG4B-*TUi45`mVm^w@)++i`PDjUA)N=sc#8xPxh0zy(pq`i@^Z3&Yq&0UpIExY&|Mfek&MWHqsm-XaT!yzqb z0FU)29j#TJ%ng-xfLddC`5#$3{xh%rui2|f!aN-dheWzn8==DaKD}(Q4rj|-wL%4} zeN-2?rrbwOQ$0;kdd23zsygX%q#gav@388N{CaHtsUNI3fg$fI{6#othyu^r#-;Dl zawM5Zi6I;@oLRffDyG5XhFMHWVVv>V%{Fi#H$F0=MhIi}pihwhAW@NDRXgEE1WoBl z^hJiL?m>b)y!LZzgujH;3=QV#>PFq9SL$QIB`VajNNXRX!DY4Ca7#-t36_3-Grh8O zpu4-v;^y_KK$EXSH%}aQ!$w_Y*>0nV*ie{K=$JO^y>l0W4Y6|Y35|YXzrx>K?ScFT z;4jBGENGk&11yLXrgfO4Y5zQ$*w-svgQJypiJ!CzK9v&o{Dse5gztVs^2LJ;H!TAd z2$2tD6IxBZ4M7~P0vTw-pS9V-e9`@3#dRFFeeeinBx3SThEW_e*s+q zScym3h?8AawWgIWIyS}^L?5HdEdQ7F#Gn@ zXbR%*_&19{!*@3hI7>A zGn+1kfoY;m0DI=tigA>qZnHnEm+ zWA0T7_mye_9Aj+*(Dz0^0@*FA#e{&4DF3w5EB$HLK!O1lfgP&$oaiv}Y)24xEfVtr zV5SfWBz(`hI5Qj8OVl@xtbM$s1G0r_`iwOP0mFw7vd5w$H5E?jP!v zAO?pOxjFv=B8D;Pmg9S5>nj)7lP)fkOx{Ia$Ec#^mHR|!P|3mRHbVOv(Tm}$_h@~e zJtzh9;w!HbFsxKhlxt7}>Nd#Gj5EdTj5HH7uvI|VEATh42f7<{=Xe3($7hq^=BfI% z!Z-1|>Ix8U_~fa%CHo2Hd0)did~7}%DQHYz|1P2>;-9CP`t28xBQ{wV*0; zySp*Uf_XG7C$FZWYB6ghhsgVbBH83j4U(*P2AEY1a9f%wn$ozM1H8rA%Qw{Q7JK~; zLQRuwqz6`PY8&_6-a}9f^?+9LrK1jjAXS4n&oFl_Lv?4~l|KrEXq$lnl3-zb~3PWpJeAl7k&_532zkBW zO;ST5l5v2m`vIAT*>9Iyuo3!ckP>|y4bRezNs-tX&t%^y?Lg>kHlU}kd&D%Aziq3xOa31>tWG( z4orJdUVq|fS4ZksQBomF(lpUfjx&*asjW?pi>p>o?s@q*p2J3@Zj!x2P#h@RcDlu^ zYjUO^w!a}rcHa{mA94H&W8>-*s8KDtT^sN2&nyI4dTdEB`vz!*l-uB4ogE+hXh#MA z(tL5Rp~V5WSq476f^@H~4pJM;L*_B?(e;ZAP><_SA>^QpXJX@>yzoeaIQ4NTw{9if z$%onmoD<%z^M?giTS{___pw1mgbI66WS7$$@+ObxzJ^X=SwHMA4+%9%!hvX58E%U6 zWokV~1K~8iu|}v2hm|)3z3aC;m}|Qo-*HZuY;{Sv!T>PkL{z}m?FuG=koZFFuCK91 zL=Bylj8u7k!rsP8-vlo=T|Mz!6Wc4w43Nw0-xEU%*^PHLUa98@H`2eZ6a6l7@Vo)gj_+fL1)7iGR_mtqTOB@=a4FHy>G8YaP4$R;bNuuQ8IU-gv&$cZT1%NUz2 zu~sI4PXCX_RR1#~{_l*9-(d*=unKJvBK0U^20E)i5$(9t&{sh0P@~Xku5njxkaq2V zV4(j9&c)jbu^dm0t(SPBawYO81eHUHEp!KL%>M$28$JJ6C8E@xV_kRlz8BXn%hn77 z3|^yv9&b^cF254twV4@iotXR-Sq*Jav&vuRTK}!G-rxBg8}EX~i3AuBNEwa9bxM2a z%8s}ook}%qNR8PWI?RZMJlLvxS0DW@VU|$e6umBX?r66Rg`9~2zKGFTh%uGg17qi{ zbo^UxwB*H!#W6I+C4q!o*PqFzBtyCJt$&YvvyY5G?5Q}Lp01PN!XF$MMtHz&Ki`^? zXX$7Ab}f(u1!%o^O8vlm=WEZ1fm|Zx(z;cCE6eR1himDUx3bbel(IL6{$>I9N3-j{ zRb-PBP0a0zZkH|+s#3aL6dlOz6};XD@R|Nm`rzO5dOfaC&)XJ@l;kFBrRh12$aX-< z;_kA67v+kO)i_%dl}512=_2}@oLo1Qh2K6 z!lyl9i!0%_Pp{_YybYXa+*u+E(A^+b>E){N`Vs=_MDvM_0wvA4fi8c|n2zVgx7+hy zXIyxAM{%%{W$78B1dXS5MD#*|dKaO;+pmv4}Fn3O*1(J<1_A(;nQho0B21D`v zTW474pw{&W+ZmhmEg{-`zuZ}?-AGxt7T%tNbNxlrAd#WI)}UM@Hg4~8m8bH(2$C)q z0^dRV-dvAr8oXsNnGBP)yFj7qLN9Gk;pV7ENy-zP`fim9i>>tCIkE_>i;QF`TC_Fr zJ^X=rsGdr6Um-VH3bt`&ZnbYzO#uYY!qhJ6rn*sMgj(E`@HNXxrncXK<9Pz!H3~9f z&YJpQrk7VDCVKGijJ0g27_UAH;N(eKika>5=%xXMWWC7@q1AZ;x&=ZqqgxvzuUO$k z*zTa1zfMl=lo!4rt$x#Zr4rAdA|=YPZ3(?qq)Flj<5;9@Viw%ut)?1P%75$YcuU6M zY0~R=FF3}PAP)|EiQ(G4_1+A{{W+6eSC%v0hcP~fxJB-<`QRBH{5jRvGC{Pa&mMNy z#;MAI!q|ZO7~Puv1$0dj$f=*+09-O1Mhk}SjJS*_YmZDYT>canjPK_K|CafCtT}?7 z8u4F1?bnA9o9Wu|)0EDnuK ztyDaU{+F_Dfe!F}SbwkM2l{ud53vPz^iR@Xy{)v(SEv^KTYOGHxhW^U9k_MQ#N|)@GuEp@VKvaq1CVE zkyxt**kt*1@a6g&+x}AIyUA_bfSzXI%seXg8>K z0y2JFst>WnwD+?E|R+)Iom`Edi)4+*@>5)iGQfK(WJ{w2Sh3 zjc46SUL@5Z_eN_vl~?=;JJS|Y7s7nRmOl-Lpp_vOth7b;r3u|<)?MXpeaN@q^8q16 z#65hHpV{Z0A(^*eXrrDOaJ7zj^n1gNF`P zD^Hxg)Ho{=SIkWXL4{PZC+?22Y}E>$`->1i83xq5*Uqdqhv8}y6N1wm45&To*I?H# z3&Pt8)90VCQb$n6A<=O;63zDtm!%gYIUu3Jlo)c5huV*gmv*1ChP)8n+uBQIB{nKN z+3-cBv_5>CnOK}80tRR}1lpoj&xxH)u|dCD(-vtxhBEa%LA3_GEHbis9?yJ#EK)%1 zN{m}8>!#jc5>>wmeEV827{`BD^a|myqKV)ep^uc}5Da%>D9SukaayA1xtF}_p2779gI>jOe*#R%$z=Tu*^sxe$qYQLxgv4E;NnBQ zKBMm}5y}t!Xo+RlV;p4$8;3}n1laImwlTUwMf1rclG)wjq2 zLa(P1AsOk`E~g{m=2?bRHaqhwX}!j`dMK++Qt(sD%Kb(lLJRPD^^fWHY5Std3pOs4 zWEhy{NS@-__EjO99BI~7NB_8sm>PSuSkNKFH(@6^596v?Ue<4GzPDPM7{ry=S_fK| zYc%5^L7y_K*ZS)W@;j62P1`wNQloay1}Uvs;&=Zx7!zGmj;e~t^v}LsN3*dHruAel zM!yTSEeA^}LDTle(i@#jKQuA9e(aroV`%i@V%Y z=4mY_bl&VO26+(asy%2?!M@qGnRvO_`BgWM)W6fna(qype zX(pVYNuS*LdLG)2H~)opP#l>XkA8I0`{TtaOJIFMfhU;8?L1ZHdG()V-;NPd(j;wx z4-$KfCs zoxhV%`k$e1{PDfCM9te7Niu`ZWQ^-8ZS;`D=a^3Q;bOasvtyR72(zKDx(2p{fe^t} zlh#*zGR6l;(eLMp2f;Mm$jyqx^Ub|oYCc#p=JGS|@)XMF5e6$^Dm0zg5hQcX_%lHbvT{A`sl;!{2Wz0>jZ1qrYx5X0MgLqn0BJ$%C@k z64~@cq=an#D4$dTVFF;n`wQqQP_Yof+osVI1p32l<|)a>*YsjlMd&Jz+6BZ|dwLvw zNc2RDWr+xVE^>jiOd*&`?O_~`r)F$DlgUAR!u8;%F6;dz4ji|@9%T1?2c>}V3HQVG zY$&RFl-+PX>tykLbGneD9{`V?yZ$9SRV54lNM~qJuRvbtBBybC(enVFEZu5|p!-%0 zC42?Jgi#4U3mV#Dk+;XRzQ52RBdy#fvtdclxAqsRv1O*gY?ntppI4Yi#O2Dod!Bo> z+S!Gup0vnDTMR)@2uPm3PKXN=b`zSJnojFHRUx` zaXt~xKHj&MF{>jH=OI}%mBrpgong%8anWBMTu6Mn|AHhly4?lr`_h{RZ&*vgVsmy+ z&>C^LE{OB7B)AuH0-M)pNaSsuAm2VeKVPnjGCtw?Zd1>!v$VwKhP+pDo+u@4<4oSL z$@JMW(U@R)F3RzI0(2ztQ%c3O$Egfe(vcf}KX=KGT(M_8-3G)Atz~Ti?WJAm-j1C%i|Z>v)Puej3Q-*VT*PV$STo{ z$7_JlDA1=*MHqdKS!D6732T}Io6XYTtq*L_Y4)(k@63otDo@BV;25)M7YyyTHZ#=H zauQ~8GiCC5cH@;zTsV>({L)J(A0>HZ)i#1J!(=Ei{?4e?CVCsk3!IN1EG4E398PE` zJYQvvWbFodDB%d0Z5Z z2NhVHDaRkJ7cb7qToO;f(?N1iQO7?z`ST$%aOUR67B-^q!+CLf+x`kN{XQltgpm(X z4!g3fIx(ELKX5wVXMG$2%FNx(6%;;#WpYi9c0}EQ@a&N$`?=z{N0G%~T1@2RF_0}Vqr!j*K+N>)68+WMQn7<`+%Tm;htkv}XunP?bkPQ8<)6&w0W{auu$H2d19J`}RWcGtHS3?h zV~$wi@3|#W40`$3V)}pX-(S^8qh~(ONnb?fwZ(5d%+1ZbYn6P;z2o7fOamYgFmxO; z$dlUn%SGB^R=pdgA?$8fN-0(+34M3G!VNI|^BXlX#4{^b z`a!wXwg%4Y`YUh3TT@6_+rB_CgNriJ)TXm=nfhG%6{i5t24L$1#l81ZM%n^dJ0i%G z+G+L;T}+M^v-E>0;-vmb*UrILNkZjEb2!3d+WnG5GDE>_UH&ie_(t6vC(&Oul4iRc z4yJpgv)2+pysOpPQca-(L^5b#@I(1CL z3+2WEz*xjSfLHae?WcgEh{yf%&}CSB$&8mP!Ig6&FA`H3K*o&Aw3sf=hO+DB1UY7v z`Emy$@rTsNPdb87Jai{i=H{pq65lfPD7&egN}W2YAWBzXrv82D7q4(<1g$q0B&Y;q z*H~VTW}UfwA#l-_`77(xsxKyKyby()4}r@J7kin~vt6wu?Brmbk(G)gsRS?Bo=Z4` zc15IbJDCuu5A>JjCKkEO*H-7>TRq4=&=w}t?vm9MQjx-wWurcm+Z3LivGgYY-Z^F5 z!4)G4aeKcNjG!_)Kt4wug_8tTNq$|Y!|ZL%85BlV$u8HVFX2SzO(}N+UjWx~9)V}FfB_={JBaLBP?J6a*&%eQ$Gy`FR0+>GKVnH~R2 z>bsd7>}Q$;RniOOlFdx4CCH5K6~mr#Mh0_^tnXWLxerjY<5?@N{i2(CTx}r>H!r)8 zb;x^%6z}N#DHr}RZ}i{7V;5UO=eq%|c%^qLLpRC_qnf$`@NcsPiMP%}k!nsVm(#Ke zk}f=rvLskVQtxicTP>DL<1?%*R0tHSI%9RVgm zyBv>v9URDP4rZ8t0huGEF@qU~7|IqVlHjVl!B1T!m3LV_wkd-I6MAbAv;u3ocCP{wh@px^nK4$dgJIKZ2m_~m3 z*lXZ>*EQCZvDO;?`rkZIU+;6vS!&HYtm%#+_`ogMSo>;KjR2-BVbHN48Mm~?`y7OV zHOSPDUd<7etU~eXsa0C<_vkn0ScaF|CKzb(pi~#|YBZIJ|2k8;l=W z10Nu^7D{l`P@v(ZVH*EF`&Q|mM!q5sA`WDZbuLlC(O7HWYA=nyNI&+077@!-iLzeb z!BJbPukr<_{`%BHaV>i6P|p)8GhMfnd~kX=js}X z^#Q-xy@A6sM!rKM27$S#%X&H_Y;%VsQ;twpl(t7W$pRv{ii2!d;N!(lnP#6vv|p2N zJ@^D}9Pp9x%`&XXHUDfSCh;XrqS5MQz>?$onlvy6rxFs5jwaO$5{~wq{3ZwmISW{L zGB?yb&k-Iuo^Z7NV9`GRyVp6K0W%>3uggxcUL zfm60P2ZZSNn0p-ebd{fTI68qA%W1cP&*{w!W^(aPIJM~p8|8PH2y^07(_2}`XEFI; zZQe4BE1LHq#@Fm-;Ekdon>yhMN!vPUMh)h7C@(!isgAqH9by$s; zKChBliWe6WT_2!sys5RWQjO-E7bm?*r0clF80u~@Hd zETDJY7~D`BcysPdZ}`yD7#_Gq%@^kC2HMkM+d>3a9;}ZJtP!kM+dV{AC$~z&n%L-3 zXEOyv;hbe^-#^v)V4L4kNr#(OW75!q^*is__)+2c-}wksh!uq=-77O?njE2QV~k7o#hcCk$O<*d@eWRa%Cg$zJH9Rb}&eKH5857$r8b8se}X$4#)tbFx3Dk5$E8hZjDGe4}f639|la zQfaNF#_xsBANG+oBF}Raxq8N8E$yZyWz2>wVC0q*^A4P8l(&zDgad8t9G+ z6+_Zv6KxTq5AWx=Syg1>_H(PY(fW&rB^h7S?nI{**{nv_N8I51iX&W_bFM!U{k(`| zv_?>2<$eKO5cK=#75x%A^Q}P{Z#8=0_9j-zw?%jpN{V{%VJ;kBT3ExR#~T(J2$t%d zjx0^tf=GY>Rh@FciVPFr$vfBm$bj=A`|A_-ik}k5oirjgb>PytmJ$g_Ujc zB=XwSO=Y^TP99vV2|?1HCt{^WPANVws75_J4Xe>npNeGyzh9kh?>&p#)&c2~J3Kxh zSJ9y}gK>k%Vq6kx0n><4)amR(Yd{fWZV~v>{U>D~x5xa(_VU|)_n znYc)EERY1XydSts)Wy?5!zM<{xnrvRwNxHD34L@X2grGNil04itF-gk--jk!Y>hNt%^N^a-oa0`~JJZX2{E@-)ov#j*CAEF|s10b!@j{g~> z2f`0x(_qmyDbe}K=@%ph_Qlzu%VbNUlU&kW)dq zeXR-KF*5UXv~t8d|Ff0*d04!AZWz72@&#TVf=GLJ{~hrZN@)z&T=aZ5#i~IPZsO=z zccSZPAeiGm1!$n2)$F+E;s_LGE+7G6-$|p0^gq5nIeEG74ZakqZ0t8 zc%A@iBp+}?32H^PLWV`ma@!@s+~;b)#%+x_&e@`wP%p7g+DW6R)~{V;kS=|IjJChp zq=AX|?#D4y0I{C`3**zBxHJf6?N>@10OmAp9>t@!KS6{a7iZdwx3pMA;v`^e5+FcI z;73EBb2@tE?GWy$yTC}>5_ zv3p#H;vGK8bX>Lt?2`v+_4b?TcfV8Zp`PrbNt@gn|9^bVR9+{KdX5#vKJ!9`N$p&YgD=mw^sHDLdW1gH)NP7IH{-ry&IK*eyi0u~I`@>u=vB@LtSl_)y z{NyByt?YA+r%=dT?M3TkS}A2uyG0tvxb^Iso{}Ud2n7Px05c#~7C%m*NSmV%v~_|I zc4k7aMwn=8iC8LLctds-Vw`_^1&UP80(720cs?Z7hCnc$`{*IMJF;ck)f5OD6Ao58 zRBY*Aa@|hhylqYxX=Zw_UzUy54Xv@D;lC7NM~_jQ+#;(tRQ1fG{Bmfa=@n^sxJ!n4 zr-ptJK#a`jfX+ZKeQ#831foNwlZBj3J-UQ1!Cq$GAtSL3>)f`!%9|MH-eP$2RC~iqqq9P{lTh{Zz^#XCz?P%uUc$WwU6?1lMoo69M?osyS;m_;=Qxd39iSnBTHcBfyMdo`&0)nw59`d-E@pw-srZf(FsP;fDX zBs7xldWSW_(z&@iv((F<;p85Y)vfs{_9@2AW1&-0+Dv}YXwZ8haKilID(L8m8~D*S z^fOROG=?x%S=oFIm)NY+FW9uMl!ZPAbC zGsYU>{ej{yUfN%r!yEImmv;H{H2g6oc|W07(sHb1E)MOAkg5n2>nIq(Q{QxqTj=u9 zyiz7Co$saX@0SJhU~Xv8VpJcOkL=X2!Q5+dg{eyQ@9g`td7}wBA-8+^lRmkx_SMeY z!uN5(wm?q$!})5_c^g<}y#u@)zpdR78!gc=cXq&U=P&XJ41Tk$E-TKqP`(=?mXP?h z@%(`_Q_IdCZd<04$*^HSC}{rUrHdee9WMuya2mW-Fp(6OSOE4yxR=fKn$HMc4XIb3 z^<`yrv?)1!KOu@>{cFINGq`YsT(r3{`oNA@!F^8|06GfBLSsOrrR-^D-wu#+gHSh- zY;gg9(m-Fb&+n{ebSyYZrL%^CEf0n^Yc(W`F~a!Qxw=X+WK9{RwJ=!tA3s((z491H zj3T5EXu1Y9QdyMO%14-!RQc*V*RG(fU2|PcC1`rcDSilO5yuQ?l_Htf8BEYk*s~Be zc~I+A4tnZ11|nI3cf0(yA^;q-C^bntHc#NMmwMCp*A_pWX0P^9G|AuF=CGPhuI>Xn z7+Yah^LS3wP^&uhCU@K-!vG=poY5lSi}+vdeR(vL|NHl7EG?L9MV3(%rHGJ(p)5(F z`XIYP*=5UM7?DUZc1c;H$X@n!>_Qs**tb!ZG0a#8Gt=|_Jbygrd_T|mKF>eD<&R%; z&irwo`^?Ol`@Zh$y586OwID{3*V_?%D)x>=)b_?Df7MJ8%k0QIDH=Z-!+*`wf4O)J zl!y>NFAa}1B>H@sI{ibKzgw|-Zh`_! zRYwIKMIlDvZZOZ9f*`PUS#aO1`-4Fy_34;_?3B%<|FLeS`Y$mMet|1n#hHs42hY3A z3=~{gakb?dA8-Al8A>(MhS0+NqM|Dac~ zVfTQrx>`AL(2y;B3P_lxl|#*tUX3Qbliw6y{xnI@Nu!Qr1nPEx`Py>?$6DQ~%9`O? z(LiTIes7Md*5|9Dl}~L$JUXCnx6VmIo79xk1)P;zl|_=XKxPp45dYyq68A~EX29Nc zP^qzT>&j*e>MCd%k>;AAy8R72PO;|K5DN)E-`AGHrQ!meryVk2m&lk_gJaH&)8zv` z229gS#-8Cae)67Sx6X>4j^VrkE%qnYIeX=sQZE}-^$r^ki3O)VU{`Za{Fc75To72w4+@~5_+Fp|t zlWGxMHSYL+S<(fThtC1!=A;iLzs>A9hwBFv0;{*cZ<3%Zd7W4$iks7NK%Jqw=P#XT zTX{OhTb#k^8C!e*nQNQ>>$`z+)&DQCZFGd#0ezVA)c0=0 z*5*ih}Y$Zn0(@TL5;LNx*S(8O^wC^(E8VV%eV~ zYKs&?!|EGR23eUgtkkoouv|6YN949N@vXT$L-z^3#NJ_Th0*5 zz!3GF?I$T9sQZ#IEqq_^1J$dka?IcIY@~Avl&6fW?wR*Fwp~|kq&V>JfnHbxlgI&b zx4FS7z1&Hqq-D+h3v7Z6|%hkX7!m;uYLS ze}Hx}xDofu@>sK8Z}Sp~;22soP?tLyJF=i+5``o-O^K6pS^-~!b+ml0OV4t&{bQ;J zKRUs)YZ5sx5-2qRf(|;&I77v^``@Zz4Vy{bmr5*4sM3hG@#d@1BDSoz4ZSR-VZ-~5A zr@h;{@&{5gcLs^0Y60)2{HWd-q^jD+sgo3);7wcm2joiQBtK5#tDF#C-iyUOigeNb7<}GKx7qC ziW%0v&<*PIIDc%l@AH1HKyc%7>p~7|eNrT(=O6REXB|_bp3`?d(I@&rkz6k{F{i9p zpK$dazfp_}OPS+VUYgBpQa6`d`L>H4o2xB8KIyDz#n(_xrdL%B*%~>Vl&bZckduu~ zPgbY|RXZCksG@HdB5XZ7{Gn1T#CAiBJuop#Jm^u0g0po5{Dgv(p7Z+?pu)V+2flg6 zhF9HogXI+ESRq2&^Z35M3|UkqZdLSozfzU!xd}WPO4?x-k{xPWp8q;7fPVAAL`+>J zV-)@SlxE^bnC91fI9PO9(Ak&Y?)=63m|3PE!<=`IRr5z3GT06HCzg}a zU_);5Mv3K0q|w6Xcl@HQD~_{CjI)*m@h)4P9a52yXUIe^DR3bdLw@y|S0A|z^+mdq&(7^xB=Z#-C(Om924p=|a#o|+pw-C+3ig%Zr$WEl&S#9xfQAh&nhGj2 zfE{1*53>5*p|LG_^X&l>pY`!?uF27MV^5=z#OU&QuD>fuObF~KO|{+;AA0`4jlPE9 zEGShWz@C?BgMppHMOgE=fX2Q~%)V%0D{}$JdyTb~wsuJ~UQh z3Q6N+68G5>vaNeHhm95uJN0VTI7i4K^A7i+MnfeCOzN2xUJK&Uz(jGYolC&Fx;O8b z2~^5Pgf%Pgj#oYwO!T+$2CLRrHI=W+-b?ADSv!zBu&amK3S+8IDpF#MzTo^fog@#u z2){6~$C`S9>Ve$;B0oD|d+6|iQ44mVh1VWddJ=8c!btz^U*qQF(?j!TrOuluE>d3H zddGe3Yy4~PHUOw$no(YBg~5^g2FaS_wa{X3YEeRmLTl>F5&x)_yxfC?>doRC)CV&P zFuenVyeRfAx( z2L#W_{qc8cPH4@expamtkAG!VPKWMKFy8t zBYz4*pH9rPSdQ1eSv$_cb>J#kvovz88Pmil`OS>;gJJ{NetF{P?UAe+s7ush!6AWd zC7eqyn*!Olqu~t225a!r)!q*{lT9bmf$Ump5(L(EHV=GfJ zlG47)8I9tc1y_67E|bGs&59#c*p7WHm<;?xDH6Xfk@UGygyMeNE1aaj^t`k`*W z4a;9AJ1by3{5Wl$n(?Tj!tj=#fMBO6l+?Lh;0oIgAs2lP6fPvy|4R9FG+(~SOcXsP zIv?nPxhn}B&doM9G3;te0G2HpeAmtJ^3$A4p37$C6HhB*1DD{{D-fZ$KsI@%Of6(j z2kGQ&)oP?hwv*R2PL*aZ-5sd!Mw@pxCBE5{dXvz4QP)RB@yAQmJnaw2?sx2;ZDdyu z@iHy)8ea}W>DvRmHRrgqKgxv5+~WAbhO?@WN>GmlE(MG-U23ZNNq?7SIaHMHAum%VT=eD3z0js6XrUjLChrSK zON)X<=;;VFmE^BO6Hh{uUjUTMou9aE_{whx2`1yPp@Nn9-hL@+g!JxlJ>&_RS>-_y z6{|hurZB!%-p$f1?mC|xpkWcaF4^P%(X)Y#vYkjEUac)WH?_`N5u-h~#HTC%II3U} z>~|xHx5&p*+|hX&e)9Kv=5x!n9&v>DO>}qgG7a=u1s0<0$VK5F9QVRnChG9pL=TPx zhfg-I<&MzCO*Zx(m3U*u#F}?@I^6^819RFJ4)`8k#ICtsfi7}D{ONq5a|nS&E55#X zqam4C*PjBxIvZuX0)i0W{Jw-U+pwc&t0>|F;5tLcrj<5i1zh||lYp}_x>!Kxu^6b+ z$!^JWG|}~Pyx3Jk37t6V$LxQi7d&Ab2HZ4HGA6uOyfjiT>h|2F^0v1jk%33zm}r+w z{jEtnv(DX#FZQ|(ON^B^Qj9gNiw4ra0j|g1xg%2JmfBr{-BJ;&7d{zMx&_^gMKS=@ z$|M@)N$H572`j#+;mq3B@GeckdI+UfBy>#Q!_@iv=rSA)g>3hJ7Q<5r3z;IF9T|InAI;4j~HWwLlO53Y4=~Y<>Z=cO#+u~I8 zW4iNgGCe(V>w@v>Rr4EnN6Ii;$q>%$bd4ULWOy0+1)=6FYdrAqQrfuPCNUwswg425 zoI*Bm`y3skx207o)@uT39{A|;a3Ibpv>2pR5>O~IoAN6E{lNcbSPDlsbq zmRhGX2aB5G>Bp9BMQJNtP-zm`itJ<9zI&2q;IwV zA`t7hQ6OY(x-s-)&RxKD5VOlheZ{D0qNN1`)Z!8Ixk@_ED4J~Q!%$e75}+vN_{#heT?=)-%#{cjO^aPL1%CS-0Q0Ql;8741;JNGx z!#fy?LnwX1`-m?S%c`=kW>g-I^JyQ&; z!>Lx$%?9(8%HL zcrtq7UV_=$y^t?6$zsc_(^NjKEEEg5BE0baas_^`#o)2B!HG_JExohM(1@lEk@9Ez zH=D#9l=&Ljy7WGCVO+k3AU1i_Pgt|62{|f?@RZ@prTE>-r8YNWbJXYfag&E(5I`LF zYx71Q4H8@uktEZ*%|@DB3)Ele>Ag8Bwgx?^E3C1EyESi&YuSHO)F4dtynjPdevv1- z&G0Pz8MBFoeBXGJcz?+a!rj%542a!Z$ZqNOlSk+i%PXx(ip+5V>9SHo4T_+}Jc&n> z0Ezgf7-%uy3+WQxJ8AKAJZy#C>MCDO7evp;5V6~9zabyFdRftp@ZHm7G=5_Gy9sPx z53uufTCiJP=wFEwC?-Ilw`QXU_R!h@inI(%d;YiilSK~0QC%d8yf8Z)n?ZfrzrNii z*yFUSkhZ-1lQ|lISVR1o-g)3Z7X=V1L&{#F_z)2nTx=?^U*hEYuRUYW{eCpxw&=(K zm`eb@a0LBL8PBMeSm$e_JqEv~Ta2!TF`{omUd?GE-B)$Z9xsrrR;nypeMK**ESR&`Yt?hjr!yo$Kl8==l`b9zA*Yg5P#_%T4-c zLfj%rSLWeZPw#F_nDtO_2JC4sjb|3LPO&5R9Th()7#6H?mwpR0jpzjZv@i{tvzTN^ z#b{QVOD-gsTa7m=wvX;6Rz$N&;ao_ne_IbHGI~w!XpnoG=lzn8$BNrli=9VnsGopC zvGZ|`@HO0TNLE@sciq~IFUa*`^j#2^Uic4&5OpzTyA!+d1h>Q-$7$|OsQ|$v=J&mh?~rtgH%k_VJvsalaJl_Aa!2=bZRaO|`#_*mAm< za1F|b%PGZ8Z?$%Ui_0BcTxSN)ALxqL;y1RRfJ$)<+Qe`14by<$L!9$0Zl4Wgn~ca} z$~}gzZv>jy`x_#wE@D77Xzru_kRhSDd2&Y=XG|TpOKE+X`=rE0k189Xt!=)QhErti z&^gt^gj-buu18huAI6?EaxfQ?i%|j(`{5bvWB9H_O*lQw4p8Oqn3Nc@;nGWkay*V@ z7CU&#$};PPT|=6%+1e5lfp(#m4_2hk)MIvywI#>&=ELeCJBL@Fo46zeDO+8bOoe6! zE`8l_3n+DO0;BZu%>7#$XVnC&nq*;RCsjj(Ru~!Zu3*I=eq_KbF#Mz`*aze;p8#3~ zUfeyGCM{aqxm!;1%I-elgn4?cuo=ub%K+X@|Ie@WgDPr8U7EgJ7R_HZ1NdybI&!X0 zRpB^ktmL5T*}_XkjQ(LSKWCxu+{hAv1a7v~eW6Hjqh5HB(RAi=+&=L11*F^zcA3!y z%c}5u!*yrn=Nv@uc`+GxeKt9`Z;&~Wv!P0yb`Bw1H|w)C)(pNaO7{D#rxGL2;$|O} z?0C-LaHLnFFtHv;=>^a~p$UW*>s64dmGT#F?yha8fYgrRKv#Rw<^W-@A3e_j&}UW@ z&~BfKGH0mcr?=K57$FY-_5}1NCS;1ef`WPJ#&dV_Oya{=D#No8rrDhb1%<1<_IwpK ziBxO#xW*C1S2?NIYEkK>q85R&KsfFax&!wTJyF5%H0e!X+CV%fp=Y7=Eb-oz$+m>A z^$pElZ?ZAp)dQd0^dec`GU?gF(cYubTRX15A=#bQHw@XpQ)s<@3qucTqrI(AV@G$2 z_o63K0X0F@_TQd?_$K@p@=yLq9HqUYaH;~7oK@V)c+L`DyM9Y#4$_X*uq z4QS(q+?9KAw}9#HMU6#AuoIhFzQ%^knU#2*O_2$^Ftv8Wb5!%%teC`^v%FqqB2g<> zSSv|bNBxWAm zFcD=$85r`x%)r>{>DuaZ1BtJYQ=X8&cD?WlD{qTZoC_T<``fPskcvJyWLrO!?a16z za5cJfEidd&BgE#g8Dux^2wH%4n8GqxGOGA7<44eA$nIUqAN@CQNi+Twd~Q)eQ2$#* zZ2av0tfJaXisAzCH)Oc@NnZM>*^}g+eU{=BI&fk4+MNqlDQ$xDpo|FV{A1!)BF-?* zu-H%Owz}~pB-U#O=qpcHovSHp&oe2-&)qhCeWD+=CassuT`^gWCk?_MIs<%?njLT- z)<@3@cF(4BFAj7+7A)2LSW)Juk|6$|H!Uc8W2|xu@zQLk?f!T(1J?JrEM#rRH+eu2 zRfU=Qp>!v@F3z9HYE8AgelWLGw6JbR?~1?O*^dD!X1-`0d>T8t!_WnX#iQuBA%iG5 zhdb)l1={tD%s{g~Mcu=~g>ulCzkrv6F5=EAL=9_!i>huhV+k?3!$Aefpe_LMxs?Wyd4+5uJP-=?}HA>;Ziq|iPL@(t;G>? zv^#_HpxLLIbg+dTZj@KQZR~WmhnF1rfFa4 zGVNwA0JQS00geQ{0_I((wgGqyG(g7tm z-wH=zYf54$lMBZFiau3k%suv98&wTa!hK;5U2*;l;?#k>7L76|dn-PhQ{^;|QV@D` z=wYp=C#w3QQ9_!>a)61x$No*nhccT6oKxMhi(hZ$UfP1B_t)1GbPcm3io)|szA0F7 zD7KFo$Q_Y#NZ;>k%|l<5gubBK&f$2eHI~LZR{fl*51FsEsU)e7PS>rvnN$6itit~$ zto_S;BJdE<4ZZH5{G%KZ9-WvyJspum_^w!ilm7mO@;-y0gh+%0sDZyK>I~o8!GKi~ zuhaB8YXkVFexS3rGMK@LpsryltjXCrNUV;Y-;5zppH$i z^!$dvML_@MIlkL%eeG}L{B!|m%JCiGMm(L~yOp>Z#>X=MwaM1wJlAeqw#&CS5?)L( z7eS-<9qS;odq#(WeaO%^hXX~NI0wWk0QqF4)rGdFouMWY0-^h-fcH&h$@O0awKD^5 z*X_NctA&Z94DON1CG3$+b3LLd$<5Z(w?)NX*h?xlQ6>5y0;nPUse1o!i-`a3O3i0* zuiu;G^nJ`JNpUA>exbYSwQ}e((_-NAPhO^GJ+kvG?dxvT>`06M>DDfUD7EO-HS(ut lvkCTnWvS+JE$oz>A1%FK<{4)y9Kb9Ps3!jpd&7Q@{x5;pIDh~E literal 0 HcmV?d00001 diff --git a/article/notebooks/article_real_world_data.ipynb b/article/notebooks/article_real_world_data.ipynb new file mode 100644 index 0000000..a9cc133 --- /dev/null +++ b/article/notebooks/article_real_world_data.ipynb @@ -0,0 +1,1041 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Real world example: Yeast Biolector Fermentation\n", + "I this notebook, we will show how to apply the Pseudobatch transformation to data collected of a fed-batch experiment. We will showcase how to transform data from multiple cultures/replicates in one go and how to estimate the growth rate of each culture." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "from patsy import dmatrices\n", + "import statsmodels.api as sm\n", + "\n", + "\n", + "from pseudobatch import pseudobatch_transform_pandas\n", + "from pseudobatch.datasets import load_real_world_yeast_fedbatch \n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This data is from a cultivation experiment done in a Biolector (actually a Robolector) operating in fed-batch mode. Four different __S. cerevisiae__ strains were cultivated in 8 replicates, there only difference is when the individual culture was sampled and how many times samples were drawn. Thus the dataset contains a total of 32 growth curves. In this tutorial we will show how to use pseudobatch transformation to transform all 32 growth curves and how to estimate the growth rate for each replicate.\n", + "\n", + "The Biolector is capable of collect online biomass measurements through the light scatter sensor. Thus this dataset contains a biomass measurement for each approximately fifth minute.\n", + "\n", + "First, we will load the dataset which is a part of the `pseudobatch.datasets`, thus is is easily loaded." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
StrainBiolector wellBiolector columnBiolector rowCycleTimeFeeding timeVolumeAccum. feed [uL]Biomass concentration [light scatter]DO%Sample volume
0Yeast_strain_1C011C145.014.50280.2800.320.322.89147.4400020.0
1Yeast_strain_1C011C146.014.60280.3800.480.483.00147.3000030.0
2Yeast_strain_1C011C147.014.70280.4800.640.642.83147.8300020.0
3Yeast_strain_1C011C148.014.80280.5800.800.802.95147.7799990.0
4Yeast_strain_1C011C150.015.00280.7800.960.962.84148.3600010.0
\n", + "
" + ], + "text/plain": [ + " Strain Biolector well Biolector column Biolector row Cycle \n", + "0 Yeast_strain_1 C01 1 C 145.0 \\\n", + "1 Yeast_strain_1 C01 1 C 146.0 \n", + "2 Yeast_strain_1 C01 1 C 147.0 \n", + "3 Yeast_strain_1 C01 1 C 148.0 \n", + "4 Yeast_strain_1 C01 1 C 150.0 \n", + "\n", + " Time Feeding time Volume Accum. feed [uL] \n", + "0 14.5028 0.2 800.32 0.32 \\\n", + "1 14.6028 0.3 800.48 0.48 \n", + "2 14.7028 0.4 800.64 0.64 \n", + "3 14.8028 0.5 800.80 0.80 \n", + "4 15.0028 0.7 800.96 0.96 \n", + "\n", + " Biomass concentration [light scatter] DO% Sample volume \n", + "0 2.89 147.440002 0.0 \n", + "1 3.00 147.300003 0.0 \n", + "2 2.83 147.830002 0.0 \n", + "3 2.95 147.779999 0.0 \n", + "4 2.84 148.360001 0.0 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fedbatch_df = load_real_world_yeast_fedbatch()\n", + "fedbatch_df.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This dataset is preprocessed into a format that is very similar to the format of the simulated datasets used in the previous tutorials. This format follows the \"Tidy\"-format also called \"long-format\". Each row represent measurements of one culture at one time point. For example row 0 above hold the biomass, Volume, and Accumulated feed measurements etc of Biolector well C01 at feeding time 0.2 hours (time relative to feed initiation).\n", + "\n", + "To get started lets have look at the growth curves (light scatter measurements)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABJgAAAEiCAYAAAC1PWgEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gUVRfA4d+W9B4gJIEk9N5BegcFRIpgwU9RQEUFLGBFUaQoxQIW7EpRUBEEAem9Iy30FggESEJI78lmd74/JtlkSYAENpvCeZ9nH6fcmT2Lct09c++5GkVRFIQQQgghhBBCCCGEuEPakg5ACCGEEEIIIYQQQpRtkmASQgghhBBCCCGEEHdFEkxCCCGEEEIIIYQQ4q5IgkkIIYQQQgghhBBC3BV9YRolJiYW+cbu7u5FvkYIIYQQQgghhBBClD2awqwip9Vq0Wg0hb+pRsPZs2epUaPGXQUnhBBCCCGEEEIIIUq/Qo1gAliyZAne3t63bacoCg8++OBdBSWEEEIIIYQQQgghyo5CJZiCgoLo3LkzFSpUKNRNa9SogZ2d3V0FJoQQQgghhBBCCCHKhkJNkRNCCCGEEEIIIYQQ4maKtIqcwWCgR48enDt3rrjiEcXs4sWLaDQagoODSzoUUYBq1aoxe/bskg5DiGInfVHpJn2RuFdIX1S6SV8k7iXSH5Vu0h8VTpESTHZ2dhw9erS4YrknXb9+nZdeeonAwEAcHBzw9fWlV69e7Nq1y9xGo9GwfPlyq7xfQEAAERERNGrUyCr3K6qzZ8/i7OzMokWLLI6bTCbat2/PI488UqzvP2/ePDw9Pa12v65du/Laa69Z7X779+9n5MiRVrvfK6+8QsuWLXFwcKBZs2ZWu68of6QvUklfpLJmX3TkyBGeeOIJAgICcHJyon79+nzxxRdWubcof6QvUklfpLJmXxQTE0Pv3r3x9/fHwcGBgIAAxowZc0erZYt7g/RHKumPVNb+nZYjJiaGqlWrotFoiI+Pt/r9ba3QRb5zPPXUU/z8889Mnz69OOK55wwePJjMzEzmz59PjRo1uHbtGps2bSImJqZI98nMzMTe3v627XQ6Hb6+vnca7l2rU6cO06dP5+WXX6Zbt274+fkB8Nlnn3HhwgVWrFhRYrEVF0VRMBqN6PW3/+tWqVIlq7//iBEj2LdvnySHxS1JXyR9UV7W7IsOHjyIj48Pv/32GwEBAezevZuRI0ei0+kYM2aM1d5HlA/SF0lflJc1+yKtVsuAAQOYOnUqlSpVIiQkhNGjRxMbG5vvB7UQIP2R9EeWiuN3GsCzzz5LkyZNuHr1arHc3+aUIhozZozi7u6utGzZUhk5cqQyduxYi5covLi4OAVQtm7detM2QUFBCmB+BQUFKYqiKBMnTlSaNm2q/Pjjj0q1atUUjUajKIqirFmzRunQoYPi4eGheHt7K3379lVCQkLM9wsNDVUA5fDhw4qiKMqWLVsUQNm4caPSsmVLxcnJSWnXrp1y+vTpYvvcJpNJ6datm9K3b19FURTl1KlTiqOjo/LPP/8oiqIoP/74o1KvXj3FwcFBqVu3rjJnzhyL69966y2ldu3aipOTk1K9enVlwoQJSmZmpvl8cHCw0rVrV8XV1VVxc3NTWrRooezfv9/8WfO+Jk6ceNt458yZo9SqVUtxcHBQfHx8lMGDByuKoijPPPNMvvuFhoaa32f16tVKixYtFDs7O2XLli1KSEiI0r9/f8XHx0dxcXFRWrVqpWzYsMHivYKCgpRZs2aZ9wHlxx9/VAYOHKg4OTkptWrVMv85FUXOfy9CFET6IumLbNUX5Rg1apTSrVu3O75elE/SF0lfZOu+6IsvvlCqVq16x9eL8kv6I+mPbNEfffPNN0qXLl2UTZs2KYASFxdXpOtLoyInmLp27XrTl3xZLBqDwaC4uroqr732mpKenl5gm6ioKAVQ5s6dq0RERChRUVGKoqgdl4uLi9K7d2/l0KFDypEjRxRFUZQlS5YoS5cuVc6dO6ccPnxY6devn9K4cWPFaDQqinLzjqtNmzbK1q1blRMnTiidOnVS2rdvf8vYGzRooLi4uNz01bt371tef/HiRcXd3V354YcflDZt2ijDhg1TFEVRfvvtN8XPz09ZunSpcuHCBWXp0qWKt7e3Mm/ePPO1U6ZMUXbt2qWEhoYqK1asUCpXrqzMmDHDfL5hw4bKU089pZw6dUo5e/assnjxYiU4OFjJyMhQZs+erbi7uysRERFKRESEkpSUdMs49+/fr+h0OmXRokXKxYsXlUOHDilffPGFoiiKEh8fr7Rr1055/vnnzffLysoy/5k2adJEWb9+vRISEqLExMQowcHBynfffaccO3ZMOXv2rDJhwgTF0dFRuXTpkvn9Cuq4qlatqixatEg5d+6c8sorryiurq5KTEzMLeO+kSSYxK1IXyR9ka36ohxPPvmk+UugEDmkL5K+yJZ90dWrV5UuXbooTz75ZJGvFeWf9EfSHxV3f3TixAnF19dXuXTpkjmuezLBJKxryZIlipeXl+Lo6Ki0b99eGT9+vLkTygEoy5Ytszg2ceJExc7OztyR3cz169cVQDl27JiiKLfOjOf4999/FUBJS0u76X0vXryonDt37qavK1eu3Paz//LLL4pWq1UCAwOVhIQERVEUpWbNmsqiRYss2k2ZMkVp167dTe/zySefKC1btjTvu7m5WXR0ec2dO1fx8PC4bWw5li5dqri7uyuJiYkFnu/SpYvy6quvWhzL+TNdvnz5be/fsGFD5auvvjLvF9RxTZgwwbyfnJysAMqaNWsK/RkURRJM4vakL5K+yBZ9kaIoyq5duxS9Xq+sW7euyNeK8k/6IumLirsvGjJkiOLk5KQASr9+/W7571Xc26Q/kv6ouPqj9PR0pUmTJsqvv/5qEVd5SDAVqch3XiEhIaxbt460tDRAnb8oim7w4MGEh4ezYsUKevfuzdatW2nRogXz5s277bVBQUH55oKeO3eOJ554gho1auDu7k61atUACAsLu+W9mjRpYt7OmW8bFRV1y/euVavWTV9VqlS5bfzDhw/Hz8+Pl19+GXd3d1JSUjh//jzPPvssrq6u5tfUqVM5f/68+bo///yTDh064Ovri6urKxMmTLD4fOPGjeO5556jZ8+eTJ8+3eLaorr//vsJCgqiRo0aDB06lIULF5Kamlqoa1u1amWxn5yczBtvvEH9+vXx9PTE1dWVU6dOFenfjYuLC+7u7rf8dyPEnZC+SPoiW/RFx48fZ8CAAUycOJEHHnigSNeKe4P0RdIXFXdfNGvWLA4dOsQ///zD+fPnGTduXKGvFfcW6Y+kPyqu/mj8+PHUr1+fp556qlDxliVFTjDFxMTQo0cP6tSpw4MPPkhERASgFqd6/fXXrR7gvcDR0ZH777+f999/n927dzNs2DAmTpx42+tcXFzyHevXrx+xsbH8+OOP7Nu3j3379gFqcblbsbOzM29rNBpAXTHgZho2bGjRudz46tOnz23jB9Dr9eaiasnJyQD8+OOPBAcHm1/Hjx9n7969AOzZs4cnn3ySBx98kFWrVnH48GHee+89i8/34YcfcuLECfr27cvmzZtp0KABy5YtK1Q8N3Jzc+PQoUP8/vvv+Pn58cEHH9C0adNCVfi/8d/PG2+8wbJly/j444/ZsWMHwcHBNG7cuEj/bkD993OrfzdC3Cnpi6QvupW77YtOnjxJjx49GDlyJBMmTCj0deLeI32R9EW3crd9ka+vL/Xq1aN///58//33fPvtt+bfM0LcSPoj6Y9u5U77o82bN/PXX3+Z/4x79OgBQMWKFQv131dpVuRV5MaOHYudnR1hYWHUr1/ffPzxxx9n3LhxfPbZZ1YN8F7UoEEDi+Uu7ezsMBqNt70uJiaGM2fO8OOPP9KpUycAdu7cWSwxrl69GoPBcNPzTk5ORb5n5cqV8ff358KFCzz55JMFttm9ezdBQUG899575mOXLl3K165OnTrUqVOHsWPH8sQTTzB37lwefvhh7O3tC/VnmZder6dnz5707NmTiRMn4unpyebNmxk0aFCR7rdr1y6GDRvGww8/DKgd9cWLF4sUixC2JH2R9EXWcuLECbp3784zzzzDRx99VKzvJcof6YukLyouOT8EMzIybPq+ouyS/kj6I2tYunSpeSYYwP79+xkxYgQ7duygZs2axfa+tlDkBNP69etZt24dVatWtTheu3btAv8DEjcXExPDo48+yogRI2jSpAlubm4cOHCAmTNnMmDAAHO7atWqsWnTJjp06ICDgwNeXl4F3s/Ly4sKFSrwww8/4OfnR1hYGO+8806xxB4UFFQs9500aRKvvPIKHh4e9O7dm4yMDA4cOEBcXBzjxo2jdu3ahIWF8ccff3Dffffx77//WmS909LSePPNN3nkkUeoXr06V65cYf/+/QwePBhQ/yyTk5PZtGkTTZs2xdnZGWdn55vGs2rVKi5cuEDnzp3x8vJi9erVmEwm6tata77fvn37uHjxIq6urnh7e9/0XrVr1+bvv/+mX79+aDQa3n///WIfiRQSEkJycjKRkZGkpaURHBwMqP9zLMxyqeLeIH1RftIXWc/x48fp3r07vXr1Yty4cURGRgLqcszFteSvKJukL8pP+iLrWb16NdeuXeO+++7D1dWVEydO8Oabb9KhQwfzVCUhckh/lJ/0R9ZzYxIpOjoawDxFr0wratEmV1dX5ezZs+bt8+fPK4qiVnH39va2aoGo8i49PV155513lBYtWigeHh6Ks7OzUrduXWXChAlKamqqud2KFSuUWrVqKXq9Pt/ylzfasGGDUr9+fcXBwUFp0qSJsnXrVoviczcrHpe3oNjhw4fNSzkWtxuLpSmKoixcuFBp1qyZYm9vr3h5eSmdO3dW/v77b/P5N998U6lQoYLi6uqqPP7448qsWbPMBeEyMjKUIUOGKAEBAYq9vb3i7++vjBkzxqIQ3osvvqhUqFChUMtf7tixQ+nSpYvi5eWlODk5KU2aNFH+/PNP8/kzZ84obdu2NReLzLv85Y1F2kJDQ5Vu3bopTk5OSkBAgPL111/nKz5XUPG4GwsHenh4KHPnzr1l3Dm6dOmSb4lOW/27FWWH9EXSFxVnXzRx4sQC+6Gc/4aEyCF9kfRFxdkXbd68WWnXrp3i4eGhODo6KrVr11befvvtclFUV1if9EfSHxX377S8ylORb42iFK0694MPPkjLli2ZMmUKbm5uHD16lKCgIIYMGYLJZGLJkiVFSnAJIYQQQgghhBBCiLKtyAmm48eP06NHD1q0aMHmzZvp378/J06cIDY2ll27dpX5OYNCCCGEEEIIIYQQomiKvIpco0aNOHv2LB07dmTAgAGkpKQwaNAgDh8+LMklUebs2LHjlqsslGYvvvjiTeN+8cUXSzo8IUQRSF8khCgNpC8SQpQW0h+VTUUewRQWFkZAQIB5icQbzwUGBlotOCGKW1paGlevXr3p+Vq1atkwmqKJiooiMTGxwHPu7u74+PjYOCIhxJ2SvkgIURpIXySEKC2kPyqbipxg0ul0RERE5PtDiYmJwcfHp8hLCwohhBBCCCGEEEKIsq3IU+QURSlw9FJycjKOjo5WCUoIIYQQQgghhBBClB36wjYcN24cABqNhvfffx9nZ2fzOaPRyL59+2jWrJnVAxRCCCGEEEIIIYQQpVuhE0yHDx8G1BFMx44dw97e3nzO3t6epk2b8sYbb1g/wrukKApJSUm4ubkVOPJKCCFsQfoiIURpIf2REKI0kL5IiPKnyDWYhg8fzhdffIG7u3txxWRViYmJeHh4kJCQUGZiFkKUP9IXCSFKC+mPhBClgfRFQpQ/Ra7BpNFoCswwp6SkMGLECKsEJYQQQgghhBBCCCHKjiInmObPn09aWlq+42lpaSxYsMAqQQkhhBBCCCGEEEKIsqPQCabExEQSEhLMc2UTExPNr7i4OFavXo2Pj0+R3nzatGncd999uLm54ePjw8CBAzlz5oxFm/T0dEaPHk2FChVwdXVl8ODBXLt2rUjvI4QQQgghhBBCCCGKT6ETTJ6ennh7e6PRaKhTpw5eXl7mV8WKFRkxYgSjR48u0ptv27aN0aNHs3fvXjZs2IDBYOCBBx4gJSXF3Gbs2LGsXLmSv/76i23bthEeHs6gQYOK9D5CCCGEEEIIIYQQovgUusj3tm3bUBSF7t27s3TpUry9vc3n7O3tCQoKwt/f/66CuX79Oj4+Pmzbto3OnTuTkJBApUqVWLRoEY888ggAp0+fpn79+uzZs4e2bdve9p5SPE4IURpIXySEKC2kPxJClAbSFwlR/ugL27BLly4AhIaGEhAQgFZb5PJNt5WQkABgTl4dPHgQg8FAz549zW3q1atHYGBgoRNMQgghhBBCCCGEEKJ4FTrBlCMoKAiA1NRUwsLCyMzMtDjfpEmTOwrEZDLx2muv0aFDBxo1agRAZGQk9vb2eHp6WrStXLkykZGRBd4nIyODjIwM835iYuIdxSOEEEIIIYQQQgghCqfIw5CuX7/OQw89hJubGw0bNqR58+YWrzs1evRojh8/zh9//HHH9wC1cLiHh4f5FRAQcFf3E0LcuciEdK4lppd0GLclCw4IUc5lpkDEEShcVQAhhCg2CRkJbLu8jeCo4JIORQhxD0s/cYK0o8cw3TBg6G4VOcH02muvER8fz759+3BycmLt2rXMnz+f2rVrs2LFijsKYsyYMaxatYotW7ZQtWpV83FfX18yMzOJj4+3aH/t2jV8fX0LvNf48eNJSEgwvy5fvnxHMQkh7s7v/4XRfvomHvxiB0nphpIO55ZkwQEhyrGEK/BVK/i+M2yeWtLRCCHucWfjzjJm8xg+2P1BSYcihLhHpZ85Q+jgR7j42GOEv/mWVe9d5Clymzdv5p9//qFVq1ZotVqCgoK4//77cXd3Z9q0afTt27fQ91IUhZdffplly5axdetWqlevbnG+ZcuW2NnZsWnTJgYPHgzAmTNnCAsLo127dgXe08HBAQcHh6J+LCGEFV1PymDKqpOYFIhJyWTP+RgeaFhwUrg0WLt2rcX+vHnz8PHx4eDBg+YFB37++WcWLVpE9+7dAZg7dy7169dn7969Ug9OiNJs77eQFK5u7/gU/JpCg/4lG5MQ4p6VYVRLeTjqHEs4EiHEveratGnmbZ23l1XvXeQRTCkpKfj4+ADg5eXF9evXAWjcuDGHDh0q0r1Gjx7Nb7/9xqJFi3BzcyMyMpLIyEjS0tIA8PDw4Nlnn2XcuHFs2bKFgwcPMnz4cNq1ayc/6IQoxbafvU5qptG8vzMkugSjKbqiLjhQkIyMDBITEy1eQggbM5ngyO+Wx64dL5lYhBACyMhSE0z2OvsSjkQIcS9KPXyY1L37zPvJ23dY9f5FTjDVrVvXXJukadOmfP/991y9epXvvvsOPz+/It3r22+/JSEhga5du+Ln52d+/fnnn+Y2s2bN4qGHHmLw4MF07twZX19f/v7776KGLYSwoRPhajKliqcTADvPlZ0Ek7UWHJB6cEKUAtdPQWqM5bEWT5dMLEIIAaQb1dqUMoJJCGFrxsRErrz4kuXBrCyrvkeRp8i9+uqrREREADBx4kR69+7NwoULsbe3Z968eUW6l1KIYpuOjo7MmTOHOXPmFDVUIUQJOR6ujgBqWtWD8IQ0LkSncDU+zZxwKs1yFhzYuXPnXd1n/PjxjBs3zryfmJgoSSYhbO3S7vzHNk2GQT/YPhYhhCB3ipyDXkp6CCFsK2X3bozZMzVymLJnj1lLkRNMTz31lHm7ZcuWXLp0idOnTxMYGEjFihWtGpwQouzZePIa/4XGArD6uDq6p05lV0wmU0mGVSg5Cw5s3779pgsO5B3FdKsFB6QenBAlLDYUVr+Ru9/5TbXg9wNS6FsIUXLSs9QRTA46+Y4ghLCt5C1b8x2zr1bNqu9R5ClyN3J2dqZFixaSXBJCcDE6hecWHMh3/Oy1ZM5FJZdARIWjKApjxoxh2bJlbN68+ZYLDuS43YIDQogS9vuQ3G0HNwjZBO3GgIt8XxFClJxMo7okuEyRE0LYUlZMDAmrV+c7bsqzarY1FDnBNHjwYGbMmJHv+MyZM3n00UetEpQQomw6eCmuwOO1fVzoVtfHxtEUniw4IEQ5kxYH10/n7hvSIPwQ/DMaTMabXyeEEMUspwZTaZ8it337dvr164e/vz8ajYbly5fftO2LL76IRqNh9uzZNotPCFE0sb//DgZDvuPGjAyrvk+RE0zbt2/nwQcfzHe8T58+bN++3SpBCSHKppMRanFvrcbyeEhUCmeuJZVARIUjCw4IUc6E3rAiiim7gGVEMByab/NwhBAiR04NptI+giklJYWmTZvetg7usmXL2Lt3L/7+/jaKTAhRVIbYWGK++bbAc8Zr1wpVG7uwilyDKTk5GXv7/Mtq2tnZyTLcQtzDIhLS+HlnKACmG/ooBQjwcrZ9UIUkCw4IUY5kJMO/bxR8TqMFY/6nd0IIYStlpQZTnz596NOnzy3bXL16lZdffpl169bRt29fG0UmhCiM1P37Sdm/n4ovvED4a2PhJvVw9RUrotFoCjx3J4o8gqlx48YWT/Vz/PHHHzRo0MAqQQkhyp4pq07mOxbknbtqnKOdzpbhCCHuVadWQsq1gs9p7cC3sW3jEUKIPMrLKnImk4mhQ4fy5ptv0rBhw5IORwiRh2IycWno00R/+RWhjz1O6n//3bRthZHPW/W9izyC6f3332fQoEGcP3+e7t27A7Bp0yZ+//13/vrrL6sGJ4QoGyIS0liTvWJcXhVcHbgUq9Yx2nYmiu71K9s6NCHEvebIopufM2ao0+eC2tsuHiGEyKOsTJG7nRkzZqDX63nllVcKfU1GRgYZeeq9yOwXIYpH+tGj5u2MEydu2da5aVOrvneRRzD169eP5cuXExISwqhRo3j99de5cuUKGzduZODAgVYNTghRNmw+HcWNs8yaVPXgUFi8ed9gLHhYphBCWE3sBQi9TT3IqFO2iUUIIQpwPe06AFvCtpRwJHfu4MGDfPHFF8ybN69IU2umTZuGh4eH+RUQEFCMUQpx70rcsOHWDfL8vdV5e1v1vYucYALo27cvu3btIiUlhejoaDZv3kyXLl2sGpgQouzYfCoq37GoRMsVCer6udsqHCHEverwwtu3cZdCtEKIkpOamQrAleQrJRzJnduxYwdRUVEEBgai1+vR6/VcunSJ119/nWrVqt30uvHjx5OQkGB+Xb582XZBC3GPUBSFpPW3STDlGRmg8/Ky6vsXeYrc5cuX0Wg0VK1aFYD//vuPRYsW0aBBA0aOHGnV4IQQpV9appHt565bHGsR6MmhsHg0qAW+H21ZFWd7qcEkhChGhjQ49GvB55wrQWp2P+UhT8yFECUn05QJgF5T5J9hpcbQoUPp2bOnxbFevXoxdOhQhg8fftPrHBwccHAo27WnhCjtMi5cwFDI5K3W2Rmtlf9OFrln+9///sfIkSMZOnQokZGR9OzZk0aNGrFw4UIiIyP54IMPrBqgEKL0UhSFfl/vxGC0nB8XmaiukKIAGiD4cjzJ6Vn4uNk+RiHEPWLvtzcv7u3un5tgSrxqu5iEEOIGmUY1waTTlu4Hb8nJyYSEhJj3Q0NDCQ4Oxtvbm8DAQCpUqGDR3s7ODl9fX+rWrWvrUIUQecQvXnz7Rno9ZGXh2tX6s9CKPEXu+PHjtG7dGoDFixfTuHFjdu/ezcKFC5k3b5614xNClGJX4tIIiUq2OFbJzYHw+HTzvgKci0rGy9nextEJIe4px5YUfNzJG64dz91v8bRt4hFCiAKYRzBpS/cIpgMHDtC8eXOaN28OwLhx42jevLkMJhCilEvZvuP2jbKy0Njb4/POO1Z//yL3bAaDwTy0cePGjfTv3x+AevXqERERYd3ohBCl2onwhHzHrifl1l7S6zRkGRUquNjj5SIJJiFEMUlPhKibrJLi6AFpsbn7WWm2iUkIIQpgHsGkKd0jmLp27Ypy4wout3Dx4sXiC0YIUWiZ4TeM1NZoLGouodWCyYTH4EHY+fhY/f2LPIKpYcOGfPfdd+zYsYMNGzbQu3dvAMLDw/MNlRRClG/HrlommLyc7Sz2WwaqReNqVHKxWUxCiHvQpd0FH6/aCuJCLY/FXiz2cIQQpdPnBz+n0x+duJR4qcRiMJgMANjp7G7TUgghCi9x7VpON2sOGZmWJ/Ikl+xr1ACTCV2lilQeP75Y4ihygmnGjBl8//33dO3alSeeeIKmTZsCsGLFCvPUOSHEvWHbGcvi3u5O6pelnIUvgyo4A1CzkqstwxJC3GtOLLvhQHYvZFdAcvvgL8UejhCidJp7fC7xGfE8tOwhNl7aSEJG/pHYxS1nBJOdRhJMQgjrifn5F5T09Fu2MSYmAuDWtRta++KZXVLkKXJdu3YlOjqaxMREvPIsaTdy5EicnZ2tGpwQovRKSDVwIjzR4tilGHXpXQWo7O5AaqYRkASTEKIYJUXCyX9uOKhAhVoQfljd1WghqANc3AGe1WwdoRCihP197m9+OvaTxbGxW8cCUNerLj/3+hkPBw+bxJIzgqm0F/kWQpQdhqgo0o8dK/CcS+fOpGzfDlotxuhoAJzbtim2WIo8gglAp9NZJJcAqlWrhk8xzOETQpQ+iqLw+l9HyDszX6uxbNOzfmUuXE8BZIqcEKKYZCTBgoGWdZWcsqfrpydCRnYSvEor6PAq9PxQinwLcY+5EH+Bibsncjmp4GW7z8Sd4YtDX9gsnixTFiBT5IQQ1mEyGAjp1v2m51O2bwdAn52rcW7VCvfsMkfF4Y4STEKIe9uKI+FsPGW5HLhJATudmmWy02l4rlN1LkSrK8zJCCYhRLFYNASun7I8lhYDGj2kROUe6/sp1L4fOo6Fqi1tG6MQosQoisKsQ7MsjjWr1Ix/BliOelx5fiWJmZajsouD0WTEqKiju+01sviJEOLuKCYTFx8fAkbjLdu5dOyIKVWdaVLptVfR6IpvBKUkmIQQRRKVmM7rfx2xOOaRXXvJYFTHNL3SvTbbzlwn3WCiqpcTAd4yfVYIYUWZqfBdJ7i00/K4XXZf4xmYe6xuX/BrarvYhBClxsz9M9l6eSsA0ztN56n6T/Fe2/eo4VmDCW0mmNulG9NZeGohZ+POEp4cXmzxZBhzV9qVEUxCiLuVtH49GSdPqjuOjgW20Tg7k7JzJ6bEROyCAnFqWrzfiSTBJIQoki2no8gyWi5bm5RusNjvUKsi32+/AMCLXWqiu3H+nBBC3I0zqyHyaP7jBvXpHHFq/4OjBzyxyHZx3aVp06Zx33334ebmho+PDwMHDuTMmTMWbdLT0xk9ejQVKlTA1dWVwYMHc+3atZvcUYh717m4c/x26jcAhjcazoPVH+Tt1m9Tz7seAI/VfYz/nvyPmZ1nAvBN8DcMXjGYp9c8jdF069EAd8oiwaSVBJMQ4u7E/fGnuuHgAFlZFudcOncm4KcfUbJHLgH4ffghGrvi7XuKnGBasGABGRkZ+Y5nZmayYMECqwQlhCidsowmfthxId9xkwKOerU7ealrTa4nZxCRkI6PmwOPtKxq6zCFEOXdmdWFa/fYb8Ubh5Vt27aN0aNHs3fvXjZs2IDBYOCBBx4gJSXF3Gbs2LGsXLmSv/76i23bthEeHs6gQYNKMGohSqcdV3cA0KlKJ8a1HIdGY/mwS6PR4KR3one13gyuPdh8/FrqNY5GF5DAtoK8CSa9tshrLQkhhFlmeDip+/YBoK9YMV+CyXDlCpefe96879q9Oy7t2hV7XEVOMA0fPpyEhPxLeiYlJTF8+HCrBCWEKJ3GLQ7m/PWUfMc1QHqWCa1GTTDtClFXKOjdyBdHO1klRQhhZaE7CjiosfynSyWo0dlWEVnF2rVrGTZsGA0bNqRp06bMmzePsLAwDh48CEBCQgI///wzn3/+Od27d6dly5bMnTuX3bt3s3fv3hKOXojSZV+E+sOrvX/7W7bTaDRMbDeRD9p9YD729Jqn+fzg51aPKT0rdwlxWUVOCHE3wt9+GxR1VknW1av5zmdeUAcFaF1cqLZ0CVW/tM1iBkVOMCmKku8JAMCVK1fw8LDN8p5CCNtLzcxixZGIAs9V8XICoH3NCvy8I5QFey5l71e0WXxCiHtEWrxlAW+ACrXBvK5l9j/vn2LDoIpHzgM9b29vAA4ePIjBYKBnz57mNvXq1SMwMJA9e/aUSIxClDYZxgweX/U4u8N3A9C+yq0TTKAmmR6t8ygLH1yIo06tYzL3+FwORx22emw5dBpJMAkh7owpPZ20Awdv267Sq69QfekSnBo2RKO3zajJQr9L8+bN0Wg0aDQaevTogT5PgEajkdDQUHoX43J3QoiS9deB/Mv7ervYEZtiIDpJ/cLUwN+dLzadA0CjgQ61Ktg0RiHEPeDs2vzHGj0M22bm7mvtoekQ28VUDEwmE6+99hodOnSgUaNGAERGRmJvb4+np6dF28qVKxMZGXnTe2VkZFiUN0hMLP7VsoQoKesvrudkjFr0tmdgT2p41Cj0tU0qNeHfQf8yYt0ILiVeYtq+aczrPQ9nO+ssVpJuzB3BJFPkhBB3KvW//8yjl27G7YEHqPjSSzaKKFehe7aBAwcCEBwcTK9evXB1zV123N7enmrVqjF48OCbXC2EKOv+Cc6/qkpsisE8Pa6erxvJ6blFMd97sD5ujlLAUghhRYZ0WDs+//H4GxLgjR9Vs9xl2OjRozl+/Dg7d+68fePbmDZtGpMmTbJCVEKUfstClgFQyakSkztMLvL1Ps4+zOs9j4eWPcSp2FMM/GcgX3X/irrede86towsGcEkhLh7sfPn3/ykvT1kZuLUtIntAsqj0AmmiRMnAlCtWjUef/xxHG+yDJ4QovxZdyKCQ2HxFsc0GjVxnpM7/6BfA175XR1KPmVgI55qE4gQQljVlQOQFmt5TKODkE2Wxzq+ZrOQisOYMWNYtWoV27dvp2rV3IUSfH19yczMJD4+3mIU07Vr1/D19b3p/caPH8+4cePM+4mJiQQEBBRL7EKUpOCoYPZH7keDhoUPLsTN3u2O7lPRqSJfdvuS59Y/R0RKBI+sfAR/F38md5hMG782dxxffEa8eVurkcW8hRBFl7x7Nym7dt/0vEanQwEcGze2XVB5FLlne+aZZ3B0dCQzM5MrV64QFhZm8RJClD/TVp/Od0xRwD575bhAb2fC49OJTs6ksrsDQ+4LKLBWmxBC3JXdX+U/phgtazK1HAGV6tguJitSFIUxY8awbNkyNm/eTPXq1S3Ot2zZEjs7OzZtyk2onTlzhrCwMNrdYmUYBwcH3N3dLV5ClDfx6fG8vPllADpU6YCfq99d3a+1X2uea/yceT88JZxxW8eRlpV2R/eLTY/l9W2vm/dlipwQoqiuf/stl0c8W/BJrfq7TElLA60Wp4YNbRhZnjCKesG5c+fo1KkTTk5OBAUFUb16dapXr061atXyfRESQpR9P26/wMWY1HzHHfRahtynPgFvXMWd6WtOAfB0u2rY6eSpnBDCyg7MhXMF1F+yoIGHrL/yk62MHj2a3377jUWLFuHm5kZkZCSRkZGkpak/aD08PHj22WcZN24cW7Zs4eDBgwwfPpx27drRtm3bEo5eiJK16PQi4jPiqeJahYntJlrlni83f5mDTx1ky2NbqORUicTMRBacWHBH95qyx3LhAZkiJ4QoLENUFNemTSf6iy8LPG8XGAgmE47NmgHgUKsWWhcXG0aYq8ip82HDhqHX61m1ahV+fn4ySkGIci6naLeHo56E9Czz8cruDgRfjgfAYFSITs6kekUXnuskiWYhhJWZTLB+Qv7jGj0ouf0SAW3KdO2lb7/9FoCuXbtaHJ87dy7Dhg0DYNasWWi1WgYPHkxGRga9evXim2++sXGkQpQuiqKwPGQ5AK+2eBVfl5tPGS0KjUaDvc6eik4V+V/9//HFoS/4Ovhr6leoT+eqnQt9n6vJV9kUpo48rORUietp10nITLBKjEKI8i96zjfE//nnTc8bwsLAzg6nRg1JDw7GsUnJTI+DO0gwBQcHc/DgQerVq1cc8QghSpFjVxNIzlB/vNWq7MLBS7lfhpoHePHPkXD0WthyRp2eMqprTRz08kROCGFl145DZrLlMTtnMNwwurL3NNvFVAyU26wIA+Do6MicOXOYM2eODSISovS7kHCBd7a/Q0RKBM56Z7oFdCuW93mm4TOciD7BxrCNjN40mikdpjCw1sDbXpeQkUDvpepK22182+Bm78bGsI1svby1WOIUQpQviqKQtG5dgec09vYoRiMYjbjf35PMCxcAcGpSMgW+4Q6myDVo0IDo6OjiiEUIUYocuRzPwDm7AHC213H0iuWy1v9dVAvtKmgwGBXcHfX0a+pv8ziFEPeAM6vzH7sxudR2FFRpYZt4hBClxpzDczgVq07T71O9D4764lmIyE5rx3tt3zOPjpq0ZxLx6fG3ve7nYz+bt3tX743BZACkyLcQonCS1q3DGB9f4Dm9jw8YjegrVaLiK6+SdvQYUAYSTImJiebXjBkzeOutt9i6dSsxMTEW5xITE29/MyFEqffTjgsMmLMLo0l9mt40wBOD0fLJekRCOo56rbnNi11r4mgno5eEEFaUngiLn4attxmZ1O39Mj96SQhRdIqisOXyFvP+y81fLtb3q+hUkfWD1+Pl4EWWKYtLSZdue82eiD2AWnOpb42+GBWjeV8IIW4l7dQpwt9+56bnDVeugJ0dVb/9lswLFzAlJ6OrWBGHWrVsGKWlQk2R8/T0tKi1pCgKPXr0sGijKAoajQaj0WjdCIUQNqUoCl9tDrE4FnItybxd1dOJK/FpVHCxo2EVD7afjea5jtUZ1bXkOjIhRDm17zs4+U/uvkYLigkcPSHvyIH7Rtg6MiFECbuSdIXxO8ZjMBmw19qzY8gOnO2ci/19NRoNAe4BxF2PIzrt1rM6/jj9B6dj1ZV4NzyyASe9E0aT+ltJRjAJIQqSk1dRMjMJe/oZlIyMm7bVurgQ8NOPODVqyJVXfwTA46GH0OhLbpXKQr3zli1bbt9ICFEuXI1PIyHNYN6v4GzH9eRM8/6jraoya+M5mlb1ZNf5GAAGNq9i8ziFEPeAszesGqeY1H9m3DBi2tnbNvEIIUqFpMwkXtr4EhcTLwLQPbC7TZJLOSo5VQIgOvXmCabz8eeZ8d8MAAbXHkwlZ/WaLJNa21JGMAkhbhTz889Ef/c9lV4eg0OtWpiSkm7a1qVTJ3zGjcW+Zk3Sjh0naZO6kIDHwAG2CrdAhUowdenSpbjjEEKUEsevqj/cHO20pBtMxKbmJpuG3FeVuOx9kwIZWSZqVnKhob97icQqhCjnYvKMptToIHtqiTnRBNxBOUkhRBl2IuYE7+14z5xc6lejHxPaFrDKZDGq6FQRgOtp12/aZuOljWQpWbTza8fEdhPNx7OUspFg2r59O5988gkHDx4kIiKCZcuWMXDgQAAMBgMTJkxg9erVXLhwAQ8PD3r27Mn06dPx95d6nELcCcVoJOrzWWA0cu3jW0/79xw6FL/33iUrLo6Qbt0xxqgP/R0bNMCxhBdjK/LYqaNHjxZ4XKPR4OjoSGBgIA4ODncdmBDC9hRF4be9aj2BdIP6Ay5v5aWn2lZj5rozAGw9q36pGtisisUUWiGEsApFUWsw3ejG1eO8q9ksJCFEyYpNj2XIqiHm/YUPLqRJJdsXs81JMN1qityJmBMAdKzS0eJ7Us4UOZ22dCeYUlJSaNq0KSNGjGDQoEEW51JTUzl06BDvv/8+TZs2JS4ujldffZX+/ftz4MCBEopYiLIr89Ilwp4fCYUsN+T9+GMApOzabU4uubRvh++kScUWY2EVOcHUrFmzW/6YtLOz4/HHH+f777/H0bF4VnEQQhSPVUcj2BmS+2XJXqcl06gmmppW9UCn1bDrXO7TOr1WI9PjhBDF48JWLFLcihE8gyA+T1FdrR4e+9XWkQkhSsi2y9vM272q9SqR5BLkTpFbem4pI5uMxN81/6idE9FqgqlRxUYWx3OKfJf2Gkx9+vShT58+BZ7z8PBgw4YNFse+/vprWrduTVhYGIGBgbYIUYhyQVEUrr75FoawMAA8Bg4kYfnym7Z37d5dnT6XmUn0nDkAeA8fTuW337JFuLdV5J5t2bJl1K5dmx9++IHg4GCCg4P54YcfqFu3LosWLeLnn39m8+bNTJhg26GqQoi7M2dLCK/9GWzet9dpzMklgF+G3cdPO0LJWUzOQa/l95FtCfC2Xc0DIcQ95J/RlvtaPbjf8CPusV/B1/LHmxCi/FEU9cvHukvrALjP9z4mt59cYvHU8spd2OTXk/mT3FGpUUSlRaHVaKnnbTldJWcEk15bckV4i0NCQgIajQZPT8+btsnIyJAVyIW4Qeq+faRnzxJzatoUtz69b95Yq8Xvo6kAxP36K5mhoQC4tG1T7HEWVpF7to8++ogvvviCXr16mY81btyYqlWr8v777/Pff//h4uLC66+/zqeffmrVYIUQxSM2JZNPsqe+Na7iwbGrCXg62RGVXdzb190RV0c9609Gmq9pFuDJfdWksK4QohiEH4HEq5bH6vSG0//m7mt0UKcXQojy7Xrqdf63+n/Ya+0JS1Kf8H/Y7kObFvW+UdNKTXm6wdMsOLmA9RfX83qr1y0SRjmjl2p41MgXZ84IJr2m/CSY0tPTefvtt3niiSdwd795Xc5p06YxqRRM4RGitFAUhZhffgHAc8jj+E6cyOn6DW7avs6+vejc3FAUhfi/lwHgdn9PXDp1skm8hVHkEUzHjh0jKCgo3/GgoCCOHTsGqNPoIiIi7j46IUSxOx2ZSIsp6jDnQG9nPJzsAMzJJYDOdSqw/Ww0SelZuDqoNQOqeDnZPlghRPmXFgeLn8p/PPYCFlPmgjpAKa9hIoS4exsubSAyJdKcXOoa0JVA95KfgvVqi1fxcvAiKi2Kzn90Jikzd7Wn4OvBQP7pcZCnyHc56b8MBgOPPfYYiqLw7bff3rLt+PHjSUhIML8uX75soyiFKJ3iFi4iZfsO0GjweuJ/RH3yyU3b6mvUQOusJqzTj58g8/x5NA4O+E2bhkZbeqbcFjmSevXqMX36dDIzc398GgwGpk+fTr3siuVXr16lcuXK1otSCFFsxiw6bN52stNZ1GDKMbB5VRYfUL8EVPFUO7aqnpJgEkIUg7XvQnyY5bH7noWok7n7Gi30/9K2cQkhSsSeiD3m7YdqPMTUDlNLMJpc9jp7hjYYCkCSIYk1oWsA+CfkH+admAdAy8ot811nMqnlB0r7KnKFkZNcunTpEhs2bLjl6CUABwcH3N3dLV5C3KsUo5HY+fMB8Hl9HI516xD36283bZ91+TLnunQl5qefuDJmDABuPXuic3W1SbyFVeSxmXPmzKF///5UrVqVJk3UwnrHjh3DaDSyatUqAC5cuMCoUaOsG6kQwupORyYSEpVs3r8Sn5qvTUUXe9IyjWw4eQ2dVoObo9ptyAgmIUSxOLM6/7FjSyz327wA3tVtE48QosT8fe5vtl7eCsBf/f7KV8+opA1vNJw/zvxBVGoUK8+vpF/Nfny07yNMiokBNQfwUI2H8l1jUrITTGV8BFNOcuncuXNs2bKFChUqlHRIQpQpydu2Y7h8GTQaUg4cJO3oMRSD4eYXGAwYo6OJ+vQz8yGvJ4bcvH0JKXKCqX379oSGhrJw4ULOnj0LwKOPPsr//vc/3NzcABg6dKh1oxRCFIt5uy6at2v7uHIuT7Ipx7dPteDLzSEAPHFfIGuOq9Nfq3pJcW8hhJUZsyA9If/xvMeaDYUHPrZdTEKIEhESF8LE3RMB6BHYo9Qll0At1P1+2/d5efPLBF8P5pEVj5CWlYaPsw9TOkwpcOXtnClypb3Id3JyMiEhIeb90NBQgoOD8fb2xs/Pj0ceeYRDhw6xatUqjEYjkZFqnU5vb2/s7e1LKmwhyoTMy5cJfyt71TdFIWXr1iJdr3FyIuCbOTi3amX94O7SHfVsbm5uvPjii9aORQhhQ7/tvcQf+9Vpb3+92I7DYXF8vPo0LvZaUjLVp2uPtKjCobB4dpxTp81lKSZiUjKpVsGZlkFeJRa7EKIcykiGv5/Dos7SjTRaGPAVFPCjTQhRvmy7sg0Ab0dvPu5YepPKzSo1M2/n1InqUrVLgcmly0mXyTBmALkr45VWBw4coFu3bub9cePGAfDMM8/w4YcfsmLFCkCtvZvXli1b6Nq1q63CFKJMivttIabk/A/2b0qjAUWhyhdfoBgMuPd6AI2dXfEFeBcKlWBasWIFffr0wc7OztyZ3Ez//v2tEpgQovikG4xMW30KgP+1CaRloBejFx7KPmcyt/vo4cZ0/mSL2q51IKuzRy+93bsejnZle2i3EKKU2fABnFlz6zb+zSW5JMQ9Ylf4LgBeaPJCia4Ydzuejp78+/C/vLjxRS4nXaa+d31GNhmZr116VjpPr3ma2PRYAA5fO0xmVib2+tI52qdr1663TIKV9gSZEKWVoigkbd1S1IvQ2Nvj1rMHGl3p/g1WqATTwIEDiYyMxMfHh4EDB960nUajwWg0FvrNt2/fzieffMLBgweJiIhg2bJlFvcfNmwY87MLX+Xo1asXa9euLfR7CCHy23kumpRMIz5uDkwd0Iir8WlEJalP1IzZ3xdc7HUcD0/gWmIGbg56Hmrqx6L/wqjoas8DDX1LMHohRLljSINjf926jc4enlpqm3iEECXGaDLyypZX2B+5H4COVTqWcES3F+geyJJ+S4hJi6GqW9UCRy8tObuE6LTchVQMioFMUyb2lM4EkxDC+hSTieuzv8BwKQz0eshSp8xabN8o+5x9jRqlPrkEhUww5ax2cOP23UpJSaFp06aMGDGCQYMGFdimd+/ezJ0717zv4OBgtfcX4l6kKArfbz8PQN8mfmi1Gs5fzz9Es76/O/8eVefT92xQmVMR6vK7zQI80WllBIEQwkrCg+GHLrdvN/BbcJKpuUKUZ2lZaeyP3M/2K9vNxwLdA0swosJztnO+6Uiry0mXmbl/Zr7jaVlpuNqXrhWghBDWp2RloWRmEvXpZ8QtWgSAU7OmpB04qDbISS5lT4XLS+fujjE2FodatWwZ8h0r0epyffr0oU+fPrds4+DggK+vjJYQwlo2nYpi/8U4HPRaRnauAcCF6yn52tlptSzYcxGAzrUrMX7ZUQCaVPW0VahCiHvBwbmW+xodKDeMhq7SCho/YruYhBA2t+TsEqbunYoxz9//Mc3GlGBE1pFlyuK9ne+h3FBfztvRGw8HjxKKSghhK4qicPmlUaTs2GE+5jvxA+JXrLRop/XywhQXl+96rbNz+Uswffnll4W+4SuvvHLHwRRk69at+Pj44OXlRffu3Zk6deotl8HMyMggIyPDvJ+YmGjVeIQoy7KMJmasPQ3AiI7V8fNwIj41k8mrTlq00wB7LsQA0DLIi/CENHNtpo61K9o0ZluQ6bpClKArB3K33fwgKSJ/m/uet108QgibUxSF+Sfmm5NL9lp7vun5Da19W5dwZHfvq0NfcTjqcL7j9bzrYa+T6XFClGdJW7dyfdZsMs6cMR/zenoozq1bEzlpskXbgpJLAEp2CSKHWjWLL1ArKlSCadasWYW6mUajsWqCqXfv3gwaNIjq1atz/vx53n33Xfr06cOePXvQ3WT+4bRp05g0aZLVYhCiPJm08iTnopLxdLbjxS5qJ/VPcHi+djnP2Cq42PPLM/fR7bOtAIzsXIMWgeVviopM1xWihKTFQVSeBLchreB2te+3TTxCiBJxPPo4FxMvotfoWdJ/CZWdK5eLqWOphlR+O/2beV+v0ZOlqFNhKjqVvwd2QohcSmYmV158Kd/xCs89R8wPP1oe1GohuxRR5ffe5dpHuStnZl27BoBj4ybFF6wVFSrBFBoaWtxxFGjIkCHm7caNG9OkSRNq1qzJ1q1b6dGjR4HXjB8/3ryMJqgjmAICAoo9ViFKuwMXY/l17yUAPnioAR5O6tKW609G3vSaXe90Z8qqk8SmZALwSMuqxR9oCZDpukKUAEWBTVNAMeVOi0uPz9/O0QNcbj5yWQhRtqVnpTNj/wwA+lTvQ03PsvGUvjD+OP0HmcZM836Lyi34L/I/AFzsXEoqLCGEDcQtLmDxEr0efaVKJG3caHk8O7nk3q8fXk8+ybWZn4DBYD5nFxCAXWWfYo7YOkq0BlNR1ahRg4oVKxISEnLTBJODg4OMLBCiAPN2XwRgyH0BDGqhJooOXIxlV0hMge3bVPfGpCgsP3wVgE61K1Lbp+w/TbxTMl1XCCtKjYVfH4aIYHVfMYLODoyG/G3bjrJpaEII20nKTOKp1U9xIeECLnYuvNz85ZIOyWoyjBl8FfyVxbHz8efN23ZaO1uHJISwEUNUFFEz1cL+zm3a4PP6OLKio7GvVo34xX+RFZn/Ab99zRpU+US9xs7XF8Ply+Zzzq3vs03gVqAtTKNx48aRkpK/CPDNjB8/ntjY2DsO6mauXLlCTEwMfn5+Vr+3EOXZ+hORrDqq1jXJOwpp9sZzN72mS91K/P7fZVIyjQR4O7FgROsCl929F/Tu3ZsFCxawadMmZsyYwbZt2+jTpw9Go/Gm10ybNg0PDw/zS0ZSCpFNUWDZi7nJJbfs/6cXlFzS2kPzoTYLTQhhO4qiMOvgLC4kXECv0TOr6yz8XMvPd/wpu6eQZVKnwznqHOlXox8x6TFoUL9LSYJJiPIrbuEilMxMnJo1I3DeXJyaNMGte3cMERFETpyYr72+cmVqrMwt+l1xVO7DNY2jI5VGj7ZJ3NZQqATTF198QWpqaqFvOmfOHOLj42/bLjk5meDgYIKDgwF1Kl5wcDBhYWEkJyfz5ptvsnfvXi5evMimTZsYMGAAtWrVolevXoWORYh7XUaWkZG/HjTv56wCF5+aya6Q6AKv6d3QFy8nOz5ZpxYEf6lLrXs2uQTqdN3+/fvTuHFjBg4cyKpVq9i/fz9bt2696TXjx48nISHB/Lqc5ymEEPe00G1wbh3o7OGJPwsu6p2jxdPgUcV2sQkhbObHYz/y11l1Csm7bd+lnX+7Eo7IelINqfxz4R/z/iedP2HNxTUAaDXqzy9JMAlRPplSUoj/4w8AvJ8dgUajIev6dVL2/UfU9OkAaJydcy/QaglaMB+NNjc149atK15PPAGAS5s22Pn72yz+u1WoKXKKolCnTp1C/8As7GinAwcO0K1bN/N+Tu2kZ555hm+//ZajR48yf/584uPj8ff354EHHmDKlCkyBU6IIjgRnjs1q29jP+z1auf19pKj5mLeGnILezvotUQkpDF+2XEAutatxOP3yeibvGS6rhB36OQKWJw9IqnxY5D9dB87FzAU8N2hVsF/v4QQZdu2y9v4JvgbAB6r8xgP13q4hCOynpi0GO5fkrswwcS2E5l7Yi5ZpixaVW5lXlFOry1TlUqEEIWQvGsXUdOnY0xIwC4wEJe2bYn5+Weiv/kWU3aOROfhgTEry3yNc5vW2AcFAWpy6urrb5Cc5yG2U6uWNv0Md6tQPVvelZMKq3Llyrdt07VrVxRFuen5devWFfl9hRC5sowmDl1Sl7ysW9mNzx5rCkBaZhbrT14zt9NrwaDWluPh5lX4Y7862sbJTsdXTzRHp713Ry8VRKbrCnGH/n09d7tGF7i0S90uKLmkc4Sg9raJSwhhM4qi8NnBzzAqRvrX7M+EthPK1Sjprw59hcGkTvn1dvTmdNxpDkUdAuD5xs/z0iZ1VSl7nX2JxSiEsL6M0FAuv/AiZGWhcXTEb/JkIt6bQNL69Rbt3Ps9RNxvC837FZ59FsVgIP3MWWJ+/skiuQTgVEZWj8tRqATTM888U9xxCCGsbPPpa4yYd8C8P7hlFRztdAAsPXSFvKndnOSSVgNZxtwzO9/uhptj+R/CnZycTEhIiHk/Z7qut7c33t7eTJo0icGDB+Pr68v58+d56623ZLquEEVlNEBKVO6+oyfs/cayjUslSLmubnd9C5w8bRWdEMJGjkYfJTQhFAedA+Nbjy9XySWTycSy88vM+yMajmD2odkAvNvmXdpXaW9+uC5T5IQoX1L37oWsLOyDggicPw+to2P+1eKAuOW502c1Li64dOhA1IyZxM6bV+B9HerULq6Qi0WhajAJIcqeubsumrcruNjzROtA8/4/h8MLvMakwJJDVwAY2bkGFVzvjSleBw4coHnz5jRv3hxQp+s2b96cDz74AJ1Ox9GjR+nfvz916tTh2WefpWXLluzYsUOmwAlRFEf/zN1+JRj2zsnfJj3PaouNHyv2kIQQtpWelc6Huz8E4P6g+3G1L1+r0y4+sxiToj61e6r+U/x+5neylCw6+HfgiXpPWLSVEUxClB/GpCQiJ00GwK1Pb/QVKnB51GgwmXCoUwe/qVNyGycnmzdd2rYl4+xZi+SS9/Dh6Ly9zfv6PNtlgUz+FaKcSjfkrnD27VMtLUYiHQ9PsGjr4+ZAVFIGAN4u9rz7YH0eanLvTP+S6bpCFLPjf8OKV9TtbhMgMxkubLVso3UAo9oPoXMEj6oIIcqPVEMqozaNIiQ+hAqOFXij1RslHZJVrTq/imn/TQNAg4bDUYe5mnwVVztXxrYcC6jTAxVkBJMQ5U3eleEcGzYk5pe5pB06BFotFUe9hFuPHqSfPkPa8eOkZy9wBuDcpg1XRo8x7/t+OBHPxx5D6+RE9DffmGszlSWSYBKiHDKZFA6FxQOwfHQHmgV4ms9FJaaTlj0nLqe4d94aS58/1pSudX1sF6wQonxLjYXlo0AxQtMnoN0Y+G2Qes65AqTGqNumjNxrqrSEcjRtRoh7nUkxMWP/DA5eO4hWo2Vap2lUcKpQ0mFZzeZLmxm/c7x5v45XHU7EnMBZ78zifosJcFMXS8kZ3QRgr5URTEKUB+knT5K4eo1536lxYyInvA+A39SpuPfuDUDl997lTMtWFtdqHOwxXLmC1s2NmmtWo69YEYCKo0eh96mES/uyV4tSEkxClDMbTl5jwvJjGE3qE7LaPrnDz40mhVELD5n3tVoNRpNCZEI6AO1qVJDkkhDCuq4ehKw08AiEAXPg1AoI2w06e0iLy9/e3gUenGH7OIUQxSLLlMXYrWPZenkrAONajqOdf7sSjcma1oSu4a3tb5n3A10DSc1KBaBP9T7m5BKAUckdXW6nkxFMQpQHUbNnA+Dety8egx4mpGs3ALQuLiTv2I59YAAJ/6wgfskSuGHGRNz8BQB4PvKIObkEoNHp8BoyxDYfwMokwSREObLp1DVG/nrA3Hd1r+eDi0PuX/MpK09w4FLuDzqjSUGrUWsvAbSq5mXLcIUQ94KII+o/A1qDVgdXshcfMGVBnqf5AHhVg9H7QS9P9oUoL1acX2FOLgW6BTKw1sCSDMeqkjOTeXv72+b9au7VaFKpCSvOr8Db0ZthDYdZtM+bYJIaTEKUbelnzhA1YyYpu3eDTkelV14m/L33zOdNKSkkrVlL0pq1N71H5oUL6CpVpOJLL9oiZJsocoIpJSWF6dOns2nTJqKiojCZLL8cXrhwwWrBCSEKLzkji/F/H0NRYFDzKkzs1xAP59ynY6HXk5m355J539/TkfD4dHNyCaB9zYoIIYTVxIbC0cXqtl8TtYj3nq/V/RuTSwBtR0lySYhyJCo1itkHZwPwRqs3eKZh+VmZOtWQyrPrnjXXVAIY03QM7+x8B4Avun1BNY9qFtcYTbkJJgedLBQiRFmVFR3NpSefwpRdsNvj4YFo3dxIO3S4yPfyfe89dO7u1g6xxBQ5wfTcc8+xbds2hg4dip+fX7laWlSIsuyrTeeISsqgWgVnpg1ujINeZ3H+veXHLfZTM40W+7V8XGlbo2ytUiCEKMVSouG7TpCZpO5X6wQrXs7TIKcKXLZK9aDVCFtGKIQoZnOC5xCXEUc973oMqVc2p3sURFEUxm0dx8nYkxbHj8YcJUvJIsAtgGY+zfJdZzFFTop8C1FmRbw3wZxcAvB+6imSt2wFUwEPz27BtUsX3Hr1snJ0JavICaY1a9bw77//0qFDh+KIRwhxB0Kikvh5ZygAE/s1zJdc+mH7eXafjzHvB3k7cyk21bzvoNfyw9CWkjAWQljP/p9zk0uDfgLfJnB6VZ4GN6zc+MIOkJokQpQb0WnRrAhZAcB7bd4rNyN2jCYjozePZlf4LovjzSs1Z8FJtZ5KO7+Ca0xlmbLM2zJFToiyKfPKFZK3bQOtFtdu3XBq3AiNTkdEnulxhVXh+efK3e8vbVEv8PLywttbRjkIUVooisKHK06SZVLoWd+HbvUsi3RHJ2Xw8erTFsfyJpcA/h7VnhqVXBFCCKuIvwy7Zqvbg3+GJo/CunfVuksF8QySqXFClCOKojBt3zSylCyaVGxS4GiesurvkL/ZddUyudS6cmsOX1enxtT1qsuIxgWPxsw7gkmvLd2lcLdv306/fv3w9/dHo9GwfPlyi/OKovDBBx/g5+eHk5MTPXv25Ny5cyUTrBA2YggP53zP+wFwbtWKgDlfU+GFF4iYNOmW1zk0bJjvmNbFBaeWLYslzpJU5ATTlClT+OCDD0hNTb19YyFEsYpPzWTsn8HsDInGXq/l/YcamM8dDouj44zNtJu+6Zb3qO3jSgO/8jPvVwhRwgxpMLcPGFLBIwAaDFRrL/33/c2vqdvHZuGVdrf7UTds2DA0Go3Fq3f2EshClBZ/nvmT9ZfWAzCo9qASjsa6Fp9ZnO9YoiERgPb+7fnzoT+p4lqlwGtNeWrPlfYEU0pKCk2bNmXOnDkFnp85cyZffvkl3333Hfv27cPFxYVevXqRnp5u40iFsA1FUYicPMW87/5QXxJWrOB0/QakHTgIgPMNs7xcunah9o7teAwYYD6mcVBHc9pl/3++vClyz/bZZ59x/vx5KleuTLVq1bCzsxzOfujQoZtcKYSwtlkbzrI8OByAt3rVJaiCi/ncZ+vPciUu7ZbXO+i1LHi2dbns3IQQJcBkhOWjIOEy6B3h8V/V4991vPV1/i2KP7YyIudH3YgRIxg0qOAf5r1792bu3LnmfQeH8jH1SJQP0WnR/HD0BwAervVwuUowTd07ldOxlqPC/1fvf/x55k8AJrabiE6rK+hSwHKKXGlPMPXp04c+fQpO/iuKwuzZs5kwYQIDsn84L1iwgMqVK7N8+XKGlNHl1YW4leTNm0neuhUA38mTiV++nPQ8uQ/fiR+QsDK3FIBd1apUnT0bU1ISUR9/bD6u8/Qk69o1tC65v9vKkyL3bAMHDiyGMIQQRRWTnMHfh68C8ELnGjzbsbrF+dSMgqei1KjozIVodQTiqz1r4+fhVLyBCiHuHcGL4MTf6nb/r8C/OVw9BPGXbn6NRgs1utokvLLgVj/qcjg4OODr62ujiIQompn/zeR62nWquVfjvbbvlYuHWAaTgWFrh3H0+lGL421822BSTBgVI40rNsbf1f+W97GYIqcp3QmmWwkNDSUyMpKePXuaj3l4eNCmTRv27NkjCSZR7iTv3MWV0WMAtW5S+qmTFsmlan/8jlOzZlz/OnfEX+V3x5O4Zi3Xpk+3uFdWfDwAWje34g+8BBS5Z5s4cWJxxCGEKKI3lxwlKT2LahWceat3vXxf4MIT8g9R1oA5ueThZMfznWrYIlQhRHmnKLBxIuz6Qt1v8xI0eUzdPr701tdW6wRulYs3vnJm69at+Pj44OXlRffu3Zk6dSoVKlQo6bCE4ET0CdZdWgfAzM4zy01h76PXj+ZLLgGMajaKZ9c9C8BrLV677X2MprJTg+lWIiMjAahc2bLvrly5svlcQTIyMsjIyDDvJyYmFk+AQlhR5sWLXHlZXQVXY2+PU4sWXHlpFAC+H36IS8eO2FetgslkwhgbC4C+cmVcu3UjpEcPTAkJljfM/jvg2KAB5dEd92wHDx7k1KlTADRs2JDmzZtbLSghxK1djk1ly5koAL55siU6bf6ng4nphnzH8q7Z9GzH6tjpilyGTQgh8ru8Lze55OgB7V8GowF+fRgu7ij4Gq0dNH0cOoy1XZzlQO/evRk0aBDVq1fn/PnzvPvuu/Tp04c9e/ag0xU8NUd+1AlbiE+PZ9SmUZgUE12rdqV+hfolHZLVHI5SC3hrNVpzHaXFDy1m8+XNZClZtPNrR2u/1re9T5aSO7pcp7n5VLryatq0aUy6TTFkIUoTU2YmYc89j5Kmlh3x/+xTrn/+OQAejwzGa8jj5rbJmzerD9wAj8GDMFy6RFZ4RP6b6nRgNKKvVKn4P0AJKHKCKSoqiiFDhrB161Y8PT0BiI+Pp1u3bvzxxx9UKqd/UEKUJp+sO4OiQIdaFWjgX3CB7nSD0WJfQ26CqWYlF4Z3qFasMQoh7hHJUbAke8WkRo/Aw9+DTg+n/715cgngkV+gQX/bxFiO5J160rhxY5o0aULNmjXZunUrPXr0KPAa+VEniltMWgwPLHmATFMmVVyr8HGnj29/URmRakhl5fmV6k72Fym9Rk9UahTfHfkOgL41+gJwIf4C807MY2STkVR1q5rvXuVlBFPOFN1r167h5+dnPn7t2jWaNWt20+vGjx/PuHHjzPuJiYkEBAQUW5xC3I2suDhCOndBMRjQeXpSY+UKUg8cIONcCDovL3xef93cNv3MGa599JF536F2Hc73Vqe76ypVwnj9eu6NjUbQ6XBuVf5WkIM7WEXu5ZdfJikpiRMnThAbG0tsbCzHjx8nMTGRV155pThiFELkseJIOCuOhKPTanizV71856MS0/lpxwVMiuXxvLs/PN0KN0fLAv1CCHFH1r0HiVdBZw8dX1OTS9dOwNLnCm6vd4Qhv0tyyUpq1KhBxYoVCQkJuWmb8ePHk5CQYH5dvnzZhhGKe8Hvp38n05QJwOT2k3GzLz+1Rb498i0XEi4AYEIdvfRA0AOM2TzG3KZjFXUhgxHrRrAsZBkTdxdcUsRgzB1dXpYTTNWrV8fX15dNm3JXKk5MTGTfvn20a9fuptc5ODjg7u5u8RKitEr45x8Ug/p31u3++9FXqkT8smUAeD7+GHovLwAyL10idPAjZEXkTg9NWrPavG2RXMpWefx4HOvl/x1XHhS5Z1u7di0bN26kfv3cYa8NGjRgzpw5PPDAA1YNTghhKSQqmTcWHwFgVNeaNAvwtDifnJFFr9nbiUvNPz0ux4tdalKzkmtxhimEuFfs+AyOZS/ZPWQR+DYGYxYseRYMqWDnAoYUy2taPA31HrR9rOXUlStXiImJsRhFcCMHBwdZaU4Um5XnV/L90e8BeOu+two1VaysuJx4md9O/WZxbHjD4cw/Od+8//3931PBSa2BFpMeA8Cx6GMF3i/DlDtVtbQnmJKTky0S16GhoQQHB+Pt7U1gYCCvvfYaU6dOpXbt2lSvXp33338ff39/WRBKlBvpx0+Ytz0ff5zUQ4dI2b4DNBo8sldPBIj/exlkZaFxdkZJVWvdJq3fAIBD7dpknDtncV+nVi0tptaVN0Xu2UwmE3Z2+Uc+2NnZYTKZrBKUEKJgm05dI9NoomlVD17tUTvf+R+2nb9lcsnZXse4++sUZ4hCiHvF9TOwZZq63flNqH2/un1oHlw/BQ5ukJGU/7pmT9osxLLoVj/qvL29mTRpEoMHD8bX15fz58/z1ltvUatWLXr16lWCUYt7VWhCKFP2TgEgyD2IfjX6lXBE1pOcmcy4bePIMmXhYudCiiGFqq5VWX9pPSbFRH3v+oxvM57mPmod2ryjk7wdvQu8Z6Yx07xd2hNMBw4coFu3bub9nKltzzzzDPPmzeOtt94iJSWFkSNHEh8fT8eOHVm7di2Ojo4lFbIQVmNKTSV5hzrNv+p336J1cuTCI48Aan0lh+rq6t0ZoaHE/voroCaT0o8cMd/DpVNHUnbszHdv/6lT0ehL99//u1HkKXLdu3fn1VdfJTw83Hzs6tWrjB079qZz/4UQd09RFDafVgt7P9DQF/0NBbrXnYjky83qj5JHWuSf9w/wYGM/7PVS2FsIYQXLXwKTAWo/AN3eU4/Fh8H6D9Rt+wJGSjYYAP7NbBZiWXTgwAGaN29uXjxl3LhxNG/enA8++ACdTsfRo0fp378/derU4dlnn6Vly5bs2LFDRigJmwtLDGPEuhGkZaXRxq8NKwauwNPRs6TDsgpFUfji0Becjj2Nq50rKdkjMQ0mA1eTr+Lj5MO83vPMySWAEzG5ox1uljzKm2Aq7UW+u3btiqIo+V7z5s0DQKPRMHnyZCIjI0lPT2fjxo3UqSMPMUX5EPXpZ5gSEtA4O2NXpQqXhj6tntBqqfjCC4BaADzm+x9QUlNxat6crPh4tY1OR+CC+RgiCijwDdgFBdngE5ScIqfOvv76a/r370+1atXMRdkuX75Mo0aN+O23325ztRDiTn2z9Tz7QtWlL5tW9bQ4l5qZxeSVJwHoUqeSWtH7Bm2qezNzcJPiDlMIcS+ID4OrB0Gjg35fgia709k6Q50Sp7OHpBu/WGmgzyc2D7WsyflRdzPr1q2zYTRCFMxgMjBl7xSi06Kp5l6Njzt+jFZTPh5gZZmyeH3r62y+vBmAtKw087lrqdew19ozs8tMnO2cLa5bHrLcvB2RHMHVpKtUcatiPqYoCl8Hf23eL+0JJiHuVelnzhK3aBEASmoqof1ya0ZWfvst7AMCyLhwgbBnnyMrO4nk2q0r1z+fBYDexwdDeDiZIefV70eKAjodFZ57DtdOHdFoCvihVo4UOcEUEBDAoUOH2LhxI6dPnwagfv369OzZ0+rBCSFUSekGftpxwbzfPNDT4vwXm85xNT6NKp5OjO5Wk8e+32txXq/V8F7f+mi15btDE0LYgMmo1lgC8G8O7n6QlQF/DYMz2UUtjZmg0YKSZ+q8oxe4VbZ5uEII61IUhQk7J7A3Yi96rZ6vun+Fj7NPSYdlNWsvrjUnlyo5VeJ6mmWB3tdavsY7O95hYruJ5uLeJ2NOWiSYMk2ZPLn6STY8ugE7rVpaZOGphZyNO2tuE5oQSg3PGsX8aYQQRaEoCmEjslfG1eshK8t8rsa/q3CoWRPDtWtcfuFFc3IJIHl77qq5Wnd3oqbPyLkhAFU++wz33vfGVPY7mvyn0Wi4//77uf/++60djxAijzORSaw8Es6qo+HEpRqo6OrAzre74WiX+9TrZHgiP+0IBWDygIZsPZN/pYLvnmpJkxtGPQkhRJEpCvz7Olz5T92v1kH956mVucklRw9IT7BMLgH41EcIUfbtvLqT1aGr0Wv0fNblM6p5VCvpkKxmf+R+vjr0FQADaw5k+fnlAGjQoKAwsslIfjv5G5Epkby08SUOPXWINGMaH+39CKNipGdgTzaGbQTUgt8tfm1BwwoN8XTwZFf4Lov3Gr1pNGsGr7Hp5xNC3JwpM5O04GCMMWqxfq2LC6aEBADcevXCoWZNMkJDudBHXahE6+qK3scHjZMTaQcOmO+TeeaMxX3d7r//nkkuQSETTF9++SUjR47E0dGRL7/88pZtX3nlFasEJsS9TlEUXlp4kAvX1Xn/fh6OfD+0pUVyyWhSeHfZMYwmhQcb+9KjfmXeW2a5csmsx5rSs4GMGhBCWMG+7+HgXHW7Vk9oO1pdNW5P9rQPVx9Ijsptr3eCnOklPg1sG6sQolisv7QegMF1BtM9sHsJR2M9FxMu8tz65zApJtzs3czJJQAFBZ1GR7eAbvxw9Afz8X/O/8PsQ7NJyFB/hDbzaWZOMOXIW5sp0C2QsKQwALydCi4ELoQoGVfHjiN50yYAdF5eGOPiAHDt0QPfD94HIPHf1eb2Vb/+CudWrTiXpxj+jZxbtaLy+xOKMerSp1AJplmzZvHkk0/i6OjIrFmzbtpOo9FIgkkIKwm+HG9OLgH8MbItQRVcLNos3HeJ4MvxuDnomdivIauOhhOZmGHRpkvdSjaJVwhRjikKnN8M67O/JPWaBu1GqdubJkP4YXU7b3LJyQvS4nL3q7awTaxCiGJzLu4c6y6qdcB6VStfT+SXhyzHpJjQaXQkZeZfAfPROo8yYt0Ii2OT9kwyb7vqXdlwaYN5X4OG+t71cdQ7cijqEADPNHzGvOpeBccKxfExhBBFlLJ3L/GLF5uTSwDGuDg0Dg4ELZiPU9OmABiuXiVu4UIA/D76CJe2bUnesRPj9Wi0Hh7m0U55VfnqS/ReXrb5IKVEoRJMoaGhBW4LIYrPb3vDzNsLn2uTL7kUHp/GjDVqHbS3etfFQa/l1T+CLdrYaTV4u8jKQkKIu3R8KSzNrrtUpSW0fUndPjgPdnxm2VarB1MWOHpaJpgaDLBFpEKIYrL6wmom7Zmkrhrn24aWlVuWdEhWcyrmFH+e+ROAzlU7s+XyFovzLzR5ge+Pfn/T6/9X738sOr2II9ePmKfTKSh8e/+3eDt6cz31OuEp4TjpnczXVHCSBJMQJS310CHChg037+sqVsAYnwBZWfjPmGFOLsX9/juRkyYDoPf1xe3+nmTFxRH1+efqhQUszuH/ycx7LrkEUOTlHiZPnkxqamq+42lpaUyePNkqQQlxLzOZFP7cH8by4KsALB/dgQ61KuZrN2XVSVIyjbQM8uLJNkEM/XkfRpNl51ajkku+64QQosgO/5q73XaUuipK6DZYOfaGhho1uWTvCnF5Hkhp7cBe+iMhyiqDycBH+z4iNSuV+t71+aTLJ+Vi1TiTYuLD3R/y2KrHSDYkU9erLmdiLeuntPZtjaPescDr3ezdGNlkJJvCckc+KOR+F1t+bjkAlZwr0bRSU7JMuQWDZQSTECUv/q8lFvuu3bpDVhZ2Vavi1usBAJJ37DQnlwACvplD/JKlnO/Vm4xTpwAwJSaaz3sPe4b6p0/h0a+fDT5B6VPk/zNMmjSJ5OTkfMdTU1OZNGlSAVcIIQpLURTG/H6It5eqdZUeaFCZZgGe+dqFRqew9kQkAB8/3JhLsSkcu5qYr10lt4K/EAkhxG0pCiRdgysH4OJO9ViXd6DRYDCZ4NfBQHYhbztncK4IOT+sqmSPbHBwV/+pt7dl5EIIK1EUha2Xt/LmtjdJzEzEWe/Mwr4L8XIsH0/lX9/6OkvPLQWgjV8bugV0Izwl3KLNkLpDWHV+lXnfQedAFdcqACRlJvHD0R+4lnqtwPvnXTUOsEwwyQgmIUqUMT6epA3qtFbn1q3R+fiQ8NdfALh26QKKQtwff3D5+efN13iPGIExPp6omTMtkkp5eT/7bPEHX4oVeRU5RVHQaPIvdX7kyBG8vaVYnRB3Y++FWFYfUxNHQ9sG8UavugW2m73xLIoC3ev5UNfXjVZT8875N//EI8DbqcDrhRDitrZOh23Tc/frPgjdxqvb4cFgMuSea/tS7lS5Ni/Cpd3qdkb2ly87Gb0kRFm0/tJ63tj2hnn/wRoPYqe1K8GIrENRFD498Km5IPfHHT+mYcWGPPzPwxbt3O3dSchI4HzCeQCc9E40qdiEfZH70Gl0GBWjRfv+NfvTM7Ank/dMJjo9mivJVyzO520vI5iEKDnG5BQi3v8AU3IyDrVqoff1JfW//9B5eOD56CN4jxhB4uo1RH6oDqCxq1KFGv+uQqPVcmFgdj+h0eSfGqfRYFfp3q5/W+gRTF5eXnh7e6PRaKhTpw7e3t7ml4eHB/fffz+PPfZYccYqRLn33Tb1C8xTbQOZMrARHk75v8RtORPFP8HhaDTwUpcaPPjFDqKTM83nFcDHTa275O5Y9r8ECiFKQNzF/LWV+sxQ/xlzHta8lXu87ajcth1ehXZjIPKo5bWtRxZbqEKI4pNT0BvAx8mHcS3HlWA01rMrfBcLTi4AoGGFhvSr2c9c5BvUAt0AXap24efjP5uvG1BzAPsi9wFqsmhcy3G426sjNQNcA5jaYSrdArvhnj1683z8eTKMuYuvxKfHm7dlBJMQJUNRFC49+aQ6ekmrRedTicQVKwDw//RTfN54A723N8lbcmuxVXj+ebSOjsT+tpDMCxdAqy2w7hJ28tur0COYZs+ejaIojBgxgkmTJuHh4WE+Z29vT7Vq1WjXrl2xBCnEveCf4KtsO3sdrQae71SjwDZHr8QzYt5+AB5oUJmRvx4kLtVg0cbFXkfLQC/WnIjEvYAElRBC3JKiwLr3LEco1e8PnoFw7QT81BMM2bUYtXYQm6fWUvOn4fS/lvfr/zW0GFr8cQshrO5S4iXz9o+9fsTN3q0Eo7GevDWTBtUeBMC/53P7LgWFALcAUgwp5lFIOo0O5YYflNuubCMxUx2pOazRMPMsj5w/p2RDMq1+awVAFdcqXE2+ar5WRjAJUTJSdu0m44xaa63Sq69yfdYsAHwnT8K1U0cADBERJG/bBoDX00PxfPwxDFFRXP/yS/UmJhO6ShXROjlhCLusJpYMBrSSYCp8gumZZ54BoHr16rRv3x47+cMTwmoysoxMWH4cgP+1Ccy3YlyOTaeiUBTQaTWsO1HwfP83etXlv9BYANwdizwLVghxr9v5OZzOrjfyxJ9QoSa4q/VG+Pf13OQSgLsfnF2jbj+3GSrWguUv5Z7XOUCzJ20TtxDCqv44/Ye5htC6wevwd/Uv4Yis42zcWf69oCaTxrUcxyN1HiEiOYKotChzG2e9M191/4pHVz5qPtYjsAd/nv3T4l4Hrx00b/eq1su83SWgC0euH7Fomze5BODtJKVFhLC1rJgYwse/A4DnE0PMiSa3Bx7AK89srGvTpmNKTsa+WjUqv/EGSRs3cvXlV8zntRUr4jl4MDHfqatL2lWpguHiRTSOUv+2yEW+u3TpYk4upaenk5iYaPESQhTdtjPXSUrPwsfNgUn9G+U7rygK3207zxebzgHkWy0uR/WKLjzROpCENHXkgZtMkRNCFIUhDfZ+p263ehbq9IKKtSHxKnzoAWF7LNtn5Fn046fu8O8bcOW/3GN9P1GHkQshypTQhFBm7p8JwLCGw8pNcunI9SO8sOEF0rLScLNzIz0rHa1Gy9/n/rZo91nXz1h7cS2G7JGcPs4+rL+0HoBuAd347cHfLNqvGLgCD4fc2R3PN36enx74iaquVQuMQ6fR4WZXPkaDCVFWKCYT16ZNx3g9GvuaNfEYMJDENepDsoovvWhulxYcTNJGtT5blVmfk7J/P1dfedXiXnovT3NyCcAQri4OoHN1Le6PUeoVeXhDamoqb731FosXLyYmJibfeaPRWMBVQoib+fdoBKMXHQKgf1N/dNr8RfQX7gtj+prTt7yPh5Mdc4fdx7oTkey9oP7dDKrgbP2AhRDlU0o0/P4EpESBm79acylnUY8tH+e209lB1dZwaRekxVreY/+PudtPLoXaPYs/biGEVe2N2MuM/2ZgMBnoUKVDuam7BDBh5wSi06LRaXQkGZL45sg36LV6vjv6nbnNkn5LCEsM47sj6jGtRktUqjq6qVGFRszsPBNHvSMbHtnA0nNLcdY7U92jer73auPXhn8H/cv3R7/nm+BvLM4ZFWOBiyYJIYpP7IIFJK5aBRoNflMmE//776AouHbrhmP9+oD6UP/qm2+ByYRzu7Y41q9P2IhnLeotaeztyTwXYnnzTLUerkP2fe5lRX6s+Oabb7J582a+/fZbHBwc+Omnn5g0aRL+/v4sWLCgOGIUolxSFIV1JyLNySV7nZaRXSxrL/25P4xWUzeYp8/dOOXNw0ndd9Br+WXYfWg0MPbPYEwK9G3iR/PA8rGMsBCimMWch3XvZo8+0sCAr9REEoDJBGfX5rbtPV0d6ZRX388t950rSHJJiDLoZMxJnl//PCHxIWjQMK7luHKTCLmYcJGLiRcBy9Xcvjz8pXn7+cbPk5SZxLhtuUm1nMLf9/nex1c9vsJRr06B8XXxZXSz0QxvNPym76nVaHmp6Uss6LOAZxo8Y16Br1XlVlb7XEKI2zOlpBA9R030VnzxBa5N/YiEf/5R90epU/sVg4H048cxXL4MQJVPPiEzLIyU3dkr4+rV311KdjJJ6+6OfbVqFtPi9BWktlqRRzCtXLmSBQsW0LVrV4YPH06nTp2oVasWQUFBLFy4kCeflFoLQhTG5FUnmbvronl/6Uvt8XGznLf79tJj5u0HGlTGaDKx6fR1ALQaSM3IAuC7p1rSMsiLd5cdw6RA06oezHqsWbF/BiFEOXBmLfz+eO7+Y/OhVp7k0Pr3cusu9Z4O9z0Hmz/KPV+xLuzLHSYOWnhmVbGGLIQoHnlXjXut5WvU8apTgtFYz4noE4zdOhYAPxc/IlIi8rXpFdSLnVd38uMxdSSmBg0K6qiF73t+T/sq7e/4/Zv7NKe5T3Nea/kaa0LX0Khi/nIIQojioRgMJO/ahSkpCZ2XF9Hf5o5YdOvdG/vqNYj69FNifspdMdKpeXOMKSlc6NU790ZZWWicnVBS03Bs0ICgP34nZccOroweY27i3ju3Ftu9qsgjmGJjY6lRQx1l4e7uTmysOjy+Y8eObN++3brRCVFOHbuSwLzdFwFoFuDJwufa0Liqh0WbiATLEQIjOlZnZ0jutFR/D0cMJmhdzZuudSsxbc0pFu0LA+D1B+pir5e6J0KI21AU2D4zd7/xo+qKcTlOLIO92VM7XCtDzR6w6HHLqXGeQRCtFsmkamt47RhUblD8sQshrMpgNLA6dDUAk9pPYkSjESUckXUoisKEXROISImgimsVPB08AWjnl7v6dTu/djSo0IBTsafMx4LcgwB4qMZDd5Vcykuv1dOvZr8Cp9QJIawvcd16zrRuY66hZIyLA0Dj7Ey1JUuoMutzIt57zyK5BODSoQNXx+aZHqzR4Ny6NUpqGjovL6p8/RXXPvrYIrlUYeRInO+7r/g/VClX5BFMNWrUIDQ0lMDAQOrVq8fixYtp3bo1K1euxNPTsxhCFKJ8CY9P49U/DqMoMKCZP18MaV5gu1VHcp+ujbu/DkN+2Gved9BpuBKfjr1ey6ePNmX3+Ri+33YBgDceqEPnOpWK90MIIcqHg/PgavYqSI/MhQYDc+suHfkDlr2Q27ZOb/i2PWQXvTUL3ar+07smPLehmAMWQhSXH4/9SGRKJBWdKtK3Rt+SDscqkjOT+eTAJ4TEh+Csd2ZUs1G8t/M9APZEqIsW6DV6ZnSewaAVgyyujUlTH+r1q9HPtkELIaxCyczk2kcfoaRZPrS3q1oV/5kzcGrUkLQTJ0hav958zrlNG7ye/B92VaoQ/fXX5uOOjRqRun8/AFo3N85372FxT6fmzan08hjEHSSYhg8fzpEjR+jSpQvvvPMO/fr14+uvv8ZgMPD555/f/gZC3OMmrTzBhegU3Bz0vNOnXr7zMckZTF9zmr8OXgGge71KfL7h7A2t1CHbA5r68/mGMywPVlcuGNo2iDHdaxdr/EKIciLiCKxSp4zQbQI0yvPjymSE1W/m7ju4w6H56rZLJUhRp+qi0YExE9DAk0tsErYQwvr+CfmHb498C8CYZmNw0DmUcETWMX7neLZe3grAqGajmHdiXr42zXya8crmV4hOizYfa+/fnt3hu/F08KS1X2vbBCuEsKrYRYvIiorKPaDXQ1YWVb6YjVPDhihGI1deflkt9N2zB/5Tp6L18ECj0XD1rbct7pV54QIoCk4tWpB26FC+9/J5fRwaO1m9G+4gwTR27Fjzds+ePTl9+jQHDx6kVq1aNGnSxKrBCVHeHA6LY92JawB8N7Qlfh5OFufTDUYe+monEQnpANTzdWNzds0lAJ0GjApkGNVV45YeuoIpe1GDxlU8eLuAhJUQQuRzcRfMe1DdrtkDOuUZBp5wFRYMgIxEdb96F8hKg8v/qfsPzYY/s+st5hTKbTkMKlguUiCEKBs2h21mwq4JADxS5xEG1xlcwhFZx6JTi8zJpakdptK/Zn/zynB5RadFczHxornmUj2velxKvARAz6Ce6LVF/rkkhChhcX8uJmr6DAB8J08iLTiYhL+XYV+rJo4N1Gn8aUeOkhUegdbZGb8pU9Blz8a6PHoMyZs2AWBfvz56Dw9S9+7FqVkzKGDNA6dmzXBq0cIWH6tMKFKRFoPBQI8ePTh37pz5WFBQEIMGDZLkkhC3kW4w8vyCAwA08HOnfc38qwysCA43J5c+eKgBpyOTzOfefbAexuxkkpO9Di9nO0wKVK/owi/DWrF8dAdcHeRLkBCiENZPyN1uPwa0utz9v56BmOz/z1eoBQO+hitq38XIrZCZYnkv38bQ97NiDVcIUTyi06J5dYtam6SWZy3eaPVGCUd09wwmA0vOLmH6f9MBdWW4AbUGkJiZSLIh2aKtl4MXFxMv4qR3QkFBp9Hh4ejB1eSr+Lv483zj50viIwgh7kLyrl1ETpwIgFOLFrh06kTCSnXxEb8PP0Sj0WBMSiLme3WBEteuXdB7eRG7aBFhzz1nTi4BOFSrRurevWgcHKg09jXSDmaPXtLpqPrtN9Q7dZJqf/yORiu1b3MU6U/Czs6Oo0ePFlcsQpRbiqLw4/YLRCdn4min5adnWuVb9ldRFH7aqdZRerNXXf4+dMV87onWgaQbcpfUbeDnxsWYVDyd7VjyYju616uMTls+lhEWQhSjrAxYOx7Cs78g9fwQanTLPW/Mgqt5hn4PXQ67vgDFBNU7g70brHzV8p7D11omqIQQZcZHe3NXhJzeaToudi4lGM3dUxSFVza/wqQ9k1BQGFhrIC83fxmA8ORwi7ZOOifiMtSCv2lZao0WL0cv9kXsw1HnyNc9vsbf1d+2H6AMMRqNvP/++1SvXh0nJydq1qzJlClTUBSlpEMT9zBFUYj+8isAdB4eVHx5DFdGjQaDAaeWLXFu1QpFUbg88gWSt20DwGPgQNJPneLa5Cmk7Nxlvpdbnz4krVkDQIUXXiD+zz/N53w/nIhbt275fs+JO5gi99RTT/Hzzz8zffr04ohHiHLpwxUnmL9HHW79xgN18fd0ytfmm63nOXstGWd7HTvOXud4uDo9pVEVd/o19eN/P+4ztz14KR6A8X3qUcG1fNRJEELYwL/j4PBv6nbPSdDxtdxzxiz49eHcaW89J8HsPEtpN3kcfn9cnS6Xw80XHFyLPWwhhPUlZiay7Yr6A6tfjX7U8apTwhHdnb0Re/nswGecjj0NwEtNX+L5Js+bfwAejjpsbutm50aSQR0l7qBzIMOYQeOKjTkWfQwNGiZ3mExtL6lpeSszZszg22+/Zf78+TRs2JADBw4wfPhwPDw8eOWVV0o6PHEPUgwG4v76i7QjR9A4OFBlztdEvPU2hvBwtK6u+E36EIDkTZtIO6z2B1W/+Qb7wEDCnh9pcS9dpUqkZw+scenUiejvvoPMTAA0Dg54Dhxos89V1hQ5wZSVlcUvv/zCxo0badmyJS4ulk86pNC3EJb+3B/G/D2X0Grg3Qfr82zH/EvTJqUb+HKTOiVFr9WwNzR3CfBnO1ZnwrLj+a55onUAj7YMKL7AhRDly5WDanJJo4WB30HTx3PPRRyBde/BxR3qfsW6cCDPkr3VOsE/o/Pfs9nQ4o1ZCFEsgqOCGbpG/ftb06MmH3f6uIQjujtnYs8wauMoDCYDeq2eCW0mmGtJpRpSmbF/Bn+f+9vcvrZXbQ5FqaM1M4wZuNq5cir2FACvtniVPtX72P5DlDG7d+9mwIAB9O2rrjhYrVo1fv/9d/77778SjkzcizLOnePSiBEYr2cX61cUwp5S+zi7wEACf/4J+4AA0o4d48oYdVSjS8eOaB0duDBoMEpqqnqdvT2YTLi0a0fiihXovDxJPXjQnFwCcO3aVQp630KRJwseP36cFi1a4ObmxtmzZzl8+LDFqyi2b99Ov3798Pf3R6PRsHz5covziqLwwQcf4Ofnh5OTEz179rSo/yREaXYlLpXvt53n7aXHABh3fx2e61Qj31DKq/FpvLfsOBlZJtwc9SSmZ5nPNQ/w5MftF7gQnYKTXe4UlMdbBTBtUBO0Mi1OCHE7yVHw34+w9h11v+kTlsml4N/h+865ySWAGl0hPkzdfn5z7nYO++xRS/7NiitqIUQxURSFj/flJpReavZSCUZz9xRF4evDX2MwGWjr15bNj262KFT+2YHPLJJLgDm5ZK+1N98jy5RFl6pdeKrBU7YLvgxr3749mzZt4uxZdaXjI0eOsHPnTvr0uXlyLiMjg8TERIuXENZw/es55uSSY6NGKHkSQkHz5mIfoD6Uj/osdzCM5yODufLyK7nJJaD6n39Q8YUXSFyxAgBjQqL5vF2N6rh06UyF554r9s9TlhV5BNOWLVus9uYpKSk0bdqUESNGMGjQoHznZ86cyZdffsn8+fOpXr0677//Pr169eLkyZM4OjpaLQ4hrC0p3UD/r3cRm6J2bvdV82JU11rm8yaTwraz16nj68bQn/dx4XpK9nW5ySU/D0fiUjO5GKN2aml5ajD1beJni48hhCgPVrwCZ9UaAuidoPObuefS4mBV7uqwOHlBj0mwKnt6Q7cJUKE2xF/KbRPUAZIiITZZbS+EKFMWnV5kHq3zTut3eCDogRKO6O4sD1nO1itb0Wq0jG8zHi/H3H7p0LVDLD67GAAPew8SMhPM59r6tWVvxF4AUrJSqOVZi0+7fIqDTkoPFMY777xDYmIi9erVQ6fTYTQa+eijj3jyySdves20adOYNGmSDaMU5V1WdDTnOnYy71f/ZznRX39N+nF19odTy5bY+au11DKvXCF1717QaKi5bi3Rc77BlJICGg0oCi4dO5Jx/gLRc+bkvoHJBIDO25uaK1ei0UnNydsp8gimESNGkJSUlO94SkoKI0aMKNK9+vTpw9SpU3n44YfznVMUhdmzZzNhwgQGDBhAkyZNWLBgAeHh4flGOglRmuy/GMvTv/xnTi5VdndgYr+GFqONpq89zfB5++kwfbM5uZRXr4aVeb9vfXNyKS+dBtoVsAKduHMymlKUWydX5CaXALq/B97Z03RNRvjt0dyaSq4+8OwG2D1b3W/xNCRGwI/dLe/Z6XVIj1e3JcEkRJmSYkjhq8NqAdw3Wr3Bk/WfLPNFan899SsALzZ5kRoeNczHEzISmLh7Yu5+nuQSwL6I3NqWHg4ezOw8E0e9PMAurMWLF7Nw4UIWLVrEoUOHmD9/Pp9++inz58+/6TXjx48nISHB/Lp8+bINIxblUcI/K8zb7g8+SObFSyRt2AiAfVAQVT6ZaT4f/8cfADi1ac3Vca+T8M8/6glFwa56dTIvXiT8jTwraepzx+JUGDlSkkuFVOQE0/z580lLS8t3PC0tjQULFlglKIDQ0FAiIyPp2bOn+ZiHhwdt2rRhz549N71Ohl6KkpSQZmDE3P0cDosHYM7/WrDv3Z40quJhbhMSlcSPOy6Y9+31WloGepr3a1RyYVL/hny+4az5mKuDnj6NfAGo4OqAnU6WwrSmnNGUc/I+scgjZzTld999x759+3BxcaFXr16kp6fbOFIhimDrDFicp0ZS65HQdpS6nZUJS5+Dq/vV/boPwrgzsOdriL0Ajp5waS8c/Bli8iRTh69RV51LU1dewtnbJh9FCGEdPx37iRRDCtXcqzG0QdmvobYmdA3n4s5hp7XjyQa5I2cyjZk8t/45LiZeLPC64Q2Ho6CudqbX6vm7/99S1LuI3nzzTd555x2GDBlC48aNGTp0KGPHjmXatGk3vcbBwQF3d3eLlxB3KvPiReKyV3bTurnh8+YbRH3yCQAeAwZQY+0a8+ilrJgYYhcuAsChRk3zCKcc7n36YLiSu4K3vkoVyFJnllSe+AEVhj1T7J+nvCj0FLnExEQURUFRFJKSkiymqBmNRlavXo2Pj4/VAouMjASgcuXKFscrV65sPlcQGXopStKifWEkZaid0XdPtaB3I8upbAmpBt5bdhxFgR71fHi5ey0+33CW7efUOcOuDnoCvZxpP30zpuxVXiu7ObDi5Y68teQIAE72kj23tj59+ty0ZsCNoykBFixYQOXKlVm+fDlDhgyxZahCFE7UKdie/dSuTh8Y9AM4Zn+RT7gKy17Irblk7waDf4K9c+DgPPVYlZZwfpPlPRsOgqD2kBYPijpkHEfPYv4gQghr+fzA58w9MReAF5u+iFZTdh9W5dSR+uOMOiJhUO1BuNurfZxJMTFz/0xOx55Gq9FiUkzYae0wmAwAtPZtbZ42p0HDkn5L8HG23m+Ye0VqaipareV/QzqdDlP2lCIhiospPZ2Ms2e5+ORTYDCgsbcn4NtvCH30MYzR0aDRUOnVVyxGZ8bOnYuSloZDo0akbNtmcT/3QQ8T9+uv5n2tmxtZV68C4NSiBd5PPGGbD1ZOFDrB5OnpiUajQaPRUKdO/mVMNRpNqUjsjB8/nnHjxpn3ExMTCQiQlbZE8TsTmcQ3W0IA+OzRpvmSS4qiMPSXfRy9koCzvY5R3Wryx/7L5uQSwIBm/izcZ1lMd9KARlR2d+T4VXU0nqtDkUunibtwu9GUkmASpU7ydfhrGJiyoG5feEJ9YofJCEtGwMnllu17ToSza2G7+tQPe5f8ySWAhtnT2XNGL9k5g51MJxGiLNh9dbc5ufRai9foW6NvCUd054Kjglkespyl55aiQcOjdR7lrfveIiQuhJXnV7IrfBdn4s4AarLJXmdPpjG34O+11GukGNTyBD/c/wM1PWuWyOco6/r168dHH31EYGAgDRs25PDhw3z++edFLpkiRFGkHjrElVGjMcbHm49VmfM10d//gDE6Gq2bG5VeHmMeuQTqb7CEf1cD4NyiOXELspNJej1V53xN7M+/YEpKwrFpEwJ++olz97XOPf/D97b6aOVGoX+pbtmyBUVR6N69O0uXLsXbO3dYvL29PUFBQfjn+Rd5t3x91elA165dw88v94f6tWvXaNas2U2vc3BwwMFBivMJ27ocm8oTP+4lKSOLQG9n+jez/LtgMilMXHGCo1fU+f/TBzVm5IKDxKTkfuHxdrEnLNayHlNtH1d61Pfhmy0h5raeTrIspi3d6WjKjIwMMjIyzPsyXVfYzLbpcP00uPhAnxm5x08uz59cajQY9A5q4gnArxkkXoXMPH2R3hHavwz1+4HRABs/VI9L/SUhyoRUQypzjqhTwP9X73882/jZEo7ozl1Pvc7QNblT+8a1HMewRsNQFIVxW8cRmhia75pMYyZatJhQR9ZcSlQXLehXox9t/dvaJvBy6KuvvuL9999n1KhRREVF4e/vzwsvvMAHH3xQ0qGJcippyxauvDTKvG/n70/QooXEzp1Lyg51VHbAt9/g3KqVuU1acDCxCxaQFREB9vYkrd9gPuc1ZAgJfy8j9b//0Dg6Uvntt4mamVuzKWjRIvSurjb4ZOVLoRNMXbp0AdSn+QEBAfmGRFpb9erV8fX1ZdOmTeaEUmJiIvv27eOll8r2cqqifMnMMvH8ggPEpmTSwM+dn55pZVEjyWhSmLLqJL/uVb/QPNaqKptPR1kklzyd7Kjoas+OczHmY34ejnz2WFM+XXfGXLNJA7zcQ2oElAUyXVeUiJCNudPcBv8IntkjeBPDYfVblm2rtIL7p8I32T+wWr+gjl7ambuEL4/9CvUegpz/5+/4LDdJVfW+4voUQggriUqNYtjaYVxOuoy91p7hjYaXdEh3ZeuVrRb7OXWXDkUdskgu6bV62vi2Yf+1/WQaM83JpRyNKzZmasepxR5veebm5sbs2bOZPXt2SYci7gGKwcD1z2eZ96vO+RqXDh3IDAsjNntEkudjj+HUsqW5TdzixUR+kFvo387fH8PFiwA4NGxI4tq16pQ6oMKLL3D19dfJilAfHms9PHBu0ri4P1a5VOS5NkFBQcTHx/Pff/8RFRWVb57t008/Xeh7JScnExISYt4PDQ0lODgYb29vAgMDee2115g6dSq1a9emevXqvP/++/j7+zNw4MCihi1Esflt7yVORyZRwcWeX4bdh6+H5ZSRX3aGMm/3RQD6NfHD3dGOn3aqX4J0Wg0PNfHjqTaBPPr9XvM1Gg0sGNGah7/ZTXJ2TSe9VsPOd7rh6+5kmw8mgDsfTSnTdYXNnVwBfz+fPTXuQajeJff44huK+fo1hf/9Cf+Og4wE8G8BLpVhy+TcNo/MhQb9c/fTE2Hfd+r2/ZOh7eji/TxCiLtyLeUaYzaP4XLSZSo7V2Zqx6n4uviWdFh3LDY9lnnH55n3P+74MXZaO4wmI29ue9N8/I+H/qCWZy2GrBpiMTUuh16j55dev5TpGlRC3EsM16K4/OKLZJw7h9bDg1rr16Hz8CDr+nWiPvkUFAW3Bx7Ab7L6YDcrLo5LTz5F5oXsB/QuLug9Pc3JJYDMCxdQshcuc+/bl6yYGHNyCcC1W1dbfbxyp8gJppUrV/Lkk0+SnJyMu7u7RfEsjUZTpATTgQMH6Natm3k/58fYM888w7x583jrrbdISUlh5MiRxMfH07FjR9auXWtRYFyIkqIo6rS3BXvUkUmv9aydL7mUbjDyyy41mfRmr7qcikg0J5cAxt1fm2faV+fpn3OXym0R6Ml3T7Xkt72XzMklgE8fbSrJpRJwp6MpZbqusKn4y2rdJcUIAW3gsQVqpvrAXFj1mmXbgDbQ51P4+X51xTiNFmp1t0wu+TaFRoNy9zNT1eRVWhxUqAXtxoBWFhwQojT76vBXnI49DcAX3b6gYcWGJRzRnYlNj+XlTS9zLv4caVlp+Lv48/tDv+PtqJbrWB6ynOtp1wFo6dOSau7VmLBzAiHxIWjQmFeLyzGk3hAc9fJbQojSLu3ECZLWbyBpwwY1WaTT4TfpQ0wZGaSsXUf422+jZJejqPBc7tTfmB9/MieXAJSUFAwplmVIlLQ0NM7O1Nm9i8TVa4h4910A9JUrU2X2LJxu8RBZ3FqRE0yvv/46I0aM4OOPP8bZ2fmu3rxr164oinLT8xqNhsmTJzN58uSbthGipPy695I5ufRIy6r8r02Qxfn41EzeWXqMiIR0fN0dqe/rzifrzpjP2+u11KnsRvtpm0hMVxNJ9f3c+O3ZNrz991FWHokwtx3drSYDm1exwae6N8loSlGmZWXCpslqcqlCLRi6DHR2cGpl/uSScwXo9TH89TTEZSe7K9aD7Z/maaSBR36xvG7deLUQuEYHD82W5JIQpZzBZGDL5S0AvNvm3TKbXAL44egPHI0+CoCPsw/f3f8d3o7eZBgz2Bu+l9mHZgOg0+iY1W0WL2x4gSPX1ZV3FRQcdA5kGNUfoU/UfYI373uzwPcRQpQeisnEldFjyMqud6rz9ibgh+9J2rCRq+NehzyzqHynTMapSRNALQIeO3duvvtpnJ3VZJTRaD7mOXAAl59/ntT9B9QDOh2BP/2IQ20pR3I3ipxgunr1Kq+88spdJ5eEKMtGzNvP5tNRALzVuy6jutayOH/uWhKPfLeHhDR1Sdz7qnvx3IL9AGg1YFKgViUXnl9w0OK66YMaM/i73ZyKSDIfW/NqR+r7eRTnx7nnyWhKUWYd+AVWjc3e0cCDn6h1lBQFtkyzbKt3hM5vwW+DIF1dcADfJhB5NLeNvQu8cyW35hJA3MXcuk5P/A7VOxXThxFCWIOiKHy4+0MSMxPxdPDk0TqPlnRId2zJ2SUsPLUQgE+7fEq3gG7Y6+wxGA2M3jiafZG5I8B7BvVk25Vt5uQSgL+LP+Ep4QDU8arDu23fte0HEELckeSt28zJJfe+ffF58w1Sdu4k5vvsVd00Gpzvu48qs2eh9/ZGycoifunfRH74ofodKA+3Bx8kabW6ihx6PWRlofPywr5OHeIW/a4et7Mj6NdfJblkBUVOMPXq1YsDBw5Qo0aN4ohHiFLvyOV4c3KpY62KvNjZcnnb5YevMv7vY6QZjNjrtQxs5s/iA1cAteaS0aRQ28eVk3mSSAADm/mz/Vy0RXLp3QfrSXLJBmQ0pSiTYs7D2jw/lh75GWp2V7d3fg5RJ3LP6Z2g0+uwcSJkpasFvh+dBytfzW1Tp7dad+nGRTyCs7981egKdXoVxycRQliJoih8vO9jVpxfgU6j470276HXFvnrfqlwIuYEk/aoNVVa+7amVzW1/zEYDXx+8HOL5BJAe//2zPhPXTlTp9HRwb8D269uN59/sv6TNopcCHGnjAkJhL/1NsnbtgHgMWgQ/h9/hCktjahZswGoNHYsFV8YaXFd7G+/ETV9xo23Q+ftnZtcAjW5VLEi9oGBXPswdzGeGitX4FCtmtU/z72oyNXt+vbty5tvvsmHH37I0qVLWbFihcVLiPIq3WBkzpYQBszZBUDnOpWYN/w+tNrcOmTh8Wm8tfQoaQYj7WtWYN1rndl0Sk1GOei1GE0KLQI9uRSjzgPWaTT4eTgwrmdtpg5sxJzN6jQtfw9Hjkx8gJE3JK+EEAJQh4avfBWy0qByYxh7EhoNVs9d2Jp/9FK3d2H7J2pyqXYvGLYK9n4D5zep510qqUW/7fOMTjYZ4dgS2PWFut9MfpzZwvbt2+nXrx/+/v5oNBqWL19ucV5RFD744AP8/PxwcnKiZ8+enDt3rmSCFaWKoij8fPxn/jjzBxo0TGw3kd7Ve5d0WHckMiWSrw59Zd6f2E5dCSotK42eS3ry26nfAPiw3YfoNOqU3Z+O/USyIRkAD3sPi+SSvdae7gHdbRW+EOIOpB07TkiPnubkkmPjxvi8+QaGyEjONG+BMSYGuypVqDDCcjVMxWQibuEiy5vp1cS6MTbW4rBdQAA+77xN2qFD5mP+n8yU5JIVFfmRxvPPPw9Q4JN8jUaDMc+8RiHKi9TMLAZ9s5vTkeroIr1WwwcPNUCvy83RKorCB/+cIDPLROvq3swf3prxfx8lJkVdwSQjy0T1ii7Y6bRkGtXRMvNG3Een2pUA6P/1TtKz1PnEc55sgYeTnS0/ohCiLNk7By7uADtnePxX8Miu0ZZwFRY9DiZDbtueH8LWaWDMgNoPwBN/wJ6v1ARTjsE/526bjHBuA+ycBZezV7es1RMaPVLsH0tASkoKTZs2ZcSIEQwaNCjf+ZkzZ/Lll18yf/58c024Xr16cfLkSZm2e4/76+xffHFITQi/2uJVHq79cAlHdGciUyLpvbQ3RkX9TbGgzwIC3QMB2HFlB7Hp6g9Ge609dbzqYFSMaDVaLiddNh+Pzcj9UVnNvRpze8/F09HTth9ECFFoyTt2cvmFFyxqK1WdPQu9lxfh771nPub97Ag0drm/kRSDgYtP/A/D5cvq4iY5MxKychdKyqGxs6PSm28Q/oo6eltjb0+15ctwlJlZVlXkBJMpz790Ie4FyRlZjPszmNORSbg56mldzZuHW1Shlo+rRbv1J6+x8dQ17HVaJj7UgPtnbeNiTKr5vKOdlqQ0A6HR6uilRv4e5uTS4UtxHL2i1kTpWd+H5oFeNvp0QogyxZAOy0bCyX/U/R4fgHd1dTs1Fua0Vkcp5QjqoBbwNqSqU9wemQvBi2DDB7ltes+AGl1y9/d8nXteo4P7noWek/JPnRPFok+fPvTp06fAc4qiMHv2bCZMmMCAAQMAWLBgAZUrV2b58uUMGTLElqGKUiQxM5GvDqsjfp6q/xTDGw2/zRWl0+Izi5l1cJY5ufR43cdp7tMcgKTMJP4886e57bRO08yrx5kU9feJTqMj05RpbnN/0P1Maj8JN3s3W30EIUQRpezeTeSkSWAyoXV3x2PAACq/O57kbdu4MGgwpgT1N1KlsWPxeuIJi2sTV68m/fhxdSc7uaT18DBfk5fno4+aV4sD8H7+OUkuFYO7mpSdnp4uT8tEuaYoCk//vI9DYfEAfPZoUx5o6JuvXfDleF5frBaVfKiJH32/2mlxvk8jX3aeu0509mgmnUbDp4+pqx18/O9JftihruZkr9Py6aNNi+vjCCHKsmsn4dt2ufuNH4PW2TUIIo/Ddx0s2zt6wiV1Si/VOsGTS2H5S3BscW6bVs9C2xctr8tJXtXtC13fAb8mVv0Y4s6FhoYSGRlJz549zcc8PDxo06YNe/bskQTTPSo6LZon/n2C+Ix4qntUZ1yrcWg1ZS8hHBIXwpS9U4D/t3ff8VFUXQPHf9uy6T2kF2og9C69CthogoBSBRFQwS6KImDHBoq9gBUUFPABUZEO0nuvISEhhfTeduf5Y2DDkgQSSEgC5/t++LzZmTsz94I5z+7Ze88Fg9bAh10/pHNAZxRF4f1d7/Pdke8AMOqM/N73d8yKmVf/e9XqHpcSU1qNlmltp/FA6AM3dxBCiDJJ++cfoi/OKNJ5elLrj+Xo3d0x5+Zy/rnnMaerq0c8Hn20SN2lvKhoEr//weqYsV49ck+csDrmfO+92LdsQcb2HSgZ6hf9LgMH4DVxYkUN67ZW5gSTyWTizTff5PPPPycuLo4TJ05Qq1YtXnnlFUJCQhg7dmxF9FOISrH3XAp7IlMw6DR8N6YN7et4FmkTm5rDU7/sIyO3gAa+Tvx58LzV+XEda/L15nCrYx8/2BwXOwMf/HPcklwCeLRLLVztbSpmMEKI6ktR4PfL3lgNXgANLy5/MZvgt3FFrzFd/Ba/0zPQ5QW4cNQ6ueQSCPe8b33N6bUQfXF3y3veB2ffchuCuHGxF3fU8fb2tjru7e1tOVec3NxccnNzLa/T0tIqpoOiUiw5sYTYTPXf/+W2L2PQVq8l9ln5WcRlxfHov49ajs3vM59Qt1Be3Pwie+P2WnaCA7Uek4vRhb7L+lqWy10uzCOMb3p9g6ONY5FzQoiqIXv/flJ+X0rqxTqDDh064PvG6yj5+USOH09BXHxhcumRcXg9qSahTBkZ5B49itbJifD+RZcBX5lccujQAf/33iV1+XIy/voLUGs7+b7+OhqZmV0hypxgeuONN/juu++YPXu2pR4TQKNGjZgzZ44kmMQtISffxOojcXy7RU3+3N3Yt9jk0t7IZMb/sJsL6bl4ORlJzykgp6BwN7J5w5rx4b/WxVfvaexLzwbe3PfxZo7HWe8kN66jTNMUQhTj72kQd1D9ufNzENZf/TkvUy32feGodXsnP0g/D75NodvLkBoFX1y2DK7Vw3Dvh4Wv87Phrxdh93z1dUgnSS7dQt566y1mzpx57Yai2jmWdIxvD30LwLS202jj26aSe1R6JrOJX47/wuydsy0zj7ztvfmy15fUcqnF1we/ZuWZlYA6o2l42HAerP8giTmJTPx3YrHJJVudLV/e+aUkl4SowhRF4fzzL5AXEQGAsW5dAj77lMz//iNqgvWsIu8Xp+I+ahQA5pwcIoaPIPfYsRLvrffxoeDiFy4O7dvh+9oslLw8Yqarsx21Dg4E/fiDJJcqUJkTTN9//z1ffvklPXr0YMKEwmn1TZs25dhV/rGFqE7eWHmUH7apQU+v1TCyXbDV+QKTmSW7o5j+h1rUO9Tbibrejqw4EAOAr4sti8bfwapDMZy+oE7F9HC0oUtdL0a2D+bBr7YVSS59PrwFLvbV61tHIUQFM+XDL8PhhPqtG/d9BC3VN1qkRMI3vdVE0iU1u4BigrObQaOFO1+DXd/An88Wtmkx2jq5lHASfhoEyWcLj/V5u6JGJG6Aj4+6RDsuLg5f38IEYFxcHM2aNSvxuhdffJGnn37a8jotLY3AwMAK66eoeEcSjzB101TCU9UvwoKcgriv9n2V3KvSUxSFt3a8ZVVTKdApkO/v+h4PWw++O/ydpWB5W9+2vN7hdXwcfIjNjGXoipKXgo5rPA4Xo0uF918IcX3yIiPJCw+3JJec7ryTGi+8QNbOnVbJJceuXXEfPRr7toVJ87g33rhqcgmNxpJc8nr6adxHjuDchIlkbd9uqc8U/OMP6IzGChiZuKTMCabo6Gjq1KlT5LjZbCY/P7+YK4SoHhRF4etN4SzZHcWJeDX5c09jX4a1CaJlsLtVu6FfbmNXRDIAd4Z507uhN88uPgCABvhqZCv2RibzzqrjABj1Wv6c3AlvZ1umLNpruRYgzNeZuUObUddbClAKIS6K2g3H/4S8jMLkUoO+hcklsxmWTbJOLgV3gPANF19oYNgvkHjKOrlUrw/0nVv4Oj8bfhgIqZFg4whNHoC735eC3lVUzZo18fHxYc2aNZaEUlpaGtu3b2fiVWpJGI1GjPKG+pYyd89cS3LJx8GHH+/+EQeDQyX3qvRmbp3Jbyd/A6Cjf0caeTbi/rr3s/LMSrbHbGdT9CZAndH0Rc8v0Gl1ALy5/c0S72nQGhhUT3a7FKKqyty+g8iLs5EAnO++G7/Z73Dh43kkL1pkOe46ZAg+r063mmWUvHgxKYuXFL2pXl+4Y5yioHV2xunOO8m/cIFTXbthSkmxNHXo0AHbBg3KfVzCWpkTTGFhYWzatIngYOsZHUuWLKF58+bl1jEhbrYDUam88WfhMpOBzf35YEizIu22hydZJZem9gnlzg83Ws73DPPm3suKfNvqtay4mFw6EZfO8n2FHwgf61ab53rXr4DRCCGqtf9NKVwSB6C3hXs+UH8uyIN/X4Wzm1BT2goYndUZS5f0+wSOrYQ9CwqPudeBYYVv4ADYPEdNLjkHwKMbwcGjYsYjSi0jI4NTp05ZXoeHh7Nv3z7c3d0JCgriySef5PXXX6du3brUrFmTV155BT8/P/r37195nRY31eGEw/x3/j8AQt1C+bDrh7jZVv3dZxVF4feTv7P+3HrWR60HYFKzSUxsqiZHt8Vs471d71ld8/IdL6PT6jibepbpW6az98Jeyzm9Rk+BUrgV+SNNHsHDTmKYEFVRQXIy5597zvLasWtXvF+cSvTTz5D+zz8AGIKDqLl4MTpnZ0u7jM1biJ89u7C2kk4HJhMaOzuU7OzC5BJg16olwd9+S/ycOSR9O99y3LZJE2o8+wz2rVpV8CgFXEeCafr06YwaNYro6GjMZjO///47x48f5/vvv2fFihUV0Uchboqle6MtP7/evxEPtQ0q0mb98XimLNoHQL9mfrw7qCnd31uP+WLZpXsa+7DqUGGhVa0GFj16B3VqOBKZmEXfeYWJp1AfJyb3qFsxgxFCVF/JZ62TS6F3w8AvwegEp9aoM5KSzlw8qYDOCHbuFxNOwNjVkBxhnVzS2cLELaDRFB6L3gMb3lF/7jlDkktVxK5du+jWrZvl9aWlbaNGjWLBggU8//zzZGZmMn78eFJSUujYsSN//fWX7Op7m4hKj+KZDc8AcG+te3mr01uV3KPS+zvib2ZsnQGABg1TWkxhbGO1dmt4ajhPrnsSgPZ+7Wnt05rhDYZjq7clNjOWEatGkJKbYnW/y5NLAK285cOjEFXV+alTKYiPB8Dv3dk433sv8e/MtiSX7Nu2JeDjj6ySS8mLFxM7c5ZVEgmTCa2jI+YrVk5pHR3xe+cdzHn5JF22s5xj9+4EfDIPzeXvf0SF0iiKoly7mbVNmzYxa9Ys9u/fT0ZGBi1atGD69On06tWrIvp4Q9LS0nBxcSE1NRXny/6DFeISRVGY+b8jLPjvLACfD29Jn0Y+Rdr9sf88UxbtRVGgkb8zs/o2ZMKPe4hPV3fmGdjcn9MXMtgflQqoCaT3BjWhcYArH64+wdw11sW+1z7ThVpeUoTydiGxSJRKThp8dx/E7AOv+vDwX2B3cWbChRPwWXsw54PBHvKz1OM2jupSOgcvuHMWaA3w+xW7yj20BOreWfj60G+w5GH154YDYfB8xO1D4lH1lJyTzJAVQ4jJjCHQKZAf7vqh2szYWRe5jsnrJgPgaefJV3d+RR03teSGoiiM+2ccO2J30NSrKZ/3/NyqSPe4f8axPWb7NZ+xYcgG3G3dr9lOVB0Si25dislE6vI/yDl0kLS//saUpBbl93v/PRzatSPx629I+lbdoMChcycCPv4Y7WVLuXPPhHPmvvvAZLK+8cUZTJfTOjni9/77RE2cZHXO59XpuNx/P1ob2aH7ZirzDCaATp06sXr16vLuixCVYvm+8yz47ywaDTzVsx69G1pv/5yZW8DCHZG8teoYigIPtArg6Z71uOfjzSRmqtuAD2kVQIFZsSSX6tZw5O8nOwNwKj6dj9daJ5fuDPOW5JIQwprZBCufUZNLAN1eKkwuKQr8+YyaXLJ1hZwU9bjOqCaXHL3h4b/BxgE+bml93xHLoHbhjBiid8OfhdPU6fwcQoiq74PdHxCTGUOQUxDz+8yvNsml6Ixont/4PABOBicW37cYTzt1Z96UnBQm/juRQ4mHsNXZ8nanty3JJUVR+Hjvx5bkkq1OnaWXY8qx3LuTfyc2RW/CzegmySUhqpDknxcS98YbVsfcHnqQ+LffoeDCBcsx16FD8J0xw/JaMZtJ//tv4t//oGhyCYo95vfOO6QsXGR1zhgaituwYTc+EFFmZU4w7dy5E7PZTNu2ba2Ob9++HZ1ORytZ2yiqCUVReGLhXsvOb0/3rMcTVyxZy8k30fGdtSRnqdMwu9evQYfannT/YANZeWoQe6BVAFn5Jv63X72Pu4OBX8bfQXaeiYU7Injjz6OWJXRaDbzQpz6PdKp1k0YphKgW9nwPfzxR+LpmF6h/2Y5QB5dA+EZAoyaXdEYw5ap/gtrDsIXqsrkvOkNuWuF1A76wTi4dXAK/PwKKGWxdYNwa8JSlukJUdVn5WfwVrhb8n9l+JjXsa1Ryj0rvqwNfkWPKoYlnE77s9SUOBgeiM6JZcXoFK86s4GzaWQCebvU0AU4BABxPOs6CwwtYcaaw/MbliSWA+2rdR4/gHmyK3mS5TghR+TK2bLFKLnk+9hjO995D7PRXLcklY/36eE2ZjGPXrpZ2eVFRRAx70CoBZQwNJT8uDvNlxbot9HqC5n9L7IyZ5J0+bXWqxrPPFm0vbooyJ5gee+wxnn/++SIJpujoaN555x22b7/2FFYhKtuZCxl8vTncklxqEeTKxK61Leczcwv4YuMZPrpsWVuYnzMhHvZM+WWf5djQ1oE09ndm2rLDlmN/PN4Re6Oe/p9s4VhsuuX4HTXdeXdwUwLd7StwZEKIaicrCVZPL3wd0AZG/aH+XJALvz8KR5ZePKkAGjWxBOBeC0YshVP/wpLRYLqsJsGYvyC4XeHrnFT45xU1ueQZql7n4l+BAxNClIeNURuZuXUmOaYcfB18aend8toXVRFfHvjSslvc062exsHgQGxmLKP/Gk1splqz0t3Wnfe7vE8rH/VL6vDUcAb9r3A3OA0aFKwreoxuOJqnWj7F4uOLAfCy87oZwxFCXMOFjz4m4dNP1RcaDbVWrSJh3jzO3NfXUkupxtQXcH/wQTSXLV1TTCaiJk60Si7p3NzIjYyE7GyrZ7gMHozPi1MpSEom5fffrZJLdi1b4jH2YRw7dazAUYqrKXOC6ciRI7Ro0aLI8ebNm3PkyJFy6ZQQFSk1O58Hv9pObJr6TVjfpn68c38T9LrCHZje++c487ectby2NWhpGeTKt5cdG9+5Fm72Bl5eftjqWL5JYdBn/1kll57rHcpj3epU3KCEENWPqQAO/w5rXoPsZHDyhX7zwLc5RPynzja6cAIiNhVeo9WD+bJil/0+gYw4dVbS5cmllmOsk0sAf78E6efBNVjdMc4gRaGFqOq2xWzjsTWPWV5Pazut2hSrPXjhIB/v/RiAMY3G0NK7JUcSj/D0+qctyaVxjccxptEYnG2ciUiNYNRfo0jMSbS6z5XJJWcbZyY2nYhWoyU+Wy0a7GUvCSYhKospI5OUJYuxrV+/MLkEGIKCONOnj+W1xmDA7913ce7T2/r63FzOPTyW3JOFO6jaNm5EQVIyJCdbtTUEBOD9/HNobGxI+fUXEr/8ynLO2KgRwQvmozEYynuIogzKnGAyGo3ExcVRq5b1Ep+YmBj0+usq6STETZORW8DAT7dYkktvDGjEsNZBaLWFb9aiU7KtkksGnQadVssP2yItxzwdbfhy4xnLa40G5gxpRvvaHvSes4mki7WZNMBLdzfgkc6yJE4IcRlFgYVD1JlHoC5Xe/AX8G2qvv7uGYi/4kubS8W8Aer0hMEL4Pw++KS1OtPpEo86cM/71tfu/Ab2/qj+PPBLSS4JUQ3kmnL5ZO8nltcPN3qYLoFdKrFHpXc08ShTN00F4M7gOxkdNpqn1j3Fv5FqzAtyCuLrXl/j6+hrueaJtU9YJZd0Gh0mpbCmirutOzXsazAibAT2BnU2eEJ2AiAzmISoTAnz5pG0YIHltSEwEL2HB9n79lmOOd99F94vvYTe09Pq2tzISMLvvQ8lL6/woMFA3vkYzInWyWa/997DqdedZO/dR8z06eRHRFjOeUyYgNeUydUmAX8rK3NGqFevXrz44ossX74cFxcXAFJSUnjppZe48847r3G1EJVnT2QyDy/YSUpWPo5GPfPHtKZ1SGFBSLNZ4aWlB1m08xwAOq2GhY/cwYNfbSMzt3DGQICrHVEphVM1Xe0MfPdwGxr5uzDy2+2W5JJeq2Hu0Obc06TwzZMQQmDKhx/vh/AN6ut2j0PnZwsLeieFF00u1eoG5/eoP9fuAcN+gagd8EN/6xlNTn7w0GLQ6i4+qwA2vA0b31VfNxkKQXdU2NCEEOVDURTe3vE2+y7sA2BKiymMChtVuZ0qhWNJx3hszWPEZ6kzi5xsnJjQdALPbXyOHbE7AGjq1ZQPu35oNeto+pbphKeFA+BocKRZjWbsit2FyWTCz8GPZf2XYae3K/K8S8+RGUyVIzo6mhdeeIFVq1aRlZVFnTp1mD9/vtTkvY3knjljlVzSOjmRf+4c+efUz1P+c+fi1K2r1XI4AHNuLrGzXiPtjz9Q8gtnYOs8PDAlJloll7TOzrgNHYrzXX3I3LKFc+MftbqX3tsbz4kTJLlURZQ5wfTee+/RuXNngoODad68OQD79u3D29ubH374odw7KMSNikjM5JvN4Xy/tTDL/c79TaySSwD/HIm1JJecbPV8+mAL3vv7GAXmwqnZtTwdOJOQaXnt7Wzk50fuoLaXIzP/OMyWU2owdLe34ZvRrWge5FaRQxNCVDcR/8HKZyH+4tLae96H1uMKz6fHwSdXJICMznBmnfqzW00YuhCWTYSDv1q3MzjAuNXgEgD5ObD9M/h3RuH5thOg1+vlPiQhRPl7Z+c7LDmxBIC53ebSPah7Jffo6rILsnlm/TNsii5c0ntn8J281OYl3tzxpiW55GZ0Y263uZYd8HJNuYz7Zxz74vcB4G3vzaNNH+Xdne9ainq/3/X9YpNLx5OOszl6MyAzmCpDcnIyHTp0oFu3bqxatQovLy9OnjyJm5u8970d5MfHY87IJHL0GMsxQ0AA+VFRAGiMRvxmz8a5d68i1+YcOULce++T9d9/lmN2LVtQkJBoNSsJwPOJx/F67DEURSFm2jRSf19qdd55QH98Z81CK8viqowyJ5j8/f05cOAAP/30E/v378fOzo4xY8YwbNgwDPIPK6qYhIxc+n+yxbILXPvaHjx9Zz1aXZFc2nU2iQk/7rG8buzvzIhvd1hetw5xIyE9lzMJmWg1YFYgyN2O3yZ2wMvJyH+nE5j/31lAXVL38/i21PdxrvgBCiGqj9wM+O6+whlH/T6F5g+pPyeFw+YP1SVzV+yUZNkVzsZJnb30po9aqPtyGi3cN0dNLikK/DQIzl5Wu6nvPGg+XF3PK4Sosk4ln2LL+S38dPQnAEaEjajyySWAZaeWWZJLrkZX5vWYR1Ovpiw9uZTVEavRa/W82/ldegb3tLruxU0vWpJLLjYuJGUnMWvrLMv5ljVa0sizUZHnKYrCa9tes7yu7Vq7SBtRsd555x0CAwOZP3++5VjNmjUrsUfiZsnauZOI0WPAZLI6fim5BBA0/1vsr6jbnBcZSdw7s8lYs8bquHPfvti1bEHcqzOsjruPHo3nxImY0tMJHzS4MPmk1eL5xOPY1quHU48e5TcwUS6uq2iSg4MD48ePL+++CFGutp5O5OVlB0nOysfPxZZHu9RmcKsA7G3U/+wVRWHCj7v573QipouzlHRaDSazwn+nkyz3cTLq2Xm2sMCcWQGjXsvsQU3xdLTh78OxPLGwMDn16n0NJbkkhCjq8NLC5JJnKDQdqv6ckwZLJ8C5bSVf2+lZdVbStnlFz4X1V2cmuQaqr4//WZhcajkGOj0NrkHlNgwhRPlTFIU/Tv/By1tethzrW7svz7d+vhJ7VTqLTyzmze1vAjCx6UQmNJ2AVqNl5ZmVzNqmJoueaP6EVXIpz5THo6sfZVfcLgCMOiNpeWlWBb3b+7ZnTvc5RZ6XlZ/Ft4e+Zf+F/QB83vNz/Bz9Kmp4ogR//PEHvXv3ZvDgwWzYsAF/f38mTZrEI488UuI1ubm55OYW1gxMS0u7GV0V5UBRFNJWrCBj0ybS/11TJLl0Od833iiSXMratYuI4SOsjmkMBgK+/JKEzz4l7bLkkn27dgR99SUavZ7M//4j8uGxVtf5vTsbl3vuufFBiQpxXQmmkydPsm7dOuLj4zGbrb9FnT59eglXCXHzHIpOZdT8HeQVmHGy1fPtmNZFkj47wpP4+3Cc5bWXo5ELGYX/o6fVwJBWgSy8uGzucm/f35jWIe48uWgvy/fHWI439HPmobbyQU4IcZn0WLhwXN3FDSCgNQyaD+EbYdGDkJ9V8rUtR8M9H0JBDrwTbH1Oo4W7ZkOby97Mh2+EJQ+rP98xCfq8Va5DEUKUv0v1ln4+9rPl2H217mNGuxmV16lSiMuM47P9n/Hbyd8AaOndkpFhIzEpJv4++zczt86kwFxAJ/9ORepHTfx3oiW5BGBWzFbJpaGhQ3mp7UtFaqqcSj7FuH/GWYqBv9D6BTr4d6ioIYqrOHPmDJ999hlPP/00L730Ejt37mTy5MnY2NgwalTx9cLeeustZs6ceZN7KspDyq+LiX311cIDer36J0eddW2sW5eay5ZSkJCAvkYNAMw5ORTExpK6YiUJ89QvyDRGI8rFJGONF14gdvp0S70mAK8pU/CcOAGA9LXriJo8ufCZGg3O/frifNddFTlUcYM0iqIo125W6KuvvmLixIl4enri4+NjFfg1Gg179uy5ytU3X1paGi4uLqSmpuLsLLNKbnWKovDbnmhm/e8waTkFNAt05eNhzQl0t7dq9++ROCb+tJt8k0KQuz0d63jy847CXeJc7PSkZhdYXePvasekbrUJ8XAgPaeArzedZldEiuV8HS8HvhndmmAPhwodo6ieJBbdZlKj4dgKOLNenVF0SVA7GLkc0s7Dl10gJ7X4691qwr0fQu1uaoLq+35w4Vjheffa8OhGMDqqr3PSYMscdZmdYoZ6feCBH0BvU+ztxe1N4lHV8v6u91lweIHl9YttXmRw6GAM2qpbeuJM6hkeWvkQGfnqzpaTm09mXONxRKRFMOHfCURnRAPQokYL5veZj1ajtVz74e4P+fbQtwA4GBzIzM+0unfPoJ582O1Dq2PbY7azOmI1S08uJc+ch6PBkUnNJjG8wXAp7FtJbGxsaNWqFf9dVkdn8uTJ7Ny5k61btxZ7TXEzmAIDAyUWVVFKQQF5ERGYUlKIeGg4ADoXF/QBAeQePmxp59ClM74zZmDwLdzYKC8igojhIyi4cKHYezv17k3Gpk0oWYVfshmCggj5ZRE6Z2diZ84iZfFiddn/RUHffoND+/blPUxRzso8g+n111/njTfe4IUXXqiI/ghx3XadTWLq7wc5Fa++2anl6cB3Y9rgYl/4Bs1kVpj99zG+2HAGADuDDk9HG6vkElAkudSutjs/j7sDjUbD2YRMery/AdNlAe+exr7M6tcQD0djRQ1PCFFdHFwCv40terxmFxj0rbqL3Py7S04u1esD938DSWdg5zew8mnr87auMOSHwuRSboZ6v7iD6uuQTjD4O0kuCVGF7Y3fy9SNU0nITiDPnIcGDc+1fo4HQh/AqKva7yUi0iIYuWokGfkZuNu6M7P9TLoGdiUqPcqSXHI1uvJg/QcZHjbcklxKz0tnwPIBxGWps8e1Gm2R5FJjz8a81PYlq2P/nP2HZzY8Y3ntZOPEigErcLe1rqcpbi5fX1/CwsKsjjVo0IDffvutxGuMRiNGY9X+71uoFJOJc5MmkbmxsJ6j1tERY1gYWRcTiHYtW+I7cwbGOnUKr8vLw5yVRdJ33xcmlzQaS6LI4O+PfYcOpP72m9Uyu9r/rkbv40P+2bOc7tUbc3q65ZxD58449+mDfbt2FTlkUU7KnGBKTk5m8ODBFdEXIa5LvsnMx2tP8dGak5Zjo9oF88Jd9S31lkBNLk1ZtJcVB9QlbXfUcmfbmST2RKYAYKPXkldwReFcoG4NR94c0ASNRkNsag6j5u+wJJeMei2v9WvEA60DK3CEQohqI/F00eRS15egy8U6Kn8+C0f+gMz44q/v+qJab+nrnhCzt+h5W1eYtBWcL9YbidwGC4dC9sU6cX4tYOhPYLAtl+EIIcpXQnYC8VnxvLz5Zc5nnrccH9t4LCPCRlzlysr3x+k/+OXYL5xLP0dqbiqhbqF81vMzXG1dWXlmJbN3ziYpJ4lAp0C+v+t7PO08Afh4z8f8euJXUnJTrO5nvmKzggbuDZjfZ74lwWZWzHyw6wO+O/IdAHZ6O8I8wpjYdKIkl6qADh06cPz4catjJ06cIDg4uIQrRHWgKAr5UVFEP/kUOZfNUgIwZ2RYkkvuo0fjPVWdcKIUFJD533/Yt21LxIMPWV2nMRhQ8tXNluxatSJ71y5Sfy3cBdehQ3sCv/qKgthYwgcMJO/kSS7n3Pc+/N55R2YqViNlTjANHjyYf/75hwkTJlREf4QotXyTme1nkvhi42k2nUwAIMzXmTlDm1HP28nSbsnuKN77+zixaYU7Mxl0GrafKSzk7WDUYaMrmmB6f3BTBjT3R6vV8OO2s8z44wgFFwuC39vEl/cGN8XWoKvIYQohqosLJ+CT1oWvH1kH/pcVuTy4BHZ+XfL1/T6BWl3hl+HFJ5fQqDOgLiWX0s7DwmFqcsnGSS3m3enpYq4TQlQFqbmpDP7fYBKyEyzHRoWN4u5adxPmEXaVKyuPoijsjN1JXFYc0zZPsxx3tnHmw24fYqOzofeS3lzIVmcq1HapzZe9vrQkl8JTw/nq4FdW9ZXs9fZkFVjXnmvg3oB5PeZZzd5af269JbnU1rctn/f8HL32usrHigrw1FNP0b59e958800eeOABduzYwZdffsmXX35Z2V0T10nJy+PcxElkbtkCqDOWtPb2FMRf9qWYTof/hx/gdOedlkOJX3/NhTlz0Xt7UxAXZ33P/HzsmjcHDWTvKqy7prGzw/e113DqdSdxr79O8s8Li/THvkMHfF9/XZJL1UyZo3SdOnV45ZVX2LZtG40bN8ZgsF4fPvnyQlxCVIDUrHyW7o3imy3hnEvKBtSE0fO96zOuU02rIHTkfBov/HbAskvcpRma+aaLrwE/F1uiU3PIpHCa5tDWgTx1Zz28nW1RFIV3/zrGJ+tPW8439HPmnfubSHJJiNuZ2QxZiXB2IxxZDud2Fp4bsdQ6uWTKh3VvFr2H3g5Gr1TrNS1/7OrPe2gx1Lm4Ha/ZBMsfh+wk8GkCD/8NNvZXv14IcdOl5KQwfvV48s35eNh6WJJL3vbefNT9oyqbWLrk77N/89zG56yO+Tv6802vb9gUvYmlp5Zakkv31rqXGe1nWJJE0RnRjPlrjCW5pNVoMStmS3Kpvnt9vun9DXGZcdR1q2v1jDMpZ5j+33RLu3nd50lyqYpp3bo1S5cu5cUXX2TWrFnUrFmTOXPm8NBDD1V210QZFCQlkfjFF6Sv/hdzZiamVHX5vs7dHVNSEuYMtfSIzsMDl7598X7BemfLCx/PI+GTT9R7XUwuaWxsUPLyAHV5W+bWrXBxFhOAy8ABeL/wAjoXFxIXfGedXDIa8ZrwKLaNGuPQvh0anXzWqm7KXOS7Zs2aJd9Mo+HMmTM33KnyJIUsby1pOfl0f28DCRd3ezPqtXSo48m4jjVpX8fT0q7AZOaLjWf4bP1pMnILir1XvRqOnLhYr+ly0+5uwCOda1leP7loL8v2FU5jf7JHXab0rCvZdFEmEotuQX9Pg63zrI/ZusD49eBeGEM4twOWTYJE62nfAPR+U73masmlenepM5ds7OHkarU20/6FcH4v6G3VmVLeVftDqqhaJB7dHEk5STyz/hmr3dIMWgNvdnqTHkE9qnQRb1BnLw1ZMYSjSUctx2a2n0n3wO7M3jmb/535HwB6jZ7p7abTv05/NBoN+eZ8fjryEx/t/Yh8c36x967rWpfv7/oeRxtHq+MF5gKiM6Lpu6wvZsWMnd6OP/r/gY+DT8UNVFQaiUWVS1EUzg5+gJxDhwoP6nQ4dulCxtq1lkPO992H32zrZWr5cfHkHD1C1ISJlmM2tWqRd3kuwMYGLiaaQF0u5/fB+zhfnP2UvHgxsa9Y70Af8Mk8nHr0KK8hikpQ5q8CwsPDK6IfQlzV8dh0XO0NzFt7ypJcureJL6/3b4SrvXUh25Nx6Tzy/S7OJha/9bdWA7Z6bZHkkk4Dnet5cX/LAA5Fp/LaiiNsDy9cRmdr0LJofDuaBbqW7+CEENXPhROw46vC102Ggl8zqH8vOPtD+Eb4dyZE7yr+eidfaDoU/nlZ3fWtJF1fgq4XN9U48Tf8PAQuW2rCvXMkuSREFXTwwkEmrZlkVXeotU9rnmn1DA09GlZex0ohKz+LHFMOr2551ZJcquNah296f4MWLfP2zeN/Z/6HTqPj8eaPc2fwnQQ7B5Nvyudw4mHe3vE2hxMPl3j/MQ3H8ETzJzDorBNsyTnJPPz3w5xKOWU59lqH1yS5JEQFMKWlEX7/IPLPnQNAY2+v7uhmMlkll2o89yweYwtrSypmM0nz5xP//gfqTG5A5+mJTUgI2ZftJq8xGlEu2zHQ4O+P33vvYt+8OYqikLbqL2JnzrKcd+jYAfcxY3Ds0KHCxixujhuaa3pp8pPM5BAVadPJC4z4ZofVsXcHNWFQywCr//bWH4/niw1n2Homsdj7GHQa8k0KZgWy8q0/0Pm52PLRsOa0DHbjzVXH+HrTmct3xUQD/DK+HU0luSTE7S3+KOz7CXZ+C6bcosvTFAW+6qbOLiqO3h5ajoKEk7D54jbczgGQGacuo7tc+ycKk0vxx2DxaCzJpZBOENBKTVIJIaqMhOwEPt//Ob8c/wVQl8J90uMTXIwueNt7V/n3zDEZMQxeMZjUXHWZjEFr4NEmjzK+yXje2vEWC48VLmWZ1WEWfWv3BeBY0jGmrJ1iVbj8Sg/Wf5AxjcYUmzDKyMtgyropluSSs40zP9z9A7VcahVpK4S4PqaMDKIefwJTaiq5R49anVOyrL+Yt23ahJAff0RzsRyOoiikrfyT888+a9XOGBpKQVJSYX2lizHuUnJJ5+mJ1+TJuPbvR378BU526ly4u9xFLg8MxvfVV2U53C3iuhJM33//Pe+++y4nL1Z5r1evHs899xwjRlTt3S9E9ZGZW8CHq0+w6lAs0SnZluPezkae7FmPwa2sd21buCOSF38/WOL9vJxsuJCeV+y5uxv7MG9YC9Jy8mnwyl/kXFHo26DTMHtQE0kuCXE7O7cDtn+u1loyX1x2G9IJ7v/auvbRfx8Xn1zS20HHp9TZTX9cthzO2R/SoqzbthgFPV4Fe3dIj4NfR8C57eo5O3d48iAYrZeVCCEq36/Hf+XtHW9bLQub3Xk2oe6hldir0kvITuCbQ99YkkshziFMbDaRlza9xLx9hcuBa7rU5PFmj9MrpBeKorD23FqmbZ5GZn6m1f00aFBQ0KFjZMORTG4x2aqO0vmM8+yL34deq2fevnmEp4Zjq7NlZMORDKw7EH9H/5szcCFuA1m7dhExvOhnda2LC+aLdZcMwUEEzJmD3ssLrZOTJbmUHxfHhbkfkfr775br7Nq0wS4sjLS/VmG6PGF02Tf0NnXqELLwZ3RO6uZLsa+9Zp1csrEhYO4cnLp1K8+hikpW5gTTBx98wCuvvMLjjz9Oh4tT2DZv3syECRNISEjgqaeeKvdOitvPm38e5aftkZbXdWo4Mr5zLe5p7IuDsfA/280nE/hpewSrDsWWeC9nW32JySUvJyNT+zTg9IUMXvz9oFVy6YFWAXg5GRncMpAQT4dyGJUQotqJ3qMuY4vYUnjMvTa0ehjumAjai9+25WfDr2Pg5Crr6+09oWYnuOcDNTH13uWFbDWQFl340s4Nnj0FOj3kpMLuBbBlLiRfXJpeswt0mCLJJSGqGEVR+OrgV3y892MAarnUopV3K15s+2K1KEx9Lu0c07ZM48CFA5gUdcOTnkE9efmOlxm5aqTlGMCzrZ5lVMNRAJxMPsmkfycRm1X0Pdil5JJBa+DTnp9yh+8dVuePJR1jxJ8jyDEV7vBbw64Gc7rNobFX44oYphC3pfz4eDI3beLCnLmWY1onJ7SOjhTExFiSS7X+9wfGuoXvURRFIe3PP0ld+SdZ27ZhzlQTyFoXF3QuLmTv2EH2DusVJper8fzzuA0bisZoJGnRLyR89BGmpMLSI3ofH0IWLcTgI0tgbzVl/l+9jz/+mM8++4yRI0dajvXt25eGDRsyY8YMSTCJG7J8XzTfbA7nQJQa7DrX8+LFu+oT6u2EVntxyqWisDsimZeWHuREXNEi3VdKy7Eu8u3paMNvE9uTW2DGy9FIVr6Jez/YTK6pMLn05+ROhPlJsUEhblvhG+G7+6yP+bVQk0qNB1umgFOQB4eWwMZ31eLblzh4wbh/wS1EXfp2cLFa6NvKZetwA9tCv0/V5JKiwA8DIHq3es7JDx5cBL5Ny3uUQogblJGXwbTN01h7Tq1Z8mD9B5naZmqVXwp3ybaYbTyz/hnS8tIAddZSS++WjG00lgn/TiAyXf2yr5FHI97o+Aa1XGuhKArTNk+zFPkujoJCiHMIz7V+rkhy6UzqGZ5c9yQ5phzs9Hb4O/oT5hHGhCYTCHQOLOGOQojSKkhM5MKcuaSvXo0pJcX6pEaDOT0dc3q6+tJgwH30KOvkkslE1BOTrWoxGUJCUDIzKbhwwZKUupJdq5a43HsvrgMHkhsZSfj9gzAlJ2NKTi5spNMR8Mk8HNq3R2tjU+x9RPVW5gRTTEwM7du3L3K8ffv2xMTElEunxO3p+61nmb5cLQqp02p4tHMtnusdavUmLSffxF1zNxGekFnSbUrk62LL2I41GdepcD3/1N/2s2hn4fKUGk5G/nqyM+4OEvCEuC1FblPrI/3zcuGxGg2h78cQ0NK67d6f4M9nIf+KDQWaj4Q+b4GNAxz4Ff6aClnF14bD3guGLwa/5urr9DhY93phcsnoDI+sAWe/8hmfEKLcFJgLeGnzS6w7tw6AaW2nMSR0SLVILi08tpC3tr+FcjHRrdfoebfLu4S5hzFi1Qh+O/kbAA4GBwbWGcjkFpPRaXX8dPQnPtv3Gal5xX/ABNBqtLzZ8U3urnm31d/FubRzjP1nLDGZ6ucFXwdfFt+3GBejSwWOVIjbS/LChVbFswH0NWpgSklBycsDRUHn5oZ969a4DByAU9euVm0zt20n8euvydy8GTQadB4eaO3syI+KgoLid+bW+/nh9dgkXO+/H1ALgUdNmKhec0U/ghYswFir5F3pRfVX5gRTnTp1+PXXX3nppZesjv/yyy/UrVu3hKuEKGrfuRS2nEogPCGTJbsLA1DzIFdeursBrUPcLcfyCswcik7l5WUHy5xcstFreWtAY+5vGQBAZk4BH609SWJmntVzmwS48PMjd+BorPrT2YUQ5aggD5JOQ+xB+P0R63N3zYY249UZS6YCWP0KbPsU0AJX7P6m0alL4XKS4bP2kBJx9ed6NYDhv4HLxTojyRHwbW9Iv/hlTefnoN3jYOdaDoMUQpS3N7e/aUkuzWw/k4F1B1Zyj64tNjOWrw9+bSlCDnB3zbsZHjac5aeW89b2t4jPjgfUpX4D6gzg/d3vsyJ8BRl5GVb1pS6n0+gwKSYaeTTimVbP0MqnleVcnimP2TtnWz2zkUcj3u78tiSXhCgHitlMxvr1XPjoY3KPHStyviBe/Z22CQ7G9/XXsG3cGK2tLQBZe/YS9+ab5IWHW5bBFd5YwZSQgOnKG16k8/DA+6WXcL77LksyOWbWLFJ+XmjVzrF7d1z698PpzjurRQJe3Jgyf5KeOXMmQ4YMYePGjZYaTFu2bGHNmjX8+uuv5d5BcevJyTfx8dqTfLb+NGbF+tzYjjV5+Z4GaDQa8k1mFu2I5KtN4UQmZRW5TzEf74oY37kWj3Wrg4udWqTOZDLTe+5GopILC4drgFn9GjKiXcgNjUsIUc2knYd1b8LhpZB3xXLbBn3VQtueddQlayufgZ1fX9bgiujj1wLG/gN7vod/ZxQe12hBKSZShXSGIT8UJo9OroaFQ9U6TW4h0G0aNHngxscohKgQ2QXZrDizAlATMf3r9K/cDl1DVn4Wv538jQ92f0DBxY0Kugd259lWz7I6cjXj/h5HVkHhe60H6j3A+CbjGbpS3akyOSe5yD3rutbFz9GPvfF7SctLo71fe+Z1n4dBZ7C0MZlNvLPjHX49UfgZ4eFGD/NI40dwtJF6ckLcKHNODnFvvEHK4iVXbad1cCDwm6+xCQiwHMuLiiLiwQev67m2jRoR8ssiNDodeTExxL78Crnh4RScL9xJ0qZmTWqtXIFGq72uZ4jqqcwJpvvvv5/t27fz4YcfsmzZMgAaNGjAjh07aN68eXn3T9xCcvJNfLLuFB+vPWU5Vt/HiSB3e+r7OhPq7cTdjX04fD6N77eeZcWBGLLySsqZl5xcCnCzo3v9GjzVsx5uF5e6nYpPJyE9jyd/2UtsWq6lrU6r4buHW9Oxjle5jFEIUcWZCuDMejiwSK2LdImNU+HPY1aq9Y4URS3y/ctw62LcV2oyBPq8rdZh2vCOeswlEFLPWSeXdEa1SHf9u8G3mTorymyCYyvh9/FqcsneE0b+AW7B5TlqIUQ5W3BoAdkF2fg7+rOs37Iq+a28oihsjdnKH6f/YE3EGktBbX9HfyY0mUC+ks+kNZM4m3YWgCaeTRhUbxBNazQlIy+DR1c/SkJ2QrH3dtA7cCH7AidT1B2lQ5xDeK/Le1bJJYA5e+ZYkkv+jv581vMzarrI8hghrpeiKGRt34ExtB6Zmzdz/rnnS26s04HJhE2d2nhPfdEquWRKSeFM337qC61W/QOWZXBaJydLnSbL7Tw8qL3qT8w5Oei9vNBoNBQkJhJ+X1/MGdZf1Dm0b0/Axx9Jcuk2dF1rgVq2bMmPP/5Y3n0Rt6CcfBOp2fk8vGAnh8+nWY7b2+iY1a8RA5v7o9VqKDCZ0eu0LN0bxVO/7L/u573Qpz4PdwzBqFd3dlIUhQ/+OcHH605ZtbPRa+keWoMpPevQwFemZwtxS8vLgi1zAA3sX2i9dE2jg0HfQIN+asJHMas7w5nNatLn0OLi73l5XaacVFjxtFrs+5LUc9bt/VrA4Pnq7KT8HDi1Rt0dbs936tI8AK/68MhatXaTEKLKicmIwcHGgcTsRL448AUAjzZ5tEomly5kXeC5jc+xO2635ZiXnRcjwkZwV8hdTFo7iZPJanLIw9aDp1o+xT217mHZyWX0W9av2HsGOAbwYIMH+fPMnxxKPAQFYK+3J8wjjOntpuN0WaI+NjOW5zc+z974vUD1WUIoRFVWkJRE1MRJZO+/4rOSVotGr1drLF1UZ8MGdG6uVoW0lYICck+f5vwLU62X0pnN6p/LXJlc8v9kHo6dOqG1sUFjMJD07XzyoqJIWbzYqjaT++jR1HjuWTQ6XTmMWFRHZU4w/fnnn+h0Onr37m11/O+//8ZsNnPXXXeVW+dE9Tb335PMXXOiyDI4gLlDm3NnmDe5+SZeXXqYRTvPFW1UBrW9HPhiRCvq1FCnW2fnmfhxWwT/HIll51nrad0PtArgtf6NLEkoIcQtbtN7sOn9wte2LlAjTE3kdHwaQjoUnjuzEXZ8qSaATLnW93HyhbYToOOT6uu9P8KS0ZASefXnh94D/eaBzqAus1v5TNE2vk3hge8luSREFXU65TRDVgwh97K40CWgCwPqDqjEXhWVlpfG1we/ZtGxRWQXqOUABtcbTP86/bmQdYGFxxfywe4PAHC2cebB+g/SKaATe+P3MmTFEE4knyhyT6PWyJxuc7A32PPU+qdIylG3Gp/Vfhb31r4Xg9Z61tI/Z//h5S0vW54/vMFwSS4JcQMURSHll1+InTGz+AZmsyW5pLG1pcZzz2LwrmE5XZCcTPa+fURPnoKSX3wdteLY1K2LU8+eaI1GnHv0wJyTQ254OOeffY6cw4et2up9famzdk2VTLiLm6vMCaapU6fy9ttvFzmuKApTp06VBNNt7rnF+1m8O6rIcb1Ww8SutXmobTDezkYW7z5H6zdWcyE9r5i7FNJqKDZBdcnwO4J4qG0wod5OaLVqQMs3men/yWaOx1lP1XS1N/DdmDY0DXQt87iEENXMheOw+lU4+Q8oly211dnA+A3gfsUSjfwc+OMJOFhCLcEG/WDI9+o3fKnRcPh3653miuMWAl1fgqZDIPE0fNsHMuMLz7vXgoYD4Y6J4OB5XcMUQlS81NxUZm2dZZVcCnULZWqbqZXYq0KKorA7bjdbzm/h64OFteKcbJzoX7s/u+N382/EvyTnFn7h5ufgxxMtnmDx8cV8fuDzYu9rp7PjtY6v4e/gz94Le5mzew555jzquNbhqZZP0Tmgs6WtWTGz+PhijiYd5c/wP8kuyMbN6Ma4xuN4sMH11XgR4naXuX0HFz78EFN6OnmnT1+1rdczT+M2eDBaZ2fMaWkkfjuf3FOnSP3996KNNRq1DEAJNA4OeIwehfuYh9E5OpAXFUX83I9I/OqrIjvJaYxG3Mc+jNfEiZJcEsB1JJhOnjxJWFhYkeP169fn1KlTxVwhbgcZuQWM+nYHuyMK37xoNfB497rUreFI21ruZOQUMOOPw2w9k0hqdumy51dLLjULdOX1/o0BdcbSR2tPkpCey5+HYsjMLfxA6elow5IJ7QnxlJkBQtyyFAUuHIPsFPjfZEi44lv4BvfBHZPUBNOl5JKpALZ/Bv++BubcIrfEwQtqd4N6d0P9e+D8XvjfkxCzr+R+aLRQtw/c/Q64BqnHDi+D38bBpd2X6t0FbR6BOj1ubMxCiAqXmZ/JkBVDiM5Q67C1qNGCkQ1H0i2wG1pN5dYWSc5JJiMvg1+O/8J3R76zOvd0y6cJcQ5h8rrJlmMaNNxd627a+bbjq4Nf8eKmF4u9r7utO5OaTqJncE+2nN/CsD+HWc41cG/Ad3d9h53eznIsITuB93e9byl6DtDKuxVf9vqyyOwmIcTVKfn5RD/7HFk7d2LOzETJLeb9yUUaoxHPiRNxHfIAejc3FJOJ/PPniXpiMrlHj17lIcV/wHIbMQL75s1w7NEDNBqSvv2WtJV/knvyZNHGOh01nn4Kt2HD0Nrbl3WY4hZW5gSTi4sLZ86cISQkxOr4qVOncHCQD/C3k6TMPPJNZrLyTDy5aC/7o1It50a3D2FS19oYdFrOp2bz2v+OsOJgzNWS5WVSy9OBNweoyaXY1BzumruR5CzrpJWzrZ6mga68P7gpNZxty+fBQoiqwWxSayWlx8Gub2Drp5BnXS8A36bqbmwFuVCvN+iN6puqQ7+rS+DOboaUs8Xf/+731CQQwOY58IaP9UyoK2kNMGg+1OulPgfU+696AeIOqa/1djBhs7oznRCiyovPiqfPb33IN+fjanTls56f0cizUaX2yayY2RG7g0XHFrEmck2R86MbjqZZjWbM2T3HUrwb4A7fOwhxDmFN5BpWnllZ7L0DnQLpFtiNRxo/go3Oho/2fsRvJ36znB8RNoKHGz1sSS7lmnL5ZN8nzD8039LGw9aDCU0nMLDuQEkuCVFK+XFxRD3+BObsLDQabfEJnSvUeOEFXAcPRufoQH5cPBFjxpC1ddt1Pd9Yrx7+77+HsW5dANL+/ofoKVOKbes6fDgO7dvh1KWL1FkSxSpzgqlfv348+eSTLF26lNq1awNqcumZZ56hb9++5d5BUbWcS8riq01nOBmXwZ7IZHILrAvCTepam4lda5OVV8DAz/4jKjn7up5jb6MjK8+EUa+ltpcjL9xVnwa+Thj1OvIKzHg5GUnLzueZX/fx2x7r3Z2cjHqe6FGHhzvURK+TnQuEuOVs/RTWvqbWREoOt96p7ZKBX0PD/mrdI4CCPEg7D98PgIRjRdsDeNSFliOh7STQ6dVrdn8H/75atK1GW/hc78YwfAk4+RSeX/u6uqvcJUYXuP9rSS4JUY28se0N8i/OPJzSYkqlJpdMZhMrw1fyzo53SMtLszoX4hxCTZea7IjdweqI1Sw4vMDq3PmM82yL2ca2mOI/fLoaXZnZbibdg7sTlR7F+NXjOZt21lJDqbVPa77o+YVlh7is/Cw+2P0B/zv9P7IKsgCo6VKTl9u+TBvfNhUweiFuXflxcUQ/+RQ5Bw9etZ1tw4Z4PvYYOi8vUn/9FYd2d6BzdEDJyyN6yhSy9+27+oOKWxan1eLzysu4DhmCKTGR5IULSfz6G/Kji+6cqw8KxHPsONyGPFDGEYrbjUZRyjanJDU1lT59+rBr1y4CLm51GBUVRadOnfj9999xdXUtt87NmDGDmTOti5mFhoZy7FgJHw6KkZaWhouLC6mpqTg7O5db3243y/dFM/W3g2Tnl/wNfrCHPVoNRCVnk28q21Qld3sDoT5ObD2TZHX853FtaV/HujZJvsnMoh2RvPPXcTJyrdcBvzOwMUPaBJXp2ULcDBKLysG5nfDT/equbVcy2MO4fyE1CvxbWtc0OrwUFo8BiolLGh0EtlFnOtXspL75ijukJrH2/3z1/rjVhH6fWBcJj9kPG2bDsYtLRRrcB12mgk/lznoQ4nISj64uKz+LKeumWBIyk5tPZlzjcZVSXyQ1N5W0vDQmr53MqZTCUhTutu481eIpPO08+Wz/ZxxIOGB1XYhzCKm5qVZ1l67kbOPMhCYT6BXSi7Xn1rIuch3bY7djvpg8d7d157UOr9HJvxMajYa98XtZcmIJhxMOczq1sB5MK+9WvNXpLXwcfEp6lBDFuh1jkTkri+SFC9HYGDFnZZHwySdWu79dyXXYUFzu64td40YUJCQQOXYceWfOAOAycCCZW7dSEBNT6ufr/Xwx+Prh0K4dnhMeJS8ykvPPv0DOoUMlXuP24IN4T30BzWU70glRkutaIvfff/+xevVq9u/fj52dHU2aNKFz587Xvvg6NGzYkH///dfyWq8vc5fFdfhtdxQn4tJxtjPw7t/Hrc418HWma6gXYb7O5BaYWL7vPLvOJhGRmFXm59gZdIBCUlZ+keTS9HvDaF/Hk5x8Ex+sPkGotxMN/Jx56KttVsvhXO0MNAlw4cG2wfRpJG9uRMUoj4S3KCNTAaSeg+2fq7u+/f0S5F1WvN/goCZu+rylFsy2cwPvhpCXBatnQPQuiD0IOSlF7+3XHFqNhdrdwcUf4o7AqX9h43sQubX4/mgN4N1IrcdUoz7UuRMMtpCZqCaj/p0B5suS3m0nwF3vlONfiBDiZpizZ44lufRwo4d5pMkjN70PUelRfLD7A1ZHrLY67uPgw7D6w/j56M9M/286yhWJ89outUnMSbRaHnclB4MDk5pOYmj9oWyI2sCIVSOIySz8gFrTpSaPN3ucLoFdMOqMHE44zK64Xby36z1LG1udLdPumEbngM6427qXz6CFuAXlhoeTvXcfDh06YEpKJPq558m7Rt1ip1698H7pRUwpqWTt2kXKb0tI+PRTMjdvtmpXbAHvEtgEB+Mzcyb6GjXQOTmic3cn5qWXSF3+R/EX6PV4jB6Fx4SJ6BylDI4ovevK1mg0Gnr16kWvXr3Kuz9F6PV6fHwkaXCzZOeZmP33MeZvOVvkXPf6NajpaY+dQYetQce7fx8nMqloUkmv1VBQQnXu9rXdsbfRc/h8GjGpOSXOiPp6ZCt6NKjBX4di+XrzGXadLfoNXICbHa/1a0S3+jWKuYMQ5U8S3jfJod/gj8nWyaTL2bnD6BXgVV99rb1YA8Bsgqwk+KYXJJ8p/trAtjD6T3UJHEBOOnx7F0T+d/U+OfrA6JXWS9yidsEvIyD9fNH2/T6F5g9d/Z5CiCol35zP+7veZ+GxhYCaXHqi+RM35dmKopCYk8jJ5JNEpkXy+vbXrc439mxME88mLD21lA93f2h1zkHvQIFSQK4p12pm0ZXs9HaMCBvB2EZjSc5N5t2d77Lo+CIAfB18ebD+g3QJ7EKIcwgajQZFUfj64NfM3TPX6j5tfdsyo90MApwCymn0QtwaFLOZlCVLsGvcGLRaTMnJxLz6KvkRkaW6Xu/jg2Of3qT8+BPpa9aos6rNxZQBKCW9lxchvy1B5+AAdnak/LyQyLFjwWTCJiSEvLNnrdprnZxwGz4c+5YtsW/VEq2t1LAVZVflPx2dPHkSPz8/bG1tadeuHW+99RZBQSUvgcrNzSX3smr7aWlpJbYVYDYrnLqQwcYTF1iyO4pjsenFtnuwTRA/77h6cNSgLkApLrmkuXgyISOPE3HqTCWjXsszverRrpYnrvYGvJyMbD2dSOsQN77ZfJZHf9yNqYRE1dDWAbx9f9OyDFWIGyYJ7woUsx8OLoHTawuLYl8puCP0m6fuAqco6lK58A2w50c4vebqRbhrd4eHfgOtVi0MnnkBdn4Ne74rWsNJZwTTFbu23PO+mlwym+D0OjixCvb+BBdrlODVQJ1B5egF930Edq7X/VchhLj50vLSeHnzy6w7tw6AgXUH8lTLpyr8uQXmAv6N+JfnNj5X5JytzpY2Pm1wMbqw6uwqDiaoNVq0aDFoDbjauhKXFUdmQabVdXZ6O0v9JFCLczf0aEhb37bkmnKZtW0Wf4X/helizBzTaAwTm07ETm+HyWxi2allLDu1jL3xe61mSHX078jk5pNp4NGgIv4qhKiWsg8eIubV6ejsHTClpZJ74toFui+nMRotO8UVxMaSsuC7a1xxdYbAQLyeeBxjaCjGevXIP3cOnJ2JffkVqxlPlyeXNEYjfm+9iVOfPmi0Ur9W3JgqnWBq27YtCxYsIDQ0lJiYGGbOnEmnTp04dOgQTk5OxV7z1ltvFVnGIkr29l/H+HJj0W/672zgzdrj8dSt4UBkYtY1k0tQbHWTwnMXT56IU2cktA5xY+7Q5vi52lm1++90Ag8v2Fnive5u5EPvRj7c09j3mv0RoryVNeEtriFyu7qkbP1bcHZT0fPOAdB1Kvg0Br9mhcej9sDSRyHxxFVuroH694K9GzR5QA1QKRGw6CGIP3z1fl1KLjUZCve8B3nZkJsKh5fBmlmQdMUMgWYPwX1zCwuKCyGqlTxTHhNXT+RAwgG0Gi1TWkxhVNioCnlWel46BeYCNkdvZk3kGrZEbyHHlFOkXX33+sRkxLAxemORc2bM5JpzicuKszqu1+gpUAosyaXeIb15uuXTJGYncjTpKMNWDiM2M9bSvq1PW4bVH0aP4B4AHE08ysd7P2ZTdGE81ml0DG8wnCktp8iucEJcJnPbNmJnvWaph3S9lNzcaze6Fo0GjZ0dxlq18J87B3NGBmn/+x/p69aTd7rkWY2XhPz6C7ahoTfeDyG4jiLflSklJYXg4GA++OADxo4dW2yb4mYwBQYG3lbF4y5nNitoNFgKUx45n8bve6KIS89l/bF40i8WyQ72sMfN3sC+c6notVBwnbMxr3ZtmK8zbWq6M65TTQLc7PllZyRms8JdjX15feVR/j4cS3pOYf0SW4OW3g19OJuYxeTudehev0alFNgUAmDVqlVkZGRYJbyjo6NLTHhLLLqKczshYrOarLk0e0hrAFtnQAO9XoOw/upObYaL07MzE9TC2SdXFxbQLkIDWj04+8OkrWBjD7u+hVUvgKnkAppFNH4AujwPnnUh4RQsehASrGvR4ewPoXdBu8fU+k9C3CSyAUr5Opt6luc3Ps/RpKO4GF34pMcnNPUq/xnSKTkpHEg4wAsbXyAjv4TlvyXQoClSa+kSLVqUi/8HauHuLgFd6BzQmQbuDfho70f8E/GP1TWhbqG8fMfLNPVqyu643ZgUEz8c+YENURus2tV2qc30dtNp4d2iTP0Vt6e3336bF198kSlTpjBnzpxSXVPdYlFBQgLx775L+rr1mG/mKhmdDkzFz9L2nDiB3FOnSV+9GvR6jPXqknvk6DVvqXV0RO/jjf8HH2Bbr15591jcxqr0DKYrubq6Uq9ePU5dpTCa0WjEaDTexF5VXYqiMP6HXeyJTMHVzsCZhMwS2yZl5FqKdJc1ueTjbMTOoCc8MbPItZ6ORiZ0qUWXel7U9XZCURQmL9zL/w4UFpN8cWnR5TD3t/Dn/Qeala0jQlSgu+66y/JzkyZNaNu2LcHBwfz666/FJrxlNiVqke6cFLVWkSkP9Ea4cBxWv2LdTqOF4b9BrS7qdMf8bIg/qhbdPr8Xwterx0qiM6r1kXybqrOI9v4E390L0buLb6+3VZe6Xdx+HDs3teC3fwvQ6NVlbtF74MtukFfMsuFJ29Ui30JUEqkHVz52xu5kytoppOeno9foea39a+WaXDKZTayPWs/n+z/nWFLxCcBg52Ai0iKKHDdqjdjqbUnNSy0xuQTqbCYAN6MbwxoMY1joMHJNuawKX8Wr/71KVoH63s7F6EID9wYMqDOA7oHdWX56OSNWjbC6l16rp71fe8Y1Hkczr2bypZ4otZ07d/LFF1/QpEmTyu5KuVPy8siNiCDxiy9IW7Hymu113t7o7O3JCw+/ajtjWAMK4uIwJSZdtR1glVzSGI3ovb3ROjig9/Ag4bPPC9sVFFw1uaT38SHo668w1qlTYhshblSZ35Hs2bMHg8FA48aNAVi+fDnz588nLCyMGTNmYFOB2xdmZGRw+vRpRowYce3Gt6lzSVl4ONpgq9ex7Uwi/x6NByAp8+rf3qfnXqV2SQn8XW2JTskhNi0XUGdqdKnnxax+DcnKM/Hb7ijuauxDy2B3UrPz+XT9KX7fHc2pC8V/c6fXahjcKoBX72uIrUFX5v4IcTNdK+H94osv8vTTT1teX5rBdFs4swH++xjObi6sUXQl1yBwCQK3YHWJmVd9dfmavTvsX3TtGUdh/aDnLHAJABTY8RXs/hb2/Xzt/hVcthzFsx488CPUCIXjf8HCB4q2N7rAsIXqrnTO/pJcEpVO6sHduG8PfcvHez6mQCmgeY3mzGo/ixCXkBu+75mUM3xz6BuSc5JRUNgcbb3rk73eHp1GR2Z+JmbMxSaXAHLNueTmXX3pjL+jP71DetPOrx2pOamsi1rHqL9GcSa1cMlO8xrNeaTxI3QK6MTJ5JOsOLOCefvmcS79nNW9Wvu0ZlrbadR2rX2dIxe3q4yMDB566CG++uorXn/99WtfUE1kbt/BhU8/Je/ECUzJRTcbKokpLo7SfKoqzSwji8tmMCm5ueRHqqVLrowQel9fdG5u5B47ZlUcXOfujv9772LfujUagyx1FRWrzAmmRx99lKlTp9K4cWPOnDnD0KFDGTBgAIsXLyYrK6vUUyJL49lnn+W+++4jODiY8+fP8+qrr6LT6Rg2bFi5PaO6y84zUWA2k51nYnt4Ek8s3AuoM4cKLgssrnYGUrLzy/XZ0SnWNQPsDDpm9m1IsIcDiqJgo9cy/Osd2Bt1JGYU/bBYx8uB2LRcajgZubeJL0/3krW/ovq4VsL7tptNGbVLXfIWs1+dtXQlt5pgdAQbR3WW0n1zoEYDdde3Na/B4d+Lv644HZ5U7xF7AI4shXVvFS3KfblLRbvt3NSfPWpDyzEQ2Bp+egA+bQM6m6JJLa3+4syqrurrkA6l658QFUzqwV0/s2Lm56M/W3Zia+vTlk97foqNruxfkB5POs7ayLXUc6vHnvg9nM84z7+R/xZp52hwJDM/EwXFMqPoerkYXRjeYDgpOSk42TjRxrcNn+3/jJ2xO63audu6M6z+MNr6tOWN7W8wbfM0knOtPyS7Gd14osUTDKo7SGYriev22GOPcc8999CzZ89bJsFkzsri3Pjx5VMfqTyUsDwOQOfqiudTT5KzZy+py5dTEFO4SkRjZ0fAR3Nx6NhRfsfFTVPmBNOJEydo1qwZAIsXL6Zz5878/PPPbNmyhaFDh5ZrgikqKophw4aRmJiIl5cXHTt2ZNu2bXh5eZXbM6orRVH4ZN0p5vx7sthd2xIy1ICo12ooMCvlmlxysNHROMAFexs9Qe725BaYMeg0DG4ZyMaTF5jz7wkORKValuRl5xcNitPubsAjnaVuiag+btuEd1YS/PmcWijblAcOXnDkD3ANhIgtULuHmujZ871asPtK7R5Xi20Htys8FnsIDv0Ge3+E9FiuukWAXwuo2VlNCCWdASc/+Lz91XeMM9hD/mUf4ky5YO8Bj+1QE0kpEWrh8J3fFNZWupRcCmoHd85SZ1jZuYO+4mblCnE9rmcDFNlhV6UoCk+te4q159YCMLzBcJ5t9Sw6belmTSuKQkRaBA4GB44kHuG5jc9Z7dZ2JUeDIxn5GWWuuXQlO70dDT0aMjJsJA08GvDT0Z/46dhPAHx+oHB5jLONM5ObT6atb1u0Gi1z9szhk32fWN2rnW87ugV1466Qu3C1db2hfgmxaNEi9uzZw86dO6/dmKofi/Lj4slYv47YV2cUe17v74/WwQF0WvLORkD2VZbvlweNBt8338SUmEDG5i0Y69XF5b6+GMMakPz99yT9+BMF0dHEXdFfp7v64P/uu5izs9GV8L8LQlSUMieYFEXBfHFmzL///su9994LQGBgIAkJCeXauUWLFpXr/aqjfJOZN/88yn+nEnl9QCN8XWyZ8ccR1h2Px1RMYulKxSWfrpeNTsu2l3rg7mD9gSs5M49jsWk89PU20nKK+YCJmuj69dF2tAh2Iykzr8g9hKjqbquEt9kMyeFq8eqt8+DQEvVPcY7+r/BnG0doPBg6TIE930FBHnR9UZ25dGI17PtBneGUfPbqz2/9KHg3UJfNJZ6Ef16GbZ+AqYREud4ONJqLSSVtYXLJrwU0HQbeYVCQC1E7YeWzkBZlfb3RGfp/Cs5+4N1YkkqiSitrPTiQmnAAJ5NP8vXBr1l7bq1lp7gxDcdc9Vt9RVE4mnSUw4mH2Rmzk93xu4nPii/SzqgzUmAuwHRF4vtGEksN3BvQp2YfWnq35HDCYXbF7eKdne9wPuN8kZpMbXza0CWgC3nmPNZFrWPu3rmkX1Y/zs3oxsRmE+kW2A0fB1laKcrHuXPnmDJlCqtXr8bW1rZU11S1WKSYzZybOImC2FiU3Fzyzp4ttp3WywtNfj4OrVuRumx5mZ+jc3dHyc/HnF74e+kyYAAOHTqQd+YMBj9fbMPCyD19Go3BgH2bNih5eZizsjHWqgmAx7hxmNLSSF22jHMTJmBKTLR6hm2jRtR4/jn07u7Y1KyJRqeT5JKoFGXeRa579+4EBgbSs2dPxo4dy5EjR6hTpw4bNmxg1KhRnC3hF7OyVLfdCS45FZ/B6sOxfLjmJHkXK2f7utii1RRdmlaRBjb35+GONTmfko2znYE7ankAUGAy8+XGM8xbd4qsvOJnErSr5cGErrU5FZ/B3Y198HWxu2n9FqKqqRaxKPG0uuNaxH+QnwnutSHp2tvbojOqS96aDlMTU7+NUwts6+3UekeedSHhRMnXezeGfp+o19S/B+IPQ14WbHgbYg9e31jq9gKPOurucwd/LbndHZPUGUs6qUkgqq/WrVvTs2dP3nrrrWLP3667Wuab81l4dCEbozeyPWY7AFqNllfueIVB9QZZtU3LSyM2M5ZTyac4n3me+Kx4Vp5ZSVrezZthMbzBcB5s8CDn0s4R6BTIFwe+YPnpoh9mG3o0pJZLLWx0Nhi0Bg4lHOJQovWGKTqNjiDnIO4MvpMnmj9xs4YgbiPLli1jwIAB6HSFMwBNJhMajQatVktubq7VOahasciUmsq5xx4ne9euEtv4vDodY4Mwzo0bhznj2glju1at8HpyCmkrV6L38SFjzVpyDhywamNTsya1Vq5Ao9Ve837ZBw+SMO8Tck6cwODnR86RIygXZ01pDAaU/Hz0Xl74vDYLp65dr3k/IW6GMs9gmjNnDg899BDLli1j2rRp1LlYhX7JkiW0b9++3Dt4O8jKK+DNlUdpHuTG/S0D+P6/s0z/43CRdjGp5ZNY0mnAVExa0UanZUKXWnSrXwNPRyMBbnaWb/YycwsY/s12TGaFRv4uHItNtyS+Lhfkbk/bWu74u9oxuXtdtFoNXerdgjM8hLhVnF4L27+ATs/Aji/h1OrCc5cnl1qPU5M2nnXVZXKb56g1iWp2VXdjO7YSfhoEp9bCxV2NLAW+i0su6Qxqke7a3dX7XTgG2z6FlU+V3NeQzhC7H3JSrY+711ZnHwW2hfTzcOBXOPmP+udKNbtA6F1qfaWA1uDX7Jp/RUJUZaXZAOW2qwkHJGQn8PLml9lyfgugJpZaebdicovJNPVqSnpeOrGZsUSmR3I44TALjy284aVsxQlzDyM+K56EnKKz/PUaPR91/4j67vU5nXqa0ymneW/ne9gb7NkUvYnUXOtY52XrRa+QXiTlJrExeqPVeQ0aOvp3pIV3C5p6NaWWSy087DzKfTxCXNKjRw8OHrT+EmjMmDHUr1+fF154oUhyCSo+FmVs3kLGhg14TZmCztEBAKWgALRaLnzwAanL/8Cpd28yt/5HXkQkFBS/8gKdDs8JE0hZtoycmbNKfJ6xXj0KkpIIWbQQm4AAco6fILxfv2Lb6r288HhkHI7duxebXMo/fx6dmxvmrCyS5s8nZdlyTJetDrpUW8mmdm1cBw3C7aEH0Vbg5lpCXK8yz2AqSU5ODjqdDkMVq0xfVWcNKIrC7L+OsfJgDFl5JhIuFsF2szeQnFW+xbhL4mCj454mvkQmZZFXYOahtsHc3zKgSLucPBPt3l5TbL9c7Ax4ORk5FZ9B6xA3fhzXFqNedoAT4kqVHotiD0LkNnWWkmdddblZzD7Yv/AqF2kABQZ+BfV6g94WMhPVRFLqObBxUJM9dm6QFn3tPjj7w6D54N8C1r6u1nIKaKXWY7paTSWtEczFFNqs1RWaDwd7L1j9iloL6hKdUd1pzqcxpMeofe/+MpSy1ooQVVVx9eD27dvHkSNHSr1kt9LjUQXbE7eHV7a8QmS6utNSc6/mTGs7jcTcRLLzs4nKiGLB4QUkZJdvaQcAPwc/7A325BTkEJURVeR8qFsoLbxb0MizEQXmAoKcgkjOTebVLa+Snp9e7P1GNxqNTqNjyYklHE0quvPUiLARjG44mhr2Ncp9PEKURdeuXWnWrFmpa/KWdyw61qQpSl4ezvfdh/+7s8n87z8iHxl/1SLZl7Nr3w7bmjUxpWeQtmKF1U5sFjY2uI8cgfO992IbGmr5Ml7JyyP8gSHqDm6XsW/dmhovvIBNgD86V1cAck+eJPdMOHbNmxH1xBPk7D9w5VMsjKGhuI8eTUF8PHoPd1z690ejL/McESFumjInmM6dO4dGoyEgQE1E7Nixg59//pmwsDDGjx9fIZ28EVXlTdTsv47x254oejf04d4mvsz99yRbTide+8LrpNfClROMWga7sTsiGb1WwxsDGtGzgTcejuq3CNl5Jn7aHoGbvQ1dQ7147Oc9HI9Nx6xAWnZ+sSV4H2wbxOv9GqEAm05eoEWwG862VSvBKERVUSmxKPYQnPoXanWBb3pffae1S2p3V5eW+bWAhgMg8RT89QJEbL16EuhKGq2aUMrLBBt7uHeOmsw6vOza93EJhLq91WV6B34tvr1WX3xR8Usm/gfeDUvfXyGqiaFDh7Jx40arenBvvPEGtWuXfnv5qvLeqLyk5qaSnpfO/07/j3Xn1lmSMBo0KCgYdUY0aMgxVUyJgVrOtYjLiiOzILPY83qNHj9HP0aGjeR48nEi0iI4nny8yAylEOcQGns2xsHgQHpeOrmmXNZErrGqueRk48S9te7Fz8GP+2rfh5ON03XtgCdERbhZCSZFUcg/dw5zVha29euTffgwKb/8Ssqvly2J12jUHWevQuvhjkanxxRftLbalezbtsXjkUewb9kCrV1h2Q9zTg6ZmzeT/MuvZG7aBIAhKAi/t98GFDLWriX1fytwvX8gxnr1SPrxR7J37b7qs4yhoRhr18ack4Pv66+hd3e/Zv+EqCrKnGDq1KkT48ePZ8SIEcTGxhIaGkrDhg05efIkTzzxBNOnT6+ovl6XynwTtfpIHGZFQVFgwo9XDyQVqZaXA6/cG0a30BpsPHEBrVaDt5ORut5OJKTnMPvv46w7doELGVf/8Bnm68xP49qQnW8mISOXJgGuN2cAQtwCyhSLslPUxJDBDkLvVt8kXen4Kji/D1qOBmdf9ZiiqG1P/gs/3V/y/Z391QLe0XvUJWIdn4a/X7x6naSyqNFI3WWuYX/wbw1n1sG61yE7+ZqXotGDckXiyN5DTShlxJV8XUBrtcD4mQ1qUe/uL9/QEIS4ld1KCaZDFw4xYtUICq6MGxVAixYfRx/yTfkEOAaw98LeIm1q2NWgWY1m1HatTVOvpkRnRLP/wn7Wn1tfbD0nLVoMOgP13OpxMKHkmnN1XOvQJaALg+oNIsCp6GxzIaqj64lFBcnJnB0ylPxIdYai28gRJH//Q5mf7TxwALkHD5F78uQ123q/PA334cMtr/MiIkhZ8hu54WfI+HdNYcPLklqGwEDQaCz9vBadhwemxEQ8Jk6gxpQpZRuMEFVImRNMbm5ubNu2jdDQUD766CN++eUXtmzZwj///MOECRM4c+ZMRfX1upQlcF1IzyXfZMbPtWgx6nyTmbTsfMuMn8vtOpvEueQsBjQP4HxKNj9vj8TORsu7f5fTh7VScrDRMahlACsOxGBSFO5s4M19Tf0wGrSsORpP57qerDkWz/wtZwGw0WnIK64Y02Vah7ihAD1CazCha+2r7rYihChZqWNRzH74tk/hTmg+jdXlXQGtwckXwvpCThp80Uk9X+8u6PwcbJwN4RvV2T8Jx0u+/93vQZtH1KVth36Dlc+AUswU8KvR6NTlcY411FlOyRFXL6Rd5HottBqrLmM78RcknbI+71FP/f+JV4mhjQZBz1fVQuI5KWodplIUzBRCVN0EU2RaJEtPLeXRJo9iq7felSrPlMf3R77nYMJBcgpy8LT15J+IfypkVpJeo6euW11iMmNIyU0B1BpO5mJipb+jPwPrDqSOax38HP2IyYjhYMJBYjNjWXFmRZEd3wCcbZxxtnEudgnd5Zp6NaVv7b608WlDiEtIeQxNiCqlLLEo9/RpNDY2JP+8kKT588v0HK2jo6VIt9bdHRt/P/JjYq1qHF1J5+mJ1xOPY6xbD/sWzQHIi4om6dtvSPntd5TcUswKv4zGYEBjZ4dTt27YNW+G68CBnB0xgpwjR6n52xIM3t5kbt2KU8+esgROVGtlTjA5Ojpy6NAhQkJC6Nu3Lx06dOCFF14gMjKS0NBQsi9Wtq8qShu4Pl5zkvdXn2D4HUE836c+y/ZG09jfhaw8E4t3neN8ag47wpNoX9uDFkFuDG4dgL+LHY//vIe/Dqvfqge62RGfnktuMcWvK4K9QcszvesT7G5Px7qe2Bp0ZOeZuOfjTbjaGVg8oT1/H47lsZ/2FLvE7UrBHvZEJKofaj0dbVgwpg2N/F0qdhBC3CZK/SbKVACvXaUwq1d9teZR5NbSPXjQfLBzhx1fwKk14NsUgtvDljml77xfC3UGUdSOwmMdn4atn5Ru2Z2FBoLaQeR/xZ/WGdXldMXNdPJprPYj6A51ZleDfpJQEuI6VWSCSVEUzIoZXRnqnW04t4HVEastO6YZtAa6BnbFZDZxKOEQSblJFFxtSex1urSEDsBeb09WQdY1r3G3dad3SG9q2NfA0eCIUWfETm/Hvgv7WBu5lpjMGKv2Rp0RH3sf4rPjsdHakJqXWux93YxuuBhd6OjfkWY1mmGjtaFrYFf5Yk/c0kobi5J++JG4N96wPliKJXCg7tpm364dKQsXlqo9gH27Owj6+ms0Oh2mlBTyIiIwFxQQNf5RzJnFL4UFNSmlc3Eh78wZ3EYMBwWyD+zH64nJ2LdsgUavR3NZvWJzbi6mlBQM3t6l6pcQ1UGZE0xt27alW7du3HPPPfTq1Ytt27bRtGlTtm3bxqBBg4iKuvq3MTdbaQPXX4dimfDjbhxsdBSYlZuWJLqaTnU9cbDRk5qdz+HzqaTnFtC+tgd5BWa61a/B8DuCMZkUFu8+x5BWQaw8GMOyfdHsCE8q03NCPOwJ9XHio2HNMep15OSb0Gs16HXy4U2I8lKmD3Tr3oINb1+9jc5GnXl06UOXzgAN7wevULhwXF1mF7EZ8sqwK5KNg1ozSWsAvVFNKrkEqLOpkso4O7VGGLR7DJLPqTOrUs9C2vmy3eOScWvUYuBCiHJR2nikKAqpuam42roWez4yLZL4rHgy8zPpHNAZgIf/fpjojGi+7f0tsZmx7IrbxfAGw0nPS+dQwiEKlAJOJp8k1D2UH4/8yLGkYxVWG6k4NjobnA3OpOamkq9ce1OVDn4dmNF+Bul56SRkJ/DT0Z+Iz4pHr9UXu6Tt0pI3s2Im31zy/b3tvbm/3v0MCR3C6ZTTNPRoiL3B/obGJkR1U9pYlHXgIBEPPFC2m+t0pSvurdHgfO+9+L39FjlHjpB77Dgug+63JHdP9byT/Kt8vrWpUxu9uwc6Fxe8X3kZvacnppQUqZskbltlnn/3zjvvMGDAAN59911GjRpF06ZNAfjjjz9o06ZNuXfwZolPV2deZeaVoYhtBbE3aHlnUBPua+pvOZaTb8LWoKPAZOaHbRGkZedTYFJ44uc9bDmdyJt/HrvKHVU2ei2+LrZEJGbRsY4n/Zr5cU8TX+xtrP8zsDXILktCVBpFAbTg6AM16kPTByErUZ3d8+fTahutzcV6SzrQ66EgR90V7sCi63tmcHvwbgS7vlVfm/Mh7+IHo5yUa1/vUQ8cvdUZTnoj+LcEF3/Y9H4JiamLu9MV5945as2l8A3qsrfmD4GtzKQUojLM3DqTlWdWEugciEFjQEGdnWSntyMhO6HIEi+9Rm+phXTX73dZjn+y75Ob2m+D1kCgUyBnUovGnzxTHgkmdVmMnd4OO70dRp2RQKdAAHwcfMguyObB+g9y8MJBDice5s4ld5b62WbM5BYzs9PJ4MSgeoMYWn8oXvZe6DV6ywdYdx/5ICrE1SQvWHD1BjodWicnzCkphcdKkVxyHToUr8lPoHd3Jz8mhqQF3+Hx6HjyIyKIfeNNsg8cwJxqPetQ5+6Ooij4v/sujh07FHtfSS6J21mZZzABmEwm0tLScHNzsxw7e/Ys9vb21KhRtbZILW1m/JVlh/hhW8RN7JnK0UbHm/c34cdtEewIT2Ji19o831vd8jKvwIxOq+G7/84ya8URNBqoV8OJ43FFt7EtSQMfJ1oEu/HUnWpNE09HI/HpOXg5GmXatRA3UalnMEVug297V1xH3GpC8llKTPCU6IqkkEsguAars6Q0ulLsMHeVpJJXfbjzNXUZ3KWC5UKIClOaeFRgLqD9wvZkF1St0gcl1UIqrR5BPbi75t3otXpa1GhBen46T69/mnZ+7XCxccHL3osTSSf4J+KfIsvdSsNGa8PYxmPJM+XRxrcN7f3aX3dfhbjVlfa9UerKlZx/5lnLa5tatXDs1JG0VX9hzsnBnFa0gH5JjKGhGPz9sG/VGpcB/dE5O5O5eTPxc+aSe/TiDpRGY5EaSxo7OwI/+xT7tm3BZJI6SUKU4Lp+M3Q6nVVyCSAkJKQ8+lNpTpQhaXOjWoe4MX9MG9YcjaN5oCtfbQqnwGRm/uhWbDqZSN1pf1LcCj1FocTkkk6roU2IGyYzPNA6AHsbHW1CPPB0KlqUvIaTbTF3EEJUCWll/0BzVVoDuAZBcrhaiyk5vOz36P8ZJEfCiVUQs089lnpO/QOlSC4BKOqMpBoNILAN1LkTPOuqp3SGq18qhLjpFEXBzehWZRJMOo0Ok2IqVXIpxDkEf0d/zqSeoXdIb8JTw6ntWptW3q3IyMsgJTeFD3d/SJ4pjzxzHgDHkq49E/xKl2ZAjQgbQfeg7oSnhNPWty2ONo5lvpcQomR2jRrh0LEDmdu2Q0EBeWfOkFSGjaV07u7Y1q+P8z334Hr/QACyDx3mZIeOYC4aUyzJJZ0O+7ZtqPHss9jWrVtYP0mSS0KU6Lp+O5YsWcKvv/5KZGQkeXl5Vuf27NlTLh272TrX9WR3RBLezraE+TpzMDqV2LSy7Q5wNRO71uZoTBpmBWb1bYijUU/Xel5MW3aIFQfUD5RjFuwq0z2D3O2o7+PM493rEObrLDWThLgV1Oqi7hpXcJWaJPXvhcRTcKEUH4jM+ZB0Wv05q4TdUrzCwKO2mnyKOwRB7cHoCLkZ0GQIRG6HPQvKPBSc/KBOD7Wwd0Br8KpX9nsIISqFRqMpUhvJoDVQYC4odme0ima6LJHt4+CDq9EVH3sfRjcaTVpuGl72Xmw4twFnozPbYrYBMKDOAHbE7mBX3C42RG3g20PfXvfzg52Dic+Kx8/Bj0aejRjbeCw1XWpatanlUuu67y+EKFnmtm1kbt5S6vY2oaE4tGyBITgYxy5dMBYzESL+gw+KTS5d4jn5CbwmTbqe7gpxWytzgumjjz5i2rRpjB49muXLlzNmzBhOnz7Nzp07eeyxxyqijzdFZp6JAjNEp+QQnVI+xSaf7VUPo15HoLs9vRt6k1dgZvn+87g7GHh52UF+3BZ5zXtoNWBW4JV7GtAk0IUlu6II83NhVPuQcumjEKKKsXeH1o/A1o9LbnNsxY09Y+DXkB4DmfHQcCB41oOUSDi0RN2h7uymwrYl7fh2id4WurwARic4vVZNVDV9UJ2pJMtwhai29Fo9I8JG8PGejzGjfgi7smi1Fi1o1N3YTKWayXh9+tbuyz017yEiLYIO/h3YFbeLPXF7OJp4lA92fUA7v3Z8u+HbIv3bGLWxVPfXa/WWXeoaejSko39H7q55N/nmfHwdfcnMy8TXUZbvClFZkn/5pcRzhqAgbBs0wFivLgUXLuA5fjwGP78i7XIjIoiaOAmlIB8lL5+C2Nhi76fz8CDw66+xa1C/3PovxO2kzDWY6tevz6uvvsqwYcNwcnJi//791KpVi+nTp5OUlMS8efMqqq/XpbRrez9df4rZfx2/6r261POiTYgb768+gZ+rHa/c24DsPBMrDsRS38eR/edSScrK4/4W/hh0Ovo28yXfpDDt94OsPRZPvrnkv2obnYY8U+H52YOa8ECrQKJTsjmXlEXbmu5SM0mIaqzUNZjO7YBvSl9Qtkz0ttDjVWg3CU7+C1qt+v+3laEAr38raD1WLQqelaDOTjLYVUx/hRAVojTxKN+cT6dFncjML3lL7rLwsPUgLS/NkgRyM7oxrMEwDFoDWflZRGdEU9+9PlqNlvZ+7Zm2aRpHk4/iYnQhOz8bk2KyFBm/ERo0dAnsQvMazfGw9SAlN4WBdQcSkRaBUWekrlvd8hiuEKIUSvveKC86mjP39UXJysKpZ0+0Li6gKDh0aI/LPfcUaZ+6fDk5R4/hNnoUEcMepCCmhPIDOh0eY8eS+uefaG1s8H//PWwbNCiv4QlxWypzgsne3p6jR48SHBxMjRo1WL16NU2bNuXkyZPccccdJCYmVlRfr0tpA9c/h2N5bsl+UrMLqFPDgUld6zBv3SnScwroFurFqfgMQjwdmHpXfX7bHUVqVj7/OxBDdMqN1SbwcLDhtf6NaFvTnTVH42lbyx1/VztZ7ibELabUCabkCJjbpOhxnS1cvlzFoQZ0fxnyMmDfz+oucl2nwsHFcHazujQtpLO6lE5vBBsHSIlQi3Ove6Nsna8Rps50CrpDTSjppPaAENVZaePR8D+Hs//CfkBNCDnZOOFiVHd1PJhw0NLOqDWSa86liVcT6rjW4feTvwMwqO4g/jr7Fx62HvzW9zfis+PZcG4Dn+7/lPS8dAKdAsk15eJi48KplFM3tPROp9Gh0+jIN+dzd6276RPSh4MJBzmfcZ7WPq3xd/THy84Le4M9Pg4+1/0cIUT5KfV7I6AgMZGMTZtw6dsXjVb9nJQfE0PK77/jPnw4OhcXCjIyuPDBh6T8/PM1n23bqBE+r7+OXf3QchmLEEJV5k8JPj4+JCUlERwcTFBQENu2baNp06aEh4dzHRvSVRl+rrakZqvTo0/FZ/L0r/st537dpW7Duycyhd/3RN/Qc7ydjfQK86ZLaA16NvC2OvdA68AburcQ4hZgsFeXyEVsUZNN5nx157fRKyAzAfZ8B2F94achsGUutBkPmRfAOQC0Ouj6EhxYBNu/gMNL1XsanSD3GhsZOPmCRgv2ntB0KDS6H3JS4cw6aPageg8hxG1DURR6h/S2JJhGNRxFI89GHLhwgDt870CDhjpudVhyYgnv7HwHADcbN9yMbrzT+R0OXDjAoYRDZORnkJGfQaufWuFj70NsVuGylHPp6kYB8Vnxpe5Xvzr9qONah12xu2jt05r67vUtO8KZFTN55jzs9Oqsyq6BXcvpb0MIUdl0zs6Y09JJW7ECh/btMefmcu6R8eSdOUPCx6VYQaPV4j9nDo5du6C1san4DgtxmyrzDKZx48YRGBjIq6++yieffMJzzz1Hhw4d2LVrFwMHDuSbb76pqL5el1J/S/f1NjafKr/ZV/Y2Omp7OVKnhiMTu9TGw9EGdwcbWeYmxG2q1N/SxR2Gb3qpM5MuF9BG3bUtvbx2mdOAW7Bac2nkcrB1Kaf7CiGqutLEI5PZxMhVIzmQcKDE+7jbupOUk1Ru/bLX2xPqHopBayDULZTarrXRarT0q9OPo4lHqeVay5I8EkJUf2WZwXR+6oukLltW6ntrjEYMfn44du2C6+AHADDWqnmNq4QQN6rMM5i+/PJLzBcr7j/22GN4eHjw33//0bdvXx599NFy7+DN0quhD3siU8jKK1qk0svJyPA7gohMzGLX2WRqejnwVM+65BUoHDyfSrC7Pdn5JuxtdGTmFmAyq/Wa3BwkOy6EKKPU6KLJJYCoHdd/T1tXddaTzqjWS2o6DLzDrv9+Qohbnk6rI8Ap4KoJphtJLt0ZfCd9QvrQKaATv534DW8Hb3oE9UCrKb5EQEPPhtf9LCFE9Za44LurJpcMQUHovb3ROTliExQEGg2uDzyAsaYklIS42cqcYNJqtWi1hf/jP3ToUIYOHVqunaoMI9uF8GCbILLzTXy89hRfbjyDp6OR3ye2J8jDvsTrWtd0v4m9FELc8ur1gvaTYfd3kJsKWj1c3N0IgMA7ICdFXcqWeQGyEqHbS2q9pW2fqsvkHDyg/RRAgcitENxBCnELIcpEURQURUGDBgUFJxsn0vOsl9ra6GwoMBfgZeeFg8GBzgGdSclNYdmpZQCMbzKeljVa4mJ0Iasgi3pu9XC2cSY+Kx5vh8IyAcPDht/MoQkhqpm8qHOWnzUGA1oHBxx79MBYtw4Gf3+c76ygzVGEEGVW5iVyADk5ORw4cID4+HjLbKZL+vbtW26dKw9lmXp5uQNRKfi72uHhaKzA3gkhbhdljkVmE5jy1DpIcUch7iC0fVQt2C2EEDegLPEoLjMOg86Ao8GRnbE7yTfn42XnZdnxzayY0Wl1Vtfsi99HTZealoLgQghRnNLGIlNKCkk/L8ShXTvsmjWVkiNCVGFlTjD99ddfjBw5koSEhKI302gwmYouMatM15tgEkKI8iSxSAhRVUg8EkJUBRKLhLj1FL/Q/SqeeOIJBg8eTExMDGaz2epPVUsuCSGEEEIIIYQQQoiKV+YEU1xcHE8//TTe3t7XbiyEEEIIIYQQQgghbnllTjANGjSI9evXV0BXhBBCCCGEEEIIIUR1VOZd5ObNm8fgwYPZtGkTjRs3xmAwWJ2fPHlyuXVOCCGEEEIIIYQQQlR9ZU4wLVy4kH/++QdbW1vWr19vVcVfo9FIgkkIIYQQQgghhBDiNlPmBNO0adOYOXMmU6dORast8wo7IYQQQgghhBBCCHGLKXOCKS8vjyFDhlSb5JKiKIC6DaYQonpwcnKymh15K5BYJET1cyvGIpB4JER1dCvGI4lFQlQ/14pFZU4wjRo1il9++YWXXnrphjp2s6SnpwMQGBhYyT0RQpRWamoqzs7Old2NciWxSIjq51aMRSDxSIjq6FaMRxKLhKh+rhWLNMql1HEpTZ48me+//56mTZvSpEmTIkW+P/jgg+vraQUxm82cP3/+qpm2tLQ0AgMDOXfu3C0XuEtDxn/7jr+qjv1W/JauNLEIqu6/yc1wO48dZPxVcfy3YiwCeW9UGrfz+G/nsUPVHf+tGI8kFl2bjF/GX9XGX+4zmA4ePEjz5s0BOHTokNW5qhj0tFotAQEBpWrr7OxcZf7hKoOM//Yd/+089pulLLEIbu9/k9t57CDjv93HfzPIe6PSu53HfzuPHWT8N4PEotKT8cv4q8v4y5xgWrduXUX0QwghhBBCCCGEEEJUUzdUqTsqKoqoqKjy6osQQgghhBBCCCGEqIbKnGAym83MmjULFxcXgoODCQ4OxtXVlddeew2z2VwRfaxwRqORV199FaPRWNldqRQy/tt3/Lfz2Kuq2/nf5HYeO8j4b/fxVzW3+7/H7Tz+23nsIOOvam73fw8Zv4y/uo2/zEW+X3zxRb755htmzpxJhw4dANi8eTMzZszgkUce4Y033qiQjgohhBBCCCGEEEKIqqnMCSY/Pz8+//xz+vbta3V8+fLlTJo0iejo6HLtoBBCCCGEEEIIIYSo2sq8RC4pKYn69esXOV6/fn2SkpLKpVNCCCGEEEIIIYQQovooc4KpadOmzJs3r8jxefPm0bRp03LplBBCCCGEEEIIIYSoPsqcYJo9ezbffvstYWFhjB07lrFjxxIWFsaCBQt49913K6KPFe6TTz4hJCQEW1tb2rZty44dOyq7SxVi48aN3Hffffj5+aHRaFi2bJnVeUVRmD59Or6+vtjZ2dGzZ09OnjxZOZ0tZ2+99RatW7fGycmJGjVq0L9/f44fP27VJicnh8ceewwPDw8cHR25//77iYuLq6Qel6/PPvuMJk2a4OzsjLOzM+3atWPVqlWW87fy2KsTiUUqiUW37u+jxKLqQ+KRSuLRrfk7KbGo+pBYpJJYdOv+Tt5q8ajMCaYuXbpw4sQJBgwYQEpKCikpKQwcOJDjx4/TqVOniuhjhfrll194+umnefXVV9mzZw9Nmzald+/exMfHV3bXyl1mZiZNmzblk08+Kfb87Nmz+eijj/j888/Zvn07Dg4O9O7dm5ycnJvc0/K3YcMGHnvsMbZt28bq1avJz8+nV69eZGZmWto89dRT/O9//2Px4sVs2LCB8+fPM3DgwErsdfkJCAjg7bffZvfu3ezatYvu3bvTr18/Dh8+DNzaY68uJBYVklh06/4+SiyqHiQeFZJ4dGv+Tkosqh4kFhWSWHTr/k7ecvFIuc21adNGeeyxxyyvTSaT4ufnp7z11luV2KuKByhLly61vDabzYqPj4/y7rvvWo6lpKQoRqNRWbhwYSX0sGLFx8crgLJhwwZFUdSxGgwGZfHixZY2R48eVQBl69atldXNCuXm5qZ8/fXXt+XYqyKJRSqJRbff76PEoqpH4pFK4tHt9TspsajqkVikklh0+/1OVud4VKoZTAcOHMBsNlt+vtqf6iQvL4/du3fTs2dPyzGtVkvPnj3ZunVrJfbs5gsPDyc2Ntbq78LFxYW2bdvekn8XqampALi7uwOwe/du8vPzrcZfv359goKCbrnxm0wmFi1aRGZmJu3atbutxl5VSSwqJLHo9vl9lFhUNUk8KiTx6Pb4nZRYVDVJLCoksej2+Z28FeKRvjSNmjVrRmxsLDVq1KBZs2ZoNBoURSnSTqPRYDKZyr2TFSUhIQGTyYS3t7fVcW9vb44dO1ZJvaocsbGxAMX+XVw6d6swm808+eSTdOjQgUaNGgHq+G1sbHB1dbVqeyuN/+DBg7Rr146cnBwcHR1ZunQpYWFh7Nu375Yfe1UnsaiQxCKJRbfy2KsDiUeFJB7d2vFIYlHVJrGokMSiWzsWwa0Vj0qVYAoPD8fLy8vysxDV2WOPPcahQ4fYvHlzZXflpgoNDWXfvn2kpqayZMkSRo0axYYNGyq7W0LctiQWSSwSoqq4HeORxCIhqp7bMRbBrRWPSpVgCg4OLvbn6s7T0xOdTlekCntcXBw+Pj6V1KvKcWm8cXFx+Pr6Wo7HxcXRrFmzSupV+Xv88cdZsWIFGzduJCAgwHLcx8eHvLw8UlJSrDLEt9J/CzY2NtSpUweAli1bsnPnTubOncuQIUNu+bFXdRKLCkksklh0K4+9OpB4VEji0a0djyQWVW0SiwpJLLq1YxHcWvGozLvIJSYmWn4+d+4c06dP57nnnmPTpk3l2rGbwcbGhpYtW7JmzRrLMbPZzJo1a2jXrl0l9uzmq1mzJj4+PlZ/F2lpaWzfvv2W+LtQFIXHH3+cpUuXsnbtWmrWrGl1vmXLlhgMBqvxHz9+nMjIyFti/MUxm83k5ubelmOvaiQWFZJYdPv9PkosqlokHhWSeHR7/U5KLKpaJBYVklh0+/1OVut4VNpq4AcOHFCCg4MVrVarhIaGKnv37lW8vb0VR0dHxdnZWdHpdFbV7quLRYsWKUajUVmwYIFy5MgRZfz48Yqrq6sSGxtb2V0rd+np6crevXuVvXv3KoDywQcfKHv37lUiIiIURVGUt99+W3F1dVWWL1+uHDhwQOnXr59Ss2ZNJTs7u5J7fuMmTpyouLi4KOvXr1diYmIsf7KysixtJkyYoAQFBSlr165Vdu3apbRr105p165dJfa6/EydOlXZsGGDEh4erhw4cECZOnWqotFolH/++UdRlFt77NWFxCKJRZfcyr+PEouqB4lHEo8uuVV/JyUWVQ8SiyQWXXIr/07eavGo1AmmPn36KPfee6+yefNm5dFHH1X8/f2Vhx9+WDGZTIrJZFImTZqktG3btiL7WmE+/vhjJSgoSLGxsVHatGmjbNu2rbK7VCHWrVunAEX+jBo1SlEUdQvMV155RfH29laMRqPSo0cP5fjx45Xb6XJS3LgBZf78+ZY22dnZyqRJkxQ3NzfF3t5eGTBggBITE1N5nS5HDz/8sBIcHKzY2NgoXl5eSo8ePSxBS1Fu7bFXJxKLRimKIrHoVv59lFhUfUg8GqUoisSjW/V3UmJR9SGxaJSiKBKLbuXfyVstHmkUpZjt4Irh6enJ2rVradKkCRkZGTg7O7Nz505atmwJwLFjx7jjjjtISUkpywQqIYQQQgghhBBCCFHNlboGU1JSkqWQlKOjIw4ODri5uVnOu7m5kZ6eXv49FEIIIYQQQgghhBBVWpmKfGs0mqu+FkIIIYQQQgghhBC3H31ZGo8ePRqj0QhATk4OEyZMwMHBAYDc3Nzy750QQgghhBBCCCGEqPJKXYNpzJgxpbrh/Pnzb6hDQgghhBBCCCGEEKJ6KXWCSQghhBBCCCGEEEKI4pSpBpMQQgghhBBCCCGEEFeSBJMQQgghhBBCCCGEuCGSYBJCCCGEEEIIIYQQN0QSTKJSzZgxg2bNmllejx49mv79+1dKX9avX49GoyElJaVSni+EqDwSi4QQVYHEIiFEVSHxSFwPSTAJi9GjR6PRaIr8OXXq1E3rw9y5c1mwYEGFP6dr1648+eSTVsfat29PTEwMLi4uFf58IUTJJBZJLBKiKpBYJLFIiKpC4pHEo+pCX9kdEFVLnz59mD9/vtUxLy+vm/b8t3oI0QAAB0dJREFUygwaNjY2+Pj4VNrzhRCFJBZJLBKiKpBYJLFIiKpC4pHEo+pAZjAJK0ajER8fH6s/Op0OgOXLl9OiRQtsbW2pVasWM2fOpKCgwHJtSkoK48aNw8vLC2dnZ7p3787+/fut7v/222/j7e2Nk5MTY8eOJScnx+r8lVMvu3btyuTJk3n++edxd3fHx8eHGTNmWF1z7NgxOnbsiK2tLWFhYfz7779oNBqWLVtW7BhHjx7Nhg0bmDt3riX7f/bs2SJTLxcsWICrqysrVqwgNDQUe3t7Bg0aRFZWFt999x0hISG4ubkxefJkTCaT5f65ubk8++yz+Pv74+DgQNu2bVm/fn3Z/iGEuM1JLJJYJERVILFIYpEQVYXEI4lH1YEkmESpbNq0iZEjRzJlyhSOHDnCF198wYIFC3jjjTcsbQYPHkx8fDyrVq1i9+7dtGjRgh49epCUlATAr7/+yowZM3jzzTfZtWsXvr6+fPrpp9d89nfffYeDgwPbt29n9uzZzJo1i9WrVwNgMpno378/9vb2bN++nS+//JJp06Zd9X5z586lXbt2PPLII8TExBATE0NgYGCxbbOysvjoo49YtGgRf/31F+vXr2fAgAH8+eef/Pnnn/zwww988cUXLFmyxHLN448/ztatW1m0aBEHDhxg8ODB9OnTh5MnT15zrEKIq5NYJLFIiKpAYpHEIiGqColHEo+qFEWIi0aNGqXodDrFwcHB8mfQoEGKoihKjx49lDfffNOq/Q8//KD4+voqiqIomzZtUpydnZWcnByrNrVr11a++OILRVEUpV27dsqkSZOszrdt21Zp2rSpVR/69etned2lSxelY8eOVte0bt1aeeGFFxRFUZRVq1Yper1eiYmJsZxfvXq1AihLly4tcaxdunRRpkyZYnVs3bp1CqAkJycriqIo8+fPVwDl1KlTljaPPvqoYm9vr6Snp1uO9e7dW3n00UcVRVGUiIgIRafTKdHR0Vb37tGjh/Liiy+W2B8hRCGJRRKLhKgKJBZJLBKiqpB4JPGoupAaTMJKt27d+OyzzyyvHRwcANi/fz9btmyxyoSbTCZycnLIyspi//79ZGRk4OHhYXW/7OxsTp8+DcDRo0eZMGGC1fl27dqxbt26q/apSZMmVq99fX2Jj48H4Pjx4wQGBlqtyW3Tpk1ph3tN9vb21K5d2/La29ubkJAQHB0drY5d6s/BgwcxmUzUq1fP6j65ublF/m6EECWTWGRNYpEQlUNikTWJRUJUHolH1iQeVU2SYBJWHBwcqFOnTpHjGRkZzJw5k4EDBxY5Z2trS0ZGBr6+vsWuYXV1db2hPhkMBqvXGo0Gs9l8Q/e8kWdfrT8ZGRnodDp2795tWRN9yeXBTghxdRKLrv1siUVCVDyJRdd+tsQiIW4OiUfXfrbEo8onCSZRKi1atOD48ePFBrVL52NjY9Hr9YSEhBTbpkGDBmzfvp2RI0dajm3btu2G+hUaGsq5c+eIi4vD29sbgJ07d17zOhsbG6uCb+WlefPmmEwm4uPj6dSpU7nfX4jbncSi0pFYJETFklhUOhKLhKh4Eo9KR+LRzSEJJlEq06dP59577yUoKIhBgwah1WrZv38/hw4d4vXXX6dnz560a9eO/v37M3v2bOrVq8f58+dZuXIlAwYMoFWrVkyZMoXRo0fTqlUrOnTowE8//cThw4epVavWdffrzjvvpHbt2owaNYrZs2eTnp7Oyy+/DKgZ65KEhISwfft2zp49i6OjI+7u7tfdh8vVq1ePhx56iJEjR/L+++/TvHlzLly4wJo1a2jSpAn33HNPuTxHiNuVxKLSkVgkRMWSWFQ6EouEqHgSj0pH4tHNIbvIiVLp3bs3K1as4J9//qF169bccccdfPjhhwQHBwNqkPjzzz/p3LkzY8aMoV69egwdOpSIiAhLxnrIkCG88sorPP/887Rs2ZKIiAgmTpx4Q/3S6XQsW7aMjIwMWrduzbhx4yy7E9ja2pZ43bPPPotOpyMsLAwvLy8iIyNvqB+Xmz9/PiNHjuSZZ54hNDSU/v37s3PnToKCgsrtGULcriQWlZ7EIiEqjsSi0pNYJETFknhUehKPKp5GURSlsjshRHnasmULHTt25NSpU1aF34QQ4maSWCSEqAokFgkhqgqJR7c+STCJam/p0qU4OjpSt25dTp06xZQpU3Bzc2Pz5s2V3TUhxG1EYpEQoiqQWCSEqCokHt1+pAaTqPbS09N54YUXiIyMxNPTk549e/L+++9XdreEELcZiUVCiKpAYpEQoqqQeHT7kRlMQgghhBBCCCGEEOKGSJFvIYQQQgghhBBCCHFDJMEkhBBCCCGEEEIIIW6IJJiEEEIIIYQQQgghxA2RBJMQQgghhBBCCCGEuCGSYBJCCCGEEEIIIYQQN0QSTEIIIYQQQgghhBDihkiCSQghhBBCCCGEEELcEEkwCSGEEEIIIYQQQogbIgkmIYQQQgghhBBCCHFD/g96+Fix3RPvfAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plotting\n", + "g = sns.FacetGrid(fedbatch_df, col=\"Strain\", hue=\"Strain\", sharey=False)\n", + "g.map_dataframe(sns.lineplot, data=fedbatch_df, x='Feeding time', y='Biomass concentration [light scatter]', units=\"Biolector well\", estimator=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "biomass_concentration_in_feed = 0 # There is no yeast cells in the feed medium\n", + "\n", + "# Apply pseudobatch transformation and save the transformed biomass concentration in a new column\n", + "fedbatch_df[[\"Biomass pseudo concentration\"]] = (fedbatch_df\n", + " .groupby(\"Biolector well\", group_keys=False)\n", + " .apply(pseudobatch_transform_pandas, \n", + " measured_concentration_colnames=[\"Biomass concentration [light scatter]\"], # we wish to transform the biomass concentration measurements\n", + " reactor_volume_colname='Volume',\n", + " accumulated_feed_colname='Accum. feed [uL]',\n", + " concentration_in_feed=[biomass_concentration_in_feed],\n", + " sample_volume_colname='Sample volume',\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fedbatch_df[\"Volume after sampling\"] = fedbatch_df[\"Volume\"] - fedbatch_df[\"Sample volume\"]\n", + "fedbatch_df[\"Biomass [mass a.u.]\"] = fedbatch_df[\"Biomass concentration [light scatter]\"] * fedbatch_df[\"Volume after sampling\"]\n", + "\n", + "# plotting\n", + "plot_df = fedbatch_df.query(\n", + " \"Strain == 'Yeast_strain_1'\"\n", + ")\n", + "g = sns.FacetGrid(plot_df, col=\"Biolector well\", col_wrap=4, hue=\"Strain\", sharey=False)\n", + "g.map_dataframe(sns.scatterplot, x='Feeding time', y='Biomass [mass a.u.]')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "import gaussianprocessderivatives as gp\n", + "paper_df = fedbatch_df.query(\"`Biolector well` == 'E01' & `Feeding time` > 25\").copy()\n", + "x = paper_df['Feeding time'].to_numpy()\n", + "y = paper_df['Biomass pseudo concentration'].to_numpy()\n", + "y_raw = paper_df[\"Biomass [mass a.u.]\"].to_numpy()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "relative_error = 0.05\n", + "g= gp.maternGP({0: (-4, 4), 1: (-4, 4), 2: (-4, -2)}, x, y, merrors=(y*relative_error)**2)\n", + "g.findhyperparameters()\n", + "g.predict(x, derivs=1, addnoise=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "g_raw = gp.maternGP({0: (-4, 4), 1: (-4, 4), 2: (-4, -2)}, x, y_raw, merrors=(y_raw*relative_error)**2)\n", + "g_raw.findhyperparameters()\n", + "g_raw.predict(x, derivs=1, addnoise=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "def calc_growth_rate_from_gp(gaussian_process):\n", + " # Calculate specific growth rate\n", + " growth_rate = gaussian_process.df / gaussian_process.f\n", + "\n", + " # Calculate standard deviations from variances\n", + " fstd = np.sqrt(gaussian_process.fvar) \n", + " dfstd = np.sqrt(gaussian_process.dfvar) \n", + "\n", + " # Probagating the uncertainty to the specific growth rate\n", + " growth_rate_std = abs(growth_rate) * np.sqrt((fstd/gaussian_process.f)**2 + (dfstd/gaussian_process.df)**2)\n", + " growth_rate_var = growth_rate_std**2\n", + "\n", + " return growth_rate, growth_rate_var" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGdCAYAAAAxCSikAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAClmUlEQVR4nOz9eZRjd30n/L/vvbra91Kp9rX3fXd7wQvQYLYkgAGTQGD8JM4Mg2eS8Tk5J54/YJbzxMwTw8/zSxgIzMM2hB/OHhPALI2Nsd12u7vd+1pde6kklXbpSne/vz9UkrurpdKVSmvV93VOn2OXVdItuVr66PvZKE3TNBAEQRAEQbQxutUXQBAEQRAEUQkJWAiCIAiCaHskYCEIgiAIou2RgIUgCIIgiLZHAhaCIAiCINoeCVgIgiAIgmh7JGAhCIIgCKLtkYCFIAiCIIi2Z2j1BdSLqqoIBAJwOBygKKrVl0MQBEEQhA6apiGdTqO/vx80Xf4cZd0ELIFAAENDQ62+DIIgCIIgajA3N4fBwcGy/33dBCwOhwNA/gd2Op0tvhqCIAiCIPRIpVIYGhoqvo+Xs24ClkIayOl0koCFIAiCIDpMpXIOUnRLEARBEETbIwELQRAEQRBtjwQsBEEQBEG0PRKwEARBEATR9kjAQhAEQRBE2yMBC0EQBEEQbY8ELARBEARBtD0SsBAEQRAE0fZIwEIQBEEQRNsjAQtBEARBEG2PBCwEQRAEQbQ9ErAQBEEQBNH2SMBCEARBEETbIwELQRAEQRCrkhUVb07HIMpqy66BBCwEQRAEQawqkhFxKZBEIiu27BpqCli++tWvYnR0FGazGUePHsXJkyfL3vbSpUt45JFHMDo6Coqi8Oyzz5a83cLCAj796U+jq6sLFosFe/bswalTp2q5PIIgCIIg6ijKCeB4paXXUHXA8txzz+HJJ5/EF7/4RZw5cwb79u3Dww8/jHA4XPL22WwW4+Pj+NKXvoTe3t6St4nH47jvvvvAsix++tOf4vLly/jyl78Mj8dT7eURBEEQBFFn0YwATpRbeg2Gar/hK1/5Ch5//HE89thjAICvf/3r+PGPf4xvfetb+LM/+7M7bn/kyBEcOXIEAEr+dwD4H//jf2BoaAjf/va3i18bGxur9tIIgiAIgmiAhTgPVdNaeg1VnbCIoojTp0/j2LFjb98BTePYsWM4ceJEzRfx/PPP4/Dhw/j4xz8Ov9+PAwcO4Jvf/Oaq3yMIAlKp1G1/CIIgCIKoL15SsJThW30Z1QUskUgEiqKgp6fntq/39PQgGAzWfBGTk5P42te+hi1btuBnP/sZPve5z+E//sf/iO9+97tlv+fpp5+Gy+Uq/hkaGqr58QmCIAiCKC3GieCE1tavAG3SJaSqKg4ePIg///M/x4EDB/BHf/RHePzxx/H1r3+97Pc89dRTSCaTxT9zc3NNvGKCIAiC2BhinIiM0Nr6FaDKgMXn84FhGIRCodu+HgqFyhbU6tHX14edO3fe9rUdO3Zgdna27PeYTCY4nc7b/hAEQRAEUV+RtNDy+hWgyoDFaDTi0KFDOH78ePFrqqri+PHjuOeee2q+iPvuuw/Xrl277WvXr1/HyMhIzfdJEARBEMTazcdzsLBV9+jUXdVX8OSTT+Kzn/0sDh8+jLvuugvPPvssOI4rdg195jOfwcDAAJ5++mkA+ULdy5cvF/95YWEBZ8+ehd1ux+bNmwEA/+k//Sfce++9+PM//3N84hOfwMmTJ/GNb3wD3/jGN+r1cxIEQRAEUaWcqCDCCbAaGchq66bcAjUELI8++iiWlpbwhS98AcFgEPv378cLL7xQLMSdnZ0FTb99cBMIBHDgwIHivz/zzDN45pln8OCDD+Kll14CkG99/qd/+ic89dRT+G//7b9hbGwMzz77LD71qU+t8ccjCIIgCKJWUU5AVlDgtRmRyLVuyi0AUJrWBompOkilUnC5XEgmk6SehSAIgiDq4Px8Av94Zh7DXhvCaR7/131j8DvNdX0Mve/fbdElRBAEQRBE+4mkBVCgWn0ZAEjAQhAEQRBEGXPxLCxGptWXAYAELARBEARBlMAJMuKcBJup9R1CAAlYCIIgCIIoIcaJ4EQZNiMJWAiCIAiCaFNRToSoqDAa2iNUaI+rIAiCIAiirUTSPBiqPQpuARKwEARBEARRwlw8B0ubpIMAErAQBEEQBLFCmpeQyEqwtUmHEEACFoIgCIIgVohxIjhBbpsOIYAELARBEARBrBDlRMiqBpZpnzChfa6EIAiCIIi2EEkLoNun3hYACVgIgiAIgriFpmmYi2dhbaOCW4AELARBEARB3CLFy/mC2zaqXwFIwEIQBEEQxC3inIisqLRVhxBAAhaCIAiCIG4R5UQoqgZDGxXcAiRgIQiCIAjiFuEUD7qNJtwWkICFIAiCIAgAgKpqmE/kYDO1VzoIIAELQRAEQRDLUryEVK79Cm4BErAQBEEQBLEsP+FWgbXNCm4BErAQBEEQBLEsxolQNRUGuv3Cg/a7IoIgCIIgWiKY5MG0YbACkICFIAiCIAjkC24Xkrm2rF8BSMBCEARBEASAZE5COie33cC4AhKwEARBEASBKCeCE+W22yFUQAIWgiAIgiAQ40RoGsC025rmZSRgIQiCIAgCwWQOBqY9gxWABCwEQRAEseEpqoaFJA9bm6aDABKwEARBEMSGl8iKyOTktu0QAkjAQhAEQRAbXowTkZXktpxwW0ACFoIgCILY4CIZEZqmteWW5gISsBAEQRDEBhdI5GBk2vd0BSABC0EQBEFsaKKsIpDMwd7G9SsACVgIgiAIYkOLcgIyQnsX3AIkYCEIgiCIDS2aESFICsxse4cE7X11BEEQBEE01FJaAAWAauOCW4AELARBEASxoc3GOFjaeGBcAQlYCIIgCGKDSvMSYpzU9gW3AAlYCIIgCGLDimbEjii4BUjAQhAEQRAbVpQToKgaWKb9w4H2v8I2oKhaqy+BIAiCIOoumOTB0O1dbFtAApYKFFXDP56ZRzDJt/pSCIIgCKJuFFXDXDzXEekggAQsFamahqyoIJETW30pBEG0MU3TcHYugZ9eWIQoq62+HIKoKJ4Vkc7JHVFwCwCdcZUtJsoKsqLS6ssgCKJNKaqG1yYi+PWNJYiyChPL4J3butt+rgWxsUUzIjhJRp/R3OpL0YUELDqIsoYcCVgIgihBkBW8eDWMN6Zi6LKZQFPAiZsR+OxG7B10t/ryCKKsaEYANLT1huZbkYBFB1XTkMxJrb4MgiDaDCfI+PmlEM7OxdHvtsBhZgEAWVHB8StheKxGDHmtLb5KgihtLp6FydA5lSGdc6UtliQ1LARB3CKRFfHPZxfw1lwcw15bMVgBgH63BRlBxs8vBZHMkg87RPvhJQWhlNAx9SsACVh0S+ZkaBppbyYIIu/kVAzXFtMY99lhMTJ3/PfRLhtmY1n8/HIQgkxSykR7iXIiuA4ZGFdAAhadeEmBQCr/CYIAkBVlXAum0WU3wVjmSJ2hKYx02XBxIYlXbkSafIUEsbpoRoAgqzCzdwbb7aqmgOWrX/0qRkdHYTabcfToUZw8ebLsbS9duoRHHnkEo6OjoCgKzz777Kr3/aUvfQkUReFP/uRParm0hpFkjXQKEQQBAJiJZhHLivDY2FVvZ2YZdDvMeGsukS9wJIg2EV7e0NxJqg5YnnvuOTz55JP44he/iDNnzmDfvn14+OGHEQ6HS94+m81ifHwcX/rSl9Db27vqfb/55pv467/+a+zdu7fay2o4UVGQFeVWXwZBEG3gRigNGoCBrvwS6rayyPASZmPZxl8YQeigaRpmo1lYOygdBNQQsHzlK1/B448/jsceeww7d+7E17/+dVitVnzrW98qefsjR47gL/7iL/DJT34SJpOp7P1mMhl86lOfwje/+U14PJ5qL6vhRFklrc0EQSCZk3BziYPXVv717FY0RYFlGFwPpRt8ZQShT4qXkciJHVVwC1QZsIiiiNOnT+PYsWNv3wFN49ixYzhx4sSaLuTzn/88PvjBD95236sRBAGpVOq2P40kKRo4ErAQxIY3HeGQyIlwWVdPB93KazNiPp5DjCPdhkTrRTMCOEGBzdQ59StAlQFLJBKBoijo6em57es9PT0IBoM1X8QPf/hDnDlzBk8//bTu73n66afhcrmKf4aGhmp+fD0EmaSECIIArgZTMDJMVcO2HGYDUjmZpIWIthDlRCiqqiul2U5afrVzc3P44z/+Y/zN3/wNzGb944GfeuopJJPJ4p+5ubkGXiWgqkCGJwELQWxkS2kBc7EcumzGqr6PpigYDTRJCxFtYSGeg4Fp+dt/1apKYPl8PjAMg1AodNvXQ6FQxYLack6fPo1wOIyDBw8Wv6YoCl5++WX81V/9FQRBAMPceWxlMplWrYmpN9ZAIU4GQBHEhjYT5ZDmJfS5qt+94rUZMRfLIs6J8FQZ8BBEvfCSgrlYFk6z/pRmu6gqxDIajTh06BCOHz9e/Jqqqjh+/Djuueeemi7g3e9+Ny5cuICzZ88W/xw+fBif+tSncPbs2ZLBSisYGRopngQsBLFRqaqGy4EULEZDTUsNHWYD0jxJCxGtFU4JSPFSRwYsVZcIP/nkk/jsZz+Lw4cP46677sKzzz4LjuPw2GOPAQA+85nPYGBgoFiPIooiLl++XPznhYUFnD17Fna7HZs3b4bD4cDu3btvewybzYaurq47vt5KRgODnChDkBWYDO0RRBEE0TyLKR6BZA4+nd1BK9EUBQND4UY4jX1D7vpeHEHoFErzkBSt7MDDdlZ1wPLoo49iaWkJX/jCFxAMBrF//3688MILxULc2dlZ0LcU8gQCARw4cKD478888wyeeeYZPPjgg3jppZfW/hM0CctQxa3NJGAhiI1nOpJBTlLWNLvCazViJppFIivCbSVpIaL5ZqNZsB1YvwLUuK35iSeewBNPPFHyv60MQkZHR6vewdOOgYzRQEOQVWRFBW6yfJUgNhRZUXF5MQ2HaW3H6E4Li1Cax2wsSwIWoulyooKFRBZOc2fNXynozDCrBYwMDXE5YCEIYmOZj+cQSvFVdwetRFMUWJrGjXCmTldGEPqF0zxSOfm2zeKdhAQsOlEUBQoamXZLEBvQZISDpKgw1WFRnNdmxEyUQyJLhsgRzRVKCZBVtSPrVwASsFRFA0WGxxHEBqOqGqaWMmtOBxU4LSxSObJbiGi+mRgHY5t03taCBCxVoABwAglYCGIjSeQkxLMSHHXK+9MUBYamMUHSQkQT5UQFgUQOTktnpoMAErBUxWigkciRWSwEsZEspQVkRBm2Oi6Ky6eFskiS1xOiSUKpQv1KZxbcAiRgqQrLkICFIDaacJoHNK2q3UGVOM0sUryEcIqv230SxGpCKR6KqnVsSzNAApaqGA00OEGGrKitvhSCIJpkJpKFha3vp1KGpqBp+TcRgmiGmSgHU4cW2xZ09tU3WbG1WSKdQgSxEaR5CUsZoSHH6BaWwXSEFN4SjccJMgJJvmPbmQtIwFIFo4GGqKiktZkgNoiltICMIMNex/qVAofZgKWMQHaUEQ0XSvFI851dvwKQgKUqLENDkjUyPI4gNoiltABF1WBoQN7fbjYgzUsIp4S63zdB3CqUEqCoakfXrwAkYKkKQ1NQNY3MYiGIDWIunoOxQS/yBpqGomr5ol6CaKB8/Urnzl8pIAFLlSgK5ISFIDYAXsrPrWjkMbrFaMAMqWPRRVZUzEaziGbIiVQ1MoKMYJKHs8PrV4Aalx9uaBqQJcPjCGLdW0oLSPMS+t2Whj2Gw2xAKMU3rE5mPZAUFTdCGZyZjWEmmoWJZTDksWBrjwNDXit8dlOrL7GthVI8UryM0a7O39pL/oZUyUBmsRDEhrCUESAqakOP0h0mA2a4LMIpHvZue8MepxPxkoIboQxOz8QwG8uCoWn0Oi0QFRUTYQ5XFlOwm1gMeCy4e7wLYz5bqy+5LYVSPFRNbUgdVrORgKVKRgONZJYELASx3i3EczDQ+l/kZUXFufkkRrus6NL5qd/A0JBVFeG0gHESsBTFORH/ci6Qr71gaAx7bcWFfRYwcFlYqJqGDC/jRiiDQCKHh3f1YveAq8VX3l40TcPUEgdznecItUrnh1xNZmRopHkZqqq1+lIIgmgQWVExG8vqTtOIsor/8/oM/uHMPL7+65uIV7GJ2WxgMBPlar3UdUeUVfzqaghTSxmMdtkw3GUruV2Ypig4LSw2++3QNOBH5wN4fTJKXptvsZQWsJDIwWPt/PoVgAQsVSvOYiHD4whi3YpyItK8voWHOVHBt16dwo3lZYacqOB7J6Yh6HyNcJhZLCZ50n247I3JKC4spDDSZdPdhtvvtsDGGvCLyyG8dH2JTCNfNhfPgltH9VEkYKlSftqtAo68uBDEuhVOCeAlFRZ29fqVNC/hm7+ZxGwsCwvL4PfuGobDZEAoJeCHb85B1Sp/2neYDUjzMpnHAmAinMZrk1F02YwwV3juV/I5TPDZTXj5+hJeuBQEv8E/VGqahquLaZhZBlQd9mAFEjkkqjg5bAQSsFSJNVAQFY1MuyWIdSyYzIECVn2hj3Ei/vrlSQRTPBwmAx6/fxy7B1z49N0jMNAUroXSeOFisOJjsQwNZbmOZSOLcyKOXwlDUTTdNUAruSwsBt0WnJyK4ScXFjd00BLJiAgkeHhtxjXfV0aQ8dypOfzDmQWcn0+s/eJqRAKWKhloGopCpt0SxHqlqhqmY1nYVjlGj3EivvHyTcQ4ER4riz96YBy9LjMAYMhrxccODQIAXpmI4NR0rOJjGhkGs7GNO49FUvJ1K4FEDsNrbL+1mgwY7bLh7FwCv7wSgrRB00OzsSwyorTmdJCqaXjuzVmkeRk2kwGb/a0rDicBSy1oMjyOINareFZEMrt6/crLN5aQ4mX4HSb82wc23XEisHfQjXdv9wMA/vnsAiaXMqs+psNsQCCR3bAntyen3q5boeuQvjCzDIY8VpyajuHFq2EoG6wQV9M0XAumYTasPR10/EoIN5c4sAyF9+7sgdXYunoYErDUQiMpIYJYr5YyAjhBLnvCoqgaLi4kAQAf3NsHp6V0B8a7tvuxd9AFVQP+/vT8qvUsDjOLFC9jaQOmheZiWbw2EaupbmU1NpMBfS4LTtyM4pUbSxuqeyjKiQgkcvCsMR10NZjCi9eWAAC/tbe/LumltSABSw0MNI1krrXFRwRBNEY4xUOFVvaT/kQ4jayowG4yYNxX/nicoih89MAgTIb8sMm5VVI+RgMNSdmYe4XOzsXBiXLNdSurcZhZdDtMePl6BG9MRet+/+1qNpZFhpfgWEM6KM6J+LtT8wCAu8e9bTHjhgQsNSDD4whi/ZqJZmFdZdDWufn86cqeARcYevXjdqOBxs4+JwDg/PL3lb0tQ2MuvrHqWBaTOVxZTKPHaW7YY7itRritLF68uoQzs/GGPU47uRZMw7iGdJCkqPjByVnkJAWDHgs+sLuvzldYGxKw1IBlaCQFGZqOlkWCIDpHVpQR5cSyhYqirOJyIAUA2Deo7xPnnuXbXQwkK6SFDJiP5TZUZ8u5uQQ4UYGrTFqtXrrsJliMDH5xKYgLFQLHThfN5IfFrSV98+Pzi1hI5GA15lv122Wsf3tcRYcxGmgIkgJe2pjV5wSxXkUzIrKCAqupdC3F1WAKoqLCY2Ux5NXXzbLZb4eZzU/InomWP0EpzGPZKHUs4TSPS4EU/E1aXtjjNIOhafzsUhBXFlNNecxWmIvnkOEl2GvcMv7WbBwnp2OgAHzi8BDc1tbWrdyKBCw1yA+PU8lkSoJYZ+JZcdWFh4V00N5Bt+7jdgNNY2df/pTlwkKi7O1MBgaiomIpszEClosLKaR4Ce4mjo3vd1ugqBpeuBjERDjdtMdtpuvBFFiGqanbKpjk8c9nFwAA79zux9YeR70vb01IwFKDwnh+0tpMEOtLNCOi3Ot8TlRwPZR/k9s35K7qfvcsFyxeXEitmhaiKQqLyVxV992J4pyI83MJdNlMdZnCWo0hrxW8pOBfzy9iOrK+djjFOBFz8drSQbyk4G/emIGkaNjit+Ndy2357YQELDUw0BRkMjyOINaduXi27Dj+S4EkFFVDj9OE3iqLRDf5bbCwDDKCvOqbpN1swGwst+7nhlwKJBHLii1rkx32WsEJMv71fGDV7q1OMxfLIpWTde3AupWmafiHM/OIciJcFhafODxUl3k49UYClhoUPhGQfUIEsX5kRRkxToStzGCsc8sjyfcNuqu+bwNNY2d/vlvowkL5ok+HyYB0TkKUW79poRQv4cxsAh6rsWVvihRFYbTLhnhWwo/OBbCQWB+nWjfCabAGqurn9excApcCKTAUhd+7a3jVKc+tRAKWGlEAaW0miHUkxpUvuE3xEiaX8icje2sIWIBb0kKBVNkTFIuRQVZUEEmv3zlPVwIpRDMCuh3NKbYth6IojPlsiGYE/MtbC5jv8JbyQCKHySUOviqLmGVVxS+vhAAA797h111M3gokYKmRyUBvmOI4gtgIYlz5gtsL80loAIY8lprTGJu67bCwDDhBxnS0dFqo8Ml4aZ0OkMuKMk7PxOG0sG2RcqApCmPddkQzAp4/G+jooOX8fAKcIMNprq6I+fRMHPFsfufQvZt8Dbq6+iABS41MLIMoJ26occ8EsZ5FMyIolP77XEwHVVlseyuGprCrkBZaZRaI1ciUDWg63fVQBuE0D7+jcYPiqrUyaOnEmpZIRsClQArdVT6vkqLixathAMBD27phNLR3SNDeV9fGzCyDnCiTOhaCWCfm4zlYStSvRDMC5uM5UHg7rVOrW4fIlUsL2U0GxDgJKX59pZxVVcOlQBJGhqk4IbjZikELJ+JH5zovaLm0kEQyJ8FTZYv4G5NRpHgZLguLu0a9Dbq6+iEBS43MLA1eUpHiScBCEJ0uJyqIckLJTbSFItlN3XY4qjxuX2ncZ4d1uU5lMlJ6g7N9eYBcZJ0NkFtM8ZiLZVteu1IOXahp6bCgJZmTcG4+Aa/NWFWLuCAreOl6frHhu7b722aa7Wra/wrbVH54nIL0OvsURBAbUZQTkBUV2EoU3N4I5wOLXQPONT9OPi20PESuTFrIQNNQNW3dTby9Gc4gJypt24ECvB20xJaDltlVJhO3i6uLKUQzYtXFtq/djCIrKuiyGXFw2NOgq6svErDUiKIoUBSFNDlhIYiOF+ckiPKdBbeyqhYLMce6bHV5rL3LaaFLq3QLsQy9blptgfxQskuBJFyW9hnzXg5NURhdDlqeP7eAmTauJ8qJCs7MxuEwV1fEnBMV/OZG/nTl3Tt62i5FVw4JWNYowa3f9kOC2CgiGaFkwe1igoekaLAambqlMka7bDCzNHKSUnaqrcNkwEI8B0FeH8MpZ6JZLKUFdNnbP2AB3j5pSeQkPH8u0LYTca+F0gilBPid1f1u/mZiCbykwu8wFQPoTkACljUwGxjS2kwQ68BCmYLbwqfrEa+1biPkGTo/tAwApsq8EdrNBmQEGZHM+vhAdDWYAoX8yVGnoCgKY102pHISnj+3gMml0jVHrSLKKs7MxGBhGRho/c9rRpDx2kQUAPCenT1t0V6uV+f89rQhM8sgxkmQFbK1mSA6VU5UEClTcDu9XMMwUqd0UMGYL39/hWF0K5lZBoKsrIvC2xgnYiKcQVeTtjLXU2EibppX8Py5ACbC7RO0TIQzmIvn0FPlmohXbixBVFQMuC3Y2bf2uqxmIgHLGphZGrysICOQOhaC6FSxrFiy4FbTtLdPWLrqO/1z3GcHAExHubLLECmKQjDV+QPkJpcySOUkOC3N28pcT/mgxYqcqOBH5wK4Gky1+pIgKyremo3DQNNVzU7JiQremIoByHcGNXvx5Fq1b7l2BzCzDJbSAtK8DLe1M3KzBEHcLpYRSxbcRjMiOFGBgaYw4LbU9TH73GaYDDQEWcViki95/3aTAbPRLFRVA90hRZErKaqGiwtJWI2GNaUe5mJZ/OpqGEsZAeM+G7b1OrC52w5TmUWV9UZRFEa6bJiLZfGv5xchKxp2r3Emz1qcnUtgIpypeoz+yakoBDlfu7Kt19Ggq2scErCsAcvQkFV13Q14IoiNpFzBbWHa7KDHUvcZFfRyquFaKI2ppUzZgCWZkxDPih2ZTgHytUGBJI+eGifbLiZz+OXlEK4E08WvxTgRp2biYJYLY3f0O3Fk1FNVHUethrxWLCRy+MmFRciqhv1rmHxcq0Aih9/ciMBpYWGuImCTFBWv3szXrjywtbujalcKSEpozUhrM0F0soV4Dma2VMFtY+pXCgp1LOUKb20mA7gOL7y9EU5DkBVYjNWdhEQzAv5/J2fxl7+awJVgGhSAg8MefProCO7d1AWvzQhF0zCxlMGPzgXw7VenkW1San7AbYGBpvHTi4s4PRODVial1wi8pOBXV0NI8VLVtStvzSaQEfJTbWvZON4OyAnLGjE0hRhpbSaIjpQTFUSzQslhZoUTltE6168UFAOW5TqWlZ94aYqCBg3hNN+Rx/dZUcblQAqeKtPlcU7EV1+aAC/lmxn2DLhwbEdPsa18Z78TH9yjIZIRcWUxhRevhTEV4fC1X9/EZ+8drXqAWi16XWaEUzxeuBhEVlBwz6aupkyKPXEziuuhTLEGSi9V04pzV+7b7OuYuSsrkROWNTKzDMLrdLMqQax3sawITlBgW3ECkOYlRDkRFIBhb2NOWPrdFhgN+RUfwWTp1xALa+iIaaulTC5xiGXFqrZbK6qG507NgZdU9LvM+A/v2ozfvWv4jhk4FEWh22HCA1u78W8f3AS3hUWUE/G1l26WXXlQb36nGS6LEb+6FsYLl4LIiY2dmTMRTuONqSh6nOaqlxReCqQQ5URYWAZHRjtjqm0pJGBZI7OBRionr5sBTwSxkRQLblfUAhTSQX6nqep0hl75eSz505vV5rEspQVwHdiJeC2UBkNRVdWWHL8awmwsC5OBxqeOjqDPVbnYuddpxuce2oRBjwU5ScG3X5nG6Zn4Wi5dN6/NiH6XBW9OxfDPZxcadtqezEl48eoSFBVVn1hpmoaXl3cG3T3uvaO4vJOQgGWNzCwDXlJIHQtBdKBomYLb2Vhj61cKxpaP9ssGLCYD0oLccXuF4pyI6QhX1enKzaUMfn0t/8b6kQMD8FTxvQ4zi8fvH8fuARcUTcM/nJkvvkk3ms1kwJjPjqvBNP7h9HzdlyYqqoaXr4cxF89iuMquIACYjHBYSORgoCncs8lX12trtpoClq9+9asYHR2F2WzG0aNHcfLkybK3vXTpEh555BGMjo6Coig8++yzd9zm6aefxpEjR+BwOOD3+/HhD38Y165dq+XSmi4/4EklAQtBdKCFROmC21rrV2RFreo05NbC21LzWFiGhqKqHTdRezrKIc3rn73CCTL+7tQcNACHRzzYW0NRKMvQ+OSRITy4tRsA8MKlIE7cjFR9P7UwGmhs7rYjlOLxD6fncWY2DqkOA0U5QcYLF4M4PZPAoMdaU+1JIXA7NOKBvY0XT+pRdcDy3HPP4cknn8QXv/hFnDlzBvv27cPDDz+McDhc8vbZbBbj4+P40pe+hN7e3pK3+fWvf43Pf/7zeP311/GLX/wCkiThve99LziuPfc33IqhKaiqSrY2E0SH4SUFUe7OgltRVhFYXjxYzQmLKKuYWMogkMwhkdWXGhhwW2Bk8nuFQmWGxLEM01F1LJqm4WowDSPD6Gqd1ZZPRFK8jG67CR/a21/zY9MUhYd39eKd2/JBy4/O5zt5moGhKYx326FoGn50NoC/X+NpSzCZD37emIqi322pKdgIJHK4Ec6AAnD/lu6ar6VdVP0MfOUrX8Hjjz+Oxx57DADw9a9/HT/+8Y/xrW99C3/2Z392x+2PHDmCI0eOAEDJ/w4AL7zwwm3//p3vfAd+vx+nT5/GAw88UO0lNp1GWpsJouPEuHzBbY/z9lOAuXgWqga4LCzcOk8IRFnFZCSDnX1OdDtM+M2NCFiGLtl9dCuGpjDSZcWNcAZTEa5kzYbTbMBCIgteUqqau9EqSxkB87Gc7kWHJyajuBpMg6EpfPKuoaoLSks5tqMHopyfO/KPZxbAMnRNpza16HNZIFgV3AilMRfL4tCIB3eNeeEw6/td0jQNlwIp/OpqGHFOxKZue807mF5e7gzaM+iqKj3Xrqp6FkRRxOnTp3Hs2LG374CmcezYMZw4caJuF5VMJgEAXq+37G0EQUAqlbrtT6uwDI1Ihx3ZEsRGF+NECPKdQcCt4/j1jC4XZAVTy8HKh/b148Gt3Tgy6sVcPAtBqlyMX2kei8PMIsXLCKc64zVmJppFRpB0nQjEsyJ+ejEIAHj/7l5dRbZ6UBSFD+zpw5FRLzQAf3tqDlcWm/ceYWIZbPY7YDMa8OvrS/jBG7N4czqG+Xi2bKpIVTVEMwJeuraE588GwEsKNvtrD1aiGQEX5vPvpQ+sg9MVoMoTlkgkAkVR0NPTc9vXe3p6cPXq1bpckKqq+JM/+RPcd9992L17d9nbPf300/iv//W/1uUx18rM0utiSRlBbCQxTgBwZ0BSHBino8BRkBRMRjjsGXThg3v6iicq797hR1aUcWEhic3d9lVndNwasGiadkeQZDTQkBQVoTSP4QbNhKkXVdVwOZAfxa8n2HvlRgSKqmHMZ8M94111vRaKovA7+/shKSrOziXwg5Oz+MzdI9jS07yZNh6bEU4Li8VkDv96LgAzy8BlYTHms2HIa4WZZRDPiggmeSwkcsjwMlK8hF6nec3rXl6+sQQNwNYeO/rrvFqiVdquAufzn/88Ll68iFdeeWXV2z311FN48skni/+eSqUwNDTU6MsryWxgkBZk5MTqJzoSBNEagQR/x+mKomqY0dkhxEsKpqMc9g668IFbghUgX4z/8O5e5EQFNyMZbPE7ytZzDHgsYBkKWVFBOC2UnGBqZBjMxbI4Mlr+1LkdLKZ4BJI8um2Vh7dlBBmnlutL3rmtMYv4aIrCIwcHISkqLgVS+D+vz+Cz945iU3d1g9fWgqEpDHrygSYvKUjmJLw5HcMbU1FQFAVNAww0BZvJAKeFRa/LvOax+amchDOzCQDAQ1v9a/0R2kZVZ00+nw8MwyAUCt329VAoVLagthpPPPEE/vVf/xUvvvgiBgcHV72tyWSC0+m87U+rvN3aTApvCaITCLKCpbRwx8C4UIpfXoRIo9e1+ujz+XgWewZc+ODevpK1Kk4zi/fv6UO/y4LpMukeADDQdLFddbLM7ZxmA+bjOfA6UkytNB3JgJcUWHWkg07cjEJSNAy4LdjU3bj2cYam8OiRIWzvdUBWNXzvxHTZ9FujmVkGPU4zNvsd2Ox3YNxnx9YeB8a77ehxmmE3rW1JZMErE/mTq5EuK0Z9jW3Nb6aqAhaj0YhDhw7h+PHjxa+pqorjx4/jnnvuqfkiNE3DE088gX/6p3/Cr371K4yNjdV8X61gYvNbV1Ok8JYgOkIiK4ETZViNt7+xFupXhr3WVd84CnUI+4bcd9zHrbodJrx3Vy8MDLVqu3OleSz5OhapretYZEXF5cU0HKbKxaWCpOD1ybcX8TXidOVWBprG7901jK09dkiKhu+emC7+v24VmqIaMiI/K8o4OZU/uXpo6/qoXSmouprnySefxDe/+U1897vfxZUrV/C5z30OHMcVu4Y+85nP4KmnnireXhRFnD17FmfPnoUoilhYWMDZs2cxMTFRvM3nP/95fP/738cPfvADOBwOBINBBINB5HK5OvyIjUdTFDRNIycsRMfiJQVyHeZGdIoYJ4KXVJjZ218Cp3UuPIwvj5zXM8hrxGtFv8uy6hTUlXUsKxkNNGRFa+s1IAuJHMIpXlc3ypvTMeQkBV02I3b1N+d03MDkp+du7rZDlFV857Xpug95awcnJqMQFRV9LjO2NrFepxmqDlgeffRRPPPMM/jCF76A/fv34+zZs3jhhReKhbizs7NYXFws3j4QCODAgQM4cOAAFhcX8cwzz+DAgQP4wz/8w+Jtvva1ryGZTOKhhx5CX19f8c9zzz1Xhx+xeVI5ErAQnSWZlfDqxBL+928m8fen59v6DbGe4pwIDXcWuM7H829glQKRRFbCth6HrjZjmqawvc8JTix/wjLkscBA509hyk21ZRm6OIG3HU0tcZAUreJzIisqXpnID3R7YGt3XVIgerEMjU/fPYIxnw2CrOLbr01hId4ZH4z1EGQFr03kT64ebMLJVbPVVHT7xBNP4Iknnij531566aXb/n10dLTi+u1mruduFJOBQZh0ChEdIpEVcX4+ibNzcUQyIlwWFleCKSxlBDy01Y/dA85192J3q0CSh3nFTpWsKCOezX/oGFilq0KUVTA0hbEqCjdHuqywmwzICHLJdl8DQ2PIa8VUhMNMLAt/icLbW+tY2m0eiyAruLyY0jXZ9uxcAilehtNswIEhd+MvbgWjgcZn7hnBd16bxkw0i//31Uk8du8YhmoYe99u3pyOF0+udg+4Wn05dUd2CdWJmWUQ5cR1EXwR65emaXj1RgTfeW0av7wSgqoBW3sc6HNZsMXvAC+q+JdzC/jZpWBHLtzTQ1JUhJL8HbUngUT+dMlrM67a7RfLiuiyGTHk1d8q6neYMOC2ILbKvKZCG/VMmam2DjOLNC+15V6huVgO0Uz+eVmNqml4+Ub+dOW+zb5V270byWRg8G/uGcWI1wpeUvGtV6daVohbL7Ki4pXlQXEPbGnuyVWzkIClTswsg5yogGvwinGCWIuZaBYvTyxBWw5U/I63WyhpisKAxwKf3YRXb0bx96fniyPq15N4VgQnynd0CC0s/6yVZlYkcyJ29Dmr2npLURS29zmQk5SyH2pGugoBS+k3TqOBhqhoZUf4t9LNpQxUTas45OxyIIVIRoCZpXFXi1u0TSyDf3PfKMaX00PfeW0KE+FMS69pLW47uRp2t/pyGoIELHViNtCktZloa4qq4fXJKCRZRY+z/KwHp5nFlm47piIZ/OJyCKK8vopxE1kJWUmBeUXAUgjOVksHCbIClqaLRbLVGPba8qckZU6uhr35+4xyYtnXESNDYy7eXnUsnCDjWjAFT4VBZ5qmFUfF3zPeBVMbpLVMBgafvXe02D30vRPTuBZs3dT0WsmqipeWlxy+o4UnV422Pn+qFjAallubc+vzGJ3ofNeCadwIZ4pDrFZjYGiMdtkxFeFwKZBswtU1T4wTAU27I2B7+4Sl/PyVGCei22nCgKf6yaE+uxEDHgtimdLdQhYjA78jP3CtXHGtw2zAfKy95rFMRTjEsxI8FdJB09Es5uM5sAyFezb5mnR1lbEMjU8fHcGOPidkVcP3X5/FxYXO+p0/ORVDjBPhMBlw11h9Jwa3ExKw1EmhQJGcsBDtiJcUvDEVhYGmdBdsGg00bEYDXp+MIrOO6llCSR4sc/tzkBOVYtvxwCr7bFI5CTt6nTXtd6EoCtt6HRBkBWqZtNDocjt1+ToWA1JtVsdyLZQGo2OmSGFr8r5Bd02bhxvJwOTntOwZcEHRNPzwzVmcnUu0+rJ04SUFv7oaBgC8e0dPXZZHtqv1+5O1AENTWEy2X36ZIC4FkpiJclXvFOl1mbGY5HF2Nt6gK2suRdUQSPGwrkwHJfOnKx4rW3ZKKy8pMLFMTemggtEuGxwWtux290p1LCYDA7GN5rFEMwKmIxy67KuP4hdkBRcX8qmWQyOeZlxa1RiawicOD+HAkBuqBvzdqTmcmo61+rIq+vX1JWRFBd12U9s+t/VCApY6cpgMmI2V38ZJEK2Q4iW8MRmD3cRWfTLA0BS8NiNOTcfXxUbyZE4Cx8t3jNIP6Ci4jXIiehwm9FUY2b+awrC5KFf6uSwMrAsk+LKvIyxDYS7WHsXQ01EOKV6Cw7z6icnFhRRERYXPrm/YXqswNIVHDg3irrH8lud/fGsBr92MtPqyykrmJLy6PNPmfbt7GzI5t52QgKWOCuOz18MLO7F+vDUTRzDFl1yqp0e33YR4VuyIT5uVxLh8h5CFLd0htFrBbYaXsKPPueaCxm09DkiKWjIt5LGycJgMUDQN82UGmjnNLOZi2ZbXsaiqhksLKVjYyvtvTs/kT+gODnvafr4PTVH4nX39eMfmfJ3Nv55fxK+vhVt8VaX98nIIsqphtMuK7b3ra6ptKSRgqSOLkYEgKW2974PYWMJpHqdn4+i2m2r+9EVRFHpdFpybT3b8KPN4VoSm4Y7nojDttNwJS1aUYTYyGKnDIrmRLitcFrbkZGyKojC8nBaaLZMWapc6lvxm5hx8FYptoxkB01EOFIADw52RsqAoCu/f3Yt3bstvOv7Z5RB+cTnYVnO2gkkeZ5ZTte/f3df2gWA9kIClzmiKWpezK4jOdHIqhmRW0rXfZTUuCwtezBfuqmr7vGhXK5Tk7whWeElBdLngtlzAEuNE9DnN6KvxlOpWbqsRo1224mOuVEgLzZQJDk0GBlIb1LFMLWWQ07GZ+a3l4tXNfjtcOibhtguKovCenT14eGd+7cyL15bwkwuLbRO0vHBpERqA3QOudTGlVw8SsNSZ3cxiJpaF0sEv6sT6EE7zuLqYRq/LUpdPXwMeC64ut0Z3IlXVsJDMwbZywu1ywa3LwpbtXsmKCrb1OkHXqUZga48DiqqVfJ24deJtuW4iI0O3dMiZKKu4tJiC07x6AKJqWvEU4GCHFoQ+uM2P39rbBwB49WYU//TWQtn/L80yEc7geigDmkIxoNoISMBSZ06TAcmchCipYyFabCaaRZqX4KxQEKlXYZT9m9OxjjxlSfES0rwMq2lFh1B89foVWcnvDupxrt4JU40hrxVOi6HkGIR+twUsQyEnKWXTPh6bEfPxHBLZ8hugG2kunkU4JaDLtvpzMhXhkMhKMLM0dvY1ZytzI9yzyYePHRwEBeDUTBzPvTkHWW1Nc4WsqvjpxfyC4aNjXRU7tNYTErDUmcXIICfKZBEi0VKqquFKIAWL0VDX3Havw4y5eLZ4KtFJYpyIrKCUaGnOp1bKpYMKCwu7HfV7Y3BZWPjt5pLtzQxNFYf7za4yjyXNy2ULcxttIpyBqmoVZ36cWS623Tvgrml2TTs5OOLB7941DIaicGEhib95fbYlHaE/vxTCYpKHhWXwzu3+pj9+K3X2b1AboigKFCgEO/AFnVg/Qmkei8lcxWV01bKaDOBFBTc7MC0Uz4pQNA0G+vaXvYUKJyxpXobPboSjQvqjWmPdVuTKdPoU57HEShfe0suD2iaXmv//Qe8ofl5ScHF5SnI95oOkeQkT4TSmIxxinNiSYGH3gAu/f88IWIbCtVAa33ltGrkm7o+7upjCK8ttzI8cHGy7AXyNRgKWBrCbDZiKZjvy2JxYH6YjWWQl5Y55I/XgshpxKZBqeVtttZbSApgVp02CpBTHEJQbyZ+TlGIAUU89TjMoCmXqWFafeAsAbguLyQjX9K3a01F9o/gvLiQhKRq67SYM1rDKoICXFNxcyiDGidg76MbWXgdkVcVsLItroRRmo1xTg4atPQ78m3vHYDLQmIpw+PrLN4tTkhspkRXxd6fnAQD3burCzv7OTbHVamOFZ03iMLNIcBJiWRG+DZRfJNqDomq4spi8o7i0XrpsRkxHOUxFOOzokLoETdOwEM/dkQ5aTPLQADjNhpInKKqmgQLgr0N30Ep+pxlOM4s0L8G94rRi2GsFhbcXIZa6NpeVxVSEw3w8h21NnMFxLahzFP9yse2hkdpmr8iKikCShyAr2OJ34O5xL8Z8NlAUhawoI5QSEErxuBnO4EY4g26HqeKpT72M+Wx4/P5xfO/ENJbSAv7XSxP4/btHih1e9aaoGp57cw45ScGA24L37e5tyOO0O3LC0gBWIwNOlFs+J4HYmAKJHII6CiJrxTI0aIrC1cV0Q+6/EdKCjFSJCbeVBsZlxfwpVSM+eDjNLLrtppJ1LBYjA79z9UWIBpoGNK3svJZGyAcIXMXnI5oRMBPNggKwf8hd9ePkRAUTSxn47EY8cnAQnzg8iPFuezHwsRoNGPPZcPd4Fz5xZAjv3NaNRFZs6kiJfrcF//6hzRhwW5AVFfzvV6Zwdq4xKyyOXwlhJpaFyUDjk0eG7khrbhQb86duMJqiQCE/84Egmm0qwkGQFFiM+pYc1qLLZsRkJNMx3XCxjIiMIN9ZcFsYyV8mZZHmJbgsLLwN+uQ+3m0rX8eiIy3ktBhxPZyBIDcnJXJ1MYWMKMFZYZ5KYfbKlh57xduupGoaZmMc9g268amjI9g94Fp1ujDL0Hhgazd+e99Asa6nWWMlnBYWj98/jp19Tiiqhr89NY9fXA7Vte35RiiNX19fAgB89ODghuoKWokELA1iNRkwGeHaZsgQsTGIsoorwVTVbxLVcllYJHMSJiPN+3S/FlFOgKxqd3SqFE9YymxozggyhrusdZu/spLfaQJFoWSLbKVFiADgsRoR40QEEo3/cMQJMi4sJOG2rB68aZqGc8sBSy2nKwvxHHqcZrxzu1930E1RFPYMuvCxQ4PocZkxEU43LYgzGmj83tFhPLClGwDw4rUw/vdvJutywn5zKYPnTs1BA3B0zIs9A64132cnIwFLgzjMBsSyIpIlxm8TRKMsJHJYSglrnmxbCUVRsBkNuLiQ7IghiYsJHoYVQYcoq8U3lXInLJqmobcB9SsFhTqWTIm0kJ5FiEYDDUVtTlroRjiDSKZyXV4gwSPKiWAZquoapxQvQVJVPLitu6bf4SGvFR87OIid/U5MRbimFYbTFIX37e7FIwcHYWRoTEez+Mtf3cCvr4Vr+vuhahqOXw3hW69MISsqGPRY8IE9fQ248s5CApYGsRkNyAhkHgvRXJNLGciqCpOhcemggm6HCYsJHvPx9t4vpKga5hO5O+pXFpM5aMh/uCg1sZWXFJhYpq7zV1Zymln4HaXrWDxWFg7z6osQAcBuMuB6uLFpEEXVcH4uAZOBrlhse24+AQDY3uus6vdQVlQEEjkcHvGsacicx2bEb+3rx54BF6aj+fRosxwa8eCPj23BFr8dsqrhZ5dD+NpLE1XV1mQEGd95dRrHr4ShATg84sEfvmO84+fY1AN5BhqEoSlA0xBKkToWojl4ScG1YBquCkf29WJmGYiKghuh9i6+jWdFpHPyHTMrivUrZdJBaV6Gw8Q2vNNvzFe6joWiKIwun7JMrZJ681iNiGQEBBv4WjMT5TAXz1bc+K1qGi4s5Gev7BusLn0xG8tizGfD/Vu61zzs0Go04IN7+7BnwIWpKNe09BCQ///xb+4dxccODcLCMggkefyvlybw3demcWo6VrYNXVE13Ain8Ze/uoGJpQxYhsLHDw3iowcHKw7o2yhIW3MDWY0GTEU43L+c2ySIRpqLZRHNiMVtv83gthpxZTGNezb5GjLzpR5inAhOktFnvP3NdmG57mOgTDooI8jY2e9o+JuFf3kei6yqd3R/jPlsuLCQxFQkA6D0VFOLkQEvKZiPZct2O63V5cUUZEWDmV39xGQmmkUylx/Fv7VHf6t1JCPAzDJ413Z/3X6PrEYDPrCnDxqASwtJjPnsTXvjpygKB4c92OK340fnF3FxIYlroTSuhdKg3lrAqM+GHb0OiMtLLMMpAUsZoXhK5neY8Lt3DVcMEDea9nyFWSccZhaRjIBkTuqoLaVEZ7q5lIGqqU09Ou6ymXBzKYOpCIfdbVoQGMkIgJavM7hVoEJLs6QoxRH5jeR3mop1LCvnsYz73u4UkhW1bLeMlTXgeiiNu8a8dV3FAOSfv2vBtK7UWCEdtKtv9c6eWwmyghgn4r07e+o+x8Rmygctqqrh8mIK400MWoD8e8Dv3TWMUIrH5cUULgWSCCR4TEW4kqdmLENh/5AbH9zTT05VSiABSwPZTQaE0zyW0gIJWIiGyooyrocy8Fib2/LI0BQMNIXLi6m2DVgW4jmYVrz4S4qKcLr8DiFJUcHQNLqb0EJaqGOZj+fuCFi6HSbYTAZwgoy5eA5jvtJv6G4ri2Ay/ynd76jvp/LrwTRSOali8bGiari4nA7aO6T/d2ExwWPcZ8PhUe+arrMcuymfHgLQkqAFyE817nGa8c5tfsQ5EZcWU7gZzsBqZNDjNMPvMMHvNMNtZe8IrIm3kYClgRiagqYB4RSPzX57qy+HWMcWljf3jpZ5Q2ukLrsJs7Esohmh7WZECLKCYJK/I80QSvFQNcBmZEpus84IMhwmA3wNLLi91ZjPhhsl9jNRFIXxW9JC5QIWu8mAxUQO8/FcXQMWXlJwbiEJp4WteHIzEc4UB+2N+/S93kmKCklRcXDE09AgwmFmWx60FHhsRrxjsw/v2OxryeN3MnLm1GBWI4MrwRREuTWryImNYTaWhaqhJRMwHWYDMryEuRZtDl5NjBOREe8suC3MX+l3W0q+EWd4Gd0OU9OWy/mdZtBl5rGMd+eDlMml8oW3FEXBaGBwZTFV126hiXAG4SSv66Tp/HI6aM+Aq2InUUEoxaPfbWnKB7pC0LKzz4mpSPOG7bUjXlI68j2JBCwN5neYEUjkVq3yJ4i1kBUVE+FMydbcZqApCizD4HobdgtFMyIESb2jWHQxUT4dBABZSW5q8bLfaYKjzDyWwqnKbCy76obiXpcZUxGubhucFTXf8WNg6Ir1KJKi4tJiCgCwX2d3kKJq4AQZB0fcFYt568VhZvGhff3Y2e/EdKS53UOtJsgKFpM5XAumEEzxmI5yTVnaWE8kYGkwo4EGBQrn5hNk6i3REMEUjxgnwm1tXZ2Ux8piLpZFvM1eAJfSAijc+fcukMyfsPS57kyfqJoGiqLqXguyGqeZhd9Zeh5Ltz1/0iOrq89jMbMMoAGnZ+J12RR/NZjCRDija3De1WAaoqzCY2Ux5NUX6C1lBHQ7TNjW29wFmnaTAR/a249dA67iGov1LM6JuB5KYz6eg91kwLu2+/HpoyN493Y/MoKEmShX11UCjUQClibwO82YXMqs+mJDELVaiOfAy0rTPqWW4rTktw7PtdkQudkYB8uKrdWKqiG4vOerVIcQJ8iwGw0NHRhXylhX+XkshVOWSqcnfS4LJsKZNa9MyIoyTtyMwkBTusbjF9JBewfdurqUVE1DIiviwLC7aWm3W9lMBnxwz9tzWpo1EbfZ4lkR8ayIe8a9+NTRYTx23xge3ObHcJcV92/txkcODMJlYXEjnO6IFBEJWJrAbjKAlxRcCiRbfSnEOjQRzsDCtrZ+nqYoMDSNiRKFo62S5iXEOOmON8SldH6vkMlAw1Ni/Hual+GysnA3ubNPVx1LhUDEYmSgATgzu7ZTlrdm45iNZcvOqLlVYWAhAOzVmQ6KcyI8ViN29rWus8y23D20f8iN6SiHbJmBbp0qK8hYSgm4f4sP793Vi/HuOwuNt/U68PHDQ9je68RkJINUm6+SIQFLk/jsZlxZTHdczpBobzFOxGKKb/qbaylem7E4OKwdRJc3NK/sEHo7HWQp2UKaFWWMehu38LCcnlXqWApdN3MV6liAfJrrRiiNqRr3C4XTPE5OxeG1GXUVcV8OpCCrGvwOk+69S5GMgD0DzpIBYzMVhssdGfVgLpFFmm+P3921EmUVs/EsDo64cd9m36qnXt0OEz5yYADv2OxDIJlr691gJGBpEreVRTwr4low1epLIdaRQCKHDC/DXqI1Vy9N0+pyHFzY4DwXa4+0UJTLTw5dOUivOJLfXfrNVdWAnhK1LY3mMLPotpeuY/HZjXAs17FUSrtZjQYoqoYzNdSyaJqGEzejSOQk3TNozlWZDkrmJDjMLPYMuqu6tkYxswwe3tWHe8a7sJjk2ybgrpWiapiKZLCt14FjO3t0DfAzswzu2+yD32HKD1psUyRgaRKaouCysHhrNoGcuD7zpUTzTUU4MDRV87CpqQiHv355Ev/1R5fw4/OBip/eV5NPC1G4WaculbUKpviSz0tglQ4hQVZgNNAtmycz4rMiJ90ZsFAUhTEd7c0FfS4LboQzmKkyeJwIZ3BpIYWBMu3eK6V4qZgG3D/k1vUY4RSPbb32tho7bzTQOLajBw9s7cZSmu/ok/CZKIdBjxXv29ULq1H/BxmbyYA9Ay7Es+37s5OApYm6HSaE0wJuhNuv/ZPoPLykYCrCwVVDO3MgkcN3XpvCN38zidlYFhqAV29G8VcvTmBhDcXhHqsRUxGu5Ufr6nJHzcr6FVXTsJgsv/QwKyiwGhl4ra1JVfgdZlCgSnZtFNJCekYk2EwGyIqKt2bjursTeUnBazej0KDpLoQ9P5eABmDEa4VXR3qHE2QYWRr7Bj267r+ZDAyNh7Z2413b/UjkRCyl2/ekoZyFeA52swHv291bU9C9o88Jp5lt21MmErA0kYGmYTLQODubaOs8IdEZFhK5/J6qKtqZE1kRP3xzFn/14gSuhzKgKeDomBePHh6Cw2TAUlrA1349geNXQzX9jr6dFmptR1xhQ7PNdHuHS5wTIcgqDDRVsguIE2V4bUZdnTGN4LMbi6P4VyrsFdJTxwIAvS4LroXSmNV5ylKYplvN/qSzcwkAwP5ht67bh9MCxrpsGNRRzNsKNE3hvs0+PLyrF1lJLga3nSDFSxAVBcd29OhuLV/J7zRjS48dS+nGbf5eCxKwNFmP04zZWBbTNRbEEUTBfCwLWdW/7FBRNXz7tWmcn0+CArBv0IX/dGwrfmf/APYNufHH796C3QMuqBpw/EoYf/3yTSSqPB5maAo0sLxduHVinAhOvLPgtjDhttdlLjmNNScqGGrCwsNyPFYjXFYWmRIBS5fdCIc5X8eiJwixmwwQJRUnp2Kr/n/UNA2XAym8NhGB02zU/fsUSvEIJHkwFIU9/ZW7fRRVg6So2NnvbHpBczUoisKRUS/ev7sPiqphvs1a9UtRVA2LiRwOjXiwq39tc212D7hAU1RbtnqTgKXJzCwDVdNwfi5JBsk1gKyoOD0Ta5vCz0ZRVA03whk4TPpPV07NxLCUFmA1MnjiXZvx6JHh246NrSYDfvfIEB49PAQzS2M+nsPfn5mv+vfUbTViYilT8pSgWSIZEaqq3VHDsrg8f6WvRDoIADRo6LK3rnOFpimMeq0ln7vCXiFAX1oIAAY9VlwMJPGDN2Zxbu7Ok90UL+GnF4P4x7fmkZNU+J360wiF05WtvQ5YdaSQEtn8cMNy+5Dazf4hNz60tx8sQ2MmyrX16/V8PItBjxX3VugI0mO0y4ZhrxWhVPudspCApQV6XRZcXkyWXHZG1E6UVfzySgjPnwvguTfn8PL1pXVb4BxO84hkBN3TbUVZxa+uhAEA79ruL/uGTVEU9g258e8f2gwDTWFyicPVYHU1Vy4ri0S2tUPkFhI5mAx3pnVW6xAS5fxpladF9SsFPS4zymXjCnUsegpvgfxcli1+BzhBwb+cXcC/nF1AOM1D0zRcC6bxw5OzeGMyim67CcNeq+7ibVXTcK6QDtJZbBvjRGzrccDRohUStdjZ78Rv7euHzcRgKtKeE2FTvARV03D/Vl9d1nMwdP41QJDVkjOBWokELC2QL2ij8OpEpC2P3TqRICv4xeUQTkxGMeC2wmSgcfxKCH97aq5uu1XaSSCRQ05SdHcBvDKxhLSQr8+4a8xb8fY+uwn3LW+T/cmFxapeuAw0DWjAlM431Xor7ExZWTiqadrbAUuJgI0TZdiMBl3Fo43U7TDBxNIlg+1Cp9BcXF8dC5Dv3hrwWDDgtuLcXAI/eGMWz58L4B/OzCOaEbHZX30QMRPNIpGTYDLQ2N7rqHh7UVbB0BS29FS+bbvZ7Lfjw/sH4bUZMbmUaav6w1tTQdvq+Nxu6bEvtzi3V8cQCVhaZNBjwXSEw1uz8VZfSsfjJQU/uxjEyakoBt1W2E0GdNlNGO+2Yy6exd+emsMvLweRFdfPJMuJcAYmRl9haEaQ8fKNCADgvTt7dG90fnBrN+wmA6KciNcnY1Vdn8dqxI1wpiUnXDGu9MC4FC+DExXQVL6GZaWsoMBtY+/4vmbz2U1wmlmkhTs7NbpsRjjN+TkreotpCyxGBlt7HFA14PR0HF6rESNdNt2blW91di7/urVnwKWr5iWSEdDtzJ/idKLhLis+cnAAfS4Lbi5l2ubkYT6eRb/HUpdU0K2sRgP2DrqQzIptlQojAUuLFI6e35iMdWT7XLvgJQUvXAzi1EwcQ17rbW82LENj3GeH08zi5RuRqt9021UyJ2EhkdOdDvrV1RBEWcWA24LdA/pHoZtZBu/Z2VO8j2pGlxcGJbYiLRRKCRAkBWa29MC4boep5JtsTpKr6pBpFJahMeSxlJx4S1EUxrvzaaEboepPDimKQq/TjO19TjhrnI4sKSouLOTXjOhNB6V5Cbv7nXeMhu8kfS4LfudAP0a6rLgZzqxpZlE9pJdTQQ9u7W7IpvbC70g7tTh37m/POtDtMCGek/DazUhbRbGdQlJU/OTCIs7MxjHitZVNj7itRnTbTTg3l0C0jac46rUQzyHNy7qO8SMZASen8oHa+3b3Vj1g7tCIB30uM3hJxS+vhnV/X2G6ZivScbNRDgxN3/GJM7DK/BUgP+HW16KBcSsNeCyQyqQeCkf/VxZbMzX7WjANXlLhsrAY1VFAmxFkWE2GYqDVyfwOMz68fwBbeuy4uZSBILcmpa+o+fTmweH6poJu5bObsL3X0VYfqEnA0kIURWHAbcHFBVKAW4vpCIdLgRRGvLaKczO8NiMSWRHn5jt/AeVsjAM06DrK//nlEFQN2Npjx6Ya3jBoisIH9vQBAE5ORavqHPBYjLgRam5aiJcUzESzJYfprTbhVlLys1laNTBuJZ/dBJamSq5M2NbrAENRWMoICLdgXkahO2jfoFtXABxJCxj0WHTvGWp3HpsRv71/ADv7nJiKcC1Je05HOQx3WXHflvqmglba1Z9P+bVL8wIJWFqMFODW7lIgBU3TdA35oigKXcunLJ08dluUVdxc4nQd58/Fsri4kJ+58vCu3pofc1O3HTv6nFA14KcXF3V/n9vKItbktFAoxSPJSyWfn8Vih1CJgtvlmhePrT06WLodJtjNhpLzWMwsU9zefCXQ3FOWrCgXNzPrGRanahpERcWufldD31ibzWlm8dv7+3FgyIPZGIdUEyc7FwrK37uztyGpoFsNe60Y6bIi2CYtziRgaQOkALd6S2kBE0uZqo7wvTYj4lkR55c/IXaiYJIvzrOo5GeXgwDydQbl2pj1ev/uXjAUheuhDK6H9LU5tyIttJjkISvaHbUSWUFGYjkX31eq4FZU4LKwbdNyazUa0Os0I1PmjXDn8nCwS01OC11YSELRNPS5zLpOTBJZCW5L58xeqYbVaMAH9/bhvs0+hFJ8U5YGpnIScqKCh7Z11zzNthr0couzrKqQ26A7igQsbeDWAtxwm0Sy7e5GKI1UToKrisJBmqLgs5lwtoNPWRYSOYiKWnLGyK2iGQGTSxwoAMeWC2fXwmc34e7xfDv0r6qoZWl2WmhqiYO5RGFnYHlgnNdmhJm987njRLntxsUPe63gy2zR3tHnBAVgPp5ralHkmZn8h6p9OjctRzMCNvfYq/p72kkKSxPfu7MHnCivaQ9XJaKsYjGZw11jXt3Pfz1s9tvhd5rbopaFBCxtIl+AK+KViUhb9fm3I15ScH4hCaeZrfqY2WvPn7JcmE805uIaSNM03AilYWUrt90Wujg2+e11G4T2wNZu0BQwG8vqDqybmRZK5iQEU3zJdFBglXQQkE9d+ErsFmqlbocJFIWSrwdOM1v8hN2s4tuFRA5z8RwYisIBHekgSVFBUcDWDpy9Ug2apnDPJh9+a28/DAyFqUim7gPmVE3DVCSD7X3O/N/DJq42MLMM9g+6S6Ynm62mgOWrX/0qRkdHYTabcfToUZw8ebLsbS9duoRHHnkEo6OjoCgKzz777Jrvcz2iKArDHhsuLiRxKdD5haGNNBXhEErxJZfXVUJTFLpsJrw1l0C8w05ZopyIcFrfdNvzy8XFe6toY67EYWaLHQmnZ/SlL5uZFgomeaR4qWRa5+0OoTvTGPmCW7ptCm4Luh0m2MssQgSAnX35tNDlJtWxvD4ZBQDsHnDqSp1FMyK6neaOnb1Srd0DLnzkwAC8dlPdZxDNRrPodZnxnp09JU8IG21brwP+Ngjoqw5YnnvuOTz55JP44he/iDNnzmDfvn14+OGHEQ6XPibOZrMYHx/Hl770JfT2li78q/Y+1yuLkYGZZfDKjQiS2fbpfW8nmqbh4kISDEXpXtK2ktduRJwTcb7DTlkCiVzJgWgrhVI8gqn8UrpdOpbSVePQSD4tdKbEXppympUWCiRy0Mp0T612wpIVFdhMDLwt3CFUisvCwmM1Il0uYFmuY5mMNP65zYpycRT/3eNdur4nxUvY2etoyRtsq4z6bPjEoUHsG3RhPpFFMMmvaWSFqmmYiXIwGmi8Z2dPy9ruvTYjtvc6wFCtTcpU/ehf+cpX8Pjjj+Oxxx7Dzp078fWvfx1WqxXf+ta3St7+yJEj+Iu/+At88pOfhMlU+smu9j7Xs363BcEUj1fJbJaSQikBUxGuptOVApqi4F0+Zal2G3ErTUe4/DbkCmmwwunKlh67rg6qamzrdRQ/9V8L6vtk34y0kKpqmFjK3DGOHwAESUF0ecR4uQ4hl5mFo8UTbleiKApjPhuyJSbeAvm6Ir/DBFUDrur8f1Gr0zNxyGq+2FbPiQkvKTAyNMZ8nT97pVpddhN+e18/PrS3DzQF3AjXNq8lJyq4EUovt1H3Y7O/tam1Xf0u+BxGoIXNXlUFLKIo4vTp0zh27Njbd0DTOHbsGE6cOFHTBdR6n4IgIJVK3fZnPaApCv1uC87OJTBBZrPc4VowBU7UNzRtNV12I2Kc2DHpt5yoYDrKwV2heFHTtOLJ0d4GFOYxNIWDy/ULp6pMC91s4O9zJCMgxoklizvnEzloANwWtmRAkxUVDHgsbdl22+0wQQNV9sNL4ZTlcgPrWFRNwxvLwwfvHuvS9TzFOBHdTlPJJZMbgYGhcWjEi989OoztvQ7MRLNYTOZ0T8eNpAXMxbPYN+TGo4eH2qIOaMhrwTu3+eGztS41VFXAEolEoCgKenpu7zro6elBMBis6QJqvc+nn34aLper+GdoaKimx29HTjMLTQNevhFZV/tv1ionKri4kILbsvaje5qi4DSzuBRItXzEth4LiRySWbni/JVAkkeUE8EyFHb0NeZF7uCIB0B+4mlKZ4eKx2LERAN3Cy0meeREGdYSJ0rzy50b5bqAVE1Dt6M931j9DhMsRqbs87arL5/yux5KN+z3eCKcQYwTYWZp7NM7il+QsLPPUQxWN6oepxkfPTiI9+3uhdXIYDbGYSKcRowTbyvM1TQNoqwizUuYXMpAVFQ8vKsHv72vH54WL+MsoCgKoz5bUwt+V+rY36annnoKyWSy+Gdubq7Vl1RXQ14LZqMc3pxaH/tv6uHmUgZLGQFddao16LIbEU4JxTe0drYQz0LW1Ip1O4XTlW09joqtz7XyO8wY8VqhAbpnBzU6LTQby5Ycxw/kB+gBKDm3QlbzW4RbvaG5HK/NCKeFRapMHUu/2wyXhYWkaA07kS0U2x4c9ujaBZQVZZhZBiNd62/2Si2MBhp3j3fhsfvG8OiRYRwc8UBWVEyEM7geTOF6KI2JcAaBRA5pQcaA24KPHRrEPZt8Gz7gW6mqpK3P5wPDMAiFQrd9PRQKlS2obdR9mkymsjUx64GBptHtMOPkVByjPtuG/8uvqhrOzyfBMrTubcOVmAwMZFXFVIRr68FWiqrhejgDh2n10xVV03Ch0B3U4DkNh0Y8mIllcWomjge2dldME9yaFqr38TYv5dNl5aZ+zi8HSaUWG2YFBVYj03YdQgUGhsao14o3p2NAiUFtFEVhZ58TJyajuBxIYcdy51C9xDixONn27jF9xbYxTkSv07zmYYXrjZnNb8ve2uNAMithKsohzUuwGg2wmwywmRjYTfl/JoFKaVU9K0ajEYcOHcLx48eLX1NVFcePH8c999xT0wU04j7XC6/NCF5W8OLV8IZPDQVTPGZjXN1b61wWI64sptp6LUI4zSOaESrWr8zFskjkJBgNNLb1NjbnvWfQBaOBRpQTMR3Vd2rSqLRQOCWUHSKYzElI8TIoAAOlCm5FGU4zC6elvQpub9XvtkDVULGO5UowVfcZTienotCQHx6md04NJ8jY0efUtetqo3JZWewfcuP+Ld04NOLBtl4HBj1WuK1GEqysoupn5sknn8Q3v/lNfPe738WVK1fwuc99DhzH4bHHHgMAfOYzn8FTTz1VvL0oijh79izOnj0LURSxsLCAs2fPYmJiQvd9bmQjXismIxxem9jYXUOBRA45UanY0lstr82IaEYopg3aUeFnt1b42QvdQTv7nDW3fOtlMjDFGS+nZ/SlLd1WFjFOxGSkvqmLQjFjqXRF4XSlx2ku+d+zooJ+j7ktC24LepxmWFgauTJB9WiXDRaWQVZUMBPj6va4kqIWC6v1nq4UNjOPdG2M2StEc1X96v/oo49iaWkJX/jCFxAMBrF//3688MILxaLZ2dlZ0Lcc2QcCARw4cKD478888wyeeeYZPPjgg3jppZd03WcrtTpIMDA0+lwWvDkdx3CXrS2qxVthYinTkHkOLENDQ76wcEubPrc3lzgYK9SjqJpWnG67d7C+s1fKOTTiwamZOC4sJPGhvf0V//8YGBoMQ+H8fBI7ep11K96bjHBl63UqFdwqqoqeNi24LfDZjXBZjUjxMqzGO1+yGTpfYH1mNoHz80mM16mV+MJCsrhjSe+JXYwTMeA2t/1zSnSmmj6GPfHEE5iZmYEgCHjjjTdw9OjR4n976aWX8J3vfKf476Ojo9A07Y4/hWBFz3220v/nFzfw04vBlqYMCkfdL14LN3VvSLtI5iQsJviG7SPxWI24EU6XnSjaSilewkI8V3G67VSEQ0aQYWEZbPY3Z/bFsNeKbrsJkvJ27UwlPQ4zpqMcFhL1KXRO8RKCyfK/G4Ui31IFt4qqgaKotunCKMfA0BjtspZdhAgAB4bznVtnZuJ12Rysahpem4gAAI6OeXWldzRNQ07Mp4Na2UlCrF8kWbaKUIrH/35lEpcXU/j2a1NN29lRyqDHioV4Fi9fD0PdYLuGAokcUrnSI9frwWM1Is5JmNFZi9FMgUQOKV6quEa+0B20q99Zt6LkSiiKwuHR/BvlKZ1pIZvJAEFS6jb/ZjFRfhy/qmnFZXSlTliyogyb0dC2Bbe3GnBbV61jGffZMOy1QlY1vHx9ac2Pd3Y2gUCSh8lA4/CoV9f3ZAQZdhOLYZIOIhqEBCyr6HGa8f0/OAqPlQUnKPg/r8/gb0/NIduCT+IMTWHQY8PZ2SQudsiws3qZj2UBqvTI9XpgaAo0TeFGON2Q+1+L6Uh+4/JqP7uiari4kA+mG90dtNL+ITcoAHPxnO6pwV02E64sptc8ZVjTNFwKJMs+P0tpAYKswsjQ6CnRYcOJCuxmQ0dsEu5x5uexZMsULFMUhXdv9wMATk7F1nTKIkgKfnYpPwPrndv8JYftlRLjRAx4LOhu0fh4Yv0jAUsFB0c8+P27R3Bk1AMKwNm5BJ49fgOXWxA02E0GmI0MXr6+hHBa37bcTicpKiYiXMNOVwq8ViMml7i22uHESwomwpmKw+KmoxxyUr49t9nt2Q4zW2y5v6hzCZ/Hlt+YXWiXrVUgyeNGOFMyGAHeLrjtd1tKrjPIijL6XeaOSF902U1wW9lVA5HNfnvxlOU3azhlefHaEtKCjC6bEfdu0ldsq2oaBEnB9j5HWxcwE52NBCw6sAyNB7f68e8e3IRuhwkZQcb335jFj88H6t5GWEmfy4xIRsAvL4fauhW3XoJJHnFOrNjSu1YuK4tkTqxrl8VazcdziGcleCqkLApv/Nt6HC1pJd0zkG+rvbigL4inKQoOM4tz84madqwUXFpIIicqZYPZueV00JC3dMGtrKhlg512w9AUxrpsq9ZZURSFdy2fsrwxFUO6hlOWaEbAqzfztSsf2NOnu8U2zcuwW1iMbJDNzERrkIClCkNeK55452Y8sMUHAHj1ZhTfPTHd8E2pt6IpCqNddlwNpvHy9aV1X8+ymOQhyErDN77SFAUDQ+PqGj/119NsLAtZrTzdtnDNjZ69Us6ufhco5K9Xb1G432HCYpLHzXBtAWJ+D1Rq1e21qw2MU7XOKLi9VaV5LACwxW/HkMeSP2W5Ean6MX5yYRGKqmGL347tVfw+RTkBw14rukg6iGggErBUiWVovG93H37vrmGwDIWJcAb/66UJhFPNS9EYDTT63Ra8MRXDueViy/VqIpyBpUEj5lfqspkwG8sikhGa8nirkRQV10JpuMyrv6FGMwIiGQE0BWxp0TZXp+XtQku9xbQsQ4OhKVxYSNQ0OuDKYhKJrFi2e0pSVAST+b+TQyUKbnOiAgvLVDy9aid+pwlWIwNulQ9I+VOW/DiIN6aiVZ2y3AilcSWYBk0BH9zTpzu1o2oaZEWtKsAhiFqQgKVGuwdc+HcPboLbyiLKifjar2/iWoNXvN/KaWZhNTJ46dpSWw89W4tEVsRiMgdXk95UnGYD0ryEmWjr00KBRA6xjABPhXbma6H86cpIlw2WEov/mmV3f372i960EJDfSTQV4are5ZQVZZybS8JlNZasTQHyz5+qAQ5T6aJabrlDqNLz2058NhM8VmPFIGRrjx2DHgskRf8pi6Jq+PGFRQDA3eNd8FeRKktkJbgtxg2/PoRoPBKwrEGfy4J//9BmjHbZIMgqvndiRvcyuHo9fkaQ8fPLwXU5nyWQ4JHmZTjMzRmbTlEUzAYGVxfTLR8YOBfLQlJUmCqkwgrpoFZ/ut29PPV2JprV3aFiNxmQExVcrXJcwLVgGqE0v2o3ytwt7cylTgpyooIel7mjxqDTNIUxnxUZfvUuxVs7ht6YiiKjo6vxjakowmkBViODd2+vbmBnjBMw3m3riG4rorN1zt/WNmU3GfB/vWMUh0c80AD841sLTf2EPtplw0w0ixevhiE3aL18q8zGONAUyn6KbgSvzYiFRA7hdOvSQoqq4VowDVuFZYeCrGAqkv9da1X9SoHLwmJ4eYPzJZ3dQgDgs5twKZDS3Z0lyiremk3AyhpWLTCeX2VgHADwsoJ+V2cU3N6qz22BhnwaZjVbexwYcOdPWf71fACiXPq1QdM0vD4ZLbYxv2dnT1UndbKiQgPadko0sb6QgKUODDSNDx8YwK5+JxRVw/dfn0F8jTMm9GJoCiNeG87OJvIbXdcJUVZxc6nx7cwrOcwsOEHGbAvTbMEUj7COdNDNcAaKqsFrM7bF7Ivd/dV1CwH5FucoJ+LX18Nl31RvNRnJYCGRrdjd8/ZI/jsDFk3TQIGCu4PqVwp6nGbYjIay81gKKIrCe3bmT0rOzyfx7PHrd5xkpXkJ3zsxg+fPBSApGrb1OHBE55C4glhWhNdqxChJBxFNQAKWOqEpCh8/NIR+lxmcqOD/nJiB0KS2Y4uRgddmxKsTUcy24bTWWgST/KpFlY1kMRpwJZBqWQfWfCwLXlRK7o251dVb2pnXOvtCkJU1n9AV0kLTEU53sSdNURjpsuL0bBy/vhZedUyAqmo4O5sARVElFxkWZAQZMS7/gaHUhFteUmFiaXg7qEOowGs1wmtjkdKRAt7a48Dv3z0Ct4VFIivhe6/P4G/emEEyJ+HKYgr/3+M3cC2UhoGm8ME9ffj9e0aqPs1MZCVs73W0tH6K2DhIwFJHRgONT989ArvJgGCKx3On5ioe3daLz2FCTlJw/GqoLXfiVCuQzEFStLJL7RrJazNiMcW3JC2kafl0UKVgRdO0YsHtWupXJEXFVITDQjyHm0uZNXVIua1GDHryKYvLVdSlWI0G9LkseG0yuupW8plYFlMRDr0VFustLKeDuu2mku3whZH8Hlvn1VzQNIVRnw2coC8g3NHnxB8f24L7N/tAU/l03Zd/fg3/5/UZcKKCXqcZ//6dm3HfZl/VwYooq2BoCpuatLuKIEjAUmduqxG/f/cIDDSFq8E0fr6cG26GEa8VkxEOv7mx1PKi0bWaCDVmO7MedpMBWUFuSbfQUlpAMMVXnA8SSOYLko0MXdN0W1XTsJjMYSqSQb/bjEcODeI9O3sgKipuhNM1D3SrpVsIyHe9ddlM+PX1JZxZUbie5iW8OrGE588tQFY0WCuMip+rsKE5KyrotptaEgzXQ5/LAg2U7g9DJgOD9+/pw+ffubk4o4UCcP9mH/79Q5vQW+PwvCgnwO8wlUy7EUQjNKf9YoMZ8lrx0YOD+NtTc3j5RgS9LjP2D3ka/rgGhsaAy4JTM3EMea3Ytfzm0WlinIhgmm/4dNvVWI0GXFlM4ciot6mj2+fiOXCijAF36TfbgkIL/Sa/vepOl0RWRCjFo9thwoN7+7F7wFUMDse67Xj5+hKuBdNwWVj4Haaq0k27B1x44VIQk0vc8jI8/S8xXpsRkqLil1fCMLP5NQMXF1I4NR3LB3FWI8a6KwdnFQtuJQX97s4ruC3ocZpgNxnACXJVNV59Lgv+7YObcDmQgsvCln1+9ErxEu4a866aniOIeiK/aQ2yf8iNh7Z1AwCePxfQlXOuB6eFBUvT+PW1pWIev9MsJnPI8DLsTWpnLqXLZkQwxSPYxIGAAHA9lIaJYSoGCYVx/Nur7M7gJQXhtIB3bPbh9+8exeFR720nWQNuCx45OIgP7u0DBRS7kPTy2owYWO5kuVJFt1BBj9MMCsDPL4XwvRMz+PH5AHKSgi1+B3qc5oppC03TMBdb/YRFA+C1tb5IuVaeQh1LhfbmUmiKwu4B15qDlawow8wypNiWaCoSsDTQu7f3YMBtAS+peP5coGlpmgGPBaEUjxevhjqy1TkQz4FCbe3MsqrWtENlJavJAF5SMNPEIuYYJyKQyFVMB2UEudgFs7XK+pVAIodtvQ68a0cPXGUKmo0GGkdGvfjt/f1gGarqGT+F4ttat4oPeqyQFQ1pXsYmvx19LovuHUlRTkROUmCgKfSWaFsWZAVGA92R9SsFNE1hU7cdGZ11LI0QzYjoc5orngQSRD2RgKWBGJrCRw8OgKbyRYh6t9muFU1RGPbacGEh1XGj+xVVw1SUq+l0Jc1L+KtfTeBLP72Kfzm7sOYdT4W0ULMWXM7H80PXKg3Kux5MQwPQ7zJXNayLE2TQFIW7xry6AoDxbjv2DbkRTOWqKh4vtDffXMrUXAA+4LFgwG2Bga7uJermUgZA/nSl1PdmhfxW607sELrVkNcKA03ragWvN03TwIkydva7OmLTNbF+kIClwfpcFjy0LT918vlzAWSb1MFjMTJwmA14Y7K2ra2tEs0IiGclOKucv5IRZPy/r0whnBagIb+t9iu/uIYzM/GaT7a6bCaE0jwWk9WNjq+Fpmm4GkyDpemKJ0tXQ7UtOwwkctje58BYFcf4d411octmrKpjqstuQr/bDFUDLjcpSC+YCOcDls1lOleyogKPla3YhdXu+t0WeG3Gps17ulVGkOEwsRj1kWJborlIwNIED23tht9hAifIxX0dzeB3mBFM8TjfQacsoZSAnJj/FKxXRpDxv38ziXBagNNswMcPDaLbYQInKvj7M/P4xm8mi4vwqmExMstpocZ3C4XTAqYjHLodq9dWKKqGG8V2Zqfu+0/lJJhZuuoiYq/NiKNjXUhkRUhVpBf3DLgBABeq7BZaC1XTMLmU/39VbhFkTpIxsA66Wswsgy1+e9Nq424VyYgY9FraYlghsbGQgKUJDAyNRw4OggLw1lyiaUsSGZqC12rEqZk4Ei34JFaLhUQWFAXdnSkZQca3lk9WnGYD/vD+cRwY9uA/vGszHt7VC5ahMBPN4q9evFF1ASkA2E0sri6mG14LNBFO5z+5VjhZmo5yEGQVNiODgTJFpaUsJnPYVWOx5b4hN8Z8NixUsaRwz3Idy82ljK5dNvWwEM8hJykws3TZ50bT8gXV68GozwaKytdtNYuiahAVBTv6nGseVkgQ1SIBS5MMea24d1MXAOCfzwbAN2kKrs9hQiwj4sxsoimPtxayomIqmtXdqsktByvBFA+H2YA/fMc4fMuf+gw0jQe3duM/HduKzX47VA144eJi1emhLpsRobSAxRpOaPQSZAUXF1K66lGuL3cHbe1x6C5KjnMiHBa26rHrBWaWwT2buqBC053S9NreHiJ3qcbi22rdWE4Hbeq2l3xuJCU/6KzT61cKBj0WuK35KbbNEuNEdNmM2KSjvZwg6o0ELE30np298NqMSOak4rKxRqMpCj67CWfn4ginm9uiW61IRkQyK8KlI2DRNA3fOzGdD1ZMy8FKiXSK22rExw8NgmUozMVzuB7KVHVNZpaBICuYbmBaaCaaRTjNo0tHq+21KutXVE1DKM1j/6Cr4v6d1Wz1O7Czz4n5RPWnLBfmmxOw6KlfsZqYil1YncJqNGBTtx3JJp6exrIidvW7mr7jiyAAErA0ldFA4yMHBgAAJ6dimGvSgj2vzYhkVsKZmXjlG7dQMMWDlxRde0kmIxzm4jkYDTT+4P6xVWs/HGYWR8fyp1vHr4aqPmVxmFhcWUzVPP21kiuLKWgaKg7ginMiwmkBNFW+RmOlaCa/nO7A8NoGF9I0hbvHu2A3GXTP9ym0N09VsVuoVoKsFP8+be4uF7DIcJlZOKoYZtfuRn02KBqa0smWEWRYWBrb+/TXThFEPZGApck2ddtxcNgNDcA/vbXQlBcaiqLQ4zTjwnwKgSo+ITfbQjwLRmcb68mp/GbqA0Nu+CvslgGAB7Z2g2UozMdzxaFrenU7TFhM8rgZrv8pS4wTMRHOFFNZqymcrgx7rbqCOlXTEOUEHBzxoKsOBZL9bgsOjniwlOZ1BX0eqxFDy2mhRrf0T0U4KFp+c3W5n5UTFPS7Leuq9mLIa4XLom8Z4lqF0zxGu2zoLzHfhiCagQQsLfD+3X2wsAyCKR6v3Yw05THdViMyooQ3p2NtuWdIlFVMR7O6Pv2mealYF3HXmL66DLvJgHvG86csv6zylIVlaBhoCufnE3Xf4HxzKYNkToJTR/1KIdDaprM7KJmT4LEasXewfisadg844TDrn7K6Z9ANoPFpoWI6qMzpCgCo0Cp2YXUap5nFSJe14e3NsqJCUTTsGXStq4CP6CwkYGkBm8mA9+/uBQD88kqoabMU+l0WXF5MYbZJqahqLGUEpHS+cZ+ZiUPVgCGPBX0u/Z0y92/phtFAI5DgcWWxulMWv8OMqShXnDBbD7Ki4sJ8AnaToWIBraSoxaFo23SO449zIka7bHBb61ez4XeYMdZt073VuTBEbibKNfQU4EaF+hVF1UCDWjf1K7fa1G2HrGoN3QwfyYjodpiwaZWAkCAajQQsLXJoxIPRLiskRcOPmjS232FmIckqTrdhLUsoxYOX1IobmlVNw5vL13/Xcl2KXrZbTlmOXw1V9QJvMxkgSGpdO17m4jkEEryudNDkEgdZ1eCysOhxVr69omqQVQ1beur/BrOzzwlV03TNZXFbjRj2WpfTQo05ZUnmJCylBVBA2TfUrCjnC27rGLy1iyGvFXazAekadgvpoWkakryIfUOulm1QJwiABCwtQ1EUfmf/ABiKwtVgGpcXmzObxe8wY3KJQ7jJS/0qmY9lYWAqHzXfDGcQ40SYWbrYhVKN+zf7YDLQWEzyVU9h9dlNuBJM1W2p5LVgCrKq6XoTuBbKX+u2HoeuI/lkToK7Dht5Sxnz2dBtNyGa0fc8FFJSjUoLFdJBAx5L2doeTlDgNLMt3QDeKIWFk/EGLTtN8fnJtluqXLRJEPVGApYW6nGacf8WHwDgR+cCEJowm8VpYZEWJNwIV5cSaSRBVjATy+pqZz45XSi29dS01t5qMhTn4fzqariqUxaPlUUyK+FqHYLLFC/hajCta4iZpmm31K/oTAdlRYx126raNaSXmWWwe8CFJK/vDXJXvwsUgJlYtupFinpMLP8ubymTDgLyHS5DHsu63X2ztccBQVYaclK7lOax2W/XVdxOEI1EApYWe+d2P7w2I1K8jF9cCTXlMZ1mFufnk00bXldJOCUgnZPhsKxecJvKSbiyHCzoLbYt5R2bu2Ey0AimeFyq4pSFoig4LSzOziXWvFhxcolDIivpqqlYSuf3KzHLW3orUZbrGcrVc9TDlh47rEaDrim2Lku+MBSo/6h+VdNumb9SPphTNQ3+NcyhaXdDHgtsJgO4Nf5eriTKKihQ2NVPWpmJ1iMBS4uxDI3f2dcPADhxM4rpGsbHV8tnNyGcFop7V1otlOIhKCpMhtVTI6eWi21HvNY1DUGzGPOTWwHg1PKJjV7djvxzt5YTKl5S8NZsHCZD5UWHwNvtzOM+m65TpURWhMvCYrgB6aCCXqcZI14rlnQuRXx7iFyirtcRTPLgRAVGhsaQt3QBdmHCrc++/upXCrodJvQ6zXVPC4XTPPrdZoz6yGRbovVIwNIGtvQ4cHDYAw3A35+Zb/jKeJahwdAULgWSbdHiPBvLwsis/quoaloxuFjL6UrBoeVBahPhTFVDzQw0DZOBxvn5RM0zdM7MxDET5dDv1tfhVEs6aFO3vaHTSCmKwu4BFyRF1fU87B7Ip4Xm4jlEdXYY6VE4XRnz2WAoM8OHE2TYTYZ1M5K/FIqisL3PCU6U69YtpGoaOEHG3iE32Ap/PwmiGchvYZv40N4+uCwsYpyIFy41fqNzt92EqQiHYIuLb3lJwXw8C6d59XTQjVAaiZwEy3L9xFp12U3FoWbVpil6nGZMR7M1bXEOJnm8PhWFx2rS9SbAS2+vBdDTzqyoGjStfHtvPY35bOiyGRHlKgcgDjNb7Fh6fTJat2uYWFq9nRnIF9x6bOy6Hye/vc8B//IJYD0Ekzx6nGbdgTJBNBoJWNqEmWXwyMFBAMDrk7HiJ8dGcZhZcKJcXKbXKqEUj1Su8pbiwmTbg8P1+7S3b8gNADg7l6jq+8wsA1XVqg50FFXDKxNLSOVk3QPMJsIZqBrgs5ef4HqrRFaE29bYdFCBzWTAzn6n7uV7927KF5ifmonXpcBcUtRiCnW1gtusKGPY0/jno9WcZhaHRjxIZMU1T9AWZRUZQcbR8S4413mgR3QOErC0kc1+O44upzv+4cx8w4ti3RYjLi6k1lxAuhbBJA9ZVVetzUgvd9QAwJE6pIMK9gy4QFPAfDynexBagd9hxuVAqqq5LJcCSVwOpDBUxZtncdmh3mFxWRFb/A7YmrQvZ2uPAyYDjaxYufh2s98On90IQVZxpsogsZSpSH42jdNsWDUA1AB0b5AOl90DLvgdJt21ReUsJLIY99mwe4AU2xLtgwQsbeZ9u9/e6Pzj841NDXXZjVjKCMUJqq1wc4mDuUKx7fVQGhqAAbelrq2VDjNb7Lo5V+UbqNPCwkDT+PmlEKZ0FEoncxJenYjAzDK69gAB+Xbm61WM45dVFRqA8e7mFUgOuC0Y8lp0vUHSFIV7lk9ZTtyMrLnWopBa2tnvLDubhpcUmAw0vOu44PZWjsIpS672UxZOkKEBuGdTV8VCeIJoJhKwtBmTgcHHDg6CAnB6Nl6XmR/lGGgaLEPjwkJrim+TWQmLyRxcFaaPXgvlA6qtDRhctf+WtFC1z8GAx4KcpOCnFxaxmFx9ZP8bk1EEk3xVqwQCSR5pQYaRoTHaVflUJsHldwc1Ix1UQNMUdvW7wEuqrgDk4JAbJgONSEZcU9ozkhZwNZgGBeDecV/Z23GCDJvJoGvezXqxe8CFXqcZ4XRt9WnziSx29bnIGH6i7ZCApQ2N+my4b3P+Rfgf31po6A6WbocJM1EOgWTzi28DyRwyfL6DoxxF1YqDwbY1aMw8y1CIciIWathkPey1Yikj4CcXFsu2lE4uZXBmNo5elwVMFYPLCsHqZr8dBh11O/GciC3+/HyUZhrz2eCyGnT9nppYBodH8h1aa1n8+ery927vdcC3SjqIE2T4HaYNNVK+cMqSyklVn7LEOBEOM4u7N3nX7ZA9onORgKVNvWdnD3qcJmQEGX/zxgxkHXtbamE3GZATlWLrbDPNx7IAhVXfxOdiWfCSCgvLYLABJwcmlsGOvny6pdq0EJBPc4z77JiNZvGTi4vglgepZUUZE+E0Xroaxs8uBSErWtVTZwvrGgrXtxpJUfO7dJrQHbSS22rESJdN98qCu8e7QAG4HsrUVGuRFWScmc3vk7pvS/nTFQDgZaUh6wna3a4BF3qqPGVRNQ3hNI+Dw56qTgIJollIwNKmWIbGp4+OwMzSmIvn8C8NXJDosRlxOZDUVThZL5KiYiLCVewOur5cdLqlx65ryFot9g26AQDn55M11VUwNIUxnx3Xgmm8cDGIfzm7gG/+ZhI/eGMWL10PgxMUjHRVV1cS40QsJnlQAHboaCtNZiW4rcaqCnrraYvfDlnVlxbqspuKrbInJqs/ZTk5HYOkaOh3mzG2yvOqahooikLXBqlfuZXdZMDhUW9VpyzBJI9epxmHlk/ACKLdkICljXXZTfjkkeF8PctMHK9PVTeVVS+vzYgoJ+oqHq2XUIpHghMrLqO7XmWXTC229NhhYRmkBbnmAmSjgcaI14bz8wmcn0+CBoXRLhu29jjR764uFQS8fboy6rPBqqPjJ8lLGPPZdBf01tuw1wqnhdWdviy0OJ+ZSVTVDScrKk7czBfbvmOzb9VFkLyowMIy63pg3Gp29TvR4zQjpGPWUpqXim3Mjdg/RRD1QAKWNre1x4GHd/UCAH58PoDJSP07egx0fvLtlSZtjAaAxSQPXlZXrS1I8VKxtqaRm2INNI09yxuFa0kLFViMDLb1OrGp244uu0lX3Uk5hU3Sena4qJoGRVUxWuUpTj1Vmxba1G2D32GCqKg4NRPX/TjnF5JICzKcZkPFAYKZ5YJbb4Wi7vXKZjLgyJgXWVFGIJErefqlaRoCiRzCaQF3jXlr2oBOEM1CApYOcP8WH/YOuqBqwA/emEUiW/818j6bCdORbM2dBdWaXMrAVOEN/cby6cqA27JqYW497F9OC10KpCA1qF5Ir4wgF6fo6qlfyQgy7CYW/e7WzhqpJi1EUVTxlOX1yaiu79E0Da9O5FNI92zylR3FX5ARZQy6LWsKHDvdgSE3PrSvHxaWwfVQ+rbXDlFWcSOcAWug8Dv7+/G+Xb01bUAniGYhv50dgKIofPTAIPpdZmRFBd9/fQaCXN9hbw6zAWlewlQTFiKmeAmBBA+XdfWj50a2M6803GWF28pCkNXikLpWubqYggag322GR8fpQDIrwe80tTz1UW1aaP+QGxaWQYwT8eK1cMXbT0Y4LCZ5sAyFu0YrDxCUFQ19Ovc1rVcGhsbBYQ8+ffcI3rHZh7SQLwZfSguYimSwrdeBTx4Zxt5BN+kKItoeCVg6hNFA41N3j8BqZBBI8vjBG7OQ1fqdBFAUBbuJxcWFZMM6kgoWEzxSvLTqyO9GtzOvRFNUsfi22lH99VaoX9mp43QFALKSjC1+x6r1HM1QbVrIaKDx3l09AIDjV8IVdwy9ciN/unJoxFuxVkdRNVAUWh7EtQuXlcV7d/Xid48MY0uPA7Kq4l3b/fjIgYE1bT4niGYiAUsH8ViN+Mw9o2AZCjfCGfzD6fm6bWYF8vtqFpM8ZmPZut1nKfPxLKC1tp25lELAcj2UbvhahHIEWSkOVNvZV7meQJAVGBkaA21yklBNWggAjo514Z3b/ACAH50L4Px8ouTtFuI5XAvlB8Xdt6mr4v1yYr5+xbcBO4RWM9xlxccODeLTd4/gwW3+DTWfhuh8JGDpMMNeK37vrhHQFHBuPokfX1isW7uziWUgqxpuNHDxoqyomFjKwF5hO3Mz2plX6nGa4HeYoKhasei12W6EMpBVDV6bET1OPcsO8+3Mva72+JRcbVoIAI7t8OPomBcagL87NV+sXQLy3SvPn1vA1349AQDY3ufUtQSSE2S4LCzpeCmBZWhyqkJ0JBKwdKBtvQ587FB+s/OJm1H8+vpS3e7bazPiajCFNN+Y6bpLGQExToTbsvon32a0M69EURT2LncLnV9INO1xb3VrOkhPiieVk7Cp29Y2xZLVpoWA/PP+W/v6sWfABUXT8P03ZjARzuD41RC+/IvreH0yBlUDtvbY8Tv7+nXdZ1ZUMOSxtDxNRhBE/dT0KvfVr34Vo6OjMJvNOHr0KE6ePLnq7f/u7/4O27dvh9lsxp49e/CTn/zktv+eyWTwxBNPYHBwEBaLBTt37sTXv/71Wi5tw9g/5MEH9/QBAH5+OYQ36zSjxWM1Is5JDZvJEkjw+fkYq9QgpJvUzlzK3gE3AGAinClOrW0WRdVwNVhdOzMoYNjbunbmUqpNCwH5GqKPHx7EFr8dkqLhW69O4fiVMERZxYDbgj94xxj+zb1jcOo8MVFUjZwiEMQ6U3XA8txzz+HJJ5/EF7/4RZw5cwb79u3Dww8/jHC4dJX/a6+9ht/93d/FH/zBH+Ctt97Chz/8YXz4wx/GxYsXi7d58skn8cILL+D73/8+rly5gj/5kz/BE088geeff772n2wDuG+zDw9t7QYA/PPZhbqM12doCixD43Ig1ZDJutMRDsaK25nzKalmtDOv5HOY0O8yQ9XyLc7NNBnJgJdU2EwGXePkUzkJDrOhbepXCmpJCwH5eTifOjqCIU/+5/HajPjkkSF87qFNVS3iE2UVBoZCl61y6oggiM5RdcDyla98BY8//jgee+yx4kmI1WrFt771rZK3/5//83/ife97H/70T/8UO3bswH//7/8dBw8exF/91V8Vb/Paa6/hs5/9LB566CGMjo7ij/7oj7Bv376KJzdEfufQoREPNAB/e2qu7AK+avjsRszGsgilqt/zspqMIGMunq1YV3BtOR3UjHbmUvYWR/Unmvq4hbqZnX0OXXU7yZyEPpelYnt4s9WSFiowGmj84f3j+IN3jOFPjm3Jt9tWmdbhRBl2o2FDjuQniPWsqoBFFEWcPn0ax44de/sOaBrHjh3DiRMnSn7PiRMnbrs9ADz88MO33f7ee+/F888/j4WFBWiahhdffBHXr1/He9/73rLXIggCUqnUbX82Ioqi8Dv7+jHosSAnKfjBydk1Dz5zmFlwgoybS/WdR7KYyCGVk+C0tG47sx6FaZ9TEQ6pBtXyrKRqWnHSsN52Zl5WsbkFyw71qCUtVMAyNDZ12ysOhisnlZPQ4zLD1uTTOYIgGquqV4RIJAJFUdDT03Pb13t6ehAMBkt+TzAYrHj7v/zLv8TOnTsxODgIo9GI973vffjqV7+KBx54oOy1PP3003C5XMU/Q0ND1fwo64qBofF7dw3DamSwkMjhR+cCa75Ph5nFxUCqrgPq5mJZqJq26hvRfLz57cwreWxGDHut0ABcXEg25TEX4jmkeBlGA60r/ZETFZhZGv1tlg4qGPZa4bIYkawyLVQPgqxi3NdedT0EQaxdW7QW/OVf/iVef/11PP/88zh9+jS+/OUv4/Of/zx++ctflv2ep556Cslksvhnbm6uiVfcftxWIx49MgQKwKmZOE5Nr60It9thQjDB40aoPi3OaV7CxUAK7gqTWwvLBzf5m9fOXEqxW2i+OQFLITDa1uPQNUo+kRPzrc+O9qzTcFuNGO2y1SVFWQ1RVmGgqbZp8yYIon6qClh8Ph8YhkEoFLrt66FQCL29vSW/p7e3d9Xb53I5/Of//J/xla98Bb/1W7+FvXv34oknnsCjjz6KZ555puy1mEwmOJ3O2/5sdFv8DhzbmT/Nev5cAAuJXM33xTI0jAYap2fiddmtcz2UQTQjViyEnFxeDdDqT8i7+12gAMzGsog3YHfTrRRVw1vL03X3DepbPpfmZWzutrf1npwtPXbIqgZFrX/xdjmpnASXhSUdQgSxDlX1amc0GnHo0CEcP368+DVVVXH8+HHcc889Jb/nnnvuue32APCLX/yieHtJkiBJEugVaQKGYaDWcfT8RvHg1m5s73VAVjX84I0ZZMXaW3N7XWbMxrjiqUetJEXFubkErEZm1em2kqIWp+yOd9cWsOREBVcWU7i5lFlTOstpYTG6HDRdaPApy7VgurhZeFtv5cBbVlVQFHR1ErXSkNcKt4VtalooyUsY6bKSCa4EsQ5V/fHsySefxDe/+U1897vfxZUrV/C5z30OHMfhscceAwB85jOfwVNPPVW8/R//8R/jhRdewJe//GVcvXoV/+W//BecOnUKTzzxBADA6XTiwQcfxJ/+6Z/ipZdewtTUFL7zne/ge9/7Hj7ykY/U6cfcOGiKwscPDcFrMyKelfCzS6Vri/QwGRjQFIUzM4k1fUqeinBYSOTgrzC5dTaWhaxqcJgM6NYxzXQlXlIwE+NwYNiNcZ8Ns9Es5uPZmq+9WUPkTs3k03cHh9yrBnQFqVx+imu71q8UuCwsxrptDT+hupWsqm0fyBEEUZuqA5ZCquYLX/gC9u/fj7Nnz+KFF14oFtbOzs5icXGxePt7770XP/jBD/CNb3wD+/btw9///d/jn//5n7F79+7ibX74wx/iyJEj+NSnPoWdO3fiS1/6Ev7v//v/xr/7d/+uDj/ixmMxMvjYwfwk3FPTcYRTfM331eu0YHIpU/MgOU3TcGG5PsNUYf5KIR001m2rekKpICuYjnLYN+jCB/b04RNHhvDhAwNwWVjcWN5OW+1cmd39LtBUfthdJF3fFu+CFC8Vp/oeGvHo+p5kTsKQx9r0GTW12Oy3Q9WakxbKijIsLEPqVwhinarpFe+JJ54onpCs9NJLL93xtY9//OP4+Mc/Xvb+ent78e1vf7uWSyHKGPXZsLPPicuLKfzsUhC/f89oTfdjMTLQNA1vzcaxqYZAIpjicTOcgV9HcehkZLngtoohYUC+0HIqwmH3gAvv39NXTAfsG3Jjs9+OMzNxnJqJYy6ew3AVn75tJgM2++24Hsrg/EIC79reU/mbqvTWbAKqlu+q8eusuxAVBWM1psyabaTLBpeFRSIr6toBtBapnAyPzVjT6RxBEO2vfSv2iDV7764e0BRwJZhe06j9XpcFE0uZmrY4Xw6kwAkyHObVh5uJsor5WL5IuJqCW0lRMRnJYEefE+/f3Qur8fYY3GYy4P6t3XjPzh4IslJ1Xcue5VH9+cCivqcEmqbh9HI66LDO05WsIMPKMm033bYcu8mALX57U9JCaUHCeJetrQuRCYKoHfmbvY75HWYcHvUCAH56sfatzjaTAaKk4q3ZRFXfl+IlXAwkdY1In4lxUDQNLgsLr03fhFJV0zC5lMEWvx0f2NO3alC0rdeBsS4bAonq0mO7B5wwszSinFhM3dTLTDSLSEaEkaGLw+oqSeQk+OymjjpFGO+2Q0O+vqRRVE2DpgEDHlK/QhDrFQlYGiwryi0ZnlXw7u1+GBka8/EcLq5hN06Py4zroXRVrdLXg2nEMiK8Okak39rOrDftFOPy9/3Bvf0Vx/2zDI0jY16omgZe0n/KYjIwODySD/penYjo/j49Ts/EAeQn65p0drVkBAmb/XbQOopz28Ww1wqPlUWCa9zfg4wgw242kPoVgljHSMDSQKqmYTaWRTInYnZ5ymuzOcws7t/iAwD87FKw5k+5TjMLTpRxbnleSCWinG9ltpkMugbATS63To9XUb8S4wTs7HXqPpHZ4rdjvNuGxWR182nu2dQFCsDNJQ7BZO0FzLcSJKVYjHx4VF86SFZUMBTdcacINpMBW/wOJHKNSwulchK67UZ42myvEkEQ9UMClgYKJnn0Os14eFcv7CYGN8OZugxhq9Y7tvhgNxkQ40ScnKp9Am6Pw4yLC8nizpvVTEYyCCRz8Dsqf+IVJKV4cqN3/kpOVGA0MLrmlhQYGBpHRr3Qlr9fL4/ViF3LKZtXb9bnlOXCQhKiosJnN+kuBE7mJDitBvS7O+8UYdPyziO5Qb//WVHBpm571UXhBEF0DhKwNIgoq8jwMo6Od+HAsAcfPzyE8W4bJsIZZIXah7nVwmRg8O4dfgDAr66Gq0qJ3MptNULTgB+dC+DMbLxsTcxiMoc3p2KgQMFoqPwrNh3NQtUAj5WFp8Lo/oKlNI9BtwWDnuqKTzd127G5245Alacs923qAgCcm0sgU4f/f6eW00GHRzy632STOQkjXtsdhcWdYMhjhddmRKwBxbf5kycKva7OKEQmCKI2JGBpkIVEFuPdtmIxZY/TjI8eHMRdYx4sJHOIZhoz16OcwyNe+OwmZEUFv7lR+ynBkNcKA0PjpxcW8drNCNRb5mvIiopT0zH88OQcJpc43QO8Cu3MetNBqqYhJ6nYM+iqupaDoSkcHvWCplBV4DjstWLQY4GsanhjKlrVY64UTvGYjWVBU8CBYbeu79E0DbKqFqfvdhqLkcHWHgeS2frXsaR4GQ6LAX2kfoUg1jUSsDRARpBBgcK9m7tuO2GwmQx4/+4+HNvhRzwrgmviSQtDU3jP8p6hk1PRNR3N9zrNcFmM+OWVMI5fCUFSVMQ4Ec+fC+DH5xehIT8wjNXZXlrt/qA4J8JjY4tphmqN+2zY2uOo6pSFoijctzlfC/TGZGxNz9/J5cWU23ocFdu9CzhRgdXYmemggvFuG2iKqntaNJWTMOCxwNYBg/QIgqgdCVjqTNM0LMSz2DXgLDkAzcDQuGfch72DbszHm1uIu7PPCafZAE5UcGkNHUMAljcFm/HqzQiePxvAD0/O4txcAoMeK3qdZt1pjpyoIFCsX9EXgEQ5ETv6nHDqfLNfiaYpHBn1gmXoqtI7u/tdcFlYZAS55i3O4RSPNybzAcvR8S7d35dcbmf26WgRb1eDHit8ThMidT5dFBQVo12defJEEIR+JGCpsygnwmVlcc94V9k3bZqmcP8WH7rsJoTWMDa/WszyGzWANac1gPyCwEGPFefm83UdW3ocsBirWzo3HeWgAfDZjRVbk4H8viCWobCtx1HjVeeNdFmxvdeJYBWnLAxN4e7lIOPVm5Gq59pomoZ/OReAomnY3uvAlipOiDhBxpaezmpnXsnMMtg/6EIyJ9UtUBckBSaGRi/ZzkwQ6x4JWOpIUTVEMgIOj3grjlnvspvwji0+ZHi55iLYWhTqN6aj2bq06FqNBmzvdWLQY9XVvrxSsZ3Zp+/NO5wWMOC2rHnBHUVR2Nmf7zCqJkVx16gXLENhMclXPT347FwCUxEOLEPht/b26z6FkhQVDE11zHTb1WzrdcJjNSJRp1qWZE6Cy8qihwQsBLHukYCljhaTOQy4LTioc8z63gEXdvQ7MRvL1jyFtlouC4sdffk36nqcsqzV5PKbvp525vzQNxl7BvVtNa5kpMuKLrsJMU5/54rFyODgcP7/729u6D9lyYkKfnIhvxT0ndv88OicHQMsvylbWPStgy4Yr82IHX0ORDL1OVmM5yRs67Hr6kYjCKKzkb/ldZQVFRwc8ejeomtgaDywpRsuC4ulBm0DLuXoWD6tcXYuUfVunXrKCjIWl095xnQU3MY5EW6LEZtrLLZdycwy2NHnrHqg2b2bfKAAXAul8bLOjqufXQ6CExV0O/Ina9VI5SSMdlmrTre1q139+cm+a20PT/MSrEYGO/r1rTUgCKKzkYClTmRVBU1R6KrikzMA9LrMuHvci3hOhCg3Z6jcpm4bfHYjBFnFWZ2TaxuhcLrid5h0dcvEOBHbeh26al30GvfZYGToqtJy3Q4TPrCnD0B+evCZ5Zkq5czFsnhzeWDf7+zrh4HW/9cu386sdWw7cymDHgs2ddsRTq/tlCWc4rHZb0c/aWcmiA2BBCx1khMVWE2M7jHxtzo44sFWvwOzsdo3KleDoqjiKcsbk7GmpaNWmgjn61dKdVOtxEsKGIbC9j79k231GPRY0Os0I1pFWggA7tvswwPLJyX/+NY8rgVLL0ZUVA3/cnYBGoADQ+6qVg8A+RZ5m9GA/nVQv1JAURT2DrqgqlrNQbogKfn7GXCR6bYEsUGQgKVOOFGBw2yoqdXWZGDwwNZuWE2GpqWGDg57wDIUgstDzJpN0zRcD+ff5Lf2VH4Tj2dFdDtMGKpysm0lBobGzn4XMkL1RaAP7+rFgSE3VA34wckZzK14HhNZES9cXEQgycPM0njf7t6qHyOZk+B3Gqs+uWt34z47BtyWmk9ZQikegx6LrlQiQRDrAwlY6iQryBhwWWpuOx3yWnHfpi7Es2JVe25qZTEy2DvgBgC8sYb9QrVayghIZCUYaApjOjqEMryMzd12GHQOo6vGqM8Kq9FQdU0FRVH46MFBbPHbISkavntiGtdDabx4LYyvvjiB/+dn1/DqzXxh83t39uoeEncrTpSxtce57k4RjAYa+4fd4AQZilrdCZ+squBlFfuHPQ35fSAIoj2Rv+11omgaetaYSz8y6sXeQRdmY1xTBsodHc/PZLmwkGzq1F0AuBHKp4NGfbaKHR6KqgFUfvBYI/Q6zRh0W2pal8DQFH7v6DAGPRZkRQXfeW0av7gcwkIiBwrAaJcVH94/gKNj3qrvm5cUmAxM1fuSOsWWHge67EZEueqe90hahN9h0nUyRxDE+kECljoofELUu7ivHAND453b/Oh1W+5ILzTCoMeKAbcFiqrhdIXC0Xq7sZwO0jM8Lc1LcJpZ9DVoLD1FUdjR7wQvKTUFiiYDg8/cMwq/wwSGzg+1++iBATz1gR34owc24a4xb00nJPGsiC67cd3uyHGaWewZcCNeRf2QpmlI5ETsG3J15BJIgiBqRwKWOshJCmxGQ00Ftyt5bEa8a5sfoPJvWI1W+OR/crp5xbeSohb3B23VMbE2kZUw4DbXPIpfj9EuG5wWFqlcbQPN7CYD/sO7tuCLH9qJz947isOjXt3t7eWkeQnb/I51nfbY0eeE3cQiofN3PZ6V4Lay2NFHWpkJYqNZv6+ETcQJMmxmQ93abbf1OnB0rAvhFN/wVue9g24YDTRinIjpaHOKb6ciHGRVg8vCwu+ovBtHkJWqu2uq5bUZMe6zVzVEbiWGpuoWXOSn29IY6mpMGqxd9LrM2DPoRCjFIytWTksuZXjs6HXW5cMBQRCdhQQsdZAVFfQ7zXWZvlpw76YubO115HftNPDkw2igsXcg/2n19Exzim9vhN5OB1VKlfCSAjPLoK8Jbb1be+1QNK3qItBGSGQleKzsuhjHX8m7tvfg4IgHs7HsqvNwMoIMM8tg9wA5XSGIjYgELHUgq8qaC25XMrMMju3ogc9ubHjQcnh5lcCFhWRT9hpdXy641ZUOyklw24zo0XESs1ajXTZ4rGxTUnGVJHMiNnXbYWbXx3Tb1RgNNB7e1Yv9Q25MRbiSp4rJnIT5eBabuu3rtgiZIIjVkYBljVRNgwaqIUfUPU4zPri3HzaTATMNTNcMea3otpsgKRouLCQb9jhAfrz+UkYATekbGJfmJWz22ZpSx2EzGbC1x1FVEWgjKKoGTcO6mm5biZll8PCuXuzqd2IykikupMyJCibCaaR4Cfdu6sJ7d/asuxZvgiD0IQHLGvGiAivLrLlDqJwxnw0f2tsPi5Fp2IA3iqJweDR/ytLobqHCsLghb+XdOIqqARowuMbNzNXY7LeDpqiqNjjXW2HZ4UY7SbCZDPjA3j5s7XFgcimDmSiHQDKH7X1O/N5dw3jf7j64G/T3jCCI9kcCljXixHyHkMfauA6WzX47PrCnDyxDYT7emKBl/5AbNAXMxrIIp+qzSbeUwvyVLf7K6aA0L8FhMaC/iVuKBz1WdNmNayq+XatEVsSoz1bToLlO5zSz+NDePox129HjNONjhwbxyMFBDDUxaCUIoj2RgGWNsqKMHpe54SmLbb0OvH93HyhQCCRydb9/h5nFtt78np7Ts405ZVFUDTeXCvUrldNByZyEPpcFrgYGgyuZWQbb+5xIVrnBuV7U5WWH490bJx20kttqxCcOD+JTdw9jR5+zrsXsBEF0LhKwrJEgq03bFruz34n37e6FomkNCVoKxbdvzSYa0ikzG8tCkFVYjYyuZX68rOiqc6m3MZ8NBpqGIDe+AHmlDC/DbjY0bKpvp7AaDTAZ1n/BMUEQ+pGAZQ0KnTueJs6E2DPowgf39AEUMFPn7qGtPQ7YTfmdOtdDpbcPr0XhPrf2OEDraGc2GZiWTHkd9FjQ7TS1JC0Uz4rod1nInBGCIIgVSMCyBrykwszSTX9z2T3gwof357uHpiL12zvE0BQODLsBAKcaUHx76/yVSpI5CW4Lix5n8wMWlqGxo9dZ89TbteAlhezIIQiCKIEELGvAifJywW3zPw1v9jvwkQMD8DlMuBnOQFbr09VyaDifFroWTCHN1+8NO81LCCTzxbxbdMxfSfMSNvntFRcjNsqYzwYTyzRlc3ZBVpBhNTIbPh1EEARRCglY1iAryOh2mlr2pjrkteKjBwYw3GXFzXCmLq24fqcZw14rVC1fy1IvN8L5YtsBt6Xijh1V06BqaGlbb7/bgp4mp4XiWQndDrOudQUEQRAbDQlY1oCX1ZaPTvc7zfjIgQFs7c3PrqhHseyh5eLbUzOxuqWbzs0lAOjrDkrzMhxmQ0ufW4amsLPPhYzYvLRQRpSwvdcBmnTFEARB3IEELDUqFLu2Q3Gk22rEB3b3YdhrxVQks+ZC3L0DLphZGpGMiMuB1Jqv7//f3t0GR1meewD/P/v+/pLd7G7eISQQAoQoYggiKKREakdePMe0HStjmaNzClhhxhns0eJMP8QPdOp06khtp1ptKYoeUGmlIhrUMYoiDMaDQZAKFZIQErKbze5md5/nfAiJvORld7PJPrv7/83ky+be3Su5kzxX7ue6r/uCL4SvOnohAJhXkjPmeG8gDLdZl/ImYSUOA/RqJfyhsQ/lGy9fMAyjRoVpMdT3EBFlIyYsCQpFRGhTUHA7ErtRgzvm5MFu1ODsODviatVK1JY6AABNJzrGnQA1f30RAFDhMcf0/QqEo7LoQ+Kx6JBv1U/KbaELvSGUOAy8HURENAImLAnq64/CqJm4lvyJKLDpUT/LA4VCQPs4u9UunOaEWing3KXgUP1JIoLhKD673IiudppzzPERUYRCAFyW1F+4FQoBM/Mt6OuPTOjhk1FRQiQqoTLPynNyiIhGwIQlQf5QBA6TVnan6U53m7Fsphv+UASXxnHqsFGrQs3UgVWWd79MfJXlszPd6I+IyDVrMS2GVZPeYARmnRquFGxnHk5JjgHGy71pJkq3vx85RrUsVpWIiOSKCUuCguEICibxjJt43Fhswy1lTnT4Qugbx4V2UZkTSoWAb7r6cPqiP+7ni5KE5lMDt4NqSx0xrR54gxG4LFpYZHKOTq5Zi0K7YUJvC3X19WOmxwLjGLuniIiyGROWBEkAckzyuR10JUEQsKjciRuKbTjb3Zfw6ohFrx7aMdTUeiHu55/s6MVFfz90asVQQ7qxBMNRTHXIZ6VBEARU5JkRDEeTtmPqSsFwFGqlEFNvGiKibMaEJQFRUYJCUMj6NF21UoFFZU7YjRpc8IUSfp0l5blQCAPJR7zFvB+e6gQw0IwulnNhIqIIpSDI5nbQoGm5JtiNGnT1Jn+VpbM3hDyrPqU9Z4iI0gETlgT0R0RoVQKMWnnVr1zLYdLi5ik56O7rT7gTrt2oQXWRDQDQ1NoR8/M6e0M40T6wlXnB5R1HYxnsv+KWQcHtlax6NaoKbbjoTzzxG44kSfCHIphTaJ3w076JiNId/0omIBQZOJhvrI6tclBdbEOBXY/zlxLfNbRkugsCgONtPrT1xPY6H13eyjzdbYbDFFsC4guE4bboZLlyVZk3UGOSzPOFegJhWPRqlDrlcwuMiEiumLAkIBQRodMooZfZDqHhGDQqLCh1IBiJIhRO7FycXLMWswqsAAb6sowlFI7i8DeDW5ljW10BgGAkiikyvXh7rDpMd5vR4RvfdvErXfT3o9RpijmhIyLKZkxYEhCKiLAZ1GnTM6Myz4Iylwn/vhRI+DVum54LADj27x6882X7qIW8h/7VhVBEhNOkRVmMnVsjURFKhUJ2t4OuVFVohUIhJOVAxEhUhChJqMhjsS0RUSyYsCQgFInCIaOGcWNRKRWoLXVApRASPoE536bH7TMGkpa3j3fgf498e925ReGoiL3HzuHNljYAA6srihiTOl8wArNWJbuC2yuVOIyY4jCOuykfMLC6kmvSYqpMV5SIiOSGCUtCJFj08quzGM1UpxGz8i349lIg4W3O36v04K65+RAAHP6mGy80/wvBy7eZ2r1BPNN0Ch9e0Xfl5iljnxs0yBsMw2PVybouSKkQUF1kQ1gUx3UytihJ6O7rx6x8i+waDxIRyZV8rw4yJklC2jX5EgQBC0odOHlhoDeKM8G6iQWlDtj0avztkzP4qqMXz773NW4otmH//7UjIkowapS4e14hKjyWuF43GImiREb9V0ZS5jLBY9Xhgi+E/ARPk+7wheA0aTD7cl0QERGNjSsscYqIIpQKQdYrASNxWXSYV2zHxd7QuM7Gqciz4L9uLYVJq0KbN4g3W9oQESWUu0x4aFl53MlKOCpCJfP6lUE6tRI3FNnhC4YTaiTXHxHhDYRRO83JYlsiojgklLA8/fTTmDJlCnQ6HWpqanDo0KFRx+/atQsVFRXQ6XSYM2cO/vGPf1w35vjx47jrrrtgtVphNBoxf/58nDlzJpHwJlR/RIRGpUi7FZZBswqsMOvV6Bnn9txCuwH/vWQaXGYtlAoB35/twdqFUxLakvxd/xX51q9caYbHnHAjuX9396HUaURVIVdXiIjiEXfC8tJLL2Hz5s3YunUrPvvsM8ydOxf19fXo6Bh+u+uHH36IH/3oR1i3bh2OHDmCVatWYdWqVWhpaRkac+rUKSxatAgVFRVoamrCsWPH8Pjjj0Onk98FLBQRoVUp0nKFBQCcJi2mu0zo7B1/EzS7UYONS8vxP9+fiUXluTEX2F7LFwwj36pLmyQw0UZy3kAYSqWAW8qdMXX+JSKi7whSnPcGampqMH/+fPzud78DAIiiiKKiImzcuBFbtmy5bnxDQwP8fj/27t079NiCBQtQXV2N7du3AwB++MMfQq1W48UXX0z4C/F6vbBarejp6YHFEt8tidGEoyK2N52CIAjIMWrQ5g3CqFXigVtL02Zb87VOXejF3z4+g3ybXhZFnyfafVgx24OaGDviykGHN4gdh84gFBZRlGMYc7woSfiqw4eaqQ6smO1J258dIqJki/X6HdcKS39/Pw4fPoy6urrvXkChQF1dHZqbm4d9TnNz81XjAaC+vn5ovCiK+Pvf/47p06ejvr4eLpcLNTU12LNnz6ixhEIheL3eqz4mQ384ihyDJq0vOCU5BhTa9egYxxlDyRKODtQEpcvtoEEuiw71szxQCALO94zd36bdG0SuSRvzqdVERHS1uBKWzs5ORKNRuN3uqx53u91oa2sb9jltbW2jju/o6EBvby+efPJJ3HHHHXjrrbewevVqrFmzBgcPHhwxlsbGRlit1qGPoqKieL6UhIUiInKM6dODZTgqpQJVRTYE+qPX9VKZbL5gBBa9Cq40KLi91sw8C743y43+iIjOUZK//ogIXzCC2mkO2NP8Z4eIKFVSvktIvHwo38qVK7Fp0yZUV1djy5Yt+MEPfjB0y2g4jz76KHp6eoY+zp49O1khp10PluGUu0xwmNTo9if/BOJ4eANh5Nv0MGjSo37lWtVFNiytcKEnGEZ33/Xfy1Akim8u+lHuMmFOgW3yAyQiyhBxXSWcTieUSiXa29uvery9vR0ej2fY53g8nlHHO51OqFQqVFZWXjVm5syZ+OCDD0aMRavVQqud/P/KJQAGTerrPsbLrFNjVr4V73/VCac5dasboUgUU9Og/8pobp6ag2A4iqbWC1ApBGhUCnT5++ELRqBSCsi36bF4ei40qpT/f0BElLbi+guq0Wgwb948HDhwYOgxURRx4MAB1NbWDvuc2traq8YDwP79+4fGazQazJ8/H62trVeNOXHiBEpKSuIJb8Klcw+W4VTkWaBXK9AbiqTk/YPhKHRqJTzW9KpfuZYgCFhUnovaaQ6c7wni2+4ATFoVbp+Ri3trSrB24ZSYCnOJiGhkcV95N2/ejLVr1+Kmm27CzTffjKeeegp+vx/3338/AOC+++5DQUEBGhsbAQA///nPsWTJEvz617/GnXfeiZ07d+LTTz/Fs88+O/SajzzyCBoaGrB48WLcfvvt2LdvH9544w00NTUl56tMkv7wwJbmdNl+O5Z8qw5Tc034qt0Hkza2QwqT6VIgDJtRk3YFt8NRKgTcNsMFp1mLHIMG+TY9V1SIiJIo7itvQ0MDLly4gF/+8pdoa2tDdXU19u3bN1RYe+bMGSgU3/2hXrhwIXbs2IHHHnsMv/jFL1BeXo49e/Zg9uzZQ2NWr16N7du3o7GxEQ899BBmzJiBV199FYsWLUrCl5g8octN4zJlhUUQBMzOt+L4eS/CURFq5eReYH2BMGbnWyb9fSeKRqXAjcX2VIdBRJSR4u7DIleT0YelPyLCrFPhvxaXJu31Uy0YjuL5D/8FfyiCPGtiZ+MkQpQknOzoxX/eVIhZ+ez6SkSUrSakD0u2C0WisBvTf4fQlXRqJeYWWuENhMd1vlC8Btvx509ikkREROmLCUsc+qMiHMb06xcyljKXGWa9Gt7g5BXfegNhuM069iUhIqKYMGGJk0mXGfUrV8o1a1HqNCblfKFY9YUjmOaa/EJfIiJKT0xYYiRJEiQJGVNwe62ZeRaIkoRwVJzw9+qPiFArFMhL8+3MREQ0eZiwxCgiSlApBBjTtCPrWKY6jcg1aXFxEjrfegNhWA3qtO+/QkREk4cJS4z6IyK0KmVG3hICBopvZ+Vb0DNMe/lk6wmGMcVhlMVJ0URElB6YsMQoFBGhVQsZ0ZZ/JOVuMwwa5YR2vpUkCZGohBIHO78SEVHsmLDEKBSJwqBRZfSqQJ5Vh6IcIy6McvLwePn7ozBq078dPxERTS4mLDEKRUTkZPgWXEEQMLvAgnBURFScmJ4sPYEwnCYNnBm4PZyIiCYOE5YYRUUp4xMWYKD41m5Uo3uCim97Q2GUuUxQKIQJeX0iIspMTFhipFEKMGdowe2VzDo1Znos6JqA4ttIVIRSEJBvY/0KERHFhwlLjLRqZcac0jyW6W4z1EoBwXA0qa/rDUZg0avZf4WIiOLGhCVGGpUiY3uwXKvQrke+TZ/04tueQBhFdkPWJH5ERJQ8TFhipFNlzwqLSqnAnAIr+vojEJN0IGJUHOiiW8Z2/ERElAAmLDHSqBQZ25Z/OGUuE+xGDbp6k1PL0tkbgtOkYcJCREQJYcISI5NWCY0qe75dNoMGNxTZcLEvBCkJqyyXAv2YU2DNmlUqIiJKruy5Ao9TNmxpvtacQhtseg26xrnF2RsIw6RRoyLPkqTIiIgo2zBhiYEgCLAbsi9hyTFqUFVoRad/fKssHb4gyt0muC3cHURERIlhwhIDjUqASadOdRgpUVVog0WnRndfOKHnhyJRKC530CUiIkoUE5YYaFXKrCq4vVKuWYuqAisu+IIJPb/DG0K+TY8ShzHJkRERUTZhwjIGpSCg0K6H25K9Z99UFdlg1qvRHWf326goIRCOYG6RDWolf9SIiChxvIqMQaEQsGymG7YsrGEZ5LboMDvfgo44G8l1+fthN2ow3c2tzEREND5MWCgmc4tsMGlU6AnEXsvS5Q9hToEN5iyt/yEiouRhwkIxybPqUZlvRrs3ENN4XzAMg1aFCo95giMjIqJswISFYlZdbIdJp8a3l0ZPWiRJQps3iFKnkQcdEhFRUjBhoZgV2PSor/RApRBwurN32HOGwlERJzt8sOrVmFdihyAIKYiUiIgyTXbu1aWEzSm0wqxT4c0v2vBVhw+lTtPQDiBvIIxzPQGUu0yoq3Qjz6pPcbRERJQpmLBQ3KY4jfiPGwuxr+U8Tnb0ojjHiC5/P0LRKBaVOXFreS70GmWqwyQiogzCW0KUkFyzFqtvLER1kR3fdPmhVSuwqroA36t0M1khIqKk4woLJcykVeHOqjwUOwwosuvh4llBREQ0QZiw0LhoVArMK7GnOgwiIspwvCVEREREsseEhYiIiGSPCQsRERHJHhMWIiIikj0mLERERCR7TFiIiIhI9piwEBERkewxYSEiIiLZY8JCREREsseEhYiIiGSPCQsRERHJHhMWIiIikj0mLERERCR7GXNasyRJAACv15viSIiIiChWg9ftwev4SDImYfH5fACAoqKiFEdCRERE8fL5fLBarSN+XpDGSmnShCiKOHfuHMxmMwRBSHU4Kef1elFUVISzZ8/CYrGkOhy6AudGvjg38sW5ka/xzo0kSfD5fMjPz4dCMXKlSsassCgUChQWFqY6DNmxWCz85ZYpzo18cW7ki3MjX+OZm9FWVgax6JaIiIhkjwkLERERyR4Tlgyl1WqxdetWaLXaVIdC1+DcyBfnRr44N/I1WXOTMUW3RERElLm4wkJERESyx4SFiIiIZI8JCxEREckeExYiIiKSPSYsaa6xsRHz58+H2WyGy+XCqlWr0Nraet245uZmLF26FEajERaLBYsXL0YgEEhBxNkjlrlpa2vDT37yE3g8HhiNRtx444149dVXUxRx9njmmWdQVVU11OiqtrYWb7755tDng8Eg1q9fD4fDAZPJhLvvvhvt7e0pjDh7jDY3XV1d2LhxI2bMmAG9Xo/i4mI89NBD6OnpSXHUmW+s35lBkiRhxYoVEAQBe/bsSWoMTFjS3MGDB7F+/Xp89NFH2L9/P8LhMJYvXw6/3z80prm5GXfccQeWL1+OQ4cO4ZNPPsGGDRtGbYFM4xfL3Nx3331obW3F66+/js8//xxr1qzBPffcgyNHjqQw8sxXWFiIJ598EocPH8ann36KpUuXYuXKlfjiiy8AAJs2bcIbb7yBXbt24eDBgzh37hzWrFmT4qizw2hzc+7cOZw7dw7btm1DS0sLnn/+eezbtw/r1q1LddgZb6zfmUFPPfXUxB2PI1FG6ejokABIBw8eHHqspqZGeuyxx1IYFUnS8HNjNBqlF1544apxOTk50h/+8IfJDi/r2e126Y9//KN06dIlSa1WS7t27Rr63PHjxyUAUnNzcwojzF6DczOcl19+WdJoNFI4HJ7kqOjaeTly5IhUUFAgnT9/XgIg7d69O6nvx3+xM8zg0mhOTg4AoKOjAx9//DFcLhcWLlwIt9uNJUuW4IMPPkhlmFnp2rkBgIULF+Kll15CV1cXRFHEzp07EQwGcdttt6UoyuwTjUaxc+dO+P1+1NbW4vDhwwiHw6irqxsaU1FRgeLiYjQ3N6cw0uxz7dwMp6enBxaLBSpVxhyNJ3vDzUtfXx9+/OMf4+mnn4bH45mQ9+UMZxBRFPHwww/jlltuwezZswEAX3/9NQDgiSeewLZt21BdXY0XXngBy5YtQ0tLC8rLy1MZctYYbm4A4OWXX0ZDQwMcDgdUKhUMBgN2796NsrKyFEabHT7//HPU1tYiGAzCZDJh9+7dqKysxNGjR6HRaGCz2a4a73a70dbWlppgs8xIc3Otzs5O/OpXv8IDDzyQgiizz2jzsmnTJixcuBArV66csPdnwpJB1q9fj5aWlqtWT0RRBAA8+OCDuP/++wEAN9xwAw4cOIA//elPaGxsTEms2Wa4uQGAxx9/HJcuXcLbb78Np9OJPXv24J577sH777+POXPmpCja7DBjxgwcPXoUPT09eOWVV7B27VocPHgw1WERRp6bK5MWr9eLO++8E5WVlXjiiSdSF2wWGWleTp48iXfeeWfCa+/Ymj9DbNiwAa+99hree+89TJ06dejx06dPo7S0FC+++CLuvffeoccbGhqgUqnw17/+NRXhZpWR5ubUqVMoKytDS0sLZs2aNfR4XV0dysrKsH379lSEm7Xq6uowbdo0NDQ0YNmyZeju7r5qlaWkpAQPP/wwNm3alLogs9Tg3Pz+978HAPh8PtTX18NgMGDv3r3Q6XQpjjA7Dc6LXq/Hb3/726s2ckSjUSgUCtx6661oampKyvuxhiXNSZKEDRs2YPfu3XjnnXeuuiACwJQpU5Cfn3/ddtoTJ06gpKRkMkPNOmPNTV9fHwBct1tLqVQOrYzR5BFFEaFQCPPmzYNarcaBAweGPtfa2oozZ86MWEdBE2twboCBlZXly5dDo9Hg9ddfZ7KSQoPzsmXLFhw7dgxHjx4d+gCA3/zmN3juueeS9n68JZTm1q9fjx07duC1116D2WweusdutVqh1+shCAIeeeQRbN26FXPnzkV1dTX+/Oc/48svv8Qrr7yS4ugz21hzU1FRgbKyMjz44IPYtm0bHA4H9uzZg/3792Pv3r0pjj6zPfroo1ixYgWKi4vh8/mwY8cONDU14Z///CesVivWrVuHzZs3IycnBxaLBRs3bkRtbS0WLFiQ6tAz3mhzM5is9PX14S9/+Qu8Xi+8Xi8AIDc3F0qlMsXRZ67R5sXj8QxbaFtcXHzdP2rjktQ9RzTpAAz78dxzz101rrGxUSosLJQMBoNUW1srvf/++6kJOIvEMjcnTpyQ1qxZI7lcLslgMEhVVVXXbXOm5PvpT38qlZSUSBqNRsrNzZWWLVsmvfXWW0OfDwQC0s9+9jPJbrdLBoNBWr16tXT+/PkURpw9Rpubd999d8Tfq9OnT6c28Aw31u/MtTAB25pZw0JERESyxxoWIiIikj0mLERERCR7TFiIiIhI9piwEBERkewxYSEiIiLZY8JCREREsseEhYiIiGSPCQsRERHJHhMWIiIikj0mLERERCR7TFiIiIhI9piwEBERkez9P4ejomXzLRaTAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_growth_rate_gp(gaussian_process, n_std, color='C0', uncertainty_transparency=0.4, ax=None):\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " growth_rate, growth_rate_var = calc_growth_rate_from_gp(gaussian_process)\n", + " \n", + " growth_rate_std = np.sqrt(growth_rate_var)\n", + "\n", + " ax.fill_between(\n", + " x = gaussian_process.x,\n", + " y1 = growth_rate - n_std*growth_rate_std,\n", + " y2 = growth_rate + n_std*growth_rate_std,\n", + " color=color,\n", + " alpha=uncertainty_transparency\n", + " )\n", + " ax.plot(gaussian_process.x, growth_rate, color=color)\n", + "\n", + "plot_growth_rate_gp(\n", + " g,\n", + " 2\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_biomass_gp(gaussian_process, n_std, color='C0', uncertainty_transparency=0.4, ax=None):\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + "\n", + " # Calculate the standard deviations as each data point\n", + " fstd = np.sqrt(gaussian_process.fvar)\n", + "\n", + " ax.scatter(gaussian_process.x, gaussian_process.y, color = \"black\", alpha=0.3, s=7)\n", + " ax.fill_between(\n", + " x = gaussian_process.x,\n", + " y1 = gaussian_process.f - n_std*fstd,\n", + " y2 = gaussian_process.f + n_std*fstd,\n", + " color=color,\n", + " alpha = uncertainty_transparency\n", + " )\n", + " ax.plot(\n", + " gaussian_process.x, \n", + " gaussian_process.f,\n", + " color=color\n", + " )\n", + "plot_biomass_gp(\n", + " g, 2\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# combined plots \n", + "\n", + "fig, ax_tmp = plt.subplots(nrows=2, ncols=2, gridspec_kw={'height_ratios': [2, 1]})\n", + "ax = ax_tmp.flatten()\n", + "\n", + "plot_biomass_gp(\n", + " g_raw, 2, color='C0', ax=ax[0]\n", + ")\n", + "plot_biomass_gp(\n", + " g, 2, color='C1', ax=ax[1]\n", + ")\n", + "\n", + "plot_growth_rate_gp(\n", + " g, 2, color='C1', ax=ax[3]\n", + ")\n", + "\n", + "plot_growth_rate_gp(\n", + " g_raw, 2, color='C0', ax=ax[2]\n", + ")\n", + "\n", + "ax[0].semilogy()\n", + "ax[1].semilogy()\n", + "ax[0].set_ylabel(\"Biomass [mass a.u.]\")\n", + "ax[1].set_ylabel(\"Pseudo biomass\\nconcentration [a.u.]\")\n", + "ax[2].set_ylabel(\"Specific\\ngrowth rate [1/h]\")\n", + "ax[3].set_ylabel(\"Specific\\ngrowth rate [1/h]\")\n", + "fig.supxlabel(\"Feeding time [h]\")\n", + "fig.tight_layout()\n", + "fig.savefig(\"../figures/realworld_gaussian_process.jpg\", dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate growth rates using finite differences methods" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "first_order_diff = np.gradient(paper_df['Biomass pseudo concentration'].to_numpy(), paper_df[\"Feeding time\"].to_numpy())\n", + "growth_rate_finite_diff = first_order_diff / paper_df['Biomass pseudo concentration']\n", + "plt.plot(paper_df['Feeding time'], growth_rate)\n", + "plt.plot(paper_df['Feeding time'], growth_rate_finite_diff)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "# Format data for QurvE\n", + "# Required columns: ‘Time’, ‘Description’, and ‘Values’. Optional 'Replicates'\n", + "qurve_cols = [\"Time\", \"Description\", \"Values\", \"Replicate\"]\n", + "qurve_df = (\n", + " fedbatch_df\n", + " .drop(columns=['Time'])\n", + " .rename(\n", + " columns={\n", + " \"Strain\": \"Description\",\n", + " \"Feeding time\" : \"Time\", \n", + " }\n", + " )\n", + ")\n", + "\n", + "# Create replicate column\n", + "qurve_df[\"Replicate\"] = 0\n", + "for _, strain_df in qurve_df.groupby(\"Description\"):\n", + " i = 1\n", + " for _, well_df in strain_df.groupby(\"Biolector well\"):\n", + " qurve_df.loc[well_df.index, \"Replicate\"] = i\n", + " i += 1\n", + "\n", + "\n", + "(qurve_df\n", + " .rename(columns={\"Biomass pseudo concentration\": \"Values\"})\n", + " [qurve_cols]\n", + " .to_csv(\"qurve_pseudobatch_data.csv\", index=False)\n", + ")\n", + "(qurve_df\n", + " .rename(columns={\"Biomass [mass a.u.]\": \"Values\"})\n", + " [qurve_cols]\n", + " .to_csv(\"qurve_raw_biomass_data.csv\", index=False)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DescriptionBiolector wellBiolector columnBiolector rowCycleTimeVolumeAccum. feed [uL]Biomass concentration [light scatter]DO%Sample volumeBiomass pseudo concentrationVolume after samplingBiomass [mass a.u.]Replicate
10378Yeast_strain_4F088F185.00.200001800.3200.3203.38147.1199950.03.380000800.3202705.0816920
10379Yeast_strain_4F088F186.00.300001800.4800.4803.42147.0000000.03.420684800.4802737.6416610
10380Yeast_strain_4F088F187.00.400002800.6400.6403.45146.7299960.03.451379800.6402762.2080380
10381Yeast_strain_4F088F188.00.500000800.8000.8003.44146.8399960.03.442063800.8002754.7520460
10382Yeast_strain_4F088F190.00.700001800.9600.9603.47146.6499940.03.472775800.9602779.3312230
................................................
10707Yeast_strain_4F088F516.033.3629991128.640328.64014.0939.0999980.019.8702241128.64015902.5377720
10708Yeast_strain_4F088F517.033.4630011132.160332.16014.1237.3800010.019.9746341132.16015986.0990700
10709Yeast_strain_4F088F518.033.5630001135.521335.52014.1936.3499980.020.1332501135.52116113.0425140
10710Yeast_strain_4F088F519.033.6630021139.041339.04114.2433.5000000.020.2668231139.04116219.9435790
10711Yeast_strain_4F088F520.033.7708021141.281341.28114.4848.279999300.020.648926841.28112181.7484950
\n", + "

334 rows × 15 columns

\n", + "
" + ], + "text/plain": [ + " Description Biolector well Biolector column Biolector row Cycle \n", + "10378 Yeast_strain_4 F08 8 F 185.0 \\\n", + "10379 Yeast_strain_4 F08 8 F 186.0 \n", + "10380 Yeast_strain_4 F08 8 F 187.0 \n", + "10381 Yeast_strain_4 F08 8 F 188.0 \n", + "10382 Yeast_strain_4 F08 8 F 190.0 \n", + "... ... ... ... ... ... \n", + "10707 Yeast_strain_4 F08 8 F 516.0 \n", + "10708 Yeast_strain_4 F08 8 F 517.0 \n", + "10709 Yeast_strain_4 F08 8 F 518.0 \n", + "10710 Yeast_strain_4 F08 8 F 519.0 \n", + "10711 Yeast_strain_4 F08 8 F 520.0 \n", + "\n", + " Time Volume Accum. feed [uL] \n", + "10378 0.200001 800.320 0.320 \\\n", + "10379 0.300001 800.480 0.480 \n", + "10380 0.400002 800.640 0.640 \n", + "10381 0.500000 800.800 0.800 \n", + "10382 0.700001 800.960 0.960 \n", + "... ... ... ... \n", + "10707 33.362999 1128.640 328.640 \n", + "10708 33.463001 1132.160 332.160 \n", + "10709 33.563000 1135.521 335.520 \n", + "10710 33.663002 1139.041 339.041 \n", + "10711 33.770802 1141.281 341.281 \n", + "\n", + " Biomass concentration [light scatter] DO% Sample volume \n", + "10378 3.38 147.119995 0.0 \\\n", + "10379 3.42 147.000000 0.0 \n", + "10380 3.45 146.729996 0.0 \n", + "10381 3.44 146.839996 0.0 \n", + "10382 3.47 146.649994 0.0 \n", + "... ... ... ... \n", + "10707 14.09 39.099998 0.0 \n", + "10708 14.12 37.380001 0.0 \n", + "10709 14.19 36.349998 0.0 \n", + "10710 14.24 33.500000 0.0 \n", + "10711 14.48 48.279999 300.0 \n", + "\n", + " Biomass pseudo concentration Volume after sampling \n", + "10378 3.380000 800.320 \\\n", + "10379 3.420684 800.480 \n", + "10380 3.451379 800.640 \n", + "10381 3.442063 800.800 \n", + "10382 3.472775 800.960 \n", + "... ... ... \n", + "10707 19.870224 1128.640 \n", + "10708 19.974634 1132.160 \n", + "10709 20.133250 1135.521 \n", + "10710 20.266823 1139.041 \n", + "10711 20.648926 841.281 \n", + "\n", + " Biomass [mass a.u.] Replicate \n", + "10378 2705.081692 0 \n", + "10379 2737.641661 0 \n", + "10380 2762.208038 0 \n", + "10381 2754.752046 0 \n", + "10382 2779.331223 0 \n", + "... ... ... \n", + "10707 15902.537772 0 \n", + "10708 15986.099070 0 \n", + "10709 16113.042514 0 \n", + "10710 16219.943579 0 \n", + "10711 12181.748495 0 \n", + "\n", + "[334 rows x 15 columns]" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "well_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We don't see the discontinuities in these plots because the light scatter measurements are proportional to the concentration of biomass [1]. However, we cannot calculate the correct growth rate from the concentrations because the volume of the bioreactors (Biolector wells) is not constant. Thus, the changes in the biomass concentration is function of both growth and volume change. Luckily the pseudo batch transformation can alleviate this issue. \n", + "\n", + "To transform the data correctly, we have to apply the pseudobatch transformation to each culture (Biolector well). This can be done by using the `pseudobatch_transform_pandas()` with a groupby-apply approach.\n", + "\n", + "In the following code the the `.groupby()` method creates a separate dataframe for culture/Biolector well. Then the `.apply()` method supplies these dataframes one by one first argument in pseudobatch_transform_pandas function and collects the output from all of transformation in a series. The remaining arguments to the `pseudobatch_transform_pandas()` function are the same for each execution, notice that these arguments **HAVE TO** be given as **KEYWORD ARGUMENTS**, i.e. `argument_name=value`.\n", + "\n", + "Notice that the we use the `group_keys=False` argument in the groupby mehtod. This maintains the original index (order of the data), thus allowing us to write the pseudo batch transformed data directly back into the original dataframe.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have transformed the data we fit a log-linear model to each of the growth curve. Similar to previous tutorials we define a small helper function to fit the model." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "def fit_ols_model(formula_like: str, data: pd.DataFrame) -> sm.regression.linear_model.RegressionResultsWrapper:\n", + " y, X = dmatrices(formula_like, data)\n", + " model = sm.OLS(endog=y, exog=X)\n", + " res = model.fit()\n", + " return res" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now iterate through the data from Biolector well and estimate the growth rate." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "growth_rate_models = {}\n", + "for grp, dat in fedbatch_df.groupby(['Strain', 'Biolector well']):\n", + " growth_rate_models[grp] = fit_ols_model('np.log(Q(\"Biomass pseudo concentration\")) ~ Q(\"Feeding time\")', dat)\n", + "\n", + "# collect the growth rates in a dataframe\n", + "growth_rates_df = pd.DataFrame(\n", + " [\n", + " [strain, well, mod.params[1]] for (strain, well), mod in growth_rate_models.items()\n", + " ], \n", + " columns=['Strain', 'Biolector well', 'Growth rate']\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we can inspect estimated growth rates for each of cultures." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([0, 1, 2, 3],\n", + " [Text(0, 0, 'Yeast_strain_1'),\n", + " Text(1, 0, 'Yeast_strain_2'),\n", + " Text(2, 0, 'Yeast_strain_3'),\n", + " Text(3, 0, 'Yeast_strain_4')])" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(data=growth_rates_df, x='Strain', y='Growth rate', hue='Strain', palette='colorblind')\n", + "plt.xticks(rotation=45)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that strains 1, 2, and 3 have similar growth rates, while strain 4 appears to grow a little slower. In this example we showed how to use the pseudobatch transformation to transform real world data." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## References\n", + "[1] Kensy, Frank, Emerson Zang, Christian Faulhammer, Rung-Kai Tan, and Jochen Büchs. “Validation of a High-Throughput Fermentation System Based on Online Monitoring of Biomass and Fluorescence in Continuously Shaken Microtiter Plates.” Microbial Cell Factories 8, no. 1 (December 2009): 31. https://doi.org/10.1186/1475-2859-8-31.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pseudobatch-dev", + "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": "3.10.8" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}