From 8acc53855a71ce3e707648adbeb756366b42cc45 Mon Sep 17 00:00:00 2001 From: "m.maksymenko" Date: Wed, 27 Jul 2022 16:59:56 +0300 Subject: [PATCH] Upload --- .idea/vcs.xml | 6 + Compaqt/Plots/compaqt-center.png | Bin 0 -> 67375 bytes Compaqt/Plots/pics_png/Scaling_linear.png | Bin 0 -> 58581 bytes Compaqt/Plots/pics_png/Scaling_log.png | Bin 0 -> 74659 bytes Compaqt/Plots/pics_png/distributions_pic.png | Bin 0 -> 136583 bytes .../Plots/pics_png/knowledge_distillation.png | Bin 0 -> 192221 bytes Compaqt/Plots/pics_png/qae-circuit.png | Bin 0 -> 67833 bytes Compaqt/Plots/pics_png/qkrt-qae-sim-8192.png | Bin 0 -> 32696 bytes .../Plots/pics_png/qkrt-qnn-belem-1024.png | Bin 0 -> 45025 bytes .../Plots/pics_png/qkrt-qnn-belem-8192.png | Bin 0 -> 44776 bytes Compaqt/Plots/pics_png/qkrt-qnn-sim-1024.png | Bin 0 -> 38286 bytes .../Plots/pics_png/qkrt_qae_belem_8192.png | Bin 0 -> 44983 bytes Compaqt/Plots/pics_png/qnn-circuit.png | Bin 0 -> 48252 bytes Compaqt/Plots/qae-belem-4096-qkrt.pdf | Bin 0 -> 13780 bytes Compaqt/Plots/qae-belem-8192-qkrt.pdf | Bin 0 -> 13796 bytes Compaqt/Plots/qae-sim-8192-qkrt.pdf | Bin 0 -> 13283 bytes Compaqt/Plots/qae_circuit.pdf | Bin 0 -> 18095 bytes Compaqt/Plots/qae_manila.pdf | Bin 0 -> 12579 bytes Compaqt/Plots/qae_sim.pdf | Bin 0 -> 11776 bytes Compaqt/Plots/qkdistil.png | Bin 0 -> 225478 bytes Compaqt/Plots/qnn-belem-1024-qkrt.pdf | Bin 0 -> 13587 bytes Compaqt/Plots/qnn-belem-4096-qkrt.pdf | Bin 0 -> 13588 bytes Compaqt/Plots/qnn-belem-8192-qkrt.pdf | Bin 0 -> 13582 bytes Compaqt/Plots/qnn-sim-1024-qkrt.pdf | Bin 0 -> 13184 bytes Compaqt/Plots/qnn_belem.pdf | Bin 0 -> 12995 bytes Compaqt/Plots/qnn_circuit.pdf | Bin 0 -> 15648 bytes Compaqt/Plots/qnn_sim.pdf | Bin 0 -> 12069 bytes Compaqt/README.md | 83 ++ Compaqt/compaqt-center.png | Bin 0 -> 67375 bytes Compaqt/compaqt_presentation.pdf | Bin 0 -> 1035108 bytes Compaqt/network_distillation.ipynb | 1158 +++++++++++++++++ ...work_distillation_AE_model_histogram.ipynb | 205 +++ ...lation_AE_model_histogram_noisy-qkrt.ipynb | 666 ++++++++++ ...istillation_AE_model_histogram_noisy.ipynb | 326 +++++ .../network_distillation_AE_model_train.ipynb | 1122 ++++++++++++++++ Compaqt/three_qubit_ae_circuit.ipynb | 520 ++++++++ .../three_qubit_ae_circuit_noisy-qkrt.ipynb | 471 +++++++ Compaqt/three_qubit_ae_circuit_noisy.ipynb | 809 ++++++++++++ 38 files changed, 5366 insertions(+) create mode 100644 .idea/vcs.xml create mode 100644 Compaqt/Plots/compaqt-center.png create mode 100644 Compaqt/Plots/pics_png/Scaling_linear.png create mode 100644 Compaqt/Plots/pics_png/Scaling_log.png create mode 100644 Compaqt/Plots/pics_png/distributions_pic.png create mode 100644 Compaqt/Plots/pics_png/knowledge_distillation.png create mode 100644 Compaqt/Plots/pics_png/qae-circuit.png create mode 100644 Compaqt/Plots/pics_png/qkrt-qae-sim-8192.png create mode 100644 Compaqt/Plots/pics_png/qkrt-qnn-belem-1024.png create mode 100644 Compaqt/Plots/pics_png/qkrt-qnn-belem-8192.png create mode 100644 Compaqt/Plots/pics_png/qkrt-qnn-sim-1024.png create mode 100644 Compaqt/Plots/pics_png/qkrt_qae_belem_8192.png create mode 100644 Compaqt/Plots/pics_png/qnn-circuit.png create mode 100644 Compaqt/Plots/qae-belem-4096-qkrt.pdf create mode 100644 Compaqt/Plots/qae-belem-8192-qkrt.pdf create mode 100644 Compaqt/Plots/qae-sim-8192-qkrt.pdf create mode 100644 Compaqt/Plots/qae_circuit.pdf create mode 100644 Compaqt/Plots/qae_manila.pdf create mode 100644 Compaqt/Plots/qae_sim.pdf create mode 100644 Compaqt/Plots/qkdistil.png create mode 100644 Compaqt/Plots/qnn-belem-1024-qkrt.pdf create mode 100644 Compaqt/Plots/qnn-belem-4096-qkrt.pdf create mode 100644 Compaqt/Plots/qnn-belem-8192-qkrt.pdf create mode 100644 Compaqt/Plots/qnn-sim-1024-qkrt.pdf create mode 100644 Compaqt/Plots/qnn_belem.pdf create mode 100644 Compaqt/Plots/qnn_circuit.pdf create mode 100644 Compaqt/Plots/qnn_sim.pdf create mode 100644 Compaqt/README.md create mode 100644 Compaqt/compaqt-center.png create mode 100644 Compaqt/compaqt_presentation.pdf create mode 100644 Compaqt/network_distillation.ipynb create mode 100644 Compaqt/network_distillation_AE_model_histogram.ipynb create mode 100644 Compaqt/network_distillation_AE_model_histogram_noisy-qkrt.ipynb create mode 100644 Compaqt/network_distillation_AE_model_histogram_noisy.ipynb create mode 100644 Compaqt/network_distillation_AE_model_train.ipynb create mode 100644 Compaqt/three_qubit_ae_circuit.ipynb create mode 100644 Compaqt/three_qubit_ae_circuit_noisy-qkrt.ipynb create mode 100644 Compaqt/three_qubit_ae_circuit_noisy.ipynb diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/Compaqt/Plots/compaqt-center.png b/Compaqt/Plots/compaqt-center.png new file mode 100644 index 0000000000000000000000000000000000000000..d7a18804d673574cc97bd14f5fd1c7ae92ad94ee GIT binary patch literal 67375 zcmV*2KzF~1P)Px#1ZP1_K>z@;j|==^1poj532;bRa{vGqB>(^xB>_oNB=7(L|D{PpK~#8N?A-~x zbyry*{)1?3(K^(zTB}71b+%QcA|O)15I~a1OhWPok^mV=LdZnYj6ep$JQE-x3}Frk zgh44W6;WF$qT6&+UK16=KemP`+4vCzW1K9&)#c2 z!|(Y$&$`p+D=hZ0kA3W8ABQx)X!Ykl_OXwB?Bfu|zOi57Z~o?Q7JvAMf4KO6|L^~; z{$+Fcz2E!2#m7GOvBls0-QTVLWgnZs-~R32F8I_D@?RFOdChAUzyJHczxb~2`mV(nebKOQ{k32F zwZ$u6`O3v7Kl#b}_kQpPe{gZ9JKbsZzk3tb&PPA`(Zz55)^9ET*+2VdMeZ#l{HK5V zr;C65kNNNr1@g3h$|Jj7#;IIGsuNVK|AN+&Wzua;0XMgr*i|0T8 z`Sr85kN)+){?}R0`p^IT&lmssKmX^&mwxG&F24NBzkKzt+YQhEwXc2c;tg+j!{Rfa z`OM<(cfWh@e*N$N{lC|?=9hlym+GJWNB`&_t^Q|zBpdsWfBfT%x4!kQi@*4bzo?Da zJ??Rj#XtOq|8VucdmBE_FaF{$*5CiH|MkBXce~r&7XRd*{FD0cZD72H46q0Pyyrb{ z@mGKKSBpRSlRv4A!N2$y|6=vO-MH4~I@Q3T~8S;Pium08ItG?>1>c6+)B`~=NhbD@3 z6H3A2^bmgaSATW&FWnGrhRDp~{Q9r|`uh7ec(~`Cci!TvtFEdSbQdhT*f^vbY>|Ap z77jJ%0edcQeB&GI&;Cb$^hfnVDS_Yp-QQhYef8Cg7rfvFi+8-^9jkv$hfNR=9N83j z252|%d^y(A_?B<^meqHQ#XtS0|Fre_am=zpc<+1PTi^eZaIdXlk@5{U+_3uBGO%{9 zz4qG0MHgMP_>JHAjn%&%4EOi)%P+6L1Q31rm;dr#?gSU^Szo}^g!L*g0=CBAhhSaG zyaYu*`?Eh=XO8PeY}mi}i@$gj}&?SJCQvjAJP#itY|4V zRvsQ>?1B8`PyS?0OO%2|{g$`9rC!t`n7&2A$uJ&nY+uy+s#m?Lemzmqmwnln)t<2n z9uSX=ntJeqAH4YLum0-Q|Ln%+KKHpgqO_^q2L?y<+y+M4d-C3X=7A4U!GY)x808=R(I4%+x4{8g*PfZIE#=z3`J2DFUJu{+jo-L9^2j4w z*V&ENdZ zI&*2mO*h?CN1@XVta>{_Vg0 zx1D=;2-Xzplbqa5a9>4{)+p!P$Cq<5oE4*QGcfk427%E*4RpP}jqSB; zte^hrpU$Gp1OYN7#Y}72`fNJfZ~CTh+Mz`r``E|UhNTq#+kg9S_5A>!;okSYcl~`6 zfBeUPyyNIyqxIDXfs^}|OF8&?L5{u8#-un3dxVp)hJXCWf4mNm#)3_G+uPn&uNO9` zt47lXpVz%fc|L4W_?&%)9;~ZyJ&$_Sqk0(!nHn0*Gxa+t#b(gFW9%7HUeXIoS>5nd zz72Qz+~+=b@u3fWs8*0DJfwm#5-nQ%Ai{9-+JNuHVS?z@hq2+?;B!dxY(SA&oNkSU zYh^^y1|C*!gu4zf7#2Na*mrG=H!c?ZY+t4(y0v(G9d_7ZSv7oc8dTu}SGe1)o zwx#mT3^Ra%Vr++u3Wvr)gV*`7AN#SQ#XlK<``71i+Ms|Lu8Sk`8qLjY|G8d!f`cmw zPFH|tUp)HJkM0a|>}A(seayYy8NaXm%C8(Wf-z)vKm5Z#+?lysPrvXBzfji#Jgctt za?35Z>|`+ROJ4@FE(k!`;eYq<{$0HX`=Fkth7}-iZDtue#@-8u&2#wShqp%WU649R z!GLG6Kyw}#!)Y;#{JLlnu%Q?!#@6>D*S7Q*EN0OvkKgAJb0OkzyOCL4V1&;qsZ+cU00A-lgg$Q>nTsOzySy|U9Me-70WYiW= zj)Irw{bke?enn&gmIplG0j+z+bY=bYuQ~VAT+=(ZiSW_>14QPQti;6rS z`N&7s-^W0YdA6QuPH?o3bg)aIz9W!*<};sJf8Pd%5(G6(aN1Y}f#bs-_OQuzY%XAE ztfe-`oGiWUgUCgi;p>Paj@Tv95}he(DmI~Ea9dL%1XKX0kxDV;fZyA;=!J8`#nI*B z;>g*CBygL80#}HR(0MYe+~*|9^n4jYDeO?KWm}<6Ku!oa<+kFgfXL@fiQM)g>?hQM z42O-_#JZIk+Bb|KBi$#|kd3x61+q-aC3LmSlcDdbJ+X0$sxr5dw!}4XMhtl$W$4Q+7E7)C?}^%zb;si3TC8cc;cL5+nhj)P|Scjh3LMm(!LEq zmw49bAx0YSImVC?25@R^5!POTHI8y*@F-KZg%(&R?0rf*Q857s)zlaR$jG4v-P7E9 zi(o_X8MWMHpobvKPNg@=hJ=KXo*Df)D2xdqNZhs7}k_}oyOQ|-^GrK}sC?HOmBQTHJn zee}^=o9eCu0tWZt+;h*ZC7E+UCWVs@6vR597#NC~eUQ}$pywE^TnG>;$51FbPtn1- zK;Mipjsc?S$3On@buh!oD^#~32wXr>xD;fFvSyI!r}PfBp;%prJ$6e2x{RlLs zJ=-TX$pL5OKFXNwFLt2szIS1EV-LaT<;v4ySkMfz4b+w$km>RKjI4ADU!1z|8K$64 zVd$F@GmB9g_wtv&yk2}=8d-}`sujS|Q9Q)3@HP18ibGR$sfl8^Z=(C0`xoZ@= zbx9ZlI4b=PHnaMGP35^AD)9M+9FPsApeJZx#Jld78VZB&zFIS-Hgzr-mS9}0J=9nH z%y7roUw{4LSAOMJ>R_QnpvAekmyENzOrN%$qeG!k#C1_945WRfFQ#p_jL#FAtz@o*SKr0j1i$E@$67YC#VJrvR)&>S1Ey}?A{9_em$;Mtc7wxkGg~h$j zqLPhe-iwDWa_2RhH-?e7S%E=i+;Y61h3ST(oth8Hroow6SW+qqlQufVL*a#8r}uvN z!ykUob#exbsfb%@rU*F)IL4sk4#vLEvDi$SO2EeP85xL8fDzI4YR#oO#4a$#oE~b8 zG3e^c;2hO#+y_lWK7ZHGlJi+(fSPn~Hvs{F;KMcB6U`1@UF3o!Yt|kT`A-GI6uLUS zUthr!*om%47|@-eCWYI#2jgJQeiFF(e2U!7fQRadgH{N(Ck0qJKoiN**bf1Y_nQLG z#F|Jk^qeNUA|MNc(Yn^Uz}3B;qQ={0v3XfDCPLa2;NiaWo$su9I_Y9~IO~Fi$^!yr zLukN?AuZ2q-y@+2SXcBjwaFJ>?$#hyU;&>PX#vw}wm1(K+t8<7(v@Yok*m~r}F~=NJ7hIsb{Iw8OaTs+&$ww3_ruEx=Py6;OO*A?mb)8-s{AJ^;Nd9FJ4hSVb>TlERXQ*`8+mr@_t0HHlQeNVA5?wsRXGWdrOFi2QSdJi$O1f8sj&XsOb0FR=i!d~4FovE0n02{ww< zJjMeGvw>^UHXYmADG(say47mz9dp4#-Ei0L6q%iW{`rdwF1TQ@@DgByKjtxysc)2v z7O`|86m}r~eq9I?1R?%@TOdkj?152GpzH!i6^g_ZKVvKOQ^4^*`>U03|?#x{V0IP(WO}X#;A)U_l0WPQKVyz}OkHdPaPAaTctd>$>M2c!fOZjqpsc3USgcvu8iOj>Xj4jU z8lq)})TR|hk|f3%atw~1yi@IhSb{U3qDbn4Ok4!W(BsTENpl^l5bUULp^R|p)H*3$ z@M>~8a#7FhW|N}qf_23XH}_kSL1;NZIWW3i3w>^gHl;ZX!ltgF4>mfw$tD~s1ebtf zvG=54Dn-M9XvC=E08vJqYTE!hBgsO2){{>@d6M&|KtK&{>nMpFaDZf>0VKQ}`nH29 zk!9IeDY9Jwfi>d!Z^LjgwrP%QkflBQ+0S16ZBa+w#y1QBJ?S{lfTum}X_MCXTAHe2 zOfmF|F;`mGt-wepjt!3>a?FHUn(q<3(d< z!YJU1LHz`6IAtM=?o*rv`b5Fj`{R0ZH@CDJ)rNALD+=~G7((?2_eAk~6MS+T7@R0N^$(*~4x9_IYYS^HLA5|JmVR))Nknd+t_HYxdW(N#D{t} z5BQF0M+T}7KA+)YqF08nORn7oGHk(S>OK;jP;0dnI%QJveNJ)UoSM3d=hcW_) zoWYktmY|m=MfRd>9vsjrxio+Rghnn=0(HqykxtsJ*vBa80VpXoeBb-tS7!@A(V^hn z_HaZ2^zD=~q5#_76eAhH*qDtiszKGvA-@wbyH8%fZ;@C;n$$#8lvpW?QERzp&UkUS zB9E~U$&(VNw{xD7pHDQY7EgM`bXUeJ(Kg^+X5MxtOjIb z@kj|21?TQGsFda;YoAa;@jjuOKyfiWOM&cXu(X=%&xxaH~Y4#vC0qiB6vwi!*nhla>&%u3ZK70Fs6G(Ny98S0fnSp|9 zPS7_6J~MTX<6wP`R4Q?jvG*Y@`mqHKhA9k`Qp{;ih+HRdhHe_er=hHix0g1CW+qW- zpM3*&91;K zz<#lJWM#5R4S-XxUtf!;-u*>I&T*f+pfS`lMkxvy*`O4xU5yjq;e^b9p{MaJ!Ang6 z+C!w;XG}!}(p839RlVzHIfd81{`K`2gTzRN&kQ!cQ2;|mM}!_!Dgc8V2=pN%T2i7a@>7SBMWwDsbR=qzWEQ>CWk}E# zqT;UJiK!4o1S9A<$U;)0do?76Yt#EL6}tJ|XM2HCX=o2|?wqUOOl@F_>MOw7cMXEC zbvr)H0%H&CNRvusGweanKE5}_b@na<|IHX|%fY-pVxQ-q1EPQPT>^BPjxoH9CPTtu zSX8H}M6E=1Aj*K)B`iw8!GEXBn?qM7SSgw*bkk+ad{R?k8H2jb*n8RqMQs{FqRRm5Oax2fhgwaco19?~R7p5!_jMoTfVLArs2Nx%o=+D=oC>y%phbWqU zk-@mOxn=^TKwkuggI#jZ-S4&_!)M`m)gJ|Q@z02=)lnF2hF2YJDC<@;!bTXHMh=cz zOTE|jkibJ7i?NUQZ>zC)F(L>*C{oGMg8Q(l!;D;xp_iJX0Pu~X;l5PI&BUo%7*cK5 z*tN+R9JGQz-RS1Sa(F?IQsUK`Qc4EUb%BS93UqZMXK|7u6@_Zk>;*J zMguL&cror>dtnG(BhV5G#a#xl4cLNU#60&l=`IzC3>#?3`^H&V*X|p~gAX4H5_2IC z5m4F}nmFSl6k|A7nkWJ|Ygug!>)U5Z4Inr!&0ib`c7RjN&7#`SDZO;lf~RNf6hm=X zyeLB}!YBnF#E0X}J$y!HOhh>b9w1Nb!8*~U8Qr)ZbcX-8uyZ1r($Ma0CbnXr%u8h4 zdAjYmZe72?iJ+1{=qp8%c8z_IKCs*@Kt^&aThUgZ~eFxcf#!pBg=v1lu925Yd;S zc-b2Fs>>#gL6Wf-Y4Dgfj?^oKE94wx19)H+_#s1M11rd^LvgaL5RLolqR2$rqD8a> zimgu*Z6k;%Wo4e9o`+3rgc5L=J$gxcFFHlFrNVu%{!kAbqp==y(?;Mq#?IDzGh$s3 z(b^-Vk5c#2u&+2BhMxX@EIlV^3*GJ|DU&hq{_d&Igb!~<^)g_4U>)n8GaoAhcAeH} zsR+IcvmIVyPI{Ofpb)C%+X82kM++!K2Obz`r0;j*kgMGf~iP~?8hP$V`Kwk zIl^s+A{A;yj3{eD9k2uh z6&y%c_DwRXh^;na&2}{v2HbGN4K?Lz-^gw4EtI~M1e9gBuMln zCGL74rJ!I+D#qZ8B-Ap-z9&9Ds2rs6Lz1&~LR3xh5Yz!}aQ*brVN}9Y{dWw8TCazo zp^M8_gbp$}#zrx{^z-LT6exiqNf|PSb1k8yXo6!^{G}4Z8Lwl1^#N~A8*U$1FZO?G zCc{anZ&3XCy%JO|18RSQdSF|o9A+BnI#tIRqG1GMPS)KxA7_9H13A7Yb47s&p+9aB$366@hvsN^fQt|act%j}QjJ)2QduHCycLbzK z_1M&B5uo+|lHmA=;Y8pfIXHk-yZCdpcLk+>=4hWsq zO~f;hQXO=F*B226$2kTZ(9@s(^!fy?q0~8sNd25v#aB4ZdJ6-<#ciKs;r z3Us_=YGg@^&P(&yvV)vxjZyZH+FFyF5c%uY4G{GVdHp%TK&TDKyt+06piQg?M$zZ& ziatb9?!SoYr+(_EdS9~%vOrCBG9?9Auhj<;pzCS!@UAO&!-y))FA-$8A45^4`z3{+ zdt>&&d;9Dhq%}wa*;RnomtoY0?oN9oCj;OdP;>T_`)wU`>Hl4meM)z4jpWpAP!}AD zduyJQ&$bS@UcrldLajEmW?iQ}E{p6NPwsU#k(tZ%1jp8bebhv&u~)?wc~aAO2u))v zN@XM!L3s3%QZbvCmo+fRrpnRs`gw~@YLvPeLqQ3oU^xd+g9k36A9_Dkd0!|d_tWf^ zIk?;uC?37&MK7wOJ<)VuO(kq%1ujZ~zR&6Yi|}&{Js4Jp^96>yFP-+R%0(Hqz@=c5urkU+r|#yM9KQVv&$W^V1IZfz>)VgdwG3(H8(i)^VXOk zt;^7JJbi0#3|y;zgA`3axK2TuYb~jNF9G(_gah`)zEKIh0KqdQgz^nE_|Hj{DpP z(Ut59JolzvI)+6ZG9;N8qt{j_O9f7sA@LexnuK!Unthd^>O_wz>xfgdKSi%8&5!|% ztI-OIi0<=HN9$a$HXLDUREX%hD~s87SmzF#mt|RZC8K{?o-e?T2$-7psnys^r^w70 zzQ;V~F$eKkfdT+8DD`c6T`9%&*I!>d1L~N*2B0>S_TpWTnUKec=$eM!rqqrtjTP0b z>zaljoi+wR#O7J$LWbe_aMrS*x%ooIl+N9Iv>6KHiMGp8) zm3I|vMa4FWl?$^e!RuUg)m5_^lsQ0V6=YOHr!K7v?md|rp4t68{`li-gPjY7XdyU=h zqL@0}ECbM$B3jJalil<#EiKL{7!i>{ilOK6MAO>lcp&0jiDzPKg9{DBSSDIWejk==m8N0s>*|E@~mi-pmxCdb~XHrf%_1~-YOgh zUYc=^XWmf0Y%_-`U@)u-^#tT-Q#kf*gEe671`sQB4O)|a+vwJ}39HRu%Co-Vh8yY# z&a<6Ut%XveGe@tW^aN+66(sf_`cu)+XHHSPw1ELb@5x|G2PdANuatsoP;7BvV`?s_ z7Zi)HKACnK+&@8{&##MImYj>(X5-}Iyz|c6@mLfVw9L7n90(H*6_wQ+ra~lbA+%*V z)JUONh(Esc(n}{fm>AD|<}+)W1w81JPd>T+9xOV>zHR0WiJYUmfmQB5$~e2 zVwCoo@hqYEd*Dzgmf9kEMR8G^ihs`e!7+T6z_XTsCnc^+ABe(1Z2T zY>M0qn2pA1gT|t8DpXV9qnU~EvT^!!)_oAgGIAcC!f{Rm$ryNjN*&HX7ExlRM*!sl zBPq*?hk6Zx0SJ8qD1+F5q`=~*W0xI>7^zfJ-+P_FGn3;fjJm$D0RqSd&GZpf8)=bq zAV*2a;7~n`ZwmD(s#mNAdn>h(5KuO#8=qA~TPh=6H++6|AoNCGzd;+Up&Wc2Wk`2DKu!9uS$M8O-XMlczwlT z?{&lxN7O;Vx?qpVC_tZ0DJ~u5XGDigV`#q$Mo?esL7W$LOIwB__>sABXqp*=#8$LU z2J83HU_;MIf!Rn6wYg1pzmLV_$R1^Y`{L#Lq5}`n)Ie~P-LNUqSQkY1aq+`@F@83* zD14|3bgx5nL$%P>L6-uNeUQxheUlyMGFDSSTxMS$C9+YU1Jj3X|~TxNRC zzSPJKG+Ke|OnQTI=mNtb4PtObosM41tw;x02)w%2?Ayd(@R&5+O%VxE2jp}S-qAn> z#dwNvDSc9vGZY;f=xnwWWy4g6n9*k5PiJSFl0-wC;d9n0C*M`9_F1WfIJU0OD|*%e znNsi;{RMuPQ)0BnsLN6yn_0*GZbF}p&j$9O5!6#5`VIwZ3LdmnA5g&pO$OY0P#0>u z7u0fLfS+};>5&*5B&rnUOkp%8C<}1Uhy%P9hu2p$KFHYfs$PKc<}pMLUFq?MKJ=j- zjV|R#-@~yWcvOurHq}^uTcl<#k89*Syk?)l7pVsC&+CbTQYPHZ4NjFYViZJ{>rl;z zGIelLkEjWB6%$3a7GWv}>i%j27nxbeLz~Gn@$>2nKKt0`!6|jMolDI_(bD(U$k5T4 zT~QHvVwlzMy@u#VKf}SGI%Kf;-L`Ao%iz4&2eyGMxo)v}SG~?Rud*AzZ8cor-fYdXf+0W(nOT!){ERYd#LVd+}dsXo5v$X}O6oJ8!*;jq_ zrh|;VbT-UQ5kWJKU6F&EC!!NIdy}C~P7m9L;vj7BF&wM+Q%ZT<{Hued1Npygi&-^xjfP&rJQ(a>f}h0n_If<-)Z za0umtMeJv7ZfmT|(2j-oXK;hQ-}(&eAQvJh&k015Lx+}dqBbx`h9gd`o7k*jk8Bdw zh-?^5!m+hIOGevsGwZ33_7XHYXTp86cNP4*oV)uaLPy7>4hnQ_n1a5a<#1i6uWg`U z*sriI6^6U)CUv2{ix7BoY)yHs&mZVa_Ran4!a>H~4fl{;jP$rKit)fvH@zNS!UnP!1qYtT5ZB7UyDxw%wF&1i z_Mtw5Vo<{v3&B8;^$He-^w?l+dgdwh4r`g_-8cobqy3ai&A6Y&QV4*o$FBRy$-e&e zudmmrOsDPVXwOB$BJw`&oPixO$bx`CY5AO9tB)EKy`oyj1cH6=IZLmxv2foRaL-Aj zS=VRfAj5bK_s%Sxrn6$)1r{2$1eJX_$kn1>O#{^io`#`IxseuH@IoR>o2Kch zh9D}i;k>6V#J;p}2vVRxLs^tQb1H01pTTAj^~Ic}bTn?8=hUQ23DlU4m9mceKzV_t@TXc+>0&Fx zOGE&iu}mOG?V%}%D#aQ`rFk9N(RU{89Nd(T){wT zL%vCH&Vnd*C{@Vdp0a(4+I{yzaO#<{Gipi#mbSfRy`(S`2O0Z0!I4O<6%s5mJX_m` zMUOz2(XdEG;kmNHCM^0eV97$1CdFXHRq#dTO~WWF2(xn-uedlZs`H?1Tn~uXZGILD z!@qMdV-3B`z+88&tcp4q#*F1TpBJ_((v3M3b%rL5M6ifU#*?H`co%GXo+J87rg!>&)IDZL}B0 zK0h|WXVjaoWjyZWCcY%qq_127bB zor@0`cq0`8_xJe6KfYcVbAgetpcP-6PH|3H4=6FufdM<|q?0BudO*WTkx@PCmMykH zRLp7D&07k@!;q*q2TEOQQPVXcuph!Xnbd9QfI zD{AA5-oR_+aIKm=q^bCDQA>)#1%Ie%sOcQMmQ)v{pm^o@XE-AfGN(01v^NA<12k zD5CB2Tf-ti`=#&x*n1+-p-7RDFX2>6L9<`Tq}_`g%C!r|iEw<3qczr?lW!CSv5Kt1 z9%#O&tkixG`1xIQSKB@F`(BGMK~OkWD3A)uF>74?276(B!$EEvuWlo_37bGH;mVO` zS^!}P8jfq~^)qO}xN{s+4a`(nP@%XAQthz#M00V?pfp1E01`phvMzWILAK~Qr1GMD zunDXe5Z&1r+YJ1<2$Q&hY%g91cN9>Xh??!mQe%z<4*~J_0dX<3O~u1LJ?&{vt7pqQ z<*X|UVpAz_1dSxe?9-fx9Zq~ryCQp$1L}hMfG1NVno~Oh8%@*HvD;_q=fPa(520ZIo&)Nue)CWe$+7Tt&nC6tMBT!%jgCP|0rFKW!!~z3U-xxr{ZVF!YVHMFX62$|=PRUTK8P&vlO3f1V2oDO!bL&#@nZ z4b&@2E0tz+y}srQ=6oisgP=sfvQC>AV^?G^it?dFEF$BaX^R28m<5hsWAsJF>nd9C zmfnv?J5&rkgoqhz@-}r(6JgVsVZspe_H*77295Cp6p8EX%dA3-G4+~!zL3rNv&p-5 z!TZWU#=O7JCj$=OgUq7|nPza(_5)77jSd)s>m(A8Z4v{_&H0XnEJkg|7sJNEHG>k* z9Sz0Kv^hR>2j^|gvmfZm6!C-CL_cfrqa-3CNXd3R|2g*sczv}!pJg2q>n2o~8E$azw^DhHDYwUUu1Kb#{tID+QTA;N870mSQi$ zXHZm~1I5)i7NvAkB!kuX+U;gD^Uj1#U-DZU6 z0s|d1=SkD-ocP@^-I*3b7j6p^#B8~$`(<2A*YlaIRRoSeNMuLF*k ztQt@~BKzjEQH${GT!-$`)aEi-JqPD?)nu%}b<3gK;GW1jeAXcf&#W=`M|NYcrvwK< zBAa4kiyM1ys<0_T!1tFl^uT}x&u0;j-N+WVD8u5IQpoKCFKuIZhz!zD1Ca;kYYea3 z1gC2w+B8!CvG>XEr(TmHB%Xd~lWAn5OaS*~if-TfVnlsju({N2Tr+S6Hcn}9x@Nfa zwf+O@#X4Q5v{Pqz$fy}u4yh07EH8S|i|YOt6o}6i?q?G(dC5!aduv^Y@MHd&^K-AQ z1ID&_-#GvV+3$f&rCEFMJkedQIfwFK?5!itLBTzjI%ZR-X3%n7pFJ1WB6+77S!$R= za&U?(^sDlXIX28NWy6BITb;bwp-`KH*Tb zv8%#&L176sg|B2lN^pCen6~V(#XQ&Sn$SRua;bZyt|B|r(r^A!$zrqhz{rT|Ik>*Y zp&{6K=m-X29eoAXqTm4iAz(_);+pVzLyd>wYa5*qgRvKp2iRL(YX*%<2mvy8jvy#VVDRmmT%`-+${q+L8O~DnfWtLQAFOvlP+#C-zXd9a!p@%S zg0)GC>rbz3jkeW|V(d9%&wGg`7>u!-*bNPnGePt>hm=kCCz=98cphLE%ti@KBlt%X z1vd>5iMoggMbtMGA*OvmD-mHy0`2bkwJ>kfMW`;%_a^tRgNPN<)t8|QSwWKN&uj#3{1##e2@pW$on&o2OBAEIKR>q?WW)}$pmHk?wdn8B4yJl?|3(dd$Ap(vZ;&dwrr-p& z6{09~1PY{&GE0RN9LEgK^DRv~G+~X2Fa-zJ+Fsi$dl}Za>{V3XoRQN81!|ceLvDsw zY9V=(*k$Y$b8v>DIZ=U4kA8>|CcOn5bIdWjiZo5QiL}u8For|}O3KaL7EmZKc);^s ze);9IP!FjP{VU`!_`3RXW(ReFMAJO=fNecwybq!>^@V^ZKJkflwAutG$+_9oLj^5A zi$53i%r$pt9|uE_;rw2as)%@s(_`LHk)HL?^UeYJcc4%N7Y7a;sK4J9un#heI6&K# zuh}pmZI_}b7&Kwg2lWc$-B)k`(Mpg2dVM_85ZpwQ4zIrY>f-uv8#o7XYP1b$tJAGQ zs&5it3Vh}u#|uh`7$}2~wtBWh3X?uiIiVxkbl7u(frt_AQ4IG1HRI43{CFrdb|G-n z`-XnKcd>pm9Ejsd$kdnt)3 zJ{gke+wh?#RUoRRE5;X@1UW<{@GefOL5DDwxTR*c&;;q2nt;rH5NvPqkRL$_F-`D zvS1Jli1No4y_;bFM9pIh)lJx+#-gx!6i!oK&jbU(me0)Ag+7p7#y(s;PeroTWt16w zscj0KK|V%`3as6xaZ5N+0)`Ty6?4Z_;Rpo+zF;j@0MIsnc+qnLk!`=-&8j)?3^Ax>q_p z89C3@^`)$VQn0Q?tKL733^xH;4e1_=k`q)s+!lk6LPno?h6Z_!ZASBX1Re|?P?MEX z-C0W-2ul>I)ktr;>89GyllnRec1lobodpReQ9&s5AEd^y$My(51VXpx(ED3hqES(JilGP3Q=w7)ges_c z7H=uY2EC8ZA=*iC?BM6oDxMJ|BnxA(OM@e0)T|W>tiJP=OC$7lFs!oYseKCq7SW(* zI>s21lZN86Y*CPxqCoL{7$*ifb^YZ6jYx+t$Qv3DA%aC4qMh5;HDkvvkfE+K)64;9 zq(Le`<~_uI^g*x`{*2GIUi(Q^C1Jtq{9_#49H-ax8GMVI*OTVQ%^>~_#be{3YD&u< z88H!^TWxG}(~)Xg!oM>{3X39!((u{5zlb&kWS8hGSxxHi0As*$+N7xwk88X1(o1(z zcZOKk@1X>1m5MFkk&k?2^3b*>JQwvW>&iVgFDZA;paNg|(wElv9-Vd8S!ea`9T1Rk zSe}!Jme^u!<5wx5X~JRfr34Ex!kSERgfTcD*(#@=l1(T`qd|#X(AINc&ox!WF#98P z3gTczCwS$wEYS%~>i==Mvr8c(Mzhqcj+W)HIz_ zR3LYMao~Mwt0ou>{CTRO2S1Be<0wS*YDKBn%7KY+)g}DS9L;e5m_SvmV z&)6EU2GOKrX%mrne4xEdFSkf&4+wZf!(^U)`zF8|wkAL{DocuI!Sy_=952sy1 zalz@zPW(9p_eO-QE)tHpYXb*hbOTk0^Md;*5QViM>uUqPKTs0ZYhQ4H<}h5#q{*fd zPBwtfOsz$s4ntPT_zlre?jJq6sI_ZvOo4kE>Q6F^z7F*m5 zAQq$pESg^4_2avJmMIe;OTl%9@wn1r*SD=;+(WbpsF9&4st=5#tVY9(D14}J$q)pE z4+uU2XF3Mfkg1&{gH%#&!H4zbnaDsD9s8&hSx@N9wf}J8W2qN=#Qs(5K(h@g@lcmC z9yDp71WUu-4b;aJ$#5I2tsq@=?Wsy0c1b@Bqc8J8-45NWF|hVXvF%lv-H=_K-PpTX zVeW)z3Adh`a`u6Nr>Mw@2Ai;XY${Q8Zffno4hA1&FCvX*)aHTvcLk?5L*&|}abpLT zm4=9ok@Gd?0Go9}Hph_RR&!4_Y6F894q*|USrdH`to6cCo8;-)IxTC;#%3VHdXg=6 zDVqG7wLkQ17%bNYex6aBQdsrbMD-~SLu8Da19dfPsWg0kPG}Bc1!|Gu_9y3-Y8(8V zb%>I*Cg)Ooais1s8>#iu~OdYg6%ms0dpU97|X~oYr20bs$Ldl^aZQtTLe7!fp*Azwgl~THo9h%(x{I5f3p}gOD19HBBIg1}O^HB}A?l!DnH!=+ zk(x*+ck%Bf=p0A81kyrQ(Z*h?NrnY3=*%OcXS%1LcAw#jBwP;AAmqCgn% z(vH$Iky(UeI%PU)SbGI%rXYQ0x4i`0pEQ9^}Qhj?q`|slr`0vql+vQ zce-ZNh-_A&xll{c~>)MWC<< zL*vvGp#Ds#^jdL-*anV41Vh65yyrcyp0Tu-aKjBZ)bc$;^-|{<<-l`^&tsm8+Kb^m zWfErBaKuwUQ5DvftZLnJmDY*A*jim9+y@W{4S{V-4IWwxv?37-6V!|7k+*GX(}95} z`zl=p2L?c)%=?puSxPRLMe|Qe;B)7zd!BH zIN_-zYirEE~7&p?fZBASs4kv?ojHDi|4DruLw~*tXFa z5yfZ<16*R)BGg1;4m`ud5Oj4TGuE7_YnLIm1rq^2KMIF@&-Fj(K@X}oMiVxa>zXsm zaSsI`-Y2!8h#JE)_c@HK$ZbTD-lOd}QAKn6p$Udg5tP&HGxQ9N3^9?^_qMJQ%q$wvIF;~ZyjwCdK?6=>?v8M&)T*QWa(-yLz3SyXf^h@ zMX9m^05yWhcICy9XR+-*v>p&}_mk>7e__Fj?3`8&p=o7%)x> z(ap6WB9wuld2A$sL1|tbJhyPbvoEuMQVchzOqs$Uj*;P+VrW2?b>R7Q1wQWckfXzm zd(NV9pC@&GQ4_K@>xP4sNldMWSr49T&Keg$#f@TEhN)_(819dTG!jR9bxP2P>I&D& zrm5Y;RP#E}S)jFnM1!K)b;=0?T$V^PEP^(mL~w?pP6fkt-@F`%2og1=?OMMPh zMP4IXz@b)P-pAgD%-dH=W;qAg2!>duh5C{4mCWk&JcOPLPUwm&u4v7wQb9B#n?-pE zBG-+z4?+vki4Qv^`r?de{6nEogeU{pX7KJlKSjwhic+_H2upS~jX6SXqzL6deGM*@#TsJH{(Fnm7-yq1H0DTNeGwIv^F z(1eEP-Bi6|ANvSU)6pQc37AntaTCTqj72jl9}2qs{EMycX2AGOZJ!x(^ zX_IPiqu$pV*)z~VzNg?g)G#mv^aizuVrO4EmI8E1C{XUTrk#E4V{R~5>P>Tu-|hpU zg5C;-)BYq`96M`T7cyhuu#!iX}=9+*hH?ZZ=3kg0i~B^5vvA`UX9VMUKLAF}`RSu7~r zI0@8V0tY(R!rjL{XzK0XF#(#4fU~f-Wa2r35AsgqBLeKpDf6}1DFss3G3S19os>#! z2?}VegF?-48k9kbyK0kNPzx0NcJ&+dx*7@+MzXDji+5M4#(mKM^ZF_9pm6nVDO4y* zQla=WG@?uex`=lqLF6IZW{%S^2gKiZ!Ow6GIo*o9z45iAbW^(yn~2B!?qeUN!8ke( zb__HU*?ZJ;Y();(i;zvAQl{4VQV}}mues)$nnvn^$QxVHq__mKMjJb$VTyB#MHypd z-vOP*o)N$5s;g?_MBdm$>;Qb<<`8mW$baDR8BsT~1iYq#NkAL-7@DPc`=L>xJgh$9eM9ZTEBv;?K8_eUt{?daOtw4%%`9IJ~(TF_bW;oN~(A6lwOSUIay5 zO@eI@;G&rPzvEF$2XH`DgL2Z)c;LW+)xVBIr?J=09*h{dl9VKdbirs>%@xjmEKx+n zGlg`=hf8UYQ1~#zhlaJw;ZVUyr7RQ`_O@cK=AY9}JFS*Dw((stMCbwdzi>|F5MtV@ zw1lhl*_->=M=IP`j6zD;S{PKCw&l9#-se!#r$ z!yo?eq=hI-P#dstE&6puDf`&RTo9>WcinaMUa$vb0P!)KdlfQed^vlBzG@R~U>_v9*uz%;k$_KraGLqtRfY+XMZGFJZ? z0i|b6W)wolf_-@Qv!A{C+oJAb9V3Iri<@%;_V8Zm7H8;X`WS<@c};x?gAp~DuH&Hm z;vKY%mej@vPl?Q@!a>jYHR+C%c=l>kfhsfh7u+{aY;92j{j%n?oHIiGJOf_^1T}2b zYNH?Wc=V$k?7IBkjGAl3)zI%Da>7pZnbBCUe88zXf}?T!Cr#v4)#&q zF|Gqn0bz^bZEtzYTMnwT7B%)Xv2Hxzr|D{QA<NaiA5&PL^%lhH-e#u zRW`Z{GLpwVZW%?NfBvG1Kvw^e2|RR_wJj9fR}&PopxCOGGa^gw#35kl!7TpMPd|Ne z)KN!`itMRr7gz5?3ndQ^PRc*ZjpXPj|H zZS-Rd(l}m_L1D-aJM6I0h7h$A(>Q&nzTnRkEc;G!8iMQgej;{Sc;3HHBFS(XfuK35 z?ercqbsWVeeQKKzqNu8ij-r6G8Z#*`1s=A7bf{-I#!Z*qAqUG+bWd8CtFk!ZgvH{P zTbAET%d6D)AlNijgj7>dT?N5wu31zMbxGq?4t5krZuHbkUb6gN0Ms(7qZ1^SoMZsQ zAITgy0nxCbWcI<7{kbg=(HnO_`sg!tLD#z`D(456JPj)s=GE)mcdhjQIT_8Mu_tRp zZ2&E)#(}*6Mn0yC7~iqlb&l?t&wS>Np8vRN(>0Io(^T@TXFY56w?*w3>E-8ugU>w| zT%V&7a|TP@A#lz)W>YM`&o!{6fo2ok%l0m~z_6FqeC}TK-Hk_ImM)mj!Ct{w_nWgZw9d(p&;j z$Lb%;gKCAL2ZkSa+=ZK~Yes46#3z0z0VhYDd+xc5m%sewNi%lrqxZb$J@tupW_*p6 zg8SToKEa#Q$nQlAjyP68P{iZ* zAVGFW&?$Hu8bi(~`yF8D6-38m_p%qCTfk?J`z&2q0>?n-?&s0LQ_id{jU?%%AMrId z4LVdHn(*-Ez7O#Th}q<)3Wh#MR}IFpU^p0=wycPRQt=gJQFQTL_r-gmBPd{=`OIbU zGzSV%BX!iX!suHDnsJ^|++)nCZs4e+zQFOPLQP?HP)6DW-HPH6@mtMLobiUyYORapfGqPI9H4lxueBle7oUrb%Q zwHYv@0Vq{rTmG2?#-4=}%=72r- zo!qnlZ*Fhccg@VU36Zz%cFlr)dlX%%6PCdfaW;n7aJK{=!t zdxO^ELikgkx>%fh?&>cahW7k8YU7k1@rc!5MnERVfaWTXhM?QmSYgl9GxRLC1Qc_! z*kBw98VDQqG6ZS%wwhrWt3C!a^r+kbHfgH5uhos>r=<_24i71bxJVo%no|*}#W$-!0N@Ky)KToz2k4Xp1~7&{%#tAtI{5NYk}*EEaHTRF5WzGl~I@cC8@4 z{oe0gelJVvIW8^6_uhHwkfddB_dN%dSD$8|h zUM%=%19`WsL?$6a>N;vL2M5tOxGB|cEx9-&X~SIMs7s9MrOQaA@e6v(G-5YnQ6(zLS2d7vzlL zZ3E-(y+oKfll{Rv6%WntCWg)`2`r(V_tikaJP zTYj&$FeUpa3_*?cuQvrnL-??lCRgS_wjQQjI^oLx@3UQKBh-y-Cm8)c2+&Oc)oe*3 z-$sWWMB|7!$&>;ZKaD$Mz|b4r3zRWWkH@q2zyTi`n4pVRkpgx#6!_o_cMhMA3-mi< z9a|0*xZd`*x79R`2D5EFD`4xPW}ue=-J?j1*N;YYB%@j{)uLMt8e_ZJFvT+uTyLI&%PMVzV(r7baN zSp&K>tzCwmXHyY35GX#Ceh3Oqr3^hsBs0=^9Ml6b6kIv5V~;&H+0aXIHHk^YZVQpx z9UT@oLl4$Wm7R?OBY5VS%MlG4m$nTCwW0K65-Veo3=yHM2$i;P=r;zD`3WbSP}@_| zO|sRJhvb`8$gX;4iV%EuA-|I{7|ugwXeqdHV3gV4u7jU;IJ^rx3aT(ysVjD}#0 z@(!i4&XEt81|yu&wte!=HpmDB!Ce6D$MRN>jz{t4r>{E+W%I;Jb4NcvOvY# zT&bFjk;WW-GgewC-l1*B!|S+h(w3qoy#fBT*-XN0nV+-^ww3V+MkK4rs4HXyEjv(L zr40|+E@hJ$IeP&13=slDG>d$A1;G#brr^i4-JvnX)O=KZKnG6`zs+Dv3_nCO_l;rk z|C~q{>yf0h-%HRb%Lpp`;H{<>d_?IShXol1w2qbJs9R(SDGz_el#GU{t0a7EHlV zSGl-TU`4?2)nEP9t-ety#+3lD4s*>=|%zidNa z#xOFsEC-cohlY4iC13$MfaHM>d|;8nr($YA{CywH$l*g3WZImAh{r>VYZF88xjbaN zpNwTsKy*8lIL68+62?t{@f1CG>6jUVd){;Ty&6^uHORQf3Z1@Z<{rr!TIxGBTpMSD zcW)YcFrCw>Te1g=rx`(2qS=RH@7imx?c5W74pjn-xI;IFAbS;D36#8ks!fQULW+a9 z=jvJ7Qz^|^L$IH*35FBq)Fx9Ak6xZKhIylrJwDqMJ;xA|Q}VE-rB~#eAO7%%>j-2F zKPLsX_$*jadTI^B=V<#ZHo@y(|N44S``o$)OLPHm9jc968^ssAVA-YH)nRLfjiRII z^}-8txTwc;o_s_x&EPFaD5blVzu@{<>f!w+BmM+0gFXugw9 z62dLtBe#&MmQV#uH7JWtKYiTiOn?A|k_;F*)JdC&gCW%kE+Q3eKIlOYswvGrpnPNu zAoAArni8<#z;W7wEC+UU(HH@)SHOgponkx#-ucdV*7Y<292qHIz9c9TWkn>F6g)$p zuL~RH?2S(54FjH9MK034Qm}9|FaX2*w5L5StJoVL!f=~P6htjbN}&J+WP{qa0tQ#1 z9vDaR+uTFQW9WoLe*hkSQwMK|F3}&dCddBQ{Fo@UDUL z!$GGU3P4tr+SwcboJgT>#HlR90&eqtuCbKz#p{G(m5668U9zdLNI&$UrG)Xofz>~D zz&| zk-Cn2xGysHvohBdLl2^O$C?^mwpR>2Jmet{sZ}yQuS1fiz_iR~Kl|DBw9Yo!_7rSf zjT44`Nv(zqYEasUD2_k=_(ASkb=rZ#(nCDH!lv}H3I87^^sOV(#_QoTQ9@F)tpN#Q z(3vyPEoWTrfc85y$uU-Fn^>ttMPdM272VbJ%owGN;b7Hst_zS}Ys~ad=eH_qg7n&W zikT>m(csK9KK?edG=Z&6eoZ+&&=L z{`=qm{<;=N!q{gQ0w{gZ!Ril+yJ~kSzt;p~e!~qn)WM}b8Qt^o>tG)Yh6@orDl6q2 zZd93*w4jf!&c0$&Dx8|=l(dQ=T^Hg)P+L)`3qubko>7rHYsaF|qRdfP42J|L865UN zM?OR+RO$AP!bA;X4kH>j4;kY-77C^K`h7!xNWd|HjsU&pnrmvqodbGx6D9o~rXU40 z`9b(N~#>2BQyGiE`N&66W#kV z(XzBSV~DQac!9PJ(j?S~bY`8ILk^^M^zyu~BhseK*bu1%?J|@&s9-k8JQSC5XVC0* zNV(&)Vb42nnR$!_T0r`3>_Xof7tzPOtz#WIogo-Q!AYQ5H4f46&#;#Seun-*&Scvr zLJ+9~mOx@inaB9z?G+?*&v|7O*_CazEps88#+e(WN7BL#X{q zf+>a`?tb^X?=)5!^RSf%j00thXat|XistSx5Y2@;5#yp!Y%EM;_51g`-|&GVoPKcp zvOS8O6vzZZJW=!=Q zN|-gWcjKf@3}b4_qFNo=tjDBypIl%YM4%C@B_)W`=mN;}SezJTyK}EE8)INjPTvqZ5;z?4jW;g2eGak-h1Q@Vp}5fD+Xn?f5q%Cj9)ca^GH-(fT=dgGgd%Xxb12jL&`UbL+usik{8js12BeP=}*9T*r8H zLD~mC@PT?H3+gu2F}1;GMF+D520}J5o3W=V`595r3T}2vbgz@v!$ECmDoBl1MaK01 z;d@=LZ66po0}%(9_2DLOEp-yX=d&3kW1 zT3Lini^mt_LPv2>dFWSglwuQ%o>3I29ODt@a?<$V+<5=kK*}i6Q z-Mb3tSsjr3f)~7?evurIXoi~=f1d(3+EBEVZnOYYOgwJ2&y%B-!q571uZ#=s>ob^? z^6Dz3@}T^{mv(i|in0|ZIfc|`!+`zu;d@`y@A$4`e!9nnuV*P!p(xnUW2}FIT5$TLHl46e(y2nU@&0ZIT2-s3PK}#VX z(U3Z>!C*9FAW%3&7wZ5jIUxQ%7fm+4jh*l1>;?VdAv4x)L=Jd!JT#e8sU!dTVBD&R z9mO%E!*^XGd>O=$l*;Gefk`AS;F81Ia-d;CLx^H-(avQBLsK0AjfAdAtg#Hj_+1ft z0A6-TX@t+lYlG}e7i}~8WxS6)cJ-GEq>yn`q@y=p1D9R4JbthZ_-zC81SEcDisQ7M z-uvF=eWaq9@>*L2Dwz~2qzRM)6B7qw>wp8jY4Fh^>IFH0V+sVn=GXXBe@+*RFa&l; z_pAD*KBB%;?ffj7$-JSq(K0?S%G_({4sHg3y~f@^qR@CC#nL8xM}#!%y*6+Ki&6ot-!?}YK}R^@BjXi_y4M|TAo&Qh&wdrtWxZ;1!LHTQqa_;xeEv@x{e;T z=NW2D!xV|OLN|6H;G8PB$*pbl7HCl~2KLajb{P`J7q^dMn3JlJ=Fr}&Hsb*MMyr;F z0)8d*>R$I+77W*o4HYNX1|xNK%2sQtmWFn5nuI-SDsUez8LE00Focs(|V?YsBA@16Zxlb<*vL&oTc zGF9NY;Gh$ukU;}RsPeA^sGBE0`N=hX6Dwe1h}b{+(T~=&7l+g=wgm1npzruHpVgoz zG+G#(Gz1QJHjrB?uo`?urg%q%=SNa$P7jq(2~_K%E-)+Rt|G-O#D&v75ry}->Z;|? zx(SrSra`z7jGV}R6NVnJ9JqR8Qo0T}4>C?r^I!wUf?Dv*GtaEw&#<)Axj8W=8GF%e zn2Ui%2prZJh};=0g_SnMG9q3sHR4?t;+t;)HZvgw98DS`02A%LyJxCoXg_yPgG6)) zvmW+95fhrJ6goxubAc0gV%9c7WPJA7OS&XwWI+n9yKY%85pkm=Rs+70@!}URXXXe( z$WXfwtCgC{r9A}u=8QAWsJnHISf3O29~(CoBKeTL+n-aJ4`Z3l;TlV)_j2|raOj7@ zJ`9{`lw+s_Q96o-9v1y!Kv7#)t7am4R1&EnITaNV^^8-YhB{O6y-6tNN(+hOosi!)DVtGF9oL$NK6>RCq^$vyJYt%8{-=o=Ezu@Sa9!$lXZ{!+p8*3y)h0cwO0 z8p$SP(^Fw+*@r*;;X1G~FsyCwnDwF_$JnRzfLu~J`e5Xy9tgBo!Px~0SFK=7w?19J z=cAY%8~e`4o_rAh<10Q`BNs83$H=eCpo-=lY>;B;VVexSIsz&RcRw4#LEa@12L#gK z6*V^-6dEgMUQc%%842xxtW-uZg-VGPV%B|vfy;t!WONz@kMS0zh8$dC4XxvE(I1Yu@ZJ=gTK$^+WgCTBV%v?L$N4@7JTDJ!t8i`#y^!GD5&i_HX;P)jt#f3JlGG<1`Z|aRAjQ zkZ3;SAxoV)UXnpsgTka2>I|BfJTHfm#B`8CtkbRxT^pO(8dgUM1)LkHCLaC}0p}nK zFw1624G`EI1040fXhx!r+q7I8rG3jSx730bpS4-k=HvuN^Yj8g~P(#=HWTWwD29Vm$(wU52pc#MK(^mhm$G~_pt|6j#$W0Y# zZY4yP)F|}rXd)R&3(q|Wy$(klu^a(yEHj6?$0UvGf+2_TiC0G-ee__!Dw>uBFtDlF zNDiDu!SMikx$R^x*PyuV8ccPE^aO!XOh74%rmawtRbMCWUVf9!<&^U7Dg zvexZB?|ILwXHRz_9_~as6;w)1SQI$X(Or4QI(Idth%8*=#Nzy{U@SEw84ti=^&L8G zpqi-P6v{}Q&sfGDQ<0 zweoKZP#J;7(2OLK?gL%=bDr~@dJ+JmJcmsS5j%8E0I=VULMUzMVbb9xCOiikkCm1DeZgGxW~)Y%69< zQS}ihd`tU8EX|Z~5Ga7Q;-N+%iW=RbjNY7`xkF%hMeOb!*<&*rX8c6DqUFA4VXnQ; z^{0QjY+Azcw}De|IuQ-MvDXtC<931be$$(l&0@v`JK!Xqp`QcK+3%*VZ&?KW{--~^ zoFqywJ|?SZfzcp>7)IWl8tRW!`o-uIbcVfv^bl zhwcf-q53Rj&p8>j&qFfm9<-^GK(SQ=s$kAMoiQV$6YEF1X-=Z0QwmtjWW5n4MD^9%Rt0O0!hFQ(_B6>4@U(`bX|@7JQe~rK->}1nR%=8De@?bxgiH85s2Z6;AI7o{K6`Ada)&`q8kgXWMbrM&e2{a4 z+CYKglz9-+EIzrCN1a1D=o z)Uv>-%XIDoplt<3J&wo-gRV4NFM*x{G?>pjVYJ5`5sY*gXVPrxAA&Ir0znjp-%GU* zb3!C9L$N104cFC`l}`avO*ErU!ofcN@sH1jDG8T?zEKMxzZx>wP4Im9u%W?c zKpEpu;s9q(P8nWyhXo2LK8VG@G@NuB6jE=vVfB{^qV=K08kXnCXs9?u^D!?ia>nr= z;$UP^i#X{LuvZyJS!r&)iJd52lbZ^3whRRWkX=8^#MsY2iN+}nA3!sJp+mWb9(ef_ zLl0=D@UtGy)OkF2SSXSPNgL%*UsIA%0zr1FXqd7oEb49A*w##Z*!y>PkE%YDK$w6p zPoX?hV6WoI#~8+KGxUHJkZsIu=wa;VpEa`QxeZF9JQ+J~AppN_w!1$$gc2hc6j@cr z9pF2)iK7cP2PKb)Xd4%45#SCTJ&3-EdG9tb7NX-q5#mOGlU2N?s6t`o;G-X1HdSe8 z8-jBLWDU4*8PNvs+1YwBDxg+L8TYZhP}`7Ypm$^EGn=tjsGwUlZowNGbT*}s7@zq_ zQe~{_HUQ_3%XhA9GaGRaUQ%sXPR~%KBab|Cr{cel4S+Jm#7dEQ={iRWsC{VOVQ56M zx8ro2AB;Vk)4tpE8dlWBlN(=t$Ocd&flks)h6;Co)GtFV@}Q^2Ffpu@ zF;o12*J0>^r%6@Fbb(weApU-na2;-}jDuv9*aPx)>Yin zBS7VYQZn^!2%Ipj@ixr;-Wq7UI_DfI;L@l!k2b8buWBbPzt>=dc3L;$lef(E=>wg& zwLmVa@3HR)J}vl0N7!#OjaH^Un`4APE(B1aZXh6S8oMSmO1=K|udfTtY#Uj3A86Ng zxeItxjqVU!Bg5M#m1JuLjueIL*br{N{r1Iq=bcwi5srgQwl+la{`B{NT^+P;MBI=x zWj=$2p?dF&vZkx;KNa{VZN&Kcw$3rv?cuwjjG!|g=T7l-yK*cfWSp7zj3XaKVAPdP zxg(A^qEnmi!G%T)uQ{Yw)=)xz7CQdAx^as@1>_?HKK({j`|qz{3$0l2^Khrd)%YHNX^M{W?&S9LimQE;YrgJ z)y)O$rKNS`p^muYjytZkXslb-Ai2J# zGwHD`K#|xyq9Krt2E^YNhZIl*N*nLblt!pcfpIs8zs6;X7cka8d^Kwr5I z1K_ryVWSN)0g(b&^cKo2K#AbM12nw#Nh{|B15l-{^%=Dal}8=5`i}-|&=KqBAb1}X zN`M*i<_T>hd}dw3YC@X9y5{bvTM#x7I;_TR%mI`IIyFEbG&CaQz3+W*J=+RO3osaM z_92B`5O87%&{mIl#3ObEaB6GlAVySUWeP$R&hfFQ?nQ{gn_#QQPO&HxXF-;x%|2F5xDH&zM*Bwgm>ti#E)!5sO(_fyyCP>bPKc_3zP%rbU30|vgi zPcbJ~9BL4zB^n|oUB)4o_}q+>4ph?{jSxu5AT_{Iq=5B-r=Ih(Glm=+1F9SH-R~|p z7;RIi4C;;oXhvfX3=t|PWVSutc^lEG( za2>;&!l)3)ARc@%uE;|*8)7VsS-|N#v_N{cDMJq)N&szq6H-!2fM-^QDrXSd9FVHb zYUqJH5#@2~t;-|(N;x>1agm=93+R^=iX<)$S|d}}iQ=0=n1W_oyo2jR`{4FvIO{g_ zg^Gi_AlqG2wyJ)0?z!hK9`cZfB<*QG9}2)fVUE$3fvpRM9t2ydKtH3CHfiW#)QDp| zJ2?}0K)A3R%0mi5mg#p;Hs(AiYu&yePjb9orM&%oH?j z#I6}Ipx(l%l?*l~! z#};tbS<8F0Vc?zxJB&TSg$a?H9tN0;u7kK!!3N0qeg4uiRBQ>^r9e|7)EvjRj;>@e z@~YuEh91Jm13&@o74W#G*-1+kS>`bGbo!J@I**6Oq)tYNtQGA_7`hmwj~qx>pN5F& z`ss!2*-Tqz+j#aye*{IYNgh%mxuXshg&`)Qu~$d+Jk{^u!Ba*xr;xX+z%|mX&VS z7rbEk{hJMjw!#Q5y_F#Nl`Fqcpxb zr(vxHihDY0q54cU71IU=&ryOl)9YThIc+GFuO|5naRo{GabWb6`zC zON8bsK^Fad3DB)OY#$VMseV$xSuv3K`YA!C&*f`Of!1-NoXk{CUcfB-XTFI^Qcel$ zbRRflk*206Rrqa1Xqf0j@PH7@r{+XFS7_+0%m7CWI_6E(kz(jQXk!!1#}E~44X(Ln zNkyp1G!4DT-@)EvYZ89n{Y;&IB$nZHIi^(_KMGVp6fz=qOg;3+yjFH&v&5q*#v`pnvz zrzAZwudjz-4tPEuItS)>$k`#P)kwmCUv<^$A6p;=rLt=4Vy0FxGQj_jDe}o0%!`p_ ztU9lIq4Sl&(|xOfYb+R`)q(RhCT`YIupU#_qyR1K3BS{`KjuPgRM8TB)I>ZC&@7og z*u%z(JgjnJGT?QBozdkAw-~;c0eck$s5)_{Ag+C;>i0YEe)vGp)?l;_3>jO>o-k=r zyLH?Y6@%f`2zCDX=MPG*OuLiKkU>qUilc2r=#)EQ-p~|SAWh71&Sfv~`_88|HeqOp zSQ{A3a4aFsd~Ok%0Smw5S+8iaUc?R|GZNbcnbzt6kA;JHp74a__v?a=VSOFyD~6p7 z0fiREJD?j9W-gV6Mk4dI)U51-zCIeXNWc)2z-a_c{<`XK0dcJ&w{8)Sa2YesB?eWX zAl6qZE#1l4^RnbXD#IQWieX(q%Sh+&a;Cp2ShOML#YOG7yQvSKQwR>kw7!!!JVDSV zxbemt>xkzb_qazL$;1(o2thZq)@=pvt%jw>@r8Nws1@9Q4yaS4tt69vf5?%FXh|X& z5KUB5jWimN(OS2o^*Mj#SC-!!c9tSr79gM#HN{Pw-Z(cDPH(#Drkc+_`skx)(V6!F z#blqMkRDa7G4pBKz+9rIunLBaNAdI&IYPBY-NE~x`T@jV8j(-+JJJw zqbaN=?gPmPCTaQ=YeU*S&49k>@KoUo{(n#JN-&sx%3T{!W?<@g2={8WbNjt+%i!JbK$ z9K@8aUNn-%CJ^A_1S8*$2~xEi9+V~&axcQ0LWV0i&@7?Fs5|!mtVeYt1qpmHhzI} zU~Hs`o7z^3HaH^puMd}9wx}YDC8g#4)D*gS zZH_>J(;+2}G;|*~424%~6F1*CI(RNPWJFyI{W(Z7_6&|= zz(kp<>onlGQM5>%=VT;x-${YG45a~IH1Q0*b6cD9n&*ZHq04!2S|;?pvx>4Tb_;Ay zgD=W3Qq_hc;p|E;i-9J-a>}&R5s6HHh zC8`~B>|fl#kkZUxfWOpi>Pa!B!C{3dpPXON@6QPiMf1qmQ^T?lJ2?hsf=n$7?kQtO zmR-Oms0p}E+VnQD1I_#~#~f47{8@K!*#sl+h(dxA z^b(_;3css)%$d7_(#|tzyC8}WDH8p+36;4x?6AY?0wbBw2`8K|YcxD3P*CC8Es(8i zd`d;v0>TZ8P=Dk{7K_)ve)pl*0is?r?lTr)HpY~aD0Fn}n%RzeS#=|KqU-u)6|#$u ze|*_Ml?oXFqhtI8DrX3sDaWEG0X>rgG^fvM;2Qn^nh#J%cLvFyJ%LJHH)Oo0Q~?4b z-Phn0?@`~EvOO{ZMm4pMCKZ^EFo#HRY0_pJynnMNL13Ekn=vE+<%A!62~is1Byo#8%EZqrefqxlO*G;f{;3s*aB)K3o@U$Z$Rx>??1XGO z7otcJzF@G+*b+Qw_(QWW%4?SkS77v91LG*@>=JwAfJ#ntRG81xH@3n1yASRcx#&<+ zmy^EGPJYkNo>i^YrevJnpWGbP?HrIm@A@68BJ>(s&B>yIZNoxg$Yg$%93cS%e}L zyy5I1c^uO$Clb{m8$d?colT@%c5K}YVgMlVB47k)yAuTE`YJ;!1fYkS855e z4?I2@YHUb#C>!ur1tm4tuMV?jLo3SEZ5p88M6K>nfZE+N1WYRsPN=E1LA^3GRHYud zD4^73i$!TRO)=RNih{%|q>wrWqHCG)I^$LX4)cB> zoCDhhk$OPtseWiN2c)!h$D*P7Mn)*=wy^}GB74!Oln8|}l#&cV+94H`a!jR%cr@va zLX4x$#tbToL2VEolmd|P#$!M=K)nOa16wR`@8eH=;%QZCzV&qgQA(92){&(mW)lpq zVrxJf#jt6Z=TH4(!{#=2?FGngjFm7CNWoDPRss4V7x-r9R^a#@LE7ZY?OBp+(=_dW zO^j*)so*3Ws)8aRm;NcAd5xe3;?(*^L44{{pQ_@I>uX!*?Anx}WkWD6z-%70dg_3= zY-2C_G<8lTp7+sRJGN`pTN_WHF$#5oUz$=0*9;{J2Qn-}#m2(5op;`OJ8j%kPQ1VN z+H32y3KW&jG~XqH$V4GU$F7IB=bJ&AYU{0|QvC zt*H<_8)zl~9zo&0s?~5RJ!Lspp(QOIl=a znw^5=3a=DTl+1-2z|eziA)XXD2B8WK@%Lk3;RHFCh$Cf0aTnq)Ty4@#1n=Bt=xs1V z*}CTbj7Ak@)Lom#55)6hO5h&%SaQTiAH6IjPBHXkl!~lg4+pL5bg$qY?^vpA++&i^ zb;ENop|gOY2Qom@aM6)(cM@3vXvPu%0hS=QJ3N*n`+ge@J+L90H1v=i+2fSyH+d=P z*6Gz^8e3ua8rNNSU9EuyS;CYqIE&DjR4JV!6Z;MXNA-|QiB8%Ka6sskP3aAwX~pro zFZi}Vak<6PRB*yis`N{W>hriyhDphMrq2G^0iM?cNOTtu4xl$ zpAtZ23wZJGsrCW<9tUi&+R$eo#o6PrMVunmsou&5)a_-0978x23?puA$T;Kqf&o6N ziWoI4e}ds{T?5=w!EyZT&;IP{ZspqNdrNI5rKqYXM5$Rv*3kFB! zJT#q*V~Ml`SC1koVd%k!O^L$eMgkW%Y7iu+x?<6Pj+b;MZ!Y}a zC6_FfQ&m*GX;7VgO~dJs3x9?;9w3MI8akKjI`0rQ$g*dn5$_*L9EF~n!B$!rH;bj zX90C%aw17yh+MniXYkLBZoSbE9iv20G%1NC1MhlM;5F}l_vL}=C1kAl_P`5QMlP%V zKy~rPH!ic0G4z`PYe4+{9t5L=^LIpO+|`+aSfyvbrUY|c5Di~-)m8O%4AmVtgg^Yl zKV1DS4Vo=Q=|NYYf_SD+ANAaX-wV_YiRMs$&L|q^Pywz>SWbPSc7`UgvhDz*<}l|pb}Jy zOyy-STXqWL^1EI$)Kz2&m7(0#9lXa7Hx}7*nypfcsZ7)dKls5~qb^9JS{n-iQXD<& zf^CzJ%O;FM0QI*N>PW_M<&{_NDEQ3wN*ygDGWYue#hkhv8%B(xIIWwu51n^gio^3c z-;_@FPz0IhUN!Wf*1*VXSJ$pR3p6JMN`#DW)gC??8m?kx(F8TuK@jD{1=LdWTD&g4 zzJ#GCMsS!4!)IoGUv$Y?krn#d!-l?z-1t(#l187DdWxZk_=G6ad%Fy4>=06C-^gBq zp@$(_B?iu2fjL)z!G@`w4jFpr9C3^qFcOsHPii7%*apMM`%wg_7tAfQ;_ytiRG2bf zBBx5e4oGiNQ08sS)`+Dp!yqXW&);~@WaeFdC-_Svm-pqnt%%hw#nQOfe- z7r(gnm?xe9 zSv+bBXdJ4j74KRE)xKR&a~M6~_0x}ZNR^Urm?>BXgML$ zFbjfGVdzlveQX)bkWn!H%x9KTN6kp7cN|Af`06?PIHe zD$?tOzRB&j@8v-hLm0ReLl2_h(CI0f4sxOtys?Tv&?OqIx~k-Otx!y%%O9dHXx?KE zjZ`rQL8Zfp_v!FmyKxBUrEmcHJ_><6&H>{h*12&0`OC~jbS_HILA=H@*86OrG7IVz zGgGR4G6ztcDAklbE@0A2qwy&fUcV;}y+eX6d)2F6RSPpTxaCd>NIru$1&pcG2k>Gt zf>hwf!)$0nle)$Vpl|#?T4iX^87;8MZ{$-rGz}R!9GcIdqZcRM*T(IDfsg?xnC1*R zvH{E*df)rrS39s0v$nIK=?BNlac*O)Ifao?veYQXPNa6Q=72K^2c78m$SHPP;~WtK zTV=KNM9orQ?8swpxn)TYMH0kLc>ijh*Jt2T^2~5P0t4?5{F`sSxz@kit6ki;_3cPg zM;EFCQl|{<+mCpf424rjH2R7N~isqk=$|Jio|{X22EAQFZ({1o4obb<P=m=(D6X=~1*L}Or5xj; zxrlU>!ltC52d7<~ciwVTgDIWfBLxBmN~D?UD=1e|N)X*Ewsws<$9sZhB@wmCYqVceL(c&a34NfrG%fJ5taoS=&@^S!KyJWDlI)7Qmqxp@Wv; z>Jx5=JVUlB7@~q1LY&=hO0|;$<4mr(=9+raX4_d60XlYNDyWy&yyi8#sO22Uo}Toi zC)H}EQ%^m$4yto-hi+@)heF81u7j55rK^}_Eeu;KwpsN znZ{@_<`{Y)#dKzXOpH-Vjl6S!&ZC{rP*LrY8cubHn}o3soR$n~iwr#oIH>K03_YMh zH8Z6cdXV87v}TZCD&;{WVcr#Oym?VMP=lbT3v*^t;JRY%eV+~=l^kekS<&2%s0*!; zJ*ogVbkBRPCUB6k*Mvmc1B{7zD|0JEM8MChHYM4n z)J>X`)2(~UEw?N_@{y0!5=jwq-+cNe^b*{D`|b6qTSp#wWO5|Yg=Q~+)2>SKj-q+@ z3hz0Y!r4aP{%u%=$W3err-^xgQsdk#rw{Hr z>6q3j+T2hSxo)6wMEA_uqaO9B=X?KL{b)Gh%7-*AG!-P79;Agr=0)-~ z6+isLKU_x$K%3vT=qL<~RTdfKKoOgoVNV!(oyTeb)iX(g{shL1vd7@H)ZZ%wM&6`S z${NQ{W#c@b)Q!ckb-PqA+{8pSMA=Y z(WTDi0YN57tl9;;*2F=^o<|TF``}bHxfS0rKuZKU7Je)DJ>z5l;_rvRXvS^OIg-gP zSUAQKUvkMMb*9j4v!**%nfD-H_Oh2{8~i;1g<6rU@xa$yv--yYtmJt${>y*)!tk}J zP~^mU4?z)_{1P}SO;)84&%RLz&+L4xAv+AO!`XKYMx)vZL%d`ZAN=6*`vPD{KJbAL z)LQR0V**Z%VjvmjE}&az^cnisR?ZJ!J_JQuXF2Pd&lw*)1eA@&Q9U@EMbp?fCE(4! z2l%}1%hgw3y)$BEEaIS3{Vx^neL$Fo8{;6Iz0jYoRTUh6-ZWMq3fBb1%a$0xMWd=q zR|6AGd@jeW@d8&blFm8SP~nJ^p%(DFqVgt0;WYGqw(VZD!9C6=2Ki(%BB_{1kBRpj>~ z6h%egZa!y3T9s<>yWlln_`(;~n??%h4Bu3h!t7v}Mc6j+l%l4?!K({%Emy|NECS zeo_XrC4v!05iqijz-xAIKL7d8uMIh%GP}-K5G20oO>e3V6MmekXJ}s;Icyd^FxD4T z_p2+)Zi8BvW-Y;+&Ugm`m83%%`x~MIgnafu=jMV*M)L}Kb0wM~OENpBiELxf@LlZW zofS|$4~-jN8u0U>wRf*UBooi__qhYVHw7Mu2t($SQ;41w772-?&5A~Q&wG|L+{c2` zK*i9xmoVHhaNe$$A?qusi=wG|Y>z3;uGPU!#X)TdsH`h!g6 zo$p+#W4wMTI0rctE6GMn9lX*6hlSqCsBOit|GOe;wKlV>?onkF|Jo3?g0K(R4-&_r z@g;3Q#h_1R6*_)7jGWA12(AxpZr)QiPCW|8H>XSFEsi=qQkuo4bt5Dcft zp4xzsR)Cul*~jpjik}R?RD+8iLK6izU}9Y~*iZb#V)2PjEWgL=M_J!wXqb~VxaWqL z%>~7C2gZz11nqIisKdb`>)6XN1aKF+?)#E|&YB~OmxAtIC7DtyXECc&j7E57gg(4oEJ40I1 z(BF33qDqODw8upkt^RQWyjFnP!fHm#THxfXfX6?6^-UoNK+rd14E?7+y_}9oK01U9 zb;qFw)Q^d@>o)WtOAq>efo~hlGZr!h3qLvBw@ey7+_hNQUhZk5H{!{o@LTpc!h0zA>A=bXKH*Ys;k2 zAnqC3$LIg)pI)A1Rr-3=F3?(vvg%^*d*71(?}8$Sf(vCol}^ zeq)t7O<)2XnjXx!L6Th~)(fw^-N0kv?-Xjr7<#~MktYI~WR8wL0M8dj3s4T_N;`*O zLX|LJeV{Qnlc#Cu8CNrU7+0q?nJ-@&q`j$Y5Y0oO;hBrPfA(ir|4|Tn z2pD>B9>hx4+X=ORO`oRK0>+&3O(%V7Sq`qNFMJppbI%_?uDs50hSNE{h_k*`zgOV5;XgLUAB z8-3r(7{wG9Qzb9#MJK+Q;nq{!UNY{<3=Wb^{5E3%PYqK;N$?<`nT7TtJ; zD(A$h94K0tOM~X=lTtDGQ&Tvplj?VALk}n+g=07Q-&N6Tv+)9z6*}5<0y6d`9H`G@ z5!etUu%r7OP!kHYeLTG)r~;yeM0%T}7E!wq4fj1iM$xHR!0=~Mbu~O&1Hwem?gc~M z7e&dy49wzW6kcT(B~>sCyX)Z0XwIvRSR9O*Ze@;2)>UW@Qx}L8MBkd6bi3z_Cg=l0 z86tYdi>d|e{a^W&U)kw27f1~qe!^)46`<>*q|1d_TizEq9}Gno_51$!zrWV;gT0tC zKL-=Q!TCM=w#z{K+-8+I$xc(5z_;nZXz@|oDCDl!fz~i4R)6&U@>Edk(7y7DVZO~? zg@UyKOl_y?pq@hGlm}aCgP?ehKmPcdv&%W$eHYL_=oJezjzXKziE2)VuXu)i30PyO z7X`{wPDyXVYQtk6yDV6Wc88>G9Bv%R&(RC=u!k+1r2IJ-I5dUbHT1IR5*59Qe2qMq z0ugh_hMi6)NV1O%GYpX3qB9v#hXVylw-1I92Kt2|9)oyzAtT>c;}g6EJDE~=W#Bc4 zac*jfp`*SHDB{pf>*rCoW6>JfOIdhu9v0z0M~A0}93Rf@W|mHWa$wY{sGHX;?ci{9 zXed-tuD;izH5f@#h=``GIc?JQiUz|>7*s$XJ>$LG3<}vGd8LSBEJdJQ-Z+3NLzzsa zq}~r3T5}5?7{yZBi5-HF@jFie@XsRNF<`{Zx?z|p_0;C<5wF*@H~x--O>Lx71Pum~ z%ra*RZh-4y|Lk3ksBfHu3|l~F>;o2LXg_L9!)OEu5W5<@1azE%S^I1g8hR|}KdTyN z2%$sOhdA-X6F1g$g{~s&#Q*c?T|ZX}@yKNN>C#ItElWi?0qMmrUVeY} z*-N@12Mj&Vn_Lq|ZuIV&n?;I4w5j`61DB%oia#ENT1J6kdi9JRja%p$Ut0u5$G|Ut z$|lDe9yKgYm%vzdjaC=~dsGb#*G)FPjS3zH{I=U}t22FKj6Mf}kEha;^^BpU0*V-W zyz$$sO^z3L;C7Q!>VmgsV0rG`F$8!ya!2Www68DC8UlwCPw{i$NEa{YJ;PKxQTk~5 zBoVZ;Kf6+Ka4c6`aYe5}CmSBWHgXO`r)h4MplL4VC>2N<|Gf;<*7@fzzqhVv)BDC+ z7!KwvUe5{Lb=`H#`#A=9;`qd`4}4%zg{G^&Y(MPjluXlUQh^gk-#CnCAM>I}SW3C0 zh(UV9>!-q^;MH>tJ%V&*mC>&>9{TCL*YKoNph-jCRJuYSKz+9%@1nmdYmup->E_a8mj7L7)(1 zm2Y~}w1d~3W)-9P_bmk@FAx$a8Cx8V(Ch+gM6s3X235R|`BB8!#}9VsA(ujI^x6!d z*)mc^1toumYIz&*dJ3Hkt71@}pk9#Eb?oOIE+UhNn&bwd2g1-aYMZV@KVryCOr7M!oMJSjaEWIC$!ezz*itOl zoh#rt?zrx`^;-t2JsGb+jKnyMFzx~w;ZIdT#!*KdH7P64g&G(+CAAJ}q!e`aQz)r* zZYzq=I3BcOtBCmMqmM2kD;$CXk1T>FT~}?BmqYWs!W@tl9{0G%6&ubZqhRc(s%qSN z8Igs*jzePhv5&ccS9WkmP{9bAa*os+3(h5{ZWd3!RQsY&nd)pX2gW|_V z9D@7k^ORET#mJs|*#-&`>6n5g!?g~$nJV`bE^QB+<3Y1%5L4-P2tcW8^FT{PBj_jc zHAj!3Y1*dcrNUT=tr?fRk2@Uf3A%d$j9!xziR2Vev}k$?GwxFzi=r?^5eV31>Qkvv zuNO|2V(@+TF~*u5ps6Rvq&%VsDv5ceBpZYxu>%U8`qZZ`PC4b2wPYK)(0Lcor?nk| zx`oJMAN$xO(4i$W=sr-}grSJE^qQGcU`)B7RIN}AjFXxQHMJ0^k%*2}6*}t{I83$1 zA?OkoERtq(GDA3IjXj9u`{u^a3C7!lKsR+EZorzt#~Ya-o!!Si<^+kd8Bb%^n#eUY z6HP@NIm@zBGi`LQ6X!@hOVz+Q3<0I$G*!{qOd%d*n3Ad7aKjC?44j0M8gdAeXdL{K zH_>EaUPX%JDu!_hBv=YNIO~!Ff~LR>em7F&z-#Af=@owbzKtQhLpQZK92#4#&Kfb= zI&XoO$1xgVA$n=_~alAGgAHUH#-Qid_ats9*%1pGS#JZBW^=8=x6s+(!UYj%P1 z$j^nj9RZwR0EZ^sYJ-QV=Fm4}$-R-%xi0fG!r-$Q=JK35WyHWf_Avkvq_qs8VJQc3 zG_O;=xo2VsTu>SeCI``_q!T2G(x=qAV%WFl)exL~-~%7n;o--CJ@YyOM>ITU4v@wm}3qepWjn~eNbS6x*{7x9>dCKy%) zli=~jAmv88Ui}5`lfh6HaDayucsp8R{NPxKT;l8Lsyz%1huX(JrXZ#m97>eim1eZdP}P)Fma6tgOF`7=L{ zS`kg??9Jq`M4Im_?Yhw+5i4j$ z!k5hfi^+Xbv|`*{PcZiT*vCFLi}?I&`|^x4&Zxh?BjcdRUL>hdik88N@y30|d>w`! zM7O*pL;v6hKe*LX$`I5LL<9;Q3YKk!Q4Y$?8AVSGQf)=gA$TuQwroUND&pD4KK8L4 zP!JBaGtqiD4CRgjH4%M0nl@!**olo!y_^G#H~LA@vuzwOxB(6^4{&DeR*oXr$3FHk z3W8O^9Qsocw{(Nj6e!%HiP@aFWZ^_6##R7I*?`JJ&e*2_RdwBU*XrSnClNBdo**A zaS3}3q3DV3QH1G=>SYOvuU!h5ZH2yta15dij*jaqp38vnnr+mW$Vh}hnUFJ%L1aM@ zWl_^CGtg5&gX}XZ>MLl}DtlwlWThDBttI~k{|sOmg=39K)%d)X&};~Us{bJ%Q5T^7!A&} zFDtXoIRsK*_i!wHE=_)%jUd2hD`A+?8YIjdiRY;vw#^2g+Rs|k%#|}I%g^c~Ffh)( z@Jw<(r@)E)+`6*IHDk6tcl%UuLj4pP&So?AB1_$|HoT3#sRt(_6=iD9us}s=DTXg} z(ScOiqD}=POFe`)?29sO*qd&;sW$i)dsi226Eco>yyG2pH)30tpGY0mprB1UI(7gY z2N`-A7=8;imBR3IA`eQgE(x2pK{X)*;2g+TyN+k;gXbD39@oj3^_}SB`M7@~Z`U~H zJ^SFZgv^TL_4#w7w;`Zy7#l_dEtBHVMS*RG$!l=vu9-vcqx=LxIA>4tZMy1yXB)fudLnunIM@I0Z(Xx(5)b;ALJ>N-*ykVH!& zMPP(;+QW6siGD0X8>~yIqjw;57IF+WP6})!*XF@9Zfza7qEJSx%gFe>FsivL>a>9I ze!jd8eRbbioG~mik+_Vg%h6jW@mZXroH3M#wdoq&OYe#1=`*g@G^GM#!7wRcl{6GS zv(M)K(OAzx<9NOd1|vreHrAno^(q^&rrblus0*AZryy%Frl4(KTb~>O3e;B@O&Wv4 z;k*FFiryG9gbJ|sH#;Tp$)O6Zf5A-OI&nS5q-)aTw8GE&_i%8L=S;Dfvwqk^(RQw( z2NbmXPx8&k=S=hMH1;-vbiroep&7f>t~WPPq!3_1PDvf7fcHZ|c(^v7C@W z6c$N1b21araA*hj{-*4;L6jv@a&1Pf_Ki&l@U!NIgpm<4hcO4Wb4IcX_eK=nc29g} zukG1s=qlBg9>5VwH!a*0nQs?t8pUPNEs5O_Wx_Bp65#z%8zqgs>v2yxk<#^p815fO z(r2(zV6O^pz`AlDyC9=*kL`&rYEyBZGXVQ1r76lf2pO5y{}gJ(+6~h#-3x0d1!^iH zbNf_~V2w8oFL49=XCHGW{y*$bhFV0=(0j(YRLm53*4{5<%sGOJPGc`M##e&{;K8PD zcAkcJ_8J~EU3{Ata}zZuc~E`ua~_OBlpEgmT3z6vL?0HZh%Yt6@bE;&xX#=MX`zIy zK-ASmDOlj@2Ao0ag7GtcPb%q8lB!%o<@&-bA`9PZcF{BLwfAXzMk&$J5Zq()K-%c2 z9Qa-9F6A{m55|ZiW>_{Ah-?c&G0*dqiP*bC=)2DXL%||L-&RcTg6oi(rOFXKH#WiA z)PbKmNKvgJ1fz^Sy0ht&-3!!GIE=+-a&5p7G4h;?{hMQtO2B@T&F1dAPU$5hKyoI9 z5j~J6rryjHNQLli-rmt^0H+VK0|619 zTfoxCbq@h0ar4bL*Wcsg&p-eCNg30j1SX35L>6iPmoU22G^jk!%(LDGuyIb`Vpkda zr#$5;Sv1WMdheRWCe3a$^u`-I$XhXH%*4x>#~b4GLW(9zHW+Ci)4@UG;l~(y;Gjch zVSSX8IyNEbumMCpx#)>y4np96A#m7zQ1}=9G5WGp*Etq~ssJ?%hHW295Hgr~MN#** zx4mukuhW3GRAAl~Ll3B5>l{S)zw8;K6P^y*!3ll>kptV@~~ zfHPLW%&mIQ0R?M~EV7-FUbhd72^pyOOQmjbjUrVNLy=JFsN3h4-nu5dw`bW0nZ(Op z_OiOTOwrRN7i%IE)BK)$uMnF`HQ=GC!W0axv!SA&&l84cJ@&DW9W1We2SJtLwTISm zAKVYoru&3K(krl!B~WX@`PvIPGU&YoH78;ij^4gf?@K9Er(%?`cTqNyNXy1^QMr7+ zO<{rCU}HB(fEz?Q=ElsaevtMlY>MU-c@${6Qf+A`X&6s!JIL@(I*v37veurF{ysi`G# z@EC(l28Wv7upjJ`eKK?{{$HkTjdS=ZYcL0+jlBrVMKScHn^JNh)nR}wa1Mx3n=9gG zz(Z<<%3|!>JTJqdCP9&)8031!_8B+@EGT;zJ{e9*0|#0lY!J?r5i1!b2+WH(Ada&8z130?i_fmroKgXb0bE&fAK6t&ZXG^u_tO-F? z*U$KW4$im?&)*(R{VZ+ZFga;6j!;WJ>y+062GBJI$#2SD6%*Kfak^zxPP9<5Zn*S$DzPXkiiD!bY_n-_P`5?uu3fQDPRai zilDk~<8@8D4A7L|i?hlpg7LJ{d+xT z$|@BV+YG+rD?>0sQs{Ijf!SDiEmWX2NK9c3PmMN3x`H8lNEVV>)Mf-z*aI1Ds3F?l z_Gk>BbB$kS(A^IZ}Zo8_;KL{k+c#vbEH#dG6|~2>)Lb82&)6u~M(3<@X%d+XM0zxLyKEQ@Us@s(EC_y zHixux>O=Oq8M~a6Z44+L^at4FB1qT2kAqp)3W5Xge~`{z zs)?iH!89xo@d`)bxb1O}wQ0Vke# zVx3hV6xmDLC|mHWHX(05m6vzXnoq*_E;hxZ`Y01@s~U98QlXd@fo5vQcNhZ-yh zn*q&$S6|mg&`2WM!>>!Rn>_0}K%&W*`V#QC7hMQqfB@8CmjSlEaJ6R1SaV||JbO?E zk;5_X<6tn1_P=O%jMH5QtUp;cgUtpu84KUbN@PcE**+VqcEQeCFV>zw>Y$YudkN`d ziN$4s$D5~bBgMcE;>bZ^sF|*e1%ogBDVbVzK@=#f3DnUxL$u?7dC|3dGz5j?%P+sY zmb%Hp#v%?TN;hX&@O0WbQXN=tBQ@b?LTV3atUd^UP$@DHb(B6DCtxV3K+&LujN=ZI zP)oz-+{gBV;6#1L^FliXHC`&z_)a?Mq?&ru1s-Zdt>Y5#+GrewNM0ocB0?NEdZtY& zfHsj{c;i%K4=ztZhZCBcvyS0?r$+rUBb1TX5+$E=&N+iAc!~F22V{O1TyQ}hMF8W6 z#~cIC7lq;;p-@UbXT>_og@A`Y{NXzRL<~I?#uadK=)!eVC3*=$qaufQ;e{6#T?a-< z<8T=Q&b*oWZ!=_4Xf_=A)H=jofO?riGF!lwn%&b@ugpbjfmVS>DxJ!mx;Tmh6p)9~ zrtfvpBB0!+C$GZ@v^kKuAVsGIrh=fR$tftu(9A^j10qUke4i2F#c6YSbu`yDr|cG@ zpddubf`YC(j7XIX&F5*O1pT{c*=v-3&LU>~W^hU#t>ZsAf=%3aYc41(+*7r( zQpTRl5mn}yp#{7y3SbVn&lEunbddi}0l@&n=QUAmU2^BW2G2ollzs3lVoFKCLEz!v z1W;pT+f5Wv<50_ZC_vw9(`+jrW--zYcU_+iLDMX9wMp>EITiaDs3+1W50*lJA?aGE z-p~7bfBdySx4C5=1x8tdWABrf%JzINbe0Xvs1G%al!QRRW|3KHEZamqAO&be>AH2G zUcyk8go&D78w4FqZMJ|-eT<_?mFl*^ISJ^fKtrT-1N%8>+Z!^HKx0^I*oHZru`FC~ zjI1(O8aoCg&ZL|&Px8#B(#iApZza2Eix_(kiGDUb+##*|rof1boGnP3pGR$8r@xCr zL+2&+L&}0}gM~xK&&ZHq_0P;8~{_+cwCS1P%fh#mVNmv5XCeOsOWr zAc7cc@K8me{=vDlQD!l`r*R+*t<11lvq9Sk5(H`J-@bq;KsIOp+J7m}fWdX%v}*|g zNy#3QHt50)Hbx|$6NIp19G`2NStL3YOGoumLIzlrHsv8Oh(Sfc2r2ls zQ8Wy^2jNejC+CJX;dfIOo&OK-EAmPmCt&`LMe6r_CXr7cw5w|=mp*#GlKglZ&^Dqb z*^TZ|U9fY%=cd4^QJq<>dEm*!k81ktzx8n4@RntBYz&vo;F@z5kU zCm4H+zpFWg1K{1;BL6vo-mtLU>(uvkUr=W-q*xLiJ?A;ksnsU#tH`TV3wIaXUr~$C z#et2fe|TbFxn_95F|2&3~C=_G5Q!>ho9$Eh8)CH zu$M9{!C6kR+_>jJYsn(*sZ^WWYwVp-DoP2dX-;eL5W*%hXvxKPMF466G^2n9uo(L` zJi|aUZQ*iKem2ks(qo&|jds{XGiBV1klISaeXd76>QSvxU4VP8s2aFinb?prio+Kr zr8xX9c)sYRF~7?}F=jR~s?etIn=d0u6ZznJ8Jnr;xFS6x&X@`mM4nxov09M(1b(iq z=3)(VwCIUafsu?N$VC~<+!~X>LIjLL5-fB*C+}m%kDu>*2JU%kU50TLjdK!59(m+w zCllcQ274i}@R|Dd1TgFzq$X0d>zL=l08>-hV{-;1GN3RkOCYN;G&L~nHTDXxVUC5= zdx(F_0WIlU-}=@%y$^HB+cqX6A>DBu7KE_~eKdeY@45rrka!4~MJk$IXOVDDxEJo7 z#X7X8EeZxu1mn+?c^#TN7+MaWkt*r%Q($p3wgJ{dU+PNp?>ZR}8Bfmaqc+&Y!GPPy z=Am?DC)OH=C@XB6OT)>cc{opWn&(!6(&AKnW`=%>!R%WL?gPq2&}YAL4khYCt`(i= zYpS6KQM~6MTd}@V=@`$-`==Vt816mx!5$G1*jrO)2z5c=>N&H8K3~rI>D}o^9C1Xw zuzguXCBXy75W%&90dqVTt*JkUXaFf$NJHK9{rN7tfs55>VMtWU<_fd~#NV$AqUb<} zaL_}~GY%N0M)e@T;Yb-adtj(=Df46q+l&ToUEl&_mcfZkg#z>wp74bFxX!s`qoJ4x zoE~Sotq{yHggFyZr$8VY?3sJR_|FN>9R)OG3!CUYgBHSnkMVeYVB7;eAPU;{(`Q69 zPE4}sk2&U;tm2#60a}SS-fI~J8cj6n`D@0BYar`_HR%2`-a`u4HmQ^4zMIK%nk@=iYaMrW4ms)_1)}>BRMcFUx8!^XA?7FX zfvLcCGW0;=rhwQ73#PRHm5nrMvm7w;IZ>Pl$2=NJ3miJb(g*hk=c%KRp_2(6su0Pm zJGB{lpb-y-9)j|s6wGNNh2?Z^xZ#G?ziu8fH)}>MqYE+~%}7^Xd1WyQ%)a0NOYFIA zHuNy7u~)E=`i0~1_A(y!u!rp&T4GpOD&j^bMVr1zN;G`#x#!lYekp^eS>>XOE?Qi1 z#TBy+*lHp+?uwE@{nG^wFsMmT9jQa(s9!jWu6oa21cO1g2q>tg?tCg@rAa9@&{Qzu znwqHd1P7t6(Zu`T|NeSrmuIe6JoUM&L0xs#RSOywvzbZIpHfid@W6i7@8G&MXmu$V7&{9+e2??XsSC70lxPzHRSTo5c-Vx6 zNH)gVxW1`}wv*9{92tGHJ%;3+Xf4!+O;2rLBWJETsr-}wq?X2t2Qy)((!yTGoSP2Q&wCV;V1pezCJYiO7c$FOWe zF~mbsRO95D8&pxz0`7AX?xW8X#w93%O;rf6^CH3hN~&k&~69XvNw;T*~u zdqs9iPoHY&LnKXtOW~Fi?4-c+_8tNRdq-it?X&CbwU+%KM>VxiMlcds2Z1P^ed%T@ zeJ%PE*evv!@gi*^1M`Fwc{PODGdXKiUx}=p&Gnhu0y-FF>^&H7pdre`X`6LoA=y|` za{T1b=|4H3qo=(#WDLJKRZCq0_)piR%hw{zEqpPMw8or<)IGJQfiVxMuZJApV@8AK z+n*L$R|AGc7|zyY6wwH!H}nuV7a2vWutc>fPACT=ICTe& zUmCF(#UX?5S*uf^5E#5RWlj#%W<=TzB|bpYh=d2|;W09Oo7ey_+`h%idk=xP3?l+~vXr9}y|#3U2ek>O zZmcGFWe*7$+%e5Z7MpvPngMyhx`ojnQgip5k%=J+LZfg#ZH68!5K)19#3?slV;fCL24yB7CHLfApH1t$XR!{9FsJ6!)wb*rC2jwh`r-;es??Su*eBZT5z=G@he;0|* z!dHoK`l|5(=z$PIUtE0g z#e;*?wh4H8qm@$(a(E`zVqeiyIxHx#x&4`1)D|6vh)N+I=RSlu3-c_ePzb~jqHf@L za#TEmEy95KyyqC2wPfc4G0k{mfZh~naU7iCUPHXMJhz-@r51p8>I>rhKPjy9Vsn`a zM*j5EPp=Q%>2q4UB73Q*=m2jd-IX%6@p_@iz{`91Lte2DD&k=TE{I5mW=o(+7$pWa zH44S+qAP%x5qH7$qH?^C)6V+VgnQ^Y_}Nq&WBrKcr-~!`u&b$x zK|~7#Xb%$eAdnC(rKIcI0Q|7) z7J;W44f}#DH$?Qt44__1fRJ%xpPAS`K2#?X`N*WNZHUi z?AaLXGWI;A3q`4j4o*4cl-ZOE`}hK6HqvlWXG#=#M}UY|hAE3H*+H5D2GFLp2kr=& zl6nuC)7mSY@dl7NDv--~%w|$+nF^#h=}&)pk&S6u764k!}) zEXGJr?GFH*l0hM)02>;Ox?m$)%5$gl`)G&aqWy#R>e@HzW!847XCz1>i~w~K*+biV zqvjmgBbYt<=%Z(y+)B4EGX%i`V?TxF4tV?9-(HIbfb;OWxj0CT<3Wh#b3Gsmh~hz2 z*=FCC)FlU`b5uqahv;q{suVnHD5hDAXtS|}))X*`HlN4d^aw7YBWPC z=~}`4=-Z%Vf!ADfP2ChmQaLB@*#(Yf9c!MnQ-midD=i-#3wy?y1D-vjPsiT|bXdtu z3CAr{VCeDaU5czXz3ELmg?1VAoQKL-_aRUgq@=33h9Hm%1$g&RZ7>%_?mSM8a)DQ) zHIL`XkA=-6wREx)iP}04D-qgM33C9i7tS0tGo@MBW0)1TM9xzo6%^q->simL3-Kjh z6Br(w2t2n?2#yRN_H_%O@N@uBt2DUk1vpY~o#v{@T znNKQo8VhJ}^j#wf#z3=LP`8nN2F>?6KxH*FdODU_mzG?&L6IKSGIW-32)x3*>jO!& zAc}o39B&LJbB)hGEJd?G$uYfNDKFUtoTa`2na$9tPo=<^G58c5 z&9MUHuT%^=Ty0KWrc}A9u_C- z6ZyHfG8sDUA*xD|(a+(Khq45jnD+)su{qQ9CKxuu+uSc})t^(>eisxXLx(O<%XK}! zHgFIEGS1nb?rjNJlh%sQPVq!KxJ{Y84BdJoA7zBMf$9rF0L`I-BMzePy4WI)P4Rpv zbG6@0=@lf#;}eP)dk@=&luk=6$;hTE7!-}9E&*g;a~pe}SVbR|vJOKZU}Llyai3qa z4Jgc55Pgz9sVc|Yb?x5AL`py7`4~;mCand9CXH?kG$Z4^yWn*h9`aB3uUXU=?S=8s zjHA~|sRwZ!DfJ5rnxWamX7<_X)MXZ+nA}IN`204adm9W;D%>-l({twdb7#XaDl#nK zj7yy%!T5Oof)#6ONF40~U~<@$({(E*>xyq8T52okn~rT&swQaTZ;>zg>$JU;WzGzP9f2 z)4AD})-s+9qm53g*4L$HAu{sd84StsY$%SXt=_;%i!!_pgMgMP$=!M_(VN#UxtXQd zIB1`%%cy#9x^$En1MIW)8DQ!W&Or(LU}-KxFIpvJki~ho2a zQ1tGa83GPd2@hE0tRr>`MD*r$Sd3_ysZpS7V>}t4ZHcb>AWIDj4zvVXuLNQRi9O)C zl~8Md!GnxFFj7Wamogxm1ScjYwSNKSdHCUn*WZ^0XQ-aV*iY%R@GNA<_N~U#HYdmq z3Va1%IT_v%!c+ndU-xrZUy~zy4}!nwi)I2CE(a6$i!0k_abl0cXp=l(=?53HpYi*I3k6k5EsMrHTARdHs5P-QAV6dw=YUL_Edjxa3@VpCX6FniMA@0-iGFMA7?urj2Bqm~uZ!PD zDaLkV(&`o6(uH4o>816D8bWN`88J6<3OtOU0uecO&DDtwpGbU4s)-8=Di%>+^K<(* z^ha2j>jM2Ssh5bpRM)dbI#oisDF_6nsErtt5WtA=N@XKn6D{cgoUTD>q=K?lfeH0Z zDm-^th~R)?qb=~s0V6LH;q+uV0<<=83ckhw?Wj;0YEy0CWRE@e*xG)`rggy21x7g- zNJi6p=E7Qu1A}d$j(a0}9+j+2agC8|E_iZF8;XHbWWZVW!40645UnWWbkQ!U5Va^e ziG)NyQoFV&JLtYeRb*OY(y{;>NCYLq_qrBdcs)f_Q9sU9l&xU7u1J;x=Bb9&>yhkw4jk4Ps!b#->Jpr&Z>+QED6$mDfa^~^t;zuNKn%ZHlW8*g zC5nB5Cv;XoTXy6BovfzD6ZTmuygp|p5+>hNm+Pt{uob98(@Ll8-ytyYY63oo(JjrW zn@zN?ZoT!^I$&+qMSyWHu}!keZS!0TJQZO#WpAewPcZO(NXl5GTi zy8Goz>N}M-A~96Z18bL&8UwTi${_Xm$mT@2Q=g}G>iQXah19-U&782W1T75QqaXd~ z*8Rm;%VhnGYaZ%!jzJj|X1xPL?lW&1u0ht-cHcFQ>E#gIk`c3sZIQcsMXcgk&TZ(e zI}%Qfh}K^hHQpO`h7AMp_W@EXUW=hMK&ccML(xJ?bCw$|f*zA@^+9wVh-^aSW5Kj7T$@J?fl-q&#k%P`A{dF70zkh^#k!klz~+DUv!7klnwrO^fRj1- z~{*(7SMv{oO4cRAQxwnxml$^jX`8o*^p9`Fy};&*aExIMQyDU9HxS> zz}x(xHd_t7kv;id=#HabZWjG422q%Fw-jB0t8{vg6i8Z+FI{(G$V2387<`nCNUiJa z$QbUIh`qBhEA8|?B1l<|C|cWlTlVF; zI7c-Sj<)amJS+Evp`S|IrGoGv)QqfKy!Z-0fprNG+tZ1W>9+RLy5Mg7JE{`*sBEu zh;XJTcE*5nJOBLicMLMF&_XT+bp{F|DPG?w05q8bnL>7xx0O0;ediQ8m(xx=ZF0I# zvPDJUc^^1%puWB_VC)!WQClf3cbJ+8?ipvgO;BjmCt46|+oB#@k&+F`sO>MomZLlOIzs#-j`5xrrsk1#kGBQat3X2yftu+%>T3*S06tfrwiew(?@Rq7qUG>ns>;8G z4rBUbX?EXykQCT7nur(&eCilgj|Hb5!QhK@Exr<)T;zr-0f%hlaKr0>b)r7w89d?< zj~H~k))pPMdowpxBVZH#2B2FMA?JkmREx2m)J@!*CNoe1D2rIhgH|32Fa%r9jJC({ z?tO*fIpMz8Cu~hyM&#NAIqdHcO^s0?m6myQVYbjir{FW5@r-)tlAD?X1+}xzI;%GJ zb3nt8W)=g%C;{4F0bFv)C3R-8i2@k|9@h#&R2CrZ4K)EYP~Sra3rj;=JWaBRm@XSj zoq3-C(Y;My0&yft`@d}v)NqbQg$y}e4xE&c(oJ2ci(^fJHKHJGulX}xGXd7Gnwo30 zPD&q6(gtfR=C?WMIY21E@iUn2eV<4pAl^%ejnJ&MP6*aaiZv-%Hr*sx(8m;N3c`XX zYi25XBYSC>NX_EKho!=U7L|er?klwHt^-m#DYb4m9%p_Y`Tk#xY!M6Rt_R zEmP>5(^CpIpQ4v9QB_<0Wh^{{(75A$)TPGOZ3Hfq7_u=vC!uE4gnw5A75V1u<+1P{ z)`D7$wKmtxB5TXKW$;rAyc~mlkL&h(sGJgOG=|qE(PV?#rUY15VNQ{2X^ui+>_zrq zjad6rGxttoAGmX!q85~mo0^WhaV|7?P#jVpWl<8c2wk-bQ9gqk-SqaH0ZlyEXeByC zOT#^sYBTa4blbgW@GaaSqb%B^gAUPyXW?@=|d| zxlX;#PGhfC8?Oj9xHP&=Pud0-6^b4{h>cSEhIWAwS1b!)$eTCXzxhlIo;lHD4U&yP zLTRI}>+_9)>vIo8l(_#~)kF;3IgZqV_NNWgynmuPhIyOs$q;PPu>O5kMd4BrvHK-k z6U_;P`V2is-FF`uc80+#~;<>Sn z)I#;EzT zoR%Bt`o&#WPr?o-bOB zu|WY%O<7YQjYfT-X`1(2#-jcp4cAFIM?rHaNRVCV$PP1@x`Hj&DtaC(I~1^lqcN>P z>u-$HI22(`+T)~+=%^I2O2~=@3)YreLffoG7QE7SH$MUo{U(xfTpOpS^tHG`XxdEWD$ zS3466+~=Q@UPCh~fLTi-EYkto;Qvc*xKy~$WQ3vMDzhe;oC7|iVxhISj(eX2fs`gS zHHR_ku&H>>YhJUX_OUOY^rR=%-={!?&+u=9?S$U&QRIeqD|N9Jt_9VlfEj}EtvoHB zlJa1a5P63C;?E&z)DTFpf|5n#9HQs3;5_CS$R+|dgNSo0W$3|kW$1zN3HM?yF!tUD zaHrw>CN^Q{!TXj_N2S1fJ>dyYsK+={pA8v$j@dm6G}m0P&(()S)%JUQm{AuzN7q*h zt|1`)J_RE8Z87vPsIxDLn{U3kRt}gU!&B#`>I|Zy7KrLMsiNTs@!z6vope6W6xeX# zFaxO~u5PU4Q#L03Hx^d6pUt}|qm>HxQ4pXY>T^?XbT#r(I&l1=KHaioC@-53O$m7O zb*jZu;CUGXB05A7w$YI#f!ZTxNa5q22vr!Y?3&rbzABk)qRE-^`T3fKl>88qjZ>sZ_2B`);oPk;LAZ_6&<(r}4ty$Xe9^s)+P9d^pb5PjoZ?}J9aevz3-6_% zkB=W)BXP~8>nqz1>nUjHryP{Sn4^z4ctuL1Et&>j2QJ6L=%SbUltMJ?L7C*4=%YE5 zo(>P^S1mmvQ(N*v$4F-h) zUXwqp7c|3_V(8Hjk}{1_&4!h@D9*^sLiPeIV$oQiq4z9gE&*Zc>KITcS(9T80cnKbw6h&R2l+VfnL0}W3a&? z6BS?t4So)iXdHvdq(;0Zx?(Ipt$;~}q=T>Nl~6n8#rROTKoP@SM#_yvC+T977PhHV z+<47bJ~QP_DK!RTC7QHR#`1aYk#rR=Z*hpSV&`emGx+W`ndM$F_9?J|eJ;<(I+Puj z(uL>18qzrEc~b1a9EzQ71QnZNrG1<-Ag~MQn=ru38bwvL^>?HiZMF#=Xk9o8a1-kS ztOre<=pXlKXrJ51Y7+|4L3!1raM=sNwlCikN7x5B7&P__i}V33Y!{AZ7z4j6nrbUH z;g*BvVth4Y%oV+x!L1D$=c~D;jr&Izg-k~DVIfY1`$wm4E(gBTeH_cnYqbxlG{eGS1je^S#%PUt zmS{VttWDMSyDoJ!O@UpugOg@l=Ty2Gg&`Or>lN4y)q~K9fz7a<+?TdFLSDxjBX=I- zWCx8sFJc-ZO2f?@<55yzIFqh2p523QHbRvI4;ngX6+_!50J`ZKYd}UK)0hg8j6=M^ zg5&(gj7aqy7FXj7L9_eae2t_6tqmO7e!HRD<^(MG@}K?2Kx|RF+e^ zv%Ee|(D;X$42x*hA=3dyCx~7F!Cak|1fuE~pQt zB4<5%j~lA&U3Q@#DCN1TyBY7IW);^SazMT;;G#$$}V|y5j75P!ea){bo%M1 zkG|kp;3KNiQ>av%Yw?@EiJMvdXA2lsvMs5S34sncE;LhL)TD8ODJhdF1LZGr?Ll#EmM>I`y^ck7&bR zR{_eOeAQPizT$^}c=0t(vpf9o<^9Y71O0P9xBAO?{8|;T{!Vqzfdjhds?gkr&sG7> z$Ev;g+m#{x#^aB#M^bES5Ms6w8a2SE?f4vwBF3Kf)0obHV~#oI3x;fy5FOuq^P+OI zcGl`2N5V!w>7>O%rzIm$0*p^vAFQU)n7({u~}ta4822L?)odgvUtqxx7Ytx6zWYVy~+tyyJ@j#nP@0VW5m&) zB*IcH^E(%}U2;jyf%o;GSQ`vhm(fDg5le7D zj79x(qIVgey(AzR3-`}jt+Luhqt4WY&sFdHMJJ!U`rBskTUCVo@&`PicF5bBfuYT; zI|@Q93cpNTlMS0VJuWp&+CEU4%6C`l_g7@v)CB7O#Hw;x8(r{j3juaPgt)S{RNt zN=*cgBea=o8s_=WSEN||ZzjYFjNTMnd#xL|`pXEMb=FQ~ZylndzUhDcuf_L%`qTBl z6$PpSWg)|HqFUutYT7RE$Rho$?C!3A@CS>{$0WFaG6S_M zYe(eSll@=|K2WXCyG;$&CgLxu`}B#*nG%k)J+s2K0iU;=~gzg!-T2_qP|ijDyYi)TchRK6r#wu%>+6&yf(P-*u%R>l!zq z9-{`Qw$ipffQkgZsLBAoPS(YlubSA3!QQ#%nxzw|GN3L9;LyaIhG%uc2`3z6K(`In z8bwl@4K8Br!JF7nWgrl?rjI|iZfbEj$nJ>Z@1Tr8gZ-1_gc;(5>0N?0#ii;?;S zuwsmVEBwr{$1Wqn8F9DjexCl`_b$Gph3l4qNcR8-A39M-!)r}2P<5?>!7l_#1p$Y1 zgVze{u1fROA4KW8L3N1>g8H&t(U??whufcWFDra|W$e9Q*XNHNQI}IxT)$Ig=#QJ;|c|{6MDfp_-d}i^}4!}n7M3A}%9#6+^kwrD47N#!HfL@eMOuL)|f?9O5Ndc2H>JcbXpq&EJvv^c+Fx*`b{nN49%=ojNBGWJZ z(xO_uJJibBpjcyrRt834RG&a=;p?q$T`ZpRl+|C>h{ry5vAFKK)nAs7!fPgT4{M5H zN`V&qeso|A$ae6p`X#ywf$;bDzW3tJQ~B7aK)VBUUKQbQ1R_<1%v>1#Kw&i%6f#q$ zWIA}`xZ_rTStB0yuw~ZUTrZp2J2CEi-{qQ`fcVVozOmYKVOL~t{tc}(PB-YK=LWrY zm>5aJ-*#MH0AorkYc7OL07t$9b>>a@Ee8RwXd~%!t6@V^;ORF3hf=IMlLPRMsRuD6 z!Km9P3Zw?O>Z+@1Ij*r3o%rKFo^I&35x3sDSbX@ytG{I6qaR&;GZ9l>2i2INKQ9Vv z1+8<4B95ymqSlRF#@<*25t+@}RlI3~2+ojy=?O(n4j3G~CP~v%D(~Ib{*D)q)1RI9 z64k5l=i*zxb@ADUJY?~iDx&xtIT+4$Om{Gk-}msyKgSe{zw5h}iX8=E6GE%>`}1Q| zPA_`V>YEu6(J_i@p)Np|uNkWqV+`V6!I-*HBRd+6DX+uej;Wo=NEE8ARePz**s9IF z`p*nhf#zNVdPc{2I7Ge+SPNsM%}_EWpbwmZk>~bODaWvj#<}v!D{BrN?pviTW{RhP zktfrF+|yigar^DJ*NzB1po6n^4w`D-{qEII4CAv$9kux46HZt*p)@0Lw?lK&GoC?~ zu=>XY*d#4u7bs+EO?IC`r-|c_U&;yF8hB(0qV+4T;AL0;H~^nfw71Hj4#HF#2OjjG zWph>q!>!C80vUwv$yQLX^hN%um_XzFE$3MU8m(E*XFt2_g{bb`=RfwbS^$s*^j@Nt zyaqk~YDC8*m|Zodj^gvVhSgq90#%vO-nEjB`Y9g#;MHHg0Kq4ECQP0!)njDv z!ntGWK{}O&$gkG4yQ{=-OZ=bvU&K6{CZ8ZJ+`Ep&v@7 zaDJvT@V|Z7VRaVK+Y8`ztEeBbKsIG4ioQI!F9r5cLNK)HS z!q}5~;fh!H)TjxnB-~`HA>{?@gQ_FruHC|;_Cy(@b-*L&KVOged$ieF2hVw)Y>uZ`KV){ zJX26z!yi@-1ZB&ZKDx>jD4ddEq)STQh=#`d-EZ}maS$8}k^{`OamK<_IHEI1VD-vq zxElfqddMyuw9;JDyPk~BFwyc)SLs-)p$BcbB5lf!+yhA_!vak-^dJA$Z(aOc<+)9} z426jl`!-x zFbaAdKJkf9)R|xEv4(0aNy?q-XYRx}Jn(_5e;CG}Xu?axUudo?i7~u=#`P{Z(v_iS zU?_ktzx?ucHJwots{w#XsMhNHZ@qPgvb{w!*OtPJ9YPVHyrOg}0pp`X{m+!k6vQ*` z?Sm$YNH5L7IrGdj7iXV+_WE_P8M@@#L<4r>%ETi%f!|EA=3eJNLBew*ohv zNGW_>BE@EZd|PT!RGlLQEqZ;_nzMV2a8OfGSlod|z|@&HBKl~|LhLMigQ$$Pdauf0 zJ>($|siRuG0bOtqIqDh5&FO3kos#Pb(DasbP?VxC+s5g%&Cp+qv3F|A>t6S|I?Xnd zqYeIDIw%c%!yDd^rs~0~`$|D|BiuMQp-=I15b(;Wh@yK&=bkx{1|`D^X8nW;yfF}6 zN0s48U;C$jy7=4F!E6&7b_VguPcGj0yyp!+JDCDEXo)Fk$E!{J#Afcx{Nkzav7uM4;2v$hQ__@8qI@a3Dw%@w|8*GRaG}rJ`L( zOoa|YjDvdUp*<%gLr2O^>oFY7t$z ztp(Zu4wzCX1&M3b=Lm&i-{(S5<#2w%=;YBMTaI31Zy3JO#irzmHpe2I1jT@d!-|{m zGvuCH_)#rG1BXoId$%D?DG(WS$qt8*W9(P+aRR478RUrO>_wm=Qz^+7-aZD}Le}oH*&f5Q|GW4HMrE#{%*c&Hs(M1>4S<+a$quzir)fm+#S8N07Mc3>lmt3;U%tj(+ zFoxKS66iJdsDxvWJ+`J+c)u<%^b|L=rUqaQHY^o@it{(6W*Z3`gF{0%8UIUJu#5jw z_|XBl`ucFSVSl~ae7@d;R}B9bXAlg1Di3EPPeIP_$8x(0>N3eN_8|oggU+CsqhIrq zsm6Z7JbJwesgV*zQ|I{uZKzW3&qvKGy=d9MvfSg3KfaD4QJeoPHA{%1`CtEy-&p*5 zDs9nI4+!$(e^_O9Um`e3!3NiA491-A6q?u9z5$-vDzK(Db+g}D%6bCKN{-m?~@8mh#$aVecsgD4AP3ag2@4Y{+;el;s2 z36)dT{dVDn7uGy(_Q^agbU`N?_snNarsz_;11Tw18gqp&(=VM_aH}~usZsHS8RjIu zsS%g8n=C-6BD&92n=_fv>?jzD?lr*FYM5NUzQPAS@PWmDOKA#(p4T^GS480Q6bwiMunFn@s z^$f;D_9h7k?s@}^6_3%Y|fuCkLMbNV%_1Y@jsamMGJF-+mmD-v^@Ptw{)9?;jBo=q-#?QE}gTUD9 zf=mHpU%i+92@#kG=wGIGIC_r>P6@T<0PhrhNwpS!pmO|Q@u3g7$-BQq^QK&;(uFZh zOdV36rRwXe2r@R1f~)&ffz_Q_TH;$V^gcOjB6XehA<+?sk!JrN$50Q8F7it+y|fOxn_c9^jC~h;I5#!-FmY28MbBVH zeo!!sg#vTX_&Y$L#LVfEpqXb74OMF6@8WquDG@;z{%VZj3J{s&(o-@C8+0`nT?_a3 zSD)`rDW_8T>{9ZPk$u1vsqkcY?=#O_{iO#Z`1)O#LvO!D@C?8F%fGyi+~+`;)g^jv z^4mio(dHza<&mQVa?n#eux-f6#G?;1QBD~HGOMvytW}sZs0bCaYw%J8%>{-S#ng)8 z3u@^6^Uq(LaKZ^Y%7Ia+A_N9hH!7*tX{Vi5r#f4Mgvcr`1h+b>#OQ3WyR`>@Upb1K zs)+aZQ~7k`rvp;e5<096*_vqVHwuUM40T@P(G&IcpZmcdtPRRRg~wE5?|pKM{v#lu zQye#(tak!s;#xIl$9~N|v^^1lg5gwh4yeZrF!Jn~Lz}v2rZ%Xz7=!FRQJh1Rw}}I2 zNh6Qh!&G{*4ZXiQl0w2 zR|Ot73ff_kYV3{ib;{WaA~%_>gH?8cVlC0=y{w8lDYY2UT?RkZ*!!J6gKHv}V&ANtUT z)?-wrpz}^jQ)uVuHjN(6rD1><3&&$QZRKCJoWz6X2@4oUpCvm?ElegFL)C0!g^h`r z5&_pJTr{;vC=XhdP8t067fnb5@4RxFpGuAF6$U8+Z0^e7B_Y%VG91{}fHbwrV1uI< zjmv05X1mMaC-U`w{q5Pa<#)`jLwb>4mNm$Ozo47EKR@0m_&!(LBy?9~}_3_URR*akGSz-tW6G^Z2mLgza+joldIhk8+XeCku5T1yr2Z%vrQhm!|K z*aep*QyiS~2n1j-yIK83oS8GBoa zIjGKNsSco{f{aQt!>>!(TQZqeB%YTFUK=IAIXZEuM#k?C$^lc6Bf*Th`#v!C+Y0Mn z*6DLI>~#4QQX+a|e_J5hHEzW06<-W~jSRltdwlIJw=C{jWt(3n+jM+k{FU02<^8&N zdqy=i2$EFXEqb`Y@HP0|-(CKhf>O$c z)Z-eBAwc7#U=zk(vDrb}ZC^4H;~mKIIPZ^rY*FprrGZySPN2jT;K+V=MY@T6eR1@? zZ|Yhd(1i~o0AM7ij9yg%w0&yQ=FVBB{9Ia?jV7e*gC`PX2)(sD~O+%%HB44Qqz6=12l| zsIk=F7oAR^adtuKui2**NYF}MTMqEmq^xaUx>oOc*TtVzS?61;D6(zl6C*^tkQM!H zqp?q2t4(8VBJ2q#bbmDit;8%;-t%WG2Z>T`3O6tT@yPV7T3-UeS5A@V;I9AayS_X&h55%{=P*y7}hS53Z2XSXbe5mGimF ziuPhSn+I>J?WqlrPAUv{4kR22&5h_>fgg!x4#>O7If+xo$|d7Me4DT(Mo@j-T;1yz zyx;|$(*Zh-y;;$hU3S^xwXc0`HfKeRLPvVudFM^)_8de`S8Xbl&_oVL*;F-D1~~h{DbH;JOjix+oEV9ajwDfJr z;pvn(M#C>?@@A!_o&LK;tN8gog zufPbBPVN-G3qr>}`-jram1gEZe?nVOY~(R@qA$XgKByOlb!ok#dE3xx>@99QmDK4I zpZLV?WBL-Hu;I-WIV`N%B7CWKhsx(5Bzy+f`H_!&Wbx`(zq;-(sF6CX3Ys;9)RDk| zBOU`I2~ugQ)Oqx&aM;7d5wA6jr%ja*4gk%Sqv-m(Dv-hXc7Z_=J%Wrao~{_H%>3L= zM%RZ8k1qI=D&vuzpa?{QJMH=zYvb?V^{&--6&T?jV^mKGtpdjyoMCEKQ#l{^l*Dl? z?>!aXcglEzA($LsLI8)-RR59LGV;ELy8W#?Cjo-2qOG3^T6YC68sFfUCr&|}x=kWm`f`LQ&)zlV zkhJpTlTWTyT>d0eZbIa?3!CEWSNO_mZ3l3QI}tMjk$CRI|7afcKXmYh=pJsmY58Xg zCLCU~SAZ525DTiOoI%SWY4SpA>1k?GUIDGfo+rTvQ^q|a=A0#B|YRR6e@CCd;L6Zz7!<>Ky7Glpsp-H z2O?cLergwT9MQGc_Da8WhiVLwnk$5U&Gpx(7k0av&TNIs|f#QpTqhjFB z*b3BG<;80bH3gi`Dnp|xk-aGFh$zhU&VgsaL30$JEfCoozu;PaUbpQAfS+v|>!~nq zByi%WQ1?5FuUCBM$g8hEz3#fj$Iduo@u$yu&d$I2`bf1uUwQxg*I)l(Xz`Mv7aYOZa;C$!0oBW)*UxqY4jed8+noDX z&ySs*8+lfI1}Luhu(Zeuk5c0%P(5Zp8?@vIxm|7NsEJhBmFV7K6sys@O^Dt+fXgqt zY;k`N@RhGz{Z9hAlqrvT)H1?P0j0vxM=!a}6?6!OgIg3G>(4F&dHU0r5mPE2|M=B6 zyQ}-?x;~n%4ezYp7xl(byoJ6wvnL_O|NiQ)Ui{BhG!l5nb;5CWve?qRa6E9&{jI6Z z916!geqGAd*Edv#^oP$oZ}AO}d)&^y`TC|~j#>Opwf2AWo4dP!AR=E|KB)pe$PNQ8|=4CB6Le z)h{HXYqKfZB_5#fTO?6t35{Xzmb!zgkv zA{oytvSaA-O#NclX<7C66R4aoudc)Mcj}KQXWd}r=a_AxXl6<&D$_XywGKSd*nhsd zp1(>6V5IG5opshyf~c!^>LKJfd%;F3>=$%dl_k^yhyq#OLfzwtBUXReUZ7TMYOaD{ zw2cNdBi|Q#SSN0u27Vo=vbxM1egg>OQ>DfzA{tgY^Bv%>DRUYW$l7qvdoDG_5jZ8( z1n+$((#TD6kk5YhVsYGYtG~2>gtbSJvIFh;m0|vk-}sF>nz3{k>F<+yj6EG+;k<2V z7EU--->jC=jEpp*FhWBhU;X&USAUri)}{<7VY~g;ulu^itE(v6{PL_>?t+Sx>7p_@ zS!5f(t8RiuX%?2(1sQ9~!7qJKKTDC`5=D&c+Gdj|78!Hu7h^G+${hi!dJV8!=bn4+ zAgw(XoR2I6L(+9x;Kn2S6u42Mq|lwZ%g}>}CMUWtjZ;rueX|7FDfNcY3-2eXG&(^h zu?gtpEu0n`?sf6S7uR34##uz3so1K4I=KTB;%a2@^$rtvgr;7XEHKh3a2+k(z%?k! z26WxC;jVXG)&hFqzMxOgx#rKbVQTd1J@ii;q@;?#CaFo9%Om(~lW01aL1ES#p*2N?!M8Ob~0#jkZ7inAw-J*YP8PVGEV=JeAyGamP+ev15P^_L|S8bc$F z`5JYDPi6f3nonjywIFL+DwT)L0L2!*yN1`#RBY9d5v5WOdmS12dd42IYZ$4<9{R4w zWX%oKPZn2SJs32o6*+jHGL2y?4O~1K__fzwTl4LG1|NoMJ(OA+Aal;dwu zIt{B2I=N%vN|zIy&DcxvrTZzKsR%3*>Y16+q*i#ZE3R1m75x`76X zqTpb148RnO;qAMM+8YEZ@N=L0+`0%ow9&JWQJlS76)}nyvpYjIxuv4-dKB;t+3S(< z6$h#@K@B9L4(JjV!M-5Kaa;HKxLYCH|=qV1f^fffKyq9CdP)^R!R6N^Rpw;I6?Tas7{Phfx_AYq8 z>V0~7`qCI<>;TH?K@WOR z?R5jRM8Eu#pIlsh_~DD+NolPg16hS)@l&3%`iC_^9VLgRVnllG-!`CBWdApn zrcU!qflk4fykxO(n!JjCCVUoY*CCZ)_tk=opZ*3q>lgSLe8^Ks3ZL9AO7LuvMS4X zd-b}1Su)BcRjwS#=c|CIC|yC98AXf?&l?E)>VlkV~5=%myLD*!LAiN!E162Xa@Y!!B=?^CoK zal{deFS5|z|Nh12airD%B}ae(-}60-#WBY$o5jX*toj=|q?eun4iVn?qd!_V_jGc} zoM38{_N-?ui`!jr3RJ4*o8G%Az0`14UF#q?+X*zIlaw5=0r~|r2p)vTK6dfhU;gEK z=$fM)|3MXfb-Fn;WY4%>#eP9UrxDOEQe8(9$dv^}Jy0aHX5miNTD_!l(svS z>8q|<{CRbqXkLLF+Oyd7N||?x^wNxv4Q{$`)oF)5g42m%!UDuLi z>I-tT#+7vMPy%{a~;@|wuMdd-3%~S?pRX3^Tx!ok2Uj)xV8G)dR zzJ~5L`1@+n|HUu<;^Hg+_>UJ~YD{T-ebPyehVB}li<`x(whZ5DLR75;J@ zCe?#^?O~ZnZR=CGwiJ3XEP7*Uy9#(E;jGc1esEu<-E%=LLB9#-`_q+k&z)H{2KKzY z&j#H0zW1%^jrzVCfncJgePln$Y#3Ny_L7cabYc}OwBmcecX4Bti7JSLle~-+Zi6u? z?|a|-YTCweq3h^2?Sta!)s#ak9C_rCmCx9mgc!XZMvZ8g)Wp|@gN!{dLCPa?h;OP0 z&n8NV=u5%-IkZ>jnQLKa#vXiL3TD$VoVYxLq)N|JnFEH5g<1Wt zi|C>@XnSo)N+d1do8UTSOmBbt+w1Q|*dpz@A?g+Vf6 zuXi!Zdkz$wV?3x zyeTgcHZ3}4-5Z#JcMU!OWy>aJr!+zLs?f?I`g2M>VqIV$!rXF0zj8FcfIIB#anOXq zDNDy?0u0e6obtQg^{$=INm+BBHH^u%CVkc)_<POp%K5h8TfXI67N38>1M2;)AlX)2WRuV(Att@+UGG}2;T*^w&@K$C`X36lZ5(wf z!um$3iRg{Q7z57Y`s=T+X>yK;ts67C!`vmG(LEAqb)BoQ%h>Y{PWb_wMOv!;c9Zbo z8JQ^$rzAwVQd)3b9?+&>@iG7+g1*$&;x?bdMwufGwjmw<95$rvVJ^q)^P0zFfybI_ zkd=l86q|5ebQ7tY3~x?D4-Aajl_(f>ut}ac38+xxFsfjn4aSIkM-?G|cNIvq8F~<4 z3N~ca_;J$9-1Tei)6au7qxibh5I7Q)FZMo%)r5T@BXOO5Yl7p^^$M<$y&a=4vi=;Z zgRk!j$Y7VT2g(~p#Dz+Q`;08EQhGO}MfJhymz@pD>&!JDVk$(1W?5Jm3`HAd#gL&y zJQQAZjtwVc&?P8s?%D)7QGwT>O=k2<8+vdL+z(?S3|DiqQ_~QqK!%{$>9cc8%}kQ& z#h7Pf1Y{7R>3B0)=%jPbBQ;bn#rTpGqkp8)n^a$ z{EoGb1{}Kv{r=Fk9>m!z0*PK3HH)eXAN=44YmU|peB9$6S8u#7=tc}j8(J6&F=LFu z+#o9rX|hz&AgWRb4s;0W6AYRmYNAE6fE2Hquoz$Tq8F|HW(L+HJEw;36`;sI^{G$Q z-`m*DLQ_)}X7}$m3rMuIE9DKKK%z=XmpYK<pa2 zP^PHxfc#i)Z32?L@?D(E)~dz1xTbMEAnR9C^x)(q@It4K6HFER9B=DbNb7wm=QZFu zqM8>kUJQz5>bj~)D0<*2$3enl@Kz$CV%1y1zhgkD;@h`xhX^VXT!FMTJ=dl#Y6wNi z821(nqz!^1)F?4cVKb8N|ITV{0Pl?>@!`XVVcyCyz{^zTC~}HqXAeZ_K%P?roB|d6 z$JeiCmsgSA?|1K>{dIBiFNdH0=!IF~e%1nKgQ5qH@Az!kDab#BjM|q|EQY8>KC-0f zxhBR5~cJWfNK7G^A#*tQRla`j3xTvvE8# zMSu57dGt~lxM0SWQW8R=x>9GvJzid34)4RbT8X%p1RBK{vrZTooBJlgi80tq)EH+G z^yV{MC!R?}Y47BKCi{N1W`AEfCcoahclL{(peKYS@U!V0=a1qm`7!>mi6)+=jZ2>NpD`QjYQcm2_d%*6-+3+@K7E;e0XCOB{h^NHgafY zc|cR&SgCneM(%QE9z1xEr85~Y6B@~Y3L#1I7I3c6cdDtD+Uao@`*0!uXA0aQrz9J<--@hM(*Y*5K&~Fkfz5C}KsKG9IKq)AA z8*Pb4aSGrS^LmtMQVa zo|$r!qmhhX8fExC4hBO(77fiRMMadUS@EJB6e6Xbyd=dp&I!6_$;&uNcZ z-`e#!ZE}DC*H?Hj2lR>mOUH;POWz~n>V|mGhkrz8xDAxw%Dhi8|(PM(QWWF~VrnafK02JA?XV1=_Jb5w<$I8hMWfSnZ z^h~HbbY|-_t3-+%hiEm<Je z+$P{RRToGys(vCzdNpj!a_l);P{y+K8~H!p-?m; ziKkDW4z$_YP%i4=Z`8=+$B(nQh#Kfa>(AJ3as8=s$z^#Y(a$&%%_@5#&c}}*htEoh z40pPTaIO`ayR<{gA($b*_Pvg4+R+f#&cWR%CbF=n;;`xYpH)r$fQ z66!HUR=Oh74KmZ?dgv{|y{RA8b*X}xRbp>x5Wwcc%3fJ#lfu#L#uJl51 zK;mF$~$r&2$>luwgj6JA-UQYh`(c(79Gr1Co(6`wjzXt_562s~tT zNG<_o-9CT*JX9v|Mk(l0sK|gsM-iYVjUmk0Lnl?o zz=emQvi6$Pjv)(rYH;(6sN_0FZ4F2STUU;rXUnax8B4~(Xnx8$R-7h!M(+)3QNP8S zl&J4Dd6k}WuVWOeaR~Fc7T3m(4!l}&LoMs4PoIXS3t8`REk5OHVJHZSuOt-0Cb`7)VhVaiHThSN^7v zLrc97kwD;^OV5n5k}&p8go9r2TyI1Dv|4I;4)1xY_MhN-Ce;h$cZJKh(RrsLtSKHc z$_8s?ioLKARckP)HfCuJ!M$kGv7Xjt+(ny$ft2jFp{+efs5jEFLERsjGpoHNF-eBK zPX<}nFQBVIK#T zWKG9=u?HN6oHGY1-RLTvuF9M#-LW3=T$Hc^3HoYkfMkF^u(#&uB|4yFK!VOE@(K4wymUl~NQX2nYRtUYD67hv2($Ta-L_rUncQ1TkFmPR=Q7ukXs90%#=97H(p-n|=6zKTRr z4MJYg3y)R9%@SBU8{OutK~gYiHJdcT>>L<|aCUg)b2wM)JVo0vFsh__`07*v)f^st zvFMS5f;XOm^|znNiQ$JOU;%il7y$(gOTkgPxVRXOJY71ECI#aT*1$c@g+0I-YXy%z zKsHL(;#}GPbE$C-v95FTaeC>o*~*?}3B~PUa!Ndq9*&VaD8r@?q@Tw~h1MeZSsN&z zP^!MKR^M9!D<1b+>I&r*=o_fj1@q*!f7|rvsG66on@%2q2U}|RDS<~9D0wP#!9xk? ziKszUPb9W@$DDy0L`w`Q1I*Dl1bC|B$MGEer+*>A}WaRA8%!>H-074E@k2!>iiUaVSk$|(m5-oLT(Ib|<&#Hm>r z!ciKzfZ~bdtKXYyxo&}bv1x-|X$hn8Zzv?;S#3_p98kWlF?AolgQBABYYHj{%3f8D z?{b#u5<@Wt3c~%`WK&HlHnUcLKr>9uNu&)V?rY*Ov<&R4DRuHQ#D=>o4sn>`>G5dm>>T5^Q} zhIolgr}+jtj&57(STeZenOv;dti=#T#7rmjj7(TG2#rUNo1&b1AIOWfpr=sXv12`; zK6r=><5Z3T|7o@nib}+@v~2X)z;%bGh*EOy!xmu6`o`i1m)XN<^cGN*h;=6g#qTHKQU_0i63LHi; zfB!yEkxL`xQ^Bt6ckI});}&53jOUIWJ9g~Y9Cl^DW5Ol$I)C{&xTX N002ovPDHLkV1gyM(gpwk literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/pics_png/Scaling_linear.png b/Compaqt/Plots/pics_png/Scaling_linear.png new file mode 100644 index 0000000000000000000000000000000000000000..dbc9b2587874fd3f9f349e4ae3be0e0ad4849539 GIT binary patch literal 58581 zcmcG0_dlCo__q-R386+1BdF0~kJuw-ZLO->tEf#;BUU05MbV=6DmoNZv$oo`s-?u< zTkY+M&*$@fJ>Ngzd4BN9o!fn%bDe9S>%6bL(AQN5Q!rBy5Dm5hqeMVZ9#460O@jYU?xA7gO+Y}^cKt`#>0WF{ zK(O#sQ$^{)bBm2kvTxi*udlXu<`$Y4n4n&;?!^31&f<+yo49p>y!sDkSLw}Vr=C8> zqdS&9=8w$GBUDL5fr+AtqJ0Fdpc|;I>hdJMwJu{!Az zwKCh^etxa2tnuGlszn|C>HJz%rDh8DZ~pzsbP`D|w;(MeGnvePA9sGTH#t^roBxRv z?Jd}JUJyJaWPbbVfcEWo=ZgQbJDgW-*Fh+~#Ee*$WF>d=SLpGh| z%O)gSW)tG0W?Z__&T{zm^zwv1j;xeKeXOlDS$iS4@N2B3zds$ER zFQ)$Bx9Mbly!;*+$ahlRYq z+$gKVjXy&M6~sr0Z_uZ04+(pINQ@ixI%_b#11>?Kd#W)EwK7{Z$Yg|1AC3c>J=(D4 zv(+a$kW8~W_dRA28?e(twpibE`k^U0E)nK27R$n;ojRi{vneJO@|YBYKE#W^_h1Hg zIm>?8@*_=@cU&3~d{jSOYk5A$=+>QhbIa8|F#W8VOn!z(=Pfs;_S2^y7bgQDzLGc( z^vF76<4#0{dTa7(2VpVj&`?qv=e_YnFV z?`2<^t*!iU5B?H3eKy4#mp3+h`8Pg<&LOG?$@*>Ge4Dl?Zm1*b>hh?`FJA62bzdur zfEb%5>QHAJFZVk$_;huvI6p3NUjMh2V8es1Cn4x~wDj4=mqG=0|AkjW)xQW2PLJo~ z>pzs%^<;YYOAUYCr2x`KPy39T^IlwJU#@23ECM&_U43k{+!{}wl=Hd={7g42r~hsR z@tA)p+0#Hw7&H(##dS1!{CA%6=-nK3$T2!W^%OiB7TCH(sF6*jalARC&VF}sS-y|? z>T>%^fVeb9psp)3Xtz7>y%7s2W2@oF;;2aBLNnQTEi>@xT>FdR%jCU+Bwa7ONzl%Q zR^`aU7k)v+O}JVL`vytC&!31v_a&ts%I-XlII@bXld?ebvAz$WdxL2QO^1~f=7kM z_K^UB;TEHPUXVZ0Xi9rcoOA)Z(n?myrN4oPM~~t!9+-F>YhDX5YtvnQS%+&6i>aLtHA#uBkn%MI<#f-$URtA3kp(_AhGXeekV zd1R86+ar0<)1bfBki>vcIHIh2x`nH?sXv?wbeHs58AsG!tOtn>o-eJSq{> zjh6?XQ?|>|oveNt32$FfZ845N49*(~#gERMevXXKut_dQz z7N<1l!JXjEYi)drb_7ch85wDEH1j~Ju*Gv^pw%|zHYpOx+mda5O=sq{CR2ao{A%_F z6f9%8*MMt1u}q>EP+nEeln_O`fv30k{D(Hqj~y%Qv~A!|vvzJGjX%pWv6jDH?F43! zOY%_Mu*RNkH(B;~0&m#%JH)l=^j>B}UU5jqr%G=1s@Riko-Yw=h)n;Rr{V73ju48`m{Fk#V5#Gm{Eox3HW3V zS`Q#SgF_OVt&XoND%d+`j*~5sOD_4kW9)Px1O8*i@dLs_zc&UXg4+%ZP09Jr${n}~N zHL}sq=VK8P3)JGTQjL8E$2g)TFt^;?O-mnC|rdvsinjK0W>iGHYR{i_(q`aZ1zB_qvXPUBd6rawFN+bP=-{M=i_b;S{mH zAO8F-6OJi!jd@SOf_HD&FGwb5GonJ9R;f4it^gU4^13T27mhN)y;3zzHCJVf=Tst! zrXZiGmYjpn2b%sh4E=>o%g+-G9%%IIWg8L|FZ1h4<+xi->zA$&V?Ob-H2H5jTdrR& zxnHW0f)W%@Z#3DFCOT3 zj@%t>cSlH!M*SFSEa)_vFfudV_|Q3m`V)U>Z5h{HdjekO{fb%4t#zqwhQCW!7G!pc*y~-Ar~0o1-q%&v7Mg2JgnY|zFnG-?lIdML3;|9?euL8=-Q-YxRby_l^2DadDot1 z8FF#3g*QV6bl8{Wj(J=Y-k@%}s27v&qT3da5pg!0QMt`Z6<6^g=e7pI2+OYePOx`z9RYhKTAj?OJL31& zi__`~b;f)LdWM8THZ@b2L%FoA&E<8Wi zNgre+z-BLZKbjngt6B6VqF@^n==pQWC}$F0@U#?z;(_Ytgz>OMu6q{<~KWyy^y ztOTdjuAL}?uy^d9SNc4sdV7^e(WV;#&IHS>Ns!qt=d#&RMtxcT5GTfxggUJl(6-cFkk zm-pd~dj5a1&miI7FCjNKn3~|@&7qVNJu+toq@^jrFI)>gt)7K`d#YSDBI?AL946o5 zV;wKWQ^m@8^y_o5(Rk8ynPBHq_0yxuc;ZvJ&E|u0YHL4E_2N>T7R~{8g-cI<0g*U@ zZ?^k*ej2+OC1F5U8n*t7C(X!~ltR}$zVf3}-eF)Y7N-(#i0hNM0L84Z9l}rcP6Z)12(H{LF)Trp0L`t);G?Kd zRYr{)0QDfqo{C;%`}L@?D(Tl67t2^wlGv+wcDxaKKFbykT19n>dzt~I4&PkrUBYLL zNF_$@ds;3}g^vxp>kBzipDJ+2?cJAfA&^KsV>CpYa~a2@;Cc|=EuF)mfCzvmXoJT` z?W#r1hBA79x{~!T}XGuasJTC{E2%@apDx@;8f8 zba2lF@+w~*IPkOS#c%zl5y{TsXRmB_(l6zsPTPWq+-u#-ZYG$s7T8=B2adn-200vo z|5{(WWVL39=Y5YaHaMuJZ4lfLSFCYFz>B46ukmQ}*bCb7&h}=s3@V3adNscUX@-r3 zRX1I1Ze5*cUvc?cAXqgx)KtRuA{?zCe=bKuE=ISmE~l^71!`u9gfkHIFeny)1_=?t z$aeRK;)5UXge$^?`w$#G1Sf3-b3z;#_Or20ZvWIlNXIiiArX5(jBT6sTqxWT8h95S z?xn=w;RxlA9Z;9wr8)8oIr2*^QjrqwLI6Qr2eC8@HSVZ&(@6(~Gm}3l70MO+<3b*Y zJ8RL5SP1XSmNv++uUXM8PzDPT;h)x(tBdKYhO>#L3sX;_4EEjcz{fABI@=QNGeYdf zqjrZ$5dgeutKSUgo{931g}Sw>BCxrNtcC(VxaJTU*%kLw5H~WUsfwT(mYH{!3kLEM z6$4hkm^E3T!<(cer~pJIg8iCu2h)~ewlhJ=@m_yfGALcOCy|Y>3ubbp*bX%0Akt^} zD0KHgO=g(!%u=hC@2lWYC%?mAcSq{e!A^xsPfg<4#?HSLpQ~;z5F`@4;$7%Rq4Srj z5hkaAP37#FAe;>7QR-l*+)QTEDtlpupU`0EY7x$OgYv{`w~tr;FZpUrB_pxoczPZ7 zSV^0odhwz&I<0Y*tZRF<$xW+T?AJQx{u)T1kbaFOJX$7>52>p1D59T*7k7R%OtAv$G(? zd)xf^Y=j|I6y37Qi^3+lBX1Yd5Zm5zl5=eER5q}JdNHzH>0>SXEx0x;zOlQ3fP4uz zLVp+<$dnfqpDQ~;iHbh752cA5VMP1dG`BVr4&MtY__VT&(=uy4TQGaz1Um*Y_>6LDpEpXv6pmEsSFmi#8+H) z!0(YbHVv{xbeVoI4A`8Sx1sb-Y$24mRnz(roKlk@lH3Vxr%3A&gy^-gs)RRwvmG=5 z@lkgqpGHPm&v1N!ZnlJahq~;rlqT&NNLGSJNry=I2>5uQX5g1fk3HUw&~sCesazmw zJu4tg8M>ZKj>KItw+PO4nD}n@6Ll)e1Yey^r+5uAK-ge5QaL&+WC;r6Y0{Wy1`1}z zAwJYxy3eDXXPC*)M4jn*HK)I)dBoZX4W5KtZC{aFpW+jfN6%kLM&)lcg$NgW_mfu! z7vI)kv|p09kvW^~<9Lzq%wnV07Zyufa1T->=&3s%?^}@N**tRli1a9o)&VADza$OC z4Q1E(9kZT!oqP3I_TVEiDyFV*+Rz<$cK&8pe{^4~G%dKlAzKV;rwHJeX^(L(y7HFe zyNA19|TJZgM>b^W`w((zp2Pewh`p;uKXNs3!%^1fTf7+^M)ysk?*^fs`fH4 zW)M%b9eA5(q%*Z$)_9 ziRnIv5WS*9Fcg6E!*8@%@prd`{xvW63NJ@{%;12$AE&r zjgUU&uVNehnuit$Cbc0=f_aR0C`1_qJev6y-7=j_)27o;<^OCU1GSevojd^bj7sLw zrzRbb31}%pN(jAu|K20m{DV%D1A7KvQy87TLc*;zjPyfdZJCw6E*s8X-zaX^@Eh$k z`0R>-k2! z^~Yd91#SDP76dt-?z{YW-y)w4F8pnbF|oORDy2@)r)?VY+KVpDuwQ13ASoa(q&)L< z5h@J{tMoAI(UjwMN~go!t`tPy8WDTr)v~mstIJBP(ElT*!e#*4p1`h={*!HtH`yz$ z5KUCdWT-KzxDrjCIu-BoQ+~h?M`orl?R~LtA6(=cYnump&#V(SgO3WX{KO|7V;-ar zM|d&1VViTozp7S4viXm*ysY)2w@Yef-ts9_Mfk-HXywDkh^w3$JSNBPPSuiuzmhxG z!ib4OU$qR;zr_ne6LxgxrzYFD9Pr$gpo3C(nf&#G>c%p5M5H%BVZ><5bGb7c zM>uPO;jZs~#H%)?Stx>fnHWY!+$lvD)Op|)d^7fSxR;?`YkW0pj{;N2^-+!|3+}On||rjA50;C`)|jfGwb`G zg>t0fiCTwkwLjyFZ7)zIRtxd>7oKDM;OB3-q#y_~Zh}HAxi0f#uAs>1LTj1RkB2g+ zWV5`j_64FVG1J3Gf8?RXENgE96pg-{%sw-)GYEZPkjpj}AH-Gq!uJ=s5k?s9lw5*4 zWWN zFpDBzyDjmqCTrDlpZrvIaqb+VHlA7~FqINU%nc$U?Ov+G?>*Hg_dhRRLW`+R;sPGX zsIf1ng2YyCESxc<5YB0aEI_{>Xf!DAM&2e~9>&+bGB1raGw)M1yqojBuP`FBc&l;B zMn4#3kkWR-j0_ffCMdcXRh;rc@n`QWiTKAz~3IX?>O#0XauIQCetfZkM7NeX?bn zJVxv+CHqfJ>`X1`Au;;(hg2ZL4f!YzK_LjuhUN0OJi)xC{|VJHc2#u=(;%A>?Kl4Q_8#G?Vs7ZZ5<$&Fy3S=; znt}`rm>%&^Vt-N-1$?ZRaLmOY^-Mq&ekrCEd8&bK72DNsOd5dbd*rY-sw3o7iY8 zZ-Zdzy1)?WT`3xk zj9?0sGJj_6f4MZECqV;UWbNN=MWeu|f~L>H3uI~lZ;Du%IFPSrB8SNG47aGQIk5y5IA(+51 z_PmY*D}oZ+n?nBjHtiJZxUjPSYMWo>6N47|=P58N0Pfzbfi)1Ce;@>94w6i;)vA!JOyGL=DtuO~plCr-mgn zr~5Vgl*uMr>Zj}neKTsjF$4{M&zGm{6?&5BR=$A5IQ%nGE;TPa1)>m(xtmVZ8=Av8 z0**PXtQDJ74 z?dTn>7tC|eQeL6}-o9*aE@tCL1d%$=M&DPGQsWGWu4BXN|DG(!ClddZ-(SPExcV zJ0!N;9;JA%Rw_mlaF1Oo2BOjv!S(Q$R!HQ10Y<25X{2-ev7v4$S!a=Tg<-R}_eFwH z;uk5Z(ZXi`dD)sLu`DMxW|0=evs`PBUmLGQcn!(JB1N27-y3us-`7KMloE4Mkk33m zW-ZX@rrbt62a?;pnie9D+Ov5EpWcXXn_)(%mE`Cp+)!7R=^@JvJiW20#QNqQsT7qI zR#uIwFh+v?BMhQ+3VIJig*B?lC0cfUT~S0!Ki~us<_l>0v{e+r@unlDWY`Y`zT4b;YOsVa}GsH9NQn07n(<8NTztB*rX|BeM>*96Y zqBMe6)DLcfc(jG;(Q6nk(ocimHRD}&&?h9163w|qdhlI*cvOnPH_S_)?Ud2Au&I6C3{2N|7?`(AmXK!<(6}tR=TIlR1BG9 zVYs)bFiAyEZ7nZ?;Ue8@M-l~iElXuGTGc^%-#4!NqUeK`W9E+JfijAodO?fih<3C^ zyx4qhECYRNz^-gE#+VL06vdAr^|{Y(MIKGXjbDr?Mn|Z5QY;GPZS_Mq!Q`8)E#HVY`zP^|bz3npw{juqy2#JGWl7Z7BKLBs zQ5rBNxT>2)te_oc=(*=3%0y%;^L%*j$?0g50M#pRBnK2l{f-Sxk|DwsltCVc)n{ub z;X(qLhaXVk6Rap0D=0Bs`W@S&H>AWAt2~66>$A*4_wbge10x+B(0+P&b2-Yv#!&E% zjuIR1f%=6bUxu?WNz?_O0)U-U<-&uCz&aPS5VXq~5;g64=XV{~M^z~}$ztdpE!(>W z@}IZM3oHlU-Rr;-o$Um|Zn`%6;3*-BrdS>dD2P{r0lzEXlEPZZpn=NoU`;i$8A(hf z#c$j0qE)gZ_`VzqjDq+J;$nI!2=n!jv=7p9%s}tNv=I+b#UkyT_51mkGvld)-(wx3 z#ywCaFnxiwQ0IA^cF3m%EPFln zXf58E;QUP>i&vKf-Lux}F@;mklfpYEhPo4;7dVGI>BuV{y)^Q>0aQ^Un+0E9%oA~H zGz><<-;R*`rg{$w9%u0$4C>8c)(s3xc-N@CI`0ucL|vd0WxQk3rwHE!ec2=O(Vm>J z%c#$MH*bcE3_roiT$jj_GhsG7$+Og;ZrkK0|9eR!ptSIGka~~K4`BMx9Z5J9Av)sz z_vaqAR>w|ihb@G*`$Dk@aE5>+Ak;R|XV z`m?~=G~r#`3?I_PVPEYy%!5KL&fC@lA)oITE7I&F6pg`IK}Yz6iPQ<_#yPa0jy>&- zu{`{uq-ow?NdH)oMxdk^bg3&eymJ{RB8Q{^l)SI zUyqK^%jRZPGWqX0?n9k5*jX6CW^-*Conq6hAB0zqI>)UfB#L+Q$4N0uoX!hz~RmZ~k!K+;I0t#7Dd2#{_$NV+Ouom`y|kYnytz59=W$JHM+9 zli~*Ig1|nMh*3q?9u8Q2pSyl8KiLJwR=8#X0YmQ@T#c|U=Vd3~dskjRLb69Y^dmY=j=Rz5=m0TQ+6lD&7{g3sN{9)&@SO$ zek*d{8@4oxt7&4yT_z5$dAR7y029YAc1j9u9VK_xjp-Dst+h0<+dW3B_ zBsv<88%U<;r4hs92$%`((cYr+Z-OX}(0WbkOBtBz`|6v6@kjz#DyJhJQy@;D{G$Mt zfDMz@a7^8iwRSUP?fQA|w%~x3P^{ViJkqgI9IBmA^S6WLCY;?+Lx5S&1HSxQBd5iR z4}UcLFDZ-hnn3Ma$~1rlN)hiQasuuxYVq1OJZyn9oJQ$CRD*N`O^ZlNvj4kk(ZKk$ zz<@^2>%gydMB=#yL5x$#cHnf<_v&?WH9#-mLyl$8-|rRSR}qXBP?Yn(;E9Kx zCyOb)`6m9_xAcTdc*p2O|1Vwti^Ttrm-;DVwazKd>l>aQsw?XkStiUJj`|&At`|Xl zEmLfrit&H|JZ#`w#do1=V z-t}70(qY$J)=yd4`g3!^eR0XRIzTIOV(1swtj+Zhy#EeC&S$AUs;dX|tINu)H#0sG z@R!8D8}N^W@U(q(PFdgQE}KYFxb!*PKOT^41#iD&7d$r)09@gC zB@!tANkc_tJ*!CJSIc%K^1sI7dq{Xw3^zGncQTCEfi<8S08ENBS4OtUUD`+E6{pzv zKZ?@s&_-ZQB;MVAEBC(#CR{|4Y{;0jKLN9Vu&4hKsIMxt06bixyw*6mmZy1K;4Q1G!Lom@ErqUCeT}x^7RPN0wHxX#zsvA%ivCA{5n(+J#W(oYV$o^ecu2u(~a@+2o|2?~(;>r3GLZ<-&co;Kt73`YZ?*9%^2GEX%IxAyCUxv8mXrMl(L#anS_93Eyd86()ZViB-<^JEhXW-;^g ztB&1Q($kBdsPp+?T5b~oOJU4DiF3sZCzxP%{;wB_>R{8O`-5-dh4IV7;%HioK0N#f z?t?n%we-zCZs*0_Ofj1)ty{Zwg!3Ly4csTeY^{Cx?0XH$m@JY%;6M5^5d1JWunjC( z^O8l9L4ytRcQ%sUH^m~L!tO$Z~l8Yr=rXyDur{8YO5Baqm3^E6y?ap+Z}kQ&JrH=u@I+l`P}cfi9>CY zp8Ox3OlhMBE%n=trgTlEr2^Hyn~(h_T&rv2;;8&iSBvo8IjFPhvQr!i;$l>y*^o3T z;O*na%Mlx(>=rentDroM2k!8NP%;WUbI3+j)$g=YPLeR1am?C8O;*_VVn*m~dy@H; z8SwCsqq=Kk1!@P)PA5`>I`f5xPgJ?y_#Q8`gC}J5$&a^-^1H9%yBfbZ47}MM>$t=- zSe`?rjD-`*AAb3I)TAxh>Aq>vL`}m_*Y%Y*Oapk=ltAZ&1i%BeQUvJpB)ylkC2c!E zlGd#N$>8(nehaVE>#$f-14?+z_f&aQ-9*UMg}uU|lbaiZxMyFgu-o3!4_am(9OxBZ zDsq!-fg7_OFIkp5;#k+0`ZI4&m%o%%!K)xUUmx>fwjax4#?|MtnrBmGUmJQSFLBI% z>#e`GUKFOAnWij?;mu+p0e@)e=zDQ`Afl|k=~gO_${t85TNRlX?6cylM0n5LN~IO9wA@jqs#(JgH(9ESqyKOtts;YKbJpuIBQl} zW2J9>VDQ1iYCB{)rVM;SrV^iU={oSqb5y>z)%-JTVU_lzWe+Lz)6FPnK`m1$8hvM6DT<>obPn>&*3^gAYDz z&BX}%UZ14fzj)gcmEU63rNAwQV|^3v6Fz-^2 zKi&LIb<~V!OI3t3jy>CAH8|jk_UK1?mS6VSrs!5oQ%DDD`3)n^i29Ca^_@qHS!Pw; zpT;VYbe3Fb?44IEoKd^#Q*0c`A9@>ezWtTt@~iq{8IoXG6LjKr)J#lW)5#Xt#~Qd% zzLjbl=ZQC=dcGLG5X{@N+aW+qRS8HsX(!19eCFROKo!-U zc=Ob)&YRi|mOn$K*M|(@RXgNz(C}#fjG5Tpw+qlN!Q73(%R64V;U+v0ITR`P*A_rat&7;A}>Kw!;xvX!_$X| z{PSJYsxJ3G9rDCsvdAa!CVY7|$)s=ld8Z6TZ6w|@C5Cv#aAO=Q3ER7B0Dg9R8_t*n zr6{Y)9|`V&Us8NEXF4p){h10s8pfXYjir1YPOj!T+H|p+3FO2nsgj@x?^{`9ol`GmzkzrzcX>RojH8m< z*EiUXZn>|Ks&oD&`$GFcQ`5ynlTYC0S7Y{w_->vc^(=O&-~?5Rpe32A@_2k4qQ;oC z)wgSEIo3pUb7HW2s$clxZoP&WKhUOR`Aw>SJ|0oC?WNNgpG&bNWgjc^bf9}H?lG8z7>NhHS|G^L%Oh2Nq{ZjP>u#6U zC}#Q#{qXng z4hDdiWWNE>M~YKU_3y9-ZqM$czjahg)bZP$<=+fP|Kly=5(VHWg~aqxKtmHE3%2M;BQhfG3`L{4T&D{KpXYuL(S~4rAANZ@&7YHut6iUR(#_nc{88^gcD0bl&5+|zw z&eQOq&q{mCr0-{!q8>g;R)#eCw9L9$ zT3R3*|L&e{Zs`e@`YF`RtHS-*5uRE5q7PbTcP2V5JevYsYMr+?d>OytN9!NmVsaHO zi0Bn;!c7LOf7)8NysDePN60+)b>dn>03jegtuAo8p;}fLLpsaPl_0^B3}JiX71_`6 z8%2$nA@~zAjXHYG=pQ1htNU6$icPD#FHKbaaQ?eP;FXFj+y_?`8eVL?3|a zrx%S5Hl!40Y@y5rvsOl_8#LZu2~UmH#Y7v*302FKvTW{CFrQyylIqWe5pma!K^>nh zqT#N5vs^E-%|1Taer7;mZ>Xm7Z8vmE_RG|twmU(tv$N;OGg?<(Vk#z=8QRBgS61n zw3(+3!eTbWFqXQKne#Y?-5XqjForqEZRQ zY^MP}4dGmQ0SiOHeTBUMh1m@Jt)xii|I*Np-NyO=78Y*y-m@vkPmSk%;UXpgBmPqs zWk^&G4f-1~k-8}j6?QC_;>|~(TCUxAdKHg~i`ifT!@r3s8iQ@{jv(myIIHn#NZ-XG zNPt^$uaCg}+%v3-@c^-Y=8z9c5$n`n=Fm*fNUxEst*u9mQQs{J}NVgq&Z6W3 zlQIBxrg;@D>|9g(3Z@i?3{Z@}%WkUy{%89(Nf6AdG8kx-;o>oDU2ZAQRl9ggeK6$) zr%+u<%hyvzN>JpYZ7lr)Yr?^l51`lkEBI2fAzm(a_u*;=DU#w}VUt3>K^`v-S?ba$ zjWBA!;}|vKa)RE=s~GKahkD%uPNdLtIwz^_#f;M&?8qlMP#vcx2{_ezb0^o?hDfOKWdA>59oiC->2U(%AIwi-P;>tz=Zm=Dmm|K+kstKb}3J( zbFHI-KEjlmWB`UyGXkh~v&wSa@+Z#qre*kK*6r6rg{ZCAMse)Ws9b8%E z+?)fezXhyK4m%J$MPRTd>7R{h=nSDWN_5rVDpi1Bb(Jz1`1H!q*EHLPuH6)ZPED?a~5qS(ef zGX6C&Ihm+4RPsk_6Ng@|b&sY$9Du=+3sZFOOtb8gza=%2D(>(9`kctp%@Mk>)Xl}6 z_~s3)WyfbSJoqy@&x>(I0tEh`gXa-PCD}=v(~J=GZ@Rl4d*1IT&arf^u@wc3kSBVh z?X9ane36;?T?PhA8J!b>^`^Y(R{07fv|?+I#S$i^alC3KjfPvk3HbGl3h8yNh7Sny zfC2eD?d>v$aRQ?ICZV?&R0l_!AWE&i;I~}R49eQK{*L55_oVz+KUz;k08h6;Cx9bi z6lhNQdG((g$B6cb>_LT-!bKqV8M8$mkeNoC4sRmZTcJ1MsY2ltQTIm&u+Nl)Q$S8f>+ zM$q}1tngAs4fE(qFSt83zS3rR@qm=BO%{VS2zy}EdV;T0JOMAWR%Y%CPwP7V5E+X) zeJC|J9bQ&d81zxbL-0L?F1--PoV*bCb&Uo|uYX=iKn_OA=ec6{6;a3neFl%4+7KGm zgaMKwmhr;3D=Zcu`y`S=x!l1QKx~lmgzo915#PVawpl;_m84%pqmx@?J;gI4nv_ZI zHW25wnX>U~zoJ%?M-*^MCTv~);6C6d*&2~bbRCvJVuOKg{`-fLTqR&GHs^f_h1Zie zAe!Z6h5T>`kKHiPem-zr@C5Kfd15FYQ*-PaqYgm2@il=|%H$_ZUx?q>(EmHXWcEM& zP+TQN0i^k0{uDbuh)7@`V_{}nyuv#EU7)#oC=RrK`QWBWxC&j1kTbMX zy}5M(fiEAK^7_2!E4qOvA;vBQ}nJMYVP2%T2C z7Q5@#t6DWB=|S z_6-B_ov7e&LXWF%5@W*8AWEKN`2}(hhDsR32DDpa8a?j#-jxb(jD-MtNKFbqVuO?( zIFQm_W>(phB;iXuVf)W_r)Q=Y`9&{{;+Mi&M23=tOjI1e>XM~!ntx-30ieFEfTX$p zJrKK}qsv@|<&aVj4ZSVuMLzo~>4B?i!u|WC<|61IwPZ*X2Y}F!gP1(G3M;EL5%+FL zUM>AKWpLgNE{coXXmrw3B^O)9Dq$Sur#D=wh>sF@&!U*cLwlE<7<%xY$WDWLPMue zODdhYa(Z4lrT;N*-HygoU)tnf;?)i}^MIsn{VdMpB5UFWWJYJ9@0}G}KO@YqEI6zU zCLR#4o$KHHb)p17#^GJ;UhJT++-{ohPjb!0aLWTt<1fa^nT!2ALk zQSfh^N}Sb7QeO10TvQH^X1;+>MqqQ4RmHzy0^!vfIB%McTUjDC$dwKZcz;iRjSw-? z7;WXj7cp4oCv>m%{pvIH{Pta5Du{AUu3Arr&!9W#gy?STusjDu>Ew}w^1aZ*ZVh-T z@(e=PQZ~ZiqZG`cM1e%OY@zF{}m4V9mepoNs| zk{1M@77r=6osdkbO~f7U-sQ>eC269FwsNmimb)Ep$UgOOP0m?^>Uwxkn3DRB+3(AL z^V97l__7y;@8L6s03ek(;y&DHm*3EmB6oI8#{4cZa6ym0Wrry-S{YC-zCbzb+vuwJ zH*aw<@3{@YPU9hcu@)!Ph0F2aAdJ&ZgW;c{b9+;|KnV9CoWceR+l`tJGYk-~Jzc9cvP}_%J@nvew~$+P>YFIHer5>tb}Qx8T%ZkLff!PU8#5 zU{Nx?Ns()V@)$?WV!bzU!m2|4*D5apAY~2j?z zG|Q8)j!G5JP$J!(c?RzRKIfrcdEr7HimbznDtui3O!JD$T)%F`|My~eWA`@F5mD)P zaVtD{a9+VU(c1|M`)4Kad-0g(zR^hb(Q!V1LBun7l#k=em+(Zzr;l1cg7YazA7ul+dTWhX z)>O$hzN^-TMm}V>+o<}$iJo@&tRJ0@3fL!^A<5#S%<8fqexY;3)fq% zE{JrU>PcJ9t8)-j`=8#ZCMq!MVNUGjxuYjks|VxRcRPeTDX(L;ht65m_-kYj;tYlybeZ@akrR0I0263tU3Df>n%aov%vD=~nP zVzUlNz^epgI#aBr50u-8`&Jgtc&_qLcq5Y%zaYf;0FX-l`MA)*a=al>R4!8gU#KiD5R^)=-}IO4_3POF9^Rz28fKLnlRu;|96ZvS>=>pY+qUJX6ZN z-&sl6lU*!+kwGynYK`$NF6D$qvB5YoZLLSl%%phFtB}xEw5e=)&&G>5nxlu~mXA3W zd+|db`1LI8%jbv4)@vVO2kb*6sXl)XBn8uUeYDPc+ET$&6{H;iQH9X!WbC_5)i#c6 zB8k$O(VUNr@VQ`wM=F*PsdN$|NV6Yk;@3?daDG8aQ*g1OMGThci6|Zc>7IM8i;8Jm zh8(o>|C_Gb0Y~^?Bviy?VK#&5T+k;sScVC8D?jjw;pW!Ag^ZOBT}>`%a>7sF_cJpr zk7@yoNXTzhECH3Dz9e5F-xr35H<}d0(|q2Bl91v*Ip5(QAJ1p^8BCiK`bW% ziP~G>$3So(=gKskzbeiu02pnRdWSPf+2hubgenjmsa|8Gg|aRSZCgHv7U`p)0HSsg2Y1AF)a zf{fXNiKkXYf<@8_JTSTs90?Ss6d_)B0dVjMA#rUS-$khW8%#L8a+^V%Rpy^a3!6<0 zD3Uiug$4Wq?x*7M>%Gxdzs&YC%gf!A$!n~?U-!+Fn(KC7Is94K5F4r-e;{?;e%p<@ zShw_JKj~7(P2*c0>RH@sTJBml%8qk|HYpsG=yl6ypY%B_925$ox-X796@1r!e~LL2 zfew?9g303M&`ND(e_Ol$*u8p|8=X@uo}Ze7jI*-*tn3IS6Ii31`bGi7h%a1~ykD3G zd{Yt#b@;WryY_*)>Vuzvwvh!PY>jIMQ zQ?h>JPDQnC)C#z}kII_m@IB0K_%{5~`g)mh87s+K`7;;)OwSIctuC(kXSN-&Fa9ALl|ds=z#Y3UN8{oG#7>38mrE89XA~#! zUP&Qd8yEe}2Vzay;PGFWfp$cRj1i0x+L*-M-+0|U#6v0ZrMD}J_C=$HkFq1)j*sXb zT4pysMzLbfAI*n#b4jXr6iE)t_-;TJ-SIt%$|C~bc9i{ENEkJ0ptRL4e=3Y4JUio9 zZx{Uir?Y!<-D3H0IwWLte4N>JlLT8?UOx2Cu}5BvK;kHw!m*OyR_$`#iyORZflQ!P zA~esy54yIFQ!7Y|;|bJ#$AcS>`AQvH{qRV+xv~FD=5_e#+yr5T1$btIpBEVpY27NM zeXC25YGyZi(~_?;(>+Cb!brpHS@YOxy!j`2le-Wq-lE42)?a#*3){zco-Sa4%7SRIs5~i(qvI#p({rPV1{j*YArZ1BH^ z&^n2)2XFP<{+v8*jym|Yo2ert+)fy0YTP}_-*xNbB zOybyk9LKTaB+7O~B3opy<2Yt^qGTtPvN9_&%1lVIvX${Rk}dpRr_cBH`v-WP>vdhP z>$;wg$K(D?1Dp`|)c%G!fc?%JFdN?+k{KY7c)o=-M$;EGY-o--&YK(S2$NPB(Oh|d zcAlBmh_~UQznBSh@^tB+ZmXSqq;&BE(%+f4gV$d*w($DAyE-EnzKw1S`QwU6q>kYp z7?1~80dH@e1NrKx4|dqtVzxPWPY9)IDQcLbA;LN#OUfJs*cGG)%GQ8$ zwF0J--^SE22kOAM+=c(sqXNFPq~B-w?1h|mLyni*UFp{oKXYFDWVQXFa92x6KL6gf zu|SA1v|4(1<_gIwp@c2fhU_}C{NHRShlpl|&oems&K?a0O>3S1(RynZxsz3bJOk{2 z_oQ17OH5GQU~;ux?fmbb<;DS%pFzMwSN$CW+%-T6ES4#RR4Imxo96VH^ZoA;#?62O zswTQbarNw7>E>4H1NcHT7=rm!OESIFeuSo?$^%cq*_APUhQo0FJw2umpBkisJ`43v zGjBO8MV_wsAE_~ORd1Ad`4t~kBJ7J>Cv8NN6EuicTcT;Xa=_sTm^3ASWqwm@_gNHU z09jU*YHC87NiR)cgDh@^00K+oj^=HEqGBOw9V?*>J^V5H{Ms#@KFyQ=gqjnGuNHGU zakJn-wNN|rY#}bami7-$haKRiv;45h4~C^Lw5dWMZy0H27X#eIb$ZjgD<4zcmJV?} zlUvScg((_FAuJeSWog=~YnSbsO6$5`&D3^k)Q8uFd9I2!`hMe}huw&Ma}ZxK*m_0$ zf|nBR7~Nd-N`)yRqd}Ct$e|L0cG~0gOu~ouKprF7d;l!Q!!Nvwp1vC!8#=Ukx>Q#e zMGFD3-Q&)k%!oe9w&jmqEIM6As$ymZlB_0RmAjgN>M+EtAU`c(WTu6Mvfz{O5>Q|t zF;5V<^I6+%dkW{LzPxi1&-b+Qht!~Sdg9D>N#=E+TIM5~F{DofAFsa<^PC)B&8hUc zdr7hJ?E~A%ACq4E-eLMdQfuf*Ddf)=Qa4`U6Khw}Fi~@d;|ZZo1f9ya9UrXxLASO& zO;GOS@5c~sDmea7M#cr$CU!#q{_c)rD_JNWdce>lY$iI-A9wW+EN{16=POjlRg9O> zof?QrVF|GZBmrtb0HD4q54^=W3;4YyiiI*dLWT7Gin#yUKN;@|9DevIXwUaop_;{HS|c1oSQQZXRsr4O>XDsS}KMKAgY zI23NlxBgL+2sY&6GIq-icw}^GbX$TvVMfq9OzPX(K|^S|-jtbsskZ~CI}h8~*wcq3 z>k<)hY3e%(m6v)v9TSl2OlK?lTK?Z1!d`_fB#KR6QTiclCUgW~KBU%=#kT}*9FS$x z)Fa39Jx5s&u8xp#r}*ag`;*2wFJ!nz^lFe5OKJL#R=Z%miNB}r(}^8iavdj#6GoIm|C9s^HL_(=o;!P~&@%5)O;RD7@E=_fyGtqPu^T?CzP9%) zw9KIOsfzS3?k)>MK_Zf6bVRg{0dECe05%p$t1jBHcEsc(Nflvbh4LW+4=bQpU z-6@W)XFDyw3c`fHZvn`ZfUwQx+X$^;ya6lM_5vUJFo7r3BtJdcjnWcR3!J;yc=iJ| zp@d_Wd?};Hs>PC&PV7Lf&v-T=+nEBvn1$7;NZ;|Z-=nZV`BOgh@yr_9-u->q`=I8t zx#LTv#xP_qHFoIX(;`(N22qOC(pAd1){MQCGNU0dy^`<&A$>i@#~wq|!wv%tY%bFy z)IAOXLQ28FXat#);sX7)nSXcCuPW+vox$m*MaN>Q+F-=qOGkFgZ89q07u`9KlJhMD z;{CTEI{wUQfMe$Xcz-iMEOgeNOfy)1@{8$@txyc9GFr}A7L4ad^M&CelGxEX}hLwM6GEszF4ypba4%yr>d}v-AsV1 z5KQLq6C47Z-6r-0d>y*XqS@Midse@4cZJiTU7~dQpn5YQ`zRy9ZlN~=n#70J$5_XI z_MX7cI>2`TwP^M*?dsEKH}>c~;u4Wo(m9$K?OgbzxFjZyq#&3aE}f4X^FphrR7okC z=8c|T^|aO>I^Z_?SXAtw)4B0PV{_vF3@@I>rD~pox{c?%zrDjfvP`%p@?(dp8~Am7 ztAXdg5KB2rujAI#>JMsmNPq|4F`&C%M~l&m##J9mr&4uG$<6)M>J4NGM5ROG!Bk;$9j&ehDC8@S1W+pZYB5&1A zjgPImrug`UnenghKT`d4g?sA1F`qB`sYP%2b)gwI$phIToH!&FYh$Mm?A4moFi)tO zy8)1U0ZIwbl%_%24Ta5cZxQ{W^BC4)8Vg9TPKSxwH$&$CEO;V#6I9o=Ji>1MVAIi# z(9)(^t&$ja#Ko`3Whd`^!?@*o=>E2C@=qS<(g+yTRcfstz9R5dGK9d}5M<=mG7)oudK#{ydA;F2tRtCP`Yt94hFoa`Vj`@|e5?2nE&;K|nKsN{rpIbm zJ33kQm6`#o%2NTdjv?am;(0pLw|jo=euRhw(X4M75$Rz=j?xhYG*2O`AIP^y7_Kw` zX@CP^lykpuwa_Z;W(skg_M~%Jz_R(!TNQLvAcnoTd$7Q6wc^Sts$b7ST(j%BvW*|; z9A`k$nkl}O)1#XlmE#MOr|)ILM%;q7E9py07-0EB$gjWYAwJ_XmbZ{xlTzt>F4LE~ zGxGl1HALvWUHhb|{UU5DE@sObv;6O-39>#$AVW&1`gUZTkQDP$`E+2RGu4`1?h-4Q zFi0JWb9AHg|4qye6I-&CoO}eK%F|ZZAFL|8pwmorIo!&-JT>uk@j&pX*vVSWcbP+} zyt)1Jp000d)Nm@R&EsjnlcB=~hEz?y!z5tpwWo%=Y45yk!eODdh+=bp(0Z5V3h@>6 zj#5h|N2Mz;DWcKWGM|02KLTsUw$*G^kUmjo(V4~#sg*fZ3{^wXZPxiX1va$h1NGrm zN7KHKLA!zpF@PSjAY)D$GCL+P#$;FX{KtkuVC7@E5EI0+9QAf?X#1zDwW)J2E^p|R zyriMO#WZry4{hsFnB7hvAv>u!g0{WmrhM_HSFi%P$ju$|j0rkPu+rA+xGUGGn9q}J zL@k<}i_BG*UosMpLt)TCeLZpC-8=hZ`NTuj=N#Ex%wzZb;KS4jz|~(jWzF@7iw);k2;A;l zsvjwE$?Cv43YLz3tABd`jW;M?b?$x}WfnGtR+K@n zo_>ONT=$x3!(EMU1Bu4GUiLpWpWjeyzM;64UcK${(AC+k$Onl2@a&BEU82_fmH(7iqsYtmEWyO_UeeAW=QzJOPnUTc*M5Fc| z{Lb9;Md#`K-qKr??lkq7u)*9R(J)#HF41tVt(DVm_+*^U zQ#8vtGe7SCzm96AWUO9R}tm^pa*m8kwv*l(ywQEY&$5L(-d#vis4zO3FtB1a&`6Xrk z(>Qu3@hsV91Y)71R%Z9c2r9QK|T) zIZyPe3p%2-L_4>_C%+GG`e9#Ls8h4UqN0Aq4UCrG3 zS-&L^%CfSa$@$~4hY}X0A^iOsgtjvsAHX}>3f=E)VrN4$MwEdkg??tzSkl)Z4^l%( zD8_Oy)ekxYE>q20bO}FvlkkFo&LIT5q_jR6qv4$+78*ZL0FQlkRwRG}<)H^!Jv97W z%KdV{M)vUKfXm#TjKKP!XdcykuIM6+NvLl#H5ZJAwu9Ec4srf(R$T2&!0dn_&eKQ% zaZ*8>Oc)}~*M;|35^Z1dUn030RsCbG+${ff&=PzJ>^jB4$Q9gMmIGL;r5)>LHOJPTA-T#7>1xl)3V&IoQzjh4(85StdQ6h23&~Z2QjpZ6&{Q&<>ZolEL*T z?WC(9Yr99YH97EPR*I z&9G}(O%m|TW{|S~HU#C#NfY9*bM%X72%U2K0+eTK67Ya`+qNz8J=wWEwaTq#>H+w_ zy?-x!+yp`kzE$sbl04T}(Wijho??&oW(@T&%m2Pt`*DS~UYK93TXWDPcdD) zkuV1}#r7gsZvN;_;n4wmusH|^S@d+_i|2m;8VFSXoX2o{xc;j~qkpn(b4dI&t0Ypx zAhV&Wae4yi?7vM{l`93ov)wP|fw(0xNGp?_7eD&aTD{5Bbc%}69 zt5=tgo><|dE_puwd0F1Vl5%P8V zy^Bu&L}Q_N$H32R7no>!itv9cYkp=@vrA)PI!a#Q$y2x2tgIDXm7zQZvJD@-#>X;3 z+;SV%MWir|_Iy1u8r)PR=4rlPKkWUkxN@xYOO>Bv*#A32w8iC`(aCS1=v znYbCR_18%WxN;u=v_W!WfQ>SqpAGFAyZ?S~^f&7n{J+vtC(QDP+Y&Y9WAUL~e9_U` z9F%SSeZLl_)!u1bHn~%*#i(fAb&ypAPOTi;9^3am=qu;4AR6P;QM4z9{A=jOMGz;#ky4~S zbOZ@{r$_06@m0n_Ng`O!R7sq$BNGUW>g8vR&to54y9=6l7^z^MKq;KA-&Y^F-!zf+ zsp)$Ua>Qw2&=+6ZlahE@C)3(0^m9(?0PVHf@Dv}lUJUz4P9*_bNMxiuUNR6wmfIKp z8&z8yn}5Lrfa16WR9*@VUc;BRqN$mD--b}rpov@~(SX^IVvmF?sGvF3YrOd%*Iuae z4TJ2#p2YhB;P#zBZZO9k$6%N5czhqzd>A|luP2;5_On-xh3QWrMvJ>CKijeQPLGDj z!wiT0ruktPyrX_tbX~j|4N~zy-r8^hu@3c zZvk{^XEtCS0xNrpUd9j6ud`D-AVW}*w!RXG0hbCso$7ag7?b9GV+p$C;K!7(O> znk*Jj$3X<(IT6l&uzta#AIs|jh4SjeRC!J#Jm_SNxsb{;S#OIC!el-jMLbLMc|iHC z;hq^t2?MHg*H~)}s+I|u`ben|oe5bH68a%OBxrT_!SQHyQyl3lrt;AfWxtYtAVqSW zoXq|7SsDqUStsq1XO`}Oin2Zei_ zn0LR@hVPVG%d(%pB+{PACL*FHoKaeor*dYbAn%2P>D0#z}GdVW_Z)6sL3a3Bka#p^!D@@L5 z=@YL{K;w^lkHdgyiHjk(PB(d0KNHp+;@v$fo_8Q;r)2-gTmlA}Qj4W~Rf{cOz90}< zeKEZf)l1y(DG^aNMmO(@J!6a&>G^6F%qZ~qR`k`*VyC1ZV-uINbjQ5becz^e_??&v ziW#?OGfdw51Tuq1oMs4#9|a6I$W!{w+d*-YDf@=kVWTl<1O8&IuV#7@O>ee|Plw9I z=ceD10-(v@TF-&YjnhaoSUVnl%pqw7_n;SuJe>FLBtbU6x1H5bHTgO3GQ_rP=U%uC z;|rg)W#+x%xe|+XE1nmoXh-Igrijs;T9ZC-1FpeF3~s7pN77nylYdepRJ8Wo_Bc_x zTRYl?$k&e3J7yr(b5MrdoXEYc4qN)u4jdd>48hvXb4uz#Tnk;LKXE)Nu9HyzpHoaA zLV=|FMFB1%WoOSI;%DEa&`CFi%KV!AE=CerQS6kHiiU&(@sH(IWIUgLg4)kqXP4TZ z7nU!V)MDE|fH`$wdcUbjBzv$&FA$8OU5;7j;4uX)l=(@VJ!ugfTp5;K@+;xlv7LnY z=P0fSm4J`$b^rDd_l0l2f0083*O|AD0Cif^Mwiojy{pc@SIAk4n#=cV^0jme^E#a$ z@#@~1u6}=Q<}0azA3srueso!}f+0aG*}^z#{})ehvC~?Xb!YU+htUrKuw?MfvRv2z zVR(spCmVLAxmuPrO|DgW(Cct`sNDXDH@GlOs~n{BewsD*5+UL??kT*%izp42|K^YF13madRc7NU$-W*b4 zHF8j^)~a}z$7-|WclQnN3-}%9$)dI9+mu~#n%Tk~!q4zZNpy@t?7O!tykFyPck_+_ zgW4ku6^(^5wJs!GT2kq(h@#^UNFU%+WN}07>Og|F7Aj&~*kWN-kyVK!d_av5zJY)1$I$DEgha(qVwbfx;3M zs0A>g34x8PJ2LwGf!U80y&kFk8IW6kj?5ChlBqyrjoAiL2mxe_b)*w&RJzNzbUUP* z7zk?HY8UKQv1K8CU2+J*qk+A&bsQC^G=&691g&Pk`NxGyR7MA2ot zJVKIYfrU0*m$Ad8_855HG7j5ECNLA;n#4JkU-^rsTBiYI3~Lh*8vDKh#C~KS2LnO2 zoukUS!Av_~%a}nhY4Wr$!hPAOMLHG_>AmI$aK)ZuzOqouDyvuApA75l{Xs!OCTYlA zOF)CPbQhN$ojWmv*CXWZUM9g=RTLWnoA;*FrUkO}`$wc7EXAT{5HUbS#qhLpVsc(_ zs|Tr%dc%J?orLW94bUYcWb-|QF9AjF(y*94MEteikOv43SlQJ_j~~ZDOODB;?@d6Y zxf?Va(P+XlA10vGtr|;EA|;kmw2Xs+cnOW)ScK_=Ac?;U=DH4)PMRx3&x|z zZP)fnu5<|1g~jAKDF$WExj}7Lv(Dt!oH--{>*0!Wk0g91y5 zmz!f6XF^{}3fA5Hcp*>YFK`?~bL9L~>1s$VY9CT-iAyn%!oP8t(}v5Zw0EOzQt`6j zey@sa+>v@>n(v;+JWJEntrnAH%LjO%EudZ$kzEIx{j55i@jG433lZE?uO}M*KEBTf z*is+!jtiP_Ohnk#0oh)RPN(|~Nc`4@b0;$}QSZg>Gu4q|HMl4Keas;@y?~7%h<|<- zkdAH?$W?mK1CM)s1`+GI_%RX~K#X2v#{8#(`Tvfk#b2eXquZXmlV^a4QNMu6(#hwm zvf&ndTV(yjkQsnW=B!Y)ZQdf?0omj4FdwAwiCRSR-TS(!?>=e7_HIR`J_QlVQ7lK< z%*f1!Vi?jO()-a~X-F8p2{^wHer(g_oaJ9FtmJ5_C3LLO4H|xbRxEwj(|r#xW}x%9sS>J)To+EKz~cLT2Nn4!O|}$Oy^8<+R~6& zPBcZu$QaQ^sF0S<^hSqosnrXizltyU+RZJYqegu_!6mnE_ypJIP=rj*3=27#ZZe1_ z`d%@_hkKMh)@;SD5tp5<%ut_Co;Rh{q|R*vTJsR+3TxcEZ{puv$_TCPe@ZBy%LCpy z#s`Qo`|cf-y1fekoYy&a9n4=XH!GCd`uq97^R^bSV2YU>*wLAV@yw7gj1~c-Wli-I zf(2)nfsZ%R{UDujsEA|J8$CpyARGJ9*6qFMqLg$oQU2d=i@;;oqvl)jHMb2Ulgx0S ztPo8N6@vO5re!v)@8_|7i>+rvw8N4&CcRgrt}9ju9_!+shi&v4fC3Y3rf(nR63N&2 zngsY4PFFpY8HaUCz;oO8q4lJ^}$DRG$ny9T0@mi9}c*}=^?kZ z0gGA;9;;go68n5l=O9yP<(yREk|i{*^iG-2NhH57GJ5u#jSqUyeSIaP_7B^`vb%ua zd)mx|!@9m%yZpY~0rQ@m53>n2faoOfg4}Z|KUu|JKZtH`u96{`1GB49FNG}&S zJguFR{SJ}mxRSD+U`5T=KA%$1kfCbNXRah@PW$;)vD2WI0p~@EUp+-sP>D(v?2w~x z4{Z8kSq^unk>{m25(xpD0_rd?F7vnYe|;&q*4nhe@-xO?eN_8cIG$-Ap>fmpined_ zuO>l*Vnd7*paoREO%-uARas^W0@@M0C7<$iKG-&TKL|Se8RkG<#L!Wy938OGG|D3v zx~;99c=MC^;BZcwA?>!1r3WEPVDe=(zpQ{OgzhOFOQB-G%?sc`pC*6OIwdrgXEBBb z3#AfKA<(m+4OlNMX3Ko`pM5p?PN-gAQOAw@4I1CXwCa3O+=}lpANutb4i&-TVyD;1 zn(gnq>t)9cZO9MU8^nK~YIyP6$jHLaFNItGOcxzs27@fY9<``H8dF~U=vV|4Rv<~J zgWFPxeJM+i8G4(FxAOjkQ}I2AiXco|Bjf*EY;lAWUbL3Ya^y468T{^W$=E){<3=b~ zq-O&Ae%Vm|;Kf2q^z73}U?zXZY=$+`iHTUsc7=*%T$Wy%7UlO3YTvIKO?{-H{+J;k z6J4EU)VWN9MZG_k2W5wU-`Kt1c^o52Us_dOE~*r?X-Cgm7`pcSpA;N2gF4yaB`=jE zcoJnXzr$G@Wz2jhcj~`&3@RE2nQuH1H@(GGPuh^2$EcxS>%s=Az z+uhGRX2aru7xhdNLMg)94&>8Y$lsdH5o77g?;;O71zX56)z0a+8;+OBD?0qA5_xZl zy`HZ{lo6EtPpsIfjd>o{!yr5Y71WrqUXXvT?>F*qFg@czwOUN#m!2_v9~Ch$fyuR>&D4n`@c6GZS{xn32f~KtK3qvG?=tSP`zLYhyr+% zyQO7Ugz2;E@>p%-T)emb^W&XtSuzwgq{iadt*`E06P6l@7s8?#9<=b_5vThGurkQ4 zv1(Ym#nqixN*-g9|75&>0Mq%sSi!$VUuHi_?=Syv$jX!Ed`oRVC&nbO@tNFTj$Ec6 z*cVYsQDscRuR4k5OJ#-XMi@@4ZtisJ&(EuuzOy8mFy1g#^f0x@;g*~~Q!MloM(~wl z9#0#LpW~1{j|hw}uKP@6^xcg|xG?UnI2(<^SKXr*<*Y_qWm(X+hNAb%X=lz?c8^G3f7w< zQFmpi%UyLeXX>0ERWU2{wR+=)f~rapNglo*ic|=A6JzHKy1vtUOwlD$qWTejU-Zbeb-*knOQv!Bj*cBNr05jUbY2MrrTn>o zcsA+39YSS_?JO?=F0fLcUjdaX1MY4E+lXO*9gy*5vB!Icd_0dTMJkX6H6bqyMu0=R zA0XJ4fMxk?-#^6^$Y#n*tU50vm%yq20ad&8BHt|*Su;VPmTXVL8a)oAh!R~Cyp=bHpQH!+}g;ew|`>5jOH-Bn!M@w8@kE+Y1G?GXjerWftEx;+p zyR?clq}tKeFx}Pl1vE(8##cfQhES}DR4~c+8w)zeWj=RDKfsJZ&71*a)m3J$+0QHs zNfhL$MIYWJIg2jyTuHZx8k;_ZGBvq-%LJCf95^x>iGD@@m_&1e0npO!UwD}2KZ^5R z$DvE^#})yuAEKxSjUBMUM16eooNY(0MkxOzj_E0dnB0XEF2<1ni<{fq^hMqVk^9;p z{iAkzm8U{-@^*am!??E>39BVYE!q;^X0wxX6 zB2klcu?d;VI&^1wKp;3d-zX#t+tD#=Jut+!_t5`1Dvqz+sjv5^wrA&nD=lCBh@~5I z-}KBkp$$YG$=D;O7VQ>%;P=_v+4kYoyHeY=i-rknk_Ya7k+)SjzXtKQXSj2@;MkV+ zIHxd}(24}`YXCf;0o(;P3&J-2$n9?=;h%NBRth#bb<%$S!S50kTU>xhDpK++3d{}X zWQ@qg5m?wolgFbaG<|cRcV1L0MO~UyX1uVLd>%1r+E`?F{M8_M7~sk#8ER#&|GsW# zVfj92>zDC zKT>X3+_X`a){7UK%tZwpae?KN;2}9ekZF(Ux+?|7*>cVOP(kuR3`Qmr`~Z5oERzY% zZzt+*_y39G<>8qo(z7nz)z^iXE9aIA_&|(?-}6wdzH!6+!Y%*sW7Jx?WX|R#=!tA*(Vn4(ESFqanw4&P zDjheUoNG$@hn$=o!thOA5K4+(xN$pCtiYGtQDOR^?K~m~D1pDV^?Cp8vVDvEWT~{G z*W^+`#J+XVH_IE%Tj9UdHpynzAJok1b7QaVc{gAmTyg*h%b-0#GuR{>M*dL%Wpfa{VTrH~6XS3Ak!`C05Xlo~e5%5kpH3ouEhwH?Op`8~jT+0# z>}3Dym>QG=snxP4T6eo&dT2Ca8`m9L7%YBvF0s{nk? zV-o@EcfmE`dfd7QNlu`umr*Sj5+4N|4yGYW)9^xirMm@ZrGlc*pampJ2fvT(n}C9m zL41*%2rtV!?3JAz?p^XoxkH-Qj>Y0HMR!HDBDl?i&I;p7bpveLFftLN^G4Xgh%^h8pJVOvQsv{(4SYkAe4LE%D-AxAU+h+7w zjN(bWAL23b*~R{uu&s?xX@chxA}michh&?R@BSKmuqfc)gV@R2!XYNQ@diA~;2ypP z8!-ao@}+TNNi>oeqJ*uMtw4f(OBO1OT?qeu0Z|+9RLM`p_;Q)@-(<@+rez%dgf2>g zBRqSe#R>Eh_U;5l1TeRYtJ2(!e2%!Z)dq9NC4O1Gt;giNHoOxpQfz`Ch+D1NQv-8* zWzK0Sj`ZC4^(BUzUf_gRV1aw%PMhP-X@TTUMrs>xzLHf9-6yf20-zI#_u1d0ouKE@ z;1bCl&4}XwrCWV$D$G@6SVqr0z>E^l!X*t)POgapR>!uOU?%w_($aeXo~y%kdocgv z@&bTvaGt{JLaF)`dyojXQPZA^D@2)WD*pP#0AIGJ;u=u&#Fr?hv|L^%zz2mpuV6T2 zP2dl-ec?f`i+WVt+uw+>xr{K?Fn``L>Hc(=^@$|QGH_D&AhM%A06+OsSyiJV%S( zoO|F)8S0pQZt#-&8PMeGA!_dxxmCVokP;FdRiK<4GeUM*{43X z#i(n~T)1<;>d?Q3_5}0h@Cx|+>8}86GqL*E_1C-Fdp5u!5+@}>VC1-y2sR(%x7WxN z>`}<}fBztQzfh$H3ly-L^Hkn_%xV{g>kbKKt>d@TMcvjpcI-~wlM2l=GNB{xz}4(c zVm$(W{j%J(1Esd3`;v%QBwh1DFH%zK^CSVdILDjJ;NQ2K$HaUS%g{bcf;60c-d84Z znO}$@+LcI391he>DCTz1(TkWwtUZ6$Qa7mD|HQY0zC?RRE!IgHghlnifGR`qGPRJI z6k=$WXCbDVUphP6zw@5*UeN%}FJhh9%Zp2g*{qM3`mK!&C!PV{u`lUVu7cmGe0R%C z-W>0|Jbof-0eF-qg{fn|*-o;CZTbS~@FaX*M5P@Yv#E=DT$TRprP5bI)GR#vdl!$Y zE`EQ8fGfiOZumr9VpYS@_HKj$7^gT27S{-}BEdp?!Qpw4^QGoBv%}r3Gf<6%_8~mx zlwPn<i~lxyv!-gmOB+;I0b}H7H`s9*N{mg|3XNNpYmn;Drq2zlVm5ZEZMLBHfon5QR zINa^YBGYGS02C)6YnNU$MHmah2wwZ9l4E?CJFdO#+@z2%QKgG#hqP_urp(*5R&O+t zZTDRE@TXGSM8tp2f?0`N10x$+ok8Nhk~wAb_RW2Q zFUrZOqjPylj)(CnQk>v4Aax;2$-DEibPTd5QX9~U6&Jp+ur&OU9uvY`xky*i8k`yD z@X^oL)cqE{k&30IL`{CC@g&=FotiL9p^bmBMewfWJnNUs~Ii>NNNf%O< zWdz-57y46Sys5OQ!2r1(YZU}{fh-Uo?T=nF>s_J;^XOjbtQ03M6a7>~<)V7qVt3yI zL^r^@v^6k}t#QudNkAA6ppGz@w?+ntz>0XNdSqv&4Dt2FOU6UndDd;@u2$c7miw{w zE{|bo49|+fSZi9CKH7BDH?rXKs|eBL6h@3A1SIxD&AN;a4BPc8H|2bQd=-90rPXKM zzX!Bj63(+z9u92a+HJ122G?}~tZ}|wc=Q95<+iR8jbkb4%EYtJJU-u57k z#05UGeI#Th02@W|wMhUI_S(WwFLF7ZzVD-_Em%q`25dfP6D>gyUz(q2o}j?`t~GHq z${-1bjI{xjF0{PM`!)WsV__8nqbay}zbxl^~%m5LrL$B zv?L1BtE-`lCGypxcGn#aR6|;N{&`H=nInfzzd4>hsJv}(CJ4&<+mU6e+Dq=l=x^tc z{di0K7d{KiNHU7P`n4A+`-l_C1>6ZdecVT^JIle>sq#gr<@<^hw@`y1d+A&o?CY*h=%$ z4em0>Qiu?x9o;Emm$oKm=K3RKF68DnS&%1i?BewQR5C)mPG3_?Wc+d%C%#$#-J!M| z-#pg@(6-9{>EW6{Q_6l5djk;=EVK8>3b+!prjq!~Q-N-fottunM=2-Mzchboo=kjc ziTc|e6|fch{jJL@429vXwzk9Mw)Djvoo^OYK#Yizem1z17RT6?z}yLnMRI`+tTaU@ z@#4J7#(c?SLmm^{s>1S3yhO5lhJVi;1aZT0S=$16&KqeK)h}0}32`?sEPc$2o$tHg z{P#%ozBdc)ePnOP$OHdhMw74Yz_2oD{fNv^lS}ppk0Q@ZvnvrLopM~JZ-K&AO+wMn zNqcgiINsSq644joRCql4>_Qc}RZwkZN;~cgRD{0%1FtXNzOOK}+So4@P8(I0a$Khe z_kGl6S#ZsL7c%@3yb$o!gU*sK`R z)1$Pr9z4yLmb2K4JYJY+YY4kcmnT!5RJ|jk$q#47$~?>TC_FpzS%H>}Z|gC3^GQ;sn4Y z=u&=%uZW5BW%cd@{}U@d?aViWD_KG!fy8wnP4fL&ru{Wg9U4$UL&JeM&0CW(xKbK6 z$J+M@uuVnHW5+E8A%HM)33X>}j-LMk6*nYHcMIq~dULceh_3L4ct$F=Iy`LeD#&oa z>^ZlvKCa)o{Eu@~q!=|RAsgU*v~Tbuw9*r$oPp5@yu`3=;(Qf!+I&^i+8Fg3*>m~1 zhf<%0v8gR>7fq&a8_4O&a0caCR%H7CAS1JL)c$YCx-N)1RlCBo^sM63dU*k7+NF0^ zw4#FxUuZiGbP!A3D-B&JeJA<4(G{st6%-4|K?+>%|CZ40UucaOmbp3M=G zOhtO1@5jJtfVB6R`skQnRU$-K9~FBn-z7{)*Dh%8mn5rRjny-P#Wy2Xc>uXfgZcrT zvwi9aYyO4A5o}VCR%&thT-kHAHBHkVOCTQ#{Of%0JH_*;5Gp!HZx!H9(*BN_3pblv z1QcwxR-A2XEkVsyVEt>iCC40Ku-)$+@U+>l#xB(lV+bO~FM~66pFi);VBxuL+Z|o; zownSukd&*NZrw1@U=LXM)bAbw{SkBO{|bbz6n7+d55iOxxz@OM@WFiQy4797mrZFf zW>&hlN1XT|%Lw6}_;)H-LHz*|I@K;YL13A$sqTk%{-Zil&Sl^nThlhJh^NYqm#fl; ze8sY`p;RzW?*X8-L!0y8_a9XdgGAEBYkb>vCR z`;Id_mFoz~qlm5M0|xJ;XdiSd&HBSKMSQZe*h5GykjbcZxRJ&{uN#tr5e4hN0A8yh zmaXcQ&;>}?7J$)xt#WCI1~=K=NTLIytc71A#l7fYWgBoQnMo<8T|2z+W%19J+l+VC zvhEDL(1ge&0yPy9#g6A3&`0%0E$R;$*2k(3u=?^kD^GwGASW#UpCc5OlYWs#T;y}4 zJfk0D=~9s@ml56IRm@Z6s2;uMBsdc%3%HkXKELbiPeK=W$9-V$1C~RlwFGP_^iK)_ zxpE@+y;qfB{ZcbOm0oCcbd3K;O(MLF1&f;+6jTNPu7fl>ZdSlVTj6aVJ38JyCxUZA zzVIv{#`t^cqC>K$W9S6L&He-f=@tnFh4p0aPN)t?82SAI2j5RN{%uA9!CavVgu{yJ zhB0u>K6kNpb@=;vqlKjzO2l%89Du-EzUDvVud{p6!R=sY!2eYoX-ZY+keQ0hqR`4) zToHZ%Me|(q2RX|=*Yx6i-n=YjBS5#Sw+8V&%g7Y!xwX=z+@g!?uG`?H&0;s{u&A|mF@3t>K0C)|9n8*+eVrgym>i(nf)9$=s?v8q= zy;v!0O;Ky$GZu{C6aBTLTVmH?6PAQ;3>Wx1DlT!Ex=^zH=EwjaEs$=g8!Stc886!S zs{mR6TA20B39n_1lk$~9dW$skK42nlo~(RLzxS`)0$6Y@j>#$MS)ilY4{}}U0FVwo z*oUq@jr$JhE*pxTc_dk40=6q}G-Ha7b=+4qhn%x4@(2ao2)6EBf z_oBxW#5AFgBm?~{*dz-isY2fHwFeh92z&l|5{~fX%mS~e2CVD3wB`upf5;SCV@ZH}p@ zIgA@(fVVo8aSDFnWn&;kiS2!~&U@tbs$1Jj0FF=@7iT91({_w>~K8bFLHe;q=73v(n9Y@u^vq#dR z-*aqrZs)GoWmv>;W!`JyGo89Isj;a_&|%aw6o1!$(EKiwdJ_PN7aga#)4ND|43)Fm zJX(r$Nv{|Bsh#Y|cAR_8*O>Nz!L(R6{ZBWdCIs}b{ZAp~{+D39VjbBE;GfnVvG2#d zfgJ1TB{*Z|i3mcA(RMYtv{q}7|09*Nc+yqIk0k|^?Ke+9X@i7r@^{vORgx#KfUkG7 zJ0U8wvmzJHQ~v<1gfe!ek0E8+9dW}A@6c@Rscy9fa!L3jFY}A?@&Km-eM}cZFfkYB zj0>9=j^IOqEm{pGz$0Ffb*rhB4!$0Ya zVl7@=Lpk_dN$AjD(2rEiiN&Ql1NT;d(nM$YDjCTY3*KRkWH1k@O*rqi@dZBX=Kv#T zIq%l0SZmbP>l`TN;(0gcRBbKSPpAXhWk7dgQmJCIsQQPOIUnzH$*@u(d@LTIb#IfT zz>b`moDZ{Q+tAtNw9BEeDBJ%%L#h=-ejlJ`f7|J&Bnc=;5J~sJIn-A{8o#yUSS+Q1 zy>dwsNoa+@Wef?O?kcMS130P1eDMS{n!e6J#Q|Ks%n$?K5l$;|yZ>rrM`o8UAzK}A zpVsBzC9$YGYDK#03<(;)e=!t0`P>d~L%|1;|13ykQh-*Yu?~nJng6 z6)Xq4{-d>B0P8`h?bWTz-c4Qc2MJ+)g;N0ZS-mA6Pb#LG!t0qCaX#4a5@9#1^@aJ- zt<<+sU@qUrZz(lK9&H%AiLD3^@1nLvHc6b1kV~)K&zWVN4g} zNTn_Ng_aqgsVwpUj6qmOv%(Ipf36kD{OHWMaOlkQ|5hBujiK8h=Px)x3u_5>Rgd5@ zVq`5y-Qa=Z4z-_z-`@*buxCq8Sd*|L$p?KdFrDVJI+j6y1n{$LBa<-8Eq|0fqjOnF zPcLEeU(|=E04-~RANdCI0i~Uxd)mhaDKUC{s3Lk8X=Vtu;n4q~HF056P3rrtwA}uG z1SPg;8|@hwf;a!|5;%vOM^qoGV4RcoTN<+pMRI-P23>l6Ev8~SEU$PqEwSTq*;j}Q zl8;#y_AD2z!c=!%M4qw6B)w9U=5<}r*mebgRpedH2=XhGEQy7@7JF$tufEGZY2S}q z2aeNIPbi0_YQoS?uN-Fo*Qmmr!c~Q91uM2kS)aI8;Sx#;P~#ADDBZlxu!I? z%j8lKHzvys(VfW@55!XcWDWUZ;7IWy{sLb#bO-39T}PtyBGgI$$uVFPCoJ0VVw-QH z-6!kwL%*JV5OFcITj|#U(L?l4pN(NU#~af}pce_#b;F97iChD;7>O^4y|#Hdh9(BnPz_J{(8DNi}zg1E)6mg7q)<9|NXPy zAKKS-pIKk0f9)B${Ki;u$sLaJ2(~jWopvOWdYyDLB-sC>U!_G<0@I$(a*UU!oUxb5 z^aUkSKo^HgUgh+o!;*r@Y0WYUK0hbF(ekEd$G5%5vB7+Lf0ct7pE?Cs*ib)$Tj{L! z(G6BKBZzy;xvh}QfEMwG{2GWaDe7&?E`-5g;Q7!P0%dujpVcG!O*9`TFmu`CfdkCt0&=($B zzb8bJ!J+%ZrO4%LtGz-M<%E&zK>906|BTZtu6Pq6wqvu_aQ~xMB-82E{i{>PtaDxdpS}h6odI)jz=rbwQr71rj4Rzzfrnksrt5yH+ zXTMAFJ^hug#nviKx5WP95tn~k3OMHi!fK|O!f!+-;zHZkzosu7^1TU3cp#SW$Kv|n zoI08dwNzDFWQT6jg{Ab_Tq#ohJ>c|3jacNpr(10y^58g5UN$3H^kvz`LiAl3+!8j@ zej}cA6_mHchShoZdH11f54pt%u+w4Cd6dMUMH0zYh{bS4-=FF3^SvczO~5=DkmYxRt^9$S;TYg z)pcP79u%k(YzV>8M*okd^Ny$T{r|XeaO}-7$~opC*@f(b?2Hy=MppLT<2d#@Hj%BY zB2r|Ny(J{uAt^*g_V3d7^ZU=EN9w-s>%On?e!pJNSNg%CH$Yr+NF1@Z&%3>sxNk5# z57@Bm->dTUgziKBD1lj#21w19=zd-o{7fH3-kMl({E)z!@@^tc`y;daA(BkkR9WYRD8EpUFua6)C5$jnJRe6Zr7XJ4067jMtfwmibtH_H?)& zaHdD*ehegADYCy6d7;yUSHKmKFRDMsW1G zkM9N_L-K{Y|_q4FYIv`I<|v=H%px4Xe}8V}*k2NP17Tx3|A@OHddF5pniz@~5b3 zR!T83+MKC*y>gC1Ggke0LYVekWFso`#;<`YLYp^bWv;2SAWGi+-}p;GZ#aZT_4d@j zxh!=#&mN1Unj9JU?NXFS&+_9X6;Z8(cwGbABj>CeIeKjC7(xX7d|A&XA09z;ArxoS zX)qHI(j=2BI#{B4x-J(FReDZt+t^=2l@(o8pN@CeZ|ClUkC^b zh0O9$1gk+q^9Y2NQK>Gjq6KW_fo3M9FR*yZiDRm z^!+t+^h&Ay`OusFczo2qb=XjySHU5b%r(g`!TPYLsplI0QM@*W>?d^XRr89XyO1(# z#8`5r#SJGBZVCsn7<^%NGvg8xH<}=}C>_1T!uSX!gnhjC#Jez@{{8i0I~i-S!c$C6 zi`4`(DWz5}3q2K7I3i$FYVjcshHl!Y?|A)?&8m5*aJElC5o~KSd2$nLxOT z_~_@=I~{^kf5AXZlYrmOt90zdOIp2E?G3h8)c+pAX!MoeL~+mMuM`_E8cs~FWOs1= zwEwnfgP$Yed$-G?QFF?Nd{ad8YC>M>u>n;0xN~QAT9dhjN=2-gR`0gD=2b<{aNtDD zcejL6eplH~8vVV_%TFB^32KNLu2Kvit^_KRI2ZxG6of7N?m+&C*pKj^N}-bf4M2z> z)b5Wd0o|(+av|nZNEf>6ekgVz;O~JkAss{N&22%1VGHFlouFzc)Xyd@^|-?o?ZPOHG)FFi!QW!e`dme3hFeG)iVY<6h@^ zYu?sxpvMOgu-;gVGVf?)YKRUG9uVYO?8S?ZfGqay3BeJm96=_N$ppROuWC(>4 zm&E&}dP0iiO&mo=In`)5)uH|a2|~V{qb}I$me#A~^&-!tX3`li{bX7!U>(d$WD@2; z=y3Ma?(N(4GCf!U?x*d`N5)#i+&AGZxn==P$u#bennI)(|W_Qa6m_f6upXl=iT=Q8>tL)z`Rds zzfAx-u(k`tsgW&46@;p(UK{i%KL z&I!wiI7EBl!aFrJflP(oqDEaWVI?i~oG6LgxYx6G+SLHu|8HyFC;1fP8Hg~Xt1n1$ zB2mSbSQ?@tz8-Zd5wp>bF+IH#W&VCjIDg?{{C=^S6vd&=IdG^0?h{^&=ztVW#xD){ zV$+OGu`C5cN%}Kta3s2y7vb=~2TsSzv@awWsTUpA!&`GoVSdvR#criSSjcN3cER$B zvs`1EfsIBfm8_3eyOb6sUG#P6d>T~P9Ir8Z2p_Zb6nIdmtVjCdefa`hc2nKsqG@+# zHRxtDC>TIvaO|5V1!XNv3dbYpZE!_W)Az@>32WC|ny*7S-F00lX+Y$e&HrWr#b{FT zfUvNhzE4+h%cXu9iAwj&l(h0hT?BA!1-UVt>o2s7Ip2inY1&S6NWNfikE-q#3{nh0$Z)8RZCZg=yyq>k^8#NN@Jr+{RDf3Su)v?DU0ffIn@_RiEV$HKR!Mk~^f%kbm>*njJ-8|2++Z&n3s)_d5lA#GZQKM`=P0)Nis$MD&r7f&`lRIsIlD$$ z`sZa_sZ5%-6gCKbYt@YC`*S_%YvD-ri*o21I7uqy=7Zo5cSzYcP#!k>qPPRUOU&3J ztUpx;iMh5>C#-OWN@prJ2%HqJ>;@4Gq55~nnXX=8Qo!|$cmS9Y!$ypSEieY(d0vh- zU#h&edNsc2(rI65(g&LAa1%MX<YbFQ837fLe%6M$>Z|7C48F7TxnWvgCUSjVWia&UHK03`vLa z#sUgoaSbj%ueW*e8~P^(5B1)Sh4lb}i5A3EgBqrH1PZ=0W|bsB%dFp6q{QoJ5=%=M zGr%o1asMMx;57KOxV%-WYimC{&b;eu27JJ+k>K;%$M0;DF5M{4o;`~_SSKe9`@2y2 zsIDIn1E()7UAx(yKPMZuww%7suc*y^`{3*?+`O0UzZA}ldogwCaG$Ar_EaGZ!H+57 z@%yBtcvZkPpj|3LUrYc(oD%L#8K(S&6|WssvY!qUy^0Mp5X)5|cgZR4g`7bQ+V%@; z6fubBUx=qZ6p0Hu=^X8{vI1(F0fGm)O~D)S5n$MVq==NS-2Ne%?6v$;9HbmHO3WB? z0S|BD9{sQ4%5bBS<4POcn{I>$Xg0q(0jRQH@;lMG^;$v=pG-Wz+y}(STyR^lFU})O zE@gJWr8t|>vd43nc=0#!U)2J)4B9LD*RgGCIp42p zG&|dPc*)ru8>0Y>qRF@92~`F~5v~-z;$z}gq(!*4_U|lUkIqgbsLnoIL+8Q{EpdJ% zEnn_X@*3XHW7WZtA!5b@r1GwCky2$}KyyNC8Akbf5DJ)r(VIu07)Cs4!8*h+%%VNT|T|1 z@5e=qp_D)lNp=!_@i6BZGA3WxrmnqcD-%iJ8u1Rd*~dx7(7y9Jw74dK;wLFpNmDEV zAGiG8Tl~rGTc6 zT)1h}#HF2x?wIFZlfzfBsV`p`&p1Q2^L&;`C9MZx-fLMl{{sJ-SFbxKojJ9hfxy4~ zf`WFPOp*2%ZvFf<)K!-~Db&rLL=NFg{flChIf}}(gC{Qe%=MG)+9xn}QmSsBS?N6l zmOTRfQ35yijLSwS%aes)DL9o_q1}?GHKe5(AmY^hZw1h$&*)f(T@x1nrt{j7pgJGR z(XtCLKO|w(m|X#YBln<y7BHchV&4KoVjrdK-l+0FRq{Vbqs%Xnso7aU=?G*fv2r@7c1iZL zmRCTYuopG4h(4zS%{><+gs)la-aYFRUVKmj`j&EljV34+9(!Lux+1|ds*9JB!Wy6u zdMSYEsk#YA3-anLl$>|tZmPLRN?N=Veyjrd@N1o}LjmR&aHjcTa%A%Wn zb4Um1b%O|fao)ekU2!jdi<|&8X7kqWfUvg$&_?huC(*cFSTYe7_BmhL%#P+R-8>7F z`)taA%8W{+ln*PR_VaN<YgZIG+=(wvO3w>C2jxJxqCOIX_|`E ziVc#|hy0hc27+_vfE#YI^ukHYe=4NFVkXC{$m#3ViP;Sk>Q`G@kY@uo^^E&y z_kvzHSxBS5C^gj2dhtKe(hG~54dc#U$RN(m|K1m zWj#IZ(+wKGv=$SM+llO{L3M5)DKp-R#wuR126T=r!6yYv1!J4du@k}QJI_}nPTKiD z$%=x~2Z=$Jih{liyBk-d9Di?TNa%07UfMlOm)ZABUN=ZlyflGTOo<~LK_j3KA*mnA zyf!?phY{<9$Dht^H0bw(B121Coiz&#UTsBvh`+(xFL)S+cnn@J{T-lozLuxIuD63n zmM`GtVAJ|UvA37pDjGJS(B=&HYVwddiXh<#sBWSH;bmFzO@OaD@Ycv(?@RCb;)lDh z?xbb)0!~HZH_Jo-LOl?UY|jTW4Yv2(saIKewC1&|IH7%_6jT$e?BqDUtrx<>NU#n$GL++r4-#fipN&sm=xygwycx zd;IV;x4Tsn3RSXe*aQ#20u^f@tc&-K;-FWCdo=Z~ge{7S!=5~hyEIEUSWL25@w2F3 z`AJqtyakjms6BW%GWfWd_C;ogZ!f-8a&&nTv2qEPy{5PQ;Rd(MO^gXSb2)1VR1N|{x(U0 z#m|J$jKqRIP^xpAful8&{z~P4L(=~GMK&_^hDXnoL8;9X=W18rrwCS%m@C|g#w}q~ zx72w(jJ>`--O6Y^Eh+WESZDph=MMlHR?ME#@4x3!TnX4wp%m%ALqN-Qt$g89l154@ z-azQ4F24vs8YGZ$N)VH)hiWor)#4Lpzbkt!PgK+TBd32tVBE59unG|yb^d^DZX+&^yam40n+d- zAfaR|?4iGHDEPcdenRn{%>THhNPi@{k`0>W527BectuWr%f+gRufWpuGC~_x(;r(E z`~csLUes##{N77^ z@kpgi!QGAHuzK5s{D`L&S`b80foX|u|En4N``R4%IMjFlQW3YLM!&op&(e{;gTK$_ z4_o-eJr{s$fs{pMPUd@#`z%N@JVs^0c6*mUbDS=cJiYlFEaN7JKy;{_D})+GG(=ts z`}xv-3oc)3)3z4QHy5n(fNJ4vH>%-$$vO-{#l2AS%KJ7#%Yb`n5fR27$#|&mxBHvo ztE@7E%!PqLDg;hSqs1=VQ)M+NqHtGCX(#z!n$#Vz&;&kGd?Q$kYGA(C(0`3vB93z% z5wnPQm_^47YFjU=e%jM1Z7SgHr|l&@Lg_(nNU$3SgAwxf<^`bAW%IA;U>Pv8-azdc z^3fPX#`NH5UMLBU`@CD1XhjHP7eqcYrzLJ;0*|gVUHZ`3PY4R z6*0vu^&s%l;%@zk10^uc$MnP2a_#3!o(LgTM-tM3PAghLg4J@-tA^ECO_A*Fwqc07 zFhVgH9jYo!_z{l+g0I~{?*#-KIa?(gb{rWuP`UI8`d}|g`XX`V^KcpxjdL$6Pqp%) z{gP?iJ*rziLRR_;(Eox}u}YnoNnU=w{i!ul!P?GPrEi|MeLosgp71hGCKCQoXmK9* zCnzWn%FZBkcnNOd5Z~)FR_?OUPKwVaD9~{y(8*e?zycn_Kt)#ggA`+7z6f148bLu) zvTv}XI&+DSy*9rxPF}?RbU%9W-g4Xum3O1ks{Z*W#hj)pK2&E>HUXF>0_qxeirB*6 zCI1|FgvL%k`TIbabBE%fzNbRX)ap#x>;s(Q4sfrAEF0wE`P<1>-|9VlVJ9*{gXZkr z6|zI3L!(?A)T5TZw2?07ha*oE;3^u@c0R1-f<0Wzte30WQvxxBipU0^##+{okWhjA ztC>fvA9B({{6m#!wZdGEMTg?u6mTpEwQ3D(sgsvUvhC+8*pJ1VFbBm)#hY{=dsafk z6mN&7R%mWsVJ^tS+_G-I_gMbrzh(@4!z-8+PWCuYPu7A%v_Qm45dS8Ob`p!iYD*(hk#X$tD+4ob z7I$CLa88eL9TKY8IcQN(u=65_7nNa9R+rp28M0X!AGslWWuk7h${v4$ z=TPA3%MMlAO4IxQ>qd~`E5~s{L4SWmFVh?giBay9l^^k6WNQ2DoF0=`fJ%rZ9J??zO~#Kp(2U7cXA?ugFg5m|C8~kMVvB% z6(#biQk1E~!ahF*WL0!3D|d!>1*JTIoGIL|vyH4rJiMQFPx?+xPBLmSvB$LnG^pQw zZ0@92QV=Nw;82?RrcUPj>Tv0J1+o~OWNEaU_5yK8c*M$k z{8nFL8CMWz%jrT@JJY!v~)C&u0`Lo(M`mrJ<1d;gl$GIPN&~S)W{r1Mx4dI zCoITK`Dy0b_O)yHuUDkr54<8K#f$GdZWQ-0(3@X(MZcggTT=)KNg{$*SiqNLWT$!u z=GS}Y275rRl4lgx9wYrkqZRWBOJ(Uj2o0gt^~zW^4Jl!Ww<9!hq`jTHLo&G1Ga z)j8LATBr1eb@kRWd>Xo_YqhznWz4Gi0>DQ(Q5#Uns&bSb)RIjjpuV9vqCU)}?uyvE zV^(l_D@4@lUnvk30$Y@FVY-zq!rv957HNURFVNNZdqS6#L`K?G_ZrdxrE|pUjKx40)RfV+B z*njlP_rFWUaO0T%to*?PMjBPUV;dj#;_FBgxl5%B9lbc6I1LcPL`I=iIP_e6Q7Cfw_)qC>5L!<-eW-^&_OEaW3|+Z7}*4Nl(t z?-{gNyklOa=8^u$$T^K!v7l?aqkpx6c6UG=!~|lbV5C_$xIgHLFJ|hTXNEkrUlyp@ zs8$-cDwLF{Okm>73{;>6pXBwtEYTcu@nWjfGS}<^*1g^(J{F;8m>;)FNJ|S)4VPdMkzvRnL&_0=d zPM0f)@&{KbDhkECLXK+lJ`%y>GZTqK*LE z=n}tEM4+WHw`~TX5&@Ov?T|RYz zZF2Q>Zca+1TwJjZEjV9e<{N-6Yi}YF5)JRB`$E7_p|VQAqkk8g8IWB3hYNBIB!e*< zK%th_3%ZwHRBt?8#xiM6sgL@{REJ;FugoR?f!-ThwMV0Q%pOwix%cBIksa_Mm+L}M z7kjH~rmE4e-*-H!`d6!k{Bm~f71rQG4D|Hwl38#&#w=EZDi@r)iu|Qle^4Wh#$crjqtkAhD z+TOzQ-{KIJ@;iYrYCI)hCuKBR0G+$ui>d@#6+9}U?lL_tH`nAWeb?7}{H)pZMhX zhL&(gUHY&DBG)u{Dq+wVZP`t`Qcd>66$0LpRI`r$>Vc`~VQ2}ZVM_mL0_)}gWB)0s&&rZt6L`_669L_T z0-(K7Q1)3yqEqQ3DaWD0C_#id&rs&q3g8-=9;ba1{(fzy z^iC9fDm~-pMiJC{=+qKz!+Cc;zlIGoTPhDIBOo;Fsv-`5iL(Uh9JL7MhqZh%X~<$A z{g#td^4st!bFx;RVgd{aa1=l8Xd zk(FGAmbnowJoL8}fq|&l%Ej@WncjNJwxugV8Xa%3+4~6S$dTw==&|3YH!S7<6n+FD zH0!pqn0ObuJ{HM@E?3W+w!kfVIq4Tw@I6ZJnz{>sCsZWuf;i~-yl96@7s4TRptuhc zQ5{OdJSJRAh)d}zMrcdd(#cd?zM31gJKxD;lKAg|CYyFGuQE5erfP$0~Bh*bPVmg z6B+sJCmDQL)O2Cf2zUDulCKoxit1`h+dCe?-~~(Sm!H=?pN5`>?NbF}LhL5a-$+)y zbS8u338Pxc8)B=PC}Ckp`mw}4>PxK=q)q+wi$ziK71>x#HLCfP;Tb62)5s?!*C|!? z(r(UVxOeHB-IIQq7xm|5p31jmf*!6shEcxSt0LHpC{Cy^YNryYS@FntW8hu960@5> zlRn~DK1=utDR;KK$!b%%C?_f%0y6o)f9r{&>$G~hpGLa|xS!a^HU*FGLQc>#ZEr(7 z+#vU9e^F9qRJ7!yF+p_16zsxw$;Fynr4gLHz-1yWJSEAhTHP&6=_s4~D)#RoFf6;Z zx|(QK{yE^L=qJqL+)_wI2uPx~e%G zg4v|wLo0cq4de2+>V~;hDP1V^bK0+yLOC=CaOlk9L(dMvUzJ+^**Yz?E#<1rCu z&5FL+Y^(uC@iF)4ADj>?6STGegism%8IfuG#Hh4=$FnBtI`YhZ@f>;s|6T+Rd`PUW zkM7AGJ$ZT!eJ+U_R*|L>*R`ACZXW~N?x##|pST3dKBuHBSuMR0#VK_QiN*#prA0v9 z9Fs|YeTaRYO&?PMG*{E>mUVc|%=IJ=N0}S{ntXWNgS7l;7)~PhR@;t84RoVur>zB) zAwLkR+uU^0`wb_}i7m13e{qAN4CE}zUE*9Lf(S%;-(@{D;|IYB-6&~$%6Fn8Y!5hl z2bVU_yXy2aD2T^x8|#6uUK$MwNsovU2u)>hNSbwvW zA6-TKWlRf_GG$-to1?I)HPqufDKe~kLTbfT$(1Q#;pt|aple9)rYB_a8Up5H!n8?i z1^Di2sp{Wya+OhPr0o-Hs>o3nk3?`jIP#Yj0^*2HxsdDVrd{c(HZRe);Wchm&p8eM z@r>vcea@YW_k4I_4U#;`E@di z$q)RF1<>sX76PwmOH#5I5w}wwJd5rEX4sAcBC-?fOGn zZsGn9FOs80mf%J%vie4+J7v_zPt#Sf`1(NB2M5EU7rDpv1|KyrF8ZyIU8$GcbKpSY z*pQv!I9XV4+ng(}JM@jZN?0h{mq?x3Q5R33W6%?WCYdivI&6D9d+(*v%{ycG9X^QA z`uKMQRwpq*z)nL(WTlea(Tu2*ZO23DghH7V-f~^}j`nLWTuNTK$J>sUI-r7$XSu); z4#CFIYiD66sV&JwrNP5JH;6e6vuh(5v5Kfqviv+qv>fWAZDVoTtfu1QNKym+<4_!p z8k;-uG4z_COKXfy(d8?0-*A&nlbATD@A#(o0Q$>T2DLEA)7r#lf2Cn4qoT-eEfTSB zO7{M3u{ZcuboZTFdV`s7#H7L(rL*F!R-&;_JDLf1vrFsULw6%(4`H488M|>QK?+56~0_TI%Ni|xo?Ao)`tJNi{ zo9%lJo>`S%1+^zl0*v#1I+ge5+KSoukxCEm=IY70k1p~4c0(Y;@|bu(%$1&RDgF^F zH>8AwByrhLw)`fh37M|he#FSoo*F>T9pd$JYv4Wv$n-C2=Uq(Si6Ywc^&+K$K%33| zuBr4&$lYqJggrb2YA>Mtn&7^BWh+%~YN3iqqHf1%%cp!4vFa?jL=Y9N!$Tk5nwfV^ zv_Jj8o<~_@y1x1Ib>jxriME~$M>mjA(2&hs>2}G?e_!YQblG;7BChHdsXB^vvGkT- z_m`S<_;(4+s0c(W_2vxTt4sr1SRud4XkP7XknXe)O-X4^;WGE*I|;7}Ea?77n=utw zbc|y3>_~VG;~ec6_{;`Epb2(P9*#J`_&BTUGk5+FV8ZP9IxGhC7{cOZ34%1Q^548m za^3E$wz3^qswv2Ge$o%zYBBm>huPJJQ90sAfgfn-)qJvG|tUaS#pAA~o*>ebAsHBEaXUv7Y{3`(qBfaH(K3 zKg4K{UfuPv4IGVoTUb0sRYw7~;!rn}ntTsk-SR^pV|ClCm$WJG~58WDk2EaP|-Wj_%UEF{Gv$!oz4YobC|_))obOv169>; z$;A6Wq_1Gp0MQ!YFE_A1;}+y7A~(~rtsivj2GC?VS`1eCHrRE6Z5La~oeu!TuOssj zH#5%qtBWX*fA45i_^s+YwW~@Es04GpZVm6ZtCrib2I1ZEprmNoeSNpTt zEOH=>YI#u~BJT3L4v)!e>vux<2GpWv57imYuC%cB^gHypouQSUQ%c|kn2T4B^^Nko zk!T~_Z!+3AHwZ$@GFweCAz%37Z~Ezhssb}O@ABL_X)dE?Xd#UzC>zcYPP=4f-_ zLf=N$uKN0hXH+1W5+9=YI;^R&^rVqIm!BeTGZL^0&yRSuKElOuRzqFKY9Mq=F{mC zevIutwGrf2Xks0F_6H2@rFnY7t8|l6daBhGGT5CY8dhr{vV}BUechh_e(mSSb*XExlZESxD!$E~&)R1h*A%?IHd7>z=WBh__IZlxJ=#z01En(z?F4@Jv8J!q=bixT zy-R@UL|`T8hZjI!szQG7XcdX|j<^Z?JWhQ$06!W6gk?tSjM!UF+QsG78a=^fkpWj zYsy1Tsn+>X7myO-s14ij__44`C+Im|2z?2o>TIX;i*V?#w7Ae@!;#buk{!y1-G0mb z!{iCC`JyT=%>Vhbr7x&&N6!Z6s|RO<3CH@~ZKYJiMV@Guf7Vg zn_KOwY${)}WnUU~w4C^&C0#x4PP^h&4^O)KZwp~u`|Fv!FADc-W(UiMHkSo|;!AiNvaxDKOE{O0%(`! z`(QHxZ_}rt3tC^L+*%{5cq%$Q<@dyU2LCg+nl;k=ch(RYZNMLk+EwRWa$okj^n)Z0 z&hBcBUTV(uD{6iSh3(8H_a13ivN*e3fZ!;syhnN;BF89*K(rGm(I^Q zy>qP5Z-ov*V(#~61<7DOm=hmHnmA*qxdWa=sKdwFUu zJxE&a4pDGKs-ptW({&o#CX;8ja@C|pe^>I3jQK|yzj-So-j@tdI)`Namu=#QO!bgXOcGxka@+U@NF+#&41iQn@QVEb)1y|Sc-i%6=1e6miKUg`4vE8yzm<5Y=Y)e!>#tzc59U1gw+6XHa9q zYFrh(K-1NG1ZID;?1yk5DKF~1K!b6yB7 z={haO&9n>{Z@UhyCx5T3>&DJv%Fu z$Py5=|KRXbjn39Q^VG-eT$9b9!@t+In5l(5AIjB#GC69aJBqtC2)7)Yadg_8q#{M| zvb@0=mby!A5}PU5CDRNm$qc~T=w0={X*Q*b*h0a2`N-KoA0}eUa+i3y6s$BpOmo>ll9+kv zQ*c7AXP$EK_Llw7eckYF*Umxj}4#e3>SWxoeDk(YwJlDYx^d2vnBN; z#3XZ&K!r9{H^RPfY2fPEcVqL*M2(~GdES@!zDB@poK4Y{|8di4cAb@tZSGSveNnUD z+t1#;I@vcHfSBj;K`X%L&C=`2E&(~yY_UcP&b#p_`~BUZ`fL~^rsM1E_%C^4aBhT=Z?!BS(!T% zyF-P8P0OunuiNdEo9g>u%~Yvaa$lou=QaQHrUxAzji*9tP3eXvSk z$xZw@c#{A-Z6?XW0zc92`&H|fnztEFBu+dj)UWue%s$~BRhvksO6`KXN9-r-o-pvn|AolLXhN9?NlZVV!7`RaY|c7N2ce2$TLJvWKa)S-ujVn1+f1bi$Bd+VUYTb139y#_;e8$UI_!WfVE-RlE z3bs&~ARkRnd>y3mTrVPC@@yPwX0gAW6xKFYxr^lQZeyg`!^zhvRBtl`F17USdDXU(B9D{Vh&th9N`nfB!h>NHHHIN24bSYP!~azvW1 zF(R+Cefx-ErzNmK56OS-{y5hhszuKIW+Zn)Aa<_s02>yabY3gjF>$zY{mK(7(M7D_ z!On$7Bj)+{AB0Py_mEOjRB_^g5n1yzkJP`=Ye~kA*$|8owj|1}o=kHF$G_w0=W=Wq znRvS;vS22%_Uf0y(2KPb>XD*c1@FRlhe4ma8>jw`xbr2ZclG`lNlmPg|9*0(Q4l4FUG50IjF)lf2E%Jhvv$pXC8UHQ$?kfx>difOZy*E=&DC+15 zluA=?t;us2Q_*7buSi*Bx|zv!Zh zhgDv$@`674kND58ywu5Fo2)Y124qH_e<{+gU$=oOr&;D#b?0o4{DG)9h{0}rI*{I= zaP~uYt9~URB|^Asr&tFfS~?4t{Ysd&68$uLF3+xI?6VJj zI=WI!(O1GQc8@o=8t$JurNm9b>UQ2yUpgYd*l}ZXS?hVEaJ(*>p zFy4M4H4@kImiZ-mPL!R;=!>0koMskmvy7NnfQQAc3ELtflC2d!ZSN8 zws>A+)&N_))8bHSrnY_KYfAo3vT{svOtJ=xejPvGk%Mt067!S-=AuX*;M)+??_SUM z$_`&O7k`TWJQuaIT-QBCk8>IO=(wf2F!f`5h(xeN*`DAa8XsPqBCnBG;c1?TkSyKAX09A&ah8dv z^t|*=?7JNUsdI&Bxrqa{1u^O^%RgiAdyBMgMql_&EPSH~f&rZUlhLo&t>^~#2@%AO z$jmRd<>=e>TXvqZn>u=UdNy1d4l3S!?3V*N)_;6F8Gt3hH3Gr@1-4oQvv~|Ht%0C$foX1VqJXRBr=tPVQ`SVTYOchf)A1L6B&O5W+G zIp6Ouw!ja?r%w5!?!lw_LM?xv{161VN{cDm4;U*HP zoRvtC9b4qh`(+kjtwEm35!5-<)F9VXgkt#qWXafda;53*TBg)1xw9dk4gAlu+0=R0 zxv!Va^4ty?Xm&q6qpt#Kb!6kA;ysOluS%Gy23Sigkci6W`fmF9#Jq-9nRfbGiL~4& zquww)#c5cBCC2p;O;D8lS(FCpgxpAUE^dL8d1Z9^HpiF*!8Dt0k-533>$`)hH5A9n z70X0IZX0`#IDEo0tjq5h9c1D+6$=a&Mew5#t9bvh9!-OMOhncbnP7Jc)9{gV4#c%6 z-McHu!`zj%25*iJuX2Pb^Mh!3ZEj20G1Iv9NKf5>SDvPsRPSyB$%5COabL-5 zkUF`f58oa6HS!>HD8I}gy%NfEc23IO$z9*KbdtO@nkmf(0}*v zX`8FV*D?NxwW&lQWlXGtZyC{S!OH^9Oq9gxXIDD z++&80_n3Xi!^I_88c{0BLv@8rKMcvmvepIEB7105W?oEo(cE>)l~wXj+{ZX|W0>?` z!DHR|;$3UcZ0@y12em0unX~3Q=NA{47t-iGP-hBEDY*p={H%5s>}HZG-E^|;74dPZ z)%Ptg%TboIg7q8!&la^swcOOun`8@#+m8hgVKmF!+k4rjV&R;_frI|;d($^MEK18T zcRmk_a~(3LF?T(j`ZH0Z^cN`s5ZGN%oxN!D{rrkMUh0W<`cePLqwRcBq2|_9vcKPBY$3~6+otbKR(9wJL*1Vm- z`{L|yVEZx)L6Z|yf`0Ag$`!`Q-}IUZ$(@VF z#6fE%<#aR*xdLr(_i1f$L5g&wEBR0*0_Y0+h8cS+#WyptUU7urP+fQ(u4cn6E%(*C z{`@mrk{L1{vhcJ~>$(s``YgNiw0@XqKhg=~$Ff-)nC=bI;@v1kJ7C`Gn(Jm`jlpSJ z(0-!8)S6`nmQqCsY2LWaI^SQ>JGw0J2Oi$gxF9A@u9LWAe~6o^ZD!Avmqh(>nkrJy zWgiD0ug?R8v7YmB!^2SWr+XKDyC|ffMTGR@&+TN}Q5q-ky*n+{<*7JtH}Vae3vhZq z6I?iXDE&t15NCg9E*J!}EwTiOOmLo+PKI9ZdN999%4BiTDr=wct&{qBg>ND?B=w9h z-O=N)^_|kyoj%2?iFwslT*K%)mIE!mCWM4Y+mp85*ny?UEw~&{%QVcvQ1a>oI#{XifLD`{zyWQkE(MaN(1xE&OVNnI4s-1 zI^Z~)%{OnF9L?G zvK=?&a*aj3Wdy0>!>knBZ074KzYvg#9I`>O+4Z-AXXKlhgQ*UBE~dWwo36s&bs;64 z4@HxeBa(Aooxp`kBZL-)iyK5l9WGc_xE&GBQ{8x~B!Sw!WXRW)b~49;M=xfTqiCZb z6l5tO69vK?7{3=BILF_spNI>}pM)j}Cx-ER8BElAP#`7D#@^oMTnOyKG@ zv!v?ZW`LpFz<>8;?-3<h&O98-_uu1ViIK63vCl+y8EXiQA!OewB8{DrHCe}QD8(d_vSu&Y6Ot`usV|W% zMI|E)+1FwC-Q#zz-#P!Bb6v+@bIr`?H;b=EJt{3+`KmDvUKaF9`OFr7~mOJ2{OC-oj-fL zouqm8u~x6}*UG>Vkx0%) zt8my&eZ)<%3zmf$2%4;Y?a;4k-yq(Ga}Rqyq8^brov)5 zIutux<}2TBT?v)$#pVQ2$eT-e0Uy7;<+ir72RqY+zARpyBu#s2chynj>{%eK-C}}| z&X?8Qyw>2=LUs%fTTaMF`yVISa?2#(940gkbGNprzh|>$=lUybP_EFYTvxUi>!gk} z5$XU^uMs!cg7V)lts!?NxFpQdyR3Cpj|M_%^X5aI+PJTww^89~S`|PWipEMs+u_9C zEWO?SF?a@F?-Z0PSLQ)_8g|B&?#22dc1tYWHs>-M%eAc}Z2?Z&1%$$$=SYQ}&;HKp z;A=dn{^!b36G!!4UnVx@zg)Gpw%&M&G_}p~V62lEe@AKwtG0Xhp9{(S?<>s^9EG4U)jS8W+0Z5MT^iNlQI|Xv~4UIr2^5!;O zad@pcldv3=2l|LZ9o>wLlQk1!f&(mIt2F?)Ge0`K2eMRD_DWH1xi2Y)>>*HhP-2pG zGSvIh?2OJHN`8@%l0AVYS?{TtW9R1P2m{_OC8y-W#eH_$E4?S1FACrM;G#vPgWIjyvG0u0_K;CsTxrmd`r z4M$P^?4LBGwja47S=@*a057S4Z-6AHnf{-88Y0z?l-tEj01e?AoOZZKlc>yZL?``A zYkOkaF=F-n?p}TzE2ls$NO<-oADEy0WkY3P+>BPbcoK7{T579N_U5u<=z9uzwCzz_ zs@iX8xi3R50q%Vqw>Mv!_b42js`s;Jlx&N`tqR6qP`_B5YI_Ed`2maPIewfp=Yd->(ucgMZ- zLf`(1WsZ;MYH$Fp+}_=v;eB)z{_fz9a<3by0%hu*ZDG6On3HmgmsYcQ58_ z86#v+|F3S8CS0%5@$EO@IC>5^?*cxeF>Z~uqvUiR6%^G@$7Y!G?8CFW`S3~*p=3+# z>9n&H(%@q8JJXWTmd2IeyY+ybn8MgFyt-j6X^F zG{+!uhdKJ}U zp<_(f3^qgOabfZ|y8=lKBNU?xwX7t!eJExU`x%3K=Bo6$AlKh- zSe}x_&WFp=Hq}}e!sYyRxBng2!AfWP4gHhPVu-b@e!~R{Ye-a82jJ(5eq#tpSucy5 zgM9ta5FYQ_cu=v2wH`}!;k?sch3RVYV8_BTz%qkrkIv6V)k+M|lrrtcJw{(b&E4}s zDdN}AlU`Syp*sScu@A%@@G&}a!vjXF3OvNUxw%OTZNnP~v3oiOmc_YV%wz@plSuQY z7NZetP9B3U-(nribiJbezL+Bs#AgNV2Lp%usbv@SxX1LPW^=&Ff9dA)3pj`7^kUYX z&;QAJ5fK|ry9sz4_KuRK1WxEZ>53MYFXe#@Mb`&j_A@dzJnlel-n%)+=Dp@e;S-3J z>nOp7tBL0W(To@kz2ev+6n_^Qi%xf4 znB&ro8N`Zk+w0DMJ}`me2h~M`Y&ggY`IX3NV8b(fCcj_d0PfKsU_^)Ge%6gn>!DS* zG~q{njSuF&#PDR%fTAe*tbcx?o=I=W+c-3zl}To(%JLDgzCCC7oawnN1^(tfZJ8cE zY{_>3xr7gC7iSyIt3i%&o{Bua*gT#^1UqjntlQPFXv61+z(HMJ-G;yoi%WapjI{~j z>!V|MG-0GaEjbbI;`ao93*GiXD$T(hcQ|wHpm?t|iY(FlmKbiMllEs%cdub{bu9)M zA7#`h0*2ZIrMIs?p`;g7i?=CVhI4Pbr?j2 zH$5U8}<21wu*fyCkoyH4-PceCyoI5?d zHG){xZNhzmghj@PV69c9w~saLIHGiZl7F zS(;^Q(6^BGmD)eU)M^Csi-8EPp2|i#?n)sm%tW83c2wg;zFZNCw#4#`z+w`GF*@7>g&8&a4|tP= zYBj0^hZp=PcH12#)oetz6TH8ZP8tjNFT6 zsAfz|w;u=Q9l9_LTVYu*l3j8jZvFjwM+)ikA zKfC!6^3cHc8=_7V`@-@e0#}A3pocG`52?$?jL@@~zcJO-A|%;3M9=XC;Wxe^D%I~b zIn!rKZKq;lSmX3MTZWNFA`d^~Ndsk(^@Ghp3q?2K6YBu$&Q&g}nFj-CPA0m-*i}5_ zH@CvlE%%<}6d%}3%%I5T-L*u2DaT5BPl|JTP*<;E9uBotCh4stVaJCc!UGJ|`Z=sH zA_k^0h#|9$V2lQ_anS6Km@#9?<4CisR^9uixS>Q94}xlRQlX&L&xpk9#`d4vUbcRu zqhylZ3A#D7WI1Bogfb~_xjgV2UbW+qXO2CNjg>5|DiCEjS#DYqS$ya@xAIs0ZrQkDSROl@m|1s=3IKBl)ngJbOv+_Gx zzS%r-?O|=Bvbocd`bk}N(OEvb++r=v4Ami)!)24Q#izqa)pqn_W3{q+eaVfk*+6QLN0ITxCPcmblxW0Y6@ zP}PDybXZ8tCXf9Ax5cV7pS-n!=9v(Xom<P_qeh1mh)nY^%a4u7jOfbA283 zkLPGQvtDFZN$C!t$=x(5dt?x_s#S#VHr3$_6-&q8MJBVW37NLz!jUeMwniFp^M9oc=mzcls5?{GsIdF{d>e;<|`yqP)!j0|CVV%-wN zH({ICrDWXxgk&eLuZ0UYr=En;5cytdhC7H96i1`kZaY@iWGh-TY{dx%Iz*c9IEt7X zsAm+d_n=A74_yRU7<4J^7$CurJUoD&33}tVFYIi`bD0qYJFLyr-wXM*(=2_vQ56KF zLHhEKt%lc4p!ycp{`v1r=C#vKlTnn>sEmmwU=pN{DPtFaT$liE7{uT@_kYqD57&Q% z8nUqENC^H@S5(z@5Ecy5-xut5*{Y69bzC5Nk7yd9iWc zwJudTx_H*uppIj_joU4=T2>{_E7cK(KVH86Aw5eJ%ucr01$>1$pQag}Z4jD%0M)&y zw1r^~)Ea<%i+NqN~v)gdmmu)S?5mJzSl^7T7~SK0BXGJbSSs7Z?KV zMgS;ammYR(X5w0_UnQ`Q|b7HBcTlit(ARUzR=Y!Ia4}2bt)2ZhihwB7< z8g+gk?TupH2Xf_H@AJC7rEZ@9EXJbj#gG1$lZ};BCfi?7Y6@UICe0szzm{rhQwz3I zm6tejxb&J1U3n^l^Vc~sr;9%g3n0TNa+`RP;ZyV&ue_tI z*cvsZl(?yTI+Us`Icpp4$bd^u?H$0DK?y?Xr!Z**7DMBS7BrNn;1^K&_BM^lr<;4I z8#6e!5>^Bwcczv=c+|$O)nlQ+LG*QGucR(~{#4PShm0??6gQN1Wtw3PC@DH_wY4*y z%4|uTh`*vfO2rJC?)4aGpF~bNdnWM(G`se4T1v>btYD;+rue&S zO}?BbjV0fnW6+QndpWFVeRw48lJ*~2D7$Wsd*o%13tQOrwGIG4)KO}?AW>L)>K2$5 z@~9nyaB14>oK9v*jC~_OtBDfDSbIF;R`MeYJXg=Srtmee^IWWgay=AbY_c4>V9TQd zQ|wxXCf1(ob~@MDNRUXH0?Z`cZBSep!7T;m1xD>pizMh3h+FwYepHZTtjkf!tAP_` zYHzWAx7cZngd*tKzNXfe4cSS9lXa6W{nR3vd|;YW!)AmuLbOfUo&y-JQ#Nc0@ixzz z!JR~or%t9890(4=OR$&5PF#?{W&nj}7JkG|=C71F}UB!T-mX7InMD|m~XO9Z_bE6J+Ikiu1e0maT66SQ0u`Wejb!H|a zPUjBK>=eIRX4;j`H!Xp!2crtyVDM(Z9h)AvFydfLd0MUR`nXmxlqj?uk_cw=b+L&Q zqvKv}^CeI9q`=I-$wXaH3Y^g)2yJ%Q+SFs&4*Fxq`nbh7VhvjbuJbqDAaY~!(*d9h z%BOUfX&i%poP@DWpScQsRZCEM4i8NrGLu4)KA*}Gl)WB@s(H?x=rrizvwE+hqsKI} zmep)Aqj(xvR9m@2G zElR?je!F263JATSG5I_)_jGB%^V7?zVAA^QiS6;(CpRiNFvl;5c_(vTW>VWa^j%Kz zw@EBO-E$8%l#R);w5FBOS)8BOT~-CM=~mCIAvZzI--<_0vh<$!QlS9Mw zYU8BOYXeA?$bEhuSk>slZH=6U_1*okpD4M?c}=WoEMi6C{%sY~#UB1+`CG*@w_g1! zgjjiACzdO^uOD8~8yu1NN7P%#!0CCr4PX7PPmX;V-%UPif-EfPB_D3FRgS;>YWEda zOLn>a69HFXgOu$(ifDb%B*vUFm%VjxBgJ86P=8apSaoRoIokk9cd9(?=HBkt)~FYw zo>+=!v7by{xWND=YG$%-J0g$lkW`5ijlxy2{r$(b>GjtMT-ZS?Z)^A&+|u@5p>N$+ zShYA1gHcvyV$hk>twquSuyPB1Jizwj6+)qb6cEvPhY`F^%WJ^IzWcEZ<1jqMi4Ke?NT(7<3`l#6ts!_PPXkFZ}W)h8-5sSje@-(ptrKiC6@r{aHGm2Eua+ zN(+%SVyB1LrX!$`YDpb-2-foGV|pD(^m(RO2qc-4{(t%6h3{Kz(_8X)+Ik;MLBQXI M^JaRL7;Nmn04dILUH||9 literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/pics_png/Scaling_log.png b/Compaqt/Plots/pics_png/Scaling_log.png new file mode 100644 index 0000000000000000000000000000000000000000..1f4df6a1cb909d439f23c8dec283021464be20af GIT binary patch literal 74659 zcmb@tWl)<@w>BKy-K9WqDefMm#a&x8NGVpVxH}XJ5ZqmhLxJK_q`13Faf&-{`aI{H zneYF%W|Dh$Cim90mtHGUT~!VXog5ti0AMM|%W47u@Ra}nTrMgy>=%bW{By7eoQtNM zG@xpX@&MLAw31Sh0sv~`FrL6jur`{b{0A2R0K50!2X4Tj)B*r_EmDw`()KVuZbwVa z>~}pik*>G-#J9xIK!a$u9%CMYr=%ZkZg$*f^GPkcy8f+Y|BJX z-{GXZWm->9IzYjQY-h(+v4|&%N>2}Lh)G`5`&+$Uc6N0Y{psM;;jAj9Bu)2reqHZK z*rDCE+~(IZ@vq+hCAtD3=DVZK|D|{ZkDkN-YgqsP+qerx5X0|YYxf>)zg@E>r=S=e zPGTDchrjuho}M1$AYKF+>Ba&q#90S=D2z?YTJ#@;9V z)2plYv0@kUE+gCni0gg9&yTkmFE4(VD=y<{R@t8Kj|Y1~F-Gy^D8Z^C2lUfROXP-W z)M6KdbbI&vIf7?C`=X=3a7weiu`CLoM4YyZVYW}t57)&lEgz1BZp5tZ);m`1mKqe6 z=uRL_8ye54o-yyv*9yJ`%funG^=^lbGZXhlPcOY-n&a&@HLz<{`%O6dDfvxGc%>TYB1IlH^ts`x}C3 zv&C3BBW%B0_4AbH$EsU~=gp#3(OY17IJMthYTb<6yVoLn2+GT$(lW9ydu$e`^9lT#^GXoR1u!{7qIi?-_LT-jy@N(TcCOK zO44~3>T`3{`Et~4l#kFCR6BXRSU3U@zGpj2nh`wO<+(O`MGw@ z;W8$?pX%PW{l=Mk>S6r#XkM`@_Sg*F+lt~$ z?#9|ggRE`wT^Jm0hY+aZ(%#v2-q?oD!}vqON&j+x9H&YZhq)4pabKKcNhXpAYMCNY zJP~yY+@Ch7(fOUiNwVB%Gs{|U+8xAgLBw_U3DgUU6zDRIkm3&cw%)NXeilDo8(fm* zmJX@5L3s`p$wI#pMUKb(1uVbfe^`4*Vq`HUcBzck4YFn+40yqiDm*3~QI*s6bR%@L z6ia>Xd7rDv_5o=Dv4@Ce<_<3IFbD^&RN7SgPs8gu&MQsULxK_qH}zc?N?&S$K%OqU zahtw8+aZw+X@LzT>w8p$qS&MZ?HR&B;xM^hR4!zn;^{__lPc`E_3bMz8fG_TPVuMn z-V3q!$3kz`T&SZl<}WF$dRts@e3Q$qR%~InnTpVV%%xfPY+T%t)o|SXDeNghqH0pi)<}J?F#gD+ij^2j zaZBqf#4#LIw@p5ra7)0Fjy~+L+Uh#hkvQV2Dld$?+vddrVZf+r{brU*w*bIV!MY1|MT9h`@%UvCLh*QX@dNlS=dntYgDI;eur)R@m$aRX| zTR(i%j5L#HswE7jt4}~j!C#%(p95^=m7K``$ju<#Z*_P%9O_Juj^J1-FD5Yg^|lYu z3CJxctm)b7Iel>YzNS^ZD{>fa+rl)yCn%OPK~=?$d=hg}?9+LfbvEdrK;Vn^_@2y$ zQuHLpmPPPoii3qB`?s$r)d8*V4Ey-b;!K{g%(HV$GS=>}c!SC`G9E&Mq|HkU^|h=w zaC9ZA?eO_7+Ig28xozQt*~b>uW&ZWJ@lLsy4K!OKc$u!xcO{a~Wu#WcCtM<5KSl$~ z5iBqYx*FG?Pu)iaJMUGvi8(v&@|Ewo*?-?E@AHga^k8sCfCDDBnz^VTv7)EVy-!d3 zk|e#zEZv~<b=`v6y}yAkd9w8w;L@qWID*RqX439!x#Rt3Ys2Vn{QtoT4=+1fEiUOJg}u&-|m> z_rx|qa2Q`5=kOmw4M2N!O@?jZ6RMdHSKxhO*Ui+x`)I}7r#57emhIP zsANqL1F*v<5Hc}BlH33qUbjEj*{5GhnV_QBF=8P3Qc+hiTwTHyllvqSJR}t~UzS{K z&$*P&CrfMILa8_Os?bMGy&1UmO}?S!>v?~eS3SF0FPO3?s zN@hj?J?5SMLBaK1!g~(qn|#mW0Ok75go@mmCm!$jAZVX3fiVoXr6w$c*m2j-sVEBW zQlMrM3uvJBy_yVdQ+K~YIdm!CS4CdJ8!yHo7*}{L@r_q|AiAY7fp*9FKbf;w8AGw2 zL!C{z@-3`r9p4-HKVugbGpV*}<>EO>J2ycU22#C(ai2hbbdAQAUTXWWnpSpaMZ2#+A%r zq))uwF+KwPr=mfG`(pbEfilr5ASaZ-LbJLX`L9FAyx-W!@V?}$=MV|Tlsp@!-Jl1x z>>{Qtyql^8@eN^c6kagprVmX%gglz?SH#(U zlv7wh?pLrn5S{vI17$ZfxJN^V%h6b*9OcmPKJ$#5$MAQjlSC;OsRSmCB1vq7wOMo; z{B|@s3b3~YRHXsBdlQRS5Kf?NYUo5G1dL{pjUaiCc_B>&d`GIDNic4i4mn`I2(}6D z&O#RgQKJ1KLkM^2CRIbsRuTac2~kDgez3}70F#JieBGKD5*+XUQ!fN?mNC|7AL67B z+c&c);~ZqW4nf$W!Y$h3*&`p0S>I6qIspgl<|{^o%b*-sX)dKm3o{Dqk_lj8u0 z#jFMSxD>sI#e|`;xh95?0Lq}r(F$zMW8ai*#<}0P#YGw>m>6?x=*NZ%DEQH6LYc17 zSZK$^5}V3{Q)+TgF7w-Y>OtfzCLj?{iP(hwg!fZH!SoK8W~HJLJkQ0=E3EIz?9uAv zMGn;327rkuW(^0nn1pw+-MH3!9i`?g1ZL77cxcR9Gu>2wnr-y74+>f;zj!dphI;eF zjG4TsWXK>Dj(Ch&jAvmMhOQ@)pwd|?8EjB308ue5!o;MMKc`&1o9gWf45YO{)~rBC zaSrg!mE`r$(qL!vh5p^1_}w4U};$ZqCDKsjbV$+^=n zo+S&=Q0=$R>Og`kS1vVs$5B4U-68oP+kXf}oa(=Za@)fj$oucP*r5ubsO7=jbr1I6lEG^^we`f4X~|9UU^I$-EJt7As_8x9$T z2MG>|`uUICDD}%GwIU_$7+&4CS}hPhjV$Sxj@PX9`!|wrSDQYSmyc{TrsY5b6JD9w9+R<0>Iye_!y1t2=E zLS{m-lvFDXzmRb>%lnJOoTtM35i1Egr>}(s1A%nC0a|0Ewx^GIIKG2VLpe{8hDslS z!RdmS+_6b@TcO=y%BHE@3o~!-wfn=YWWLgb3YENGcfO?Dx352nJB5f*Cq&TZg+xDY zIx=HKh`Gvol_5})U`IR_v`T$)Ocj!+#GDQhswo4JC2+*JY)gpcG-xFYi4UU0){=^u z3<1UqNApFb#;ogiOfGXb)>kOxP$p+d#tSolnN)WL{uP^&YrVr#g@_a%lhHG$1<5-~ z4#zv24qy4h+z0mE_u^B;1N%jW(52+h+lBRaf-@-gf9i9dD??r<&VZy;>b>Cw4P@SjvPfI9zo?7I_OsgK~8Dc1y;VmWU8MD~O zKbYkz`fAPLYNPTU0Nee~QT%Cc5Z`4rKr!B2O?CX)@4V0GWVx14o7iWe8~(;qa9k6& z09n6_S%>gBv)@EE1+rp*w?00Ul+TIs7m~eR2u{&UF1i@S)xvcXkUom)5bxu z>~WS$=~KO@Iu5*3O#E635qbuAHJYqB`%fq{x;txk7vTM5M5)#ETf(kn1jqmr)IGSO zr*g}MoS->R0n1SFTuzzKf4K|8o%2*QIx$07$$SWdz06Ge0VvKY-i1}4_pcZ(&f@(& zdOn7NkOCVvB3q8}1}5WJA_>!vUeR^zi)3sj)gNKGj6KzL9x!YmrWeULAy;fL9GCwR}8RTwW4+(3&u!Ke-%LitAj`Uw{# zsu7A0F*yw4*>*W5-v#7t`xORy^Oz#wf{tnX64n!Rp;pI8g^3S3jyRt_$cx@GU~Lbv zPIP11XS97@VnrJ7x`Fs#^t)KI6~;+ny2%dF!Dec`UPoBDM70ZQ5~HD*obX@X@W51w(=Fg}^KAm>Hl z1&eGm+pr{rs5k7P{1IM0XSa zt(XzM4)itK3-mtN2o;ktW}%3%;?|gX8FXLTyN~t*z1(L$O()-HEpeYlPL&@@a96^( z)t}9p#+ZO&3;?+Z@nEeny3+fe@%LG|d%qCFTXUs^70HwKd4c%F+22^iHbi_wl%3=v zW_63xccRx^Wp2S8 zL|SC#h(oFMci%8dCV)~ZJCbdh^$+!M7s^6N+W2B%G_ctqnwBUSYN=SJ%KcloO-$ z%r|xg(@xJr6sEMl+!GcgH1TPe(0un%lblGw-ule>R7~2C7Kx0bl?UBVn2Q_^9+$@% z&-l|)82(k0s^6EL)zJi%&_+O@xH;3>qycS7>|pC2*WfUjNk}*P#QxyR*?PgH?+wXX1OD-NGa*yO2`v=hzPUW;j z>`|@1^(@rGSzn3ve~=cMm_T>GcKj+3;C79=DP;vAt7oMi{!%BZ_|lJDP3lwi{yi3N zm&ZmScPTn1J}X>~`O~*RpmsrNS93g-KV@}o{!4Pz{<8R*$`KsG}~uDwAjHe zZzdOZIbrTqf`b`KWR^Jt|5&Y|)vwFXF3f#GZf2M2(M)ue+kw+`{>q&A$UWZjLFFc3 zIAQ6(ftk|UgKX%hO35_|s>M-6xPZZ%0m&DqOPJp{&qD!-XJnt@-{b;MX)748B0+&C zsR96v0u{nw0hvz9S5LzUfxzcn`&fUDLt6W^i@9!HXl`biUh(%xTWXVEuoz+ireA7S zkbXg7-9{vYQD8=D_vzOE)%~(I&R2N}%N`ZNiA=B)6{tpdqIEXZg^>pr>h9xpADvde z)l{B3hCG#%I+^R6J7puUIFmb4rnaG;Ib@A~xUo3lzw(7s7D*rTN7n&58 zdVzX07e1*bCfwO0GWWK zSdo@+20EEboR>7qX#BlQmXH($pW|=jgn3b?-|2xKvHcHz8p?U)!`mmr;aNcUrzBV; zv-<-Auheg6P;TgL)QM-^P@G zXX51;*)_VrKc%?3#chsVLM+8;+{A5G=@eg z2YtC{+Gx~BNszFSWxh>zv*fFuD@VWCA*0h&c2if4EDIe>;6M#7k9ZIrlxgYmNTj}q zNTkWyK|%RGT~HJtmgq0fA4Lgs%QQhej?S>xl*Q=oC&aky4gj;5!1~fB)52Qf} zvV+Jckq^0;N(|pu!b$aGP2LF?jxi~rgd_r5bdgR2pys1N)GWdL$C zsQLbN$fUFse$&jPnjtX2%VKp1?fw>I1u9lRnOAoZGB^yl$jefeqj#FR;>_lKc_-3> z6Wb1L(q{dvw~`_@Wz1r5(armz3`Z&ib>db*a#t}!x-r}^UM+ik1Eo%LsH>V3O5$1g z-G%cQ{(wfjf%7nW-`r)3rt*qnM(aY^b4slt3p`yTjH%oZeGqqLFeA0ZG#|hAcUQ_2 zOxK+3H|kr)dpf$lC8b}svH12pNc+<60r589Hxc_qg#tX6mmn27$1jlD;G*`BbIMp? z+0)5FGF+kW$V>z?ZKbGYIGh}^rS3~{fb51*qhUgcf>jJTiq0hnmi?F^b3`Y4NO*Bi zbSuXARB4E^DEq;QmNUxX{eTLuAO!O$LgF8}ZeZE8rch;&@*UQE-6}eLu#oB??y@;I zd)Rictdsby)<(2rH1+GsFBQgnQ`0w`Tw@LLHl&^(066p=f^+RE@o0zaLXnK5geYG=BW$E}N~V?c>fq{J zdpA#!BBN|N_E&IQEmy)DY#QivW05ncl^NmUSN#Xjpt!Zw0@4Nc5oeA4ALNelYJabf^JrS-7Bi#NRZ%FE`jpQHLD>xp!PUFBX5tnBvR zJu=2-hk_q4QN^zdf1+rkqq6NvQ-tAaF)o0!rG9R>sKyp#Y2z0M@~8-F_(9a&UIIX7 zy?5B&LEj5v%u&#~b8{ei$bt=WKJQraxL^i(!I{sI!Foai!S+~>@>8H(2Y0XA%v2$M z+zP-vpm*RdS3eiq^sS>Iscxp^`&jJg;CwVkELphiXt;qEDeOOgO7(>}qp@!L?@SH3 z{s=kv#Ub?kabzFMn*1I+$Sp*wO)2mm#VQ0SZN2UNzE@e4J0^^KZ;|xQ2<`BgRDiBc>>oRW#x$MAQ%;~3=QFd9hUivFMIfWxCz z6Qao!I*_~H5E-T(h^{S(27;h)_q6QH3b<+)v2T1Y z9DJ&VF?L5Toun&kO2qiaw||$XwiVdrc4>q^7*tJ**x{Nq;1B-+nrW{#wwqC+r zD}QiSTViXn&KDSREi$cJFOQ*JXLj5P^(q;iD6zIG40LbC#H z@F>(x*=SnOnn^6<(TuJP;i3LZ#k)oLY<`U_T4K|bd#rMagWN1fPUP;DaPM=m;hehd z4-JW$3X*OqbsP6HoNh+TLYDb?ED(n(wkBX* z>XO{yyJh-oSqcV8OpBJ12kaBAE23dEBoaplJ8swa&sysZ_6!|V_hC$xR4~%P9wgd9 z!$)51K9iP5!qB*|&`4+=oPpWUNi$ z;o)++n?$-eI5=^vC_vpSB}I7vm@GsPcT1WQZ0J<*Zw!qtw*MLHE1I?rG5M1FOJg$~})d_-WlBhctM3 z{D*c(AUbX<&Bt}WN6wzc&Jc6FWYN_0wYpsAjhIRfl^Y}5|7Qe=t`QcdOeg0}E6K;j z4Xrq4*oe{_GuXru=Ub^tu_jMjB%REU)c@CQW-Bb(rZ*Jn1PiQqo|nl%&woo3z{~w| z3cHOFTw}IK+P;3$@BSaGhPjtVPdcs;My5-FuwYhwitjOO7yi34>+=wPV2$%RESJee zV(gKZIX}v{>bEWf+k$@-cd$v8_&@&*|F;eQ-#w8wO$qRQyh*cPZW{U<@pyZ78&&o1 zH2;xe08=Ge_Zj}i|A0a?$Y5K9>X!oeZ_hY!!?1LZ^!ZQ3|L&BBhc@zf>VIE_ee+5Idjtg>>q0gE*i17B~j((>Y;yG#C^GL=Rz!GCyxr`vfb{@Eb|>y7x{=Dd5F;PLwD z3;5RZSJ#s2;8oXogvp;Y-s2zF{6cN(SJ>Fg^AT+i9#}D{FZuHU?O`PI7x^95IZtc7 z1s^y5voyK11&1L(-zG`*nSh{V-O$rj(VI`x*=rli$AAuar-MIKdd zm%QgsM;#KETLwmZMfO>HNhd~ovu}*{8sDt$U1zO++ODFiFDsb0TU)hVYdAS$_daPF z^Q*77?J9fe&93p%#`&~>_rqZlEw`XRrm1P`8kX`Ov|DMO^tu0SB2b}Mja_wqem;ny zUgP!w|E@8o^Hay|jIPT|ZPZ9V6Fa{ZRV`ODEd|IoctWhz=?4Sv^PbF^{-@;8EKBmE zHr;sFuQ-?)R!ztJY7R@ba|S^o=3%Z2Pgbu~+E;#I&pD6LYIi@lc~6jL{-*ctWlZB3 zn35khhdGFE^&C}qeyM6bWOaGD-_L+0#>MVt=oCFFl5ksFTStmjGDccmk4BQ&4Mxr# z1xj$lFW|K6t6soL>Bu|$cCRP#l!o^>k?;a$15b|+VHW8Ewxl%&GD$LU9ovgPM)p>H zrOm|aaEf1Ze9YtShoY88v&QXtaXRO~ezkeMVi#WFo)aDZrq3KMuN6N>e5;T7Zadnh zSIn!om#7zQUyp_aN9UDH(3J-yW3jLQ)PdP}KAZdZvn$Mwc3G zM=eu~KFw8rFo%JJo+9Q8%r-`{ml_6EUPg2;+e_B?yuDF^9mEmEqe%AuU@gvwOTZ z*JUo)f}Q?1;Jpi8y|nfEYPCuuOTQDS)sobV-?Tj%o2$w1g;h}tDu44I z_nqz?7GJ#0>KE%u=EDbeaIx+Z0O9|iRdb-N}@ci2Q z<#OTIDt`4Ii9S6FD!>9BDe)HSPn@I#y%l%kqGQeQJ<|rO>0bgKc%7z{UpdoPKdXM= z9;g(y%NBmFx!+q2=d7u|-;18b7+IRdU?AMBq+2~|(77DZh+3wn2N5qX3OqEuC8#u- z*mHNqN=<2UP5bWsXbDb_3mc&p17DvH0v%-?PEUA`-0SZ0<%$c#EAejRks)YqNTfBf z>S(saGVqz@=-|eK2J81kjH8X19_Y^~JgD&{(RG7Hc6Anq?gE?vmA5cb#%sm*CqOtqAxGziPF zqua*d*wIuRr+1m2g?`V{WQ5#T1~wJi2u(j0jSbGiz*p9#=E&nL$HBde^g9Yc&W=tM z4$Bu#7*nW?=Yu5wT{~Bs@-B^y_+G-vulsV7NM+gGeUIN6zy5rKmsoB z_J609$xDGJGxBx*X3P&rM>W({mh@$kNY!!hC4)r{s(i?Z0r|SvB-Jecn!7xjn{KX8 zCJQg3FouDi^Yyvn|-m`BQQZgqQ}n`!V;`j9 z-vXt;4D%r*XFdTuh!Ms97#*HEIKC0txX4dV75Rz(*n@GK;9Lp1KGi(n3)i-*VTAM9>g zP13&Ow*4$^`OD8yvDc@|?jKZCLkPW5yuG*;Jxh!GM016vQHI1uQt+-`c%el6ylf#l zs0}LPHE$*+jOBG3LlGg=0<*8N45cRiros1ukF6(v+4nk9+=urOkt;JLe`nTub=;qq z{T^lL{2Fn8?f#aRgsQVI(`825<#aOY*oy7n9aJ{ZYWMtfX}ri7s}9#BwKO?hc`J!3I(0H289x4^a7YcO@{*UYfSr$Zk8nLr*ev<> zi7{A(uuch7Gx+^`+1NmIa-~K+0)q8m5eRsSWCN+C*KDY)>8%j>U&6u`3WS7DX<(C1%wafJKAgOxM%wB#Z zr;nK}tU3L2OcM04mo2e)crfMuo$K|nr(h(f{Z+{2`Z2Z^@mgI&bMd0AsCJB!FZR0o z!y%4{{NPdedhN>7B$8aZiSU<520oOb1I_vM*VdNJyqLPr7q`2G@rl8>+SMv|t zl_+UpX*XVv)Vy3WbbU2*O-2ysnjLB$$?4>{bs$a7pg7px+L{}Nx#DHY`kG+<>{FNH`xH&L;PDDS{W_+g2n9nY~! zFuMKqcdK&p(DNqOr2=yOSz)pKVu@+cnRwx`lw> za+P;~+NY*RfU!CkliHrC+)G`Ly0PC04pY9njHt83GVG>c=1Yoex zdEIhD>n9kV)_{R9P)|-S+~;(bD^3xnalAegrtUq6@Ve`^+aL8^Vx@_Te?ecMlK|1u z5a3EftNZO$q&-rdM>H`j=qgoRbC#z*V}Ef-=9AW!vkNW@)1_rC{Ekt4p`ov)Klg=r z{0n~2M-CdVlP1n~mtC<)_t1vy=C)PLrMid3-=ZTY<879wo=)MO2j4js2a>D?bi!5) zZtfagQHGqgo{I3;XL?)HRNui=+)>+{QA`7YC@M&}L`?i5a)n?n6oVvvwnFbW-?PUq zLB4|W(ZmFVGP2di;^MvpOi*tY-(noSM)-v%k_nTyba3#l(u z+7WbYY{_D4rc~Q{(yex~Yos-;M$;LbinkSZVKC~_G}1lK%e}PXVn$$D<`GVyWgpBt z^pDgK-+{_Ng?C&{#Y!hL}o>n%_OB2dar*YyY!!e;*Cf#XrE=Q7m z|G5jHzM2JLS5Bg(j_5~HO<74)z39zfp*0V_Fy8SL=^5_&^|;zbdmG})nroVG0k5q& z$QrP4;eZKZQDh1sNpgc-ethGuv$Q=cFKSv*qKFFdn+5Yx@3l*+4>hiT`$>Lx{>O$C z`mCeBoIx=%B|OT*Fq)lV=MW0MiNIlo;tzaAqpq#M?QTiN?a{9%#-Fg9?hUGFaWn00 zQW3I67RCHhF6BzlV{_S?|3j$QYthtC!yr-ku{0FsYd97X{Tzius6IK4uZu>Q8VI&e zrPJB=dQ7Z#z5yc{E~@WW!Ms)Yo^k|=>Y6=b9Tk0G`Y|n__2*B^JOYr$?m8(&2Q{@K z7ZoY`%!ff1QG80jyG@=^wdR2GrfE0^xAhL+x_;urw=fTSwg5l3qqN@Q8wOHLC?g+J zbz=VHm_2dLzBsfMY@>U)hHdohI?JiY7 zX*xug*j$S8pijYGYj$Db^V0G%gB$S{h60CG-|=SNMyg6lM>7%`?i|C(Xp=ZueSO7x zHF_)=CNcCJ&tNcF16O*GX89W)4}_7duPTo*ucmHw@tBd=kY7=mk-IV^F}FrnMIInq z$U#OMH2VGo5%;w@g62LyyOa(KjadoYI8Q7MZ|D8}8u<2E1Fa$sJjz*~UW3o{4S(1K zmG$wvGY@ffNw$~b;1NucFgX=FnIB9QeL7ic+^hS|!D~BL8INT8&k=@q`c%qzBd$t5 zYc+Jtm?m=khYZ@z@~jH?S4tWlc_jdj77j@N7UAOC)&QT6VQowiATVnJ(MVjd=y4*4%q~}xav3m8{Ibt= zg$e(^VusRkN_s$^iZnQszP^8scU+7v>c>KN?p%qr7%M`Uo*vAG^m6o0Oq&(blCX*! zq*5vs+k%S%3tgi&hLM`xJX!pu(CUYPdf?U9r+NmLzep|^XCM>m4DwkJIiE}o=2zHg z>Lbu51oS9+vVvzxr-jtp2v9xgt_saUbx>{XAJe%{`q(O4-kqWyWjJ)OM5XFaG{A~V zG_-(KaS{)uJ}BH`FL&Fc|A2ZZNRC^x|IFQ3;XP6fy~WdS6M@ZnA+9h;G!m>_M+1$k zqxBE^)XdT!Rc`5nUSz-PPqIsM`!Z;T*AO zDKP78mo(8ad1*GO?uW0ILqfj5FI{A0g#Z$Bay2p@Uo7C>DL%ew&WGe4n`+BIJjgq} ziz+uM13Akg$r0t;ERQ~z5j!`nDmvXO4dZ{(hJ|4Xm~{H67P@v^bnS4H>o@=a7Z zw#1#O3ru3ejJlThRgXO+9W+{(kh#JQ8F;b$ph_BItAk<;gN&8hgnD+C?#Yusl(k*S`GjXxXH3iZ0D~zIki_k<(N{Y^Huq7S`K+^i-o{`*T{64FTwk z<%_4Lh=4h2Gza4`olWFbj+rQfCX?H5bRY7)Z4+Xb+gE1P^91Z9e? z$e+F%6wp=nE$(IYL3}<@c(jnt-5~*}G}QHjB}h>WsolTjauBl0tp}{|q{4qm0eBkJ zPXuBa_};@N+JnQ74=VvUk3c6i)|N=SssBYX(5HQ7r=;xBS#Jv}E)w5@8zwolR0?Ky zP}2PC5AC#bx9A*~mhZ}5lhW91w9joCZNLiiu-b4FhWuzjM8q`1t~Hl5B*Dk+6gAgX zHrF@Ok8O*ggg6#o04sJXDC^Lhv!^?|a@+OT33Qus5(8tN+0bp(IjHV~|HT8t5j|v) z1lxCur99uzA7WU9%x++Pav#sdL5sjsMv~DNHo|O-2^GR+jKEYhaes|Co=hV)l<$H- z_Jv2WnqolZS&H*>$Hb|J-6)<&8flo6`k>-nwU;gAI8r73Z5A0~BdpkHq1|TqAQ*gX zEl@PQQGkr?S|*xTfM7PwZHs8`sfS=LE;P;pAIebc7-9}e{=`2+G$R1YWcJ>w+tqpa ziP#LmZEDa&88sm``kQi9jFmh^NIbo=iY_>#(R7cl4o;e{z)B8 z0Zm4a;J1_(sYNKPB}T%pdy8JtK=8xCnPK-J9_ub$2~~o=i;i_8z@q-j=@&_;D@?;@ z+8|i3E(+~r8LA94936EDD zbf<#D18XF(TG>59W$kF+DcnoNvZL@IG;#itdLSc31Am8@YA}}8gLh{H_sX>j1uK>H_5Z1gV2&31e1AcEvF+xY&l-wT+~}7!0)BtUE|RTQ7`9xP*j0 z-<&Kn$@RIpxurkPdEAle#wiATq~WgIo*`+{{kSqmKSsz?*IsY3MJS#R=M-Rvf;1%a z-Ojd>T1FoY?X!J(3epEBj=?l^NJ+MonH?IL@Zbo$rvCl!9*d7G`BQM0 zmX>w`f(g{bCf}NLh{bQ4ikB07nbgUxAr`hao72DQ<<5hAl+$nTAt%aYC1b9HyQiSW z2Sqb$#f2c^l0&Wz?PiRK4L5TaYd1ilv+;H$_*_tf9>rQ#JfM55Z0t>FGe|=ubXKL2 zfC_&gR~_{T(YH;Tup&}g|K!;wp~eQ24T0j(MDwJNj_P0L&(2%|hGj+B!RZl1DDUlCIsLLFAyhWc?d)R^Z2k-(vmNqu z)9Vc&5`1;51|6|R=KW#Ce87>za0QV~`FO_c#@=Mq{b7pH%MOstD3z;E#s-kid zR6NN(L~xD2MZ&C)4i(hU2Ua$%2KY%DWaxz^ znGx-d+#mqs(fVs(g;QA>Hgez?0s4TKn1ncIWh%C;o;iI3d9j19A^eL?sYrwuRLp#qO%Qi*dz1|uW#|ePbu8N&+qYvB`wI3^pfMogH)m^2pPaM zvjSFW;#)UygM$3At$l2V3p>$g5!ku z#ClHn^B#5Rp9LX{Yj8gjrKo@w-0EY4c?tE+n}oV@v~omqe}*A@@MwG476U8;yFaZD zS3?mILmJ-`&28Notsed+_#YkSj&_cU;q)o=fPE&VR<0gifXqF_^=nB0hf=0k4}!ni z3R6I8>^>fIh2lqzo@sQnfEpgtK&UF>l1daqedbbG45m!5ZEpKl;$7g#k`_bzyb@#8=-l6=o8|P?f0Or(fB3+$Enkb>+24bUH zu4n}K1qM@ETzmjH2?5*r=bvxg8A_tTh{VvCidg+zC&Kibi2O(5ttHt!6ygJ0XNJsW=F_g0pN>nzzwa1HS zO`qxd^-tU!ZpIS`S?v|myaQ*^bYPidMuze=3eNskg){Os24i7lO3(*wEB|#TV5tOz z56o^Y;EAp%$T(Xcq9 z029se-npE88(314oFnYV286r$q5VAsQMMFuAL*;)1vWFza6et=f6^pOU3d8F#bcOq z;%U5eVXnqX!Hf226?*!;!Tnl75;uD9-dQ5Nlo8F5MY2|kg)iu!vf0p~AS+YhJ3<&% zD5*9E@h}=`+B}0!@d1>03dxZZXA2=~crXr)^@2QGo`_?h+akg6S%5MQm{!uB|0LhF z;FeH`e}*UipR5U5-yJ?a4F;;?CzLQmW@wG`Azlc-LkPWXK>M>)lo&8b0~v)c6p7!+`Z#}b@&9V&OY1s=7S5&!$^arx20|@Eje{@ z;xzMATe*yc`q8(V_C)GyzH1cMiav(z>O^6)vF3W!$^cdn@iz(QHh$BBaF^J@mb)UZ zp<9uyM1tz$LYwHCG3AWtM;1R37aH)U0;HAY0YExWTMFFx$#;6Z1UZM6g4kxXWy|tJ zx=?epX~$(QomLz+kZZB{g>zJu&G>rrol%Md;orjLNV$f8O8l##U=qio17DGYmBh-Hk&xl1jHQ)HpOlr_xGF44q1s(jW{tq?9O)bV~_}fPjEV z3W(mrd+%@E=3f?Tac0i>p1t?;JfHm)#r|-|i0!sD)3rzbxMQo5+}kk>MHJH24k`o_ zq2~apeE5z6@TTN2*~{R^EO3`%p&_8%;{6QSzy7AE08Y|UtN~TuhzOq59kAf#i1~^# z)dIeFVQ;<=HDd}YB~YANef2=`3k@Q{nkl;9O3|xb6aOYUJgY zK9tdTQ_k5DwFfb0s^jLLeZh`CVFGF(3*bC}U?nW{Ed2|fB zBwxb^h(-K-)PknZ;Yw#bD&>`|nIH$1P)8J8+0;VlYeDtSkRS%K@V6hB#B3=6lgJnN zubpvqn^=#I6nHm+qE;4k9gr@S#aLhO4`ajh)+p+%ct2ya#e)upOtGiW85WrK|24)x za6o#!f6$iqRGkc{QK18~1?Rc{Lj5y>yl+GR?b8;pu<%Ei3`8aO|@WT_hI z6^yS3&Zip##5Wj1CJAzJ3ATD2Y&9*GjEE{a%|e7 zD#5oB<;0a^R#L?#so_-)KN2eb!?fqD{VIw~vqdoo61f$S3YDTMQMB6)>Govd*Hb?%N+W{2rLy#`!-s#z`#s3##*tU2rrps zdgPS%;t0lGErmuXs~Z{KG3l*-nhJq8$VoAnVnYRNVJ_){xf1CjcZUs`V=WEY5iRT-{Ft#h-klZ|-)W5(rSb6GOs`nT z?UOFj8q?HuHq2iWg>5AHm&&Rz7E8`N1~^+h7v9)D!%5gQeZ973)8w@xbFx?aX2j!U zd)#^QrBW+*&Nh7U&p%)`EjFoml6*NJ8jfNM-r+pyr#2i`QmP~}h;?%VQ8)a1r$ab*tgMZEA zg7h4ZfOpq}J3J8@Pnbr>_Nh1-jWXHaayellU(|zP! z)mP-wG=nU3bO7Sqp_N}hl~yiyn&QmCld-=KRefN9^Fbj%rZZp z{r(!aRc%VM{K@v&=g@!G>v!L-`i|y)I(WM-A|OD30))`U%YR?K6o@s{{t2gvmVN$f~z_Y)iM-zP;`2 zH^N_)d-49?%{D&!?}+pfdoprzoj<$Ll=om&`e7T?uf$&cJ*^ry(qiQ``2#T=EP*_9*U-uaRmw8(1Ro0n0S5JB_}touppyRnAi&93KZ2=VvoP zmD|;vIimltMbQ$opaSq!=wcqcr4;-ULW9`2;+Pepn7t8bqL|UM{_vh5UPtlCk+pFI z!Ct14Iy>P#aL9zPDN5K0F3%c|qK%nvRkLX!U|cN5E~{3Mt%~5jY}jTrQ$aEVG$?=s z#b7Zc}pVyGA-H5B$Msjg=akZsX zy{|7A5PC=*cCeUF>ny(?3tI%9z70o5x#736CJI(%5LH9#y_ETNU;->RiG82~^dyEf z^Lo}az2O|l<9c5jd!*L}w#O)auPfpYpbB;ydfX*Rb2Xwx(?%tZfJ+MHPL$8^ecJ$r z)a=3n-%fW8=sut2-oA zjzmfn;_=ZTHSj&mmvBd*GH0QH}bEw9-3Ay!9Aik4!0*_Z|7muhQ~luEDmqEW%HD$?h>zZ z&)n&s1tLZv2$Z8HTJ+?Fa^4e52`$)QwSZihHjZQE=j=`sfKoM|l9rv=*NT5|n z(M%j%+em-cw&KIpW36ssR0Y5PS(-N62~MUYy(HiUo1u>qrN%qgqlI7b?2;&eOf{yC zh4Ol{HLN*L%;0nfVVi%sAOyAuIhIRG`y$evC5 z|1TYYcR^QCumq2Za`gLbqzhH{hYb-r6xDkRK{Rcgp)Af|wD1$emuT=~ZWnihc+-ag9dZenJY^k3S+bf{HbT8*h<71L4iq(w3 zy4$KSxGglH(bY?Ms|?+S*cWbk8gopxC-~KQgG$^z3JWb*URx7k{&!-p%ias}aU8gp zR2lD;LJhH>!THD=n9Zn#VlB~$}HrRV>eiqj3VB#=WV1!V|x{< zwXPtdAYZ)%V1mF(N6ya=rIiy+s^1}P)&Kb3(m(5u2(HBZBW42i_}~<-SlWv0&}n_3 z-xG%wk(G^~6Hta&i&GpEwbNzhQ4^X`v06M^5 zjSWq6mKM7nJikFk7m(Wx@Oa%l$$As2F)SeX`(d4h^wxr@5sp(1p(V?Y5f#Gy@48ww zgxHaeG9X~qzG#zha`2-L7nOq((8^|__K+(n!yGNjL2G37}h^44+b@fW&>k9&X|o za6(H9PfmDlPCCvN-T{51Zucyn7fOnUqpPD+spI@P_5|5b8$?CN+oICuL_K}^VTDQRQu>&a0!ZP+D5PVSQS1) zuyOWq(BKs&QReVWtjZI=VgsiYn<=(l=;(ldn4dq&?BEst!NP=uT%&~-&8ZFy)Nk_ z!13y=i1Ju+*KKWWbeibp3n(^Nd+mMFO(M<->DH6d~9{(q-n%~ zK@%(j{~XNy^M?MlGef%Q=bMNa$GMbQO~E)=QfuLnbTc*4gBFPQLQ%C84 zw*$aAdu<#Ocwr5?1O3XygV*3wPkiZ~w|enIq+awPRN4G%`KTGv=de&L7CiK_zQ3W- zSE<$x9CmVO6ZGpI`P6;R3ji@TBh(>q>&Pj^O0*=YP6(-G*0c&>PRq`>W0h6F-9l8= zPwQGA97)b89p|6@-BHCmPx8$TC#z+CS_aoD!MZP|d0NxEk$F&YQgqh_PJPD~EROmT z<+Cl_4gyO6b3ccsLMM@oEbbB#gKS} zR4dbNKPv8rplPcN3l@R&&L4ZVxS-<{CFhmyzh71yaXHJ!bSSr~qU(%%TF4-vKIPY+ zKi&0Ac;F8PJe1L@GT(_59%qs|%fnsF-3*6G%JZ+C84XYY#IAM^XYd}B$ib1;vKno^ zf~oC}M=E1Za`@#5IOcxhm_v1u`0zRqK`G3#Gp`kxL$lt7j#?O?5s|A-B!XZ;6D!h{ zd`AmfZp_M0fGVpSEi1{Xun+xGc{$?a41vZ|ZxWcrm-#jUfAQ^^Q%FwxOgqRQW)7|u_M<^)b52lKgs!V)3phEj_JT zOdiY0!{MkB?1%?wUub}}ny-)#eCAD^wwVRyDFF*XolT=dPy{;^4pv98qOMD$`*GBi zM{yr245S5D=fG1iF$BupHo>(f!+UCP0<>j6RMM#7F>pZMgT>XS>tV4i@mS+EeO4{p zD>9#kO!B~TYnp}Q1Cp=cd{J$Bu*ZUnB32NX+M}hFm=jqYj)rWn?v#L0o{XD`p(H&5 ze#-KUUrtt&t}4hEW=aK@Ndh*AWOiGq({^sPF$NYEAr|t{k5<=SE;Z*2h)jqoo)}ZQ zSuYOYqcZ|z+`dx^07?LclS(~GlfclR3A~pXh~<T;dxUfN>epThS+fHXl?|%yKk7ChwvXL%i4AUh*w9N~lZOx25~P9% zh!|pMy@jfw!dgg|5h-c3G-)~i54g+rT+T>}s3k)QwzRZlqFs1sMlcjKa|J}!h$lUz z4IeFYUv?g~4FEx*6Q^}#VQnF?0W(Q>1`Yg4!tUl03$5v#g=LDSObnzSXlo zG6^W9t#rBVjg0L4C-sGbD4z1bG(wv?%GK*TBdpB$WD|2E@zByW={P{< zI%ZkB$X5tBkr`i*?!J(-^k0wUBU6hpeDzBrcz?! z4FBc8On>U<=@H72*^(DVNI^h~zftIwhZgn9OIej;p-^~UFL;=`q4fhlW@$eu6=N^B z+AQN9+QEq{QjRB~zRd82Y^m7{Y=(3aH%AjB@r{bNDpOFTKbfZt1#>cGRy;)3;sf@~ ze!R+pCud|}svdJaZRIakQam`vXg@~}!TOV27T~0q7?T^;Rmr1|FBU$LGGHp}z8iR& z%dU7*8RV}Pr}!_*fxe(A&B_%a?3%^@sFk!dWeVZl=(f*?i(A5~hG6t>pY@Fr9mPS@ zHjch4O+-00aDfFQp_wM_3Jf&S>*C5d<~IHsHf~L)gnN;}sLrltI2`HKS?ndDos$;< z=1f9+{#||EG`*E%joiJ6s9SE7DA34LnF$&Y*Dh6T$ZLMCdmXFQdV4%ow^-xJ3PmU( z8MijbI59P3_6k6&z7gYxP9{rL|2AApYad!C+4l==jP%MAq+)5l&^JbHiOZhey*SSs zk~x(5ce8Kl-08(FRNwJ?vtm0_Z5wRP>!pejX7t`Q?PXepaTa5bt!4vd zjEGyzAd6a?nU{d$2blZVc=HM`6sjXT?VQ}rY#>091+rp;q0IIydKJn;n1?}Es zWKunH=WFE*{1S=$CN3w|wK3NJ8?okP^f+^sr_M?uYh_x=HT-IZ!f#YmCLu%q=ICuNgE6nXB(g2+fuW1s(4o6>MlFnym(LfDcOae_)1R>ZRun0 zMgKGM(S5?L*yV@(py|BN`!tBawBbkE5eg*k{n@XW=Va#SM2Xy?xKGsRjSv`G+6d2@gV|49lX?X^Y2z@8ezI1{G_lFdy1tg*RgH{xAu* zWuX8#mBN=51vsXN7d-&^!$hT!5iMPQrJ9$N=oS+GVuW{ZwjktcjPjG0G-ch-bmWBX zJ@@Bw--lzi<2C9kHF{|@Pc+z)Xc6>%`Is_b(xgY`RvTPu#H(E7q#&*=r`~WOb~Z>s z)c^8Dx0rH;6ET6K-jx@E7Lk}769?#eoPk*vF<1_AkyvRsQtc25XULox;^sk?XM|Jk z=#e}r)0qYon5xBhzYz~nck`;1*?9YVyRp2ICZ2#i*#pRv>08!#-Y;ce!wwi`l{^h7 zcOx(oVO3~#I_srLBW)|PAMyQ&AbpBTQXkh;EMo1^?{@~B-&pvs-#YNXR`amw2SxbX zAMc*$ue=JjCZkuTFYQZ^|+xG0vYB-izWB!vVZXx zKaK}iU9ZPRLJ%uMvh8Gz>_nM9wRQN*1U{|JP36SI6%kS@NH@c3-~g?Zo7W3st;Qm3 z9&L{DV^RsU2oI$+QRCX5XJV{FMeP_5O1FF2H1@V9Wo$T zh-SwCRjqIJ_pqj()pbny-v!`UGfJ}52zv!0hIr@^ZRmejk6`(#O+o@H!@i*8#K?%Q zrorRINDDYvP8mUhUu9PBlK~U)i<0{rn?_muCzwbsKQ!v&e5ww_hCLV<{-qR( zo%RO${cx~Uzuaho;oz=$kO;0E6tB_XDB!scR9h7i$614?ikbk;BmgX zy1km0g42=9dg1{9vMZ`i(`vuQbrW1$5D-+OS{6<0-iK0iKHt8#S`e8ss(@dxGcwDq z1e9BS5j@?kWtOS^e-^$KjMttkjkq${3Beh?gS$8|Q1*ue+8_ff&71RJpYHR!Y{XH= z;fn}HT)H(T2>hkX&beB{kHs}BPpy#1K z7&7FDYNmE*L@kYDjDduPysr%$DaeEI&SzV(-I1KL>=f1l1u#HL@lh3BoO}B;kogbN zx^Tz-4*Ecn^t`B3D+ae>10DQ+^K(?)hg8}t*~`YeS;BK%JV;`p4&55=2lyjkY1?bY zq}@_&rVB`~`_F`g=jQzHcWMN_cr?U{+bc-jF;Wp?-0E(8H@d&GPuX2ZrXL_-#-DU| z|N62HhH+pO&}8JEoXe>(xW{7$pd9^cs7imfPLq7{65r7E&HUYudzi$%*7{~0Iv0F$ z*hil`pJXBQk*T)LkU*Q}a+9!K&lnZMFdfe6m1$<_(8hqU_Sdki66u3s{-oxSf)p>l zp=-5)hx_!o*1`MqcueG8m4TIZM8P)Sfm`%$h&F)ook56z!xV>em@_rM=ku3fgga*P z@Rk{Gn6`2*jMCjg=s(^G(@?`}oH9`Cy>+4fKOHO!Qk)YX<(=trivM8N*H~X-mlb{N zZ~!`sZ|^+dj$3@wA8)@C)J;i}%W%YWj<1nYJjOwbny25>(4pwRQ|}z#JAJp!w$g`l z7%1l;0!~ahg5DCckF9dKF~?^6%1%JK?3%#M?gOnRs-hci9;Bjs9urSr_3U7mRYD10 z#0xeLlzn0h(Azk|`BfP+jtUr`7rG^cZ}Lum-C>l&E-Qv0`Nub^?@1x5hnJ(09KLQf zn7Oj-EWIS|nco~ETtb`S%Le=JKX#^}>VSSA|Nj9NXnTDDi}10N^ee=9bEY7SI$%nt zu;mw1^)!l_RSUBFH~$M5y^xWh3BJeo9Lqu&o{Yr##<(`Fs3Ok@=T&qJ3c-Q_BWq== z?7o~@1=(L^6BAli?|>g8@W29Ptm@B+?poUf<@r$}1pL?=r`&#yOA6o`FvMg9JLJ#u zW2k^mzN17`l_UQCouB6T8nH#CqSd~1Tjz#ZQ4m(Z-q)N(`Z0%fuAP71_3Ej3+Z}Yi z#5YE=VCbGMb<`hKgQUJYPk(|uexqLp|4T3N5(6mBhyc}0n8UDq&?FNF*I0jBG=BWqSUeD(hivBITJUxf zh{YUi%$5E4Ht^+T<4J_Dlm%;Nis|y-QXDVLWa}II=c*tN^{_%qJ4w<5p5acdzqia1 zyY>0=^S~y@k5I{wbI(3D%xh}IN>iT2+;fp6xj_H3g16^qDU3JS_{k!7tV+NVH=}{~ zV0Wn_js8{l?g6h2ynszQzb-F@+QGLm9(Q5x<$(Jod7r zzS4XVA;NNC>Sl)I^h41gaM~R;?gJDVdB@RnFa83$>qJ$b?`%x$<0A+9u>^}bFqc*` z2Ap``>_&1zroO$o_2UCRbt`%{jrpM@@xH%WSFX{E)HB+Qm4s~L-6L}qc+dw0NnGa8 zKBi{sWtpH0bc;MtLXzVT0n)OLLkHao<5?AZOmiS^o&tFTLA7rp!Y+r$|hrG{M*XV<+ z@OLbsaAShPowTlwca~(Xx0fK~>QU(H2)GFsWG~F|6YV#BIMh)Z!q`E2U+9(IV=bW4gFpjI$g1<{LZO_`8(&T1aaf z5J~YXQ#>tX;j z(Ce+2#<7bT;1ydMj`w8BNuwhNP)JIzE*r06-?op`&zF0q_@TlJVjODv|GsACG~dlr z+a8COUGJsVC(_bsjt7gJ_5yNi6&wsaFQ*@VckK28T4UQg0CbS4r>9^2Bpxe2THO<7 z^ut?KmfYa3;1J~<+72-`APeQYlM10QOwH}!Q;e0kBl_t1gG(m^Ab?CL)Ry>SajKQ$ zJDSAF2sPis%;79`kS+kwJegl-VrS}izsV;-13X1gMCEBc9lk z$Mj=2mZ)(iBe8hStloi6JRz#_z00Pe6Mi4ErGIVoA7qin6M+SHQIA((tl}eV=&Tsu zB`g1}ITdA#z6Bjq2tZG8|IzYd5zdL6Ar7G9tpxmScVTK*@~!g1c9cg712S=4ow8>~ zyBqb3Y{%MbBwC5SIA8u#6&l&mi`C2C5u1cAl+nG_dHMnHD4if&p7prpfN7-9a~-ef zxb|okK9Uo1;zFQ>Vw|{Y*&JGSZ)(7qaWy{nq1;Bu&!!537r!igVLIT(%PReo;t-IMcEIH$&%n;M-vvqvhWKpr-tK~fVc_|Ta2`BukNd& z`D#wwB~xU=1A^u%P!k(CT@TO$m&vwE-*;~Z@w1gb zzlZM2Oe$Rz?*8~eT0cV1@LA$uXqYaV6s6>=Q;_#qhYy7()U{08Uz!arR20WDcxCdR z+ZBx*)$GMy06vicu?iRMCeU}g!VYbvhM$he1{_*zT7=P(S3A8zTJ?w0+P|D{*+mJW zd-UYO)o2hux_p{N{Cm92sPDq4c`^GC$UraKF_3T>1_9sYL)jf)<@Yb}$@gtR&^RJ> zR_F&VohwdJMh=2?C){!;Q`ESDHV!fIaJHR{Te`upot(2iErLk*l2~eWvAtio z!E*tke`|o>W~t4m%$QpLVV2RW@bazH<;~`(!xA3a!l3v2%+A_cV zvV&B874vkXB@D7#9TdTZ4Q^JTb{J&`y%?lA^1Iu0uj|G2-zXE2D>QHR=Ikvi+Dj+AW*0@KJ1*t zShdd-hMh0@3V#Py5d1lD{ytIUJe10MYl#rQHFn{O(#!+7C}1XfXXv%>L0Q^8_rRZP z!aQ^m1zJ-j=H$uwXp6|kC?hqLwanWk&-G8DaiC(?%$i15Z5$rjp-&5@_qY57)X}+e zAY5=Xtef{Q3VEr5?g-l zPoJFZ?YV9L#J-v`ES*3!^p2QdTil=sMqqCS zd!w!;Q7B!EUb*7Df%04#8_v`6xc^DhC;&(?Y{h}9QVDLXOiVAhjp#*fgoa96TUzo= z4CFM1w{LBvz#cdUk&YcMKLEqOr}a7BsL@ixNDIrQpg-$kP??3Ou^g5o{T z%KZc&*1EkXfn7yv_u}AHgw{PNzg(NSAM>W72{1Nu0<2+LpCW?1?!DM| ze7Fwlo(dMqDqB{uo+!@M11fHDqPRiFi*JUEc7cn30V46=#p%A|^kHSChBLY?gXIpQ z#tN+QNk1RnMBF5pG7_sB9~JhK1_AQe-O@~z;<4*c3FrOts1$3#uGzSgphsc+`O|pU9WitK8?z8n6SiOJ`8gyStj0WTcx; zoW*_EPzI5F`T6Ja$i`Jf_6&c9N*&1Ar3$K0o-Rb!h2_PCgZ>w zM$tEb!_#;seS6rj@{7+{t8LN@zwV2bmFM^bxf6G6QU@MZybSK6;X-H4kHRpsxZH^i zy~>g?WdzF(G%zk%We9KwAw)Bk1`9iNw3W%!r>GXFW*vXzx@3`ZViqDhH6E&vc_er> z7^mCV-{mzOgvu6irGYo&rf{@~jHwHpfTXY(Y zZSR*8WNAFoPT}*>l<|DJe9FA@yCLzy{|3KgmHMlOE-fVPh7Jpi2wcbl?@!)GKtT2e z;2?RdoxHrr)e~v&w+j6=aQw5GM37)WxWiW*Bee11ORGg``_sS-q1;}dZ?FWH0x*LL z9kaKRL8@@0cPQ|o$m=4b({Ubc8{rIy*I+f9%;hgQ&Z%bhhIJIx(?f02WG@&N+M1 zD?6N;mt!Xwj^|~diYGD0EJ7f8Ky(B9#WI<_3Xb^{9?|hGC;Qx| zi*@UgY<T34QZ9Z5A0o0XZC}L0TI7X;;4rOJoot0grw2 z=%>W}r`r!s*wY@#++y>pSR{u2OiIV)nmn8!uTP|yVL!lm@gBVsKU4UeLMIIS1a@Y) z;#K&OCR8RKv{eyiLc8D_pJRfwwoEst38H6(@%Bb=V49s~WUVx>N@Gu*%#c7b>8r4J zIA3T-8)0Cag3(>7JpDAX;u;b`0azypr}D^rhX8JRdABI~=TICpnRvY{6N;zI@&n)_ zI>kktpP#$YTk|jeb^q@ulO(LR8ck7?@l=U8Q#$UPDBWY%p~2tKA@J_z5soSA#u6WX zYI&K>Lip39kn$Y> zgFIc8Ir(x$q0`q%QRH&Z`&i-@C&tUe;Xd_*{|7>kLp$0eziFCXhuACgxKyY#@p~#B z%XW$7#BOOVNlkz;yx-_2fdtzs5PWW#6Ln)rz`oBRUCsuI`cOc`QY$J?o2>rsJMxIj z`&o;Ny`$=x)H_o>HiN+&RXyLXgVd^U?VMiZD zs*QDkynb#J1!yzkAwrx*Wcty-7%q{_#1OJzY>y1$Q#X%34AcG)S*(~?WNr!;Oz%mo zd!}vCjGmw8^-A6xY3>d~v~#?HSXWwc;x|7m^eT+-oJ!??0>Bl*$OIKAi#OfFv1;I# zoo^oxcQw|HuKwD$+>Si!)Q@A8df8>4dYSc&Qsz5*6Vjk8>4iFd^fmN7MP7uI3;IoB z3aSLAp%GGSt!^%g;^4#$Kog9mN8_*F!&K0-oV^JvR58{!1G*}0K{tKD*sQ9V7^9K_ znPRNPwc!#K-B$w=(j1w_K`!IO=@#mXcCEig^XM#DBRa)j^id;hHHFCoKY(SQ(Bojh zFaCfzj)@TN^uIX+ak6DlPV;B#d-Re2;)Fe=la}*0Us;k zMP3{vvjCdt_PLAPuu`;UaLVAMQCGt&UFD6C`hhS{2eTOSf(47yjx24U9S}*B2CZ{? ztc%l^O7R7wNJ3YZsUD>)mX$;9h)syv^^phb_B#8r>tR?>6=c;`$?f%J3czN&Q|J2j zhS%m@d^AYvuc96&F2+4>3a$weeQWD>Py33ywFi7B3%I{nw-T z`%CogR^aU)w*NXVC!Tb3U%#0_{{J{Ko(~BBSB{JW5INu?ZSPIx>BIR(i3^WuVW<|` z{{{Nh-~MQEUSaF?Lk132;Ksss0|rj(NCIC& zKsg}`r75P6%Z!Slga|FGSD?q`*G>DJ%8}|Rz=&+NwaXBPzZj$pOSpc`1VIdH=w&va!GLs-aHSF2;-D{ z)MFP&XZ@U_7jIR@r=C2^;*nL=SBmB)*+3Hb)HX+~THh`!iBg= z!_VI$`$AxiR|5x=ioM(b*be~pWoqaPxdPDEoa)z*hcXx672>}FDTT)q@;`)@PG3>K zLGC^S);7m?Sd0LcOh6d5bl^ulpq3r(=Cp=LW?RklaFQgs+|B1bc+j|rA7fVO5#^EC zz5B8il5@qCE0k$vfd_$~aYiVL&=dODc@+Iyk_gvGUXq+dc{d4A1dt%U-2u)N zcA6~wgYienT-$%i+VBc>dl9nq#E)@JA89RT|pAYT$)vdu@We%f-YDssMe z(LR~?qrP(@^c(ZK*zLCD%jHkq&h>2@;LB7EGoeg*fc-Zv{mF{^Q`lEh+w|8#+8)Nk zfCeEAzESI2;5V!fr-FL#{GpT6^oqHp5``-o$!=bmf=_#UwCf3W)!`I z4pgX)#zJ58*$)6?-n`D2E6#t<{(c&-Rp=ON&~qtBdw&f-8PyV&5ZoRIhv$)L(~Gx8 z0EQP+XWT^wZP2;ORg{307wcD75;;%urlY^nRxv$=LnAmGh0+x>UFS!GaUh}0(DJ7Y^y2{VgQBG4jL9>73 zgY=mJvtz4pW-rk$=@KW`sh+BK1T(+{b?d=N4xM%x&M`Ur_K`lC>Ppd`P+g8Z-4+;w zPXf#(+w!Ez->Jg$0x|DmR<+dPtjKD+&Z_ZvJjgv5%)unZCTfa46TaYSo>ayb|M^~o z&st|N(Ri?2<-9Nje5bVd^LfZ{0tA71k^oo5M`J6cjwiV|z#SWl&qrP7qlgr8`&1Hx zW2l=_qgtuxeygTZRisSQIOaq^`bmd~eDt_@aH0SQJtwX>46|7_4@D3KtSDTMi`uMv zg|{6F%dvbJ=JneCWMKYC=Z9*Ozd_Tcf*T+?%xZ5-$%jzdu8kAxu7E_ zBIWnxqPSJL*$8LVe$r@T`n%S#mqMg-!UBTj;`_aox}0cf*{Ce;93ZseVh6(qdE}bY zjIf^NhQROm#3G;aP~Q3^fD%m%Owe5x{*{2I+Z#HxI3s1UfgE}nEWMDc%!QQgZOCKT zk3kb4)l3D%CiF>gH>0Op zRU>AHvGiAo6WZ{r2Q^+q$PQFsUwF*u1*usqO(~`_AQEw<-2g&cP#wUywF*5pzNOhZ zJ;W(WH6)#*28(@#91?VL@@F)cfCa~!*0L!N1P1KoaZWjj%s#~Y%3Mg>`4$tpbng)4 zapctRjn0~Fn^}p=`kUnb({owH03{4r0JyI^eTr&CGBR)O@f3HYgHSPr0sj6Vw^{0! z=ZBv?092=)P0$vt`S|3MV5pfi7a&-q>L=IO&dNE@aj@{SJ{vu}*HraHn+#LBA}{q> zC1QYSOAr%@=R!_L@nW}BjHosrCsM1Yb%2YAHIAVogO3L%AUdRDciollUCG$=U>j}i zhEFCcUdAiBYu4F~Ia6!y1K)H#r%R>+ev2#(;seLmwrH1vSpaS7!rnd=y2Cok>zswl ze#7}-r&RDt>1=qPgh0p(erN7|-A!qFg#Ty_15eDk>TG$J?t#|K5F^aJn}>(vW$1YG z4M+hG#oF*j>O&JF!|b{?>0d1%?r%jV=tRXwKzJXWQv62)HI7vH1&UJ#32MDq3%@?t z2Kc6#vy~hkz?y)`u~&b0U*#Ky?U`(|1N*AS0pJcQI3y(6)|9;w3RTuRWaQ{R^3tNK z^UK#q5vDKACoPWw!KMVg)x~Ltz$a-hg9lK!3Z25J7R{)-r*y5-@p#4p5C=w7M(oC- z7G+^x0ntD@^+~*1a^v_H9>De$({eXnn3Qyx0jS6Tq3J_8HQs=%rgkk^aI`3QRI}2G zC`Vmubqsc}1RK@fv^TEx%q`~fRIYaXalLt-Mc1BsaXpe|@Kna#44`KO3c`6`yz>F( zj=*dh=mu#(xWWyQBi-eFkLJ5bN#aFqffMka-|qu|PobNK3j&LO>`xfW-2iG1M^gR1 zbXMtWVA$?b&=f2@wmGFV*T0s!k@Nvc2!YAEaQpp zy@NaY@4j(YSwhs}Y+H&oGEFq=-~8N>QRuview>0PP`3MQpCWIL?NO~Ujx5pgQPrS6 zyIbB05kL;!7VVAz=WM*HCl!U4)28`W)h4?y=!sKQZ+;};R-wn5n*wCY(gRYI%FS!8 zpCDJagN$?iLiq#p-f&L^$`xC_XyC#3dc3$yllfVy_=esUL~v6;zpGZXov&+jJ3x31 z_GpcjVM77W$<}^&WuJnALJanH!l!D#H1&`A)o-+?%7D@9c?{N=2sX|_r6=d=sy^fG zsQS>mGdOraY^JrZceVzH3UCK0$x(_G7L{=GjhP( zOa?I795)Tq2W+@VPr2|CC#HyaR~R%9)R-z};7+d+WAb}7pY2d0{@F=~a0Fj>elQNL9Wr?|;)|4Zr8 zgY7Tp&P{Fr3H@V@n^xq~tb*(ISj}65?oi^iuP^vHIWbK2Uq}RDGTjDY2@82DNUelo z6J(idM*5nnwzBs>F^Ih|eo2E#qES>h=jPbjtJ7BT-;I-X(yq^{>Pr4dw2k+Q;0pDZ z-=Cu7kT>V5jc9$%!;WVmz)8bZA8pKk;YwUF02!FhW)Hg~JfjO^y5!|63a<+q_pcwTzel6#!A7Ok7oj!4FIjt&3-jrK&ILd+s6F*fk`GypHYbAV~GZk04_~hhZ38=07#@Vf}umK&bs8`GlqAQw&Bq||( z#kD$CUDnA~YcZeW-b>MN39WkD+}=3VrqeCz6z-#rql;vc(4HdmQu+E-dCS!DSEwl? zbNlHOwE9)v4LJ-rUd0^RsfUg>Syq+eK@Rc}<4t&v6$Ve-&oV>q8X_}nso>XQ|@3A zTi135L=wKY&PQ*sr@5Q6UTxFgMzrRLG2HjV@t~;Di2LNdsa%p1lFD(M9Jm5!c1Y$- zrAT5sq}vdMI1x8*C32Gac@ba@6!CNf4crFm(oV|&GQ(i-fh$25=`lsEGO0uhu&b8I zk_yZ+yA|g$ji%M<5An_|Yd8hQHcaF@`ah9Zf2I(;*%O*vDzcE=zu3iDL)4CsGPa>b zrFlK5-flQF82LoB9q*;D7xVny>Ba7`7FX~Tsya=yZ}LB(=(?SJ_U)g!w*{o4z3S$- zR$g_^E6zmz+2fESr57fSen-XN_f0q%DZ_iKYLR);l$KNz*HX-bj&HCtaCl&#b>`%l zJ=fhloui+a@`sgZSdhOS4#kpC3kAP4e=4K>p<7k3GZ{T+{C4?>CM{G*ZNj}`7jG9f zW1S#JrNwiP}m;;rnq>=ziODmCSGlBR8E{zU8b$I|RWnz`pb0%=;L78M5jI$k;nnWb z^-9PtGoieDu%f{qtRnJE6xd{<282cQLW*BM3j2Y>uGj#JUG z9y+ceB$y{lA-8b+;<;4A_4Uxk9$l@y9(-`6$AQ1mj zWwa()@Wz#hiV)4LTY8hVJ@9ZrYI2_0O%yzcr+ml6AHRj9m#Skz*I%J<8Hj>XOY$?Q zQ#P4`)ru%`NhJFDeu)6|B?cG$L$#E zwYnvufK@07K%m*|68wsL$>-a8>mAm~&SA0&o9gf)deIVK*N#rt*Vnhh&MoBP-NT;t zZg^uju6DoTS$qoS$Pbn%e>{D8%oiq`565i!SkprVv;NlQSm|$!~(A8h2CITK>fM zB-uB$m0kA>qDO}xcQv6(#U1kgOjk9>YzqO5zrZ^_Dnc@AGpz$7sut!T_e{G3JDtCeJVIF+etK7CW=zq#Mj zo-+J-gC+O(NTCU$T9(ddaTOg~nHOPWD}#H+yYDztrYevoWY)DHndm)5e8rhwnnLvd`ef`b}cy|9P6XD7+zbIm5q?N>(sG9-|rCQFFc#Wlsl|W3E_ZNGG zmuEa#WM2Hs=z|GvExnq<&Vp1Oiv&pIdGTB6>w~qnk;>(VY905Mkd7i=N5hRZXs(id zTCBBfy*07WXBfpF-srq)trs!B!Q8Ul?>Nmketg*iK*@DUots`W{}HeF6a?oG>Z@K~ zgU({)1Smf;g81Ybv`e-lv}K^xx+0|Ah)s|#mC*$+MUS+pq_QB7W;~ZxFPqx3$hEP( zpow)x*uXH#uF~v%K_nBI7J}xiU-@B}{axwmn_G|5h}Z`n=U`7lJ$?x47bj${zun6+ zus1n*#KEJ92)1nw9oS=YeTPjv7&xELF>3?TBzHtd2hqoC2+H#2Ci5RGx2U?_w~`+L z^`0;}#v&bWBiCoVZSoZKuIi32#vM{dOcPg`S#KQ9ZfoYmYu+HfiTBh+gC-fpVY!kK z2kz=3TQ)j7(mbVOql%hpw{83b5}3u07LS2zr5`YG=_xf3)$BaE@wimTFZm;VR9pPZ z+rV05=sRJzey0L6ULvN8c-<8Kv`BRmh&^GM=&)j|vO5mrZ338o>##ws#QjZ!rSbgx zxdMOr)7t0R-=P_iQJ*8;dd@2xvIYVTwHQ>lL>+v2apUo8Jb-K8zq-~1{mah?^&R(TmYf?AAIM^U-$X-PxJlHAm!Os_d$ylfEKF zlUB1?ibIy>Vs1jutV-q^oDlHOCRDJk+)ns?ioUD-grpMDTDLC`><6+^qBlg$?{gdET}%LhM= ziL&wl;svuAxp=EX9*9~GwePF4B@`GX3ke=y)5ig{#Vz{pdHD=VNcFJ5@&drPZ!ikb z<5g^Hh`-L)+7CTW^fo$3j=}7%(D%qDvd@7?F&NhYV~{QVHBVr+;X#H}V%OJM@ib3A zdXShzvIDDba*mKCLaWAKnX^f8pZv(tw%NuC;UdnQKn7P;5fE&lWB^G0br+0Ja-lPU zY6u;*Ug4vIqY7v<|Ad54TrLaIn4`X(o;sk{eQ2BA`C{1g_12 zhF2k);hHZ&BW=ox8z|lgzu36P8}c3aRZ_e>$7JuE(0>6S3lj>;u+#2WP4_w0GBYUz z;`=}K-A09Ph{QfeLc1SzNma$B!&)f+Oaj_Gkb(cc zP^6XrT=T>g-+f++pUBm*VM0R*{pc*EIOTk=%d1ko#lHM{rHJ+#)kGmrth5$`j*w`5b`_y=DfXv~WX2&yJQnpvCA_w}nv3hc`<06AT$5Bmd zf1=UIV+lOe34Iko0$s7|a+O;{;8pSGUP2aAeGaRB{omJzwChFO-Zb=cOl%f_cwGN} zyYp`)^2CWlisR~o?!MT+yWJjnUUdt>tEsiO9~X6dzABm#?VoM2?!1NNs4^*=hTK~5 zK4#}{8Oe2c=D6v(cyjAJ)-1nhnF4rDbTN7ac-6}j=rVa@scBNbB_D%FM^bfPx6Pec zcmAGG4}W9*8!K-)J!JZF+(Z}_Jw_oQ?8eY}9Djv6y{a}(@~bIjrgmf#@ZZRrRW_#) zC#B@aCh@z=y)+usLgBfYt&q!L;l=*n6ZvBdQd9N+CCVESrkbv*zsY+0Sek+u*}YJ~ z8ZJtzm{YV@&E9^rPTzFH_Kt#p-s3dns>Wwb?(Jus4qzOh1^k?cW=dr(staf{&6ATU0# zhk4C3MXQ+DP%Y$wTz`o3b!V}6ab|sQAOV((am92t0pDIpY#|!mLN=Y{C z-wL^-R*;HWdIboJeW@xgBktQ!Axj&5p?w2p8d4I>l?BkWr5YzlLP;pGidt=tFy+vb zp)|migmkNZXt@Qp8Q8rOoMC+{!!+NwgRf84+qM4tn!lxGm!9xCR;({UwKyd_MraM` zIc+%!j$oy%9K}ghIRqcRF+s`pHF~w}j??6C5H~+p+b3rttHx9bKMJ82gV)1jW78F- z89081IG^Gj>gnM;jmKQ-SW)Cc>Z4=3db)QXt;j_|%<@(Nf9T4bxcOA8CS3AM#y9`l z7#;@_etU%2dByr1AGE5X^#k%CPvZ{qa!v2Et$;XDAj zU-pz0{;y4+@4xDIMy@*i8FQEnzkK`m;_3cp2Y?4Dx<-VRglxJ8l!E#rs2;F+@aK7X z(lLlvIf0Tl4>_KgNE#~vkO98|cR(@E`rA&Io`o7G<_!RX1>6L8f|0<8}^rOG)PA@$`rMk9v&U$vjKmNx%UGC$wfqMOQD8JO}1G)o)XU;kE^dtg|42~ODegqlGg zg&9iT3fz{={t0XDiv2qXyc^B27B(W?Dfk$jV(_#(6|d%AI@YFgq=^vi3$$kb7Q^`Q z8bSXD(`+)dnpJ{&wL4F#U!;1l$dB_^90iST8i^(8-;>Z2!&At0y<@36k}K#T1rDjS zm!K~v%*XbXK~G03rjLn=;e}#&xc;D5e@^7a1G!9YKYtDSHiCtb`Hn6b61VbNa+1cU zF6PQE3lU3Wp$WhJym{Y2fk$wi7nHL#X?dw6j1$84uWL*))&7PBju0?RrdYAkstfZy z_$60<{u~e*@9ylt4KQ#<3${g9h;SVU0cDUKt;`*IQmwmhh{+X*uFwSS4u^3O1HNVh zZHw|aRgSAgKo!p5y~qz(^Mnf49oByD2q&C}0MiSKW)be;uM_ZVUUIlVstikspq}Yb zFsOR3No@VrTB_`cE8K3dKu4d;VV&mnKU!>Rt3Ix>ZvC%zQsGp=3zY#~g+rw_7fNgW zKyEU;e;O*Yvwlin8_3$JEH4;c{#o=iEm>W=HwPo1B@mSauUVgkZgjZRwY3?y8QphS zvcV&S9vYsYGyT%MZZ-Kqo45W2n1i0H7KxqN?VEo`f{^LQX_Oif4|MVU1@j)_f6%0W zBlH7n5>|~~1>RvTI&n2YDo(^VTGMm)NYB&O&b+8ZAa!EvR7@}Q<7B5e^$2}0-ug6m zt#4bpsrO-Ax{Q{TnfP^eN7Him@XyAu&G&C-j=a?C>i0GzU?SU6C1vDX;9TCTh+;MG zYo*&y@i4Mpo166c?;EXtC{u};een12LDBUe(Sf$1zxU5Gd?U3~hrX}bf_MBu;G6Se zVZ82wG1S}3wWqVML*I%Jar)t?-yN2wOUPSPz9l2%OjjZ5*kXc!-}H!B%rj%mPDbuS z#>|4cvJC1r{UaN6x+H$<_Ee+>Ez-? zH11ShO=B~|Dz1{nkQt=WtuelcPDOH96#UZrTO*{47@NO?wlHMHv#;>*Qs5N3mc<$- zttr_4=hrch0-Y}VK|)bi-|E%a&Oh%myt3@LA=Hj3mh+W;GI-fEupaEFobq3z9$nm& zjPM!iVcdUS=A{^e+4hd7Z=?I4eIEQh3kHmjnwOu6qwxo692ob5ylK&aZQe!VKjrye zi}lcJ3pd$_INK|so=W;xtQ#`cXJBGRbM%E1WQ=kb@Go< zE^#P7?BjXQMKZ~`d?8gqgr81S{*`TKGvGw+G4*f2V@hbdP7J54-=7>I;_y=a_iLf} z!Dame!GXcEyeH|uLcgYY{xW(NcG5mE3+9TR*IM#<;X>qi& z0RTzP&6g^<6mf9fpAmV=`sMy^3g7Ht)NgGgUgubOI|>!Y!}tLRQ5I}iKv%(@g^qPm zL2vwzCL*V!jwxQgv+77Q#W&5`0-I9#UXwzQyT#`t_fm$`?z#hbRmC)kQQ~eU3R93a zVoc|23N=_oGPJ~l43=Kxg?lUX058I#@>j_trcduD*yLKIgz9TtLJgwiEN8Ntjl2@F7Ms^_kc^{MwTF zu^)C%gFjl5=Gdqy z41~3_rcFmbsV@mgEmR1s3;(tMc&Q z#)#v+{8J|ym%N3dc(k}K7%u7W{9Ol>kQ|{qSMpD?fnD9vKQ00POXxME12pR?><~~T?NHzH0|2!GP&8#vEcuSWYf;9Y5%2%w z+KrZ5%<+*X zF2X-+IT=a|siDRK&Sm?}yRu{^#BlM%|f!cd+(D^?S9&3!NC8THw? zm~_~rai5k1|G)?(Tr-x=g32){r*NWau`0yf3$=zM7(hlefFL@ z@V{EV9G(_hA?{z0>CF%~vRfACtaXt5 z9Q~s|F-%kMHbkOjbo3fYNo`P(phDuv%JjNQ4@p*KIaGx^KKl^Af?j@)0`$7adS|gR zhLt7Kv>GB^AUWLqXtiUBOj*m4c>|Pp+6ZX;9z-syeLx|AdlJ#G$Iv}Jcqi~N4tm8) zi%~t>8~ST%{@b=6uDX4K$Xy`Ap4ow7@2FjG~s(2 zvN7xf%CL@aakUW8<($@Emq1=u0_co^x?R?bOf~O>A|tN z)GlQUKlZdp>Tm@`V7Q~${Bzq2PaSL5G?6oX=4_r8G>IHG_}EI8q}dDshjXr{=hFyQ z8A4d*a^+rz_4aB+3|sFwTQu_5e}KPWa;9XMXir0@$+ISn6I(XnGsG*0T-->hj>nfe zAHGt#6?;ZhxvN9QwO_`AvA0?1YOHas71W6`xm%MnxI_FgR%PnDKlyKe7{0zb81`hY z2%VN&ZA)3Nl#kYI9=;q(z!*ESfCaBQc^plc(*$@$b$X zf;D*-XROr27iKuv3C)|vnW>4snk&sp;;p0a zsemW=2WmDh&%2cFl)Nz`bYlPFZzC8z51S7tM z=4@}KRjj}!DI^A;p>aqUFrRavzah$rua!(@_3_*jSjS1qDm|%3=hu6r;c|OYUX-uU zJcV?^?OA~;vT5;ncI;7l>M~r9m|Z*@@0CZbvEKhsd2lU)TlWPuqV-n{CRskiIqTDS zMHog?I(AZqD9tZy6P3^JA2-$~46p;*FYld?4u(a<{X?C+MU%LiuM(`TRC%JW+c^B|og>bB zF^UdoGF9#sN`#7-<%K~}|D`=6bp+;qhoZzfVan>37jM3+UJQRc(-SUOi>CUA-E^JK;Shk=ILs&`X^R-sPu@Q<%dF1k#qD(yo8k1@wcq1?tB zBn_%OSQ|#9rcKJfgx*S7kNAD1WRF_sJUkqq=ih-cOfFXdaGoZa##fiGhI|G=!QtfJ zX63_%>P$&pj;OANUWcn=t2ytduWvR93SGgvfb$XU+_TR02YKBv`ouOfj*c)Wy3SML z4`T~G@bt@H@^~wXG`o)zuQIza=nJ*vKBJx+p|ZMI(P;FG=lU4qZNn6VvADxp@p}5g zwkI-4vxhtq^fT5J5?D1D1H=Rb*Bc}dER=F^y)iEtI7678aMyLh>}vv#(V&J3_c9Cx z9&oa#EBAbr2`M(-FCr_G1ndZz9i)tVc)VZhm@L1oh`ViTNCM0KBDQ&6n06#{M?m zQM>9=0D^|Ly-U9k?VJCn9=$Grb8&m|#~cD@GUwAS!9gizbRcB6E1tg88ox0V(z&O^em#9)*{06a9j#;u<`*U`!JTsZ-}PNWEb^NG`RuCfQe(1CSO@bA;7 z#Y0zHLwRAAbyLBy<_eDejSEqq0{=r|zWq5aH)|yK+IjGz`$?ftTd(HeUKv;*7=`~I z`>38256+ONM{QI*%%!==OR&X9k?Aa9rwvKgO$aB&1rvY2$t{FNgyZI8#fnmORlb0( z90*Z$f<^9T0re@ZCB6MKi&3Pj04tJQ6W0Wxf-I%v-yF?18`3Wi+RyEDCh|q9(=>J7 z%4gt74KaAjctcg_o4@U#{yu5BmO{Y%pc&%zuiyTfgu|K$u73bj9eaQnCSKZ+Lo|3`Nt=aN3`^m;XBPImEmkR)+?IwpwN`dG*7 z6zL#aHLwP6{DTU<)zCZ3C$6fbNs1})4By>S+F=F3=C5OzK1Pkno73cGF)lovI7>61 zH^|C!sb3V)x=*rzvM&F+F49e2m-6)ej_=M6@sRdF801X0Glo*~3k=BJKtA}{K^$qx zx!V(&GtKZiTQ%2le~i}VLLA>4~|d5J22LfpQ?sMc^L zltE5tuK&$^$tNFZ2sk}s#MO($FNzLq zNJ)kpoPs0<8SmB);ya8J6Oy38K)YwwU)+VtviJZFR`5ew0?su`%j_g6?$*4Qe03CX zzp(bA^@sR|6qnq=9>q1JV;J9TX0IXdt-K_BlOOtX28ocU(EpZilI@kCNGzJKG9Hkn5xBsiSS7y?39`X@XL4^TPW)z|8mY&GQJC zRaIMCjTI9+Yn(9{?#bL`XZh9aA5hvrMb}~T2)x-&=Nj^22(0uo4rU0Bvi%aPs6rYE zn{C9MKSJq9@n)+a3{M#%nYc}4%zstP0(z@5`VMR>itrEtxyhTaUefJL_rF`(WU|Vz z*xhf{&4Wo`FJFI-ex>~DeNI)E510>MFGx*u>#2V~_p*wWJ`b1~$2D0x18nkeTyu+} zYr1R_dwe`WHacdQcokaEH2%f(o)2k(bDf5ZQki<;a4ZRx@S|MJ%UJ2#lPSTsz`*dQ zB&y=2ctd6D7iG|al|PT7B^P}%=Ihg)3HI?uCAQ%fiMcr4s$usBheWzn< zl$ZB2zyLPr{Flw}n~W2$SXr7jtK$(da+T^PX~lYrL*Ckd%?r!rf4hWpQBDss-CHed z`fkUFJg`7)$O=|RT97eS`;oB_-nL93ywzY?QJk^tlKevRwL#S&C-?n%xdqpppQcxg z&ENBOI(Usrpda1HSQl1TCq^E-#7KTR4z0J-U>v|IDu5>??Q3F;20{qlJwq@`QMGp& zXNK7Gu!7_Ew`~zh+DhI<=BXMFo;+CZ=Q-D*VMtsZgjwUcl)Q2f_)tIkQSv9f1d16w zcx#4ko3mH?_Z|8bt1rK`lQVR8^;+&8b+JC59&Ap4sM}rFp<6$@lZ?Y>pYeHp6(1FB zrc|_g;k2uvQR2)6MN3N{f~6A8SHK6F6BDF=f1^I`xX@e)SyXxfnT8`aqT+s9v`zdP zH$bF)x?^q8gjwnVdO)x~v1j1(_iy*q)d!_>lifFKXf2c3c(i}Vnau-IBw5j;hPn$C zZEt0cTvc{5zyi=WRS2JRmpC9U@7_cs#+Th7yeN2i}->NZ+ zO#$5}ligW4Vn=%9(1kUNW-QVRew?=_ak}^`ukX3HZsE*@jW?+%`DbbF1w%S>ay_ZywOH!PT8S zoVv(~g>-ghdBjwLDjB;(ay37_TG?T33=N=(mt0y8y>trIOuL@Aaz|D}Juie(c(N_k zl~~@Y+Rr}yy$$A1OfQa?#skAu-zobGwR|(n4L3L2TnefX3t;1Uy22z| z>eLyxzDv*=ZH(3-Aftflcmt60pgi9xU|-)PbQlK!$1$j9N+y}^NF}68#<;-Wf9Wev zk)*#wOWr9%b45BFI^~<4cK3`p_n!5M>kNquNTZ@|D#VPiXzLRCQd%BQMdi7_lyx_Y zS^c`VRnI?>Xia;T2ee)oq@j6j)CND|@wk`MQGGQGvV2H`o$mfa_|^i-?^LD**9yro zZBfbA;Yy$jkbUqs5^kZOjI%qAE7a4o`7E%Wa#QPuiutZ`Gu`|0oWW}+qP6p_yCjLp zELEn6J-vIb=4^-Tg>Vh?CpP3H!@WdJ>D(<-jRurXnzwKs;^a>2n`nZB&8zA+qd>ge z5_iVwzA^Fkwzb7e?RDN5Yoev5<)`d4@fQy_?^rML^u>?pZ=*%tcx?e7m!4t3s3@6U z)yJo8zUk?t|FQugA7j9A2Z40K!Q#Z|?lPdP5b+xFSKw`+=x0F36aDgH(Ue4J?6!4| zTKy=ILl`(j!CFRreE{79g!|YI(j5L&{rYpL=KEjvNbT>Qn&`mbpM9~J5G(e@xFbf3 z8P2!>KXp4VE-uHF_XA;`?>#aweeN%Z^@)}f^&1J$kPKvS^XJ=v&WWS*}K;j8O2wTYS2G0lFJh{cZBJFuK`Wr@ynTy-7kD zs_43Ck&@{(T*tJlC)udP>Ssq0->+Hb#!=J8in1q*ekf?@b<^cULWa{^cmS7jtw13Y z^nZB$3x#?{qppo5C{ts!nO>9TWmp9!`w0)7C4u{kL6dQRa@AfTS$sN%C1W)q9VA`< zy^lqRXq4A&$W6y#RXoS|fR~2Kg6drPMMmcjE|<%T1_xFDYd{A{Z|w{2tMv(0%dmF- zv@z?|)UFVcm@g9FQ_LoIKIW@i6COFk$mXF=R)YRbguQu-qnN%UO*n$4NsLeu2q6D7 z)%`nayWpFQ_>}wX_h8Ez5;qIaUb;ut1GO|;BcGA%tF2xEK*q6?xiX$ydj%m|iDwf% zw>KHwY`Yd);(Kn8B!*21$M7ds@9)=5+P_`Wa9@%ww1$=$*z@=)evqBf?G!AKMRhCIa#x=xOh(aH)Zc>ZP!9D@IY{IZugziRv2}R& z%u+Aos&^X9SgE~*edyAEGtfV@-nBN~+A)Rq651;S#?c&I6fh@*b;+#G{QmT}a^3tH zN-vBI&(f2m02=}zL3~`_xb^sXiZ5;%-v7E1@>LWZGIA?ZjMgjtQ1h+<+-%}U*p13K9&0Ok zn`F-4oSJ$jMoi*{M2*~A^F@VcLL;!m#C=gZp%$|3f~A|jxj@GVPYk|KE7U?wjaGk{ z(9(;za~pMX&bub{Q*n7S~nzY4iGcQ+4%=$RGW0Wz>LXG$$7Q zmGt~Wbr$_y)>j6T>i_*%;^}>jO4V!1qZnD6`07ehG)zUOkv;|ww!rw>v~Hma|1>V( zaHER>RqoHYjP!HXE|E0gJ-)SVa!3RsW0ISM+RdH5dP`~3D{CioYo_X3=offi8#HeX zl`{J82)6G@G{ovR{D8+u1}wk5UeEtfrh4U7S!Q(|W4X^&kGvKy^c@;I`SW770!F14 zIG>{;>#cAw1Gk%5>H2rMPa%I-v5x(xovb2?3jg^My2RAZ(Dt-x9sJ`YmQh9pRpX#>?$Qt%_4% z*l4A+zu}T(wJ*%$-H0vGKor6%-Ps#3eSWmBCYE7VZOS*Yza;dAkW@Ha*!1sA{%Y_p zq_Eo~Za#PD>Tb;bfGQL~`&l&nf!~Od zn-V6Rw|xXSD~zx2_Rfo|Zr1u7PhAc#!xY1pOz@|B!-(Sf-w{3+{k&2-|HhCAl*Nt2 zC0Z?$(ARJ%jmdP;0W@z`&n}#u`fD;bH+P5R-|LCg(68blchzr|Hwpn}D?X7y318hV z<@_7?ZQhS5*y8Evj+?kV7gOR5Ge@qfsCq(-MHop|9y<#)?UadM$(hETG&0r`Zkn}-3!M9u-D*=zDRH$HK2@eEU27SA2rmt!oW$YtrlSL3~S zz?_(;+S;!#K3V_#i)|M0>OZe-Z-*OqG(CCp_yt6Mf0~=g@e7QmDS99I{)l!h2DAC? z6`0vHi1m<}i_Tuk;e5t9(;j$ zG!D5?fQu=!#=V!etS=0H8LbYz9zHmY0Y&Maplr$l_UH|8k-vigYyFd74ELKd#yO%3RktM#G~VN0{3CLth6!9{t$CjT_NEPM)4<_=-@Q=LTn~ z=vogyPlfEyra)KO1;*3&be3|f^PK{|BqRlKxjUSG^bJ4d=}QbH6IQ7_i6QT&9<41g z6Q{LZe7|v9A?NPhaMRCAU@piACR=VSfblM4R#IVH*ipw(BNKd=M6Zea-lrWLI3jJ6 z?{jU|)*$v1k^Au2eML<@j#Rwu9xFP_Vxy2~_l9ECAtxt&+3I7I6IgIT4^O#OFZw?>SKN4MRgi{er*8zMxs}^ZXy5o@-c`{LhU7G$P!`_1uT*QK(NXP8|0&uh=%s%bP9&-1JEsek?Hr zNH?e(C9F3WC0~j7lvfdNK1d5FF&zvOUEs6-D%i44d7H<(@a4U3!#dnbYCF;?-YD?Y z4VK^lWBvvwp{yk6{5pi&>y2^;h!20hdh@yP`Z)sz8jg@go(A7vsY@5<7Xt@<+B7^*xy>B}^L&S%)}+PRg9Y zpM(FMTfuArl$F;@6+OYHdB(J&PFTwA&&=s`yZva%(v z5Ttq^>`vF*u8!3SBWEQ=&sBgCa|K2C1?Kby+3p8jxGmz9oIQ)b*`M0gO77*h6Jj;0 zB_#rDNR!glmLWDuz}=x{2vMMfFMDhi!>I zccb_-FHK2=u;g>>F|m+@Mqjy-soOa5WN=d8Yhoqh*ZSY{RvA! zX=i*}Tq=Do9`&aWP%L!=kflVfIp{?@w0XX&_XWXH3|g~THkmC-6N}5$)86Jwn6TPY z7%Qd43&o1 zp7i=rhdclOj@{8!3e(T(CA!__LLkO@8A`T*C zZcG{1#Z53gYe-3&avt;i$kxAT zoDSV6WaL+5z^uE$G3h&Eql+;TmCfjzaq=~gh>YN2#bLdw47jSKlViD#(nO^ZU0=lx zGc8B5yvs)h`@9>+3}@id6Q+e*pjht>w{riUC~gAS@hEj2j(aahBlNi5*2?hnmYJv6 z$9^Grt3yyaf5^0+)B(;z|J*&zHXcx@R+Nf|>9p6`&4lOcMguTzUL3`|yR@P1Vt9@z zPWe?9eX8q2c@S&h-YqZLn^Wk5ltbVboxvr007<5b@Wj1=h|Ky_0bZi2QJg1e`EJM$rYqh!PY61bIZaKtT3=6Zi9&EJ3PPq8aW9Ew(={3|{N?zK_#D9Vw@lQ&{4y>1 zSJMjY6#u0w=TR*R%>C#JU2!-QR{!b_CSXzzzck2Rvn^o%0FQ63`N^Q5nC#&pZ6oT7 zukq&Q|4rVUp=y8r{P_r-S^Qhy*L@Zga=k}&#R(YIzd!e`(TE$MOi)qtruJ1wX@ST? zlesfo_{oZ+bv4mc0|0}2e1zV+2?Zrkx0!_r1%Q261K*w{5J}eHD7q#dofG#qes<5# z{}1IyQ?N(t3ioooMtcGRd!&4#1xd5gkcx-jol7NWIvM505IUI;L%9s`s+Te~X{tK5 zV}lZI20|+uPq(paCTl-Qyi9U;qSuK&L4OI?H!n^cRma5E8SU0kV!fB|+?{0TiG2%x zw17JZ4iJtD1hIi4AX8x@52VT^94?n0&-Qq4#rd-Rl$*fb1;CR7U`xu?BJ~;k<$At! zTa3UeHwm-?n>jd$>CPPwHd((;C3Vu!!>Nu~F_?!e*2$fuA^M9%>u=iKAY-=^prjs0r!^C^)!>QPW$rdBdBQr3YX28QqL3V$3F?d}k zw(F4_oumi_iHf6ey6g5cvdp@UtD5q&+6?rQfLyz*NEo0^*Vc{++x8ezaJ%{V(07CC z?XeA2pw3lgw*CJwFROA@&nCGK@@;(-cD`SiQ%f{?{d}-yeXsDg*z=WZPm1Q<^2oEP zY>UmBSV@>f%bNPqFI(pG?hmQbw+(A#nivNI=F=9q#V4Bvld(4CWmtp4^TYkJR1av^mOi2jvv85! zHKF&h#}^;J4ySVn?KFdUeGeXfbzeU)(d%~(V*ANrf2E{<|(wg zMu_&bE(N)*o!z`;u)pqX9%>M1>O{N6YmRz%?)7&O)}q}}s{#(N$7?;ej+V>9uwcE1zoBr=Irtal=k#z^TG0dyZ^oITJ>SEZ zs(-$`H~`RIvF-omSA(tik31p?9ap@iKjm;Y<~8iPn^xqe^|lkaV|Uyo_4hH?{E(Z* zeXOJ$Fq6a}=#6?Uy>aate7+?b!(UX~bKmvjdSZ7E=^q-smF>->DdKFF*OH53j68x< zyFKP_;kPEE?eh-5u!3XgWqPcvfS(HJz&-}!R2x2yq^FrooY>^4#D^(v9R z_Vxby`(sEf?fJC>okXhuT62T0zz?5TYT83UTTYmh5lv!glIryIiL%jSM@)jVt<&M; z)3k|JOLQj|iu(OVpyg~~l$=~DwapyK|#VIEoWijRa9mdfG5dQ?Ku@QptX z?K%CF?B5X;4(=^wiDOBEa<1JdZc;|Q7-}Yoa0c+m1yaB zZ%nsfTD7icpgJ9;WA}k2puhhEPH)NI@ovozr@nB{Qty)9tY&Pg%B0hWWZk2N<9Ec+ zI^&I}Jv~rs0!rJz84|)eM+uG{%{U&y{diyEz72k~|D4UZ*@#oA0!os3z204SgkEa zLMs8--#~&&PwlOSWfYlbaCH-jr+G|JS=esM!ETzE?9jj8L%ymY$XWECItQYHav2#J zBNk>(M@zM?;Hq=bF(XQ|l)A|xgzPRwtcukqzi;Mt3YGq3Ir((%cJM>|bWv$IUupi= z{f%Qs9-d*vG<}lhU;}kxAM6otsn73LYAswZ8#sQ-NP;k!E2RKq!*CV80Y|3*n3ter zq#kS6{N;S5D)Br4@-pj#7}`qpwwZ$KailcQuu-F~K4OZShlZsRw5TVnl8F4t4>Iab z(s1$vv=^ijXc4#Y?uMIMKu$k>%0CK=shS>wcmIrz<`kFJ#E73ADiql?H zczO=A80vn51~OK3<}yC^5Z_#`>3S3#N(wy(B`tTzG|J6Pg zGfuLx26}PQb>=;o<7-LB#1WKh9>7VCsixhPTn`|5h)Uz6GdWNk69f61-(N}DSEe** z@7dI6k5>tmFhS|v)uYP2;Di-A*HU&cn0y(jUkt;mEClEn!efBH+c@kGwR#Gy+pnbs)v zFItz23$H1rL8IY=ScguIHwJA@L0<5P8ks0AMI0mU8GdIaRFEL5T@J(y6mmIUFt0z@ zns`P;+IzF}p8;a(4!f4FvVkt3yc6MU-~ZTpki_DHw)g{t6gh`~m#^kR2hZ6y9?+SF zt-y5)0aAN&JL<>lgJy@Tre~);TiO;b`>F}D`iU|d=$JpC6tGb|h*3EGrMZORDo(oO zJlR>IU{2lZu}8aZ0-@89RcIVt#Oa~z6u@i<4pO>&BzE7d`mio534g2!aXv2k{45_2 z54gYgEA0I!NpwWg+Q#KF(G?WIheRjzr$SlnDb)$VT~V3?{PN~bdQLXacAqK!tQa_2 zfcJ3&6@&4mBKA1+b`WME#1=HCEX!#Xr!eZB&EBRMp8h810GTd>6Q?r zyQMpnBX}3z@xH%%-#hNOe>sNZu=hIqti9G;b3XI=Y-X_IVXgO7gKY64mG>xLX>I)q zNeQwi<9-^#dkn_F*3Xr8VuwT4I<9%15Gs;I8KcFXymo+GIV>Cg$_Cvrx{V75>~o!9JiHM3xy0M`VNcd4bxLazmg#+K7&JTLNp$%(KnD zz^SrEu3cPE_`0&Y=t02WL>1j(ACt!OmyDFA0|jcu$W25hVXA!aqIH>1D(`P4#lrqA zdo$=Xrx}k(q?Rz!lr!Eo1uZ&$%>Dn^H7k7pD5fX{L-yMw)q8#SR(Wzc>>`Z2^UZ|wL--qHS$NLvda8|N*s%&qa0Ph z^bMB!i+^UwrvJHCnij(T>YNA@93OPz^#Ld(LA1eYIr?AiaF82S6x$lS&*8H!rcW%vW7o6lf0*ykq#Ya(jrM(v5-``E z8(q$8Jg~R7OGvSW{e(hlOql1W{pPLe<7LqCn4+2F zk@nitXq5`dH7icvK8ljjNIq!4sS3$PAk7QotmJ9THpU&7#2})zcznh5Th*du>m~VCnW496YWZG&707 zbG)5yI1PbfYzc2%3z3|Oc(y%7QdP!@{KIuT4x|a85V(7gmUfhxnWwqZi94i=7qA@b6ik)l9IVPm63nAsUgLe+ISrsq96O ze)9Qm5fa#sJ|w(NoJlYRjO&c|wj>L`86oaSJ)ipo5HX;DaZg{6DT^s|YpI0(!W`!& znR>g@d+EV}5m(@{B|l1e|EwvW;4Kbju{Rk{oT@x%yJ!NQXyZeSVH)L9T|dbAc}sfO zL2}3nZV_)YrHP|#6wE*tWyz3IUgTr$T9?QJ!7H(n}+mY*V#^|HG&A|6LjB=bJHt)g)~q3+ZO48S`OvKwvy z3z+XC&nwMV1!17@*xpQ~YgGScCm8M-r_7PSr~9y#sjR4p&|_N@o@lfMU*g!C(?h4lJTDqkhnuOYP#T-$Ucx4Zyv@^Z zbbG`(?NEJg!vyK8%D7&JxhB7meZ~g8cFWFId;VVBHSC7B5H_Vnw|M0~^0s~SiXPDb zIE_A$D+TPIfTRJkaStqKE#*Qmva1Gl*=Z#qbxRLj9is-AdRRzD49bu`{A(RjBD)Gt z3Yl_x%q8_xB7iB0f6Q|prnSey0)2(3V9ZCyIO$=W1f<0Y4#dS+%INMpJoCdu~t-k1Hd3H4-53kb%EOR&@w!V;8;N1y!(oN?Ccfo+u2B1sF(d~V3UvQk=}fy|6_I4 zEsN8bp^c1+X(_nxXA4@5ZU*i**VutiWuD_f`d!6xY92}C&nrT!k{jNNB=H4AYGk&( zvZ7*x7*YI98`$(335kQmmhvwomeNRc-qa*d!!@3{ zlUjH}J@hSgs-iL}O4}E?Wfy(1g>W(HB(CzONg!~52|y%7wyh+<)me^)Ep|{yGtmJb zw#aSkGal*e`@rL%+Dk0w|9)v+QBjAR<0V$*K0iM{6ZEG=CMwX6OI~akn6g%5pWZ=8 zaKAcMIN&;yBIuGt_ue^3*|8rV^h`RLvD>1MeE9n9?P^EKJyC79b*x}mZ}hq|+ymf; z{cxgSH!TEI&5ajW&Z0xzh*`fs5S3aqG-c9oP@z`#cFWd9N0n(F^@KGFU?Yu856IIjjhQ_5bYb$+|BN1VDt)}7WU%@2)Xn|@)xKK6h0u>r{ADO!A9DGBPwEg zs?-E`6jE$&BQxNlsdGRH5UJb3_%|g1d%EcDrdrtj#_h7Rq*ZzKrI=rQyJ%0|uh~t$ z|M1@b35U8t8P_3;=OxXdC(Oq>uHb1wYmM}a=429(1t*&VG;0jsN|rcJ{ORX6griYC zPT23mk?@dT$o-|>`D{6vNdO7bB#$K~1tbF^{v3*5z7#mJZ|E8_xIUUOhcFm6g&WV! z4g}V5$@MX?LT$**%ccCWk*BmmWAynPHhId_Hm4(u z(B+k~+(tfIx9>f%=&s~K%gWP8(ux1SrU+0DdG}zl=3w)*>u7B;RAh?IipsLu2NKIa z!%|Fv^Ooh?$ngE;p6;fO)6wiAXuw87Bi}lCZ`_(WfDjJGkIOLD!%=}t(#SWp?D8`~ zUKP8nAs~U#);Mh5Muzpcv0Rvzh=7tmhd#z2L;i`L3a~=DdX!r)*7f4tUFq|xWHx-? zw@-4T155E|#++_4`YtK*A$|x_!L4d*Xd z^tL_Xjw0syr|c~Eltk;}pI<9==E(-LVId9BMCPNiY6j??q`=Uy4#9FJ>R_|aoaG~Y zNLVkNytRZj-cTK?f`RM=V}q_9L?bCg%_|Jy9cM@tF&Y>hhqfLf9P_wZlc8x@H6iPK z$D@Y`YKyS-SD=!Wqck@$FooIjI#i@a3DsQ5+|l2@>!6sD*7=t~d;8>tCS~L)kWC2> zM}tNqf&84c=1o4S_WfEp%OgHYYfi6|0&1(82DDJY>F|El8I+H()*PE$q~7lGqcUnj zpJPz};Ce0Pm=vl<)^7GxUDvAV*cws{(`r;l*cs91G<*8?5wjGjyiA&?(X%!beX+-dPW6Onefsl##iwqH0ZDl|BxrYptQCwUL2p!o zX?$vy0*$=qK$rx-LjzOvXehs-BK%@3Gfs_e4I{KrK7N-b`>1wLS+$}pFNM8 z+8#GzvrXH+iL&Sg&PNy|NTsXt(F52RcnNOsfQfT;jrUd2P!yYr=v47JCWzaxH;FT0 zc&*Vi{l#Xt*CntHF1^I#F%TqvBt>P@9x1#5oDMaq=Nb;L((p0V3%STwa=h3f6#HA1 zwP2{q71YBv#l=o`r)lRv`Xia7k`}Gpm5@e1UhNSP=h?r4v|At@Ka=2FUXv!6E|4>jcVE zU3M`=F7uuPeT#?9(RqdToJP3{z$+10B!tHXMhj8O`jJn|>Xb4-r)h6Xu~s(AuHwzf zf22CR?#HU;ZY>?Fz@*V$13b0w5?DPW6UH*(njaSFpjHY`Ffr2}k}Wrm2nLNJHwAn3 z4iA?*MrmfSA2;C_Z72?`S(^E-%7eVS6u`LLpPUirU7{84EBywvcq{5z@>$F5u#AF6 z(Wjn`=oD(ED(oZKTtVi(pV^^>S?|!IjL@-g9H#`?F_QNWXi0yK(xV@-@%BnIsUYN* zC4&V2u_keG>S33P{ZoEku!iMP_B^k9^f3d^wGiJbdRuq(s^AA`JiSd*!{E5-UPv3c z6#EYsauk}Tpeo?n|E7yB!&%Cz#tlHx6vLo+b(_n6E-GnS`@7WS^q?YHg@XyZMy=~1 zu<==mNLv4%fq-aR+?80i&W15emrOL_w6^uMGMiWLjn#8X4+onJOVdIueM3myPqI9_ zbDDRtG`a|YC570WR41m}b({kLCBn9rXQXIpa(4pQHN=!eX~JJhjp{_oVlN;~{5Zc` zT*Arb(eKR2X`}AL&-7BR4j)Qkv=5c_69N~@V6H{7LJd&F`G4}&GbbIlrNy^%KxGXC zbqeSa-6)B@4>xb>>wchk4Q2_7BF7c6@ir$rN^)ESd(S-ABtez;@3{o1atNHk7>9^i z`I-c0#RkcOPY7xHOl)i%o)VclNZ8NU8iTCYzezHk{>xE$hoUWcB!_D5Bi5CqbN@SG zj>AtP^iXHHK^9%rS8Cg0CY$9y`6Nq;jA4Ss2tR8bY@{N) z3Ewp*tG;)}0GrtOvsS@0VP&JiXHem91dzB$WgpAdj{dipn2seO^IrIEX+DBXbUCh| z@7Z_BgyfwtCMLm-=x;h^-rx_RZR8NclgT5ZuorEe1d&ws^u#;6fd58`25^p)z9rM7(-7-g@I?e^VaJjeP9BOS`Bb+*$>RF`4Syf+%vR z;)sZV0J2CPWq_{8lqrb3sQShHG3o}FhK7$J>ELC+NC#W(5D$3i z2+MT!gDHp?gzXFBO!d<(^2{lz=m~sTbs|VawL$9)kDy_Y)m*pGg|&nsr4SD zp0Ecqs$LV^#9BJHYedg2p2#Vf0ymayMV(k#bO-XEL?tU<>@x+5as;`six)yB*7wKX zgyIPd$)t%0W+g?4Q{RG0tK8nf0e`-*EC1najeu#h3tw-qA2B5#FR4c8Cd}?T{h@|Y zW7=ziMc6Lv&n|WBXyyl@(1#Jc%Z6;f9J1BLSK{y(FKrV=tEK_+CdNc84lLbHSG_V_ za6F?dqmbi!(<i985cy`jw?OCgWm~ zCtJok;o8gVG!7Cc^j#v)KOG81W4I49u zu${KeMmDc_t!k{Ko!Sal&e{K%Yw(~EqnDgi3XIvQ*a1Tz2vBt$Ffm@DSViht>@)f0FKgSV|0vKDL#CWn&NFBh!}mlhpwu6G3_5m=Ln*qma0>5P#at+Nq`1?h=qjf*!KOZH;! z9g)^}078mT1|UGj5rnDdJ?o%#cv7RvG=|)JLhEM9=q^=7 z4*EX{GcBEwyv`Sb(zd10Of64l-BgRbN*>t543WsSQEYr8EvyZL)W2HcE=*t?%v zdf2@QYfx_LE75f~ju?QkTPfly^`qm&O}SZAy7!5{a4S=kBg2aFH4>(b)oC)eM*VXh zhu3JRf3uku21~5f`TdoQow7OcRq=~miYX;mxNTR)vmU2^AA+B~B6bDFv9q+-XrE9T zTr5853{ntRgC0rq7Qqx;OqI}=rm4RHh?fM>w6_QSPJr=+^}DK?C-0~$=CVfJ_)kS` zQ~q=fe;=(v<+8U?{`{v~z&$Va@`DtYz?HVNGk2V?~e1I%A8wz-=t%YEoTK@u2;7)NvZFKlQUWfA$o2 zzi7)$LvuvFOEv_2{xcx|bgY#tXsmG6<&-8&{A{3>=I5jo8+?bRwOCPqmJ?CAxUP!R z-r5S6CoMV+AsX9!JuLFx#@Z+zS1CP~SJpwQ6gAR%1UzO#dd%t?k&IyCVdyc)X2tS2 z2?18q{CgYpIgVcwSkhx?I!4djLAY!YI{i)Jw^e7FvWmT6lQGTWjOeCsEz-Y*pN3)Z zQyWr!oOeZ6?CZ3%n#@Fs<-j_GNvs1)5uD+dcMy-@4jucFY!znba-UwR4b^k7DSde`)GRq~2eogkW^wAhyYLeQMF*xuw*Cw%HN_ z_xriD^wf+`NJ&Wv$Th#b*XdU^khz;o9qq-Jaj^i6Ujn?m1ZJ7idug6lwG2dakcarrD`!4sE%!y4}%%MSB4 zskzRdzs;I?_LBfv%b%n_Q`sH1K-WSVeAv|qps|=?;=$Y_~s%hx&O&h)t$FDCcoE#g7+U|>to~6df z+gL!IXrUhkHK0(?$<#-a_oAxxB?8$l;Vcp@(4;S11MKbY%vDrOy+iEde4E1kO89cq z-}{gdKrk=>d+0cMc^;LffAZb4DwZa&@)3lq;p|-fXvEV%LSz}llUOU;#M4TN z?=><_sx~mpv73WmSU(LYnog_BKVO~r-*C}?PRsE)5fm?moa|EzO0?cZSJH@wLRf4# zsrkSWoV?$>8xdEuY!o=9g4M~Zg&Y#rqqcMwM}uQzax9xpLq1jt90R*n$r&~YW%izO zdVDydNP=M9nY;7aof6MF=xd*JYY`JTFOrq0dZoqRCn|m{08l%B#8jvMrDKVbwFulV z-~Hb@7Ujf{kdXgR6l)eiIIuSFJzD*?)P6C-u^Wy~Bf8#X)r;1m48$r_9|J+jZTOOI zkie=VA1ms~*;0+^7d1Ad&%jXik6Gm42Lz>vNj`Xh^{<_wKFXs`a&GHBZt)GvhMPE4 zdq3}jmVYzmy9*+>lqtta^`pHAzdF8oclCc>Y&8+;RGcalihDs6g_5>wzT$R^8VAKm z;FmK}Wi{ng#i`b$O{q!jw-OF;aa4qsD_;Q(=_301Wn(fgd-W1?7ZHtV(F`$BnjHb2 ztg$njW_j_NCsjSLwxX25g41DtJ^J>Q^;XHwcWJH#nPq;b>$sQlZ`TJW@E){!Y{)eP zUONc@?WMZ2R& z#Jw;IL013TXy!$V;Uj9=|Nq3RDx=~gYi08i6&T3#LAU6&8b7VRZwyWmgI6kU{-rZn zy1D+Y|AJIDP}uJ(&V;wKX%cFdrrYCG5YG0gS)+}M{<#%(y=!vgh!!!0YCY&|FJzOt zLdL~hR}lOR8$fo!0nVt5dOaB-7*oCO^wJeZdwAmd4S|W)@FM<4AGjhk8*LvNmoM zS58xKKz>R+5Ej)BTTeix3r-mUFlNbOGkRzvp$onz)as7B40BVxsQg576Wy0BY9_vDH~`Mvw%y7GXY6AOS&>2~$WRGz#1 z5m9I&E`L%Q1RS%l1MI#aZocg18>C`f(?lg+ut}AI^kA&QS8stbeKu$3dp34@fmQ(* zI-9!NWMn=~rfZE;JMtG1ks*jK0Y}B^8VrR`BFguNOC3ty3e|R0b<$h*_oyjIa&p0J zeY773IvdJ11(?}5;$6Kk%=h*v(pp(Gih<&xF8q%5Z`^MyKaAodN7hVW!{zdA#&Dx< z${6)P)DCw8=R-dw(`@h^|TkMo748@DP1#hI&Xq9p?% zj=AdSKUUkHVeLHa;LRsQ=t0083*(#%^Vi3tr2jf~~&c;_sEP}>gUyFsYun5*5G2Bf~;UWv7VaAqIv8;=iV);qCA*YxgIwx01~PN4&$&{z%jI+_I(pKwmp(O-%D+_9^9Rv?A_$Zu9}z~s;n~Kjl?gD~@A~?> z?YiuBVH@_Rgs;kVR;tF{onZ3M?%f5jjfr7EQmvBv%Dz0OzS&qlm2j~+gYnnpr1$Bo z$d2Uak9dK8?343Vt+LBGz^s3N75OIxXk~c zH)_D7QLw(<3+IlR*Z`V6BZ$t zU_~4RMN>OGomm3G7)kU?U1oVlkHOo0PNM+LH;SQ}k<%TT+P!J^7?@qXt#haxG_(3D zVN)hMXyQoSy=t!(P@VM$1(>I(x%JO4T5uC@26a9UNo5EiT`t=g4W|e4S7ARhO|Q8b zbJfyy@x2YorC;z|BrG>@SlK&}DvyO98=b zVQ6N448?=qN3Eto+R){bwo~cHWoV^(WHbcD^*zn(`)Cwijj2GjziE_?Jc+vLmRvl~ zE@FIM$u|gHtydYo?`@784BqomVJeOPT;8qCPfe3jsVgfF>&X;RIWA&FyoD+G7P4y( zp<1|{prTa2UM&mpikM5TOd^EJerz#~5W0&+c+TsIyHF$vJzu98*?Z`28`*n8oqE!! z;WN;3Vd}FxW-FcLGRn+`l z>}v2fdX^>wZ7fLA-OZi-t%AO?wXX_O8HJW6|MZ8qdsODI3vr^D`-XWsJ7jHV#e!7I zm+isZiRE`&xf>-x^djp7vYhJ%y-Nr0YFi13!U#52yS|TPdQC=Bl8VJ14%|m-;98uV zutAgrzuq)TO~<=*fBXI*s_eFf+Fox;UW+2y zXo$)NIHm`!A5f+)mFyN0Lj93>fdZu~XN2g~jEP!-&X|?l4?jXEANPgudhprbQcok) z*d&U-=0_HWD;O9 znLeT4{cG?tP~xCxK%rJ1$%y4$W?S%L#W=_1e1H!w41IF&Sy6@JZ^jvW@ zeZAjd`|F5`!nIiV&e9kV7L)S!suR~8-@N_h%?Lu&nDY1_g(o;n_K!BR}H#5%&QpuOr32T{^0b&c&%(IrH*LPIWqNz zrXmf$xA0kd9u_8@6!AG!m3YxVG}3bCJtz*v3en_GiRh$}E?Jx>D0XG+Ps} zT^Mc!`jca4l#3Q+zN3KGxmL=To@~{#2j^_n3r9}d45l=wyQi{2*G>7P1rL+pmAwj+ zk@0zgQd3>aShiz-*8nOmf(5V)AHwPKg8q3MI0{J1UOvK1Xs>!XqO z$?|Ny8=|MTwSYaYx2y@Jvm`KQj3I`@$Y>xeWPOO90dc_e{!A{ZmhCz%EEthq6c)-Z zCfR#prz^Ips7lFgbPn6}jUU&0SG$RvF87fj0-f^-4>i&-cz$r?1{L$4J&5OLv3>9& z*gM@nK`OFJbKFfGGHY9l<>JW;oqln8M=66aKYt?ctnJ^&|X+rWD}A>c&%GPkxrT?u%=mHB#?_%L>!j|GhJ8QRz=nzAng1LFY=KF%KQ6lKSr^t;|oZ>=l+xymNr|p(#uXyguTo`&lEPvDw&-t zsClKn+)Ejfs!qDO(x3?nt)d(LSeR^_KIJy0Q0OR`Xby0tO{Nm#&)Tu4o^uVdMm?UtQ@E=X)Oe9-3x7!ncSxo=I%CaP~#b%@?P$$$~^lgktmcP*lZ)P9* zOlDaYZoJ2MBjGo_GK=SCuD=oHIQ_n4M0|(`?)h7=hVnrt?=@6pwDFIPeR1VX?%b)&)tzoa41P=(#OlW5P zi;?AB1R|nU`7j_^e>Ae!trWKziv54=6STw{ZLC{eXVz-j3-7b{!8UVu?i#4Pv`|2V zw3qgR>qSAS@NMnLlb50@eDM*8y`$`w+qV6pr!Jx=R){T8XgU5J)UhcoCDeMxdGCI6 zhogT>jWyM%dDaj=gIpuoI?jIRf0l*-t~N|qILLnuQ_3fjz&yg*tpP9K`IgaH!2810ny&{2y_qgDiCxj=921MbjvY6oHOoWrTO}q0Gc$;pO{ZR ztHC0OhR@+aEkjR8^b~BZ(^C~ER#Jq+Ggmz3v9U8YMjt|UxYcFZu`vuHf28kuoD3VN z$Ziy839w`^(@|Jv42O?s+#-XzrqC!1%ZP?O|gZkIqTY{h8KmZv@F$IsF9c*<$b?S9Lt{sTT@0Iv@1hTpj6nMxXPi2T`L{Z9&_`iMx;eYwV0X(u+`K^Uwez zY#dC8t_Sb(P*MoQ*}AkV@Aeir?EWTM>gJ?_vCz$JA&D|yq=t|0RsZU19_7@jRE& z;2ga>uj=WWaep5JLoBq%+ghHHn=qu1_z4RJS#)Z&W4%H?WtYoIL%`wUa2f7p4-}xq z$J|@&9SO2U_ILlM8+5)BIk^>v4eXPvkMbOQU0(R+ViOYbn6;&(g*{=t&nr{^T9KwE zk(rOJLgR{$7$k<^jnq~t#yh|_vK4>_xAIc$3~-OkkOy` zuEq_S6!;M=qFW@1Nroh!!w15?sl(P&Fh{SBhh8kKxA4hv9^{o>dSh^#fzDsTb5jA%TFTn>W8<31rVE`_=3@H+cWlA<8Vgw~ za?F-{RC=)cT}Gllj~o*!*gr8L?G}9=w5j6GR!I00QLF725AB8$%qD$6O!iYG%SJZ3@-zRq|C?kj682^}vY|+c+VI?(|^2JF=#tVgL=7(stW2 z)ACqs?^E{G>7l^eVRD^0|79}5A+%V=E%Uh_o1Vc@R7o|Q=SpUAt2pN$qfm6_Fj0#i zwp8slaC#8lbT+L@#P&hC3k9bKl&Hnp?f4_5w0}uL{d*^b_pzkZ_qt-tlW%^T21yn9 zUKd;Eo9OKd{P9M$_zQar!LZr;plXO3X`-u}_CsY#;4}IB1ZxmMuUb`sAT{=@sQV~= zW0LawCaP*S3=lD3LKN5{NIpNk?OvqDmF{+$*w_;G{Y?j#X>fKO-@8aHXCsor&Zb{c zH4Ii@3187www=j}yqVq&k**`I6SwK3<2cEd@1`tZga0zCtDHCJQB|-i=HSAjl!OXJ zCe}PSRAXz#TuvA?z8!Ibm)I1Bf)ho0ERDmw-j$ztkkR?nBxbPnmPOEd=5dGrfT9ii z5q5S`-MKt^AoPO@-ZOW*I4dcN_^F>yyHiWYhr)*j?t{m)f*w|oJD3iW$)*?IK9gVh zK5_wViJ1I1PBZ&3DaOH6?4iTKjzwv0G&~r{Uq68{i>z!SwR>V_S%(nwJXQf-OEtfy z7Jv9wm*g8&mFT-#0>VLQQAeImL-)^a&ajxh4u*+?&0%@h5!iEXCtn#R>{=zG{RGv@ zKDwe5F7%W|z5JU$*Zpm({)5aL!hyyrO4n^r4x)7CVYd1kYZQ_~og*!-)LLBvHLS>3f1Z|0=ue9-8~S|7^Brltjey*ZjOeAxsn z0;U1@=3(&7O+(SbV{Hl-7x&mSJ~#@KVTW0|mwyu^d9iI}=eLvLluzTUAlVm5-G{Kj@+3BEahY$&Z)49Z;0QYj zq)wQ&*MRZhH~2~01D%*mwTf>{=hLT8T>-zPV+_!+T|upIc6oWZqd%8^Sf7?RYxzIvzQcQ`sp72oF#^*tiJuUOAj^EE{WeYtK8~nuV?es_oudM$ z>CYBNF!3`jqby%9&0KR*-?-WwlVe6(B51VyswpAL_G3d?8|Y0w*8X>;ef&tZcR5}C zc3f1ke)_1`di3juU&{RRZUbNMcu?k{&ULlDB_vVcXJ;s|*>QXS7=F989SfTRiif$^ zFtgvJBAKzHqaz%`@UmMcwU+aIqrx0_tV3-kmxcO$%Iwh4<7ojz6>$n4wAIN;pp}2K zHA;oZ7V&GaTGJRM-@MIN#S2gTYV6s|7h;eP<09|0jmg&wzG>cERfOCeEx}#qiyyd& zv&Sm;36}=`=zcs~d?{Ws^{uVcV<@OQ!IFy4I%*8af6#Eq*H>r9X&^|0YrusZv|0Uf z8O`BqwjCx~%ewyiXiF{Ou^x83*17iPAAD^|`_08WnLvQX8!$07HE)FI>(8gr%P&i) zU;JzF{$--7stQk6=;+ZQU)7PUVG?K6>#Ca_%^uebFv^z_6Q@~v-mf^2Hz!9-R7P!G zIh*a6`AUeVxIs&jP2j{FRw%je`TLYw)QMwl-sb78pdwOJ5m&y2&E=rMSBIk|ubf{$cginI4AIn&C>_4@Vc@dA>aMkNE){S7T@XW^ZMz|KH!9w`FdNjl;DacTR2h zH%rH$h0ae`J+2EhJRJWhk-r(2IGs-fZTiZow`-wmUle~ACb@0e45kD)$QDV5xQt{x z>*zbkU6+W$ot~KqU_(m1y9*4JS=l*NaP!1>R{SJVuaRdxQ$3*awF29aFud*5BQeM* zx9cp{AlOzXnqZhkqZQb2WzV=u?QdvSuYLaVQRMU%hQI={=d5!$30(FDapT+HEUCqP zDmCAWPL6#4UQ@ZZB~Of@X>F1#*#EW?gaO_Y4#vj0W4Qu@iocfJJC7}Xg7VUm`RkQy z^8@ACACZA%(-i16d0FI~eM7^zOIesqc z{w6bXO6C>UewdLRZMiJhUz}o* zm7_a}LclDl0=aPB@n=QAe9t3N3h>Bb>5R&)X*<75e_8n_ewBEkLr7*YH@_)xuZ@eshe(0`2DQ> zs$&s2K8ASRc(hqg6P%865X)XMQ8tW*?f?9^ge$Ua3F@g{sV*$jv$Kn!v)H9SfrQ)S z{6-DNl9=$8;Wq89_t}q0{beu1Mn&rP_mje%LC&cwx647ze##$`IeF?#f2B50m;oC_4ey__$6#Gk|#Dz(sYPq=JaF#SEi-Fy}tC_(kt^)DVEDai`pHAq; z##bHoTZv3Rs!=&SYr3DPv4mx1k&@MD3^0grMAQKX6r1w}YCIZAhyP-4U;tD2g2R@E zU^qMtL9)E7j3ef6ZWsb5dsx^?&GQbF}#GlE#Z^=B!NeL2}Qi(NTG6X_{C6i*I@X1{`1^S0C(4+{q(#@mIiEr@w=3A z34z=;<0s!g6Ak_EViu{hwPC1R9MHft(h!2-(g`Wfe;I@8HNeM&HN+|`+ahrIvZ8*Q zeg9*a@dJiFi^effO~h^+^M*|r%UZ6s2Nc@Tt-!)gyFYxd6Jv#pGX#aJpphSM z(Y}XeuU4nl8tT7ROOPx&7>}{1eF$~Be4~9EF}HEB-+NTAY9QT`U{E7y%Mvy8%Hczf zks=1d6D7N!{E<6LlMGvfske&J3OB<+_#6xwkA;{Cn8fO|K{aIIV5a(Bz*;ePrqlo2 z`Xw8JRh!$2xC9XGth6OqGWpQWrNJ`=jpJTh&O(4?!l&ERAUJ?&RS^GjpKi zzwzhr>$}!zC!TUezw1V;n@?hlM-jR^g{^7=uc8U$;+8MsQ!gabh$b8XqJ^hugh1v= zmCDQhJ~jo0C*}UMpE;!HP&kV&rHcle8riKWCb(%f3@rlsw;Vg+E2np*=nP`8k(o}J zFEheNPK^~=!qpU#T?eVncWOL1*<6KYc4R5ssZp-!Jeq8u*rNy{3^@R-h2v~EON z%=zm|i_hB?(YDzENLK5u0S0{(!TASLQI>x}UcVmpf`B5MBcx8MBkV6OEX22}a2kOK87Cnzx`yi?W8AP?)44gN_Jm5o7 zdtyvRHl@wYv!q-mwj2;B4EX68d3x4OnP7su%9VwqIBW0@JN-}YImd&!8$3`s3{OAs zhY>jjkgwM9MqYzNoq4~Wd4OLQgWmdigb)j;2nP$*!cRNb40o+J5Ww;W{wS`25e&&h zRQB;3l?H(!|MNn@ zn~coJ$pt~D-{v5-W{#ofWT6|MYFimNIq9tOgV*nfuO`^;8>H*C@Glri9FJWRn#&sb^ zRM5WY;z!=?$}bSRS$zKVQ$7Z#?s+8ILi`ifqqB`(a5mVs8+&Dznvj5%`e!RJZnW#Y zUhGp!%A?=sTOD_JI-Q?-r+L@a}?39gPR7fHOrKi-`%gh(RXh+`Hzj|65UHkkEeRm$6 z-_g9)=gx;#04VCLzlYxjF$#dT$+o{2-;aB+d0f`id}2Q+r!Io&`%311U;FXIv&z?H zq?s=~#ti_KZGhus#(BN~u-vEW>{A$4blE&F-2nWn;58+ai9qbY_C_pi^UH^e>{X*> zKrZtGnoIx4KCc8|A@lEWF0#Im&n6}WAlbhxE}CTeiWHx(HaTZYUHy>ns1?H%zy1rH z#~SUvXZ=Abel%hMZ_xgZcEKyL?>xa9*uwUsmg9dui?;7pUz!*lS*_yRaLzW z{|*vOrtaT%aPg6_w3XT5k0-J3G^xaLB>0#NbV+P@`ZMo?uc8w3(JO7QmmV#o|G^`$xjpiemGSEgEG$lZ;lQ@* zEXZ=YQuht@SMGVwk-Wo_BSiBj;uejsGbX_jc1?Q+> zV%J%yv2<(i^*W_y4)614gBLiMvnXNc3257|JK+W2fPC_1hbMF)C@hYxo&Ks%b*_7i z1$j=2yyF9vauWH5#UZnLmOrEX>0jWH)%;2Cmyzzq&#`l?z(;5K)ZcIhjjK=cdiAGA%x9c9C03}kL~&v zxM_V!I&1~#P{S2BS4SE{z5G8 zRs0wpm~6Bo#3(xNeKZcT55Z6Sh>^0673M5?ShU{n2|rct$#|wGj>1t;4?>NCNeH9b zT&?*bb!>kk8GHzLX$$vb!A|Rsy0mPG(6lyg#2;b2X5F~T?&$+mr$n0$Kt9Rc2zXdy zc-nD8R7teGzQCDe1 z)T}krn8jFCV-@|QH60vUbHzNRNmNlqQK{*u;ZRe1QdKP?MU|vlEjl1Eq|^{m^K{>w zyVm`1@0Xje$;!%`_g&Ak_kNz=-f7kO6)Y-DJO-nDQg6;7L()(jJO(gr^aOq9M$jWo z>mkj1cf(IF2NaBPzYOiQ(YO8|X#UWB04vr$B0h5+f5`JIX?TKD)!s-N^i#JXKz8mqtE=@5UcFeM(dJM=+f zQov9OU7~1h+9Fe?7z;1Z`ha)b^pr3bUC6lc_Al#$C;P?zsG#ndT$2^y#%&3z$~RNy zHK%!PdSY%KJP$q&(tkM`Vi=Qayj#cauWL?RgQs3)TkC+&FCNx!5<=uVKrtJkL~#ky zYY6wBsk`S5^2=>n?xtr<>h)S4ZCpQ^>sziVy|u`^@YojOLGvI;igRMi)^4f$cB{j( zUkyk`lOU!A$T9_eUbaWja_Q85jl;H?jS*minq?I#Ay9Hn(t>LR6v$)PVCr{?Rj+UrzCdV7^{z>mU_#id=guWV_Iacn3o839|0Tl zaW5aFW5;c=%jqw8dn_}^MDVo=>n4_iV5bO~OUpbKU|E~pT!P~%M_VbcMDJn=v_(;G zbWiUMCefKfODHf3_%R_XLlN*c4CM~MiRME1<%Kk(9*^Ga*5Qr0fUc}#6d>oaYi+AR zF-2Egqm$1ZT0eKD6d-#Khr$EXPsfNS4v$%P4kTLvV-~Uw!Xtbo=gj2Ilz`2wun_TX-O<=V!nRgtE8@_h8brr+ zWLcMX*nWpsflJdWs?r2ozm5hj>dZNmxJ!5On7xGBWAp@RWUf6^r1R$Jf^-Es z`*Lk3w6&+~eOYvQbf}IlW;f?DA~b{AE@0NpLRPuX3JNvyruJcc49Z?EsAI&C@ank= zjli0}ZZ$<^P>#K;%k+{1N!2?tO^*kSmv~(ME?4iU9*X8#xS%fKI#&+Y2K>Z2*aF>T z!s-U?BinttwK-`yq-+;=>gx5KLANEqnr*Y~?M!xmhNeQG%2;X$;v*EMaTGaTSdeJ$W^?CnzXovYfv%I-{X#a~vqwC|N| z3JiOFqJC(`WgiI(W$y^?^IPCCd=7R%ssN|M@!?Xfwaxw+Jz=Z+l~-Gr-24?<7ctcFjFa_m|RCYX%=*6RFOX9XkFi+4Za6sR^({G zY$x(%3)K0Ee^F%JmDca){6Qn#F)lgIA^$Oh^~5l^eN8t{K9^M;3bh-m=)+1^)olTn zaN#yj1kk%ZyUwF)$rF{G5oe`STh2xE6^~sJ(5i+%SsjkNwovG@DTXxuYbf}q2i#2(yOI%` zX$6kJxRs9k3=**1&BAlTF}!7AO&NpwQ7D*7=I7vwg?(R_x?VTWh&v9c254qQmV(8p zF^pB&JCrs{yvANIRA&-NR=UmIYFl^0v8(93*CG`xLlz<3T?U`2c!sT`cih-|E0v)x z*L$4ypL=+kV}(}M(;EIYf^!jYK`%wytwv*;PCnLplj|PPDs(4cR;nDYOtM~XwiL`* z>oreruUZojR>J?o``U8Eh^dcwr0)K^#Xv&YI~EQ{UC~H9MV!&J(?0cV|auzffzpu3_rdPBJf&4JM0LpnEHvK}DfHdx(0XllSYX6`H@`$;k zMK$!J8f_8OhQ*Wh=H44`8)70`q&BHKw8U{xS9uaPa$YB(FAyDi2O?9dhy_I7s6(36 zVb2P1o(njvU4rA1wl@Jz27Co1=bLOJ+pKZ`x_x^d{3&rDxjU6Z*RPL%OIv8Q0|-)Q zk2`Jxj+I2;w|oG<+42l}3Sj;hmX3(4>?ExzJ^HU5MtLkkC;F%39;>J;)TPEQ!fYe# zXfy1Mk?&~@9NxT>oyM#S)F26i+l?o*u(RdKyTK+RQ!|E;2Y`T9pDkrFIi*0L0Wxh= z-rWj66Cl}POe)T5=kQl^*JK2xTNh}bl|@{>F>`~3n}Ct#Uf@zWwdv)&xQTb5`oumF z$hIEB{mwLy(=DD#WV4#ixb@EOx?z(`j28gVHPK5}>stOA()6ig6ot5Y zn@-N$3{2S!JWOC>0Km|-X@7h!?f!fsnrXl*H~n=4O4~v><4#JHz9H-RG?e9$adaKs*sdG@nM;BISLvyP!n; zg-t5A;-vKuVrU%1NQGGbv@bK9kYX>q&u~LNvKO$&uTYLV83%tnyY)BAxJy_gGw?xV z{nMw*kjG#*dMMXYme2m@2DiPJ(u)(K-Xm-cZYyK!(NwCNXhhbH+VAKZ*u=xgdA(<9 zgF+nd*T$tt@VqR@)261)1KNTmMA$iv5wp#tB@1|}Bnw6m3xxY=B`hckA6g{_DB`Np zbciLID|Y4kg73+Q2`@+rzVp3W*Y`KuZ`Homnj8d6J+vx7C?Cx_9Fkwx;BCkXh~pd> zSXK6F;zq;ue*pjRua@HJ&}P*t5kX~hhUoRg)`Z*87iiQJKpLlboFvK22XdFbuP6L^ z`Xbrx1}CSWQ;vej$o4*oPW{(^{_m3=XnQvhG3 zFaTrLbv6a4zf$*KF!{w=6^&|Go zQM3{7ijhb!j4~ZqJNWcu7F9sco-4*%bhi7T;kojhr3X*AH2x-Vb)6%aNOC00qM&)= z)5UlSd;ar#{peNKp1~H_WgaFRwouP3y&%f1JGq#$QTircF+i%Vp@A_ z^<2QE5)(i-fDd*Dg3(XfQ0YI!Nb+A!nE@$EB;HCfaJoWgzm}kdQ13Q} z{E_rHB!%B?eL4nGxu1*J z+FRK7+RPj~?b9!dACx`|O(EaHhG&E&&PW`#&*T_*w$PPMqRvE&?ZE8sEN@?i<%9ZX zJk!y636;x)dp>I7W?%F}pu@dgS7GHxOSv@9lx&B_S~^TFiE7lo`Kp z?p+%>f0_N{K~9dW*uszj21d5!obWh2k!iMNhdVfdupqMgH<>RT@00jPkL;BaRm?Ug zw{(6fB$xlv`cSnr_9wJ>g7v*Mj121!=;F^?{q}2Y)W5DKB3yMf(Q zE~NrJ_`ck+T&es_6hV#-HX~ao&`mGC!_*2?_F~}jvWTlC@9aI5&TteDQ)bU%WT!0c z&R=^zV3dqk`r~Q7OM#dNMvZ3(JExCi;P@Za0skP7|)Sr{ zCm0BlR1{6fx+Of2>HXW3e9b>32J@!+7(*-8o-#I2YGV089!F|O>h#umx1UhJXX8N<-X2Ci=R%XEbjfde> zXzvE?)&A{4aN2N~*$0-i)kDL7Xj)BbzJ+bmd+f1ZXcb$WM}la$aQ-+~4Fj<9q=Kl5 zZ*Ha`IR{%AI2mYwZG_t5m9S%Rm~97N9do#g_YBnkXeoCU(FeJS*P&}pn7nk2D^HsF zJd5UkEDM3=B?^w4Fz!Lf-|)vyd}~d~iCshz1l~wdxM;(zNCygts)~Bvux|4Br@7+# zv1G3F->;?)ni4{~ScT2))ALCb6MyRpex!il=H<93?|q)ZM`JLF9?EL1Iq<;8b?oyxk v7l{8Jmmq|)(+U61G5(*B`v2l?v1dnuA=cPFaA9u8G2nI4(%u4ahD-l1(0Y$P literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/pics_png/distributions_pic.png b/Compaqt/Plots/pics_png/distributions_pic.png new file mode 100644 index 0000000000000000000000000000000000000000..d43d44526f6e0009d08252be3b245683fd91a0ae GIT binary patch literal 136583 zcma(31yCK`vIY#}?h@P~xI=I@gy6v~xVyWvkpRJiLxQ`zy99TK;BLVo_}<^v_6+5uvOojgCT$0tE$yE-Uj%6$%Qb3$no@AwbUXM1uOE zprCE7B_xz(B_t@7T^uc}?aZN|7~)NhjOt`r7>13Fjf{pTm>E%AJXODai&ixP_Vf(* zj8gU(^-z9K)6?4`#M**Y?}N%$>207CNNu!PE-ojaj4i@VEXc8eV*vR_xX+? zkeRNLpGXD_y|b|woQH#eFi1|R+uBh8^=kvlED8^r4Bm_ax^|B04+*6Q&evCjiubg` z=|MrrX73GMq)br0vqG7j(o#hf)70kv4Gyf$ueYrUu5S-kvM{hQi4P7lbup2%aVQLS z4Nwe-54JUM36QfeX#417?ksCl6>J)q`ySdb9$HS7Sx&6MH9*{4#llA_BAAAQM-5;2 zCgIKvFB%PPf{;+m8CK=>k&1tuC_MwqgyevO!%OcO3^qjm_?a~$$oP&RC!3z~*B%8o zhZC$qdqKLMjyghP7Pgt5^N(8WuS2!jK|uo-V6bC48d^mr8X7na3D6En2I8ar>h1S`ky-lA;)j0*{Lc2xy8*^g!+quGNpv0 zi#a7P8xI=?wI~WDC8e;7nT4S0C#nBw4*4ZQZRO_XB*@P0>FLSl$<5~IV#&@aARxfb z!NtzS#R|ED)z#a<&De|8!IkD;o&0YPEr+WL-P>LWtXS z(|-)6{Ex3LfBo}$1NVM_>twp?;bbRYK9b@%5lmPhl@Su*|L!zMgT|Qx0z7>F`*c_! zwNY3#XYhaC8rBmK6iC$dJixIkOZ>m>|7n)CZ7cjAeL~LF7*ZOAT?BBBdnEjK#}*I7 znEw|3&!s;ENNL;chG_Mf1^*=tB5Dx!zZ*Zp!z}!bs&7c-fg2@+4!GYhOf^W@?hhYJ zVpKEx-C(WywL441NACW7eg9!s>AQFcLQ30$JbR~l3X3*15fM>e8~ACdTdr6!(?b_j zQ9qf$s@wGGRxXVyAqbFydG{5Ct#uEl^y3(u@E&+)D3ML39wmJ6(!?*L?FPp~UtAIo6 z5Xsz>XC^a+JaeDtvO##q-4+Tz-|zETO;a*W`D}RY#uU6@m1>l0e!Ab=1d}IBY+_>7 zRAPKba}5)-#!eIUZzJ`)6z6g~QpS_DveH->U?LLs;?U&xK|W}+;9p- zGma!=x>9?5TaNTm6AkR3S0jy8#ThIHTsWf~Rf)Dr^aK?+)4HRdj$JE-=aNzH@ZJB+ zb4L8_yx&+2jYXaUfIDVu4VJsu(6X5xTXtiaYte9BU2&U_Yk;23ZYjoZzCf%D+v}`x ziMmrpf3ecHnVK-8okxCsIoDKLy8MYP{|EqnRQmL0GUepA@2v|YAf3K^3kw3g9{0*P zez09+VN_}s^wK{$8DSWmoMh`eamLA9J%Jh{eD%K`p-;SKQEkMQ=~9P5Oyh<_3rhG$ z7;lKqPYBvdvY`^r1VpGN6Xu%Ik%6Cvtwt4JWp7(4E;&!=-kG6J5CRXV)3)?BAl^1Y7h%!ip0wClUr6oVVIxm@;SQe!)j3H06KGh9X) zy>uR{b;3}xpMhYA4PK~f;>tixbXsjwKT@u-6}-3f88zdVA?gP{IikNzc#Xl7}!S~00!X!^E(vg=E? zRHaXnJTf&!(A66Bl-6{`IYdfx_PcTJg#!FABpAd|=QE+>eKWzwD-yskpAaG2ckJ$o z<|eAe#icL~`~H9gV)iT4HG4nl>J&D`c5jug!l&hISdXMqzBIFG^D&8VrFlY}7Hw0a zc&^B053En|XRWYToO)aLCCw5rWVWI41b2gr-Q!IrP8M9|6!;i9PmQ#@Kjd0_ECaA= zh@8QMmO^9xp90xsr=qjSC%-px$lM=jejF(aL8yvPq;Wr8jEQuz?YrI|>tF9Jh?95P z=i}zmjM_Uc&Waoj6>I5~-rqoSOxcp(R^s1=699eP&36K1d;F;#3Nv{deIS)`5t1_4 zOvO-zsP`&{$Jf<(Az8A;ovMmNV&yZ-z`_3h2u+;uPJ&V4HGZ65z2X<5zY1a0vZ9_O ziLs6g0$A1Bs115fguFIM2cZoG!S711k(SB-t@C8ppC2mCH##0ms$|}c8`dn@98Uc_ zw92Uw@;t`jwvfF4!I{X6;T9+S@=f^pPd!^OjUxpDpWiQ}bWYQ-RhVtu%rE-HvFv0v09dVnNPN=GHsEH;pm($>AI2wG;_z~mkLm9I zcQ+0&ILaDhTMUlup8PyEm$x6u7O+sJk=PA*EFg9L!>L>`&N|DA*KzvpwmPM@KOiKq z^5L9M!k)gZ8p-W^ZJ^RdtW@#GOY(SDjKBRx3=y|fOPwH$6w`W(^Dd5Wus8)Uj;&eY z<-Qvnqe&?P@E>$DCVP7JLtA1>BW*2?tbA&##9$M0pp}Ma`3K#I{lGd3R)Re>7e-SE z=o9fFhbg5y9$cwE{6wsnZT;;Yw=C|7y$bemWt*7SM(WA)`y zr(KEC#e?P*bkiKO5Zu$>vvRq_$a6_fft(Lkmf;Jj~mC`<&0qGe{`=17aOvH$`rv|+Pvl>KQ9c>xmqb6aHHYTn+Cr0NIFeg zxkHA(^t;*d;+7RPG`LGSBUX0u8@$R#Nv3@W&S8%s;k_QfJ>#zTBGc)?(0B*U?N|P1 z`gcS!FAU!f@^;hNZ>fc@AW!)$PmuRh5{KxApyKbCVg_L^6q>H|iWx_D4q*+pONyIR zBf;vUQ^Gf&)ungeE0_&`r#k2J`iAy*yEg<(4~vNA=9Z?i_{82C8eAcLCy0?@)nvC) zH?+9{0Fv5#*o43`v>?au9(2C7z)B-~6(khorxOSQ`hL^tuxBC`5@x^$+60U9DMm6C zi~HU!Xh~oF8nxv-eTUcmIN=y+fA2CO85#wz4j7z0S*m8oJSnG&I{fvGr3FX{CBSy?=VQ;HbRWJuOXuPu&(y?!!<0{$O>z+elp{-{%mih_5&Ev&&a zt+wQD3;mdYjQN-$3gFtDd5NgP=qIz~8sqo?)Td_cxguFJJLaRVA#z_9#yD(Yq>KvY zt7N`smsK_njbk|7tI)5I`BW~dN82)!j=k$4ugjEcjV1rxe%6Ps;~--OFsdMSzo5|Nh9d(eZX_v8s{y{ruBllHu!?D3Ji1I;G? zu^e^k9xYDAyS7@$C(`Db@)RB`SmJx{@TAeq;?HXq?=a_s(ss4sd!a$x71XOc+`gdg zms-85StLmQ~M;OAG4(1wy&g5FmSnmr2Kw z2eaz<{5HLO+!|x+hG}zdtLnOTkKsvzaDihn$ZY7AV`u-T8R^fjRf>mw-maQVb_2eD zdI_YWG-;b@$?3r2=x^@$-t2+?hDRaa$-j29k%4Dd3e0PZY5zsA#Js7D!W_M+9MArn z%@yE7KI}P^W?qZ`qls^mjRAzG=^6~{w*LdZ{!QYnB_Ts==(CUcZ)%xD0P$xj1lNmI z|1DGpo1>qv(n;6!zkAsah48)o(2hpi{}TFL6JjF&Z$sB)g6n!bAW0W=FAK2X-nc51 zPaTaV6Ur-Sy*U`o5O6g+Uu%V6{of4!hOi_b?7p*izg!DxaN8}{T&Pc?K!z;lgSFh| zUj8|QUuCgUH#H04epXIgJZL-{0Las6vP;Lq$CteFM~0v=wJ(NiwX6YsX|aTFL?%nW zXdA*kQ?>oaQrS}>cz*=KVj3qov*Y3+rsaS7)D3#F-6l0<6M^XMCwWF?vRrfz#IG>k zZvwMlE`Z=fikB_KI-3P1k)JOwe#cAI*}~wLo0*kNj}zZ*or zYJ~Xy3-t-eq-bCwK>TY;^w}=LJH-m3tz&Vcmxn7C(Bt7)iAw%nS$S0g--efIHgVT> z7>U`$58h|>p`C%KLbYPW>&L@vTM-DR)<`GHpU@JaLOzn-|MbB$PULUpSd#h{#7iX^La0(3rSnDSJ<~{A<7q)nO%3g}NRbM`g+muZ zlzioyyFlT1*Zi;H_N=$T?#!Hz8$RV`78Y_* z?^yRv%B$G|1mE#N<{U1uz^9#10)y{TF~p@AWd64^*ZCB$GG4u}Z{*JWQ3?2zc#^#N za==Gi{Gyfxc-VqX25w;IWz1sb$6_-kKqhc$(WfJtLQ}p{)GwQjfNo8jr7Bj}!|??V zsc1qfZ*OmxP5*nk%!w7tY*tL+%fOD;zpG!)+_i5A##5g!+6}dUtw>H!$HlhY5S~E3 zpp-8i7rz^K!47=rr=TtNaeq9X3V06$KW`>?Y1dm!D>dg@wpWqfAI(UFp^;N-={dvC zC(dcV?1NaN}~;c_)VAWf)pp{f)B8D89M(dTrgPT%_!0z)5_ckDVWsP9<5@5Tx# zqWc?s7QUU9__#i);b`!u<91g5H$d}ydORby#rQNTRMs;l@Ihi?Ha`TNTd851|^3ip1nw&lOn{vqyW+$V=0B_XI-MIcS$CoO@?k>`R zhix09FhMKfO-P`}hE~mTI&?wzB$`hC-DxE#nOSQj|BH5^xbOYCXL(iz$2RJMes2xB z`)o1jd4L^A6({;s^1j}G5jf5%jf&oJJXcgkemYZMyoQ+n<4{I|@75Or?XD-=FOK@) zjw!tNRJ=*0m}9is*t;J-#_Zx6cc_LNc&^`l`OHtvDm#Q+0czbC3HGXa>3hd(b4e=&9xJnqBxq!%cPT?42gh`r}I@Y3E$v^lUAzbne z?aotvM>kDn_Uo*fx&Lyh5lf{0U{R8FCuPqx4 z48u!2qn?d63tyRY?0+}RG_-xWDinXGH;t|*9=jQ#Q|A@Y@qFHXJV`;R5V zQmZR{rOiy9q|N2b_o*rag=f+WwGI*DLc<=heeYWGll5BDA!}Xz+638M{;Iha{E)#b zN5?MhL6_{avV}6-R#ujZmoShUoV`^lKO{UUrez`Ve4EOmjdLt^(pPi%;mGP_qQ!Ql zuCU|pNqHN*!^>CXwk5uXA^iKMo)r7pw0*CIazmvUy)5Y*)aM^jHOjpWS}GI-ANdLJ zDCF5J=KDg?$Lf`Gf%<};v7Tdng>R5ZHPDRqnH@&&DrffK1N^yX``O~^t;bFjdlv)n zd395r5%^Wt0k=j_jIIge*{L-=rn_cG?$(NhUHdxbb6{|RiO}O-B8_Clk;$`!@_2MT zi`EZsbAZpSRWU>7SvfA0)y}Q)$F0S0@ifvW8|!F_cpJ{kIbC5YB}XXBtTGw1#*%$AbvZB2X`Ckq7H48af)doMB&@uCz?~(=UT6Pzi97wF<;DfXcr)K})tlp0vGoT?cSjiEG70Bs@_Hp1bSV=9;@{x<}1#R(iq=W?hMwYtQb?hwE zo$jL+?=aL;IV7uRX6qI{hBgze?rrz-`}PRIFEbkZUadPQ@ht%m55`6038hu_1-tTh zIG6M57>|Q_j_qnw<;jt3;`@ z+-1Kk6e#KUKUsfk46Pj$Rqj?cblPM*el+duST4fY4&^oC+pxu@Wc78vB@Q{)}QabJN6+_oos&(jnQ7 z1(YIMIjudtS606pkVhM5oXuYCem*514lS5H3CBet=ok3Yzh@b;$JO)8F*ta~m$ED1 zx{5mGjg>V(C~DHu;IN>RJ!X_iO5bE#b&F)Sb;9fnXt>>vp2b>b$KJvh%@!-7=J|)h zh-pK38P%+E0k-)YPg4zn(1Frk_qawEFh=&y{sM6}P9cS7hxw!~Z`3=sgn-xQClsjOMPVHxw@tcl@KZ{{i*xXVo$eF zrBg;y^OT6arB?MQbbWWMci;ph$Zm<-6g-@(@H0m`y;b=Bqo{9G+UY1c~x@`F>|F7tJx2C^f7O*g00fx-3<5 zh};am@5{Oiso$&V$A~BLg6%m_(7mkD01$n!BmA(B2emBfSon&;0G}<&>9sDZApJ-+nwqrnzm821yd8 z8qTt9piVO{w8A6gzrK}zkAwR z)r;27rdbzax$*pylph2xfdnNrS#@RK8L0dUmx&cUu_6K(3$rPr>^tf4$B=UqV@fp4 zlqX4g#Z1i%kusZJ^`KT8EvHTaC}`|CE&SGJb|mF{=>6}QRaX``EjlrhoC)jy5^`Tp za|zoGagxM_JGj^$>_8`0aY18_yPqt}X7?QQd;N0bf2h%{)cd3Hhs99wNmbDEB$&^j zqJM5`3_o$Z|Di{Y)jG}-TdD6^`mrr7xU)kWZ$}*Ug=TJ$7npoWc=aQ z11PM{k9WscvMKh%^mCD7_WRCDF*FMG?Zm0vS6B?IoQwSoQP(!o`BTbt%$3y|WBvJn z{xC!tSmEhDJ}akji>WNupFN&y2EQPhwq|iZ-5aS8sHe0H7e8mPB;{TTa25WO@Do+w z2cK3fe@FA@bU`A&PW@Q;F2Chs@2CSGtuXf2V$v(|G?-yY3Sqz7l@g^paamDP*-R(A z!9N7uEo>!FH}XMH<|hJv-ro_FTA-FpK-8j)(G3rwZDVuH-eyTjh>-%37%raTL%)m?9GR5YmL28CI>8~O!D^wkc83#Jgl&EL z%yKTrKqA}P*nMh7c**@Df-?vl*pFMy?jwMKZBOg=g_{&O)H~{FHi0VwtC#)+@xJQ5 zm~hC*!e;{!(7s~$Jtj}DCO!JV3Y$0T4zyEFx4IHkkSZ+M!>wL{B&w9J+`0U6Vhr!| zb|cvgN&2;PuWrJl2|POnHwMV}6A&`F{8j>Jy;3>cc z%*xNL3)e1t_hn0@Zhd%fZ}%D<->LxajON(KAei%?`>6GglTrb6hhZcRVj#@R;LEJ1 z8MuItO)dSN1|3e%#|aq<{Yfc|df4xwuUoDGFAU7$d2X@4Q>n;MYm7JrD{)&3+~%`B z{7Mp48UD=&8B|y1i$IV@ZG!|O7Lt#QtO8h!>L&=jK5+t&>;{U^ERfHI`Wy5MZPOp> zqWxVbBnfbPljz3`3-~BDREY|B*~a7@C-66faP_vhWZ%I4)Ha?uiZxaLk9V%M5)-Nb z=%ar70y-23DrWj%-hVRPR6_mfMte*dVRQ;AX`rGq?;X}`8ko5xz*cbwT>ff`I6d`NBgKY{-?$h?h*l?-B>X{9WsAZ=b7IqnP&p8(EN2Wh`OwU zTK|yDEKrUAXbZ$kgTE#(Qb)+c$38&(@kvYwe7a434nPOL3oMYkqzBb&vG9@(g@$Z})cFzzk?u zKXJLP1vggNk?PSfg@s9U6`_VJaoG2p1cxTb$vQW>>fGghm>S6!d}Nx>5gLPDNk!1M zn-X|6W;_@~(5^_tpg~{|uiSS4{g+Wu4+aq!CSCrt7XjA%;ep^ciGm(I*lJCvsX4$k zH-oAh!1;EP!R39>?3+nd`$Z+l*ZRn_H|dZ>FBWw5QvMaL)Vt`*>P-;QOnFg7+++4H z3B2u!hWHZ_aB}90r0%zbuS?YJ5`mt%(csZoFzI9w*xNF3E>qD}lvE+-^E_If`HR-# zwN?o}&g#4%M3GUBqqa+Dh(4DGEPS1k!N>L{zj#MTs@a6r)W!0YJTuL!)B=bx7Y3NW zWhOUba-aeCiR$2+2MEE~$cO525*|A{`NqR(xI(1*P*NF~U;7R&h@c&MsngyAp?a@k zM<|?}V2V0!?DwWPNl;f`im4^VU@{_)tDZ_L_TvcZkDV+YieUHg8n(Y+Nl!)jIp&7Z zY`8%W^&q#EKoO4D62^8}Z3%qy&l^h9%VVPH`<_{{^!uJt%BVGPTggE7GUCe6=sV6H z`?uuBLWw}lnDDvVxMPZ+;EXc&zFoNd*$DvWT)vy!R=Z02_VcP%}tV`xb(SGy5|g2aOzUy5fX z`7hOGt`YA#rr{g><~vj=m1)zugo}#6Jqo}2v<1c3o$y-GjHS|*^j^h92Df1v!z99< ziomcR$T0?@5PyOLqYq2#61v^i@3{K;Om^ko1>zwDxdpr&O%ALJ?1K!j%IEXYUX_(c z^s+2`iBqS(DP3kUAIxos+U&4~^Jv;cJ7MB+Xh&&~mrWAfSF!gLs3(Qqrav6<m4jhVzeg z-U8thq6I!OFPUr)jQA4W2)Ofv=`YKRISU*!b0q|t->{M4D_)TlifPcmaFm<_gb#FC zM5PmOLRV!hy@SWw-EVmuMd3%<^oRY_Bd5GqPSc@LWcn{dAxTj<{P2&=^4E!Zg zP*C>zP!We2i!-Qi4kr7*98rEU#aV8>edz}8RDT(`oq~Lk+b{CUN!Wm7bIPmIn!1XG z6FC7GA9<+A^s=zeyYHuRZ2WGBL%FU{NL}D}KBc1(SACN%)SK6m(a{o$`y74b=hMMv z3qYol9EY}e&{7Aj)_7#DIS*xWc?}yqf*3aw1zZn~8aF0`{aUxA566bU&oUn8ELZ^_ zUNG+gl!kts;-Htqa9U<&iSv#d#gWo1R?A(r-J8P+cHBq#C414KjAU?HP!zB@_cQn` z3giz-kDBj&!*+SSTN;A|Aw?el)KASrsvHPHgl;@XA%V3Vw?FeLQfL%xn4-5iXhgza zJ~*t=dak<{A90906qP;;N}^yY?SxNntBnZ?iH&V|D2XK z$HxVPP^Z=wZWZ?rVp`N8_|Oygq4QhjTAkPxor^@Y^P|Fa({hAvXOua~?~f|{cg!Ay zVx35}v>zOYr%FM+#&U<%C-yk-ITmCE;8i-1ncq zSy_FrU2CwO%WLowt6ojs{|x#o2?E`m1NYWkfwTmAUb%ktZlxiF_y-G)B6(exg!c8DCkkx?Wpd4@LunV3RSe^Nphd?nTlB`>{ zyA#|z-t4$p_4roqx%ByJPNZR=rS=Vd#uiDFywA7vitp& z6=Ptnv^bl|^>6~BG@yn<=b2`yL8o97n3Uac8|DBKc~6ig_f`*ZT1>zGU0yx5neB&D zc%KYT6sqaos0M_&h?f+-K##jb6`h=+>;T%{D|>K4^E+G;(03AMjnKPf1` z;eSZR$ikF#THS6?X6l~$(FqKTDU&VQnQZZ=#rgV(ChmxQ$mj0Fn@D`I>l(0M71>H) z;028^OEZhid`h72SL<|l|J$}YX3_=Dp|;s!PA69QgaJ}MnbP36X>eoUcO|)94Jpxc z*@&A=^xX8{m2h-^rAq5Cl0$0J>1&=ZEX3)9Nuu2C{G)`g``pau)`ZHb4;b z6Nd`jUxd|{{7X1LJPywin-_|Aw8et8j`z_^hp>|R$&Nw`Z<_kO+{@84I56FzaY43#2`5aJh;2~G_4din%HJScm0-s znF?-R19*YKdqDsYwx0nlpsy*+wyITU1$-%inM|?0=meU~yk;W5&ZSIZ1>16K?9^Dz zm{>!?!CCUxrfxbvWAldqz&>p{-%D7yP)r{A!yW|d#~E=VV^Ey8%yf5oXh3@Ou=pB`!nlBZ5etPcz3;TLuui9)V)=#*_y<(csF`~=DTqE)E=5RZ>IL@it z78>nrL;5ylW*JsKKhDN&yAR$4Qb9O!=rzpAOrwSY?-)(=+}dEfitya;ISQe%Mm&F$ z6(HE}Up7*)|vez(t@vYYWdR+HQBX8W-nK*0yXgfaUKo-9bYY$s9n{^s2{A_W;E z?qD1NS~_Xa)vMdMpl z7Y50P&o)bCl@RK*HL0>RNm%cGYBq4aKa07aZdj~n-?{wrc7Zlpn@>B2Q@7QH?wYfR z@TQ~9dlsRC-+Wa4c(J~n#jx%35KDt$x44Kk#!Inc`uk3&+&ZrjYP&fdf<~oQoB5LX z&p!q9n{6ku0frwc3@I8nON=F~r*ojm%`zf5g?`1Y43@kODiF&XWD3fJlad9LBy!s+ zpq%m9Zm7H1?w_O(jt;(6w4cV>&)%n*QcBY}Z~s=kI2hOGP>MZSmwvDKqvUxoP8h}X zgALwbMIj_tJsK>D%3&eR42sVw<_J8?!ZUPDMu$Fc-#L-(b0+LGCkgIV!V-{J9O`$g zG^3jyj7+8`ET@DEp)ZW=$ zadv>tqG=uIt{O-dSqhwNJse(j>^z$@$sh~vjZ2QCCjx7+fH3E@>{_}cIX=`;5x#t3 zy`m)nNAiJSYb%fUQw<_xzSsn(mzFNtDDc8`7$B#z;2jv<+VC%TZz$b{MrS#-Nkzc? zcxT@7d;X&bq88K$+t4A+!tb~o@gC@sBQF+ra4yZ2bU(m^TM~^Es>oU;?2!G=FYSox z$RwhHX$XjokfmQ1=*gfNKNwAvZ}~BsInT|w`eHkrB37fb^2gw7r(SJ7%{l~%R&7t! z1{0532Lte~f(XUcvgH8KF2tf*j7IFIeDqDw|KpD#w?dd>G)z3t8( zvICW_-NgOmN%$pG9YuXknLgX9Xc9A}j9Vf;PfEH2mThRJS8U;9Z7`Cmby#Gc zUqS0rK1|TGdEoSZy`B1R$aDoOFF1(AIc16s40Tf`0(&FN1@6|C6O&UI%rqPR*>*eG zg8pH2i%{2@k`JTWg+h+=83aR1KFBXt1jeO4aE6vE0uD1_#3509T7RjM9+Jl>Nty)b zQdITMlTBPIkTo$@3DgRn^5adw527J&X**^~`3Idu^$|mb(5pkKx>=9Lx7>bl7-nt~ zB-OA!^R*Kh4C}r!q$L$E@?ZxJxCpbSH|xR$+o1HMgRYdl#kSHxnB&_ywU6vXar$g{ z{iK*JqoyGCgk{TNPv(c`EaR|?F4HenybL6W7I(NoqJ2GRzZQfwslgl>-N`x6$en1P zw7kDbAGi&pS{6I26Z&PJ=VdMb)>20UPSFnnH|0RoE2vzS5Kee$5q%5@Pdqjp=)HB^ zU+C^#+lYb$!J5vl)-937N`q;2=d6W^>(}T@IIH0rJq0-_MdV!Fst#+NhVR|E0ppC@ z{e*hzGslDQdb%L1GZGMf3|N$?Q{lbhIy46SZbEhMbZjSCeKrJ(D{0}8}n0o-7za;G3z)!m=lKZ*6! z44EzUHLzyv%B8A5jJstvgakXE47o=d8>Z;MBiOY_43oAEx6oz2&m$+0Ax(EU6T*7I zm%Md?_&wu?i^TX^S@gVJzl{Jj@xY6ZpO*v~ z;3AmiQcq70LXDbZ7mOZMC)z&fS*Or3V%SY-O?XWBlfbv-ef+O{5wmpr#{IV7P)VY(F^ifdo zLxPut$_M?}+b+9+zf5!Moea1BCZ7B@m+5%`zQ8VU&XRhHIopvxxDh2~(R=NX)6m*! zo;F1)(3m#);AJJR)iEOQI2(y$AHem~GQX!g2<&#pv;I;YBlO4&cx2Cf@fN?k6u=@Y zB3CBpCE|n{GTQ}&1|uS3#Vz_na8#>S`cp$#Fd=By7Muk3{z)K#%gODP z{BlZ2Cb&{r%fVT2BOc`yk7m)bO?U5#ola9Jo*G(LC7{J_t-s6vR7X3{bt%D7@X%G0 z)Y?h26&6g{*USB?rt^9Vh3Z#Tt9}Li-W}cY;yuVd2o~3D00>qHQxw>wL4)U@`eZP# zEq4uh9{|KkXpT&okYwa1zEJn_*`Z#dA6>alQ%R);x?Zo)Fey2xzhURTB4lbJx5gr< z|4?RGV9xnIdc7DR20Kgy%JOHz0$-gPj5Zr*bi^TR15(7v5318MQD!xe@{Cim*Gjv&1&IN7oo1w24&`n6C@BO3@PcB|w-TSzXlEz$5A*jdmg-z5{{y zS)$MR!%bIl#tlPPm~OZ0N+X?_SS}IF`rf-2KJjh&kn#3^DCBJ?i?V{j_28*SIFG^U z>2dIo`8-@}&^kgMDwZ#4;w_8ZwINfr%o6a!?o6lzDQt)_-smBf56mcUs%N#-c1J_c zKKks%9~mOW-V4^_`>N(+I2dQU1w3d^s4^*<`xcv0B=)_x62Brm7TPd-@YOi(nt;CH z(gBO|vIsmJH)=rDK59}TB^=bmp+u7}h`5Yd+(r29LU zuI{~js;PIf-KY}R*12L<`t8k8ET5R72;p!Yw(h?Q=5SpeQ{i?Ylm^Xn_F9Gs7f7QF zSTdHf<0zp>YD-g#BsKj-2S*M7vAcu8Bh`YUqwQN7v@IJ6j{2ezq+~k-4~EwHpMLRV z@56xW11K!$+`2>?d-CD3k8k>#P$!xsjmH zwCq4ve&{^GswUILVc5|)Y3G!mu7CV{sXA{Qn`L?{&^XXL}c&|={+3J(L?W=63L~V&2WWH3Q0mBEp2bXF` z>2?sM$AZ%blUIkA?>-YxObpLmk3L5S;%tjm-%+Kj>)`2<&D$ZMudF$DzH@q%JK+i` zX?ee{67_vhj}iM4_FV~V3DoAT5*i5{ky?O)5ZJbVW z?CgaMC>W%8HiNb~zw@*1_j-@_eynE3G-XwAXav96jMn}IouZ|Y;;x&_&B(33PFh=X z&x{pEQUqNn@=sYELd41`2vA72CRK~458l^`eJLib@EgT|6tvi%o8zGCPxQqnHhO3) z1-ZF#*znR^@>}a6XVE?yE)gZCy3{=-=rRYs9;)pNb7c7xKsp`PNDGe}jzStY)F;l$E}s z0mblo@ecuCkrmC5sYpe-Y~$+eXYX4B439X~bAc3%aYc@+2dr3<_i znEm{2*Xz+Iy!#AUb?81N^SuVM)xc6N~E;brx1K|i73=^)REBcX|fn!|j^)Xg-L z9VEi-rr`}z(8+cx{+R%Apo~H87mx)vcS~GA(91f`J3PGMUlF+Gka}{uS%w=mfHLRw z{U{Z+RK~~&40^=(lYQye8lS@7p}$!6P{XeETJxO0|C1i#%Tv*>7_#IZe#&4o9a|Jt z$;qcMerL@~OAPu--vib4eEw3bEQMKLoAnFU%0aq{0{u>m%u8d{Ez@a`v+kwE>D?0G z0b3-v>-|}Cvp;t1LMfi_77(y~Iy_$DKT-}uuyG3^$E!q_JOF%3sS4uh zF+~#cp5ZjhItEC}q%U$iY;F3_0ClYCcEH~#NQoJRexHu3BAlHwgBGd-SeZ3hQtwV7 zE{r~#Wl7&tALnW`nR)+hjr2yR?--=Ea{q1N1!SS>`x*YmbG!%?B#bsyd|CO7H6je1 zFx=qT2cAi!hr^S1htBAU2;vj7Jgi$xW*Lgi&hR`0h_>03{9e?C`C;9}funj^?rt~; zUlrB}K9V0;t=EYWCnIn8n(|>UxgeFOl$UpXzB?XP2Ti$^ z=~~ARRbsQ~|G4q2tdVlvM1UR;+@c7??9x;hd?{}Nxmq~3J!W58ihYt# zvZ8O}Cc2ZlYmmc{3TM-|f6BSZm-s@~338eIaw6h$$Z*nVh7{7dK$gGCSy-4{y#^tY ze}@z^YsYNjlwHbZC_CSMmc(g5zKa~>WmduK+ux7+RSG8te}7$ zzIy*ws{pBVn<;?sE$ihPDovo43}nR(P2K;))L90_(S_R@hXi*C?(QA}1b2eF1qkl$ zuECukgS)$Ha1z|z-6iPE?eCmARrlW%MZwg}?(V(UyVkQ*3Z+i0uK}AB`q;z-_6v{A z;=C`>Z&L*zxv)XLOBqVZ(kB2wS?dUJ3 z&tF@>ileC8VoBk0_$Rp}Hf!{eWX24~uPOUqw3*E7Re%T_!i^a8CtXFfvN9#8wC>?S4g8jfV{%m=3ad z?PuQzxh!O=*Y&L;?{w=t>mNLNfSbyTN%`Uk8k$#@`zgYEB<*SWj ze*O{FWV?WH)Pm)=OwF0AgwaS2Z)~Fzc453<;l4Lzz0TyJdwzxRsB1|6$b4t&CV){GmZQ{hx$gD(@WA6FL#gk;*mHs;q!Toks#b}!t>LiMJo9+&&|J*U zG+G93sk8I7Mn+l@R?D*(m4;vR`1>seEyqVklez@GlJuDH!)XWH?hf<92q10KgEO37*^+qj6Ev$u-!kn|TJX)+MPKF&^k*S2;D?pM`K|rbO5_B^OU78jM zy|6GT?%-WL+8ndiSy>gn6Y#p$*U7!GC~)9TS@uWWzw5GUGq(oa&VNI{SPD!8<>bWT z-iVD&jwc9uxzQk+S03$Kz6!7>xjBn{(rG(T*emsJKJ9Fp(r_iZKBq%HI?pCr^+&6# zOx2TLL;LS9Xp#(bO=U{C{vqjua*KGh2@&2Dj%6jf%YR@0)oxi>k}JZ-XuSmeW%a|w zk+oM0;a|{^D&j$uw515XX%eb<@`cu5`(3uj zz=!%qd~L{c(Ac3$h4?=5gx}|BDv(PzRf{l=4f!=%8l)0h4MmKv)#E)cJW|Aa%*kPx zxz9DPEW87cxmG$QoD?ti`n!mBIOPbGj4F&!!VMOGEt;x0jQ!RUD?*xsD~@|MkeyEG zJkf#DX9a`CUZg#qDIPiCxt;r23rhgy7>uNqm9`*JEjkr+q-;ws9VQ7s{wmbFnxNLv z;db{x8A7(m{*MJCPvZ0snGcShCM8tKbX7ggk&=V4P>Db5y^bN`3!vN1qRvaU3Y&!-!9SR zCb&#}@mL}iLl*a)7ZCAxJ-JL8R-CTLNvyi_q%Sio8-4#wGQ|C-^w$yFPWyLZ62r3L z=bJ*dlA&rpr50$pL9#AP0_m0CCWTc65efgl!y+4hR=b%M>ATzKAdy(Zl%Fv=M7ivG zP87i2+)p#moUvs$u7-3m-K?bG)_Au8=~D4&v!Td^JKMkjIIZ{)L5g0)X%4SQp<&RE zx}Ii=v%oIL{9roalcNCti*Iba>j}$mdpJL(LvrU(D@eQI98v!KXYbf^1ffk0g&0Xb ziDavzxe_;?yKp4 z3Sc&5zNpxwQs`VkL)i2(MwjP9Lg^2-VXPQMv0FD=*}kY?|06|7F;vEc8!I>eEo~au zD0}2k-Xhf!JGBBz=%1nSFnE#$=Mt(Z7C~Rg121$E)pBrflI2ky(?}r|RghpXEm>(i z#ErUdn>f=9Uuq;Od)OA7-*SzQC`v6_K z-N(eQEQPA2^%BrVi_Lo{Vv>=%ufHd*Ys=n7^r{IxBa`0u_C;sDQKjd5602B{Cx}H6 zrx#*?u04E7-+r&ry76%Eg0mM>@eo@o5E^a9CsJ&-ns;KLP#bj+3#2Xp3*Wt%WW>b& zRDImh1~uDp!0q>!XHct>I(Yf()D|z~3A*7qU3Xakq0C~BS7uZ`$RXU}qo|^EDqw#Y zSK#@@OJvo8Ax_FKXQf}8G82tV+}Ne+tRA$OPUGXuYq9g)by1jI1tT(Z=gKoQW>=>; z`+3SvTGT>6UB4CvGO|B#<7RAsWP{0LjQO$Y*8!917e@U4z_2N1P)T_g3E6nKedr@* z{7dn}X;As0Tu@+-gMK|~TR-|!VOL2S7eoW+{S#r91kE)W^ljC7pXzTIXI2}dXQNhF zn$?*@u~!)-d(ejuBl6NBk=K|%cBUnjf83!5mKEG72V;*5t23Z(5qdhD+0=H^>H#|{ z9|=a;*qw2i2hnc`^Qh_=P8U!#g>j?}Fy${X5pa0ON)`_LLvV6S>M(YBA+@p;ByQTT zaGX#BdFXRgo7czl7DCi@+K%D9lqz^{S~!N7QhB%zFtMrdEl^qN9$(o9gorcL_UV93 zT1ldz`A?z0NW{akA^c^v8h4`2a%8O5WF~gvYE&;pH~;o7>CfBv;P{oG1B&5$fN6$D zbacoR7r~VfJ>>cME5qz4MCH~0TeIJ|_%UNANj7j^q&y~zI|6e;!r{C7K9=7y74N*h z-AzqEb?v2*2?7kE&#GaHL$z9|@aW!lRqwI1R@MUV0?M*fG=&_cWUxA;cgx}t3WE~Np6KpCN~BP9 zx?d>2aoa}GgU6zM`D(*=5|aq9^k~eZ`RXjMITcU7?k#8F!abYHwkR_mVO>zg-JU*< zLvsIib(4#VZqUR3j)f#Y8$rYI9}GdfQ_Dg^#LJ&WFgj*pS=nLvLi^DkhN=G!2YBqE zU&B=SEQkcLzduRiiFo$(kQkW72^N-j zLQY@#O30}5jTVj@Bf@#8og?ikvf59Bj}(7!i%SK5ySHyI$UOB=DkyONJaPG4R(FHle^#(=+oHAws>)dcJQZib4uIBiYf}pD<*@AYheK&oV2)w5} zxqjP;*{OOcNSg$!|59dq*Wu3#9G?~90als5T@5AK54>R3G?~Unk{@W8rLjEcxQ#nx zo{Uc?N4-S?Sj5D;#HDpamCk`N2_u`F@xv0^?ze*So!p=bD+Ldyv?Y#zZZpTRODERG z7k@7(1IB&_O}=fAe+!MkJHa}Bts9xyXM@fTq3)0W&CK$4g)lPlwZQMu79YHH`2utL z%sz+dS}*bIkH|;ugXFPJd;Xo8w|$l4f! zKBzdCbNGKJ!cN4I<0l}A<pkJ3($1@%*Zt$d_%t;o0ZD)%mxT5CQ}u6Y?PO_6ZrEep#o|lC z0IgUuwuk?FJ6&sRB47{kQXgO3{@>s5jvy5=0bcO|2Ua5eWaTItz(QPqx>2nq)%4Df z0_+rQz>vN6feL+Pp+eT(-L2f9v*o`t1<|&2M`dk~U@AeH{08ApTA(xcyx;Up_H?s! zTkaw^nc7sCK}7dX3^kt)*LKS1yTT7bhHyNHrhEnSzJT!Tp)V=r%B;rmq#Uc;&{Bie zk$a+TQdr~PkNWE4cJQ;C7UCn|tlUq<;x5dHKk9-0O+`jbhsFh}E)wfU2jY>dI~@u3 z!}c-8VoL(fZ7{{rhl&n)3L% z)v}GMV$d!w*jOitkGOP2>Dv~}>RUufg^j@ZEUd6??78`U3CG-HJR+Sor`q=mtH3^7 z@RteDRhFihb z@6`ZK!JB%V2>7XN5|Ap)Umq`$dZ~;StBvRYI-ti+W@eHY8ty54IyNNsVGBb&^mBN7vo-S3&+~I;-;`RS z)n&%^G9d8J(y^-dpAB!gkw!pZp&yg50rtSg>X~J=cb%wx)nDm>XcYut(N@7f?iska z)V=@Gtw5w!At z4p?_d0-u&grGgxYC4I3M4y#S@z9~T*6GIvGzG# zOe){rf{Pw2wWh?#zWJZw9pvP|e@lCK|=Mger%im z2;<4|E5Zk1zQD2f!s3USm9UqGkMOM%+HcU&)FanT5LTRd^=h-(r{Su+GIGIymMLEn zwb8{imf!lWZ(d-5z7&T|lhHN=Z@Kf3dc6gz zV~<^uQZw%wI4YG3SYq{h`gE#ev#4a6NOfU#K@66Cn+ap?Ge*u^@s1v@Ke$VUX|eLe zNU3=3t7b7RjBw9T&aAZD9qYR7Vud`Hz@jZpHoV&Ges~M9hpYhfiT`nD8+51xM^57B z?GW@L0CT46`a2R6P|OG?oHpCL>;lWoBv86=`8VXoQHYObqtF4XFm<^dDNW3!?vfonegHC1|0d~reH{?$NS8*^CZ^A+ys)7*Cc|VtS1BM~rI6$ljIwna41g zhK6F&~}^fea`6aO-F^ zE|aUmXjVHr!kWosiGrJH3#muhQk7xIZJhGm?QKeWi3vx%X^ZzCYm!#s?szy*9OfaP z!>0a^$!v<8&u(HHm5%8?cJsm@C+pd=`pN7s@*VD%j1y^WlHiWAcW>0w320O_sKv%& zo28ltvm30HCMUK3f_JFRsI1iPS2N;xqH&%k1gk)F4((;#%ca-?eRO5ri`_8sYO2>N zxkMG)loQ?5ncNZla+b;N>_HFS>z|9Iu;?<@ZnDfzE*w+SxFYogxTPj&#fSANF z{zw&6xSt@gtAB^>dBf)%W#MNDEj0eGL!DD~O1jyyuJ+E)0Qjpc+xxWKd?{#S-u3mO zb>hpvbt-g`+d3g23+@cCM~>}!HWIGXIO#$F4I`^GDr$~IJdEfk-7}owfs0b9S{47n zE{Hhqq%%c@VBAq@3|s4GPZ17V6aG7$t#PX~ z;zq)d%I0OpbJr(4qJW03LE-wM%MVMz>8Zf)98&p{&|_28Na;cg){VlA?Uv86Pt@x< zH62?+V|yC#YBTBgA6U<2TI8089|nN$$P5gAdSv;yf_!gftpIGr8{p7ekiALoeKVJE ze#T9osH(L%v7ULV-z!3lS?&)(G^JtqT+j}DmTt9IgcjMD#T<@+n{OOo1q`W3Fmrqa zl3cRFCP4I1W3MvC8ZBu1HMh;uxnOu#Rybd1t#`X3wZV8(sq_e1qvOd45gL0kV9S=$ z?M!s{jeX@!yc?RGA8#8yD}dr#pGjX{(Czp{`BG4-^U%LgY^7;L+OErTj7?pAgIdFG z-PhaUGl$cK!$4?Q)gMn4Nm4dS@olE;Z#;)d#Jnb9ymBGa@Tj5D1&*Vo1&>NUDTy^Z zEeVb#_Fxu!cJ~9h-bmOOh=S51l?86eVyF8$#47JU*|Fmk`TI;Y5XrgES74 zIxfxU#<0)S`(e77cH?-#K12c6l6|d|d&)Gw5VU}OH9zZm`~X|KVkW2L;qIdBn)`*5 zO<}3)*`lI@>2E7F!Wy;GxJeM7@}}QE5$EZzh~EQr(l!O=)0PUR{ri^^;m}cvzyQL#smdnnCd9j zCBeI9LDjY>PKwCkKz8Y?uOEkf-as#iV?bpdxfZ%D{asPyCjcsHw}z$)3eTKvYhXT< zqpDfh!$=l+%x`D|GPm^W&evNIu$Fz-jnseqPWgEcEkm#3ntS1=?GOM8!P{n_pw-H1 z--+)M!b*x$T&v%X)p2i74un1cUNNfQo;ZiIL=+V}*L&ggxeg@xfVj3K86v>ziym$2 zdCO;>Zw9tNBRMJzeY5(w%gQInnYa6W&nWdtWY+}E=c7R}uWvis;q3(5(ia1#7<%jo z6Sk#B?JwKlT37zf+s<1$k$#EmfB_ctb=$uzc;zlQo{N|2(Bc({>h0}K>^hxexE#{k z(V-33$<~33PIr;=ZjxQAHwS|se*s}S{5{fxfxIq8G>FOg$j4fue8I}##Qse)i(BvQ zfNnIig1>Vwvz*gq?RnhZl|(mU`!)u0`03cW{_LUMlkA_|PDAplvf`|CQ4s&tj@3w_ zYCa9Jw7zNn2US9DrEo-N`QsI)v)bx)y6{r1dwj5(win&yP4%W0kCygZ?|A+ zRmx<){2Q*msJu}>8!k9#5!b`5O|UW$OhqJ=>3Y|@t87NWY?~FAi{Ru4`K4ccgQ&Lh zb{63kzjtM&damN8CC3Nwo&|6|t+$^TnMYb+LNj(`=7!U0QO_QODjnU|i~se1Ju_9m3G~5$Y?w9P z$oAv6o(}^rf*`4Z+>S~(p29syK(-C$n&a>**!Jy%ven2I6X_ME3IY=hc*fH@K-Hrx zC7ca}(*wiQy>@d?E*%q6ay!5zM@DDndohZurB7kASS3pmT>s1J*#8=g_#a>ASe)!8 zg8#djIoAI3=}_lq7cGmn0x8|^5Q-0()kt0-lgKFVUxWuqNvu7mJF1SZMVQsi$~dq! zzv)6zAs+_=JR|M2z;q!1b$Vp%reiG$!^!(M#6*IJZWy8vf7d(ghAe6M7qil&y8j!t z-@i3UaP~Bfph}Q9up}V&@5lc^n(UoCPloW#XNzR5E;vkho{@dw*&oXS2Btk&_Ti=`jL#X(9=*gxRx)8iT5XnR_`@jL?C+d8}xI$foX4B z@cv?ac2}Dnx^|ctE!hwGYmp_z?Uc>*n#V{{>7yFd#b#49Y2A)Zw4vB!z<}@df5?4E)#Xce5GsIgn`eYw@Smr|~uk ze(e3{V$*$@Kw2~r6=8-tiM#R4PxmEn}zKc74U{QD`nCs1Bhl)MwR#xB!v|234 zJ^eA8d2DLD6Xkl#i9=dR{MVs$5}kO%DEhpN1&P9vGm)``fT)f0!V7N(G|@Z7q|!`S zONODW{sbP2`R?ziRlS0nF*@-g`E=HktL``xOWtjZTl|D;Tap_BuUerePP!p3sRH6Yg*_4KVN5=wUZL4BXj`x^Ks3e!k9 z*LpPW*);y5Qke?m|6=95l;crSrK7}~n1oavD*s&rp4ND-Ki5%GUvS!ri6a(nsv@E(}`JokEJDd zc_L}b(>8w07*bgdk>nH**;*D$XjBeKE+F5pD-p#A4gy6%_Q)V*S2JIT(XsAA(DYqp zYJV1u^VqzM?9_dFuY8MUK_j#}2yp!{h!g%p`AxY)#&$R6_kX^;Z(8*;%G?cEcT0>6 z8J&qDHob2*|Gq@V`^yca-d3Zr=r;8&xvVp?YH1E?x$YuW58&Gc%P)!J`}PY4=w0*t zx^6C*j%aus{47Hym5(=FNuxoM(Pcu!Rd!O(OosmMG~a_F#8awMM?i8SP@X)i;fJEq$yS8h-wwTK&MZCUClH#uGRH*+i52O$!oKfbXUNe^3`SP~=Nn0~gUZRl$D zi%)ehsmS`l;t22xOp`?y|S5%k_LGbl_Fp2Bs5X>@CTH zFmM{ux)we5L6m;jf@dgVLg{~Ftqz}HV`1nYReXd<`+iblmh>;?_6?z!Fd-ALE@E5* z27_dvKenL`2DOQ;H-z&3wV#n*>qkhlD4+D3--0oXM*aW83u8mOST9y(Hn=mO&C`D+ zR)H&l?qPa)?V(jZ|~(~AAF0W>FLK#5CrliLNskrk&x zvN_4;24^JP{N^HN)uRbYO|R;qgE!R0Q^M=7xP*w>6zFjIcyTD>eQ29;PGl#@n73ml zF+3h_j~U%5!sU~C6ZA0sgeO}<9Oi<~R-0{9@#owuSgdiBX`JWz1>ZQnzr<@pp~4Rr z4wk`4Bpd^Zzwg`!vv90k{cA#|Oo$!0zfC2=^L;N*emgD04V&W61|ry~#kQRLp_U5e zsn)1f=}B@G;5(ma+if=KJktZL$@h+3JfZ3MPkKqInFqExewHG2i1=u;JB-CU6aVhe zh({d+dkZG(vDQd(JqNnmgHSN)sJ615hEHgEw7Z%6QL+18uX@=4xxhyKfy84ypUo>C zYn*-CFu92F@4`6tNPMm!+`4OwHk1SxVN}_73a!Z*O3;Bod1D)1KlJL{pR*pJy`BsN zjHr=nzxeo_t2T*Ds_wVa$tl{KiQjO<-Kg-gaaw)>Z*n*XLe7*9m>Cr-kC73?Z4=J#PAJ`0jh z{DLe*iY?6Wm$SE}6;gayo~x~RlBPSmc|6J%9iU4YeD=6p*ZIY3SJChW07>(y+U_IZ zy>I{Z(&;4BS5;YS8xvC~{^FfM56%eyKRX|0T8z`+8w6{O+oumb+4o0lFp+$Ep8NLP z|8+`vO15&yWa{Y3)v}D*?Z0LGTu}!^Q@>X1jqkM|<+?QNa(t|t6*<{YzE}HIBwxJN z=2YklY_4yI@Qp?%Gr5`>>|13H#N9eR9u!MW5k?&Uv_6O4#l#L$vPz0$jg>Z6R+?ts zJ~P9mIDX`zJsSEn-QiUCSXj=B77t_fgdNWR@na&VHRH3gR|fiB*~9qF&V783F|Foc ziXOq}2`eU{zGOZX3-OBKLqZZWQ9W+9Pn5B>MIy$xIk%CLf} z_Fek;4;gaLOFv-apVAE28zRV&}RvnNLix4&GhBbdR7tgOIx1V7lk@)4{9n zE0ER3E4C?C)2B_ynwW@pi zBma;fhkU)VCTrQ$IY?YZcQzSbe%ZM$CSs06eGC$y!-?b5@FgUFB@gWO5-a3<#v>b= z#U4I8lz_U(%OKP$EZ>7P$ke6>)TxfTl`;_q(g#TyF(g@}FVJwaNHoxr36#OJDiV^@ z?`~lRZY)&|ce_oCTOz)a5W9+cso2g&3g)&Gs_l(`R%=s6@Q zwYddJ@R7dXv0JRxLBbo{IQ8dI#*x4P?Jfg+-6>M!|LIYjxmcdHoBB)Rc4iaA-$5SW zt&5F+^fTgdIaI*a{`3fPShL>w<-RL_=(v!ayw*mPVMI_1+;*C`_2A=f_D1NyH&Fko zpDW90|5k-Elf$K>-!=x3r_(C~{@5u7jaL5AI zI#$$77Ca?e$TE78hZrm=rV{ppW__^&aTF61HSd`okpffiw_f6C_EXIs0fKib=XjYR z8~&3D`i;&QlyL!%xPue(>hu&DARt%)u41d>>3rS5GA&bv2r;E?IxpnI=*GW>&DF_o ze1d=|2CHQ|ptC5lN2nHTV50{an>!BJWy7eJgLHC3LKaY^Ae*n3S;DW+Q^i_0;j7f9 z$tz>Y{|0BOe2SyACDzf7TwDTxDb;yauHPf!Mx?yX2KNK)MowM-%URa3%v#oYz=Y0M zRDCriUx)4o&5h~dO&~oTu~XRcXQ<+~D4neJoyaE;(k`lZW#J^*+YoXXx8eu~C zWVpa``IL>0?ZHsy4YSXA1G8*NuE zvZ9!{LvQS>=&6V=$$m0)9;1mO)2jQq?t1sfYgg|O$Kl)Sq=j%bHEFNfpC~qmxIHIp z;Erz6{z1b4HUF1vvfuP#duot@J1tHM7{M(367*&-fFILg$|ZmNPk-+`#!HFfvgxB9RAERPI3F zqx5K~o(T;nEbG8IowFtuVGWxM`WxEJ=;l{M(xNC9dtp z!OiSIM(S~?;FGLG?{A@Sdi!2KqFi|JXHQf6NOXa&I{7`3{KdtmbSv><4Oc~un{I%= zI}2F;0-;CRZsGj>>RP{1bNyJ)8LzC`#}#Rz572f8XvJEIVX~D|T}_ml!jUm{7fZE9 ztAM+!GB_(cAxN|@Cfv%*gj*~`U+qgp1~8Le$z4~9T?h{h%^<-QmgLe$7V(_h4G=#w zx-rqcM?bDZ_?gl5tH9@9f_(&dB7BH2fMQ*T_s1C4OXt&wzu)S`M% z0?SQLMr`kUxI^#|2E@}M)R%e7+?5H_F)@hN_8xcE{4AeAtH0Uw3YeVZjJL_pYjbn^ z9o8zFzcCr-3DexYJsAUW8%{SfUwGaU9q6<&8Ar9pw%sKNS!h|a*PDxSsH?Q~8n3cj z5vc&3fN)ScG|}HJu8`WRG$Dl!Nc=CDl)3h9o`Ql3Hg7AA;jc8c#BH(oyae@N1QDKw(;d~h(;sA6I# z%#Yj;$NM1g>44|FvPP9K$eWZ&RhZFw2hk`eo(0TT1a?|31*?s$d?09roup^af?DGc znv^1fE?-(NIg6ugalU8Cg7&YDQ*@}1G@9^%j2%Q~1+<4qqWLYFv0C8ECN4OFe@9{8 z^iTXAw#3K7Z?Jg~VWeJGp;rl2fDHIAX+mho==t?DPYT=?4{&T^MH&cbr5vfXsYUi9 zWFp&<<9gv|Qdb*VOo6p-KxTyMkNv4CUf?i8>~I_I;Va3wPpX$p@u4I4*GtyVS4llD z&9&8bJsR`>HvjeT0dQWglQz?MMfo&VSj{Sku_&>CGqrHts~i0JYP4mlWba`PI`!v& zI3r?sc|1aCQLKVE&%bfH5u|btD4_{q%!30_l9ba%9W@gJQDL@6nZK5W;#%%F+-z}| z+P@r$VEKH{OV9~)me(@fHYPJBP03_3JE#A0jjOK!INb{W^CB~*oa8Y1w39trFL{n(>eP6 z7>a#9|Ec@D*PfceJ?IM@nZ%e|9t4NB6EuoZC7V9=@pLi)X_;L2_KNX^jf&Yz>)#9x zwoyZ1YuGiZ=jGM`^&J3zPMayL_dCR@sR3 z;y15cwp(r!cfW6B>V(uyYY=Ty(@xWyJ>m7<949Hbvt4=WT|40B3I1Ad)`&cHj(%5O zG0dtIPSM~@Ot>%|uxk!cBcoI*c<7lY3Wz4Nw;RzIr-d_n94WBd5#$0JdOq*E?)|Bi zdrA?3P5BwN&p?~Q4mAZ&jdd~V{0fcBcc(p}gL}H;L}5$4e~QOmAO|^?eV--$yobdh z-md#>v(x`eeZgW*!FLSaP(#53@J5D=7<2f`_Pk#>C=W)UYk7B*#S7g=(jExyIo}`8 zoNR$Fwq^k`i*D+VA!;M=AEPH@!ReQ!P~AJQRhJR9vygV;m+ZuxKnQgnt4hODG@uuTKQ2|?8f1y)5hp*odSxd&S=pBHt;u zc#VeB?4-Q~Hem1HtmxKOYrAxLasl_h?#=syBz`f_3sQ@R%GUe@Gy=5iW;7?t!g~Vk zj-{q^JpfIqbi;j(B?l;syU_FlXwJm|EBoZiTOYTL(E~s@l+G#HK=!(y%q4JBb7#|G zQv|}W8>jw2r;!wlKEZ%+8Y2hvm*GJgf5@1R z#wT5xHS7L-X$@W@K8}=mx)xHryAY=wnY=l(R)P#UbJ{3Q%G%4V(;EnrE` z;ymq4_tOr5P67yjt=$)P6>+UZH{8)JaTnlmt)3+N;pf4h_-so5wORfW_Vd=Oy9eOs zimo?Lc^ZO5KM7(sGKR>j7ie+0!4CRe_y1n&Ocj!lnfKP(@)lsiZv%xsQadkZAg9l zhm>i~8u68Ef^rUAPkhF%wXKCIf1cpaw%$h?pRtc>@Avwh2QjYI;x?lZ0D0DgSEB_b z9qkKC&NPV3uce-|H47{Q|46GezX!SZUo_go)=m{p2g9p<;&25gOZ5%kW}QajWJ}>QtstPz=HNE<-Tm9YMLwSW;M@enfJx5Y)-$h6|I>Uk+Dx&j`t&*l5hpQubM-M2!Bw44641ym zcM=~6SB_zpx1ZFZ?}V%anfoBy?X=x0WU~p9D~_|Bt}ACJ%}YKR+2q)NGZ_MILHCV9 zudF8)Z8IA}RkwdLx#)nVI@%oX)$)^~f1s3HK>E4o%I9y*)W;4CjP`uL-t9lIulEOFrkWSf}k+TIYnI@Y^xHpfJjXYkUT zzx+v0vX+6ar;CCmrs{#tCrKHnp@^yEYkf3xvHIRksmMEnles%E{XPL_{woDkJ+hX3 z=~b-C9y=1P(g{9dyGVIffP6L-9d!j*5Hg=eJ}9geLx2hIzmxn3(plVKEh9I#)r;!R z;()*2^xZKFdq6+XXT?l!Q=+D4QG;9#o5%B}k;~5FOfItNk59R69`zjYrrgyUkXfi@?rQ$@8oJn?W#a{qf36i3q$Q;l~eg_d+GA>Ix5i9c4O z)7A6;NQZ8myYfs|FIsJi{rG&%Jb@rg@s1wq+()5WfpuhQvYTitrD>^H(&B{+Oe(1& ztvdLyTDgBKHdovahgq}0#3Rcc05iHG)_esvSy@fT#Y5XCT}?}yuX%s?N>CTK$nAh@ z-3noq(|PS;7MZ|y%w?0ze=t@}HDEov^WGf*n%AZR;gF{`L5{U7RK>PYwoxZHIfuXtRodz)uMx z`PK|SLuivrANpHXuX$tBSV>k9BKX7$Yx(_tDgfvM3l?Cb6`l`X%k3j?ioyvU>HufVq6>`N=qn^YW@v@$m;{mh`|M0*}?g><}Y&i(na&eYqwf6j{HG8#Q++x$aF z{=~nj>`bY6qT)G(T-dn2-VcvUY=+!O29ACwl_=HmM4WwQ7%)VUCiLSaA<2uR+N*y+ z)#XtB`V^ALJ?G0Zjf_=Q<9lDX2AF2w=*Z*)o+r+^?a$j>Ta8+{(B5O-_Vg%v@^?96 z|MQ~>>DW|M^# zA24h!CGw!YjQrM|CUSCt^ZrI#fPm(Jx$KuUaiiS`lwou8c>~isEAZQMw9B_0JVbwE zsn*Yrt6;$LFc*nQg;V=4Bv~`}bz+Q@gzhWfmTRMC0O8R%2OY)h|QG zpX_ycBqL`dQJORe`dBVrJalDTt~fEygw%@jG&=M4=wk-L^nl~1Z|d01DLaI5oK?ML zm^<_tb9zsDZ@^SG$LsIi2^qu_{xqsZ)T_LCH3-=+72)h2erZ36NDB>f-q&Rwl3OPK z1G_Nl)L0XZpB#%G!shS4cmG%RtUCJ-CB52ZzzB&)c8@_MkuLaDz;QoO`h}V}#&!iH z7G?SiHuqcaah&i)=KV62r+la*%Y(?Z(L>f(t3uRn4(plmm#N_}f|b8=mP|N)2njTi zs{PrUL;>I5p5OS4VQc-GSs&wXMeZ6u6?-UMb|wjlr|Bdi5qtRB*^EmgiPC$5LeF}3LZey)yc565_3wHxJ}?ecS{v|wCRlMX2#AAn5BHH; zF!My;Hm)2;o z7C^8Mq^Ej-{V*}q)&OoDCdAfol-a|ARiR3(=6c+{2rGLh)W z(pHzGC4d=Ns5d!(<6CzOxfOn#i9cE37xCU>KwfYc+B{l!$jRyfB#z>E|NFv>HZWGL z)tZR-Q-P5|C~r<}{M~;gs1;U1pr;3#WseU_=s+hTADkZA=3Oq88*M$O9J>F^Ij>PU zF|3&hKLHaldi+?3%4ADvAZMY~O?G_Q0tlJBe}er(V48zxS5w006uv&wTiqwF0C`pG z8&JhA5zc9N*@+f4)PC$KS*7L!yGIpTfIe!}FQ;3AfjAJp76v+)shW=O^K?Ci-~Q_w z|JbZFeLuUcyKa*XmYaS%b8AC<9)4_M|)5$)1cGa9sn_Y;W{nKG}NgN7mV>*m8 z82^GE*0nDHXPi=$V~lM|G~>jL0~UBk8O)_!c*z$3#{!tSSu%vwzkTP#4C(j`ITPiUM`Z!Ix`gnaiaYXih9DKh8dEfG?+phRvw2``TnB|Zw{I>HLFHsmQ zlddg_m*HRJ2_wWe)voK>O{@teS&%aH(^sDDV3<4)x+hG;g;slUxA!cK3(m0np|${i z)=0r(riSz-5c^LU#=}BeYqm7+ecvOZ3pKes;a7PrvhM;+H7{+c--mA5OS3r}nQh9~ z8(TWS7R{dyr2>SbTJ7~+x1AE#E4#@yT@{B6pMP~=D6+FojAL&v=s}1+29Vr??$wAW z3KmX!T}NIC25C1jII+9%UXC3E=olTwjF>0a5sZQ%<7LTj-71TrRUdLcQv490jB4Fn z9N;+^vD33_PW2p2#WytWH~r%oL(oceZTfR=il1ciJU_nXcxkurC$#X`VNsgJoiiJo zvQAlxDJZ^?P&|bHTyCUT-4hAP04kiqu+%x8(rXZ+e=uDu_AHa9mU-?)e(Ib7#gyPR zg9i?#>2Jh?oD~M}3sATcJ_f%`-8jK-)*VNG2+xEf4^gWf^&9vp2jS53z|EJJj6ye7 zHacIA4L_~jSgQzP=SX|Gy&2K1=SL6DsW!Pr;Hi1!$phOZoO$_Qa}+|bjvz^%_0xI= z(1z_+@6GqPy1P51rD2S*oq5jZ{0C#>ectE3ukUqT1iVV- z`BO4^Z-VT3y>i?>#^cC&+vDBTlEz7qgjUQYIXs2Y0VT^UBf*KhN)4kmCtNYFpj zyl&&Y9fGxskr02|T-im5KoYD2cAP$Yl6Sui#19`>a|3>*+P8*wl4*L0QF}{zhB2Vr zK!%tTMCI6;t3HZgyubh8=XpK?d|3^*b<_q|R>LcSUwcMP%>pN_O3X-KzE4>li}c~U z$XNs%mWoquS4T-1Uq=q0@(d7IMnjZySj`qy;NSRIDL(&9@-?DbwlUVx_OE=5^6^;c zuUk9~I+VRoN7nY{USUff2%~B`Z@KlNE;2^VU}|L{PJ7^|pIqeqDcsW@zUfLc$v@u! zVN6mt;{xX))p>&UBzNUSZ~4sMni^qzPgU&W8KCG#XBG%cmOuJjtN7o0>(;m*k6D$R zs?C?QKA~CJ=E*;};9*$STj7Awnwk00y76Hj;$$g-!a=A; z^_c;~9-pCu>%e#7K$U|6PFM_$xz{yH{%K>joQox9b@*26IGbrKVlbT7EWQxL3pLzX zVEIxqMfgbA};JIJwP;6CWcaWOSG2Y_du z7{X_V?N@*&%y%`5&_wuW#EelC65tH|x(s49NQ3*`^!$X_{XVfmybXYjM0lGcOms}B zDo%wC`ZG9p_A^>qu6XDkR<7@s$9Q_G3~W26gI$|kkquL&IugZ!_bW@U_W!Zr(p$}BK(k4{0ElbyFT9}D zr|C>P@Z&hB2>Ivrb_CfiRvESThg0Eo!LB((83Gw{VFH+`w_LM+r}r8SZZqSC zCgZ;?d3-jTVW)HkILH9g!;wXy({ z{d)QK=Y+Mn`!(kpOYuXVuk7alyB^PTuce*P+@Mubesroq$3#3}{(v=4z^N#*=JNKs zp!5fbws2xvzK!M>@WkK>f7CK4u`nj+KhW@wo}x#7TKZvE5^kw1$*fybaC2|@>(d8Q z27X^^{ytWz*5!!9)zg&k??jG17k6)ySPNUMe>IJ}S)E<#1({t7P*DBCpQ%pwU#aoB5J=qO$f~cTXic5(%m;THyTV4ay8iaQ>qf z6N8{BQP!pB8+r@BLsOrU^OnMK%H8~sQrR1pePE4R(AjSBOFMF_4wUO%R={`<;elA` z3NDr6hR21}vbdP)1BK+%dV?LmXXqW#G6oe70ez@i(BGk)3!V1mlgC3!8(7Zn{qpfJg4AM$oK^4`HUVp_4DwXx2p@i@8wie=y zL*zFESKe1GKRBe?&~FA^vJi@Mr>EF1P^4WuE&LlvNEP-l#gg}|uK%?u$M3Oo{)4;= z8H&|h%ZXh?I3>*9_K$ErpdjB51IK+>4D-o}*3=PpQ(`}!#}+^{5443o^m%_f_cTpc zCiJW~`yu68ffWUYZXuW)msR73q&|3*2H$vOKNi)HM_=zq$h`kX(*9xqG;W7CTj=rC zONusX5UGm}FiZaI4lt*wWn}9M*UdL7W2);)Ld}j70IezD$Yg4>EQ_xKE#k~;%(FShQ{gq7iR7Mt zejj77McM8|d?wQTdQ4N^i3f^p32SI!Jc>3vupa*~v4<&e-_S73?)o}@r|1?W?l<=yBn7~%$^~{YZ8Q&1txh8r;w{Pr2dz6zvcokHRwk6QQ%ndZ6-MdFVwo4 zlx0TgwKE`&*i=_BD;?+RVg}O~e`4RDx1_!DT{;2f{RPb$UgE`7WxI)>=1@o9ZKi7lQ zBAls9nUZ|TWZ2D&P)FmT9K@r~)OuinjO~wB`dN*vh1QeLp->p5`!bAOxU!fdIqJwF zphOwfP5SM_KHr)h2NsHe8TCYl@j`HaM!@ekKZ_aD4DR&{ zy{T!e%*A%8?Rybzo6vFyf8Ih!zQA>_BFRrK5Cryhk0~e6`+>aKa8PKU@|4K4k zx4R7sXPMPm@7ocldZfl5I_?ZJspl627#8HzoIgH@l4fr1Lk8x)m;Sl0G0)GgrFml0 zk2Ll2{W#`O5zTWq51|apAmAx!Hg|=wun@PMsoP-Hgg^cD>B$MYZvg+>l3BPc|2{_c zN~?;W)&8ys%?_&}Z#VIuCi3HOSF4Jiq_>`Upq8v-=P&#_-i>=i8Fb0k5YcIWwM9KE z17&-Zae7B1IU{Yx8prVaqqW+M?rB5GCO_>7*04?;rxmR>PH#rDIF1}|bHeALydU@{ zEkWcIlofUD@Qj)7lZrl)aw&%o*WN15UdyB{AKlT`?sIURpLPc*Zw{xHKFdrG;0U}j zaQA&7QIodyIhO0g#ilUJ)ig2&xKO=;M9J36Gcz|Temv8 z#>oqtEcnG+!~UD0_xVK(9|T`xV&|OS4{*k=5TIy_t@Vzb{S|0g zMuxA4qU0XMSWclNUWZzvvtQa4sB|w~7zSu-D~16kpBGyisWKSWr`?Lvmj<*3m86_D z#80bq`HroF9-Ryk@aL-;T}1Q1?G7Cv-#86#_b2GC8^ZYJol*gOp5~AdEl#K;28boEl%g?UKU_V55Bi@DYCUeE5J@L z5xLPhaWm&yT*ne=8Yt>GA07InP+0M$@s~NTl_ENBQ9^u(=nI{bZ>2b9G{Z@@hO&Kz z$uY-{)vA=Uq#dN&KnftSwYip?-j+iIs*4w|S;a&&WQ9*X~{uRI1_$#38a-FqO-x^{V9 zG1VrgI}T3=%9X_&LFvH*#A=lY9T7&T$tcYY-@1~}yksW_qu+BJT^x@5nQdwWeY zC3V%pbzidqLOe%5tyLW0&RK`?ER@wU&kOfk?-T2n(5tf)Nf0hO)h9F0F{`~CRlO{r z>qxTTk{iWrU5GSH-3A;QAC?4(evUj$q4!^R6Lqf`y>2%Wbqefqd@p(fLE_~gwITUF-53=XJ%feMt zni%X5V^xdhcteuA?Y^t_)-14&?%**wLe)+#F0_hFV4GeFb&U74UTLJI@g6djtLOvn zEta_myzrkbn<<=)<>|~s*4yMsKaOZEHm|h4?q}IwFaFZ+EctDx&0!ev^9y1)V z!c7)`i1D7-V@F^Rept`J>hm5hkyfw*(YA!zMJ~VEx93Ext3`LR9C`0E7*AK_E%*x` z^gplx9#xHc4o#-ZA^ zqcr`FE?4OSqhWlNBK~#_UCR#j@sG>V+rD1f^qs;Vp-nNjO}w#{*!2BFoYF__C~!N` z9ygcV4Ke%MFS$Og!@dj51Oxf+Q=ZA_if@q)b?$gDFX3Ux-{gNm6~$Aa9d*+NKcs2m zRC37F)nhw+d24wWw08`~P?g=)^7kjf&JzJ=eYA(7gw?OrYU7WVAjUnR>&;cY-+%I? z8WA5<8>0+YnoR2Cg}*E%lbdS%ww}(kB|x*DBj#b#PH$Ut&1p(c(MAw-wzPV@AIIqF&6lZJ^Hvv59O{%TXttydSI8KdL=`HihFRKMa8+$KAQd_jjf0?7Ju!aW=OI+# z)l4iOgC#fquOqA(N0#vu!fRFS!`dBhz(0jPuuAUo1~Mv1a*%9e=w9K|KVJ5tW@C10 zE|SRlYv^T_&L+rs?ajnNL>O9q{dVivW*tP;&DL~7zf6Nrx>*26-@|5SlzK#7Me1$N z0etYuL(_raJ0* zi~UF}yzKbHXNa=xGz3jcCH+?|okc&-DKmQv)?pjQ4%o@pe3=w;P6uI$sj&-BSmX0m zX6|&w0TGuuu^g zmSI=k^(+7-=&_TPTq^}s)r{(0&3q#RO613-H2y8B!<3B?A~MN;zqt~$%AX&=G ze_R99+>w5U(tp_Qqx+4IT>^P!-d<5w_ja|qHyk-zbN_4 zvf~}OhsH&+38xt)RI!*AD6*`@YH0cv-zGuZ|x?npgS_Za>g)A=emcWpfuIN*ahi7zGN z8F*I-#5|a^oAy298`|D$W)*cWPn>1&`$G8>Xp-;e)~tY4GXOG>vW9|H-t(i%wPuoP zWj-7adPG8zrz_?nDW>M#D`ZdNq8k;VGi&Pn847*~ zj}3n{&5*jeEz6Uh>Tm^aPi+~%Ffaj)o>*4sOFS2%IUEfYk(b7){2~{g=py9zc(#pm z($yR{n+Z`za7Ci{y1x(C+0a+?51T=>s%5_GFJfeM{gmP=N-3*=Xi#Ys_!-jm@4gki zWrR=LtS5dmj+n=!^s?jrx}kTL$Pw-t(Vh&#@I}-G7_H#m_CjxB0Ij$ zQ?W1xLnL$eqTYH)HiU2are;~A(q`gHTSqiOE-a-Wl=hfl&D8gJOcxW!U`9qn-~uzb zKCCounuxB3XNtxqnkbPph}Gh{H=Eo>Z7+jW+Ot8rcQo@9^tPs!;?nc$FBj=hGlsqR zbF;uZy*&M!f2%w;v4E$wt)IZK5&uJnF?cI!(@euJ_`K3TJX)t9r21-ToG^a|!G+3x zj>=zU1;Xt;a?hIssdQ^1mB@^E{5qvbrzv>y8R@aCwGfP3?25GzQtU<-Ga0r}dHffN zMSH%ObUO&V?TkJ`QWX_%#1}N4wXtM_#f#H~BVu*d*S?$RzKs;xi0xbJH3W*rFT^Pu z{gyfS65MpzkRh&R42!H!q9P~(@wd+#vJ0)2NdIPtcKzVe(wJUg6~Yd5{egIKzI|E6 zoidiTns1`H^LimYhytCMgjkiWpjzIp!9pBanYc(bd>6w+@88p1BTmq4oSHi0EW)^uv z&sTarb=}#IRug^;@WK!GUohtDh2Pwmo>aS&q&{(bNdzqoa2|DcUYvg;h`|XEB9W%(GvIaf{~-?7nQ9 zm6#LJz!rUJ#Ynncdo2{ejFT)g#{#jP_>}!;(p0rThV}@>NtlkG^@ypO{zYKW-*$oC zZP+$PU7lm@(mG$A-1=h%o*4L2iq1@S|05BGM~5`xv>fz}=gMKd6h=o?Zm7L|k;PdCkl6>gUAE6iUT92j$(Cn1-`;m|B zNeNzJ1D%LW>SWT_*M-kf|7GS_!R#;|m&V{ae@KDD{2a2$+RHt}jxQ=ceMg?vef-c9 z?aj(@d3OH<7N;K9O-y-HjUfXNtg?76M&t#}ET?qRnd7@o)^QYtPB?BDskP&-K6^NR zylF)e1uYAhqRC%8q>x+JjFG&NDr5--@;o1&pM6_zoqP1X+Co$|@=bpM!}0e-j&?pq zrc4bafFQ}w?0DPoFGloQo=>uxKHc0Xt>G8to5no@9ZIF3jQyS{rY@HD>8$LT3jpaU z6KLA8eTMJ(ylbG~lVHjkwQT_iP2{C;=xLt__m?O?x{e&V;`DM$q2TB87PvpSG8Qf` z$KeO98TPwFyx0ab)jQu$9oOW*OcCPpJ=N@KP}j83Vy}31i!!;UGl1uxL%T3mehP$` z*bZ(#BH*Fp_)FEWw-D7wwJe$1fjj{UdNwa%(f-!&I9M-tao=s$#`zEr=rPipEndD> z^1|{a*XiuL+T+x3&LksF9>J+4OW(s@#?Zrv=GBRon`bT*fbBNQK4&YL4w6724XRQU zrudL=E;7SJbi%H&TkLx%>QQLQwzcJt7lPCpMaAB?9t>X+#YcgFOmU4K!5?==ELdfV z8WtdNE`0wh4?4l19^(M?WI!`Nm4EKM>8q z)-GI@v^VHH-*@VWLj^rv7(Mld5k*M&I4JixDZL#dbc+6?y}pnR01lC9mF{cxrk`?R zeaXrG4gc@gf*ImB{BVRmjW1i?3t4@TF~soQVFf@)OY_o-@)x&Z(TAI*O$cqA?Xy=B zV8(kCPEsrU?}kCfrl}4)o#YOBIpckxiGEPgDs12z%1gapI5jfDF(A*Ec05=i`6GSP zapN39|e&LF|0|H6LKL%zlr7ONA*NpFRoIvPxBIhIqJFJs2w2lhq?hW$xIahDxv ziun%B>^({AkASkMa|^ogUx`Xe*NF@&|GBggihU1KeM`mn zxK?luW-1ziThsn>EIo|EC-D@q_#`&t)NI|5U^g3$4N>Sff1r znQXUxmZ-hsUC_^g`7yX1%%kZPA7N>M{l4M^DSwKH);q57ztU@V-H|h4?I4d8&yB0K zHE2gpbn3>;?7BG;B@{p}tJ4YomY+hOJa2)J55mFw(nR%^O__PJl9n_plrpTqzUEcK z(L}k4NQU{aBghXKs6f_ttutcXeqPC3CEO%bB&Iqq2L4+i9kv&ckxEaWSj^<7*v08G zSoUVo~oDoQeRLohc;M>dprTA`nk)TzAhO(h>ZfJW0>>4AE83qvNAzE$g==`e zl$1ThR%h`EJzg0gV#Y1{^RXTb?E!P-4EV4Ax%A+w$y3Ec)qavV<>YuR96_DwAyFA1b~?$UJ& zMq@fZ!TKCJ)+GE4fSTAsfqIWyc?U$%KG}!?jNf-f;%2(eUYX)v6>jLGp8X^jnx(n! zs;gG18Xv&YfxKBEBynI;>1oIA$3F`@X0IF$s3y+Tey|Ax<#9EdrPC9mI%l56L7 zyf4p96s!blRgR-SwG6NPa6 z$yX+QOY1NbwK}$ib3ym~Gsntc%qtYV_@@PvqTCofjT6uJXq2bs9?ElywJxmLcm`~~ zV5CwmTfGN%)|A2;XuLTQRW+Qt@0XAZ5>5AGzq`L_+^yT8{fSHM;2RtYoJ7=KKkek; zTSzbm1bsn%I-Zft?i-Wt71P$NTAOrT1K4FEY^$WaC=FjWE?~D>t6on1&BWhE(x?Dd zlJ4(-ukYxgD3vC`Tn`>IXTt(RWxI8M9PW^}D*dVQV%9gU+2j0RLiZg zr%hTgvc1FO%?pBgQMI#C?Pg0otva+?B~_w3w?lVzGMMG^StV-OL}=jVL|Rufw5Z$x z=9O^_ttik9UWs@nbPK3v7MdT0hK<{7RVO`kTI2r3vGB1qy(%e6{yBDYb~^_mKKgDJ za5n7CxTprtD+WABm1&N7MWAoG$oHPvxTZZ%Ju!Xg@IjyhPplE+hTb0VB`rjO|GXNU zFU7kA@v`b}&t5vmeb@h_ytD*qAJQO;e}32km?BNX|GeYJkB4BbfBqMquG5% z%=>AZK-&P;`Fc=E0?kYNF9>;`Qz3Zrre-22`xO?r;!p$$rWlYSb$=r$=Hq^J0QlPd{!6l`O_lc0W`y`438!mg~*c;b_oZ7zC4@%&4T0S01J7QMeJB~_qBVFrS ze#lfW;AQF=s#bip@Q*r60PnZj!nL>}dv%k!7%jOq5Ih!GWSj5%CJ-4rrY>1raF)(# zlmbU0XB=J7(aPg#pI6z=T?dPed~fd32hVXUiuL37j=nd#W;1ZC z^+k*H|A=N_8Dv{f~iBA8@e3rr?uc;=+g40X?V>cQ(`#M zv+7(*-6y2EX~L@`yt7&nqEjeZ>Ji{$*Kr>t2gM#nAk#K1pS^JEC6@AM57c!>1RHwy z)+-rc{jN?fg1bj=WJ^#pX4=m)9o^Xh+xg5%;Yru!xpcw(c`g`RQCVLt1y5PCc zDYdZlHU0h8>`FoUb7kmr;?)qu7<^S@`NS4q^kK2r?Z{dDVGIvc?nJQY(M6OTv;Kn` zhp-}&?+4?07?E_QFoP&>JdF^$269&+b=6OXY?=oC{IWKq#E{p#YG2v7fpiZ{h^(2c z39+Lv$w?84lX%}mm=vW1Bs-^v`wlYLK!6xh?@=bX)3E3Y&k2{6ZG|Snz_jb5{lUV` zTiD@U6p;#!MIMELZBh4^{2>8_@@cYwu_#0?IrCVv?(1G0Dk;j*v^q3cTVzxy+H3s1 zad~_0UuAmxsMhFm!4)zP%=r}1B8dJ8tJ_Y*8&kl61tg!qw*T#_V|%0U3x%htRp){D zAC#4qS&)4KHRG!W@bIfU5C^fhW*z$~zza1%a6K9BuVn4<>0axzsl@$O(E7JW9zv0Q zNXAn`<9ENr5|gVgByKYwSw{O0So$ab%qgP3DB2XA=gg-4Nw50An z(zHJIn#8bukVJNc*g-CL#JJEh%>2sV^vXvP#us^B4N$RZ<}>)8)p-u285I3P#iby< z=yq2H19r3f&$C`jz?>IE^tr-EEwb5n(^ZWU*9@&78^43Jj5%p!XoYhoKP$n?=h#NG zt!^ZGwPFWr<+B@%^PfGf>B+y}^uO@@O(0VAL%v15%l~1`k zk||LP@@75GF@Ui0oqlqO5=~^M4W4x?Wj}7C7q}rtQeQWm&VCOGn}gC;fsw6l1k#Bb z59>ZaKTJT>8(Etr`8V6=FGMc@gkd<5zb=drMb5% z9)Bb`v(!5RvlC2dW80m(A8k@!eiD3`QJUNIKTmURyVI}YyjAu;>!!8xcA$}VRQS~H zSbl5275JbcvO6q8PtexP95joUrzI)`S<8yrQc7VcCfaZmVh-*Dr=5XX#5=#=e55R{Lt&o z`_P61_^)f!(4j=izc0~UUu<4pM(zeU;`!aT*`|Ruyp~E)XM;u};pXeIX;JGWV% zgcGqcgsUS11NgZ5D9*T+d!L=PzbG#`9~ps424mQS9c zxDyhDt7ESjOFWl8lOY6_aD%d1+i?&aXNfq4`nONP`!w4AkF>i<{*cNG(B^W5@7JfL zfHC~YuG8AvApndINy7LYhg0Q8_Bbz4H#T!1J0Lse47#Cdo-4%}<@SW3ok6~Z@xm1{ z1Ls6r00hi);2@(#ZHq*SKKW)7HITH!jteS`;xZWCd5<%~WOy&|U=&?kNryUKmuoL4 zrFsXAdr-FcjGV0O7C_S)s}5QqsRN$)BaCN_))y9|-PvqCmfLsNSe?)3$H=h%ebpq% zkV9mHidx5C=%VMj(9%8(88fG4+_!m^;IsTdCswK<6DT^nTz)j~z=hq7yuTyEdVuk|tbgH2}VHCx*w4my9h86jsXj`unguBAo1Y)FVqIZYqMDh=-yR|GjQoGp_?MT% z(sK1~A;saihtHDYxknnB_(lgI-{!E67)a8*2Q&+uy;rHs-h^Lc(ZctL5HtZW51fy+ zJv7NB>w8Z=)H7VobSd<`(kc;=_%Bml5Yc>t?i|%4J5ep2ExI`MwFv>ROV9fiTZ1r= zOWEW@=b=~2>Rdrcd#*4ZHSK;;DeWu(m3VyJf<$7{w~L^6BW>r4h2t$;M>R0nqgV#*4mrefWo9Tv%nvmUz|jtTp{Q z2#!Q8Rd4BBdr?=XrlfXvS`!11q5Ma(NAk`sSxRdYDmT^{rV*(w(%)JQr0BL%t`eXB zHZ7SAncbQhVi@J8a{(hR#iL7iZ_ifno=W{sjL~?eB?IKFeS-MJQl$Pv=)E`jF3o_SaL7TJ8{=~{iXQ7Wa+sL|@xuFW)jz4Q$rZbuP3Pc2#hihe(RKQ#3H zx9k{xfO>nFv(N#h_$+L6*Y-z5&inve2T{}Yw+4dZ)6jUOh(0S%B*l_7k^QXw2}Ua2 z?hVBvq;3pbBItJ^Wdv+^fBK{D1S)0J6iyZI%$hNtQex()W z78RcEMr?*kd7C60(CroamQ(Y}n~nJ9OZlxsFtE%iJ{`d7v|Iy1#=5mi^KJ!2p5KLB z2z(W&PaM@!L3d^7ONY2VB5yAPN^253dpnPIJ05rf@OY6GQG#CuTh9U)kqdd=FahKo+DxF zoLzf}5nyhbLlls6z1KXa1(0%!4UW)c0Em5qV(-an!jnQn?gB3)+=Obzw5xFbd6Bbz zw(h#WZO~v;kh7zgwM@lYTbO36O}m!T6OiFeuHq6S)E2H=6xT@J_zp=F^OE)R{QKcp zj<1?6ex7b!N@WtlwmG=&z4$O~;No#;}|R(O>v5)%4y+R&uXNI{il^ zvFgF8dZ~I?Zu%dx8$@rgLIZKw^T-s$vezmTJ!fS@moZ(zjo=CJPW8Mjx?_*#9vHp# zsNv9ZI#&IA?gDuId|L{bDQ80F=Mi~%?jbuB>PVy2_w;Vp(H0lo(8jrd$f}7i?-!Gm z=#sgI*6P+lz2lHq3&_ohp2hquU+KLF8xVrDR=+bqMuo=tn?E{e zpwpO1EjxzM>u(SrIushpZYLX?PDBeEK04mMeEUH1pIEuBbW<$168YN{^6Nl6fZOLkK?fNEJS$}N0a>!OOMC(Ms(dNISYT@Ty5uM!{`s>J)%wY+6 zgz7kPY&O*G-xl_8&oldfY3u^vvntg?()WMPgku1F51>HnQoj!e(w`1m()b228_2Z$ zu6P4L>Hd@LaN`}#FYuKq*2j2`>yoE|I3)d#2!qXj3KwS(uGUiEI$M6rlx}K1vb=247Mc) zujX~N7AiN8UUIBxgDH=J%+#G`P2;rCmJ^U~1;+t96nsq6h@#g&H>=KOh;!Xu@yzV| zePVNJ0U1^%faL1h`4DQ^wkBmi;6gKyQfV&J^1p>UNZN44(Z;WRk`-@rV9hbzv%WH2#fl0dq1ljzZwlCUc->=}19P z`5_5L6G?=ooxaRlBLXbv_nACzLGx4~B4-U5wRv1(TMdt`wJI^JYjb8tF!zou^H_aw zgCgqHkU^lz_mki9w;ulTMSNsGv845T*$DB=JL`0-8A;XNaPurLK(q>q9lX8+IWZ9< zR!s$i*N2IHle0VrD4quHu-Zca?~c>yS5|+~pnl|2_iMaovNZ-?ime)6gL_g6T7)b1 zy3CouqeK>4!RJJuVmeP&0Pbj+Gp|0~Cw98#4Z~{kpD#j0w!gLUF20BV@OU)_b}@F? zLDIrw6YIv?C3UU=cLQWJ*YvD$sfyam~gQxP$E-)@u!`VbW&7QwWwS+9NTx3*%k4I0*c=c?L&Ex;M(QFSo)F3 zrctO{E0w={FE1ri(yq=r(Z2;*veW}N_ z&K8f`LoS69;c8nfI&%Ogw0xxAvBmu=2|$LTKfJY@uTJ#ybOmq+Aa*93fw${f_>olNnx>LvSHAzPi2e zOf9Zx=Hu{!VlAV^!x9RxA!Ic3*aElE35T`5SSgBQ#A~#EuNaM#!!y235I%{s|E^34 z^E*m5dXJBXx~fV@GUcu15-n*w|F5=W?I{!%{WYDdv%~?w}#+6)SCe|JI$x2BPCjh-VEJ+=_XVQwypQ- z9L!?W0^h=hVPTypf?l07*!`ha!9FCHI^I!>!K=|33?WF=)3aRz~8MR_1iYh>*O;uCYi56?#~JN{=-&5Gwo6;}xq7J1ye)$kOG9 zB@dzho(6=Gttpyi!4I=RjY= zr8>;7d&C5QtMj#%nxFSvsjW!Pb{FN$bWCM~M_pp~V-7IrQv{ddhn1ND-e|n13_M(X zimRp94GSDeWfjyvc8xGMaD`pPY5?>kWR8>-2+LH;#C3ohSq zJ^TLg+g=s1Jl})TVi8irX)&m?pkW%}Hv<03$N={-%Ki_cAUC|lYP8=ZS9uUz9-xL8 zC|Y;`y`(<+Bz4A6T^MVB2W1G9?{z*joSmyC)N)zr5voTF{)P?%3!R3ip9_G@jAvV_ zzL@i?ghCtoSp46+fS8@#my5aiC)hS8CSm~TtibS%`N0^L#EmHf$rGmt>`in zd2%oh>;73LaRp8KmE3jANWsLcw$9wP!B)Wv)m`{Y;p{VNVd7UgNU@QVT3Of?N<(KZ z>>E*;i=p7{W}U3d`8yb+9<#jpiZ=(9Pb4mBQ3DQCZkKf7-`g6VYq}V2=f9^r zfYGI18yr*A)2_njjS;Uv8)x7L01k&Eqt#+Ph(AhLU3-9JA*nBte62BON<;)+u~w!uddMbLusmQ(?Jovk}DLIuir|n7wu5KbN(^x^{41dMnNY}HD6%OEKBoB(fcY| zX7DGC(p4h_FnJ~9uF&&h)Sb@LJyaF#ecsp6w~$gR%m1z>|9X=l`F{PFFa*1r*-887 z5++PodX0K8@&rp|DC#1-^>`%>9#Ge*{U7$uDk_ff+w!;t4ek&EBzSOdBuH>~cXxu* z!4o9726va>?(Po3-JRfcPvt-B&dhzB_xqH!SWsQ5s;=*R=j{F4#GBxXT|;5YR@0~H zrlb>2E@2qu*`$2pN|)4BLp9;&~_}kXVf%d7xC_}>n#y>LIl31s zm-79QNdFMn4Iimo+900o&-#w_61S?Taj(prT2($L8q_0+iwd)7_d<_qd`Vo+{n{q@ zSrFIc9Rhq1bk{sTqN-c(rlP`81=6C>-c{@U1P@wSb|H5b@i`s-4Y(UL0*KYv{-AmL zHoY#I#b4>1fPX<6y)%CW>Ex@O zSM>RxOb7El zI&O^A0>d|#p#N~V0A%aI?J(y;rAP?yOw1f+NELas?T`l&gZzE}_(coNSo~_=li#ZP z3SC@bIyMB}pS+1z5w^_Fnm*51k?sj#%fU{qDOawNw8cx@4L;ZX`~w2vWQr^v7?arD-| z^WoTn>{5N-ogeM~!uOEP*Aq<7$;_blj6LgDUts*6KhUQL$qq?1c>WOO{5x=??jzHa zuP)romw1Tpx4qzG=kC03H8>xMchTN>@CUP(*)D?%J}uJH-S9?X%0yr`sUhH9Qdb1Q4$E zGvK66eS{o@POHs+?d=j8&%*CX@w++DR?`hB;0p(aAiPv_!ylr= z;e$Nls~~T7v~jGbAf|#?hTRDMqK)p<06j+85ihS0mB=fdTYLfKnhFursFbo>0%!(d z;)~`xN;5igU&M`INXSpAL_mD@0h$f}9{+*3GT*S}eUEOmf^$~_e755RglUJALbC-z zYM(&ya1bQc`LHKZ!ZY#H5`59P6>7cTeqThN<@rvi-3XRIi>@Hq&`)9y@*1hQBM>(! ziGMc}_Lr;fwW0#@YrDz-+V3WuTPxY=h5KsgE-CcAyb_9<6wMNvWkd8H|8`LcLYqYJ zpxFT42K~$`4=KY);t?H&BO?Cv#yxV~i*Shwmzus7XrZJWR7gAetgJ9p{}UX2H{A~G znH0Q{lQ7Wyewirp;=~OhGL)-{?5S==Y)@oF=C;03z!9Qpst7N)NR*l~kjSz)(3TiE-iBKm7C;oIAc={Bd$$x0MY_^;Q*Z?U6 ztUBr3OGZI2uR{Q=Jx0V0hz2u)Eb#WF}6gY3eRucXqYQDVcsI zHWv%b?hmiys_E45%K?`c&^=v@+ec(^R^&rPKlmjwTA8n!Nc>5gsw!0$x8Qi&g5h6X z&I}#y*BR-YePN|kwhAe|wtM(-0X*8jP&JLfL-x-Vzr|2S92QtWO=6j(VG_Sx1W=n^^)#x*_oBGfV6)ki1YiHIvw` zQj?$F<{}DF6*h7=<2$Ey9e;+22-iq5`01jvA(2r&qiqE{e}b6OE9XJ*e!s_^6cV)S zJ!=Sh{52*Z4z9Rs#3xx=&Cxik5=?K=cBHO9!*&HnVYuW&cvPF6b+gIKrAtkTfn*~?(A!^>7DnmENT1u zB%)2l2L}-6{n>ar>iiHSWPT!h`<*~`#3XJAy-+p^l#dVoo8NhUeZlz(SN@c@70p2k zgqJsPGYwWf1D(DUmex~tqN19HL7Aj%DV-ukN?%_mD~pBG<=WXqO#|ytxDx&Ak!?@f zE(*jvF>&hnZq$sP2O(Qjgs#ugnG`5f&f91(?@=SYzB5LyqU*4{HCJ1wPNd}3whtyn z1s!f3$KXmpcH_OSl2p}PcL3OFrpP0Tcaw?{u?g`>H<<3K&2Yh1u<z;6OW}LZ{2>lst7j3R}~uAN4PT-pC9y&HziEB@9GxHzO=x98g}ydWj8oOdm>~Fr+04#U)$5p@A{H=f@ygoshg^!_{w`X5vsyq zTrvv;EYNRK+-d7{eF|HPp z{*@+m=winIrmPX`SU9u|s1X-%i`a_k8nr`V&T=a5ZQAM>?%zupAQiVmMxSy}MO_Q4 z-WU9t-VlYt54t>0?blC2pEe0E3Xt66KwQcX0)-o}`W|HmT!5)RKMSDVwsZv^+_k6= zlW7wUCi%Ud*5ZSK^>-GSLcFFAb{$UV&7#t$E5$Bwy%WxP_vtw2*4kJGReDi)HZC^c z7*<3CL9H53yltrQR>ff#&;{lKqsqpusJb}n?==}jU3Da3M$QAY#%$9C1yu6B*bDlX zDuM{;t_g3d_eik$uxqkS)toW2Lr#9auv#-bNI2jLnghqn|9_4r@Fb=E`K!?GB+nc3 zM*gSei6mWk%wV|SZ!59j+htiuHSg<#CF_w?S!LE0gi;+r!$$TNTHNqX5tMm)hCQoJ z@ofQ$a}TK^%f|)v4pPjr`dtT+zMCu5P*a)?ow_P+O(*p_KX6grvpKZXJ;{NJf__PB zYCg4oglzh~?y^pwOvk=F{;VVTX{(QM0Z=Bv?Iy=-VK;6hbhhkOv>n%to&C)n0w0Vw zy8`g*E)$R)qBf^3_2<6;l1I^;8;MyKp3pQm6cjprYoz=ySu@?r_tx<@?`f|Cox}6& z9x@%2ksXv?x+(nI#zmtT+Zd~VP$ZWPJ10ts(hMwpXB&3LMzj<8jD{?~_g9H$-m@3A z9!om$<$%qW%N^(!xt@rF9xlYnlV1d6!RJ1ONfnl1WS9P=a0V5x##vRW(Bzup#@7m- z*DggM*L5vpAZy|d++$9P&CU4qZCmN`QfMs~vkmPv`dpdyH9EGAR!1wfrIO z1$qyK81h3Nc5tgcWI9hq*4-Rt%)%m*#f-$SF*kH+hhsyG(n}u39sOzkAwK4J^xADJ zr`%^fNpKY=@NN{cEuMmz{MoASt=<-msql_?u8mD(Ai*x!MWDf4&Lc9KOb!fS>GZ*1 zidcc}Hf^A(o}%^C_W3yZiD0*I!m*tsO(*h0`V0BWzDXn{1v~@$-AM-%v|6OwJn4Um+{5BRl{>xmS7UHR`-?fD8Sa7z zgp=@mwa<*)f9I}o{T3Ijga{;!6gcf_hWvwf`9IjtxBFi&8vV#jlfWcxlXha4Mj;(i8g0B{M$vju-`V+v3x2_D>nh!Z;dz z-VDVbobQi<+oA}Qe@P*vHX=0;CKV-wHbcY4>QqAo8&!+dI$Nd zjKL-e&t@QRgN)nAW>deQ$d{)S(9+4O`em{b(dGH_Y=cU8&SRy}7ryx$?~-PjDEcz* zIj&e06TMIQxpj9`gxRo~=Jd@MVUi!%%fX(M)hB>f23(Eou0;YgEGk1!m0M@-H>3vcxvDhbXkKRz$zfJV{hZ1G6`;ZQ60p^O zx~f%&jObEU5y$4{e(u!JOp$Iuse&10fHh_E-CenNM5(^#ePt@_Ot~%P9Mx6;MySmq z>%`D5yn|2McOYJ-uhbu5(tVP)aXfcRg4|@F#~;Al%e9oAPd1zTPxUgY|rFh4;|DjoVL_|RT&7< z`I+WNC3Pk`%aLg+p>QH8#E^q^DbSNLIgSUAFZ8);Q4FZ1eTnYpqUGtyJOn=-{(RE^ zx=fn^kTsY)W~16`J zX7BplMja^sn~Q)>lAq^Ka)gyFJT4jSZw~(?9RJ%70o4Zh4M&kSlmAgF4&HGT!vzQE zKHtKNd-P43LPZ+Cnp!^fZ!uZ+m(l|IM9aY!EPXQ{ok~+orSyyos5zweJU5F`gZZ(s z419X_;5w<(TZESwz;F*XE{=jAzw)!Z^|byFbcy0Eb9U&_w}t=$lP-)yL?P_03C(cb zZVxz2!=QW1eDztbd5tg|_T1&;LQH4aaXRmHZ&?w95_UH3)LJUpsSwIN&HS>e4hEs? zq4YXH8@*M&d*J>}KwxwOa(B;ZIgwrmIA!vI2x;2!CLhV;GxEit9?E zf`E`GycbQf6}lnkdAyhVAMVpOVrjK^x&;!Ydx(&4iH1Fso|Z=!(hx*^#0Hk2EGfkw zj@`yj(!~WYngEK+;0t8nRt%+L%7%}sVc#D^$@Bx<*;1#T>e=2Tgz%3hX2pBxs-#GX zh_Z~fq*JAB)DyU}Rrr?BjgWIb0kYcILg`N#qX%!p3Kl2x#R9dQ$h7m?+Hk>F;BVNt zG={scglUU>`+=`6wZP`aKu@(CMH`TyXM=lB$+FW2Q?>Q58zsSEDNKc8u)JK>_{ws; zL3uw1x)eDM_;PVnl$ALUNlfzqkHw2k7@`;3u!h-qf^$#WRV8*-SCLy|z=~nc+n_nE z004W7ovMScWPMow;*(z2xsYzRphA0juau69cJ27DqKHv|C4`<|Ng)o+xk@tZCt!6=u);tJ}MjVZegacn+VlrG$smEDol#2!JElp*nq3bj zBFW2!_o3{Dn8)rhWK$*aW>tm<3_B-B$L9_WwBWRwZ!P!)P#tZxg8Vp@4J^tz z^7b_@0ZiVAX0;P|iG}-RI8Nok!{UKJxUgTvrmHY;=!B4l?K~UJ(YGz_u=tjW$3ZGZT^~p{oaDEL+q!#!J!q$X4Nam>rx)O=VjS% z=Uz$qMvhx9(_&JGVzhZ{^Y*NO2US{v7vXSKnjiVp9{!NE^2$PZ=&4h1z?&m?UX`ax zynVH-P_Os!F(>6tA( zZ@+hB_Z}lE(I_a@;86CtKG)x*LG+Wy-*&2%5T-Mtf_x1Di&dz947j6zQ*s$SxU7OK zVLIr)1kEKA^=?S$jB@}Vhf;wdAJN&jY=6pbQafQI#x#n>fRl>>kAEeO$1a&wJR>Td9Dmc|qNoP)6Mbe-!?$!R5`wYOs*jm1X@9;= zI_Hhg-wZvjFmO2HeicZsF*r6bv*Si{Hlw)u{o9VDHsKjZh)HZplz4fH>_ zAs@BsWFx4}e3a7EyCtoo6F__kkn2;GCVHnbrD>XA`?Cp)byQS%V$~aW9`RCGqk4f} za%0amC?%<=u6=lv{GBfr{aB6&i(^DM6AbhN!4H$=Iy1wzh$RV#zIOIEeuUx$$JGzx zY21nDYptV%hQ2t{2gaX(&1{^5K32jc^q%i-#DN~4!9wC;GF3>ovg64{|L*Pj+s`3| zU7b`a)_F$O{Sw)6m(L+V~Jc}p+6(R6agtpgi(tN4+I#M5(YL)LELZgWEzB-trr8XkY-a1Frpy7;YlQTN z(}$z&;_O;@2udV>4LhoRo^}2NH+)H%458ti3NzNjeB;RjKPfW$_`PKGtn|QNJ3L6( z&LmYo)idUhp-9e$2hA7l10^m5-i7d@S9O@U zLwG^B!;G6Jn6ql?fyxyzDx|#l#p2jENg#Q{u`|U-SMQ}o?jd8?Gef-VsvgXl;6k&< zd-P-~D4GcDZPwrekL|u3AE{#}h3_V%%PR&?v0yuZ0Y}NAEz0~_DtJ3Z<@I-d@oIcj z?g$zNxvr9eGFNrprP+-PCoWXz93zN|4dXF^OAe7kl;+MZ4hgFus;{jyJ6RS>8j~A; zJvn?m$a~*@43N}4WV>xvfS)fUCk@pi`i#SQ+KO?#A7-2JX*1pOX@h;hH zE5gKSzdeeK(jNvWi;8XWKr!RD&Y%9AY}RWcS$nYlu>SIc*S^cNy@;ve~-C<|0PAN=}%!vih-JqK}v9&+v%LLMwK3| zqTplxs_Wz$JLZW`6{NGQKs`cZN%7h3Xl74DyX`^K7vb@U`%+PU!*Y)9W6Pb#ZGA`` zxgI>B>~m0Eye2*zD>5FX3}%nsp!+(N=a{L(FO)vc@vlRa)L*gk(70t-lkV=v$tY4} zOQE%niRO^TLa=&R9wWE)jMn}{#;8F_JIC$xKvddLI$tf$01;Wte0D5JmmJsS{;$0$ z|1kTomq!(KDBda*V1t+Fz^=WW1}6y2JFg6a%^E+C&Bkpwa^)T_jwMacA#p!Zf^!w4ZOQL=e}9xz3xiW7G*e{hqUB-icWTks+#wf) zW9>;fvnjVJ*amT&{rwJogJDQ|aA?zt?I}j9nt_O5+xwIN^{pPgZyNdTn{7kJ;yuI` zPG$1mCuNeyMV|rHwE!@|;gM8EtoplJ6iWscJExacAClJ*L2DeE%pd5Gj9C(!M`4lI z{$9{W0y*dfmLSzhjj7apsYAxO6eT#a&g=S;2FsK_+O9;WAkCtEE0i<@>}GfH4;(X; z%$!)J5g|htjJPwYhd9g14UsK<{i3P8;Sc$d)O;oaV^|=zi)SF=VS7!uxo8s63>CMm z&Yb9HRMC5y{5z@y-ze2AUa57Pbxrwzsku=2@UW2vDN(8kWYTW=4AeD@mYMEJFM?KF4>2Jyx5G4s5R{Mq>)61;UDxF@3jw&9@jJt zF$NXT;&*ulp@m)XhjT;0^VlUg-j{@(9{WT+ALXj|M#KS+nP}6la2#<)UyU9Q(|dl} zGd^Y_O=ijyGwlyiI``&uJEHP5u|q{0fDKUo9aH${5Bh3`9w)iP;ZU`aNRL}>q;uju zl;-D{XjEdtR#u^xcvQ{K6e(Mhd7imnM}jmV-O!%?X7rf?l zk23eoZ8P7d;vdWF3DiR&io*-T@%T?CJ$fk4Se0v;_`9nci%yLsvS1=`E(f;Db%EOoMhbeKb z%uufkb9X?V(MvxCVcFY5v)Jmwo^xB$wsh5o912ze*`YY5P+b;Nck->F|6hDz64Hc( zr*WQ*7(&CB=yZUh;sQX?N1TYd=gTw|W%35HF3cHZ9=7cAIq+lg?qjhZqnq_K-E@<$ z=1DPBZ9b3Zg=|u6-L}*N&HefZ+JrXf#gGAoo=>=a-}G^r1* z1AX>nKK3k&bm$737jd7M>Yy{`iF>OM;V4J17`UriO! z4!?tW&oG_?!(9oru5%{rrThHbisUn4zzgHDN*9QaRT(0>cGP)!V$-`pg9+06`2g`L z0>_+(5E`19U&Sn_nRCoN^K?E&T~0O&`d;cw&{x-~H`0QK@IDB9l%8Uhc`b66&$}{w zu9Ir|zzS5=v@M7UuK?A2=z4E-FPyP*YRT_@O|$rg(fE$130NA$D11&oy)Id8_x-p& zZ@nnRA=_TV|1-v@@?^z!SRT0En(*S?LX( zk_i=LC%TrIMeWN;^vuCE(oCPB6KWdDd|M^ipdI9CBE_2pLqJofaT(XO!xkKj! zPL0{?K?x~MIz%jVjd0o?5G4z5S+q_90@S$EWJ;&!^K9#0gFgJsedbeI@}rc5BV z?}{GT1p3Cd2%n_s{#dHgK6747C}`Jm|XjQG|6&wWZuh0 z&+*T9%|Cm!mwzIV&MlZ~i>ZFqsLN7B_J-p#4iBV9vH4T`?~T$35{7A+l^7dPcrk2> zMCj#XZ1mb{GEBbws`J;*{uR^?W~4f^fQUchD?vJ;nKZ1zNg>)NHa$U~7}P7vSGw)~ zB;;`{FE86FsqsY}e6>zwR1dxG-Xh`ql}~bqYtTxk+X~PgM{svbjig{5SmPsDZOUrK z>Ur(p|5ki=AvVOg`h`8&GS?;dcE8(8T=Rah9s?O@4AH(ht=@J>> zHqf*PTPZjY=gs`?_|@Cfhv}i^$X;4uvzJ5zi&n*EeW05-3d*=rO>v6yDs$KXs0==% zSYARhhSf&ecfbAjfkusaVd_T0Z7DNRD@k1k7BNWB>; zn}+>piDt8f7&=)l9j`yg@j)wX?0YCzyWqVSnVG#Cc@;$4?;jOc>7ra(2yFK}MbOM0 zdPCh~phd2$U_DXf@xm+Gx)jT%H5^6a$_^zusrUTle?X~mdKcS13=@*@4KVXwNt zJR4XaTCp*-o6*jYeYqWx6l2QJJcm{h$h0jnExo*&kLmqfhWPigGb@F7to5v15hPz2 zCq+_!e;(t0^s8Eiax2qKW%3xRiz0>Zq}rD7m|~;7*n(iJcFPzRWNJ6e)AG)3j@-3> zaog|uOqBPN?Rc@j*AGI%Fx%=0InLs+{8?u;E%rJlmB-fWoYQ*GYApX+YE zY%#{}7`{$OF*V;#O&qM%@J?5wLUbjs(*bUs%xGCSf&Q){J*oplV~BYhek@Yw&SF;h z&MfS;0dAY2D+|88zhelLyz!SFb8jy87d5irY1mWHia`y4>%G_WBIb{&8eKFgAx&QC@lH@A31CR%*D(x7qJM-gZnJM{SY#IqtU@<}sV)G4?HT5v@%pWw5 z^cXxWP0qc0MZ(#b!9QW>q^b4-;N7V(cL`MtBeM1wZo*@Cr0vC_uiPPLN2AG7l=f%Kt5uld~{ zGXA*7fRBSN=e?9}?~S#Z{|tW`1SzmP>zTZMIu;eC9xNuj%3Bx9QTgGYZ~izJEk`&2 z4#f7PW7#$4Fqat}6O~bJZ$mvZq<}gEVzxC4dP-&t(SJgFk=h|SmTy;Ri}>Hw;Gk6# z>?$!ndZDu_&;nR+ohe|DKmduU@%R}E$7E< zGp5UBGU-CDH;PP9hm5}42wIA&+^`YtdKP0FJXRH%@_VDI(9N0$5zk^Euj z;i^SVj7H`#>@~ZbUpROdZ1ho9%W0rq?xYKy3|h1MBmQ+i95>(}4E6raE>1TP=thPK z+oZPceZnlncd`{mInWJ5d;}uyRetk5v`m2@P&sC*&@ww5YA8jkl$>*ZIvEzJJ zeO*8_2Pfr5TMEa& zzsP38X6tQaQ>tVC&xy1B`&kz@8-k1w9KMVnMnxcPILzXnAK+|l!F*)1+t;6xyr$I= zr7QsdRj~M>EE}yZw9ASaTRVNG!7TcQsR{ zti9*AaEI8iib0l^!*@r3dR7T@B#;#7lm9dQ>kfHqTRs1t>R1`gn+@PeuqJ;1Z27cj zZK9_mVxUc4De@uv290DbaUGG+iDGy*UtqoLSL(+F06xggI)LLAv};ZDxYM@WV>W2x#ntA{ zL=(vtA%D1?_2TU=`!<(KI9H*ohis6<({s|57cIQD#cLs0LEJ#R@sJn!7>~Va+YSKDKk9(NrLVdM^#OX!?S8B&I zuK_^GNH8kytvVElU?}-@)_4)qMypC^GF@-0Da8I2Kqlb$=$%j1TC#4zGMaY_Jyl7$ zpLENzbbMAM+fj)Qi6F4Ac{S4R$}PW^Cik3;;-Nk1f`z}0`SJT3YU767VVC$W=5bg1 zUBW-+%g*w}OhH6juxV{41;oAYgnBNZ-TSywPT45b+Y@^rFIo(FyQ@5cwS%`1o^S-H zZethpRtD{@*L)=my&UxX0WQq(M;X7TyI9(Y$l9SGcu}xr zfN?IIBj@bKzK3#~{cNNc5x^@$hs(8VcY!g`jJw~eV@tUMvwFRZIv+41=BP-G%ECiY zLY}$Y;RYBWw5PWp;I3@6~MhS zy1l{@(X2hO@lo-ArX{MFGxK68S-+LT5O=+10F@bt=Gf zO;^KhGlp6`*zs=~mn~i1pa?Q|C}vyU>7j`5;r-z>%~A2`?-|l!_+(bY%6J3fQCFQR zrG^ngR5;I!*n6PSC}HkO{S4f(BoDwR{n{mrC@buDph+06^sT5tl#4uj5O6;ghnf_FRC+hAWTT zrtnmNKD!3;pFw-#XX)CTNG`{9y$62efh>ZakkcR}p~&Tp<(3Bf16hUW^m?2587{q? zhJVju8~cO07o_<>OliR2k-AsgGBd=SWv9Tf)8FNO&EsU|=RdzZV3bU+@kJh>Q_Re_ zhXM+BG)2{20)Ih`ml{Aw;eJk?q0d1IJK@&xL#Uj`ZYeub1zGszlIpdZ&GFzi! zEu^-iTN%0I>Db8YyxCG5_^={i?Xt}D3T1KKBKYY^w7??*4@@zlNO(rHI^a#?>E%N) zeKptppY6399WspGNms|m3PK)C#a5_r)0y3ef;E`nD9$^f{@vwa>42`b#abZo6;O&Y zzD&`~k~fsaaZK=v6JBL`?WfKF?J#nLWGJbNAc|=;3^_k4D?^^Icozhg{IAkUJCv*)?N87GBdE>DsVsH4&++94g_G(vr|CI&o|=5QZF@E`KXv(Px`7&9F?J2{_2` zsC;=kF)7h2i6e_J7dDqi1{ASa+xZP#GheIPcbU@FbQat;=Sozo`z-T1_FBoX_)|UA z+AFS@O=!~;`oVyJIxv3NY%HawC2^V9b6ipU0dOVS^4HYNy0`yL(%svD`l}5@J&Oth zPmJH%WW7Bg`CB<+pQWYgGyy*rB;O`Nc867O-#DB*bgv1yxVp}UL}gSSa7+r)44PD# zbc~RFGRddVasg)lLyT2zzh}*L25!Yg+>OpH&Tc>^q*5LGMVM_sy8KLZYDV!Vh0@*} zMCig9Bk1KYPa65Rp;=2FW*>4CyUpBvPopom{q?KX1Z(I9N~cvRCS7Tmxx*JhRJ-(Y!+-^83==rvb-~ zM~nXPwuon-Egbw!|-(6HdwQl$0gl^{*$%?zGu8v*8q?B+hb^Gp)Ec zsrsh5;a4sBTB`?Z@Jz*bH!-S1;LRYO*T{4v(s6z8Q+RbEvPiSRVNJ)~1UTW-=a=k6 z{uoJCdV~imB?2!46tvPmzA?K? zqee;mE2*iC{!>{4|Cqgnvv{yju_a;se}75@_YsG!mxq>(`eG z>$d-Xl>E#0C7*ETrQng`EJ#gRlD_TMQ9X-kd8M{ ziKPRn7Ee45t4$xyetKVDU+06NkhC)(oG|WY5@ZOlE;+q61He}Q<{I?$=}uy5r_BeM zjQ=cf>)@Ml9-T#wNq*G{{u5vV>Smq5;+e#(O9!lT@inG{HdDZf2Yna>Og6_nog??qru?<&)bprI|X7cxnL+kK% ze?);!y-iQGZDog!@bimnJM`(KYOm#_G9E}yVJJ~x>a<^J2L?}%(f>$CfC|dUdOA0x z@DUhI?S&j>v&#jOd=zV9hxRKWE^wRFwHDD;nmi%a$pLziJ zTjTuhR}`ZR3I$L&rZ}tLxB!}8gVAIUn>@egyOdae5t8gxKwG4|b24z?>5-`$tlYLOjEAtE{LfhyyznnXk!6Ur&VV^5b;eN z%JIX|Y!NVidwGlhrHzP!jQ+zz12gY_2Ai?i2#>w*uOW6opjm>;NNor?8H%Mb2X4$` z(3!sgP#Aa!1pGELhYw&-XLy6}?{uqKtR#xDSbmMaTaauJ_t-hMn5sFE>mr#_Tc#-d zm=6G71*cbcg@=#4ey8~v!=PR|1ZtdPCsR zSt5WtjnJ#?Ym^4=L}9wi_3+229Q(w6PZC+6(ffS&e$6KBUmMJ2T7u9zO*v0;7-&+p z%-;&U<+GZ~&flH;g}fu0@d+n$?!Q<7qZJQ#r`sUNr;oy`zRzck*B4-@!0P$jUz)az z?Umm>PXBhZ1g^{G;5a~rq(I^SU|gh#^E4%n1vI_MNMrfVn|5~p#kBe~OzNi?J&-vb z@HUI(@pe8R=0&R&xupN=A;i}Ct2ND9@Cea@SU1h4wyT~?h@ z`$^H}_ydI(fwm!}{`PD|)5|PXZ=tI@Ip{!wu(>;I%WbO^qU3Hk4!{eBfnEaDq-kp3 z?r=O;`zuh_bT!~?vQrCxKsHT8!hJRd<~g@#7#p`QuNUCtH!Mvez!M^nBU)$km*H`g z3p^dRFU!)5*HRol!Ogw~e9su5uMeh&xlBX`Qf1w4z#O*J_$%P|dE-8{>ble1{ z-~CmE)$Fn6&T}jItGH)xBr%zU%Lb*>&}rfbw&U*>DYF8c5|1#jsbw4cIkl(aE8EAT z%d=yzr4bUYQlw!2>i-R^FTLB$_hg|$9V!vLnRB&4>X>K+a}%XKt-PdCX zebPMKR1B7FvLfTa+W2~9oKc$#*!vTcz(D_e=&#mxy@h?lT$Q1sL+cs0*KVv-Fh}{E zalP%L#>~!Obh5{WAC}{}L!=w2Wv+GC%vF>D(C)g`DN&)-Zg#=HeZW;|b}^4y%u-T5 z+yJ(kD#@W&XGG+sVW>fVAsoNmd{i%borjmAcfbie24L|E0k^|!-q1#Cl0&f7rGfWR z!IMZAk2kQuBnH4Ej{rONdItpyHhH)X-W9p^BY>CZ^eD9c)&S@cFo*+PrTF+Ok-xyJ zSmy8Xd}1cO@;)%MPx8WHgV{y_x+tmqZ+Z)mDE%H{+n(23TfVvjsX~j(I)!^KfdKkX zeX-qzE&G$qVCq{;b~il`fS?^Lh1)S2h@S6&LVSi-PV4CKH-M{9Y5gcpJ7A9Q_KJB{ zbVNL$9YQCcc6iE|{2t)hsm?0pcpS}0L^)J0?p^;N=CG7zK{sb98oFqLG)Uc3jL1G1 zReD^k%Or=#g(um122GPCX-yfOueY}ncwCA)EK6+0z9?VCYhIg9{CjI+!FG6GtTwwQ zq(JUBz=qEp7>X@NAVp2ni{iYWD&j8tW7w^7xe?mR#|^Z0Fo{dCmW=Aq-V=O*^5g7~sG+Tt;z zYcE+JQ{18Un3+X98)w83t7*=5B7IqhNQU2eTJf zJoFnQ*y**G5|Uk;U$nh~dMwb<0e(s?+UqAYNJ!t7=FQ$Op#t0CHx#3=z=pFA)U9nj#@I%N_sjB0Nq#2+| z&SmdjbNWv`FI#4bvQiMn$!1QZ2W@2W%5W>4S4DfUC~jk)j1dmviHytXxg`YkX{kW>Qz(& zJcmlY>8}kFe{NvIWrcV{Q*b}^F6MV(4~4;i^mZtb@r9jdyV~}WbaU0z(u@m3gA^DB zQ&Ay^gpnHSs(b_Fqr0j?Yxa%ng^LeZS*trgDOaXb3iFJ|iD?*2D(Cn3IVK2PLxX>s z-vseuk~tH84cXl6>TKG1i^MsJy<2;Zmz6JI>3M|%H$-?wL^o{B;H<=+K#IXO+Vl9hg1 zV3KLMUY#jtk1bH1cslUt+q|7sSp0#~A-|)7>)$76 zK7!Yu<(-ZN+pQcbJRk=;nQ2rs%%F9ETYd-n*ZiE@AFH*QXW;M^ahe&^a5d<8hty(t5-MJx0f`!rY_Fc|$~ zm}m6hJ#3VqaNA;+t+)S)i0LoKBs$}}gpCiEJ30o9Z9a+ zu8ocHt9SnBb!fNZbJT-d4>FbH+-R9erqa#*0i{)N?dxu8?LRS78_OEX04E2IfJq-$ zuU_duOB2aw3CYYC-_JPaQ}H1s*DE7b8w0y%C$nj&eLFF-nOHzN^jq_btv5NhH7ic zj=1@93FFrW>xD|tBpz9lx!hG7=Y^&vyBn=PjL}%;>Y6mfZ?I1}oh{YmCHW0?haHx= zPO!{=-_flGN~V)YduTi~Mvea682<~F`#CUroOp?2O&aG%mI{i$*ZU)?!+GgBi41ox zFKm0q#Fsq_Ycn*vl!r5nj7ZYh7moD)WYC8MGUvtlxfx4f)R@BH2hPqgC|Ta=Yl`Re zRAJuLP#D@m*yubQOF64$x%T}76XV6B({!=2X$5YSSqEa?)+n*(wv?PU#YS5VX8O1# zscWIf(6hK1R{kE7v%i%0s$@K+dac0=QJVc18t{iC7A5XOtTRQjg$lzk_f48Q<}U)9 zW5^5(iGNLqePv_74FaIo-!6ujiku}B*du62*2DB!=l=k0)-VB>n0`G%PQSl6=P8!$ zttCbWJoO#?BAu*}gBz@R#dX%}+zreKqtv4=V3bAuM0p;fc$KCi{%CrO0mf&I2c4m} z{(%y(KH_tDM88=~{xzzHV0Gv;5G(n!`F8*e=w&A#!Sb;;K$t_DT?gI+$a&8T&Cr!`-J!Z}M@kJbbo(XPd{@h{VCl|Q{JnYth#Y1{i z{3&Nma57oSH=%3V0)^0(%Sqlx0chY&d?#J>ZkJ$cFpMR|_~Cdy!5TNKUYXn=Bc-n$ z#CatJ-vW)p_YLm236rd4{5u-L;CVW*L5uEC#~dp83Uj{4M_s=Wqmm_Xvcm z>qLYDf86f$`>6A|Urjtup`F87UrEm13Cu$E9L0(E8-BnnN?hY}Wppg}a3y{cC6|=% z_w?86w_S}ceqZF+6ho&+JbdfS-#yv1X_*$7KF#x@I!u{tyz3!)-jjG`E(&SlP8;OsbZ3+nGXWd3H)2HYHEheJFBSnw`cB1lDs(qD^$so+us;!$C-4 zRLs4!oKF<0{R5Xgk2ij^9vpYWUqplf(d(I#o*WQ^zQWyu?R8@X#B#tYzz@}6ldqpyQFNUtqPhI5cyU&E&JW)r?XujTx#C+(IfSBTA0(TqV`XyA7g_Lo z8KAe?;BP@sygK31{Quef?_WL>dB#3r&#kh`5leAYTR8_CXBp(F-V}=aVZRYe!NG-= zuHDl9O>K+mnKOBg@ymenJTaKQf|y-ZL+_8oA#A;kAG#T#d0(GPDP7;Ej?m&)$hrI! zeg0^CDpjwuKa3Y>B5KY@5%eJQA8Y%hM9eg;X|RZ@L#-4YrSYulY6e6qHW2!eKkh<7 zEhYRxWGIQr<&wR=0_BCghU*FVr7qmFBH^Ox#~YRgYuXzdVgC{z@bxo^QYmDIF(+pR z$sYzZ|7sw?qrT&>_6*uYT)O=B;ivHGRllwUhpiMnAZ zRsHG4N%L-|+sA31OfKT4SdpC)#H(aHZw9&3^MQ+R!8bz-c24Ay$4^yGw7C@u#nhcJ zdDPIx`Vs#@GC^cv^zuZC*11&@77_T_xv9RxZn<6#5uKQ>^X2SfcU}j?6pMFm;t5z~ zk82u$ao^cROV!2!20*d)11RN21TNY%zIIp^@%WEDll^3WmH4O#`-FHkB{m}l3vQ`J zLs?jIH4logxJnx6P^{QTQp!5&ikiT(V)~F9-Lo@urF{WWp{yvHnuBZ=)S&lxqLK6+ zp!HLR?ejdNYhdWZ&%z}l&2D%e;_OQ5_lo>7yT&^KpH5m&VcVAhK;s*S z?|#vw&}1;W7SL&ABBxn}@8&f20IqG^{n^SWAb)Y4LtidZT3k*>0D}je45>$f^ZBY? zI*&c+UVg~St-1yEvt}&a3HW{F5m^%6Y^PYKgE#}*pOAI&So!hCD(O(}FS)SANP8gA zs`#I{dO&rH4P;@yJ1UJcczSJVXNxk|weiu#k??G`$=_oK0n)E_xz&X4gY=E~$q(5C z6`c3=y0Pw6h0J6vk>sbM7tdRcCcI4WPt6K_t^Wy;KzWwn{tTQgcDoQT5`nQ8qcUVZ zpMYX;-o2=G(;uY(&r5{D-cq=Xdnn5HjMy%(lm@;@Ui=~!lmp*T{$c1x+VJ3&^bUdK zi4Ij%$CmxI&d_TNWs+PpM-xyHhSX|S83{cBhV_KS3@)2wR04KMbiUmW1Ol$*gq{DC zBSyViNuU{@Z$(57tJm!SlEPB|d~7%S6A6tQo(lYKNB%FLYt7H}k5+zHp%QUx5^`I9 znz#9@>S@UKMG!OiuI1F0ufWaz>3Ec-&@q8Vy+Ix)P59LUe|^mi5+gDKn2dh_O2KFf z$d`KjtDjDJEH#JuL^7#R%jn^>$**VbvN-5jk8z&--I)Dw*i1{8$X$ zUvzf} z8y&Bl;0peRLZH%NcijGT}mTc{O{Tg z>54gQ66mMPS~SY3`=?hFI(6c4(ps<@ZL|O$HQ?qPd@pPkEQ>tq?9nWIITO z4br)7==Jn)%BF4gUk*AItYbVy_*B_N<5 zQc}r~cepSNuO(7B9gHWe#|~D7fT?llwUeVQ>*AKpE6hktZM%D0pd)>ILRIOS)xwVU zTB31)P~TZ@6vcgYd%|N$*P1_Gr1S!`0?rsUXzIpmsh*>VxMG2D>uBWBY@tmf0>u|> z)7}BJAD3dMGN%?wh3vb&`{heB?Or?tNWxA|+_|rw))`#DnTmhz z2``&v0lKG;8h;k5yxbaq!7sb+`SP917eK~%Jefhgo3{pts5*>%pUj><)^$t@-$VwV zAqT_^u%&Q&1N=+%c25_N+i4kUB!q1o9V3Fh{DZy(W%XX3&#Lx{uv949>u6=H-Oi-d z?;INMYNq!o+zKSPTf@cDQR&Yu5ew<=d4-gUf%8+m9nxj0x$xOEHX}w}4M{dt?b@k4 zv&60JQD7YN)SOD2S%|45#NS1*X~8|^-GlI(NTZ9Jzo9B!rxXE`Cx?Nx*hi7V-RzJo zNp~yxmQ=`@Eli=jD?hTZbH{c!gv_@%(&010#gXvqtw#I(0P1PE9*0)dc$R>U^+ILE zmJjRB$LlM?YpVj-=PHa#IsXHfjNy%mksNgRBA5%E^A2&KlGNBh=hOo+vlIsurx2<@ z)XM{}FJ#nR0`UL?)30qLcvw>vN^|tfu>XlFNg=ZDYbF&WAh|dz*4idcHEH0Pi zqO+{Rw=3R=EL5CqLdb*7Sa=f*&`S|;O9c?ws$zdkul(NHeo23b!jvkt>at+?OkZR+ zihI4@dOmsv+=sGEsLm4A+4jJwiJ1}&TC0EsDIT;oWWHD%+QSr1m~@WP;2$TYP!JA9 zhuJUUVw7yk*iPp`5ikfPw(#UG-KKK75LJf6CDDPq5zokCMhGwydG4jJYpC#PMGM^X zHt)tO?EW)+T@u+fi2>RpHQ#Y@exc4}_On{1bf2##85Zk^#^-795i_{86cz;@$~)@J zT7Y$s4Yqh}dE~Or^f2jG`_YfTHal`SlJ$6KeNn|!kY6dVnr$;1O)mVeYDHrhXo2iz z0pi=RoMY3SIYi;;TBiRZ0RpAL#l0zF%r4lu1!mD-wxxhP_$~kyW3-o_S(>I9Ec`gx zwi6>@)Qc{1dfA3fvV4F>3Zb8A4g^6iA_TpkDz2VtX_BzlcJs-CkW`@J+YfTSU~H5K z4+*O;Msai#FkIwoJgiQY>z52&-LY1w8Z|g9g4YW2BoTVwoZSbWn(9;@e=igaEF2o> z0S2!Kh7DOGxyhR^lztTx?|gH&C$Ig1_nJ!9$+v$T45H}_+{Md#^oift=zy`AzN4UF#}lKUctyKW+ZoGe*qlyx(;eSpmkCWuefaH=DJev={WPoh{*a2&Sq1!N-@i1{@MS^XJUy**Iv%q=qhrj9>6_6XE(whU_H0Lt2SY zj#(K0DrkhMaUEbK-9=_P?h~Z@S{w?Xci|s@!GaL^P=0;9D2D`99_s2R&4v4*p|LXj+Jv*ZW?!W*;V?F@BG^xe|xvK$#u#_239%Z8ik7b+x*|Pqw z*dIGr* z{;xG=)#JgCodATPlEY?r4r-8B=G*(&{94sG+LeJM|1YA_;dK!uOM4jXSx|I=?{p;Z z56-_>dACUfrEgaL^rsHSrZ?{3KqQNcVVnO|pfoTGlI zFfRRq?ydK+>>y;1;4pmFks)!4gj{V$+y!(vO$zDgH`sm-sJU=ls6-k8PEssMH3?#y zvxX$I{~c}c`d~z%EGs{mJf+*y-gQpPBw%&EMM`gT}`sME{nZCqWzA# zk+qd_GNjD+^wCg5UTp^&o3_n*6SHJL5&Jx`tC@JA8?E3o;${RR+BaLPn80*uyUdzB z==tx>vcw(jd)Gbco}Pd@6y&U>ln{deQi4E@blIbyER#lBN5m%=K%&j`R{Mw$^SLMo)5?ihLahpAUDdh03sr)Lq6U{okpbKX zK?9c$`||OU_7t$nQJQD6@wZL_!J-DR#3E?p(ifgpP!saH@3b1w>z-B7aC ziz3)?Ts#0;EdnF7IX=-ss$RyEv*-K-qE?&Jmn&sp1#B2K8x$XQQ~|y-)j#_j1WULI zzQ9=26D6r1vs?7$(;$vA;_}wY7hOXl2pN3Bejl%$@AY~x7lZU^q^g$zyIK(=Rv{+C z9e4Gu$rmQIBChA~jI9gmp53ac=Nt|P?~wY@dkR(gy{g`hmti^DEV>P_2qAc5RL>&k zGwksNf&H>5gSzaS)Y?D=5seiyFW67BmjW)r5x?I^cfa9b{YC!u`RUw@TRocF9$_R+o*UujSjidKwF6-mY?&3!C)*;D z7{2^n?vAXU`=e30LmaM$Sk+7#%FS@X21QP2t{{gimoI@5Tth$b9h^Gdk)vlDxve$u ze9hVB|1nL*(qrYst7JFxsU%|dw6g7*-geRsV@&-@sD$?W0Kr%wr>BtZN1;*#NpE|vHHyN;%o;qk&8@rev z3;q>aK2AfS}q_$P&}^*_|~oP#??mkZ(E7NaUOLtgLQ9@o1?p8nW( z=CDr}+UO9&mbtza_d;Kc(op@n@eIhdW*l&8=Rat~iW&>tR4Bi+JIBM*k?)D<)oz3Kn@U^#f5sm#pg}RYK>x z6mpIZ`=^KmikCGS_#&_(OjTA9hWNodMb6~)gpcl4VHv+;uO_kkiwD$yN%`LC>?Bpm zzrNLRE`}63za9Z16dij@toDw;a(lFCYtn)Q|n zKH@Xg>N^9$;5*fwzap%3#g`#6C`b&x`IHD~z)?Zqi1o>Yg}wlK5MI0SoxH2V;&t*l zCp?TS-WGyl;>4-@Vif2V)uUoX3Zr^4Bgz8P=FOUyNC2K$z)xc|y)+ysO6xRs8U85# z$9lfBB>(|K#B#OCQJjK?mgQQ2bkPBbzl{)Ps{i@6C+`8gq);jXSI!wj;FOh7g_&hE zg(c<9;v^e?7E*~XWJ`wcG_==r2pI4o6T`GXD}XT1AW-1;?c8G4;UZFtWtAA;0N$eB znj6vt>riH{$oTnVuZ3~_^zJF&r8hTH(yl@Z-!D@5&5zU{Hn_bTDDRDtYXizWxkh$l z5Y*;i?_@CP!5f4Gj@@ykMKEtN_SX~6@FVKep1u<=Y-9LWw%}oSeeDp#{Glp7m{}D@0GJ+tTtWtpv=1;$aprs-f^GqxK|gX zV-`_Jxm1x5`!?dQB71%7lvzCiE5R+ZIjWBmh=p1dC-?+q=AZ5Gga)TOmYt1SOn>Z1aK_hcBAd^kR zBRfy8HUD+r4xccm9dXZ8ZjV0649Fvw1TsXOtY#|xE6k=q410C8u~p%w2pjK%ezndC>{8q27R2pxW`&MqRU@m9Sc>Xe{WX>5`JjaeEV;Yi3oz#YcRF^ z4z+ASw2h?<%d#BQXhgp~GJEp_KZbjA|5lGzzUBRL94!}S{*PY`!wX(Q)vK9EsA4u~ ztdyW6QG1eThsyXlBjyh8=Ih0tcV|EOuZw5KyF_R&8@Mxi1(tgkGS1!z1Eat&jLPV> z6O+=pTobs;bgaDM*ZIF{qSbSYxdOqSPpuc)653VzQ3-h?C@R6<3=?s$5tsB3j23OV zO2sBNf7_b=th&o)85uGkQg0w+&c+wek7gN>Rz9a0;@R$Y!?hBF)>4FM2?nE^&<-Yk zU_xOxL^ey3ct*>}RAi_aZzi?>dTOOsRHj*h$WL@9*_ksTomz{cd1B?Z2ty-jeCa`WdA zET<92eyt+UAfG018&7c!W{L4?dyJ1T8{Veg%yf98Wk7GL6+6h5F|r3=*k93ejfigQ z%xT?R@L*MB#@AafsiQUYcU_6v z{^sx;v*gm|cU~leUKBb?Fk=3!;RCOGFLjzAJy{*ASRXoHtfSRSA1b<@>AQ&9q@T7= zuGczri!&bRQmnP+GE+&*qfJ>)w>2~Fy8hTp7wE-B5c)6c^_O6QK9UPQ7w3mOw%*^H zUz1RFPFpce3YD|;AIlg-RC1WT8f|D%aQXFxTJBV#WeepLOz91=atXBloyn}kwPsh_ z{k#oTWp?-~CWR6&=$kgE$sL^WjQD;x`(sJyFK$yIzX4l{5J{N#{2LXQQ zUc*%=;3S-~E*-Zi_yJDN3~Y(h)}>M@2ChuJZ*@-yt*!~v`JHa~{(teO0N3do)JA!B zi*WwW;&>K^ zN)yxUZ5oH^+OkV5#}ML3X~3)8iSg{Km57o{J#NBZ`F{7^p^G`uHSE#YffyuEtc0*6 zqd~oDi}Mks$X5@H7iXDFgF^4KH>k#n6KMi?^~?Ft**h^mZ_Hl)uIhEtJBpk>2bOu1 z(Q4aJTH`25Lrcv+OHL|N>Er;dCLp(24Hv$*@>f50?WHLtlJoJW{0=f|v}q$C)1RPM zXCWW*N=_7RylL|Z9b?gu@GHjOoTAqPZzjVwO<+d23!{vRQ(%WC+&csuJ z$1J~%EN*)ussp2^>G1pB1uE0iMH^c(=S&%HKjm8EBWd?kb;KJ^8P6OiP zq_{pV2u{Wv;zQFz?@P>1PNKEQ)|5D&|4gQ3WpOxoGTDO51Cti1uSxjWOQznI1eGCR zp+`DhdYSD-BNH}wzB>ugt1{4Bbb0+M`x$A9D@NqL$-r6dXz|Y}GvoI~1Vp$Lmaz;T zm48+66R;=~y7o60frbJfki)(k83OD%>Yri`eW$+~!g_zILjq!M>;Pq-h5 zB1g0Vu4^^ju0ZV~`W;=x-Kcb;ul-34Dx0cN>H;caSn8td{)e!Wr}^ug6gHD$^fcB8 zoF^X~gDb`lcLVlxEw9j|-Qky$mTx|lhgeurZ*Ct~3qxTA$5uE9so787$lDMZH424~ za4}b8GQBSxWv?u4m+;N|>7AylcAWolt}-KK0kf8P%MX|1h{` z@nrYnt$&|{q66h6cx3O0pa&GoR{q#0Ad@#*<+k^%%5Om@r42{=`J!n@*{8jDni}E+ zaU2{5s`}q`HZg+Np^*E=#V+FLQBK~KJ_~fhc0hL~GmpLRv0cCz*${zVVf>4+-pw_4 z_`JMFJ8YUJT3p^v3yPU@&ionrpgm+V=k^pB)EPS$^rCA}A4pfjpo~D!4Gd*YxOwJm z3k>~uyQJ@tYRnL_2d5~{&KW>J`kUxTI$7>_y~i5Yb0y6c# z&;3OF=cV>@iCNP9ow4^9yzO%B$eR7-k1fF-3hDd*T- zN>-~zw-Y1u3u~Njg9oETxjP*V$$iWv5$)@?-ve;VuJJ|7U#)L-$BPG8M+3h{I?EN> zlxF3DW*|hb#jie8$JCI(`vaf2ArRpXnWs$GNM#A8Dj$8+GYbv4d`J02B+=xVrIM*w z`(345xYKsWTqIbZ<&Rf+cJ4&e03Z9S%vZRNVpmOU1#||>Xf_?Glwj zEaSzZWRdGYY7xURX3kIGVVWpO&>f~*!@)x9i&Gs?@BTvWQ$ZZD*~YABSU3qUJ2Smd zYAs~YZJalnL>j7g=H*F2w^~=Od7CCR`=Z!C-U(PR+|;3Y!ebNP?8@F%!^*O+b!8Tl z@}PsId`X2JXMe#Hn`q`NBdVnNJ%?cgh`)P(!T>414!kWo+wFlT}g zhBCRMp^q7Xop4voJy5d4^HgYl+=r9^$ts1%`d#%&uw|ql!ktL(W{*~T5f~?iT?ATe z`f*qVC@LWD6p;uZngh5htITxg*7H5SRSul`e|JtE6y5Az6_UMz^1A45kYC?OVU1(5 z3Kz(^f6PnmaE!Im$CJ-b{LdODA#8L+NsU^8lhHL_ujVm!;8~R))!(+*DFzD~VP#rT z$bouG8}{S|;3rYS>!BZ7Ph{m`P>x{RC?B9W^5{!kxZo+B&;zC-SbU<0Arzb6Fg|v9 zJo(+P9ezg_wK<|(x0HCOis2ww3`uP?6*{^QUj(KgO++=y6iu1Gs-o+3lqKp-@!#wd zEBIE(q+|J3BK4J~z$9DIg;UtW{cYO3FMO3oX|@U8o}DKa#TfZg zJzw9J=E{l8k~c_W-Zl-OMg1}+EU^NZf-|d8R6!tK!s^x5pAFP#&}WDCCP8a_3UqFE zbPtFAL+lIYS&VvF957>skq*)1Cl;xGaAfkoe{RB9jlYEgbove+hd{4U(H5@U|h7^{@zij&~$s5UHA*`^-;-;$Sy zlEdue5>ANjTXEj{SJH{X64RkFuQF>zc;H?X7iJa*xo4HT7KMv%S43FWUH3;D>b)W- zk^4}xGC&NMDt3-d|ELVYgS=rm&3mKN9TwCYsMVw7k} zCc%6@moeGUpNLGFF$j8E$&OWG**p*8#T?f%Eq z@u$6T^xK+vwo>@n+yr(s>V%*RdLI>4tC`7fcRW)vzc3cQMlneOYB0RrqeP3VDztd; z@q@M9%DX^jgX3FJ8_eYX??x$W6TiI_Obw4hO&s1JnwM~8t~2}Bok);Du9JH@)NLkk z<5LYKf1wFPp;X)85T!fEH@GTqi+oy7b{^H1QTUZV&UH3Hl2#P2GRRNYik{M#jemXE zysz}8$q^gsz126G8w7$ZSYnVNtq#4}rL#$7?V}mdI!$AhKNXz5H?t%PZUXJcC>mG@ z+NhSpjYsDg7ESuAMJFG;w$b^xMJ>`}LFIZ6iJ*xHE##pqvoLY}lv!U5s$Uq7feij* z9`Z)8nu+2FZQ4V@;QvG_#nz7f_6ep?d=+8T>743weKF{dZ<~1UXD==SemggGR&fCI z&1x>3kYc??d~p82Tw>5u0?-Y0hwJ+X%7D9g8!{3QY!6@j*sj6mF;nVt0)PG6>Vxh) zS9M3H078N}b#vj3dO^Xmf#H#+A->pYC)IK>>CHlNiVSYBFtF;nt3`@(O^!!B(X;PI)i(UjER!mZ{M3DU+p$E|Mamq-O#0H<}56g^Ia*pGDxn6!XYV3?2WBf#BdL7!{?<>w)(5u}J9~3*k7& z)we+nhR=9>;?JK};rYY1Epce)c*CAKJ=tD&3Q)ej6-0vtN>ab2eSb4kH+vlt$3|aP zEo5c$IFTU&Vs5(>x7z4v*DTXk0^GgXnALfharw*KxxUEuP z2tEF)x0}_cQA|}`)g8GhukIF&A7 zRJxF)Fu-3EkAVTlhi3dH#%@ne1;w$j`P&D-AKumZJ-@~uuT0&S^q$9tTddR|Ve`$^ zPm@cD3;;qZX4MV0QK)huj9FE%k?)1US8Rb%nA7f?_0Nrc-M15?@L;!=^zbi5XxHKK zOAsh(m_eGxIuFj98yu&m0iBzzyjPQ)&)sw6;roB0{fItkZDJuSq(MqLu3Yj4R+6C_ zIB<5w+&oAma_6q1Fnt(<@N16M^I(+Vd86b&&eR($p_VCctGYP~hs=ZoDh$C(Kf>B` z%Wu~4yy70$qYw~)qv;&_mv&MSx~u23T@>ZTmeHw`R)+7lfv*5=< z>icBa=5K}wy~;zRvundF?oJ=1osxtiZOP&$9gQd#tl;`oq-{j7ijbN~zn;99{r+Wo zrr4OuY8`Mr7O7zVNUf)lB}G>cH~G%4u@F3~2h}nT*l?dEgxTKK zPD7W_iOs0bOVOGX--5=xZnDdNc9G+J9G5+eG0_m9QZL1ra;dbXLOmLmO9=1eRh!4yyIQULQ?L$ zag&`vSXnZWN-Ar#Ta@qBRj2I{dx@SC&n0|%YK?aC_G5t3^%?++0+^N!x2N+ODf{JL z8qqPVa^(6)k_zl|Isng>U}TUL3Ic3<2SgNy+A{5~0DTiGtznlo#&#s=+3Od`Z~_tV z!*Wk$;etP>>LUND+>+_t4a$3Fkp=;z(ID$u|1Y!P(CChkugk@=mSWF!-(QLH$)+2i zcwz*CeLOh~C(pn8o-h(XPs@d@cC#awuRuU~4?th8p(TFQg*Y~bWD9x8muXj+0#Kfm zr8i4pR6k zKze-Q)$a!MSAWs0sx9L`tQ3%G7jtloFonb{SXPuB2hA)bEPv?VYoAUT<~^z)rcCUZ zxenJ4>kq9{ZbRFm9)qdLkTAh~x7qZXza{<6(em1<;3!Pxpr@jdg^0{G?nqpgYFTvE6DVWj21uN;x=I=pByqzC(iD)5(c+h zHh0v?v6DgBK6!sBqI?Z?yi4%VO^yq?Smlr-!M2gQsgHb^1va% ztEr$o6V%a|MG~w}(4k}KleD|PPyh09)dqTv*9=gu=N`vnkW=^okOxS6hl*0TS@qcJ zwuN8}QZjp)%~;};{q@{4Vdk@T6q34Z9tXnm3MRfeg$LOPvLi)|ks&9jj(TfAkfI7q zuOJ0VN|~`B$R>?p-ABe5D$}~!YmQ(E;}L$UoLUH{_j!bmk?Ip!ID_stZ46<`kbRCZ zd1an{xqQVagvq_`9h$_%={ML68;6k4}JZl()FQl zrk@NLg;xvmsvfC)hT?x=92Z-1s!~u=2J|T&m<9wtfQIMj%63!C7<%4Iaj@wg|bxE{oBJHnTG0Qf$qhxz8HFTT4E$j|BUA_8JL zdI}mZcs$UwK9PRrqn`<5g*9G4_sjHrwfP62v5W$-5XSE-f06(Y*!ONsT8<9LwLyEbRM<$OB>|s+f%XI&r}B$&(9ap%kpf{OBim z`VhR+dATeCt3E00P-T|Gh!0Z#hKbX&heGrfQk!A1rF8|^VCuBwdDfg0CeUqYCFS>t zfYiSBO@YRzh5D-iI(`d9zW<7S50tc%g$rY51PHUn%8k_m8OCvrU$aA76#^Z%=VZ3F z-%pW)l7-ElIVrefjU7_a{(6#A_SGm3@Fm2$ISg%vU;oEGDAb&oKBgSegAonpr`dF#3Q>b{9KoTGiaPh>=*R+z(El+J z+}1s4;jj%ifI$3ONeDKcW8>Fu__UZTZ(vWy!H9m!no2T%nnn5!GWqM|b(?eXZFwnE zOEO=Rl(a)Y6)L`e~fop&ydqDupB4npJ-jyQ|3b2B~OKgpB5y7f%u@ zV6a^DSc#7{7~XQ>b>4|Lmt&1g{brg|I{G%wg5;*dy^TO(P-9F~c4Y8Q2L9nwQ`W5> zYv#`MM$@nDtqtIWF7O#V+#86u%-I1rJXL{|Z~^hbzT}gIqrdz}{ilSN zUTAChLahk@w4E{n)G}OORZoWt3FpbPfvAjsJvdYT`zhfMbt5}q2xbCf#%^o?#=zJO zYc8fyu6XiTCf}D9w+k9z%j>-^AU^ur-s&At19WNkOPc^nbHzqRq@+*@kpM8u18^uy zdMgYsWil|NX!(Id*S$UsBh*KKYgdrt1hPp;pS^Nta&_CR`r(fe!5muCtbOHfzUtWxIQM}k8R|3Rj@9&A`x&&)Z?%iE=^+K z5&^P~Af4mC6)YORmH%NUhB?2sB95XPzJ|yL2ocJo{TaTsS~l09ZRJL})pK>ZEdKuE zE6=5fQSCxSii9T_V{a!hGw}3@r+?)3zY_9vPH{8=#{zElW2D~R5O6?98I5J#`{!|$ z7*e6V7q)zA42AED9UHlTgm0f~(v#U-xA!XmJsESuC*(qDWb{oe2H@qk4GOCxPAXe( z_Zq!~SzHLfRnk>nAbluY>L$dIlKijcjWuH^lWUY!IQ2lXHRnKls%5www8jR@D-1{J zTUgDf>BWA3Ls7<1T{tPK_^AJ90jO2y`pv=k4kp&t9_AN1A0FF(+PfVKJ*=lS3kcY| z?$->8FBGPr2joUrWCMd-8`oPlEuxpHJ4rk*yF=z^npe;CAna@4SKmj!r#e=j=UZ0q z$IHvj-r@vOAqg1TbHKtuuOAv>AjVbH;0qb+nsW#6q&jw9N-^?QTlqGT$tUrp2EYlt zn>z|9<@nQowHWQP^OGp(VLhXg-^tteLb5%QOoYO=c3AXMnA-b#co5n5B1!wbkG39l z8^5vmqVw!{PeuZ5h>EaT%htou8f|&gwft5CFg_vUd&hsy0+7vhsOkQg|)Eh5cxp)%ozlcOrp{2$r5dhcX!XlfKAjVf@}F<2=(b zf6ym)1Q?Iq8E!A8r!Mr}DbD8#72Jt7tga9)pBB5z)X_(2eb$TAKkVgtJ*+(h0_Z-4 zzP|wXjujYG%#FMe)BA?GZPVZ3&^YACg3ElL+gxGf2NLO`G9vTpHhzyymRa1js{epb=8>lUd}(^c(sDoR&>Qt9iJ0w?b)idZ zeB#RSVBz~N5-bRfKf|`gxd~F9#8fE@k^I1x>OdeyoHMml&&f9}fgqCq@pCV;+V`;g z&Edab37Fo0)cW!+!*ngU%Nx^!#5l@=R|VAHUZldCNJ#wv<}VVWBtr-Q;5Q1uI&TV)0d#UBv#y z;?D;OP<_-WY>pO{bn3s-yq{xDwm09L(MEGt1~?)UE^wE@*Nn1~(PpU|hQX1wT)Uue zrx!y3GQj}C!b2(LE?YmbHl9hOMl1l4P%Scjy^jcC<8tK(B=ivEww{LSy!06nW4*qD z(j{r&0f$T=-mwnt@a{5oqd$yd?W?2}-R_J5aj|>JClbdI`T$evx%@*j_^YEB)6-yl z_irCHwx;^#FuDyuL0aeOJsrz%W$ojs>H<`98FC*~)yOs83n_6e)DN+STGW}J)URqKqm&^%ItyP9YxSV7_h4tuqN)Y!|XU>V^VwN z%;HZ@C;7_upH0TM@A?L}tSGybN*3kodDG0#x+A&A&(QepZ;B;_@L4$e zX3B(QxPGtx0KYmi_KvU$`8|hzrT=ACv+kTr!e-ci7=`$uY`ciQd6~gbB^;7@Xnc6F z%A^YTS%a9)+3X)Qs3r)+1Citx_lH~}iA-g!sFONRi5c$>#XWmuwq84YfFKmyd{Ty* zwqcK422Pkq4^-2ffd-(5Iu($!9MslPNshTgu=W|rJdE(UsuF6rG0yLGgy~W@kYZDG z-<7NiIQB$1H@$%Qx2Es-s_)VebOr%BLa!8_VS(61=91IL@$1&JmJExM7lAXu5OdD5 z4p>EuWJ9JX@>n+#Jcna&>L{wFD#vGe6ZRRLiq^s}X}XE3d0X}0vOnpEy-gV1Hd!Ay z<%;+=D0CGtJ%WYmuhZ?Fa#QrT=zwRt1WclM) znC1RA4*!sfZmOB&=|h;gKw(C4a(V>}-5vV3;dMdw*E}gmU3?AI`}1B9o&i2I1iSJP z^X=No z&ho(<3o%0NAoZ1Z8DIAkg6A^#Z1x|V&100Mwp9L*N|2&8a_J^Di@qk119MUWcwYt}aisXrlgrCI z%}}rqR9E|KTU=+{4n=H$I4`5v6J*^^IDIADkfVLs1)Z`q&pp2oZ~=lQ>lu zQQSqtLnY@6E{JI4EsB)~U&S z)tC$}qG?ZzJ|xz8Sj&Szf}iaV?(T2);g-kQk34Np!!gJpKB8F}%J4F(r_W-h?KI0d z%YpR0iDltpx`Ny4NB1BsU(;qs8yy7Ct3;;UEdXN0m}ZyzmRIyg{$Ool4ub4Lgp0ODWPJ~OQ9&w_@e5gmu2H-Tj({@bP`DQA`R>f1efaekGrk@138A4a*h#mgSsoK=`LBzw&4GkMG`_? zRijeHZtAw_EClX(a7EMjZDAiUwh1qq2I1@?gKUO6B^SWuW@RVrpcCtX1+#;6BVS~1 zfLR?(TXR7AkmUskLDlx_jAxUL6v}UpV>%_+I0P-H$XT@iypX_JsJtIiFOKQPf%zvP zK%~xS<%Ss81k(Pe+=nuhBz0j)VphoC(cd0A)Ws*KsClo) zXCtyGbDQ&^n)kpIvy-o`?5JzGU#w)syT(EYoUey{lF>e<7K|bh{1tpx`^o!f0D7n_ z#V1@t>Rlv6kNp5$2ZK(yQ{~jFiT>Z2&DW#96gG>)BkiO(i*Sly^rI}&HYKm~RS-=x zR|XdQKT%#zXw?fPF$)ea9A2CEzdc~~)-cO=*e?okM6V*+-kNVUm!LPleP6&H*`0Tc z;2U3~%G4I(M|F4KGp{~OnZqiBk)af2Kr(D_yv_OtiSvz-EkW}KIoW% zR!8|?geY7MvCwv98S}Jm!CwvRuh8mC%>yZE{sf&XY4)&jlpLx<^T*IGzp0__ChW{7 z_6brfrKVc=psj$Sk{+w4ENPBuRq+sE0jd9pkt@9)P)+*qh)GNaok=_v&bem2i8GyyvsF8 z%sFHd3{6Ow2;iO&J~(v%O3mO&2Y5w|-**D1&BLN7d~G>HJ^EezLNgzJAEHvA&uA70 z)n|^yF>kH*$9wExhu`3}m6lUJ;t-MQHL*=(qV;oNh8YxYCK!cd#?jM>EZnKf)jrM-`dW_{g$aG4me{k^LU2x!^PX1yWHokHY9JjbqTQWO{UVofQ=-`#&dNxKi zi|zOjT#701B}s{auDgypYMkobn5=kzDYOyk2g()$-l4`vyz`pROkY z0v>Hv#fdS#C|Q(VuWOLL(n1m#p(AGC>jp6AoA`pUM-pS$NexV^6iW0g6JVa<`Vt&` z9wQ(mEn8tYq{SCN_U!gr9la0L>TpTJ~rHJDgM#gjKc2 z^to;q!drV+JH0dkJSZAPZTZ&%XKfnpmr$f$;In^MtY!Cx{Cq`1eOG7UgIlDSLFn2Q zCL1GsEqfTws`sb(5{9*UGTz21`KK+mWRV199d4VQ#YO zEMLIHKF>1}{1F%=e;IsUW$tNzowvEItDN_vvEveN;3qp{v>}vwOc`vusf9}~*Yj{B zTZW`E(T=y4ZU-mYd8CRtC@q*i(mY+JT@P*Sv(W}Vkmoyk9B#*LDgfmuY^m~LH-$BD zG1jiPhEe9Y`twGtDmVz6xG!WJB)~~4yIiP7H?w$T3U8`@ zXmUI9p4f~ez{5El=33^!U2x6|tp}$Dpj)r?BA1uVe;sJ3NiqaE2-s&pq2>hERVo$Q zM!$ah&3G`ORXUbqufbM&ITk-}w8A zo9-3Sjvsfws%WbEBrYs;LcxurDeYyq?S1KX!CCK`L&Avt1TkERj;F_YBSfFdpGuNz z>3QW>?WNnj4>1S6mO^NAbj_C8$Y?N(7x#dzL|g&_4;e zwrYR%=cPgDS*R56kKO)n)k#lvi2#Gk+a)7MGnQR7och4Z znr92`vQ>20IP`{Z+CuX=mALbq=9Pf0A!LZ^K~4PARLZ3t#J0+^c|)5_GM%b|5D&gd z0GTLu0U(tak?<_aC(gRvcPJXbvE
i*p6$B9Cy&`LG{d6$b22~bJL0=hRztgrBO&S7lHG2-TH-c*7+(-YHLH zES(JRh{9oV^w60F+hrj4E%n`;_g0(+mTcdqrBuL~0C`t5ZF5Va7iBBSJ98>QiA_Se z3PRx@MT*zbk3xi1Y>=ZN2o<7b>DIk0m5Je;1!StxFfW_R2L3x1s zSLx5sK~|_gM|~uQ%iUmI>zFh$vFckT-^*bUs*!aqR_?H50Gm2AaxU(@=@tuSVBtHu zORtd!;Afar`44^nVWB$uFK(&-;8oiW>U|^*(b@#14kre^xj%6f9yo%BTq$7kvwezl zQ_*_|Rxv?O`lppZdsyQ934pptJ}{Akr3G;PI5EqAY^(D)=?aw@omls91+n7$)k!eY zED-_NDZVe6#i{NE!tw#au(TkF_?feeO;2#ap+hn~C{}y1Bg)O$fCf8xhBs07A_CDH z+JjOw+e-^n+WLgfAww6oY z)bfS&#+w8feqEupKUhrNe>Yq`?91TH7&`7dBvN{_MWdX=R1%DcTq@u;Mu-!;-EhUMLtPGH7+{)NiCB(BD~!i9OpP$Pt*9#bsV7zw$!gXpgepf_4pfV+R?*9=Z4Rpv)^C!w4&ezcG8#*wJbbd>;u`WwA6O zFw|fZ2fP#);Vo^MDuL_G%YOn2ITi;SgT_@(r6}<_Le>cKkvJC~4r;Ks=Axv*pBIT9 zvA>&0+B~T~4SOeQLN5!hfpGH939)9vOcQK;0TrRE5?N+h?9b=0bdKm>1ckR$R;5lz zRNX&Cv968JI$5y>VwtBccL>npP(#LY&{!hgf{k{1WIl7DRo;aRyn;f<6VD|_91>wH ziPivFMFTexfgW-gji{mB$P3nij6JJ{jU{Z@P2uvN--+dIwW|c%i0#uDWp>9(^w8O| z>aF4s3qI}INP;+7H=Ok&nUq;UUS#%BNnFd>UY-Co?!Dl%ZU8}#hYi|X_l_)^@Y;35 zuW1uEh`IU6Qms{p(9PGE+r`~9huXj^{42IdySu=wZ}ymXjHO$kzaG>U`}yDgQl3U|wTLORa6(-rp5D_wKvEX(R#`a=-tSC3 zw#g*RT-GA>i^qn{Hx>h988G0gJa8lxiB-s_D5uWo%r!*#UjT*?}yJ4ZV&oeZ~hUYey5|NX>-kr zyTB#{ru&VdM1|~WXwGMaa-BPiCStPq#)6|yZ~L2kGL*mQ2+xz2OPlv2!oLQMO2s{GL7)*@3Cj3kosVlEzxINW97G%{!a zhD1RNg9VTE%OW(X(!Ms`*)s> zTpU7jWZRQ*S=AHus<_!t_YO3GwV{c3I?oglIGB+1qgi{X`t?)=Bwot|thg`ZmWl520i^4dYUX|aHn0qWZI9$F z;uanbNOjgy_#xl7bf@uXmR z+&y^IWKr+Z0JYxp{4R}9n~x}PD-}i2%?%N;O&3UCGP#~oOLB3&h9+ra>hz%r9Fe8$ zQpJLj7v)hGcmemdHt-e_37YT-rv>$x1}-O!kryQEnFWPRl}9T>J)RzjOt7|D6cw?r z#ooduorqlX`h~1@->oVyOcvD7JpSpW@btkyuk?a0WC0R0hI*~BpGkjbTGccsG#1 z)l$G2h>zm1QV|bZ5)r<2#F&2)wNl68zt4HB7&-lRA#2p`n>+P)QmCt7oBH(E4+!|{ zM2vugYI5{botPaSahiDzXQPSICc63j5Ip^P>buyupSA}em})EMw$1Obf-huxk9QeU zrGK5nZ6i#(GYN|fVOtudA_3$MuTmHk#NAa1|HlG!Dxcz~8+lPrY&J&HqMs13o>V=< zIgCLZl@B`%1y}P4v8V{q^y%xqmt?3-73Sqn-Cmf>DU(R{k9=Y0sC?f+JCx32uYUwx zZ|Ad;%&&QS{xm7r;vRejRK0@g*LhI)=7s8_Ulh;d+ZlSsn)+6b(=ZhcKR$f#)SV9I zN_DH@ypF&F?q&;$d58>%xy!f}F%3BRvDaRh`k??2IOJ8y_#f^*AnIcu}&$28urGB%A8y zNy+ZoLDaap(wR+eX~yNGrb)mkr1v;5)fOeBrVHmC;9WxwRDprv$8UeC39n~-4}+Q`L`x!^2gOt(aSL_p2=WCZo~Ei|qBC~CmYlLj4Y2c8^Ow+z@Y9Zb$$j|x z5Ft*8-TXWlg{%a3xk-NfzOqP8s?;To zd2JvE*BBbT{1&x_m3PXnu$BVFY;&iF3gv`f?cktA6bp8tpwLNkI7$>dCify2@{$bzM`K%Su0UIwGQ5<0xNbIOKk9vK3GnI6q)7`BK;+F~b=a1CnffXe{={ z(@`;9!zTz+zui_GWxCxk?L<$O%%)Cg3O6+^uGDZ}OXZx^ioLEO*+aj1vk#(OSCaJ2 z5<&mS#C8kPz;bDMwwN8FS{~WPC{^AMJ}xL1S?oiaiR)uR))4fP(W2nZUWm|l4 z6}ivJHMlT`t3c(?fD2Q`l;wb1|3~%X3uRBP34g^Ldxuo<%WnvPF{U z3gp{=C^qdLjuD`r=z4OJ*+5TF%>MZi#)XzhuGm{bijjWW2IjEtY)xA<$y4$(JV$hQ zjFfQG%hbvd&(F}Ak3*XRV`fWUs*OeKW(Caxn!5FHZqfx-v!wNY zORj1Oo3n+xh^{U9)eerO-hQ!Zd>S7u#5Ofr)oO!Xp9d`{1jl=e06ZgyW&I!Gf7gmB z!c3XC)dm~lb}6VoNxvl#@p&;0*=4l7#L0=?)K0ssSV~nIG{ekG9MTekhM6Bh4Ujnl zPQ3N}2On|w@o!0+F#Myg2o%DEgcC5w>#400GxE@osMhf7v zJFm;tfxYXEi2pE6hIL`cftEy5?{k=!Bj~B zu&;2QVxz|4B%X7B>P~#O(~X~A||$SIw(K^Ss`40jDz7jBH{5gXL;&dy#4)|Dwh0G)IkCKc5TBlr`ff( zk~7`L^WPROr}CzYhFLwAj@A+PuoApHg)4-E(BzsG+D(1db>o}*UJ=ZBllW!n^M`a! z4B~$KOom9l^S9MQ#;}8AlWP~=eBz${E4g$>itA<)e9xy%bA_$I3A5wp7;l@BB{4R& zVg@T95QPy)mzpy$`D6pZ_~Q%=h_>4ab3sLb(sTS-c{>m z|I?dU>eiO@XLh*T8u^&BZAkZ(M1#euZ2Xm|rlm6@(~tJpgNAf@hnO{W+{~X+4I1{E z)xL-pfVw2l=X4*)hkQ;g9_rK&xy)4LYEX>D0wc;>sFua$H<4_ZS;jAzOFrsgcI*bk z0+DGLh4%%BVVXSx;_W1QIrGWDB)T$xgYHT?qMs`8@#u1NR?I zvqppjs1*cMlVZ%>?(~gIe-;e2(4)8N2sSMIKC=%DpH6x{%l{xk0KM+2Xusa%36bX` zx)_|3$Jm}c>P6L__RjLRO%n4bqbqTTmJ#E6xe?_CjO&$YP;MA!$VK>y*soLZ`YDy# z7T>$ELUPHq3SNvA_?oZI&$g`jRGRww*bE`@u5&#r#j&5g@M}q`9D-EViFYagwhtJs z(F%h?+`H}KO|r+V!l3XTCrtTKwQLjGT{u5n739hO@5hD$hVeG z=PHgY_90Wc_xKoQ7gL$rAMGM-zMT|x?7t<)2K1heroI!`jeYN0a zZ;*MUgC$QZZG?MY;y{Y1S%|rjpKT##ijN2hWU{9_-yH0`2(qrtbq-a6>0eS$q9&~w z5B+Uha%~PC3e5+s4IORy>IBzvzCAy54YJSdt%3I2F`jPt0v=UtR8qu9dMeZ5sHJUs zA+<+3xkcjveUp|Ka%74g!kSfeghbnf9Pz%}tdnM}A*ftG;fo`$?Lr*&OXxwX%-N}t z0oZ4&@cf*ql7>OW^!ayjay!yOvH;Sy%r4jB!P=PiSaut8u*aU;2l$4_8_Mae{ET>) zYm7jH>dj%B?Efr8^bqXBd9t^%Wio5x2Gv#1*ve`rEa=-YKttJMjOZyy0AkkpLEwM1 z^_~DAB)+AUZyeqWD867RHDj|?3}D^&p-zlv1`aYR0D+G>wOmAe)s!PI-}p}1Y&qYQ)e`@MLKO?K&o zfaBLabj4X;N(cQ8G^A=qYdmK-)}St2F`}0*HTgMzs@!{L8#^8AK3y^fN6)W!>3b4j zJy2ePI<(-OrX4Srs+)9OsPNI%@fgR3-a?zkv*Gvd2g%Ie2uC;YcyF3dmoI3o2q=x# zg=*G^2{u-4Oxs9dr~c}RaEPHpT(_3G`ZGUoi2W@hdF5|3zA2(;%Wpm4_FU8zc`~G& zkM0oIs1SeD@-@bLdu@3~H&JH>R}NMqjizt zrd~Z+ftpMw?W(r0B2IsG^4*ru`bpOr-AyWHza8j59!d6C?Q?97RP?9qA^olky`VY# zGf?x*alrx>Sw#Il`b*D-(TwN zXl!MecmKyCCf;-TPIy!(>D*_H$SdT@Ai4EN;ZcTYh5JQoYvb`Kwbu7;!&VD%?0jV* zqQkYp+B;RXQF{KTi<~XfC0j+`k_Ud3 zW;qHky%3*Y*a~5%Pm@_4^tYQVZR(KY&veGS*x8eLg;7nL;dcc^K-JZ$2*3@AT2r)b1~N zJuTh~4YO=a??bI!871r?DQ%!2k`S$J{2`^S`nCa@PvFO!L_Gq5N|vZc?b)pK;$U7q z%v$Hva-8zDl*2ol3&H8PvZ4gpelw-}K2EJlB9|{TiNFY7mLPdJy4|FG9p^mR+4CWH z=-S!!hxK7%?o)XIY*!yAs5i!`tvJi@IJGE71}zYLn%3XrU?CU0ub?LI{(oFR|Ix&ao_x`#};|mKQ4K?sE9Mur-y=@)t-&r{%SpHYK&I)U!ooy?7w-2Z^t=NWd&ks<(RQhKb7xj)_ zG9+f*&Pyzr`^kY)v&@*_&v<>jKGev>dVHPJ@FX%|6q_7$M~3D4A{l=-B`ErKhv9;M z1|QFp?}xEHbg2r8`c!zYEjM@Wsn(0D8SqZtnY0AsU4zs=V~PwFVPON95M$Z=FTIjl?zYg(w`^=kzWK3XswW?X9w3itDt?e+&{Z(b zyd}u-=peUDH|Bj$zY7V2Olo3~mc*k9x1}qL9O4Bjj{RjW%??UMg8Y|`7WTx*dsm`@ zhSX`s8>6kp716}=0@iPS6gjrJ;6D7h?R4}aEMd{pszC+yM8D>RwiI=Wj0RV{%-YCD z%bAK5Jm$_)ESB8%BaHB!A;O|{8Ex;{Yn>KZ>O9#SZC@BzF_~RAvBfT*-^L_7MBitF5X$Dao`}*b=Q+DLc%IzJkLV6=bcO6>MrdM0ZM|k=lf& z`}!n-L%-sdmb{@v3;PWOmu{W7k%Wg8}cXr?)EXXmvEA3ug>+_@aX|@C9 zJt?Vk7;1g{gZh?@Q4hnJBuAKw#Qod!_oXgA)KolrUaPn%#`siI_ zd|Q;L_5JZEcKFK&c9|0G`slPcH-RljD8??)D+Dvqtr^4>0QH z5AG>EY)ins?-%lDT7*e(s7y|b-i5!%9ma~{?zA2B!<%lqyWhDBMX~9n-}{5Zm)D1L zLE;SqpF<+542yN|e@RWVui7y4R*JV>L|bB;zi)!5{Xk#k_E@z2l#Q^2@8I^vj6JD6 z!|(zJ%WJ#sV?KPvZKdbqo_D@s zMumJC4wCL&f|cfw&gSQv5W=VXZ8|A|)#Pcl-9oQTPEXg}P8O$n!J_Vh^`*(OkX50J=Ik&C#B|FX6738H2o5jDaLSmYq z6>?#-7q7q&@#0?>SrkxSYol1ys<|%{^|4K|=Y?CJbIESOL1(jU`ik>pE4f`q-Y?2b ztV&Pi)=aG<#iyYBHf)G)v+2CTk7`~pF0Zc5RPEeT8&lA6jTW)eT3>&DfHgHopP6G3 zcEPlq174;RqBj(a+X_iFA=z8ZDkT5T3pxyRH`n_ zsVo8e)n^a3qA5!fOlu*+c)1qCizV>(*Sjvqm0x5apJZmlHz`?%#cXg`ujEC zF;N?~9afQee>aC?E~XBX^U2NhD(^CUDywJ!ZCW*7cVW5k5ouy$ZgZS=t<67(OS&{< zmF2OudnohxEo{XL6OXwccJ&Qj8x)B$xeS7~M@u3%xBq<_KQ;YJODiPrvXBOYYblt; z*{=(}38{QuD1+d4AJ1#!C-2kTcohMKbL;a{*>zf&Pq>{NFYmi)ZB@LXmjq;QX@?5j zyfv6@cIC#*tEHXIk&oI_>*Mj>11TeMUc~j!%ICMX7p}#>NAdpMxpfgKu9Jp!QAgb_ zrBIIjQf*bD^Wd^RTyZ$5(DRqX6Ve;2!@(3R)rSMf;s;Fd*7yoOtvO~^;zHiuWZosAjA%h;q4yk> zr>UJkav!{VbZ$6UzSotA$53SA*hDOgQx4|6u$|qb??vl3aYH%w?dnagu}8VC{by|C zt`2p;yOb&JF>B_`SH(x#O}nKRO0@ zRSfQi=8P<%y@sY_XM2P4__*#zDdGJtW=B*c>Jx*+66I7sN*Nqstm8`6(n?&VqtT2K z&0FA=<^3(p5aB#5Jn>Sch9$;rB7Lk;f+PxX_Y3*etgq7SpFmPD!)?NTO%|HjE3Weo zq?`BCd~(-;Y&^4LmZdQ+tv0ZZEj4RqG>r=B*9=qc z_dwsP@k=!`Ky_R=Q8^lBd=G6~No`o+ld<8dOGe9Vr#|WV@(>%xMPvWr<5rY$PQ`Lm z>;>M=$H&bX@b@)!EA+3=r3f(K66I>O8Ez*o2MV7IKD(Ox&{&r#7C>Ez;Qmlpf23uN zjKS@pH^O+P!}H(dpXsJYtIZ~^npisOF>r`JYT@N5{=2HLu=tb1zS}cvSfDc^Lf7C* z7S)y3-zyR2f)8EZt~#R2pKO}|YIR&24JVEYS8cXU!DV43HOAGs>fIC$Z&$fl{Cu02 zv$gLS)ent{n>Z%m5O5QEml{n90pgwEz?W|!7w?@Z-4-&0$5 zAll$o@y6)!qbzo(`6dGOtkFuzYrvU?JCk*zQWJi>VI_(dh8|dX$EHFm!dI;fxWit4 z_dz>+tejT*(42MB^*{%H$)g?Db+}6S1ea)gQ${p$yIT0rHt9?068%DFMY7sMNQ85M z8C?09WM&oCS4jC*+C}1y9Myc=D_B63Wg%~uUC{e*haM%u<6vs&&yusl3ATuq=a5{#^TNk4!c}y`>HK`?D(^v9vV(;>T26~_LoS2y_NR&4!Cv!cgIMo9_VuJ>M(*XaY#UOf z`W5*`sFZJue-2pEsGbO}NO@^0ZE1o5rA?{1A4*?`5Ngt7z_S*XYF@L9nk7CaSWd9qQCvl}}8B`}o!Ju&axk_^e^LHlAa6u<`h-phERUtG)wzaguUqJ!Q@(-T}e^Vu;_xW{`kt4IS) z^`MH>EVt1R$3x)A!;{<7g8Q$ZB|d-U#ZzrzXz-d_<3PB<44!D0sva(cU(~LjDCQSC zkst5edB>{9;@*x`=!pA7p_tf-qIz_&tlQ#W4euIlfu4On8ut|FsrJw9GgsAQe~{Kk-|d}$!Wtv$ke&`DTc zom$q@2$;O;I`+@aeP-iyrl(HWNX>rTr=O}3IfQRgvp9?X{1vx?R%1NX7iJCf{kZfcc1bzH9q5?$=Ym07YB|Y$rUK7u$Y}nj_FMg%!8zvS4~Mtn9p|?)ob+llg6>cb zc&1JC>#enKAJF4}qh?Rwz!0n^+tRr?t(xO7^4hg8)b=9k-ROx~Qk61Ab;r9s?~}!u zi=8eBJ4L;OF{i7ny8I+;>^5AI+n!iQ|E4Cs$i8e{%E< zx>K0hQF3xZVu*aZZM*GB_QSdOEK>4(_R_jWD0SwDF3HsVZ=S@(&dVGuGcgG#Wkn0# zRPJNcO#Cp3`=fk6_Gsew^|)^y1I`+B>O6Z`ghAz<57au(e!-61mV&(~XPBw%;09=L zDk6x%faTJopv|NV9G5h{*GIh z&lfB2p~}S|0yRDpK!s%Op12oBLA72B{zsdR{efuF|ATlf?x*sM_K-;#HjCf1vRoaJ zx?fj;dJ+LDZxoDlUka~0GyUn@sygHJ4J&=8jXkR6kb+^zVy`%_K;{0|k>B!IvMo}QJl@bc7 z^wagua`bU|t^N@b%LiF6`fedQ5|(oGpb#Rxkx5lmlAwN})TTu-y#%KT!f&tR@TKoA zI>nQ+QPRdY{5SQ_s8P$WjU3INsod!0%>_Mf3I~zCwD!$v#f$vjczwJNYJ(?6O*BjQEPOWqHS;n^>obKr|E#D!4MN(|;HO-(RJ@u{mPdGBDnHs@50 z3k?)UQ^HNqMP#@YasGzL7ye?}{lXM<6x=@XeY6K3r&|jc;LKpkS%x2Dsa)zb#!4Or zWk$>@=E)0`-2AW8jf2(xnEhtmzI5D=dW-C5OdhVz)-bgb1tw;U()E4_xqEIb7j_r{ zKDWyQzX&es27CvnloKwN2WmL}?xSwRvREE)w=au{R+xnCxKJ?}w=YV$0-(R$?+AY; zxo*LSI-#wA6T5^iJlX`MVCo8TB$kkCT=XE7RN*sHRwq8`mO7E|kC%{D77+>5u~7P= zVMYi_>-+atM=AGGUgdE*HeAMLXJm3n*cE_f0&78s!I}4}#m|F958BkX5=Zd0I)#%9 zN-{W1f=MukMANN3hN_|^zP?lCRRKi6v;omnGmLWV z5L2WK)dHe$|A)(n&TL#Ka682?w&{D4nSm>Vc3dZ2TEcAU;QG_aGs2U@Ss%+k2N!A0 ze~}xI`d$D3;g>^M!FSVszxj`kyeg7I$DR}Z=d%OrIOnKxIP(7nKjdPLO+29n_WjVY zRfV-@^l6X5;Fz>Sq?~7|b!*~tR8!F2#-D*4#8IdX-Cwnax0a@Q+6h_4U17^8@2w@v zv4%)2hcoT4J8LMw-;M(7_Mbw{(GtRzxfuz1XWznP4eoA!J33d(BhiI&iFFU{IT^rt z9~kRIUr9biRCOnOmTDOt{}kY1&*=Nps=c2s`bA0D+XW2hICmgmD8;fR;?+d56{!8# zsu#{P1N}`)1CK+EV2?b{aNkq9nKyn0+27;6)_vTz(nSz?w)K>F3LohS;^P{Vwvoq#UY4DVX`NZ?RJiWq-)gHlMVQ}XtO8pcIdic5d zR)-a1N#fS0ts@4h8f-*j4(@d7CC_X*Q*V85>4tIR+W4TFgsJ%~}f|L;oDC%ek^i3{OT)#K6=MMoP}kU}nQ+ieyuD|@4T%?UQ6_mnKpO3*1ExIZ}5 z=K3?Zl|9s+VncCUVh8unw2W|2j-*>_c8Sy*-;LLAa0io|5**p_BEau#I4#0_+ zY8Q9m22`OL6q+`EX8+N153JRWG`J87tH+JWm7t$Q%;1_kYtXW`VK|SC8NG^-U@qxS zm?e@1<9b{19`Uqs+w$w)ud)lP>1x~ZEL8P#Oe$=f&riJa1jiEFqpwYNyDFr+wj7_e zLf$gp?oEgr=-_bIxkLh|>$fO2f3>;O*`TXE_vu>aRdZ}&QABoO z>Da`*Bu6csSr;~E!A?>KDcBh^yLO8rLR$RYK9@4AkvN}aVOq6kYs@1*IRS*>rjUzw z+LoW?1Tp&)_9y-v3d1!ouLU^=Evk3oGsgxS6cIb4mg-BWF@Gu#^XFD zcZPZJ&+J=N;N4xMgLGm;3t2O|Br6^4TIULGMg+d}Ny4yptvUQ+xr&P``cJ}jkIJN= z>hclkr<}^8(yKi%(p6kE$Nq3UovTd8eOJummWU8QtJ}yDkHvrZHkAEru z8?^h(0@qScPbm@z+bEMM!U5#J<^{>_k>F9=<4RvAWH>#pI=0DiWHt6Y`hVLUi zgcB*9^-qc!lP)7Yw40~M8&}`GiaQ){&!zN-W7DiMDcgEGKPj8B+GBF&1yAXOr(2aW ztjl*nXSckUb`G^$P1^tEWb>jrDpNT;D&1LFZR&zdzOPLB$3yM6ESHFlLL}W4&C>9N znk*Ghe5I8qDKDFGcd^4)OX`i+;WiBB;<=nrbK|#DCKXfnYVEDwG(5G$D^%c{@Z!y^ zlJxib)VPB6wCMFGYx}N9OC@Zns5s?yDzc`gJ>IsC^V8ybn|OZAO-;}(gC&zI$u7f5 zi8rTw{)&KJd_0o@En+{j1pX@FHSwu>k3sv88Hj$@B_%`|c3 z4@dFO3#|w6{W`}Qd7W>ZY?fJg8>Dg%e%AO{FLTqvGs`cxM%8kW#ZS9#7H5B1RdRo>S;mU5INs&!_T<6-8 zy&Z-Q5o+vPm-Zn@?!O?M!Agx6=NG^$^+6X>PaYQyd-XF?w>dHK(>cO(3`^lj0?Rb* zZNk_LFyh?mR5>H>83fu{&}EdSb#B-NcUYvAUOS{mC&KPz5^~NU6jh>sfVm~%99DZTcUjFJUSv8{#`Z+E3@5q z5^5zxs|LJS0UuTpW0ZnCJT9<+7{hC-&Eqgtqi5z;<_@A`(9p6FM@mQhJsjN*;S12))7VIts<5UKt(nVE}VTP zkW!yM(UBRgm!cL4q%{&DHlJ_jeFM@9KR$vekyU2Ki}X4)Fmwn5J=B0;QR5yuPBZl@ za65DsVe$|onW!hba_q+y8QDd17uFWWiLO`(I#_0xO-n8OO$zQkWI}ka9>^{R=^gH; zgM0Fw$a=&Bk08!-4^8WQJqeuwASYLHEW)Azs+-l_B0H{p30*4SQe2Ddca>Xg9?d-g z_#27n3(G9*hrY&n%-?L!G!jOFQXJi9(RCsGsZa;-EW#$~LqLUWwPfa$0oKUw(t7sz z7qL2qdP~>||2uFCFo7mYMU0?mfXmx*xDSM=AinBh{c&QARS2SD z()wmhmpuM+Ej&urP*!&2ol-+XqzFa_SyPE`kRgi_v#}g!SHEQ26eEd^3vV)BBxop_ z864AMJlUG0%G8d>7!yC@UIgDz4miX$bt@1zEF1|r~3n*!>+hGLBME_m!mH|M6Pr zY~!>2M;iv*XD}0;SvKLB2I)hcBQf(5P+N%RZ)v0H{`0#sme(M_fyfuVaY}}2X@j$1 zK8Yi4T!kxbW1K88NEX-hP=>}A@&ko6*ZKJLo%IE6e4ZK}K!FHEyrQ`>-A~yBttn6G z+9Tp%a-5>S!9xRbp-mSabEwec&vVvZ=ejp)oV&N@i3A;s4-$yjglofxOe4$G|Cgy# zs|r5QELT*=fKgxep&?GEI^_hh^^KpL;SS-d4~MvIZuJOcpDbZT#-vc<)#eu2&>Sbk z_y-Tn$7f9>!3-^m_e9Jt-hA_#7j_qr`DJ*JM_2ih2a?eIaJWX*mLuf<+|=f7=#uYy zlsE=0WmnHfh`==WhW%rc3=1YR|*9bx0{!Uj3x5Y;y zPiM{a!HNq1AOeY~x01+0#2_j!6-{Ofogb2ZM2s0!<TIZIP))Mc9n0@cM$3ZX8e4t z(}&mqF*M;9r^jqHb`7ds;X>ct@~3$a|50rSlAeCFYZ>l->M$$ir}L z$x#;RU+T4DMiF@6cS4J8A=5x+@7ZGqW-f0G;G0#qx*`>bqsY3 zg$>C=5VsrCJDPOJTrGs}yLYiRV(s7>EqwNNg8lS`21a zG}Dsp1o0{!v^|ZOtCzQGkJKafD1v`h1VonJ_5xN}5zs`o{9xsMMC~{kh%L5~q$Y4l zQ}e&xpU#ibhz3ayfDgty0#X!_>WvA5`7j8UAnHY`SyfE;mk~<_IJTeI$m5g^&c8+S zWr!-p@a@yne(asbGto-1r9ZJfO!QLW13 zS%A7letH`i3dLTDHSX}~>&1kFUfz?d?N3gy^pV``SBDBAC>0G}gXGwgwk%@_cikO; zu^9XBiq#}7gUT&?Ri+>SnUDeCGp!?mWNz1dSg~ic3<8LjX|dSXk@nu36D!#y&v$k@ zNI<`g6KJ~K;)ZVM24coQ5MV869n^;{&?Bu%=GtlQGF6DD&|1_4FuA0&dF)Df(jyFQ zuGhyoUey&X7cQ4HWo^f>k1TLGAEbppvL{+T`D1LjL+!bEq_mXBXLiLqB*{!>I++C0 zfN|~W>th$Da+S@cemZ^DjJ)!rAzGq2C3XLp@tWSYA7Ti!1L^zaXb1v<(oGUx4m8OV z_wcrnkdJz+-q=!TW5h9X-4i=ol;rVz-vVOQW50)?D!o_#(B%V^ESu`U>DF*Q9rVRY z3Xn?2{`Mvf`~>{wj_8x_-=6KqlW&65rrSjuZ=Yi0iToIk0-To*iXU+l5%e4YAHG*I zCv#>vrf+MnSJ9Anl6J!X-sPygIRm66-6+QdKmKuUxR&U3#1BMUi)Es{JaQ*@dfeg% zc*b%VA##WbqwA~oU}C#+MtyKd-ndH_rCl=wqU0M&*-RyJW^TCbL-b3sFUNJtb1pC_ z#2>E%Q2avufB_$Lb%?%S1i%ot0PH&FfW@?gvSqX;*&30Nac!Zl5?f{W0NbZ9-e2N#b&moKZZ_ zWZ7b^qTM{#5{h>8EJgFKO2`^@wRP_Ec<>f)T*1x^LwJEgl!M^|YbAR^! zixbyX5<&4+q+u$(e6XI3$m6AX`j2(q!6KRRYbe?gI$&IR>>$}3(c!%D18FM(Yakf1 z9MbV$3tH(>5kp2|ZXQv2k1X}9%aeCto;qjmr|ayA&Ge|WK>kQtzNxj4<@mgb%^XqM zF3?2&r*2jy4I1|jkR1NQ4c4#VQc(~O>}>BY@L~Y zEazJPowpe@PyYz$D56>aj*8NU=xfV%(E3)Ero1lm*Ps2Za!K~ETgFIcMn=@_Reqqj z0B`LPA#9l?Lm)n{0l10a*`IW7h)m?1RMQT^&!et4+WN68%IVWpMlTPT0q3AP^9m8d zGE&*^>LeaiSWcdohW)`q__jr1{HSqyS~#48k-lZ|FX@{KhH>^Sc9 zWDq8>arzU55WzY%~mM8Sn&f%V&F6QkWaHDU*n;#+*&4zKh^81 z2}fa}*gtNP98WGPTTs%ZP8ZdZePyi|Ub?19IcQPHVK9i(GV#dKht`q&SftlXK~Z4Q zH=#7Q5;_Q`<_`#$o7K9u-*yMBBo9T-c&6o>_>=J35TlQJ9ZlUZJC5%h85l5Qc4JW`5KtNS0G>%@40*1X|i;JPoGHjy@*)S(jm`i zJNl4T6mXKFxnHX2a>&YGO??q|Tma0Pdy zVe{)%zaK}35gzuv_NpK8`g;cIk8HkXbIOR8#mwV7h_AklK(GHTTIJ@&nEMK>KSqM? zMg~DMQpWYm8kkc3?8pf!n7`NIE%sP*XfJnlY_Ifm&xe*6Xpxvi8gr1X#BuHiYcxbO zB0vO)2Gm?8h?knQZa#BzaST=V7M6k$xhpv7_ zIv^@{?*>cxv%S^Oqeg5BhRzo0m0O>0o13_f9xIapkt83yKBQHxJyGQVqP~bctYaxV zgnXCI>=6cPPlc}HCl=BxUhCxZ3xLHUkt_nF!g~t@3^O92-Jn*;d%4F7yZZ^gr~7IA zsYm%%VK@6xTkf~s zgapKh7hp5#9RF~%Q1L9sb^_UsQWWOq^j7uGMh zN8^W_x=-STX5R$0O#^|e)@^4%zT>moP5&V*<7VTYBcI|@0uHj>Z<3n4NX+X-^g@%T ze`t!t^Fb?#g0Se1n4wnE)j!XUHXyw`*_G?)eAflbBA5ctLT@mR==C{Vv#VUQTmTwC zRA@OM1h^vr>$8R=;WeP2C*@QT;dnm8u2a2twuNYZRJY9iJjgw1!s75x`Td~wk;wxIjxvSQciydP1s->WfV8=zmNI?s+&b^A!GgM*+W!1FA?^0 zNMGXdphCFc=DWwQ1~=ChG@;|8L5WE=#LG8J=aXM79T$+U zuy*t6$SO_70`mX{{$zF;C6gH zTs~L^3ay_O%Frhtz3m1tOiE#Q1g|$5^v-BjQ;*h^?=J0{5|Kdr%8aZL=pqfOax+#g z%-E&hIUL}pcLT`6n8J<(gkcN*$G3-0ll_c=Ux`3`1Mv)cqJ3{4f{rBVo%P8an2I`1 zfBUlNe9#QcsUKtl`K7%!pN4;M2b$xc{z_l$6SOo%BY-glrb!G;#c~RsIJF6VilU%T z7uCxbIXXO}Dz7c{s+==#r-kahqs8}Iz4;haL!#|hBTB+`9sz(}R z$6?l5Al~pmg5o}DrncL8^GMLuRSU=FtF|MGg4Qr3fd3X`eE`q4%(o%hv;f~8iG*Wr zon_QxN=j7Fi~We{D{e*7`j!xV1I=6xA1g&g^)gI{7Z*3I%=$N`<%co0=OOFv^;M>| z;7sHV=g&!2aKC&Jq@&;h^MQExELxR&dVk5i5(j)zIMPKK5bX92*EJ#LO2Fw_f{9>P ze~^I>X{!@)nZCCxjv~n;B&M`{Dx(YRj!dXZu=_SQ)xKr381K<79 zruNh#6XUS1iNR}}__)By5LkA^l4sH}>3S)zv)D_aY9j)_9~^sW#Ax65%(|dnH>4>v z>$ir5MxkAQuaL`hUr*2+H5K388`6j<_tqD4e6y;c3ZF!VYzcwthM(w?m(eT zz4`GR+0d}#MK1J1VHno^)&`;qQUv^1qaKWvO@;_Z*%^OMA&dPoyD05E$f2U~ymk!ZiK zaB=-Y8*~9fnK3U=&}WA~GYe*x1HbjA)h0BdV5d>Aj+X6Xpld`33M4g@|JQ!iV9NA- zkfV84+OnRYJ*;VcN83hhwp^&UmzzpQH2w7P*!B+hafDf~FH>x6p5Y2KeNEpr?SOpl z97gBkR`qjjvLiFx6*iIvMu|Q%o>Lh~kq3l|znTckWEt)M11rgPC(ezv!)Lip72NbG zs(D4kd1wrl8wROdjO4Kp$TfUx#;~Im+4C^_;nu4q)7n@E3OXqI@AqCOr(qM;kWK52 zGjv#LfT*1w^syOHT-_TFtmFnHV*Wn0pbd5wW+;i)x}17PX=U$C6-=e!Jm_7b#*;~) zj$1;n8kTn@0m$#bA{a)T-kWn{AYeJA|BP{LlEfS6cI`(=5QcG42l;UAUl$c8G_F(X zJB)D|{u!u*4F5Q2Gavg>FXU+aFeUF0Y{SM#FSvVUIrM=y0+pKV+)MTP3d)7W0(bh- zNW2V#WAp+ElSq$mqolKFg59t8?$iL^ ze0kv;Jiscu-k_j^!n#Ahg%2Y{oFhKYeflWrI1({j^aawS@kCdRgX&FuHS0651v;eZ{KfnXit}qMMa_$0DUzpzTU&7!I zF1aD7aH3!bX1YH_9y!o3^7|w5WPnM%#B|0#u(kDHus}pY=xZM`IVo{MF7fGo#L4wp zJt23W_|o_kuE`uyVc~N8^dV+<2`mTq#y=g}@27wqpHF!xj2^Lfkp8Uc(91}25xLWn zu&Zl;&2|rc3vpK7Z-8-Xh3$Ky8veRGK{@wnqB4YHdF9loivo*%%_981a?83!fEwA0 zD4RmZi2MEPjl{8>2nRu8>WU{?9j7W#A1tFeM_M5~V!k?mf_O67A387MOaSL7;gT)Dijy5^Ad zMbG(tHQpc#M7B9fA#thYE##kl{8;nRk6s-)+o#ui=?Gxf8#5Qr>B78{5WL%Bc3K$6 zepg0Uj75dUP-zbp&GU>;$W)nyUQlQCpM6*&Mx2>b&ZC$O+*9?&l7R~M=-sXO7vq1N z9gQz9RYC$Y_}EUz^%3V+o7#_008!Fuo+Fd#pQ%H=3%dU6p&Br6T?SmoJ)&W7#^u09 zMyAJoT0an5e-~MUw>hoEK0d@D{$B;C&slO*FEmLv3$iVATLee4i=iXHjEaQbjISwU z_u}O|H2^a8T^OOoz?$u)PsBl+BV1_9^~c1QZ1iE!H!H}7fO!u3N-!u>RfD;O#KsZ- z`EJ3ZKQIyh8Dh9@AHQp0`@;omOOekMJE5n(pKu8f z6X1dr02gn1ik~DQG3PZ%kYFyY0;TC`lW$yF2Mlxx;MNx+K!?W9cMI!0ky;2h81^4T z;l*ZO-Xr$QqbnOlnal-bPrP{N%Xb7yRzid$_}|FH)(I@KbEMxb%m8(1UyD5Ws#sUR zAOFUYU|kn3$S!x+H039W`+c$Nm-;ti1n1t>WYrX7J>D}%bpG2?{cp^s!^pJI(R5Tq z8v0ENVv#oWe>*DjEDOY*VT1MtN$A&UL?XIT4G0AZl3l*N``nOPZuf>tCgjR=u7=#0 z^WXF09&ERE{Fz7-Y0!B-v~YLw&71~BMVK$@CO$K+D+6{L4UZftHu@iyFccDmp9qfjgUI}VUBYh4WOM*2xSA6E58y)& z_H~RkMiW0>1nM=0{}l_JD$zzJu0O^cVQyf}Hj&ERZ20?8Z4g&~*c`vpKW z%&A*}vM{p!$4gXsZ_6BpB?Zr$p<-d#Ta7tw$$Pt-6Qb^8@FW&&&Xuyw`T9l}^+}Vn zV~`g4VrVq1%TWvLwLRp5QB%qT=SH!vh)U0mQlrR1+n%;f*oCGIr~hBY=LRl6!q1`G zJfMd+7tAVTw-$jMb`j<)yQ!?_Q7bElD zczk6Og%FH%jzPL!L)$Mz8g3GsdLfmB)NmiakW7Wgpu!ba_$(vQ9AJYUaC0sDil1Cg zgPxUQmvcxIf;>a%%!-axm0bUuMDc(C5jHNKu#uLQ5pRxW;*%J7niQ+rx()jya!{56 z*dxWx8?=Z4cPsm>IAUmJgmA1{20~vZJoE*a1Ez04d^l3lG1d4AVrn?3-+`b~y#dHB7zz7B@KpM=|H{=R$-Ya!VM+He}-OpW5=dtBM29iPTTI`QU^v_Y) zo*%c~a{{QLoLm6hC=Rzm1hMx@;CV<>*o-Du&}N8jU&@`{%|qo)UOC7v9F06yK=N;b z|J0ZH-Inth98Pf&yf_j8}M#Q2ntX%1VO+}%;=n0`2ox0W4e>RfKj&Xd78?JQPBqP zWmue8;nPtE>fJaS1^b z(xFV$2G6fX%;b1y*qN<(*a*0- zxGq1r!@WejlZP*G^|3i6pnHC$jq!O+Ib; z|H5riycaUE66pfWy}YefP-8BYOFjThqY&Q&0_yA+Czu5rAZ(uRUlsclNiqk9&w%`u zYO0@w zY0Fc4zWPI@$|~+@T}jYj4O1rDZdKj%2M{*z%M^{3cEPjC zF{b|^>btG$@;DQ8v92S(-ruonJN6x2MONK{npQ$M$gt?#j{76blJHMo!|W?X*>pS@ z>Dy12F7Y;uyF>75462nwx^+RkXIV4OV+L&T3u7>^34K4-Xji zbIUxGkwKA>{l(S!ek`FY(9ii2y3USUV@uMv#1<3&>002m2Z2IJ%zr** zlibJRmHQE_mQC{2x1s-Kc@Ds{EB?#!Y{@ov_yz`ym-J+j!Ih*jo;yA+ETat7 zGj)&jk#xre`fuZ~Z|n>Ln0Ti3+W)T3HXd2bwMU*)(9qK#ecW>*KyDR#*NtU?9#adv}9D?Q>aq8yzlt&F3fIn02=?14Ny z=+J>jrgl#(G2oBE&r`0 zVUc)18lIkG>$3&VUwh#CE{#r4mGeDzJ80cD-hRtFN$UC{bS1EPB_u@oRJ!ayqXneI z)s_Sk-&1|tEL;U8v3dT|HKumaXEE6yOTF7>UP781z-5N0j)dF#7bpL7a?Bn`@C1mG zeY?yOE?vtc@dfJFewuJrl+$}uP`D;a*?A9h|D~UqscgYj%#+F)JT(AM;!KX<-n{X8 zy1hT_ujNfvw^sMU|A)NujB0xA+B}F9Q3Mr5k!C@Pf+$Vt5fJGR5>Tm%phSw&REh{3 zP()Da(pw+|1XPNGfQW($QWJWyQUVd_9cSP1dDi<*TeH@Dm|1J)c|M$V)=^6G&wcNG z?d$q&L*A4Rvj<{GYrNUQZa9fJqpi!#ua{~0(xMSYIm^rvEnhds!=%x3$F{+{N^N5Y zpU(a^41Kra+!kW?%^yMouMZww>KviXyl5;}Q}i>9c^fnNHCpemb`>u{x z{^!@>xU8t{{A}hrUp_b@JpCU2^&=O%R#g1=cO#aW>)xg<$O=Qq$4pKg%tZ;8*_) zfG5XzZ6e2Q_0h1{fZpxH3y(=2Dab@6Ef#bg+OGO-TBfxpPy_WA&7V9k?F=TL*DX#= z=Wa$;W@YYa7ayEJ@?LV`_mF&7R@QOZk;^>dk{^|!f1j9!M<8uX_ul=fwLj`)>oh)R z{Tw?+L&J%MLw0hD=xz?O;e9_CF`T2_sR6*6cj5BntBkTEHZRvKAJvca#rfTpCua$) zs*_)ycX_1c)o;Iv?QN})5h_2@MGo?EAc@yo$XWd9c3JuTc&eeTmubWe`NGuR#jv8m zC*tx~7V1n%RW?V|)L*&mO%RNT9$oTjO?5jXNag7B{j;_}x1#e=S{d33`kCyCRjrE4 zvk=Lt8IL7hI6zr>q@=x#>(&?F#!nHl%_r)bso|zL7V}cg*(ycy<(Ac)`rm5lRFUPc zshB?tHGf`-?s(c4Bn7nuyr^|8K_sHu80A7z5eoWDWq#n(m%Kh(mhVh4UN?-O`^ zxaf5|+cnypShNAq}f|hN?p4@}uyuWV*Ui zy`H*_gC*{$<5CSNn%`?q8ZbC|amTO})#sC}v&aDUuMEH@KI6P33&XEbQgiq7zVcEw z<)x+i&?Nd|J#0oNue{#r9~tUqB9aqz(ueav|iUy2v}ssg>DwEW@N81iKk zd>D1)3eO<0RQkL)kMG-D@>5O}CicxwcCO7CE#^Bd zVmFZO`R1a?xAx<#=b)1)rtiTYAML{r@B9uz$b$p-GT}K!O2~E4bgbezjFJ>SZ{;o0 z&=I}JnILDeDZyt`1iyuhI*F68GEb-1KC;E6lMWU^1+TDZX88`<^g{w0@6QL;TjEOF zS2;JJCr?EErzDRG0QOuOWcYVsSgP`6dAWo$UiJ3-!-NSGGKI1O3^_&PYZM6j=d&fH zI$rvp?>rH}Z)rjwp&S^24~CmG*!h&-1$ClSp!ww^7fX#9PxV=SaURMW8ZE_4&O1HS z_9j&P&JPoTf%ozi%=QdX#m~cuG{gbdiSB2PP@H=2L9Y^Ht_SjiqjC+D!Uj-UO#J3B zjTx-G!5FRfbwNI|fH5^^;li`W;12=4uc@PmoQJ^~!+4WHqag0^oLitq0VG!X@zi{d}WXX?`?F)J6 z6}l6&OO^-hN$2_{Mqw-_3s|-i(V*10wX*Ynzq){4_M%V9zT00GSBv4N!m7$W{9ieU zMaGU;I~h!N^@pGO^=>U%Q@8qb1lyh6q&y_xU z04cw~#f=`56)8f^^O z*Pz~(SCFCjp-vd?YBZ~qfw`-puss7EU~=N10LLH*iNk27*a)J%98eYH06CW-sQf!h zU;5eiEpaeiF02_&ygG3<82wOp-X6%%xCXj08cumHWk(wwhXil@9!1w=G~6Epo9Zoi zG@B6B7T!GrWU26m8mj1Awcjg-9h5Qj#<2Rhqd7D@Dh-q(+o9^MX37{Yk84N~=t3zC z#!;nF3lF^?G{f{&P(9^AqAhKF79(L+KTD%FN^?Vw*_RQ7;*u5zrs5jxc`T zpm-CJn;_lxl?6aKCxu~x%A>;FV2Q?vZLl}W9%`vz~GMAvbp?gE%IFIohGh{<#2f&O$rrBj>#Fxvu%BS=k zm~fY1ngh9rQ`*emAo@Tz*}?ceZx4LcFhTRI7w||!SY`vPB-w?!iE$Ww4ZVijVi<;A<+W+U#;S8MT%3PjG&8t_dpFvE z9ELQMe+>vIaH~QhxV0HI$bVm&OtB1&VwmN6tAX_RuNPGn1`+7(PN@N*$PpgVf1N@l z@YkW2?qCaqEQt)L#`5q{tF&a0p~WTP!;c&>Gqvo(h&P)A!H^{6_kahuXHawJ?)pSt z7$BnG<1UOQ5laK5y0`B9igFcO_h!tV?SPNfKqvYmcY@#@IGb^b)dPY+2UYL|XWRa* zV8;HBLRf$8RrUk$NzE~P;1s72v?Z$be0{CADt z@Oml&J2?`uhEBrF0=>#j@GA_QXZ#t{$1WnM@!yd*Zsl?kFBDg8>= z9uBsKCr1%4@9%Nsb-j;~6JffaCcqj5fS<6Fw@k-ZOWWf<`hCB54cf3f;OKIs0DcP9vw9U;b|cE?{jdze|s&Me}6XOfF`{V zhJJ`UL8sC1?f)@O_`j16|Mywxkd7>N8>&W+s^eWjZyAv6WMK$*4ADle&bWe&b{L(~ zmGrWt6ySNwl^-etrb4!xuv-P32m^nGSG%2I8rR?m${w87-X@5X)!4-I4%;-De{h?&kJMmO(W|gf9&+x#}&tPK_oO0EX_%9O!XMKq7OoPvBYd(dO7rMuZRT@5244k`|OqyCp3^=PaqHT zy>Jw1gtxU0j1;J%#-H#d$dV^bAmK5r?h8mCZ}I5#iFss+za=yD{SV2dIxTieBul39*FRE@ zP!d@vNz7)sg<8!ktz&MXhdE+dQ*kDN2W<`g)#IOyS)2(waF{ z+R6j3O z{4a7K1>JNY8P@&F;#_dvw)6G0i|hjVnsWNm_7@AyPAjU5)~8eQJyYA4BrDg}V64-V zD1@P1@B!ECvqsaEN}yOH(vl<8kB{rNEv+FNHFEj4dliD&>+w?O^{3x0A@MKt9BQ%4 z3=e#tDLcV5rFcy7>5w-Ccnp(ZQ*ZNb&$(MxJ$5(Vx*90K3F{^&K*+76@R-4=4FD9s zYOl2PaZeMQX{q%SVapQ`OX<1(5E2*bm9uphLzX-WI-QczznnB*;#A+V0D`a3gZN40 zBx7)40FRMU)`o;D#4S*Y3kq85R6VsQ)B>`{RZUQ9|K$HE2W-JmNc9duTcu_Y{SfEk zxcE(^8zZ4=k~Dd|5>(#&A=d)Gm8<6|{?WgFdK!yORX3jP3IzEwEVW9fj-0YR zUGR-jbqdkiKRu>hngNmcib%eJ_^Y!_KhnVEtOj%6VRC-q^F~MR+Z8I&_Z2$VE4Njn1CiFxmJ9v`jj5Mh*De)*eyzs zGp1i2zjOi&rSXY}x^GXz%;1Cj{?3mEVv&$J`pX1!JhA$_j{XtL7f;%JrrdR4!fKLw zdE?lnGUzyZ!^fbUfS)$a&AI?AHez6qRrj;q32%YYo+}I;S81Pi%02(;o!9OfD=F>y z1&(3`RY{SBw5LfG5GjQy%}42>-mcyeh_Nh|hdilPp?6D7_;~eQar_hI6(H^l8{P?`lbjf_gne(M5eHnazR)o;3NTpAMXHV0kfuPa+48}1*G~^|g z1}aULfVJ=J7cBR^I!MzPBs}_wvH9(jHwc5rEuQM>M_(mI)9F~l`06lfuThTJERVJ#eBMn{6^dVQy7K3 zbLZ_dyPFn(T=-&RF-^dPdlMu}R&U8b1|@CM3jVPyJ)1J>+rF^V8%(?18hBOe;hUS< z=gxGA?m2$x3<$buZmjw+*(Nd=Mw2I3ubI_sUQ;_LIV8EIm4$z87>T-|T+sbVg}N0A ztYbDt3!W(PkUHm&K72RM!iTV%dhCd4+Eb70=2%V}F@$)N9o$8)zq5 zgA?JDP1BG`+ey>-4IPdmG~ua8u}$GveQ2XNIz@gwthGPT&f9axXxec}l0S4-boWfp zx`Jp62I=m8a7NzUt}g`(heO&8bFMt*e3SBRlxXgws}vRSvvYdJhd6h{3M`5RqNe8GfdIHy-F){=v4wN*GRv>P zT*wmJZS%61(RMMy5ICnqw;O!;p`mc{ck6_WefRT(FNl{#xNFClH5v*dMmg`UBQ6|eUZ^)QZDI^F^e_f$f1a}OmFW* zIrH!hGDPi&t|&A9@s9yHhtzM!g%UY(^2d8+*8K5?_}G>&Wr=>V__^EUW1Vtm|0XX= zpok*yoZ~u@k5Q2y&4&~_vI7TSCA5A#E2r@?=PZ3j?pONIp}`-0huH=o0O1W;b26FP zR+TH0y!{jEGir_G|MtSXY#}}xOX4(v)1tv->GLQMd;Y`~3rROgF5IA8%h4_3wkpTc zRqk`L#eiLxmn~*U;l5Uw-6Op@*n@L!6b9p8a@+Oste;y%7<$FD+2hTO2{Y5J|DQGm z{cm&tKR%!W5ne=w0S}s|FW4O@BHUSMeO28ax^iiG1(%|lQm{oTzxR1qW(jD!fz!8| zT-M=Px^oF5a?g1UuCg2`lyl%FXO#OpC2=ySIOp2x0nS|5J8%)rv(>YpghXAj!kzHv zNOk)X$lhCnFD2lW$5c@svTy%qa26A0U~7(cWklRuDsYbP-9hi?y+93~>z`AUyVx#) zQX%VBH5Z3uBu4jqhnb~`mCx!+*(V!NO^^=Q1V{JPLk0^mazi$mGChwvF2!y+|3Q$X=w&ceRY1M~Mq(TF=W*!c z11V#&#obdyP#xs_+xYLWaspY0Kp$~)1P>DO)nFrft`=3H)hW)UO%sS=!sdz4KS=e` zmscoOflW(IDC~ev0oa@b!A>_eZXxGCMSoU?{#X%8P~tHC*qPcP5IUTL8xSiZ>g`*? zfA5IBJf>&wQ!@;i1F>Ij23=JHo0&8ocLB`BGTQmC{1CVu^G+Tx=9aN$fmd1?-8!&8 zUZ*rk>}L$uPnIREKZSXAR_(L-v|@e#;XaylYPx24uJ1l8=n${*nlf zmH~>Uqd>dVPUK0_H_Xz|cS2gLewZPh1=8SViK-tQj1 zwgLgu@>?JC;G15ZfDG4lAIlx@L#G_Q#4-WkH z{D;5btu2Fj#DO(%ygQ$d0e?1i6`r$Upun8@a|FI16VQY9=YTZQy#!{42^E9y9AvZj z36iHYp$WqpMOHWu=Hd8@O$ZJ%!f(F6zuH*S6;AFOVlth0-kx4e&5{gP3YkBMEB5kOvK*ZKa@jH z(n~rftaxt{UUG6-6}7)j2NQhH5{6yy(nzKY4*tIxLPz5tm}&ohcVD6$4QM-iIx;lb zWg-64cdHSoBz7#NBtnK{TSs~t2JMV`I(!R|3cWV!77(}^X%O&uAmxQi-#rVUfu8m% z2oLo%L0Es?kc$ui^+IpWE64}*(Q%oi?Ydmf0T2M|qa!|)L3FPO>XJVcXz9JI7UC53 zN^Q?G6YHo62#9~aMlwvTpPRv-{0RqFIdf9bI}xv6C?UIdg7q^9SOTyk%MngQY0;;j zhkzPk01c6~UTD0H&qpgrt2@Fn6Y2NeLYiqnP_VoxPE##`zwCW-7i;jRs~6-wUmpu@ zsNf6fH_YALQIO#qnEk?&cu5qO|>zgJ9B zMyh~gqbUyQKb)M9?88t^e%#X=1mWX?{uKDCcJJAE-{;o@&JEhc5Y8)edwN&{GntI) zFePAtotBk9oxX1KI!}f@5IqgxQT<Jh_%!;wF=F@BOEr4VD6I^EdzsAZooWvUQ_6ovql-O%KLi6*oW-E ztr_5rCNRSEhZw9ax7Sml$h7xaEX@yHq2rxefFej;f`kvf1R{H|2F`UBh1VG{A>dPd z*upROp_=dGWw7hyz+;3wZpR@UrHF`K2q()$ao4N0hryy@FdNszWoQbz5?!y1Ru=g>ZI1ZD zo|dfukt|n`wdVD*&)wS$;u|BlR00Cb)6c*AJzBJFlB?j{OMvEWuu9S|u23##;VMGv zd|R*g9O$dkz@9{_1(B!}5AgyweJeDplZB%m9Un=lDbOH&wt}g>BZz=VVl30rQmo^g z_J(y#B@xL0cSu5UkR#R=6yk11oa2SyPgw9GhZb-&Lhw%kU0uk}yhdLb>uAWyT1-;) zEvu3SsqPcoKQ6r`$BfmMvXPV806egtVG!64K3EeNU!*L-iSZdZZcu`+2#+onVsP#E zYY6^}rW9x*bMED}j3;tV*rx3t04Lh*H+o*d?hTVK_cHvwzM+r}r>ytt$Msh`=pujc ze~k?iSMZeef>{K^#SYg(B8W5tHmh*>sg`TctNmH^K&PiAzX=MK0B3vU2{Kdy&<&+E z%G;Kq0vU?aAaNS z1wLZ9#l8H%HP)d-i1d*0n-lnIoo?W{BA1-v=aeb&+!HzChCp^fLO zMYEi^*1W_B*DbMeDd0{_Kvvo~0aCWH;tiw=qsVBL=?aun1948XOJt>-1qA7mmhXj^ z(nWvw+vw>-@ccYYVfi4)dR}s08;gkT_ROIdu2JBDuM-%sT7Xi`oKA@-RLck5IR`|* zdCVg{8{G5V*>*6GM;RsTQi0+^@RO;)Z%0ihtJ~{8;QL$N`pU81Q93tm!hwzqI&(bEbWV;dZ zWvJwNH%q2;7$&)v`Ni(USDJ?1*-(bIPUgJNa`Dp45zF(bkX$~3AE#WttG^S4UOQk; zZ^@-Yt^8(cQ(|}%>$P`HO1eN}aI`$X{nfQtc|70F*m(yXObTJgKW>TmpezrK#T?~r zO6+G|)^QCTG6)pAudW(HIhHP&tdtXkCPW?XSa}@xp;^0HVT)9<*46g9w*KEPR$kVd z^KGgsQt~V0?z6*T{{Ahv%U!$*k+YVVJw+|0c*`iOoyAdG(?RR*oezaEkcY&QCNYjo z&LR_;rd`Viygl^yP^xt)VFoG{%;o_25#t`R%HL?LIH1(>!yJVxa%Cmgx+ZOKrIRHc zMzZi$8yt1PObuVnC4IK!74#*CMWuiuR_~mfdzVuw&ZDC-cY{W(>-a)u%{E@?Z8~kR zsj;nnB0v8?eB3f2T>v|o^Rghe`ERf zip)UzN_%Dh;t*_d1TqbNh3QNnQBTmTu5hoLSM#>QL-)Sv;*V-q`JOht#<%rNCdmm? zpkdMw6G=rL-k4;wux!0IbH%6VyZrAShf%9c7eJ`3PftOV1%4Q9W4u(|YV_K~28`-S zeEd`e2JLkN->$VqUl_LXl-Jgb@WP@{PLUgwm7GQLRSYyz#U6791s*C*^3?bzxK_+4 zMfM_0lX47Jag~O_5g*dLaGJUzCl_b@3v9Bz9%x$!zoo>fc21G7I@T+GmJ}@sCdyQv z_k!f6A;6itY|8Ob#M5{43ZqX}$k_qA6@}eCKKu^@0&p@CU&$A55x4G-5u5wLCgQeQ zywy~(%V%_dMOZ{b{KjQ^-E6VM(UCwDE+{j@^-0YMk>_j41hV89ZE6-w1D=+dCuUqG zVS5Cx;N_FIPLS-5nTwEw++cMC?~8Xb%4A*e&kuFq-Nhem=JLA+fcAagNo3h9w6fOZ zi1?jw{trF54hy_yiZ}VY^r>~3YGNmh&e}+f&MNxTe(lv5BvDSusaYlzP3Il^@C}7U zs+i}A;TL?a?a1%FVkAD=@ut55!#!;uLoVTYpSA>_h)`xyYPTPsSzIZ)}RxTcHf& zQZiWc^m55@g!JXtt(rJ|srhAn$!DFVdMM(AJuQhQQMLu zb$09HB3J^pelYZv<~8JxIztiIH=385`h4d1?`<@aGYnpT;S*uv(HX}<;K&k*?G4kL znvPZ~X1G_TQKI$VCxMT99+R}y)5e9_Td=&h`KPaV~we=%%KWY`=|f>0AuLtPh{ltlQ``q5iSa&73+*F*>&T z=F`HvglMb?FSq0xo@x|fnuk>=9jgSM|AfdC>_0G$yBZ;c4SmSXC7)3?j*>d6k#l?a zH{?NJs_e&dlWdEpWlo!yVaiUY=`P(r=c6azoyPe<_WE+)Gf!%@P0h}=YEMBNzAd@r zf>s;gHPg@Dgeu=Twi%J7iP@;bc5(VDk(>Mt+s^-eJgk5%aO-qY(W~J^1I4R8-^kv3 z`Hf|YaOCvxLLZJ<(MNEEKsadr2HYJhiE94K3Ct{P-OXnyStQrj!7SDJ6{C<>aYMX@ z_^9Ea&CkOKdt|dw@$~S=ZGR-yn)|aj(VL zux-jU5+S`_bOP@4s%Pf>QNcc2s0&4s$^2?(xFtQCQepLL*-Uye)-H!#K&f+fPetL_ z3;g&yi}?B3H<*Ugnqe{5SRHuvBc515*SbU5Xx<@)sBwLIF4}t)>S`SNJBf%s1 z0EB_|b-w=anZWd-LlCa3>ACgDRbb~v^1f>6JDmHAV2yUULLD@RO`s%<*f>T1B9@iatYRO|$s5r=FKZ1HY&a?JHmIVk5;&YW z^9=;E7$WcH-zbAj4&5Mbj!Vp)SNAzZ-fHs}lRjF1j@b^!BMzhJf~Ra*Ev=V@1Ge0F$V6#&lC^FNc%J z6@LiX3{95lWktEOUgM|q|53nA6BSN_!Tnke;R3&oF*Rf7Y97uq?Wtr0`BQ;{0a<#} zkGRm*)@S+bF3`^;(j%}{4$F7b$qS5ys?W(c9CZRyf?m96 zR%)DpV@z89Dd7c4r&gp?5L;RZCH|`zIr6VOjiYB(vBW4E?|X~uySVbx%brd{u%YMV zBXKIlgla8lNodF!x)Y>PI%UrDp?Kq)d2K4Bpvf60b*QZ_StK0SduWMUS3STn-dp9Dv``W2BJ@D!MJX-n%SYV?7t%GkFO!HOpv*Jl~N;EN499g;A z8(JuaK(?85L29P0FWHEkMtC{=bnXSNw{rb~^(&u#wHKrt)$P=B8BxwO zHO{PXMSFeb&*VuDL-XKYj_04-Lc;3KnbYp7-#ZQw)V_=dy~n`pT`paE4J&e!9u7Zh zxfyMa*16xk>JvAAK3vSo~Q9GQ?FK4-7i!~iK$x+iQ(Nw0F+8q zqIz78NuEz6wcK-P&(`&}0hY0{#aPxV+!EeG*{OTAsrW3CPhOD5+(B{_KbIl%5A$M{ zOc|({xxzNst)PgboicW(7}sZ>owE|EVt#$xyw42Prtq@8nK!)zHD4*^OBTN~j%q3A9hJ&22)k-r!(W@(-}28< zvkcG-(C4d7R)Tr*XXv2q(r%8e5jY0GrP!wiGovw>vp(HV4(tz}J#WuJa4wx7b!j80 z3teRtq`+fHE`So$8;}rR1~7a;C`hzr+>*gcU_}9wqhl)UfAxJjy}B64e?n~(E|}-|$sl`P8b6Wl`FXP%4zHUY znr+gc!2c-|ObM=Bj}(3Eq!E8Eh26C#78$j+)UahJez*pAo%+DKH>&>*2fiF z356|Ch-1*O!*CKft@M4k?`&kY@Iq_;KB=<~E$ksaA9{)}Xzndx%SGAcLiX*%^X8J) zomFuG8t^YLu`jd+#iBfgrCW{DUxXC?WWzD};x270pQtgPnOC$Fw56K;g+=x#yDxaq z0wLEKM9m`=FCzt$I?HP|w8Ht=^D`YNHE1bVuftFI?w`-53pT%W6Ig>(e9uWHkymrj z)k3mNY@Rt6mI|t-4Iiye@akuY=o!(+21P2-#C_LL&>QW&ld7!*O_hG)p9`E{cyE#= z^WthCN2^?1Rhabk(5|}z?)TQ<5_zii2g=G7kOt=8W?`J`W)JETy=XlKm;@hreJymQy$4~XUZFcYvjzVqw_P>%6x&ju zuV`l>GW5H|_mKz5^SdfI#O`0;=n)Cld#?Iz{R+EvWd7`&Xa4!jMPLKHs< z%a=MY($S7*;=3cZ)hbodPmrk5oVC%n7(3~dIz5~pySz*{4Vql|{sZZp8W;%}D3ky3 zAy@3tzh*aZRgqYOB%C(jRemh;YIke%hc+kCz#eFZJ=_ zGV|K$HGRNze8xARXwam-KsV)n5SzT2!KZ+84|mk4d%URGp~@EgjXqgpftRr?-xU~o zBadd$_}bPJMfOUK;lF%Q3oEaonq8u3%GLmlcBO{0_UfQl%`R5Fq_aY7BT?{Z&zkhw zdK}4rc%hs;clWM@B)|*kQs><(YyPZO{-fJN+s^rdl4iCh*uMS{Y(>3dJ#;s&qU^76 z2Wu99-Kgl+Ll~Bl*q)M^beve87@9X?PTv6uw8V#t{+ae?8n7nbHMeSNUMQz&(cP+y zC;9y6dn1USbEKSxQeuwa+hYvYR+cCJtT+1b#7kQ1-Hov3Q`=gSS)#nPY;-czJU76b zHXUGjd_-R__jZ|LUZ(=37u;VvOLCaCm?1-vvVay~!%*WbjU2W@cBa6id#o1O zjzrRi+uH?W*4-q!H**h;k9}ECvJ<3pR-A_pZeGd)d^2aozrBE*QL7PJ zukT1tzzwABrm795ylk z6119uwU0g3lqlZ_KVXhg3c>eqxP=E(Scl!Pj|iW9KeM|rcc+cdm?+vK_KNoh6)FHH z#JqdCu>VZ*uL!vuVyHZ3y>)jtpogC=6v74Rm8Vg1%71~b|5eL4!hTa(-wd;*(W2y` z?aoJc?>aKLfY%c3o;Oy#U%$Oc+4u@Ge0F(Dz|jF)FPfx?vEA=875q|Zk|QzX^FHMH zZTiK{FWA)P_~ouVvME2O-3jY(lhea5p^rSU8`*>SwXE^|Kfv%=G9!)*OO|>MHq;`o zn?q^dz4s4yiq~qGK%hcV*&?&G=}ah!sxJUMh4%9E?;XkI2GwC zxfJQoH6!SyS&`3Y5PtU-Z>bk=sg$G<7h|x>YZy}TV)q_^ zzo05)y8b6UkqEYm1GP{w|}&|*m+ z7Lu9?7JU$|SkHfPf=ZrI?PPhzyR2bCv91&j9)qZV$@fKxJ{ZZ#s`}2Cj6orudJ9~) zboWP-bYt9F2fG&r<|08>%?E?a{nXw0T;e}{kmr&bpqF73bsm~ns}WZM)asy{J~a@WrUwcA1;L7O$47FLI)yZ;JlM|y>X#6e< zEh);C_&z{8>(L0ybu$ydlSIl6v))D-Az%Srmv}NZyi6}2D*LXuf%PfaCLAGnhPr!m z*tTQj0qFgn>xO|ro}d^dt*@CxN)8ubJTXQ!0J`I+O{p@Al@LDgKQQ1xiuJ#%zsp$ zZh=&VAv`=TPU$#^d*BMKdcY)IUtn3@oWn{7wg{r$m0e1TdfSbrg#j}k)Fsb34OEn( z4Tb(sHH=5hQ_R+;_TqAl1ZQBNlLSX-8vE|+qc;kNRHrQfsnGGP#@AeFTiN?Ic!D_MoX+2sT0ZRi;%`2!+e3T9^oP0x)06n z7p7oX?*zEUM+Q_)yfu#dD1f2_Q@DJW>v=ksgjsI zXje(OqP{k3rib!i^SAY?WU>)u(S>;uOe;+#X(a(Lh@6h0*u8goTm_TT+yYyeBff>q zB=!?b3l~P9nI6Yx5!voY0M*7JXEGhAF%o%--L9K&!t42|B#mtT6x;&{DBQRIvU#D^ zSe(f1fXF?v^+YXwuB~R+;I}d0cXn775&})FoHa-iOw82}VMppCcTf&;wg{{BKmGg! zCh!%aA7BI3m4y+=R*qs3??>_{=(~F0*>_#Okv;}fA9u?)Xue$ai+!O3tQ?PyU;FYV z2GLTUK5w`se`_1Z#me1Kld56{uGMi#i~6G4?Gu20<8HfmM0^J`Q~&uh5D;r$Fun-{ z%oMDU|E%fWe;N>}H5cM-hknMG8C{q7NJsa~$|U$x-6eX=-YmiqbE)?ar{ANm@TqGq z2?#QS=`q%|Vl2m5c>CCb?ej|?V+OqYJ`*)oif+ve|H99M!70AICg4vDT2`5;1o}W*HssJzMvW!uQZ9R>&zT(ms1EjrJ}oc^LhO>{ z>OXTbEPGIqQtkFOT4)(@`MiZ4a{;s~0h^2T#BXX%X;4j^`N+!>VY4>5G!alUk{Lm_ zt9UQHs&gfcXTIm}Q-hVg!{Fv>q?nrsPFq2Iu*@Z?w=i#{Q5+5NbgRB3BC9R&pyJ$C zNi-~(NrqUUpuyx|)n{-Q4P&>sSZbnt#|V;oRd)f;@Um?qD6yZRX1~-|hAjE!Hy%tw zl%sE6D=#ohKk#6Cr*T86Qsk72HMNpdz2nkN7-~*fHDoqtp$!H8Qe^LZLWJ_<>lcVB zsd^}jv=lsgqRacEQJ33L+-HltmdM`Mbf`n-s}dXG#djS!ll9#c`i?6}N6~iL`BKs! zrc!H2$5cr`1d5)n)3q!!U=K#Lx269dNe~KqjqR%ax6;9~A zj0z(kaZ1~mACgBtL%0@CJRfmLbq$4eu~_3}i99}s%Bpt!r{@44T2bnO*ICj(;Ad!R zH6ehuMs~c9+yT#54$d9wC1&I647r%-(W9`YD|_;WI@)t;zG=ZY58cd3sn)Rrm%c4f z0nBHu*F0wRbzue8Dp*URnczYgS(?2H#8HVn=5*DE%WJ=KQ5Bi0j4XuZz$ATUh~UQb z@k_Zw#e~!=Y1wQarR9&UFZ_Wq!Ao8e=hOL*X#E$qoy6}!_??V}G;O8Y2|92_B;Xjt zEZ-`DszhN8)a~M;#}IjaW=&FxQr|QH`q4bw!EKyEYb#DS9-pR0l&JH1Uiotx;vjmT z0Lm2m9PoMBlj`d7P%!_5qq)2h9df?xI2T>&qqW;p%pUtu7G+2sB8c%({UzLM*ZK0- zvU@9G&_^vxBn@>ME8PyJzT2T1zelv!a+CN}6R2r=BOEYbK_*08oyoHvt3Sv}QBY$!wWO}@9#oh`R@tbdO zqH^Ou8=(;2$OR;4=vG~LMvcbBt^zaeSwlJL?pI2Zd*v#aSY)(x-hjB`Isyo~=T%1# zZ=||eVyNTVetbrFC73vRZV}#G7`Z^E-GWbQ0tgL>aIv(Zbgg+UAO01dYHHe20I$Mt zkQ|7U4^dWw5FYj$uOD0$E~XstbkqD6f$TMSr7ilt<1}wV!|Gpl_kwN&^TclfS}7i% zK-E`>GC8lp;q2>kocheZVKwrLjSn5%jm8Wtj-_&oQJctqLjY)OlUmu3$TWa#fS zR&ZQXb0ofk1mN_Y*vDMo++VW4Skp+`TMm@*y3o;$;wX#_JrO#UhUYi{jdA z!e4oeRFwXaq~w{X@G{E{{->s#C2Y+ES9B;nvsO=&LtK}n2R!ZO%m1ezws-HM}JpDMrS(a-%lFi9$c`m+lw4d0= z7S&xB@WEPgTy@)2%;oWrC-bsWv#ZT+S~bgMD|ds8x5a+K=Z2T>8H4xE=k zgNu=GgQlO7#RFK2JKuT}OoA_QTBh=DT-8rgchymLyl8$(CgfvAwW)5@tLfy}{gc?> zJsm~1>XqtVYp0w6uTG*%ogloqEzj)KTau@GcOB{zX=(y0(K_WH4d&c2(`Y71)dL&jBG7iZ zX5eXiMJb>}EWo5smh0i2{*I|J76NNuwg2XCu<9&9&>S)A%3S2KNY+VZ%E7cIb3sg)T~;Eq(m63P)-Xv{%F7c-v+3hp!lY!3>P|o*?waa9e=h!hGS+DbPFMOfveAuM zElcjhh>z`SW)0_Jx#+Z>pqmwJJMd0!JZpbpze4QAe7O~96P~9ekrYCejwzundZs#p z4$3;G)=hL&*@bSVb8);X)k_X~gKTLAup7q!5`t=rZNc)fOfaN=h9X|B`afa`TShYy z=g}&rF^YH?6e39-BDpkHld5*7M=n0ApOjUHp5O29V4CiQI`Cp9-Vq;b#eJ93Cu5Q@rgrM{ z9#7lQAKD`KT!z6MD~qZ~|6bl~f{hQSKk%{>fJ)jCDaq{PlS@8^E`qqS*osX!d=UUC z>f^FEh~GwzJ$)T&wGu?M9`Q?tb!zTQ@!jJnc8uRqhrY6Ujo$`tWM`+aP_X6w>Cb6(YIAm?z_wqx18B{(7_^qYJr8SvKGLKQ#Ig8LWetdTWN)9jTacyE&v14C20=j>lvBC{RS+* z#uJJBl2!rJcZCcnj3gtlZ-$)i-d}y}Bf`8SIk!LWh1n+%VaBkTh+FGzfQj%T(${7o z8&)Cp#p!h#Wv_~IXFC*M)&%oB#iJ5%g51hsekl*B))tq*bYMzc>NSQMTJIGs=h-1- z!2e{dT)4kTN8q~FC)h$M;Gt3}9_F01Wp&XLZdz}NHf(T040MZq&&~x8VIT+Bzl(zg zx!D1ACYYi9vi!MuF_`;n6-Ps!xgKX1D-ta@KYv!-};iNZypc6F8wp0@s5C z*gb9)?`o08XZZnAfrnrNLy@L0k@&?Qg<&*?oiYNg{ zzGGqv12V4N#kEgsVTqUHLL=V7`X|;M2?i3d_t0RdNDOwvS+XE62mN+i!~oDnW2)1F zqJvJw7L&CO-T(6d9;eEfAMG5nl<~G&SWYuXad zfK!Lp>-`b)kLN$42n%+5mL$<909YW_oVa$}^Gmvww(e%MY+9pI^W3@?%j`GsK?=QC z(Zcho##Rra5=u@|@{Z{y>f+RQ7pkKv-jSH^$ke{*Pn^kG0Mh~yv8?B76KyBO1d~w5 zq$)NZ*a}B}M;GWSP5v9A1Or8;Q)(_CGu6}6(Iogg1J!>ZY=2#%Rkv?Q!xokipz3{t z4B$(kXvT%qPez}m#_(zgd$wZ6sBys^P^e$&dkHnL!WmicxmFqj-G2;w+!8`OpCAqV zn8=lswiOhR7$|&ue}Z|awQBSF@OiZN%Zkvv6m>o&?QyO8mUfnuFTvr-*s<`zBCJI= zW1ypEI%dXOTK;-8Gu)YK?82AqSx8m-BNCa2*|VzFz8*den0X?Kr;qiqilw-DO{P2G z53s7hyI2VYYEGITj5#mm-#mCq@uZKNcgp93NwO^}vi>z>rHciUUe6X6$ickXrSzE< zEjsQy(mY&_jw+wxG$zah$yJ1Ps3FPJTF)8Oi0G$6|ei}p=!$K`JCNP zT#>BpTtU$xtO%Lwi$3c(7leN{3(gi$m8`QsfXEBBeO0(VWFa>P2_!C?csMTZHNAYacE>~4bg#E9oBn8x zLl*d&#BWMq*ibIoT0`IH-d>qm*5-?oV&8+~(seoe{HmRBwq!aw(5swghghrn9C8Nf z)nG1Ikn|-h%!7EEo$UTeVr&H`D7a5{;LB3Fc691AqAk0+_*E=*_|9r`$h7 z!Uyc^C+Oz~dKdjJs~}-YKajl7C{ga?{FYQRpWV5>8;8R44^gEx*kaF$^*&A&Y8rxU z5q$0FqT8D}KmdFKZUEJ)wSUrZ1DdtrG_uYV_0#N+B%}S$+jmglmpRd)hL3Fn*Qlt& z?=Q8k`30-dwf$vBPnpBczH`er?yP2fuLRJwcUrqtfE?>*nr@r0ZzAPfSnt{QG?7z& zOnD00AM{jv*cS2*&6N~*yF7z4bceTc=~bO|laKLkY#9ze9)dZn+n?NSA@V`NSy%PM z9hYIaj}$aRw>)F{#2yO(a8KCyfObC~ntSIq2%FrLU%tK~LIb3BgY#0m+c?$i4$OjS1Bc3Q#8ulAMo>A_L8FDP6tSR4TE2I-x*h$~WU zOn=w~Js(-K{iDIt7qS&rB`rUJ0E*xOwBE+Exu?Aee z`De5*o4COVI{$$&Ejc(+R(QRjh?~zNz_Ixmu3!fM)Tw}{cyGC=yPo=Y1hPQBaHx^E zk%m1#Ht$+VcTBssFxpm!TzXCsF6IwD}4bIc}`>)A><@SGh?D{t?WU7Zk z++ zIk(n42slSAi7x=#roaT_AVK>2Q(Rt@%bx{!M;)Dn?@d^He3s7v8FYRTJWwHd;P)PA z;ADdqD8O=m><&V>E>FVg6$8;F$-ws8XfxTw^VHEUAaA^e+2u(kb82LW2+tWCvZFCi z!XHoD(>(XYV>tF3Q8;5)Ox~w!sEd zK>IEvpwtY^H*u;qBSxwZa1G~RFuPH2#MpYM^kJaOp}8QIANT85+xNxrk2)wP6xP4& zLqy>D+i3BoWq3Lzx@JHff&KKu%Is=^&|O#|NrWWsllgHZNtfNpeb(ifO!&hXqdF4p zmF9-~B0uix&*jg3%$)TCbk=7pV)DBU5a3_`v*aAxF;RIQV}^XKCS{tb^$BFsA7vV? za9Af)r-4?L>JB)STomtks_jaD`8{&1A+`RZADDS3pp349mQ!-=ER+_`pI|#o@^J!% z6ax}{rPQOn@DJmmB2?brf+7YBADfZRVFLowSlpd%j*XA6^8Y?3mIo_1UdAkXVxers zeu7sy@pe!Lm*R1=)(n5x--@bmQ1Gy@i#tt?qbLU{1W!Xo51n5jf^>nZ?;JyYu(9Yb zt5Fx8d(+RC@A|gTf^Zmme$eHgK?e{PQYbOiwy0Vx-<2A0Wm~E@%q3zhU0;bhz}ey2 z*bUgL_~+1pJFceMgd)H6TYM4{(2o23xcwB? zMKeU8X^`eCrR-NgxuVx)BX>7ZgpdZ!YrC2T2-scpS8~b~gI>S-PyU1s=(>c4`Np6R zrD!2nYO>G5FFMx!v@s`0K(V*oeW6bq;J-I?Gz>sFcs~S7v4k^6);&O}ke`)N>-0pVukti3hSL-J{55n{=|4X(nZZkeG-1g-TRa_C;+#7j2&g z7&qU%WeWtHq<>1g%lo92&KGap7ofyCe9Z130~{Z;7w{12hvvxR67-^2?^1rAkLmsN zM|Rw2?1S4XTnNqvPt=yXzMKffg01_mdK&)4DW|j5ko?YAhE;7U^oB$Kr~_EG8Uzt# z$o{0xB6d$`Z=|XZa@zE=bIbMog34b-jymi!!L-7MNA;^TsU?@)FM!z?)IJCZK}9&Q zmf^z8Q>n-s$`IW-5y-t59T#y0Dv27x+#0<#sVGsKG56CmR6#I6C0Wh-ggy?4LVy z7$IY6NchSydf4%S$^FWzzm`@e8I%Ayn=51^25Vx&lzwV|auxT3$c50;wO-=@_^uE2=+`5#ysSkgkMWsT=hu2Gk1qu-n zIAGmz+*9G4OxY#M(|jQSpsqOk?` zl_AcdKr56{d-731CBklZO#VoDYMdXKupBmhBw@HiO<`LS^=z+8b-L3E8n;jO;pJ?vJW?jhYJtXbsQF?2*UXv* zGl;!Ri<_d5&(p~Oh95I*fy67Gj3Sm)?|1=@qx@Rh1ZADt1N;Vx{Dhi}8)N`QXqxp6{4aga>>U+z? zWGDT16?TH)3QW_>-)M{OP#QWm?#oWvp0kGj*A0~?JS!yJ(CVlb2az*jsKMb%GBbq0 zO7!iZZUF4KBn7^MT`dAiQ&OoCc*n*t2^F}&*Irb9gv10F@rEj8Wh<~GwPNKQ*=^Dm zaDm>VQ%~_-=2^S>T#NPj8=lo}<9zF4`swI?FLk`frNuXsohxaR59IV#ps$eA^H)12 zie=L)UV?p8x@719d`T~OM504;1LUBQFGY4;1r!&SfD5GG)pom4Z#D`Fh0jG3XAJ-_ zJ6GaK?=2&4RLDo=m#BT3r#q#>)r)e(urvPbnb?W+s3`jYHu)GtQOkk$991B(Cd#yR zwM_yl$vcxoG^&@TpaLcfNf%OGA&nCSutK)Q`lc|+cl~RDcfrA1gg0{_?E?HSIgYgn zrV>s%%6ErbP*4K$ix8b?TT}lwHCP)~%2>z?hXn=Ua8S-HL$fu6;9^({Ba~)o+7DS5 z6#;M>*Yv{5B|C0o9kGia2^sQc<}Dde!H0+2k6Ri11ebsMyy4ta3G+v_YX3)QeKB!C zMOvY(O@O9V(Ff}{-da2;@#*x9fR8jPuZsOl_sYj(9G7Mp<w0>dQ4jRHsi|bcvrJ7<;k6oD4dUlHWqnvQ&T6do$TVU9{XpM^u^4{@HirT@#pb zvrU}Hz1$abT*y<-%-Gje&rVO<_07t6Srm%q=i~SxR)f9gj$&zbjnb5_z6#f9wVPp9 zO?W5o*&-4O179twpBj(+B2JV`nnvcS9zz>$+AZ0?Qz$rff23GNMn=wQG@dVdnC&(w zyK?;uS!o2~9~%tF)pI)ZnIO#hZY@fnF|=LzJpj4s9nT@{&Y{f&q%n14V&Q_%{?7#* aPS$(*wateZ!^DS3@e{nC#rzMhs$|Ik literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/pics_png/qkrt-qnn-belem-8192.png b/Compaqt/Plots/pics_png/qkrt-qnn-belem-8192.png new file mode 100644 index 0000000000000000000000000000000000000000..db6e16fcf91592774cd73f9b2cf70a318d653c07 GIT binary patch literal 44776 zcmeFZcT`jRw>=sQa0CI5QjQ{^M^TE14G<8KBPfFOZYZK6QbO+~AgCw`B2rYU^w6b+ z9zg{G={+F?MS2NJ2@n$A+I;W5-`{tjr$x!LD<=Keb$<5&bjt89j)t}?1$J< zC=}-nH5EM+YF8i%wbStrR`>}@y_yC7-QlKp{U208`{8N$&u$xKO=T47!%L1$E994Z zoYhR-P$)hTreAEY9RIwbET;Q;r^wt#zOBEX zk`o8X@OSV|N-+E24s|is@+0K#qs3cvrejidW#v$9?Z@Yg8p}ef`^j&~0{3lfCTRCE zRQTB7fT--w{yh`OH$m(#M!Au1&Y|jsk+1hq!Ai*2uc+N{5hzsTjz5^l*CV_3ZSH`t zS6Gj%?SijCd#@~R@9JRC|DqijsNdTYy94#r``GmecL}3BXSBnI$M%CoR*~;anM}Hq ztjiA-^ukDOb=wZqxNyC2(BD44n@^I@cU&6F)JmK&DlnU#>BWu7d(8Z7zf5<)f8tWu zjUM-E*mJVNFxRN^khEPzlaSvjwKi&YT14^s$A`Nx3xa-g9~LNqTV><91ywC&_5)pT|>NvFJ-Dc-m@wmgWwvw8>H`;9|(_1DdkrUh_c4idf+d z{mh##me}Ir$?vY{-ZrZFp?NcUDr?=l4B7a;Bz$*I2l06$Vf4x4158TKt*p z-lMrt(s9|X#HPbD*SOGAz_H@}>~LjC^+MIGS^llEV96Z@qU=o65%cr+zo}ht95&Go z`Jmr_)jQR=(4xM7y)V!7ybXy>*#C@LTZhvD!wmJ91P}T`wNvCfOQU^vNd7dkm$Lf$ z2RMnLIvbWIW%csHx()Hktt5vQ-;aCC+h^a03bmAw-$~mCORp!oG#>OR*PIC2#ieFY zU?$g5{vD^AcJ0}h=lpDFeslWj{9PrAwrRc7k65(hp7PU|1+NA;8ZGjt-%GL#WJpi0 zG5OuiJ85RRHSk=Y+4bd&AO5tMZaNRTBRqAUX5>)lgRS_{L;% z;2r$R>(#NWWGs6*tIn&=3GORIgCG5+w)(R6{ij;Lv{ya(`L=kcq{J)Tg(Vr1!+{zJ zLS9h)1iz*KhuT8XVxc^<{;T1wzE}3>ox9!?A-E(+m#SN9=*u;3M&nx4Jkc+Mu# zBerctE=Q<{oLKg7YQ#C2+WPviIIhB>Ow)~#G&fT3$?Tn zWjh%bEc-vys@Z}gBJl;}7PW3^i|F@kDR+*p?TX}!Sy*G+A$;VsE;^RvSlt%eS1xi; zcsbFnUC!~>k1yqBf6=J~f<37`UqHb#uPjSUtTj#w|4}V5U`qJ`V`Tt8dS`L8zMjv= z+;6_jkrF^FlaXVu+n`aY?_`}EGo0Ckyi@2uUuy?T4qRrro7%mrOhCOcj;Silr;1ro z5wUB&1Q|hQz$<(I=)LG2N8kc-1upwnNEUKplPB8~?UzJ7EL^Fzv|FT;Wtx3nRRb1& zm2nonxK0rPqQ(44ZpCGtfeM$q5*fN^W5s(-G0t_6R6McS`I&WbJz5HF?cBB6Z$)Oz z8U+-6OB3zICHp?%ce2E!#-_u98uG!d`inmt_@I;7J|1V8v}_`3o{=NoW;`7wAEeuC zD4vYnz$uId?Q)Iif|X`V;1mowV=m$DuQIShl755m>rBitwVdQwVBH#90L!cZ@>T4w zlyXPwXNBP@)Uy%9A2)88;r-Dj0de7nq>IPTB=5)~WKfjld$Ij^QUq%#N<3&cD*e57 z^5uTMbeoPOWp!7`y_&uG=z;PM-_bwxN^qE$#Ai49Ly9o3c^!sk&tx>2r~1be1}p;= zU-3o`{bm(#*q7I47%dZM%1wM0E<18@(#dPOTjbSBO45@2tks3VbH@EwYx9wHaKN-a zRnk7N0rR~$IOF#0GEeVB;oYVPWpxYrg~H2PR0H=Fasj&me!d#d-}{$KA%9 z&ah#*A=mn@q4CARyS8=*qPgaC%awjcUJZ_JSi&%uw_c{nWZnwwH??6AtIX7lkL|f8 zEpc0Id8+H!hdv|pxWAHV{naAtf_oTdad3(Xr7i%Im|2b?omd^RNml8<$ zjt4~^<#``J_nW(X;Vrjll~?LF_cBNKuWxo;7d90*JD=QrtIW>YO|$Ktw8lM_oAp_| z9RW0Q+)^b{H|PC~Q16z!K26@NXrn|ZEIe>yWNudC#1=OHWbkdua0CE_BM?`%` zjXU25sn0Id(H%8t{)<`dnmm8aZXJiBq*cRMC6#LlDouG*h3(%A7gUh>@coGZaf8XA zv*9Wm>XQv}44NZ!2amnHbcb|lrB{FT7Cf}m)pO@G?1`nekx|4H~Wm< zTJ_H;jk&GVkLY@*!5qU}*PWGs3B*76um8TS*${jou;wyjx#x&9x_Fd25${y)uGlM) zz07kV5xX&6e)^sAXowPvzb_@2h2xYtwW~7SLlRwHx-`2=a_Shmo)}m?Uml+?eCBpg z25%FjYuBAxES^??a*CEFp=5LF{bmg$;$gvz=Oteb@NJi8DX^jvwy^D0i?oa&wTJj_ zkKwfFg0X$qDIxv%2VH+#-jBLWOY|DqW5IiqH0viimrilDI_x|3zPzK>kJdiDtk$&t z^jJiZyScqP=7vb(s8hqEJ>?e4&KEv4EhW2bF=%XJIL7*9vfO|v;|a>(6hKn;bT-r$ z>d$~djr)bQtHtv%SB3ewm@4&8%X>l`-)#Bmc8xkg7_Z9T+Atm*r9zHwUytu%yLs@U zb4tGcjhk<{nFgtUUgwUuRTxTj=Pko)*Ge7Q?bkI*{oN{sAJD$^>rpMAAUZ%PX>0h5 zrCtxdyC>GVnXRTX!=y?W;zn(k}AyjM?Vgqkw z>D8TyIWDef=oHJ|&wJ&`v|=+eSv;V7BUBiBQB6#qQNCjOIB}USbxJVp0X1=haQ%E_ z)QyvC`qWlz{M6YP`@&io8%B(=#liH$`GWtSoP|bpo3* zbSret2%C+}aLo_=uKknilG*hf#E_Eo$C2kxa+oIYz z8UAIbVQOY~jGq~pd-W|V=b=IGS9bb*42$-QV|(LI+7sUJI-6E&c@*pJqqG~&m&pv? z-i40%E$H((V4yi7SH9_09vdb;6sMW{xvcHfDTY$tQkw4%NFH8pjW0E>4{sS06!zdH z4X=wpXx2)eRG0{$uNoe|JJy<^K{z^JP1Ly0^3yYkF9u86pg&IBq$-)uTu`OzW*OP> z=eilX1@vdcS=eE+HG;9B%wb&xYYMB*fJ0e{VYNMF^-Lml^V|83Qa5vq@|b-34jty7 zn>$2xV#E!DMQpgwPj?1UqE3mj>u2ru71d+=Q}x%%fF;R{%n04p*U)+8TQ^SsWPBFH z6JfVTWfW)OXh?e0US{vXr}FH-Udz{Zp%#75^t)VI8x3(2YS7nhIye)pDrk^BCg}6) z3qL051*>yh#ob8t;vn3aB<~;3E^Rq60w+6?opx<$zd3U>Yd~B3AbaY=0_kOy;dCyw z)WpcoJ^+p#>b!sb80_f!DLmDue>YlQ{Mp!fHYEKnov{v!=3!~(H*Y`!@@>3r}flh0B;j5*JH71WvKFHEOD4B{A2_I6&As z{9J0URaiu5FlOaN9^6FE?1Hhh7duy;qWAZX47-sZXk z+Vwe4e7ZcVGN%sj(D?-zO;l&RCC06a*?-kb9!k&srKw#$hqrV#pq%r~yzlJU6(J;U zC{Fu&?B#CU<1vl!UIi=VA3_(U7jE0?qlkr;N*qB_)pNy1q~$F2az+$FIR);wimPgV ziCg;?FWWJ}qWkg0^x=V2U%+1u1#Cu~ihpLHB!+kfa_=3Ec@Y+zUD5IDb#QdW-7$@Z z*L!S=@+449luE7pQ^T}j~gKS^EpSLim%8aVID9(s-S4V#u@n6#9 zxarOmyF2~XCh5c7{3Y?BH!&^-JM&XM6zN+%xui3lnZ11e-TRCq^DPpErQ?a7#O8@F z8TK!OTZ}DyzSLch(V|UteTs}I`?9h_X{#o{D~IL%i=!xBgZ?i@CtX-X- zWhYHgp9nY>&8K1BG?ZHCS4h5bT8dji9ZLV{0cD%C0hLWkP0U2skIqBkvwy8Avq!I3 zm9*L15+fn0Dd_tES;xEWi^Vkc2cgB2)WlFy7151dwEX!(0C`6;7K!|wq^z|7PA}&7 zp59}3tUi~m>)V`CpM~-i8I|Phl%wYhXeL@K|>pu1O2%}6J*0_vn|-PZZ` zi^ojj@okoexBN)3kVB$}SKaLfGTSwOn0b*s$~8*`GrPMnq--sh-n;W+SqXQjJGZ^NkUvV%F_DzY^*B75IUDpWRdf_aUYsDlM*tRFgDT@b%g+(c$Y=8Cb zED_>zWj(8P4RgzYJw;qiT>54c0x>dJavG*{XL+A6V~Mjk^XKZt?5*4eLdMooHx0{s zu~~VC&fR<3RuX(VK1;96&QPF8aaNgZVWW7Hbcr{nG+X|Tkq%Ys(yz})q?6R2^>N)a z++7kpbHrnweT%@5%XL`~Yvu0G?;a1kLV2d{vw~j1s2J)Q9A*yMD58(&^UY}l_hF^P z$>O99&K!4*j7@$E@AnzFUUBn7uRj#M&e6+k#UIp?>7NMn;j;C=p^KvcM6qeL%5g0` zdq#Ckj?X}v=L$=t;I5rl>b2yj(-RK=!0BhP;wpPv-~0aT@%2zF7+%l5CldG@01DBM zvB>!@H7aKFnff{ZXLqeMn7u3nVb8xMP@H;h>%YjGe|cM&im!9fHu+C~c~ucb2wv+5 z(|ehUO?-0nsX*gDwHh1yGu-_S-aKL0oUAS-UHZ6xmcDe={i#$&Z@Qbr+r=Wzs64#3 zWf(3=@3lvdQXq5lwit;hzOIjpdNQGgH_#VxY4%MJggeRz&r7+iCU&bidCmUO6UAr! z`#OL1dMH!$qes$&tj6qkA7nqeca>|{dn|m_BK+VjqqQa7T0&#j#mBb_e=+rL;D1WV ze}0CrD+)G-`*VNErETgQn|Wn0z=eAI5P9PIg<*A^&xwz+1D+AXaF1*{QR^{S8MnA@Z~1_^S0V;&2GzREao^gpFX;$ejWNotjcI?qmGe^tBX4*} z&V8yA5XpR&df{>aE?rwNQdDz($p4v>E~)hij^8w__V0d(ij+yddsx<5aqUZNf)7resY2xpv@pnt zQqpaHF16BQ@J4w=b=Oh){*R04-6vx_Rbs9+Tjq#Kh_;@8Q)wI}5|~t%n_o^8x2c|5 z{_$Lj70vfjYF$HSzG5um*{`uCHuPlHhrP3Xx%_ksP1A?a!IZ;dNZs#bd5d3Gm9)Dc zKZ=ld`)hZy|L^7_B4q$xFHhnRBpUpaTkdV8D!G0joZ}6z&SZ_!B^(BGIOfvy;A8yC zz_Yy34)wx@+09-6nut4v0)y1pb$0x$<$R<9B>Q&8U&V;W=!o4nqpK2> zTBd1ZwvQ#vDmsZrb4bh1I0NyS{T8Lv?;QpMzg!e=BqA2q_hrgF-%!e0V&w4XP3E+l3UUNw z*~MotdVX=}qb1914Wx=)lJiNKz9oixUR>6me4@U2tMtJu>fuES;j`fNt-zkjKL^UN z#ndZXPGzq&y{33|Z7ZG})oK3F?vzL(+N^v$$RNpE9J+S($10j2McHLnymWQ)Q2~p* zO`n$0z>^Bf(=4|eO&XJxv0nnqv9F0<`2#jNpN&OcY%p8?(XMt`4(zNQ5P@_hRz>%jhWbIn{>20mR>?!RgGsYOH@ z_!wRwjZgf^n<1;golT%-cnAd&_WTqu+&jr z*dkJnSdN*+0{t_}8x}HJc=$n2X83GZTByK9=i8AxVG9HQc*iOn3DO!_L#mc1J>}wq zrT={d|NooFaiww((Uia3l3S>dZ#F4#i$PZ9H~$$cWhs=0JnW!uL$OyP zCZ|gfG7cdEM-44#lt6;Q(l=n-RlR_#s|1$sq<0Jj_B;#J2Nkx^zPz5U@cq$&U}GOa zAV?OTolJ5D3YS}ty-+h=rr`QZA;-~=50w#lO6M1*YC6*qcw~2}+GV}S;2)w(B7y8l z{-a)<%4|dYfZRH&6;}s8b+^mUo}x8yNDaE`PCKoAbehe_dm{Ya4frho=3O zSD&FVi+zIOCj*_8MggY^0HD<(8nHY$_jv%Y&H$A&at&}%e$Wk>6R?b6>B{Ay)>uh5 z0f!>x$S6%)&36}Ep7Tq2LKpBHkqm;Rho0;`c&9$ie`7k!u}RRYbi5%IRv!xW_GuI$ z$}m%d8KK1V=Gf$M7rVj%Vui=>F78XWTg43#vB07748njd)j<-FmRWoa?a?I1rb?e8 z@7gmW`?Yxx85{vDf3Pmwv3vU=>1Box_8d4dxCy$;hp5VIAdAOKKUD+QjIsDDM=M9m zVtELF9cV&zcnX#@;k)%O6vwW^`>`ckH*L;oTS&7NEvct0PxrW~_eFV>{yh^@l8p!+ z@wt-kvu4tBCMtbbW{!x+2`41Eci)hCnKqL$0+dfMh=eHAnp4csHo3tSTRgjQq6dC) z8|Qq%KV(Y)nl{&x`)#h*g#${grx1nX)xf49mh-p{#kx`3GFzxk`l5#UVOc%|E9)e}wuqN_5` z9Ik{0$S0lUkxP~P^p9&Vg#>F_R)Kl02AYug8(9Ch7f=bZPDyBxcrfd@tfbB@Q$&EQ1$>Zp%%2Qrr>A?yXVq1od^AG?eqQkDr&vHD2<%YN%=# zRzx67Wiqp|BYF`lWm5DpfVn=oO4k$ft_ZMyv#LRlTfl~{kL43^1i^77g@wbXro3m} zR@R&AGy;XDybk0?n0I37)Z)B(ueFlrB@`EmwK6@QQjMkAyAk@z{ieG!lKop(0lowt8$#LXTgPzes|pJx97LzBA(nZ3JL7@V?aaeR8M13{fkVK5k8{Z0R12^c~Ck6c?p?KZF3Z z)8IB~m|({rxb~e555Y|;&av{G>1~eXI0u>>zU!L6P%-u|`O4nuR!BJyl=ib=vXXr5 zwE8+hBIzLeOeU6}+Cb0vsOhmJR^evrReMXOpvQM?b>Z17ih7zhlXl4WZ-)*=TB$HO zT1haKd1Hg`MbRUO~h=Innbi(Ao;~7wB}~ zWFe*s-4jY^HIRRwEc~ia8y0sxF3-@MzwjDY0GJ%lXRG{bX6b_Jid`Ky1O zUs9S|*oi=~5-+1bSM)mRBzw6>$QB@USLT+*8vX#p3_dM>4w&tI=@Z>p+by2K+@>Ez z!K>&29`m@UdAw5Kir)bB@=c0MN0K5&&XKTE-9^1FJN2OB^ADQB0{*}V6^e_}WWtKO zet%{9Y+|EIINUtXITKkxPv}+m#9w{1u~l@_ttPWF$>@WBj>D%8@1=STm*u!kwil>A z=lej<2juqb#liE9@_%sjTz%f*{elD-PrfPURq9AmntQ~wnSc_u#+vo zLd;N3rm&TrG1c!IY)*D_r@lRJ6Jh=J+B$=|Fnmlu)8T2*Y~jx^0++Y;lkL;$)dvd9C0|#k%r+Za2E^#U zZq`5Pby;5lYP=1sw!mnDtUnMaj?B$R%Lf@+OM0&o8gzgP+8SK_3i*4(|p6vj%gCec#9z@ho}QGvtnl}m#8Gx;ODZIP1A=(GUbC-v>(J@hhtg`2 zCjGlC+vyjOzP0{cjpv|MXac4Fmsgl{v%OU2ofroi-_3OdB`t$&{Qqkz6+fGw>L{Yg3&f_V8U zbxlO8;?bF5NA*^_vA>aiy>0B#Y?}UWwq)Iu@+-Q`gqP*i8>%8d?UGa6H0Hf~>qHNF z>`&XvQF|S;udflo;BV8uu?E^5&+nG@S?M#z2sO!e8{Zvj_|55+7C!%}fxBns)X|%X zENVHd*-kaTt`$X-vk$**V+(Yd%q=WGJpc9BLFs5CHf503L!~2)v-aEV6S~e>XIPw_ zbfp7G_15SLP=|(*Zqoq(Mo?G*9PWqT#TTmT>U_Wx|eKth+Ua z3>80Z>hSC@*nensuB3xl1EQwUKOx^H{9fr7n&~n()v|tS&;RZ%iS?bh1bhJ*`k~mK zF?%!V`zx0-N9;Pl!a~m%)&E5Myb65hZZsS=KB}eXN0J!*=?#I>BM*JV^ z$kA1=`cU(_GaKl>;R`rANz@}?w)(b_G5&k|U6qUr5XAA4R1hG1h)2~yaCB35Hptn( zz-N-!YX(BK9A-c64x4V=%KmvSGk^SaJ{n){V}+{@2&minP36$BiZ#cYw#7JwvnLFiphRvee{1vQ(hUDZvxwn;hu zb|}r56Lv>>!7=bH08nnZ#jY5;r=b;G@+u*&b|1Ao`rkhk<-K|N*XIL#dvn48ERiQ2 zYkoD}w!bIOX?D8np}nEr9NUNyy(U%97O&pg)9kRA(cQ8Pmw)Ap@kEG{9B2zWHYWD|d=AIZ~%Eg3vGHS zOf4tcNoeRx+r${;KGN<>?wc??cvM`Gr;YJfbgF02hQN$YCaB~xm%?)7X0r-CbGu{$ zTQ)C3C+1*Edcf|blSZS@qs`z*8~C(ySS$z3t*=a8)Jh(S~LEhR+RIZXMj6mFW4-fu8>SOroD{huQd^gez-Byb!hg4pZ6szh(boKpY)uEQ>7 zziF^_v@V8N>VlYPcCm5o)zkU2W+}!k( zjI*=^(Ia=BOAdoKAvj;X9V~)(lc`zvu0d3nj()ThMG)q!J1()2$Z&wS_Mh|CivaV z<@KKj@E{1>lJ05fT*aM0_9CijEx+amNEB0tc&dP>Ai0_V@HETPN_42K$gmezzVzei zF^6@8VVcd;KmG11LhN0+)#C7|#C=+C8`fW*N(pfg%4j!O9d^@3gJ+eBu`ob*DmrvN z!(=ZCCL;_vn9i%{p;2wYT5nj^f5iUQXFKyn+JDWN25yXPH|e&6<#C#LHoIQ6=lsmZ z>in#Q_jeXqumj$fM0OBea86(o=f>~!iBooO>~DJzNQ!=jU0^1U^i+E}BNeA zoE4-^-2wnFxzB)CZ=MFYZXbePP^gS7y}vbz%rX(T*+Tkjt>STm>WkP-Z+x2!X|TAF zY(G$tD4CTDkYxcx88@(H6#FfAT@Nvs6!KqG_L_KWLv$@B6cX?teGGOU0HPsucJM=* zp|K%vFQA{FHQHmF(@X5Bgg~Ifb{D$hHfGxusB@mWM{+y<02>c( zr8}qH_cD~^BhqmcCkCNGq$c&Kj3?3dB(y$MP*1C6FvR0zXwPSMKj==s0bL4#A{?;% z3SH}4Ch6A}FN?RZHe}FX*Ic07btIj$4x@vA7aAVu`y?BVW-4EdG1dQO=xPL z%_AI-55hjyAfL} zdiBCc9x+h^wjS=6t8@PTPb<%hZn;c1$%X2@R6LM0{F#1Q(39Pzp(o4Qot}}XRUWgq zICJ06R!;*=TuSWsKVdObsa1hKS&yE0$0 z2|8&ua9>axBLoG~ClKe085lwG@XnmmJbWY63cssWbV1q>Fr-O{{}}ne*6GQ%c$?a{ z*Vpay`fcO4JIyF=rOh*zg_8*1U>(Wtu81sv;RHE1har77Kjx75|FoMFYFFCzY6vC; zwKl#HC&gn^rboX8mM^4LC11-RQlUFi%DQF(*I(V~l}f!qG46G&o}UmmE||L(erTLe z%HnYPeU7cu*I)egiaMkdXdI|CR9jEQC!rB{W@}QrRHDs(JcWe8CxS&S$y~`pFkG)k zg!j%A^;#3*^wgnQ8hXo;K}g%gHYJA0dwFna4BN~e!r6~Qk9{ZJX5G(aI6yTZz@0im zUZBpC@c3In2%B8Q_eFR8-Kl!lx2d78!J|xc%`xu{?_)E9NU9-!?a6q)hFES|yW$g0 zo3Jnf$b$tnztwZabF^%icXey7fOXn=GQlmv4?Mv04e1@-`}Tj=Yq{u)>TE7Na`ci| zWY<*^q$?+-J4(~nvz|wPlC~Ta-Jc9hpUA(l{E^QhtC@;-RI7RmKWQp>o{~;>46ZFty@0spRkSTOz&r5-fwGbGyqNONp5Sp>WgwKMurbs{ z@n1faOEsnEkC{g^`s;2C15v3rFaf*3PM=>HlDBM_O{KN|nDbgj7{&Z0dcOTN_gbY9 z;4qR7TVyRA@B6hnc|&>93j)s~o04=~VPs3^#Gh(8kGF`^R4dQ4*s^P6{VY7P@qTKD@yXhq4fqjX2^0N`Egy^{nzq{vgWXjB z@!`=;mNVAfUjh>CNte8#^ehVNhVPDfq4(SPT#G}zQu5gGoW@r-E2f4gk7ta5K!T@< z^B+C57Q-{{xc72A@xoDD$oqQ{hA(;lGLptq;MND%$Zqk@wRrRBg`mqt?m}c8{lLu>UibZT_ChP*X(XmiPVF z-cN`9zABZyd{gkF3NA}?#Xmh|28_=fdTzMt2OfrbVz>UumU)aj!IEroQSl}@?4*5D zmUt2(Os&)$uQS#~_9Ds&h@)ri$RV0~@6sfUZa9oJ*gBl%Oj-!_t^k!F-!10iOtXFu zF@@1Xsoi4I$#68rg`ob(?foq*!1M1n8 z6|1zl_z5GF@zEXV=KckpPrBKhsjQ}bSE7l9Bei~{(YY^QE(Y=*7(-^A(i<-ZisYK@ z4tyIiT6pJgWb8>Te6;Z1*;VA;pza0j=U@Vsv+g@?D6MaJ6fU27n-lp>N@<4RCQcI# zz{p{6w}u(lMEmpkz7%!>2+=L6b{I>VI4Ck?a1o67d&=Bk@(Bp^<0Jtoq!|g(Zh7xN|EElq=sJSg$AmV9l zi@#ud#|;4TLWvJz`(D8LW+S68GTT~kbW&-EQn>Up0Uzv zJ}yH5NJYN;QgH&f_;)>xPS9GrLKVhacNiZa0|k!x*NG~^iDF3QWkQ#XL5J0n8|MKw zojz_by<8jcMC=L=h6CB{_VuJHlYswlAILG35a`gJM_ht^)BMs58=`cFS=xUsv?nb1_S=M$T=b0y>v!M1U0p=XHVSJh7g*iEy^@ z!0j~s`>_%v3Mv{VzzbAp-7cF&gq{2M&LNq`(~Ve^@_))c34>+usE@^>%Y5Age0qWIH&8E)C{*^Yu#<*8Bja>0r%2 zx}~-~jVs_U^4EA(I0wmq3F zVz^plo`QjBJ&5fEb;b5Q@g(xiy`VC_&9-DE%7kH#!H55fyu7ker_WFSlmQu_>c7Ky zT8DevYX`+E#JC;${T9eX?XZ3%)t+U^JcL2SJr;7v>;kY2iC~opelH|`;)yRDLM{Bg zkh)QKl#<8dIlJEMgc}c&ANBmmbRPAB?08@eIpHe@BTIieeS33u0Y(GaVL#Ax(|{PS z2;q|d+6T^MwYEYS^W=N)1q%WL!lkk}kYI4T5F#w7S9D#%^hO9llm#;CiW{t>4`LP@+=( zL>)xXKm`>aD{rGflfZXM4smG!5Sp!oe_F}F)+*a=BtbI>Ov!WPdS&2wV-P-4FRjh8 zIgFDjZkWS!%9?vUWwgURor*Ip$wX*`T*KVhT-~%MvoHf#q<#ni_=NlwP=9*O&2b2d=f_Cf*&WCe0aae@%k-k43#(WR@i=$F5 z9h7&^u7=Li4AK?37pIT08!FB~a(w(5tAC0N?GS;4I_zkpoW z28lvqP(1$7lEhbi9U7p9if0E-5-EqEFwDYyF&YT1q6{|<{?nx$28&1tqH#YVkIWbq zTFh$!d-M-WHY|&gwTXU>kF~WlnWH&s8v3%_NBpyyyc!kQt^;}5;pJt4uD<6z&> zfsl%xb6KKL>zjbNWC)|d91cRBFw8cziR619D+ZL1g-_f{r7!XUpt0bZ*Tpk)cE00^ zVeUW$Z6c{?{ab=u&xD|YXQ|I1q%h19BHvF;U!2KKbI>bmLlSH^GO*KkU0;`)5@+uD zR#IXTf8^z*-%nWrr=$1nL`B+e?`O?QFvkFQXQ>EmsVx&Z8*dB1hl*b5I(xU#q)AFp z-o2O1fq*zR3$?p2#H2VH2w0alU z#gEb$Vz2M=O{0xT63a}|GR$$Z;(jg5fkWc$3KM7TVYCY+y7gdbd%Z$IW6@{_dZ{Cr zfXpWV+LBV!Om@9P!aE5=J=wQucyo84Xe;9G;;1r^?lE3kMskJMx3f(Z5C9{H-%Q!= z`-4-LIh#|C3j5L)1k)$vmpiXwL_>ifB7g9>f ziCK=HvA-`|ak{8T#v!l-GI(Ph)N_X~%~q`b@m#TQm3m z{+NXodnoLm`Xu#}yxIF9??xWJsu;a18qPI(^ZhA0)a(3kG8A{rx0*B7Gq@*Te|&i! z65XKxYy=#2_O)09_bS`XvH%T{n@xht6F=~i1owJhUewPzbBLyGczFkkmqX;g zqYMVRhn~217VSka7E92(Rj_pz#^x3}XE<@(j{Ykq}K{ZG$edvAL3KXP6 z85fV4tuI(!@_M!O<#`_Aj`4ZSAkzr(0MN$@zvm+ifVna#V+4SwivqXC0$U0E>0a~}qU%G&{zPVaYk9Cf9vBkY-7vZxf# zg8+C>fg{;tpe#y$rTd^XjHm%K^IafS5o348oAXfNQ6cd7e!qox#AJBtf?*0>6m3Q- z$6yL9)L;k})7rd-fma^z_g&U7dLN=hPI!6o#~-u0l0#_3@d4%h`s%D0M(_6wsRPEP*?3=pz;S%9phfdWFt*q3`QG$Du?N z{TrXIuil@*R>MeldBO|%z+YqMYvGjs4N#TBXOAPST^mQLOkjh_wo^`LqnnEfyyE>O zxU+o|EWb#$r?!#Ec8lf*Hxsjv>&EvJ@)Ld?R8wn2>xBO8hQeA;N*yxxK_3m_9zGg+ z_yIbmmL$q!LfIJg?+PtX{^AsvaEh^P5~9k^#C!lm=TAhZ+1v z)CpSWRqjg2+rvonU*JbuxRC{!L&BRMxf3a+Jo0Pc0E}N5@d25o0?gN4hcim=%&==1Yc0R;YPrCnNfPCis2XF$DHMTYggxj0|hm1JEw_x*Il znuEIH0wjUh;Qq4trGC?s^!aTP;1kkVE>(OiI)e}#iLG-mV1bDEjxf3>gA8FhF15*e zAqGw)--hIKOv14J2O2W^<+%QPe6@1JZ|1$hmbRf2rZ@XlJWLBOMtBot%PDm zN%REQ#ZeT}uvLJKixs`CQ%$QWtRWq4+b3wNTUA8vElqadt*OYU-Fi8R&#BbBHV}rQ zk+J;+P>j653}6AkDRqleb}T)CEp4mmW=7Q>Ro{ zAl%0dG$da@^GibHlLbgZ&d7Tu;B^wUr#eYMosj_eXY%34z8As1r`l*f7BsM^-b$Gt+lniG$|Yn*<)hi10{P?1HWQV7Jd zg#EQ(Erjp{#j-?CsS>P3|LXTMj?Rx3LS^gc)547Pa<%KaC?VpvjCdP@IN;K?~~ z?G*du=+(kIKjckZ|1~`0-~0fxT-F!oOghg(w{p8rPHbQ1>!Iw z!*yD~A1!OrvXH=v+)nkY8J~%w=OlK_T)Kw&L!|Gtc*^g2_CAhm z`4F+NiWyu^cg{?1-MrNs^%Jr~_YR z;K}O>2#Szs2jH$eK-eu{ggc96h?>u;Dn{C^Ju8Bzerv^?rTY67l0CVqY^5k?L`z!L z_OMEq-^xKNyU-zcs|$Ukq4tySj8z!`w*>&K?Xr8Xf%3P-@S=guXs|fzwk1dztI7Em zMt!>4(G)7wCTYw259?0G+=20f#yX1V))1tduRRNfU~m<*7hGDzzT5~1pnWN-{^Fypa59EAe$FL}{h#{VqaKagP41$@Cl5^(8bVt*+xt0Qbh_ z;|t!hj>CiU7TsQXRC#rRIb*_uIelp_M_`-_eLhfOLvtFxE$HF(JAG1@v?s0LBqs~8 z)D3dz2kq&p!(c@vPxcO{h|=?29HcM2 z`iv-f(q^w33&XpeZV~1yI=DdplQue-WB1Q~uW(K(US8w*Y7tntXOq(Ww3QK65Aki| zgEk~1D;TSkahSP5tjeJ8G7sf?5Ko+{p%A6!E#FY66?DYu&Bc%zcD{=ES+|BXVoyC2 z>~5vv>o@{VT7CBmN%}Lj!<$+1nk=yCv8~G8r1sE7z?N%1rO>rC;MKyPc{lZLTBf|+ z3=dyjVgr1K|ghsG;2QXOKiPVZoMa9qkz}tQ|5X{M0GpJkKHR<`qV9#M5)xpFrLk6j=Gtg++pCyG2F5n4<9(Ynfv2` z3j%Naz_|S`6O$YnUl=|fM5MdN#JC#Uz%cpJN7xIxRj)*g{K2)jBhQ^TwjSkXWr&vcrVWaaN67!;~5cmVT47vrllNSeL(zjMM-U5`wjL&T~3bt z^fL>8kMDh6>B7}dDxT`u$W}d_u8!as?QPASs_mM|tBOPlr{}J4fvFKH{&Yc|c~;ig zlmZP*yyhtP4{GHUW{DxEoNvhi0>!TIU~T8rk1BX$$q=W_ROfq$pRJ*)i#hy6@Im`Q z-Yr|YP(vXwYoF15lvf`Y=FL*T7vja$fJ=?qy# z+9(UFRA)mz6IkQHRCN;nK9*0LIo}X{FfIOC@lraxJ!&-`@nQc~e6uYbLxflP1i~w| z;OJmlcKY%8*}4!9XlUk2hCN4zu=FKk0&OZJwLrIy(;dV!uQbX_#|Du1b^j$mJK3zy z+*$|`^RZWoHWWOxIYsR6;CkB7q_A)+!@fdjaJeY`D7L{JJ9X(5G?hR7M!T&!J>1Q9FVYz**R!>2LA?mIdFP+v{Z>BNEyPo5HzdhU7j9&s0XzF)+GVvA^4 zuJsrV-La?ZTlXTi2|^evp*TEN`Doi@{r$)JY}j*PT#NfbIoErU?=%K<%r#a5!|n%9 zZ>4R;O<4$V-U2biuHIjH;J`|^P}@_(Ml&!VBChoR@mP!ME4+Kl0}q{oRj}-w`5%8Z z{+xO5uM}9kzL~}oiQ97x$P11XOK=@w4_MJ_UO1ttw2sV;>J57H0w*{MPPkv#WjYzx zejZ{58GM+M&7xRDzq>9rCALRWXKI?;zxtPnJI#m_=NXx1-M^!BE>)H-J0$O|| zR-YkBKEBC)O-|_Y$?~Gjt8bXGjyI9_9<{GM-1t7Vf;-gxwaL}wgFtI-##5vsDsgW6njF(RH zcpJA-Ps35nfGe34_i?KKT%_*4g)6w&v2D%;(sC9j(h#ihMTrsfWW$OcI^8FJ zY1Eo-CoaA?dH7hNc2;6cI__Zb`O)OO59-06`O63r_KgbR@m;z2uMhH0PlV)sT;pSI z;OV>}Vcycv7R@CUqR<)ASzplhlf^yh{6+hu^F_te!d_1BC&Yl*@Ia5)!2b)QYS;&V z^l#rHN;AxPxc(XGu=+g=f9R^zVpz-6VsyIPUc4!XKko|Let!JFzgS1Zi^c~NH9jp% z^B5(v47|htc$eG`CDJl_tN(gCWwIKsAR6BDfB*kEXrl;4KXfdQwc@UsZss2U^H`D7 z2_X-Jzwmmcz(>;UrDk|5$ah+e<#^T+!MX=F7k`B0$>rRvImH&8Q%b-m&8+gN&8!S;$Z z1iRonxy$BW6tDT~mBTarR(uvk>&)n-!8NJEg@W;EZvJ`x$tOzagWN=ulR1)Z_1P?W zX?-QRnLZo>zHAGpGMosqEYH@hv!+ahvDK$@6{S>L3=>+@qKxoyg!b?FnG^3fmZw=k ziUw*v8s&;5u@s+K2|aC}n^PB2kFq-eLrwEH%F0EK8d5gXP{c3*>#tiy-HP5oW&88s z5I(8Z!=_O1D`oZ))_}loN%^TPC{4bFr+kAprN30GDABqN$Yx)rx^4vM6_E|}9f?0! z+xI=rVO4i~JS$n=Vqw`u<(J(3SmMM{Zfsb4LC(O#4H7GNb4S$vjdS7mE|2wg%SU<2anPIL&f?F1#IE>$RoZGsi?` zRoDsZOZ&KO^tmJ7r?;y4h3>`AY@+Jj6o6W2!>kZApzFc*NKgI}&u2{$WkTN4IRmy7 zH41+-h%ryvl1<)+&LRh@A4elHpc&OBw=res1zr|;6HN2tSASJmV?d21CxWI4?>IqQiHhC3tw$t3S2+|t zeMnOBrt=gY>j%ipg@#8*L`haHg%nT#C#i@rgFBdxoq7Ey zL_ifEoeDmTrKDuc`N`7g3-_Z^KB=%HWpPl%)!;Ww{|=!#xaPhEvwjwLVa0e%YSldu zDqLL=Z04Gyy8HWIgrXrOs0y$3Y%d43s?7XRfla&jrXws*X^aM;&&@wul(|=Sp^hX| z1tSz~w^uxro0J6NiYfu8%r}n~$=xT1^?r}jx?DU66IHjDdH#1WSeTn&cQgz&e$&Dl z0;+X>*ASEWp??wS-$5{?(zyMfi3++0RE-z^%luS=Kf$5?tFA8 zH&kKw$6}+dQ3p(Y)Cx}L@6xL7MKe~Auj*dPsR)($-sLsLyO``V+i+svE)zqel8$9} zz+Uzs^W^mnq2j>m8~cO@9@y-jj%WyJUte@$V?N7luGH*EAXH}Io+%o8l$83 z3lR|k0jrW_P$~vuTlX|9r*3xilN#R8IVK0}cqOC&@Pyjy(nJ-Yxat4d*|zfnufYEa zg`uH!*BkjTM$wD+2h}LM4+>QlKXilusfg-G*1A4~aT*9=OP~MO#0{o=pe-p~2j1M+ z7$TrGSayXWWkoz{!2jEL7i7cv0!R>R0IpQdJybWUfe;}2^F5LIO>$y8%!_10=1YZe3+PE4y`H zhZLkDzGBg|D|7fp=+|OqR)ZEkGz481s@NL1%_Y$ER6!G32_04++Ex)P6`#F}>DB#! zcFzTKe;28Vt$|@Bc>%e2^ga4p{uhET=QyFtTLtFH?YG2rC^9VqxzG!z+QPH0b+Q(w z6oW_)`=4niE8H;X`^&swkoq68gDl(`kO7-70zTTai)`NgeFm;5z#nC31V0N<%AMWz z|L$+pm%}|hwg#8r+pcOED$%-KuF=(7Pk~?pbB+qRV44cBX8q)cl+sXWyC5osp)3pi z`2^+*yK~uH_b03JdGY~S6b|K5EActNDF9)pgj5Iv(d zedRB!?OQX$BL|6f{iCo5{=SoPKQ!zZ^w>ivpvS=i!TsFSDYN$L9Tet~DFrU?L-Q*{iKH(RfrM;nd# z(RI6O#d~S3_fCS{6Ez|5=jn3ue<9^nVh5-&+9B|pyNY&tcwIz?FVKCNemxto9W*#a zKOmr_yaQAT?bBM|jvJ)@FT8q;n0M){&Ed#I7xY7z!BRb?q)8tRkrKm=h6ytJL@BW5r6qq5qxff?moUxZ^R1lwW}S zzzUd)cwUIwO`)?aMFNR8;AAsa{h^YC5t+<1`_ zLFxA~p1`roEIC{R;z?vJjnIC9JOd*kc({q*p2Bwf?X$neN27m zSUG&>UT00RU2n%WOpK0w^#iCy&RU9Lxfs+7`-_I{V5{ypX$4qpaO_Wn&1>PIO}C9G z^~u*Rc){@$K4oW*^bJChVgDEyk-RRAF+mukDzpnX1hR^DWi z)1msJ;L%Hz1;KBCO#=Bi9$(Axr~62m48^|)I9eSYMiF3@kRrh1RJ-i4y!ya7nfW!K zJZ_8=`uDNR-8jzGs?pN-Y?v*XmG88K-))!LPVHD3bWtoAy{N*1|Ex$3`L(s%`o&Ys_hK+Kt)3~RpD zcikE2kHw%!ksZMNapepRi7rEWl{OK%_jP9_)lt{0+1AN3aEg)!h<9rU_9{3*G*ux zE>=27$6POrMz*qaIek-ylnF9L{ z5h;M1k@BNZr2#5KxF%UHD&swC3nTr2cC&!;VHf+lS~^qOTL~kukA`{h@ys8A30V^| z+5ok97Mh#wa%N%gRH{KxfHBeU;G9eW(YiF!U^JO{UgVS8)I({l{}a zO)X%LiGMB3C2hpO!W)D^p0y(gcY?>s1X%E!zhLArXa~0uz1(ON>pT8Fo)w{ypf`c zo-YJI`$w~hG$PGiy!8KKL}1OCb=4M)KzH3rN?}e~A-(ds#=qXL6vRsb%YUMNgD633 z-0E5Am1!793cx=UKCaXzjc>j*t%onVRlNp7mS$Ed>u0Zl^!jZ!#@oMj?mj?FASs(e zzz0&z0&V{zBHg$lOA(d>*`(7iqTcNfz-YR)eGfl5j>yS>pS{kVf3ZR32J6d-Ncp9a z?@C2?#Z_eKx4V{&5BuG3mzkvHrn?FF#!Q)@8K%_x_`}~R1%FJJ0+psHc@{3!VjJ5N zH%65)8LaBOd7A|%p9DpM9Sn>E{5opFWPR4eD1DnFuUx7dD-Ug+)gQsEM~Ck;Z`4kE zUO%PrzW(g2)O@{OJzwF6-ct^K(JcwrFs4&x97X}?4_gMF)(f5T8H*9Af+3C%; zgG~2A2Y7eTVQ7`TYnP4l9!kSX3t;5?9xih|0>%o>f=rtQZY@LhcC%%BxuktT_O#h7 zIO|W`_(iT5^iCN#1*)oXe_N#RSlrjDKTTd4ZAr!iI?^t|!b4NuH5{j&( zaCpdGm_QPXZt_%Z*IfBv61uCgfi=+R9Nmh01ggDiU`KX*A!dTE!kFLUYOGdn;^Sc+ zm3f`RNyXMNIZvoZFV&BBWXf06Hx{t{+vN`><+s^5?mQe2njEgVRT~LpQ?ta1TdPaT zDRhRhPSs@|_9=G3tW1dnnZV<3YsRYD>zKVn>nt!!-WqR4a~=B2M$o z3T8No!l`+eUgJ)%EM;zaxF^xeT1-1W#OF-pv5%tg2<2oEpvv6J9=hPRGD4?%S6mWVtOMMcJ++^QKSl(CMtf zh6)0}cy7NH1`eAClqtwk(jiC6uaruEa~}6;Rj2;hV^6)$M6R?R%T_b>E%HM4 zZ@X z?QKNMt*4Ha-fR)A;uohH_4<`H9JVcm6*;~VeG-H^K^;yDi` z-3&5e^x0J>WMzGgT4c?t`x`mu5+n#c*>#*EH7PXNDmN$!M3v|Ne3`m>Uds30xH41Q zF6Wr{X%9yfr*sdErH&)XxELI+OYNXV4=RWVa{_?n)4IG@op=DCNbitdq7U>E4|gdd z@?PMq4ow7N>%H8qDF06nkxVlFZXgv(Fgo|DFo4{|}28{7XK#lwp zkOJv4WK=&`H5|boB!GyaZ>6D)e%S^bb3}HfqB>A_>PaOuyQr9%1~b~TNN>Fg)$6X- z088Zo4l~Ai?XR~%(mRAa)j;d;6VdF&5KmMI8K7P`Oz#6ld>`tMr5SpTnLZIB;$Dq_=9d zc-xhEFI)33qh0C|Bmn(`PT4V1@(D_++`clf)hh?r6ksnSnhfIGF&K{GlnkN0Mg>U_ z^Ek+l4<(?YZ+WJ-bAb3(vo{$9dvuqWm&#ZJnWbz7(M_`+>@rb<(T#BaYwPb0Fl@FP zC^nH#P~_#>gwr=zr-65^t<(t_b8@dOX5CenUXDen9{Jb_WYHn*Hvk-&LZGgc%GiRv zn;TTSWu#p2&P$9to($6DT@aCr6}~_&UJaYhW?s^KGrq9NyawtXj~^kdw>Pi33Acf0 zVfw=Pz9vTif)K?h4H2UX?0x`DJ&Aam(~(QiBb5y(pqpoQW=%dHX>7-SJgK-ut_Plj z+dQ8H;r&CKSH!mt5RBx7J;w4n-1|sB6lfreolJfR+s;@+jzF42%o?yPdw20lSOfFG z5Nb_FiA#qjglCQ9n74Az#PggwY|Sp~fTna_!t*h(qI!IR8z!p$ag}bPj`md7fBiO? z^k?@1Wy-d%8X8Ba>EY49B;?r{$Ss}l4tVW11n{?AVO^iJ5k(lYk^+SO_hWGBQ@&}f zFSV)LAwBqieG;5F*nisje-r8K(r3OW4e1LVy%w*zHOS5XS~7NXdQbeFa0&=DUOj8* z;qzW>r@oxS;u)BW1apLVCO@Yr!=VtQ|IG~S!6?$K^N$PAb5u8Q1z zSf(22m~1+UjD%94Q|_8IdinvA!x7km2TB{WMBUlGO6LQXcWez=)*-(_Cj=TJb~{L& zAEGD`0~lxq3%o+cY#oe_h-!%Z6Sq~X=Mam=tp-D~JZYEbhpJ)ZyVcu-n8p}ir4B7b z!h95dVCPXRcxKa$!9!-cC$8taRTnjRU;E)hnsmSM8?0G|;)+r1RwMgJ<7$8x8cK@9 z%Hx6G+6N7fZGH^`j&*}j^}Pvugk65^CGsCI085FZ=Q~c(4S)wNok2@3P95Hgs|Xuz zwmp;aRbv_JRw(2+^p=a7rB2dFLd?@_KK)@;d6A1<0`0{|PGf?uv#rD+R&)KinWSEe z-XUtL)IKdmf4&2r(DMg@4eGAR%Kw)PvjLeefhFI2$CXz1A2Qd^`_yFMqzmtrQKlZt zy0mf-PBGxjm+z`^?>+9M(=SHl)>54P?0pbW4F==B)AAm|Ue_#|(#gJ&E%dGdd%_3pOt z;3474B(s)^)@6{uA_jEg`S{CH$Y{0h_J6%^1#;ie9TIaKx{8DjNL;7;-2==)st`vP zNr&p<8~otEwcQpGhJ_w!J(!sw^R_;4GqR*eK>WuCW94yliXuu?IUKkHD9NmJ1_&Sa zdyHYn>IaqA5!>fFz-QARgDYY}G@Cqhin;cM{c4dGuHjD*%@eE7*n=z{3kvxW;OP3Ss-x zeP8tKWTi9S_TO4igfI{{ez}J@a+7N!*ovYaZx+f!$ae9DeWM?VN#Rb}XFW-))6QC*x;Y7+u&#jj({*Gcg%4SUjqpYLMr0vF!xn6fD^)cU=?`pi zG#ZJZP87FDDCgCGMMc$t#7m>eJ)0k?1E%w1{KEMs_Gr{)V3}Y8IFV(9M2rvfK#ks@frBrS0bn#ArY`ye?z%%u~d6MX1-OIUL=(nxP8i0c?KT4 z@4dGu4i^n*Ib0w0BIYkZ9Rh9RsM!SZk8`usqDrwsAxuju5nP1$vAg3qCA+{8OQS7O zr#9H7f&?BbwI}PJI8YhJ64z7#4BPHmQ=4ERVb|!}NQ)WtI|^2J1@Z00*-ztb?T0M* ztZRu^ZGoK&aZEpwWk!&Cxnt2HjFF=cMvyF-V-z@pK(YrCD&4tEu+w^-s>M-H#e>-n zjcr(*f6r6}yP__w8ru^EIb$TeE5NlqOM-8j-3!yQ3mG@07pw;$D$4^*QX%mT=a_?& zW#G=ZdznT0>h#~znDwctAB-+#$UNQA=3eO z)!5Du>Fkm+8b7yhD{9Gs8_B+2MZX&B+#KzP@o`?^zaw|Q+mJdFPE%&B7wK)2BfJk1 zW^MFS#T*9S0KiG@SkLbAaCs%y+^FXnW35r+I<&6(Nn^f8ch}xf3Kr)y*ahF2~yv}!&VNUq~W6{iJV_EVrmC?x|U{QG#9LR zPRE^}-uwf-*ag$8(%Lq+Ouu9+pNI#%%Mrr&NFoLr^>;x3K&HCnE!#dX&vrWpCSIcF z3xqhdG>cJmV%K^RslD+yp{N^XoOZ?3jaSgpGlcC(;Oc|;o%K}J_m`P7fyFBttzFly ziYHjdUOAby;sfpshef{1YknkO*{>nKOM`a?`H_jJ`uOTPP;qW4C2~G`kJQG8I*@>b zE6a=>@D))VpQ~n!<{CLKO0a)i2V1HYIPUTuHHHoQ*jpAefCxo(sydLcyac<_zDOQ8 zRgj(kR{fkiTYYIN<5$&pz~?tYZc_mJ&MFjc6nD9kQ6;p%dc>!X2lJN)vp3a_b^A!eLvS%*wHqpjF%Q< zF;af(a4HM(D@ctjq28K_7TEOQ?F@QFu^#(16d1^mtg}A5+r|73bU`Y zzLIuh)%sLg0*N%9^Ybd<(>uZyRzZEsbCG-pH7@!)X+0w~Sgz4h=St4Jj`1t(@mPXd zelMk*FN>;mM7d)G^K!nLiu+_x-C|alQ#FmU($l+Z^eMZ&#%KB|_M5}lXA0vfdp`tC z_^Nf(=yUv)`zj+H$6GObt5Ro@lT=zL*5?>3;-H~u&hrO^L-+$=j2$@YPBLp&Z|xKgq83=^r`QKUjAez7gEFlTVVq zP;1@@%SLCb%=^J2{Gl7?CfHu=A3cfW!aQYL@{almQq;F`8uLVzp+=_@lml&JntXxU7n9*tv-Z9bCp}Nc)tQYz$R0>2v_%Nt znBP&blzlluN`jRW>0H#KEW7WsI!yA+vrDq%c^Z_%Q5Ym^gc-@bXLwGa#?Hx!=Ml{7 zx$V4A+aw_r#`IbEf(ARt_vkm%hA#G0k%>_c+V`jDoTJp7d4Yh+F%#;@=MR1dBK2~t z4V&l>sK6YVq~@be9}Vw_3zi)6sK0FO(_gigbKU{A|?32ac!li?-10rd(W%#L$lL3_Eg<_f^wYBkHbg|-=&i|pb*i=i+ljDz z;|C=Qn>kT<=1hfsVo9dygO+k&XnBKweQ~^+_|jq&WrBWtaBW}H7Z5|-S-cc^^#1Q6 zoVHo>h~f#D1D^bHa2II&Jt#SuY@GJchSF8RUsAs$usE>ZSW$N-nAN=RKMpRMpA0U& ztq4&@f0Z$ACQTn3Y!bWMDZG*AiNEzX>-CDw zsmJOZS0>VW#@F)Nr(o-)gAVKRIcVZ8`-p2NoQ@pHs=&Buuv}K(hnfBxpOUvs!i=55 zv*hy~=E-{OBIUqI+M+^_c(Gj0tl*^pLmXD~tHQ6?`vhFub z_?fWDjP1IcO;na(_bk8=cLX%eBeNCboQE<+GNYOpwgcYDxe2ieUah`CGED~R>mW9o zQD)8fq%2`1D>S-bFPq;*>sl}H)UP-sSpGJ&sbw|ut$voN3EgQC{m@TXyq<_(vUhg7 z19qf_&oncC9au5>Y$Z{_Bui3t?%o3AJ`lS)1^EVrb4grSN3qhwm=wJI#&x z-$l%!L|@TceXVAzfB%ehDWYe>7YyCBam3_xDQOiF+cRJ=RX$hOYIufKTY5AerZh1KG+?s< z;GM5<@p|9Hi_J|*nM3$rAp~;9M@6WPX9*o!8rp_Jk~X(H>l&H=rgI(Omq;D+Qz5{t#> zV6u|wcM@J&|8|jDIP;quVHcE+ZSkgR9nPJ;OBD5jIWyVG=6$=DGD$SAa^;?K9x@Mu zMx{u~bdxs+pM78G$&L-eM6FY(sJ0YQs2G2m7FqevBVrg|9PU0=fG*vsTsU72Y`a~6 z@)j(=DQcbksSsaSgSC^Q_9F%5;4U#J3{U=0oB6r5uPVpvyUrdTX!h))BATDJu9HZ~ zO_D7Y`iJ90dEd*QyAM>lBqP-7$Ia))Hu?a%ZOduz!OOQN*3z4OI~h;LpX)G>!>%*G zv9i4tm&uz$03-aj>d-xz$zQl`^~ht}pTI_XxrSfXt+N-NKN=Usx27g40?N%Up#<-B z{EcQLC)o2;C{j4y-fF);j~CM6Y$^J>$;Q14nGC$mRPTTME`F()2c;r`VZS5w4>)Ej zw5W)D&L$89S?VRerrdEbyvHlN2ooC7Y;m5)@d1vY>XxH**oZG{B}P-`KAy!){lrO9 z;Y7W`5(ERcULTd0kVeL%4(Ep*HEZ_D%^R^4mQ<)1Jmjq;v ztBn6`NKsN?dhwY)7vrWWc_}FmsABZE;oNV}aw05Z9c)N@<`m>oF%z1(ul<=c`6jVr zkK`F&t|VKZhpxF-_o@~rhHo!+pWRO5o}R6&Xwd*0TDzSN#-6RXHzj>z>VygWHqOqb z{nL3Yq?A?XrS_KWy#(GrWl5M(4ZRD5PF!Jik8Cc(572K}aCqFCl+z2$k-6CO_{OuI zjohDdGxpHY)pL<;Z@=lQSmb1YIm=1&{vyGP?^pS$Av5f_M{;iU3zFr=;)N5-`nja9 zh;9)#5W*`jmqnP$T>-9DiOK=;tzJNU^80VcCWqh^F58#yAuPB1PbGGElNIorlya^k zqfB-?*kcGv*`oC&sJN{h;l363g@??7{iMURNSO4^O)e@uG1ki(lGm@0+aHVZ)Ql@C zFC5f#;x*+u5zutKH$q`u?RxsY@dp^OBeLg{inMc_4v*Z+6H?@jk*_`Em;K2GA00ns z@;YDZyrb8%&}b(2<1Bm8@&0EI*}Qe1eTlovq`Ssnte?H6gs*MMmsNH?Eic8@5bMlL zTf@Eg6T;Z12>6P*&+ILv1{0EYJ|~8Ndm178XP9(slP{xYqs03dp~16!wXrzp(@SOo z1EDCDbcdvd#hJ&(Qj@l|IJ28wBz+X9QKbFbfa@a`EMjYiqQ9_;fEj**&DU4O<+YQi z9>%zxPcv3$nj!r|3e0_c%h#=`{H^NvJ)yscy@~XT1nF(B6WN@CA8DV{ZN+w{{>_js zmw;t+Vo(z4GekepnE2W?|tv2hj zPHWb{i&&eiLums=?1rPBEbYhHAiW3qMJd54 zE{)SqxQv^5TfnU+jpWm~wd6Vn_9NB(wZieK-fq|L;Bu3aqfv0<$uqd-YnbSzzN{!b zs7h9hzu2O_B5T^~TifDyp!?X%i(5Vvm$tCNH7AlV8_<4_TkZ1!E3$4M!1OK7`FVe8 zy*dJd&^HWZb{aSFy zPh16#Is+bWaD#Fjyx~;?pMO$q>+)tx-9}VFS`%t7wrPHhXg7%1hk@Vvd59n=Eo@Wl zN$B>4La+}-Zlq+;y2R~-g|pYp1@-PiBH4QHHdXP0G6% z>mOV$JY8C07f`yl^mtBaOmbMeB+=VQCCqyh4Bnfx%*Sllq&$n=z78w1N)z@VKL7!) zc8R)`Zr}w#wuk zGBY|Q^CIC8)n^qx1x>M~%A(xYKcOXcLC10b6@1KDm65oQgd)k6E>k=9D|SV+{itO^ z-aVyS^l`JfJ;X|i4sSYE-PNeA1k3ckJ*j4|#-B?ZNjNvg;0UGXGgFg<6V%Wy7sZhb zoEy&7_2?tAK6yr~s+uRu=DR0#5aP&58?9TE^ThS#vMqr$BSj5^^Q=5~nIxlX=G zEsN`X)a~Qex1O)Eh3>ujMo79T<&^0isHB^p#_*DE=i($rX;_5SG}%YZCeP;^rn#PZ zI8v|mn_~QKOI+;9uS=YWjt9KG;)HDH?-4>{^doRGIKip#Xys(+fo)i(JMCHAbM~V(*S+@lcF+V!Xh&vMCk@c-F;GUc5lo{ zDy}Oz@k*NeWHm$6N%dJr*TPHlasp3Lr5d9+g^Q*&!U6==HVD9Gh^JGmD5%MJhTj($ z+I#IDEhnXBoiBsrAEUCi-Dn5)Xgum2X3|k{PY+(THV1=`N~&GE;ahSsY%8BMw`ZXd z=#1C0W6gRZCA;$#U^)wqvJaY*89n-+QS!!>JUd9QaLrNpKAK-Ka%wHX_DFhY^y}XTB&AQ_w#cZuV8I(hZWY<(AJ{j=wm6 zDy2pxt;fO}SqwDV&LbK1tZ+P4ke$jp* z%;9U4e<8aa z&cn>C7@dYmZ^>LLKcWO)zBlyS9@g5>*ff?}6OwFR`ny*h<9NzLe(<6PP&q4&By;29BQ`qL2V|c(~3ipoZu~ARf6?S@Mw>K67q#qsmytIE2;HOg~TK`{V%~7ksT*;o_Wee>TQTOiZ3@Ei!LMm zQVe6par4Q%dYMzd*?cQb{~y&y8u8}ai7z_7?8t5`o}GQh?D~e{l2J5#yR{yqe1Gx{ zM|NHqj7bWK5jqS;URW6Dxv4DuiL_xGjt+17J4xAudV6deWVYT%Jl-tJ$nFo8@zLz4 zwziU}Fe3L|try*SHo@Lnf&ab`B^l89X+iK}vo_&X%?88NG2i6taUT}6H-NKc*L7mB z;dBHM$Q;mT-<6!se`O1_J-+!?rgCOq?#oUU!_J(b_`UoSpuK-;>xSG65_-!z#?nXf z<{q+pUFFG~GseD&k1D1 zoJ9OFcA1CMd;o2V9r}&5<}86Pf+i(;#mcTNAe-#Kj?4AzreAX1H3J_9c;00Bpx_4w ztAxB{Cf{YS6}Y3;*};Y%@VIo85u-&oN#MS0{qQ2_0Us?Nj_4b@RrfN8C6+#pG4Hk9 zh)0^)?zA}}ll1r9cWs_7jrX(!=wjK;v#q4aF=`mzn{rMDzz#(ir1JWOpm&R=>ed&O zW9b=OULyOuS2oCn4bN31wAntR+h(?$}aYw8IOetAp_+ zy-eqi4tO~KgNC!Q@j(0up*=`w&=<0f8PA<{s>DaOYQ;sFy>okZQq=bN1&K~@;YzG* ztP+k~K)?AmAP;We)DIk`^C$9L@=65QL|m5-kQT5hDKRHMzWFJ7l>5h! zI>!B%r3+ykcqS*M2cI8+-=*5>gy)j@wpna1s%612fbY3O?RKfaDcB}O)t~k}UtdMZ zBcjo`ZGX!0Qx1>5%iOw4kbLKmpbj#JF-RQNY}d{?Em8x!50yquY&WCPhv*-~tEwYA z9J>~dw$^8TVH();8`LzvUpE{jf7Ci-CjnfB-OQfuLmnH>aD0^`Ek=Ab9AIy~Gh)kM zZV88`V7fHQCcKMe&ZtZS;3hwveCxe{*yGmuT$5#yT6~|kqRgz zY4Kp^l%s^cwJ&>sO$nq}?0377&3Nja>PZbL7?71F*H#$CT}aBqsJqpqn@#K#F%IH= znpTCGuEzm;sGVGS>dYiqnZI&cdHrP{4ZS0h2WFjuxR+V5|9TCQJLQxdYa-LnckaL& zNF-&zp_8&Kl{L@`-T`9(?8+*GvtSi+BeIj20(TjAM1&B?i=BtRDO=5}%yAeYrsA2R zrNm)G1QShjnYE*%^mz%(;%we>@|Qk9p8V0c1J++F#Mz>*_CF@3U#2{v4g(*U*KPoV zGJ#DM(h2Ga2FbFR=4GneEegAbdoSbN8UcxFLFSTm+UvPJbj2|gM0(VQ~I$MEX+P+Jc0oN1vD6j{uLsJ&; zY()dDEeqyf!1kqpa}4jz24$vpD3aeq79EH!MYJ14`7HX~THy^u?keQ0`H6!X+Xi6w z3=Jdu@i&di<5Mu3vKr}v7ZkZkjSc%`ShMR%xITH}2eQtC5Sarws#sxoBW`?8C(LPw z;#{ECaf8XQ2eN%jtj$3vq%_#ddkq9{Auhz1ABqjPDqVAt)GKa735Fg9Ku7L>a!wgV zCR`B6hu@zCNbmI#TkQTA6dAfbrs<3iD(SwHusiNDj)IYM|;O@hPtZ(}dawiU7%j6IB5(?e5wGg>xcP*71PDvP_mZ`ly<#y&Ij8%Ypc%) z*Yto%aRPD@7kG4If%lQtP#L6zRn-O4>U|foXkteWk0=)cIe6*Cd8?Bzx-xW--GMD4 z$Cr-qH?ZjamFzvm3uL7}E|!lAKp*+J-ycP7CgoL@p=iLU1*lD@0Rw(2MUW-1;7=R_ zmEE;RK{){PcB8Dzs1%a#J}b?JQ^lg@(!%`87h3?yzTP44_K0l`E~@Gh(7#GowK~3W zEx?$WM(^z=>_Lm{+#G{Qg7KIob-y0-FBn29T`;PV@(h7Xa1MDA)-M8UmJv5%PVE;C z?0NoXk776s&X;hKf(3@YJ-d9S*$LSkZa1MO!}!6{1^x0%x(EZo@-CF@eRo}( z>sgLbt$*^|4W0@bo z=u~qU#xcsm_I={xlHXk+i-K0~EqD<|_OHILN9XCyH(**5j?9?!SRPJWkNv&&{(1Q<#r7Cy` z{%9$4800$l$`7zb_btG4s=`t1?BVcEqZnM@>n#{ z3x{a~wH`NdruVg#X`M>8*7*#fPp&Gh-)!4`z!30h4%ER-3pzA3&d4lryz4r*`O?;0 zz@Jy9x{tszl^Y0GnmKp>8a+vodD)SBo5-BqDM48F1Xvy!G#M8WB6+9xw8TIDrgIrx z=YFtneL|c`!B8r|#W26%MNfKeeWN(I!X`uPS|yAi|GwE^J4Mj~%Tbd>*LHA;GVq?v znuRq_k7KtZoH6vCJeQCHSH@jX)T;G^;TM$p1oIqgI|`eqttH{a2%0K($nfy%(&M;7 ztg48Mx07nuO7o^z@Ph}PVGD5)?X1X|p3v5_GcQsgSQE^hz$4BbDukCVLQyY7?>D*F zJ)Ly@vtrlg>$V=0!_W&fCA&F_K639*IFrz%h)gm?RJ-8Z{zcA_r6MZ~g5GR5BO!*P ze>!97;WE;?E$)}zXYq*Z!2XUG$hpfo9pMxeULkRAd%iS$>fA zM(w&z`f7<2`~$nhqtBJ!xl8OnlvcMAUVw_t*C%NbrD-IN5SSayDGTkJgb?QL4x<1+ z$@90En&hzVEWP=u&CZGZ1X8R^-?l4?ba!(|ISK3y8|8~R82j@J_10kUB?m2f!F;_R z%xUHL0HM7od7c!{z5+xB?h+u1M{SJE62X{uppXO1TwdDgL7w9zVxd$wxo$Azg@#8d zX&bX=9*g?3Eej!6a&&lU?RqmPCg^b`xe?CVZxeHFlSu_k>cFK?`Ueu}B|2LmTDiTo z2&z?|$gfxD!^moc$gPlZG#d|#dZ+PrVo+T&!j^>197($>UoX}KCGt^44mW%{_y(4m3fqUYRBvFsO+9y)bT&8QrL3ULO~Hq7LiB6`WoH^5m&xNBi-Na&Zjz0p5mSaP zXRt#Z6Y!q!_K?qZ&SzhZ0=^-ITtiQ!_1`=N2R9eBw`Ip=FL=m;W8b(Yx}93AU7XJ> z4I&*QnM-?WMG69rQ|%n3r8zr7r?xZzgdvfeb$e*pjq85`2NlR8t?S6?{VdoDe@Qf* z<2K)7hr==)sH9ysWD~`))E@2*3_+x^^6#D!@07Mnj3H?xL(cbXW?D=!q{cMTx2KA^_>zyUKI0Xz%F z3RITgGEhv=)8$A15Tfy_yQ#d3dhJ&nJA%svkoOfm@vq--2=)3RD@4iP2(2z^8}&IL zs3I~Rfrv+<&2&PLiDR9J0BV#z*e^EdI|2?i4wPvHiWNZs-=4uonQ%tbIf?oVprdG? zdwI#1+~Qa?^t@@%=AHCL=%i-~@HE|%t;-8e+LzaP)5PbG2b{#pR~L}HOT5c&&@@Et z2_!2^Xu$sQt-%e)l#D1@%hz-c59XP7Pz&A+G?T{bO&Xfykm_MFRd8l6hn7fo=Qvl9 z-%2<4xc;}w!1LfcIrstQtt|PfY7`5<N$ zIolH-iJV6%ud--D?0`@AD1wJDg4{~`0YTO8kaqLb(W6srSu?IHtzRQW9GMO(-j&fZz~75{el9LTB6uhQPl( zr*=Yqg8K#I^r)EqVLy>M6u53656lywcp~*-B}k9KV4EG4jmuk*b*m!=dpsA*bFd}I zx-p~bx=%xFzQ*R4xOJ7N|JE9~HBN*6xzXy(+h$p5Ydx@6Q!hszs`;?|4s(tQ>mK7OW0Kl!@bn11oVEbP!&|wavPH%eXz&ZJ(8RS8D zZ2xavf+yV;;y{Aum^g9_zI7*Bs14s*2KftBpkcY#b>w5#i#?4u+b$bby7F=yHRlSF z%_p#V;;UD4#UvPfRn-kX5)*w1ffNQDfsw`2GIinIGf2cX*rMq1XvF6-n?uKdS7+4J zAd+q)TXfo=f(Dg8m!cxl+frvSg*81UCVB5kFUp1PwJTrJh@X_WrpmIUANo}u_VZx` zSR(fn{j5ubA2|C(WP2b8={P+KEJ4nb_!)CJ2iAMAQ+4W;auo8#f0EJS(4*_Kin{)%4+7;%rA0XO_3Vvl>DNQh>kyp4n1*m7j`bPu(eO;@&DGKaY2N z)&5P3U^3j3oO5(++$+5p1y0=PeqBE*q|kMuI#Ca~}oCfjMI8NaMi z=LS3(iCV3p%1U>hwx>N9o`d?;8tLu9nM_+i%Q#*3&qumEx{M)pyVD>E$dn@d6B|?D zeuS?8SLAa4-_T~l8yO%wC616PHvuOo?*&ZI0OTvSCqZbe1MGAJZ1H>=DwC!i;w`W-3Q&&+69tVgbXh&;h)3qq$f#+4dW)UZ7n6v7;pvd!hv> z^fs?#LCMe)m+o1j#+CZPtpB*10#+X|7dh-3U?cWC3t)SI?cJOl@R?&My-Qs1Ea9B8 zy^uNCMx=!RUFqVp15j{D1^;7X4VJFO)bAi&E@@oc4ocQ=q?-P|PwLFY?UncSZorwp z389`RmFg27Xg#yL5_n1$Suz~L4VzO7qGGkDEBD7-DxAG_#||I|a*h-bEXv#rf68LZ z4OFyPsd~JYwlRloU~!~q56}2z}}QufU7`j)0Ppq_}B&|Z#Go}AGLcCXF}u2 zD$NaXi#(c@JXUvmLk_Xh@a7^4@dE7dyWPdVr7;vej2+idE?xZ{AO+Lm=vJUN=^gsE zb3+q&ipC6YQ0VUX+C6US9^|3DSi%LP(bx13f!ccs>ea@a?{l)V<)Yx}-BRT-_W=lq zK?O0u(i}Mgc~RwAyL2wgxfZu5`NnP7yw-epQs`O%al zsYes)znY7}o5R7a;vB+FxTv2;3^ARhNxi;liY{U}VR z7;&w@aeeUtsQxV4*4n7ox7}H=BfWrX5N% zq~V=^Zp}9%36PfQm2THsoazG*`wDvM7$UoBJ7UkC&$j56@0`xmAAg4{PS?LsZIos3 z8OA8l-IsHr9(jZlCpi;WAt&Wa)a8=(R_4)AZ?MZRIik&BQ}93yFq_J_m32NPnVV@O zOE3eaSCdNXL~7fDNwp6f^7V zoU>54)Rb6%Nw;pq>M&55E!JZ@73ZM$QTYW-l=$akotsMIV^Eb@befs(6)>n2w&+JP z8uhE$r`P1ee>3p{;z8yU3UPzIrDqdL)IKiiN{!91F|cBXOlsA0YsKbJh zDcyo)N<9}8klL{XX!RLI!$+YEA9F= zxC%(HCLR;Gt-Bog?t5_LfSyL!<>zCd5c@1qNV0yGU#Ty&Q$6)_f4AN8)@9AAHaz^S z*~}kbiyJLUcDj#Lnd~v=q49Kh^aLrlYzVS(n#|JKFX()tbX;qui0290d@8&(SkiJ0 zu%&5u565k6w$_4bhwHM*yL-l}-bhB}Q$&h9lfX1ZH}yt!d=A*W&%~jOD)1%_98G#; z2Np!`Qg}*vYLsK_Enm3kx-|Mrp4Q&Lybl(5+_2`B_96Fu{QSooOy4R$6W@>PM?&cN z%|N2s&8^D@;Np-!5P+#ZZGEy@kzoHwneedvd{*j>-zKDib(q=q2B-fKoQM;=xQs7_tT4=}97~-24(vvU^Ho)ue7&QE9zS{-l_r}_;wyvB z=^S+Otof?nJaVo8BFIHe`bQil{nIUy290;yt_02b5n` z`LApKQ-PwsDk8aIW@IhpG2pk9&a|s>oRdGNUlSf2uPFptv^$d7eCE_2*z(MhnBU%R z0S&+^V8Fdxb0%Qjn0Jco)d!bhmezuOnDDdo*5{`>P8yTjYNx^f;tX@_u{{y|W& z*q(R}bak5~wU?l>MYQkyw}&?1@5exGl{UnJdoJlwh$!j(a9+;BMh;Z`UHlK6x*+~S zA7VZ{0BkH91=U_JXNjioQ$z1ul+)1%V6Z(?AWs+4Gzyjv?X9BW;ZeE+hq4QtD)RGm zxje6af#|~(8ET;nk4G<3ganZH!@t3=JdD!ZJmouZ245(jg%E{envZEJLjdtsfWb!< z%&+$6es~D=hmT_d8PC-;j(|-jb zSl4gBkJ0Nw2jzmojeu~~y9~%665z=332{I@`V}tbG{`bNU`%ucsbgT3h`5ZYe2LV4 zl;3xUIi-m(dWnBXBg)bwx3NGb1HQ8yof+5@tlZ6iqDc@Dr0I}c@^z3ItdESsBxT|5%z=@%alP)IA$V>a&Z$po z^kVnc+G6hTz0^^Pi86&5j@>PZRm83K0S~BFj1EOGq9>!l9KIwKwHZGCG_6vsaM=~?B zMP<2@T%VYmaY+!uw8rTtHR1{ZbZ8@aY6UTXp?vC3CWSE{3A|FQcZyb34CHH-Ltn2) z6yQ@@NHWP;Qnx$Xo-l|;Emoh^lSFfpl5>)pz@a3+-3&V0Qr~w6xpl+iyi;OQ{5Kk~ zw-MG>efRVL6n6H3DcBr0d(up9R364b^JF`ce_?aqpaB^6020cSc`gidv6yUBZ@yLM zh{)N_h|2Yz!YiJzwn<-XP01tGy5Ud=N&H9UEI1%imYlkmOVu@9lKN9JcusCkBT zZ)L)u+YFv26H|MwK|@ik(tm2F(3C#5JpUwvh9z5!GErUIQ3pKW*@Ep+P~6ORJHWuk z0`E!$*W7*G0psU7HvnSeBS21bPlwg+6*Y}eXxlyNrWun`l!bNpEEu4)$2j=j&U zewdP+m`{9=sLiKkmXx`*$M_#;nV>Je#S{{rKP1@#*Cx>v=owib032n5k{LEM;c;=W zz2b6$$s>0SXq}7&BCJ7a_Eln4SbG@!#qR7I&zOK#Gb7OjhC-xp8NZFQ2zdMeZ1tnI zf$5f=g$7MdNRf0DB{mF0Z3?<5ZhlMpc$6}uahC1gE!J!Z9DwAi$!o%p68GVJg6$I* z%{F<_-?-E?(^rl^-f^8HgAv(T7z;hSa;Y#ImWPn;p_brRQOW@41jPnHwWl5q&l&&t zvnd~#?pPHc8;))Ua~R0W($3d?>x4$9szJl_m>mI zx?3UeM^zSn1uSX$4ly@l3ASXN6G5#ar#b=j$cE=BgZ=f!yhEw8ipXg&85U z5==2_7kNi2&oSmIDwmu5HPQpsh;?jdE)*BKJZR zQJ9XURg&Ds%yE01Qk3oFI8EB8S(nUMRv{iEN14hfn>wFg|IhQh@4Peb@B8_Fzn=?s zuTQu?A~7DpLPiuG0A@~okZHHFcn)l-3v=+hq- zQ7`2?v!JAmi_2-*t2?12YVpa)bR1w0Izx3WI$Vw!iBvz{hHk15UuMTI>PPh<3e+8M z;?-}p;afms+IU5{-LJ%IN%r+zlXHBptMxlh9lN*>uXfzr;VQ%=SRRRRcKEbllI8;w zNAc+C2B!vF-UGGr_e-vVP4&CTra?9fJfIt*C&r&Z^B&wQbH9^`70G*HDRfvnlGlTo zg(hp?{n`K=CMrowGb+`U0PYii9;~Ludl)rKke=hgAsc>UfKwHF( zqvz!-MJmX-JNZL6sm-l;*X>GRr)anKN3;FjkwB*@_9vFRi15E#I%VYT>FM9YU;k}Ek3_U7R*lv5eh;~{MQy9Ny_HZVuupKY!|RjNRp2b zZJvUxcr}~POw$W2f{*sxd2<^JCRXe!XPxRv+u2PWlJJ6(!o;g!JDb%vzBuP1Z(pIi zGTP3(-qo_@J5zeOmf>kfuFuDcRZ_UstCyBNAJW?SxXsPsz6Pqo(QUysbYG9Yw^be$JPG@{w6YWVVyzw(zcOD00w;@<;Y#Fmdr|)#WvJ~ zD!$=2*T09nz7V^WA*o$Kso2`ox7?6fGbm`)?mC{Fak(^sGhB!a5#ARlL8Bi0(@kpW@gR) zrP3#=9-Zv;w}1HCKAWoVb7xib{H5 z*{9scRVYDmx@Q~7yf&iuidae!6^*@=xVMbe_~4eKAAB~Biolm0&fDPThpbI^zhW}- z`lo~8(HADwYzz|PbPsi>BKC@6+fOW8-nuhhm3bAEq>BE8+jr)==*|5gb?8IWvk@rR z)9INfilJV}BvFX(lyPV&(s6IZi$)1!iJx}Qe&L8{4=s60p8wh@?Jk90Ka!BwsTQ6R zU67ir@}&}x>cbZ8Oqu%zGh1<50yQ^EQaqkbI7Y?}*J(ngwwBj%?>S%2`VVnIx$1lZ z^s14$-o^DJNv?@&n6(swj>$;lI(fPos009a~DMO%S$Z z?XJQl8OOMKm$S#inr}JR`GlyG^jRBP)#+=)fqRhM*)t*ed1DKwN+s_1f?k}EBvx}nnuIiWRgF1?m$7sv>}xn+ z@urb3=C>LoKK4ZM3=abO#{+~uU>eHp_vsJ%m(HPLeJkI}c=tw_T^tqV{$o<0FDZyH zuMAkVS=g;zz|ktU*{^(l`D7gT_l!%LV9iHfENo(_Toy>PF@RA9U*qn)ju_v##En-I7iL3J`Vvf?A? zJ^=u|I=asrr#g#CJUJ9aL{W^kb+j1%64svQ$iRuL>PopOgsAsXRtbcxB<~sO{m@+P`bDcTfg>0?Pi9 zx^j>|AHNiR$!?aW_0w-vF5!aUfM0dvRXuGRlI7_(9?6@^Ur|19xF(NDm;Ko?wq;>e o?>PhPey!}uQP{ZVTrpB>Gac{zrW}Y-5yp+bPvGv>ucC7Q53FRm;Q#;t literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/pics_png/qkrt-qnn-sim-1024.png b/Compaqt/Plots/pics_png/qkrt-qnn-sim-1024.png new file mode 100644 index 0000000000000000000000000000000000000000..c6765e6f338a60036dd98e28e2d8c9a5ecf7752a GIT binary patch literal 38286 zcmeFZcTiMcw=LQrK|lmWLCGd0qY{;@B7%}LO;SV@=q7`NCMpI5RFaYf$x(6;5CaGZ zNDkd3ksKw{(D3Hw_nq^dbL!oy`^T$#uj*Z^w2|I<%{AAUV~n|x#OM%;pDaKGCo3HT=y_y&9Yv!OO3$dsFv;hRXAGoW_6- z-^0jt+@4;?ay0Y&HczD6xp~^>*Gn~@2|Dg=kSbQH>j{@96Py=EhiuK-8Z3Xty}LZ= z6EAAr>OHYd@~MejUcL;cM=6}vJv@Q@;77rIkYfMy)c;RDGb5r!45?6O36qJw*cG?= zf&Nc2#F0P-0;_G#s9V2Pv<3a|pRtl{q|LFgQj-LE4bWyXU^x2L*9Ek2_*{)B5( z%I|J|C2cR(Vh3G&U2}~~oT@$7oG|!O`gOsX$4u%4lg*#~515WO{S9FamEV0t$IOXa zZMRS(%iX}%Y~44g^&yS4zu5698+41sKS&9&t4N+6uC4VNeZoTc(-=N4J7f_^Key+# zR7YJ^y*|(^Zr69AuSg-1UyneX&0oC#^X-uwK3{<b5}LQjT{Es2o?{*;h`dmHyPg zHU5m3?#2E6&Vrr#^&Z<4!RMCOe)&9;ftg1tZex{I+_uMMu*%(?#l%6ez*VU^O30Z( zey6}|cWZL6D^q7M$Ee68|KqW@mFMcZ%O=IGOPW2YV?YsUj91;GFX zRCb)OI=a+u`hHsiM~=~J;o^0?z5K>ZcD}LZ(Nx#U2XCYo%Fm2Hi41sR)176s#FVx+ zq@~O;p5Q~A-oN+So#kNDmwIPuf0y>(XOncE_-Uc`X-Y$(BS3-U=~#V;^U7o!Lr;#J zzAK|)w!YAIjasaPkfF}U?mSaGxs-3-5uE%kjKGMN4J~n%kip^BSBG2cHmFM>r(+f@ z*uXZvIae2ReENp|;!rh=k||4$ipKW#r5PUl#RhiEW)$O%M7W6vVRe@~S*QZXv3fU0 z)&v*WZp*%AD-G{Cn;U4I>INgiOtXBcWFp44vM!LiN`7xg)Ue3&m(r|08e>H^a_1?> z1hcS-;UC-rzAT@#ml7pxYMgiAvkAKR!E4jUDXXh;QL9ykoSBz%YtFR9h&Pw7Yq*%{ zpfV<()H-)(8@QiQ4s~hZa5pKKbRrIA)~k#AjZRKcMYq1|HTSKiT>IYdwOBpxQCUHT znr5URH?(qjpE7d&*hnT7j}7eRVp;$4BP%7wz_~@YRc7UO?67m2tVCNB`PpegMNx|Z z3$5Mm?zX)_$_@IeN2a#9B>_Usrtp|bx%?i{)*S2FUG3E9p^#;&d@k;@^Qh`|>g1EH zSo*AZHd)VNpXvrkfnu@#-_(k;Y+sf8W;S`u@PkgVxk zymRYi?Dl+FnNR4<)AWhltihMgF!?G-8^gn;duzSs3(3L4g-)55jeGM<2Vb4K79cA+ zCL&ixaJofDQRMiUjJo_9gRI!2;<%>CUV*6|TLDe`UrGK|vw2l^)w~5=+s653vQ&h+Hksx7+>d05Ztq;81MRV~&O z^{&s7hL?3*_B7l^hdiEAJm|1AfYYCnPh1c=aiEion;_ygwNp!2+_MFA7PorO-Rs|lu@&ohf zZ~eM#Cq28YviQ9_mF-D;`8G+UN!ElfL%0po-b|hIUR+&vS~!ff%hU+AdacJI>_yAQ zcj=|i2QZx7#Se92VG1=%M3={k-LZ~y3~H&}+x3cVXumu;l@eB}&ph4w4yDPgZWP$PDp)*H|Kq{;ea$g)8F29MExXYr3u_vp`w#ams z9$Yq08w-;kidw7b$M4F2R>M|efor4z5|-@VdGcTpEtK?dnc(U zJgVkP(W7JK8>+=Z@)kd(XEIXkDj-LBY_Ux7ZM1diXvpeqmaQCk@rksK7sP7ck>}r?(GOd3;z|gn8!+p_E=Tifh zF9Dv+Dz)v4D~q32>=G|p*7sR*FnR94nloUDdUpCCMM2Zl=^HFOBDFhC1w68*VzzrQ zkIozFaI;g)+;xd}?cwugPjmfF>HqscwEHlwm($Cq)-K>PvWg@W{jF!4Y>AhaG>nbj z_{t!EEXwP%A6eZ1x!ghBUmqp~P*LY@Mg5We`;DnoXkqVl)9>%W^Os{*eXB-;*aC#U z-(sQY$r-pu8@bJ4!P&`KiY#Kq(#d%mfM9UoLiDGQn$+hjNTN=q^Lfh+b_6#hhC z^>>%fEkaz<_52wp!JPJhoE0ZKnN!qC+asJlqKVhuTKdX>sY(lz-<2{%JA~g2lU*-Z zbDim;f$!I7cf`1^xI7r@NWF!r-m|-PwIPrpr*@Y(Yk?uF?j6Q$4ARyqOC9Xm-ki;^ zWv-FzOj8petbd^s>ARvqRyDldgSMx%U0I%JOSJco?Gd=}QoA31RSoOU{gxOjvWU>v z)1B$mwscdjPY<0uD%13me8(=mfzwOykz3=`o~a3=p^3t*y_{XecvM}??=8z>-@RQ} zR6#pdte`H#X) zUyFsqxi!gRIPE`vXI}4H*|uV(m^qD?KhOT`(cbp(o?WaB-4}1hw=-V~l!BQ{W!Ye5 z5cE#`622Q&$+)JdqFc$W8BQL<+ikNs?^tYBQh7(<%)#5rWH|}x7JND7+`r6kXGckd z+EA6qcGEwGyA(In@ucNmi^+Qa^SabQT?ck??@b4MPl;`>g_^$vW}wfryRbovJAFRC zcGt5YO`(!|sad49c#_>`bF?m|qutg@I&!_}m+dhY3SwR_yWC z$6jT-84UA!c2Ct>KC{-V*2D9}0#ztEz6B;mTAY z^B^kW~6!36MZUMQo0y!ae7XjihVl$R(G$}M9WP@?MiDRZoU6BZly!3wuX0& z?%1$K?@GhRON;fFr$2<-aW2pqv#&X}FiZ`?nmW0B;LFjqQTpaupGME7aceE@-MFZ{ z#k7r9=|#i4f;a=6H6#6i^BmNw5=_zaEGX@N!a}j>%508h^E)#X@dMi~xm-M~F8HH5 z>>ht!*Tu|j2II~>)LPO#x_j5y(*L;ffvd`V{i^Jyo5AF9k)bEEHvuc%7%Sx zRd{;LyfFB@Z>Rfr%t@0hsrUE_VW}ICiHzi+;Ge?7To*bLMm2yP`cx4TnbCMYU8}y~ z_7*O({44cuEr6yaTYVobF`Q|Za?!^QZQd@w(%Or*m%Y`q^5aa{Juz(hk$<5WP9k-$yCHQtOt2KIec#KCH2)>J$l3gB? z4SE=N+lqX?BQ*fo*jkK&68R7-TH2+4K6na=GSkT`w9&9RL2o2zD-%mSfQxzXh#PFCIt#M*}^P*#q5nlJ@L z2Ch)j&}J28PTy9Rq}3)RMjp`@%Tbiz^qRZ4jpg&omdih%@aPMN(~nc@gR{N)<^=}# z&AjGIa?)XXTzRzKG*)Ynxyg2UZML_}gFRBu$ViFIBI|ZaQ(+d{vC1Qiq*_m+{H$Zv z&u^%sf_ut`QTjAiueu&8tLVH)`E#a511*)EvbmSGr5B2hRVp9`y$39w;uLz08a; zNPb)3f+Jr!5c%cOfBjOKhCqn+tT z4GZ>R4M`$ywe7jjqKt1Gfa8g}7;@VW(@ZBy97ex<`a9Nu_8r=>=rjwcK+A1JfH$lx?e%z45?8BhmPco;wPJ2&yA z_nD}j3bs{sTd0^cUQr)3+Gt@3F6uS&>Nm8@dU#thO`o5&>b6=>*L7{up`z59C(Ao4 zZ7e;fzqb#14Tt6BY}Tkas*xE`cHdRWO7nBHq)SVgaCZ86v7t}qc8d!j5)K*T*S=i8 zH!(y(3XMaUT$|jM82|c>*Fb$nwhT8XY5M(N2%_!IAr}=Nw6uD zc3)t(d!8;A>$s<(mbJ!0;*hNYxHf+gbxiy0K~%Qt?)TS&@AQe@A(b&?f7(vwaie=70sG>RKNCoy_)3Uy=Fjru~r(om!fv)T(VD{fJ$X8wrX#88|CF%@#x%AY54*- zsFX^jxBi4<0B%JFy*ZPqZ!)a1Hmnn+x^|{}GIc|1cyOrNi)9PTPZst@jxR8W7(?99 zUft!ZP=}O|;~Qg4K84d&%i2vafmAIaB0@#adhetX>Fidonm|tQI#-XQ*S90eeT7G5 zr^V$+t2)~`Yr9kBy-wwOIdTSxnR@S@=$$#S%jTo~<~-`hy8uH*l)e!CT&|8L;R9KN z_>wFCG(@WSo!yecT$*FuhMRKwF@+}u&GITHShG2n+cv`M$-3S?)~d*(i35`24!uEE zCb|qO;pg6!l?6Kl#d$4MJi(J9d==w1pa2$Y?UhKIv z5dg_ceyn^6%*z(^nfo;5GGEe5<&}FA|00`)@Gw2zu68Gh+c13S=R48hF70gsF zG=fXl&0gm#hN`#6xVLXJm)W~$tJ$Vy&`@ZyZ@ae0YoR{#OZx75vx#U}TJQ;^7gF-4 zi~-)WwtW6%G3x0Z zRCK@RyoxxP*7rzdQh%3*R>`5vpoh;=>{6RwNE-z=wwK1u3_zT@lxf6@p|PL-_K~% zMMn>Bd$I^wz|Z4B>dH1(Q+cqeamz3m)M&r%W+(<8NJ@A8>6hf9Kw0R$*WmVZx>j;; zh9QNO)AVe#%ZPi@CmnOGHQdYQqco_`O*hoIQSj&NL2)2qQK(nk6#tu_hmL3|&J}m6 zV|RD9@&LNlvBK^aYh@0jS9_Bb41U*;Z2MNiv<$}WSH(ohX>58IxsgoV`ajN4v!rDqj8Sek~A z7?KVnpP~9gs7iMLPgG%1+dxzhS|o?(($wQ;dQ6LntY?}7BHt+$=5iiz1lXmKx;obVXi#K)cJ^UsS_s=^rw>BC zP%#S`7JQyy;<@d>hAn@et1k?XXKi0D@K%rAK4vSk?zztdbE!~OSvY~-eGL#>I``}O6 zm_Tw~1L2B4N9odpKP_F&c8!(yt=R^uRESaL&#P+z)t5jFVD}1HI!2EghnshUDk2Yv z+;`jK(dLBWhn;rjlG88Jp9Hv?ys&yOrV+jple-BSC^P>NklBB^j)@jtq&A5 zs3dP-Uo^2V*(6&hXw#A-9w}X-Cok)}OXm)Ys9{ellZH$?3CN5*Kn?(66X@0r7rG71 zOY9P@6LF>4X4REe)Ore1HeI~#6Ys34yi!Yn6Ybv#m0l}k>_+9Ep*Z8Y4Nm&Qd+Of3L*sIt+UQhP#8PKAWVa!hXd8gWk7t?v$XZ1gwrUK7g|2*rVk zWf+V~YR*TWU1xh*3Iq5Rf5JnurLj0B#xFeugTOXdy^rPVMZ1=St_2;U=^=*@u-^}X z#6vf}id{!|y@_0OS*eH0=HFc)8xO=b1DR{T;$ShAc|)@#(1xGY6>7%Hs)fqtH+>oM z+;H1UipXs*wJ3BS6K&cU?{qkFZalCAYQJ9-$)mhy^Ge%#<$5x88YX}f9kiygtaO>a zOQM13<3AdJEFJ-$EyHAcsLc0j_qJ;-a-BQVHQY(t8}5* zYC$n!sy)SYxCVzYYWs_%fLN%w79<#Sf;7)P|NGqh`t$p(vKuC4Fd-^g%)MWqIt3T_ z1Pa+C6RkZNt0@@(W2Qhc35~u8da9`wPyW^6SE}nwaJpc^9ol0h=G|F(gOGFXH`8)= zw=DwORra}6dh{_9AqtJ1_SyNXyj|76?)(yO6>TcW-QDMlkgjMbF$1ej@04nG^Xq5p zx0p%Ge5bz#_otZvbU&{_#LICYUR;zpTq6)gVH=jnL0FaSNEGgX9WC<7fzywIb!MEl zBrw@736HJHwFMSjR^ytw%UoZ(nSmwwjSvp$9@*s|XY#aCZtNG#F*hkem--DOet4Zf zsWx4uMSF~A_|q{6@=sY2>7S-~H&`XHb|()~)3YASfr~-u`&M4eW-AD!W;ooFR19zk ze&O()ve8>3CpH~85K4o3Es<%UvB$n ze%cuF%DeXTFg9FG!VyV^w!l`LdkqIe`7I}Z5u+Y-=~T;2RF8ukgZFDo)dN~NBJgT6 zWEZ`+Di>561%eK9u*w)~0p&Uf)b1afo}808jhrotaFMUBi&3{!(`qqgd|;qOiN9K{ z-WZxaR%TN*`6AZFiOxSyCYtT;%uyz;V|-(njJoPy_@RGy4*+ z%+;y(ujC3=Ofr*k&U3E1a@{5~YiYON{T?WOXqiuqT&-0mp_jtu*AxV0uXesKtOz~2 zqI0lJxI~+}y%U1+Vo~4nZSI*+sV`K?`ug%#2XrepZ@0X?_!XqQUxgP8AxO;^Upg z7lD*a6aD4DZe#NP)+3n!-C7S-zvT)nc>|xj9M!K(pN-Xs5zD+_u|Lp-nt6er&3#GT zLZ+2nQ9%Ct#x`haN4?Q@*10_K*3wRR=8TlnpPQ1_t#KeQ$lcTnxyKLB6<6?w0BI}` zG;S2iaIMLeaT5qeid(H1ghSBQ%6hUAC4^=cJg%Xb@TT;KA~naouWGtkx{bNOR!99% zYP`E@NH+D!W5uqv00h?*hrVaXN;l!y)%%N0!p^V&xj0m|S%vzcl(W3&;~WBn(gh|E zRaZslx|(pO)$$<_+Wu0FzYxfC=rwhZw_4F{&{-STVI;1!$>ZHZPDQ?Q@vxGLbCjUb-R6X*Vpve;D~n2+UuP+h9L)!Soz1(8oN{=b`YH;flOvYcj%I;_)rLwc^x-hWK| z{$i+YYD4jBm|Z~~)%Tk7p7N_TkDoNlI{yB4+Q=?gpbYzqS2Ryf8JBQp)KXJ?TWj}3 z*KpTx=<;~a-}JEyIpt2X&Rvu5vIx6UylNF|CufV`tI+L*KUoA~jk3M^^mf)_?zc$1 zuY1>N#mOdK^M&$7b-4Bo)8XykO|m$m%Le4IzCr_&3ev@liB-pIl&RYbkDGIyGQIDx zVTxa)t>azqHgoI_eUC&B9^6?}GpSgM?{aq@{qn@E^FmX!^uh_jJOZnTfu!JAt6r*5 znLJhG^uRDL{mOW#*LzC)fg{tG=LU zvVVI0o2oo4<82=Y(r{nkOUDLxlZx)a8@*SL8esPZJQEVQ#+!33&4>L994f|qI#=D- zHgrf5n=2|N6?#08YVd^Ht|qF$6P9iFN^w>zrqkHmR5w`At);IaI3`-bZGX&P^s8YZ z`dr^~YB2RZ<{r8>uI?JDW`O0Wx)OA5p(L_EtG5RkQ|SeFrMAwM60=C5tfW&HZ!bj5 za%;Ym01d?it#0rW#Ghk5-}s(272795%|(&H6sfLi?z5E&`71Iv9O8V41E~5^c8;*6 zSo<1BWa+iyAP~tL+8YhdA8s#ThAde$E(HsP@|{a@8M5nrU*iFNfkHmRkQx3?c&g?f zC57~B+mXI|PMr8%?&(4o$8r6U+%{>w3X*LY$RvQzh4;6!@ku$)9#2@?nx$Zs zT>s#U;gF`?`T9bj>=IfWGazPFv1T+as#BQ!U?j(~=vK6F=?-91<}JCYhEhOm|0Qbg z{djfS(h9-$Zg14r2B_H`{5Xa^<&#;IiKBnjD$G5`j|0o^x<(|%67gC!ge$u)>_Nv3 zu+?0i=Gu`}fX>zfGe<3wSx$~FszXS)D-UnOvLpgm*_66G&GQD!`~)`V@V#O@cTud80~{dn^TSL9scp824Y{o}|}Wj6?rWSZt{ zr7MptwJUQ`+D5Modyt~8i=6m6u3wRCN;6Q3v1KW8oXmm<^z(%Jq--4K<&6yCU#_Af z;Tm#?UN(HyH12z~+h$dYlaj~{WZbJpVB!EATfs!J)s_ovMmDL^IJ$w=yzCHHQs8j9wfUQ!1 z!QKFoV{OpwOGhM{tPue*NU)^(V_l}4J0_2(4jYpuW=xo>Gmq_>)svWK7iSjJiI}Bv zPC4&Kul;T|M2Ct#7bpwG;iy;RJKaTQKsYV7HKI3SW;x*wP$z243?D7seYqzZ-C$k( zMX@e3K=ip6CjN|TUYCdYowIW>c+%~FY2;ux*Jf{3>5lgkepro(}S7Xm9h^1lBz`K zi}>*dKB(LcB>L8q%w5SoF!h2c!I{ICBofMkGkX;K0nfQ1DLQBtGpSnXq*6Jbx`j{m z$on7={Q++lQ)~La_3NA*WX}qpd6URn9hkN?+sQ1GH(0Mcb7_O|H!k?*nTj{_>n7E1 zdCljhODAVaoK1yQ%47}l<7fBx^PD${M)vErW!W$ZdiJB*Y4E(JyFm5S;BvuI{KY|) z#)yTf$KNUaI;z|kEgEwjtk0XQuvFu@n6ZW9v4tO!516?-C5NZakMao)O2CmTg<|KY zOI1qoDIJ(FZ1a7uN(@{;h6_FgU)Z03jlEYT%Rjh2Rccq7j_2vehN=Fqb}5)DHNk3> zsTB@#G7m;I|8vl<$#|y<*+Gd$H!njMv~U?5V;VV7#SpSl%eo8xY%d-*+CSAFPh=wr zd?zN{#GWDeUl%hwf2SSOZ>Ld4FQ8m;m>lQj_}rFh;Ypx^I7f4Y&E$?^n%w!!O~-@h z2whjj1LPDy+YZ|H%rIs{AVrfZ?9%P~o!ZDoK3>%XKXrTaaQacqQ+8%-_JVZn3-X)8 z?5oeuClq+ZIVc;g^&<$`uTVQLP@#KfYvA((b14n7n8mp{>6g}H&(4GvcoZ{X45eO{n{S{fEYQ%XM`$LcSKY zNZ@mpyt}X4cymRHuqr?`2|hdhg+PUNg=|(`of53-#BaXFCd6QMzcp@pAL$FJk|m_M zL=3I~^;TAUJnfqZ6u$1S{rggMuX%K7DH|!UrjbdBZJvJ0BnD9D3`S!Dd5*UzYH87P z%@fX0Uh_D8V=tjq@BW_?D3o^c;))W_t_KRcO0SiF)t9`;8Bawl}cR(yq8;GUP*(*Zj(p!F9D>jyxja}9QyswJNV6_n4I)^(4I47cEL?RK0zaqTimn9t z3%?BfBBq631PD)egj|9W4vztcjj)JF8wN~s*uTHOmzqDEDmi@l594+f@H&nK5~7~i ztmjEb;b00LuR6Ik75fa#apP2nPK*E~wx#P(okc8k+*x1_MqISukkZT6cLhsUXtr+V z8`&B}sW)QALBACM#cC`F$Rw*a|H_5 zRn~LWL3*wr5SR~-%-DxDKov;H|9*DHj0^LLXqbS9UxLDbrnxSK29DPSEM|q{ zAQJbkPGuGYH8+jzoP)$KTg`)704Zxpdp2l*ufbX&^!7 zB=B~kh#q2_hdAU><4XF9NemNWe-!&5Ut2%dmFTkw{4!7suH4>BkD8#`z^vG*fmO_q zpD6hi44G_#m-op8K4)58k*c{%vzAhbB9B?W5z0R8vqy55gpz@d7tFZMFbLZf^QHJ! zqWJy0h$n6Rj?40w#{0?nCkL5_ILp++qvs{m%n0xoFbdWS`Jogq=HUo`0l`$xBR}+G zJO6ygbpElbg3YlAVk=W)>bSMxqg3{!tO36GpI?Tv{KtX+^PvCV_`%SFf4sKtWbN14 zoTAWu<{vmMA%XOCyBLw`)i?BGjI9BefrGZa;@NlSDbUnj!r;yY6!9Y-@JDG}-dmvh zs}bQ!Xb-%>d7y5T#?erk!WdOo2OS-7Ssaq>)BYv68t2^laa`BecdqXv7O=<1zjRe@ z^EUaZBWp0p3$Ba%?)-f^-&^5qy)j^$Ujafw-~e@dmBTnW@MSuC*6q$~ ztaoCum6>ZC-7WtAQH*W?-Ev>@$QSUB-nUdxHK`~Yun}mciUsDP#C0cg%PB&nOfJR2 zPbjMq12wex9iNpJ$-t84t=@zScLF#>?*RYMkZO~w6NyfYlq*75wtZ#>t_ALV>niFYP;R6>_1Vy30I;s&naeY?AMmFUR?TM&X(qC1e@sHl?yogRg%`N5O7>@ zLqQsPfP=wtIDW}7nfWjsi*T`(#-!X}j!r;9*^sBeep!u;QcIBOkCKhIcBy#{1))sp zN+fofo=rj!`P!Xu@q}>MkVbX>otfIa_fMgA{9t({Kln|;)=C8&W47Yog{O@WlVn2f zUh6DXHkLc+39vItMdsOiI3N)$+w{IiR_W&&WB*lmZd+>RdddME4n`EBEZVt6+|pcn z2Pr$N0_V!dLVJwU;97$0Hg6PUWH$meX#=HRkA0|*SC{x7SS;ue7K;RWld*f`KF`AD zT~T6&|M~^^9Lym1;;;9CLcr$uMv314SpZz44KCF=b62AsD?;3x+B-+g?Y76h#r{NM zsc)qba{3*~g0EtSogoD6F6Y5$ugS>DH|H`WQzw2(UPWgQo5b5DAEz5#v?ADl+|Apq2@(TFbt3?x#3{Qw zZdvp3^k#=6&wubd&cp>Jjz=T@c~0X^QP;J4XYR0Sx46f@@WPlc=uR4%V>uG9sDEV@ zdtf0ndUm12HMFZjdlDDFm$Ew8?#>GY&~a6y9yN`gf_gLsIt-}MTE>v&iFba5R&neUkKK)tqlWK-3!7TAPt4|C< z?!WD^t(y99grt>iRFr0VXiE8vrxp)UtAin|@Kb$v0dX$V6TA9UdGYztxhY(*8R3~a zE79@S_T)Cs6DE(9em`&~wddhSmS62$oWLlAnOOw;&V!ff_?A|)UWIF2M)2x|_&!(1 zGoJD(4JqmoL`U9*lC?@tQUOF~Z})7vCnoaNcqcNsZqM$$t>sg+V2$S5*``%Y3YF)0 znmJ_eyEEgJvZ(R4Mu&)fZhYqYmZc`kNIRXKiu<7;bM(0O))$xe*>oZ0i=jRvINQVV z>B%g-SK6k$&j8)Pg)zO(%lHB=YJYOb)i|4CO@GXM0b&m!Ur=FY886@)Ya^2i*CW|U zwPzu0ON9&0K~SCOqBL5)s^<;-h&1pe&UR_z`UOnYul0dMvPRfZlj9o$0!0K`b{Bsk zU{3OL=?14LOE;Zt(W^YBaBl8&Hb2M7aJbFM>8*Xb5uQ_`(&}$HgnkhNdPKHkQ9DAO zp*|A5m^!2bY=;~jjtAi+Q#Y@e3rpCwEJ&1+gn-*8gl3Ju{-vWk6lbkRGT+>J0Oz1_u|{R>7|_uhio+B=}YGI zeM4NrC%LlwZA-n$kH{L#k0B5>DJO#Ww3hkhHA-D;H>+1VH*`vDBEq{?)*DSY8UD}mObLzB71xz(<@2QTi1%8U6gpyyum40aJr)ZlYmy*?u zwXt~KhoSYfANY9TfPRHh-BSL^bvO0Kj&nZiW?*LZ;af}WOp3Ol&8+k4q|Zp8U!&K} zO?>k?Bg_;$dVxZJBlNl$3bQH1eYjh1KVbBf=e;lXgT52>7MgcHZ2xWGn!ilz6M1A6 z8arBy=DEfwl9TVoeO^6ro)P5-|6bTAq$Q6QH2RGs>9J)DXe0|zQ@EN|x_sn`nek%5 zWddk!k%ff20A9rs6xBIp#%C{Ha9=>|OQ?=B2Y*)Q!~}+(xcG(qbBM&i4@7Py)~05U z;(=GRTiBl8rv{qzp(;3TU~*>#v4A5@Y*C$mEva|G#wxKdDMsW%@X@10gp7*|JRHT| zetO9zKlD$FW?`frW5zwfWU^nP?+?8z1TSPCJ3K0sW+_}czQopg1?f|o_}>1Dz5@_f z>^~J2azZ@=Q>zsp60zd4^F*H$Kh#o=04_FHQiJO%<6%#Res*(J8V9&+^ z7B5|ZqZIDzkV$h^$0=Tr*L@FWLDMG&)Is^iOy$jb+pHN{h@6muh@LZ_1W&3-z%<_* z`uOs|xPx?8mY7f>s$4oR21H~P0(95)82i9# zj}FydcO87N2ePVZiA{GvNh>@wPq6WO^qflv(=;=R|9}_xKuq>_NrBaV-3CzB3D%$Z z$5y77#m$&~Sdp8bKj8D~L301XHGl|c&OpS~QVr@(sd{dV#Gs3gq-~Gj1}yp&o@+Dx zMBNBM4as`Rfd?rTAw?DoFfm*;Wd1((0-Mp`=u<9EyXPBlHTYpI0Rc+yAte^mKiFE5 z+pLW~ul!4t{La#~*mO~c5ru6pMC&R@^NWd4l|mh(jH1=|TAw?a zL+1DM2n9LH@0)g!2Bl;BfL!AE4v-3k9xAurUHU!&Zh(@OPLC0PYP%XJU}n0xHQ zpL9)~P~2#~z|V*m*&#;Ot2EaO7y*65#OVmNNgGHldP>jHT@<3K{cY!BZBMLC>&Pp} zPJ+#)s3s`ulngjE0%U*VfcKE7DU5kZ9BCC0ZukO~wa`a;)V(uSj2Z8_cm8C)yZQ*1 z7Cz7jlPp3KHcq6sKR#X*Yt2NFrIJZJDq++015lE_eOHE7RNpxcbGk?1=*7$29=p^G zGvC&E5tNTZQE~KmN>u;NcPA!Zinbn%ibGngkTy#}rm20Sb&Cn~2)`(fRCc?0DDcIL zZx^OtpP=GJ)1o8^4%f1^=sL$=lPh+A<9m3Er#^&jGEE~9E0odoauvk5qMy@E5|v^JDy%sCT4p14|W`mWY>r$vw{FCmJ z&+j;e%_SYD_%AV)IuT9#MXXEjZM~v?_%CK5<8r9kplsw=>&1hA8Og%Ax76YwR*gd5 zW6RB<&983YIG+>&%CVgOj0_Xdt!t2ED5$A-OQ_zee&!|jg$*f77?E$ibE;)5gIUWzBPd>zg^dyi-l1$O>h8YB6n?0}$Zn%+ zEez06{Lpsc6-`KW3hC?EAY`cs7MmNHkA>SOl4^P|NXg=%@-tC>xX_EA@ukGdG0GU$ zNqdm_1xkmLcrEl=QUhwhH`CG+@6w?nLG5RE?>NQGbvNi8CjJW)E*(W?y9-MW|OsTd&G+&M3yWyKwA)rZ$neseip+`qy^PDt(^M!2sFFbSazV#7D@MhI(E zw+;<&7xm(sTf#K!hU((>kW1CUsRwEnmTZ`c&CbHqdZIPn);~2Sq6WylkG+aB#wjsZ zDFeQ1ZGr80Ms9c0au&S_{X~5$;LkWQM~3Qe1os#ee6yi4%Qu_vMXIoQ3?4yzk>Zv& zBUw+rJ0;D_&tDjrrtGGPETz&97EZF9sLrd!9FuW!Q?`Tk zfS&XH*@NU-T1P0-peY}v;7Q?M5nXyY<7nL>F1b$*+9=*pS4SNw6g2Bf)1dajSlmrC z(f#7x$k=czOlT zE{cgE)p@38gi{BvD=9I)V4=OpaXEQvpc1LBds{A?+ zSAZk$Owr(mbF~9N(Wdf`-|0AW@z5*u zo}deModBz72D-Uo#+Hh~k2c`jg^K7)2j{@_QlRSzyh@QRxOSHgo&y8zzwi}z*#v2p z@Prgd&HH+_(YCyfj33ILR6oo~twzPQh~iFb0grkKo`T zrJOpAG>$5c{41n?z`)hNJUIr@&-&jU>JOp)^;qi&5-KnvzpgRRN5!#Su<)bw2M9+npU<1sGrux+lhKfZn&*4^#yY?PP8TLb)S0 zJ>Cs@XN4>Dy(L#IHwg@KxD!T^Rv34;j>pP5>D(2ql27Nb`I7c9K9wSpN!dK+1k zapYEY0hIs7-3VmppFrM7(Gonifd_PF2l)|&;za`$6DCK@Xu*lL{U!hrBq6^+aK`-m zOE&vYAFIHWHwfQNhD!ZDC~4IcVbT1;XM0|dVkNgCu=JO{9^z64uM1Qa-N-fb>ifS@wnV)v-M!qx4Is<3YGg}RpJTri-nu@#$5B}YR5P9if zjxL|O!8xQ30Al~Y=h8pW$pA5y@eD}^R*ZdVYOxlXt7hJRm3m=Pj~r3`U&J9~CtmY^ zXO91NnCx#CklXfq5%NDKGVM`E6)Tma3weympj~9x{Yk7VARBaQ1^5@9BUYP@kwb8+3(0)Wu%_7 zB(qrnTW&K3mV0b&Ne}c0Ab<7)3>M-Epg@HTsy$tiVUm2v(*0SKWC!)k5D;wU59x$3GZ64kaS-l zSkNJ-OA>^Q5wn%VBD{^F zg&8RRSi!)#UqxC8WOF0!;SvVJ^7&5V0nwX?F3%}pKO_^|K=};W-%n2@o7>?jhg*S% z)WICBl%N)1^l_42>vrgMs>AFLR*?4mf0vH{{aj*eA^Ax}Bi#+egCH1nmDmptLDR&K zpjT6aRb^h#K#EEHdRY4Bzh_)IVE_J|LHA)-a9o#J{WZF#ckR&^n)7`Y%TT>!=OQL& z6DWf0{#`Zp8d-B7oi!T}-jzsmg>5|Ed!+?=>x}8jL`$GJCE~tDx-_5zB6Yuw=AS3m zWNe#j6|Qk`?BVUtFaQ;wK7IN!jgXvrS-Ldq$UP&;CQt$SLE*d7zl3$|-`oyhw=*8MYCw~;Z7?$wQ#{K+SjDVO}ZjrALoZBj%Go7#8TA9Q%9*GG9n}0Pd zq*z3^gQc1_VgLE_GC;*0Ij8hh_CcJ2P%lJQ{b8hUm+Iv$-OhlODo;P>ZS@QOlbqOZ^xQ#;MX(v%gqU{-ve{2Bpku#p>Aro5iOsISzeN&CYUrLo zyzh`D@2d%jpCCa%K5P-{KC4^T8!S@uV4LrxS~0UQ6EwcKA;Pir?&g>&U{2)aN`xRb z?1SeRD5}@LD5#Tmbfb8!6mg(3*cr8`>ak^{C9!JO!YoJZ!i5-Gif&zI^C$$j5ZaH~6`bf*NR7V?ZISm^?0Cy>E7v7W9{5tA%<1vr z0@=@V(I%iWoomw)O6I-!kGVTSkMR*K_{KtU0rAj|PhmUuki9NJ*2_3|K)7n|XiiJ( zn{&7JyHJ{&uEsRM)3$fE;x&C&+IKhD;^E~z$uV+Wjgpti#){%h`vQ338=$M?JhJF@ zg4DZTnSwghqtV*?_~ElBD&ag8@G^zo671jrf|D2EB_uA$%V_5NSw-*PF8E^tLUmwj zvK!<@3%(6+9gV-@o(a3Pax2r9C*v$vq#$L|MG;g_4(vnDOR%8n`qq@I(5UOirW)tg z;I=E(B>KN0O;SB`TFz^1UFH6)9f~KV_2{N-R|?@BN1Nc8f{ZR`$j?tu{`kS@>esG4 z`@VuZ3w{R<7ks#wJj#cd{F@UB!-+A~h$kG}=E}de;Z3khw=NHQ5`u@VW9P}2LtN!d#q zhudqpKv|vjz1u5`b%@vefHb_#!?uzw?fz#^d0jMX@6)bmw2E)?S8IfYdy;4k0!E5r zqGJ}=F%fk$R>s4r!0oa*HpHXCWm+4(E-~=njI_S^`aMFysofI21DrJ~r$9(pEE!tS z9q$2s)pPIxkMWx6JR-*VE;pW6s$oFTj#azRe`=ptT(rx9^S4`)#BaZlv&8ji`Mhia zl+qvax&T3YswMae<)Op+Nzca6zHz<_G@O6%PR&BOiO&1#=aqb9nTwLe)f02hEd+(v zND_B>$37PFE2m0ReQkIi`Vn6Kfe4~}V3suin4VZVH!U+}U-%vInj`=3v+D%cb%RAY z!Eus*O|m!S+nWeJ8Wak%`Ou-4WQ8zHYT9rH;UA}SF1RE)ECDa~Pr`$+Qm8RU`c4$}_a6*ja zn+>ZK3p44_!`|OtRAN>lvyJA>(d&z4ZwN{aV(YmzXBSA|olQueRNfk<;@EDVn<8Q! z^ybA2HIULUV1CO3SiCMhBii|N%Sqr)($U2y(;l8R-y*%h*j)62j>G&)>%ZhkFt8q? z;~JiB%GEcAcfuUn*G{1*XXZJ)x@tBf8(Hoo;4unSr0wu!+(xqQbn$)&2cuh;f^*+XsAc_Q8sUtQjNIMFW|F9zQDYBvzc&OZk^ zY|otFrg6S%s`U3z`0e4v@?POQLc&nhltgucL5x%M1gU46bug{5){U^uAuRb@NnXSE zqdCFx=!VZz`Q|AJwOuK`g(AU5$2WO|(J}6Y&BK!6Vc_U6uR7ackv1MRRq9aDef4Z* zb-9x@aqzj92FT3Yt=nMgs~N6TVJ;hl1_N1|y?Ga8(~g?q-I5f^je=y#6_&njJ;HXb ztC>qI&z>BMd)$Ov@A-@3|sUsiyO=$&}#UQ0tcE z90{8r1J`-l2mUe^cc1m~p1qd6y;stFw*Oaq-yKf%|NkvJk_yT8DP&i2?41#jb?gyI z;}~V{tsyHyAtUpcN!cMOLX!o$TiV=|6r|Rm8>&$A&vg%sWm)@?|an-U- zE`L*lC30qY5dg^pXO`fd@7WxfkQ;xNXDug(F|SCD+_VlnaLaZN z=IrWK)#*9HK~55;@X{*6k>Hfq!)=0RJ{0EVQCqKzs$;9$?s178XRZa+h7JW*2w%qo zCI3cQu2S_K-H^+I-(@)fH=<8Mg~x^<1S)Cd))Z#y{gHbF#Ie@0k9wVV5)3aspG5Rw znNKW#rXd%5#Hs@=EyzOqiCu$z?px)|FBDvmeV9a|%3(zCF?922R~U~v8(Ob*@`<)O z$1TH%dCT+*@DOHnLg9<~l`eB|OY9&dEljz**_XA+_O}4H0dGb15#(MLpYlCx+6{6p z*3-~nOja`>nnBinvj!Y{T7)>m3P*+awc|0ej-0u_@OLh5Xa1~N1u&lK0tHLbo7Dk3 z`cxsG$mMO;$rk~I8`uAApr5Tw(4K=FcP|t`WkQk>LmsvU(h;k|PomhM+!*5{Of}y^ zX&r@|KF{>z$95*FSTysfq6~=J0!>hzeN*oW@CP7F@cz{)Eal7VG;{p9J?OM_GP{8@ z8e-`K;O))cGs=&#pGW-xjdrYgxlEMLCICH?8Cn7-YIhR7{2x6wH|=C;0;2)TDWt4( zNGbT4i!iex-LPVf)>~~YpwV(Xr-V-`0lI~#u&b1!Ek)Uq7BDxveP36$rFnxSZm9_) zXSD-XdY>2#G4kLX8A}Wo^IGmo1HVUmH}I2`u}iWv<_=L0wt*V0;O_kXT_8$?v-7XB zGf_mLk3=sCnp~!di1<`I<;AeJ7X3yg3T>oPkmrQ?zw?3?iwveLAGhKO+FJ+Xf+;+> zg&#QG?9RFk?(6B|{kY0rOQU_6q{?*H3!1Jo9V_fx21KYb;LjS2TP1J4b7%Fk8#SN1 z9#sg}stZTEBE$OF5EH@5ITl8*z|Ve~6TOLcE%9g$3V_mo{wTEEG_()PJD|Fr__S2}%{SzYn0UjxARcKd(7}d^m~124Ao_ z(^R4tBldlnVyBa?7{&jBl-7VOA?rEP95yR^Ll0U+NB4B4AP?p~D!;$PDWFd_0M1)M zFZv=K*NZ>=iuk>m!ba^K%);614#U;Y9Y!1K*~G8wl~Ll4-HG*FimL*MGAl@TTF``s zlZ3y*XHUlKKaOEl1m~b+t8YzVVHp0BV%%TRIFm(-@;4MQc2Vx9YJZ7^Bykv${Oa8- zVo@nPKvYoTsqfQ~2CaXmGO2R5LWc8dG}?%TA7q#MnG5G>qyZtW+|ddy*wqa1|~RM|9< zdW}a*eo;VQ9sEng>5w-7ii6vsw4%4jC=c91;wkx3lV|DCd-=*^lgZc8pZ~pl{ufxt z3-8n&!ozcCWj84GsuRz!_j8Yp(V$_zeyj{Q<3Nz3#;ga)q{lsf17?YrE z<9%QQ(`S0Zl=yLDuiV%I5)ghFpJJg18TJ3I)7}<2G?fp75e3R0Ko5qxvJG5s!;50T z8xA-HrhvU2u_*|-6Q@EC1HkSqs)4^E+K=2!9qf+l1s{Bk8c7Y2@h zj7){3h2n32F)U9()kEGenAX7AF_MH-*^nlpv<7rnHPRpVt$=I19)Rb{CnfOM)dC1G z0F94EQ%XEaNNvB79W6n#if-uOawK4fgpit|(%SYU#DTBDFjL2HQK~7;wOzm&P<#aR zRxUm`chCj!lgdd)CjhQiC9!o<08;i>yNugh@WiHL4I#`RtRDTanF|S9-001_`S|#h zf+l|nO76kFqoyE19R{|-p#wUASYkM?G#ki6U-G3P2nGpzhORu+2_-_0Wt#$PP;~PO zz9_DgMB?DMp6@MqD6%%&)A|?r^PZHUej?*hm@4a4DgyB4;FQbiSHGL7MJ;8;$QvHt z2@sdCDe)McM82!mC>91`>3%@DYzpvy=WYu@I~0@vs^G;!Y{BJ_d35waLMIo{h49P1 z$iUhMuW;czI#mLFvr;Omr!vI=6s$s2|1T6z4RD-eO%9yxV}VG805z%hRKxmlQ#Re5 z{h;_Q`lc_(o3eqRAZRxr_8A3SmJ4X@De^Yy8~2t$Qo+#HF91cEG^4V?Wep1an{g=y zD+RqdD_=MvZv|sg<7!`ZrR_*+7M%XJZUldI0cvYFDjXrOxLvp^Xc4ANkfJ=4rFxt$I+-JNO(rx+^>$!?0&I z=U)ryd7z)2jcFQ-VQ8=a)y}c@MW%61&LZA*{#EJkI*{)L>Ha}N)<<+|rp=G%yafFrhslz5>@s$A z!!p5QnkMaR*0w`y+O(_DQuSI6xHKKw;uD5~rYi!0A@qcMx}F$S#FT3UW`D>I`IP1} zm5c=8z*5+KzjYX78)3v~)0&)eI#P`4?K{u$ml_)=d^cV9;O<=l@@qnPB(yCG)rJ4Eblf71^^jY-2mJFZaatoEgL=srFsVZzn_bQBch3+u5y zV5*ogs!bUzebFW33;?cBZ@VuN<{7cXxRPs<6!5*9#TmqYFIZ^2{>Z!Rp~{rc#% z6-oc#<)F~l;s*z|jZE4^_T)UaXQi}P0=LFZM!f=-oB!C=LJsD@uYZ$&pWXUT`S&l- zj4;;deTsc?#A#Mz7X(6(A^kQ#Z>D{$x!$izkd ze6>^Q$amZ*P4pcDd?~`lW-``3Qf`02!8SX!5Sm6!_;f2=yKkBeJKPQO!j{hHoZKmO zhIZs#lHc2Vhfx4Mpf;4t|1JXO+dVU6wPrc%O!=&9bznlis*4rk0rsrt%ryoFnk7Kt z0+JG0fG!#_Nhn!=!N;XvYq#nwW*b&#LPTO;{B+$(RCEyEh*GFxM^oddv7BX9q3TT4W_{Y4)1#n%QtQ!!Gb_`WYyg+qR5QW#E zG;a}j-kOm#t6~z%D6U4v(7mTg)!1_WKo7GuHl}**{ms~P8@0(*``Do_hu>cezVz?9 zI@-gH#wq1BNP`KP+;}lj;o~H*{7l{}#I2r_#yIO~yuWdI zdCbGH^!X~2m#+DKrNv8=eI8|{DV>Wx=Q-QRw)MovJ1_C(QH z(HyyF22H?+&+Kj|H!IleOyCKJuYV7<)nD!d-~!*aqa9iA{nJ9q;TXQ8MRZ8Fg+ zT?>Rg?Tc{KPk?_I%J%iso){_ucQPD^C3KGi+jt)hC@r$)80^cWG!>;~?KP{2D&*~b z97&F>IF=EQ0!f#kj6H8fKdxR<`-;s^edsql;h=s&5ro0@-m-9fe%t<#&LhW3 z_%0VX9m^+EFb*vT|2YHEDK-V(K*so#y?l~Vc=3r;cW3h1R_hDRD&mlF)1J?Lh8Y_< z04}hc3=!=RV!`zo(O*sr+r~NhTDIVRyDh9gOtDC`-8%($kjU`J=16;tb5n5)?9b2v{#hLfv7YL- z#aVCNX12ZskbHwIWZPPOOqVCh0*EYm>?ADIK!pDih}tP3M$XG`(V?`aB>>?6CIl3{ zo+~i0Zm?mQGzI&W)z<3bNTzaFC}wgLxamdTwWYqwsnPdXUdJYq4?$#hTqWa-Q z8G!+zdT0VioM8RP#k;dmBfmi&6f>~)mR^WO1AgtyK#>x_Fv9?ZAhq6zI-Ao3a*}VA zq7*(5gCj>L-KzW1V<@5w#>h6J_zQFfuBgB|Mfy1<4FBlvlKpA& zUz!$O;F421+@C&US^uSpEHm`_f8<5#a2wx;N4XO>0sZPUVtm&?wNwX2ni??J4WvP$ zmNR4mHKorkLe~!>VI^XcAqdh$&ier%ISfJ)&IO}y$ZBBT3`j~fgiV_&;Zxp2#(y>F zgSiKaf=S;&N?#jVWU~Z_fjep@f`0;_nE;{kaBc+?XqDlu0Dbs&3bX<*kuON( z8T4kxviykY2O%zie!_U9Hbbgxr!?G3@5BqRLoI>8|D{KI=s5z(9VZB%BQo(y%g|}k z^~n^)^;+=~NPJQFVBKt9s^bPSp&}Hato9%3w^}g8=~hEJT@OSCikccKVO(h@V0F$E ze(I$7aX?o8kt0D@(bHp4MF-ehbopKkg#|( zGbIc`2rIKaCkN1MV_JWR{P=V)m2U6$*^8E^k7`6%8R*9!BgV*|>wO7SY~2OXnz!(3 z9?suhhcxvu73^iKIst`DltsY!Q?mS&6TMQ=iBP49C%RHa!GbXsc)(7YH@>?;i!=MX zWN)}TG&Ozx5Cr$HS4;?3v-@%5`aP*+KKE{i^OlF!Au7{UC;KC7%Kc3S!Rj7|D`JQI zp*lH z;EoS+yrc?$S7z1;xZS!z5AB6iy*59QA`X1#k2@2ie&y3Lmrv`|Z5N@i=xq6+cxFPI#{;psC6W99~3Zu}Y6rSDY z5`=XEAcL^%re%>0yxBzCIed_d;BCMZ<^E1S*9@Z(pCq7oY*(y9|2;d+@4p-m zFXbp*uYPUpvKmkXxml@vca3kdM*&rPG)N(9fDc7`k*FXgx0i_4DTP9AA-wQ^{r>4> zStvh!0BNf>%~3tohm>7L-;=b2H$lIfp~PJ^!|<3hfK>l5(z#NT3f=p4h& zC-#^A+0xf>;#4}ZQ<*it;R}a+3}ECqwT86BHEz?j5HL7I$05_(#|+7L(w+@z7>6W8 za9hC>E>dO*k3Vsx7C;>w3ufO?zlVw(as>|)J)9d83{`*%c!Bbx7Hx4ED0&Uu*evM5 zU;$4zUO(Fs>7q3F=~6%;?WTuC0f+LU7W+twC@5@czO=+}%!BYu9+@@jh*=1bRmZT9 z_*L^{+Le9ZV6<8EK;y+4XlYR47_2<))Cig;qHzXbFX2zUfvJw=5d?LdbRj@SM|srq zLC!+y2Z!)4WWW%7g#;VWfqn!vjE`~HN#xamGhXNk^EH_3j{c~)(bIy;4?JHW=(_5a zncXReHq%r&4vG;i`U+~8P+vM}_!?-lS(|1iGU&MnQAHN5|6?F~^TrntKMX_73M)}s zLidf}E2PAqq9JVt{lF9~V`FysYzD&ss)SQ0;qPDPm@XvaPGy;^bdORawdTT@PDO+Z zv;$20!Cnn^WA9)PTG*A#uh8Ku}}E=ms+s zuq$EmBQXXF1;N;2P_7sRQWB86-8(FvR^6EYO_$jRr()h17y!?`31l!-+Xw~o7%E;S zkQa^)!M!(+j0k{4jGEDs1)ZRI&lIWz@u8AeKOC#myWa!h4ymmx-L#;?DDMPV%??yJ zk#W}#;gv*VaHQj*ui@mXgLl-svOGGP@}vQ7w4@(4Z^HLOmlHn+pa1g>WUg`RmR8qM z@n`@~$)(T=B_tOnF?N`9J2}_*DCXmE0qZ;dJyzJ9R#hWxRr~V1;is~hQA0g%Sd~+Q zv_eFT61I3akG+lPd-M~uan!4%4^*|z=V}h#$xay1YTE{&z0-zH50s!J!8Fg10ZIGa zPp^-J17|r#6R^ye^&8rzkk-kqz^bm2O)=0PQjBYDB6sDv&fh5*E-b)isHr=W#&=}c zNq|#6^{&w~>yas>bnOhWM5_j|-ZWi|43=mec@yFBAt)HlX~DD_nfmbpLvyaxsV=5*q=g&_1?myKR_cStRM9<0+@h(e&*(O8bq}MHxP`*pHjvKy zpv+9>n@Aabo5E2_`%S~>Y#bkEwI3x1H)4qXt&_n#zosJ(pHLr=`!G7t{?cRLg9w_# zPZyFjT|PcCrV!Hb^7<(N?5J}7$;D;t^B1O*z;w{e4NO|N|M;ve|kX6`r3-wu<(0N%?9kq@vv)+5fSqb zCp}GQ*x)lw?;3$4>lso^iey6To`(#B!w|@_D6NkQJF(p~YqR>Zg<4(a{l}_?oMpYf z+{iae{v-SJCn1{PpOc7DFAK<3>X z6;?5YrtGCoQ_9loB=HyKz(p;txJw#`x#G-%#-XKt$rS*(fO4imCu5dA;FDtm-x9*# zD_&|sbgxqe*e*Lo`AA5FVmD`JMR8>UO%jw;EvscA=gPx=Qr+pYw{b2Q8duRbP+Q z7kKx>NlgAoi;>jayZt_&%fyT+%2)733dM%(CzO4IV2$812#)O$nIc8cG&MH^`HvaxB@$!6jO%-7;urpDA)A&qsd$rPW?u2%m|h!- z<)G=|G2SM!Vw>zQT~3$&H1PlG-0H8P-J+t`ds}f*#^e+f#!O2C!#!w~%y;P~)B(9l zOn7%~8aujwv{6(mq#HKvz(S;LFIelTKhR(vVh(GCKsF-EPOrr>>ED^Xo0Q@!cn{0^ z3yX;ptZNL*o*#3qOP`Qh&W7 z?JM>U-o+;s@7-iKO7<&=uX?LrlAfP)wt#;N&wOzyi=0G3sNjoZe%6QV^i9maK&5_6 zh*o_7+RX#$5`qFzV$a&ve~yoU4#>IVo&MR2nCS$VDF+_wxxfImgaV*Dp1t~|W!s~d zOSVSFm|s+Y&C|>Hjt!&AfcBx1T>}%)&dt063f2J!)i5IpJnN8_jzyxcoc4SGNzqk& z_nKbC-P=v=hm1U&(c=x zC^Q)Y&FMknECF z_a`Y+4sd`0FA2Sun00sX01k@3S~N7aXi;$0zJxoPXG)og&_L zuvAKGvPApoFW^J#09^l?!4btPRpmX_|2XQv)pLQjkk9JqGl&HU@p21y2(6S;P` z_St(7{6IS~PvsCiRv=yF%y?s1lADe7qKf3$8~L zbVz<>e1pB13;lx%*@{}vEU7|hs*&aa#cooZmub?fwGo{IU4!tpvaU&(6!_cNeprc1 z1%TSaNt)fi&{%(*qNO{y8C=rklW2}1GE`CVJyyKY;}xLyri6F10`U$=a(v_CNhS7* zKc94(^V59=P01LS;XA4VwQGY3-pxvR31xcyO{_0iO`^K6VXv4yYR|R8l7L<+Q#fIZy&a9v zorK}fRDQOsuC|~bt6W&4GrUxfx;HTr{AHA)2tt_JTTTgbY2QDNf>F=f^D@y8FmxL`)D!9|=it%XrLA6OcJu(x;U z*uGSP!jjy9_?bCkA9L%Gl@?9u2CVhU8JZ~}`9Fdpy&!Uu01Xp&Lh{K0Ocd{K^ zrss*51hXujds|9O$k6)LscVqp4V3lD-@an&2lATM2xvxIZKZqIVDZjI$y-i7!+B<3Ls zBOu;@0>(zXH{j~FGjHYrZ>8oeInR6*wm^rVpix*=jlD(2UylZmG}KyTXAxTqIP1SW zE+Zkq@_;ey5SqylWY&TDGPLnyp>!Ll0=xM)bN$bjVJMKU0_+2YeUUrFsY0B@Euavn z;U+Mo4TFYZD9MAf0N}%(kCPB4Z$JOWona18KX+hv$GtB|ahw38ZoG=htY_H>(AGtN z(qbBHa^`RybaNsk!>}fM7`6Z}s7iyH$$?b{LhxWqpJEkUK<0F*e2C|V$l`D2u#p;N z_*vY&A_Ln_EQczcM&M*y0<40mnBucxk8YZS`#*{{uSp^aiMgl7M5$|4w2@syr28Q&^H1GjxjJ7R>7_dArIU$dXDKYm7z9d0=tR z7wLCgYz4&t!=r?{B{Flz>W{6QU;4WcPgDWcC?y%J*-&v`T3(e`1_=i zn8SS|Sl!MD!Ur_jdb;GXW=J(iKVK?7Lc*tE+1NPt5}a?iXjoI`6bs{$dg=-3KYo*B zN+U`JA~E@W0-((e!K@k1Cm}fzk_=jyh`UW`r@~p;XhUc01ybj@PP8s>4Q`lXJq9@_ zVrZF=MI__SK}hViYf54o0oS1CcxqnGdq()YD?k;R<|N>n}5a&S_=n#z}RSo?EH6hV-qcBU{hK7lmy(e#1_9q!Ym=q7zQ=&)DtYY z{!%A5t0?<(t)Je9a2%4poE6lHlSz{Xh*rz((J`~ zfQl|F<{=Jr2q61V5ehFmBRl+57Rty(Tts9I)EfQ)GRw-M%Vi*dQPf zCVMh6-t(Sl^%(xyEV5vE&3g2&Kp3--CAq) z14nLU@DEUrl|7-_mCGJ2f;qN7iSXgrd&US`y?o=aXK@-tM8hVaizE>V(V@<|9A%PCPPHN-q*JS$e z&h7}+SOQSd3wo~7k}Wu27cjxv5Gn9RPj>B=E4}_`nsvRenOlAJpP{+&+`3Yvf`A_b zQuLI3ag>F8R&x)tzi{(BOj%aD$&I&fg6N8C%nL5e7KLh9H@%&gzkc6$oKX)WJ&&)7NX1T!#U1ockwa*-nTyKSL^xqKA$vgpiTqCiuYc2>nXkVfz4VqX=f`vveNR2G1^iV?B8V zASG!W9)xHkcJU}l;UrD+y*RoG%Q&zZFpwM<>V==sz$V}G2hAS?j+WY6hFov3BbN>i1NIVb#`@eVlvBJ6~t?ANzZ!qcr3KC*32qXxZ z%#}|M)R3M4BLW!RYN@ygO@EMoD;Y&kxVTF;Tupkk)o({y+=hf_c zh%9U|x-UU63}xn!1sMF%{MUL}Nnknb=V0H}Eo3zLeoH+)@L58eKg|3~pmT(MQZ+EG zx~c^@Lk+*tQLAV2h8a_TKb=RdQ!cSgnQZaMA(iocg#!8fHKFBFg2%9xFZrWua?aFL zjt2Ur(4Kq}Lm#s*Av`eEz3JeUa}^D&>gt_sYK=ylomwk?xzBM_^qkrvXIx`0DI^Ff zkSqX_=izGnLN4uCYc$)n{Vcsaz4W`K4|BzS3Y?fhVyyWG+N=ty`!dCva1XpVBvahu z@>Wh}_?IJqpVomSA2`GDsznrbNk!G>0TtOoQDLP-|DhnaAzEj)Ly4AwHL+%Tqx=Ah zU|iZSpfm?`oOi4R+B(3hJB1K)D;qfs6Ot(|s^^QnCzZ}lQG$#aFrgUPGK0q{ND*b!G;y9!K|ZuIKNenmq;wcViwJ#S%9*2Sjm`shOCFy07XW@U zb5a3ARr&ipuny?}$(P&2juE%Ns~Bj*M$X%A@4@bn=ml9N1DlRl+@3rg>zTF!d|UP^ zpiYZ6POqR6$t**3MQ4#guGV)KV~}FKf&w5pK*rAzs+7P6G)i{b1Z?^Wv(fQ|H+>1% zi25p()83FsNnsJk2vQQ!?YIxUARS3Y;mk)lB~xJ0XpfCh{215}tiK};2 zpc9(D79d-4Xd5(#7}GGq2>8+2{Dx7H_d(n6kPSUd-Y``mpq4`xIyP9VSX5VFnE%D4 z98kGUpTc$b25EzqkbNrH&iMo7<9oJy_csc>c%b}(7*(g6swE<1$d`-fic zM{usAhAZADDkb3RIf3nGu(*_sR*x+70-88uCiKo;*6sNIQ#H|c6}4rb zHpXnO0cX)#-iGtn3TAe+FwRw<09H=bCL#gpxn2|nD zX)n)g|LeocQ{}7m07EaVX+d)`BjdSn%uj)|9F?8slU_AwS5>+IMcCZO?B|KUe*GE- zoS)NC`3QgJ?|_}D&eUtawF?wyqgc)s8#a7)q=%f>flwa3rTtg!lmpk=PM@*I4JBddqA89APjtM`Kyki55*gS%|cQ;t{`Lf!pDj2{v^h$QPj6xqKwbDRaO1h4B+0C>KGG{xzmjUxZ6 zma8hRGo`hvVM@BwjF>YfI+?hLSh)RdB44B^*>4!SDU2k4^bEd+wQQIVT{my!k6vDd zQ@ReOqaJy9K8y_)3d}N6)*`yB&L6aw?ElH#zF7kWmr3IHhlKL`TI-bLdPm4Z_)WIc zd`9e%M%@auR${wxuYkjKTDqI8A?4tQ0}t zQyL*!O~zEk0Hu9`sl&Qb4%(%n5!pYV&Xq{JxVZ2B6v^#nBIT!}jMS*feqJknX9#+1 zh-=VU?LBNB*4)Z_N$&{N&gmlhJGijk3CgzY2J>1|dc&Sn+EcGSS-H0H_N|@LYEw)Y zR%Ui6BOQjKSpO) zV40^HF0}M0^=4W&y{uLwDrPCRvtx2gZ!EpO6Bt!=T-;3-;PSp$8FG9PjUpeNSlV)S zrC7Hu0#pM?@0`Y9Kzvj%(iQ}0!QyditWb`2pc0>T(2j>}S8uq~P$2%isFkaL{s)M$ zDc;L87v`>UCj)-Vv#;?~%A|S4hq-5^3OTjX3NSZXJe!&>G&43d$P`CKP@pa)RC(pu zy*m8bpJo~V^&c>dU2JVf@rgt}5Q;vGZ=Xl{5o{u+LYiz~KxOq-=vZ$w1vf+c!8wb< z>(wL~Ol)m=qNkCQ5_y<<_^J$x_z65PZNN^^%n3BL3tPV$0FAhiv0ZlERiwka*oQRR zC|024(y>DtJLD_P1$FtXlu8jC3GdH&*(8o#3J?p{7AVS2$(TQGEyC0rPW%2Xr1f0Z z=^-%dP4jST1&|SRt@@?sGzuL!cGMREC-fZVrxkfX3wNSq0%IOKNt8*2T@(!PNkZvddy5xR; z_@?iRvo78Djfv-~#f5u>NZhV?*QGqo*4~NVz@G7Yu2YlnUx4mUduB{)UuMeXf1zqE&v`9y`OZ9zBGV`i6z6_HPhu2V9FpSErJtd|n;`=}!D976Du1oU(!gw) zbUy9JHqemZo@bHhRWw5Tov|X&_dMHfE>45f1%=Gfj2r{8o0DWABemFqcDWUtp-UjS zF1IZXcGbXyz-ARF>;$Fh0Laj3O7RAvzP&Ywteq|?I=$>x_qmWHynj_Ge&SLTG!3)h znN{@JV7}%9+868Z1G9Z47S@5Uk1gEhneEQL%RvUtNV77&uWut5e*3O2Bv(zPI6!H4 zD1NT~6=pL84VZz)%Q{f$T5A)i7(y%5W?yC5@hEZ&%Q=g~N{G{^6ipATs>BP!;>g=} zw(xRo$b0Y=1UwuIamnZ^T|iM+mlGj@Bq{BXhizg3C=n(R-h2CG4 ze~rG6aT&<%HV1&hzCU+^Tu4fb2aL7%%%LbP{LYZ|axRmoM{N|!aJ>yZ5>S=o(4GJ( zo))kQ&6;jmo;MVPE?E%n)5N9%Q)%x%Y`gLkW_U(UvhSMHSzy+;cem3F$#K5Q397~> zR&KBB2k#qoowU{yyQ5uT)(6AxG71FsE8f?{!jJJuFw#X*k<@Eh04XlPA?Aq!IOGEX zt9N|h&2u+p`Gypg{_$9Cy!0p>fO8PyXd;y~1gO$wH=esKD-67%9SQL**SF6{>kGE4 z3}tK3Td2F@HEW2O%t*6q-(7P)fIu)(o@T+Q=@KllR@V|DR$(@U;JKP}hwd45c_o=B zmO5@-M>Z+kb8m*mai97Q4$~Znd#uZ}mpNhb-qpy&O|W=p`Rmg65{4xLC)lWKk$MQRIU*aS^7kApWxr%Hwm}Gec02P40CXr zaTKc^afkJ@QveK<=Wc#9hR9PuCKE-P`Qy)d4JCe4OSpxD{T7u^1Sm)w_{<`dAF!kS z6mEBLFgi>f%K|i9gN4IXk*ZXou(0(Mg95)of}4r=!pzzn7&_nc4@Mq&I&0eV8-%v3Z~?ZVFeh1R zY37NcEZJ!*Nb|hinv#bsDFZYR?#106CHiIS&+LmgZ7BBF2NWCaASgIrW}**SHYW$rv%||ZA z=LWGL;at@ayJ4DjwoA(Hwp~7e);{2sxc(JTtg!m~GDuG`3iz@JkU6@IcDqtNr+Htu z>uK&ya9vSK)}Io>cs)iTCs(C0YjU6{B>uBi0;<$cL_jDX624e*1XrMAT&d$IuWM)!IQYchz5cQ4`IsAU)`8^$b z6pEe``F}uO{lYQ|m3?1cT1wN!U>--|Lf6yRu%fuc5_*wKNh;@DJf)!3W4?Yjxp@}1 z>c3v6%i@h2eDvv5)zqvsrFi(&PSAe5ToEEv6;jgpE#*P@Dd~6a|G5h!X+A1_%!u+1-Rx44DB)BLFRs`e8G4YW z$<3w2oBlAnVOPpnoQFFWN~U7bRiq7Sg?!@QWQPOZ`q?DYY)b^~QMZZVR4%;}T~da#2YSo?_Ux zfn_R9E1NZxet5tvZo$A~{lR7fn^*DE)=2WiRMXv^?Ty>mXB{=-Cgbgnefm?f0ZbF{ zH&dd0*#g#nbHpus$UHg5N5C%frdc5KZM$#G;_k(|SgSATTG_E~Tfg7>nvHdBuEjWy z*xod2E3nTC#EE+l`i}*0&Gls$S$E(&rYf8k9ubun%2(SKKgqG$p1!O}*-MtwqYiUv zyYNY4aKT`q<=h+fam_T%)B<=S32l*F8i}22tBx}a7%6l2-&G;cE}NG+%oq=OOvN}K z=F~CXv&q#+kPYbEB`#GxUf@xYAUR;yla!+9MMJvC8T39{>wDCz1q#n{5#4L&-XyPi z-{cj0N7>s}m9lwUCG7G8g|hWtUEf0L#f<#6yiFwn>p7sv-Ad% zGV2%&-9J6dHLkO2NR3nYd^N`D_iKj3mQOpxvma(Y3S8al-J$a`=LPXD42P zhSs+*?|!W4?cdH?adq&P&t@EZY$?Mgh1$m2j>&4JKjbZPSurjmE|!&rUD3Kc+Z64f zRp!3^7yaYiiK}ATM-5KLEynss#w*2%<07XgWSs|Uy>40z4yJ@(+}PV%ZI>9rx%d1` zbGpXbbGXSeyW;68SK93io&2ZET#u5KWAq5GsIOR4GrZsF+MVd@|m}wyp zv}>ajCDX~@TMfp-mZmq27^^(%PU81jBgJmymn^-#Wu8cH|TcumTPIU z+%^|Cw5vxaRk2n&n_FW+W%+Hw&8&FWsTe^DzfLVf4^yGL3SpNgUTn-WhCaQuvs`<# zioqh7F=;6Yjpm{x{_*DYC=1w;AjR0mLtZBz)mSL4AcKGXEiYT{PVp>(A zH-B%Rp_la(WlYF=EDCD?G4ZdAN87^;Z6ngXllnaTHY3A0ry*->hUe8%NxwgRYR7^s z7}hIGfA;CG^U4qP71vb2haI`NOmm5B9|MKcohIvmh^s z!_w*Bn|v5@3BIhN^>lfI`oc@m?eP%7phSN;wv=@2U60s5YH@1TL07pXi1YcFf@Kz` zej`CGdeMCf zvanIbPNb!0<&E7f6favWO((8(sbuP1REm7k@Byn*SVmyBpK3c6%X^m4q9QzVVJ;zw znLq6u%$$I-?a8RjIBn6iM)hlIi3+Eq@Xu?H^`2*E#Zlgxj4-ico7qdlj5l4$cA#ds zdbIZ^rZPhO+DYEGmsAR$)xJ5FFKIzsC@Qknvh)sQ5gA-5M&n8!x5j_gJyzUyN&Sq# z#2{b1c%E>QNsK39hW=xklX!-CS5mb)Kil`q?BqG8757e%d4EeZ{HS9XyyhQ?xo|x* zom-5ZQXx-~#&~{v&ELt*eX(R}a4fr$(8Ma&u{y)xTbi*U0VCweMH7MQrTmIL>6_dws~MJDWneP3C_5 z^&rzNLdS%&>h;?ZWE_^Q-W+2Ve6q{d>FXY4Nws-m2NvLsX02=kmeBgXOkE*eAwE*{ zpB1mAuWwnY6!OZZg7+ zFx!1Eb4^kh&DQ!Pwf*xR^B}#4pm06OOx$U{|8eWQ2U(EF;w|0Y+=;5>-4d=MoRjXP zaG^y{lW44fx#8>0j#?Ut=xx33@tOQh)3W(I#lhSL)+p>)pvY6!B{h<2_!tH)Xg zhU|OqJ4sr}%I-l+AI4yrXR5!?DzcEg#O_hF86FfmO^f;w7f) z@q=qAm?n+ogz+OUt_t2-eTljH(Rs+asD)ac{6Xn*r+w+PVZpOcVN)`m2c`7&mMV#h z8#|0<(I-Nm9-;90!zWuSrMkCE%AALB31p_MTx}D1m_)r(?m}AcvnKgmIJh!&f|=5S z4R7Br_NDs!--%{lvpjzD&L6Q|uQPX5V#R~7)s4tpG~_ZvsUIK({@YG$uDMut3t!ieZx+N zjwnjuUmZCG=M2(Yn`yGASa<0)^wkG2-;C?pRG+x}_ITlqb}t)&3dmz$vOD&sB1{5v z?Z|y|g-+~P#!ri_MIR*eFLeO4SeR75@e)&cX<@KX(c;DUCpjOjsaDg^`cH>4n2)Va zwo)r}b!HX+p}Nwy`5ag3C}mzyPUb_{wTPMRNvGf(m=XDHb9vYq?;&Nr82Usu`@Psh zl$AcfyK(<)nO}7Z2K-k2zj}k3!ut~BXxxx2Atisr?PoYozXqF|v5y)bD>dwP2OGd|Fz3lbFifD{kgtGY6sYaWEPmd)h@{y(V6iiXf4 zSArV)Sc6!_gt;0A53{hXPPNl0kO=F(!8{OX3Z@)Yp+XRQF>U670>Pp5E?mC zF1#eZw_~5q_`xF^!r~Qej$C+kfACsfe7&$*!?$-JvoM5SOk%csB$1sdh6>eNJ3;o5 zuTmwDfSP!1$cN=qdGXQ6#E@J5{`?si@gt23MR@co*X)&V-}qN9nhLb~uX%S&G7+z( z?R_9zOf)Q@2(nYC(xwT|6IuIp*P6A*i>Ip7ciC!BZhfFL!icFsg_O3l$N6c^|IQrV zX(sXWpo!_}`!tVvR)T_aek4?#V;bUNoO$V#6Y53KtJzzEDO+0VIQPgtWdal( zntUxqqQ$$fwu+kh!navx)N6Zw-0rsuojsJ&_sptMTj9yK%Fw^v8Y%;#d~3pL5?!zw zu-{1s)(LBKao>_CSY6m%97n!Uv@d?Vdpy@OR2bcJ>82Pae~RBJE^wg6ZoNlqNN>#0 zqD8K%RrqQ9t+AsbMG96D)m*dbnPW;Ga&M2bFohoMe{_QK;7^9QbDD?Zrs_huHLSAy zm#)Q0f0GMh4Ugu$Un@U-UiI#w9|=F06h=RDEQvCeI`~z$PZip{c_FdPOQZ?vRa}TWZBQiR0r2H zXg*%Wd+nK~uP-xNK(1tQR!2Flb;z0Z3fCnZEs2lpOWExB_QvxSDS47rBUdkZG& zW`RDvvC8d9W+M8%Mc{**8SR=c(GGmv(NgA*=r4hpD6}bl%dZXFTerndBc2cJlo|v73u)BoN3Zp0-8b#%2+k zUxi3>y?oWQdc$%0*EyF5^kEHidtn(+pWsLM)T$!Z*n4|dj)?u(Jn^A#sbRBDk*2^W zczEKH&WF#QFRkW&Y&7~Wa7?EzMdsJz4z`Jd5>Heq(1Bmb=6-}ZY3c{2YsZjBV^ z^-`91*qI9*<;oUxW~)YuV}sR=AsfgEi4>2%EHNuTrn{2uL1sU8%I!6=`i&TX^e;oF zdL)>>_xdwI$rHb;l_sN>f1~Hdh4`n6@wQzx0&G)pUX`s6u0(i>`-wFEcz?>evLwYx zs{6+cKZ5x7)111J#!#CVNuG~fzj`cLTAEn$#i#Uk2nnnTD6XWm{|=Jaebzj4z`Iq5 z0bg)ak9n$r;R6%Dh)(6q)AF%|Z)%w_7G03a{92y=czwM$p%QO#mC0u3K7Q%G3F8}1 zjn$N-WQ)m^i=QkuuCRG-eQjO6W8yIaFNR5n&V&m=eBk`uYI}m!})l-aVKLzPoIF25y;R$t@p^>QZG@b-2SK z4dP zmQoEaOZhGE!_2AY+7Sa!OER~OdGiUT%XbBwjXYaKlwRyzlW38n>k+m5(9Y%Q5^PZM zf}B%E1%JdkB(RLDsW^SgFU#YoJcfGM|TJQe4lsuw@!Q*Mh{j?=q)=2hw8$^s{5-4f@MX8Q_C zxJ=AmJT@ne_3GLbMjG^pelxTx<*VGPA#f*B&|-NNM*jkOpvdMq)1&=*53k@9ziVCL zwuzmxDgJ#p%1z;NFzba!nR$7Bmj^yrq=lYd0ba)mP(r@-Qg5d2vfqz2FU^2HU7HG1 zkDSm9>B1jl^#S=Naz}!?DXyl`m>X%d4sw3h`y>0|%!$x(We+_^E6Xwinmy zc=5T+8|8!>O1Zq(9Li^Q(#5NUk5kaFS`lSD$Q{uSGpkgNPRwjoK}lhygXdUiUdAtn z5RM<}_tUur49vGm*|b!}DoJcvb8bj|N7OA_;~XdY9{%ZVMZOAtF8P+KI16o2!|qJD0%XVkrIw5+SwMSWoZ~CNH94eNeNrPugr?f{q&>i%U3cDDolOYo+m$4Ear-9hI?cPu zlHz*URF^VCS5|Haw#7-{t^0GTEmlsN%C3i!)b8GV*V{K2KYdA>B)vY6o}@%n7VsI= zN;}Xvx6JbX2QhkGXl<`|B}6yw-nwqrHO4e@4KI}*<(XUR0mk#Wse47cY)r!EMs}k` zoU>Twgk?jG)CBZq?UToD-}llI5F{|G4M-RAHeF+Mbblq`yKIZG%gna=D6IT>Bcw8HSr6G&g~msrbijSniT^K#`+`5hZ2xbla1S!YkHAut0<(wk zv4?@NM}6vvyU7?jn6*oh<{ClnCL6V#dWay zz26E!XY4Mao=Aa@;ymM=kb4wTn|l=d=Bw$F|%mI4$z%_ zqC!}n`CAsJ=Rlp60NZ^x=iy(Vt$vSqZ0b7$G5Dl1JB~@fV%)%sXx)`R1d zEnmj6%Ks{80o<_4?%VL#S!p026o-31<>T|#g9Ww{JIlW0e%n3e zuJ(PY8kd9~fA_{9nnXXL5RDtm+N3ys_Dm=Sqi{c96cQd<>T#XlX&mIu>2MyMKlD7> zqd*jzwW~zm>dD1JT>5c?_ zC`x?HZioW$wiv8ZeN%Xa=YTMuYh{{c>5 z7CVG4!(7|kUO#U=F}Q+18jc?&X|@)g-AD5ExR`$(3I`cUgZ zd2fAN@Lse3aAXKF*Q$f<5%3qDH|(`Xvh|gm87i{L2|dxhFUP1|-gt>QnG00)K)6Sy zVa5&9reYvM>oGFXQGT+yD)g(f>Di_507K!YtkVdK+k@CIH_a~2=YM{8 zvh&9vpf&wCagSkOoR~w$aeP%fe_%KnbQcHmlidh2$=0_&fpqXI?{mF+$-xe&h%Rw8 z{=!=8&P^2q^Dbmk{{h2)cOcL7=H700)o!GT=nsTI26FDva>jR|@ZBZg+H!th2O!N5 z`gFh~NX#m0FS*|Js793%`4VCH;{6EP(5EXy70-X)A-2>2z4H0Crd+p^(6e9PFOrl< z3);ICdms#Lf|hVNQD?{L%FsNJHr4~_x_7LZ6W^Ee&4rPw?cBb6pYf|eOW;2TJ}PX=yYbI~Z;Et>5*Mhu zT(S}R(6MZfFvr)d&GIl+om25KyV}q~mBfx4aA0-H0=hTj%Q0)ZCB2Cv zB21W;-WxKPwX)`&2F)+&1`eXVj#@BR8YP7W`oJxDJF9&Lp3S_k); zTOlc%y}8*--j()*#k#*$<^-iq8;yvp2?wQ1YD<~zI&seB_Ezx=y}9Wo+VLa0Q}<%7 zBxGsS!N@K7Ni@vf`n6YO(hzvTpIf@FQuf*g#l_g?0gurp1Wv_E2BwDt#NJQ5&Q|J{ zmt&M$y>p2ZK8bPo+sB~EApE;=PkZJL$41F=WrT<`I&g{<6gI-Kaa(DZI+f3(do}i; zfB)3Z>sZfFja88-$e%XfU#&@qZJ%?JBMELT^lo2;_u@1+`E-8uchsrecJseW zF+)y7=8wO*-Ln)5a3wJ+RC%~aIkBZ8-3HxxdsiHqJO?@KZ$56Y{iID9$>veF)09*6 z)@EC~Q+kWPhjIwbVtf|4!1h8QLBDa~?A#^{YzBkl(OKenop^Gip&~3NwJEbIoUo^f z&6}^IejWj%0KLcCM3zK#l?zgtR#lvjNIT1)6yQ**2Mus3tCC9lz+PCc8h# zI&&aW^XQi?y0z5C0D~#ELlA%^ZPn%vN#Q58;|EW>{gzbqP@)PM%#E|HXTq+yOtbm(yS&PZi z#?v^3+h>z_WG!mate%Qj*cZ!R*}v6GoabpZdzAyK6Q1x=oP92dz3v3D`SXC4hE!yp zMZLOrQmzI+2`WY@^TXtCW;If(zDjDOdWXgK(Hz6r?(t{&J)4g(i}UCWuZ7H<-LmW7 zF1q@mVyZvaWK0?P2GvkM((;K|i-Q8*$!tsVzF}9ct&!F>4<%z%Cvy3{)7X9yVEo#9 z-8ILqm@f|uKa*_!Z0I=<~exxd#o4^@)r{$*$b+8{yKG~gvjvN7qh7k#~2h3^?>xcj-KsK{Un9i z8muqB4|UHG1H?>%l1cc{P5CBuCh4M@lD;PDGh1a9#><8?jeGtp7nKjNHsIv|bU|(S zKJ~;=jb7#Tp)O5rDNM?Hv#kn$4cdM4$LmDt!}~4|?;Qj{|8KGIOLqAD|G*Y;bp0}{WnWf|+w|ABJ_32=Yn_UVQ8txFSY;3chkmMhqK{k~uTI_%ebVg>`3b1tD8Z~+{^ zB44>S1XV78AcclfVZ(Fq>fWxFp6zS5`P>E{fdeSc(=Q+YPB7;}v3~_X*zEJ&dBn9L z6OwGEc5aOrX{`$l6zn3%KSz2MGJx*f5XQMhi@N3w7275dfv>~G%lPX7SobNsA-cD- ziZz&Do6m0_T+NmGBY!F8iPR|QJh+mm`lBAwY&%x36M%bv zDfUdLa9_Te%9VZXcam2q?Q1$b{xa8Hpm{P6FM-*iASvPfv<(6`vBMQ^&QWe@YMKG2 z0K;3M;AKX zeA<#T^Nu4hXZN*{1yx#7TJF-<8#4gRTMwWl>0uxw^+0wmbhYA*KI^&lTM%$poOLV@ zxrO5AtBwe|pJ)oBR!G1h^1jxc2yF%9gd_~GYDW~J$&(eNyK+tBw5mKw7&;WnW&e)c z*;6h?=Z0cr{xVYvf^a&yAEwSL1SdvTW$BlJ?*s;>t2`@OLvn$d)yexZQsGtxB?l*0zy@ev{dyjBJskPim7URQdZL!o}&0pHF$%Q%mXTvttNJw!Bhorc-V9C{(?@d8pwIuF~*VSikG zujknFKrpDt6F3pjsziHegbfp9kNxKiU=p;NepG~BNV@;!&prn2E;+#=+dsMhz%(jd z_3Itg$WON>b83(04;JTGW|h3cV zt)YCI6KZ`FD}*2RbL1WtP6Ju`B1KcNZl%c5VR0FK8Gi4g)6weFR~{CF@;DITWfUa( z_gyQS$C{cJm_oGRR;)BMCp(}%!yhi_!~4nk{!BN-5U!;;<$>n9xU<^s43A^)OF;ty z&u55n`zz(7I=&oH8kF#$hs{CInhLxXwQngnJHT*aephbVLsM}ZOjV>fK6GLKFg;v{V!V`*HYxg4^!j4TBNt<}*H~boQ-LLe4S5j&_F*AEi`4J#N-1 z?k*YOBd75z8QXNs(tSI60EPMS@BGLA+{gZ(=#zwO@6W*JlyBDV1o3#??uK8Wzh;vcj(^xRHF(7-;W zqx{B#j^@@VYP02L`;*@O2k8%6eWaGaP~Zgl*B+$X;|g}kgLNE%x6ZpD@CH>U2NxG{ zoPAj;J(=T72kH(z{p%}|ksv_hHs_yQ4N;2@KSsyTfY?=8~Rq3vn03Jwc8f#ae z*3iE&QrPID>v)7D9 z5TEy-uhL{b*%cd+tu&&`lGJU+sn{F;Fm zQDEZG&1r@A*D8_QQ>F9sU{4toHl+-^*>@@rvNV>WRPILAI6<1b)% z=p~%qCyQ(~<_}dr_o3%}_udT5L)76^c#!&hIn4&7$G!+!N4fz$s1M}SFqlReL-$Wv zQHQ!?owyn)XwAekLAN-R{OCuG17Np7Juk05edodnu1bl~^z2Hefmf%IoAUET0?35% z4EPYAGw3~k$$M$Ao6T$Iy8W&9fVXt%f7Lt(uSpr`0Yl;7N2Km6wA9iKOthsGAbWkX zjfb~xqX^>3479``|iP4s0b^X@5{-{DOqTW?gDYM>U z2lN`BP9D#)LPJmR4P*FyPaZONzxRG{5uqdKplWnWm)!;~kP?h43%g*ivrY-R#>qYi zKAnuJDX2N@JjyF%Om;=bG^%w@wx-zasga0=HO-yBcF zmRb*COBO>U_IA4J$B$Cm6umLgsd!Py>o)6~p47H7LWJq%3^}Wi^p$k-A<(cbQQSyY zbB!3$TFS0UtzuCG>ZWTYdF&cb(L(R;FHartv%#v@R*jUoTb{y}9ay!jbm@qfb3As) z%h_RU21bVpx&7E1rhYLYH8n$-t4#oVtp@flGU7xW)51IB9Y!?brV#KRo`9SedPK)0 zr5;$Nb(~JcS3hRKvG1d5E4@i=bbWab>pf|fmQw7)ZYW#+#H5fi$7*TFzy0=yHDS_h z0DLuq|IM1!h`L|0ocoO^nypAMo-h(S&IY_H#zf59f6-6HrN@}~--&8XU~x>oMG&#D zXA5ym!SX^9415OjfF0ig{Z-jTK+9D)Z?*DeTaTU~P=7ox9!Up01C$Em=1Mvn8Qu%B-bct_^H@ z1XLH%V#$s*HB;K8-dQ1`41f}7h=Kv4UQ<|{!iyQkoH3=BXMu@lYyF1g0KPr78T1JShRY#g^*7*DWk0G_0($kW{hu$vbcW)F zc6&=S;>DYnZB>E7Jlj6^ryikn_7cOS==J- zRgnlp>Ar=)7fZ`F9zcHWxLtYX_hMveX&76^P85+C%3KI@8PfkqTEL4)G&oCbg88dL z1t=vk<#?=a2ty(6@+vS?p?xHlbrIH)MPRu&2l0{RDIUQ?PIE-AK_RtvA`F$MJ<)o3 zh-Im$8pyOcG0qVuxA$1xrQdjp*U3QtTsE2hVis%O{9f>Z^CJ>Y31>@5Lm9`$w6|2x zY*S#0>+nnKIEnkJn(1qyLq|qnV&;<&@L5R-*Koc=ar6vrDC&E7{_|A(3PUPZI{SvD zIlZC}R0mMsA7Y@^=#}vYJtD-`GUE*OCP||!(xs-S+v21ut%}&X=2P1K1i7GMDGcHs zq$f*D6BeZ0rwjh1^i%lEz8$OE5TnxYLS?f*Xvi-A>jzHKW~*&*i8+G)lLUPe#PQVj z2Ud>QB%tAYV;OLD%M<(gNE69NlOHQ_cJYxVDc@KdJKYdN3pOJ#-6A})52IcfwsMg# z?I?0Ew!oN;GHon9@ALbUdD3c6FPNfF8b*EQA^$Q<&85&1pCMPN;d&ktNA9}*2cg&b ze^Y}nd=zk^cRZ4kX8N+@TEiX@p%tKDA_p29o+Jf$jlQI?VomB^z7*pStfa>Mj^Y^8 z6K-c2?&t({Q-nqP-Wv}&mucvS8JQR$CLH4GyDRwYXgIhjOb>fCt<7lcHN1dM1}neJ z0FCF2iw(&uEp5Vc8O0h0cR7DyjK~?9+Gh>hldJj&>y}gRr9yZWA=10>Nt&5GJPx8w+zxLg=#@ zVIh%kJi$?i&4`pC|1<*ZK;HUTbAZKJ8j<;&QME<>Kur6yL2$FzpCD5;z8=Vq!lYaa zeEjcM>=Dw(b)vXw)9EwE7H9aV~5eaWthCzQEY}ZTR6&*`bj$z6` zMhC@ZAy45`wM$5k689)2cLy*=rEqg?5jTYB4p_Z1C+n#87?D25#o>WW!>SQhWOPt| z4?ACu0&+sHF5=3DhIR9vymy0+5-Zp46g6~5ybJ;vvjC2wf7iT5L%`iQi=2gd#>qlS z@XnGCxhS}KQ8{{A5IsCS+nYHj>@@$(6e&hwc@^<`K{+XiOk5OQ=C?!DaP&aACy5}q z$?COZ8?`yzQ9BtM`LPKEGvj}Hx;hkuX|15JY-Qller!Jgtxezr`^X#T{V3L#1nCsf1CVV!u&N}FWNhF9;2-i{9)mW_b7~s!!Z570`M_I$-nBf9 z6SsU8;Um*giX7z~|Ji|^i-~==Q<2XR5NzSf!5*9Cgdp)IwK)XwZ-SURUpAEZ55&AEI0_75-x?02pJX?OmAeJKnR99y=rFjNK=R9{b~ZeIoT zOCZ$ZLyj})Q1R@yCryADKQM{PBf_l30YNzf10hmm(UXSZccrH1d5%^GrbqZp=e8LX)xOMrya zo}ihJ4n!NcugK_{eb#rfg+8McxIS*a>>s<%la3efFOq+P@8|jwe4NatV*O#11UN(y zGy-J{o9^?!|Jzuas%d6gR@^5-1~GH>WJ!up{hZeDzQ{1ox3 z0Z>ceRR6>wR|?OH2ZKPP$7-t(vT_73rdVt&m9HwNpF7$`$nAP}f@A*nI_Uu|NX*{B z+%uA@zCZje=>Fb0)P{5jncJfnTW=A;93T~Uu=?;ZrecJ11`soXICR#hJ2;yx9I|P&4Q~9%!{_`sTWnRmQJ4se}k(o zRH%}TAr9=?C3dD!e84$RmVDti4{n8$`Kdjs%>#nGAo4P-7rAdCHjm81Vg~q%YdtLx zRxZ1QMp&Q{0n7_-?#%T;$JVNJH=Q0r7$M6z^gb*#08~M(Vg2X%-0kzhlreBt^5NeL zoCbc0kwV<_Pk6KpToYS8R?+Q3o8{mXu!??=ilhuSwEfjV#Hi8R$9(Th_HmUfxbg4L)?VoBe}6Dv2)ibKVpg;by!^RJqoQL@)U zvxv1pwt-mGTW4EGJTCTA9&e4! zKPamiR@bZ{JX`NCpmiVJi7Y7KFM|HOO>j9ELvLQY7}Va?k++p1u2rLV`7OGCRxZK! zaSg!Cm8r%YPJE~ockqt>eF8@1P@ARB5w7k%d4{M*Y?AanNzLW1s{jtZUbw(l=+LOj zCh5T^F#ZbN`>rx7ImRinwP#ot-^T^5W`(UtRf+^a%#$msuacPFKrvPV{g&-Ghc2bw zsp&||tX!$Aum=v1!>c1vH9KeALGLYejo2H}%+T(be2q}+)#}Pr_t*6e3ZAK{2FrMy zCOHL@7(g|fQyonc*3W?0ztZb94K;F(G@V(DV|Y3^k#Y`uYr|7!w?g9^OOzYJp|?a+ z(UDYnObU&pxoc^}^D3~n66G}Wu3s&r>vyLuYw&&c>9BaaEK&}8(k z6$srQK!wD*=Hs8*Xsmdl0&@fli<9r+V|kIUpH#pK`10lCCkddGim12t<);2eh(G3y zZ3(?dU2nzmi-!QXZ z@E_YJi|FzP4prCrGYm!NHX(n&xb)Az9ECPmqg8OU?XPH*YJnY#xbfEV??vclKEiq% zq$Ob_{}#dA1uDDy?Q^iURC7#)^Xg85;euZDj^{OZGVk~w%O@a**MKO^*T*Eq`Ib?@ zLUZyPyK0T8n#L_kcW@C=9^6O15kCuMpTneI1WN8WT;Fa&VH0$$GO%~F^FuH2pzJj@!y_fO{ihv=cc{71j%apZSEJxWKJ*TLl23yO>hPKjPHvnK zoyPcrX$f(}X+cii1eK*~~@GX~DJD8x+Uh_eTw$^AiQLf32XTSBV zPok1}2>W;F0s3lPTb09~DT896I}j(tmH^KY7>(DuTOTl@K4< z$Uf_)8VVl*p5iJn2ftZ$**<;gr(Tos6%;%u`WL zG6U_iTJjVc))yXOt<3Fh=KFKe2q=Rp*Y+RAdB1!?WKx8k(k*k!yrPTEK!iYYUuGe6 z!JtIz`WCco+5*7OT@Mr|JSzf~eUxSY4rKsBEkhS{PDwpkH~T6Ke11bNRIfZjUc2sE zMQDAuooWiU{{7lTwE$8k>5S9frq>>_3jw-$*Ii^ z&@2ZRY+R7{Un&piJrRU8jJJ+ut}+1Z@n6aeaQnx%dW5tOBSR!ug*Ykyvjzdy?>S=e z+}}+B#BRi>dP+0|_kr=|FziGyQ;G1x2s^+3WSHqNh1Ej`WQ)Pv;hPxkNm|!pR#ELX z%zw-taaJtC z8!MWCru@FhWRO4F)@QmdX-@(inN$KB?!Kto%jVa;ST7Fv4u2cJvVzY|4nw zma;I0%;%lV|1X3=*euot8XLR^eqBki&}^{?OS#UbCJ+9F8=XVCiq8t94SJGiBim6Z1m9&Zc05ljEsqcx|D@%a zC)Z`9UWWOkfHz^1^56u-9Yn^qI79`D-SfzvCuQToidMHfl6C>$ zAfYVR^q7<3FHE|OKfP-cQ`*Ww585;mX0PmUv6gHC7}Wbsj+w7O%jJ+TU>Do0LSOI% zKOe5%L1aJX+=2|K1LhyJG5s~^ZbJR8&lnvqta z#RKMpcTJ?~g^>*lvifGlYSv1Yz<-Q}ZlL{sXT)X-N%1*U+(#8|BH$d^X93X|s7jp& z&6A6V7Vtz6qU<5ABb~?#tT&##L-vvZVqO`V)P>S<5b2+(M%Gmo)km$}{pwoO8Qb+<)#tBV_02g0|{hgnwW1jaAOl@(m!ro z59fzADSs-X9iK0!xD2KCUg(RTT*96m!K+POHvQ0R^CeH1h!<38cpG?1?auYRp~(kO z^yLS==-%zk%{0*y;;Mom05=|ZoyGFh#rr=y>@Jq$;8qN^frrzB-5@yHAHa+8i~@6p z7h(oBozzf_f+>KwVXktucEUCa&A(XIM}98_VikuNlJGrH&X1SknhuMbwVl=7u;|NL zKz5MRbp5^$%Rk*YZYNk>VfqX1xCqcZ}SZDd=tcT?xp~(Iz zS1&pkcQ&$1D5$e@AsZgK%_K%|_qeT18x1JQP~h#frsg{s?u|ln+d(C z8V!|Oguh$g1Y(=k%cm*CHl)-2Wn<22W=)yQyh;f9s?3!u6|l8ewsCiUDuL~R$I1g% zf$x=g^a4%HwOT*Bvh{)KANjYjxu~Frtn3OePY&Zte|E_0 zH5ksz>rK2cFy?zKJ#`Xi^$z^Wq|El~8*h0*D+058gPV=lS!rwMtqM>h*?dc<{VKkn zsKWiD6OE}f7=c{$_^Mz^ zrm$7}UU&(jE<*`G`Mik~(n63FxmabDTLd0o!r}`Hp$fOs_CVLT%wFU$wOd)O$I8A6 zO2^+|@ZBGe7Gq%6X6SVS84_H|coEP{?K8yv`@ahp*;^R|E$vtpp#CBgiutmxdXjwj0l_Gg@)C}Cr{^k?DOJ}6@ltnBQ4jwze_j%6X1>&>m)HlhWx$j*TD2j zrF_DL`mvDvDND`alfF3V?!J184u$3i>*UPl9eCw zMiY)+zPH+VKlJg$K0|fG?$7&6gQ60#?tkT}3qlh=lkDwrdRyp#XnL#6qxtj_*8$sQ@o>}n~A1nliD39&l^#l`%VtE zd&1{C`tMMsbWgPg5zjF(NmU0P);_-9;p*nbps}YyGN|~ zclVoy08%uZ;5iN(09{Jg(FoZ$0p^G26{})07MQOazdBaw1=y5c!Ctlg#IP{vSqfC3 zY(XVme}c!IGcO=M51pnntt5ogocEFJ==XulSPFeZQ&!9~rx3q0=GNDICS(A=MI0pe z(MYB7J5?10g@d}&g?EgWIQsCKuo&97%nNlH$lJLq06LK zE( zt{Kxa3LKYNXrkL3=YJWw#$!01|o)Lo2rwe0}#vvUNeKPCb0SD^w$ zdHskNB~AO+Uk(Sf94tLTkAKUe)HFu+6)^Q7`I+j}3KgQB5Yd9f+JnFi8v^Mw1TeoL zj6Dmk=m$u(E1V(A_PX0u3Uf~lTwawZ-w)9WfY0=y9;S)5%W$6zlm81j)1br862>kd_7nLcR9Ck5@PTh0#DN$-fEiHE>doVDMZ5w!G{yL5^0A#rSb-9dz{Q0l1`l z9KB4nH~HD;o(U%Q}q;O?(WX$s_iU`3VMOahMeH0fSls1gn+F^eE3!ZGH7L z*@)YG-V%)PrIV15QiB|=$9XCnnoib2rjbotBX|Y-))0Ulj5)FcaGZk&8ARaoOZA7I z1`=b>XoeR0ONKMmQ;;^;2*!;e2t*ve8NxIRZ2*fiwEcr_KnjK$)VdUL{|5nxBM?VY zrXhGV#ux-1nuMBWCF1-=gaK|__yfGte|f~9-d493fRpfO(hJEjta^f;=Hf{R8|wd0 z+~EPF7_K4sc&h5peAY2eAm*pm0SVGCu3lM(dx`Yt)Dk?cj^a-@OSxtaHiU*9G=KwB z2y|}1CpFu9st`y26JAlIjgc}6Y+(CM=*afr#;Ly$88p zJ&tn28c3ZSTH`ox;nM?8KRwV^kmHogs02*yFfezF;Z4BTZdIYVs?27vryICm!lIrL(6P`44HtORQnqOijGk*N}v>vO1efulSPgb&2k!Jn-;^jZ-k+5a0+#S|EFf zXmke5B*hGvlB%O*1$0wbmBD8TG<7Rtp?J$h^z=2rht3}q@7)Vv|hx1s#1Jw z=z7UdlU%S|H2A-18?FSVvl4^}+(?dzTR|+i_IMAx7Tl$acYXZJJ9NL0H#{kUzoB<6 z8XR(E&fK%d z>!XIpbP~ZbbzTxyGl1_7164D0!~l-U>*FV@RAX1+)D%{6!Ev9;ejGGOmWg={bk{1y*{T0eSFBBQ7?3jJzzBo4$YOoOjETNPJqkY!)OkB2}Py@WbXU@U_U<0OKI|u$H>ll4%?QFRMUpIN-4} z`7ZM7j|yxUTyc87bj0`WNt{YZKO&c6?05O0Wm;MPxr0ByQN1!RPC@wxuvXnQEyp5t zx=!FT^rAS>Sd*TS ztw$p`wOsjZAHIp=m5B86Q}Wv=a4bJ!$!wMH-rm&3tArO)>N&dsp zPZH{6tF{^2^tmTkJkF}ISJ<4}aL#b~oiFL!dh=vf@HlT_Y_o09Y1(%xw;Ppk zxg69a)}w6Gk02SIE5OIPt#GhoBq=C^(_+5BWk?kIWB^7^2#kRT>qT%;uC^8$R~F_y zU5?}ZnVkyR-8uPh*AX*W9WY}{AYVOsZgLn5;6{LvAaI|cF^|RvTB-kFrsRbv@-(x; zke>T(0$6sLYL7}gj)TqU;>%>2U_i|oq{C_dlcSkEa+?7&9;wN?4ODU^@_gUnP6QZuyU#mwcpIH6L0dNT+qOX}sTyDc1{?m|0X6#;fF=V{nX6!gM7PXDD_n6XUiSfEc;cfE$54iA<8{{( zBnSqPkA6ik9K#>!NKf>0subwun#MuElNikaty8UN>@}SwDfFt(Jcg&X%Elz|55}Xe ze;O`M5JrovH5~$Onh)2(5$gfcAZboPQvcAt8+`6W3gkdI7$VJ&a&^%F7_Cqw%%1Xl zu<#hdckNq7jdb+})dKr|$J*^Gn*Ii-CGH`??GY7*cmRL|A0ys#6&Q^w9;0d^D+?lD zz=6$|?M-;{5#-nfV;W!CG=U;YM)7N;b!)8W#ja6a<4(1G zZJ6XUxz?3{>>A|l!?+VqFG?=B8u&K^eG zx7)LcubJ%nh3{SYkU@WY)%|87grW_73v&CRI@bnIUR*5brit~{@nd)QZFm5A!c(Pn zZ*l{1h!I?Tixve~$_S1rB(6;$#tS!dJxR3HXBt}hmdm(ScvVDlHsm72L)apU0pR1- z6AkyZGS$xOUJ;Y{8if5P8&4IfrtJ&hyr9!uK9!>?v6DI+usm2%uwkXCaR&~fHvfPN zT!0ZP$`ak0_KNCWvg(qbbUj7G1)6eni;|JUV}o4`lB7^mXPtRG_-w67BLT|oFj2;n zl8?AXm8+E#X;5OJoTM}d-YBVTjSrCsJwLPAILKtg3Gzd0d-JQoX&@=73rHYn>cgqy zk3;AMwnf2-5cCyK@=j^eM0|)UpNLllD(pI&c-te2x^y0;Z^nY}GS6QCgI+qWO5IDE z_!ZKo5%I&R4@ytE9oSS8Bj);K>bZ<(rrw*8i@e839g>nxIJ+*IW^WxpqNlZWuG#e^ zxVE3bbT;r8igIyP#wGq6qewj#>Vgvl5LOlP*6o9^Hk++9saa~4(4gzh>UV5d>rS*V&h|O8oB@Z zoDaGx+b_({rCn2^i=}UYTr(`ZiOxy_jJ#VT@aP+YiDbbM3@YY@BzUweAVJJ+g@mIa z>*;nhB~8r*(K{h^4f3|RgiG?)uJ|IGO~`=<8iv{OMZg2-7xt=g+R>C-X?hYh`;iEc zfPqbc2VS&7ne)@-_Z9FMjUpZH1Ls`FKOGsWEY2PB?8H`+DyD`WXr6=*$qA^@vK=7j zeuI*)!X%iBd{^M>pVK;qV=!?#Zvkhc-%|tSq7u@YNv+J)9%X)aYIe_9)L@B1ksC2O z%x*JDh#ouHL*)HiI{HYqYSoB~)mHeL454uwR<|-tA6B`P~Ti{!LqUI zmo$;z1Fjd()DE@FFj``w`fEBDA27XuDp z2nBCD4>W;crTQv*6fwEPxriN%1-%%> zGnNPsT0FJlaD|kMS^-I-pZ>!*Cn(8$j=@`3*;n(UcC|y#dq23fY7igw9-JXg86u~M zAI#l7GZ?PfDirf*d9Z_>&UY0A_R=Qt zK*OmetC0}zah6?i({*OyM(`;#-%RJ z<)yO&9ePpKwx>6_l<5w?q;PSZ8@7ozQ`O~{I8-7*o$K1@_SYjLdh?q9Q$SN~VDhhP zf_Op6M8xXK0qbtvWLJKzYl?C-(=oJ!`kX#V)Ln5i;CL5PDGCMM#(|egJIAF{Sx8Uv z%zykGN}`X-JRfO?Ce6>hbn(Gu{=6qlwT^MeI#s*xJTZubuJB{n_m{g}F65UYzDp^S zbUpZka_v!GHCM(9rYB?`dZ-~eL*#q=wv5fh@sFZb3yi%lp9x&6@x7WR5UPAFhxYdsjXVQe z&6JFoYF!E8^|MkR!!6elq5GH+s~aG{^Ig1(R4 zUQX8_>~z-xztTssm%FRavm$w%qR7}B)Y~$oc$5e~w*V()u_g}T`F{iddyAL8Rg4hW~|J&HDJYS<$pFkrmAm( zAKkpIn1@Bi>@xl*9;2Fvk$gYq&zSpN!( z!Yn71vOtCbX-x2u+N<7q2M(zwZp zy?)@>{d4MNfl*WqWZFEfc=J{Mo?fq7@i}WY{C&+3tp{-K4@-OFf z&&2mMt%aGo(GndZaOzIx#MeyqLp`Y2FaI$d#^=uCO(bAk8b&yGS@QpgNBOpb{;{Ly zUiNB4B#-V*zTW?u0%q1yv(j#o6lGPNXJ3)P0GQkVmjZ>0szL80m+~B~X_}(w*1~BJ zTiO2Cn)TFC@z~CLg1|ffTMR@dpvQ2$|A$>D)OQpDV63hIp?wE@Eq85^Q0n?OJ)rsF z_K#x(&{IklK!s0;S-$y^5I-$$MTS8oelo;0Vo3sNKDy?#yY2-DUVX7`oGd>D80 z?|%-o1)D%)N!4Jf&fEOf{ zfr(;%w7&i+=&Ml>#LQ*Ygayd{p8)^C%o6CVx6o~FWnKwq4W$0!?@VvZWu`3bJVI3}E4=KjOXLf0`{g?H!TN_%-6Z~;nQsvsHx-b%JOY|_ zBak%a%4cOv#X>QExxr{yXdgAS&JmC<;ZqEtS-)5=%xZ$F;Vw4^SJ14C6g4&=3xfzTR8WU~n;`v!gZ5n7Z0@pFT<2(PC^(I~ARdH2F$0{AqAFpk!b zKO_&`t!%R;UNxVaGXiaW^!`bD9>a(B|B5%jV-53ndHID@w@#b)9EH$%fZ$48qbM&R z?LzFAJHg}7B;FfL;=&bawg^9LV>M9ycyq>%Q_2Hv2e}w3c7Hx|iu&JQ7_C;&H0MiL zQ=*jbgDZa440=@4wQDR)O~;7r@qsM@^eT!8I&Q51O;3VX#dZt6fx)Lu9n25egl`L2QkkpL z3n-)@bhQTcbPzfxgX~d9=aT_Xt#+G;7wl@_e{G_%?#g__W-c%5_dcj6bOSo)0Wss& zagcmitw9)U_tYN_!Yu#bN0Btq)X<~fGLD@vB%9RGwp1naYYVYxlBY8&Owctp(o zMHilQXm|Z2gbh*j5P1I{2jfMl)G~O#C>8i0;yM4(lN66%>l(F#R1|6Xn|J>qwt!fU z=;0G<2sSe(?gt+n&E5p@b~M01R6U zNZ8CvH1Z6gs9dnxxNph){sqZ}9@b{8aq1Sfzc@{FKDVTpI2@1yM;Jq&hRD-PBaX_^ z{Vhkk(I1qj@%%OQwTHX#5$742ntFh*7TOgxF^=1v6j!^4ELXPCg@?KrC)-Yn>t(fM z8o_Z1Yku{Lpg13foI{&wRR}n-Iv#wO!G*(i?7$l}py|{_Hh@;x(1DHpVh;)~eQou! zay73;ln4^> zHIrDZXgn20INP}3WDCqhiK4)QTok=c$YBV^`K(rWfs5azl$3qZ$RJO#x@y!z9O!$i z`|_^DRSdSPFz9#{R2@LodY|81NS#VxklF$ClcMK4Zq4ThWwpyH6!N$I6LSzeStx=> z%MQJPj}}nEMj*`@hSteW`JZ~2FAeud-Q3>)2yo*q3ls*#Y%#qb{>7PSqMNjz&~BTx zp>v_O1G8>w(K6lPnjS-5Ihi#>MVjN8&rVbi9spTSlJ@y063hRn1dQk3#qxnwEs0NT zTX&&ni1ZX+O5i@9w-8z2v=sBe4}i_h*?OId@YkbP%c|Ryd5k(UIUi__N^Jzw<)v^& z>dVf=<@RQmt1FL>tLGfc%dmfX0lSg3RySfWKYux1-`ZrpquSAGo-}*(A#Dh?#zk~Y z4X84CE5n3l{!!9^yJW$2`1A5`O$GP#7tV~hu(L$QfZ;?hA9{gIRXe>#p;_UyoXwD< zb4y|$;=;c7T6F}d1+bS6W6AMN*7_n3In8{k>PAmetHtx!?NK3n18dpF)Z4xr4jO9<1Di3IPn`C2rmr8p9 z@zVuF*JKTRslO0pXFr?-DcP}ru~TU}NmK#0ZjNwx#@Ure8yqI;X5+iS zm1A86!yTAPrYIFQc$#mgrQ`0oTKZDu%fGBvBUXEqZLU#Yt1Hpal4qG=OET-8?CE`g zxmQIT2J*ZL$8cNmII7E${41O$?!Z^t#L2Lks5PNkiUcXNt&KlRTxb`@)R8EE)BPRL z>%}Vsmw93uPb4@I2d30NoXrdGJFgU7@FeB&BQvlXzO=3;!Tlm_V)BushyWOsD2{FD`hVw{7m1(WrP@oGEJf1VJn#;~HL@8kM zdQo=2b!|RKc~uD+SCFm`bNV#M?&&q}v2k$kO79wVS$$bS+0T#5;`i@hwz};^ zt{c(a>Wwe_ro|m^pEy&KgeQ+#DB2(T@WrHSg%_)zC*hj?O@oTQW!a9|>&D5C_qQrY zShS~y>sp2W<3Sc7Lv8t)O4ra z)RS8)ftb_fFd7hl9!buwZcf!fWM-9kd4xQqZi3LzxpuVF*SaFa!-Ev^Fso3aW{7kC zQD*GinYJQUK(*~te?+MFX8j%&opT@iS#;y1!`m{Cz0DIW>MxP4KNqKv%?eQkrhhHn zPwl{snRm>>_!W!f$jK|wfIp|53rQyIWtnIupYhXBy=xJCxPhFC$GDY9|L8r4HxIA| z%fs35rY&GUYXGMcbP12=dFXhaA>E>Amm0gbad@mV;D?ZvR!?VN&`q1rF#Q?DJUk)o z-h89Q3pe+4`e{iI9hFv;{!9@{6YtJdoSu&|cGZwEr`)FN0ukIOuR8co!Y(Ee5#mHB==c8F=oYOb}4T;VCJNk18(vpG< zw0eUmG`mGOzYMZnls1Zi4<=q{Q4$ zpY$OkFg2>j1svUBo+K4CdwvkgpsQz(&d0b1@4st%tI2wB8*tn`LATlOwcs!hQcC>y=O`l{DqOzs`uWujlc0zwW6@uT?kL0F?g|!wHVU9^rEM zNsiX@XL{{k+TQ%s!RIu*c3MG}Rkt~<>Y~&3*GMh<{No*&9@GcJ?IHq#(lK>G)vrTt zeDU9^pf37+kTB<52?iAqQP*z_7K~9G96TtRUsGwab9$_k^1*8<##FmsuGaR)!|iBY z5aiaT#Eulv&+an0E0PSq4t$T_57|%0@t%k#&KRC$d^Ahoj`He|Aam59pmW}IXVf30 z9fG%hQIFUTrv_2r{e3zwmNnX`3&|PNb7GO8=pHCwz z6p5-5fVo4|3d&?Ts5l=vY8x!c%*ZkKG->$-L?EN5e;p;P^nl^q+-DALksMFYwdL8( zS5ja8&yba#KWCrPsQbiu_FkHM?-YM3)SfQ`8uq`K`iN;{6Mr1{L8kB1HZ5hu+~bQkr?8A{`l4 z_bDY-Zuh`HHh%6OkOBWFI(U9yq4Btkb>D5qf+U>R;RMIsZG{f+RkqnJtio>A6Jz0o z;}zkd)v_(~Yq4WxH5qqFdcKN~Qz=}7zwHjGvhHxPE)pm?_+&_34P5%Yt4})oJb;0a zD{!f6eyNf}G>gP1B$@RmX+ZVG>E+h}Bq>|tRC7E}7oI0C{aAznC6ZZfFm1|yNB&I8 zuSltDc4S0CpK{mn*XxHazYt=v>Uob9X2=(~YBCFgOEJlt-t zoI1_5M6(ah+O1cI-)t!>&}d=y4&)eKD4pG}eU#DDcj@fCF_n(FhhPZw?n?W_HP@NH z^pC>#jQL^U+u2+M?Hnj_tu(c)x9PY%l?Gk9wB%he4&vGJ!|{+V!YCFieVWUSg{@G% zf-5h>Rz+cjHnxwHO$Wl@Me7eVaP=FCZr{Y{WDPN|2lH?=4hBXHjOeb?wB%$60e;vmY*yUe>2W5@6D zE1c6HdJ5ye2<{=f{t*_pne#2I43pq(DS76PZFNEe<3BRQZbiL?ZYs+uso3TOl)Pvl zXld@dF&wY98u3zU1rV$N4cWS-!-`5xZrd(!8nC z{_dh6rbLxBWx&zm=zqg(tqwq>fk`-W*iMpZ!pXI%N+OGG|OGi=| z6a+7xOOv|uu_E&?uyf_|y;Tgrx={;*so++`vE=l420QHpm*2-?*^>jQU4i;4F*3-GRR7Sb)a|Txntg60)dE+2 zlj6AZQ|j*B9iKIEBf>q_?$FSnusj%9k_Uu|Ex|eJN31_rnl0EoH=fbR7SVmZ{fr^@ zLl);b;_$iUjK(V)32t`#6#Lv1gSaaW;`DNNC5F3^O>NPRV|%Tj*Kj!x>jeNrHT11g z*bYoiQ-PMEpwV@IBcRs=w?2lkt%CDJj|5xha$JMtsZnh9>ZeZ35?G~j(^b7R{Q9p} zJlAh!>zr0Cd;Qy>BgyP4pAU`$hXR=MZs>P+GJMi&$v*ZfJ8KQ?4-ox@K~O71N`RVS zfL?Psk2i~-Z59{GKzE@Bg5s>bWD4318N0?PFIqopUd@zJ?!{HLV;*%~lO-pJsJ{^R$GBBe?)25&nwYEj$<dtD%B)XoQ;WGn)r zy~A=rSs|$Nnhp?$00Ms1;dj5gr?<^`fN?6WT8>Gjvs1W`GVyY5H8mAOPIOuT(9Fa9 zbp(q^n?Oo6_v4G@Cyx-x2D;xgC9>wl^pjC5_=Xp2R3*X88o^X(JJqFJAko;x-R zHvgh&^_+3Bi!GN-Tc0PS%Uu5#56i%+9GW|6^Bb>>zf(LJWdT2rRRRxpeR zQ6h!@tBbnZ;T*5QFv2oUW_#|lE0gpD0_Us)mI)MmdlY32Ye>+_CL$}^AyD|+EN3AQd~^V6tltBBXK0J6;l6->+1x*W zRXcYEl@TGkky;Z9IOTX8`fQh}3?T~@6)xxtmWRM6VFY9s_t!g*gdJwobihRpnK?}+ zixacrr|~?YN!UaedN49uAlWp5Odico5Pxy4FbY4yA(t~Gdi%cj1eL^*FC7Wdz)D8Z zgK`qQlQr%WG=eaCuojfOOF+hzn^=K9fzE7JgxDG&`cOqh#gdJ%GLT30?PZZXf<4yd zx%EXLKSQ$6*tsC$V!Zp4KkH7|CAY9v_!8+%X^6Z|gZ$cBKb zuLMP)0zV>Z0ovzqX{v(Al4_tUM4gJmj+_?qd>NQ{lX*H_#8_gFxLhr(S3{L zk=8qi(Q)NRwy#(rh&f(_;#|&@UXL1~!Q#6@3utk6WE_-Hox*TA4-#anY;p7OwBm-l z84q_2HTTMVS~TpaBDb1m9U237Y2DvDG8wVELUES=Q=~^B-6Z(9%XdmGJBN@IrC&os ztsgEZ>vMAQX0pmRX*MuNe0FOdn9t$v_?9cJ!BXP_?Cu#Zwg-@35G`+U5~71+VfBZm z9cWP-!%A${S`~hZOf$vaI#%xqJai*9yc#@fR~TO6_)KpWhPOLhPk=9rOp|l{arNoJzCTNU24gsY;3kH zABrR3M#28JN5JF|O1L>PfKNh7S&I#H4dqPp@Z%jJMxo-!|KZ}t@49N%o36}gpiQEY zcwQiq|K;xY3_xO|YJLY^wH9gi#wSFM6dJK+ez*09Pec2>wWP5?#exgLzlcnuit@e| z&Dk2th)*})Hm6{(>^}uZ)<}BQq1MR+&XFtO&iRjrU)>Wgy?fvCA>fw1x>#)PB}wWH z_j}9BlUB`Dr)M?f+X_`;6bGZ$g#YYam)sNWH@(KyesJKd$5vsfk%jVYaTc5V$;e+? z>k;&2FQ@_ruI7j>c5zXy;P8a%sa@44&AeJoo`e>q$GtFZBtJ>%VdZuPzI%XXOg zQ0DYZ=ouop^;c`^4|glV6$fc)X&=nq%^<<>AA}wV2Mn-RE!t5Oq>e?V7H(A>a`oEv zO<4TkJ!MG++Spjbly&=@O%x$JeCw}7J720PCs)OCEm&0JRg*U>j5B(JMxN^J+I2Tm zuRiTIV_Y1Z@kmB1k8Jlu=eCEL_G(fM4I)$zXDYH1_8wE`T-&T@W><>(1^UjoXxu4c z9SF{3)2TvP9N^i%Le|-^xC-sWz#}TxBu5Y5D9|(X~T1O^`;*$!8 z6|@VMxgR-hZ0|pB0@`(Hsd}ErAY>JuUwu3##eEj5?(B%2!yyJFnjjeRqm<~YTi{?~ zD7nKv40TNi3{<7QdIZ`{=MPq=E~)n3L}2t&2qA^H72eb^0>OL>1CAisq)_mQ3*3*WD0ogYj0s^M zvinJD?K&14b-S|OB=^xqo!x~iV|8B591N;1gHuq>;k%LYkQp*( zgs#GHPOA7#{m8m!pq&`#@>kb~`XrG#*jLM|V%(cjF27Dtl|{!LPc8}mEjfV)>2FkU zr;56)*HFhf2`upNlxv!&wA?gH(tDTWHdrnA32!X}s#~#hBpBeBo9CD_D8)Dq z!F&i3dfGiRK5&*LqFh3QwoQnst4;~IamD4b-;Fbnq%jx?1VwBfWn$)X!VMQBIiK1b zd1_~{`Qe!9Ie-kDL1H^lobmWDy!#F^a1Bxmg6d20N0R2eTi(b;rJr`dzD2I;$;fbs z5b$%H-h`U7=mfG+9MN;>*0>07_K`=IZzo7Pe5k-a0tpl7j|0Akb6ptP z$0tTX87-_ombJz@in7Nwzg#7M;dvOrrII%XI&W452!WTI9oRpkgyg}&;~C1!aJ!%e zIwBGLs7pr?wAT_BRlELnk~-dlrRgRXYaNIxrhaLvni(}jsL-z}G-rgBySHsWdxm5KM6@9gE1tnIFYSY}VMRkEVKYz!UVeh2W zG&M5$7Ly;oBuo=ll{GE@e4G~Kr}uxNOA>9@fE!dDOyOFNIV5TxI|71%#eUh}CW+|{ zf2oK}hMVNYbqTD4(XGTBGrZm^mGbbK^M+g;ES}yMr;vM$`VO>LR`()bH#rDSOSIQA z@Wmr^Zw}H84k4`{UZ6q%`M+$}P)JJrkDeBCdLLHwXa7B<>PRgGQ^0Est=tqG>_>1f z28%9dZ)@YZX*Md3%0$ za1S3^PaD`)fyn!9{wb7l3C7nv98trR6#OEEGH-7EQnGU*I-vd50sUBo!|a`!i)ZG+ z(B_E3mdkrtGY${-elGn@S;;l5>cGH4LM&k#w0HTC6lx2-lr7K`+H@e9xxNKYhkmOd z=J_9F2&`M<5X;tswktUHhGVw4HZH?H=SSATHpP*`9Tbn_o5Rj`ZA~uWmaFQvI1Eu_ z6wH%R+;AobJZl_I%->+03tI=w+#Z;X>Do69u(!e57`Caz61vKWb$m=%hN(JzJGd?! zQE_fi`;t9{EQ>XuY(}LMOV7WGBxbN;=kt;oAP$4guQh3n>QsH{Wh9 zgDWB?@?0*F)daG1SfYH_bNAo^vxL<(rTZu$h&ZjigRr3#5FD|=2WsWk{iW;27fdKz z;2Cc%Pefr`qifJeOXyy-i{vq4;FA7(@E00+->`?Xjra83)S|Re1Df~|#CS}(K82u8 zez24RD-Y6`pL{)U2{FL(E7l`G8L;d6GJ#L5Tyhj7b+}6dV0-UCxss*OLkg~4Z*u@0 zEs<3Nk|pjhz1Y%#LfZ)ov!cp@5;e&idTgw$Oyt{lA5~TMOlYDdIKBRl#-#tpVu& zI<9DDniOzDw>tot2vlOn(a!bq@#|vHXY-=8BE?wL#yYv{*TYH=y1vvK!;iX@`4`{T zj<|GLL4-hb>=!#h#Y{*X0s)J3o4K)Q-8rBYk6jFul&I+5PM! zWPm=Nm8{H%?^IeItKp=U1s1#3wPY|9Z$Kf|5~U${$!Q`7*>l@7>(`-r`>I&gG3N^~4IKIWo?v8Un9~ z;4Kp7&<;pbp09fZ6K9{P`T^dC(I`OQ;LM)nk`DEpH=Sj$0%??!xU~NmEe+AL28%6d z>IRsz;i&f;)tRLwe&=6)GO7JBLZQn{e(%x{my)tvhhGg-D^_532|Xc+k)9o@iihgu z8(R7Lk;u3@uDJ!cxW!Vz-?m|$Mb-Dltx9i_pvfy&?chxYON>S3EIw{HfCu)QOnGi~ z@_k`4RsOJVGzZV6o~y00lSaU(4jch;g;kYl^7>I|E7owdsJboEV2n;a1#f9*2ceW` z=)sIe3JATvc^E)x!czqoWxR$y&r3pV5YRVi7@CdwUHLC|mC-K6)1i6Ml!e_&Vv@>K zsyAjYJ>7@Ci#c41zHNXV%FS_w;!e+=<*37i7wj9{nw{$0^B3aMo%A3HaOV4dc;e_| z;wx^85Fc_T{8wg5NU_J0A0pF4Z2hy_Pr*0Y3Co>(zk4jR4-?&hG=L7cf6PO>r! zrziE@?_%QI|I!{A@mWPi=8{ZnqnN+KSDaD=b}4D<`kxrSZ23-b_F|P~{ZBGu{S==z zbIg2sl5D9i?__PYJATI+%td~#*3xp0O?((V@Ou3f^g zNkVI}xJ_q%Mx~ykViFGd>+?7Mfqvt9>>pss0cPj&dV3i5tW}9j-G>bjj3S{ za{}>=E)DKjBU^W;@9S@k;Aqx2loN&9gH_-tm~_&x9O8YzOAWy&i^8Cl3qL4!>j&yn0a=x)Cs3#a4LQb&8d-|Y6PB==)~vLE$25LMfh^7u(O(<++b%>-sMwMTLn)piPhu;uXfih!sjyk zWM!%#cVrA_?Ewedn{i#O`tQ&JT++QLin-c-&{eHth*>{!+JAn}m%EmAm;U+1A+x)B z18>|GxFS3OnvRRP0K&#^%83%pnUfsuDPMtH=_Af- z5Vk>#zA%Rz7iQzeWVpr5IxLU2)nCrhvQ~G|RB0DROB#9nVuhk=kxhmI~MtVKp>+qmla%1oLHX1Hk z=$J4j_0`@2b|XVSk|4yHLLnY?=tJ;4(un;dT??&Dq;w_x0h0JjbKW`T!x|X3n=$i6 zDr?fCdJ$$FK_~&gPLX5RXWFAZ$b~5;f_LxNBIW_5bV4)Wp%(MD!zGkah-Ywx?5iYm zq6AL6aB;7KwdlNze_tU#Osi!Z?XQwOZS+C+unCLkspbqa@39Fm1^U`hyzm|3Y(oWQ z7{-Y>ZWbwBK>AQ;G_3-{QydX-T5J?l$51qMo{70CcZw`ow>>l?%sx}2L`8+1TI+b` z^#`Ws{-^*IRe^&{`mzSx<`s3&psr{ii0tr$oq9m&IBhJ z@_`S*&g5Q5LqSe;1TyDBtORKzY=h~90# zP@_8npT+f(+zW>S-nE-Kb}>=bZ}l*2y{+fX8A$@K8{Ntj^~-O09YaP`q=(4mrB5`f zr8Ua;uv2L@ZLmAOWPZ3tXg@OySL2LjK;>m>#vm(53bVlg9-Zz~g1+7F5XgeP)m?w% zFHQb=j3!N9>_0cQ_`j<>5%?amyR|bWPz&~FU7G-ZiMF-B#`t~uRAl!{)L%OTr7~FT z35#^Hr}))9w89&tO#3;`6G;~TfwdD725)5+H5Lmpi7r0@w`YH)HF6;-P|1Bs<=Iqo zS?^2^ShgSQ5H=aB*}|G9#mW>l260^L+Pd3{g**=G@C(i7UohQoeIPeY5dWY|HDxy^ z%Qcx`5%v|>yR$dAIY%)UYfC%4J+~0<1U6nGwswo32{xwW*xajm%Nc-1gN-JkX%EVF zNl_$9mkpl^_xuwE(W;5&jNS$s@caERRDxayf35ejATibw4w+qtpZrBpkFAe;8=#L? z*@OT64tYS&7VW6v!;*-i@ulTU*I6&yz?di~XtjM^7+HKVR6QVR8k9udUNvfN@fDRC zm_|0UR#8|xOpferVb)-e(8OMxuj$T|! zzmOVa{|Opv*j!6sFfN7e+G42}hX3;}Bu7DQp6$^e;Lby8O9QBy@)&(xoNz-FT?XEvbEX|&Y)##VL}65pp!1{ zy&}b4_+u5W9rJUc-|lcL0jsc3b`(x~9vks{YrZW>rV}=%M(y;ek~g4LEt_y4NDG>6 zC%(QZH-^0je$?BH*4f0hutw>EUFGbS0{1o0PQUx5)sH}j@&tVfJQ&2d{vMNePI;Tw zAm>~G_E_KZAECBA*h_^jO50c7hgnwqVYaaAkMwMOxM#2S|sY#1&$z%;DS z4N~g~Lb{l@7TYj&TYJs;ngO;TZ5cD1r)}e1;B!nBUbh1H#k?%kwxMk|s0z_BYm?}Z z5P_2p>wPojvy8o9uOA7Unz9DiR&44gGJ51&-#Nz3Z+s(}F(|3?*c*^g@03$5D}Y_S zMFW|ccsDVc$eEMgnw6^KCHX;b5H)u6l_B@oi-b$(uXx0 zQz-bGd;~uW%s8>n>rJwZ-&bQ&Sic?vB}l19F=X8kv-QLB=u3;hEd6YM(W(lE zOBw8HvE21=z#DUZ@#bTY{YBbxWG6;HKJm@x(GwjM@hibWwRaYSj0^O2%!H9dFEMkI zGjP`c<@fchYs^1qkGI;0t3P$C1;^#dVtFX%3b14c0F}$%H$J@mQBm#GRvhz&0DQV2 zKOOb@DYhd3ab__tmt^Qg+-z*WS=?!bmNlX3ZZ{L3@!M*bzg7{f#AiMBV0*e`w=A$* z79bpW7WwCZ*l}mOpiBw#=QT_NYq}>d(R`%^@&4Op1yhk>BoYBAa<~QRH?B|T6=AR|fAB6Nk z9XJ)bkwjAe07iH>IyW^H% zc2WR4ru&NZeTlO_p=D+amujVgN_DH{M1oHB*$gY9#Lrr9_32rIu(@xQQ!^OXpt3%g zlIWg@9VLLHlnYMCxPGq>sxZ9#lC$Yf*|spRUQ-Tx8RtN{ksQR+T&~(}RtmM!64F-4 zdz!zEp8aljcwu54z9b7z5)P&tb+C~1-d=d=-*#Got8bGfHw8HL0(NyjD^i`8@YYPc zFp;WMKIV}vA063Uz?}e1^rs$;dMDbG-R?WKRQfl^DgpAdNzC3ny^^b;xa)&&t&O0o zJ(zH8q;?9yepV$zDc-dR9yFf)Ps=FKo6*o%fNBHEl13QWUxMZbkwN;m~sNadU@mf zvRsj5*oI^!Xi`fe3>!Tr!CSuww$m|`{MO;ebafdGJ^WAfA%gBmpZa9 zi0Zyys|>9BFvB^a0EcOaj~egrvp2ZeICJ9{q+u4~@4;8|1xHJqHqYITcZkee+=K{O za>zu1hY*=zUzIQf;V`oakOlec6t!OEqa+j@jbbmR4**}o31k2#Sq<oA@R-0l)w z0FR)5v4_^%)HSQ)sRC-l!gcW z{Yw>D6oxY_2O$pG!&)|NIG;hN#KS-U&jXFkm>W>rq2mhu{t}GljxZZI0ti%AGl;I* z;W5C6-x@*T^(#|XgGx|e1J|MvLOqX8P%`c)V@wDr>}l9t#u9#kSJN*ok{+3f;t3s$ z^MHvT1T#>s<8%GHtgbiSU15y_3oeSB=xz`M8XBvm0+=%FL~AiorVY2XK%i12#I{YM zg;p&bQOJ5Hj$kWz(wu>=FjganhV(jEqf+*O#zA4tMsURgZrTNw^aY+W0*m42HydYl zyW<}avs7!uaA8`ypTayO#^HnF)_5YdOtYuHerr<=!Xa{?FMRrLqIHTyo9Jmgc69K1tg6zQ_xh9VQODto^s#UwIjrTQF{YIL*i$;iHXX3QEfLw6s^Q{bBy_<}FsUThj@UFlqVwa~B<8``dsr z#ixwR_6iHH>9Ly|2${eB2wRSi$8n>JEV;qGT((<{GbnyH%NkZ(?ZZPHxgv+*l6d2f zCGO7nM-Lxj{3Nc*s3>gXJUx;<#bL8R#XvZK+x@F>`PyOhn(wm%%2~t^1wfmgpt|f+ zn7+8lG+WC;lsB}xJ+*$*Z|I>UlDy648aTXpQ!4-#*n@tKQsGqkat$Rx#4Fi-wldX- zKN|9aT|#nS(j>LJKj}H|IX=+e$2+CGw*qy&d?8})>hlke(Xs%LpbjDw8@@Az)^W$B zuGZUZKmHk0qvnW*fjHmegf-o)q@Yxt<#%4@o3lQ~`F^w5S2YMt?Ag))4A}3%sYuV& zihY!`0BAEDu(wXoilu7h>hcYGdcecxi}_`_fML!UkUYv$x9{MK_xxjHTKs$~tI5)= zVJ5DFSKIn9mDJA?)hz{kg?cF^MaoZ|P}c^(d+29tW|bc9FMBmIkUfR|?E01lJO>@% zxu`7#%^~T}3-zEKuK8}NYRV@8HAV2Y|AOkTS<<40`b|PhulxHbq zpxf7%!xEf4C<>O>AN)9x&>Fjr$FEC}40E!Sz^@XOJ4d@m!lG0ZUiw8Pn@&Y zgZ^fP>(g=~jP^uq0l?v0UIgW)0_;RknDX?17wG$7Y$ukks1w{OJyg$ygfA7%Jb%Pw{T);UPA4*W>}kF=`x<>90k=VHoD8hvp@Uqhs* zh@U{!9{iRCaJ97j$c)Mu0BRAgPo6>#==*@xv;Gq32+b`~A?}^~!BxB+OZUIJJNJJm z^EQsR?K(EuWY%GKXDJCqBFU*KJ%gMNQ;`^n4o+i*vKW&`9yDe2G;C-Y6AERLLki?5kr3 z0H=o4Qig!1Fy{c5p zKaSE2s_!@&Rq6Sa$Z4udBDR#f*sWJD3DEsz7HgzX%$O$koxP@IP?HF z=mJ}CT@QcOt)eqvGGbQ6^o8MdOwdLlg*AV)cZ)&Y*`ZMC2rf5L0bG3@$CIkb^2K!^ zKVLB)d}gEK6M1|34v<=G;CA>rB-!^-1r>NWIU)MP9Tja%{ z0xnm^j-1*P?@rUGlION-xZSx-b<}KuG2}~<`!M1Sti~$ohcHK8y2-WZezETex)SMo5{d4g1Bxz_+RkWgTrBI?MXhQ@Esear_&$AMt46KBj(eJ-oc zO$k>Iqb3&A@JEwqX4PW7jr)p8qUpUT6$dj9s>6YA)^YHYry%&b?EA~WuIj_LIXK8^ zO@W7Jm4S58bk6zD%wo~;kA;rzkds+ z;=B}-Br?el%KcwU2R92=ec-@nWfzC+71KUmi04VtD`irDw@%zlBo@r#PAvWv4fXlN zi%P`Zw)I7DvbB<{L*5CntL${4di%6s|eP zMe!-|4xz#2AkwMz80#6Fc*hbTc$Sr1H-oqy&(PY>?v^>eUfP_M<)4#LXiiCnoN2m% zys4PY%PXyk#T`X`FX;Amfm@@>qYNT~QV)FVE?V7X>&v;6XmRP} zy7(iSwrQ0c%Gq(g-vxYVmsu3ciHTZ#SLH^+)dF}AqUfN+WB%axLN+zD#1m@gm0acFo_{N~UAK_R z`%#(cdgd=!}?{qkM{-�i%;gCai_vf-Dubq2Q?@MPb!^pJhfKV0 z<3?1ooOaD`hhu6Mm>-a3Fd5qPrv^cMvkc!zztLr0;~L6$&%n+PmUz(PLV)lmRuY*1 zC%>+O66iOLLZQsqlB!u?;|$UoruBOw6HW_A6bHcL_ZwFkG1B)A!5R2(KoW>`MrAQyq9oh=6JJ{hz;KVf`sz!-h6|%5ODqO7pEx^tFC_j-X51 zg}I=1b4^Ci-d=jeKsD*Ki5lkZx%4Kw^=SqRBb{i)n4G>x?r+H4ciotPvi6Xap7TD z19hQLIG0pXTU(nwn}rpC4%AFmEEbmr`j3r`g~!Brt-ti(IUQIhxi~xj-1;s#Gc(iF z)HEeEH8rUDB5!DIbu}g=ENo)y4K_wWVSFoXX=y3w7*4ktp5T6I>E7Jj+!EcWg7duI zUQcflX}q0Q`KE{ysVBovkuaqn*X=uyw%w6?a| z+{??GU{~({gG!|*BqZF;%1X`1$f#=^kL8WVL_{3OV-*M{cW0A}T3T9GcJ2LZ``lq& z(v_=M$3A`1fxC}>`C>>Skys54M|Nv#`}_Ir$lEq|cyeLaD?2ZOudnY!XHY~$1V{RP zXXgY_Io|mOqw@J}e2XsWp?GFyUrcQ5yeN_Dd)X|j{Gx!J2k;!G*vr1$#d9H2o^XHI*`DIxB$svM` zt?j(#v$dPa$;rKaeQhr1n;K-TK=9MNR?I;NVA&loqvopmfAq^pX|Qhj+{$iMMHZi% N?5v#$Wyj9``+wHOXH@_I literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/pics_png/qnn-circuit.png b/Compaqt/Plots/pics_png/qnn-circuit.png new file mode 100644 index 0000000000000000000000000000000000000000..f2b8fdb61bead4dd2b62036a242d152dbc93429d GIT binary patch literal 48252 zcmdRVWmr`0yRU?FigZa!m-G;lg3_HsBi$WC3X&p%pp+ur-5sM+(%s!d4G7F|7Vo>y z-v8@-Ip^#709-R`vGRWI_{Dn-H6?r;Dx61;9^os$lGl3l2p#_D5z1364B(q0z9wJb z4~nOjlI)|35t=>V1G?Qy)t8SRRVU%zSv&?lW4paF^nCP)jOF16MOlj(_UKU?v9kP2 z9Y3?frN==!P%;b{VGK$1he&i^U*ET8vr?4AAr9sZvOW57Pd{-3=qWS`8E{LkJ!k<3+W z|FJi=vbp;IzKn+xfBgUA#2VjlsSs8Sk?%7l1IZL2!RlG!QIV18pSX?5qHsvZjXm{# zydr+e!&ME@tP&6uyiBU#6%r!l=jX@5#tv(3ZC(B%h?Ii0yIfq!#|GSv!ab56A2Do%`I{)U=xv`JAGevh~N0A4OLI z@1L-&Zf_SfZogUHk&WSec$y^QzQ;7{>+2t~vnv`moyLDCU+?5VU<FJX;H?0wxBf`$}kvSnZ*p;2g7930JwWA|^2n2%d7lYcL>*eHBhJ0=} zHa14VZ;Adz*g1A2OX8qh%&K!#YH9a}W=vaG^=oVEAHY6#BbnVz?i(M{(_^6Yki|cN zpAmjCGNJLN@?mkYu>v%U#*Hqttm@hEcG>SF2+@bvr^^;vuQO2CI$b`ehuB!@+^&hE}NG}t1jSOur3 z6!+ezpnLY2%TP;|F6#L!5F!P$pThm-!k$LV1D%vZN2A+`i2`eA_wz;^ z)B0PE{=2v$9i`gh>T)o#}3Y0(VTqZF`d_-AMV0h*}=oW(fq*3 z$fyH$MkkC}OV5rDp){>xH*0HZi6ml-8?ugcLuFuKC^BxWC=0-SZS}0hcKFM?hydC2 zXQ)nti$A~o}0A6c$<^O7ci zHxlX9L+(THXvLobArlZsG~Js*0=YdBDKl-=b0zKx@U#4zDdx%Ne`ZbDiuHP-Jy0YB z`PZ&*U|^qH7ArXr$QC`=P74kAR?tLUW8g8C{QUV!2-|v94y#l}O>JPY*|XYil&)O? z>tL;637=Znyg!z7--@AZe|Ib|UCgt9gN-qgNJPcqP%Ps|%KZH=$Z1?q_$A>R)ztWo%23 zG8F6kkDDCt?T0mVSw)24+rwX@*LtH%uLA#`ZCy@hZuuriV$lBe6?hGILfl;D-+gcs ze=_SS0BuCU)ZZh_GksAb!%-fGEZVrTMjtjzN{5*xjpHm&j~tv52We| z;E*Zr7f}yA?xe)PpUSXxPRgYDG8Qr5A=hh|ch?(92Av`8z>dY6tW}L(ds;#;>vAeP z?89;-{;RYa5bOfe!5cG3?gAs_m$Ugvg2=MW&PdkjY6RhaxmXHtx#-RKhr#E=A{?uidU?ZFR}~-&vw94~bzV zSELbjdjv#%f3bEUur>0hB=+HZ&}Sc3 zZ1=)E9K+u8Z_LIh$)xb_M%FONWL`B^nwJSR z+<(gVo-Hn~GU(uyMwerLUOjh5R7+Ym|9ci57VeieNA+b>#+Q3X`^$v-VFz{w>#j?c-mN6^XW`;{lZ8Co*vMTKki;0yelIA>#MweZ zN(%V=vdcbReok*h&2sm81BNXYEK#XjX-2Cq^_Mw3Jp8{y57m={oyu;cpnGDNTFNXe zp!6p$h{fybcu6Z=-@wSjLjZoX5Pfms)vmBvcro;J3i=7RxVRB$2N(~c3F*^Fo<`-L z%7pFizNL{4F&W@_99n-RATY6ZVk+xO?9al^j!jHVoF=_lq47=D!GZ$>GU4tMU}{uO zVJ$MOW&Qn`x01{Tad&s252glRZGUwwS$b7Nq8#&jv+?C-X?mZPC@}=x#Hql z5q|tFY-_A;fcAz{-b~d0j9KdTP;e+m8vO8tDK;rYTxddW_Si^=$ox4khwP_v&gXrd zBE&^E{1!uAR7@*CqJDBxi@4~tI(+~B{esNV-Pc$DWm8A+?Rp$v83!V4Kz&0RTU0+P7YnJM9V;^IG z^ZdPnjv*p?YTV?;Andx#HAnl`x@Y}<4Pr&#b3bqe)hD6rzmcpR>zu%Bs_n0J;Qahk zqPV!2!*O&@uYJ@JvgEmQiP>`|N*te*1a0=*xgbl{UsqRJ+qpOEm@R}zY`I^P;`f}l zLu6mc7(PTXUkW=vzb4SFoM~xk=?JG-A8xfzNfa*Jcplw6EdK^)oPY*Dql7Vq<@H$> z28M1AD{_oQhnb3mB&i#$JjH~b#+8sbB|3j}(-tqyxd0ZGPZ|q{gP+(VfZDfF(R!?9 z{1E~an0Pu#s*{dep8d(qr=0hH<%1wYUHz4p&L=;W*YVO z290^zg=%l7%QB3_(qGtr+z<78Z(Qm0O7#=3AtpIh<6Zh?$M+L~B4@E7-q4r!yF zEJxK_au^iHe3xr=p}7ma90D$@$7XQBhn$!%P_+9!7E+Xc(oRCGxuB!!#NZ+yO+c$7 zb24X_qigKajQ^R1*>*I$yasLtL3o3%S0fyZxdlBlx}ircc(e6Rb5D3X?*xFZDk=nV z^UZ0lhC{A0@alNqv6iMEXv-6TRPoTbXK6o%H?<7whSNjtG|T;Jdnx(MAAuw#`JHC@ zQZd?mPt0`6jdbtv+&P6R=1J8ruBmue1aYK0>qxVxq~d?Q?i?tq&#U{D`$PBr*WTNJ zARIn>TG)bzdB4=^D;hTy$Av)D^hR2WW(ot(N1{v;AETPsLChP=K9%dgvcVg9N_MM9 zm~2HxZ+P!#3HB)Gd9#Q_-c!z)#Q!xt7%g-`7p5D(@j7ys$E(shSh=5?pDh%Gv7L)E zxTqmi8jJaFaDDH?PqNJtB)&+7*(|VHT~_Sfa7OaIE4&pDbUj{demh(B&B010i89c6 zzE0EAJq`2b?tJw0Y6Vgny0noboe0bodB6iIIl9=J;P}c5^tF#M^~(&tHSE?T%q2u% z;A@4+u=6wbv8a*EN_cMLN!`KZrue-Mrd7Q$9=b(uho;6HPLwjaff<`}jF>iWNVJG% ziM;L`@MVM%uWly8Wyu8+r?<0W)7VSqe~6X3%i!8^1b@)zcBM`nP08 zM@Iu`|Md}$^Pl!T^QPti^S(NAH&#Jih~lEdVt~#!*~d?L%}iXY3zjsycJmu#mg}98 z>e^X3G+l|(x}AeqUZ=_LjpuVq`nb!3NE?;T*)$7fjo+A@ktRZE|Kt$+hhZw}l;|i= zeHWClU2x|-0;1zP9kjo{_z=W80lL3CFCp_#OAou6wMtrB4m{Ciscn+XSa6vmCn9lc z+DLpU$I!Qx3G`-8a{^PEttb8)@C8@>mrfO4hGTP{T{m(K*sGTUA_61xHIi_J1NNQ{UNAL<>BsuUR&Ec#;ES?w?>1}_wvSRbhTBL(S|`Lf0R?sNx7m@ z{z@D-p%H>$p-YT6jIL2+rMWj3k(((LVjDv3x|@%)aRzhA9Y-=K(LS|_TprG84_8}R zT27|N*Pl^T3370At2)nY!A(Lkmp-v;^SLgA5XnT05`|cYr$s?7oiUE&FZYKa3i{)p8Xe^>JKtV=w69mhu{7jT26s z$qMWDOMKr5R0Z*Vu&-*<*Aj<~Vj#k*@PJwE6Nm2pI%C35aDUM2@A`3eA3piu#EB#+ z4H$|oGVr<$^^{@R78y<5(aO|ybAfoa-M${ftpXyd&=d6yQaGPKe zqQkv}?&v$J!h%QI+W z1Ff7Z(qwwL;Z|Al%-r?Oo6CcT0uGFU^5t|@=gs3_2qGVTE9jY2+-ay+X;v;yT=Ah+ ztqUkQRe@J7q|e)uxm%NyllL$3!aZ(sc`b!WC+N45nhzkoNfY3n(ko=T{|dP{8}yqwPrjE1el5y39kZ$IuDJ3VWV#QmP5n|6MGOKO`SSs% zG-nhEwHtFJa?$nm0r;NcPLg@JH~CaYo-V)|{q_LpAJFBZ33MZ5nMB`m8Pyfpvn49+ zL@{i5As-8nXj}4oefN=;Y{sRR7AFA`_n(|FS3*kt^U?JiMKY&!mcFZIN-|%qymq46Z=xdwq=zS)8AC6;AQQM( zjS!L~ufGPa?bheWD8H>jf+F1xp?6Z%@~+$z$W#)|GTS!cS5wq96f2F22c6ueEjkGk zD}g7H^;oXxP;NY|ZF1yt$N7i^N6H8tE74Fo|Ar;27wumq(kmxxqWIj z{u2H$4fxQH0WH&5i7uzE<7hS#aa(%Ai;KD*Ac|?;%u(8=pUGGSO?;;yW>^>@1h44p zMoSvCZGi!kTcvnJ8JsQKPj+gs7Yo_RsH! zu%GHhb0Hs)Kbs7Dk9(J=HZGNVh}}QTHo02?*w6!Vu$0<*-16GSpQ74kkW9CPL2x1y zWjO~t|IUL!=u&Cq!0#|5=dzGI~NN&N8{?dKlw|8otW+; zl>fFn0`rm#I#s1&*EVU#9D8fp@%oj?LLUp*a&u^=p1))xr(-0=Bw_mHQYWO7D$n<5 zUe~6Ws#|6TK#(q#9w$kxQ)F(Q9JzKP3bsc@JgOc?aDhYq=FhVznf$aQdj|Cd?S8Dk ziRqSL-2#RnV4N%*F@VA0)5b%?><#PLAb%~=6E1K^+p>okfmgz@^z800{j_O}88-QWtQ%m(|%y3_zc= z4pW{p)cg#gg)7UiG?LCQ0PtbkQX?tDA8()EV6?^ng8W zzCD>qX&rzW^q_C=fshC|U^#rA{;MxO0RUo(BZOiyLQD*;Pt`(P$ZQd(q4*WgL05~O z0j2y*it#dDUfsG!gznBUvBw_!yb5+MJspDDmrC0`WfIc{0$<*ZTGj@god5J=GIpQi z=Idn=6Ek#mcZyP3PSjTL1i$L=8(I&sAPnf*JAVtR%Ny zg4P8s0i;S!zo72lG>!=Z&%_{46$s+T>9Ljiu*KB9gu@pmph@(VH*YcUJ!dW5G z>03LysIfZoEJ<{3oSUVMF$ZF4)u_<|+m7^NNW>QjhxoKw3lD7QUS=tk0@f?ip2uoyA?sDb#95wbWIWLBf9(p0oNC?T- zGTVWEf`jw(dl9(Ly8CC$oue93eG~P$8XMhTLZy@2KCxZPeeX$hLlYsobhX3nw}u9u z@%>`Ws9mAUlf~M+1QlYr=BtVIgtKeb7MP25_S$%q0`ksF!}u;I+&>{_BoeXa_l)Oc zcI~O*rCD)tVXUJIX15ch84gL8W+D8^o_C`L_5#MKOseE)#$ zGILm%Fx{Ok4e6jN6tvhhY8|Y2NpzY zBaA#r5}y9$qB;ac0(JSqQ2%`f?V&~!s{5$qRZ(JU3TS;9L2l;vG9T45_X7)O)z#S` z??&yY)P(Ucg9mQaYc*_rm1*=6uu9(x(t;)>1qDj8R9o}N(q)sEF9Py5N*E&OY~2)F zPwqQVXDN$COfc`U#b>tVHC%}Z;^w>*_46rd)|fva>c^;sFrj5oyXmgw{gu#76AYQM zpA+;&Q?xMrG3qz(;$DDO2eIJyK{>Spm18OH8N@#oRBQ3f8|fa07!ULsT)aDYPX9yo z+6WbyNI&ZCVDf1*eGyAdy=ix3)S_H~$%_2gcJ+11T0#665UeWP-2?y_xe^wZPSlhRr*bWQ1E}PiQ;ZyKE z0>;(JoMx%SnGWQQ<09l9vCog@lbPgsTP}$gL?`Md!~KNM@9O5D5=<(;$pdo1OatIN z;qA;{n_2+40Rslxl6cT`zvDzf!o12LnqYb|bd}cqAPwl4Z_+6ySFI{qW>a!#ONc}w zNM!QRtOPw~23{VOqJ&|L)T~LroYGi0h^ps%+Z{#8q%a-D$BFR`fk5z5R~o1uX~~?c z+(aC}JkY-AP7XL_|JztmS2HoO2^}x0s^SwOAH~_{ zH-|d6&*1D6qs0$xZv}ra_DtY$!Cu1y%Bj+u6Pp$u!NY$hh2*Mb+KF2LnkmHiiTB8s z{&{W67KaGo@1KdBTZbAou6v|C$)}rT-{hjr%Cs#M@=?PU9Osd3(@(pW`h_hHb#UF> zzbudXS8e0eRy3=cVwJA<*#mfB^Y2(bCinz52TF*T_1fd7kHse+l|flI#tKK_NI1wQ~uEu{nF z`f~6;dbQ}hwzE?xMJ6k%X`b}ZbK|54IDahNKyWLhD%!XQzLMN!lI>abSY}ET-*gj^B^VkLupmS5P=DgaqoN<-XxJ z-p;Nfn|^)^5JVoPb%t1i7Q~*@nA_}OdfOW)7e%fIwaw2qGMvfXt9Ug!@nCMRb8T#L zi>j$Ed*nsUEMQ+2?#e(u#NiUXz;K)2@a+r!i4vjoT@{CS|CyemAe`dUp!l6Va8D&J zk|&OeZUmzzSKXNOn+GV2vZCU@49DD3LuudWIk$5KEtcx@zR8g?eT)u`r;Grg1mmph z-t{cJV60E_EOD*E0&d;`D4P99X0X>#n*wP8`Jo0XKz48 z);>$vOXsj@U8gzvCzB+4pFW0A^%hD+V@h*J`zl`b9Wyxs>8tT-HsJ2ZrRPBdT^8i;uSZGc2 zP{QY&(&n(0jpwgyYeyfaw71Mk(rc^h&e8Q(7itL7p5HY!Ww-VSe~I>>@UPROS7n5Y zD|pYf7vWS4nf-7%&dKza6}BzdIfQq^Yrh_iI?uM_+s)}r$Z<>z$%4*8#*oe%u+Vx9 zGT`E{aniHSWt0nqFtq}~ZB&O$&T$1s3QFPWk$Kn3w;}Y%Ii=u{au1M;v=r@v{u20I z{9$bC3U1G55{$R!aV)^Z&tyg0tq@06+{H{{6K^|H0Ssd{2ktN7`Jc_Sa$GMa;SU|l z%()|lq`U@}-Reb{WPx<;Ben=XeGGU^DbZrj&y5EEU5to8bXJKJefTI+-MiCH zL=AKX;Q%yV>T~AC8H+jJ`F^bOcmM!_i$hm|7P5H9#AK0plfI(kBvFpDepIl5>T3Wi zcA@rqMGM6TkS~(!`#Qn1pS(1Cl*Fzgb zEZJCqxYTxztijmd^Bveu+f{PGW%7z-`x9=*rT23OiVVW1`y@88Pko|Vr=|6|mtI|_ zlGj`=d?n=S`B?s6V+AvN_Pa>)=z6u#ML7+HdZ(j zzWi-5>hm`~fci^cdoE+XQc0M(2`uW*tmzig0S}kT1uyK)*Ulsi?9RDvd`mo8D>hrP z*h;h)C2BU5gg(kC72d9-S;n#(rIa{I#ocG$d+&35T_zvSV$AB0v{5e>K@OmaR3yt{ zVe?xH>nDHd!Jh6a>GZX3g{oiQ9WS+(iZxho;kch?hI|<;=c1MHkw2I&KLR3zy%U7} z8Pm1Qtextl?K}|~-+Vd{92gO;vDnDW@op-j(-*rhD{(xhebdW>Ytdv;^P9D4Bxz-Q zK&ngcnRA17a>-}=64gyJg$Nbesg1)D`%$5id4=Gm8U`WFp31tGZtW!;XLsL&&y&#R zZtQK56nf~cm}_yIA%v;Ed+=8zlS8hXEOi+=W?JutZ%{ryo{=NTpqmZ=G_bb1zlUB{ zt_M*>3Lg~b$WruQHP@0EN~h8!L_kII98{~ypEmfCxBgjUXv1icW4G=P*+tg11H~{riCnbqmKUl99CzIMsU6N~dDKM-fBd|e5 zxjiC7KteRqm2vA82%u3K2-l4gQ{DS{18S=iP}_dV>Cv2L#%zy1K_X5b({H$4sMSBK57_Yn{R!*-jrpg^NZ+~42>r6&|6P)PsL{1M z#>k!2N}YWQGMQ-IRt)i`)2uz<`T->&UIvL>7#Yyi0nn+#U(81=!5}mppZ;Iy8#V;#QQeOi*b-fM=t}6fED1V= z(d_%;30>l7TUSXw;g&}gOtqH!sHjROuo$zI9D(mEuIUOts_l->>KokpOD?rf&A1pe zr{FBIFz3h@=W@9DUg})sUkI}A(|w9Eq>EN_QsQ6vIKM+Bim?!mii!$Qp^skJkIO$0 z768Mei(j$a9tco*(2k~}!p`Z&g;*7`OPDUMfIddoN3D$ynQ6IX<}nBxO?7Gcfn)8Y z_Qhab_=+@VM{i?Fj)oybr|ARkNT#Yby`WqY7{CSLVj|()y)r8r%*+a=iK)drmEv~}pViZ{qV-EUI@00IBe?)JM*;GyD!JkTNci7-Xn_D2s#AXk za8X&pdGAvyi#Z`O(Ko?U4O5)%-94y5)Eb$VY^HN58dSZhObw= zeHFbTpY=}mwiEtXZs`_SOlheS?UICJ=!*BKennT5cdsEYnXiHEm~|Y{*UcbZmgnVX z45!KrNgjybi4JI#=c@8nS={d^3cFrB{4~YqTC>6^KJM3{ABKizypcJ{XPCMBYwYYU2k$}y(RAo`&Yly6H zIwu(<7BxjUJoV)@U}-shY039z3@vSMYIfAy~Ksg@YRf_jvx4gZ#8n6Q$P`zV&E%dV~^BTP*N&2 z;#O3*seR&7Y*`#3n9-nYpkl=MMB8$;P_^Wdm2ps$U+X*@oWJ><(DT60E`Wu8ZigIt;WGRb(*T#e;dJ)=xbv=2ew1u9_jO9x{>dsHKuhX07ykIc z42WeIJb(#WEk45+Wcop5T;hv#h3e*b{dfJFAYGDtVoD=v-Wwe4X>A_t=Ga%~z4 z=KTIro!}6)=^dNwK@ED(eAp)YbbH)Xhs!(oytc#mFDE?92Bqm8BDUn9A!^A^3`{1_ z^9_|-MiJA+wEmOPcp0^~&8FtP%YRF<=}x_tlkQu{x8x3T6^66-9qsNzMr@IHfBg`b zGx#}rEP%Qw6tNafU-Gi1)}lb5k{dIv2>HodY0lNo2IOY!_-38|lD}GdXx{8=0pb@F z@6+icyk+VqAM>WB=dG#(Cude8KQ1)+xvtKPa)gY$Azqeiib@-GmpD;A%I=058jd?j zQ`IUhsn=}moCbdS!qe#ul03IaVSW6BKNi_OxA^m<7I3{7&Pr^R|_^P5~L9MYWqhhMi3@V=p@&QUbc z`c$4H?QOt4WOrFl%+}x-Z1tUry!H(~VZD_MuOqI@-0ByH_~FOY@Ozqx6X^!c%fb$` zu#yDtYFF1;u#JXYwnT&xsS``UEco2}FzJ^MVKq1G{D3BYzC>yyaV75R1JI{TCVpK~ znsK;F@t9v>GNC=}jw&4Qo|+7fj02tAk5OOM`71o8NU8Tn+aVkYML7iUMGQcD2!yQc zW;QxJlLB{M04uAuJ7*fA*G{RGL}<`#Ri>r6<@lBjU;d&LxJ=_{~eDVhm5uYqBgHzd;dVtK-6x@ z)uELvB66@%wYwk~w?0gc)v|skBoqD}XT%1I(&O)J-Yo}m!YMA34B>Sd<^b0;P+k0K zQpj1;(W;vd>B>o%F>{6iLN2{NrLB`g&w>wA6(K;5n}2Rjqv^Jdu`gv8*h4z&C2yxmb(w; zrKmM75!NKOLq${*1(X&0`pA}I} zjjqa?{P~ROgiWFTmIy7{FgU=&p)J4+iy;%B$*3G=etVTeGOMm3vt-qH<&G=m0tN5m zE-~{Oijo5BgY*)%pgeavQ-7?Qvpl}lPkqN#AKLPn=_C*OadS4H+fuaieVy>34=$0) zUWveD7b>1t4VL7&u3A|N_DaC%JGG)KlaK!1xDj_sSejI81v`Cv;ew9&Nw?L0GW<{T zo4%Yxt*eqRTTUpim!tg%tDVW!W{!ncHdaV`Cuc}yu`J#sU%j}2_FywBpjF=-(_$PL z48~AW8IlVMHW@)vg(~3H*|fDX98p3V-U5C&jM9b5^)4kLB!b(Erji;%l|RH$K7*M| zzW#Cl(CutgRtcTz8)qr`mL-f*_FesgVrXN>eL*kccVp@3hIv1fQ-ivQOW*rzlTdnP z>t?w4w`8_Mj|G%QNB2M7N9bj*$MgQC?Ax)rpx6!<9zsNDPI`C zpUdA;SNj|p)n{!15;75!(g7$G^Z0n~9x==!gf{E;ikdGQMHUezJ`(5?Tby4|z{owU zH*_07Kra>l7?&*9ZZ!K{oJL?kKuJW(Pypjn^{|YdF1kw;w_#iOekbR<8Kw4E+SMcb zQjwp?^pu`5>}P^i8SLE?gMYOOf-HZ~4n1JPE8*tzZy;GD65v*j+Q4 zk|I;%%&~?Jtf>y3f}DqF)_XC%7{3AAu8)PQ0$euDpg>i}gu?u&d8?g{RFy5bwHJEjM)}7mW$gBwkMO67 zw{I5#6@{z2i9NQ=5Q@wJ75;{$5P74R+73nfhP%`V$LlVsw=Zd>Ybeo(fJRQ4Ptj~K;n}R6-G*fmA@X} zmr149pBWIQUTIAC4<=%Ylb+-1zLZPsL~Dzf+BrAlckMml5KOuv4dEf|<^Da9 zui?hSO<9}%)YK#j&|Ya=hT$SBK_q~%MXPX#vioIShPnh8LH!}fpE0xdZ}3Q~gO*|Y z8|`)$yT!Bqa;w7$G5#0fr-MfGnd37*Fc}5?+&6y`0|!c^lZ*wlTB@oh0H0gfxE+t; zM8{+GE)-hNHNKsqErRNz5DJ|~P0c)kIZjyRTCGS~6_yng7FzB8`4*Fq&|jDn;_&uc za+qVssDD>{UR>NGpAnQ1laSnU_F)r29Or}OJfCBVZVyoPd+6l4y34?k4HXKhv3-g@ z$zlZ)Bct0k9${rmhyVGu#WiegA7R$f#vOqOX!6U*Dcr4jcM3=^qkg5Z9dIWeWY}eQ z1IQa^nB&9h>U)|d_DYn7LcB4T^ zw7ZHHDGf%Rg_ zxwBtf3z2OfckEXYS4BXpzRVbT>DK14+J&M!@%lla-Lw=0s6$JbBZy=dpZ_D@B;z(h z&rY$b`%p<_TL(yQf{=fAN{~MQjrSwrgI5AE+>yGcGL&QoIil|0OE|eAb@}}efH&`i~r- z+hlCCW@Y+6T^np&q)v4Cy!LxNzwhquCVw>zsXYPSj<I3OO2m;pm*85p#{GFa{#52g|l^Ce1xk1ST|29&kp zo54I~i6^cY;>>Z%2DDI~pvu=dJY{bNcw}RYUn)k)iiQE=ygckblR$iBCs2#5 zCo9o)1MvUD>30Bnk3zs2%XTRJTO*c*Bp|o_2Z{(oy)(cnHEItKG7CCYppo!-<4P@_w<>pFYivt+sC%=CE`e$S~Rgskq7bi9S*A?(S zF>zq7*6#AZ)V}{W+l;ciBTn2ARdZW=yJo%$scz)_@;RJ`eTavq8_1N09nwdp$H&Ld z!5u*r%R9^qZSpUz@c9Ez)C0*^R@T6s4w{7il)?YtAf4ei9(|8NmCQgIto<5E2 z>XK;%>=b^p?BDgJ(DT{<<~6a%ahC#FKFYPNQ!%k{R+j^7&gDxrM-_`BsD1A1}k2KiEGQ zGulS~AB`CQRyi&tbGs-{d0eQHbA;IXz?okN6ZemP5^&|oTcUW|9vpr*4%^$fr-uE z!`{Mj_t4t(^PSPsDOZNF!=5PIw2{M~Z#r8>KXUFI^!Ov_M=dFK%{zG_Q%@ybrgE3X zoL|{ij($9tpAkzOrTHTR!XAl2fQ8y4g!}4GwQCx8HI&xvT}0xSNDl;$9T;56}wb#Pi_p1 zbG2fSk$m_VyiG@cVgL~|;CIncHIPPJXg9UC9*mk$JD#2fkBEOtJl-^0z4lpcI}{Ku z^YaI!q*d4>TJK|Gx_}jXp(F+rq-+kRo(EgVJb3&OU7f{1udwAh37`G;6Pm<$MT1vF zH&@4z{MtJkf2v8I>vNz-(C>ch9Crs@PHNBAzivelYXZ2pwN!nxuz%$0nF;7{E-o=L z1H@Orgrb#?rcsiO>T8@n0FmlI3R=aU16<&dgOxfB{7s4Fj*swNnfk`6U{P061d6u3`zuB7m|D ztP?yskbznnNtzzeB3zuT(D%n?Jp0Jhhrb^Fy3(v&0}wSoM4G$1`^z{oZnxW`MgXRK z@Mr|zTqK9a6Rj5j#R)hPpp*dJ9@YwolBMZ2I2qzmy?AA_3akde7uU3t9jMV*fxWMY zg8+Q)%3m7VSqEo72;)`?^~zu~AgC1=rTjFcV__2n z5&Y8~vQ$FxXMyDLUE$>hq`c~KibkM12HE+D+a zIE?R4cvLSa`XtKQ6G{5ZR##wu=L0=Q^H+0-)^7mRncr(YHx6)vpxl>+i-hdOL-g_F zwhiZ0m|bXUOZ6RtU)-Lrd`5figC>!LhH1rfIhA=kkck0zMBGj1b!9p?ko>tfu@B^m ztN@CDFnpO<`wUVH<(5^NsaGg%dIFwKrHC?JtXl7;xctT!BoLsA1?&W~QNx+gF z6qlUde^|pjVJBx64{irHUtcAly(XfeDQipzZ?YR_M5;!+y1eGTy?87Ub}x+bYcC*= zFCWP6d0uJKgm6cm&P&jttt`qw z=yJB`yF%PLFi(7XRMo@^#0aXO!#1^Oh8rHK%Jj=$>!cTY$>bsT2;W7Y1?K{3QL zM%CTFZ}U7}6q_K7Cw!aI+286U^eKK-qNEBAQK&QH5qZxIQuR%S2W!0vXkuflT?`q> z$$?N|hZ{YP3$2BG*1kKViz~esIzgK%gh*9%ieuSBHd)((PTqcE*Hne1{^SHOCfyCP zTFWdQo^jX*yu8_jT4~assnC z=K)(#__fRLl($;toEU%v`C%0u4sHdzaC2ph)!M1w0TNFK;tIedQe@IB0GOm7Ox^;Q z*KD;gpqq&eJZ{Dmv>oaK%zvkUFS=fJNcKvJ0Ei2k%vqHEIQo1H`#h1%fgv@{S4%KOHcw#N;;eqcqq#sDVgP6 zCW|!DR)Ws)kv9jt5B`tG8{hNtbjvINvlWMgE3lP9!iURtB=bEfr{3ypwG~I#!Z*2p ztgRH10d+Sf7|86PGv&6k-<+_kD}8Kb03m06fcO!u*zWHq9>cE(PXVih6%e%?vLh1> zWLyTJK#4Ygz)#5C0a5c!X@B`--du_w@;C?9vn0I%7z#CO3?2tbY+*aiO6Wg4GWR&H z2)&G*i+7*_IWZpveq$L|H#b1xJLq;twZQNUw?0XPt|p7%R|>2DKCe14*}5J!j6Dn` zOM3j~BBx#oL4M(aKovgzn&iq#IL#WRRiw2UFLbGvIZeOG&+|u~4OMgAhO7-!b;vjfE+4zn2I_GmRJ0xu#C&CN9S7~KnAe=(3^J8 zI!GWJCtXTXlXzVSBEWltpIQx>UjBK7Bt1pBE1Tp74YNW0mU8B8O51^|0p*X)>Bgn` zA7dpfyAOiF{gf(X%ug_AsZ9>i0fWP!L-kD6JG<6gWLN$fxT zUyQwVRMcx6uS*C>gGiT@C>-O?>m5<@86-3=oxF?4sQv;+5@ea=1S zp0(~;_x`)r-a32c7w`LhKhN`lY4?`)C1(G1w&^o?TY^7|6CC*I)AIC-si+@qntldI zig%kyx-t)5iv=Z;aT_O5fl5{GQVXzK55{~ZgWgNOI1dGdsv&G|KPR^UO(;EDEz@hI zeNJjY+XZOV8!q1l6f#%*}|U~ktv{U`fA2t*@X zu|B;yDRF*e%QRfM=^uoYn@`Wf)oKZ2X*ub_4za^(i5KX?Wn6DzO@b6e6@1}r?d^l2 zK7LUoUeT@ZN>RXrwEhAsTFgpmAx%NMZMrESAEKQhb1o{?T^o3(hD>fKus>?==bd^{M)) zaDk(KZlgVHu$IJ@q@gOe{ACK=*1stf4gA-|U9rFYf>cY^@A(6vmSx`Z-i)#zFp3P)!h~?3qclUqWEtn5V-9O-!0RuMt56uN%qVX?`DV< z2~0^LySV-c=xNpM$M*a=Tp`SOyxD^+$e#g==ddh1w*6jU+2>9xcc8q=z;e`jeN;_1RnBfAy7wrfQch z9Z@#>5x$mp*YewNFLLq5HN2pe$ksvY<}|ny=X_>4EdsAJF4hIs3|zjzSr}k2W3~J- zadBbVPIW+MQhROu%3UK)tidh&(wB3F2x}CCB3%BC^D2LO{qy;PZuvc$2w5%h_J|3+ zKo*;KBt_cKjo|ORnAfhR;_sLRd~v72XtBm>TEXvoH5kIlrShQhSxu>2Au}}G`7@t6 z6f3?dc7cXIE;LCi`0_I6VuHQqM(3Pr%UNpC23v@#Hgo*;+{$FRGK0DQ3@Mw{ChgxV zg@Z~P2gg^wbgD|N^B5<1Ba49tg_6Y;PE%g*MP1~;2_PHBH@*+8G%>@C6`ASjC1TLu zGr{XFZKI83$2)u9TdBcmd4m0D;66h*_JLPysZ5sLhuUXOzj#v%i@wA(TPc0TPz{ld z55#`QF)vCoG38Sj7#|bUX+CAgABZ937&Ri*pY_bf-U^9Gs?KIUPn-wet{rL8##b06 z@NGN+X|zjZUhbRyvd3&nPfo|;HMq^b-G793-haimyc9X@A-dixE}v|P3V$Q_WG#iK z-u;#x|IGV#H(%8tCVzuR;`a?@{VI=na#B*B<&i_W6~1`+m;P_xV9D5EQm+=8&r@KD z21pQNMmXR`x)$A*qrpr?)vonx&;}S3DM-y~?wkc+&;ZI1O`rkA{rbev`Do!L57kSq zbn!n@&MpzVFc_jg068`x?!NaS`K<0;F7Bvv;4fhQLbs`A=^HPevxg|y6@>_Sm+?66 zd-$SdJFQU@goK73$q=gBNGHqp8muh!NyL>e*%Q5{Mt@$~EL7oUy-hE7|FiY}_o=h* znVpKQD`ZM$lY>m`Avs{C@~cnwy4yoZ8kDje$PWlpgx$)75{JzDX!aps&m<>LPrW!( zACujnpK||R2VZg9$IzXXO0ZED{FvYzOxgG;gNEK$IIq=*D!mFq1X4F!GW{ccBcFy- zUb4~CZ70^6Y-axx^^T{-)fleqU_}N^vt#>G-0%W~rmxJTeLt2;Rs*Ki;Pc1)IM%W>h5mU^1u7$B$URP4wkO1=L!CV~f{oeyp|# zMmf5`M}@qE)~sRtd_oNmI{MHW$eS7i30^GM7k|p>>%tQxs$;N0mf?v;^F;Cv0hA3}g7qHu-Ijm$Lmb68q8nktR8W3B_W z%=%McRGD7qq-6G5hsJ`Zi(#b;N%oe1GPMa9zJn}&qiTStD>yNx`a`=}`lN01^skNI zZtPb=-a4G#AE+_)TFy*(F*jm-O;zB;K;0)r!IrTCYHJA223c@hvKl?nvrHlSD|=2i zQ>Ej*HQ@%h9mf>SZ*^+gO)JVTZ{{F4Grb#e1y$m6u0;ol!7w5`wvMG)JMg_L7D~ej z$5#lS4)kIP)wdj`-qR~k>y_3E)Pclgwlb5kHZNJ&)=H>0ag^x+@X5R{^-jyyn;q26 z>zbaJIc`}wcA}SN_jr4^Sf9|eX)u$_Z#5<7_nntR`s|B{X*DoJ=zxJZlz*YJ{(+ zsgr`ysUAb)cIr%l?nwjBL$gV4w^*R>sw=WH!=!=?THSyr8dhX2yaia^Sm1oUxR zdo}vIl4Q$wK#oT7J}vwC#2KXKVG6B1Vf)#{hOl!vkN7H|i}Qt>UddHtjrg-4^f=;#pha`|unF3>R&@-EgNN-(CR zW&)F??XyEV|LD!NN2XzJIqFCligGig_*?-ZsrVkUZp*;D?zsBx*oil4Oz{ZKb#!`Z zltgrhh11?!uQ2+ujla_?L-?_KN-`lfDMt^&X`(0&R~eRyHh7&i79}C`gb3pQfj4=@ z{>!Vbw}F4!-I$|Ng=j-#G9((6>B#;`;DaC1xWga$8VvlIC#iVb{*KFD1H+W6uA;Aq z^Uf!@rg2IDw1>gA(IhG`_2OXP_ur`uocQ&@U4v9|Klwss@ASj5-vb~$zGBKPr2a+Q(N)c)0_9HQuS%0 zVC_tQ!>|{qI+3u+N{h@w<5goxYH&@;o#n2MohOZ&%6!@tMHXeMW(nj>e@UD$UuIp< zUwW0{d1L?mZ{=8^1ie~)zCKv>FSHGT&zcO2JG&+vz|FC4)IYB ztuu;*R%hGj>$pSX#yWv-L^)<0{&|{wiY0qyI-8QfY@<0VJvi}r8}XPT(KCw{CE+&d zfrBBMO7X(N;K<1Ld1KAEDzG?U@#Odl<1!zfs2hq)bY`+0!(z+ob;}&z`K=*$k8Iq0 z^_@UGOVwn4Ta$2q&!ISQED-iKh0yBcq@(vs= zlP}S}4@x~z*e{xci@v+lfmbGS-Nj(^oNSoAMCUAt(#+HGum70AY1YBkR8sj|7RlZW zqJ*>83i9vnH=D_@x77IC263Z$jTLMnJqe_hdhG<40#XLCW6pVFRas2xjpVy+!0W;V zWF`MVP#!^=4$Oda@d}nHwKcVc1rleMM$ln^jh5_h`0#%tV(y0 z^%bvG;|eP)~I2h5P9pcQ+^N=TBgOMqiN} zoIemn#{HI99jpsSRqbPo{Y5f=XxD>L9Lw(g4{#bv2mDr)?{(YlN%a$c_)-*_)r@R) z{mLSY9o?Q@iT^u0D3H0iUpsxaW_8dnk{kfyznqoJ{#l1-W;__7pp%J)Nf@ z(@=^&VA_*KW7V~(E)qfXOY2t_-V#^Po?%C1M!?)Jo8HapljBb4Fw4mbTGqE-{N?qP zlzFlPVnJ8wgTV=&Z>sIdFpRCQK1_E|);oQeofX`BYj$uS?Uw~yp#3tDGy`_);5ABq zBk0(5hk48jM$n(H;=ljx89Wjl@y|a#Wo!fItKg8K`!M%LlPG3(+9YzGr(<~K)U~5k z-g=WnOk;o zhLm?b8}vt1UtFI*cvW+}N{A{8EeGbuoLgUS(IBt4I)%TzaEOEjZTmOhAmjWE4z|c0 zwg!o-hX$1MxUq4C}8Yw@0cS~7b+TvhhK)L}T$6xt2@Y+!#KpO(dW*=4*#XxuN-r^G=F{YfJq1^*>9Sss6;s8< z&(+p)S5AmGg53lVb$qdjA}7qnwZx5K7DTrEG*Wl?>LX>nEw@^-o*_Y{4WAP%=lrt5 zge+<7dHFtrwM{ybYbk2YtJ6zu8kP=aOlf=8N7cffmj@ON1+UZaIorI4kN)5wR==({a_SH99EYA*(UgRV7B4y#z$5$Ecg z#MM>T^{e5}b3R63xZ=QO%1L5*RfG!VUq1<_)@qL{T;z=CW}3$wldAE}{lZ@Q!1ZQV z=W-KghP*RMG&Ae>k8jfT8}=>`pQc=Ei!Tu0cWK>y+eUc$9FGf%79pb+S4cD+hJT$> z7uBThL^7MKl6ooD=xBAKRxJ*hYwFP-XrgPl2dFRnE$5b*^P|LMdMk6sR;1MWXpWKV z7hTh`gWY1rZp7TaN*a|hGvS4a7PLZe%UrmwYXS7Zw(v@NAN4^Ao8Lsza%WV})~knS zNaLLMl14Wcu0`9wLIa)Pkm7(hGydu`zVBDXzb&K(8=03Z``E5E7AuOAYy%r6lr&mAS}4MF!!@ZV)T1S&O@%CztisQ- zYilvpYdm9!8hW*#7nHAR*Q8Jgq=$+B%ruTG*V@f1$i}6QFt0ANV-}AA=XHhKN#>C1 zFZ=IQUTDgseIe~@XKkDI4S9dD5WUtB95C=72~ntCh&u2{T|Hq^eA_3h{iA@8f`MfS z@~?BlfCywRh0H*zmbOe$oOfy?Nr}+U&&YRpyDh@krkq|L;?va&vUKv^5+-$iFL@1DD6}Q&6E#~s(oXckupT+9ums2cr zjmGuf$XP0!1|@FDpU6X8mgN}tL*K4mO3te^VL`*>*O-f*_Jx-hF$_O71P|{gKEl}^ zN^h0qae@Wy>2k7PzcHgtoW5=)n;abQ=EXK8MZcR>aNQP-+aLHRpwT?^&Eth_MpU&K zL7KY?dk8O5AKIRkAyT=cJL)9MvKIS@Q@qLcs%modw)$au2tax(Js#e+qG{Avu-&KJ zW$uAYuB^e-Ts$~Gd`H==FX1W810cv4A>w(9V<}RcyDLp=!HRbeLzMgn%Vq?`wAsU= zuDLqz<@wwUj5KK6gTOA2jn)FepkLYZf@@XkfzUmkmjOuCa$I(enPU-3) z#!XGv-1VK41%`gVhDyKywsU~`^BAx^+R#rCUa-_c*Vxx5ixv_|>}c}qRxi!(8TV8V z{PA#U-ranw8wzmoGA)$Q?`FyP)IM(W{?GFeE7##q7XRdnTx0-%GdX?yshyT*G>_r= zYQb$w5VXEv)JnOOa?gtBjj0<~GY7NW?1M?4)%D6~b9qykez!hlI+yH5Kh1KM1FXzk zFPHg;YP+P#G3NQ>6Z9qvyUGPdHKu&jP~*n&Qeb#!cU>HpIFHyGI3VcC#4>als~c%8 zinUcO=KmK-GW|R#)PD8fW;?-9OIp=G?F%8|uwv)t0W3OGBk}P~HHAX zimMs)#MSLXa{r{-BW3l)h{Jdwk`e__lNjgk_Q~FDt;rUm-PD%_x^2;m)}3rEGWHHo zJwM;~Y5wDxx%;({YSAO}%b%{`-#_})UOv$9r9v?U)oO`5x5>dnyB~>RM8D!FFA^#PbQ$>u4|L`jzx5wMm)>3iYoW+1ksN_m2*biB&itNpznmicLUb7 zSNC0RTFkEEYgx`4TQ5Zg^jw`TJ~;&;@HG|lP_-l%`Ng@P7NV_b_7Umlqau<8Z z>1;zLFfMN|4~u;(Q{v4y;iyQ^2|O&?LO-c6vok9et`{4SL*Zqnxh66B)xA zhST7H7MB8Z5b(s9I!+B5z9T6@mYJGvB$+~AedKtx%2%M2$HbCoopq1*F9DS-?;J?9 z={lG<)-E}1^$pZM0MFZ`v02C81Av>R-hL76J5TYsG`BK;h_l?OLF3P4x7`NZ2hY5H(FU+pq7{V!=B{jP|Ql8>#;s%Z{h__Go%jj7oNL}w%`J&o~F3WrdGQUYwc zP**c(pscl4)6yX1E+^{B9e7UQ1$Up4I!I{b>H?=t8n>p$l^2$TzT@NNFp_!8UuotL zZ4LG?r`0?;d)24s%`N{3psV5i+!}2z5d%@CNR`&_*)OP|$4ZqLHKWv#r;%dn#&<%S zwaBwBKh1u2)rN&$!qW;JgsM-vf{HqH_p7ImQzPf*rXSYp$rM5J73u1c6EWwa+W?Nd23aZi~XQS596(2&` zTi4puD$H80oM|;zzY?n@e#YGE(_PcAOIYhu;No}HT}6L=Hu1l2v_y5&u^crtG$~MQh8h)Dgh~euo>t1HVM(ZP|%zX z({5DA*P#*Bth0GCb(9%?sRgmaE}E?vHIvV$F!`aYDt;_yN^!4ynKAIHQoWo{7=63p zarcKM>S3Dc+noSQp82B7MN4Ee?H=XYME(+YDL8M|^KczTBk7Ok+)fxxQAV?IK(LkT z;WVF?;G~7yvoT1UnIoRFgu9FsR-~g&md@bWavbd}m?L@CdTS+`6e!g--Y%#L=jY02c>PtM z2SZS8nBt~r#}a%Xq5<^)A>OQ=4+h}C2ZPZM?hPJR4}Nc`o9s7xDTSF;mh|q!WFwRl zUK!~&@se94quo_Koqn#QD$6gOTcitKE{B$P2lwk~lky9aX)RLFc?A}Mg!r6@Qr`C| zs_B`Ul;DIZRHoUt2$x{1(56Y`joU((B5YfH?A(gjdENi3c3YX*egIQ}a#8lJ0Qct4 z*Qe(p#jjs(E(g`-RGGoKkp%s^^>=3M{a<6&_Wk@F22O(uJ>&l!+n^2C^i%M1lSMVp zqO8%B)s;`HdkLTX)iu-u$w3vVV2=iW7q3oEglOO-xt(vge4)j zqs}qL&38quWPcp0+L~Tn{m30Iqogy+qFG~+-ZcHi@cE$PLn{jZVdg~P7=t<*acM*- zW`+4xwq)I0t=fsi=d4`UV!Q^l2h7=6UZM(Blm52Xyfh*ePTLADx4d_Jti~jnvWE4= zw~iNAZJmpr0H5m7p3}Gsr_r}szcF_y09(LqF3YJjOa4Iw9#tZCnLBh~?19)p6piD+ zZT(~t4Q714M6-+~{PIjSbzeP#)NYG))&(oV5U|H(|6o(+D=|^XqGcs^VZ50*! zv|<44hb`=*K(YL_`}!}y3fD5R{;B`z>Lix`JXjOD<)j+R>T7nvK+%Y@ohy$=o`MYk zK%S#8=qYnPbC$Keys9-ncJ-T&R{WlLFTTMX{+Y!WR7r9ae0Uz@q|>?4-#ks^CG-Rc z7YZe4>Txjun^znJ5YR&7o13c~;I}T&q8+yUE8%oFP&kzUt4P`aXit%XQ5A~m%<1=T zFN%4dYul&z0}Z-qa%USe65C;z8gn42dNRzvTp$@!5)(Y8X*{9_(JPhv3|CFA&^J-L z#4J_Z#H>0P^#Ey;dZ`;Pj6&tdJ##VvZP}!xE)CZ_PQ#pJGZ(z7w0y#*-%eB{`AHS| zJetQ_aQ$-R55-7>oTj_au!bg0AG{AXY;BCZ@PL@{(;?esCh^RA=X-s5cNH5!%0D-` zk+UHqE5K|9Mt9|eZ&BU&t6(1!C4+{d*AqeZbq(ToUpX|h zspUQ(0L{C+b((4&(IOkgymR9CW(GxjW@@7^;HMW2<~jlrc=u2r0EzawSO9!P)6 zqVn#daww@ei;oMnso*uIK|g9tZg}V>Vf}`q&T#P4m?U z4?$dZaN29D`%o6$On!%{g=^DsgOUYq`PQWQFR8>`>?k79_7gxSkp(ByV zFPg`8hyGA`s>6*!{;hq^VS$me(&_9YJW zdxW8js@ebmZBI}2ujsfp&xoo7kWJ)U0aRCLQ}=T2*?P_E)%7AqtBX@4eDJ~@nWSuY zmNvFgb{Dxs>SMoMC{*Z`mzDi2Q=*N@d*N=h;y=~lL~SEA(~8q)nL0Ms`1-_=G)vOu z@LbMSE2n~!m-jQ8Xv!{K)~!5;DOlKRTtGqk@{{7eohE;HKBQf+sFi*?)@;Cf8n@Y^IbXbXyIGy9{xuS>+C$0S93iR6j9v9>)^-Kgp$600 zAn<6+sn>BFy`v*V4cF8_jnkysd}~?UOKuu{&iH;wQh=_cY*8Df#YVgRImgY%j3$~V zpU`=y|CRW1Wd7X2N$Kq_nf&WK|8AazEX+y^**%-c-c0h@!Cn>AwNg!glOW4ab|tZ_ z?uXB}LNi~TR|c*u)hV`LSc`}&zv4p6bTqcfQfbW+_1v9Q_+fq%GiZ>4Gl7zDA(Pqq zFxc(Bw5o97sR(}S{*p66(<|Rcz*bT$bp>R$(&h#plP{Oi36-?DT{gLf7EhW72G(2s zAMX7)uOAze`bPAoL5+b^(&3XAwc^M8**VcQ7^JMMe855Qm{{jUj(e#h{$D&Lm$KA1 z8uI%S;p=DIbE88)JWH;Ik9);3$h}9NF)*Nphll@H_3;$MHV5sSNfe7kpSH@IoE0X% zJ@k{pYR*v$o_e91^TU%G)dAn_{!{5jFSC?k)@ui2f*7sIgF>H-)xE8uq2_z)<#r9C z-4V4>I-ylAS6bbCtlEd$fwD+#lbco#&$aBG3>Gfv0Rf-+pFSs?okYwsy!M>rX~;@X zx$2?V-nQXNh3PDbC0e{TmH_!M%hX6zZ@w4qXTF<;C;d&-Bg)O)dku3s3SQbGe}-Pu z9ZZm!>k=1~$sY-D;{bCwstq|+Jq+oV4?}Mc$GObKs?G;X8*};D}BwP4;Au3f0FijLDNL9F4@p9xUjoLC0f`1-n%S_`DLz+ z5a-}@vRscnb4)v`a2)xCs-oXYM*}+(3k%lEm&ta`4M~RGA%;C+ghgu6X=#;zUuBN> ze$F0_pq@{aI~1}S{Oyz^$*u8iySK6~woyJcK%qT-l+E58r~yLi^X&(301XuY;#%33 zs>VKOijroXdtJ{3UOU|=N;Dm&V}D*xV&%Z9ENCKJh#6dAWcF3h>`Nn3$In`YODH7~ zINJ}&2|4ztt)F=QPvR99c;Mf(`@;WDrF#GnThb)z@*yV7$5Z(SyLQ^_EWfrsjE&^r zk*OUF{a|i6xfWGheGI}yXUbT)RZckc9vp(cFfuk)eM#tcwU2S+Awjmhy|fgg&vmt- zXK>~HtlQN$y^wwG6$xSs+A0$bS3YCBbZIurH7OOopeXPAA17GNc7ZmR;HX`|Y3t0h zZkh)qrf_J*bXu3e0e5-*R*C!R+8$3@%Jn0;AB~Sf8FC3po_xJ;6*e52yb*9dcr=iR z)wzPAT^c#18VJ=RMlF7VE_UYz;2s%N}yx- zN^a6Ry4eblN<{CJ_8U_P0I-DhAIFZ+CcfnVl7<~ptqltrwU3nRIK%R{$4#}BYw|Dnk zSm?iJlK~M=+SF!2Zp;JCnH#5D40?5}w3RG0@MyOJH99V+UgP=OnYW{sfs69so0_H% z5Vb^hF(=)xEtu5*D4B*qa$CKkH*BN3Rc`MjH{$0?Zw-eSj4J zxA;^~fD-5o+jt~pXhGG0fsWoaIQYmbD!Ac|$omf9SOAnRqD(0QnLN{#;|)1o&u|<9 zZOsB6AVgqCC87=x*QHu~-q)+4kFl{Q5NNgn62$9Bu*P;#3-L<}=r!(_HJ^Z3dcRS0 zMGep?7kBdp1_k{u$aVEmN~t;MeffJpmKi}O|hIg@1|VP}KD z+R#LV=@#gHLKJg|x}q8+x)U6To;>-FM_wn+jG!SVW}-H&I2N&v}h3F$EU|=L-1Uw=7;2v=+aQr$0G8t-M>P<+!Km zf6b}%2NWTgUBNv{i_OP!_TaY1f?lNH)_YpB5T)&Y%7sirVtm|arF$ku8uN_**oB{; z-`&Hbu(JNYsx(SWx_7QTUZh<=-Ho?9I)A%d9%wQ$G0plMX(bcH_@nCn#{&m3lvJA` z{t(TeFLYQ>f}8=lJKY4bsj$1nC8tY{Z&!^k%p1w;PmEesrl_m0z-RM-V9Ug%T?y^y z<^B3qXpn*U+rUS7tMdW00SX}Fp*U7IL8q||rK=*?(*ypFb&-ETih%3`;Zx3Mptu2XY5jx4$J+h;URh4Q|IeSbqYgCO z4%51B{QxG^0>A7jXiUh~s5AnPnEzBapxF#D-U1=_%^Gb(3s5=N089ad1O!Dy0Ni`~Lu%Qa71vjM z8ac4G{6ApvV23ub;rWS)r&jJ2kS1{9bOO6Kzy+TVZthyWRxomj`ds7XXK(f{%8r+@Wo z(*A*y3L2OJNRc`JR)RmR9DkZ3?!RJY2)p5dOg-o+h|(Sbr796KGa8B6dq+oQ;!ZXt zz0j-1`ucj{lpkvjFxIZQyB2Ki3`hHpGQd}Rv2NO9vjHjx$7naLfsq_E>oj<_Cv)oS zfr`V^wO*LXYwlCblvhrecrwxqY>bcLUT$3}h35`CGnn65i32-P_fKhf zq{2cOv!tuF9@?I_=BylXd4<=jo1snj;*Y-HFJlB&Qvqx=@OWe6#+Lv$lofV)I>V*s z_YCLd@`9_N(EolN6#HR(GyV&{8k>?{L;_j?I!XYf%=P!b9TGWoDL{)7h`{pCMzDS*dht0AN2}J7 zDSr)178?iWUA5`(ry6r5#07`YZGcE4?ByT8vqD(`%Ps-fzAp##Y|+R~;2gOajqHCt zI6($dv-DBZ|G2&Inf+c6-1!8phq5#fveCD758Z=(JD z7!}d;qps(H2FBk1kDDuB5dw4?j9<1}D|l=dg&fwtrf0oiiw4xAlqfwKL>ZbHPsZk)#@4u_6F zdHdUqT9DC@{WKbw(i2xS?54o@A1Y{#gV;kr>ho=+-J}^+&T;P?`=^NBF0g@%Mx_2~ z$1_UvgxeQ#9@7NQ>S(}zpQ?H)rYC+!_qO;efi$;m@3X}a$&PkP|9DydaH{~O=Gy)x z2e{Oa@4Ov&HfQw)7+iX3I5FdTSIedb^W4w4<^AFb8sm!OZ%x67)(8NbqaMe`;#bp~0d55zVt%Ef*hgA|=adB~Q?vWva3pk>o1tTw9{lU@I z?K7*#@!C4y`iE5)>@=Sv!5C-3R^Y($N6x z=p=)Gpu-XJ;y^{HA9IF{RY81T^ljQddC>Z{tl;rB?P*(NRQ2v{aWKJjcT}^9m;b4i zb*ekgcm{7ATkrHq?LR8tqqmyO#QZA@H`OUE2UaDsqLLTeEmMc7(Ln1Qo=t>dwBKnx zj|5)W0*J5Qdjhx_5uFlxjc%`&{H|&L+FsDt$*@6xlb07y`o+7sH>HEe&;9!pa^4eZ zPP97OYMbs>!u$#AR3Bq?WJ-3Gm@@G8exX(K0*f?BTU+n^?4%c{g^R@CFfYIEJ9z#x zfh-);vU~FL*Z;B+J#zry?VOnStbkREWcv$lLC57qNs!=dtm%gM?Ek1ce)md51P_ck z9IUObW{W@ZC?@CX};5IC^S?lXakB^GkU;T1& ztlH5ORA-}SI-MhhJ(M9#3L?8x+VAvO_IAr}o&AoVsc^s^vs?aEJ|u+J7m7eA=J}RV|?Sc5+gsRVqbZ=ShV@ekBic$oPBa7g9r0LuYN6Fczun82Dm7C@RVTgn}xIjxAK!A|;xF zj4TY;=!sjl*1jOhb@3=oi}mnHJrHHNj++A??2mDSOf`K4)B{x>=+r*|^Sna8Xj0MbhKD=)F^ZR|+v6W@>oC;b5#ryFnMf5zo@q0PY zDqsoJB#7rA0d*-nDBK%i{1wJ4{gj`@UpOUiN9+;srWFx|H!;LMH-wC6{!JFlB5{bfo<+L>f=GF;JEAgWv5b;nDX)3aA9azN$bg{bY@lrHc zj(kA7`dWbkBCU~IjoX>sU}PNu6gfsS6^460BjR8)WrZ*!A(jb$3O_Sn-`?&)JOt6t zJg<(T!EqQNC|#+;!i%s1LBQYqAY}Ck!!!!0v&E<!YI<-XnD&1a3B{c{An!}$`rWij|b#$nbIQ7eTRHT;D zstzb&`S_4qDzW=Jy#v82yja)!N1KvXpbO3;V3rzG9`sZiL;sQ(K4}qn^jLNH@S*U|Ac1fL>lPaKCfm`UUj>RbE{2S7n zc#lq0L9!L1HP0C65!A2PSHI{%YP?K23A3vf$uL_2R2+BFirt-fMoZOY4iuicvs| zdJ|O&ykzK?JKP=sg)mEg4?Zo|Ymq5JE-Yf#E2wfQTyGF9cdgS8v_tnIL)I0CHwglj??Vyn~YZpKq) zMhsp-llq|R^is7@S&HeS=*>pL$@#gYvhtHUyXBZsu{)ent=hL>m8q2T4l~h19av9P zoyrw5gxoJ+>XnY0AJc_gK2m?1Y;v(e^v$51YG{RCT=4Mla5-+g_x^VZEjlV{c%6@R zz&&sWcFNh{y?ltV`YH(hXrc+26Es^TW>{u!-}K)PR~WIY9xLrhFenM;(` zqsc4x!-cTQe-ey7py0&hkskeQYikR@>Ey~tu3up1Q)De{x=3iu%Gq*);`w(c+j6J! z9iHsw7bw!=RH?RV$TBb|g@ZHZV$TzmJUMa%XUu{cC(KR`@i=b1QYn$%7_va|LY&p4 z*|im-V@BaQ`SD|OIX-a*Uqo>vGs_un4}6*a7{;=MVz-djCEQxD_IS5gy2!1rJA`$>|DG$rxYmjD~4P zuP4dS`utsUB{sx6(8ee2$ocR^B+k5RTvw-H7X&+guno*G`2ia*8Q(yy#Jtc|fn+>* zlWQU#*+5&j9?qQkNmKr9%7?VqHi#KR!JM01%q`&TRO60-L+^7leY8PGjPT1F;R?V| zw!%U-ClFoC@1&*o*y))O9X3igBGD#5eqibU2b`G=s!25{cQJf#ZM8|VV+qNfWEif#L z2UeYe$KnkU0RP?@zb3R^;Kv8)yuDJi?S-3j*9Ug$!?n9GJ_Zlv^!Ui#;RElRMufC% zbK6U`thhXCs9L}!x?4BWT=a^soYi+!fVS#R=#a%bdQrY`cRN1wi0lFGbS}1y8KKh? z9uZN6kfiA^vmLvbeise|w`Q>ze4rj5{~g85A#ZxSJsv{KucGsYw%?=k)q~BA(;T8? zzTub2-<>gyYSU;$|GcRu1cbyAy%o@A%X)lg^d8b(Opfy#8DL9RRUBSELRPiUe_1Zi zkBoj_R<~W+UXbd3A~dvN5Y6OOUg?$!^peXH|N83X2uqLa>K7a3>~Wp#ZW~@d7l^iC z_4_^T^(Pp6&QDhOLE5zOpq0Peh5Pg?U$1+EKVm3j>H|679`U3-9j!JKtg9?#goyif z9&KxEj^F3(9TzUm&$UaE%(n-v!>=~(4zwELMxN2E(;o=Czd)yjLZQX&ind(n-4k}2 z&!dH(T>H#EoR9kZBe`^O)Nkuyw?kSX%fA!h?Lov($M3nRjPv3`foLp${B7gFuZGusLv&j0F0?doiz~WI*io|C*`Kd6+d%{6tSj$JVd@wqc)|c#mVpu%A`>U%Y z%e%2yBjEh8QrwYuAb9HS<_S80OHcE2D{M!pE*zSht~!TnSN71^m*A{P2jryy)x%Mk zE>>48JtOa24geL%MaIx*YYW5r3Ws%R1Ql&Zcry%RCEz=v45GJ9E?;RfPpI!awDHrE z6@=Twe?#tJntkqi*~5hTncp&@jrCg`5q;9i@2c|nR8J52sKAciBoNuz1rv>L*h3{- zuY12S$%2A&03;E(f?f18qM`-QmPNbAm!(m6{9x~^>fQwICD16Zk@CYw2p^XSjiIJf z@^Rq<0TyYaw?m^b`=J|?il0F!gp?qQmW>R8l0LF({exXbAZCnqXC&i8S7qWdgX<_; z>#r4iFLt+Kvd$0FK<%bNc!ESbTsS zpF9N=e0`)^MMjlASZr30_897`F5qN=+2BF^pD{A`8E(%>70hMvd85j%IP1KsE3LA% z$h)=i>X?|v$K+O;sdpi^NsflaB<499 zAff}*UibJf*$Z_ts8%Q7lS##ZVJ$HgDwPh_QQBxt;eQfU#XNKV@1i4w>4SdZiN(Z=K5SSr%x1d+vAb5EY2$(Bry zEpo|TkH(K(iH^K@6eV5a4fID3?hFee9Ls8ZIq+?-=KR;Q&1hFy1&=@*u{y>jo=s|S zaJyK{&jyr&zrJYb92ESvCE$DA_W*k@b>cNXA%U$VWSXBnnAy2^H@)mH^5xsUa*yTX zt=2+>>3LisfW>PlO{(>cUU`-b=dFL~_{kDPUzk2WAz61C0Rn*wxP;0x%%n#A0p8d&i<)1CX%T@G1S>nTG09&@9*uhGAJW zS3o7__wO|HR)9aH&<*T23n@-Cv9A$Q-dJ+G)l`gw(OnQWQL3am`rVia&Kg32q(het zYU+w$gO#9QyFvka5M!~m+*cN9Wq1b}Vl6l_>fS*^-vdWyj9a54 zh*|ey9qWL8F|m>#9FldDdx2S>+PuL~TqS?O#f$GRR-#0C4f~c-_&C$(jbnWTt=P!p z6Dy&f9l$m>3G@iu*mut8AKrC7w)sQLwD(sko4(GGQu z=hl|PIc<1RRBIF?mA)v7gO}+ZJ6dR`Ao^}p!&sDP+vxC*O7(gbb?1^(xi-@S!6IEH zSuUT!?Y!X`W9fu3&-Qdh$MlgZMQKtdP0z2IUZ&kqt!K4Ax|p*Bz9~YDk8ha@RLXx1 ztO!&4JrSNBng$b97cG}ifOkGIR$S?*gB8q{fP0~3a#`5uPAhb9W_@NxPk(?YJ=JjF zhx-C%KPrW>v6COq)B0te&zx3ihrnZ5UiG)CjoC`!>?#NNV_00fkk-IAHt96$px~Vw z8t&lm7fci4!8b(CZ=0?~_XW8Rm-6*aX);%{F&M40WPI<$Z#&WwNHLAG{~bqXxo>Oh z;QvjZ==aYTqz9>V#lDS7RlZH&7haZ3UmzF#9lSdzXSIc;uZG*dzxs~XtFGv`KIx~& z`a|bZmVGc6I}xXA#orXNwEN-W!VEUrHj4V|HeE{(Lz?rDSr}_#cnoZOWmoHj*_`WH zr}1gD!PX)eo(3T<+ai>f=`K~FsgnwI{oi8;DQiJB*ZUY-!O>|~9x6vaaPXG{{b=>^ z?;LYGA5Yx{Z)Yuf6r(9D66Y!fIVyuQ_wQPVz1C8n$__bP zpVbaXytAR5@2MWPUo;opjJL9d#Emp{wbC;ZR#MtfGHqCM&lm(+M#vR(bxIdqzm;>i(U)~f?zin- zA-ACXMaSrybCVwQ;+h#geAze~F(@HpZeFk&44M-U1(BmPQ}6B@BwezcZ01ph{L%t` zHI~G!9;1m&DpSsr?LRqx%Ir7vif2u_Zq3mf@iMPhrJml(^CGc)P>9hdryor$z)?9a zk#CWoGjR}cG(lR^0$C{zQp>3StGn|IYHADLy^0j2sR)QPQ2{A}fS`bYG?lJEXrW7w z5PGjl5fD(6CLIe9dI>#5dMEVWs{)~iPPi-QoO{m9f9}lvaz9;WoNFEos&`FK2BxbG)z6w`RA1&ggb(2NHna z-m!Z(J0$l_T4MIb4P&17P1m&Z_|de&x;uTmrx^(=k=GO6c|{-=;Ld7!)E{T$YhB^``AX#5QN%>FU9gzxTr`Qf zt?8sFY}C8RyV;$tvlNt$8jo6sN@f zn!<^KZ$rFw%ghug61@W=pzP23BosH&`W_L|E{hK<@`9dkS+?w2J&Q{iedK*$kEGNl zE16Ay;Jwi?GosHOV)aPywaXXyC6b+X>*=Tf2_Z4(-yad94tX(BY`OkWhsu{Fpm7N5 zrRRl~R~W=w@v#V_XRG5XkH?nj@|wcwUjtc(4KyE^qgQfJyM2fP)(e65`k)D~{UiBt z!9!20XQ2NG@u|se*aSXC1hbfRwusJ=`3({@D{M_+Q`}OOX5`LLyvd5C)@ekpOejz~ zUC)@AnF+UT9JIHaU0gW`yhQU7bX_}A$`P_4vku;nN=T&xM3W{QH32fqbjoatJynKq z(}>hv%K#8-Ct$lsMrc>Oa)?tsUu!@6Btwn4uNKc5U*HqfI-&$gqqk*o8y%jfbvs&8 zGoSP^qr^i`X+Q`EqM$7`T&jT>>(~9(MKV8E;T97s=i7)6gRg4Y4^C}@M4#EB80*?t zk6}Oe$rEX|uEwLc)bgf}&x6KD4-^Zn_TsR}V-D>irDNO4%@gVI$iqyzmzr4IGP1|#(Cvuh?_b5U~NyxN%V{L3$eZ0@hQc_Be<(-vP8gq^pQ@vrAS}*NOS1g zzFLad2Ozr7uJv23V@I578J~4|bpkAQ0E2w9de_WMY}s#~cdbKLNgeo?Q#5~I_!gb) zKIPvli;nl{`p#Y3Qh5$@EBVu;Fw+K*XlVIJ4dFh2K6P5s43O};ak$v@0mTDjEX-#i z#dyynt^1#0xiD45x4X4=n<_$(j2mQ0%B|TS_lc8KLkBs+#vQo16b&*pY+oIlLpkR` z&?g({HSMvC`=?sgATIcn@;lxEl|2oW>-#LwD9aGxhJbm`p*mvYmh?q>wBe_EK6@@l z4-#{`WN|+_PTjotcB}6yQbbp^T2uTskg|_R1Fo9AW;a9b@ldZ*c;@7G{-Fb z)A*^aiqiv!Bc;cHbTYjbX*z<&Sov(+JRR*2*nDKOl&Ck&7}2JLZeB1q%GrCLm1on} z(q?QnalS?r!2{ZE5S5eP1&6FzO^La_;|*$AmCKO2H@1d!$wo9Z;(55*={ z&$`iG>|6<{v^U7IH^D839>~5|coOz~z&$U@k2w|ZgBB6#)~qXy!dH<3(d`GJu@)fX z4HRAV)0j6UIpBbu;v1WcOxH5h1`kfOj0+v-qWK-<5@|qGpL$|xs>bOa^qZH}=>ghi z%Lu3>bU|iR)|d0OJZfm#astu?k`V$yw?h+%b%^(iVFOuLgQ=Jid;Ufq0yb|T(~_ub zQLe(SPhWtY@Yb5aodMj_5H^JEPCyXB>@wx|mN3i80ZYw<55b5|`0B!U-d~(I_K{vh zYI`Siv`RxwOQ+!j%jT84xT!#+-c|ZK%h)z_2YNVvgRfe>@7k4A=L^|m=YD{aNX;Pp z0*TA<1p$?FfYCJ)M4fzc@5W45CYn%+N)tOix1nb7&90Tw4UewXVjDIm= zdSUpt+p+lX0jqOEHb#$lO5Tw_Kta*=Mbr7O%7Sb%zwFAzNc16G;i$!<$D+x#HjR)| z(Q(o0g;dasnBNON-7-!6G=@3hX6f@4fft-Z+JB+7zh3`JxZq-G7DdGkrhrTsIv=<@ zf7|-S@J?Jk+-5&w9Co3rbc4NF z-GF2N*=P!&?}8O{xje51IaVAPzGPn;>?s~Hu%YVFK4v*BP0azC_JN66Ws53&49H_@ zSOdm05n*9{(8j!_-2fD!j;Gm2$l6YR7{^?)?f#(zl>=JxM>)AIRr!F;0CifD@SMK<*<5TEeBNFdXV03avhH za)yb$fLGS;e$b2&b>y`uSi!il7zTj}*XX1QL{G_pl+LR^Cm&51*zPk}q`Fsme2Z7h z+Ixibt)yTfYldv(UKps?2Q#g5)rtu)=Uw}7ks}Xj;6>RP5@uC?7;GN!b8NifL&z=j zSuQ*wJtcgt+dTuFID{@T60(`dz(Ay)c_qymFfMEBecrg(M9trP5>ei6XI;#u$8}R7nG4i-#_wL$-AX1C;o8-hra4WR;N z(LWcX`lmgt*q3Y%CfAWWn~KPq%w`5>uy6{2-ym+c?4+?l)85Cx`Krw7X6uNf&Dmml9+BqM)>} zX<=ScX90Ux>Xz15p=CTAms)GOJ-7f9XNg@6CjCvx(fpK@-ulK&Nfoe77{hjW+@BOv zAZ}IfR~vupGPaOH&Kn@f*7_tdU8R<9V|D&>#^3@%-|9Z@ajA}naP|US{u*dhr7liq znCDH6UF@VY_nlq;=iFK2~`eCyeua=q0m?i9lB>TJ66FKBW#` z4Iw?5*bcH@-&jDnkj0y<@y`#UFoqoZ}zz zfYV4V4a)qQlr~urHITV8pR|d^_?ysUVP0QPHlMOsw8-y*U8_bj-*9gxPD#(`M5yYK zk3Mm~ZxTM^a_&|7*FYB00NRca6v{^LtnC+bOZx<(1OGX-#A06=GAy<%_(T+_ALN4y ztH3m$DAMd}V6Hu!*Q3g~I{ouPs8YG|K+0-9ddvdas1E5UkX{@|rgn%Dc_oEYF+JWy zB)EAv!nsGiE`MGqR(+*KW*ZpsQjU3(xsLO|n%12`37{ zH19RU6SHQ&ko8x)BwVCl?nMVuY6Bh}N7ijF58dHnr=y|sORu#6dg*j!dlwfM0C7*q z{Q5P6V*;)fz^r>fZr52c>1g!Hq>pAW>FUYW>Xw%Vh#EYRTxQm!g8K(UauZ!V*y(s; zWLB4&XAE=Nf9;Ho$I_G~b~Vmq((m_jT#N|Nn=QMPJ}U6IiRj@QhI2!73?&#l5Xb!a zp_?|pa9fxJvquq3O;O1|F+B0>fI0nd#*7Q5y_vTM<`4Q`jiKig!V^3vqN@#7%cl>1 z2(1rsd=zdM(Z&u`Zk+@6d(U>hqU=LNvL_1N^4t5M6@TD3R6K2$nAchqgH??q<7SLI ztAi7+r`FAS5CA&HZKkxEw?2(>47NWE06LHrWG9twjRzB0*xvDc=y$ovM+xC-`D?%O zy51vx*YY~wU;X8ys_ib7#Fwlm#ySdcRRgCYPRK@%;$nTk>pEKPtfN#_Rq8jQA;L{KrMb_;8bZ)y993eCopwL8>XD2;S8=E3z3 zN!Dw(16##Gy2Nea4rD#geq@=~0sYDPrX2Zd#6FeDhX1dteMf72(AA(qka>JZD0l@4BmzCDy+DD5b9 z8j+V95czWdm8=gFW)8bPg-8=4z0vvD#7AO|?j0-MN0sr7`!^@h*|uYMBH`5m#YJs1 zvsM!}3vCfH_hQt2p802-fL7P$y7+sXBFn^HJf2}Qa0is#=}D>d#X`psVgnnna{lGP z%q}I6v;Ov77;A-GMor=O%izFTvCSCqz&g|HTtx8$19lOY{ zOg!iAIs1E5c3`2^(BRI4n8m13YiKOr;rv2#WoDspSFiYuLgywiKQnSacek zF#^YhR|S@S-A9?)Vk~Y??{`1=*n*c-Jw8-Ah||Id+$nTG+O5o&3bn-}U9UIuom`A^ z#xE2be;Z_$@?`>k__y(=`yi1fo>uMF#&mnEaMzl(-M6m$zN$}O<*D@qi%}y781MUY z&Ta2Ds!1NoHS=j3qr0{q!;-gm$8*(**ZeB4e7oJ^ox6XkTcOjiO;Oh5oo3jycW}^~ zaN}^>^)~aW8sen`gj|1PYV@0h5#-Sk|-3cv0=bh3yu#r*<+2L8^X1$vtN`nEo>H-Vgrv&dpv8WmW>XB;5_hUUgY zB`yGM#1IDzJ%8+%^6Z7NF72<^n|5tOp(7RWfUm8zTyt-aV&Kn#c;aQAvXD!uB&St4 zSdDiI-vLe_P#kXA%E%HQj4pKD=RJ`)`xYKz_)>F1T3Ju*`qtP}4slhE1WI+0#yv6o zo0Ce>irKd6+*Lw`e9C<2N1K?w>Wf+%M{1|2;$gNTL8^})M9_O_i9C6Yk)`m*|q zEp!<7K*zA2-YO%a=&+LdAyNCN;;IgbcFpJL=)0d48n(#@>7z7~c4)ndEx4SV?eiG* z2*}I_pB1oh&l2LIy7nGDSqJ3^1||6P7kdaazzcbFgSIunKpK-KGaC?EZCDbQ)l@k`yDgr0D5GlV&$5rl!@^ z)$fj&u-PI;iZh`wzu0zpYoWbaEW$cm!RZ5Vqv3eEP=uawdEUcQ7 zuQB(ni|Pl?rr)flE|5M|EH`*_2FIy!3njjK;mg`BUQEiCe93K~Pz}f$K>j#Ev>P;@ zDs!P75y}kT)E(E6C{-{B^%vwWiK1zktDRjb9shkGYa_lsBVPL!^rg8Y&fM3|uf5j^ zxGk^Wn{H@?MV6JO0ds-$4O>}z?myr6Jgy?LJiV|UmwRhP-i1_0gxjI7W|)NyQz_Tx01 zSYi(xwHHXqTqw)BxI4t*Or$r8e^a2csS{pcbMNIdM(rI;^P+76lbi6lqw-Q>+`&zY z5Hi^7E7(YjsGMAhST^HIqFAgSJ zikywfLPblnB#C!~8itfC+(qp+o%hD*oHg>nm%-GMpPE`E=~pc3)yX?k*7eEV3q?1r z7@>5m$L@Sn5ByugSxX`?lmmth#9t$YZ5bv`Zq|$4(4SY0HLYbAs5p*8M7;(n*8Jv! za*OHGAVGH|6W7q$2-8P~>*;W{Z+V&6J}JOu>)#U1$6;ric(VJgY(u!Ev85)H>g#sa zdU@3dzZP{$UMG7oVO1YYwVp%)mEjzwo>u}d3IN!^KMC%m=1D5D`#<0DgQOVm?st1s zOw+mR&+$`bgK}!rtS*lH8~1fj-E2H>3no1T>2p`gWzxy@k7#3^SMC*>)ZlN?Yu-Gg zjkj$nzs#v}5+Bb{H!Rrt@&#-@LX@18*!#5rERZOCjgxkJwQ!1c%jw{zY4uq5k5{Rg zDLmiDJjP53$up-P*A8|z4|7vPqjbyPNsY%JvZiZySn{RR{HR@y*>J_Sv|m1X*q2Vvg-!vKzyTGLESe1HrraT$PQh@(5Rze|mX#+#xb?_8}n;JD)iP)Y@D zQ)v(yhQDVCwmnV%@PFB#(;{Z1FG@>GBT^lmfuMcY^LMa0uKc9r{g9gB3f$I*lhu;> zaUDJhTjmSh&^VM5*S)Bl+JZ6h>xdeSv+&8|$@U7`W0Ha!EpT+|9h0Y2I#uk|cH%wl z?v(hP;oJ)tZJGB@ZZ{h`K3?;=n>rt# z0B0|=^s#L}@*LedwjD#iFej;X-{)U(a2-ANnA3mil|~0*CRAigRwM>6&9#Zs$BIG4 zUG$2YBnUSWedRH8c{#bPNx^5GiI1ooLa4Pj_6h!sfW83faaElh9FpfhTkzG*wps-S zT}=1eP`x4KB1y$89^m*x=D|S#%MnlBa?U53D>QNbislWy)k?6F&0)R^K&utEoG94r-#UCvocJP&zYhLZgVYJ zO5X)O4kt-`E?E!!2v?{?Tgj{WU#p zlzjcG#-8H$4(&4+darc*r`&kDk&poDjG!AaDK+Rp}M9(Me}$h=Q<@ZjeQEc`CM zULi}H9xMH>uo$H25VHDYvenD_^@9p;Tg2BMt>l2n)^`LT?LqaI5H<;*a|5BIym`P^ z$Q>l_XqILFoA4DsS~vLAQXfax{SJz(5SG6%Qr~`nr=p+;jElS8etoEED=aFC8t_Md zVI0+z@d@p3-u#PW0)gatLRVYNLy0VB3~)gtR7~%|z8YWFQ2G-(LP^G()ONfI_G#S#iLZUJ!D|^m`+G;fvIW%y9~gv4K)efqYD@vVq&M(A{oUJ81&s}y85#!)#(B`Xh`YZ~-}m(qJYR9? z3pYgZzxYppPd-;6A*bd3PN27v$Vf;@mCiwRzJ`aBgZ6bW2y_DRbUM^6Jh?lo8yoxt zj*x|g1u?{b?E3GO-Mr^Rw`4wR!W|fGDj8a3Mf3 zb3^87`4su|N?#D-RH>N70s(lWeSeJXA4=`N(F5_Z0KEKn^psx^F47fp1usv}dJG2B z0|9ZbgfuSN^fHj`sYG=PP==Xoe@Wu%8yb3Zb%k8~g9*AcUcLK4qw>-``W1zf`VNCe({u?EAUK#VCW!{+8J!U^gdMS>5t;s z-;+OteGg#Vs+>Qp{5D=r3|7*N=t)@w=lpnM|fK}E$P8hK6%zKiu>jLjVlv-P5? zZ~8%I$l}a@;!}gu4o_t7DF1KV{=Sp{J)OY+6B_#8(e;6ZyutsDzC^%w{~LB10y+5K z(f_Aw^54;f+ns3upnn9&RZd=h7UZ~j=KTBT#b#z^w*Z!ykN{BZLhfb-z-C`%UdKSqPO2F6v$=<+^KFN@JZA-(U{1lTSLAVn@c=R=JQJaCZ`G?f%#NEPWf54pf zqP*O^LHr3p?h9gS1Aym^>EZU`5zoKlu`CR<LAngFa-s+& z2+tihGM6Bjh8~GW-V|1ZJ5WjC59XVcn+Vc)b68b%^=mKzzfe^jGFnUmpL0fs-#_`< zbRmJC`}b1JCg~X2g8An6KsF7S>ouXq#%b*%^Qz?_vt-ah{sZ}SenTd}!1h6tWV6+O z>_+jKToM|Z6n9%snwlfLY8p@?hH4x6&;p&D23ID~oCpBs1R?eB$UWv{iLEnM1!DDG zx3~{rYZI94CHBeW#%`9(bPio%AjoUAM!0t|IWPUERnUCx+tah4a zGfR=kNqIzrpBO!33D<@Fart4B3rF{I1Yg**e^zFZ7<=>o5c-;)+Xp1ueI0 zN|S!4`EsMEg+=z$ZTVfxB#m_PZbS2)i$MAzg|jdpV%d)d#M2E|6lljRb^%vs-*^7`Rpc=j?TEzMUy^(hS02niX9MltrpPj}n z7oD-qS$&x@rFb+LOGVxcP=2<%_j-n`o>seJftcH}W^WAUsZ{quQK5kqJglq+6i`hS z87VC8Cv_}jmv@Ju`4PHbSBLU6EU&tIdA$bB@gt#b6~R4af0qk7*T1yr{dcmwrE&rf z^Ng5T*6n~Je*j+6YA}m#Lf>GQ?%4e%FOfKq&G$mzxUP)^0ByF5sg1O;aj`*(=jQ&_ z5cI<=TB9Qv=}0@^bXQVd!r^&{MJ3+L%fmCxvV|`At!HPC*{vw{jvJ+me}2_JyWm9? z%sE|r@Y)qf+SPfkfrk?T_56EYnXN!T?!6NmHcvBzE`C{hW8YfA45qk-S1gRZX=QfA%^h84zVWC2vNadgXj22%A2;) z4ycbfm*Nm_?Zr~LYT^KWAn8&zr%w!Py$35GxWZ8Ej7 zn&MS?z3M*{Rgmj?F6Am;(l06rXm(TuP6Xb)P2XtOy(Jf;DI@=+ZC_|7vgT~rC#6R1 z^H&eQ?!(ldS7*E1kwCaO&A}QH9NZ2xlTH0QW3zB`8J>09C7?+D2tXl4z_YO5y7fy2 z1u~y?#3cOi-qyqU$vcYY2tRg4qLm(kukn`^log${!ZHO6Kfm`BENnq(H9>A3>3V?Z zxxO@MBI}{t1c~7=6frrSPNJPh`xBpMbi7eoia~Ez$bNQwz+h=~FE=O2E5}CDs;o1w&k=WtU&c8cAL^%D5;9zGz z^cl<6ZjCE#TxMKmqw^cc%1brSEK&sB55}#%y;zT(rO<+c0&Jf4RC>zg+$Bx}@lw7m z-;=JMD2zrpx+P|< z+DLS_wtfW3H`UXPjg3nCNngKuLWW98ixFXP@{8>^L>bo0nC#r!B0-f!_CHJe;wc6_qf=%RA- z0^v<(v^KNU<@FxHcq14C6=F>Hx?xvG3uS^m6^U{!BJ!tXRmE}6)b(f)nC5K#eaiLQ zcUBbo>yPu*7gtiWgC#opc1n>x%cMg=GIQ_;g3h=tg%CSL!6WL)Ao)Y&_16=|x+g)HH3uA^Qr=;+$ z4j06M=c}Tg-q#rTP}VEi`uh3>kWgR5f}LBNLP2XmpI+4apfEXeJ_Z7mF=il?+|}3P z@#oK+pDp=|{7w&Ah?0N2a(@xZ_~EY)YoBAimUi5A-w-9OYGEdtbKAtlM&WFvJ3pBO zdXtM&wXMe7!IAecu;jM7#4jU~{S|Ip!^&eGT1<9lzaXraTR~OgPwxAJO!P`CGy8_|O-942aME2y~*;KUehafa}9HK-cx$vo@;l4QPnz9TUW%08tdV zvWpX5Emzc>Kk8eqt!Dp)MmSw0TzLQSaM$EKwS!k$^uCdULz^~4@GkD3}ATfshY0pL$XMFYU$@e2q=ZLO~a76->-ckedlXZu~{ z)hlg%3;bgH6{`V`G$8U4q+)!m0Vx@DQxYee4T69X$Z6H6D*8?mE=E@g${Tx`Q?4>H zZwXRyf;N);3b^##AkMSgsnqc$=NfQA&^7eJ3KKk7-i(Fyt)Kv3I`T6KxEB>7`}!n^ z@xT4HCu+P8hj%?ho*e~vefwb!5-G?CgL1B%^Hf<1R>v*s{X|~xq4h0^s`VOY;n;d38?qQAthKly7`KldxIuW&up-2Lph zsb#!F*P&dHdhhE)Yg0D;K?Is(OV2mQYXJqC+gdLBK)osUoUd=b3Y`+{2bSSTu&O>b zZClUP)jAyhslo``Kt)f5X)WhL%e(c=K*W?g*NBpW!YAO2(gxCIu`tT>;dTZ&d(NyV zpnDv>AZ=u1M1J;AKS{*)>j0o}!1B|E?R(j@jZ6CaRrfnTyLD|6EvMqobjN(~-U06J znp`LB-_@!Ay4})B>t)}Wzu3s1!^#)BsmRx*sQwx(8{$EMSl2SQlOXC>sY*gXwub90YY=_>zLm0 zl-I^+T6nZoAt9Eu^96N@L`#D87iiE`hbgdy@SG`c%47mN4EvHN+s$y+>GlHDH zn+Yx5j~m#fSl0csxUkqUTC&_&y-AN5ZaGGz-}?LHE6S?akmgU z$z?k*`Hm=13*w4*gcNGaMg6%rzP9$}5*gXYo}QP` zVYVA$wA!3QD`^zAqmWCNE)gDIIS2g#3}caAbB&iqORYbHDp@-)I#_e?D9p^O1w3~t z>J%{Qce%OS-!=j00POD~L7_s$0+VvTsHkX9qP-7+yL1h`CDr%c#NdycALpgqrDdkS zPw1)n;?~!nF!Ngy5(a`oLU}64icKCauC}+upd_Qz5qm#*F#I7*SxKqnoJ!7`jEpZd z{bzsyVL8gq-t<<2*({yb1uWE}fB&{(04c^Gn7!$O$X>M>wwZ8@!?qhDUW>T0` z2sbmx$d|^1urqB-3X@5t(;z(jh(KD>eO;}oOlUj6V_*d4r|x4yNE07`Q}1W3|FbrM zoFJsNC&kT+<^d6AhTCm%*+q3_LPYlDf5<`qy#QSr&6ml5(5M*-^Z_+g8UT=Ho-L?u zUKBmweSikI2Ofokumlv0%#uO}9cPw~K$58p-vGKR;03(c-@Jg?^A{uFNq=$9$jck7 z6+#+$17;XdU47jE@64$*52h!Co?$2;nZcw}DL#mO$<=mdTckEEFPq36ycDhXXzSx< zeL)3(OJzd@nk;B5TD|X1jigSH*wo>&3mu;;-l2}mXN!&4_y#mhJZ9eM?;ChrzU^%G z#s{0nx5&2D8CQ;!t_=zW2exNv6?; zXmj+{&Hf)Z1^kyIRLfE!2|cNc(eJMy4E2WNS{vMgCt8I)WNio|p{`NlfoD73eA2u4 zT`wuQZ1UlaJCixuZ;0((Ykr(9+n4*yDU=ay$i8iAKIWaS#9YRvCTf2Pm1)};|gnHQ9L&fHeWz>DRNUub(UXB zeV)#6wC&iAGxsjU4=UYW`IMYl@HP|SvF5cugXbpbzg11bB>7T)<97Tp)z$lt$<@1Lc1K-tJzHtEdBHQ#y9Wnw7+4f z*KZtjxcuRfH|Mn99&Yodw}gZQ`Pd$*39Mt$ucJwaKBq@{*N?wBrrxpleDR097hf(S z`Y*owHP5i-_(kE(#1%FQRZ`?nj8>1!9wj~A@6$1>S4Wnr50P%_W>bmlo0d1K3Ev2E z-WL$e(f&(g zqRe9i>1sJrD-MWSxUcVyX1&bWuU{_f6?8Jnd#%m+l;=INUSX?pR_tWmIL!DqbaBhJ zrpFW6k1Jhr1)DTipXR&CZz0U}JkZ*Bb<4Bd<2!cVY#PtGLau*xP~+fNg;w?6n$0;` zRN(^kU!=|Q*kI&cJnjSz$w01jv)~ia07%JW<$h$3Et7-+RzqC>zN<=|Xs=LhZ)>uDh z^Q3&7+ul5J=9yPn7J+rWA*7DLhEcp>qUuu`)>vEiEH zI|-|<%NX5LiIEMOc*fM{^JRBh%P&mrnVJ~7V(&DaB3t(C@R62{;%<-f%zyAWxH{f} z4gODy_0#mTEg5X`&}b6+mp@<|TNt<x`^;PNe@ zNwuJf@HElSQ$8nDR`h5Mg@5#Rb~}H3O+l~tjmv)4=H$(pd--=|5T!K+<(q!s>H}3J zKP~eg7b`r+8Dq6J`nbW_hIo(HI}d8}`%1aYvzEX8*#9!$7y@noR+9E+N!B@tQSV%@>2prsd*Qfiszk=BWV71`~@0PS0~%76Alf^ z2*+45o*LL;<-0=CcYbX^RVLWg73LDRU89$Y_ee$jOBe?B^$Sr({A|LoH*i}~me&h7 zgu__Ob%Y%Zyt{0B-7P+Ge%VW1q4Au)!Fh@S&Q3cx#q`7_ z-1@pTRz#S(i;KFkRl~yc{IY^a-7i81ILC*iN9Lgr4o()r95itbiD%4& zDYkjOkH>e_%b*v1@*KVDlCcWT1ZbxVkf<7=kmW^0Ml z5x3o)QW_|jN4}*=#T7P`=*J^zUssl5?uh~i8O=(H&U$H_ZTjDC!ymf?f#ao5{%_-fz_s81; zuYE)bz5mGhTvyv|o+ZQa=|Yx_!Q*F11#e|WGeGlp4~RNCr|V3v9Z1~OW_V!Q$LC=Y zpSY}RY?r+C>em^C87$M{`m<31ju?x>wV2&*5-}U9yiL4gCt9uwuY8pJ>V>o8P!5NE z;&uJzA&GH=Q03abnEOwI3t~0zy5}r0rX6_T9bB+WujY2}3A0XJq2%Hl#(Jq|ANA#p z$vj^pZlH3@B~5EOa&%m$_K8`1U1{|0=S%$egtQHv5_h{(VHjw%Pot|&L8|hWZzsuH%OsV8XTkQ!MobtKB(Rk)e-WXapc(2m3d#?E@i$E{QNvIDc^qb*jj4o_7jm3 z0lbxWJ|Cn-oNds3Gg)^)LT2bAkKhZ}hx70ej`illu}aMCt!2*OVndD$jr!%CAJgz|c6Wc_kajlwb=*LU zn9IAggPn~=PWFn`Z$jMFiw3PoD|iSNS1x8NXFOHiC)lBIVf$yHjioIqGHrNOJ|c75 zC8`q6^~$#+4-b5g#Jt#L?&M9*J|L^P!(i*+AkU`o)vjk(4D{;q4Vm8abT|>e*N{{9 z-B`i>1AOngpY5u`Y@BMN?UPUPNr@wbM*D4C%g5UC$Ddi|783m3`0 zjOfR2c2+)Ex|`)KzR&b4x6Gxd3TA?~o!yz6-(S`2Y?+XC=wQmu!+ZEpwGiH8aI?La zVYCIETaGtm;zAm7^h)10t>$#Hz4^Oxfu_>68yrIWIUg++*)%GwKN21UJ?OHEC(%nG@H9 z?3o+R2IxGBdq;jL>AgKzblfyY@q7wyQ0V^X-niWd14Opu=JnY$$vHG#6_Gr7-Fu&I zTm4$0n*tGvEQXxbmn*BX)m5EiPd-rKNv_h5keh1m{afBxR}rqd)s40O_G_6 zVbnHU!gUQ3{Akd`tHQDgg8%7{D<(ttKA+woc&KBs_7M)VDW@g#Fb_UbE`)gmwOM+L zB@|eqEK$U5EqEMo4H%3i3Wu>WM)v_G^I#dp&cP&SR`{Yb6yCLWCF!@E9T*kr&<)G0 zBu5EHFAo1SVUKxeS!kq$!I5SWqh+ZPWgy2tObSJgt{q$BCu5YY;{N{mHO?d@OY_5p z*tIP}M>p}K<8piDucll(S{|YIf%a_E4dV`Hpy0HGh#eL$+Z|ex#6=SsepqFHFczwpj zxceJ@?#Ch2-CMbog^ORfiCCyL+%_RcO2lE_$XwpD`cRH$-6i!wH;V^3YZ5yjZRt*& zl=3Uu+2yu5zLqJ|IGJ4V;224)WTH2mz+-W$Yj9*j#A`j0d|TS#{NVuM_@^reRtlf> zI3n@fZTbt()NzN^^KfvXfgF}J+nj5W&1ls+Y;&ISaP(aBe)86*rQdva>yxwAmxiNj zP>1fHDSmC{BJwi9x1Nu2)#5ig90ntCHdoI?d8`#F7kldABIP{LdSlTw z2^#~}fsxu1Sr0NJOAV^Dw^)2#$1+#3t)W>;f0y*>*!7B|+iHNR!4UHE?C z&!q3hlLPJEa$)MU_ObBSve;^j@B?Qvl5^_W-c2vM?E{3aNf+OGz&t7&-|lB#FnqXf ze9IKG+o36-l+K%`^V&jp^tRwNqr9prjQ06cN`Yz0*Cmrmjj(qq%Z1t}D(g5Uf6z;p zCnwO5MV^L~H6J@p0_yIwB1t0ZjKu+Ek;%w`dk1B+BC=O+f!V$?RB7uxTb7 zwbdj!Q`JS!>BOq$RH0F=)ZN1Nd3QdLlrJSR%6Mc$Z*gH$7r7oX!4zlq$IFRq<`0k( zbV$E&^~BM?L|_76DU3e*cYICo^N zvWf`a5ZBJfOtY=J()c33zkLr;UuEn?=AjQ?J#EiAhqjuH+wI#Ks-2LPxaVDrUf@d$ zjn$1Zh;)pG%7&W7KPa3pQleP#~gGX5PTQHy|i$@kt}z-!VWPzaQN@BJgsx*C0(VyhkKcy;*qWv zn`G9by6scP`TiEc+RoV@Jy{gHwbFpUs)`V z3POzM)P7txJe3>v>5*>WN0{Ypec;+5Gelr^CxT@!48k?>EZqQ6HOU zu?vlaiI`cw2a72J+w3}Sk#Lx}0;1o23HxMJmK9#Cr@F$Jzv@1GIx3J)4nE-#lmPiG zuZF}8@)E-(45X76MK`=K<>Zj>7O$U&o`pt~xY+^ay!5b^+p4ZGSLSJ4+{*GptiEtJ zehEjhhk)WdXcrtz;b#W~hS6qpE{NA);zID6pznQ}v8GgX@ial;fg54Z*~}jyrfV(> zD-Ve7M;)pkYjP_b+Do$4Sj8=BxGtf7>tNpEYz^zG#NFY$hFz(Bw;pLMsb2NKiInB$ ze?iiEwC(qV=Zgw@~LO zkK(CA@!1>v&U=4uHA4w<{m>Ih=!?)9=094~Wc{g6c%-*?&%jY<-~B?yoy+T@X-{{i^-TooW9tjpmyY*QDOR+MCe6r*@}Hj2L54M2}MDz;0EC4hi*VvDn(a%iqEt z6g!{2ea!s*myPYsU#B=_l-$40!^(w*R%iltmP#3((Gcd8Gr<1R_0ELRtM_BO4Le)-*lFZzDtJIBjio|4XmAFaPH&D-?Gy5|c) zBdw&Qek#4TC#U1^hLNolFMG2FzM}KD-F5hStVvzjS{r2%>YwLX>q0{}EN1rh!CT$- zsYdaS;JH_zpu_S_y^wKq(UEf+U0KGDN@ch1z+^b82Gp;&r;KIj2b{co@Phm0?}FoJ zdJ|+ieAO6MghPxvh*lyM{pGnRgs;2qr%WL061Li;eWti)beM^f~= z=wMPd%g$x7Kt$-(PO(?EPnGO$Wl!!|Tg<~pN81lt3mTqODyldrq1+kmkUUJcM@-WW zEtaH&s*U7F7`)hD!D+sB$}PydS$q4)n>U7pJz;7?EkO}M=bF|o(zRC0*1kpgw(EBP zK;k+@HBx(S8oEqibH5q+*|y@^<`ms$lUPlUy-}8eNtV2yo-T%tKdmqd(Z1PSp~_ik za(l0<>6c_Tr7|u8;&Z08^!-tnkw#nJC*Nxa@4H)hpNSuD9TL3XlOp0GQo#T}9yAED!Mrv&++;jK6$d-70QK zUXM?VQ9=g9$=h2$Q$NV665Jp5n&w83UvG$vy)Hk|g7|PKykB(U>0?&DKJKh1>F`qQ z`YWrXADI!7{ML(-buL?#vE0RuY>vegY1{+ zNT#XrTvIr{;n)TNj+X@j3G<*{Xi$O%-wFS|sWv=A66Qqnaxv}%D;hfnPvkV*y!&-J zi>G~4+R$R0REfC7{XkJq?V&uQ)RLCngUY5c26x3{q%Hq*J)yDA*xcAP#<)=C*qS7} ze5Zs&oAvqRmjzzc_sTmR9@iP1@;miCd}xWy_bqQ6<3=rx<;I}DuCyuDI2LI#xx=u> z0sVH$0F@{4na|fyfjcBTFRQbx**UCn0@0yX`%%C=m^eJoLKhm>V6n5qFBP&Gy&B^0 zW+0qWu#-G}nnTQzeRrk{V`2@B1f4&jUx$U89<+ywF11$`oodtxeVLox7}{*yU8jDc z;Y`G>7?sci2FiWtD$T0k_t_t0WWMAy*5~uoAUpRi+wi$9geuotEzw00tEGtb*DQ&aw=i}n z>~!!bR+nk!ssDWKi4ghrV$slI>;uNjb&qU~3dHvijCVPD`$qk+Gi?c_IU1c@bLL{! zYR#1N`bGuBtJBFc^!1#SH%Zr+^i^B^|GUtLKNnGiHE|yn8iScE*IBdJ?C7S5M*Dbu$ z+R8d9P-5!a*t-uJho=@PGY&H55zB%ju-WQ|#S*MR1cq8HeED+NzjxD(%8f^r*DO85 zl2X-Q>WcDl@lJPkcUj_Q522wF%&mtU2}vTH^H8(U_zMf})c@WMcyN^F1~;S4O1E?} zMz=ipc;!k&88}Ld+z~TJIrl0d?H`(zwaIs9RQ7F`osiGddv^M5QX{!~LOfrzStWN< zvrv%=g3C%o%PtWqwz{qP)1Z2$pXtS;+jxsaSCt+!;W)Nyl1C;33t0~6)ZBK#kU4|b zK4EzI^M=zE!jGhvUU;r}H9hr{mVIKw^H{Tt7HNykgNv%~SDU0bnS4n}OfWTwIXiqP zPw!J$MU1BQCUkw!2qD}jjay+rCPTilN>u%N?c!4Rq{mwao$tvUSBl)WG(S_udu+Q% ze7f}2UWrcBvj&v4OX|z(+-?0X)Zllod-1vVPQ0~>b*l7x$7#R=E*Ny_}Lo(lg3Muk_jT*%L$)YQs2jDK8aGj#Cy zJc3wgL^{Wvv2Un?Dn<3L;W(uGImz?Pyx;&0JI4>4HWTEM1F>#$T2w`??0`RJD3me% zHt0M}#8oTQ=4f$ns+Q_*&huijauS6fin3TyhW6Svfn?id^)HU+)HKNTq$rODo2(C$ zvy4cPj8>u2ih{Zc0yl2NTW3UFkGO<7{kgzfOlD`=_SFF~8;@13NA~oVNY`bw-+q=B zQFbJK5t?tF)hsv!13qT9!jfpf?+^b#9D;&q-S0a=2=={PAgfc9)1OI>({Qla({Mc0 z=H>|VOF?{>FtKkhHMEMaK3n)LIm|e-)K>2C`$SA`5#EEVj+}9?FTKydK6qng#(zs| zzZB->zOIu#En_FPCe@$vjA=an{gQ0rSM6TirC%jlpzN4t#qNe7hoSjm3Eu0x9q zcC9k((LE|3lR&C2VSai(*^-ws^(2y5uD*U~yMw*!L+w>><7$*KLxFamm>=6~k1fT$ zPy0Ubm|qx2Jrz^KbG3^UmX>H`yRS$;R-g%8EB8_GLZt+s=~qqB^3(Dn(s6aq1qD)% z?3B3_nM`=LxIb;9j~I{OtNh9x#Ye?VSL}|NSd?Wxcywqw_ruMyjt*Jrw?Q@Y2xq}T z*&M&FVr4?-)aAY1yx~)b`+v_}&u%#0H{HQ|pJ$0cgbvf;RZ8SVNO@c7>*#FH%I8>g z@N@3thc|Ti*!AhyKqju1_|!cg0zb(-@lW7ujBUTp@1C>ld!$m&VD(G1ghx>awQc!` zQ?6E`ZhekpmAuFb^T(7m9)cSaF{%X&Eh02vWOtTwhGr{?6^_D%8q0-VIhX!`OIJAZ zn$al&UG!T9@-#DS>#0oi2t&nZXS0Rc?v@d|oUy(*87F^L#TCdLsZZks&J|W(Ib%A; z6+dXp#u+zapYJmpcp(0$_drwq*gYHP>T?}59m3;R&r47Aev8Z<82Iv?bEot66Z7zJ zp-~%tw%5ku!8Mp=%T1dWJch6ph3C2<&}1$~<}ZFR;>atq_F^TsH6P_@I%D~I#x2+% zFszoH{ueubp@A6&J^N}EZ$%OWr@4^{u_>Lkk;r{p($+Oil{ZDU+REH@3@eC}OB^G| zX3D*`)(%WmO)lx_XxxPxU=^q^f^HR-BCp0&gu9nPokjpv=W!}&2qG?=yUzKm(r~D<`zD_N=xXFg~FMq(Q|9nW$qcEuK^f#oQg_V_o?FIwtE{bh{ zHHF3iX>^_xI-CFpa?^h1vl-Grk{F!drm2ZQ8hE+8Q$YqAoN~4u!eSsK!;j($vg&XU z($&|;hXUaU5YmrI_wsdvaB2`TkV^N3kiImKWyahKT1-zm6|~(!+8X%lwTFs8GQ9SI zX{dXsGzdxc^6&)7b~Gw@CFbA z7S9BUAwSazf3F%CW2BK6oxy}T1GtEUS*JIXo2PGM@$H$ zb$|<#o%RSPKLU2lP|0^lx@1RMS;R@#wk}!ay`V>Fo8ODR< z!F0oKR4`Z|NsuP!!2ogwJXqMW|F0CAfb>i+S6!NiHx=fh1!W(bPCzCOXpuFO>SGJT z|19J$1|sc#)A!eMenq6)Ap#2Z|Dz!OU+2Ms=mrO*i34XZHE_fyU z!h);`xZnYu@O!vF7N|G7#uDNF|EnN=y~l#SaDnIeRq$9eP-&O}YB*59L?kt^H^4L4 zop^wp2p2pC!hjtD3fN2p2#*Jo0Iem0ElN}a1fW10uHpAsP(ZRO5sZiDB&m@=Jp+Sl z_F}L^1YE;Jz>9(l0Vo_i77rFaGY9Ak@Uq+BtcD?~u?wC^V%H?_NrV941T+RLa0V|9 z;KhS2g(bn`a1b8UYJgdA%`Obh+TOKgFnS#Lol-cj8W*UINnJF+}#b6j7rV3CF4~Ny@m$-h_KxBwt zgs^A85kV)AqXv@?>%s5&;a)J1txRAh`1$uNFi|KJg8lC21SDV(e-&5}W^@47gV}}6 zYoHgfPW)Ba`T*<1ufo=qpE?2S!`}s_i~S7dfOX?nfmcpI;eiYRt*{QvQ%Gt+Ca_)r zNA!33r4zqum?=Q+2zCv(|0--*&%B5G{4TIwz*2?lKY4wBpB{99bq2PD40{m3M0U#% zLcPwda-{qn`IrvV7*5bh^71_TT*dzKmBi~ETYcE`Y-vwQz^ z?mzJ|Vdu_<&vR%j4>06(P*Cj8}}e<$=KT`AzQ01QOxVt#c4E`P?6{K@h69;c|G?n=1pj{H1#J)- z&V^y&%?1Dd^g|P13osjo!hk?<4h)Sa{X+|i2#o3MerOaPM4xkEDB%6)z|d;&=7fKL z(=rcC4fL4P4}<=<9|i+F(%gPHIMRcEe{f)6$3GVaJJLBYEE?X?@bAx9;6ML`slnD^ zPCpX3fS&`yVNw6!#SuZgKDQqUw!X9H!((8}Gza#t9-#09*gDPWM^yV~ZNPc|!+Qb- zHj%T(5^x|8nF~_`j&%-<2;Z#Fg<)a41^@o=kBIvh2ay0A_MCodK(YRTfsOwU40fn< z#}YxnHWx-h{X;Ve{-QUhABpg<%t=J>;e2*KGzS0od`vpU%bQAP|M!&%&D|HoNNfv- oB>VcphL3IOt-S)Nz<9t0g~6oInQU`{#t;Z7guJ}r79+&}0jZ}q2LJ#7 literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qae-belem-8192-qkrt.pdf b/Compaqt/Plots/qae-belem-8192-qkrt.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d3e1bc1ed4aae8aac6b9d77b2494303547748c5b GIT binary patch literal 13796 zcmb_@2{@GB7jU6uvScj^uOeAzpE0)VyRs!~8H_CkGeaeni1;Ddmo`M%QcAW|%9gA} zNokX^q>{3=@ZEQ`k?;R_zUQ0gx$d3w-h0n_&pG#`tLW7yz+=kXHNsC=gPc%piOFx{qmX?N`%cx{nEI|KuDS7f=jb|Cd~5ov?hQea zPrE!qSOT0gk7aHV(Kp|4m*CAl{^H~74_@`Lxfi)n78>l3HVC-|>*}~@f z>sKwmbsnH!iB}Zo?78%|AK&vPYL zz8tSO^-?xRaq+I#7Dyd_<5eMGRIG6)bX*^At%n_d2K+=JVt8Gd!FPn z4TTzF%gi zLl&38`f133+-`h4M`GYI(&~v&!JXk8b?S$#vN4HF#9HZaJbQc5H|=MAJDQqut>W%4 zyB5#Gg4a*2WK%>7_N*T+GvnIerxBm-VQ@G$cvaq!`f2&xRq;tbvbI$RxqlmxAC5mk z;?I1691)*zGq^4;uVR{VV$J2&r`tQE$8(wn_(pp62Dlm*6F;_A-gwsolD6mgsM9c8G@106> zH7Rx57rbW`&q}oM-QLodG?3)JI`;MGNL{^ts@5m>t@xD zsmaE|hY!mO>uaC4?V4=cwrpiCs~X4A$0XZTy?37@yDwfF3hL>}Z4mfKN$jg_hsT7}knP~S9H$phc?yj{yG@`dHB z#ETDJvSZyd7-xOaL7Y`zp)%}N5Apu3W$bQ&mBNWil4~1odOo}-XmH_)w{79BJJT_; z8m+x`vc)kzT?NU8C)P9-nmzQLF#UqOt$89z3v0$9qAtSoxga^7c8cdgz>3x~>mMwf zFLnC|Thqc7>CY~Wr;ZjEjt2Ffe8~U9xI%r6idRE%$P>GUtJPkVSVd>C2SGX~eJ%#M z)=c>DoRcefdf@q6{7SF>$IEvgo-AX%zH#A1{K|?R4zQ2-+*=)pFpnWi*-&v!)j_uvm z(u2KZzU?fr3eJIf!dXhK>#m@={L;$}tD4=MrQ@q&qyyG*q}g9Hh%o%hv-881s3}d~ zw6Bw%0ee6W7s?N3dr-^J@UNW|s`9@v87uTsU+XTHYXxKVQJ%uL`+_mK0oikaK$ z!IeKIoDP?UGiYJ-&q!l#H3$v>KRwvbP{8zTunRj)rO)zdpo(FKDMd!wa}IGewHQ{ z+w%5udgT&DRR*P6f8d&e6h*%9_>T*gon%cgmyAEAliHl@{$_WuI;Zaj=S6t=JFfjN zca9<8=FzBTQ5nyQ=4>uUq}1%TP`g>_?=*Qxo(`T$Idw6C3Nr>L$-z4aqGFHJSDWpKz{K&l^Y|Nj_OYr6>KbF5!!my5yW)Zis zDDF~N_xOh1-Nd2qBEsSfZ?hodgu+a#+MBdeK9!VV$FPyG^Cuq+V>^pSLUKPv6m{in zJ1jbWYm@w)oaY9*>=Ht^I-5nW$meY6dRlpi^_AoMP@C-+RY%r%KDQ1s7HoOj!e%1u zqf!)d&DQ0P700Mht3;PwWXoFRi;>g)z4ve9cI+3~SZfg;_FnBA-eFLL&$xEluz~IE zt4^HXHJ}v~wu5_pp6)IwMTLr5UNSlQEKf ztg#^}cGAOT`%wjlHw=+&mcnt-*WDa5o5`3?-|CFY8Y^=A!;$Q->#DOp7r7m~v;&Ji zN=)YyagyCj;~5{np!EJ}!U^x4&QpCaog9XWmf5CX)@~mX9@hz%Z|qOF_bjwDQT4W4(MkjAfi~~ZQZKEB z>!FdxJ(|3yDz6x5Wux1mQ!*DIyU#MV;m1TOLD;h|B# zlG9@<-tBH~FYU5ZquwM9bO<_s$PVsl(Q~wwt{*yayj!a~GR3;^iX247&T|wQoJ+yC!w(L8kHNh3GI8{_C_Espx=Uxr;2^tx)JB)o zwF9p;Ifjhxc-TcI@6~11{4iE}?*PY#r_a6aUSZEqYg3VNyZnw}p-5eOOhWALSl;NH zbC36EwNG7^llo%tI08$P{@~H@w(D-+iJ9lIY{qfL9ul8lUZOrybgH&g)^&E>Ml14+ z-mz`cOrW!}_6Fygac^C18G8J~;oY@utM{aM3+*%dxr@BS#DRcdE7LSlF6;xW(04Eh%Rg{+6|q zg4Noz%8E{jQhi@SdNY&Vf`cp!c~N1( zMNJ+pEQF54>+WkCGK|G^kMG2#T~;x~kA_V4mED{q_{V)-I~Bh7#jG6n!EP4y!^@0k z99J$PJot*a6yXt+=GiTlP-=!ULlJj&;Bg={U@&GV9LC%L-4BG!j-^*Rg_4|7qL!Z^ zuadkiLaT7Hqt_@ySIjPw9E2S_m-%P&xi3P?QZpqCjx>)LH8YjtIue}kNa4s)$+1m- zVtR!NZXaJ1vu4PcnH(y^N_Oxb(dR@bU3x8bF|+u{t!S-J)V_CNcc4OT3#cuKCz3I8 zo)FKkEP4vNl}vOwUZaa%d1{DpUX6V->DwK|QTlqyh_!)qRKdpM!`S08XJikY-6tgf z{w~2@Izg=;dSzh|)s%ZS>E2eKdr1goxBG1Je3dU<`AwCYuNzv#2q$5N#m)zAJXoZ9 z_nh*et7%)&ru3f9?N8IEHu#nAe&V_7X-%}Q8 zab48z^q~O0bamu~O<~y{R80 z${ZPrB}$_DW2-TzWp(me3+`u4X{Cg-pV&5Fq)So-^yq; zP|bxi_%wOR1Mz}+Ic8^V@4PVo@NN>b!pk=%ceTrgFC3*Sw0sQeScWy0>5L>}b{Vr#rNSz6|aty!JjxTcuzcIaIiPaah)3pa?yYF#_lh`;eB_yV#*{tS49~GBZn~Im9 z6Mw8fl-+aPHYlN~XEtqMqow(jMV_LwmSg1l_AK5}wX8jSwk0<{k>t;%({HkihgYy+ zvzEIYG{jWqy-k+j-^LlRf!i+UPQ@PQ+CIDcs01pC0%jK`ZE$smjI{F+>hVMM3V`fx2Ppk*`~uEk=JdO-_kk;%WWvaB2|= zE;$#TuT$OF+q^ZQU9q}szn=JtCo^i}$`!C& zhxLU&GWb?zAI`{%la<>e=JjOfQAb{*r|OCqFx#Hp zV6}U7Be_uR$;Yi?fy!fxFuT-Dn24Ddd$5>taLg{_mh(jjZAQFxTgki`-OP`w)KXk) zz*%<>z8#fHoeGU~4@rZ3*3?5nIwk2*!aAa-md7{0G-6#Q^;D>75qg%IQR3z&l#9}n zvc_6*t%*E)3(Nf!Kg7l}x06>ct90j*UIguulPUcCgg`gmn8pUJ(wRIHx+&y)ziOfp z1zkBy;A(Rv1g7TwIBK-%JfHl4z<$)hrmffK`C3pGkZ2xcRf`K-;8)`rH)6<0AS7@0a&{YS&5Y zoxJ#gdol{zE^Vn_{~qcYWtWaUm|Q65ciMa6zA=iM?S~eBT7R_0JI*5wt(IT<`9@y9 z4jee*!tI?{AcbXDuHW$!dWCA+GsX(p$!x2XG&+{g~Hr>$`_NBQaNZWQS5{_!VnW&>^YT*N{Pc`Qei)Px1{qtHpQh!sI$A1~kdq zlE-qj1O7W7e8%nkckb~MuhYbOB&sYQr5so%loGYyNVFtFe$sC>;pVaoKKklUldDGM zLd?d8%yrG(-fx3k+ryrr0>Ma7Bk->=EpPM$@NUWp1(&5EFTpqW4CfM_R0XAAfHgyys@_eIj}M z{t)-Q-b{XHF<;j#`zvMNh&)#h&Mx0Ad|;6)J$9)%AO=1E1gn`<#aD=!vxg~HwQ;E)q(iH*vIXl!JBknZ32xuUtM1R_kM8CH7E9j#GCTL~G<( z$9X%QKYAmlk?G3WVp`nUUD4~+Yd>iV#3yjS#n0OO7^8DtvW%0Cr~2OP+jT0Ro0WG% zLPqr_N1GBwK3-3}rfGYPokGa<@?A6QOE*<w#O+_wa7)dt7QUdHyN}^e>{0^y>pH7ym9QAYsa?9gcIfvrI;axi2@YS~%`1*ZmE`x_YwyN zmB+Sdgul8}*b?4u@bs>7Wb=vWiUfu513L2k=sMN9(2s?m#KfkHTAHr1Hz0fV^2kke z9i>RTt`~kn7HlL7_S;+zkSI8?&oZYrU-I$m=vno8x&oU*uwF;V?*6lvj=!8v5b~T% z^XV)Ox@@9SkaKy1_jdZO&AaW~E0x9C*_$ScAM;vVXAuam#J162ZRxbuD-{YP7I|o)+qM1D?X>K!{8b-I+>JXrNX2Jvq}X~ePV!gh9Bpsdwtd^po!EC0 zBtedRXST{HE0>QZ^`RuXaKCID6+fxjC{EeG^=z`ELlCpqyUIAZ;HQ-|Uilnp@j%FFq+% zqV+uPeMXB#{iM)Ufp&#U`t7{s3J5lHel?qPq~OM`_Ai6Vd45J`kL+AkF0j5j%y3zl z*A%;0E*3Hy&}g{sjIm%1m3&P1^j{T4+Z=T`r~1qb>5Dm8U({^Vn_nav=XQviZW~-) zf3My!)6sA`Gd;~nCn5FS!4j=65j6>_>iX!WkP$+ZPxgw<17f*SEp-CQmm68C-7+5T z7<9TLc1$K_=jy9@V%}r+{K+|@7henapq@9QESc9A6rBbOU+0Zgfr$Fs*qX%?PAqTDaAb%Frw|#XYR21;r(V%RZIorySR{RksSV zu;yucd90|RS)w;nel*ljHbTNII!z>AfkG`0c}n2AawXX^_xR=LbEvq9Qg1=A-P!gV z0}{4|)yX1zUss9V&3$zJd3N;8!#T^*9E)(X zM^DK;QfRbUVX^+1()<4=v-T@oSs8gFJ>@@ysCAUkA+v=_up?Y^oxly ziw_Ar^2C6XbU;4PT>J}m3z~oM$$H&h%_C9?X{7op#+MgU9VMAFk7J0plx2tP?QC5h zsIPyY)F6);3bOga`246bY&Gs<_V~wSMedXGTT&?IviO<|; zYK1wBzN!k`ij(3OO}hJnn=9+^Zn1MQrwGqk-ezz05oG7?yIQ-e@`#|(+C2%A%kxbJ zj||OT`gHAPcel9c`;dl3l(XcdY(ZRCFgK*JYOcE8F8AfA+l3b{sdC5qXS-M3V_(S? zt--MC%Zxb-$?vRw6JO|2`vQv&eX-)$A-QfJn|=)|$k4?MpB4Bi=!@86|1^%4#7CDo z-HLd=$H?>!*1tjvyO(!Uy4H+1UQ$cfY$|f7lj2`%@{qjAoqKCKMzNHxMuZ0RY*NW5 zsMaD_zT>!X1Bvj0lR0f{ntU!=BF_#7groXf9cCwFLM21Vv+VJzEHWm+FgPC<)v+BTO2s==Cwkuq%CW026l`lse zR`E-otzBWsK|Yd0Un5Jefa3w(oG0#I?D(Z7W*GGRSF3n)5;wTbjZ6y8Xh_B&_ifMK z(mHdiHRisx*lmZ1(jBsAM(Gm z!#%+8bv5u7d9hZj{6KA6wv6AunZ@<2QPS1^I^U8nS6A-*I;_Kr>hHwN3=|`b?`np0mB?uWrq4`2cUn;0NW9$VZ zh6jxT#%`dD4gB>Cq#%%V&wXGUN+5*_At|2j9-#P+>IoJQ(BQj&0NEQN;31?Ygw%ov zBnYVs5wV~g4Uq-W3|KNiibz;=T648}3TPAt z4JqKjD*`l;gaZY2AQpk5J$Q-^h3-Q0^kewaAb@~bXb6K%$qX9c7u5MFq5x&E-ToPY zr6%N`nBd=Zk=w{VKv@5%34yc>aAq*eAmL(2Adb13$T_X<^mJu-0R7EXI|BND6~+9W zG-=XZ;JQK*21rz!>}N11c)%V^H~d5ag9VxdWrOZ?pl2Y1rLp~grPvUZYkIn9Qr*2N zuoO+n`@GH?zkQ;raioA$~o_g1K;m_xRQD zSTrzcSO7{m(7;9{C2%&tcW^rK067tEcnpLACj>Nbmkc-O9V%hs00W=fic{} z&#|C^;#DG85AR7*B7uGm2KP*6utWsh!$iPL!Hob64ql4~jL+=><^sITF}SN?h)T?c zCz6;w3H&5N0B`~t0~nmcivxJ^;7DOf@H!lX2fY#y7Thx%2A)S?3IXn6{7j|60t7Sw zfg)g>c(8^klwZWbJ=4-)OgQ)p3KkJeHq08_gT~YcjBc(W@IQ6-d#kwtAaHIA4B!|n z!^2bo%Hid(8T?Y$uO6rj@rw}V4mcv11Zvb^@?kspy+1q)1~QEa>;!-Ry$ehf3WZ=k z`?&!LIK*EKHiS7FfbC#@W6B!X1#A<4HKsklHu0-5ZRMv;!1nNWgXv;^2YbM_@vFg{ z6Hs`dLqIER1B*1063_{37a$P*-G14`uO1c(&^vY!|Rr;r>ru z-`}?fP2in@Z?S+Q2oNH3qzj?pj0M09A!gkb7@0yqvrL#71m1))N9GVvG8iF1G{G?a zI2=@f!kJI!LLP=0Dd8xC`H5%Fn__)7*#(j0PSd=Heu92+Rq-5YW)v2t-fpPxgMrVmQ(Ogfs~E6B``@ zj+eR1T$hAyO0bYZ?go zbAjZ~{{j4(_7@2-%AeI0fAIcgIDddJqyNl=rT42iL)$k1#7uzJ*wYoxjKGPnENDE(I*zqwvy`^Um1vn4bq0kv*8iVOh&=>-dfRK{X I-L8lDKP@Ci0RR91 literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qae-sim-8192-qkrt.pdf b/Compaqt/Plots/qae-sim-8192-qkrt.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fc72347ee6536c611f702c78e4379a29c1820ec0 GIT binary patch literal 13283 zcmb_@2{@GB7jU*Pp%7Byl_cxzGsc!ZTV+d#G8juSm>H5bWJ$K{OInDsWl51GDI`(! zYmuUjLL^y23*UW58~Of^=X*ZC=XURV-gECg+db#Jcg|1RR99aSt%O5J7j{7fRR}bM zg1j8}A=K0$q$$~zLWeK_Vh$lK4|-D|qz;)u_V99rG&B$tsxyqJ{MQ6Mf5uh|2AM&D zaC4LNy{HTbJ2y5ZGZ+*a6~e=h2&5^^%gKVmfOdm@boIgd6n_SUH1q^}YX9tYe)fit zJ%qGyBRjiOT_M8Ubn6|C`zTHfh{#<04>{<+8PK9qy%=-|jhdrC2T((y0sv|5c^k#q zoviKU4`_ff@F*OFC7|HVOvyBWILA5yX-=Vg`O=(#EMR7T%K{e9UxI)a{UtelcMrfT zgw*!{!qBBSc{u~wnNX;%3^xcpCs05#ok63JJrVvHjaJ4x#0+_AJBmm6vvWoY_Jpg4 zbhFD|qKL|dZw?PR)vU|L6{c|Pn0>dp`V+F74-}!_?pg71Mx&zT%jZ`qvzL{WX4Tb$ zZa(P#yuIp~aD}DLK|MKijl>?rilQ(79 zp2~@2UE6AQe9GFZqyDn#c;`m!vzO^(B5b$SPvuOnTXSf%T@M>A6?JyA#e0o?@(IPa zx+8AP-0D^t&x(r5-XNS~5D_Zn6m}s3S1QHxGB_#wuASXyu@DPGw=j`i!_F*CUR(y` z&pA>xQ$sK7SvH8@=CrQyEfyJW^*y!TX;iZGM?mi7?*gWsxmyi`PF~Dz3pa|*L&>Z>CLU3~z+i_UD{` zLXyGsA4nPDD+=FtbmfpS`)I~}-Zy0fPFiyO7FNnX-uMrbw1>OS-13y59v0{MHsXJp z{Yw8PJOOK;-YJs8v9;2(yx`P|7Z z>vl=^k%H^YbO!dDY1W6BvE0u3%FEf=Ta%twfI9sWAyer->8u@bTE!Gz!1b)FYj(XZwOX)s8_@y>3al3$QNRt+fc z|6r$oF8I0Enhfo2QuY-z1H!ICvkvD^HMX9_OUKYNwqK(-R`B*%7V=3OJwB@`m5^V7 zOuaU|I{KCFtg5ni`P*2bUX-ie{R_c^Bpj`TPoZVz4J?w zW1en{UaZDbz06$S!A3iP#Nv#v|d@^%v#B35uZ77zBE+&qkAv8ZQZYwShYv4_2?Dj z&$tJj1s&dW-oAo@PlK_O!~@6b-VfgYv3w@Pgrai3dv-A4f)?ztejd4>zKeMjnNEy| z`Q^`;&H{$*hU|aCU@xsbx6#0{M{qj~u=OV2T6 z&Nzf4s6N&_S5?I>Pd&CsJ<=~O5N}HF*0sh;KM%>?`?UpCpK5)#yqLJFh*m4yB^J2| zVN3RlMASUtsh=_ysE2rTCNs3RE}IP;yZUG#xa-*NmNdrk)lMx)-Cc~Kr0}LYiP4j8 zPCG&r?cOogZnqGPjjVRDKi@*eJo2hZudK5q$2}R!`nskjbF9!Mym%)T9YRbKSnD8n zfVOgC;*#>m7xAY&c9Gl9tj#V%wZ?r{Uu8jWr=N)XF144opWL4IUPMH(K=d-jDB z#=f+DkM$1CdV2m>!7VJ|l<-{IV#B+f@|CJHZlG|POQ^`yGgA6x>qOXH1A5Ynk%Hx8P#PYD#806e|*sB7t;~)ihk_)iZ!KQoiF5m;QR6_ zExpWU>i9-V&F&LXqP|@9H@+OEMy9lAeVDp?NK|}ajFa!R(|?P|@$Xpvzib+dn{U*3 zbJhP&YjF+UwCHC&YxA<@U`BKH6n&P!sw$*VqRsjrD`%R2gk-*1(UkNK)E=3U12@#7 z&oxz_vK_I^mbgyv?D=6`wh57}uMpbVR4XCf>%Z^&I#zWN_uEk>`g|MNd~QDNYYRw_ z4SyAg^V}{WZMZUvqk4CJ3~~j=Ai%sn{>=B1A`UB&Om4c}3KVEGhMhx6A` z3B7d#$KQU-8NMs zFFkJXEDTGN8Fst#{_)+nr)FM8vm3`2xk-+_E~Y+Ja;ULT(Q|a(PAhbe+_`Mm=D+(*|Tzo&iM-~e7sB8 zEfcTa3%xNnk7&+0mw0cB=ecK3ox zzw@>Sg;Hsqk9NFBn-cS`*!$dhdr}iaymcz$>VxAXp{mKA2m02X^;(AQ_f0V5@F!Ol{O;2HW%hjht>f zXuh+%=9|}k9rHZ7nh5kA)RB9qD&HB~3;2XKSL`X;t#4|^P`9h2m_y&gD=bB#mb%G@hMG>~J;;r!(QVM!vF+>TWD`ZJJ5&qNz26g~9v^0K z$mQWi6Gz*3mbI_2jyNdrh4kHEs_&_XWS9!|>1f0|32Y-q;DLiN$ssePXY1=1Hop8t z>npE6U<64dJ@q!ZI(YQ%#Eu!p3)}m?H8id)&3D_hMymOW^h+BWFdAo~WdpJlO4g>= z=wok@SMfictiQ{)_6MzI74Fjh4Ogul}XRy*cher^l4Kg)9woh~)sCeHV6WvFuagyK*ZC>+roMI@M`(0KTS zvT_HdR@$L%iJ@B7LUOA0ik0XP2?h13I7vG3 z$GW3goz*r0@y(sHseKzP%%;q9l^nJ0PpoUp+7=jPyL8GileV{k9_{>W|iU)`p|g7 z+JA4TMrvM~-*CKkz?*HV8(PH?*%(zt`D=$7K2U?cZfP+e`O!Q%wZ3@e{qJ@ei%4*( z-vOlgI@OE5#a{<;vCmp+aU&4VcWg=s|1ulB3Uk<@k8e1HV@3HveF=`FO?!l_IgOmU zOk*`~yrC&JcX6!rmO1vk-7+Kj(E;~3!=18S*#ZY=`CK=h%02kd>CEH`r*Bef|5Axv zYU++AEFkk#lMe?-YCh$&N}~c16NODVK z{$T8p7?S)XI4dXDMseXeeF6Z129o zX8YzwQi1yOPg}(OR7MwJcB%O_5i>9LU@;Zon3dpI1j2+jA>O+zN63cRY1ZaNRB9`U z81OXQV=3bayegd$e8M#_74lrw2np+!rbUSAuFqhJYk6(NwoLkkaPuPcEH$IV%}*#7 zr6+lnm6C{w0%t4h!(?y7hO@VlmM^Px<&{}v+a)Jc`1uKeUYs$F9pciRJR2+(_`O#x z!H9ycoF(u+a3=VrPYkGedqFl10*ZebsVepHm5f4>@Q_4P_<}C z+aIxS(23G}{gLYO#&r+uNqNpb7ovPEedWAO+L9*Bx~KhY5|3=gn<83v%!}$ZycO>TaCmn)ShcXY6L*KApZX>l3Ehc1^TM?928ism)TvNz7G(n zc!6Ga-$1ME9=AmEBbANrNsP~K1iJi+%Yy4&_yQ6yh@M}iBJ}cORxj=1@Pla`?}@z= zHyyi4rz3)z@2%&$|G}bbnxL9hRnW0P4KR$S~YR^U#&k&wN1O*+HzTX2G#8n(St@=FA;8Bgl&OMkMJ0;&{ zIUDk5j*joii-*s;T>Q>AajGX(yi>Bu;%V}sHNwde2aVR3rYlT(uOQSeOBbN8_&muq zA|Gg0r+c3Id2(fyjezFb)!$e5rxzq!JF@adhFZ?y#srXPj-uAk79bOFhE6mK>@)R2HfG`d}TK$;KJyK#w+!-9sNf=n?$Fln2@a zBLh$0-^ik6pfy)R&H2*z{zMj!&$bLoq+g~Yq9>`h~rSJmDjWHP5t*=%sfsd zO*|anyVrGI&{5pWIdk`w@^8eIWk+UN_KF@_(L62op=+({ z0zT%s3P&1WoE6<8RWAReuaB>6R!LWB!XM(hx9x|asda@ny z`AEe3)sx*%lFM{(DQ={rE3k6;>()OqCZv1I309r&s>goi^<=PFg^QQ&hT5|oI?5qh z)5Ab}ju`+Q~uiCeJGV=J? z_{HMWYozS0OO*up-SJx6+Ujf-1FI|c%&faARmG$EC8EJ6-8?4q=6>&-Hsm`Qi)V{i z>rzuHN$m&r=!uKwW1m(go*gQD8#c(os=d}_5z>~LTjA&5^8EZB!=X6i^}{ri z<076#lX1V6tEM?B3P2uv#<$0IAxyqZm$kt0uO3>hUp}%i-^-hrl z*w9?;^c%r426n-dg)P@^eVxtYe7ZGjfE6cJCA{rkz-l**fl~du-N%|jiR|Rtr6mRK}Xo1$4+tfstquz{BO*b$0z9N^Er&8--SgO9kzig zE=_>T18`K(tKNWly7oRR{Z7$=ygX}!8 zQvS>15Q=0^qv&(8P!n0G*Sf@4GXIdjMRtAO#%Dc|vl@+bMRvu*`t5;xd(Rceyq=C1 zcArf3d{h)rVxpR#T_WbOgT80eUR&2n74bIC<}XFh_|2vsBFI@^jr9a(`j zbQ!EQC{4S4&|bN0hR4F?+CiB%TGrz{u1}?|#_jE-qO&)WZQK~A1#7ZH+U{)MvAuQ| zc2JTe#GU78yX%(w>NH307Xo`N%q-FaL}$K@4u4iXI>VwsKTKalElbY8=9?cDORxYL z7>ZTk;>9q;d;Mf)2BvW$sf9zZg{7=jp*2WBYQ?E!F(sW9PAE@Dk8B4Q$K}p85E`n& zT>o!bYPulXBGfE3|H6VB?!Qk19(+o3fP3pU+3T7)BRd|9<>yD%f=_9|8$u>1haOp^ z&40$VkELJa)c5X|n3OKnei{2Qz16&NQn+k&n_}_SHvS4l1iP7_x^)^-Xv5>S@qU$D zZ=-WTySOS=ud6w3xa|18DNgYmEM(fJd8gVDW6l=5@fqFShbw}%DdJdm&DmEnm$Ng+ z)os#RUL_dkw6EW`y`QD=UZdf8d&BATX{koK@hO8xO0~zs>f+TjwxXK@hX@g#Ssa`C z#B-!u8&<27G_lsWq(9l&?{Hf@TsCUgin3gBkI~(NN!jZ!_lS0)Ubdht95dgPa6EqR zNC_T(*Ml#P|SFNmt-;a@%w%ASR-&{cKqd`A(C#?Znth%Ynn;izs5L8R>#>#`K7R^{aJ?aLd-e zXER@9%789u%TR-q-kX8+BiiDwIc8Zf%nRlB#WGw zlE@3F*e_Q-gv9q|?cU%UzvXy?9I~sYYW>}ur`0dBB5RLjv!J;b;bzGx81R4d4VFX& zaewd!;s_K-eetOiq+s7~^5%7}X7gc~C#u?7`n80IT3#DsOkYiUE>YK6Bg6k9SzT)G}JhoT-LR1FfCF}dFEuKQ0d~eI@ z_f!T68HwzVpJd51=?@y1E&hD1wxdI0{l~yNizsKwN!fz9u4raRW7FcQZj&Dmak=!$ zDMdcKceaD;9_Mo2NKJR(~e!LK;NkIHv=TK8&NLWWMJ_)Ndg z0psG&d{Vhv6P}jvxD>AZ9wpn=-}nYC>RQo3dAw@KzF0j?tGUpwL0VA6Z2tH0$SV;NyPqjS+ibVbj- zZQGRhw+~qtj`k*s+xsZVh#(8a#wQ4DB4+M|qnZYFKd37w=vNY6`5X5=5PsBi=zjC) zZA*v7(;ZYz!jreJYEJZgiz@ExoBqzW*J1aGMP#_ttPQ>3CT!a&Lp~kwJvEteTO>CG zTi2&{Gr!91)6L5|oW4Qddm(Q%wRWG4N(|@zs2KUvVm)pp5F7QH$_g`Nicjg=)(qcf@pomx@>NB8;PvtvdJ1XYe6aHl6?`7<7QC>t^0X;g2J9{GTHc>Ad7#Q^0E7_Mb4e%H9^Z+ ztdzw%`a4FF)OT!p$PmIjF2J{};TF`}pf(+I@rmG|E$%;zz~ejoh5OiQRDYnhFIy() z)57X}&M2|0x52A)ylnZduQM#?wpu3tD<8o1pF3}DGM&P#vqEZbGc(h*lGml|BU|}e zkg0S~ujNLj!If5^2w&!0vZ18D(~h!Bzt zAss=@78-%1fDTaN1|i+S2yE{GAw9uzfC31O25-QofJv}}FDTadS)%rvLE!L_`tCG3 z0~P`h7!sC}_FTP}A{vE3Ly98 zGJ^(K1GQpGC={Hxf&YGwz*H0R&z<03^^x1jo7T>UEQ1l zcey(=+<>a)D&_$Fzv@)}j@nvuC%86^gaPu?A$uFl$r!K)(+$5-#DMQ%xb)1G4pa(c zur#*+uM``Cl0SDREvl;r1(xDAvOkkfKqd|tj0J<@X$8aoF!GlGk=DQI`-`1l>CJA4 zfI|KMXo&yUb+90V!U1jK!1tXpRv98-2?!D%1rdQ=Vu*MMOF}Ul9?%KDhw-t%l9@f0 z2;={+hWPa!3vl5Eukowlv1nk`umF^Cpn-)*$`BD$!4SYf#DmR=aKmFD3<-|_4V)VS zgvWzLfYlPgX(TEG0#INK_waixXrKU+2Up*`opmzkbhsS?4 zrmpAS!#KYiY!|Rr;r>sp-QQ`W7Vyr%x0u6`0tk^gGKJ9atqp*gLCi`kFtUJvW|=TD z1a4cIBS#1*8H^A=BN>M2%Rvl+fYO;5bDk5!42-{G6XxfBa4dr`%qn6PMmRR!pH`GT+rwl#KlhVvX?_At93 zX3xcVC1n{`z%pzs4l#1K*7=;N`rvIwLOi~*8`%^*YY z_V8kOxI03ASS7p?S^;unFudt1NTlcQS4v(qS1<`AWzN1%pho=fS>DbrkR#b?KM4Cj zSCIWnBK|ar3j+3L2;kIy{(+c)2bSdm{f5DL9{dMUf5Omc5;$KAVMO3l7Q&Qa!-oI< zo(r4(LKyG||Gn-2p|AkkY0!~U}e3XK6--$FbLNcR@N&=}%EJTwXmV&Z%}kU7E% zg#Ui?fg%y`z^3QHKmv*S2M>*f9nL&FupCGR7QzVdF<*eEOk79{Y%Acb%*VqJU{|&P zM*2q|C@dB}ck}VEIFMW}gc1Ld3n)y2kNy0)I4menUI-(?$>st)Wf12V!0_mQ>w+pgF<8e&p3uu u7vR5vV&KSU?&SqLH0IdCJ%9q70_-U03^I+ubQ5S`cvytAwB8PV#Qy;^KmiG&ygi_Prt{tZIq$Cb*1GG$YI^V9)!o(AwX3@OS8OgV1tkH9pa>CH*(9j6 zfd~QugWRl~h$JOJLRv_BTTc)aDA554>G`_bf`sIeUPu==dyup=k*%u@no#Vg3W`^} zly$w3UbY~SlS)c%u3jMFlWQ%cmzOQd6$C@y5(#Oc+^ltNy+EcwKMG1f`?goSKtigQ zfIj8Erha51m#q)tx@Wi%dr|uiK*b zR~9PquOF^#&hCEQYpYZ~^z`b?*?e;}yHUBf|8{ewuVraHb<(+vH0R>&fx=|2k?F_E zA=Ru$D6zx+%`M1YO-+J2Z~qR;#rK}T&a?^Q;O$}X8CtXAcGhaQC{5{4%K>Vg7cH2N z-tUdiMZLi%xI)lb$u^?diGj(CQ==lc6V(}8gkaiw79<}g>S!iJ#A zG0F0t?2SOyYJh~g(9>h3p1s7S@HXjqV*k=38$*=a3H^RuU8WE~&!Qn7jYGTeIi~LO zw(LSJ4#}v%=)Q$0QgK;xNLX6o`cwK(6+F4CsuGohIju)Z8%An3=({&r=(}h4lm+hj zUA@6pMCQ@Faa$lX?PWwG@${{3wd)U(S_I_nQW+aWPVd*Ue#Whjw~fiEYTMy_Q!v7V zcSSx_pzNjG^#-bCj`8HK@kl@RT zPD$+0mE6FVnI+Mc6cI`Dk^}7od+GOC&Zb@VZ5peRsgF1fnb@Cpg(Q8oQJv^?n3Qcc z0_z-TV4Wq^Og+37Jx^7;zxXIv^T4|MOHjxcp>vWpf*%iOvbtLEJ*AoCJk?JLaBo%OtN=IQo1ODE|_(sIFvV_GAICZ-MQuLlPYbn@;c!KGg^XEwOV z%kM@-L3S(~P47+6CQ19>LS;WWKMxMjDM(?F{Ge)|Qvwdc{G^`ef+a7{xhnP9>J>X# z@?{n}ut=(r?$nLwVZ!j2ICzC6&?IU7qRgTUMKWuucoU5}EGp}q$L-e7!hHPq@C#B{ z*WW~%5O1D2$JBV|PElOR@QVABR%7vEZ_MQjIf{a-)=Fy{V3wNoS+LUpwORK;%DqfB<=2sdyzyMg>~VcGnWR7+(xk|m_jGIi~f`M{VTLFOjSa1^#g7aT_L?y z@(~rE@0m)!4XKpaq+_Y&wWe61iN`fbkZV?q|H)759?pJkxQ9GAxui> z#s=RFpH8$EXXqdpE)?5KCC6raVo0_&4+(Q++P)oo)vq1D?eQ&M=Ib}1XOj6RhfnX6 z<`o5A?7HPz7LCpMQ3|{jBvBpWVmDL zd0zY&V~*#UwX(y)aYbCwQ(XCd`p|`CLRC*9cX|>RX$-5i7&W;%?ntBvWnEO!^Y}QT zIZd0yTn>EA7TC);7|tNOjD4)oSaVvz2;xYUMQ(}HXok@PNz%j7>esJkB3U?kEujItg-K)r!Z~ ziwf+1V3n_%Um~}hFNWk-qv45Gz5CqioNUpfrg{2Uoi386nYQ8gO!_C3!ca4en+p_i zRpHM<^-IYWy0}JqwU8y`h0ddSS6O@o@3cYblH*$+)L9`Hnt4BBul1Pl6+^GheF%}3 z-rho9Jr%JAVqxdYi0+1plcIdZv$fNQ^MAr$K2fajQY^lj?HgFE z!a{j-QbQ%oprw@~vWn=o&1e+(Rm2^=g7Wemfz^(#4La28W`l+nsaI>*K68?0sOJUn zX5nu8`4Ri(unL0Yf%T=WUMuW-IE?mBAI(w0<}^hy(>3xQvTR*3_(d^x*ZDd}06hr3)GFKq>i zOYLiD3dSv|NSM~oJn=~3ÝQLkaq2Hzp5_Ew%dyd5!CYQPiY=}l%CWgwz9deAw@ zdXvjm@*QuyoD(?t3XRK6*Rjhb#N{|EPyx#_{!fli_sAkt!-effa>L8%GOum1)w?Pz z>Y2-UFHvVv=u^wlwi8-wKTtuQXNN|8!O3}fkZ(VU61c(ZOIRE{cc$w-;mww+(G2FU zqzaCdkFPrErinRd0!K+v29Gy;4Md-ZxyBLa*k{k9c&O*q?Zvm2dDR_ZwS7>67r7IV zvQIPM>AX-yNUGJVeEUAe*SOommP5p)PjZ(g8WQ>w0wl-iY|N+f$MK>pjNaosvFEux z$n$6!yMr2Me-fT(cef?i&|pBy5=XCw+<3Qs!U*$hQm{uU+!5@gYarplAo$5ig=yAq zz1P#5?%E;K6S&cKtJB%#PAlpq?M=6#YK99uwN;8jqT?|OyO53;<1&sq4E4%V-3q?i}M!Qtpnpf?4)Z6ZNwA3u)a!9lJG_=NU zjmlT!-8rn%?|)tElig#qIR#y9df2*UwiVpi7TfA3fKO^%s{DFW%b8)ZS`gN%LhWpm z1FMu3C$_mmUtSbJJG!_ZJ|%rFMf>hFzYk3{x5t(ejhIg{q~1X>!t=8dD@-ieX@s4$ zLO8@$9_r5VqM9;lN|6AO<^v=D7%+0AN~a6U zTVEcl!8gMf3Y{gjPfHo%aw%}1+)@#u@~uxSvQr?zK3}XvDo0yLcu~8G09nSy9<_p# zZM2`Dx%L1wGW8+Izuk*%hg0wonU~9h zG-%N+*6pUWpure*peoU(c_-$1o_bc<~Ug%D<1HVxzExWB@63g~llf7gnEJt;z<)VAUqfoINK zr9EM$S*4vJLRUywlqE(|I;z)y-(Rox#x>v9y5~b$1T#McF*l};@U4amTsEkiZ1W2@ zXP|nFn(%+`9D6rmmXPP%Lpl(s^!DM%@jSk8+K03_!}Ju(U2$A z{epqLTWp77sRm~`2Aj7y&FF<0-c8~@rxTCbntrDc!S=54#wDX7ZIWHYl2ySF4+F=S z%pr);(st}nOg{}N<0lh7i2}(D#8&H*uidXbGdl8acf{~F*&jM+dLiPcI669szUYUH z#OVu9fHL&f^L>&#UOIMH7*J=fVgswFTI)a-lp`uPx{0**<)RFIUVcZP0`xg~vT{Ql z_Ck&O7xP<}CGqG@RQg^InReOLjN^5YC4J6NE#}X-T)do6$gS1os0TTNuSP2ADbOc< zYS*h_l^inOMtvbc88bS>@tKqJ<|r#&dk>1QlYhAH znaoBkPxCzai-E12;V5@bfLK)K3!C@>&n$ja9^-tgJ?nGZm;zZrbzV|bA)nmBR^9WQ z+?0`bxMGM1BJL!Q_ZSaksR&;UZq-p1*^Wt72$9+9T@xF8v_ysX&@=UHRFoO^Y;;eU z=(0PCn4VR$R|y_*Gn|t2hUjutJ^id7)lp;{HbQ`{p`%SZ>5|2!_tB@aNqjcRT23#U z^pJL{SDx_rxqa=K{rkH?)lQ3K;mJfSg&#Ye%Rf0DM$e_^rg(;{M|(aiXOhIAU9gQ& zTBYc`cQ2YX_+80&xv6dG5XPx0X+ECXv$5qJbvhC<= z=6soWt16O&Sjo6wnD(yr4c-}$#K+p-c8@iQtZ~nW#p>Sl-SeoBR8RNL9?1Nv5iia0 zYzKM@Wz>bcVuXcrIjQT>rUO}82?HBZ><0(w9P!sw^c~NzPn}gc*UTpw^F+^j6rbS> zyQik<`vc4Q`ft{dmvA^?PC)eZgTUA9Iq#kbpz_dj)0=39@E9mQ ze_>geSGPesee+dBb?-s~&0fQ!;n{4Pu(Rhc2WKQZYvx_zwe-49MhbIv=bOTymHsRv zNQ^;>G8X!#9`-Cu^U-HYANbx))K4D-mhbkg{p|K4#`9a}&wg9AY}qcM@&k-(t&Y3Ls@n2L)t@C{pj$UHLu4T0-D?}k@$ETt#hkz z3_N(L)^;!&CL-uZvtqo~(Q7SAYQV)f!Lo1+xLG;PnP-aCFk@bE>jfY`r@4_3W+Z_Bc4TJaT zOk9+EvJC6Q21=P@M3V8O1OjwcUSZH~TH`reEubF0JaET-()%&U>2sj3pErAtpLatH z_Y2jS{1gI@S^%DNYBcN5e)TG1u}J- z+{)D@&0Q=68O}1uXQj(vus>1oHn80X81v@Hj_u>3lzl}6+11dsITYo zPA5DXdV}qw62SO{)Ho#5F->;JJ%?>X@XHzL|SkfYP-f zx%X`FEUa@=p*pubd@f=5W}@PxtO=V|FrtVEZ*b+s8WGy`u*8EgeI_AP%qI`8u%x%L)6fVvdpl}JzG(Hm(TrseUdfRRr}uMiK_xbK z7%rXGC-Tv6RIw)I8ZJfRmU@H`TWoPNzm4$dtY^*sN_~#?n)H>!BTszx@fJ46kVUoP zB4_QPFPM?Uvav#Mn40$1o5^O`C6;}zi#P6_C7UNc2ONC98h9#kZTAI|o77`e-f(6Q zQOnR6kTPa!B_*}i(RQ>qHFIiQfxzHCyTgLnVUg0Z8z!5k_gYW_yXnCQL7M=GsnhPD zKd7j~exZi3Rk;kHPn0Q z*`!69KfUvlu>N;V@+5PYHeL|X5?us!+L4)D7p}-&FZN5wyN;TfPLwMcCU;BRim4yE z_jbNCcG0DUUi1FTPepE*4%e@dzBMyh0O_3yt0s)|h-~+MK<6Rpz;yIt_uS#;YHH_= znGMW=4Xc7hpD2l-h#XK#uhVC-nf~0}fmrJ8>9cMucS^RXDWi_&76$ z+}Q*xSDv;u@(inngcTw=?G~}*t6gpzG|ONc2Uq4=!G?*a7U~u(?HzMxJvDr2X`O4RpVZxHN&6Mgn{=jGckVsUAmj=nzETY}DtwZQ3UJ4Hs`VYb+3qwT;@n=ZiJK=C?BlUMgrbHibeT=jC-gZ0_FSg5i+!QJ+4GQ>u& zQKbJ>45=-b5RqF}^0GRfUzvKCjeXijJ0t-Lplf84D_nBpP&x?l@rI`H^Pj<_d_~j^}`W(!F8NCwZm2d0&gQKcPs)4t17vDUc`MJo5SL0O^_6_ zqSM{qU2wKmzY_e=gk=NQRT_H5we#kr&O#i?bXI*GUC!+^X3eutZ*#u%?7V!Q8nH?E zX*8tU{|xqyIJriMM%(B|%Z+pb|A7}|8tjsSi9C79FIi!f*K$71gRYfIIo4%=s`JO0 z+roWs+oZBgaCf|nu6g)-L2g-V#~b(uMv%DHz@Ivrp7d~7Q)Hl;pD_g@j0 z2%!z!@;hB%U7PbR-{|54c|`i_IO$!kMer>vmD;p-uG4(cSpm;E2X)u_o9tJdc%m88 ztu*h~Q0}n|uGpB)Y2b$Uk%fGQ8hr9z*?Rb_ux^uNYjRB@_U@;Zn#$RO5A##$aV)V} zZ3z;n9QZn39QHF~GkdZ3xAumYneK@lu z-}%H@;}Z=_&~pjQ>6`xEomV$ZDQj!?E0&wA>{rZIUs?HB6L$kMLOm)OB|eS62Fyq@ zVbwckY>V@(ECjAL59Q}3d9HDO0v9~psjKp>biY_JmW~lY_u4U{rLQyWm~9#qwoNm@ zca}}FwYB2L-X}-v_8pF6xrb`@1-*|i9#;$Q^eE)1ec9L-EQP|hcx{kyeMDq0fN}^W z%@RzhHa)Ca#9QHYAg?+;$gJ2p=yHnUx~DkveY}cw$^+H9wj<0CMJ_=!O#2N|{07(_ zLyc%mQWPoz{*K}vL!{_JQ;_+OGBmdO9lVq~!AS)mUuZ-w?GSG*dYKR$W{^?i?32CA|}I0g}FHhSUZ)3BdyvZ>>DY4cg>jC{=HJ3#ef&`bx3uBbOP;gIl3ZGE2o{kI)ZlC8 zcbJs8@`-$co`r7+@=jWR9Gd4?0FLu%7dW-)T)J19UmA8gzx0b6XljY>d#Rh{lYE}< z4vSEp$XUunX{|}ATO9bl&#i~0_>X2f@A@B-1lf$bReWGZ)l`oz^7pAgf#HhMY?(lXj-{AdU&IQ7#xr&boc=f8SpKdK+zRI z{)P0P06$`=%fWL>MIGfyVz&A|QT{N=pM!z9Y)h3*8(DOeBQv_kZ=8 z03-^wp4KQwcP}>-2yz@IaZ*zQ>4kDU4n+_IgV8|@!0(SMp!f60Z#_X_Fe0G~$V0Y#vrKHODo9qk>w zfagMJ{?Shapu+IuUQUxMR9Ia(t?Oklq-Dx1N9P4o8tlU!I7P5*C+==*bFfEJz5ZG2BKVZdgC(E<qR3 zfds_chywM|Z6d@FKz>q&&W{HpEJ}pV(M+HRg-&ol@z8Z)z`#%10BC`JkFSMA06~Zy zCzvSWI7f&A`~u~02oxCLNxvdMzc45u7<8Nt@C*jzVt}yF`Ei1x>EOpgKrS|&kMS{lSBjqhIm{PE#H4G z00vK*fS&XYLvsai{#^~ePuKSxm@=a8j2v?%A_@U2oXjIy4}M`4J*H!20u%~e>qjeS zrodpL<7eL*K)?~eOL~&fig2O>Xg&Bf9m^Wf3$#xBl#cZQtrOqVv95g63A8@^oX~t7 z-ve!+b>n+Nj~osb1LhFm6|Dn*NeG~iW4(Z&CG}7Gt`pyLKo5f^1c(kD%=M4)fPOa~XwUF(jvY|epZ&V9C`<>eRaJvQ zVR!co(V|ic5l^_8jP#A<9$N=TGP{L9<1-z2GAZ}&@lX)66Tcuvw#-}B+>b)Yfk@$ki3>7e2@M5^2OCKBc*v>q+2MK-Q)|gS>tcQ#r zUCTe9Ys}j!vx}(I7lwq2rc*Fj^7^1o?d%kZy?>n$=VFK)%wj002KUAvN}bmA9Q3>q zf5>qW<%}FmU!E0RftJngQZ){<|k(IXj%aDKe^Zzzv zD4=t{4H<>Q_HD@5XC$-K`tp~)zJ9)*?h;qh{E^awiPC=S20;PSVHwg+i?T5yOn%f- zBKKXhz08HT41!)f?sq0aJ+Ef9-6qPYi|BNDs8W`-aGq@yd`8t}S@k)*-vKq3Ia#7N zect&=$LwvC&*N_AiImnS5#0x3b9#tUUgvl?dAg!AV~Y~YTGhavQimR6-bvAD4Rgxm zw%hIN##3FhH#aKH=0^EjdUxAupE9u;PA&6xzU&TtrIWZgjM%A689H#Ui3;TF`=n!n<7$cQCH>)0B7UWtqo+vDlj(tuwgPsE!*kxLg?xl~W(<32WR zyCp;nRq@klOUOE`s=zg%%_H=**5KqQGPt|A|5DhjgVLI_I0Kh+g>v^^Fu7xg^->wv zDJYZX&TM;S?FW-Z$j*ZjnGSdhlgnA*87f7bS=uB{Q4d-T=JugpBhSZ!S~~Mhk0TNj zEp}5Ai<|k_GTTjBA@Z8Wi#A2FgnH$f7{X=aP2dYJln8yC8lLcd+S%&mjDF2@*+A`X z3xaIjHW3kQQz>!ArFHJ~*0fY`e46OfD1l(URK&Q=!F^Um#+8uSgUnK%YHF@S`DDra zvkXT$Z$9sD9e%}+=Dx=9m)ZGwclB?x^SfaY7SRK14dRm9g?IdBS1hsY7ToC>(|FPX zjqlg#`S+|&o>8!f(^l<5A>cdKp%+URim2ubvY5BTcnPc?pabC%b+$J-bQ=>P|G$JH;Wn^Sm%b=6u_m`dKgDrjnw?t9~LR1BB& zqsi2Dwnye(g7?Lkl|K?gvv?JX`$~rL_T*B+@Z&CQ<`K6BAimBC1-6V=k=D&fL1n8r z7kT75T(#*lC}hczOYzjj1zI`At#7o~-|a$io!p`eiLIHo32SiWE~z}jT9v_2SWD6? zkGo~hN%@p|%HE2}a%t!RW(B>TLW=)d=Z$;)#nFul&!jaq4!Bd!3m9~`>e634Oo|@4 z>V?aDPvm3L$3gw-L1LpwUy4tNLzTUyF&DOQao4erkqfNC?NEw-OLc^0Uh16k+tz&H zVPRgj;E9HCr*|@!tDCmmALX1AUe3St=bQq|hJRf3zv&)S z%_6a}NIqSD>1e#0EDV7|SecNRl4eAF3KGi7FSQrX<|+Dx@ml_?$HsmMU9XPPme_T* z_jHN{t>nyaFb?FAZ%XAkQyAZW@&UnrC*89NpEaxwM>r4DIzSa#U%Z&iMtOn6n~BV% zpta7~s%_R}NHS*9^|O+l?U_*0SR1)Xy1*NtcUTYT_>BDXh^X4 zvJe$OB?R~$`afHB4LUg2qqF&?Yj=;i@>JiUS>|6P_;Yalzex~y$$x$+6k}S*n?VFP zM|!e^L_`ysXA&bm9mSl6UbS2zTMxx0e&nmfikp1Kg4zgQ&3aNRR_4hJN}y{J_munD z>l1@|nJF)P9OG5>c_s@ee2>WN&%_n`4q0dI5?g=fko*gm=vesgOR|6CQW*NHqlalf zzSIsTS%cxyfO);{_we?>iOFvVk3SGsqZvmT!i1ux%p8r+6N#;A0G0~B0 z02Tu>Ol++>O5v?f=8*UDzY-(h0OG1&b@ zOa9XpFmP1)vn~t6YqY>xU=c8Wf>O9lN_?c;O*UE;jAy+I!Gw!}#&|Le`C|ALXCnAQ z_((BkYDm-m()EA368&xMEi4Sz1@;7BEQ-5#!+-JJxRgDZ)xG?^LHr!VaVboK^2FBQ zOI9ugmUdQnHpUiTxLD{^MmH^w+Hb3~+V05Q5hOJasaKo0|PwB_&Z! zfUBc?LVX@=ImaVpJgnX{!u7haZQhi1m+QXVbnN?#UY+(`nrf;6flB28@>&5R9BoP| zqjVu^_K|_@W$|KnwVWVBf?6uZ#t>DE5T`wSmO^2W){;!eV=Jf*b}#@kIC>C7qRvEK zFKEnubGE!7Z(GVZz2{A$df_0m#)W0f_U?AoTyxd^-1Iaxg@n|10r%y$!Tp6&tb zTIJ1D;f^d?*#@sK%)u&KZ@kw|G;ecXPwDd^7;^Z^NYnk+nmQp+x#&IxsiRo)jpl3% zv383sN(5Q+4eP87eiCbkGev&4BAW-Zs|%4Goh&9hTc`9^u15T2BL34A9qd=@Dh!7k zf-&UG)j4pjL9ZvD>#()Q^*kTJ={;6ScVoH`ePCH9onv&VU^Q`kCRFz?Y7e6Fpqh`4kA(f!JW=ghGz zM${a63eC{=XUhyJ{p(eBrq@y&n`5tpX7Y^*bQXR#lJPQ`&5h0h@f$WS#Fsj>y%B~4zrl^T#y5V+XkJDS zq-w1N%e(x+Z=2<%M;c*o;#d`lUD>I_Xr9UC_8ADheeJmI$muonN~v_&t}?S{T$Hru zN0A)%WarYMf;FB}qM#)uqf}&^s{w;B#VwIA6}GUF+XekNvJ}x3N-=O0)#pN?Sg&yX zm}1D9r@*C)0~%t^gKI`*ALo-;%sm9p(h8L^ZSTObX|)~8KFX*xe{nsvI zlo|ogz`93`Lgfj~k#;viS{&2rFf$}E<;RDLwdHA921g2YxvM5|q;J-`o|>|L7?k>m zZ7C9D#ZAvI+jmcqlIGID*#g*8izvqF)b~@*bqhOE=z{Pt4aAtnm&Z4gr8LhBc~L`0 zN?|>8gp`WxlKZ#rj#9oe5gCS3jC7EfIbkE(X>oFVOm$d&aWJMVIJF@a$4*LXI z`3uMYHKHN{Ou_#IQTcApOn;n+e?J-jALjoTQTaa{Q2{jVe=ni};0I`|<$s2#0ALXS zQvAO_RG>f56f~;x|1Y8f`*%bIFth)kA}Yr|<-4s@0UZM2l@17)G&ITr zn0_dF^8#EM14!S=)d|iFpw7p3``DWtAN&AB#|{Pnua0XRyA$A~|M&*&i;nlI0M$2V z1pq(CEu1(Z0QNa1MEfNG0zA1s_GSP|dVF`{!~m^0xdZ%~@HZZg-QDr(<7Z&#mz^*H;-9(z^zhHBMIQL{ftRD3s{;BH65I;nP%v;XEDD7~A;2%f zgojAzm;#8L;0BzzyNjEbi=!3jvaldb5W){~@bYr^6c-Y@^y87B8_FK21jKsScv}OU z|6I%6#tvkKv~~tO^tTpxej3shl&u{R7$gEE0ubGAKL8*O1N6ua^rH+NK7#%Mxqd5y zz!7j@wtp*wBLH#!Rwjy8sNc%O&>Hu984xM(N0}HPv|s3e8#tf>zm=h*w0x#nRzmE+phCsi2ztV|`{viV}U|RpEi$DNC^KW&5*n>ZK5d;5G27!s7 zBUOIs7XpIX(3I$xsZ*`#}Xbbjhzfdu>Vf?KO0YoYMRwfMjV}2pRP$2l? zcRIMpA95BJ{gW3F2;fqFt1ANgb3R1DXp4{jLBAhfD5Rr{E$aBgGODh2ZlL2gAF$Ut nZf8z`TmdRd%pWT$2s%fbI!Zo_kHiVFL7gST{*No4k4b`4ds?2&=3mp zbl8tjQGt-gWEYAzgaHr|gfu(iMS+l7WIEa1(*;sfLr|zr@I=MG7U&$N?=Yp4=@bYz zw@BBMN{6s>V`DO%PN7jDJp2=ZG^Tkvno{VH4Zx$V3-+fRrb9@54}ep1zSo-X^&vY5 zY3fRLa-+IHgt_IGyB+pZ9O;k(WAi`cp#Nq-gG%+JdqZf{90gi{8VVHvh;zS*($?^xk`r#Ef@A(DZMYi5na5Z!8Evj?zvW{>% zb-*X|{PtW{O0;5$dqYI^jzl30Yl(guj^vosz%qJC{Gr-a_h)M#2+57)kG6MZtNjeY z5d*&c=W_I$PQc?G9nT$qhE@4rdA0Z2+NZsHwhA6%eoH%)+c&aF|{(E1zZ`e+( zu_-QfO&a%p@zGWL5$m)d8L6oY8IKLktWw#8h%v-HP2U3>gKC@IgPZPEY`MTD&E!gx zZPU#a$Sw7d$vuAEiUV22EintP0J_I-Q+ZpCw=>? z!Px0zvK48#^Fp``$Ugb$zI3iG5+_08O6&2#E!h9|1{klOCVMIT{D>9nNrBc?rdgW# z*Gh?2l%-=t`%h=?dmeDPWr$XE`^>#6w3K)wCN9?usZaQ-+STEIg8ub>*tz&sUe^7> zd(%p}B<=^6-+pu3q-8As1M92kZ%m%!PN}Rsg)v9s6hGzix;XF&3^=BQTU<-3-Sqw9 z;R99bsUEdezC!+DBf~mxhbAJzoGJ%4xM}%cN)g@rf~$7ZXYsch>}!?NP&Kl=E}dp_ zdxS3VCGihcAt$6{x-TEj|AF zmC6U9k%>Wf7W+0LDqejo;B?4VrVqXQRjqQ5CD`HiNL%sVu5l4+$iq@oj+R?XIMaut z4r|@9>bUy7aC(-a?mF!_Afv3j>yoiW(<-fk_t!fguk4Z595^IS8x9|^ee5Q5s@z&P zq$FsI<|C^4p66OUE-Isz!cosw^%OSd`p@qx zm1zgx*S+_QFd~y0VOTb-}h?%+#-*k(OenwF&0 zjzh)kgiy)TEVkqNU7nu>#X<>(1A0gwjk0N%D1CKgmT)=i<*4z-Qw~E9 z-I9;)df~sCerR{VBQ2fRk-M|FoNG{(yJU*a$XzLrUE?+#E89qZVYM*HaHTijEMfs+xLd|zig!sXU?s}4nccDHxB z5VobbSK#JlFH=L(uB(UG_h%~zD-Vjd{KPf*$#49^b#Q{eI`G;~B+8zb|nz-DA8w^Zn|a^N@GL!3KVZ#PM4^TLt7O5*;qrg2xYX?B}l< znbDb z++Lac8SppvH?tTDdMM`w{%7TQ&x~zMphdLZI=p$k()I9fecg}l;`SWbC{{xX3I3pZ z32!^Nk;kCsoBn;4{ySsSdG#L0XIFT+x|A;=(B+0d#f3UIY5_Wj*jd^xN~tjQ%&M6r zh;`kG=HSjKOruL)un$8}4_dMpD+^tpYBxO>Fet(kZ|wb2+Y&4O{AAX?=_XXoIm`Nz z0tJhFT9rVzP~^XaVc^id9Am^UBn*2Kw+Cf>qj&{RXktI2UpEmU6>6)l7JjyA6>rnZ zBKAO>r5mTA4yVOxi;XMpL~)oef%@-U2#U{YM`O@={v&^1Bg_1t@c6*umH3bBn`d%onkKE}ja3@6~hxhT;gRitR zl#O;?;3|Idq9D~cap#GiJzAh%uEm{o*oj{Bjy&eXfjJ3Q{k zmVLAX-gy&R(@VDAyjkAvy1f`2bW3ZO=8H5@`^E~p#AM19@hEB zbe??eeLQ&WhQev5OIP1>etn&sQe-t1yp>XE6CNe#v!>?uSAS|`Qj^B}srsXWB14~9 zIeQ!*FCj-b#b1sbu_%QFa#W2spaKu7HK`UNzpi?^>*D9EZRO`)9e*JyK6FZ`OF(CT zV!5G}smN*EnUlwd#=HtIj4QjhIy?7RXC_6wOBiV5clem;-_@*ZXC+zp{-m=~>7WU5 zJuAWJT3W7b_DlK0oShOEZN74EuWU;fX~)a6DbOu0QKWE=*S;TreDp^Yrf0vQojWP_ z=w_9@+It2ES$9N;IVPiRHIk^1qgWA83KJD}M*bwft{i{7(PEKTyG>;3-r`nRWNUPZGQ#OAw-e(out zcF5aTnkwlyIPIe4xkc{THEGQEq^#yP`??8t9W5#ExTo*;)jV8#Akkgm@XqN~B9~rD z7;u_*y|}t-^twt{+vH~JPWt90WDmbXEl2hk+`{Ok6K6zQCA#M1FJxRB-AH^TPr}nFPHBD_DQlZghv#!!(Pff+)So1LB)!?_ZWF{eu`^Hd zLOO1cyK(GL!U2CD-rWU-eP%79)-Bh0H=erTepsWuVJr849FdZV-l8Vou5HRylD9u2 z{`N~?cludpe?O8wH!9daufesMiO_bY!e#ya6ax{R7z^CF8_N3lvB1f*@I??nG*SqP`stz6a%Mk)VfuT;cSQ%Y-;yCE--; zcCvzFOtlVrb?OlPvMQ?t@%uf*N$*XR5pzAsh-+do@3Apb7p0G;9Tt%NP*1Rtj92Z0 z-jGNU4cTc4joUpM6A((yk62`R%6go5jTDJ?CDGfRqJ8bv=J9GT>GlSYy%gsm?e^Wi!B za>Kv|o+Ov!g0G!szp>7QS&J*OQh6_L^6Y9-xCA4N;-=<uCa`@_X3DBy~x13oi{jcy-~$z+}PSLrFoxfBACLX!A%~B zAFr9fiKI6|d6t(5q#7uf9TiB*Eavylrz6iH5J_VBO$8YpT0^u2REKD-nOTx zZLMX*5uUHaA9_;*9qyu`O4N?=hPXcTCpQ zGjIG!t6Yb>azL!uQtbSH4%*SD+`UzAvve4a))6~uc<;H7Ug*fUiN#8b20bqi-9N1E zTU7Pgt0ZkZb}-Xp37sxGA;v9yDvV6@Pcfs|D+c(d)kXK7sl1|hzUrkfjN69@!ejMYQt4;&2~*7lt_n@l2uWD+{q=$YoV*P45Z`a66T zwB*Knt_FOXb~R734|!xTVR?98h}yZFWZ#eRntpGLl*O7w5Lp;yIhp^C*1o5nnBLw* z8vEHWIVD`c)$+qObqNVBHv=Xv^2yP6xvQZyEVE`BYzV~j-4bWQzRpIk!}!||aDF_w zYHi68-Oa1cO6=vgWZmi5Z5*q9`wdO5p?ejVm*ny1ZDy&7PY$`o>F<&1&f+;T%jqI< z`s$HKju$4^I)2}x@-LOx<)*_5m<7%cizzh*=`e03PpE(dqThKnBOR{Fi73;QU$4hr z+X$z`#p049l<0*JyLk8P>J?=!9Fj|*U3TJ2z%G!3&S_;HW>I#nqq{P;Ol@ISYjws* z5hgtypShE&pIAb{6}&<1&x0ZcgThM0U#=Rx&f?xTn7&Sl|J8@gKHBAv55H-7P3)Vvoz4m&sE*N8KLxb30{|*@nSIxb&fZw z@TfzvkKk9WM?uHLTY4eAxYFb2m7nM6J*nKhXD=q(R^F#U+KN1$t>ts-vj0Wr%Re|L zPWPS@=@KnB?MOVjK_D^W$WGzH6xm6ywS=k_DLme5KTWO~lL<7b)=sB>n&c|C;!)qo z_k(XRB{$L1fr%qBzla){zcQKWXyk!ohctus!6?yYJzBk$kq5PU-whuQ)o1JAc?U8!NJn5%Y+{C$5# z|3LCKNkw8uK_6JycpX3W(_En|%2+u}BM-h0dt98P9#q4<=_Eq0cL@;uybcnzc0 zYHPW`iqgF^n~JxTv#WoNs6CiMipjWhz$?2I`A*XG*%H>e+}u`i(S!N>@W`I!n8a6b zkZ|wS9gcP4)LW7-Rc(dYlBKBF8m-kA*=0lR4xaduh+1pA!#L)`$R+aAs`o6>6PHP! zN4XL%j^w=!9bU<#xzTwE(w3V!Ei6a(Lh!l78>bwkw?<03RqiLTdMQQQ13h^;@+ zYPI^tOhwjwi7=U98IBciiaE|LfqJ5qt~!_-wu-0vkjWeYx?i* z^lT1m$BxV)CY(^YfKj6#pR3wXp>9Tb+krvZo$=at1>%K`uQ-M)Z__i>bBxz35eeRs zVp(K&F4;`Fi1en|t?u5PF6*cD+REz zw>A31j5exJ@GG0Aj>M{y5rsKjRju}+&69{u#Rs1`41*Mgmtb_cc?cFfOMf#eM>3$* zLF_NQ5q9a=Db_xfA$s}Y+p{I{XLNKq?Z2Skg+}c3w}MJ9b<~zdH>-!dDadUOY1MmC zuN2;NI`US$T*y&v**z6^Lt6n?PPFSod<=a#ltiK|7{}ii8HWo4-P`_W{fFUslZGGnLc5qDu zO(NoWR^`RllGn2`zNlIyH@!Y%kliM1v}U1Obox}E;F^yG6pwd0e90}3_2gjUC^ zsO>;E1db3QJTg~F42WclH`nqh-FU!M>74R(&!GK1kua$!i?u~pMcl`2c+X}DU+)#{ zLcMB2nL1>=xv{Ff-+>bJ@m(*z;9mF#lQVWTULO-%4y}3QI|ti+dI8_I~Cia#n{sUPzH;cXXAw;ujN9-FC4kn|%L)i1oy0F0uzwYSTW7YQT4LwrW@2dUBF`IZz{w)IMtd?fGp72%=7EElp%Cxc4}lk` zypF0NW+%#mGF0UcFkj%`EGk&?sWc}sM#oCc%#UQw)zA}`cfU!rJ6(1xNMAZs)Hw3o z#yB|&wKVVrf#c@Qv!>ZGHzF^gV!sx<^NZ}uv=Q@(-yU2mjqL6%7p~9lsCbnbS#>;X zC7NvsZkC(iVSz*!8Z40tBJJ=`L;w^>eKFbvlAa%TIC8r9m=DrP3Ch-HzD;2vX8(=Q zzZIW-&ZE$Gh!RrE){x8dffTBDwbESl>1Z;hpcL=IQcudh*O%3IupwxBP4<Bl%5=y*uv|sj^iuJ|smY8ZayM6p z-%d_Eg%CE65ICmsDSbzDz}F3Cme8XQLi%1&5yo+Wz9*jRu@jHV`kHM1g58GZ9eln? zr(5HMc>FnHT{->B>#4TF^qFT-3U`#Ghit5^93QJ~`jBv67Bl2$`Gx+u<3aFR+-T;H zfv4;|I7)QGZJdQ#XV39gXoBzMuTQh&(%Zj;;Aj#|?JpJgy&6Qr&}fZ_t7+rJa=abt85K zs>vD+dA7CUyz330lDD{UZcoO@7kjHJKm)p#N#xU1^Nm=Z7+i>+XvnqmSr1t>c%t%k zqX{&=@7c&$dgz|$tLPDLIgfpLVS|B(0#AC6wls|2GqbNd-$_*`JbnARGQ9VDRKdW&w;#;=>}|rAkl}Ju zN&Lb%iN%9d#JKH0vo<`2um^=_xyjLD$WLM~>lv|K!@D)DW|b)$`9zlYI%)4)m|Krm zc$;v=E`fcySsDht@CXQRLgWPRPa~83GwNHTkcW3?Zflvj(-QT_T;#58XmNsQ@;K?t zRnd2*YJSP`spZ|B&HHf!iN$i>fwxL3k=Ns^Bb>v7@4B74wK7FzrB>&ot0r3OMcUf4 zO}E|XW>Gs;O67X#_}_`7648MO$YGnHtVT8Sal?t# zE6o*!ItM$)&Z_Q~ctq#NwCCcRHn8#Ph^c&wx%`xO*c$g3!_$7BJ8wU8rSebIt`#eI z4>mD5rR_{8>Z|oE{8F^qVtQs}+77eCf8_(X{&UEvN%p2NDq)bCMkXfO<}%up{bX|= zQ!>>XRMfbVX>ctJC{vj)ZPB5EdJ(wPMMVXH)OK@rrhsA;xcbBf!eSt#w-?zF6xa|T zq!)$e=II3C6d|M^h2{w%J*l9~gnkH&=&m#h7(0Wy74X;17mU5#4nueX0!eXmaRrq& zR5vi0fQOJ85KVgN?{^ z8sHBU^2nnAU2u^6GXhHu$@7@tuR6$GWDg*af0Thhn)*1<8Ffx@wG$A=T+!2b^;iXX z{{L!-U-z+KF5KWfel5&^>F z!6v|J6~H5@pa=*+fic{}_pzXX>NEwg9^R9vNCf>H4DK1sU=4-)}11vdgPICw1{ zFg~{jm<#YS#^4W z1J5HcgaG$2eumOu0RkF;U=c7*JXpgJ$}i&Jo?&S)CLH_&1&atK8)gmeL1X9zMmN_G z_<5cE-fC_D2%Osj12_iD@Gw`V)nG%IvjNx+7B+^gfnC5h@mFKm18ft&8pBrRZ34E3 zzZ*;!<2Tp?wvAs6=A3}S104cdVH;SY5fy<>V7ma}=I{2)CVus>P=MYMj2<5U)fl>- zyARL#-C(utDtrDu0nq^78Tb|w96x{%86zDC4ZkS@m_Ed)yZ|F32xyi8Glswk zBV%L&0VRVG0>lyw!;gcI0s)0H?ouEOBNl@A!U$HFc|43jhM7mjh;6{nGInu;7zf(` zn>(4T6c{|?77YUafH4AYdLAJhK(X`O z%?DvP&H$Wr2*<#Qn2)=__0GXTD8|jB{VRlmkFt#0jG&F1l4rIpzKm_wUNc|;|!!(LB0tMj|5FjSZU%=(# zf%!N?zhQ6&2VW3%9)-J7mJ2H%OV&a^)E~j z_EZb!;n4r+9EBtNV;d+O@n2ct(Vz%@(SCT$zx&~_gvByN;o)>+@mk`)awcFv>al1Z z0S7xJ`1&IQkkR~ugP;gzESjePp2>e;OW2hH0mS{qYZd?1ks|hAIfJa~AKnxd@Qe8X zFCBl|E}cepbEnW4|IDCIbq3BDC<}JjBu`J+DKW;TZhqi(YX0jYnMP+k>S#0`Peh1| J>+IG={2zH@V~79% literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qae_sim.pdf b/Compaqt/Plots/qae_sim.pdf new file mode 100644 index 0000000000000000000000000000000000000000..08402afd227f9daf5230d39784df89c3f9e651cc GIT binary patch literal 11776 zcmb_?2{@GB7jQ+%gtC^hycCjU_F-(M3^Vk|QxZOED}OO|$`h(tt1rR)*< zB@$9m$XXO_eD@tG9=?%eyH_bz9<=bU@rBVnSgD~FcHAtZ7-pzM1HG=zfO z?GGSSR3M}Y*@;SrFaSb=kmiRys1Q<%%pkkEJ3(q{2rA71?x;9tfQ~O?hZ%#+phCEr zLAvfV285kyn~)g{suvBy!;c80iI+RYjLLv)z&hHxV1BAE148P%fi*RM*IK`8eaIF< znmLmlTxd=ZVP?4HF8c#i3IkGLPW~4i^jrcoXf$^Q9YUjKFwg?nP-y@_oOw2;I=GNE z-F*QLa1T5R2Vn^)crg>Q7w9-cIs!?e(%rqiD1a9*v4400vu6$?;7MmWr|aShXoZlv zu7DZZREoO;;GGeb=EQJ@&@&7LDAO5URI(ew_k86ZWBMiqj{9SKMx8~Cx=*r(Q#!6* ztj(g~o@+^lR(P6I9getO`_hHHQxaFB_xih?!j=5nWq~gz@}Nn^_kkDNv+J_AH#Gi4 zj&$}n+&k*g_wep>g}$Vcj7-QTOmzEq7j`{+)Tx?v|^qi zA8-Y&-`~M@f^}K-)Rq0Eboceck2y~ZYj8=&AJfge@r%c#HgipH&_;T6W9X?LCW1J1 z9m4(WmgDT191{K;-((s!>YiddwUJv>_Dk?C+ZQj90l1B0d^+py==rHN=Vl%{?&@ce zr*h=J>Ie2)br^nZ^DWa>Z4*8}lPX?|glWJ^$>h zhQ;?{%OB)M z!1$5~QQwKT*wWgNfOK;M+36R(pFfrg4oNJ#8gi)nRc~kI+R`7RckjEMv{*w5_m6Wr zoJ6y~d$u>-af|Y)T9W0MN0!ro>#yV6zxwz%Z7LVs%>QY}MD@iS#nXzrlfGYRZ@i>- zvn6{ZJ3G{=)$fY#3K?>oxX%GiJ*_A~;-*(W-s|Sv(Gac=QQ8Cb@C{+v*{VK3R>ej4 zQ~9th)*}M=291oLjeW-Pmd5;iQs_r5!LqWRL0vDM?>Dlldv7HSC`~uMQLnV#zpX}} zn&*An!eeu2)lNd_jrP#v?uoaDFO~Tleynin;WHSD?r(M*L^!-Dw7KQ!77%|zLG4(w zOlZtcU7_~mmk9p>QCwlCvMf*0z}g)Dx8JTjsnVbz+q2Rv4Dzfa`{G&kw$$$AZT5l6 zE_z&Uj!AUWHRswQnX`jGGN1KUu2E6`2eVgphs7maI0%kjA}d83RLZ45%M)o$$pPV-Qd_bb>7PE_czFNQ+U$Xct(P8jy*@Pd z->)@K?mr)d&DigK_}ic{_b1b`5wWvIj%h()msP>1Cx!O5g2;E%REpY3qhnW#+XXYV}0~rd!%6$?~ zf8lEVkh)+OilBK~aug~H-I#1POFq^o!V_mg@6@)$O1uh6 z-~YW1Ri12FQ*={dPp;PkfexXFMG#xEu~b0KW1i}1L!NSoLu=x^=8k34{$qvD`vW^p z*wm#kPV!OeklK3~gJ(jks}iCnoGH74W9iaRbNH8J4D4c- zqAnObejdqqQ$w0IdUbm*-(I_P^~o*0DF>Q$j!e6`{a4H`AWDgUC1EE1KBFij(co@v zQndG8jPdbm%s~giIGGApeb@MjrW-sPo}YjB#%^za&N8c%Jgvrl!7tjuvei9tPdWn& z<5eCx=B(1A9cge4EIgoDRT3Cx*rvgK{_ZV3&D5mlJ^7zSx;6`F%iXb0Q=N_+{i0s| z((p`8Y3#wSRh~XU&HYgV4)@D+{B(VlU)4womEUo1WBbOr*0l5%F?dRO*{D+Bf##ux zN}uS~pf37}lWR8Qe|NZ&`H|~uSIXG}tI3mFsHHYxk%Hc<%kO_ZN{dLU)A%@9b3{<2 ze~gXm4duT@_&C?W|1X`!q7>%wQ8mtx#)1Z_qZTZ`uIzi;#j*6Q_mW?qXqS@cKPA*A zpmQMco{^QA$Z1@B(24$0kNgXtm0cSh9p6}|C569F=xyS+A5J^kRzSuiV>9n=Xqqg4@ zS5o#7QI&n#yZidsc7%&llGgWjYq0klJa)DYJ99{fMPvAL;gcim!|ksR)ZAjrN^Ve= zcFY@KkmPCWL&ZdDK4*@;zw+{+X5(a@jKsL!%Mh%W)Ub2ahvu4hr>9;=u^PtYI*X0H zxk+o0w<|SM(y@2g>6POWv3uu)3E%U(<@Y((eR0*%lBUPL__)8kVa>rrR{>vx?<+;F zbV?d>S+uoh?i{(H($+K~YTe2ZU4-{==&~do#^L7iUMJSrYo*xgpoxoV$kFRPdsG|K zNmfR~4>_NfZjrGL{=o8l1@Deg9<9OfGrXdhqsTtY(PE79s8U;s$F4iHz2($$EZOFb z^0qqVeOiZ#NZT)@ULV;=d@WDHGpG)i{8G=ZsXrZ-%WcJwN%B^Io-j;$yV2Dqknf8@ zj?{(AxIXSDqlXd>9`)wkbu+)m{Hd7r(;K`SPvyD#YBbkw;l9loA(coMGyQgbQ?`=4 zUA)A*asQ6XXB?0Ek@UGyCy(aTI@hltG{u)Vt*<(3D54X+2bY|utdAe{pLkdFV1nQo zGq!#*_)yoh4A-&N6>2Az8BW=*T7-FU9K1B<5$7>a)kHa3Ta06X7>pd<@_Dm|h;Fu= z<49L7%UNj?qvJ)`Elu13J2=n@H@hWnT+R)67@_%z_HN+hV<=mT1U2}r4Py*mCB*V7 z37^MqCo52*%XHAI&i6B}s_G6(Kk^CE%c)-hn;7t86x$Q=L;K768Y~9wzPX zEdAkrP>Ynctu!26g*x`+^xgM{wmhD}wZ;2#ZB(uvmAA1@IUH6J5hbBk)R8nSR%FYN z&sP-Q@p%pA!Zz*9r`MmQPHH9wvz^{Kn!4ukG2&D=(*IFw9_O96su+#DEgz&ct7xWz zXL&TZ$-S}sndv5%tR8on4i8LVRvvJV%veJa8fPzDsp+OyvErlpGVQ?x^Bbq5owo2k z39iiIfAT0V!r7sXa$cpB^siFT<;-8k?%dRO#yY*A=Qm@r%>hFy;MoYMIb@MAKFlrZ~r2W!l^ERF>)x|y{ zuj6i+D6e7J_{*zw9q!se@j^@SbGPlaqfWWfRqwO57>!gCTgrJKyN+CFNxg-|ZW9Z9 zbuZ+=fVxk?gE5byOWU!1X>NDDJ)!9-T}n{n}p$(C!@qJuvnjDu#!2LCW$JHBI|A`)mt=hC z*XgKrn4@;RT*E;t*AyMr6zbT$orx`LS7L5iFM)Eh}K=89ywh*aT&ghg;4QA|Q$Q;J6AQ z9kN&bL00%(P5JeD92HNN7jXC&N}LZ2bMjAy+}2e>0^0d0;ey)2=aBxU{zGT3~TN4A&mFzQ(C=cf)u{fCGa%9~d5 z>1<7|-QAbJB3s$4BIRKCfdLA&=gxEGRh63>Y>8P8o>wBh&AqpI7&V^xV%qu5$1362 z4lXLfFq#lso8iB&tP}APj7&o`(bXqwskeJVjF}5eJ<>se%JEt{2Mw&3;PI>7{Dtm4Toh;!EYf z(t5nE4mW($^7yj<%R~E4;<@mE+9$%RpMEs!_(o7pyLYd4D!sZRr}enZ;BK;um0=xw z@r4pcb@mQ3;;U@c?V<>!uZz&S)SwrGp075lCU>J)(HwQQ!5b~h{D!ie1R@NtPLJz- z`zroSK!>yqpAsjH^iGhlGJCCbG_iu~aL9X_13_Y&4l+JZVxkH0=~(y&zKPBki3M7? zBxmCBHP~&}HwiyCB%Jlw#(VE_M>+O8ryGOCB2*;b25L&TYb}Djs@HDdc$C5$A)3%5|*+0xCnmih8L z+%9+x{~BK5d6pEN`tYDfMkDgQl-bKgShUpGRB?ee{5g)> zu^yNF3eLKZUq9qrCqcU-)v3Bym_0?BhAr1xb&*3h#MU!lJQ1~K?+%mb3xik4FCKhk zjrwwxG&Zs};o@MOGcE`r)pBR~B7V>p&j2y7n;hhmG<4N*^w4c9y+wq9>p zMg99g_7DD6tJF89DYE5ChRU3j;av8%kTZFarI#8qp~1!H+*=Br(?lK?^lDc6{Xi+b zy@3-sb+;dVpUz@y*^$=20w;7&!1#$DpR-zjzHaKhrh|R5265Vt1mc8Eu2I62x9S<` zQR4K9L{4r#Ygu5MoMOJMfb_P|rSkE^HtQEP+EE@+Kg0W1ng87Nac{z?@yVNU=QC;|>99r*O=+X@1;4Vp>qxE)3eV4Kd(dbXQa^!cRjeN4GzwH0ScK4}#t~TT zd^adZGW4p1INIq5+soKVwjPy!#y#Kr(?xOdI=WnTcMYs zX4eNd>b2J>h1H#oxDzKAd_-He2VJ335jc|lNkrsZPJL|wTNSeH&{~**sC^vi8bUR1;RSs4V8oGzM^WU=Mv%D;e zV6)U91Pg9!=I#bOI6$lfcQB38choaRcQuS%zaH@b93Xh_^BbY;x}}j;{~11LmT1o? z@39e`kjU439W!*co>Vy@P{7wHcXLN0cd;CT)s$D&G6l&m-rP9erSDf4 zr6={5ojfqfCX#`LOnTL;O6)NtmcT79=`NnD!@VTKPo$S#?2@{Xo;t2-l~UIgZ^bf1Ll0Yxz8!E{bJgWf%7;R_+_)C32O8Q7)X7<)AoA zUh|6%FKfD3kU_4h7P0;^w${A=Xy_t>SZegOz@0HIqJKG`RxWOt@CO#sA~P>Fz(Qje z_<}a6=wh%Fsh~$m2a#UKee>;Km)~z#U8PRzWS5Pru3tjm| z_NUp1d&g}*S+Nb-(S1+2CZna~by~!O6Y0y*?Eg}OTWXAh1wH30ERhEM{=hH9G030R zKGFv1#r}NAnbpR};>jQ-C|jHR)P)9{-yURqD?IaxN1^8sHMoMkHk)UN6rz_|Y9aPw zBn5M`81KYdL&|vEliuT58@RnZcVkI4F%ijHHqqIvsXZPMw`2#|?QcyQFHxGJ_AuZSUODW(>_#ai*4Ptnz4 zV_X-@1=$V0tMEOHk>C|hsOjS3Og*t*BV@auA>`d%y=t4kVX#)BNMby1RJLVKoLS3hA} z#TlW_uzq(r@)9Jwr}TYnwsUzG79H5NGW57itD9wyx;dmzF~O($eDWI?dFh$VULW6* z$KjZ>_GhGYM_=Vzw4hUQE46vupzTf76ph-Py%iF?>y2KJH#>1{Pr=9+(p43pUR}#1 z@@bmIMl4S>E?7@2`1-l@238H8$Xwkhf*0S93}g%=WOr01dXO&Xw!hI>@nF-SWzOfG z1QA}?Qu-hJe0?dQklc9rK^Y3hU* z@48CEx_?C8?Ct&blV!i1P1qtlTx!&YR+#U$jZf=yX@MYq;{4Ub= zyrISB9q_XU@=#G}^4ucNaOjJSmN_TXT~+{5-aS*CuDzpHf!63ule0|nscx(1p+Cl; zR}|^iwyC6*t*zd>n#UnY^g$UUZX5H>V$3Rjys=ohGv;2Q<9^k&vhcyxm3hne`2V_B z9bowQ+rH;LN!uhSyrG{1K8lkF%Bkyan-6+jKUL6qPR4_O{O2>R;h~kcH>-3lLiSQ4 zLJWHTO%~pi$OXRTd_zPr-4KAn2_H1e5+$fLa>g$ZIQpGonVV(-n={8Hr4 z-|J|tKY;5^ER>`B-zh3Z-iRv;cMLoE$R+vC^0O+-wOXHLnrf{VX==_e+nU$Gs&=ZF zwziXUJ0Ph@tT!C8-zq4p@ia?^SHP`NDjok2MDeeahB|A^GO7|c1gu(ap(xba*E)Je zb(iEb20x}b8(+79omWR(YbSg8E0I6wgYN~A^qfI?Pw(vG1)94@}!I|s@ zrxJj#{J%2;bZFpnJDe$?qJltbyEr;h!MA+)}*!ZjCA(6I53=n9A@%80RFQdROg;SH0TsKvx0~LY||op=*_SakO$)p zzmdaWfowqHgcBXe3-DlRWdC0=)&~hIE))%#lPeYGqA}T*i6=l42eiSAL3Oi$;WOzi z3mAyB{Da>da%T6g4Maep{(lt2|LZ(h5FX)xG;!eYrifL92v`Dwh(|#RKpim(cnC{G zF$*5x3BQN?V+rV)8mj>J|6c_$`yLDW!UdjVw&1a7pw%z~6mg({iHM4j0tn*?V3*;+ z;tFuVV;~F>j{pU17XpOGgGqqaDu7L=pa>8^fi_&j@3EkO^c@8-9-fn^NCfo^46d2P zU=4I=>)1s4KPICv}`5I!>p=nK|mw!vW!qoBwvcm*P}CIU}F0B`~t0|=a17YEkG zgDr(6!sBod9@L6}S#ZrP7`PvS$ppBD*Jlb1W+1=;Fctx?i3ektOqoRvu9=z!uY`ji zP%w*Nv|-ZV8Wg5n;N@lt0uM-Jj)eL9w*e5GnF0eShTp(g0nBIBU{+kSH4qtM77->^ zI0ZCJHWPhV59Xl?)5KIJpiuCrKeNC{p->3syWbNKfz_KWup-Rp0IUb|3zOGCFJPUR zQ<(Yy>%?qf>dJ4Ofc0T+f$?HKgE?T`m@P2n1QZ^~5a0^yz#@gH2xJ251#l>H%dAe! z)-Y3m+!4$gZqF%9S%U1MbI-dPz&ZolLV_IxU?Q_+0-@m(3V@kH z%#;AoB11s3Oqe}{fde7{qe4K)pf&4kFiczi+Zh45GdnT;6Nc&cU?+q5y_ze8`MsJO z;PA{WG>Ca$3TAc(`Z6;d_IH4x%&C4mL*Pf4k6sX5iHJxF8QclL&Qt?4+YLD88FT+PUvah@-1E2FniGQj1v|T^!&z1ZXZyJ8-)*c+4bP{v8Xxp3fN!k^~tp?lf&U zuX3xl5(b6ApcF6!3>t&RVXUPQNG-Sr@b_DRllO3SXSll9Lq1q}ygXVKa%M0*=t@YW z+n-nR?p{t{5D1zayeS|_aqcJ&2S>=BOgRWx@OuX7IUMozqB>c=?}&vkSYH;x2!LtxVBi6SXbWLj zcpuE~hlUO40vHMdBDMuEGzOTm1u!BC&JBZqe{e=ADgw8*5C(@E^I^dH0#`U6h62|T z|Ez(=!x0<&`@063fd7YHv?7Q;7xcqmU}G_VEC!g(e_+Ia_>970U`3oi7OMbE;Q|;A z1sjX`{csq7?Lrv#-}!KG5WBD+9Mdj<;Zgs}4UdKGCj9%$7d%d3q5h%pcp@-J3;HR- zmTx|cfPoFy0vHzL#w~;?fDmFKOz~g+Q-FQ_f_@+`=FRArcT05<0td5&s8R Cmo4%D literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qkdistil.png b/Compaqt/Plots/qkdistil.png new file mode 100644 index 0000000000000000000000000000000000000000..da0e69ac1ddadf6e6e12a1cb1f544fee5583af20 GIT binary patch literal 225478 zcmeFZg;N zBzQLu=m!UTIk|T#a&pY?+?;LfKU-s9a3olonN_QBaSWK7o0$!aa=s#P^L!r>5&hl_ z)X_1}F~rB7On9XFo>TR0t$ToswYH6qVq`EY zpO6lv*Z*|+{Ga8OY184Bf`PDogqO-P7JL!nSLOm_8@ z6Q#Cp#+u*3mQ!867zl74%)l(#_i1$=%M`!w1Dufv#%a{)4`UzJ|KE zrL!ZCxs|hpHIJ90%RdkdNiT79($U((oY~9qvy;2HmlVstN{FM=|77#BF#oHFhl3Q0 zzQ#LdIcGO(<~KY-JbWzD1kB9Ll5SQu;_u}Z{~eBgl47y*@Ng05<@NORW7Y}=9C+2_ZHMem7;vvPt z@(-i`{QcW|T6@|57bhq8e{UALfxQ1vc=>twc>l9*G*t4RT=94IUe=%WYQ)`g%Y9;^A~9!F|lnUGYqLIq(tIvsdcOqm34zN6&#;S>J{+P?tI zk1foYzW?9Q7HH~PlpwD>$^WtTf3V{JgZ-Cmq5mVR|Nj8|pRw_uGvj~8#{Z%|{@-H* zcJp`tpk@<6{I3y)!}Z0e+u4>$4J~8ywbYxwy{_ zq;5(a@U05jjd{l#LS#?YugAz-&`c-?NE=lt9RW-IVo?j22(<&1t#z;oz?cqYVl+?= zQ|(%hAbci4Zx6KoNEn?h|DapCG>&W0f`SGQD7Y+C;kt^1~*MW}&8< z_6An=8@K>`ckv^%jO{xu!^*^8jlWVY-hS~y`Fy>zmcjrBbEy{+mxpbSQ5}$S+j7pC zpUu8=9P{7_2%&Nk07JW$C1mQ-B^&c2qrf4PScVxiJ$tC;c*0`V*E|183 zbP#myjI!4o>*~#SARR#1KRpY&2fWW{Q7Def+-^@wCDcSTW8NZJ|RjR|K7trX-PiDKr zMZ#nc2%eV>5bQRG&gZE?$5#ms&1F#-;d23aDIB0T*^w|MakA@*?-7;fhipq=J5YPs zN!&A4&ijkymv}#^B9Tf^)NER1KP7@U@9lIOLd$tH#?upd6A{#w(oVC9xf<~4rxjrK z<8DbiGid2E)G2K?kMGF|B_zW6tNWEG(b%(i;b_=G<&iFcs#}saP`G)}0(yQ}yPugp zFyx~62ohm&v#v!?U(>PX5kf!?QzC@|Q2LS2gaZLWf(mDjY$Y>dCEW0(Si&q&F0pmRc9qQGBw#pF=?S^{Emy?qx zWLOV4hLlW}fB1ZSw;Ct38Py4Fz#p8gwZdk7)dcw0Z}$xvI9bv^J|9$#_mGsYr^Y1I z$HYZ-Fu|Bf)p=!65xB@hwjm&Pe{xC5k6&A#1Q2u}pj)f{EF4z2mJ!I17@XrpKZ zep}=rV_X{PLPo-I22323VmzZYRn}l6! z@1C7#;q0Jf9(3k|vJSmG*f0&k^>5`7iT$KqFAmpy7NcMduRTnrku#I!USGn?YzdFu zv8@#NLK2vY{QNqZkSzjBHAn{+ds;5p5zTNTE<9H@2?v||$tHZ3n zF$Ez2Z9KRf>YaWo;e`S33#iK(J=+k|Fj40~;C6Ut%HInYniB(*wO`N2RfF8Jx%@a3c^KnXIV$U1z2G z<{Pr9ox;k_)#LS-?`Sb==|=x#(nc9ZYHLT{urGm)oqhaa+;$*tEsfEw22RqBX7Tw{ zw#!MRI6ZdGKC1sNTs2pVyrn~L%l5~L%hiVLF zCet`b#K0o?q{%Q#_)YYiX1osrNqAHuck?a;@Iq61uWv|N3TuQY`L%N` zpir!AHhmKLG}*A_`#j1S5odV#$4BsUb{Iy>CvB7>g6^94d(!Xa-{Y$%CtAhHhgGaI ztT;D2oUIKmO;uM_1u+G`iEEo28l1`5rsU%39a(u5Q4a(I9=$hbrU(Mf z5zfZvf=o5@;AD}%K&A4(T((V<0O;|4Q!H$zU>|uSlA5>=Dj=K7z1n?|lN}u>t*n4* z$l!~Du^$3~2Qy{Y&Tnk?w^@+M+dh3At4eF6dQl{yxDIUaDyh$%NobQ0)vSYj_+35xg2IzZhBlC*qC9piB7@mykjUy)DK$ zO&R7x6dK2bV5(4P4|tdtFSlAe8i7?9vQNA!^eK&iGW?k^q18_&gFu<{lWcLG^lh=G zA3L7f)jivv5#~O-R3;qwDn7lwbvZyjpHg8jY}(D@OpPpmg|f^C4KW6Nl;QLmCgH-HNkD=w@h^8& zhEsjMdQgK@)E6D@|4v_mtD6`>iLeS*c#9xH&-jai_{JT1&ySP-+;GN>6l1r+gdtR6 zs__p^u^oz+-iP)@Dtp2Z^Z#}7=7VY(5@@q z0t1`$m!sk0XvnUX#BrruhIdhV|8IC%-JIb;)CN#_{Oh81DzuvkNqSK;A*GJW@x3u9 z)VA2zD*)uSr_)^%jf&WT`sQ`68FZlHgtfD^&g<`)4{!N))#D@PlxQ+<&KkcHn zpIwua*?ZeUbM`o+ILlvjT&B(YDi!C#Y?eMKae%TvoXJ1Usqv!ksX8UYs$|jTu887n zxQti(!)Xgu_@k@&s)}wPWxAmIqI{DNKb2(;@~FH?GvvwlwpE{f{mG71ZCFb%YGEB9 z3nW?DUcpj5u7%*~$Rp>*M~R&K>s_TaW8xZjH9E*;{~HzCY=2Fko#fPM z=(L8jeMvR_*{qrripl?Y(qq+|2BX7un7cuqBg`@)iKq2EuXZoTx2SH;m^0gLspOph zcJctk?UViT*Ow7s^c`z1+}^Lf1PPHi{_DXylvlie(y*q9?`~@`tFQy%v&{JYLZr=4 z2bsg`U@_soR8std{3-VD(s9Wuk0TZ&3*pzcHn^t(VvX{S#M?=^q&Th2x$XLEGYW#z z*t$N^fq9Lf(Cjr~V|-XRgdF!M?86wkcc3(TwJ7fTG-&TM2>q%B=mGPhEl5S`u!zuO zFN8!|*>laG1bNyQh=_*X3XZGOIo3XJ-7pviX;Ni<#}940S!MUX+rUi^#LicjJNN9R zOf3c=4zv#T^J6uaogfUq7x*1O0M>I%i^G6$VVh+d80*!|IH%#@;KsVnb-AFq2%cKHAy0A z(GlrHKYt+oHAGiTwi$N@u+@xwg8YSTK<0y8pgK8her=(9oK^>lo;5^$#~)_;;zUmi zUZztzjw!Pdrq`3SE+aXlE!}nIr5!tVvUF^G#YR8v z1v7pFU~`6w=EveXqL8h$(E^HLw37BG`bXL%wB z9fN9SC?1YgJ1FS!bvB)fcZNZWN#mn4ncXVrj9A!bnL zI9N&~Rinbo1=(L$7jdpn2W)rG3PiO#D1}1#^<)O`{#N@Mmv??`RkM{SwIR7hDELXmbJ^=>2Ck*?s@H@JZs+{7 zBj8!HgJHn^&g{7as%bCBNFMSEG>92AJ4RK-_2$sdF9sTwM#7a)ZZn;QEJv#Z^wNTw zZHE|UxXAJtITu8-=M?mBjzgKg%xEuRjek!Bs;{)3cU>LilK`N4(+cu5iEzk6dCSGi z69W6Q-+xMfEG;ibAxRkFUb!V0V#^vpPF@T4k(%j+buE7ngze(bgU<+dT|JY;L^~gg z<{ZHEW1c%KEva@|RHv47?(5RLshSJDO9_5Nn+8gp6;WQU8Kryo2$w!S0KUakOlzC< zXw?8rixJ>Q7f1Q_>+Ux&ZJ0dKCN`#dMeE`3>ZcLr^~+8zwHr8eMQ39YTFumnVf_rA z#?22oEef}CGlIq0u0GN5N#fvtX+=w#}O3fDR z|Ft%(ec$=OiY1>UQy;?M^|&TL8t6Ph=d26w&NoIOP-7;wetWr3yq3xt1MZht9b*-6qGosP??;iFxE-`X9Ms2o~1cKD;9u zfm5mdyDF?fM9$TSU|i)@ZQADu%;A=^wp2#H^+y*OPR$4LIiVgofnOezzSu%dsqq$x ztof<=6=gat2`NC33v(`VJ`X1iQ=k5n#Ue5mz>6|4%IBzf6gAK<2S={GKL{V9JSucG zvcMW!JIWt^etCXUQ&)V!P6NEt3S$eKeB)we7Q=V|Qo-5y7`NCL9qzD6|)8G60`W~)9Kq@HTGoo&{rRSIVTu=O+ zH+t|{c6(pbc!BPBTtc&H4|2V6)SiRAcMa}rOymZ_--4PCOnX{5aYVELmLvr_)-1vSP`L?w8GQf$561?fp_YfO@FFT0Ioq_`>DNvmXqg(_#~s zPVA{|1k9jv@*G5V?~fLN<=|QPQpm7>BLb%JynYn6_llw_;Z6{99OsTVg&lPU8jqNJ zx)MUzo#u30yUiuZVD3*cY|G@eF0=hNzr)dRf49p(WF!5HMm5KqKCl{`$!9+o$^msS zJhnEqN>G@hpWr@pH$mOYu6$@T2by(a>#RxpPvyr+|2S>E(mc=P;jWu`ztAF?AN+1f zdltat-{a@43e=R6s*r1VCGjO9gd;;7#p}Y>-FCa0$rwl|I4WvsNa`~p-g)@!vEtLn zuvAFw9Rzx*rVm3D?LP$va3zWu#|hkjHDmz#*aq>m-z+)&_8kCq;j^n=S-jg9QyeDO zl1i2iGEKM$JSc9k-o$(8%XBVC1qK+@7H51K5^`BDosuY*H4hjO>o;Cn8-;PH5s=kP zxbQQo%UHKN!3oFNhUGF7hG6kHDbT5^>-MNjut~SKOxnADmqX2k>#!PPeeV>OpR?j! z4BWl*a8&Cje3tZe*>QfePY@7Li-aAZ?bnX4xoa6*0|nU^p(wQZCPz4sc?43)NS+=B z0R2s6Ie$zb2?H!DKfb;`SQg=~-_QFoIjkXtNC+uuUX2f*GH;y@l1Zz-?y#DlqICxzvkzqKoF!|Zir2B;5f>*|T9-0~OF1@?XC zsqedkHcWAx+qHx)dhAVW6P=`y+gnhIp|If*x9&^1ZYbbpe@h$~NHZe3rEZ^LUxdRz zp0UTwXEO5#pDm49-Dh1&pNh2 z)NYTgBF}WRq+-N(9(^YA!`-Xnif<2ZR|4%TDE>YN`y7@`UviemJGCF!%!W|Qk~C#^ zPjA9Y@bW)_4)2WW8UJ6h4vxbBq#+iUw|NAjHM?f$~uejo1CQseDHpW)s!!P`DF zlVhTsDnQL@C`BPX|G!3~W)(n7W7IYHs{+*BOmQJ!GLycBiAgLAch9$KerurWH1Wi5 z2JX~;Z!;GJlQR|KXO@_w5vMo<%w&wo&mm~_r&^ogteZZoDBjAZJP zNL94_Q&wLs^!6(kma`cpRtx{j(>L?RiPJx}tQZ%yYx&-N{y7~cYGBi&B-0Hvvg{@j z`TWz}L?5|90^+FU7kzD&!vynlWk;dyO5j;uh^M-hzWzC6D|Up}Qj4CpxQs|Yc+K~W zHYNJJ^MOgIaBoC#{F_5E(tTX2p#YrLe&rNu3zqihVsHW6EXZuejaem3U#;G+xm|H< z)KYdDY(xg7UuOD6jH>ZMN}2V5{%`DrkHAN#s+?s7d^}er#aT-ofm2q$3PE}J?4Rkq zdlF(cx*eMP)6zkd6`OKR{1f){-Y+)&`HlUIjr%xnno0gD`7P22*}cOe7t(+MMunz- zjp&=E5u1kwTS!z*Yf7|DX$+BYap2xCi<}ouhD0`90k)zApCzilKd7;+*|&&d8Jni` zm+$!YVGcXrAMs^g#O19`vTa9`7Wm@X!x;pKm8e3M3Q14D+I~QrBD$Ar-Y{}bQ8(kL zAS_8beN%49qXSzn^%p`o0BOXSO(#$!CAgWiHf%_Y&R5lDlw z0eR(M|4P3wqEt^efP?iCeE-kvRI%CItFBq?mNySI;EusD)!@vNrljf5vfk5%IhJF^w5`1)f-c*h`Kx9D zPpYHtgM{q`c-PQV^L}qeh^Gw-B+BZZY=mD9)1i@ixew=ZB-G74ju$VfM4F?24QS>* zNA$_~Xt%UL~C=^cf|o$W+rNKCbUBPX*eH!-VE|z3+eo6e@@(&U*>xI*Yge1 z54|WM|7l~47636*Qy7#?NJ-Swa$G&!6SB~Dznl3RY_bYLoH$>0zsQ*CtrbFOJHbmv zQS{eNePGAe%iLksnXtb_m&}+YM9H?qtm$2_I(38l8)v!Uf7w#-FE_H%Ofd(XofDt>*FNWO#9!jlwWj zr<4G4OB@vfNzL_HZ8SP5G5(A%*Kqv7&+OHW553r&e|2_T0(_k_}Bz~b@Cs_@`$5H!FT@$^%=Tv8#opO9%tk@S~Ra}Ijqh2#5`e)Cl zXXOA7yfjc&a7{NkGg(PHm-sbcGH_7yCh!T@Vq`ntHHO_A%935;KMB|R$Zsvd$#{%> zZIKnbPqsME${JRN76@O;i32x3tfM^;oF|Q2v5Uz-8pVP)^M-HvYwaLz+ z0pQ&3@$Y^vEt^A}_0f70uM(ji^s+lA&P!wu zfJl!8(7ROze<%Jd-by^qS%I0tSzaplEt-s#gM)G16Ti}UzOvv?z3q8=ub#5NPxGlD zNUsRXE|vt>{<@(!MI+1l9VcVH!3-PX&mN?8(s|3=aKt$y{bJUp?~&-mvq#)MY_e|K zW$!M>>V^FmmtFfAT=?cl-7S;gw~Mym!ZuI~iKd#VQsdk`IG8tB;rJq4buN zI(xPDcGb7IZr;G?BAQq7lK@Q(7a5}x<9&avM7wdoMN@Xx$-$o9Z?v;uSbm5`0?CEK zW%M#zVhs1XP;0!RcC6e=1*Iqi#3Y)fqk?c5lO|kw{?KxSZh=ssGo>trI%t~5HzT_C z_351ZnpQV^w`3HNA3j3@vGg{{fe7TD2rJ`G_mXCLYAp%1&AivOW^(t^fA*{*qr5wH zK@0Fu8wuz>cerDT;`xELvDu=2SPwr^+67OKb?kvb=02G07cCnEv6LV66D-u!BQwZt zt=wh5viU;i8 z5lV=y?*wggQ=qLFk(Y#i8=K7&q_q;yQG5f|ll>~?+0&amEWCtIb@D#|gy3}Ox@Mi5~U)Waeqyjs;cD?%P-PJP! zI-qy5ZN}nI63|;Ien|u@Yybkl6FR1H@;Y znxF4R)OAILraE!=&>G8j$)4{b0%jA}BR+ON&5-y!opH^KhGd6{d{x;OD0aaXmFfB} z_Xss=ii3}LcWH8bF(ikTPP{pgj3X%;f96nHrP#a`E0GmCRY9%T!^Fl|HmW2^(D`+A zdR#bJ#9kDMU;}fNMO;Rye5=L#Sa43NK>qf91ef!R1>Xv(=~!>AHu~htq!d$|gDw={ zcGdPv2{z3u)XwKYu7lKNy;%SS-bGTDdP{4vP_q*8Ed7Gi)}lS$jH^>QC|kkdK2;)5 zrRLMM)+-Qn{}&vT4QGE9Y3EjrOu$D50Vp?&@<2CjvmaVoK)yX4?Kue_XHN9Yyx6WH zsVeTgtk;R+DDh|2n;vv4*X~ zrJdMtNW&3j->lvI^vYb-bLFdVGrW3O{X+pT#I(&oyeS%r-hKOulg)=~h^L=u*nS_A ze&EWFNzIiDD`1Tk?Xr7I%2Q)q98p~Q;C4h(>G9AJLR`z2L*m8CjjR%Eyt9b1#NQOM z_vhN{p^nqu9FLu=h!^I`FHSNJ3s^_u?!VZ5>1vYbY10UOAW)Z`aH-@9!Be&5M(uPn z!8SSz!_~N|8m(Z9MSyAM5AbKk?U_?nu{)9M7WaH9K{anWL6(G`+zMj(IVs_Nn(A;!Na=IDaL$*{_LBerv(fBgvU6{GKIkfQ+AUU!`I#H#I6W}>e>qcosHwh9snw2eCbJe)pn@bx{bh9p1S zp3szb{O_?n&&df^0SE^o()RBbii&aBY^?Rhq>y?mSl=zs1 zjo*(%GVmOkd`Z@gQNDTT2O!P2&rk2qplwKm;(@1y*X2!Q;kz(YaNAZ$EaQu&ta}A& z6CqV(=;I%rJ?0a`ge&TTqiLEFCqjRvt0oocUOCX*u&$36t_n24toJOPMj}wEd{Ob`AOPydw1j zA~4x-imqtzVlRck8N_jW>^|Z|asGZvCe;|_(n1iE3hMKOXdi+1$}RGwjHz%#ktWwe z1&JCT@4&ueV%9Akv-3Y4x2e*iQB+2sO_%!YCxyj9eq}sxDUEH}#ru9vEN^0rD0c6XD#O3 zbUhcmJS+O}miOEU-}bl5pYIL#RIdt08x~j)S3f{SfILPPrnnKP1TtmL@Ln$6Xk_`r zXWT5WACXh&U8xa_(cfhn^Gi~LBiG&@M$iTr1-I28n7INQsY;@%1S-|T5}K}3OT|$3 zBDWb84>5`;g>FG|ubHbMI~xpcvyJzr-BTramC_}dKKRKGjbo^FfYUH=eU1CBVb14T zU~%WB-1w7;xC?0wugDd_2KV4fA~L^uJ+;T*-{JOJ@wjq?^jzqf{QS5 zF*p4V?sh}(=iB|OK}K7)fCt)$jJ@-X?z)w(EvL5YIg1F1;41m+5uA2LA-;jB_ey(l z6`-GmR5cgbB}K0>-JS$a%Pcx%fmZK#aX&7&&v&%-8d^k1?ZoJ4iZ%7f*|zsMI6L?M zcrZ6;C5!1MmRNzi!AyOx-}L4iZ!1Xq<&p2He9A%}-SzrQaw#y1Tm9Nxs9yU%|Bvo! z%AcO_YB(RUz|SE7c{Fkc#P75kE;W|AqD>(O7lRF1<>kTREEX2S@8F#rx1mq3kQ000 z1|jQ3eiw4-k*7T7#ZCLNTYFwPAmsf^)L@*xn?aSiJ$w~(hLBBdTzKzCT2tzj6GmJI&quaBjJ3op+U#BWso~yuq*(8!Wxcwn#LVB8h}0?mYyjzH z-M!v9u*kkw`?%1=waPD}vD9IuldO1GQMpN=Fs_e0ZB87Hpfhwj_8Iij0wkwSbd%f$ zQfF+%%op=p4Uj6@A79W-+g^48e;MhWk*y9|c zn4|Kx@}7LikwjkCLPaSOhy55u1sclrE5Y`?+X#;VTiH7tU;Z)47@!BiFJ3w(9qs4G z317Z>=25Bl@Yf=WTb2H@hxx5*rL3%xbJ|!n1rzcF3wH>7YGZG&(hu8(cVcn+yj7zeJp^4JuH(XQ*&F=q zILYx@d6rpj^N|p=YxO1fHC#mISqwW4K)XvvQ$0FEFQvPC@ehIuhBxl_$|!T)f5AMQ z(q}tP(546M20wAOqq|*btBuKv5uFn@Y!RCMu=Wa0+wY}&O|mTiO!^g3Loz?%FaW$F z{(cG{Mfq{yI;L{>z29eqjC^S@$K7}&w@X3q%{w^7929)Q<-PH?8Ruri*86?P^^>j2 zQCo&^N>wqF?kA`s4}aU=n@*0uC)ojW`~|(jUlv-rzu7X)xR*0!IyINTUx^+8ooExX zB8IIIy@7aRekDsU3qpJ{SgDc7axW{wM5g3I(HTT0!}UkcA>uFaHn;}=NuyDoc#;3q zDt$TNVLHDP=zZ+HGj7;N&E9Y~T@5%=s>xqH)LhKXhm#-&82g97L7)<6f)`E~w!G5- zr$}18>xeQLxnVvhq9rzAt;JskVc9jKaK-V}_$9rX4oyqQfP;VGRHoSA{LJ_4lNEK@xd|2d9`{d)gKZDxzkDDttcZ4DmM&IIu=c+JExfc;m-^8&x=< z#d2JVWgA3ioPhpf;GOY}YP$&`^eh&YD9W7`W}of?$Dh&)xU_7GVrs7k z-1q3fF2}nsdoU)Gi?}?iSfvZ893K~m=*gY`5h9wFz1r5Pf01tAgTcuD!I?`cmx<(I zbDkq$XHP(tmUN2R$G4kTh-a^&gaO+k?KOgMh%Y+)dvj0H%i^`C-GRHKJG*|bTDkap z!MQZa;RHh+()sPD-4?+d2xG-hN$O4sog_OOGTu&njWhEOdyAkUqvCCXD_>XbZU2^cbQ2%A0*Fz0B~X%t z6A1i(eMCT`efhmd>FZ|@E$NBGay~H)Q4Jm5*t(ZkVo8Ym_(K5-hQAEs+zks)%b&{B zHVr9xWB-s;7Lv>3W0-}^3|C|Zq{i*U0f8r#?-LWk{pW~qhIZcaTY-e@1j6OZs`^Nv zN?J~@#IKxfiykUV5kB;i0~MJ?lcJ?hmy;C3A$t(_4e~^L@iHVk;68HS?`E-BJUVuM z&Ks6_VJm(}Va5(s=G;jmG< zThmD|QZC5UwEnVJ4RM0ivey;2$Z+-}K%X$lvrDB4t*;fJwlQ|3=`BEHdy#(ikWRgW zHQSAa@-ywC_}|!&r>`8436g-W$O}^^WVo)__-5cZopa^MXQ~u9H*sor4dNf=8j4Zz zeCN}f>U7%h{!8IU86?tPOw0C8bC15M>LFp{wSK`T3OuO?>C+9D!eYrKeC z07?Uxm*XzTKs?YI!-@Mg(B5`!t8Tu^}U_^|&GM&DDVgld55OI8*EVl>O|z3qfGl;BFbsJbHH zV*)ZWy&-wsU1`|9T+%Fim4Ge3mZJEX@ql;HU}T)8zO{$_d@`gW2xMCXQK6;>8}Cu< zn;lfcis`0-(A-RJDJwIQIvE@_Z~f27i*qH~icgY`d9XXQc=&ZKgWlq8Vvj~N*2gnT z-FJ|rm0Swy!7~(0>!_VQz#HvGjXEq-{pMz{{QTZrUP8uZJxPd5+-7;pNlJNtz|scL zZ*ZYcM9?`N?$aX>l84)SRMSKzNp_MhXeE7+*JVhK>i zuEBLGNfZ3f0zHCDG@RiFfiK%n zcljbPxQdwgI=ps(*7%W>I=Ve>p{pmAY_>^q!{TBTC6XSH=^tdCgjjCBx_`pmB zng086dCtFh1Mh%-L4w?7uMV}8zLli{zD}|AW7Ld+6PY(wV-08vG=1UW;ULnU?QE)F3@NvaJO!wZE$E3*W7KUhEROplATqd&`&d$^sGvR!%g!nDjz=@<_Of4yBnWwF^F#}zV5Dh3FtN9v6hrjv zeiLqOuL60>YyGJp2n+W$s8pQ~$o6S7PEJII=rL(d;!cb2azq(+fk`3Q*s&|EzKcnC z7ch#BX(_aAgA>t;&#aJsQ(H^-++-(k{H2t+teBtVVTt|GsZfcrFNPzcQ?dndW26wJ zErua_w&K1qpW@W}bBT?&6ls9dV57`LOJ**n(j%xav%BXJNjf#+!KcqexRl*+XoeHW z&Tiqw8AAI9bX>~N9mo@c!|(?XDnrj%qnKX&(2xR2=Zg#u!3}M~x!EQ(IA2rQAM|YO z;(3zO2hO1qYEg56&p^TElAkz1_mP;JQGUDTj2Fw;cniWzyBPvcw3Zz1;@D8$^-*B0 z+=cXLspH!j9W6C|MDB@N)aKli^sKUR3jr`w`7f!jMj?B*X&0$kR;&co`!)$}l|;^? zb#t1cGX?>czd>?g#3~}I9;^d0jDA_9Y?YwsD}d?LgdH6*sV*zGX(hnX5o_~u+yGa z_JQfN9L~*08@Qe|u3^@dUc}vTjF^w>z)o~>AhpnZfHk8X4L@s{-CY%m*8cH;xpA_P zoh&nUF;mESXf}all@QOywqv4N&Vn;BGJ3p1Dw^-^f_;jBvn*|Om&;oiYkB!v7fVgy zs;%?$wqu9Ng?BP>Q+3rIrKJE5-BXsx7fAu1R-yS`cj97{5aY}aV~7YN@*)}Fcdk}} zIgKB7$0wZ96(v1q@VqQNHB?!YTe@G-jNf9%5(_VZEwrM8iM=Wcpb~Jtf%}Gx1LOTi zwbaSS#68P_4Y;g=#=8o^gu`-OSwH!LkG_$c$%e%KyqLtj+3D}<7)5r2`@G@{{INyg zDyc+SG<+0%lM-E&A`>>E;uDM3x)=$eoDcT|Nf+ZIlsT^Z=!l3nzkYaTvU$h1r%qB(@%j&s;haZ*ELev<7L6 zWL#;qU2T;ZL*cVm3sTd7H~xC*VkI;zhZW2^a}{L=v=Z{xXAYe8;+C zeI6VrBI$+m=%Wih)inOSe%9^U@F{6wA8J~Qh}zP!N*Wctv#6{kfIlTibt9*iQlkpE z8tv&|&iDomX5YL|RZvN{CddBfilFXGF9#b0>BXBHlGcPmc77Bl&TD1NgkcW@rsr)i zRp!P4N$QXa>)1k|`9UuLxegfr(NRzA-gPFQhGBvO%=5AtA_GaXEItn^aJ;_yb%FRh{Er5!-4a2U2A8q0exhmEx~YaX>=$AQi2<@LXei!wVsMOB*gc~MFqCu z1K<*HQRrN8A5RXb!5!0;DZYhY@nY=!Ms6)KFoHY|L3y|7MekfOkNHT8+i z7$tt^S{JhLH1u4^v82tPneF^z=k}(AIO{iyKN^FVf1-709-)tR1TW;9G!$ua@SjUc zAzZe4xHQ-jyjd}NhmIlu9R>_M>jf{&2&7T$CdpVvwU2i-B8T5V)G9SVg zaJ3dWIN6n(EKWxoRw*8<&c9Wot|)GKY@0SgiaYdnYbS>ccH1D+7Wvuy*QHP}Iq!<) zIBY3q)_)FlcRW2VBT`IErjMK@{vKBGIS_&vf3Y4}nM`j0RmZm&^s`3N1tr|oAQN)+ z;qJ|D(ctp89Uh^J-~CQ7K)WH;vLi;9YgfzI!#&53v=nwfHfHj~UcU$jvK)a3U5VH4vjUD>;`DMB&qX*#F3P~25^lx?= zvFSG%iY0>Ap!^t-si4u%ap<6mc0ITA=x;2E_*gVGQI;IuwBa^02TVtB>Niuza421? zWhyE=64Y=t4wDyZS%$_3`G3@sY@E@2t-$`eiXy$z>d8vfkG=EVa5hbBw(w*m2L`<| z7u~FQWjDBddnbm~WWR4Lo#3&-rnA|@Tm5R8z-dhYw`1GvTsj6M7*tZIN{LEB!Wtll z0iJ!EZfEEqwb>L{Ab3ZOmc$XC57OeIOnW{p3hI=#7MP$Qoyu^%#o5Wg`8`605K~`R(kv;26`!pER0- zI_|c-hu90uoM8M~+I)f+k!~1Qf2LV!HM6`ZqEsxPL4x$gDDQ|Q{}`u*_rp)|Hd>?k zo^C!9Ns8CJ5_4U9o~`B0cHbsr}3V*y(inqNiW8Q+d}_=5QA#5z$MN{oZ6KZ8*9*|`Ze zV8lW9K)QZdV7))Zfn>w$@fxonVCDYepnFHwn!tXprX~zWX(7 zliSK93aO#O@ICv7+6eO1rsmC(*20ht7mfTbN;p}OE=ofyhFy4y_F=@{o_?xV?(P>k z{51;xgm>TUts2eg2h=(1%IrxR29SPxFQ8XeTME_76ih3jPN*3l(kX-D#uyv?c_$zq zPcjDG3ju1cy~ZL78-KC?%94tx`Yv|93w(yhi}g|nv6D%b;KV^5-6x_3sd^5gW8TdE zYLWYh6%i9R6e9mFaC3~5)KqQC`>>hfagc~&_z^m8V4*z_n#87sNJPM=x zEcz6bm7Z`A72!xHcZW@tMq*?Dvz#5~yWfHd6K;a?#Z#7vdAfqa;mw|xgT=p)TN}-q8cv&yYj%0A z^(=XQ1RNmX*F`kHsFLDypXn&v-+6fGslR5Hr}OCIVStrn_!CFVpTVJ<-3}~b3Z#fJ zC`A9lwxlpcy(jf#$}&zmrBPMIK7>hO5rZ7_qu`q)KvwBbQ;k4wYjoUSR0_A?HklH= zJ(jQh`(`&kHEQ|`@E+2D2TM2swfuZfLJp`D&Po+BYon)JZ~|)3sD0b zhKQrPBYafsC1l8Xb)d?x>$>=tR#>r?G~%(*QI4AJ&s9H4BY=KwlQ{lfPXWrzh;(l| z9R=v1Vt4Yl^3~S(mZ&2alu4)@6NA*w!DqK<`qV8fp&ntaU0R+; z>cQ7vJ_nj*NCKleqK(_&WfviDrXFu;{W{((;J$dN240zvj=)?uV?=vx1@eJ*{+bu&C2L%8j^luQZFa|IaB*UCuyv`pAqzd0^ubpeWKOr z-ni)y{e+y-N1*T#1O0~-w!V2K642P<-Y>JM%$jXussZ92bf8bX%X%iku}Nd>;MEtj zOMRF~vi+w;M~0I|puixR<@E3xwqEJtQM5guHmpyuDbS1={S z#V;uDT1(I49aY(c3mq-UmjOWw<>F%Se5ki1u}f3w^u-?jWa7`K+XAQP14v~ci!s{; z2G%K=aLYq9BZ#g*UmwZ%tu_HbbbBD+*b~}-V>cxyJsZcprAQ%f^NB`hW}UBHTzC|| zhqW6EkYn^%@3iQ@(~`b^tVxCgFjEOwN+j?py=(fW<8e{WS*I?~oiFuJTBFX~Xl+Z5 zSHAQ2#4Yf1+6;f>y`379|0RD8)zW>3Qs2eiFmzgXI0gtpT(cw=LwMOtBoR#Rn3&Gx zC^buO4x&XkgTR{GaGBrqnpxHt7bw4yktr5RY&T2ifp5d$gg=A>U$3;KG{I|?vNW1N`aGP`|8`Z22 zThxENwb{g&w}xmkLVt}fwgwg!({t%(@RNBi9YhGef_h758CCJO(?}P^C#|^2Rzw1K z&{4oLzMZ_pUBBz+wxOcPm+#bI*Kc@_>To6r>=xXeSz?~gP3T#gRw;CAPOUy17drCC zau7ef#%wm?1f^iJ1s_xf$;9S;Gbp{e`MQN4*wnQ#+5h=6upQL(-s9_vRaRu%8$^8y zz~{9n_7L0z)zjR!CR@KFetuL4mNb?uTrB)^!K+#8(E+BQfv-LwiCUXpc8cq*M2%AF z&j5JRQG~#@zYCWa-#s~zENKT`Sw1jt>t)Z}KR^Cb7=Ja~2~)P7dLiNU&^;(TJN<$% zPqHeT{S*LQm$T?i2BI4G!S-uwXAXm*=x>yG|38|}Ix6b#?b?KNOE=P;(lIE4ASK-m z0@B?KjndsEjihvUcbC%L3>_2Ce1GeG|DIWE<`d_f``l;mYj^x}#RP~t+K8l-!9ocY zZn4(CaMY$iJ=RLZ6p_59IcOf2|9*-bWj{BIr1|EN{#IjbJu9#VgMk2bz`r%7@VKm) zw`}RUhcY=f1nH(Ou8!kHI@Ez-{`gM>5TlETx+dwCi@+4I<`lHetc9R5vuU zt*T6+MPaAXy}I4t2)@&&1&2Nq(nW+k&ocQAM_}(QS|zN&6%82GgnpXy5Zu5=rj*UB zW+mHx*!LZc=PIYJ^YGLzh7GBXyO>Xu-BHY>bhnWA*58Z9;1^N^w$Fp8HK|gon8jt= z(OfZSZIi@#9e@?rO5opmoo^5aDi=(2X97%_{1C}#`DxPowo4EeOBc|~&|>ESz5BCj zZV#$t%=Q9%vLpQlq+sASn$7q>oq}s`eB(rqW=9wtIo83X*=O3h)_H!oEz(tt_w-9> zmq6Ytvlei^ZE2=6;p}hywt7x&KxV}g-sdjAk=zy*s!utnJEzkcs^VHY9rd*KOGRT~ zsp)cWd|~UaBUTACj!Zt=ztAR%0k5cdl23L0U10)+QqTJg_t7)GI0Q3z0W@>#?xmx@ zD+2-5n3=4qk`QAUC34Lyn1}=aa#1K0Xy&SBu&aNUZ+%w>EwKkLtnt&Eo>=FC5&ppy z&xlWeVkqQQ7xd+|%n%WCfXJ1J#|ah0RWx|<+KQU)>Kjnr%LN7uw6Tj=>himyEH}(Z zL|XFBjvmBIC{IV;q*gkd0B590p(9nD^$e|L zzF`?2!R@bjdSBpmFStTPejNG14w>T(#S^>cyhSiq=U-6j%x>_E*jW{W^+=Lf496>` zk$=~BQ$0tE4G&|E)q8_~_je*y6}zdlsE6P|o#>Hae| zBV>EtY@jT>BemhaK)O*ZWwFMVO%58MYXLPV2bL24{qC169(rc@7ijnbx5JC%b1SCnvPpSjs1Q z-CY8_-A~k)2-@2QZBA_mX-qVi?bA0_o(JsFPV7s^zD+&M?XC<~X1(rPBF{CWGyv_<_O_3jP zsAsW;2sD3OwTMr>E*8J)ygfmU40zZq<10}Suf1M%f8g3d1C5_b7v z+o603y;?EJyeN|r9znR&uO<9wDBW;=|HvntLxa*@{1jxfMdoXO9@=-!)ANb4{ztzL zRDjBVWal}du*HkrexLbB~sxheW;32ElTIh@5*S}6Lu5)bgSqqXvNMR z$>)-)Yf?=V5o~Yes;C-WZ!H8^CU)F$Kw7woyLrAJ-=Fd1)9;$R(LD%-AAQy74>f2{3`0S-7YP_ zh?a6}TS`-YKJs}MIi2y{80fA+0}s55B+5P8>gf@WKF~UjHYffHs&#Lu4qj4-#hUKv z-5+*hb7HmD5?KIlLOp6u{is&7=1eYo zO8tL>%%0$rJV}d3?$KD2H`wFDndi7#IIjU-Ign94vc3uPFDFo8f@~SMSD!cGc0O9~ zVsqYs@h0eybU|})JL+*awxYybr_H+RV+rODY0MFFF37tKWyP@p+k_?g(r_5!D|LaS zEcS>u8QtC)_?_ptV_Xa-i$grq0e0OGiNWZS4;Anqs69KY!MM98645&&^})D*nyIAB zRIiv?tnhe!V(@hs02%!DdK?w}P2Z;^l?!3PB(0D>Qz>7dT8~`!Wb!1R04+TChxo?D zL}b8@2z(5@MJ;*yZLKJL;&sYa_Pq&-LHv~Qij!YUjWmGYRrLt({KS3!C(DU5-Q!`^ zp@&HMkBQEI&L^bo;tYx*ndJ{mK6IshnTe6}i#ag&y%l+GSr3N5-g>BPoUS>q(+6og z#e-}@)%FHTYA;S1%0ihmvadG`KW>{wNg~;}6hjG|U8oXvP14DB;fCk_`KDLruS*F? z8avGWa>^!lw&6!TFo;w2Kh{n8zx>Z{bl&dJ*lG@EFf|AKsx&`L=MZBaHntqz(Iz;> zAGqe=-(VF_N3X3PXGa;=(l%l;a(O-wyNjx7qu$fskKf&Kccv(f1$D>kISX(H2te=l z-a6CN7g;rUTaW&A>M`=-b<6HM7x}q0Z}~n4sV2A5ozPgKWfy$QEq~m48ZEHroH~5+ z)&8Ds@6V;) zNR|`mZ9YtMt$23uw45RSw>!oavoM37VR9fFCtKPFguvLNfECz5;D#a06hCX(&`lXD zbPF!+3t9o3JHDQay`DGNw(+;=k|NWj3|K5Z4d|1%tmHLvMqh$ zv~p&kd9;IgZZRj(Mb+(|8H_-l##*yqzCMk0Xu|?8?sO_h_oBGI7~+I2->i)1e{@43 zVJ1(te1RJiTOB`%AWigM1c`rUuc#6u31_h(5|_w+(ja-9Tqgc=6CzwJvXs?g>Fm|j zibV}-K}`E`)&2L<8>IWqkC4N-alO)Yd46qAZ4>@$AjL=Gbd$to1E(%#s6;FcA(g02 z!<&En4Rp=H+b>#yhr-moMRmVRdh$FqetgkX0%*CUaKAL2kR;z=PQazdmCYbIs`ip< zTRrvW*hd)JUyH#GXVR(DDXS5)_*tt`6Kmdm1h0Z_Gs=hYiQ4UG@VWV!3*>}o`E|}$ zkJD`@X_bl8FFF2-r0drby38y|HeYEK5Lf(e zw(+dii&%bIV}>(5*#bdK6liU4#^oHh3%A|#UtMOlm0Ozk!>Wb1)PZL&XEiIB5n{l% z9e9v2SrQ}0jTEQNa)Gb9Uo9cE#N~Azl+U1EDZ?R!N(pZj^p+C-e9I_jlIZ8b?6g%U zTimaTkpjIM%V{^Y-j|W-BqYRo-tNV~DUTl`mp)(zmBFNijUGvJ)7sygw<81va>wy) z(UWD=rGmPkuc2zU;Z2=??sjT3Kc=3VYw<|Xh(mdZ+Q!zf1Ow)$Pz#}8iSK3JYvWu9-eM5J|#2@nnyF0 z*dF4DV|0eOfLxnaD#fz6fn>#58lQ8uHp;8wab1@ABp~XTO0ag_prpadu22MR;m0Fm zqme{c?jWnOmVd5pVo%$lpLb_C+C(twHhlr=)^$-UY2A?vccOeH-ovHE`PgFPKou%y zCurw^d*Gp6ej~j1Wp{EK))YE>DmGeqG+H^Y?8HxL%a;=~fe{I3K%fOL-8ubrXjTzE z5^0u{84E3TXlITrGtwZ%9(bu`Lgo1WHr>h~lTSEJL&e^{`+&sN89YVWBM4`4I6bT~ z=ymI&N9eQ%;f1=+_HhI~tXVs89vFSn72!HvQxU%klj)>UY1n%o$R<|<%u(h5rb2QQ z?!ngdlIO)_1=lH;R_R8~aNl`f2o`5XYd%@!H^Z>181L|^oD2}SHXVS+nZrtkG`Fb+ z<>36eeU)7dlu%*~##EB3Hu3B}yqWPr8HG08aS&woguJ`RQPOjZ6~vNrKMF4Rmlf(a z_RQ`^sG@mjmS5E0lL~KYanNs15k5h#r4JS7_&OI^e95~PnUwHuU>P4qitTDUNRq=^ zPcaIO3#D3rXHLGG))DY|K!F!nLs7mQj-Ry2U)VC`Um=>WXw9+5}>sh-x zk2lAAG-Sh_^Sa=_<a$BcfKMu>Oj{_sJ68}lD5C78B4Dw6o_Zn8zr`o1NiY)v6)WUF#yR?&CsQxn3 z`+Xo=+T1*mWKfqeOo0_M0$irlvKeTwZab3uHGR)nQ|^6*OUbHb+m(w))(>m@)(>=5 z@~mch!_@52PCeM$Cy(X6QNs2nYA~Wga@a>?cLB6n1U|6fEzi4w`89O>tJ*=p5iZR= z_{h?bZyphAHp|P+94jANqLnJ=dE$me|BlXQ{6pxGp2*ff`jT77MHC13N;MCu>CNnP zUtJ|niyWoOz~5ZY!B51sHG&KB4NWtpP~q-rYheji-NOMPbGVU40~mRvYIbjgi?&8I zx$iR933W5CG_!lla_57q0$fynA2V_RRNZgzBufWg&p8ESA*KepJxF5;ob?8Oi8dLU ze3HNmJ9sVwJXfgk7h=}Z&iB#c%@3se-dWIk#M$EblbQO}pOj{&-4Pl*0NuHXFf4t! zIaT1xLZ1#L^z#RkwKrYESI*!U{0B<3G;t zBkhXhsSvR4LqRB6B9#SpXSaE-51Aq!ic!9$-z|Ao*x>$AcE~C%1 zw_l{ACV0%2(*MFtR>^aO+Al}@yXJT-!jDOg->p3{Chyjyn@?%?%q3HBgZ=P``O|)% zesY*EBc}$MOHWF9!vZeC4?cyCl+)`J1f)W{Ue@i}8GL_*ld|*2#Pv)(ifS`DGiS!? zzzywl%7on(P);w|eCu$j8D6?Ft)#O^zi3eqJ#x;p_)%vV6HH|AQij@m1QC_e%6my^ z$jKetMvwd#+5KSkeGa3!RL~cJ>XcP^shevV__pAioG6)ydQjrtqM>E=W)CJX!k_ja zHk2jLdpfvuX!6O^UG! z5ckZb0_J@#mR9BkRyD>k6pWX2qfhAFe?ox~e+5Uq;M!H*pY75LI@TZ{%8JKL!oo>u zF0R9x^qr)$0h$sAG$&(w1f4=9sU}8YSsNmpS#L>=E>f>CCA)mul?p_ZKm#Q}%8W#n z=O5X|hyl6rz4DL~67U(-R3&C_=nqI55vPYLurD}wO3cFS88PhWx^-vM)p)@ZF5WE- zc-+uA@Qw=9I4)2>?b9}Jg0J}2Atbf5c{Dq?3)M8M>M4$G&&=n7Ew1A?<`C?nNdXa5 z0G}=ol~SJPDO+9kCj*P{Nt0XZd+ck!9Kjp3s=|XdR@z@Zve3wHK4hUQ6Xt&jLw{cm zq`hBz9zYJG9S#ft*gQl~I?j%up-Ar|KLF^cy|;r;DV+s_D2;8~pAQX=Q(u5I(h6PP83p z8!+Qu+Inv;?uZ=wQUB}gkC&;E@rE!1nw?STScnC$r=R&s4@?GcyG5G)A z?Jome0dP*+KqJbM>1AD5aeITi0-v=F*+Q&ItP$Wo&u4L&K1HZ#=tRA=+?eA$(X`kA z8P_UTVZROC8(I_{R_N2;@@Kb)093GoSmI}0hHv9+Z(BWa1T1c+oJ{bdM#yfC5It^- z%#&Rb&!=+4_#oh@7|B59!g*DaB9$Kh9z-Cw>QTihYQa0>)i^|`#YDcYYY?}JMG)Y2 zzMG#Tk|WhQSizQaer5nYT|a4pEio}h9{KF}&dIOp?QAd2POERoUsO!f7+n4w&F{1# zlsOf2YY7r22dLE}{uoz{&8^o7`Qh+!{{q5i&HR`*I2EJ(LT-UTaffL5AQ^E|R>0Z7 zDFbdd3N=QGi38O7=v%7MlpmS4atlD57hvFG4F!|_V&v{=TZMqBMD3*C7<^)IS^VEb zVPrS&qJc(U<>`EF;|X}-G{K>Gj`qRwPaR3w;rj@1>?e|TZJ2Vf-Bg;6}Rs)3P;}c5csE3w8Dk(^473O3lc9ZfeH#ztF2UMTd$ovi#BhV`CFic|S!Xtt z3&=RTW^s_f!7K*;K2pf{Q?=|49Fv;p*i5>z8iBLKib``_wZKkCS7;5aQ!kt__C2E+ z!14L;1pqgzovCUGkT&Lyw@`u}gA1EG2C@z4i7b$J z?pL`(9_{q>0$aaFvTXZ-bTq?w8WUh}R#Z9e8bjs^Z(n=^6H)w1u&W?O?Zx5)E1&x} zvcr0_Lk{eAK3-Y+6hI1Vr|;jc5t5NQv zOaDIZ!caA-q19OGV0Ub6qgL6Nx*}j9VS`bY3o>oOPp>2i(VCCtAJES|xnp(VBC^tAwJ^5=tsMl;L zbpIH6+`bB0=4EIkU&&Iw?i0O6(=_fAQ9&9Zj+q&kDt#Hbz~|Vh#42({U8`ZNa{Wkz z409?44)PquCdA%cp|qDas6i{$b=JD851iuGjusK}E6e|BR@B&UE#Dnsmgt>;)ozrt=B}hJ1YIn|2=iOe`B)#aizxFlN*UOlRf7p5m(danfUoC#B|Uql-sTR zOV^r+2#c~%y5W)#BJ+Ip8FFM!k5*3e9ahfo83$>P(4w(M!P{~;x{IT>QCvkE% zD#OQj(FQf$pV%ewJK@9zH~c>cOys_0*DNR7(L@M4eI zMEmR9hO{UUeKa)M+c1g}c~bUxp_~@DiNt_xt^`oIB*{0iZ`RWfIf~+i5d;AzKN}BB zaFuXaggCS96K1M7^%1J$HI;($_L?8(76>=iek8HJ}JjlFckCGe&c3l7!3DeUs4_B@O98 zq<-e+ybl5wyam{Z|QolIX?B1ly+_zGd^j|Ih#xTNQ$($j1Tqlv2kp8tN-e^ z)%9575!hOTtMTxnb0Z=uy8H?_3^uE%d1jo7dxfPSN%@ratA9^w^KUKrxa}<$=1ThLi!n$ZF!2F>_c8{sqObl!ycXf!_+3n}Wa8Md zh`ix&uX)0R`7jzq!oY9pehz`2jPq)*u!iO+DCf(!Cr+0yHEchS-T(*KuCK^nT1M%y zST>1x@o@9^PRf44w6(>Hz^Wm)xDRma#9+tp<3BsqTn79D0Nknl8pNv9C%jmxa<~p4121b?h%E%LEVwWTWY*b zAmK+QvpatnmU@)%?ulpE9fo75ypa>mdJGj`p3@lmhU=8AA_AXa`7mfCB5~5p&H!NK zSI`m$wAK7=O{dR5gi^80?apV~tneOZ|ASPW^RCc41N`xjf(-xLK9S5UB|7PTBDQ#7 zn%+0t@G?r9!r+CXzW{EZKqN(1pC^t-ObyG4DVllM*wS~2c1%Q$y0oJw>S*wa zjzgGrOBNc{t?$2hz>6-L8r(-<(H;;QIa+ar3~Dp7o{@ZP3?q|S`|Cd&5d@~_K4q^w z=54Mh&Ebdaj{xRk-@S1lE4mn5Asd2s~2gy{Do1ftxRzh+Or-L40| zWr1{Db{c3t-NF@T>BuN&CoF0aO||=SAck#yCm_cTf%*qBh7(3Vy=^&pFQjjQR(xoC zepgMZzG#v0FT6j5oiq5PrXKWP+*tVqRMJ!{_x-b6e^<=^hwV8aRK0?ssZ7J*o?$g} zzWI)U&5JZ>?KNwLZabquV0#e^a{s(?TM$wsZr`@(j#jC5Yx-_)5}kNOASS_PjE{Q% z807F)+D$qp40i8L6P2Z6rK1@^K;A{{`-~&Cf8|a*+iy_(cGJdB1QQFhSeZkTBg7dS z8VoEU{RJGPCrvm+!&FJ>DF=2MH~DHF3}Gs}bzxH1zoezY_tCH-=oJ2e>rg4{e~fXz z@2_Vv7$>%1cN`>>2ACeZhGwnxUX&Pg38#`wd%_WQhkaVXN34BiX|0Inn?H8@a}yNa z-wkrgu30!B-ClAYI?Q(JPUY^^`tHd5Y1JytsPwLf1ypi??hG1&DP4gy{T5$!wkd=t zb3zHB!Z_FRlW;NteKtK|4tUVJ1dWDv+cPUwM^8`ZI54bsJKfN=;`0Jx4jjEI8|XC9 zS8{vU$Qafk0@-H)^dY7;6e~K1AIu&_vgh2+?;~ei=W@KME_I~aWU^gdKeMR=t{uSC zsb0R=&zl%*B4Zn0@QBXgVKMQZH*D_Kz@Cu8Mk{@uDssNObN zKLW~yYI3Nb`^yz1}01>O*+kgSz#>eJF~ zbJXAAK!uRMXJG7!1vz^XJ`rLpkW0zH3c)@&GE+ZZ&}<647c24Bil9~;p+Huib8m9i z67HWb!pKP8g^;oDAB-x9P#$7p|4r7mGy%@-!cV@usd7}a9Y3{TiXP~gTLIkF)<^!4 zmd0za>-<5xNj_6M0{(4BaICs;GYLkc7GRZx_bXe!UCM^HKkY^@43QBv&~WmZiXv4W zxfcd7H(_5I_dH5b(M39U(!fvnYn24BGv=^@PcfQX!qKblAJTOo?Q{EWAxLQLp(YHs z`95ixF5$;m8KWYRM6M}9R4OZ_p`Xrlu3Zv<@Y#l)=&T}|yIo$B+-X@4Z8u@>*TKfK zKx|H3>!Xyx%?#v3$H+}9>qF%FT>2g!_#+MGu*s|KHup0JZ|^3$FoRL`x6nvdO1w8} zIVs;pw1azYzJC;11Z~g$s34GBm4F2pgqCeRETE6$#75ke;QeeZ^wX>by z2*y9@f|9j#BSuN&aG=D+D6B{_$T0$&!9eZ8S%5}t6`2||YeIpImsRn9q;(Zf1lL0b zx*{lu9o1RntKQHt;eCAXj~C%Hxy7C~XEJ=rF6h1ftfISwI5}e6;rDyX3SPBzeU4C* zTJ0&sUsL^vukxt-FAo<*XIp7{zL|{|&3|pK?lD+a5o3*MlU4IO(Q+TU10Wq{3{yg{ z_HdHOr9AxfM=J|`Wo2C6sQPinZ;q$?>1{5H<`wV?l)Y6fOR7iI*WkFfBk}S;4ZsV7 zVEN+~G4{s6lHRfWRNR>wmpmeSVQmHV+}3o|#rs>FGvpUA0uM8-zpNPgIjq|+Ohr*L zIQ)4&w4MDkQd&`#*M5Dq1;pG?{tv*iUnfn3@~0ad==G1M=eV%7c?IX`5wYfdz({^C z>VAQ0CR3LGx^rOf;7R=iwB$C3M9;=du?N$KlKI0+S+3WnsN~aZs7Q*lP;}x#?Lg2; z$Yb}qg~>sWb45uHUR`mfL-X2vt`~iN^IB;?ePj^~tjpz$!EEJysnG~PNLx*r~a>apce##+71f z8%KQa^k1~VT@G|6WuYdA`Q%lzt2d&Hkl-uuCDs6IC{G&}09~_wa)pK9hVIQ@!3EOm zS|0XfS(TSJVsJD1#*&oqL%XW@)cdur+cTJ|%PtIp_peqVM$cu#C|cwo_wwmH-ih!`4b0J#!VmoL}-+8S&MQK0SBvJ#x}QrS6z3bMe*j(FeUwWvv0#g zc51&{89eJqWn$3M4COoTV*Vt(K7gjCn=A+WBLAWI1=G}ssz<4WE!z;AA3k_I3wSD1 z5!^nCS$hdMGK^5@fL~QR-k!FVar|kYTNXflFgXmCY*1@^vt&2U)!l33Y_qHedEw7t z7a+$23C7avurhCc;D{HrvkJOIpQ-Z|Bkk^e1EbJJRXD4ap?>nS&hkZuU_cn~pGJbY zu7CW;|NpHQV8||sbBeMEC;G>PuGG9i`CqWb7d^gI8_0cWDN9R_#;*Z!kjUwE^X|Qa zKkR9uZK0!fD+f?Y7hXdI4{m@lyqIh(!*X2LwT9Q;e4EjYn!$~J;XXe(NK?cUQhk3{ zW>QnUFDK5`wvfC*gyWh0YbNesr<+*xfs=!OKk+|$J~EIUFXi1G&p7Sb8_%SFn#7SE zg51ZhK@)S}Y6*!pwRfCw}RB4$&vJe6hYVK*GXk0`yJ5hS`ot8LjR1R|H z{OL8>V2=#uzVTFRWq;bfLj6B-zQMFu+4mi*rdmI8)PVJ1>fkOj)14|W65@IBH{K+! zO(LE+vJRr0NW}b1AwxJ&!5k!Dh0d|bf2(s9>nDgJ)uJyM-2pN3ybZ7rQX*AX{{#B@ zq~Q-t>r4y(7jJIN|ET$&U_IE@g;3kyz}0W*+LUx2Cr`D>6Au|la8&E-4e=zwwCStv zylaUi3gD)JABUcX>)enZUthj_g&gDm!1*TzB`okVfoVM7HY|nV zkseI&Uw}pvZs_TJ70Vn{*UeE2UHbRw()_@GIk0km#Fy!G>-TvDTfb^q6QHTNdUu|yIghXIaUD%zc~^YrgFA@jz;5`X zNz}O;fdnUmKhbwJw`pGP7@BI7EE?)<8nA%pyyGf{F_ua&Aa(php9UF-MW#g30h@uv z4<4~Wg_5q_MXwJJW_Yj8B?bCS?W!f%<(Cc-jx;gamVs-lP7>Hs`jVh;9S8VO8&rjncr?ZTv~xk&))F=OuZ9kL&Kw)JA8 zuvR@GiH$W{bx_Vf>bB+C#cpvrety2>uZQjNdG@vcK8QMg2<-_bc29#4zF zvj2r7R5&c2yIZ_2u;LgUkzDcpI@IdT2)n4~6>8Y2?i!~L^sjLGc9x4E`CQcI;o~|I z=9Aq)WtN(qJVlLmP><%;qa=$5W;MR%LForo<)IchhgfXWzF4=L`tJDB3-eg0LEpgN z?x4P8(YNdQ_FTUhqG*_595xsCV~LgYbE7WDs*CLcR0DcfoZN zzv)jTO#1qo>kY*!&FUTsj6$St`5FU^A$OeLo~*}H2>#QG5K|6B z4=cE4XE-(4HM9BjitKQ0zAIT&#p6G#DlhxWAu=9c5g*D>;OhV}cuSmCBQ4FL+eH=p zVX+6{-Kj~1ej{LG3+gUQ4r9-P|Cy_a?P}EDO%HYJ1_y`9bcg2Ex#w*=w}Bq1*M~eX zs<_1RkRy?4rYFKCOgsIHYF8|}G`{N$p{|mBy2;X$cNzzx*oDs=gs#u2F!7SFm-fya;k$^b-WOOj zB{^l~xvtrpbNUW}sTbh+VGyGM5CO+scZd;*a9H^MW5!`IYd61+H%C z2%t%j!Rg*YD`)j})}r8(oyM6(6?Y-ZctW*KWoXxPs12KVW`ZGxx>`r-G< zswqgl??!badMuLGOqOA*e5;DQA(nfpA>k2kmB<9WJFi%SjRs`ZgH({$o}9?6Zt)x# zt$5J+)20A%WAl8lMXjOV3&TYvw>A&+%OhKBZr>)bV9%-zuds5pB1^c(KF!E;Q#Jx` z%LFY|{V?Cau}gO1JjNAn7NPxIcn)U3mR);6BO!_@Uwu9@r)^H}rCSKZ7_DNdH)_3+#dh_Y%=kqMpYnp zG9%6OzV%b~)NDWhD>BI+4RY@F^af~pEZ}{lJs1Ub4NPdQlkc@r7JFsZmAFU+%9!807I_ zZiGgQCcyV`?iTA{aTI*J6G=M`KaMCo@V!4p>9M`B5T%`{zn`gZfMTTmT{qS;6gN6g z7n*fiwZ5>VlkQuKjw5f~aD2{s+n#x!ByB~$i6}^b97JNS{n5&vi{_R<5c&t&r|HW7;ZZsmAWRO<}g>ops&lYx8gsadX4KrksB`oXx1E& zRoGW%*`Lm%Zl+!GF)YvH<7E1d%v;VlB4kqXuA}^5fme+pbW}v1GvL}&a%_)F@#JB? zh+Y^5=`7>1voC0Da6zLjFMSFihWFW$s=iqScGw)q8#P%;gygYnJuv*Ix*E9Ue+$GQ za=e~8hglBP6tWy&=T>9h@SzeYw(NOz-%_6}RwO66U#t^nR_Il8J@&l4pXn>jd=jr8 z7GR0^5qfe`u?*@IV$Ij*V$&gJdHB;2_7FQ&h4{Yy6_F_#^|vWQh-Xv=znor zp47XU?zpmzO5DY!xrnZ4Y6BR^s?)TKMg6vJrQ3~NpQJ*uQ)0o&<4a0w-DR-woM=k=6gNi?J z;3nmIt}FO7T_xnO!xba7onb{AV=Uac9qx&bn?5>uJ`d!2t-=8SL4+HbkAGiEy-6_Y?3>?{V#XZu}O?=j}aR2rESr!fwl#+G) z6M7KVrNq3Ig*1W<45e=Xh!f1bm1jH=*|O9(bk;m`HUjGMKN z`={;N%Ydr$-EU^Tal>f3UbFEl{!|NKZ4b2FzUf|DpJnqGjlef}D{}h-zt#A@?o6Jf z->5}A1WQ?$#qX-CC59HTc}{b<`AY_kT++AkTE$Br3Rm1PTj#h$C}j(A%_qInxj;s} zOXqvsV95r$xk<8Z!jEjV(yEWo_Afgwm$x1Un$uaJ_hD&ezHp4Klj!abhOny{yB@5w zN6)6F`mOHQakz1qLDKh5>BVH!x*vWdME{xEBV{sAkTU1|ev?MhcNAx3i|+NZ#mNw6 z>~XJkb7lh5KU=8OQO)G{`JSM~lI{4S{G+KpUgG9Q43$qa+@qk%QN3baM(y?1v3I2h z2u$630K!!u6L5ea^X=hu^v&zt3Bw~4V!Y<~dXa*54}55|z7GQ!00}(bn^NWgr|9%y zy2Mwjb`3*)=yYLq9*)tci6`d;og2hCUL?vZoHNmbDz;Xk!K{?l{jQn*(o}U5*E*d1 zuSM@H;c<7pLAX>>!w8fnqT!6(-jlMsj5T^9rgdhsYzhgn00j70v%y^636d3p4(3@G z405O5eXwL%^>&558yp&T{|F zN>D^JpIiL0F4Vqd!;?R--`h?hxAPMTr(qBlBHB1y#)^Z>43FixOw6Z&X>eIf=u%^W z8om3AfAV94yAf(T$rHm=zUvLELqYMt(TBfIJXgT$z&L+75*~duT5h411<1Aay7{Z01)UY3X;eCs!Hq`aUH}K`Sj)wOTB!5%(Y2-$osMX=)2i4M zRZq2WqgbZ}Z&rI~l9N?MGxdAl5uP07!&pQ?gUNRlVU6IiR`2>-ZgI*AnoxfZ+s`*F zSFOVcEA|jX=^qN$^g;xj6X;JIW)=@Kg~Zvw&?oJO-}{5cQ+YPOU%q#27IF4-+sv{a z%Z}rSryE@FObB zGj{UVOpe8tOH64W^6!N94Icj#-Lqju;(iOjPAdu1gE724#jZrB+kWTx;|$QR2b*}I zjSW-jAi{lcnlt6dN-d^aQqOQ;48}-qfPQ|zL@ptM+FB3&OcxXhWiT`aV|+zCpRx!iVJaS@0yu*f%rn5O%a-2hQ8$-+8R=8c4^?DK&dAc;4|Mlky z6+kUU;$$U|pUAib1fCEi{Fo ztE^eEJ!|0Psh+i$qLh0b2?Y$r`pL@oNX?~7NBxZ-MC8y`dSARi=FLhU{jU4aCQM+y z;UtE@0UXN8Pp8V3&9o4GX)wn>i0-jE4A#mE+5Q|Iv=H63cHvS8ZzlHAt&*` zBtjL54?gg_nKxf+0>})GCf*0ZnZs+D5m?wsd&#`=EOOGTuJ~m9mRiq80NTMKSl1oc zVm>{2|FH)q$-6D}=GOAGk!@9@Al>+Sc7@<;+9llnlypVy`Xk~QvzNQ$oZi0*Frt>w zj$Z(V4?A!$T3z|+J?XlwLL0m2AH34aW=gKLw?A=`BvSX1gnl!8!}zivTP1t9UGmSm z%+$vstC*regiX}x1zt)3o5%&CCZYBJ6{r=70+c`x|3%|pggzNY_0MPtt+}oF|2-E5 zE0PlrZIT)?B#??z@=HFBHB~pR*l|HCl)7`Ay&ctBY-Lb_U@3Q(;PQv~BC@vbho=oM zvCXL#54YI7-do1JxcFle;2zG6gwQ{~{lrMC;Jih-d@sv?oop$R z#VtmBs~H5ob_7DwbjSl-3OD}*L>A)<5$>aFenxEdYq<)14SQSIv57|`K}JertmEtW zPiM4gU;*2G9q3ZvfAI4fIuNO->exxDF8t4iA?b7hy?9S9;2-BT1W&5bovMv()9XGY zjQJ$^3UWJW{Os$BKlomZ5+FfBh`%i>%dlKTlQSK_!TZ!8A|8DazQH(snE#s5pcRtG8(XA zbJakBGOW~={~0muzp||!dNdFl%PA&exfhR{EA^Fx%%TBAT44F#!cTHcIWhhcs_JQ3 zbAWGi`m(~K`wFpfd^tQb$?J5}Z6P+LR@p}z6y(?FFxByHU#-V}LwU4!m~QC%)BgdZ zTd`L2Ig-LJKR0un&NVU1Qz2vRs{1vMSkAQvid;pd(P$rA)w&z?&ffOh_XjGZqrCNp z3oCrjnaB1-KbCX3T3iVdZhadwQbpR6{Q`P26x!uv8aGsI1d=S<@OFKv=?wk3RowIH&7U941fhzO2AAIrOK|;Eq&7 zPZeyA&+u40)?3iD#KEDxCh2~%lvF?v@7fI#@_|N)Uc)#3L8^O716Xps z^-P|6bnfkmZd8rY>Fx&y@d=G)&R$xotpzXNYI%9A@3(ZN@sF*;*2G`XPe- z-4k7wi!V1?g+j?*M778SOSILLr8M}{EYalBl4$bya{A5afo&2Wxh1Tqf6Aa_lmi$> zxz19Q2 ztP$p|i6GEE+Eice33R35NVW#XByl{;t=B>CJ65x12-(1@nPOT`Vc`*b zguV$|p%-yh4Th&FX}A=!)&uY6K9hf;67c?pw{<^L>6nBFg;(X6)Nd>}xAUXTM#GPu zSb7P)VB{Yh*N952--iLC;NCec7xP+WX*vr<#?#k5Y)q-7+gRZM1rDiQSt(ZhTF(QJ zps{D8=bzz;eU?@~)&YP6S0=;?!Xub*ERsCf02+CTiYr3@w&z49OGr2ucK0J`3J~@N zfgnX9hm$2%`=989&HrZs2tm1V_IUmZx^ewLP_4@5g)W=jcKW9q!%E!l!?H2V5>^NU z0Aue6M}g2bmwI&ZDZ3HW3-nHn>BpP3B3hq)wH@5Y%R7Q6x&ld>bgv`In>ALt`aV?3 zFir-VpIC2v>0=k+42aJ){SoeX64ycC9aUh$+@rZypvaQqSRYC^sNSNAzfeLjj+C>J zaa3cj4x0cUMrGv*^*0WV`(f!5*d=aO` zmhk*Sf?@mRDm4D)V+64#h4Ccl@-3r}*}cFsBC*q3C%nSYDr{g-!Wu0$V!)DEvZv_C zCk8#3j1xvccrU!=)0k)v7M%DoP^lj^Qvdv48=?PMhXqaW?tE4qJxowR^tM(z{BXGb z6x=w!_j9IAstekXY)6EB_=Sd}HpFW!lwm?(Mnt1~IQR7NI@)pwn?#0~Lss(c z{ub>mX&YsJakiLMl#~>JqT|?&K}u>I2Im&BLEu>_Z15bV5NxW}5Q&G?9!nSM9wR)o zJOFqnkwh-+Mli93pB%&26*}jEHUD0ZrI_dgE6IwGal(mnB2@`P?5&)XXy%=mKY=OQ znq`CX0o~eq?9+FskKB^}e>-zvK8Ly@ibh zTR(h>-L1MnQ)1{u^kT7@23us4>l-vZ{9#u)$I+zvS#LrwGutaDzbg8VSF)IKPDL+G zHYR(mM}7bLoob6+5g&BD@xLL@WD0cZf#7yKy%;>d$)51PKS-ZPz6!4Hycu`hPXzRS zdY~4ZorHF+u*h?AK!B4Oe6Ab!D-&U$J*#2(&b`dZ#NW{d=lS5ICrNNcm%%zXH5NED z0_(VJH;{{M*Xu@z69D-X1rEAYH|^{6h{>?&33q7Bb0I;4lU8Px!hB=u-icP+@PJNjY-b$c_J&iCbQcZ+Dg~PxjWag0j>gtw6 zml+tE2Dubzq|xaWa63@Xg>Hm6A?T{)3B1wbwXWcmZQW(;dvc(w9m#twPLSX5H}KU= zpLq_2;wCvzTap7Ab0t=A?lztXQ9e~lc@IA^xKvzw5}jp^sH%0_lm)!c==!(1Wvr%E z1hj)jYvV7~jm>L2pH8u9KEZVtjYxqwlT}9u*cANvfVGYwXtPx@)&GGu*{6q48Y@KCL)bHE3r9?zTLAnJ&x;qvGq+3C91*D~=V+jEP zC8Z=5q@=rrrMp|YJD1$P_xGQ9-aRiFW|?94+V5QF`H6#Oa(?wGPFOZDW3G0+x6Crv z({nClSs+w#F%9Fm!@~PP#`?(0Pv>LQN6S>Zs5j*$P?$rk9e7v%t#>Gg)2`67`RK9Q z@?Y3ze-h6^e%t4^u|};_NWsm-4k2Rp){wO`^tnljWaOTuJOoyhxwE((*JlT$RF!5J zbh6P~ee-pBsM&pD1S^n6TZwwGYs+ZMp1w17Y1y^UCE^fz>|K!ceEfo+1mqO$cHNQ5$dUkaa)Gp)%5Lh~BJW?ar(LwviWWkPw zcVf7kFLf8q9!(!p^3VIg(Wu!Ok5jJ&wf*tz-Bzbd-u3ffBO1F?@G{z&u51>(rL=EIrb7&BEemek;*e z9ZHiIOzyMQiFFhe)Sl1ZW>_>cx6U;+ilKiIt=SB6I5%uT3YHwb}EEY)V51ex^xHgwRMYUXa#_{lYcZrpB5T+7wC^v-|^ z>H`|K0eH_l&9{(WjD#=PsW-W-?qGR0)|`G%&eJB+1r1vH7tDjvvEY%#;+!NbHc(+C zAD%eF|C6$X(db;(H%V;^44;Y&VXo zKVD?{JQ$T_G94CzyjKrNeQe2#2m8Cxd9$>|{O-nvePr_^^qGoeoEAOPYDLT5FQ~{D z>HRFv9nO2E4SXzSw((~;DI*IO8W8;%RZ&r1`g*yuT=FTVK|l!ny|n%4bPT$(o@V*hog0_)7Xv_WI?(%x7a&w#8 ziQvF6%eu7EyeUZ54+~iP6vf~@n_PnB+GwH?M@}BMl90JF&x-`NsCTa_MbFS@*rZT@8rICrLcr!BFm6nJ$nZ;a&w@0Jt~46g;8{rHhY zIa~}5;=|VX#eA1J=2?OHshw}>bQ=io9srJtGIy(co;p>dD7s#5gAh*}{M{$?!~k7V zYC6**v+DQjL3idJ&%`=@%VLmJ93vN~+hh{472Pw)Ig`g=UerNAJvb0q^EamNwrc!7 zGF*rCz8soH0cY~UBaaK}=uOlO_b{S+YB?zbpU@grG z+$8FJLb*z!V<50X+LSNcWiX*j$Ty{{_9%g+IUzJtwCi%{FP2Em5eH%dL8Ikb4q*yT zKO6(LunRs*9u6*-9UKAdQG45M?erZZi#TUqU4k$;&a_&*U#a03TpIW%mY#PbBOcT} z)|fXV;`Ca3=k-GqM(R*cAnV$Os?u}oeG*5T>!Y7FW$A$o)yxnVL2(iyipN6rFEu?g z3N8eYXx{?&hjQVTusj|w77}y1$#t&b?W8Wq(k_30W!Z?=acFX59~8>XKhjU1EmyH`3R~_Df{?5@vaI7-;tVFMdkUoAz%LKCUJAMDpAu79IJtSDjy<5pz#n6qI z3QAV3Y-r)|YSR@9F-xPe@Yk!lzH%XC`XScz`3|z5cGF_0D_EhH3?NT1d5uoA6X}_)i40afPbifn9=|N~HI8CYvN$ zz4KeN7A}jnYhNgy&0}w$%6Zs1))tzG_f$gH(Ab6oM$K`~X(JGcqr&yHX?UXxzU)*b z8$mpaiaO`OgWuH+Xy(~-Uh$uYJ+G5mqY!BvmQD{;js3{(mwUQeEH0PbN4#~G>Wr|H z&Pc({BD>_+Q62zvoAjcsO$(RHabS|4*32@13iyjErDZ4>AFPwY*P#0(aac?Y^OQzN z={_HIR272q`n;|;4+I6(j(E-$0?OnpyL~0m#eg3-X2eyYvRDj?ly^|1m)lR6FvKm*L>*?bzc>h*}sa0 z_G->PiFJEkz|9hCBEY0Lsw+4IlT7a9uEn=0+_`%EtCf8a_$^tsB6(qf;-gi0xjBA` zAxg`SJ~J0EXa4I3`1g1eRRC7 z!?Q|*?uk5Qu5-8iv{z2kTvl(0gH!{8kT%k=>T`OHJ}?!WGV0cjp+Q^1KB!_km73cW z7_4!Fk*wPvtZX}bndyoibJGVGLmt01H`b}*4*O5W2#hXP>45v!mP2qTS1aRL8NWnx zDWfuQ-)f)BWY9+w9|Mc2+Fw3j40+l&D+#b88zggd0!=&pnvuq1f4kKUCAVZ3N(Rzn zzDy9?+gKDnA3OmZCarf@-g-`XMd)JySz{;lXk^_WF24G%y5?sWG`*sSwS+Y6>tA6vIQV%Va zs1e6&9Jl#F_DkOV@}H=J62IAD7xc?r*Ne!d$#2E6rry5%@!1?vyq?^wz^dGuQmuse z1waM!(O%czn50g=mG>FwVz7JU|8yOafG0d^$Y`Bcy8z^*VsmU$o!O6p%~jDkv_d9{ z=hvs%C!XSYU?oCsYX9~Kn`OYZ&mO?i}VM2e0TZ8L^F32{WTLlFD?W6?@*f^8E+zeRn+i{{Z zo_llp8F{`~LhkK~MNuQp+PcqqRURga$%DJW#;+MTr%!>J9mUCwNmt;GR`!6#x zMhv#0;Ssgdj^#>&jk`S#J_>G$rFU?Knx3u)LPV_?gzzM z#^o5Fqgg$dHk8Xw8|pdUno&4ZKu zjYun~n(J6xJ^}7RIf_VicNsvq^NzSNuo^q1Ik+4~Ja+}LC3GGnJ$k0V*6Y>76=~f; zP#*ehT%-6V6SaNtnHQ&kMSe7s1yJG#gElDEPLCy2%^AHPPMfGb8cx7$Goh#%erF@s zF(~b`)?@9%h_>Nl*J{Sa`nW)6>u*AKq3ZR3^|sTsingT&!E?L9aNc z7^W^tB#}CWHktZhO#BWPGbm&@>lBrhkWq!94kS(ucz4pW&j{tu`gt1V6WW5Kz4Ddt z@2^TolbSosqNW}#H)L{3mx_r8tyK9)6F#Ni;HnkOs;J%Qm(9Wcg^6JA-!6{VZR=pd zrLTOH_NnM1g*^5?onFDL2jue3XYLMHIo`E)1m;vbmeSyNvxJbbPRJ1l zwHu-@q5#aPu^p`wXwDNVll{ItnM3MW8mj%YTwU6#U{Ip9W zg4z>^JBd9q%R{?LYTMV0qLbYVIj`2o7p3=OCm;#2{2d>}XICA|c)i+3C+-=7t_3|t zc=In>cVnk1=!k9a$wM1IgYrBhQa@`|VGmCOEby5=fCjE8V)YwO*WL-D-&c0Cw_?Zn zm8MU}?`ycf-|Y8DQ3Ym~R%CO475VP*$Iw~_Ei3$+a&}Zz>rqv6@>sGaVTNkVUs!)8 zoUwU+xz21Kqh(=54$wv(K|y1AMuEH#R8Km{sgu&7xOyIz0zD0#NFt*qvOM%?`9s- z-8`z)MQ|`nvt<0Ngy`=N>3HhP(k5WA2Gya{d!$)M00~0$q;0)p?Rt=}9R(QJ`@Uj! z0Y7#XpeG)3jZ(*Jj@(<9yYsm+34z zU;_oia;h!vUT#v=Tl5s=lgeE%cZ7IG1Y$FUR#%WE2{D^{a{HzZ?6l~3{3^w@PuDAJ zv2L^e@{!U5R^Ry|7KWUr8rWfeo~=)NkF3tV!a6Y*4cQ4GrtD{+xBBCmSMSJoJP*&_ z7r4%`vzAqtCC;zRsILEl14E>R_QHO%^qW9JT~nb9T2k2}(FG@$gfj8M=AlRX+kU?%_HUWJq?Y3l1_v&cx7<5!pe0Xo; zpH$n7{@Zq58HnP<0Z_cyNyso9zjXP4#!d#iTj8z^wmTh&eh~*G78QGZ?Lf8t?n7{! z34;FJOOm;He~w!aHlH(Gen_n`qlBaJY7UPpCJ@2%PW6$6A~f5fo3^5ImkidMD|*VG zT=gwKV(Qsi-T|YE|hW;g3eppYGum!5;75G z`=3o4Sxv{!C!K!TeSO2|1s*C9O3m6LCR( zkRNU*R^$`gOk~I)rhZl5zf<-k;qEY2CwDW5E_mI*oP0;+eV0xdVfp=i<=XqfA*I$M zWv-rPdQ?qR+UTz?>80M+6QTTsSA6$kUr0JYOJva4O>q9pvN?Pdj1lo>?Zm-h_VS|9Q3$d!(@3c`CAXH zHiyPMMs7M0UsisYr^x>^gArfwuEAm{Rdps?G@1Z2ly4x$iz`3c8jmBLB%w5UWr+?m z#Y2x#MhP^+c7Ogh&SNx5={1}|2BxuNnc_@9(hsj?-HpCdZ#oTE6MS7HO$h^1ePFJ$ z9i!|Zv>1?S1gIVh6ipRxM^>K1uC`uzDpe~MQPlt%iTSw>jmTe`=SCGrG^`Fqe-1Ne zU15?Q@XT*HyH9Oj5;d;y6_`M`Z3GOSUZ|_twIko#^R4cOEgKA(%8$LDLc`e;;>fv zFoOqtg?JI0#UzHTvH`cc^b+20u>}Ro*%CsDKd6N(avWe65KN#s<8d(VG}eOeaxH@up}2q8@gF&22KD|WJF+nzpI#rHEqowoRl z8Pr7r_`KQVN{=EUbPFcQ44E}|c5-{wXw1{yYDFDW{xSOaHp}ZrZj4KQyP}e7q&fJ) z?`Tdh5PvtD&CjV?O4RyC;W1gW>c!5NY~mpf9f|_+V@@U+<52cN*J6tBz*GX#+WG33 zkR(g1IM~k!uwz~dpB9KGt?(h(Z>w_L1olT{xC}k0!ti1~H>#hD4LCRJzrO_}LP>ia z{NcD=s_dN*`5ugj%Uk}*%B1)i*?Z=QPp22|}_i{j^m{hbt~<8b<1@spEFs<%}!>Q-`noOcARh@c*i z6#w8z=P3OQs@mvrsS5aFixeY!{YrnrgPp0A?WvZLFEr$z~L&d%K{&8GH?66y% zfIRLXWFgrf;iJ_&ylTbvKR5$STk_x+u}jO*{)FGt{HJ2xZ2U}>*JF~+P@&ygi7o7c z*@ap^%YEeWoil?43zf^9K`_T(4ttI(^kpoOU4gfCU`wBIt|{p-62_AhQ|m$* z6S^6_h=P9VwX-S*ofZ;J_ynyP|ic2b$0%p)NJVV zsmL|sDf#D~#mYhX7lg>4gRlKQSrwFhMA$(Mnr-j-8*c4_RHgOHn7V1y%SOg122=2| z<6cTM*9c2Km2m$?6i&f$nojfZ)m_52jiMk>cPd6^1Q+XRvW_pg_jL;kTqhEddp`f&LZeVc6udgQZ!P>9F`LI1$8HTzPJnH1L#e8rH{q)W_Dg5W*a%(>7AlXnwo4qZ-TWZl!$RY&VNhI@0*+fn!7XTKjM%b0SEni5$n)f&_Q05P1E_w{2x^E4Hk_1 zwb)c!|8GN?ukxG@ZK*EC+9a(q`x9+Wxt=;d-SPLY58>eCl5?A@AdczlzoXA?X8jk7 zPO4sOJq0OcO`;Njs-R-gY3RvBAFbQ`x7{sZTwp*FyZRXJ59Uc4s)~52qt}v8sy0`B zw}1G0Yztj$jN&L~jcd9H=PirWqknw<*@#{Imf4Dta}BD0f|B4rm`y_Q_W;s=;ZAwn z+U*zD_%t|%h<_>Ve6?Zakd!-4!((EpuVu;;Ky$C&6HcX^{x9_tqrdvM{x5W@^&ezJ zj5=1kEIgnT6y{3xf6;bm_`;&(n$J0YInIX33NMV#+s?aFv?b*NTl~!dhQ@x>Jj?LF zx(I`s1&fj%2nE_6I&x1^c7no5#FcD+ocSI#?<_MhDHfXY1U|;qBwhq?c<;Rek8o?r z*#K5}MK%iiy!GVXznweK&)a`Pjho)Uh1&&T z02ydh^Xr-qMH7#xZXVYIm;{YH^PfRp_Oeg9wuBB z8Rbtt)fr^vEQOG*!6)L+BEvlqm~Akc*&OMWDbpH=Fl|mi&6(xhx>94z_V|EK=D8RH z^$z4_&)tH`R1lJccKa~b#19RaFoozGG7*NEO_hd>?5p7e1$CEXq|%sfio%rpAtQWk z_*HouUXf%w#lS*N6;K%~SExCBWB@o9N4Nk{gA(CMQcz*0w7r zv&#d}v_RXhoihJ&gT3K5ojMm_y1T6J^pa#%m)HDea&>@XMaO&WVr8CX>I;F?8!>e5 zRBF;Cf5R5vijJv3gSz%fp5=#>-t*3UubXjGob3fRohXKj<#EY&{Mbic*DKmtVVCcW zS=ku;n04&5NJP~-YTePh!-PSeyP0HpxVyvr1{j?5556i+D_7eEKuB=65v@xH%r+y+ zM>vX<$wg~=_})kz13+)aOH7p}W7nd^+ZRQd&ZXxc0GGYwVrTf@GK@=66&*{C_iP)o zeW&rK69Cb^?pw@00Ann^unadfEi2s}T;Qsc)%Ox-moOYeb4LIYUpHYq^99bV1->9o z>uK9gJK8#`5cc;^ed?}#Mmvqe8Ts>274ol*@G)@`H0NJ^@rKZ9{+&V=3SoS$S~9#yR z6S4R&_Imh!ac5$c#71x5SW9QX{hpIgiNIRv^EZkHN#|VS0%wY&p?K80gRW6&x=o9L z#4uzme*r5a=Wc$61{p^E7__kJQ^w$ZzGU9|Z>rG0Ev?;kvdbO)Xm_&{)%tS={mDoR6%VAOM)W2x z*#?|87=;N^osFGhdIvi73e+7yed#vp2@q*MB_spKPx4E~-3L7LP;8h-4EmTPogb5= z!8bpF$_`#SRIg?02M|Q6=jUjsqbHr4lBLg^4fqC*NwDIT^?UWrDg|eikr=P1Q|mdN zPtOebu^nb|uUOptZ~Ss&@-T{e(k*pgM5XXGW|%(IkpBw}{b;qp$ic7k1)w80EMyZ- zvampGinX%l(BGnZzQ;ptC3Sx~VAgy4M(I>m*{FaXL>=>;ZD)Sa3R+b@84P;sXR^)n zoHvq(U&%F6byAUsh)bJ;s(7EWN)wZepOJvCC7!vz*w+i7s)QDgY@uU2FOq(uv@))n z*>~xm$g}nd%1NCmNYv^d_`2}a^WNSu4navGGn^L z2y`bI&y0N6$#oj4mBKWf!ijML?Q4YEpiGT|H5ws&>+OOS?(Y;B1{M7|q2jBbg=wna zfc{}Y*`HqCF{$1K?4L&yTrdgbLcSc#Dqy$jaP}b;7PlzfK}SvmQ2*A56m-z)))6$* z@fU5>i^ic9-yqJe`-EIRP9s)zAz68b&Uaxf{G=H5^vCsU2kltXW#d;z@gT^3-;j`f zpF%BDj*#&$I2d;Wr5MC`bX=w0Q;l)Q1U;G`(w08^qdejO3ZB|&y3g88Uj4SWPo z{66c-v85+W)_h-!6=7eGEfsh%?Lh#C?9(YfN9p})8%b6xfs%KW_$#8ZmNF{uK~tW# z%eXe-x?viYIQM3sS8s5EoGl04#5QB13qM_*>qv&_!Xrmkch~waflO1FOFbwy z)&l<)48duq&=EiMzh_mn?I*0 zL&)4lX6q2V`9my^!|d(e)!SS1&|a>*bhA z$=d;)xgg{e2VAYLtE~Jb*3MaZk!a-B7ys}%kLY7hnd46p6c4SEOZl-HaE_Jeo9GZp z4O6$0UcfEQ5y|I2Wi0c*;0tQ&9f8HqQ8W~~u)OSRVTZ+folITXMPlgv?za{Ry(e1X z^hqCfiGKhBd!c@R0WB~})1h32@SUp(xrsx}3o50(1I&29`S8Qzig+Ei#W%_8H14 zTFV?GK6jOwV(a3;jMQg#WRM?DPk*xfiES4Mari(aK}MkOOL<)zibtOKV(8hQf+`vrQ_4j*4_QV@krgNU|RPJkGenM0ZSC{#KwDsz@!73-gON4DhDpCHm zx6TR}ksJ$Hx?n3;z2#i_5` zi|I($t%lUL^9~KH=l=ESWl7C{HarX8P36_|JZ=jDcjqGQjB?=BqVt0JE}c_lA#f%= zl%eY;*5JiQFgG_#2M!45#22&2Ak4A#Bf>P1l)e~qm$Z><5-NF{UVq^d9> z(oVj$Ay!oKxjRgC=;su8UWtpLZ_oZ=OU&$0MFGJG?2kStvugek3j|!k7(draP0X^> zgzPT%5`5f4DmTkvI4*r|=6AT87NU{e{;Pm`?r?#g(Qn7{AEnQJ)MnUYog+x(58AMY z9PuRoFwh``I>(~KzV>*=iDDM(zWZ6$fa?m?IcNp^+jV`{+<~H*XBlEu@!EHNN;Ul6 zs2{DVJp@%apfr6KOn;M=WJqCG{f^o}&EwJD;Y17zr*dTVRQ-F{iqRf6NY|UgY8?(ac1cqyt7S<0V8^pv`zY&@%ZtG0lPF#y$EE?cu{ev4w$89Bj zS5~7Hu1-59^AyD+d@6zfTD^akQD@JaA#_PZ7yam=(+h>6=nuS#`lAXVLHv~N57nQQ zko9Z+p3%ruEJ-oA)4}|Q!^nK#1EQ>Ql@cK9Y#hY|SbGj}t;?Wa^ z*6a&U>mz-~KR3)4E{KT?VWZ0CEup|)$0Dm;nLc^G`u*8?FmuNoU$-kc7hSLGse!?B z%sJ+Zb+!7Ck(@I=R&M2c53+dDa{oJa_ntgB=H=Re0g1}n_vIKPAShyDogrQ)X0>Rp zm;~xNwH2YiT-m<#04&*@psz*V4}%NvWdgGBeELCpp{djx&8nk$DVz zkfa`BqCNk7Zu+^(b={IlFr!|;uPxuh!nC3Ic(^-#k*3+Rz1qVx7QjNkKEV)2u`^l6 zIG9Z@UHK&4D!B?EE?{mwChGS5na^+v-!rG7cMAO@34q{keAx32iHpu~(p>6(t~2>> za{c_zE@pCX84yy3i#5r}n<}Hh=PJnD-%zbfH_ej7Du`YI5m!El9S|W;Yr)QHF^*hl zTNgN--pqc{!?XAd7x{CK;QqT^N2ah(<;vICG}w9*xZRBxYjKG#$CPB-qJUJ-9A!%4 zMto_uA(VHDFNo5aHpH++DP2RCQqxkf^af>miK)R)emZZ0S3V+3PpG z2kD_B&Z$+LmZwoK67ac3F4Ebz{A2!q`Q6wpozKbArZ~bkOLFMHzpKRbyKc`{8tRZp zD#)Z(D`VgV%in?4w$JrL{hdv3*L(KwhO0W@>O5J;Za5o{4MW}tYbQ4sz!i#6}% ziq(KM zCPfQOL{FY-?ukc+cz@2s+$#~EPr5ejrfxo!y*(asPdUeEF@S^-SWlX{bXgEP1IU;f zb6qAViK@MM`QCjXn6gqpdz+#^ERL0yq#Gr_qjx9Egk5-hthwgez=YWdKDjlI=1t_e z_3+MCgj8pc5#Y zL%kjpq$6D}ky>;K)^RQmC8lz{ifeD9ti>D(+o?`4%1*Z12V|g9tU+rc*JRok z%uRoGIiJRXwju3ZBN_UvYdr-3bd%%zH8!()esw;%e=O*<`RjuYAcL(*7c;TPBu^jN zPW`$Iog7&+Sv!wOqd*0aP_vsmrHv-5Vc!+GoOgA}odo>&Zu(V3C1tW~(*vpp!f%q~ z33Xr&G+$`omU>mh37uv$6}eMUZo?Wowosy%d3ttk_{=l+!afeYVE@ahnT?pEiSLDa zAcMs@($yMygi$j34=>_=dI95fvFrId^#{l{{_wK+2_klzChxlD$L?m>!rKAtb&_GG zm20Z@3Y?j185x;7`WY!4;7EXs4zOxV=^uj`Xq7*XuSi0hAlT2D?;bHOqrm7g<|f=vHA79F#&BJ^DCW64mylJar6rMA8pOiA_bTmR}|miAJvoK-86C> zMthte54+85S!2$V$^s7J5{UW)B(c?D*snpqm@$7rc(a9hn5#>^qg}&AvfG6nG*e9_8qLH(Uv;G~gf<`< z&#Vwev*&Vtk9&1ADFw~r9)Gr2B@FA$>LfH8yK_eP+oTfYD8}juB9$O3UB|Z&-`~o9akOth)?nFpP)d*p-KL)!7t`5Z29tL z=CBo)zfap+~TPv?D`tj@zx2MEKZVlFAY zH43N2|o2cG~z3Lj>*z%Y`xIQ;0f0lyVqH+wv>5lSPCW?FD>EH z@Vv~)D`DgJLEe!cbsDzYXI3zS-;bYws|WhaOD~%~U`V;8%6z@cMQ}xz2=Cxhk!Xao^-K&14fG2=i60f57M~g3# zQisvSAM_0*j*LSu7mPW>K006gn-U-iG3gb!eM6B@<(R-^THOu3iEFQo_(_?C@kNJ# zde}Qt{xO9Le8gUjjfT;t(`ecmK>Fh!08ieK2W@{dm~nX*F~&FL7;?PaXWymhFuyNx zQby4xxdCatwb-?hq)cx3AG>0aU`88q8c)Ru94(old9;$haFK6bk~_)>_v?@ZQifU| zmxbUHH2R0vfbZ4Yy!Qt;xdN2k06DzPdX493N1&7`mkh5XD9+gyQ?D$sl)U_6yIODH zo8^*u7rLtN=L02?lZ&g5s(O3FOfN(__htV|=_5ZWng6CG8h4DZZ*SY&)JhVHuz?*Zw)b}TJ?O2M9R#hutUP5qy=#sR;%_9#3(Y?C_;XEEeP&^@M}Cbh z!BOS?O~|jj9<0uIAhS?t1C3T<pA!#G(K_WzS^45 z&p^?Az^S#5kNorRqv<&YDP%8(_H*5l*xrPmfUVopz9<@-^kcjiY1SWFE+llImReCw z$ou1Tg0jJWAVIfY2|jv$;_re@aN+aG1;JUD_PO$N&nJU$z~uNm#?ixt!3Cr-f-Eiq z65K-YCyrZ!Ttu5cT3M3K(fa8R!_zDDR%pMS?!g3Eu1$+rwUQ0E`tRZ&@9aJ!?2vjE z3EfE<;;4+oq$BzV{g10Sg5cMQF6M2V>P{6cMOinQ>(sgg0xq%l2Brw7!rS=BhksT( zhyv*9Acr${8`7JI;TZ0xKP%1K)ED^7KSiKX*g@JmrK$tTRoqr`sjJ{Kb_&`sAiS97 z8EWNS0xMdbl72LCLn7{z<82midkQd*QU6shOg99G*RRKTY$y;mN+PTyVjBSGeEa*m zY$6Nj4;>-jQ>!8F6F+*Ib|9Q6_|3rnTdEOhR|s#}6AR@y>9c0~6fS2>Bv4*Y7Eg;x zq~Z_cHvaJ-$nnIW_L4nQ6=+s)Hd~nd1?VDaY%|E^v8BeL{JhkX_!dA>Kw^{ED1)Y| z1I3N}uXVx^GeT1y7G0nfVJ>qF`Y%L3`p*7|+|PF(kyZ7me|7u33lnr(X4rlV?_cST zZ1d?P5#Xo#jJ8q?e7t@Ev@GPTX$3V31z%cY@W`Q;BYio=uZ$V_EFJ6L^MM2@-76|E z-)V$DVLM%@g8BWhqEh1JHYCBK-G3;I;L0X~!Z4v^rfBFKD?Hqr zS>tMsqO}^#^GvO)Lkz$k}5h0 zUsp9=+6nqhIN=}=Q}MyCv!#8KSg`G+#QYu1=2BjX1Xom#mcge!>j#L7z5&|9)wZTA ztaXCS^jpQk#eJLa)XTbjM;ef&m5Ymrt5;6vx8=Z#Im#cU$``IN$o9K6)1{`Wl#0eR zb!=m<`Qdzf+k6GWW7P(Yjjdx1!)m-27VaDJEtipWTyYRNmKTCf%_!3Vq>oI4Kgl&F zf;!n7G44~)*l5_e94rkx=pnU{+!A-~_+r0qvA4avi5=rW2FqJP3tlsj=E*V9o3)uy`i&t#v|%!y$*b$JCaG(g!UmhXrRbVyH)o39Yk zz`QR&2X)zmc78=zy^F#+B^PGc1_r$Lz7+sIb>4CNz&;5o{@_iC{rH_FK6cZLk%fw} zkF7Tkmn+jtAZ(>JG&0AI2P<6d)D}H-U7a4NV$d#X(fHKPM7ekBsFs}B1XbrQTPr-m z3=Mz}y3trNOX`dcCWXhsj3XJ6^Rfzc=S8rSRtzp$|6tzimiRr$syy&|h@%$uv}Y%- z?Tm{KlV}$|3vVn_&Ng;M`dTF(yj`W?F9-2bTBSIG#AFzI=A44YfFIL&tE` z2Z@PvQ4O8z|CZP-JJT9AH*-b<5qSi0e_*B3VPl7&9R)%L*i})j*b`odi^dG}#I3q_ zN2E*Ti)l}GvI7c{&+jl@WlvJE2ifr4FzIeILpZ|ctZjoRc5cCpnkU8Bg0?c>Y2gA13ycNp94;MZ8TznOv9uhS3?f~nxNo4EA69T7*lhTR-|>c*D6Fv4ex!65b-H^JL) zO!O=e$z$`Evc?5@1?j(sp;>K2ez~`oU>CKEfz5*HrA3|4XwbrX2O}d6;Cc%ZH&$aUth+ z`J2Fj9COya}y5*MrNK5ETTVCx0A6f5zUQ{&hlL|tc{Gh~b9T~mD4}`7C8i;wd9q3? z7EM(Tx}XuKK2@4eDRBm<}|sg_tVnshlsq_L&j3WC}gY)pN2joCpMBbdT|0?*6J&7DSYN z4|L0`emvr1D$+r81&53CfTp&Tr%B@(bii_2j6o-Q|3wJQoXzTc(1?%i>HIf@V%Hqn z)chdi3=Es})lR`mz;F6x0epL6?BLX1X*6Q%=1G$<^xZeN4FkcP%55q-!b+p_9FNTi zs-q##T{yUw&ktGmtGbeCEe=Fox?@LQ=4Lhc(A6GU_~~fK`|s|&smFmO;tv(>6^HR$AA(T`OhrzdX;1QAUu$^LULXWQ^F2lys`1J0Z(7j9-Tm>PF zZhK@uCOWy}XUap8Bp2VXgCF9+G;C<}$LI^nTVnOS#qI40+U9!+r`yjk^c`u6fwrVF zwt-r))Q@$@az*U*lNL7n5Y2-62R zPgi~{LY8$s;ULonz_G@N3uffn4(tTGZGx2&zrQG}1o#TUE&J&6sd;ihR@0 zbN=!#e+#PITUO)k@W<+u8+a?vW7n_jsTTW%Rg@WFYP{t{S%fP&?_%xDXm5AyQ1 z_{7++RecdM2u5FX7-O}%&Z-V{r8X_!aQo@4^mVVCV;O$AfhN)FBljJ1|9^%4`q)k9 z-lA=$^AmocahrLyL^O#6$x|jdv;OZbI@l&OQc0}xwY#S$PN(&!tihP8}AbYZYWq9#Ky zs5L9#ti=P5@lp<1&H8Sj`J(3ibzUjWN7&@gA!Vi0I|ux6$duVvL2wU$8u8wp)wI8XQXcCs5z zo^Z||)j>s5KcE3z_mKnkA>t~;NG0pqeE2Zvy`ys0te7e2kr6ViynhK&gDy5C{KnTD z;?s*~80V_n_oC5S^UX%3^!YP6<cak{1N<^~QBLC7;s5=KI=9_$T$9!Y3=}o-$2M zVtnz{FLj#f0(w|W&11>^m8$}A3&py>R@w7U>gsl!z(U)I`yN4W`xF?CR9&DR5HaKBQj%50A*xyl9L^1Ov z9zsEI^1lXI+C}PaS}Cq`uX?6;%Gfv>9*c8fYCy7)ZF>gpXHUZSQd zxi>`0ETY))G4G$~!KoMf!bhVLT?c5k%2wKMKuJ43_e=s(*;iyo$*lgLM=YB^^5Jz43zxwhDH*0zv&)5ia%zC z8cCV(nQQ0$89;vOI-Vu@A0Tkpp*W`~QwFj-_5Zp6w&#vPf6~2=brsSMQ{BcT_Xpv} zRs4YHZ5qdXcG{ErZn(5IANX?bpbGgj)O~zm-C#^dLo2}z_V9(3))e@Zkfm@CbH5$G zdxPmTyuIJu-NI9t3w1y>qQ%0e*4wd6$=!JO3~qmiK3nTPT2 zvA%5NF~6<6C&iWladnkS-0=Sb(!%=kd3@#U4MCF8Fqz$Co`Y-LPpZX&z39*fRW&8n z9W!h=V=>on9lr3s2FKe$FAZEeJz=|Phtgxm~4)%P_Qf3F39#`klCO}5UrANxDI=JdC(Jl#&UVAkOXkE2rzmQm; z@W;dAv_cl;r{CU~NEC?Ip-Nm!pqW-6a4@_Cc`?Xz)JJ;c)}LWFn5)1&^v@2w`WX>V z9;v9nV_-?bWtjSF5uD1ShJHn5UJ&mB#E1Mr_X-Sp0Sxi{NLMfq&Xo9)5KMvcM479Y zE;Dfbx5sZCY8V9zbI~GsM>L=~+1n36pYJ26EZ!}jMW7xBhga$FbXu=G*TIk3VoGW7 zzDHX|9ZHW5fZg64aQDA*0BQ7VX?aDQ{Fmq#a+=rlW2!o&*6V?Ch8j{FI~CFNy%G&B04(w6PhiFdwVYhV-c)3=L#`;t=&UT3m)3x+`M5=eQ&azw2c07 zz{I{!53|U83FYLQ7Jjo2jm8na1RdOCX%A+j;&Z5V#MRm68$fB5ds4+!0Re0dV zBd&QmOuX#ghgJShTo%^R@ai>2C;8w4@k5@k;KIE@mA8U0lgM2?9;jlj*02w~5ai9H zNw=;TfR|uyjXgihf<3QSMm?a9YX-cRfNiUPfU%hX;K%OwG?vAY2i$U^ z$w8AM2c(Nt`guEjB>XWFkC|gVbOavY18gwV?ZHGg? z@%Mcr<2%01YbXq=BaQm(;Mau+OZrw@;Pdia@yDv4AR=2myCdvw2zgzg%w55_9}IDo)u%SIGQ0ahp7i&vCl z>e5FC`MYI9z*kn!xSCKDO>cJ$9;hZsi3_23CqS<45k5x?=5$p`4g4z@>*IW}h>NHb z)Ga{%Dj2lp_veul-oS7f?i9Bch`&J7&At*Xy6MPQW?+l4zA4etRmAH%!M2>QrD=&R zH8-O_ZruVuBN6D$sIqbmz7~A_aHmT2$L$+_BT$6`U7{=RZmv!6?sHu{7dNDMfMtAW z{uDuvDdh?OIL#OX<^ga=nSNOn6YDj8ZCBQiiwbZR60Gnmk0B4>`#9TQpD!Q8;HsZ1 zz&IoFar>ESQrrLWbk;#pe>Z1(gs)P#UD9Q@WOr?ve&2MG%yb=98B0E~Og*DTxK? zTxn2YsihHEa$$GByT6%x@4q{{-+brH&YbtW@jM=1)E~dbi(UWB@}xyXpxC55&MJ1K zP@GJf!p_IHHgQxqM25fLuDNqeeZdH0{Cwe0(8l5ytmWDFzS~pp`S`(8fo{E&!&bVx zb(F8pP4p!mYOY|OLJ^rq#VLnLv0#hu5v_}8c09wBW-rvIaD`AH#;73zp{iJ$Hspb@ zcscXC@ZC(M5{IB04JuIBiCWTRX zyJTt;?OKA0O9{S@m3;729UCre-Zjr{K3}w8;c3(;byn75`u5RUBfIMPQ4vxxR+g^R%*hw{`{A^m%prqMK7UdMgMh?N=`N?kbZP_<0G3xxmYFl4|H04}j zp+B2@u%EnD4}=e}lGzQZCPNZjlz&bbRW>mVR=O6S$2z09iS8}f475B(kr(s+6270+ znAE-8K6W=T}l zgmqhnR{mKyKR+&Z;~Ajn6=Xqh_9}n2)+g(K0xKqXaJX<+gyD~^L}vDI(p=>5&>|(j z)RUrv+x+>)f_XajD0CY~_?iC_!5G_P^_c))98xf4h;aZ18u}|*1O(*Go=!P!uMNx! zBn`(3tUUd3A78$O|AoIRSq5nYUT{AXK@A1@Y*OKV<)ZI>zqswd-#iaRX0d-|+!w#S z4tZo9lgYkCRF|n;6dEmADw^^vc8yx_`nvPBLLJrT*mU*AnFHd;nP}cf37?RXyI{u2wVM|E6%H|*AIf{|4#yumxJUce5^djyu4NmEO3a#7LCv^PZD zJ5*^pjbJU9yDj)ET<|bF`!}d$rz|8SPutdc<-cDmP`}}Fe~K$0HMs?9)R^*P zxn$`vNjZg?FytR0bC>nUUSV?r*^=GUzSsxUtdX}rpp{~rvyM-GeZpm6r*T=ZS+vN; zU;0CcS|l3jf{qW5Ta3n@Nb7Bm&5vEbBbSrgHJJCVY48J=V+jSuvB10f{3d}%3_u&Wxa$xvbybxD8ggJI_)z;Z`ft?uj!@KbP>JT+u&8q()tb8e*2DN?5upFkKrUz7!-bW2@Ux6M%=Z2@+Lj1l9?cKJMt5dCxH` zKrGmPV2PiMXIi+mYqu;0dg5>$-bTP9Zi5P1eO#h6Q!c+};Zb+PJZ(}re)r2N4iI;& zL{oecuY3^9g`l3{B+JPBgH;LGBm*j>eNHD2Z7IJQxs=m>ceX>;+8!S3xNx+eY~>!C zeZ#iB>gjMmGy`@>KaQK1fk=&p7wpZ}uJYcZ*JjmSmrE8xULy&gH+1QVmTWHnEhBK^ z^%*IS>xEXJkE+(bhr5Pm1+l}WH#@#$6Ni?aL*x{GUY6l5 zb#`WU&2zbPSX|p?d^2DUDq`HR=yu_|aGvdQp62|eqyy>STb-Iqq*=i>j*~fIY%PyG zDb4BESoz@C{k#Xi?fG@9&$ZZvYENV!@7PaQQQ=QLIK>Nt4`0V<_swC{!V6Qp zZFfv`qkB8z$?VtvU=K{oPG7Uollf9(75d`Y?~b!*0WL$o^20=R^TJn8KOe;CI$f;J zC@@zG-P|*qEiBys&u^Ax&oB5ID9%bhp8JeT7T%SvR?@xw<$+-iCg^&X1BnaLrJZ<4 z%Xar%s6`VooIASu&CSgoPrI`xVKtBGK&P)kOuom#uBL5_1>YC7{G`QgRlEP1ewdvo zwjZvl-rH8`0xPwQJ{cX9n_v%#%wG4%FFEeCNMh=fFrxM#{iUj%Qg`2pslVifi7Pq? z2TR|?F{K@pC!WmQQt?u(%is5q2Osz5SxQ{F%QSFp& z*vZyVymY(|xce{dY-i388|toI=)0~yDljc{7e!3Pn?ibZfyCi$O@hkPN1U^F1wALR zhwcuWW==|~{NG2y*moX|q}Drs#T52;^z}tPAVw&Dy?uR8C;45%{b98Yn5sk6I=QLb zgI`(blA^B#l(V1Fk4@-5!}ztIIu!H~&a4ECW(BlE!kk2F0L3?6mb}5C6p863>vrSq z{I#A^S`3E?7-sf0Xz$(qF<)1$i#e0d)1Ai;&P&vGpm^OMU=w5AMzqzc=Fj@zJ&HLu zl3IOK)YDh2Dc>AQLN0t1`5*Cj@7Us+FE)(3%X2q>BD=P5CM9HXzMc{5p>7KO_fMZW&-U3&o7kiH`lf$UZLcnWcxqT^lKhu{ z{k|c-5@J-SfTv*m1ONl8HNO>*ZQ0c%nmy)4PxCfK0;i-`u7 zGY_9J<|uaouL-~6`g%LsXxwk8;6jdys(-O%Yj3Pj#-Z`-a6$KC$wl{|TJXmg?CE>* z&$;^yBI{4vA5am;P5^=Ij{Uu?n@@hVY0Zj760a57KfA`Ic9s0sb^I6v)I>sooPZ*S z6b%%W_4^R?I<8$vhy#it9?@+DbOS%St^Fie98a#d`1N=Ym@ZNOL3qF%Mb9F>9O!AE zI}c3eE&1ku%{}%^GFg8f@>`EI?Nm80ca1R&LxXE2L&oedDa)(0Uz^+p=TqQxJ_jAV zU!~0)=`=4tT(HRCNuQh)Vc^ZWe*&c}--5cA&=z|j8yhMAV`65l2E+3ld$HGA>~;9f zzCdf8FS_dej|&IwH?OnYf>H?epH*#y4*{Ytp4ggFJs#J|6qYI%?RNdvFWH=NMsm)> z1LBZcntNr6+8*NkF&_-zGN@mK#3Y_|ul_j<4t(LbXh~2xy(nK>=tU=jn%q3u*Wg>+y%5dYURHhWu*}CAhl`pHC-Y%f9XAXV~a~8>St& z+a~^T=;o^T!J>Z4pN|#uBiy;M&@m1LW>j=a9gcU%(|o5mI0*G$vAgc7fB96PlX3vD zZ(}&*cguSk_ZTTbP;59*_GI-_b=??RjJ5noXG`;E2U2rt=?;9l}DYYy#9E%i)IT$2za$lg!S z`GXEh1@?W6znwDiEsh^?ukMrSgMW>&d9p~?>=0dOvQ~bhEgKs?j4j;D_lXaaM;iab zrtfz>5md7_LK^*|CE&+D4+b`_5?$ty2$yAw6J>-=(44WspYA7#Vs7sg^;Kg1mSiyd zPjcC$Q-+BsQ;wW#G)J!KI`jxBjh-na2(R~ka5F>U@}doam~(rxI~^Z=ZmBRxd-s?5 zv3?}U2VKlWm*P=i^A&0AIz2TEgk?a{kAGDvFB7IoyzCFqa1?O}~q`Fo4t!6wl3F z^6uYf{^QofcX6vaRaJ7?@PYUWQQ(*EF@u;TPB;(F-Ni&*e z7_mVAR&cLhyW;gdHHGLTjA~oF5Z7(v<40&d9zM9shI5Ug60*>5izcuG?Y9ee_j9)S zWBudfA+AlekLl$1kj&ZuX{wc$-1Ny&^j0~icKBJzga?ylqjybgq zOe`!!vc#u|e}?KG-&eVCXUWDNG zs++iZP@LW13&$C&O5A-B^L@u%ca10_g8HmLObus0DSB?K8F)fma+3LK&?x@QF zs*Q$NFQ?^qmkYSoXcnZ|gq|JFvK7BaR-4{}k5S#wKW_Kj8WCvtpv#O-jg~q#GVNXF z3A@U@>V%`VL9_i~rHv~(0T(Ml8oKKJ znES(&ctm0QZZHyI12f@&AF};RiA*%8IgYUi+n>7eq2U6$i$iOg$|$@P!&*O$fHZvU z?7Gb;@C?42XQgv<^F@ip!AJ)br`Je^EyP__jgTcs-1Z2K6T!YpSp+KLOeA(7TTGWD zl^lhk=`4PUdmPlEMHbaATGp6d&3k*`20He^)BMR{BDMW>6m!e3 zE7ebo z|G5zRSi;@tP>ms_DiZOg*V)5V`VUSY5}STw-)uFcNl$~p=)FlttKU}LzcDr{|Ag&- zan7#*1kbJd z(XcDMXKw+Ce7QqQ_~BV>Vun?LqZbzo{%M>L8_)xB*-PlbA;X=MVUvJGAuA<)`Z*v! z49<`KwALFh$B4#&xJzS9IceFjTgPF{Bh#d#UsTuHPCTnm>L_ zJl2_l61W#M&^dnQRJ>8#J}@dRSAFAG z#f!w708TfYMl$~r0PmR~k_FPBY(f75etqterFNkd*r~{FWeW<5$0$!m|8NyX3w#Rn zJcUg2Mq(Gw$!veArHN|$eMR%Qc=0EJ*Vk!W$>d>MsXjJf&+w<~SJoKxHYD@tRej1D zTDo)9o9&u-OF$0|Ma8?TjO0^-YRRP9EDr#rMG&1^6Bikln9~?bH1B znA2BRghZ5crMQ~tthpDFV##>TBEE7Z{mr<%!|>G1By+kcxqX*TJl{aPd0YA;B0@5E zg!({Gb%7cU_g+|D^m^0KiN%$Nx53Np`@*-e-iz<7S?@4Jfm*J0v+xB0U6~63);su{X$|oPEmU!&(_hzMfaq3Pb&E&w;WpYY*Uajzt(tbExH?I4^J$bo3n?c~timXa9aOJn!d+&6#ran$eAWMA#U{Wv3R-z6-ag3{Hg(c_SZ zVN1~nD}IEey7Ey@kT((m4|CTljL-EchL+nOmByXUjFYuxNCmCF{6v<%;ahdjS|seu z(RyilQeu3R(buOwIp}q#mVD{%_7v}`3(HwzugDH_UPSQ$x1fEf64RSJK}E~ImY*MY zAazai)cU)HOJ+!HwvHL+xg*GK5g5bb9P2u6Y3 zj0bUATMP=Gg}&HSdt{Cd(r58?)a&q8hkmqpw&2#mWbqV z=^aBN^as3@%t`x$iExC5M*2(arQJ*Q)Y)Ar$7J~5V>*-+?TpVF{+)ztYp*F~4;&_m zyT5qEX5{MmC!!yjiP76Y1Db*}qAGHqNt5Z@S3D>k;8ToV05F+>hmG~S4Y5&OYwzhn z6qn>RXPT_nnTV}61Y>nad8Y%8sY4&S12f70Y%uF4$jCmpd>TW~GtMWFadVxuyTsnT zH-A>JVzPt37H|aY!ZPxRcuDck3B$^=ENZV2|R73NoX0xIARTh1B=K@b>%f>m*B`NyCl+up06JUh2esM~OEXHBIkUS$4DkP2Babc7^`&oSZeg(Q(5HSaRsc3gIk^$~= z123&Z`tFCev8O?Mpkp^g+t6kS1s9?^TFHNICiJim(nL9+8qFhpWsxU>$NkIocA_mk zp0C+PE@hruSII-0ON|#=+!ouWMDJVr6VtMO*M3(2sru@1LDd9^M2vaQRuofg=XShk z{5qkbFJR9K69<{oLN1vuyU|1(WM98YMssW^IQdAW3GdEi$y;Rho+u#<9@ z6N5VgXt$@~p*kFl5fPLWEm=eL}2^uAE}b0=lwx-!dAc8O}# zW&rN(4cS1M*5Lhj8N)fEE}}ud+wKXH7pRGe2RjTQXq?_#1+6PKhM_Z`fu2tyHvT<& zWc0C^!N;e3AeYzfyL$I__KC1ELYIQJ8;S=`Xki_T3tY6dCqDRy3fa2L(sf6y?J-h% z(Y3c;b5$jM7haFYYUQ`8aQ@+R)TM}*YFsToe|!&4u_D6K<(IfMK9#01|6%Nz=v`FN#nq9=h4(?f z8J6WSuXJeiG1EvjVY%bJDH`szp`8*D>buS0GyGf^!e?UToh}pS+yn2cI70iKBI4cq z@0Zi{iqk|#l=31I)o65$YRcNt=`pxUtvM)rwyLza|HVSL$9H#t3V}X_Wl}m?qc2fZ z!?=0ta0iKcpD)~vPlaUnZ7AZxUG;QW6h0Vx66}K>)7#|9dA0zD6oW~fX-K@d`0K<3 z$2Dt`fP?1p&L_Dod&Y#Q1)>7sRp{z7su%?RChU=U5L&Y1&D`kR&s52_%{YengNK$s zP7Nf_zZ*K>LYhbU%Y)o8yph-N7jHumaLs7g(J`;UZK+&m+H}Z9_c$Ev0Y>0}K*Y-d zV;zud`!dnMunEo->{-536;FP{t9o#hbqk+6^vNV0<~g~=H21%FANY2goO(FteAefs z|2|Znu4=9&n6bzWXTA6>S0Rk4+ybPgw{s?y-s2PwQSpl$9`ke<&op#l0-D2=OYm9N zxeBOtRWg_RWf<;3ta4mDwK|#sVQ3ig-_*^&=5mScICHJMx_MhhiQS&a<*>@Pnuh!; z9G)lD54(t-xpwUe!OGh6K9)(|189$K?Pz9vy&`V6jRJouig!X zh`;=clW*b>b6B~%^n^Gj1BBvh%FCGu@C9;6@R`IZ?p?w)%#%S$VzSKnv)MR%_LSx& z+EbN-UI%7uGE16Q)h(y#xT1CwIts@Yx@>~i14OrC|p?4Vro0rU0(1`8%bDZut$F94XoZVsi~Oh z`Lp$62ENyi{ldOhovF)wyzsVpVCKRgYdO zXlLQaSpay@r>7Af>(+Rsaw)1c8kg0N+S6Nl2>5VT+r1uiTAXP3q0d+WAC3OGLq|771cx4Dq6EV)bUz$2@rkF_0>wW~ zjFq%GFO<4n!s3BOchMBQwPp^fFCFl|6Y6x2xl5BrUz5)NeV?J%Bl0kx7hn5HZESCc zNm%#vZ6*zWqMcMf%MdwzPEvsKUFz2f1?;d`-P>*G6K7T__OtXid})BD+T2MYHCRy- zSkSOSgoI$A5Qj8KaJjLJUc9;X9?PZsTQfU2oCW1Hos4`6rgMU*pX(9NWX2*t-SMT( zgx-(Q7-nK=ee04dT`(q2ytJ&+?y#ye^TF?@As=NXn^X!JWtgaGv1;Up?x>EW{q{@R6ft44wQ;#`Q1hJQeS}KZ?!tyQ^@!%NQw7XVubTwbh*j$i}9ZoZ^K?Za9`t%TL&@h*IaeznJnJA$T+=) zr1(9C6)`Gw)Ja^9@K0MxY+>-8v!C;TrUbtn~bLG^6SobqP$027}>-)W=dF!XKVAl%Cxn9W10n&Xb*zhkkV zV(P?-T#7Lkp2*gvS?HCF?j4Mi<|K&BI9RuE^3_SKEl|FTuGL7!#U0 z6T>~=0#?hijhAu(nx2}m^nt?)Y&PWApVNh0(1yLB(KO6a_Nep(Y;T%ODa&wN@@_5l zSo|6_5^|5B;_AO3q49DhKwU{GtaBfN?R!mR6yy}m`n&-B;DLi^Q_x=Ei}WODWj~xq zKSi^EXLV)F61#F*aH+wHbigTpQ*ec6%L}+Wq{p1Y#L_R~AT-eRty{`-7&?!KNKGmF zEb13cIr@b$5$ap@B6@*S#B}#e{bS>qXkg`8GvjQMp^^>Hx;!w71Z2=bQBnglkE2ia zAm^sGs9aiX6#bUZ?+s`O1oU>?iJrI4HUQ3u#kZH!KH%1gs{-+IpN9F| z_$Z7E)VyEHU*S*!ae7EC9H;ncc^;B5dr8hvM{buAH)3)R5xbqw5l@dd`Cz0Kdj5_9 zgZX2FeRh71Bg+&KkEy_g+-0=zK*Sf^4#TDrRje2&6~&$kJ+?07%E@OqT&}lX79xyy z6D&WTmElbR|F}c7&CP#ru50oq*S46mIpv*8`XNU+5MS<)B};m4sksA%mcDBdJ0(l{ z!RPxn)uF&)^Fq~|bQWOTrL2K*_X2`^vm2GW-Fm!x1;9QW;h5k|l3)-azYVJ6das&2 zU1P+10b}{`?+1=e*npG+YZp+2f4PC zqmfP?*`a|sHNrr(F&GyIt+$RDvZ>Z~bFDHi>82q|vI5MkqC1)tqr+40a#o_v-gj8! z@hb)>ScE>{0Fx_FKP!BX^L zqI^JUARtoQLuJ;)+oUDpX@4hp!jcecHLj-6#vSr0^N+!A$lN#(^JJH1VsFgm3)69Z z4%)cr6BW7Bq1J$^?ULTAPUvrmPm=oA%fzy4khP(YjP_z{r;)T1zXN?2fcRgx*XlCo z{RMlM)v|1Uq=(6sFGAnKgGyBq;EVd=-Rg?oe0Nue2+T!=MLMJ#53UWY4ep(j;Pg+fLEyc zr79W!?h%1{gHbpK1gnmkZ-uhoW4v-lI&ts6Ajm=pinzgQ4%+%IkmDQ1p-6$06mlMr^lKdO&aqM${V&n z8J^$Nk99rS$KbwKx+d3CK9dUcj0hEZV)lMjg4yu-)Qa~vt+?Jdb+{$MrpY$%n&TKs zvk9D$pG4IA!)Wyn;@2t+)R0F+Z8sNhI~HjlO{Q|oi}bw=nca(%B8UE%Oa&VC6$_s@ zySl85DuAEvkS6)zeC2z_)wQ8@7^~bql zez1SObRGo4|FNAoZRiWgWXM;ZXNIwQ7%HVDOJ<9^GYWBtN4J`g^>@a{fvz-eE$`|1 zdH($c_a6V7(ngqEzzBt|472o6=Pb&zn=je#BRTf7$H_~J*V!tujiH_Z}kSFoGhI`M{rK$k#QC>9e4UwC0AbY$C}Zg#w^%9Aa6T#1rg zWO%-iMBN(Ur1AcaeS_aB1Ecr?9QQ`4IlkA!kwz3UPS?(o|4r@K1fH-ro+e0-Il&~9 zesuiclPS(pLEpU4eT*$(>J@#2W!(hpIu5H0kBuvJiDF|pGdY>PUb=7qxHgGYoumKc z0PFZTCg%`jqxVI)%!e@J?uhcEf)z7Wq>B-DXcS~l54!3x#H=Y8uB3mbjtB64@61oR zgE5DQEr@*O<<%S0F<`wO5ebvI&7y1PM^HWlZmY^kjq|~5@vq%VWm&wds4UGun4P-00ubhW&Vx@l3=Hn@0J zZ0?eC0{^o>JZM>TE+m9y^?I8C;zHp!zwuB&I)yuKDVJ7PMTY-2F#h4!kN&L8R^nCqWxYH-P5ef0=l2QHm67k$s95|8 zxvprVP$lGtr0UV#>ep-3QRTY@IZu9{(uQEK&-W3y;SLseiFGxzPTz*pOkMcz@5M8~ z`UnSGEW>F%bnQB2_j!+?oJ^weDwO4n&^!4m;My<3nH~#zz`7dIrJ4WLHeRIJIQA@W zLz*SsFA}2B0FhtI$3t`UJY_so;}*4Nil7Yru5S(@HeKcp`%bPZv3$Kh>hp=w2IUr* zN=*YNHC#Pv!+dmbzN_*LXH+CphlnMgjnHSf2@Bl@&tMJ|R#sNX3HLxlv;6xY6g?oY zsS98YozK?(l(*WW)0qTc6mT1Xg2>krEWJ5fk4`~cqCVBc71~vRFSH03XmXrP!JYCB z>*!21o97?X&?c=pX`tyN)-N$Vg(!*%o#}A{Qa<5VdT%jKS8Wn8UvvxmHU}*d6hWbJ z*Wcc|{EZW0e<~zeTU*EeOL?xH7<~>NLDZ|E##a9X{3IM2!_Agcrs2Bxbh$3i$KJKwKbAx*eoFsX`ZK%S z_Yp$=c6PK-v_u{cBdzzQpY2&@*Eg+54>J_z$i3zMLmSG{V%SUC!||2&^|f73L-x8m zThHDNN(%{+p`3l3H~XZugusgi9~tK#GKId`_pxzdCL`#fHkC@62<%btrSwE>EdLMA zWK-7tllp2VI*>iKb+95R7rm_tiFrz{953Kc7ZSYbIF+aY8G#_!rUIM7=Y6sN6-tmS zQo6#6v7ai-4X_(bAQP(R9%Oaey{I5uhhew|OY#)95ve+{%6lrpp0eFQTYPkCRs-tsjPdjE~rx*HP$7pUm>W5FvlMFkmlFgA+OKW2up=E75b%)c(t2Q*RK>6pMZ8SaKMGu+?3o zR?m^V{=GcIy70BhRY;5>o}W!bW1kv5lUhXO_fZHJ9&YCaB%oLC&3_p7&xpZR8S|Xm zr4cK@&7>>G#AQkEwf$1hmvo5`9F8db;%Ff8om6-h-wJU*TKd1lfgE50PtR5)y7_^XI z^g+wnGv2p+psoxS-!8p}yXBGt?7+Z7otY-S+t28lvRbiMSbDpN41YCsji`=r1PJX`F?o1odIrbU zF%%LuZoRd?g`Sk#c9pRezrz-scwGJ%ofrw4o)ItJi!O0jp_{3uxhAcTM%K$DPvE;S zMwxGbEFY!z5friI8^FZx^G1KsiwvBGZ5$ly_Rrqn3-(0;Gr21j8KPVOe>+7wWa1n5 zs7;)kpfNrk(V+-0z`g+B3tSI>qb+*4QS}m|WX?Xlz15we(LwbG`#ui=fbs=l(I4rL z&Q@)hHzvLcn*Em#D6_naHlFlts@B66t=u~L8UxE&lz}DU;=_22XBuxxh}wSc5rk6f zbIvZ~jk89at+U?FFCYnwC3YmP2&Ue2f^@xP?D^oer`=Zswcfam3AY(7n$JEfX8YD8 z#7ox@dktbQS|v24`D{?5CSLd4el(HGGqLsCwg3CE&p)zGf2#SRBd`P;0_{!b&Z5js?pqTSv5M|Qs@pbHZ{~3i9I&ptu*zxlV`e2?`dItbTAlrlM~!*XCBEr;9{u#_m&r{g((!{RbAfbTRJ z6)}G+BLbNS$bIQJotZ2ler*?;Y?6vtJF89yo$2>4`&{bg&rHn^|1JJn-cOXfruLhw zz8H*(-aX6ey%nj#1LWshRb>?dSOTg1!t!A*Fs^`V<>va@9`oaYM=!y4Z{h@{pz4pN z7wgng_~u>y@qvuRUSVO`Lc6e^Dp7k1tm>PO;>N9*d^fL$I8WQUL|ya?cH32OrO=2? z@`OJAOy}{^Rw%}F$$PtR&K04J4Y8QATW~~Zu#%4rb#sJ0-wsks1+*!C}pL4jt=Q2moBCWM+r|fzBK*sd8ePJ zwhI7KxTDtTiC^aCqnf||W3?XtaKoRs_F^i3g2hZXZ;URoWU5uN@O<&+Sr;JhnN+dE z-&M#@4&X%HkbV_B;Y5nE`dJp+UOhtmJgqmu+RE5ej#7(IbY-B>>V2fDOBajoB-IK- zy&qB+`uGd1C5F)|c4sN0^~gqN!gb^3hn`;g?8cj|*HAe^bhplhV=Y^!Q_bYaJZEi;{RO7Fx;#2GL7w6(tfF@Nesb#jG}E9dN)l-Ns+aQNbNalF@2n??la`M~on2W7OmBtCzlIjLY zG&w~2Z^Rpp>h_ZdoG8nQev_r){g4ds&ke^4$56EF>B(ST%nH6;z0H$IfQm|WP@4F4 zS;`#^IZe3Q=Z$@VeU9p^(UJ^aokTjhvQvxHj~~27B<73r@lB9aN|=`LTeE-46`18O z!0AQ}bRZ85v8q28Q8ZKU@UPG6xZ+dxaf|&hHUf;b{a%OMBj^$Yi+OdZE!9nOBZ#R+ zaW$>i9|^{9h*6LlG&$|Whr&bs?9hnc?^cjNFOH(WJ%wkaf!P?~LTQcKxE{F%MQF%S zm^8rQwwu8G&%P2q%nO!_SG*jz=L@>+W;x5Hz@d`*^H(9qA*mjt@E1FtX0(3*rNFW& z(is)HrPI<4sa5XGBP*Rec}ih zuS98D84o{s6jIRi@wxN(?$u1obIp4KSL}cNh4O&nj!O!L9nY{ClGS73}l#o*(nlqs#hn=R)^DPOmN9HDF zbr+^7NCc15CzEx_#j5FUcm|Viamegj^CV60{6Q@rNPa(ilasCUD;@}BS{wTQwk`V9 z#_bw@buBKskYqXboXQ2@FL5#Kjxs24wp@onA3GWkLGdVKRf~W< z4hVr<5cBu)?OZ2c)kf1$^hBPd1*zQesth_^Z2grVE|DeelW-8JkNAmH1;#DpaJ3`> zVk*8y5lV%^rIG~+q=_lmc86af3h_R?QMH3*=jPi>8$pr{aGs8GEs;$T=6zc@L zs@a%{W`|ooDVuRNu`y1-zSy@J_(p=(4aYK=PKS;EQnbnf$+H}Pb>MnDsv5|>RpaNN z#p$4X;D!Y^SzU_<`jgLbp++eOA3)J-Glu8jn}UM>`bBLrZcq64WatmDelvN+V}%`D z2Tuz@nP~&;MWT@T-^+5AGvk<_wSo89A~GAQC{?GZ<{^(qK$*skUkhm{+5y>gg5V9_ zCBH+^{_ip4$sHvl@EIm<2p~MG{JyZ8{X_4!&@aVxuDC7zknL_+gUo62An&ju_l2!K zXa*pRFsl;AiYgR#CJsTCi_sjf=DOZ0H8_oI3IxlyI*<<(Hi?^jL7>-f%2tbZaw(1` z&G=U9f@fuIx<3DW(R^1?Lh7HsFeZ#lN=-^iDo}*hh8gpKPF&s$Hwl%a`URW;Pbr)W zr(OyNA^eC?0^%5Nmxh-VChVs`IfKtnt@uoqYy*FdbT4h}-ETY+k9|And#qb5t>utA ztc~|s-3LYsV@a_2^m;onDUjrNhTK{A+7T$y=qZqC!le=Jwx z{Xwo5VlOeBD*KZM3eRC3!WIC}wNpUQc=#b(YG0 zenqdZpoLO`?8;l zMXohO$ioR+O#UX@KQ~DL8)tNp2KZQtuizE{JpU-imDvRB#Cm_tsTjH@sP()__Wt1xL>`J7V3xSXwnpu$gZ@`n6qOUHa!c(Qmz*B>?!L`^2dh zDJ`%ZY=GTV6kWaTuBX=?A^mH=1L=hH`T3XOH8{@mpO=#|H=fAx=ejPIA9+&1N4q8| zV3WQ;&|0ibzkYDmVVLU%Nq8$$Kn)sE4|v*V7iYYhu=pEj%?*3I%bXRAP8CJyxDz^F zF)mep{eDfRz$<0~`hEV{qJ8&+87af(d5jg!y4 z;QTihXNp`yX+hfW^0|-0Bvx8Gi2vn^X*|&gdX_pTA^CjPG1u&8J1lB4BQz+o=@~AK zDWeu)4W-N>CGLyAQu!JEAw3GvOoy5<0lG^ChA#?Ps7CBV(Cv*SyJKTS>+Zp)eif4z z+O7pdTyEw=x9$zx6;~{Z_cGtabBupV5FfH5PR<|t;1h-C0}Tjme7EvRyLektcjCfM zx(0Cab3pjcHmczLG$E2dZ&!0Y;w)aUVvB>d2p|-j8~d_;b;ThkcX(xzVJok?38@NK zS%YLJb{E}~Ah&*d*LN#1JK^(jA&FD)dnP<7*6pnAFV2PMt(F?U^ivL)V+?-Y(P30Sn^|8Gh)hM-?vU7j947@uAVW%fy?PC zxy}|vg&JIdGDA=!x|=azyJfdO&Bq4*VIV`&x`b+~gsJle4Y^>LpL)LvWq3oXeCpni z77Cde;!%hHk>v2scf}Nc7$6T_J-!~oJsN|t>4N?ZJU!aDHjzATokqgTU8GKQ14X(r z-lPk`FltC$Sho@v(u57$e^0x^`5g0yCU*m~M+L>7dG=l(LnlP0l#I4WS|0<|u2j$X zB>6|D5s-AZq*Iu*F5rhM+$8>~uYp=%TXQVhe3S(~HBEH`e5LdaT&RKfbnMTmxx?ij zY(rsKQ=&Zd9U_4ty9~&=6MM`~{EiO`I#IrG+w^O{W*G-7CZ%`8gt|QwPyInn=J-sa zCgd))l(jXN(jD(rky6#(p&eG~6s5L}@a9fT-pW>?9T`D0f4pm6}?ZAn| zVBTD@kHbFDo34}{&nnX0!dQkMR07s4H{EY-Gy_ubG7aS3CWA4n^~qZfX+?r!V8#qd zPB_f<^b}fJs;nz?HG~0^?lJnl@0I>dMzku?lVkO};@>?ND?wEc+#KOB z4t_$>S1&iz2e%dU*Ps;Fv`CR#PDLHfZ0uUx|9iSvwC{UH(`02g2FL~Ja{S`>h(f@7 zqlY$+TeBX#7Jcr1QYFS;IN>c3G#aD+b{I%^xij-k^R`-m4*}}lL!wZ^1=Dlgi434H zd(8|FzXqxPq;P7FiB)GocpefroAPSv56{28eMqXVDg=4Br=$J7TAq0Md*pj0Ol`K_ z&)|>nbiJzC|4?<7L2b2Rx5lA3#l1kW;>Fzx6n8D|6bi+iAT1P%7AWrSUfkW?-Q7um zK$4U9n7GjY647Yx{h&u&*GZL?!C9^rlCO7 z(}19~2bYuZKa#%$dV;YZyvC%|OW4hzq42J?tQ(#!^z}5`-*afbIObeebJ`Z&V<5=h z9wACxey40z*1u%VxpQ#ES8|g7btu<0T08Kj+FmA%mys8(bmMiHCu3Bruf53jcY*rS z?{WZ6j?8QMttlk~=tKUj&mT;_a&mpW5c*plhfqW=ohbVlJL@X6dwZLnXKkWDl&x;8 zX?qhC9&w}kk@v6Q9f@kqlkR%w5E(Nme$Wh+nev?Tjm6UmY&$va?pUyPd~H8AU}r%L}(ni83<3b4mXr`x93;1?z;t^ zr$-;VVd92OnEqkh{w7dI&T~=T^tW~?V>A+P#REHQKQBG{P%A(k69IQc#=0G^=ulP- zDM}!IkrEfb3f?PW8K?|z+Ks+vEW$=}9WQ$2AXLWcE>sk{xWsM_a=wvR1xLIW4~*&l z1je8&8D`dDnEb7OxLveu920BUs{#eu>^duzy2va;!GGa1pXP~8Jn52c_+%EE&)v10BrZ)VfT4>f=2$N;naVf z1kHuV1XIpr?-0R6sJ@hBb@XHpAMgy~Y{ZiTG8y7!{TYTmYBv!#L%~0fx1Si1;QwC| zB3Yrdn(Qv`Rr*u^BSJTU4#>H0_Jh!2qH9pBiJIJh8_Mcb>r1RBS-P=DfP33Ea+! zNwktA1|8VX=E?EEs*thD`X#qdHz(d9tg;jWo~n$iJqtn23(&5lY>d zU*G3CeizQtN;!9F*&>tfz*Yoo5p`D-wJ$2t{{1@BFm(DuV5m_Dyp;m@ zpqpY%TDLzuA32}fSez>1-ymrIbv^X?eunP;LuM5e_j$2~o1d&~sllqL0434``%e?H zX<+c{KJ>p7u}h{n*tyx5M%k;`cPJ``e&s7`}nV}AWN5_ z0-0`#XBVuzSLjY9zbT9>Oml4ILE5i(5=oL2Fy?FhVh(6SPcnJDc~S5Yf{^ zHp{$E>;(Cmp7{jo45~KK7^)h^F*P z0bFnO;!wLROH5|_?;g9Q@w((q)u3@Mp&K#dW1xromo}~SBEdjc zIiRD9sCqhlUH#v^sD0=yH{es}7Q75Xf$F*gsq=rP$ z&r?A|>c#C{V$s}`YSU_XN;C`e%P4|?>$*b;b%F+yK#)PbgWVgD(+aQevIc*zWN$V* z6c*SE2qPWHm(=;5ntc%07!`{$<}TRnM@4Ya`lT$QKJ^uFcUp2FOACz`dz}d@Z8@`+ zh?Nz^V5Sy>Eb#W-kH?AKVXXR%E*b4^-DGUT(;Yex#}1j&_#M5n?L+vgXP@n^E4OcT z=F`0=h#_e8NRDLVFZpb2^ zeKsckFe)GHgyBgC0Y{^B+2C(+|Ds}%lv3UU#jgWvUX_#m*pxAow|WXm7>AjCy+Dme z&Tvv|PF14&-EXmD{{T9-m$;K?xot5+1h(5Qk@bLaz*~5G1J+Lq&i%V;-O4cm5KWI4 zrPO9}8n!Zn@~&_QA4n>rV^ITc``>S@?h_nr?PqizKMZC>Sk`NVFVkCNs`5! z#>AfxE>qHd?fltG zt;LqqF%$V&{}kxy_H%=m6Sf%TxX4Q_&(_c(m(p~&=gLjB88h|)cT5nW+Q+lg(?3Vy zjqC?)eopzrX|3l=H40w{KaizPSX4`{2gw>JOiuy>2rL@%Xfq&giFUYN4lnqK*eN27 z?yC~6(R&HYQ1_*Ia#-0EY;?AH#`Q{PS_eLFm3XAS+dpl$BOcB1031|WeUQ;M2R7u8$^JUTos$@b*ry!voj~?R;aZqK@rni~z6WmJ!k4(}# zd{|m{)*ifHhtm|jx~OJi)&&HiB@{5CDZ-c^y>@^;`nPePpfHT{niq7m19*5$(q*mx z3o`6AqEg{-Jp6If8)mp>+c=KX4Q=w8+6bM;dK=0c-Dm&W!2Eal^8)K`Tyv}eUZng0 zi2IEeAP`mp*taY6VNO@iHRR;_8=75yKagQkePKMb@b9G?GQ`6s*54q8J(uUU|AG_Z8A$Ygv z#Mori7&MaAxei&779V;ma-vpcjs;fJP+r~YN2oqZ=|1-q2ZkY^yqAL4Eidira3y~y zyj30`13hfBj+VYIMc@FX)#@5J=e_i#laK;&2%d{ogsp)&j1NOtH{6)q>rz^+JFo9=llGDlpU8lyF zHV&}fe9G8&Q18oV8)=*CUr6wS`3+)vN8y*;G`w2{P`npD-(psa1*nV@*mvtoR=Jn$ zha$&}K>rzu?r_8Ta34^9TO$mPbSVS!e`4i30TMrn0wPt)%6Vp&wRPK`2mXvzDOHVC z>nc5z6^Wr~u(27W$B2kXLJ?gfn%dgU*K+NQ6?@2uuK&jrCXZgNL=Pf8A*>7TR{Vh( zK`KT_tkV?~(;+v0_rhy{%T^2xbF7IZ|b|0s$c+c7FUy`s_ra zzy$jN2DCUd5(_KIrrOhtam!7wy+p6xnXirJv) zPh?cXShTu3+xpss#V*2yk=1uq0!04I`F~BMG;enZB}0vZ<3RFYPDPP&+N}VMRPv$9 z3(Zmuxon4DTp&+W@IaW*jsi9^v@RH*JedOzGdqgF#ni)GPx5QgRKG|P{q)iBcG#=% zMd<6#JJPcp4cOPsGe-sga4@Nm%04I#=5}=a)rXA|NrWxtqb1Lo)rYn2*t|FMkJv;Q z6Sa5hBCmQky&1^3l3itGcCcYON zWZKL1n=wb{DTdU8DVUsd*Rf~qm2av|y`*fV|6_6pr6@{EFJF#?%JZ|r0jC!KX;u0Y zTW{GIO!1$jQ?^p{7k*X#{FN{p!Td7EFk|PhIV#e{bBa|R;!5Atu$r24(d~|queRiJ z0v<_>_Q)BkrOYfap8R*s>wc_ue-QD~W^yievb;Jupb@@EbqWTxsTxqeje^9>6NjVbcX7u46V z*EIH2WBa^N&C7r~%){w3ioIQnyOmPq*Zh{BVCDr$CLS;SyzlkPGX3&U}-aSqOi9JV-GO$w(PMeEJsxMGj z#`V^Mx6ftR4XZt3l3|QD*PUSdO9u}s#=?dH@Unst3UuqdvGDqQ<5%Pv`B#~`*_Y~lg^yXx*t4%=7E7V4-a{uu+t8o&i~R`A{E*)D@#N7{v0PnMUk`1JR?)!lMTK{ z8cOC06yog-`|pz)&<>qj2ZRqIxZ@g7?3^c>E`TPFc4RLliu@%#x_;Ng?gR?Hy#Mb@ znP=Y7kDsum_(j=&vjS%2O-XcHQpgdt?*a-l44=K7ROO*ctgx9Jo^;%=tkI>*f=VRw zXTnWE2nth0+8lEmA7$qztF+>P*RmQt4YFj0!E0sjSRd>rnfYH1+0#SeWA+BZxRF^QSv&QeDVCQ|3fspT_`xPKd<}H2j2J$Fu(JT& z*N;C_68VQ{O?loLs`O4f@{AEX|j+ucmNnLhld{z#ziRYNnQ03 zp;il4+R?rrxugQz3u%FRp#WyJvF?5TA^IFxUcjuouTGYNs!koS`Zv#+g9=6j$qU9i zI}Pui(@TrmcP9**qL0ORy#BrV-Uj3x6c1)u$brlriX*|5q(>O6o_J5_&-Zt4$8w0% zG+;l#DK>qIVQ`ZbNy z)e}r#T~BKl5tZB$-$mx^nv{lZ84o1L`|NhoDj4_%u;D43fKWIQhrT3#viT zPt_YIs0C}K`CKR7A8kGCCPROSM-R@?%E(PVSn#*Ujyyi%>~(+AA90rtBT&r-`wr-QRT8xPg3d5T9<>1>m#E8?^auuSJ^X%HQDr?;oK?DKJg z=Rw%~1#j)JJ>;GIxdS>FN2tB4t4o?FV3rggEz1o4zhLMey zi5zH2l!sl=&$)xg9{MWxXZN=b3!qxdHFyVp+qkIER7(N(w;0NV~a-fMx*4+Afj3;mdm_58n7j$FIaGwq6;B~^J z#=z*00T&oH5+D7yoo5BZQ7fIlw4y5l7k^mN66;5NLit6Zkp!8~v#Oa&VLKJE_@U>s z{Io#+Q|odCwC?)e; zpklE428f6Gt3p5qGHygjdV{e|%SM~vMD|flFTiB)mCPDp@{JbJ!gD{vLO1SjiYfqu z$-uEY+*pR_JYZ|%fZ5f(^S*qV1#rOr3~|qFo2ziC1GuZS@d%JcVx5{Pu)=PLhxKW| z8yBt^89O+jhnovwe1tv&yqvzzffUEf%Yrhi&LkIp+tE08xd9Bll*`rOmT?7F@7cap z8R+8`!9&5Gh+^wABCW1%C$kwQ$wIE-r=Bb!377BqS!gHRJ7@tqTh9#J8&YvGrG7u| zQ`{tsAn<7mezIpRaFOy4xxZ;YC@qL$rj}m-WTvo~6aNP%VRL(fuVZ^#Jq$lgC0!QM z2HJ#_R5{X}Wf+!q20m#HFo;S`lLnTocC^~_`Po@XBSV6_E5yQH>#S>~4Bph`TRp;; zLL#~TW!4{xHt;Q&rueuz+)CR2s4)H+K4%^FEt6L}$CTshHD{bZ4mYh{IKI7tn}k$A(=|chTEOE@7nHk^FQzKyi5M7S3=B~!0g#TAo=Knmtt`NGQ&++s#hGtDR<}= zf=y=^DrS%}E(4IPH)oao6l8lkiZeFG&z85cUn=@(W^V4+>4Skk-e3?*O0t&+!bJ9L zwf1>?n+W&UZq4OI|IZZMMcq7`ET=<_v3K_vV)=RO!sp9D5nB6B@en-nHu^fh6RMLg;|8GRYYXV^_QupWnRixHGnLCtWOu)boR54S1o-l zxEE*Oe++NAc=$+ACW54fcYwTCho4sbkz2A5D^L4UKvlLm|1N*y4MbC=?{WE!44m#+ z|8|X5^JRRoLX!?Nyq?~C_>DYm#ag1|0qobM3nBhvZ5<)6QwdE6=^-A)a4aUa@LZ1Y6hF@aeq z#$;vtl+kWnY@_mYpAoIU`?V^Bvx9(maHyB~h8dqp`-7}BROZ=TH$s;+ z9`7a2k+S8>ZC!gZD{niJtxYs)>{1?-?yVoW9zk$$1i~)-n{f}}D*)yjE)K1h)$UFa zL(P&Ew12j;cK3Vqd7dnQPug5z=-%l1JcrZ1K+PX^X#_LUAFM}{{z>-Cmp<$k4}N|g zdT_5c)Nj~SEzV3@!P?75OhNN-_TjhN$kKfeI71sxI0Mk)WRry9IVTuoPE8aXqPYn* zcbS0&tNYi$5|x06z8IX#vszXf?>hK)D_e1UWrn^=wd&)qrYFjsW;`W-28HdqRTC3& zp^@Fn7ip*L2pkZFD~c(DSIf0RMDII+m4*+f?c4h;qC*apQM{0un_lGSW4=IXW|=J8 z+Ms6{Wz>obdEI+EBSRpMwN!f#zuP??U`?OgYva6MI5q9?mDv%N$bs7Nv(t9;s zsCufz+~w_ir^T+XpX%(c5HSMDsDf^Usu3%52~JoNEs96{EtYQ1a0DUxc-*{}kN5I+ z`(l3ra@C!P)X~Y!B1?vou5So$^mB=R|2JBHf+L7gzM_&~nd$G8?IQ)?0c&(K^?bi} zB4TyzYUM5vbpd|R1;7gEWrZFFDT!$Q@)?yPs19GNCk5@(Z;ZzVFS6>^07lUd7oA&V z)fg;_Cx+aV%|Lo3QQXOTOMng5E%dxijaW?9%l%r@pp$H7ShNSy19`N5J#^B7qqF$U z?V?3?AXjY5x#4s4!lO(4(vn|v%XEDBQmcXEc5pCRZ^Ycz7N0)JR4SY73J+j2op^-+ zE`ZC-8mfNQh^<@d;#mw&fRW(LOAu<`elfB}5WRTB0V$$o93S?ao1^g}qxD*lv^+2n z%_W4nqLUj49_asvtG?@m2u0g@!&e{pG5)k) zG}&uQ8tb8z6tMj+_Pn1RbuxfTeP!e*`BFer5PUsKin@X58e&}HEn)rWTPB2G)t$4IZrZ2o zh2kMRLH6`T!7)=*0x{7UW>mZ$$OnF}Hv|0_vzseYZoHtV&n%dz&A&KGP*Su!jv(KR zUdz_`pKQ5+=nRkkZ z_ny57%bKdjQAS3sD~}%VUXd zm{GoL#e0GlQ9)=0yAVjA#@@FDi7e;8@&n(puy33c7aNayXkP^LLFk(sk10{jlB=d+ zCmcBdmFRe9s+ttJ0~{P75j@8?BDJoxHP`~z%KM!){!-Q8E4%~2Zb((f!=AFAm>HW- ze!kDVYIoxH>yco+rLYLc3;_=YBkia+sdmw)O9>>%-0h<)Z=s11;7M@q`zz%K;#?O^ zzbGZnz8poRIj$#YtG=>N@^$8;CUVNSK9!J zcLVHaUlVuoGfeJwje1YgZ;C3aTaxc({o=anpb;v`SeP| za0WUdWpTvk-KkM{R>zX%IOnUH3c$H^{*Yf>j%zU)fJgMwlp*k$+;-E<@wHP znjt!BH=@`?D!=ww?u^}Eu9WI*(^2!~7u%KQrhig~5%e*<7xOq|ms1NCvYlRs?X+XA z-riirmyZ@>q9TZychj@}YRS{W&}ZMnQnBU7M8KKkLqYp-qTTC4jIG}h8iEfKFoj5r zUw{vpx$^N?1;NMB!C{cv)y~ZgL^_>7YjV%P&ahHSO)=cHZyzMq< z$|&Ra71B8S&Y0(V$z;IvqM{SEn^-60Pm7_>PtS0X|I_`!nPTqQUF}S8MxX3Yyw3>| zR2pj8ig7soHSWK&lwbg$(ex%6Ir}U2wwYrPJ`RikxZ)IYiI@B);Evk7bvr(3<3(;`}y{ALnM*nPX1u?Onnxr)L9wY(IWnArpPT8LoBmtF&J}=riBm zab+x@2*sK3IfC?*&_4Dvum-?!E?7D50iuU^Z@5NqqP9F{``c`;d8XrfNp;j-ptgeH zLWySROSf!Yjvb0Z;q@ORL1n_XdYI6Mse#sUbQ`K{Ib?K~_W zpL4)x|51PTtL_f+1$5p{k#B+cN}?s}&5i%kE%6vLFiqOZq>V~f zrh7aBCsM9Yse59dZuo0~o*|QhmbAgq0XGb^e>S~0RiVcK&XnWqK)t`xtpGR{&H7sZ zs_4}EJ+T9Ly~f8W0i>M$^zN9$YO^`9Xxs^(~kd*Q?~^oo~v z$}%)6XWU0-Sf6^Cg4M|>$y5Z)c>fBYDY z&&CNDz#2U=0-8!mpP$$2(K1iaHkUDy1?Y?nzH_o{PfWa81ULoLiA}x-oo7%yLiKn~ zh%;7+I~jVM12FA+>AW7D6x=S%n4kt07aTmyt0%(sHqUb@UGE=XpJ`ZTHtY9eMMu#k zZV-LXzie~z*0EBTq&57>VuxiuO>vyM39BVuCvwj8WqPKCxSwRK)m~+up9l7nMY)|< z{?u9yOYm0loYp{8I26Eg_;z^p{KVw;O_X^;Fn`|Cb`#qvd%1A_{DlW|%DyEt*zu~4 zSt95p$^3z;o|)@uU*3yqR$uf_VF(Tb>x)NADd zkMxnK9#gc{5;CDrr<(%FK{93vlUSPEoQ`{$?;+hO%Fl=ru$CoKP=G!`rX` z;Tm`6M8(3-)r)C1Aa7LIKniHpM|0voKwKK!t%QX-V2xHoAO$b_$|JnV)d(;)#5$ZF z4X?1xkBbco`0rn2#!R;RQjlY_1aB&guX$iO0#1e(0CIf|^cXEJ^(2jDPtbVQ8jlz` z+O1M4w<%xbBtO#)m8%>)F&1Vj7?1B!nw{tSoPx*yNRQR`M+C0T+d-mJf7BVAa{iMU zxNQdl68|$T!1ENiOiHT9IzMze72;#l^Qb|T?K*|3(n+sQtVb+91fe-x3{5?KBkReD zoCSx21TOx@onEfI$;B1jTV8Db>?dDQD0=*vbMsd`(2w2JpHlv4eV5h?M`(*v&@tTl z+|LsYiTKdZelv4xYV*3)zFPtnmHOpPykP8-uq! z_qXuuX7|jGsSxQ4)nLQ7#^cjMl-$%gJXam#)gtBH7l(E>i{&Xz?u^^-&(qsZE0+?(0)BFZ<7V)vi``D~)M zp8D5+nSiIANr_$RT7M)A_g_9gSR4x`sup({*&bXin1z!kNExvdPWW`bCa%nq)~pm( zCwO<1kshm42l_}@-DAx56Yrid&Y+|5=zYr6kM?uYGD8HQlg?n=mHf#^D(Fi{Dp(N< z_4(fowfbK_uGOEQ(Hhc2W}7R8{AV7oQ2B2>5Un3yRtbWwOTVAs)ZLS3DByFo{B4C) zhz;^76ig@hmb=6l=)35vfnU%L{(W(oFFSj==xnBfhWBf799hF73{pQr(Oa+KvLNWo zH5V;-C&GF+RBr8Jt))!18nW7?p`>rXr{os^jxD{d;c^;C6B&(srQ)AHtaTS(%JjAx z3&7>YvXw4_rzUZVP*LQ?H?-|B0XY6R_PBa&JjF3QXryYBT{=5|8)ip&lKmh|+*S7T zc;&vOgT!H2Isk@OTSc?yRZ&Y%{;`M*hl>L&-{97DX<-p^s)9c3l z*cIknj<2wwozI)HwJy-O&&C+oA$ME#jaoCJ$J-)+>1oS zwaa_LwXVn_CX0_;OST)K>$JGxH!P$`PR*??1`4OYDHc8o2uq$dPu!&_{6(=WuNyrn z5f;HYR1b9B5`t#b2|%ovskjt6b}@WkZ-)=PVK1UAvxd<#cGf8-&B>Iv5{^?&)SIwX zbwK%f-!*I)QvVfbWY}n5S4Wi)gRN8>-&NG-6bPAgIHV$|iJd^g(v!~WR&Xt6<4uGC0NxMn-!Uo84X z3#@ZFJ$Jq!5m9pLlT^BojjIQ>Aco5BNLO-&z6Ba02r+ox)c=}cnC3;zd?SwfHKUMF z3D(Acz8I5*+kR31dkF8X-!nC&z+1VnIFcIqVqo`h6Uf+>R;7NL3MTFRcp9*0M>l!V zzs~_8^wnEm>F#W6AKdGQ!#g45;ocV9@F)O?O7M+$c-Ub<`?Y!oo(!G&F2?Vr>8yj*wT#Hzp$SV z=pVzptf`ZF(OCLQvb;VNR|}edfb#lzwaH^Md2QL)wZfwcteKMhKCVQRJ!K2Vk|{h0 zW16r-P+lbhOtKtoJX2|=t&V+cMN_b?>&64iTUFC-r7VVj1;myNTMhfhUQK6rli95= zk4O8u7kPqI9CAbzY$vmdFgs{?B7WF5A&0RJ=>)PoI#69NN8*MBQN0ZRrd+d;T0db! z{^}AZmWsvKu6d68&pgk*Lk>Z#a z*@k!>m*9Z|F{r){Z6@gpvW2x}4a$;p<>C~-eniG{{s3LNi0tyK!@{}?A4d-*wMEbZ z+eqf(5=*4NG07!8l~Yt=6_vk_Ahe=erg@7bXV=LHPaaIjqF_hncPE6tl}D@9-yj&6 zupL(ANW%U(kPknOBL`tdY+*AXk8NPfd15~il1UxdD7q?1$-loO_Lj0edIuQjwJIjg ziPUBR3?NGWlyza^`Jg{FS@@Y+_L+e@cx3#~UQ#goe_j1lp`BQIt0N8ATXZwq;!5aZ zAH{#WA_+3x6qs1}Pz|8Pl|~^J+^KiC*Ea?OV*@Pl*Y{xh@&SyK?za%|&Shl3!nR+B?12nE) zh9!gfQ?MIHLQ%2E;GU*vliJ~4E}P3W{_+;M>{|0KO5cfV`xV@L5Wh@K?|;>qa?yHB z^K{8t6L8386SwJ|BL27{iz{+s{(Q(4ROT!8;|I4c4WQN+ z$f-c{HvIN*dfqOV=algMWIVx%sEO7a$NYst#7gb)ZvFqdQ{v0&KGf@Wse7e@2r}as zeA{n!s4QyI_8@+*2tL+wl3%asM*%&IGk8xK(WUl2zPCu9l$m+?Qagkdz(un!y2AVZ z@!c42<4VwHEy$%Q;QL}&W^}2Fkh@N?eHkvh@&8oWfR3dALka`V;`PU2!B&3At{yo` zvGhw=!8}eXw5s50hDo@oGoheA{#1hHwGyUZX+X!-`S8cG(c@I@?yq3?U?555tII~C zw4ld6!b{i76(wsy7euaTQJvtCmY_>}^gVpGBD68P1b2IDDU^*aM zFsHXNG>`5=U;QW5{7Hg&k~qthkQ?6p1wVwNYUPqfbhl*o&1|gZi!auZ(o3b`+>atu z991g%nnY=q{ldY?hx811wLMOB{}Je_hfw@-9u-hpd831VD1oZ7;*cQUrhU@0Bkyng zH&+3O!Er@KrpEuGXLqu) zIAYGG3ebIvA+#_b=A-~Bu3xdq>Op&iA6=jUt@~5!c^5T_dIP|J&7G=hBB$@!e;O3} zqu~$B;)&{*zPQvZHd>oRjJ^AAJ^ZHbXmAx1u3|dX72Qap?kr0gm~5`F8YX}&{do1q zB^<5!QwLYseW}6vIgS{Tsa4SRas3YQqe~-iv;A5)aty5qSP`w6jOC&b4R7R0$fyks zj0i}48>J90X?9T=-I`w%rvb$XTO*P~X zWYjssxYI=KvWug~Jkc0V!!$T4>qa;6i9N4=MO0*GEK8G9pPcrt`Bq*JkMI*8@!1mb zP4;LZu&e_=>vM)}9^H-?hj2BXU?=I&cn>2gJGZ6m;xQbjvF{DLx}S*jF!`&dV&V;U zmFcFuyIJX)no`y1$Y`1Fy2XIHp9GWj9R(V{?YTcMYiY<*8_aG$x-S(`>>Y^X4Du-8 zS}zY)CX7e(5W|+HJ5Kkjek{qaX~Gx55K4SEh>QM!E%w_6uR^~{Gi`SPOzG00NWx{x zj)yd!1G%tk8|n%i!hRl!kj(d$j%%=+{$uj@iXCq1sWtXm)rW(Dx#Fv@oSpDf|89D3 zt3uCtVKo;a3I3a^w9r-}>5?;KyQ!reCrq#W@7Ey*hxcZLR`#E!;K2efE#(plA?_(_ zd;I@yZRxc&V1Cn6gTr|iKwG{J@f`W6*w`*m`M^Rd@k7C>5?W<`EBt)i_bpg-Y89)9 zyvO@pQUr%-rdIX5nV3OT1$z45shqYK4C4@sObH_#h3zdIL?j3b4GjzG$D!n<5p?vN zy|Pq7g(mE$icGX;-ZV|c+dCx0yw{$=<>9XOfN|0zwJSn z!IR4s-xHMSt4I#`2JVF~w^y-vQTBCxAaom5Qa1A)?uJ1H&DYu_Gd8DchdG~9^QX?? z`N;zhx7cfMJT-{CQ^;3Rr;wsvk+l0$xXj9+|BO05Lva}Tbx68{4vF31Qr__kLw9Q? zff~vQ^EF=u(xeqcI2|neBAE5S9WON^HU!(lUBzX%RDgI2o5=eEm}=H8HC#U0UN(G0^*Q@m4rZhn!Yf_pzVnc+$GKJQ@~EvM(* zw^!{tmz>pV$D{UH-`XGunyS117q-%OOofq{JkRR<53-0urQ*Tk)}>qb_M!t}r_Zl? zwzmo%t!vxG7X5zjBIzc?#!*5ycI_BEmn5lAe@xf77_D8B8!(lA zNTcYKPi5JmaU^BoB3vjLe=`)JyuHBzs_^{n+ao^1j6qWw+)YT$6`PQW@*L*$yN z?<}oFZ8R~xH1rKHuEs2pnuI{i=pTHPoNeDgRzG%iSK|E#$0afk_`Pvl%G4z}c69^Z zCi2CmV@SwsQ$=kpYt>Bb3WE6g(lFe0l&-jw`ffvw>fDOpIDF;YUtY32PKj}W4^|o! z=m&5EQKuTE8Jsafqu%^|R_4@ropoBW8~ZA-9(K*jD+w^^wj6n?ghjEsj)<;HQm8Sc`V=N|svWF7cXJQlJH>vx%i=4RCp_ z^~OaNu52|T#w3sVj=T*v4m$qj3iTi>b3jY`GY@6XEd}X@u&Q2(e9weaQTrupq)bR~ zdS2>Yev>(zE{O*RK+`2jE-+VWJzxUkdJ&}lXX4m>snC_R2N-0GpMB;f-Gkl#?FEBt$}ew6yhccHeK{yAuu zG_iLDiJ@b{3P-|=5`$_#d5f0|@1s7$#One6q-L`y>6%`cF1*X@PyWp^*@$POQ$Gb@# z%RwYtrYHB4*5h7nbumsj;**bCWgK_irAGAfx@-NaPcz8t;zX`h>ih5BH;SkSTz^y< zQACtTxomQ;wOz1vA5G!ZWyiD8GdJo|R1_p6#E@Vqsdw-2@i8z^Pz2aeW;*kY{OPod znPvst!fgw(cuezdO*8WgoONn4^Y{6@e;ZtOgc-UD&~nu*tY&n-jO?GB->i)0eT7pqw&X}plJe%hLrB`$y0yVya$1iw) z60XW`1Geb|w{Y~ZK&INS*hMefboQxx5(2VJvXt;<%^9RFUh#}1!Mk{ecjGlPz(*`n z&LsC~afRh2GtlC=2U<@nJdWd^Ou&X{hyrO4xN-gJGiYyODk)6}_qu~CKr_~V z+jY&M_bG;)IU^u)fc>LT`+#T|D+cxzHbq+ZpqFN;+juvF4Rc)l*n%;z=*41cnHQuih)MJuNCsJ}%8m0+gz9{lhdMKAC(+=3Qg!3A`*D_cQtTAx zXK(S>n&HXXK@>4SHVq3_rN*W>V*nvs`v+EVK(cCqY#+dWPd0EhD9PgHj)3XU`;@ z{wj>LI0X~l){W9!__YZt;WF$1b+YqTymx$BBrYnsQvYrLa(JTp#4MsSRJQWZyg8uw zr|7-6#hIw!)wsElpSZ$h2r`Dlt0$}0j$BdZ{Mzo8ljF(!3Cm4u?)k!Ixc@^IJ?Mhl zVi*BxWY=iPD;a%sPlkA75Mg!IGO!D;c_zljP)AK)q%{yfvM=4)p}T%Wc-k%PJ`&Bh zEKy)u=MvlwNHq4D9rXJu{UHmEl?EV#q*Ccpi~|y0cmJ)|O79vEv=UHKaLSlUFq(Bf zX+8H(3ZAEd)(h@!4)2Il1M4t(iT!4Iq}GgMc}hFTYu*4i#%XBB`-10$i*Zr}!&ZV8kMMcaLiPAN1&NKFh#J1cOm%L}%72N;#W#1S{#G}?cS)xBl zwlat$`^A28&w~8s>Ijb6tNlw=FulBe^JUd_n7Y<*%Z;VKs(x|rr%I&q`zgza(23vH z`c=jp$ADe2)@yir4#AFh_xYyVZc115tOZrx@oQy&(lgFVWi{^ke)G1osA02nB2Crs zjcAvpLRR+lDOgsc-hVfa@|@ptq?2I&`5bWyU%qRV0I@Tbc~e?*xbU@$^Ym(98t$6U!l2>F(W~UT}@3rS*FSBt| zpfEtEX-uq6A5f1RTFzF|@BSPL;`^?PAWC%-@q&1Rjv9bZjU0x&B8HbmD5g~7px164 z&&l4Ia`ew|?%#I;Tf#<5c&%-RfEtsmbGtE5`L9JM#FFJ8;CKoKlk|5%vNrs?1q^fn zJiBd|yOlLnwEJD3+SvN}3B2bC`;qW29^cF0cO5bYoi&EoTMH5_f+1XXCu{Og=JeQz zbn!pff1re5Q}BG5_Hg{W)qJ-0$p1Kz;sSs|y4|nGQx+G+dBt@N3C7$-x7#1HFGY{r zk9D_U&A8aQ_)6T(YLU-J7i&N^P;=0g%W7oea6+=jH=pm=CEh&L4(Gtx>-#jj?7HL63UA{^LjM2P z`UoQWZ1iz3%b=Vfvfo*AtyWyixrnw-0XTays78_HEE)Y>61^|&N7P%zl;H6#MYGoN z^G_N2SAOat^8Ru$>h}|7gV<)n2oeX0iGif<0#||>R-e3lzE z;O>hQXfN05br7gQkAh{j`}GiDgO^ZV6%F#udUi5bs$sdC`$MXPQk%GtkK+_pJ-61> zhNCW6lH>_IYkT=eN8`ABtr zi56JL5}dXt7aJ$K-H-JKl`p$Ewpi2I z?z-r~gx)(MH7Ft~3WyY`p^9{rM^Jh%(xpQZLJ?4;OR>(b-vtu%Ubu|-??X>efH)UPDR)k>SxqqrZ~{nZCdYXM$RaAhjThkuWOs> zvxhD=r8Mh>JUEZ6fH5LaUdH>Baz_9Z*wq!O;aV#Z!(-RIpsp~9mr569UHXvo?BDd=a+@x{ z>#{+9kXaYUq3h%E5aBN<>5TE+#2t)*FUL+*!N;mF5aKrFf5V-X5*Z46Dz?-j47>|t z;n&%_7S45J6>DAlmIXMdb`#Ijv-q6)Bon?TwQCm-h{bOPrnLqqewGQknaB-N2h_V| z;fJ#P$Aamz=eG_~lZlk$7$!7(z+Ux;Rnw%2GkTk>3tz2(!&@phS%`;TAaF-u55y%1 zHbyK&98}dtpAz&h)4*i)S5ffEH<3quxLasDzZ4bVl48ELtK-SOwf-SIM za=QL4rpQsu8Rh8~oFn#$KlF33Qw41Uu+Q=1q)m%2(wFsn%Ri`US(9^-<8SGOb#Gr4 zl|5SWx2$^So)BCQ2g72lAS`;HpDRe4an=+KxYRzgYJ5gN9G3-s<|dZrVaL_FNK!y} zhZqw3<$gm~9%)iQ!u#^DM>jj#8N!`>8h3k7^+!{K)5)5*kwwE>?IGyMV9Q}`i2({p zVnb4L*`N8isLZmeYp1^E*V6mA#zz-Y0X7BSp#3bHWU5tpz@ba-@&NX}`52 zJg+`k5U3LI>&K-BVjm};pLP34x=1%uu;(n@jy?e_C1Ve|6jK2bHW0*lY|~6j<`t<1 z2wAcm?Se%GVbZbc$~!0SsQ>HimU?Lf*6hNno-{o3b? z2%Z#!4Gk0jvDn}CjUb7%9A`$d_gbPlOU=jx4t(A3o9QG|t_2boTSBTd-!ZxJyEAkK zcbto={SlW~V#YV`B3DlEF5(D$#f$%d*k=Xo|GLx3t+?y7c|=8_cC~%ta(Wbk!`jea z6o13kJ#oYHLXg)ooHBCH*iP+VZqT#tDrof9#6yk+{IJ@1YT2yM{fPwc+P2rhM**Azf}oNU!@ zxQ%%t#(eU)5S4dhBPhSU&!#C$RPfjKrpZGi`Q_#xZA~(*NClNJ3KOh5Fcxe_HveKA zZ(^TVmVV|YaivQ}DigskbK%#d8(%7VEXonusm-z5fI6@9TRy4lpWLoRysQl`28VaG z7@1eSis12RA%0!+vi|wq7>P(77#ey*t_yQMyU)#)ZnbA_YSCydiZ~P}USX(6jCTGe z3P{OI+H_D+!qD+7=Zf-Y{_-ITd%y1v92J$?9Ka>R%&1On7DZzgLXNes{+60GEr$X@ zfoHe4RgTJ3Aqnb8y&dpCiU09K00gthcVW|RE_=Hiq5TQ<$PRq;Whep!Jq)?|B}mid zDja+k-t?Z_E93v$_5ZE>zmvK@U~tm(im@$g#fbv_M32hsWSv*4E%k5j4_^4#fdrj7 z0DKu^kH@?=i3}J05A(|;{2M3VaESLz{jwycZc5S?YaJ2&%5 zXV{q`f#P+c$Vd-w`NxnhQ{QvSI_xTH zH4-r3RX)y3VFYk+kXEB#4)omvCIX7n@&W5-00{Z4A-|k@!w|EQXpsbzicBh1bjCT1 zqV=Gi`*dErY;Hw^VJ;aIG+N+@oB2BuymL$|I?XZsBMVXcw#1mpy%{Xx%m6 z20h&zxlSdC8qW=lYdH|7&Cn(9tQzU~7N95qSG?4-)U6=UX5!5mNPd^_nwO5PuNcTo zh8bRY;TplUMWpC{=K7rqFL)+86@$9)N7!fK=QnmaP_052gTdfson_h4WFM}_tbA&1|zKRSfKm(0M`aLutu1e~xNI#C^$VTA)wm8*&xtD!*guuy2 z9BcC>5;a0rHF(BtU&IwCy0{2C;kq@3iy3WfP;F`<9pa>_XB}y7@Slfoy4aJ_?n61e z1Em`rrn!)?H(^wO%l$v~^oilb(bxjYB20pDYYY}bVI`Us(7q@$EEvoexCA`icV@Lh zA?+*!ciEpP@xK}BROfw!RFn|Un>GAJ!l0!z)-|i_ErKpY*_WQ2kO!X&56xD1G}{@b zSbyXGR<0>d_1V#}q%tJckNlgg&)>b43cJp#jhvZkLu2ai#`oq3p{l3T*TMuj;kY^E z*`1?%GYUA~8W&^H*=uvZUA8v5?t-pe*fL{vmGIe6uD#GJOG^6Sa7|}(w{eFV6O@T0~Ov|PB!(YBwdhhVlIi)Q$~nr z;naiingBMDWUN0b#FW1CMbP>E1|zKLNTCiQWB7r=Atu5JeCY%0QS&=y3%!i14EASE zt|exGtM)t2=uGfsY9*I@vrJw!|Ndb3Cy+wnwzMrzTXvD(Z&Qi_!^jMh_}OaKU;3Lr zFk@0$8J9=Ztlt|E38!RII_;RuZhytL-qWsc z9xOjg?KSoqrtUhbpry!B!l~X;Pi41TmuX%a3&mR0#0{M(Egq_sgSfaV9!jL7Ssd+K z9n(Fq{;0EMoMvxrP|2y&_rzCX{&<3iE#KnkpF0Exjn+N8pBiJOkbTwHccVvY90uMx z&1=8DXIEvf*y~p&;hjF!SE;O{swx5s{=_~!-t>t?DLw=-ik)CmvT6-kKcnv7u&l~8 z4BlCZ2Rq|(OTdJ2Td8vYS#hnhsELl%>&K*c114lwI%ICpqSZkkf@a36f*|dDc%-3J z6u^!?N1ZnYo{L-1*26!>?_dcU!NelV+BzzgfT1PTS`SonEFG_JAL;qDKq_#)ZoWim zk6HH4<{2hr#bXw6wiaR?Tu`9kwDiGH$nA;t`^ylt()ZID(f3Oz^+rbU@0d$Dh1rIqF{UHN@k%%L`z2=`&KuH3TD8YY z1Vp`kr%Y%wUB7*riW2S8@D?@nS^I7XP;lOF>oJ9nvu7O^=%DRO8EzV{o)5g`H3M$+3%x<~~15zj`v_N9qDJBPH`@zli{}d-zYf?RLF#5jCsoOfKAa=^nKvCh)2& ziHBTuNQrq5YrVb|UHVWUlH$W5*lYePe4hn&K5$KeZHcA`xq?n+&Q#Cy50Og4Z5~Id zx50u}KQK=o8_GUWV_9p8z#qRqS0{4v397`81+R0m^z-B0*Y2ALB;ksS578ydz%Xf#5y z@S+Q*gSMa-;a>APVAr<~l2R?Q_5y44%RDNsBp1z}hB>W?FvZ=uvhr4f9WVJa!Qj?4 zTl)71eu_t&vwsBM@&6~#Ql9*QLx-$bOOo5Lb#iBWtck6=H;B6Aek z-g9ZyKR0>*@pzCHb$Kaz{4QX7{bYMS!C6MhFbeKp)kf)7N7aXFDS^9MOnL3LA{#x8 z)864m3iM1Yf!oKIRV9!2XFReMh8$>WJ>5nMa5~8<9v_eUK>57RizZH;z(Nyi+JOdm zOPrtT9tqh`)c~=NG7Z%jE$=kou^({$5QTkO?mj(xNHIyV`cagA`VO*{*3$#H$xTHe zOM-Knlyj;%qIz;T+#A-L-v;90I&mSto+iPd^vIY^l1Xm$-bBe#$<*(O#asPg%;wl1 zOo4pTD|(BGnQ}cpdtAhNQ#2-9Iq_U*uYpnb64sXjIBB49z_Sa-@76pBOV(EFv9u?$ z&q@MN#)C}ESEJ-cu@itJZe&V!46SlXcA)o@s#9bKqe_Iyb@b`aD&j-h8F*yvSe@3u_$Gv-<<;yI5SQl0S8^FooQ|JK)>l{y`+hw0 zp-%bsojvbkEEpuihLPK8!1`P%-*%M-O^bSr5r>ZBt0Z@M8$NR3d99E3ZXYf&hTL>( zu0B~Zi0D)M{EaOFln>blpB}`|rDZ{-+_;ARoe%!E#)gxMt75?<)eK^P`x-dP#o7nZwq;EoL;*>lrrrHuMqse3+69XZwR%IitF=v(5! zty_a%6!zswT(eKgRIfsjtUBK713r*^F9moNxb92!To~I7+3|gjNBLO>{22C*Rhc0+ zU9AsIbA|4;rkP>hNDL-%{Kd{a7p`ki-d8}@k-l zf9UPY49zFt#()kzix%Z(c+&2-j7q7tBcs1mJ zF7EfA0gb5a&Di*0$1jGsJh!L4m@Gr~&fp=@+8 zMc@2JdA~vkkw=Ulb5H|2i@N%(aItAyT(|f51{pI+z5Zm;8s<4}op(AUR0%|H9<(&M zcv-tu6(@0N5zwgcKrZOIM*Ls)XTpEUB7U*Ux%hAt|H7ts`RaN8RQ2%C#*@|hcqGh! zC#Jsl-&m7eH!xprrL#}@#eO`aQYQ*=JlScfKc&)ieEINLv+-?^VkDPKu~?T;1;@qf zoQJ?7Mab-F3+l?Ql-}<+cjV`jN7a9vA`DBKACOIw*V~7QfP?bu4F}IE1uUsahx^B# z=r_r>ZG4u}SKhlbpHK#4$Rgb33J692AZc-{?OAH=CK9qPsgw2VBnI23NanSk2*E9o z-3pZD9>vt-EX<(L@C!!L&%y$RdxeXgc^07;1EG&I#2-vmE6SRA}B2kr8-rR8fJ8N|fte_SEm;LCg!91ll{=RAK*w zBQKm*nC-0El?3`1Kin#>t+2Zy`V*7czjPQm!icH}6VFV}}+3wMIo3wF}3*2-8mv0pP3P8-cH4(n600%o;dOVB0V#R5Wc z;(yqut30yITl@y}vSg!Vh~NB{|8Q~(uEUENzkZcg`J$rk#YFS^arN~{au08K5qx;S zIDN^8j*lNZ|1(`*c$iH4UI|Lw7M5ApEN-{J4@(Uk++sMS_lr8U)KXneA_~l0^96~Q z!^R-!-sts7Ft;Iq>?*;8!jOQu!$D@E4!6SoFB1>|wCeO_8X-%S?elm)mjF251hu;rf zl80eP%4E%Gu}-Ew9|#OTIiU3Mu*HKUGt7iMyTMPr(BpBEd@+aRYX1SSGWL)Z?pZzS zG^qU^I5n#sovnCV00RKAS;LhewB_c5tPL3lb`B!w`^jhRNU^UwG$cSO{>0(t1)VIS z$?h}XYXLx!^=;C;a$!?LBoB#}`4stauVPEGvP--wl;X!>i?O){s};n&jtLO)1S9-F zNI}@~hxwy)T56ToU-7Gs+jM2wklo+*BgOhgG=Aqn14aM>c_n}?vd1(&P=yjjUJ_r4uHP@B*Hqp}UlX2UBA3UjNm1II9Z@MAWJhVv~R zt+_(Sl$Fr+!~D!7d1l)43+yWKNYm-TER(F@6l#R1Pf4x1cP2e|hcA&-t_^sJxg$$3 zJ1O&$|1S`Do6?<|a{hSX#mB{}QU8(>oan85A{X4X0E-s?xHZcwt2JZ~A=v0i!lQD(Zw&{DucY?^j_i1+a-Flx`z4tXuqfdYF z5qr8`;{KZG-dC^p_c)Nxs*07lw16^80WWJu02;J>j+%Ioq9zu0=U8 zgr_(6$wQ;P1GArdHtIG-Fb1_WY+=$;TSJB60f~ak(3n6evB2xUn8)DMSyUV0OjyrOH8)x6bnX3}^PZN0d@ftwj7UizV~kI&MK zvktcC^kf5J!#yQpNme^5rXdACxakO?kPxQZ{K7+?Ifn?a1x6YlVnFm0N zTN0iBodgb%oO?hGmArp)a<>s}(9w#kGZ^r{2~QSLne)%jV(56|M!von1H0kLd3;O~ z@|26}uaL$w=zE)s&8FH#NgT-*O=RIY6Cl2oB<12>|F@TuniVExIhtuo0Dco6WuQrr z#L^>3-x^4i^+1HniF~SWnIxfY+-!D_4%zw_+Dhi7GqiS!ZVzQ4Au*$geB2ExqGKip z0a}~wVzi~BZ!$uWB}yW!w>%f%`ml)a`}QwKB;USj3cCF5W>X-t+ssr*M(ai`TaR63 z2ZGl;x>IkI&TSc6R0@kCA`4oSt1p1unORj8xoY^V@5&fUKP%K=ViJQ(=#$k_M8H89 z9v{!hFt^y_Ty)(;?2Zl!LFK55>k8R-FyZM0vJ`&e@F>Dh|@ zbU35DozSA9HA*SllQ>E~f0HYHQu;N>BqVIFM>6d5={~2Y{zpYhA^`SAVv}>*>%GQ} zOvLTwBDEpCqNA1$nT9QetKrAT^S=u;ULM0vv%07k#yA%!E_8m?Q7}(034C3~igoyl zHtfg0xL}=afkX@cA3Mp)1IRwh0>mS=F81>K02cq0y`)spOe`ks-#U6YN$v)R(7Oe3vf@O}*B^y{XetPoYWctzLIJnT%QzDO9Wi9x*fr@_ zzmzmGY$qp2+CucdbU$&*Ik9Z;>lw_FwdYPNn`PTtp%5zqefwGgu^(54@(IJ^*2!hw z+-)XK3j2ju2Xw$MpiY>+_en!gJJ6A!|8w@?+IM(<3 z280Q3>%i?|0cdf~$FS9~!$soJX!Vl$bja7TJF1G(n;p6QM>eGwN3y@M?TM8KA_;MK z{5dF(JB~xP{iiBd-U|Guk>Up@b!QN5P7J#R7Q$M>4tp)!Wb^s%Y0~;I=mxuyoAI6% zy8VNW(o(g(IxQ<{6idrfCkYsx_4#Q!ijCzHsU6{ny@q0Vis>Bw`SDblM`r^VKUz-f z+O)5NF$mdXrvt}4TMSh!0@Rwaq7H8S+8}FO>(5fB%@Vq28Od`(<5O7bo>Vq}NJVzt zZYi?v%A~A+AZS(^5id7;1e_IyFK%Bnx)oai`RSjAg^?()tct%d99EK;TMH$by#k<% zUek=bNY1^ctS?LGio@FzW~TmnS$g!Sf!q*qaNCyD2fL6h0=b-TVB4v_-gG#Qr{c}+ zC5{IjujxPUA9d%$?Ki02){Xp{De`D>*LI~v3W+0y&^H7vue%iCV44_NF>xt?x3EyB)`5hu6ZjUasGJf2FC(Ro4^U? zi&$JStIt!cAeAzDNf0^&uHJVTyeijkhhF(N8n@ zFX~FX!t8?T1?e{SpZ|UZlD5hh^DE;AN?@a49;s$|$M{~g_81R!)Es%DY9q`U9=f*V zxhn(UJuXmkLk9F?fXDD1h!mN3vPV79(7dSD{Uqhpl(-}Ckj68Oxn4BI`t4v}6aV4E zy8zz)Q_NYZu(>7m7@-%Py|!k`h%BRH0CddNR#&vYfB?vEO`VAnQ*jHoH%sN`@%Uy+Q3I>3i zpmrS?aUbf`OPwAy)D%G?S-tfNaFHU+v2(nYJiI%dLmIUcn#9=y-w zCFiJdSJU2v@{;dN^EX86!RiXXV2j?y1JCakxF8`b%Qa_vEmbNxx3t!)d|y+^?FQeU zwB2<&V4&&ZBTiHJcwv~23ViVLfcob~>xnqGBjn2;|EeJHT6k77Ke%VBxUt%%CPff3 zl5gE@2C8X&xzS(%m#h|RG1gM}z_1$JO6}=Rvad}xEo{q@^@twOMd|kG@BYV&*78c5 zm>BKJTltxUzdgYlwvG3}N&$ABWLE)%rGpoimgb#Pna#NLN=N%v2DB(iK_Au4kE5q9 zk?H#$W{pm65*YKY;)<@eo)#&;O$+Wj?^-5vKfjZSxH7dBF1Jr`m% zc$##oUvTu1!{Fzq*NG5Z?pUy^O;E4Y)NjA-GcP&sortCzbPtRGskF=bp~nzX$olhe zX>oBI?$-=F;K2SzG3_lzxRYfbR9}nGrlYlzk{98`{>Ot!~y~HWYjcV%hLc)G~+sDzY_Z%`W z*X`xb(5wnqhaXsL1J`8XV2^P4;pm?{dL67fUU9RX)VWXl_04JkaYIw)+Nkmk_Ye0| zwBonSTjiOPsu1`*GFk&a6#r=sO#sdXpHUrcqGLijO3gYq_=Lk4Ae$_&^;Hre6@O)H zy}iB3#=dpE%yHfrG%qKQp!+ymrkYCC$aeLlR|{oU^uxrTVjkV z^1z)(Eh<`glr^I+3uWdRF1Eh=?em0QGKdG`lC(ndo6<adws@G|FqhlEwx%xpPE3=pWgl`U@*38mw8Ewe8ytY*tc-gB}sb3-|gC)p=7kC z^Rx3K1z0*O2BGF}Yr_V?ftbU7y1J19mAuBj#HsqHa5w*n-bP z=v@jF9JlOW7q(FS3q8l8u>m|nD0Vxy#V~DfFXQ%&tsNrf>?I z*Mya?8i>;B`H2h$^zA-bZJ!Qlksvih?d(yCM5*!#TmkgQGhCHgLQ zjFpw)aB5`J1MqpyyqSoau1{gkR ztRnS1vvDqS)HaFF{=01=D*&v?{muQ9Laaq2aA(nsSL?l+lCg>y)|G!)(DMe`xPCMP z`R1lRbV72gOx6Px!Z3x^0&`v&UC!&z2~wIqX%K|QZ{!h9zH*djR5`?KNMDgF6aWe( zmPe5s!*5;Gpiyhyl-s30B-2vOVcWUkf|T>4Fkw(Iuhr~r&EPaPclsamWu?$}CuKTAEhq4yKhpnx<+cj2Vte;m0*{VyP9|!(_J(4|#uF`hRGS zf8X}%x$4`IP~m8p&KM9>95}o>7*!zM4i@&-xDd76_}jK(6uwy6on4eR$KCz zi79J!7^7lREXTs>ZCg2Gk-^NW@G88g^0e))Y`=z6 zXg~5j_b2y90r#Fjc9R%}+N9&b+!2rZ6=u|C@9_{LF1Jl#ME|!}&LL-z)*hnv))U{| zqb6T9tB|^BYGD1}0N1<}1J%UcaGCnyfg8Qkjast-rdsE$H;tf399LBEt1a!Q zy^dEmU;09E_X!6-_+}R0bKqtRFE6ylh*(Wa(md5gHA|}*pe!@S8=y6XBsI@(GUoH0 zNGzcTc_|5^jiU|E#IuC5ngIScVxhTjW7jZ~Ce0CBkTDwD*21vpntiWIKto*PhqM;83Fu3jkaj1w3@OEUYH%tj-h6cAPFvTMUgVT zVMn6c+%4PoJv+KTTFshZTU#^TNk@lm%RFvWDk z@t;fAyP)mEknenj%ggdJUpOj<|z_UaPb)Pd}v7o zrtyDl>pUL=Sv9l7wTbI2ktmpv3yQO7Zj91g#2kPE$0{`J848`dzpG z9-AbfhyWH)`lwXX*7qm1>dpG|3<6Wrze@kIY_`hBa1@W0nz*Bw`v!Tcbpq)C@>U&d zFSvR6YHm9pn(%L~P555xDm*uqc4F;#V$^F4Sa-s6f-S!Q35?lWQJe%Iwj`P{D3Q%) zM#|x67gL+srUudt^l}nS-00TSoyrF*Wl|BtJ2<)drpCWYkwurTU|@R<96PJR9<%b! zTV3(}rb|e^O}f|gu>qWINUJYYr^U_(+ey$h?V*`hFQ@3^;%7tg49wiwp$Rz-oDb>6 z$u2R=et`97H$zi^CIklifdO4%a8Ue!;!z&`Cx)4cCmY4yhsBa2W;GY$-V50v7v`s; zjOh!(s80$P)7B4ZxBX5DZ{+;9D#1+otge&N(X;V*xMcBf4>C&M2oXs#df&5bAODX( zMDJh^n5!A9?ax^LAl8V6HK*5>eIbe?t)lcrD+{Mt9-dqaNs33Bc#Mil<^OYY5iy%V zznLw|V8s_B^DXpz7VV z``awiW0H+PM)FHTWBz3*<+n?z#Q7JF*D66a;u)5+KTUYyC4W!VA$^z6e>6Bg)*O0S z0CSn}o%{I;xa73`_zSAIq=_-uJ|N=xiNNN9977m)dez3TPmH6?rri_LRF@RjY;%>E zEWt(vP}p&gSx8H5C_=uSGJ^7)r(vgp#A(GCp|^TYPJ%Z#v$&H+_{{q>AX>tom5RCl zS>yvgPyM5R)Gi0!PAn?=&2PhfORQ-^u8;!iE8RBmCRrHX{V*N{36)%nE-%aTdy+n; zpLh`$Sqp@toFt1YD#AjpXpUU!0ZPi`QRN2Hsy>97OK-IkP$hOUC6Y-o?p)$yGr9&&|h&8hCH~87MQFLt&bJ~fJ_W^dQ+^D&=q>_Yf=?(k_PTEHw zguRyy13Kv4A<(_RnUWouKK1S`^-Kj{M73@t`)wZNrgCT9vbl`JoR1*>k=KTNT4qIr_0U0;$s$+l_QL~2|Ijw`ZqkSr1tcOxoXwbd|K;U9It{3 zU3g6u0F zR}8`KKiUI(6bb#l%o+_%w=5(#{nMg8jr|8!b%~P3C^>GlvP$jov^{smdGTLDH#e>w z`~H93BzFe5TDzsvJvvai<^{3Sbh?(~@dVBMoulkQ(MuOoRS)zoL3ljy7+YNy|Azwy zRmWz)bDze0ee~ z_Dww(Hnh~iK!6UYbea97YyC5?MTTY_kh&Dyym#XuYsgSh%FXcTNnV$L9)NjwC{xaM zBd*2ScYV}mKx<$_nXHMt8c*qZB~Owt;=D{>JjdO=SWZ4WAvLAouFPB)MqB1~AijH{kJ_8DL6cxuR?6C0E{6m*g-^01b1vO$37 z-ZK;~n^~vV#?`(nkH)ly=1LkZp!HOM514Pgl14v+g`iQ&(B0s)?F!!`y^GJTyg50f zqO$hG)52yM$kGlx9XwONfYejnr8xIJLS}J!FP`z^GckCG9DhqBXY-G`4Zt@+612To z4mNwneZ>&PPi{dvhtuN@@ltQ1%c;`7kReRaI-!ozyB)=5aLtE0Wv~@l z<=s-#mMVtIuAz*_Rq7;*?9`{m?K&;}J~Za0^ZX(5Mu0%b5iNby1TDwz@j;y%Z;nzX zTi~0nU9G2yx3VpPSwSSr)Zbn5V`!!2trlZ3(yp$q{inNGb&nr1e(xqZ*;nJ2jk@1l zeabsJE$J!abjVzlPwgnRmn7ypq~Lc=sVL5MGA>~zL+OljIu zEskAr^TB2D!52H4O+H%>!&r0(+Wm&1G)sm}&u9>`gqOW?i7N*VOUjYwg;7R1Z?^ZL zfkhi-Znu&X+%ygeEuSzJh~wo29IEzGzq>k0-xCv=*r2(G^1Z@WkMFIYyM5c?ZTWyC z##Kr)?D1^wVu>J~Ro(xTFV}Ua+X|eN(W3Eqv9sGFSrjZ75maXXHr41%hFnP#)f&kF zPkL;qdzo7HZq^{&Gh@C$)up-wV-UN{=}B8}c(mGB^fzGIrZ11rZ1e82y9E|E{y4gK zt%`RxoBNgA$&tYDR0(7#<*;<2$LkUOlk68VQ^PFb2MS`a$iGLN)mS%@#+nqHIJ0Zp zq0!U^g-62aV~&8WM=uetFiwZ2-^j9ApYEcyExHT&bfv2)q9PYKEXM`O{^rmR8B=V5 zwW$BKsxytBW(!y(lJ(&ukdh74(ZtbJiw_29+&H>b@a z6x$bYw|I`cPmX6Yw&EM^adl|n^aNdsE zYd;vgOq3 z7*UY6{{A_R<7FCL*5g)xz51KGt1zaI=EM!<4dE2AHJ>ylmC!xp%2^F5Xkj@^!BBpF?u71dH0V7{!1!)wsSVAO2R!~AC zJp(#x$a89>Sd`TYiwuQcw+un$=QDv`Y_X8BnnO~m`=43LMqH=49FFKAXTntcy;KzM z;FlEb^o$Rq|H*sJS+$jmn@ngmk_ql2TNg zY#1|Zu}t?}#`}AqS;f?15Ghm0w8Lq?06IMq_Yn$5Mr=$t>}gdAg~l6yDyurZ`$G4E1vSAw2+C_+MYvb~6U9xkVGriW?H&V)aI@&;nw;3Df!!R!z^QEW@15B~F5er-znq8+Z-RThq%P$EK4q#p<^n z0k8Zghx_cy8pJX;ax~yCxH7BS(RsQ$u>#XhvpuwqJG~98ufgShFXz3i&HHzR_ur8L zyT>>Afk(ZywY3gHdgj%gzLOd>O6U6h>X1`|UOVVH8(nQVG!MK=Cw0MO1AOrC68uRzvTF zEkeLGuDN`#>HpONP#Xm$^%pKP|Eog!ANSugSO#F^#Z&si_fdJ}?qv*~?@vy9#V4BP z7f!!C-qy~(53P-5FE{eIgJo_di&kj}L0tP2Bwf4Wf+re&Kc$5_Z&rO0Sl@SL~l8NAVDit3KW*X9pf*511HL%K8Dp{2eg zhX<`q{;(|jsZ`e^ooSeCbS&v1LWwkY%mN9*r=E{xsFrUZa#2PZ;z2IvfD5!3aW%FHxyPj-8(NBuiD` z;JO2R)h+U$T!k1tm(|BfVM7-@FK*Q$72+ff|#?=N*rq|4h*JEW~9w zofF@i>DQp@(mXU#a?z+I>B3U~m1rc<-4n_&>Z3H|Fa`c`>&Kdior>AJ|73F{?=qa! zCdWGT6WNzzL`eQCexVQ$Mz>?`P`$xoLIoP6NAZ#aJH^~l%$i{SmdJ5tNc%Bwbp!bQBL!fwD^9r##}Zp&&qT-}$vS>E>Q4L%9>8~ri;Tq zsfb}aCzPs`gm`2MF!8Xj!w*HO(YEk$IIBVwMl3qRBkWmiSyKb8vUDF)zLC3^t3*-v zL4HV>vfLOBQJ}n9f745srLl%yz=i*F#uG#&zE@X9#ZlRBtJd^-Y!GR~DK2hu%vdC%8T6A5$u!-* z(TT~tXdZqZ8*cJ0n7h~T3hJ@C@?N>)Y#U>|IOKAHx>7O3etnA?oBXI&R$+dwYR#cE zo3G=r4g2|tR%MJifMHi5yGDR48WhBk@Ldqy5{AAn)RO3(@$g-G%!ZgSqgzRIqy?9y z;+t*nRYPONAoX&ODQUNZ?ZBp1&y;aD@6u2#1AT*3U~(gHbcTA|&4vq6QK1R1r!^{a zpWWP#-pz&Huo;yS&iK}kWf$|HH-vt<*Z>T35~jb6m$;4pm5cXKRJ@qs`RYC?>>ao- zad(&7&*@!RtZkQN=T6Iqt6-p{UtFLLudH3l7nwP$L(&Ey1Y-<5sLNo|iD&a+Ns2CG39thme_POfNP~VC z^AE&nw~rNHQt`2~efsGnAX&^C?%)ch`{0qakOoK_o~X{N{z7SGA*7zj7E?Dcgxb)M=RB>^=D> z8S>9=TaNBUS+L!GZsB$r3XQ?*58&gkyAjxeK}8b$wed_D_8w(>{9asAbohV4&mBDm zs`_nDwLd+U&Fv+_ra{=}BEPiT48T?#)!Q{Ez>YNktrON$t(r8=T%sQIxLF%@S=(@C zSKGz>-J3}W6^OKy9`iwe*AvJvWq4IKS|yX`uuvj$caNl!*blrF|r$l8}Pz{R82Vs_=|GRbWK zG>mw#BTJ<=TTgON-7?iGlqC;v)ez-hT&P8cxA8+hNFN8Ek$)3dzCC)wxnrux=j*2gistCwy#9>OHE4r<*mvxe**n5TCfA55q z`(#D6i#4~79pbVPDUW`X9Wj_cvqGqTTAZ-EqcEWXu0N)%DB@({0R1QFU#EODdLF0| zuy#0tM~g~ zPcn6xoz`utKG?^*D`CseC~$bhN$$DO@5bjo!+-iB<_2mx4Ux6s0HjdI)4;h+VIYYE-QFpqBB%K& zs<1knsUA&BCDzs~si=Kn(VTpa1Npyi0_Wz2U31&0;KkP5{+~C0k}6+I+G%p6_oTYn`AqJ~T=2gEnxwB^@{mL;OPr>gZ@!St#?hV? z{PMpHtSI|O6R1fyf6*@7qSQGX`1KM$7qa+;2s?Ao6_Hs;y%ddH%>UoC)}J$T^+{k0 zEbQX(V#`2lQ2-wY_rG@i8Vu*BZ&cC_Sb1kQPP+B$SH)ucc=6Odx9_KzTZa+8&=Y5& zC_~LAu^X|Y{~Pw*Q`eL$WPFj5@1_dP78naOo)}w%Za!x9ALU|X6J2W(c-hKsppVwO zoU3-R3KKoTKSX|U-3Pd~aXV*k-ARTW4{JRV$|Ah0u=#RVd1LaiYxjff*2Yh@kd)?Q z$)e))^VGEN0yC6zn4#022P}w znODBeeX9%fsGbvixxPmE4A}Ulh%}RfNy+RE;_}Or!rkS3VW;IPDh`IZ>p}bS9xo&~ zaEtv~pY2VH&b~`tW1p3;n8E!9XPCbd3|Ag5e!RXAhPqO{HLn3Ki)v(%4Gz zFo{8Cw=(|)w}R)mmVmw7yPfL)i>$8-igVk-?8e>Q8c1-02X_eW!Gc2|xVv^E0fK9A z3lJc4$z>wfDc*w>~K~(1ocmto@$|lTl_t^-Rc(B&lrF)bT@ZVusL_42^hO zITv5p$9Eg{z49^nZE8ez)&)YprP8k_WkU#8OrQ_*mbupo-t7vDPk=|cBZ+)MaPd<+ zPalSXq)~g|$ZBcc)LPIi$ke7e5!Z3$zX%|~utIFx-34BwqQh(LYJz{g+2toh5#dCy=Sc3wam=`R*Z1R7fImvU|NwR=>;F#-C_WTM&}s>D)kY>IXC4g?8K zORkgT224$vtGddl1Mktm!_nh4`-ftC+#SDBe#l*Z{aQzQyWObO${)C`W~a;K4B#^k z)0&(a^}yHERk&*dx|fxid^1woA>YKxa#sDf9p?dV!3ri6IC2K^SO*Gt>|-@Qr*H+kL%&cm*`U$perin<|m22O3@BbSAkPDCMrY^tF4|lJn#PEuKi61=jjPo<$$B>_Jdn@6@ziVe*Nop1_>y}k046AN z)EA1}ThsdGhh1i=KKopEV7&Ks6+a<6Jwm6ng(QSq_~XwAZR==>0P+CMOX1GDA}O1M zqPsBh$Sk11#reHamE%tZ-^U!U=*Gzq3_u12ox3|EB zGWc2fxk8b`_wVI9xT0Zh8zAS)tk=?5R+|xP%Vk`v?;+9E;8K6qLyYgZyYI;FZ{K7& z>&0E}9ru$uZ$^-$WRg{M4dCWESZn5ww)4RchA%BIr)NUuNrZpu2t}?5#18))S?nR( zX!W?avFTNuy~~L3s5V0`eLV zzK_LRU{*b6(k2-g6$L)QO)$a1k2swzI`Hc6wUW{Z`M}M?9=Z-JinVB}v~o?0woO$e zCgLvxn~+fYY>BLawZ(EWm7e7Op8^wnhuwZ&yVJFI?%hk%ckN$CEZ4eik9C#Er^FLh5^&bwHCOO{{)HLpnyF! zgiwaedaZWi8Zzylq}y9V^Szym?*#6Oqm=?H3Z{P|k7nXgeK6PbeFD3jxi1-=CX<}q zV`m;m#Ye)qzkxjR<8E}An}7Zb{SiTg^KyavyoKjd7<5-IxpJBR)YJaZGCRDM@KSxx1p&FL3+sk zpKukM6z)0iSLzwzmzu$S7$VQvAHQjyEIUoJWayh>pl<^7;J0Ds!)f}GtDf#abs-d9 z^Scw7OtTQtRyYjLfLp$552VeMD_p5Y^q}V*8kY$$1p4*?qr^JsnvQ_M=Ga3M1!qh0 z3-%Gy#|~$DUDR`M%UpYVOnsrv6`iETAg_DW3Cs>4)@^I*(w2NGFI(8bwZ{!TuS!fS z=H^ukfNCq7(%Fz~1V%>b)-$65d(b71$0=)&#j$ARBH%1fjlYlUt}W&WgFXH@d0H3N zxT_R-)lT1H2sO@jd8hFw6h|Vg&MIk;wPLp#(mTuLTxg<}D_g2P8(dEtyWRhXFUaZR z9w!gx*f@qdFJwf77XR1WC_yH(TK^0OH~^+x3yoBU!cr+_Ybm>SF#8VBQvOyEE8UAf z0||@C>b|q?c}18wOSGv)F`Jr!-UvA%(L=N(0SRKBm&DQe zwKiF$0bCw>%`Mw2>lB*!TKcLX$7rd}iyw7{?@eKkftC6-_g{Q^NfQkDy{DpD?_I64 zD-Bn*YdIEAcGoLrq@<3~zMVacFj%MCFCFeuKb#~TZx%7R9c+HYl;YtNfv*6EE}zCj zEOrNbP`{&a#uMnQ=_HIvdL|(QjWlL~jA_2t#NJIDUlF6S>JAsee|`d}c7|n(S2U8T zJ~rdhq_y1@nhk2S*Ylc<`}j;~Msb~R2;XQZyrO&k!w&yqdD?pvbszKT9?}~K@D8tjDuzAGCrSF@mm6FRI7NIr zTQi}^F-HlNO`opD8$ualN@U*0*2gw>Yf>ipHgdtN4N6utTJDwU)e#zcVGn;V5qdL| zTKqeY1rup`6fv?Wh<$-cE^PCJr4unW%Kll%db0n0)?RpMCxRe%K&Fs}?QTz2X1kjj zqC@nQ;io|=;c4#H8)v7zg1c3))oMGG=)*ZR`GvqdbnJ81_!#(;QTvtPnkycD$$w;I z|1S3^*s{bE(l*ed2Rp=^6zg!>D)_Q(v4(~3&Wa4ku7l$9xGqo;d*S^-H5K7}CJjf! zvQ)76bLpR8ICdC%_`^5?2zT_rn1E>-r3YLg;<2kB;bT`9y3Y#h;tZ)4u-4j6&cN2# z0FxSTe#9iI{P{NHm;{0s6Gq#v(R)WKa(;8;+U#-Lpx;%{st)^Cf+eYV-W8@lLz=VA zYd3FZd~ag0e5r4UTIZl?MiV%g(Gsbwu=oo5WJ_WD(u3uHa!C{`5#r!Fl0knTrv`}A zg}l6xX>>jl-1vUWre6q%T!YGv9JepcraTp~K1? za=ZDweYRr~LF9GTg!c2hj~on_hXBiJF*pEh;PxL7QI8s60-fIeouI{(vLm8Psi^mt zkrn4Ej}8vU7CP?*2ZO2UqiZPhSJhh{&`HKFNttAMg-K%M%fI`eeT9tGzNb zWY*l%FMTj1c}KL$HH-3@TNbMmZR_>a{+U$3@ihT|qt{gpUbB*gC{wR`_RRywH3;t9 z2u(%AaUW|uh13Ft%0mI37MPThLda?F7SDC_@-$95-Jx-Jo+{#Xb%9#ecJoq@dGLBQ ztg^ng!9iS~)yAmi#B&B7n!b*Eu5jW9gZss`r`>c?FjqmO)Dwo{A@ZuB!ua!a&WOb1KQ*CehR z?5FR5RK4;jRLhi)U-FA^84-A3;*q~;l`l?RR%Hl)$Hp@FtlvZi6CAKo@NmSr(=azw zlre*Tzu}UZb93x+ZOgtAlp&p2948+5*?lYjNGQM^?24GWR>Ok)Ef}SX2^UF?9(}rY@rlhlSI*h0v;Yn*csj1qU z#(OV-?@vcgiw#spST=7;@!c;SBW;4(K+_}}T+Sz$Q^0MctX|%i2)RLDG)0NxU`y(e#gip|{VKfw zu#Cr#r1)MB+is4^0mRL;1_NCrB5M-?EWW`kPp|TQYt#uiE{nRogDk#0kAIYQmyQ|& z|Km4ES?$il;1}u(b)H{o2`&CFv05ux3=aE@xLvE$O*{BTpROYh6x84pNA(}!FYmHa zO?;00y;5h>+V@|k?7({){F})jZNOF42O064{I7w#9cjW~5Rhw5tXQ|tz6D)HOQ(TW zXCFgsU1}l#G+#|PeNu8lo<&LNJi2&X9AJJkRrS%N90B+s9kPHh6{M{4DD1ojU0 zlN*)M-+rP#m`m)ZaCT8)`gZGsg@T42wRnDBGCD?H)yjFrEhtRjRL-QKm#KH5jZ$M} zF)h~W$_&G;C9qvvKEF>1$@s{{b4Vd-A9FkUj4};Nxm7I8)oeI1uejXX0OK4d+g!76 z8vr+u-YQA)q*rVV4}-kBo{V?)C17DEocvv%VB29y?K?KsHnlSa>527JJIjMgf*3-; zACE5tXi+~cX5f;)4pO!i5(=O5&Dz<*;oP_Fg;i&wQ${EDKr)e2A2GPky%fsW=n@U7 zL@bWbm&uUiw5i=hE8nQ>r=g=h*P)|=-OgLYAM{$35}@(3?}Np#ai3^P$iF#I4d5bG zgqMR0bkA#oJQWuw>BqwnL1^3oF$iB^r010x=QQjQsjjih&S{>K77vk5>chmFYgi7j z?dnsXe1D}w$8N#=0|ej6Tb(pd>3d~t<{U+#_eWXL=epCb|0@`#`;TBaN9nPQ#^a5E z4$qG(I{iihYAay6>%!yDx20Ea#2nP3X5VM9R#);xxqc#{Q&%q^U>SSOpk8MtCGK=NOMgN6k|{OcV?*wADEd1nzoXKljD$O!lFUq;A-j zi8^>fm_sYltaDlsH((q(ZzR7X_P}t@A^n;A)U6Mvx(m3!Od8*PFj~x{I`jRB=hcnt z9ZLv!zE~ohAIo`JmHevD0-V4v1pxzs08^=ijFQ`T>P`SHWZZjJ#QSjK zR>Q45l=;7bdX=(BHxNh1Uy%+lp{MJDn4tH^^qNB!52`oA+8H0YQ|t+T!S}^92l$MO z?Wi?3>juEw$xfH+-DGNF`1kFE@12y6w|~RU%NBS%ry|X>kF2G)?qHx^G8FXfrto{a zfzH<9L_wc@gOG_m##IEJMsA49MH?yFf9oU!w_{3^6%GWGh-) zr@3nb+(4^%m2gB9y*}WW8gID0_)o!bSc~v{(O%`8JOAE2}fAgPMgbGI6 zTVDwK2qG!978k>RWd%T2nO!#CgqUx`L3q~~#s71RL_g}+d$H@*P z(5)f_vB{aT>)z``ZmpfyzV*9jH(Wu`)C7(HM_H)4_ZsQD6sN*dSe;eTd>HG9*z3E^ z1V8@7RiZyw&xtu64RL4nJ}uuT;g6S+yP0&Ff3*@WkB}*HwC!}~=5iy?Yh>PX`-bV0 zb>T;rp&Ip#3&UEB#fgvkTWT5+XEW+RY=9R2M?0j}ntuRN@D-C0fm4&(sDIsUwl>Xl zg*+DzdALgjIcz-vZRh6B+O&Iu)#ja^)Tc?vKMNkX2GHM(s(!UH z!Rr$QWinx#va)h|@F}tpj&(k#H#*G#WsYJ*njw@Ljy3PZh&(*1BOjM4>_Ecb!%2@qzSh)SMCRTTMB&#&-I0O zTq>zu4+~$0M>sIyn2pVOk9;G&I-Ce6IZ?+ApG2FDo?eeSv{+RW=R!`6y?yDPSVsmz z6#LM>+7&=;&%m>Iv)H?h(`#={p-GD zI|~!4pQE|xV#q|G#5=91i-@TZ&F-kF@8L<8HG@-m z5vlFQ5$#9{J*Vl@l&kk4y>jpHsry^^I2C8BXGmAEn&x)FWLVvsv|7VdOVW9HS_vC1 zWabU>{`*IB7R z7A#UoR+$T%a>!jt2s@H4>kovl@HtYbIbs-MuvIV?aEd;Su*#vNF+e>gBz-MS%#}xz`cy}D4*=OK&V5Zx<1`Sjew&NinI9Y@4p3Og0YaL5~o1TD38w&Vcp>`u*e3=bQqUjN?oxLu zS}sk9w0>^I9QfXc8u{|HvR|AJn>iue;f!*?H0mIwV;RM)WAVwp|J#ahxfwxbVl
_S*(N+T**40}?jrMZSQAHpKUD`C2~_cNrC#PL z*!~`TpAR;H-p~1Uv*;VvFvOV0vyCLKuZV}F%oZ$AKWWB~4 z)+ws})o=3XrSLpve;NiKm@oGWNk9WSxLd5Yn#&;&jIoqJ5k6#uX!F6vDceKT*#?)S{NO2qu<94-Ats@EBX-eJ zo?oJg#+rVbj`Jo48)iNa8?HH3{ZBQg0;|x$1_s}DMZ~oYXSiE|k@FQLrB_3t_T-hZ zh=$jHlCB2)mwNo+40+EFHcm~C4G#Gx`bS+c670IfUu?-LEXY z80A-UUFj^DJ>5WV8Ed&jMQKsi+OQ9@Z4J?pMsIjh3(5fK_A z>Pz!Xt z?O^`n4+q|6`*}2BZK!E>eD@iwXnHMIF4W)kM}X0Sha#%UF|Q`>>>`^}{{^E7Aga}L zEwFySeumAzeqk!jmErA)uF0}fALtj8^E!#VH;E|yZE4?mx-G->ndDc-Y+GPkO*Qam z@T%;RX@&b#K>+);(gF0%wg|w~?;QC~k^OvHM0^axAvm}@?rk0I~)l^?F z;>pR^{*(HB@52#G-QuzZ=+hB&@jJkz|1Fi=&_I*nI-ABgaOh@I4Sv-%C*NrD)Vvb? z&Wm;KOX?YQ90Voj5@xth)Q%u=yeG)VoZjq7LjvSiK*z6$r3c=>6A-N6>rR z1?l(u2?;qYVs?20hhbH*R&K=Xu#6qmE3}2A8`)a6CQNu&AD%Tl!e5d~L|iWI7au^l zQ$`06yhE9z1_i5@hPy^KOV4YaI=oKjKEigan9&;E;VHoEN+4L- zlSj;w!NiBhi7L51rGGJh#9-hD$W9bn7amZHW{qj^o4Cq%R`<~$wT5GgGXbaAGMx&) z4rAO7FZ4B{x*ZQ2R&w&#&7;9au#5h1&Zs1TbOW^{e?upn-Pt1c}u0fTc zhuDA&Uhhr=zXSZI(Y5<}ZXS`ZhL6vLwrg#kPg~&4r<0rz3hGueFZ;Xlxv97t3x=lY zg-!+sV)fnnkp_7czD5?LXC@$3PUJ*lFHH;T;2vpn1~RJ=GAU;9|sPyL>d^*3K0dVDM@BXyJTLf4|+6O%@) zn(6ITn;=*T>yUx!GtY4rt@V3gEU+orveRl#`qHW5fhsAvRMAiWR1;sRsg*;tWy@eif}F+PA}eWAe{Ya z**=fcK?l)hbn}_bx4QGh5nGcHn;W$`?>uX7w5d&$uWNMZJY?b-kZqUy)5v(VVwBJX zYYG4RN+MjdLNvn_$u^umgnGYtrv0T9Y;Sl!Rb6L39-*kDFn{KI>U?|Dep{{&z@bR; zpnm04=I6D$GcGcVLb0Qth8aXN1yZVcz2fL?|M1I-O=&wM?&ZW{6U~u~5&y#6A)rhX znkQ;`?{xlomJp?F?&qNR8nzTfN{zORue9cieLVc*ssd`ZL^&gKA&(UilMmw0NzrPNPW%uBVI6}FNT#nwfIl%&oW;ia{y}7iY1C-kSu7#*jCMoK@-dnqOpU- zxvA%GkSnDo-K`cn-z1Mw2S7M>SDBbJOTu0oPg?DuN{zurUk`zlKIaHCOBVZXA)Q+tQV6gUZ%eOK>v6f5Qc9Zk@3eRPv&fC z?Jcw7Wo%^GeXWXqy$bad?YQ;xcnTlqUE5O{pL6i*`;uDROkD7km3O8RQIDgW5P)`m ze~9Vc@e}9@fTC$xnqg!Z?be+kFyib|v^Ws|*ZHz4A7^h#s~bglJkGG)xOKZr#|MsS z9=%rOuD_k^7&+AByFR98;G+o89%h|4@M*)b&ljfn=!REI7*X@IaZ~81vwyn`y!yU4 zskDbtX#9t=4BpKLX2!U9B|(F}Op#Ab(PXfNB?i?7 zrwvCKD_SC6+mjqt*Nzptpm=D@%kP$(F@4;%9SS9q;S?IBB$RJ2nERM_sJdpBoO}DHQu2WfV&IQBdv^B1x=r!g}SBCpy5#k z)2obWtIqHP{?lxn59#J`NS6RB@L%Qc%K-d^F29x&jfaQwU_&t)9)Ti-X2Efv>4NnQ zht&m*G)s(I0rfk1;Vk{sOixGdq?n%;3*ONXm>G=Y@O}exzcU`jXaKfCR>hj~9SS|= z`v!9yDEkcLiMix`{n3=_qWhni9>J0USatL6U*2%VhhBfk7t5I&hm=^5To_pbNW2>_ z%Pk9&2n{_n2$*%4PXyFu#QdU0vf4!rJRi*X{FZqcnC<8$b?`Qwc=o@okN=JGp6Cq3 zC47cGQAmeoLWW+4>sJ^sSA7abzBH)(szhKAC2!aOpgdN&4Qnm{C46hscm{|oZ4TU~ z4)_nSO8XZs*pkM#fVEvE^tXGkhw?R4j7M|j-6)=t7$PP?3Yk7XP4Oj-B3P*lGPn)s z@ak+=DA5J#e%S~tRN4Gs_VH$k>RLj=%8H5Wf+6;pH#*?A60GO z_~3Ha(e@o~<>$hArE4_7nUzBB2h^VW75R>TRQ3Xm(M0gWE{Y*~5Ar(ZWcaUJb$Buv zNAuAF71XQw=RR{sEr3}ndeBI}qxhs+@*cMQkY8k|uc1DjtD~O4 zN#H))Z_3&Tlz{)G)+B$~m2fPm-%3EtY3`JKryTrHybL{mr>3S!)gQqpR#k}tDg{De zo<2or_?{Y!2MzIauLOb$NGzC@O^2VZOcxdF2fabe2_`j_xNrPl6~pC;V6+8)xspXq z2G-W|Fm=3yK~K0_dZO~ZRUZYJZLt#rjhD#Z5Yt@-5Rp z+XVso=oRF0qRnWX^dV_EnEwmg3%2Lc0pWHA&$q#_8`6A?;j5Eu8aA>^V$N5|1Mk0V z3`a|b)HL6dc?SBed?`MaO1ux=Rd*?gVKC45VBhlE#H?4Nkm+%0$^BKrL~+XTgek;SUwL&A*d_ROW)W?f-8XXx;GJv>>T+F|4aqU2y9 zHn`L^2AG{RkpW0)uC3Gyn=#6K8naQCM%?`?)mNE1!lqU1{KobBOHI^qB>YH!;JFr9 zW%=T@GB^HiXCT%nGv68@UhFvjVI)a4UMaq8KDy0q#VO@s^9pbW8oK|i6hCO50mS-H z<#B+M@;b0(m0YIW{t9?nsTikl`HLcQ%Eg8#T0VO!CgLyjROwZC!Si?MtNSWlv4{?= zt$!Y#BMs;dNgc{31~h{q^QN1Ek6bkP%*qM9Y9ed2sk}a2AU)YgZ95=bA;mnbB%)=Y zRvql6fNs3Slib>A#Kk8Dwm$5GO~-l<1qhcOZ_ijWmJ$cm6l|UkQb7Y%X14>3<9DcuNIL)hJWr}Cjb4q#3 zFXS2WuKw2PU{w2z=t>@ydqbNc{Dt3bKZyT*HiHUkJJK3$Q08Fxn<^VC%a8H-?dLo|jLPa@9_Y&GgP3#)2*#_we&H6v8 zV*EYeoU8-I$1UF%yf9wzcaBIjbTrp-7KCM#M_W;sT?}&h$$w?lpemml4<@mkV;Kfn z9-;;WCDuqu!~6UtK%$G17t$=pEyNw!wA8IKW@d#^0Y%P!#TTYVS3R~ZU!;N!A!l5B z?X1r;f4WtRd@lC?H3z$F2V96exBsLkE0&|@+u7)}&+wI|phV{NX$ZWXLYEoKqR&5E z`BnNTyC?HLz1U0T-xc}C3<7?N`DU2z?U}F&XdOkSb7VV-*7}r% zI#a(xNPL~Tq-J1bQCWbH)1u5n*U?A)&7Aj!Z`xlYOBQNAg{jovt}jvidB$JYKrk>X zG&XaM)VqsbGFy!xtiU&VM@wx)g!Rw>1@Q!RBFbScta~3{#n2^RW+K9by3Jx|WGQ}pVc=DBE2bEwJ>wNhBcWHlgs>R#jrIyI~m5vjz0s;j@``# z81zWWhr2)uC^G4`v|>s@>k1wGf1L-dp|OpqNitd%TnRwacLlfdaDu4X(lOS67e$TQ z%URBG*>N#M**nL6f37+#BNJ+5A)m!LdBF0Uu*L1X$?fb zqJBAFgB+!b9yUIszAXQ|l0;(El7^HKfOXBlbBbjA?=8N4a6AQx9KEq@&b88(p=?Z= z?BobbyJpw9!$k|J=5I8HGp<+Fo^$hsSx1Wb`l#h4`Z;~3u^LtX`)}UJ9{(t=XgIuH zpgJIec(3Ef)2q1Pt98j}9D=oqFuohH{tUCeRAAeOvTNo~q)9`2oA_`H#0gcV-Ehl8 zUZ6K5 z(hrg6sEAaDUoApcG$|jg+tf`yHkyxTI(0QTau_WS#_1=}xmNhC0RRHq=kLt+ks!L~ zC5p3hHEk%2w-0eyiLCLoN|Q}7#<2dZQB_+_bxI}m^`dF*H;w9W;KcCXR>f zW5N8a+9PS&ABJCLa%xi)J}VpX6$#%+q+{N%Lj)E6Dgpd^QMq zQsQ?4-4NX&6{ZbSGW3;f259HSY0=3@)^mjXmjtOPcx}zxl#2E&LVjO%TvwFv#fIF{|E#XAu!`nfL8`_tsj{;21l^gYORv*x zXJ@XMZCzqkT7h8oV+Eg8-8zOASro)%(B*)157eceUo(SM~FZ!SCcd>igvTJZB4N>5gfe zb%zyw{QV&<7O@I~;eYfo83Qt$&@_bLdD%#Od1zfOD}2c9c6@O;e|>N{|210P(UHC6 zQu*iOqu24p`1ckD>7TjI3G?5AYy|Do>x{K^2ctgme*8@a#EpLM$_)o5sz~EbAv-VN zp!#F^I#S#ss#Oi92Jc#t@AbJKIo#Hb2PfBItTKAV$>ehS{UAZVtAx|FF_45@ox# zIA%P<5K&cZ!65Gqd@Q zwzjf!<`l0s%pWCj)&h511b2LeL{Z8!ac2oDRCu!z zoO%NGUZlGROvZgc3Ebl{q1~%!LMS5e&juavzL7N@!o!2v-`Sa+$snICubqY(==1<+ z102Yb5O#?BpⅇxMjs+!$0tj#Uau>@0gka&ja!P0;?+3 zqRi}Vfe)x-e$hrnncn-II$}buz|a zdVgQVCRM%GR`gCHn&*17lD%R?yD|y%ca7&O$;>Ei?LcJioB*r8FC&nocip+${5zxU zs^`CsrUx=tIUJ-H4>6YU1&+yb%@9fV{ue~5673yV{NNx{`+R^;unNhCz}f&Zoi073 zP=yu)_rUg9;5~y)Bz+BRlW*$2~&`vzWT3jSGl|HZG9a)kwi@-9ypMJr9%-ZNVj zCeeu=>HT9Lji?`k@Blq@fDYi?Bqfadrk+KIJdC5>4`m$sT*g6g{ByK35WhZ`0vG$f>~!r=ooRD1{3N04CtV^}0EvD#-8(OXtQ8hHrM8{t-|{ zE-=Wqmmacpwwidmb0UM(c+rpg?AGxoiGd{*7cGGdoty+?AWAYGc4umtB0?nL9cJrs zKzrQk%0+ok$6A!*JBD5hHBIJ!##@>Kli5fNH<;A_`+C z29wXIH5+Fz>!Sra*tgSY6l-Nu&XzhVc|WcCZm+)!mhBHj{DG$_BN6d)vyu^`W^~3Q z;K>7)@|~#FHv&--71r^z@t#9>vZE>X>=cfw|H zK6%MHdh=~pbZ;Mm^y$c-YLfUV^^~x-#a4u)KER_dG38s0%6(}xDl2(i_g$#8BZml- zEV}PA zCyex73||lDHUX`4MQ@Lt9DB(XWF;b%4YJq;3$Q+3-!)(YS&kvMi9g_T+04P(tJ$rFHy~bd^L~FcwaYb1@ zxE9jZ^Pu&_g6Ce=Ne-O$jkMdOy&Jy!Ga>=*Q!EId0%lLQYUfh{4$8wXWQ2cBDLo2; z;g-gDhoamO52yP;n;!`|gVHft&+osco`6Re^|qpWV1$cMj(ZHB7F^tt+r$yCMDD|#X65?FiK#M{(fHbxpVQ~*ndxU{UJ_YF7>oBtV;|lOe;3YJ5ukb3 zN6Q)rXaeGoAorGQzGpVF2Sldlhh!|uihfxbF4Tbstc;2dJs2@BS}t;=paZmhSBm9n ze%=oq#|MKX(>?jB(6fYG_5}ytWBUMIolB)4TR4srtLLLI-=6aMGdUOG*J?^2Pk3GU z9n?JMM;rP-0R;n?QX1gL^a4nC0JG-%=a)}C;z_q3exlH4Qz5y?4~-PZp4uT{(N^J= z(=PNd8GE>zO~;~N(FySh z^(Ufp0u_r&uy(A=PT}ddt!MJGeqf_-r-A0c62@HNFXz*J`YaIpaf((WG*;@fmY2*P z5)#t^R>Z+w#kB2C#M7iZLY5c_M`i;}jM=m5A{~tPqf+$t6QRZ$siK53nQ_0CanJ!9 z>Nn%zGQPGSjo5jB*#Oh7mlr+Y_$DL2`m3j&0o>zBis*jDa7Y?EE7P_aa-Y~@{3B)$LxppdN{eDmHzhO5dW$hHILOwYW z?c_$asV>n$5ZZ!Oo5>PF$h`_H`yI!7hJ;IZzP1`>roASVtkj61sJ@^G8F%PsY5$TEw7;mu5(|L?`D{j26*VqJv+@Oy~F{ zb4FVs5+y>;RzmTr@F9?(rm!FO|9#vDDAs*!J@@_rt^NmQooK;Pi6M`1IXa{jZ*K>* zg?6fCnS>gN+Ru(3pCA4)hiGC+rT5y?8@KJ$1ih4SK75&P{I-i(Wol;C$O%o2Osw)7 zMJVcOyDSssfdiL_q2bdFD8T4-Q)C7_eF)X9@4Z`B#h zJMK_kR33X#ppdXLulczBZhB`{_YCs*MqW9aP*NfR$B_wL5}k*_G{>XHewaBspr^sg zp%9knIJnryIJQJA*Mop3Scb*}^&vrj?Mq?q%ahXGPE?hNeg-kj01K}=J>{NC^w^<~@mFZ0?IAepyO@ZXiH3q#d0jid)K{|-UEr&hqX`AJD3 z5BrWpss)B+7MoHQoA}C7%qt=*QzdjS>ehGeQ|Ol3unih%9$>4#E+dIPlfj2Opl^wV&9;)e6c`?If`N zBDvBMZs1kY5$_&oPTB%Von)^*Rn5S=^9c{?mdA^FJv*RHAv4yk(IWoK27 zSp;w63&GC;{b`2(DOG5imhY)Xdq|;g8imWwij#7#!_xOB&GucsmlJ9izkthDZMb6 zu8$_&jh%AI>_(C+-$MeZFxJDgURzl3}WuDaP#PQ|8uzq~lX=)n(W2PpQ zNx@u1S8aS9#WXQcex8I3nEk@{rONk4nqzM*diVrWh`ulc*sk|%MBA_B_4f2*ScU8iy+oC7zKDhU`U6U{!3&6juZ(jp= zIWnXqV-g!_iF63l5!Xa#Jd5eladq&(Qp89Lu~~KuS+CJ-e zk4989a}L%F#uz`L=W{j5(J9!lK9K%mc$J&FkgTy5Su$bF^VHxzuMNKHX#1GA+UIe} z$2KOITm(WPJUjdM>%ssgO9^IIV0fJpfaL=r?l9gGTLw~HB2UHIu!S2a;*-%&NAto+ zAsUd4aP)jm_)>xmrKC+9c3|6ph+JB>P*bPzjDRi(Qe%JY#EpqGzt?JVJ7DewnaZNy z7VP0<=aS9&TVh2Y9;yEPa)(z`0QD|Q>*oV$ok5tD5H1Zp&OKL1QhA+8jzBZ zkQOAQyE}$PKpLbOx~0331_|i~>F#FY%>S-?*E;u{H6Lfa^Woil_OqYoS75R~JR>`5 z67Sf4a{e?Mj{8Y3gJJ3$^zxK1(Yq0(g1Ox`D6P?zF(ajyMG!?<>*PCYxGWnTLPU^l zpO-HcnM09$#qvxys7UWFvmTP}4s%p8Z5gIxJ{x@$I^)*1IjU4;Z{pXSs)<$XJ^y86 z_UnG)j_~roeXMz~07@lSywgm?X#U9|!ryh@Sj>F#XPz&WuersLv-^)(+*_m-jbQBUPyy!|@5h674J>tL48^5=&)PEEKS!-iZY@ zH@M#H&JhhMX}o*`n55^LNe)!n`Z7t2N(FinvK_Wzhgo&q<#s-pGCso%Hs?IBJG>(00=vQ0Q(yvJuip zywgPk&h|?}7WO}>4;y|4j%{~LKG1pHA~o>2>w<`;`C(9hZx1@ZDc}|FOh1Z`!V|9E zla)+4mWgnI?G_bMPeMr7e!jS#6_InBfcbX1N=qbkih<=EH&HgaJIdLgKV`eGlQZ;_ z(oT=q4qX*BT;7mokhIOuWRu~WBZ53&w)Ti*ck=D(?BTyH;U%Fp6V~CCSu`tv#~b5K zzNUc!sRJtb8zzSHa7ew8I}AwH$5l-jMO%~W zcCqGO)y-6DLCA-oRh8w4_A@Du6U-_NGGxCz-=lz$KHjU2&9rS!2@+=_F)Pzl3G`I& z5a((Yv-hIWZ-VCG9Tyo)F=Xs1-4ZXOB*xH8!@JbVVuLitdiNvO49{VS8Fl?qznAj; zji3OS2VT%Ta~4`{wcm)THf`ojz0blopQG|L^TDABUut6tolYG3ZgI$8*8s_LnpSN5 zTslqzh6Z>*{G8J&gU4M{9(9@_bs|}0V)xr$>!$qyghB23v|E(^5uhU+-s_a);?5#W zN>oda++x;$HAAieczK>E_Y-t{*UnGJcZ~bKNaoGGmg9gx;Sf#<)DLS6EDs7q?uoh8&r}5Y_}OiQ zRaYIVGE7REcn~a^=2vQYxz5p~Z$JhcIy7zf*&yURfl_f})mHC{l>OB4LNB%Cho4-j zcifx`m>C3@VzmXK+0MtPB1hxKiQAIU+DO{UDZsj|1FaMv*~{iUZ?_JMF6&A2xEXF$#|6Cr|9YFv^ zIR(rExsS9oE8|B*s);+3lA70SzTb*zNbixliMUIKC2m@ks(9(mhT;-ithyLa@)kDh zG!>2(OKS#f?fx?AEpxHz*gcfh*^0bqG=q0glSzioI$$lh zdQ^~b1qyHUM>C-(Q0CPIx=Y0ej$=f5lp9?Cnei`w!78?4+Y%H3EEIE=^jDBL)8Y=zRtZGpY*VA7`jGdx_GOM@d=g*sGs z!7Yf|Z6o~iLbqX@VZ921N*5RKgvG+noOF(uioYHPvxZAx9sec3JJq$P1dvbtJ_bJg zd0$8KFT=`G$wQmiBHCiMor8BL(aNQ2)4Mz<6I37>&4HbOx1v}znOJa0<6%Mc-Nxfq zIMv_$^Y>p9d=9&*svVRM`^WGFTF|GP#ggX3!T;0kQCXF!@fhozyEyJ#Urzk5GnCo- zeJcYuE+g{`RE|IO8F}^xX=#?8rffd>>rBxWUnlI6RC!U8Y?SBB;BbVOS)Z|HYSm8* zBblq&8#SeF%0%Vu&O3j=c_JA|HEu}5F#_rK4_YtX&(rc-e8UPz19t7_Sk~ch{CpTP zZrrlNXSlD)%PQj$o;|&Ry{3^P3H=fDBnRU=OCr_R!&J7#nx&JEc3kt7I%7Z4lr0qA z5yLUuQ#+$w_0osKkR}TbZUOP>F$4M51R{v6Zeol^rR=a#h9oQ6J=KX>wGKT4PJKNAVh-WqISa-$ zRqA|kIkk&_Z;LdFs;ZR|rCrl)rwJ^(rFKss?)~kL zr!zqHO`i~Ha!O@aX%s-3Boj1v z{m%wtf(>c?xU6h6pTX-rvr=%rR@Fbcpd@FH6#Q{=tFew(+bXEyVP;GXMqYzp5u^>3 zz_kz6iZH=-7nL0~-l_~HN?4m-h9d%P)BQzN>mwoW=BYP0ITYxX?x)GrrSIFM8AUI5#TjQlQWs!n&ZeJ-mpLW)ad;rC~I6UA=KtqD%67&`mh)io zgi|%wbM?G>-3JMusZ=1#;P>gI7W94-*Ak=jTIZf6ni|=ce511RR}#cu%4_aD5(g^s zwq7>Iv79=AHJ21sUQr`15uHaZ#;ZgJy?idxcYSYs0S-L z%HFy7-HITbPekr)nJi0S;7kub`2chb!NWiY9TiL53oDAxSVnhYpmFg_YLv>vHW00Gtmra6^JyWXKh^PG>t^s4(gmThl$c1U^geBA;X z5xZo}m5v!CYeGIPGS4sdMjW;ji<;3amT2ksTIkvH=)NAV$n~d(CthOzf)&5LdH?cs zX=cu-wroY0YKs6%UGuluqa%T^A$K?asQ(8vI;5DpKosonI?k>J8 zsK$w%3yYk6$YvpkdC(7+s}HATkLpAAVOozAVp5WiJsa!X zNPtZBo%mhzu>@(9BDYAwl!>Iz)eD98oQF)yp_9dI_CSz_-8W0^hGFcP|gWMc!0{=ZYNiTeO zaDMc2Qw}1a0!2H|>b~lCex4;>bNF7v!qg#aS;Qx|#e>DUye>e%6^He`sQXfdC(WE( zSn1r6<==fBMNzNEAItBhKCXQ(bO#{j5qyciN-+Okvsq0|u_$BR~R z>eTbn&HlCiGwGj9E}vx)Ue`Hh5r;ATnQpi8T$>t_9|Kn;%1!s|`c2N|otL+6)3`wh z*J7(9Bahx!08?6ysi|NFEq-i@Zj?)j?N}e)>p!UX(>L+Q*BU`kUJ9Q+t)qoD#<>&t zyGotvpSHQ01SgQ34$lN4HDOiNt}WyvVe52$t?gT%vN@pZ>JBfN-;=UwIqX$73()JH z+ULG4t*&50ZLGfTIc`YK1k6R0`n>>}h>3SV@m;|z;FO@^u>q=>ZKJm1lQE4y?TfPI zbu_Kr?pe``Dvjqlm!F#skXlWT_c-6I5t0wpPqPB<9{m0xDdFC63bIyy6CcPB41|@& zGZzV1!Kv^g6dQi@+^(#=qO#91o6&mtnyb@#LDrl5waZ~Arh0gGpx33pFTpj|?DM~z z?uoBST^%OTKh4@saK+MWsFSh%V6n8H-&1bLoEKWCq0=W1TDm`lYApiuzvs~Y(xT^r z$0q`53sQtvYhY>lK4oy@S3l-XY3dMqqM)^BzMe>TJ?y?84vq5mxbN(_;>^P zJ7om3tlfEvV4jgo%CxXo>P(17g0Hx#NIEk$^)u6eAgS#3W+{7HqqNX~qC4)e#@7ocCsNK-KQRGwtgYwwjNT*Vt{Bw>PG1@dABD zpfZS+nH-QWgAuPbq$aGa3E=)Ih=AwgCt`tc>S&zW0<~47r9--!q3##M)0Trk2OcToKDeKuWQ~KiYRCJe4>~Fz6+N6sH24G_jE$=2T2096bVKf{x=E~V-l$C zm;y})a#YEN9Bj(5xFrAWl=tL;Nq_>FIw3rgkjGh!eIgJDdSmr&%SbT)f`IH!-y427 zE^=spu}ns2eYQ#0TrSYv6KvfoN}v}DtmZ^9wbCG;?BkV8YpN^FW?Q>!N(D3tqvKc3 z1l0-`sG8qBH+^2~rqLPxt|Dk99$`W zbkLT@jhm~X4*Dqoo++HHd4o^~$X_6Z_B6&ecXjp!%shZIZn=F7o^5?Ai`xXZt;~mv z0=qI+X(M0T36>#E}$HrBTaT`n1_Pi#yp2XUGpTrao znWcMwybt5=D|TfMAJ!P_0mT6q9(uj{+^V)!N5$93I#PfQ7spUD(KHHVFv4XG?gvXq zP3!R~V2(^-hdlCq#*!_V=?j&8{d7RU`!SY;t$f5cd%JrNFa6^-?!zC3#TAmkD|1K(fi>#CA?c!0f9T$7n<2TSGsT| zKee)4tFcc)>s2NzsZr)vkK#f0d6$3w_>cY>*Y>zafA#yf5UnmscIw+VBBeWdN7d*j z!Wk5!YzfrVIi*cO|3t43L_z3jQ#?-ze-Ml^QYpdr1hqYqQEuBAgh*vI;XJ)0Y`TD| zVRPaZOci1MF*cK2g5HB>68=m?6plf~J1h#`3~aWCUO?UWqGu!6jy!S6K@9Ek{pS!EKD zk24a7rJ@s|#P8$Id~H*&Vyn5qM3i5U0XfK9JTs7KhBg6(A#aMqZcHIpmFgaAs%KwL z9&!-RALD;|QxnGFp!sK@R$Qr}^T0_qi7-M*j!{!GYj~V4BuMLWGad+sTs>K9UeLWz zUbgHf0gTF?Rna5@mU;7NEfTKv17EhG$}>o-y|esq^{N*rWa+Ag02BKvt|w38vh`Yt z*M!O&Srzq?%Gq$8Z|YBih}*%)cgDEhIu{x9ze#e}Gk?hTqTXAL%-u{T#?go(O=}|M zF5F3DJC!@HrnLzYpwKUO*m<}m)N)6&H)}{cDnT8>wf)Uj9#@+H^6xI zt6Bjy6E$(NA;pk)Q69X#eE1GXwClPNj7Ll=+04-AyMD=sP!*P-yXfe9*9Cp6u`v?1 zBAU3xapXLwASR@}zWYQ11k>glGQG5i-zEK_)$`=!fauei-4oq35r0|F*VX=K|l!(Tj~<<|d`30cBBKF74HE_O#SZU1+#>;#2W;4Gmm_j10w`g&2kX z1zb99!EFbdsaR3}h`^wIhc!4RMh(%_=D6{2G9AdjjhyB2Al~)zf{qc5B)sPo1#4@# zR3H#Eoiwdh{v@yVLb5b?LzfhU5PJ6X*fT`@-3SB?*6KofYI->1fiU5!Ub3;)WYrX` z(oYF#M!t%cT@SgPmk_?0IuMHo-AYgl1`=G)FUFWZu`x!lo-(5-z8An)@2>G;3 zW%=2Z14LC*B7y*EsW|!bVYS!kyz#Y|hm30VwnA9s^j~I)*oP8H@-1x1v{tF&@z#C&@e zvacW)w=j+F{cmLrU;O3ud(;_TW_GwpzAIs*HD09=#*ckcv%!q1L4(dUSbGe|+vm_1 z$&w?xQ_Qjt)O^a^ zov}h!QnC;E>KC$&V4nPEJv&^9*0!Cc4~Iyv>!lOS&n4H&n0r4wzlPFqt>uTLEXLT20^14K3j#+Cw~0Wh#-s!hZPHl^ z3rt-Ye+l)xd6@cXb98Yb2iU8D9RTa`Ulyk_T_bSmJX;rbw`A~B%MVmi9mG6GDr>r! z8my+0$?>L5?*wRvqlKAJeQ_z+$w2?ymP){E0(!wUA4Y86rXKkl59%DVx zOjYVBY)(r%qyL*H5y;sir#CmQ@@!r>qNe#L>B&U2`1`lFm=dR@@5@TZCnpzpMQj1_ z%0nga2Ec8Di3@nAw~J34#-oO|cVD+d0BuDWptCQDI`-(*EoN}X0Y{|eJ^^?CF~!cv z?O4JEBAEm-$Os6)V18dFbH-3A>#cWT8D&8Q2N!#r3qzZMJcDVlq6_Vh#+3d=58F?} zIB(7Z{uyCX9@(O_XU3Dgz5M!`^}y8!W(4ztybw_;T$TjFA&)q;Y?98fCry?uSCeiK z^)8M_#e-lAD*nJGa74=31M;cZm@5`7^uYM0m@wH|n7&?l93e>9({YL#KIL=uA}b?X5#LL$6xb>IWu*-JeEGk` zyB#$kO)`GgG+@)n_A}N&bZF0a9(T4?Tp>{aWIydY1(MbtNea7OMZi)6!4}w|4}N~V znRZPOWtw)j>GZe?`a%EOiA&sHj5z>vDv}jAcS2ZVrv@H(R*xID9z)|w zmYj@)WY0SCq7IB#?T1{);v!j`um!Fl7+e@)Fe)hWe_nea0pVSFEj%ANZMzTg8BE}#LeO2#?sSe70bZxW~ouw>$qP1K|@1%d>US^Bg6 zZlKzq4UyTdLs6cr*R2(4w^~}u^x{OGt@j8IT$}*MP4ifzqbRjgLpJxzXrE_#TC!ab z;A&Msc<0M?WxeORZ~0K5_m{d0eZw~xc)}m$Kjpr~h^3`ZL?&PDkM^S;9noiqV-G+1Mx@ysj=2ojZs&_E^vKk^0sG{)dSg?T zUeh0O!^`j7a1a85LJM24H1G2uV!XxmCk4+ya3>X6 z?J7;%PEO=y!0CaMbbrE_yKvPY(CG&mmC)9}+e$jtjqh3W7X0>k+4)E1R#kTP(wE0>#OrI;-;^W9 z+?5_pmnK2Ykjp_E-Fd5Z}y@jK4-rE-i3EU>rr^n1k$N#Pc;r`%;4p+L30?b+`NsqaDQTt}`Y!#OePfQf^@du?>Y;rGMHc2EGQ!$` zkjVK$QVqbdY(T7e8i_KPujFG-L+M9UwgbF*G4C+(V}du`g@kOofZOj=ebF61WjD#U zTKvvRE&Lbw$RaLVk&PptEq|jLI|c?5laMf*#0zeH?~-LNj@UeWiBxzA{!x8+@}gx? z=LZphOD2K7+aEuuoir0{z?E8xhryEHbyhh1R)O6I%l#|k#9<^6T^W-tSFLS*Cg=Yu zUsJyyuI{|HW#M2Oq)p*v;TookL)a35O<^9#OVZD`M~pI&c*%A(Pu(nKMe6COho=+H zCP6kG!{9dIuMMv`%t7vcvHHlc!298G=G1`FL*Tt_K+peh4OP(i&dqh^@ zkejLTf01;YYr_LwQrWL3hHz>MWWuRkc3;zg-@`+^FDamM+_S;B`C3O1|RUnC)2?1mzChwCRs~U&znZCibE`s3`RC2 zQz0~X8+i1HY!Fiz#;G`njf@LKL$8V(2nioT%cXcA&+vP+9UQX4YrB2Wg<@WvW7`VK zA|#_v4ZOCa4+MV09RbWpZ-$}YAgfI0@tZ*30cwDMpi%b%FB1R8bkNR8fp{;z!qVO@ zGUn_OwN6jNv8h8hHrvLX)IA0rRHFtnCrx_X)0nro3 zV7uq9AI8EWwSpE{Pq&iA zaTx5%1NpVM@v(;El0bP#uq)j0WiVPoThu+wm34gd!-ZqSU~$Jk6FwJz{^xn7C^Q^k z!q{25h$cO6jb)=(BF&G@)+pT!KEG!1$IDP&#NcU^t5?QRv4c*u;dj_a1%|yk7wM20 z<%uDY50nmE<*j+d$2H>o$VZ$p8_D&ycS_5z8|BOgBk4*oZ8L(BhJ=LR`_{nutV!V; z_6$j=OQ(?DW=hOI%(#gx!EsVZERB%rr0@=|&tYF=74>~JTv0;cAZCdW^+!~rk$U|V4Fm+-KIt8 z)F!}dM#;CBpe*6VT5G(9#bs5nh#};ws2?jR&iMUqNiJ}h#pD$!_~4@G_4na%xY;IL zOadMVc{;cNfZ#EuJ2<@)Rch%W$SWpcM#WqVBg zJy#oSb33PP^1A4T4G;U&cRtlm!k(7(S?||Dg?MFB)I20T_Y?TN9NJkz1j+>imi5NL zajCgDQ6=o@vG((XmMUS8W68g^_h$#lL`k zb4(kKOL3sT-ojCS!gC=o*PzBEKC_P0bg^d9ec>@}e0lQD%y`Ny9F%F{hod<68}p^d zIS!QHLN??rZ^!(Z!T0t5P)uSFqfOZeJgOCYh~miHCa)Aq=!%<3(c-{dXzE`TruQ`^ zL-}a{Wd`tQaED-T6LM6roht0-A?*lQfd5X&;^qG0eY_foUE4*za3$6*cR(@^5xAm< zj!$kf9_f3kd09H0{YO}Ek%ZZU9b^ZUv;*mWAo z3Y8G`;o^$S_xbbPeYa&Y0I2V540`osruK>%Yu&RDGWou6PZ z`j*1g-5a$pBY*uNc)vc9K7KBdQh|)u_U69qC!$Kl5BimjqkNJv12XVbZ4L9faU%u& zrOns&CI5wj>2=U=m(^6=u^705%FQ_+sH(a&BRH}CMx=V9V+)A`wEA7`5$5?x;9>t1 zE)S8Zw|9lu2n7SrgCVnQiwyZtAVmFZRF$8gX@)@ork9+)w8etGkbFGX&2Z z+qR?Giew`3Z3617uLz%3jp09&HcPjrx{K}D;SUEBy1izf`#;Hw&F;oicl3c^hR9?n zxwjZt8z}>x`!)Vle;wN4UhzFdc}b}G5;P!3Z`&^XEu1RBy!-t7RaNUX_=+qx&Xn2K zTvl-1)2FA|Sh!VtXjJTTc}cX@=s5(!0e8-zm6L&;ELJDi_&<#!JZQeXgFhC=k0G`| z$|mC_7-b?(>9o(xsGY64^RrI%7n|Q(!%K=p??)g{$TOax+uHkhaWcvJfP%k+jr4i$h&7yb_&W4D=h)u|2!Eo^Wp-k-qtzc{;YKhqd| zYJzV*K&hhD=fcJkDAXns=10_8EXGOOuCJY#$-N*VKCVL)R<=g_%VDl$hTcfm-&}t; z_wa!B3ttX4;VhfbbFaoYEsajdb@fBR`u0Zr8w z+ogj)mO9h<^>hbV{2qwnh0R@6bjwhvmvlOyJ@r`0`B(D6o@E1E{c&7XD+!N8R6RM$sCL8c+R4pa0 zBir?u>!f-EpJY8p7=ZP2i$jR7|~E=inrP%O9D@1f%x$m9 z0_n`XtQEtMs@w1EAieFnqH_1|Fl{OrcIvC`V$kj$#ctU8k!frF-x`hAMz9O7LLhu~ zQ;}HS0l{t`yp93GKRn-Euq_%tXo}p;Y3_yGOr=dC%!C-HC68u)RYt$0>KdoETWgi% z`c-F3+9chc%^E~2N7Ly0>>pXpsjIcZhvR4}lZ{TdaX4G0nDW=;yp0x}47uzizr?uN zy2x`(R3;Rt{`&_I)?BW&FK4ldsovXFOOe4S=rlMJ*@)Hc-CY$LF@UtO!A^+3`(o4&z#ib6e%X6#k zve>I2NpD@^l$Zn(Sg`I&iyIf$Iu+nUKdfxRVNKF6ZC(imy4Tk?Ma|VZu$Rrn@UzWY z(?b6zW#c3R_#Ia{fTn%?(rAkZ=-#$8{J6Ra)4>-l>xpQ%isStK)L-q8-MDr0Fi}~9 zze4BjUTa;qMfkI4W_k#H^mw@(DmwYcWOeoGK-e3WzX`&g9S4$+_mKx1&IH2oYp)gu z%nma5FDB@bpimV08zo+$7pT>S+Q-7usJKV|3%V~xrL$*0A-y}I7>>=9lvCD$xi@ie zThm;xgOnap-p2HpBm1P!-^8{KqD45S?et@%-foioDK>q~3I_IhGf7Ff-_^0J4HXew zs(Q9sNzL+vnl=+c>eM-10<7|J8&FQz@~j3EO1{+%|E+5#rns0qb2_s+(*rgy@|Ric zZDv9yJTV$2*Q8UB3vWMUypdYwzk)ivBD-nq96y{Xj`7qVZ%}oqio#2AI57@#&Q4It z9AiuUWkbiCfg%15nyeGY!8;>D|KvXXKs2;)*B6JDagl>uhiw<=4H(9*`_;pOTet>(94Vo5yWXyI8wn#*JRuM zJ?LA~Pi*=I0HKgZI@o2T-yHl&?&-6!X3ZUbvYA}q)eU%@0CX!88+g{VsO1-iNJ9$e zhP&*jPQ#`eOHpfk1s09iK#+dAKjs==0&V>*#>jdezc8QPE6U7(lGaa@TDpR z;oA)m9D03N7(e>eYa_#VBb}0o^1k%lcmIoy&18bQuUoK}a~x~IBc#}&i_J!VdRoJ) z(vp-FUeglwFT%C%N1xk{$12T5H&#zySFFz-9?@O0-(GAQGpXfPUA)a*RDQEb3`e)- zbDm+$QDDq9g`Jym6O&!nH-8c{w~YoRwDBZ53s1yL@j+o|okv(V*3|f=PxpRLEz^%| z7yLTc4WuP_nsnBZSaSncRIM;M8E(iAJ|=3_8^-Am&>F70ArD37^?tzr^8%>Uo7EPo zi>)s6Z0H0bXr}Km9`*6E1S_d98YCouf5wvdgs}FwsY?X6N?e&*f-lXj(9MXF7nuLqqhBZ{^yUpEv8H7 z4VKa%w|%7zp}=ps*Qk`hnrvyecMkZm&4F3Bp||2R?~~3UrJDsCV?A zC&xdG0}VMN4R)+|>2$al5e~|yR_Jqle0o{+6!nF!k=1!TD}QN)Nb}-|UXNJWMTz-) zyZrHYDY3Lrx3NYyO8T(nGN*wEX4SHC$qOGHD$?d)7_jRb@k~ zDbE&vnj=a-ZIzqdmkRBBdt=MDeNS(FGl1o>1v<#_8jXmh;(sL8y7M7K>w^tWe|Q6; z<&j+^TVYc(`8?%8AT2RUE9Tos?RrT+k~m<#Ot1^XIA4VL!w(ZBpJ|o1cM}vmK76v< z{vNhEg$irqSC(@UJeq~Tm}#aTAoN)8&A32(oy_rqlCax0?wQNQfHz1`*b;aXSUqvR z-s?=%)AP^#hSx%JqKZ~1&hrjheiZld5h_FI&KV2)dU+s<^DuXFB8nb@_ZaiuRD@3X z3Ml(o6qS$LksStE6YxdfM3o z6(;m9W`7vHelRfmq5mO}1q~OLDE9xb2xHPGHY-zkZDW6N50b#pMGncKmqjPufCzaQQ?%>m+cRi6ay^gzq zQ~=SSEs{WR8vD?Vt95Xb0HFUQiECtO&8vP?+Zewuf|~^p`>6WB41s z85JTt5XV3aPNr<^W6=YcZF^UZ_dmEs76M^@)wya#IDKK<>3_faK=7sdVxVNB=ObT@ zo~|Do6B&P0rd`cuk6$0Shiu?TG0$VKvWBN~!l4V1?92q8Z>M$LKJO(#3P2u*xTLt? z1Yvx63GJIxx&|gZt-f9>5IST%$C#Y3cWyi(`UWNqd)hh-HTTnLc$3wZ<$vrY=WT_W zeItKzT(lvJcEy?M)9!_!LeAp-eS4pxn%HEwIL2Pqra)D2jifWwP+OoP~JC3mB=U~U5Ttck)2|pF0|Ku42Is8>hZLY$af=rw$;yj z$4J*>xwo{#0$S&&rwKmDf6-qLm|Fi_s?+!yZ36`ZHw6uc)cUI)$vF;F?VCN+dt_t( ztHJAR?K`V>TAuH7)nD632vyaC9tNNi{=7h|as_-Oo=H|~jVgPXjs*j@E{Frt`b5~NuHTF4$F9h6e zm;q>UxsgX0Admn+|8Br(qf2z+kF|ZRYKcT@;u<&N@U}H3GO|4xqRIhrI?#>7BlH|l1<-kSfOLexeV>U9MU>D0%L)C(Ufz5}G zpFN7et(x;ierrqtP)M*PDTvToT606(dS1(gKKiu9s?9(og zVJ<)las!5kMD^LzL@pY`HFIzaAx<4o!JOM2*1JXSX2*^*!J{8oNMrC;v-spfh1eO& zI!=UD2Jxi7{UMa|_xh&^A_aFr`e4bz^s__btAU zjx-*46(PbTUh1ANtDL3eG*C8yg{0xKxxLryfDsw_|QWdw-JF!WKD!H(T;T>mM{K8pVAFDR(7k z{M0%&85MjpnN`ua7T&}%K$>4_YE_7OA=qx8-9L^6Xa-H^g?`nER_(?WW5gh!el<|H zZVzs=Dif4NY5Y<>aL=$1<4K@niWA(R-0+k{nsBtXVB89Ehpbz1bl`$Hl{B2dGMP>wa|%`c&8DJI)f$S@&IhMI6$4g!^K@> zNs9$?u*5oi?=Cgl1Cl&@5h8jye5zDBc~Au0|G?Gjh(wgOgX23(B4@qA3j)5({XiFGf!vZDDR_P7;VtP7UJOkbhKN+8?sf%Fpy><|JV zz4Rv>EgPh$`tI2G$(g1Ohtrsp>y0+*4IcOuxyawW&a7_x34lM+VthJkA;?wtfB#;r zOmR0+Wcw@7O7LFtoh8T+AeCK|xxAb9=C<ak7`FKud~jhak?$&UqnrOvshm#2d;NzoWr4lj#dW z`m?L_HO-ym5g^hk@{kD|=2N_|ZCEF^AHke_o^%H_dEO3cAIPM(x?57|`gr7|#T%Fe zL@b~e!t~-jB`)Z0YX+)> z#gitH?b5&gM$XJcvRWDdM}^Ra|F~*kduGw&X7m~J!#9TDDQOCOn?E6*0~YDHnEWJC zySlX)Go@;D?>Z`BRt0`=J9(pCFo#fb-VXpszPC8Ht(NZBEWV)6k3~{$4JHbWeEXt` z@{V1nSqTt=5^oDxmd^Gief64hX=v3N!Z#jxHE%;VGPOI=t=8xuHV&>y&dXY&1K+}U zxR})KZXx;%ek<_*%fu5$&2L%@yo#P^)cnz>Vm5t39OHL3P4`pl*yA@BuO{lWqVboX zL4kuvkc5qD1wd$_pOv#GT+?w4Qm-#wBlU#+nUn~KHZbn0gOdw-v~NYS<4*X zker&#TPLnB*AMPg4BZu*A#A_?8&eTTMZ(e#tUhj3^slYKktA(kcvy%MjNLHNY4K$3G>1!u!F%W}JDPlL%Pp;L& zAjHD;ejWMLbzJcCe)+|zK>KsG&z5@hae38oPQj60;?{+sJL3i)!jhx?9m_sKYP!or7hr2p`a)0`?=-==U&W5 zoA8=(woZ|tSEtga&0FXavD@^eH=<#QVymwF zNdvZfaj+iP=ux?%yj~}E-zr<9+<-EseeBO_*4tJ~8{Quv%mKHx&>{M2X@)8pvGaLd z4ebDm>=_U5Damjd5)0yC2U?SV=K^v!xV8nzseEZ#@JZ#vV*CHn^@G&vi~7kSakKYu?Tpg}JclUtY#iX4`@Ix`tGb8bs_K?7;# zLr=p$cUmgCGywg;%&s@TA`1tv6~eJCS?pRxMXn&K1!|{^6R@+klka1F@peRL^8VV0 zxZzTsV^B+;S3v+i4_k!9=F#+{HV$sbBoGUXGT90nPh}}eXvZbn}=@vHG&Cz)% zts&1wHL@3a0|qE_OP|xEK}?Y{tn*kHNxl7MNQW=-I-D*>T}99NfV%W+$mGXNpuNE( zE3iPt?PgN^S5BPmWeUa<9pmFpKWOI4J;JOpz=r|z5hD{UnBF@jf(b|bx-|86^`ohNU9X{}-Ve#Q zp&~bbKQIxAGaBRh7GX$V$`EU74083IB4Z_D_dYB6wPp_)-JH2Hyl!R*3@^Tsh`FV^ zU$y@CjFPQrLH(y^oSQcFgWt^jr>(dWupL6j*i7zRcQmw2Cd%GBai(&$T%6HX84+3* zFh67>^nkJN3fo|9Mup?A$f_d%;Y5V_R0;zrNH74&*Lhy+sL3Gd2YTx`jf-c|fCGz0#%kL~u`3ZOPJ zybkNE(hx~jIyss>%k@xhh+!mo^Tbv}a)m3P^OU6wro!8y5OJ_Y$G;`GMk4%Jnam;WB|-~6M(VQble zorsbnHv=wu@xAS7s*Le4xx4*?Z4PHm3h*@Eom93LxV^6NIGloc^>(UpKD2u_QLg&v zF?okE1vq8TjNNmW6ox49tR*Yf7qvg3Z(iX3WBtaCXXz5Ut|UZDz~W zpE`m=d*ATo3Mk}Hh9_bRgd(h^l6VG80RyT%s3_glp!=YrS zRVA5xPTfX@GtB$Qp2sEnu4}rP?J#kODZbAFZYF>$4$~WkQr;TPE8gE;V`a0g*l5x4 z9Y4xHc?c)G+w@+mjO#k7YWF;4JW};R`JuiBd?2)cJj~2r``*p*AxF%sT$U*Q&Xb5v zw5FdJ*Vqjv5WjhM9t@M0>>2n1S;Sblp48u)pI=06P4MEPw&u zEo4SyfO>`7P`0PHa(O!NX+xYQ&v&wg<3IE6U@~!VyE#23rxdZM-blic$SWWn);>>& zOBZ}~sy76$8S<(s0cPKp#jD%4JblFklEzS>9Ctwe>?z5H>;xj}uc?(vLgia;Q*(as zrEyLBu-e<0r2zGkcow_IAb|H^PNe!q1X-jM?|Qi+hKwiwNu6RqoGN=-1AD@MPEWd@ z@5~F$Q-Dcfzt1vGY*nO-zw1Nc#y_EDQMZBzJmXH25C3~r9!>DlMksL|6<#{n1_;SV ze)Y;%)N@QGd#7Zwp2c)OfZE#0>Pt7T?7Y2ennDJjASfF`wv2Bck<`w^Uh4jEVJ8xS z!;|#>Dy@{6G=({txLQIq28OUQ!VOo;<2dgWOu2rnETn=RAmeW)7TI@Rr$cop@6jF3fAw&vZS|V#0+cT`Myd-zPr*o7{?`;fv>e_&`Z{-{?s1UX)JewdJ5^?-cpt)2Y8L4+1iHSN zl@|&5aOV&u^jbh2F8+0dR@rACNj)K{Z4zAU= zoR+7`dJ#ZVZ$IfKk{+2Ka7%# z76d_!R+uc;)a8qi6B=tc|PNJXfIv5B*!*` z?oE|t?{4RWqFU2Wznet5PfuI?K(g?`k%+YmSzapx!(YWvh)-l^V%#x+Oan4b?uB>% zf>&k~Ct6hnMmPxLQ$s|2_`2UC!Xcix%+MmgRZ2ei@)ga1P6}{7eef@kOGWt%HApCV z8(gb(@E}hH$-`ltNUP!>4WF)+I`K*9J|54Y^C)qG%{h)i6PZv1|Fq9ru92;Sl#cr% zrhiIH=x{ZjHxwP%E_dHj^d(DJLK8@DCrh9alaW4g3;Fx>y~t1kCW+v`wR=@5svPz6 z>fm6TLE>N^LnFDP0rJzh@oET&gp;V?nfMkFn@BXU-dtHPM2$oG_AEx zJFbg!1jHipj5sPQn^wQ%cW(*x55<_f4SBUg&uaL5jZUSJ3wD-39!9lkLj6sb_B;L2 z4{Fncb>sRYxDcyCK~xhTyXooW9_UtfaX8{*dN(_ZUaD-^!9D*Mv0-=93%$9p`?pIb zm?yhSyQi?IRKq@I_LdUg5mQC^vR&BWjHL`KOIy0|p8wK@53MtftLF7zS9dgmPvKGL zt_fQ@{8~~UXIodCmo^$j5%ap5rvJf`vHN2{?rV(0nW(Zjhq3}YOkwL~B1Qr_vSPkg z&fF-prJ=MVO#mD;iC6z5vzvg;nA`6tf%EEjUkfc`GKO*Rqgc~S6n%foCJD4k%8;*f z3F}@joxFQm@$lLp5LXp$|3yVamNK08pS3Ce(u$gmVH<&fb+!y=XaeAOco37{=o~vD z7_wDc6jsMyD^|I-JPHY63Yt%C(pmaGy<*i)GqhY(!eodAwT!2}4d=xTz5znrh$Urk%?$p1m65i?o<7iER49 zF(+0$LQNzFv*25Cjbi&4#h&-vlfB1aqP;NMJ(tj7|4}O*;vs)AHZIs~u;ojM={cy7 zMmY{zk0FZFXD0m1zQ|yW8D3iAHooaT-qd8BBs&DV4NcubYkLo)PI>i70K$1!U02(H zWxz-_EpF#`4PI0ZBs4ng<>q~UPD(|fy_Q2>UNTQr+Xf>kA!;h6$3O*ygYmZG{$%MRP>&hfC~^TozCBU<(1M@l!M-2B4zr6XbrcL)F*n~ zubG95rH%9b!P@JEOwa^C$kYpeXC8dPg5T7^DUyDprb(tb&k6u4naj^P&qiit+F{pA zb7a1&uU*RvhWv|IB^CnEl8;Qv+fUuq`neW&zIbh4@v)#OnwCi+e znxa^I#6iraeJgO<7%m3xG88rO+SC!(A#vU|6d-K@Cb5e*?^x_Vi4jl-A+l?D4QOobe9no~H}e6&*`Q z-bwIWjFuIksgzw{ibh$Jxzq++sCE|XMO#J%^e2k_=(df|{GzdG$msKfqvlo$+UMb& z%j+H-7CM3g;CcQ`@CA8)O_rl_a94)jD-sX3-T>B6Kc3xleE+^f(w_a;PvOXhM?n$0&5$r*fN^$He9eP*e{7MHmAU#46`v+<|%S*L+ zfa=({yJ;XY+^4qBQkHS84VLq5neJOywl)6w8tT<$Q*wp z#lCs?b#)SFhgDvq&Cq7I(cb4Rz*YSi=5gVXqMEr;Ta2{kkgC>051abSsqY$QED#6< zHI|r&-w|VMP?Ze3AFqt+VP~-DCI! z7XRe*fm^U8DhiS=8wlhdm0>3MOz3a@Rag)`xR1pi1?~qIwF8)_pqgfIn;30=NVm00 za{Y;jC8-wnK?>+-ovPOeegvGDp0O+e5QwOuW_UcGg$oMmJ6J^JTy|RHFuAf2+R2t2 z+&jMd?8e1+&g)}L8?bOOcNN4VDj>6zBT|W4I)ujmys?&wI~=?5{fkwJT+la1y_wzt ze9FN?^bWH)T`MBBOH5{qJK|eG6~#lZgXLbb(;QUmXybk#T#|_l8LNqT@!i zUD?`eV1|&FpH9pv!Ny9UmbXSU=vou7hII%6n~XJ|d9NMQbdWaOgzhaGBgpM;u}TR} zK(sNj6$UM;z>y$DCr~GJCPB>E(RDh;HBqRa-`f2}lyw!o3o4oQ-*T-4vD?k3C&$(& zZ2IpOU^!$SCf?L3p_62GVsE3GK<9-1K-yh2Q?TCAz#7faZJXy&*lp`_Q&q3?-2ep(plqHD$O#D(|u{dKv8F% zfBm!cW|7L7`_f}NQxr8P`LR=?Wc8#*G0~2;Gw4}LO(UafqUEVk5j`*Q52&s7^F^-+ z@&jE-HT1TRS;$aPyJs^+3?Z1p=+xhTIgiYejE4Q%ZoxQ6TKldVomy59gIU5a|3vOC zdCx-oAGvNxSjs9dI_4W=gN60$of~FU-V{9IU;~YmYZ2r>B{0d-JkT~D zHg|%h=W|6fEv4+G`zwdVzb(!qJZ>t*F7xX9eY7b2Qa+4y^;~lXK~%aBwJg85%&Pht z$2drtR^A+d@!y~Hc$JQ=b-N$`A6iNc%kmp5e`c*lv(#?)K6^K3if;4vwI--O?$e`N z$>s;SZwZd}e`Z%T!yTjhR5QmY&=)#K?GzkyGN}NAjJnozTcJiU6O2jO;;q1&#IvU1 z^F_&tgx7+tj)ni*`}%0+->=b+yGU0p3sdp$L=@CPG-11HfBAe#nQJ?pEBKq0Hb+=5 zWFnz;l{xP(nb{(T}K5Nv%$;-VxMa1XCbBh! z6cH(=-YW-EVf<>oQg&Ur*S87VhRD64ApDbi>cV~?y~f0)g17*P$#+U#`Ua&4GSc;o zvgXu%%o_&Hw08b$JJCK5h05xmT@FN`I$JTrq9E8`NxvRs80Z@w<061jwPPxGC&nIp zzkag^O;Ndnklt(Gal(Ij)Z|-`RMNTfyy)we`qkAI`qEnN@x>6Iv=O-zE7}*y^9+}n zBEK59-gUdv5HaUfhVZg>POEJEjZHjnbW~_$Mx-OM_3W$ocEHPUi(2^31Y%NrBceBB z+|pxD+ldwOS}}%4N%GEo@n$&i@wsdxJzEEHGyL-sX?Z}+53RQrgj<)A2~)tcG4`X#E=A!ulbf`WN#7_EXcse^}y~=TmTk>m?yG} z)N|vd$)3Gw!Q8OsFJPv{s(ySruEg-J5W-g9WMad2p6ZF*@$W$IdHcHwm?-9~l&<3k zfS+eUVNH>14N^Ww41|iW+0x5I9|iH@(&sIT;epXs1hamJ`MTwDPgzp6*FF&-5^ zbcWL?=lmX|;c>4xc-l1;5s2mSE!W4GJM?bm26VhADIGVTFMo%Olq=O;jAJw-8%>b&QWS?zmaf9=xKxS9innNouVz>>2H02! zOs={tp6y3eW1n#B2xCcI34#s|%o8XnMfJ1a8ovKBzPntLEC*YT>X%pqApNB5m|WE3 zNF}+Ffr|kCpL1-%|Lwj4-nJNeey;U<*H=5tM4#?)j(S&27~Lj>hxccaOEnL=5wMdz znxQ)n$ia!Zx{aha?8N-;CN26$`1%jHYF6$L{eoQQ%k>)b=X;WMvO7W#tp zd54-elUR>%3ZcF9-GxQ#sUnH&-_8q@Nkws+5z;m9T<64q3qc8B&F%oz^=ow46>_{< z_w)ul^vw@(ZRo%P_u*>aPxBOPj~}e%i+7f>9!e0Vn%6Q zkuUA}`irK00tFh{GyvuTKQt3~)e!NKK&lCX60)KDkFD1@>}KEz6W0Y+bmwSo4yDT2 zdqY!1UP-N4oDK+p!*7brcD6hQh?Zl)S{uz%00*gMlwO9&x-E;=x2AAbb;fyYYM%5A z8dGlVUr96B5k|y)`;btaG!4c#Hrixfb;$pIG`#&y5?M;Soups^bJO+tFQN&uH1c|N1}ZP5{L2I)S^e!)6*#61#a{fld-6V z^xga;#6t{m-X8rmUOiLJA%RKuOXglI*BW9Y#^?-g`Hk(QMfL#wFYNJP$(*8dZVEWp zi9(^hr~D3IgOR%Zpe9a>2*IZAywU@w%NfYL{ZaSTzg#^3g83N&k)^SSFgV^fnCEGX zMG@_H)by8P`#Vutok4IT5msVf%UZE!{niQwvlQXYK3f%S$~j5w()n&=X^Gw7l5I1 z5%`vNgZvyLDir${Y=8P;W!@$x^UtOFo~QlxU#{Pb^R&`&^T-5$V6^_qdo?`F-gTNS z`FdACa5in2i#BPgbX1<7HK4C^W*k>9wr1;jmGa)JSCXxD~QH=4X> zGdfSrTY(j_d*;@DayO06bNZb8(-w@H1*B$$?Z@T3XO+#Hb&X5swlX>>f&Xu~+@~m3 z4+!Q5>Adl&&WAj|e_|xNEyQJt>e&(snP+|tcDwR7t%n8mZw-tw11yl?#ex8`=M{U9 zb2O9x*LT2?ly>KbOM5L97v+oAL#7$(f*#U0s*G4-P(%7m^hI`Va|tE2i|AifIzj6w|A)DL zJPT_8WBg|VAN)KA&H~r4=K*>4qK1E4LNo+HG!@j4DZrr&Cwk#`UN6iGLxq$j#N5|4 zKN=a<0v9(kI2N^8A>|9f#K6(12uAeGPw#zs%MeDt2O{~55b66eu(9+VKyNtV7&(O8 zw)K{L_Y#+8`xgUY)<<)+2+ac!+P@iUm?1PfGfl_c{SP19P;1>xR$+?fMrM}ph&+FbuQ;tlxoDI(aY=SXos z%L3u-zxtq@qoxW^>3@(ILGKG$kR`1~I(IH^RbiEsi~(=&KAaubYSPm-@%iHJCRoWC zrWI1Fyr$fI6(PzNYuO!5`d$4K8RnzX$^X%g{{gQg|MR%NZ6%h22=b72uZz8kj0Ypn zmn%ANrljNdpp2_)))L^(y*S?YNP5w77frdV61$&%o@>lNb!wB`MdwP|EYWD_AwcN& zD92PZ6fm#S=gOfu`*7F%CxpMQQrH@N8KfA!+cNy^2Z*Y&wM=Xcfs*4(Biz3NbNYG~ z*2!orBi3-EUK#ZMMF@63mtSTYI}x$}+#rLUCaCroh&m0s#%J<7ql`J^v1*o`$V>KQ zB{K%y=*}nE+Ju5v4?5Ca1BWZ4JDYpn3Wh6$JA{ zc0snD@f0!O|)?QWy?4{X!aO?*hcZ=RR0f62g@n04HY4H1XMARWFe)Ia}G zAfwxn<%RW~Unz@T5&}=m82OTuJVa1|_Ese9_0>DA7QNONTo?EU%#P^IZ$N;z^u$_r z8-p*V)w^qWb&*)G^82votU!3hHBN_BL}QV4wSG+Ed*8+S!K888`3Dx(vMUygf7Wb9 zyUH>nDX$K8yi9`cyt!pe{alsI3qcwB3JA5oh=sJw5b%1DB;@3s91@g_G^xKz?E-0S z!@#m@1}1)`Z=GkC&wFcQhZ**UN6y-}Hk8$0ZGm=aHxT~7o}Y@ z4(`DqwYe34&f9u)PLNYsfp^>P_wE~FhNWe-Gs+t`KPj+PH{SUE(K5odHSnS_fL9&< z#Dqm@I9y&?c4=(kj+I4H@#?5gu>A`}Z&h0Cpu4|a6&66E^fKqUY0*(FtFM>>{BG+@fqipKxup99rbNTp<{G=-yhF$RH#%Eg z3pIb!WA?;TQhiSk&N+0VF|pkQ?r#7EBFj;&PgpcIDb{WwU6%+ixBZhwwXX65^H!LB z?Df$}epGq-0$gj~m-qfj_3pGy^#LW?88B`!D1NcbG(T|DoN@=M20A{_{w&vF%R8R# z#t4dADy?~c2Kfa6Qj((Y8cpmq z$9;%uUvdj6b&;RX^t5UG;~TUOdO8uJLo+OVnxVl82!#(taRbp^0ub}S*JQHQ#Y|%b zfa`j+Yx`&zHqAE%;jqIwRm&gC(aeDsOFb40#mf$_-09{!{^fkbdh4+JD(^&&T*8dyqf}{^XRv<3DAuqQi-$ zwA7%eP(6{WS^9$woPgE(TUrTdi?uMl9JT%&uz}Hg*{mK`(kYuU0Wwor zzuC6PAaW}6r8?-zTZjoFhW(|%$&x?EgED;FO$-{=eLEX(cyJl**4RIQN1lNcpdk<3 zy&ATBb;-2ni1!7_3|$sluk|sh8o;(XLEmtb!2hvE$|X!}CW=zjT$iPG{odJ+P3!To z;Q0kySTL~C!oYqTiD!FlbyU#bJ?r-YT}GBXgC$ujgw*%(3}8QEG@iq)IfLUw@Q4Tv z^y;wYfYhh#mwr6b)f=FD>{aj+9=l-uCC~umy9~@YdqXZb%7KpWq>3=2M(1i3ltGp+ zY1!jB__1AcL6ys@F9azvoYUJ4e^FivUcP~lD;u4;lnaHL?dTtnacLqP?*26aKCtS9 z{P)r!gG1O-%a`>Spln_!_%j-c5_z$N>M4*p$7?&Vo1WZ(6JuXzd?_w~z5Q58X!Td* zkJwfMs*c6?t(^Z)E{=CL=a(2$J08XG87nzKB34YS z$N!yC=5=?Pj%J5~qr5tw_b-j$A`x=Cyiu z2=Ofwv^ScW$M)c}K6XO;GUBWqELXR^Nw$VZ3^;W~k)yR+?}3dA{;S&rIK1Sw7mfFF z-mXYQ6MNQLIKpem+?w90Mpy$1ab`x|cYD)k?*Grt;Jp>3DEu%(--IF8P$8`K<`(f( z`Bc79=_YZWd>enV)Gzm}=^T9)Qi1+~V$=#5aM4{xNidGeuL`RhTo8%diwx+NksI%qX;2>srBN~AWeObj9j|VKZ z<@jz{T6UNYaG-F(*@VP``%j;7xJ$eBRTd@-m5yZ|Bzy1>v?t z{8=5x#kpZW$MWlbXLeDkQERi|Bsi!*nz;NE+&M@8T&rMa@G#l87@^jtfQat{3KQzo zt*Ueg^#vmiIJfMS%&vEvMPtL}@4R~qw+)yKcM1=oPcxRut99d- z64DY8E5Xm$Bowfr;_W8ED zWg2hk7I^JA-)?v9&#LM8%dar1qGpX00D2UuMeEr0J?X{K^bDKZdrk_{P` zJx^8b>*d;VKb`yM)$oN>dMA<< zZmTIj;^r4HzqW`Ij<=zI9Huqqbxe@5A9?g(zI;!T$TO8KtjPFghgzdh$-?0%T2<)N zQK+Z?%`%oBvPNW7<4{dd#wAh9oDcI4MR7e>G}_UPZik$dOTLs>-^WyJ4Pe(hK8YaK zcVhqknwvO@X8Xcu?N>F^IZ=#D_Ir@laUO<#npW5Qxd!FX4sidL=yC}fubBNg-;>P* zGR>LVLx^RFxDhog(jNYj#k)qeTi?lN%30|xz6aP9t^eB@z{qjVmi1|JBN#XFJSSRX zXu*w;D5}7RDUC?Q-s-lNbW9e=QhN(8&iIfX85}-Eujw0RYFe(l?^35bP4QJ_D=<9x zuohdBNHZQU-#qcY#FpVRe$8+ve*G_2zTlm0ps@9hStHqduL_-O`#VxnWQHTs%F^hn zVA499`DKDxAqvsbd|{LVxCXfvtab z8Y5x9(J|tC`|{_5sD_-$Z5oJVs$RkqO1G9f{d{>M{Iocw;E`0xUxnI=%bZHjq95vOjyr0DXGHc{Mwx}Sn@3;M_p#!=A+^HW#%>Pkht~$=97ZcNjY-(kfZNjkGVS^4z7PljK zt$^2uqs8n4g;68fifpb1iKQO}-!Um+?HOJD5wa~uQG52p^e(Aox2ChpYkkD*-G$+WH$W8wqy1kLHwJ+}0Jt9Gp z_C;=E`u}GEz{HbJ)TrkmRs|{4{4`}(JWtO7USIZ9KG_sjdSnTd@0LZAEX^8H{q`uE z^6uRxsO{*KeaBI=D`!+6qg#fs8yEZPd{5koli&17lou%l9hiIA=)5Pa4LI)v6HD%E z1wen=_p7_FA|{4T_r$k?ty>PKauRwT-n-c=b}I({4D8>Q{-m?Phg)$uXFQ;W59VM^^`v-(&*fl z0@UeB<&$OVEk?If?D^U{s^u;Jeg8~TkG3jPY2CFR#_auKC)d%#Yq$BA&lPZzJM;6W zXdzGkSYPZ}&ZGzIqgI%s7%s0sOL-`xSg=;z3(s-B&V+p5+1Q%F?eX@;1nF7o7h@O= zN`j|tzMClw-xJi1kf9m)^J_1&YnL*yUt?vJg8A|?Oi_v|l&PY4`j4He_$Bi;byRRB z5@4r3TsT(_9U#}lwZ@aGPDN_j=nM$H`5EzwV=6OV+9XcV9`s1x?`mB|AmPrghG)A? z=5o2e`NJm|p{8(@(o$DK*&6Y6>?`dvxo)PM0pX>>VbA-j^axVQ2IAiTfUT~Cr7+F9 zgCL~qe-UdWExSski>0DWYQLBZIA*}3I%04JAzMBZ6c6#Yr|uv*N|VQg<815QJn(-H zpwm0lwR_K_#n+?~vi!{kL`fvM{V$Q&#lLr-;5Cpi>60OM%~#hnvFMga{bkJ5{U{32 zFy9-FeYQZdRDQ(>HSz^*44qzCwdyE}(br;N$Z|!?YFHYFpAshhnWNNb_Kh4@lQJS1^KgF zLOWaBQ;=#B{RPgvLTr zHzY6xfaZjzL6t2BCox>;W+i<6V_933(bnE79_^&kIkySQrLXsj_!cNX-0gQ`XUG)X zrp4j#E6v)J^9%stCZ6nul+X$g%?Gk7WmiEs|#N6 z_&76X62Fz0Z-a*&$x=__%F2^6+f}=*gudZDyx$7WG$slQhuKzkWTxPG%D?&-WOvS6 z{)HPTz3`Ojkjgu}60&&nGXrx+UGI__(k|-erHLA&Ml30hx5_WIwHE#YZzhRLZ;yW@ zGmBCf1tP*8Oqxn%fL2L=TCagv_NB~`8se2LNT~zr_MIsD9neqtr#aKGDZe0^nD#-j zllIoXgD6^u>kkx0|JS9z)+8_AUrOfz|FC5%`rxqS?bmI|Aq|l^X5jOOQ=qxjA7n)p z%EcHz9D)6+89^d>d*S^WDvZjdAwdmF&(cOX1H=(rWy?q|>0;o@S=;n0|s!^dHe$ z;Sz}}j92&lFZ$~enBc##vEF~f&iswM9v9@nm;8zyfRPN4Q_uIe(^~Pm3L~a*#m~e; ziu5YSR8+Tq3CB(a66e*Jq#}$Ym|PxoHSMqUw2(zOt}G*Eg0FUVEjs*H*xM~**5!D~WhmsrSjkopB9?(ckqSF)sVpx1G zlBYCTfoy@AR~(YPWYr`v*MLHN{O*{$yIbhEq{_fr+_2#R^%Wb5X*{lg(p7T>DuD%d zbiF7f=fdHF?$}K=hS0(q8J6}z*ivcEF#yN;f5Se$l#JClD9HhdXwI5>N(3i znBCGrlRuC|MuJ~p;ean}42I@Q(n59A zWOdi~fiFXz4H)6;_kvfj>OdHu_QEAd4dj~-meTD0a#t<-_;jBowXYt7{V*pRD;1oH>JCfQYN)^t8`t%pFe!&?NF1*%~Jxi`2Piw>9(K+C>LHk~;l0 zn~bS1b6?jp{C;hCuN$^1_moh7sN96&KGwE-563lOCRLlYdvRfV34TV;{c&0P3=`Ri zvgnba^?S9Oi;Sj{P7%jjzx( z7hpTK@v9a``AFjTIt9A02~vj<=1@-%NX`;+eZ=YZF_GqTTSQ2)-4_lBj*OA|N|@cz zQt^WO?tZ~-3izUQ#{Of;#WFk5?}*AeH0w&q`ar%5#F*TratSEZf(dlOw=0 zlt6&+U=o+d82R}g9!}1!!}`HHwWP>eo=gc1nI@DG6?`$u4N}wpW5$TCPaF0eIfqWL z^zpp~YX4I(mcb3L>Vj4D@sZUm>He+w`)nO7|4P6Qp}3h%rLElac$<9J9&*R*rc6gj z4Z-{KqfTj!Gw+HG1$5l7OVlqgk z%R_+ihaDq*_Yg~t>z2lF;#*>`uWau&GM9ZBjGC#Z)Ii}$G8?1Fhv>ihnu9vf8Rp=S z(yOg+q#=uqe_lEPzwRg1U#_{do7PpE{KRxWpG?NSX!AD48@kfS!uVrNH@47WxhS-MwLbwq{ZA+s6A9@7&6Ch0uSK#@m>#elwhv3;M>BIek3RjQ4Hr9{Wa! zc%lDli7rJQ(#})A6Z8kGHScN%M+}f4Pb|BUIfhl5ZemXJh7gF$R#)d&W%yyp3;WsT zweQj=t&SwUrCDTWgTEVn1xA6_e>j~T{xWPkM%ztx{IwPeshN^GS-zMHR&63%3%r?h zs{bTTaJK_qM@eQ}T$1Q)?eosnZY6Q&NCPI#{f`c8a{EHiIoC3>JSr3xB?b3C{=E`_ zTO?Se=N3^O`pGbW{742RiejG+yMckf^GH246qn=$es!Z=FbCP#U*gqYW*`xJY{9*+ zseK1tyb(l$n{W&9wp6`dT+?y<JilWZHAVnXu?i=O@El%Z?$M;%gYzlyK$LbRS z2>Ypj3BurTW~-o?pZnK7@2b|FDcdRa*IFqMeFTC7wcq-0iw-XKv}$#$SW-70S#YH#jqT6a`Cc)l8Db`zH- ze7g79jSEY7B2ztJ1opW>F%pn7rv68^-m@P#v2e5aF+X@@8X!}<@D08^F$b8uOEZC_ zs+lu$^S}1xlu3+#K0GmxyycKAQx?3F9n6U#aa&nNW8Qt=UJi+lBS)tzOw`jgFPRKb zuVjK1k-ndIfbFAqU-}(~Dp?wN^p57@vA6NTZy0Pxn7KM`J{6&>H0yK$d1jGX4cDt% z>txY{k;ac?@^JAX;h(45b3)%983P;eV!Lc+?2bX7Criq|BQaVr;9T2b&$@WefVu9| zb}7nti4Ts-!)6y`i+=x2(<<7s^>1H^$qo-5?;+qDW6V1qGyGAgO?K$LNrj7G$J=bRzax=~gInK~jm>t>0r zgEXyMJSb?UfKnFyPXUxF1yXR0+Z^(9o=O9>+W6lTc2Ekq;?Vy(`iIZ(Ca`4K4ix>y z{7D8-EssU}DV+T%DMk*E$CPwnMhwrK>MOUNg}fWy0OWx?l@(o)#7UVF>i6Rv^AhkE zQo~vdH!m56jh-Ux*$8*Y}u58y^&%b*I?kwbcib0J;0359ro?d{TvFspRdwQaL6Of`F9~e z>MM%i)?UM>vzsvE{c^Vov+dv5ve9u;C#(;*yA+LR+jV1N35W>jVfN?Nf^Yjvu{R&=2qIrVV;xU4{%WvW)K)@AeH-a# zu>>F*RQJ)NZ`Wtkh?uEVe3N8I;Vy5w0X$_J1iz#|jDrbl#+l1-$rjGB{-OGg%WcPJ z9T#_v?4v=+zuzZ{jtcxcdG+i0M6Lxc8&^PSxD-_UrH?5pp9TABgZd9Lxxt$iXDez> zdUt{xvDaO6P5jQ`9=|Yf_yE+ARD~8cX1D9wy<&k%oYiOZ1oYu|ojhX?W@C4y#g~d8 zeH?C7gs?q`{Cr!4*~Y|5Nul+?6#NH@>a2s#mW)z#huA8c$g&J*SK`~LWcNjil=Dl>BAe+GEJCo*d z($@+xfjv(v1*X$u_eVSo1#=OGpt_06XysoYKOX%+mA1C(=AvWjC_Z2Q8S0GEsduDQw$4m8{nhn?hrfdk%M|Ufq9h!29(8 z|3(m|9KBCfT`KR_f7--*CQsXZJP!enW^`Jg1P5d30}K{1{T$ePuLS{)^_tHoyx{wL z`CB*uksmL|+r9l8q0Bb2D>uDr=|R%)so-FqA6{KGZJrjd#=8!zp`<7@rb;!XFY-KbVC-7sVLbJjJWKPsZ~2l) z9tc6)zkKhqJzE2`S+sT>TM-w(4i^}B6DpA|0~s?okZSga#}EI#%2#G)tkd4QDy}8` z?&D3DH4b6D+F(aMR!k9o`u!a8?zb+yCo?jAgG6q9lJL2#-lJ6I_2?a|n;;-fw9E%S zx@#W%_!RG7dzde3P`ZHG5zz-wcMB~He)sX7*x0|pM z3w?Eo+l`+rxXw#i+cNd)69-a7)EchAgo|o3C01D710_&)>E8!q&auuv^7SgNWfSHa zW4^d#JvA;&0E5ugPlRlr$wX|CqIa#)?N6xNCEj5W=)ONJeGuuKpgCiT|E_;L7nDW_J#6-~ zoFp8A4ov*$H|!sGyMIM9zS@6z(`h}lfL=_|0#G4S@1z$R+t9+1xB+B1*XT`h zIG!#hH;;++I{?rllkWFj{8shM44qR>4<-x36L8aCYZ9?uu2b{kY}JH5cOK+SUl=MY zk1fE)Fv|OxxarDt>2A!|diaN~xE03gE))sqSliwyc-2ExUDEZ5U&eyaEm$^T3&)Giw7Oi zQzfH6##0>wOXLU~(J(^+i?whV-A>jjgH=T&!e(wS`HmXfcV=YJv+NeJq;SzoG2k zX@#noDU$@PD8mwkq7R9lu(aXBe}t4gKXWV&YkQzE^-m(*DSu=d(UBXxKX4>mF^t|%Grn+q8Rsr$0$$0hdIZ$)HViv{9^gwcv%rwk zU>cyWYVTFS@e|^i;vCoS@oZKbosrDd)2PF_i@Nc3%)Zy2#>_b{?YvCmV;|Kl=vhQE zPV@?#{4v38w$>)0e_9~c1iv~^okEo(jS%LFkVVs0_^1BXIwHA6xgkC&uEW5^34Wic zZ(;Z2UqA!TP4%crMj_K)f7HnWDt`>a#7I7q4q1;v9N>drj9)N_gFDrYzqH7Gmv(MquUZJ)wqVD1O9_uaXaZ%`4Eg zx2fO$GJl*7_``+p=tYT4k3svyUp-$wzOx%~c^10|VeAsI4!mnGm4 zY05}ew`&SNdg_2iSmYNsfndgHS~BVd;TDZ<)FbCylLB}@dx;9wB)N6P)muHjRk;E1 zLo2sNhWUe~lFYG~x`y#a-=JweX0-=n zyJZ-&ZhP_U7aNT8%Smgj%tY4d;KSz851l~tAOD+tVcD=-?<@Ji-I~$)I_vo($Es`JRYa6dCi)XdGvByPm5Zz07s z_WC0xNiG+^^M(YZM?a)%uJbjcmsiW}@s*)TjioK$gAvX3 z$@l_4gFeT|2b6!yh^Zi{L270E35%@VSy^Mi>^_BURW`h- zM|vHprRWmlPw4`AcobrLWqt63mQzQ);P&Sq5+S@@lqDe9Zu@IJUWwa5yU&64q16)R zYmZfh5Z>ll+m1f~q|ivh?#;Sa*YWPLA0tIJRE*lAfKiNfPs<44e5{AbSOTqAmdY}P zREPEn(NW|ht{=@lv(dO9RAO0F!m=W(FEDeLYZY99ElnK?ePTGO)Ic;~>y}cI2_}yn zCF4y@un$cbwpx_^Y}1Li;E&?Xha4aXACag4SE^42nsO29m=eAxvS0_7{EK2z7H5xj zUr#p2JY>Ms2kNw5i7Rn>@|uva<^veO0AL>8DK4|rQgs0%cJ)oZ{X40xGYzh^zRld|q}XByo=DDnH-V?q7KLeLC_^3o-DjvZ(j<^=yMiY@%^?V7hd!(~^@;1L!m zN6n$w)=V!i$}y5#X`~p`D|FQKCT-fb)TJ?Cc=>F0?Ven)twV1GRn>T{tmOZ=M-Xv`-4v*|xFO^Mr=B#9Sv)U4l#=cM2;1j(zN8&|PnDBK4ZK&`R$Yk{O0ItEYo72yZXB|Y#<@1S$xT)UmAo#wvl4!0ylXvfTFk}GqQCR4ZcXn77H_-jlD98nOBKSms z0YCcs&D1X*({_a6QOj>or6Fa3z+V=ds7HwY77e!J-&J8ll-b7_$99yF1NZ(fI4`u& z-+$@XYhv6?NwMpW3DWMxGMLWgr^fZbheeEnn24t<$Ub^ZX$nF|`e7ypn@(Yd0e|0twf^a- z1r%l$VdRYHdKuft^}caGKdS~ZEMNR6D?es_c*z}i%p|r+SQaViHk$Ru)Oi_jpMr!A z_DAv73W9y)zLc@JWUD~@)*udB)r5}YcQOrh2k!#?dwUz#U^I(qZ`ZAR4FcZ56TVIL zdj^~az}oman3tZjXX1yZ+UB6NPQ7fs-_ky9eMWtRX(6*4^;`T#VPHV@a8io~mP1^N z{#?Z?>T2Z;Wim7ONySDt$Qc)G@~)x0e$i3qIkX1qKExl=DbS$!|XqL zodCxdLQ3av0vHq=r|1C(00=-TK7t#aA=6#+#8&D2z@t=&U+H}f6c2xa^?2w2@@iAA z#pR=NEbq#2I+lHSJQMt%ITF*ztQybEyPG+gJsz;1MhZ8S-$9P((ha6V^fNpn4Dw2U z!pD73MM_ll0DL&+Bqod0(dUx!e&a9rb-vQn;qBK9ceQVQE1yp0S(NheWf^&e*6@Ek z{h*ZHgrum@xPFVba4mYv(U_3{JVKC1kw&EpZe8A2m zh9^heKibdVLOsccn8hvR(&1Sj3;743G-3yAab# zSzm&Aw-Y(CD6AjoZ9n|Cm&a%}#vQ`Rn97~j`O7)@lBTyn9#DYS8skRsg!43w@-y=& z9l4ii0->*5`i~e$MgSDEL8#rSfoD<)fn}lrHBzqG3uVLUbZ#xnRe*MtO@i6?DWope zSKw}uj^>`_@d~Z0@s3EUab?K$*096s&0NhP5&Aq?%fT_*9vHT7a~;XD@Q$(fc40eV zQz7Q>ErztSOl^ESYo571KB0UW@%Zm@#ENtev)`7B{jSSa1%|oCO z4h`kBv6{BfIt2Acx^5m=vHn&^hxR@YcKvkwRX{$!IvVKh66V-2J2%v?BSZh%?n#U- z=H4fj_|25kC!1{bL}+4P*puJrwY)?a{v9D7?271L)0+QsWi!;(pbPYlMiz`Vn}d&f|P~28FAMyj>}x}#l}%` z2fp-eM0A1`ICD%^#3#jr8JnNu=L|u?X}po4jIDp!wMurnSW^mhg^^!$iWisK<{Jgu z?W^}GRf<#=F@QJhi#{PfwbcjGO2ya>7j6YZx&F+C%s{?>!~~qsl$D^0C5M`YM#kCibPql*cDNN`OR)~& z{nVkvDzh)@jh?oDmx}K;WK$Cs?&T29iEWkH%8(OZ3S#@sVQ_Q3_)%{&c$wHa>>r+! zMJl~&c99!gm;W`LVu7$o@@;5 z0#XFcy{<<-CLx07uX?gIBkRftncQ=wFFNFjwc;_snbxbyCCSE-so@0&#!rgd#+Y}C z@YsrtYW2@lE0;~~k37&~A~w*YKWB%)-D|+yljid2Z-K}vM)aCYvl$e&RgS>O1A>WO z5P0B5Wxf95fMJ$~ym|aE0)a!-8C=I#8;!V3A@pq^n7!)I-{YJk;2lbNmb@l{pl zTw#Tmu6k~>j?9B@E@3QMFYO{+VP-@IbT89m!6PYgTgc*qI$hLP1T->y&B@((-8yf# zxZ72CAU*(Ej(b~&%cY?dcyiUB7UoO4vGo$m<0!f`dmsD@P9o4cq1iPTYG)h7$%d}c z(SjG}`2J+_Jzz7K4dOUv1$llY6WhQd^>;s7QKb`01}$tVFGMgn2Cd^NSc;&s<6D;W zUBRKdchVnd7@zD=W4{Wx{@9-ze^%2M$AB$yfd`J6?f!~B=uOy#-oELu*%_Z{ZXq4o1psC-y34vGC?`yo^nh!h4!UmrRO#4a&1|I;x`43#*%2?YEwi@4(bC5o+ z4Tupkc?9fAb!#3bAcG1vt-KQY_O~Xzj1QG$#CZ_KHF!2Fpea(!^t>?RH<}%C)8Rmn3Lsqw8H0Q+eGe8khpa0=bdAzw)2zvRA4yt9yQ)8XB-u3g@Jks#lm>vSY ztzPo!OLUz9G0JTtiT7;MCVVVs)Yd6yT(tY`mn{W`t99YVZB5Xp0LfAXib8aDO#&`f z4N{zt`btak6f8Cr|4YNm1mD>i5{ha4$Jg@1zXg+@j*K+CV_);W^Iwnko}(9NDsM2e z|24r^c$gZ1lB3XFi|%F)*?o|&SZ|Wy1<*uf+To+;wfYxmw4^QCG-XInRiamy+d}y< zgOA3Wwr&M4=)?Jt8oJ$*3+LCclsah039^*qcYmE|){Snxt*4%3k#H};aLj;Z1|G*l=w|y7rtpJ- zga-668~<_5DK_c>k=YaT`rM@Aru5rsWC=sH~Xt);1Ui%+A(EUv5FM)}w3mB%fqK`9M1gc2uf4R_m{l3EG!9>(v zCdD7`Vlj-QX`{3MCp)5mUv<8OU5@Q%)!w}W2^g9?f7d+bHmiUgOtQM zAG7TbN;qG0`d?b=c^|WY9TDnL7~A7!T=H0M@QKaA?qC#aq(3V9*F-yg$6>Nopzc*c zrfpq+Q57+IsN2MF-&)tO?$8<&pXZU0c@;}kgw4XaprhsW%w}q#)RudHkQ-ck4ncRG zbvtn1B}fB4hmDnB*iHUgGB+u=tF8p8yL*CAV5}hme-rd^w<=_NOA4Py+&+rLwd*~C z_b>GU%WzT>sC)%>0}!IjEU)uY1I*xOP=Qmo0M;4o>hXrSmD>rDb7yULIe6wnGo`nu zck8}lQK#pTOy9-af%+*DW-yxt86m`n&C}x{bFv zFy5{e3qZB4w$J_z2X?uF_I};o(DaQ-8y2ZwlLtZpme2%G^wBRz0h=0I#OpfR=v7`paXl%&e{uAd zS*!kUqr?b@%_Fi2;Lt-7iqGjrU%&Xl4>udt?#{%d&B?Q(I5*t0S5H^}B_R0DF;d(j zP2}A=$Z7do)33Hm`0>Gvmz-}>{NL?&K==IYFCh9n(!ZbsT+c(!bgp~GMg`?9)4*P; zM{_C<h&*49a@qX=^E(-~Pw_WA+* z&!2Kc5K-1&M?Dh2BF2VSKVp>!(6_UtY!Ea2dgaU7xcDNK{d1mgu=YBH&m z0O(ASS>ig-u*~KN123~({#N(?g|`}*<(LNbAom|e%OcEPRDw{eTf$RaawidG;hZnV z$MM+5yDSL(ClSQD-Q&!kj5f*#)xZl7ZP2}W5ScF@g}}>Oxgl_|QCf+fS+(e9zPaspE2WoVKxfLW z3@31ZLScNZ9ePJC+Cf7BsNebB=xIMEp7TFQvL-X!F^vNd?0Vai+-ADq0XZD42T|4G z?GjA`w8NJAR=gVyAg*1TM)_L8Hxe-SW0$C_kGfUuZyfhUnn^7>D$n10ZAbIh%(czc zoU(Ld;ec%sZw)=^?4zJi=NK@+pGE2Z=K}QjAEz%B-?I)| z%!r7E-qF&mUiTx`7GQPJ#*%$iaMgh5qMhZ*<@%#QCs1qb)iJ;)M)Qxnr@XvD>M3{{ z3#r1lc6G=ha|HY}MI+Fve&HFNg3KW%Xr%cb_&uT>wv1MBaJdBLY7x%_p;G5jTy1Jq zaa|2xIdg4WrC@caZCu*(!_Z^PMj}D&2mRaxHN^*-UEWNNTxVHSv`M~y+6QFW68Aso z!q;AH#NjLN8}0jrfjReUTiPEu8$axnR4k=BV0phzJAA)(aL}4eKw*Z_H zQY9xJhtl?2XUd1F`?^OZSuOx>T`lEYeRY&fUJgQRAB!b9p4@9y+$|m3!H{E;=MM7c z5Fl&Osy=s%d_7pUOfm{^u_yN}ttnOBut?5esg zV`N|D_UWl7Tj~N7YZ$=HTv~VgErwY))3}r`IA+p6<=cF2Zcu3|#8({Ujg17{2v;;{~I`9nsWY z50clN4;3JYyoHogE8mea8BHqs)4!^(Op+e;wh@5PS=(M&b4qH24^&Vd{dEgj*Sw3N zo`0@*w7+0WpYrE!Y{IiX>77a6mHya+ppRba+eWg?S9*$={~tIIO*kp=^?{+Rto}Tq zP*V{vJp^H|fQp%BeFHJK55MB-shWWlhVEjA9R_o#{MI=fY>p5e*e7~22Vl?Z5iaXy zJwda@bhE!?^}2Xjpw%6OsCm*n_=0(8JOh3ZH`fo z>{g4AMXl70wAOo%lZkfT?eW=l94{h|#8&s-l@%FTRJqDuj&G;fsn}85-2W$p9z7#f z+7A@v1I>5$KbO2WL^b@$V}vFDjG>Z2JZ<-fiQs}-n|YH#&#hoI^|hN@XgN+4_AxDz z9;VMs-W*FOoA@=CmN{|9tvlejHez@?YA^Vb{|I<2 zbG*1#0H8UFs8)e&-AWowi!ugr*l?>b&I7$dP;o*`Q8vkGC0h{QJyz2f;c@k(Lw5E~Fn-ABv@-_)d|bb|HS$*aRR-om>|DBb*4S z17f+dk%wYd(0pER1<1_)O<)C;-esFl2i1^@ddOGClK#VK7M$jf79v8W_?9Iy0KOT~ zjeLyYRik;RbT*XyP_xS-Q&0LjJd;Me$()2)m4(KGZ;%{@DU=h@3o;Jx73pTsPDCak zIH<@DyF$kxeiVD=*t@hGQ5+JK5rDtq)V~FU&~i@`u}i;d9x&Rb1%?vzHe#|vv*&vV?r(pj4Hu8kl1X(PY0-|A>9f?m!^1+;mR0*6RFC&Qe!zrxEon@zofz(` zK#PD2Y+%=$E@Jd`9Uou8Kj<#G*qkCex8kZTn@)KtvH= zGegH5Lw}3GNlT18jTcdvZ#e5;!P_g$CQZf2)5D}j-SIcsrdCVazl5tz5(;)V_AGdZ z&w-k?X{K!s`Q)u}%Z+seqsB&cWDB+l*m00JZ`=va+a+SPTV$*{Q}6vip%!m{2w}SWFuKYSSD?z ziB!~trSI+@8$V2)2kqJh3i{}ny<_VApiH+KT*C@ke?lfO1a1VVsQd_3W)G9d-wArG zLd7c-N#z8)Ve#3zP5NGVUe698DM+aAa8;b*o~j)LW}q-&`iKg4t%4l6U0;xbp>w2V z!(ZcaYQtXr()Tei>DU)7`ji49<)DNlBh%w&nAyYK(q2Sb&eksV#{L2iW zO{nm+D9}(TZ7b64ZQWKKe+VXfC&blj7fzSUk)2(9^b?nMnxlo1Qm2|IV@=*jQ@S`Q4eiP%yu@rff&)s4oImzhv2(qc+_y?nP`23&wlHURMLnG=rC{+%R zU<(C1uGa+HOqVOX*~Gr9tRdkT&s_NxLfoKsuoMu|5@~>$-IJ%x7;~j8|YzQLpSf%zPx|CJf+v=04sURqCP z7fXV+irG}|^CN2PI$`Mkj#Ur_sc%E6L6#eOc{EAF^{r{uQ^*Jwx9U4w;fo$ANYdXL z4Wga``J=_cpZW2(F59X9#(csp5n`Z3r^`(=Dvy$cP7SZB=vo#F|M%b0r8^N1BI~m! zV2|V5F}6b`1`E0G7OoS`<)g{CtD7%|*FF_%yr)g%Nl)o_O$V7t4-gA{hDE+r7}8|} zK7V$O&Bbk?y568YwqK=<7H=r|a2i8u?F$Tp&nKR)0B4Fd{oKNPjn!)MY;10r3Y-&e zL{*ilxczeeWa#G0bNzaRS)=#jY^QsWUED_uYYn&ea7^;WsytEmIl#>}5q6@QBD?;} znPW@*AWuzjAI!Z=B&Pr$Imh+#JP^LvO?j5Rub(eNE##TB%iVRr7!a>E5SmXiSmhsF zOcW(~S9I6kK5SbJO4F{jJm#hPF7y;@R>yK(<)ZeL4m6VDHNSX|!wbJUIC=B+slxo7P7 z&N!aPw9tYCw4w9{D}m$$_)WmG}nL-7EVx8FlWQw6<#PA)Pt#*qVH z$J0{ajr(wY$c2E$Fgb6?&i(TeJnc+Kpd`Gx1}x@LrENMnNJ?MT{;UB5I$TktZ?)F| zf%mc^SG*>TBhUVy1>jUeYM0SgJ3ppJ-s;tkWF|c#?t$M~S4lb`K{wBwkd3Q7MrREW zN9R8A+lP`Q(T9Y?#wj?%(#vJ{#y$r3dSZDQ%5P@uf($_C%p8keiw^ir_ubM!F*At> z>MtDaxuf!MP#`M`n+FQ}Evj5=bxa1%o4Hj~1aTtVO}aEJLy_>?>BkRQPHjcrW;SD) z;hk_H+Mb6|dQ0qs|7cjmQ%d+xXwULtxpX;O-%CN=uLu4pz2$ee<_H)XN9+u?`2OBP&A0K0`5EL;c zK8Loi_+KKa=*!J9aRrchhg0+j5f|zOh|G%X2^LJa8qm07wJLWEB+DhF{E7KR1yBYG z_Up+X0&}vENaq>S2VkegwKsC?Jt=#vTS!3t7f~0^1O}{xdTriRG44XlA7~1z3c)Y` zX`}xoiJ0((K1z3cgKxW2%OJZFlPj#!ep#>Ua9c0eOnk9le*H7BmoQoK+N7) zt5eqi8t3q93<8d%C45-$z7;y&Pa(9UB=TyVim&~9-ZO#cJ6RIhPdLy^MvY&8Wt*;B{}Z^~A`#pQrQ#c~ z93Dt1)p5?w8h0)xT1^L{Am+|mp}rBiuVaVIU1Y5A_( z;$u1f0k6&&{`iu~V=-}qiXmy#SzyjZ-Ky&q{{olWubp&0Hjfdn^~IlJV42E^ywTVi z%RYlFQAh2Ok37x&Zl@g3Oas}=-HXl65(_Mi9FVdwH81JU?Scr#VQ{RqA92psV6#$t zvR(eD7YPY*Iv{(Y zgYE%;m)qpIB53RL^Ycln5oRnlOT!^R{?Hmnse?(EuHqz(D^U=7$nC`Kwdp2yrBN1i zIOv&^oqZt!$D^bNswLc9^=_^3Hcby5);SDdapXke@XO!+jd@fy1Da9TWBxk+$^eZT z`cxgR^pdWKpQ);a1E%Gr9WBkq)$iA3cv4=fldKy4mg|s&?NyKNf56X^WUgom7yL$paeZDDjTzxWY;&Y$qSpeC6jW?E=HZ*eVIS;kA zPW}$gwQa$+YRr~N$WpV5yyWS%$ZNO3&avhi%acF6Rei3#+!l|W8UtXx>9_c|D>~#g zI=?&RlDzy(1CKQ6-~Y`_!2X`_F&C#WeCLniCyNsM@8v(&Lv~X!UA77)S39q=_)bc~ zJ9o}w7L`W_V4o-%F5y-oSb8{|+w4=7_L^w~E3sl6K5uZ^9m#G;cSS4we7UOXvZTfH zbg48^{6SNJJIDKn$8tf|Y5VfoOZ1!tmTxbW{z3u(VdZt#qK@0J^_hMU%H`3qjH>`H zpQz>_yb)}_{?Yi$p&MFa?ca3*Q_prL(MPX0m89Spu*^YHrZr-w%}t-Qf4|}D zs*!UFSl~BwK(gNZ`*s}e42H8qp=`)pR0LarzuOK)-}eK8Dh>MQFJVr#+D~`$9Yege zJ7WR1hNKI^8~w?ss`gk*sObEO$8_q?C5{A{uY{j(a0%Pm{MO^zP{&b{`y9@p#@c9% zMF1f_kq>^Z`XY?>V=i)d4lqYyT`dpCZ< zGX8B=S{u44Uko_6Uhce^uX%6l_A3?0&00cmiOUDAM$Y>^`w-+9mdf^Dnz&-NCH0~u zh-6B?GdNQL#dkQM=Ch;q{5e1~p_bZhy#1c47i-tZoHdW-%a4QuAZAm~_BziD|NAgr zz;}bgv_t}fwHGH-Ie^*tsUzSwN8-H4>q$g*zW<)R{Kkn?L+UF$)Je@lMl5UV+bmS- z>j(FyEssOQR-jD#wTE(U6!ZyLiuW3}7~*Nsy@odP8lO_5I{Szpb9S*+-k>spiu;r^ z8+-%<)x+7AQ`^ejW@Tccz>BIQI_6!i&Z6|Npx%6@;UKE`j3)yb(WLfiEJ(6X?)s?$ z^qzCd)~;rUI|K*5&+PH&??dIkr7DAve;jE%=!@ zpIoUXm)6sLJ2$7~a4(WZ*;`*#KZiX$gv>ACOmL4COeRaWkRK={0^_w2NRTGAmkl1+{}e!NNmj_CMELYqjEESG|06t*UK!AjrXw z{ie>FEJR&!H-%*}$LENSAtFKDu>W=+{SC5ew-SFgXZ)>^#>`t5boK_ouJ$=@{wN`5u&ob~ z3t_TTDv~>8HN-u+SAQw{cxgzlM}Oh-BHW{lN(a?ESA_eyHc?frA;IvqzD3V1Ii&|Y zy|Y1Arh#_oOJ3tPi5n(neX{!l6EvF853hY3un&{RutXglkU$?g7D5}#@DB81lfipg zIPfvLtFrmTHS6L^>sAgDI7d%FSP*kfXI8$SKr~bW^7QjbVNW=I9>DDKM-=Qxy5z)6 z(Lbx|P*n?I_s_Lj*knrMW%|Q9?#_rmbgOkvGo-Bsi!rS&2ixau?d<1DID%B4e~it~5Bqp3Uzj}*-;xE1xnh_&l@$HXgwk)Xmx&7~gLE87V1Gay0eT`-Rl9$1(u;++Z z-~D8PGB$IyrP87o5%2hc%Pq!Zv1FMbV{_hq_pS7LP=g&{Ft3bbEBu$*7xhEImy%6= z4#Wq}5F8qJmIEjG_-ePP4G+g+te-$?ILwI%r&`&5=YE16TmO)w& zyoYrsrX(>p2*EAPX&zlvfSza;>?CZnni(F6Z9B5-vVDBna5VctkkCh-w%Y$i3iC_v zSKG3Qg;P(Xg0Y72#$V8)GnfcRak>>VJ%Il3=OZuzFDS;Z7aS`QfD_cZ_3MLx0y{9M z=-F9E-Hu#>!j}<-Dau5ZcLS#Scmk@ZjB$z(4JCB&S2e&_;!G&UsfMW1L0O--igeIh zs9wehy0Ge&Zy$W^kO-7P`uSRt3t{w_S4W=-+c^Sk0nUj+Jhe+9K{e7Ie3$aB!V;6C zLe5JJwn`# zLyk+%rI>`w)2g%iQ5&@A;;sKNuB3a<-M~kO27SX(J(GVG$h+8N$Fi*RYAWLj$A+I9 zMB>Eq0*oT(CbulBwr_!!jtNqoe?v1E3JVk&x>{RmssA`}tp)~v}& z{E|+~bjmnm8Zze2S=|g6`6h;M$L7N5I*>=~lOwc&>z9t6QWv0#dwVgtofpYm+t2K$ zfj3~izW-oUXH#~p8`8AqD<5jk1zkkB-lykj5YaIqsBRG0*6k=o&ZCdx(m2h2F=uzN zzHOs8)ULEyPQ<*9g}W?&xqAwX$YIt0 z*>sP%a~|pnd^nA?vO$u+Sg^>EX4^1VzKviHuFU~knn@!i7s8>|pY`lA) zM@*liE3e#b2|WZQKh+GrwdI+G6e1Jw8=sx8$(w%1BT0gOjpbc;_!(er@kE=(I=aet zZp&ab^}7R%$^_;LE%wf!9)1&=Q=@`ofPjFcF{HkauQlW^{n=d&PMi2c*_V#j zpl0_&?B?W2w&?~7_M@TmXYRWi6t)3YnRIoBuk9kU5AFjk0GM3Z<4{Mum}y!&R!_3q ze|lABrZC!gfz_8EYEeFBPBo(q>1IbxcWYjPHXLP3JZOnexV}ay`mmgl*2IodgElS_g3Ea7#wXMv9Ae~I0O-_HUmjRCAS}iHxoYRAw0$0W;jGI{k%YW zfqfIDg{t)-$H1PmyLZG^t_x3*&psPou3~_YqED3i;kTz{wY((2&FI0WAEqKsf?m9U zq)R@+a#r+QZJ6Inw1jz`F3pyWtP_39B_tviL)9V7r zaNQTPA;9%-`#2V=<{ohNWrn0pfy~>s>z_d(-eQu{>y2wR4E`fx^DQjCQM0{2F1_nH zH~)@qX1k5E$^Ok0LG_eUH#`SiVUWO_qF=TIJ!#S^>rUB`OqY|P#e`z`a+x+;(dYf( zz}iqUv5Cs|J+)!52y`t;ML?8GtSCUhr2oh}TN( zsbF)TedsCpLS6WyWY3eU{(t>R?Ix`ptT24w3y|t{62(SW|L)$!zNZa)us8Rt6p};B zkc=j30uTBNN-+_*_50QS#9fza!OH-ua_oZu z3;4JefyXT5y94^=p?aBFwYJiW?Qkh{D%@6n+jqDW;E?*cO7eynZv%gMJsSavLk-RY zcc&)zfW5&75mUiHLHQS9yTk0d;v6zCdVI$(9sU0YcR`50@}~oAqCe(~A*M%|)DyGl zo?Ha$SSp&n?}SenQ3Fa!PA$-6r$I6P(9_Fhm0GIrib&)yhAI6bj_idJ7kC|uBTeL| zaDgoKNXHKHcUZ#6{k#nuHH5LcO>NIT_e3Xqb!*zBsXEiuFsNsze4+X$vVc2FziKsD zriZofBaiGs2n>?ZfrnLUZWqY9+>ocF@_Q;ftdw8lY>KJQD_|)} zL#|=>>*}h@L@XO#9{qOv?RVI~0RuHCWc@A8u^Pzn9{s6DNrmKBg+S^n{oRUnq597w z)mB&mmfeXZ;${H#OAh{jo_q?dynp850K>uh{`>FeakxH%V;_$@{s_+Jn2ZWJsyMlNkc!8|Mzj@6TFef34`8G zydw!)jI>;u>x~kpwf4AXdLT7@bo%_!A-Fsi7p}quIDPlAD!i~7} z;PVFVCSjr>Ed})Y*;1Ul~b08uB?v5p|6A3+@LI08 z=eq2eO7AI`9oM2mvQCHAA>8!kpIxXpo^#}A0RpU^0|fcnOk7A-7;yfqFr6=Kcf2Qg z)S*!F5~ELAltc8v6Lv%vr0@JWEI=SPAt^rv4m>iaMzujU2$;y?P|TV*&J0po;<^2f zJ8hk|>sb2^>tlcKo0>6fiW%z_VBMQDTT`d~4hz=TVlVM7`T)S07pI?~6Rt?0kp9`3 zZ_~OpX5KMK2H%9?K6);(FG>Gg$#CEO_uGtFGo4ogB43ptKgLAvbPw_)hTk@bl=6ox z=!_Q|ts84*6g8XlnMyfCA7L8Ky8vfu*Q{OxiAY0-?(VzqvKm+tO=!aEzXbg=jlV+j zlL(XLB8(^p`bZ!j&M`gW$}@$GG56U<2WpIC&EI-FpH0UAF6j!6;S)gz|5T=W<^RfJb1jG0(8)67tVK`vhF$ zFUZrd?Yb~hhZ*P)-tE0M9+)^XAR9r#A9q{8-;;1a1c8 zj4rUJAdj=Ffo1qn|C?{IIgYq%D4vIX{+T`g?|;W^_9&Luue@^8D4uP&VF%k}<4w?( z%(5XvhF}^044XOgPwct=R{N;q^EU^3`-kH=LAs7u)*tD&T&tz+1D&>L*#aqLDF2W# z<}XzKP*|e>NI&QK6D3@N%dLOFjQ@h|f6Rb;`RG$F{>5Brexl5!??n8KfE=s{vHkHR zT_dLQ%CCID$rDeaD@0#psYkjuUWmI`~~Tgl^{Sx(I-E|>7`Rj z{UdO26-}QUP^&@Xx+iru>OT?}qz4wNf67Hhfi%IzYzRmG>4`ecr!PP!Q+Zt?8i4W_ zqW`4KV)?Vs_)Bki?|5G*zJEM56mZ17h~-~NABv-^)W7TDZ(IMuL*-H~)$1~`6kh|c z&}Q&upiW1&MG4P=_i`D~@Jo%64BkZj#k*7(25D;H0IIYQCn9|D0FR^7Ge(dlMxQ+4 zK^Er;eV3JkSI$hUn?|14`$Ak`O&+!Z9E57gKCamg6j3keiZwgNGmf8s?s-|B=aTeI zH`!SGQk$X^o#032(@s0x9(dq>d+Y80*ahcbU{_sz)q*I=RLDgigOq0umIZSk^0u({ zJO!5Mm4uH9-2Xmg$S3yhJMUU2SOJ$MXzrs=L=K1M%%PqGQUZT&sB^PAP zmOpBVN-k6XqWu1RnJm}S`u$mFpK04|w|%0Hv(G*oIx4oCZn^;Q+>=^62^@eu%kJDvQpFH*Jyos&Ywykx!=TX7+-)l$X$Afi`IRW&FZOiL! zC27&G4I3H<4u!$G1)S5m3C-2o$=r+Wu@I5uqoMKVScX(j)$>5ek7ZT?JD{7t5vNgV~s1| zV^*Z1Z{XwuKW`IaO2o`N;}%Xog^toA53)Em#xY!EFTsw+e?RyDeuvZhU!Z_sWvGH5 zm73%5yuxmUwyYs(+?cU8Zrt})wYtkZ7b{w#Q(q!bjq)dPE<%h}wdR60*MFq%@6+?o zKOb9Zx`+Bhemt`{!zI>b(N$#RAjm3t9XIn*{v5CfUU{!T4X}(#*1tD$tX?c@fTBQH z z^n=%v8lmvCu!1Pe3<(fxO?-a55-B+Vq{Iyyn1^Sc}l%x$5ex?bK6G!;;q7 z_+dXg`9Z!a)v%`+v-Q_se*^ZNH@3TRG}M(C*eCJ>GIi`8FlS1i#>B3@`WpM_qmMMJ z$NliK(2R~A&y(MArycE>V~@3KK)(hC9VE(Gea^yOh2^T4vDbzAM)iV zXVAgxsaY8Ld0D^}*;=hQgU&Zg zppA+r9)BERFUZCi+(xnj<^}W#$L$1ke`3JHrQ~v%@}KeN4149(S8QJ_J*Vx5kmMT4 zC}h@ezgbPpcDFtJXj^Ujoq(n|7{9wyu=u)WMW9!E#$x2$?t?gwIuqHHKa@RLH}eqb+P4TBAvH?o&iS?VynZ+ zC!Y-K``8}B_7`m{KX|T$)mcwI@g&{{u!~S(^c|7dM5A0A#}M+P+w;%kLo&8D>G>xJ z08&w$r#5T1(Mm2pZ~p$vz?5134E;cW?;^fiF2DRryW*;=6XIF={J?YMkw@zNLk*HL zoALxE`jZHU@@rQA3(`*@S^pUzNW_;>{9Sk5W&iole?S!F7bqv>2#-La_b)$|>-~p3 zHSsR3hZ8oq3auJG`d6zF%9e=mD@p%KBwwVV8#6??I|NPT|5bX|d%Et?G zM_!poWYLA^Ur~fXeCXZ4p9PE=D(@AlfraQlsy{7-zrO!buJ(5^>tCh(UehYeKR$6w zsQ$-_7RfBd`!X@G_XgjUE7`+4!}a2?gse{ZKJm9mcwOYZ0rlbmjKD&6uf%+Xk{TlQ z){9t~x@72AqhfP?^&Q5SwnCwrRLAmkOo-QBeH~D6gyRhZf%(8gzw`^= zW}9tl#o)6D%c_gP#*mLcu~DN&+FEO^RkHqtfrx>V$P{+vaoL)O84oTIB#gj9lKkW! zu}ic5Ng0us(&#(Kl0p1t1yHPCTozt~{JgtT1fWEHf;x9gZjXTs@kzWL^Yr)<=BqwLUwyW1@{-GYJrKEfm-xQJg} zJO>B$bREyRSa)6;Vp|Q}H+}B2K^OG2{XhBIYQt6rbL>CFm!}H=7oytuyo=F{u*omR zk#}p`=;v`{USt-YsQ-GauW9Wt;CJWrLqIpKb~$ADc&k>wu1y_2+y-BIuC<3jzvv=L z(medI!(+5fnlwpg$&=__d;Y@?>3)bExc`AFEPiO*d+&dsjXG0<;hS#6N(Z@I`fN+i zKI?3x5PLC>9_$BWpVe$l7~`Y6^Uk~Uagno^JX)_&!$#7-uW%}*{9_#kNqIB+7xHjX zH0Xcy@nD>qaFmT7KOXR0?gAa69pcB#>i7UsA15G8#h{-9d(T7qbhyUGU*fqeQU8Px zyeLTT#*@EMPp+Kb#_xXWVn;R~-zttJkQZJC6k9b_%B-&@Bdi;Q?XN=j;my z)JGn9l&!taIy%;`Zr!?g2Qf7;M>sV4#q;Od#v5&7=Us4~O`h~CQvKalUiq{1y}+=t z3Li8mZ_l1RZI36Phts2&{#abSjk>B5S9xaY_5kN$syGz5Xr@8(; zmH-hYWAtj^oe4xkXedbx4g>5DYFiO)0H-J}M1MlU1|2ZwPl{DVmZ^V9`HKOj zvMq5aRt0$#toZWR^Ag*?O8U@1rT+h(^^ecaU*ndEfjwV${=x}Lz}qklqtfTJEeM20 zfrG%%6#26e0KI(*a6%aoM0n(iXaj9=P?lBKv*uYoCJsz|LnX@nlxGao;fhzW#?V&qKhupF=3oJ`T3^_ z_V^Qz!&3EC=;%3;dDs&xhx|SOqg>>L5lrz=o2J>@aGheaIsn7i0hP zOj~u8RbWkhfUScgz1U~;9scMD<3qzn8+EjiBS(4XADzJegXQ&Ojy(oTBVV?$W5)QP zt&slN!IA@iLH^~T{v|w9zxeSgod$KM@A8<&bgyd(EQ`bgO3RTyiT8XdjZ{xwrUZ;M z;K#qvhWu%HJDxNg0U1x1;+6iHpNJBNoWdF46fa8fm7V^TS6zi!;cLQ2FlE)u*o7CI zZwDWIsBO3Xc6$Dz{yzC+h>q@B1$B?)@4D+wJL$xKT9@s%gZ+xBnt3Mue`Ao(XQM^S z7T9mTqBU=^roH$6d-fZ)u$+Uz$fcKFYOCRx#(eo-+P#ZaZ?J;x{6t^K3kvve+v9jp zGFu0;`13K4t&Le(I?|_7W?oJi+lAoBBn-muko>SncI8K2K#;|({m9zXsb@VK5M{S!|( z$#&jlXBe#93+Y9+>#n;d^tS1=jjaE35X_n60}eb81Nt4XrGXzX7GD1vg^wI8|9kGa zSMdC3@YGXJVz%BtFjU8}n(bgKVDR941x;QFZ>AN?Yh7JQi!t2 zpG)6)&~`68l+By3sUr_l{ioO?3;Fujdqs(hPT$Med7;`#Bfh)Rv?81YP}^$Z7r7EI zqV0Ke>O)QtBV5B$Y}4$tnLbwtss5BHzMOw(_r}4`o&A|9`0d#fN0+ z-TA3}nQ&^0$O+qq%u6N&87apGD19i9$_FIAofrsEN??%bj0+dt1f!(jgFhzdp1yiQ zFo9bn`Uw(t80ehOgl&Ymlw3|PL((S=$2rj`P^}z**QU;>f6;)}-kw zcGHbF*#KA%=Q+Oj+|%1Sb?ThtqvwYoeiW`qhO`1&dTCWow{ftl%?`tSEGgXuhV%rV z0nC@5OK4}|n7iJ+dSh0ypKXl2v-Pn&kmr4K87}weeeng)lg26mVDopqBTVJTKqFy{ zX+DP|cyg7{=PVU8gRnkcAQL-sWSz@R)+9WguDMn`1rhEo9AwOiL3G^lT1 z!9W=ia*$6;idb-l&^-_Pw&5zL%-e8Cjh?4-aG9C7|+ALV)$z}ZK{E} za3E&L)fd~ayKWU;UZRfapZdixo5%ggaz(bql{YBwEIdmyf1Rw@uX^8MuOD`RGD^dx zl>gnm?$#+3kv^Z*Bac1`t7AqRZ5C{Twt{=Id-v`Qp66&8Hx1yC0B76VwQFae5Bps7 zKEQrtZe@ti-$?AAe)bt(qR+U=F!1;C%da^5fMTZi|NEXB+6%E|s()g(?DfAUW`DVD zqfw(qFxuHrZ6A$y^60*(V3*(PWz+>(%IZIP{>5wA=+nTcWa0oh(gc+@{> zB<#7rg5}SlFABUY0s4@!yzjppQ4`)OJr$+_DHsLA`p5Di;&938p2^WA&tJ$J(?T$U z0S!_D&c9{ltw!4x}YC`dn~ zaaP&WcvWnWgPc^spul8_`@shuvYT(cMKjBkk%Q7FvHx^$9N|XCP8DZCHr;enJEBJq z8}Rl3`^VmU*&KA52YvW~{qe^iIODyJmPZnELZ9N|$CxwEINb*!NaPvf6Mmk6S?raB zzY3O{X7#_*PCLVR&o~TdI$00Uqs!4h^$6Eu&E_~_?tHuWl8X^yqv10&f+b<}s>q9E zcLc)2?B2xqM+X9NDJci_1gHzcSv1(kSozW)H=dEB};{ z-`e;$UbR)X?wo;<*Q(X2r|K&CL+)7qExPS()4m@MKqs1|f5@nx6hHRmepV9$)K#_u zZt(QMS^u)hUko)Kjo0DiGqFnGxP&G@q&>Su2hH@avL#mp0W**$?Qb6adHDFYGun(< zux>9{T{S#8y3vIp|cI|H?>o+o?IO~W(3@+zy!&$3tt z%fDa7s+%l*8d#K5qQc7;JF6s42aMvQu>J#t!zEY7mMp)wwhj}Ki$tK4&{w!@ z^wr6Bsu6LH{N8p#hDakovHhi6T>4Qv)PHnTHRB7_zX+4aPgoU#vM>;m$|irw^u4W* z^z!9T=##9J;A}X3MDQgS;$1cd;PRgTlIX|!&n!eG8Vn@Pk?R`hEK2#8M!%%;kHRf+ z`k`#2j-&Xw&q9o?yjPe8Q0W%+{pUPXO#NRb`rq;S^9MPo7&RYtQ`Iy7`4dE?{1wsu z{jZmQY@aLaxh@AHj#~b5$3d!xT(Bf#hu(iVe$?0j*iIdVsOQ5?}%1mggMfh&)2qLcP|szq?l^c&*)OtfFyOxEqDwFXJr6kNVfJuM8CN1S4eoFc ze3bw9slVG!m_Z!&&`&yuQDGRAb6~%Fx7}e;{}+4u>8I?UC!J)+AAdZo z`afV3Cj4ys;g~CE!f7F&59%5AIPSq5`q}5U`DUA8No380{&al!AP+J)n4!;nJhD&O zm$UjOB_tP@pTVfkSpJ&)OW>9r537X~4~9pE8Tu|=vNQC#ys|zjM9|CI&c?P5Zqs<`Nz4o<_=@#0iCAeA?uYT?w6~byX*l}s(MKPl7gfb+Rl@+4`|@F- z(uNKDLPz2Kh;!Ig-2pcXv+Ez@IJZcj^^eQAJFMRUscHK&55~xTdVhf8TI{)xb-Mi? z<(WKmh(E_jq1)o>8?7q#-je>@KmV{V@9X6WxHewDqpi71H-$<6gR@Vuhnm%M(o!2v zsrY!1{pa|@ysjf<+k5+9P>)%2$UkTLH2dLgF7pl!1NB)GC)n(85(Z=Qpa1vY|F5rv zK^i{-ay8Go?c0myI9M+Kbm%8J^do{AHLA(*UE`G+>jUOFJ|Y{?dgy4elNZJBYiKvRR2l&m-hSz60!UveSZ&R=p#X)^1gpuTaFfG z#`>OOT~Pm#zTX{^Ma^GD(05D$JCq-JNqwFcAd)~z-`jr|3%O$f3Q+<5=gFU?PvpuD zotB+`pn;E6%3Klj$w$zH`ZkHwQ9DaU|B3t=`Uz=yDu8}z^*<0?SpSPl22lT# z_f?ioru^YmsJ!h@1(ZKIO4zHU?=6}h3KmKzBi#zLf0g=AE3|Z$+nNOJEgSVe`>sm4 zUMjw2VqottV?OPa*$ax-oYylN0672$pBjhIJb4E|?@2JXm3HXCAAZTlU% zQaJqboi_+P;^?fi&ctyzSeSv5o{1U8jW*oSTDNXv7hZIs&XJ~}FrNM1tl4Vz?!b4o z+@Go@4StLm^6|&or^*4KI~r!1uf4$h2*KmI8es2l9JD)((~mhQ|DUizFI}r)LcSlmOi72Coa2WhiR*=x0dmt+1M_SFF!l|kH8xCT5Vc;K3w?{DF#xXtuMCk zz8hofuG`kO#L;+M!n+Odk>kk|x#Spdn%#H#sqHL%G9Kk3-hBElOrXhR&z$6m<*%$E zJwYSHj-A(vsDEXqpSu>7oc;9ya9%t2d~>$`Svcf{qEVP z?2$Da0n~>bTU~dX?f%k#oR>g<(@U58QM(4 z=RXn!P`RGJ46a2je^L}p@=!^?Qva+6tPn|sb?;K`|1K%|lGL?wlLvg zX9Fdtd(sqyJ`RhWE&%1+*nvvX5y~4hdeVWJvLc+gB|zUBKc}zPeW0(#7do=a3| z?fKW=ezhHT*wO0OYhXvfn)GBCgrXE&CJqoei3xv;7R|#U ziE<`49x=u|z3=KJ%u2;Y*73pXJ@?*gXJUzO<3^2PQTs)~{s4WDuPNA1%)H#MPwA7F zpy)fF09dZ-pOhe;gPx-PDF~wwmNz6Tu#8+r!N?)^(09Rhi*yhD!kLRJV;1H4r=iE2 z@mx?Z)CzyxH|OF`sUyFMgcJG6BipZ|vEqT&(JBAxYpiaaI(N3w z-+d>Zw%TfI*a$gSGw^ID#*H6~W9}wksXnZ?lRf;-f(86@&p8)ck!E8x#G~3y)cfw< zN&9ovRad%kKG36k5!*KiyLPKKY9BuP>@$1ot+&Fn41f~qzcP~`sRsF7&xjIkB|4bG zY56NM(Dz%~{wWQY*#0g+-<9rQ`SfGvQt1PrH2Q4V>7x7$Dk_!BS;@$+3=6`=`sX>o+ zlwU9l${(Uju74?&KoC?bkUsgPD@}d}5@f~F4@%6^_s^E1Sb13j8eq%BIx5u{(0{Cx zs{adn{vx360TK8uPyLV8J6rw{Z6$pwGu3NSU{DZaUC;1T>Yv)c&)xD<|5BbK?@Q~x zYz*u(h311_iqG1OA1ig9el%E)BW5NFhL-@!9s~1ul;2{9hCm@cAFn5cyaZYj^fP?L zXL>ef;o7g;UWT>?3>;t^Z?X}V1V3Tld@}+a-Jk69&p)$kuDROk)Tslm&}>&N!an

OX*|#6C*rhc7|TiIa9OVF zABAvLsSZS$V)@7LvT#53)KkkmppX2<@=xj+5+rV@|AH$ZKjZh@b5AY3XWqesKZ-eX z^wa=H+U>I2E};@IR}oggw8jx%ZFEXRq(5r(C=4uVFw*RcFTVs>`a$ve=Qyix*v@jj z?YYOE8rUiVmn$()WgT~}1EWG3Ap+@4`}fAd|FD;K>kI>Qvm`d_{m7?$O8|34`K#az z`35ap*^4`Oc4WZ&#of2tj|1OMkf-&(*qUy!r9LVW>9>#fNno1oxN{=^(3`Ha@880i z_j%7B^Xv%&pHE|j!cRZ{4D0y85GSy3pw0m|Vfdl$&_fSVT&q^C>;}x(*RE5`e*EzV z4C1HbgpNyf{3g${|K=NfKtP@*D>u<`Y0tu7Vk3N@qv5(p|3S2OGcspybN{|pSY-5H zsQyRcvhtU?{b%L^@~1eN9?Bp5mzjP9WS)$R?T^=vkXT;&%$A3jBy!|0g}$?tp$~=> z%C!HE6W1tz5}_z2FeY(}MITt4e%f{uajgHYuNV=53Bi2MN5#;0MT8r%^~Wl9`*1s2;MXBmlt zabg0kr0+U&l`Q)6U#b7)y8fj-zKVRf%Z6(i8Q6naHU@Co8{|Gb5NIay8Wq7L7kH43 z%dB$%@e+~a4M`D&?hMBWW{Yk~(hu}>L!X1I{>T(b($aRDHf!4`%$l)7|HR`@%9zw% zd+vo9t~D{+RnJj4O2&q^g zgrw6lUKTJvXrxm}#X9r+iN_zeU3S{V9=QKL9Y01xgIsFO6%&;Iw<*5?i{s&4^$(aM zebI}Q988JJeEkcIi)9E?sQw2nM-i9fdqzMC%wQShCm?5*8(=v--RrNtVWY8SgYJbF zUa-FX`pVDxzaI986X{o9;jDPzuZ8pJcg9hVbie-kD{4})_2|*VHrQ|j^JV*L{^E+hKfZx5|n-{pxyf&LDUKM#xf zFWQ`G(;XBAe9#wT+>i7Zx^7_;hkT@b4O+Ca<~xOB=a6>PFMn9uBagFRzZ_;yZ@MmE zBH|*e57@Q#-d`tVjCkb!WN_aKaRj4{jvhZwvvrR@*?t-HVP@vvalD89^*xU0q0=b3 zb?fGsL6gVQZGbIC)E(Qu^UjNgHHp^qzV+tY*5{E&RVH;%E_AfzL1TLjuus3|IX$iG z_S@SOoG@_4S!W>C^KoUzis3js<~il$Q|#`$?xHuLU#R|v#&FTzKNKX;cS6pK{78x+ z-Pz2>2xd#12crDUm0$i5RM~OS9ohWZjYt8N5P-h`eZ7B(Y%%E*1#yr*-xrBn7=7{+ zSoQZ06e3BSnexaldVzk>hO>|eh#={CY@)A7pJ~y>_g{t34+La0hx7vjx@E#y`mr!7 zlD=dsqx_3Szr6jgq(q|jEAJJmf%qu0!j-lB{b5|R_OHC8~00+L$3)I6~XSZV|d5n>l6ef@@43<^3v|H=~^0o{2?ha!9#da}nyc*R8| zq2dT>1dD0PkOq{mBI%1BFQ9>cu@d?-XP$Yc{W=*-?(rG)N?2*9;Wy4=afX>3RjI}S zHk>YIZ@=}n0$ldk9Rq0^v73v1<^Humgw!}c{nXQ%o&Ey`w78VtmqG>l5nm{MX^)>_ zk=-%ijxPmFj#~cl`ya7P`DOv|yykH*;c<4!|%JpQghz4}_}zQ>+> z*axu2ANRH=@|T0Ylt6gu3p$|@JANo24?!gWiGIxJBYyao!|kp+?{eND76${vF>AWk zTCJ>ljq0#kzQ1oBK-%@!-vFGHy$F`Jaoior;1~5D)Z+AGq9CGXC{;?|b2}382h?&Z zbodyKN{(p)NCV0j%3n#mC^Ft1L5!*x`U$1KhX=}$exh1S(?1Iuj$2BY?*g3SuvW{K zirW-M7B|~uGx;4UA&TwTu-5)>wsASTg{Ph?1@3yNs zAgr=5(2e_+`LUAE-znHq5rB20 z{M`D&cqpD9002M$NklJRc4?C>8op=I|@N>s)3)bW${S`i5vIIi?W3-bfD}7QgU;C4YP$Bfa{bT#@oD2H`^7~6KPiDP;0{4q7zteZB z&VxF~@G36Km@R)QnJ%W$pEUF#Uxk!EI3NwNC2n$Q=F=x1aDuE5`al+Gltq3~U-I;W zCIYp}TSaT2)cUXb2&%Deh=DY)#Oq%reSgSOmFE;jrT(FgCE5Nht@;<+Ts>b)_o7$p z(j~bdHGSELl^l0@<7e&&o=JCz&>;x%>Q^vl>>$7!v*u z4WOf*xVQGPM<2J%x7=KCQKYxte%toKk${sXO|+9vJ_*O$Rk3QYx_!d&C*X)X9F0dn z{OA`h220Stl%vb?SpQhMP!wd9%%N;0^xx&O7|;K^@4jn?A8}YH;#hmkR)ulA)nHt5 z{P^*9*b#@z;2o9t)|+nxOYI0rmqm8#E&pdHo^+yg95HwjY&T#K%lfy%3M<&~5ntKG z7hRla{q;9q*Qydmd=ENY6_ewD?8RL=+iX~-C-UOC^KIIgQKCb*Hv1i7-ABUuevtp& zQ;%~wkk%42>{W0y<_f_1+c(1rt~Q}x*RAZwcmAU=fmhyqEBVPckA!S@^a)lxYgUq; zBm%e!to?6t{v`?h7Q60={97mViEj+{((}V*l%M%o|JcS&p7N_*d(E{v$Nu3yeG)wH zzyH1+jt`c4-kq}G4?6f@d+@;r1;>w@dvx0iB!C%oc$DWEr=70j2WQQkgEBhIUg`ge z+QmEXymJBi%(FoKr_gk`%Nw45kMwx?Jy8*nKI3EgNBt*wkVg3zX#bc=ilGNC(vRLU z(+};nZ~;ka_1_t_npkC0G4#c~;oKA-yYt0H2Uem;&YFkR{vcU#@%m`N-INT`$_6|YeH7xh-D|J)}tRwmtfDSQ7v7tzuQ(bCvo@8XvYRy1`y zf))|x1E>yEcuWb(Iw#N=$80f+;IksJ;}a4IM}NSPMmsh~8vH~7Z-vt*LeeLG^nvEi zfz@gV#r^Y)uZI2e7K4vmGBi{ejS9Ny$vBw^312G`_6HD(; zKmBxj1O~1!+6J`C$eg6-F^DTCeXT^`Rs(VB#`Ab`z_%m6)odsAw)&cD*zd3|K5^ni zSnQuC`AMHkg&*$ousshe=C6X^s`xl@-Z|&tgU5XPdc<%n_3fjN4^jT#r}}It^U`JY z??%}eN8P$Sv0hQO<);3roCCkAgp!n(zlRIsic}cZoJ3IfhcZl~Rf0M`ty8CMlB{FK zjMayuwOY1798RmiK5yD#sDV3k)P&Xi88c?sSFk~`(S{xIVF?!N{oxWEPn+oXLO)r- zzaMrc)?Ig9>wZXgRUTT>zwUZ`D3f#g`|h)!t+{41yA6i;)>vZ=!SVTv?cWR>=I{;u~?)2a7>qj22c1InLqw{Xj^B-&bOS^7s+dc5O)m?Qp z$=~4=-<~7xgNmJBk+zmCTiO8!?5`C?+%w<2d2{ewWS3udna!9vQx@P7eQ=?9e1>@_(j(NCw+W@Hi^dsl9$sl$fvI9+PC++ z0=TFy07%bkQY|Dw5Ht9h0p6_s6&3P2lp~P8fc%6flAQWSgaHQw^y5Rdp$iI5D#CCfZr z7*`tN=Tk1qM;HR)sxF4;yVjXTpY*IZf)ERuk&Ne{mR9nK?2g;-(9Cw7y0tX}*}Hdd zyB~Yjx8J_2^}{}7S{1+frW@^+TW_`LFk)2=A08ro&gjo$0hEzGXX95}c{RHc_%`mi zG4?WZU^U(P_U#KJV^_#}_Mf2f&DUQ`Hc6T(|L#W|VJ%v;w4;tXS_AlMRjXM&?9cu4 z&*|2A+s@u`&B#A>+SGuDT7pg}JRHAM@MD5B6(X0H`sXDpF?1=Z{(DKMaLcPt%di9U zUhhI7#yCW>2t5sv@RaoYj~ex@thBdm*^;&2n!>I`Uma&hWR77HmaGrNadjNnUwGjK zHhub^cK6+PSuGfABfHUyXj|Mau*Yn)7@gXz2 z^d8tS_~9{{wQAR~ZE*?$PamK$!>g{k%C_m$NxVi)(2fUfe)NC&HEgY^W{vUDf~P0^ zios&HX;nJH2RLy@mI%+mSM0n zvFfU@VUtA?LZ!*CLPb8E=t9I0avDB%^W9v%h8xi&TjB}n&KqN#zPQI_@#PnifHx1H zXolHf{_O0JTj15cDUB0Rqr19(~Sm5E=PH?-hf3 zcu?X_wOEFoXk=?9X0Q%C-~bqwdP?&95_2qV$4fAN@SlQN>En(+7A$L+jR7~i;Q$Zv zbMPrLfhLbwib@rI4bcIkaVsG?WXB)88t^%%@(YnJ4x^b!AmNc-M;>{U9g3O9K94+N zwK4Oz2P}L4fc?HrF(7EQRx5i7d+jg2*4r>BzriL<_yx0wJj;3>XqAmV<=<{}C7QlILZi{>Ac-jB8-R zYQcz{`cIyhe-}T%ERz1C_)rB;lHlO;&_lb%Sk$9pd+Y5ttxM?Ui!9%jt< z+h40reuaU|6<6qB@4ol0b;5v_d04O9#XCc&f4Hu(bW=mah#yB5sv9=w{AOGz5npTLDscvS9|rf*X%_cKY15Eicm1_ooBnUA=<_X zu&U3!`c0cO75$Z)t^xyw9qh}mzSLG@ z4O!IK1@Us~KjK`8QGL026iSpL{1Ln?&p+GhYN#_!n&LwbGLnr*C}NFwrWewGCQ<+m zu?5S~#Iit{XYmS87FjWlQ|)TgxH2gNM^18FHcKuug~0$%{R^ca96`bMk5EXCd@_&w zGx_uAFRcEHW~Tn}_3H0j;1ixKvQU>Z^huRC{`t>;+R9B=*87cHKDr;5{mPerP^#uX1J|Q-=nFo|!1;7i)L68*U z;fpUq!YAoSu5kMNJWT?mL;B=}a-bK`|JB!QR~!Si*=AeXM<0D?FTVJqj%2&z_SOIm zqJW7&qK^?|oOFxq$tRz{toNU|KWWF}L&FW%-$+7o7him_wQIL7mcX{RTVQN&{P^#& z9KH_>174v$%FdIcCEtbUWA&{yU1=3r&*qF`6)x`tdGAcQwCwmlhb8vgZQlj6@l~}F zBFbM6#`|cod>xz_K63_^M|)P$`uwxcT^ATAP_`_6eq14Jwdx+PPMud2ev^S7mc#lN zbnJRpg@7Qb{^h68nYzKy^6Df?lttotS(YY0(?9s&0~_?wM|Rq&|FXB=ehV}37izG% z%BuL91jOUVkF#@dRNMV9Y}c`4N9&Cl`HzPT#>ooz>&*7K_!z(?_R-OB<@x7bV0|8a zM4kI%jyYDA-3Q}*`$m}kr_L|A^inK2cdl>3AfL&GY#|ioPhwIiQjEFOmV_k5t1XBTxYMfy)c+(`q*9pvoH?`Y*4u8?QGi=_Y7$Ts z*$e$%u;#0;DRcwhdB-lj1}h4u$M}^Hu2v5x z@*}uV`H>oDS5hj49L>qG@@*__16;S@)oFV*I>A&3N4_Pau|COp?0bOMy zw%Ted+347J-+i;umHtvS5EQH%o-tIwvb_IT9aY^+dj2b_{K5ZXwZB>M$Z=`!ze@Ql z%Rf8|@zGft^)J5DBh96GUnU0jVbm$P{h19zWf;$U^mp&vKxCl4TGi0{NM5_Uze`ZGIv@GgFILA;EGCDrP#Wn$K|+vF38g_mlA@Q{Fsab# z9$~k-zx|R!NntZ*%_lBHmiw7goGrX;UejDYXH84Td&CFbh=%dxK^W1j@V#te?MG+~ zHIG$}75Qm>bRNy~0GKB}^~Rc5z8p)GwC{>HL*#pD8pU|xhEd@dozFVsseroF5e}H` ztzeS=PG7SN!#v-rN|uy6P4gF>B&`raxf-canNc0LHIB5LGv(ESo~Bk+sWr6sYGdT{ z1$s?SWY630-OMihv)Ey7elcVLA2$t0#ht|uL^TUO9xXQ$90u97nySI6rDr}@GFzI> z^yUyFy&(b!#7np(4V3HEFJ!IRna0zUK-Ov3Ha>uhy|x7QFQ|wbZnqsjzTnA2k{qIK zM3Lh_il{7#pwcXfW$CB&w(Lg{)flqgj?T@4^Xpt=(3(pJ z-+}%B#Zv;NVvVHc*yVn0uH_@|!-stsBpxE6oXmmpqgS#mMkII7^BInoljM(F;L$Xi zks!zk_TSdyZ~LC&hrqKOs^0%us4ofbz6t(Wn-{mD?PKKlq%)>CRgh($RnCKV{|hNo z_a9&nHxkobE>ax0?yA5vp3t)X`HQ#N=u73`RW438UmGKRuD(%~kja0Qw10KQ>%=Aw zS_^{Z=l$%1yAe8>^DiEAWSrN0TBtN+5Jh}{aahTnwsAsnKSN_tN+7<#$k{g&)6J;r zm-QPck}9!)=G6S|4(l>_`2Nycyc(TW-gsDm3+tx@tpDLBxeQ2uBy}Z5ez4`3qw6z2 zqe1K;kZU_7xhBVWXaQd^1je16)M_mI+71!@Yqd>EE%hPjD=yl*kp)l4v-@iKVz{_F z^Ko(9y(Q%LZqu9({(XA+e2>w^tm&mCSE&(-^`5Ef(3{lk;; zCnC$x*1t@Y_XN*1`lEuMzW*fUxymv3>Io2=2PndFw?8YOSCfc!;KcQ`uM|QxYaOSr zm)NWafX#QKQGrdF2=Iu{Taf#n^Xam?ET-Vfwtr&|J4wt~`Q?56$g}gn0j{mf+Nd>o z*)xo@VAoU>7cL>u$8l5pwNt8$fXl{%C_^vA{+5z1k$<0JkTH!>a6pPOqd<8Jm?*vg zaHlJpy2o5pKy1N+7Vvjm^e(^^hR6G|g+Ths%jK!d=UrdQshsT0Mw#`|u3T`3$&$xd zW^d5_5ezOzp0zQJ(~69RFT7?^X+JTD3}Z~(pa{iB`DS$LIOSDr@gQF$DBka9SUioC zz0EsDMOYkXWMoA5BKXGqM|iD`sQM5DlGsA9x=o;y68O zA@69@^m!hGbsJjwQVX*GVkIh;6onaL|30e^d`7kmYC?CM$&g9>w!RGpvV|>KBPoc3 zec(tQwR&=PME$~`2=ft&A`ZUM;oA}=`v?9FV}5Gc3YZH)>}dRTqsh-WCLZSS|IhZt z2O#7ya7ZgiwDAanJk5Z7cIzV=X_@MNSa#{Sa3Nc9Jt*(*w1beS7c#`u7owK<){ zjTl*1_B0=^$_t#nQ0rYvvoTVDVqAXkWvFT)5NY>+diF5NR!PF1Rf$IVgv&m~W z%u?IwACgHa_;X!*d*OP+GT*|JBtI5{JTta>JVf$CZV?ODyFI@yuDAGNovy!Zge>qn z;hE}kQr#(m(p;qd)@C4DDR3|0*}yfvY{H%o<9X11FX8ED#`(BX{pt_W;7ejBe_2s= z;$bgV(ve=V@oz)-w_C0tiFANuoU&J)$py!VUQ}ld)t3(_h@{X75xZHMg%;JMxCzIjVYo6)x1q-%*g=1_6jpp|` zOP~g&dOAwO#^c|W_UuRB1oY|Sfs=!l!JOm=z*e!n8fw`JQC409uD3!@Stj8?HL8sBU%Ow zc(D6vVncSqd-btZf{2VMan<327O8M!eEQ3_pmYzH&MW>~RN%#0+E&@}@4u~n)yk<_FW%&9&JCwOQXz~U_jrRI2uf4s-g#4qs%?e% z7?uB~q*t1P_#`^H2LUEHdUv1lc z2EKg!v7f$pDk{W<#U?5r`Zjye=c4N_Ea@12f4A9j@xgp~5*$-}R)k38GE4RzcxL$} za^Sx{Gxag!TgcR`9+K(RM{zKKwo>qSWhX>~ykox&g5EfqE9+aXx2-}8BdtHy{KYu{ z2|_@3n}Lhu9KMbt5I-k6&rD-f7W@uW1w8&&`yDt~wq~05nMX(ad`f<<`KwYgdJqmO zfo>69K(<1du%Mr-X5VC_xIex`S^kFCmeitdQ-sh?=p3n(^3Ddt&u^v1Xk({U{Im6E z7I@mQ_V|hA;opa~Op5@HA7jP0k15n{_+QCSZhAd_()m-0w1?m|I%Yp6o#+TJA`Ts$ zncXk+IN_HpoN)mDyuT2)_O>2Yv;GAqNuo159{7oQlup`p1YwGL69~KAwg*TfQfjpg3L`vC1kFE92 zdVLt}uLX3ooiM!lCn6fpO4Ve`&IPMTWHBv`%DHV>Ot_czx1y)!{~&LlT9=6zU>40M z{V8n4CoF*ZLoRR@hxG3c7_O=_2Bj=*f_9nkjVb4<{BZl|z98=T+`blVJ)TczJfnv` zz;{y700JkpTHyF(B2V}53q{Rqy!*PrKtA9{68cgYPy`M~bk0>;g?a;N_WZMkiMQ1$ zb0y?iBl6?F#C&)MPmE>EbUhT62CJg=U&-A7C*=;oxp0fS^)LT5e7viJf(|lr*3ykF ziOoA2Fj-RN&o=uz3*|3M=DyX%*dODhb4;TtPK0%^m@{)D_wG7TgzrYSoNJYIhO;ojx%Xsf z7%rx0n}7i4QU5NIBe6IX<^QpC8Y`uo$PCjJPa^s3$sX|PAaiUyRkXDW8+(nJLq)-7 zecFDa?-%ZKlyTkhHa{a+rvOlc*b%~IkUa+A#j;Z{pzk(y2n5}~bd8CvD`}Dfdj>IP z>ZPPJo7_&??G=#0)UF6QJgC~HMkobiYvKq-Pg}oI!CNmYi$~AxzTVh)N4Qcmy%Aq7 z#fPcO^2dUX<(cDtjHF#R!I}Tkz@?%Nu|w6q;SAy@YP*4YMc!kk_f>|KO^sfeQP0t)N0Q(z9r&{gIGcnI);x#O>xNC^;Q1O6; zUwwgd==*j!IrAs<*{bZ5!n>|6464uE@e!lIOdDj!(j-I&79A{3CX9`^ui4#gTduup zOyn<4bR8fQc<+Z35dg6um;Cu`-HqpRu^+Y{JgCjxp!U_p#A?2FGs6Ink7NmAgcbya zj3!7(^o(!y8mMIc>YPHKu6Qq9qpg*`!DzU?CJPZk-AGDZs25YmhWcvJ^z**QmXgv{3dH7;N{nc(uV5BpwUj-LWGYvRO>X?(^Wise^yezgb;8U9>|hpOHVLKdsjw;~^Fpi3cukIzd_I3RKU ztZSB~3{R;GzMu||Dq9JqTWc6omOzc69&dXgmK)=iZ(<)W6?rdw6b>vNH*@-jaqrBSylr4-w?nJKF`p}7i5SJQs)v>cO}jqa^KeshSq ziD0R_Jbq$vEt%-sitC=U=?~Uh#=wSq=dMM@bEQ3@Qmd)(` zaXZ1@#5)*|(I0t}mxs4OE}53j3x?v4FCP&=PgdPbn76!J%m-=3?G9?Ag-hVutY|ed zg4SwJC>U5LVM$hbA6);|ij+*vXz7^aI+T9OIJ8C%lM`Le-QO;GCAofuWZ|dL1h`o9 zv!Ro53Ro{CuoBmD`Er2m5@5hK*cm^Mzv7zy&Z;sR*B!T4lZZb&<#qO>6yWoPbhE8KLB2J5w z6vr(3R&G<^X!eMuf6K`Fb%;y4(sLX=j5~T>P$womQO|1J%6)bImk;Du`L1k_l2Dvt zl!VQ`psAx>fmqD)-No#nd{vW7&1?tna|R_f1w<{Nn$PE7oyD{!rdLk6;^gsv8g(Gn zkRnI_O`1~<3jQFvK|1y4F0F-$AGdreH&&Rp{CJUqMAGh9iWL;L5F+Q0tyeQJEcw7C z5%xpI`;|?vGE3&o-1p6b?LYWF*mRM$xQ*Hp6gNKzL}@=ld0}SpK42P!odMcvaS^EA zKu$*s>``3AD~bFSTswL%~&MyNDudBywu8E0>q7*rR5kdnyGk%!=4+D zLYBPz5sQyd`=(dczC6-thhXRgS6b8|-jo1x@CmxFY>NnVu%{99V>C16zX!pbb@TH3 zJ%#)KKD3W0<5wuw@Oq?IgV2ya+#hK?2U+@hwr+F$_Tl-sz8?LS@V-tn%`j)DZ8zTx zqqp6~Te_`pULz%Mljd=8f#)=M}f8ZZDiO=zP8snUh)3jx>lj4j4Hd32<%BAWmSyZ^oQ0|VLWLapW2 zIq(wuBrXj8h>YK*8^(Wf_qPRnD(Vo;HnSjO;u@U$JU_PM_fo@MK)1lF4_O#rOm2N` zSUQZoXbM}d-rCPB^BLT(hI-adPBPUO z?wRP(PbkotExN`^uv@k!y?h%2(GvLSa-TptkCtUjS@+J|s3P=9Z5;ajAiNxc!mY~j zRp`hWd&0C`m`1;wDiK|`>U}a+Q8LESZ5agPtJVR8N!|kcl<^3`nPwibN+fHK`deQl z3`{IJEvBH_4v|aj!FUnA^Km@-Ntm)Pjg;oUGHc+Z5DK^{ri>R3ojdQbN3Txk%3tv^ zE>#@_VT%*qutKkO{cBRtuwjn&8JjHlI4@L=6XVTYb0Q?$U;Oap3Hh;{b&JUHm8&Yj z-sc{HkF4LlifxexiFw4+{lf)8VYWnT?)Fa{`y0;C(?3Gf9W&8 zi%>4%$VBizBNSbMp^yFtBcPVo`x{Fl#Ti5fXvCHv{X|Yp#2ZQ*_J>ajPaU}@Ib@_3 z()aI%BaI-^Zd_E_)CDG>;+4Jtk{G7_tBt;rH)p0huspx<2@4}b(oItwm=8+p>#r{g zzqY#u{IV*fyGioBEORz^e`d)C0j#0pTlviMLw=ujqPjFidJm@V*bO^3jrd9~-dDbg zzYZIZ4%YlpeNeT3KbNEi)mUdFD=UmI(XK1;v-zo_x?gM->aMTNu(zGSD50rDMQ!-9 z08sHU0y>CIb^ZFw*-Q_+@gM)e^{%^3+nc_;iT2&hqf1gYSwfO~p1B!SL<%2~x)ti@ z+t+dPH|`ouX2dZ6$xeHNpYA!r-y z@vtN_ubaN!Fb~#xiq7~guad{UCT8|*Tt8-9LKjFOw0W{JXAyiuN0v?EtqkHPAXlXQ zOZ?4cn%w!(h?e(0?GLl8Sj0T;OOIA5QP%H2pDPFO6kdvdyT_TNfeXlLjShMttT<6) zv%oh|X@X@IDsbuqx2J8CTfH>*wIwLiMyD{X;)D8yoIkqudGg*3$h#Fi6#aOM=JCgQ zG_9Uu;_*So-unz$|6Adz4cCs1=EcJ}IcRVnc*6$DgDmx=!E)R#9*f7Cw)C# zjEYUV-rwyZQQ=^6Sgmkfia@(;`}(X^SGbZ`7iNNRDP*yXCzXCJJUo`2L$Ud;_Fx_s z%Of2z;=8`e)4?}UjY&2y^W6u05my2gsB0l;V$m8Eg;ek)2rr$F|E@dUmW}Rw0wH9 zB_?+j%1_PR;o5y0Wgav$*ovB)I&e5rNVcgS^K8+j_St6LY^wBm<#spNpQLyyZ@a4+X6;^0LZf=es%gyU0MAFZPrT+NI7;A)2p2+17(IIskA(yt~~HOsXgCRQNbJn>!elgEz%q`7xf zrnuMBAgY1RUX5QtJXp9_#yhu!J*Agw%zTgn@Ov0{PU)<;vL2uo&DV*5HSm*O7x^yO zSk=0Ge$x>_V{&pcy#A7jvRXx}j`szCG0Vg+Rn({KGBb{6V3%*6*ll4}VAaMep0ut{ z7ml#Md%weok0~POzwco{d2;>@Oaz4CWArNdHyDWGhk6J3#=8B~zXEdvH8Yp=$2r!D zuA*x3xAn1fyYdxrb+4Yl$)c~JsC{pP0SpqwMN=Q)S0yMDwct`So4^)L=Qs0gT@{^o z);g!l*y=>M*+Y15QT>;>y*%G{iX-rJM)oj}$mr_W+MAV3|8PJPR?JbL98{^o z%Y$Tk6VowmP}Y)xPjeL{!GfRajEv2{4rNx{2C-*GDI4> ze$dwo8soqVfTbIMd{)RCOy49~Z=P3)@-nYW2aRK!&!ckv7mpfD4UAxG*28St=^#_r zF2kh{lLP+2$H#1D#>2!-!}Ud*KW#O3T*K&EH8=tv8DE`oE1%d#tG=83C;Nh@^7i+m zs10rN(^Ne`J)9gHS7Vcqj4?E}^U1W#&OH_5-k4$nc%cu^&Wq4Tj;bR>=1%V)V1FvT z7Zds5rc<^Jz!%EG-7kAxsAg$-{To=qkpfc)l7p+E@I1d;Dt)=nREO6i??^H<&-3xq z0SFZF`w6rPcP&uJhB_0l-)lDRHjW^c+c*lQJ-F3_4yEX*$0B=-OSX(!rRIEh#C zC#Li0*|7bD>Olz8#Ulxuq(ZJTve4P*SycXW7Y*Pq(#oN3f-Iuhwp1<2o;QIHK-cm~ zSL`QXTg0g6PsKpZVz1OXn#@NI{3LzuoMUu8H6|^tpbYt)2m)k0U4MbKdk8;SA1;IZ zGqbjQv5;_MijuMq4U_M$57k+mK5ii|&1wG9DY`6Gn|EaNmF*~2L&t^i;ED_@Ef>Zy zwYcy<hH z1Nr(4^DTz#B1Htc=nlk02PmQ!&a|fIAdGbk%Rj{T3gfbGccMAQt>`QL`iIER!XDV` zYBanC2YUCvqOxUu(bu9NFe~cA+1i&AfG;ssD7^gUp@IjZ&M=IT(l3MA0<(8twG;f_6S-(p8C))vcy-SaaxcCdE7)^i^l%ud=LY0k+EdbVjLJVx*G6dF?=SjiOTJ-8w=bpfv z!6r42`X`6px}PAe$?BGMd1I*_B=mY}bz#5pe!@mPCtI!-5a?6Cucv|~Pn+ zpUbOZu=W4FGJLAD7i|Xs;%i?k`uqO)@_Vb_;CZgc#YpSUI?1^dJd!J{Tc2qQx}Q!B z&O%A3-3*Wjd@WM))^*13n0Z;5^=0vPZ#sn#Q%cBNl!X|$b$qg8*?Va(9$7!^?@z+{ z_~QV(*5rS`bqd$fT}m17b8j1^L`e}Zi4a>Faq=@{O$8z$vwz`t>$!_XqA7F=)23Lx zKSe6TQSdp`$Nu9VA^X>U!&8quuJ(bLvl8}HYMX=pk>dE*k(?0YMpWtiHSA)QR9?q0 ztD?e7pI>bg+EIdH5smYy`Luav_M(bJNjd!Yi?7!azX!}n_4VI-9dQa1k9oZgrWb%N z6OB_)nV%93u2^*OJl)ovA#{@SR8sklqn4&MjWaD^QQd;8bhY^V{YMs;x-gLi$*&MG zlq+L(0Opc->f|JFKyQgxDuNF`+0CvdUbbJW-DWFCcrCo5 zxHb0VQu>RH)x=q6Pj7XHD+tNoxBSbeO^a`gGIoIQI=*w(WP2!2roJ}+Dp>>zA-3q>2Y%+Zh2Otrt-qCyr zpXJ{Z*pw{?l?bgT^<=Ty`owlo$1(D>8v9t!KPGN{i*r=cv|gw}#F|Uc+x4#Xf0q=G z=YBGph;x+$d1r*KA>(5YgDA438j|g<+!N*;5VUHO!=I^bA*D4oC+~Fz$5z4D=0b9{w{B_2syx$#?7Q zF@PhnOC^<}ysskvVp;sE>%}-74Gf4n5IAjI5qGm7BSmes*XwY)Id-BnW&-Zc?Jx{d z64rUoaA)~b{OLN2N+aQnB0cqG_OterNp`{#KoB~D62epzMC2XYa}QwDptl%${ipJL zXn5?Z;D9wA~oT9ADp%qV^+PJ)B2{ zm*&_o;{C_ixz@tXXp&d@grU5z`M|V<=$IEC!@iF2ukIY?*PvxS!2@e9_juU(X-^z%{amOZh)x-h+w5-j$MI`+J;BId{fHJ<9I%_x=+wR(U#mC(gX?J+%D&y(KpyQGMaN0U6( zT?%p?1k84$TbN*>7lYD`u=00?)6DM>Aj7C){r_{5P<2 zfLJ_s&`%`nfn&LEiwHMtg*gp#O6b0r?zN;{M6sprP5w;coSKqjT-R&yt~0+Q$Snt4 zmCz;+u@PP%9!MQL{Vx>jgQ7Zm{Jpo*M&CM%`8;##yi#u%_*+am&B=MWUxE`mdSxDu zJrdvptsl0ziH`_~s^71Ny1l^J>eW;krEq9B1da*;f1RGEc2cFLJQPc*eKn)mnt0vD zihV;p@VEoPU`vHYkc##~knPQ@$CYdUHTACfoI7>w4aHyrX)Ft~SDT)9<}&mdD^m)G zX1{8UYp0wcX^)#x1a&a1?=50k-gg^!ecxH9vJ}kEtA2)Qwl9fm84}(~`fNEr3%+(g z#^hTs-rW=F$>aZ+S77m71$>Ss&(M59y^EK;e zw#&bei|?7XDG5tUN;lBAVmPZ4*)opy7{6vEoA-QuLj{01!2K{_y9a^c#ahr9ivGU#%dZ>Ow<6^n;;0q?cwXN@rM>cSr z{{R~92b&ko*!&*G;Y#=xOIqggWINL+B4zH6IRls-=C&ZwdVSdtt7!f44d#ZhEbxi6 zgMCH1Fiw^&TW|P8+1d(D)2kcz)2>uQ5Xzk+6mxegv5n>TazANad&VKa?X4k{R#6V; zn5PblDCnOW55E?sPfV|kh9S-jO&S-H7_JT8YT^()v^1;@OTq8_iqck(z)na1c0#L3 z%qF09&w;lhX1DH)wfAbdH zviSUdi&i5P+_1wXQnqv<*^ig{bttXvB8Ik(diI2&`?~_^i-M)!?p6~uq--quAuopw z!G<4NniHmX0?G42Tz(#gX0N>x1?|2ub&pJ+Hc)<3d7$$a7mZ@NPFfiJs6y~sE%R~; zE8qNp9wVi0V4kma@B>}1JAR_+QrinnxKd!ZL*RLRN0OsBKR@!lEQ47L-M!M?GO2Hu zr2y%|-F9|$WliUpI!f}5SpD`J=3{4pTo7<)kRgEp_9#@$!q9s-&v$vnB>CMi)i=H> zzszWktJDPL#)wNyVfBvg`P<~09C9WJM%>H-#B|bgb8Rch*TKoUwYFC^IMx zoAs@ol`Z_Y5b&|&!JKOYVz(ok=l4&cO}RCy*t&4IgOU;st(CbOe{g1=Z^L6u=`E4D z^S-YOl0z~;#EssTYE5c;@*w+gbvS{oGFH$c?^)ojNaa@OVZS*#S4FVr>pL%2695t_ zDQ4rF8*YP|O6VTrFu+&IIACgB%1_1j5?4ZIT6jD*`rFZ4!L}FljC|a!>h9}Lbjw!M zuJVHnLTA=td`pDcFgI%ij(cur>7q$gd=fRN@DkVwhmf1e<%BJO!Q&J zw%Rk;7U4uB2e69Z!+3(RTC?|ec(LyXLaPh0#s(&%L_zR34#%U>X8dTSfpOO4N89o^ z6zaQ$o7A}9!gpP@9s}RdFjCN*m}elK7F62BhDZRxHtbrv{^NS4G?)qfcY+%o3(5%i z3_5+VIo-VA#@ryB%k3FfisPfjo(!MOM};!@@|`D>3jf(7KT=-Q8xbyD zzJ#+Pl3rNM8lZTmByKE;sTrhFM=bwcP`Xo5jnJ6gm&6?%B|({vQ==RoG`g;T&~8O4 zQVh86llpS`GrFiof~cYh@mY4iSnX!w!f`N8;jy}rB29Ld)+?aro=cPjRjWj-~v@*ka%&}WmttR2x3JF zI4>fafz;0+3cW9hg?^y5vK51;e8G}NtN}-3&S(hSvhdbnCLQ!6C%-%n^8N|I?P<^N z#LAzc_kIF=c@`l8)(}6X(9Kppad#$B+IxX~&D{{nI7dH*hP^@IX(}Hj#Ynek+2NuQ zSTQB{K=$l#53Ok*C177aHx>B7^tFTS_<@Y6Yecwdp=aG;eqfCfY#{Y1E-2+eBv<#Lb^XKl2#RKmV7*q;=VQBx{r4U|E;Wr6!q_}__t0Jt zjNYSMEPKsz5>tKEsH+zdl*<`IQhW@JX2athaI%WdRzLsH_{loSI_}exn#;#D#%?>u zq82a>WkJxpS9oE1@t}hNX@)WC;pfuTXLB$EJhE?CBZiakP61QLxA1UW#5duZPYGg| z0zR{c%}dwl!2Bl1jSq@;H+t$O#A*bT2HJkqI4Rh{!=;qgHyQ(cngW8NJKVu#zM$wq zsklxAe*RbyKtobG?1m4P-bi@;6F5?hSSnUoYTXFKw)Mg+p$eab%MM)r-Hbu=n<`+c zyVRg>#Fw-v%-({b8Z zS=789AWYUC$Eq{+4xL-L=9A-0^`RZ{2dS`gzh|xKTC&Rgi#^HI<%WkyO_~DtRunYw z8b3_Ae`I4KOY%}3sgA)zDeMi+JPrG`Ay3_6+lq&u&56_+PI)y~?gH*aX&dhB{8CE6 zf{IVj3er=~imsJHBx64)QgM07plv_Q3`f@qG}<@?NqTF++s-V%^5%L*m4hYit*3p3 z9&dmvWsxOFy67tddW)#^G?0kwaqBL0^a^nTa)KKyO~8(8(D*3;N7pbu4Y~tx0p7I> z*XL005>`xwNu@55asg0Ry;`kNCe|kVJ=Xdgv?yw7IpbAU7Oy`HBPa}F>pfz+>(I5y zdVhbgHU4|-A9u**Gw*r@0O-)rh-urO`lRmg+aa0XO9m}ECBcL`_){(d=32FCYRi#L z8c|-gC_={M*h^|`T)OAX=_MSq^1m;+%tSsWdI7xJ9TAQ^PS0GwT{j5idWDO0dk#h& z2DU^jAk-6>pHIq3biVAj_~j8U3iP0-4MJz6s>$z*d4KRx8OQ%>u=^v^0v6`yvL?bqSZI zL3-2eDwLmDu&<&Ik;oT?)7A**&e5TUaJJv+Cp3x%0jPt2fUJ){^!JkGX9e6pwAWCs z;pvoPc|;28e!7&!YU#}PntlBIpIqzhv84|e0Z(U95|I1bas`kr{d?jIO(?ArTlahA zbwdesmgaqUIh2%(v>t&U@bncG_uT=s@};(lJ;Su)IHB8w1M(tz!HwPf=r!!@~2_^?k1vpw;z)Ypsr%FOCWShxI>rxb`P%N6TB`I{NxOSlcHM3 z5NYlDqbNxI;=Hx7YKv_H|F{f$ODblw`G9xAb0|8P8aWCpk4&hy36N5nOP8+#!x z7j<3DM{jGxi4X)Y#CT9Fjf`~41gOb%Kc2l6EN@iNiB(nltjmReoXwMNqIj_&pNGjIXJ5BeuGtW!LA#K46wgDF1lG(afiHPmeKmty(a^{@egZlWoRP)PN01W!JsAWhDeurJd zv{!>S>*l4aESIT_e&ghPQNUbL=N8pDY zzP8kH@c-}vIk5y=0H}qWw;f7rno-(0ik^P9?ke0f^u_p?+G{Kkthgr_aFXicVcY9$ zf}3_LF&$qqpZ==I1t+20wtyQ$9vizvjxU9Y~EbdU*uSC1#IwR{^%fu?UAu~$wWm_340*EGhn4>#$ z2J;7NYqeita2e(&m>I+oI8onfVB^~Bx%)EB;_(D%)>3K z-mGS}RAVl^9n#{Uw*Z8w%y*XOOF8VyB!JK;7NeW;6*pG7?L^*Pr@8h7ey$2o@ZAc7 zjG|E^bM;!?`JeA2mH>glG!Z1bY#N}yb8R|n{{|pNuBAKz9PU`8|Q4An~-MBGR zQ*KcVmtV84Z4uEL$md44gN~1AAA-gy%Novrk3;D6yAh?}VIMX}?VX5jR+fC~>dmjY z0Ayy7sE(h=U+AwId?d1X7vjR@*h9+k=W&K7?8@LbA`W-Rs0hh(AN~(mg;@>n>@CpR zcChis`$9)?#|D`5laq@_h>^Iyo?-Zlf{+TF0aqWAeZAd{Vwq@azP|TiCXw%wxj#^1 zeYzBEKL*p*^0VWZdxvWZr}XCt8(`SQ^;K`L1InH+%e0^QtnE$&Yp;3D{k6gdWjbTr zaP3?9reuWBi`w3ZeFh6mkc15Wt}5I;=W+@_$$e1Bo-Zj{_gChDp(YEC&$cn+!)WwR z!73-XlJ3K3&mu2bMqBojp*s@4(C z^H)V8F_jg>8c#u#Jul89WC*p>K-kSQ!-)Y}aLyv)2+U38aQbj%&Ue$_)NJmDNv%b} z@sIxDA0{!Kw8rn@lwZ_owCjX`7Jl!Z7CpzdE=NFGPodEl;9t52qHf2cqk68>z)MJa zOivQuD%bEkUM>UfchHFr6s8mVrO&>BhTstpGpLoq9zPby6^#2=lVM|Od$VxH%9^~h zukV#R506`V*%u5S6<}=K;)6?NFS_SZU|01R^%VZ6`RUW=Vy)5YDc|4`w0gS*4%{u` zE8xXM8-XnYmAWi0%uKcm;6ohyqH* z`|lz*lD)5ltDQuXs;|i0s%6cP1ms?W9KNiqA%4aWdw13qTjXciUuxZ5B1q)6ffyTo z{hGC)nBPO7a3amR?-tTP1pJGgj9l67!KyFPr4Mfjw{}&LidHyR)(@kZ^(+A+Bk=Nj zt|DaRR3~#;^Y4?uBO(a)e$LYis4Q9&e3B~uD#n-}ohr+}q(PF&tD@74%n}Z!BI0E= zg@;`{5$OL^02-oVd#$?-@D}f zush=#v3SZuGeg8n^qrqU?OO}xY?bop=}Y}^gmf39xbw0~Fw=-b=nQkEzbp ztskUsyio=>%=&pBLLtUkx30<%OKD!ClZIo<{E!c&{}xaOHsjdv71=Btw5hva&Db{5Hy0kWBd~!T2J9L^%BPJ35kXgjTQQ zO58^!mYwp+xI&*Gz*Z)F0yEVjBm1G`#G{eepxhOxno%YX$YFda(oqrjhp3HA^Zo=7 zvaOR&f;ijWoI2++T5L7Y(ooozuGZ-W@}S;YcANl@pCOa`e-=X3-084lcbD{oTnt5mZi@>H#oHh%f#?JnJV_4DN z>kUeEm61W2nA`X_k_Qz|#I~h_4**;Vu7^*Q>kW7+nxH2qv@rhC<{eF<7&_4v{mnZ3oqSDP53T!U9zKctHwrQKsU#{Y zi+qu}JJ^~Zltd=RH6&NQX9v@Es;ZTJ?L& zt)E;5$Kgg#amTOHuree5tGkMtfO)bQ>N;2S2z-wfbYfk!mjpo7b=|IOAG!{z76Pb+ zGaB<>!;U`py?`<~V|ByqbvJSC*yHO@zA0g?;+aRoLn6W5@5-6n>LDS|S= zLRK{}J?3Ayswhj>NMZJ{_(D=qJ^H?@Z=Vo(!BHPy8Mh<&h&2wpUfwcoxVE{bPjAG7fRd~IR-`ajbMAq3BN4Ny)y*E>wstMI^rRb~24sh)uK}s)~#|Z{~1k+~t z$jbJPv~qN#v4@FW?CSXWYA!+|5Xk}|Ro!sr<{{=UILxiv`A1hetB(3a9D}y^2e_AoD6>65a@E>JQoS;Wep_lyRsN3r#5Qs+uWy__Z)x3bFRhX3+YDDG1|OPl^0w)8bm~*!)%y0qY?9Fqy*%LSfEAl z7fKKUrRj=KK4|2m5Ik5r<%2R-=JnnG`4Mxn>hWa z?FEJqZ#C6VHk|&}WBBEID<%_-vur=OezC&8KIb%E&-_x~`8r#1bZ960mv3F)%YJ_i zHvhD)`#$aVsAKV5^U{~c!Zn>ZY`0fE`)iDjDxbZbsFh(Qss9xQ&%9s%Vs(RRTC!+~ zHMy$9-uuw5`%BEJMdMXwf$2r?VEd2CBN8w5JlC3keGCh%4md>7;$pt9{|6;O+P=gA zK2v=+aG?DgJS)%e%@sCwxNp4aCjA`^i{8&a_bko?PYvhzojyAsH)GIn`l+W8jric5 z-y9emedLk$1a1akKMYwtf zXc4be!F(ePd{BPUU&6{CIL^2_Qm2;}-eY{tW0p(7yQc3)^MaonaN;kIiiV@9nKo!v6iim}C=A_+7~~%ZBX^_!8D&FYtge0g zc3%F(z8Do;tCp=WF*h4m+KouA*o#dgjpz9lb*B5=k30SZ>(przrQ?HGXbqnYPyPB0 zyz`AP-VIMH`*peF08mkWCg95b+izjTK02|I^21;r1IoIuzU+&w{9Qtj>;GFACgh#< zy?gbt-FDyA#$e(>41xIvapfQf=}ob#C`-S6yS1=e;B|#X{C&Ubi}rC_d=}^|{(Z1Z za>DT^THShe?J(Rl^4#;V6OiNPo&T)razWQw`4u;>`XAEA_Aeo?#w#KZ;xe+bzdx=h zM+?=*^6nV%JvaJFQT6n_;1r;(ovC9KoQS5LX2HNICsn0C{$@yiFZblRQR60lH6t1x z{kEtWAz@@u@7(g|ahdWaZ|0loWIE_{ItHe<+;R(UQ}{{~za{B=zEUZH2GHPSSwfy_ zj=vj8vyb10nKNd{P6iFoPM$a!yWq&)(I%8`Rm6rOd zMfnfE0AzJhyJ|78_a9@3t~~OL^2R^YJ&G9!;Fy)(IHZ{><;4miq%q&qG&&=WxFi*j zElm0~P!WAKH2jq7M;_GqAGBjVB@ev%iJk4XYqW)tt|B`bgIo@Rc{ctbba=JJ9Oqe2 z!b(0@^S}S$2mAP=kF>R(XVbY_|H2E;TRYrCKN#28)nBH*aizZVw%b@e420i&?G5|v zvrn;|9r8!|P#V1c&?wgVq&INv`i?&UfDT}4oIPPgR$xEinmndtTDn4Qy~kt%{0zDO z-g}LP0l7l?GzL2CpfH@>Pw<$HP}~C#K4@Qm-Pe8`^b@u}*U)z6 zhB&*+{3o4ra0Z#X7zSf7b@R+IK`ezJ*ECnaSjtN)8}Qv=VS--r%0%kyOHP^krD zneEr^V5{S{igjSXZ`+961;I|718n^bH@5T6>1JPJfZQAw^LO5P7g_Olqk2qGEF*uh zoId!_L!!@^EPcOkKGf78|DlH*f`JeXQwm!3k2eCa{MW%5cVI|lDYN`5U0VOIzy3O# z4a@k`aqGt$AAg4347;j+_rVpKblfVx+;YpyPsG<^GLkf&!N- z494?fo=nGpt6#tV+WAEJpT(e_GW?Eq@EPO>Z!Vxg(5(Ez3!uuj|D!Q+^VXYh!v4U| zR)h&vw&ByJPsOf?>6$#H5yanq{~bCjwprk7^DVcqF}RAa2nIhzAM$xQ4WjWC^dAbW zcxPY&SBCtt{d1i-Bqug$gw;5K3;LwzaF~~bhxSvv@y82%Gp8aQ%E3TVWgAZy=`+_o zM)SD}r=0~iO3Gtjv#=X0{%T-C6iU@UB1PLy)FtW9!f~mUR$fUu6v9BCROyX;xmS@2 zi@v#)KaP(%LH9Z)wZA|)D?q!=G$rZJkNh>*{!2FCgN~cQSS)QnP;a$s)d{L~`AL+# zRF(b<@OxNP6Ib3sKP_RiVoe;~<3PWts1}Z+G;l&7O6^hq6{64l3G&c8r+7Bf7uc@5 z?;ZyA5P*)#LO5ZAPjV49$LW)0&ci)fnug`ERGJ(F`HuzFfXa2qma_C8^ILR0`<1nx zv7WnpGBC;AD$M^p{fu7o`e$)iD$AeOAyuSB{-_oMd-aScx>^xDVqvFd7^b%(2^D^0 z;txas%6XyU#IzwN!{)_(oIfwlUf z_T!H~X~6&X+wb5U{SJ1|z4zHEC!eAp;C9&lyB1dSrsD4F{rB77-hAr~7{Qu_Rm4X2 z$%h|Xr%gK%t5#0fAvx)Ulk8zk5S)CWOfjx7r%dH2-PIy~oqf*v5kg+Fu{OXZ6NUuudq;Prv%K)knQ)(y*bu zH?Xh$`|;;cfA7WW{r(ydTnc*^eU3lO9$TfE&4dMb6+Ao}U|{|F-8b5I8*Od}oqN8m zxWbC|b^if2tn0qEKFWFB58kxoorni88=JN=-~)G;Z6@I`(+o&h2&%b_HFI+W_j= zbI(3!E3LYk4LM+EE9Rn3^B?Jxx#@ej5v{e%)p4{rBEW$j?ju6cE0QUKC#DcMJ^g+*cVm z01(PrOj(LfWFi3w0cC#2!0^s}Ed=_?95Gb7{N?IjwIQ+>l4aXp?&HY2g{J}iGL@tM z80FMiYm>DMe2Du1B`iiNC<_9sRy?DEHU zaB;cJFYn@Ffpk*^urr}S6}8S_bs}?lQ&18PAmx;2moUXnM94wCP=Uf{`lFYUO$byq zeRg_Cm*>Ep4}7ry1lrztN=VDY!R=?T=q}6f=p-I}^wBt*UIZ)ihsZEp=WRM`U_N_h zu@%)S)E(1|)A?K=-EG%h(Gh>vkq6WT=(N$Xqtz~M>t!DoVXPkhq<;LL^F?myvYkAA zdP2@vFsVQA!YTpe`V*^;*-jK8T<)^;d?e^PlwM#C&R4e#fY`MAZvdhl) zytdLJ9R?!Q2ag-fzyM$@?h|j=pb=5S73eywDN`n6tMR6~UX1jmbrCK>pFEeN|1|#r zB>C_PZ;``eNh*Jop*;OZnHFaw6nUtMx3X$J>pv~e*TYqivHfYYY8&g`9fSIedjVGE z$7A4r1T4H$w}1WhH+G5)w$Jam)tXNp<3%RYM>>|>={Qz1?Csa=$xa>ZxrWPQYyDcf z-tyCZcC?AGq@Sr7s)2K6&$LN@|86V4`i%YFeoZUbV_(#fOYBhW9$3C$HgIB94ddV@ zp#SM<$J=&~J&&V1V`V&&@(=Izu@!=D3;1VaM-20S2Cj|cHFkr6do~8zoTuZDpHI)> zia2mF6Zof${M#N`v7znuz*D;74@vFdLk_lSqet5>H2jBj5|2nRanQ6ex6H#H0O$|> zZK&j5wQg;jc-MV4S(y>)3u1WCU^eV~jO^3f9$C4G{pZ`kHfF;Fl#;^$)PM z;S>Le_m&B}BXCPdG=>+q+Ren)@1D47Z|9wNMEX#QGy13PgSPl1E2;;0C!W9`gQ838 zKcJNej}mZeby&+@d-Zi2ha*lgipQKHVBI=(FsQ~VE>LinPaO<$_rMA$SNL-niHRd| zymRO)96%-DO0_?PQ%}aQTWd|UrMKZbO%&x$-V`m37M1vj`gbJ>ag0jd!V{6@hWb}V z{|tzr$r~QhXPeG5;#s#~^2hv7+wO!u2uAverwkob4gDZs5KMHJX8ID)wJVjz{P!SN zcSim))SfK@dH;fHK>7!gx#&NJmuy!^HmCeEqmq6$W8IZ%e=3>(dHT>Jbz4S7$m@UU z8UOh&PN+1C_~j$MMNG6za%_y?)M0ZU>OV?;8HHa#F&xQ?lj#{HM4AxE7vdwR-u#XM zPSO)CO!|SIUg&egKA^Y1WCBGXG{)?jaP?%fP5*_J2Xx4}jTPHDC*qtgx8e_nAv)rr z!97~wKIGs-BtKHgQuhll;5sW1NLOld7F*dJDAH)|2{Q^TA zd7O=vFVe4r^T!-$b7hG7Cp;Yuex(XV01^|PPH%q40QlpC#2IIvq1Brky59f;WOdYW zZh)N!v_5|EC70L%xD|lsHi?ghgGk?TVs#ILg=Om1mwr4j5FnupJ%v_4{}HdtFBGW| zh!mbcg7~X_`IA!0)_;hC7!YKsa3wOFpFu9YGtpU*hYtNs1}A^QaSwL|)_=f2-9evK z%Nnb%VZ7s>NV&p!D9&;h{5{O}oH8z@gVpc4E3RUVR&R&0j^iYOf$2kjwdb*7zZI^M z`|8SzY|@|UpuPZ;ZcVWTzus~!MK0E-;dkGnfhp_0+K4C*a1!lbAHHv|zVafh=pUz} zI3xP>%H$;=GV*dOI;*+bA5sBtJVRTfh{I?{ta^{h#iDKzp5YvJ=eE=dAEH ze+^dJZMNA~#wurFg01lG8?aMB1Vq1X^JO91I#!eC_5=Od7_j&L@0r#DgY_1T8XM)W z0pprA3Vnw`Y=5SK=jm7(W?T`h-qZE_<{Nt!N0jKe75S^Lzl6_ur4iAgxKb}V8W7a> z^9YgA2SrYtH-;7Z{h=Nk;|N4+SomLM6yHjo!I5o$1(y)OSIn=NZf^1iWy}|SrHu@cP{v;l zecnEy0wIa$r))88CFCzjKPliqSPuOlvgpRls1o`Wlz*wAU)lawlE*>y`B&9yz`J7J zP*k-1SEBt>4UN?l_?L$MPv{I+sQu5&kK&rof3LIUl>c}fscI{C#jwRDpkmMq3Cd?S zVo3=!YM2w2@RK!Mz9#C1nGy;RV97V;{!DCU#y^m zCtmRIE({|OhCiMcr_s0~3=kZ~2iymA=>mg8lkA5dzQ@2FXUkz^D&ne9RA?{1{E`OB zJcl0fFuk@|0&w4b_p?8-LP#=tgxr_*I1P)4z=Ar%ibgOU2mIS@yDbJ0uWGC3*s)`5 z0cuOd;?|#NDjSg9)tfIVh^N@d~6<3Dg zwG(9B-m|#a{{HJP8;x>KM`K)c9XoWiHf>tNhw^~|-h0^YJNfYkvEt1FQfyP8;K$mm zWB>VjknPjEpKW?IEXS+3puB*GAusl@5m=?{e>*JN2fGHf8#S`szWLR*df^@W&v(Ds z8V7ex%HQ;ft7S_H{SOBv>yifwG$G*W3U`m$M)lo_rtd4m^je?4U-D2LA=#s%owcd z_jtnQP*;E>{Z;op!2Ukw3|sfXr>)D^KWT6tQT+VYE4Br;?r-+i$JX`FiMH-*A6c7& z4ikSg6h``o_Wi+*A3n*t{xQM!e6P3g{*Hlr{{i0$j&=ery5J)D8Ohs2zU+g6zUZ4> zbM4i37S7ktEB~{V!TGD&-ydy7rbJPx)O6O*_BXi7(TDbtRy&lW1*J~pPiSPze1m1i-~?Hp|KR?-&L%E zd6s`>0ROW2pZQS!puXfp$4v7`A&5bhuK!HPzZ?SThm*+DPc;(sg_k#Ku0ZKYYOG}Y z>&f%_&rxvtQDx;X{^l^>7O@LMyG2a31Ub!YM7`oIZ+6z3@R@l32+c_dS7(+$@dpy# zm_!*B@Wsxqz+%lPfnVts3Vl!~qhyns5A>ZsG69D;t_bly`hRb~y$@0qUVv@rGj%P^ z*L}Yh;D;Z)4|s0?i)z%Ak*^w9g_8pw$$^g_2Mx0IH`o9c@?RBwt{zGLFj$p80)r`f z1%o#S$*ZoqswMR1tvC|y4P zlKzPoe^GvV6J~?=LKqhN8&<=4UYFL!2_N+|73WnO)Nd4aJ`~$!*uuZTy6bC_04zZ^ z2nKSc=~qnuOh@_YLUyId6f6kf2S*O(gDHMg>+(k(I?tubzocCX9`mVxZkgU~x80-w z&*B2xamO9C<$gHI;oke~Z9j*t)LmfZoySg?|FdBzbfwB?HSBqrEc6o{w& zQO9Go83SgOr(zra#b@@*d+(s`VE0L=f2$vOs6FkPkUkyj4UL>}vaDWB4<()zaQ}OBjn`~v zD{Qm9pb1f9%A^=&voL`tffCc)uP4Q1Y_Jn=@c^?}AV`XzF7~qI!!}BlG z(F1NxuZxxJ4KBP?cqPZ=DfTLMBCLc}Zyu#N=bUq_*Y`gtU95jYhYm9u?^7UC0_h%m z>}gkAekHu6>)-LmouC^C2uJ#-pMJV_{KQq{xt4zd(}i>q-UB^ce!=lkx!)h3y$|gV zQZrBdK@VJ{AH5a+{R!>05CRDmONUoP=~4bA`4L@p^hK?5?O&uH%70|tF$KOWEPqM* z*l89T?P@Q-1P@Y2X7MTSe9IpY;T2I<$NZ0Zoqt!o2Ig7*Q83g@lvVy>xmlRyFHb+O ze>P74Ps(4_*YJ5`tQG_NWHm(@oyl!@{VNTNlOP_#(h*?XoAhf^(Q{}1yi**1JR?-V zuUATo#QiG`TVVQZQGt$qkF@g@@FR|$Rj!cnkN4TLgXud90}Q^u>f2X*@tP_+9(Sj8 z`CW0oe%K$s+do(l{2fNAXgp|B7|`2bz4dGm2KU^aui0D-*7Zg@sVxyIbXI{=)bQ9I z2K&DIZXnJc*B7n8h2pu|PB$0>o7jt}yG&hc-mJO8{V{*~r~JHj=X_Xs9x-CLb-$sz z)x+SR5ZnI`hD`yUg{C#&wy+-F?YwhEpK0`?7CN_*4V?Phxrwvc<>@~%&lOh6s{vF9 zOjM=sNI^gf38VuwUnS_18z5E6gt4Giy@KD9ihjrq;asTnMPUhllxoo`r~m)q8p+pQ zd(D-AtYB_5#kT7M4?NITT+xj;-h`VMWC#tpI26Vrf8pKqAusEqv$n|Ds= za}~P*&i-@9PAyD+Jovyvw(Yu{pm0ZV@4yWjPe1i!46?D%HLnvS^(Zv`=l%CQ>}2|( zRQu0!+%(h{UA1Zd$xz6%L}3!jB@@5!`d1njeg1X?GSC`uE%f#$C^Ac5{`sWu$%0gR z1wZM)>tAVD^!YoJI-!s99)W@qLzKQ2IRAwu@>Lf70Fb=W`p2Lpo_^5n-1VOb9z3Px z_uVTc;qu>ArGbT7{;MGWS*cZXl8Tu{8vIlSy#AGjg`dC>z8LCXV8vf~`XQT=-?D}N z`?Cb;Uu}I=Rq9IODb)?GWcn%rk4?W9ilnxyu<%Rw+=~(*L$o@eA(LZgG}96UXudM| z@TG?cPc-_3F)ydasG7w{r2Nn!1=`XRIcXpj%>=j zF3hX>2P1=^v~q9AutnL{kc9$ z{7Yi_1LKKfd7~(a{^4=`Q@$nN=@>>3!)45sYwq$x4*?~@NDcJ61`*-lc2ipv; z`oqmD|8w{Sef&onKIy<|@Rp<><1=gpuP5L$Y5(z&axbh(KG)wLaY2xnQ!cX-;gJrM zfHi~Iy@BBXtgx!4pAfA)eex5fns50RfIiidr|)H?Li!KIN#)-QSf(ykApZ#xo6Arp z^RKGbK*&#_4H*_lRB8J+pZU+`EF_g@p7n2T?Qfob$l<6>yrUN}?#<_aDEfLW%JQ!X z_bl;6=&u${Y>m)K%=8sADnPYQ%4YDW#NwwVhQkvJvBQQhz1;5z11D4 zd8Ms(?XX3TYsHLQlfL8tZ(Lw>2p8fN7ve(@UPuEW68V#e0$H2ZCxjD4z)_YsXe!_! zCeV=lmDImRAZ5{aVlkUQqWYIVR~vQdDoOGN->!GhGlyGppYaMrN|4Byh*O^YQ4atP zs^IA8A|S-f|kY?7Zbx*0Ey; zg4+Rm?qSb9^@P#jTrrNTaF9nreD;NrzAwM@GwtWWZU&Lnz@6t#&tdRk&3ObynN?uR zZqNz-kaL)L8vDy2d-v#rlk#7u*|MnTXD@W)qS*B8Pmw``j*!@b#Ddg zzuF(Rzx>4o{*ZGySQG3e={prX6A1YUrjQEIcNC#4RUv)hT>$#zKNRCsx=P4jl73G6 zFFaXf)lYu%A9FRn)AG;QwEm}%o+^=S0rc;f_{?BW5Hqw4`ie(QjSN?YKGOKHCF0Jz zg`t6R+h67x@-JzdnIC}(5A*nxFXVp&h>#1I|9Sd({r~?de`!rxl)h>)u%8pBHqd~0 zo1v%cA^v(W2-7X0O;Mb;Hwb|zX?rp;9*7^H1YHW{Xaj~Ak59)R14uKZVbFZhhl-JQ zHag$4u=G9)ZwC0RHF3i)`Qb-t=g(+CFsj8Kc&nBxXzMvUq?%l0bt5&*4dKS+3 zE`x3HC!TPEeUJ08j-K2Qkv{^-7{I_BxHNx4c=8KFKn&KgYVX$ioxTv@!PR`G;Q45g z0-@6MUH^=rZk-nJsN^#h{N?ChiUOG5#uey`SP+kh@g0H!YgvFulTj&@^dG(x`4KJt zOUN&zi~yj=D0Ay%(Gj=V7cRVerdAmJn!@;|)$fANJ4F2-P$^ih_F!pi>II2W&I$lrL) z_Kqj4z%znvNs&gDj&^0VGn0q^g{$?3+f3ZLLC5qpaO1}M=U-+oVYd$3tTEpY^zx6` z@7k>gdmDeqc7Ut5*v9@aFlyX+4PP!^0pS0#u3ftVvr>qP%0B=uKKxJ}U8s#+5o}Yk z?GL$`I@MR&#TXvc?bX*@1soAuv8}h>y0#%~h|o2{w)@jgJKZ+kcw+&qvPx^UpG7#r z6H^dwf$AR-z_~Qg7(7w3Y>Wqb8!P@nG}iT)PlS(Q^7Apb`VSDhiJ4#eV4U)J`A=eh0{wqr#j7qsE+~CYPlG3|Pyww9F*-B_8Yu>fT0&R-zXm<1>Zd6aNQ_3@*+mp`!? znGG2Lz7shZ#4;j1hxjG>#nSKPKZ;SA`p>J>w!{^S8V3>q^s-IoZEb_~*XM_AfxF-} zp#+s`!l_0PCW(B4iQv=6jm1FQwfoRR59yl9bGy;_orhg>?X@=K!;h>}sDB*f&zLlx zN#!^}HuU#DjMv7=l~MkQsd=5+He>bG%zhrEA~>>d9}JL~&#b@2*0kfgHlp_@;-B|s z=H@qp9hU8Zrt`pGjlv>p1|yUkUviZ-SZ95^7sn9RTdocCF_Q_EP*~*yA zQ_;ty7_4E~RM-uuyL?Nl30oZ0KT@E*noZ=^v}sd2?zrRRpUs^QU?$R^Q5W~UL&ixs zV)M;6{d`A5(*BuUcy2eP8}i#=Ytv>`+k3CQY%AmsNnCpQrFQAXm)f2PQ-C1Nw%U3t zkVqw7r0tJ5DN+8QYjG1`>k&FDh ziZsBTp;=d%-@gT}e-+7p5XqFVw2Xo2JbmU|Mmr0m{^j+b)$l?qe{4Aym(#lC;vydD zCY`XLi9{jtpcKY;NZ_9VD%1gWofxD-8`GeRp)dzxhu3l86_WFNq0&dkHx8=V@s5k} zK6s9N1`foNH^UMY--R^`aYuVS<5_lh1vU-$+RrJT4a@K_p68-LjED;Zj<`yP&?rBD ze@S290+mnSiTr^A*+QR!}j_aXJR-K}Pe)F@x|TKJw21t_D?B|Fdwep6B|x z%R(J8D3Lg#%hC^oKq;5L3z+I(+$@grC!GXsluJLAFUq-OzC-RSlPaly2+Wn`S~?pZ zr7y5CqemO^o_GQ*y`O9EANe19W&3~G z%iC>c%k=MSYr~kO;E50ud=q{eM4w!*UcKzBZryA$uBDVixhu$=m1jD3+v;JWt?h=s zDowcAxG|$x#|6CnuXlzYiD8z<@;@4K%vJzvMuD~3avR(Gldo;R&j;9y^RKc!z8h+- z{&$lVt+|%&VSfX+VElMPSRDr+RB4B)6K$E_huD}Ou}ZJ9g+LUYp2r@JNsP%>gf@vs zb6A?@%$xzfX4yvv?QP?4xWf8gb*W7p^rPUT{O3LYs_~YOUw-+;9=QJjr1EMk4bN%(#+e34%A)q5kLi{s8m5`r6DZZ3G!zDjGa9J8DeCaqT zcp=hf8Hz?&oq8^Bm8Bndcez@szxH z0Xe*r@)yElRMPG!Ak8%Y3{W9Bw!c6&&-^FdJbhO`b)46KQix)abmhcy7vHJMptL2R z`~?;R+l%y7Jyz^lx-&|Mc@}4W`9q*?rF+`?_SJCZ-M#nRXPa-a zc{-2=j=Aa|sUrn=;4(U=KQil)j86EEvXF1Wm7o7e2L8l49zw$p{c=G5D$qaa3t!+- zv;zNgl|KlvxXWKf>1(w&-DDASWyyPc=Ab}?@)y5ZmJ(%T{4pNjyjG19Xz%rWPX&tQ z@2fArfk}f+czIvh&Wn*v`A}VNbO5m2cMnmN*We zk_{edkA#xZ$lYfDyTN{b`Z4VgNb3yPz^<7(&6)y=^`Edv0Xjdxg8x)(`&lN`|3PCX z*iP+X%nokijM+8=6NWtN-=s-XYlc;JrknWN5Y;~~|GKD<*b(Lr8al?au^W|*+5s6P001mCNkly5Tf7GojMgqf|${S+@ zqK>e9OY}n%6p|pxEPT;lzWgi?wXq6*`|Yt3@#1D$JUF&+%d@GZC6&R+cCCmWCSoqidB+ZbkoV?+XA-HWcY-FDy8c1GQ<%jJ6U zR&2LD_<%J6eauK8h!qo2fO)dP^0p3E!3mete?)Haug&cjoS&aFlO?~{hEGV30GxeJ zH&83K%g?j6haO>HU2%!cz~JrI=g@wE7t*i2Y;$X(K{z?Z z;J%j6EKw(#RFwRl9ZfNTLdVtn?%l7qi(na_w-&tn&bzXd|F6w9!-PZ=Yuu<2R7Q^J zitYOD*Wn$$Nn|eNpZQaKtj1nV7;GK_4GN2lp`bXatl5? ze(XdthQZpF&y_I7;h%Sk9fku^c96LW@$kbB;Yz6&Z2Gk6))#l#bA_VWvdh{87{1cV zw9->_BISP!CeYE3^brk5ys6`l0O2^UqhY^7c(&MbOS|l{%Z#06;^9D=^a~5n@eVj5 z2FG58{sE{Q3*?n9lQ!jn0FfsT^&}xIq|eEJ&n&VQ940{&<~pN9#92~)@{rX(6PKm` zls9A$U4`mlKpB=!{#k6?KO9aHge2Z}j&T{0>O|2AhfZ?eeXJzO| zNyyQX>|76(mp|&iJ#L!tEKBv@u|r3MsWjV#7hRaB=XaciUl#Rm|HpgS!^`2!ITPa1 z@1|?4-;LKOMQesJZ&46xU?qK(-S@NiKlspg?AhC1-?SrwVN`S4H2d(_L#-)bn*n%) z3XRimyheLlcJ;RQDlE@G(y9^1?J6&LqW%|Jr;DzzJ{O+twd?5m`q&8wnx~f zXPjVz9(xGLa2+NlBI;oxW5peJv%-3HY|i8g!*iAL~DlWh}q^a=5Z{G*sae8)Sf7QcvCxxy;`F z2X@tH0|xrnO)8YZ6(s&^;--YdyB-Gn2w_r0Lb^^>Vk0cm@y{RO$!~{MR0#DXLH{9r z)PEL7Oidi6+8+SUi~gOs5#hq~|7+7{V5Xaj3gx#l@;iH?zZp)F?#91R$i(PI5{gK%tY*^WFu8 zb8O$e_qE5LdfbK$9V)KcwQFm?{We62m0WCc6w1yPJM|1;OmL(RLfk&fAKv2G*yxWz zdrNFH?uz@OPe1)sU+suVker>y_(@Nqf1so^k%qcgqOXU?DMOOf4jYpA%VEjg-1M(A z^Z*tuyd!;2$p~l+i8<&Ixv*bTr;$t0&+0$vctFQgGbc83%O5BN{U-{@&}Wz%og*jJ zwfs46)UVv!%6|-xa7*kPnZh!!|H>eIGc33$C*mE_VHq3C-{4;dMu}qiJL$v|nF@aew$TNb*_T&ch7mB&eaHHTIMH+ZtL^t6tJ|!Z4H-PxR#|x^ zo7ldiHTb?i;8}AVQ?~wdi~ql_yV>~=1b|SbImqLr-sz{EW~2LmBR>c5tnIa76}|u~ z!gQ?vE-vZ&AB(eZUnXk>_9F(zJ>Po|*ZQ5D$RFFEVej`8Z$bt{2V8fP)ve8I?o`ul zE$mA8=`oy(SACmf6Ne2Iuls#9$X?uhJ)1W6A9A7pK{|+vS_~dqY`VE^bosT4pA2K1 zyy|X~jW|#o$RDB*kX!!&Pafog2QV@J8C=o!Z)+Iz<6nlbawI{I zm`FbhLmG6>t9!Ea)0mJeLg-kFrH{usbFAgX=&1CPqCGV~wwPNFQ~4`rDiWt2Y^1<%wN8^vY) z8$Nu5?X$PvgC4_q4O=~2Uq=`7pOZ~@-EpS}AiU#g=hz~_0ajjqRIFy6$|U`3yn=?jZ$S<5Xt+o8Yx zV-2v)f5?y_$TCgHnxe_#$E%H1+}p1T?9OJn>DwUR$e)|YLD{2i|zL`mPyz5+AFLE zw)zuC5mxCt@46ds*TAIWFvT~4k-frNz>oHb^nZEwafR1uzN`(}|48fG2z()Zjlx=z z3yHltt=Y~7ZncBegq+ml`0?Yh_5V(52D<>Y!BY|F&B66|HI=reZHApg8q@>(FN1%z z=bw8)bcC!#`*Z&J=i3In`Yz=EDyytw&B0G>1Lju#i7>XmjyycQs7U_|iTSTs#+9Hi znB);l7~lTqY&p^xOK`d}>3dY3e$Yc+|13$N$sfr~oxBVm3eB?hTYw1c*D!cv5)6daW zPW#80y#A#hmZs{~{|?1G@V97R)nvs!RB=|~SleR|-Z3bN=71Q#4mm#%igZXRlwO2+ zMM#yZ^G8frMw~i>kyv>PWcbPOv6CN#Y4glBMPB{_|MQ~na!05o_f56WPx<3jji;S@ zs_nBMcEmjKq_u0;PD)_5o`#iix@`W>LVanuLMtyEip3RlxFW90H$U0bkt1Q%{tuML z8dkSO3k>XA=&cF84|c-g{AI1S8A8~qOk!gZ_>w%*sMRZCbu{Ny9M z|K9uTnI6yDfjtgJy@@*JmV{n5HTu2xilIs!CO@z0Xm3(sA!xK zxk!OfgMbbl2eAwc*icKUOtp@H3L)^1v>It~I)%bm%OxU1qd){iL=bRV2Lp*?fzrs3 z7(yX%kqyH36L z;ik<<5ba-h)m3TXqD8hy-=}}~Vq`6Q@;~?d^U^NhHvRR}(rQe`X6Tk=w)}^G;nKwaKZlL`2G%y%y?&yL6#N;|x|jKyKdML= z+3}O02On~9nmc!HNB`fkWC@;>e=w5uZ~U1Auh91BU#Vbta@&GAgNxtnRM+{>@<~21 zh(96V9|{v=oLuOJJ^y$T-;P%QOgTrUe|)kp*FOT=t^dWqpl;Fs*hg=b=%MV-DEdFn zf8Dy-7&yrf=rtqp&$`$W{j-OS{Tt@PmR!x`hE3PkNS}5>L|70?qZZ@ej8ym;P8Sn6 zJ76STDWxeVj1m;VCe%zCSA!8}Ihh}>kMiy5e3oxw&@k>f73D%v=B!R^2kVOv{73t_ zXL?>BUx^Fr*Wn2o9T#IVM`ee{O7(&*gLN?CxJvNRANr6z>Hi%*VfTf<{wv&EaJhUf zzhhF*0$CVb$hW$95CZcA+KzL=EZ>4CpU&EYJ^7acb7aIdG4NFmSzg5xNj{Y{**Nx` zXd&fiv87xjDpEp3$bkIe_;18&hWxyp*LQgSR>Ps%pXGaeZbv15y!CIJ@(a(Z4_fFg z`p>$Lf=zqTL@~8Fp(<}Yo z9lrtJYtG?m$uA#Ii~kK1R>XbobLXV9Fj)=z^WaY(Oi$xUyg7`&OEEEB`=-6q8{d6! zI_KPT(>K2Mb&ERgm}ArT@cA~%%W9qW*>_)C2#*Q&$1DA|;9Zu#Y}qnv_t~F48?W5I zidFp|N~fQ8TH3IFLt3=xn)K#3&#-b?*o7BdU^ZYqK9%?AqmNqn!T6Nl``&ky4J)qW z@#N!A_z(k!kbgBN^l7yuU>BH--C4l&N%bT zv=*=L&!0cvYX2 z{-J-YOz4ieq2zmvZzW&++oXR`ZmO)g7)PPwru&WlM|33DzQ+Ut@K*RoA4Re)`i%(~ zi2o7WzfttRq|i*?D3r`554S{L*&{czpM zN`y_es#ti-5ih3j-&sbE#mziIb6@$#49Y&Xw&^!XEa z_gj6q;Xi&)%YFQ=lHXY8YxKYQ&2qbtp1Rv>@U45ic)|7;D~x;)vJt7T#* zFX?~r>i(^_-G-I!r-jWxu`JldG_Y6)ILfBm!S;I@EUZy;YjOx2PCm1BwV!$Y5+av} zPW8!LwBICJyF4w~^@cx7_PS>o7LY*=sQy_^w@3f0Cbr9)dkDMIS0iXY7c{#F-;bX? zd$u+Au*2u1kAC!{rvF^9ZQ-JY>0N*93+p}d$Rp{blTJ?SY&H7M{y#e};zr@e9e;c} z{fskE23EG8Jty%u#dNIKO*h?`?*GaCcEA$OI_s>&$uJ$CzMq2|0p_+b{&vS}@Uv#k zG8r5R{45-A{(bQhOq}rs&f!NKk^bq1?_$OIDfZbo-oSG%o6~~7TwwO+Nqi!V6KQ_# z?`C}Wor}$J{6B{`16KTYh52jS$#2CMhltf!yz|TW^xW#zzREsdhyN~QQqFsiIx4;O z?eBnZQhN7UXQz4h{4C9Tpp@EnVswV))rR;j!$G?5~|@LNBs*xOt7hMiX`Z>D~FKp*m*1ftc8vR#B0PC2HDl zlQtY?o!sK$$!{ro`tphw%RvU4=Q66RTrbPFeqPMl-IdO>)~Q)+m5AOV1Y+VOYvCTn z-1hpLWwRH_b6b4%duDmn7O>+}<&M%#l9h=xaoIR|S1U11ojS!tbK$!WU={mKEMpVO z#6|to-KM6~&pbW-{AUlRU;p~o=~R4Q`Zf5yDobI9`;&T?zX?zE{PS^)z<-w;mOs;O zqy1J~SGjBf>q1xa-@FN*0!01U2L3Z!cl(_X^J1YpCcwtSI8n&zY~fxtqlLRCaRY@Z zLjDFY<15w7&l@k@{E@UnK94(kD9dL!-BA7S5w(;Kbh2)r&ucse!2v@`Rw^{bzZ@;wL)T!40Z@_Qe4>{yL`706r#F}rx zu>TJ|^w1)I&poE6J+YYG$`vc^$$3|Pv%yb+(7yX&sI(jIT%C&p5G z+gsn3_B+7ke;98Gy#Y_?=?=wBlbHw3vfs|%e#a8r4ES>GT~}0-ThkU$6zPH#r5!_4 zLOXOsKu}O=0@6$90Rib%Bwn?&OT4yKalQlnP1+|@moQz#T=F)QK~ zC-%&` zA>ZghutP#=>cofQx6m@N`%E+CR3%Pu=S2Z&j9rx3;l>|hVlOf7u88^P_iGmi?8{1m zBc-p4bfg?~hA;gxD>&Z+1YQO2MvW^WjtgJi-2bq{4xM*q3(`Rc;Db5U1TFgFuNqCV zls&s$_Y3!v4sz+#zhTs72hLzT>3*8$q2}(H5_r=t(}dl;-8x(W2zPsJ;vjKYx7yKz zsIaO=0bvUSK!G_IrL1kZfVCcvt$lbxd1$cf*{6sJXx3h{zkS z?gc%IrkgFAHnKM`*t8d%V0ZX|YvVdSr@cckyrVCJQBQC^{LdabdAIB8VUS&A<4aqo zVZY!HclU_*L$4q^L2=a<4kF9~eA0LT^U_5SjtZe}A5E~1mSsSj$VNaz%>Eq}#DE$R z7gh0n!M$mEQ^-HPW2HtCsiWO;+H*ua>``1!aBaw`RqZ)Y^b zYSSaf_gTR~ITis7<#Yl2Z?z#z_L}Rk)o`jUhV6Hfm)UK8oWb591W4BqL+3+5D967u zu-9i-Gwz;3Ha@v?7C_?9*yz3Fv&Nm%ZE|*7PWg@od9TbjlCy~4BbaUTC8>DlMbVvs zE+^~pQhXzi$>pR4I`-x#>QNIC9`gv$`F|T(5EN2D_Sj~+Zwngg|Wx3#)nwtx6 z{1y|w>`I5{gY!B!z_(K5x==E6fOsJKV)Yn#uVHW0?bN5z?{imd6K=QTcNgzT^S%t{ z%M&rP6 zMdq9I=dT;IW~LQ{WX>`R0W!9Gbs~RGR@Lg-4h^prJ5|APAu>zOMJnFbrjMEJ>Xme; z5dCl#kvm~JtvLfLo-}}Rg8US`J)@Q0DL$!sAq5f;P8tB>TOHY3Cx$<4FU<^pOp`qY zf3H@x@%q>P4(G7D)HP2H9SAWQ<(vKs(eQ~_^E13RDB5$uQjNo(5f@pog|3mw^=S>O z!Vc6vCMDn9)t!I=E$<|38f6F7Ji{%kT=W_#<)-5XX>)MW@IpSYv4?UZfcQ)FV+zP7 z2{oUfokccmih)*O z4ICDc#vy6TfJTeA$_cCuW~J9(;agD)+J#L%NKGLm*cqL3p{@^CGn0;-Ju@l^yJ0l#tpYV{(Ma9;`h=1#PcB_Gnmv z2i3ww|JsF)St0(L%i|3t}uGo2IAk#5XrFk5#!Yo=(O9c>!_5 z>*}67obev(Q^F-L_g7E{%x^d=9KQnv5~_XGJ91PO((P{BBu?A9cSLkY6P$BwM&S zZQ=%TMy`6z*0UPCeYL4y#G|e{<*})55zIE*-jF!&6t0kC*|s+ViI2fthfgPqectQ& z?W{%0Oo+G87DE`@m94j!kW2MhogDhULF#$f6Z97Aeuek($DGXk6XJ2TnDQonBHljZ zvGA^;HJiJ3;fc=1SIX2sI~waurXNj-k!}_d51N}M;~cf)2h&u*yl)7tKDARJykA>G zVUA^vsxq`RSV|3R4uw$~M9bz;4w$Rw z@r`C(mx$rNiVv;M?^qpZk$1^hjX>?i(?jRkKM~f@c(g*{%e74S*r|`^5)n64wSsh{ zLcL{D7R~;9&xr?1YZ>ch`c)!~O<FIT$|EmlTy##C^2OnUVpnK0^Aq^Diq z>16ojE56S@wNMFYIi?qRp%hZZZFA3U_bo9lm^ViY^E~NcV1I(5PN(t+*LkYv^7FYh zU-Q{pq-Gs86u-=;-+xO({>cnG2CWMKiWw`DF3cYBJXdkxQ3V7$o%^3JDE zQF_}!y!?=#Q(e4wEv=@KKZT8~qP&Pr#q)vq5>rYG_TGZ5n5c_hr+qA1SZ`(P;dw(N ziJx39tk-RMY33)WRgDk*3tiRYS&fcP3u9pca_&FBIutQ;zY5F_9m+F*a%T z4j)RbedBRP(6N5a6T{x9MDbP4i+8EK3axBP{RyP`#~L1zDR+al#X863DSUIhmRNm zYNoXJJ&A)+gDgA4_DS%8V=pc|6154~U$dxKVzbug?;6!I@lOO2c(Rl3LZynztPD^?Xj4arwAA z!x~`rBSG*l;6+M<4f0!s+g_N?EBN5{FCQwL^1~9ZyM`Mp@W&s-`+f2WB9fd2D&iRB zuO%;4)0eo1k>LFTm0?=C!wA#XurB{ zCb}>5H1>3*wRdZyv#h>?P*1^~VYk?)`NK9IU!d*uS&1a%$qbhvXtwf@Fif?FrH=#P zRF3s|Cz3Gy>S6U3JykY%D960M=9k6nq$Z5}J3oY!GH!03pH6}ZPpRE`cRR9!tAQkz znc<^5r*1uT?mu=py@mpal{hJ^W!8Zawx~T&d}(AOExWH+R`t?9hrzEWh`oQ3+=ET= z`!H>UiYhn3L;S5X=8bQ?#c191th^>9z_dh!_cA!2?`%j`LGoXKg3SoD9R7_RJk_f{ zmaEN+j}=&}coB`NSXr0q%FSn(4TWmP&*L;b{OYlG9>9_0s)sSkgz`vlic7loa4^=& z!-r-(z+fB&!`SSZ>QUyg+1#5{BmJI(Lb4gylr*h$guXF+c=G82doS1*5LuE2qqkiA zVgvM$d&zo==M&OBq4#>C#F4mjn-1X}nBX8|;rCHw*t0nv$j7iJf=u2ALyoGc5^ZY- z5rIqHy1H1hj?1%n&t+OO16N__l!^0qqflr8MdE6p5kcmtxX)f@=4Z(Oenz)o~|9W~(-hW=*F6-;SY-bdHjOj4a?OhBJLN5!F z%j{Dn^h8NBn2%~&hVG}TWzv6*o~4uWII35x2Hf9SXmM0vBIetnjgAm}CU08|sGkS?x;GntFj7mSzY41{H zPUfxQ<3Ew)dv0hzM~40yqUK;RmsV4-^$ud68%-Tk5 z!#ru*C#UAGi~b`VNlGDW2fgGx-6Mz{39q^>SWyT1(I&?EeXkh;m@NKl-bzwu{Ei*6 zc}nFz<1t$ZF2Ax6$Hr`xZ)3H$VuR$r?Y)$BaQt~tq%6FpmGLz!XFZ)cj0O?epVu6u zlJgFdeBb)Y0GoM6VIP%n`_;!ACR*bOEp#%>Ok7a>vR84r-#S8}hGaEKTP1V@Y>=EY zjl}p{iJZfc-2LP&Vj&Kkgn=2X&%q*>r&g^B=A_V1avw<($AIgbBAPX2WiSDQM^yD5 z_@=lFWEe`k=`OjJEJl4x;9pYy>LTs332~>S(Kq__mG}P=R|iR67An^ND{na1MmkZL z?84%hf2q8GEqpTeZxt$5S7|D}ZL8Uk;>Q0?^uMF~pD|E;GZRL79f#KmP&WyF#S^ literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qnn-belem-1024-qkrt.pdf b/Compaqt/Plots/qnn-belem-1024-qkrt.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8ef0cad2f34b01d5ba80dd6d4e780fed7edce646 GIT binary patch literal 13587 zcmb_@2|QHa7kEWsY*~xKQ%Tm@hp}bP8is@@gRvB2nITCfTZBYXq(ZbHOO!+d zkR60HcO^TyQC%Ry+;l4why4^sI;6lr{vSK&e;1%ZrFzn75E?bdffnF~LInWg+`Tcy z$&IY(=?{2-N8nL72unc0#7xOPVBp-+5l9k+=IQI>2xI{-_OC2p@%$qQ80jC$>AJat zwL(Z;cOVRHile6!kev~Q>Oyyg&~pL>EYs*d6tV}xKc(8r(6d{2?Ss#GosJxB!-q!3 zTeM!Dc)Egfs7jq%!wh#SUGcO>C)d!!SDyMOZEAS4Lu^CxtA(1l9wuG9$YOHT<|oa! z#Q(70{$qhII|*&?L&!g>Q+}5FP1)BUee~)I<*@TLP3D=~Y<*u!hmPXgm4%ND&of;k~g2z^^9Xu{uAZkC_SJ1lVl+;^IaohXP z!ku>Sx?o=R^J$Ne&rn!sXSU{!r@T?xY3{L-ZQ8l{QQ})1q{NfoZn>Tj&+2ooebirPDo-^&S9;Wf?0c2xVB;VxCisnxK}=pQZh&`#2n}q8>-4ac&E9^ zhLz2lmudP}#SGaqyy!>oNtve@-c^ZlzgUmTR!NW^_g*?;zT-|`z<5(icj?}j-&Oei z%S}?sTaFsleIGT~r5ozJcaTP3Lmiy%!Cf70;G**Lr9vSRqA>@oOkz^%4%Y0fc8PW# z>-=!q`%Pf8aMPP9P80PjdWE;pft4>D{AFHkP~*9bRY^}rzb$1pINI)YWJYA&liY-j zRy!&;w3}B-j$M3X{za&=H2uu2wX2o$05w4JPE!?C}x$@duTKGEt zHJ|a`_WPVUW6y}}cpRGkE-U_wOa)#CVpsYw<@DtTPer3dbHaLkwHLc5cUZm_K?qA{ zckV70o0;*teQ!G8wtr`L*Klu_RCy{rRdOYdlBCSL^@aEM$GXXR!pSsEWND`eYHJ9f=J{4Rt)wk@#J_FTLZ!gwUIlpsfslC-~^AKk1evYAEhbmcGDyebpr*H_JMEm z{1VN=4oN5K+)fzqFf;vl5S}`oZfi)EUY~dEV=Lc9|3UeSXz>ZMnusQ=oeuw_J{#`0 zvPLi7>%R}W7SWmJ9`sCIf_3k>SYp4O^qEb@u3v};52-%-GHPDKHJI{PWGL{WzQM@$ zRBs*DYw3LNvI0fPUAJFu`=sV;cRoGeNY^YWi+F6jrnk3qpUE-h*Pw+iW5l*D2kMnCk0!`Utn{knpBTQdr1G)hl@00byRl$|?OC<_`}? zr*rB&j?J#{a&@`4gyjE?zyB-j;L-EsiM@r}g)+@ATEQEh_yO@jHxVHfZmX^qakgPK zU&G2mjv$Zu0Kaulo9XQM}~Z_HQyu-L_2 zKhqH&81RUDPu*QMK@PDiFT&0;c?K6q`r6y=WfIU76msh8R$don;4JtsdFu_nXIs2` zwbPW14K8vQwRXP_>t~u66d75}AqEcX%ds{Eg?Sv}V;;dAGR*=G6~j!w-N;gV_UoaX zcHjt>btK@HSB4SaH=e-bGbvx6DVi45840<*D16Ylr6lCs<^;*)XW0%D{W{z)#p*Au z=U9TNe>0T-r7^U^0=bMMBXkeI#eNv zSJ+r3TpU0VAX{b3Zv1B;qS&kksc>H`tm>E*F(X8G5{I>QP z>fg8YC+%<3IXvs(@vN9lP|Wen3kma0?=$aYCK{B~pF8Dii!nZ0i#gyV6faZduJ3+k zvgIc4`qq@UukCFIb5>X<ft8$;G+GSHKoB3 zhFuywDJ8e`G}F$t_7#kYzS=CPEqB);U3E5kbV9wh)9`FvS=@nFYrOqJ+XiCNR2wzpfU8l?y!*P;5ZA{YsY6x$PrGZmm^0kYQ90M z#v4+B_tctH3zJ`4KHYU`JY(Cv^S#HqB_#$=ZtN1&*`IjN$l6@=H1163vB6QVf{SCy z?#<55uWi!LMZQnyZxL|#lpfgCsB32}Sv?f$tW-Q;MqI~2FwVN1Et~mL-k+;u>!m&4 zc(#|dq>8rT<=GVIyRT5BaE@6&jy*g4GaB=Hzmc6gDf_UP%3keV0|P8OA~!jnTi5?i zgKf~D!qq0?>_HtSjZb4mj}Nnb>h9fNcZ=o5`6gv4=lo$hNuIjygt%zk*!9u(S2_=9 zHh<5Tk@%|D8IJXl{N!5mp{?%i>6zXbX2aNASMl-JdDM1!`!aJS9S5hKJ~?htyLL{R z^0$^$-sf05;jW`4MT>hrw6C&>{Xn9-pufTNYSAk%w;FO;c6DFh`T3?wSIeZBO$S|U z3E9K1G|Q1a1~)%)>BJfPtQKbtoxGHe9L?(6t=gPHvNrnkkn>5|78#qc4@|AA_;!r) zYK=smbLOR=8Td|q=}nNWo^h-lD9u2@%C#_PwH9czyOjy4=N-ur{1-3 z6`|!!smr>WWJ6J%Q@e5J^Og1Sqd}8z?>v|!c*l;f`yO`i)vOHHk&abr$5t55*sWPY zc<@W#a)d`voVWk6gd$UvDN12?3mymJ6$WF9!ePwx(0xG2ELd8JeK65JF>>W;GV7K{ z!ajHHZD{36&@I!OL|Y+Sw-w&$ye>=d0>42nhZhWvIFA`sQ{_|I;vB=oFy!c#vCUqh zy4iBhpI_xNB}6K(0qur z>t)#w&jVVd8`5Qw=o-|K$EQo)8`|-Dht(JF&E2DNHBf$!P12!=(x?~-wL3lMK8fG4 zqstd4itHF;$6S=wzWyZZY1((q#4wiAJ4e&lD~=Fn-XVh?b>ws2eWQxe$lvloO0$M) zCX~#p!9(tk6S$sXdfB?-mD#7^NzCf~p3#}?jvK$S6|L6v(5qTCq`pFXB*Eh5=~FIS z_#O(pbaB{d-~aU1%3L7}?Zm?)wGlU(u1A+?SE-p8Pj5>!lC!L#nhWjwnGoF;NM9{| z12>j1*0QUxh21Lh5brnQPrdK`?e5~?O4RnT$oFE{Y7B3ay&=&)?cBQ^ue+^%d2&Tc z?l#eni=A!vGAbHAS~p=bL+`eE;#=m!ny&udSYx!5D_6ImstTiaF-9sNT{d4hxl9-P zh`g4keX_ESN%)sf*;?GS1DlGhHeI;wpdEA4ou+!9x!veo z@QZul`-j#23LlJn-MPFSJCN?Ngie>6M=H$sZiT2j@D9bH%uzT65=wzULZR{S4qe4| z{CtTm>d{72!}{y8EV5Dd8cx`9_s!7Qgmag_E8Osk9UJyUi~D@m(=w&O8Z7?GJRFaAv8c`J5qbf}oD>i0Ntn!>LQ zN7K7XtpnogyJpY#Z!$OgPP#7dplKJep*f9bR5k4YuXVxwFGSfZNwfznVqtfgv1uzE zkLY7cu75Zy&bO1pcO#cgM#bF&4wY|ho~p$3P=Dw;Q?`b3#yV;CtPhHShF9HMFPlIh z@L{Z*m_BmWbK2N<+}L0i6)cm`&PGqStjcP9UHGBhPeDs=?Dh2{U#49x&)J7PHJq^W z-xsEK{zj7Dr+CePH^$1F8buKq7-cz`+lQ-$sK=+bH;_hu)lYsG$>V7(X1hLCa ze~I&TsuS~wryOEsp0&_mLm*z5Y&~=0+ic8QOrU)~*Qe0c>~{|7img7ob+3RGi-BX0 zX{`GFH$HOpJ*&CBB#*slu}Dd5J?Ivvze}nogZI!Zm&?}E*AG2)yg143_+zum5?n4j zA71cEsB^m3do@UEK4-0xKm{Qta%#u9hiCG_zqV=wtk>jlFsaD5-R(`LSH>30VL6ZO z5c*Uzjd3h{ZUspWFmc31WCoctW4*J=ra>jsy zE}128HaQXe&Rzc%YOwh#uWUd6A=Huju_sP<1`iS~l{c*B*V%Tye%C<3s%&NRs-y#v z`-dGVeRo@x*Hmw4vLoJb^1c%7YvC*HWz>9j!tCXgpLN2K9b6PdXAW(n`|HOZmFp#S zFWmgZH5mz+NSg1c{s?uAvPi}pIh!rxb!(jOvlP z-hV*erb9@n_YAhS@9K~6rV{&er6ES2r?$5@PtP!kN;yw2AO5Gi~$t%}i>|&KN1eq^D!2JE^?Y3JNLZ3vPQ6961nt;*P}2)t_%NyEy(FBvA3Z zeayZ=mKpC{6G%r&s@=}gzqk@;GVC|`M4Y(-60QiPu2mA~{g~e8bM;fxl$O`TzKMqp zFNqf-kJmpIVSO@W-ZMo|PQQ1rekP-~C#U16%*ZaXo3&vBTk*wGXLYt7bK;9^)$L*k zrEg2Db-Ae<7BheQ;LS=ss!<#x_|@xB&{2se?;yRn;$s(-U)<1ZEfd?d7n5l#?^`cz zO&-hC@;!Mq@RIY@pIj5C-<=oj62E8Oo_Kh@U}EGU1CfGc*-0;U!h;pbyfpSNldPjM zL1yLJsnjo%-1n?`)rI+g@((0uCt5kI;*1Kr*(LDS@}-p3-R$pvTS{2ie9+bd=3F`_ zrHab~g=D+pY*L1OtP!)+BddhTVTvP#QQEH$l`|P_nQ;noZ&uqgGBl(^@C#QQYzc}A zy6|MnN)2fK#Z+nlP=`yH#|a`2QXSF$PV z*O#lH6EDkkL)C6Km&-HV(JwvdXfT!HB=vxqfcSRZT;%bn!$_m0XXnq_fyd5f?x)XA zJRRhE+>^@ZAnNIqw&&KJ9}3)sM`l;<6FR)aD?N6(IUoi-e+R3Ymc%fFgFL%1VXN|h zk2hQdqYSUke$|`$w&|&$4oMoH6fcGJO^~oQ?^Oy+tl~Np{+{YYkdW3vp2?S(Y(acE z68V9D^5yfyLM_}mSK?82taR1}kyb-OvX?a9z0{sc>@=qboyqcqXu%$+CBwes4&+nI zy`JMy5?|CN4g=#gv$;O8m-j|(P^Z>9^9MuBF%wrwkW*3D%aITP-{_oO>U`p;+Q| z!_^bxA~jEnuhUym)%ZS`?L(0D8g=1xMV8#HCuBloI9I$W;yk~YG;X;`2^xHg`}YJ` z=QNR*3C+q(yB{p6XB#}3({TII^z03m_8sYit8g3d2^v2R;CEFUEYMB6*K%M$)*xQ{ zkzl-t={3g)TF#d8d-3o>p`=9c;h6ZL$P+8 z(pQFr6z!VYW8_Mxj(s)9dfe-Ra(%4w`GWT`=R z9pskz))q<;e^)K^f-F!=7U;9e_Z81N>~Ee?d1FiGyQo>UYMLCgT%c}C(7wLQd8b}a z#S6Mkp7&_Y4ahfA&dSK&=x##WyLF$9ONo+bGfVxq+)f@+=_>xP5^NLg&9+uc-6BCh zg5G{xch6J5tPEPhsJ6N%H=n+IW0Oj1Mt$Q}#M{^uQ6Fh0@=$Uv-Dkrt?`xMD@fV_s zvHH%#5A+I>Dh}Bx7S3>(JKsJe+3b_vc7yeEfs0{F3o-Z7{X}b5`USqSjL_zqohCaU z?8Xj@69w3AIN0odbp8Q6UD!(s{M zAOl0K;=Ot`eDQ&Kqio}G+0E>y6F16hu{)wX9NaVPogLOVSwm>(9_H?|73Y)rn3mvX zx%n3soMr#J8}Q&&dNnv1ZI-&Lo;hmLG@g|e^#Hs|^W7IPLfOBQLRvpFe9$J*omttp zM{H7}K(jaYV{#*@dQz~EzgaGCM>9{c9D>=5Pt__3DX^)n`RjnvbuWX<$9J<9^KU2% z(O(g=|2vClCKfX7SFb5`z>t`Nw{+6nyjdfCwniSyD7*AZ@@7WbS5@nzhF50{Gh0NA zcMhzqeq61eYNtPynsnYkJO148kpj)H;pOovYCF*NK_i4nkMz}B`$aP)8mst~@@rR> zIVV5gHDF&MdO|9CH+$iAQTMSud}lL6ZoU)hLiIMF%pKC+CTVIAfep1y%BE<>FR|d|)CifqB^p8g@Y( zh&AM576-X*O8TktTCsj_%wQO8_G8dRDxafjn8opu;51eF156hM#KeW}d?~(>cuL1w z%_4wg$zA{YL{3eEcu%VAXt2I?xVUN5dEq!Y3bi<>o4|SN)>-q+Q~6O>P_f^N+yzAU zrSI9~8^1lIN*dYo?w&|pW_xLGdenns87t9jORQ$uDHw3{^9`0r1#y4)7vcyMMD70E z1yZn|4>@mi@iTeTNeRj}7JdyU!Ypo&(5H&dzTj2pJ4gwuVyn;Q{YVPeyIy7~{`_+i zCa)Op!dyqntmw<=^R5rxUYU7~y>{wOLEig1kyueHfz4^!<(TTK0pY}^Px;P!jwZU5 z$NGn+$h6DVTCFB+c&YgDMMP`y*7j$_c{G%|8ovr93>{chUMl9Vt9IznWcZR))~$x=vwh{ zu1l3dYzEUR{10O#_(T%wUU6}z9or{*B|3%ByXr&wb`Jp-uD6AidrOWB7_2)GKe_UT z(ZKP+*}N~eA9QqxiF^#ISwcC>PRbU9Wk_~++55O`*UDE|bnvUyCyvT=cv$tRTR{4brua0!F9BagJH5}dHJ)kD z=Wx#9{uwRRGf@2oE#y+%L1|k%Vwb0yq*0$^TP4A_&geOLvkTYuB#e9!O;rKv*R?uF zK25b0#`2!Rh3SchWnIW{i_B9(T9%vb{${FiR z5ViA`mt2R;+4yyWz_iZHEoV$!ulyI4dxCcB%qxGx{wBfJcZZ+Uk5yRMS6}F$suP~S zeN`6m?niW9fB)1^rhWE%B9@Tha_D8_$2zNrRXEu@S+6qq%qQ&>*DXt)dG^_Q||S2H15asCl<-kg6`faL*9%pk93X* zdE|Ef?#g79m0BH7ubXMD6K!eBG~brr!>o3)n9BXq@%Hg^cf|W6A%|^3vKmir=^8hiR+KAS!t=bv16cP^sK7M)~9pZc2Cc&yu8CAaj|^Bs{cE@ z*Cf*@j0!WPrm>lswxx_VWk1={*PKkHfl4)3vJYHi2FkyFmyGF9K^+!cLZ+gEKx(@= zJ5xZB7hKh~2f|_?B+ZNL2nyG55Yo}p!-EXr2oTbX;^XG&1mP4RWB|p-6GD1YK_M6Y zAh@Et`cS~NGpGy$f8G2j2qewTAE2T5QK%4-;^yKC>e;AnU;+UR?!A47Qbut{;n6eVWh5`4~-7X1jr8w3r%yb@J$Yl!k{5J z95@_6D}ZxAGzLT=Pyq)I(WcNGecZh0o<0yDz^K}T!Nz2|4_GNEnv+KX&ft9hzbi1+ zi2R!p{52Q3lk5S+v`9e+q`9vHol#Q=R~7<^%oP~U>2tT66WtYPZmx6?@c*aIg^+ zrHEC82v`Dwh(|#Rz&bGscnAxMIN*i{e8SJ+@mOHkj2;{YfbsvUA^tqag0XOear|j` zEERREh)K@l*30@rX4 zKgWUwDnS*%d>AKDkqG)Z7~C@!gH=GlJhBzz_o5!}J+Sg9Qk9 z00Kq8H1S{#LnwckgL{Uh!IW_D4GI@TXh3&7wU3Jh2= zn1+YB0-VFsVKexnu0K6c8R8Ek3=B90FbI@=!R*6!@E1Qk3I;Na31EWn|6+leLZJ|h zXTK2;2}I~mgAHNM24Fjw-x#t6b^+VOKaF7zuuc4F3|ska6R6M_|wBe0eVL;dieUE#?bZLb9l_(2HOR!Rk;7J zRPNtQTN8L^;9E#=-~d8oTp2@XI9mX)oe-na30#>%K(h>(83fKi8CPToC>dNKKq$d5 z{P>>`2b9hjL4h!g82Kk`VSdw^3tE`p^xz-|#5{+J5%(A$m;hB*U^jD^+~82k!08Sw zeD2Bv0!wAUs9-n!zJlW-uy_Vro)F_S5g>xYE6@>R@bB1*{k=vXU{P}qXb|oGB00KWOpY5(!r zaD}`sF#I{p|2>};!nZAdJuPG50?J|IGzE z;GfB$ex2^-N!5l+{VL*ijN&%yQLSa#81sf>@QVSjd@`r68Y4CFQq`SL0Kz>+x zygXVKa;4L~Xi7+=$KOZto<1&M5=h&ed>ujk{J*ojoSY#Cvf}}e3H-(&^^ZjSeJIWd z;KtAh5J!IhK$yS-dvk{V!r)90{z25=Ff<0Euo#8{TYcd;IK^5B!@&6o{QDOlZ0ieQ zAP<@k19ybQFf6>E=FLT+3GiN=4?|%<`nLcE4oerU14V#+!MwR3g@z_bX40d9WbI2`QB=HtTIfFWBDy%jBHIA<41|StfWo5|uNTD5MS8>IK9abp@3g(8w$ilHiS|{fwXG@K1Ccz$ri%! zu%Cs0|H)nvPU9B9i0H+8frwkIb0Qpe=g)=TR{o(u_aVEvQ+yczyrfTc_5{fW!k@t|dG8k`znW2(OL?nq&q(bx~5>XPNydzX1 z(p#Za5{blj?&w9n|FXXI&05E~ci(gN-e>Q9_TKm0O~zbTUlFZ@L&y~LLHRckXb1)Q zyLcnEY=MyGWDg1*!T<;fLR#$&pg>3+GK1{v?*VCOAShHfc%aH(6ZG~lwplXB3<`vs zo22hgWkA@uYjZM#L7`D0Jba5ln$!GUEh!Ah0npLa2ly#_7!cCX575;9+3Wo54Iw88 zY3WIJ^P+k{gt_UqW-i_oR|cfaME-{z^xq56qEh`CbO?=_<3I;+L!klyaqixP;^sxx z_TK||fJfj_I0#EX!NknTG%#>(=?El=LiZ1%xdK_hi~TJNSUi6T0!I2va{6ArV66~R z-xml&m*VR024rVUp?WYpA@rO;0n2m-jY9TA>`AY;HS&L=&s+8B%Hs=Mo$t@4?iUZq zokFe4(0aOdP?9~o!9swol*>Wu$HaF{q-*Hb_ zLrNKLIpLlI#T|RmnSF#Gm(5We0<45G+i4EX8!T7vgoNEb`JeTA75S3SJ+HduE*oI< zuGznMWA;wVPU^U#18qY`g3OWDLw*lDq`ak1HM4%YAk(Ii>-%_hqo`tkq5q>-+t1JH zr=?d-b=vP6x4894wyW3jhv}|cr0Sh{Mvq?YkQVXh;B#avy~uN@bg(3)>3e_l*CX5c z%`I{1?A7AldJ?SO2uKIoEcfkJ=7YmFcIh0V#INWb508Z14X^UFvLryr?Hl zp(7+)a6fN$hlfnaT_yc8q*WSX$4lRAU*+BAK2yBrktY-Ch^j5=6Gv2E?ufa4*!;K! z&$TR`75ET-BGFVsx@Y}6t6bG!m5e6i&i|^9YOq>0y7(p~9X5C{W4>+Y{tl<$6yJms zM81rzO5@L`3e76~@n=MFl9JA;k0fsM^pLm-8~;OAHk`8(XY2(W9(#I;v#PN&dU} zoWV8)1HtkA4i$~Bu)!sd`9wH+&`&10b|b4_rUwp+nm1m4>Ckof<+V_cZw8@lBg4ER zb;FgrOM;KwkCGy5x7*z}xbJo`5jw%bbwBjdw=V)(?paczO4;8s%*4&`wZyJiWI=)1 z$F0*}US2Gp3@LH^^x?h9fG?}Fxk^Vu*vRGh$QNu6;`2>hFZY@TTU+J1nT&B)S4ow$ z-N^jl<-KktZ)Swfs;|L2?)mL|H!Hj~^VI|;eoLy#n3jo&FsEXE@-y>oVfpNo=YoxX z({a2PGo`$}d$+Nk_@Wzm%gMSVp1d4;#`d1xaCo53h0ab~0gC%|95OlAUipn~kYJo4&H6wA|2+^AV%e_kjxH|5dr?G;^D zRM+~U&r*Z(uL$SH>Ac?e{oXe2EoZ35kBswg_WeHd5zBr}Ld!ZxF0L6h?OgF?eMyW! z<#*sYBH%{U~F$-#aR7=gZ;s2hkbOs$TURm zE_ADoK!uJBHvEvIjZQ~^yEb>jji_F;68Xs8nQn}8gEgnWvma%T!~~J;;ySd{*4{*VX5Xsi zwcGeSI^l=frrJWWMlD*gUmfc;N_JGEx6-cau8G}K6ZI0OJ_)zD@BJRJ^I+BN&91FN z&KHCoFU>A%C{f!5`~IKK>t_^TIyKn)p)n}Tuh78syD-oJa{3K}9rjY(B!+;4o$GHO zsZJ_SU_o=Xlp#`Tc9GPp$^)Gz&WqQmtD(_GYnEwEP%Vh-xBAJn#7{q_co_DlOl0_t z-pqQpD(?(LZw_o0bV(V#!6z-GNZHusaVcUnkjq=JYJ?xl|4`Dfj*mu)-%t>LC8B#= zv~QR4(DXVH35KtEh*4sGhE;79t&~qK<(*T+aKyzk58h!P77mBye2yyU%r-qJHeM~I za3}kjfgYQrQ1!zWv8xK%qMc9553sy+`Vekwc6rM%uh%o{5F^3Xx2>$kB7SNGVb|bsK6)kr5x%FW?;q*YO$EP8v3_zO5daDroXM zIJ+#s)8pnMlK(pZ|F5`%N6(Wd_9|`%%Dkv_8DCV&Tf|%a6og!qqozi5a?48omgOa! zVK`eaZeu-en^iXJmQ^3)vR;JrQbQgQHIKCV@fNNc6uZtR~@or^JQc$Yd7(@M75@XQ!Pkg4#kNZv9Wxgk!h63st9W%;SF`9r#Q)Q_W=i zS)S5|PhLb0u#69h4gbp_29E1Xu{LGpc^u;7Zo?e1%mNNoBF(?%UD9~)qgqinbQsG% z9C9@v+nE3Bn$SZt>0=L6%uAb$MLc^;svb+1N1T#Ml1+P%?=n81$MaO8`P^F0MVR_K zMfqPELn|+k+X*AST8L9;B3*mive~dNr4NU~`wlv^q%tA|Tw9R3HjLrqBaID7aTA`d zW``9W-!RshT8hNSR=7K5w2(0m{VUVTYplo#kA}0R)>dYIDR4h>Wd|00SUHt%owNLI z8qfIne<~lIB%biKA$OczmtBHtO_)~awWN2@qZ6j3cF}yu9jR}Hg%$HfE>n!}50fwX zDssMy)7pJ^yfdWm3u?`$FD%csG~54a6Q>8W4Yl?&h?y>?d8pv;WiX5@1`39|?Xha3x zQ)faWQi-=_s^{F7>`gaMKRftDR%Ym^XpfMdcgjs;J4^8sxRZwu4vhp9pB+{6ZFhHn zVV`v>=1tN-hoH;Htk9lTeJ4BF`ge!jRm%n~h{9|HlS}9G6>^>`?cwg;c+TPLnyr-` z8RDIIB@ShV%>{}a&h^swgAeviAH%%xHg@tQ*HwY-F+M%pFHz!y2_S!x=l^az34rIq(l`yA}QW9nmh95!ebxp_HRX- zWyTC1M`3BQA3Yo1b~e2_G4m{r)hNEuQ}WA;E7UF}=SoXeJr_4qT7g&W4$}#9frsU_ zw>Wvnef4zY=n0SB?W%2C?UUjwv}gO&O7RO%HyUwU_dLlp{d9RtPsfCWeK$j55!u7< zG)s{^1~)%)=_Q!ZR!XuTo;a6<9J$nQqu!oPvNQfz&2_I*db54xTb73___vMl=?upt z^Gjetk%O4fGK|`YYENo_*$t{=Eu|Jqc6gyC-=eltXZLl|*0Y(HKCL4@QzGFR6u0vs znQ5zAPed24v14pL6{Ptv=_BdoI$wuyf${AHvS%}JgKO@N>`w9t4dOSuQrvHKPtyM0 zW&U+Xi+uNJbv8?{xyBVMn?jegn7p(;UscKZq|B?au)d6B_s|fM;Tlv#XhE}Q>k2~0 z$qEnQhBPB_z2i2x(?x2A_>r)QSJ$g12!Zimgug}Zem=XIdw=%|jf2aKW}H?nB0Tu5 zZz;kfsLb2{SVE~e${eL^(}Blj&?i@~ZPKjB5g3K;`dmZhD zvpu~=6}oDEndm6u=(Q{`i_c>bUf@^ArSO8m5$7?ZZmxD*SCaERF%mf5esrwsE49uDq7HoKbkFI#&BL_0{``J5at332F=BiDnF6BqZ>w zilt+>l9gSL*XW^Fr4KPKsn;P3>$mpqbGA!dK} zKoDQ@)3pO@`A&Hp6nXA8JIOY4#D2pf5?pE$hb7K;=jtRQYP}}Yoo754In%zEwBu>z zcYhxpQl5Ne47vfe|L%$MH%3l;fsxH+I}07QTntrmuut6^T@f26qjA0O)JMtdP7I}D z6|rrjt1)Ngb#w1sx}W(?J0+6sgy~4;>O1?1Gp~_hx4VnDZoE{-XcbAnmD6sZT8O0a zX{{j-Bnakao1eG4^W5U&`w7fSZ~tRCt6fFMI7(M)`x(@&c&E8ccR0!F@`>Xf()`te zPd!{jod@n;U0x_+rJJ&ExG_4fE%#WZZk>ji$<(G4V@2x*s-?)T>7-+wp^TOCdAQM} z(T*J@9jk3)_VRrtP8)n1=<=0}Ql)l{#=Mch)?@hEoQ;UinWtWFd-23BXicG5`HeQl zA&KO!0OQj42b#vsW*ATG?*&!T*t0a>m}reua2M(q*VSP(&c?}wWGNJ_ORLn!-X`;| z>6)l*Vp;ctR>_O|&u2ra?S?bgTy*1(`qI^Jv341MswZ~U^560Obhaz=Di$j*8Qyy{ z%KN=$a7opdfa~YCVh6MQ7SZWa^GN0S-mL_69p0fhlqCwMOhPFWNGLQO-k~cv4xKJ{ zMBNrewXDrmU{i>7)^fwv_)1w?=8E&K&T8Z>@MG-S zSUzwybJ;t0=dHJh4d0y9#lgt3uDjIwqU3E?u(FQg=!@L_pQk*nPdP{4HyXFyvnx{L zbY5!k$3*RrmnLc(TE!9B7&XPs*Y?%DqaK>t+Cm!n(LC`@>$hp4g{jtY~#rzUuWZZF`>=_+#e6GTz!47zQoGpjXMQx*|xj(na6A1 zdP!4k?pw(dAbYU4!zw-H;cl-4!yR&c*?fCvxjifh$2$^XbwG8B`czyrA(5&-m2U$21V)E~2PX*VDTpH_t6EpOu#%ppus>UHYgwNs{>78Q){^E-f=&ezT9bcdyN1r#0K3Xej-MF@1WA#s1~3 z{2sfWz4+TgT<7AZB~R^&KD)L5%Jc274vniDlev7TS?e}v+geZ z%2q0q9v23#D;UXlUFS(_u!IUgzS=&Dg69|Krg|F#tO0PPMiyu3Y+fVa&kKbT|P_T zYI7q5pUVAlc)Qd^K7|2+y{P@oqxamd5A7yetF2!tpttFC^Nzvd75QqGb*Vlv-tS#0 z{Wl(}t*T$&=0wbM3%qbF$SO!az_>km+~VnEuwByrZQK;Z;{v*kn=I)BUlU?>P@O+_N0(=No?gI(Xoa zv;W>T20gq@36g8Y!h_E`&c5oJyfqsbrPh8;q)_zJtKFx&f*W_aBnr}($M(tP4)`e9 zcZ;Y#JBe-VzxX|>t=#!kMTGIE$*o=OQ!^~$a_&=$h;pf^6`FvZXHt46)c9B=Id%4# zW=egNV$o=K$H);T{9PaWl4>5>LJ<}G;hnwVF@xbpuFE`K`ROvNhwJnZfr{trXAKIo z&VKEgMA~0o@0HB>>`9<+UVWKg%$++V>4HcGud3j)4_W=Riyzx2bppnBjaR!oC7y{n z)O=Tr{oXsvzDa^w*3FyEGue%O1>FZW5APs**%`HPl%1_`*W~E4B=+X3Z2W0NOh71zQ4xUl#%`G`EPvvZHb}@p!(uEw;}+)IuHi8J?wuYXI7(%xBP=%T%suJl zT9zvL8aK$_y(``hq;8T`A$DEKLRWE_zBM8}vng+E&(M1I4ZFo-_i=OXG;{W`rz@Z% zPiyoKYg}uuQDV7nSh3r6`((PCToo$;@io^{?CyxmaI3Zdd+29sYm+!xX#$>UQK<&Z&1GIo~FR6|qhxc5fAp}G-dc9T`Jg|ztdJ7d>t)PB|xNJ!*cPR%g{YPK79^z(ZpxsMU_! z%#WWPzCeCd^^P@e{37YgC!VBp!v(LR-Y;LFz0Q3R)|Q%EEj%@xdmqE0*b?=lG*c2{ zw2w*(8!W49eG|^{Hq367=DI8uw!)1^Hb-pcTK2M(>-4{*aZ61~(BNC#-zUI&;Oh$u znw^z?D_qvVF?^z+<=XA3**vzcZCOJraH2PbOzwsVcxnt4>u28V@EKIto~V0UC{fJ( zKi6orO$NpWu89WM#UrHBY)hO@r&`IEkY1L0)!(V^v47O08y65a9W%7bYTE3bW73F8 z#Fa$!)LN@bwTNSe-*)Qt*`q(q=%R{6zH<2MZCrUcrZ}&ss@*xNbpp|?()fkTI9&Pt zA`4w=UW3KXPrnpNMznf}^9dc{l!5)m*1u(ladXeD+3SfX_4K)&$Ix%0Vz!6cL1h=Z z>dN9;H6veM$#0EpH+a&d8r^at_C}&&)2V1db%R3VyJ#c*slKbSB}4!Oce5( zIPLeaFr>&>?NWA;sIM7)=f++39_6ay?QG3o3m>l`Rjd$*EXTIdUv7G6tzRk>Ofc|v z^z}df!*+W|B-K&>sMLw`c^kH5WH+~NM7)Ym7pKXykl&>hGHB~}1parf6@MnS3~T8A zzRI9D_0C==m691wOZRJgW!q_4oq6n^iam@vI*5hmZl&0HGS2W_7X^S;dsKg%hJL!EktDI`{>8dY6oVPE6_vfi>PJE8Q6UD!(s`RAOl0K z;JbJ+>fZzNR)y9>3R0_2q=+i%tae5Dx%g%~ySuD%vxCskP0Wo4%TA~9vn;~RQu8k? zILrQfH{ijm^h$6t+AeoPGiSuC?aQT0u~pzzn*WxdG0OS19MbNAQB|kRlbqUq2Z;%p zV(n+~AJSS$^%FuR0_}=dwzaP*Q$(;@@T=RVA_X^ewvP>}<_2s(f5?WtOkjOwgyFIX z?{944IatViK(nF31w mwrt53S^I=ZHzgXU3u=g?B(ptF?GAtmggspayrCJOb3_O z->o;ya59|CNIkt>H}TZ_{l(g2Q8kHMG`69e!-felepxFw4v6Q-wAKlz7B#M@bWeM< zW6=4I_z}5dHmgf=#eGK|_>;56F25G(K|O0hS-NDtELz$5)`b%O@y%=el{?WNEKWMr z27FApx10UG=gfMcyDwY?6T`OsSIo!drBV}Jb8e?f{mw7^MDChs*RyE~oUWc5{|h-D zQ`2#-B!}G4C~iOgg~w_r^vEKLSZYSPAe=EzsKROmbP93H#NM)y7Qwva1P!|&4#XRA zvr2+oH$CfkO{2s>AZ93%KKmi;ES29?J<{q>d3dI}k`K#SK?zBb>z~W=QjY7{X;_7j zta+MW94TmMk?hM*7zsC&kCHTxJ-seLkwPsCdqUv4dNtWH=Xg=<1yuakQeQ#wU0Dtr zf)ckz)X5|JUf&dJ%IT_jmK9rdFnc+gW0BP?IRyibe!jsHsUYsZ|AE*Kg;Ae;>H#U( zbTwCAj{r*`gOsFZZx!5fB+}~IFk`YbxtCA5e>Wwvj-xrB?*l2yAh*(5^3kVM%#|{{ z2Wt~4=T3iie_(U?*4mu^RyR&wFTV1oNi1I6R!}Naw+2&RH@GgP?PHOHf1HrlQvt$(WW;pjx>Ud5}cqHm?997Tv(#|RzJ`kb*XZvWS{R<_Xn52A(v$70MA z!h#R=8gLT#DFj-A|Jl1V&GtiQ<^d;YDXIAiAVG39Di`5^~;JJ$yq z>pvtlC}4&{Y{wX1x*8)^<343g4?N=J!%^ZA8`v)Q5~H$GEv)yH>73-chi;Vo!hNn* zgk$^E7J=$`8Gf;(rsv#TnFn`?UpSUdc(&qg)>c13Htts?wL8lX32qnmNt{@oXFPal zX!gqIYgOId5@H|18WvH`l9RFpab3~EkjA3LUeUgJ?6CWP&s|S#KGHwi&3>0{6<4e# z!~RvqvGb6EP34<}e9zkFSakUFl}8S2?)J0o*R+BRUCr^C!Jk9M#2*Kq=4d_HRmACD zz%zYJu5YmZC0fLzteeuwJM45tJyol@z_Ct-U)cB&S;~WZYbr*ml&-D}4d~mRBA=jI zufy^k$3+@QMqWCT-NvfLcdSr9jzAOmo`Z~MMD2*nMGw;z{dTpRsQ7dY+ZK%WCy6@+ zD#;2X3q;4p2`s`EUIn9?1~osZJmd7MC!g;z8fX)G_SiGY%$8u9qAFIaEGAhqg*K3DPU6&k)fm}9;C}`cw)8iNNYnRQ& zSA%5w*{Kgtn=Er0Qq~??wcJ`ow0p37Bw5{T<9&u8rZXSkvX+BiZ^M?!;};+CzqiLd z!0>f8tSRtjsZ{%cGF`TeKd@zm+xhKDCH-~&#bYI_Y^G+GpWkMc@~?crs{b6`Ym?~| zW{DY6+r+{`*Lt%q#hYv$WJ#vdL8+Q2nFbe`f%>nXHDh{IP>2QBkZsw5KI1(jGp?UecK{yo%8A74?Lr8xrsN`bo23HJE z8U0C!SAQA>B7y;A2(IG_J>1*RI4e^P?K z<|0kWen3qBCl+IYD!Jb~usY6k)Tzv@i>j?!9mSGY=# zh#|s-i2(+4A_vQZ`G%h;Vz5Bopa{={4m1p8u(W0WUpY1e#gAUDT2v2T3M@qv@*XCi zfK42*A4>+s&l-mRS;$`kMB4u5@2}ftZ;4lD;|6dL9>p2#Tg&U0HSHok`z@%XT zsNg^Yh=?j+dw_eeFY$o5GTiVO2m^KqXb=HUfbe*L1X!&y*qq8LfB_V^hI{xq7Bo-_ zsto4CIEgAm(9gl(p1ByTG6L>lCg4TEjQ|V|o{I+ypThyh0=mp=@Ro*AR$(^0GLhL6 z!N(8+fD_Odu)sOGI6xN2{%Jj@l~ z9G(uF!7p|F>Ve7-zZhX+z$t@4pzI4~AGU+v_~B77kZDW+6MX+03(OP>gyAPnJ^0ooPjd0$PiF6xI%zXf?@jcUm*@C zojHO6VVE)USJ=Y*q%{|`FhA+RK@Ny{4iz)*F+VT?s-D1Z<}i7|p_GZ!7g+e*l^+C_ z%7jtDZu)rz$3-QI2-^Iky@Bv!$6>)3m<=K>3t+JdHpJY(D4rfkrI$K@^XVSA+QtR<$^Fi$H&}10sNT@cEDegK><6% z%b%(X*ZgnNRRzVL7?d(b8HK`P@EChJ1X2ec0rH1UAZZBj^=J5cxj?~KCA<<^0rF%p z0_dtpq~GsHO8zttFbSk>Zb7b~fd21U0dDS)3)$5NWCA}i$o(aeJv53t0=O|W0>qJ@ zKM*GHz~0=U-!M26gntnACk&0jfHZ6&38^@AFMttX|GEIC4AP4QFg)tt^@7+5HqHFGc$~^VGQh)OYvDNMf9DcVAk-`v zM}PzKLYOj~AH%=jHVHCQO5tnGZ775ix!L{;{Me+k+8`Ag>%W@a~U+UmoJ6J{O=`0s=Gf(HkjTF nN%HrHogCAvTY801fTMt&2c1EtF_^9cjR6Wn$jIoK=_CFRG#Kgy literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qnn-belem-8192-qkrt.pdf b/Compaqt/Plots/qnn-belem-8192-qkrt.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fa35cd5c96c254233b7e52b41bab6c040921b8b9 GIT binary patch literal 13582 zcmb_@2{@GB7jU9vY(!UI+2OwilU*k;KfGbj*l zc9Omil>uRApUue(28Bk2@bD`FX-@NTv7|5{dq785AK<6#XFy0pZ$MM~cdzriH-sD^ zq@@Sh)syND5oV{`m^tsExG*4PCi4H-LC;-)7M1G5phIZXEC)J(8wwQwh_mme6jx8O zw$FaR13Utc!a-O93MOVwrh$R8OGh9{6uOT;%>~E;UhH34z~Y%B2pH)f$?1D~fwe+N zeJ>ykU5bm3E0CQDh3d}mfY7r71uWAUGz!@pvHwi1jj>OUKG&U=!c!NxJKjnXTXcB+ zCG=TwxgxCUYWB0gnI|M;c<*yw`I<`Hslc+uv>H|7#@JQAwEJSRpbo_vV^ zg8lVY&0m$YGyeGaI{zuw!HEl{Q=Es*(#OlsA#6u|lFNAdFRB}F+8Lm7a;C+oSNo-K z4KcZ3$Ldd81XYnT$xRpUu0_Zk4XJw17rm8b)jrKm8(!4SFCBYWw^0Zh_M&GWAKz$c zm5<%>)3A5*-kM^H@pd-VYkdjCBGV~XZPPwX+N(n)HC^l}+y`Hux)9#;Bv!Se#( znM=s6H#&D6wi=m8yz$j$CI|U4_dN1R_@2-5Nimn$IIgnVwg1qx8@Dy?J4Dm1(8&?X zl@s0`cHx*^+rgvh%NtfV7$FY3=i=V(5OiO@E$)!XlW~oVYY+aPz zW#SjU9d$-jRw8ML%U{V#OwG&ORpvwcZoLuK%Pwewk&*UB&waW4g)crTsTr3VG>CGv zN?1>s9qPW+JDG0Elb*1;sQE+ut7Ber>>?-H`(Jh>ra2V8$m2ZpGEZdq2N&>&KWSiN2gizTi|7gZy?2QrqpmuuE7PQ23abh1MhW}*=w@+B z5yJJV8}HtE&2n&^UfmauZw=|_%G43A^N~m)@nuQ}Q%%+$X!AYrOF7OYJV@~wDfG3# z$MVec; z2ue?18J9qgVLj-ugWi30YNpmK_xqvO8_Z;Q&YD}cuh41QlcU_h@=9L&^}bp^kt6*M zA$cQF>FHlzBz(hMv5MAzFWHK{9`(ekMrplriJ_^fWsJVIZo1-6zuvGTt3{*`c6gMZ z;E9OoytK!WG@dIJvQ7G5B^6fpN$q@S5uy#RTrgUQgxsd0dosI$eL5#oWg@#;R%0S0|Q_%3?94 zNsp9oJt^Z{TbKFi_V@Sv?86Vs>Z+&G1WFGbo?H|5+zk47E3VFU{o$hCX+3#)z1ZSo zmso=jbtlj8@>y2ooD2lWM{Dzu5A?NjbY&s1_H zmT9@_qcnAfqzZ%Vs*0#xKY5}c()?qnx3>2yQ21h#`#43@mh0XbJ}=_ z5u$sS%GbnbZ{C$hP8*7jSv{=nE}I&*o(cTgUHj5K-_8Ha*~34BCMPV86!O1|azS<+ zQL<5WfxZ53xAoiqGu;{N_t0n};ZIOtdR!Q24>|sY!LE8K4iZDa!EW`hcT^{pC$gfs zn#vHVRl7;*cgp>oCeMpksjH#U#%q>oO;Rn0B3r$so8o^yqqrOPrA}sekKM}purlv7 zL~rzK6mU)*yUDjvP>~|j>3%tM%#VAIz@1TkEPuPCVGSRR6fac}Ul{syLbPYM^59Ql zAqj?;d7yDpeuh=`9a;&WTIvVK(4o+aryqa7wqG3z&iNcs(2>3Uh}gv44GQag!j_v*3(W!z4?;|tId_CN6 zEh723q4$4996WlSJh9hsJ5c6DCCm6CQr{!q>!%{*A{;a|B2$`H@Heqs=L*Kzc=DL& z@$6i=Q+V0k7;fuDNG~$w(TYHo7!zchwc zULdywW4>yLOK0+o_O@j+!Cy++2Sa*}*f*syLf5)9A$4~$hEk5z*CoeJdbpT{DLTAk z2yeF(ijS^vbIfQWW7>Tx)61)@$cayevZmHoW_~GfJ65;@iw;vx;}dq0-$&z}n7E|! zsXHmbYbUw&tZ?>qRCD4__0^X2R(fRO&keh2d&#Y7@7JwU%on;sF=-njU-nYu`VgzN z@4-Yz;MFgvH6veGUutQ%F0y1e+gXYpFnIiYMOYY9b zxA)^R4nYZ*6VIhBrQYR~=A;^xH=d01cfgn)uE*?k6-wG%<7Mb|VzTuL-}?45Z(cb$ z3>GZ2O)JuA85Ek(4Ogh|OM1{7QgUL;J-33D2GoO(yh2L$XxCMQL>hN#tvOSE%|JWz zWP4xnnE1;Lg1U+~owL+uVn!!4>z^5?G*l+;eYw&vAgp6BR?zi!m0qC!ezoTfGNRQt zeY)7cbMsnMUL%H2t1TN<4cXK2=}~P!+|#g^^dq61>x-vcFXVpU`T8;~{krY9(2bNz z`^Xp}|5equzXnmGPc~_N_||YxNPO@MJI^bZ$BW1j&Z3thM=WZ-L8~VjQ-Sx?nbZhZ zT3t2Ob?!^{rdy|89O;&o9y~7EC8)P2^_GdPrFa7FMA(tRQQzXTV`^S4Zf>vavQ9?5 zOYUzKa30PI>T1?^w3V&>5ay;@Hef+q$4)T4d_G?xr&nn|&r_Lm_Fva*t!&K@@4zc@ zC^L3mpvd7|F8?_4_~6eN%&R>nj$WkvgA!YI>FyX9VBZ!c<#KXe|647NL8JQ~c9ALj z^jNiq$4VX?YI1Hx9~mSi>bhf+;tgZDqwg*}+pFF3t!T6KxWTgs zEKPRUqwal2!<&TZ7qM){@mD=0zq~4>b}BhlTB_UhP4yDoZ#1<+{6epcF^_duckcF)D_go+CnfBjG9(s}J$#y3itI7C z`H@R6(Ui7Aa#h&mxh&-9<-VQjE!iYnli|DE4=XorwhMpH+P<8B+bEyTP*e)P1SSYM zfC(zYsEw+2rTLoOq&iens%?gYAtR70*J-os%e7wkO zzg9=%#x*y%qh(X+k`~`Di{z^+Ih~MxGalTNk>VB2i%D%Z#TTS1uwv_`J6i;Sp5k z?SCwx#2jUgQr_8$$ANf-!I-0P7z+b*9}qG-mR{}@LUc-vVo4yc+IUZxcGJm@UZo0M zGrvM~5OVNb=9k6iz6dYy;c+RvU~t5F%&42I#pz0NeI$k>M>mdb@DKKa2`?+3{URkt=a1-|lEuKcDdO%;Zu7@=g$2l0ymQilq*G+a;}a5a5YupzCh z-K;z9o2YNu?&q%CQ|cMw&EL+HJPIWW+?sqFMPN6LeLgTW$?qwTBvpvnojvT&m(shw ze?8wx_aj0tU1z?tPam_BT10|NP2#Y``R-huWK6BqWV-W=$D^lP4v=>AR{rqWt3%3@ zuZ%+1p$r_7UYx4r7N^Btw$KE5aUeh^Q-M}jR zi&nWBcWJLwiH+3h8_v41$Gzz4x7j*PMrw(j)%^FpM$UF-Uc+MLB}1OyirDi}GvNB2 zFTSPcw_*pfycf~wQu9dV`QGh1subR#IFuy{r%XaA6G$jD9^RqLIgXwxcR<|}MK!I@ zRbW?$cG7aiR(Wl(w9FM>&6!od`YPYOkOnv39F}DkcZ38N;b^Jp<-&bxYGHVs6~$H2 zFEFJkx$8vbC7m>#{+Xu_c*2Qn9EC|IQcu}%@}k2e6x6>ZO45~oi5$-As;~`AYV4Xh z)h}gf@r{(Lh_MFQ0Ak?axGo3u*K_>=NNO*|3=`E{6;;<+<-uB>A^< z`HS+{W#7NK*SY$QUE7w}9_kN$H;POccf6~1&-&m<=;QKh>lKm-1b&R|Bi2vcjofxl zPxC}9qC++(cXBYYtZObezqlZ)tDfsexBj56`Z99^d(lL$m|lZVK;K=F^|{0{hFrO*t3Gy zSN6#BR;x3q?fX0v4R^@(Wb+-E;c=Hq$UV^Ja(0r_<;R9Ci*UK*e0af;P%ok0Zv{wd zMlLUxMg=1#3hKY`ew;3h7;o1KT(8aLY<9oMVW%INQ5|2Vh~+-AO=!4o3gc4w#0HWb zVC71T%5Te_3aAyjJl^-j`Rau%2c)VLUvtvie9a9(s@LjIl$K(DF?LA|NsjQ($jkRr z$t+5jhc&;GBtCbe zLEfutAwk{Zv?w86u`?`*O|Ohtmq~XEHZH=?QZq{2{Dg8*eo|LkE3Gq8U~gXDmgzM5rC+TN%=A6+PYH`~=#)`~oG zB<8vLU5N3w@|X8DX-S!|==~mGn|x>+4+Zh8fG+Cw>VbFldRhI`SB7~eqaZU`%Wbuv zpsrDN+1NuV`I~*udVOs(M)9!y(&j(a7p?h`>uB9W%ke(Gp|@`X`j0yK99Uz}wYniu za=lncz*&cxH=W;a&-g{CwcHT8DmwCJ->J@k`rXb+0(6$>9=Y89y-IdZg;Zahz}EL& z{1Ne}-05URsL9Cpt(`4X)2!lhZc~eha;d2mnt+{WQhEt$e5{gOItRCBZuqu=RiniX zBS)C@ae3xNs%p1^LM!+~I-Z9_4TKykmF`_Ja)r&^<>w%Qis$QN^AEPpe(RA;I#gck znZo$&L7;EuyuvT$#uJ!)K`3Ljs=$j+S$(vN!;ik}_)hGexa-_YJRNnk@qyT?haW6^ zz7y24Zry5}&aUq%czSsA&%KZr#cHx~+BMj#MZ4zIxv@BKfHExoB z?5TL)pSDR>h1gk`g}%eR{k<{i#m@5jmJF>I->_TU_r;m>q?@lA?_CZZ>#foc)40)6 zrNmllSh3H===&L0xjSqG#MfL)u?M5hL(SGc&wkbqJaDt{N=TV#8{~P=lfmyS?&F$i zf35U~GVk?6Gc3D>4lZ(}$1XJo#GvQzV0H8IST=Bx=NK+*Qx*6r&s{Lu_~OjC!S}CH zZGw6vd3;)u9MV5o+Sc-gYEWto&w+?{R9AwuydLsIk@RFM;`5=X_iHD6pQK*b!JYIV z9_GZ#UltK-HzuU}%JbjK=&8m|aeFgZt&fQp+e59{PESiAT0QT2u6t?x(NbJSrYmQz z(&EqWiWbqR{;ab$F^T6re#Yk47@fP&GF~>3>T~DKt}}T&tZPJ*(knMO+7v7Ct?|Tb znYL8fDF#=R?V1)T*>HR-~hr6wh4@GIQh8(_TzA|ESy6&w9_h^&D_ z$Yep&jeAowdF-9rvIdvqL~jY2J_uavp)pvjpLwfw?|_0)lI}ghBr)?#E|F@R3``7M zk_<}4LpP+`Tz5Q`W+i`}^t!~e_Ws>2yC)60vA(fCqXt)6{WSaFkUVM{T9|~MT5naU z78+ytZI@n;9s1L>E~;4QD~FGs%!;t6;=HaqElv^5lZdA(^sy6FhV4D2`dzAb}{Tl;U%lqQ|f)8}y-N56}RG77SV$}V))l*Kk{hQBV% zZw_xU=x$JrY)Xi}nWPwgP*zd*j!u&(@GCmah#j$3CLJ-qdcbUm_SlFxcbZY#soL&EtysVy1VjmRVEwrqTyj3H`?#8XH#H;6Sr`mcjPV-l0hqcsgH`{(^C-$QxQGg@Q*>2}O z&$VgJ9Nm1oEiEk51BIr4j17NQJ3P&zKo6oXqLw9RVDrrnizQfs3=FlL@8ZRXe=p3N z6`GGKY~V~t6;;yVbU}GLdu2PhIj?lJh0xF~%+1HkPNnm+F2c=H^Div8%bvR%@Zc!D z0^E$Y$lcV;88v(KCL3t zNx|!DTNDeowX7*qM6g-#tJ|a@1*AG!#s^e$eT~i^-MOl4tw?34;j+*@-`K@-u#kDb zW?h9dhQu1O@fqFIZ&egcChACb<++!#SF$t5)os(7UY;<{X%#cwKEP7@pw=+M(eQgl z+9@O5q>~>H6>E=2R3&ZE*oJNl9wJ0}XRVOw7tfJyu34*ERKL8^E&a)k0jK-o$K+ym za$e6B_ZqY3PstX$@>Zw|^`Z%7>74nxXhp|+XG+NMySMnl`;nh4PB>Qk4yQicx2nx! zT14={D;I&J;BA+R`M5n*sv@h-?NX`T^@X3vQx)lQHeG?s#Y5&&U|dvH>$&SW_mY(7e9C?MDB(36jrn|^ND&6PmDZ9^M$#~aWq5bC22#%bzU)4~ z#*nSmIhQ!=zn2ylzH1PR7q=1Ekf~dRsjV3hPJJ|7!@_nDPrv{#`w!`t;HGB&tjDCs>%=A+u6E2))4uWT&I8;473?% zeCezY<;0C-{p^3j#fPKBCe^WDc}|STO0%%uU#4?{`ysks@(a(oY9S7zsV!^o#!K^y zB{#g};m$m=Tl_-I8N!R@@3Xdg3$XLNxn8}i{HTD@y1hx0EO{maM+avLKi|0X^r?i{ zr{KCpl(XcdY(ZRCv@oQxYOShh**qTRcIlKB!Ff`0A9%l*dvj|AJ_9(>q1cHhdW_ViP#CgI7Omz9xkf5a5__kaJ% zy4%SYg+Dl-YEHcUyV=k`1O@Lr>0rXZ?j7MS3Y3X|6Sf|lj#&@aT!wE)WSm7 zdb2KN582w^l1!z8A~g>(4K6POm0!QB#q_A41PiVn+p-0L)b(_8qk#G@xS-1(!eSsK z-IweFYSwTN(#6Nyn+)Ly5Ym@I^Yn3ra4HZokV5l;kUmsU!^PMKo){i93V3z{MPcAy z&j1PnN%!0j&`<&>R0v7&boT(IY*bG$fq(|@e*R=HhyZYEL&{iC(*}XxoROvwayz7g z0<~rk(gGsl5lDZkD}_dP@u5*5A{ao1kj|iV4MqSuz?%nz^aM|UAukB&4F~|9AT%0$ z0c?O}GeE7y?=ro=>jiEYsqaanGhmqj`5|GUY0uWYDWXvrG^B_Fmjh^Ja1V&afG7lt z-{2v-6uJw|)0g2xg8%_$!5$1YB{OJXrJ!C;2?aQV^ZEatz*H0RZ%Xj5xybEgZy=_B z6of!p`a3h2<%DoiA&|&yZQ-mwcY3-qJb>nAs|Er8f9g!;Mrkd&3tXQ^#1P?Ic|Vg+z$OmZk0pcR zZ4JZ!TgV&%B5nTiH)lD2vOjx>fI|KMXo&w;JXny|;D9!9;MAppRe=at0)mJ~LCU~7 zG0J!d3yL`4h6jAY-{J9CVA#waTn2#g|EnSXe8+;ZaD#FDX?QFem^3T^6&z>)5m5zf z5AY85B_0r0h8rFOVZaUn4Id-|4QZNX4=}oI|JWBf&&K- zBJ;@+cK^K)nUy1GHmWS6}l6ZnlmZjMCu(hgrQNu4&cAJb3q#R4-DQQ3&+7in+F3g1fawPFf6>E z=EKkgco)xyp)mi@MS;uGf7XE_{JUPDn1%eIKy>_P9cTh@%M0kD3Ghyv&kLFeLg4}! z2Beh#z~Fk`h2wB=em5T<1`h2DVMGuL7Qn!5+`lk_%0d~Suqv=WoKFLXhP}iB7#so? z!jwUZu>gig{kvW~2KFxV@!@eGTr7kUU@yC1obtbO380E%;Wz>ogpCDr3Cf_#Zy}8M zk1kQlX#79x1)KCA8p`;8Z9|#(j}4(zP~b<|1$0$#;6`B~3=jKh`0wwYL8&Oi{&qeL zkod>$iMW4tP9(q;<@4skr)^bDi` aM*%wzI)hAOFkJ^40~Cgkmew=VNBkcks@y{W literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qnn-sim-1024-qkrt.pdf b/Compaqt/Plots/qnn-sim-1024-qkrt.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3438129d7c3bd32d51bff5632e6ae7c5ade0e014 GIT binary patch literal 13184 zcmb_@2{@GB7jTg5O@WZwBs$5%%N0^rM^LEF@Ia-%Cg>idZ?~Y6=oAPy zKS|GvN{6uX&!!|go#IP{@bFgz($v?BY(b$zb^wo#9$24pkPaaYJONIvU%mFP-T-od zkQQzvXLqVAM3|p$ZQ`_#LZ(BCjK%+ugZ`TVO)AxkPJ_^>c?z@vH54iU5a+)eQ=HvN zT3!bM4e$s&3I|~cC>WV3$rlWqXB~kwr_j9oe91r-Fth*30v69-f`AwOEjc}R55Oyg z)bjws(4mmMoPq3&C{$Ov8-$)0C?J_e_oa|L5eL(2cN>~)G+0wPb$viw-_RoFsL14v zVP@%5ZZ>is)_f8ZtMPHxaP*)4@nfRt)d;&w?+F_mlgSIq7lC{I{QMpddbQ0d6co%U zZ!5aDC+*oa`fZHIy|d5uzIw7dY52g5noV)PzlTmsSBi$ny+%v{_f@7^Bysd>l-#mGn+U45!fF8zmwfokZf|c&#qD<0PhXdKdt#^d|(EiYG zD(S44|J3_1TM%E|vjGcUu?v%{>s5Sn($b$l_ldcg$g^@6UfCe62($mK=uotMKmw*M zAR%LT@Y!p4z|qq2AGVsA^<`$o2TDu%lY92D=@Sn#|2gQ+6~-8%cIW zDLNc!zi*JirDWWA->V*<+b^+wQnE}2-fM_S zrAmzKJyv`9{FVX5^x~S5T;UqKALqZ-2cAA?UT2UH_(jr~FXocK_Bx%5@f+geWgpzu zzPPt-R=HhvR#i_eb5knc;f7WbwN2u4N?O68xiXUjBV$*aBR+Kd_}qQ1(*7})y}#^Y zbRmuZWQ(MY4S$PzQyYKcpk9iB1sPMiR<(fSqJj2ozDtokrNBHaG<0ou-lx!#9BXqHR)cL4wxjlV%!t2p@(rky~gEN>Cb8b)UtmUxT6DGCCAxHS7V9l=Djl5m7lsWJoKisr*Ss2BwX~IMBlc~7KPogXZ*FbfB8tp zmWO=KdFEA-R$66AihVJh`F(vw##p|~sq4G2 z=#z@6d>b5P4*2p+Ok7p^^d|0%$8J)~xeZxGsHWH%wKW#B7Ft;BjQC#P{iK%EK0!hG zJfUk8qt;u#7h|r0SsA-t@1v zcg)iGCefd|@44>bIZw~0CG6`&$?>lxEjE9+TzolcM`=THw4Xi3_-Gwwzq3%BY>kJ3 zNBmUFHNN%F(!1X|+7IThut~k4-8?8Xp%Wrk*BjT^8GI{V^}b8~YJKYACmzAK_GvvV z4-PYI*W^tvy{WI2k^HQ;@T*9d_&Oc=J5HHubCIJH8g;J>6YDEt_jj%K@jv-|FlwFi z-74Jxy@M*R>$hyGzT?%-I?csnR&kRUGOMy;R5^Ix^G{D|{iEAXcF~TV;8nV!r@Df0o;yV)4R|tH%I&J7ksKKP0Q2g&b2B#zSgZsy*lA>A3Gu5|SNf)3VeKFC zlO?j#SR@Adr*eXM-5-+s^CfvOn@lFUYp<7lvF$@o+|1Q@NVvbrLkjzTt?sIB!2}6K zA3M6OKR=eWwJhcBu{TnZgQqvOuhZR^RAyvjA#w&6fAZMisCVJHuPPqR zE-vqEGn2zVB=olkIE`cmwm0cH*htk5opezy889OXvJ#AQFXYKx?o>F)-L~bt-6Zd} zik6Ea&+!WEiuB!=DAG7`?vG-O-?Va z9S_`W!x9hZGHZ@}z14V_edNvCef2k4b5fqDNW0wlNH6{aVf6 zZpccG>%R)c`bv$sJ?wj4-+gBGZPY5mm;yJkv3J+0FBKdsER=PfoOk->yGQKWIc2)` zS!wlM&NUMry4upT*cU^4tDkV}Px4rIaL0ERkxQLh47sh^-(>Ind`-2zWlGexjV`)` z?BOJEIXeS`!!6huy0ON-EMjaYr_N_0M{|33t2Jkt+Zc`9<9b{nA!{4b$NY?mfBPt( z_HcM2zbGaUIe-Z)!KjQXx2JlW+@ac6Q>w8fyLT!wk5u+(A1F58b}l3L^9JHu1#>)| z;(Q?>BaNf!OjrT04P7?bPvcp_i23^s9(KWNCwAmZox6w|;B6c|kgz|{kKg2aVXx(5 zG26%2_&1!s;c-y&d4mM+ZLSEZB$}AnbneDHWd+B0$?ox>j*E#dfdS?Qyr>g_`3-JO zOoW#Ba#z8JX@(-Y(YtXeH&hJpqd`;M#g$V8pO`VhZy^V|=482#v@xk4TVXisuzCsM z!6%C42#=t&Kz3NdEmM>!N^y4!9*5h7!eC5MIECpzJJkL0zB1;_72Xnmn}e?0L3%F{N7o&@lO(TA@P zV)>PY)3Mt~isa}jUG(boLHZRn)-A*z4-hA58!5w9`cmP!o1=%Y(bDH-4qrI9PVQ4Z z!A>eptrvQ4ZXVun`9ebDHqXWcgtANPDmlK=ch3CAN{`A7%p-*oFhe3&{5K!TSFOLK zJm75nBwswW{h7&|)Nh--OZL8Y-kDfO7is#Ie(T8zqCnYHPdI_qIO_Gl@D#th4AQ(@ z*!J8}Kfc7y_5JJll3kApbve&Xv(BEf-MoYZ;RE4vB#0$047O_KhSXXOMzFp3bo6ZV zA@g0G6+gW8Yn$iDRD`1+qK-74Dg9vRz~>XvP_n1MPW4Klf}L&Zp|J9ZC`t9=j^q)s zVh6fHp_1_SuN;_jGCJ9hb6YdMX(ffQp4mB?!SUb-akd8;bieHe*PZuj7|k0JebQPF zsb)fHe44zZ{#b$REYk}%54y}oK2Bj+_IX8K<{)nxXTQaw<*8r8G^DXYXE?#~+L>rq z3I2Nmovu!s9Q#{ut}GC;)JZx#To;z}Bs;P~r$*hx`1{r*BYCTbR12ZKGYOH;1L-U> zIk>M0Ut4w+wQyL6AL5%N&gg&Zf9W9>s!V3Aa_$1X!kQY4`nf3SfK0g?8`3KD zu=h!8cwbIc*E4VU>07Y|cXj{fTh^P;-geT7I_*JIySwV8(dSy?%WD1y9-q&>%(#ig z%7_KOE(_iFQNzEea?HE?^c8=hIc3qWr4yenxhm6<|s5C z-l0tF$5Tq}QTI2Y9<9%oW0i|=)O5yHd5BwBWQ(lf$gEpaz;{2m-o^X!$`xjnLhF{G zXt}BN;(cmtW^kGr#aZ4j@LfY}PkhBy?Nsglxwb~`5aKHK>v8c(Db^f3=#!#yYTshT zXo^2K9?fhow+V=AXrD{z-)v#_%{*JdNy{N@V{-=Ys9MH;KAXb3Ux;#-QfZZ}q9J!y zVKY{ej~HM|v-=Xo_;+&pZQ{1gdT?jIQ+2m(t7=pS^@pAdWy?vf7-y}H^+93KN2Z(W z$BlFRp4O8EQuk$>fu}@z@ zg3CPz5EtrHH|job6~wk`&Qg;dfp~4QCH~apT+|v&pkqJx$VnEC;zN3(EQwq82w1c3 zAa|I?Xxx48E8oz;!s9J<>~)J}deXB4?y&~Dq&u?s4$X19ZaI^EsFi$fii7+^Ty+U5 zmz%ny35&=)Q|H41lA6!COp>S|#6*7G7|+Mq>!IV%Gy~RaaXOhixM9EBheWTADUru= z9osH6^6)!`T=Bvhk{V#ppc{5*ATu+{cc%bsly7=N^ z>`(e0(P6RA{Btrg{Z!IQh1?O1X>-vp&tuxnhSD-(WMub??0dcYqyz7cH|h#kF*`f& zGTXkto0zBe`tvpsf90?LGK*bqeyxaE5PPtg60pr~;8ya5uG@m>b6Jg$4z<^)%n2{m zQV`VVtZ7_X#2Iu;GCerVH7Eu0TvH3J()BZLIN49fQ5U=uSn>^k% zdRDKO(mQ)?gnKF+GLf>_Ui%4ZA7zz_I+BwV5+vegj9z3QhHe@btJ#z)TM4Cy(|6~5LRFe?3l(ho+?Ed`O_t*tzpx8;K*A-Vi))kx-hRsL^}RCkWLn#M zV(-K~r%vM8@Z$}Q!fcO+EIOtMDw$+-(dWv6q}HchO+)upqw9 zQ`;trP@Y_Z*X5>eSj@uhgEuSptVMAS<5>hz&{4_9J&=BE$+5F4uXFUDRfz7|gSl+4 z;MX8yL;8AI+wb(1!1FFwX1FKL^rVQii8tzDqos#DtfPTn_viBeW}U$o7D z1-I^L>5{5IA-VQg+w_mVHi$Xu5vC2K5T)Uw2%UF_s+f%=W}SmPn$_)whlX?s{-H{P zEkO}MXCF(f)U;5_Q@=y{v9G+ZKXt2=67l8rOmrpJ&OSr)x4TR0nlEa;{f1R_JrHfm zoo325-pK@=>a5Z`seZe;N`bl9p!@)N$8@^0bmb}nVlvx8xN+2JxXH@v)lA($ql=lx znZ$|KLGH$mi~LR^Ud|bIH;aEL@)RAJTe(;0@Ddj;*yZMc81%v&tY%sowF=Go$RT8d zbydKp9M^RbhF9js^`|E{x31GQm%*pTNhAFdByB9-DhDRja32c&Ky@Za%IG5FZ%9tH zAif+4?^`?7`68)E8<*@xJj#KU$=xXY%#e`gEyG`Sv7;LMoy(KXY;{Vc&<<+Ja%?Mx zeCv4DbKXzokJ!w)!+7;vfp5%(JrNt#tG{Tkjg8~(!_Qg&{7U1xZV@9DOZBSk-jklg z&CI(gF0De`!Mad^kJlZqY1~|8D<4!|vS)VVE%7o=jmhvDpEUF6jC=dNFE=AUNLjpE z!djP`QYkIkn33i1-Js6lD~_vK&<0HG5(9RB0-e&H?8uk#oV z#Tus7Ixg6G)+cO85aGT2388-&3byFWK)XOMq**_q+ zBTnc3x;SCetK=}1t@=j#Onq>FV-NJG*yfCM|ve_}TX$sM% zR5!+D6s-7h2}YNj*I=;=^BQ?`L*H76^9>E*a1r~BwO4hJUUu;ATyb2yt{%7JIQm0q z_>MpusN~Yinv$p{jga@(^O{1M_21MhhdnwIaVJhbm&redsdTNDUlLYEW0=?EZ{KRq(AGFA-&XIW46EUY=OOszEAE?(7w72)d z_2_rgaqHZtQaqm(1l%xE$<4a4$-{)UXUkq&*HUGXX4Zzuf>*reUr}d7O5URc2Y4I}`ayF}8%xY-bg6NJ(7x9&0CJm(((0w=V^0|7x z34b=C1Z&{(u~NS<^}!(rrJ`9*3zyr6q?&y*pXacBE_5|)X(1Mzznf&^MnB76k#(~9 z;ZBpCmAkPY#fSpzIZn2_@4K%}bz*Y5%GPx9kjT zq4{C41PhRXp_urtTnR<==_N5TF!iv+M=bo0Ru(nMH651|=QxwJNkN-~jPi8y$Z~XX zTJ3BDp`kL&ou?~O()gK|pk}%G7Z%*i{=FOU;3&-k?yZ}p?`T{eHF+|Yn;TIHj?(;h z1&mORJ<>>$gtTnjkU@(0#HD!lRT=K^wg<9jGRdK57+tCd{ z!-R0pOqMPEB9|qbYSt>>sAH;dNqezt!0~~|De1`F97Wk89$)SF6SIV`^$4}2-abNE zIAy%Q!ScM%i4r{Wp$C8cLD(m=c!z55k)+25*jn9YH?C`ZM;3?++J3c=kIP-DDy-`K z9;MnnWBf$!sxb1oG&xSP+m@>V(cx7s=Zh|r9@dH2PK@zb4hEiDLJ`Z&NEd}OhDQvl zUaMVzTOr)XY`(GkMEHKxA*G-DbbIZ6|7EkR3f`!u6M5mcPx6s63Xn63xB@H_J}J zz(!kWutX||`yYQIjzB@wH=o-<3N~|(E2n)evk%=oLB-b6|Iw)s%iF{B>061f`4oE( zP(o_h8}j%*nTP6US6GR?_?(KlUV?XBRd0UzL2p*CPebsw>dRL->ZXeeuYaf)juEjI z5YN!5!qnCbY)E=Ca>K>$Xp(zX%)yiCvM=T9tXa%Ab}D^3J(Y1t{^shiyQxX15yDpC z>yB!Exwt**$mDuUYpC_pCIj!taMRcz|KqRqIf;km{LMtiv0Ksn1Ftvgc4!`#j7uTb zmeI$%zO@uyoP8Ckcu!eo(9YI|{8WA8r-X-cn85(+ar)THx)U6@&zUp*FF5&dl&H9e ztk+%>Lo-v&tPYlF$8$YK*NKgBpRX2T-|<~_?Y$UDe&K}rE^e-jV|zs|MWz$pGWBI{ z^Aup^?k=j{Q+ixrhv5FWsg*fK1IGvFu79~*+14g1{3+<+63SV2Qno0r%bOYaGHbGx zH_MKnbh+9^PL@5@JJ-h6$hw*XZU{!7#DfvlfvE<|MCW>OFqv`q;$tX?R&J4Ye^gB`I=#e>uRZ*4f*yplKg^3 zFG%99+}lzy3b$x#icr6vbu#G;)oKHlFB%u3FBXz}HtWeMO}@wiy(oh3+8>vZG4#+~ zQQ7EWn!M-UW@DxOEyLFNUwaco9DEd{1d;ih#wQ5Of@bddUp4freo}cRXgA}#4jT49 zS@*2x@Z*NB4=f#P&$dxD2rs(3D#ChxL|*UjpPpgf>u49YgbbIPwV@Z?gc+YP;MNA` zsj2h_g4rjrRsE{>a?9L4-@B&G>UVsm7xGqBZSj#%pgRvlM$4Yv)KgUik-J-!<{Iv( z*Pt~!Gv%$5{p;GB_-GF>Xr^MlhIZA=DxNxfHa_QM(aI`lvqQ|Z)tF8EcyozLXH3~G zm%VD4RpG;IwKrDo4*FSEciiy7^qyzE$ug2;{!?F%4{bIlsAR0UZ8_|ld%CFetgN@d z_)M$z$S0QD;;LOsu)W-j5QAQLr;9fua)V>!@RY!;hD0Rtph@P|$FuhyN48pt+_w+C zl^~Y-)jU31?1P1RK&nD|Sw~ybK3sp&EqPkdo#G1QwYaKqm#`D}-Ba$YOjBK{-PW3I zrY$Ja^8B*J)*BtG)K8aCc{<6rk0%$4^@l@FTZQB_ALr=uuk&n{%EI3RS^V4NPo4D^ zmmemrKfZdUmC~lRfws{^HIpr^bOFrsJp7~e?EJc$Ri~q`yx{+6i+hUUd;X9&e;;#& z%1_kJ6)X6C9x*vz*pX1wTjNzYUbK4m_t}*fwp%9sD<8o1pZifQ5{<$rltOA5o0;iY z$?8z{k*xeINK_gqxN;-;!lhE6is@J7lP(pM6Ty{Gs;UU2j=PHs1=K3R#YuJ$76Tz^ z-Xt=pzrsOCvX`eP3BnN|q&LOa-OCxmDM82pimw-h^rC`#B>DmHM0fM0fM*v_-~|4< z`%@4|n)^Yp48@;9g^(0?S2s|WMRf-g2x#!#$B*OzDT0M|LP{u5CXCZx zzBD?_J`fcWmXFqasg^t%g+W8|IB)@hRs?sAXbgySpk@mmqC=sPeciq3UcL~(!KgEX z!Nw%IFJKCkc`2X(ad6J|=Lt+TBK^Vy|DKQBN%8~|`9~KBq=laoolyk`*TMmw=S$+| zRkz#SneGOZG+*on=>J{%@ppvNq>KGK_gF9%Ztxnv8y<@WRt*b42?rWjh^Pc9g8CN%*n)U~ToG<~41^)#5uiZ? zJORSv!6LwF6~R7KR00H`z%$&#@4*cS0n{!kg8A^8L?t5V=V5TqU;f7ZvGI}BiGXwx9pfP~KdAvA)7Z0`+mI%+oL3q$B z0b#*Cqha821cngc9>&j58Z1CS0}v3MyI%_s2}J03gAHNc24Fi_*ch?~b^+VOUyWf8uuc4K z3|skS6Ru?v{^`~r+{hWUln4M=)^ zhC9Ug#ROpW0CqDE^Ms=&V?8Rc@Lx}GxC7iWi17j&Y90(nOHq?eCRpQl;Qg;~8%ZXCI|eWjsfqbL421Lf z2=S-B`}eTFNPtoP`pNeX-oGs34-h8)pOLUIe*a>u?d1o8AwX;B?hNNOz}R7SL8P9i zW4R`c@rf3@G$KDPj~+C=4E>Xe*6CYQrNyim(;r1>PQB zbPsnY$RDeKS3t`_ZgjdgO&N*w{O^^5m#-_B1d=dkKQbul{(F|UvkT-zBJT&m{?`i9 ze@Wz^FU19cf^b9xaAm(fAQIq#J-I;t!Qi|O{y@}UFf^J7rxA-_ityH13;;8K;TPKr3XcZ)_@ebd zuv%Vo{6N1N&0(FS*ctN$wsLU&epR7*Jh+ ruLj8A*k4S(t$6RI7R1mWfv zX?l{W5O#iSXh)@ze8>v2#uPjKn+ksA_D+%{#u{p=xV3x z=?`dtXW&sd2unc0$PDd#z{Gjh5lCYa#nacv0muSo_Kz%J@%$qQc+=mK({yzQyh2D# zcOVRPl7puskewch>`Zlm(DMQXBvYt9Bs&j;e@30TuIB(@Q|0IV6KQ-8nnPM0I`*`! zx5V|WQItF_d~UkDM~-Ro(61A_bxQO-+^@0ir4xyF!tou)Zg*CC|MgT))&A5Q{RRf3 zGvh6vEX$9f+^fW9?dL2T7)tl zH1?|BRI<%vdvAZwhPmufJ4p*={?dNJc}=`P1K+^f4F(tFJ=@ZRr8hq)I{Z9hG~bO9 zoVxp*yxQJ-XEq((_jRYGef-X(v39MkJzRe1P<2UBb(0MGWK)j&A19w@WV{%-_^hOC z=;B?M*4^oBUjido$1Z;PaenqwZ$>(6k)4#kZs+jP%xe{FIZp-IDU3bXan@uR<(5Wm zrym<~V=8!ZiK@}@+7xDawYMx5T+`Az3AlnhvzH8}Mv~3Kn~xjy@Q;M&2nQABAUu?x zHyl+#oXipT`XoMUlQntea=vj!*GP)Mpb7XmMSN@8Q(&X8B#o8=LCOVFB?k!~O<_MA)PWvya&hwPHlk|}*wL2%<1$qT7Rs43kdgDRV*ak&e&KZ*ijyrCI>-A?H65>Tc?(^q5Ba?Bo-h4^lce(yTjzLxwBPB%ce*+b>okx% zDXar0$|oZ#qdD=c?|+^Mmf5f6R(4_X)TMgD$vloTPtJ>dc>mbN%6yagsP}WxMnZ%w zv+Tuhm8YgI^2n`YFA2qsaC*CcW}4&`X=u0}>NUC3C}@k7_tqVCQqsw2{!lLYQkLx; zVy`)}dD8tFkDP1Tnc2|$wA`}${&D5B_=xQOG|%VUvR!*wZq7wKBtWUt(IetbGS&#s zb3R;~`pGRj&o)K0KYG^E(^1zl&~fvp?-%OH;_A1bX21LrJbKjOq|)r$(W1m2dp|{C zyLY>#FYV5PUH^jbS_lF(p9VWWGzNwK9T{kD7Y15EHh*BSzg~@(#1L?>Z~fyU6^-x2 z)1jH0$`C2l2aOdg?|9qJTokBQlt-g=+1IGdkd27jc6*36#r=3ja@HP9naT8+EYE(w zA@3YSY4mR7vQL@3&9R+ZinOE4IX`65o8=H!d|I0NsSEnWi|NVIgCRm+;oZTRC)VX0;#EzpI+~R?y&aa&C>6 zi*xx3lK(gU{;#luM=z2mwgk5iWq7@G4M%v&JH$K96oh!VwX#w~a?^UwrnNVi199fA zta=)(`#0?0x~3|c#cT!CtBrU>)FRZ1u}v)1C`Pq$z59%>P1b!k-N)AWt2_Kyz?;1V{I}rizvj$+=nTon*$Weh8cdz%U62xvr0<+*eI59G@!&Q zN00Lh`>~*38B5lPDrXqlGxcNSM8^VG}!tC8!v2OUV*58GnD_O zF|^DQxt-DFsDYT(W-?UwteFe^T-q@b+vMtAsiJ*Ybf`=^$5va3!#-@& z)Bnkiy+}CYzTd9x{MMWssOI<|iknO*ZIp=kA0h{R-0a%Y-|_HBUFE$-(rX{J%XgPz zejlT9_|bG{K;dT;`}k+NeibFh6;9nJV+XtT9#j`G*-L+OV) zHIB}Ccswa%;udsBd@gDt{Pyy#%PBf{8dGC^tugv1>M?GPya~H%-L>5lXWFiDZ0X2& z^UBtGq+pFj`gOI|5#DL_Fv-td&Zp- zE!C{lj=|zdfqoHgb*bC-*@|<~6VuA|&vcU;D&pPxH+cJnc8-=K7L;EQwLpE+H{^oco_dV;E{`9jqEWU

6LS<}WstnPiNlU&)b5s`<1pr3#7s^sN9X@A!49T%*=uOWuAw3&+e!Zf1uz{N5m z`LG6^%E!slM@N}HzIb`4p@bnX?XkSL)AbKjV`(zaDItM|$=r#zm!7$)wtl_7OLR)> zSvb~5?4!%WcbyGy&ir~AL$4cG=pyv_RS~&M+P1<(PQ%`DuTOz%)V{qlhMPO?)ZAm< zH0`dTCQgZe`uf52qYS!~2cklQ$g`TzYpY44t`p1sJaHx$&CUXj6 zjv>d5I?Z18RqF8Sg%yl|R0f_)^*!PbE2C49GgW zvH46yA-e^2SE{daN76^**IV7Kf;Ug=6o{SA#0|4QnmC-~cFdR4ps0Azv_;6WD?Vu!8X5L*MFz zM_l9p6b*Fz9_{vcl!TCTYNwavxbw=9 zQ(v~}uC{SBZxZIcz!g8?;{^&0m*j>W^&c0Ar1x|fyh#7b=T&y_x#QmCda6M4*NoD~ zAw;h7nSn?GgMQ5O;n5jRR|%x?U4F~+Cww`Q`?d^i;Yf8p$=mNZH_Pzrl%?)YRnt3D(f@t);SVYeHK=gQ47ylC;D-{|9q8O-`ap3#># zI`B;~m9AIy(5hYcUU`lBXp-r*GqKLwIjgw(obCB+huTZl7V?^^ryL!vkH~wR8(pDZ zt7M@6ZD)#}l-WbF3GcxlNzt9hsOu&2aFa=sZToJtZ8VQO!tsUpL+k5Mm%C879Jy;U z@~t4Y4#V--R+ng-l{&EJ)e8$>_Co$Uw;xl31e3eG^h!URXqYzmMSWq};#=Xvn63O) zUuEJhYoTUwZ7oLWe2jQNw&eA#XDc+Z_w6>Zcg@r^&~5$cQ?Uv6pPO*0x$wE0_UbXG z-6@Lq=)3gB>xf-7oDbZ`&v#{&V6hTH!OzRX4}DPfyHWYs>(<5H*x_uC6?D4lWEi*j zsn9plK23*WzB|PAO1soB-H%wqi1bWF35h9b<{R12p@Nc%U*m-+GC#MS z$nLpo5s=W>GnY0bY-04)I9J+U)h1$FYZm*2VwM|+Me)5)M9E9(lu8D{u-o+5thElu zwJ~>c-z5ui?q&AnW3|kAaNEtk=8a{$LQF6DyQULqM<`32qiXM#zzFEWx{@uDNdy8X z#^N#E7)v9IrEPcKHlwKET}fR`)NHfb{N`6T-gWuOs7Xz}%02$+n~PbhZCJbRw7LJm zFr~D-bia=YssXR{<%OFC5IGomsa-dZ*1jhPecRn+Jn^$}<|}^@TgwmYj1?rf+U%FO z#3#qxXRn4B>E}#Um=K8P20Ic@eVL2dggItA#QHIG{l;5IGzHfu?>N9^&Yz6J;69 zBIk$2lo^5?9k-SvoO=i2ozn(dj$WA;c}G>6M~k`k5uB%&ie>~yI0vRd9-HbQZuR2y zNM3dRjJ5GiuXO0vh`!)%Tuu*mwP~>|b`d>_%|wns6yy4~3no8ALK}ow%X(vw>ZIBQB*0L%%pkrBpI65wWoL?gfHAr-mvD5GmF>?Xjh-0$}SR# zM!c>MJ;bO!b0JtH@W-G+q7DgtXO6(~*pc9un)@?UN8}2J3EsnQF4inAf zx2@l-u`{i4-*EA|tMVqb>28sSJ~)sDZ+FOVsN43~hM4E*eJR@4)K|hwuQhqvsBhNK zBI)=ZRubY_0fo=~)gzCZEn=GIu6<;kiG&QqO!m}`K|K=;Vll^)ukP|X@BXD-7sX2d zQj$rV4}W~eHuY|Z-uUe9uGVkA=mf-_ zzO5k2)#j*Z!eZ;vI3v$NC&a9FbZ?f(R}ng;Rws-&VaC(pnY(dyhdC5-movEYd2r-# z@Tps(ee1`s(K|c*7$K1H9E0?}fo3@aE=k76@6@>_Q$M*7D7!XZ*ZMXpwE?$k7w1qrVmb6+4m98MFurK;%97mZ_+zUkk2kJZ~T>0-&@dqV%O+CJ68+c zCZ@9Ucb$}(dQFJWuPW{qM96(vf!9^%gy_X)qiA?1h911lunF60UL7!&=gb|Ydu47) zYxaw9JGX|h1U@}M9O;`RYGLwH?pR7K>yhxcWJiLiga$J4y68+B;?wcScbjMWo~GPT z!=<_qPi(|W-S^ohH8AZnXZ%_p_Z@d>Q&@N?!rCn+pNCUIi%WY5Ys2QuDc)a&Q^%nm={ZP zu)E?_^joVfr2_Ak9r(4aRHU3)`AcN2_gUlEtSUFJ%dN<_VkXa45YcKgza_p#Bl<3U z1Xn+L#g_iWjxS0^Ne^CDv1}40-xljrwB~0@7bjzD)HYmTmJGM?4w_0qZM5EF7<+#7 zlHJqF_w+H-SByW8vn5>^EqD|DVeLBAtxhYDw%U|x>8le$DR9du9Eu@9Gh8_(K2r6x z5RcZH+UB>xOz#3MHYjh+mSrg1acWn{E|xW~OIgxZK)u??j|Sf({(TLmafZl2hi0Uw z+zS@dvJRdpXu5g-+gu()*PiT=bvV9qZv96An_ZMfiZ!#!+uVjFbrRI?b0_c{{^t-O zzf((3%OOGQmOzNeS@Rnal#wZ9(F=(R+T{ZdC2^L}CS)Y!2;G_p9ar?S;Hym%KzyNBvE5YVx)}8;F`ys-sBJOC8f}3p_Y@u_*S{Yy!9IOqxeW zVZe1g`TU&geC`I613L~{I^U5KXk}>pQuvJB`0l#RVRx{PDX({Sm}!=B`w_GbS-X42 z{xsKV3nN==o)$TCF;7?_GpDh62jWd!hJcR*o!$Ghg;bwy`@H|V(2PG9Rfg4e`cSD= zoc`d5jqHtI%qC7ZkBGJUWOwE#tjGy%eYn?PZ{>dM2O%OC zQ=Yx${`;<*)9smFa2zx-GC3Q-`|JDU$4~Mneyx?H9HXqDmepn?Snvw%U;D#@)5Lo4 zLZ(&xw({i(gU6rq^P?)kX@c_}mmbP?KpbiDM7Oe2^u^_xK`X%-(PGt?abstjjq7H( zZ)|RrD%#V^UM7X0H{w(@Pe*bIceYLq%jJ6MTnyUJShjgvMTqvAkV9V?1TJGC!y)B| zckMC8biv!7QCz(lBYk#6p3JGZ&@Xl^Cu>U4BE6|UQTK8izy99gwRMl`v@>nAXEW2& zbkq}4KO8SsoeHl`P*B=~ZVVhHM0#Ye-!UX`S+u!!v)uLibrnu$pY9vBeIRg3JbM4e z8@U4RlUAI`IsDfKczaMUn@}e9S+B3J?|f%Z3jX+Z0AKVVV$3MfrpD`IO3Pu!c9&n< zxF5Z8;7SPG^ItIsi>qvPMD>LOvULYOa}rsrBOK13m1K5s+3{aMY-DxYg&UXc9@Yz3 zPJd=I9XWPtxgv0@O~sZ35G?G20&6y_72?+LzoRo=VdvFmQfTawI2@UzN;Z_G#-Wo|6+Jeku$G0ZgRPH>i@v>V-dEcD9D6)A}_ zO*KxEw>0%@Iu&MmbCfz;n*5wYX7Dg6td^%Y6Lb8_7E^PmeT+}rD>~9JKF}}dxfV0= zsHC5f;1qTznsfO1HjQ4DAkl<0VqH0Ps{ds%oTmQS=rq! z$UheNa0TV8Hs!-CiKJ3S+CFqDjCWgiO@%uB*YA+J>(t;}H{&CQ4J=X0RLeJ+(H9}f z{S|NHue#LqW6{C=>rb87)$L(EsB8*pI~d}#{5}Ot2|V*oV`@(9y3XuW!1g0rymz?n zHJaDCtee!iY1F1jF5i7`WwW%apW^tg@Kcmg62GZu4j0Zfqq1fsng{u5=m+`7=Y7D+XKL#N$1%)>6 z?b1}o;po_1=lBMyZ$J)jz^CEH+e)=)mA-5#^Hjh3o@Nfp0}OiIEzQOrh3sm!dTT}w z$5g?}YDm~7Zr1FxMdDOznS5Vdd8yMu#q8?HQO3IKYxf8KEUypJeK32VV=z@h)PeKV zWYBwIV}g9vrkkdtKKZ9_^qt$~#WnS#UG3x8`kNvO{VTA&+Vl{=m}@K^WMGDEH%;5{ z7{Wdjp1y>oMUTsv`Od3RYevrP7i-p=Fxds=P&P?WZewmgSwk^mi(3KvYBNCD#qVG6 zAUO?0F{>Xnc+LK%s)s=c@vN#&+smQ9FY$o!8|Alh?6FsZ#8jr!4?sO5Yt1y?7-=`p z>EFxKFloIqc2%EV3>!P`%a?n$BcRQ4r$-|9ORwW=GWf?u%3AQsWV5>%45T^Lj76(&;iXTc5+tpwwGJLy?gE zPF_ismOKqkZjV;69DEfxR=i9d>uWH%{4ixp(1x{UvV7gc-4n@*20PlRT$s+Q_@*sP zoEpLkv$0p6a(=MHJ;88vK4dRAL{}mI6Sa5E8cy$~b&eNxl5PyvdKORJ*s%ZGueBHV zn5Hb358(RmTTxXz3W-*5gjCfxGEz6&rA|6zXXa~SN2Y+nB^Ns%xa0^_11(e#X^=r# z4qQ>BpnyQCyE-|MK+O+a;%e#z+YECFs8WrLwEuLNpf{|p+W?(UKNtTf=VU`d}KuGL&&|5EDBT@ zK}aJAysAa|k{wAt6bDZq5<~>#8)C|E*6ND}D4eOCk;e9S?*K}dH9=>Z|h06&CA z;~*qJ2^a%KQ@-Gu2q6!H&+H3jT7P&0p%AI*>O-Nz`~z7bVF9Vm*E~s~Q5ZBNg#+hs zvZPPnfJQiZ`8xtj_3Rcf z!5{LFd+j`cK$a;3fi&^8r_##F;G!}hoB7(ZdEM=Ib)>ogEzMVr0s4QJ82sxXRVWT{ zeHIY|*jBUi(wY}GU=OAnz9WUf0?C8&D`yJOCXm7E*#5s#tPRTETpd)%&h8{wiu!i` zG&%v9IAAL#RFa1o4FAi>KLSLW|Do?6c7Df9D~NzX{r_l)|JQx6Ah*N;ZQ{ULQx+== z5wHXV5s!jofSqDw@DLV!zlR$h&l0rxNwFjH_N0E2_q;sN9Hdw{tBFKrCYrWhGnTEoi_ zX+05yVFG{?&=|nrJYF2YiwBPsmI$xIL3q&10%5^DtzqDK1ey@w9>z~o8Z1CS0}w0% z#)$`OXhQi-9Ng0^4aS6nFHo?EV6tJ>;2t!ZUSM?d4S`?K*`KZE2Y|r&Eiiy%unZ4V z1t|Y*2EWzyy9X*m{3e9915O4FvrQu(wu3+W!?R$XXvPE#3cmic3rrLWg`nMA*nmhN zLcbeq2=g`o+ri>SlQpml*e3pIG<$$;;&-Fj%7RV6_V90m>7reOJz(4T-C)iMC_K<1 zpcS@(6&g_%=mfS45N`f$zir}o4+{n89YO2i@js2G>-qceoIee=3s|dg|F=r&-@HT> zcxT{SjNuRhgh(6dL%`wFMtdPzkqfwM2m#H~U`7xIJ}v>69R!pNMhFm8Ff>07#}%M( z+TD4tiJ`^Ah46)0Kt+pam<4REK*IC8xIwgU2ViG+U@!B#c);P3wjUW-_WZ~b0xZ&C zaI6IE(P&r*q`=x~w|pSr3}_?ZqZd%Y(G$DC+Cl_|gA71Og>W>4h=rgF{O&v)#9`b5 zT3-l!d#6GFiK@5-ZV$u39Na|AM{)200iOBSBmZ{DaOJZmuuP{Lvuc>lYMHxwEasxO%b!rZd`h`8lz(P$7mm#jq-;Ade8ULx?pOJEo{5nT$y z03W^-hJ)P{{QD~d%yOBcFmP;MG7pPgz8@CO3zp0S5o{R_98PBWJQ)x-maZj&+R`O3 zJbL+l;AFW>zj*92J3!%O;A9p4{pA-=1fT4ezz7)lZQtT~1h`ydDGUzaOJOqL)yWc= z3>v>|o(z74c?8&V!oR=t$;d9(xhw`GfJ^4d;+NZjtSs#M7w;!aTy9rH^fErcbNTOn zR3AH6cajh7pG~yMPQZ}^hG1uJ?CA+RFWT6|H2|E$77pNcK2(}Z00$l{9w92KVW5fl EKj;A!m;e9( literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qnn_circuit.pdf b/Compaqt/Plots/qnn_circuit.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f0ab5f180962cb17744500e22969b523362b4ebb GIT binary patch literal 15648 zcmeHu2{={X_jf{aGh~bmU4&$~^W`F$L*{wRc+KN=$y}5v^E^a@5Rs`eCqpt16-pEt zLeYRysl4Z0DGmSc|NH+v@AJOT^FHtOZ2O#j_OSNa>+H4mXRX7pt*9)D5JN-wOUI!l z^$-LU4)w5chDb|8VcOOXcyA~YDA9$&^!+{YP?&->(c0C+0V*Q{!Modm6(zPcQ1T-l z(<53F@lf<;BV`YFA{4cGt!+&t;tB3h40sEHX%jqb_3%Wf88D8bGSENXj|hdSx&dR# zf6o=Z=c-T(C``}M+Rn+{0gByhZmebFjJG91#Yvt2BnPp50&?!|9z<^_0=`Ls0zeJk z9VozU_Mw5dbF!BA@B?T7YaoztxENYo0waNeqp=cDBo-|uA&$f0uxJU80&Qyo(0Y>} z5ST9B+rx)o3or=ezz+t2Jln<{aHK7EDm%FX41mIvT>%a$;%zG|+g z+r#ql)r6Bw-!P*Km~Wq8A*Te&=~>I4apu&F+|||7@Czdi_?ccxlL|fwt!v zZDU<{57+q75kreid3gWSx%A~BS1eD%UUM(3dKu=SGtKq0^V6$iJqzUz%c+74o7RO= zFhb)SlS&stm`W~c9B7yy%tMW)<$TdE6?(?{>bcqRmb-h;+rASm6BGEfSaQ+owhJcG z_s#v258Z>VQ5p`d1vw87Wj|Xf_J620TBkMmMuQ+Kcr}NBRc4ZR?-wff48|~M8k}UP zDZFawFOqQPVpDsv-w}TidN0LtK6;|R5d=y0P=lK1)`RQ)WOWr7$&l#}o*zRvrWr%7 z%iIcZ9{01Ans!BEYKNW_drim1>|c{}mDxBwJDQdKcFd_eGU%f3Rp)G4#Al|4$S=CS zQYkWR%XS(S1<|u%QOr{MLGlk(Thw^-oMdJrDb@D2=@9Z1Hlo^JEHtH8&U@~5+&|3g z?nL0`@)M4PSlH6$=Y~c-tmRjsIkT{PYFf5FK)4-`bA}FUgQdX zu~kCvy!$SZJ1SQ`>%YCbKTaX*oE+?(U2gAf8HzZM0343q@v-p@lf~(=Kj-`(e z0&UiCw}P*S-M1uOY?uA9TzKbdh#}hNPZZ=!9sDQYA zjVhQ=DOHkpo%!kc&0wB{$VcLJZSyBq2tooJ4Q(!gnSI9t`#K7uT&L9C$e8zXl{=SW z95nU}uV0(iAW#Ye1dKoCzsCU*;O&D03CIKpAiBhhQN5V@I>UKl!Uok^koQcQ!{*uB zu|65Km{H?VoaR;g1GDQl8*g z4ErsZl97Bu*I?UnNnCUZgQ`-U+`ujPwAexFBdqA55`ymXViZc&ts1vFo@wK(qI5h#)NjNqb>EP2QAx^!*!w%*-P9bruiiHq*7Qok zRCKKYrMpv2hI7?$Ft^m$>p%=o%AE}VQfo%2SE81zdP|b3lOxOMO@2YQuucnCegQ0- zs<_GPldQg)szS_aAv8G;f@rF$&gjY;mQZkW>35yjaj(zT_RDkw`5aWbRVQNRs}lkUA)|HG{Ux{(m6PZ%kWze8+}FO_{rq>kzJ{}a7V!)gzd#=EJkbZH1`L%<>WQvs%@Ci}DkPQ{@SX4{uY%my}MoF|8hbyWAitbCF*~ zEJcEsL3D?hkG!f13-{&1?ss9y!U6oBZRIE8kCarMk0b~TCa-u_t%bW3@CY*V?>-~v z89?i>kfa<9NmjrpJ5nDJQpT+n=~P#-^z%ISL=}`xJ65$lb}Cu(J&|$p87_mCQO9oR zaz0)04h7%W3NW9bTbx&ym4uatSA884vsIl?=2o?qL1=hF-afvBCv!97)XI%rszxPxIl5!o%t<_Loa-tTExy{RI? z#yiaHD~b(=j`#LtHz#NMA9ktp{dTxXKf%kfB8%%4^6$lQ}1cT-G_~H3y;@XH5TbiqH9?SUG+tb25&`23JFzW`HvE$4TJK} zxKem^Si>1KmfbvcArvc*%qJPGnBU(bNYtdhyk)As@o`48CXLqcgPa=iiPdVMmyBPc1f zUpf@YkcqISLsUPO;o@FkF-2S1B#9QrdRGXgrBlIPc>$@@!CnK!)C8> zOSoueSoFvXnljEkA*uZ|xz*|YY>#*1xT6Y%I(Y+8P!mxa!?Ma$aybHo!>Mp@3fJKS zb{KrZmn-V9sVPaE$bn~8bY_hT(gfI)!imNV_M61V+|=6dS`;}7P9x0@%j~C5E?_I& z9rOOS82$dj{8SVEqq@?%(vP9+EkjA7+=?l;r3kt{@%XoornLRcs*~E;-XivnJUHrJ z6wdrSms*^IO!M@ox_xF<#@ITA^FnK$@dcca^n~UldkAv$GE&}9?{lY|=6gnXS!HaB zV6P=5e1x)?pb&e9iIP%|lcLCPDE4JR0MbaFwq=jey2)7J34@&?J1SH1qz`2#Gg|8{ z^WC;>KLbf-IVX|arHJa1vdPcUe^I`Z=Img%pAGZ3aKlm@=d`mfwr zJ(Gr6>*)KtZ20L-y5CuSisE+S4&}Bl%BMLm6xwz~^ZibdvXmCXI?-h1~&Vxh;l~)uAR@PhFH$bP<^$RmSQx z>37c+C#UxyA1};T=PV{qn~R5+ZYGugk(ES?P}qxs;jv6bB0Fyvr=+gWFS$OGH$~PQ0Wo(=A;{ z9(JLeuMlPvqR-7_s2lXKdh8S;GZrqv*ZDOl`wQ#rp+cpewObxuo!Yc1;SZj!!ki-Q zC>L8fbK8SLi?4S@ouFK#qbBxs`D=cDfmKzCWD(%8nkx~8$GmHI>AN&Gnc9ApNy-_X z*%ww-AL{AQD^~Rs!>O;EU3`G$HS@XQoLFP&ozE!Sq2EmCmI$`3c2V?l*;(}qEoE1NvJ3kX~B~F*43g$@egORJF0hWlGNAX^Sw1SRKX|ZJkMZk9ZCB7Y};6jbIzW zPZvy5TOjO3*uL9Ep{Z68OqV7aaY0|@xdnO6^g7#PF4Ajl&>XEw+INSu$!~pjbqZsi zWEMQxs^k9Xh+JLW9Yf7%!c&8W|bVY_d5Sba=*xbJz-g2%%cj{{@okuoQG z5C?=p_s=jlJFD3TzCpohLROZqo*a9;=$);VdbtN*^iqN9#ayy$R4h-J62D?6HZI6l z^#;l^Q;d~&2LI~K3G<9{-<~PYk>OLd>z&NQ$22X>;Wux2Ej?^-u~iQ?=zYLfKXI<4 zS~EHOlenjN@g!k^^Xz%?&b+|ozMe-%zrI~xJNotW>n_W0A?q)f-oP$?Ssz~QyHogv zTm00m3H|2UBXjhtf;?IC$(O8X>Mt>@1qs)N!kES-FQ?dYmAzp*S$nx=fW?K{=R;eO zRH*EUrU0cb$V8Ux_Q0sCVg_0VH7$bI_(n+r|#pdFV9|EpKKi%Lme)q0uR&G(d3pe7=@K|v!CGod9!dmy>g+G_t zjLvsUV0|$6cCpu7eN}!(c;9=U&gd_xUf~xiX6`9Zyx6e^a#JL?dL+1Kz1G?*?ekgv zQ=CQXTr-yA8v!*&fgxnQK2oWFVd{1a>7ST^f@48! zu+a{l!W?`gmlwa|K*KVcvZOx#v5;VzG{5%5?ibeeEbtJEE1b&wd61K#cO%}29Uiw` zzCXh^D=bX0Z}y-Ln``$%^JAk9m&XB#15GWleUJ5WPo}90U*U#bMhh~f$Y_rriRYv8 z@3ehzL}cT6M`7R>n#+6fNo#VgQd2&zd(V|fejerTOWx@eHyq07v@f*4=EksUOoCJY z?KlEs_wfB7?ghp3G)n$scCk&_N$y1^_nyYTjMhq1uHWaeh>{$ze{!!szx5?&MSrzR zFwGnFEta@xmNz=m<=n zgla;z0goU#Tbz{hwgsU=91;gYrk*NzCkIC&@Eiux4?Yn^qOc?+&;dXrfj9hLPXE85 z90F4X;8`bIId=zFJUE<&wI7LIfLsi4t4GAU8G_|MC$x>BFykL|ZkrZ3&&|CJ3x`Ah zHzde^+6M|D0Yw9=iw3q%36umBi^4*1z_i3A;83JE28zPLNeKhc2|fqwqp*n093>9c z|EC1mdX56>f(h(nD`8N;o(%^XAb|!F&=F1oDlQJ(qmWPxFt|9FFi0p8hk*bIip5}| z7!1$}76lat@MCcafB-mf4d&o;6p#S0S{!H(_KB0g0r_Sbn3E=h5(o6m=48N0fe8x; z9@rKGOnkEspe`^j=^BLw7y$s+K*EUQNI6a%pcg2|B9OoYH^)T-<6@8iV{l+QG!z5m z5&*NnoRpAYJuHa{U`}E-I5x;YAO{!=0msAuZAeVnA`Z++k_L{125;aXi@>Jf)W94_ zq;&y@+e{D)Fhx>JkiS1K00K9=Kmtn*J^`r$DBlu;t>xOvfhB`%5kjI0Esg*hY_20H z2fvUC&WR*UfIxw*e)Iwo1&2dO&%Sqn!{UIKbTfg1uqgwe9Q>L{yawa~l!1Ykky>rFGdvdyz=C%cTjHIc}R9`WQXf5mD1c0N89xx;zD=;{37j>p|+M|D$PJixs#Prv`!^JYwV z!1H5)0xF(9B~XKck^U!o0bljT4}ShizS?5M^`|;UZdW4z#4r?G{8xr0A9p8501T4} z7u(zXdGx|c{-OHJXQ##l`4`S{jshhV)HsLXtY<^!bGtB><2A^VC~L|rlWeUUueoy$dUXRkbVkstV2AX}-BGJvz8{!1NLEz+ZU3-4yyK-UCMa zc3DMXZ)(G};o?Sv7&O`djznt1(MTN?#0(ORrb2nwS%u-O(xb@|t#==6*-xmoGWBkj zgjQ)^$CMIM@0xNz9pgUfuL+{z`Q_HQQ2 z$g_pC)kCUL2L~BKkI^7f%cuFTUn&c|6C?l5ed^VjR%nTWF0?;@K8muBV(@g6ia`%4Bx!HdP$5OvG9gU^ZhxW?pk7^d66Wttn}!Z9^;O+SVe_ey8 zjq4sR3cAII8>12T;KALAb+gAU7`?)~YEG1yNf!o*nVDw!M>WL6@yk??XT0XAwjhdC zN^l)p-h<3NtXR}{?f&JD^6BAJiJEUO?`aLjeVc}zZh2HeTl@S7Qm*3Q3nBS??mFz* zjB*Utb4e^k`PvsvS|@Z~zgk05I(x(x?6KusrM^ii@1}Bh=S$fgii@fG*AwF%4l>Y|4C-1XQkzofZ$zstfN;W8U+(Y!u_pxq2VDO);YWrX4rZ#?2q5Sv9^wMv*yYe|T`$a-UuG!bzN=6bB`<(xJ>QgZavxB~p5Kvs|K` zU)kbkY9C7NYUk*;z!lqhU5WM4_c`pTK9Kfa=jkV3lhoj2ba=?)Qg2Sz$!@ncHbLd{ z*I(1EMMJd&^^UbKK}X+G2?F3siLhs`>xcWt;dB&V<(V>PVq{;@gx>4ZTb*HCoSycb z3$^m_XHXg4+nL0}#uet9YrZix^6B=5SA^8SE%q|bH&Z7wM|?XhZIW5M$zsNZisoFz zOdqjJK1)G$%oMIi^w(KsG@Ma?^Xcfwz~^t|+(P!B|H8`c;V?hX*MMy;iUv+52ytMc z5l9s3zk{Jrxc>nPHH}2W_25{HLFX(|9J})dp;?5_n-99@V2qWV9jf-h4we;2&|hc; zV_>$d$$wgQ6!KSV5u?-K)()px#8B>oLqqucrlBfHHK)!?Jt~%qzAIGrbqj$aaCrEtal$Hm)zg2(bt^K^^K5N7(5+w z`h4F(GC4ho5}8`-b?1f`b6JN3C2%9eHRj$fwQ9XJu{;G>ef}t2UgpRr{1i__l--XODN548KsQv6%PT>|y%J`vkM+YH~W7+7dU5hCzG zMklrP*&W)w{O+}aPmh>$QD+IcquLa9U7!((u<#09O^5F>Kc*d@yLiQVxalQD-1|b^ zl{fUM7ZyvWB3_a0l;3av7t;Q%i435u+x7Z)GYt)=N>+}LO;3uJKgY9AWyjs#*)ZxC zr%iUr?$48;DieqlJ|j%KqFUN2Hl38%;9yY ze(&dp9vUj&Wc9_WIGekA#D6tb8w__hS3bv=c(IsQ`ci&ZuK;8!A%~lAnB4khb{Ubt zVc>Q3LNDfgObtra{#BDoWmc=dg~W|-G8`~?RHc|*m!-&8sr9~{J$UAUcY;z&Ht z)R=#E;GU+IW|I->6%USuy4c3lsKtpn%Z7T4(Na%GFFSz!+xqhBcTyqW$V9w@y#KN+ z|JGOru!!xefr;P99uO@*Ho#CL3Zc+p zI%1p!W8obdSe=(F@>IJRYP7qCnWOQH>W(wcAE~$tP*CkT*?SE(NL})Vo&D~MK5Wm@HAmNV=(KGhTgG$mhLa7 zNz}i!v;ffL7oh}Clc(F56@Z?(UXbhlIWP3TwT@6g&Fx)dbaCz!2%1-4A;Hko?qhF8 z0X6yM4sG!$Gr1R0H&x11-?t|+T>sW0@zc$;Cye4VC-LETsk=%TmvkdkiW&`hhTmi% z%WE(W6rH*Stuy&EUR_~F+X}Ak>G)J#Sw7pzmB4Mx!gpD*8QFe!et&xZ>k50bkaVZ! z1i!O6!Xu&`#+14oPbHSltzGsPt=biJJ1hMhgv&6RHAL>+CBPZ=flc2SdVh&i)iX9) zJL$A<=o1whT%d@r&Vg0bAq3O>6Aq&Kmwb=v`V(A4UY3rbUyVWvZ6Bh8XNB%U z8#}eyXKCg;3H(f4shtyaw3km=a$kwf!9LshBJZdh3l-hejkXhYp)6|qT$0zwiq+>s z7dFb@-D-OD=m6K!>3e@!obC43KiM$I-_(<+jw*p%Zg<0g@akFns}r^v!jUr@k9K!c z?V^p5C7MoMioFOGF>0JmDsgO^Kq0~=C?i9JAGsON$m&B?ZM89%ecuJFazFOUr0z`_ zsi3hhrT-EuG(O+{9Kr5T^9Vn*chRE!NS0hzsrg-grhV$e)_e|hN3)P(H@%ODL+6x@ zGprNc4fmrMjkg`VuV3l5n|C>)Xj20L&9Zn(YSPZ zCY9U5OH6Pdtdw*0J(hf*j#KHftV;7&cl!6j{I_->62Lfr5pW$G9XSup;u_00*@Lk#Kdrn&ec$f% z#ojmMZZVIznaY#3teaBAGpi>PkR_H=KmMrK89kSNQ`Gx(ZFM8;dUA8Lebkv2r_5Ti zY-uuuNB4_#6!vis4i)Gfsu-t`IalLO|J3$YXht>9Tr||?5W9$6U$GJstJ{EJKIYDe z7>;KdOHVuX3ht$|h3+CVl;C_c|LASn5iNoHL>A;w38sgQnn{UQ`cr)2Fw-kj^aCX0 z&^?AyXYxj=uW-#BJD9wBcG_K3OT963*Q0Xv#xA4J-^eZ=(@+1CKY;Q6(@vKE;j@$1 z(9!wDXSdx~2UyIcsQVudIB99fZ@xMJf`xf|TH6A_`)DZ4*2B%s8gR8hVV-z`lZPGf z%+=c45ef^y6Fi_W4|l+WMmz~z5giG5;MyJth6nyT`QjlkZ@?7?^Tzw)-J!5e&lk+y z31}bzjGzm}i9=!502q$|9s(KQA#(%#gczU&04)FMCj@+BKmCLNiu{Y8@bBlCU;TuD znk7vgZ23R&6GFfH3IE{hwv*65_yhDe z8lXitgE@YFd$+9`YO5Mt4AA6%s|Y>-f^mLQvkl|;S-90wgDyh!&tM@@PbUCj z+~krna(e|gCwCuUMSkbRcEeA>!v~0y0j77{$!;^0h}6-KP@>I`6Ms^J-p+9a;2S!k zlZU$^_$}fgMM)&!mV=8Uu}B~~0f{mdg1|^MfGDCvfJxx#>OpjMvVr=d#4utA5vU`P z=;tPj)`Gz&Cu`TY1{qLv5^WT>w4*y$7Lf?DQkx?ICc$q=Ep^ z4c~u2a0mvFMtkUwGBA`1{6XEnmm$z-ae#Bbl_3Dv?hwF+t?S_dZY-p0J*NQDc?Z}>youHX UBI$KS0AK$~K=}EUw3H$L3+qt~+5i9m literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/qnn_sim.pdf b/Compaqt/Plots/qnn_sim.pdf new file mode 100644 index 0000000000000000000000000000000000000000..bb39835394a9bc664b8cafe40ced43916728d7a0 GIT binary patch literal 12069 zcmb_?2{=^W8*oAxQV1!_6%t|gVQks6%aBm2F~$~S8xksOB~teE(?Tj*iO3e&MNx?q zEs~|Ol&p#G+>wfW|Htz^-#pKmbMJf4Iq!Pj_dWN%Qag0?R0yd}rjy+~oFH{|1eN9h4^;YVg04S(y9J$0r$V^7 zNqQbMI)t6O-a)3*sopdQ58on?JG?z87F0U48{pB=1M5@$=@8Pu9pKdZ)ocIi4In!R zY2i$EaG^Otgt_U~X7;XB3LR2pEdGZa^xq6<(r6xZ9|(<_qd*%_L!|)#aqixP>fl1w z^6&>Vz$5S|9E2sHU}QVU-eBMy>j)%?>f_<-O#!linf)ybSUi6T0$y}pa(XUqfL92q z=LUqKL#22)0NEK+X-;%!2t6lIK(Y_rn@V;^_@`D|nOMBmUt8LA=d6VA`YDR~X`{PF zJGpn0y>@c9h_ZVLJGpP+3NI`3kZg|&HTMe6u*`3{HP{+B@^mETZPQV?J3X_h7hWFh z?YUoYdywn(P|w7g{3sQpF_j~ylLoRx*m$N7@YQ{I;5xYBGvC1A=xi{fPu>3{ns~V(du{e%oo~BV#0u1{oLmv6c-jQ-&t*YxOv%mLd7Mye+mZTi zn-^HvY%*4sJ_rkH1SM?$sorC>C5ASSrGz zH!4w~$2)Y_A?f6!YD;@l^2ykZ$o{FEUDDOvc7_Jj+FRqQSCpb@XJbO8*^|41%DFZ_ zk}>t}86Hc$e2{6Yv5{HP!2z;bw1>;-3Tc0Ag>I=~v`n9**Wn-a0xK*&@&X#XW*w9d7*ciwjEI$cz*v8sF@4Jp87v>;p8W&6(jM z|6|S15LLZvFAai6&15$WjWvYZ&0OGeeem{^8_jae{-rfSFA*gtAF)oDg*@nJ-^|+= zNk8GzvB!_UFf*RrrSsFfS1%DR?sgWVE8eFBkRYb@Qw4lCSOcNsnd_a-AJcEr3`fz0 zqr6{pHNQ-|i@kP2qRp&Tr!p{xke9WoY>dS3B_S{KLD^|da@+Wt13$*6$v%Y@12bP8 zM=q8Y=Jz&?R(|?61Kz5Vg092uF+*pK$=uIUu3zp$Qb3F7~D(ErmfDWVoorFO=M zw-Vyg9#7TUzG60bB=32DXvfjr4Jq`nb(99A&Mx|w#N)L!38%)LDQ4mFdp^=Pm|6&( zjw*JvyVO9&JohL$S6FUIj(zbZeQJG4+Q?1E<9Bvq(cy|Iyc_n*9`s%_I(kiM;C0*? zw_W7s^BXd9QH`T3+8YR}1#2$FN%F8djrT>(GLut8gfS$j~tGdm?mG?c`*(O)7 zF)z7GjF?ebF{~Ww+A{E@+ApRp{H@Q?FwXTkQx2CiKXH$}O*xlqGZ7|9E!lk{TF95Z zvUDtn7M0wf`DvmqP)M|YgpK@a7JVx(*t}^t zlv#F$#&*~;L+n1m{lib| z+|7t2J-LYX+6Q7%-TtoA8&|3cx>Q6P>v2mmdzH2JHU-4X9Df^(b2k-}GFX$&TD-e5 z2FZ!h4>ouAIW&1xl>#^FOTk(9V*b+u>mC3a5@A4M|r9IIqM-*{Fik4p`u_ombu zjIh~gSM{BOueLqt(Yx0*Y6uU7-K4Sa*Xgo!2_{G?dI_3{R6lLB_9<@OLF#@`d^|pW z?|5>2X8Bg})N0!bw6>W|kHa-h4$E7qE3h})9-vI0>v0@(Eh^nQHagNM8U0$=&&u%X zLn8MeHJ%via7SgcTg8X9BX86~W6vsVQu+T`-PE=Ek$SF z9DOY<)qhgBT|n10smR#ILi7wSKKy9^uxHNsZz^t0j*jna(~~1VCiFJ*+YhD(wKwY7 z*+^G^3U^d4=rbn@vJp(KU%VlArBlJ5yKVD@-D5o4N}4Z;w%`>w6zRJzQ)O_J>pzY@ z3!IL|ymK|Sb0ggd6jR-+v$L;{ZF}Syy;bVF{>x)nZ|Onjnx2-rt}`=l zPO%uBzU?eN^6n0;RbhXLg|e=_gQ@pTm#Cel<2%+pFRU!(T082dt1aUb`{L8S$|sx$ zlH3IR4X0Q|FL!P>;Lq#Zt&WmT z@)0+myuR^{cxyJorGcJmC=+2v2Q?N{o&;*Jok` za#-@4gr}(94SC0*x3`(k$?Pybl8=>a<_X!(g-*EhLF(3}+aYC9T3=~hpTjDk8`>o3 zNx+&D^exSNwNRjndE+#zM=Kd%Fq3rmSMUJ=dodchVQbVx;DOxB2^GWoo z-=@PiRqHM*_c@q6xhav-{@m~vJB@z-0e7stY1hK@00Zxr%M61?d z1h`AjhW~3iMB3R|^26hRHYrQCBobYNI{fHN;YTAoUayGyg1xtQt6mLK*ln9~=tObU zDJk{*j^sh{d^@^Aj*`gsZ=9I(vO1ZMuRl$j&`OG6J7YSW##wQgIP(D+{ID&1_5Js1 z7|m?S9vQ6~nz_(9UQHfyZ!CXi#*T|N6>rT4KaXQrT|J_&a8iW7bL6pVx$9T0{G_o$ z=Sza+turxBl6+Wx6e7sgo4=rS?SDlg#K6oho%Rlc_C9#`0D*Gz+19 z(+SZnL3CExEZnz*Z_PV%n>no`5Alu>r}Za#TiwKuDbrfNMSc{+R%3Xd>^CCrPfPx= z{oQLDU!L0{h4-J(L&OqWJ&p4|AE_HPo1wq9ee7G}&7Q9D(L{5&nESR~PE{2~{roAJ zfONU+4d+Vqun);=d0NLS>zFtE^e$P8yLMnxp7o~x?%C^{I_c)4R?5<9JXB3=t>mk4 z8#><#(ow9ec<8I5W3Hby{Bj?Rc;;W+hV4stUt(9l=i=q)6oXs1D@@D{PBNpoihKE| zG{pDDmt50M(e9mXd&C_Fvcf0de*1vuArZ zS(s0dG8OE#>`rWKO5+(;OFO`8lT-SYD0ex<=K-5o#C;ZQ8WZKP0j4msCsCZwl*?C` z+cu-({sH^SF59Q7r#fgq^c<<1!&jen(CSzpd; z8_lCawK>)RzDDF7xo$DQBzX{Si-%My>t#MW~<6O7R7eRu<8>nWNKRjY4~UT_=L!vHIJwFq%I*r_|?F2BuHH3lTSV5DTmlu zW-T>25QtZ1o8ym<&7N9|3EJPwJs8f)nSV%6j5TrdUVdvfLrTYv(;B7kz2)mWSl4(; zAAQwqnVR(cpi8X5PMMAj-b1t8PMgnU9(qbSKh8<{A)&eimCHUPU=}z(ET&)wYDYGX ziT9YmW<-zUDum3jJsJ%|1?NenhMsT=J`1_8t%d}2a#A9NbVO2_ zVjJEWGOv(&El|G%Jj6L~eWBBzS&Jv4~LT z5~M9RkH;-caF!HR(poD8L1Q_##+6T#JQ15NJWO1*qR?rz^uK7a%T0SRc%=m*(Tz3o zW`Wps#xI0Q1W$LX#v4-6g|md!PaFt-$(cXH4JEGf%Jr^0ggRXR?Xg3C|3RXa%0||8 zx?9fH@9fK2c|*mbD&;_=>t_nJ`~Gv4Rn;4x*b%cFye>!kTKdX*8aE}5ns-k6*(4m^ z&P_$Uyy+wC_U@5;<$7to|85O(k4Hjg(iYpR2cY(0HtAD`6K`zwJnuI4)Ck4R@>7fN zY5Dp?>H0%yzX-md<(|Q)#*)_c|zuJBFar{0^Q5`awy$2L*+k}+g#A9o_ul_jpq;P+7ahUPY3#wY&)d!78*G*F!8w6+xUkwKk^a@0;IozU7N3YCcR<2rp-XF(`QHqr zcY9wQd@`x+Il6DO%)XQOUt~!ABN6t;pDa2i2`cGDMfEcowH-Ixj%@w1lk8$+)WA`2 zzSvQNqr-yu>W11jF@*Bi61*-uCqyqa8?_yUr&!Qj4R#S5tjhxivYZ5>jIPdp*Pk5Q z^i)8XB#TdplR^3>NZDAtQ4UI~;y!fjBh7&zC98{!&z2f*MtnUS*|ToE^F>mwHZIwj zc!U!xdwrwGb0fkzPg%aAOC6QisnzauW~<|(IlH0ejQwr-kaz8x^;{2A_@Xv(8Jet` zz3qMa;@+r@>Xl!$*Tu$h_uyx(e}3~>eaGUobS%x|LD$~YEN*5V;ka`p5_Z-(3cNfn zcukY0a$EV};)1<18}lTJxHQHhtGv#UV$#YEcwT8jew4O&xrB(8oB1vBHM-Ho@Cy>1 zz^nUNj%*%NH&3W|Q?`1o6z#rrr`jG7juaUhwo-f51unT`c3vUhlTe&{w(p2J|K&3I z#e+{Qr$(=mMuyfTT=;Uc>)2XBemRP#{iZ$2H0c zl`ZT&gR|+HGId>74RBH67W%%5vK5)1HK3ldwB+ z=&ALVB`RUj1`~UAJ8aPdGdidop)n2*-Oa4wkvUoI51RHLYaB@Hy^*t%8w=|%pfv-xrHx_aFEzoS1Mi!=E8pAnZMgQ+gJR0pua^%WtQa24^gw~)jskp@9pF>90RrHuN<&4{kksiNMp%;Zn!ZqvOt?)18Lp%MRIQ~}n&@$&=y zoRo?~c1pQ3To#V^4oNq8r?+IW59K%+H8&G)Unotoai;&rSCSFlRAXvp`d}CKvpA8T zBg@`)*F%?eDfS$%dG}eETbv6Jn)&f<@T1QczM?(b6?}iu-TK5>(`?mfU^x>DZepl{|6bQ%`>A1 zEmE(qRCezc8<)z_dUJZAu)$azVvbNVvqFR9CRfC zm2t~Wu+Z2=S;1)|ZWeKnV5O$Vl-G*&dSUt_d}arN&(ruQY7v$pg`sI`3I~|a^NWcK z<$o>6N{Z37QMU{rS*@vmcl>5egLua!x#3U)*<<26qRwuJm8a4Qf?pF>-@Th?aU~`@ z>N4u|Se_fd=)Uybn|$N8g;mKSJ3bVN)Lm&Uev=;c;AjRDnqvuWmYd^X0pAM^mPi9} z|MO48VJMjPdZ-=JkDV@Coz=dM*^5p}P_ec2Yd9WZdG8B-GB5EJuVVK>YD5)B{SDp$ z(lPza5-af+Ln)X$1$ZZxI?|Pj?u>4)`p|8aSFUl^PUh#_`B*1%TGX0fB2A|pQ(e`! zA?e9rw&U(2NiOB5{linYw#wI9vywJ;Dh-?*Pdg-kch!l~l%$gg5vxdnBbr|?Z9jE* zY`vv5^mIVjz%x2>M{KZP$SZv=VxXL#x!8B?7BpYqtBtxHnjungXNlEC^zUycnsYAA zyo^>XQF^<#9c_z3rfN+AxzDb;mlr=|Er66)S^uTDFR$LfzOwJf^Yl8%IJhehFGaOsq zt6Fxw$a$#jmNuJj$aFX4sjAxSC80FUe(}D3GPm=;t)Befr=MyM4zS*n zP<^`u+sjV07QRcsgG4JB#ibKy_MWG!tes69@v^Miz?1T}Gk!0rOXH(5Pt4U2Y0c4; zy-<5Ula+3lxk2NsNokg@Mbp)R8zwB$*qBjY;mmW-1Db8OxW@~;@jSdDRb*fZ0+*X^ zVbBZTVByV)+~8pFWt@LTLoyoaZDqZ&=U4r@KjYGUn+fRG+EDg^RdB;DDY3JMk+LDd8Jcku()J}&;?kLpLIA&^uTCudN30j8NkN+?h* z0U^yHkg_8!Afh6KBtuAhP;&v+p@I$%AzeTR;0GY28-#R+kTie^LZfjABv>A>0O~$` z!95W|9t0m#e^r|N<^s4(q@Ihn4;|(dNCgRtLTj#ULmrL7pdoo2I6a~j!D}5f21E={ zzX1=?q54p~T|DU?-VhqLHc)c{gH6bEZ@>#E`A|Rs8sSj%=L$?UCjY_&e;h=blHCFG z|A-xdwD7g3Gb&=>x){LvTzSl#mUg)~(4B!k<_cc`{qx_E|2BF}9|~MzLc{>JwaK3P zb3z5|!F0n<TU(Y|1k2G0FlHCYFc_*_QBA`(JKN{lybsa3oL2y8uIB-Hz!YV-oECE5pqkxT~ zAdDg&!V*!8h6i-Q&*AY{0(!2;D#GLcS3}G{$AYnNgV&gEcq|&&H!J`p9B5!6q7tMC zKBg1EZo>oQig3eYAPfE5B?4wuiqPOc&!GtO47`e1kbBpzuJ4fL7QBmS{vJpcB|G zKw$a1&D+F$4+{n89l_|~>%SU9*K^O|F~1vZ7qC|0{!cB;-)DVO;GKbQA;F;n2$6AR z4grVHxUzs4g$Cd$83LMR!0aImoVfuQ6#_~ISMyKhyI=(xu$Q^%9&lh}ECfeD5JDK&zrrKnlyU0~HWPe>03i!l zI|IfDh!AiHb9W%F03FR;Gomc^7mIXYP;>CP&H&kDWBkwa1)&8ELO+NqnqZCjX!^S{6G&;ozeF21rZLQHF9x)^AcdeFuNf9&e1VfdHQEA z?l0U(ZBR8yck!UwSvrF67lz@IwDXY z>L7rB`t<|u9S;n}5&8{-^D_7c(SE_uC?)XaU@?q906JVWjzIi(t|D+3i^nM~g#$Lr z1?zzu!s59o6c*kO3&(+T_hPb7}JW)vFx4_*`zj<<`}BccfZ%vHh@!RAqR&~lwNEvC_E0h_{HNCVP^yXe%l`kuk?>y zp$I70A1@q7z<^M`7)HSVJ5CACq!-RrM1y>MF$@F3;$qkm`cNc-bZF5yCG@|%DPdv9 z0snsUhDH(L2s00(dy`$y literal 0 HcmV?d00001 diff --git a/Compaqt/README.md b/Compaqt/README.md new file mode 100644 index 0000000..7a859b1 --- /dev/null +++ b/Compaqt/README.md @@ -0,0 +1,83 @@ +

+ +

+ +Team: Mykola Maksymenko, Richard Givhan, Sourav Sen Choudhury, Jackson Wu + +## Project description + +[Check presentation slides here](compaqt_presentation.pdf) + + Financial institutions, like JPMorgan Chase and HSBC, have been some of the most aggressive adopters of quantum technology to date. It's not hard to see why. + + With $90T+ AUM globally, the inefficiencies (2-3%) of classical approaches to portfolio optimization lead to annual costs of **$1.8T+**. Quantum algorithms can [outperform](https://arxiv.org/abs/2012.03819) their classical counterparts to reduce these costs by orders of magnitude-- theoretically. Quantum hardware constraints render these approaches infeasible for the forseeable future. Xanadu estimates that, for a quantum system to perform derivatives pricing on an industry-scale problem, it would need 7.5k qubits, it would need to be 100x faster than today's systems and, worst of all, it would need **46 Million gates**. Of these gates, most originate from the application of **Quantum Amplitude Estimation (QAE)**. At **Compaqt**, we figured that if we could replace QAE with a more efficient circuit, then we could reach our financially efficient future, sooner. + +Compaqt is building QNNs with considerably shorter gate sequences to replace circuitous algorithms like QAE. We do this via Quantum Knowledge Distillation and have so far achieved **10x size reduction** in gates. + +## Technology approach + +Knowledge Distillation is an elegant and surprisingly powerful concept originating from classical deep learning to compress large neural networks architectures. If you train a small **student** network to mimic output of a larger **teacher** network, it will asymptotically approach the performance of the teacher network. In other words, the student becomes the master! + +

+ + +

+ + +We apply this same concept to reduce the size of the Quantum Amplitude Estimation circuit. We feed the QAE circuit and a small 7-parameter QNN the same random input mapped to highly entangled quantum states, we then match the ouput distributions of the two networks, calculate the loss between the two and, using a Quantum Natural Gradient Optimizer, update the parameters of our student QNN. In this way, the student QNN progressively approximates the ouput of the unwieldy Quantum Amplitude Estimation (QAE) circuit. In fact, we managed to reduce the size of the QAE circuit by a **factor of 10**. + +From **this**: +![qae](Plots/pics_png/qae-circuit.png) +To **this**! +![qnn](Plots/pics_png/qnn-circuit.png) + +**CompaQt** QNN captures well the main features of the underlying distribution of large QAE circuit which can be well observed in the histograms below. While it clearly showcases the superior performance running on the QPU hardware. Here unlike the deep QAE circuit the two dominant peaks in the distribution well survive the effects of noise. + +![qae](Plots/pics_png/distributions_pic.png) + +## Business application + +Please see [ our slides ](compaqt_presentation.pdf) for a better understanding of our value proposition! + +As mentioned up top, first-movers in quantum (JPMorgan Chase, HSBC, MUFG, etc.) swallow hundreds of billions (**$1.8T accross the industry**) in cost every year to the inefficiencies of classical financial optimization methods. We aim to reduce the size of the relevant quantum optimization approaches (Quantum Amplitude Estimation) to derivatives pricing so that these institutions may sooner adopt more efficient quantum methods. To do this, we will develop a model compression system that also reduces the number of logical qubits needed, as well as the number of gates. + +We will initially tackle smaller-qubit (~100-200 qubit) optimization problems to gain industry traction, operating too within the chemical simulation industry, where there are useful problems at around 200 qubits, such as the simulation of penicillin (256). + +## Qiskit Runtime usage description + +Qiskit Runtime is a containerized execution environment that automates the process of setting up a quantum algorithm (circuit), running it multiple times (shots), and interpreting the results. Qiskit Runtime greatly simplifies this process by having the IBM quantum-classical hybrid cloud handle much of the work using its software architecture and containers, and according to IBM, this has created a 100x speedup in iterative circuit execution workloads. + +There are currently two **primitives** implemented in Qiskit Runtime. Primitives are predefined programs that provide a simplified interface for defining near-term quantum-classical workloads. One is **Sampler**, which takes user circuits as an input and generates an error-mitigated readout of quasiprobabilities. This provides users a way to better evaluate shot results using error mitigation and enables them to more efficiently evaluate the possibility of multiple relevant data points in the context of destructive interference. The other is **Estimator**, which allows users to efficiently calculate and interpret expectation values of quantum operators required for many algorithms. In our project, we used Sampler. + +To use Sampler, we have to first instantiate `QiskitRuntimeService`: +``` +from qiskit_ibm_runtime import QiskitRuntimeService, Sampler + +# Save credentials on disk for an IBM Quantum/Cloud account +# QiskitRuntimeService.save_account(channel="ibm_quantum", token="MY_IBM_QUANTUM_TOKEN") +# QiskitRuntimeService.save_account(channel="ibm_cloud", token="MY_IBM_CLOUD_API_KEY", instance="MY_IBM_CLOUD_CRN") +# +# Once account is saved on disk, service can be instantiated without any arguments +# service = QiskitRuntimeService() + +# Enable an account just for the current session +service = QiskitRuntimeService(channel="ibm_quantum", token="MY_IBM_QUANTUM_TOKEN") + +``` +After we defined our `student_network` circuit +``` +qc3 = QuantumCircuit(3) +qc=qc3.compose(student_network) +qc.assign_parameters(weights, inplace=True) +``` +we called Sampler to run the job on the 5-qubit `ibmq_belem` chip, and we plotted the quasiprobabilities from the returned result: +``` +with Sampler(circuits=qc, service=service, options={ "backend": "ibmq_belem" }) as sampler: + # pass indices of circuits + result = sampler(circuits=[0], shots=8192), + print(result) + +plot_histogram(result.quasi_dists) +``` +The `circuits` argument above takes in a list of user-defined circuits. The list can be the order in which each circuit is defined (e.g. for the single circuit here, it is simply the index 0), or it can consist of names given to the defined circuits. Note that the `backend` option is required as we ran on IBM Quantum. However, if running on IBM Cloud, backend can be left unspecified, in which case the least busy backend is used. + diff --git a/Compaqt/compaqt-center.png b/Compaqt/compaqt-center.png new file mode 100644 index 0000000000000000000000000000000000000000..d7a18804d673574cc97bd14f5fd1c7ae92ad94ee GIT binary patch literal 67375 zcmV*2KzF~1P)Px#1ZP1_K>z@;j|==^1poj532;bRa{vGqB>(^xB>_oNB=7(L|D{PpK~#8N?A-~x zbyry*{)1?3(K^(zTB}71b+%QcA|O)15I~a1OhWPok^mV=LdZnYj6ep$JQE-x3}Frk zgh44W6;WF$qT6&+UK16=KemP`+4vCzW1K9&)#c2 z!|(Y$&$`p+D=hZ0kA3W8ABQx)X!Ykl_OXwB?Bfu|zOi57Z~o?Q7JvAMf4KO6|L^~; z{$+Fcz2E!2#m7GOvBls0-QTVLWgnZs-~R32F8I_D@?RFOdChAUzyJHczxb~2`mV(nebKOQ{k32F zwZ$u6`O3v7Kl#b}_kQpPe{gZ9JKbsZzk3tb&PPA`(Zz55)^9ET*+2VdMeZ#l{HK5V zr;C65kNNNr1@g3h$|Jj7#;IIGsuNVK|AN+&Wzua;0XMgr*i|0T8 z`Sr85kN)+){?}R0`p^IT&lmssKmX^&mwxG&F24NBzkKzt+YQhEwXc2c;tg+j!{Rfa z`OM<(cfWh@e*N$N{lC|?=9hlym+GJWNB`&_t^Q|zBpdsWfBfT%x4!kQi@*4bzo?Da zJ??Rj#XtOq|8VucdmBE_FaF{$*5CiH|MkBXce~r&7XRd*{FD0cZD72H46q0Pyyrb{ z@mGKKSBpRSlRv4A!N2$y|6=vO-MH4~I@Q3T~8S;Pium08ItG?>1>c6+)B`~=NhbD@3 z6H3A2^bmgaSATW&FWnGrhRDp~{Q9r|`uh7ec(~`Cci!TvtFEdSbQdhT*f^vbY>|Ap z77jJ%0edcQeB&GI&;Cb$^hfnVDS_Yp-QQhYef8Cg7rfvFi+8-^9jkv$hfNR=9N83j z252|%d^y(A_?B<^meqHQ#XtS0|Fre_am=zpc<+1PTi^eZaIdXlk@5{U+_3uBGO%{9 zz4qG0MHgMP_>JHAjn%&%4EOi)%P+6L1Q31rm;dr#?gSU^Szo}^g!L*g0=CBAhhSaG zyaYu*`?Eh=XO8PeY}mi}i@$gj}&?SJCQvjAJP#itY|4V zRvsQ>?1B8`PyS?0OO%2|{g$`9rC!t`n7&2A$uJ&nY+uy+s#m?Lemzmqmwnln)t<2n z9uSX=ntJeqAH4YLum0-Q|Ln%+KKHpgqO_^q2L?y<+y+M4d-C3X=7A4U!GY)x808=R(I4%+x4{8g*PfZIE#=z3`J2DFUJu{+jo-L9^2j4w z*V&ENdZ zI&*2mO*h?CN1@XVta>{_Vg0 zx1D=;2-Xzplbqa5a9>4{)+p!P$Cq<5oE4*QGcfk427%E*4RpP}jqSB; zte^hrpU$Gp1OYN7#Y}72`fNJfZ~CTh+Mz`r``E|UhNTq#+kg9S_5A>!;okSYcl~`6 zfBeUPyyNIyqxIDXfs^}|OF8&?L5{u8#-un3dxVp)hJXCWf4mNm#)3_G+uPn&uNO9` zt47lXpVz%fc|L4W_?&%)9;~ZyJ&$_Sqk0(!nHn0*Gxa+t#b(gFW9%7HUeXIoS>5nd zz72Qz+~+=b@u3fWs8*0DJfwm#5-nQ%Ai{9-+JNuHVS?z@hq2+?;B!dxY(SA&oNkSU zYh^^y1|C*!gu4zf7#2Na*mrG=H!c?ZY+t4(y0v(G9d_7ZSv7oc8dTu}SGe1)o zwx#mT3^Ra%Vr++u3Wvr)gV*`7AN#SQ#XlK<``71i+Ms|Lu8Sk`8qLjY|G8d!f`cmw zPFH|tUp)HJkM0a|>}A(seayYy8NaXm%C8(Wf-z)vKm5Z#+?lysPrvXBzfji#Jgctt za?35Z>|`+ROJ4@FE(k!`;eYq<{$0HX`=Fkth7}-iZDtue#@-8u&2#wShqp%WU649R z!GLG6Kyw}#!)Y;#{JLlnu%Q?!#@6>D*S7Q*EN0OvkKgAJb0OkzyOCL4V1&;qsZ+cU00A-lgg$Q>nTsOzySy|U9Me-70WYiW= zj)Irw{bke?enn&gmIplG0j+z+bY=bYuQ~VAT+=(ZiSW_>14QPQti;6rS z`N&7s-^W0YdA6QuPH?o3bg)aIz9W!*<};sJf8Pd%5(G6(aN1Y}f#bs-_OQuzY%XAE ztfe-`oGiWUgUCgi;p>Paj@Tv95}he(DmI~Ea9dL%1XKX0kxDV;fZyA;=!J8`#nI*B z;>g*CBygL80#}HR(0MYe+~*|9^n4jYDeO?KWm}<6Ku!oa<+kFgfXL@fiQM)g>?hQM z42O-_#JZIk+Bb|KBi$#|kd3x61+q-aC3LmSlcDdbJ+X0$sxr5dw!}4XMhtl$W$4Q+7E7)C?}^%zb;si3TC8cc;cL5+nhj)P|Scjh3LMm(!LEq zmw49bAx0YSImVC?25@R^5!POTHI8y*@F-KZg%(&R?0rf*Q857s)zlaR$jG4v-P7E9 zi(o_X8MWMHpobvKPNg@=hJ=KXo*Df)D2xdqNZhs7}k_}oyOQ|-^GrK}sC?HOmBQTHJn zee}^=o9eCu0tWZt+;h*ZC7E+UCWVs@6vR597#NC~eUQ}$pywE^TnG>;$51FbPtn1- zK;Mipjsc?S$3On@buh!oD^#~32wXr>xD;fFvSyI!r}PfBp;%prJ$6e2x{RlLs zJ=-TX$pL5OKFXNwFLt2szIS1EV-LaT<;v4ySkMfz4b+w$km>RKjI4ADU!1z|8K$64 zVd$F@GmB9g_wtv&yk2}=8d-}`sujS|Q9Q)3@HP18ibGR$sfl8^Z=(C0`xoZ@= zbx9ZlI4b=PHnaMGP35^AD)9M+9FPsApeJZx#Jld78VZB&zFIS-Hgzr-mS9}0J=9nH z%y7roUw{4LSAOMJ>R_QnpvAekmyENzOrN%$qeG!k#C1_945WRfFQ#p_jL#FAtz@o*SKr0j1i$E@$67YC#VJrvR)&>S1Ey}?A{9_em$;Mtc7wxkGg~h$j zqLPhe-iwDWa_2RhH-?e7S%E=i+;Y61h3ST(oth8Hroow6SW+qqlQufVL*a#8r}uvN z!ykUob#exbsfb%@rU*F)IL4sk4#vLEvDi$SO2EeP85xL8fDzI4YR#oO#4a$#oE~b8 zG3e^c;2hO#+y_lWK7ZHGlJi+(fSPn~Hvs{F;KMcB6U`1@UF3o!Yt|kT`A-GI6uLUS zUthr!*om%47|@-eCWYI#2jgJQeiFF(e2U!7fQRadgH{N(Ck0qJKoiN**bf1Y_nQLG z#F|Jk^qeNUA|MNc(Yn^Uz}3B;qQ={0v3XfDCPLa2;NiaWo$su9I_Y9~IO~Fi$^!yr zLukN?AuZ2q-y@+2SXcBjwaFJ>?$#hyU;&>PX#vw}wm1(K+t8<7(v@Yok*m~r}F~=NJ7hIsb{Iw8OaTs+&$ww3_ruEx=Py6;OO*A?mb)8-s{AJ^;Nd9FJ4hSVb>TlERXQ*`8+mr@_t0HHlQeNVA5?wsRXGWdrOFi2QSdJi$O1f8sj&XsOb0FR=i!d~4FovE0n02{ww< zJjMeGvw>^UHXYmADG(say47mz9dp4#-Ei0L6q%iW{`rdwF1TQ@@DgByKjtxysc)2v z7O`|86m}r~eq9I?1R?%@TOdkj?152GpzH!i6^g_ZKVvKOQ^4^*`>U03|?#x{V0IP(WO}X#;A)U_l0WPQKVyz}OkHdPaPAaTctd>$>M2c!fOZjqpsc3USgcvu8iOj>Xj4jU z8lq)})TR|hk|f3%atw~1yi@IhSb{U3qDbn4Ok4!W(BsTENpl^l5bUULp^R|p)H*3$ z@M>~8a#7FhW|N}qf_23XH}_kSL1;NZIWW3i3w>^gHl;ZX!ltgF4>mfw$tD~s1ebtf zvG=54Dn-M9XvC=E08vJqYTE!hBgsO2){{>@d6M&|KtK&{>nMpFaDZf>0VKQ}`nH29 zk!9IeDY9Jwfi>d!Z^LjgwrP%QkflBQ+0S16ZBa+w#y1QBJ?S{lfTum}X_MCXTAHe2 zOfmF|F;`mGt-wepjt!3>a?FHUn(q<3(d< z!YJU1LHz`6IAtM=?o*rv`b5Fj`{R0ZH@CDJ)rNALD+=~G7((?2_eAk~6MS+T7@R0N^$(*~4x9_IYYS^HLA5|JmVR))Nknd+t_HYxdW(N#D{t} z5BQF0M+T}7KA+)YqF08nORn7oGHk(S>OK;jP;0dnI%QJveNJ)UoSM3d=hcW_) zoWYktmY|m=MfRd>9vsjrxio+Rghnn=0(HqykxtsJ*vBa80VpXoeBb-tS7!@A(V^hn z_HaZ2^zD=~q5#_76eAhH*qDtiszKGvA-@wbyH8%fZ;@C;n$$#8lvpW?QERzp&UkUS zB9E~U$&(VNw{xD7pHDQY7EgM`bXUeJ(Kg^+X5MxtOjIb z@kj|21?TQGsFda;YoAa;@jjuOKyfiWOM&cXu(X=%&xxaH~Y4#vC0qiB6vwi!*nhla>&%u3ZK70Fs6G(Ny98S0fnSp|9 zPS7_6J~MTX<6wP`R4Q?jvG*Y@`mqHKhA9k`Qp{;ih+HRdhHe_er=hHix0g1CW+qW- zpM3*&91;K zz<#lJWM#5R4S-XxUtf!;-u*>I&T*f+pfS`lMkxvy*`O4xU5yjq;e^b9p{MaJ!Ang6 z+C!w;XG}!}(p839RlVzHIfd81{`K`2gTzRN&kQ!cQ2;|mM}!_!Dgc8V2=pN%T2i7a@>7SBMWwDsbR=qzWEQ>CWk}E# zqT;UJiK!4o1S9A<$U;)0do?76Yt#EL6}tJ|XM2HCX=o2|?wqUOOl@F_>MOw7cMXEC zbvr)H0%H&CNRvusGweanKE5}_b@na<|IHX|%fY-pVxQ-q1EPQPT>^BPjxoH9CPTtu zSX8H}M6E=1Aj*K)B`iw8!GEXBn?qM7SSgw*bkk+ad{R?k8H2jb*n8RqMQs{FqRRm5Oax2fhgwaco19?~R7p5!_jMoTfVLArs2Nx%o=+D=oC>y%phbWqU zk-@mOxn=^TKwkuggI#jZ-S4&_!)M`m)gJ|Q@z02=)lnF2hF2YJDC<@;!bTXHMh=cz zOTE|jkibJ7i?NUQZ>zC)F(L>*C{oGMg8Q(l!;D;xp_iJX0Pu~X;l5PI&BUo%7*cK5 z*tN+R9JGQz-RS1Sa(F?IQsUK`Qc4EUb%BS93UqZMXK|7u6@_Zk>;*J zMguL&cror>dtnG(BhV5G#a#xl4cLNU#60&l=`IzC3>#?3`^H&V*X|p~gAX4H5_2IC z5m4F}nmFSl6k|A7nkWJ|Ygug!>)U5Z4Inr!&0ib`c7RjN&7#`SDZO;lf~RNf6hm=X zyeLB}!YBnF#E0X}J$y!HOhh>b9w1Nb!8*~U8Qr)ZbcX-8uyZ1r($Ma0CbnXr%u8h4 zdAjYmZe72?iJ+1{=qp8%c8z_IKCs*@Kt^&aThUgZ~eFxcf#!pBg=v1lu925Yd;S zc-b2Fs>>#gL6Wf-Y4Dgfj?^oKE94wx19)H+_#s1M11rd^LvgaL5RLolqR2$rqD8a> zimgu*Z6k;%Wo4e9o`+3rgc5L=J$gxcFFHlFrNVu%{!kAbqp==y(?;Mq#?IDzGh$s3 z(b^-Vk5c#2u&+2BhMxX@EIlV^3*GJ|DU&hq{_d&Igb!~<^)g_4U>)n8GaoAhcAeH} zsR+IcvmIVyPI{Ofpb)C%+X82kM++!K2Obz`r0;j*kgMGf~iP~?8hP$V`Kwk zIl^s+A{A;yj3{eD9k2uh z6&y%c_DwRXh^;na&2}{v2HbGN4K?Lz-^gw4EtI~M1e9gBuMln zCGL74rJ!I+D#qZ8B-Ap-z9&9Ds2rs6Lz1&~LR3xh5Yz!}aQ*brVN}9Y{dWw8TCazo zp^M8_gbp$}#zrx{^z-LT6exiqNf|PSb1k8yXo6!^{G}4Z8Lwl1^#N~A8*U$1FZO?G zCc{anZ&3XCy%JO|18RSQdSF|o9A+BnI#tIRqG1GMPS)KxA7_9H13A7Yb47s&p+9aB$366@hvsN^fQt|act%j}QjJ)2QduHCycLbzK z_1M&B5uo+|lHmA=;Y8pfIXHk-yZCdpcLk+>=4hWsq zO~f;hQXO=F*B226$2kTZ(9@s(^!fy?q0~8sNd25v#aB4ZdJ6-<#ciKs;r z3Us_=YGg@^&P(&yvV)vxjZyZH+FFyF5c%uY4G{GVdHp%TK&TDKyt+06piQg?M$zZ& ziatb9?!SoYr+(_EdS9~%vOrCBG9?9Auhj<;pzCS!@UAO&!-y))FA-$8A45^4`z3{+ zdt>&&d;9Dhq%}wa*;RnomtoY0?oN9oCj;OdP;>T_`)wU`>Hl4meM)z4jpWpAP!}AD zduyJQ&$bS@UcrldLajEmW?iQ}E{p6NPwsU#k(tZ%1jp8bebhv&u~)?wc~aAO2u))v zN@XM!L3s3%QZbvCmo+fRrpnRs`gw~@YLvPeLqQ3oU^xd+g9k36A9_Dkd0!|d_tWf^ zIk?;uC?37&MK7wOJ<)VuO(kq%1ujZ~zR&6Yi|}&{Js4Jp^96>yFP-+R%0(Hqz@=c5urkU+r|#yM9KQVv&$W^V1IZfz>)VgdwG3(H8(i)^VXOk zt;^7JJbi0#3|y;zgA`3axK2TuYb~jNF9G(_gah`)zEKIh0KqdQgz^nE_|Hj{DpP z(Ut59JolzvI)+6ZG9;N8qt{j_O9f7sA@LexnuK!Unthd^>O_wz>xfgdKSi%8&5!|% ztI-OIi0<=HN9$a$HXLDUREX%hD~s87SmzF#mt|RZC8K{?o-e?T2$-7psnys^r^w70 zzQ;V~F$eKkfdT+8DD`c6T`9%&*I!>d1L~N*2B0>S_TpWTnUKec=$eM!rqqrtjTP0b z>zaljoi+wR#O7J$LWbe_aMrS*x%ooIl+N9Iv>6KHiMGp8) zm3I|vMa4FWl?$^e!RuUg)m5_^lsQ0V6=YOHr!K7v?md|rp4t68{`li-gPjY7XdyU=h zqL@0}ECbM$B3jJalil<#EiKL{7!i>{ilOK6MAO>lcp&0jiDzPKg9{DBSSDIWejk==m8N0s>*|E@~mi-pmxCdb~XHrf%_1~-YOgh zUYc=^XWmf0Y%_-`U@)u-^#tT-Q#kf*gEe671`sQB4O)|a+vwJ}39HRu%Co-Vh8yY# z&a<6Ut%XveGe@tW^aN+66(sf_`cu)+XHHSPw1ELb@5x|G2PdANuatsoP;7BvV`?s_ z7Zi)HKACnK+&@8{&##MImYj>(X5-}Iyz|c6@mLfVw9L7n90(H*6_wQ+ra~lbA+%*V z)JUONh(Esc(n}{fm>AD|<}+)W1w81JPd>T+9xOV>zHR0WiJYUmfmQB5$~e2 zVwCoo@hqYEd*Dzgmf9kEMR8G^ihs`e!7+T6z_XTsCnc^+ABe(1Z2T zY>M0qn2pA1gT|t8DpXV9qnU~EvT^!!)_oAgGIAcC!f{Rm$ryNjN*&HX7ExlRM*!sl zBPq*?hk6Zx0SJ8qD1+F5q`=~*W0xI>7^zfJ-+P_FGn3;fjJm$D0RqSd&GZpf8)=bq zAV*2a;7~n`ZwmD(s#mNAdn>h(5KuO#8=qA~TPh=6H++6|AoNCGzd;+Up&Wc2Wk`2DKu!9uS$M8O-XMlczwlT z?{&lxN7O;Vx?qpVC_tZ0DJ~u5XGDigV`#q$Mo?esL7W$LOIwB__>sABXqp*=#8$LU z2J83HU_;MIf!Rn6wYg1pzmLV_$R1^Y`{L#Lq5}`n)Ie~P-LNUqSQkY1aq+`@F@83* zD14|3bgx5nL$%P>L6-uNeUQxheUlyMGFDSSTxMS$C9+YU1Jj3X|~TxNRC zzSPJKG+Ke|OnQTI=mNtb4PtObosM41tw;x02)w%2?Ayd(@R&5+O%VxE2jp}S-qAn> z#dwNvDSc9vGZY;f=xnwWWy4g6n9*k5PiJSFl0-wC;d9n0C*M`9_F1WfIJU0OD|*%e znNsi;{RMuPQ)0BnsLN6yn_0*GZbF}p&j$9O5!6#5`VIwZ3LdmnA5g&pO$OY0P#0>u z7u0fLfS+};>5&*5B&rnUOkp%8C<}1Uhy%P9hu2p$KFHYfs$PKc<}pMLUFq?MKJ=j- zjV|R#-@~yWcvOurHq}^uTcl<#k89*Syk?)l7pVsC&+CbTQYPHZ4NjFYViZJ{>rl;z zGIelLkEjWB6%$3a7GWv}>i%j27nxbeLz~Gn@$>2nKKt0`!6|jMolDI_(bD(U$k5T4 zT~QHvVwlzMy@u#VKf}SGI%Kf;-L`Ao%iz4&2eyGMxo)v}SG~?Rud*AzZ8cor-fYdXf+0W(nOT!){ERYd#LVd+}dsXo5v$X}O6oJ8!*;jq_ zrh|;VbT-UQ5kWJKU6F&EC!!NIdy}C~P7m9L;vj7BF&wM+Q%ZT<{Hued1Npygi&-^xjfP&rJQ(a>f}h0n_If<-)Z za0umtMeJv7ZfmT|(2j-oXK;hQ-}(&eAQvJh&k015Lx+}dqBbx`h9gd`o7k*jk8Bdw zh-?^5!m+hIOGevsGwZ33_7XHYXTp86cNP4*oV)uaLPy7>4hnQ_n1a5a<#1i6uWg`U z*sriI6^6U)CUv2{ix7BoY)yHs&mZVa_Ran4!a>H~4fl{;jP$rKit)fvH@zNS!UnP!1qYtT5ZB7UyDxw%wF&1i z_Mtw5Vo<{v3&B8;^$He-^w?l+dgdwh4r`g_-8cobqy3ai&A6Y&QV4*o$FBRy$-e&e zudmmrOsDPVXwOB$BJw`&oPixO$bx`CY5AO9tB)EKy`oyj1cH6=IZLmxv2foRaL-Aj zS=VRfAj5bK_s%Sxrn6$)1r{2$1eJX_$kn1>O#{^io`#`IxseuH@IoR>o2Kch zh9D}i;k>6V#J;p}2vVRxLs^tQb1H01pTTAj^~Ic}bTn?8=hUQ23DlU4m9mceKzV_t@TXc+>0&Fx zOGE&iu}mOG?V%}%D#aQ`rFk9N(RU{89Nd(T){wT zL%vCH&Vnd*C{@Vdp0a(4+I{yzaO#<{Gipi#mbSfRy`(S`2O0Z0!I4O<6%s5mJX_m` zMUOz2(XdEG;kmNHCM^0eV97$1CdFXHRq#dTO~WWF2(xn-uedlZs`H?1Tn~uXZGILD z!@qMdV-3B`z+88&tcp4q#*F1TpBJ_((v3M3b%rL5M6ifU#*?H`co%GXo+J87rg!>&)IDZL}B0 zK0h|WXVjaoWjyZWCcY%qq_127bB zor@0`cq0`8_xJe6KfYcVbAgetpcP-6PH|3H4=6FufdM<|q?0BudO*WTkx@PCmMykH zRLp7D&07k@!;q*q2TEOQQPVXcuph!Xnbd9QfI zD{AA5-oR_+aIKm=q^bCDQA>)#1%Ie%sOcQMmQ)v{pm^o@XE-AfGN(01v^NA<12k zD5CB2Tf-ti`=#&x*n1+-p-7RDFX2>6L9<`Tq}_`g%C!r|iEw<3qczr?lW!CSv5Kt1 z9%#O&tkixG`1xIQSKB@F`(BGMK~OkWD3A)uF>74?276(B!$EEvuWlo_37bGH;mVO` zS^!}P8jfq~^)qO}xN{s+4a`(nP@%XAQthz#M00V?pfp1E01`phvMzWILAK~Qr1GMD zunDXe5Z&1r+YJ1<2$Q&hY%g91cN9>Xh??!mQe%z<4*~J_0dX<3O~u1LJ?&{vt7pqQ z<*X|UVpAz_1dSxe?9-fx9Zq~ryCQp$1L}hMfG1NVno~Oh8%@*HvD;_q=fPa(520ZIo&)Nue)CWe$+7Tt&nC6tMBT!%jgCP|0rFKW!!~z3U-xxr{ZVF!YVHMFX62$|=PRUTK8P&vlO3f1V2oDO!bL&#@nZ z4b&@2E0tz+y}srQ=6oisgP=sfvQC>AV^?G^it?dFEF$BaX^R28m<5hsWAsJF>nd9C zmfnv?J5&rkgoqhz@-}r(6JgVsVZspe_H*77295Cp6p8EX%dA3-G4+~!zL3rNv&p-5 z!TZWU#=O7JCj$=OgUq7|nPza(_5)77jSd)s>m(A8Z4v{_&H0XnEJkg|7sJNEHG>k* z9Sz0Kv^hR>2j^|gvmfZm6!C-CL_cfrqa-3CNXd3R|2g*sczv}!pJg2q>n2o~8E$azw^DhHDYwUUu1Kb#{tID+QTA;N870mSQi$ zXHZm~1I5)i7NvAkB!kuX+U;gD^Uj1#U-DZU6 z0s|d1=SkD-ocP@^-I*3b7j6p^#B8~$`(<2A*YlaIRRoSeNMuLF*k ztQt@~BKzjEQH${GT!-$`)aEi-JqPD?)nu%}b<3gK;GW1jeAXcf&#W=`M|NYcrvwK< zBAa4kiyM1ys<0_T!1tFl^uT}x&u0;j-N+WVD8u5IQpoKCFKuIZhz!zD1Ca;kYYea3 z1gC2w+B8!CvG>XEr(TmHB%Xd~lWAn5OaS*~if-TfVnlsju({N2Tr+S6Hcn}9x@Nfa zwf+O@#X4Q5v{Pqz$fy}u4yh07EH8S|i|YOt6o}6i?q?G(dC5!aduv^Y@MHd&^K-AQ z1ID&_-#GvV+3$f&rCEFMJkedQIfwFK?5!itLBTzjI%ZR-X3%n7pFJ1WB6+77S!$R= za&U?(^sDlXIX28NWy6BITb;bwp-`KH*Tb zv8%#&L176sg|B2lN^pCen6~V(#XQ&Sn$SRua;bZyt|B|r(r^A!$zrqhz{rT|Ik>*Y zp&{6K=m-X29eoAXqTm4iAz(_);+pVzLyd>wYa5*qgRvKp2iRL(YX*%<2mvy8jvy#VVDRmmT%`-+${q+L8O~DnfWtLQAFOvlP+#C-zXd9a!p@%S zg0)GC>rbz3jkeW|V(d9%&wGg`7>u!-*bNPnGePt>hm=kCCz=98cphLE%ti@KBlt%X z1vd>5iMoggMbtMGA*OvmD-mHy0`2bkwJ>kfMW`;%_a^tRgNPN<)t8|QSwWKN&uj#3{1##e2@pW$on&o2OBAEIKR>q?WW)}$pmHk?wdn8B4yJl?|3(dd$Ap(vZ;&dwrr-p& z6{09~1PY{&GE0RN9LEgK^DRv~G+~X2Fa-zJ+Fsi$dl}Za>{V3XoRQN81!|ceLvDsw zY9V=(*k$Y$b8v>DIZ=U4kA8>|CcOn5bIdWjiZo5QiL}u8For|}O3KaL7EmZKc);^s ze);9IP!FjP{VU`!_`3RXW(ReFMAJO=fNecwybq!>^@V^ZKJkflwAutG$+_9oLj^5A zi$53i%r$pt9|uE_;rw2as)%@s(_`LHk)HL?^UeYJcc4%N7Y7a;sK4J9un#heI6&K# zuh}pmZI_}b7&Kwg2lWc$-B)k`(Mpg2dVM_85ZpwQ4zIrY>f-uv8#o7XYP1b$tJAGQ zs&5it3Vh}u#|uh`7$}2~wtBWh3X?uiIiVxkbl7u(frt_AQ4IG1HRI43{CFrdb|G-n z`-XnKcd>pm9Ejsd$kdnt)3 zJ{gke+wh?#RUoRRE5;X@1UW<{@GefOL5DDwxTR*c&;;q2nt;rH5NvPqkRL$_F-`D zvS1Jli1No4y_;bFM9pIh)lJx+#-gx!6i!oK&jbU(me0)Ag+7p7#y(s;PeroTWt16w zscj0KK|V%`3as6xaZ5N+0)`Ty6?4Z_;Rpo+zF;j@0MIsnc+qnLk!`=-&8j)?3^Ax>q_p z89C3@^`)$VQn0Q?tKL733^xH;4e1_=k`q)s+!lk6LPno?h6Z_!ZASBX1Re|?P?MEX z-C0W-2ul>I)ktr;>89GyllnRec1lobodpReQ9&s5AEd^y$My(51VXpx(ED3hqES(JilGP3Q=w7)ges_c z7H=uY2EC8ZA=*iC?BM6oDxMJ|BnxA(OM@e0)T|W>tiJP=OC$7lFs!oYseKCq7SW(* zI>s21lZN86Y*CPxqCoL{7$*ifb^YZ6jYx+t$Qv3DA%aC4qMh5;HDkvvkfE+K)64;9 zq(Le`<~_uI^g*x`{*2GIUi(Q^C1Jtq{9_#49H-ax8GMVI*OTVQ%^>~_#be{3YD&u< z88H!^TWxG}(~)Xg!oM>{3X39!((u{5zlb&kWS8hGSxxHi0As*$+N7xwk88X1(o1(z zcZOKk@1X>1m5MFkk&k?2^3b*>JQwvW>&iVgFDZA;paNg|(wElv9-Vd8S!ea`9T1Rk zSe}!Jme^u!<5wx5X~JRfr34Ex!kSERgfTcD*(#@=l1(T`qd|#X(AINc&ox!WF#98P z3gTczCwS$wEYS%~>i==Mvr8c(Mzhqcj+W)HIz_ zR3LYMao~Mwt0ou>{CTRO2S1Be<0wS*YDKBn%7KY+)g}DS9L;e5m_SvmV z&)6EU2GOKrX%mrne4xEdFSkf&4+wZf!(^U)`zF8|wkAL{DocuI!Sy_=952sy1 zalz@zPW(9p_eO-QE)tHpYXb*hbOTk0^Md;*5QViM>uUqPKTs0ZYhQ4H<}h5#q{*fd zPBwtfOsz$s4ntPT_zlre?jJq6sI_ZvOo4kE>Q6F^z7F*m5 zAQq$pESg^4_2avJmMIe;OTl%9@wn1r*SD=;+(WbpsF9&4st=5#tVY9(D14}J$q)pE z4+uU2XF3Mfkg1&{gH%#&!H4zbnaDsD9s8&hSx@N9wf}J8W2qN=#Qs(5K(h@g@lcmC z9yDp71WUu-4b;aJ$#5I2tsq@=?Wsy0c1b@Bqc8J8-45NWF|hVXvF%lv-H=_K-PpTX zVeW)z3Adh`a`u6Nr>Mw@2Ai;XY${Q8Zffno4hA1&FCvX*)aHTvcLk?5L*&|}abpLT zm4=9ok@Gd?0Go9}Hph_RR&!4_Y6F894q*|USrdH`to6cCo8;-)IxTC;#%3VHdXg=6 zDVqG7wLkQ17%bNYex6aBQdsrbMD-~SLu8Da19dfPsWg0kPG}Bc1!|Gu_9y3-Y8(8V zb%>I*Cg)Ooais1s8>#iu~OdYg6%ms0dpU97|X~oYr20bs$Ldl^aZQtTLe7!fp*Azwgl~THo9h%(x{I5f3p}gOD19HBBIg1}O^HB}A?l!DnH!=+ zk(x*+ck%Bf=p0A81kyrQ(Z*h?NrnY3=*%OcXS%1LcAw#jBwP;AAmqCgn% z(vH$Iky(UeI%PU)SbGI%rXYQ0x4i`0pEQ9^}Qhj?q`|slr`0vql+vQ zce-ZNh-_A&xll{c~>)MWC<< zL*vvGp#Ds#^jdL-*anV41Vh65yyrcyp0Tu-aKjBZ)bc$;^-|{<<-l`^&tsm8+Kb^m zWfErBaKuwUQ5DvftZLnJmDY*A*jim9+y@W{4S{V-4IWwxv?37-6V!|7k+*GX(}95} z`zl=p2L?c)%=?puSxPRLMe|Qe;B)7zd!BH zIN_-zYirEE~7&p?fZBASs4kv?ojHDi|4DruLw~*tXFa z5yfZ<16*R)BGg1;4m`ud5Oj4TGuE7_YnLIm1rq^2KMIF@&-Fj(K@X}oMiVxa>zXsm zaSsI`-Y2!8h#JE)_c@HK$ZbTD-lOd}QAKn6p$Udg5tP&HGxQ9N3^9?^_qMJQ%q$wvIF;~ZyjwCdK?6=>?v8M&)T*QWa(-yLz3SyXf^h@ zMX9m^05yWhcICy9XR+-*v>p&}_mk>7e__Fj?3`8&p=o7%)x> z(ap6WB9wuld2A$sL1|tbJhyPbvoEuMQVchzOqs$Uj*;P+VrW2?b>R7Q1wQWckfXzm zd(NV9pC@&GQ4_K@>xP4sNldMWSr49T&Keg$#f@TEhN)_(819dTG!jR9bxP2P>I&D& zrm5Y;RP#E}S)jFnM1!K)b;=0?T$V^PEP^(mL~w?pP6fkt-@F`%2og1=?OMMPh zMP4IXz@b)P-pAgD%-dH=W;qAg2!>duh5C{4mCWk&JcOPLPUwm&u4v7wQb9B#n?-pE zBG-+z4?+vki4Qv^`r?de{6nEogeU{pX7KJlKSjwhic+_H2upS~jX6SXqzL6deGM*@#TsJH{(Fnm7-yq1H0DTNeGwIv^F z(1eEP-Bi6|ANvSU)6pQc37AntaTCTqj72jl9}2qs{EMycX2AGOZJ!x(^ zX_IPiqu$pV*)z~VzNg?g)G#mv^aizuVrO4EmI8E1C{XUTrk#E4V{R~5>P>Tu-|hpU zg5C;-)BYq`96M`T7cyhuu#!iX}=9+*hH?ZZ=3kg0i~B^5vvA`UX9VMUKLAF}`RSu7~r zI0@8V0tY(R!rjL{XzK0XF#(#4fU~f-Wa2r35AsgqBLeKpDf6}1DFss3G3S19os>#! z2?}VegF?-48k9kbyK0kNPzx0NcJ&+dx*7@+MzXDji+5M4#(mKM^ZF_9pm6nVDO4y* zQla=WG@?uex`=lqLF6IZW{%S^2gKiZ!Ow6GIo*o9z45iAbW^(yn~2B!?qeUN!8ke( zb__HU*?ZJ;Y();(i;zvAQl{4VQV}}mues)$nnvn^$QxVHq__mKMjJb$VTyB#MHypd z-vOP*o)N$5s;g?_MBdm$>;Qb<<`8mW$baDR8BsT~1iYq#NkAL-7@DPc`=L>xJgh$9eM9ZTEBv;?K8_eUt{?daOtw4%%`9IJ~(TF_bW;oN~(A6lwOSUIay5 zO@eI@;G&rPzvEF$2XH`DgL2Z)c;LW+)xVBIr?J=09*h{dl9VKdbirs>%@xjmEKx+n zGlg`=hf8UYQ1~#zhlaJw;ZVUyr7RQ`_O@cK=AY9}JFS*Dw((stMCbwdzi>|F5MtV@ zw1lhl*_->=M=IP`j6zD;S{PKCw&l9#-se!#r$ z!yo?eq=hI-P#dstE&6puDf`&RTo9>WcinaMUa$vb0P!)KdlfQed^vlBzG@R~U>_v9*uz%;k$_KraGLqtRfY+XMZGFJZ? z0i|b6W)wolf_-@Qv!A{C+oJAb9V3Iri<@%;_V8Zm7H8;X`WS<@c};x?gAp~DuH&Hm z;vKY%mej@vPl?Q@!a>jYHR+C%c=l>kfhsfh7u+{aY;92j{j%n?oHIiGJOf_^1T}2b zYNH?Wc=V$k?7IBkjGAl3)zI%Da>7pZnbBCUe88zXf}?T!Cr#v4)#&q zF|Gqn0bz^bZEtzYTMnwT7B%)Xv2Hxzr|D{QA<NaiA5&PL^%lhH-e#u zRW`Z{GLpwVZW%?NfBvG1Kvw^e2|RR_wJj9fR}&PopxCOGGa^gw#35kl!7TpMPd|Ne z)KN!`itMRr7gz5?3ndQ^PRc*ZjpXPj|H zZS-Rd(l}m_L1D-aJM6I0h7h$A(>Q&nzTnRkEc;G!8iMQgej;{Sc;3HHBFS(XfuK35 z?ercqbsWVeeQKKzqNu8ij-r6G8Z#*`1s=A7bf{-I#!Z*qAqUG+bWd8CtFk!ZgvH{P zTbAET%d6D)AlNijgj7>dT?N5wu31zMbxGq?4t5krZuHbkUb6gN0Ms(7qZ1^SoMZsQ zAITgy0nxCbWcI<7{kbg=(HnO_`sg!tLD#z`D(456JPj)s=GE)mcdhjQIT_8Mu_tRp zZ2&E)#(}*6Mn0yC7~iqlb&l?t&wS>Np8vRN(>0Io(^T@TXFY56w?*w3>E-8ugU>w| zT%V&7a|TP@A#lz)W>YM`&o!{6fo2ok%l0m~z_6FqeC}TK-Hk_ImM)mj!Ct{w_nWgZw9d(p&;j z$Lb%;gKCAL2ZkSa+=ZK~Yes46#3z0z0VhYDd+xc5m%sewNi%lrqxZb$J@tupW_*p6 zg8SToKEa#Q$nQlAjyP68P{iZ* zAVGFW&?$Hu8bi(~`yF8D6-38m_p%qCTfk?J`z&2q0>?n-?&s0LQ_id{jU?%%AMrId z4LVdHn(*-Ez7O#Th}q<)3Wh#MR}IFpU^p0=wycPRQt=gJQFQTL_r-gmBPd{=`OIbU zGzSV%BX!iX!suHDnsJ^|++)nCZs4e+zQFOPLQP?HP)6DW-HPH6@mtMLobiUyYORapfGqPI9H4lxueBle7oUrb%Q zwHYv@0Vq{rTmG2?#-4=}%=72r- zo!qnlZ*Fhccg@VU36Zz%cFlr)dlX%%6PCdfaW;n7aJK{=!t zdxO^ELikgkx>%fh?&>cahW7k8YU7k1@rc!5MnERVfaWTXhM?QmSYgl9GxRLC1Qc_! z*kBw98VDQqG6ZS%wwhrWt3C!a^r+kbHfgH5uhos>r=<_24i71bxJVo%no|*}#W$-!0N@Ky)KToz2k4Xp1~7&{%#tAtI{5NYk}*EEaHTRF5WzGl~I@cC8@4 z{oe0gelJVvIW8^6_uhHwkfddB_dN%dSD$8|h zUM%=%19`WsL?$6a>N;vL2M5tOxGB|cEx9-&X~SIMs7s9MrOQaA@e6v(G-5YnQ6(zLS2d7vzlL zZ3E-(y+oKfll{Rv6%WntCWg)`2`r(V_tikaJP zTYj&$FeUpa3_*?cuQvrnL-??lCRgS_wjQQjI^oLx@3UQKBh-y-Cm8)c2+&Oc)oe*3 z-$sWWMB|7!$&>;ZKaD$Mz|b4r3zRWWkH@q2zyTi`n4pVRkpgx#6!_o_cMhMA3-mi< z9a|0*xZd`*x79R`2D5EFD`4xPW}ue=-J?j1*N;YYB%@j{)uLMt8e_ZJFvT+uTyLI&%PMVzV(r7baN zSp&K>tzCwmXHyY35GX#Ceh3Oqr3^hsBs0=^9Ml6b6kIv5V~;&H+0aXIHHk^YZVQpx z9UT@oLl4$Wm7R?OBY5VS%MlG4m$nTCwW0K65-Veo3=yHM2$i;P=r;zD`3WbSP}@_| zO|sRJhvb`8$gX;4iV%EuA-|I{7|ugwXeqdHV3gV4u7jU;IJ^rx3aT(ysVjD}#0 z@(!i4&XEt81|yu&wte!=HpmDB!Ce6D$MRN>jz{t4r>{E+W%I;Jb4NcvOvY# zT&bFjk;WW-GgewC-l1*B!|S+h(w3qoy#fBT*-XN0nV+-^ww3V+MkK4rs4HXyEjv(L zr40|+E@hJ$IeP&13=slDG>d$A1;G#brr^i4-JvnX)O=KZKnG6`zs+Dv3_nCO_l;rk z|C~q{>yf0h-%HRb%Lpp`;H{<>d_?IShXol1w2qbJs9R(SDGz_el#GU{t0a7EHlV zSGl-TU`4?2)nEP9t-ety#+3lD4s*>=|%zidNa z#xOFsEC-cohlY4iC13$MfaHM>d|;8nr($YA{CywH$l*g3WZImAh{r>VYZF88xjbaN zpNwTsKy*8lIL68+62?t{@f1CG>6jUVd){;Ty&6^uHORQf3Z1@Z<{rr!TIxGBTpMSD zcW)YcFrCw>Te1g=rx`(2qS=RH@7imx?c5W74pjn-xI;IFAbS;D36#8ks!fQULW+a9 z=jvJ7Qz^|^L$IH*35FBq)Fx9Ak6xZKhIylrJwDqMJ;xA|Q}VE-rB~#eAO7%%>j-2F zKPLsX_$*jadTI^B=V<#ZHo@y(|N44S``o$)OLPHm9jc968^ssAVA-YH)nRLfjiRII z^}-8txTwc;o_s_x&EPFaD5blVzu@{<>f!w+BmM+0gFXugw9 z62dLtBe#&MmQV#uH7JWtKYiTiOn?A|k_;F*)JdC&gCW%kE+Q3eKIlOYswvGrpnPNu zAoAArni8<#z;W7wEC+UU(HH@)SHOgponkx#-ucdV*7Y<292qHIz9c9TWkn>F6g)$p zuL~RH?2S(54FjH9MK034Qm}9|FaX2*w5L5StJoVL!f=~P6htjbN}&J+WP{qa0tQ#1 z9vDaR+uTFQW9WoLe*hkSQwMK|F3}&dCddBQ{Fo@UDUL z!$GGU3P4tr+SwcboJgT>#HlR90&eqtuCbKz#p{G(m5668U9zdLNI&$UrG)Xofz>~D zz&| zk-Cn2xGysHvohBdLl2^O$C?^mwpR>2Jmet{sZ}yQuS1fiz_iR~Kl|DBw9Yo!_7rSf zjT44`Nv(zqYEasUD2_k=_(ASkb=rZ#(nCDH!lv}H3I87^^sOV(#_QoTQ9@F)tpN#Q z(3vyPEoWTrfc85y$uU-Fn^>ttMPdM272VbJ%owGN;b7Hst_zS}Ys~ad=eH_qg7n&W zikT>m(csK9KK?edG=Z&6eoZ+&&=L z{`=qm{<;=N!q{gQ0w{gZ!Ril+yJ~kSzt;p~e!~qn)WM}b8Qt^o>tG)Yh6@orDl6q2 zZd93*w4jf!&c0$&Dx8|=l(dQ=T^Hg)P+L)`3qubko>7rHYsaF|qRdfP42J|L865UN zM?OR+RO$AP!bA;X4kH>j4;kY-77C^K`h7!xNWd|HjsU&pnrmvqodbGx6D9o~rXU40 z`9b(N~#>2BQyGiE`N&66W#kV z(XzBSV~DQac!9PJ(j?S~bY`8ILk^^M^zyu~BhseK*bu1%?J|@&s9-k8JQSC5XVC0* zNV(&)Vb42nnR$!_T0r`3>_Xof7tzPOtz#WIogo-Q!AYQ5H4f46&#;#Seun-*&Scvr zLJ+9~mOx@inaB9z?G+?*&v|7O*_CazEps88#+e(WN7BL#X{q zf+>a`?tb^X?=)5!^RSf%j00thXat|XistSx5Y2@;5#yp!Y%EM;_51g`-|&GVoPKcp zvOS8O6vzZZJW=!=Q zN|-gWcjKf@3}b4_qFNo=tjDBypIl%YM4%C@B_)W`=mN;}SezJTyK}EE8)INjPTvqZ5;z?4jW;g2eGak-h1Q@Vp}5fD+Xn?f5q%Cj9)ca^GH-(fT=dgGgd%Xxb12jL&`UbL+usik{8js12BeP=}*9T*r8H zLD~mC@PT?H3+gu2F}1;GMF+D520}J5o3W=V`595r3T}2vbgz@v!$ECmDoBl1MaK01 z;d@=LZ66po0}%(9_2DLOEp-yX=d&3kW1 zT3Lini^mt_LPv2>dFWSglwuQ%o>3I29ODt@a?<$V+<5=kK*}i6Q z-Mb3tSsjr3f)~7?evurIXoi~=f1d(3+EBEVZnOYYOgwJ2&y%B-!q571uZ#=s>ob^? z^6Dz3@}T^{mv(i|in0|ZIfc|`!+`zu;d@`y@A$4`e!9nnuV*P!p(xnUW2}FIT5$TLHl46e(y2nU@&0ZIT2-s3PK}#VX z(U3Z>!C*9FAW%3&7wZ5jIUxQ%7fm+4jh*l1>;?VdAv4x)L=Jd!JT#e8sU!dTVBD&R z9mO%E!*^XGd>O=$l*;Gefk`AS;F81Ia-d;CLx^H-(avQBLsK0AjfAdAtg#Hj_+1ft z0A6-TX@t+lYlG}e7i}~8WxS6)cJ-GEq>yn`q@y=p1D9R4JbthZ_-zC81SEcDisQ7M z-uvF=eWaq9@>*L2Dwz~2qzRM)6B7qw>wp8jY4Fh^>IFH0V+sVn=GXXBe@+*RFa&l; z_pAD*KBB%;?ffj7$-JSq(K0?S%G_({4sHg3y~f@^qR@CC#nL8xM}#!%y*6+Ki&6ot-!?}YK}R^@BjXi_y4M|TAo&Qh&wdrtWxZ;1!LHTQqa_;xeEv@x{e;T z=NW2D!xV|OLN|6H;G8PB$*pbl7HCl~2KLajb{P`J7q^dMn3JlJ=Fr}&Hsb*MMyr;F z0)8d*>R$I+77W*o4HYNX1|xNK%2sQtmWFn5nuI-SDsUez8LE00Focs(|V?YsBA@16Zxlb<*vL&oTc zGF9NY;Gh$ukU;}RsPeA^sGBE0`N=hX6Dwe1h}b{+(T~=&7l+g=wgm1npzruHpVgoz zG+G#(Gz1QJHjrB?uo`?urg%q%=SNa$P7jq(2~_K%E-)+Rt|G-O#D&v75ry}->Z;|? zx(SrSra`z7jGV}R6NVnJ9JqR8Qo0T}4>C?r^I!wUf?Dv*GtaEw&#<)Axj8W=8GF%e zn2Ui%2prZJh};=0g_SnMG9q3sHR4?t;+t;)HZvgw98DS`02A%LyJxCoXg_yPgG6)) zvmW+95fhrJ6goxubAc0gV%9c7WPJA7OS&XwWI+n9yKY%85pkm=Rs+70@!}URXXXe( z$WXfwtCgC{r9A}u=8QAWsJnHISf3O29~(CoBKeTL+n-aJ4`Z3l;TlV)_j2|raOj7@ zJ`9{`lw+s_Q96o-9v1y!Kv7#)t7am4R1&EnITaNV^^8-YhB{O6y-6tNN(+hOosi!)DVtGF9oL$NK6>RCq^$vyJYt%8{-=o=Ezu@Sa9!$lXZ{!+p8*3y)h0cwO0 z8p$SP(^Fw+*@r*;;X1G~FsyCwnDwF_$JnRzfLu~J`e5Xy9tgBo!Px~0SFK=7w?19J z=cAY%8~e`4o_rAh<10Q`BNs83$H=eCpo-=lY>;B;VVexSIsz&RcRw4#LEa@12L#gK z6*V^-6dEgMUQc%%842xxtW-uZg-VGPV%B|vfy;t!WONz@kMS0zh8$dC4XxvE(I1Yu@ZJ=gTK$^+WgCTBV%v?L$N4@7JTDJ!t8i`#y^!GD5&i_HX;P)jt#f3JlGG<1`Z|aRAjQ zkZ3;SAxoV)UXnpsgTka2>I|BfJTHfm#B`8CtkbRxT^pO(8dgUM1)LkHCLaC}0p}nK zFw1624G`EI1040fXhx!r+q7I8rG3jSx730bpS4-k=HvuN^Yj8g~P(#=HWTWwD29Vm$(wU52pc#MK(^mhm$G~_pt|6j#$W0Y# zZY4yP)F|}rXd)R&3(q|Wy$(klu^a(yEHj6?$0UvGf+2_TiC0G-ee__!Dw>uBFtDlF zNDiDu!SMikx$R^x*PyuV8ccPE^aO!XOh74%rmawtRbMCWUVf9!<&^U7Dg zvexZB?|ILwXHRz_9_~as6;w)1SQI$X(Or4QI(Idth%8*=#Nzy{U@SEw84ti=^&L8G zpqi-P6v{}Q&sfGDQ<0 zweoKZP#J;7(2OLK?gL%=bDr~@dJ+JmJcmsS5j%8E0I=VULMUzMVbb9xCOiikkCm1DeZgGxW~)Y%69< zQS}ihd`tU8EX|Z~5Ga7Q;-N+%iW=RbjNY7`xkF%hMeOb!*<&*rX8c6DqUFA4VXnQ; z^{0QjY+Azcw}De|IuQ-MvDXtC<931be$$(l&0@v`JK!Xqp`QcK+3%*VZ&?KW{--~^ zoFqywJ|?SZfzcp>7)IWl8tRW!`o-uIbcVfv^bl zhwcf-q53Rj&p8>j&qFfm9<-^GK(SQ=s$kAMoiQV$6YEF1X-=Z0QwmtjWW5n4MD^9%Rt0O0!hFQ(_B6>4@U(`bX|@7JQe~rK->}1nR%=8De@?bxgiH85s2Z6;AI7o{K6`Ada)&`q8kgXWMbrM&e2{a4 z+CYKglz9-+EIzrCN1a1D=o z)Uv>-%XIDoplt<3J&wo-gRV4NFM*x{G?>pjVYJ5`5sY*gXVPrxAA&Ir0znjp-%GU* zb3!C9L$N104cFC`l}`avO*ErU!ofcN@sH1jDG8T?zEKMxzZx>wP4Im9u%W?c zKpEpu;s9q(P8nWyhXo2LK8VG@G@NuB6jE=vVfB{^qV=K08kXnCXs9?u^D!?ia>nr= z;$UP^i#X{LuvZyJS!r&)iJd52lbZ^3whRRWkX=8^#MsY2iN+}nA3!sJp+mWb9(ef_ zLl0=D@UtGy)OkF2SSXSPNgL%*UsIA%0zr1FXqd7oEb49A*w##Z*!y>PkE%YDK$w6p zPoX?hV6WoI#~8+KGxUHJkZsIu=wa;VpEa`QxeZF9JQ+J~AppN_w!1$$gc2hc6j@cr z9pF2)iK7cP2PKb)Xd4%45#SCTJ&3-EdG9tb7NX-q5#mOGlU2N?s6t`o;G-X1HdSe8 z8-jBLWDU4*8PNvs+1YwBDxg+L8TYZhP}`7Ypm$^EGn=tjsGwUlZowNGbT*}s7@zq_ zQe~{_HUQ_3%XhA9GaGRaUQ%sXPR~%KBab|Cr{cel4S+Jm#7dEQ={iRWsC{VOVQ56M zx8ro2AB;Vk)4tpE8dlWBlN(=t$Ocd&flks)h6;Co)GtFV@}Q^2Ffpu@ zF;o12*J0>^r%6@Fbb(weApU-na2;-}jDuv9*aPx)>Yin zBS7VYQZn^!2%Ipj@ixr;-Wq7UI_DfI;L@l!k2b8buWBbPzt>=dc3L;$lef(E=>wg& zwLmVa@3HR)J}vl0N7!#OjaH^Un`4APE(B1aZXh6S8oMSmO1=K|udfTtY#Uj3A86Ng zxeItxjqVU!Bg5M#m1JuLjueIL*br{N{r1Iq=bcwi5srgQwl+la{`B{NT^+P;MBI=x zWj=$2p?dF&vZkx;KNa{VZN&Kcw$3rv?cuwjjG!|g=T7l-yK*cfWSp7zj3XaKVAPdP zxg(A^qEnmi!G%T)uQ{Yw)=)xz7CQdAx^as@1>_?HKK({j`|qz{3$0l2^Khrd)%YHNX^M{W?&S9LimQE;YrgJ z)y)O$rKNS`p^muYjytZkXslb-Ai2J# zGwHD`K#|xyq9Krt2E^YNhZIl*N*nLblt!pcfpIs8zs6;X7cka8d^Kwr5I z1K_ryVWSN)0g(b&^cKo2K#AbM12nw#Nh{|B15l-{^%=Dal}8=5`i}-|&=KqBAb1}X zN`M*i<_T>hd}dw3YC@X9y5{bvTM#x7I;_TR%mI`IIyFEbG&CaQz3+W*J=+RO3osaM z_92B`5O87%&{mIl#3ObEaB6GlAVySUWeP$R&hfFQ?nQ{gn_#QQPO&HxXF-;x%|2F5xDH&zM*Bwgm>ti#E)!5sO(_fyyCP>bPKc_3zP%rbU30|vgi zPcbJ~9BL4zB^n|oUB)4o_}q+>4ph?{jSxu5AT_{Iq=5B-r=Ih(Glm=+1F9SH-R~|p z7;RIi4C;;oXhvfX3=t|PWVSutc^lEG( za2>;&!l)3)ARc@%uE;|*8)7VsS-|N#v_N{cDMJq)N&szq6H-!2fM-^QDrXSd9FVHb zYUqJH5#@2~t;-|(N;x>1agm=93+R^=iX<)$S|d}}iQ=0=n1W_oyo2jR`{4FvIO{g_ zg^Gi_AlqG2wyJ)0?z!hK9`cZfB<*QG9}2)fVUE$3fvpRM9t2ydKtH3CHfiW#)QDp| zJ2?}0K)A3R%0mi5mg#p;Hs(AiYu&yePjb9orM&%oH?j z#I6}Ipx(l%l?*l~! z#};tbS<8F0Vc?zxJB&TSg$a?H9tN0;u7kK!!3N0qeg4uiRBQ>^r9e|7)EvjRj;>@e z@~YuEh91Jm13&@o74W#G*-1+kS>`bGbo!J@I**6Oq)tYNtQGA_7`hmwj~qx>pN5F& z`ss!2*-Tqz+j#aye*{IYNgh%mxuXshg&`)Qu~$d+Jk{^u!Ba*xr;xX+z%|mX&VS z7rbEk{hJMjw!#Q5y_F#Nl`Fqcpxb zr(vxHihDY0q54cU71IU=&ryOl)9YThIc+GFuO|5naRo{GabWb6`zC zON8bsK^Fad3DB)OY#$VMseV$xSuv3K`YA!C&*f`Of!1-NoXk{CUcfB-XTFI^Qcel$ zbRRflk*206Rrqa1Xqf0j@PH7@r{+XFS7_+0%m7CWI_6E(kz(jQXk!!1#}E~44X(Ln zNkyp1G!4DT-@)EvYZ89n{Y;&IB$nZHIi^(_KMGVp6fz=qOg;3+yjFH&v&5q*#v`pnvz zrzAZwudjz-4tPEuItS)>$k`#P)kwmCUv<^$A6p;=rLt=4Vy0FxGQj_jDe}o0%!`p_ ztU9lIq4Sl&(|xOfYb+R`)q(RhCT`YIupU#_qyR1K3BS{`KjuPgRM8TB)I>ZC&@7og z*u%z(JgjnJGT?QBozdkAw-~;c0eck$s5)_{Ag+C;>i0YEe)vGp)?l;_3>jO>o-k=r zyLH?Y6@%f`2zCDX=MPG*OuLiKkU>qUilc2r=#)EQ-p~|SAWh71&Sfv~`_88|HeqOp zSQ{A3a4aFsd~Ok%0Smw5S+8iaUc?R|GZNbcnbzt6kA;JHp74a__v?a=VSOFyD~6p7 z0fiREJD?j9W-gV6Mk4dI)U51-zCIeXNWc)2z-a_c{<`XK0dcJ&w{8)Sa2YesB?eWX zAl6qZE#1l4^RnbXD#IQWieX(q%Sh+&a;Cp2ShOML#YOG7yQvSKQwR>kw7!!!JVDSV zxbemt>xkzb_qazL$;1(o2thZq)@=pvt%jw>@r8Nws1@9Q4yaS4tt69vf5?%FXh|X& z5KUB5jWimN(OS2o^*Mj#SC-!!c9tSr79gM#HN{Pw-Z(cDPH(#Drkc+_`skx)(V6!F z#blqMkRDa7G4pBKz+9rIunLBaNAdI&IYPBY-NE~x`T@jV8j(-+JJJw zqbaN=?gPmPCTaQ=YeU*S&49k>@KoUo{(n#JN-&sx%3T{!W?<@g2={8WbNjt+%i!JbK$ z9K@8aUNn-%CJ^A_1S8*$2~xEi9+V~&axcQ0LWV0i&@7?Fs5|!mtVeYt1qpmHhzI} zU~Hs`o7z^3HaH^puMd}9wx}YDC8g#4)D*gS zZH_>J(;+2}G;|*~424%~6F1*CI(RNPWJFyI{W(Z7_6&|= zz(kp<>onlGQM5>%=VT;x-${YG45a~IH1Q0*b6cD9n&*ZHq04!2S|;?pvx>4Tb_;Ay zgD=W3Qq_hc;p|E;i-9J-a>}&R5s6HHh zC8`~B>|fl#kkZUxfWOpi>Pa!B!C{3dpPXON@6QPiMf1qmQ^T?lJ2?hsf=n$7?kQtO zmR-Oms0p}E+VnQD1I_#~#~f47{8@K!*#sl+h(dxA z^b(_;3css)%$d7_(#|tzyC8}WDH8p+36;4x?6AY?0wbBw2`8K|YcxD3P*CC8Es(8i zd`d;v0>TZ8P=Dk{7K_)ve)pl*0is?r?lTr)HpY~aD0Fn}n%RzeS#=|KqU-u)6|#$u ze|*_Ml?oXFqhtI8DrX3sDaWEG0X>rgG^fvM;2Qn^nh#J%cLvFyJ%LJHH)Oo0Q~?4b z-Phn0?@`~EvOO{ZMm4pMCKZ^EFo#HRY0_pJynnMNL13Ekn=vE+<%A!62~is1Byo#8%EZqrefqxlO*G;f{;3s*aB)K3o@U$Z$Rx>??1XGO z7otcJzF@G+*b+Qw_(QWW%4?SkS77v91LG*@>=JwAfJ#ntRG81xH@3n1yASRcx#&<+ zmy^EGPJYkNo>i^YrevJnpWGbP?HrIm@A@68BJ>(s&B>yIZNoxg$Yg$%93cS%e}L zyy5I1c^uO$Clb{m8$d?colT@%c5K}YVgMlVB47k)yAuTE`YJ;!1fYkS855e z4?I2@YHUb#C>!ur1tm4tuMV?jLo3SEZ5p88M6K>nfZE+N1WYRsPN=E1LA^3GRHYud zD4^73i$!TRO)=RNih{%|q>wrWqHCG)I^$LX4)cB> zoCDhhk$OPtseWiN2c)!h$D*P7Mn)*=wy^}GB74!Oln8|}l#&cV+94H`a!jR%cr@va zLX4x$#tbToL2VEolmd|P#$!M=K)nOa16wR`@8eH=;%QZCzV&qgQA(92){&(mW)lpq zVrxJf#jt6Z=TH4(!{#=2?FGngjFm7CNWoDPRss4V7x-r9R^a#@LE7ZY?OBp+(=_dW zO^j*)so*3Ws)8aRm;NcAd5xe3;?(*^L44{{pQ_@I>uX!*?Anx}WkWD6z-%70dg_3= zY-2C_G<8lTp7+sRJGN`pTN_WHF$#5oUz$=0*9;{J2Qn-}#m2(5op;`OJ8j%kPQ1VN z+H32y3KW&jG~XqH$V4GU$F7IB=bJ&AYU{0|QvC zt*H<_8)zl~9zo&0s?~5RJ!Lspp(QOIl=a znw^5=3a=DTl+1-2z|eziA)XXD2B8WK@%Lk3;RHFCh$Cf0aTnq)Ty4@#1n=Bt=xs1V z*}CTbj7Ak@)Lom#55)6hO5h&%SaQTiAH6IjPBHXkl!~lg4+pL5bg$qY?^vpA++&i^ zb;ENop|gOY2Qom@aM6)(cM@3vXvPu%0hS=QJ3N*n`+ge@J+L90H1v=i+2fSyH+d=P z*6Gz^8e3ua8rNNSU9EuyS;CYqIE&DjR4JV!6Z;MXNA-|QiB8%Ka6sskP3aAwX~pro zFZi}Vak<6PRB*yis`N{W>hriyhDphMrq2G^0iM?cNOTtu4xl$ zpAtZ23wZJGsrCW<9tUi&+R$eo#o6PrMVunmsou&5)a_-0978x23?puA$T;Kqf&o6N ziWoI4e}ds{T?5=w!EyZT&;IP{ZspqNdrNI5rKqYXM5$Rv*3kFB! zJT#q*V~Ml`SC1koVd%k!O^L$eMgkW%Y7iu+x?<6Pj+b;MZ!Y}a zC6_FfQ&m*GX;7VgO~dJs3x9?;9w3MI8akKjI`0rQ$g*dn5$_*L9EF~n!B$!rH;bj zX90C%aw17yh+MniXYkLBZoSbE9iv20G%1NC1MhlM;5F}l_vL}=C1kAl_P`5QMlP%V zKy~rPH!ic0G4z`PYe4+{9t5L=^LIpO+|`+aSfyvbrUY|c5Di~-)m8O%4AmVtgg^Yl zKV1DS4Vo=Q=|NYYf_SD+ANAaX-wV_YiRMs$&L|q^Pywz>SWbPSc7`UgvhDz*<}l|pb}Jy zOyy-STXqWL^1EI$)Kz2&m7(0#9lXa7Hx}7*nypfcsZ7)dKls5~qb^9JS{n-iQXD<& zf^CzJ%O;FM0QI*N>PW_M<&{_NDEQ3wN*ygDGWYue#hkhv8%B(xIIWwu51n^gio^3c z-;_@FPz0IhUN!Wf*1*VXSJ$pR3p6JMN`#DW)gC??8m?kx(F8TuK@jD{1=LdWTD&g4 zzJ#GCMsS!4!)IoGUv$Y?krn#d!-l?z-1t(#l187DdWxZk_=G6ad%Fy4>=06C-^gBq zp@$(_B?iu2fjL)z!G@`w4jFpr9C3^qFcOsHPii7%*apMM`%wg_7tAfQ;_ytiRG2bf zBBx5e4oGiNQ08sS)`+Dp!yqXW&);~@WaeFdC-_Svm-pqnt%%hw#nQOfe- z7r(gnm?xe9 zSv+bBXdJ4j74KRE)xKR&a~M6~_0x}ZNR^Urm?>BXgML$ zFbjfGVdzlveQX)bkWn!H%x9KTN6kp7cN|Af`06?PIHe zD$?tOzRB&j@8v-hLm0ReLl2_h(CI0f4sxOtys?Tv&?OqIx~k-Otx!y%%O9dHXx?KE zjZ`rQL8Zfp_v!FmyKxBUrEmcHJ_><6&H>{h*12&0`OC~jbS_HILA=H@*86OrG7IVz zGgGR4G6ztcDAklbE@0A2qwy&fUcV;}y+eX6d)2F6RSPpTxaCd>NIru$1&pcG2k>Gt zf>hwf!)$0nle)$Vpl|#?T4iX^87;8MZ{$-rGz}R!9GcIdqZcRM*T(IDfsg?xnC1*R zvH{E*df)rrS39s0v$nIK=?BNlac*O)Ifao?veYQXPNa6Q=72K^2c78m$SHPP;~WtK zTV=KNM9orQ?8swpxn)TYMH0kLc>ijh*Jt2T^2~5P0t4?5{F`sSxz@kit6ki;_3cPg zM;EFCQl|{<+mCpf424rjH2R7N~isqk=$|Jio|{X22EAQFZ({1o4obb<P=m=(D6X=~1*L}Or5xj; zxrlU>!ltC52d7<~ciwVTgDIWfBLxBmN~D?UD=1e|N)X*Ewsws<$9sZhB@wmCYqVceL(c&a34NfrG%fJ5taoS=&@^S!KyJWDlI)7Qmqxp@Wv; z>Jx5=JVUlB7@~q1LY&=hO0|;$<4mr(=9+raX4_d60XlYNDyWy&yyi8#sO22Uo}Toi zC)H}EQ%^m$4yto-hi+@)heF81u7j55rK^}_Eeu;KwpsN znZ{@_<`{Y)#dKzXOpH-Vjl6S!&ZC{rP*LrY8cubHn}o3soR$n~iwr#oIH>K03_YMh zH8Z6cdXV87v}TZCD&;{WVcr#Oym?VMP=lbT3v*^t;JRY%eV+~=l^kekS<&2%s0*!; zJ*ogVbkBRPCUB6k*Mvmc1B{7zD|0JEM8MChHYM4n z)J>X`)2(~UEw?N_@{y0!5=jwq-+cNe^b*{D`|b6qTSp#wWO5|Yg=Q~+)2>SKj-q+@ z3hz0Y!r4aP{%u%=$W3err-^xgQsdk#rw{Hr z>6q3j+T2hSxo)6wMEA_uqaO9B=X?KL{b)Gh%7-*AG!-P79;Agr=0)-~ z6+isLKU_x$K%3vT=qL<~RTdfKKoOgoVNV!(oyTeb)iX(g{shL1vd7@H)ZZ%wM&6`S z${NQ{W#c@b)Q!ckb-PqA+{8pSMA=Y z(WTDi0YN57tl9;;*2F=^o<|TF``}bHxfS0rKuZKU7Je)DJ>z5l;_rvRXvS^OIg-gP zSUAQKUvkMMb*9j4v!**%nfD-H_Oh2{8~i;1g<6rU@xa$yv--yYtmJt${>y*)!tk}J zP~^mU4?z)_{1P}SO;)84&%RLz&+L4xAv+AO!`XKYMx)vZL%d`ZAN=6*`vPD{KJbAL z)LQR0V**Z%VjvmjE}&az^cnisR?ZJ!J_JQuXF2Pd&lw*)1eA@&Q9U@EMbp?fCE(4! z2l%}1%hgw3y)$BEEaIS3{Vx^neL$Fo8{;6Iz0jYoRTUh6-ZWMq3fBb1%a$0xMWd=q zR|6AGd@jeW@d8&blFm8SP~nJ^p%(DFqVgt0;WYGqw(VZD!9C6=2Ki(%BB_{1kBRpj>~ z6h%egZa!y3T9s<>yWlln_`(;~n??%h4Bu3h!t7v}Mc6j+l%l4?!K({%Emy|NECS zeo_XrC4v!05iqijz-xAIKL7d8uMIh%GP}-K5G20oO>e3V6MmekXJ}s;Icyd^FxD4T z_p2+)Zi8BvW-Y;+&Ugm`m83%%`x~MIgnafu=jMV*M)L}Kb0wM~OENpBiELxf@LlZW zofS|$4~-jN8u0U>wRf*UBooi__qhYVHw7Mu2t($SQ;41w772-?&5A~Q&wG|L+{c2` zK*i9xmoVHhaNe$$A?qusi=wG|Y>z3;uGPU!#X)TdsH`h!g6 zo$p+#W4wMTI0rctE6GMn9lX*6hlSqCsBOit|GOe;wKlV>?onkF|Jo3?g0K(R4-&_r z@g;3Q#h_1R6*_)7jGWA12(AxpZr)QiPCW|8H>XSFEsi=qQkuo4bt5Dcft zp4xzsR)Cul*~jpjik}R?RD+8iLK6izU}9Y~*iZb#V)2PjEWgL=M_J!wXqb~VxaWqL z%>~7C2gZz11nqIisKdb`>)6XN1aKF+?)#E|&YB~OmxAtIC7DtyXECc&j7E57gg(4oEJ40I1 z(BF33qDqODw8upkt^RQWyjFnP!fHm#THxfXfX6?6^-UoNK+rd14E?7+y_}9oK01U9 zb;qFw)Q^d@>o)WtOAq>efo~hlGZr!h3qLvBw@ey7+_hNQUhZk5H{!{o@LTpc!h0zA>A=bXKH*Ys;k2 zAnqC3$LIg)pI)A1Rr-3=F3?(vvg%^*d*71(?}8$Sf(vCol}^ zeq)t7O<)2XnjXx!L6Th~)(fw^-N0kv?-Xjr7<#~MktYI~WR8wL0M8dj3s4T_N;`*O zLX|LJeV{Qnlc#Cu8CNrU7+0q?nJ-@&q`j$Y5Y0oO;hBrPfA(ir|4|Tn z2pD>B9>hx4+X=ORO`oRK0>+&3O(%V7Sq`qNFMJppbI%_?uDs50hSNE{h_k*`zgOV5;XgLUAB z8-3r(7{wG9Qzb9#MJK+Q;nq{!UNY{<3=Wb^{5E3%PYqK;N$?<`nT7TtJ; zD(A$h94K0tOM~X=lTtDGQ&Tvplj?VALk}n+g=07Q-&N6Tv+)9z6*}5<0y6d`9H`G@ z5!etUu%r7OP!kHYeLTG)r~;yeM0%T}7E!wq4fj1iM$xHR!0=~Mbu~O&1Hwem?gc~M z7e&dy49wzW6kcT(B~>sCyX)Z0XwIvRSR9O*Ze@;2)>UW@Qx}L8MBkd6bi3z_Cg=l0 z86tYdi>d|e{a^W&U)kw27f1~qe!^)46`<>*q|1d_TizEq9}Gno_51$!zrWV;gT0tC zKL-=Q!TCM=w#z{K+-8+I$xc(5z_;nZXz@|oDCDl!fz~i4R)6&U@>Edk(7y7DVZO~? zg@UyKOl_y?pq@hGlm}aCgP?ehKmPcdv&%W$eHYL_=oJezjzXKziE2)VuXu)i30PyO z7X`{wPDyXVYQtk6yDV6Wc88>G9Bv%R&(RC=u!k+1r2IJ-I5dUbHT1IR5*59Qe2qMq z0ugh_hMi6)NV1O%GYpX3qB9v#hXVylw-1I92Kt2|9)oyzAtT>c;}g6EJDE~=W#Bc4 zac*jfp`*SHDB{pf>*rCoW6>JfOIdhu9v0z0M~A0}93Rf@W|mHWa$wY{sGHX;?ci{9 zXed-tuD;izH5f@#h=``GIc?JQiUz|>7*s$XJ>$LG3<}vGd8LSBEJdJQ-Z+3NLzzsa zq}~r3T5}5?7{yZBi5-HF@jFie@XsRNF<`{Zx?z|p_0;C<5wF*@H~x--O>Lx71Pum~ z%ra*RZh-4y|Lk3ksBfHu3|l~F>;o2LXg_L9!)OEu5W5<@1azE%S^I1g8hR|}KdTyN z2%$sOhdA-X6F1g$g{~s&#Q*c?T|ZX}@yKNN>C#ItElWi?0qMmrUVeY} z*-N@12Mj&Vn_Lq|ZuIV&n?;I4w5j`61DB%oia#ENT1J6kdi9JRja%p$Ut0u5$G|Ut z$|lDe9yKgYm%vzdjaC=~dsGb#*G)FPjS3zH{I=U}t22FKj6Mf}kEha;^^BpU0*V-W zyz$$sO^z3L;C7Q!>VmgsV0rG`F$8!ya!2Www68DC8UlwCPw{i$NEa{YJ;PKxQTk~5 zBoVZ;Kf6+Ka4c6`aYe5}CmSBWHgXO`r)h4MplL4VC>2N<|Gf;<*7@fzzqhVv)BDC+ z7!KwvUe5{Lb=`H#`#A=9;`qd`4}4%zg{G^&Y(MPjluXlUQh^gk-#CnCAM>I}SW3C0 zh(UV9>!-q^;MH>tJ%V&*mC>&>9{TCL*YKoNph-jCRJuYSKz+9%@1nmdYmup->E_a8mj7L7)(1 zm2Y~}w1d~3W)-9P_bmk@FAx$a8Cx8V(Ch+gM6s3X235R|`BB8!#}9VsA(ujI^x6!d z*)mc^1toumYIz&*dJ3Hkt71@}pk9#Eb?oOIE+UhNn&bwd2g1-aYMZV@KVryCOr7M!oMJSjaEWIC$!ezz*itOl zoh#rt?zrx`^;-t2JsGb+jKnyMFzx~w;ZIdT#!*KdH7P64g&G(+CAAJ}q!e`aQz)r* zZYzq=I3BcOtBCmMqmM2kD;$CXk1T>FT~}?BmqYWs!W@tl9{0G%6&ubZqhRc(s%qSN z8Igs*jzePhv5&ccS9WkmP{9bAa*os+3(h5{ZWd3!RQsY&nd)pX2gW|_V z9D@7k^ORET#mJs|*#-&`>6n5g!?g~$nJV`bE^QB+<3Y1%5L4-P2tcW8^FT{PBj_jc zHAj!3Y1*dcrNUT=tr?fRk2@Uf3A%d$j9!xziR2Vev}k$?GwxFzi=r?^5eV31>Qkvv zuNO|2V(@+TF~*u5ps6Rvq&%VsDv5ceBpZYxu>%U8`qZZ`PC4b2wPYK)(0Lcor?nk| zx`oJMAN$xO(4i$W=sr-}grSJE^qQGcU`)B7RIN}AjFXxQHMJ0^k%*2}6*}t{I83$1 zA?OkoERtq(GDA3IjXj9u`{u^a3C7!lKsR+EZorzt#~Ya-o!!Si<^+kd8Bb%^n#eUY z6HP@NIm@zBGi`LQ6X!@hOVz+Q3<0I$G*!{qOd%d*n3Ad7aKjC?44j0M8gdAeXdL{K zH_>EaUPX%JDu!_hBv=YNIO~!Ff~LR>em7F&z-#Af=@owbzKtQhLpQZK92#4#&Kfb= zI&XoO$1xgVA$n=_~alAGgAHUH#-Qid_ats9*%1pGS#JZBW^=8=x6s+(!UYj%P1 z$j^nj9RZwR0EZ^sYJ-QV=Fm4}$-R-%xi0fG!r-$Q=JK35WyHWf_Avkvq_qs8VJQc3 zG_O;=xo2VsTu>SeCI``_q!T2G(x=qAV%WFl)exL~-~%7n;o--CJ@YyOM>ITU4v@wm}3qepWjn~eNbS6x*{7x9>dCKy%) zli=~jAmv88Ui}5`lfh6HaDayucsp8R{NPxKT;l8Lsyz%1huX(JrXZ#m97>eim1eZdP}P)Fma6tgOF`7=L{ zS`kg??9Jq`M4Im_?Yhw+5i4j$ z!k5hfi^+Xbv|`*{PcZiT*vCFLi}?I&`|^x4&Zxh?BjcdRUL>hdik88N@y30|d>w`! zM7O*pL;v6hKe*LX$`I5LL<9;Q3YKk!Q4Y$?8AVSGQf)=gA$TuQwroUND&pD4KK8L4 zP!JBaGtqiD4CRgjH4%M0nl@!**olo!y_^G#H~LA@vuzwOxB(6^4{&DeR*oXr$3FHk z3W8O^9Qsocw{(Nj6e!%HiP@aFWZ^_6##R7I*?`JJ&e*2_RdwBU*XrSnClNBdo**A zaS3}3q3DV3QH1G=>SYOvuU!h5ZH2yta15dij*jaqp38vnnr+mW$Vh}hnUFJ%L1aM@ zWl_^CGtg5&gX}XZ>MLl}DtlwlWThDBttI~k{|sOmg=39K)%d)X&};~Us{bJ%Q5T^7!A&} zFDtXoIRsK*_i!wHE=_)%jUd2hD`A+?8YIjdiRY;vw#^2g+Rs|k%#|}I%g^c~Ffh)( z@Jw<(r@)E)+`6*IHDk6tcl%UuLj4pP&So?AB1_$|HoT3#sRt(_6=iD9us}s=DTXg} z(ScOiqD}=POFe`)?29sO*qd&;sW$i)dsi226Eco>yyG2pH)30tpGY0mprB1UI(7gY z2N`-A7=8;imBR3IA`eQgE(x2pK{X)*;2g+TyN+k;gXbD39@oj3^_}SB`M7@~Z`U~H zJ^SFZgv^TL_4#w7w;`Zy7#l_dEtBHVMS*RG$!l=vu9-vcqx=LxIA>4tZMy1yXB)fudLnunIM@I0Z(Xx(5)b;ALJ>N-*ykVH!& zMPP(;+QW6siGD0X8>~yIqjw;57IF+WP6})!*XF@9Zfza7qEJSx%gFe>FsivL>a>9I ze!jd8eRbbioG~mik+_Vg%h6jW@mZXroH3M#wdoq&OYe#1=`*g@G^GM#!7wRcl{6GS zv(M)K(OAzx<9NOd1|vreHrAno^(q^&rrblus0*AZryy%Frl4(KTb~>O3e;B@O&Wv4 z;k*FFiryG9gbJ|sH#;Tp$)O6Zf5A-OI&nS5q-)aTw8GE&_i%8L=S;Dfvwqk^(RQw( z2NbmXPx8&k=S=hMH1;-vbiroep&7f>t~WPPq!3_1PDvf7fcHZ|c(^v7C@W z6c$N1b21araA*hj{-*4;L6jv@a&1Pf_Ki&l@U!NIgpm<4hcO4Wb4IcX_eK=nc29g} zukG1s=qlBg9>5VwH!a*0nQs?t8pUPNEs5O_Wx_Bp65#z%8zqgs>v2yxk<#^p815fO z(r2(zV6O^pz`AlDyC9=*kL`&rYEyBZGXVQ1r76lf2pO5y{}gJ(+6~h#-3x0d1!^iH zbNf_~V2w8oFL49=XCHGW{y*$bhFV0=(0j(YRLm53*4{5<%sGOJPGc`M##e&{;K8PD zcAkcJ_8J~EU3{Ata}zZuc~E`ua~_OBlpEgmT3z6vL?0HZh%Yt6@bE;&xX#=MX`zIy zK-ASmDOlj@2Ao0ag7GtcPb%q8lB!%o<@&-bA`9PZcF{BLwfAXzMk&$J5Zq()K-%c2 z9Qa-9F6A{m55|ZiW>_{Ah-?c&G0*dqiP*bC=)2DXL%||L-&RcTg6oi(rOFXKH#WiA z)PbKmNKvgJ1fz^Sy0ht&-3!!GIE=+-a&5p7G4h;?{hMQtO2B@T&F1dAPU$5hKyoI9 z5j~J6rryjHNQLli-rmt^0H+VK0|619 zTfoxCbq@h0ar4bL*Wcsg&p-eCNg30j1SX35L>6iPmoU22G^jk!%(LDGuyIb`Vpkda zr#$5;Sv1WMdheRWCe3a$^u`-I$XhXH%*4x>#~b4GLW(9zHW+Ci)4@UG;l~(y;Gjch zVSSX8IyNEbumMCpx#)>y4np96A#m7zQ1}=9G5WGp*Etq~ssJ?%hHW295Hgr~MN#** zx4mukuhW3GRAAl~Ll3B5>l{S)zw8;K6P^y*!3ll>kptV@~~ zfHPLW%&mIQ0R?M~EV7-FUbhd72^pyOOQmjbjUrVNLy=JFsN3h4-nu5dw`bW0nZ(Op z_OiOTOwrRN7i%IE)BK)$uMnF`HQ=GC!W0axv!SA&&l84cJ@&DW9W1We2SJtLwTISm zAKVYoru&3K(krl!B~WX@`PvIPGU&YoH78;ij^4gf?@K9Er(%?`cTqNyNXy1^QMr7+ zO<{rCU}HB(fEz?Q=ElsaevtMlY>MU-c@${6Qf+A`X&6s!JIL@(I*v37veurF{ysi`G# z@EC(l28Wv7upjJ`eKK?{{$HkTjdS=ZYcL0+jlBrVMKScHn^JNh)nR}wa1Mx3n=9gG zz(Z<<%3|!>JTJqdCP9&)8031!_8B+@EGT;zJ{e9*0|#0lY!J?r5i1!b2+WH(Ada&8z130?i_fmroKgXb0bE&fAK6t&ZXG^u_tO-F? z*U$KW4$im?&)*(R{VZ+ZFga;6j!;WJ>y+062GBJI$#2SD6%*Kfak^zxPP9<5Zn*S$DzPXkiiD!bY_n-_P`5?uu3fQDPRai zilDk~<8@8D4A7L|i?hlpg7LJ{d+xT z$|@BV+YG+rD?>0sQs{Ijf!SDiEmWX2NK9c3PmMN3x`H8lNEVV>)Mf-z*aI1Ds3F?l z_Gk>BbB$kS(A^IZ}Zo8_;KL{k+c#vbEH#dG6|~2>)Lb82&)6u~M(3<@X%d+XM0zxLyKEQ@Us@s(EC_y zHixux>O=Oq8M~a6Z44+L^at4FB1qT2kAqp)3W5Xge~`{z zs)?iH!89xo@d`)bxb1O}wQ0Vke# zVx3hV6xmDLC|mHWHX(05m6vzXnoq*_E;hxZ`Y
01@s~U98QlXd@fo5vQcNhZ-yh zn*q&$S6|mg&`2WM!>>!Rn>_0}K%&W*`V#QC7hMQqfB@8CmjSlEaJ6R1SaV||JbO?E zk;5_X<6tn1_P=O%jMH5QtUp;cgUtpu84KUbN@PcE**+VqcEQeCFV>zw>Y$YudkN`d ziN$4s$D5~bBgMcE;>bZ^sF|*e1%ogBDVbVzK@=#f3DnUxL$u?7dC|3dGz5j?%P+sY zmb%Hp#v%?TN;hX&@O0WbQXN=tBQ@b?LTV3atUd^UP$@DHb(B6DCtxV3K+&LujN=ZI zP)oz-+{gBV;6#1L^FliXHC`&z_)a?Mq?&ru1s-Zdt>Y5#+GrewNM0ocB0?NEdZtY& zfHsj{c;i%K4=ztZhZCBcvyS0?r$+rUBb1TX5+$E=&N+iAc!~F22V{O1TyQ}hMF8W6 z#~cIC7lq;;p-@UbXT>_og@A`Y{NXzRL<~I?#uadK=)!eVC3*=$qaufQ;e{6#T?a-< z<8T=Q&b*oWZ!=_4Xf_=A)H=jofO?riGF!lwn%&b@ugpbjfmVS>DxJ!mx;Tmh6p)9~ zrtfvpBB0!+C$GZ@v^kKuAVsGIrh=fR$tftu(9A^j10qUke4i2F#c6YSbu`yDr|cG@ zpddubf`YC(j7XIX&F5*O1pT{c*=v-3&LU>~W^hU#t>ZsAf=%3aYc41(+*7r( zQpTRl5mn}yp#{7y3SbVn&lEunbddi}0l@&n=QUAmU2^BW2G2ollzs3lVoFKCLEz!v z1W;pT+f5Wv<50_ZC_vw9(`+jrW--zYcU_+iLDMX9wMp>EITiaDs3+1W50*lJA?aGE z-p~7bfBdySx4C5=1x8tdWABrf%JzINbe0Xvs1G%al!QRRW|3KHEZamqAO&be>AH2G zUcyk8go&D78w4FqZMJ|-eT<_?mFl*^ISJ^fKtrT-1N%8>+Z!^HKx0^I*oHZru`FC~ zjI1(O8aoCg&ZL|&Px8#B(#iApZza2Eix_(kiGDUb+##*|rof1boGnP3pGR$8r@xCr zL+2&+L&}0}gM~xK&&ZHq_0P;8~{_+cwCS1P%fh#mVNmv5XCeOsOWr zAc7cc@K8me{=vDlQD!l`r*R+*t<11lvq9Sk5(H`J-@bq;KsIOp+J7m}fWdX%v}*|g zNy#3QHt50)Hbx|$6NIp19G`2NStL3YOGoumLIzlrHsv8Oh(Sfc2r2ls zQ8Wy^2jNejC+CJX;dfIOo&OK-EAmPmCt&`LMe6r_CXr7cw5w|=mp*#GlKglZ&^Dqb z*^TZ|U9fY%=cd4^QJq<>dEm*!k81ktzx8n4@RntBYz&vo;F@z5kU zCm4H+zpFWg1K{1;BL6vo-mtLU>(uvkUr=W-q*xLiJ?A;ksnsU#tH`TV3wIaXUr~$C z#et2fe|TbFxn_95F|2&3~C=_G5Q!>ho9$Eh8)CH zu$M9{!C6kR+_>jJYsn(*sZ^WWYwVp-DoP2dX-;eL5W*%hXvxKPMF466G^2n9uo(L` zJi|aUZQ*iKem2ks(qo&|jds{XGiBV1klISaeXd76>QSvxU4VP8s2aFinb?prio+Kr zr8xX9c)sYRF~7?}F=jR~s?etIn=d0u6ZznJ8Jnr;xFS6x&X@`mM4nxov09M(1b(iq z=3)(VwCIUafsu?N$VC~<+!~X>LIjLL5-fB*C+}m%kDu>*2JU%kU50TLjdK!59(m+w zCllcQ274i}@R|Dd1TgFzq$X0d>zL=l08>-hV{-;1GN3RkOCYN;G&L~nHTDXxVUC5= zdx(F_0WIlU-}=@%y$^HB+cqX6A>DBu7KE_~eKdeY@45rrka!4~MJk$IXOVDDxEJo7 z#X7X8EeZxu1mn+?c^#TN7+MaWkt*r%Q($p3wgJ{dU+PNp?>ZR}8Bfmaqc+&Y!GPPy z=Am?DC)OH=C@XB6OT)>cc{opWn&(!6(&AKnW`=%>!R%WL?gPq2&}YAL4khYCt`(i= zYpS6KQM~6MTd}@V=@`$-`==Vt816mx!5$G1*jrO)2z5c=>N&H8K3~rI>D}o^9C1Xw zuzguXCBXy75W%&90dqVTt*JkUXaFf$NJHK9{rN7tfs55>VMtWU<_fd~#NV$AqUb<} zaL_}~GY%N0M)e@T;Yb-adtj(=Df46q+l&ToUEl&_mcfZkg#z>wp74bFxX!s`qoJ4x zoE~Sotq{yHggFyZr$8VY?3sJR_|FN>9R)OG3!CUYgBHSnkMVeYVB7;eAPU;{(`Q69 zPE4}sk2&U;tm2#60a}SS-fI~J8cj6n`D@0BYar`_HR%2`-a`u4HmQ^4zMIK%nk@=iYaMrW4ms)_1)}>BRMcFUx8!^XA?7FX zfvLcCGW0;=rhwQ73#PRHm5nrMvm7w;IZ>Pl$2=NJ3miJb(g*hk=c%KRp_2(6su0Pm zJGB{lpb-y-9)j|s6wGNNh2?Z^xZ#G?ziu8fH)}>MqYE+~%}7^Xd1WyQ%)a0NOYFIA zHuNy7u~)E=`i0~1_A(y!u!rp&T4GpOD&j^bMVr1zN;G`#x#!lYekp^eS>>XOE?Qi1 z#TBy+*lHp+?uwE@{nG^wFsMmT9jQa(s9!jWu6oa21cO1g2q>tg?tCg@rAa9@&{Qzu znwqHd1P7t6(Zu`T|NeSrmuIe6JoUM&L0xs#RSOywvzbZIpHfid@W6i7@8G&MXmu$V7&{9+e2??XsSC70lxPzHRSTo5c-Vx6 zNH)gVxW1`}wv*9{92tGHJ%;3+Xf4!+O;2rLBWJETsr-}wq?X2t2Qy)((!yTGoSP2Q&wCV;V1pezCJYiO7c$FOWe zF~mbsRO95D8&pxz0`7AX?xW8X#w93%O;rf6^CH3hN~&k&~69XvNw;T*~u zdqs9iPoHY&LnKXtOW~Fi?4-c+_8tNRdq-it?X&CbwU+%KM>VxiMlcds2Z1P^ed%T@ zeJ%PE*evv!@gi*^1M`Fwc{PODGdXKiUx}=p&Gnhu0y-FF>^&H7pdre`X`6LoA=y|` za{T1b=|4H3qo=(#WDLJKRZCq0_)piR%hw{zEqpPMw8or<)IGJQfiVxMuZJApV@8AK z+n*L$R|AGc7|zyY6wwH!H}nuV7a2vWutc>fPACT=ICTe& zUmCF(#UX?5S*uf^5E#5RWlj#%W<=TzB|bpYh=d2|;W09Oo7ey_+`h%idk=xP3?l+~vXr9}y|#3U2ek>O zZmcGFWe*7$+%e5Z7MpvPngMyhx`ojnQgip5k%=J+LZfg#ZH68!5K)19#3?slV;fCL24yB7CHLfApH1t$XR!{9FsJ6!)wb*rC2jwh`r-;es??Su*eBZT5z=G@he;0|* z!dHoK`l|5(=z$PIUtE0g z#e;*?wh4H8qm@$(a(E`zVqeiyIxHx#x&4`1)D|6vh)N+I=RSlu3-c_ePzb~jqHf@L za#TEmEy95KyyqC2wPfc4G0k{mfZh~naU7iCUPHXMJhz-@r51p8>I>rhKPjy9Vsn`a zM*j5EPp=Q%>2q4UB73Q*=m2jd-IX%6@p_@iz{`91Lte2DD&k=TE{I5mW=o(+7$pWa zH44S+qAP%x5qH7$qH?^C)6V+VgnQ^Y_}Nq&WBrKcr-~!`u&b$x zK|~7#Xb%$eAdnC(rKIcI0Q|7) z7J;W44f}#DH$?Qt44__1fRJ%xpPAS`K2#?X`N*WNZHUi z?AaLXGWI;A3q`4j4o*4cl-ZOE`}hK6HqvlWXG#=#M}UY|hAE3H*+H5D2GFLp2kr=& zl6nuC)7mSY@dl7NDv--~%w|$+nF^#h=}&)pk&S6u764k!}) zEXGJr?GFH*l0hM)02>;Ox?m$)%5$gl`)G&aqWy#R>e@HzW!847XCz1>i~w~K*+biV zqvjmgBbYt<=%Z(y+)B4EGX%i`V?TxF4tV?9-(HIbfb;OWxj0CT<3Wh#b3Gsmh~hz2 z*=FCC)FlU`b5uqahv;q{suVnHD5hDAXtS|}))X*`HlN4d^aw7YBWPC z=~}`4=-Z%Vf!ADfP2ChmQaLB@*#(Yf9c!MnQ-midD=i-#3wy?y1D-vjPsiT|bXdtu z3CAr{VCeDaU5czXz3ELmg?1VAoQKL-_aRUgq@=33h9Hm%1$g&RZ7>%_?mSM8a)DQ) zHIL`XkA=-6wREx)iP}04D-qgM33C9i7tS0tGo@MBW0)1TM9xzo6%^q->simL3-Kjh z6Br(w2t2n?2#yRN_H_%O@N@uBt2DUk1vpY~o#v{@T znNKQo8VhJ}^j#wf#z3=LP`8nN2F>?6KxH*FdODU_mzG?&L6IKSGIW-32)x3*>jO!& zAc}o39B&LJbB)hGEJd?G$uYfNDKFUtoTa`2na$9tPo=<^G58c5 z&9MUHuT%^=Ty0KWrc}A9u_C- z6ZyHfG8sDUA*xD|(a+(Khq45jnD+)su{qQ9CKxuu+uSc})t^(>eisxXLx(O<%XK}! zHgFIEGS1nb?rjNJlh%sQPVq!KxJ{Y84BdJoA7zBMf$9rF0L`I-BMzePy4WI)P4Rpv zbG6@0=@lf#;}eP)dk@=&luk=6$;hTE7!-}9E&*g;a~pe}SVbR|vJOKZU}Llyai3qa z4Jgc55Pgz9sVc|Yb?x5AL`py7`4~;mCand9CXH?kG$Z4^yWn*h9`aB3uUXU=?S=8s zjHA~|sRwZ!DfJ5rnxWamX7<_X)MXZ+nA}IN`204adm9W;D%>-l({twdb7#XaDl#nK zj7yy%!T5Oof)#6ONF40~U~<@$({(E*>xyq8T52okn~rT&swQaTZ;>zg>$JU;WzGzP9f2 z)4AD})-s+9qm53g*4L$HAu{sd84StsY$%SXt=_;%i!!_pgMgMP$=!M_(VN#UxtXQd zIB1`%%cy#9x^$En1MIW)8DQ!W&Or(LU}-KxFIpvJki~ho2a zQ1tGa83GPd2@hE0tRr>`MD*r$Sd3_ysZpS7V>}t4ZHcb>AWIDj4zvVXuLNQRi9O)C zl~8Md!GnxFFj7Wamogxm1ScjYwSNKSdHCUn*WZ^0XQ-aV*iY%R@GNA<_N~U#HYdmq z3Va1%IT_v%!c+ndU-xrZUy~zy4}!nwi)I2CE(a6$i!0k_abl0cXp=l(=?53HpYi*I3k6k5EsMrHTARdHs5P-QAV6dw=YUL_Edjxa3@VpCX6FniMA@0-iGFMA7?urj2Bqm~uZ!PD zDaLkV(&`o6(uH4o>816D8bWN`88J6<3OtOU0uecO&DDtwpGbU4s)-8=Di%>+^K<(* z^ha2j>jM2Ssh5bpRM)dbI#oisDF_6nsErtt5WtA=N@XKn6D{cgoUTD>q=K?lfeH0Z zDm-^th~R)?qb=~s0V6LH;q+uV0<<=83ckhw?Wj;0YEy0CWRE@e*xG)`rggy21x7g- zNJi6p=E7Qu1A}d$j(a0}9+j+2agC8|E_iZF8;XHbWWZVW!40645UnWWbkQ!U5Va^e ziG)NyQoFV&JLtYeRb*OY(y{;>NCYLq_qrBdcs)f_Q9sU9l&xU7u1J;x=Bb9&>yhkw4jk4Ps!b#->Jpr&Z>+QED6$mDfa^~^t;zuNKn%ZHlW8*g zC5nB5Cv;XoTXy6BovfzD6ZTmuygp|p5+>hNm+Pt{uob98(@Ll8-ytyYY63oo(JjrW zn@zN?ZoT!^I$&+qMSyWHu}!keZS!0TJQZO#WpAewPcZO(NXl5GTi zy8Goz>N}M-A~96Z18bL&8UwTi${_Xm$mT@2Q=g}G>iQXah19-U&782W1T75QqaXd~ z*8Rm;%VhnGYaZ%!jzJj|X1xPL?lW&1u0ht-cHcFQ>E#gIk`c3sZIQcsMXcgk&TZ(e zI}%Qfh}K^hHQpO`h7AMp_W@EXUW=hMK&ccML(xJ?bCw$|f*zA@^+9wVh-^aSW5Kj7T$@J?fl-q&#k%P`A{dF70zkh^#k!klz~+DUv!7klnwrO^fRj1- z~{*(7SMv{oO4cRAQxwnxml$^jX`8o*^p9`Fy};&*aExIMQyDU9HxS> zz}x(xHd_t7kv;id=#HabZWjG422q%Fw-jB0t8{vg6i8Z+FI{(G$V2387<`nCNUiJa z$QbUIh`qBhEA8|?B1l<|C|cWlTlVF; zI7c-Sj<)amJS+Evp`S|IrGoGv)QqfKy!Z-0fprNG+tZ1W>9+RLy5Mg7JE{`*sBEu zh;XJTcE*5nJOBLicMLMF&_XT+bp{F|DPG?w05q8bnL>7xx0O0;ediQ8m(xx=ZF0I# zvPDJUc^^1%puWB_VC)!WQClf3cbJ+8?ipvgO;BjmCt46|+oB#@k&+F`sO>MomZLlOIzs#-j`5xrrsk1#kGBQat3X2yftu+%>T3*S06tfrwiew(?@Rq7qUG>ns>;8G z4rBUbX?EXykQCT7nur(&eCilgj|Hb5!QhK@Exr<)T;zr-0f%hlaKr0>b)r7w89d?< zj~H~k))pPMdowpxBVZH#2B2FMA?JkmREx2m)J@!*CNoe1D2rIhgH|32Fa%r9jJC({ z?tO*fIpMz8Cu~hyM&#NAIqdHcO^s0?m6myQVYbjir{FW5@r-)tlAD?X1+}xzI;%GJ zb3nt8W)=g%C;{4F0bFv)C3R-8i2@k|9@h#&R2CrZ4K)EYP~Sra3rj;=JWaBRm@XSj zoq3-C(Y;My0&yft`@d}v)NqbQg$y}e4xE&c(oJ2ci(^fJHKHJGulX}xGXd7Gnwo30 zPD&q6(gtfR=C?WMIY21E@iUn2eV<4pAl^%ejnJ&MP6*aaiZv-%Hr*sx(8m;N3c`XX zYi25XBYSC>NX_EKho!=U7L|er?klwHt^-m#DYb4m9%p_Y`Tk#xY!M6Rt_R zEmP>5(^CpIpQ4v9QB_<0Wh^{{(75A$)TPGOZ3Hfq7_u=vC!uE4gnw5A75V1u<+1P{ z)`D7$wKmtxB5TXKW$;rAyc~mlkL&h(sGJgOG=|qE(PV?#rUY15VNQ{2X^ui+>_zrq zjad6rGxttoAGmX!q85~mo0^WhaV|7?P#jVpWl<8c2wk-bQ9gqk-SqaH0ZlyEXeByC zOT#^sYBTa4blbgW@GaaSqb%B^gAUPyXW?@=|d| zxlX;#PGhfC8?Oj9xHP&=Pud0-6^b4{h>cSEhIWAwS1b!)$eTCXzxhlIo;lHD4U&yP zLTRI}>+_9)>vIo8l(_#~)kF;3IgZqV_NNWgynmuPhIyOs$q;PPu>O5kMd4BrvHK-k z6U_;P`V2is-FF`uc80+#~;<>Sn z)I#;EzT zoR%Bt`o&#WPr?o-bOB zu|WY%O<7YQjYfT-X`1(2#-jcp4cAFIM?rHaNRVCV$PP1@x`Hj&DtaC(I~1^lqcN>P z>u-$HI22(`+T)~+=%^I2O2~=@3)YreLffoG7QE7SH$MUo{U(xfTpOpS^tHG`XxdEWD$ zS3466+~=Q@UPCh~fLTi-EYkto;Qvc*xKy~$WQ3vMDzhe;oC7|iVxhISj(eX2fs`gS zHHR_ku&H>>YhJUX_OUOY^rR=%-={!?&+u=9?S$U&QRIeqD|N9Jt_9VlfEj}EtvoHB zlJa1a5P63C;?E&z)DTFpf|5n#9HQs3;5_CS$R+|dgNSo0W$3|kW$1zN3HM?yF!tUD zaHrw>CN^Q{!TXj_N2S1fJ>dyYsK+={pA8v$j@dm6G}m0P&(()S)%JUQm{AuzN7q*h zt|1`)J_RE8Z87vPsIxDLn{U3kRt}gU!&B#`>I|Zy7KrLMsiNTs@!z6vope6W6xeX# zFaxO~u5PU4Q#L03Hx^d6pUt}|qm>HxQ4pXY>T^?XbT#r(I&l1=KHaioC@-53O$m7O zb*jZu;CUGXB05A7w$YI#f!ZTxNa5q22vr!Y?3&rbzABk)qRE-^`T3fKl>88qjZ>sZ_2B`);oPk;LAZ_6&<(r}4ty$Xe9^s)+P9d^pb5PjoZ?}J9aevz3-6_% zkB=W)BXP~8>nqz1>nUjHryP{Sn4^z4ctuL1Et&>j2QJ6L=%SbUltMJ?L7C*4=%YE5 zo(>P^S1mmvQ(N*v$4F-h) zUXwqp7c|3_V(8Hjk}{1_&4!h@D9*^sLiPeIV$oQiq4z9gE&*Zc>KITcS(9T80cnKbw6h&R2l+VfnL0}W3a&? z6BS?t4So)iXdHvdq(;0Zx?(Ipt$;~}q=T>Nl~6n8#rROTKoP@SM#_yvC+T977PhHV z+<47bJ~QP_DK!RTC7QHR#`1aYk#rR=Z*hpSV&`emGx+W`ndM$F_9?J|eJ;<(I+Puj z(uL>18qzrEc~b1a9EzQ71QnZNrG1<-Ag~MQn=ru38bwvL^>?HiZMF#=Xk9o8a1-kS ztOre<=pXlKXrJ51Y7+|4L3!1raM=sNwlCikN7x5B7&P__i}V33Y!{AZ7z4j6nrbUH z;g*BvVth4Y%oV+x!L1D$=c~D;jr&Izg-k~DVIfY1`$wm4E(gBTeH_cnYqbxlG{eGS1je^S#%PUt zmS{VttWDMSyDoJ!O@UpugOg@l=Ty2Gg&`Or>lN4y)q~K9fz7a<+?TdFLSDxjBX=I- zWCx8sFJc-ZO2f?@<55yzIFqh2p523QHbRvI4;ngX6+_!50J`ZKYd}UK)0hg8j6=M^ zg5&(gj7aqy7FXj7L9_eae2t_6tqmO7e!HRD<^(MG@}K?2Kx|RF+e^ zv%Ee|(D;X$42x*hA=3dyCx~7F!Cak|1fuE~pQt zB4<5%j~lA&U3Q@#DCN1TyBY7IW);^SazMT;;G#$$}V|y5j75P!ea){bo%M1 zkG|kp;3KNiQ>av%Yw?@EiJMvdXA2lsvMs5S34sncE;LhL)TD8ODJhdF1LZGr?Ll#EmM>I`y^ck7&bR zR{_eOeAQPizT$^}c=0t(vpf9o<^9Y71O0P9xBAO?{8|;T{!Vqzfdjhds?gkr&sG7> z$Ev;g+m#{x#^aB#M^bES5Ms6w8a2SE?f4vwBF3Kf)0obHV~#oI3x;fy5FOuq^P+OI zcGl`2N5V!w>7>O%rzIm$0*p^vAFQU)n7({u~}ta4822L?)odgvUtqxx7Ytx6zWYVy~+tyyJ@j#nP@0VW5m&) zB*IcH^E(%}U2;jyf%o;GSQ`vhm(fDg5le7D zj79x(qIVgey(AzR3-`}jt+Luhqt4WY&sFdHMJJ!U`rBskTUCVo@&`PicF5bBfuYT; zI|@Q93cpNTlMS0VJuWp&+CEU4%6C`l_g7@v)CB7O#Hw;x8(r{j3juaPgt)S{RNt zN=*cgBea=o8s_=WSEN||ZzjYFjNTMnd#xL|`pXEMb=FQ~ZylndzUhDcuf_L%`qTBl z6$PpSWg)|HqFUutYT7RE$Rho$?C!3A@CS>{$0WFaG6S_M zYe(eSll@=|K2WXCyG;$&CgLxu`}B#*nG%k)J+s2K0iU;=~gzg!-T2_qP|ijDyYi)TchRK6r#wu%>+6&yf(P-*u%R>l!zq z9-{`Qw$ipffQkgZsLBAoPS(YlubSA3!QQ#%nxzw|GN3L9;LyaIhG%uc2`3z6K(`In z8bwl@4K8Br!JF7nWgrl?rjI|iZfbEj$nJ>Z@1Tr8gZ-1_gc;(5>0N?0#ii;?;S zuwsmVEBwr{$1Wqn8F9DjexCl`_b$Gph3l4qNcR8-A39M-!)r}2P<5?>!7l_#1p$Y1 zgVze{u1fROA4KW8L3N1>g8H&t(U??whufcWFDra|W$e9Q*XNHNQI}IxT)$Ig=#QJ;|c|{6MDfp_-d}i^}4!}n7M3A}%9#6+^kwrD47N#!HfL@eMOuL)|f?9O5Ndc2H>JcbXpq&EJvv^c+Fx*`b{nN49%=ojNBGWJZ z(xO_uJJibBpjcyrRt834RG&a=;p?q$T`ZpRl+|C>h{ry5vAFKK)nAs7!fPgT4{M5H zN`V&qeso|A$ae6p`X#ywf$;bDzW3tJQ~B7aK)VBUUKQbQ1R_<1%v>1#Kw&i%6f#q$ zWIA}`xZ_rTStB0yuw~ZUTrZp2J2CEi-{qQ`fcVVozOmYKVOL~t{tc}(PB-YK=LWrY zm>5aJ-*#MH0AorkYc7OL07t$9b>>a@Ee8RwXd~%!t6@V^;ORF3hf=IMlLPRMsRuD6 z!Km9P3Zw?O>Z+@1Ij*r3o%rKFo^I&35x3sDSbX@ytG{I6qaR&;GZ9l>2i2INKQ9Vv z1+8<4B95ymqSlRF#@<*25t+@}RlI3~2+ojy=?O(n4j3G~CP~v%D(~Ib{*D)q)1RI9 z64k5l=i*zxb@ADUJY?~iDx&xtIT+4$Om{Gk-}msyKgSe{zw5h}iX8=E6GE%>`}1Q| zPA_`V>YEu6(J_i@p)Np|uNkWqV+`V6!I-*HBRd+6DX+uej;Wo=NEE8ARePz**s9IF z`p*nhf#zNVdPc{2I7Ge+SPNsM%}_EWpbwmZk>~bODaWvj#<}v!D{BrN?pviTW{RhP zktfrF+|yigar^DJ*NzB1po6n^4w`D-{qEII4CAv$9kux46HZt*p)@0Lw?lK&GoC?~ zu=>XY*d#4u7bs+EO?IC`r-|c_U&;yF8hB(0qV+4T;AL0;H~^nfw71Hj4#HF#2OjjG zWph>q!>!C80vUwv$yQLX^hN%um_XzFE$3MU8m(E*XFt2_g{bb`=RfwbS^$s*^j@Nt zyaqk~YDC8*m|Zodj^gvVhSgq90#%vO-nEjB`Y9g#;MHHg0Kq4ECQP0!)njDv z!ntGWK{}O&$gkG4yQ{=-OZ=bvU&K6{CZ8ZJ+`Ep&v@7 zaDJvT@V|Z7VRaVK+Y8`ztEeBbKsIG4ioQI!F9r5cLNK)HS z!q}5~;fh!H)TjxnB-~`HA>{?@gQ_FruHC|;_Cy(@b-*L&KVOged$ieF2hVw)Y>uZ`KV){ zJX26z!yi@-1ZB&ZKDx>jD4ddEq)STQh=#`d-EZ}maS$8}k^{`OamK<_IHEI1VD-vq zxElfqddMyuw9;JDyPk~BFwyc)SLs-)p$BcbB5lf!+yhA_!vak-^dJA$Z(aOc<+)9} z426jl`!-x zFbaAdKJkf9)R|xEv4(0aNy?q-XYRx}Jn(_5e;CG}Xu?axUudo?i7~u=#`P{Z(v_iS zU?_ktzx?ucHJwots{w#XsMhNHZ@qPgvb{w!*OtPJ9YPVHyrOg}0pp`X{m+!k6vQ*` z?Sm$YNH5L7IrGdj7iXV+_WE_P8M@@#L<4r>%ETi%f!|EA=3eJNLBew*ohv zNGW_>BE@EZd|PT!RGlLQEqZ;_nzMV2a8OfGSlod|z|@&HBKl~|LhLMigQ$$Pdauf0 zJ>($|siRuG0bOtqIqDh5&FO3kos#Pb(DasbP?VxC+s5g%&Cp+qv3F|A>t6S|I?Xnd zqYeIDIw%c%!yDd^rs~0~`$|D|BiuMQp-=I15b(;Wh@yK&=bkx{1|`D^X8nW;yfF}6 zN0s48U;C$jy7=4F!E6&7b_VguPcGj0yyp!+JDCDEXo)Fk$E!{J#Afcx{Nkzav7uM4;2v$hQ__@8qI@a3Dw%@w|8*GRaG}rJ`L( zOoa|YjDvdUp*<%gLr2O^>oFY7t$z ztp(Zu4wzCX1&M3b=Lm&i-{(S5<#2w%=;YBMTaI31Zy3JO#irzmHpe2I1jT@d!-|{m zGvuCH_)#rG1BXoId$%D?DG(WS$qt8*W9(P+aRR478RUrO>_wm=Qz^+7-aZD}Le}oH*&f5Q|GW4HMrE#{%*c&Hs(M1>4S<+a$quzir)fm+#S8N07Mc3>lmt3;U%tj(+ zFoxKS66iJdsDxvWJ+`J+c)u<%^b|L=rUqaQHY^o@it{(6W*Z3`gF{0%8UIUJu#5jw z_|XBl`ucFSVSl~ae7@d;R}B9bXAlg1Di3EPPeIP_$8x(0>N3eN_8|oggU+CsqhIrq zsm6Z7JbJwesgV*zQ|I{uZKzW3&qvKGy=d9MvfSg3KfaD4QJeoPHA{%1`CtEy-&p*5 zDs9nI4+!$(e^_O9Um`e3!3NiA491-A6q?u9z5$-vDzK(Db+g}D%6bCKN{-m?~@8mh#$aVecsgD4AP3ag2@4Y{+;el;s2 z36)dT{dVDn7uGy(_Q^agbU`N?_snNarsz_;11Tw18gqp&(=VM_aH}~usZsHS8RjIu zsS%g8n=C-6BD&92n=_fv>?jzD?lr*FYM5NUzQPAS@PWmDOKA#(p4T^GS480Q6bwiMunFn@s z^$f;D_9h7k?s@}^6_3%Y|fuCkLMbNV%_1Y@jsamMGJF-+mmD-v^@Ptw{)9?;jBo=q-#?QE}gTUD9 zf=mHpU%i+92@#kG=wGIGIC_r>P6@T<0PhrhNwpS!pmO|Q@u3g7$-BQq^QK&;(uFZh zOdV36rRwXe2r@R1f~)&ffz_Q_TH;$V^gcOjB6XehA<+?sk!JrN$50Q8F7it+y|fOxn_c9^jC~h;I5#!-FmY28MbBVH zeo!!sg#vTX_&Y$L#LVfEpqXb74OMF6@8WquDG@;z{%VZj3J{s&(o-@C8+0`nT?_a3 zSD)`rDW_8T>{9ZPk$u1vsqkcY?=#O_{iO#Z`1)O#LvO!D@C?8F%fGyi+~+`;)g^jv z^4mio(dHza<&mQVa?n#eux-f6#G?;1QBD~HGOMvytW}sZs0bCaYw%J8%>{-S#ng)8 z3u@^6^Uq(LaKZ^Y%7Ia+A_N9hH!7*tX{Vi5r#f4Mgvcr`1h+b>#OQ3WyR`>@Upb1K zs)+aZQ~7k`rvp;e5<096*_vqVHwuUM40T@P(G&IcpZmcdtPRRRg~wE5?|pKM{v#lu zQye#(tak!s;#xIl$9~N|v^^1lg5gwh4yeZrF!Jn~Lz}v2rZ%Xz7=!FRQJh1Rw}}I2 zNh6Qh!&G{*4ZXiQl0w2 zR|Ot73ff_kYV3{ib;{WaA~%_>gH?8cVlC0=y{w8lDYY2UT?RkZ*!!J6gKHv}V&ANtUT z)?-wrpz}^jQ)uVuHjN(6rD1><3&&$QZRKCJoWz6X2@4oUpCvm?ElegFL)C0!g^h`r z5&_pJTr{;vC=XhdP8t067fnb5@4RxFpGuAF6$U8+Z0^e7B_Y%VG91{}fHbwrV1uI< zjmv05X1mMaC-U`w{q5Pa<#)`jLwb>4mNm$Ozo47EKR@0m_&!(LBy?9~}_3_URR*akGSz-tW6G^Z2mLgza+joldIhk8+XeCku5T1yr2Z%vrQhm!|K z*aep*QyiS~2n1j-yIK83oS8GBoa zIjGKNsSco{f{aQt!>>!(TQZqeB%YTFUK=IAIXZEuM#k?C$^lc6Bf*Th`#v!C+Y0Mn z*6DLI>~#4QQX+a|e_J5hHEzW06<-W~jSRltdwlIJw=C{jWt(3n+jM+k{FU02<^8&N zdqy=i2$EFXEqb`Y@HP0|-(CKhf>O$c z)Z-eBAwc7#U=zk(vDrb}ZC^4H;~mKIIPZ^rY*FprrGZySPN2jT;K+V=MY@T6eR1@? zZ|Yhd(1i~o0AM7ij9yg%w0&yQ=FVBB{9Ia?jV7e*gC`PX2)(sD~O+%%HB44Qqz6=12l| zsIk=F7oAR^adtuKui2**NYF}MTMqEmq^xaUx>oOc*TtVzS?61;D6(zl6C*^tkQM!H zqp?q2t4(8VBJ2q#bbmDit;8%;-t%WG2Z>T`3O6tT@yPV7T3-UeS5A@V;I9AayS_X&h55%{=P*y7}hS53Z2XSXbe5mGimF ziuPhSn+I>J?WqlrPAUv{4kR22&5h_>fgg!x4#>O7If+xo$|d7Me4DT(Mo@j-T;1yz zyx;|$(*Zh-y;;$hU3S^xwXc0`HfKeRLPvVudFM^)_8de`S8Xbl&_oVL*;F-D1~~h{DbH;JOjix+oEV9ajwDfJr z;pvn(M#C>?@@A!_o&LK;tN8gog zufPbBPVN-G3qr>}`-jram1gEZe?nVOY~(R@qA$XgKByOlb!ok#dE3xx>@99QmDK4I zpZLV?WBL-Hu;I-WIV`N%B7CWKhsx(5Bzy+f`H_!&Wbx`(zq;-(sF6CX3Ys;9)RDk| zBOU`I2~ugQ)Oqx&aM;7d5wA6jr%ja*4gk%Sqv-m(Dv-hXc7Z_=J%Wrao~{_H%>3L= zM%RZ8k1qI=D&vuzpa?{QJMH=zYvb?V^{&--6&T?jV^mKGtpdjyoMCEKQ#l{^l*Dl? z?>!aXcglEzA($LsLI8)-RR59LGV;ELy8W#?Cjo-2qOG3^T6YC68sFfUCr&|}x=kWm`f`LQ&)zlV zkhJpTlTWTyT>d0eZbIa?3!CEWSNO_mZ3l3QI}tMjk$CRI|7afcKXmYh=pJsmY58Xg zCLCU~SAZ525DTiOoI%SWY4SpA>1k?GUIDGfo+rTvQ^q|a=A0#B|YRR6e@CCd;L6Zz7!<>Ky7Glpsp-H z2O?cLergwT9MQGc_Da8WhiVLwnk$5U&Gpx(7k0av&TNIs|f#QpTqhjFB z*b3BG<;80bH3gi`Dnp|xk-aGFh$zhU&VgsaL30$JEfCoozu;PaUbpQAfS+v|>!~nq zByi%WQ1?5FuUCBM$g8hEz3#fj$Iduo@u$yu&d$I2`bf1uUwQxg*I)l(Xz`Mv7aYOZa;C$!0oBW)*UxqY4jed8+noDX z&ySs*8+lfI1}Luhu(Zeuk5c0%P(5Zp8?@vIxm|7NsEJhBmFV7K6sys@O^Dt+fXgqt zY;k`N@RhGz{Z9hAlqrvT)H1?P0j0vxM=!a}6?6!OgIg3G>(4F&dHU0r5mPE2|M=B6 zyQ}-?x;~n%4ezYp7xl(byoJ6wvnL_O|NiQ)Ui{BhG!l5nb;5CWve?qRa6E9&{jI6Z z916!geqGAd*Edv#^oP$oZ}AO}d)&^y`TC|~j#>Opwf2AWo4dP!AR=E|KB)pe$PNQ8|=4CB6Le z)h{HXYqKfZB_5#fTO?6t35{Xzmb!zgkv zA{oytvSaA-O#NclX<7C66R4aoudc)Mcj}KQXWd}r=a_AxXl6<&D$_XywGKSd*nhsd zp1(>6V5IG5opshyf~c!^>LKJfd%;F3>=$%dl_k^yhyq#OLfzwtBUXReUZ7TMYOaD{ zw2cNdBi|Q#SSN0u27Vo=vbxM1egg>OQ>DfzA{tgY^Bv%>DRUYW$l7qvdoDG_5jZ8( z1n+$((#TD6kk5YhVsYGYtG~2>gtbSJvIFh;m0|vk-}sF>nz3{k>F<+yj6EG+;k<2V z7EU--->jC=jEpp*FhWBhU;X&USAUri)}{<7VY~g;ulu^itE(v6{PL_>?t+Sx>7p_@ zS!5f(t8RiuX%?2(1sQ9~!7qJKKTDC`5=D&c+Gdj|78!Hu7h^G+${hi!dJV8!=bn4+ zAgw(XoR2I6L(+9x;Kn2S6u42Mq|lwZ%g}>}CMUWtjZ;rueX|7FDfNcY3-2eXG&(^h zu?gtpEu0n`?sf6S7uR34##uz3so1K4I=KTB;%a2@^$rtvgr;7XEHKh3a2+k(z%?k! z26WxC;jVXG)&hFqzMxOgx#rKbVQTd1J@ii;q@;?#CaFo9%Om(~lW01aL1ES#p*2N?!M8Ob~0#jkZ7inAw-J*YP8PVGEV=JeAyGamP+ev15P^_L|S8bc$F z`5JYDPi6f3nonjywIFL+DwT)L0L2!*yN1`#RBY9d5v5WOdmS12dd42IYZ$4<9{R4w zWX%oKPZn2SJs32o6*+jHGL2y?4O~1K__fzwTl4LG1|NoMJ(OA+Aal;dwu zIt{B2I=N%vN|zIy&DcxvrTZzKsR%3*>Y16+q*i#ZE3R1m75x`76X zqTpb148RnO;qAMM+8YEZ@N=L0+`0%ow9&JWQJlS76)}nyvpYjIxuv4-dKB;t+3S(< z6$h#@K@B9L4(JjV!M-5Kaa;HKxLYCH|=qV1f^fffKyq9CdP)^R!R6N^Rpw;I6?Tas7{Phfx_AYq8 z>V0~7`qCI<>;TH?K@WOR z?R5jRM8Eu#pIlsh_~DD+NolPg16hS)@l&3%`iC_^9VLgRVnllG-!`CBWdApn zrcU!qflk4fykxO(n!JjCCVUoY*CCZ)_tk=opZ*3q>lgSLe8^Ks3ZL9AO7LuvMS4X zd-b}1Su)BcRjwS#=c|CIC|yC98AXf?&l?E)>VlkV~5=%myLD*!LAiN!E162Xa@Y!!B=?^CoK zal{deFS5|z|Nh12airD%B}ae(-}60-#WBY$o5jX*toj=|q?eun4iVn?qd!_V_jGc} zoM38{_N-?ui`!jr3RJ4*o8G%Az0`14UF#q?+X*zIlaw5=0r~|r2p)vTK6dfhU;gEK z=$fM)|3MXfb-Fn;WY4%>#eP9UrxDOEQe8(9$dv^}Jy0aHX5miNTD_!l(svS z>8q|<{CRbqXkLLF+Oyd7N||?x^wNxv4Q{$`)oF)5g42m%!UDuLi z>I-tT#+7vMPy%{a~;@|wuMdd-3%~S?pRX3^Tx!ok2Uj)xV8G)dR zzJ~5L`1@+n|HUu<;^Hg+_>UJ~YD{T-ebPyehVB}li<`x(whZ5DLR75;J@ zCe?#^?O~ZnZR=CGwiJ3XEP7*Uy9#(E;jGc1esEu<-E%=LLB9#-`_q+k&z)H{2KKzY z&j#H0zW1%^jrzVCfncJgePln$Y#3Ny_L7cabYc}OwBmcecX4Bti7JSLle~-+Zi6u? z?|a|-YTCweq3h^2?Sta!)s#ak9C_rCmCx9mgc!XZMvZ8g)Wp|@gN!{dLCPa?h;OP0 z&n8NV=u5%-IkZ>jnQLKa#vXiL3TD$VoVYxLq)N|JnFEH5g<1Wt zi|C>@XnSo)N+d1do8UTSOmBbt+w1Q|*dpz@A?g+Vf6 zuXi!Zdkz$wV?3x zyeTgcHZ3}4-5Z#JcMU!OWy>aJr!+zLs?f?I`g2M>VqIV$!rXF0zj8FcfIIB#anOXq zDNDy?0u0e6obtQg^{$=INm+BBHH^u%CVkc)_<POp%K5h8TfXI67N38>1M2;)AlX)2WRuV(Att@+UGG}2;T*^w&@K$C`X36lZ5(wf z!um$3iRg{Q7z57Y`s=T+X>yK;ts67C!`vmG(LEAqb)BoQ%h>Y{PWb_wMOv!;c9Zbo z8JQ^$rzAwVQd)3b9?+&>@iG7+g1*$&;x?bdMwufGwjmw<95$rvVJ^q)^P0zFfybI_ zkd=l86q|5ebQ7tY3~x?D4-Aajl_(f>ut}ac38+xxFsfjn4aSIkM-?G|cNIvq8F~<4 z3N~ca_;J$9-1Tei)6au7qxibh5I7Q)FZMo%)r5T@BXOO5Yl7p^^$M<$y&a=4vi=;Z zgRk!j$Y7VT2g(~p#Dz+Q`;08EQhGO}MfJhymz@pD>&!JDVk$(1W?5Jm3`HAd#gL&y zJQQAZjtwVc&?P8s?%D)7QGwT>O=k2<8+vdL+z(?S3|DiqQ_~QqK!%{$>9cc8%}kQ& z#h7Pf1Y{7R>3B0)=%jPbBQ;bn#rTpGqkp8)n^a$ z{EoGb1{}Kv{r=Fk9>m!z0*PK3HH)eXAN=44YmU|peB9$6S8u#7=tc}j8(J6&F=LFu z+#o9rX|hz&AgWRb4s;0W6AYRmYNAE6fE2Hquoz$Tq8F|HW(L+HJEw;36`;sI^{G$Q z-`m*DLQ_)}X7}$m3rMuIE9DKKK%z=XmpYK<pa2 zP^PHxfc#i)Z32?L@?D(E)~dz1xTbMEAnR9C^x)(q@It4K6HFER9B=DbNb7wm=QZFu zqM8>kUJQz5>bj~)D0<*2$3enl@Kz$CV%1y1zhgkD;@h`xhX^VXT!FMTJ=dl#Y6wNi z821(nqz!^1)F?4cVKb8N|ITV{0Pl?>@!`XVVcyCyz{^zTC~}HqXAeZ_K%P?roB|d6 z$JeiCmsgSA?|1K>{dIBiFNdH0=!IF~e%1nKgQ5qH@Az!kDab#BjM|q|EQY8>KC-0f zxhBR5~cJWfNK7G^A#*tQRla`j3xTvvE8# zMSu57dGt~lxM0SWQW8R=x>9GvJzid34)4RbT8X%p1RBK{vrZTooBJlgi80tq)EH+G z^yV{MC!R?}Y47BKCi{N1W`AEfCcoahclL{(peKYS@U!V0=a1qm`7!>mi6)+=jZ2>NpD`QjYQcm2_d%*6-+3+@K7E;e0XCOB{h^NHgafY zc|cR&SgCneM(%QE9z1xEr85~Y6B@~Y3L#1I7I3c6cdDtD+Uao@`*0!uXA0aQrz9J<--@hM(*Y*5K&~Fkfz5C}KsKG9IKq)AA z8*Pb4aSGrS^LmtMQVa zo|$r!qmhhX8fExC4hBO(77fiRMMadUS@EJB6e6Xbyd=dp&I!6_$;&uNcZ z-`e#!ZE}DC*H?Hj2lR>mOUH;POWz~n>V|mGhkrz8xDAxw%Dhi8|(PM(QWWF~VrnafK02JA?XV1=_Jb5w<$I8hMWfSnZ z^h~HbbY|-_t3-+%hiEm<Je z+$P{RRToGys(vCzdNpj!a_l);P{y+K8~H!p-?m; ziKkDW4z$_YP%i4=Z`8=+$B(nQh#Kfa>(AJ3as8=s$z^#Y(a$&%%_@5#&c}}*htEoh z40pPTaIO`ayR<{gA($b*_Pvg4+R+f#&cWR%CbF=n;;`xYpH)r$fQ z66!HUR=Oh74KmZ?dgv{|y{RA8b*X}xRbp>x5Wwcc%3fJ#lfu#L#uJl51 zK;mF$~$r&2$>luwgj6JA-UQYh`(c(79Gr1Co(6`wjzXt_562s~tT zNG<_o-9CT*JX9v|Mk(l0sK|gsM-iYVjUmk0Lnl?o zz=emQvi6$Pjv)(rYH;(6sN_0FZ4F2STUU;rXUnax8B4~(Xnx8$R-7h!M(+)3QNP8S zl&J4Dd6k}WuVWOeaR~Fc7T3m(4!l}&LoMs4PoIXS3t8`REk5OHVJHZSuOt-0Cb`7)VhVaiHThSN^7v zLrc97kwD;^OV5n5k}&p8go9r2TyI1Dv|4I;4)1xY_MhN-Ce;h$cZJKh(RrsLtSKHc z$_8s?ioLKARckP)HfCuJ!M$kGv7Xjt+(ny$ft2jFp{+efs5jEFLERsjGpoHNF-eBK zPX<}nFQBVIK#T zWKG9=u?HN6oHGY1-RLTvuF9M#-LW3=T$Hc^3HoYkfMkF^u(#&uB|4yFK!VOE@(K4wymUl~NQX2nYRtUYD67hv2($Ta-L_rUncQ1TkFmPR=Q7ukXs90%#=97H(p-n|=6zKTRr z4MJYg3y)R9%@SBU8{OutK~gYiHJdcT>>L<|aCUg)b2wM)JVo0vFsh__`07*v)f^st zvFMS5f;XOm^|znNiQ$JOU;%il7y$(gOTkgPxVRXOJY71ECI#aT*1$c@g+0I-YXy%z zKsHL(;#}GPbE$C-v95FTaeC>o*~*?}3B~PUa!Ndq9*&VaD8r@?q@Tw~h1MeZSsN&z zP^!MKR^M9!D<1b+>I&r*=o_fj1@q*!f7|rvsG66on@%2q2U}|RDS<~9D0wP#!9xk? ziKszUPb9W@$DDy0L`w`Q1I*Dl1bC|B$MGEer+*>A}WaRA8%!>H-074E@k2!>iiUaVSk$|(m5-oLT(Ib|<&#Hm>r z!ciKzfZ~bdtKXYyxo&}bv1x-|X$hn8Zzv?;S#3_p98kWlF?AolgQBABYYHj{%3f8D z?{b#u5<@Wt3c~%`WK&HlHnUcLKr>9uNu&)V?rY*Ov<&R4DRuHQ#D=>o4sn>`>G5dm>>T5^Q} zhIolgr}+jtj&57(STeZenOv;dti=#T#7rmjj7(TG2#rUNo1&b1AIOWfpr=sXv12`; zK6r=><5Z3T|7o@nib}+@v~2X)z;%bGh*EOy!xmu6`o`i1m)XN<^cGN*h;=6g#qTHKQU_0i63LHi; zfB!yEkxL`xQ^Bt6ckI});}&53jOUIWJ9g~Y9Cl^DW5Ol$I)C{&xTX N002ovPDHLkV1gyM(gpwk literal 0 HcmV?d00001 diff --git a/Compaqt/compaqt_presentation.pdf b/Compaqt/compaqt_presentation.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f334d17e5a735e3dd64956bcba451af37bf558b7 GIT binary patch literal 1035108 zcmbUIWk6d^w+0L+1PD-ES|mtucef%%LUDJu5TLlzB1H-mhvHD&rMMMnA-F>*TC6w} zciNZU_w$@{etbW^_g%?kCVOVD%$h8jy|1+y)L+VT@Nn{BG4%dC{kdOqmN(Ihz~ZOj zrg?4YfF&+Y!=-HFZ0BK5Bk*`glZHzk=ICML_E>T1ta(M?p(v42noB&YfR8GbTc0R(Y_Pl%OrcRQpn8d-&WC9AyIQ4 zW;z%@iB7$*%+8>`maj#R8}4j(tMp>`=G*eru4>bpUrge(?Q^plo@CKZwZpR4PdX>A zGJIZC%6$J$NW=L1BB;kYdX{zdrF^$^bl{XAFPnw$r@Dg#WmZS!kqULTog&s81Ai6z zcQpbU1&q1l&C@qmxm`avJ??^eISu@LFFy&v+v3gHl*kH7TqIZ$W%IB}F`G9n$0!s)dVjV6kYhr>=v zN!Z2|Dw#t`Dmt|tL zv02u7=Nll#PES8c-5UZN=N(VRIkMkHS*P}VzNV5)>72QMR(smin+;Ks2}0F*tvi%< zWgQxUisyVyM?|?P!DO;Sy21sLwV|sv)R?8#c`}1KfWAT=BoY;5?NN;sZjoK1g}9~< zb0=)mBPf>qP-efozwUnVr@aJ>W#er9A60y8{ng;VYWueq*Tsg0 zOWnfmpHDX%XAc^_e-&NR#{IRYo0W|_jo`lrWM4abJodZO{51~Eze@ifet-M_Yb@$+ zudTFfJZOv_nZA^#;et9nvX=QzE&HDuN@GI9CHva(wVRfUg_RA>Un`S!=b;h)FJmr! zHA@E@E02GApiX==JpY*#)QOjdhv(nq}Ze}9xq%hS^1pLO|X_B332Fzde#fQOfcOVI{qXYcWE8~V5&ZZ5C? zIsz;YH_yiv{68}ND+|}(F^_A?rEc@MlrA2g7LGJrGB6MK$M3SQom^f!|Lqn2U$^p7 zR{LM4g7v>n<SO(v9=ZK<&c8J%5BQ(ak9_h_{yQ24kO%tT z_TSU~bOQ)5Pyi?Z5RevtLI4C20RQv?s2_Qu0so=DgZ>f_1%!%*4#vR5dh$4+5g&j8 z1c6XcL1<{Gk5d5#KK27p3D5|i^GKr;X;^@1U5R;v6FyZXk~3nT0|8pFw7(f*O_|3AS({y$0fKZ55+R3;Ds;055JnxI$ARTGG@$EOq0e4-Un*F(w13CDAr zx*^-uimOi;=+nSjX*jI*DH+je`zSac8xmj1bVS8kk|-yllax1#WmzZmk=pcvCVY{M z#%^Ed^UZD_W1o1UyKHvvG<%v;-9XP}`HJ$(Q&DwwPjCkJ^7SWWFML@{VT(R=8;Bajg@knqB$17yd29Sj7*6^0#eCkWc3zL?j^-tn$v@h`qrnmApYN`iY8jWI^Ook!m6Y6V6C0ESs? zx3(XxK;7#l*-I~>PQ=y_L8-+Po$L@SNdi~)Z_t{&027m)l(_zDz2VaVgADL zvC=*F`?Bi?2KC8)TdlbvT2@z9^?Czif>rK2EbUr#S5Fhw;(7Ls(zXT0?LRvQ*+uO{ zR0Y~_So+j^oBN6sffy6B8Ve={Jc%{5gJgJFT7*X>qw?rVI5^Qb0K^({|CVpaTxAJ+ zpl*Cth7vPy=z9^EFT2WJ4hd`8Jol7Ul6_IYUe zQOtnH0^}QGfklM&2}35pe3}O1vuK7^nbr=T-u&jNy4NoGs(gX5WW$>byS*N@EN>V=A6Hl@Q_Eo5D`uazW6R#FO5?^)bt z8bI8OFDw-1bEg^*8?PG6O;)uM(NMAKM=4TJptZ7WtL*>940E z-6zm`1Xj(kN)$c4Bb#s!Hco1?d)bt>J5@@E&egspVp@R2vGx^vHi}$KpQTXEV+e0F zdc%iMa24E5FTnP6!_|p?cp&~&9u?JWo^ijAAY@y1`jB80w}K(FB1#l<`QQKNpHjS? z;VIBI0cx98{3XT2zXyno(&T|k;db*MCF3SjB?Fe1VV#2)`B4B3WUj_^GdVyOnT2tv zoF7D;ATP%o1$ZMzMm)rfqQnB0fY}2hsz6n!n-jP=s(Ek!Og_|48gW+#vU%z|y)fK9 z*O64OTE(5*&p6pF8HjyfDKSOa|u>9>FB z67B1j1?dy|_Q^3eI~3Z*+$OwAgYo70oTiW3n*5MExWEXvF^$)EC5QF|J4W_%Z6M<((w?Q0nW_GeO~txyrk>=nA{D? zIPg@9Or2Z|kCn>9HYYD#VeO|>7&!{mcwK2Uq9YpuhUgBxOTsSxLVdj5r*GN8Gt9Y4 zLB{wc@Ay~rVIzgq-hNUHxyPQ;ZF++rb&VgJ=*kfpuk2=yRK?mv5Xjv$DzWYT)apMk6LRPt->anO<$}NbCrJxu)>qX~IDMI++}?W(yjz#$T1oLyw29YC7@XG6S=s zcoL(D;N6pf)_F#=V|e zPz*-hm=jo1SYNaSpl{4%++6F$aa8+h6|n928MyZI=PN_(1hz{0QbQ|ZCH7uiD|19( z-9Nz9D*Fy_W7-O)m5Y;ksf;%SwygS&uU;by-ahSV-*S8-@K*o5je5S@r z(yu4#T=x17to@ocA)pMQ66Kh=q~@5)pe<7g>C(6lRbnlmIq{heZLSu7OsY2PxVl0@ zCgbxON=c!H@u3@PL#+*eZeHu|+nGQ&l-rIt%d_?0#|2}u6HzA#8^cfO+0*G(f;ZZE zmj(xRfcsh(1K!kiAFbx!O_tq#El4~ROf-u+dEen}N1jf3SyLvk^@Zhnxp1eBga}1( zfTC?yfoSwNdS3B1%1IMR%&-Zf+>e?Icv}psa})wmjzjdibLbuli(1_;X*J}f8Cq(x zI@C^ft4rXoo2Uf_2L=)FFG3Dmyt+#dI44|)Md4~?9wkMs^Jn6sAsv5L|e9-E|Gly^LAI zQyM$exu2fDyWC$hEs&dZ*U@Ekf%}XOSwYNilSnc{1y!iuURP|Osw?w}Xk`UD%!R+< zHXLfn2_X8Oao>V`L%+PQ^+{7+)xE9hpyO2_#MC0WluiU^po)%y4eg`s(XYrCgoo9# zh|eh7^pLrcX`d>UMZRX5M8!?={c%}Iz5x_ZDyPb zV5slP&w>qvI1rWNQ!QNU+1_-kezW=7t7T(;8Q1P>Kl+CyROlKyC5@6|)eLVJWluPY zi%=b_as4b4YrJg*tLo-l_vK`X_gR>QQ7Z@SN z2?H-4{rNiv?ne)6mjPf=@Kf^HmBP+Xz9`K5>qs6;i8&T?e*B|n(fQjb{CgDd&-CHB zS@ds)S1z?uCTgx3d->PR>o&lERGPCOTzKcP+Shgir|#3{GKnz1&9|8B04bUc$fmm) z8aXdqcK4?yORnJCuisC2{s2<3!7T#3_nIf-xo+&#rmkixea8i=W;d2E2=w&UOoCA> zu`td_a%cCvx%TlDZyW<&ow)2%y-6>%y-wOdk+-xRSGFU$aJXk}`~%2&rN#Ai*k-dE zZw1|Wo%(}r2{Qc$ux52VdW!Rf?*P7EbZr2?>IlBk-aq~_;~Dn$ zxz>f@+>&G+Za-qX-;~ShcUAIj%rph!i>NalD&D7>`nk2RG?7!iI1Mf8a9!aofcp-c z;u@>OplAMgWY-$+br7zU)y;acPjf#n^@i&6Bz%t!KT5f_vx&QqJuRDCs|ugOW_4X8d7+u> zqMt?$#v`~s6|eiyvYC)E*m9k|&c?CsE7)=X9Sy8n&jl@fH+aR*%}fEU8T$d*{XAUu zYO_q8bemFiwjX7&)pP~N-h*j9H?eu7U zLK4})hQRoq`>QQtyKeD#_>XUE$=>3(vmO&YC(j~(>R31f0B^JOB7T@fqz$d6zamuJ z1J)=Zbs5ox#~|ld)v8WZw(+9D13kBM%@~DoB7?(j87BF?gd&){*eL$m$NM-AAU>PL zpSNC>Hx1D}q*&YpE&WycwG*5+>}O^4r@}|9%MozmEhJ;c`YT`hufbX5eVsE@a(6tA zHB~T&4ExV1)=3fKxkYyU1ldg+^f`P64Z%M?ML3D5E5%9+OVo<#o*Pz98AYaFK3(+- z)+wrA=1Q!neGZxKs#j#_r>A1omM!!;wX^7oVKvJCF8Qgr*oT|{xVWj?$;Vg$oEdg!(Rqe^_Wad>-$Ogc+ z;iyBFYue5yQYT@f`J2!nv{zB{pCwW?DMb=B#rzJs zXW8(lG<^O%p0L|PVCQ%&iF4Db8(+8v@ftM%-Z9A#Y@HmhsEPT@>{Bj|B*#4ba!9!% zsX4??k2bUTV3b@i z#2`b@-yN?~=SRIPo_xG`T6JM*P)A8hg31vCH2x_h_KzN_7$`@q{#bO)|6XFf{WJ4m ze$1GHvQUZv?02}}DgM^zR=~8-LXB!QOiIZ%!;=gq>!~5aPBP4Hq-a%!=@w9PfK{5P zzr_{7Ze61^OdJRr5A15(#r2JD-z0aLhrQXk-+w7oTZHh}+Ke-YT`@lqt_2z<8_GRQ z>IV1F5f@Ym5Vzqknka>j(IFGz?eBi zRQWQt=QNFk6*9*}6XBl3O{hnnf(w>n55=oT+dsjLj)KW?m@hm+;{)A|N5e~-3&mAZ z&Z~bv2{V$z3uh`lFDDCGpm(CHfB@$EYe?9qzQbx0_k>BwE-Fq<5oFC-S$2{aKi@n@ zQbAYHNi_!US-6?ud`5e?M;oXo`frpF;=L9rJ80J9WdrY0$-oKvL=I-_Ip6RHqqAw{0XF&GCAO*j34m!mY9X47@r53^tvA^XUM;MPw|to&%w~RymtWIsFkw3XfBDa z+|Jh`OI~pc z%~%l$AnGnHHXt?6k<-*;YjsUzO*Dr!E{$BPhUPRD;QSt~oQempK+cRSwUVAcuM3XR zPA~~`Z}r~1;I9en+4C#TEmeA=*d-dfT~@s^bO<$|^;!<{Wdh87fPHi$5gsu8z5{Qp zn`!F%$#a8etO-IMip!u{aH`USY2wVP{Jp=KMc$@{dZuw=8i#0St>UQ}-aO}A=Oln? zgT(bz3gIYhX-M`mOWZ&n<3?td0w2LQV*&ivD*~t=IKQYX0&)r;*bV~m%;F5fD5(>H z2>6NY+DaGSVXiMs9Z;yZYu00;dUU%Wls$G>5OwOf#%4TO80bmy1w}}hti*~YqsHNt zmFqT%uteYoe@qjTbe>889p#Qjh9^np%jfSb6SHO((EsPAiH011_v6ka3(Fg5UyK4a ze4}7|2Cc1`&nys{#Wh|jpl5Jd7v9=eFo1L^qEDdC0vS)E7s$>+4)Tn*@AU+D7 zfUW{aSb`OC7$rr<*t+a+tv}y!j{;;8*A@$_45+_T@L9FL6+bBqd!rR>mg4uZm(*#C zcZu(5a-v#Mpvs+w&lF><6@4qn6*Na#ahj=rLb5!21Y{Jle3OFp%#S$z++_Ph-+ls7 zJjNK0arRbo>oEl&MAe6Wj;*lP{^dLClx1Y;%5s>9FkKeWsOMKfzSR7^H_uPMAJBIx z1Cp$DU^-&wm`z9nMLs^hq~0Cv|o_g{~r-$rYM>q>+k=%r2_v(CVpu z^*A-A(Ijw_2+5kEZ8egRfXF;J1WZCzw4RxnyPPAn!I(B~6ll3}WI3hyjE=1Ot;QV# z@=`p7GEm}$=qcGn31l<;P`zi}DAmj42g`oW3~anXUm{4OcCi>q}7L~TD=ix?l(ns2UhzMR+eEKQ}a}#%V5q9a-rfto$0RgyYoQZWs zYWlKaThXD~bz0?;jtzMeg%s5A_xec|_}lR_5+J7M7Ft_tstgo$2aK)lrdkXeqPe(tLwJdx(KM^?L~zuad&{*jVA$HZpZhBWJmWn;CD#BcqQ)6V&@eblLY* z)j(4r2@`!D$B87+ajkvb0(Lz=7wGmvJ-OLZxK`+{9tR|iw;x-LHsn1?wzXwP5;A+U z{ll8H^NlcV{)fn{lb&q>*!uUiG1Wj^G{#8|Zijt%#eV&iqCR}wLs-#@+mE({TpOcr!>#N%;Q6Y7m42%@|BA^Cv@v`LhW1s zZl)@wc7hrG(VzEKS6W5zZ~pIJczMP1jr*-3eW5okW>v|mNdRboYu+Ux=HgxVW0FSZojSBy{E04r46~c z?0*i)cnG-`sD?pHdXHPIyEn=2v8J6jeWr)qK9|S{*A%^Zdhc>V9lF8>f3KXn8|3D0 zD(B!NmW>Z9xFwqYwbpLN%NNgML^gn$!)Jzj|Lh^p<2A|GgsP#NER>Q^Gg||P2{So- z84Mao>?2yZ96=Aa+j8`vWPyzg^&XOf;;IDO7LUvY${MzcrvSyx4xYq-&?1hYT`G*F3O zn>^b<0R^2wd(ggG>8*Ck=OZQO9!2e(H6xlJWTio2*!Ts+1eHyH^1+UtlG5QO0Eh zAmLI?&_>*c-x8Syoh@NMM$nEiL`cr~pSiqGR%#EDs3@GHf^K>zV9+G0LI+3Po7w`` zY+VEidBx^*gpD*OR~8%+qTS*p(U;s8TG<{{-I;^se^U1QZCC$nZBFYKu|eGi71@n5 zkF82EC7kIV;+wU%rF@Un$X^hVYz%L{v(XU&iwypPviFS{)G9#S4ZOvczdc>ziAjiM z0Z#k@ILNW^u~~Dei_N(HC>)yl*i8v8a=VLUgMiGz^taQYin5V2@qUTSAWQ#WB0XB! zB{h!PulV1%09MIAJrQnZi+x}nPtBvV$~6ScrpgIpxM^E&RK2`96E}V7C@=CnjwI)d z8$0iiDQ4Qj21`4pj#34nWNjH#Zyg%Ty2Q()b!rWatI}%LXg1e~_s?kgYE4gf7PE>S z1xWumYC*MJ=%!Z1{tg1*YY0wI8BWZ+VJa(WXLlHV2BsmH;|D?#7#b=#p+9DHLyQ+A zK!EMKa-;cqAxXsz68Mn*H*OJ$mcs8(z2&ElECCX%cYnXlCZ zMRjX&b=q|zm@`;We2`u!xf`CA(L!o6@;6L-)sD7q?L$X=j~`LW7@x_N=J!)WxVzz$ z*8mYDHk4$>puCA!O|tPT{pVjegzo^Sd>KEQx?0#<#iS0`TcTEfyj5bfs;g4LAXfRM8Bn-DsGMXslyw*+5GnD68iy~ zTKbsSi#x45(R-smfOqwBO$Lixc^i^w2g5-@d@*`Ea|b3>!w>nlzJVLU zIufF{bD@zD^$v=AYU%n9`BAIGVIsrYK|U zDP5p1L{W6er@Vd%?V z8^M&YP`0QTxw%2QL1GgPC9{~xPzmcxnJ6{)r7NNx0Fsdw>bpt5Rnm=&R}>*eh{~8j zHWCJ^1hUEqf)OH&_0RQ{-duE(?Kn($tQ7dzh^wpdGCV_}F;!LEVcB)7U(9+Aremy7 z4C1^bBU>e>ZB3Cj1{6}UI!CGSDbW@jQTCTr3<>c7Rn@$~!MJ z-FN)8o0=VA#Rt(`sPT)5o0Q8uIvmRd=0l5$J8Y%3Q-v)Nyea0Qpp16vh}pDSld7DQ zQPDC_(KWedIN7D!lG27xzX;Qeo_9f+?PBwh=e?h{*9v*|tcmnc%$)zHYujIk%sNk4 zAR%INDQ5Up1ri;S1V6N4u%_4^EJi6(I!YC<1?Si^z*NZ)o~#K~^x9lFbv7p5LVLRj zWh&|-0l2jZYpJd!s6YI4XFL32)2|`=45~8j!`9Jzl_?g=U z!E@UugP%04eQd7M!Im}3(Ee83pwMT^JW&WWM(buGt)XkLOI%p3pv(&mHgmXc|LXKJ zJ#v^zp)p{3-GorFh__|Xcn)a+FXK>)>RZb)?N4k@2RfyThzOLxS>qXEtaI`sG=+F$ zLR=JzRB&qFvFHMXgawZ1Gup&4O~m+2kvlKfp>g0KG>;P#LUqKA2C_x{ll3>y9-hMv z`_UBvMGT%&j&rboK|`Fg(D~q?M9P}PH*KILIwU3639UJA_O*{m6wCDd*l3a?@p2!hvwNO8znS+$D z^KMtQ8o_O;f-1>0(doT+Uy~u^N?yz~p2Qyc8A||AJeo9L9)(e}^2~iq0jdLI9Q;+;v zY=w2r(F5U+yK>h@I0l%<mh6NA2QG8*x2BbAH0+Gs|vVmF5*#{9-VqSH&)ltPECkvp`} z$CHPv^}NBQ%tO3O^|;rcz=UUDu+I-Yvrs;QR-9zj+_TTCBEMuHDh&`i)wDj@t6GSQ z=Av2wcSnXXJhjl@jUB*_j>(Gg==0F{?)ViqrJl0wYmPn{I2TbV?Ksl!y=IKl{Au1g zCbZ{UT|Z;_yz~g z+F3DMiUcm(FG>ZOk)O)`!Iba;ajVt-*09-lv>xFa|0g<#!5nnXsFVeTZPPORa0}vB zL8{P0gOS>?K78w%G6dU9$LqD>XqL2mG;OA+)8d%QN_F!@zSxw@?|$!l@9#)dij@yj zPU{CQb~WYoEZZT}s^?=slMQh#GOz4z>p*xFhw2mk}-bU@yzbxB= zk4b_p#UN)EF9*_i0s zCg8i7!2%s1PT9%vT9YG2h)<|z+y9S0$d~~fN!V{73-W`AH^em`HvuAnEc1N|Q(67N zQq+&g_duDbw#QoT*N(aj1{?KXsxssIsU^{ec3m1GLH`>Mq*hj&>aqWCOf zU!20~SF(U_<8eFpn^YGaTfH5c-P(_OsVV#?o!TuE#xD)DQzdvz#|0yv zBZyc1wJeT1<`MyJ#2x^>cXc1?cgt2Az90Vq9Au_H$2h^4-q&@!XFP1E-KIaksL8iF zwvx{bv9`*Jnu-2ehl-1iarm;%_PB>_FOGcrp8hEhg~Fh*>yLfCt>f?+RwA4fnvEc~ zrRNh#gStl&#Z0>A5q<-XfW zHwkgH7DoB9^0?U~M;aKHqY%3$=uEHO%Q&_Hs^&c$rMm{R-ePE|jyv3<0P{EWvm zN0qW;$P`ko>(NYLP6h2Zo}1RqL1}mw^!|qgTg&I;unvFg#SnB+UCq9xN;rftwn^Mw z_W13kA04|d>e;?&f!*4LBY*U1@We&+Iu5oxU_MLt-p|bm?2K7WHuKuOnmFMB@u0`aTt7JEc$Gz0tQ7$K5A`t&(chO*&keu>sYHG<%**tDu&^`&%F z4T+1`lm!`IFDI7i$h?}MWT2u~&qn4EJbHA^9wLkJa$NI+60R9U{BWrS>$~j|Wi3IP zBPeCLPeL%OFDNPtQIOYDu98kRCA}?!4-pm_thO?qTuq%%pL0b3CDO^SN*n5q)q1;d#`wr|<*_ly~!43~ZCzojq@r4`C zn49F+8wf*jINd-+2xecPDQ;Cm>xurY(9B79lqJLOcfc?fuYq~eHOreJ+XyuNY!0vHlZ54?= z67RB$l7p)%N~YdR^Hx9#*&(tkumj}B#owY&<;60-W;RM4Bv3rnxTtr=D^v~LfSlLt zd|cJ7cv`jg3SKDUPX0ScFZ>6G^<8$eaYoL$^oE3rU_9YB#?(&YG3KM^!o)+qyUNAt z{~`dy04>ApsWer4;Q!rIJf=1bl(BH5arl-|0yVWg8PwA>gOi}DrVaRFMZ_9Xhk3{z z$lUl3@{7%>00~b%L4f>5v(hbEB;bMV=Z^*6L8G3z4>?La)CrY)Y#*q{6%g65#u_4% z6=qc57$C&ECbwowkCs@azqLm8I?nSa{9_%_lrG?nz|VY{yjoO|9k>Hl_W*Z0;v_WJ z5E&w5t1|(-+7K#jOw}q6NqcdS}OVbWdM7JM@>Z0I{%h zQat%RHLArs#hW3o!ecU0Yp8I+C#xyc>mV(|YFiI*-2QfWr9NzQWz#09CYjdCg%z}p);JU{us}XM?+a9qQgUr&P6*k@^x7PSPKx&7&-XJLt z@B((J zR$|;&@@Y~=LCB;mfFR82KiSm3weaM-s}fnCCVeMq;w|`UckL%+LyUAt6To z93St_U!Bav`69oz@LrEpxMGvtoYjMb!lIT(H$5gL<}=Vj{YSVx#jqF#0`pLB;rq>} zIM7sjAil=}7#wp+GD{gt=Irw<+L3INeO2iRB+E7GCZgYu-5w#QoQO&L1v$sAZR5jK zte|vr*6+n#sVO+p7OS{x`h{GD-zP1NG5xr@5k{VFecIF_4w`Cx{~Rbpg}KLL@&^!I zkU5?Z+&$`2$NT>6lnDBlt(eYP_fG%tvalSquhN%G*Tl*>ZZz&%>a{iuN&3r10=o|lOHs+MoV}ef=^9UGT zon4B};`9esX^DvGQHKQ_F)f!@dMN1g9Tka;Q|^GWavJJVSrSDjO=G-7a)LExlD{EK zq3<7oH}3p2Xki|hXd&}|Q8}T%8E`FAFaAtFjO0gYAUn?T)Nx@m8d7PVWujVo$ZYAq zkR38e{(H~3>cv@Zf3$b&ap%H?8b{rY-sFcLF?V_q_tvM65I%W3QM#}#Eal(k zlI;2dT`{kv5#s&AOgY6JQM@nTi3Q|l`^Oba_J2+2r@nv5m=i-8G30Ib5&)( zBdAFEDk!=>VZ6#uAxu4;7}WZHy<>&b#QW2p$f%!Mc;;Zzn0&YFbf<}S<$;FuF?yWhR+~1bo`Ve>g17`X_YtRxcPvUYh)pTc?L?yV0NXy9USQ6$q|9N*!rf*DjsxtmQOjW?id?m8z>XPsvk+nD(T4TYCiL8R(CKnG`n z9QU1Z6eC9q?jziXbpvmR*-FP<&P$3@YJEDLxa_aZ`#$6==606OI}cWnhhZ=lZ#dh4 z_{{Lntn3a=ly!4?17G6kq%&@W!z*`k79Psg3##PRZfA}kdFOc}Z_@}Qos+*;w?!h} zG^z~qSv4vK)hv@T1_@Zkduoinx*McO=+jV0B1Pc9de{IYt&9=1QylU^*uW&M$R+n! zR>hehOw$IwjjlCgOwAAozI(ic${V3q*pW&@UO_xjQ@Dt1^o2N4X(EVdLZ2U1ViAC50}Nj2 zSYg0%y^M@w0+H;H<8A>IeaGY-;Lt)Zi*cQac;A61_`N5lYoGYb9JTRPA20Pp6?qQa zhrLib;R+%#DBLTpHF13c?nf?}bV&Ze<~(0v3lp7pi)n1wEPH`$DO*c2(=jmjXOKpe2@2A1 z-mKzZnVn7yD-(3?@quiiw)V>?RBBpAf=L7SwF6+{X#s^#J>nKpS~+}r>f%9dR4F5{ zMEborp$^PdnquzGTdh&@iSvuOtdJLvnH3Z^Z|(Ca zl(i4nSKdSjch~Tpm_}MRrx*w&P0W>kt`*U(^lw+lHWfjabv$a#2=+Sg&9UGleyS-VnIf)-&Z~_bE)iJnLt-l&5BQSJief+(4?wjO*^l?r zn-JlQ7%?dLG;Qr)mKVOl=uXE>O13TVfc>U_g}8N6{Fx18l6$FKKVg4-*DQh>*uljV z8Q^aLV;+Ih){zeEn@!Dq{Xoh87H4rGKMa!;5Le`*laX!RPKgXCDM1K2n|8;u%6@x8 z+`H*?xUWhV0-xG(<9{ylm}O%3rMF~)1+%B9m?%j%oZ&H%|DWs@N1)iUK^M&O@dRdkz;RdRgfclnzSf`)b9EkC`D1#Q0D-eriKc z0P7K|<)>_r`MJPz;o|nX$182Dy5s)Cw`-^;c<<~qGox6Tx~96aUl8jDh8lI$r*qfw zF|Fgg)y^gJNGiKFykcp`PzH_lMny(_v@)>0nAU@JB}Sf(?BfMihT=uvH^; zgJfZ+V~8}Sq{_ACiA-coHy9PqaKA$o0S&2R00VS%7PdWc3=aJuICKheX|ALGRLPNL zXEE{U7&T(YMfJWig2o}jjGer5fDBkmCk{JnwSOuGUq(;;b*@E6n+HOd+kQ7Tg%UOk6E{jlBXfFB_w7Q_V z*MH{FZ;S5cnsGN0-0{K>4c0D*tRvg>Ch2mbngyz&^F%d#NYdq)@2=y7_RvKwH|-F= zpsUh|1O%lFLa=6=7tjwoavBL+j?BW6v4OdUZ3gIAH3Fu@W^2Nu`qny|S$EnzJ1-Az z(Bz;HTV0BNlIJ}xJcc|LR?9I{Qnvgs;xtoW1;#g5fE|e#4Gdi`^j7<%yOkcd5gHWP zPu6D!RQm9ZF)hB-)CZ;bgSQ}25hDPEo25P6l11e(W%Oma&kbzYNLjkv;J%ar-tS@U`-)hz&yR%OI1Xb>SGLwye+vS1o>xBX(8SsdD83 z3@l!ir*JoZI$wH?m=hg?kH2`fZ?qOiP|LPs*2`KP37?VuGNPZv$?s3&iHGI8hb~#g z%%Xp^AKVe0v9!6%vy))qpHH%rSkL5Y(pPSlgD9gkU0eIfiy7}VV9k(vQ*0}ia+ZIm7= zga(K&jJ3QhH{^zPlbl!VJQehErHQ0t>1K+$O`rK0HvT@0i8a+u?@nk3uW*02d`KA8 z{BEnu`wO{G2#y*wipEVQNMX$^?hgR_U_>{nHt)cV?fmts&BH+S@EcXJJH27nUyIAR zue2~7yd}FqF~IKi3^j*XFeCTqOiYGnpt8y2Des3&X*psYI^2A!E$EPY( zSBW*Ll9w{fC8KOr$oMk>k6G^d|KzOVJz~Mbr2U4b5)Ptl!=jiht6OPeS|6(n%|-ua zhAH8)Fy~>iRJKAiS63~wN+|6?2`8rM4<*GCsl4>M;M1Dkw+ro;z9ziu+r5HhxQl5g zW*vz^QbW#=tuJB^rQ+lQEMi$i6Mv8?>!KH@3$=x zarCOrUm8%y4)`{m2#-2;T5Fvqh{+sWwM!JPz9h{+p{FYqpBtQ0=~Qd^+Gyq6mkS!H zE}qD94IO~!QQB^9hPK@5L5sc~vbGB2`hpu>+Z`YM=B}k?cgx+k3}lm@Ij(QHpDRvE z0P0qCfxOkEmbAeIeU6QZ8+9oL5Hu_=~%#`4%~rf zs0)4=ENH~;Muy1L6)Tn=j)_?H>3f6eg!`4o5WRBRg4+j7+O`_D!uGl2d%C6?g#7-Jn&4Vw ze<}G`KL5~OcZ)&{J`;_AXseNFv!Vy?BRt-|Z@OZ^OqAjVY|fR;Unfr8&Ihy-Cqn7H zt3@>Hc4W$J1uI;TdHwria7N@kUiKJaLF6L5q_(eZY~*p+y(gr<_RWNg{337LYTpdp5k4JZRiFvhoMl5%Dfh=} z!*#!?smniqAy7jh_=x&C$1*nJXK6u4nG9KCShxdW_Ic>RQL@Nf73T)rZ;yA2QHixa zOE3?d=b=x^5#vz*g@*H^*hUn0=qbyjdx}8|*}9;fQ4VehdEh_kBVxiR*&5Tqhf=uM z+DCh0QD?dDpC*`HyKRA$!)0gu_42o2R2O0Enf$F&MKQ6ZaIEIU&loTP_nWWR%LVg` zKGPb}6x`R_v22@%UKBpXKOB2gga;|v&M7XdkH5m+Ftv7pP~=5WzTkFzHmbD_a=`=( z^n@ol_2fdC8Hgw6e25HVQJU7SurC-pZ-=#wGS$89V4xbq8!^?ehFwtqw1~jIpM1?` zp)22pFDl5GG|F$sPv3W*YNK#?TX{_$a8bQCnM9!t&?~#DVVSH>`*QA#K~^U4gWLdC zdO5Oajet^)`Z^>zUQn8F`so&}bBHN~r5XUt`J&dXucI9_3g2G=5qzTo8|!Lhqi@+` zsewL#t7@9-*fsiYae^^Czl+_~MTIym%Ate6_ckY#wlsrbs3#`al9J83OY{(L^e=>O z35P1K1{^of7OI${s@EdK-fR63FjMz#{doEQ77Z_MRsDrei})(};^&jY(g5*1(9PU7 zyD4wi62}LdkzdKR#9U0--J*;n;mL-Raf#I`UIGu31ig zmvDnwq&MgL&&G+qnvV|+#OYP4f~&J&@|_VuitQfO2lFC1^>xRC01{;g1C zD#SVD^49QX(Yq8ws`hW-Q;nOn83E%Q(5rzA}=Err+}JQLBx3 zk*@A)dL zf7mmq(ZL2tHrjsl{XazgRal#C*M$oQhvHT&IEA7`3M5#eE$&j>ibHVsA_ZCsfnWs+ z!Civ8yF0<%-6<5>_s{dKe;sQ#8`;U7dCzN%agK{_c(DxZu0A?hRN-p4U%}R&!W!bo zbdLbVPyGHOz{Y=eW~Ln3D_kBIiTIJ|#O|N;kH0g~Ek!$0{2P6HDb@nq5sL#fB=zsE z+i=lXonuJXI(PP^HF8RKmmML8HU_8uqOL1 z=oW$nG4M5<&R}If%LC(tK}u&Oc%7WfgbMK_2o`>U^QLmtoKif0oyp1e?iL?K-*@6a zq?|A5Sd}sX!jVlzgp@4OT{|2FPHm)1?0XWV<9?KekPnA;h47+k^=+HGg53qQ zvJGQ1{>AQ)bMXb5zxh^9KbUbrm9x@Q1#RCbg1X>%2(I<3vl0UbjfAz>GIh{kk|2)5 z-dl0zvJ-ZB8ife}J!B@(f_0WhYgrI~h+p~+J#Ev3q}Tk<*Y7t~Y*(f!v|_85S6(i; zpo{P6ql@-smLx;0b{G}Dlc9k!ypaV@z18?0;gg1kQk)Jie(x4rW3b|Y5W>?emaY}J zOo@qb$V{IqC}Z(;z0mE?u78{j37A}4U0oaM2A{<53)$lg;;LkE}ND%sARtM#`=Q4PC2D$AgT#vfoH^K9Nq8(cH4nO=1cU@Ur zIPj#Jyia2q=wr>e8xM-RTKSaX1koe|P8fv#OTMDEF=~F5x=RjyXLwze(6%B4tpi%X zrsVmB2sf$Yfd0tifu22%_bQffab1=Htj=HfyP`7CyE(fBLdohz?w_Vakd}PXQKcfw z+*t`3Ho?@J2-Z%+zAK8bvt=8{1Yg#f3aK=~>|}C@Sr^_hW`d)5c@;gD=#D|1{WB}S zPkV`Nm98dk0|5;4(0lD~P&r&Md%O8kFON#TBba*JM!BHOhG)|@(R7cKEiS7Jf9N`; zp(*(rcN1yMJWHdg`L~ygL}FK_{k##Gbq*oeIAK9t-)4AH#Xg3HU8|p%C@JhD(as#C zq!uVj8CT=L^pFO4FFLvX^$Pf6t%fApi~FnskX{4OY#QvBGE;x1mX9N_pECN}_vX}? zv?kC{81iiwMP$WT?|3#6_#9$a?vJAI&DeqH7T)^dI zv^R*%azm=4{-nk1yLFS7!T{RQg&B*X%JCCb=q%I!0K^skoe|H{ye6!+SRqWn1IjIA zHtcrMQQ2EHOZ(RmA1^v~H*0~r;aVOpjs$3!z4Y+UGrO=5ecx;Fxc;0l1oADN%!iCv zZGOMh;h=m!L!EJsJ!RQOL-h4I_oUYxIjaJ>JqNh*`j6L>@`~sSb*=uuelkBxYUpmhR4%1qc4X!uxrUCt>6wZF`G86Ci3b5HXN9{x02j6PHExj{MlAt z4F4EvwMdDS*`L}S!Q_E(I}A1g@|kvSmDmEVVG^&SNwDzVeGS*^kAL^o0QBuAYr$0S z8(Ydrls-t)c$_*oXuFgYaAm?uTk(wnN!|9R>r z`dXD8dA#%aSBRXD>B5#ek`Z$fgHi+TH)8$}r#aj>4r}ShOL8YXh^4@)eN-}F zL*=%g+G&oq><#tApPcY+n^}_m$%JkZrT<8{RZCaSb};o~O|x6Qa8qAMcOilw|0 z1FZ@-9V(eoBHTw&d)PSuhHEDZjR>2w%zFG@twM0E`j zyT0lBf>}H{-~KEd43r`WZ&>=Ph?Bz4*4xTiYHjB%Om?nCSkjiK*nA0N;wqH$9BMw4 z%34i^`R}BgP^m+zs}vJsVs!6en=5f=0-jyZZ3&R6lDCZ#rEgaje@hB>J3CRPVhs4} zaaQV^q+xfVzcGf&`s+pU{OBTG4G9O*HU<>Pi&YQeFG#BTnJ%&W2M;eJrCdAGx3RdX zF|FKX-OmC%SQVO3!0pqMUhVNR?NH6X3v-F^IAqh3=My9-LF^nOHm^jg{&=Rm+)byq zu@nT^kmo4}wmOA);CqR1rY@ zBhc14W!)G{aRApaJvq-3q~Vl>=NqojRM&15B~BGdUnYpTy#0FC?Q^$Or{P_@^%>%P zR4!F8vB_VT@!pt!6LVt5@2-;3$=g4^cM15Zee654a(GpE7Y3NJByU5NXU~GpfUeRb zy`t3Utp^q>Dg<~IOn-#u7YrS4rr3gVr?ji``BQMVUT3DnVYhpU$x4B?(}NIX!rHc-r&hVami9i{ z4Y^lqQu-Mot1#2pzghP~(g1*eJU7lj2W|6|#K&tkEADE5Me8Kd2RGq(d1_2|b%)!} znyiBvM&7nr$F%qv5@WbH0NMc)27)^G9Za`S)BbXMIsL}3d+LwEJ>x|np03?Ehl`>g z${*78WnTp__%TG5d0NGx>D&VK5DzccdBv?_ud&S)f$4i^Zx4v}2CmntO(?&*%W!_D zv)GAk^Z2AkRWQo}VryY|^xMv3&)hW{PQXTST_YC)L7wa_X8bwBJ8v8KRry4L@qP&P zX-|-i^vr88jf96Oy~Bk6>V1i(qW-{inr>U_sG}g6S(Zd0Fmaj?mo4aa9 z0AJj4QJJ^$JB zI|)GoxX3+&bkLV$Yaq4J;-5ki@F0R7vSzr(`~mm@;0@Fh-%>b`WsdScV~_o$eBLb? zYl|noINr^xPW%wHbyaGAU918mH{{j_|}k5XfMHbPyOukW#RRyR9;d4{;BwP2_R8!Cw-t>&Z_-#Mg*F) zAJgrm|G(^DZeQ<7&8bRL*t9YCW-x`OEv^xs+tp&j-6 z3*}3vTSsi)J%hj&bXTKZ49TsMP`%%ZRcOPKC;6A_KQW^xnTPL$9e%56Ox8b~a!;r> zcsJ#ZzPYUiEvuczxS6_r$;REc#^1<@{!Qa#toUu<)Gg+dcsrXhlZ{3Jkz4dhtO0Y2 zlES5ZT?yrL@l?dgxQ+4R*#7{0W0Xu#vF-Me3snOFzEu)ez=gi{VUd(25wXLxg_Vag z;Y+`K(Z;JhZfo>n;3rPR!L_uFt;dOJcA&&;T(Z!h=Bf_qgAHaPS>?94MMhb}`<{Hi z%!2Zn5jty6H~aS=ZYtFaxjR&8ai^3*h}@t;YE6xi^fhu_Btnx)teQVhE$Sp}wWjaM zC^i$J@=CW~BE??tcJtsa$_yROVor#{a+(c2hrGSpu;zSo*BGIRgGxz5Y|Ej(KwC=ZvW7zE z3?Fd2kaWZdo;J-b;$zj!c70EF*U@Cb=Zl1;ZkY@?w;Nk#bf<-wuA0wVom0<-`;lmD zF%J_yIEk%~9Q7Z)mx-&EOy-u9WmYZ*(!enPxx$xXU+TJ@n$d=Fm~;c^r-%QwDbPxltcMo?s%5WwW&+DA7WQ!&B-*lG^ z`f^$5`7-qTRusm1hw?OYM8)jrZeo~f5Z&dBfkl(P;s{DUnx|ZXiwJtgl~`iFW;1=ekoR{|{tp~hG8Zle zxY{|_Wt;1U@KR_hhN997|4oQNF`O9Bg5qQCDGl@rvGlrQfU9K5JiVeJ>MLH;Q#DJ+D%hTLdh}qGd`^EJ&H`sYRKRhZN9GQLJpkh&!kdf%F`9L~|?6eGi z>)^I@NF}jZn)pX=C#ny>Fv6!G2pI zwDsfD`+h;j?AzQOO$n8tT;M4i+R;p@_#`t=!4IOl6VY_u5;HETkj?aigW24=F-riE z;(d|(-z>|KgY<1qWvr3k7>FH%u?nGZRuX8y-)R%w`T%>Y^XiytAkltR`A)#yo7&GD z=S1Nry7|*d*_GbGlv6wFwb%SzVQmC@jlTXvJTZ&E+3tk9eZ|&gN0b!Me5rSYPtu)l zHKd1~@eXCpcUNk~j`|(Fm!hlTqAMWy_^%{hMEo~>aJn>6WM@NMQ#SFfUOhX zJ!jwUew!>}S=aXiev=O8UUYKiR+jNjYrzBuS` z-d6C6pP!$rXIbtP5B%12-+>dTFh#~%6?2eN@xzF^!Zjvs^2kKOO@87kL5$Y&E%4mb z-%U|SB<5i|`sHfbLcKkH_+A1P!(F0yt^ns7)@;erwx5E68KMjHTrmcDygjF{eqELu zmGuBHV4wD~Uic0PNBHIVu%u;=Vg3vwCy~P0g&8F9&D6ecURx7rRVey-?ZIQa4A<*h z?CuI?K9PERaNaW*>ABMS8dH!PfXxp%EU~Ip)q#9Cs5VGQazu$t@>x8bhuB!kZ~@Io zqGnAPe4crdW@ou|4yc~eeut7*Dkv(yW_JB9J{nie{`_AlfC?)%s%y=`u}kT7?hgQR z902E>(^d@8lx3G?Ph~_UDf)8bJqr-P<0_p@2eE`OdEWp2;PwEW@OpVQ!sse`lz)`H zpOPRAYPAj`{CMrgti~@s7g7Z>tsnROsjbSb4A%t(bR^uv~pCT;g$ zTgC^Q6AM3@At1T;NAuKb-!T$riI6!JssIpWlQbN>|(`9W&THOT( zu>90GvovYe7z(U|GUTGr{4?Ah^%Mz@NQ2Kp*>*6ZZ|XaZTq!Y}&wVRe@fW|Zbz(*O zNh|3bX7oeGO%G&{`81+hNcc$aX~ z@2Jw&fI;-7;B$*ea)F=;{}p;JMiH5mpCQ~IH0BLOe3Qa}@sRO0885n=i0>Aip3%CNNw82q(fh*uECC%h z^xlM`S^AUZI!2;zxkM*Ft?6r%?-2Btz0&C|s;;8NtkC(}`G#ssAeSYY90ZzA41W@d-{Oi4K z-cbWAf545PQp7%sXz5hWQwzR8j znqy5dG#-;uo>#ftINE9_Ic}@C{fp_0F++%vrecR)&Hil~LAr$e9xKf;WT-7@>&WuE zO&#cfgYxLcw@eL(U77;!S7~NEUtSLiY?T|5v`g~B9cCSR8?f@jPo&m!yIos(4%&q` zEPU|OKX`$Vx*Is(E_IcY=_7)EH|{a(iP7yNWR&C>amX?za z;|(2tRG*E#*>mmZhM73_)RGlxMAA&p;OHORiP4*hDI+3L8{w?%&f@RN^nlng8mPR( zu7sv|P)G^b8#8o~_+NVfHRk-s=^aa;6fSCaj|(ONH59r2%$A@^2I^2+h=!mY znqGxiJb~7fmV#XT03J#;i+=RE5520M3Ka5kHD--4#|cipy&dC61A#!oj}cEcz9B11 zlJI9LOmyz~?pb%|gI5MdAFd|1qrN$NRk+{Z>#>b;T4qT@VlE32JhUNPOIp$xorY#q zA}dQjL}WM^)$Yc9-KAT~$q?dn@&2U7i^nh9C(3!2?ViNe%~LEs40}xw>Oc<_L6g+C zr71o?UX`Y>p3i$T@xzS5%?RJlR{z1GxAe$&(g@S8y3pgPe|?P?NFu(#Lo3)Uk*HB7 zSYpk@=jyRsFmSk%neSgGwrZ-ymJhrX7*`QaWDT)irijP#(-E40qM2(q0+DTGP%9kb z#D(+&*XHRLF}HFZH*i7Y1I7q>sqCsf&70_LD*gDtgrWS6jo`Wj-6KhqW1TQ@q_J_~_%t>HE#`zFJ?y|Fw zbBT2I<*`WY%*Y5HH3n;(KRtdfrFUFI-Q+j^jy~vz zNw)pgjR&>fkH9Jbf!BfXC6E@H2^36}vSj4fo66KIFzLxiv9xH&?~Wjhr@ZhDJ|7v~$U)4vXs8 znZ{$#pkhdhd!ymc*RbXKkF)Wjmv}?tRvW8X{0**Hwjg^CS;6sg1PLHW01mOBYt*g< zNu?o#6ZHkgOw2;(w6hni1Ro!V&WwpfEInEzjh-ARVg~*P@UMC`PXQj@T%hO6zkZi0 zMw`c%J)w9g2@w)sJw}0XqkZlIlNIK?Tgkr}i2Nq~$56q)&D~FTvA%r#0lF=~YnwTr z&vRTEq}p;0Ba|=FgE?M9@Enu>c3XFFf6D60AubDSsmmL%k%;2 z^0w;=rXCxV7qBo25Eut`W|m-40#dDvn$b?4u}hB9RK<|weB?-!^~+dZT;B0ccT&`x z%5v{PWn!AJgs`(v9+4PlpT#fPF3ybmqFLO2W%K{q5&qvv1e>DRE1dmVK`#xnpPMhz z{f3ST#r$WC%gX|E+fqO|_OA}n27;3x)}Aa*UM~2@#M8KIWW4wry0FOiQ=B1G{Tk8r zWqH9cw#}Niawlx?aiQXC@#chB^g%a+5LA)m^l4;GzQA?aYLf6c!IdNo(z=kOWE`gM zf0M>IlA1)rwz*)#Cvny6xt2LuAps6@2`GxvZpFY6p5bBYp}{>UM$kX_1=B9}m}T$U zw0~=JH?m-j9AvnA+-Dbo{nj`9S@_{5)X95@&e8AgOV7UWOEU*1_}!KH;IVX$ft=NaGuhO-qX|P8noFkY z*`s(8zQ2bn6Ik6+iFIh&WA)EzdV*RML^+~ps z1~WA(n?0`Vp!d*WbCEuR6}Qgzk}Y(Fvcw*O;(52*bYt z&*dRk;&+*zoTbt%Yy{BM0j`)|R`Ckt2$l48THtjn2z<618?KTc?<%m0%!H@^W6JcKt3Bvq;zq%!`-0MD6s)NM_j@J5T*@vY)G<^O~np-R?62 zeO6cJkm~xUk36F6m;SU9^Q`HfHdea~0yE9FY!2DujKoSmg{;-6n9$bSdC9;HgEZYZ zG#92aIV-04@i6A$b1}Udqs5w)fs5oXEnfzzU9=nU7TbX?bhv9ZpQ5Dd=NCI)=pO)I z9P}r0VKC@(VhB4g+kBJxVKhE#)el>TR^N{RhjF^1BYgb@MKjVjG&xaFsqCPJgWJ{bZ)B6|Y06Fj zS9xkg*t2Xoeud&Pc^jF#$JE07-mPEeWY!q>l6#i5?>mDh3pV!#G{AFvd)bO-R5bGa zQzH)3e=ZRm@2X%R&b8Byhm}5HyQAka>c^><{*0$9Eep+1hkxu^6E>DlKJFi2AAju4^GGLO5F~=nu=!{-byGH_ zJx{YyI|;3PJN#3%{gt9QSnBSNOZKs*=@K(xf^;`xFyKVIlfa?OkMwm;4em~R(DbGD zHtmV-)bcpTSSk=+Z;&huy6Ho;eY|=Z6b$I1IZ<9=NH&~KQRqGJQln;AM0|6rm9*+Q zxGcO`&(Ezr##{ZrT4NQ|X-lgL*I%1UN#z9(#_MiLPKExDgOXR;pHWuP!rxv@ix`wu zhX&19`0kNy=ss(|Q}FfKC2~TcV`NFa`tzww^Je z1*}@c>te~~J=kj8X`1wRnoPC8jRJwY?+_UYwKYawX<-S*9Uy@ASPg~3swVl7UTyYE8Q?? z__k7AKUz8Hp^ML5vU<5rv)NhqI|A!D5X&(ha8PeZJKuzb?=DW1yz65aa|w=-T3`j0 zcNeb?(^39Bp!ci%HUmyJ5?VD!PDKgwOE+~LbDM7H5r^TvmL9%EWX=53-z2Mz?|bg@ zqAp>+dNoCcyK){HbJy=gD|c+4r4;)fg9zy=L*0E_!gGfo;EiP>EkS}qc~dUM(Ue+R zd+?5*VNJlqx_-Vdx)xxJmhmD@ODu=&x73eWVSF0(HyK{H753S+sW9>q)(oP^4)58E zJ8)__;od<)5g5INUh20F6=D1$JzaIB9zK1krhJQi!m|Ew6ReE^o;0nj)x9em(r`TI7w=;IQ+Xj1J8@4PO@dCPlQ3{n^HbB+b!Cw17T6HWQAfn zan?KZkZO>#lLeHKDRBYH50DMsD0sqREcL3G<(4yLz=Z zKP8V9x|uP5=F$tTNdQovLej%Po2jx1W}wFajU10K=drsAG98>sJYbBT1M64jK=TkH zVx=2N^z*mxgxo_wk=F$Tc%G5DAF0tak%y@~N9qTQ6CBomX&HlI##b|@2xpFgdJK(wF}#_B7L+Qi zbTdQoID|tf)SD@)(IWj0A-6zYBK^e&V_7{;k)d(~M+^n5k)&zf>r!Eg2pSa^e|@wrKFc{-7oMTL zA6@~P!=Sm%>f!%H7^ttb3{4w`P@J59tK9Epw>Y{C*Wl#qs6J4^l$U@9?HP0Eq>6`` zK}bRwmFk_uF>EhzEpFuv_5*Z9uln0SSCnxWcl9UGM#kRN#gL zEevu?Her*F>Agwx)l>LJ|ClJIeBw}1ZJdfRPf=XWq#@zhoT$PYZQV?1EOD0#5xAHJ z0Grb;FT=L8fWwv3EIYuP<3R?|@3Iot`|?lztO;gs4jWMKOs*iJ78Zv|1i4PUPlB$P z&L7N5uVuvOC^;z-%GO>^oOqT0lL4D6a9kBwSp7^40Zg|0>-96DncC5oH{yPkZ)FP5 zOMHy@d9WFCizx1$|NUvgpl2mrBqspa-lI>v0y%wE4|wDeLHUVxV-q; zCz|fc(%WPOJ24NtKcerE|K`aQaK%H0gy-AG+({YyP;~iYt<3yhtyc`0%*l8F`>$e` z?^aqU*jxf;MrB4YyZDDkirH}qA)dTO;Sw6J_%_!DQ^3_7TuS9J$h@q8Q7P|V!n^v; zn>kDxN3z<~D6)m2NX!;u?TZc=ZOWRO=QVtr2rZ&1e-iH}P4VuQ2*G*#^pvU-Nuara7beF|Xff?;f%5f{JRnuWm_Jk)uDolVW zt?adz$EJp1ti$dyrkl1E@}gg(BNb-PJ%!g6>)diHTAg_pfF#_$LFp<2AccRIhl)j$ zmNP|)l9O~%J+qG`ow#`2NB#cD%pBO-dYYcm}eKUp6(DRk9im zPmU?{zwBk#tht<1!-QpPf!JGO-}F?CWVMaJj>e5hREb^+T!*|9TZyQo)XdRN00XX! zotBLm9(6T`_kTpq zCC=TrP}sjI29xs9hcZEvw_%VYIABvd+60WfCTO(ow}1Ki2uQIJ!0_lrJ?*j8K) zAbHkhu3G;SC3|pc z09IF$@{MWKlFw!hl#Z4PXiSUfzZm}9<24W6LG?7^2Ud48B;Tm_#gW$c)JU%=N@Oe; zRQkql*TI~D*!vweR}3Y*f46$$L#`6j?=Mr8#cK~vwvAM&seIJkTmySRn>!T_(*GRf zu+acYE){WpOurQ)uWz4k4$9vXaE6aPs0;#e<)`549Cyzw=dGfSr?^wTAf;2`}(io>MF{%io7Up)O{)OJ{t z)WDPwIM@|O7E9M(CC}4gn1C&GVO9sHoJ0N(ARngCWv)ZwVKyleT1x-UKzaM=g#xkZ z{1f<+aho1mzxAZhHl3`2$59brFpppGwhmO~#j|R9F!%WH5+lwKpJ3Co^vYy;tTlNM z_$k+70_}hXbyn+5Z;x~1`0P!Te_IU2QL?uOfx4t_&zfjB5_RfvvXiu61NOwIQb+dF zQ!T~pyb7QtI5*W!&UgI%AbOF7+f0tRfX47URG{epaof=IPgF42v!sa(y@dT|FYVAc zW%`+i&g3y|B~UjfyfJ5-bhhKFnA?o@Wme~)2F4jqwlqW0&(E7Q;cB3Y&#&9N!gU<= z)g*fO^PfBs0~b&R4(RMQO=C(>Xlfj?^J52JpvAPrt6X)S#N1}xu2r;6y_>VE#O?mc zAJ0yFW!4<$JMQulca_FUUQVZfXnPd?AO=wpJ;!J3yr9Z8i5^RdP`I1fuVBGTo06?e znH}Fn7J*HufSLa@<3ka4wf)PV#mcoHYE*^D+Oyn)ZJ}?LdQxAhsVoN*!IPdW&G0L# zskDAc_2FSYT7;MuD(Oo^{Ntm!6er=G_iB@N(PL_|#QKdmWeH$(2` zBj32P-tQXeq865K5Z=sYe(7OM^s|Ho-FO#1Kl8;7FaGNRlQ{#Sua}*{p?`d(r_eEj z^0vTlc{c5cld+Z6L|DH$TS4-S8XgV!LXVe&grCuOGlPLUZpi>1vB_v! zU;Fv`IXWL>K2E78!k}6(L7Cv}lv|BEfj{p0$)Zqc@FT5Q1W|DXK1TR3rP$aJ`*6W} zxgf6aPb(q@mCdSddRgf+_U-p)8g3|M(AJS_DYMQe*sv_^OB7;9Z)@)Cd1GBU1pth` z9xiMmaGXmJih=WUi)`=jlh-qXHWRzcGiZ)x`VAKU@XhwWJT1fTTsv0xUo)dHto|QB z&J}PhWX3fa6j1YyO+czF(NIJ$JzZ`~6zHx<&7`ZAcF3a^HB;-G{3@0CbBNe%=N3Cj z{KQr~fkj6^oOW9ZaZ3>2)z>XfROOE*&+xY9yEyL+C~NZ{^HhY+4oYt^Va@DU!^*wep? zS@7cJ@x5Du1<(#MTR+A_xw$|gKgYf#c|=b&CAYO_yK}#jvg_-`^r2jyU)sO16SL1W zpn6c)Z(docVjhzK4GBB^kq7C30baKV$t&K`W%d=Dy+}8cxe}8MN{1!jmza9IU3P(0 za}@HP+AxJd-b5ODR}uT(vf38#sxve}JRg_JMq!h7 zEkuM;f7hSUfBURbaWC@y4fGCaXd>D5jf-?66wZCb|A`_qtzTEf@TE(6O=#3AJ%nW$ zy|y@J(|Ksp;b>1cDd`B-CH!5GE+DjNhr;G9neos>_`dDon=ZNtk%npV=8!|F`qPb< zF075yYh6~%Y6^(df9MV_xRH)$l0t{vNGU$w2#y(!AHj;$-8;fJO>!u2VnuhDk#q5c zOtEClR7-=rTk7uaP4E8zF@{lJnd44t&SDjYusc|0D?{3n^Ff#?gN+6L*0EgyE^F5y zNysgM3Z)XKP+$I;*1=IxWT&GM{V1e(d~c_Oy(8-K;OyO2kQOLG{FV)>_&NQV3Hi#$ zQO;XLU1>P#)4b=YN}^cRAqHvmb1h|rgKFO4(Ok#D?Qm|O@syYTC#Q4RWU;xbPlFUk zRU7N?=E<4P^vM^`R#&DWm<^45{r+Kt)E8#*zUueQNGFCj^+Nn802B@xc1=gA*2!6| zCqYi&<=ESC1KmM$$aPuIMgx7!KeOev_;Wx4s_-p0Q1nUh!9|ztZ#96){3Uvcnx?MZ zFG$Wkgyb)_fMVlDfo~z~%H?BwEP$_y7Bs0w>lpyf`M6Y`F#L8czI9WbLOK38)F5W)Y z5RlO!|LfGVMUuca%xDj2DU7d93l!+a0l<@1l-(BN6K|#J6zeJv9(7`DS9Nv%w8wn( ziwpC==I0)idi88R(^XA z0c%x=T2lUPfG-`m-AC1YFRaWLe8>{f`Q+KlF0rFco)iI>#>1dmGsD0)538{RuBJ+#2GBI8{(6``Z4+|H zT>VR(VUj*YWA+0N`g5vnkUHZX2Xm+s!(2aKk0@ai*^g{lu3r=O#^@o+<_8QjI-^A7tL7C+- zDzV=ad!L_ZT^YSI(`_QXc?0iG+=)(u>=Hmtv)@p$%vr#vrXa~Z;h3LJ6>CL}ZxR$) znsZ+~gx&TyYn$`pd*)qZ()8c8@MiXWyB%EbqSUC8+j6TUiLY-kL!{}&^z;f^M#&0L z)Ccg3;m!W4y6!KPag$fhBvs%fBHT0G#NMjm6c|PVwjyQc9-3eqcP%SmL9-|yZ4NXn zsZi-7;$6&r=$0Zy0aLVAVLs~j^oCQ)jbL^=;~`}0sua6)9M29YI|)nP12E#8A@ENI zN3(?$9%Fi4@t;2`Mrz@KDo19!HEQxuJ#QLf3%N2c!ZJJtl~%)Mgt$e#83vKfYjWcm zq{9Xe79(##aoM}uxvew7BRTqhFfwBLvZWT@;)Vo1;l*I^ev-ok4%z!TC%qsByC zDg`OT>FPnU8^EX(8rDOQa6@`#_0xlc|8w$P_>Bj<%seB zCwy(T=zQDU>rTgk-Tt9_U95TPoH;WU)@6BNGP!05#P>MvBn^B~KYymY1Tcn13rvL1_^$AdZCa^3Vz&S~X@N+3fEn?L~&KzBZ)aw;W}I3BOk zFY#t|P_!5OKb?-6*a>Y?@p4;Gy$xaH_lE zoq#d9sql71u*nB)UV)Jk1Thx=sKu4wRLN)1@Umz%m}9;532!%g#SJv6Y3gUq_Uda@ z2Kk)s=|U_8-Ou)*SX&2sxH0A0G+$B4dqzH28R7BKU@Oc7kM)wZth$`x12*LQ`XQVz zOhCQ9h2*tK8@$Dh=zp?WEMT1Q^j4=*KPJC-0@@SYSq3!tEJet)2U8}I7$QM26+oK4CW?8B>Y@4&k{dgul|Ee ziLs!79Mb_)`WBpwr(PruNlg52X@Nwp+JT=;%o$U!{&1rn8SCaqYY%U;%(SzoN0_gogf^Tttl2Nvwul7U`cdt{X zT@4XQyx$<;u6!ldl#b5F=sP-WLTmy4u(GWdxAn^d^%99NPT>I|#xG*c8iecfR`n0b z%4+T*Z0@`)-O%H#1F%A zL&G2htb-}g=E?;+1~W0K(@0FLJBU+yZ06fc5Z0d^0UX##06z^OtTbKj2 ze5^)He*F9?NP-VKNstqiwHC>Ci`u~{5$47%VB$XjlIk~JivK(3H=^(NS28qU#qri} zZ6+IVLp4Ym$6g7N*Q>av6 zZ}U($n=6)UkMyyooHRY;gKBGl9)sp4yq@=ECiH&*>-nfZsxjqhU=Vvp=!5K4gA>c8 z{xP2t5MBQ&{aTXv^iOPQ-vcjG`I&96;Bu{re&AP+7_WZ!i3I;zYrcbH6KL}m0;r!8 zXH~=BjYEz2DJAfX9l4i3=h-w5z{=DiI5;sA^A*}=sNWj>nxJSx#v&*bx-iozEkSuD zs&G}9NTyu9>xyBE3FpQgFR~%lzBV(Qa;~#CUAHsP5CMRx_nZGwWI$hbenKr0bhE-w zoG#2?Io*=E|DMl3?w}sjs6UfmEBB!H*!*O!iwBe|G$z!-mSNE+)V_ZZpG|}#7A??% zQP16LLvB~qs?8WO|G8SIaq7yRlr`_Xf5X}f3*Dd`SwC?zxfYG) z%$Y$9>IuaihWeA9UkW$$A15*^opPin7Q2oiVaWQ$z`^ghU`%5F-i7*VhO16^*DZo) zPPjg0SLE4gFqpf6-7AoFmNHp@Ix|hyx5h=ThvXVdAi5`0LiBXq0Kc_T9aDQ zR63NEFJq59;bN;Qb|fG*sZw?JtC>Ia!}|TT?-xNvtF;>xn|o525og`L(3UWH)j;0i z&$$WpWZgixNB9Hn!NFy9e5&(;cni?00uh9(w4BBNpgusG6;W^9MEsQpO(Vd6;pANx zW9%QBPHU{Xnb;%L9U)T5k7+xIs585PW29ho9_kX2&3DueQus)g1f0(#fsImk-MVDz zY4ig273v#V^bf@HSA$VS3fsDTU(W{}^|pKlHloHi<7g$nzh|-NV;tzT3dVRgti8&L zIy)mMH8Ljf#b-?-q?tC+7Sbd8&3Q5fp!LmLzkF>o3sNy) z3&Imi%fl>;{HU%-29$}+qpLev<@9FtkKT02O&NoQE)40=vg_@QKC>2*+-^ej%8)pX zVibKZaSm{x$&U-$oz%x2Y?eD1&7ItX1~U!>D~2^c{D(Q2DU6T z;5%Gq7g$^6uCDUwwW;w%l9j(tnbGrDYGjY3gW(5x%Pl8E6OkQH1PqStuQ$^|aW8ht z)g3kr#iR&oNYZ-#=LIFD+UUp=oTJa!iOnCT_Y1(!t;BZ}JcDE^(vX@;a1W!WmAPDuMxidjOTccH(N>YeSAQ1({g%dJs<5o)cg*E$Yb~x5FLMko_Pl6r$*h-082Lu4 z?IwT#-WADL6a^#_tK?H&z=haBFP4x`RhjCQ4##Fc(a86-9nUqzWfo3?3<;J0vY z>(?Uj6lhJzp)1cH4YEyuH=uLKLEQh3v-b{bs%zRucSxwxn;-!L3B5=+p$SL}y?2ma zrG*Znp-B-Vgd!kBkY1%1L8bR5O}Yq3N2IBsKAt@9_nzf$S1Oc z=j)Dt2mMM>a?heb(A9)9hia^6rAiE{;Dz`;2_M5D{!-%%J-k!n8?GxyHht+Rk!hC@ zrGGN>6=%}U&{=`QoSM^hsoGW#dSq|4Mr1aV#$_S-p<6+ z7*c+0RM`K-3ky4?5`gV?`Blg7nf4~-N*99$p^CkX2A_}YwDYf^YjcP4RwtzWXGfF3 z$+2zq^yB~$m|`&E!<(Lz%_ymW1%Y_3?^b%sLZ1<)Icpg2kBJrg0c$l`w@aNsQnA81ZL`q1_qO>P3 z1EZ41fPO^o>FfBVO?%IizT)f!a7Ud|=GV`mWx1C4-e&C&v9s$JtE?QqEMhFr($e?( zA4F~%P$=byqz}B{af7)yzm3}czPn2ncKlNN>@{ncocwNH6*<5PU?b*h6-IiVG%Eb~ z?r@T_bTjF>o)mp`FPOO9_7^x3RwOj8UyAXklAA$XPVy{vXx_dnT>r$T5)SDI5l6%i zka;h^Lp;zTpOiJJohAM&7wD_D=%G5>HX0K#Oe*iYc}@sfj_;X zsrq_mnRR6fggmI38-@blB8!-=<6s<`dJNklkO_smi27`G$Moy#IcZ8r93ATG>sjG; z1XNFOl%?Q#wjL6`rOlt35ytR4vg>rJbY6*k8wfXcMT&#VkP1~<9ahNs1Szpra_;wW zTQ2%%Thx~}p8DS{)DzjXVZfDfa}OEu#!YeD41YqMlYJ!GHQ4Mu@@|N_4QaxqjEP9@ z&Xb$u&;1Jsz}Xb*E%>seWKjZ<->Wa#6^>V90uQFC=) z+VKUr+H2$Cj8znmq2|0jw{xxUX4%tyBq9@2kNBmLqafeb-p$VO=3A7i@PDfcrJ`7p z+u`o`BUE7i6l*dxJai}@eNj!oN|baRd`wkTH%}{eqN;}%PI^7SB8O}lG2{j3Wu3Q9 zQ7Cu;r#fKqOVDDa2HzW<`!vTiV=?_xa-(F!)_cSSJogC#z^C@M$o(S?vdWL<_1BOy z*$8nRm~W44pk~*> zct!7n$;bZ)>1jyYBnVZ4fY1tOMf)9%){f?27wS`gmF>mFI39oaC~UOHSS2TIL^6Lw8JfKFfa3&i{Y~^Iddt%pK~JZW ze6}jcAGzxp`BLk*%g<}Hubu_Evmy+&T#xSoKNEUxUqN1bD|Rr(#Tc-^o~5Jw?KSh; z#*d|DHm$%hhH|^)q_yWBUD))8TDU1@#DFvKr-dmWA@MoWDc2X80{Q2FGc2UIb=Zg} z2#(^^i()z9SjW|W9v)p*JyXW`lPMFEm1@rytFQHo-HnZr7~(5oHn$Bld!B)b4}G6LmRvxbcIxX&{Y`d1*Z|KU|kUdO){+NXw&)uO{EJ@-jq5s z#REBBoZ1;lOmA(ZS>g=*i!xg%G}hv9W})_Bf-*aUX?k+b*Q2fF=I-F*we~FUzAtS? zLwrT8X=@gtsj<5nLcHoV1I4&i-$WIjauABhYFo2b#!+!P!4c#ALZ?jVLoAVz<45J~ zPy~qt9!W&OvJ#Mw_4xGWBkyTX!8-J2jr+>INfCz~1i_nDN(5iKdCH}J&()c0UH;_Q zMqM;Jz3nY&z z12`ppK&ZGYwTvTiC;4r8yAzlZL?mUQnq(a44{?V*WEn;A*0u0J`OM!$ygD1;hKe-^`afTsb_$VoY z@ItRCdf%NF!?&D12y>W?*+3{415k{n^-itd+HC~&W6r2w^Y@>BWrK5RvdJ9ju)V6r zY3i8NHDxggiuor^*OH<0JBzT7thbMnqKa|y$@6EO^_gtoXnRpz-4fy4azw3%ytwU7 z?0_)eHmR!BGk_7OFgG4_ydOPI=CWaUn=8&jC^XdFVsUCTrGxRSY&n>#*;g>*_gMHO z%*4e=%+=(Xv!M{p*AqfQVI|lX-YEs{f`Sdv+}&%En!2W*Lhoq(wFU%L6XJ?LFVpd_=_*tqt7QrQdBQV3h zIQA1Xw<`MY{O=B_1UIb-s;Ey9MZAlUdUnw+uIvLd?$8yT;Ae%*jMR^n?||(9eLL-S zX!=r-N|UU9z~yXY(Q3PC>?i3(fAL*9BIguVr26%ZFZy7AgNO?MPe?H(qp2U#1izfN zR!{`hV_j{Qg&*r71&}mnhY&6{hhJv5Tb)MP{4&7f_5yKOq#|93>;`MJHV(bT)l(9U z15(0K!<=+AlI9+4ep@#hx-G-wwcyVNDkaYD?QDViwIJ!-ptIR^s`9Tnh&-mLSzjiE z#I6CeNWc)Kvod8f86xm3q$(|c0Y;4Ij%RY()LP8EHSmFxs71Z?0IOJxAr+k4%fgM) zn+KFKDe`uh9H=*wb5XC-sXG5eno7KalXMo^#Ifwz)6G5Cb)-@vJKRAc&j%wmWP2(l z=8LiGIn3)7>$8%RQ+KX;8BUh;g@(s}Q<;Q+t6inir4sK_q$?HPJO;vst2^7uFdEAI zOYdHPIId~d%F?k4}V2+JJqFBzIRnvSg zLw%62AJym@(kV}IfdA`8p3TF91@ywtR~%81Jr<(8>G_p`lSJy#Z$+C)$sRQ_s%8|R zCtSie`v{CJ8JvTpmph-D!|dDF|2WMNd_-FgQIK;PrqZnX+s1c{onw2I#5O2* zaxV=wS`QB(F+K)*_lTKsNSUqov`V7h4_RGWXOo!4jD-#A zUrbaUI7&ZMJXm9#lfKr@`kgEuG>E#45A?k*%&r%UB41v6@1_v-El~ADFAnEuVN7X3 zq=uP%bn^kj+&NmzB_5JGpkk~jTr1W7#Lgh+_c|_=sZN3&N;UuZi;YMbU}k4L66r1> z9cH=}y)y5QH?{l$6ehqdbiFJe2cOs_(PwdBId?taX%D8vZ?yO4^j6lYzKmF~>4a(S z9oc_juh<=PIlOZ?$^ooivS=u)jmSf{Tg*DAv>EW?l0qq2KT}7>Qy&_VJ5RS%#2c83 zMbZy^XrPa!O#ni8UiUfV#dO7l!Rur+JXSgGJ5%TX(Ywq1k-q&*Stw$&;EkS7?)1b~?2aU??{>zQej8fhUy$Rft#2^@Sc z!X_U_=iT`jZJ)6I=<)L#b0d$Fun1>G;PrzKzZHw^%7wDUkdrb8TsNkV&P)2=02(Ns zhJbx|XxDqXpeV+!sB$5S0UH>XaO}_gO^%y%-MnvK2=h^p6Tw*R<~u4^CY=!scqoZv zC-@%2Zr`%WEi~^($_U-2^5 zKdcOF+e*H8lww`@(jo)d1Kr{(BQ$R^47|QEejO4_{;~Ofc2a2&ci=20ys}z%LSIAf z*PM6EmnZJ!1A?g?x5jq`O9F~&nu3!w4$rH$9h6k*??kHWLz%x@B_RzHhyB}-l9iQ^`rlrO|Mn^^v74Q1p_rsX@J36}(SLFYU{I8BLaY#c~jI*nMP_W~D*ezAh zpg`j1yM8|Ye!l-6MZ#`rc-|)t2D_zp*Hq2b+0Vt5N=b?8zh?bi_`43!Yipo201yZO zvWO4h?`Ht39_Hx=0D5|W5C8xa00eXcASJelDu5D*K>yVyj#EJLe`}Kf1>pbF{`a)M#K}%U0+0Y;5D!4Y00J|B{`LVk ziDQw1{v-b?{VO06FocwhoPv_-8d0H{9v}gM!6XncDJg{bRX|b1;{b$#l#yFPg^bC_ zk(?)hSu#4UkOHn+-_2tD;TuBA2@^v}#d@8M{RS@|zkr~Sw2bU+BuehCn!1Lj7FyfH z)Xdz%(#qP|#nsK-!_zA;C^#fEEIcAMF8*;sVp1|bJtH&gd3H|jtD@qP(z5c3%7(_K z=9bpB_BTDfef*qRnrRVyD8yP#@|?+ zFdwK`5z?P|PyRLSKbHN!Gc4x+mu3HJ*#EI>8Mq6O{71kfBw$i77)(k=N)$2*vVVnw zisC;)^kI?=rbpI=ViGvU=1w$YZa^jQz8s#wVWrzx|nk(nBnYd!QwjmyB739>Qa zYd&x+tuphDtuP|nff5lt{1-Sdu49k3tQ!JS#f1Wy8sm-9aRy!wc}Ct*4s8%F@22V- zK#lyRwqmIz#RKtLlb_8GMSm}67`KZlv#}3OXVkfa+GXArA^a3O1N)c6Xjn=U41si!e^A5@=ZfGy|(}6)t7>jNo-+DydfjM03 zhU}6*=%4R20B`2|6Y*|1@_V^^n(Lcz3ib)$$ih4bBCc0JO?@_9MbG7=1wnR$V>~!q zq@-H9DecM7GR7(odmXbg$mIk3y}~WIjiF3kih8#e-G%H8P2Jy;NIA9U$7-$6<|u5p zI6v{rDyHuQfB`R?NP{&J5I~^Z%Y7RlRH3$sp(a5grbxY)`5v3;#fO}NQ1An5^RzLa z(Q*WBlQNTMO2I=4{7l%33Zfp9Ne+x{MpS3s_}4n5|*si4Nk{V zUYW; zh?~Ukg7ZVK{MAFrwn#U6K`2(z!)v0;Ft2y#$hnEIFm&^?*^?v0z+(5l{Opk*P$sspgTGS)lRXSZ+1c|Mh;PPVD9V?DjJsbD2~NFlpv+}yIO^doVKU`u zIZWfO6A>rr$}F5_lP?~_h?UG$!w9dqtZqfJz?U_~Ld^6x0RpmegA9=x7~2nclAC2h z;xftkxiXp0mYce48cFTZr~_lqGwJ*O;ZT=kf|`Lui6M2I%Qp6gyM==|2XLyw0x|fa zZB+-_0$CkD80A}WZ;_`e+eQnsqy-E@FkVg8mU^~p&yCPpx_(?uY3TaZR6$56vfq8# zTINkuq5dX8<-oXUx&G9DPU*e~!?;9t#TU>JJXP>H*ZpU|>ZI~WXob!L8Vk)vVkmZ4 ztRNn`l9F{?O(bgKdXbQ2-gU0HGjrBcOdmW8SjPq=m!5FBfH6A&ZuZYOtpfIL-7!{x zotwbGZT0cxF{8S+V{4XVs!shC)+W~KNO5*CMzwY@59d|UNPZ8((W;Dcg&^CJ`grkYHM5gBFKZ83pf;d zQd}i2)~{)=A!SbbrcLa1`ktORpLYd`k0E&*TQU9%ZwlOhA2}IOJ1I!UjN+US0)aF5 zFQmn93Ad%xPWdaMehU>_@zyChP6)X?HV|>7R0MI-$gaB3s_3@rBa6xZPW_HbX=EhX z;Yvt;I3G%m6pB(|))=4AptF}VO|+M^BO{V#5-+}z#jnK~XbuCSqc3M0A07=p?mzoM&7Ls_r z+2GnsGgq;rrvcAHx+efdbx+UA4=ZX|m#-@ndxnzP6I59AK*W4Yc8M?8MZ&)8;8&w=4Fut*@^_LOtoMYY$Aw*uJb%~?%>hfARzd_-W96ces?wq^%|XN?Vy&3<|hJ|+kPLoR%XGbM2LBzNA0cN0^(L+ zx+rB)Qx4rx6gujIS&3mVkEqI;Eu0_&nkMt9^urujsxL|FT(K;^NLrR8PAOxBG7tqD zr?^BihE;&$Yq_ETiRgkTkE5~zcs`4Xn?%_^a6;WuuYte>X9FHtn_6@mBTc5L4aqtN z8hTRV7|BtU1T?K3v0g4Y@s3b2!+^N_T$V@jXVZ$o*N`dF1xDt++ARRdiLR<&;)s`Q z=T{VHZB3CjDqrh!A@tM|xqlh6H=abK(91oP2IZYdx=E_QT<9W19Nwg|^QVZLM8^_K z2Yq?(q2Mbv>^sORaozc!Prp#n$t&+jgUmy1asWUBZtD!4JCnbLG4-)uxF}m&9%|_w zRemwV+Zdy6lKi2h8>4*=2^a@-TLXKdyXXixM6AiqQPD%E@P^7r++2=mgK`;pIQeP$ zM|1qNc+&mTydQfP8#Q)?_s82dBqWlh+O;<4a|dkh53?cClauFigPF#EHH5>=l8)0P zpp@@X!@`Ek(#iV>G{b)z>wNFB+AL3b@j8Rl5=%LuEzEW3?wt3|;0X zU7UKxA?8voMQY{1GG#Xr_3hWJAWH?!Hchnwcsk3>iSiQ`)m`bjNfn6KEYTXBue%GK z+{Q?Ca|+G%SFt^5T{)y9t7rYJlaX@hn;_#_{KlMOF#Hfb4)8A)KqOlfRcdrJs7qA7 zv&4!3L)5>SCWP(h895?|xuko_EMi5=VsofTd!f(GmK!vw(DTBK>x`h8LcUtZhTGIB z!OS26Pdbd2EF9tQZ9ct#W*40-Q1pPVBf;QjUL7~+#q$`Eih{*tGUH9IJv=0uugUNN z#@;8?=qjJO?yn4;i)(4&&FjxlD$3235$Vgg zjL0v_b?N9lUQKV>tXPlo0Bi)z9)FHkq#&k{+n*UE>&Hof20p|lPv5!`y#qZP8rPJ7 zC2_AarEJ2PZ;4A3ewdqq)o&uG=XziD#yLyAf0Z7aI~5Z?SEnW41}`z7R&{cc5OgF& zCeNwc7>fm-Syt;(6_}&gIrk}ow0L>9oDkptX?`6*Gxgv?ebPQauQjZAr6$#Y9qLpn z+tKc3vaHAKN9}lzladX2HSZEq`_#iw%uAm1j?zGW_Z#7g3$Den81WB@Q*J5>>u*f!m@*C13-lg?2@f+4j{
`L>g-$e`yE;0oRh5z=B_-e!UC3$TFwok_! z#{bNyA8oD>co+|T(~8KgLZt)X=&7{vh?a_?y>Hvz=JE!*IL-Q6I+LXJBp0<&Mos9P z%xuO;2qtm!l)WW=AYiS!NLuRaVrMi~Q&rKcCPm5)a7!srJh4+Sm*inVFvJiM{e$7e zBB9@Lte36S3Es3c`p$gnPjN)%`m$Pt+xOoU2ON!l3ZO2Y_6dI*)pD1>=>5pK_szZ3 z+G&jFtsS=FOjVv&?dySr@JhVR`z*e|v=kRZaIQw$6JZyo0S(mE%!3w2-#da_87=$M zj4WujF3#bqhX#<51(?5}7Z|SfnKVCXE&QTJqwOw`%nQ&O)VNbuJ8G?TUC2Z_00Xgb z)auk9!BW2D-PbTTN37IWukGy7?|B2_%$SIqe*rV$rETxM2|>ki>p#u zF#o!VAuONG7Kx}%Yn5c)!4xi3THWxOX{=Og;A4fW?=@_Ncj+Z%<&XYpTF5L;WzpL& zLImBkuK(4Vl-dF%09R9xfc&-~Zq15u{nv?4(qdKsgFBgUbp+B){w;`8a11|uGpC8i zxm6lOm4xUvqXKOagzXCLPPRxSCWIvyS-!H0u`bjZ@qBvG5$PX^d|I!AxAXC` zM#`H|+KgZ9IoVazCj_t66{iQ)R`Rs^VJ!B-#wr<5(gK<=*HCjaWk9jRlxOBP)eODq zS)Nl-v(*$yTw>BNa=_rC2EnWMpD!MXY4QEcF_KxmQc&0DRcT4G72npjl zhH|6j{!tCbn5i)uaT=Ig`8?FvRzZ{&#zx-u+Y|5F$D7U008zde9|L9wLP16%)h4m~UL%XPsnY_s=UrPbM{+H|LWV9Ga54meqTft#{t2~xv@Z>3+bjO6+j`c({V`u3Tm z5K7-%w@f4>qXq^`h4W+4&-Be*M`Kq4lII#dzo=G0jZpCC%B{> zkz1^P>F}*HDxT9vk=GYfw3kwD_>+s z`a-T53kf(`rJ&fsjH=SjUEs{qBNAMl;oMS^B&* z)8{Eo`T(4b^FWK;nM{zXPEkYB>-BT4Z*7A!$rx32!1-50uo58yAMV(q+LtzUqfuI@ zL-pyOrxvm!hc^(s*d5NNZbq07=4yNab!AAI8oy9xhH&r?Y~GP$_xEu(KWv}E5AK-) zFyfEbxkT$?$|+o&y&HLCJ-p{6ms!&3)1z|Zl?0e7&_b**RcJ^hctH8Q*2e5jtmCu# z9e6C^Qw{k&zxtYD{Q+h1YY~s~<~5$n;&)ZpiO?S^yT6l1pPM91(llGc2^z>+pIW~% z4aU(^uHN|~Q`H>)R5_}a^Lkl1%I$c|?3Zv<*O4jTETWrSUQ?gqFThvcC&BKka>4vu z$X;}+9kowaqdfU{`gdv~GV>)HEO5_y-i!PG3U@jj_MN?YVMwYvN`=$F#178J+woMQ zUc7+%&nD4J&KD99BhJn)M1WaNek&RK>J+WP7aO^!V|wCdUz~0VfKzgdr{fc)N;zL} zCzMS`HyO6@P*P5CluZ{WVy!6u0#-BdJNf$KiC7m~rc~vfv$7&#W@@a%8Lo+fK;#M+ zkjyLCd1*cKw$5;5GkzaH4jo&0`%J-(v{3+1(0p^yF5`@W)L6Sa3it~UnrNy#f<9g) zuhysWP{_Gh+(Bj<*&D@8I>+ig8_UlaT4o^Dr3l&SJ-MIEx>ojg66qbBLN)#G)9+UfKPNBW ze)Fs2}s4HtZ<38hNBSz`cl-cJKXJor5_>Z~rBIfpBt!MM{hL!-xc`COS zm)8I8c5hwxpslIXhR2kM`=>Rm*e6md+Lg_iK-14IuFKpAXDo8Nrf2N7^d@%#;*_$A zbsjBUs!pb6OgRWd(Et_=Zn!ZHd{0Ou?;ad>h6({+K*1`&j-dy*eq94J+= zn$|!wWC)GhP@uRXRUp>iTGwBP`=#;8;UsF zQ@(N7;uOF$VaX7~Ozr+wpR@_ba63yOFVEs8Ht(Y>xWc-0j!b znJlim(cF0LRB9q28ox`qQEVyNmP@ajJ*X&@Za71Um( z)S3@Ecj3wkOJ=btWOKf_IK{@wT0E4W zKjq52xg_tp!YJQ|*>$&?dwa)}mK&M2Wrh;-jo12_UCkESCp7M812y6IzaQFz-v&+v zS6$i0_&ewP#;p^)^79&{=(WJ_yheCCpFVd26d0y+4GMB1O^v?WYK=@FsR789g`(Fp zsdxb$_qy?*+`L=gxxc&`!uo6S6@6PPi7fLw-C!ur;Yg0r-0;fve4_Crq{SRx_jpre z@YVW!Q!aeZqemxH1vY}G*gP=0m#;j)$3#L0O9B5hy=yt=s=_(;OtO4k%AKWT?9xVS ztPLl@z)P#4A2{7uoXXb4s}l_I_r@@>%-j!XA`~#_y=i<5A*C~!+LVc|e@d;A!OlUg zuMu(MErgG6tt(Z7O#UIWh_Y);bo9!sC2uR-F#*Y!pI=M*{8@m&s@%**^rQfD+A=o4 zsK6MVZ;F?fr7`;@DZ135*T@eGm9Cv)9c~kG5~5Vp)Q%S^J;QDF1n=aT*Q|VqQFvQ` z+X}9JFZW1l$G1>-2N0Mt9%>PThc}Jo?89QY<1p#e}p8Pk-$){P!K}reS=VI1z=aHtI~h zn@6_AP&W}o{xSmIn5dmTu&i13)*zfiEe?t$XWOpN9Eo#7Y@I{FKaKS#Hl=HiKJObk zTnwTr8zzP+n$%tIRgmZAx^iT0+7+>}4ey*(U1zwK_#A`(N!-Z%VqF$^yR=k9cAota z%KG!9a)f!%yeC)4g0!wCB=5v#z7AmlXj3Y7ug||LBc^Z+(8{x-2E4dltA5x%aCxQ5 z<_?EN+{oCIEF?9pQ^ZKvAy`iYctf7=Q|_=h>AWbuC#I4YT09pmpVvI`lBb8=#6!WU z@r9m?Enay-i|kF#-HcWCAx@R*Sk5tg>>QoZQnCBrncq2$sxt#|B>Eu!r8oR>Xp9)i z)-7^QNqKY8L}zifVQ|Iym4%6juhZ#=-vwF_!sGUdKrzz9$uDCCP-rN#U4@S2w6WEI zhVl+)ybUi8?AB!6vuupwzNm(o2m*N8`~IgPnK8PZDzgjXz*QzARFC7afNi;?#c2LC zLqWq|soy6eT1K0EPBiD2pM=*jgQPvI>S#Z=G13J8Xn6)#m(wUuzWxPV{zLJApcaGP zAnj~IxYkcz$}Dwa)P2=}I^P%V$O3AcU0>h3*Ov+$Xx;+FT3h1buJ1$gDGt3>dLA{h zxC|JGL_B1{xrR;k@&p{{9T%k8@w8tqoPySwa+~Rv#tMf>#3N@vx;cA^I&?dbX&n$Q z%-P&dhh5zuo17KYAMysJJ2nPpx=D(0D4&&fLuIxf6^BQhbxuzZ5i>hh3P1P-syM zN{$FBh{HRA2P;cq4R)-K0(sYNOTdCA4SF)&+9oHnCTjp2(`JWP z;$}&c#Jq69@A4m=1-qYNX+bjiP)579o+HPpAQouLM^(KxyR8ez23Ab>B(L~|A&!_Q zGEw9(V0^jbvt@Y59yB@`R4i0gVSfy@~LD1U!!l+WMiY=_E*Rj^=y^} zC5*l?ZwKq~VP8svH_OS|9Tqt|pG9z%Poi4K(<#h1@rNdTFKrI07}D^kX6E6k%8?FT z9#&XlK=DqEj_7!<7E4Acoe`dHzE-c&I^3%g=-NyMCaCuppYW4|Wu`o1_8$LAH6lmx z=MFuwYNbm^fI+t`^jIs(R#cg{dHjI^53q+0xUceNz%C_p4*i)XKLN=}YO3Utl$f}a z8dd4B?a}QH6aVc&k}eNF#Aqo>dP0mPCdeXU!fPO>z6ddWgEH;36vLwHj=KPCBR?L4 z45cqz;rdDZt2A+ab~aQ72yqs-11gj)D5PS$S)PWM4=K4K;U8s;Jh`QVempm7U)lO5 z4@$Fobt%;_o~B_8Jd!siy@A_F5MeAIo_XhB-(bJE2>lHDOr`g#vN(5`>o}h?bLKdMDYmk5Dtq zuei@Q9S7&5U;dr_UC{v1rWhb6UZHhH-IgJEZMqkeP|%*G`GcW6X9Vbmi=hHW8@})DnYD&6bGV0y(X4T^<;feyMbLQxV^2dF z+Wb){#VT{;l8d<@c7@uX)QF+Y9JR?_wYM$FN2lMumki9+H{X**7TeMmq`&NWOSR`{ zgUph84#$!P-mujjiDLl)6Z*mre*`>LC>?ghMgRiV$=kZA_AMa!o>S1E^>{}j1#X&s zxcfNPqINS?gS3MMjPD~fqv7qn+S%6z&QHasBH6+L0WA=_QmKxrh&a3Nl5&~bJ5SKGM(w|zg zMbooUJv=!!TIL~wj?xz6GJsLxaO#CrAC(wPun{T4BrgO!^=&P-*fkB=n;EKRS-Nu`CF)v{&7^aU1KVpjQz-UNIL=sWqee^Xk)PL z2fl`zoo=i3wD)r2(3%$S7(y9J*ftNmI*J!Qqs7R9?Yuqrcq@m>!GNUY_v-TXX2zS+ ze&8tws=E@-9qu>xs6m`UmdDxYH_E$r^>m_S-i*MTo*{qrrOe%HNMatL8(#=2xaL=G zyXl3-zKdn6blX5nc08fp+Dw`I8T1SP!nH?mlRr7IKGu{l#C zoK?i98H#Dpj3354H0Ot0eT$f@(l}#b^5)!xrCjV?&b#&x({~kKW6xkE4P_b7(EPI0 z+$5@%xUGrI<<3aOs+hy!gt$jfH6`228bj*K#PZ7rEGDr94pb7H24ypAnLd_r_;uz< z1Q(6byLatMHu}Hj3}7t*ljNsI(={p^I=rU08RXTu7udVIg4grD55YD|Oft;-%9Tpv zo-&I|mltM6I=B$tKjm)2{~^x--%)1wCyP2+Yw+X2dnW*g$qyvCy08H$LF9y}y_T_g zLk{D8>J-Z3Wp>oo`M{kU@zSHFO|m)f#&%Yb zVCy;3Qg>~aPhyKIdE35|d~_aVz2A?Ht7BYexzAVz#fAOgYOb7H%t1CCqOW85Pic1Z zvIFoMpeyJ4TKgSM-1Q}BJ$ZE6l|>0}|CgesnU`{?aF{#!oh_sAvL&yFb`zPtCg5$` zK*A17D^K%R$IwWwKp*GpxsVTaU7IWOFZM!>3h>vQ$Rg6mgIlh=LY*+c;r5{+SV(z|v%97Z zHa>b+lZD1=p?Fd}`IAw0!gCSO9$vzZH@~*9{)u`IJ-D0~{ zTSgaMF$^gylbhMvi(o$UX@xSAwDjBxviwILy+KxVxP&x&9A0;afzKbcQ8^BseurLc zO)<}lY40;A*%w)0@HN?2uAJVDD5iSlQCIT=LnHxi%NB}R7(`r@+M;Eq)ZIVJk;u*a zSS=JyXyhp9ojomrrdzXSiB(&JrN1a{aeZ1Vg9qNt+!QLn}oP1fptKNQiOdUvubUr@q*(Ej)VM zL-YyW%&4Xiu5#nzNFn(E0BZ(~@W8RO0Jrd$|V+mz0jtgq({?6SX#x(Z>jfDN=dY?DF7U zc`k1~l8Q67Oh}-yr2sv?*yX#TS2$=vCxt{ZN&s{yx|1S}XxvPVoC_DpLNKvx&B|i< zHdwH*?~2042Zk*!r&e{nZ~s#j@_zbA;g7~@I2#K3@$LqP>0`?@j&1Pv;OiPUPoq>w zd#?s1EEN~nCdc0pDs z(?m7RXvnA?o0n_Ol9K-+^Av#+@DH4wms6dwYhdkzZ7Rjo4%FF=#eYh1Ia?}D?ZY3p z^3HNu)R$7&&5t7EX-$bs0Bt6KV~wSaN8bqx`U~7>48kq?D`CV7&a0DL-i6S2cB=++ zL`+F~ugWgp_n{^(6DoJgSSTBe81kKel^shA{}%d(P}17ej!^-klWT&WS2e4A)>rn; z0DWBC`yjV0gtfON8+0AijS_C3H9pp8zUD`t{DE9wa{TznUe9BxtvmUiVE5+oo?WN4 zc|}zpe*ZdtlpbEOguMc-VNslzyHUa0y89rg&`I*EiI(r1F}(%sgFALNlY?T*RPiK5 zp}NrAE%Kbe#Fqt}0-z0Ei5EF+^bw#*uDQU8mS0HASG>P+?b3QdN%W1V!MX~^W{;Q) zg>}NGeCfUq&Iavow6cpqScR>BkSxuvl_DoTS+Hyc2Fpf;M6eX(?gSX)CG75=O}EY; z{f`W~wNPHF_=Sm1ym+S#OBf`yQeth~?=(||1M0FVBgxxY*^QH>#>;_@O}}zzXZLgB z6~~fB0ith(a_*||8msxv8O&Jcofw0Y8idYyUrTR)MUcTP!ft-%YI;5`4XEvZaN(>a z`|VuVg&M4tI$&A5LZ7^nPk|XF@YWRWmn~=i$yb_%I{Ofmx9$Wl#TuNulaAm>dSGeN3j~S;K z*j;H$GOcn*oALo^qIS3jYvgDYkDZbQOBZ>fg{z&pGZ-ll-#F5zTa!I+--v#^&?&YB zaO`kL%O|(7cLV;taB@6_Od&+hDzV>3ax@g+Ru%6yr1X!{Vnc!zJxGLC`P4IcpNw&5 z8vPIuZjQM9-j++wSeL)qE+wARj9nALJghge$`&+ykeeD7qjSK~J|{cMq(KtXCcGke z0fk<WwzYGCaD5y+$9-)pwPQ6}gJ)%3Zj`kPMDN z8`guCBHZ6^nuKCf`s7}SXMA#kfdy}drED(Wd?vFyA0T8i&}ux~MS}&|y{pzRcu3J7 zz&g!4`|41=ewDL@Hop5%k#Y-sVCR-!m3TxYdrl@Z@~z|^oHTGkK6(aDUSpiD>M7OS zFk7O<%4n6r#pd$$p6Z?65<4GztzyrO5H2G~ITQ#RATpWg7k^(LFB__$E(+Ap5;9=F zG|=D-Q_6^{9nitfGZmXS+|KID;7{#URQY}NQMD?#Vr)-%6<(eE(^gCD>)q?{TDjDK zXO3MpKmB-uuSxD8p7y@xtQz;N-Ht5x>GqgcwRA>6FGeHW@5BeUv|7-sz4u7;11L!@ zCj2Q5H6J7|F^T6{udLXVZ=~fIWuJf5l2P?;UmPjs_uN6ydwB$hooc6uiMX?)YY)zfi^*xBM;+ zv8vt6)^(I@b%=0XArc5`dQAm;m`b}t&f&QVyTwVbp3DCs*G>qsc4JOsG00M-I3yKe zJRVxblN$@8eVkS-@m<7ti2+nd%M7-Y!sThTv?=yvr!}!^xNckOz>h4B4jOUX?8r&!*Cp67Z#-@2I&F4o@rUBa8V2HAeH(=NkxMh%=$~eH z*>@b)112MsJ+CcX^O11i`X@8WHSX!tA$UsiPRNl1XPXS~O24xzEyb>ZHt;El$9yG$ z4fUO+{McQz!xs#Xq1^YLcxlK+bi$P~?QRuA>kv2p4Z%fNn(^LZzoZ-jmsjGo3x@`x z_Ui1U zENzxvZN-q;kf&UkTGUsa+BiJa;=i;&O$1I0k%(i^FsDY>%bX%##i%Mh=QFE0S`xyA zh6_VGxYb0NjKCtsVEHYMQ9bxX`{Ncxmth>iz!ls z?iZys#UZU}cSDMTyuuWvaDquoSJ2a5--(f8JTO6{=l1fgKuxm_D8;Rnl~bCm)hLOM zx3S;2p|$zC4-}IZ%ukGicny3xl&IxzB8&8KQ@|(I_DCDs+6O8tuuasTVTy4$a$fsM9 z1d7dX)uZF8OZzf$Jbe*F5V1<_&w+&8qpiU77&@crm%cMYzu53^)vYaqzFZdb-NgaB zUOP)7o6i{fAH%_lo~Iq@0sD0}Hc|!&L|@`m-PMM&mfzf#x{f^0bm~ZKQee~{7~C<( z!yK|4S@*y|6&|>7#x;A&)I~h|__|<*fm>slx0@qzw;YAKI=?deb?xV73`7IBNVOU0 z%=-+r)4nS_q+k>t=v{6jvwxVhzzsKfDFe1(RXu`6LQTiexq)IT74u%45~T<6*XqhyI|wEnioBs^d%M$UXS zFO*EJrQKP`F&ZN|rXh~nC2r&U-V^rv;?^FhMDL?PjbtOIR(4#55wBDE))#S)Jk5DO zw7AgSkG>c%DBNz}?s(f`LROhDVj;{xMFvv%b|*pM*@J1y>e5!i66|x=$dK**wf0LZ ztzTsyWh~ku=1Z}waEk6*XMlVa?&sIyV9qwB=4sp2;$fElPghgP4b+_d_1K-MO{%DG z1}65pKc2q{o@=UmnMX`{HXoWeyx_dteUuq2p}lGHGV+qhGT>?)8U(*-tVes`FaL>F z`nrbO(-xq*s_kg>I}yp_aX?b(y69!mBsp0 zUjXkw5Wf#>jz9ySTJuZGh;1T!MUwzC6ChlG+2iO2I@Y!OL3?Wz{OA#-1y~`-EsjY1 zyL(kBwXnG(Ei7(YYj^VMT6*kfws6t8UW$6F9x`&ISFJ-hjsmfcF_Z6JbE7~O#?_=i zH%LMgf%4#P&!9ORk$`X{7Wh$*A2tco-P$ zIjRyUnj$5XtK&E)0=hf9Zz?5{5DCc#0|O(k>0FkpV9kl%at=owtD&~HFjg)_5{qU~ zMpR@I$owg*D+^pdBz{EI-8>H@A`IYUFZL&lc6r7C{HG? zK^3fs(n%9Kfq-e!fVPEgk%JDP^aHgws=F43Y?r8qmCk#L$(vP_N;W}|4nf9ht?OUJ zHzMGkz-F7INqaLt+7#e(&PM{XZu%8#50duoQXD8?M@(X^LnQKz%!M(>Jkm|6+s4NT zNa?`fAFWxnEp#`7fu4q>WofkQ*?5Xo0E~b}4N-?qxkf%|z|TtPcc92%I2;mjO^gGU zDsT_ht)!3?TTYFJ;xK#DTTDq)Yhk80!*)~eoIK`2eicl8}< z^1}$VUnrIUf(hV#1y2d{E%0z82LzGOcLK1}q0EdMR*|K6#Cgv+JZ7le$12s?#@k%8C(5^zX8e;R@tM|sIbq2k zL0ta;ibU}0h?9^V@KDV6Om*o*V0<7nBE1$BMI~+uO}@>dpZpzd={0j@}_4iPV$wkEVLi zBCJ#01q$v16Oad7Rk3e#bbow=C_Dk&deyk$fe~kRRA2@;&oz-1{QhK>)f>Mbal14Jkj-J(HPyYZ&fDsrVk^>)KdabM5TwDCm$%Yuf z1J;^?YUXX(7qweUX)RU~FjJw(3Z^>2JvV{4{QHH>l>+~_wp20*SK zUK?00HUM*h-nF%mC!)Vo7CRZ)1E|0w(x!&kM#4!*CqrX|{_LCYSe9S5yWmq``SnpDU|+~DLMgciXZ z<2;W~TI9S>;tRWJ%B+r2ND6^KRZ;;t_Qy5nHy$?De7BMr3&ezm0k9jK9jlHHy>m{p zPRQ$p6xG?+c(!Y8QU|stbgaN_P!0xoDoN?c>FRS{Zn`C`ZpzE{mw>9PG1?i4?%d=G z^nFm-YC2RGGD=9EJjXBHXxwn>NAV0C=dT0Ox#pHFA`-q*yd{w`df*Se^gVOj=DD1l zo!Qc(Wn&iNT|q5Kdtq#`U=y^R!=~U!JpPo=?3u5vNgxPF4$Qp(B;cQ7M^9Sn;?->8 z(r)io#g|5?EiCQf zvWT=(h7KPG=L|8&Krnh%i%T4_!j}GC5RoG)gbTEugbs1&-^-fg>~5ltRP$mCp_)Vl z<0F6qo`mtx``1wofs)qd>L+J{@o;g$Mh7{^)6%8(0>sz$QA_2Rg!|P)F=7u);A4SZ zE}ssasX~_!io(Rt&v61NAJJ$-WsPWoVovvAVZDT)E2g)kZVVBazy%?)*Wg!l9Uf zDoCUiAQAv49;ZBUUU%YsckK~c$-i@~A~V>K9JX`Z^ZM643tiscM=&J;1mNUkpXdjA zwFdPmJ06*-Yu5Mi2b4x+$-E|-C z8AD2=0Dyk%iVycrK_i@3L9JbXWq6wZ0PMt)Bvx5{cc>r^!;i+Xq0?i$F~MwF9EJeM zTW&^q1bqlKzF|6)aaw8_TZBM?htIuNmB(U7*QXV;lD*iBWxOvumsaGtI3qo>c`T=> z2D?Pm7At9E$lEwnW#}0=Cnv5!cYYS%z&rO|8Y?iVCR&Kv@8TcF4J?OHRr`N|4-gYhnpn!B9>Epl#}^at=-j80bB#pSRVMP_lhG)s4Y{Ll?j*K4FvZ!8!D+ z7WNFbB*`EGCTwBP@s371;PuC-r()vldL@pzY#A*srIOI7b&WvDPMe40_0P3+%4QZJ zR#?m~72}i!aI84N!3+;M>7KrrK0j#yB~obq(J^2IfU_vi-4EX$pRIO!b^ZFs_KX%0 zjgo*qQm29fj;Ei`niQHUa7|qFod;XL)MB`?y+W5(?}p?O$X6=)00WWV9Q|o8bldr2 zGe|Ii;160)30p@c-TAry07e1hP^5ww?IfOq1mto!Jq>nRn_8u~h_{xbo_Mc95^gE8 z%A9P@E)==1C%0cV*jxK<1qKd^18OicWYVp5C=tEu->Xl5MOwz~cl~ z@x6?$QJ+haITrFZ+{$u5>s<^NQZzubfC#|^WQye`mhRl0vKI_+PhKld(g4U0nAvfj za0N~Eu+EN2mf9k+FjQ`YoK&%ET6{LnuQvmsJdD>VsuzwhB$v%m&;U*=BHGcl8L<*z zX9RT3G}gjN85vO}o;ekANjtr9S+{bNGj3zNW(y>tPI~qg(pX6yq(8iE$JkTlCAp+Gp}rU3PCc`l)TBvtaD2MPemKBS*o!P726krYXg4o6eT_pQA?HWwT2cVISfa0U$kcUnBf zkfa$eQC+SSM5-2i6GC}M! zP1~T;Im<|{A-|SZ2aZaCjw^jFBau?#apfy>gV*tc!-J8gm zU~J9+28-BC#Ib1Zo+#r7WEm$M4F3RH)x>k(2V;aJ40Yn5w6SY*vK|zikUHYGBGbc6 zpElJToQ}AyQoBtU%1I-lwuPF~bVKFF;|dq473I3pM?A9Gn8A`h2072UuS;u(R7h>| z#fS&fABAz#XtNzwd6Csg9A_Ch6}*zNvCA8$spc`*PcG#|$&8RsN?krgw7ezG2G$tr z0V5pOuG#oqOd?B(a9HPP80p(J=31q)SYKQqbrHpqN}TQ)-%k|v1?%y$ic&L!eeUz+mV7l`t`)!Y5H_CNu{ELa~m?TRoj!#P08BZ_>6OP^4B(E3rBagW8RkVRy6_Se*yGGxaHO6~FF~G9PfGJy>qV;^rm1ms zx@zfOXbl57K>TvukD=%Dt|H&W_eS1ZOM+PpWH3C2BLzV8IrOfV#2W6U_Q`@IO$&fW z$gT$%8;&;uah!u*Wev=8T_d;)h9s)+3HAE_0QIWj3&q@~`<>KlEHS8>;#i%d0f52V zo+M~hiJbt_h}TbnDPM520I)dZlqU39o*Vv-)Ejq5P+j{ zk_V`6!?>j(B2mk@@1bKeKL@V4^+3A_2+313tcju5nf-F6Uy>&v9y6 zS$9Un9EZUpCm@5xZ+L%Gw1-cV!@9eFqTjO^nV6lDuOo3C6@~`k(BrmilCjwvn_0rj z2|p+#{Jxm{c*R(}(w10ER>h6BaseZBe&;>7HORElmTNwlbt{;y)r*Dzji)^0a6O6l z92&iEqiPyVbICela;M6OVVE~|+t-2XSP8931(I4Wqcl$&1LiIXkaPn%$Qb6U#k}e! z@=KF(Gw#VdmH8MT@@Y4HK-hy*)Z+7Qbm}Rt8hJ0ID!@M<9TE=eO3VY7xOT#Me`1Au(wb1B@|0I39pDc%+@T z9g7$6qPsoJAG%?ck^_LPj53kmBaxBq=}}u-G%?xFZjC%)T_gZuz{nst?T!dNK9#>= z1lq;8vA4HrN+>5hhf{&ipd-CwYPuTfcV-bY

C?mSr4ZhUk3=JRDYyrmhw}D?rdR z=7}!ATWQH+6f%I|j=OR&agoPtjB{2s6w^wdvIsy@yOcR#3Fkj3$vMFG73MP8$7+z? z+RM4;aulg!8oCg1k=G=Q4&2llbXWG?BatRnNLaj64oGOEI3RlAj#Q4A9XY8QIpYy zFgjy7tlPYYb8v`W9jv6Ua=eL_};GA?dr4{rcHUbNtMmy3e zvT5xgj@(9L+%u7y%6K=+xyAq(#w&O{?t#e!X8;p}nskOWjCtvnJmh1g9)dF2rJ5yF zTo}4wV>qY76J0>ju=$852l>{D!xJEq2f-bOT8ze2mW{IB+!H_;aOn~meq*y70(w>0 zd^d~1JGdnCfza0EQLVya;dT-;pHo+0S4UMrk`D(w;th-2)ihNWs7#rDAEzG!ssjptkoUXVb8+OtI6XvXD(D&AXvt&2!V)T8qb)dAzbo zAa^;eo{iYj+|fp95Xf6{g^b`30L^7&*yY=h=c(rctk}X6Sh#sln1>rd;C@w^eLLK1 zD`pvdtQ>*R)R%h~1^ZpBvP9Tb1Oj^FIL#V#al>Rc12v-NYeFPZwS2!Mmmpz%YSLdx9oR_|AdY=7I@N9Q!En=|$wj~i*EHL^ zxFE1;XE>Tba6YxNb~$YCW2Cdc)1-vFFS<@fdVW=xG}7A>BY<8)a&eLX{{ZV(HQ`vL z=H_AYZfp{IXSd^BZR=YDhC6`-;PlVG`Qo)#wb+`pk~zI|RGJMsQ*R?2f(bkjJL0?} z##)@#x-v}|CQE~`obow2KK}rXdzXuDt>M$2SW4}7R{)WYLEs+egI+0Sqgz|6Nh4)8 z#n=tKSgvxQ^kIzS_<`f4aaXAw5$Iu}?Atu~En-_(Cb#|Y17w4Yt8OHdj>o6gtm@bH z+wJb5F%lPX1aKLCQghjf9R77-EiPkOX4E6ZM{!x0d1rPoLB|A=21Yv88`^2_IgAqf z@a0ulQ6O)GTgX!(ow5_B_(2J;x#K01)2w{$xV0bwE{VA3aUP!Gy&hZiv zwNE9_r$3!^FK8x+$mp>|fS#ZOjxv4o#ayJWQe6>`JKa6c%!n6LjkxMNkUQ~GX%YEaqFL%T%F#&3p`##}_i(OHpg7J(4MpOODYTtj+P&7| z`Px7sm4VOR91wCj9Q3RbyR!q(PsD3W%Wo*$h@1=o5|_CJnC6#XMf(OC%v?&JUDIrq8f({RCj^NZzt@JLPB=gNI=6W{`bFb zl<6hZL@`=IrZ;I+G3p9u>FL(GXk8j|$lxOk76T-%4hBB7TfothVjPuX4^SBOBh$YX zmo<*BWN^BHwe#LLMQ4SuNZ@q?k4#khO{@=m*Ca`lIb~y>#Anw7*1MQI6qj+Cc=P2r z1&JVT=abX5Y-!#Pyd|#WU<_b@0OSF|ACK!v)Ja$t9p6)oyRwqT-KLD6DZnujes#|z zgXjpru47TXkI7@ZaYqhu)$#(8I}O7bAKnD_uU*#knO@jh&Oi`gh6G`G$^B1C<0bHH zx7MpPBXMkCD&%86-3EL6(^E@Vu?~wjd>`U0+lwhnTSVZ63AC|4?Hp&NH(&cKlX+$Q zgkXHc9PT5#I63?Ub9S0V?Ume63<8YGK{(}mAFX%GAOJZd9eehzeFIv!hf=nh`V%Q| z(ULkdF~&WQaaV7wppqkU(JGmC5>$Mv>^*Z@=`6RM?S>;fSNF=Z%^Z=huKtA7{VaI1CqI|n?JRYMYlel!Qw$LT=OKUu7aTEnZl>jgfagX-7<2}08W#+9t z>Wxlu{=Ahc7!+|9K5#MHI47<+?N)SFkNqxtoTO1G3$NN=B~bwPn$!?th$`6o*TG?mr@)apzuXaVPh;g zFTo$3bXQl(0Aj)NM+5m&CQr4YD2$|xf&s3imCiev2`uqQRyQid^&RVK1c_o{JA&*o z0X^%Vn%?~w0tg`B8qr9lgaLM&vN&$yl$TUHiv{>e+7@6ian`yw^O7WzBB)0ojB{LE z`XsYvXh{T~x&Cw{I<>TT5*GmD1mskt_d{mA-Nf<-GLRgeG0^+fa=My9^GF6q0OqPS z&a53&1;UP`Qc5*BBoa9X2j3Li(#$Mak4CqW6E*bAjh=w<`qVM$u!#(?&-Xe87^;^y zH?D>$27MTM)|I3;Qd@)N=R9PZfrH*j8|(?^pd5k4XWh+rGlo#f80ZHz)Y#fwM8wJz zDIDgdTVplRL}ds@Ks*WsbCO%>E%v+_Vh#u(jMk;5p*8GW zkF!hl9kLMhOxTiC*qz#N?P$GvRM>odzFc-lrd>^-WZxh?2Xfnk#fcp%^q zI@h6iY)hjV?xUOnK)~urJ*$Ydv7RE07Ys%~KA+-iq@3!J%?=_FrvMSoaz{0C*v&~Z zyR>6{Z#~7sF=+<_ILYo$wQ%vyx_+S~h9j8I0CgwUy$?vTj|vzwjl8$;hQZ)c#oSQ3TwGu+r)%^Xq0fUG3$X3soktCsHUF4D3`Hqgx-%-0eOq?iL9m5Vi^wxpLtd1)Hs z*ph3Zl)S}NI8oI4*FUL4EY@!lWuz^T2VqkyTF5sygikXWUQj?B0osR`8H{y33F}!_ zk97=b5KO2UVoy1(Mvdoi@b(>ZTP+rbQhJlY5oL4?0V6oZNvw@l&IDNe*>@5^$6ltT zyT1E2Jc0}3<|l*n70F)T+7VhfYj(Px#b-^$+yY4HjMt9%-|ZT$uh}jq5WTS8rGQ{V9x{7! zJwFjeM$*u9`RKB!a(O;8a(7w%LWf`H^l^VM!s6 z9g7YKKX-8hsOG$hNw#}Yib%1o!+CRc6k=7CnM-*^i3Q0y+D`{37|H9A-nhe~yf(>2$fRrB}9LD>|LZ9DoNPkicjE0N0x6Zm(k0p>>C3<`MIN z;5w-GZ@e+cJn_L96^mwv2d1pw+eXB=mN^Iof|8&&Onq36yw@?P!ehSsTw`S6m>iD4 zkbe(a?|;!W+1cfN?{GhMr1QTSQ^#uOd`oX68jHgjQRjeEo(3gQ+rJFs@S*5{%zLPI zMvVSSAPk{S4&l|ZIW@DV+}Yf;*4m=1rG`=XQox*%>ASe~t~2b$5>?a9jTu$2+2r>f zy{h)HV{v551Z0@lZUKk{dMWqgii_VvM76pp-ZNP0L9KFvDKd;s32fvLdgI!)b>=$O zy(G$T#Z;ZRz+u;u@6Y0E63!_nxmjgW>IftsY#g8S&2`UfZEHWCkhFqQ#hG(}Tes^@ z_B4zekA>3FMIEscq`{O7bGVMjwmnZ; z>-E0~EDD!VaS=rX6OveGcRsbD;NJw_-`_*6>Y-p&ZK|Ds&IWzXKb3n&jC638@I`F9 zQ5SGl7|U%1iN~%*dGo2QqI%S*d#$s;S4Rz}tFRICl1~Q*pdXfNZ%EO}w|j_jkjMZW zoF1h5XOFFV6L@-CO)^`=Rk<*#$+3YTVSZuxenblEG%YG9ZCZN?LMbZdCK<>-bdGtz zJvy4ob!=}68kt&8hV7@*QdrrNR|I2>Zr%J|qX6cox3aeTB&OJGkyW>Wk{AL;;p@-z z^{-6u{{V+!GD@TsJ`csS~$us^M0>lTpN-1#=?iDpcYKZge-4@KbP=zS}d z)K7D<(pI_iMy)fxrFEsFGo)&)#~BAakWcGf91wk%WzCTw01Rr~2~oI#k5G6A+P53w z_3WCx{-%$Vk&DQsPE;PFo`G@c)9Y8Y4F>Ac1eQp%6mfx+!(}*7K3;?q$9_kpbo*6n zBa7I(w_}d7@Vje&XV!7$7}c1l17i}{$UQO%86NysXQ*kqbe4%UOTOVE85|b}Cn3I= zI47=a(liYxO}^5X5~|xAtcnOEFgtUD*!p(wR5Tw0#|FDA+*&$YF+xb>1T1#B2P9_$ zfxymjS-Ia!n!=O5$A-<}DW$i%@<5GDg;X9sY-bw+>yoR#3NnBN6Z@;3f(?ofzRdAzEklHmA$UGW51F}g0LY6%1H#A z2guq;C!Bg@R`hD$M04UPax1d-moQlaefeDNSpWbbQ<9*Lr+^2i9`x6=fZbj!u495Z z1;Q4=Dy4vBD%=KEI1TC7j%t{?eKpkqH$F%VtU zX*aQQ-!V~~4u|sYMS5vzW_c~^bAIaf*{>qfpteD<76Mfb!;hOR2vWG`BOQ9yLw@e` zg?4CJl!%8Q91;T@@Ny4d*R3|f?U5GJXoO-GY!|^&r0&BWpk$nO9Ckc*Iv<9hywwsG zk~c+>%QywFfM@3zzyS9I@zR8>?ul;bhe(-byGvUM7>7qUB;#hzIRs+_WBFI1++14( zib&WZI&MO7gT@92P6ik2n&YSMye_u@gx4^ORh zD{>)}?u&583`bh5ZZ5S5p4f~;P7XSXrq!%UTAYog$+|`f%LC48WSeMU0VR5ZE2z_S zw6JoC846B!5ypKfH3Ytu%S4fc9Ap8S%%<#f*4mYil=06CD~?o=kZQYLwakJz-^*NZ z2LiO;NV=XDmF57Ba7HpKFvgm4w)FFh4slM_dW&)2ZMzYDn1kvVbTvTFcC#sI2_TFR zf1ORIUR*Ph*5#w*4*hEMno>D4OBq7vf)7d_qp>4u1|k~ax8!gs-`kPMcEF@Ej(gU8 zx-617dpF)k_l`w2(@VaNW|CzK`0yzV>Fq9l*t>|@M^JiJi=UJO(DlV+MDjqpcBuqo zIT@?=w=>2FQZPp#ngIXP_)-}nY0Hz!i~xGnvr4Y*xL}^$KRR#rYO)60P$|hizSNIx z<~Q$4Bw+Ff^38Lc;T5W0ArQ9GcqbKlSVo%)BXUT`1CPYiiwryBj@mL5jFLTTQhQkZ zq37h0$j_xzZ+!`t!!!tPWV_AEa^M9V9y?cmZ+&FxaCV3WFg}L7GsSaF_Q9xIsdN(Ubpws0@Kkyqx<^C7>t2yI zt#700GDZ&Bu10b}7#_VVfj3cIp&)DRHJEJ;cP7b0Jg4-Fv%Q% zmI|!OtU1U4lgQ5)Is7UeLqn6p(<~k((5i8Y^u5dNyc%;Fmc=-d-~R-8jhoGu}LMPy^9RI19ZC>a(uIrag6-EK+heI zn=Q{?I~2dLVuhi;wYf{nYp7ORd#HiiDuMTz8yi_i`ot$VJHKfAeD9KN|S&_K~g&rQmoyW+p*0{uGm9xMZ1fup}>%nw0jOPYPHt3x}zn$ z%iU6pgMhh?)C)ED{^{cC%(!w-TfE*Pojsq|QBOQ-9&!u0{bP38Em{VdB zp!Wb{uc)atjT~A^XPX5X6_Yt2w{$rEA~JdPuRYYeJtYpPtk5Q|#yQ&|Gv&m*44$mm z>M_!~Zwq`r`!1m!+^8LaStBHkg#jW&+JA^-aqcUTHdm=GopEU^M}}l_1`3??2fjTz zfKRo0(D4MCTtHsR3{HT8Kp1h*`fx`l^A*ohO{21u64jeii)&c4`$G7d^_=7?tZGrW z0(+b&=np?y=cc`Do8xVllHL-`jt10ldhI@dgURYErGrMX@fvM1;q06kvBH*=@58V6 zNXYg%>_v3?c7bhXt*RCU0R;k(RR9?KrzdVkImqMMxKl~$dTKWqutoi!Jcu@gjD|*C z#fvW<#2ov2cC9TJMw?HxOC6EP0RZ5(T{i-%IR~QwjzwyCY3**Vgz^m7K_=p-1W7J1 zGC#Tr&%e^Uty4?W<+L{uOXWF@Qcsrwl#GSXaDJH>_6D+YvpQ8ftDG&YQt4MF;bb;u zQ^agHAtVJk9Att?z~`9-k@Er65$p|S=WPw6NwwsB z>uEZ^u|2KSO#v{(tOA|E@HU+H1%EC(174@1d_J+g5nAeSfrJJLK4shk7Ia|0djk!F zjz<~hy%yKNR}t=(EiF;c>E8;xHK?e#fQwt_a?&&nyDkUJ*geS^#~k*nI&Z@Z`(0Y% zTRXJ9f@8IsSlJwN%YZPuhXiyUqZzMO@V$nq_OzC0ynq7-`M2jJY}zt^KTmO9vumd; zaf8*!$z#bR_5PL5DzZy+Xwr{Ve7E9H2U+O4M5$<`;O>y0n72+zJmBDG(0fs^=$-gc4aW)NP^==qv!ORMb>u5H(K{AyIi5hh6>1UBVQ;ysQ! zj+MkocO)wNOG@&EDxp<2fY~Di0(lw0=dE>f+Uj?$1;(5}xwV&cY5^x`J#)rR2*@3( z&avS;soE>=CTUbJndUT`#Cwieah&BwM+cL|eQHag@bx^*-5XP|hCeFxR7y!tF^3~3 zC0GteQ_pTVuUYW#jbYOv7b|G*G+|Gfl{4$+XS+pjqWyw>|mfZKVVUz=j%Y>AvG z!NN(C^K5QcaQm&n#zC%+!gf(v+oU#dEMesGvxb#I;5j+ZAdoSTG0!ztF;Z(&)vmlr zaj4p~uo334E#%$Avc~F2$;vh|cmVOnbI?=_EuxiYiUhTmR3xcml1U$QaJ**(b?9r5 zc{MA!%FA%Bo7k}-LZTCl3~&y3%ao zFGHibY{W+crfPWLX#W6o;}|@i_0PepHtpkZ$8TEE8nz>6##Z(H4qQB^&`jk&E`zr(1oLATCc_XPS|2XSj?j z^N&iAXMzTQGzkk}f;kmgErFP%T;YMi>6$=d*;!q(7^ZW*c^uWoTbSSHILBaXS?x+jHXISq);#vta!wlr zW3PPB2mjRghCt5%Wo#azl360TffZkA4cjO2s9Jc0C=fJ+;5IrR^Tk?y9b%O%3(bF|(Ec^v*vz=db0KI1(#Su}KB9*A;5cW!^lc z!59Sd)YECE7HsR~xxKQ!wzrKwNe%%#lm7tLuJ=y3)S<$%it z<>$=Mk%B?v@~({QYbE5)$>ymaDL4c0q?_tXTHM`B<$Gx&w;pS{m0~gi1O0jJTrY>b zJ#%MqsLH!gT=2Vkfyl?}&2LyvlySK05|~mHPW5z#6BB53|A@S191DeAd-Ek zO6)d_rYM2&9gf^{QHIe`mT3 zaF{&vQ7zEU`tnHbCUkNc*kE@x=lYBhTHb|q+Tnq~^v!Cfv|!YY$&btnzypfRy_P$h z*1S2~{Rd%MC1gXpb~JUpIW;DU;le7f%sFBgt^$wiT;y67p>hDR{nRm?yp97AfC`KN zea&p?@&#$bGe4T740mpy%90uNJ4KNsxsU(|RSrPsw;Y~78i_8Z&`D^F8N4GDNXG8t zbC<>>z*SWoY$NWTyo1U1t81jeG$aehwiy7(N`OXq0Iw|BU3^ z;^eX}(UG?YE1o!P_Z5pStdf5HoJ}e)VT1f2oDHCH^Jmy#cds^Eo}6|%*}Ns;+q-5O z<@>ycmU9xM!GOUhY1#o^rH4K9TwbZ*?*WTaH0^q6WK}22VIFV+0CmFvIPb?DD~s`d zt*zTcEFonRIUZqP3zAO*2Pc-!OCE%KS1UcPuqF{C#{}S>0tPtwMh8>t#w$DbDAd%n zTPWe#rWS@mGOkD=!0Nn^RN!~u^vED)g6K&o2t>zdNIlrk-xF6jh}4&Ovl31=g=es9Qn(@8xL89L%eJgW#@ ziWNg+lee({06x{z_+B5j{gObWl+0`gJgMY!AzHBk2DC3V3xE#Zlt>z>|^z$4+zK z*0uFN1nDmlN>K!g%mBeEbJX?v`th3eO)kbL?H(qG2|o5aV1t4`D!Ff^rNjYTVF3X2 z=hrp!bDiDM^_1x(tkLsiz7I(}fXI5cR++lix$V1T5I5!?~zYeBT{4qljkc;pe15rYh(oNxwy?-=jfJt}W5 z#=Nk0)cMoGJ`L4%dt3D%=(oxiNQ1B;lme`P{{Rue2M4Dd^Id+KXLYPY_U06 z9A!kVxdeqjdAQm!->z%vEi1yd5aK%Of4_4|&;wY6DZBfp#3B6B2)#3A2NaY2T5HdK= zwQAdVhC4}Nkb+Fn?2sNvJcGOg*Nl=m>&0jIp4Lfi;8D}Q$_Y}}b^xpju)*rRnMlSkMmpDF7mH&$d&#OovjSDvtFWJe)f~22c8-T6bp%$Y zHMF^zsM_jZX@gG|vd)pRqt7~snTa3V;=dMLn)U_AA*JOpHFC647jh<6z z8x;`cLifNp_N`$nOG62z%c*WVYh-4*xR{~>KqO$~aD8#jTw85E^oE8~#0-FNYn#=S zZA1i^lK?I-KND6g?vmahBTyKO43S;Qvw*X8X0f;mj0iuSJ_79{C_{zsjw)*j4CGHK zGB|AQ9M@}U5SCv&!Q}ur2fa@Ev8~K)J4{b7%HPH6d98awv&!~&QRM;Pk;ms+kjB1a z5(doVRtBOjl2r zBd$6ct$V24Lc-eQ<$r~M;}ur!Oq*IEE_6*2_TWsaRmtQGVyMX;pQqj%duX>Y9mf@M zn&vo!k?rT99cfk+bS-e4LTcRT$DI9`0&1z}swpUa0 z4D|k$Yf^Y^z}Un4$W3c`W~5rVFVKQc4P?b0uLQ;C1R?8;;8$O1eGBEfl6v*4 zcb7>bs`J)9ofHTsqT6r?NGK0MI>^-WbhnEyPrzP3?l* zE4#3IBYwwMF?n&!fTD~ZTwvsbnua|^ZX;M_T=Rl@V0%_! zn$%82yNJ#J&P5Wi(zz^FcIeF`I4BPo=QSeQTgt}=Dmvn#FZSt0yeqaL)RFquv{sNn z-dH=ZIu4a$G9$J04t$fhU9#?$Ri+dbH`fpZA4kzx1R(} zvNBkeD#1rXySlbLx%$_gIND6~sn3}fEvK7W@iWf*QQ{t6LlPMn5P*Zj91t>kjCU2- z$!~3?>85Lv5-BH8%=yC>0C9tm!vy>B>t11_>ybfxv72d3OnjgL8`Kg2VsXm?aywwx zt9a{7x4zS0yRm;h$;!NJ22{@z6Ci9Km5BtesLGB-VwXc>i)ef^rA>2tF_KB+X23Eb zRb22wfsyqmKHOGwUBlv4kXxB{6=JIhP)D=K=aHUx{Hu;xrqts5RA{m}Wl6c@5=yHa z^&5D{Vm<3tEgtR#7VCEkqOS6U;3(|Hag6lGtu~sKfTwipeRzV@FWPV;xlnLesM;BK zec(XqKZ`Z=pTZll2Z_=vrP|Y|U~&K?a8Kof^{<*uy`aBKdwIl?&fhr-cn296BadqO zL&H`L{{RUtk8f=lG9=0gQb`~H2{A-sHE2f#~VN<=&zpbEY7AbSP0hf2E#(z4B z>g_Ca#fhI1juZis&%yry3h8XE64uB`D{UYXk}-ltHy?VtqUe#{O%(GYksD-g833M# zIpCW4RcqY(_M6ch?T>D%ID)J!0JNwVaYpa#fMXs63JB z^{-vM)U5PnlH{alNIC9E#{dfRGx0-Syt$e?CGuc{lO&kH1FlIUAE*>6uJ(#HSar*G z&o1!~!LNvpnYICwJQBna#(wZQ$9nR)yeaWN!&d@CFBu0oXWTRX&v9Q$H^#pWBK@0F z@oLEQkv}xaeW* zX}6@cG5jC#FUFcY$rh}SBs-UKoS$rr{{Z@{?jHyEw%=E^h%nd~DF>!9G7sm)etcMK zUL(_Pn!{R+E|eSz0_=0{%h3Ht;sz_}ABLLLGi-(+Mb`3(2^dm>?jWu{@0O zPfGRgjs7LNmsFQX(w(+jfRZre?>GPgKBBw_PPEg!E+p5rO+HOl^&~)W0U?>N0e8x; zt}&bgT~u3oEzWARqr9DxJ$J&t3A`VCsQQPB?cL8sS=9>qv$rx}!A|}BZJ$_Tgdsl>f zLwDkxJ}cXM)woq4J0{TSk-%^`VBJ;M0f%5g71irr6^PkfY6Sx%$YY$T3`(%uyXp=r z&5dnt_eY^RR#sh4#f^5|?M3^_3dw0J6~G|uU_M|ymmvBY^Sh`mrhzS@ZRgv%0>MC5ZP{0ELI~=ospo@UNvqlE`fb|Dak;H$ zC_}Ca6$6F@jPL;j@&U*>#eIDl^FlI5#8*j4#hjjtt7;l{qq^eG3$}8~8!VEtg*(q2 z5TMQ3e;~kE9u9j~L=>Yja2EV$Uu@+bM zVaWZ}$Y2WRBg>UokCBRq69)b`Nx z8nZnIMDYxkrdHEoj$5-BGRQJAol1ej`Xh9q6EVdTd6&1(s?E{F~|r!5z`gcaT{J3zhsdjzy*lGHR_Et z>ZtO7$Oky-it-rr(2M3nE^K08kg|Y>A0~F*qlsHsxfH1t2)b zB=)Q&X=a0bG7v{mk;PQ8)TCRFDt*LsB#xf+7wT`I45A(YJ&Dae>I-GT4}u43p>b~R z!K|MgbIntR89sNNiDAwSG|>j#owzNSPD$i*RJ`1i3z7BeB606q-N(*7%-VsQjI+ z7S$QR7|H(t8lqWCgry($lwxsjWBQI0zP9`&Jb45b*#epAq6kZYXhGj2E8IB>Z_ zaqY!)Hd8FBuaBL&W1y^?x!`iP?fb%qC$JTvqe`;e6=A>}063vAHf_L)UCuH{#t&mx zQKm5%;#@f=o}5;E*jY0cL4Jo7cGu5}C%r9@2>@p#)3%l(#?_&_z>P>u51Ef{ImIQ| zSb!*aY~iz<)*{`!z!oHeazLqA$#o%Uj@aWIgT*UYK`hf;1dL#SdH1esUY6!tgBb)O z;{&JTU8b971cwuXSn@D3D+5}yl4CGd3g~f;`2PS3ckTx#9I-3ypMXX(<5rT{%pQ$tIr7GstOqXIQ9&Ts(eD%ra7P{irU;GXohaVnkjMiXellisqm zE1{M$WE_kSQR`Q2G$tW>vnV)v!k_o^dj;H?stzJ>A!{@-(k`_q|#dsl=!2dG?V^4{OdmiBs>^3`O? zJBiLg?c3{I)1M=}w>qIg&0QW*qOA8CrL?4kLh3;v63xyB)2HKKqMru*43MYx_2gNR zlm#b@6Uo5!Bz3RP@9g`X7shaD7bu}1Y^sBtfzh+qCq3)+x8c0j_c}F{h?_xG;d&52 z!S@H6^Kr6jDXyolmq9r-Ez#(L2`=D7hzE8dT@OM%y~TQ^mYt;O`am|)`4iw1xpxfX zqhK74+}8(VY_aOL%NfQ`QZe{f&}(F~S#6Z$5T^r!`d7=&ZD^0Jg*5eN%w8>@&9`<_ znE)mrs!4BMgn`eY#dywv;5}c&*TUyelkHk^XJxP@0_Q(5Q;q#kQ`8>y_b~98)GX(= z5i~)`Dj7o%eMoM(^v!bv!&?6UhNXW$PBUA%-R4Cfn;$2VP<-i}bHN_{DN(H|a=TYM zCrULV%dzmpe+;}u;b)31D(d$~o(a@k8%urS?G?UJorfwx&m4}2rG1m|)4*0ycvDtS z8$_2ctK2QXitJ>fBw-h6A2P8}2qT^crFM<0+4(94#p47kFe5#PCm?%bx$Est^}&Y7 zvMT}!C60aae!Yczlgtx^l014DDpefZnd6guJ(gW&J4fAhYb1Z+tW2N4AhMmm7gN#zSyH2Lxc(uW6CrSht^aT4OF$1ji$$JxHh~(l4(r zWQ8g^sg~C^>0Jmtrc{m(Dz>fYEy`iI2#TC_36!e{-VBapS?=4+HeOP zSI*uYzI$mRf&qqJpqvW#8+(&+r>b2h8yO@VANW(Dr$ZMk5iKN>Ik>p zo2iEJg3$woX8_?#DxZ`S-#x3DUkd2A+64X$fQvvRNfLM3W)ntEBypS;BoIbV9V^^5 z+dGR*V&GeJxnGzLq=Ah6ab9aDgtb92y|iVJ=O#IG>z|b4ApJoUQf?Z>>Qt%1qU4&; z^L;nq9iwVD*LUMhfa)b$ce6%G=0GrVq+qiFjFbF@d(Vk{DP@0RM2HduiDQXD7y&?4 z1ZSQA=hm|HyT27c`#-T}kg32cJZz`%Zb#!?-HLdc{Dr*JQrR*ynGnC@#s}+NwQ;p2 z8#HlK%V<$Bei;r_%4PG>I+mALQGgE;y9| zVaOz@B;eO?XA4`PjVw4LljbWnea9c2TDY-@K+SF*A_pkhE1vb?sJ8CTsXOUo@l*EL z@WV-UqH56%vd$z@LBTB+8*V$CX1+I{#8c^)Q`%m@H7zg%-vg4kV4+##amu+M@&N~_ z2ER_fY%dSB)H)_&a*$oiC(1e4W6lTs2!56Md9S6<_Oa4!P|I+C8hh^ z-lpJ(F{nAn9Siz>E82`3c4yAHByVZjO}kHTc{-Fu0!9QV40mt>uTSbLs<>NrvH&3t zMo)YkoPL!1R+jcix9td_Mh6EA(0;Y6Fol7MqE#3;uB8-?InMeVqzID%&>Z8QD809M z9ZO+{Y;>&;vD@-N*n0{iw~kD#!JL7Sj%v(Fw4F_DzVu;_Y>d_WtNWXxtkEfq_8n^k zLdf9)70JNJuJ=r}w`+BY@LL%m{{SIC9MVI8WQ!}FNHqiATtL4k;wz<=$Hl$DJ;15B7p?5`EC27kVa~dnpvD|Q@C}_T#6}ngaeVs z6wQ+>_2hd{2mjajhSCzD_JOo<$nRI-Nq*3Qj$#8R9=?^S4V;Y=AWSMS$@M;!63($m z(FDi`lj%~@YeS62g2FlOm`*&UE$hh@(p%VCTCoruk~zn0dR9!=0$IRbr+_+<^{tyY zBv9w?GmH*7&1a`XJ&7e)+6}9~1B2h6>sD>qQrF1|ox_58#b(@xjQMPKFykKmt2**o ztVr@^-;smtX*TXOU7dx#QrUxp*QZ)+Pbr0#GlJ)kYn-u`bi4(}n7on)Joc`-!YjF@ zGBjZj;NW%?@1>a1HWB4Wkr9GE0m=SVlQeOcd9cn;1oq8p7bagQ4mxDG25D}D2hb$7~>rQ z6t8UrV&IvA0$E2)aZg)xS+_P&1CkF~y%WU=X-6KJ=QT=GB#*tu&F6x7trG48?;?o+ z-NEQhHsUv8e7MBQ2UE%Xt2$-c{1W7K09EUEm3Opl$Q>z?)%8R%-P+qJh2aeN#(M)* zt@R{^SB^lt3FL8~!i`oa;fV-1k@+XCDxB!!b^ zcjV-c(-oBCbZrM_cqQyn&u$iF`${8clZQZhh8=KEUZXwhlD@K$?gPf#;*5qX*+w(R zwR(o7ZY{2*v@x?rgUknZ)3lB_1WnGq?)U9=NvCt)T}VQmWu|KPaw;#MT;Kzu@?< ztin2ZZEq+TAUt?DBiwYZJHt4)K>#=r-~rrV3|AFN%5byjcT$hDseb3UL2!Q4Z6X{H z_&o4MeI1}&L?PQNWFEOWIP|ZT^oDun48toC&OK}1^gEHT7T}SLk4o}nwLSV)d!EN{ z3=`Xs;CVy%dV)U+fwaqb8QmfyBme`j1HT;is@69_VT~3uBb*L7@1AS1vW@Oo2T;lg z$QbMNsZf)89nnhKoK(6lop&bbErg6a$&;V>7g|T~ovVyn+X(V-PuH$J>(fS`6lgdu z0m#VbC#M6oEy3!DppXd2#~H0u8dqTCwnvyUZX>>V_2VAY)!xTU zVw$@n@e_I1kvTlCA%`{4X%^O(@iOWPtQ3qe;g8V&07}N!A|aA&atSAlfAy<#MR=V+ zkMEoe4xrGz)@3xBwT-znNTXel1(0Nt6?n&N`_hd*>?YMCBkuBZkMXT&;&O2(%rVI% z^&K|DnAQ+Ub*`uUPzYS(nO6{Xd8hnMmXiOka(}!T~A0&dgU!0Ji}&M;HGiA zXvRNNU!32y){NHvHqo^Pfn=8Q#kZcg^5r{09)V4I*?gL+li2x;);FNtx}Pm-Q%1=F ziXe`-W&@yO(;twkkh4amLVvA4F~)E`Gw)NTnS4~c0>O?+139fJp=e?dvBpPVO8YbO zhVII*aIr)dGsbwuIc_DCq6*Uqz^EjLu;zw@OLmdKftkT_Iu6xx z%Hd>(Vlq!F<)OuK;fr@S!BAz0U78Q@R`)GHg2HO?3l+NHRj-UnGCJ1{Fg z!(xL9kWd~$>zb1OHIWfgF`VF@^bMkR)J57ACxga)>kjD}IX3~7&jy_$!w@Q085|MT zsYqpI3{T2BW`PH6_towz1p;d9)j`dX@Kz3l{b3h(|v%xe(Y#w6tHO$>yO4EQz z1RU|wsmF69MRT(WB3GnA7@Cd7)+6iukM1+C|2eng<;jV7P@*IqC z4?;~!R!0(P>^sdDX6=F$Ygw7uBP^L~4cRi}Sw$RG#g?1q0cU;xWh?(smmEqzOyC(*2qUnLI0#lC z414`(XtM(L?(9e)S3Df?>r`a9y@0wGBmvJgyEVm%Z{DHU4hZ$Ed&~P{8WaGRI4hs$ zS|*aQ49!haSn|^hf^auf)80>Vrbgj$&E=8YbysChR~ z%>+ptv8V;%akw$ZM&xG|_*vtf9t&9-;Qs9GVFQ8BIl|x}KTfsr=QPIKTvR+?;f;X7K&kGJtphfDUuV zdhj0#If7{rKMl@08ugD4U6qm0jzQbU108c&&1!Vep2yL;Jdw89P~@p2Aos<3cAVfs zNeh$4P6tna>s}|IT?LG7d=N8}>+k9-(R91>A_tW6Mo38aEY^|aG)6}7fTxCflu0Z}G0Soxzl801|sdA;RhqHKc18^gehIZg! z{VUpZof=%E#Yl{eth`{KUuyZo!5%o#Ze&-rxr%rR%E=ptQ|ZXaAB}wjY2#(wi45vc z5CG$WkEK*%x}%@kHmwrwv!*qru}PHUk`$bt=N0D`7nd-3cW^Ofid>b?RXk$4FBbUT z*(_b}E+fGiJ&3@^C!qS*oao*u(RDjyw9>9p;E4yA(Vf5??#AK4{3%H$^e!#CCbd3- zvDIXjCEkPr0VJL?>G)R8Bf3*CW0HBs2iCm7HBuov7&>Ex$3M=xjUxRgKnq}l&p)B5 zy@fb9yQ8R@@oksO50$~rdF|4$Z#6MAI|c|GXE>-edA>sA^c)euuMXBcQGE^gu_1y# zMjUgVpN%JW>~YFU*Jo#?%m;`yDG|U}ZO{Lyx*zaI{@E6FNwM|ZG?w zc9wgVX(W-`F3!g#iSA8(E?b9p_OEV-!e;oW^14fQ_4GATMpP#tpvlKf8sYT|+2*)$ zj0HFu_N=>&UUKZa@s2T?&sknfmwxs1sq3OXD4uDYur4!$+O?w83PuseM@&{5VBmw- zs1)S@$ai!&$2}`sU0s3Dz1uL_uZ07qbBe1C#O3geK|RH1GnGFn;}p>|Aq)-;W4i-s zE-s>zbWM_a^U{^&)E}0R_32b&nL-BL$vHJFldFM}NA;ngEVQ$@3devrCZ0@~2+x2; zRFLhAZ9JR~m2Ag_89C!Q_Nuz&0yg7>Jw58&GZ@GqjGmy?WsEV(a&wN9lPFdg7$ef9 zE4u?`p_QL3bKHO{JMAT|3glGQp`A_}2eCaWgpmILr6?`Q_;9By7o830x7 zGF!+L*_|8Z9^{TfH zsW7*UnO#!V|d&NZOj-;BR*3uLs zB#5%a4uXJdsQF&u?S5p$SimExu68R4ZlxvL%Zwaye_Fn`s@BCMCxeW3rb%lh`9y`V z2;^rRRa?vvVof7Y+8P^=x-#D9yIA^>s52lJ}Z zPa8Qn#(3kAP|{0qMU!xmu-(@gIXx=yx{6?>h7m~4Iv=fb@~f^~jGSVsJo65!c4HXq zKD3KFaj3}iTM{sjj8Ch717MD?p zmC>O95!4Kt%oeG2GI>NM^MR9&{*;X&Ry)R598e$=!S;uLEGgh;2k0reb_*8owA-j0 zL}U)5oQk7`jFn^Zk&InR+*1u*wR`W*jo&JM#jT~C7u`9R` z46q&J9kNun>0G#oLDFg|F1jAZ9}zcEb2j}?)ZYrPnRE)B-!RAH$N1Ny#hW{pkPs9z z1MD+iUEqn9OO#LuI0q!;jz{V%+i&chpfe!J4Uz|5oonJ|nrGNSxayAIN4}C#7(;~5 z&7Ac7E7Pp6gfVUh3644FYs7pvF7;O@AP_U2qoymV@piF!r&`+S+Ij`K)L+Y2Jo#&k zv;9EmJDgSzO%HmVORJCZM~Rm1<@BpJ&fFOoakPJl&1A=^%M?Z=${rY6WDc44uXl<_B_joj?Z5iHRYL zag*D(;aWl2opPFzvp!b;0E7;d-b|?g zhX;e4bM&vG$A>NFCP5G(Mh4-9&wT!7ty_3f0u@9mKp7YSl1b^GrF3)L=k^L(qr{uR z8i$NvSv*a2(?sME5MmP<$pj9$_pe{@kA>jTEQ}TrDk6`OR|)_FoMVjR71Sn{ZIBZQ ziHX~iGD7Fm6{i|o*r%Ah43IsCuj5!bUqfi61XwRTOB`wfZQz`6Jpug1ZE1Rk*>w*h zatE1$qzq?{M_S|s^S#FQJ5aV;jE=p3`t{QjXC0WWB>GA41huY?gdPK)-9AkI?0IIch3*R=_KOkg`A76iZ(a~ZSdN`5S zCSq6<+tQ(Ft2}zOQ%NK9m-fR8KEI;E8xIOxI0J)*WL*A+zA}+_Mt7W$E9w6L+J9Jr z{{Z48#_2LGEz%)_kQs?~A6`al8mNSrfIjPZA(7p&g zsvYm4L$?9|Bc9yU67&^q3PwY?$Q`@Yd!~j#lo%)0rM3f-LFIs>j+J^jm4bo+Aa%u2 zg+KsffGb8lhX5`!)QU+v*@;}3GY~i&_VlZ(BxHGQ#zrcqmK5Y?pKdBpip!kfj+E`F zB3;5F3Y>y^3YDXc$dGbK$p*94Ll8jZam{PmLT25(V2%cTXnJfiquegtk&U_QikjW+ z77}JsWCtLcds;Z3t^x0gp(mN=Yy&IM5l9U?ORdknhDbbSwQjR4JJB#e>s<0jBEH2L zC!Q+$U(FhbTyPF30+D&6lnt4|&pqpY86;u@C{x#p&o6DTK5|EH^(+#S`3C^=gG~X| z8P)ATRmmQemSkXz6y=XkPyYa2Q)|gYr6T1B8O2QtWR_*Y?mcM%|I+zR?tKbT3t{5$(nzJ#=E%=d9i6izU!CU6dTsc-Hl zl38K2U8ybsIj&u`E5{*AlIM@DRBOwC-+Yn}B+xagEy)eSZXo1?!k(2~Z!ZuO0}q@6 z4lpX5ms7Na;un`?t}56HxE&u>b10<6{-Hl&-S*iSg?njp6$60-cKps1eq?)ac81%mdMRAkfE?Dq!v-$ z%7`S|bAnF;@u@(G^j2u4Eg{HIaaZKMVC)kd^%Ul@x3E`{u5!R&4_e5ELniq#^Jh5D z4Kj_0qymdWIb<=*;BY+1^wY7V9Z#X3h1fGJhrJO`| zFwT2W1~Jjn=oF0XT<2*SU$3?*)`My^J#xoZkgRnrNjanrGf#2h@@~xW?{>Zye-%A8l=1iq`%}QaB>PpmBe_6V861Lt$BOv8MJA-$ zKS9FOPANX7hLdu1%hMEtIDP^2&-h^1w(8myzlb#Zc~NrljNtHi7~uQYkNAe&gA2QG zOPr8E$Zt>AwR*pTb+yzqg)%TMg9Lv%^V;ruuy$5wFLB}hT0kMv?-t%z!P;fZj-3dv zhQ2QRX!y(Uvs^k>r{N1ZZ7|IZ@=in(E~r;!QhM^=iG8C=`^0I= z#jxp@gGjQsO-A6`D+g>Wp|-GKdU6guMST}0oAGATU$fBT(k$kC)iOgkm4s}7oyU>E zRs;}v99IjX{5?Jnx)%Nlyj8J#w4B3sS=CfyddB1C$pB-1aC?!{=wb0nT^GeVJ+=0W zaV>-pTpO#k3g+30ua*RAOpdHU-07X82M3%gms3hBMs}#;As%a7<~%K={A%$Yr>SV4 z**5l4>9`V^WFj^UGP_6}$0OGwx?MLx__KMbPo$kD+RolPaT)T-x`LYscH9%V4q_}XqfJCa2X4N zpd5jpm!AArnRwdg;zo(4>2qp2t&ODmh+@$!V{i(a%Eno;%my+5;Ahgk>k0>s&4NnPuWFPfeR#jy+cY07%|#vsP zN!rfmbMD3u7{z9hI6!i;Srx5s}iVwbEGH zi2(&j$jQk#?MiaHJo@rWRC3y+O4D0uFfk>FEOXF*5ve?9;ypjYz8Sl}x_>GQXxaJx z6h$XLUNKcP`M-ZQsc^U~2|#)(=bn1|*Tnw-w8zC2)NW(&Rg}c}!_Bw=@Do2OpH0MP z9)sSup-I)KqK_LBT~emz{$8iY`sTfN<1KFg0A1CN9{P8eY3iYvm0!VdDgqu z`9b8?jMg@mu{`Yj9&im|G?#a6u}KhP860N5@-azUvH85@F+<*r49=&Rhnt!j8hUgEP3rLID`YIv&EMjih35a0dj6h{!NT z+#dBfoW!H$4W69UX&u7lfeX6<)E?*3qq~XJgbBgpH9S`i=nqe&O2Ma4d#`HE+V?{n z6{GnepO+)QdXnAzvyPx2N|{z&n0|+)MzOM-gN*x9Obt^cQUDxak%Q?>c*-U~$Rntz z8Z z#{^IYZPZedBoPDKM|bOl(GAjmy2SANjXh*CYc=zVIW zHnKJXj04b`zY?{(d2REYXX!wMwq}lRm}i0b)~s{3?YO`^)@#QwkV>P1dREM4CKv+` zjAU`m0Du3}`4($wBtmy%q1rm1!l+%9P@%aBJJgnU(oY2UYPoTMJA+j21Iz1}b$K53T1$9vffpI-K^f<_;ab*~>RqB?k{3DbKBlw{t3?tq93Fu8pluvd zhZ4MY<9-e~?fBMw-)WC@PNN`lMRv~^c{ZwS2nl13fBjWO;fb7#^)!+Mj!+uWqCg)z5-j?@8p=3=50lXy|n916v_nW9`qb`?C4Qd&x|yDY~F-A}z$yO~NG zbWm40$?HH19Ir72+aOizH8PiQ1{c42p=9x^VoYEIfGbJ^7*{zUA4&kwg`<`hUaUG} zwMhQ}WVDDf{L2UbAmbyE=~Z>1DA`0=p#&e844hL; zf4eM?fTKChR?+R7Cwt?JfmUyk{I(l$j{OA<+-VpLo@|AS5_8GzRIZf^qO)TMoOB-b zYC$AJo(EchL?v+}4i}PreX2DFb5<*RX=aI5Pm>uWXM<5sX%*b1U_3@~xbd7+4Rpmq zBJDxgdsEi>6h{F_Cy}38V;Xekh!)SvD*Q4+=mQO;ameQtjMs9U?>Xt;iePCR63vYC z#R6{IA4>QQK=AFf@t>ACB#id{EdKyn_g@O?k7nwj^BFk+p1$8vUODi3%wG6G(JhqxB|zK32frP^ z{bszXkxEu)vl@-7quezeK_!t$eac1{sm3xfpMLcxnzvS_B{&0tmB8uRxScZXFKj}V z-639_VDr>_^T@5M30RIRC#e-?+S=aC2%#ARlEmcos*!4qa-$>2j0~|noPS!sYOQcp zp#-CKIN*;^YmQTGYR(FkC*u2HYe+s@XXLwa(I2;TPGhF4nJFy2C&Pc5&oGS$_?mes2Y3|Po z=9TZ5(1847k~-F77K$JuURdKkl>4?au)}8_m1@!y@`RE$N}iplPRwRH#VcncBvph* z3Kf_0t9N%{N!S1POFwIVh+C~w% z$_|2_A&uB8F~?#mZ!Hx_hm(vP&<3Ilc%oO_GC09J)mWl=u1t}Sl=GUyb|`V2lhjtU z6HVkM&KUN^0Bd~D!w^cID)d&rIzLcPN~>jIETlV}duOd}!KX~$$ACL=Kp+3q`3}M( zYiO~ugS(vcu?qj@T!fISaGQ>?Nm22qg10~H#=(mKd^$8ObwvUW!*5*z1+UFv~} zAP_w&<<_EaaUorXF~A)u_V&u~OF8?b;;`j4LZTG+%!7>tvSwav*q zi88Sn2e++j&W&){=vSN%O0V;IW=RtTG6x(|xXjtE3Q8C*2_5@ZmYwF!D#b4-+}3kK z)5y%{85tFB((~-bi>PXPj7)8|Wmsn*@(oV+?`RTj znaJlIMNpShwJgr#1g=I$Lr(Y95pEd1&k(toW>Pweq>F8H4aAeeLy$lxj8=TUAchgO z7?vaQs3!48`Z<6{!*RPE>8IRHJDk+;#x13k^+w0NVYoQlIm!I1S&y3(fS%kE0PF54#~H{N1CDA^6}7p3F>GQOB)RG; zZO4dd#z4vc0PE(w%ixBe zSv@7rC^(Xep62&dTj-WIsirE7Ux zXi>rB5J&UCuGdY};hG1ANwNswo^#NT$0oNtN#TPmLPSl+zhnLm^bK1$m80A7T z1_vFu>G@TuDXYE2<0@{;W_o6cs*6e1AlL_t90SjBUcshK9CD=5XUlPde!ipEpT@ps zj_hyqA~_(A4l+KTfY+<|YsAStvRhn{@(inF=dK7JpMOdm9F>ZtS;9#7A)@`HhqeSB zq;LTq)QjP%ok=GvlaY=`*B$d!^nF~3c1MzdKp6ynBj5C{z8zJjbyfv=&QNej7(2fV z*CV9U(Vs^QL}j_e-uyb2<$T9;xQ+*Jz>Y<1>7EXn-wM($z!xK_&N_4cO?LMBjk!>a z3!oVp&Q3?SZk4JHxB^l_9k>TMJvx7$YegAa#=h1z)fiU3AG3Ijk~ToVBb;DV{{XqP z1|;jd9SIl%jD3HtS!Y6B%N0y+6n5_}a z_`3cpNRVS=yB(vFHy(%B^WMH__``cNUktVD>vu84ka=q&whPHCgmORG=Na$KdcLiG z{wUXlq+cvH0Okq&X<|tR(FJ@ zMf+t&YtY(QX76> zb`Paz2~*EFJP%H4D50FG1A*Tnp^gyq07)ac9A>MQ`;gAI*jY&sG7Pt`N|930GDko< zRw1~zjv%YmcqG+Eo@tIF7~`c)ovu-&%??Rb&JRP)Su@(3eV$k@I0w?8u&}ziUA+!D z&lPH0RJD;~eps9y^pkr5PB(b+Q;M*SB+syOp0wM9!60#;YLXXdP?R|*gON=xz)0~l zA1V${d{wv;dH~#gX#kDD$;)*)t0ptED!IpBYDs{G+7f>7&N0nGQYiD0k577~E>X(^ zgPc^%eAOF{ayt4@1nTG)c5nq36GY!MK!QCgtY}ai=Le7~!bTgXUr$;9suo#XxESZH zUxYs3tKP_8RVZz*^)SCZ6@g31mKJt-}3SIdq#^M>KRm816L zhs=f(u`!&V?|KTWX>wb$v5@GINXgKi$F*hZGMIpmZzN}qn5(n9$suyNC^Ak!{VOVV zGP<&yoOhwL-hxGGzkNCsU5Eg|J$j!Gck_G@C^=3I_2(dDNcJgyb zdlIZIbskyslisoXHCPM@j~cV)D*= zX$s1u4_cWQES_k}4%M%I@D}s$4qS2+diqx{J?XfcY-0+f{xl4?aV%n13Bbn!vr=C* z&mB9}*rJYEaQtN8nyq+(*5Jhv+@NHEKoNfUWt3!k4yK%Hs@vFP9z_6YO$<;VU~*V`^I6g(Du>S2 z13dMsOCl94{E^UlRePAEm=^;ea4|p)SDBL!gOkNZ=%j+o2e38W_*>!jz2Y4*eRE;6 z(QMeqJ>#i#3=}gWD)P(}gS2)dxdOJO@c#hA%_2x%;q{GfX~_{mBvI*$ARQPMd88_O z1xWXwO4>A=M7#7nq?Us>EQfM;zxp{p;Xn+ikP-3P~koQohqn(G|wi&nMUG zUPs3@9SwaSExz^N9|eX89Q@v+HO^n@f@KWg7Xt*2oOS2=QjD5+ zE^$)PpDW3wlwvtY&#>dLs`mF+8f3~{8)!KI@Lon_G0Ief^8DBVXR>5oiQK`*WNf_IAp9O1F^eS-u__{_(1V-$XP;O8uO_32+>$q9}yG6M1d zJ#s7Lf7;tjzQ6ceJhqTDt7Ug>aW=)><-)90B)1&~V04f)^t!28M#j%S01uYNFZ>^1UsxOpKE;Gm0s#{Bz zY@7kjQrmzC2Pdc<>uX7~mhM6pJb*BBRIHGi6M)|5kykBQqHK^T zU>Sme&T<6~HdhOsUDI1!sdZdncC6)@Oko6hB=AQBQv|aJf<+l@4ozrj(8m)jvh_Uu zDh6G()5MYPknBCPRN16Qc!OjDe;RbtNppBr4geSgaY2m2dFy{^#UbI8SK!W>FnPDniaRoSJH%I|ER*)))l`D9l?6Ani??kI&-fWu<Wkr4 zMgjDx$c3<1^9PD!C1%)q?)IpdWbxFRKK}qg(xeU-gTeYx1=vzCjprx0H7t_Agp}ZP z!2Wer3pOw}cFinyOzv{N;8RxW0y!uHsNnSaR-LrXfM1~_3lsUSxg2d!FUj%G2d>_zGaS`)CE>OkycX585>Fb8~9Mr(H@0fzu*CZ%W*<_sI4 zz{$y|O{%n?BYyFYKs6~16joWh!q~|N1aVdYF8z5tQ6iw-9_^-3NYg3G zgMxbIv+eB?S7_O`oN`Y9S5u_sJ9M^{fDUtxxT>1nlf*%SG8;G`4F0qMh}Lt)N`sIO z2fiu=SBhqL=ZtgSwImO{P#iYgob{^n;o{`wf$KmK4Wt6Y0QDl3WgwH)F^{0BQAC!) zH06osj+Dnh5T@J^IrpFnrco;FJe<`@759*&;~fu5lF^x^^7isZYg9)H!tPfMgN%-* zfH_dCcq1el*n(pkD#{5bI0Lz?_|D0Rf8yYiSD1&89>bANz(}&3x{;9NbLm}=g8VbA z_|ILo@aBOOlS^>fk>gFm7=|~>=YXhyf>`wYMRU-@CG2YzyhY_F0ZB=QZ)(jo^(+*Tou+h?e&n zRmPnwT1g}ZD zl6ic{XN~cYw)etCU`YtfIs;Vo9|OL#;<+ZCNNx4ondj2wK*P&zX3%-B4&^^2chDcS zS{4Hjx-*cc7U)KPh4vDuU(BxHMYoPHJf`<&+{=JoSG zQjB33r45X)2itz`B8Ma(QV#^20y+9-y_(7$N^shYdowQ7*5}06r5sv== zg?fAu$fIXcI5_S-dH!@gM;B#c=ayq_%1eR4T=YJt)9X%sJs%CxiOC0npYf?*z#HYI>&@Ub5xIn{Ll{E=e7dT z0Oa%o*!$PcA02MLvV0M7;x`W^zKK1(-P~xZ#!DrTCDLH-I%di;D}W#_mC9h^m9_k}Fy=#qlw4m_esq4){{R9% z;ZAt233Pc<@51`_Wz*)3SSn=}Q*LvgnNhApI($Vz15MI4Bh#Oxwc zc=xBnZza$sQ?z>bsM_igCzg2&&26pCvqU_gat1jR0nV+Nf<`&WCas23fWsu54m#7Z zB#co8?oS?-J*|wAvEu|D^Z`~>A&3Kxf}7-=WkDZG>Md;IY?&7)`BTN5X^^Kr-6#VR z*4f=aP)R)oD*4m$2IbE=$raJqtWaTO7%kJjX=Y_J;~yy)$E5&b+gNoN{W z`Gjyd#adEflma+4b^MTmQusOPK<%Z&a&N6&C$ z1)IuI$RjZLaJx#Bfhqj@D@)lQQJ-(wjBs%C4h09PvfC zd$|sJfydITKo;q0z9I7Ei36r9qTFrOkVU*VKT782Xl`x_ z&V>m*4-|$|(f(#4nfXM zHiX@Z*KVtD(m!0_4AyQ*_xRoRWLcV%@eyIV6AuOIHT2OAW(D zrB4{+CX!Zcl0IRKti;37OM;f!cvEvG=3m?E&)gA!-lKvuim_dK8 zLne)5G00OGlI6hr`%sXo0OYea7rra>GvTMfFNfa?bcwYe2xyRN7f1rnt6VUa(jW-l zB)f0}9&i!>Lmm|ygI>`xU+PfFeSbZuv$iU;&pbwWB9SuYKe5Ej^GJXJ4Ul3GhL+>z z3bpCO3YM}*Jg23R^XGy-6!;^+dQGX)Z7pnzksKG(PZVu*>PRgVjFQPa1{}Om6c{S5 z#}(*y_BT4!^}XJqcRrmYQ^K+8Df2y^rxS;@nZdzySs0|s6;&2t8Ow_Fn_WgbShX9Q zNN%ogZnT8ffM-CZC@(F7WVu!fK5W%*7HRge2;WbgbyU@KxUL}8EfX_px+R+lE%gW& zg>6eoVj4vI(!fXnbXm2HGS5TRZtZ3JR-WROEGA{X`wSTS2Z(II{{UTeWQC!< zMLXR9lMJMTHkEszY2*G8-FoBuI>m0F)QqGI=o+lq5o@EDiDJ*AUaqLISE@YgM7EMO1qK{)3FC_NTS>`4S%4=P zC-_cBA4-Z{8e8kn?A&3rZ^E3ZYn#_P!X`Z_~qGx~P=*I%NT1c5LH&TtM0_4YNK z(5~U;fCo@PBp+bI`q8rG322uk4tY_L^`b7!#WvojZ87p|@ zd#c%MQfegGL2sn3#if&6VtAk+C7doJz)j9pciKK@Dy_nSUtO1F4pLLCqV3fAtZr!( zoGEJinHQEiZO)UW>H2((bbGBEPb6t( zr{L^S*f1o?V#Fo1j!p{3NmFkqY_8T{Ezb)17_YmvTRl0odoK+~Gec{n+G*N4&l>KN z%(fet^TOt48DX5`9nDbFY^A%=B5Q>&T{6#HvAKyS`#tjS#AG7_8>T;MW4MpM|2r&{xi`)0Md`zvIEa0uqS*(RN&Zl0Gz zQsQaG(l9+mOB6$d>Q6Z$wqUV_D3RnHDc1`RkYt50K_s5_o3}!Y8KEm7R%`>i@4)N&6|O2zBA zkzYZ^M<9{UO4GMC(!S?h@zhoBp+J49kZFhi1UnroKqFp__*hF>faG0$4NZD9<#a(Txcvr&t$GB*w}=ns0aWjZ!C9F;td*q{&p z(D=CiX}l(cpriZH3VQNcLmRMN8AFnHw{BLrrw z&GP(`i~uwERz$a!639ex79H|3C@9dsk5F4>zPFnQMo8~m%RJ2@?>n8j1Oi20xVe@^ zFvbX08OC@5qq3P=VQGvz3<7%nC<0h+ZfwguMCJtvAxNPB8F?()Eu#j-Z0Ko4y-^?>z*rEQk0#N z6KNkCPicKL$!`KQlFCA=fJtIc00GH9!oHdKQTrzRO!1+X{{ULH{{Vz@O0_C3E-y+# zVkeNT<`9vw7{a;Sdm*pU&jEhVpA5blthX9L5ChPyVB=@3bFEn|u(ZlJS8FEo(aDzaFs5(`Z)nRLs56VfdRBge%*5o&YiVuZ zN0Qn^YnZ$PtIch77+i^bH{wRz8z026J8sC}1S6$0cl;qhU0s6Gd@j8H%)M5_{jbA1 zm>yf7?<`<~4mc=%Dwl4AwS8GRvV+4fbq9vem^>9Kc$-4m^9l4z@P659pWa0!u)U7n zI#Nw*Y2mAxZoD;a)2D|C@ivRJ&BS3HN{ubY? zfDTRHg!N_w<3D*}QrvXRV0IO|EE4!~-tHR=-rRgVxc=1B)O_Oi!mjSzO|@U3viEZw6kflkOkZ*Pmud(fCb7grrk$v;V-h^+Q`={ z;5^;imL-k%g!N;I5cMoANh1e1*g9sJCA^*;o_lEH`)m9?oZndi$-VHdsJNOTj#xkm zNdvRh?L0v{-)q|BFtnmL-6xtS{DL6&( z2AX$CV>FBcJ=`c_VneKi9knDjmO5ndYMK_KbK!YBJGrLPFJoK1Tf>QTbM~z|SlF(i zq%#m?gzt@_%P!X#Ta})ym2|^Y@lK_oY8H`r!YkQj)CO#I88p#$mvO3sBfk4IsFyA} zE#<6;@+LRL9CPWmx^3pO7Rzr8-asO79`8?{T}IYCfN=Kn!*6z@2au}noz&!4FBYe& zSVL=RJX$TjmEuy-ArgzP25S>ZmMILXOuAjvys{&yLfH!J+*j3lc87Hqi>F%u0A|Yz z+S|bw*&5CLU^ zYT=52nzTUg$pIc2Ryk3)0}i0>$j2P^NeO3`7eVGm%&bwBwy->cMney#dsBWT>e_yX zt=dhkT-j;&bJ;JSF0knN8H>sPBD?KWD%u*|X0o z7bCB6+N#N@q--H&!=A^tt`GFClgd_Xr#rjVNi?{mQ64!t$pb%D_OFcOYjf%%(syPW z+{c2-g^3_xNjdt{8cT)*>@kdk&s={>>EqJjfQBu>;|93D8|!fB_D$rmX=FQ9P-U6e zg;h{Hl0c)8y%60;V?x4tFYX16vD(FiWtSLIRJ#{*@~WZ&?B|70JCF_CSH=2vm8IM3 zjc*(2Kq%6!8Uk+hi@VHwqxPZNIy> zM*%}1CCDN$aLhKZ=TQ~qwX8krKmq9FU>qLwSKqADFiXlUuq^m1+L~2qg2x?H#1DbG2aj|(q1Ip`8B56o z@hdQifhz43%Z5-G9IhEpJCS9=ewEPqjWE)0C4O_T^o`?ya2-Lc3Ugbt~mGN$$<~Z0z)QYjo6H1}gMCwRZ+Cu=}DIIo$U!K1c zzhs{jcpBzguMbLfizB(Cf>_KKj;bQxtA4~ip+fhE@i z9DOTF*57i5UPwI+TAEWFuLDD|(TcDm1z2?i9zpgz(E|vZ1HWqXjg!8`kVGqtaCpU5 zk{scba1KZvYU=|b;AGU%+OsxWk_S%I0R$lK9-pmiBuVA@iN-q`)6(>`l(V?N9dp{W zuJrihj5WB(Jx5GX1a@MLm0N8Udw(b}jmqmN8+Kot>+e6BwLY6+F4ASVaYy-gH;bc_{nM|0ArL@r1p=3e4} z5=&`>QM()xFhHwXOh@fNH{3l2a$nb_bS2Q&>Upa0SLPTt{M0PT&R z!YfGHF$LMk2cR{QB0{S+cq1J5#cEqKNB|Gea0$q+bDHI=s7bX+VvvRhw@Rfhoix_T zGLxA2I3JBVb1@+kqI3h))`f&uO$?UuoB}ry>Hc#~Ep-*Fj2Pm%3eTJpKqPjkE+M*! zyv2O84yT&YxtikH+7TD-&j6l=qEkG_a;F%`2A?WyUS$~(CAJSdgg7`j?kcR7_ExB@ zv-KQ~^{VM{_H>SDup}o04ECy5noM^Q%OXjJi~<11`Rz$Xy-?NLGUC1Ri$xlboOL}w zsuM;8qE&sYIuphXbe`2g@Mw=$ z*KNm$d_@W~A2e*TwPgo!+Q$vF9$A~^?pLAer$Te-pq!H2_@}_%1O6d++R$o=ZylDB zLWaJ+V*~)V+yLN~W7$*_iu$|3zp<8urLx`lw^fr>eT{H!#w?*&5c4#f+j>GfysV1d z67k5+}G}``i1F{O_EtvNs`H73@>P(~kO_?s8`h;Xea-d%^Q* z_C62Nk*;ncS!0qrNaJ{;&I4Ln+z{DpWv?#PBSZ&aVnD9><xm|Z)&$b1J~7u%O$%F)-$j?sQ{=4r_6C(c1qSF z&ASq7F=<*2&GfNAB2Ncu`fL}nN>nHIUHSrMwu%H)w#z;@s+ZvAOcHA{KeKoS)SJN5 zCxJC-^vzUlEbpOf#2D@wk1PhLiMr~>sE{C#fywfL9>Z%K)$7Y!e+*pTCbXjR+rp48iK&7ZwdaPl1OAOa zB$C$5a9fZ-IL8%A+UVL#ray{f^A_4^{0HJP#4|K9kNB6}IRlW{QS33ThSPMv$#=28m$=b>iCF#B-5?mf%Vmql#w#z*~-WGgqQ_ezVLHZtS%vS@cVe7HyI_Lz@8!9h7A1u zhIZ|e!Ah|o$B#opx_XSQZE*e`eKPCBC?%W1Gyed>AL0$*kv@@qfn{=d`IKcFKJDmg z#j;;`Sv1?tbnb5gUrFKJSUDtI=vsjvW|@HHg6>YdXFV}X9{H^-&x{aaNngQUCk{#6 zxg$=z9DVJ~r+@o>c&5j&#F2QpeBzQH1o)Vh$C!=(03iG9o^kUp&HmBPL4^FqmqE}+ z4}tCCiu`@3{5;fKNWN(X-ToZa@M2;~`I0cn&p0Z2VzjML_+m&UzWw#b!<(nmuE9C` zPlq)T`>7b7SVjmv`BUpq*(sImr15YMGMPLR;zcY7kx4CKc0+pP5Ks5;G6g$MiS6Xk zKjABtZl2NQ@J_z0qzi~<{{W9UoqvZQgShr%&{Vh4iLR!8sby>7%e!4eP#qGmsRk!^{tG$oM;5lMyzDewOycm z%Ml_OheH{0oB}JQ(d~pW>2|&(k(^jdb>N+2dt^&(F+X9Q)Z}jEKx6&lGtF4Cg33v> zyB`tG8SkRF@J6)CnB8$2ma>(}IaXo!PeNQ^^rYUJi6-?ta#p(V^txWTs_2VptUj|i zb7TZk3yD;XOGkMl3RuXYu51~%B;ye<-?X(~5O`ucJ$}yT!js%<+GG~XsX%n#wi4Pa zw>S24+o3S5vF=%|))tNBLai9yxb~4}2Z(fS8$l4SP|KLl()7g}|_rP^xiZ2-DasA&wzX>_wfcf~!qhDO5z0Xs)U z;b!q>iK%I}z8`DbEhAI1I)$te1=e({`*i@yw$@kkCFQF|r{{(_&cnz?9M%?}rKI|6 z_}joYOKGh5b5Xa{ndC-6eWc#I`4;() z=T5yFZLZ-8imFrYumplPXXeFZ>3c2jd?~JYV)N~q43?UOppsYe!|6KIq}$1#x+Jo? z+ix*vsvJsPp^&DXS6yGhQ-Iu^81dv8X4;ijo!#eExmWgdO{6A&Ah%`4* zG0Vd|EMuBB$6c-uKA1i0rx%J>$#Ii{K|L}50P3&FYg2URD8148g%+woNo>kD(@7Pn z!xEryayYLEywzGyh#DLhQHdcp2Xt=X1F2HGLy{E<2Z;&791~vMtKA~o7_b2+AZH+b zYvr#N>Q;JRiLA8^N(Fs6Cypz!z_CktTqDSUbZGJ&cq1!<2sK!FB~~}u=vCt{Wh-`P z&^n&061Jn^xFOT+ZJ>lrccy7CLi}p@W!Q6ZT-E? zzM&c@{{WV4JSi|wx*L!<81wBm*6YMN-QCu;A}URJW1}NJL187Wy!y0^Pdkmhx}ncv zK{+-0-6oyeN9B^bZsBKd;kzwH-^8%OvT0V=+SS#(gfV-Bv$6_}^JU5jiFMpgS%Y;e zjmWgu(Qcs8^zzZ7=(;_OjNL@?i6tbH+BnO;2k`}{KF@b^r0bTGh|_kSt8W<~Y?H({ ztuuhVGA+?@?Z*|+&hXpZ-QP$zqg-l|?j({H%4<7CU!aUI$8K@d*3y%DCT5m{E|6+^ zCBnppDK$R~Y9ciNaW0p3Srh^=NEjH+I{NvSQt=k40sY!vcx%K_@ILLrq*E{$$p>lV zdYb5x$t?AI3mI}DvhgOVrpTB82sMbFNc#0%&bY^1Vz|Xg2ZjK-2h48>Pj290T)vNb z6FK$`kz8r(e&yRslj|uo8o!8Rk#MkH#R>s}c0%`VhaSqnX0Ue)AQ%1f&dG21rfvyS{ZHB(K8?Y609IY4hDYf?$$8l9%d+dW3x zt9`#;aa-)Q@*C4Yhe~Ph^zRSP#CnPGCx_)?0Rfqe@aNRyBv(HMp>Zv)o3A)_x|2Y+ z)I?xpHQs|MhUI_Wk``q>_VHWN>$9X&_=-r`9s{NLlt#zyvNzbZ75XjRntlFE!~p^#y-WZ!eorM7}{Bf9W#p0n%kH)ccG7_U0mo>+-bI?OK%*|#GA(8 z@LWXFTF6(U69Y1Hk-jAz>a?zt=~kE57B=(SwVK>Z8)PhgOrA{Ag=X5Em2tEJ6rN5n zWrZ#mMDpc8msZ+j_M~-hwRm>(d|;e%#u7;X0B72-O$0XA_x7=k*2^u_O9;p^Tlot) zP~YuZ$Ur?e#;21_OIw$z;2#pdX0HJJRJ6IfpG_Kev^S`~gArUQiMEj}YO1cFk@wVO zV{7s=`ML2!_Hpsw!n?CI%p+CPc*WJSwlx%K}P?TQU z9dVjyTMM|N21Ou@ax+~Ww9rp&=Q4l~QHt_rl0^lGBRz56v@9<581O+pStF_GT*aQ2 z@>w;$5D-D74ib%Y>naXEoM+8$E+Qy}|yTZ*ZV}X&)HAI(OMt1DuII9sr zV@;d$k6!e##WKX=CCNF)DPOSdZN^0$*5~)FkjH~s4;fg4gw97jjZm6NXS7w@^C9YM z25mz5S!3jd{b`VFNZVmDs}Q}%y=!Rl!6Zb#AP$GMa`4{EaDf^!2TT#(wryi28Zq)5 zb?MDZS{g?8x&PAm9z|vV1Ax5;YS6Xc9BLPkO+g*8Wl~PkP6;Q9u?X7~vJ=EdAK_f* zIdz&@Cq)Z@IVaw_jj;J1U;MRl0V9vXxbtx`>}J6S(zRi~`7@lla!BYYr)EnwrqjOJ zn8CqA!S9;GVvyV-vBtx+f!?U!c!!oSzE4*5&0#*U(#jiWBa%<8Yh=Z9ww5TMdE`W4D#nnHKJHBU{&rlo;);)yTIp5brA&z$6;zE=|qj+jw&NH?oUXi&5~^%qU5T zbw~-gx1D!q4L9E|*)DOJuE_`>Q`B~e7n(m0%MjnlTPJ8Y4rG4HqwYqC4{>=XX5cENR5ZnQeU(!g( zTz%I0MsfYqNj)rRHqse>9L>48AS3Z4&z+foM5-qpNnlSnguc3d_vJu{S;so)^vaa z5IakdGJEYExu#4%;V+zA=*P>K$J%5Xy@Qr1<#>Ze+DeRLYdU}%o^X2eP}ZPXl(&qD zwwQSz@UXPmtmfU3_HPhr0PHNhZDJRW=V%!=U#$&^fY*Hb>SC_bXeOUuB)ejx7MRQ8GsTu65g5&d~ z)zv&{;llU;+{J-?YP@``K{;RcjU?U83eX5Veq(E?B)5y=hKjIA7m;t`4HbzbH$`Fx zaq|=&gjHRz_}=2yOM~`He~DT|nqAXwD%Rd2(h2gL8N$eRupJIi44R%m`m*Yl-Vi1+ zs|dVn;gjsi`x`GjUmBf03)AI~ ziJA<$eZyx04-jbJ;E;anWmx)>p4CrTPqvMC_+CBlc(z{KGMi|Fw@drRe10~_W)L{y7^D^fu4_7CxFCvbD)6VgTwvSdpX#W5aw12Q% zhHb3}h;)3F$i{ivNIh_au^6DJJ|N2%ob4F+k)k!Nz*Hz8@dk**?_xgV5(@k60A`a= zdz-1eMRnn5jIm0ZcaO9tI1!h|+qjpJhGhhhargfK8m;0vZY=IRO)i9d@uy8^R*D`_|obzJ0xe~W`bdv8L}bq28ePbBqKE+g?4hk&im3Ro!Mb=mD$-XOmkY@Q>NLOx;8Zmc|gqKMZ% zeT~*u`ZYPh7%~hm_kr(Q8szDwCx~UxKY1UAZ)|*RrIZ;GSzTxCh@F01d4z$FygO8{ zA!uEh&yB2ZCeyPE_{U3!S+NQ77`5FYhn#?g;h3t1&Pf3A#Z+xkHNkhP_+Xv>A=9n= zXQVG=)a(kS(kwO;XdwT3J?N&!uW=R_#-6NmV9q zmyy#vVwU!3yd!aUE|#g}d_C4;)!W-X$8R4X-~ut7ucAdY)WFuX zEjrpASHyl9g^j$iH;CYYGq&?W)k3bZr;q@~$p@Z;8A&#<##j}!)AVgmS@A zUKy8Lhg;G0Hv1O0JKC9~-b&kQ) zWC?czln0Cuaopm(v;Gk%HQy51&v;dI%LzW)a?%1r zLuSh(q9;}*f~h}r76Xz(pH|gnXGgWu!YrynhLABu-M|DcU6`JTqjMgZGR_o?9D z4(hhLQW4_Eirz_8*<_t3or6&N&s9F2A2@A(}p_&$IJsbz^~C;OGUarKGo_Pyg%BW zB-OPfAuJ=*bdd;BHu*y7Y$9)!z2EiLiY#{)s;;y zvu_2Yek0SIFZv|D5w-x9KuWsE2Lq{QCyu1^jg^ETUc`5)s{psEzR)W`6NH(%V z2a90BoRG5J!c>3XPl7#hSayMC@UEPw=3V|D(I5;kNm(^*igCwb{{ZW)Jzmi+uP)Xn zA+Ke>LcIt2e!UD?$I=o#`KKMy>`kt&Yxs#HlUTjCLe3<GCK7gkeQrlg8Zloo>Ejt=W7 z=W*txIU)Vaa_y`F_!)PELBoFcF6AbL&)@7BXXmMI>zm z2Hpq&Sl4kSR!!-(`eeq+@$=B4o~F5<68t*w=ftZ<&^$pBwwrSs9i;Dg?jp!%S5OL& zz<@x><2!+_PB>-U zsKL1GV`!xMqk5XrJuPDN(EOzM*ZVVgzu`(xt3p>+(AGi((SlwiCkkW(jAZRBIL};H z&7Wt~#3V+%E(saOy?;QuzJ+J6>FFfUFtycxb$M>XAyJW%;XvmH0f-&S4_f?K_=n+X zJQv~}PeSum)dkSLRT}ZC3 z-#9$xx|>!8ERYU*lTh7g=<*AQPDTMZ;=J>7mlrdP2b6$&R>icIj6sr2Hb+B>vnG{h z!A5!GImZ>DK8FpuMJ7Sd7@%p`bdfZ&D?=~J06cW-Te4ik_GOMS^NyrF{%RhaIek;;!}nrpK(^Sh*6mCY^go^)(KqZ*mTy$d>Gv2 zx(;da={k&iz#)*XPq40(TUy0Bwm1Oeo~E@{2xW2u9Lg{SG_LF>?5=rq_7X%3mC0kq zIss8Ec_lo&5&$06>a)Y9+uDQx`H9yfHQM|h@I{}Ez9DFuEb*7IYlWKVf(F}ob0mc4 zw$vl>tzidrg>`GQ>L1zD;N`!D^=ohK%VfLM?(NXJvgIvN;rmRAatJN3#)OVRax3V~ z3rtNW^4|XdK!31a-b$+!O2BFDZ38=?mM}K4m+bE>jt1hPP!4i4#r@ui4x_4Cp-oQW z#Tqsw0rstO;hg{@{&~Ww{{R64-nxGR>1S6OUYx^uyPDd^l2m4N65O&OKPpFLix~d^ zeY4j!^bn1fhb*1h-RP3VuIZXoek&s1RM*+GEoLIC49wSx*BW)}fKFuLNPM0N1C_w3 z;sv_C(sfJt9i`P;${kW=9099%a&Z;Rnc#+!APFO{<6QQ?EzY59;_nqfZm(&mmA$uB zR!fwY3H-e@#_RsAB3pKH#1-1z0L^zAB$8YBy5n5Fh$Vzt^w!sqG5-Kp4z+6-M-0C! zqq)h*13B(1t)*tyL0-@aa|oD1Ad)-mAh5+11?w(Z(60KTTS7M-wiF?dsD;L^Y~K#0CqDjpLhwh zW+(VTD~@`alR;>7Rq*5*gO?g6qkG{EL0O9ywz|t(ZYPuc1RmKnlT5TbRklwIL9hP+ zWjT@jC8@>YtvhCL+I8v8%wY6n!IOd89@UwuM<#-vCAQLw7yJTFcy`nl@Pr!Lv$T=w zUJ2CjLFIDR`|-|jfP#4&z3ShF)h|Ec4*u3~&3|X9csEiEHj^v_`9Ztn>?f{%VnPi^5V{{Rp}XynJ>txDU(I&c{y`zKWxxs48f;A1Bpxa(H60S|@6?6x3*;2m-u zR^Mw9KeBaU`_xq#`3Cmm{hZZZ21%}E@N^oZY#P0WrQqE}5OMaaFn-QS#z`R?AMbao zz8;M=nLH@^lMHLxMgIVWH5}tVYO*B5ymN;6T#l!jnQ6F}nKLv#5RkjE^85>~q|unb zD%v)=!Onk$T0@dJ8)_(`i@~y3ERG~U54Fd(aLxf5F0+vv5D&~0x`C0=4LifCn&rQT z^zC5$z9iCbyfLWcV2is9h{^4pp|F0QwH}ce@f4a28jje9i?n;s4eBJZC3PJrpC!6- z*b)((af+98+I>H-^9yQbTS(pylT9*(2jTaLq|)Xmb`FoM0Apjv-38EN?&VK3%Q$Sj z8v1a%a7V+>5L{_j3g0mrM!bJ?PjISTF`mk5;L+}UQ7x1@oVydp{vVq|zI9_6U0X~C z%9JS?3_xsm7#@{g#aG4>*gmEHx8gsCrP8k5aAQqpMkfWc+_vmzuFxsB)&Brr)}hp? zrnJ5mlSOSpC22k%Yt#6C^tOI&A6Edt=hZ-H&JP&}(w_yt{37Q;eOaDE;4NZ5c(WOgR6SflvqY(}s=k?|A5^66KKrwbmnr4m6WgS&{{UasqSVIF^zZmZCh*Oz#j{Gj z2G(x;C4Ic)zK^Pn*3E!0(Wz+H2c`+_TRK3n@X*mtsr&EvLp4jU2$FAsv>~1O$_USG8$#YWlEU_H z+<(H#(5BOF*tXS+TGC1K+Z{uK8z1hDxTP;Y>-yAd$j;LeFA77U!>ikgA@H81ap1jO zr6h;aFYs*SY~U36q8T9LBy`PM(_vjMeF_bAgo8_->%iL1OBQ=8kXuiYx!_}9-Gj>< z5zQ)C&Et6OBGp~(PsE)LO)B^+0Abg3jQMg8?zaue>J(76jpGRIV$`PcrTCMiHlKE5 zC48R{Xqnk6wlb`Ck%NQs4?|Mla6|NP(YBWdiBFs4Jm$?m)P6sEujs_|_cvHu3Z*i%{_G|Gs zNjiP#Kl1D14Id^sFh&)!q^bTbi^qCJkvwHBvormfekAF#SX{8iExbvi6S70k3`!A< zbFgIk%ir@UKE!&il{bn~>N~Bvey8GhT|QaM5G=e|q2;Y71Y-+us0bsH08^dVu5J(b zNMM`8_dXZ4SZ=imZgq_!2@cU^uG<2dzK}>iEH_FdWCw+O@w5zeDLvnft&@DGPPp;i zqQ{?*eS^hXAtyiVw4Ps~$c$sHPiucKijvyq*ER>ma*L}_z#{2>Ez-#oz{jes&_WJ# zoHhY3R;6WUx8zG#^)qzatv_90-WO+wPt`4-SJDApvcRh$d%GqX%FShT49I|FDV8CO zgIV)J#g@2Btv+Hv+P9z)*hqH}31!`ZqC=(pK=GxnpKoq0bTcRR)}^G*3f$>h zhMvVPteFQ2BzXWr4%SC)xk996T8t}GaF*8ljc8Yu8j5k;?&Om1!gjhX?X(|h@n4E> zBC@e&T*F|qk{WUe0gA@1RDqT_=$yAFpm;Y+x4280r4x;7#=m-CK(0aT$^>&+0Wi$0b)7poaUnq7{UodVk^#7Cg(lPy&gSA%EAqD z^!ax&X!_rZXW5qj08G`Kt+>WIq$H>vdf=L|tJ+>z={n|@5;ioy4d^;T=N~+mv;6#a zCmpJ!7%CEOs@s*8+ z!?Xhikr0&Ne|L0e-md!GOF-5{citn`7X_lb@s5jUft&$n1aclnI0Stvm8JA)s%g5$ z#(1UFJXxxOTP0EiXcXg)ppZQ&`hEC)TS3%r7Gn+Hh&)59$iU@xSVbgp?)Jtuj+w3n z<$Es(K{+xsmYxWA!NFlRzjhQ72UZ{&g&i!!-kKc-i50!P8V!cf3~+cV$<%^A^wM0g z_vZ&6&oyg7xMqgOQjzz84v#AmILx~3!Ez6NamUiPzQt_bFj(LQFg#bMSs?=(DIZ=?QKH)L6cbvzfhM!v(`&= zKX1}5L@gqpS3!gA>}jWK7_Dw=wy&qfeLlBn%_V}}#jceDm(ul!e2dTraTLJ2_g}4N zJ*Dhud^vL}{h<;)9!ZN}E#<3yr$@OQV{Gg4ZvOWb)kzJtkBQ*2OLaE(+VQYN0|41; zcAk8(74%ttU^)N=ahH>m;aP5^k-XpdM%}}V7BcBNfJ<3Ae9eLYJ#k4pXgg_g>>9j6 z?oE2$-^&s)@fEZrawJe~wW~vu_mq75d*q(Rfu}5Cv=)?$L=fo$b?f#E);AhO;Lio1 zn=zW&4Q&^U0<=S9ek#2HXCOm9mFC@p=mQ={t#Y=$WzL6XWRf?XE|KB8AP3&_=e{yU z?Ujj11;9eX)eAP=o+ zYd2BLKB8=nQc3kmBO{^P96DTldNY>6K9pJXBVv1kziYj`Nj5FC(%dg~8!v6=0RA&N zf!GsJ{{Uu1X?n0+W#hD!t;h^U78{u@GDrP!ok#oxdR1LnXBJwSjC8em0A33jby(qE z00%+%zQ6231#at?Sh?5HlVDrDS(S%xCG8x3ZC0DTkky95myK^Mkrr#4Q5DygszW=p zWz~7;Owc$!%tw0s`~9uH9m{qb$J%-;Lj;B^k1qoe%G;uCqxf(_=dMN#evDrym#E2f zvbrU;#G$z)c{bO|&Hn(7%**tzFY$MVFMMC{>sIjW;tPvuZEh_iF*$dNNJ}Toqy`Lx zD3v+mY=}q(qDeH@a+9>QKNQm3s$wPudYt;!fOJ+0PDvObSD4&i>Nb-}r`<7*dv|E$ zQU*gID#P;?p=)z>!ftKdiSJ)L)t!#y@2S>ma>H(ecLbb*D!SfI(1_oVIul&%*Ka-} zoMeO6wXOGDC$<0_QWT5wDk~8Kp%qO7lO}d5#Bgs2osm)4ODZA)%_VF}# zWUx4FjGEVhe1`?j6r6hEhm=Jg#$1!eaZ#yHENLyU9L6$w4@^{6 z>hWD6AbdsQ~N3dd7%dIXIlVa79# z)%LIKx#70^489>K4Elwo^2Rp++Y6ZiUrzB+`|i9NCpQi*Ha)obAjny_;|M4W>e8>Q@w^i z6nKY7(@-+oYns*E?8-vo#=(Bc86Q>)TJlhi2O}B9koJg(mhM5bw2N_lzk^rYGw`Kh>+f%mJEiZg!r(H!1htKhDhLc3V zV1H`q5&}pZVa`88=}>AAuZpMDPMG^gk90eIX3z!zrm3Zn90uvQfVt<49@WxobBzY$ zS)Rumd^LY<;wv$ZO^xu|cB{t#F>-qj^?`8|9vb^x*0%u@!20Amt+5;{X!@}I;*PtN zZ)3*;1HELMYRF{z?WEo&vDS{6Czmgaw1_p^5D6wdTS~!jq<3s6IOl^@bvUH)G`=90 zME%=%%SEyAKAr#oN2zJVEP-*4nBg~PuRh|ZGeh9?xQ5xrejn?xUPqNAe`IRskPr7) zdFMQB2M zPt*KertI8T?Yd!6I<61iV2TJB&Ux=fvpuYqzA3%X$pZEZFCFP&K;7m=gLI&0<|l7B z{_z~s^!V-kA#-E8;C-LK-XyuOxmExL()F+!E-(hb(k>574k`L$*?1^v7E`8E!8+`o zAGjq6{{V?rugnDh0J1m6Gtgq8F2;$w4DnsshMFm9?j9uZgLr@Uo>%sNjc`Ut zEPHpQq(bfPKU2Pz)^8TJj1|#7!{d!1hF>v01=t&=B254GWnd8-(`4D*+Y)t zFpp`*IXJ*IH-{`N^tbSQI;q~eUEZhQi|yQpx1TL+uE(|&a8FWk*P3l6{{XE+b*X2> zvL&hUWcpC^B+&0Hd~KwV0WEDhfpQQYfZ{+v>$p`v6EV`8#WHAshw%07hmCZ=s80J! zt}hipBOu~TfKMbGXBm^ivPWV(6m=MyRMT#?9|P)T$N<1WHs$wnMo~s{&g{~7J{O4i zCQWh4mcngU!8(w`e)clQ?BR{Yc-Ko{rw?g(-|0a%^Ne|b<2ej6Ii>KW zg!YTz3AN3$8!2^P1!_c+7HAl^+4l?#kKM0s2|V*s_+BYA>HZ%r{GrS&4F# zOBR`L;@GrPz4S?}ylbU|Id+D2ChKV9YKxGHm9TbRVF*6);tZU>5MW8m$oax$mD~bu zu2HxLg2(Z%;;E(3PsD_=F0km@hK=HT0IENCE$It7s0ud*Wn+w-mN_)OB}R>pj@d|E0l$wAP@-$j=ba3tr55N z@*7=?o;HT#O@E08Oj8-K)pQ+V$Q}fD*CsI`Uf{MedlFBrTJacy!uR5A76Dhu*K|4U z(PQ1^-`og%$%2!D%t$1TKm^l#e2pZZ6dQA4o5ME%a1PDDU}RwOr@yxbt$4X@?eF|< z)2>_o5`Pa%ji&@Lw^Zl2$m%+MY9iXV_1GG@mE*XRP(C=*t>VDfd{v=o$_5BYqACDBeeTfy1%NW z!nA9ig8&}2$!V5SYuYW2ogy;NuJ~(G@bsZug}uw}U^=+NE zh$C3_?-7`he|O@o2671m9q9<&j2t)k16jI0f8jIHW03A6#`@_PV8CM1QUT|KgVT}? zP`K1?HEUgOSG34&XF}0DMHyEF2{iW$aDapT)e3!c^{tzQeLKc0CgzbK@r|YGu)zl3 zSh6vxJa7b=A6{tbWLD<^V}Gb8g0$<&*@3k1e~E8FVb7Uya;TXg5nXf z)MOm?&2<;672k=z(gPruSn!qEJ&1UUC?AUR$^QTr-mH|at}@F}lG6GOZKHJZ^)D7` z+ zmJb$*;{{b9k_f*}LF#xv{d(&J5KH5hw+rO~;*B9Ok^`l_kLJbz>B9`;rxZBb<@ytQ zvo$qnPl{&NrsfCn2Cb?F=O1U#tVN(WI5_i39CfS@uv}YsJ}o9AzVH4K{U=R01QT(s zU5QwJ3JD^qpt!s6N(h&Hw_Y2KG2hJb2B=n6&$tAiYU=K z9vrk5@F~b3e))m?jasof6WwZLc!uv>nb1LRtLnP20k~^@7SU{?=cXEF{{RZjv(f;P z-^2F{v11x0izp{53|qBJ^X-9!Cp6nF9$4gyK)H`4qtLWzw_^qGByC3gf({8`fO=>3 zteN$@jY>JMtPrfXwpxy+4oL>%T)Y}}kjH(nsUtlF3137-?5=OaadCTOx_}!lbyzNL zq689FT7bw5vFRf+ubf<(_X^SfWZZHt0%sg_2>7_ zIQ1OU*iTaeSs>D`3q%@QJqky39e2l|Kp}*2+Dqw}{{XZ{d{RLjwv=Alf0`{I#|(gS z9W;o|<;gk!0G^kUs+@NfHj4_}T-a&1fC9rqg5bASGa0pOk?XsK&*4tep&Gcdn&fX9 zh_Lf>(4AiXOUZHRnBq`#*a6b6=^{0Hl@=@HSS_^;vMLQa(&@?ME}mOb)F0n#I>tR% z;bv>T_{{XaZ27l?C2^xJ#tnkv`=#6nRscZc)u3U~zHEmQZ zr01}WLj5ycNLjzP-rx`3CD(~Af^^4`6n2ph`{y5lscl<9qbBE6xQ{@+xR9tfT6NXg z+`u89RKE!Vl6nH5V?WZHHlnKXPa$}3V=XLUNhVZ@*6msGKM zBGvTMXqug_nz~(_)-D*l_Et8+TZN1aZjoATIu*PvhC%(B}{$;sHk)cO(0uZ?vdE@V(0VKvHZd>zq~q)S7t&Zg>NM(xW$iOBGX-?MlTb+}C%G67a@%pyYZQ%$8J< ziEvP_Oj0C;!C-Je&J9+3mXWeXG1rcwn47r|m?dW2o(Ll*wi?HAA`_PBmdR-PAxK6n8}}%oZ_#tzEtBSM;WS;-%i*O@=vu)msd)ocLbh6 ztWs>|xklpRcs$+-2N(o%k4nRl?b>bF*^b7#JKah>pt5AK#t%bTK4}VMk}Rnp0DWol zh0kmF38hEkUyEK8(H=H?XTG<03D3%|3D2;{zZxt;MLiQivIvt)ODFT1hh7c zT?cWrnBoBOo;_>iKiM}zw$mp*^J(OCDz=Yrxvb5aI=zn=KuQl|{aK)!-Ph&9J z>uINH%A+H1+8gato!toX;Tgsb4?Sz&!^f7L-&2}zTOI!Z!L)08xV4>7VSd@E>vFdP zDW||ALfFQCc*=tX+=lLT7spQTvbzQpl$+}iG<8E{idvi|^68!6-|RYk@-oMNHLUB188pjhzO zyRxwGU;HFnQd~BLe;P0aZ8bQIwre14kW>X<_p*7ct1T>f`bL|sN@Yo-zwl-Au)&nB zUeZYi_lo0^NX~s~h5n}|tD#@&7H~7_-Xyl4#4jR{KF4or%l(?9lZ@ps7XbXn7{zpc zFx0-)Z>sBd&CK?iKZydirM^3KDnq0=I_blf;pDZr4*^Ecly4)HDm# z+6nt!o=T$@Jm&$3t{H_!oB?oakK@*kNZ@Slz1ky{xnZK^0F4umG@ zv7hjzZo{}kYMv~BLvp2m;X3e>Lm*}c8itf`8$aG%#Qy-mMOC{G;>!!8G8TUs_%qF{vNHbZJSXD|yGJa$K(*C@Dahk)>6B-HPvcVPPjBJr z{6A{T{{SN2iLZ1f1e}X~Q!f}kpq5My!{3U{zNpeVZdBKyO<(>Ji;H3v{8!<7Epj3h zWZmi9GYsP_0ZzR*HCx1l>r3MyY*F9D9v;&COK78RKG9@xBXNP%QzV}J8nNN4Q(=GL zm>omGrE41RhGk|Xkp#iaYIFY7YBBWnr}#zI6!?1$+iZ=$wfrk`p}0E>c|)c$1V;n5 zX*;j$`s`JgQpb!Un^Ls#ytaigsOg$diLC+u0G4vw5M*F*SD!6U9OR!-S-vy31$=*X zr{H~}4Ijn!g--%YeWF$a2Zj+0`sDi5eh!G3`~z!ynHuiXS@4zXv17~|+92TLljWXq zlb$#<&kBL5!Qe|L}Me5=U4nvVzGaS7Z5j=wwIbOiLJumuo8ty8~u`evOiIg(hU$k zzoGbfB|G0+@K&Rz%bs^VnN(hfk_m40Pfvw4n;Uo?cT3_Ahk*~w7@4e(18~l8%zyg) z(^gB+MxTlUSlsyZLlI%3_=iK+A`E^|vxtMT^PbJ0sq0pJL2h*Uyh*T(Xnr%&^+hT& zM0ZOT?x&3IJoG(#);_dm)olDlA}&U~;5$7)42+3vOK$wP4*fyoX07bIASZ z;BtKl6%U8yI$i$&gy50sn?MWNo=w-4ubq%8+~W^{6~*9nX*MB6AAGs(5Ep zSNU)^7|gLS zHg9p@6>%Vz*6+l6ax|M%le$dhbI2ib3iH!F>nFjBy4T^%FahLU_kIMJP1Ch?2SN8i;Ea>U zPDdP79a>{HiLXqh{M)~WRu>yp*n%Q50zu^Q&pl6Zn$_@r>z42W0f8=+;yo$CuLYox zVRN1aBP4qJcgXPAy4Ca#55yz_ZCl~?p=7Bb{o_q;$OjlX#!h+k;N;RtB3`yHd_kPa zr+h*ObjE)U=r>Bd<+e!KDnT5Q2TXI1TEFoEH#a{LXJtRTyzsr^f}@SE9^=WuTmm!L z=e=_`(=M-~YO}`6BkNxct!}_0g7zizz`*MM++&U^-;A!?QBNO8vS8{S6VY`w3xYw3 z*pdJ_BZ2)o(@E+5b`yG&_{HS0)OEQX*}lv13r3%5P@pXELZAblhj-pM=9%#E?d-3u z7UDps`%2aZQ^?(aE~EmNgP3jP6<0m z{IgW_+kvNF__NDCLuq$~Gc9Jvw-Z?x~-MDCHbfjdYx5?m5I{VH^ zWwp>2;4ua>_Kyo{D%|bP3ZpWS*kp9#y9uPX()Gb5q_Ja4@w^k30AuXh-Kb%L4hH6% zuYXFC9W(wW=SRO$SH<;!-Eod?{sq9yeT@ z?+#8}rma!y0^WYFZ|jD=S*rYThI8%>Mv334-f&%qT!_;lKbK z;2znmtNW|?yew~)U*E@}M$ip>KvSB=4hDbxdN~FmSblpiZ!h$ZidfV@aKvx z!T?N(cjd!59CRwJ^B%<2q_&zJVtq2?GTSGMbv-G70593Kt0L%e(19Z_;yvj#eM!}5 zZr*9}P2#(VeC)wCw=j&1kZtwdEU3;$1I|qM=kl%@FMiLUL9I6Aojg0??L_Wu1(QU+ zDLFXwSLUu->z6R-x@NU>jAn;L((dI@LH+)NsE95|0~tGHAe{8aN}cT3eWSy%L%k9| z7ieU5Dp_xB*Pi=&b>lyTUe3&Wm-QP-zqBtj_{Qf~@pY1g0{~q|9pqz<`$#_YY1i^y zc#6wVX4ogN%zNk zp$*B?^lMv-zzMLk(!&-Y;%yICHt&}8Rd7EadYii>{R2eqa~9HzFAiE@1rX>E6M_cQ zrE5TEo_<~DwkxmkAK695r)MAmyssHUnDQA+f-8)1-)SGERJyQ?>C@?B=ez}z$d$bGQFu=FcMl<3Ne$s0xB&=ihBd6P=O{a9rC)|P>PCC;Iu>MaXm zYo8BYIXNVKuF7i{&tZo^r|_m}w@B6+CBmy>IJ`E`yZ`~W)F!uXhlWx>J-Su%X=FlO z%v3R6X&>o9R7)SF>6(`;wK`hK2l4 zS!)+E#TLdImDvP?(#t~#2>NFqoiB%p`(BY4eW7l=JiH8UAK8*HANSGCU6kBUtz9%j z&5q+!yr_1aJ4n%dT9x;`Y;(j`Ypo%WVLCfmvEodNY?q_OlBs#kgo$dc~k zR%_RnPGI-9dX4nMPE=em(d@Trj~&&;~q%x+2^k zLNIIKd)7&xC#P>iUwVGnJ0kGLm17$MY%fGP10O2J;YYt1ABBE=glQyDPaO_;#d$c- zkK}q3_8eN@jjMt>)7BPOSs3t7=}evx3t~P&_3cte6waGik3r6B%{4ETidh37#~npZ zv4wt_CzG1SP0-{q%QOe1`SR9K0~7)O*7z=a$S03|u)_h9gH)RN z(YG%kfH|wLqWz7I*>X=)#bX#BdxAj#^{j6$=QW2-Gf$K!0eJ-WHEl_j*dc7OAe>e+ z!sc$9dFRmPw>0}hB$3-7+|shB9Z4jB2jWd!8*ai{GxZbU--Z)J_+_BzQ7W1B4IarP z1xU==?xE(s?YRb>C$9CIn^$Dz^dzY|*F%9pF^!+&iB}duxxIrp2kW>{l$z9)rcW12c z%Uo-|Al2KT#CBHg5Fih{0V4*xO&(u1^TD@rF2ixE>)OK%BQ|@|Y9WmD^VC2NxBr+U}8Oqj^Rtd_&=j%{XOp zR{sD*l$2M0?_;1nsWnYd_=`pH9QNcZc&EZPy39b4xL#?5E0qJfkh#aDb^a+3_cX3|VTbBb#vUnPSKD^{zIzpd*rxmB-_4C`uSC*M! zJ*J1^Yh!{GJPbU?QZb*FFis6r@H{eHj{;gt1Zf@Sk*xT7;1Rg)vm{2jJoB)fzfVfB z;n?o=iysXMmNPD^;O$FFkc_w!TCf8hh~V%>dQ>)(vNTO~F8HQJ(T|O9wARaMTDFnm zNR@^_S@tZfFnSOe{c~CVFqY>MKjj>-vBaS6)##Au+xOjtDgm0o%wn{f}7jE|kJT3HgkTuyn}E=jp{u z@aEDeExsDtxeUVJU((2KS(YYkqdaHs@;-+Hnz0;F>H4lX2Tk~fN@OrxUqjD0{{W_h zXNAudSHr>Wbw3Okj>zmhZ>?GqK|d|R&cJ7}B#idzJ!)kp@BMc)u(|{(sM>f^4yOMA z!P>o+2PM3xjc^%8J$U~B3d^>N((g`!-r`O*ABL?Qgk_%==NpLQEH`~l4Qcpe%Kq2* zYXtAT+D{YdB=;;Cm<(s25uOi9r{If6l|CQaylRI30K>Z8hT%a9WVUr7S8&`ju$+H| zOLo+)E}2KgQq4Dqykz!_?KSU%bS+1ojLgCG!zP7m*gD*~;=ysJ-FV94FWrALxGXy+<6hRenjWj zr6lUQZnt;HR?+?TyAD|wst#? zeqEzz100@mI2C)xFtfMBEBjdtOZKk~>u^YL0P@-;b_9XO*!lXCp48UM`s^)9bXdQ# zbzcm5gvfNS8|ylFV~m8oN!dZpa1K;szD7MN9{|N2yx$GrnOF;J?-J<@OM*g{kg6YF z^_m-`kGgVxUgQIwl$wN)==XQc67!(=>fYtR zz$+G_6gfQf{o!n$xcXFXy-Br>cfr=tO>gk`PYQ*v^gj@2LxZ?AvvPor-zOlBpn6m~ zHr+}O4o7noO(whW_fXT=kDqhdvI3!o124>Q4n48WZfUCeR;i?IxaUIg_5F!L$^e5? zibn`W2YFS1>PN14%J7r}Oug^~QAL>aPZDeT1jj9r708vq>_1v9N z2Z`R#Q22d&JmrIGo)hrw@(x>@d(EWebs&+PeQBCSnc&7KnHMZYu~g2 zHsJpN%WU<}O09DR+4y?}q~xvKej4!|h8Qs-eIoKXV+3)LwGKP_W|^Zm+kPu}`YU&l zVAb?%tFTJv(T`HjMhb~rr- zFuZlFpA1{9H~tgTh%-ZJuXvY7n=GySnc8UrwsVjO01n&&DyFpom0{#)o!Ys`C8frz;7F`w z%FC$uKT)%cY{n#@+;~^SO4uLjrFh_#hEMQ? zErIm!TV5GJZnRrVsai;_d`qwCY@wT!xJj4>_Z)pYR|58{sQf&OOK4W;-gqMN1O$+- z+AYY!wi|X%?%CuXYOiTo?QxwI#-8))*FG3zZ?h(+;*BMgu{ljj%xW=?dJN<*JaOKq zwAN()(2rXUxfu6#A47Kf==A_I~3j}Gbrc!&GmQ6zI)J}8bGq}R0jcib*+b$D&r4nAE*!aY_J4z_acv~JW6v3f?9u4Y zE_emB+v)U+oQ(F0MalF6v)6W2x*Z3X4bO?-WRz^1U%rJloPe6%k|&Iu4gr5&^_isK zOm8%8Qgz%KFACo7ILKycwE4*grZPDPze-COCDLPwwHVBD>Ck8wvc5@gGfcda!s9E~ z{ZJV`huW%3rX4oQ_TD*|{{UxL>UM!xk%rPWM7xiZ)AurPeJEDghjxcq$^DU}%OWrj zq+4ouR>;d}I=G%S#(CO~N7Ah8>ogXcz=Y%bHeF6ILtp`Id2Om&gMq>FWX)sXc602)Y9JVWN%m&w&*u$8fb2-I{*p*x57S)yKj zK&nkPLr%l|K$Ay%s@W_@VVlIZz@Zr?=GrYrBaim5*sVz9k5lmz$pddool4^h<2hYR zMp+Ph24p=w#aGgGNiKCgH&c;=E!_Sdy<*BfWYjGruyLGncY&YEvUD9r3ooOK`p82(C)y=>s9S; zL>78zcfhlcL~_Tuv()9bC+5R+Bdt`qGg;}YXj>1bK{R_8f*V2A(ZK+J(-+Sju}{@B z=Ye%?>ZZf&&4*??*MVP-}~LK0-b`W}^9;e+VM zQfGbhSV1}-hcRi8$(;J`j2!kgr8T5);*TyTS0h{1VOAXg*DOS~&7bbG4Y~EjWohbe zyd_~K_6Yh!3RH}^Xsl^fquC6roK&CD{Y`Bv9ANW=m_w=>9(k4!~$jsEUwFX6qHTb@gp z5lqrMBPhZ;l>*(Hu~}7&4t;UxDjU0jYhf&-bcpaNUD+Gj7=(Cl`t54VkbjO7-nt~y zvqY%b9|``~R^fapZ8J(=H?X?{&&*>gaDUzv`RxN7mJNVCYxGz4ys^56z}8L<^p4`u zoCC&Zh>(8S+r72BgZY7E^$G)}(g`2FBzOfNLAe^L|zs z$4qlm6?npprvT71|Je#|ZFd%PYY6?6&ATLa1ZfA68ATcl?Fd$MOFI0JOWgstDPhx6iV{{-dQ*~l=d2nSQ zFG+1-XJsHSS7~H)Xdp8;IUp}cWoc(0Fd$MOFG6W_b5Lb+LvL+xZ*FC7bRak&FGgu> zbY*fNFGg%(bY(zxUlIdwurj-Rn1N=9y<^%{=qm*Tu!%>+THPoq@YEaCZjo&cNLnxH|)PXW%Bz z!2kMR|LfO({n!8R|NXzGM(&q?`Imq6M}PGH{Gb1G>W=Pc`2YKV|L;HegFkrnt6zOb zk75z||MuVh+t2;n&l&7u&6`%?#=aVeec$(e-@p8q|MEZmr~h=*CN1%KQisvD}&Ml z4?OU1|LwosHVH_?fBw(^`TzaD|5p!uRmpGv_HRG#agQ@gFM837>V^&l@2f7q<4S(# zcYf!dd+ssJr#$5;BPZSO{_gMoyMOoZOwRR=6slkMbzf&0f9H38=iD0p)nEP9FZhBl z_|h-^(*OEj|Ld8t{i&b&DO2it^rIh*o}an*!R~(S$9^o3^!Jy3>6ef}T-zV`fgi}l@SDH+n{(Bo{P%zV_k%ip?&p54cRE+uD*c}C`5v47 zU;pcW-C417%}2`r{lEYBiMFNHZ1T_l`9F_3Pk;K;n-!c&PLqH2um08l{Gb1`Sz)kn zvOKhMVkUY>^dOu`HB)D3oq3+rpZvtK-hco7NZ+J9fBx2Q{nlrH_GiQM@sEG}AN|oE zWqID%_@DJzpY^0CJ*i1EO&W3Zg+uFXd5>dQ^b52PaQQ zej=XG2H|ul?GujqX1G^FM#2ep%JlQoRE!x9M zAvMtjR!*MEr<-7Z<2Qc8X#x#E7Nx5H@E`s|AnfnU zUiPvkK!v~fi@%uF2y1iI_LTp^FZ@DuVQI~6$uIx%FONFUe)hAQec_Ix!qdb)NRLrv;w(-g|GefhSqxc$2MVhJQI%NSjA<1a$kT!93EfMbuFHT@6cbLTXx6*K~XY3*qmCCKF*C zf~X&&T{j#oK{;bY)OU50WX2qq_0tU{xS&_O;uUjSI02F=zVa)-vU9d(&GLpI7GrT! zmY?X}5r9fN$I*>u7f4o|eXwe>8IF?R{{dMPNbMu98z_8uv%5*54HdIt(M}%usq1*^ z?@M0tlDYya;gMB`{?|`OO3+5Mj*6qX@kbz>qRv-*#aG0@I|7%NMM4?T7mZ+u_ELRV z2@^hcq-}Eh*2#G^pQRX5FKlDk`8ILyM1yBO^O?^20s2e#hTq=Y)BjmiIXFER$3d%sf}e*gD>f4n=hQR9pj#Zx!+)AN@g zN8k2s-v%YZ%Ls|+W0>4EV{}RX?I42NWZCpV#ZyuMwF52ONadST2j6Ha{Jj>G$Th)~ z;x_;LfB)|zIH239#~wLZMquu*L)#OZrPi<^#c7v=AG($^$Xk35tFu_^ulw4r~}s5`W5p@%@V-;rC_N5B7**Xew~# zn&S+Up{2WKRJzr^_k)C%seoLDh=Nq1#CS7q#>sg z?ZNmWNg#Aep?YEhD>=QaaE2Qzkizp?_{n2O=Y%?H#bV*8#cJVVC&CnEowuAOEvN0^ z;%9jY8ys`b=^T0y^Cv#>iM$AEC0KfG5lpsCj#p;9aeeRie(yFQds-0~ZQi5!D{F?) zs%b%(Ac@l{mHS;sbfzu#+-s%=rUYr6FH8-PNqXnhNnJd}y;iV#E>Uz*!1Vsb{WL zXM=rNv7Bj*!g0UKYiJPuDXI}6*;#58gp#o1d5)M%^^WSa^c1;A4%IXJ5JkLac14 z4&uBG&pF)Y${m-i9-VipAyUa0I>&?Ao5V@Gc&>}JTVc$$W-uGz5%&0&~O96z~C@qhOScIbOaN8+sXR zBCZoYOLW-%d zXkW9Yb0K$udCT&nZuFJ#Cyv%AC;v}Rol288GTysA5@Iqqb1v3KU7yG)lCukxr_y-W zWzDo-i(8!YCW1qpgH~FHz~Ul^f$V_W;=y5+K2&Jws-Yo+`Lb%&TK-*p0vfWo616yJ0j+JaMAK5i25CIZ=~O59p_-sYII;O z4@0wI6xzIr-h}3u@T4u+(FB4%qXtya`9|D`*orYWjr-0Qjz)Gw%{e64yn&L%Fj6y{ zxZ$*hV<~y&^65$M(fm2?A|*s;nL!3@UdX;N2*;(H}a+2rNZX|m7 zyVgp(bBHlXM~}G2=6arM_^>R;YzT86NpIrpb1*Gh)6g8VdeZGcmd65N15U(yr>Ys( zea@F|>cYBhea^iRj0eTnnPojHBVN|9qC%O7dju#p&5=W-oXP+AAOB-0i{w2k%g=L< zgEh}M@TP!+OSiNPmU6Y$m2JZit)@ok=<2tDz2jOrurLxqe(mB8{%HrHq9Jp2YM$qj zeb-zqNA>O;G~|$ zo*Wc&2+WnU0>qB+cTlZ52Wn@z0K`Ad=Qeh_Tjospc)Cz2?M|!7e7%kVgxW$zZ}z zO{(Qj?6;(>B=IcSd}Dy&laH33NKIPfhPE)WV1&wZAryM{-Q3<(nJF+f=1IA6=!Lff zGaR|T#(%H`oEN_Eg= zTCL$*;TX9=T30vUP(o!CucBdu%`VL|=Ee--!kB;8bcA#Vsvf3AiJH2=WpIp`TD`W1ATq2fnpOJ`O zI2@|)cp7(ym_v^of#vQT$JUqyP~%(z%pg;|Zdra^_Y~2X7QA=qmp+FK(j82!Wia8v z>L#U%hQC~0;aW-vq!AN3p)DA;qg2gK!^mCZ=$TuhR#60QI9n${zUGb4+J7Axu;b+F zueWQN}DPrEWC8vzD`g0R9DK|NIIs5$(sd)l?@TZNR zA$yZ>>_G^ts_}fzY|nVSlrq?eoaGe6VAZ+32pBJ#21 zh(#NyAF!MasNFWSU7W7;j*}#6vGVCEc+pleF0mt1oUZp0GARJR(L6hBXFMCf4s<4V zG*bxLkRz#;*a2w0rt(9S+8 zD=*&L#e8ee<7NPv6P@p6NCFXQanwZg(GC|jo$8*i}A+`G7pi5StA{-J~O!~PMiY(zmi4vungqDYCk^>>br zrGAn?(Vt`(rhad~GSk9HFR41P)Luy9hKf!QV^5@|uTL>M&iOvF*QiJ6Tc~;_kk9)zSv8r0-XTMAlt`yI4Wr+SBve?0gkt)aT>zV}Eu$52)PM+f7iQ%5ky|PLD%|BDt)>pYH0-zF}7_RaWt|riS zYLo#o6C6AW(=(=eWI}*Nb~;yTk}3m@eYQ;)?i z3w>RalbqB~6Q{R1VFM&sh*!)3Z_+A%+QrV$<`&30i#O?(<`6HbN;FKS&P@r*I$>?^ zpBH5m)n;{H*{OR(DUHhlMx2k#Otru=Y1R2z^7e-ZAWH-t)=&D1k`|fgNXJU^Gp-8m zjH2_19-dyJ6Dx%Jd6j(^1zRRO;Th068jt2eLQtFVYSwm-A_cd`I?M!McTCXpGwB|uwfbql z1iKOu<$!bqmOhZV0DC}$zo&r5{P?@*ls*SUx$PDo(LfnGhg1hb|B<7O+eWRGBABp; zcKE|S*ukf|h*>harq0=_BcH0HLSIc}a_Fy4&2JBmYf{aLlTvMmv`$(L{Qzk~q5{`S^8fNK^(4|Z;U;JtEbCEPNF?uyw;iN%) zi>OX2VE7&Pj$P`t$)oybIf~jCRM#IbL1a>MIOjkcwhRKoPPr-dgsTi>FyweZFyF&< zj7$jlp-6#eU$hy4)~Q42aCItN*CTYsf}C3hft9DRp{P@?3(qt3i&1IHmCBu2*2$d4 z(sH%0O%dS~(|86{2fOfzsCaSC{lz9m5$ZC`>Ii{a1eg`fY6!)Unfq#$Nv0m(FKLEz zh1j(Hpc4OMZ_F*?HsNw%dyOkc?~JF%4s#E*jHMM!u?NmgZtFPU9){oBrbDn_ETL1M zk839|{NikLG-T2i!fZE;*X71UbLc=eNbU}6(xT>*Uh-$CA}MB1E&uAVgGSBM*6N7tDCDnWtw;%c+f8c8CI;(m&`#ZoEzI&>yZ1x?Y;SJ<5cA>V zq8Qw1esXNlwDVo5<&?;%Z@ixF+@X9Yf`O4Fsxt{hwh=RH2f~>jnS6SuZ3oaQRCDd& zkXJR#%8rkwqXkyVD|R&+P+ z7C#}P`3mOXr1AYg_prIXvYd+opPZ%_mI)6pyTebt=soSKrfcW?XTBrWjU3u3Zct!$ zUf)Ielu8i0w;prE&k>nA!_lp zP{DOCWln)ga4@3e|K49JH!;u$nwd^=Wg+ zQJHZq7E&`*7OR#{cN5^}`AL05d_c5!GSW?K3F*0s`Vzh7)&}PyFRQ;$)1o?ffYKGv z0MEgsBTWqZB(XWbRfTvMCiRIkYC^E2EfsPT!%Y)g^COO+xg8Qn+@zyBGBtUWKfM~N z-3?lll$cQRgmx`Ak?xF=t!YqB@nOXE)a1v(WHAuxo5NAZu~>5*b!BzDN&?X$X{y`y zOPr5L4Gia2k>B%^##hT%DX_n>~Z&WMf z5oh|^Wtpk!I_~<57#>xDz&rQWl7I+lT5AFR{P<{#{}(Te==~y8}YaQM)vocea$Ik zs67*zTD90mzyV5~=qx*M6gY>G96o)-CQrliPAk<<#+9wCD<>=q(FhNjtybMo%^_<9 z(rfgwsSze&3CHF#u}58*$#t!(Cc~NiT5nzo1Kh;*C^I2Yd`(Vdyi+V!CY6M9y*E~@ zlb5pVSmM?h6vjYz2ydrO`3S2SF)0+(lld&Gt-3c@%HEp0R_?^9HO~p09?To}5}ilK zI`w52<2MvOp^dTR##@clBubZVMI%kd>zG~^OmcmF9M1tsZ9vB=J=gYhXpKhW`$oVSIV6f1y$svrG z1T!#rfNEu%vy+am&vJnEy_pX#l(`nbO z(Z>;9tZBc*@d5MkD6O;~)%Nbi9#2;xjeR2?Aelaklrcfcf*cfiCJh&VI@aSzqPOo< zMguV(oeD=ivW(N9%vbg(uq7M}e|c7xaYok_-(hZJpZYsVJ5XYN?e_?5a8vMXs^ya# zuNh`yj_bf7VEo9N`=g2woV1aR2bx(nHtd0k$PSqqvmsX9H8L%!imz?%hafWt1Rsv2 zY#vzA#BpYU$=Ziuo&z!|M_M;}w@eU9;v0m<<{Qhh z<73bPWntHpDjkL?D>~${1JzU#s=q+3AMn zbl2wJ>^b7cn~!91LHQjA=-7zDlg{lS%J&FT-Z&;Vr>1RAltVT&4hHf^976K_4MAV9T8Oh%BdF*Bgv|2s3@s(1d)p!u(?6oDZ{cB~d+*df{w?o$JVZ z2a$)?i#H(0+wp#Ww({-TY*M`DxSZ3prT|G?ui=gLBK^*F*Wl8!74Qd6U=iE1B zYvcS|fXvPTN$-ok`sEniCmA=flSc>sG}{#Nocue}p7sj|dZ$`qMGi$^&p*|PKz&1R zkF@f0t{>GU>G05TE{fPsTu{dqyoP+Il#sjQ)SyG_*kK2ULoqusw~ef#LEvYo#`eu# zMyeY0Q9;M@JQ`eb2aX~+H#pSNXs4r0b3qx>sW$h>3B~R}1fHufUT(Jr&2+krw;HTz zZDX!nn+=O(UMjxM8Wy4z8uexZE>lFq%p*5>V5HJ< zTaXO0xnNsd7%t_r{S%MBDR&z^Q zO}uoz3-@K)hts`1>l9mLZ@f@`afj=o$%z&~t#MUo@==D;8DKK)%>@QjrwIsp%-1^Z zHaY3~JU@eVhwaE0lxmbvi5My7zkV7esAZ&!*G2tu1q20zGenU%`xr+E_=C)Ojwq$P z5#NloJTf9Q6T6K}8q&e&yh?xQNOHiLOvGxAU!@cZBc{I-1yK(6*c;>*v+7*yZ<)27 zvY%p`>6176^k%4dXW`+xy)3?4`{&Bak9F?vDla3;AaV$I;w4Q&L@m*G)r4;C+@7?) z7e_UOT+F4lu}K{ksx{GIn~Q0z{fo-_)<0hkl&36=d+~QRrs-NdkLtE-OF}Y*u=U?; zYdAQr`sh!pIHJ(AzjA3c`BGU9LXpdWBO~^XSthjU{Fpw(HU>q zWaK`AAb@SY$`J^eHwj6ctB-!hxJ>DO>sIIdC-V!Lj5|x5dp`_+E|`U#)6D=fX5@tHLxmWaEhal)I6dXDS_afEK5Rx z%rj;A&U+M<;|C68kQz6;b2PxbxtpTC3glBZvXZ(sL7lD;dN?8uoM~0r))!^q)p~lw zBVO{7mn;IYN5a;l6^>$3zqD)A2Ww`rSj&Inh=QZza<+$unP7YPPp$<{=T*mgjf25j z!;Wucxw8oChNmcTxP;_REmP0DGvz=G(^(YdDaV3vapRfn=(OHWG~VcpbB$iKiCD9+ z?5n(I^kiIK%L$Ya&Ux=mF@-dbuydlZ*cUM;2?(Knu|91;5-6{AQXjXLM@;>uFejL8 za_ELL+EPJUS1lOZ!8t3r$10uYWJGg6YfMm^m>D{RdT-9bx%uT@mX%y!OjD>gjwDjZ|;kum}+W#9@i7rtL$|1 zy>}6_M2N0e<_K84lgaGp+(v*5)*(fbs>WGOOTtPM=7ZC#yC4zZa-Gh#NTsqR*DSB$ z>@Q);2@2qJ-T=*!$|{6jP4w-EDysxlz+@eUwK00!$>a=TYp0uP%y#od3OMkI)XEZ@RO zdpsOCx{U&0HOHB^5(k_^tPuOUEKg?`O1!e%J*k0Nu%`_oB;CSzq684nYZLD}YEZAWw|wGL-3kj47Aj?gidHZol9hW*>@ z%OrSB^a;fL8YYh{a;r0|*>Zsg9;e0>vNmkvP55ZE8L(dQ0Wj|`d01+}U7TEF4ho|dxPL_vLO9B@$aO(G6j z=*EHFA#Sk@7X2t}6RLyp&ElW|nFg;G!B8P=p{Lf;gaCGiCW%cPpv)yT%ud6j9$A_8 z(fIl_S2R&P;zst10|gmbOw_Z7UQOl!dK^2sZH%BdX}j&GFjWpeIvt!t zB|Osa(W_re(ldlH9PcS4CuRuKP9^Ap!mHXR3Rg!T~Ln@V-`pSb5*dl01f9|6}6 zStN+Apk|57F)rTQgMqMlsCANvOn9(c2FF@Y^y|E)4ckC_%Ryl&Cj_LV`Q?ao6ug{Q zGhsf*2@bW`LrZ4Y&MJqn|K3WQn8WtNTm`||P5n!R5>Y+PPQU zM0Ina_pZ~9I?lT@F4Ai`*t$E6-%i?I!#uo%LvOqzw%T#v770(AIe}svj+z#aW#AP% zw&og|$39^1-+(j2dR z9b6iS-sjP$MeY;>+&nZA5LJn5rzm7kai60eAAdC_&{1v(tMZdHr@bsB+|h%He_y53 zNbL|VrG!@A^AL!)?{D)^;42apobqMExqCbb`h1?H0tX~6VzjN#Z3_m%IRkSiOXST^ zjZakI?P#z*OJd+-Aq_UU zQPmJS_*;G>kq9H0JA%W{5Lm!Rnq(ce#EV~v`NWDrhNGnr_P z^)}~zkbb#ypXXlHU0oT&=0Hq$!3#1c)vs zC3nhCtVOsMvk~-nC{z0!$4dx8ROhJ8;8Xx&A91sX(nu4O9OGJxjkck&I9%w>CW`kG ztXF147`(FZy6!1J>{c8CZRCC&42sVH9iS;{LPN5WTr?|m3Z()FwK+XQtOq1i*o&RD zM~&0zapV!nl?CvcHe{)s_#Xu?-{U- zE-dvhT#}S0{;Q=Q`f=n&5z5tV!d=F^!*;C| zyN}rBr^JvynY_zCwOC}!6H?}AuTE7!YC0PD&4}IU4J}3DhD|XA{#8S`?0;9b#ey<`V53i)M^VJhPN6UVS_}Pe)!B{xI+% z`=6TNWJn8I-A5bW;*6f~LYT&2AWgEj(}6H~L_;Xw%fvrqQfJ%GQbjg7VoZLFm()Ke zfo|*cHKA1s%WE}Jv7Ql)&7K4Kp*Otx*`}JO0aZ4GOPwGBDG2j)(_7v~aQFtp-^3PI z6M0aio*|;}qK4(C)Wlk)bwW_MOagd9ob!)!jZOr+aEWlhj7eucL5qWXBp<FY|4*aNv7u(Mq9)xJokp#=j;HChOEXgvM*E1qdeYZ{KS@3N;bVp= zhwanx*x1exEQ4@JTlAK+n{*n48pqOsIrxY%f)?Tw1iy5zs&z+w^sFd6~)9HA4@CbBd`Y_lh4B4gSY z4^tc27#FL7X(OP|i;SX9Lq}xU)G0R;x0`Td0p!|Vb(A}yCAie}G#PBkDwj{=zFd=YYMV#zJ3;ZI61?qF)W&Yy@Hu8E%M$bYy^0$71GEvdYdf0ghJ>{Q!;n_1<#4&GQ56aF(A>d_8`Ia1lIfH`3frUsvj(40env=s*B^pdJ;>YbMh61qsw>$a1U zh}K7P_eiW6LAL0rUYYIs@gdR>HBR$x&I*$~%JmdCxfY4Oa_I=0~G)Zew5b0-wHqE4$k@>soV#8#CU z1roP2LOeoCjC9eYpJBDw}+UFum`g0E7LOJZ&dXZV=k(s->CC>*z@C zr$b;7vh_waH@9&XoA0ckUs`B7G&Lg*nV3=@S!+d;>+bgDfx?m-w|)p*ubsUizR) zc@=y{rC3yJ<+WA4-2BQJ(n1K`k1YjMyl#J+-gE*yS?&&ZXh)?TZKxUj-u_X5Ky)G> z9d23+NB_{l!7+zBBEKwh?8rWu6q8n;j2-xU z9zki&mjhU9;}lD755gPTT8HE>dwgzIsc?yAXzwBV2dgLu4jG)TX#>LBnv~9d8`PNF zI^EFf+0TA<%#Txk?v1PkOE8I}bA!=}_MVbN!;V4#UrIaSq*#mCDe6=9A|}@JPU?!8 z3DbkuaRxpA;#8zw?i5V*V(&*);DZrM(X4jpiOFC4`dA4mU`t1r#90I}UF)K)E$cUL z=&86^bY%QVD>lB^$i~}e)XRo;naokN^k<_{5seE~{g#;QxzErWVAsCK)Obi*)x-fs zGCv?=%=(^h&E|&}X0Q*kvj?~Z77NDTLmV9g8CwZ4qyy||kDF-2A@SK`!)*dTMPc)} zbSmX2#vKn9(R0eAtJ)F`D76d?x7pmwB{VS|4y@}kyU?w%Fj{it;u=+UfA0tXFZp~*`yKvO(ALrY}h9$E0H z*%yi(I~1>8H^dFvaaPFO!9j}^sRh}ZYpKfGtCw8e%SZ`sbJ3R-97Zlwq8VA-?8TvA zcUVPD#~YJ5hrjwZ6sPOvtTy{nm@5i~b9Ls*y$hDd#qLsT;kC}awYe@1DReRe*2ZO&Ko;*AjIdJTvd5(`FmnsTaL$}zS|XLAiCSDj zC7$8`2{LO-S?)sy;hM76iz9_5&6~uk?4@~+8N)>*E`#SuZw+1Oia!o*lUv?v~NHU&`= zle>jyo&i*S&Y|%TOl%FVEVh97jyd*hq@y^~ty03#+9QLFhR6O%nSqfZtg7QIpqU>( zssgzB;l*L1cB&0mVLPczlET}}Q5%)C-q>G+oYdL1b znMnFuyA2PSNz@X}B+la@=a4+4BS3IvK{wVix)2NfiMf*M=O}zm0fz~XQ&5vhJ4JVQ zVcwmAoB^kK5EFmrggZnAIilGcalv(H(maqBo1e(ZeplUa$4VrLEvwqDt<2#n`&vs~ ziCSh!R=~9l*CKhh{@ocEnE{%RMJK}%IL$iD0d&`E)Bcp^X=?T+-J82Juzv>ZniDN!rU&v4__jGAeHE&fI`bkc z+a5hn_J~&x;sBp<4HZKJJtuWj(_s&Ax**KM9{avcjTkZwbo>ls6pRrpFE#SQz-e6f z7{4fK*@h_ACW4`;*qAi%b0)9x=8%3&~mW z{U*y`63cAVL2y_+%O>SLA32n2QSoBh#Rh`Y@xv*>Ht!GNb(@gy7M^nkoYD5eV2_dB z-#Y9p!USb8GX|+Vm%t}$uDyXU*Fo8Pno0a{CKl%iN$mHVN4$>uH5Z?fzk=DDxP_Na zL5thA?u83(&;)<`-v_MQMhO8EtqUL%Ggf3f@pNvd^J<8OOiLXLl#XzTQFE=*yF~j8 zIl#;A?%v;o8OS6RgRaO9bcfo6SKmJnPU*3LYY%gLLZo!?XwP{HNt=J7R%g;=jQ{Kma2&|pnm2O>=mfZK)}Fw;*Btk*&N@89h%$&6CX?=L zpWFpE$J0hYP+%qKues|dqZt2*N?`M9-A)N1BY=)dMiIa*lJIv$miuQ4v!f)*gz>vR zHsyP{dml4E8xRYLFV>vC^m^yYy2a!W2J3JY@)Qo=?v|FbKC-V7Z32jBzP{*jBJ@&A zGp?)~#00ly!u!-_4wP1s&3cK)+xVo}{8NAG^54k!?BtR7%CEdQC@;|5U~iRw-Pc`w z+{axE=On+?aB}zQpMEvQ_kaJ%llITw`JIdRc#n&}_!lpp|NM4^vXq<0>%aab{I`2M z-?1p4T;BT@{F;xMPMcT1ORF@txq99%aLy9dUDxiK?&RedGbm3PEM;j^7t|i-iA!xm z`1d)MwJ1a?NYS-7>iCGPn2rW9CdVHQFMs*P&;IQ4M7`=&7k}-qUG3Z#zHqtz&8hKW zA9jWI+rRzsNIl~jSHRJnpZv+=;olCCu#Ee)60i#6>Wd8f>Z^CycJUr$qGR{e?IRfd zWoz>WG*X)p+dtauWc5&+kQRxGha^NzOz|Ou6gZol`X+r9%>RB3|3++o@Aq!)tS3BS zBamxp=F`vEk2ihO1DK^6|KIqHOW>%@2Y%qiO!!;fXio{6gHc&^?xdoC0&}iw03&3^ z8XM=G=Ai8_FC$6EGs%?wBFN+vI^j|kTvk|hUna5`^nRfcq79}KKFXnS6~cQen=uYx z4z+DFzo+Y4ZD0NBi$^~4a%a8yn_v9mFWxGTJ7>@*fAYmW_pl#KA5DJ$+|OM+{_z+4 zgGYY*w=cfz%PwC0;tBX``1$+4fAQl#eknbTU%&jz<8}AfL`;0eh8dzmrs!TWmT=L&QBOM3T+ zM;wyWJ>m0w4zT{N^%74YJ8w9SGU_?S4&ffRAcO5eM*OqWI~RRXRP%R4O+5z+dy{aU z_{7_4;kEwUpSybcf*0KOsPp3$uef-Zcezv)zvxAsTDKnIXM899^h%psJ>I-Kt|qzi zuPfe}pJ7UZ6ZbO~7D9mt2FtaDIMLiLfMvR}Ti@XwF8YBv&Y-Xvz1zE8;C2=-8j^Q^_lviBtBc9E=g4=D zdekLV@#t56YhrS(g-*8+ zTWtB`?Wbcyqj625$F?%os8NfYf_w21y;b5H?J);$XFcYp0rXEkU$r(Y0w!28Q%d_Z z;n}ha9!-Kf>cCryCJbsF{KX0oh64m}B!oXZYTm#q2&tJD|J$r{g9`0dU!Y_28oB<_ zKf0m=IH<{mb|G%BeC4G0@+X%wrs|LSs1;h=$35<W~+9p^&ioP1mWV=+pl@*r)-5u zLRXP-JWP7^OmZ!H1qoAF#Qq^b3{yvDToics_jOhX!N%C#BXnR7W^$QQW#e;x?bn9D z{NsOoNpr|3dWgutgW`jmlk*Kz^yAQp;--KN2Fm# zS>0@V{=zimndkHOUiSFlL*K(Pd#fa%lB!JnmT@?e4p~LCNvpoGMY406tZGt@W!F7k z;-f$M;+^05;{N-0!CBRqs)T9mV?Wln+*Y+avNC^w&-=WKum0)_yjfm2G^wGR#wJ-x z-s`Qp<)qZB$`@AWQr@UADp?W90aj}V~lyKktUG@p?NcVBpe(31$VYetTT?bxcI z9bMa7c_wxgo28ya8l1siU`x`0n7z{!cG%M?7PtnH1qNZBw3-dOiiJBVGMj-rI1U^| z%4i2z_W$UQe388|F6TItO|2VY42pgC25)e2yZ!MB2!J2{;TM19uUrhe+@GIn{raz8 zJnLC)wxlr;4;3M>F>nIc$n{tM>Q()J@=r#pFV;bGB+jkRtZ2vsM0Azh`y0X*$ZM(n zn@e<{7i&0NP*9I1mo+y8T4hJ--1?8WDln;E<{&i7WdLK4U8Ub>!nwvmnZbM{WgFv% zFtW$tInN-d`gpDvxa9JF=_}KjIzkTud z|Nhhr$2fa-7kvUa8;Z3(7pzKya#rNEE zPe+oS1DLXEKTu_^d9$49iXeuKnQ)s93n$Srv^|Iehy3!w^F+D7eHXs6Ros8k7hSbw zS?+T$fZ+Z2=g-DLt0emJfHdSJL;JL7@mG@~mjGB27Si#3_uZ%8Z5C>>bEsAZL%K%Z zK;|qpu95m%>OAR57f*RggB4+0`O+`F828cL()Yy$Q_iP-+GX^?ghcb=d)m`3pPu5P zW%}VCo=Q5W=%|M2gWy4MSg+1_@eQN7Wy#vWx}OovtFAEcsZ;6)K+Wle0ua6hfn|Ve zDywr`c5ZSS9i4gB&l{NlqoKLY!sZQ6!l+q`KTX_VPO;VmRTeTi&FS>YYUB45_%IZx z0)g>XcYIAMjtG&Umlm`&c$p%q;P3zb!Rpsj4PAvKJ6BUte?2(exLyee$=fr?ZpQCx zzxHcmoA>=-5#c94`N?W>)L*5)<@glvDPj6ZW;hjvRllaE0+d1o-t)1EelMsT7acMk zlGU%-e2Qll&4D32khyAhbf!WcKEVd~J09W7J1AN`=Q(G>GrD=kGcKb!KHvi`29Bh& zB6cTthU?%^gt4E~a*qryzL$+A@Gt7u$0u-lnF~yqYb!X5_6ZGHOq5DeQd^hP(jc%0XgZGgxEQsxRI;KJ3hgG9MZko~S4xIk)^FEiKH1v`-wjzZm)gNX*9hB_j#~3emObzLy zse5_Z%U;G!*EaV>h8^I~-88<%FhVD5%)F8N@4sInBU+>SX_lnd7FUWa9KXq|)O3TT zR%#r=$!p42!~dU6dGL#?^vS;GSbG6=5Dkw+w)jcD3!34#c#BK2z&s>MeeObSKKrvT ztBEHax6z}GVHl!m;#Ef&w(FV6w|(2I zT`AA!i7pg_U966M5MZ86NJrYDrp{`s0{3*v_CzfMf%0NN|H3c4Oh;CuR90JaPrmSq z=ls$mNdm)7$1UGdp%>+HvuH|AgGDDjAc_e0XOaZt}17d2`wm%V$H^Q8hhVg4t{fx)7gxm(cccV z69JHgWeyq}kUB`*Br18Xepzm9a|&`I&l$eU%ANbvCzza0wR1kg6NbTBn8{AFAkES$ zZ))cePe^a1<1s!r6_${b$P0!1D&_ecz|)p!MZ%y>~wKQ?Ce)n21%_HivLQz4Qk`0sQ6A zUe^jwFnn^IASEl~gcC^L&&@FhAcD}*2H=;tD6fiTPE69K%-JRjx82YqVcWJDT(5FHL89H;pr8E*%TX-v5livevD?)lYgY)H!UQ@T4np0h`N@u&D7Nw%C#;lm zWWRp2p~U*ZlIhEtbw1_Hr+muQ&hia{=4EtT@;>u3r@@br8ODC>Cl{T-v@4sr9VXTC zXC}tc(YSPz%{SlRj^6SuuV!Xd=AwfZLm-Y^h*;bZo;ex!QA>0JcGXX#;J(7l(a|_H z0ZP}v(T;Q4&0%S3Joz3IYC4=on4(br&eq0TQlOEKct6&!OvVzF0ev`-8-cKZ&<7o_ zXS?|Q#!)WZyLqw2LK~8E|xRbg8!trGZDCX{w*vgBhmr!lieCIFkxDTkWMX<917-!Mxr< za@!+1v|#X_v1HsdOU*7c3HZ6e9WaA%$)r?^WoU|J6+xW-ru{T9)IaC zt(Y7P2B(^xU9afxHLEI3(V$L-I3S?}>+Rf*h>1gL!jD%xV83QL(FluBDI1E)v~0yr zmr)O57Rn}*`!bw-Tme!7$#?`LuEe3Nv-v*0b76ps5&Cmo$P^I-r*8rGnyAxJr(=U4 z=CC@xoXXU94N#liy1q+Oa^k&*recHZ z0v!=9@zhCcOKjWsWSLT!YF8R41xMrp=jubC^*f~S@iCVpvVBhb@og-sY@Fd4FUOWV zpLppF_UI0pVHLGFd4+YVd1M2IyPe9IkWOWrA~rsaO-H9OfxsJt?m|Oaj*jQyq*eJd zcqBlW!?uwN8`)Q`?9*{NSt4*l?kTQg{ukprCJ4)Y6sm70OYN~UseJe6Z8N|JFCwkD z98bO`b6dUjKTw&`Su*An)OeeOJpaM&ON1#LBv(}V@BE!v zXu|_zn25!&m>8i18AmqP+)n-$#DP`;dr&r0Pj@ji3Z zl6t54{R{cegGz`Aox7xD=a|%|HrndqFZ_i|Xrik+c+T}QP>u?5=i}fp$Das!2)>A+ zX9H(q;Vrtp5FEmaBxZR4k*UkEABmC=F~rtm7C+>|b&ysL+CW}vT zYk>*-epX(0iV@p+3p>g!m6{Gv;NZiX$w;%mxZwfF4SU90>8dVQM!q+;Ir3Hag%$ar z54xz+I1ATeKyTVa?ByUD{z~Jy>hd+uXzR;U^~JjkK6irhikDiffhS2Dd-RpbtbDq$ z13Qi2$A(g-FzD#-^gem?;6op;G%brcvb5zDV3@iXN$-gUM(~=%cWX0uP4LX0c*qRE zN1(DiZ|GH`g1_6GixSk%n{+$eo|Z73c$#g}?llFZb_fd`6Gv#5ZVSo8K-5 zUXlOL?;_t+Wt#Etfm^z;BfA_~&ju)+;~@fR0+Y*+Y_FS!B&R3{INMH_v+ z!#hl!a1fJtNlW{S#RM&#%etTfLRb6w5T-aR@kt)x_F)wS zr<0Lmg4hlGnF#@KK|5d8$w!Ab`1p?>{bFVl8(-TDvcPsjOVhc&>$@&wjH!KB$YKmS zbks88mlVJ~R)nRDmgWdomJVvKv5&Z0&=Q<(@a5=Z4d7xcHRIQ;U}>x9oaDADD# zuO+qHwElJdrp2OXW{|pbXd^+)617$b1&VD`o0{!rN;=Elepzc($9KgR^YL+kw1PKdTy!cM-1LW@beBya+a3(9$xzxD%W*~NK5f|#>dCWnhcC78 zi9{icLGH&@lY^7NFx2|<^vppg>!&%W!*8g$Vj%dLl8tn}&@&5m!~Ym;-ESti_U)ef zX_ibFrz~H0b9l}xBzGjL5REXtGlHLv#o90sO~OcLpVDy+LcqGjaGIe3 z_9oiZNzaJnHi=dCj=&OrYq=>a)Hi08=AYevPWN6niIV)}U-Q!#bFDU(OAr*hL&D5b zi@Ocn5B$KTtB6JrvDFpR|+^xCmQ&kF=#N{nDy57p45tObI(b z4HsxH@dP)*x2nkk5r|B0uq&(VeVtA_j|`us9)ooFt7&u^!Uzw&H7ln9CyL(peXn-z zJH69voox^3lYIgYS@`RJy^)53)1W{wPnQy`wL52VBL{I2Jj!EV5Y{GrGHDv?%P(bO zfFN9lKy*V)x{!?RP(=dmV9zJKSuZ}#QF?;?t=}D<| zX}SoWbZFNPye0RwvEs%YtU~>L%yxs}QYi`pvcH0x>gx~xaP)%;;oIfAdS4Ls}VB?LvS7j`5nlEt5Axwpr4oh+86K{NwRB)~OE^x+N5O9v&_-M`| zv06(WA9^`=^8cw#wbKW`1Ae;U`cnKCe8D=YCnGoEzf)%9tIU;nde3 z|M3MMd#dd6Yg1IjzQWnGcFp0F3E`oAv)3LGV?&@ZwP%DHamhFX&7m8Sj6#ahi3Wo_ zg#!tKGj5@tdue4kQbsF+dblaeUlZ;PndW)UMxU_~rhTpUyD@t<$QOTcqx`yxZ1#-% zzLu{=JHg-m-7ksW2YkRnI9NGFg2KYP#wP+1v4`E2xzMe;j_(J*dh2$-aFIH20X~zt z)CE)BNc8ul;hvvHw0}^05Lnw5Wk#z<7!utKUQhb=;nfZX7VB&R<ksnL$V4t6x0IU9|RGub1Hm1#O|w*)N=U%&z{ zpz4j>*2;)znUJ#Y`@Y-CSN@P!irpFWe>OX>qfP!~%ktiP@0~Nda9$1X5s2;Fo`Mwg zY4poI~UMW!r|jZ_b?~o8pur{?YoeT(f-D4R5q?KBVng8r7lGAQTda6TmLVrGWcwC=iJQWD`svY#PKwIEscf_ubFc5FsoL_~jM%;wn95}>zF zWNuRavRZu)jaW9UpCcXB5H3re``oJ?jhE;M2so(w@1IRWL3ZHN`?;Tc(b-lX`H@#0 z2@V~&g+-spf;VmgAw??!W(j zO05nJDdCuWQdn6sxhJ_KXzL?-s%bm=| zr$*!4@DX9T7wq5Hd%cUF_=!gEC{kq6=_b%F0VS{1t9L_;A2u$p%Uq2{4S0GU8$zuVLC_j}c= zPOEdCo5W7J&*4cl(frU%-HPsX?!$Re*#}e5+YkJ}Qx7v(=tY%dJ%YO>F$0(=%)o)H z6tGnH0s|GIcJcx$BlR(-zOtL)i(U22M7M|_~Jq*u1>ge*b^7(xSn3Uy#iN(NNF5=?= z@8Z*q?QqCqoj&Q4rcxVf6UK4hz*>2@j3Ox8SkRL>YZw2e{7%+fq&ctY+RbScgIo2m z&^!I;Zo!(rvxCC2{2g2$=Py~9m_KaN`6?%T!g|Y;)1M8TOi7&i4kcx%qanx?X^dWF z-qMSFn;?^R*KSEhMpI42J;4V|u6hXLgcaF2p{2Ks2~21#SurzapeDuPI;eu=OW9;{ zgG7soI77CRNx!H1DKlQ|dch85R#KT6lDjyOHpWM4qKnRlCMmC2=T&Ixy?^Sbu3|Li z$kC~0Z6n;s6K;WV;V3t32~O~4F3~w-3O5+xPI!hsSt!Al_qyh*)-Wkhv_?1n{ zdtQ#}JmCpX$RnG@Hge1On}ykge{8_?S6<&NAGtxSNNRKQ(1&1y*RHvl?1EZ&?iKXG zHlH#AGE*8LKcb1&2*uNB^Z4LA95d7Th^iTjI&@0Su2&bn{N0()c{vD@Lhu> zEF}(zPh=@ah+sH(Q6g!z&FcmYVXR;B%&@H|va;Ahqm-sMv=bDEa; z%8c(Lcbupb)Zh(Gtb7-o;+h{pm;;hwlJr8`$n_j#GlLCVMa0n3CqMbg7F9=i7;z0| z+hFIqUQzC2mk~!Pu~o-^Zw17aRfR-JGcKOJ7Ig(nI_3)ga0;3ojej6|<%=yPcQmbc zvfo18gIa#@2e&Z3E#2Na9_F?)A1!oXa?E9KzJY>^=qOk1BOB8KbF?)z z9!~At@*AihdKDza-#Yt*p#|_x7Qx&CykBx$i#H~uIh@6Ya}@-h$3Tcq#BzJkozSO=&dh!mNj)MoNcXgse~|ik9$1K9f%D`+HjlVecoqdQYo9xx3Tyn zzvLx7{Ga~xE8^fwzDKcA()UFar!YyeQ8(>+;R~;Zd=O&T37K{07?0>A1bK_|m=Bf> zV{Y4q!?UjY!CydPavpf#fqwGg;hy(a%nwMxd@%~L?2JG}J|Y7))gxuio%fL+9(t26 zMum2zDVgr<@wCmI&Xk|5E!!^o?O-!}5~U;8WHr*$+B~0npzEir^qSobKi>o0l3;ikl6q zF+T%w@4a*2k1rQXjv13ZzC%S9dzJQwEo|(fSE0e!znCduIy%5HTvpe@-iL@GXnkkz zClybc14EoKDkBl-Nza9%G(nxM&@82^&!QN6Hmt5XqS8bSe6#5kat8~MZ{3Q}9CYs8 zF!)T5Bh+HU#Z&tI-tRKgMN`w#1c-75+ve|+p46;zY$46Y=8PrBVv^99knUefOP-b8 z*aG;Rot76lpy*&pjx<6g@EdX;?+9zbD1YrJ(X)9$9fjT?h8QOnC>+#Cf}9H6R~6`cLp!A3=R9Y$)sA`?_2iKEZ z!fj3I3F%RxBn!%crsUiDsD2<>jKwhzOy||}>n}*h-90+_>mSDL7(^-z)4u9s7PrH= z{a1VnQ%q1dmDBBQs$cmb-3>BP1#ESJToa|2&Z_pfuOPYdz>i-ta(vpSU93;XG~Pp5 z6JyZNI$KuWd5?fBNbxDW@qu;Uy|w?Dl6W&if$e>0Zn6iN~VD)tUH zn;N%CNsNVGF{W$ssQ>f6`|gWLpy%w@oIH)MZfRS4I8SOG{*w$Fz0(5Kz$t#I%5CR4 zmmZ=P2XaiQjbAsPE5X>rM0MP@=h{xnGYAyG$)oK*iB#PGKJ-HyBGnwwNctxS>CgV` zT$S6(|LH%y+>bnVI!U~(qF}T>;S+9a+y7C1T<>v@>(|}*)VuD#Zh;JexxW~~6I|(M zPAqD=m}dMhXZU9S&RI*Bo9^N20^Q}Ors#f~y_ba|4E6S-gBN8cRdzEDj1^x~)gPk-l{7^Tfi~I~PM3 z98lCB{^3ro&5tYtOBbs=7fzM&ziW5#W|Yc?X~aSI%JSyDT_0<>uVJX$ngnq@uF0mT zYfeg}j9|_-drjtWQhDu9;u3R@gFy6a-8R)J*q9BZK6x_|aSi;~5<+o&6ZtvMc}_XQ zT#sm#&+Jfo+t3{Mf9r2u5r;tu0{dh?k~pMrpS$p!G)1b3hFE)X(px2njl;+LLCHV* z=gviD#Ju%o#!mCyk0Sope&3)Q8R^_swdw>?HKPEWq?RR54K5EC9YiB?kDMMaz5 zn;1)Jh_=0#_%;VQdR1il$P2COWJ&=8!PwLluCqk$DP&>%=!c_~3(~lgF(c<_c)zGeyy| ze&=`2^?TFHeM>i3jzyvJSAX>~q~cxP8`X%;Y|7$ z&!Qkr%y4s;6cbU$$A3?X_8bC5Ik6=O0$<+~x#du0#P(q$E_%MY<&S~?(Yru{$x{kX ziCH-39Cr3iIw*eH*W+KaGHIl_L5_tnD2DHE(`-~=adn%CvmW=j$ITI(y49&mSOaq) zO(FNx2#ms)Gc)#=1AXh~klKAw*rto%xGew~^QxnIEnF z;P08xt7QZwpZ9r}>7jn;ho(5NFH5plH<{L(`CSs6!K7G}FrkuVUZ0~LO?+OxWTy@s zX_7^5@{l=dsUS)+@E~FkK0$(aYdg}~*hHt$2F$#YInQO@Ks!yw%ZUU&?~ zXj|!%KY6=k!EKL7MJqBWo1kyOf%scn{g9gQ-ual1xsX%zCS3F$iSWdsh^mKTzw;f^ zG5paS+o8#RP!!yA&pkY5$Hk4YK5x~+)yN!(wP;#fZq=K)V^^h84hql=pa7rv!y4Xk zVpa^^ z9_12)A2Xbzq0nR|l1(4i)Q9wAuASXJ3^7sa;wWIUa(? z-`*zOCNxdDp8O1LrC)lxq# zO0p%(6fx*qcv@7t(1oQ3ZG4NjSP>r51zA6&CnQfj}H0C^lVEuLD3uFQaF38jlK+M_9<~}bNFhB5}7d!f~M32mXG@PCO=f`j8Hh;%pe^lcQ>h4|MV@GXf=sGbK;oB#atydz;l#v=?~_IVQZB+336<& zpY>VG`7zEhj1%`^mV6Yr$*L{&jM?yg7LNDZj+;_(`n@vBE?pT}VB^nGh9wx=pJNP8 z5nr$tq4-`^Y{pf}AF^At@^@_x=j70EfNK%PqUh0?GWP|pCcymG*vP`L4r$&ta9_8& zcF@R0z+Yu2XTowV25K#k{CI&_q$9qHduv=9?l?NKq??LkodGsrQZ)$;p5^omqS^Y3 zo;d=k9D)xHoCp$0#g=*6)1J1zw}(j!6BQaE2EkQIcDBh(gRY;fiY@_}-Wh2j41|?>11WTksKq^Kbbw z%lhqVtJ{#=^8-zL{Npcv>6aE@Fd=bt48hQ+ZEo0=ahJ~?bSJ3rw-kjmI-#m3?E<0= zMbN5^)&_K3DK>-i-r~N{p_(@Ae&m_D=wLUnTa-T}yOGrE_4L@w9ikDUvEu+@b=!Uk zu$iW{8AjS~P9q)1kiRSx{mQdXh3=;MrOxIz+w7nRf}VUC69VF%Uj6EWfEHjFYhrXX zC;cg6VvEm=s$bjR3y`;N`3T9o$b<0|nBVH=@{UZz)r~VA&G79{_Wq(yv4-*CBWY^( zcDAE^eiLCaUkxe|%5wqQ+YjO$sGhWG+663zwH+ZiX~o-+rjZRg`k3#y>+jle_UqfNi{HHxVX@7WTyjuMTK$XhNTdUHXi!6#Udm5?av$(b zewtY$HXK_NN?4|H?VWC<85v3{?Dt|T=w8jaXILX-XB)+neusY%(^9i}sJ~wKbr(KlJcroH z%F}la1H8z7P>DD+G07v;sYE%0s;sohk*8W%Og!pKYBo+9bL(i(vOD(_p2*G!4Y4I9 zhaoLaAas73C>d#_z*?K~s{`{j`H=z16d?En{m$^FOqK6irh5QV6-}2 zSgXOe_**)jb();$Q4R+t)t?uOJF@d<2_(FTzO zosrT(pwpg2ST;VD@;7}`o6R`gjF8}xVD6-KC_g{#MOD>7V{x+6;4y4XJpT^@e+!JH zC~PH7uZ*;4ELuZw6!Hm^s=#=gU|nPCD8 z7IdV$bQ-*|fi0a`z4gexyZ`>15*m36t$lYaRzBV*j;xN)Dgh&y6g3jIZ&O(ZDBm3r zIgWOH;0Nx4QzCZb?`;r54cqj{PPrkYLHYz%@ImU}gZT+d&4@=I5rh98W)CAbfm!P6 z>!(qfIX>mhW}xc?CZQ(S#b$D2B#u+DV`!BVSV2-t8 z5{l;ja`sz%QIR>Bb9ghdBO|R2`-bKsLN~AiF%A2)^4ml0aeVLxU+rr;pT$e~RftPI z^?T||X1owfg}tv)V>a<3r<46VOWi7!nCtiD`RQKZ+(EoYcPN(+X+k0>U@%y05#U?} zoJJ6V5fgBHpjmxJ!x|uFNm8JG47(6i@m$ht%n_vtSV0XqnMq;%{F<-%n!ub8*Q`($ zT0a;wlex`zu>{q=7m+Ph%UU~B8`hdq)@mF7wO{+9_4$l7fG#dR>65N#h}2<=m;LzR zAAad`_|reVSa-Gph4wR_dGUlNEC*xC>hm4nvEX?)+s&;9=nUnIWkVC&j6}9hBHpkc zRz(+u>9pSX8iJcR^vAv9dOqTtR%<4d=g#=2-mny(da6U*q}kE-~|Hj`OJb^_f&aA@YN= z-fh!GixP2*KD{(zy5&C{RKnk#`BGl>s>@V1KlWp{;Zy&}FU|2kyg3&^>CN8kaw?ws z)UzSwWMLnn9i8hDo#DINKYGw5ZhH*YeJ>pfSPDiakLIeIL!e)-$M~=ja@YKVd3p@0 za2|h{KEe;nr#NBGTAKxGi7bNu@psO|wlHrT%SCYxCjEAr`wSB=V*Ck;afXXpCP*B= z-y3!DFIrO1-Y9%mAtU%P)>YHYIsrw$M3FKQpq*fwU!4$`5at_BzkRYfL152Mm{5)h zklzEOZcB3HrzG&UepHu`H2F=PfkR7=BkI0w$|d8X+p#wI2zBfi^%(D%5-F6C8X-#q z+3F4$6m<|+Ju0U0i=&QQK!X%}9PG8$OvMe{;ERvZfm@LvqoJV(as$Ws|%w zU4RCOVYba1lCMaUE%H=?IM2;@fAy9Ko`mq>9V8dW9d!|@&>ZIGMUiSwo9)yl0Mf}EYdNyZ(5n$YY6x&j;qc$tm}%*@ z-|<&Ry`oHF25kK;o4S{vPAV@Z7Znn#T3k(+n;LjoLZA)@A)d+Rr+nnFFsrL#(8}g# zy_XJ%F6egrrwC-~V_(mxZlD_wQM4N;^dOS z=KbIQvV!k{qKBI7iD+fv?ct3r)G)`BhDybYejnNy zk7%lhn>a5Pin0u_iyybj2n#BUIk4C>@)XR~nQXwhCL`tcwND{2ft1ZgHg`#!mGC#q z8?%S5bQ;M+Ix!moVmqf4O)9YJ%d!(xG`JM}uvsTF9%6v+r z`2kR$qmum7ry1%?_OSTYxvvj5+ty90lKgla8K-<`$;BdRCUBGRA(v1m`$X8Oqvl{r z93nhoGP0F$Wm4c`v`Vz&z6{Xr$4gGyCclW zudBoy`V6A+%D>k%hWOK)N6IKU;p)2q<~9L|Kje&`(m3sMGy;u z^RDkY+ld`ba66H<H0Pi-k1KL}bi@r4;3#vyGA@P=xMf zFPn9u`+_gHA~>>Dti2${$<4n#7zX=<=6w9eukC+-eY{7_Q4mIAQ`Fq`c#rn4*g#>4 zgBz3Nl{;~d8CSm;Gg42@|2Sb^@{*SvZl@lf6E&e1fg~t)(|Z~5cLbP0p{83W=uFp2Fv><#2LTBqoye21Y`1?AXr!?$N*`Cgsh0yvG%A>YdFO zFGt3Xm%el}fZG~|rv0{}JLU&oi2mf*g`II16M?rAp#o9fw z)A#ZX-*5$-y6HR@*FiQZmioCX_@%k0ui531Fd657o7y%L=piZXQn+&S-n+Ri0VpfsIRhl=6lgbl)m&i?ErLo!|NtGk<`3VZ5&ILYcj-qD&Cmv92nRZOY z8@#1ZTvo~3gp`cRIJ$AXfMWr}u4{FHT4w#s`?gCgO?vT)Z;SZ8b>Io11@gcU(> zKKi2@6}cI|!5dtVZpJw%M8F4P0;aFdo%HgJhUm!Ofe&!^a6vf})XY~@E}I`NIreap zkLM4$4GR@d<#3*Q4zIc8)CJjlXm|7(c9t<#s&^5i&5Qi?C0}y+Ex*tF%w0Leq~=R1;eOABNi$cV zz2iHspsss*9B7+L&h&!A3FK1Yw%36{U9-y4>bQ&~7&HJ)u#VK|x*0RxY|<>W4aq6B zE3aMfq$fRzJTgMiA`lEd{clV(5vU6x!;rW3tKv1B!%NT^{>+Gc3AqgY-WEUZ6=2)2 zVIz5-Z*@)Lm~#|)&T}sJj*Y*^I)f~{&D&h<=qEktR=X#c$1i0OFetp=J>! zJqOc)8~ys*q;(m)p~6HjF$c3*j#!D3Fib38v%+|xsZRCLPUdZ~QyL+{;JTgO0t$#z zY(!)u4+>=C?!GrNF209r!;T0|fit4|{7IG~$}Vy=a`-y$WzIbY>BAr5vPOi;ZdbP+CgW;!eFfdEHqE=oKmLltX?e&u zTA(&W4+P3566PeGMzeDj(HGr&?}hI;)S;9U6t;bEiXNC&e5d#}!DQ*D+*a}lAUmsU zH*#kMt!TzREcJQy+=^wxz5o9E&u`3PV!!6PVDG?d`0DYQn?8+8s*OvR9OM8R$< zNW@1?!Vny~(6@T4%iYS~rWFW$3&>y^3R|Aj;2_)2noK3zx#ajtdN?PQTQ*tefd@Lk zrjK6y;#&=wz!Jnt zuzY$S_b1;1rc`e-Fe=mYV>#xYh8>VhN}pCjzEkh1k;R60WEP31KJ-H`_vWX6`Z5dg zDW7s#lighYhyEp#C*M3;;`x+HmzpIXG)EG@^;>6w@qG$|yH1T|{35UM4;1$G=tuAM zMI7(6RrA3IAB;23-}Ae-5#gQn?8rP(Ti7j^@$F}my*avV#j<=?%041N;Ycz zZ~L}yn;aR*z<9Y${Z${^cuEI87YNpA?jWOEYsRZ~THSs0u%7|yi?CK(lbdbj%~={z zGiJ;<95%2|B!!SB9Pz7s4vl)lCTb4zCKu8a$s^>=a+*4p#4V0m2)}+^YYl&c2}2eU zxLe`I&VY09Sypep;5K(vnQq@ro~-l=oP&Sk?ZHThPL(_2DBX zlrvJ@6Nd#IEb6GMc6$rbH48g84oi+QD`C9;-I{l2zzoQokaVEWNDu*-%xEUJ=?~GU z$p2|okJ~#UOE3&k#ku!|A7Cl=9k+3?bD$o^@{j= zoGu)8Ba%)`3r;|2aK=oH&sFKLw?R-E??_Dqfx>g5yXZqmQ}0B@TDD3@UmL0{-+WJq z!$uM`2IrqChxHs9XH!o}rB1(u{tr%O27uE@*XDaV8~~ear$@*UXHKhYG8;1dkdZe} z^4*3vX9gTYk!*I*Ae+((!%FkZbe0O=48eL$A)U9FrCaAbADj^K9p!@%DvNWliE12a zv=Z;or*beyOQGEX&aEYwG|nyK2+Y;g5&!A{_+kdifeWFF`W>HeYAZVP$(|j6-Kb*5 z$THC*Ik&EX3L$-^XvT9X>ifHjDweL@wRifQy{ty*Zplra0dyvp$B3AaNYmnC;~e2c+T@KVHShksb7z1Fz$x5xC~XePa_aCxPHmqdU~e4{XSRvBnA%5+;f?T= zUB{kUB`>h3(jn_&e3vx`zM;^mom;X=aKKze!4`4QOZ14%m_RN+og=Z;BB;d*UL03s z-AQ_L*KEBwU3V+okQvBq5{G1rxgmo}G?-&(wASjKviXJ^%8&;hc%VK(SO&wv7|U0u z1Vo)^%Xu!BcHCi$>d{4 z*~(Y-epKaBXM3z~`B4}K9C(IZm5f}gm7e7~P5IpgRLARSq`<+t} z$=uitH;4SJMF0mYs;;w5s5oN0MEJG9UvuhPNMR76IGQLrHcUc>PE)*ZXnu2=(AnC> zd;@Bfutvw)9P2IyOE!O5hT_oxM|4f;{IDuLRN#*W%C$nwoDf4werCI!pLNDUQ^fU$ zV3<6$(1HD*T}#?-9_F}rgdM@Ln*Oek5cP8 zn*Ad6RMt&*N94s% zpKR)^Q{Nb4Sn#n2Vs`2ZWl8!TG+jVB8lgy%6OJ!++OzOg(EFTuu|#0cJ%_GfIlQuQ z|A%Ie2@1fDK?l+32M*N0eNi!xWONvx#uAQBBgX>M^EL=2v~BnJOvd_Vmg5OP@>G0C zSDL}a?WS$!bKnQtoO#=4eDP0^sed{LF-rm{PCAot4i=r#zQ6q=x3d+}@ixp+z?lkY z?kJA~5h$l{Hfi3NXB(gYQauTr4R~J+o)iHbU5yp)FIv&;F$>KGE(LY1yLO}|95`f? z{tXc|Tg`cN=nG=(3p=A1VIF-U%d4iS9s*V>=p=Eezd|N$?FIQ8X*HX^!74Lk=Y&j5 z-ps5zB{eiPjoDG@5ZG}k;R<4TO*q!GWiUu3kg}YgRjgxn z9oC#?cv04g8>dp7;CejihsD!?uA{zAAf=cQ@5JODF@%$$`I-7IdYJlYS(0*%rB#-9 z?wuXxxp}O66d!Xpw|l$_OJ}fgnZ+`Tfg{~>`j8~WIFtTf>&$>h`a-yLbjYUzjn^>O z5-teDelhAMw&(y05q{68Cl!LkY2Npm!=?t;&FQp54AUSrA{|>Kb8p8ffEh!$vO>xJ z?Rj65;m1!CPN!`WxXf+H=U{q+{o~_DE^c;_h2Y0b>Q1<8mLGltlkg(;x38}EBAn*r zp!&qGvC4RG>Co$^)=6~QCnI`HsynWIjmXe@?zyKq96M3(dz1z-98=-Mx85LG4{)x; z)OoX=2|SA6%pq{ja=SYS4pma8-{u5n40ThUEuo>P^4Qp1W#Q!BA`DCxU2bqGA#~%t zCwz$QpIb85ElDckl9-A*uXTdY_)nCL^u3nU2Yg3rjN0E3e@MDbZ;H5AlWr$?Q;!rK zdFo8TW7G|sBPICoqCDg%O!&zT&B+dUOT2n>u_X{UCV|+y$XaI;uO=sXQE19m(8x0@ z3$NwIqJ_3|f2T-wEyzzgZt}pA1-&<@*jaiimyx+=t z%k?u+2%tsDcac~Vj+F!3Q&5}iV%rUbCCV@y+h;|T~oSC_M-l0M%_p^LW_}2Ul zq2x{U>OzMg3Tgddt?M~qs<4H9t|z6;21H?hs>CrOEWfjU@h`*p;E9Qt&q71XUYt^;dEX_H)u$rp}(6w zB_iowh{0e;N}usgcVC= zv>8IPp_PxDUEGPJdzv~~N4Rq|;fxm=2rX8Jy}>m(7e-hJLPV%2%VZsMm^g^B?nK~@ z2Md-M`+*ovR0<``w3Wbc)vCyE9pVW~fOqtLDyusr`sNHUoo&3k&N4U(VJkTj^;l6& ztIAOwfy1yOui#P2VV-+InHi)eLSo>ITvMkwWmf6^@CG3gI<@;_N1yX(sKxDm+qF;A z%8!NU4`=)YK~W>gzftft>Y${it5X4ypNT9WL53Q^L6#+_xXDaxO=H{M-3Z)iB@Fc#40gaZKrQH{WOk0Ujcg&?c;S%_864{7}M@vjjy z&Q^y}1LbTIB8Gs7Vq-Y&lffEW^|8blHhR~!Z9%ht9Yz?!#RY5&caHCHZn1cXt2L5? zCGh93g2*$D%r)Vg5leK{7tANnyoEba+Ko`e7=9;@1iqcwqRFvL<^eYz<}ezzdhu)~ zIBA!(Dr&GL4xVx;7w~%q$v0RC-l`+#g4ND!+K+XLf$-uGNyLx(q}+mcYQc|tM5Er} zMnz3s(;Tc+tRjEc8e4JK*_NiUe48Wp;l>8SoG0N35Ovb*!XdD1VqaL&p4Mqw%4%^> zDIH^B`kx~R8DEJ*t|5$+B*Q;vk{$taEp_M;QDe*i7GiEA<3(c*I|h*wc`&`2IcP!~ zFq3OVD)6b%Y}mP%SRycTZ~Ne%nE*OR-UysKv<~VQK9=5WGi!Z4t_*R~q;_mTzJhlZ z#nxx`YRGnUEHHm@P<4fVNpdE0=8}H%d}>M1v!ONy9xJcRSAu|8Jy*qKbC8-Jo{$I4a;(~%G zuHYJg3+}kn0xqD^Aa2;*h&UL65Hg~p$OtOv&;(AaK^Ta%D2OaBqo^I=0P5h@j?J)1 zh%AE8-S5utetBu)UmF9C>YB+T z15ou(ADZlSE<;_ieqw$xLNe|hi8!-B(i7HB-~jX)#8fb zlZ{A(7zq3n94@?1z0oEVpDp*eHx1O+H&{fbwOU(=vKy zA1O3x%DmgP;*+UDnfh%{yPo;XXC}IeO@B~LfvId?tHiMN;1-v$1Y2QiQ$YOHIlnbP zc6i2=W-V>$#A@SmNPrnuAQO;aSxX>ZC4o~FV+)Nk{62J_S+2m`z3c#38Bz~Y^K#+% z<_b@X`zL;zeI>@a)6_=UA^D80G88@QV7&hWln8Y!`L)l2!bnW2Wv99o#vQAvoeOoz zxla~Ql&(v%8Aoa$pD%zs7x|#PzRDhalQ$?ic%?;>N01`5kT1xz_EgSS=j(En> zp!Wt?&H9<6)@kC0i~_OWVu}L~B>!2+tW}tIfWsn=saUJ7wcs#|rJ14|4`=?JSgACv zXbU17I;&V*j01}W$x7O@vstc%FE7ugF;>iqsFPWA2QGsQNyalDs&p1w4@REA^)=%f&5f zHgm0q`YO)cJ>L&Gt79xkqyLt>c> zV(KEjGzb^5hSE3Z0#7>{ftI(OX?6v&bPZmWVM2#5VMKHiY^RPhz+~)a*2LrR^0CiX ze2%##*`D99?#UG^YJxI4$t`He>e_QmY)k_+WPAqOsR5>v-sWho*a|_}lqkVAH6|(5 zRj=}-+~#p^F7_%2EC9mnFC%rV&ldok{DfDFAJ&fOWu=6-yiUzZzRvDx%y6t~9#wI? z^vyvA92S=nM);eWYg__oWf8SlVp~^4rX~2{d;YE%#FfHjf$i}%n3d3o@vJfLf1>vY zlLxAwI!9E}+%C$|`?{jmo7lPufz7>z`&-v6NnzoLq|3y;n!{;?@HOFhh+}h7E4eI0 zqzRVDmzE^#?ou#NG?6SH<{c;4XUgY?-$EFJ*q{E2!= zXs+XFOj?nU^fzdc1%joh%x=rBG$P0G(Ch4|x>ydm91EwhoaJ0d%4rQ@@e`zL===MG zBVLxxkqk1}vZa9nIF=fabEUb|7dN^2VfN8e0GkB{4~<9)B_*-<_g(^Gxr}Y6IlQVT zDtLex?ziKE*I#cU4BqCSjC+Ffm23vr13COqGIaXg+64F>Skw_{rl zTH_=zTIS|Tq53@M#F6uxuB)7wQ1AC>1~EegOMg73WXsg9o(bEk;rt6wphw@ z-(qXcDu~mmOlQto2_*9q5XNG<7&)yw0}{n&$VI+Fd&_h~0<*QAW<6J2De+JDCT8jZ z6aS*bXps*wR$4Ml|V$z*hFrAQa;35F;!O}$d%=r_ZEdTSpGJn z*^w4QQ@oI|ndlr8csTJik-TIdX7Que{nx@dJ~l!vY2q8c1xybwWqBYVHP7D(nowqH z$Kj&^khNZs0WuA*>jPQ~!v%0KncS$R_OSrw;h$J{220Oen1ptU4_o(9v&Leq_>B0i zxCwfwg{9qsLXV4Kp3hrUf#FlW=ru>G(fHC_f>lXZkP}E^3)F$dIP)24xEaCHRmT*; zmX~lcFm-Y5gAdU#ceznmwlU5C+9mQ+qlACxVQ!0fxxYjZzKqaF#x#8^BOpeboq@4J zNn37SB0T4Wrub8Fq1XbiD-R+%^*?X$uT%M(2{*NE$F1bLYj))F+dH zIx&RH@vR6hE)`bdOAUDvBg7C`Y~+Ww)t|uu9dfERXC-Trw>%)tx04N*bl`KY{B@mc zJ=-glyfmh2hBDlV$UWJdi&Y>+xr?SgL^z=*CWb@ZK8J>2DT%ZgX<4WSHRh8n*ed7t zyg0NZmN$c72Nm`FJY+rXfxk)_%1F-f=`oe8Qt2^(7(Rk}lQmgH5{dddH-;IiqPCKM z)8|Yg1LTdeJxDEcH8l=O)<1#Y z&(Gb00|@-E>FeYHm-&-JZn$VO@zl;%L8|GkL7dBQgjHn7Nc0dSndx+h41#8wo^Ge% zlGA#suoh4#kfna^DIb(+(joY{)q@n30My_W$dYu-yTg$jKyLmdh>EJ}56dJeC9OnD zX)#Th!9%Uf!67wg$T7FpxG}XT0N(QoSlle`+nkZDjZLnrA~S-#)Km?6&?w6gDM@|& zq2K+Fc55QG7)*GGJ>a-+N5vb~rB&3MLt7w7DmL0+59B?}EX%>_2k!P`n56ZBa zdn=@>XXx|ZdiB~m02};-1Ah}kfgqnjG5rZLd>Hf=yEAfo1)vV#ALFOMywtt@q3l#4 z@u-s=RUkAuffaY)$G0exdok6TX(w$f;d2q~y4Y{RfjBhgyvR1Oxz6svAfl5bbfMvZ z=a@t?2NB)^|2SFBHYtZNaIxa4LkOP({OA5ON661(y*d|KSsu?J=hQhqsf-$tIu3C2 z%{P}{)%Tfq(N^k(DaGyRjh+CBRTxfId!@P6QwIL#SM#}7W|?3TETwK{ej=nf4KDck zVSR&&kOARS|I}~$pX6k{Lqe(R>U2U@orubHf#wrb0S)GzNp9Bse8q>X<%GE#U8 zu{nr)p#R#zG(eIrlZM;hTFc0VGb`4sv(zYbl0-^utrjXW{CtBUFrJObOC^X92vV3hOrmT9ZdYvdoW*$69&)BmTUW z-plq9JS;I}+Oa@|vT%8ikdgtMj7hAo*Mr_E_3}57f{H{Xm(bhOgqe(}5&*i(@laVo>jupXb~I1U$5D#?e9C zpL6Yl>L`X{9fOSsQh5}WZ4NZJ0gzcgOWw6CObE`&wAFMK%|fQ9FvnJsF@%nsKhNP{ zWobbz7KKj#S5Kop0Lt(pp`TbsxQv=<0cAEh&^$wC6F;<-F6Ik-U;W}A(Zqlo?lwhrL&f0^?8;3 zv2zcX(J4Ltj{IS8gO;qSi^)=-r=2~}UVkW2#wVM#$6TE9MwQ_SUDrsM5pZ+3EKx#Z z7RE)_wF8v!2lvv}lAE}5gRjBo@lO_Pv$$z@%E|lKQ4FO2ttbv+)#3n1OMGTo{guuw zX{MxnUUe<-#UM7`I@>SA4yn0V<*mAS@aKLTlxKcSTh|VD!bB46q6^lAZ0MlCF8Ca( z*3dM{{-Tx=d8y?L5lwQ<#gZVcyT+W?*&R&5&tI*0V`olYr=R(mpE)o%Hlf6Vjq#=q z>EVzDR0GY~1##V}Mi!6U|0^1JCwn+6T!MHf3$IeZ%7~VNm60}N+afCD;?C^BlV*{J zxZbX95<=;+9HaS3AawzmTqY6b5QLG`U-dk}AqOT<3NJSqs?*zZ^(>PjlWWsst2%m| z^?Gce6-e6)VEd)Hq zmY4>`usJJJybyV#Y1bu|26bT8lOkib1`wLB^cW^!e4B3O^&t!8xgvPS71_>Z#HuE`c-%s{nXWZ`N1lJW4sQ)DrjIBGC)OFD_8e{GuLnWZ|MbEP?O2SBR*CAO&>rAD|8@IxLXUTCTlP~Ps08I1mB6kLJ z8k^`0@lk(aVl*Twl0$JE|#=)aM zrq&Mdn#%r5S&x>LVpN>Do;$7-sBt|tE2p<=x#Bev&GH#V8rwO@%|IZQR|}Ck<7AUg zX};{v_l#j5vXGe`7-k=c(?S`JGZn5BwGL8|par1qq+N54PfA#OYzd?Zg)t`(*6rJ+E=opS2{q(A0z0!!l8=fr&X`{Oi>Q1^EXTa5SS`-dU z)jVWm(6KcmI%I}-EJkmPsW#0b8x-(cq7%hPHRYSP_6{wYAw2h{iG!!1R-rSD@+JvB zdCc#94UbdELNzun{vLmlt>14HeqJ7bH7{rHwBoYT9x3zos@H!0+W*zn7?BQ8FY3+G z#^$P2?hj5#5Q2$&4pXss7+5@DcFB!;hJ(3^y=EhpkxJu+&5ev7Bu{{8DWM`6}nXK5~ zeeW4`AQDf3rxD&XM+*}aU%EkF^aj0;K(aVV- zR@Ec&AT89PAY`c`dv(#xB+%rE0_kZ0SXPU%+L&sD9?JMYL@flvR@V6wJGRv?wvNnE zMEWF$^rb95B1wbbEuUDAY~Ry8^F^_aO89?>BD(GHX#E-4#(6WHL~{$ejY`(K_SoQ= z-GUj~5RO*O97MMOqy6NA4GAQwLml^hYCUP?+OcrYaOcS&&M4eK8pp%YK(ItdtT*(m zdm2F=JlsVuhItC}q@;i{>JPjL%;nxOiz8$C*7P#fae&qVbpLyjoFC0DLibiz8m*|r@XQ8ueOC!Q zM)mmIC`LjhO+kv59JyM?xk+I>5qnbaBbwRCteK2$laygXc5=1yIFEvRaSrT;jn9wM zz}1L49Pqn8nIlUEieg%b7FWNExDWe@s!@|vF_zOA!payVIV2OKYa6vwc6~9M=Mq~v zk1EuBi~V6MZaqR`@QKIs=ZHX4%NH6gw zq%+2VT$W7lV(w!>S#lex84QEEvf2zA8ktdYg2q3zpt3ujI?_^E?<~8`qVMYX%?o>odfu{@cU*F=h93EHRDtJGFUr{ zAR{vHUppkC#K~|gH3MPaRj`S?M8UChs;J4+rcFi2cb@Ob)vX>6RZXM{QBN- zQhIh1!6&RvxhRl`P*vqvFbBU*=wq*N3MyNr9ImHJ+ThaRYBmT7fs;`U)*2(H8R@*) z^239r@X}^~loe@Z@G@O#g4WUo$whO#L`_H6tx-fs@~Q5JAT%y@*%xVJi%j*b)xYsh zGMz!WBtxk6jow6<5SXAb*mBIui;9kagLlCaLZ|iEo7mA(H~Wa;lYil#DJS=adHGAf z$5hZq<*wj{m!^A{qo!to^x$g#!6DM`xv^zZ8Q#!xKK#1|9Va#S`2mvFo5g2rg2)h%L3T zuTQLo7-g1KDbc{_H(5d0CQx5j=G?cMEnX<0L+V#gENU(BBN~+`v?!m8nDd*Fuhlm# z8F@NZWkosP59XHbaw&vMp*@A%s45cho=FW)a;swX{K=YM#!B*m?Z$^t3q=|S*tIA2 zHH(_!)|ugv`OCGe&)g|q0*U-fEjwR5^N=2SW0gHyK!b}DxUntLf2W9JKGWfOEFR*h z;tBX2+LA|U!Ov*Xr;qnJRsJz!-0e=0T!zRnJek_9O>GlDk@-IQllpZ58jFubLQXND z9q4UJuO}<8H((ks+lgK3tKF7{EF~jzb&gq|C(2l$n3mAsY<*eQM#`;oh@+#7TyCO@ z{rVkd3K1ddz0jNr7M)F7kO?|EjkZrE)Sg05EGN)8G5r_w3gSm01DdM!-IC(=*>~wa z?hrReYm!-~<#JVu=T;X>ByG4SQFIHOSz8!HTr~>YtxKG#d5NTgP}u9D3GI{6Z|cQ- zf!phijWC#k!ptdKCQGa#fvZl6uCt^LNa*&hxR72nd?nW`C0vU7NYi7Xyr)Hei!^}g!czH%{otUxwR;@8t1Q8@wKJ^n53C&WReurbYH zb%j;sGvy2R6n#_3k$zEj2jt!$r^kkEU=Y}(?gdPL{fMC~UtIgVpnjz6P022DAgMlL z)vf5c**xZw#?Tf#w6wAR!pU2-V0PMRX$QLM9LXHKMIBBB$EYsXg>Bue8baY7({SSH z3;3$UxUQ52Ar}6e#YajKTIw0l!a=$ZY|g+&jS)Hux~vz{`ziY#^Q%t^(ywNFGDJr< zT;K!Y=JFR~CA%p_eiHrEi9ackcZhvTe~nFoulHSZ2Z`^zSy9TC9Mw6&1qi^uxWdu~ z5WMQ!6Xu9cauel9(9ZeWH<~p6(0h{l1#VG2lT#g^VNHpbXgYMIN}dzgcWNo{F!Jk= zLSHtjC6Z)0Jb*5^(^A|{@<9s33-YvSxW7tA}g4 z7?LNxM9J+EM@YmD$v0(yOWpdWbv63Zlm!|GT`EfM0(PivuT3@kGS-0{1AMR;9tU_% zT<{PHow!b?ZC#y#ViM_+s_d)_@Xbs-hJcj9mDOrrU`9~hB>ldR+mE3rMV@w=I)XBa zUuq0pF(3k&>7!#is=a>5(2_0eOvNn1W<$dTlEkN2)@ z14O8dr4(iMNGvYCGQ+U4*?=F$)=_IJx(FS+2oGSRvod%E#x|J_)_+(989I?}CMGpt;CRi3S^h!`?m&8xmMk{ECE^Cb=VwgZ~XlBs|7D_T!L z|5--%L*iy~#MFZO_aZ~)Q&&C*bxuF}YR}cV-R5%T)6}Q8&Ls#Tcc50Y+VMPrRAZBr z_596lwbJ#goIyXebd|Aq-IWT0s)=n(?I=^th=LM!V1s(XmS*m_*GG(-wf=2}9N6Xi zoS@GEdXD|O%hJe7v-SieM|VR@hFBJaF?Dwifz?^$ZbAUdg%Jb@FvxTzDyKp5NiSZI zd&sU6<#&G&nwdjzVoOJfX#u`3zF$0gX&AiQCTvR=MR&Vp z<&6HO`RgK1Hwn(1%Du0gh~~2O-R0s$f_O^xvoulTBea6pHA34ft>DEUzRhW# zf#?5B(mfRcTTBHC`pRnLzLb3}Z$Bx2^j;2q-~D^>&}8@d5bgPzv@-!BFm~wkAD=7< z+{A}V=|4}0!sKo~eCfXGCc25UF!14k_DeXgTu`LU(y?u&WRdVo^>|=o|ENJcaaKQA z0=AH<^6lbgf-2w~Xi6gc++-aB9!yA;Ph9SL);$HU(YX}e`wmicR7Y?47%ct9fnxGF zR}0XRq$Km;aZiW(lmj;O1>G+$23(i7cuyb%*}=!-Ccvs-l(^ZsSYbJ(n>)za4=qGe!Y`&95DR4@pw_`tRd&c5cwqS{+Cp)?V>_0 zx8vi&Z7HDk4sEC9jna~jFidEYd)nGcDFHs%ygB8%+#1IQBKwQZYPe#J``{3UfGLT6 zRQ+1CW4?o<{Bp7T)um(V{=M&TXvg_=>?c#K2V$xgE@_;$jDV39YeBQ11q;FK-}Tb~ z7!aJK;=FakJXNn6gi*9iNgPP{R_bSt-4q34$ISUC;jg*S7qp_dvbq!MNQbyDRF24*4n!^Wz z9ys87!UR81V+}LttWZxg(LQk_n=<<7LvB%tYpEcQiI=3GaTR$!xw?sllOhtlRt;+FZ}$1R6|epP3TYNVw8t^k@daKKZkIZ zNc^kv^+sIqVt&6*)qK9Vl;Z$zqd`22K(J)rzE*EpZArNC_n7*TGd!5b>aB;1<&U=?L5&Zf*%7ks?+URtPf(}hUw)#w)7wCx|Y}&Uw>J_ z5}OjaoHy3A1NqI>*uSTxsa9F(jvV&bbAqb6^$WZSeKO?a+N_M%6)*LsOe~T+R?J#~ zPW^C)v)?CeE&#kDJ&hPgXOJ2avi@~3{_!Ww?=7mY?=XC<9+v5>T#&V^+ zq`u0`Sqzg?J{Q(-EN^cq!Ux%x<9}IwZlMjBza*|*xYQJL3J;ekIr*aIp2%!ksEy)O zyWFniM!O-OwC$JpdA>)$z)e{I1|Si&{DJFIgTkkbi;A`r^a}IEQ9+p7u%X=bvENF- zFx{uUD&F1-6=g*2in+!^2Ejka)lIBgLs>D3^VTpkdwzGFFzOWdAprnZ1}@M`F@M*1Mqnr_>9NgCoKTnRC}e; zj6-6pNoGqKYq}WbU$wQCvt-cdd7Tn1GM=QN`cf4jmAZH6VmK~_c7VQ>16OxBt-C^} z&O}EC69ymqmU{btbwePZ1m9I4NX+Qd16O$^uYYr~gcIjb_XkM3gn6%Ul{}7V2GqPT zt+I4fZ z?>tk3xy8to!DNTDQ9!ANz3&^1dSY0I1zRnSs^^$8utgGOHCza^*NOdZYasR=XM;Nl zsPK*WYt&TQn>W4?pk&*y3$SpC5skFn;^j&$syF}2ZpW40qRqtp%5>!2^X(HXSXN6;3 zBO80?82+a9qHRKFgB5C|>KQb{L-^{@bTh{kp#7_P^=|XyJY9i~mwD6g3RaRCIzwO= z*YEL2vU~5O!r<|J(~s0I*{*!IS+3T37Pd|cODvW3tB-(`GSOZ5ek^=Z)AFHlexN&i zZC3~(2R2XZNM`tghn&S1#ut~H?2&5v28H7{!;%*0dXn?L6Ht3&0ia1DS@)wyw`(G3&YR1lT z-_|63RDDtgXt0_$Jbwe9#~29>#t;GUBMNLt6SkYBGnqbjtT8j1n>OU24$J`W%|}$y z1WpzzldR)#P4|m=i7#OUSeC&zZa4I2JMD987=edQq{=0V6}%D3<=@C+Pbv-|uicy2 zQSUW?@*HDRUQcx0XvixD8@og|>J5~urq;@w=H#@D1E2|yZ<8$>UvvBRD2M2axn?zd z7z_bF)A^`h4l=3Za7FJQ)~W(W*b8$%H-2ZCP}a1a5W2O^1>MF|AL(>a`fn{{iXDe8 zt?g~c>@r`M&qbMhji_+nK}V0l35H|r<%_wi+P>m-$8AoORzT_S|R|3u_9eEiT22T zG`TO*b#KPSxrK|`IKK+8ypeun`lugteTdU0(>~n!Az0Wyst9rfjNs%nZ%*=*B+lKp zP1pLibNJlk2L`FfaD{o{cEcU|y@?xOG*V*ysPJHT&=ebBJ|&$rcv_DA+i|J~4-B6e zE$-v~I5G|8@u9^nGw7-xu9~n{j&4X}X*Q2meuuh_%&E#vRs5#A8piQe zA&G8`z+F*+Icx$w^qvTH>_cIW`#$&M7}b)03tYP#UOsdQ_pJm+qnJ1^r-zK4^L6%? z_!K3RSH&}Ivbcx@@~T=9*ELEu&iTL1XG(J4 z*syd51vZvhoOVTQe+oW2q37wpuHJ>`cw84cEcjwjV=GI4y?#v6eRNSd&%M7D{3K>w z3{iGDYeA15DHX!PQY(pTCI^;!O- zIJ#+l-`i|(ueMeX?2Raj2MG2r&zW)lk&t5Qdoorb70W9?gC)}*@YKLxX(&K2Bf{j=8@ z%>XrRhy0R+!6ITi2e5Xrz4kfpXK=Y79-?sWk-nGcIU=+JS(VLC-B@2|sBYF>#PYQP zp2i;2m& zB6a%;%;=|zyOdb`dQVFND^fY*H)Fz`nv(YOh%hI(gCvb2+3T*yXoSl^{UJI*pFr_$ zUuEI7Ok%fO1~b6r^Kh)U3LUx!eh$Xk_uU*^xlllA`CQ1YY&XXJA4@e|I2s$rFt37A z_+!f8i~*?}j$I73b315a7#~(HVUi}AveKBn6>`=$zliNH6KOoM-=(c^NZ^yt*#it$ zT3H9)TU1+g)*pBPJ91g+oT9=EJn_p#XR#Nf}VDma?aTN#zSVB*2 zE3m3iH5hiR{Avlh1n;)2rNqG5XJYS*V1FqZ`wQ^F^oJK=&^NaX$9b^(dCijMP%(93 zu&-3~MI~0`hoJ20HTxV`NaTJ_BkwD=*%qG-W!6%p;=N$>8!7z~oa8%?DGN~Kmu}C% z|8fynRtMY3wezd%hmc7v<08q9?VNmli?Q79=U{rs-bQ@nJyYUQnaJY~wjJX8NO!m2 z%iJe$LF4riM0~irssLjz{h&1XfQ1MElc z_*Rt$&=6qoHu$}0uXaa7kEUh5+~<_()A7zI#_C4?Y=re_p>eHbr|ooucU zAbhkpQlSNpv_{S9XLRGKFUC=L_OMrEOGqAZY)r;!XL|l(sZGdRLpwCQOeGxC*LagN zl>7NSBNc3&5}Uv`XKpQ+u81`P@{qa{2H3;3Z$Ly|pcYk{xRA z4;K_^TjwS(0oYtQgg5AZREKNo-`qz{if;oWaZwYe`q-`Mc|R5V>Qj3xuU&M|^ZkSJ z7+yKTY_41!WX1&k{H~N7LMeBr?>15j)*yfT4drs+tDL=A(wA&t#Og8Apmu+;AcIKV zh~fR4#;hpuF<*CBVJwM59Z+nj6K!L8<1c$-evv*HI?;F<8)%dSn^`D zdCZAEKA-y3RS)aja;I%~weWdtrv}5ilPFJ(!AOo((Hb$Q{{71RaqH%H%eDKhy^4>x zx!DkqGUyHzEc?25KHPeh(!Acwg1zMKDmlOwh#mSC@29{xkFeW(oDZeZUvBxCz=#_nh8ga_Wu)aIMK z91%8%bh7T!>tR&l5;+id91Y#rVO&tFCNN3s^KlC7wr5z^vfyTkNtdV zus_r*E$F=1Mn2Rlm!652!y&P=^KHcHCuQNO%zETQkU6$q?ZOe5j?$C694lm~oqLVN z`j}D`4>lUmzv?`HRLKcWcK8+ze1=o>%DBi!|82kePH)5Br$Q%E-gULQbfEg8qV)(x z)@L6wcy&}g0zIiev5(0{fMqT*1}4f&VO`k$X{imNPn`K<4}13(oV^Bg5vZB&*8TBy z6D7&-6V~sl;?iTvZ91Ij;m@4k&HKK!f_4cy-ueJiouxh^6L|T<&!II%#(~e!Nzrf{ z2L`suhg0dm`Z?f%z6fB5<@4|B#**Rv57_HTYPXIvvxEB|Shu=akvHr#&jS5tvHAX< z&}&xWyz4K86sffD+U#X+dwzJ^j2zXga9vJo8B`oiKk)*3nBw-dfqb#|xO zps#JFD2lqgno<95Qtx+}B9=Ul^}Q>Y6T@FK*m<7v^UVp5&PEueA~+;UfGP<|QB?y1 zhCZQn7N1C+a*P27UJ=tM;9aXUp@fJfKL;*^)!Xd8jkB(~k@kB$_TYey!~EnojEJMk zI^H1TV{z|nl)R;GfwV7c8Wy;dsE_RGsWCh&WagotTis~^^DOwa-ayEhDX!pY{)KI0o&3CtYh~ls6relfS>=@$4RPA-Co-Q6KhI^iET3GLTQA$@;^u`y zAh$MTC@4NzNiFFHTpL{d!mcFKmG&X?y<1Cp?pD@$BlHfQ>RESk#g{w4_=|pDp}e+WiZ=CoQwz8#YhSq_(d$< zp4jaEib)_|?x7^;$N|6T_XM$y*nrK6gZLRu!GcRI-7`b)=MJCLp2tJZ_oY&Qe&h0= zTPog$%l7~#WZ$lG`Tv{(?|SEM$YHrIk9xIgcd`4E0tE*Qrxw3ynVERjCoWWuO>(mc zrAO^!vSux15qx>tG~PrHj$Acksk4z)y0_A=ui|{DfAyY%as>=&K?=KE)9oyNhzb6Z zVI5;5%(@}yn*szqde2guwV^FEiQe~tpo6V6N`s!?2+D=%mF1fp|Cpcsoca_tA-FxS z2tZ}>)7%U~Jd|tjem`HKP7yCgoV}TjacEk8{;V@S{N3;_OAWCmFS~ISqRl_g(}(6y z243u8?hU5ZvacG$UaF{V%?WN$$8HVXH)3|3Tw^VQ<8xG5l(uoUsIO1j-}+vhX`1nN zrjp~hW=df*E?rt-IS~=r`?ic2>Lwi|N?MVcPE*1-&kT6pB)ZEJE24;ITkHTJV~@Y| z)$Ck*u8f_;;vhg}#!)SqppU-%QW7q!;5q=O*Yi5s?HhtN&ojc_i{p;{73mC%!4#+-QK9jB&AO_t>ob7e zqf+n=QZTOgxvce-Vk3})gkLbaE^W%b&c>)&+H$DFg}hHp8S&G%+l{xM`0ty|?!c29 z!h9LIsrEN|kEVz+3!Pd~L7?Q%*K!_IUyQ%f8u8?MH~0LT==1G=A4xjoh(%()uie{w z+e7jWZJk&Et|xnhmy+WJop55p>Ndk3fjCBh7m8r>bYX7gUl-|6vKI-C4#amr*Cdky znd#XP4U#2Qie2)j>5OEi=Y)v_vo;yH^9RLej5YcrEH)pKxZ5j7r!kDlM){T{QWd?9 zal|iKKlm?hPELFZ2;@0zLTA>!T?UhhJ8WNv&DYtgU8Ub|RK!Sa=@P9_ zdafg!Xblpb>`yxG5v6w)#5(T-Jl_#RXEy^Kg`DSAAFTNvznFE z%6-vxUcGWf?Z<`CddWQ9?4a^ZD&M4F?qEE(mWabQx6mNo)h?InXBo-%o*>FWh_yKj zM1~tG$da+B{%OS@=GNf`2AgYgI$A;fW?765{5eKT%TJXM(|@-yvE*x0F}YYj^8R`1 zdt?EijUorrK|J(9cJE0aEX~|5l~-CE>qqZ83k@uaI+pxl_XjaPLu_?kVVR9Z8_2em zbvM;60P1I$F)raX|0Y7iSNuHT3OADaRaE=ELmC#0Teb6`|f=uj#nL`Yl)%H~BGZsJczT3Y_;coNnRn#^>m#g=!Y^qpn!Zn=l*6x$X zrUtI+Xb8N>h}*rsc5ec782pqslkO7p21Bq>l+$d#H*#nXz2NHbo8!!$yINJE1EbS_ zpfEflUFHDbnA!(b7NSyIocgG{uhk5S$bMZQJ#r&jyh`I(Mr|Km5vloTc-<4D$=C{L zzp0M_%E1o{3(kzM^A81~vo~r6(T}%Yv5fh~{>54mH_=8z&jZ1ZLpU>jNC-y+cBv2-*n}(+ z_Lv%m>QQ%)K~Sp)0f*^((-G1M4z#TAl3ya+R)?XvQk3j`+h+o1+h!&$SA={%NkKvkFggu%ox*&Q`}-*BcK?m_ob?x_^cazS^SX`Z`dCTKxifFC%ze89_1xY` z`W=HKUtMB8c0EFYmzvoRW>TN3fs3bu4NYpe`Ud`__N^YZmm+lc`s7p> z!}xw7;t4Z!4xhzzVui*LWJB-wGjDBoH(C5^ZF+sPX(R%qNY<92&{wNg&U0|vPp;E_ z_o2WG8wRRcgrPO=mr)q{gVzy`hNxPTpssL284#G|_?G_3#>Rkg2F>B4Z$X#u=?hrah5r1Y#*)-5*}+g6O$Zx^)I`$({l8sD02+?N1P3&M6GA zr0cZHvD5*?{l6G6e@Nvo*%_ZeK`opMBr zaapxT+p8c*?B2`uUZcu*!mEvJM`DSdS|lT0H|Ehn#{%t>)7seV3r#s`6lic7h4C5~ z<1f#XZbbD$i!En4l|cK^!m~L*ZsO0I1I{03?!9aUHheYMNsr!m!?@HmvcnJta!z5H z$WsxGSU)5Vs%)Gbx$dbNK0*mBCMrbxYB|VQ{NtT?>8MqxWs**$K4fFJvmOw#DWiIx zf$e|go6J*3zHyG0QJzY+dYV^1McveyV6QJBjq2VnPk15%o% zA@JFTQue7Y)486%y}C3@`&(fePGDVl{hS)Nr&>B)-RST`J>XE6&uVjp>lO!zPCmk@=~%wU2}W)FB|Kf}(5ZC}bL!6_2p2rppOIx^p{AetpoZD5H^p$*Af{ z1~ekIfDYTE9NX0U55&;eV;V(|i1E7pc_KXfySH4vOOKe5qx^3hhwI1_nZ>xUKVT_q zs%Ju>;uIH$7(?VU$+!3N02F_7@i{74-sC$*#!b)W;Sot~I_ZqXRYMnYPhorAuz7r@UdbJ#ejL~;c5Emsj zx?N+MZF3_6^K(ObPPmJClK)_@n^3(KhNQ_>#5j(Cfu_&meSw`AJi#yPV%<04RYt4b zLNSe9jPuG}R{gEw6BfGRc+gQFBg=)?NbEI0{!x7h)!d>ittRDmqupbl)5`6hXQ~a3e~pxF2bn zj4n7;`b6fU8+g>=L}H2JyfX8S6}Cc)u=Y|(Yw?$%v@#MrrRdlmBlwzw?_S0r?<0n6 zOse)Z3{CvNEpjGz1aKUFU()xgz^OO04pkoV+TbHMRLadI?SI|{3N-zFPCSs`SUYeb z2q~bg%O}9vamL@~XZ>Z9(XP{N;4I7>qyLpNcN3D}eN(}QrAIq>r5{b|s`RwlYeU0# zpSN!&e9Q09O?$WU-ofsSj^NpksvkGN(Sz^ciisaF1hPXue4+3#+zK)<(kfgSQUbgs3gc$pFI*O9A3fnj@1HgS#*dt&;A*J-M4 z;pf+N3pl|y`6p?yg)kPcEl9ie+w9MG1-F;j*ypq_6L_$^loxcy=XOjj0byb6V_nsQVr4ZXBwEzdh9Y zDO&p*l`MfRgNN#-Zd!HGwr)r_v}vX!Khpow@j zn-`NdzrHc2akO3(aW#WZPdm`p;fE-#idGG|t&R6jV3mcS7r7Py!!oShSjyQl@6G%S zPJ4x7r~mDZ&n_sUc3QhYqmsSk@DE!hgu0wK513hFqNd`su|yBubcvbU5@dcPw})BE z$dtJI=Gz2sAG!=FHlPOZd=T07jc^ri*p_Y>RFCA=(tzZ2m74+y?r@ULHigO&Yronc zin)w&B37^`;|O4O`xjUzk7$3!u$aopg+9KRR1Fl+eaK=^P-50e#I(Q-QtOggU(;M( zs)Z#f(|4Dc1EcE@hGpF(9N~oHH%%Wl*PAMCWC}>WU7LeXG$WXe2V1?cth=g&D0Rk0 z<#}F_+Bqc7$zuM(4?Bot$Xr@125HCJ$v{Q!*KF>HJfR28K2WV&R$x9jR673xkX5hM zu`HKjpUhj>S1hFS(~{PG#E~nm9P7m4R4I#b#>3Frw^%h(nDce0Mm0=6c@&!EMx91+ ztMzNz^E(L)n`ST0ZfMKPh++_E-MZaEr)vj9w5pgR=JCU;Xxv?n^1}RlzKv(tyli>U z_Fk}GQrA_XMk9=TE1MI1dd!+Ca=c0Zsho19HL7=tKyHAx^$Sn zgnbgV+LUjs*cFpEIM_yVhW*Fk$k_(fno+-NjwKFxaheaLzmY&r^YR?`iYbu)QmLY> zIOVUji+WBy)^NFTnf5bms`@#|m83qKfkk@YM|4fHTOn+VO>-TBZ`*^otpz4fq64a3 zj-x?%W9ox?C`7=YMHQaPwdw6N*V<&wt+~kii!XQ?9;bhYhm-_tjqSyhq^s^>Y?14N zRT?%37#%hYiwwH}p9R*0D#ZHj5&T*OM~9)}OnYcMxr%H5>+XhU>PB%$RPa+d>~$g$ z?=hbWeVV)on$G?fXM?aY_Yg{bH_K!}tvNCaVMRuvGu3^|w+v*ao)#oWXe?$BBI-GZ zISFO;b0N>Pe$5GYobx=+(yQN74!2-Fr&?=FIK*#0)0`5oOn)tEgmblypA1&Xd!WWilyv;<_-;Xx>SZA=L0VP8fw(q$p`&)?Dj; zE9VFNll&`xM0Q0%_|Gjz4&^VNbpxa=iqEJ#i~9Q$#@5&73uSqZyOu9+ct2up+7NRDji*CiovJQGt4%EeJ?km>uO#~}^l zBrEk)NCFfGlw4fAie(gn zEYE&dBU{wZ(}pu4FjE%q^XD`o{;*DYfY{#nuf3&!B^Z%;Me=>Sxkw)MzmF5oFzlsSJb3iw3huA zRs;Ur7Tmal89yME7Jn4~@olIQpy}8PSM)ZXqOaGb9if_T0Q6En%g1RgrSL+Y0sVf) z_dB0F6f-e5^DzzM?;1AQ9m!->C9QnuM}RYW(UHw34Fsh6_zD=rD?8qutv8ZoY0wV0*B%p(>aZjH`p#jQW=Pys*)yFpKTJqQ4-`g#BqIjd#~xH7|Hm~YKn~5tEB%@s$l$$F~+U9=|OId$szz1{a5=fMpH__=SQzdD`A;$ zW0H<>T65taf+bj?yeqnUrQ#el}Ei2nIuH|zR z^i5U{DGtKxVDcy<7ESfSAR<$g$f06TN~zmSBN3_@Fp8^E@Up=cpAru&?R5|TTCi@POCP_Y<%4lZfZng2{0^NDvfZ} zu8EibVBUYT?J-)fO6$b8|0j~@*!0W2=3@={ee-@|!gWIan8u+;?1*WXTZh<8o_Lfm zZa^*0)7C9{=Z=rUoT)nFp04S%|5g@@q&G4r56;d2;2U|r$c(`Fl5-XcD z=VDUv+#h&#IykhB^oiy%A_Q9tEi>Yad1VjqyIFdMWc4v7LCxROP8UB<4#7Ma27?CC zVi_8rFpd17){f~^c{PsnQf{cZ*LSLC6IAId=k=GK=^x|dNXaTuOi-2Z7!itMhDL0@ z3pEU}(y_G3e?j5$6iml8*w#0$%Dhg;tsUg@SaWJ2v?EFQ5lV%hne0+vJMaAAKkvgp zujOiFqcWS-V8y~+qVh=GA1u`^gdPf3Ii&v9u!6+M17{%YdqDWHNq{siT#y!imBM1p zn+qB2g^zJ@qaa|}L^VXFS6eCmNnwPh(c3$!aUuUX9s>i5U7P?AWkhj8+n*4SQ+saB z%-o+ZAyE>00%xULna^XW_dQWNC!8y(ladRvjp0yM1cuBendDyLsMnQ$m+c0JlHU8% zP#lM-$osj*VH{O%w1Zh~?3@uz=3ZE9o{BH(b+v9kP8d(n$p;#cy9X^;zy3q%M5|yV z#6=mpfBe)An?%JoKN77yP;1n>9kO_Io2Mk6qJKr0?_dFHxrb& z==-GJdUT5>-fuH~FTw0#We^a>IBS*xW>xA&WumpQp0ixv+T|16t|bG0{ccY)n~rrHE~A$R{VilW|i@ z<{kO>;2`okalIp_voQS~hXm=NKGg$b$~*BQ(=;l!5}88Ad}>Zo{P>Q9)xJ_K^TmFO z3C1IP+5WwVsHqZ+ZeQw14~CVM9)_mby>P+B(E1l@?8Vz~ZTgFeBnil$2=fFu`$zf= zeQRtD-X>(za6-0S6N5Z$+?AIvdVvG&0;WG z$m`RB{1!o15u~PM_l8xH8)4Kv+!im9JDEDKziya+^P12I@1Xg{c(x)#G`vY?61W?md7EH2&h7kM*$7`dmmW67a=*4g#^poAn4B zj~KU(#;!17o?sP<`%tK2D{o^^Fg$~Lz>9yyge6XkIK#?h#~`Gjhg5~N-@$|or8y{t zgR;7A@7HSw-Jq_ehp^r=I)C60>_&lL^z=aWQuOw?*2<$O5!N!_xGhU;sA>la!gI#Sdo^7H*Ia8oFWTXm4k2e8Vr)SvmCPJX%HA4^(K=_ZW&*jf8FccXHX$dfJa4@hq&<*T!8_Zwa-O?NkOkN(0 z77Ppw4h#w$4-6XQfkMCp!14d zY9$t|4(iw+KJDyD#P_oY3>6Lx2-XP+P6h^n3J!@1{y6|f4B885@PF;!%|Huq2uLVs z7+5%XgfF0gMiejza7ai9C`f4Ne_jUM2ecjx3KbfSltmZ@{kst?nF9uEK>Tkwa*^6z zOy!v?3N~ZMU+@T6*f_X&lvLE;XlU6vIJp4aJfdRa5|UEVGAgQS>Kd9_+9sxE<`zFJ ze>yq4xVpJ}cm@UqhlGZOMk5KvH% zP_X~#0*7$>M>r}JG${)Vn(%j6BL{Rc)&MvRk@(-Wz3}90%2$}ijxz{Y6ztoS*Z)ZS zSK0rauwVaQ%Kj_tf9qNU69t3#*B~JvAfX{4A)#TQK?VZ{^N+zH!2N3o|1rdW4e1|4 z{;z$4l7NG9KtVylg6=3^;J={!KilVD&}oVIxeA5|2@X1$AW^{t!QSGp##1UhDO15L zFza`{#<;7*9JX4HpdB2--u_;7f!|ee)2ApAX1bl~-u73!(51=H56|U%(Ui)J5!5c? zo2^I3vsL^#mn)s~^vsNC(rHD{VwsX_(Kd9wx!B3WZg>WrflhlZT?-OJ%rpOcriNUv$J*s;*J^oefQH+MJi6AW%L?*#9A z1LQiwGuuPZd%Ckur}^%Xr*7ZIb<$Xa&k`IDs=nn_pw0|sn~%bnTF{0LLCqxwC+}O~ zL4&u^wX9B8dq<>lhm$QvsgfhYQb5pXxe=&y{9>#uKT18ckBECgyLWbV-opt@*l4x0 zeH$xx`>RH8qGH)PJO>1l8$pu~-C<1_PjPDLiQFPF8y$+nG{WyK-dJ+2ewpu@CSbc9 z56j84@dush&gbYyvcF+No!26l!$uRETIgzUk9^5yi<;+mRkMYAf!giYdKX+R$3a&18yf3Vn6qoV94%lO`}yjwgDyPI*89f99&HE@%tw6{ zR3VdEx|n=1$;VhPgD*l&;}JOiMXwnJSix=tFYtd(QLx?m4tE|Cal0ptnBv8a}1os#ERcyOwTa zopxi=5M2^D_(lnqlfOlYI$-os^u}JPMqo#y(LHoSKe9?cT2f_Ipf-A?rW;b|E2#d* zI5MM>$rHQ4?|Jeeto=OtI(OYJhhJ?}mT#nN2qS)BZXQOvqn)xm_e$V`DR;J^gG7gX ziv68$!=EE*E@v_6f6}IA@jvwVtPP==R+N^_9ZqbkWLO%i1@1BZXE9p5<)_6N1Q#H1JrKmOv@m30$tO;$fzKH6JEXx|*)E;2xoCnv|k7xn53=2`0@B zt}jXA)46Ran|Y=y6-@Wa2yst&)Z)H!q< z=3aEVbV03LwKRJtLWUfLm?_4`H?i3Ek;8_*W9NBkI_^#y&if2FR{0mN*}T~yZYlYD zIwe{Go!oL}p;q!8Kz76(xof&!jZkFAOw(L_$atoy@VC|-POw;y9bKP1VN30hMNsD>&FW_ga+2MP3c#_(W z196(lTtep+Vhp@2sOoQ_Q5SNsNCC;t)eWW)w#)uI$tWkidTzd>N=4_!S(a-Ss@|Zz z0gvJZ)=wSou#3b2XJ7Q0)6*nTbmo40CJnWjv-2A<`qar^>as!GJSz80NDf-W^sPf=fxP=4l29z@@WfI;6X z>`$^17OypgVoW?ywMc${o#d5-yS0SMVNj#; zKsQ}kJX@7lYruVPv8YI-SAJ&1g?XZ|^%{G}CtCuNYRN}`9EEWj;+;Mq zMCd~d$9lq?%Q5sFrE1BZ!gI|6Jo29Ul*{0TK#z-tJtHpAhq1mt1Kv*fc;b!wcK$ZN zaxQM=nd&a5u_eZcNh6xzchDVx`2S;OPMDZqRA(vR^#7JqaKG2eu+MPy($GR(2bfTq zC;2YP{z5wHvio+cC3BSEmwkbG9LJ=_L06;@q2-}3TmGNd>Du(9lA}3dzR8;;;J#-- z?LhvyYXdCx~!ywel2c=>bpEO`XN+Bhv_v*ol7LHa00j zXoDLanYz&7xK^B_dIRb*BbiKVLp&^UlvqxweUh6v{u6_@%GQR_P%bFAD)xIMk(T7A z#@y>&j&kFfcK#Aw%V4@XUWY^dbz{(?)mvum@ls17bV z{!(vbQ7`czfJP%ZZP@8^Vaef)jb7XkmsMbfTGF~{Ey`QrFlg~WxnD1z6?W3j$gZRG zUUj`6%28`-VwJ95m6F{>l0(EOEc-z3`_~EXDyC#wzA~#{G+FP>pQj(Ff)cQQ7fr3z zQ4#T05?w6hlCahVHjkUNdsxqfs%wiBmY{^iE0SrHxoa=JVD-ms6E0>%M`)sOX!i2o z6p-Dyy~lj-Jgv%wTp8yZ0b^w1L(N~b7ApsR5*Ic1c zQ<`P|3xhsg*&d30cGv@(l^FBLDanBein{UZ_$PSm7~~VYpwUY?)oe-Q>oFiso;008 z%8|pMxW!<+_%M0RfO3p9cgUNpx&Bes%}FRZUrycMPd{oMHMmsvKKpO_kxZi@?`8yhHqTioI>ht$$+1PfQYFuyC?oZ?$R(49ur0r!ZF_aIrs zNm6~QKvKtvygYqxGsxa=g5S2TturUn$G~dhD?iwBs?i1e8I=#ac6!HDTI8>=f@h& z`y~TKckRu{`0gqX(~D?DOY#`cbs(oNF&bvF>um!x>H4-7&rou(xN@ z`~hnIhNuk3?*h~XYUcl1UkzYKGli4*Z{uIBcMEc|7=THbRs4;@$6}uW02K+}0we>j zzV|}Bpdvr>+Izp~iq#(e^ZbPx@UgDut)~Jw&tJWy%C}Rqb-;>ZI|fjdvvf31px7W& zf-9ncJKx^CZ1wG=RqIfN)Kmm{Oz0wkZ+V%we1844_+rF`p5xhsSi&Xc7h#1DQC@fk zSpot)nZm01+UmE;rv&%Kp`QZen$CaV%3m<<0Oc~~0&jmL&!e;jFW!GPGWdE-S@*b7 zWqWn@mSr}Ls&ZcXW@(Yu0U9)4;|vPPVLU(SX$GoDrwaUSbd6v2>5x$HZBR(2C8x1c z#87;ll5rT){)?Dvu5h; z-Av}xeR6$U!S^?2QGRLvi$neo91h^2ZcJhRKnoD?-e2l)z`ZHDQi%R8tkq&E;&6xK zXe>{3ztL~7y%Dk*JGgwD=-{`-?*CS-Vbt@YP03m4dRgYJl~(?EWn@Wq5~<*=W@8{3 zgHiLSgntO#Op?`Ae@O7DJeS>$7LHB!bjpWSQhqvqS@O%VD! zKpgp@#~s&QH^D(YUKE4YU`9$`riD0ME^8;bb3fWvxYU4Xowl zwF}qm!1;(k9B0WUDKZ>drmZiFLbPLIjK80Q7aiVgD5S<{RnKD~>}s`=lvyh|tiWx% zqq4AO^*-zb>L93S^s|Bd)upV688LFDt0!uurO7f7R($Naqa9{VKYUfS?#MoOWPBzK zC+kcsqy1}r;5C;XyOcR5z9MLqoq)$RcyRBfVN*0}^}1Qw0q8m5qAi_|hVS*|dGTQd|LPDT9~&$h zZ-j;ly$m6_0}jTwFR?}#{TZwnsuX}TnwaiTVK@cyQPXt@t#4+B20Q~S-h370{?uyB zC~b>L(2eL0^o$`TzK2e(pDUu*BVvQrzWw&R}=G-=fJ1|tFa{htBmQ2{etu(S&2r@C)$Gsaie+^X`sQ>FN4c7Ew6Yv|K@Uqvq- zPPLW19>Bc9GJP=C)a`NoeT1+?Ymnlf>>@2>scyHWAWYzQX^Occ-?zc93q(UP{Eg46 z&NY`O*oRR4FyMT12_=iyn!23M(~={&=WSd0R%L4hFqXNFbW&YiqGdjLPymq<->w2L z?*>#$I6y$-uXZq%I<}3$#7CII8e@N*D`-U`>>p^~2 z{BV2{H+Oycn_G`~;wu_Rt`+{}xGLXB9{$2Wp=U0@aFUQ@n>Pu@0=WQA*Hf0Pmt?U{ zpQ&EGQKkLF&}!=$@YBQw z(f$U(cX+%ZdsffOb6cI_6b0uTBu=%wM%lRGI^S9QJ+dh5yw&BXK7lR7-<-o0NF(}@ z2(I=j8+^cF5bAcz(XiVmIr23|W5t$tzzfbz=RyWg--4;X%Kkj9q`tB~c{K$3=uvDO zKZtaw!$JqNK^7UqnYx1_+xWTIY8g5Pv~Hy{2T!FXXq7MQ*c?G(9i=rJP{Q{cXL`7r z{W)Wt?x3%*M)uJtlBX75It7L9OqbJ7?(OIRpXVObA_SZw=9}bKT*@}t7x3$fbxy4# z!XVA>#ViBb@Kr3jJp7pomR&ww!fX?rs)qj_5ln086F^cqPndCC1c^N3+(Di&{JkK%g4dcO zL)lW+r}tPI8jK2Hn{Ti{Wtm%nMER};_szzRrlE=6?GizzS{v?Zi=L)9UW(4n;JKh(9p^G_-0I;26fqskOqUOELFw2#@3gC*^@vLII!NKc;0Hj9U_Cj*pH= zT!Z?(@m1(6l{pQoea=nl1+B?(lEPh8P73LRchS?mXW&G6QUVkc(FT#!Q4>9vqb?c~5)^9(s_ zdNQ+$HmBe-| z0^$g<9RSH+qU595npL3?UG4Ok+d0Q8MQ#dpITyyeA?m0djV;bkb!M&D-;T}{5+OA? zvK|=8tE5TR6zC&y_EzI#jze4T=EtqQ_=KF#>uk!4Cm)CJ=zSh*Hu?FG;8CB8h1W$J zx|9v1@3fIft4-nl$JcvZ0)9qk@3U3=2!$vzo?Q2g*aQAZD0Umi|#asE9-LWy00?=b7O%2Qe0 z(Y!FFRpDJZ-HC6g!ItnF3yP01Oxc_lympo8CIPj`)Ik%t_Fh5SDXrKm=6>Py(LZB| zs`Yb%);f^;C{f$rZ1KC>Iggup7-p=|W0IBK(U*HKTJz)`>bMyI+P~mrv&>C2*%x7h zJxnk@P{7ICprwk~5YjY=(CDU+f(IL`>cE-VWJMOHRe^jl-!{;$kY8cen(haaJ&hx~ z2-s=(QJ<cBjVw1OGCvcG9rjhC6q+4t>CfZ z4G@|rai_HvIf>9*lzv5dbIS3S(jcP?Yu+d7r^8Ywly-z#ANVzA>}~}rSQ-Lke&?pA zXn!{aqw!XO-Q;bhQCWHMEMr$FI3A;jVd#*d+O>;pypPIh*h{$?rlKt)<(-!bqPYGf zSHnSk0|F^2>Bb-U`e;{_$xrCiqBdZEMD}NFk9)iP=Hd6!*AQzE74)y=8v4^*4Z^qv ztB(q!_2;q~=fb7tRx}~YdE zOOh1iIJj`H9^4gh&8K+Zh<0e8uf1d`m1*CuHncgDXT524kmq0U^nOgUl#-?^knP0Z z9POes|2*lU>Q#c(Atj!!7P@q_DA%67d&CGsl%l^=#O9#H*X#<{DO>Zb;y)DB>4Xu^ zOY-f=IZRMnv!#CkW@%_|g)k)+n z)c}J87f(%+~#H? zHU8GX4@i&>S0{)SvT$NY3v~=S<-bc6&GoR@REn)XWGRP_p3pAhf(FSSumr#MpZR|0 z`NJRY6wy=1XN#~1?<84H5>NCdQVW(XYre$qk;-d?4pdj@DbKTddFnEDC@5rKkCb&T? z7^_upf+l^HC4NJa4eP6eop`e&MXrTjwhHgIFoo6j?fHhHzqvbWMe_C2{LuztkqTl$ zj*tnffYy3TGuHe{y?Fs6mVQ~x9M4}V^JW>Z-BjLGd1xdh>~ZuvuCEF|Pu{gDz)1P@ z#`T16N|Rq;*{Q2g<|=u&YHga|$RzjHnaG0sHJi|~lrWI1crU(_Zd49s@ZP1QF4TuM zfx>Bk%UTJfY#^@jT0tkD#66svU|yKc znu5xaMyPn*r79!((6~=ai8nWlvKM{hE@&euJAYOec{LPxBH7svDpS4rI0 z6ik$irkL#3wc)dlp|lsRU`O5kgz+Ff(;(|)K|?EMCb%jC+>tEw2{(1NwV7sLq%VaS z7*BU%+(nUb{>9m+yYT$4O^*etCY>yY#b7;G#aBKYp z&|vm}OODV%kn+uKdI<7Kb#o-E7Nvz{hKY*YA-6rdJ2CjWD#V7h|DP1B4TXTr@Mh!Y zUL*8youvIUjJbN`-yJb2u5b*a6)=*-bm8SqbchQI?7bf+pi=Eeat7b=V8Q-4#Ke<) zwOpH@iF`CBKMP@8Wi@i0?XF#)xtvT-OdVUqgsF2ERJz)KXo(x2*eBB`aDAY72@(jE zoxdLT9wu*0aD04mEX-QWWe8g)VJfmIw>)g#%4B%l=pLk5PC1@GJt?x?{65ZeQHk-~ zmq5e~&V1ypEQPQmq`!YY@G#p+Jk}5JGi&7j7ZjTW`0{W}kZ>nm=+U7Fj$MuwpS5lG zDqdd}F%4$sPH2z&QRPAIbq$(ms|e@bMiWl<1^Ld(HBku7Y+QOb#Z2-PN9OY zKDaX}LO&u*lq0S7X;VbliLkJw^7GCz9u+_5d(#SwZCv`@rr+nh!3-cOXE1W1(u#Y+ zFZSA89_M<99Qf=Rvk|N0713e&Z2&h#l4-4jPjp!oY<@{B7Zj)Yn2mv^~3ucIZb zvSS!b<>MVP(!WaU+9n2R3a~6DWgPiEPu-Eq&F?AKcyLV(luC_u4CD7}vWF;1Z9t`| z(~aRw>mf#?id($%#C+Dj8!M@!Yc3-~_>cdt%4^h$6z`L5S6Yda?9*t_IB9r|NdBmv zY7DbI4p(IX4t6kYJ_CZbW+SagmMCi^-uyT)Wtx2kw01mtYNW2Nd#DuPUB@T;eTjn3 zbNGZ`4b^9QnMPBqDN`9IDTfy!@0HGmqbRN0eFmL z?>dle_Q_i{4vPO>+OxLfO_5}xz7oz^w~uSh_hyIRANksr9@1;rauVmM2jw?AO3JHxoqFT$Lcnf|L;e&dIMF| zt~*+>49v#7&(m2uNS?Mpj+CD59T4)VV_({RF9^$n%B||l0EwkJr@0;9@ZlY_Z@%!a z#YxZn?}|L?h`MvaAhww?pnQOVzvhn;AGj{bx?*4_Zh|luwKMk6D+z#aLtbI{+agsm zCpgsLri;y*ZOG0yCrP;|W0vEh1bDi*?_^`6~_yDs+9oJ~7I->mbcSxn zo+Ns>{C$w0WQ%?9(p?m=dAb-;y!g}}K~AbP$AVf|45qF^-73>UzXccifD!86Tn#YL zpKHv*Kjf;C0jHIwlw7uSiB$a@)*1Tm{*PQ0N5f4rqhRef4JNcdA1~VzFP);Ge>0DlHF)Er zZ03kgzYC%ZsIPeXG|Xk_>mZRfo{aDjak=Vd- z$nT^DMdlussRH9gQThw~f8WgefayA#t>}v%^J5=8pNJ^6ujKjVr>`_e4(E?4gjAWL z2WpOl@2{c3!^b?HF}>LqR{~6Oca|jvOOTTFJ?KclZj(w|hSpEhpD|@`&h*xUT->i& zxJPU&e!jwe(Tw04#bOSh&YFkN{>CcbLBkdbGSDJju<`GLM^<%i9%uV^yiTlRM>>vp z-KS)edR~k_r8`fRCgsn>(o^|V_fl;R@C=08=5^rV4Z-|D7vrZY+*~41fH$9`8NtQi z-BS1dp+R03&e@4eB^~Lg>Lqdm*u@@I^vQUslQfzgl)Vhf?<~H4Y^^N$DUWYjyIO5pNzYd5XgF)muz)PkPHqsHw>%EllcO%a%{(TeVD47 zW@ZOPkOj*zM=y5Fm}2rjwOYx}E}%*x17VdGqB^Q%y#>GyWX}6p8o2_Wsl#Jk6)j1Y zwQJ;EzN&S#4lPv-9`keji9S+~Oo;wmwnh1Y^X@e*iA^nOzp3JM`?fY#SvS`8xTiuM z+i;W<^a3O>Cz`<7Z!B1zo)7IEzBuxRZXbWm7ZHhVIgb)(>AHh_T8< zn$;Y74)V>nyYcV+5I=rL=ROF{Qa2hlE%oSNz9?;;+q?H83$7F6L7OpSm5yAa`~g9K48WIr+*cC^WWA)&#lY*szG810z*BERPum>;G$ z<+)j~4GokaRJ{c<%Dn$OC}%1t%Etqws>y0|l7jy0ZGU9FM5dYu8BP+y;OV$YHN-c_&*)UYDQGmTAX;(QPbH+J}X>hZg?!J0^UDJsgktGWiWfm-#_IJ_GV! z+Y!qs?^$1RXlg6n8o$1K2BaTRytAZjKv;g_rNklv>iZ)l8d!Scz&_T`b=A?5RyJUl zprhC%In#JjB*X0fbnU2z9sox=3+{wp-1bMdr_T5AhzlpelhTndOW?xLUe)|iHN%b* zu4|!tO;^K+gMVcBm?xT{rxA12$9EcgaT008?njy#w0sXowI8VvYKxw}`1(SXSCyaa z2Nedieksqwe)?_>Rr1|qjC)3utF}ho%4JSt;zjJTO=U-t%DX4v!#$M2>gAK9Jp)#RM>=v`H=PD@ zaPazD^;kVz*1{{&BQU)iMG(VJTr&Go?SbPtCm7#&$>MzP=xcfoIh~&qBMB#e^tuQK2c88 zf))Fr+L=PWO419@i~j=x_dmGW{|m+CiJ-fTaJ61TIoBlG6VsaQ{!T_tF(FiuV^36G5c>6oynJw2;twrz)sQxDK1=+ zLkB{$9~K#21#rnRw`K4rhnbMUvsBvV!ZH8*;B<}B0X2kP=S?t;di=K%qh?=x7{BkL z9~vvmmKPiGp)3llJ@C59q?c8aLU$e(Pp{WDLN5;)!k1xNs@n*jNOyDdfH_HW{vi))oM4O)0dEutqbQh zY+Lx=ZF|W>VRc;V9@^JLVq3W7_l|aTs5ODXTFu0uR&V81FIvvqIswjbYWU&}>g$=) zzcW#%RcvBcucmKEJD#*?2A4JQ8Ab28^oKwpzTd3M&lNXux?pa-Y>aCQOX1YYuF}B$ zw~xTR6}@@$*iq6qBi2Le-VYuHzUx3dW*1DaXb;1dy1)fpdHje}oxyYi3J zi-FwUBMg_AX^%w`kXd_6tbm`XynvT}V)4)}>$A63DRoCrfKDGmg_&o-G;3iFx-Dya z_H;|kyQvCJVmTW!!`;48TlMw}#7&*1FYaMR^tQAQjC!D{s?+8ltf4~5B%PLlFL0Vx z1jXT1GieB{UEOyf|0ZYcV&3JFrC3_2ado6S>fT`ugqQK~?VSFk(713#+d>%2dFYz_ z_XF)eSVip@J^i5pn)kYb{piNe0F6f8Pw8+t^*^6!%4M&<6z#lcz#qsKi7iKgO|iR` z+}ivl>mHpnTl-BM_n=%cSus)!PS&79X(42GYotT!LtfI0ZX$E%)wf z&Mt3}ir=i+CF)BFB$eVKufQm~bS`!k<)I$w(6s!Le;ayI{P#e6Y>6#|OZuNP6GLIh znQjf9l<$=7cfp3gdJ>Z>QU#ziv{m($f{pFV$eXywHm>!s&X2R!Peg~KXrVh{OJMG5 zuu`Vix9Zjidee}_Srf^pI;2RSe@O6Wfb;aafqePzCPfb)2kK$|Mo!2_n!4oU=F9QV z1C3;*`Bw(ok43&8bnh~H5z3PdHjWU5=J@vFxsbnRSjdBVr+qKhTp%ZE$XEDH=#j4; z3_5^GiT_u}a>={8u=N4rGgUt( z;GxS8)R64swX!c6gV&;VaaRqk=Dh_G-|t36w62!jL21kIUT||t2W6} zBgcNdeHh^}7UqDjX{QQ*y1Zn7*Fc3IJ!^BUyS}a&iY2yaF!Iv)V#l7jtuBSDiV5X~ zZm)+uh@Lko-Fa;bnjtjn1Fqm3I_2TJ5$KgRg)y2ce6pq_9-mUl=!_LNm6(Pe#I|nd zxFScFyHzfgWG%Pd3x46zVKcCDj3vOsyRGTCL8JOQ%$%W7AN5MI7$5qoa9-U&gu}`? zWvyX4RN+6W(KOLluaAGb-p zdz$ue+LL`2^~RgdNCums4NMi(s}P3|QuyyA6CJUT>%AXhL64X7Eu`3@8|h}zL&-#( zCy4GUd&y(%l#E7}@rtq9+|57!xUC#L|9<*0dZHFfx^dNl?L1iOH5ygC|I|B-{7TJ= zT?^^4Eq{Wn3aE*eapjX{Gvb*ne59DS%(Z5x3dQ&r3Nppdx&KpDiB%#z_k(kV@M88O z4d}KS)6XN=^vhS~3cnXY6<5xU7~Xk;G~&$N$q5t6Le@UwdHYqQ#3T)L-xDYX8pFiG zx(1Kx2W*@zp>5p;(piBp@4B>S7Q<~C@BfTcApp2EtS290yRlA-BVg&|Tku-~4PxY0 zg!yIJ<|ylqsf6Fw_5JjXCm33Zo zj=oj~St>N7o;9h76^$dFz%DDlKl&`tt#j}DzXv%~$y?&}UD8y{m+!&?cE$Dni7fpI z+)OodG8l2>@c!1UK8Pzvx%u!680=`SW})hBdk; zPB+z#icC6#6Tw42u1xal#>Pdss@{}}Gb?CvHu*gD-#SA70sn4o&z#_eKZ@?CeJoq@ z_=GeSV=$cV3Xd;Ua`;4D0^Q%oJ(et(wxjCe1Y3-|b8&?p z3xq8UaGoY8Uj0XWHfYFH%DHheH?{)kO|R6eNM+vQ_ghuNqj>PiBi}N?Tkl{9QTJ!S zOa0~!qmQmia6b{~uW5+kAnz!6N7gF&V8BlKrR|-AUh0W3Lc%@uCKwh56RM}4sYfvP z8UL!>i`2{{BV=rGqe^kicR=J~Azic=+uCe0emGzDdIk^(LtcuyqMV|Y_O@v2I`Rtc z+#%C#=>43e^p%u0smZAV&_cQYk^wRY)b&cw)=`!;2~+ zTxk7EGt}tUh18lEr<%wE5GeP;jTUAc5)mkk`EL_-3l4hRlo>VV_XD{fOzQ%De)@%% zo$#m+sm>33czP$NoL zQ`inn6UZSbxI{N}#P@W7B3guIk!-iNoyFm#98s_&gH+0q(&WW9v+w>NkQW$upL{G6 zgk~BX6}};UKK(-9jU~Mh`qfp0hWLsk-ChtkTF-=I{{`;r@-kD^A%qcN`hr5tC#dNy zi>wfty!C^umTk%zA335rJh}PF0A}CE#?#U!7SjVWn+0QU+Z>cRSPPAfXLy%`a)A5i zMW`B4Zy(sf6gdrg86xWpHV3HNlbe1+xtKL$uF1b}`TB6jeCrnq#N$r_KI`sBxm;7s zp*Wi3W|dN7NkT#U(hj6!{-;W?Dt1o<(6=5bZ{Nd@W*{hbi?aCf`iYCPX^a*_OuhCDwkbhGJ~MRm47=KS-+qVidzbr5>&3~Lc#c@(`$sR2n*b}SNHW7Jjf976*LzZ`O;n^?yI&`3^4F74LLcTEQP= z^cI^j$~dJTJ|naB`%+D}Gi^S~_TOK3*Uva-TH2nP*~a%^5XQ$Ma^D+F@SG?jjNHLD z!E?ovETK1wK^6NBmX_#3&QqtPG%c=n8D>j3gs<2gM(ybBZorRK4|*`2fhBN=fMB`2 z)y6WPX?@82ycTuf1+Ol9#s-4{$AbTzfJB~a^di^!CwMujf!u(5zn-J43wVEhzAmQf z5hq4pZBN|GzE0PJV57j{9Z$`mL5omfSucP-*(Qg+%xIMGD$!&h`aF z|61MVboZq^2Y3ZK0Wa^Nq7xdaK0PM1?bV(%jElv z(c4rJ4`e?2wRF0VD-l9I3&h<3<5Q%g^?TgkfRg=NS{}n3*VvmH=!0PSx6MeSMM-bA zYc9e5u@9H++bK`5>wA+q5%0lXGBUvU-6RSN@ro*nQ_84`^LB&Ka*FH3ZfySh*vshz z#n!Oq!%KE@Kgid{MbicFZ*vs$paFo+uS^s3QPWUTzw`%76LmGrz&HEIm11<`1Kf>L zG*LH@r%}~sz{}i41^%3cm(8Pu;zopZl+RB}$!#woe19d`{|7Jj^d9&ELxL@*KBjxn z@@%IZc=BA7m?b(##3#;Pd;w!f*bZsjAc+w3Z+aL>+0 z3jHeHQ894z0j9Obt}z}oErvO$`z!qmYijrBqgBm~jS!@BO9lytW^BTjBF z4Q3j{D=j;zrme5XDO_4=y29x~)DB=noJF}ozau{9zWOf<_j&feJMl>T8ao;fA7XDJ zXPudF@09hinx$B|(ABOZ=SCYURFP|OQ+K0x<$%EKKgL0jL&|~J2z~rJ(T&V5(z{*_ z9e!7-Y2L>4q7<><81?~CLB+L=S6&*I46wc}{bE@0RtRXDzjiDmd(z?;l?fe+MHk!X z#a~8qV7&N`HWJkcuN-`43X?%ykN6n9AcrV2oDRPYJzwp>ZJ+*d494gzBR?{vri%xk zKD!YraVfX z&OGb~M|f6pJRH-XyI3w!DfkulPclc&4oHKIfYZ_YhS8z{smTj&2F!psq6=Q(Z0?H> zHE`VuKRSCUYAhb7ru(gWzA^Q{HJiA;Z#2MFftXbu%98!*vT@@twz@`S#*WA>J|aX< zYIziemUh&7?XNc8CqQT-n>~#%V9$V8*OlllR;EpfcrslUM5e!7;}@*gM(^;}{CUIk zQb!hQP^k8;0{I{+zRB8}PZKicUe0VY0++E{19mGF?vHD;$`>d4`JF=gSpnebTKZ_x zy`JT)cZwH?xisRBw8?=b-Q5qV_`liG$kP{u)W8V6$HSU;juH4y-Biw)^PmCBdv<4L zBpRm~Uiw%FWmqMkOhjFu&-=Qlz~(aF=M;7O82a$LuXq$9=S=Q-RW3m|EHd()yqTi2 zOK$SDiP~x%t#{9*an(1G8gV#8-@MJGw|z-k^3DXy z`N1z4V5Kw0PF{7rJqXO+PM;_7&&csi@*u_PIT$8~j3viLUka;qS$-YZ3^AGyAf zkJ4ah5~Yz4m2j;zbpNx*{S%hZVY&FUz(a1>J-+bTKglXD6(Qi4TEQAr5d|p94#MwS z3hgC<&?{Z)6P1F^W`9!pUs|Zx$1~RgM#FSdY6Lm22i*Gr+9;nT+>?s zhJD`@(y%Be{~_)2V_V`Y2IU3NFfh^R6l}o~V37Hyk$@lV6c||WICK3_HW1vdyh=>+ z@hk4I1~H<~79B#}wJS1f>u2sDL!)dkzh_>5k!S{|+;;@EGdMMuW%t*n2boe#hf@9>#&(M9_Zbmwj2vw>aN-w8pYE;(wGxI3?eP{xPfo&BlW&WiG&J6S07p=pW746e9d{I{um^pb3Pdy|5dY!SPEA?bXMsIxk zQZ*2`Zs4{H%j_0+uF~CzGo#}FOelS#f4Oq!fi6xLaCXK&gI{u_2WPY*t+-|g_FhT~ z;AU?4`yZEIzD|TX?C>+B+JQ`mZ_68DBaqg`EICn@&(TfBP-gB3=Br)xl@V!$T%4!t zSuM-kS|*WDyvHpf3fCa8;^y(4dhpEO-I_mf0~8Co>?Znz!feWk*SCf86sIStoS)Ym z^Qmx)$J~VmJBs_duw7VGG^ZD5&xV;kC1!UXFFzsc@8^4eVA@$ZBH%x{#|$f$Hl(e) zAdK7>1CMryY=G8~1(Iu=H`@dm`2@ADgxFI1UV5h)T~;|Rbl+#M&rH8O=zP+(B-uC7 zg76L7Jv9oGAUf@WZq5TNe#MianXCqYiFYN3>=jP)1CAp$Toi*6>d$FLcLkc%&o{_Q zzsP?u#L=nS?X=qzmf4OmSGdpS;`MCRrrv3;zucv%&>|gopS2!-?Fk&4VPjV3APwjP z9G{Y+_*flg#s+TPX$55Y)Vpx3L1HKV3jax+Wc z*cKOi;;9qpTHcvTPH@u%Q6tKagX$g5ZK0f{3G-35Q=2NiQNv$+%?zRu(sice7rax#n~ua#Uqe8JNutn!DG zc?iu+73mhX8eLFnd|=gNRU1E}ZdU;JHu&0~yU});o$8~uPv`rVsTsPhw`q(^Z*E__ zaN)WgL@vh_l|z>8lbX<^cSlqrag(X}E0Jv!fXFRzS*10MF03;evE z?zPo48*uBtN0k}yDrfNySr?rw@FHH)&evMr;c( ztX_P%ZKX^t#+O-A#aXt*Qy}L-PAIl~251EfwB`sB|AwdEd@}LfFygpvZ#=wXRiqq^ zmrcTLcn17ZjMN7AvPEh8ortns(+Nj@;hd-M+Zx0cSNdrJF&NP5xpW#@I=``f5vi3`kiWV&d3!U)>(sCXi~ z6YIT!T8G?f5`Ot1blitsfACifxaIa*QmiJ{D0U8Sx{FA7qm+ULyUd-wTRJTNja#XV z8)`goHvosn79-z&Sg)YYhBj#)zfo#FWq*ge(6Q!J(v0O+(;11kn^ebQMffaZYq!~t zRl=IdB+HdFRB;Bsrc&s5@Io@po!SjXK))v(BFwmFTkv-4WtvG)VvLaXd`^I>qw2>9 zj*C-A&fII-P}P$YjbE&p3pK`zq44cOvt`tjU;D^YY1{NKYTCEcuWUH$zf(!mu^2uM z$CY+tyrF-3^_owbMN_psJ07xR$>!eotD0!gA>ht0=X(9X7v0N$nPsIF$2E`27H;qN zSaxlP>&~w8CsHm@r>!!_>03baV2k4F`HD%5>rPXl*KME>f$o}sMw9Xn*{X{YOxQ~5 zAe>yP4xLxvw>@$hv@~j@lW*$&Q-&HspC+uK2;jy(YN&3o_dvntf$+BZEP@T zM516R06!V{5xk(l$Ci@0SkZW>{w!q4aTtFZY>q#s3ra-YCGC89$;A}(3_z;7$HkQY zaN-z9WBs-t#Cx+_^P*009mOxf@t#gxJ@JVj#HCVnz2V-@ydZAPaH*5%ukM}2n_+ay zSm)F+K>@MFFUAjf)py}H%i<*iPBgN3ft!^4_UKV5B0iFWxJ|jBeAch)TtOE;U5YZp ziL&s{Lsg&*cJPQ|7JOl**z+niP}uZv{!($msBKC2aXsrHOL@EiV^*YQzL-{9 z73XYzRtErSA?lyJKI3s3P4+mWARhhZXJp^uOE#8n%35lI>uBxNdur0>GEQr2`JbZ* z3!gUEr9EnK)dmwPUH95Eq;|=A@rGH*N3H3=^W3&7vfS9Y%ED!uetj(2mHOBe$mn8l z#C28Jrs5ktvCx~6$(KI7kmACX?KGP&p?LlCJ_^6#Zn~xS4#Kw3DoxdTq-F16D$s7K zjjyMxi@S<0JSjjJBXDY8mGlLu{ek~x)3?07PGId+Wr{PS5UF!wwZ7|dd$t$0kxw#3 zrnU3COT>Hzr$Z5R*geUJN-y$DQhBnHs>=dT;Kp)03TJJ)5?d-#jlF7`C{Fr9Z~U=$3#6Xf@n?T2O}@K+2rLy@8^rZd6Szk#E`l$ zbo4DrR=3$~ljgF%Q9b!0_Jb?seVvphInI#9PA#8nmA1>~?FO<3v%bISRLU;{+p^pN z=~ncP9LEVbUpg3MczT3w-x#X3}(Ij@h8pjLtnM=`;A&L%?elfiKaa8 zX}{aC(J1{d9ck=5b&XWWISM-l@vEie49#&`8 zpzk7omM{o|s^Pw9LlFwU)LO%lEbHsR6S5qd6wZC^B)!?pl7W#l*$ni}mVR$7llLNQ z_$B#>t;=wPtal4R}Jkbx(vN=J{pkbK}hRpvyf;0bp1S2ZJlAt5aSS1&b{bZwJs!;7;$I3x2(tmhw zMtN>*V}DiWFZe78-IDP^eMi9}D@PiS=z}My=fj2_Z725A^FMvLR<%~BwX|(nT(oH^ zcL8eov-Zr?7QAUcL7`tozYOcvHpL$9U}xwk3D;%et{ny)9bm+$iF9-9MM=I)9-qi{ zoVr;ruuvm>iIPQsS^RWBis=1+rVd_OvqMD}LV^y!dSm%W%EWkXC4#t);O(0r9}(p% za5oN{*g^mNCVyh=Wzm+zkBjpll2|&DwtxH$I;0WobeDh|#!2TMKOBr#I~ucBmc^4isW+}+OBo6z}K zpBkv2REGoJ)?|vgsq|YSU_AX)Li&pc<72IUdIdMjHoN^dAmP#ocXeXeXvjajew~wO zeu0fJY0HV|N*2i{4>->&oxXYXi&-Yt=5r&A^(13kDoewsA%BzOZXNi8xL?Qg4XDXz zwu7m>z6wCc3gQn%sGcr1zjx~(-QsYUHb2A3669qu3TQwt$-}yrOW{w_Uj)lx6k)_l zxEQwEuJnUv4nqrhtgb6@U8&;Wj^#F;I2IXp3nEpd7>XVZ?7iif)ZNt^4)cz0OYjeR zd{!=)V&hjh6ZXphF!Cv>U3ee&Aub8QKdfGR#Tn`6FK}f&oU0oq@PYU7EoI|VZ$g~; z`pQ!lA)!qy;M|6H3k$VtPn*RS=UDx4gd^YW=N84Q-iG)*tE2YRrl%v8$ZtRFdoIA~ zrvtF1!?ww(a^5Eo*ReD9aqB8kGB}02N@CISAg5LX1Bqu&zKud*!)+$j76Mr?$t zKc+7kaW-SI1YVx|JTt^bv6#7vrz{eE=!GalSil0Dxo)sPT+M>(lM^9){fj%ts%-`Y zJi=!%#;L94mq)51&qrIik@QX*cg#Rk^o8F#NAaT{xqcM^3qeEI@ibSH=o%q11aB1Z z(YuSPzhM&6<_&M9F85}(o7X#;kM%+zo+$3k#6|u@*jjGhnpvIUU7CX%UC)~*zTK|w z;>heEhm9`AK&eLi4DOdpv@T9@r#RT_bt8HPq4M(N zU!X8{S}cegp0vC<6T-~;4;A<&V!b)ZIE3g~9Ayt(SW;aYwOauSAH8d?!)msd^Lh;% zG44y;ZNk$@Z_J%~i^g2Rt8&cJQ_y~4)Y~t=l*9l#ZJi*)ZSE`&0i$Z&=Ih->_n%K? z&OR^p%_;s()YOXX-Pi0*gsy{DS!brZJix1I^L}Oomp?ROqY`#s0#4Ryb7du85&G^f zH1U2E&i&o>mUI_4dd)ipD58nCtU?r!7)H~)D{9R}QpTpT75&9z6o??D_b}&J5B{|jVlRR0` z!S@OJfSGNPUhd~s4Glj=VwcSX9PNh4H=ukpR!(bp64_PM&MO@;fpV*yl-A)6P%t~* z4=WDhz;-PwQj)K-XoS-hF!)HX@PZc^ zIJfHjGl90fo>#eZ`S!=}Kz(R?Q~Xg8g7hkmxP z5!g*JdMP{w#LayIXZ)<`pbHTkYJ^C$S0Ar?O{bX~EMsM3tSICKqPKtksj!YS0kw)= z-Au((l->amg)Z+l*gh&D*50WZP&1p14oW_8wnTI&)3873@kI!ky!O)70r}*W7U;d` z2tYNM@o5wdUX=5U5e4&2cP`0qOgli8((=5q8`5NMI_(Hn_PX5Jicx0Onih;mD!>=IVtr>e z{abEJcx%w4^SWzB~Z)_y5e5vF9D%e8USi^Jg; zFf67#HY20)2#bu%gN&CBz$=D1N%@R5e~1U=hI1W-+n6T_T!tEN4!L^YZb%`7CKcfo zRde&WJ~R(r?LwuWQ%34HfNJtbW&G+}=_@O|C|Q|A#^vDJ)Z@daJG!mO8l(K}OdDT| zok57pnZ}iu;*G1WWK|C#py^*rkN2ILL0(ZzX9%%H=>}~~OEE{yF{lsx_?N}$JL8v| z8GOxzhbK2xQWxhp4(suh+qkN-J*ceh<0gap1G=USa87XgWs~ZMahA^t0QfkS@;QR8 zEp`^QwKQ~WMjj|XF8f)8mqH{}%{ze~M1Stwh1OfL5{2GQtcn)%VuF54yU!IhJ+Q`mqc!nF;MP8AHYZ$B+Jbai1F*ixX|m$}mH|uh#&Aboz{bVA00J1`(QblbrA?hK8OfU;!bI7 z(D~Y}u$|?H<1)ToDmVBWmAsC;&zCW~4Z8-wlA~p^x$(B89P7-RvaUDCSkxxb4A3)} zYI^p~dx8kZC)r_uE8QpLSk6=LZ8yV@iau1_dCEs(@xdD6<$emO1})2+IrXlY=CceprXYz>Hb;f7$=6HW36&tVjWADtWAl$CLwcT zcISZOe*67dq=s?&17>G;@iFNG0j$O|LXy96!J#`^FT)3Rs%^@&;gORs4#X`I(DQy` za9?8&F_BHl2(jL@P~{IjBvTFC_|y8Qy%rer!qIC-q1x}X=L7>?l%@( zyuRY5b}s0#W*lFKt0=5#&ET5pBFtLbS`w%MlPdiUO0Iq^Fo2kx#Xm+B9o3#?QA4-vRIER6Tyh=+g(%yL%Yr+(t z`hshZ@j708UU+$8Om#U%3tBbU?1S~UvS^7qf0+5<`>^N$-d6LjhPm4BADl~E{CosV z|M2R1s`NfajIJ~X!kQ7d!IMtSt3UjKE$~N+?tXVEx@(rrABXstaP$B98j({;2h)iq zo?I(kgU0Ln3`jaf%e|f3-OH@?@XSOLV=`U~FNIirCy;MwyK^r=t~6@t46$AH z%Yh|wPF;v^(7B_0(=00YsbBk!W!P6`*&1TTwWck=qFysj)lD>=){5LH%aUwgAwkVe#yV;Y5Q1CtOcW&^ z!I&*_dw#N6K6{66A8K&fzeXZ8SCQ$YycqQ)1h1`$v*umw3Dmadv03bhRNdN@mN=HN zX6QQH|A63&(RINlcv%Q{uMpZ~BGy;F39(Uywfi^JFaeX>JzQc%Aa56vt%ClZ>bNgO z3sLIK-CDdDAezZcs^cnX&YfrHu@F9KW%vC~$Tqv_-o-v25Is>U@R;rQ7tsHq@d!}r z^Knpag$wX;NAl6_Z-65>Fz@qovsMGjf#9*hm#~I=VjTV!U8&^{D|l&WQ= z@m1YwZs#}Sf3meKP56ku>?(_&H=I7XUKNR}-xO9 zF|C+`{cF$%6qrq3`{A$jg`(RPk@SB30p&1)gOE{c;5taIDz?SZW4`ycY+VIq&Uo`c zhad#=7UoPeB-O>OPUIWBXF8b#XTe%w-`*V$>|uQ24tZ0X;VPxmQ|${@39x60ch$UP zucc^0n{H#Av8}g$*MgT19in+R1{80g68aP>6j6B}nq6=J%jcTD^%M>@gI{i2zp*cE8nCIg9+lsOLVyL*wb z9)oU46fO;G$F43VXcLh|9`zls%S?psK&pO(Y46A@tas9d#g( z^jqt+Pc?^u{NQe5XLB4(edguVbKd3jRsMzLz+#VbC~}mpF{e+UXkCn+zB3sY4z#j^ZH??E+@7 z);2+bpDu)JK=a+hr4R|4z`r49wqH8Ad^76jijTElK%8DC85k}-?%SagVFO&%Fo==V zqhT^A-9HPKb3I4~v;exq##GKajp>UYkPqswyXej=zc53Q6J-@>RArH|T z%E|vqE5OFYhhqa7Z*2EWI#Pc&6L-kG+qpZm#N`QzwHPdEO2U*aS9m6G7V>@D#{?%2W=PE>-WYtli?2Fj>O_w2rYp;cdUOc8MNUy_sgl)nmpN!X@Xp7aQYg9JN z@f>SO^h8bO2K;#BT7Q!!aE^rnylR#PO0hI^_&DF~Z0$84yRBqv`2`Qgny4nsppw%j zNODr~o%SoCe&Qvm)IU60Zs@nUE@5W)sQe6!YtHWFq>OHFoLBW?LBxL;4nOW;}>=LiOgclcNI zGgKZ`rm{sajSw&P#(n;9tYzSn*hp$t=FL|M_-*-VMXuT-EUk9IiF;rwRQS%CgKpGc z_*;7et+=pxsuS#etK-{!J!()q@9ZF#JB%|%If}CYz!?Af_DcM}^cur+8XisLCwpe~<`7fXasD&KU_tT?YZujqdoGOM9~hs<&`u%}E)>xj z@7mPt$g@xJI0gw)H^lBPH8%fv-189YmK}$@dvK$3m36Ir`9cUp_}MU8{@sP0E!N*L z_K{SRC+=46;&KXqJs&`yvm~uyR%|8ORJxTR^TBKI};G7bBY z*eDsqvB_eeB$t=Kw9C?SPL_4edPYNNf7Z7xoqYB1f1lL<(ys(@$2sjjrq8DLQBF0B z28-|1mQa|)6dLt)$+N@puB3l>l>L4#5MzC~K@1l+_I~<${D{wW{*RQPm1T<&n2*qH zaLSV~#Q_LP?&A1T@*f_VG}mVlX{s@x`VqYJ!B6Vf&z~xJL+v9e66*)@M`%be(is&T z_AKyBI>F!|+T_(44KIHG0XKGG?8BzWj5Sen4sbfiA>_$W#GoL#f?b@k{%Jz4=b&$}?_|=$F=&e|drz2_!_gy#*CYag! zylpDg=^}ccJWmbU!W}qzK^-p8#QCM1I#X$_E*z_HEw&x}`LeTk+jt%*>^m&qJaa&L zZp8MqjXix6C23utXrt?Cd@qXT99x$d_gs z(GjgH$@QHl$D$|EBWCcz@0DD(yWho4!+)wNrFjR``Z@?)&Py3dY z3%HWL{ec{X{lgn8FTQ@el}dR@t$zDMu!PDciBO&k@YnRwi*5H3b47hpaI*y2XGmo* z;(4R+;H$8b>UVU3v-%S6bo#Oe-I{2)3X((0&(zIUF@#r_orNpcXkNm`X*Ho<& z3(zODW0Jyh?MVJwzkKg&Nw)$NA+F_zT{dD+Aem*mBl!_Dqa1P*?i_{l3Y=G{5*Wh47qp z+NS3{nvlGd|7bJul8`e9Pi?q_M1SXE?TEHgsqf z>WZ;ghq%TUQgLOT)(n6h*CpX4L@$#20L<~#C`$9~fQnl^zN?ZW@@T!~vMT(X@9u1{ z2OBC^ZQl$ol?Km=DBx0OYecc*$Fa# z|E(IG%U*t|y&GFP>gGCj+o(l}QM{j&-i1nEYH{!T@q$B1XTAY7118~`KSX=;G$#G* z`yq1BUea{%^ru_Yt-`pH`NeRkP_M9-ul^YNBV7#g(BGr2!P!V(E&-p7 zu{Va-(P!sM_jsfYFifC(`|X&%Th!4NPl{vKq#RByJ`QF zat`bV{@32vev`DHxLxXWPk(xPUU%{M61HV=3Wv|2bh(>r7Jrhre7C&rViUdLr2RX+ z-71vRAlbIg7*B%wcJ6DdW4BS4V?+{@&q;uhbN}7-w4oBTFJ4j2{vdIYf{X#2hH=0_ zS$)%Hc4ID|BE6zzCSpFJgf8`t@t5+Cz0PY1x#{83E*<-BXaDdVx`xd@^ggRgR!>{M z3j7-rP5Tl{j-53yXH)HB+ev!J+_VH&7`+86fj@m<)oR3rh{r$er(H5oxy}E)&K-gt z>V^Q8y9Dz6emqxOldC>{6K`zew+}`nzD9D(l1DjZ*f4~?CqNOAhjIJ3NcbxTW_}~oM>oPoaL&PzB z^FExE150MV@+hiaHXMbmC9LW9{XD%r0v86GoBG1mR-j7)eWs5moT}DZaDR9c78Mww zMq>B?i+OZXVOoR+rpNSKeCp^a$ktF$>-0vwV@-|z3eH&cTEj^}<;>La#-%l(F;=L4 zgz6Nhdk9w&NX6*0#44kh);9KkyqVUY)rvAmrdoq-YC^c z)X_!$Gr^0QH;MZtV=m-B zJm6*O$+8OX134D{+ZAz{n7H6oY>%PeRZrFpqGkYFm6j*A=C-J~4*0n9fwQNmZ;-+~a8UvoUU43xSaTKpS zBMmgroZg&b0V!L2Gi~xlwUZP zDhVF%q-eej`+f7e<_HwM(r9(l)mx5=z z2wxlvVZNSo#;UxZcI4Tt$(%kIJb1il)Do@OJ4=`HN;y|v&JqGa7S-6VgMgo(I<%%X z2qAy>ySPYgPS(+&*AOYRO6-e?{dr42yA7{6FC;I8L}Ksw=N8|Z3o}x$lq^?2(P;`s zzkt)F^5*Kh0?Mn5#bo_oANWz$1?mWIik35Z|sm zA|TE)_V^^%`=Y9SWnrY)hbbn;2f}uY*>5Xe-fI+Z>P?sKSqE6Rf_gSCDIA!0C zy?hjg0P-!J(!wu&*1uP(?BCJN6lhd3xit$0ILqF2e<}99jo3m0h+GN-i)>Sd$+#KT zgD#X}ioX}*_M&;r#e5#@&_^G@wyvit9X<~koaUh15X{#-WhzFDg*4GTNuUgMmgCW9m!ax4@n`|n(v>Y_BN%p4Wv1CC9-QM> zGSZ@=KN9v98#ktghudbemE-cKljpJy{QQTX>%4R1!R}ExRR$DFG{R=^7V&90rIRsC zc|!Xq4P04!N$E_=LI1W=n()$6^8=^R@w<=kaYyZ@#@0@*o4_ygy&Q)dZp~V_wqt>H z^{%{lPdp+V-LACmpiX9Z+oX}DI&SrJexa0kBn{4&3?NF=7`vjy&LA;=a8#zPQajnP z*;?El-6$wf_IfbdrPdUy%xsZV5c#fj>q+Ycu<7wvo~=0v)P5Ynq77*E~hiP8A;-qpjkkW7B-3q$nG3ek9qzdw<(y1aa_E zw(!;W!$ed5=e+4@w-`E2$rG4MrFG;0`+L@rsauk2u?`=t#DZHgNL3ENz28`|b9sqsF26|$z)aWblCa9O2#&m6)a%9}`Mi>rt42|0899gb1IhdxV!klu zbQPz83k=qu_S#Ht3f<8B-1Xk;;@Res8&qsF zr}fPrTct3(HHYehqo^*$j%n$AF?x>xDn4*>^+gE+$DJG2d*H{nH!V@f81WMV%R}MY~FlgPDjpdq3-YS`!xaxMRcMNgPbpg7Zd!XC^Lhr-%vu@&@e@Ao9N&EiKDC)na z3W7dqX{o8EUJ{GlejQX4wM7flbIZ;6wu3)iytvTOe|V4lMEp_FuRbO*(Yli56ewj> z-2?J2k60dhLS{gb^MT@dUmL#LhvRZ4lPs6{+Jk@U{b8gznluHB13y%2I8P|CoPM&! zOaz^%IA8zd@DFS_GB_Z=brw1-th~%?xpd2h0zL!+=W)T=E|)}`>d}IGCbsL2X)5fk zKXlqv7E*P{^MT@a-}nx;Un=FtgS;AZh4Iw))gyj61d)zYC=8?{TyUWs7>84+36U%g z?zCH|1bxtbZfKQQ))u>KBCjZOdyyD#{G-Xk%m0@8o1@*2`%f4<^L&oWVY-?zhSI@t zz@+x6t4w^Ug=Aa$n7hD9euI4Wq0`;>c7LcPvO-oev#T~GYS7Uq8#n||;Opd#6vKuS zz~)i*(ObmMcuVN&9x=F?n4!Sx{7z?Y+^CLsIK~s|z^@`Td^gjqJgE`KP`&ubs2(x)a${!yU0&t`n9;=EqJUunvlAr<6d zWZ$Br-HCZwLP#Y0X}K^$kJxAy=PzaVr>{z}WY(AW;_kA0C&SZIFHizt3JM6Ay5#OP zW`PSg^1|0Q)}^_6?p(Sd)c-rzr7JVA-Q5;Y*}69JU{i?K%?mmV|XjtT%$2X ztOr}pKMmqe)sL4F$emi%E*{q0zpx+1_%psol9BBhp5J9zQHV<4N66}2i605;}+aGh9s#t#5Jc`>dHB!~#yjM^fzyqA1% zv2pLDb3f=Go}d8mdXEIRMa{$Qg@X1wQ*hYZ_2%Ko*SA}0cgQ%tXe87o8?oH>gpgD) z%Pm?@k^|Kv%r!S}8Qk)iXzB1I`tRR%i3_oCMC;-iL?(c_Z41cjjR5TFR_qUL)|~o> zm`Q2oNo?6+UPapLL+qWap*nCfPCgnYb79&f_7bk=ASC9MeDqU#e6u%`3i;BgBgzh!@?3r5AOBSX>3;a9OTcGRg|L{Id^^UTv z)=zX{^Sm|QQ(a};Z2iZg5B@*?41(C>%A<)u-V&3*VvLcrb6)!kez5q>_Aw+nte(G} zKYd1Y_4vvM(iAMRo3D0cRUOg0*vbUhFJ}3N$8nQ+d{OM?7bv(9G&J%^dbz6v60+W| zrKMpKzY@r_hNzfGQJA{Z6?gf%%;4kzGsHwY52WP$jHOx2+M?JTl>UdezZQj9-s*($ zMQ&hmBk{e%e|Xan#!I@joii7*tc>6MV0)3=mcWNl$%>HO1qCxLT!_qtn3c{V7G`|q zB{ZsVsnKN_Dite=+?7uqtT!N!`sE9Ve)P0z)2X5@oS)3{cES+E4u|I%Pa7+2NkAoZ z+bNu}HD{Ot*Ynrpzm|HS!Oevy$-E;!L-s~N5MrEN>~A=e5hj$ilT3MRJ4P97%dzkl z=WqW!`7sPhBz7j`&h}?BjfJ2egn6cVRMM+vs z8ECU}pTz&7pB!H1;j__r8*LE5@ZtRvuHfKwsKCnPRMPOUCl&2*>xZAmGnMbf?FF12 zm?#hjV|Lq#YF?_P8@_0X)8|CX z#|`SE>4vRE_dTGX9BadY@V6~+Qfbqo*2c_NbdNZ9-wxvDa#b;}D%>nsCdPWg0hZqO zeD$7#*e@;^1+_=z!!*o4>2FuYD_Ja5`9oqDBLFz$qSJAbn-1Dn7sh}US{h|e(tMF2 z3>iJyuyWJKJXL6jP&>zg<};>rej7Cx6FCQ z*#J|11P5R6gXgzuBxMS!3WG>i%-BVom_g!6Z9V(0YKOgJx>G!*O26MwnCZt0&xn7( zmv<11jl7O-Hl=i8z;nq0Eq%_re&3<#Dec|0zi1>u7?#`Ya|0f)b z;NO3#bArvod5$%Bo{OWHI(HQCkUxIMENi|fw~6*lvDXLW14ONyLMB$?u84POC8__S z$e+=jej&hdC{Pf&8NP4CAMs=#!jsX&TxqrSw{vkVS2L)^_Yux@w&%ca1}QY3D8(uc z5J5*z+!#nF^BJahHl5HhsW-SJ8kyIPE?zn@!7tyq zBzkL>|t(^#;C2_m1B0 zJd4e`o$kBig-cx{vSdif&F*O1vy@Nw=mVG7-y0)$JbvoZEG%?#s!bjBf@g%{$)Dt= zBa8R+elLSLcA_dl-)2dg1M3S7g7{QJ^z0t{QQ5oEhPiYtWEvL?%RZw;uhgeP#ck5H z-A*=scCJFNCD%%^VW#(wuupi0 zP1tD$G$M%%z&?mJp5oL$%vakEU*C{RLHLKWhl}C{rs5lr23Cp#nIshBRLv)Y>Yu2i ziqc7UVNXXd6_Ek@I5HwTI7g3{_7fRc)jY(7aUzxG%1d&xmS20b-1b1FgHa%l8s6}7Jsg5&`^}Lt9eA@8DZBFiZdFm~;>o#**b@xXy5shAVFLg6R)B~?3w*=~0#ST0W zxQe!XZi!KWJEoUb)Mnl-n@nvo>7A5R3svDpe!?uw0~ceWQxt|@w-Gv?RyVes9TRc) zYz*hX3$LkiCR!#c{^Ve|k^83GW3b;t@6y=g$14x*s0lT;V!;IrCB0{fxy5jOOx$Hj zdf-wBtE6`I%jf)EPcm>9a~YF)WbONHv1CGm*)z)hzBKD<=}V$GwcS);!XZLb>RLy! zx<9*7e!agHGk`#vxQ{}-w@f280GmR^)3{M0H*lK z7y1cJtj|e~sVzqD-O=q}c-J`E^;Wp zW8QNICxJ!(SN{C}v6TgAmG^jlu>OaJE)UFJ7M))IR=DQm_;F>^$?W@nGiQU8-_owS z&r|+X;3^C9U}{pu4-zXGUS7&yylK9~j;FIqg&wB?iSAbWX*Vq_l71 zCw&R%^VK|ccZzR=U}?Sq@6^dI%U1Nl!AUv+w#M1~sCLpmHBwae2?xpEXaogKS&EQ?DR zA7HFrE0D}YM$;#LUqqR?C-pvvdGUxduuxc&9;lDkYrfl6Q+G4IZI5tpA`q&MAzfN@gDEsPx79B)YD|5a$!K#A599yLymt&>ww|pW}P2h}}s&aKj z*IytZR1=E>F={<+kk6;_RK_Y#SY2Pp;d?CjboiwR**1k02LSkh{Pu+z$uD`{B5Wkd z?=ZMsm1;>+yCbtiGsQ?_opuKnW$Y6KEw3cfuEa&?k>kM0pykR9q(Nbt(x6fmBrtX{ zd*6XprP=SBRh9hP?()tL1qr`lua~l)Dh(hBa&xX{Vs}hgPV*PdV!Xu;r<;JL5r-ex z&U<}s9mej)!Wu<6K5Yh#I;o~lE4e>{-F*#kzNq3q(AJeuCy4hSnYvMTp$`o#Z>GOJ zP^Z~5AUBoTp%6HZITr)2+ZjYaelEayJ6NyJC2r0A?HxGB=OVgC;V7rw7KqgUdl22H@Ih^Ud{?Ys1#>|k z8h5wQs`su|3`#Z<^xkdS-3cla=t|5;B;oKgWI&5HFFDs?ws(5$=$LYPdulV?2h*>W zYf_W@Gj|p@!u;kgHF%{fc`6v2vlyVKTHx{SmmenwS_grfPUk^ezQYs}I8L-G9Y#em z+DcIQUKN0p?~4BSjIZm;1T@B~&@D2S2pL^;?Jz9 z^hB5bvhMPs8)_FGVN{@V;8><^3CsUb@Z)bY5rpyF=Fr`UrmkVbDu!`|4<{*g*6EHf zaes6YwJzzOY)JHzdX5^2?lMnNk$cmVXj}@%L&ncgZG-QRZeDbG`S7C^e~R7rv1kUu z+YjVjmX(<4k(&_TOIBMa#zdbW8ah>x~jKbR5{}`SB8@q}BvIUZG$7L^KXcoCSNz2cD5aqklB-0*jb?0@C>Tp|rbJPI& z?g^c!GX68<16{?}sn#oY8+Eg+?wo$U8?Y#pRl)d5C+*K!a70fNCW`pEy?9*1yswQz z0Gi=-z4;3{7MBHw(v|q@wdAP|p9|09b966HR*)U{X|F_caOYQH+}Ge7dz8eBclqk4 z2;s@`*6D#23!0~!X;$LFN20D}WMN>td+Ur7PL{qoj69-Z>(@xxSROu?Tvu!?eZrU9 z!4bYxNBX;oM@M~W5BJ{{k1>ZSNY2D-c_4Zx$C?QFPQFN39#h`%4YCwsc^Kw2dC<>#O2BjPfMPPC;Q%)sC zv9RV07HsX)(8-GmsACx+GjCkP<_-J!fLlAyT6O>!S&zubFz_Wx3L@kTFUT4@-`IRAwrt$3aqG2fl}!$+nYYXZpM9NxINf$7EV}e~tue?ML6g7?@;@qY9asu@#9@1-V zctc?CbmrK$6LGXCMEg=|9ZZ`?X0)A0UO7M0C+?1=COb(4r7AwN4%Rew;*R52AMXrn zKI$7=vgqcrZ?k{Dm+euF%6|eT@kq-hoIWVxU-7 zo++J)sFZg;lv7duflm8d@UFFQZ8rWIb#<4rH=XcKi^V#=%j`50c_Xr>@vDC$pE@wy z)-siKawh1$kv1CThd}DdW);&ZuEMlGTvsFwV;li8l0K5R0wxd2skpmgW?6{_y2Ig; zLKO2Pe<8>1^ppY&{clW-k+(GiV7Tir(209ZDJ~ z%s7qn-Kr__wpq@fZzx@qJwU2{=Asn8 z`?$4K#L6S_Gk-P0!L;XY86*y;T2r*HGnD3jetcvpkd|CGAK!Qyon6iyM5y;OgG<$6 z)|(F1an|c*?YqwoLxJ2!oF+MI}M+4|A~H?7Xl?{zK5TZPWk82(>^U&_4 zC~j)dmz&8wkJ_EscQ7($3D?p3@eHqbZ1t(s<;w=?F?`P(4;*a0P?Jr6I;uMJaE_vc zGY?)!$&_h*uTgyt=fJC<$R<~hI+?avICxI zmvYc#E2U!HdgjHP<#hQb4=(~sb}(F@nhAUem@GlJF2`j_A~$s!eeKRfQc;LgV2b6a z=dxASOHaoLQmeP$s^^JxFMvLsy95oRV<|ZnDJ_pH^pmyP0Q--zM7+57D&qLwd{qY&d5RVlGY(16C(p~8&4bq>6PXj76a2nC9ICTC`0C48o;$p- z5VNbIam}6~o|5fx*x0O-1k4qqEOF{@vo?xb$-G%;ZB%@x#f|I_$>YxXLQ)eM7})Q- z?0@~ha6VNhlRs`wlMhqtcK#1fYA@3$Kvd=1D+|{Q6WIOIrMyGSLXV-MLV14qsg6Hl z_ZlmHJxyk10$RrTA&#aZtEe)XzNWJ{eUeu`al6!29e(s3<*Y>lKs?koeXB=R7ik&K1aQ}boy>(nw&HgXG z2}Nn78zrSnLQ;?tN$HgC?%W_HNC*fhjetlu2nd^QLArC(z3JE+ehZ(+bIxmx0lS@!EQJ)c<>A73J_P&y9H@SS>{)o~$!+OB|b#8JAw}o&-C3omt zz+JIpvH_PvY>?>Zl9vrlX2NIJ>N@Jv4IfgS&Lh4R#`ix33=7%@JasV$Tl8Z)u~TK@ z3Q*LFcIrCUOqTv}ru_as{K_QPkLw^t?s<8VdaS6i`$I86w#kCA?dnBeg)qfoZN=vW zmudVjk7qOid5J6NQ6MMNEuY;=4*s+BAPC^d+Yd^=DD5V--O%)j=6Zl{R}-+~GCV3x zPVuzDy9^34w9(h4ANyXj=b7*#;~clcH)T2PE>wCnC)%`2nBQ0k&yXkGs9GKGBvmL< z!!TdTWSSM7D@8LQGsvI7_XWx~p zn&?FLN%g6>%fzPM3E$I$Rhx$Hi67It2LiO$7e$f<1~SwM7%U`x+3@!6?&d>mO|(3i zk<;P0c`45Y$Lb+|;!0G5tZ2dH_JwBBw!y>e4l4}ymWNY^h40rL9Na}AOIjmI%ynBn zRCYLa72}u#q_ufHXL^VHc3tj0i-&%v(592>E#_L9tk=&@wg<(DK9^1LLR&9mPvrvIXw&PfI? zJs5BI=Y;+E-iIh$ocVTG61RKB`C84c_fA?8rS}h_ZMQVCAs0bEh(f{ z;tf2Nh%>2O*XVkul4v=Ql8=vXhgm}`_rZ4c@Mj62-mSD%Oqsy_NvzUj%t6?RwRB}t zib+NQ6(qW=@vbWo08X}DWe}N87pH*9PR;09&oKRDUOOJ~hSc|3_OI>>$$)tajl9bN zA*t<%I$-YU#8OXQ!b&SSN<2z5SC0JDECjU>gziP<*q@YWzh0RS?&BC9))1{V#M7QD zS;+{x9vA4)$j}5Q#Q8;FOBB3OTu=fO$$Wi?TRFm$p3ly1kDnekagLwnlv5uF5;u8Y zPN;wOWjZgddFBUwt50kEfHqIs5aVakLai{4L3P3lw}*956Yg%doS00u6H8t1&5EjY z8)6IFNV=2&+VirK91E+9XLI`Lp9=kQV@VHtTFe+xp>$;mveh*xD!8h3WdZ z1!+N<=XiKk6j|%%(P9ye4Xr_@u{B1bnsF zod0|$@rkruKLK)AWUAYBHF4SlCjEu+LOEW$!UxCxn9BE99z{rdj5gPhM#Zi+h8l%ws;2fRdVyxBSuF50<3e9OMvJtTgS6v&1 z&W#DS7!7(zu_s`d3F~{DT+zHVUwg+Z0YQ6Uthr>gEdAcY=|4a*n13MrEc!G-kf>V+ zn2y`l-~3O^Yu*kD$ecKY>lwJhVu;F|s)MfjwT1U+8ZQsUioH2<`71S^`@PVqOm-E>(ozP zT>=IZ%1S<@YF`?>ijLCp?bfCv4--;SW)by}n5i6;1gPt4iEbfP9W>&HO;l0u`krPI z&ulh(n}d;DwlI_M`>7H>KYH_69kU}6_)Hm3Ldj>Fc2nj|1lJE4y2rxLYAGA)-yl&q zvxH`C4Sns@(P_gJRejEPV$YLNN(c_8b?YM;B=;*wWw7C;G^Hgs1UXP2a1`srvt!(y zK@4X*0<$;uivqV)ck{!1I|-2|WYB?-CfRO@j~kI(UA1EK#T&(T_MAyvw3vx4Z7An{ zHn9rc^Fm>jG@odig#sySF}-1%+d6pXaZmK?NILmVosQvmym?*jcNGs52y{>$KfUr} zd5M^eo0G4jOUtDG7_GE@F&68hex!c$roA1~e->bZ6}8S~tivu4(6 zQZrQ3Y7XZ_$4_MVQhAiTk@rZT(*rNS!<{;BTP;(rgbsTJRb%PdfcyBYW5$yBN9d}a z)8Gkw`g`(N$%$Zrv0#Z}i>ciZUX02Bct5?7?dbqO@sA$Ok#pwLsMIV08s=sE|_psc$ zZwI?WN{zS=0L=>5BLJL}oY*beoyx5yf3;V!vP2Ci`ju9@z5Tw+zJ+Pg9|4$7Y5FkH zMV1q&qxJ!FZ*w%(@JYJVV+KDZtogmJ48eYz2p2<-{4y8&tJPfZ9Y`yaHaPgY|=7#6Q@Kzo;(J)!nII z*~VB;aC#909wOfAC^M-NX@?t9vuGGu#YwSb%DEr0$vy=yN-xAKoBNZ4f9?}9KWhE z#WA$6W}I9kzPlQFefQ@i^Z@?YhiD+ety2`|h3>hF_NRFcq*X?oDi{=&=iBfneQfqV)?GQrY zt0Od1P$Vlr*>wXVRFoH-`$X^>>Agz}Fqeu}Pm>Jsd_$QL@htkWNfBnz*RtYPqWyfG zGfDAq#x+xRhNo6IXyV+ulE=&Fdc!F$?~P#byYM%5dZzKwjRGb5Cpe8!9f34axk`OI zV>vH#*`cU~ba9+C%#@8nYbBE0F}4(mJ1p@jYO-TGn!V+He4fhfiy7ATpWL2|pfE8N zx3RmlX=a6Gd${y;s#W~F#9ylZY;YbrK0{@Va`Zp|vB0sgUEkD8$z{mt```^vq1;1I zLO|K6pb9*^G%ujj<~Z_m+Se~JeMjN7I{khGDhB1Nw}v(T@k9L&C&Ry41PSK_H;K4bRHJ8IucO;dlL51@+*hC98 z+R`wquau+xlR>=M-1LMm&0lm=@>c{dR8Tmjt{G=ymaf{-4@z+*>AZtG-8JZ918{@^ z|HBLp;r<{Pb|owcn%;1_A5Jz_R}($O_k$?hj5{n<469-ZJ?ACO#X}`dmZtS5myZh- zPTvW!NsFp(4PykTg`)L`>t%eXkr4r>`R?P5I7ONc7B8i^$kE1*LN%3pvBha4j%Grx zgdkG`vwYfK(D_Dmcg&8N^c&EUUiIu_TFM!D_p{RXv8Nx7f3}civzwTyCD|{44%s)g8u@dgzt>7KL@Kii`#2nyLs+x;=Ihy+pWmvtpnRCz7CJ9 z%232!8)c(Ruh_eEfy+pjz!9>z=&r_R-s#Svfbdck=X)-U!&4#e(~`vAE0??P7lV3Z zM)oxao>E7#1-oc(EoDu9GNnliKl3`liYyTejvCuQY1eR?E*csDF`6*1dy0s+0;1#F zYKLjOTMRL#5r?zBGfh{}wJi^I(tTq0{gd)Mj~1>8!U2MNCRihsO7DwvtaYV^XttnUfVPAK_h}vR?)gtHj+^6f9UZ^|4=fa`KIP z4tw58)P=bv;h$bS8`BSwZIRFv!-8?RnsZl!&mu$FLA00=R;!8lJ450 zZ&zuuYhHJSXF@%*Y*(dscCdY1V!9};2}buGR`9h<%jwTDp;>9INLFrk?;q~c!kpe! zN7BC)QDsvljutd_r*8|v%tOtemR1Af*@vwOh_xwq6w-3>@PByQkTwZBY`P~@?<#z$ znYcxU$YG{}XUzA7sM{5xaEcoUyKMp!vhu82V)7`DE~22lvHf-ZmtpJ&xZTS3X6wv~ zO8ql6wZ0arw0S!H$Kg*1X4b;G{ZqWC4KmiB#P}5I&gfQEQpP%CaCJ?@G!B1bI?2`6 zVMt*LJmrG=Pi$d(P2byuOVsrZl5}Cl{qWagr6+vm8;W`VngiO5P^xx*ks@PS$WY?( zG`eWlv2Kol$+?~ISXE460T2P3IGVHRAS$G7Bf;W)i7VJ_60=mwFb200&3#-m>^t~W z<099r2QHCT2OOR)Z4cM@3Vxomqw>`1ah64Wf7eq)gzJ0_*gvh+O>Gu?xGq~Yqq#2@ zri)xd5Z1?0g2HhGAY^~iA~xFd5rBVi#bS5BKDs2#Np9>;gy)B+*`c! zs(afY=|J*y@PN2|5Krl#tFvbK9DkWFg{iiF=n3w2y&m=X*{4`l@kt>tB(@BqbCCp< zd0Ski&(W4_8}DW4Q1^}1C7`^sFww8go`7gB1N;F>xM)Zu3<6u~6HC~U>%5bIorMm< ze!t{?DXVKtjO$C zU%4qPAtW3EGOE_6T}w$VCm_beBg{QSa}nK)v3ivjG&xx>D!A84*bIwtl?dAx+s$^4eR7_1@J!eW z_Nt2?T!Yq*^~{V~5n}c6-D454d*W|~mp7hKl#){wkoP;BR*uw8r}LK&!SNUM`CI(4Dtzp4 z+76_?OeT17n`qLnrrOGyCTnsFXK>E%smsu4eA5vg{FL%SFMUh&+4&q)X0&O{W9>=X z{%rpZh^}Fp@3pBE-r_!~;fGLh_d3;Q2;~E+%;~&V>agjQ-5-NtytQ_jOlUhp(Vw8P zBb$bA7ao-EW?8n2dpYudXb_*~i^;I)ZQ!R!OOY1c6IegRIQ1BPaCK^TZUle_;(S9V zgO?S32$prvM7py^}E*6KG$Qw!&=)e zwuYUEj^tAcKCY2slewu%=^sHEBZN~$)I1!9k}4vlcTy%qkLwf!2Z_gpIUL;9%yf9@ z%(<#!t4y8K)3~DY;Lb0-Lt`l*W(a5}wIy3v8(ybR#zCoBeK}TI5OpTu4@0XV(bZ0I z=-RG!Z^kRj9xC>0K}cn*b-JrF9!=Dz@R_QF$Pd?CN1#k-mP6i42=2~a9Mks;({Rpp zpS|^jPXANEL9uqUTpI&Rz7gqdUhCd<)*NKfMwXzab8zO%Y*(sRn1q&PTvhHEhvTY^ zVPqb>MWT!|pXQ}My|8yITk%aPn5g{5_8x8)$Ms(|?y{Sht zn|izuOxMT3KJY0Wt`OFCs5{RM$PX#nM-AUs7&y5rZd!VjupJb-B~lC4G1StR5P0=7 ztQ|r8>ic^`iAMvi4YJ&vn)9M(vm%my3a_XMs=h8w86nTK5FP4zB#>ZEy${-&0uJ;% zeI`->@s0W+nq;Amb`Z}X@^=(aR5w5o>4|Y$D<6@q!uN;Rb73C+PU&br8lurwRd$J1 zyRh9RAowdyAxpL8JhKdEQ9aF?n`e{$`;N33>soIXv?d&KJ(7A}^+!Y~(w)tX+6r7X zz8RlSS#sb?lzTKg&>U)?<^|xKf~BfIk4e-&N=K$eFY;V~t0UIec5Ik!vIfp=S~pFL zdOi9WHE7W+GEWUy#*Tk*J&d%cI1zR~F62vgh|7Ewrx$qz&NwK(vH{dJyYz65(i3t_ zM%NQQhqmD=^BwxERkJNCx45KID?WxvoyCZY)F0=ukG*a;1*F@u<5Wde5d}a)cMuM( zI%+ZHbXDKK+3wOJoWBk%H59|}$Gamh@V;{Mb&+12eNHeYv2dKJ zn+<*KFP?g~`>E&&q}>p`bw(XrKG*hi1!tkJYp9Ih?~Yg4oA2WL_>#OZ#OS@^_yKH1 z^@&=F*N5)0;}G?weogv&U;J${j4lf0vPXgbHVh)GZ3pAX!Ajdaxcf@ad6e)BHm{7$ zQk+Q(A@{zTYz~$3(WA+ZSLEEJclk{#8EGIZgIyf= zt*Gz&^KOfh9r(V|-7wrZyYxtwe(s^d8XfyyY^=p;t%bTTV=k)SW}-u-_Ir&*m~<{; z9Bf3hmIx69gb{B*(*q9C=@j5Qo&#!11eRr4Q6J$GiM`0gg2LT-`zBvs`;Z|>O1S?D zdi>S9cdHWrrapYQwP zJS+>&d0<`$b-?W{pWgggSx|Y0yC-I@Jp~dqNS%=jW-ufbcFXsbgpD^q^^IMg43s;b zaq~AIHJ_@q#_Wwdk4?@8+wJpg8cs4Ut;W3l?f~U@*F;xCOeBg^Ml^10id~q$^+ueY zy!R`oc*&LrR!Ezv<}d`;h%7Y4EuWRPKOy5mc3hmO9805tXY@~=s12xphIOjtG3VFsi|eL@I%BS52BKfWAzOM-O$MGa7q=W3xkLAU1B74Xacu;XtAH?2S1e^?<+17nFq>Q57Z zmwUK=wa=>eUo>myuclju~< zy_l91zMt2`ok7+lm@SBywX6d zpKLM&Gj?z8DAHea)XRqD?v~ApiQ@W%k76jTGxIT z7=h*WTAPX#xJ14_CQKcFOzYLx)9J_Z6>o1qQ;@0=i(B6B`$?Ccx^slkB-C`+C`Bkq zuxR37LmfSqNo51H+z4uo23@n?fYK~m(4C9EBg6*1JJklx=UCDOIYMKSszPR!gwz7Z zzw(F1z1$5b=O|l23QWs^&-m{{4dA@Tu5=7C!`XIhVak)+k?5_tJYu$k86&MVhc2u3 z2HEyp$q<~7<(O-2CdM(ZQhPftp`dMe;Zqw|Qgs8Nc)hrAgUO>5J3?Bc!>^>xUAYc3 z+8y_Vl$}PRPfCmwbs>&|9ZUvyukUijbmo1?SF3*%K?&i(L|D(FJA1soTHjQ$KigLA zX!8p8ZN?Q7doj)>u%a#7Lav$WHb|)Bv7RR|Na*6IHYu%CZKBUzWM4PnwOq|5CJeE^ zA~mT!D2+CD$1p$Ke8n71(67)=m+`q<1VVOU(L6m_uO3S`?MZRq(tUCa_bMH8AhoJV z?#yt>wbtnIuyBtdIC#2B7cK6b1Fr7ym-KypKz{>j9;6T^YWQ++ohd&pbi$QCm?-b& zO0qo>aXFj88JV?X*j{ra`ij4~H%-azyTP^0LI$=QR)yDim)&T2f^-zvGsCTBRg!5g z=-ZA07NmMVAPW}O@&R@d>7-EL`M@*BsuhWAq$CG-_W7y|Q+y9aK}eHcgHr?H zpfB!N_IQ=$zUzc`IhVS+txF~CUfRsWxxeyEOs}+ppUYAT1{iPSX;-K{-|UQaViFNg zp#}BkkQ^1oj>bhTN}r%%L-JL>*gogwu_!sArDnw>JOz=~M7IEEJuhDZlWHrla!nb| zRJV38%pG{WTa$L*T^eCpm`B|!-Ii~=emMMHA$!v1lCpJ9%NmdMXK!Ap^fhGB=Dcr6 zpG@{kBs}NMQ_Wp49RKJvqIQT~cgZ87n#pLmwBocvar;3VbCxmp0y_zaYkRQRtMe+O z>R8QktC^D~=x0RS8|1(FGx@u;2omRG{#ON0L2xBN#Wn+O_07-Y<@vKbS&i}DIgY(= zG`u5qYL`2aVCecVgi!byOK{>U7mdm{i5GJ;V)(_?%8G#F^6+07^@uL^6>3EU{z)uk_kqi&8m4T z)_3>@i8@qN=h|QRA>hA$60%(Zn2t4Ux+cE?#dw0Z0aW^D;Sqe>AZ1Y+9O5 zoo-n%Xt?T5-6zVQD;;Nn*9r1USDPor@5D|t6OO`$Pk0Q(l02`)>cu(>s~pnW&>R>_ zAeSlLZ;#_QpGgs@68FEV^Sd04qFR|nqpDkb3xSU3QN#8unKL?-Yh%!C+z9RI+uy~{ z0OD-QUDxFWz2G9lyz4&g^k4-W<-Il&T%jP1e)}I2f$CM))tRD48qQxL&FVgJ*Ej2u z8}GSf4A=GLhp`MARF4^eySWM@>#w@D^;8+|I3$fk9!W#fQ&ru?beNwe%Nl9Cbm%m{ z`gUDyk98G+wG0Q!2%ls{tDw_RZ}{xYu_HGd(Zu9x;UVbmI+3 zg=4&Y59sj+qomD8+b7bP#N``46Ft<`)Ni0Lv>@XI_fM{!@9iC0z5$S=%&MX8oEx~< zQ>-iI0^d#P48T`^+PvgVwdw2_i*Q{fEGN z#odz&?-HSj4M=c_d0G05@`reIz1?WD?uRMd%sUqGm_4DrwkWYXU?IT8M8*XMTo&jy z3>)c+NM&}Zs z;iS2};Nj-y<@{T!;Ge0&!ZaK&&Fn2)EorzpfizVb4mB@FGa3#pC1Yzd6IU9JS8m3x zzf$Dvj4Xf$npUPjW*&Y)8V*@AD+^0k8Xf^I8V*SZTL zXgK8TUCo>w9c+zU&1hVm-GBlltXy4`&7372>>M5J&Fo!i1ZX&{ViAg$u6og68|+Hq$PT&y_zBl z8*Jon{Q2M!4gE2h_kEgSAz4CHm2kNLW#rIc2KVQ8qzUjIYnZAvBguq4GLa&{2zp~Y zasLokxwA#(xzy@hq|N>P;wMM*$%roPg{k%0i7AVHzlnN~GW-o{tE(1L0B@ES!QOU@ z-UIx;_A_J>TqJBQq~;}ab5xo0=g6b*Mv+gSzRGr1p6;;+m^RF?LX;U?#&5u}kN73& z?t;*z#`uK&8HiVrKfJ2!AmzS6?LAI-%pJ5&b}^U3r}*^#JOdLQW*EwX*l%o^3?l0mCyOd})bsV_mC1fLB1*BP>G!?~ph zNcX}IkwN!9v^Zff_Dn`~`2~qt)t0xA`Tk^3{bg7t4n>g{8Ni zF9(mSFrzt%14)ZBGa`O zYFQYCL$XG05?xd3^32{%<}~MZ*W>%4vc*tHlc$lz*Gw{)SVE<_xE*B zZQkHKOr)W+rBlNtySIK15scT$s}lHC$@Nhvu2;LB@#FI7$!Fi?C>Rvu3FJcQh*jwx zf2s;ple2!L&mh9k_%Ocbsi}-JiMF_bQVCrKjUhcwoS5cqXo zy(Dv0vA)`mY88B}Pt#FqeD3$ck3%M&C+R2&+EW}~7;BTTo#aEW^kE{&Bgv3GgVFFI z_{H@X_%~#g7V(x>f!SpmS<*{Yts)_EQpo_s^VT@oINUgB`ALTg{r9-QxY`Fw`Qn>p z!}Pfi$s|T{y@tP4DO5e3Hk;<8l;O|08j0WRIHulcJic#6Z>GD-v`Vo`wp!V%dbgGH z^*N6!X>MeEWJ6@k5${^vAarnsuhh!m=KJG>3ub#}--JgA<_Sm%F$FKx9mWX8(hBSf zltwwN8LW-0r>w8W*bAcu^9DWA2h$9BZ&u)8TV?g(-rp{*PujLbw&KZ>$(qPW$<)b` zcsrkvCfg_XB(El~^LABP>R?o(>a6OlR~v99eA??*GpDb7Czw@SvYW>?B$_iTd{HgUq6mrm;YIJ^siy5%6^upN=9);4nzi`3+`?HNi+TW-LsUI zuUQdU5TkUX>?IT0g4n_#=4_p8p-usl8m9=DC{&lBEIdsvPA;lP;nn2myxQyf!Ky(_ zn>9-Y-ohshU7yQlwY7_+$1?@ngu8vSy;3e%Fht&Iy-OpSBQj*&WqrlA%}TBPSo@Ba zUDa0EW!rRnvW>opUstF#)TDCY%iLOZaX#CEJ7m{SC|SR3j;KMgVel0D^wAZ=6&IRF zm}gic_SvMXJ5xij-x%KZ#?rR|SR@pU(TA~oL@sY3O?%++0ML@_g>z5N(N~i*;MfW$* zb5NyGHPA#cxbHu>)JfwSMI;6&A6r_BllBDF5v{^ypjl{?eU)vNh^gC*|`TeO{+smQ4*7jSRF@mup( zUzQvj)_JU=PQ*8aUB#_;vaCnJ^v})Uv8YMG6~RN#liKyeP2@`C2<4#2O3$hn-6{+Z z16T4ty#J8>m?wWI|A$p@)p^y31iev28H+xT2xB8h8*etJWPPvI*q%E6XYrxfmrO3& z<_#aCuV0?X0-|5^LE0FV))n&>GG-aQD*bqC$1BMz_I;E+M?F{mPt2cqxLGv0Ux&h5 zp6uCR7l(|O=*`qAdg!;*FP$`P$Jo)>$xa>gN%uvWkuTUs03L5MRmz%PTUPF`bxPDp zs4O+I4d`OqcGwcy?#`K47F*9GJu(puiu*~;VG{Ozk*FhM8;{&Pn`&ztnu0L@R}SxE1#D>3!4EWX_Nz$Y+@-lzQ>WL zpOPzkE#wDd2MAMB1T#GR4<$N7VDG|-!=7roiq==H45yWpmCW}ACY2h%>YVdu8n58$ zNre_Ag8D*!X?~5np@^t)s)qDL!ySLC&FX!-#!bgcL?W~}y6KMJ`lbFA$NXu%-)i(t z8ac|lyO(?HO+GgUvm%>*^N1m|d>jBR^cFx^B20FmpBd4Wn9~cyiVyEB+S$Rb@Oy(LpDGZ=XhIp!ddXq)xTM;-Y!FLm#f@-T-?9ctG{=Ny1hrhW3qn)biiz(uJmxQuY(Hg0R$rij~3GsUq!K23;0N!^IF5O|IK z@(bnb2bpYeaQgVAW7CVcAXBUAEB6K6%|QFjK!V5l2P4uKC6%LfiY3B=g&VMF(IF+B zCa>Wt|3^P=@}5Ko&+WFW*$#J=RQ?FO!t%@Z!A_m!4j4~Ka3j;IIy$%P;EkrHeRR*9 z>y3JG=LDUE!F@dLNwln-awIfG<7HO1r?e^9Vmc0+Zi7_Sx&8{%KAVk(RdV3FE^+{?ujvb$Tw{=~ejdA1=HKfo! zt65pmn7}iw=R$`AMQ38s@wsE@^hkU9`0D^*YR+4H!pA*qkP9?`f} zsr)pR^SeuV*OI4)mLHooEqHF*Xii)-O)3qitsctSS*DS*m-eHpEUQS(38IL+*VFk? z(VOyZ+Fb%B(&uxcij%~*U*#iKQQ=WB|^C@Unr$fRAX#X3^qfNX$(hF@b^^(Py4M16+Q zo#tHMtnghnVheumdtrZ}WnHTpOM$^>k-OW5g+H>USt$7Gu_tM(F8Am|ItEO1jyn)y zNs+x}s(XAwM5$;=#ifC!6>>Bk#gT0krHBjtBVPv~>`{UqpSuDE`&)&{} zN6aP-{|&d^GT1G*3UCVkjS+eNff4_JYm|RsGs;HJw}8s+V*toeHFI%rb2c$^q2cEH zBSq2yKx6D(frMLDR=tH-{)CBs<+%NtTR=$J*}>$MnJW!27$`rN1`r`LPXGw|h5rD1 z)L*gWpRpW`{y$m@zU`8Sxq%H zJ{q1shLPL+zk#RQlH}}wN55dH+oJwn+h1wFYx^gB#dEvk{$GW!1UNbW246i91g`%9 zrb7P%rusXe^+#j=$OE*60|2i~%p6_ajBNksVAgXS z5)ugX9{2&>EP(=~Jgv+@AO!^wGXQhl1EC_3f$jiTKo*cF68Yb*rIDCGD8JH?L7*@z z5bB?K6oL3Q0HytU=Z_dA6Y0;~KslMnzjLF|WTO1OM*j8Y%`Qkl+0wz)!Ntgo1~3 z(+;8rYHzJ6DnOj&|S-ZHpxqEnec?SiDgoeEhkBE!^kdT=4@l*2W?3~;$ zd0+DjDk`h0YihsM)wi~_cXW1j_w){rjE;>@OioQNEkjpU*VZ>Sw_t}y$0w&}=NFf^ z?E?Dqk7faX|7h7iwF?hu7cwd;3M$%dyO5AQZX1q=dgme6-3QN9(2Sh$A8`lXBan#A zDsQ<@%cFWgXzV-RLfrk?&s|dt=U@LpFh93E=GNR6VzU$EoUn_*hMk z^*>Ml)>;4QjejJa|MbRxdgFgIto))4^*M==9sW3-{e?;jC}}rZo@n)pkAD@28u~AX zM8w&7#tn!mO#gS@(v__76zNGfgN8CtmxZ?Dj2g|7LnkiPO z)Q@%F%P33vp+*vX|+P-^)(=G=C94_%7kin zltIXih8?vAtd-~aSA@?Nwb}6%smKrdw2SME@J1ORPWg)*kK^KPu6W&=uQxAN0{- zsv{S@Lbo} zwdI5as&e+G6Z??%8_>n`8&KQe87~AuN$-!Ud3+ywHj)iY&adD?cB=R7X%3J3bGVB* zGM>Kl{Xr3Q1EMS{_vsp)z^H1(>9}OczcPFS-oOVmFc({?uO)N;dRy$3VIrzNyJ}gI zx9flZ29&7?lpJ&qe1RQPea?6t_%!Ak6PUtRo(g6dIhU-nNx6yH94H}>-KgOtl7OQE zSIA#)T}0bf^#?Q}w)`g+GcHlL#LhXx09l8PzkX}>r&D6)J?Bx)SEmqEK;nW?1rSgS z7K4Y$|I@t;&(42p_n*G|58eHROa8+Z|LsSVdeZNdPLJB|M&--V9u(BVxELofp3bMV zP3z&3hx_v9@2JE_Nh6B`y0<#`mzue6dbvJ+eDQ@Uc%5VqN;G_8V-kZG)ix9trBnXS zhhY~ipTX-HbS-g4eL#&s)p+76%3>n}yECKJdC>gAR*ph;(Uww=83pk77O`F!P7W*+ z9>2Xceg4b*`N+RrCXD^8Zj^7+SxZ|MA(IMI9xi#>gwwD8grC2DNY`5c^x&|mh6}z!G1mv4oG=?rl*b4&xbSi!ab9|hh-Njn;Rlw(BzGL7HXXd zR|NXPU?ccb(~8ZT{bTC>iPJmG+Wty!s?@AhzBE3#0r6eiHSNI3Tsll(#2#sKe*4#G zi?N4!omhM`im=pTyTfMt?&% zVmG7zmU#cP8uKgLzpV5BA6okl4IdZo8gJ-m$uthq9jjC2oDvQNx2l(_@>+KEs=CXu z)WBmCybp5GRI{rzc6U^w1?kDhN238m#kn>9<$Et=)9`*z(Vd&XW1FpDkh_@{}u z=<|p9J~qnCOhUL#QS;`wo~lgx=N*?6KuW&z9Xw6MPohlCWls6(Kym|mcaf3Q`u*7E zAe{sD$ZbEgZ-Mn`U*Yi%gjyVg6xd8qO%W%9X~#N1`<&DqaF4ksw`m}`45kw4yu!kZ zc#&@_g(JR zjh-iUCMI**$g}DhxOO_nW}KEU%p7%iChVTfXFE=KRD8X5nei)qtiDy|%80lDDP_X_ShfUS1;H-H z8Mh`$3>(0hn(j9sg@xyX{!fk;5u0qA~UM@O7cEsD^D%@XfH zujTMb}F{8b4mQ*&f%SuyWw4K82%DKTU(_d(B zK=d)^#SPb67u6FJOYETHm}+0CC3#pF2)63nD9B` zntgz$NWn~n z{@;K$9+ekb{Pp&^Brp&K{+?L?ivs@*X{#`i%x^8vxh7GC)XcxF?1ZuGtT+be+!(OQ zm2xK8Tl4Cuw{4ZGZS>0Dv($a)SRM;|Qg@2s{?&k&g=o$VNHO8^1{5ZWXTnp*D&;fM zb_3$q_L2hc&T#N&9r$W@Y5CSYRYPnw)^ivhF8pi;rb0Vj@mfu-^fPLo^H(AgG20WH z`o)BR_JDHb2wU>r=`#Yk*)!1q57AagRYhtBQv7Q~G!=6iQ(RGL z3hZ*8fq){=w)OPE+~*0<)a|3!&KgjxGz9={z%g5I*tA>N(R;X5Wu=S%v9K@4o5Ntg z&%q$t!;3N}_8rdyIYzqp(Rc-b#;ojW-Tl8OQ~~ty9w4Pm99|e2JY-L7QS9Xe-vXSDJM9U-NA~nL<7CvYmC+X52 z?qoA`m_I=z+yUkqskMdUh5TX9pbj$sKq7ikyFSbu`O)<(hiCg2n!(#-W7oAVrzz_L z+=Mdd0jDUJCqquVz|!=+>$mLI68nS3-B9geCxsD_s1*mt=I~O6JX*2fL)|aGzR~A`!*EFi2V2E z(|>)M^#988X%Eh`SeRyLw|o7%QaE~$2Jk@k)8|@!&+!b~gy-dp)A= zoVROZI9j#!w2rP;b7Dgi1rEVT}CMa|Iz2(nS6HNjE)z8y?ZSVEByokFCKkDs<`P`); zUNOg1U%u1o!LYMRmDcq6CO^PqQ4UMbGr%_>bNyc>w7|F`D4L!Eq0bk7 z+=j51bAtTq3SH-aXyHxwP*@*`* zt*z8yu(N*L24rbI?^xqi{L%rhIwr3zgm`U11E3O5#xK8#>UaFVNnC%$!banejXym?kA07>Aa!%N=-g8g0IXQ>pIwI(sfxAui`+`Z6E68!gS z-fzTMW4td1?vw`SrYz+}MQ!HW6m92 zezE|1R-`>?R}rQX^%5r-yL{!nyDO?w*Nf$Aj*WV=gzf4)_eiV?ASv; zmjc9IoYB8)bGFJbdwQq2h8vN+vo;oRB;t-(Xv_6Qz;rdntL+S?_2m_l6sn_0?Xo|B z`nmbJI;E8;+?OGqFfq)m1dZZ%sn%+#R&-Fbyxdxy7Jk!z!G2X?k*~w|w4XIWx z7yH9GITjW}jpPQ4gdr(Hc#VJm?;a+++J}iVU~>v6%_u`84sz7y*bkxP)@xz^?+BWTSULjmCoM&=Z)`i*C})*IPLR%HNzg- zn^*SiU8pCr*G+ko)WyzC46v2jl%gsPE^$w*TR-x9XDXL~ab5uTe&Fk-vevxf+%Po? z7|pTwxB(H()$<(h;T?=M7`xEt$$}3JSI}Oa@GFPmgO#mwjH@9u&R}4EfwGFgU;cQ!{7Y*A_;{ zuiBc-s~l|1C$~mSvg7S?u9@OF(peu9nOmKtQWHHnT^NG5x9&wcu`AacOTCO^8yJj6vig3h}r=6&Y0A?Pu zY%}+0#4t#{K4SIwYSp~DUh5-Qgqdniwh5|5`UNQ(jKTkH#ARN{cZIA;E$jO6Sg*V( z>#wGj>C5x7pX#&ODgExZ&9@O4{eqdICgpgvg3&EM4V_aE`FvEUs) zup<>U{hEspTG^wGxEeXFJI`Oj9G#MJl$OAmapwD6_B3xg=C<3S()Z6=A$BcQBB*w192R@9mcpMOl;WRlLw$yX`{u zzS92co1^=K7mKMAVm0nMHl>TMK7@Y9BQQ~BL<+=W9}Vu^q=ap7KCmwZqepB_O=(SS z#BW&_bd%`M&$7nKIM_9;uws<8@h~ahzlc$(u;W**A4!*8v(Ywq1moM7%_f|Unp5P) zaWc%U_h`>}BUb6L`xu6N@%Uhg=MlYaV@?AWtHL9q8vp<=Xab0q-lW-=KP+T1qo{@x};ak z5Wj228&EIfH5Irn7uX$bvK%~uWGYclD&>P)9$!<==<>?0iEyr2Wd{l*D?t+yTy|5( zwQ7s}6dViXys6(EYXUxg?zxu&Mrp}Bt}%DO=O-NShtm)^+-l*RryTI-F;-d?T401su(9{`SRW&ea*jq<0$ywVs#kbkPY$}a7!Ufhmzm8SYX_ZIcP$?8Aws{-JEt^n{4`se=p|JZx)sHWO&Ul>J2 zQ9)Fs69tssdsh(<5Re+Aihy)NuYn-at8}SRdXMxHAkqb-_Yz9zJ@nAxUGLuKz2AO4 z=R5oEG44Iz`Np_^FjfeQwVw5qxt=-a@AsRQ^q9p&llY7}#BV+MADy~zEEC8k5eyF z|7ZZ9A@kc=N~uFrt6xbpYrHqQ3qw*fj9M%%Egn!~eBD|DyE)fF-hIb2f&V!_x}k@{xuVLU=&2pI1CjADw?d-y-F_c zz9aXt+DvZFjShIvs>H8ojk!y=3*&Fqr|+u&TOHwIH!3Ksk;fDEb6v<%zl%PJ$4&WWZC1Cw|3c; zOM6C*jrDqKh4DyLs>`LPxY5w=@%GVDL{AQCnFBnE>q7xj3b z6oxE4e9x5Jmk~PrgZ+3G13S-v&99s#8{s2kP?vxIrj}Q)Wq6}`i(6*5ER?1A=Vc(i z_<#0?Jr}zZfH*uM{IX}OIiJlKl@YmeK({f}#Rt`vCZpvdNl9HQGa3zXfxK{7*gdcx zPP5um3tb0fRlc_m9ZaFMmuxv0_a0)!3HGwXJGX84e86sn$K9a4mS?g z^paJgj5DTgT3F|s)C1xwJ(N3E>@81^OZ5F=sav>GG={v2D%`9;J$SWSWAbrVGAefC)y-6`rN63{4(yk$HHz*-Y&drfxwLm!Xn{X+*l^qgM=J6HKJ#uITZtR9YXc z?N3k_WL*;H7F5bCK_=iuYB}!#fqbk{29})Ts#qZvnCG;?LJ4iyIoz1CmaAPfu$QVV z@#+f}+kB?$sC%|f=en~G0*V0jM}k|n;HNu)P~L_w4xZ;;sNPVD+@(t%f4*B<8A4}D zqjK}^GYOznhgAIbLYvVYYElVzk*$L>8)MW?S}h_?>LCuHwJTKwpG<&FY?MbShZy$$8Qq5z( z`6=uRYH3<4bHt_9qk-aeEE%X2)zRiZm&||Y=KMR?CziZkQl*}2@IaadaObDL|D*f= zzx{KekgFT`_@=cvRRVam&~R!VepS!nj2p5mIk)HrNEM;`G`3;HXT8_3`yjaXVoQmx zH6~>Oma=Cg&Z(M&QDFnJrzZu-&Mk7lPCs5bHZn=TcK9yV0%4i_NG{@*fs`8bs$|^- z`#3`=3!{$l>*z0+wB!f~zYu7wG7%`uk?P_xbKBSc$oZQ1N7dt5r9%x7)ut8l`$2ac zp0M*3_8F{JDVbfkO|vKNQiN^_T-lpC9(yIF^I>hf;~U=PC$L09Yz$joFerGC3TtT$ z5sSlp;D$5Ln97tHmG~3gM1jQuS6B8?#(*OQzCp)1((*?p`rJE)vfy~d`a`8{cbS%u zu_{LTRO3NOBZL_a#VDgSvU8Xc>jHangeRwEi;|^7Av}Kqi5Qu76E+N6SA&PBif$Ep z%E#tnCXoLAm;9knHND5*fJ)Int^N$Y{Ab61F+lp)B=gbEhtbhN>*`|_Kcy5eXe+60 zPaxyaw^Qm}3ln~2+J|$m*qMTYuk7zUvoE+Si!wKI43%`vIMbG{WFuh z6%wjcARwiY8PqY+*mZs5*k^nHWVu30xQSv?K<|V>2VwWnfiE)CZt#*M_Dz804AgS> z+Gn5ce2dGIt1fr>znpHF^-5Fks*<@!Y3{0IO{Nz=w7gDSka;~+j4euav=J5N4!?1$ z{GPAQ`sd{M$24rwao%utB(AQZqHIrsBZ?WpVaB04@>PyUb>4Cxt(Pm?Soc{#P1fgu z&!<28``^Vu|Gx~4>YY*q3EuYcPUtQpmzF4!(mFbpn(Z!jHl)N#w&zxzY2LnyxT=xa zi6{2tJbixnySj9=9nJE7t36ZjXIy2Tv; zp`+;Y{`iP~1&i3Q?Bnjlf}s_8Lxv%+6qwMgYhUvMt+sJUS^c^aU`hke?+PNgZJp1| zkqw_@?>g!LnOAl10Qba@dTW;=NO@^b16*ce5hz4KM^wF{kFP{nQEzp?JplpOiyveD zs$UKd1;dPfNHO7tLV85MdAO|gPc&pp8xHKD54|aNBpBznILJ#Wk&3zVAeEiI?QLKL zeeU|i{W*~TE60CvA^jzzPT=qZA%pFUsE66|Ogk-$YyX0Gh0CP3zCr>Ny15y|7JI;EO`3;LN#xaJnHopj_7-*x~ z0^H5pW=U~gPlt-D7F_04s0cHHTslV!T_J^Wkoa#BCTkHe`HwFg5bF%-zmrvN;J=5F` zvR8eC0CQLC`wwM82>$ncwy~I`|2wK}Nq*L;`QfqjP_fG#4|%CpW>8C0m*W6a$wVOY zJ(UPy?V^}abUEMkCv{1-Tm7AkscdGrFNW)z2xEko;Ifu3hS! zCphR$huo1(036hYza%Rw+4|sHWm|WV+LvyATA;Yag4C1U;mN==&W9C39gnhB_edez zQNw4>h@qOXsBcu{q?V!a%XmueP@_d;b#7rlZkui%s%@qb<5!`*=f%D6V}xDNz(8pA z){vXdWl!p;Ze6JJ_XEjk=feX8Wo>Qxo?C656H^&&xv;twF+0vJ0zi;}(#MWI=j+~_ z_rrlt8n-r9E2J}VZUNX@TPa1hJ+Dq+)7t3)46YH0H|4)LESHwkfvo7KhK_S0pdvYW zgr3x2e${38+f8S3~>~S|0V1@cYX9q=E;ruBtLTKUd$D@-O-?y&uIZ7!`VQYy9XdJ+!Y8 zs|n>@j?)^%Bkjx(O?|X?ZdCi5mnK=q?sEGJB5o*L(d}Xo{P8Y@R{Cc63P|@b><3<~ zayXX{ko<^ydn4+|yRrUsECn|pVG}b6Yqng5u;Eodzut{T(nyn39!wJ8e(?Q;SVGA()-7sefr-4MS36~ zKPobeEd5Sk8sl}zuzDVTi9?UOa^%*9HVJXm@#)Ii$#Ns|BaRsafOG>%sJTN`=R@~l zF}jUY=?}bHb!_SqD_WHdL+manHcGp3=1tX}1A55%sRqzK9vRT>W zn->fr;v_4>=_}JC-v}rP3Dk_HC2q{O6F$ncx|v*v%Q^N@D%&#>>RX|If|=Gf*Eo*s z*ORqr@Ipz~J}inb*B?3%he;i&e!lq8!L{f~3Z#LgF-BCA7EQ&Rybd1WCej?R9gy0^ z?2;j)H_RKR(NxK7~8s-qo(NAQoN?3AQd+ci#&GyhtQ$ z6df~Q6SaDao;ZO%IrBLiuO1UH#2zcJ{~Y0e;rK7EoWFu9j(!n*h?Sv7`9$247}T4m zWo7%q!^BIl)km8y(&irE$=wn*`(VOK7&1@8vSUa6km-$sZ%Pm&SK7tKR=sEkhmc!f z31+G5C|o~fU^Af@uLqZG`wX#7)XsG-skZBOL5dglk)K;os25nqv=ZKVAg;X5yE-mP ze}WL+&BlD*g zZ)`#yoAKijnaT2%h=~@IiX{6%iDa(EnOISFNL#0YrS{!$smDlHMYO~wH0o9_NY`JB z?Z!qCQ)<=P*w~N#KindC-_U;(w}@T-)gYqM>#L;+m7An0Ht*16Tzf1?g4r7(5{Jk1 zgOZ<19hZ@;9DuUDN|Lg5R*#xTn|Y~86xM%wD{NaIMcqE9Z(AV|DKc1_KfB0>1-Rn( zhbj-NSEltkDtK-TeBBw@8k9mU9gnwSXZ<%TC|i3%5R}kC(0t$PkKc~hVTv1UJ=s}f z<;C@k%Me3f&*ajJWKFbqAN8~M*-LRTWY5FX9j21;#gVq3uoo15N732T4jR@KdQ0lD zJFFInqV%!S^Nr8TBMw?<{TC-WKw>-QJcchTMno+u-j5+X;ctjr1mmuBl%e+#HO>8S z?9jpcqi0haV?%VWjSOH)9$l5_`$D^< z2J>3}X)h^AhKzzkQkE$#E!ovNCk^TcM4m{#WrPma4IEmtzl0z-a{MM2u8A57X?nLX zT9bW@{?TETD3Gk2)LX$YY&r;mNXrO?vJ?pX9m7H7 zht>81L1cUc^aZPYa%P!G`K|WA2k^>Pr37Kc9pr!y^G#V#(jX~1EBurGlFBJjOr*Hu zdfwu;V<_bUAz{fiuTv6>Vc^fFZvJ0)q2;Zkds&W@!&Qe0FNr-(B*H_RmIdygh#odH zdPj-rt0fl9f?X1&`2ytqHs8}hD?}{Mv#e#??FOJ- zgWd^s05s^Qnl80rBCOb`Eypt2n_aJ^2pgyg5+6K{IQ+Eq+E5NCo^SLW7E zhx1E?9_YaXq{J$#g>UCVi21abwUV3MqEqPNjZw0MavSDsp~4ykBz|PH&xc6TcU!^p$9bg5w53FwoVf(_3X`Nq z+Za9v@E;&rO+fLp_)(!O~^h+l-CJJ#+5@8T-AH!DHp-S<*zIzK#;W_Z}d zNV$M;R7H`WmUy-5=+-{q3IvfG-JQyH6W<%EsCI){TibfMO0jcx70U2^)h?!Xw#m+N zOGr->20TiMNgy`)J!0Qqo}-qncb-zZGm3lPDWz@ zS64fJYd3X_&}fk2{2q4;J=FkE2ZB!AXka1gOv9+LAyNI)rDdvzX>*}MlJ=!+Wr%0> z(Z`YYt)q((J=g<}B@^KC@XfK^?z!SDv8dL*>u8H3{%^9iX!4$_{Q+ugw-`Z_i8mia zL};n8>-aVwCY(u&6hD?I7|OlCvJm@XxX3(o=O>}ni`TJFRG)vIDIR%wL*=SSjv%GPxhjF!Xf|ija4_wG0Kyaux z(nrqYHu*ZWe1H`7j2=!(8Qftsv9|%%Xe;ixNOIsl;voC+fOW4p3?+EOJNj*jP`a{a zVv7%f^5qq^uy(`uxev;ZSc+ifx%75P74R*PxHx#Z`64yqd_};Ch;>C1Txd;ChBGq7 z^HZxvp(?;Htc}0IHw%Md)epc^ye-0~%rPjT$G!NE$-@;mZ*1S|v6VrA9Z*V`S%2f~ z?eBwJ@+pNj+W4QWNEYE3xFvJgNZAXmIAaRYiWoGSp5xLx z0xIT8&%{9JmBFpXG0g%O9kF|OKKw7Q#ad`n+A?2t6@!Eqz=V7=hNt^-NZ+t{^g)C8Eo%FX7UOTi%(Q{E& zWhW|MwP-j4Ruu>tW5bj8NhvI)9t_=+g}3-HNin3T4b9gLU#dtL9-n=w*HgjCD&>~w z3ms{$a;K$UD8${1DzAhu3zi--%oRA6XrhZr11~0b%od~1=!u$BtKvYF^*LK^URG%b zRUN}d*SO}sVdZkY9bH>&T?8T>QrTpvq`wHD&FAAhb6am37&6_?LPu3hn{1zigd+x@ zKRZ5YU}v1~JCA|iyWo~SNU{bg;Ic-gNuLbr%3Ks*<1C&+#kBM*KN15Yz4KOouGY1||5=4{g=U%%A1d4{p1LSKZ{=jepxk zz~=Lj{-k6|17|SDd3SV3eN<2>Ov#dm#)+N6mB1IN@zAA@C`zT$ylq$N1J z=KAYLqK`hF_`|+GZQ6Q$ZVeO+@R9)-qX1~@a-GEj`-pS?nY=kGdr7|T&m$hH8RPH- z(wm1#kJ;kC_R$zR_$f;!H?AM;Pyg7JZ-Ef6maXZwx|KZ%@nDI3KTTOsM@KoR zYIOjkSu?yH+wAF*Uh4HYJD~1Mg{efT&X1>##qh*6eOSZ|X(9prUj(j0zX)WLQM=4a z!-BBOtMG}09jB%1S>7MTUqAOT+0rj?%4g#$me0yU0ItW^#pflA9ePM{3t1SJo~ABs>536O129HP_ZfCCg==+cx7uT&2ggZ46Tm1 zo~D}yzM$)B*AZT-0o#=71P>q#G<`Ocm6j_{=+UoM1akd;?z6mOLbJvCo0tyj59m)B z?B!-m=%kYd!EPT;Y*(m~T9v1%^yoP-J1){?eNvMluqSC|560&D33#O`X;tsKW>m3f z-DL{VVXq>&dAWr~$~QK8DExFe#TyeW*l8=Ub5-}v%YZnv!+o2^4B1zo#%XWC)ifpe zzpTwLq!{f61q(zw&;cCcV|`?I`xHG}2f*mAOxCvTL#pS$!fciIURQ zR|s!;-O7eb60_r3vT|NgQ&gGM?UYkIMFr&`=V#6Zv97iAXT{b{!h4EGUu#TisiNJ; zAI0&-h|$M;&4bQ^Cw~!~4FWSJ+Ti$OcJkTtVSRTOs3giUi!Fs(HF1ZmR4S>>LHfoP z*E?)tu=50iS)D?5c)Jf4#&SE$a}n_4F}ZBymc#KUW;6yl$J0R5QAx-w zc!|TW>$r={Qe3;vW1g^LVa}#N{Dt56nJA$I!Bvluk>Z|+p9yZ!pWpk(I~)6Dxe6LK zHknoEUz7kWLMgbL%<*+>)itdIwy{`vMZqB}#oC;Lx_DHO&8E|mAn zMlq~;0SJE7)fAM0kBlzcMf_QsHUIG)x zZ*w2Uwar^ZDO&NDMxc)zVIGi1!9Hx!gsJq$K*9VuI_j1A75_tJ^VX-&nBWb(+gAd@ z?}SCSFEjZP<(-1#&L53VDes26?p1FeKDN+f#`XOST7TKGVE8JJwd3w8l-EkFYD{k& zSCC}Gd%xUrsp`mig*fiShu)pNFJaQda>*nM$Cx2})SFp^&S`p^{&HIE<;wE8mgdL9 ztbQnL-b>P`m7Z-lGsZyM98z{0#V+HU7wR!NPUs+6=SIHj!x=jD9e;Z)x6($baQbEU z_)hKjhp@UY(FcgciYU?z-802x$xL*`Ly8;ckIKXGS`+>O5+;Sg1zQwm4Hepu#fbwd z&RarW9Cnsru@S6}&&2o6O3PzVmI@Q+0|)YwK!zkBeJVn} z(0FCH@B9(JfnwDSce{A7!@EeNqdm#>Cg$i!dr^cH3VT$^-F)4dsoW`#t>d$t@UGCp z35j*51S7UjYs{td0R2X{nVpPApD>F5u4zHuqM5HmI?uP66ONy2ok^Gmn%|W18;a;t0z5Z(Vsv za(RVO!a?i&M&arM6d6?BswBGdpv^V~s5-yZpm}f-^5d}07FP;Y&apIUPA3@1@*4qL zPjd}4t>0r7m7LyR+t8W4=4_m8xFK|!RucxU+Do*aE0bH-3pWp35II6fA9)1p%V+@XLK5EV(DLVoNOh2{&0vuhnZYt#^T0MIIaau zTqCRdxk}UpJZRso;Ccs$JK^a{s!eF=gbRy6n`Xe98=Bu=FWs-91Zw|@ z9`|^9aDA?2ebcCg-Gb~(Reu0IannvSdcV9To2!I#RT;HDsdC%2k5iNNb~w}dw}9Wj z7|i>th|+1$cNBRAvQ?Q`t6Gon3U9}~e9K!!U$}${7U?fGme!9@ANDNQFzjtL1ZV+J zO)r1bN%KlA<@u#!#IOWoZ)uIqasudv)-x^FM7}ypX1m^tq7igd#6l5@RF6AN7wc#b z)^@dqBo+_#9|+>2Fb^&zHc_;Kj*Na0M1aGg3S);mcdUfQsM`~{V((jMQ)X*l2|w@P zC`?Bak&hdmTkiS;xcfST`bU%zG4iY~9q-&CVZ{3=O7}kSZg^GMdcO>zZsC=^_{2v) zdfoUv!K1ss2&f0zmkxOfdGgiJUL|pF)8N`Mo_2{|^q^bzhp(jA1k)ezXnW>&DH}K| zS1vllsTl}=hJE_f<7l50GY-(+J3!JNdkh+cUo$P4Wds)IEp*O!nq72KI&$Jw!Y*>ue zU#IpjpfV0*d6X1K*VSl>WaMa)dGLdtywK9^l)lg_!z!AR+xaA`I-TzsE5|FfF-FF~ zD*$xfkgOkwi$(duDW%xg$9x2a4oK$a%Zmkxai)FxY3v9Yy#G1N-( z6fBE6~?Vabh_U?}@<(@yB0Z@})z0`nmi3%uO z@&%Bf^wU4*Y{aTI*+SaI&|wo+QXIp*18fp@Hk%Y(VU9JFt$k9w(SD-6PnX&?qsq;;Md`N4Asi`T3CS?(Gn4vqG-_8>ZfmXdkn@WfjXOznkkqEC=gAKKju8#4 zzabCMNCWC0DjU+t-FcZR6PJVjI}hX9ZuP~@$te6~nYFGVs?qIl;x$5Z? zWW%``d*xz90tr`#7=Ral9S_V|6aPedDryhRouGMDaH2d}SIOt&_lS@LMo``TW3ChynF?S8x(!)lx- zs6lpKJt&QVomq{X*tuX62{29%3N=*(kcU2S0KKl!+Q^3-?be-Kp6NdOL+NgZ>^umh zizx&E#J`!9-{%pYxvwUQJPBhK);_YFa!z4drPK);5Ph#EPo(g=r6qy=6uJF}3>|9z z>hFX1kG8HJW=X&D6&O84t~F8{7$<@_QLEVyXt;-o6s`<)J1B>xcW@)>8bVt$m|(`?;Ef zgSOon=h**70vTw(7)k5a#G5X~29@1knpcPmNcGu# zuX)WmX}h2(+=E)RvAP?=FpJQ!3!U+h>TnmWE4v#Su;$wfkW-3E(D{{=Uj!il@d)yd z>q9+T)^UPUXi8P3{aYt?_Xt{{zKHW4*`D<=5J1HTL!bs2I(fN|EysyIW&u@Aw0d_; z-Zq~%$YCss1Cr~%2qZf^XaDIm8|2A~Rp4~n7t1$`vut+=V2VqzWvYa@o>h-D z^n^u)ri<5B3-#s4t6%4cZV!Lo6S_} z!h19-l7B~2V29cru7E-gSDY;eVlIBhrsZi($0)F9mN=?DYZL!%{6N3G#Vw1t=zAR7 zXM(d^K0l_o8WfPMP@+|!$DGrh!2{XZK2(~hytyVZ6&A>~3c?C9qYeVaP2!TAgoELUTUR)*~w7NqaFCtu%kK@K_HS8f2CS`eC0osc_q6odOE zG!X8_%ds+bXZ-qCN%t5Rxg3s18oaa+xM%hMxW^LsZN(L95lf`^#XBAi&N@ucMiJ*p zuzdxYpVt>AdTm)lN~Tg^*ea=quzv6_f``DYYhU*VkwMLD0pvteo^5RdSqQujV(|{&NGO z$@AG_Hh~PhCs$)f`Tez{vweTWNZMC&=TmV`aCEi9u3m@RgJpCjov+_bCWk`Wvw#I) zRrQ%hFS#ZFl5Ps`|E7?#VIcia9&4okt6U;>&@e$>&M3zCTSyTnW%Joy8~eqNztaH! zV%2_M71jU^uy)PsZ@kSvUPynjz4E``8Q^UO{hf*U&&Ku-b|G+83HHCL0A=hNq|LxF zH<98v`biAKhlOZGu{7Vg!ndI-)|&4C$VAS=jKAaf34i^Sh_em7xgax_vXL_Io?B{w zGRiWxyPcAD#o9dEeq__=S_P-L_88ZWAWMStw_q{Gi0+1{+mSc|Oe4}4i|eXwq)#_e zdtT_NkTp1fp2$g0l;C<&7!-K9s8nq^pis6Xy<@e{T+@U)0c0Zy|a#g zl&GAdImk5l!U2`o5a#hAG}TYb6Q+CAv`eE1xzUF~+HzD@HvFjG>wG=FusnB13cGNK zV8``HE^Tc`=cQ$;)>h5h5IhRp+G3=aC+_qC$vjWo3=3_Zi^qjhNC6;4#TOX~GZ5vwo z40Ji#(Is!?uf6o|qHH&K_Ih4He}#y$sDS+>?!x!197DAA3`^7wC#vZ47Xn?et4M*| z>L?Hjasn7SnnNix4H~!h#b_SykC?uIaDKjg=`~n19}n^wpCRr)7oU5Ai^i7Bwx{#r zz@X^)2IET6qCt^&pL(q6&}DKPB2}NZqm~T`XlYAvd;l#+ZdCASuc7A`0XZ%Oyqg;; z7)6QmGm_REgK%+gXA#n@07`|?rBfWOqgU^1=TrTcK{9a}F_w2JUw1P3vlWCVF#8hF zDInH`TlsT0bI&M#eygc&#JUA$Rw>-MN~D?efIOBUdLP|IIhWp`3hR^}H$URr&23X9 z!#OQz*AJ}u+!_!RvCFvYH)N%1#^MzS!RBSH z7uGpAIm*vbMhk#F1@kj3r~yTm#fcm;pYw?3FUQ9Rmm6lEW0&Dyo|TQb{ajdyZ`}9t zB84miwcMc+*j$?Q9__^KRnEoJ6ImA@FKz?UP)wsx%Tno)^-STQWc@6p2hS`zA4NE| zmcm{6l(~+QE$wegK?etii04^(TqVVuU%XOkuc$rjd@lh$YJb*J>!ajT7(TXN9U>)G>-5%9^o`9rY!7svh$kF?7huTa|X5DkNxqfIZ%P=k(Q=usRRMR zy0VRM;Nju$wHW6${A72%%u>}wBhn$&Ys?HAqs%}`(cw_oLwoZ+p8zNORU=_vQ3-QP z8(4(rY!LT3GkpVQDtFZ6uEEQ%T)L(t45poXpRvztADT$JcbACsW=I-CqfVr;29%E_S|t&s7x< z8f6Yju4bEUOf+fPy&&DvJuzgEh)hNa9>iy4b8=?KHtxLWqsVCdx!V?zlZc&qJ;d=; z$M)^ZVV8&O+(tgjjow&9^DLQrPN$2=q_~nivq_hV5$)ZAFT2sR^b`3_=EDVp@mA^U zDwC*#|qxLVN{xh^{XWUskqdoh*N$ zV1Rc0^z`AJr%C^qCj6>|<`$$3GZN!a^UbZ9gjAYYBc0cvtjB(x&CaS161_9BKwEMj zP?BR{yVsC*;5xgEv~xcsU!y*5xeXx0ozJMULUj&B2WMF0s@kG|5J<_%Bd8VxH|zSE zXDe|+9WRD5%cC@^d6VoEZMZA->}Lve7Sr+ZJ;8nU2PYuGVN_wdoH<4a9H`@QCd)G7 zDR7{qSG{^rwbG>t&Rm_nc`jSBnyELm_+cRF(~CF${)INuE!7A~PfalD*13`;LKo+7 z1uX2Q<}ncw*{a;8;QE%=Pf{v%%;+c`l+==DUTQ|JPjw^<*ELQfXNPK6 zD!^qkP_kXwhD=q6gRKkSWnHHCx4h%Zd{xKDTii{WJXb<@mc9)wkfp#5`?$1B)_JDy z#eVz{zPo9u(ZjRvpG#H9+1c#i`o=Kgl`O{#{YSgvTa)+(@dHt@(bE3PG{s519;q(t z;732)B5tzHnJz}zSr59vKhiS|Zkjb#rPB-$Cz?jtLrGNn z?isQUnDPRvkHydO-((-BKe6rjY_YW0zO)~qq{!=|-^1y7N`EugLTnUqe`w8>-$0(A zyTU?;+XsD72js8bZpbL&r-d}UKZ@)h(WNw8H8 zswePUstyA7FZlL&wCES-z$4T-*%{~b{We9L90|+#P2-g9Br1ZL&FNHAY~wEi-Ho68 zM6&I7q6D(brfd%-BbhLkZ*%2IpU39w7D7ww^w_JW8e-(TBBN;TyRfzRU2nQSd0PEy zSO5~Pdv&Y$FnP-A!AIg*_x4_r4(;zEOpcASihbAv2xc}wcm@;)X&CbVbZHjK{4?y7 zd(OJgV?Wd?TU=l;rm=JLye}m&crW)ssfhWFX8Qoy9v>~qoMgkjv#8H`h_^V-Om9@1 za{kNODCOWr*jg5xA*$QqoLyUz7OI3x%Na)&M@!TVhC0Zcf9#!w$%FM#}&3myAb$oD4uF|HjiL{Z0J#pf4b? zk@4G@8T@G}e!z&G;?9odPt))_Iv+lHy6hO58$kR8jmX!)v7PfGSqbwCt$rfVg>uHc z7L)YDgL+Ve4zxGGLo}PhYe=EbE(9$ta8TLDEZI_5BNjIpR(A$gJE=sVhmTdSw_q;l z4OFIdu&AV5D}I`&CltO#Hq&>=rZ3kJ*0f7=5iMNHE}ETP+g+!&wygS=c|yD$-WP-H zy#A9&mH-z06#^*dkn*vV)tE%LOxS81ieDqbuyu5ZaLKlZxj8WN{ZFLY;lmYFw$DPV zPL~$W=$`5gw)OkdTm|i9b#Xh^dFZUeGEbp8+mm*!pfrx<@QnifA$8niW^4I!SLKqb zF~eLxfXH$_=u-#u^WXIG{wo+{M2BzAC~@!>Db|b6jUd(e5JroNEw-8FwR=>NdjnV8 zE)6?UWnDd4rxbpE8&u^Ma?U>wn~1{P!n4E(hN%s1b8xEdCUM*Kci7!=Gy4>@@I@Vc zNpMN}8>E>X;tMMGbkA*D)LEB$98r0puta&r`6bMmtlDAeyF|woJFuHZKX@Ls#eDV* zH*^$&i_W+9O#kY{<)7#n0aD?Brs&yhMcJ4v?Y|-5lM?1VA|Pdmq#7<7_DZkRmw)`Y zXMEvMl?uv&9I01z%YllYT}>!7CU11nf!vQO!1figj;ODEf$-oklMmig7z?^Eg!qU4SYrc-b-uW(P9YuX<&{j5Ic- zsqu+D<+O#Y&EDqs)SAgAoVt-#yrDj>YKmP#x^k@C9rik}T*XkOndGdJvm9QJUALBy zBS=&T@{BtS|LB}|aDMj%7ALc*Ttul7c4zo~d_@z@d$oPigAWYnS)CCL@)F=EYxsR1 zx{bP#o~<$8mqSJ}LJy9NCXZ>}j#OQx&cS}Ey`69-N+UXzO1yg$*u zGdP|Z)n$q~Yyh=`h&K`Ej~oi2lK8=@fv;(Td9cb7WBg>obG&BCh(hIF8H(f0?dtTL zvLXp3?CGrR00*R=>Zsv)hqiFyF>I2* z^H4x577*@PE!UeN!3CJ&ucl~@1jp>lsB(Td>x&K!mUIMU^Wm=*5Y$*mE8#pH_v<04 zrXy6f6S8Nbe2IO?+I*jU#rQMp>zB8OT}2Ryh0$l8l?Ga-)4D!k8hfuGL4`c+CXd6T zILyQx!;}rOX%sBBW5K#pnWG(pYcQ9BbE;t%_R(3%Ze>QeD_p|M(@R5&?d1`Qv_i>S zG>Mb8ITv#2(+fqy$Z2!>%B3UJo!iwP9%I4d!X7Co*zy7m95y|L^IjjrjsIJae0{AfO+e_wipwmHBpEc=;)44G)2 zA$#)OP=#Wf6RGQPJ*v0-b~ zBl(D^@+02_`#&7!S`gZDsa`Zu_1~wyZ_%4ZVyS@;-P@NnmGtJR%6=^XVS2S zn4>P4`@0-V`Y!6GjEuACm3ng#Tcf!yMQAH9pTTs7UPgVd>0AFFFRzA(^ok$^%W!@+ z=eLFZ@J*;*5(z+-m~!TW878LHA% z)tyVpDzjOIswUUc#?!C2jy1h^_PB4QmA6EcQ(CV(V%RxRC=MyzmZBepUi#`DxxUwY zrd~H(QvYKq^yTF9p0u950>V%7bNp}8K?Cr%be6Gm`LF9SYsoJnDi?!oJZ|Q3@%U_$ zs9^Z`JMxN|+f!I3mC({HpIY)>UAGMLbDCm$`2N%s%sK~H)3F)qdQ`&p2*h|ei~nWl z3q4cGH}=}cOxw2c=h-Fw_}yF zio1#u>lX0_4c+s}?%FJeG)6bq-NeEb2P!h=?iBPOHV8Gi=WKOwp>R z7z|-llB5N zEU1^~o5m3_bf5w8pwjYKdn(^;PC25LXMHm3hx+8RyNuPBLhU%Ca^!p}Q?T$>HAKXr z(!=qOU`wWOSXH0*c8`E%&d-B+N^oC0 ztUx(qeKfhUrh8Jc>{6;7v4^_%^|`T>faZELv5_T+H>MwJq%XiA@Six|e^)!uo`_ z*<;EaI5)$w2i$9-vi~%YP6R57?Fc!1eZ^7PfqiNYcGLJR=p%2Dk>9OPI45vz1hg~3 zCZ6u4PLmogbu7(&0pmZzH;5S=Y}w>3%8-|GOF~&ZB(15TT|rqbpVKTTD>WtVxV$fv z;P)+m-f`*s>NC3QolPqU#rW8<^t%~=!s8P-x{NQki7J8lahp8F{Zc_QDnXZmfZ_*3 z)|zRR>t1dx@Zian(8H61G?nYGZr}USs7toA_3-Ut>c>>4UTeLk^t(gOvv+Z^;Gt-0 zJ&(zorV>nE(WZ7D-@9$+>@OXbkU%1Yj<7#ZpM1EThVI~IeftceO&qGX%TTXq`}`Dx zv98T^O?KmEH1+%0!IY||`lL{8xWYTmG^XnKta0ABhLj>Sfqi1=G+Qh>+(SdXA#KWv zlM{?=K+n2*f0#2Owm!XzFVA=PTc^oC)Q&iQp);3rzG6=a;vpcJ26r{GU`LMq4>hvZ z@5(cMB|nx^&=*#%zjOhJ;BdDp0I$^@p@B-$suOoKuX4KKj+V`eTeaeTVvK^GbGSi+ zLMK9=7P3!Pkp3wac+sm zYjTZlVTB?xq}>p6J9AbvyKsiV&NObDt!*SVe`)v;m0~fTeJ`6vxC-%Oots;VYwG!6 zi%GWrH>xQbB|we@WCkjRc4IEQTE(`DwlESM4z{1q(~wv67kwLG_hP&~wR;nHW!e)c zqI-{bTt5V^W?zc$a2R5g%4kd(aaO&ZQws_`3<`YkpyyuJywJBFZ#&#}xm9z?Pkk6t z-BC9l`?ihv<+ALz7luWoZ9TR&9Q71l>&LBYc#yl-D_>XWlmcJbaj_L_JVt}=41f>c ze5o1X=Hh&Mr&}Q0_ZC4>Yoxe?Ci_Wpr65%oE1DVQba?7$$6EOos4B<+1p2>R{y#4l z^FP>o51^*nbzeLbK}1A)Hz+95rAv{BN)r)9=_Mi^1f&NI1d-l?R6!xqK}w`c4ZTQH zK#))q1QaO=NC+mx|N73k-<|!Pd+ynH?^|a6Gkb=xGLXEpvhu#qdfw;x6~OTJOY5=& zd5^fHN1zpYyAnvri2D6U;dkb2-pz42orZrup{H+G9Qz$AG4nI#H;8eMEbU3KSr#RZ z#|2q=EGpgj?7jLjl9$AhulixL)9bE~a#dQm?Rv5Q!?(LV#@(Hdp!vkrOYT9Ntf|aW7vOqr4(SHW=P>L6UQ&}rb{kqlNT%!5@Gbip ziZ0cunT#VoweeAg=(lt9GG8nb`UaIkWmsl^=hGFKrBmz5<~ZR4a{(S`YqZb zG;BO|Z;yf;hoMx<B!uwWGWP>48eo;32ff8s;eT{`i!a8R}V`n|?U++MX1!#gkx zbya$7KQw5^JhVFKD*G`1_kHaW%=Iyb$)$M_G< z_rCNiMSd=3sdgKZt!`^Mb0IM0)4)ZF-pa)v0=ihEc2xGyDK0oC;b%oT_T^e0IPcQQ zI+30dp4#T0<0jU`r8DFYP=O!xM8`|mIdm4IYnkoWx}f<5;y30io-qaOx6ct-Ig-1N z^fFEaxT^&V`mU~ddV7;D?^g2^M_27kGJ45mFKbL*>@Mz5wn`~@&7Ntc zNQU(zxU?_9X1Y7Xi1N|fGPE;BkDJtjXM`RaCAfw8y%4J%IyZ7PQA6@>YtUo1uu?>q z9?;Ps3@>j&PyS?y6dX@Fu+E6xy5#epTV}w8ogtnIc&$dHyFpLwBNObIe0X86XdKyVpBm(~m$AbzQ_UcDXO8F# zCmAP|%Q0`h<{fj)v`D&j>-=4Jk=t#~e77Uh)t-P~5RGz@cdU{}gG$HcOC9#BTTMQN z3ESJiw3f&}D5`cI8?c53+Q|D?6y8O3`o7CjUt0F=WX*L8H!B<8nRnv|N*SQ+P9?8!RE{*v^5sCQk*R)=SQh?RC8=$BnF>2vGz~JkD zWxm8SMs9#gyz_TBW(t)5&M~Wzcpk9k zmn5Z8I+PLx$vGMGU)L|pg_U9iZ%Pe24!WUjK2gDhY7)?=;QiIqE5AACv#2%3iH($N7uWk8qljZ*X))xF6+ep&m?jK!5%Q zDT~wv`pjPdul^V;Ta(Vn^VfZ1UV%f#1m*a|%LR-J9(C;8oZ_4_Y@&_k$!~dHaAgZ_ zf5kg@UpmCpIeF9dxn-Wlr#8tqu$*-xf=Mg}CpB@-;FfjF?D?8Ks}=JX@VL0Z-T7K4 z)GKdX7xz@;rv)kxSp<(rYFa#-aQ%IB_i#7XYz$pyce_?&;8@GL$G{0Kq*xx0nc-!L zM)o!x3JX;SdfJ|BWKLwtF7dPujvPpk^D5ozN~Z6FCoNi<2TI2T$i&V&(0TGOC$vrB0;Gf1vod}yhqHZ}L>6G7c>Y~eQ}G+APxuelA-Yd#(vqcX~FmaQy( zCCmm{-=_NAD@45J&HSg=%iRM(ASs>kJ6ebp#AYEec=;5vgq+q-n$8lGtCDPrpqMn< zyz*C_=vEb#JZWZ`Sbb{pc^A6&H|QZMR;}Yo-O(GWBQcM3&>J++HKHP0&5JiWem2)B znrrth_#)3$)$rS)#y(UT^5`-oL0gOrr6|$HwE2)dEpo`pdCzgR1klukq1RTmNZRI* z{8(5}U~k!VsTWO*(`TmL>wgJRE~*4hQ6tcHWGljJ`0aY4*(^~t0|$_Mm4^alb6(So z>_e`iF3?eL`y$JQ{h=K+X+j_1w-o?zl_iN+GR7LJ$iV|ajk_BbIbf33u+t)7(j=Ve z)Zi|tqURW+$u1rd7WN$PwbP4kJBFC!?XK}U1ZVt;cDuGkA zD~-JLjyi}Yi2!UJ{Y4EYQk})9@a4LoSKVaQEco7M3Fh^TCLULH^;Gk2(X)EmH?&N) zR47oY(orf^&4;kprK;LQlWu5?))e8TTg6)1tZ+1RA?dh9KinvN3NKx~*MZ4{#4d5R z`4Bz(g2PnE&nt{8J!V{)3{8dwoof3y*)uOsr8RIL6Syp#gS(UA8sg5?Fs5u)SfRZS zB=iyGVV`8nJks2;-cdXmU#q9zjeE+VT{$4F~E@n4rs_uHM((d<)u{O0$*aSvaA9>`s>aoZbXvIp)!Sq&jqe z^I+D`C-?Mq@Hb3t!d0r4+*PqtY@P_7;*odf7h35BC8t&IiaRMBgNjDL*6Qj*T`dTt zQlBa}zRB+`QLlWW*RbZ%Zm$uX29b)W$DXS3<|591EHg0jwg2ixL}a+0bao>-W`!bs_9p7w6jh_6Y~u)BuaqQ9V8nmTsRW7)y? z*%yn~cXgFhzZf^Y2Y4>Me{TK$+2cRBW&Eq+&7UjgZ;$`OO8GzF!nmn*Y?+-OZbCFe zM!=bihbuib5_qB)W$3R8xVSvz;n0^Ex%O;G`Bme}O^R@++jkAUD)dHBi(Hhmc467# zV2#b3jozfOa`NMHVK-JKu1*lA=T9yG+ZF*0n#K5iMgSZDxN*;o%i(i&&ki)$-*sOsJJ{i{6 zTH&~Nm!9X8C~{b9)|KRO8vn@0A!^2{Tm!er2oif7MtBQ9)pk2tGeJc9oRQa+#;+;^ zgkg=eP62~iKi0+*YhhoYgu7mlZipAzlLA@PE%SWN5?DP@`_#t1wXkvQYv$d4r^79gdfYjd*3=vJ?31a`b1DnO^*jGKj&$6J*G_!hkun;4m=FC zy4Ta(@dV>reCt~L*V2PbG#VYKIhSN)`aX4gds{!#z1Uwob?B_j_I7Wki+HNxkXBBG zF3;lQzcej*>Tu)ip7ydcKX+Kket;c}u{B=P#!{^RyGwRNLE`esw5b$kQ(yaGJaRS* zzaHr&-uAivhd-FKLlt`*>m!;`9jMdOLtn9GBHLle4}ZIye>NjLOT7M3F)vArDgFQv zi>Q+rKt!E6qb*I2!LjCY8FChZ-7;{_d*WlCyA1{;m>Xb#%CagD_r||#w={Z zh-&7>2)A#x?oUV^fk`qhT z&EOsq{O~?-5F(wN(KC7bSH6lD{eMU1wW}f`wJ$f3O?-&eMg{<=l)GgrIW;XVZG>W} zm*$?JNo+6~O|-~1HNF!4IU-*2s`#>>u>uQ#M-m`F;;B&lk!Ghg(<|Bj_P66A4ejM; zZ0b`37BF;rr;JoV_J#~O+wc$q7%$P|bBdi8R=bE@GS0f+G9j9(`QBMgP4z}q&(*TN zqIfmaq;pC6G~2b}A^X0It+vFLiv?vV|10~<|Kv6QkT&pN?9vM%H*fz2$-H~M-f1p&!qB{bX%iqmG0sd-#YtgTj`AIzn@u}P%XUOo zUZ`sl^OS6HK6HI?TPKk>W@?aKWM>Nq2*=n6u3f#&1op14jezX4*Raj7oPVi%l7Q5Q zIp6i0MP3~FCrWozEgVBW|Dc#GOium0c=zkk*PoDEKL|>s&7(JPFp*&;cf5O?%hP(Z z14MYO)Z_13%z9%9tyg>O1prs6j8}C^qV_ba4y~4nXYMX>0fGa!euLb{Ibkj)r@DNL z-D*b#l6HPl^pgn@mkiv`rz!);J26v@a%LtB#3jcwE)S2xS~)))+cZ*A5>7Szn))Q? z(t9<&5GFC+qAIRQWhB{j$(4X09Z<#3Ah4wX-u2bylG7~7M+eKaXfD!LuF1M{)H>R50QKS) zO^MbCjG5r_!-uR(`%Kc>TB5x;Dy{1n-w)F#hHgvsq6qnrhUzvn*$`6)d58J5N0Nuo zIN4o0*`C5>Buj(QdVYcf;CQ4e=rfw8kTF^+q1D&_^? zgR?rDl;@f|zBq@it%TrA5sq#sENTvgUBV7fEQTm*v%f(#G~3Xu;BgWLL#sPL1TVI& z{W0{}&b^X%!0QIXV zmZJ(hViWqud24s^k(jaCed_=b01r{yqG&_ww)a#Iq1vkJ?ICR3elZF^rV)R9(0XVS zuw^tp%05a)G{Dg{A%G(2Q!vM zSUBq4qebmuk};}%Y~--RRj8&Z{_DlUboJz6+)gq;hm6)%{X|9JT#^FqPT{=0Mh3-^ zPrf>&uZTwId<9=)3l*uNh8`7Q+<$l}EidHOYZOmm7y8>>nR30~*@ZT=9lkDl70s(4 zlc>&k%1HPGnby=Mj}Jw3g`J(GTHrjtD=$EAX1g}Nj}0dd#)u{YLmn4RJ}x?u&NYoq zR`N9Z7B)>A$FQmR#4gqOMAL-fPwcLH=My<^G$)v5n&nwmR-G{sdzwqJH?W4JCs)-! zA601+A`IZqWaCjBIt0vZa^PF|1tRH1se5oHFaG0Vw~B%62is$2oUPJMX|H*&vD?xd zsDM}p#?2?*!utGDBHYoYoce93Kfu zPGd^*Twxb53T8?OK6X^^?&(P%`gZntpLoJagYy?VPm7;yUgsIw4_Q3W=%`_}JTfNZ zO5hsgA#~WpB4ZnYDGN~PVJo)Y$b7PSm!W)qAvEz8W7?&8zKbO(JZJZ+HwsNVhfR=ua@W&?ZM9|KYh-8S@eY$L1xD>dv@w#je^m9*h6jmf>!gie zd$Be#)D&&koE5-4dRbUN?R1Fn*NI>C6NU;$E^LjTe)+y3i!F;$?~wxuyazbFXUg`P z1R3kx#d6Ypp!R(Z&YwIl29`}Qc<(pTMr}Jh=vg{NqgO@uK_Y3Y>1Jo`;;hVf5_0$KN;+E^7l z9Rg13)(b-}eJ(WtjBuS5$K3ol}yrv>q+|-!uO1X4SSXbOwFyukXGoGuA&jxsm z*p;`lq0-H2@}0mXX3O)+=CkhA>B4!ejAQ+m;FkDoPN!k@R8UsQ9xp$xmZ-G5JE?TxK;K${U2FmW@y3l&I{Ey*$ql(^? zLU7iT@vRWb4Oq;*&nii-ef?{DR-bHoX8eStMV%)_a&zc;0TQyF_Cx&bumc9LL)aL! zQLV=$8bRNtNx=GWz!JKw$C84BeM41qOTTP9_K@~f(uktC?46pzzBjx38ujw^)a}Tr zr&%XHK02IP0dKLDyCWLaVzo7>N>hNszwwllpx5Y>4jyL8Uc2&O_9cnea-6NnT_RXz z9m)%FUy6qaP$e9e$AyesFQ7_2ELtiNu8o#XYHGW~%CBC6TLfKCfP@{@#Z-bxwd5`w zI2j|(^L8}xfzo3-33Y}w?2l4oE7b;dDdUBr zpFnw|QStv#jpMIU27jh(7pq@&y@1_B@VXJmB>eVd4>Iudlyl9E)bFyuT0EE+Y3$V;=0 z&A(PU%^Ij(_~tsnak&*vPu9VMqkc&wviIeR-JI6at?=+2zECJ^eKg!dZ+SEIVw38( z=0lyOfrW>bxUKs3q@(D@=0nOd;@J{Uhd2!2lByG+F(p$0?96k9!Efz%;`txM^N*mT zvnNLalZ;-j%u_<<;&dp0I2#e- zLCV}aUp4Z5m zyvPW6Sb0fD^z*ggN7>y&0vZ1cUY(ZsrkL_ZKKCc!r1ZPG-Vgrs{W!FAsWzC(RnZ6K zj>-KRcdTX zpXi?xH3qo4I9Iq@dU9u0&egGXe>yR5G>{FgjBlMK>XYJ#e55601N%?SV3*oSuiZ>@ zhj8ZM#8jixOzRIVf31KXQ}){mf}f_tzlQo#tPou{w5*7ap)gjQ1PX^{*8b+wGH?1D zWSSUJDUAO0Qdl^|!{`!aD_Q|L^5J6juYi?fZm(6O)HVO;^3(zwv;WI}HGdudA28?s zD}U?HmG=2#bade8WmtAKm%iHRqlU`Qf?sWX&bUW8NktoHf8mdkO-zxNiU%Drle3BU zNUB8rP6!+I9ATt z!bYETWDrXG5JJijPLmb%^UO>VFUR)_AHQR(8grFw-M{-yDh{!yZ^eA6YW52mG^2hk zs3D!0RwZp8XtKxJD@}!o!47&6r&S^?ciN1~7B=n`gifVyn`dN%K6}LOvGT2;;by;a z6yjVF1g z3@2C*Ol|z(IJ9d+<3a(H}k71wF47g17zrE5&hpF`ZXXWsmLg3Ao*^(Zk?Y8 zINs_2$NQupl6GtqaAOCg23W=cg1!TwXCdc9lWVrV2)y#lgxy%h-yam|dZz3D(U=zB zEH=F;7vVZbMFGPY5m-+@w&OWY$O=0x=Jj}Oo8$x<6jM~VabxhV2C3(S6S^_~{vA0+J+2b|eJ% z?!m^^?Wfz!&bMqg7zYtuo9eNO&R^n$y;sUyO}Rj2C)F%IKpT9h+@*$uU3)S!36>*k zaqn!w`$%mNs2a3k(Y=WCk9rk4Q-qPV2rooDkjc4IG+=#NMv5xqaREQ7&UH`1 zth^=KV|&s?4B~7D*WcN?in|_mexf=MssVOzH=kfr&(fB(m!QC;bqvLN4ZKzEB)@9d zZlT&?zIy05=+(BbG9FbpzB7IgZftMjCpVy8PBkVcReA6UHdf)2Ot*Kpu!hd5yDq^& z>f*Vd_5Z^Z@V10y;r2Tc3M`jkN?T8&k}G}W0f~xwSLD{O;9=UcRl3GANtB<%)P>7D z7l3_UOz;z*c-i{#W1$f{W>cK&hVN+;dC<*Q=UrvpYqIz>)88J}Iz-Q}h|iRMXgw3G zwC(>J*v|iD>H>7*$aR3ne`y0k<^wcSc}D_<$sD+$O;_Wt%jFhDh#7L)a4CRB;P$%Rj_DB)uiYqB_}^ZZy_4C?`>hT_3xG) zJ`27c?d)?_5hbS-t=w#}i_HEFQUIDq-TnZlpI-$qxqtN=6kqrsE<^xUKb|HyJ4e>O zV$q4ga(-*NH(WJzRO-u4n&LDNym;xYZfSaW3Axrr6M62f5#9u({mj2qcX>(vUX~T* zk;M{L2_=0Ct4|6}ORCy)==gY>rVtOWc-M^D<4677E8tRt--$XvuP7A(slIw(W1|K? z?K99JW_uVqc@pT#6(0`ouGv1?P_N*G4dbqR%vi(`cAOJi_(*Vb4E8|c!{@el7;K)) z!suQEpfdz%T^Hyq%s^Z`MC}PfsS?_MaG#$8fuXY*Lw*bS_jsZ4-{QrLV#)~Z?MmIKVZ^r#}5-BRdks)Rmt3BZz_dMX*=+Q%x0CZjFMp zH#2H`13srchpsB#?BbIMW)L@z{_hhl;O|bfG<)x4V#|;akF#jRspDe#OgRyo!aL2s z{E2BKBVtoGn4YRbY@g{B@x0SWP$QYW-8#>^K{|Zk{?g@ZtxX>(_VewNiG8*C7XFV> zb;!-5O4=tu-R5^>+^HD6X3Trm0%PTg#lt&(&L<>H?+~;lBZW<*T>$`yN(G@1 z2k8Y1!z}QNX#5hlXNTbDF#hihrj(Ow0hv~+H);1Pqzean9ba=jpXhjbge)SSsvr!k zEIp^4+&KMxiFcoMI3!?Aao|{QrtcWMi*+bm6`jK}#*@p^uY>LY_tKa@6%n7qEl$Ib z)`WqcDjC?criq;S`&9XQt#|KE#@mg*yr#sSF>~2eS};R)`wKQ#lQIJVdDmmG^us+X zeNByF5=|dR+%I8LHK*!#i~0xlVmY?FdYCV(^Z&SGiG>GEEg2$>V|udy3G<}V{uD=?#TMK0T0LPto__Aj{Onw|xwuYv zC8yy9)2l8nW?xGfl+pZOBzlpt(7LSdB)!FfzC3!u`I2WiL-By5y#0qE@+WUoSy+Yc z{042^u#MnOIclNZeacK7p-K^Xi-|tnf<-yt1i6M$uDh}Hq?vJlFOBCPU#?1Zo|(7! z7F|P;7$|~?SrCB=7r#n6>L%d|CP9$JG4s-eX2V;L4Xp1tawuxIDy+wQUKcQWQNJ&P_^(43U@5F$hje6j zmsZI-cRPQ3{NHa2q2FR$ptI6=$d)v^;2QzJ(s){#`Rr$ZJXA=ee(F4>^}Xg3 zHx9P=;kd-NommDN%MKo#fN~_q5F;di$}=f&+RW~;k&5UTg*jeU&AT4F)VaQ}m{)sY19dMIE57^!-3q_{AWfdyZ#pq>oIgga{8^ciH*uj!<$d zF%8c*AkS~I;uDK~<-s>W|3Xwqv?0dVIr{hji{N^4QJ!TTr%9ICo$fNq#OE{{&eiRK z8v$VwL}WsnR~eg4|C3cxJDl$U>P~a!#+|~(L#tP3W~=?;rK`l!|NQp;vm@NkkhQW# zLH}OLhsQdkb2*0MseZ=ix#_kMAezPos_q~`f>`|=w;*Q!`6QFH>*p#gqGr(K*S8ZI ziiU~hXQS`GSZpip%{xC0x53+)^kKKU-hU2!T8{R1`DPz7Ke#n;t47?h*x~NI4`{#U z+)DNA+=OPCfm9RmNw;u;eEz>Nog3;!SS^X#O%6cI9BYUu z-|!#s^71)7Jgi&^02az6cz(6xFl2EQQl6?V0#J9TA&y0!rlLMI*PRZ0#W+%szH5Dh z-})RK@*s)8zPjx9SFlm*_xoXQ^+@mR@rbtCVep_hsj$lLL#*b|>eWX9e#9jwn7~ zexXS~`!FKTt%DwUm+VeZ#LHUrc3x?pt}Zh4ENx`EAz~g9Z7@Ec6r(wIKaAtY6Cg`8 zw%>!!?3|xck=3)v!{dV$jbv&?Mz#ULd##+|f|hR|6M0??Ti2ItcLN?XiP!#8E&4hB z-2V8awm9`Zq3M}Qm2N;T#0C?M#edJX_z?AKT?)E-^8V@O6<+~#6~x_Sb{Hqojfx8H zP$LAD$?vnG`4+yB8h@1c`FYh-bQGmEWNuDqC7n8WRF&S*-6HeGu!%z#`y68_gR6psWF7@uPa314dR*=wgX?tig z``m&Iv_kG8oLbrL4TNz_a`J@UJal;X8)V?LByRQolBDxscVgr5%UuHYST%R#mk&cI z@w-qRvMcHSQNET#`Hvj6m^Q8ue*~_ztg?Y$pdj8TWNno}rn=OV{T1wk*I`{#4w5F| zN(u-1o7oaw`vm7Xa-+0w5GkHeTUGb?f*QSvsGiAi+fY;RaPGVrAmu4BJ6yBOZSiS> zHn>zDV6Xa~96)0RkXw<_*sgumM$W6(XA3KhWlUMLny&_%^?DCT@T1`b^rju!1H~?+ zGt(wk{RMtAt(Sy_=B`@-d$_sTVK271IKI(ECrgo{WiZZm{alGzK}&ks&`-z}H}nJ; zt3*0G9RQBcG3j2K-RZ(^SN;Y$c*dc9wyVxaziXw-7P)13LQJ)1E%rb=D1ynPXNj|e zhkA_+!K)IodaF1?So0wQd=(3%|%r)*Te{QxITu6^(yfA@HbA!!-HZ-Y@BW z2%t<@XR=v^8>fdME!#f_3VA`V6Lj;6h(ieP;Zqn`YKVENRD`w5YK3YsTAC{&u0|8Kr>BEjqDFYXs@e7?bLCMj&PcFq3A*RP9$B1o zFWi4lJ7Gn+N@l(@T|ib5seq;0X>_la?y3lQZT&nl4>?ECs_o-7#ao_B)>$3uK3ur& zWU;!BO6=giUg6f1g*Zj~Rmsti2JZ{B9!pd}k4)iKm>;z{OGqQxqc=~H zdJ!~+&=7oEIsH}n8B=c#YdkQ)7>f! z;HPapme>*XRrPMJ#vb4;&zFeC;uK8Ag?&>mc-8Q3U&>s_1^`*_#jtPvwBzijbfG+_ zWC9&S5Wz=-@%A06GQQUjJt4R6!?o}ob&A&I{Pv5kPthF0 zbAI?J16FY9z}`{rN7Ab8p{au&m0>r2SMcJh&d9iZ9WkprHqeWAcL%qGm3b84?~L#~ zLi?e-r#@&T>5s6s2rEg4u%sXQzE*gv@joeT@%^{bRz-q|B%LwQsWJGBZb&G%-go=8o-Ye>u05jk zkj@a1k?`|;{X9hTCg(yCK(#ums&vlVv5BJFbM&QPPat@3;f3G8J9G&I0Jz74+2w&y z$fC_VR0Z?YC)y`eHx`l*+)(2ZtnCeh7ZQeV0$gCk@Hej?38m9lL6d))t6Y?X-gC3? zt)b`>{Z|g6_IF~y^$B0dOV_jPFroA_CRv8fs>pKL<~WI`Zp9hJX&$^uSk(ZjW=0_Y zA}npO0eYalnH}KIRA~O_TQV9~o#A+t9|AA=s zkXDN{Zy2^Lefov=>=D9^odp)$Z;s`ySwSD08^)nQo+;Kt`HO=O8rm}PgF0?mS*EpP ztFk@ks?UFD{Mu>mlia~Ub(nBI%D^=dkx33|eSTEqN%>-OjKqf336h4|I|KIZQe&oyI}- z#4&F%Q0S>w$QF2Zu;n*Twl*f*N^=uekFTqAX5314dW53l@ozc;j9deWL91b|E*#M8 z5O4&y#TGMFGlm3|GYh_84u16j1uLMedJ1>+3h}K`{)h(TAS>w|O>{@5uJ|J!3ZPB- zAO45vd5>^e`X!t28-%EYkXOMr;i3O}?Z2+Wzvjcg*2N#O<6rUN-(%>%uET$I9hOUD zAz$Tv0T+tjppUwa7Bk>RC{Q4vgC8g7``}O@*xFqGbXMbC+Ytx1MH_WP>D5~fu1J}; z;&)T#ES;}PjqY9v>^3a=G<3Os6S$kd75}r$_51HrRsO8<{Quwx`Th4H`G0Ag>XRs7j5Cd#M5kpd#)cY06l&S7DDhFJz`q6QJvxtlXK zjNuWtEafiwQ?I94zMYt$LF4L*MZDI@V1*wThA>&OBd#Nh7~HGP-#XcLw(4fetOr-r zjohymPG2GqUj`;++jvhf>4+x&Vt$5j#9(dku2IUrLBcS;&a5XLQEy{BZOT@g?x*XE z-RNb`u!%7jPX7E8+6zuVoYqze>j^tgZ0Zd)+c&-qjnjY|?p8kTI{D;A*Vzbhx^qcS zrNR{r)y30B!UpeoAULT0Z#)42L3PIrVTlwnfrejwcnOg0E6AuWXgpO`Vvz?JF{IQy z5YQLCvtg9c(OEu_Ew|pcs7f%2?+_-J-XWMI)gMeWj7s(fo7eKV#?4+2zsU=2=_Hs~ z=i|oNe$Xz>RKn$PUfQ7+=2NSdvQ=IwLoyQ(Ix~w@M9Np9^=}Y|mVY(en7D``vi7Ei z&xY_o zLAi<7ADp>-d7|kk9pm;26OAD>RZ*GCFp(W&KF5~t4>d4c@IAG2xvyz$kKSu;&(%le zXYjz>mfEuZ=8_}j!p0LUIcoqL6AQszAWEdEVPylX+K`emoVF3n&jAn9v+xK~~MVq#bOukkKwlHq09=Q)M zPrgCpCx`v$wJu8>`G_skw$+Kq7I!(z!Jrs1a&?G7Yi1Ez1L>C+*;tfLTb}T!%sc)O zeg!{QVZ>i(U~cGImrb3E2v^>w>sF46KgCD?4&!jI$UTpNypKo3$_Ff+s?t*Tbg%9z zt`4*^-tRJk)+z+t?~y)CJTz{*JaBH+{N`7^bUS1s?IK)+j3Pj7kv%BxHuYfK+~LPz zPTR6st1<+V$*w7Y2|);V;SK&;C~F8 zQ0KQXDpaVtBt3k{EeWD~27PT-EZMBLIaaCe>=epZOdA5%CpQp&(0Kc^mf7@Hy8GuB zswUogKYgGUGDPRAIZ*F?swTxE#dp*n!-8@3NkWKl-Fb!6kKCr}oXWg!JIaxK(b0wR zt-ytVYhO=BGB!1x>)0YQ<9&pw!gV!A^$54|(+i5TZgp-Qte@nZAf7YKDGy?g!{$mm z(al8;(O%VxK|4ew_joxL(FLIiHARbON*lI$Rce=c4c$F@lcEcdUrLFwI+A&z8YhOa zA4n>syA9(R0ZWkxu0UjLDel56+^g?x51ZIMu$GYt>6uztr%HvcgJ zRSptqVDg6@+)l#J?D`#!FGIpgmah$^hNLPAXq)fOXH12&{P+QVv(&KOFCPa!0dZsV zSnAd&bi)EZ3zF0Jz+A1IHmtMo)|&}4w*L_DT^&!<;@_Btt^d~cad zeM)5Q%!y8VGw8?`crhvR!o5hYBJc52YiIRyD)vsd8}RIX4x9U-QQBn~c7isEsP~C% zgI0Uy`1BSD!p)yFBv|Y47MB^XpKp_!fMA^)$8>b*FGedqnZfIt2_{=KtCW{v2kNQf zN4Xs;)F4U-*#wB;rw2;B_!RpcV7Cq-7u8*FMwEFVPgOxhEf zN_{0VO26EU72A8ZGScEi=a9&0^kA9p1&KF`SZYFECk~LZfw{dVxwQ?!*=+D)#gV9{ zD-EgGxnW;a$Awg7IfcEquU$o_#wydCuccexqRx;j2-5iVF4>2}I^<$pLKXd<>Gktv zX-;vE-$ZHOe^=MPYDgDRBPJ&5WZ|%anw2Ldliimy$Vn?`IuAkpm>Pkn**BcJ&x=Z+ z1T_s$8M0FPpf8_IJ+oga^T;`h*<>ahSmuQkOb3j|9#rAJn<(nLWGW1uZ5r3qT^=9q zr?t%#|7dB71Lzpz5nxUg1k(EJudKdtWTWqmoRbqidHr2WPnR|%CnW9s-sy%9feML$hYl46MgkR@jhr~4FHLXV=yP=eqD{ks@$qMmr1BITXndTT> zAJyVmhVoGjiC2)%wU~?MJ#!Wd`W`ei8t-aO3XSkd3IT|Drc3|4OuX>qF$p%1$Q9 zti}xVk%#A|<5NJ6ffc9U3ji7 zJh8~m?vCK0`Z$zryt6sSlA|6dcBzq%?nVK4G36V-^fQ2ysBJ+3@`a&KaNu`MspW6b zM6^3P%0{ z$(N~pbct>gEg{KtjBmXiUc4BrcI|{P(q!Owh`BSsT!Yykm=Sr9uSgXt$PZ6_&Nmva zXWx|3gsy5k*sAiOdG=>|f1r84{6Pbcp-Ky?VA@5vW8Y8Oqledjs*icN0vV~U}W z0JcI_tM~f=RBSK0eH~}A*+bk}340NOrpge!*4j(H3_i?UJ$a{ZE$XDBe)h_#<p+6xhJ*N~6b79}^XcOw{RTps%7dB3a#FPjo`ojpByY?WvHQ@D@K zJDxOH?e55MnrKlf=3dAK_5n0@>K!5q`IT&iL!DfL!Wso!qV1G#nBw`G#BZKwuh)N< zsNe_E;<84ZrZG?-kniE=*y+iX?yMH`)`~|Io*Eq`yF=van`ilQsj0s~avX8vBF3TL zm&fCihzXWQXqp^Zd%{@FVg{}{Y1#XdPvJYlGg`CYrXS0*)5G;E;(H%wj#YVfsDDBL z1^?Lt=*RU|WIyj2=^4Hr(;Fp5`HuuS8W#*)97wN0Z#eQ4KAPK4Tg?4x7`>A2brh`q zh>W7h&^|(#v^2f&OK}}6?H_+WZL-W<9Wm{%y?ovjdVaol^!YPU(aI;_5S7*AHe2JO3l8 znrclRD09blG?a!cxe4;LS9Wg+uI}EqpYKq6yZ0{fwN%!={Fj9Lbsfad>yd4@7iD5r zzAg$*DIW=%oYpkVxA~HwBwK69`lvY>BH?blTJTjd{N{7H`t*>5`wv$?gk8082hIsM zldLTTE12m*uq)dnJ+*0@cWi958!=lUQL#Y|CRNbDZD! zu_#yf>gIc+3tyaTQ0}=dDMVq>i>`iG?nQw*|DFQ^^?dMOxsZ8<9EbY&ZaXw-dR z&9+?>wPkLcTHMJfxmy&KrzV15(h%xQ$P4^{{VeU2j@^nw{Y1m&J9BpHw7 z^WSjBF@8%NXK@VI`fP6?V!(4?JdmI*{0+r}aRJXd8qJ&|MqzruoY#K!zY_{gZ%NJ% z^oWn5ZGV}dW#QO*G_S96 zMORl6|Cw3zX~KAP0}x4IF}De*s7mLl{ZMPzR+U%2P*JA)?az0v3~j(fOn83TQB*z8 zsFJ<-q5%#!3Mti1zTy7f~QV{avhIb09k*<;* zRwfC<155SeJzjEbK6sJ+zW(R9R?BU#sI!lE8Qg|2+4m&o88xuPu<%EV%{g1_XnmXRCnwtsnNxQ&qFI(_WQBdCEAL7M z`_Y#Pi06f~TT|9)Cv28?xL^R4j(EGZ+L~X6s+Xyzs+i3|CF5$FBJ{eIc%;u=I@@`L z7{Nlmr$41~MZ&!HbAXjS+qDm{wZ>FPN19$&p))|tzQp)+y1sOjM@%qfH7#!EjQSC< zY~6OE^H`v<9U25)0G<7mBda-G5B@@uPK*2rYv5-9U6i8so+>(lUIx$FkfMQ*JKG^j zX6|f>u6uLCiGEEq{N_Vk@A1uAXG3MK65d+og^)3hiX_;H{@gh2kuA6&mTSw9=~3j^QyV|^vVqyD&De7 zNV(zJ7VcNSU=^?_?|i0xJhnqBYy>4jV{vQjI7cqWv7*@Bo0{mS1xjF6_I^pCI;(^0 znsE;IV* zbPg?pSmDyvlNr+`W@laVcYcFTLY$FU))h!hHQb6Y-lf*EhVVnv+H&t-xa|V{yq;kK| zX*?EgNKnEbM24N4gP$j|NA7HCL7#k*?Rd2sl4i2*BzAo@(~2h+qR82H26h=sZlI{b z{m4A-4rNpeLex^s=DwQ3+_;#ovb?BJTb;Q4xr$}3n%GAS1I%E1>h)=w^moKbh*Omf z?&raGqMjGnw!ZeMnS9u^>5{VQ@$l$}N#5J#FOnix5_7uAN1-L~<43PH5l#z6wopzo zu)4>`HstZ36Y*7h` ztujjgX%Y=SP7|lP62a7SP}ZNUsM8x2T(^lfQS_J7!<|y~rCwAU2<3(kF_hC+lMj}W zeW>U&stth06`Ixldzg5~ZpW~b6in8| zU9q8YCNbcQGsaR>hG^Tx<)N7&j49jVhb$WX?{=TSBde#COe+!`OAVEgqyHa!?*SD> z^X-ccL6M*Y$yrH~b505Z0s;~w2T2l!9EYqZAQ=V$$x4(s5{4XA09sAVetu@RsJKvO-e}6(@u>3W9%@-c;A2st<_Pt^W2xLU0fzNUy93C#dh1g z`Ifbe5XaNw`lD+JSm+>xQ7i=aTfkK=d1&}pvDZ5e)laI_@46o=uyVKM4~XNtA38IM zQ^Q{Tt!%0Kzbab@0A(;|Fc5~G1EjmN!I8fE)+ z-2XIA)%i7-kEtT zU`^J;dngmtYN>kp71<$3V8ToUgpH41pcEyJlc&BkK&!kUdS}|=TNl~b;lRjJ8!>k3 zR>Ik%gTHUwt+Q4w{L#AK%g;Qk$dR`Di*x>_*r>UMd0)a0+($MkMmDd$eu#z+3_J!A zC4Gl^{6iYExE=T(OJjZYKN7QEt z%fG9vekL;NCjtHFU8Xq4Lu;PwpZHv5$XKK7kmmJ>{VrIHe|T2uwy|&4$=fd`hylKl z3JbR284t{S=}^0n8+n6{vq*vhe&O^1?7h4#KZ2vD6(LZe`Owg(@{h>I&r> z-TT!!!1jp~_dcz_PnL44f2wN4*O%nq?=?SROsg^Nr}?8~qtO!@Ko=g|R=7PEH*qdp zW`?PqIjO%& zdC`ojbAO5dZ7>bmr=Y?S@iFef7!Rd%M4aS{7<@isikIPR92^ecaah=leou@T$UUvZ zu%KOaFiGM+E|~DQ?n8zU%5i3#mhuiUx%*cAznFFC{G@#nrhnWn4>Z8sMZa5gUM-04 z3L%(>c<*;)*ky8e$fw34CG+fJ`}XMm=xAiYM;A-3-DdZf?RG=ZdCMC$TqxD239XSh)R;g3|1LYfv^7=yd27 zM3lUMeB#qGd)COlIonl{oH(YsCmpX77__YT?_*4@HCw8xs>kL@>nm?LKZvAf=p@;i z*3ny4rJw>_0}%$xT0LM5c}+|flBL*i(?eCXrA%ycQh!^dEm)VLOq=EB?Bxz2QNkVE zsW5Gw;+{&){H7dRz;)&p=&E#iETnR(>m>oQY=HQGCQE$26fo-i*5T~xe4oU~Ds+w|*7I$B*z9i_4(#U8C@!d~ z5!sB(&IQ@n3FfNQ>8M;-!6Yf$-%LDBmLJYf8FrfCx>2S4t{X@m5!5 zP1&nUISBP-t@o`D0BppXcv8P?E;Ox_#r!9>W=fyht>8mH{gLi??hx_{TIF?5`t(EEM!lEX-3ojouAN6e1>v(OL=DG!~Rxjd#h*SR7yN*WWTYh zKolG1JXei3AV+@sO{v0YJtxk;VfXC{3QA)LHRsR^4xlLf>o`i*X6g zXrp952H?R{JvT!lLTZV3sZfAo9(D1(l|M;qgm<8OQmnSNK4oCmZt#L8 zRNNG5D~-SznL{%Tw!wi|p3zEQU$(TgI91jIRT-!w7w6Z45(N)e<>40?6?6{L;Cl{5 zUF_}(?Zk-!5E`*JiDDevTp046QO zs~B4(F|CI87t4a6j>JE1#5cS5|r5(h3?<17>J-a^|g&kbey zp-l`U40F_lKe5JZRaLpUsL`myGfC3KsmEh4Du-rWoG@MFSDCH>_~Xgt?k}T&M--@sA{p?!{Fa-HS%2{ zL|f*>=+h6oa9MtXM^n!lYV)bJg)6bR4S=+R7<>g(6O&ZqjL4Q!u|U4-Ah?F#Hwl2nqV zWfubL4SQ8x6$FcJ=1_8A778KpJ90veF^Zyd@PaZ@^*fQ42P^P6idvgT(aC}&&xoG5 zIPOQbIai&@gi z@>MY#$^-)}!wopGRbLPLT@Qkwp!m`qT`55IfKUUeyjGa6$@XAkRNa?z{Xx)MczGO;`DGHtNM;~uqh`Y} zuaKFJlcHajqPZBkj&2eLmX6wl-@g^*V)JLuC@0Zn+MoT(8HPy7$p%z=ShK;a8g>S4 z=-ZV+FvlvMy2g(OvqM{vWHr@-z7JRkq6qJYy&(4j-QyOEa(}P?Qzs*!x&{-5ChlgU z2(N(u7r`^W>KPlG$aIw8gIXV{c`~16X{NW)`i#O zUZo#gb_)=&)j^y{7Uv2Y6C$h*Y+^ShTWt+CFu~rbTm#x}cj`hLvaUKIVnKnan$d<& zmKW4CE#x{7vL+1DL{1H=izaGzyy^Rqih0INyB^GN{ae1qqCMvpN5?)krd>l`sZN;A z5P?7-O@!TZ#CNJS?)Trmga+1{k{Mb?iXJLaF!qVTqfe?@_5x1Z;}H?dIX~#`x<1E% zk=lg_Oq?DNJ#43JzpJxy9W2-!YMt|Gow|2r1z9v1;s}d3-tW9ih)kY}ydFfx-_299 z46wDfePtcn%M;5`Mym3#7D@fA><*iz3b4TX7Z)K!s7*HPTTrz*w8geDc+JT_#iSxx zzB>5p!DQi?lz<%8E4=O%&TWX)5Bc)}}pZvPYZ>7cD ze~z(T+^6UQFJ;m9O{RD{7~3K{$DSQZ5_^KVq2?+wmECRv0^FYfRqO5(bWi&NnP^Tl zE#8N&oDY|ZREb}E8L~dZo1z^ndYwAuZMnnf{Y)8ESd$j@^e!Hqa03F#5nIo$F8W{{ zxtD`RxB`JVMMs&zVD1iQrxCef-3twry9w zC{R)>Og~t%KE4BOlqDs4z#BViwCtLY8qQx+a_j6dnGJv6ofo$PE0xHXacdPm&dg3X4<*%wK5;f8u!*G5qrH#>1Su|NjbN3on>AGwzPK=}c1^E%Tbt2#es^dnFv=kE;-vcy3fp;@#@6D1(?w zb<}=Wx~g z&*+T7^QV2lCP#QxDepiW(Rw># zY50AhooHO71NkpRe6@+XrvpQG;6!aBl)e7FSjcK-bY02f1b>(XJhf*(G@Gm$1wh!| zXHWaQMHL$&TLy@KTdE$Lv?A~4W(F2~SQqKBg=1ExhP-sV@_q*c+$z`ls!UG)30jUR zCMB5jf-2gwnv%&8URhNer~X*oPiRIF+vI0{W)`~k8SX)8Oni(*O?9F>85LS8+3B}V?wRi9bV>xkAdXYaZM>vJ{xacTCu#pNK+``> z<^F%Rm%o`NuywKV^zyK^bpCVXYUM~EEXXXt{O3SaTtZy@UvkC&&Xtj2=6`PMV&`Sg zEGz-!=`iyvJ2-jSdH{PTOE24}w$`pTw#;&J1bB~x#Hz;a_v;eHb@tuv2hdY}t#?{o1`J3ypHIqEK}6JbEXw=r@~RV6?>Bk{ z#ZpFJ!O_To4B&iQ+`G_FxCj}EG=2)hh!nyU;VnLOwQ9NW7Cj9-h%MoV@8Z#5`uu7Wt4r`tS-JAHb zbL^3eGgH|6!$OTVe@Myb^Wf!AANPhzv%PqFB~Q?MTj^X9nI)@)1jANpBL#x!TN4aC zPGY+P78Uf483>|{2QE65K zJnK_mc#4!h!6?a$uGwya&*x$Me8QJpqiJmcN<28P%kJq+^AMV9Me%3tGbtFdcV*T- zkqCPH9-3|Na@Fp6{o6(=W^AJR$eXD-_3lI_P|I@>x45s4-}1aN(|dGGIyPl!AJokf zlc1XoH3`MrHYu)!ZML~klMWe|y43aiG}4Um7L5#zE}K47JeqorRf#U|zPHGge;4@d z&}6owbN&UJ8zsr?TX}YfW`yS<-Wcd@>ow5(HfILy+s|tvEcNesoAZq+KCHJVzw^xK z)SD(?YQ!ubr*Wx(UskzX-!Lt{snocPwk+LgXJ}9bP4{}l@|RK?Ay43DxH8r4J^V(o z3ihHwBiOYT4Wy@5NG;m5wvTJEFkxcF(ZG>rTv@UeaZHvHjR;ZMCpk8k%cF$l-Xy52 za|xKazkP0?f7h$Yyy_@o(It0d^{ zJhcziS&-vt8TL0W_qw;MxUaktgN)`}@kvM(%i@9!B@9eHTfAoDwKuCKU@}$WHv`!@ zs@I?2KEM)<{tsBhpAY{Ji;xr({1*lx_HP)3o}Zg7Gye-qyT5)tY+byVh5x}TbZk9c zy*;dLJ(-0i|B<8U>f!|y05blt7@a?y zAzsYjbais|&~>x4wq^cvxuT~a^IzgMHb>BP*ht6}L0W)}II6a@z_PvESgtFxP{ z3s9Co;$J!TQ$@Xh$FFaG-z*9fQGz(U27xp*KwKaY=ne=M zix$xF0d{4;CWl4$FUQJQk3cwo`#%Y&?XPS8vB&w0^>=BYp3m6- zERAjS8RwtJSdc%L-Ry!SUf8>Oxq8~Wx-kp$34kONR5ft_)DEP-j@kY?BpGLjnT`il z;cmXc|FnZq2)_9aBE5qJ!8XFddI-WM#lj)Qy6FTl0j;=&^;i1qGT;Xb8wdB+ZM-}9 z1cX2VI0*~2N&-T zU0B$@e+VbVz4buwHrW$xJWKcc4~5>|Ay-KJQuza)MOX(#VdXJGK*=hy#D@Mu+Fz9Y z&k+{-|BAAIA?#o2ngJ<-u>VRp*w{F?aBy&L-M$5++jnmNNp}eD{FMm)PDFpDdw&w~ zzoZ+W5-gw&TwGi{;GcvLpOEDLak`lUUQ6~H1c(R+3wW7uNI~+T>yVAV0d4;2EAoHJ z{^r-eX&Y<u%FEd@=iQav*TV zV!9fqsfF|QsP0lS??fGl51twog0ckMJAZz}x~$Q*7;pRcCqg>XH{j8C(x{Q^Q$xAju=2;wU75B+E@)lV)48ek3f|93!I{|n9?F5JIV z8VeLGRVmZ}i;i|z_WOxErrudfyR7k(?Ctl#k@lGI+U#=~QBkJC*QsgX~u^& zj=5GHjBkF;#}&Y(e>b0!{|7q!FW9j*zk{e9q%76GQs07 z(}%mYF7C@H-hc`>w?_o!KLA|=Jnzx}^PV?qJLkjXIe*v1E{dKW7p!uY4+Xsp z#qeGk*{qynWpg`czu&g*HVdE0C-87kese#7P zLLDZETwzNbtM=%!byOELGCj^P*7B?yZJ|7vs^aTDrPAe{CPltlOu^%S;-h%f-V1Ui0}&V-y_ro~Id1D1!)E?KANrKvxSA z8Toa8FZi%08P)fCyM8I@qlv!HwXIi+^O^8CCl+3Ur@6Hsn#3{Q z)*5v}4exK-u&tjTrM3*Gp6zKF8ub_=C|QQ$Z*UI;iXxl#!_z5S0G|P}v+`2I9?t-0 zH{B~nU#P^&qc~tOeKd2?Yx`Z7o`5cRxK7tpp4gxmZ`41a#W_ISc_ORMB5_}i2Cbir z><{QKXG_bgYD^#L2MM#X+Qi&HNO*$x>!^amVvM(09Zh#ZcC0wl^LaKL*Y5V7Z46Td zi$n!j`Ijiu`^3#u)KJx?amKXC)(auaFAa&5Of@`d8#di2mB4jT1jhQB-CPF!y81K^ zF4pK|H%~n<8h^268cdNF`tIXq3vbbicRw+a%$7li8frBVHnhd-UwVbeJbe?)wqdPY zjk>OujL;tS>Q3MN6c|;(5Y!;<)SX+^er~x1(>(W)~M$GXn z(ZM&Mry0*sJ#iw%MI ztCfuGOctLN{pQB$Vq~sEwT5|Dn0Alx*1xDMnun@Vv)ao}e-Jd$+- z4_-e^^yLrtVmr%tF|j+HG|By9>R#}>SHqLZcQ`dTDrvm$059jT^Fr>#HC{~MGuoc_ za*P{t)ah=GIg!Ws_j3C~87khTsRUE3n37(Nn8U0ABUOY;^ipEkfKHILM!>gOCyQzY z){l~`ud>~@o>X`O=;$uZ-phpiL`G@}rbZ6p;)$y4KCFZ8pqN^rkkz!^Z3}L2t*!+` zUiaG+!CmwAlc|nIBUTl9179lLUJ+O}u6wspymN6J2sVgLn|zIy_-V;9F#CBaBz#02 z!B;!k>(HEd-b%&$-CAf%R1muA(5Jgal(WFkK4 z7Li|~P7tyZpQc}ZvuX3Q=@}?|W}5fKN$ATmL&!53-;(mwx5oh&21LV7=uW+Le(}9A zCKNkGCq!4d20is76{TGE)NaSXn4*LER<0noaf&HA>$AXl6e=X_oHBM%i&7PZbXI3% z8ew#PD!TIa`Mw>?(;+Po(g8<+;f{r)U!kw=R*khXpB7nz?zN_Uo8Ord+;d6TnB=9M zN;0Qzk})qW5C$P)*mG3g4v2$bGL4DvL9Awoq_{71kc8&(^dk7+>HI(;UZ)){d4^9 zh$T1HoFkLHwiA+uBUr=s5)8v$cbP`qzJGoU&@mP^7}Wpx7P`3C1Ym2^s>q% z8l15mefIpt3_@jXU`DU$+w;(udN#}1nFjbvW&}Om_c5i0XvSz(&JwdTZIvLrRH^oq zkxsRBHqW1Z*>hlzSNy@eGc1Aq1sey?>Zw; zr(x_7<-FkR0zG5(gLMGbXka<2hKUN%{?&0?V3Dum5w2t{Jl-bwwaUWE-VaHc_4K2X zM`c{&o~gnz1F!kKx1`|WJ_pl=2Nnz%-LA&MZ-~_Q^CPsU>h)tTw3~BcJTWv3V%)Z= zYu%8w%0i6B-J+OF$)Ez0Zjk_cBkwz{FQDqUy!2#3OwEI90vrrLr2E;8@-H!&23$wi zZHgm#IaZuMbl<76PL((!&b@Zrv#C*H@k<)IMiXAYo~9498|Z)xzxV!r<3*R2fj%h> zeuxT=KxV}9ts8#mLuh<&c#rerm6SjacP5#{%Drj4uenv;MT3Junl#qiQmxa2ht9!G zCI`QIr@YjONjIsa*b58FD^kI`(uS`>2@-#WV&RSJG18;YiYDD`nL?=aWnSV2%Rl z@)rfqkLO)8Qz}edEG)>vXuGcv4&ycf7W3(8byi{L+fNTZWDv}$3{p#+lv|KuzHYSQ zXLO07BUdkET#4-R`sF5KA?vq35p0My$?r1I-hi~agC|^h0N=zQ0$}VuYwMU78f`Yr zCPc**NRB0`l8RpX8on)Pgd36}1nUo2Qy%MiTY<1Epqlvoz&A-4@?BbJi>n-W3ryev zs8GU6+uBm*%c|Xr0+msWS$@k)GJ^eIHK(My^6JtnnR8YINV@~`DywJkzEU6KgT{k- z6<~)w`3|=YuP99#YVRL&Qp$z5Dr534o?1ZiI;$}T?WFI2iLAF(wblD7zk4B0Ino1O ztrh1qvVHx1yHeBddk*p!_43M-VNO8Iu6ZuTu1AT95Dwp>cdo5wD%H zC27m7E)wf|f97Xc18WMXShkmCvPHMkpR$}dtQmhPWS1ZQd&_}18BEVf@5c9gIVN1Y z;lp7AkDm;(jjT@sh;`9E+KFVKT-lW}C%FZ`?4TO?8i!E23S?Kmr z+_F>puoat2VN4P-i$e5K*{)^!loQny-8*P0S-$wadX{xJia5yKY)K$qH7ANcR7MdM zHP)RiF=pM`FiLj%veqc_00Hi{d$y__i>{_VC<@gJBL1+2XkH)=dC#{-&@rS-yYv;;9vGV( z6$#}bO)!kPI4#Jdg|;%a#wFj9&RpQ*TGm-PimiONYGYRSg20s5f+n)y(}a5%r>cdS zGx}jkF@TTK+noC?C6+de zRn_Oz(@&e!Mnf=UAuP+78xVWPD|Bs#xWl~uZmGW6$#qH@40Kf%vN9Pg6!JR_$#f;I zWe!Xru`YlwtGDbD_*5!|JLS(^vYWKR|2aDu|F^@<|JSq83aTDP&hblWim>c=MInxk zjWtz@uJ{R0v7V(XtkmK1jU*-}E{M(f%Qt3XwND#68^dS|; z%EdEm<2HA5Zq!hL3dbNz21R6+Lt`?-3^1+z=iK&hJMlAXJacs#YktE{B z62QM+W_z8{O6czyF4a8(e2KjjC|O_C;lxfHQGK|yT*|@c;YIQ)NHf($K37nTy;j=~ z48mJ`h6BA7>a^YFrg+bbSCnXaoSHZs0I>}l^Heos+!(4_F+-4)pErkywDi{%zygM-0FH3+#J z%$JMD_9wKA)kPa^_NvG_RqN)uvyT-Nt1n+EPd}C>zu#|{Slem~xI>jf_PacOJ4QK) z+Pmy(AQUj}qGdcK4d!tJQNJ1P3HZ}4yY9Ha?-GoCM|fuzd!9tAJ10Jeu}$)cv%a13 z2!}rO$#&Bk90E_)M8b*jO*hXQA&!R@^{D>YLimXdI3rEe;dL`))%!`Kl7o)Sw~H^S z-(Wu-Ukq07unfqSM(np_>iFo_WQ<)Te1x&JG;Rzv66hV`eME9{s_L91X@TXQ=AMH& z*^~TB3jsXMTbHDDnCL~b0Q2`XzME_V{w6G8;U-NAsHBJAB(=muU(Ax$B!C&0mxg0x zc*`NKYG~cQ*9p5-*=#~j8#55i7uJC*l#p6G7~Pw7(GwNGV)gDUglhgP$0m5q z;l8+gEpidw^<7?-p>%QhL-0eiX4n#-c882Q`yZ&!x!X=6qqgj_AMGtR+`domTCaSo zrtA$7XE*o$)H@odZ!f$|Vv1)>wq;ElY~d$k6^SaE++tlnUY?iLOsf<&Aui0tO=c{F z0e%`maw&u|h&-t&t=&^M!1LDxiCtU88JrFXW(x^`BQQ*`X$N!e^eNLuOR9a|owVdR zoMEnq#jox>KV#;5h9_e%bdrMT{_HAa=PeVvOiVoMFg6Q>K`cmHZ#tleQwY<;VnIM| zdCs>z<_)H?rxkz0ii*!p5vL9P&f3JmGgVsG?>(!m_33j-sB8m!>l9Xpgd+j@Xp<(F zMvDQDC789TU0my8GJtV_d&%B%RfXhgQ=|aaags4pFbXcuZfSjrdFz>9e%;_F!meSU zKS|{8@#qF*fjibuzq4NTgrXU`{+R`@Ty+t4d)wk3oR_8BcqsYdhQ83u-0c^+cc8n< z>v})get2`>?B8pk$?IxtO)T6#U%|&2wp}uzYayH5Q)spA&fkGr{EQL+k{O z7A%3f%va%6({c->0c5Mo&Lw`T(9cdD&aap86?}zebDx@<~#6 z+w@N1{1$R8pooiNyeQTFLmPyIrk_N>r3Fo&gcVoS5x zT4y_%HK}FPpvrgK1!4T-Kj7Fc*UdO5m4Hsr2m?ezwX*vVax^FF-!sJ2Ndd_HOg9t% zDH|6Al!_BC+A4|L7lm&?jCDOp*^Obtt+oUD{?aEsmM!dq{&^54&x`2Z)?)m z*2twzv41>#HM@8l&lfMg!2ezbl0jS>wb~Yio6Aj89ya15^U!&ACjNp&@?3wkqgP2i zPkP%n`HLDw`ltyQHs}I#md>a#NQUtD7`L{Rt6G=;E{|<3aB;0^ZJM93=zsXaU!DuY z)P6m&1s8RYkbX8y7h0?kJX8oEogUAOa}sjJRQ5a>F5WcdkCu5-GGp-@V$wlK2d4ex zC)4}ZzPx<-yI+On_7@VSR*jD=C0jX7VEx6Lw$of?NyXaAo2~oFF4wB^;;#dGVlLgkU|6)ojcc}& z`ssI_Nq-8<2&Qt~!6iZo1tdr%aA#m3-dUb{6V0v_n^g`v3o6bIcblgVNqOJV5Hkms zv(%2wf&!+nKHHb0wJauhF9Tf6E$%Aa%T^04ImMUmW&JAI^C^-Mvhj@GU=;rHql3yc z5XbBW#BdjlDtMQV8Zjv5k33RWWn(hq4;crPt4nfDk8-P>MPvESuTRyh8&qA6#%O0d zi+D+seG8XnJPx=%nlzc+$ujIJ;COvx?lLvDl5wP*Os=hCsBPGfWT1ebqN?VVz3q2X z(B;(^KU{{a$*jlR9@Y;>K^;9eD9>+4a)#f4j2h$aOsnd@c+=OzGA$4cUwhpE?XWDd zB3pAeW@`#~bY5qB$UvttEgYhUj!VwNq&`OtuC3U;dFmx=HH zhVXaL=0w5S>}tmzIHcXDn~iUb&KBwc*)_nTFWr&*q}#QCW$QZ!Uxpf5!?BwB^1^6F z=Min08Iy1$=1<|&-?{Q>Q8^!&?#rm6AFipFn^g<`W_Ad0s)ri_n;?%4d#wSe) z&k*%8o~s@5MembJ*ZWX5i%+L+TiI32k&f8chpNYBul|Jbv{~ZWgjF% zQ(0;n%yy1P2aBrV>8(IqIhut_XY^z;c=0rwLDD%_Ato^Owo0tpw_#n8O}bZ!2jMgX zcLVHx?7#cAEk<%QmGw2}n9k+Q?BheGj$Nq>ZM1C6+L2Mg z+-^$@=&NMn3Y}qgDSW_5nhdWX=(xb~+a-05F{<@z>{WtQ^F&Qr^or2as8h;(?|T*M zuoo{|l)2m6QMY9J0_)FJ$925fQ;Hi*pgF?oX$sj@>RNtIW9qBI_qbyOM|;M~=1IFn z7EjbuxYISo1Dg-c=4*}T#8NA{>~%hf(XLy$bZ{aeMZbe*EZZs6u&>Q#=#ItAu}#{t%8+&qH;P;) z+vr^;n^3eu|2om`S!!sGFg*#L@s+I`A2EJ>+{0K-wR>W#(KUKd?KN!#-w6D?aI&Z< zx;Wdq$`LRh)`oEmtv)(bt`%Wo(R7a+C*+vzuSpD7;b`yfNH8v%lwSQ-&Ewv;aX3sL;{@;rbw<2< zD`ccnLF>$z-7d_fCyiyGtPbJ-`v669O)|w7!DFntx3smdp@fQsIQ{u1H z2Nrs(<2jKVPkw#3DyN0p>TvZ=HwL18TuwB2Gg=UPaX@rVpD#=Ga$MWs5}8^bsTTNN zh96sVz(9Zwr?ah|c?I7q&;1lh9QJZZ>ax;$X9(U#qj!m)IrA@9<8yS<)zgJ(x8_(@ z9to~J3G>g(l@wvi(SUMn6WC;Yk+L3o)fh2flUb`$b15^^i$mv|?dxr?_r3mmD8os*Z#J1OzG z{dgUM=oqT7A6tEs3LA1ql-W<7GScL9OfHbsq_K{`lWWo?8DA6}jjGzlzLj_}#*#Qr zu{-F$)`oI&upst^ec&*T*RB7x-}Qm)DeTrnL6aibg*;R&@jFLCf8xG{>-%o)&PUzu z&SJ>?W`qOx$*Jp@O2bM0Y(L2t6Pe-&oh(jct}S!{jd;P>Y5K>4Tus&dojuN*y(Ltej82^%Om=&j0r4W&5nUCn0p2!v*VmS1@#{YpQ#xl447*LowAv zUJN>AJKAsNCHr%o99@;HX2JnJ-98V4;O$xi)5vOc(sk!B$qi_;(f{=P->+}6<@_yW zO#Y`*#{Z6`%LZ3kOq~`=Jlr){|(Jp1T*-9I=eol_kCOI-35_ zWY9MxI4LMy;-i2riP`8gRca-^hHllLAb;B@z;r1kuAZk(x{a9<-6GZo#|Ae({|%tM)@Ngb&0k8 zC(3i|Igr?FT8RSu;aj?KO1?cv^E}j2+tM90V8K6GP&5M{@N8f9?#>`(w-q?{BT(u&PO-O*OT;eONox8CI;1{hZ`>L5V1b);S~56vt{1{cK8LVItJUq$!V{gb+M#YbInE1uqqrpCAP%@2DPT|13xT*;qQRBsv+ zN0fWh)L_JlO`_8*A9agJ{*JKhx6Zl&@tejJ+kRvyp333LYs;JFmknWJ372s6=48|N zaT}Wuo6k6I(=0+*5VJUYm?Mv-Af-T zvulOLoqdnk=@dqa2|%m=@YRI`EUm>=U6mizv+F+{tRi)#FJyTjDdYsGMkVl|#1wmy zG&9*M5-?&qHMipZQlFy@zlLNxt|3(;FLM*NQ<5&QGcL3rSCww)$BOL>!f#j}o!$~4 zn-l8dND!GOs6;BexX6AI5b0hvsH@xBD6+;-C_ei^ZgXA<3Id0r>taN{UejVSI{jZF zOqFaM{HPP}J^OVP1wG)$RVFh5_8!21axDSz z?ONBV8-E?wzBdUjX8sU9kV3-sGZl{o$3xCPW-*x>k1=*Jhk6rmA)P3S5_z@l?A`2? zfb~#FP+uSL!(y2#yc_I_+3uXDLQ`hs^LJ?QzqrtkE;6}m{ofHcu z3DU?Cj3+zsjT#vEvzGgA?4=*5^tv6JZV?k-eO`K`3B+;QYRKdC(${vFQC=ypZBxQT zBVE#v#Nns3>mA!m?(W5=6-f@veKo$Geau7m?r=6imJ{Fonu^Bcv@>#HgqL_dkqiLT zXi>mSdBVaOX{m+}ttB}Tw2wITVfVBZd4lJ=*~?{Awb{6n_n_3pbEW#RGJOV36Fh6D zYC5cw7b7VeFcJ5*%o!o-pgn{5;$~gIO`C~=PlT6SSGN%2)3<2h$m`eVa z5qp5X&J7FXX|C+hnf6-SoZ7Me!=wIrU-)iNMlg7PsxbYPkg?=E=NfhTOBPMy6#RxK zn?7qFje`#Yi%%N2`lQxlk4xnV%r3=i(Kt`ODtSNbDbeDaR!*p0aEkIxWm&W3CJmO~ zFG1hcLUuQyi+a-K!@`TdZZa}9M9p^}^R6CXWt)99>+|Sm-6;_YUX;1pUGExs-tcSB zJLHa|#`?U&B0^pcSs#{+b+ybFg<7VRD9`<$NlpHuMFB=z4NjNC+*}sl*!}ohN z8gxzf`lq`%bzSz(3&)^Z8QD_1A?m2#nCZef#|1i$6gmwRg@a4!U_Os+diM_cyTVvd zq@>UDMW&YQ?@>n#bSJ6x<3-}vTs4vVGIY)modDkf|F9YAa=j9gR`cgyKHx4HCXP|0 zfzf$t-!Seafl_s&g{iwILfmtGNF$D>7S`EbJ`fFC*2jA)y}wriLr4xD#(l@`p1wSl zjSACQ2w#f1AXdBVVEE8J((yxd_)@aP+2#tPe&))lWPW}y->(-u5x(eH&p&67l|K$O zSaa^~(;Nwy+uGSVs%p(nc1Kfn(#FmgdIu~0J@Qs$TW^h4)muMIU5 zSDgPk_Sm!LiQ_vwHOR_5D^*$rpB%w)F#+Pim|eU$_w2%o9(UXPO_;O5Gr);^7g$=v z!dc_3eT+k*mfS;qEbD0~7R=sM8+No!^DvR1*-9x4p^vE7(Oa=i3oYK6T`mmf=Pb97 z>g-@rpwEP+wpBH69%!l!9!iLuk@>_oR+J4Ji2TfZ-+rawEk9kNoUV${f+lM@kRx|) zK>o0S)v}Kjrwuz|*UZ0UB+`f9?bV#UZhJV#%iqzg1!g7V*@dgl(sQwtlKGhmNHU+u zlU)mmce)a6WRrkNJs~M#Nfs8#+`I+XsA^oiJAG(wl+eAU;Xd~@U*Ge9%SU4sE29PV z<40FY6>Jk!)MGD)P47Sv)$sZvI3FPBFTw2YyeSPLADVC22-m&vZ_f=1JOo^ZGa62)I?HJFC z`P?wECDCeb)ZHuUtRKr>K6+}*(g+7o0)OrY3L;I!oE3&O<5jACxLE+)jIH~#b97y9 zDz_$u>wR8HQUr9(OOL`s?m~om+9%yQ7;|hXuEzEIDp`F4{4~CTZnNJr49GrSm(u#c z!xPAfG;{6B-5c(v)R`VEL=1S)j-*e&vhM(yeTmhQv8AUcfxLT(#&#eS@5FD0N0`@- zKWvD4l+hQ3URHe%S--L|xThksob&@WQhm8Sx6&c+pdGL!IF+Wfr8pT3P-9KtJEL zf~tH_D`{)i)6wkyz^_UBJSGl2(VwN37HewGH~-_wBXCp5eP4KbRg^#6*A9>-Dug3Y zhGkC$?`sOIziZssOFn8kO<#kWY-p62T0ndjI#N&0_4|uiuScRbKlQIM0c{)K7rey8D(p8mKzhn7GH7HK*dbF!QG}uDxdYOv7yRG9F*0 z7*c0aUsFqboeEx=Rt7z!qd4Sqkt(Q!RC%^66jN_VzZb zqD!5Y`7H3#M_p6}mpJ8dNTmD9TA*#jm&kIWK74WMu09~3;ADZb?34sAe`%Wr({I$m zoo)#IORl7=K{=H>W^-`+v8jL}Ke_Yy(@|Lbak*#5No@!*%xiFa@uFOr@m^-|zX7SD;yavO7Jj0}wn$XnS+`1azEzp2(XYGdltLN& zhMs({pfz*s=)4w~fb(khnK=7^FZwf@0-~Rb7H)+7a?(n%+x(FqM&VZi!X}bF^i*8eCoI?_1;_qi&@}mBWGXbN41{oF9lx-GEf8pz}mO z%Uy3kJedjPcN2vU{7Y7d__+7a`yUJnP@n%U^D(^v`Re#0REzp4SkIsr2L2Yxwf;=v zNvrU0)I@S-#`G0XsODyIk)*1+GUC)Ydabt7+2Qs7q|wJHLlOFx68Q_fo2mbFV)d8$ z*47oU1##E8bHR&R9(SZ-o|-)ZX)BTc4>tpbWdM(II#3Q33kVzDcUYU^eli-&rCBP{&o5j~ zAZAHZJ-e^JI;kooK*|*`cA>o_Mhly?{c7eEsU9pco|)|%${_bU8-Q^5V18mhR>qR( zWnP}#ZilOzSP)-^pysZcISC+1D&spVzrXknJM)Nh4aSw}wQ)d&&9`5^E!HkpE^W@; zEzC;4r15h$u8LVQDtc5~qi;q#x}Wz%$upZ1Z5MG#lV=KUWod~Un#4`K_I>F<^lX$o zMv!i{1WNAVZtlI56YDQl1TNJ;&Pgq|3vE)mJ9?-DkJN4x#?G5=S-l?SdYQD(ZRsak z{@nJFhJsG@b?bgwxoHrsr`|fZ_!W30aM(V#VF4dgs)VkKa0=92+Kf35{v3w1Dxh1n zDx=Y2F2%lcOfjO5N{8x1H`-}PC1&a&_p*N|QJ`{q|g9RJGx5x7; zzl9D9s`>_&Qa3=26z!aztUP@QvLVxaLLpSV-=03NIiEFipsw4Eq~DVari7$2g4uU! zT9RBt*!~-9ZxIz&8-9C|4+6mhf#4Dx3J>lQq#!_WcP*fBr+@&#Eff~4NO1SUC3x^q zSSZ|G3itnI(1Y&2lkTe@4L>kpS^$kX2Dyk|L-GcJ&EWb0G5!y$~C@|#G2+! zuCGnyVmoMnw#uKJ#$;pF7JK``-yG1BeslFw7Pfp#gcYxKs@4+z#lTLn6&EbLSk3CK z6%s&f_(p!135N%s7cKqH>q*`?NiUL%14)(Z1cWzbz8*^gvn$i53w-#;7Ll_RbUo<7 z+qKR4nsU~tKJ<&3`Aj(Ogj`6_<9 zgT`g>Hzc*qZU#Q8?8CvC2c&Y6`l>%nf4F{dw;13S`cpD&`=uWke*U(Qm_THw%eCwF zp$tTe**zmT&J6DOJZ0FF2OkO@H7`) z^<&+z?@hqrA$O!Knn=c9x=ANC{xr^DY#4D-)jjKioMf^UCcxa@P03TbB`i41BXSj( zr1cB4ZA3gWa8+7GMA~H?YBZi3DOvXp7K5nJp+h;~U2iE?i2dB9ae}AvUoss8#Ia#< zPuf0dXF6}pAwT`L*}yjLX8Zm>AqyAMYD<_BV7pgvydA3YY+im^GqI|gxS`^2T%yRg z^Pr)6-PY`MUIlB~cYkpOC$J9HP|B`H|KjsAn^?hDDAe=gwoPNSNh7b=!pQoB?jp4> zN*^B(^;=SEVzLLBHjzh{<`h)rSl`>q6%F0~B?|?Lyx6LkU{~j?NspwP8VjCZ5FPGo zxj@%S?%b+sO23RiRo+;`mkwoCR>@PX@4deQv#rSJEhojIp}_J4XV zUcTEuR~)~e1;_OYt>rYsZ%i8JPAjtln7zj`Ot~tSc4{&Qzub3l=fh%NBozM@q^Tz} z7)$~W?Cg%A4BCx=cS>(GM^){@0u>Xd^_!dI8BIae{qN6bh!MsOSX!csEwq4bF2){d z8Y$KTWOwuxwqBoBbN%~Tu06jE=#WwD29U_`OYRx=msd%t)zg1!rUC#awB8)N?wabx zrq{=JH5#&7gCYRt8c%U0#Ib-R%cNqhEDb!KuZJ@9E3qJs2yJgwXJ<$KkUNvgd0!sa zNZ4?T#j&KK5*8_{IHlBYx_42E8>HUgVD_Oa4IUzS<1e(S>5%U*(@YWj`9DljeO8*6 zxWQY99*Qi{1up&ik+Rn5hIdi%{(PKr(V%lhl@G{!G}SL${ddS6Ep*V&vz+ivX8~lm zsnO`dJE{7)!j$OlS#$8xT{9R#K+0KI(4K0O9bd34*bdJ>$wut>JJE$vZr?;mk=;68 z42Z!ha1U+)(L9tA)%_j@@jEZ(}6iz zFzKzl%wPCv_}n|`#}79d%HV2is8CzVm&TSzQQ@3Sl5xyITM6*u?*R|GHxTpkz16pk z-7#iNGdm!7r(=+~0SriC+0xYAoLm_lGii+!b(}+b+E?wT z*KTMsR(>r0@hxFbguert{LX^dFjQnb2=k*@uLRS9etGLjes*X6QrlI7$F}S6rBoDQ z=K2A`H><5J?YKaHwiCKsbp&gxV14}b(ua;R-{3u4iKygxWN53Jn)-mvy*IENow&Wr zMj&Oit=U#zLv7W;Vr))oDpa%PAOU>wK~||8AFC~$H(xs+JEFCxyvAk$GV04w80WTF zs7rLsE3{A1KO_I1F0d*ib^<9#EHqpj19H_J#dI_hx8M5BfG>NlRPFOx~+boKS?#&g{*d z(53%AeX?k-WL#&>q+O(6l{b8M$80i-*hrDbY~Ng$>oTzTnDWal46)iT*4;lYq+pKk zIBn|ZZ1ksxQq}zEDt5Whtewo+wxRbDaMr6BfYib%xx#-$lsoa~b{931B?UNEi z6~PmZHx^6}?jyz!CM!aJC}&eu27sGmob^v@n1=qB*`GUG;SC*ih%Ax(xo>|p7}2)` za9{!D+|v_VRBssZd)82Y_A|s>7v>e_-Yy$Vg#G)8{Oqy8?#oW@Oby%I87dJoN{Y?` z#H}9LGtAAsp&-@az#94ZK}+OI`^+ZwCLEG(n7KnPF&JN;1)7Q%wPl}BAvSrQ$WGf> zvRmytL8_>~EbCMkht7&|`HMK4=~QwMx1zS76^WI(3Caa-gW;wbe;rD#de5Mu_XZHD zsY-1PXJ*3|rq*GO-vQN1+J~`QoRwF(_DA=A=8eV?7a~@8nj^bm9%97CuA=vL)lO1O zDGJ8YB#zgd`=0K^9nlGOGzDB=|2Ye%N8zr*!daTQI`n_lM0tPuds+6OGd9o%-m0&l z!9^NgF=*`hvF3qXi{IGOVijMNuV1kV>s4f2uE8MWcu;3kdo==RYNnbcQ5$a^$YsnN!LM<(5s;;$*{u;@nhw z4u~b>B?_vl@${*Z*qwZ8Xig_RcRu;11;p^x!c6`lrJB+zvp5yaN>{b^CaKc>SZC9s*G)tM34hDM!cwLb=SBYPVa$a6gz zOP?hkGog`8kmpi?!JF#x5#W-Xq>-tiC%D$Ie=SUzdhd0OV1aR0W$8tS(l`5XF}ZJ1 zH)phziT)3oo@WYTqG7}P?4+Rd*0>Lan?O7gn3}j_FtTK_U;jA?`}=oMoaD4M3ma={ z{bVBv__h)efkE*GQmxw7r+wc^{65b!8AUi>A8lvA;i6UyHS&}Mqf|z{X|96pf13FX z_3QHx##C`7)T^IjWZ+V~e_`*(M>6ogTCBsN`H7k*AMomWkQ}HS}-7M6{NUq*q4f(b}%dei^J9A_qT_`5^khNy)FiE8#UnFy`?y z*+?WBi>`$aPZCtrD5CCMrkB2cb+hqwr%y1Bx6J~&AKv1e^G}dIkC#F4Ujti4&fTX5 z+9!=Ggl(#?JK>)XDsr^P0dgWSqAGe@Af#|Cq-;T8M#mK_q~|Ms9MZ?{00ghcNh+SG zCitk18Xqbz`o1TmGy*e$`&OA+(9Q~87&hJSo~aBRgs1kL#DJxshL@fL5}CXuBPDYF zlzBp)+(eK6tZOTAaTCn=@W=a)Y36du(Fey8DCEycB;GzeTPMnUh-cj-;e(8v_3yuS z)n&#TL99qV#!#~^APy%%GI!?_rYQ+k=eygxgA@CG=!&U_qtI;d1jljlTB}~{!*WUf zyvm6#fC>zUEUqV?8i+?7 zSQfSz3Mv(b(YpE?@#5?7It}IzZG$s%Ecd4>j@Y!ezUiemHP3cZbyd$Ju8)#$2k=V% zX&Yn!+Qx?gf}^FJ0;XMyU8dl{H4K#^>GN52 ze35fw3-JoqKTbJ37b~>aKhB4!p=w^FJ*t4Xtz7dM$E)S`pnXGQc=FDd;h%RLdbe{m zrc^!wH^3s7InyMD+s=F^eLYILIEjyT^Yd2D*kKcgTk~JqJF}`_kjo zIiX6{H*YN;4a*&+|IMY}-BE71U9D@* z^a-9C?H@mL33iPv2Nn#%adSUz-V8Y5;~dJqs5m`l@5I78FEazF9tPg_mdCeH#AK=S z`&u)`$6jf~gkX8qMBjHsRBHHL^AwH6c}4R#&jC2p!L}51?CDGv{)2?nTLI~5g&;A~ zZ$^4iwwSrL1dtZ4O#>^nAy!9v9DX1xdX>YB_9(+9v-ygLZwOaL{&O=!x(2qK(>su8 z<4QVm&MX!QIc=AaUZ-6qGrtX8%l8>7It2T=w~akf z8^5=L_Nz-X1#7%L+-36TttqGNt?wDE-)#8+8;>%viaOF7OgTbQAZ{B*L}jTP78*|= zTN6S*T38~MR*2M(H#Q$jNpV#povmy$q$a11qsp{Ry@#WjS@msN%r!)}e>6cDa zqK=SX-Dx!r`oOX!4K#<%^S<p+tEqg$w7Gty7ZY`xlf=t@_9oq^@d*gm<}ssj5I0tg<}oDt-(vC6 ze`*8Wr({fzeTl`LMh5JhANwrwTP?Cw@3PgpjTgFL&C)9A#EIDIk@|1W2e~=+1Cip( zh1pumhvll}Vv<59JmLEHm6U>Qw+Sa7V)cbe%hPW}LDh^5ypS|r(qxjSHLSUg=0T0M z8WQ=9Wdo;_A^feuLzU@NF)>qRtHcc-Gt!RPhp%}p6K-z==YuB#B1$5+=ZfdA6gnwS z!fiLiqpaJlTyj}VJ8~HO9hIi*NY|QH7|sOS_JReP=4r+ET+=VK5eb!DI8wdHPd?h{VSzs!on5{sC&jR7RYViDOej}|n9+bLO)!4ilxOAf6=#r576RDWvSkxr$XcdIxEH4tG`_pF8uS&fj z#Pyy3&(|5_UvS@rZvCnI=!4{!tzk!*M|UWBhWKv;#%xJ_=pcFIt8?P1+_LeCAjz-p6GuYx%(I`c(m^+ zWe(RAIK>4lv<`}O3eD>T<)Uy#hSptwkB6xJ#l9$P%6d7O62q>7WaoYE@pVv>uUO|b zs*Pe;eIXczedR0iCHrEpbKXi^@Fp@Pk{I;ZiJ(#AJPx8GVd((mQ}TtYa>X#PtE^C>3eL0 zDWe=wqU=Wu)~8fF4V6*8KYTMm#r%~40yWz~#>cGrr>+7XHVZH^vdq8tTT3*){flaxSa%LPG6We|rhqT9UnT;uhtu2zTUfGiVZdIG3&gHakkX`GwgdFJ;nF&mrs z*b8Y~)4Z@3mCaQGH>kuU3E!{y9HAzzi6b>my4AFz^Ic`(4~TY&1dY}_$DVb&JG%R| zchW+&2HxZ6GokLlDkmQ;u_fkyE4#PMmE(b&PPs6H&mY<4ezSq^NarBBw|$kjH|qqNaG4OrqFNBDT^Iw#0%f+@pgaxVfDduA3^#3@mRkJ-_dMqS2Ju51PJAL z1qdXOCAB1Br&*Tir2$ozR?d@J4tVZ-JF+~!{bC+VY3OXMyXP}w+z5#`QbNL$Uf-(O zb)$5Yj?!xxY-!j3Zinwu(KFr@Zo2T918!Y6cL##>dysAWVvLRfG{w0z^(#h$gHA#Z z{ED_#h3Qm%!#BZSJPcl$t)5+M?Di%|uj>T!*EXv03G{f{<8go<5O%*@kr z@V*W~-SEAoE7q+!TGDgjD*Fyqr_!w62e93Vb&=s+-479?Hv1PWi>bCga5e1(AvgrN zP}pkLbT_%V8rPw_mPd4Jz1AJ-a}bA_LYpC(nz$jJU8S_G&r$ico;2ZaN(8s~I~clL z-sWV_GU$?r;E#R%6l>RvU5--IqBe96<7K4j;_YQ>P8p>OQVm~L3&MYpGB$I9eMAus zB}IpN4a_jazM;IAu2#{q@is3tK$(x0 zn;~ysf{~`iNn~$aZLBGche!hH4SuF&hTEjHcns9dldo}s{4_Sm5{qw@if?(?-5pT= zT-0@M3YCDPq8IVsh^WgNZDj^S+70+`YkIRvBCEVl|RVU})6YHK-{t)rVd*k~H8Ab$L^WfyY# z5oAVAsms>1wsU8a0r4$a1kck&6-1Ia%&-UgQP=Sd8is*omeX`-a|~yA-t{{XMt=&W zy(g|F9sTbwX^aY;?c(oaql}bjFW^ye0=-YnvZ>4xs>v-P61e3)DVyZ@gjqr|+h^O2 z6Z_4N8e19}QpLfY-A`E~&x=+Po=QIT^&iEueVjSg zF0C7L{_{Yixj0^ZD+Rc1-WZDHZhW$Ha%j9eVafSa$}sdJ8w*k!2Vxt;9u|)o+1y2m z4w`0IZpIX+-jz_9zPwhznvax7)bg29(zm{fhY7COQsb+rPjIW~wQ0I1z!4K3&~Lhn z9wCh1XT1YERYWCpE3w*VI;`FO16flNrh4g)P;87?Tjw$8`C+`0kZF~(;LaKoC*XSM z&Z0w8ien7Aa#`C7a{`m7OA)#~h<^PgH~6ceDRE+fF)ZlsuXC>07OUuz!1SIwSwO=M zozS^bl@f{GbryGtk2kt&h_3*E6e_piXKI)kzvxyGiEd$Kp8NYX#mctmx*r@` z*H=bqizy~KBjd%3H}sorx6@h&X8uD0D8B_;k}5V!Ef1gg{31X*>omx;q%l25Uy>82;w{5+kavWuzsV84hmb3z< zpsl&c5mM)Uh-7J+G1{tuA>KBvM{dYNPOm7eM8|``>tL#06oegxnG$F%IPuGG4#nK> zP=#Nq)&fqRNlz$x9d@eOjzf||`S6T4Tz^E(at0dYYs^wRAAqyLshackeO!Z_tCL1O zA5XgM<9oM7b9If_J(`_7W!tBBK+L|n3Wkmafz2ZeQ~SaLkL>HK6iZI;eSM!v+QN|Y z^5jZ^AUmib-ayP?X+d{(Q8rO&b3v7JRK%93*jqt zq^yasauQ#>-G;X;&~C?2zs?2?66MNOD-vM;*Vf|OFXk;+p((1!?E|cKm|&lVYBZ## z#6jlU1H~b(r0Zqt>5L2oQ8|w40`$4n)A1=e{%L7XIb~(T73R9O7Bg_R4%MJ_Neb{c z*J1&v#Gaw8*2pi?M5X@>76wJBCK1h29~zM>72clZj-Zb#pAy{NIo>Rcx#5?Vht`r& zy&}iL&0!ab`epuRor-M)+Ufqo^l87^VieN(k#*@)G|Ya={hQi z7Lg;hzohCGoJ^=S)A}n4q?#^4HEL(BxP1NxO@;EY6u|}W%&q%J%=fy3ic#EuVuLj1 znT0cO&i-EsI6$1IQL)Y0S0wP8NU}t6NUHTuZW*aOmBn^={TytkcOPek#OlXyU2#u3 z>*POc_j+l~5f;sVor?^aS~OY5S$fF*?W0fi(DKrhH(_psRgmf+PC*>)0(0W^s8k(a zvmSbidvo4iqgjb5rw}-cC^=73EOy!mXf6HB^U@NFy}<2~xSbkC zEbivhz`wO7#McZ1o*Mezr)L-bQ=+X&AqjTIeY>0iF2POP`%QW&ohvJS-5hno0CUJZ z>DVrZs=Qgn=lAgp4R<9Mmg0MU&OLq`GIBY=M~h=bMDOEeEp>fGCcsYLRk+p z4irC|e`ge9SU_BtkgF_dfQL4eLqA+vbE#$)hzp48ls?u&+|9idN8rO_P36O;{`(&^ zp*IlrO|Of=~A%s~)sZwv9!E-f)bg zWx~+od~||euDnT{12xyJRwU0-p!(oQk|yRz-7z5qsr679E${B6-Cxz-FAHu zFBcB z*|pPr9=@&_^(#*Nh#OlH`lq^p{6f;Iw1_rP{w}8kpcq(XQgrGmeB)0?WJ@uD)8tL{ zw@A%n61Fm@wwM*zaz4oA0W^fu8tmm4be_qn+3jA(o}HA~+6w$t^>k@Aw*!aj;AbzT zxqc^tcG%e1*b6>bn}6@d^sd4+xUE@dvmoxXr@6<1l2FC<4b(Tuqtydz`KXVvzWdYF z=(L1HSL~$1c!(6HUDeDx5C?Ok^-cSp-h42eT+(sX_Z4N$;zR36A3f@We7lA#7Jur0 z4W5%ecao-%KKhIze9kVZ3Hjf#7O2ce*%#;AtN-&f#TxuucM241zXr|i!Bz9Ht)GOn zjkp5XCWfg!XbYyu^}I(@P8k2f!J83F4_&K?s3Ch~@~z=6V9TI2|L3glskjy1r~zP- zZ8`9#QIb6~mYw&K#%Q?BAKSkltSWUBOPF~*Cr`D!3}h(tVg|m^|L!!B>*^GvgYZeL zy6kM~4s!8J>F4;@GNtJgvFL-io-*(53=By=6wp)%C}|?mG?Pc+4o%<64@i+WUVIAh zo*uame=AgoQK)>>Z>s~OXNvdQjh#!NP&cVtI{LllXyq8lVZ6}YDtr&x3Apk!<3lNA zgi8npZGdGd4LHB>eHz^1>>>k*DOXp&Hv<8%1kX{#k$($D-_ zOxQ1G&?I*Jpiy1#Wp%rf^>JaCUqP$guc<&iCqoR(>U5BH>|0a`Z&#WVn&(|HR`7RO z%+G!Q$yL|#dk6=_Q-R(6UB!<@CyQ`+T@Iamm`KgnV2<0kfhJ0psIzcWD7n`He%H7h z(mF0zjEx6VU6lZTj`9X`32B)^*Cj|V4SHsLSr3Yy~{b? zq)z_J3TxT<9I!89I{Hy(hKwnzT}!X2LC@4!ozT|BSbQPJaL1UMx-*sem=(~X_}(|x zts^H}Gq&+1#WyS1R(IW$TmnQz4c^1*Hn6oed!H#fvgSsn9TqwFNKLmyUV^GhGp|Cw zujrm>Z}LPyc-9w(W~|U0gW14RWS{K-#u5B7CqpSD=KP^~skDIM%4g==hqcL2@1)3Q zb_7e9X#mpS>tT+5c*lhQ_tAi1=oiw3H={v)36*btpXK#F@eBmxwcaL_OvF7!Thz5r zs~-(>NOpYQB)4dOo5AEJpYvZ}P_WZzc!6H^hu{s48;yLmeU~=zyF`-m>7pZ>Q#zmP z08vAhXK=9UC#bn)@bn6ITiqGFBve3#WmZCs|I^gg|DX-kdTCLCFtBaB;+o`z2uU+h zxcz3tsEi&BLMIpp!sNruF~b9CI|q4nRk4G;0<(d$4p5PoKX*v;JTFedFr?@pz&9Eq zT{g7Aewm#u&2a8 zcgIItmEBU^`65pNLuzO5ldOww<@GNh^5w%p_T~P8VIlUbg><&f{#-f9n`f&IGb+So;MCOHN*-(RB-Pzy5XXyarY%>o&UYJO%>~o z5ga8Hnmd?KRo2{I8bf^gTe-%Hsk=g|B%|(sXo8i{;k&`*p=#=6&;fhUY)N)bcdDlv zQT8ws{t&zj}54lE}Uw#Wdx?qBldZm5ZGRw}hp`L2Fkly3d~D4=o$6 zsSI<%+qF_Jg*7+aq|>*Or!VG$va?D3j+tOa8OFKBIBc)*mdX|Ldun1N2MNYIj={PJ zjIA)wVf394T&FI|nP80`mlq|k7*IKugi9)$A~knK)s02X9=f~inzdj+lK#-f1$ z4Vh8gm+uNCaS38Pl0KvK-P1>#_6gc<7Vn(~iRt9Olb0DGYFkm;+b;q1E^@O&wEd=l zh?RQPZC3PLAAvyupYb8Ml*3bP6BY47OTs6J0&-=4bTeqK_Uj`_MFo}t)Rrxc$i` zZ0W}hzyND?j$Qxhny~M+ZqkBSX{a|xmQRjJ9vhdQu)f}65r&Rz=511&u@oMt3v3II zYzl1t*~s9J2a7?c4l18%g8m0h2UWB9s9oxp0-WPM(bhn$!9?x3{E!hdqr~GbPj3}s zZ1ix@&i{tyWR0JZ^*=~Qm~qYjY7GC9HE{u)ey0q5(o@ZLp!vY89WYp5s3>e;j7G;L zPI+EoYTr-!8hS|iS-I_VLtHEUm+n23DranM_0jhlYMV0jgc6#=gjoss0Gkn*~PI;vJP3ee2`f}MIfxr_OeZi}y zx2+<~^X{UD>oDSZ@BK>~6o$u06OnM{@SEyq2fU6~qe4ELw{3(fT_5Imy5|^TP7H~$ zA%}j?2MH}ykyy)&STHwrk^Pem-hY+X5fZpXSU74b8krT^K#>Z=F8h;KN2uPMzVk{6 z=2|ULg<#Z|mtZHWLu2)(&E{xT>#z6S?PJ?zSHjWH0As(Bo-Cg|( zWY4X^LEbSuKX2CJIdlnqs8d$NbHlpR+}T+wo1slZg8DGJ>bWXa?Zc*xf*fAZvy{m^ z=Q9_g|CB5Wm&nP3n6Vl3UEudfkD{Tmm@cn{p-9L0VCHF_Bj>P8pp z57aK2Up-zO@-T;xVa^MR62KZ{sojYoy<V24DM z-8%K`?~NsPO9?h$kONX?*c})+e7<5_ac{blvbmTbZ*bN!JCM^1mfXwOjrc6gqP!*B z_$sF3oJKs{ytGIaokkBDh1R4Zqjlli=&q-G2#N zG=9vg-Hn5kbFk~gf<`K6ox(7fiYCljTKmOoWt)<%E*i57Ld@e_13A93*E+>2Fh^z{Z?%@nKQvo#1i9 zLg;Q>(?M;kDIS*K=Vy;x$Y*aCiIowZ?NPh6!tC$}#g%5KT(dt1C$5$HM?zwOL9lbd z1x6v9H!XOZwRVGULGA{^jFYp>#v*1bb8^fv%%V@zQnN?s7RfnydWTI(ylR%#hM(3V zEj;SnNTQH#|20@+cvB3a%|0v|xKzcx37d4H@>lC_pv!a30-_{H{7L^CA56z<*SrRq2ljI(wN4-#y+9aQUS?%wVj)WhyG71)~w|ZCL*3|hGYkSjXU6l9o{-&~ZQ)WEH zWDH-W_AZaH$O>qjZ?}S-gI{|8#FJK%7hza3Xg7kv;_D7!GTjoIsTjLdabY@7XcGa? z-dCQ(rFM>fd&BLf0P*&L5gz;YIQVqu?1|q$6HIX0`k8@3lx{1$iVAs{j_N3^8bPWI z3;#iA`T}QCbn4D7-)ZFU&vTVZ-|sjY;D@-MuE0bTR89am&@x=)J5x@t^cBHP5ARTe`T_T4Ms%Rca0UU zWJF4TThLDTFD4)NVV5=tpk>T7OHYvtItg`?{KHBvc{%!rYwp9KQ0FZ4MtWXiRj6-nMiYc_)O z{Q?}j4@uNGyxnh@#*9RJ<#VjJR7vjsXUNisQoTy5JJ5^kgt;+H)G}@3u0Zw2myBln zyJ!f}c}|d6ib-Nz5F6rjx2fH~Mv$C%!r+#vcf9jDQGGdiu;3RKKX84dJ6U^EB;i@FD5Z2 z?|!+_+Aax7>Hq8G7DJ~_7P{L6q$MArps-} zO=T+M#1W^9hl&GxA6qviW}moE)nOZphRr_|N(``nX0c^B!lzTMbb;a-WfT%bu$>NH zn4N*Y5@B4g3V%)k8(U-LHp!ir8p~B|ijkDV0^`+Zx^Dsv&N>Z$HqyjaF0Ru-3+g5b zp5TYZl*BCYrX{b~U84v4e|SyGHVteSfS-CF0Zk#_z!FgwnAr5RKZ>TO2gxq_+>4NM zO&L^M-!pxc`~0=a`7zhR$IzL;gBl_g=B`ObL8`~}hM8!}s;~uC2?8{ct&6V#c$7tD zDqNrE?xz(5u1hm`3z^sqDIjpx0$Uk9ny0$y{VGHh)`l49ArupdhmBT)OzcBuj#dOk8de556FR z{XX-rs6Fs8nvZg6>~v9{9n(^9A1RLWtz~ryi z^(F{pClF*M?&hTWlA!W3bvLj^+HxyLpb)&nX7;qG)x>4S`(;f+vGpU?fNlGLKgH8* zTuNO@3_PM9V&`?&Y6Nb>-`s{6>yIZ(Gb(+ zPQ_5kAwkN^A1B^?%HnH-P^M!nf4!G$R#=jA*v!F;Q}41 zV~-Bf`#nis<$u-ZyCJUH=+Aj<->4Y>5ozb{jd(MF5vLiNh>Ph zh>deRSQ?hH$@XpYtXET9#m<=z!@+BZz}3#P_Tmkzy>s9((v-c&q9OR9KH z-=nQUuQx|z5H1-1VVe*~Nutrtjv0@7dloMa6fIKBh8h~muB4FhTX=?1qqWkb;w@qy z@Y*S2$BcV6__X6^iYD?nVs)O$)QtGtwbGEPD_f592{4Ki;}rc|x@!Zu&XUPdUuHHz z3bvK=;HSc(z#@u@^QKAQt>LS)o1sbUKA*94U$LUX5Dr&!VLyXG5xNkxtjNr3wkELMXus1Gu^?RO zeQRVYc;`aC-l1n0<>fS*MHc)L4|hB7&b>P9h64U~2zmGX|66*imft7bz=>u1N%;S) zv3TK*_^xe;G6!^diDPcOz!#2j*?1VTP0le%QH*uvn(me1aM?H6O+8w z9A^5CMl%lCMB#1>4Vdbi&PYg}Y4jn?=?F|zNw2p4blbrc5(S0M8r*jjFR(1!+$jbX z6+H9;ga;>M+a^-h3CV|9(n|aksxaH^zEyR>ne-!d1ATGO(W!}=WYEYgWcDCpcOxBT zQ{f&9;-C<7F4w)sr0jkajz=1`1T(vHZs**S*P`BIO0(*NeorUIp`Mz?MoqL;rgzf2 zakfxyc>r?XU1bBY{AJSu@G$uMb!NSPjeCBJ>-$Ifv(s>Hu46%sMm2W{SH8qKtQNnu zq*pu1Ux@3f{jG29F*|cGF;zIy1by#17oRj_XMctEUFc_N8V~RL+}}6(3J&_s53Nw# z23b3m`N4d{a9ao3ND_*~V?U;Id~KT5VNMhw-KOQc-GdsKAR*ih874E|%BX!4FrrlC zNYsQgJ%oO;zXwu95}JL}AD1R@eze`hw|*v$hJaqjHwk}K1H1YhJX{5-5U+d&ur0#7 z9HKFD0Hkz$f|mvo>8R@;nI6@XikFumDN|AdJEC25*yLgvsU^V%gA-cyE{CRM>h?uQ z{aL#Ftl(eP<^Ouh_Fu}4K^|esMKR$81$dEq)Nh^EasxNGU}f$bA`qcwWOpn?dA`XZ zIRW)=f2zJak9-h#KBzcH$A3+4pETRW2a&n;230`B!-3C3(=Z?t@?m@~kLEr`MQ#dO zp4=cR7i>XJfRnZT$g|n$a?{TT3h<8TO1?Iw-glJtFN+e?xM4TY$m-p3h?)lGRWaCOP>X*wRh<)7jzi;Y(q{Yh7TP^ z#3c0v1?Lm<5kDL9%wao2U$Rs~Sj5wDw;>HdMZfk`xv!Uo#9KrbW1Ba4DEvYNG}jgd zD0A!pc4>eA;Dyb5)eU)kMQ7}#!U&UpE$8+-_9amJ3PLy6#pHlYdnBth?6JF$eIsL9 z*qT5zME#;tV6$>4@&?RjfTWSZ6tl=dQRdpN+Hl*^goC+QL?b5q4>ZqasG{uBn?rNS z^r9@=Q@S6PWa3b0{EOR~XMIIAt%AK}7*K7zEM<*^1yXyf7=k&Hb&JTDrS#dP%zfNd z4p(<>;69o+8G^0qj@aI#+s!lH5C00WttxD?4X5JA>IGD!4jM4UlhEGwQEV-CqZGF1 zqru!A^0uTSA`dnr`#UjI!Dzb)GjGXQ#ii^?Ze4JA>sLV7- zN87@londFhKz~9G%s|wtfQ5%EEU*Ev^g6d&HTbbH%EvcCxj6%kZ+X!3ySf;G3;pk{ z?@@6KjY8NGDowa~#O7Fq$ z^=`BUi18VsQp~K(gNwV8!I`USHU{^dI?1ucNqn${C~{$RqqT~$&uFd$KM}s($!|P5 ziD$TUaG%y6N7bM3E+UdEWsNw7iVxkr=aoK(Q_gMf`e6;WtR-C(q&;qNK(F(Y)ityu zec)Ss-KN*yyMFeq$mN`*R0-!&OIuQyqPJvW5ovih*EUme{zlb_8CMDO*v8Y~6bxui zmuU^sES~3K-YU#t9Cr|yc5lDUHU`KmE~l6RG!cD<3oB-0$efHkN0={ws{x%H%HUy` zrT2aP0mkYyh7(vZRKS{e>l3K{(cmd zQlKK3y`7UCH^j$AFpbgKrg z#_E)=tG*l43@m4l0+|wpCV)ZhPd;aaq(z<~>rceEKfD(r56g5R7k@1Pm8E>Jq%i;C zN6e#?Um8s)O4Rl&K0nxGQ9Z2cXR@oKPciu1z+!PzqfWFOJj%iGT`r?1wO zrLh1oJseGzd^{IaPc{$S69JoN)RHkJD)}Wbso6KI zqxtUXWo&y0wdVJWH?|e-e@`bNjOn!56%L5b>4Q}5-4wN^lsI*wi~+KfqOr94DsI+U zh+)NHKvgaD4a^uE+WM}Wp3!>*Lxgb}QR7#C+K2C5GE}10;GHjVF?>-ARb*cNv(21(xld`EyWBNcYrDj%$I1#?LPLZ8j$HB(8Lmu_bZHzN9n=H7FO?`n%3`wp z_7MLcG@>U-z-Q?wUW0O}-h#L!VW|WphnPcENMm(XTi3j3OE_zf6-RHO)xKq!+=!9q z#Cby6(d@wkP~GWaya?o!%>4B9Xk=DaY9atEt^`tl#UdkG9Azv3Qmi@S$xJ9N;nCjD zW$=y$38ohWR24aXb@gj%`DE)b8*{uZJQ4Jpbir`4&}rkqskWHJpK>3=iMXNh2NBD3 zvlF%TD>o0cHOdTA#G`e#LWU1V)HtgoEtY{??Z@ftta=m2PwMNFG$uBe5#$Km=c@-3@ie+*4OX(FDk2mbl6OUXVu$vD0lcaB7> z&or9umi-&$zv)tSt{a%LclEDY`dZ+SzA1c#YKovuW(>DtN6%cpbeB()Cxc&XPkwl8 zMUv@=PhR?#ui#rj%S7a#3zudurctr1^z!v`|I_WhJ2ZBOqT;{rJrHnjh<6JNltZWw zXp7BFI9iYw_EM;^C)V$2;g!D-*jAxlS8qOts>f?gDz;!#$=QD}2Q4&eBAsv~Kray8 zl=Ak;#YV8>L^1!T#z9qC@1_*7{Zf>wnmnjiyW3)OU^YFVb;K=ZqYzan>AtkE?&=;6 z*GP9MwC#}YuQT|*w=c%DoXXJ>=E^Jh>=rvr)pbdd%~bk$##U*1Lgk7+73l9vt0^kq zQG49b;MDB*aP<$Ow(Hy$&yYTMmPQjKENWG{Pc{RS%64rR_so3XU%d4Q-|etVuQRXX zcvn|EL1=cPFu;GcwXP67XwL^Ja_cFi%z!(mgAM#63Zh`55K-K7_= zJmd<44>U(zU2@X7L@`OeS}hkyx?Jvluv9>cXTbQ^2NUvPuRNu12y6AqFyp{suLriX zF%*tuOxNyF!-w+U9YmW5Ih&eg)=w8rw#1*L=~VM?Bj%RkM}Cf7Yg^cur~A}D<}VSa z`ry1yC$tjD+zNq_fv_vX(2wztp@$}r2mEDTN)rpW5O)uvpJNsKbx%(#vqq{sbKm$x zC7;(yTF#GenRUH>hy;7ypnVh`k`exNl zkAHV+w~8uJz?;GsgVvrn;_KT9jDVSVu1HQ;=V5diYPK_4VtC-ecl^o!eRQyO;R3$v z&go$Z!_io1<`(@}T+BB}rM(>CybQP>!BX@ydL@&E6i~D=eSOrYR0nSErlPXBl3IShZ8~8Im5GG##On-Lut2>m|*+(z#gTv)&hD$5)!E#Q|HUY@*Ciy*k3# zNh!LnLB5-PfRodTSKSPLc?^j%yQk&y!&Yfy%6q%1!C@?TORK~Yg<;D@JIzJAw@+*W(6$P!bZZn#}F8XLu4YAZhf+S_=~OqU=?ZCUQyf$F`ANw(P<%p7dc!cnXnyz=k}lVHu9E-Vpn$HSH-at8OB%@rmCN0dwq8 zZE7$Fz(hKDlw?b>`M+2@xt~Q4b0UruT4ZvLUeqZA*CgbETt_7C1GLlB<)-48b|k?_ov8yFcG83m{Q{kf$mBEyeTjCi4%h=vL4kSs=S8vr+F z=u0hVFIMvH4gc59`e@gSY$H4_Vs63C092nL#US`;Lk9_k`C0!)+=nKXu+AAII|rBk>PC_l z`1oi--y2fyKL*aj)r^^y3iU4MzomYY^;|24rMO4wW{VcX@p2(=2M-p{sD-($t11!H z(*8}A)=oC%q`#cLe@620R`@5OnEn@Wk;SF@-pQx*78TFgtRwUdmneP=mDTH*g7oIW z{eQ%Uw$c%MaE>G#;ONf8={@1w5jJWK0%03>d%dz=WBvXx^J{hPcV2qMLzy9)zwWQM zq|H9J1KY7s`2}3y+~K$eUZ2o6!da|QHQ8eLb&U8fX9n8o8XjY8G^jq`^-Z`;!0>M| zPwSX=F%LICKaXS2u^2n7W0PCo;(*$*YxSVmgoR{<@gkf1Q5esn-;aEJ3^&J= zIp(R#j^u|%Mc%RZyJ17Tty~0^)oOQ$j87*E^%w!{F*@)hVwrjFK2BO39#D$t?_WUw zoN5*T9?WpG_qIr>^=h^8Auo(kj^ZtgJ`Ff0;ifUp{U-x{iYWUa4Fl zG7ia-^C)rj^)1Hrno1}34E>Z3S7-MV(Nu;BoRGBlSS@`3Yb0n*Z=t0u`Yz%+$iNiR z#g+0T7UQoZA3y>KKk5fb0?Yx25WQS)j}$L&8Z`j?!kIQZ;{{t%j^(`7b^Z3_NrjY8 z--J(@9FK|)AlH*_&_CeIY22ynnZSjw!ztoI@5MX(V$~G|?27Zo zwLI3&&Or|N$$dw$22pN+VaTTYohVZAb>S)!+IcHlQjcYr>{jIWX%;18orzEG{Ns`J zx)e*T37-@i8a)6T$U}%&^Ng2KWVW{lKPp;wvYFYhlInpHIc6F=@w zv>T7FYZtHMBHJB7EXfJUeFJO5?!|2Qy!xvE#bOa z8Ko)MWHgU`gDrE0o+Pl?PPG;SmMgU@&Ky|jUmLsd$upaT!k{m;D#oFO=S?3cb_)LXbOq+W0hBaV zjt0+$A_)b7;d)b^bYr{Zv(okX!v7C+%3VKaw%9u-`I)pc3^cq}B2Q zQF4=fK^&%`|HTeur15U#Lsuj>!4+L%Roq*v%ltOB{NB-H9v>@zSnaE|Jn z3#~qg>~+4sFnE)OD1hn>60_)xeBZ25#2`WJppC4lD}>qTMu)A_33cqhhfU4Fgd@*# zA$6|ohKSmpV~Puw^Y=3Cw9}KL`N&>1#CbZMz)WYP*nz@uE;8uZDKrAfYQ0*>Vk1+<7nqq zgN(?k1|>wn(%kun0Uxp2s*^h?RL!G6<&={TdctnG;ig+C_>Ag)39f%> z)XK*&jwjzJTQC1*-V$$9%?-Hs-;=$oowCti)MV#x6%XXTrBj8Wd|!Y$Vc3M>1ghE zH+8bBae{dmW3*a*Sz3qQ$0mI{x|3OTnjXobqN2QAXx?e-_ga+xwU;z>Jrx4Xed9DR zGiJi^#WZF6r}D0K`9k?gvv;yKM>lP3KhS}Nk#!|PflcKc)BTSt-Hhfuk`NKkyRi9> zxwU$HSJR+mp`#kM^(^xC8|zF%Iix;TsuCNhtvMma|F}a>;!-}8qF39FZW+NpZ3)ZC z)$x4OT^$L0C6j3CU+FW^{g30X@p%^&SBD_h!l4@?k>SIoV})U*qYu9}+w<6~=h}-FSJ;;J zH-K!BfwN6bdH;gZ(-l?+p4kyHVny>ywk|mG(q93CKIN}Az<0YHx&_XwSUN*=Bh+1( z0e{z9ayP3Bzwvh$%oE*8#VQD>*Mdu zNk~St4mn3obU?4~DGBXSyPB9*`{uEHoSP3Oy}0i%t$_%rhx=EOlI%-Lj`9ZoBCPq~ zoY~B%-{LUgrNg|PGsF;e?RBHN45N-~z@Xkjld$^ToUlyDAdMDXb@TAiaec3Z6Awf3 zz%EYU%uaGaa>={rX>w)7wupUt{$%V!_66Dbj6GJ}It(Y@u9o_nlH1CQ>@rp}Y`I&) zzZ>(O7Gw%dXn7@1t$oO>QpvE=MsDy7iNIt0bxvD_CVoui9u%bS^3Q{8-%4HZ^ATK4 zHY$_L?n&>-V#%T$u0;wqKhA=sC=~%Ru?@{wJpB1`+^vyY+ab-!nROK51GEy*#H1%6 z3{z2&7&GN@Z;g_ts7rFf)zn}%FRH;n`_K>87B~geL*i>C>O7!pEwwdOE zbB~=ItD3LpiiyhNx{njk2bjhE_$E%yCuil>`(B=xS2$cc&OJ*|#$WBwD!uJ{<=)A# z3e>e^;LDOr=+LK{_pDmQ*Y7;ZC!SFRn;JQJa#ubZ_vmK8Ox*N4c?D?1_arTk4uqDb z(H`+n?a~DjPA@ZyBp%iaA@v>knV$eB*BiNE8ppyeO0aZ`>HId@u6cERIgD=;Z(OF zen1iG`R(HEU_URj0L?e9AeG~&BS-S?@@3xWKnDg)TN@^|Eu||uSTI?9BlM^N;_=M< z5OQU<#pWo%eUFww>k1EiKP31VKr1;Sl9;WsIwToM8Qwk~Rp{GO&hf?BTW9j-_3PW= z%d+Pnl?$sQ)Ws>EilzpkJV{B$nzgyMq6I0u%_rmB#wlsy<3@jji+nbWZ}9RalY}OJ zTh9v{|EaoEr6_n%&%+1`eJbMwB`{!lCc)%{XQ)EGQO2R6^d;WH{|6 zmc%!PR>_FVy6z{gEW1+#YMkp9gVjg+#h~JUnw)hjz5{pnwo*intLMQKcxDaqL@q6R z+HAhvd#foTO;29CH!p1J>dq#=Nc?7TIjtn7C0udyzrO6%cMB&dVwiwKQM7Tt&zTKC;vhO^#<2ZrwgZs&#*jy^-o zkgrl|Elz0H)lGbcmO>2;uurTZ7YP;QPW;&76Uo(v!IO~1aW(Z*;mg*aY!svaO2qFP z$}%#xnnB>9#&YcOoz>fkn~h#sZMHSv`BjTvfY_X5hKu{HMl{a8_2@a@G2X(J6I)XP zIBIHc(S!9jV7hF=FG9#2E?rz&Pd0lCsD$#r4{tDHycs!iThg0=4)h2G-6;n=0ghNxon7mvo#Lu56cB&rq>YxoKODQev*Q1A>$FT#qZ{N2VI6U+7n^7n*-e$lxANYiu;yxDaf# zH6=-IgP0g)Xl9DavdQPqop7C$@@5!nUNXD+;w73`)VEt3zzB-h8_#UYWeaCseMMg@ zf3=Mm{~M5&wDFL^j^f87tOW!n3<6aa6=o3)Vpt?g;__8Fp5WcxRG~_Hm*~Y}6EkRb ztgE`62C(PqgS9~~>$J+pd^;s!)uoozY!$H4sNr^bT%^fSVOushf{}1kHxK#t;Qrae zd#lE%!VeyIV7{9J{H>*53pM=7mFnVlN-FC6Ko=OQFwg7ax|v629Fw>I7-AoJ{+;bh z8glsy;(7g1>JT2ac$3pzHTaWZB5;Yj%@4Oo5U1B+d%3`9N+mhszcw@QsoK*{FE_Hc z->u(Wve53O=z`cl1rdmgMD~p*C*Hhu&3!@VWAc+adu`1+YC$m8MIt{b4V!b zldg_Aoc~m@Wy(EOfTFKkd{e$cf4XGD%%W?+V;(YlC%!3bakYWG*y&H{caQIe#05<8 zd>{2?r_khzYt%JCs8oL&SqrgHtM7$0PY~Ce*4Ncc!C=gj?5;xV%VyiDp5?8t=DMw% zc~&VhmP~HrMGfN{(VCj4aU%y_t)+-1^uc12T^`DK$*8>Bt^Rl{@)>=<6^{~|Gbu1m z=+_~Cc~3z@u_~a-T0sjx+_?x3}H5G*mX$(W>P}cvae3;=&#_UDp|r>$(n* zknG&uad|+J2dXzfqZ3u=7WkAJYZMu0j^x-lG4#suh+`_OlRN*HW69JRY8_V%(##wC3d{Ry1@( zz93@dw&+Sx(&csk@3tgq2~F@Qh2kgNmT;G+O+G{f@_~3KE_7&dEvV$dzZYa$elxx{ z%fDC01!DByDcFZ8w|v)XzlT75*~)HS{7c4ILHWwV=UOcA=47c{1U&eg1p@en4t^Cg z(IIhBkU0)i?1aJZOucbNS^f%h;Ie zLAWBa8l^yfh3dJTSu*y3p-d`jIG&%f6!Rv($pe3yskM$+rEDBaFhWS)_ir$5k1{uu z?UUPyD3taWL51iV8(hYU8IOMIZt(cglZS4}HeOg~fBTPQ9D5q$ZyrLdq?c@;KepMc zc^us9yPfzei+4IQ-XkNqzLkoT}G7kxRwUok(r~b0sdHT1AP@h{QB>_ED z^S7x;X<`BzwtQ*{`?N;T5Yo$-oNFUhHtbd>D0bAZPA6R@(@q`XYZ?5R}+4tmw2705b#9ut~ z=e`Y-wCNFKc=1Y>xe2v5*b-;}z_(UF_elX!UD(qOoA%1J@nb;BIowM>8s34a zZ?3xFw@OmaD=8eFiW8}s0a#8>6-4WRmsHwrS-ooLa_L@{e#NF~I<~?qE3Yx0+rs{( z*p(b2>K0JU4x&{emmsgPClrF@!LQCtN<7U; z%vYN)a(WA(*36RnTtU7mqv~#FpR9>TsWrS~cd!Tv7|7+?-x(3X$JH)C;aj(V+tw(- z?Zk_TqB4)4={_8%-g`91ogUZ|0}n;!?3s7M)C)y?~~@1J|Tc;l+o5h{ID1&VQrrxq|&TeQ!!=de>4P!FgkCOO_P z5(7s)tw&USW?r2d_cOZ#YLE;7F zT#?8d?7@EjddthDbAR2`O*cVsjt2(i!L(RU&Lqk7+?b1X{YQM43*>cixsoH-i`Vqe z8|swXz2)Zt2XbeC>C}I;ot*nMVP=QwhE-NIkrgznt`3fkIE%w3#)+OF;^N7SBn6dKrLl4`DAD%nx#Xg1Hd(E?RW9?bdAafzU?6wC zjk|^#T%#q*4AGG4kQnRxlSMlhfq9mLn*A#9jImy!wpU_#=PX9YkY*U}XpbQ9$>4?N zjaFjSn%(Jj`%0_RTJeP-1RRadLX^xzM*Wx&$KFDetzQgvN%>wRpLL3c@dH z+$$=s?S?;mP+A8^`E7dT3LYk|UvThc9d=#27OQhhYUh_(K7|og__=sonxc`bNN138 z$}7W&Uc9BroY;D{fW^B$NFyrzvy1Sp4X*eMmb+HlUPijz^nN3$7j;d~&6&7)1TPF8 z)%Q-!+$)%DR<&<|A@g?_9c8T0Ony=99awH=HLxhDcwXIQgW92JTmbT*ROqTrI zf@E+wIvhlr7DpR6`$={9GATdn2r(4#BI~$K3Vj@yq2W~D$b(6_I_QXoVh|4BrShg zd7N~V)}5utL@Y8rGpT}SDG4e%w!kMVdnNZ>bU8$-Uk$MF)LAdk@zeN?nxb4UxT>iZFXgmNscee zee;r0M3m}Tq9zzBU|edZh}@W~Q!tzT6;-aFsIba)ZwU>H`7xgaJ9{o~JDv2vMzB`X(=uJ4{pP;4K-u-s{{VDHXT`SxI5MV=!q2n-@*Fsk5&zZV(Hj$7H^(NEl>Xa&exwyp8t_lg^%X{KmE~kqdu5! z`o+fwb=9lU&Aw8K$TR1xRmMTWVK47$8<|hjY4o}N!7;eyP&^)5Zack~qA!7w=)-u^ zY-K!^d_gO<1ADM;-upJP^);L1lqinZSCR%CF->ko{-KUoX7htYVrL-g&QWP7X<5P2iAtn)vitgF0 z%|a{j6Ki&NN>-44Msg?qC4k?@EAAQEO&irYkRXx?H z8Ty=LHf;M-l0EI$^(r@$0dEk@F~P*gFyLM{eZQSr7olJ{C4mA7q`+?Gon$- zI71Vqu630k$f{cpa7?ZCO$T^_bJV{l=QiD0EECSSUh;3PGxp!@IpiHutP~|MG{KC0 zlFv}Lma@fvoivq>K2U0`I$Dm~+qxPy@R|qnkH2F9lij^xGsA;!osk6I)9$TjD;cCy zf0#)GmN(Y!bDT6t$I z&x7kU{Eq~s5?G+hsX%*?yf5CHz}|*D1jdk}N|zI!P*~%O*U`94k0C8be4M8*zb*%?2AFS8KJ-Ex9s zC(sP&KINOU3F87Q1Cke_%DATBXEknK;dc^870e`%hdm$kcqC;YCLl$n{6Bie9e7h~ zaikTzk=O*O*#0BHa&Y?akuUHSov&)+PPX`r`ljiXv2n6TJcUmXFufwJ{;g#4i>7v% zfr30YiAM)_Vu%9h0z5JeJC%B;cbPO@EMCapbPFiBt9KWFe-?OM9&Q<@PNq&KQGAa7 z2Ru^9;hEn&Jw5E&vd0)O=C+ym5)>{tfRAoY{}BXK&1t$R(BRaj$uvWFgD_e;}L zVqAf=jDoWDYay<24tS9v(+65uJ?(Jofh4Db)!hQPV}Ahx7p*@g0Iht>(>2zmR~}Jp z%M*Yq)zbOL1idqXY2loRZz{dX^;ynVdPE1h8CXxR1}dZsAwJ5r$L#1Sg4o%_<(ExL zv!|UzceO6BG}C?ZT59Z~mCRnA`@610EZAW!v~ z?oih?L^kDPP8xwnsTr#CWmmLeTw`_0 z9gIy`)K*0_xZ(QS48{V)Cv5pGTq!8;_GU4eni}tp1JWcs=ku126Q1bD+bzDB#4Rtp z|9Nzn4~|wFNN7fh`z1f~*a?LCLk`RT{tM?wGB=W$;rl7t&g=Z*UKdSFGJk)s-#A}RSy@3(cfyFag z*Eo&H2%b1sW!#nFh=ETnPaXJXKCT!LfhU<_x*iyC0)2ud3 zGFZ?$OH@ynh&Pq6S3GRTi_8zbWRf3TZvEk}n zRqG~8{X=ZXEg7rCnN}X&?W?fK@Ve}mivz_^W893_`IJAHZ;ZDVWZ8suuH>qc4f`5# z4``y2F?PmaPJ*38AwOKN=~^PXJ~Zl>uhUcHem&OusSC_r*vyWj3?#6Y1v6g!on=?P z$0eS8N;G}`;`NGG@A%6>0YA?ULKf77f8VkuYUzdDF5y$qt=J>a_V(X8ZvOfLG76TK z-js+`Lq|*Etmko+67gp2+1}3Lb?_P09IIs%SP9pnd#$JQS4qj~8Fdnh|dlyONTnx@$Gf`~~o(}@EzgMI+ zj%1b@7{2v8CU5fXRQ3vaeWg<8;swV@&iWs?PZ!}7T-mX8E7pRd+Mhk=ixOhqcj!g;G3d~}aq%I#f(C^>n zP~R&Qwe%wX^p1+L;O;3J5Hhh+D7CAy)3Tesbev2WbtPet7RiKVR>J!(`hl*!RJ=6k zRMCq)j|-iQ&=+WdS&9s*<=3)q5Bm1A?RP7Fj8%9rXY49l=i|G>R5N1*zJ@6LO1uUJ z-d}#KukL(z!O(afvc%9lk@h*!^{RjM^+44#C-Unk^~KaGi;Xs>^mc9gR2!fChF*|GL9yAnkSE;@4urcVM5>|=0%!Z zM|}6BtUfg;{xZ{PJEUmzJV<5+nHsF{unl`2KjgElyiY|UgJ2?yaXoF+L3MlHM1AR( zoUF6xt};gE1F(0aT|gtC9-oUH*ZPtXgLM0!{)R`upC`_UoyD5gvq081_hf52RDejK zO2D4#LJYgddJ-B|bWy@F)`OuN9Hi9ISN@OW!IP()8Gn)0fAjbHgL8o!gCxXuwxeGu zlJbj}y2jLW{Eh1%xh}D``_(T>8AFo$Uy|{-BY;^yHqr}!&Mj@;x$)WX`}X!}^I64g zxPbt-o6X_aX9R%G%$Fx||9Tz2tnP`p^D@B17BmL-L#1LIo;#1d z=G^kXe7>A(n!DJv>chT$HsG?PH+l@lp)Yd36>2$Ym2B}IYel(+XogE-xW)3P@&!IO z<|;edim9d!_Ykk4qT07rNgjOWYrY+Ge_=#{Bv^g>^b*dEI1%g+IuGf#zEr>61G^ zMGYXs^VGyXz@M^?0#%QZbPb&OoATSfM|@FZSuC&Hd1No>J}q^nv(zrly+V%iTocJ3 z(YdxuyC(R-?(c3JUHO94EV6lTED3wN&R$YY_F0(>%H{Z1T!o#W0GFxiQQTyXS4xd` zab?S$HDbTI{b9->YlXUste}(Heq`-COx((6A(An1(%wOrT=sAxli!XNOzW=k34*Qhj4W z?865Y9~{23T&=97F@_=QR}8;4lf4nbR*H?VQJ6xHArMj1Hx0tRcQUJDOIQ`xC^B1w zCN|AX>y14liO`iKG{Pc2}W|l@KN9sirXKNTe&47R1ux6kM1xBc7UN*6mU$5lw?$nXVmwock^D zu|1`Izg2+E7MT3T3j^A6hyU3&$;w=5PeD=Bnhf%pnx1t#|1VDHb1|b`%% zu7u`<@EZ#OM|ATYT9;ljM zNwc^xIu8(4$BADGXG@*LQFz0uOoq`Mue?^Q9Vck=uRwjciSht#rhg%c* zcXo3ZfQD_@4+x{y+_Z?$05z$TYvrQSg&u1t-S<1)iPueUVsl7Vg5+n&7)isL>C1iH z#!@Tt?9#qyR~s6-F?oBCgn&0EYW;>IJHOIFrNZE%cN!AFXon)RYzbs|aT1JOC-6|4m+$91G}*B3Y2gbY;?l z-#sAgaCa zo)S}_pGOp%J=;t44`1KDtHPk6TWf@(iVUS%YeiO;V8>_KB&;&n?_|koH=XJ`mi(i# z+r#balE^Qt$;__`nL8!4ojz&?Y?|s_X{~F57yIo7GG}5lHqIRcq#2N(=Xx|8h>RsF zqYIjz0Q-qEOJEW|2f30Os2HS*aA{>ccqeE=-h}ZjC-eojV~-R@;gHfJfnkhT_%_%6QzbA7o7T`e5p*c`}(k}0RP`0c8 zdi-S8*)gZ(s66qhB98oPzH&lIagfp~*4@J*#!GB2awUpR@NxH4G53fBt{>ut0ITbG zFzdC9uR@Ow8mkP_#pVZ4JV?4N1wQeU4)$7sqDJgDt7cSnt1+)J6D^aR8VaO{XBX0? zxNTJ-H2bGVuK}+AOU(E_k!@2Dm#oKSZyl77a1-?Wp}TqJK3(_6pE<)9eTA==>!CZ{ z$gsEi@bDryp;~@hC>Z9V(NI~i`cPEJbdYLeSY0Rp0~yzI5)ZGad|;f;jp4X6pDyF{ zgfOq9s-#)aQYcDbEJ)8Uo5+B}0!BWD`C6?enHWm;3fBZYJ$LS=_ZEL;O#{9K&izEy z7bVH8F11WI;=2~-H=}=pDPa)+)ds5S9`EJ8JiebobK$T4!uHIQixL^ye=_Wq;!Pt~ z9R*HiXWifcJb20h`Ym|lB2U~M73;&doPGN@Vd29btk(82c8TW}*35EuR)368L_92h zK&VP|c=Y9KkCf|kQTbX~H@<}_9-`IMU@YH4t=M;N5*#eRnyKO#%*WM5ZPX<)WVo!9$x z>1NY=r<%ZO{J8eaQpRDBbl!5YK^6L5M)s!rpD33@*?Yd`M!okFz^$R&&p0|n%;tR3PdMzige&mHFKg*M)+QaFOsA;a zc;ow3(}(_Ez36e-qa5$HaH*(ZqohChH<7Ll$24xx!`C3?9d00{Jy%UP)HJLYuhbR+ zeR;a5$j)HJc)tfFPUWL@kJ`+rmSgJJBvxhpO^%j<6=lNs9Ay2a{6F7jZ;}ap~TC#aeD<3sf9$(?7n_lRcGXm^6`OH=qw0Tq1hA+YPR)JNl1+ z=hP3Qzz_VL3$Z!1Qzt*tdA*NyUg9E@B-{I*-8Q)Cxv1ovma5)#f_BI)`BEH4Jz@w% zy#yhHeh`-JRiWf*sa|@FO7EU_>sW#{n3S*u|SMPYLifJqgA1# z!z=FA1qcUjkpAZVH7p5d2zSj$;?P`D9AtW_w2R|kXtHBrYsaakV>1DvDI%qaiS8q9 zbUx!qVZ+05J#`&Cd@Wj+gTpZ}PnS5b%bDvEpz6Ty@#iSn+YH_3*Yr$M>pocwAWrx_ zR{O&wzZf~*()LW1g5%Ns4ob!}w|XX~TPWeX!p8m0^4{)WWxhDva4fBC6^`CgtZ2KC zaoyah_t=1Q7VI&a_NW{8EVC5_kk*omPeb-~$8-0%O!xSZk@~%)Dp)}|x5;sRA^mtu zaulv^K6jxNW3%aNMi!``)qMl|cMtiIwBoPRqT$*4ZhXD=eNkgIN+)HmAeYo>0%G>S zZrl)ZuYpGy_8Mg439Np$MsXn2$0ZN8m`TyH#T&4zHz@0C(zvr1N!reaW~Z`}6|Lt^ z1FPco#BuKOv+1HRoK~3^n3a^K{@yborn604hTW%s3=yN<;^q9rbKwVFBm;dzuZ1=e z{H!i%g?YRC&U;ZYLZX}QJxT)t113f>#4=c1V<~P>X+pI-GGZ3c>seLP)0_1|SGK0C zkees!CuVQ?!me~=a|GNhyQoRg}JTq=oS@jgO}PVJ)O6^ zJufsfo?RYDMLCX?+XQ^7Mb~|&BGlBDr|$@XqP{ zb=WemES{>GY{S^_-aFB^140bhhgxS*huh@R35xa^v~TnHL>Xmh<;I9%zLdBxW%%ZZEZoSwbdF*Ok8Ww~l!?5V^=c z2{BiRblktuf1T(%iMQ2O0syRwr@BE)9B*itT=L2sz&Ld66m+vqqzj+|P9GHKG| zAnRI}&hxH%X>-Gbny0;h(aX*JslO5{$d6Dqy5`&Ob<#(TC!Fprl2M{|47-g5~}nT<6sP z=QXp~e=O+J=m|~VLT^cGIY)O7by(E<|nD(fo-mKY{TA1|G6K@x-QNe58 zdPV`?de3HbLFoKSBNOOdawE=6|2tfDfQhNt=ifD_Uk8`T|F22%&Lt!x zqVyBLUWsddWsBq0%S!ZqK?a-Azj0PROt$91QYUZel|Q9K&j+iif<(i0RcZfd7xvd> zw=alkenCBKh-OBjYH_ENZQ@Ag6++}$z zjs3!VqYP2=Y__hncUAN(#C4EL!D;(;WZH{LNXYKG$+z?kyP(ctN|QZ^?leQHSt8YY z8XG{6hIBA?2J^*XP^@D;RipGxUakrf29I(at{omo$MEky!TVt^oZWvH`xr)b4EU6M z*UMBIAvo<)e>osUnt zquua*3k(u#_n9%CD_3R+VM#YPS~a`z20Ps8eccO|#{5U(-vCT+Z=3XFTJu3qT0U_T zYeQ149ZPb_MU}$qy~(zX8$Ud@Q+O78Dz@0WxIru3ws6t77MF_;4jom46o?(FQiqhj zvik8O|9UKfdd3v=JM(s*jk~-R5yGf)NY3l@SU?*8@@=+Ut&Q=7$&M zw&EJ~<(@ZB^6&0l6Vu6m2I1P9=KDHaq9;9{#a&##Zr+<#uX^j!IhPA}Ykk`XzI9KM zlt*~pW)si3t~Z9h8oY7ics>i?4fydMBQQtF%gqi9#vre|kuFdPP3I?I@~!s~|Dbgy zosy|}TDNzQkVbW;~v;;qc``hicZ>nAMc`ls3aafHXjnLB}=%kRWBV ztxXTZ>!uidt8M8lOzsrHJX?Fo?C09fQjb;nZGD&$mX8kFq@NfpdJ#;aK{fRz>_xYh zTsJYLO#!O_chB)bcudVufY%$*DVpM177?GGaQ}gvbP!rxE$Xokb}Y=8{G7BL3(7e- zE7F}kh_yH)u~Rs!W%6fTSCPSkseDGw@ey^IUs~`+6}|N)wcqoEfppXayy+K5eSI>s zFHVw?6bMXUg*e|?jv>Au0TC+c%5OqJ)y)|iO{tV`Zg;RJCZSQn5q)N80477#cF*Owb=tgF78q}uwPZf?Fovhnf*)jnG-*`D9q^!E{z%ztm^oz!>baa87s+Mq$t_b z%ipSWYS&|yCZID#V79ccbF_`X?mDGt^E#3DftV~1+u5n{MC6PRRb(EN9v4a`?ye{m zZB_45T6NGRE8)#vbm6;gnp^7Qc=sf8q5b&n&ol}ryy-`L8np%@F_g4}uoQQLVOGd-v9=8V7(=?` z{^-kZtoqc{C}(*&Ii4H{Q&0{-##}#fdu7;tr8SZ-~2OoPM)|lTqgOKFb13ZTVPNAuvg>pF} zqY>}+clJG>?6T@R4JL1o$O1G^W{0pmgE@df$x;rjUxmYrO;)ezWiKwu z_f1uw22w5QDt@I}V1CJ|bM;O*u@1!S7Mwsf7=9MulHUTL-XcS`Sp%jjVgXm zz4x?uzOE<}G$hHzbgvRi0a}7Gy1P>|js@5Ro)9Dz^%!?}Dx>(CL9%6uJwA1f1?i>iJ-p#mBT*^>{)8B+x8^k3 z@7HmQ(k$Y?v2Ir=*UaIO)pnb!?v0qoJ)a6A1ORVF#W!=|LXCxB#*{7zy?)A$jfwGk z5z|LKI&K+dgz|l#BCbKkBe1;aycI5XgP9jS^J@*F5ZpzOt+nM+Q4t!e<(yw5@?ZFx ztTyPOro{IL*6SO`#f+u(LUw;7Ng=+)Fs|u*8Uny5Y>okbQ^RI@RrP2IZ~BjXuXu`W zpHwW11f4To1p2S}>jk73`AkOSawcrwde-y=NJ0Bx_CiZ~IZ>@45e!N6iRh*%ygG?RD@aM0TXb_et&1f#+ofs39oAM&`FS||TY!tCQ1#Inty?HeVr>KY zc+_a~q!vc>s5g)0cPR5RVVulP%~`2N-n9(5wMOBWPN=x%J~fz7f$2xD8@`S4WT(ny z8U3wXUHa6sTlG$L>U3v2Ur>tH?;T~5k}9kj;u||gr86@??XFh7?{Oy>>{bDtGr_}G zqg6BfU#aFg=&&8xQ137)4rx_Xl=v#|H z`1Ie2_^lH+JK~O~yJ1{lrk&}@eTIac|0B_Vj%!LiM8*WV$Y1VMp{ph>vUj})`Tzc! z=RaKzQ|v7MB-94Ax;4YZw431|HvDxhq|qMwfOmWkp5Bs$;!7&OXS1OIDb_^ zWP`r2HcZn`?r_ta4V72vmAOB2wDpg5ov!NKLEQOmy4JM7;aLlQv0oJNcY*oK5&Y)2 zX8IqAMslw^#j4_a;c&yVm(r~Pe-}!~avYF;hog(CdCg(V(899C^33|_N|~H0r3=W^x;~K4)Wj6gZf7T(SJJ38h`Mqtk?aOCkdvuF0+pJ2^eGi%NIUDtUYM@-X$u01?hQ(aEd|9qb~A6XK5 zD4^`+&^*u6)I0dt2bCLV;}$_kkwi%L7bXw4_(kWZ2IpaR2`+|Z7pI;@z%;Cn6)z(R!dp43Q@qaR;(Z^prwK5+jkbEOF|_{h?V zF7mg78iY=m_rYM7WMzfFRv)-5vFa1L2$P+ctpX)=qXaj0t^?0NKGOW4+*~@Vw zav+!uY<$}|n_{-jA?}oGa#RJrL_}1U75GGIyE(s=aGskKxq+AxC)j2*^B~aA-gwu$f5-Bf zxv@<^!HFrEN=y-7$<)%ehOpZn=B(;C5K>jIKG= zkIKwv?QttbU+H#O?JW3pT2>eEi5@XB0Cy^d4)w*K)sDYt8BC?N35MSlw*g^RUk9bd zx2S?lxNi%L$?TA^Sz(IfU=tT1I!8-PbLBMmGeR2@wj&TC|{y6vVNUDvklhjtGb zQ&QK4x+l3^$7K#~@K%7F+zSVxuqRpa8UHkvp9S(x5>YxH_ix3|I9~UO7-tiv}gEHsZXS+YQl;Jc$4YQ7+wh~qU!WM0PZv*uav~O$f z$z@H@kUX#&)Sy0(GYf(+Q(I1@oKO#dcpXO5YYPN{-F*F|C@p*O+b zaGJCQe`h*gMRAI>u~b$ufpXcBwv9y|F=F$JHG|HdJ;I?H|3bZZ`V3xbgm&SLSdsrz z&dlK!dQ}QHV|XJD!1r){MN*EX=Gsl$;||3~5U0>rGvoW{ZWO z&@tE75u_;HmHB$LhQR!dO|l>}q3yaekj0i*YJ@vM5QZ!o*hw!M4J6J0d3Go*L%K4r z&skuSw}Ax=Hxm(8qwz~q8Hg(n>W6cucEkDf1!*lw zX}I$cR>{r9)aTB zCtCMauuQa}oO&kWT&N@cEzvF+__hqgM!cQ)nwgk0@ZD7G)~4is z?m?T6a-;xEqHup2TArL91Krk11}-Oo78TD1(`4+P9J;FxXzibas72rvJumi2I0$m>nt_=qo|k+hM}aW$GiBhAbjSRe|M2 z8pWu^Z0x%CFyHF=^EJBr&|yZ)DMy*t?bDy2zzJbgv8a?|fwd>m_EKkWHgUh@V>K_^ zdzY`6+FK7nW0{evE;hEpCTP$Y+C{%br*2LI9&z=rEtA529S!>#~q>pN- zd#LzLNsXup2q&%XOi8C|C77i(;aM&YKd}KZ^x}{OeU$%anlo{Y_xk*?tN(qU z%-?W>EPa)C%_)4h;yPQO6rRFUE0=@E{ppwIKde{1R4Yj)X-QhQiRNIn?6jYCOM3Gt z$vxqJ*e2$ypzmAJsaJ8F0Y6~Afye#`evlD*zAZ@uvGjAjGtJWCeN99JCHiI2(j;}`n-5H@*@P^)#VCPKycnovZ&HRT>vuNsSFGHiD2$!$jxvcGz} zHOHxlQ|^*okTpiGGZ30`)5|s5X+|Hi&Lsy;GTCb+Ho_QE3;7RCBVn>l0pdZ}f6>L@ zDiX^T6#5TF>CY30W%ge|n41Mx$VR!$+u3jeAWB@kSlu0AgIu_YH8cghT zx-i8-@K1&P!Z;IWqai=jcvc0yYjH{979dHy07SQ(pgo|STtqbYe)kC!rGKiXB{ zVTl;p(^KXrJbU7srSaCX#mMUHD__?(6{TrLH@yUL0Ir!@S7iN5LDi6JJy>Ij{~HLH zC6&Om1_prdGa&G!aFN5OL{XJKoJVvDs;;>^Z_nigDa9A-Ue1Ilvp_XA%^#@#nxm!q z7=fGNrFHiZpgRA^9+8*sHuyQS7Wa7zS=ANDECSS`O6 zbHD(HYGzucN6T()@C%L4J+=!9N{>q%p7>SbU#!iS_N~WanSP>}r|iByRawx${KnWO zNI<#zcIsP0_8ux_ajPyuio91n29y~7C#U;??gO8tccUsjlu{lljaN(WKyq&Z@{f6s z!m227o5YSSEDRzYw=Z%CoxvQ?X5LCwIN1AWti!+rdp}sx%dk*gWI_x?1`RKYEIT9X zpb!xqeQ?3nN|n2@|B~u=n|j|*ub89LU)fxjwtXyOj&mCx0IMhds#bJrma6m;Zavx2 zYG_=qHIPi%@;m=A&x&lFu&X)TSOP(q0L()Uv@VK_uT0z_=4-eU!rp*s>*mbyeV?L^ zhGzWaA@53-1k@8I1kP8=^9l9Yqe`lN%N%M$DPb8Cf7OR+6iwOq7rZ`?s`A{<34wrk z(e-5}1piE`WYC!Vxkw8Sz2Sfe)|iV0qBL7M#nv{@&C7Sd=gD65($bq#R7soYbtZp; zq@-3DrmQ*F;=x6R=*Q_J?UBiCQSe>A%BR@wAzh8{ zYktW+!$Wy$5li}wZH=u{1=R?dcRxeMHFAcfynpu`TV!gEyd;W__8Z;YbYn%;pS5kSV1S4ets1^Avd^c zz<`aXKEX(bGH&AdQ-9wFWg~mL&`t{L1!RxQWYu&EIJU~Oc-B_+KnF@A0?Ajfua&VY zs;eJrj)F6mds)bPhS@! zL4^fx(qocM=daU&)b2tzNVgcmpD$zkIlt4Yxj2M%2^CPHJzJbR7TuxBscFNFOQ}2$ zz4+v%e>7%=Ri_la8eoEgdOt)OlO$aWk0*^{=(r*5KAY%9n(KS>3K=s5R zQYc0;mE%^q(^(^!xrDO8pcaXeA+fvQo}D?j~ODI-8i%00e98R5I`R;70mtK zLQaVir6=*At}6quw0WtHHRY-XYAAE{^%j`udI3Zm{*u+NEJA#E>rP|L=4Bh~W_RP3 zoth5)y{sgS0UxjdQs!%+Mf^4`OfmoEB^ou{;#$o}OY8DqGI*+75s3ZIM=Wqd z+~=I_FZ)^7Q8*ti?|+Zv$T!;IPvxnfq(HWipn(RD0)KNg7N@eMips!$Oj6ypK(Xy_ zp45={Aw^nhjh!r%1C6QYtcOQM4z^Hgi^z)Ox4y@Oh$}D`C3xnLd6#fG6#ZUs9_G-Y zSz8^d(B7&*^t7xt!YUO?dAOAL6`!tUQ@l!Vt{&upq4EFDLo@XCdprWe$|R?f_|aME zr>2sev;@I}lf(m?5Wo5fOCV4fKR7jzsB!Z#Ras+SUvH#bOv>;T5zm7u(IlBSBGr{x(~cT^L>>) z&)+|ZXp7OAd5sDeH%^YueP6tC^NzK9VO;oyo}e-fPsb3qtY7hSDNEaCnQXfDOR|n~ zM?aC^zlly>3_(Q#=rf=f{>&P}RgUs$%6l=i??u@>IpA+OHW0q-zC1d?hFCWkGfl$B z4bk;vgo+DS%EAOb>%~2*FitI9HcfJa3%{xGE>E%X8E8B>mIuPc1L3a4vwz=A2mW-oUfMy zCjWX*0}JZ086hvyLC=Cl1qh?Vir472Q;%OsdR6#m(Ct z(=71%;{SwHNpL_bUa7qw~Il8scSjWebaCtM3@?u42`~~tFW!2aN_g3<#6_D`uAp1n9GERS6cO;R|C0{ z!@d*}LRlM*jMfl0f43BUTR=k$sd4RV<$v2YpntktV3&#~eHmTkz7TmCj;JplWFLKh}>t#|h0WeN@!*I>cBS#Ar58oYT$G8a*E`Be6WJg}+7Q`#7V_2l*m{ z)o$i+wyJ)!)5++ow%4`^hAp%q0xF1h%5IvHQb9uE%ZF(N&BFLi7h!5*Fs&zEsK(HWSR${ ze(I@#IX)q3UK^Vpyl3cB03zYzAp3UpBd;KWa5^9Hp(-baUP|uDfEgQYcNjOyLNMB8 zHC@dN=*Uy#K=0FFo37EnZZ3s!)hbh_8kWy6uHDftp*L*x0zMxYyZe}*zqVEI=GebE z_jx>agHtn=v^jx%t3GVYCiLr4^C3!`H>@cObSHMF*|ZE3>{%9Ym5lr9IdO7oR?v>L zD-V%0lUOSSH00mVNZvTGA*B6mGDBMFWaSY*Xl}q^(>R;_as1QXQb&xZaY`yXH3K^q zi_O4N$WqdZhFkXXs;v_AOHN)?ves;Q^W66NOj3FD| zDp39E&LCbm2|gdQcdHa-pX6vzUH-l<+${SUX|wp-nr^)(7yE%+#x6wpT8gx1p>D2Q zA2;7|z?^}FYe6Ty$<5&5L1yX;9j83Ar|sl9nIeMU3mAC!o)H;zK^lga{qCj5gE42i0a~Kb6Tw zDV}b|#!znDY&OS#ermf+LFk90E=T8_}MIjWRx`iqiR<_ zqDO}V$!q+=zuVP)0h47rRr7YnPWXEMFA~M}w@y>`Y@(+#h*&cBN3) zl|fkidnzz%uE%_Hr!OH0U+$o!B@O0-v1%f9>&At-TPUZfKgWal@6ED(~F8^lFOcyDV3%tZH1`k!LjwEUXBJ{2DMY##)`GSD@Ija@>c$$ z)Le&H;RetlTRX!Al|eV~ZZ>X$-*JV$W>jAF-~kR z?zUCEAa6gx1_(>LXqVv?sFk;~X~(k^NqF?u9W98&HqFkD&wvlB4i75daZ#g9SnS}2 zQF4iKD!oa*!^6z_lyUEJ%-RY1&*lu&c>yEmP29HgB1xUe;WO0gE*T3qqZ%X|YkRYK zsn*$B^E?*zhm_{L7Np*FF~EI+BxDMcWZRiRp9UCUSMz=U(?KmaRH<9;jjeM1%RGB^ zmE(Ej)RYi&1E`?s^9rj{91ClUKqHlcv_r`oA)nFi-a%&`wFe?D(}rr#2j zQ}CibVwFOwnGHoa&%|3&vg&xt_3PIaph&54#K$Y~M|tHlpXG5P_Zf%P_JiIAiJ-n0 zad`xF5mSI(PJVAqGn$>IMb*V7`=$B59^0Ejt0)PKnw~VUakXaNFlxUDNS5 zLTc(^aRl=vjn6jQ^FtX2xJuCj1xnxA%a05a+E_mCxd}oAI+oMFYSthYuMcPH;0X&i zGAiI0C&Q3YvdMC6yC)_nLRT41Kk0in?G;mb<}k(d>*^Vi+u9@yGWqnOf)nE*Y2+01 z#tAhw?X5P@WT_MGKG#75BRQ;q!BJv}1d&(;r+v%ZI|i*H^$hAn_@-DdFB$XHA3iov zfEHx``q$646;3hdijn%V(u;S=kf6!gBAaFzSK~YM}MUJyHz4%EV9(1>6=Ei?~U_bLQi@2py=#iGh_oyxBZ31 zmV=7-YYo>~MnCzm7(;T#Obw4<6a=Wy|Pi>g7;ttkgA z!!CLpm2}t0E=drRQ(&I&US4;4TFENnd6j+g(HX^5ULF3Sy=vP)yMxx1M?QQ zd2hdAzN9O#57!1OoPs8% znv#-DjCO6!D}PFej$rD@KSoF|8U*-gMC!A|;BVRe0!3?^+_PrgK`49W_4*O_M=t0G zw)_e;#ou;ZX69h5nyT(PbH?Ny`HM(5GA^Z%nAo4a(@?X+!YHHq^!p=Ux~9eYlSYF| zwy2bEwm8*x){j2fFmIg>ia!Jjst#ZNL^XQ90F^Ec(Dn7nY=dl=|HJViq)j}_{OcoL z=p@7N!&A~X?*!95@7jgTVPjd4WLW+dbps3`*sLT5u0w<{m_tR6LmBa%E=3Lx8p5G{ zpa`Yy0RuZt+h30L0J#EMDSk0s_|t})WYt5Zqj5eA;>sIx==kpNONmTP}no_;5kB;UT_b z!mpM`BahSJv#wzrWBl+n{L*)8aV1@v?!+@`#{FaHh>cssH!Akd>pdmLrV#2=Y3`8v z5n(sa6nn@f2m9f|nGOA*{b);c#FZcAfNaSl>ugnf{O|d@I`%0;D!f!7mor2Uo}@|1 zkT_#v$jbm82;M(TnJQ^niT^xY9LvGn$>T9;)@Gp=#GH7uN+USRf!28Xd_0AR9e96Q zRyxHy<=r-&?$704Ql~#MET!W>mQm08<=_sDpN;qVkS}7#k`lb0Ox3fL9NayQF3J5Y z!Qa?4ed$t*0kI)$P&E1A-w2LZ}(oUmeKC%=K;gcCBY#1{# zx}i$sXep^S2EH6PKU%>R!1Gs`Xya^jg#X`UYl)0Ks;bou3bU@Fu%F#X(N1k$N}-PY zQ2eX$pKwFG?#V^sUIMnvSh@pqV{%_eL%9}L8U$&!`mrlqWdknWBaN}3S&7MzRq{kg ziQ5SGeJS~rKqS9?74ju4D~M0AZYDP=(E54O6_?z(#5>Cl^i&)EuN*OMAGESxSNXD| zL}gwsDD^fT%Lmq@3dnvJ{{?rKIb+o4=~r4JoShE7ORu8FxM$&>oX>|j2GfyuSi!k5 z5CsQ2_ID~$%PnY(eZFtqI_JYwXCk7nmIl;$wNKkDrKz`-?pYJ4n1557Asa-Ut`$OumSv#* zaW|I}Vh-WpOKEyK4@C!BSZe7$hVks*pYZf;ZWZ(gT9U-63Q(grJ*`o_nam;mm4$@A z;WoQwe+B$!NVySu2Tu&ga$ezNkRdwkP0f2$ahKQY6qM~&i)l;cR=RhC$TFk|W5;WF z`{MC0gAC{Crw^gU(hna1&`uAOLF>{KCveJX6Eg4V?7>8~+=|YQ^)Cd?6P)tuSAdTLDml%&DTBD zd*0{D;K#-2?c{eRuvY|yn+?)(Y&o05HuNk=i-QWW4eyx4r{=<*heJ>JKb;ZDF`rI+ zZt$13Cw_Z5G&SvZb|f_lxXU>^`!Io*8~S%y|9d6gunk!R>`f_jSc%6N_&XIV{Ti`) zP-Qz)o(#Fy6=VmN*RlCby8!?~8%T)0as9rMXjf}i2lS)6~gvN^>Rn4-Y*pFSsDv>R#kafT{4sdM>k zRb$wJu;0MUcL8OJ`OcLsK^z4qKUdrH^TtHqtle|`iAmLtMsL2W(WSM=#vX0f*P9<0 z2tw4*BS%tE4Pvdk8g000F0Te(M#S2PE*k0CGLkMK6`INWs?nQh=@!vTGlq{Ukd5l) zAErPwmLaWuf;-&$LHPHA^o=*Jcv&(GOT%@jPE*kNY$eIw9;^42hRB<=Vp@!udH3IKMn7IBttSIp^G;qYYH6sZOD@4~C_=_G}^T`L9bpq4=`uml_S zq+DKHbJch;XdX&-XJg(-9q}#(PW$Nw>!&7)5vxbKYS>n8+U2^{^1b|4WF`ev(@lru z+u4bY9~x^JD?*E#50;Hx%#6$*-5LIeGhBXe`yWn?V884wB(vjRJMLA@LyX+$&+vaZ z)(+pkT&zfY(y{$7?PUJ{p8h|`?Ap54zXef17_(}BdQfiO$?uX~O9%WvB+;veHL%Kk z=1h|hMaFPeP$`G?h?#nf zZ2fO)uQ?by%T|;+(9*L<@+(eecHjZMv$}v!knxDrq?$XAXC$`Pq~Vlhwu1X$o=BD@ zLWUr0Ure$vzrv?8)}m>%ZfbX%rL)RvBam}f{mwZ(hB@&*OF#y?mOKNPmX7+3v^b1^ z`Pm(FwemSFU~J@Fr0X}_`s0OBI`_;lw?Fz{Vx@$O{y1(;h^B&hv$nAlpE1;QdE0h< zbgR(AWpAi2)uFM#AMf5yL5=!7Ycp08R^3c;x$iXpBgewPaUy>C!$RXT#@s0HTf;e9 ztg~uLmv=U%!|ZCkkq~~TpRLy}tV>C1vPr#mMz{S6#PKlN5-#mJnC)g6wB6#J&h~6$ z$HGs<@#-&%fgp;;I-?7t%}#_bA+Xt!Y*Tyt`+Gbbx3;);+NH_ z81q29epd>)kI(tjNY)nstRI?B$NkRmMu>qY|KZfJ#p(3UhCVcr03+&WVYw&^X)zGJ z;Ue0Rqio>kA^j1@L($TX^SjY>UN|Blq(oh4NgtUpHSRB(~ zU`*lXnI~n9=f=g3&v{low@v*-Gw!f{YEH)mc_dIbxhRx&;X6p z9;?dE#(_qqEZZgnwH~zOlBz0d;vDWHz)u%eEW6*f(v42kw#dCp?%HO)69S6?aW-v~ zHs@Tghbg7qOsW-qi+%iLrsy_rMLJ?SI}Mj{njrgto{&cse7N3SVoGoUz}Mp2vw4-*MI3*&>F z^$b7wW)#NlRS2wOX?h1_Cj7kQ=L)Pc2>>mV92sK^JtdauvlB3iC8$iX-at7Jeeqn) zgYbtXyT+sh=E81ra~$0e9pHNT+kP5pd&xV=FzdR3vk`TXnzNaJ0u6o3Y(fWQjca2N z-4vfE7nfmS6ba!WWXRUFYn48mw7=13csKeKtkdV0S>|&Yu+- zSqo90Q#Xi9g%RD?eHGJthzf=+_j*W|n--}ed0UNTfZjSrVBN;bch~1K|ZwCPi zl7Bo^v3u8(g%rgI0A2MPaa9li~1JqQ$INe6o1bIFu?}gNjFGdnezU? zlLt)TW-ePdS)O#vVEeK8l(lu4{I1CdL^XhhPoWT{=ggZjfBg&!7xoa1rB@ir=II5Q z8?uBL1Jn1WkJWeVoxjS*iB(eWRNsbk+Y6LM@?KoK`|&y)v;O94;57jnMC*S(J@3RH zv|A|G6~JoV)?>}@U>4lQ5dPFUPcjbwI0DiJ8QraIr!MwJ>Vk|0lyP`@vS|$*_RY(e zq!kt~D26xBc3!kN;k%x$AOd$|9&-x=(UO0(mlX<)Pm?*FV0zbPB1^I#QwAvfE%8Kl zar>P1)Y&fjT{k50XNgwCL4SN(s4>O$D$S`|AjPK{#!M?3-m!dDrXtBrYhYq5dtU!rjTzF^P}*C)eod9%MR z)#tqtq?WPyao~lvG&ir?_l=JB+GRfG;!el0)sTnrd`l_EneJ86cCxnV zIgFx7^svOj#Av0xj3Z<>OYBT9m>70Gk|0jUA382m=9asEEy2S0Tru}yR z;TQ|Z%bvVVaG(;WV#})V^)Y|dy|K5!L~x?Z2`!OiUj4T}`N4mTHFv2tq$58LLU$^! zTVwdyzWLkWqPX$PnJRI`0i~mSvSo3|CdaC4eM76)uL}m!&wjJ(5nPR#s=s0w-UlZv zaCUjT9Ferm|>3MjPmz>RZdNcH6{miseL^q2y@VGeEnowK45irs))VR z71^GG%IaVPRT?&oZ$8(F7s`$Gk0<)W*Z+PsKrvlCV_iSV69%As&1`$*PKon%kOxC5 zhu6vFu6arpV~%x{2y9sC{|Cg+4OSRrhV;LB0p~i$ZLU6e2+MKBN^I;<=o;?UY19tV zkiH|~Tq`yY`#wQ+*G&YvrbegPPCpQ$2e|@jR1&M@45$`}2zD2Ogr`&2Io2HSp6i#G z&}RQlt%Ihv&Z2ZtrnG*g>3bt6Q|CZ);%{dXf5_5itEdgx$B9T%cBzy!L1$;bZdOr~ z(Vd5TtT1Vwu*p?NKl@xy_OanaZ}t$MRR`=ztEXoE<04At>ff*<#XOdagyp~4gEVcp z;hMIKXIp}};SU-<;-H2J1?m15GP!ez;bIH12=+~yf-G<5QBhXBA@OBbr4PF((V0%B z&JvcYE9dkOW*y%bv~Iq(kbbC&DF<4vr~3iNxLGE{**k?W3oG8lmu5zpHW+B8%Lj?W42Sg_E?fb!;lJ4@cfHhB+yTZw+IIA5J5tSY|G2OA zhP{NYyu!-_1K*T=s{;2yFZ*9IiDP7I+to_cSPtf6U!JC7Ec>63kR%M{G(T#!c|wwy zJZ3y8M5ixS&cpVNDoI1Ej9=ECr|q+LG}*#qZ$TMR2iyWzY(~T1iVo~&gaOuFgGqjF z+eRrtMpROTY@wK~?iJp(d+6njEaCQyop4-!*+yX%rY!Z{c0*+z7;;eu5F2Qqb40x0 z4VvH_m<>n)Q^NyuV>w@Y*F!2>lA{arr)xnoNT`-sMnz@mwd@i(HeVo5l5=GLAoXSZ zh8~N~QGy0eVrCI*N~$P5M_W@%ocIC6<)bT;Z(1-DrOW$b?L{^(aa=le&Z9)TGC+I3LLDQdNXX~6}#Qz|@V16CP zUiD44xXikAHDhg-szfP;23~n^w3gelhC;e5*MrAS4Ko>xVkJ@pT8h_aPzCY<%a{2m z&oFy<%Thp`M#fpC|1c&==rnLO3Jl8UcGch<;})%A?v+iK)SK}GYkHH+7d3!{%l^Z8 zwIY+1w@mZI398Ndh}s;wYKTXNXQ8kpOkS7c^QG^k$KmO{oAJI@p*h=w6%XpwhQ}bY zf$Qq_8y4MZ^T+XXecOv49yj?PaL1`K=j?Ha)5{bYS-km{xqU8AYe#od0yCwjJ^4mE z%B4%)AqGKn_wB7sBZpq8+{TN6U!K?+L|!SNCElc%=(12MxrgZh9||;-hp$N+@Da3=0yTG!ho+^k5y%%McH^TThx|~*>+=>vV@^G@+au? zIFVlPU1#&&e>n4%L_8a0YI6m_y}*i(Gi-W$A4UYPlaX3G*T~4OqZanPJm~4YWL2W& zDG6G?ADz{@t>FvFBH!NfdW*mP88>P&tcXF)2o6UpTvTec8(g%2$L;)+`2%aVFJAzj%W#8th=S- zRE3z;xkO5dnLB$gCxKRaOuYjQXM&qHtbDe@mqXa|wh*tMQ;+@U3o2b;K%JhDH=wMz z!3R)?Y;{S7bFo##SiJuEA|+m1LuN1IZL_}}D<$Ptt|V>pFj@mA6OJ+cKwo{PShh&_ zl2mbNJ7hy;#siYoj+YkQgJ# z6)1Sq)^=vr+649{j8z|5i-OlmHkoK0KsdX5)yw=L!zW+Npu2s#AQ}Js0&mBJ*$WeM z(JMx0}kt%UY6jm`bX@oUHhT8yJIUKb@e1|^OrYQ2dKM+*r`kx^y3(U%cT|-^ z9AJ~}af@5K2Ha{}%3`*F1p+Y?8y;XyDOF?5E+|0h{r%~=Xp!3cAC8V272L?ituCC_ zPH3G0^gwk;Z=VJlAc4?isGllwNsTG1HBMUlOeq=QALF3G>w84!ZAIgk@5?B_1;yp1 z>2gfE`xviZPfa!b#7}_}$QonK2}m&XWrXN6lZn}U4T2Yx^$~@7K5qvdF(&G1>DVZc zdxAO21UCq3E zcBFGzCc#?Z9By1*rd#xJMQ{B%#dDjtYU=!P6=U)c<8vr_Y*Az>wN7=tw!W~o+im7- zRH7t2!?_Quo3hClH8soLdloRlv8dP}V={aRv-?Gz6%oMY?RAxeMPIwz{Y+s@C=($J zg-EXPQ|_+j)Sb95?2QpZV?Gx|h5dAR^4_Hbo_yRW&cHuBv2LzW_@~QsdJR;*2w79| zwT=6z6wN`0dG&&>-)2YB5X|f?JO}zGbovJ2pp&#tZY@Bnq)E%_v*{w0T>pwc&V9^d zO-zGAzB~u9k)NG+;x7g~U99wFMVU8-04$U$(|$XMEms<RXMq=Rbj1&X7ObAqr zd3$qJt|^cME|;-sWBa-&w&egrVv;vruFU)ft;fGe0}CL zJ+Izat7<{A|8}h9 zssr`QZqhwzmxXl zIMUibo&?~=xhzopAXyh+Fk2IuZh9Nsjr${sE2?$oUeP;u0RU|~v`QX{Q(*j7z1U>M z_7Y)wAtozY5J)0ZvBp5z=MJWuAze|UMeNHzOJ;ny5U!6r6pu-oa|iB_v#1KPd5V}@ zqDXaTJe%E)B`9Qq5;U!1U&DW!vl_%!$%p&yG&{n%2Gdw`sN^}6u6MEg4VAMyOD_5= z|03USw0|lf6gK8sR9;PTPjQ}VbsQJfb}?KTP~`JmG}&qL+3A=zH+$=RAWWeWGqU(h zt;Y<$*o-SqB`r8nRAUU%+}jpffw)PP+wmXV=<_GXec0U|q+GjOn|EN%;B9R>-KSSI zYCg;R#?MbuA8E5FF1F@LbuDA~!_k}pA-HiUeAywX!Z_gV_#aMtlt3xT$#8Q?k2oPQ zvsr zZ-U#;R+~XWbD#jHB~+H#X@U|%Dj$;!MCvMV_P3_5;ZP>=< zSd&ohHjPEv-QL5w1ti?HWvblodqgf+@lZc0&rIqP7IQ@9aGj0p`PXRuX>E3{;gjMA z(Os^LYJNxBGw?rnFl=Ob4KFXH?#@5`8=pq}aTG}sniu?76XI=$L!$)1aTU7>l$g0* z<((m{&XAZ>Gv*q^pXaw*A$UJx`B;g+*<EOOh%VL z2@S1-H|7jQVxbr|=K60ulQl)UwCG_(i^?yUT~y*=zx%m5>0dE2c^|{yd+O<}A19mn zf`syn&F;DKx)w+xwndm2dK!yLa?^t7cGZC!RFmdLlFZPLBY8qZQAdM0IBT%D?DGMr zH&O~g-G1WOE1Kk>8|Rv5n@~-8<9@a&>H9lwjry2J_$5Wpneuv>0pjT41RM9UPoPO< z^I?43hAl=B&zK6XTXLOJRG+qaH{7KGMf+HpgCqeWra4R&yJzmT3+AsaL04^<<3(zVJBl_{2YM3o) zVN+W0qO#2J1dfJFm(O{{d$T9PwG2rZ8MD%|j@BN#{m2w>QkQ;I;k*-W6LI#7%%zT9 z(Y1UzN!2oOnDU~#%0&PUn7^tb!RJJ%rXqB-u8mEHInG+l+6ER2kEUDCd~Cx0r0$=G zoiy0)Sv=rKR~;>SwIMOdu?iSNNwhe>O*TFE9N_H@bO%raXpZ|Q1)%)c5hQW=~(-`rf8OXY5Y1fhk^R)0jd)pHaUJU98N#^y00 zG8e$@Y}?Rg!hU4i_3#IQ%ao&yK?uCN&weZZJ2RBdsXC)#XHKcomb@(IIU`&oq*kFm zxSp5zw)=h2eDp}|3}h4et3G+qoqK%hxvlL3yTwK9uUU+DZP_O@~#1BtmN!h67V?fsuOqqSa#jZhfTv5sLWbckdVl`^&KFQbmKap z=So3KyOqRsHQq%dLt1`CFLokbmB1SJQ@1*njcku6hj9qxh%I$*O?>GO0lC{HG|9kWB|51C1yUu`hxYD2h$L7;JG1x_X1U|TY24mU(G)83~u93<~Hnb|I zD~^6&RJebCbxIr(;AXc03Xt3|&>(hv0e;>beY=An9LCP6(8lijxKU)Qi4A2-{L^pO z^9#O@Mn9=<>s6FZi7c+?SiKIt1a#leA^ImdRlEJn}%h3kAcCw%n51@)`KWHzO#io^_dDGAz=pK?=(DsmoirKBk`B$WJ{- zzA*7#6Z)Y{zmoJGN0dcf=9nid?B4E#VZ)$juS&`hX@NxUjghV9Rn_1UqEuBd<1QM^Ly+o_2gwgCHP zgTx9ZlGrlP+YcZI zMf}IZFb*a^80@B5h9|vm+~WkQC#1H=E@?jglMo5+{9J$VfC+{Fz0!*s*yOJ+BDhaz z1J0?gI;C+e`d6y1!)Hu=lg;-A%swOGU!A%rjhDISwM+AJKfeFE$aAe~IpiK9XWmSo zK9Rq#S~TGA$CM7?4UT=(zy$mfiuXPi|*t_c^rK8i`S}`&OKlDJKW^GH?h3HRh^#>A*dt+eMPdeOA}z z*cRrs(X6JuVWdC(X|58%^|@0CvHI&%T(LlbwGR3qJ}os<1`b^v>`g{%UD8A#?1oW~ z!>>IEW4ew`;S5>EfAOAb3!zK}O-c&#lQLV)+|86kO)6+WCMHW~?GSnt`&0zQ3yYV$ z;G@fQZNQ4snbxfQ*`%l^4JIqUbLPk)Y1fDX3aSn%d!ukvJVanXc#ZaQbDC_|?GGZ*7+(m}=;V2$zpqURmh(zJi{R97kGF9C z5u?#IONc;%jL0Xyy$(@EN)(H&k>+*zoz&4k#q7@pjij&`-8<&Frlcp=AEkF-ul4s& z;fGFtuZi5^yb*IHF{Aq<4dSZ?0aHa3M=b@E1H}L~_Ti;ec=O`f2=R3O=_>pSG`3`K zV*~q#+yh+FfF|@^n&E$vv?vu9`o@uqY^==5+ttKG<27gTH%bUW3k{*a?^+!GmOE-b zb9u>35%P|lhG>dVgTp?-;aDk~Z0Pn(aKItMOUdbTR~>d|t7(|I@^A4CqwiBE$0BmrZ1k8m#P!hJ#JNU*ELK+i1_;Y*#AS@TLrcC2Hx7VSn(h3 z9^Boblp=u=T!Xb}fZ(o0TOe3)FU7sMQ{1IE1oz@@1==rX=DYl#Ip^l=ncVD~eVcc^ zYdsIFRGC}W^dP}K*LQPH#~yK-6EWFYZYocsIw*L_zUBzTw#0Ngqo&mKMeB zoe9mG4z1mPnt`l)Anb)2;wrQ*C#s8?;}+llooTj_^^de8EToVsVA%8oM54h1YmKR# zVLNS2jd49`AEMV_Jhc7O87x{2|4=FzoOne;Rblw#*@-E|4^t`~6Dc=XR$*4QD|?E*oTablz2ztn^6@T{lD04dkW`qDO{Xfac09mz&RP=Q z1}>olK9%zrk8-`wnNOVNe3rj;ROFUxOl5Ly7B1^?t4c0l;j=07SmbhoxQh?+u-+al z1TY5OU7M~JXK^`wiR?)#`Hr|LVvi2V#@wNT6yyy3JL!PZyGU&Hj`Z;A8mun z70Ks(m%c?AU*>NWuEk3)a3db!W!|k+X_krSV=S(0Yg7~zxxRaiVh1tB%l+npqHw0Q zz33I2fI(=a^y#BP1WL_V%e{=hzOcA6X++uWNgnB`wYu89d-3TQ>u!PSeX`{p*h#-L zDf-^rGr-0gmxsGq^4lJ!UD;r{TBaB*2RNt&GHBm5&|eetSI1lRx;rGT`YdKpM5ddr z!iX#MRA}3chEgeeafIo3a`5=eEr5YM{N$X!H&qz3-5+_45$npsR$J-QEvVw%UY14;K{J7Rr_97U64R}#ki;40kw62D!%{dI^3 z$q6g(DvC`}DWoj5;h`0ihCj41-6NPwcgh-NE4JT9vl&65e7hR(w>V>h`6yfh%qTl( zAxT4B4o#i5JYf&;C;s(!Rz!wFE=-|D387QN>*L+XSeZcP2ziTsjSGOx^vk=o_ppOR zXo`wj=T7PLJC`QaM+MaKQrfdSWTfi~sx$~x3$jd3#Uw?;3%tihY{ytz_v~7bYOn!C z-tc3|_nCSrjdSP4V-?E#%uZIhOkrPoQ1bE^TthpB;Pwmo-dnNuXFO7RA-1V*FnG0P zN}*jxTtlv45wz;Q)itEQ z7K-B4Tl}9=65TmJyL9h~iqiz5Pz)_}aLa|y?dj`Xk^*Xl)JLvW`D5C=K&z8Lw;ndD znT}7nCBGkwg^mpU2=jPw1>3bER6tIDID`wg^MfG3C#Buf35OB7)*T))ENAshu@up1 z60H9OCoQ5-O9^4fxzFl>h&}--=;ATW*e;{yQwB9JQ-)C*YQWnYN`0DIywJC&tYO>2 z3BrF~qNz`10!phh-vWFsDY2MK*5wDm5_DfO%gP)OITNck2l`MB%D2m}(VAaHsu;ND z3;`l#9_do1(_GfQF>&h&L9rCQqRG2SI>tp##!(fAzAThno#2NqH)-W?hb+|C{<-LY zY2CS^(fO0VBzx4Sl&YFww<4>Oxd6)|yZh8kuVQ3EoSQ8>WNxpesL=+L!qTt*LD z%UbkL`dAMczw43OXi9+M2F0ty<+N&r&z%yRVJk%+SCzM_%z8(?tsSVPAFCL>Bs7Jl zP{_qsSL%OLmsV6PL%f}k?&WFSBOys&Lz06YV zJ=P9uw*4UkBf?qs0{byBDW@dK+RGAbL9#-g*T&La>v~1nW;YyLTOz=ttbpmT67~VN zt5zlTQ&O_b=4uCR`{v+_*a?zF?}YSSyXRlE`%37#!dWWx9y#U8@?p^vb&U(s8uoI( z$W_~B53YH5^SOV|FnGGmSVzYvf9yI_?!sry+iGtSLI3!Ab!9+OvZL<58XUIqx0)2S z)Ikr{1RXF=30K}8-MlqE~(<%!|OVky` zXhSp-dM?Te*>Rl@J3lME&G;ov9Nfzx-dY=+M73WHQz;JipT2owO5EPnL;OW2kdM1MzlkjAKO)hn^ZrHJ_qUUm6pEey;>AZ_N3q!24HAG($ArTY@L+NiU zpjeU{bK4Hi0(fKickG ztX0)GfkCd^tZnX@BMyRS$FG?@u|(4Hm#v26v>~Xq_Y$XOQFm1eS`jwWnTDdT_L<;` zl8N1%n-PRMJ`4rpaiLL5$(o)+%evvtC{eMc?ytmb1Z39hh-iCtwPmN32<* z4KI*P4^UK|0J4`2LO1f3pCnYN)+$D-mCg_lu~_6H9wi)4dSXO#6DOUVWj%c}?6aYtW`dYo=D;K$buFDc z!}0xs;sPFKK2LXJ$#sx)RbZ~36TGeUG0uO;L_xcuM1wWkVe)%NrWZWg3CN-jY(JhD zUsS|so@iU(IpuXa^}v&HbarAE81d)l&(Kr)Wog*0Yl|v@667;PP)6{dXa@VwIh)p~ z&`@JbQPGS1KX~6ZlftF|ix3us@tSN{0l=^EnR}xxDJ6u&x^MXDo(zDF)BP+yHFN$f zQ`ESTWyvl1Ws0dsoFUQ?{V}8mEm!4c*J{5rj%HJu7hUbx&|5;W+DL-qN#%DE%=}!! z>mCf_-LomM{4E5c8?>3*TwpA1KJWdmDm{9h2+G-^9FQrPV$D2=afQbV6x+3R{3vX? z3bv(S_QKG`B`H6Xdc_mlZ((68!}a6WxkzyRN<7huqCZPT67@)(GOmUc7(KCe4dgRr zOm%a7H&OLIzBq;ktD|&2(=gf!iu-0bAY>6`QL54*vCo>W3`%VJVYl1Lb?>VcPWUyl zw}GEin@yN)&<=_x*l`%bG{fhwAbH7AWFO=MFE3X+nV<9O!qu;Z_UZ%bWyUU=#~48Y zBaNJ9r@*RDd+cq|PMpwQg9Ff&6ZZ7a@5aY=(az^QWK3hsrV4f>BL@=b^j_Y)ZwFr? zyomxGL=T4kq~x~0gcbcx6zw;1B6fY1^O-N|?VxT>D|0s0&bLNcV&BF!v%`*M!kq|x z+IkhxYRBj2d>v+*onqhZvUQ(&%`fjl!4RfE`K7Z2+L;bu-nygay9-&z+@Uy!>+IRS zHp;+5>-#db4Dq1L9^_b{b%z~s2stI)g-3krJfv^3N?+C*>#B)`m2I!;-h|feHh`nG zU7ZS`rMmW~&8ONf(Kn}3+VO+>bw<<@9xG!IR6*|kRz*iFGKJU`jdgu=-=eN*M`@s~ z>sF4Q;(p0%6sOmuxsbW_X)-+t`)PghKp;Ct>fGBnG z1$qw9P>q}JYqr@-8ZWxwS7xM~HmRB`Vst>uAJ*~o0&G8y>@R&a$aTK`NdG#b*gklr z?c7$z#y&B?*5Pa7RK4~+m4>?i)>Y3`l^9k6npQ7ELKzi-`ZLc9paT0z&1T`mW#HDS zWlyGN7%)^V=Kg~Q*NwopjjyxcbRvL|vE&P*8AUBn6xzD7vmY4pZHZ^~BP=B9b3EY_{`g4o(mcC9x z0bZz!A7S*h0Hqj@+5y%)5?KS9hQU==J0^O$lquO+q(&O~e0%)FY4BMi$kliXAlgp$ zL6ab}d%^aAX>DM0f!n>d6G8Iy%wNXk#+M<)x?$yB&Q_$}hxa7G6|1Y8xxgLfSyYjQ zLooJ-Q~g&RsX{gj7CtHf? zKSoE0#YP7{4{wET?p|s&CSQYBmW~kRM)ot2{U3vVePE^pyd4mui^dmV_mVi5+%<92VuE zt4U;TO*x{Htc|xqG{uE9@05rrswHBSS-=)s>2G0N%Wp1?z9522G_6-Rm8X=|#cJX95iPf|Ww%s9=Dvux(U+=4^?0^9VYdHc-S`m1ZW7Nk5)*Zy)Nw@;x5p znWi}e;?=r4f|PeOm0$sRI90QvJ=s`y8&XnhfbL>z&ysc19`Rpu{{xCp0wA}65*D$O zGZd?X?@loRe-ejEYnJSvBOW}9mm&X92s=a>z9Nfyjh0fUOg1@P^HiUw7)BHLU9xer zZL5Mh4G_B?*A(y6gvvN{J8xl@1&emorlz+#W!@E#X3|~DYfio6$!vCi4xNBHbNf4u zbwAVP3jf-Bs6&l!$|ikd{B!2ipvDuiw8B4>;=|*O<8Ca&YY zZh8HrBwBCj|4siN6Mq3D@_rsI2x(RgK~C`gN42Wf+|7g>@*k5&j{X{N zR6%xtm2Faex!!-^5A4_D>x#TrseVuB!wC;;VZ)6X>@3hfixMh``=e_CEisf&YY^|8^#ipz>JYrbq z9{X)f=Z%8~^Ho9rU-}2sZBx-c(2Pgke?HDexkMfhJ2TV8mo(&7A>3q7q3A{=vcRvE zwoRJ`L)CKD<}nv`Vv_y2I344f+?NgBnn0IF<~_0s#sn4j)cAd_UqVzbE#GV7=&Gaj zgbnI|U_IO7inFG%vSRCO3oa#l3gIFtci>2?G4G+7bQ-w0WD+@hR9-Wm9L(5*7?6`m z#wMq`jkv%Ssn?iF$D==eG8R)W;eKO{xsO7aJIzxv8zB3a!sNR5 zR-b;6@g>Kw>~^DA5eY@VR9^n}y z5DV=;m6}v(%O|>@5of0X;3o-t+rG?a?1h;gU&h>-ZLE9lqUV8xGwhu`hB9nf%?*L$ zSZQidu@r8($XKE8_reqe)E!Wm+kx1yO09bC5(>XCT&`p_kMi-+g^nTEfl6jaz)9iN zJ&dGivjf)W8FlvOkKA5NSp#ik1qBbm+6K|)*t1E^oTtT%?6|Xl>VE91$M=sftl|FFL%x zH}Dosy%@DZ@alUu*o_$zQh@-8DMnv)B1Jlcvhiulh7j+B{6w_I5|PkgJdh{({MA2{ zFcrjluKDJkePhLJPq~PLcJu-4w{mI$aCu-*b3fWk>n_!#scg){1#wz=HYzOyl^Q8a zZOJsSjzMz6T;cCO?B?_Vnoa!XWoSLCSh<2v{p}VEn;VnOxqyrmf>4u_Ndg9%E1!`X z?_VBr!~q()}v*=p3oKW6z5W;N=ukDN-OVh}lBYx*nBGack&A(zmaBtQYZtm8$$NA7?hpDd{OzZ{ZF}(#sl<{Tk>$ zs`(@fDc2}DZqpkZv2?I59ce5~7z|j@M=3|gbgSKA%f|0^H#3$Ns1|QaU6>uFvK4HI ztA%ok(E%K@Uu6?$x=#3Ir{1}mOa;1&7Hn5BLN}4rDE-DCsq1)xK!9?K;f!X;sBadN zU;}&QZu*71>~dKE2+nIkNdeZTwWfXQW&aXWYZ~V zO*7KZqWF>cU$`NISZjk>o`3?cDz-5etND{O&PJq~*g3ZbcfaxSsEWp_h`MytVYzgq z2=WfQDmxqO-R{>e=Fc9GQ*!iY_1vN4sHtw`1DX_xHNZ@Lu7xtgvs~!dyp-HY|b>}U<-Ur?W8R~8`vBrhlPQPLG zk|leB&gzaIEP85R2UpzsUJN})m{D?Fx7s3pU5K1Dme@OxrIZ=II~L6nIf1-M#P3}Q zWn$$O-BVzWq#Pyfq2ra4u88Q@E-mYkDlFVxbuO;vbW%%^s&OsM@{X(A8m}84BUbe> z5s^H+YJzJ(wd?Qvif>X7>O(1O!fA;En^I6qHKR(S=G~w_Zx7htA|z2;m1MQWCuJsk z1H=~sezk=Q^f_K8oH|m8y0l=^i0Yy!o%veA7H$s)q(+$P)Cg)14Vw8y+8gfbq2pQM z_m0-C^ch&DrG!EqmXyOqv)>nO<|}W0qB*3=vRvXfk>S|ce3mqc;LG^$G4UmxwJ+C@ zAGiOx<63uH`mBq^ADg!hy4)zCgjb~}nf;^g_#C*RNDa>3?RUX-Nw=nI8UASBa_uj{ zS`HFO&0P?6g*xU)LMDwHW+5*3U6ifAoM6TWE38Nc=lg|d!h!>U`0mM3kj`h|phPjS zaD)7dQR^$dY}7m7B*NrwMsN32x&9%VTZ+S9_QuLFC%0-p@g5cp{W-$x`hu;ch_0k< zUE=2O%JrRZgZ**l+lh<33+<>_o<$L}_TMRDI;cDn>Q2JR03lby(}QlKC#n%Nwxp-r zi{jl^xSGuw5DnLCqkjB|x3yt|Nzvk7%B6t>o7p+!A z0+79=Ju9}@60cW|9`reWRZ|fSH3aSU1XXL{ErFqAp|%lo7Z|tr-x6fCU&B=xa#If4 z)E8n3*T*Zo14~WQmKK`%ePg*^t8sF?Nk-SxYwD_gE_War41+f(9E}*bDf-mDIV>;=)Eso>h{TiqH|{(&Ih$VrcG5| zo7hii$-X2){L-SkEV{W5Y%8Q{+Osu=>rAii zjU2Clkwu46UsJt=zK$DERj9NIZAKq?*4!|#9;?`c80Fc@pdf0{#vtA=nq#oL0IouFPG`@^3E6sk3am7~N`C2P_=n zDq1Do+et|2eio=&OCh+GIEG1U|50i1T~xh7`|5ws~C?x;PYw=D$6CXrjAOPKtUsXC` zWY=yOM@Xva@7b}DHKm-Md&4qk7Tr423e3MU#tdq3RfU#GzqhnjSIE?w_g^$Fm4&jA zTdnA~eej@Ty(|u~m6_i!fx0A>IWu`*FGWiEP&dN}H}i<;nGUt6{^7|4`9Sn5G7 zOw=5k{R=G4ZD=id=^<;wj&6cJHDkyduHsSoXOsy5Xtc;dn$6Xx^| zF6YK~lQr#z{pVXevW=&-?+w*DsB2J&^n91s;h6Gx&Bk16MzVwUnah5}IY5fLtvUlz zHzl6BZu6#g2S5S=e;YvumrC1Kna=Uj58(4U-cXkoS$#UIq0v;M_7G14Y1`7S%IIFf@;atlCoiek+pP62@9YxpgTqA)yN7YA9SNpFmu= z8)#%SH6`79n1j{&DhIph#4G6(_0%5Hv|T#Pno3wkviV8*AcdwA@FH$e6LX5fCm&fJ|=}o zNs)t}NK;(3rD#$`WsrVe?9~LZ<(n=`%jF3cjgaq>tG|5>PX_!uHE>y!i$c=V0`^<(S+ z(jz{pdq3cg)K%d-SCcw;Vt5laAb{jAvQ5rE7%xlp;yT6iMci zlA>qzSL_R|sS&DfvwGu`(zbXzR~g&2!gbO1B2L8xUPTUN@3KE7Zy{}NdNsB_%gF6_ z;Ktp1Rv+iMESI;*b&Tn2r=|(dPw!}U5^oL%EKG*B1C7@a_x+Pj+>EkXe1A+HbaRQ1CdpIGic1qhX&bPVZ;a*YHWn~Er zKPq|)q!VXe5Au3cv02M?hofwF{NB9APPj8fr)+pR8d1ejv>wiCOPZHZUb}BdIg3ZG zcuanOf^ge7kAX6yU*<}JAd2m+@`_^9?2Tv3%>^Io92-o3bu!i-V(+za5AhVb)#I*E(B|UZga|&@js*9de1_~+Wugrr0wGy8gjjQwX-M{m`OFR58i#Q2=sLXUQlAV$& zo5OumCBSUKyiMwBw8$0Lz1q~@ekejA*#--ng7y^LR34V(s*9?GZsBbsrKjW*mF9v# zQ**UyX#D!D2q1n;%o$ z7g7Sr!|r?RP8j%Gtp>EM+ihqMrdwIQMBot{LGcl#6jib_aqKu=~FEAqtqhDtZ$xF!nMmS4) zoe}4dX<b9rVxB_MI+TZxz;5bufu9#x&ORDy%{*7)wsOYh1v}BCEp|Z6y z`%~ve)JnO@1n)l-&5Ok^e8mvqPSzRVcj^y#Y|C#Lo<|M#@Fu;w_?09EOj|EJll}a` z%LH{J9jbrjuPM~1Qs13?CTxaFTIJ%aU^4ZbJI9T!8LK&1S=&`@UTwn$Kf9Q|bra;* zGbH?tbbOo-lF8Y{54SY?@(?p9QxoTgTIyWNDoFjT*>T;%L}7g1`7_Hlv%72g z2De~4sa+gaq*-?bkGtG>=E!(zk3~UAVPyE}5heCLBX^Eo~-S=yIu%WI)Tv z_NGeLSHiNmHae#jexKzu;gfK2R#0y8lB8q@2Ybo23P5`a#{^s#=YG&+t}WiEtM-F= z+iFFU7#!L4U(O|9X)e0Bx2O`E25nvWA4S?@C4G2{n|jr`uYB1x8MvROscGd=f&!?9 z=Wb0|dna)!9y*?U=Z0CrJSV#5<$P4$?)q8Kk2d#RuG7^S2Go{G08N1)qSP~vYbDKk zJq*_aJ|Z>$nQB1s)4u|@Y&Bgp=7glR+k@6k;a_MU);qOVn=I=k-$&n(3m30uJOo~s8aEBgat6aNh zn@gu(FMdV6WZ`fyx$-`(e<2e&V69m8aUV#la=BkuO5jZ%aM2dd-F}Z&VVx~Xj$(;+ z5GsXTi*l(PUZsztwlL3Qon`e-pRm55jM~D3SM#|&Zg$E=XbP|RIEX<^AWPqwCnaMO zZhKV(3oR5(y8p_I+kzS@FTL>dnHgb{`$1H)XfTcyjitUOy;gw2qTZIX@RngW>>3xl zax8+iY*f5LPaQ!sYY@Je8Fbb4_drb1V=lh1&vjBc!(vO4Q@GLWxOfiAcFw|~=q{nQ zrRtF7KTxf0YCiavr=`oNL#AYkrpb|RSBe^brIN2p8*T-qv3M<-B`0ppTh? za_1Y(JTrIwk(L?Qx5}d|Qtk5qozPVSG_>1_#)9U4z}3RXSqw(%$UQHEg#70>MT;Rh z{|<#!?dtwRAEb5rN+oqh_r`FPGs=prognNJO6rQ8Nr#Gb?Kj^rJYKb@Cg3{D7L4756=a#f&DkO$!;5*Ee>(c)001=v-CvZQJ`6b0KD2U1MjGEe@|8 z{I6Q&)DHc{pzr<%0FD34|G=p~meu^rQ2IR@<=@QzF)0@L-^x+{mmu|j`k@YWxL+vr ztV=I4U(&7(<`>$t3ZRc8^j4N-PTqI}3|OVfbsYt>BPj+?I}9AQ%+Vg)d)A5TFF>*O za&?v81>WqvY$dsJpE5dkP4?Fl&%qrk|5u8dnUon zy5>(R1Ny9skG$Q?4UMG>@Gli*cUoZaIqA4L--t8ssknX>#8rWKN%m&~d3{7KgzYCl zg~SdO=8H9D6F&YuU8EPeU)QNG)>E8I4jpF%nxgrcSU;)l`OzFu9L7naaE+I|WCo#{ zux!hPdTiaTo?F8z7$xLdE!+tJiF>CtZr@vKNp|$E^-QLw%*XEpPsWJDOj=ao#SIVO zxD_b0jh<{HXrPOvfqr@Y^(Fd7q;OVz{g^k2tD?I*%UYsMQ%m%b$p|W!055UmZ_(?t zfhU=VgYL}EgJ-Ve9IpPmw(A~mfA8(zvA4Ta5w+ZGO0k;5fXBD!A+evW*|J~q6kUR? zG>r#EZ)9u!GVwxL#*Awu{jUM%jagpmjn+0R%WR(cSD=DRg#kK-i|)G1njRi=1Gspq zR62}oW<|D$a`K+2;_jWK?Q#|TXm5@Ua-z9I^{$~Z#b$Q_!CK%>5-RjR#6ogPn zynorwAC^}@O zE`~GXj`q6@m}8>u9p}}tSJUv}?lstyE8yW2K|kf@3I8>1bL3u>9oVs+GAnNG+)g$Q zGARS^71y-?+@CCZlKuP3m^B15RM=mRz~NWlU2whqzDR9LgZU!_%dpq?YgJ36we4fZ zm+>WYhSr6~PEihN^h?`bMDUjm1y2A}HowArRmq8=C2RDW@fAzR3_o~cJdb}DMK|#Y z$7C@|ni5%=rBpY;w!4(K49gfYSWC!RYKo}~=X5m+`wqhPj`;Xts`5H+{ zxhfpIa+~xK3r-7sJlnWtRGH!S62>O$_rhrfs+w&-xoiB_x%5-wNBlQ%9$3fp{|?q) zilkQH)l~q?Am8`zolx+r@9vU3XwJ}Hf5YobG*!yjqz`T5i&DzmAm!Oj>t|=FPi}3E z7!%MlqF_+_q(PCm1f$EgJ*WRKXu=##S{bk?Mn}?6-wNM2Ip%?9>5vK4smw6dM(N0L zXQ|<543Q$i&U^us>aWk=FL>xwPn7}>Ozp+4gxg?O2T~KGryl=Myksh1mm@Uu2j zpvi*NTJN}69^!??{Wh~JN!uY20S}(6cOoU{T;g3|pi!sI2?9yTif=<4m+S;b23T&k zbFgJ?(==b0SE4CHp`;xSB0YfD#y})tCxz3HAHc^5eBEj1V-9M$h%Je4q_vetGEBwF2b6mfdEQX~CcVgRx+GLRNCR%prFT z-d*MDO##PzF%8sF1x;}XT5Sgjt5n@a0h5`gYv9fxJrEU(?L61-b`4d8hNtg*d)9&%*qO6hoU z5l5Yd7zie6kSMpS%+_Oj!^LK`y*Z=K3(i$1?vWz&5iumZX%hj=nZ z1`bg*v6UW?jkR&>fCzbVK?^6}RizVnV$O_`3q?RwsJhy>2ixtbzU4;R-~lt7=F61a zGL-suHFe`aWu54G_f9S68R1k393cuM@ZCSrTwQ}}#N}oWYcrpeXO7wCAIbo`h^JFp zT5eSyp-$u_sr^#`uPq;>2vOnR&KD^j!9LVE=ako0&`3m1CW4jKZV^DH*g@NalTcrmTkiGF@7pxa+QTGPTsj;&`gqS7x;~p!G)QdX}i^ zXsDt#UgSNg?jjA~tiL!-O$`-yme!nEu1{QZWF%5OX%&Zms)D=tWu^|@8D<$~o*P~| ze+9qmYO}(DY#A2JHaz6(A#@zexQ3_TMoVFn0wF*fw|-}Jon+zg!)w;~e%ujZem-ZOi<$%wMa zzl;5J4tj}kY?RQG_OAgfEV#tjkpmmzCeBFR0-l=ECN~78q+Zvc9vV`WoM3J}o)tjp z2i%Q~tA$9KqIg|@!RwT;hA3C^{Eoh@&Qv~SeMocX2Ud(2 zAG;kEN%evDb?>@HWQ9@|92n!~05~Tf?GpXcw@~lc+%z4#J2^$Y;tQd19Us@zBLy82 zjJ^`5koFv~2VOjZ$=rHeKRN;06ILk9j)a7@t*W=2nTg4ZRdKz$2mIImq4Z55l)JSL zWl3wN!TR+x*+V7fzsJzD-$XgDW!x)pa}LCarK@0mJ`p5v-Sj7bnekpM)MI`TQRC4& z--F5-%-q(x-o0?zYF3`i)CP73?BHr{Qp~pwp)qEeK5+-~I@gm^Mak*!6&%*jntCYz zvaEx({(>EA9TYdiQ`j8ZA$Foo`q1LcJ#~6~`=96{IecS+3QRznD%ydh$r#u4teoH9 z(jUYrcQ+H`8t{nwsc33T!uG6Y&R@5$AU6!-y1^td*IX966_%J1lng=nrhiA)aa(`P zGRJGTHO}!YzDSBB*v81u3Yf+PrD-uE`$jck zT`VV?j}3d;PWStD>N3XO?WxTV#429~z5INAe{Gz()G3{n@uMY}63I8)(WYO=5x5sR zRt6b~s90Vze>&u;7kydrYRK38=rg2|CNUBClkX&{%wAMKVSW9OOz`lsoUx&?RSvS` zhTh{4fv)ky`DPO}B>IMj{7&}*@b+hH4R41E@wmXdvjwlzLH%n0|A5n2y}Q+p*Q(dK zi4SfGaac?$4(W-o*>2#&Ms*wqTSa?}$x36OhJy5tbPYM(2YoV;leO%bd2@9M$EsQQFhUZqceTqFQck)Q~XP#8y?MZ2u z%`2AWLXS_&%rK8bMAzv+c4oLV((bm|JW%syWo2lG0FCYIPKz#_Lbx<&88cIpJnq1;R*f<~TQUcxgi53o zL@yF4>RJAYt7oAh)3`#3XH72BWCnP0w!N~~=Jyh(4C~ds3pND0500)jY_tdRoD#e4 z|KzHRO=<9U=&nkg8sHxb#?MC;R~i?L!q;*QYhh+35MS-xCQ1ODKYX?=Wap!aoaW0 z!Bc+@GVf~e{`PHk07i0i>5+9Kv zYYW&6&?s4*5{au!NMn1&o4|WBg}kSYe+Oo`t&*_NQ{f>y!V{e|=_fu_qft!vuo;%< z9$Md7vg!2hm#aIEm&Ow5JnxV78ytJzWzz(HQlD8dUXu*LTzMZwsRl7ghG1-$U~;~h z!g9Y@pn!_tjL8w0Jw)SBzIU}p2ooJizJCe=heI;o&_Ly`=A{SN7znm&oC*5GzfPz| zP_%isfym=d&6S<}Aye$vi1Eiik8wKUZ7HtqdOQ$BP1jlK`i#ImUk$*dtYqT5ZL&g< zPtc6olVOPh+M6U$j0Y|oEfyyT1QN}a7e6+>Ll>4RUFmDSuBr?dT~_;Ar#w!_!d=Ke zw0^jn+t?xOjD6hpf$Wc2jIV8lVMnooKTB0(_?2v;Osa4?{1%X4g-B|beBF!XFhvL) zXgqtVk0ATT4s#DDSCPtJlLh`O(l4^RDn8PSWu5VAl(j{7XyzzgEBbD%w6uZvOVR;1 z%5P|j{IkwNy=R^@@rm$9Y?Fjgf}SS4b&?;e5*$psViM)CGOV~(sce;?NCa@r9TeU2 zMuq!(O-XzI<#=Gc)aVVOLqa68G-tW3XQJz4NViY4YOe`%#+Vt`*R(J*L6jo{jo_mX%m;M?XxJW7*e$_u4}5xZnYGhH9M`$3bcwd;|LI_l2qJ! zQIg`?$oSyRK}~rjNFwY=>P^>?l&znfOPi#LXlwkLIzs)`5+Wc}SH`F<*nNFFa()Q*7*hVHcxQ_x$eba zyR#>C~Xe4$B?nerIP>*IB9DDr;UE9&w_ z?Uj~-eLs?O22pXaOp(`_UFk6$Py}WGZV*!G3xD#P)5Wq|Vg&Mao(5MYXR|*m3A)}6 zm}L#n|MtmxVHh96*wVW^X(#yD&5XGya?}O5Fo-@Y%sl){=itscYK$?*Lz_wQc`Wpo zJoINMm@R)w0&VeCd4O=dM!mX@PSgBN1$FB(gV@acfcnHF%wUihf3rrs3Te$@1v^#88wSm#3j|92f{{~sh+|5K{{?#o&M z+zO`rT}68S<@V51w0YbCQku9Y%r-ymou(5?vzyp+Y?i0!>$YWrZQlB&-oX}Q`?+bl zXj*vY)KbHlw=LI4_&n+!Wkj^T#8~`y!tw|cjbHufo2dYNDP65YbK-OJ7dg|q*@V}9 zCth8U)!^{Q1M0Vw!##l9Zi7NC{Rgk4^(qaybq({@!>b>i^(S3B6T|~;|4_bQulOu} z@Cs3QRl3ZjPJH^8ElS>}PC{aMSbV!(ozHyQvjSsYxP7S_Y9LjpPi^4L=6&xXAu-^v z$XND(+0!<0ZEu{Lgm%vtJ1I{+{M+y~D!rRf9H%}xe|`~FbfG`!u;wX4^Z~Uo6M;3 z{lqeNGgekvJ;%nb_I|XEM9zEM0Ckph-a!_3=2ox4-ylh~^#`{_?wF%CQ%fHor-1|h zx47O~0ndKh}(U{r>!NUv!Z(U&nD4J6?MRbK0 z34p(Tc=Sfs^s!vkISs(P92(Fc3*4dq%C}YEBgC4KZ?pn!Ryr6XPs8D^VxYiK#1_it zm8emp$9cwJLUwqq^10=&afYqY{8Yg{_kHf`^|OD8@=$}e*;y~?zTz{z@iqsCO~3hs zHY|yn(Cs-)8eU70DSIcFbr-lL0a~v}6?B*|Thlhq9oq(WLS~AK?}H}Af}+;B{;ov_ z1>%zi5d^3=d)3!HbXE=(DPQ%`q^9baRzmL=)XJE7m_3&E6xb)dZDCIu%g#OiVh+aZ z&1LEVSHMb}zbYRW=#=@gS}Ym8%Ea~JEmp2_dOJZf3fmF=@2qA#R$O^i3!AmmV05AC zi75bYgzJYi?T5qyrgi&NQRAvY<@>RZ`&ApPYxyyptCYObF!{q zb#2>6*fHxLp-O)xA(EgJ`5jzI36)Y_=`ow|p9Y^U)@=JwWVS?Kdvb|!czZja+XgH8 z{zG}@(fG2htWc$Jh2s6ONmR+D3MN2Fi3;#8{kbJRcWd<8N8w$bW~_nxlxN!@jn^Bi zcc$?_y3g#*NvzLRJ(D-={LlZPyo%k}{CL7PPkTF2)p**GnwAK-_)ugfK_V!ao1c6k zeOD>m2vhtey*vl4a}BZpI| ze>^#s)el^yKMOa|V{Wk_+1Ylcs@b^k=)YU`cT@_z>U-4H+_qKxSut9uv-qGFtWtCI zGF9Z8O4Z3eJ2>qIVP8{MI)r-c01*1XJ2iFMzeEl3ch(nju{U`{0kZybWRUwL@jR6$ z>9l()AG4r&>>sR5)&CLlugX7C!w9~4ITDG;(#)2le zYjAhh;1(pfO9R2(-GWw-hFqB`~LI4ajSdv zsxF@;t7^@!YEA(M)H=2H)0;R!1#_nM0;bRuOSj>|AEMV0wiC_G3LgtKb}}0Azw=ct zN#knvNYY=@k6KzxzH8p|dp|iR?N(5^!0k90sxIfA7gp<4X;wC8=!QPy;r&g-Ig5vo-xl#Uy1dhfx9!t_R$HB8@%N|i1oEq`V`yv>ET!qAr z;U2GRcw!3jM24;{O?(u^9LD%zm&fGpph-hSUKs~zp@x-jU*u_J6okthmVNOVNkFCC zM1$-o*+4zqIjt*7kgjR*(02GJbT!nA5?~~cXNimm*jeEE}ysJ{m@3|bM?SM;@Db__NNK7D6!-cySnq}Z#w_^Uc}}_Ms;cQ=tqM%t@bDS6>*VgL9ipf@WW;yq4IJe3 z$ba{R2Ld~bhG`}mM0R0KQ|VXnz9EX$EDIDNJ>efdsTiq7H#);md7B--47 z|8V_BwcICH|6!rI3j+>%JBY#HIvcrKho-fh(gYL&I=>UjnvqT&}G^=jE=%< znwa;x<*RTkqP9L;{7aaKcb65morFcd_l-vk6?$s7BtI-mm+#a z5p5hG%8Bv*q+&m_By+#Al78Ry-tQo8Z&Cl|>G;IYkF*RawH;#(0EPB1zpM(`rs4^e znEM!+G7DM7U)k2euTd`+*%ucV`u6+lPR4Q4-&k88Y(-U6+~9>LI0U9W6)5%IgyWW7 zXy=*&d!;8@8E$jyu7XcaQ9}(3dJPwtYq{r%ofDN5804BT;*9cq zPbcWDSe0Hc_ix`+;h!rH4wQN#t{%&rlEXe@zYYJ<*z0}&s#2pj%_m!FH&k%TMq{&R zz9H+GzQV`EsBg|GRckehmFvelkG&43cE7bUHLvTF78f%|J0WlBl)$+ud26pr7XR?j zT9kKQY#=dJ-5(Y9T{}%3exH4NdIldi{J-`c7r-zt=U#Tk{X|#pU6AB_Ade9mJ!g2z zNZ33J^8#u5nQY)D;m%Ku#MSpk^p0Lz9#j-#61uw}O$3)}HIS0bglXb_YmrplSt^26iq@Z@t|qj@@X$%tOb4KM|b+*yYrM}WdBD*>nArtY@dm& z2-nK3s<0OrFPnTgk{;<7kXb}2vLow6JxibZ<(Zh6b`0OC5Y;>mr^A(MC5CfBL}g-rp+@PVXW8$yUho=RB0s zqpoB@)DH&CgCx>(CHuDF1YS)@X*%sgZf8*6HPoz9l|F-~|l_b$Cb8av$Th03YSm7;~TOABvnb znt*NNj=jx$`RC@XyV%woEkF?3Lzq|ZU`uMrh}dIrZ#D7dm~Bydny|N_Z{Pj|ciKKP zHy2lfuRtZo3T$Wqgt*}66(*BSyiDC|p*G9yu#DdQ$Gz!t8fH4+2-3~|86&3k8S-%5 zZX=cb_N!90UIGs8vi>q9dh?pN(J^{Kf1!#cUwtVk|Gwsu2%*86ywgdRY8t)9cKvc) zUFvi5@}rLZnJsxkO|MhZhe)nsE5xLVw(A9J`z9X>|Gq)+T9Gd@^YVA$A7G%jG$*v= z8wMQxhLXMEmP8M~`KnC5n-%aVZ~}%#X~c{|3*>Dl^1Sv~-e-u|U=tN{(B4jUUDOqk zR53#6U1~1f>REry3~|_^8Er3kC~>&#cR%MtBE;n+?NIVXQ$1`hJNGeVzcQHdxPIK@ z%;&m09epA>*xWycVOjp(-+GSxbfdMilK!>~yTIE1I{F$LDc5DJVkbxWk zsze}tK|=umCB%2`kO83o`o2Q{?%@xgM1mYTUFsG|c0>^cG^ z7K2+%q<;)y7!R3|3;>9~-YMGxOO~wfglGQ$!@p$lT0R2DIrrr0HFW0AriOkt92DKW zyok__uow}&4I3-$85$yQYc!@VN6;8z@m5mFKfYmXCw4F9OGFwhE)QT&7k^jtwpW}6 zO&Ng_Ey})snMI7VF|Bm|Ii{_h6c>5XQ5;Vm(lT_5jt4zJJMGA*(FDx#r~;e*HuMIu zf!@Z+t%F|R9Cdy7y~g#aa1@C#>WMBm<0GjiKQ;s+Ap5MECuffF?=;jV7O|AWIgkyLKr+8&X|5fBOQoSyETT5Tcd2o@~w@PNh^Kq)*p#j@2NTD9Y$*b+jk< zI=QHE>oW>)K-F4F6A2{P%QR;C-;~uA(3PpG*fT*cE~J}B)j~4gNzG;qU+JRDGzd~x z*!!~D_kBr<8^YK}C^3uhAlNDp%O0fGNL)pDHL$HmP;#4Fi?!P~!(`#8KE5fBb~wPG zulQr|&@2cM01KUY@DbD2Lrcvt#^ z0;dNfKfhB(l||zay1@ITRM&Sg6iA~)^CPBE^% z-?kZ?Cz?+oT^y5%hI>6^ga+xxcKvN;{1tww?<)%T(qC(^%28?Hc!5%- zZ3K?D-_q0ORYMQjypkNjur~faYY2_lv%ctf6NUD&vT$Ei;_9(c>j&5TDnBBRH#7+B zwzMG-)w=}QI1JIn360pB8*<^ma0#N_W34k_bQL(RI9&6^5$YmYX^P=d z^$odtoQOeRFyAop9UR}4zD_;}-}(Xo4rsg2X}$#MNi*)iqREdox3pV@Z}9{9XacmH zW|yzj#Tn<&hxnj+5^9bss|bKiv09^uWXWG#-F;{NTeH$(nf)nL$5m6ZDZ#5Jp+;1a zPP91o{YsBjlmLA^Dv2kul3%dZl=;TeLvnQdF1lFzPx`$;jZ%vz%Dwc=)a_IaUX7W^ z)G`#13LX?$Da+4s(q|TOW|>&9Tw<{4&ybS50n$bE?0f#SBltLBHo+gGHO#~^*-5k~ zMi!{0Z5Bs&)Ba%9Rl%yie|XD(2@IKKF*n#kAGsBZF+x3&K07`3RG%~wYt!0Tq@Q2q z6f{)7g{Phix@#6l8p5>;u~fEUNy)}#*p5G*8LDMX*@a9jyVxiePiPF;A?QL(;Z$C5 zFliz^NEXHtO31(ngU*0$R1mZd-o#XpR<0&%_N{n%0FKmU?Z0WX$zLO4`KFGdYD?vh z$CwDkL`vjC8)f$IQMBii*74!@0w7q+0Ebe4dorq5Xu(ffpJZ!hA`M@nyntk{+O)hI z8PYt!MaKrT5FLwtkKEi9O_Y1XqR}FgLHOnc^fuxf#*6atDQKv0Gbo(qG#UVC zxJFC~88UL-3N+!qsA}R!6@3C||-twf*Yb@;g%xRBE*xoOYx=K~&t3x>Kp&s2s{`<=5c|4zJ4% zi`m5^X9}bQ*8MeNu&cfjH`GS{(DiVF3>FQ>_bF|Nta6IbvOQfD%8JBabX_q($)K>C z0?s6%)|7q{$duv~+YB53d#PsFcK^My9ZN^sus|5-*g}~dNX0J&X_I^GQs-_EAG!=Q zWIzOw--9H=x8Pk7w?AlMV9m!-i7|>4%d^t-BxHa0V?+nuis}dPy-tReyf%qI8$#X3 z7)At9(pHnof6($%PBBsprxJ~S)FSUW4{nBa7Gp$=JnYAKolH7Sm5K?JRW=n#MgToz zGk1RZZ_SFMMC+yc+GGClAo22;3^ajOt_f^H)J)th#N{Q3sGCWN%mg%DA@e#}P?)!V zG9O4R;PF#b#eHiVXe?mY|8WSNwnPi2#J|_}En_`{`{hR%1dTnEzZr?|uUXLfJ8GR~AV&sKT#iKOgg)Oph z8mio=w5u?=ZY-hba`>KH?lG)wN)Prc=FLO7OgmUtib7;T{kyT!Wd?T@x7VetR~Xdq za3iO4uuVJD8>jM%`Y_A;Dk@wRRt{nq z*v@wv@XV@L4OQ3Y!@e`uoO{rE$zH(BzUrigi5{U*%b)q)Vqy)Iqz+?7A{P@iboHq^ zDb*CuWx2!(hw<3^s4yrUq4`jGOWyY_+?4Aep`<1;Nu?iM^K+`?+w#Ev=80tZPqCQK zfl=yMNVZ;(x5HBy-|6_7We#^bPLBOBGfk8Rf*A=3g2z@#&|BEYl{@C?RfmcU#k6ow z@QXC{1%bCUm@D!IWF*{&Z#lVv%$PS-2hSX?-o$(uSw8xJ$Qo zi}dPVD{JYvuoiY%u#Y(Q4&^GBQowe+CaPxED9z4d{Lyj2u&uGQ!k|8kn8i7JZFOQ> z9nWc@2FXDoRJEl5Y0#_9r>Y=4ZBz(#X{5up%7-p3D(U`?OM5YQA{Y4hzNxUI>HSVI z=fyYOvQMl>K<(%>`gK=(a~)g;b!DqZo@Vc=CaQj~g6P{06HAi&s-ekvL5nag;#F%N ze10?KTsW4Hw=WKsn92@8u?MucQLDAb{%$tB4@~6hc-ui07Kh0}igmpg? zv|#H*r?Ib37lwuo#j8d1W+~x+diAnkd>$-Hw^9)8sUS4*aRKWce+D;#)w4z_KdsQI z;*H|xR9`}!F&2v7Rn#}@f+}=F;o3?*i~2M@VpFRn;;VKIE4Zml>L+}$JAN36Zpu~~ z5zbiOtD6&%9o3-}a?+b@w$0@_JiOhJ^O+?rVrHeE_IDjE_UGHABJdYnr+qR`aKT&E zz<-5XVi?(8f2JpI!s2zVe09MmchgqH!mU^+f3Lj=O3i-Pg zqyuZaL;*h|EbKg&t~AjN&|~`9kZ`0aDCz<8PZr8wyp%sIpXvO*Z-e5 z-4&X$_NH8D?f06zpO3C6kFMJtetru;laYy@#DMRDlH`CbffLq&Zog} zA$`!RAFA`I0|)ysh{!P2O@i^uOy~@fmDM8IJ(xt=6Ga9@Hn&IG;(2Z+PoJM&NLyUl z{h)WVtsb*+@A0Ft-|}t;8`neIn6v=|&$u`)`3Z+#gl0_Q>F9nMVU|0Ip&u>!teL*< zV3t}PBm83c9=!r*oymGczEMcKIwpPqzd-21?H%XT1NeAjq^0BOX=g6u0W47dxlR2w zwY=AmQ6hVzTv~n-&*)IyTHJ= zovIbmxqW~58uX(v5wWF4(~c*gOlQE?C;#ZW81!n77J<$WPA&N2HuON*^9H12KO>QE~Y<_&;H`{~IxgLpY z7@_H$6CEg{pADs^FCQ6egBRk;FqyvTMZ$G_!UD9>nlUoKwP2#Xj0;W=+@2pXC#*|& zb=;@$(JIlyO=v6W+hdBI>RuHKSIJ!?VVx|o{sucV z?+ac*ZV+x?g*B|D4b&^6(xl6Xr^ulU&I1wi^&SJQz7Cyi;nmesPo>|ewL$9e96K5n%k1;IZ69T**l0w z^W%c)Nwhrlxh^I!HajGoU?-#1tJ^GeUv+T6I#}|7;e~+ZCsa!r3Mc6Z>qs}%&lOfdO!J-M*k+NrQaAsO{Z5V%dZ!%Bk$c8b1rOt-$ zC8NiD!0J)MHE1ub<)=7tSbYA2|UqNI3B#05JGmt;#%p`|A^mAJMH#Tdigm6s(HfKqage{z#|gv1VYd){I4 zhDc{IcUIB}WNcK)8Qnic_NK3_ZR7GY>C=xjal_^Ptr;{t!%p%r%68JRAatH zG=d)K*g6Uw;3vgGwBpw!tkt>}!6%FJ=oB)q4?m9m%ptY)Afr(i^uP?7!73D(XipJz z_<|`FE|QArGhAvq!Uy%)CR%u-Ng@q&q)#pG_hy{SMmZ=TBdhaRQQ0cMJ^;0GdxlGw z)WcK3;ODj~!C}RatF@4VV>ISaP&PLKmMezh>z@^CFa-Rl6Jd6->3`VU0r{E>l}d zMNzwWne*vG+MPIVJ|`hGNuk6?9O#BPh0A<5ZvwoV@r*EF^r%P;Xi%b9o0*isX7g}? zmOL`eTcZ+}+(E?8C$;5q`8FH^1Gn`|PyXU|n74;NV$lj=3)P$7-zD0HmtgOejeMJQkV=skUyWM!14_!LMU#c1)F> zF-ssDnI>Yn%dcC9Vw^zX_g}QIIurtvJhP0p)x+C(j*VAPJ84sZ)ZGL#1`c&E*LIGK zKijf_S}n&$>B>tA+utCJho@GO&Xu)&_qj(5mow4&7xU4tY3A2_#Ky(T@z;FB^|$%x z4|rGkHk6r|9< zi>0Q@C)EpV`C-b`s)ub8P}f`0P%q2_UA;crp8Ie@!R8fvHpRF z|0>on#|BARH{S9%K5Lf#Tc>D8@=br#HIVo8w02CAe@DcI> zJg)%)Bt0zO0{{vN0D1rbfB=AnA^^ZaY>*%TVJO1C>{3v)0GQwI&;US~B>?u%Fp7}- zF9S*Kcbq@&FxgOlhK8h*4gHVM(AwEB|FA=O{EGH`1mIP+uy?U{wy<{~<6ve5@QTSQ z!2U`dVt(7Hep}I|iKFM^0M)R20f?!GU@^bvZvb=zC=Y0D7$|Z8G&&RvI@EIyfD}>+ zIH=#|cQnWk6f_Jh+zWUFL?mQLfI2h)G!zUBG%O4p+^=k)d?Ee-Sadjy*KDFMFy9%& zlRILu2gc_hP>6v#u~jBcDLH^nL5N5=xOn&kRMa%Ibo88D+&sK|{NfUlQqnTAa;j?T z8k$<#Iwq!O@69bNt(;w4-P}Dqy@Ef4gocGjL?$GDN=i;i{hXGYmtRm=R9sS8T~k|E z-_Y39+|}LF+t>enU~qD3dS-U+$Na+D`o`wg_Rj9!{@MA(<<<2K`1bA>U6A_xgDlAJ zAC&zsbfH7&f`)~KfrbA?7ZkMnFT&Ab;a;=7zz}^0Z|sOk&K`(>B^I9p>O`dAP&vg0 zI!z$qP;#zOo&6&1H)a1h!h-%wl>J56Kj~Tohy$R18yIM47&sUh7`PX35c2}z#V><^ zgz(!S{b^8sn^(UK>R;v=k_Z$e4Om!Mc*qwG84(%n|FwBuhIC8n=LG-?3>2g@!Jq>~ z0RP6@mHwuCkhW_1xKb;M)3An93LA7uY{M0s5mn!knT>E4aTyM?NGmSZN> zA?@-)$4?RRW@E#$cz7`Ts9>j}!&8YxHVEL9Sz@L><^YRfQ8B6Uk*?-sa zEb9s0a`mAy?}@17p79wlKD8n8@M@~#R{ss@@JsAR5&!Na5i`gp5g&7i)Zhj8X8=Pn zWcNC~-;l^9CwS}`08@MNq^S&l0VCe%OSsTo%9(#N# z%mF#7eIx);em4#E@NL3y>gIt@^;-KGkW4<;`1KW~ovpW^;c?fy?^_@ANnKTn2# z`P?lVdgAf#B=2~?8rlK(;Cn_Wc19CrKHbW&_Nb{|7rTAlneBOKOPR@)q|%9(V+s{i zoxl-<$_e$bJ0Xb$^?#FY-{Jo=h4dVlh4KtIhDa(ZidwjTY6m<6g7o|cB7Go_>c+XJ zOcv{tyZ`20yseA9{+OH{NY?0ks@h|2@sz5DN(idN(U=2U(v+>6$Np=|GRnHyJ926T zJQjIHh{0tBKA-a3AN>vN6~<(9BN;eS|Jcskq=W`u?Rvs$pMnUKMmH?@kXG_hx3)=Z zAj_+qCl~#akuNv9r5w@GP*oXb0gfF_j$yEx5KV4l^pb=n+g5_0AA={tE5q1oF01kna@&cg>h2(tw}k}z z8Iwul8(b-~^6E=&%c|Ohb0o1e`L@wpK~l;xYseX8iO~&usH(lPhOFS&mn?lEwQd0^ zI0_ZLKZhvTyRE=OPkNo zxVp}8x@hKR=T%l1-rZXLCr|#BI{!n&XlhW zk))jKuRZj*;f;n9VtTIMWdbUS$CKoXFExcwI+)5LoYj(+G`U*lE7~t+eKgkvln}vw z7ly4;Nw%MCB7`5Rn~;gDpQf6Sgho6h+<2a-z~*NZJqr~dl5rPKTg-yqML^`gJ7T@d zeBp4`AbeXTI)|f#?ISbg!@2pAr`u7oT<=w(Zi*#Eo%k-MwT!Qfq1@%cqD6lal*uCmt6?Lu2)8*dUT1XK-HRu`8t{Do^_RWL=u1frNq^w(Q`SXwr^xL~IoKD;baq~cl%-4v3YGd0 zM9Fl7u2D~1Nq?=KVVY+hUzUrozs^r|mrAj_qG)$cJNBVgEIGsM^V(U79G|y*$Mfjj zWB$p1)%oWmgQg1G@)ySBbKX>T)0P2`Y`JA_8-nqjTKx84y}hN3KZ6^-zOIpRW5l4WJcG#KKZX;hKUTp#ar{=5 zQx@4y;Ii5VS>k)}g{tc!&DH4$rMW9EtLj5Ht>SnjEOr@?w4T8&De*7DA!GUb$x=EJ zSu|}h9+qX!R|fEdjPfyx;Nf%n9QsmBTkAXEWU3N$Uda@ra zx;y18g*wEXh6SyFuMr;vIwZ>;Fa?#?CHUt)2or+6yLfP+xD2uP*`EPc>}$zVZ5a4- zUrwv#QYr3p+q@OQptTVZ$!w`bV3bD799j9l4Si*7n0S)rT> zTGCjWb36?gdT(!kN}@<+gek;t1aKIpm^eR7te<`D?3Hcm>^eGMV7Mu($hcLR@?`Em zNVTbfiWw@N=^LC>RLP>h>F`(xmM>LGTDX_$&+<6f@IR6?Su;fPnCio*2u)cZlDAcy zC8kTGmiJ}Kn=wrg>)`)fvD8axcDhFh-ALoUPtzl$X1M}AdvcWJTvr}1p|->RR;WdiDZ32C6*G)nfzqrAx#4{_gtZ6((@XI+IYQJc28s|Eq=8n5KMv zY{Dbd_`pC{M^5qRb+T8EX?M--9*;?{KR&>puGH{XkE~;QSID-U;LKERx9#jw!R#{Z zdfgAFz(~LRP$c%j(03;=QTh}_v_wmtm| zaf@DInf_>MkonjD`R@nQ|MyQ%n}WI0XHaQ!7}QTj;s z9|L=xBaoA;A2^Xw36?ziwaf&!*LNEk<0bKE_4fLfe%#bVioCA#klBKJSUzm;u^x+CsAanW5FD{Nk&sF*kL14bh(phL=2zt*G3;(-O98;r%=vfWrzUfJuz&E#UtR zv``67>GVR4vU5qVu%ckFm?PguLqO6)v2_p~+(D7Xrx!4V=>O@Q%i}s$Ki_e?DKi-t${CWc3&osrAvd zheu8INK?Q#mOM0?%G}p>zB*UdoVx1O^I%@sS%)i%qfBSl{vm7n_3-%I9>adjNZT=P zeH0>r{#A8wqHhQB+MOu^70h-!LK)eoS z^i!niYIt`cQAGS5yKX%WHv|4#0||3|xDw0!h6e@BmS-hWxt!xD{<5Tt*H-upr-HZw z1^MxcmgB+pYr_LW7O;I^no?BuDQ@tUcW|L(J|k*zuV?-8R$HyE#o;>P7`gTqO4-eq zVt~dcj3myTTK(06sypH)TPj_Y0!=NI#7`YvGYhxp^PbgPv*~9HYbz=KXV~UJbgpzO zC%QH9(E}Jv{l_C9B2&?GVgC;>)6ha1%3LhbU-LTzy{N;@qTOWei)eKZs!@Dj`naEI zUPsReny-I;p!xX~RgWRk9?Gjn~e0HZvE? z$)wpOz--ehzMgzKnq_s6I;(2tMBtlH(q;cCq|+uOUbcTEE~#q$h1TqAdXTGS-$R*O zM#8(}<6E1`nGN5Wr#QIak~rCRt!YPZT^WU5>SsU;p0mKJjNOgUGe8~Omb2?m!bQlt zZoMbmZ*E3e@>IHjK$Ud-IZkD8k{JMt7MDyY?9goY2##5|$}TQE5HxBb&W{{e%VfUK2SIskdAxcR*kQ2Jz&HuCzJT#Y-#OP> zi{r(9xc>x>|GY*AbX3V+$|!;}vuIA#*uMFcpZ-awZb6QH^3HK)cuP@E%hIVuif2_u zYIIJAdyXeQ<+Np8Gs;DMdUA4hMORARR_esTN&U6V(Q$@D_s&OHpb}Jr<0!oSI)r1F z34Ny2*+NR>^JX$pKF5)G?3>6)s+OZ!F4cp>3@D1RESV z*fnqWGeJmRUQ4fjCRDpV$ElH59V(83k0_FBjKDez^9g&mnfc?Cl>vUDO1gY~N1(>C zD<(?2LM=5ma39w+IDVAEXLGxanIzfb3>=A_!|b--h3?h$rRbf&1=T546<6&$Zyv0t zz7%92TWT6#hDMH@O3c;lgo5tKfV6@=!^#L9*A-1?R>TuR>#0WI+M1(nzMhsSL{%${ zr`vd2x5PRvQwlwP#Mm7Agh*eYkk2`c9W(g8LeM(`}WOv`T)KPi{Kr1e^@l1oq(9Ug`Q3;<0 zmy0|(@4QE}-F5uC%eXZI{ANYYtwr!f4&R=kKBX5``BwoR%l$WJ{n-6~d|oGgpdc{7cm!g`>AHLTlARHlzzea+P(v0F3Um(p{Yd&C+^^t|(Js2yIg#afRS=hl>{ zsHSi>@UeL`C++hm5idS+8ahGFAJ_18Mbc(N|Kn;G0?(a=t@r5o$J+RzS$yq94NT_a zdTF=4&H-8vv@eQ8mWp{8TS}68Pl2)nv$Z0ecE%Fp!}Rma&PTpPvgol~4v2xlb4%BD z7AJa}02m-69fk;y&WctFZ*{cIBRBN$?!!qd=$XACl#ur?9sMeHypP;iUlXBL`V|H7 zCl0I+3-*~J>Z_*;LAfFZ9tJL#@`Uz>2B#=p0jprvwYO7*A=_OgV(D!=xqFle_J$GG zv=7`hmUaH6PfSnacibu2)^~0(*Nt2Cb=vFgb%dRg>ItS&D%>NrhmwrQ+=uA3bHj!h zg)_or;Cfpgjge3g+*P_kLCadtwF7&uouc~kgdV^{z(J-{P_fKJXf@QPoz!yHsn_+o zjF2pTiDJkzs$!4)d&`W07Dw$xZC0u&x#(5k0#0udP3Dc~PT0yrZLKg3T|4%Pj^87e(* z&-EBQVAH2=BpNpsqQ(tHD60asL%*@M6XQcu0alVei;}Y|vQ6e;ElGf#S?QBc0P)$B zSdyJz%*A{&j;N~kd*PvSvv$(if#TtBXxki95#BhBhzEVXSvNBGlREz3;u+ANNp_|Y zvz7(zalO-nTfOQLNOgvVZm2{x&AKA$5`!4Zhs^j!dr8n(3jHh8iwSdCU+B##|>PChe`(v7U=2CzrRzG4n)|b>?&|#RZgm zo&)rIU^4ltGHffZtg9Np3;S!EXAPm1E@e?Ag()sK7<#L|pNSjbkm3W0yio@WI958u zn4WOJ?&4rqnqbL6%Nzd4#j+L95ZB$|dA{1`=eHU&-K0CoEY;~Eh)v1$>vw;a7f zn@TiU3cY+AufA~WtT)ACCg;v;H34M{49pyJKCq zbnV%z6B_v#sNUYz8;)M5b5?jOT~SNM`#3-}Nu7140m`f&k(C!qOkE7|RQH|F?40p5 z{i0aPV9TZ&EGC&HRz23k(3dS|^;YdNi)#b&GfMJ#h*HJZMFti)nv+Qvm0XtiRMT4$ zct|)5*U{d$!F9gYKUpB}gX{fWQAhH6ld~^{;nE1xS-0PSB%(OIA#w_D-$vt^yqv<@ zSm|{*q(0cjQhnSAdEApaMowmt%E%mDIgk?^ST)RD7iQ}=n_<1x=@2GoR?uJWqi2v8 zfM}-6n@i8&vZ!rsSTjol->gey@;pJr#?7VhX!6)8GnB*)R>xop1R@=4g>?S-kT7#C z=~MBO*jjGZ$2DK~L7*{3ew$6B?sq1s&1$4-?T zM)Ej@0>0h~`|>Y|?kg(MpVIf|&z95;@(=pBn45sPiEWdb)$Rv&3sk26NtRr#&%lG| zyI-u?ze!Gb`rj~3R1ts!Hz1q==U#rlm^B5$dj~?gXh=sk?TbXyDc?a!*{q+-H?tl%M1dfqeQeIru&C`2gH9AVxLSDxW znssxopz(JG;y(?;`RBr2=NY*U;HHl1;x_EB|<1|g;Zl#JR@0y+D-PYS_&ShH+j)(71`$>exeGm)N z+kk5->spm03z#3xy*-9Qpa6kipc4CJh-KhYz&2dV-deM*p6kTS`XtuiBb)5HEMcIu z1>X0iz;nTB?x`hOUi>P-)9Y}E8irQMvPB>9hEXCM z2WY(8?Kx$Yd2+%dK1%L4Tqb#JAw<}?A(3s`ES{J0vQ(t{EWUoH5El5TupVu0b@|l@ zh4OUOr8h(4cH88z*giI&$J?QHq3-&vO?BD^h?r653WUZ!1?uIL^cpw)6xrL?4B0o(RLvAz%F2yjtDu+OZSKG8rJo#(hhtVTGe1PP$t2=~YAMCEr_u&?a~6 zTE%kpk7Snf)d&>fr+#&tJABn$#`NnZB<|Sx8ppb{cMWD2#P9?OwT3B0&N(x!w)qzA zw3Dq&zD?#cNyAQ#AT6}wie0@;md1XsnhitjA0C8VUR62L$>)g zL~HQV7^TahREa)RPQT~8+qj6_GPoWa6&>Hal?6ro9H1+y6ZYS_=^-)EGSj zpE}ZROko-$G>;G{lv@DODrzr_^6Jj|s!j!Z-FMbeklkH3xa&F`&Ew%}JgW;PG!}Y4 zu!b)M&&?&wT}=t$&(1;~H%!y`7!pp35Y(#v3_jpyl}=zwcAcmzjVKw?ImdxTB6=dxKR6m8lVOd7A87h0Sbo_-yx633bFWs6TWaYc^a zi>64B{Bl~D{%PC~!yfgZ9rsk?+?v1q&L*1KmV!fjQJN+-L6))PVf)BP@grHHiL98Y z+5R5o46~H~!C?r%PHP6^1Qq{fXMBY9inVq!PqxtjaaGf+_3NTi*yk31*P2AC4LQeT zQkFg)>@vA>jo6VX=U~g0;=-iEFfvf*3;?-!#TwY%6e}8nT)4IU#?myaWu6c zZ`mZx6aHmgIR~$;(KjeokWD7-oU0ECr*6T8i_%*jDcvbY#Veei+>jNR$>IQmJj^R3 znT;)j?4x}InhbEDd-mSyE8*83DLNTkLhi~lOk@))(_4wELEKFjKaJSYDKpPe!M7SRBtVWe9V>(&<&#LYK7RO$rlUG{*q zvT6>l`O8P1D=HdK77as#=_=M9$Ik%%elyQ{3y_2JR@Zc*&;HAKF-5^r&6*^cDOZZx zDu~jFnsO@~$3-oVw9~;!@RF5Idx3p)uf?2B^r@)B3nwU~{-x5$VF>%KOzpI=q@*yu zWW_R>XR>0Z{!60B{L0X~h;Ugbqw)cJa@eI;0w&ld(n0pfdSIv3b+4ou1}4r`ii2 zUZ)u2LB(qEZ+VRF-#?IW$5KhLhuo$|CR|wd(LV!*jtvWA=MHW@hgwD`SM^{!464&9 zPH1Yz;0?5~_*bBwBK+7&^1Ft73`>W4s|H8b0~d{rzIGIoa(5Ea}JggD90 z5`(K2)?(E%#Bw#!$4iY>;|mWxVEHv<-7FFh_^yUIOoLSqXPp_HbvBXD=CC??$PS6R zv=XoF3R~+xB`+y1K?4>Ii(F4<9Km`DUUd#%w`M2z+!8eBt@4J5T_=}O{qVOSS|0cX zBo`i+6CeHV|C3U;E(!jDM*dAO)BjgXpGx_D1GcGFm^IxK94nB#AdVO-d7%3cV~q?* zlHk>go%k6k#TQNL}s!Jj(w80SDyDG z*7k1K9hqDAJVPVnd)9sJ96m-Jl5>waWB@IC0Zht z6=gLsecHPx+mhR9PYvQWlu)%i^19n!m^ID_iU_uoW-dt2^ZZD6X;$Co6Xax7EEz)q zeQ|2N;{|7x_^{i9-#|1CF*lX$)gQTH_b~G;?J1W>->__(U`S9b>}#a}5ooyD1(==6 zSl*x9E_&a&UYdha&6KeDfV6TP`_JF{dEeetdVgEk?x^%(s{>mzeR&30o}p|nQ%ef#Ay6}v ziobq(5jbfC#YevvIRVzr@ex0}^g}+QZn8A7UBjy*gkb+t7}7j(f_;v5G%DOA?=P@& zz9B*3_gZ??^t8VQb8Xn8dAN7!cupS+lf@kozgQ|^qpoBlK5s`5HW*1^`o81webjpX z+GN*tH0 zWI=s=Nk!R5M3MKc5gYO9(lmB6KCcG8IO>mfoN;^;#v4C+kgu?=|GMYy{Fp}g!JnUx z`nEa}xSYUU?>Gg|+gX*>O7j?V_6+C~Su~)kmtW@Y?`qbiYQZoLy4S)Sa5^iYgeX*% zSRSI?^{jeP4aPlVwuR}fzgu~v5ItSaEa6Un(Zk^E&ebBdO*`sSD?rE;`0*J)qauY> zT`o|^C~<2>XgH}$wNtgR={baqR0}Lq93}9{U({GN_uiYncU~)JsZuI=knV71>Z@T) zz7EFIayih>c&$!)Ile8$xA}D!P^Dt=+7rV(Mn|Rw6b@T?{0i0PrV0Vcy)~G3SVTq4(rm%@GJCHJzq!)k+&nQYp>ivC`rHfMUG%AVGtf4+#|(1Y zR`|u9(e&Cf^mHIs`iP&-DeIPHXzaOo(@E_v2ne(gQDAZM(jhM0m$}}4av=W zwmd`CNcd0e+R5}uGLwb3mc30=UiwW1xVWArv_%gMaoQ9D250SU=4%YAA@%Jv+zX#@ ztMk3udKyzLqAag>D=E|I!st~n9$cT!s?cWq7_B>q9=vlsH1svqCR#Z>;p(%Br7d~p z!xm^3@!i=nMyr>a$uFKNlwdq7G1m=BsDqu$zzpj4wFY}$rUpc~a-tV`)g7`qpN<6C zYGWvTE;<~_X^W;zPCvN)U#y))SX&L$t*JqaQ{0P7aCa(Lpt!qBfZ!0E3ho35#l1m8 zk>FCixI+mZtT=%Jq0oMp$^YCtyn}ysp3Kk5-fOLQuV!+ALXPy_?5(gYkpyHs@O?b# zSu#O_&Zq`}O$0}cjj`=7KIQpp6LnM9*^dmwdJ<^uYfk%af^m5dfs#xf$zBvD#!GB9fcTSs2{#f#%bwPO|V}@ZLA~(1&e|u-&8JT)mu$S=a`W z-7G+w3L)%ho>%PK5Pp()Z=`EYR$y10Qmnmvp=I@NWYn*X7iiiIdJDW0r{(TDH@0Zd zn4Jjpp?NPdwyXaaRtDmr1}QqL)FI=&10uSX^2bbhthCJwkW?*O57~^bZJX5-GN7{` z$mA*Amq0=obVa>|&(QR9jA0xj4HUv{gy;L@XQ&o-glk|5@0S%(+uY*e1;5PDw$6M2 z1#C+15+_fEc-}D(szv?kjA2(xZbN5YZ0kHmYu<6TynX)n1n{(cVU8wWz$7dFtqSC+ z{|eO0H~IFk(|N0qGL#kbv2m7v<_tk41ularN=U;3GdWQ)XRNmuoZd&P4|KF}!r*zc zAW`Iyg1cB#V$B9W5ZE1XdTTGqnR5f(O|EqLmrK+iWF<>v6fN^<54hm%D%ThVbzStH z85IA!vL?&c^tnGr^X57wGE^JHGS4s8+9XSBQic$p(Azu3)IndXJdt_3l9ftB{6@SK zT^B3kgxu18Vv5xoA_#2ytH7v!NUv;C8vPqCe60M)jLMXNR z&R{5JSY|N!jYz*gfUv-OWOM1DQ?)Q8?~Ce*Yqh3|!2KvO(~QcL`Cy0aN^S_;>DSWt z>6&_>VEB1Qt!49tw@+jDwbZhp(Gd{1(VRFx9lzZl z@i~}zT)`C!%#_76lUjt`W#HBmzfOzJA~7-NN@QOzDBs;fWW85ko#{HM~!PdYHKMe(YHn zzZ%JRXpVz&+mV%KUd*~@6L5nEvtIGwRt0+MVWtx7V*1L;ue+)@RPEu7r##oU9322C z<$JGaCp&5U@>trZE9Z%l{{)s0Y)!@+ArAbjC60AnayNA+A z=9K$4OyvOAc8=XDtlgqCnXZG|$Ww@Dg-tbJ7+&V{7;l7Iai|p|>LJ-bJ-7(ZdBb^V zC1BhH3aQmXg&_Rq8iG51&sw|nby8G0Vn@YY&7uT=Zy6?M?)nwD?p551RNaJN{Xt-Ek!1uN7mg_?NDTn0pHe zkky`zSj#IwkOzC4l10AwcIOxA$<1imIzcsu53GMP>UVq8$-)|P z0md}ucgG44b<7)><#R8l%&7C}_oVbKGtpG2+hUZs{&TVAq+1a>&ZH4k$B`^u46|CI zv#9q{eIydR8EO@Rb~M>DNqECcW0sMxIzIPzUtHS2XjUfygfhO_rSv-)yUd=%qtD{? zUtkKfqsU;bEj#$S5wQB(RTd>++@KKsx1dRz*sX_5EQRt_w!g;R5BB)=U2i@*!{(e> z)6tNKGL}eYYaVlK_0{7ZIdG_`=TJk^fpr!vy?fft8i+~tx+I9y?bT`3# zC#cd~GlcR(B7axwn%Kn@Yd?i|^6`aC#h(SmxD9eK!KiQsYto~D8{-o(%!;|`&mqo^ zww(9*sY9mkC|^&mCi12);oL?HOn9ncPHuYtN-A|w%Xr2ie~A0}|1dofI|A0tz53w2 z$ES+NkVuB=?CcjxWRvmR=_=3c%*#)|`wyp9n_6sw?YTj@x(3SBG{7gcJ|e_=PSyN; zV|%LqKb-h~ujcP%H<$NX3xQ3@_WX54epM92iI2QvJOM}j`6H8)5ta|v!MFRS&GqL? zCtO?dDm1f?(6uDS-@HD&f}$7Q+>lN~Po&@R(C$C#I{M{W^WaSK^fhYff?aB7#LG8S z+H)K!kJLq@S>W8jud@xyKoDdGQLOBku>82fvMlXmmQd>}ay6&H7?)s$lEM zJ%T09(uBDk`_ykLWRrx>V(Pq0?j1V&(Y%-oqG%rYidj+1IoZw&=UHdNUm2#%DEERc z8CQSGT#z}ULpC5lq59DK zN(D{Yx391kvMjvI%);AYQM03GAPqJihio*d)Ru+H&x>0^RLmnN#Uup3n!dF%IU}y6 zb<_LsVcE#|C0utm^#!|8c=nyVO921+D=GZmIcb&h}B$1;c_??A0L0H?FDz>7Lxty>@zved-Wsak|}ccYU`fudLXofcW?)l=2a zSEedpM^C3ynrLzQ(solNpBUzNKa(pS#^b&`-GO$T?61o+)%taHXNjPzq?Ial6D|JD zHGqG&x45;|7BmL~Rx}FkB2K z6){vwzxpJvc~*&WW;hASgH)2td9nHuxJaHx0*P^c&;mSpVoph98e>z2%mS%RXq;1Zg*~*9*MJg zYo@D*R5!FZ%;KIL?y0g34fTJP*pK?8g8E3-d~Q5WPnQwv&)qI6Vo}q zx&3aAKkRj$E!NI_Bki7hvT|uv5L+d+|9qK0B)eTA-LdF^%8WCgCVo!) zlWbrr&f_w5N)^0s)jsCt8e+yT2U7UxJ6m`OIJZ7GUC}Zy_}9h!me&|!BER@2?xM+1 zz>Lu<1{@`M-F41;f`6TG3?ePl^?TL458 z5n3=Kzi#Q4a}T3^6Vtsj#Ei87#%?Oc3BeWFaUduBEbU=BE?YP5QCjUN~r0;1%#+V0*3O1?iA?4KeJESM>7#6rQf<8H6~8>s_^ zj76mJP1)R)2Dqhdyl`ExT<0A_;kXz`5;B6$b?&Izp92X?4+`R)^7{jBgZW)r_?Q5F zeyn_$9RENK4)?*5JT#F<)ni1pvCP}~!6u!8TZRknekt`Or!Rw!2+bXN-)*5ypGaJ7 zd*Y-j=oQ!})y5^M-!BzPB(I+VfNnjVbzrMnlN+CL51Fr=;`KsVe79NrnMHHDQK-hy zmDAH^qqftm9vTHQtZM%{(^B{IgBz0naGr}_&5D<=>J2PGT>~V&lvy%A)9NDln?-qK z)t_xXqa3J0mpmNP7U`?yRc1kA7c6PncJcJNzyR&UZ*2%*-Nd{TBVh+}f|=rCcMLCa z)-Ij8?61FI!#3-lU@V1AaY58#*g z?KQE9^umCV)eP_raDB!Da?`%t#w{JBj`F+;bl)d1O6&=&V{#ciaamXrD;Tkq=07fI zA1wP1Cw85CDO}+Gy(giI+2}*P3|oz5OUx$OI2}t6{COSIPLb4@Xak$S|7+E!&ii9s zl7sE3i}z1J=-ecdewm3Kn9Av)o?kX<;_dp_XL?bwhJiZTmjJ@!{>MKrS2T(D-zE7^ z;OPXOvL(xQB*`f0luz#k)c4^~9D=D@=NmZOXu+aA3L#7XGz; zcnj>hciFdLpBCw4u6R5czg%ubKW3RmHT7be)MP&<{>qL+YRs0 zlE_T)*ikgBCYL0cN+BQ=+fSj!ZYP>=jpH*jY7ucvp9k&T3@alGXm!g0rk6>cIOI8^{Tw5hD2SN-)RJI+RSe1 z@I$T60Vb|=+5-{w5^2?Dh{mtog-@epWvhQMk2kaJLDJrQcb0vJgQMHxIl)XCN@Bk$ zNb9mrnyzzaW&!#GUN3E?r8AeUo__az^7Gged@G@!?m~Eqffu#htxXQyS)8-N6hYgM z>S)N| zKy~f2w_A>fj*hObxk9+wvTV2c!G!1g^W>DRI>x}oDb0>fO@$lt1p#N+;rU5Ri0Wey ze)@3Uc;nwq+&wF8kXXoAHCW+dNi}dQ#oBbUHLdqf);#v#bZo-6&FI9S_hq)-Mw@$W znhN{Cf}hw3%h+|$&2xSx!PMhi(uua`{k9E1cS3*m-U4gEssqVclEcaY=CT?g0m{k- z%IVxEw0fP~+QM4Glf+)qw}f!<@o%R2FC2bnRP+_{l}nF7HBcckdYR}|&b3v&sIs!1 z+@zhZyx~Zn`^mh9)xJ#W!BB>V-O51e5DzQWCSyLQ6<1!~Ty-P8r!&zl=PTd8P58TT zUN+DsCP9Dn*8$Szw_kmX->q>M4+DYy7Ob1hA}?`>M{VPsr5KHiIhqqcPrjk0I3o>g z_ayEvM2FdHLLIt0;v6#BA_TaEsb2{ZT?Xkk&mXS-rnT*$j&I`bl&l`yI$(yr1h5e~=Cf3vNzw|E8qIL+0pT}-t=w|t zzD3%Hs7wr?c@))i(ul`9X7-8SWU%@Y6; zAIpQRPEM2I@L}(#?hc_uhf%$z5{XcQk5hrp#*1=X=t#P;e)Wjom$kDDRu`edh;x4Gujkf(v>PUxpgC& z-u8Os#$@N?odQW8>Wi6B|Fm}^i-%Q8rfjzp?Bb!}`SedIX1s2&Q^J>0&+kxr7^G}fec*mxUh^N0lP*Ws z4`nADS_j!onv{%hIEi^3b+NPEsN~qzFF8=_X=dinEMXJ+d;>kqBM5%FN;XWP z@w%Jl-M8&-W!%#^qKDW#mc=P@pU824A9^EgP0>wn;*t|{{n%nypuBv--q^(Qo<$!4F$ewbd_etDv%w$u3KYA1D$Pmw8WfJ$ufE$#Duyp78|o9Ge77j^#U z1({#XUFq^9gZ=x%3bo?E3#UqTySXN3;j?p(?!H^;oiL9fho-}=LK#joeEt}?8E0{D z?i?!nN|bH3vDP52_CR+%R3poU!2V^5-FTRJbYv-h=z??!$}@YEc*NR}@%V&Ri^ytn zH6=yRT}+YCg$^Erq^;eVBkInDTYTS>W^Gi4Wba1lM6Y$_K}RKFTaCk_j*M4b1)1ms zfWP@Ix=qx4`{l;4uUM9&0ilygsgujp9ga;hKq*jlAnUpv9!IU7bJvFgkIe1C_`XFI zu*1|=1;-Pb{qcVez0rHaO9-)IA+dFYzg$dTj=K1wVj^Co$Lax;OMN3XB%0nkyb}Z? z5gKQU?%lLI<)IR-5Yvk?;pwT~62_5{LRE#0*P-)u{{DKoEn=Py z=vBT#aj2Fi!dJhqn+v0mgaP!0bI!9i<{G9OwMEUMt$7LJuISqY96+3!W6iRqAGz30 z&wDlf==Ku?1rb+M#3m?ySml;~C-7AZlkXdbmtQ`@Y^oY!Z&XQBw|AclPa9KnMVk*u z1S_OEd^{6S3`l_po0P1vj?mzcq#2H#DN4M9$(@V*wq^{p|31B8dFbR;8+7V#9)gWW z18e=w$s75G(}`Afpd{b{NZq`*G%=n`v7y6Qfexe)0Lk#AH~`ARX-9=K&fLWP<}LHz z#W}+aA4XmmUN7iwe0~dXUH4Ka9hu$^mi>K4uyu#^MLQ44Kfc-0{#5&0nvx6WpKhjjxE7Du;tisX#|0JKVO`ra!x_%;ab%Gx ze$d+NR1cZ66YoJ9RWKt5*n3@XL}194 z@kfuL+-hu*#guPFq^Y^qoO|Ex9IGU*DU(t>>-P`iS_)?SgLa18zR0l5ETc8(Z4Z`9 zK$4n{Vhsp5hMG4&{L*r;{$pQ((Od&#KAaOX#Ap|gt2!-k_PdY}6{XFtN^2g{@wcDv zLX+J`CFT{MDb3hR>AH`FPwzonNmg@)nCl`<_@|u(u^u9mS8-`#M{(rfaVWxKg!Pq9 z;s)=dRGM#fWu3HJ@?75wC}ug*n_!Hk$9D(6IJDd@Abi3;%x5IS! zWI5Og8T@Odaj9JsAON#Wp(pD9z0p{0by{*$&@L@28GayzFl=ZzPNBfA6k$J|X+9+3 z67M;jP|@|9T}F($V7u=*hfDUo5Kl5G`t=tk6 z(DZC@t7@)7VVx>{%fe^=!=d?oMr=6tcee<{}>f|c8oSR#l4D>tan;rur+Xu<9Y%G)|$mj%W=G@(Jb4W3zI-* zl{6P7A5TWVd!b)ZACOliwp-qegf=%D&FzORZ!$lN|5d<&&E6E*cS=L!cDKCi8wS_B zVcaxeUb{rOhwKn%{=9#KZQK%!S)_~WZl%uY%4`xHF8}_{%7VVKd&)iSVNuAHAZ4&& z(tg|>g1tM}KszUNvzTCWx60=OytJQEXO*w%YLyq$I?nbxoB{xohRvTSUUA{k9?5Z> z6NSFnRtpyoHT$SP1gaPb@&vg_=DLC0)A*>G5#v2w!tUgrI)&Zr9}}Z5L3YBadwnzI zPPyvZTf5*6#C_$kRy!glO_eewMuLDuWl{tLyqBwO&N&;+Gi*O>YLwO_-;NoGAUa|a zTj=HiX_kX#f3=|gCBZd!<4)LSEy0d0X<78BtsH66Q^ml|6M#PG-;?3Uf3%@YOTO}_ zHG=+K9&g`Cw+6C915&-z+^TDM*sy^^!WL&I)unEdo|_?mX)^DWZp^^FH25=22{@i$LFA3~K6pX$!YN&{LfK(}uyKeJ0$^1m^fQ`PlT6NZ(Ioo1#Y_ zAWy7;{iYV%dgT^Mxw?Ca=H{2m(!h>da@P@oWPttD7&e4C$H{k0vJ}`mS+gE5lHm&E z7z0_uCVW+4{M>NA6q*?Y9FWj5=-=aWK3IE7qWe}}V7eiQD^ae*mo`z9@Iy%uuA#`` zXZFnRR}ry=&&7J86iFPgX~mN1XcA&8&U#<@3YU_LnXw599Ugo(+2sFl(0;2lsovJF z@5Rsadp?Hp{H;f;p^=NHtRYE82g^XNaj27slx(=>KA+V0!`GCT3P{Y8L7A*bI?&%U}%u)TkMz`Cw( z8-KVp7v(AMW&bShV*Oo{kT~k!L~w0Z^eM8Vkj!-~xSQ>KJr|uD$8h>Q3ZduSk{-KF z#&fh%|G1M{8zcDXRmy8jS5GWQf=-N%#)+|-gl~{Y>7gc{t&=|)i@7wzGySGm><(#o zd^BgROmZ#7-U-z%qyCJ-gn9X&>KiK0R0q=uI)lddYT zz_G1=>979HOkYtn%w&*c+b!aEeYtIH9hjB+JrFodQ^#~3nRC|XiH9{F3}>EN?zD+9 zm%DO(JjidO?pFHq50&C5Lsct{y9MPUHEv(lAOHOwmTCdsX#R>RT7Ds7GV9lhc zu?qgVmm5Co?5WQfqWq=DDC_bEFh;mE8^`0C=IqGz_tpgchr_1m<3wtx zbdN88h#&vD?6yYgik)eVUi;+PR^J3HUZ|paDBO<~$o@@Pan8v}_ME&#S(uv(vrXpw zhhyOTQWEF!iP-XH_@^$T=?9hC`U79l!dcOrm^P8g%8L9%e=Itgo6JsceD%?HhNaz} zq#hSficpoF=?$~4rdhlwE3nx(pY}tAv~azfAFocC4|~WWJPiz7A}wKdwT@v)Qt zMlA&m46Pg9MaaX`IGV<_-i>io2uI;%<4FDB+Nq0=ctS`BV`n*&t54*TOhQu|baw1_Lnpyt1cToj2qKWaw_2inn;_th zGQZP>)}bSf=9DNeC}4+N*sj=1wJWr6s}4nuzJ_nsI{JkXT}6h>p;$1AS;%D|)RPewdC(%h{*pU>);k;p%~j{wiz0 zb<(cfyo?Mz;})@6ie}>@r|`P|PX3twtu@e)*j}5lYIih|UTECR74Fz9I<^i3jb(drZEssql*wmeIyH-=p6yf9AC9N3KU zpP0C=fuvEEwMZAxu=C+ks4t>5SF2f`hIWR@GfW9qe=gN0*AqmI3WGE<=i;qU#?4i( zr0vV_(I!u882bGRZO*>W_bnHo?Rn>H!mf9cS==3s)TCTPldHjQJ7i`;V+|bUhOT>} zxf$_U2A=4Ip$}Zr>%<7ep#@JAIi+$OKAn!zWIT`4d-?oNq65@RH2$`6h)EhlopS%W z#Y&9Sm0WE`6-+1`6fj2AG&x?|n%?O%*uGCQ8YN!5xe;4P>Jd(Gz=WU3G0{~2+>Ex! zgai0;vngg0q&A?>@+O0z#cQ)-=mn_3(yw%X?k!^ z%VOJ?Kq@o$tCQS*4z^~4M3pFap?7Ovz09VKwOni#kyk#U>n5xB$rn_urKzlu>nX|p z<1%!_wm56HQn|+-thB+hE)6}IzZo!3cpQT$+!-MDa(@%qRl^9I&W#3IZU z*6+}Mp9cuFjXRxD{bgEY7%jbF@0 zf;jYuwA4Xny4oOpW66A|dBuvdJ@GCX0G7PI zYN4j0Uh*iBq$~YnFOxS_76!LpsbR6Mv`c|u+7ltxW|u#%bK7z_yJp_`eh{WlOTU)t z{mmc8z^Fx1My%QRdhn&1b3De;!O34@9BYUQ7Df%@IU~tXuuAIy_1l$lRnT$dk7cTg+)Pm)%qcUVuE<;O-^01K;6}g z_fq@}tZ&@#9}9(Rv%O-XAbovQC^Rd_j5xXpMq@4Ieu~M;CYi}PW!jUtJszZh3(gmX ztpM@x2b>ds!@emygBc`R@J5X8iHOylojoHTJ@7ik zE)n`fY(BrOHfWzoe`tF@L$B#z>!nXXVo5n*bmZ3p6bhF083C2FSbA6d#HMV)K7Rd0 zr<#uVRe$)WpiPcNvL@gdT01a%-(eHa>6OhFXh>_H9<`YyzcULZXr$j*Q(^3b)>rjr zre$hNv7d(Se-OeY4*GS5@Y^7_=r2nTdA3+6)fK-$Ki1mRZg^R1DFjs6^}bhrgU663 zk*hb;bQD3lK@Pqy+Is)GWH+;0+4k@W%RW>%x$PDqu*Iht%5V`+$w+bqQddCzf=rU3d97bk*{@J_c5k|Ar@PG@VqPernIM+c zsBZ7@Do;#!RrP}x!N8mEJGU0PwXl+B$g`wQ-=a%6U`7 zi+fusGLrkb-5!_Mxa17{x&M_kmDICaZ3SsvDHC0&5Q&1-JSN7 zr--w)h&MS2m&iAKi833%At_4rxuHKTQB7gmCg+j-juo!D6Cj_LiXu{(8GLtIt4fpc z39Vo$rza~`G#H6|gL1PfpF~S#ioBq0sUd@%^zKQYgoMyZV^3$#c=RY~e~mWDbibB3 z7lXVwz#66t^^Fm6mAuyb3g@g1Gfa>DtFMzXXuM81GdpJw(qvEZCUeNvsCsJDYxQ(S ztjaj8t836Nf-HOvP2_a3ZMFb~bVo5A9vYB|Ma%l5;w$L!TQB;FiK%4`b18niCE?S{ zhKy0bLdGh&vWVZFIFhuH%WWBI*lb1t&YQlNuN@@rloNn8>)Pg^+~wd3aYt??ws1}SnyZVh6a>Yn*Q)Vo z@d~@@>tq-fyJ&f64j1SoJ)?$*K@Wnz!t1OLG|&W*IZ8-mLz7K>YC?#cO`2`cB${kQ zF(`p4@=-2h*}iprFM`!lLbg-Gr;xA82827)QY7%23mg79siWFl-pRaH=9d1Xj{eIz zj*_e>&Cu-g9j_2#>5*C~IRJ<{=J)M3Oe2+JBtwPOl(Y3?OX)X84 zZ1IsJR7Oe#SM)uJ&&;}2I;;Bks&}r$Ll8Z!C)*z1N!a%bTK~Y{~$IcSnKjozbrl(<@x-I)SJ@AW68FPr%2* zabJdZvBOz-jtZG~p2Jo(+^|m{&P9 zt$HgUUh4m1(m1`7MOs=V_oggg+Q7I=B0zy^32Dx+5J7OzsOjcd^~7JkD7!#VI#HXI zaUjL3G2FO<*MV4Abq z5?Uf}tD0qb6aB^iAO8KQ zG(VDp8wp3U2?iJ(nss>lMAo{ECY|_gQM56^sVlIWPa%I0$O<5Q)wI#VOykA!v#Rmi zrxFT~09x<#r3X44u9@(z^W0qm^tIR5n?FZPU*?6yFpg<~pyJb%_4i()mo%4!Fr@zo z-<8`M6QlB?o2CMd$smK3F^WA7;uMIv40@P8nm*v%kv9A0?D(I&om1;LzYmsk0t7l- zX6rjhpw}jsjcIi|1SU)IPNAv~q5TA}pQ}s)Fzfysoy4Gm`fGe)U!;6qUX?aXT+-?? zFDE^(aQ*y-bZ2=Hw>#wNFI_k#UEZ~S*@mFl&4UhMcI{)-p2F^zNFfnUpwQ)er;c?q zoI7?dSa<7i?6_ldH+bD`oy|rO`pWTHR?>IMRneTk19ijJpW7E>5cekM4x~Ygi^8tD zaU9Vcs}r7sRo%N@FHMzfV|xh-3@#Mys<4pQqrIjAQL;C4o|=}s?Cr>g)f-N2#dx=76V~Tp3Upk4Fm1`{z5F-$9;y)1*wgNhC(p3&|o{6F`PP|vc ze)iqmpu%d6zh|8jD9gX%wCT_z947P_S20v-_@u`6m4vbuU!+pNsGBGUOnzdG zSSt+T?8n;+Ud~+cwBBNe3`tE@mC}I+&n>Wtk#ll@}E0BsJ}^;cCs#e zK(|@6Q!bkuc}vL^-wW(I0L}F|LboV)U_PH=x^uHYSd^U?7;|%&&Y4Y z#4-$|-q!gWRLBQ$;2|UM77IYr+I)WR>rSoPoc(DHlp6GnI-}a=@q3Q+pF636mP_@f{I3(p==PA+tFE;0o`QO)E;;NN65^?T<8;KAg3 ziskAVH8&<`n2*4<%-EOs%R@vb(S+?ZJa=?H*GLY?^S-GZp1unounO;-_PTe6o_RI1 zhl@ruPp$+Ba;o!arb3wv)Pf_U=>vat0w$Z)fR4P^E_;P`jTx z{m_djrzfFM^OM^39=&Y2$VzA8Fegp8!xJvov}92$eR~WWnxt3o(UCPlr*^3(n6t;t zn=?0bhgPYDu=#ZS$1#3|DU-+x&#O>(oBqOcc;5-vpcQ^QHU<9vgA4A4R@dxL3CA2s zWK-%)AHAU9KW}V+3W#F1Qq_ii$ZncU6pjT3%xh|1( z{M)BN4|)Z?hs6QH67CEGn-7=zj3S7egt!*uOhw*e9(`KDcDC4^dr zl)KVF;zDJshS8v=kZLy1Fdr+2w8+OMXqH&t-K-QZ`!v@3)yirnUW{V09Az!&A2l}4 zF4d%bJO?=d8y#dHNIp94xUboS2$+@2+8K7^MIL{xWuB`0l}v3q^Lr{Ln7<%>i^xF(&2M={&u=|ONPZ`( zm%MRoG$q!n^Q^^ilY#Aw_Eyv?s|r*|Vt=08Tp-hw`x;YocvJ$q0E!Bxm2rG6B-Fmq zv$<5+6n&B@u$`83aiEn2azq4X4bVaI9fNGeGjuz9*K%CU)|~03Ktt#83cuL%3W$PQ zQaT~%d>=PUU!$I!JL9fQKaBh}jZ!MEa~%H5=cWkC4Cn@6|H*@Cg&CCNB)?OLQXBfp zB)pH@x&3{enp94sS$Q$|fL(yQ1j0@8Fyf)L)1y8zOtbnLY3oPM00r}w$*k5{SH1Qw zR8N^Hw(6md;vBbQGy2Y`PNDjVva^VK9pSS&ewd40>}J&n9ZTQ&S7qj*fWMC(EG)zM ze^f_V?ZX2JwoGlsKQ&7j$J3uTI=ab2hwPt{iwx91(;N6^U!cY;gmtz!@22TIIrXBL5|UT8a`}zs`BK1EmQ*6(0@OsNv)7pEPrs89k zpxtQ2#$T8Q`F^FM7tXClE+;9n8mVf$eckCiTZ!`S?B`f%-ulP|e{m0I*|otoahf*$ zz2s)y&xugf-ymFj-d6R6dKeVWF

-*jI~D{xfw> zCQx=vaM~Rv?`ea6^Hc2pWo;g9Hc<72GyJ?Tv`mE|QH7PA#;Da2SfUxCg%+2Mj4#$e zAeMiy{sRL~v}|Wx(YRVu(5(CC(H0;?;K^b)5^f$@NMb z(Ud9~dmE4^6!d|SF$+3WhGMbB%5a`5zd?f0mN80n)QB?N4OGz@e`q_d$P)@-dJ=gG znT3NjkuD0khyJ~qK<%>VcroKxToK*`4+)aN8lZ$@B}Ct!MTYAmu}mBnMO#%!r<*{P zWk`?=IK(PZGfSI9CE!<##j@yNCb4>ZOqABTE#5sBX=ws9;lg4Ul(2+EsqHVvoyK$g{-n2Q_CNDmqTNAju7!rHrI{f&dD!a?i7cBzFo;ocx?EcKT7s<~Anw9*e zvIY9=A>)wv{5n|4s796I#}uf+hx=0f3o@D^1_H_#W1-~aCBp@q~6 zQQV~^P&fnh&af>|7$3-DnBv2fFGfit_mxy{(N0qV<1aZUYTKJMkU7BVau?P6(Ig_m zihg8>tCjjl?6s3T6O(*s?54JNv947&J1y&6(2N-qipsjFSl^1j>8v6Et>V|@tRuPqpZgz(E&A1 zg*Xs-E5&+qR4K4|kEp|2G6GPBg$lXe+&sNFVs}w|$!7?`=5ySX7Z5N~bfi=dv`SM} zmfyFJ`t9O64a`2HxG<3P;Ug&s(eAcN0cZf%?h6&bK@Id39*~uExm-f(Gp%Rcp_!t=qsjF&rz^N%yV3bjUfeE{fnL(bn|He zjD)xBXn4a-wu&ri5^%K&Rtgh(sZ9u_payz=AFn<&h|lA<<~j%%WW=F?mHLqT-i1@l zAPcL=K!kdS^aM03HIRM6^S@NWET9LK@D~UHhRJZY>kXiKbZO+S9`Oeb4^WUXrOB~H zZ#U6W{EErz{`NcvQ0oFp;qys3s)13|tq)REeD%BJNFTlz9AyQqk5>b-fd@#VP zS98s4Ka*>Gie4(jQC0(r;Z&fs)mfEWq;O{OVd=4+m+8EU7Z<8N^w}2P(P7N-;hwX{ zMQ{4`M-jXm{>)lF2nHB z`~WH9dRySzcT!#5a8YB4m?=ZWP9$_ZX|J)e>2j+;@$L6_*JpMEE~~!h;S23b4nW^d z0@c$PMX%5E$*j5&Znnhu$Rb_88fzA(DkFo#H(fqk8j)spi*HI*a_2^8GW3bOE{TmjAEs{U z@WsXdoitc)Us1z`VY2&}NF3;C_Y`PRHF3bCEi>bP6hsv!^3ZIcCk#hyMzSKr_~&`o z{ZkUW?5@jEC#^OXtnZ@IWAbaBgRz3^D5HpuX^HNwVPaR2Gdn^#V1W%Ut_Be5jL$RTqOvR$m0*4yQ6tDynZPZVr^gk?D6uE=wrP%QxGTW%{+S0lL}JMa+W@5X2Vu!ok$ydh#3;^eXV<1{ z%teyzTG{3CC@$qds@OWqU8hJEw*W~K1eT)g-L)w_SJSU;KwL~A@B@Aj;=6!ts=K35 zMUL9seQ=~0UaAX*tXkF_f$HPGcPHMtP8@OOY~F;kZi0(7_OGphbpb-BWFe%kbwNY# z*(s^s^$_|%3YR-Zl6|0WX5z_3{#|0ujr1eHFDdo3m`U5XQ;SS22R@!965LAC{xfi*OBn&S+%;Y>VcgDd98B{H**rl0>enuR(-(7*X6NeXF{OWSWi`xe>f=vJi++ z7%zg3(G5sXbx<=20_c(1oj0_XmgVE3aECd#S}I(5oH+3m09 zuINIME8663ol)z!PlNgS==VT5IDYm; zaWNt8S{OlkJ8Ils^emko;g7eXp%!qDv1NOn3o-{_Q(YULlsXQ`+QX5I-IKf!a7ggP z3~ViB570-3mlnwbtu?Srg>K5f0zvSMAMN6~tTKxI_IVrHk809(Nk6s;RDCilZUPaJ zoGUFB4;y0-3bB!2wRd})@6Ik$FG0QJ<_EBpHPiHVikxAg1fagzvovk0#)a|xHZ za5SQeCRHDa;;Q!owTSu(izW;S+~T@Ppq&-Rvi_=HN=M7NOJL@p)(kHL1Mv+-UFAAN z9GO`>;w*;QyuMtQGXa9(tB$UZ1*}h!9ZZJtLUjH^VjLo;4P&XVihD3-5ow4rGV?#& zHz&iKOWBWrwr_2ByN-0Mt;m>P6orHg0Fk*`P|?|Swy6D8hy*t)@7{aKL&8EmjtL#9 zeWjS45_f%Rqrm99R$QFCGh%1ANjzaq{W3~n4;$S;c=LA2Ab6c1(E+VU;uhZg{cbyO zAaT38JMtrod64pkCs9KTFDZZEip6Z!|Hj^1$Hmn&|AI5P1q&7=IKkcB-95Mj*Wm81 z!GpVNaF^f`f)iYV6D+}k?wLH#`@YZJ{oUPr??3yw``ME)3^RSIySl5ptE#`JO0Yf7 z1liK9x&&<^;17P-8p)TN^%HEPb@c#BJq)b286tr&?VE%6g7Hx`qJ0i>*8};j@#Zj= z==8W65nr*{c)oX><+|%t11U*D=sA+QAdF9FWG2_ZGE$SM*kX9E29l(IvmP)zG`|HE zR8&F2-*FObX9osi_Ij|KZL(|CR%9DfONSU*Ad}psXc^Fan|?vb(J4zKc!%2%AWwWt z#}*_Q1nnGah%!OL+DR_FM)oz{?~+{R%`InO#&h3Qu4ZtXZl|#=xGY<>$zEcyI-<3h zXQ-QrB(%H%_8iORBb0c`3;La?_$LYd9W(8!m9kQ9KsVy;IX$1AH9W}a1Dy|i5|$DF zn%Y5nWh>(thQEe0OE|(juE`?`fFfEVC%CPM%SN$HYdfD0big4NY2#BV`3lK@t6FkVrveJ?v#` z9#&O-ofV@P^R~7vIOar^L%^)Uy15xPL=DHBv>>Iy5pem!{;Ui}#-`-uTz)9s4u1I& za}V;|2eD+Pj0GcC3=V7Sx8ty?)^NaUU|xCYdxBO=M2Jb* zX?WGKZ0NBWt!=PjJ^)K@B%0s|1;qJXsa%??R~3#GRyd$aIZ&6a;7*Z0rbLS~Z+-`T zymoi-7XkYVSRwu{CjhJW1$>($LKhA4(h^o~pJQvqGy@?0eiJe6*g^C`*Hs&*yt^=VEKjsoFyd%wa)QW)qiyWLHxZI67ec5Si$qlOQdv|zFoMJiBN z$;xyXUCx>jYaeeT7L$2I36B*n!0aWoW5$u0^R{OI> z-R=YFARkaTn(8AQmpPq8&W#&tFI*V5WOA4tVnjs5mFHlGD^5Kvsl13x(n{oWTV=La z7xa1}^$;vNF{(*NHAg;>i}R4ubv|1q&AM2`eG@Z8r&)FWXqH_UZwCGZ%d9Utbl!KY z#ob$l%avap%#^#G6)%fyK-!0zY|jPXPbb#Z!Y{}@&h(bt{aYROtA4E$7cWW0*>LDf zadC2!A7Qv$>)c7&KXIjUJ|qxN+)OXgPU8q8dF3FbVf;pP+b%TakiOe)1maZzfvawx zRNeiJ4vVA{BRc$HFr2j5cqd?Gb|rMI&;VF!z{74@7oV%xoGm z@5dUFCTun$eR2~*n%4{0#Rejw6nLMi8S?haducx!y~!~_&SUK6?%N+0dV2q+t>_KZ zl~V6fv7^17UDKx(DDL$iHFV2GBh~n;UL$W2ZvF2YU>`cCl-~D50kGug3gpbwl@4Ba zado{e5roJNM9tN97OZ4&Ug`|o;`|EgUdEMCa{vT`Z2zUpIUJ?Iui-P`hlMzXUkCnmcZxLbdACq|YBKkeQzDPI(m5B}J`+YVd44nqZmt%1U{eIb~gSmY^cy z*qlBhG`ccZZa0xDG*9M#H)vVmgF!V>7sx%b+|e-MtX` ziloncWtWojS znSMQC49pJe{6G{>AXXgkkmVfqvs1HdHH&g3PXK0#WpjHWeou!6CFd=)0f0M};{DPb zFo%j0lF^7BJoJ(tP;geDmNDuGwM3TZ7bO)ufN0sSCJU7ec@FrprwO|Q7%DrG!hE>A z87nsD9QDw}%T;l|+v|e6ej?~Xe(#yAJr zWjXJqLRQ{w`2d{ZZ+4Wu#51F2P-=Au&(i{8TLClQJEM@Xqv)54j>a@YH-=qa98q(* z3<0m+Rs^#Vc(IZ?!KfdfK4FUJ9e<#v?Z40^QYS!DOyg~UiD!(lM3&~6UoG=KQ$;+m zO|eI|d~BKM?-81Rs)IlO!3!6zKuJrXWfu^` zI;$x4U*`8mcpFwyeTx*c184bN-eaBSoeO+gq)~WDxGG7XqA)?BMl`0(Z~0!CXFK%0 zAxs2QWaglJ^t(D(cKh?)yY`A#w&0KYGkFKquA^}WOc~f%Aj7OpwHvqfh;+$<<3zd$`#+lyHFpj;0RmgXCGnYZPs_rArO#}rL%?|uVQSR_1`04()saA zZakt?u#ka1eh-RjG-gi2e_@Vnc@h9+qnRxoksBfMeI~zG$xfX3dChpju%Z~oaB`k- ztzmYueZXq0L>T?PW>V7JXMh88j?caSWFmM+~3j25?kkY!i%J z<)~{FBTX|92cv;G1E$;S={Cn94Fppz9&Wv&QbLsSB{R{yf};G1J1^WisRg6=y#~U@ zff6mH!D(!*gcN+@D2(Hl(kGw0@e5UT+&8q|G=pj|6PG#g*MLO=x1HcU&4*^xzqVIE z7ewjkRpuyW*kR%|*9#89uHE`R$Ociy;dF&JZ0xV-{D3zML|uz4iv8z}La@Ecc;eH) zSz15GgrZ`^5ZZ#X%+nMD1r}NbO~vv*p@;2IAVC|A*O&&X~HKx zcFR&fu$RgV=(GO6fKnuWMZTP54=5$4aU2)DBM6(uY0 zv_F+smNSw=r_m4Rrw5gOU&X46ClNphEbaktBE{P@U#@B=wJ3Y{Q{yWu zY%Q%*p=GU%5P6Z;+E@Q4XUMq8()hAWQKd(kHAlX33mrfg&J-P1RzPbfOwB&7A8M`| z!FyUzc!{}459ln-O|Z(G^>gomL} zA`+bz`)rsv7fG0Y6tdV;Vwl8+5^6UhM=L&gF;_7DqpJnQu6T>_9T3^`9ADoQP+(CY z{_B^~7U*nQ$SK+%V3HMBXQEB&4v40s=6mBS`^;Hpr<(xXL5&A)Mcf6ms+u97LPo0J z@VPis^Q{!rO({s6HCAY*>$SQbBYd!V+5OY!B48iIj9`pG#>qpfFo)t2Y)#-M^Y$`r zXr2ZwA`~$p4_V#ZbkdM-y$vpGZKq<+bvi&)yV1hDM#3xdltmXs;|GX~r-wns(X4 zb~q8R*9e9|WnDrWEQ$UFI40Cl_6&d-qr%d`sm(oT7KA!jQME)BfI|zreSf`)60{N? z!u*bV@+FZhlH-b9icw^?nX3!ok4N3?O6G!1)on_q{GB)zp#drO6Wnw!P(y39R?d|fFHQ+a~Y*6Mx&Yw`(liS zFCG}3o;&`)>K|${M{7akk5j-EsK3gfay8dT@ZQ zQIAlmEWLc^QC}5n2LbK?nj*J%&vppagAu4HCr16SFI!~HnQ5*XBhxMM+rxs*B(pn6 zO`SlXYG`LP%m{jRKG%_f5M~UXgkH|S2iBCHik`tPst_1s_+k=Un!}aPm-(P?vIU>= z@(-I!VzBRUp=M9+p}eLf8p^njP#ZL^VVRLMQgNDi3;9sQL`+NWG7as0*W`4J;M?M9 zz1b55Cx{V)+sNy`?BhuO8noTLySJ~R7!l9AVH+`~sCqB4ZfV2uQ7ql%_@DzoZ^2gH z7Jb#kRM`lL?OD9@&&<$p+>5oOEsCXKQ7NtqQmbHuZ4vlY z@(!Qqk4+UzIW1UhYb+;Af0%QGCM8>HKcNEkPLzb&bhAnpSC&qdfsn+t59w%Gahtbv zT`J?JVif&FpCSew^jXN5wUQ5>JfS}6c|}r(UG=FrNA3J2IE9XZVny>@99avsBG zAR7G97$N1UCV6uz^XQQZ`C36hF5PM3D+#bdQ6WVtf3^-*uc+aYFank<$5zFkQHJf9 zqbxw&3?yOM5*p*W=3urh?g&@}Jaor6jNt%ds*$>l`R)KlA*7=*Lt90O)0sZZkP#jv z&#wYEMe1WXL(Ew0=0#d`mMJQ@^jhs0#%4BBLkj`-(yLx3Z|Z||B8%VjssxOYKhxDH zd{B5t&B;o$X^&oYcSky3I&Tz5$y(igCLC8lY`rZawQWoJp0qb=PQMkogg>fuXU6)f z32;0ok;mL1X~#ULoNy8yO^|C);egU52}zs7?I93BKbvSmv6LE9_y z1B~$L1-OWXiA$IYhUB&Ad?<)*$<7OJ#0v>Q>ieornJ%0z#je40t&%T%kX5&K$PIL> zAT>(dx{QYlI~KP6#9?2tQS3*-c9Z%k3G*~)RcWDz4eL8$QrC@qdy<)`m~Cci5a(zN z?hKWAilm5hSw{ZiCs}Xfx}RTF3#7fmJ;y%z1b;j{SOy-W38Ee3B>Ze^gIt!dzCp#r z?Op>K7#uyHBbq|*0(5!h*IY>I9qspVt48GQz;R{-50&I%8@ZXC+RQ+~2YGnq2TbQa zM$r1J;WuV0?I%V#+F{almrF>IMqJ`>A4a@=5;|vy5qC7%)StveysqB&Dsh{(N=JrX z(f#N*@d%g9AC@D-0HQJ{qQW5^P;hGo&MJS?7+CP6cpM}DB_Rv=xOZ3SWF4kr{EQp&dTkw3yp1)|zY7&UAE3kD?m2Z8h z^2hr-8_n)GVuElWh|f4?Kd!v!wrT@jrc%Wf^mVD0%TMvIJQQ=^P+ga`*NBk?K-wTO z2Yi#ugNMP12|Mtbw=55?NC?>`Cr!QB1-PH(xKbRs#?l<2@=oIuToZC1e(?U{yHXap=IrM{|V8MFns#htO z27sBqi*(;Moob~rp|*sTO67fz&#=obTA4hLgZ`@b7<8!RQ)Ch1{_A24vwlj1$;=QW zfW;a~zEq9lF)LS08a*A-Bxy$kAV_ORH_f8Ps*nbuEA0|mc6`L!n}Zd%govi4C=Ge> zsUAlN9``yOdl4UD-;UHpp3dGzfi-(69LEHV_JU-@|0u{9<4ZO!0^tEP-77J3IKshE zA1S-}Hk$ETF{Ng3v%&rZ^WMIc4X0`L%c-Q8g8s01r<|A{#JAonq75_X_&T!q!AOV2 z1A7l~6X;#aRuuFZeA5_4d;03;oX0Eu%6AywdX7Q0rA-P&Ec~e6S_pGpar;!1OrPBa zliS{wWj2G9|He}fjUOcI7Kkm1YM|WVX{;ivQElaX!9)$ak6p&#lsc-KcWGGC|F;W-adq6W)!RE$o zM|#t+V2;64`9I_!IZNJFmnpG&f?J4-s`$UpL{6s6wEqP3p-4QWqa)q@c&?!Q7BPw= zsE?1NI<%mX!7N37GJ}vgJ=OJ0v6j!%d1DF+7xWWKD$K9Ub=T~TKgc^H-p6rI!{nXc z2lMza)3|khE4D%z;?deIw#S^?N8=nD`@Um6uxL9uAfv^Bf|9#^Pfq zn{&I}zaCqzJiHJKWFQ}+4GRF!5|{aTADc6iqyEBsAcy?-@E%Y9NzT*17{_xh0>WS1 z7rfzlNajq9P+K5YhI@qs1YBk!MRF6kqsE@4j|`}E*wi!zg7(GAX#)`Ki?;yQ#v<%M znxtQnrdGO}A;8dDY$Nhv<`Z2y6h&8fD*OiySyJ>ySR}k+wIe|qV*ujke*W|obe5%v z^fHxA(FlmA4oT0@>G{hsiu?ir{+jF`KGxSfUC~I!haHCXvnDs8pL|vN|6UG7&{&uU>`y0UYV=!qw z$dsn18uz&VM0;#P{!Ma#aZLTFMYGQzA)5jb+3eu}TktB8VIyt{INQTDFc#0}Ar5LBmC}ok#Q5qc& zHp0rLgc}^2;T78cT(V)1l*xht_NmrtAT_3CXmsEg7y#Gzg^)GU@}n6m4No+SB-Ecu zViY*r-V*$&Bs${%ujK#luKx|BtE^#SEQRjtPeHj<`ilpA{=WkhhY9EUb^bGPh0>eZ zbGyH?5!)c_2ymj0H1m=`VugBZ*q$R`YByQW7d+-(9WR#3)qjJ!J+>Hy#K`^0LrLZf z0K_8d?0~FZD&JgEd47(N`x>(WkZmizO&97J9`u7cUccy8!9MWti_H$6Lp<^J8WHfz zwHN*`@9~2q8Y58O5cRC-=b|FEj%u!kzG(ZN?P9AV-mcC1jt*)$+N`|P@GRg7fM z3*a!oe8=j1nz^5KZ};EPjR)bN!bGe-9(@bjmNIkv~vvG9rg5AiER*WjCEcj8fQ#32I}HQ|Z%&OL$$vn=a2=4ZzuVQ%Q9( zZUKboM%A-jq%>2g?1SR|{wtMDd}W(7Gf(rXa0 z6F`L>{=5d_1!>whjU{NMTP|CjQ@ul@GN z-pwDrctU#=Xz7|?URhq|tafWz*6mnbU|hIvZlZIWUTAhxfq_YoNRWUPNtO_IgTbo* z5E}9!)HdYDJ5xkbQi2aDAJAKGynh}zW;sh+h_dcy@emt&ZUKQOZO_tw2{=!td*q#+t%;3KFF%M?E5iv$TO%t$de_s9=2 zC>E;Cdp+4o!Ifz~EK{ja;Ja?vhip0WLM=gVfy2Rxuv@{A9|DkKXL?6O_`lk2qy%TDlYQ1&`4ZnZTv!mxO*Snkix%v-AyeLa$+Agom;7xy& z)wLlEv zw;JHmYI0?MtXN4P`!qH54uJ$6z#{C=nDWsj%MoXG2?c$w!Uw~wA_2|6go$!GEO|9* z|F$e11ciYGaH+7OT%b3z0RUaeBmNLffppux4Uz)mi`bZUlYCYv1aalwjke2vjo(yh zUT{)m|0t)+M9A7UH!ZaYT{DSHOO7rBsaZd|L4h$_kPA=7Y#|l|We)=kV|(Gx)VDNI zB|~w3T(ol%pg?Izd+aka-R^?`mKAIqC{o^XK_Rqa0B!R1Fdq{bcS@Es`?9}Qri=@Q zA*0#+t~VnfCtGxH$T-y#9`7!tn(j&-5I_JX-k;e#H=~>hu7$U+o+v+aDHPQQ`l~1) z-nqQvIT7>FkZ=6T!ArsW-xa)PY|0{5C;OsQG2J7BZD+4u77c<*z&d}=$l-QLlVC7r zJ=fC_*C_s<8dS~X;xP|n`%5p+QVY!g%>Z{=lwy_|*$D%h3lO{V`Q1NiFk5t`PC(^w zIWh$H6v@zbU{qv)rm9+NWMYo`Wa#EBq5rFQe6r*^#&weA-n7F3l5QoVlTCnqL>3@S z0SkPSiJX}tXW<9htXFaym?Mp0ym9VKoK?mSF;=1iEU6E(zUl5`Tnq5wrY=Do2x7y6YcO z>vWm|5 zBmu&Wh_~EnmrDw{n=nt0DV}Im4D3Hk62NOu)eGs}&6jz+PEpO|pRY**fI&QrcS!d0 zT@oSMCaz_i%H>%Ak`uJct7@;^tG?a`0m7LHDWr8AeX5^8cWzikcemd0+xdrWt<&fO z-py2rsy?g43Wl*ax^VAs+dF-#!|`H=ZpRVA;~BO66uGyqMEH;UaX9R#07EGNB{)gx+g4QjQT*}Xy3o*v^BlJI zX~oc2b5Tyi!i&9=y;|`G#j&y%59OHzT>?`2*iClrN40n7i}ow#T1hQpTUE&ydhLV~ z!@&w7Ah6*^Pck=?ehc#<$yd(~o%oUTLc5IG9|uG;2PL0{)lyGP`?HY$s<_+W?jWhW zeOGr5Imu?8pp``n`u$kJ(39s7mf@vq_mhR!ly7-^grc5^-$pIfxN>YxK+<+lgU*E&@c z8XoXFnqvc0^?GaDip*(KcuKsf1YVSGIYalG{9frm`(kygeiJaZL0@dcv%inbfpISS zr({fb!WUJNxrUQ<>3J%7v?q{}zYq(^MFFZD7c<>is+eEzONSknWgg@qMikHC-M9n-} zxo5B9RH|xLxXfG&&yhAr_KINxgJB9}A&oFxN|xB;X^qL~eFPmzEB?HpAD@=uIYwXQ z)t^163zl^}loEo(hvuv*_8DRyw?X0c#Jnc(Q@hkrC5zyhioCN)*CMJ-`a( zFP|D-0gT#18{ym^bDfb+G78z+d+{e#t-gJH3T$sfQGf~Z4)!5KuFo#B%uxTO)E<>1 z#|w+}N>VJ2aFbZp01(tP$>yTojK0j#;R?cy9*U2TZl*WcrN~;b>6e_3;}w?NgtpL7 z2-1)~?p74+InVA^ocKjmS)b{WSqw$nvZd2cRl5h{wKjjFn1%93;DIg{g7wX>9w!a` z`s>xzQH~6>m-ygMtzc+cmiSAZ|1@fr6U+a8(ETnZ>HG_uDxe#fzfM+LOilg0BGO{` zk8(n~&e}KfI?ce|XlVHU46kEJRp{&6-S#EbMPS2OtjVjAfiPMG12Aemu@l%7np*K% zD7~$8h8^9)zL`BqwC8=jxiO%Mkx>H7st#|U!8H+_w}qzPQTdp;71qREap(# z{bv|vv~Vqi>We3~yMDD*_1H3~-B4=|Q=6+g-{d7)zfm~UQAHs^hlR)!uo4{^*duFy zVSF?;Jyi3qypl-LCit5%lY?Rf|1yU^3Gx?`8WCu!NC+e0_glWjQc)Luz| zz-O>N>2f6kNw{pa`mpIMaDMm8-uBk4%enaX<&)l?3lSiw#h2%1jKG3bKp48 zbQV|;K|%)rdWsARjM(h1D`gGCyyV=XYVDl3k{A(Lf2o9@Lx9z{b+kAt6}dSyISa*Q zJy~tT>R)$@wIzT2$ZcFaSHYPi7fbZm99rg$r65~VM59lDQivcfPon5Fdg)#8fcWUA zyH;4HM|?@xLN$>=j)=zpLtgmDrtG zOnr?)_i%!XRxTG5-Ct-mZxOAOgRC1a3WykloAM5!sqLFCy3Z|gp3g^6O_N0nit790 z(e?cO781b1p$RGDUlpEw-1NPRq)n6f!u+KCZm_)|{;Q`_c&G6+(2zhHY(RKexuE4& zl=%hs5*v9rh~2Mf?O0;Z2Gn6nAS7f|egz)N#M{yk7&>3|QTZmT-8g^OGNpw=kS~YG z2#P~`%Fo+O?C+-bj3|wRbL)KUejFua0lmpc14@j({$}fUoiD$eR?Ktns+z+8hq9m3 zXk?*hXG=`;$1Eci_&}PMBxylbUrb%X@hziiv_p+yI&pwc2CaZUf{g(I5oUxP&uv3* zW$^K4v15U)WR3|~1Wc>CRxcY>#`67=P0=vG8ZZTnF+9C4UD~v{Su;n{exOS~f!f|d zKLaYmuj~15NRa8y1Uo{Rd3}P+`g-NJgMClq7hsMd$kzbneyQtHqdD-J(7gkMvJ;CW z&31Xio8}By0-Hqv0q>OqJB^l9E6=>7`^VqFjGZ~=u(7Hfg^)=A$OJzwP68TLhy&cJ zW)iR_d?W+zgS)@%#&0UO`3LRsnPXR*V*9$r6gFTc=K$s-r?o&x0bt(MyW`qd4ngQ; z1N0i!Gzl&1RngA>%p~wvm=Q_>S5=8jr}9&J1* zR1U-&D;^jam^#UgN@U`9-aK0wFEtsZe+h=kLiiw;FAJy=zaNJZr<`N~jg$Zwuesmd z8oz-}iMufi6KIcQfF6?T)BIh*S zu$lq7c1WsP5HL|8#3zvxZ2*D9)KNqPm?alx4CQ6|YCFZS0a($ZZ&ZL{uOY=oj(;gq zr%j@vgew*R^!Wk9Tr|NwwV66iF_!=(TO4vT32-x6sb;nYqejbh$Un*f`d_kK=x~SF zKj>jI;3mtx;yB4qq6Qj=25H>R_w2{9VgWOYf7YAro0cp`fR>B&k2=s|V`$R=10n1m zbN|7NCP+N_2p3qI)QofPZQ}vHT{31xz`0fh^Q{P?`u|bP=lLiIFdh*2B7xQ8qczayRdtN1-H+R(D-^!O_H@R8w3mni1S{_r ztIh7BWa3ZF7n*yL=gaI7=47JqqX`JR37Z9h1&TQmm~-0lk9eiJAFFz587I5lC2AxI z`0n}_N`Y2UsQ^Tx%ZFh0PAZr5zUg@#>77kQ9PMzPGdpP0B4K>=0c0}YO2MYKCM}U} zg>a!19}scv06iz^#c94Gy=8638DrlH(tzF&V2*~nSfA>)UHV9N_1~$BfdUZ${w5FY zzi(mfYtM;q!U5A@-@~10)X!3_{MX$au%1N%Q)qI{RIq#c7DyWy3BxzXo*}bq3;)5bb4Pz&0x?S>4X{EFz<(c@yv22w`PQn0aI2JC`Nhx ziz9TyFn!+|hZb-R=mLG6^3AY0)z?!cweoFQ4B(0YdR5B=Fy)?r^{~bq;@fD&CP~wa zEdNTiM$633dSuNAxs?vM6?<`^z4ky@f0B?b*?QOJ`FLxZmE)+Rt6$lxY#W?Z5f( z$;)^8nO zQcvH0JZf09Iy%|N_`-Y!L~={N#<2ZZI@;+Fp6*xsJyW{QFyFlp57$XcEw-UQRS96l zBLi)MUC^Fi&&P0ew6ak(0?f)#jdRMRcIO#|kM_8VfQRb?sEwVbH1PA$0?+;Ptz`Mz z3@f+I(UuA-vn_g0w6c4-!MX0Jg;5>BaS;+fV0n_^UjS^Tw=UyV$wv!0 z({x%wJWV&+i-Q%Fb|}{ zj0$V-=U!~J`=};unq#+PtG(c|W3=^SI2!;q1J}~PnySl42MeocsIj@}$8=bQH9+li zNNX{lYYcz%l2s`Q^Xa$)0s{H0nGanFbmG^pc-+nb_RZa$ucx_~n|`>fY5&}b(>F>q zRKwR6YWanA-w?cbI5r%k#oS`~KV&1um z!HG%xjoRU7h81q_J=EdbcOQ&QrE*hwo``xXJU6xP!yc0EB7Z|1TD!qIc+Rbi4cT|o zJUyQ(OPbu@T}CzWaR~}DuC;D)%eDHu_GN!HJ4Bfi*czigJ|k~X^}lrL_R{)2`BM)Y z;+PSbDe$jGG8b;KsW^e+SogkL&8wGVY3ka!Y%$<|r!mW=Bczw|eA%4=YzD~=wR?oQ zfTrD*_R}TXeE#=s*5g7QZ;xEHH5*IWZ0*%&iR_0xKe)$C_37(<1~b5|dY)Ra*PV}{ zK`r3=G;Jp}AM*K;3D*)g`IAn9LAANJE#JETVSSL+S2S9uCNjGrz|N|?$7^tVG$>cO zLTcZedf#PmS)sCE1Wb{SQ&Jw zYn0&z8HltCr`WA6bwAEqxb_?aJ}v*|y*l0*uk$M)s5s~Q!!u>E($o@1gA9WnK>#dx zwGv_?g0PItAiLNynqp@%T7JfUUreZ-?Db<|3EZ->SMtTLvf^NXN5HYj9fv`I?rwIE zyq#H-O>Zyu`$KQtLfM#?FwLz2#`oE|rCRS57pf}3Z$-u$Q$q(_81uM4&J375J$@x9 z#R~A{VG^}^YwbL_+N9$Ys~js?1Sz8VGUWNH2UwbhF&U17M~|nD1r(KtwHvgdp{7Mv zHCJsJ*S;8Mf9m)N`1rJ4gWv`Egv2`7e6@;KHO;sV?bP@CueWEt;_vUToe+;B4&F_9 zANyAR6uK0zPuFtCw;3na*1i2c56cT~9CyB1pgz51`*784!)HA7iZX4eukAv{>+rDb zaCPCUGw;0Xa?1_sp~BJ64hKeFnahG!oA=E%*)H;~_y&#{vvwm_(fl?UZZBG)7w_Kui!vAifXb$(-6C{;Mu@SxwOncQ}fq*UXG8(5wtad4dpxsa_ zu!p|O0A77=8M!#HyKK(&tbMf?wpkl1Y$49_Q^D-G;hRX$^aU+BAg9Kw_^+q$sdt$T85o@>6My-bd(D6y-<7!}W~a3?&8 zhPyN;wacDw$65?cT}QuaE^t;ttO8%j+fBk(%MD8qF`Y8FUl5?TxqRPZo5Xa%C}{cY zow^&dp%FMUDoeXE<6@7S%U?=Ra9Ml@oGiF}sTynMMIzRRKDZMJ#O38^tzRe@htAd+ zBh-(iS#^;-ge|bahK;C~bFjNp!i9^1$~MYGQnE^4z`TsC`c!BbSbj3?9OPAeaH$q| zI9Tj|g;RB0dBG(dJ=4+L)~dA(p3JB_io z@msGSe(%I6DdQV?dX8o^(v=emd4}gwtr{lR**|jW07`oJd41PTP~t1z)8c( z-07=rq^f!vy8nusI&o`qRMhZ@y>W7tzH&Q-b2kg1RMA-jh6op+UU5xU!2;$4L>;V# zsAdq|f1SGl2T)QNg&BET3INp)qWyb*pU?q}j5dhQ7X@+f#{T6?2;!oG5Fn#N|Km5n zdrP+v2ca^c%=oDsfdp{l{eSI6_!9X+Nb*~b;Q#eN`p+>l;J@gG$;Fi&ZF5`*+`gV>|M;9935D0YnP|fe=72V0;iP@D3;f5(E?c`@JNX8U+34b0`of+zJHqcNsJFcdTlEF3%nA`&uCpa~rW1%`%(f`NvGg;WFf1-=KtV8CLMvWURFR56Ap zdymB$n2?V^F8ZktTXp)Jg3ZJ!2oVVf7w;85CDj{h8d`P^PA+a9UNLbANhxU=Sv7SH zO)c%WI;QW;%q=Xftest4-P}Dqy@EqR!@?sXqY{&nQ&Q7Dre_os78RG2mX%l3H#9ai zx3spkf9@X`92y=O9h;e*n_pP`wzRyp{e5S5Z~x%%=;G(E%d6{~+uwH(zJUJxi!I>w zFV6l?d|?25LBYU4!@xuM0z}A0j!M>N&QF z(=-we1^X7|1%$Ofoc)h67WBWw*}ob44__-FF%Z z!k-K2?+fM6g$lXQ{(U_IM8E(I7#J9M;6FMtA~O2_^!2<3h$YSQG6)443 z_)ri<4f-#C%B{7omo;A7H&(95%ptEO=t|5v^;wNDJ_LC06Fa_#|@e zeb^*KwkPdw$BJx3EyxyFGmyvL~ zUgtay-OKf@)H&vCcxx3my(Zs46Nf8|OjpOP3Wf4imw%gBPX^6#Y0J*t^dC zn!XFYxQ$m_ux00dm%1(IUAE5t4Y9vH5jX!>PwU71z1)M~?c>(1gA0RdpKHmlWqnrU z#vG4=Fg3h{WaH)*c!hS>yJ>#Ds^P8u3#eoFp#^and2_rEaES)k zEp~cY?`NxRZfCEfX7~lRHo&)~BK7#)x!)`Ak)`!y8ph@JH85RlPhMpCHG(f=vHLta zw$u9KL0@58VmlQ|51dw?K^1c2At5~u$vm%WNpFwul|1M+Q&YCOOzw^*k5&fUWnk=Y zWRMWP#f;(YFoTkAmEmVyv|zV-q6|^_O(}~Eur4@rE4$89@^D&cXp+U^nM-Dz8_3;w z%}X0^lQxkb`PAosbc&e@q((gHUyky!yG;s(X~HA<#)91DwBWauqJ&U=h)S1_)@d&o zbBmS?o_K>tDzRP+*9eoneKnz!TUaIRRP zYH>xHNHv#uS&wlO;yKAJlmc?a(h7W<@yECC20t*h-G-VL5Tmb3yoYUcGclwXnN5Tv zu<`QJ;_$s!IAHdhbn@|U_{2rcprc-=^?Ro^wz(7O+bC^cxZ)Z$^btPYHWBXiP`vgn z&6ZGPV9Nv#?X2x4>`r#m4}VmC&x=Cc3-F8}R2UHrln)iF7fk4;Tk{9n~a1OM`CEl*R6RkWa;2#FOc>UzLPOxWq{-Qb-y(BIV>=)|jf_cAR&JPvu_-)^2xkewA)@i{opvFO=4wN-;xK zM1(41wrO#keQG3`AuK$ zj}5kax6ju%CpqT)J@vGlYajRBPTRHv1e&8J7C5TO``o9}P>HwgPpiw^y$XI+VWmc=-} z6n70cu<{k8O<2niW?ZG2NignPmyN#3g9;#$@SIG!@ZPd-+kVCWrqH8SzH6a?(qNLH zY~7Wv4;H-2a#@?;BXTcia9emCLyXXgb^$MTz8jYspog3sb!u}Q-1wUX>OiATN&XUO zK^~S?#)IUdAn>##NA+;O&eWnkGaoMZT|v9m1>$3M@BZ6SbfnJ#Ib-+l87nta28Ypng`Sig#E z+_I;+c$|e9eMO8S-Umdy6S*xWA`dPg$I6i)(n2-IxUQ8v=C}pxL?ms1EM`$aFUBCq z)kSN(2h-m&R!aQh{8r_>qhD(1HA573Yg=H+JwsEYDoTE;ZyZ+LB$#j$h{JP1x2;)T zbgXHJ?t&-y+L}|@^V0_V_S0vUgkS8TCTfc%mXOtc;`?pF=EjQyFZmqi3%3mOo`^he>#77P2Y79mIfE=GDz0x-MRp8c7#3JH)IJtTULWV zyzS8cMR8WPXZAtL*x9Z|;o1ffNW3Li9`R;8BKTL!mGH|?% zatz)6yFlpPq8jkOvDBX<(@c!~PdP z#LrXzU9AIJNK+1xeZ1^S9$6|jRey~WBRJz>;G#5$(chv6`pd=3%{PNQBvZC#lF=gR zCOHe@o*)+TR!=P+?jfGqIo)Uv`_07VU6=$}r23qY*Yle=8};EojxDO0BC0!)jWVL7 zDPQ`Xf7smTW{T^c1OH5^eIU=_eJpz-xa}Ca!;VqfCPvoN8^>P7X#ZV;uwumuofulj zHq(&{bL7PpCS<)4Id!BqXpB7{+PTmdA#Q2X5{anz4L*+UC^v!_)(`tZJ!+CTLXZG> zEKq5rx!_b(tn zb%~mqhI^sgQq|cS!dqwMi&aDW3^Faw-4o$aJU%%`--e7ErYK&a&vwMu<+lvP{c}w% zt%(Hv^lsYP%cMKMZI4>@5^~-rt#?0zX1Xza*ry(N$~>fG&QGeFV=G2x)^rMT8MTbC z8laRYz`wN^w)~e`HVuQW2o!WbKfU-gdq)2@2hkMOfYS*Xn|`L7w*6?h ztx$Xx{ypi*y@*PoAWCGe3fzsdp5BA+L1O$YrG!-GzL|Q^edM8pts3I+)gq41lK6~%? z+0Wi*eDB!joH4#1?~f2%!z3$f-S@oaHRrrB-)Fy zVO{{Cp=#Ph_^s@Y8*W}>iW(Q&Cp__P-oA=&5Ux8^x$aD84OWDn8Ij{V&?fE{bxXo^ zF=4jkRnzDt?rA0+W_nvMnYv|ULRUu|$6Z{2`5tk}NI8xIQeS%(_Q)nQx zacP67aF47H&{NFcg4QUZBe-f2_^q}Lv`=f8Qli&crphG$o%i2}J;S-rT|5nJ*Lci_ z`P+2%H&$1B`DB*#)rE<1&o#R@)~%fyCq{bu8k*By3XR+<3qkdZ)V&Mc^ZFaDLbymN zma`4JmaF8oR-;;)UYH78QIS?gTy5F-N+EP2tQ9lkV+CBK&meot;G>3!6JNe|a}Rt> zw4cqyynA1<{Was!%n7Je|BqpbVqUf%T#RcKF5OiifNbuM+&xSea*xt}Y<$M+1!-_R z>NT>(abJFrB_Pj$SF;WB;6ZH>Qu0zZ9v@r0cP3mv_RX4gLg-OH8A;m7RRnG@Y>xYr zcKJUTu(!MTs*K)uarV-O5BMrn$W+w@K#aeg;{}+^4efc}=C&ByHD6>uj&T*DLHjc+ z?Ux)v>^-0rct)t{JeaB>8(5hM-y9c4!8r*Tf1C1zeb9>zwFIeawU_~WSL`ub|( zItTxZuDYckbluWx(Af3E8>1xFd92&EvC_~8f~Il29#VyGuaOl-b&{9ei1EJAVCXjF z=sKu~Q)dP$RR2sa@VtK(KX`Ua?oxKrPz++bJRTf= z^=#PnVIr&$ZZUPW&K{OD7odb61$k-~NCw;hMB ze~n!(Ew~$9d*_qc{%`B%6drqr&y%43`Jrc(7` zq67$}ML3ANg(%WQFXPXZYQ7O`UFegi2_Q9wKC~Ww=3BILDLpo3roV1TS4~YMN)rde z2D~J@+1xad}MofM?hxjHnIk+XXzz57e8BWIKH}wKHf#@@KI}1 z#%p`V86Rps@j^6iPa<2*sH1=^=4R8sFT(RnoUW^K$ez~jlkKA8?ZOipHEq(v+>H!q z&BEjUz*lyodtM|%h=D^_8<>w%c_BB6*BRuBh!(jn+U&4+NvBhZ&QWr6PFJoOW_st%xY?Q98SX1 zz~kcpfT&J%|3T4R)pb-VO+ggwu2oZ(NzplRdYjn@1BC+InRfui5uT70y(okWb-Ix@ zBPusPbU*KG<6)7(nsKpH2PlsP5Ep6?eCzz7oH9w8xy3%aZr2RgqUayh>(5UbY;zS_ zvO5KM(>8m3cOMmws3XYF+{<^D{ycoRnPIVY>RDRoGIWS6$ z_fBgVan1Prd};Da+z*zlvkmJC>$az&7V3csok$yZ+)@r;l!84;3f)iMjn)W_H>!+U zR3BrNE;&LuC;a!duAb@8K8|>j%QflzqyRbq+%+$MVZHcZWW$ooJFFS?JfxH;yW9}lXM94YNF}BPv!0`l-rQrb-EDLZS7&=rP8lenHM(uzHtlxv+nW>3vOx+V z4O@oGgG_lzu=PK5_2Uv!0o}&lF67O?uPp0h(@YCS(}tmw$Q(!$3mSe|-HF z#3`|Lau99|V_!189>Gf_?Ql<7=ZdUdr2Ytz9f42h+aK3R%=^sxE>$;D6V5~hJ4&|i z_oeBS@)b!MvT_FB~q8#WvZ5pT})+7cb0Kb7QOqs;_x1^n5?U!6uGh$I={aaDb#l3YeUVqV8w13iTYv9An_|7zj@GOa} zC1IWM4$~oNHLiJ3MGH2?9l8}QMx5^VjQR9~?$9^AHP80U$Xsxj{Mn`Mt4O^u0pt;G zBY(exQ6TuMsO`+fs>ArhS1T}@xXWi!JcKQ4NFAbK;c|Xix1op5rplMAbs+}_PBa|-8Ia=$52A{u zc4*_as)S~TB)zfUT)Odat;f`b3e$vRtuiYsL^Fu$rm{64;cUYP>wih2&oGMt!aHEt zI^x?f6w8RpsGwGV>V&7vhHq!s@sC&YhJ{0(^U;Xpu!nGM2~3 zo{yD3AmaHF=%YZonr2BdmMoF!6dL+_~?6*W8rmvGO*_ygF)UyaCv$f>L zL!VoFtRg3t>a3qm^?u}@08Houqv-`UxNQZSJv>!KG{dT$d?@Qp4c`lmYxJKQsB)BN zh*b=ss;9kN-nfypivm(0QX3yV9#feZ5lwtMij(+ZJ2jW2o)UF0-ph@4WUpp&rJ0_B zOGW_kv-}95DwBQ`xXqU<^b&nGS`(rv8h!rAeLt0QOL{!mv0>Mj+6f>V0jsui#im<6 zNADaci+P=K1+PG8eF)dku~0GZhC4ZI8nes`nYaq1dKITfqHe0A4Jyoqf_I{;-!7m& zD@k^7k7v4mX$PG9dwZMTz4-Dpsyut;D1_VEPY|P8?5*hyM7&%& zdv`vd)oeA}O9*X9M^#%$qK}U_98iZ^SY1B3b?!|}H1;|IXA7DA@h%*q`fnbBj(=^i ziE(hZ0lPU{TnI_FsApk0(8H^S$&9yhqiDEmRkfe1HK>_d_Z}XML7=p-?YKp4u95(f zTQvYyk<2$jd|9t5>he(l#A;y*e9VMXgZmBEd$ zr?~FZiK;@AUVsyMGp>DXOpFV)7eFGR^d>B*8ojNrg95N(0Yr`sZk)zS`k%A<|L3(5 zso(eC8V{-28neWjkXENxXKJBtt-Xr)a=VN!Tg`nb@BbS&_eIyKEU6d}JCA~Re0Yn*5xxi6SCod;H zfPmPf`eyBa^2i!`ZF>&0og91lW8$OQ;D+Te0c2UiTCqJncM&-o`JtR2Kej%qi7=P& z`sP&RQ?=PmfIL&F8%A*(t!eeaDDwl2FiVcBJ37bfFX1!C@hLR@G8X381O9EWO0brG zJpNBk3Ve-NLLrWIoD6<#0!{!)&qab?TbC$+sNAP5a3mJMll*dk?fh_)>brk>zy)3Z zxQ0TFu>D;74w97Jbk_aMp&9+Se6`azGQS@vZ>g>;9o${2%0eEzYqFMzJ`BYg5lUaHrY(UWtc55z%&>eo?%(XOS1^o4ptFn=#&U4&O!03}LfV%PN$ zRK8hLF3sn~nxhS)?|8|6>M%~70J05z+R0mP+BW4~d%xny!OlwMFk1uOi1}9IlPhnw z<|BFO1ynKjQ*AY{ZN1Aw@^esU{pR+XgF<)pq{O8MqImt?Kq%)lfUB?t=tDVSAN-@4 zYDVNz2i>FNoV}^y2CSlzYp{!5D$iqSR0%YWMt)A%CR~Y8xssbtpA5Z&C)&4oD>&QK z8GSn2EaE&U^LgEtG$psK#JB#^W74&oy(9-~oi(`d$-c5#N#}hE|LxW#JS*I=I22^nli8I&0$fJ9}Etn!{qQP~!TuKXq`WE^h2 zuS#j;JG(-?ZK;npRjO{0sT{w0PiGt_n+;R1XV}rs@%MCVhm~m$s~2$$blcCxhf`gW z{3y+^#h{ito)&bpRsM3^OQ=$)F*>ud1{jr?g8 zkg9N|*sX!3H6nm~SDL|4BGmIcn)sgUvC+uM%-Q|IeFjFO8`+qQDm6Uk=k;Qq+Hwvl zKGKTc@xe>u8wIqQ=uIF#%yC_U`sl>G$KGdkshk?m8{uqR zwLULC+*cmDZMu)6!@Yi~&0g-c^A(#Xm!>?CJ=&BJ10^@(ve&!(_LjJ10!amyMgddr z{t8#zb0rh1O5c9F=nAt;3W-8ShW$` z&PiJy%#A+Q+Plu$La)McQ%Cl!hj#MT*3K=5V{S#Adipu8?j8hYKjOQb^CcXzr~(Ml zjU9|F91&}Ov;=C0AYb(vO=>?G&-Ex)F`UT&#Z^S;uy$Opm$d)A>dVnJK|&68X&JlA zb)|%5m^s7YkdWcw&8EtQg^|}o_HKHby6K}n#87RrtzV39ObDVfkJ{m;wO5u~&@G&k z0?4;6dLX}kvlnk)%0pPfzYVbb?}9CVI!-(SH0ky6rTwEllRV^E;miGuw*F0C`CJ*s z?IGPh0#C%fNIjCVgR&Ywd1vzO7r89{3>P0GfZTkK%PYIrTMp}>aeVL`{}+@W$>{a; z^J25ah!REO5C;)50+x!4C@iJ0HgB?aY1Nc*^pwF@*!h;=9hRuW7*pgFr7GLJg_l?6 z789i&LahlnMLy}ixG*xGhGLQ_<8AB-P<`Krq7$=dCHCFkUL3+lu+WVACl;xr7^0jnJ!-n+IP7*Y5#;n7RKTY$wOl z=ByC&{jIn?IwR1$2RCTu<^qV}idr9hp=d+-C*4`8O4YXoH&wB_Zxm2?+sQ_1)+7`RRCFdm3E7Bpj3TQ(r*Pl3h?vU4of?0vP|r0NZWp9F(q7to3%)w`Fe=eiV6P&>5)d_ z#CX68k4vVZT&l87}e{00@?YLFv=acXLoAXau#53#(ze)0)Yf}>}Li63bT zp=5Aw;yBYrftQw>rlxdQTGd%OH^fxU8LlfW*foCdP!|uh4SFk@vz|9@ySnyFe8!@Lr=MM#J zyJE4Qx%&b<`@t1QDV>w~H+uHgcU?ygTGLUpI@`N^5#m2QDvQe1@gLJM(~d+b zql0x>4h{l{&^Ou!0VLlwv%`)7UTKmq`@)|=pBN{AxZfzHeUc(CF#^T0PXv&&>}b+u zUe;tzbe5}qZ2?0dGho|-(^nq3z9Wx_pQ1jLpQR35wSJ2)73e%;gjbj}WK*msx z$Zz0(75>h}(enh546nU-II{xOAu!&^#2FJYjd^m_xo4SYfu{mU0Gy->f-ghNx1O<% z>e9Y2H9b)^$J)egr{9L&M1|-tAhc?b_B^K)vT<3UULRL72hr7(pFrND!{V)jUIpc? zd@BP?d?MpK@Lle|g=9KlK z=z;cL3mcJqc9h9V&KT`B+y%5g-s=ZEz?AS!)%xQS9xNqsrMVI{&x<1#A9HVlRd>!a z#3NnlJ++bKz>95*P4lm+St+8Z*arr9Q@T4NJHD=LAX)R0#rn{e3~BS}@fmSl*at-! z#XGSS05t{<4Ndlq!waA(B!E1`*nzV@Jn-7z0UV{`4xJW23T^OERIZzZUe}RKfYPh8 zcn{ByW zh=Ipw`Aq;{2|HHK@9ITs_|ubGB4oc7IbYkH_hyq!@Sca7C!oe1D1}@4ZM9ya*e-o& z=!%$>;X+6u$IRJ5d!Xurh?(RX@%7?LJj4SUOp|LxDQN4rL4>mLwX!fpe?J35w?MDF zR{2Lhf$H5+B@1!7_1{v#flA+1M6PymCvXPirp%02bgyu^A z(#8D)*8YB+HN{LVUWAFd=T7k+9KXYMTiD>miL-%d+K<+vjoCu6y{Wd#pBBiI4FWTvhj0k#v-;Ih9bVa#A@KDQCE>B z+nbUkT81@okB@zIHu&mzzB3x6xUVdYz#4es??vL*vn1#xYGXURM-26dNjay!vrYD5 zkSJ9y2JQ+((3>n~CV#&F&OR7BI}Tm2#Kho&49@QoK>VWTN6CvfPjbw}RIC6u-=m9u zR$Bb!Ywk0)EInqX()r|(CL)WLRV{$vkEmmutnn0)P~0dN3`9h%$ zdeC5Xw3+Gx+!#$@2R!g-!dfN*#G22TB&HvL@#*^3W97w}Y5pZz&WzQz^yv zF;zIKWg;tP)ZuMDFP^JA;&Z!qk$?3U$i$1eohKwCctv~>hP^S-Ds|2Rlqt-)_|n-{ zkDajhN-Kwy`PRXo8lN9NcXXcQdsM8uu2~|`^W9dC{1&{`6Ad_cF*#!(4mni zeb9LCqnf8fn_dT5wYUEQ4d`)fcUJ&T*iSWdIB~SaWXxMJQ2Oy(4*ZF)zka~IT#fN} zV2hcPXea42cvuoU1qNGVJi3~nA0z7tu`T0pLfgnC%m^= zwwBUYd10#p2-{8)qxCO|wLhoTgeKw7Vd9KW*u(VuwQ$I^I&m2AbmMnrrhO2N-_|5y z{8s7I`}8YC3Mr4@qs8e{c&^U-pTh?kE}=I=tr)?xd2Qlt+ohy_j92Att2ut{+g=d` zWRLF!;VP8GJXX7fbIKoAn*s$K0<&CGphbZ3r-n2dnsRje9xv$ur^gTLd2-m5l`a2ChXwiz zx0c9Nj?jDogplnh!*Sx) z=4HzKGvf~qwYtc zK0Am-X+;&s*#BjaBToNcUTz*rxRU8#9L( z5#Vr(D*9s(KH_&F;m&}@s1%=jkg(dBxP*U}ct4hN*ls8E=RuD>+#XzADZD?I$yFpr z@B`aKajSj16BvmU+-%E-oeI@yc2O(V&q+lG;?)iGk`eqfEYW_09!>K?4Zi6rRKy;W zRjuz-=R;ZtPxrO1;HrP+Agf!}j^%JJ=}?i)qp3|c<}C!vV1kZnQ^`rA9X1f^ji*s z&s?JM2;5b$Wn5mrg{L;NiJ4n+l|I8oFi_+E{)*mTL;33gJ$5iUd4#yE(H~K#nX-O3 zK?pYvI$4|8btFUtPnbzefq~=kombA@7_MrgPNe^85LfO-t8cQ%y+rOslipuLFZ0Xa zho0mjZgvV3X`x|>F@E}KredEX{y;u39Zww2e6E3;8oP|e4Gxk!%Rg;+b?!9yNnlYU zk0|ZCmZK#~t`R^MQGm+d-u2%wm;aWi1G;}8{=1hLZ!$Ei$V5KHcF3uO>j)shMNG%7 zQQR zhkM8GR@xMk*?)T?f)AM4l5&YLq(itj+%Z6{3Bd?ud(D~A_RKIX4*4uMH-WDWMuSP4X>uWYKV>#i zJ9C=zT>z;o{}f|(Dc;q5F?ZA@vF>GHD?GWil=&vK70~&#bw)iEN7Z^uyhL9|!adgB zPbRx;#=5GtfwB1aWeZQ_z;4}7*^4t#nUhb`CgG}~n=N=e{qKD5aFrYsbU(Ray`h#Y zs}k$QZ9DZh){E)~XU6Dvy9)ibtji{N=NQQzF0yb5yLLwEl>qYUk~?c%jtVm)rWxej zAqDefx87NQ_F1)F?C$;m>ZTQU1HaD$tTiZeWBY|HVfRqb;)s0H5mqkYZn&c&o^shUr+V6I=@rG&!2C@#28bMIiL!E{D^#_wPC= z4xL#aaYlHgM{G{-(~zT^txC1Wp7}C{(YUuharpA}Ys!STn~X5>Z(MsxiX8`ik8l67 zS;lGyboNaJ(VIUdG-U~DM7aWp9!p7_$AmW~f)gyAZ@vV(-h&&B;eA+cB1Hj&bJ5B_ z9B!U~E2v}KP^#FDFkbK|4&u-9=eK}=LmNJ;Uwn+&feZzcpE0ao-A50|Ft_K25O1`ki8%v)DoB5@bE3m z^QAYxf=5x@Ur3a%ei#7NJwGz(9OFofw@d;qK%+!e4SbXBxKw^mzi2tED?I?`kYPjo z^y{b+c(f~J-7ET`ohb$aNa>DjV-rRzXt5aL(Wpn#q$r0 z)5!-|KFsq^@WM0qL-~$=c3;{$-PU7dN5l9nw3f4DnekrA*t70cWG7QyuIl3jK9;Bf z1%<~wME5NjYx5UWiM;(O`&8^PlKn?;?6a_#|FcF5wAF}`yf>jK=s&&-GNoHNpH-m5<{7>`VnfC@9 zRBiw$Jl+T{;>RFR=O};ey?zLR(S?6D!2aOke>%p3*Q2J%U<~>3TZIS<-TQFVF)%#= zGUG`B1i{Oi8=GM&%Gt1;FaH%ns$Tzs5CP-_@0|eB&UK=Ot-&L1!3#0?4V?d{c`%xO|6tP&Nj< z^ONI#5LO$*m2(`q8RQ-H>ROUh!hjCnr4+34qbYrh_&L=&2Y1>^sHJYvEmP)|i#p3D z5!pud!8*rJ9FZHMEJ`jB=hko*o>E0;+4JNhIBL-|O1EvIi1t95=gHp|sw4A&{a3VJ z3wRT$bTJ_jrQ618{2>%egDX*ia|*=6M~3lAxb6@{LnKBPb%@^}YEm_Jd&pyc0x^!u z#u(YNmOUb~`1^csijy`)@PGd5P+};XRNqf{GlfpeDJV&%ze2w4gINdc=Vh0pzLU&KYL1^QAV<2U%j4T7O$|)&Y#N46zzjLkBR9 zLGM>zrU@X@UX{vIg#I8S4?EfhqMuB2$z{8=dWUZ(#+Haz=t>2o-E>cU_O5TGMaFzW zXF4P2S;|g&N>-{_TzL`wc@(
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(loss_list)\n", + "plt.title(\"Distillation QNN trainin\")\n", + "plt.xlabel(\"Training Iterations\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1152edd7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Compaqt/network_distillation_AE_model_histogram.ipynb b/Compaqt/network_distillation_AE_model_histogram.ipynb new file mode 100644 index 0000000..a6d73ac --- /dev/null +++ b/Compaqt/network_distillation_AE_model_histogram.ipynb @@ -0,0 +1,205 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "id": "daae30bb", + "metadata": {}, + "outputs": [], + "source": [ + "# General Imports\n", + "import numpy as np\n", + "\n", + "# Visualisation Imports\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Scikit Imports\n", + "from sklearn import datasets\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.svm import SVC\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", + "\n", + "# Qiskit Imports\n", + "from qiskit import Aer, execute\n", + "from qiskit.circuit import QuantumCircuit, Parameter, ParameterVector\n", + "from qiskit.circuit.library import PauliFeatureMap, ZFeatureMap, ZZFeatureMap\n", + "from qiskit.circuit.library import TwoLocal, NLocal, RealAmplitudes, EfficientSU2\n", + "from qiskit.circuit.library import HGate, RXGate, RYGate, RZGate, CXGate, CRXGate, CRZGate\n", + "from qiskit.opflow import StateFn, PauliSumOp, AerPauliExpectation, ListOp, Gradient\n", + "from qiskit_machine_learning.kernels import QuantumKernel\n", + "\n", + "from qiskit.utils import QuantumInstance, algorithm_globals\n", + "from qiskit_machine_learning.neural_networks import CircuitQNN" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "10f3cd91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ┌──────────┐ ░ ░ ┌──────────┐ ░ ░ ┌──────────┐\n", + "q_0: ┤ Ry(θ[0]) ├─░───■────────░─┤ Ry(θ[3]) ├─░───■────────░─┤ Ry(θ[6]) ├\n", + " ├──────────┤ ░ ┌─┴─┐ ░ ├──────────┤ ░ ┌─┴─┐ ░ ├──────────┤\n", + "q_1: ┤ Ry(θ[1]) ├─░─┤ X ├──■───░─┤ Ry(θ[4]) ├─░─┤ X ├──■───░─┤ Ry(θ[7]) ├\n", + " ├──────────┤ ░ └───┘┌─┴─┐ ░ ├──────────┤ ░ └───┘┌─┴─┐ ░ ├──────────┤\n", + "q_2: ┤ Ry(θ[2]) ├─░──────┤ X ├─░─┤ Ry(θ[5]) ├─░──────┤ X ├─░─┤ Ry(θ[8]) ├\n", + " └──────────┘ ░ └───┘ ░ └──────────┘ ░ └───┘ ░ └──────────┘\n" + ] + } + ], + "source": [ + "# Construct teacher and student networks\n", + "\n", + "from qiskit.circuit.library import RealAmplitudes\n", + "\n", + "def student_network_builder(num_qubits):\n", + " circuit = TwoLocal(num_qubits=num_qubits, reps=2, entanglement_blocks='cx', entanglement='linear', rotation_blocks=['ry'], insert_barriers=True).decompose()\n", + " \n", + " return circuit\n", + "\n", + "student_network = student_network_builder(3)\n", + "print(student_network)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "af756cd4", + "metadata": {}, + "source": [ + "# Student Circuit validate" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b9c63873", + "metadata": {}, + "outputs": [], + "source": [ + "weights = [ 2.8131, -0.6038, -1.5985, 0.1035, -3.0277, -0.0254, -0.0591, -1.3483,\n", + " 1.5391]" + ] + }, + { + "cell_type": "markdown", + "id": "201540f7", + "metadata": {}, + "source": [ + "# Test histogram" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "24f7ee43", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "dd54f992", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qc3 = QuantumCircuit(3)\n", + "qc=qc3.compose(student_network)\n", + "qc.assign_parameters(weights, inplace=True)\n", + "\n", + "qc.measure_all()\n", + "qc.decompose().draw(output='mpl')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c9f00715", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'001': 608, '101': 1, '010': 2, '000': 38, '011': 375}\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHHCAYAAAAveOlqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAABTPUlEQVR4nO3deXxOV+LH8e/NQgiJ2PeglnQhUXu0iC3GrlrRzTIdzLTVdpjOlKmtC9XqVKe0RrWq1QU1NZ1aQq1VsbSllrEERYKQUIlkyPac3x9+ecYjCYnsuZ/36+XFc+557j3HeW7yfe5yrmWMMQIAAIBtuBV1AwAAAFC4CIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJvxKOoGlGYOh0NnzpxRxYoVZVlWUTcHAACUYsYYXb58WbVr15ab282P8REAC9CZM2dUr169om4GAACwkaioKNWtW/emdQiABahixYqSrg2Ej49PEbcGAACUZgkJCapXr54zf9wMAbAAZZz29fHxIQACAIBCkZPLzrgJBAAAwGYIgAAAADZDAAQAALAZAiAAAIDNEAABAABshgAIAABgMwRAAAAAmyEAAgAA2AwBEAAAwGYIgAAAADZDAAQAALAZAiAAAIDNEAABAABshgAIAABgMwRAAAAAmyEAAgAA2AwBEAAAwGYIgAAAADZDAAQAALAZAiAAAIDNEAABAABshgAIAABgMwRAAAAAmyEAAgAA2AwBEAAAwGYIgAAAADZDAAQAALAZAiAAAIDNEAABAABshgAIAABgMwRAAAAAmyEAAgAA2AwBEAAAwGYIgEAxNnfuXDVo0EBeXl5q166ddu7cmW3djz76SJZlufzx8vJyqXPu3DmNGDFCtWvXVvny5dWrVy9FRkZmuT5jjH7zm9/IsiytWLEiP7sFAChiBECgmFqyZInGjRunKVOm6KefflJgYKBCQ0N1/vz5bN/j4+Ojs2fPOv+cPHnSucwYo4EDB+r48eP617/+pd27d8vf31/du3dXUlJSpnXNnj1blmUVSN8AAEWLAAgUU3/72980atQojRw5UnfddZfmzZun8uXL68MPP8z2PZZlqWbNms4/NWrUcC6LjIzU9u3b9d5776lNmzZq1qyZ3nvvPV25ckWff/65y3r27NmjN99886bbAgCUXARAoBhKSUnRjz/+qO7duzvL3Nzc1L17d0VERGT7vsTERPn7+6tevXoaMGCADhw44FyWnJwsSS6nhd3c3FS2bFlt3brVWfbf//5XjzzyiObOnauaNWvmZ7cAAMUEARAohuLi4pSenu5yBE+SatSooZiYmCzf06xZM3344Yf617/+pcWLF8vhcCg4OFjR0dGSpICAANWvX18TJkzQr7/+qpSUFM2cOVPR0dE6e/ascz1//OMfFRwcrAEDBhRcBwEARcqjqBsAIH906NBBHTp0cL4ODg7WnXfeqX/84x96+eWX5enpqX/+85964oknVLlyZbm7u6t79+76zW9+I2OMJOnrr7/Whg0btHv37qLqBgCgEHAEECiGqlatKnd3d507d86l/Ny5czk+Levp6amWLVvq6NGjzrJWrVppz549unTpks6ePas1a9bowoULatSokSRpw4YNOnbsmCpVqiQPDw95eFz7jjh48GB16dIlfzoHAChyBECgGCpTpoxatWql9evXO8scDofWr1/vcpTvZtLT07Vv3z7VqlUr0zJfX19Vq1ZNkZGR+uGHH5yne1944QXt3btXe/bscf6RpLfeeksLFy7Me8cAAMUCp4CBYmrcuHEaPny4WrdurbZt22r27NlKSkrSyJEjJUnDhg1TnTp1NGPGDEnSSy+9pPbt26tx48a6dOmS3njjDZ08eVK/+93vnOtctmyZqlWrpvr162vfvn169tlnNXDgQPXs2VOSnHcP36h+/fpq2LBhIfQaAFAYCIBAMRUWFqbY2FhNnjxZMTExCgoK0po1a5w3hpw6dUpubv87iP/rr79q1KhRiomJkZ+fn1q1aqVt27bprrvuctY5e/asxo0bp3PnzqlWrVoaNmyYJk2aVOh9AwAULctkXP2NfJeQkCBfX1/Fx8fLx8enqJsDAABKsdzkDq4BBAAAsBkCIAAAgM0QAAEAAGyGAAgAAGAzBEAAAACbIQACAADYDAEQAADAZgiAAAAANlNsA+CuXbvUu3dvVapUSd7e3mrfvr2WLl2a6/WcP39ef/zjH9WkSRN5eXmpSpUq6tChg957770s64eHh6tz586qWLGifHx8FBIS4vI8VgAAgJKuWD4JZOPGjQoNDZWXl5eGDh2qihUravny5Tp58qRmzZql8ePH52g9e/bsUc+ePfXrr7+qT58+uvPOO5WYmKiDBw+qTJkyWrVqlUv9xYsX6/HHH1e1atUUFhYmSVqyZIni4uK0dOlSPfjgg7nqB08CAQAAhSU3uaPYBcC0tDQFBAQoOjpa27dvV1BQkCQpPj5ebdu21YkTJ3TkyBH5+/vfdD0JCQlq3ry5rly5om+//VYtWrTItB0Pj/89CvnXX39Vo0aN5OHhod27d6tu3bqSpOjoaLVs2VKSdPz4cVWsWDHHfSEAAgCAwlKiHwW3YcMGHTt2TI888ogz/EmSr6+vJk6cqJSUFC1atOiW63n33Xd16tQpvfbaa5nCnySX8CdJy5Yt06VLlzR27Fhn+JOkunXr6umnn1ZcXJy++uqr2+8YAABAMVHsAuCmTZskST179sy0LDQ0VJK0efPmW65nyZIlsixLgwcP1uHDh/XOO+/o9ddf19dff62UlJQC2y4AAEBx53HrKoUrMjJSktSkSZNMy2rWrKkKFSo462QnJSVF+/btU7Vq1fTOO+9oypQpcjgczuWNGjXSihUr1Lx58xxtN6PsVttNTk5WcnKy83VCQoIkKTU1VampqZIkNzc3ubu7Kz093aVNGeVpaWm6/qy8u7u73Nzcsi3PWG+GjCObaWlpOSr39PSUw+FQenq6s8yyLHl4eGRbnl3b6RN9ok/0iT7RJ/pUdH3KjWIXAOPj4yVdO+WbFR8fH2ed7Fy8eFHp6em6cOGCXnrpJb3++ut6/PHHlZqaqn/84x965ZVX1K9fPx06dEheXl633G7GefRbbXfGjBmaNm1apvK1a9eqfPnykqT69eurZcuW2rt3r06dOuWs06xZMwUEBGjnzp2KjY11lgcFBcnf319btmzR5cuXneUdOnRQ9erVtXbtWpcPWEhIiMqVK5fpBpfevXvrypUr2rhxo7PMw8NDffr0UVxcnCIiIpzlFStWVNeuXRUVFaU9e/Y4y6tVq6bg4GBFRkbq8OHDznL6RJ/oE32iT/SJPhV9n2rXrq2cKnY3gfTs2VPr1q1TZGSkGjdunGl5nTp1lJiYeNMwdubMGdWpU0eS9Oyzz2r27Nkuy8PCwrR06VJ98skneuyxxyRJTZs2VWRkpFJTUzNdH5iamqoyZcqoRYsW+vnnn7PdblZHAOvVq6e4uDhniLTbtxH6RJ/oE32iT/SJPhVOn5KSknJ8E0ixOwKYcQQuu4CXkJAgPz+/HK1Dkvr3759pef/+/bV06VL98MMPzgB4/XarVKmSaZs3rjcrZcuWVdmyZTOVe3p6ytPT06XM3d1d7u7umereGD5vVX7jem+n3M3NLctDx9mVZ9d2+kSfcltOn+iTRJ+ya2Nuy+kTfcqNYhcAr7/erlWrVi7LYmJilJiYqLZt2950Hd7e3qpTp45Onz6tSpUqZVqeUXblyhWX7f7www+KjIzMFABvdn0gcDtGzS7qFhSc958r6hYAAG6l2N0F3LlzZ0nXrpu7UXh4uEudm+natask6T//+U+mZRllDRo0yPftAgAAFHfF7hrAtLQ0NWvWTKdPn852IujDhw87w9vZs2cVHx+vWrVquZyi3bZtmzp27Ki7775bW7dudR71i4mJUevWrXX27FkdPHhQTZs2lXRtIuiGDRvK09OTiaBR4DgCCADIbyV6ImgPDw8tWLBADodDnTp10ujRozV+/HgFBgbqyJEjmj59usuRuwkTJujOO+/MNElzcHCwxo0bpwMHDqhFixZ66qmnNHr0aAUGBur06dN65ZVXnOFPkvz8/DRnzhzFxcXp3nvv1dixYzV27Fjde++9unDhgt59991chT8AAIDiqthdAyhdu61669atmjJlipYsWaLU1FQ1b95cM2fOdD6jNyfefPNNNW/eXHPnztVHH30ky7LUsmVLzZs3T4MGDcpU/7HHHlPVqlU1ffp0LVy4UJZlqVWrVnrxxRfVvXv3/OwiAABAkSl2p4BLE04BIzucAgYA5LcSfQoYAAAABYsACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDPFNgDu2rVLvXv3VqVKleTt7a327dtr6dKlt72+X3/9VXXq1JFlWerVq1eWdSzLyvbPiBEjbnvbAAAAxYlHQaz0xIkTWrdunby8vDRo0CBVqFAhV+/fuHGjQkND5eXlpaFDh6pixYpavny5wsLCFBUVpfHjx+e6TU8//bTi4+NvWc/f3z/LsBcUFJTrbQIAABRHljHG3O6bp0+frvfff18//fST/Pz8JEmbNm1S3759deXKFUnSHXfcoe3bt6ty5co5WmdaWpoCAgIUHR2t7du3O4NXfHy82rZtqxMnTujIkSPy9/fPcTuXL1+uBx98UHPmzNHTTz+t0NBQrVmzJlM9y7LUuXNnbdq0KcfrvpmEhAT5+voqPj5ePj4++bJOlA6jZhd1CwrO+88VdQsAwJ5ykzvydAp4xYoVatCggTP8SdJf/vIXORwOTZs2TX/4wx909OhRzZ49O8fr3LBhg44dO6ZHHnnE5aibr6+vJk6cqJSUFC1atCjH64uNjdUf/vAHPf744+rTp0+O3wcAAFBa5ekU8IkTJ/TQQw85X585c0a7du3S+PHj9eKLL0qSDh8+rK+++kovvfRSjtaZcfStZ8+emZaFhoZKkjZv3pzjNv7+97+Xu7u73n777RydAr506ZLmz5+vuLg4Va5cWR07dlTz5s1zvD0AAIDiLk8BMCEhQZUqVXK+3rJliyzLUr9+/Zxl9957r+bNm5fjdUZGRkqSmjRpkmlZzZo1VaFCBWedW1m8eLH++c9/asWKFfLz88tRAPz55581ZswYl7JevXpp0aJFql69+k3fm5ycrOTkZOfrhIQESVJqaqpSU1MlSW5ubnJ3d1d6erocDoezbkZ5Wlqarj8r7+7uLjc3t2zLM9abwcPj2pCmpaXlqNzT01MOh0Pp6enOMsuy5OHhkW15dm2nTznvk+Sp0iqn41cSxqk0fvboE32iT6W3T7mRpwBYo0YNnTx50vl63bp1Klu2rNq1a+csu3r1qizLyvE6M0Kar69vlst9fHxyFOTOnDmjZ555Rg8//LAGDBiQo22PHz9egwcPVtOmTVWmTBnt379fL7/8slavXq2+ffsqIiJC7u7u2b5/xowZmjZtWqbytWvXqnz58pKk+vXrq2XLltq7d69OnTrlrNOsWTMFBARo586dio2NdZYHBQXJ399fW7Zs0eXLl53lHTp0UPXq1bV27VqXD1hISIjKlSunVatWubShd+/eunLlijZu3Ogs8/DwUJ8+fRQXF6eIiAhnecWKFdW1a1dFRUVpz549zvJq1aopODhYkZGROnz4sLOcPuW+T1LOPpMlUWkap9L42aNP9Ik+ld4+1a5dWzmVp5tAHnzwQYWHh+vzzz+Xl5eXBg4cqM6dO2vlypXOOv3799fRo0f1n//8J0fr7Nmzp9atW6fIyEg1btw40/I6deooMTHxliGwd+/e+vHHH3XgwAFVrVpV0rVT1g0bNsz2JpCsOBwOde3aVZs3b9by5cv1wAMPZFs3qyOA9erVU1xcnPNiTLt9G6FPWffpybml9wjgu09xBJA+0Sf6RJ+Kok9JSUk5vgkkT0cAJ06cqJUrVzqPsFmWpYkTJzqXJycna8uWLRo0aFCO15lx5C+7gJeQkOBy00lWFi1apNWrV2vZsmXO8He73NzcNGrUKG3evFnff//9TQNg2bJlVbZs2Uzlnp6e8vR0/YXv7u6e5dHEjA9NTstvXO/tlLu5uWV56Di78uzaTp9y36fSqDSOE32iT/SJPmXXxtyWF3SfcipPAfDee+/V9u3b9cknn0iShgwZorZt2zqX7969WyEhIXrkkUdyvM6Ma/8iIyPVqlUrl2UxMTFKTEx02UZWdu/eLUkuN6hcLzw8XJZlKTAw0OVwa3YyQmRSUtIt6wIAABR3eZ4IOjAwUIGBgVkua9++vb766qtcra9z586aMWOG1q5dq6FDh7osCw8Pd9a5mQ4dOigxMTFTeWJiopYsWaK6desqNDRU9evXz1GbduzYIUlq0KBBjuoDAAAUZ3m6BvB6iYmJOnLkiJKSknT//fff9nrS0tLUrFkznT59OtuJoA8fPuwMY2fPnlV8fLxq1aqV7Y0jGW52DeC+ffsUEBCQ6XDttm3b1KNHD6WmpurgwYO64447ctwXJoJGdpgIGgCQ3wptImjpWqgaMGCA/Pz81KZNG4WEhDiXff/997rrrrty9WQNDw8PLViwQA6HQ506ddLo0aM1fvx4BQYG6siRI5o+fbrLkbgJEybozjvvzPWRxhu9+eabql27tgYNGqRnnnlG48ePV69evXTffffp6tWr+vvf/56r8AcAAFBc5ekU8KlTp9S+fXtduHBBAwYMUExMjMutze3atVNcXJw+//xzdenSJcfrDQkJ0datWzVlyhQtWbJEqampat68uWbOnKmwsLC8NDlbAwYM0KVLl/Tzzz9r3bp1SklJUc2aNTV06FA999xzt7zuEAAAoKTI0yngkSNH6rPPPtPGjRsVHBysadOm6aWXXnK5jXnw4ME6fPiw9u/fny8NLkk4BYzscAoYAJDfCu0UcHh4uAYNGqTg4OBs6/j7++v06dN52QwAAADyUZ4C4MWLF295Z6wxxmVyZAAAABStPAXAGjVq3PK5vPv27cvxdCsAAAAoeHkKgD169NA333yjvXv3Zrn8u+++04YNG9S7d++8bAYAAAD5KE8B8MUXX1S5cuXUqVMnvfrqqzp69KgkafXq1Zo0aZJ69eqlqlWr6vnnn8+XxgIAACDv8jQNTIMGDRQeHq6hQ4dq0qRJsixLxhj17dtXxhjVr19fX375pWrVqpVf7QUAAEAe5flRcO3atVNkZKT+/e9/a8eOHbp48aJ8fHzUrl07DRgwQGXKlMmPdgIAACCf5DkAStee3jFo0CANGjQoP1YHAACAApTnR8EBAACgZMnVEcCPP/5YkjRo0CBVrFjR+Tonhg0blruWAQAAoEDk6lFwbm5usixLBw8eVNOmTZ2vb8YYI8uyXB4PZxc8Cg7Z4VFwAID8lpvckasjgB9++KEsy3Le1btw4cLbbyUAAACKRK4C4IgRI1xeDx8+PD/bAgAAgEKQp5tAtmzZolOnTt20TlRUlLZs2ZKXzQAAACAf5SkAhoSE6KOPPrppnY8//lghISF52QwAAAVu7ty5atCggby8vNSuXTvt3Lkz27r//Oc/1bp1a1WqVEne3t4KCgrSJ598kqnewYMH1b9/f/n6+srb21tt2rTJdOAkIiJCXbt2lbe3t3x8fNSpUydduXIl3/sHXC9PATAn9484HI5b3igCAEBRWrJkicaNG6cpU6bop59+UmBgoEJDQ3X+/Pks61euXFl//etfFRERob1792rkyJEaOXKkwsPDnXWOHTum++67TwEBAdq0aZP27t2rSZMmycvLy1knIiJCvXr1Us+ePbVz507t2rVLTz/9tNzcmKUNBStXdwHfyM3NTVOnTtXkyZOzrTNs2DCtXLlSFy5cuN3NlFjcBYzscBcwULy0a9dObdq00Zw5cyRdO3hRr149jR07Vi+88EKO1nHvvfeqT58+evnllyVJQ4cOlaenZ5ZHBjO0b99ePXr0cL4HyIsCuwtYkn7729+6vF6xYoVOnDiRqV56errz+r/f/OY3ud0MAACFIiUlRT/++KMmTJjgLHNzc1P37t0VERFxy/cbY7RhwwYdPnxYM2fOlHQtQK5cuVJ//vOfFRoaqt27d6thw4aaMGGCBg4cKEk6f/68duzYoUcffVTBwcE6duyYAgIC9Oqrr+q+++4rkL4CGXIdAK+/5s+yLO3Zs0d79uzJsq5lWWrTpo3eeuut220fAAAFKi4uTunp6apRo4ZLeY0aNXTo0KFs3xcfH686deooOTlZ7u7uevfdd9WjRw9J18JdYmKiXnvtNb3yyiuaOXOm1qxZowceeEAbN25U586ddfz4cUnS1KlTNWvWLAUFBenjjz9Wt27dtH//fjVp0qTgOg3by3UA/OWXXyRd+8bTqFEjPffcc3r22Wcz1XN3d5efn5+8vb3z3koAAIqZihUras+ePUpMTNT69es1btw4NWrUSF26dJHD4ZAkDRgwQH/84x8lSUFBQdq2bZvmzZunzp07O+uMGTNGI0eOlCS1bNlS69ev14cffqgZM2YUTcdgC7kOgP7+/s5/L1y4UEFBQS5lAACUJFWrVpW7u7vOnTvnUn7u3DnVrFkz2/e5ubmpcePGkq6Fu4MHD2rGjBnq0qWLqlatKg8PD911110u77nzzju1detWSXI+VCGrOreaYg3IqzzdZjR8+HAFBgbmV1sAACh0ZcqUUatWrbR+/XpnmcPh0Pr169WhQ4ccr8fhcCg5Odm5zjZt2ujw4cMudY4cOeI8aNKgQQPVrl37pnWAgpKrI4AZEzq3bdtWXl5euZrguVOnTrlrGQAAhWTcuHEaPny4WrdurbZt22r27NlKSkpynpodNmyY6tSp4zwtO2PGDLVu3Vp33HGHkpOTtWrVKn3yySd67733nOt8/vnnFRYWpk6dOikkJERr1qzRv//9b23atEnStevkn3/+eU2ZMkWBgYEKCgrSokWLdOjQIX355ZeF/n8Ae8lVAOzSpYssy9LBgwfVtGlT5+ucSE9Pv60GAgBQ0MLCwhQbG6vJkycrJiZGQUFBWrNmjfPGkFOnTrnMzZeUlKQnn3xS0dHRKleunAICArR48WKFhYU56wwaNEjz5s3TjBkz9Mwzz6hZs2Zavny5yx2+zz33nK5evao//vGPunjxogIDA7Vu3Trdcccdhdd52FKu5gGcOnWqLMvS2LFjVblyZefrnJgyZcptN7KkYh5AZId5AAEA+a3A5gGcOnXqTV8DAACg+ONZMwAAADZDAAQAALCZXJ0C7tq1621txLIsl9vrAQAAUHRyFQAzbl3PrZzeKAIAAICCl6sAmPHYGgAAAJRcXAMIAABgMwRAAAAAm+FRcAAAADbDo+AAAABsJlcBcPLkybIsS1WrVnV5DQAAgJKDR8EBAEotnrsNZI2bQAAAAGwmV0cAs5OcnKxVq1Zp9+7dio+Pl6+vr1q2bKnevXurbNmy+bEJAAAA5JM8B8Cvv/5ao0ePVmxsrIwxznLLslS9enXNnz9f/fr1y+tmAAAAkE/yFADXr1+vwYMHy93dXb/97W91//33q0aNGjp37py2bNmixYsX64EHHlB4ePhtP0cYAAAA+StPAXDKlCkqV66ctm3bpnvuucdl2bBhw/TMM8+oY8eOmjJlCgEQAACgmMjTTSC7d+9WWFhYpvCXoUWLFhoyZIh++umnvGwGAAAA+ShPAbB8+fKqVq3aTetUr15d5cuXz8tmAAAAkI/yFAC7d++ub7/99qZ1vv32W/Xo0SMvmwEAAEA+ylMAnDVrls6fP69hw4YpKirKZVlUVJQef/xxxcXFadasWXlqJAAAAPJPrm4CyepGDj8/P3366af64osvVL9+feddwKdOnVJ6erpatGihxx9/XOvXr8+3RgMAAOD25SoAbtq0KdtlaWlpOn78uI4fP+5S/vPPP/O8YAAAgGIkVwHQ4XAUVDsAAABQSHgWMAAAgM0QAAEAAGwmz88ClqTo6Ght3LhRZ86cUXJycqbllmVp0qRJ+bEpAAAA5FGeA+Dzzz+vt99+W+np6c4yY4zzxo+MfxMAAQAAioc8nQJ+//339eabbyokJERffvmljDEaPny4Pv/8c/3+97+Xh4eHHnroIW3YsCG/2gsAAIA8ytMRwPnz56tBgwZavXq13NyuZckGDRooLCxMYWFhGjJkiHr06KGHHnooXxoLAACAvMvTEcBDhw6pV69ezvAnXZsPMEPnzp3Vp08fngQCAABQjOT5LuBKlSo5/+3t7a0LFy64LG/WrJkOHDiQ180AAAAgn+QpANapU0fR0dHO13fccYd27NjhUmf//v3y9vbOy2YAAACQj/IUADt27Kjt27c7Xw8YMEC7d+/WmDFjtHLlSk2YMEGrV69Wp06d8txQAAAA5I883QTy+OOP68yZMzp58qT8/f31/PPP65tvvtH777+vBQsWyBijBg0a6I033siv9gIAACCP8hQAu3Tpoi5dujhfV6hQQdu3b9e//vUvHTt2TP7+/urXrx+ngAEAAIqRfHkSyPU8PT314IMP5vdqAQAAkE/yLQBeuHBBP//8s+Lj4+Xr66vAwEBVqVIlv1YPAACAfJLnAHjixAk9++yzWrlypYwxznLLstS3b1/Nnj1bDRo0yOtmAAAAkE/yFACPHTumjh076vz582rSpIk6duyoGjVq6Ny5c9q2bZu+/vprbd++Xdu2bVOjRo3yq80AAADIgzwFwL/85S+KjY3VvHnzNGrUKFmW5VxmjNH8+fP15JNP6i9/+YuWLVuW58YCAAAg7/I0D+D69evVv39/jR492iX8SddOAY8ZM0Z9+/bVt99+m+t179q1S71791alSpXk7e2t9u3ba+nSpTl+/+rVqzV06FAFBASoUqVKKl++vAICAvTEE0/oyJEj2b4vPDxcnTt3VsWKFeXj46OQkBCtX78+1+0HAAAorvIUANPT03X33XfftM4999yj9PT0XK1348aN6tixo7Zu3aohQ4bo97//vWJiYhQWFqY333wzR+tYtWqVtm/frsDAQI0cOVJPP/20mjRpokWLFqlFixbasGFDpvcsXrxYvXr10sGDBzVixAgNHz5cBw4cUI8ePfTll1/mqg8AAADFlWWuv3Mjl7p06SI/Pz999dVX2dYZOHCgEhISsgxcWUlLS1NAQICio6O1fft2BQUFSZLi4+PVtm1bnThxQkeOHJG/v/9N13P16lV5eXllKl+/fr26d++u1q1ba9euXc7yX3/9VY0aNZKHh4d2796tunXrSpKio6PVsmVLSdLx48dVsWLFHPVDkhISEuTr66v4+Hj5+Pjk+H0o/UbNLuoWFJz3nyvqFgD/w74GO8lN7sjTEcBXX31Vq1ev1oIFC7JcPn/+fIWHh+uVV17J8To3bNigY8eO6ZFHHnGGP0ny9fXVxIkTlZKSokWLFt1yPVmFP0nq1q2b/Pz8dPToUZfyZcuW6dKlSxo7dqwz/ElS3bp19fTTTysuLu6mQRcAAKCkyNVNIC+99FKmspCQEI0ZM0Zvvvmmy13A33//vY4cOaLQ0FCtX79ewcHBOdrGpk2bJEk9e/bMtCw0NFSStHnz5tw020VERIR+/fVX3Xfffbna7tSpU7V582YNGzbstrcNAABQHOQqAE6dOjXbZYcPH9bhw4czla9Zs0bh4eGaNGlSjrYRGRkpSWrSpEmmZTVr1lSFChWcdXJi7dq12rZtm5KTkxUZGalvvvlGVatW1VtvvZXj7WaU3Wq7ycnJSk5Odr5OSEiQJKWmpio1NVWS5ObmJnd3d6Wnp8vhcDjrZpSnpaW5zKfo7u4uNze3bMsz1pvBw+PakKalpeWo3NPTUw6Hw+U6Tcuy5OHhkW15dm2nTznvk+Sp0iqn41cSxqk0fvbs1yfXGxRLk+v/H0r+OJXGz17h9yk3chUAN27cmKuV3474+HhJ1075ZsXHx8dZJyfWrl3rcuNI48aN9cUXX6hVq1Y53m7GefRbbXfGjBmaNm1alm0oX768JKl+/fpq2bKl9u7dq1OnTjnrNGvWTAEBAdq5c6diY2Od5UFBQfL399eWLVt0+fJlZ3mHDh1UvXp1rV271uUDFhISonLlymnVqlUubejdu7euXLniMoYeHh7q06eP4uLiFBER4SyvWLGiunbtqqioKO3Zs8dZXq1aNQUHBysyMtIl7NOn3PdJGqDSqjSNU2n87NmtT6X5y1ZGf0vDOJXGz15R9Kl27drKqTzdBFIQevbsqXXr1ikyMlKNGzfOtLxOnTpKTEzMVQiUpMTERP3nP//RSy+9pG+//VYffvihHnnkEefypk2bKjIyUqmpqc7kniE1NVVlypRRixYt9PPPP2e7jayOANarV09xcXHOEGm3byP0Kes+PTm39P5SevcpjgDSp+LTp9Fvl94jgNfvayV9nLIqp0+571NSUlKObwLJt2cB55eMI3DZBbyEhAT5+fnler0VKlRQ27ZttWLFCrVu3VqjR49Wjx49VK1atUzbvfEZxhmncrM7KpmhbNmyKlu2bKZyT09PeXq6/sJ3d3eXu7t7pro3hs9bld+43tspd3Nzy/LQcXbl2bWdPuW+T6VRaRwn+lSy+1Ra3djfkj5OpfGzVxR9yqk83QWc4fvvv9eoUaPUpk0bNWvWTG3atNHo0aO1devWXK/rZtfbxcTEKDExMcvr9HLKw8NDISEhSkpK0g8//JCj7d7s+kAAAICSJs8B8I9//KM6deqkDz74QD/++KOOHj2qH3/8UQsWLFDnzp01bty4XK2vc+fOkq5dN3ej8PBwlzq368yZM5Jck3lhbBcAAKA4yFMAXLRokd5++201adJEn376qc6cOaO0tDSdPXtWn332mZo2baq3335bH3/8cY7X2a1bNzVq1EifffaZy8WQ8fHxmj59usqUKeMyFcvZs2d16NChTKeMrz+6d73w8HB99dVXqlSpkjp06OAsHzJkiHx9ffXOO+8oOjraWR4dHa05c+aoatWqGjRoUI77AQAAUFzl6RrA9957T3Xr1tWOHTtcro+rUaOGhg4dqt/85jdq3ry53n333RzPn+fh4aEFCxYoNDRUnTp10tChQ1WxYkUtX75cJ0+e1KxZs9SgQQNn/QkTJmjRokVauHChRowY4Sxv06aN7rnnHrVo0UJ169ZVUlKS9u7dq++++06enp768MMP5e3t7azv5+enOXPm6PHHH9e9996rsLAwSdKSJUt04cIFLVmyJFdPAQEAACiu8hQADxw4oN/97nfZ3hzh6+urwYMHZ/ukkOyEhIRo69atmjJlipYsWaLU1FQ1b95cM2fOdAazW5k+fbo2btyozZs3KzY2Vm5ubqpfv75Gjx6t5557TnfeeWem9zz22GOqWrWqpk+froULF8qyLLVq1Uovvviiunfvnqs+AAAAFFcFfhewZd3eLfht27bV6tWrb1nvo48+0kcffZSpfMKECZowYUKut9urVy/16tUr1+8DAAAoKfJ0DeDdd9+t5cuXKzExMcvlly9f1vLly3X33XfnZTMAAADIR3kKgGPGjFF0dLQ6dOig5cuXKy4uTpIUFxenL7/8UsHBwYqOjtYf/vCHfGksAAAA8i5Pp4BHjhyp3bt3a86cORoyZIikaxMZZsxMbYzR2LFjNXz48Ly3FAAAAPkiz9cA/v3vf9dDDz2kjz76SHv27FFCQoJ8fHzUsmVLDR8+XPfff39+tBMAAAD5JE8BcMuWLfLx8dH9999P0AMAACgh8nQNYEhIiObPn59fbQEAAEAhyFMArF69ury8vPKrLQAAACgEeQqAPXr00KZNm2SMya/2AAAAoIDlKQC+9tprunDhgkaPHq2LFy/mV5sAAABQgPJ0E8hjjz2mSpUq6cMPP9TixYvVsGFD1ahRI9PTPyzL0vr16/PUUAAAAOSPPAXATZs2Of+dnJysQ4cO6dChQ5nq3e7j4AAAAJD/8hQAMyZ8BgAAQMlxW9cARkREqGvXrqpYsaJ8fX3Vo0cP7dy5M7/bBgAAgAKQ6yOA+/btU7du3XT16lVn2fr167Vt2zbt3LlTd999d742EAAAAPkr10cAX3vtNV29elV//etfFRMTo5iYGE2aNElXrlzRzJkzC6KNAAAAyEe5PgL43Xff6b777tPLL7/sLJs2bZo2bdqkzZs352vjAAAAkP9yfQTw3Llzat++fabydu3a6dy5c/nSKAAAABScXAfA1NRUVahQIVO5t7e3UlNT86VRAAAAKDh5ehIIAAAASp7bmgdw8eLF2r59u0vZ0aNHJUm9e/fOVN+yLK1cufJ2NgUAAIB8dlsB8OjRo87Ad6M1a9ZkKuNJIAAAAMVHrgPgL7/8UhDtAAAAQCHJdQD09/cviHYAAACgkHATCAAAgM0QAAEAAGyGAAgAAGAzBEAAAACbIQACAADYDAEQAADAZgiAAAAANkMABAAAsBkCIAAAgM0QAAEAAGyGAAgAAGAzBEAAAACbIQACAADYDAEQAADAZgiAAAAANkMABAAAsBkCIAAAgM0QAAEAAGyGAAgAAGAzBEAAAACbIQACAADYDAEQAADAZgiAAAAANkMABAAAsBkCIAAAgM0QAAEAAGyGAAgAAGAzBEAAAACbIQACAADYDAEQAADAZgiAAAAANkMABAAAsBkCIAAAgM0QAAEAAGyGAAgAAGAzBEAAAACbIQACAADYDAEQAADAZgiAAAAANkMABAAAsBkCIAAAgM0QAAEAAGyGAAgAAGAzxTYA7tq1S71791alSpXk7e2t9u3ba+nSpTl+/7FjxzR16lT1799fderUkWVZatCgwU3fY1lWtn9GjBiRtw4BAAAUEx5F3YCsbNy4UaGhofLy8tLQoUNVsWJFLV++XGFhYYqKitL48eNvuY7vvvtO06ZNk7u7u+68807FxMTkaNv+/v5Zhr2goKBc9gIAAKB4KnYBMC0tTaNGjZKbm5u2bNniDF6TJ09W27ZtNXHiRD344IPy9/e/6Xo6deqkiIgIBQYGqly5cvLy8srR9hs0aKCpU6fmsRcAAADFV7E7BbxhwwYdO3ZMjzzyiMtRN19fX02cOFEpKSlatGjRLdfTqFEjtW/fXuXKlSvA1gIAAJQ8xe4I4KZNmyRJPXv2zLQsNDRUkrR58+YC2/6lS5c0f/58xcXFqXLlyurYsaOaN29eYNsDAAAobMUuAEZGRkqSmjRpkmlZzZo1VaFCBWedgvDzzz9rzJgxLmW9evXSokWLVL169Zu+Nzk5WcnJyc7XCQkJkqTU1FSlpqZKktzc3OTu7q709HQ5HA5n3YzytLQ0GWOc5e7u7nJzc8u2PGO9GTw8rg1pWlpajso9PT3lcDiUnp7uLLMsSx4eHtmWZ9d2+pTzPkmeKq1yOn4lYZxK42fPfn2yVFpd//9Q8sepNH72Cr9PuVHsAmB8fLyka6d8s+Lj4+Osk9/Gjx+vwYMHq2nTpipTpoz279+vl19+WatXr1bfvn0VEREhd3f3bN8/Y8YMTZs2LVP52rVrVb58eUlS/fr11bJlS+3du1enTp1y1mnWrJkCAgK0c+dOxcbGOsuDgoLk7++vLVu26PLly87yDh06qHr16lq7dq3LBywkJETlypXTqlWrXNrQu3dvXblyRRs3bnSWeXh4qE+fPoqLi1NERISzvGLFiuratauioqK0Z88eZ3m1atUUHBysyMhIHT582FlOn3LfJ2mASqvSNE6l8bNntz6V5i9bGf0tDeNUGj97RdGn2rVrK6csc33ELQZ69uypdevWKTIyUo0bN860vE6dOkpMTMx1CPTy8lLNmjV14sSJXL3P4XCoa9eu2rx5s5YvX64HHngg27pZHQGsV6+e4uLi5OPjI8l+30boU9Z9enJu6f2l9O5THAGkT8WnT6PfLr1HAK/f10r6OGVVTp9y36ekpCT5+voqPj7emTuyU+yOAGYc+csu4CUkJMjPz6/Q2uPm5qZRo0Zp8+bN+v77728aAMuWLauyZctmKvf09JSnp+svfHd39yyPJmZ8aHJafuN6b6fczc0ty0PH2ZVn13b6lPs+lUalcZzoU8nuU2l1Y39L+jiVxs9eUfQpp4rdXcAZ1/5ldZ1fTEyMEhMTs7w+sCBVrVpVkpSUlFSo2wUAACgIxS4Adu7cWdK16+ZuFB4e7lKnsOzYsUOSbvkkEQAAgJKg2AXAbt26qVGjRvrss89cLoaMj4/X9OnTVaZMGQ0bNsxZfvbsWR06dCjPN4bs27cvizs1pW3btmnmzJny9PTUQw89lKdtAAAAFAfF7hpADw8PLViwQKGhoerUqZPLo+BOnjypWbNmuRyJmzBhghYtWqSFCxe6PMItLi5Of/rTn5yvU1NTFRcX51Jn1qxZztO7b775plauXKn77rtP9erVk6enpw4cOKC1a9fKsizNnTtXd9xxR0F3HwAAoMAVuwAoXbuteuvWrZoyZYqWLFmi1NRUNW/eXDNnzlRYWFiO1pGYmJjpiSFJSUkuZVOnTnUGwAEDBujSpUv6+eeftW7dOqWkpKhmzZoaOnSonnvuObVt2zb/OggAAFCEit00MKVJQkJCjm/Hhr2Mml3ULSg47z9X1C0A/od9DXaSm9xR7K4BBAAAQMEiAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYAaCNz585VgwYN5OXlpXbt2mnnzp03rb9s2TIFBATIy8tLzZs316pVq1yWT506VQEBAfL29pafn5+6d++uHTt2OJdv2rRJlmVl+WfXrl0F0kcAAHBrBECbWLJkicaNG6cpU6bop59+UmBgoEJDQ3X+/Pks62/btk0PP/ywnnjiCe3evVsDBw7UwIEDtX//fmedpk2bas6cOdq3b5+2bt2qBg0aqGfPnoqNjZUkBQcH6+zZsy5/fve736lhw4Zq3bp1ofQbAABkZhljTFE3orRKSEiQr6+v4uPj5ePjU6Rtadeundq0aaM5c+ZIkhwOh+rVq6exY8fqhRdeyFQ/LCxMSUlJ+uabb5xl7du3V1BQkObNm5flNjL6++2336pbt26ZlqempqpOnToaO3asJk2alE89K5lGzS7qFhSc958r6hYA/8O+BjvJTe7gCKANpKSk6Mcff1T37t2dZW5uburevbsiIiKyfE9ERIRLfUkKDQ3Ntn5KSormz58vX19fBQYGZlnn66+/1oULFzRy5Mjb7AkAAMgPBEAbiIuLU3p6umrUqOFSXqNGDcXExGT5npiYmBzV/+abb1ShQgV5eXnprbfe0rp161S1atUs1/nBBx8oNDRUdevWzUNvAABAXhEAkSchISHas2ePtm3bpl69emnIkCFZXlcYHR2t8PBwPfHEE0XQSgAAcD0CoA1UrVpV7u7uOnfunEv5uXPnVLNmzSzfU7NmzRzV9/b2VuPGjdW+fXt98MEH8vDw0AcffJBpfQsXLlSVKlXUv3//PPYGAADkFQHQBsqUKaNWrVpp/fr1zjKHw6H169erQ4cOWb6nQ4cOLvUlad26ddnWv369ycnJLmXGGC1cuFDDhg2Tp6fnbfYCAADkF4+ibgAKx7hx4zR8+HC1bt1abdu21ezZs5WUlOS8IWPYsGGqU6eOZsyYIUl69tln1blzZ7355pvq06ePvvjiC/3www+aP3++JCkpKUmvvvqq+vfvr1q1aikuLk5z587V6dOn9dBDD7lse8OGDfrll1/0u9/9rnA7DQAAskQAtImwsDDFxsZq8uTJiomJUVBQkNasWeO80ePUqVNyc/vfAeHg4GB99tlnevHFFzVx4kQ1adJEK1as0D333CNJcnd316FDh7Ro0SLFxcWpSpUqatOmjb777jvdfffdLtv+4IMPFBwcrICAgMLrMAAAyBbzABag4jQPIIoX5iYDCgf7GuyEeQABAACQLQIgAACAzXANYAnH6Q0AAJBbHAEEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAA8tncuXPVoEEDeXl5qV27dtq5c+dN6y9btkwBAQHy8vJS8+bNtWrVKpflxhhNnjxZtWrVUrly5dS9e3dFRkY6l584cUJPPPGEGjZsqHLlyumOO+7QlClTlJKSUiD9A0qL3O6rpQkBEADy0ZIlSzRu3DhNmTJFP/30kwIDAxUaGqrz589nWX/btm16+OGH9cQTT2j37t0aOHCgBg4cqP379zvrvP766/r73/+uefPmaceOHfL29lZoaKiuXr0qSTp06JAcDof+8Y9/6MCBA3rrrbc0b948TZw4sVD6DJREud1XSxueBVyACuNZwEwEXTIxbqVXu3bt1KZNG82ZM0eS5HA4VK9ePY0dO1YvvPBCpvphYWFKSkrSN9984yxr3769goKCNG/ePBljVLt2bY0fP15/+tOfJEnx8fGqUaOGPvroIw0dOjTLdrzxxht67733dPz48QLoZcnBvobs5HZfLQl4FjAAFIGUlBT9+OOP6t69u7PMzc1N3bt3V0RERJbviYiIcKkvSaGhoc76v/zyi2JiYlzq+Pr6ql27dtmuU7oWEitXrpyX7gCl1u3sq6UNARAA8klcXJzS09NVo0YNl/IaNWooJiYmy/fExMTctH7G37lZ59GjR/XOO+9ozJgxt9UPoLS7nX21tCEAAkApcvr0afXq1UsPPfSQRo0aVdTNAVBMEQABIJ9UrVpV7u7uOnfunEv5uXPnVLNmzSzfU7NmzZvWz/g7J+s8c+aMQkJCFBwcrPnz5+epL0Bpdjv7amlTbAPgrl271Lt3b1WqVEne3t5q3769li5dmqt1JCcn66WXXlKTJk3k5eWl2rVra/To0Te9w+fTTz9V27Zt5e3tLT8/P/Xt21c//fRTXrsDwAbKlCmjVq1aaf369c4yh8Oh9evXq0OHDlm+p0OHDi71JWndunXO+g0bNlTNmjVd6iQkJGjHjh0u6zx9+rS6dOmiVq1aaeHChXJzK7Y/3oEidzv7amnjUdQNyMrGjRsVGhoqLy8vDR06VBUrVtTy5csVFhamqKgojR8//pbrcDgcGjBggMLDw9W+fXsNHjxYkZGRWrBggdavX6/t27erWrVqLu959dVX9eKLL8rf31+///3vdfnyZX3xxRcKDg7W+vXr1bFjx4LqMoBSYty4cRo+fLhat26ttm3bavbs2UpKStLIkSMlScOGDVOdOnU0Y8YMSdKzzz6rzp07680331SfPn30xRdf6IcffnAewbMsS88995xeeeUVNWnSRA0bNtSkSZNUu3ZtDRw4UNL/wp+/v79mzZql2NhYZ3vscjQDyK1b7aulXbELgGlpaRo1apTc3Ny0ZcsWBQUFSZImT56stm3bauLEiXrwwQfl7+9/0/UsWrRI4eHhevjhh/Xpp5/KsixJ0rx58/SHP/xBL774ov7xj38460dGRmrq1Klq2rSpdu7cKV9fX0nSk08+qfbt22vUqFHav38/36oB3FRYWJhiY2M1efJkxcTEKCgoSGvWrHFebH7q1CmXnyPBwcH67LPP9OKLL2rixIlq0qSJVqxYoXvuucdZ589//rOSkpI0evRoXbp0Sffdd5/WrFkjLy8vSdeOGB49elRHjx5V3bp1XdrDTF9A1m61r5Z2xW4ewLVr1yo0NFQjR47Uhx9+6LJs0aJFGjFihKZNm6bJkyffdD3BwcGKiIjQiRMnXMKiMUaNGzfWuXPnFBsbq3LlykmSJk6cqBkzZmjRokUaNmyYy7pGjhypjz76SJs3b1anTp1y3BfmAcyb0jzHFeMGFA72NdhJiZ4HcNOmTZKknj17ZloWGhoqSdq8efNN13H16lXt2LFDzZo1y3Sk0LIs9ejRQ0lJSfrhhx/ydbsAAAAlQbE7BZzxfMsmTZpkWlazZk1VqFDB5RmYWTl27JgcDkeW67h+3ZGRkbr//vud/65QoUKW18tcX/9mkpOTlZyc7HwdHx8vSbp48aJSU1MlXZto0t3dXenp6XI4HM66GeVpaWkup2zc3d3l5uaWbXnK1Zs2qUS7cOHa/5mHx7WPaVpamsvy7Mo9PT3lcDiUnp7uLLMsSx4eHtmWZzce+TVOGeOfIeWqZ+7+M0qQjHHLUJLH6ca2j3u/dI7b30allqpxur485aqV6/+PkuL6fa2kj9ON5aV1X3vnSRXoOCUlJUnK2aUfxS4AZoSmjGvwbuTj4+Osk5d1XF8v49/Vq1fPcf2szJgxQ9OmTctU3rBhw5u+D1n7eEJRtwC3g3EreRizkolxK3kKa8wuX76cbQbKUOwCYEk2YcIEjRs3zvna4XDo4sWLqlKlivMmlJIsISFB9erVU1RUVIFd04j8xZiVTIxbycOYlUylbdyMMbp8+bJq1659y7rFLgBmJNbsjrYlJCTIz88vz+u4vl7Gv3NTPytly5ZV2bJlXcoqVap00/eURD4+PqViR7ETxqxkYtxKHsasZCpN43arrJKh2N0EcrPr7WJiYpSYmJjttX0ZGjVqJDc3t2yv2cvqOsMmTZooMTExy2cA3uy6RAAAgJKm2AXAzp07S7o2HcyNwsPDXepkp1y5cmrbtq0OHz6skydPuiwzxmjdunXy9vZW69at83W7AAAAJUGxC4DdunVTo0aN9Nlnn2nPnj3O8vj4eE2fPl1lypRxmafv7NmzOnToUKbTt6NHj5Z07bq86++G+cc//qHjx4/r0Ucfdc4BKF2b68/Dw0Ovvvqqy7r27Nmjzz//XHfeeafuu+++/O5uiVK2bFlNmTIl02luFF+MWcnEuJU8jFnJZOdxK3YTQUvZPwru5MmTmjVrlsuj4EaMGKFFixZp4cKFGjFihLPc4XCod+/ezkfBde7cWUePHtU///lPNWjQQDt27Ljpo+AGDx7sfBRcSkoKj4IDAAClRrE7AihJISEh2rp1qzp27KglS5bovffeU40aNfTFF1/k6DnA0rX5cP71r39p6tSpio2N1VtvvaXvv/9eTzzxhCIiIjKFP0n661//qsWLF6tatWp67733tHTpUt1///3atm0b4Q8AAJQaxfIIIAAAAApOsTwCCAAAgIJDAAQAALAZAiAAAIDNEAABAABshgAIAABgMwRA5Eh2N4tzEzkAACUPARA5YlmWTp8+LUlKSUnRf//7X2c5gPzDly0AhYF5AHFTxhh98803+uCDD7Rv3z4lJiaqRYsWat68uVq1aqWgoCA1btxYZcuWlTGGQAjkg8jISFWvXl2XL19WuXLlVKVKlaJuEoBShgCIm5o8ebJmzZql8uXLq169ekpNTVVKSoqioqJkjFFgYKAefPBBDRs2TDVq1Cjq5uI66enpcnNzI5SXEMnJyVq2bJneffdd7d69W25ubmrSpIkaN26sVq1aKTg4WPfee68qVqxY1E3FDYwxSk9Pl7u7O/sbSgwCILJ14sQJ3X333erSpYvefPNNBQQEKC4uTlFRUTp27Ji2bNmi8PBwRUZGKjAwUNOnT9dvfvMbORwOublxdUFRiYqKUr169ZyvHQ6HjDFyd3cvwlbhVsaPH6+3335b/v7+atKkiTw9PXXp0iXt27dPCQkJqlevnvr27avf/va3atWqVVE3F//v2LFjuuOOO5yvHQ6HHA6HPDw8irBVuJmMs1V2HysCILL18ssva/bs2Vq6dKm6deumtLQ0lx0lISFBBw4c0NKlS/X222+rRo0aWr16tYKCgoqu0TZ34sQJNWrUSD179tTDDz+svn37upw+TE9Pl2VZcnNzc/4QTElJUZkyZYqw1fjll1901113qV+/fpo7d66qVaumy5cv69KlSzp79qy2bNmir776Srt27VKdOnU0bdo0DRs2jMsuitixY8fUpEkTBQQE6Le//a0ee+wx1axZ07k8PT1dkuTu7u4cq6SkJCUmJqpKlSq2DR5FLSEhQZcuXVL9+vWdZdePlW0YIBvDhg0ztWrVMjExMcYYYxwOh8vf1/viiy+Mr6+vad++faG2Ea6mT59uLMty/qlataoZPny4WblypUlNTXWpm5ycbIwxZt68eaZbt27m8OHDRdFkGGNeffVVU7lyZbN+/XpjjDFpaWkuy1NTU83x48fN7NmzTbVq1YxlWWbNmjVF0VRcZ+bMmS77m2VZpkuXLmbx4sUmJSXFpe71+1vbtm3NTz/9VBRNhjFm3LhxxrIsc//995sPP/zQJCUluSxPTU016enpLmVnz541586dy/L3X0lFAES2Zs2aZSzLMsuWLXOW3bhTXL8zjBw50lStWtUcOnSo0NoIV3379jUVK1Y0CxYsMMOHDzfly5d3/mJq3Lix+dOf/mR27tzp8p4HHnjAWJZlEhMTi6jVePLJJ02lSpVMVFSUMSbrL1kZ1q5da2rVqmWaNWtmrl69WlhNRBYGDx5sypUrZz777DMzefJkc9dddzn3N09PTzN06FBnqM/A/lb0mjdvnim4Dxo0yKxcudKlXsZ+mJCQYB599FETGhqa6Yt0SUYARLa2bNliKlSoYAICAsyuXbtcljkcDmcYzPh7+vTpxtvbO1PAQOE4f/68adu2ralTp46z7MqVK+bTTz813bp1c/lh16ZNG/P3v//dLF261NSqVcv069evCFuODz74wFiWZebOnev8pZOWlpZtEJwwYYKpUKECR5GKUGxsrAkODjY1a9Z0liUnJ5vVq1ebJ554wtSqVcu5v1WrVs288MILZvHixexvRezYsWOmWrVqpnPnzmbLli3mD3/4g6lfv75zrPz8/MyTTz7psm/t3r3b+Pn5mc6dOxddwwsAARBZyvjF8/777xt3d3djWZYZPXq0+fbbb01CQkKm+v/973/Nww8/bKpUqVLYTcX/O3XqlLn//vtNnz59jDH/O+WU4cyZM2bWrFku3369vLyMZVmZvvmicO3bt8/UqVPHVK5c2fz73/92WeZwOJynhDO+bP3tb38zXl5eZtu2bYXeVlwTExNjevXqZXr06GFSU1MznfKNjY01H3/8senfv7/x9vZ2+QLG/lZ01q5dayzLMuPHj3eWXbp0ySxZssQ89NBDxtfX1zlOd9xxh3nttdfMX/7yF2NZlvnmm2+KsOX5jwCIm0pMTDTvvfeeqV69urEsy1SvXt0MGDDATJ8+3Xz77bfm4sWLZseOHWbMmDGmTJkyLjsVCldKSorZsGGD2bZtmzMoZISHG0/dHz582Dz11FPGsixTuXLlomgu/l/Gl63Vq1ebunXrGsuyTGhoqFm6dKm5ePFipvqJiYlmyJAhfNkqBiIjI83+/fsz7W83Hrk9deqUeemll0z58uWNn59fUTQV/2/btm2mXr16Zv78+cYYk+mU7smTJ80777xjunTp4hLaS+O4EQCRpRt/gCUmJprZs2ebDh06GA8PD+dO4ebmZsqUKWMsyzIjR4400dHRRdRiZLgx7GVwOBwmNTXVeTRp586dpnz58mb06NGF2TxkIzU11Xz55ZemRYsWzv0rMDDQPPXUU2b58uXm4MGD5p///KcJCwsz7u7u5oUXXijqJuMmMsJgxv4WERHB/lYMpKSkmAMHDjhvbjTG9Sj79Y4cOWIee+wxY1mWeeqppwqzmYWCaWCQK3FxcTpy5Ii2b9+u7777Tunp6WratKnuvPNOPfHEE0XdPFvLmIjWGCOHw3HL6QzGjh2ruXPnateuXcwrV8ysWLFCCxYsUHh4uHN6CsuyZIyRp6ennnrqKf3lL39h8vUS5Omnn9a7777L/lbM3fjz86WXXtLUqVNL5bgRAJHJ+fPntW/fPh05ckSJiYlq27atAgICVLVq1UyhIjk5WWXLlnW+NsxLViIkJCRozJgx2rhxo2JiYoq6OVDmXzySFBMTo40bN+r777+Xp6enateurYCAAPXr168IW4rcSkpK0lNPPaVVq1bp/PnzRd0cW8t4UEHGF+asZPweO3LkiPr166e0tDQdO3askFta8AiAcLF69Wq98sorioiIcCmvXLmyunXrprCwMPXr10+enp7OZTz5o+hlF9qvn2z2xh94ycnJOn/+vMtTQ1C4crPv3Dh+fNkqOrf7My8hIUE+Pj4F0CIUhMOHD2vgwIHq16+fXn/99aJuTr4jAMIpKipKXbp0UVJSkkaMGKGQkBAdP35cu3fv1s8//6y9e/cqOTlZd911lyZOnKgHH3xQZcqU4RdREbtZaO/evbsztPPUgeItu1Bx/TOdb3waD4peTsJgWlqaLMuy11MmiqE1a9Zo//792rNnj6pXr642bdqocePG8vf3V5UqVVye2HK90rrfEQDh9OKLL+rdd9/VggUL9MADD7gsi46O1rZt2/T111/rs88+kyS99tpr+vOf/1wUTcX/y2lov/vuuzVhwgRnaOeobdE6d+6cXn/9dfXs2VPt2rVTpUqVnMsyfiTzpar4YdxKpkuXLmnGjBl644035O7u7ryuVrr2Rbljx44aNGiQBg4c6DKmNztNXCoU6i0nKNbatWtnunTpYmJjY40xxuWO0ett2LDBtGzZ0pQtW9Z88MEHhd1MXOevf/2r8fPzM8uXL8+0LCoqyixZssQ8+uijzrtKZ86cWQStxI0mT55sLMsyDRs2NH369DFvvPGG2blzZ6Yne6Snpzv3wY0bN5rVq1cXRXPx/xi3kun111835cuXN4MGDTIbN240hw8fNl988YWZNm2a6du3r/Pxivfee6/56quvirq5hYYACGOMMZcvXzbdu3c3AQEBzuciXj+dyPVP/jDGmJ9++sn4+fmZ/v37O5ej8BHaS6agoCBTpkwZ0759e+c0Sg0aNDCPPvqoWbBggTl48KBL/aSkJNO/f3/j5uZmrly5UkStBuNWMvn7+5s+ffqYuLi4TMtOnz5tvvnmGzN69GjnFGfvv/9+EbSy8BEA4ZQx23lWAeH6gJcRBAcMGGCaNm1qTpw4UWhtxP8Q2kumU6dOmQYNGphWrVqZlJQUExERYSZNmmQCAwONZVnG3d3dtGjRwjz99NNm6dKlJj4+3uzcudPUrFmTR4gVIcatZDp48KCpUKGCmThxorMsPT0903ypycnJZuXKlaZRo0amcuXKtnjKDgEQTtHR0c7HhI0dO9b8+OOPmb61ZsyaHh8fbx566CFTv379omgq/h+hveTZsWOHqVy5shk+fLgxxjif1HLu3DmzevVq8/vf/974+/sby7JM+fLlTadOnZzPcr7xMXEoPIxbyfSf//zH1K1b14SFhRljrv0Ou/GL8vU/K1esWGGby2UIgHDx1VdfmYYNGxrLskzr1q3Nyy+/bDZu3GhOnDjhEgYXL15sqlWrZsaMGVOErQWhveSJjIw0DzzwgPn000+zXJ6SkmJOnDhhPvnkEzNkyBBTuXLlUvsoqpKEcSu52rVrZypWrGhWrVqVaVlG+MsIhRcuXDANGzY0Dz74YKG2sSgQAJHpVOCFCxfMn/70J1O/fn3n83+7du1qHnvsMTN69Gjz+OOPm7Jly5qAgABz6NChImo1MhDaS55Lly5leT3S9TJ+Ic2bN89YlmWefPLJwmgaboJxK1kyfrft2LHD1KlTx1iWZZ577jmzY8eOTF+UM27k2bZtm6ldu7Z55plnCr29hY1pYCDpf5PKRkdHq3bt2nJzc9P+/fv1zTffaNOmTTp48KCioqIkSX5+fgoKCtLf//533X333UXccnsyN8xVdfHiRc2YMUNLly5VVFSUqlWrpnvuuUe1a9dW+fLldeXKFS1dulQNGzbUihUr1KxZsyJsvX3dOG7StakmLMvKdlqeP//5z5o1a5Z++OEH3XvvvYXRTNyAcSvZ0tPTtXjxYk2YMEExMTG666671LNnTwUHB+uuu+5SQECA3NzcdPr0aT3//PNatmyZduzYUerHjQBoc2lpafr+++/14Ycf6siRI7IsS+XLl1ebNm00ZMgQtWzZUsYYRUVF6cqVKzp+/LgCAgJUr149eXh4MAl0ESK0l0wZ4xYTE6Pq1au7BIjrJ32Wrs2/2adPH505c0axsbFF1WSIcSsNYmNjNWfOHC1dulRHjhxR+fLlVadOHVWoUEGVK1fWoUOHFBsbq5EjR+rdd98t6uYWOAKgzc2aNUsvv/yyLl++rMaNG8vd3V2HDx92Lr/rrrv05JNP6sEHH1T16tWLsKXIQGgvmW4cNzc3N5UrV06BgYEaPHiwgoODM70nLi5On3zyiWrXrq2wsLAiaDUYt5LPXPec7StXrigyMlK7du3S999/rx07dujQoUOqVq2a6tWrp9/97nd67LHH5O3tXdTNLniFfc4Zxcfx48eNt7e3uf/++83x48dNdHS0SU1NNVFRUebdd981ISEhzgmEu3btanbt2lXUTYYx5o033jA+Pj7GsizTpEkTExAQ4Bwny7LM3XffbebOnWvOnTtX1E3FdW41bnfeeaf529/+Zs6ePevyvuTk5ExTVqDwMG6lU3p6uklKSjKpqakmLi7O7N+/v6ibVOgIgDY2adIkU716dfPtt986y268IWTv3r1m2LBhxsvLyzRr1sz88MMPhd1MXIfQXjLlZty6detmfvzxx6JuMgzjVlL997//NYcOHTL//e9/My1LT093+T134+88O4V2AqCNPfDAA6ZRo0bm5MmTxpj/TRficDgyPU1i9uzZxrIsM2LEiEJvJ/6H0F4y5WXcmLC76DBuJdOMGTNM69atzfTp082GDRvM6dOnM/1Ou3H+v/Pnzzt/B9oFAdDGXn75ZWNZljlw4EC2da7fQQYPHmzq169vjh07VhjNQxYI7SUT41YyMW4lU8aULx4eHqZKlSqmX79+5p133jE7d+7MchqfxMRE86c//cmMHDnSVkcAs75/HbYQEhIiSXr00Ue1YcMGpaSkZFkvPT1dktSsWTPFxcUpMTGx0NoIVy1bttQvv/ziHAMPDw9JkmVZcnd3l3TtgmdJevbZZ/XAAw9ow4YNOn78eNE0GJIYt5KKcSt5jhw5ovj4eHXo0EGzZ8/Wfffdpx07duiZZ57RQw89pPHjx2vx4sU6cOCALl26JEnav3+/3n//fV28eDHbaX1KI/v0FJm0b99e48aN088//6ynn35a77//vs6dO+dSJ+MH3a+//qro6Gh5e3urRYsWRdRiENpLJsatZGLcSp4jR47o6tWr6tmzp5566im9/fbb+uSTTzRlyhT5+/tr+fLlGjlypB555BFNmzZN4eHhWr58uRISEjRq1Kiibn7hKuIjkCgG5s2bZ+644w5jWZapU6eOefrpp83KlSvN3r17zYEDB8zp06fNCy+8YLy8vMy4ceOKurm2lpaWZsaPH++8+3DOnDkmJiYmy7oXL140w4YNM9WqVSvkVuJGjFvJxLiVPMuWLTOWZZklS5a4lKekpJjIyEjz5ZdfmmeffdYEBgaaMmXKGG9vb1O+fHlbPrKPAAjjcDjMkSNHzPPPP2/q1avnvKutRo0apm7dusbd3d1YlmUeeeQRExUVVdTNhSG0l1SMW8nEuJUcDofD/Oc//zHHjx93vr5RYmKi+emnn8znn39uevbs6XyWut0wETRcJCUlaefOnfr666915swZnT9/Xj4+PhoyZIgGDx4sLy+vom4idO26o6NHj+r999/XF198oejoaElS9erV5enpqbNnz8rhcOjhhx/WzJkzVbdu3SJuMSTGraRi3EoHk8Uk+M8884zmzJmjH3/8US1btiyilhUNAiCylZqaKk9Pz6JuBm6B0F4yMW4lE+NW8jkcDrm5uenEiRMaMGCAfv31V506daqom1XoCIBAKUJoL5kYt5KJcSvZvv/+e40aNUrDhg3TCy+8UNTNKXQEQAAAYDvGGEVHR6ty5cr2ePbvDQiAAAAANsM8gAAAADZDAAQAALAZAiAAAIDNEAABAABshgAIAABgMwRAAAAAmyEAAgAA2AwBEAAAwGb+D7Lb/+zhsdfIAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#choosing the qasm simulator backend\n", + "\n", + "from qiskit.visualization import plot_histogram\n", + "\n", + "backend = Aer.get_backend('qasm_simulator')\n", + "\n", + "# running the job and getting results (counts)\n", + "job = execute(qc, backend, shots=1024) # shots = no. of times you want to run the experiment\n", + "result = job.result()\n", + "counts = result.get_counts(qc)\n", + "\n", + "#printing and visualizing results (histogram data of experiment)\n", + "print(counts)\n", + "plot_histogram(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4078e87c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Compaqt/network_distillation_AE_model_histogram_noisy-qkrt.ipynb b/Compaqt/network_distillation_AE_model_histogram_noisy-qkrt.ipynb new file mode 100644 index 0000000..1524632 --- /dev/null +++ b/Compaqt/network_distillation_AE_model_histogram_noisy-qkrt.ipynb @@ -0,0 +1,666 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "id": "daae30bb", + "metadata": {}, + "outputs": [], + "source": [ + "# General Imports\n", + "import numpy as np\n", + "\n", + "# Visualisation Imports\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Scikit Imports\n", + "from sklearn import datasets\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.svm import SVC\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", + "\n", + "# Qiskit Imports\n", + "from qiskit import Aer, execute\n", + "from qiskit.tools import *\n", + "from qiskit.visualization import *\n", + "from ibm_quantum_widgets import *\n", + "from qiskit.circuit import QuantumCircuit, Parameter, ParameterVector\n", + "from qiskit.circuit.library import PauliFeatureMap, ZFeatureMap, ZZFeatureMap\n", + "from qiskit.circuit.library import TwoLocal, NLocal, RealAmplitudes, EfficientSU2\n", + "from qiskit.circuit.library import HGate, RXGate, RYGate, RZGate, CXGate, CRXGate, CRZGate\n", + "from qiskit.opflow import StateFn, PauliSumOp, AerPauliExpectation, ListOp, Gradient\n", + "from qiskit_machine_learning.kernels import QuantumKernel\n", + "\n", + "from qiskit.utils import QuantumInstance, algorithm_globals\n", + "from qiskit_machine_learning.neural_networks import CircuitQNN" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "10f3cd91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ┌──────────┐ ░ ░ ┌──────────┐ ░ ░ ┌──────────┐\n", + "q_0: ┤ Ry(θ[0]) ├─░───■────────░─┤ Ry(θ[3]) ├─░───■────────░─┤ Ry(θ[6]) ├\n", + " ├──────────┤ ░ ┌─┴─┐ ░ ├──────────┤ ░ ┌─┴─┐ ░ ├──────────┤\n", + "q_1: ┤ Ry(θ[1]) ├─░─┤ X ├──■───░─┤ Ry(θ[4]) ├─░─┤ X ├──■───░─┤ Ry(θ[7]) ├\n", + " ├──────────┤ ░ └───┘┌─┴─┐ ░ ├──────────┤ ░ └───┘┌─┴─┐ ░ ├──────────┤\n", + "q_2: ┤ Ry(θ[2]) ├─░──────┤ X ├─░─┤ Ry(θ[5]) ├─░──────┤ X ├─░─┤ Ry(θ[8]) ├\n", + " └──────────┘ ░ └───┘ ░ └──────────┘ ░ └───┘ ░ └──────────┘\n" + ] + } + ], + "source": [ + "# Construct teacher and student networks\n", + "\n", + "from qiskit.circuit.library import RealAmplitudes\n", + "\n", + "def student_network_builder(num_qubits):\n", + " circuit = TwoLocal(num_qubits=num_qubits, reps=2, entanglement_blocks='cx', entanglement='linear', rotation_blocks=['ry'], insert_barriers=True).decompose()\n", + " \n", + " return circuit\n", + "\n", + "student_network = student_network_builder(3)\n", + "print(student_network)" + ] + }, + { + "cell_type": "markdown", + "id": "af756cd4", + "metadata": {}, + "source": [ + "# Student Circuit validate" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b9c63873", + "metadata": {}, + "outputs": [], + "source": [ + "weights = [ 2.8131, -0.6038, -1.5985, 0.1035, -3.0277, -0.0254, -0.0591, -1.3483,\n", + " 1.5391]" + ] + }, + { + "cell_type": "markdown", + "id": "201540f7", + "metadata": {}, + "source": [ + "# Test histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dd54f992", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qc3 = QuantumCircuit(3)\n", + "qc=qc3.compose(student_network)\n", + "qc.assign_parameters(weights, inplace=True)\n", + "\n", + "qc.measure_all()\n", + "qc.decompose().draw(output='mpl')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c9f00715", + "metadata": {}, + "outputs": [], + "source": [ + "# #choosing the qasm simulator backend\n", + "\n", + "# from qiskit.visualization import plot_histogram\n", + "\n", + "# backend = Aer.get_backend('qasm_simulator')\n", + "\n", + "# # running the job and getting results (counts)\n", + "# job = execute(qc, backend, shots=1024) # shots = no. of times you want to run the experiment\n", + "# result = job.result()\n", + "# counts = result.get_counts(qc)\n", + "\n", + "# #printing and visualizing results (histogram data of experiment)\n", + "# print(counts)\n", + "# plot_histogram(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4078e87c", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import QuantumCircuit, transpile, IBMQ\n", + "provider = IBMQ.load_account()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "4d820c42-ba9a-4173-935b-b95cbf528410", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ibm_oslo ibm_nairobi ibmq_manila\n", + "-------- ----------- -----------\n", + "Num. Qubits: 7 Num. Qubits: 7 Num. Qubits: 5\n", + "Pending Jobs: 8 Pending Jobs: 13 Pending Jobs: 4\n", + "Least busy: False Least busy: False Least busy: False\n", + "Operational: True Operational: True Operational: True\n", + "Avg. T1: 140.8 Avg. T1: 121.9 Avg. T1: 152.5\n", + "Avg. T2: 98.7 Avg. T2: 53.3 Avg. T2: 58.2\n", + "\n", + "\n", + "\n", + "ibmq_quito ibmq_belem ibmq_lima\n", + "---------- ---------- ---------\n", + "Num. Qubits: 5 Num. Qubits: 5 Num. Qubits: 5\n", + "Pending Jobs: 1 Pending Jobs: 0 Pending Jobs: 3\n", + "Least busy: False Least busy: True Least busy: False\n", + "Operational: True Operational: True Operational: True\n", + "Avg. T1: 92.1 Avg. T1: 89.2 Avg. T1: 92.4\n", + "Avg. T2: 98.3 Avg. T2: 107.7 Avg. T2: 115.9\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "backend_overview()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6e7b9a93-2d83-4224-93d9-7bb44dd918e8", + "metadata": {}, + "outputs": [], + "source": [ + "backend=provider.get_backend('ibmq_belem')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2d6e1c95-e68a-477a-b049-d6acc3aa9daa", + "metadata": {}, + "outputs": [], + "source": [ + "#Execute the circuit on the backend\n", + "job=execute(qc,backend,shots=1024)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "15d543fd-11ab-4bfb-8028-211357f6f6e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.status()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "764d4399-fcd6-4cb1-b8f3-a5b0aa8d10b5", + "metadata": {}, + "outputs": [], + "source": [ + "belem = provider.get_backend('ibmq_belem')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8b556338-de6e-4a78-b176-4cb2be32b73d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "belem.jobs()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3bf75b5e-21b1-4676-ac97-04904e52e2cc", + "metadata": {}, + "outputs": [], + "source": [ + "job = belem.retrieve_job('62e04f0d1813982a9ec6d48a')\n", + "result=job.result()\n", + "counts=result.get_counts()\n", + "histogram = plot_histogram(counts,title=\"Quantum Neural Network on IBMQ_Belem\")\n", + "histogram.savefig('qnn_belem.pdf')" + ] + }, + { + "cell_type": "markdown", + "id": "803073b5-249b-4de1-9e50-312106a578ba", + "metadata": {}, + "source": [ + "## Qiskit Runtime" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4ebf9064-d10c-4b04-9500-18325ea1f178", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_ibm_runtime import QiskitRuntimeService\n", + "\n", + "service = QiskitRuntimeService()\n", + "backend = service.backend('ibmq_belem')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "7febbca0-0a57-417f-827e-ea103505bb0e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "backend" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "b67ed381-859a-415b-88d0-11e1c4a92c87", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SamplerResult(quasi_dists=[{'101': 0.000244140625, '001': 0.5968017578125, '011': 0.3533935546875, '010': 0.005859375, '000': 0.043701171875}], metadata=[{'header_metadata': {}, 'shots': 8192}])\n" + ] + } + ], + "source": [ + "from qiskit_ibm_runtime import Sampler\n", + "\n", + "with Sampler(circuits=qc, service=service,\n", + " #options={'backend': backend},\n", + " options={\"backend\": \"ibmq_qasm_simulator\"},\n", + " #options={\"backend\": \"ibmq_belem\"},\n", + " #skip_transpilation=True\n", + " ) as sampler:\n", + " result = sampler(circuits=[0], shots=8192)\n", + " print(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "53c2c571-c27d-49fd-94bb-257e37eee8fd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_histogram(result.quasi_dists)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "da4f866e-898d-4c17-beb1-22c4aa18b1a7", + "metadata": {}, + "outputs": [], + "source": [ + "histogram=plot_histogram(result.quasi_dists, title=\"QNN on Simulator, shots = 1024\")\n", + "histogram.savefig('qnn_sim-1024.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "da087fcb-9185-477d-967b-09735389184d", + "metadata": {}, + "outputs": [], + "source": [ + "histogram=plot_histogram(result.quasi_dists, title=\"QNN on IBMQ_Belem, shots = 8192\")\n", + "histogram.savefig('qnn_belem-8192.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3ab11ac2-fc4c-416d-a356-6b079da57143", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "0734dd7735794bafa43e6e8909c9dc69": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ButtonModel", + "state": { + "button_style": "primary", + "description": "Clear", + "layout": "IPY_MODEL_3c2d52ad9bdf4b3b80f60b46ab2974c8", + "style": "IPY_MODEL_9b38d69b6fca4ed39b0f0f6e2612548d" + } + }, + "1093aed2cc124459a4b7830e9aae3fb7": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "11c13c80bb1e4d55a1c75725070d96cb": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "145px" + } + }, + "22e458d660544aca9b82e7f42daff2fa": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "70px" + } + }, + "370aa9316e7a46f499fabfc4e3210425": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "margin": "0px 0px 10px 0px" + } + }, + "3c2d52ad9bdf4b3b80f60b46ab2974c8": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "grid_area": "right", + "padding": "0px 0px 0px 0px", + "width": "70px" + } + }, + "401d14a29a4c4e49a4c41bca58df9c7e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "margin": "0px 0px 0px 37px", + "width": "600px" + } + }, + "482746fc12b94f2cbbac2e1fc2bd540b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "grid_template_areas": "\n \". . . . right \"\n ", + "grid_template_columns": "20% 20% 20% 20% 20%", + "width": "100%" + } + }, + "49e9f07085864ea98810d04d92ce59b1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "GridBoxModel", + "state": { + "children": [ + "IPY_MODEL_0734dd7735794bafa43e6e8909c9dc69" + ], + "layout": "IPY_MODEL_482746fc12b94f2cbbac2e1fc2bd540b" + } + }, + "5315110fd5fb4e43895f934b9dcc58bf": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "5803810a017d49708b213c65da2b548e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_e74cbb48291d45b893b8dcf4f9e3d83a", + "style": "IPY_MODEL_8cdc368486cb41e19e8477ab04c45409", + "value": "
Message
" + } + }, + "6f2efd7bbe764932a3ae5f0a4cfc2c7b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_370aa9316e7a46f499fabfc4e3210425", + "style": "IPY_MODEL_fc3230a5e9f74fac85fe05ff81414590", + "value": "

Circuit Properties

" + } + }, + "736baa3bc66143888b0aaf973d48d753": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "children": [ + "IPY_MODEL_c446804445904255852074c05122f358", + "IPY_MODEL_7f97fcc3a54a4e3588491420026d7b2b", + "IPY_MODEL_84812c4e54d14ad8bf5742e70c04df9a", + "IPY_MODEL_e635b45b46dc4e40be00679127ac720a", + "IPY_MODEL_5803810a017d49708b213c65da2b548e" + ], + "layout": "IPY_MODEL_401d14a29a4c4e49a4c41bca58df9c7e" + } + }, + "7f97fcc3a54a4e3588491420026d7b2b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_11c13c80bb1e4d55a1c75725070d96cb", + "style": "IPY_MODEL_5315110fd5fb4e43895f934b9dcc58bf", + "value": "
Backend
" + } + }, + "84812c4e54d14ad8bf5742e70c04df9a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_d0fce2296d7e4a5fb332550e9446b6c6", + "style": "IPY_MODEL_d85883f0a81042df9d4b25f66cd905cc", + "value": "
Status
" + } + }, + "8cdc368486cb41e19e8477ab04c45409": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "94abf8b0d69d4924b196cad5f98c5aff": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "190px" + } + }, + "9b38d69b6fca4ed39b0f0f6e2612548d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ButtonStyleModel", + "state": {} + }, + "ac2c8cb7125c4bffb9adb4762614f41b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "c446804445904255852074c05122f358": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_94abf8b0d69d4924b196cad5f98c5aff", + "style": "IPY_MODEL_1093aed2cc124459a4b7830e9aae3fb7", + "value": "
Job ID
" + } + }, + "d0fce2296d7e4a5fb332550e9446b6c6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "95px" + } + }, + "d85883f0a81042df9d4b25f66cd905cc": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "e635b45b46dc4e40be00679127ac720a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_22e458d660544aca9b82e7f42daff2fa", + "style": "IPY_MODEL_ac2c8cb7125c4bffb9adb4762614f41b", + "value": "
Queue
" + } + }, + "e74cbb48291d45b893b8dcf4f9e3d83a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "fc3230a5e9f74fac85fe05ff81414590": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + } + }, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Compaqt/network_distillation_AE_model_histogram_noisy.ipynb b/Compaqt/network_distillation_AE_model_histogram_noisy.ipynb new file mode 100644 index 0000000..42cfb44 --- /dev/null +++ b/Compaqt/network_distillation_AE_model_histogram_noisy.ipynb @@ -0,0 +1,326 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 12, + "id": "daae30bb", + "metadata": {}, + "outputs": [], + "source": [ + "# General Imports\n", + "import numpy as np\n", + "\n", + "# Visualisation Imports\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Scikit Imports\n", + "from sklearn import datasets\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.svm import SVC\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", + "\n", + "# Qiskit Imports\n", + "from qiskit import Aer, execute\n", + "from qiskit.visualization import *\n", + "from qiskit.circuit import QuantumCircuit, Parameter, ParameterVector\n", + "from qiskit.circuit.library import PauliFeatureMap, ZFeatureMap, ZZFeatureMap\n", + "from qiskit.circuit.library import TwoLocal, NLocal, RealAmplitudes, EfficientSU2\n", + "from qiskit.circuit.library import HGate, RXGate, RYGate, RZGate, CXGate, CRXGate, CRZGate\n", + "from qiskit.opflow import StateFn, PauliSumOp, AerPauliExpectation, ListOp, Gradient\n", + "from qiskit_machine_learning.kernels import QuantumKernel\n", + "\n", + "from qiskit.utils import QuantumInstance, algorithm_globals\n", + "from qiskit_machine_learning.neural_networks import CircuitQNN" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "10f3cd91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ┌──────────┐ ░ ░ ┌──────────┐ ░ ░ ┌──────────┐\n", + "q_0: ┤ Ry(θ[0]) ├─░───■────────░─┤ Ry(θ[3]) ├─░───■────────░─┤ Ry(θ[6]) ├\n", + " ├──────────┤ ░ ┌─┴─┐ ░ ├──────────┤ ░ ┌─┴─┐ ░ ├──────────┤\n", + "q_1: ┤ Ry(θ[1]) ├─░─┤ X ├──■───░─┤ Ry(θ[4]) ├─░─┤ X ├──■───░─┤ Ry(θ[7]) ├\n", + " ├──────────┤ ░ └───┘┌─┴─┐ ░ ├──────────┤ ░ └───┘┌─┴─┐ ░ ├──────────┤\n", + "q_2: ┤ Ry(θ[2]) ├─░──────┤ X ├─░─┤ Ry(θ[5]) ├─░──────┤ X ├─░─┤ Ry(θ[8]) ├\n", + " └──────────┘ ░ └───┘ ░ └──────────┘ ░ └───┘ ░ └──────────┘\n" + ] + } + ], + "source": [ + "# Construct teacher and student networks\n", + "\n", + "from qiskit.circuit.library import RealAmplitudes\n", + "\n", + "def student_network_builder(num_qubits):\n", + " circuit = TwoLocal(num_qubits=num_qubits, reps=2, entanglement_blocks='cx', entanglement='linear', rotation_blocks=['ry'], insert_barriers=True).decompose()\n", + " \n", + " return circuit\n", + "\n", + "student_network = student_network_builder(3)\n", + "print(student_network)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "af756cd4", + "metadata": {}, + "source": [ + "# Student Circuit validate" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b9c63873", + "metadata": {}, + "outputs": [], + "source": [ + "weights = [ 2.8131, -0.6038, -1.5985, 0.1035, -3.0277, -0.0254, -0.0591, -1.3483,\n", + " 1.5391]" + ] + }, + { + "cell_type": "markdown", + "id": "201540f7", + "metadata": {}, + "source": [ + "# Test histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dd54f992", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qc3 = QuantumCircuit(3)\n", + "qc=qc3.compose(student_network)\n", + "qc.assign_parameters(weights, inplace=True)\n", + "\n", + "qc.measure_all()\n", + "qc.decompose().draw(output='mpl')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c9f00715", + "metadata": {}, + "outputs": [], + "source": [ + "# #choosing the qasm simulator backend\n", + "\n", + "# from qiskit.visualization import plot_histogram\n", + "\n", + "# backend = Aer.get_backend('qasm_simulator')\n", + "\n", + "# # running the job and getting results (counts)\n", + "# job = execute(qc, backend, shots=1024) # shots = no. of times you want to run the experiment\n", + "# result = job.result()\n", + "# counts = result.get_counts(qc)\n", + "\n", + "# #printing and visualizing results (histogram data of experiment)\n", + "# print(counts)\n", + "# plot_histogram(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4078e87c", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import QuantumCircuit, transpile, Aer, IBMQ, execute\n", + "provider = IBMQ.load_account()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4d820c42-ba9a-4173-935b-b95cbf528410", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ibm_oslo ibm_nairobi ibmq_manila\n", + "-------- ----------- -----------\n", + "Num. Qubits: 7 Num. Qubits: 7 Num. Qubits: 5\n", + "Pending Jobs: 127 Pending Jobs: 22 Pending Jobs: 34\n", + "Least busy: False Least busy: False Least busy: False\n", + "Operational: True Operational: True Operational: True\n", + "Avg. T1: 127.5 Avg. T1: 118.1 Avg. T1: 163.9\n", + "Avg. T2: 98.7 Avg. T2: 53.3 Avg. T2: 58.2\n", + "\n", + "\n", + "\n", + "ibmq_quito ibmq_belem ibmq_lima\n", + "---------- ---------- ---------\n", + "Num. Qubits: 5 Num. Qubits: 5 Num. Qubits: 5\n", + "Pending Jobs: 29 Pending Jobs: 20 Pending Jobs: 39\n", + "Least busy: False Least busy: True Least busy: False\n", + "Operational: True Operational: True Operational: True\n", + "Avg. T1: 92.1 Avg. T1: 89.2 Avg. T1: 92.4\n", + "Avg. T2: 98.3 Avg. T2: 107.7 Avg. T2: 115.9\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "from qiskit.tools import *\n", + "backend_overview()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6e7b9a93-2d83-4224-93d9-7bb44dd918e8", + "metadata": {}, + "outputs": [], + "source": [ + "backend=provider.get_backend('ibmq_belem')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2d6e1c95-e68a-477a-b049-d6acc3aa9daa", + "metadata": {}, + "outputs": [], + "source": [ + "#Execute the circuit on the backend\n", + "job=execute(qc,backend,shots=1024)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "15d543fd-11ab-4bfb-8028-211357f6f6e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.status()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "764d4399-fcd6-4cb1-b8f3-a5b0aa8d10b5", + "metadata": {}, + "outputs": [], + "source": [ + "belem = provider.get_backend('ibmq_belem')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8b556338-de6e-4a78-b176-4cb2be32b73d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "belem.jobs()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3bf75b5e-21b1-4676-ac97-04904e52e2cc", + "metadata": {}, + "outputs": [], + "source": [ + "job = belem.retrieve_job('62e04f0d1813982a9ec6d48a')\n", + "result=job.result()\n", + "counts=result.get_counts()\n", + "histogram = plot_histogram(counts,title=\"Quantum Neural Network on IBMQ_Belem\")\n", + "histogram.savefig('qnn_belem.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d70ed788-4dfa-43a8-a83b-d5ca30e35cd6", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Compaqt/network_distillation_AE_model_train.ipynb b/Compaqt/network_distillation_AE_model_train.ipynb new file mode 100644 index 0000000..c06a7aa --- /dev/null +++ b/Compaqt/network_distillation_AE_model_train.ipynb @@ -0,0 +1,1122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "daae30bb", + "metadata": {}, + "outputs": [], + "source": [ + "# General Imports\n", + "import numpy as np\n", + "\n", + "# Visualisation Imports\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Scikit Imports\n", + "from sklearn import datasets\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.svm import SVC\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", + "\n", + "# Qiskit Imports\n", + "from qiskit import Aer, execute\n", + "from qiskit.circuit import QuantumCircuit, Parameter, ParameterVector\n", + "from qiskit.circuit.library import PauliFeatureMap, ZFeatureMap, ZZFeatureMap\n", + "from qiskit.circuit.library import TwoLocal, NLocal, RealAmplitudes, EfficientSU2\n", + "from qiskit.circuit.library import HGate, RXGate, RYGate, RZGate, CXGate, CRXGate, CRZGate\n", + "from qiskit.opflow import StateFn, PauliSumOp, AerPauliExpectation, ListOp, Gradient\n", + "from qiskit_machine_learning.kernels import QuantumKernel\n", + "\n", + "from qiskit.utils import QuantumInstance, algorithm_globals\n", + "from qiskit_machine_learning.neural_networks import CircuitQNN" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e25cdbe5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.10545144 1.80110498 1.88227534]\n" + ] + } + ], + "source": [ + "# Generate random inputs\n", + "inputs = np.random.uniform(low=0.0, high=np.pi, size=3)\n", + "print(inputs)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8001eaed", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Encode random vector into a circuit\n", + "\n", + "%matplotlib inline\n", + "\n", + "inputs = np.random.uniform(low=0.0, high=np.pi, size=3)\n", + "\n", + "\n", + "def encode_map(input_data, dim = 3):\n", + " \n", + " q_num = len(input_data)\n", + " encode_map = PauliFeatureMap(feature_dimension=dim, reps=1, insert_barriers=True, paulis = ['Y','ZZ'])\n", + " #encode_circuit = encode_map.bind_parameters(input_data)\n", + " \n", + " return encode_map\n", + "\n", + "\n", + "feature_map = encode_map(inputs, dim=3)\n", + "\n", + "feature_map.decompose().draw(output='mpl')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "10f3cd91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ┌───┐ ┌───┐ \n", + "q_0: ┤ H ├──■──┤ H ├──────────\n", + " └───┘┌─┴─┐├───┤ ┌───┐\n", + "q_1: ─────┤ X ├┤ H ├──■──┤ H ├\n", + " └───┘└───┘┌─┴─┐└───┘\n", + "q_2: ───────────────┤ X ├─────\n", + " └───┘ \n", + " ┌──────────┐ ░ ░ ┌──────────┐ ░ ░ ┌──────────┐\n", + "q_0: ┤ Ry(θ[0]) ├─░───■────────░─┤ Ry(θ[3]) ├─░───■────────░─┤ Ry(θ[6]) ├\n", + " ├──────────┤ ░ ┌─┴─┐ ░ ├──────────┤ ░ ┌─┴─┐ ░ ├──────────┤\n", + "q_1: ┤ Ry(θ[1]) ├─░─┤ X ├──■───░─┤ Ry(θ[4]) ├─░─┤ X ├──■───░─┤ Ry(θ[7]) ├\n", + " ├──────────┤ ░ └───┘┌─┴─┐ ░ ├──────────┤ ░ └───┘┌─┴─┐ ░ ├──────────┤\n", + "q_2: ┤ Ry(θ[2]) ├─░──────┤ X ├─░─┤ Ry(θ[5]) ├─░──────┤ X ├─░─┤ Ry(θ[8]) ├\n", + " └──────────┘ ░ └───┘ ░ └──────────┘ ░ └───┘ ░ └──────────┘\n" + ] + } + ], + "source": [ + "# Construct teacher and student networks\n", + "\n", + "from qiskit.circuit.library import RealAmplitudes\n", + "\n", + "\n", + "def teacher_circuit_builder(num_qubits):\n", + " circuit = QuantumCircuit(num_qubits)\n", + "\n", + " circuit.h(0)\n", + " circuit.cx(0, 1)\n", + " circuit.h(0)\n", + " circuit.h(1)\n", + " circuit.cx(1, 2)\n", + " circuit.h(1)\n", + " #circuit.h(2)\n", + " #circuit.cx(2, 3)\n", + " #circuit.h(2)\n", + " #circuit.h(3)\n", + " #circuit.cx(3, 4)\n", + " #circuit.h(3)\n", + " \n", + " return circuit\n", + "\n", + "\n", + "def student_network_builder(num_qubits):\n", + " circuit = TwoLocal(num_qubits=num_qubits, reps=2, entanglement_blocks='cx', entanglement='linear', rotation_blocks=['ry'], insert_barriers=True).decompose()\n", + " \n", + " return circuit\n", + "\n", + "teacher_circuit = teacher_circuit_builder(3)\n", + "print(teacher_circuit)\n", + "\n", + "student_network = student_network_builder(3)\n", + "print(student_network)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "af756cd4", + "metadata": {}, + "source": [ + "# Teacher Circuit from Amplitude Estimation " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0fe92c04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
     ┌──────┐┌────┐\n",
+       "q_0: ┤ P(X) ├┤0   ├\n",
+       "     └──────┘│    │\n",
+       "q_1: ────────┤1 F ├\n",
+       "             │    │\n",
+       "q_2: ────────┤2   ├\n",
+       "             └────┘
" + ], + "text/plain": [ + " ┌──────┐┌────┐\n", + "q_0: ┤ P(X) ├┤0 ├\n", + " └──────┘│ │\n", + "q_1: ────────┤1 F ├\n", + " │ │\n", + "q_2: ────────┤2 ├\n", + " └────┘" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.opflow import NaturalGradient\n", + "\n", + "from qiskit.circuit.library import LinearAmplitudeFunction\n", + "from qiskit.algorithms import IterativeAmplitudeEstimation,AmplitudeEstimation, EstimationProblem\n", + "from qiskit_finance.applications.estimation import EuropeanCallPricing\n", + "from qiskit_finance.circuit.library import NormalDistribution, LogNormalDistribution\n", + "\n", + "#number of qubits to represent the uncertainty\n", + "num_uncertainty_qubits = 1\n", + "\n", + "# parameters for considered random distribution\n", + "S = 2.0 # initial spot price\n", + "vol = 0.4 # volatility of 40%\n", + "r = 0.05 # annual interest rate of 4%\n", + "T = 40 / 365 # 40 days to maturity\n", + "\n", + "# resulting parameters for log-normal distribution\n", + "mu = (r - 0.5 * vol**2) * T + np.log(S)\n", + "sigma = vol * np.sqrt(T)\n", + "mean = np.exp(mu + sigma**2 / 2)\n", + "variance = (np.exp(sigma**2) - 1) * np.exp(2 * mu + sigma**2)\n", + "stddev = np.sqrt(variance)\n", + "\n", + "# lowest and highest value considered for the spot price; in between, an equidistant discretization is considered.\n", + "low = np.maximum(0, mean - 3 * stddev)\n", + "high = mean + 3 * stddev\n", + "\n", + "# construct A operator for QAE for the payoff function by\n", + "# composing the uncertainty model and the objective\n", + "uncertainty_model = LogNormalDistribution(\n", + " num_uncertainty_qubits, mu=mu, sigma=sigma**2, bounds=(low, high)\n", + ")\n", + "\n", + "# set the strike price (should be within the low and the high value of the uncertainty)\n", + "strike_price = 1.896\n", + "\n", + "# set the approximation scaling for the payoff function\n", + "c_approx = 0.25\n", + "\n", + "# setup piecewise linear objective fcuntion\n", + "breakpoints = [low, strike_price]\n", + "slopes = [0, 1]\n", + "offsets = [0, 0]\n", + "f_min = 0\n", + "f_max = high - strike_price\n", + "european_call_objective = LinearAmplitudeFunction(\n", + " num_uncertainty_qubits,\n", + " slopes,\n", + " offsets,\n", + " domain=(low, high),\n", + " image=(f_min, f_max),\n", + " breakpoints=breakpoints,\n", + " rescaling_factor=c_approx,\n", + ")\n", + "\n", + "# construct A operator for QAE for the payoff function by\n", + "# composing the uncertainty model and the objective\n", + "num_qubits = european_call_objective.num_qubits\n", + "european_call = QuantumCircuit(num_qubits)\n", + "european_call.append(uncertainty_model, range(num_uncertainty_qubits))\n", + "european_call.append(european_call_objective, range(num_qubits))\n", + "\n", + "# draw the circuit\n", + "european_call.draw()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a0428359", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# set target precision and confidence level\n", + "epsilon = 0.01\n", + "alpha = 0.05\n", + "\n", + "qi = QuantumInstance(Aer.get_backend(\"aer_simulator\"), shots=100)\n", + "problem = EstimationProblem(\n", + " state_preparation=european_call,\n", + " objective_qubits=[1],\n", + " post_processing=european_call_objective.post_processing,\n", + ")\n", + "# construct amplitude estimation\n", + "ae = IterativeAmplitudeEstimation(epsilon, alpha=alpha, quantum_instance=qi)\n", + "\n", + "ae_circuit = ae.construct_circuit(problem)\n", + "\n", + "ae_circuit.decompose().draw(\n", + " \"mpl\", style=\"iqx\"\n", + ") # decompose 1 level: exposes the Phase estimation circuit!\n", + "\n", + "\n", + "from qiskit import transpile\n", + "basis_gates = [\"h\", \"ry\", \"cry\", \"cx\", \"ccx\", \"p\", \"cp\", \"x\", \"s\", \"sdg\", \"y\", \"t\", \"cz\"]\n", + "transpile(ae_circuit, basis_gates=basis_gates, optimization_level=2).draw(\"mpl\", style=\"iqx\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9f1c5fae", + "metadata": {}, + "outputs": [], + "source": [ + "ae_teacher_circuit = transpile(ae_circuit, basis_gates=basis_gates, optimization_level=2)\n", + "\n", + "#ae_teacher_circuit.draw()\n", + "\n", + "teacher_circuit = ae_teacher_circuit" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "85fcabe2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ParameterView([ParameterVectorElement(x[0]), ParameterVectorElement(x[1]), ParameterVectorElement(x[2]), ParameterVectorElement(θ[0]), ParameterVectorElement(θ[1]), ParameterVectorElement(θ[2]), ParameterVectorElement(θ[3]), ParameterVectorElement(θ[4]), ParameterVectorElement(θ[5]), ParameterVectorElement(θ[6]), ParameterVectorElement(θ[7]), ParameterVectorElement(θ[8])])\n", + "ParameterView([])\n" + ] + } + ], + "source": [ + "# Glue together feature map and network\n", + "\n", + "\n", + "tc_full = feature_map.compose(teacher_circuit)\n", + "\n", + "sc_full = feature_map.compose(student_network)\n", + "\n", + "\n", + "print(sc_full.parameters)\n", + "print(teacher_circuit.parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6992a6cc", + "metadata": {}, + "outputs": [], + "source": [ + "# set up backed\n", + "\n", + "from qiskit import Aer\n", + "from qiskit.utils import QuantumInstance\n", + "\n", + "backend = Aer.get_backend('qasm_simulator')\n", + "q_instance = QuantumInstance(backend, shots = 100, seed_simulator = 2718, seed_transpiler = 2718)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4b16efe9", + "metadata": {}, + "outputs": [], + "source": [ + "# QNN formulation\n", + "\n", + "\n", + "qnn_student = CircuitQNN(sc_full, feature_map.parameters, student_network.parameters, quantum_instance=q_instance)\n", + "qnn_teacher = CircuitQNN(tc_full, feature_map.parameters, teacher_circuit.parameters, quantum_instance=q_instance)\n", + "\n", + "\n", + "\n", + "\n", + "#input_data = [[0., 0.],[1., 1.] ]\n", + "\n", + "#weights = [0. , 0., 0., 0.,0.,0.,0.,0.]\n", + "\n", + "#print(qnn_student.forward(input_data, weights))\n", + "#print(qnn_teacher.forward(input_data, []))\n", + "#print(qnn_student.num_weights)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "c281ca4e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0.04174081 -0.05768226 -0.09151663 0.05043395 -0.00869563 0.02233297\n", + " -0.03693855 0.09626855 0.02697694]\n", + "tensor([[0.1200, 0.0700, 0.1000, 0.1700, 0.1200, 0.1700, 0.0600, 0.1900],\n", + " [0.0000, 0.0800, 0.0000, 0.8400, 0.0000, 0.0000, 0.0600, 0.0200]],\n", + " grad_fn=<_TorchNNFunctionBackward>)\n", + "tensor([[0.0200, 0.1500, 0.1200, 0.1900, 0.0800, 0.0200, 0.1600, 0.2600],\n", + " [0.0300, 0.0000, 0.0500, 0.0000, 0.1400, 0.0000, 0.7800, 0.0000]],\n", + " grad_fn=<_TorchNNFunctionBackward>)\n", + "tensor(1.3100, grad_fn=)\n" + ] + } + ], + "source": [ + "# Defining a PyTorch model and test it\n", + "\n", + "from qiskit_machine_learning.connectors import TorchConnector\n", + "from torch import Tensor\n", + "from torch.nn import Linear, CrossEntropyLoss, MSELoss, KLDivLoss\n", + "\n", + "initial_weights = 0.1 * (2 * algorithm_globals.random.random(qnn_student.num_weights) - 1)\n", + "print(initial_weights)\n", + "#initial_weights = [0. , 0., 0., 0.]\n", + "student_model = TorchConnector(qnn_student, initial_weights=initial_weights)\n", + "teacher_model = TorchConnector(qnn_teacher, initial_weights=[])\n", + "\n", + "\n", + "# test on a dummy input\n", + "input_data = [[0., 0., 0.],[1., 1., 1.]]\n", + "\n", + "f_loss = MSELoss(reduction=\"sum\")\n", + "\n", + "ce_loss = CrossEntropyLoss() \n", + "\n", + "output = student_model(Tensor(input_data)) # Forward pass\n", + "target = teacher_model(Tensor(input_data))\n", + "\n", + "\n", + "\n", + "print(output)\n", + "\n", + "print(target)\n", + "\n", + "\n", + "print(f_loss(output, target))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f5affdc7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning rate: 0.16\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mykola/opt/anaconda3/envs/quantum_env3.8/lib/python3.8/site-packages/torch/nn/functional.py:2904: UserWarning: reduction: 'mean' divides the total loss by both the batch size and the support size.'batchmean' divides only by the batch size, and aligns with the KL div math definition.'mean' will be changed to behave the same as 'batchmean' in the next major release.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE Loss 3.5438 CE_Loss: 2.1370 KL_Loss: -0.1751\n", + "Training [2%]\tLoss: 4.5274\n", + "Learning rate: 0.08\n", + "MSE Loss 1.8056 CE_Loss: 2.0593 KL_Loss: -0.1926\n", + "Training [3%]\tLoss: 2.3237\n", + "Learning rate: 0.08\n", + "MSE Loss 2.7434 CE_Loss: 2.0099 KL_Loss: -0.1804\n", + "Training [5%]\tLoss: 3.1634\n", + "Learning rate: 0.08\n", + "MSE Loss 1.2190 CE_Loss: 2.0391 KL_Loss: -0.2135\n", + "Training [7%]\tLoss: 2.3392\n", + "Learning rate: 0.08\n", + "MSE Loss 2.9652 CE_Loss: 2.0566 KL_Loss: -0.1659\n", + "Training [8%]\tLoss: 2.5277\n", + "Learning rate: 0.08\n", + "MSE Loss 1.9856 CE_Loss: 1.9876 KL_Loss: -0.1710\n", + "Training [10%]\tLoss: 2.2240\n", + "Learning rate: 0.08\n", + "MSE Loss 2.1376 CE_Loss: 2.0354 KL_Loss: -0.1941\n", + "Training [12%]\tLoss: 1.9089\n", + "Learning rate: 0.08\n", + "MSE Loss 0.4216 CE_Loss: 1.9397 KL_Loss: -0.2110\n", + "Training [13%]\tLoss: 0.8994\n", + "Learning rate: 0.08\n", + "MSE Loss 0.3088 CE_Loss: 1.8707 KL_Loss: -0.2055\n", + "Training [15%]\tLoss: 0.3994\n", + "Learning rate: 0.08\n", + "MSE Loss 0.1932 CE_Loss: 1.8808 KL_Loss: -0.2044\n", + "Training [17%]\tLoss: 0.3020\n", + "Learning rate: 0.08\n", + "MSE Loss 0.4362 CE_Loss: 1.8381 KL_Loss: -0.1867\n", + "Training [18%]\tLoss: 0.4884\n", + "Learning rate: 0.04\n", + "MSE Loss 0.8366 CE_Loss: 1.9342 KL_Loss: -0.2044\n", + "Training [20%]\tLoss: 0.4644\n", + "Learning rate: 0.04\n", + "MSE Loss 0.2112 CE_Loss: 1.8780 KL_Loss: -0.2125\n", + "Training [22%]\tLoss: 0.3570\n", + "Learning rate: 0.04\n", + "MSE Loss 1.1302 CE_Loss: 1.8889 KL_Loss: -0.1934\n", + "Training [23%]\tLoss: 0.3622\n", + "Learning rate: 0.04\n", + "MSE Loss 0.1512 CE_Loss: 1.7999 KL_Loss: -0.1839\n", + "Training [25%]\tLoss: 0.2969\n", + "Learning rate: 0.04\n", + "MSE Loss 0.7252 CE_Loss: 1.9752 KL_Loss: -0.2130\n", + "Training [27%]\tLoss: 0.4034\n", + "Learning rate: 0.04\n", + "MSE Loss 0.3844 CE_Loss: 1.8941 KL_Loss: -0.2047\n", + "Training [28%]\tLoss: 0.3176\n", + "Learning rate: 0.04\n", + "MSE Loss 0.1862 CE_Loss: 1.8613 KL_Loss: -0.2103\n", + "Training [30%]\tLoss: 0.3058\n", + "Learning rate: 0.04\n", + "MSE Loss 0.3198 CE_Loss: 1.8549 KL_Loss: -0.2023\n", + "Training [32%]\tLoss: 0.4277\n", + "Learning rate: 0.04\n", + "MSE Loss 0.3938 CE_Loss: 1.9186 KL_Loss: -0.2052\n", + "Training [33%]\tLoss: 0.2865\n", + "Learning rate: 0.04\n", + "MSE Loss 0.2304 CE_Loss: 1.7961 KL_Loss: -0.1882\n", + "Training [35%]\tLoss: 0.3094\n", + "Learning rate: 0.02\n", + "MSE Loss 0.1664 CE_Loss: 1.8801 KL_Loss: -0.2093\n", + "Training [37%]\tLoss: 0.3500\n", + "Learning rate: 0.02\n", + "MSE Loss 0.1450 CE_Loss: 1.9524 KL_Loss: -0.2283\n", + "Training [38%]\tLoss: 0.2756\n", + "Learning rate: 0.02\n", + "MSE Loss 0.1986 CE_Loss: 1.8101 KL_Loss: -0.1954\n", + "Training [40%]\tLoss: 0.4129\n", + "Learning rate: 0.02\n", + "MSE Loss 0.1402 CE_Loss: 1.8049 KL_Loss: -0.1980\n", + "Training [42%]\tLoss: 0.3179\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0954 CE_Loss: 1.8840 KL_Loss: -0.2059\n", + "Training [43%]\tLoss: 0.1768\n", + "Learning rate: 0.02\n", + "MSE Loss 0.4558 CE_Loss: 1.8836 KL_Loss: -0.1984\n", + "Training [45%]\tLoss: 0.4590\n", + "Learning rate: 0.02\n", + "MSE Loss 0.2882 CE_Loss: 1.8465 KL_Loss: -0.2012\n", + "Training [47%]\tLoss: 0.2369\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0884 CE_Loss: 1.8439 KL_Loss: -0.2045\n", + "Training [48%]\tLoss: 0.4296\n", + "Learning rate: 0.02\n", + "MSE Loss 0.2466 CE_Loss: 1.7924 KL_Loss: -0.1982\n", + "Training [50%]\tLoss: 0.4602\n", + "Learning rate: 0.02\n", + "MSE Loss 0.5582 CE_Loss: 1.8954 KL_Loss: -0.2038\n", + "Training [52%]\tLoss: 0.3453\n", + "Learning rate: 0.01\n", + "MSE Loss 0.2606 CE_Loss: 1.8796 KL_Loss: -0.2066\n", + "Training [53%]\tLoss: 0.2168\n", + "Learning rate: 0.01\n", + "MSE Loss 0.2734 CE_Loss: 1.7771 KL_Loss: -0.1833\n", + "Training [55%]\tLoss: 0.4134\n", + "Learning rate: 0.01\n", + "MSE Loss 0.5908 CE_Loss: 1.9388 KL_Loss: -0.2078\n", + "Training [57%]\tLoss: 0.4754\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0918 CE_Loss: 1.8295 KL_Loss: -0.1985\n", + "Training [58%]\tLoss: 0.2715\n", + "Learning rate: 0.01\n", + "MSE Loss 0.1828 CE_Loss: 1.8361 KL_Loss: -0.2039\n", + "Training [60%]\tLoss: 0.2540\n", + "Learning rate: 0.01\n", + "MSE Loss 0.2732 CE_Loss: 1.9062 KL_Loss: -0.2175\n", + "Training [62%]\tLoss: 0.4094\n", + "Learning rate: 0.01\n", + "MSE Loss 0.5508 CE_Loss: 1.9121 KL_Loss: -0.2014\n", + "Training [63%]\tLoss: 0.4422\n", + "Learning rate: 0.01\n", + "MSE Loss 0.3262 CE_Loss: 1.8901 KL_Loss: -0.2026\n", + "Training [65%]\tLoss: 0.2422\n", + "Learning rate: 0.01\n", + "MSE Loss 0.4142 CE_Loss: 1.9108 KL_Loss: -0.2065\n", + "Training [67%]\tLoss: 0.3371\n", + "Learning rate: 0.01\n", + "MSE Loss 0.3194 CE_Loss: 1.9211 KL_Loss: -0.2139\n", + "Training [68%]\tLoss: 0.3184\n", + "Learning rate: 0.005\n", + "MSE Loss 0.1610 CE_Loss: 1.8764 KL_Loss: -0.1989\n", + "Training [70%]\tLoss: 0.3243\n", + "Learning rate: 0.005\n", + "MSE Loss 0.2510 CE_Loss: 1.9053 KL_Loss: -0.2055\n", + "Training [72%]\tLoss: 0.4252\n", + "Learning rate: 0.005\n", + "MSE Loss 0.5968 CE_Loss: 1.8482 KL_Loss: -0.1858\n", + "Training [73%]\tLoss: 0.3320\n", + "Learning rate: 0.005\n", + "MSE Loss 0.2714 CE_Loss: 1.8660 KL_Loss: -0.1980\n", + "Training [75%]\tLoss: 0.4608\n", + "Learning rate: 0.005\n", + "MSE Loss 1.1148 CE_Loss: 1.9028 KL_Loss: -0.1899\n", + "Training [77%]\tLoss: 0.3863\n", + "Learning rate: 0.005\n", + "MSE Loss 0.4142 CE_Loss: 1.8841 KL_Loss: -0.1933\n", + "Training [78%]\tLoss: 0.5953\n", + "Learning rate: 0.005\n", + "MSE Loss 0.1622 CE_Loss: 1.7969 KL_Loss: -0.1909\n", + "Training [80%]\tLoss: 0.2238\n", + "Learning rate: 0.005\n", + "MSE Loss 0.4512 CE_Loss: 1.8507 KL_Loss: -0.1910\n", + "Training [82%]\tLoss: 0.4860\n", + "Learning rate: 0.005\n", + "MSE Loss 0.2370 CE_Loss: 1.8783 KL_Loss: -0.2103\n", + "Training [83%]\tLoss: 0.3845\n", + "Learning rate: 0.005\n", + "MSE Loss 0.3398 CE_Loss: 1.8677 KL_Loss: -0.1999\n", + "Training [85%]\tLoss: 0.4468\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.5422 CE_Loss: 1.9061 KL_Loss: -0.2082\n", + "Training [87%]\tLoss: 0.3366\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.4064 CE_Loss: 1.9274 KL_Loss: -0.2093\n", + "Training [88%]\tLoss: 0.3196\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.1770 CE_Loss: 1.7933 KL_Loss: -0.1871\n", + "Training [90%]\tLoss: 0.2749\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.2292 CE_Loss: 1.8576 KL_Loss: -0.1977\n", + "Training [92%]\tLoss: 0.3176\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.6372 CE_Loss: 1.8433 KL_Loss: -0.1866\n", + "Training [93%]\tLoss: 0.4340\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.2488 CE_Loss: 1.8261 KL_Loss: -0.1920\n", + "Training [95%]\tLoss: 0.4325\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.5084 CE_Loss: 1.9042 KL_Loss: -0.2007\n", + "Training [97%]\tLoss: 0.5108\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.4186 CE_Loss: 1.8654 KL_Loss: -0.1934\n", + "Training [98%]\tLoss: 0.3006\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.1478 CE_Loss: 1.9300 KL_Loss: -0.2190\n", + "Training [100%]\tLoss: 0.2372\n" + ] + } + ], + "source": [ + "import torch.optim as optim\n", + "# Define optimizer and loss\n", + "lr = 0.16\n", + "lr_min = 0.0005\n", + "optimizer = optim.Adam(student_model.parameters(), lr=lr)\n", + "\n", + "\n", + "mse_loss = MSELoss(reduction=\"mean\")\n", + "ce_loss = CrossEntropyLoss() \n", + "kl_div_loss = KLDivLoss()\n", + "\n", + "# Start training\n", + "student_model.train() # set model to training mode\n", + "\n", + "\n", + "# Note from (https://pytorch.org/docs/stable/optim.html):\n", + "# Some optimization algorithms such as LBFGS need to\n", + "# reevaluate the function multiple times, so you have to\n", + "# pass in a closure that allows them to recompute your model.\n", + "# The closure should clear the gradients, compute the loss,\n", + "# and return it.\n", + "\n", + "epochs = 60\n", + "n_qbits = 3\n", + "loss_list = [] \n", + "\n", + "for epoch in range(epochs):\n", + " total_loss = []\n", + " \n", + " print(\"Learning rate:\", lr )\n", + " \n", + " \n", + " for batch_idx in range(5):\n", + " \n", + " input_data = np.random.uniform(low=0.0, high=2. * np.pi, size=(8,n_qbits))\n", + " \n", + " optimizer.zero_grad(set_to_none=True) # Initialize gradient\n", + " \n", + " output = student_model(Tensor(input_data)) # Forward pass\n", + " target = Tensor(qnn_teacher.forward(input_data, [])) # took a Qiskit QNN object defined above\n", + " #teacher_model(Tensor(input_data))\n", + " #print(target)\n", + " mse_l = mse_loss(2**n_qbits * output, 2**n_qbits * target)\n", + " ce_l = ce_loss(output,target) \n", + " kl_div_l = kl_div_loss(output,target) \n", + " \n", + " \n", + " \n", + " loss = (mse_l + 0.0000*ce_l + 0.*kl_div_l) # Calculate loss\n", + " \n", + " #print(loss)\n", + " loss.backward() # Backward pass\n", + " optimizer.step() # Optimize weights\n", + " total_loss.append(loss.item()) # Store loss\n", + " loss_list.append(sum(total_loss) / len(total_loss))\n", + " \n", + " if epoch % 10 == 0 and lr > lr_min :\n", + " lr = lr / 2.\n", + " \n", + " print(\"MSE Loss {:.4f} CE_Loss: {:.4f} KL_Loss: {:.4f}\".format(mse_l, ce_l, kl_div_l))\n", + " \n", + " print(\"Training [{:.0f}%]\\tLoss: {:.4f}\".format(100.0 * (epoch + 1) / epochs, loss_list[-1]))\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b9c63873", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Parameter containing:\n", + "tensor([ 2.8131, -0.6038, -1.5985, 0.1035, -3.0277, -0.0254, -0.0591, -1.3483,\n", + " 1.5391], requires_grad=True)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "student_model.weight" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "be317b5e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(loss_list)\n", + "plt.title(\"Distillation QNN training\")\n", + "plt.xlabel(\"Training Iterations\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "201540f7", + "metadata": {}, + "source": [ + "# Test histogram" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "24f7ee43", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a58aa3e7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
        ┌────────────┐                                      »\n",
+       "   q_0: ┤ Ry(2.6831) ├────■──────■──────────────────────────»\n",
+       "        └┬──────────┬┘┌───┴───┐  │  ┌───┐┌─────┐┌───┐┌─────┐»\n",
+       "   q_1: ─┤ Ry(3π/8) ├─┤ Ry(0) ├──┼──┤ X ├┤ Sdg ├┤ H ├┤ Sdg ├»\n",
+       "         └──────────┘ └───────┘┌─┴─┐└─┬─┘└─────┘└───┘└─────┘»\n",
+       "   q_2: ───────────────────────┤ X ├──■─────────────────────»\n",
+       "                               └───┘                        »\n",
+       "meas: 3/════════════════════════════════════════════════════»\n",
+       "                                                            »\n",
+       "«                                                                        »\n",
+       "«   q_0: ────────────────────────────────────────────────────────────────»\n",
+       "«        ┌─────────────────────┐┌─────┐┌───┐┌─────┐┌───────┐┌───┐┌──────┐»\n",
+       "«   q_1: ┤ P(3.43584501835934) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├┤ X ├┤ P(0) ├»\n",
+       "«        └─────────────────────┘└─────┘└───┘└─────┘└───────┘└─┬─┘└──────┘»\n",
+       "«   q_2: ─────────────────────────────────────────────────────■──────────»\n",
+       "«                                                                        »\n",
+       "«meas: 3/════════════════════════════════════════════════════════════════»\n",
+       "«                                                                        »\n",
+       "«                                                                              »\n",
+       "«   q_0: ──────────────────────────────────────────────────────────────────────»\n",
+       "«        ┌─────┐┌───┐┌─────┐┌─────────────────────┐┌─────┐┌───┐┌─────┐┌───────┐»\n",
+       "«   q_1: ┤ Sdg ├┤ H ├┤ Sdg ├┤ P(2.84734028882025) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├»\n",
+       "«        └─────┘└───┘└─────┘└─────────────────────┘└─────┘└───┘└─────┘└───────┘»\n",
+       "«   q_2: ──────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                              »\n",
+       "«meas: 3/══════════════════════════════════════════════════════════════════════»\n",
+       "«                                                                              »\n",
+       "«                                                                          »\n",
+       "«   q_0: ──────────────────────────────────────────────────────────────────»\n",
+       "«        ┌───┐┌─────┐┌───┐┌─────┐┌─────────────────────┐┌─────┐┌───┐┌─────┐»\n",
+       "«   q_1: ┤ X ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(2.79811693035566) ├┤ Sdg ├┤ H ├┤ Sdg ├»\n",
+       "«        └─┬─┘└─────┘└───┘└─────┘└─────────────────────┘└─────┘└───┘└─────┘»\n",
+       "«   q_2: ──■───────────────────────────────────────────────────────────────»\n",
+       "«                                                                          »\n",
+       "«meas: 3/══════════════════════════════════════════════════════════════════»\n",
+       "«                                                                          »\n",
+       "«                                                                        »\n",
+       "«   q_0: ────────────────────────────────────────────────────────────────»\n",
+       "«        ┌───────┐┌───┐┌──────┐┌─────┐┌───┐┌─────┐┌─────────────────────┐»\n",
+       "«   q_1: ┤ P(3π) ├┤ X ├┤ P(0) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3.48506837682393) ├»\n",
+       "«        └───────┘└─┬─┘└──────┘└─────┘└───┘└─────┘└─────────────────────┘»\n",
+       "«   q_2: ───────────■────────────────────────────────────────────────────»\n",
+       "«                                                                        »\n",
+       "«meas: 3/════════════════════════════════════════════════════════════════»\n",
+       "«                                                                        »\n",
+       "«                                                                 »\n",
+       "«   q_0: ──────────────────────────────■──────────────────────────»\n",
+       "«        ┌─────┐┌───┐┌─────┐┌───────┐┌─┴─┐┌───┐┌─────┐┌───┐┌─────┐»\n",
+       "«   q_1: ┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├┤ X ├┤ X ├┤ Sdg ├┤ H ├┤ Sdg ├»\n",
+       "«        └─────┘└───┘└─────┘└───────┘└─┬─┘└─┬─┘└─────┘└───┘└─────┘»\n",
+       "«   q_2: ──────────────────────────────■────■─────────────────────»\n",
+       "«                                                                 »\n",
+       "«meas: 3/═════════════════════════════════════════════════════════»\n",
+       "«                                                                 »\n",
+       "«                                                                        »\n",
+       "«   q_0: ────────────────────────────────────────────────────────────────»\n",
+       "«        ┌─────────────────────┐┌─────┐┌───┐┌─────┐┌───────┐┌───┐┌──────┐»\n",
+       "«   q_1: ┤ P(3.48506837682393) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├┤ X ├┤ P(0) ├»\n",
+       "«        └─────────────────────┘└─────┘└───┘└─────┘└───────┘└─┬─┘└──────┘»\n",
+       "«   q_2: ─────────────────────────────────────────────────────■──────────»\n",
+       "«                                                                        »\n",
+       "«meas: 3/════════════════════════════════════════════════════════════════»\n",
+       "«                                                                        »\n",
+       "«                                                                              »\n",
+       "«   q_0: ──────────────────────────────────────────────────────────────────────»\n",
+       "«        ┌─────┐┌───┐┌─────┐┌─────────────────────┐┌─────┐┌───┐┌─────┐┌───────┐»\n",
+       "«   q_1: ┤ Sdg ├┤ H ├┤ Sdg ├┤ P(2.79811693035566) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├»\n",
+       "«        └─────┘└───┘└─────┘└─────────────────────┘└─────┘└───┘└─────┘└───────┘»\n",
+       "«   q_2: ──────────────────────────────────────────────────────────────────────»\n",
+       "«                                                                              »\n",
+       "«meas: 3/══════════════════════════════════════════════════════════════════════»\n",
+       "«                                                                              »\n",
+       "«                   ░ ┌─┐      \n",
+       "«   q_0: ──■────■───░─┤M├──────\n",
+       "«        ┌─┴─┐  │   ░ └╥┘┌─┐   \n",
+       "«   q_1: ┤ X ├──┼───░──╫─┤M├───\n",
+       "«        └─┬─┘┌─┴─┐ ░  ║ └╥┘┌─┐\n",
+       "«   q_2: ──■──┤ X ├─░──╫──╫─┤M├\n",
+       "«             └───┘ ░  ║  ║ └╥┘\n",
+       "«meas: 3/══════════════╩══╩══╩═\n",
+       "«                      0  1  2 
" + ], + "text/plain": [ + " ┌────────────┐ »\n", + " q_0: ┤ Ry(2.6831) ├────■──────■──────────────────────────»\n", + " └┬──────────┬┘┌───┴───┐ │ ┌───┐┌─────┐┌───┐┌─────┐»\n", + " q_1: ─┤ Ry(3π/8) ├─┤ Ry(0) ├──┼──┤ X ├┤ Sdg ├┤ H ├┤ Sdg ├»\n", + " └──────────┘ └───────┘┌─┴─┐└─┬─┘└─────┘└───┘└─────┘»\n", + " q_2: ───────────────────────┤ X ├──■─────────────────────»\n", + " └───┘ »\n", + "meas: 3/════════════════════════════════════════════════════»\n", + " »\n", + "« »\n", + "« q_0: ────────────────────────────────────────────────────────────────»\n", + "« ┌─────────────────────┐┌─────┐┌───┐┌─────┐┌───────┐┌───┐┌──────┐»\n", + "« q_1: ┤ P(3.43584501835934) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├┤ X ├┤ P(0) ├»\n", + "« └─────────────────────┘└─────┘└───┘└─────┘└───────┘└─┬─┘└──────┘»\n", + "« q_2: ─────────────────────────────────────────────────────■──────────»\n", + "« »\n", + "«meas: 3/════════════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q_0: ──────────────────────────────────────────────────────────────────────»\n", + "« ┌─────┐┌───┐┌─────┐┌─────────────────────┐┌─────┐┌───┐┌─────┐┌───────┐»\n", + "« q_1: ┤ Sdg ├┤ H ├┤ Sdg ├┤ P(2.84734028882025) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├»\n", + "« └─────┘└───┘└─────┘└─────────────────────┘└─────┘└───┘└─────┘└───────┘»\n", + "« q_2: ──────────────────────────────────────────────────────────────────────»\n", + "« »\n", + "«meas: 3/══════════════════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q_0: ──────────────────────────────────────────────────────────────────»\n", + "« ┌───┐┌─────┐┌───┐┌─────┐┌─────────────────────┐┌─────┐┌───┐┌─────┐»\n", + "« q_1: ┤ X ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(2.79811693035566) ├┤ Sdg ├┤ H ├┤ Sdg ├»\n", + "« └─┬─┘└─────┘└───┘└─────┘└─────────────────────┘└─────┘└───┘└─────┘»\n", + "« q_2: ──■───────────────────────────────────────────────────────────────»\n", + "« »\n", + "«meas: 3/══════════════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q_0: ────────────────────────────────────────────────────────────────»\n", + "« ┌───────┐┌───┐┌──────┐┌─────┐┌───┐┌─────┐┌─────────────────────┐»\n", + "« q_1: ┤ P(3π) ├┤ X ├┤ P(0) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3.48506837682393) ├»\n", + "« └───────┘└─┬─┘└──────┘└─────┘└───┘└─────┘└─────────────────────┘»\n", + "« q_2: ───────────■────────────────────────────────────────────────────»\n", + "« »\n", + "«meas: 3/════════════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q_0: ──────────────────────────────■──────────────────────────»\n", + "« ┌─────┐┌───┐┌─────┐┌───────┐┌─┴─┐┌───┐┌─────┐┌───┐┌─────┐»\n", + "« q_1: ┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├┤ X ├┤ X ├┤ Sdg ├┤ H ├┤ Sdg ├»\n", + "« └─────┘└───┘└─────┘└───────┘└─┬─┘└─┬─┘└─────┘└───┘└─────┘»\n", + "« q_2: ──────────────────────────────■────■─────────────────────»\n", + "« »\n", + "«meas: 3/═════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q_0: ────────────────────────────────────────────────────────────────»\n", + "« ┌─────────────────────┐┌─────┐┌───┐┌─────┐┌───────┐┌───┐┌──────┐»\n", + "« q_1: ┤ P(3.48506837682393) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├┤ X ├┤ P(0) ├»\n", + "« └─────────────────────┘└─────┘└───┘└─────┘└───────┘└─┬─┘└──────┘»\n", + "« q_2: ─────────────────────────────────────────────────────■──────────»\n", + "« »\n", + "«meas: 3/════════════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q_0: ──────────────────────────────────────────────────────────────────────»\n", + "« ┌─────┐┌───┐┌─────┐┌─────────────────────┐┌─────┐┌───┐┌─────┐┌───────┐»\n", + "« q_1: ┤ Sdg ├┤ H ├┤ Sdg ├┤ P(2.79811693035566) ├┤ Sdg ├┤ H ├┤ Sdg ├┤ P(3π) ├»\n", + "« └─────┘└───┘└─────┘└─────────────────────┘└─────┘└───┘└─────┘└───────┘»\n", + "« q_2: ──────────────────────────────────────────────────────────────────────»\n", + "« »\n", + "«meas: 3/══════════════════════════════════════════════════════════════════════»\n", + "« »\n", + "« ░ ┌─┐ \n", + "« q_0: ──■────■───░─┤M├──────\n", + "« ┌─┴─┐ │ ░ └╥┘┌─┐ \n", + "« q_1: ┤ X ├──┼───░──╫─┤M├───\n", + "« └─┬─┘┌─┴─┐ ░ ║ └╥┘┌─┐\n", + "« q_2: ──■──┤ X ├─░──╫──╫─┤M├\n", + "« └───┘ ░ ║ ║ └╥┘\n", + "«meas: 3/══════════════╩══╩══╩═\n", + "« 0 1 2 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qc2 = QuantumCircuit(3)\n", + "qc=qc2.compose(teacher_circuit)\n", + "qc.measure_all()\n", + "qc.draw()#.savefig('qae_circuit.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "bf563d7c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'001': 328, '010': 23, '000': 40, '011': 633}\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#choosing the qasm simulator backend\n", + "\n", + "from qiskit.visualization import plot_histogram\n", + "\n", + "backend = Aer.get_backend('qasm_simulator')\n", + "\n", + "# running the job and getting results (counts)\n", + "job = execute(qc, backend, shots=1024) # shots = no. of times you want to run the experiment\n", + "result = job.result()\n", + "counts = result.get_counts(qc)\n", + "\n", + "#printing and visualizing results (histogram data of experiment)\n", + "print(counts)\n", + "plot_histogram(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "dd54f992", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qc3 = QuantumCircuit(3)\n", + "qc=qc3.compose(student_network)\n", + "qc.assign_parameters(student_model.weight.detach().numpy(), inplace=True)\n", + "\n", + "qc.measure_all()\n", + "qc.decompose().draw(output='mpl')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "c9f00715", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'001': 604, '010': 7, '000': 48, '011': 365}\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc0AAAFCCAYAAACTo4YQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAp+UlEQVR4nO3df3wV9Z3v8deHRCIWWAEFJEEBA2kJJRAPTWMj2K4/bt1rWl0t2Fbt9Qfrj2rV69XurVLaa1u5dV11rWtLraJujRX3ilsXKmoB0RgaIliIQpSAEPkhPxRRTCR+7h8zyR5iEuZAcs4h5/18PM4j58x8Z/IdhpP3zHxnvl9zd0REROTAeqW6AiIiIocLhaaIiEhECk0REZGIFJoiIiIRKTRFREQiyk51BVLpmGOO8REjRqS6GiIikkaWL1++3d2PbW9eRofmiBEjqK6uTnU1REQkjZjZho7m6fKsiIhIRApNERGRiBSaIiIiESk0RUREIlJoioiIRKTQFBERiUihKSIiEpFCU0REJCKFpoiISEQKTRERkYgUmiIiIhEpNEVERCJSaIqIiESk0BQREYlIoSkiIhKRQlNERCQihaaIiEhECk0REZGIFJoiIiIRKTRFREQiUmiKiIhEpNAUERGJSKEpIiISkUJTJLRgwQIKCgrIz8/n9ttv/8z8hx56iGOPPZYJEyYwYcIEfvvb37bOu/nmmxk3bhzjxo3j8ccfb51eX19PSUkJ+fn5TJ06laampqRsi4h0D4WmCNDc3MzVV1/N/Pnzqa2t5bHHHqO2tvYz5aZOncqKFStYsWIFl112GQDPPPMMNTU1rFixgqqqKu644w52794NBGF6/fXX8+abbzJgwAAeeOCBpG6XiHQthaYIsGzZMvLz8xk1ahS9e/dm2rRpzJs3L9KytbW1TJ48mezsbD73uc8xfvx4FixYgLvzwgsvcN555wFw8cUX89RTT3XjVohId1NoigANDQ0MHz689XNeXh4NDQ2fKffkk08yfvx4zjvvPDZu3AhAUVERCxYs4KOPPmL79u38+c9/ZuPGjezYsYOjjz6a7OzsTtcpIocPhaZIRGeffTbr16/ntdde4/TTT+fiiy8G4IwzzuCss87i5JNP5oILLqC0tJSsrKwU11ZEuoNCUwTIzc1tPXME2LRpE7m5ufuVGTRoEDk5OQBcdtllLF++vHXej370I1asWMHChQtxd8aMGcOgQYN477332LdvX4frFJHDi0JTBJg0aRJ1dXXU19fT1NRERUUF5eXl+5XZvHlz6/unn36aL3zhC0BwE9GOHTsAeO2113jttdc444wzMDO++tWvMnfuXADmzJnDN77xjSRtkYh0h+xUV0AkHWRnZ3Pvvfdy5pln0tzczCWXXEJhYSEzZswgFotRXl7OPffcw9NPP012djYDBw7koYceAuCTTz7hlFNOAaB///48+uijre2Ys2bNYtq0adxyyy1MnDiRSy+9NFWbKCJdwNw91XVImVgs5tXV1amuhoiIpBEzW+7usfbm6fKsiIhIRApNERGRiBSaIiIiESk0RUREIkp6aJrZVWZWb2Yfm9lyMzvlAOV7m9lPw2UazextM7u2TZm/N7PacH6tmZ3TvVshIiKZKKmhaWZTgbuBnwMTgZeB+WZ2fCeLVQD/DZgOFADnA6/FrbMUeBz4N2BC+PMJMyvphk0QEZEMltRHTsysCnjN3S+Pm1YHzHX3f2yn/BnAE8CJ7r69g3U+Dgx099Pjpj0HvOvuF3RWHz1yIiIibaXFIydm1hs4CXi2zaxngZM7WOybwF+AG8xsk5nVmdk9ZtY3rkxpO+v8UyfrFBEROSjJ7BHoGCAL2Npm+lbgtA6WGQWUAY3A3wNHA/8CDAPOC8sM7WCdQ9tboZlNJ7jUy7Bhw1i0aFHwi0aNol+/fqxcuRII+hktLCxkyZIlQNBjTFlZGTU1Na1jJcZiMbZu3draZ+no0aPJyclh1apVAAwePJgxY8awdOlSAHJycigtLaW6upo9e/YAUFJSwqZNm1pHvygoKCArK6t1LMehQ4cycuRIKisrAejTpw8lJSVUVVWxd+9eAEpLS6mvr2fLli0AjB07lubmZtasWQME/arm5eVRVVUFQN++fYnFYlRWVtLY2AhAWVkZa9euZdu2bQCMGzeOxsZG6urqABg+fDhDhgyh5cy8f//+FBcXs3Tp0ta+VSdPnszq1atbu5QrKirigw8+YN26dQCMGDGCgQMHUlNTA8CAAQMoKipi8eLFuDtmxpQpU1i5ciW7du0CoLi4mJ07d7J+/XrtJ+0n7Sftp6Tsp84k7fKsmQ0DGoAp7r4kbvoM4DvuXtDOMs8CpwBD3f39cNoZBGeSQ919q5k1AZe5+8Nxy10EzHb3nM7qpMuzIiLSVlpcngW2A83AkDbThwBbOlhmM9DQEpih18OfLTcPbUlwnSIiIgclaaHp7k3AcuD0NrNOJ7iLtj0vAcPatGGOCX9uCH9WJrhOERGRg5LsUU7uBB4xs2UEgXgFQfvk/QBm9jCAu18Ulv89cCvwoJnNJGjTvJvgbtttYZm7gSVm9kPgKeAc4KsEbaGSoS6/K9U16Dqzr0t1DUSkRVJD090fN7NBwC3AccAq4Cx3bzlrPL5N+T1mdhrBzT9/AXYRBOMP48q8bGbTgNuAnwJvAVPdvaqbN0dERDJM0sfTdPf7gPs6mHdqO9PWAGccYJ1zgbldUT8REZGOqO9ZERGRiBSaIiIiESk0RUREIlJoioiIRKTQFBERiUihKSIiEpFCU0REJCKFpoiISEQKTRERkYgUmiIiIhEpNEVERCJSaIqIiESk0BQREYlIoSkiIhKRQlNERCQihaaIiEhECk0REZGIFJoiIiIRKTRFREQiUmiKiIhEpNAUERGJSKEpIiISkUJTREQkIoWmiIhIRApNERGRiBSaIiIiESk0RUREIlJoioiIRKTQFBERiUihKSIiEpFCU0REJCKFpoiISEQKTRERkYgUmiIiIhEpNEVERCJSaIqIiESk0BQREYlIoSkiIhKRQlNERCQihaaIiEhECk0REZGIFJoiIiIRKTRFREQiUmiKiIhEpNAUERGJSKEpIiISkUJTREQkoqSHppldZWb1ZvaxmS03s1MiLldmZvvMbFWb6d8zM2/ndWT3bIGIiGSqhELTzHqZWa+4z0PN7DIz+0rE5acCdwM/ByYCLwPzzez4Ayw3AHgYeL6DIh8Bx8W/3P3jKHUSERGJKtEzzWeAawDMrC9QDfwSWGRmF0VY/gbgIXef7e6vu/s1wGbgygMs9wAwB6jsYL67+5b4V5SNERERSUR2guVjwE3h+3OB3cBI4DvAjQRng+0ys97AScAdbWY9C5zcyXJXAUOA24BbOyjWx8w2AFnACuBWd3+1g/VNB6YDDBs2jEWLFgEwatQo+vXrx8qVKwEYNGgQhYWFLFmyBIDs7GzKysqoqalh9+7dAMRiMbZu3crGjRsBGD16NDk5OaxaFVxBHjx4MGPGjGHp0qUA5OTkUFpaSnV1NXv27AGgpKSETZs20dDQAEBBQQFZWVnU1tYCMHToUEaOHEllZXC80KdPH0pKSqiqqmLv3r0AlJaWUl9fz5YtwbHC2LFjaW5uZs2aNQDk5uaSl5dHVVUVAH379iUWi1FZWUljYyMAZWVlrF27lm3btgEwbtw4GhsbqaurA2D48OEMGTKE6upqAPr3709xcTFLly5l3759AEyePJnVq1ezY8cOAIqKivjggw9Yt24dACNGjGDgwIHU1NQAMGDAAIqKili8eDHujpkxZcoUVq5cya5duwAoLi5m586drF+/PqH91JP05P2k75P2Uzrup86Yu3daYL/CZnuBMe6+0cweBTa4+4/Cy6uvu/vnOll2GNAATHH3JXHTZwDfcfeCdpb5IvAc8GV3rzezmcB57j4urkwpMAZYCfQDfgCcBRS5e11n2xOLxbzlP630LJffleoadJ3Z16W6BiKZxcyWu3usvXmJXp59G/iKmX0OOBNYGE4fSNCu2GXMLAd4HLjR3es7Kufule4+x91XuPuLwFTgLcLLyCIiIl0l0cuzdwKPAHuADUDLGeNk4K8HWHY70ExwqTXeEKC9NsjjgC8AD5rZg+G0XoCZ2T7gLHd/tu1C7t5sZtXA6ANvjoiISHQJhaa7/9rMlgPDgYXu/mk46y06bm9sWbYpXPZ04Im4WacDT7azSAPwxTbTrgrLnwOsb+/3mJkB4wku14qIiHSZRM80cfdqgrtm46c9E3HxO4FHzGwZ8BJwBTAMuB/AzB4O13eRu38CtH0mcxvQ6O6r4qb9GHgFqAP6A9cShOaB7sgVERFJSMKhGd7NejXBXbPj3H2dmd0M1Lv7Hzpb1t0fN7NBwC0El19XEVxm3RAW6fR5zQ4cDfwGGAq8D7wKTHb3ZQexLhERkQ4l2rnBdQSB9xvA4ma9A3w/yjrc/T53H+HuOe5+UvydtO5+qruf2smyM+PvnA2nXe/uJ4TrG+zuZ7p7R89zioiIHLRE7569Arjc3e8G9sVNrwEKu6xWIiIiaSjR0DyBNu2MoU+APodeHRERkfSVaGiuA4rbmX4WUHvo1REREUlfid4IdAdwr5kdRdCmWWpmFxJ0rXdJV1dOREQknST6nOaDZpZNMErJUQQdHbwDXOvuj3dD/URERNLGwTynORuYbWbHAL3cfVvXV0tERCT9JByaLdx9e1dWREREJN0dMDTN7DWCkUl2mdlfgQ6HRXH38V1ZORERkXQS5UzzSaAx7n30scRERER6kAOGprv/JO79zG6tjYiISBpLtBu9F8zs6Ham9zezF7qsViIiImko0c4NTgV6tzP9SOCUQ66NiIhIGosUmmZWbGYtPQGNb/kcviYB0wnGvxQRkR5uwYIFFBQUkJ+fz+233/6Z+ffffz9f/OIXmTBhAmVlZdTWBh3GrV+/nj59+jBhwgQmTJjAFVdc0bpMU1MT06dPZ8yYMXz+85/nySfbG2Y59aI+clJNcAOQA8+2M38vcE1XVUpERNJTc3MzV199NQsXLiQvL49JkyZRXl7O2LFjW8t8+9vfbg3Ep59+mhtuuIEFCxYAcOKJJ7JixYrPrPdnP/sZgwcPZu3atXz66afs3LkzKduTqKihOZKg27x1wJeAd+PmNQHb3L25i+smIiJpZtmyZeTn5zNq1CgApk2bxrx58/YLzf79+7e+//DDDzGzz6ynrd/97ne88cYbAPTq1Ytjjjmmi2veNSJdnnX3De6+3t17uXt1+LnltVmBKSKSGRoaGhg+fHjr57y8PBoaPts696tf/YoTTzyRm266iXvuuad1en19PRMnTmTKlCm8+OKLALz33nsA3HrrrRQXF3P++eezdevW7t2Qg3TA0DSzc83siLj3Hb66v7oiInI4uPrqq3nrrbeYNWsWt912GwDHHXccb7/9Nq+++ip33nkn3/72t9m9ezf79u1j06ZNnHzyydTU1FBaWsqNN96Y4i1oX5TLs3OBocC28H1HHMjqikqJiEh6ys3NZePGja2fN23aRG5uboflp02bxpVXXglATk4OOTk5AJx00kmceOKJrF27lpNOOomjjjqKc88Nzr3OP/98HnjggW7cioN3wDPN8JLstrj3Hb0UmCIiPdykSZOoq6ujvr6epqYmKioqKC8v369MXV1d6/tnnnmG0aNHA/Duu+/S3By05q1bt466ujpGjRqFmXH22WezaNEiAJ5//vn92kjTyUF32C4iIpknOzube++9lzPPPJPm5mYuueQSCgsLmTFjBrFYjPLycu69916ee+45jjjiCAYMGMCcOXMAWLJkCTNmzOCII46gV69e3H///QwcOBCAWbNmceGFF3Lddddx7LHH8uCDD6ZyMztk7p13JZtIW6W7//sh1yiJYrGYV1dXp7oa0g0uvyvVNeg6s69LdQ1EMouZLXf3WHvzorZpRqE2TRER6dGidNieaFd7IiIiPZICUUREJKIog1CfC/yHu39yoPbNw61NU0REJBF6TlNERCSihNo01b4pIiKZTCEoIiISUcKdG4Tjal4HtHTX8Drwz+5e04X1EhGRJNAzzYlJ6EzTzL4D/AU4DvjP8DUEWGZm3+366omIiKSPRM80fwbc6u4/j59oZv8I3AY82lUVExERSTeJtmkeC/yhnelPAIMPvToiIiLpK9HQ/DNwajvTTwUWH2plRERE0lnUzg1azAd+YWYx4JVw2peBc4GZXV47ERGRNHKwHbZPD1/x/gW475BrJCIikqbUYbuIiEhECkQREZGIDqZzgwHA14Hjgd7x89z9p11ULxERkbSTUGia2ZeBZ4BGgsdPGgg6OmgE1gMKTRER6bESvTz7S+DfgFzgY+BrBGec1cCsrq2aiIhIekk0NMcD97q7A81AjrtvBW5Gj5yIiEgPl2hoNsW93wqcEL7fAwzrkhqJiIikqURvBKoBJgFrgUXAbWY2BPgu8FrXVk1ERCS9JHqm+SPgnfD9LcC7BJ0aDOCznR2IiIj0KAmdabp7ddz7dwkePREREckICT+nCWBmJwJfCD/Wuvu6rquSiIhIekp0EOpBZvYUUAc8Fb7qzGyemQ2KuI6rzKzezD42s+VmdkonZaeY2ctmtsPM9prZG2Z2Yzvl/t7Mas2sMfx5TiLbJSIiEkWibZq/BfKBU4Ajw9dkYCQw+0ALm9lU4G7g58BE4GVgvpkd38Eie4B7wt8xlmCg65+Y2VVx6ywFHid4fnRC+PMJMytJcNtEREQ6lWhonglc7u4vufu+8PUS8A/hvAO5AXjI3We7++vufg2wGbiyvcLuvtzdK9x9tbvXu/ujwJ8IQrvFdcCf3f1n4Tp/RnBn73UJbpuIiEinEg3Nd4EP25n+EbCjswXNrDdwEvBsm1nPAidH+eVmNjEsGz/gdWk76/xT1HWKiIhEleiNQD8F7jKzC929AcDMcoF/4sD9zh4DZBF0ihBvK3BaZwua2SaCvm6zgZ+4+/1xs4d2sM6hHayrdSzQYcOGsWjRIgBGjRpFv379WLlyJQCDBg2isLCQJUuWAJCdnU1ZWRk1NTXs3r0bgFgsxtatW9m4cSMAo0ePJicnh1WrVgEwePBgxowZw9KlSwHIycmhtLSU6upq9uzZA0BJSQmbNm2ioaEBgIKCArKysqitrQ02buhQRo4cSWVlJQB9+vShpKSEqqoq9u7dC0BpaSn19fVs2bIFgLFjx9Lc3MyaNWsAyM3NJS8vj6qqKgD69u1LLBajsrKSxsZGAMrKyli7di3btm0DYNy4cTQ2NlJXVwfA8OHDGTJkCNXVwQ3U/fv3p7i4mKVLl7Jv3z4AJk+ezOrVq9mxIzh+Kioq4oMPPmDduuA+sREjRjBw4EBqamoAGDBgAEVFRSxevBh3x8yYMmUKK1euZNeuXQAUFxezc+dO1q9fn9B+6kl68n7S9yn1+ynoCbVn2Lx5c5fsp85Y0CNeJwXM/grEFxpJ0JbZEH5u6Ye23t3Hd7KeYeEyU9x9Sdz0GcB33L2gk2VHAn2BLxP0cfsDd38knNcEXObuD8eVvwiY7e45nW1bLBbzlv+00rNcfleqa9B1Zl+X6hpIT6bvymeZ2XJ3j7U3L8qZ5tyuqQbbCfqrHdJm+hBgS2cLunt9+PavYQ9EM4FHwmlbDmadIiIiiTpgaLr7T7riF7l7k5ktB04HnoibdTrwZAKr6gXEn0FWhuv4ZZt1vnyQVRUREWnXwXZu8DWCR0AcWO3uiyIueifwiJktA14CriDo6P3+cL0PA7j7ReHna4B6YE24/GTgRuC+uHXeDSwxsx8SPDd6DvBVoGc1bImISMolOgh1LvD/CO6CbemDdpiZVQPnuPs7HS4MuPvjYScItxAMXr0KOMvdN4RF2rZIZxG0YY4A9gFvAT8kDNlwnS+b2TSCZzh/GpaZ6u5ViWybiIjIgSR6pnkPQbtkfks7o5mNAh4N5513oBW4+33sf6YYP+/UNp/vAu6KsM65dF3bq4iISLsSDc3TgVPjbszB3deZ2bXA811aMxERkTSTaOcGsP/jJ51NExER6VESDc3ngX8xs+EtE8J+Y+9CZ5oiItLDJRqa1wKfA9aZ2QYz20Bw483nwnkiIiI9VqJtmjuALwGnAp8Pp73u7s91ZaVERETSUeTQNLMs4H2gyN0XAgu7rVYiIiJpKPLlWXdvBjYAvbuvOiIiIukr0TbN/wPcbmbHdEdlRERE0lmibZo3Eoxy0hAO17Xf2JqdjXIiIiJyuEs0NOcSPJNp3VAXERGRtBYpNM3sKIJRRL4JHEHwTOY17r69+6omIiKSXqK2af4E+B7wDPAYcBrwr91UJxERkbQU9fLsucCl7l4BYGb/BrxkZlnhXbUiIiI9XtQzzeHAiy0f3H0ZwVBdw7qjUiIiIukoamhmAU1tpu3jIAexFhERORxFDT0DHjWzxrhpRwKzzeyjlgnuXt6VlRMREUknUUNzTjvTHu3KioiIiKS7SKHp7v+juysiIiKS7g5mEGoREZGMpNAUERGJSKEpIiISkUJTREQkIoWmiIhIRApNERGRiBSaIiIiESk0RUREIlJoioiIRKTQFBERiUihKSIiEpFCU0REJCKFpoiISEQKTRERkYgUmiIiIhEpNEVERCJSaIqIiESk0BQREYlIoSkiIhKRQlNERCQihaaIiEhECk0REZGIFJoiIiIRKTRFREQiUmiKiIhEpNAUERGJSKEpIiISkUJTREQkIoWmiIhIREkPTTO7yszqzexjM1tuZqd0UvY4M/u9mb1hZs1m9lA7Zb5nZt7O68hu3RAREck4SQ1NM5sK3A38HJgIvAzMN7PjO1gkB9gO3A5UdbLqj4Dj4l/u/nFX1VtERASSf6Z5A/CQu89299fd/RpgM3Ble4Xdfb27X+vuDwE7O1mvu/uW+FfXV11ERDJd0kLTzHoDJwHPtpn1LHDyIa6+j5ltMLNNZvZHM5t4iOsTERH5jOwk/q5jgCxga5vpW4HTDmG9a4BLgJVAP+AHwEtmVuTudW0Lm9l0YDrAsGHDWLRoEQCjRo2iX79+rFy5EoBBgwZRWFjIkiVLAMjOzqasrIyamhp2794NQCwWY+vWrWzcuBGA0aNHk5OTw6pVqwAYPHgwY8aMYenSpQDk5ORQWlpKdXU1e/bsAaCkpIRNmzbR0NAAQEFBAVlZWdTW1gIwdOhQRo4cSWVlJQB9+vShpKSEqqoq9u7dC0BpaSn19fVs2RKcYI8dO5bm5mbWrFkDQG5uLnl5eVRVBVe4+/btSywWo7KyksbGRgDKyspYu3Yt27ZtA2DcuHE0NjZSVxf8Ew4fPpwhQ4ZQXV0NQP/+/SkuLmbp0qXs27cPgMmTJ7N69Wp27NgBQFFRER988AHr1q0DYMSIEQwcOJCamhoABgwYQFFREYsXL8bdMTOmTJnCypUr2bVrFwDFxcXs3LmT9evXJ7SfepKevJ/0fUr9foKOWscOP5s3b+6S/dQZc/du3IS4X2Q2DGgAprj7krjpM4DvuHvBAZb/I7Dd3b93gHJZwArgz+5+bWdlY7GYt/ynlZ7l8rtSXYOuM/u6VNdAejJ9Vz7LzJa7e6y9ecls09wONAND2kwfAnRZG6S7NwPVwOiuWqeIiAgkMTTdvQlYDpzeZtbpBHfRdgkzM2A8wQ1GIiIiXSaZbZoAdwKPmNky4CXgCmAYcD+AmT0M4O4XtSxgZhPCt/2BT8PPTe5eG87/MfAKUBeWuZYgNNu9I1dERORgJTU03f1xMxsE3ELwPOUq4Cx33xAWaa9F+tU2n88GNgAjws9HA78BhgLvh+Unu/uyLq28iIhkvGSfaeLu9wH3dTDv1Ham2QHWdz1wfZdUTkREpBPqe1ZERCQihaaIiEhECk0REZGIFJoiIiIRKTRFREQiUmiKiIhEpNAUERGJSKEpIiISkUJTREQkIoWmiIhIRApNERGRiBSaIiIiESk0RUREIlJoioiIRKTQFBERiUihKSIiEpFCU0REJCKFpoiISEQKTRERkYgUmiIiIhEpNEVERCJSaIqIiESk0EyRBQsWUFBQQH5+Prfffvtn5jc2NjJ16lTy8/MpKSlh/fr1+81/++236du3L3fccQcAa9asYcKECa2v/v37c9dddyVhS0REModCMwWam5u5+uqrmT9/PrW1tTz22GPU1tbuV+aBBx5gwIABvPnmm1x//fXcfPPN+82/4YYb+PrXv976uaCggBUrVrBixQqWL1/OUUcdxTnnnJOU7RERyRQKzRRYtmwZ+fn5jBo1it69ezNt2jTmzZu3X5l58+Zx8cUXA3Deeefx/PPP4+4APPXUU4wcOZLCwsJ21//8889z4okncsIJJ3TvhoiIZBiFZgo0NDQwfPjw1s95eXk0NDR0WCY7O5u/+Zu/YceOHezZs4dZs2bx4x//uMP1V1RUcMEFF3RP5UVEMphC8zAzc+ZMrr/+evr27dvu/KamJp5++mnOP//8JNdMRKTny051BTJRbm4uGzdubP28adMmcnNz2y2Tl5fHvn37eP/99xk0aBBVVVXMnTuXm266iffee49evXpx5JFH8v3vfx+A+fPnU1xczJAhQ5K6TSIimUChmQKTJk2irq6O+vp6cnNzqaio4Pe///1+ZcrLy5kzZw6lpaXMnTuXr33ta5gZL774YmuZmTNn0rdv39bABHjsscd0aVZEpJsoNFMgOzube++9lzPPPJPm5mYuueQSCgsLmTFjBrFYjPLyci699FIuvPBC8vPzGThwIBUVFQdc74cffsjChQv59a9/nYStEBHJPNZyR2YmisViXl1dnepqSDe4/K5U16DrzL4u1TWQnkzflc8ys+XuHmtvnm4EEhERiUiXZ7uAjtRERDKDzjRFREQiUmiKiIhEpNAUERGJSKEpIiISkUJTREQkIoWmiKS1Qxl79he/+AX5+fkUFBTwpz/9CdDYs3Jo9MiJiKStlrFnFy5cSF5eHpMmTaK8vJyxY8e2lokfe7aiooKbb76Zxx9/nNraWioqKli9ejXvvPMOp512GmvXrm0de7Zl/bm5uRp7ViLTmaaIpK1DGXt23rx5TJs2jZycHEaOHEl+fj7Lli3bb1mNPSuJUmiKSNo6lLFnoyyrsWclUQpNEclIGntWDoZCU0TSViJjzwL7jT17oGU19qwcDIWmiKSt+LFnm5qaqKiooLy8fL8yLWPPAvuNPVteXk5FRQWNjY3U19dTV1fHl770pdblNPasHAzdPSsiaetQxp4tLCzkW9/6FmPHjiU7O5tf/epXZGVlARp7Vg5e0sfTNLOrgP8FHAesBq5z9xc7KT8FuBMoBN4B/q+7338o62zRVeNpapST9KN9IhKNviuf1dl4mkk90zSzqcDdwFXA0vDnfDMb6+5vt1N+JPCfwO+A7wJlwH1m9q67P3kw6xSR1NEfaDncJbtN8wbgIXef7e6vu/s1wGbgyg7KXwG84+7XhOVnA3OAGw9hnSIiIgclaaFpZr2Bk4Bn28x6Fji5g8VK2yn/JyBmZkcc5DpFREQOSjIvzx4DZAFb20zfCpzWwTJDgefaKZ8drs8SXaeZTQemhx/3mNmaKJVPA8cA27v7l/z2+u7+DT1Ot+8X7ZOE6buSng6n70qHXURl3N2z7v4b4DeprkeizKy6o4ZpSR3tl/SjfZKeesp+SWZobgeagbZPEg8BtnSwzJYOyu8L12cHsU4REZGDkrQ2TXdvApYDp7eZdTrwcgeLVXZQvtrdPznIdYqIiByUZF+evRN4xMyWAS8R3B07DLgfwMweBnD3i8Ly9wPfN7O7gF8DXwG+B1wQdZ09yGF3STlDaL+kH+2T9NQj9kuqOje4iaAjglXA9e6+JJy3CMDdT40rPwX4Z/6rc4NZHXRu0O46RUREukrSQ1NERORwpQ7bRUREIlJoioiIRKTQPEyYmaW6DiIimU6heZhwNT6LHJAOLqW76UagNGZmOcB44BzgfYJhz94ENrr7h2ZmClORz9J3Q7qLQjONmdk9wLkEo7YMAEYQPHbzFHCXu69LWeUEM8siuAjwaarrkunMrC8wGZgG7ALqgLXAKnd/J5V1EzCzbODTnvBdUWimKTMbC7wCnAcsd/cdZnYscCnwDwSd2f8AmK0j6uQys5PcfXmbaVkEfxS0L1LAzOYQhGYdwQHmcILwXEHwHXkhdbXLXGZW5u5L20w7rANUbZrp65vACnd/NgzMbHd/191vd/eRBB0+3EDQoYMkiZmNBv5iZqvM7E4zmwjg7s3u7hY4wsy+FA5dJ90sPMA8l6CnsK+7+ySggKC3sFHAQjP7sZllqc0zeczs88ASM/vAzCrM7CsA7r7P3T8Nvyu9zexsM2vbf3jaUmimr9eB48wsH4L/aGaWbWZHhvNnAx8RnIlK8lwAvAUsBL4M/NHMXjGzm8xseHimOZjgKsHgFNYzk5wBrHT3V9y92cx6u/v74cD0JcDVwGXAiboSkFTnAiuBnwO5wGIz22Jmd5hZy744GpgHHDYHmArN9LWEYDSXP5rZt8wsJzxC+xjA3esJxhJtTGUlM1AB8J/ALOBy4H8TdN34XaDSzP6DoJ/k1919U8pqmVlWAieY2d9CMDhEeIDZJ5z/BLCB/fuslu6XS9Af+K+BbwBfA34H/B1QZ2avARUE35WNKatlgjJuPM3DRXhJ9m8JLsPOBC4LO6V/AdhEcPQ8DHg0ZZXMMGFbzDPACe6+hWD4udVhUBYAJxG0q51HEKiSHJXAG8CjZvYTYI677yU46Gz5LvUlCQNTSyBs438GGOHuO8PJS8zsFYLBNMYTBOml4euwoRuB0pyZDQL+O8FwZ6MI/jgPABYDv3b3ihRWL6OZ2RHu/kmbaecCc4G+7v5RamqWecKzyp8RHLDsJbg8Pg/YA/wPoAwo0D5JDTPr1fbGHzM7E5jPYfZdUWimITPLA/LDjx8CtQR/CEYBfQnaMrfHHcFJErT3xQ+nZwMtNwLdAcTiR+qR7mVmWWFbZl+CcDyFoL25mKAJ4zmCO2jnp7CaGSW84co6u0PWzGYCpe5+ZtIq1gUUmmnGzK4ELgGKCMJxHcHl2D8Dcw+na/89TdzBjAGfAmvCy7Qt843gklODu/8lNbWU8K7lYwkONI8E3nf3D1NbK2nLzE4F3nX31SmuSkIUmmkkvBT7JvBPwL8SfPFPA04FxhJ0bHCtu9eqx5PkanMw8yHBftpEcBnwKXdfk8LqZSQz6xO2XbZ87kXQ2YS+FynUdr/0NLp7Nr18G1jr7re5+w53f8Pd73X384DpQA7B3bTH6A9D8oQHMz8naCM7DigF5gDNwEXAPeGzgi03QEg3M7MBwBoz+1cz+0p4EPlpeIm8V8vzmGb2BTPrl+LqZoz29kvcvPj3XzCzo1NRx0Ol0EwvTUA/MxsHQd+zLQ/Ih71qfAf4mOC5NEmezg5m/gE4iv86mGlObVUzxneBIQR3LC8B3jSzn5pZQVx4Dgd+T3DFRpKjs/3iAHH7ZWDqqnnwFJrpZS5BW9l1ZtbP3RvDZ856Abj728B7QF4K65iJdDCTfsYDDxLcWT4R+APBc5i1YWcT0wn+gI9WH81J1eP3i0IzTYSXLnYCtxA8XvKOmT1gZieF8483s+8CXyT4jyjJo4OZNGLB6D+1BKP9bHP319z9H4EYcGY4bybBIyizUlbRDJMp+0U3AqWZ8Dr/8cDJBEOCfSWctYXgrs1H3H1mSiqXgeLaYb4B3E1wSekPwH3AqwRBOZngxq0vuvv6FFQz44R/oAe4+xZrZ7SZ8M7MF4Dj1TNT8mTCflGPQGnAzAYDFwL/k6DXkr0EZy5LgTuAIwgedVjg7mtTVM2MFNcOswg4m/86mFkcFmk5mPknBWZyhDf9NJrZUWY2xN23tpnnBAcy6w/XP8yHo0zZLzrTTANm9hBQCPwHwSXagQSXYccA24Bb3L0qZRXMUAc4mHkFHcwkXdw+uYHgu7GPYLzZJ4B/93BwdoJuDN9x9z+mrLIZJJP2i0IzxcL/SB8AZ7n7krhpxwMlBKMzjAK+5e41KatoBtLBTPrpYJ9MBD5P8NzsL9392ZRVMENl0n5RaKaYmRUS9PR/ubu/0s78HIKRAhaGjeqSBDqYST+d7JM8gm7zLgdOAC7QPkmeTNsvuns29dYRnLX8s5mNbrkjs4W7NxI8SP/1VFQug40F6gkeNwHCrmbcN7j7HwjaN98Dzk9N9TJSR/tko7s/QfCYwwdonyRbRu0XhWaKhd1N/QjoAzwMXGRmw8POpzGzo4ApBGM2SvLoYCb9HGifNKF9kgoZtV8UmmkgvCz7XeBtgkcXXgUeM7PfEYwTOJzD+Lmmw5EOZtKP9kl6yrT9ojbNNBPehfZ3wDcJeplZBTzh7m+ksl6ZKuwF6FagnKCj9krgXYKO9DcDl7n7X1NXw8yjfZKeMmW/KDTTmHUwfqMknw5m0o/2SXrq6ftFoSmSIB3MpB/tk/TUE/eLQlNERCQi3QgkIiISkUJTREQkIoWmiIhIRApNERGRiBSaIiIiESk0RUREIvr/FGsOqEVUxkkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#choosing the qasm simulator backend\n", + "\n", + "from qiskit.visualization import plot_histogram\n", + "\n", + "backend = Aer.get_backend('qasm_simulator')\n", + "\n", + "# running the job and getting results (counts)\n", + "job = execute(qc, backend, shots=1024) # shots = no. of times you want to run the experiment\n", + "result = job.result()\n", + "counts = result.get_counts(qc)\n", + "\n", + "#printing and visualizing results (histogram data of experiment)\n", + "print(counts)\n", + "plot_histogram(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4078e87c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Compaqt/three_qubit_ae_circuit.ipynb b/Compaqt/three_qubit_ae_circuit.ipynb new file mode 100644 index 0000000..6169c7e --- /dev/null +++ b/Compaqt/three_qubit_ae_circuit.ipynb @@ -0,0 +1,520 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 39, + "id": "5f99be15-a9b3-402e-8b2f-b0a142e6f795", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ibmqfactory.load_account:WARNING:2022-07-26 18:36:14,318: Credentials are already in use. The existing account in the session will be replaced.\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "# Importing standard Qiskit libraries\n", + "from qiskit import QuantumCircuit, transpile, Aer, IBMQ, execute\n", + "from qiskit.tools.jupyter import *\n", + "from qiskit.visualization import *\n", + "from ibm_quantum_widgets import *\n", + "from qiskit.providers.aer import QasmSimulator\n", + "\n", + "# Loading your IBM Quantum account(s)\n", + "provider = IBMQ.load_account()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9fa501bd-67b9-4276-a95d-59c45c52f897", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "import numpy as np\n", + "\n", + "from qiskit import Aer, QuantumCircuit\n", + "from qiskit.utils import QuantumInstance\n", + "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit.circuit.library import LinearAmplitudeFunction\n", + "from qiskit_finance.circuit.library import LogNormalDistribution" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "a7e4e5cd-cf99-46b7-a680-413eb1226cf2", + "metadata": {}, + "outputs": [], + "source": [ + "#number of qubits to represent the uncertainty\n", + "num_uncertainty_qubits = 1\n", + "\n", + "# parameters for considered random distribution\n", + "S = 2.0 # initial spot price\n", + "vol = 0.4 # volatility of 40%\n", + "r = 0.05 # annual interest rate of 4%\n", + "T = 40 / 365 # 40 days to maturity\n", + "\n", + "# resulting parameters for log-normal distribution\n", + "mu = (r - 0.5 * vol**2) * T + np.log(S)\n", + "sigma = vol * np.sqrt(T)\n", + "mean = np.exp(mu + sigma**2 / 2)\n", + "variance = (np.exp(sigma**2) - 1) * np.exp(2 * mu + sigma**2)\n", + "stddev = np.sqrt(variance)\n", + "\n", + "# lowest and highest value considered for the spot price; in between, an equidistant discretization is considered.\n", + "low = np.maximum(0, mean - 3 * stddev)\n", + "high = mean + 3 * stddev\n", + "\n", + "# construct A operator for QAE for the payoff function by\n", + "# composing the uncertainty model and the objective\n", + "uncertainty_model = LogNormalDistribution(\n", + " num_uncertainty_qubits, mu=mu, sigma=sigma**2, bounds=(low, high)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "84420bb7-a07e-44e3-a508-2fc9d334ea83", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# set the strike price (should be within the low and the high value of the uncertainty)\n", + "strike_price = 1.896\n", + "\n", + "# set the approximation scaling for the payoff function\n", + "c_approx = 0.25\n", + "\n", + "# setup piecewise linear objective fcuntion\n", + "breakpoints = [low, strike_price]\n", + "slopes = [0, 1]\n", + "offsets = [0, 0]\n", + "f_min = 0\n", + "f_max = high - strike_price\n", + "european_call_objective = LinearAmplitudeFunction(\n", + " num_uncertainty_qubits,\n", + " slopes,\n", + " offsets,\n", + " domain=(low, high),\n", + " image=(f_min, f_max),\n", + " breakpoints=breakpoints,\n", + " rescaling_factor=c_approx,\n", + ")\n", + "\n", + "# construct A operator for QAE for the payoff function by\n", + "# composing the uncertainty model and the objective\n", + "num_qubits = european_call_objective.num_qubits\n", + "european_call = QuantumCircuit(num_qubits)\n", + "european_call.append(uncertainty_model, range(num_uncertainty_qubits))\n", + "european_call.append(european_call_objective, range(num_qubits))\n", + "\n", + "# draw the circuit\n", + "european_call.draw()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "27857bab-30de-4add-9d47-bbaeadf5eec8", + "metadata": {}, + "outputs": [], + "source": [ + "# set target precision and confidence level\n", + "epsilon = 0.01\n", + "alpha = 0.05\n", + "\n", + "qi = QuantumInstance(Aer.get_backend(\"aer_simulator\"), shots=100)\n", + "problem = EstimationProblem(\n", + " state_preparation=european_call,\n", + " objective_qubits=[1],\n", + " post_processing=european_call_objective.post_processing,\n", + ")\n", + "# construct amplitude estimation\n", + "ae = IterativeAmplitudeEstimation(epsilon, alpha=alpha, quantum_instance=qi)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "cb0b453a-3d66-4bfe-9120-8906e2510e15", + "metadata": {}, + "outputs": [], + "source": [ + "ae_circuit = ae.construct_circuit(problem)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "1f32a00d-1e7c-4e2c-a387-efc9a5078f3e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ae_circuit.decompose().draw(\n", + " \"mpl\", style=\"iqx\"\n", + ") # decompose 1 level: exposes the Phase estimation circuit!" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "81a4c3ae-9e09-4e7e-98a3-19d9d8a2c2e1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qc2 = QuantumCircuit(3)\n", + "qc=qc2.compose(ae_circuit)\n", + "qc.measure_all()\n", + "qc.draw()#.savefig('qae_circuit.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "e7a8aaf5-5bf8-4492-9499-dae99af0b149", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'010': 14, '000': 56, '001': 276, '011': 678}\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#choosing the qasm simulator backend\n", + "\n", + "backend = Aer.get_backend('qasm_simulator')\n", + "\n", + "# running the job and getting results (counts)\n", + "job = execute(qc, backend, shots=1024) # shots = no. of times you want to run the experiment\n", + "result = job.result()\n", + "counts = result.get_counts(qc)\n", + "\n", + "#printing and visualizing results (histogram data of experiment)\n", + "print(counts)\n", + "plot_histogram(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87dc200a-ffab-4d52-ab9b-a4917b5fa235", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "0896113746a0475e955d5c374e16b677": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "margin": "0px 0px 0px 37px", + "width": "600px" + } + }, + "0a445a7a896e48c88d10bfc9ddb16d56": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "grid_area": "right", + "padding": "0px 0px 0px 0px", + "width": "70px" + } + }, + "183a878708724c7cb5bedf95ae67b2c5": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "190px" + } + }, + "19061323ac0f4b8d86706e88dd6c2fd8": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "1c8eba4202bd41169f960e819f6f9f62": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "margin": "0px 0px 10px 0px" + } + }, + "20e857b040e940e0a5c295c85ab7c5cd": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "490f64ee1a05466db2ccf6916fb902ac": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ButtonModel", + "state": { + "button_style": "primary", + "description": "Clear", + "layout": "IPY_MODEL_0a445a7a896e48c88d10bfc9ddb16d56", + "style": "IPY_MODEL_c3e7eb3dd970471fafe0d88a731e428d" + } + }, + "49c725f8317e4bbcbea138a6a3d8c7f2": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "70px" + } + }, + "50c6e20662324391addd28659ffb9467": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "children": [ + "IPY_MODEL_f27536a36a68454cac108225494cf10c", + "IPY_MODEL_7d4b291b63164b15a6f6340555495b92", + "IPY_MODEL_c640d80b40864d9fb7767e08cfbcbd8c", + "IPY_MODEL_ca7464ced777416fbcc2d12b0117ae18", + "IPY_MODEL_a55c1d99ccc3419e92e2247bc06a5118" + ], + "layout": "IPY_MODEL_0896113746a0475e955d5c374e16b677" + } + }, + "51469f5c10854add855b9f85367f7bef": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "667806b28b2841ef8aa921b116499e3f": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "145px" + } + }, + "6db22bf201c745fb869adb35472b594c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "GridBoxModel", + "state": { + "children": [ + "IPY_MODEL_490f64ee1a05466db2ccf6916fb902ac" + ], + "layout": "IPY_MODEL_d33010831d6e421d9f68d6cd03a8be3b" + } + }, + "7c17bda266224be883edf55bc6b4bde8": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "95px" + } + }, + "7d4b291b63164b15a6f6340555495b92": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_667806b28b2841ef8aa921b116499e3f", + "style": "IPY_MODEL_20e857b040e940e0a5c295c85ab7c5cd", + "value": "
Backend
" + } + }, + "9db88b56224b41a09e981b3479df2206": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "a55c1d99ccc3419e92e2247bc06a5118": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_f094ba572d4e4fa9bd4e9e18eaf9c7d3", + "style": "IPY_MODEL_19061323ac0f4b8d86706e88dd6c2fd8", + "value": "
Message
" + } + }, + "b61947f905ec4486988762e68be73044": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_1c8eba4202bd41169f960e819f6f9f62", + "style": "IPY_MODEL_9db88b56224b41a09e981b3479df2206", + "value": "

Circuit Properties

" + } + }, + "c3e7eb3dd970471fafe0d88a731e428d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ButtonStyleModel", + "state": {} + }, + "c640d80b40864d9fb7767e08cfbcbd8c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_7c17bda266224be883edf55bc6b4bde8", + "style": "IPY_MODEL_e9c2da93d6574d75939a634692c6430c", + "value": "
Status
" + } + }, + "c80b15805dd1451499cbea5c91366d56": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "ca7464ced777416fbcc2d12b0117ae18": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_49c725f8317e4bbcbea138a6a3d8c7f2", + "style": "IPY_MODEL_51469f5c10854add855b9f85367f7bef", + "value": "
Queue
" + } + }, + "d33010831d6e421d9f68d6cd03a8be3b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "grid_template_areas": "\n \". . . . right \"\n ", + "grid_template_columns": "20% 20% 20% 20% 20%", + "width": "100%" + } + }, + "e9c2da93d6574d75939a634692c6430c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "f094ba572d4e4fa9bd4e9e18eaf9c7d3": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "f27536a36a68454cac108225494cf10c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_183a878708724c7cb5bedf95ae67b2c5", + "style": "IPY_MODEL_c80b15805dd1451499cbea5c91366d56", + "value": "
Job ID
" + } + } + }, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Compaqt/three_qubit_ae_circuit_noisy-qkrt.ipynb b/Compaqt/three_qubit_ae_circuit_noisy-qkrt.ipynb new file mode 100644 index 0000000..18fda1b --- /dev/null +++ b/Compaqt/three_qubit_ae_circuit_noisy-qkrt.ipynb @@ -0,0 +1,471 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "5f99be15-a9b3-402e-8b2f-b0a142e6f795", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "# Importing standard Qiskit libraries\n", + "from qiskit import QuantumCircuit, transpile, Aer, IBMQ, execute\n", + "from qiskit.tools import *\n", + "from qiskit.visualization import *\n", + "from ibm_quantum_widgets import *\n", + "from qiskit.providers.aer import QasmSimulator\n", + "\n", + "# Loading your IBM Quantum account(s)\n", + "provider = IBMQ.load_account()" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "9fa501bd-67b9-4276-a95d-59c45c52f897", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":219: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "import numpy as np\n", + "\n", + "from qiskit import Aer, QuantumCircuit\n", + "from qiskit.utils import QuantumInstance\n", + "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit.circuit.library import LinearAmplitudeFunction\n", + "from qiskit_finance.circuit.library import LogNormalDistribution" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a7e4e5cd-cf99-46b7-a680-413eb1226cf2", + "metadata": {}, + "outputs": [], + "source": [ + "#number of qubits to represent the uncertainty\n", + "num_uncertainty_qubits = 1\n", + "\n", + "# parameters for considered random distribution\n", + "S = 2.0 # initial spot price\n", + "vol = 0.4 # volatility of 40%\n", + "r = 0.05 # annual interest rate of 4%\n", + "T = 40 / 365 # 40 days to maturity\n", + "\n", + "# resulting parameters for log-normal distribution\n", + "mu = (r - 0.5 * vol**2) * T + np.log(S)\n", + "sigma = vol * np.sqrt(T)\n", + "mean = np.exp(mu + sigma**2 / 2)\n", + "variance = (np.exp(sigma**2) - 1) * np.exp(2 * mu + sigma**2)\n", + "stddev = np.sqrt(variance)\n", + "\n", + "# lowest and highest value considered for the spot price; in between, an equidistant discretization is considered.\n", + "low = np.maximum(0, mean - 3 * stddev)\n", + "high = mean + 3 * stddev\n", + "\n", + "# construct A operator for QAE for the payoff function by\n", + "# composing the uncertainty model and the objective\n", + "uncertainty_model = LogNormalDistribution(\n", + " num_uncertainty_qubits, mu=mu, sigma=sigma**2, bounds=(low, high)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "84420bb7-a07e-44e3-a508-2fc9d334ea83", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# set the strike price (should be within the low and the high value of the uncertainty)\n", + "strike_price = 1.896\n", + "\n", + "# set the approximation scaling for the payoff function\n", + "c_approx = 0.25\n", + "\n", + "# setup piecewise linear objective fcuntion\n", + "breakpoints = [low, strike_price]\n", + "slopes = [0, 1]\n", + "offsets = [0, 0]\n", + "f_min = 0\n", + "f_max = high - strike_price\n", + "european_call_objective = LinearAmplitudeFunction(\n", + " num_uncertainty_qubits,\n", + " slopes,\n", + " offsets,\n", + " domain=(low, high),\n", + " image=(f_min, f_max),\n", + " breakpoints=breakpoints,\n", + " rescaling_factor=c_approx,\n", + ")\n", + "\n", + "# construct A operator for QAE for the payoff function by\n", + "# composing the uncertainty model and the objective\n", + "num_qubits = european_call_objective.num_qubits\n", + "european_call = QuantumCircuit(num_qubits)\n", + "european_call.append(uncertainty_model, range(num_uncertainty_qubits))\n", + "european_call.append(european_call_objective, range(num_qubits))\n", + "\n", + "# draw the circuit\n", + "european_call.draw(output='mpl')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "27857bab-30de-4add-9d47-bbaeadf5eec8", + "metadata": {}, + "outputs": [], + "source": [ + "# set target precision and confidence level\n", + "epsilon = 0.01\n", + "alpha = 0.05\n", + "\n", + "qi = QuantumInstance(Aer.get_backend(\"aer_simulator\"), shots=100)\n", + "problem = EstimationProblem(\n", + " state_preparation=european_call,\n", + " objective_qubits=[1],\n", + " post_processing=european_call_objective.post_processing,\n", + ")\n", + "# construct amplitude estimation\n", + "ae = IterativeAmplitudeEstimation(epsilon, alpha=alpha, quantum_instance=qi)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cb0b453a-3d66-4bfe-9120-8906e2510e15", + "metadata": {}, + "outputs": [], + "source": [ + "ae_circuit = ae.construct_circuit(problem)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1f32a00d-1e7c-4e2c-a387-efc9a5078f3e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ae_circuit.decompose().draw(\n", + " \"mpl\", style=\"iqx\"\n", + ") # decompose 1 level: exposes the Phase estimation circuit!" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "81a4c3ae-9e09-4e7e-98a3-19d9d8a2c2e1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qc2 = QuantumCircuit(3)\n", + "qc=qc2.compose(ae_circuit)\n", + "qc.measure_all()\n", + "qc.draw()#.savefig('qae_circuit.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e7a8aaf5-5bf8-4492-9499-dae99af0b149", + "metadata": {}, + "outputs": [], + "source": [ + "# #choosing the qasm simulator backend\n", + "\n", + "# backend = Aer.get_backend('qasm_simulator')\n", + "\n", + "# # running the job and getting results (counts)\n", + "# job = execute(qc, backend, shots=1024) # shots = no. of times you want to run the experiment\n", + "# result = job.result()\n", + "# counts = result.get_counts(qc)\n", + "\n", + "# #printing and visualizing results (histogram data of experiment)\n", + "# print(counts)\n", + "# plot_histogram(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "87dc200a-ffab-4d52-ab9b-a4917b5fa235", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "provider.backends()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2be7dab5-4dd9-41b7-94d5-93279a9b215d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ibm_oslo ibm_nairobi ibmq_manila\n", + "-------- ----------- -----------\n", + "Num. Qubits: 7 Num. Qubits: 7 Num. Qubits: 5\n", + "Pending Jobs: 6 Pending Jobs: 23 Pending Jobs: 7\n", + "Least busy: False Least busy: False Least busy: False\n", + "Operational: True Operational: True Operational: True\n", + "Avg. T1: 123.3 Avg. T1: 121.9 Avg. T1: 152.5\n", + "Avg. T2: 98.7 Avg. T2: 53.3 Avg. T2: 58.2\n", + "\n", + "\n", + "\n", + "ibmq_quito ibmq_belem ibmq_lima\n", + "---------- ---------- ---------\n", + "Num. Qubits: 5 Num. Qubits: 5 Num. Qubits: 5\n", + "Pending Jobs: 1 Pending Jobs: 0 Pending Jobs: 0\n", + "Least busy: False Least busy: True Least busy: False\n", + "Operational: True Operational: True Operational: True\n", + "Avg. T1: 92.1 Avg. T1: 89.2 Avg. T1: 92.4\n", + "Avg. T2: 98.3 Avg. T2: 107.7 Avg. T2: 115.9\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "backend_overview()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "1773a7f2-6f13-4174-a637-d7f1147a4f24", + "metadata": {}, + "outputs": [], + "source": [ + "backend=provider.get_backend('ibmq_manila')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "28e12cbe-5258-4eeb-8a1a-035ea6daf04c", + "metadata": {}, + "outputs": [], + "source": [ + "#Execute the circuit on the backend\n", + "job=execute(qc,backend,shots=1024)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "dac27a5c-52f3-453d-a39e-9d005b17d9fc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.status()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "2453d1a9-18cc-478e-9781-7542255dd9ff", + "metadata": {}, + "outputs": [], + "source": [ + "result=job.result()\n", + "counts=result.get_counts()\n", + "histogram = plot_histogram(counts,title=\"QAE on IBMQ_Manila\")\n", + "histogram.savefig('qae_manila.pdf')\n" + ] + }, + { + "cell_type": "markdown", + "id": "74cb07a4-9925-4ee4-bded-eb7e57c65d3d", + "metadata": {}, + "source": [ + "## Qiskit Runtime" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "955bd769-1e9a-4090-836e-b14725191933", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SamplerResult(quasi_dists=[{'010': 0.0146484375, '000': 0.0367431640625, '011': 0.658447265625, '001': 0.2901611328125}], metadata=[{'header_metadata': {}, 'shots': 8192}])\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit_ibm_runtime import QiskitRuntimeService, Sampler\n", + "\n", + "service = QiskitRuntimeService()\n", + "\n", + "with Sampler(circuits=qc, service=service,\n", + " #options={'backend': backend},\n", + " options={\"backend\": \"ibmq_qasm_simulator\"},\n", + " #options={\"backend\": \"ibmq_belem\"},\n", + " #skip_transpilation=True\n", + " ) as sampler:\n", + " result = sampler(circuits=[0], shots=8192)\n", + " print(result)\n", + " \n", + "plot_histogram(result.quasi_dists)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "30cf768e-4346-4935-b06b-df004bfe1625", + "metadata": {}, + "outputs": [], + "source": [ + "histogram=plot_histogram(result.quasi_dists, title=\"QAE on IBMQ_Belem, shots = 8192\")\n", + "histogram.savefig('qae_belem-8192.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "86b48874-7acc-4937-9596-f087ddcf8289", + "metadata": {}, + "outputs": [], + "source": [ + "histogram=plot_histogram(result.quasi_dists, title=\"QAE on Simulator, shots = 8192\")\n", + "histogram.savefig('qae_sim-8192.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4e7b0289-6de4-45ec-926b-6671fc9bb402", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Compaqt/three_qubit_ae_circuit_noisy.ipynb b/Compaqt/three_qubit_ae_circuit_noisy.ipynb new file mode 100644 index 0000000..853152e --- /dev/null +++ b/Compaqt/three_qubit_ae_circuit_noisy.ipynb @@ -0,0 +1,809 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "id": "5f99be15-a9b3-402e-8b2f-b0a142e6f795", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ibmqfactory.load_account:WARNING:2022-07-26 21:38:19,487: Credentials are already in use. The existing account in the session will be replaced.\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "# Importing standard Qiskit libraries\n", + "from qiskit import QuantumCircuit, transpile, Aer, IBMQ, execute\n", + "from qiskit.tools.jupyter import *\n", + "from qiskit.visualization import *\n", + "from ibm_quantum_widgets import *\n", + "from qiskit.providers.aer import QasmSimulator\n", + "\n", + "# Loading your IBM Quantum account(s)\n", + "provider = IBMQ.load_account()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9fa501bd-67b9-4276-a95d-59c45c52f897", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "import numpy as np\n", + "\n", + "from qiskit import Aer, QuantumCircuit\n", + "from qiskit.utils import QuantumInstance\n", + "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit.circuit.library import LinearAmplitudeFunction\n", + "from qiskit_finance.circuit.library import LogNormalDistribution" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a7e4e5cd-cf99-46b7-a680-413eb1226cf2", + "metadata": {}, + "outputs": [], + "source": [ + "#number of qubits to represent the uncertainty\n", + "num_uncertainty_qubits = 1\n", + "\n", + "# parameters for considered random distribution\n", + "S = 2.0 # initial spot price\n", + "vol = 0.4 # volatility of 40%\n", + "r = 0.05 # annual interest rate of 4%\n", + "T = 40 / 365 # 40 days to maturity\n", + "\n", + "# resulting parameters for log-normal distribution\n", + "mu = (r - 0.5 * vol**2) * T + np.log(S)\n", + "sigma = vol * np.sqrt(T)\n", + "mean = np.exp(mu + sigma**2 / 2)\n", + "variance = (np.exp(sigma**2) - 1) * np.exp(2 * mu + sigma**2)\n", + "stddev = np.sqrt(variance)\n", + "\n", + "# lowest and highest value considered for the spot price; in between, an equidistant discretization is considered.\n", + "low = np.maximum(0, mean - 3 * stddev)\n", + "high = mean + 3 * stddev\n", + "\n", + "# construct A operator for QAE for the payoff function by\n", + "# composing the uncertainty model and the objective\n", + "uncertainty_model = LogNormalDistribution(\n", + " num_uncertainty_qubits, mu=mu, sigma=sigma**2, bounds=(low, high)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "84420bb7-a07e-44e3-a508-2fc9d334ea83", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# set the strike price (should be within the low and the high value of the uncertainty)\n", + "strike_price = 1.896\n", + "\n", + "# set the approximation scaling for the payoff function\n", + "c_approx = 0.25\n", + "\n", + "# setup piecewise linear objective fcuntion\n", + "breakpoints = [low, strike_price]\n", + "slopes = [0, 1]\n", + "offsets = [0, 0]\n", + "f_min = 0\n", + "f_max = high - strike_price\n", + "european_call_objective = LinearAmplitudeFunction(\n", + " num_uncertainty_qubits,\n", + " slopes,\n", + " offsets,\n", + " domain=(low, high),\n", + " image=(f_min, f_max),\n", + " breakpoints=breakpoints,\n", + " rescaling_factor=c_approx,\n", + ")\n", + "\n", + "# construct A operator for QAE for the payoff function by\n", + "# composing the uncertainty model and the objective\n", + "num_qubits = european_call_objective.num_qubits\n", + "european_call = QuantumCircuit(num_qubits)\n", + "european_call.append(uncertainty_model, range(num_uncertainty_qubits))\n", + "european_call.append(european_call_objective, range(num_qubits))\n", + "\n", + "# draw the circuit\n", + "european_call.draw()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "27857bab-30de-4add-9d47-bbaeadf5eec8", + "metadata": {}, + "outputs": [], + "source": [ + "# set target precision and confidence level\n", + "epsilon = 0.01\n", + "alpha = 0.05\n", + "\n", + "qi = QuantumInstance(Aer.get_backend(\"aer_simulator\"), shots=100)\n", + "problem = EstimationProblem(\n", + " state_preparation=european_call,\n", + " objective_qubits=[1],\n", + " post_processing=european_call_objective.post_processing,\n", + ")\n", + "# construct amplitude estimation\n", + "ae = IterativeAmplitudeEstimation(epsilon, alpha=alpha, quantum_instance=qi)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "cb0b453a-3d66-4bfe-9120-8906e2510e15", + "metadata": {}, + "outputs": [], + "source": [ + "ae_circuit = ae.construct_circuit(problem)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "1f32a00d-1e7c-4e2c-a387-efc9a5078f3e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ae_circuit.decompose().draw(\n", + " \"mpl\", style=\"iqx\"\n", + ") # decompose 1 level: exposes the Phase estimation circuit!" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "81a4c3ae-9e09-4e7e-98a3-19d9d8a2c2e1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qc2 = QuantumCircuit(3)\n", + "qc=qc2.compose(ae_circuit)\n", + "qc.measure_all()\n", + "qc.draw()#.savefig('qae_circuit.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e7a8aaf5-5bf8-4492-9499-dae99af0b149", + "metadata": {}, + "outputs": [], + "source": [ + "# #choosing the qasm simulator backend\n", + "\n", + "# backend = Aer.get_backend('qasm_simulator')\n", + "\n", + "# # running the job and getting results (counts)\n", + "# job = execute(qc, backend, shots=1024) # shots = no. of times you want to run the experiment\n", + "# result = job.result()\n", + "# counts = result.get_counts(qc)\n", + "\n", + "# #printing and visualizing results (histogram data of experiment)\n", + "# print(counts)\n", + "# plot_histogram(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "87dc200a-ffab-4d52-ab9b-a4917b5fa235", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "provider.backends()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2be7dab5-4dd9-41b7-94d5-93279a9b215d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ibm_oslo ibm_nairobi ibmq_manila\n", + "-------- ----------- -----------\n", + "Num. Qubits: 7 Num. Qubits: 7 Num. Qubits: 5\n", + "Pending Jobs: 58 Pending Jobs: 24 Pending Jobs: 16\n", + "Least busy: False Least busy: False Least busy: True\n", + "Operational: True Operational: True Operational: True\n", + "Avg. T1: 127.5 Avg. T1: 118.1 Avg. T1: 135.7\n", + "Avg. T2: 98.7 Avg. T2: 53.3 Avg. T2: 58.2\n", + "\n", + "\n", + "\n", + "ibmq_quito ibmq_belem ibmq_lima\n", + "---------- ---------- ---------\n", + "Num. Qubits: 5 Num. Qubits: 5 Num. Qubits: 5\n", + "Pending Jobs: 23 Pending Jobs: 17 Pending Jobs: 35\n", + "Least busy: False Least busy: False Least busy: False\n", + "Operational: True Operational: True Operational: True\n", + "Avg. T1: 92.1 Avg. T1: 89.2 Avg. T1: 92.4\n", + "Avg. T2: 98.3 Avg. T2: 107.7 Avg. T2: 115.9\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "from qiskit.tools import *\n", + "backend_overview()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "1773a7f2-6f13-4174-a637-d7f1147a4f24", + "metadata": {}, + "outputs": [], + "source": [ + "backend=provider.get_backend('ibmq_manila')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "28e12cbe-5258-4eeb-8a1a-035ea6daf04c", + "metadata": {}, + "outputs": [], + "source": [ + "#Execute the circuit on the backend\n", + "job=execute(qc,backend,shots=1024)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "dac27a5c-52f3-453d-a39e-9d005b17d9fc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.status()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "2453d1a9-18cc-478e-9781-7542255dd9ff", + "metadata": {}, + "outputs": [], + "source": [ + "result=job.result()\n", + "counts=result.get_counts()\n", + "histogram = plot_histogram(counts,title=\"QAE on IBMQ_Manila\")\n", + "histogram.savefig('qae_manila.pdf')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c63f852a-4484-4bbc-8bcf-fc93f3b305e3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "053f5e61a7ea4738b0066acd610cfef8": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_1acef339631d4237b14d6e0a3ec93c5b", + "style": "IPY_MODEL_11d743b1f1b5495b9d60688da3b520d2", + "value": "job has successfully run" + } + }, + "07beff27633d48da9f0b0359c6fd55de": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "0b3476e202dd403a94fd0df296093c40": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "0c8daf2eb2f241b7969d45c25a7c6e90": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "1086392d9a1e4888b5cfe9ae92eef8f5": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "95px" + } + }, + "109d6eab719b4e84aee86acd77543aff": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "190px" + } + }, + "11d743b1f1b5495b9d60688da3b520d2": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "1614eaa9fdb44b22a481bb26d83d32e2": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "190px" + } + }, + "18567f3645914976aa1ae0aa5aaea1bf": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "1a4091d2415543018a0d705fbb678bd5": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "max_width": "700px", + "min_width": "700px" + } + }, + "1acef339631d4237b14d6e0a3ec93c5b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "overflow_x": "scroll" + } + }, + "1f2ea46711f94fd2a611a185aa5a6f16": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_1fb1d58ac7cd48c099f422a11db851fc", + "style": "IPY_MODEL_42051dd4f8d24f2ab015505d9a4eb530", + "value": "
Status
" + } + }, + "1fb1d58ac7cd48c099f422a11db851fc": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "95px" + } + }, + "237573a03ad14398ba366fe009a8a39a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "145px" + } + }, + "2780ede453c046c1a21759837ba33dfe": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "children": [ + "IPY_MODEL_28a1167360d24d3794541bbd02beddba", + "IPY_MODEL_2c0bfc085ffa4d44ae1d352062631364", + "IPY_MODEL_d9e608b14ca44b96be51d751a6124dd1", + "IPY_MODEL_4cd818da666441539cceb69715a2da81", + "IPY_MODEL_78628a9f787b4b7c9039bb6942a2d9ff", + "IPY_MODEL_053f5e61a7ea4738b0066acd610cfef8" + ], + "layout": "IPY_MODEL_1a4091d2415543018a0d705fbb678bd5" + } + }, + "28a1167360d24d3794541bbd02beddba": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ButtonModel", + "state": { + "icon": "close", + "layout": "IPY_MODEL_b22abcbc572e4004a82fd15dbcd21c08", + "style": "IPY_MODEL_5c573c00830f4598852d43fc3920661d" + } + }, + "2c0bfc085ffa4d44ae1d352062631364": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_109d6eab719b4e84aee86acd77543aff", + "style": "IPY_MODEL_82c7d3b6603843579043d7ef4a403dfa", + "value": "62e05f21181398da4ec6d4a6" + } + }, + "2e0a8d303904473c82e4c7d41af98bb4": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "grid_template_areas": "\n \". . . . right \"\n ", + "grid_template_columns": "20% 20% 20% 20% 20%", + "width": "100%" + } + }, + "30e5845584d148bcbbc90a1d7c2ede05": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_8649d97d59774c6f9a2e76e57dacb567", + "style": "IPY_MODEL_07beff27633d48da9f0b0359c6fd55de", + "value": "
Message
" + } + }, + "41df843ba2f146e0aa989592819df82c": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "grid_area": "right", + "padding": "0px 0px 0px 0px", + "width": "70px" + } + }, + "42051dd4f8d24f2ab015505d9a4eb530": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "4cd818da666441539cceb69715a2da81": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_1086392d9a1e4888b5cfe9ae92eef8f5", + "style": "IPY_MODEL_52dd5de59a9b49a9bc85230f357fc237", + "value": "DONE" + } + }, + "52dd5de59a9b49a9bc85230f357fc237": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "5c573c00830f4598852d43fc3920661d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ButtonStyleModel", + "state": { + "button_color": "white" + } + }, + "5fe4dd0f0d5f464fa9489c2e64e7f189": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ButtonStyleModel", + "state": {} + }, + "68be72052bea46a8a13dc421bc02fc40": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "GridBoxModel", + "state": { + "children": [ + "IPY_MODEL_8e0e1b8590f145ca9a2efd9450b99458" + ], + "layout": "IPY_MODEL_2e0a8d303904473c82e4c7d41af98bb4" + } + }, + "68ebb442b82e42e09866923de8ae4d07": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_dc9d5ac197c144b68f8997c81fc744cf", + "style": "IPY_MODEL_0c8daf2eb2f241b7969d45c25a7c6e90", + "value": "

Circuit Properties

" + } + }, + "78628a9f787b4b7c9039bb6942a2d9ff": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_96f5aff7df1b4871807732d61eb4dc29", + "style": "IPY_MODEL_961108f947dd402ca433fe81c7f91214", + "value": "-" + } + }, + "82c7d3b6603843579043d7ef4a403dfa": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "8649d97d59774c6f9a2e76e57dacb567": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + }, + "8e0e1b8590f145ca9a2efd9450b99458": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ButtonModel", + "state": { + "button_style": "primary", + "description": "Clear", + "layout": "IPY_MODEL_41df843ba2f146e0aa989592819df82c", + "style": "IPY_MODEL_5fe4dd0f0d5f464fa9489c2e64e7f189" + } + }, + "961108f947dd402ca433fe81c7f91214": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "96f5aff7df1b4871807732d61eb4dc29": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "70px" + } + }, + "9a348309fb524a708f9269acd87f0791": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "children": [ + "IPY_MODEL_f7c88c90e59b4e858b6dddc66713bb39", + "IPY_MODEL_e9af3d1e2ee14019bf4742dc44d7005d", + "IPY_MODEL_1f2ea46711f94fd2a611a185aa5a6f16", + "IPY_MODEL_c668dfdb5cd949d58336b25395af85fc", + "IPY_MODEL_30e5845584d148bcbbc90a1d7c2ede05" + ], + "layout": "IPY_MODEL_a8b0540237a643978dc716ab22a2219d" + } + }, + "a8b0540237a643978dc716ab22a2219d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "margin": "0px 0px 0px 37px", + "width": "600px" + } + }, + "b22abcbc572e4004a82fd15dbcd21c08": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "margin": "0px 5px 0px 0px", + "width": "32px" + } + }, + "c668dfdb5cd949d58336b25395af85fc": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_f36d9dc034d34e73b5fcb0ea70379591", + "style": "IPY_MODEL_c927cc69b772492b9036065e96802858", + "value": "
Queue
" + } + }, + "c927cc69b772492b9036065e96802858": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "d9e608b14ca44b96be51d751a6124dd1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_237573a03ad14398ba366fe009a8a39a", + "style": "IPY_MODEL_18567f3645914976aa1ae0aa5aaea1bf", + "value": "ibmq_manila" + } + }, + "dc9d5ac197c144b68f8997c81fc744cf": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "margin": "0px 0px 10px 0px" + } + }, + "e9af3d1e2ee14019bf4742dc44d7005d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_fe7cb80a75c7432bba941a8e2c2a31aa", + "style": "IPY_MODEL_f2332936c6c24ade86f8fc64f6d2e080", + "value": "
Backend
" + } + }, + "f2332936c6c24ade86f8fc64f6d2e080": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "description_width": "" + } + }, + "f36d9dc034d34e73b5fcb0ea70379591": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "70px" + } + }, + "f7c88c90e59b4e858b6dddc66713bb39": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "layout": "IPY_MODEL_1614eaa9fdb44b22a481bb26d83d32e2", + "style": "IPY_MODEL_0b3476e202dd403a94fd0df296093c40", + "value": "
Job ID
" + } + }, + "fe7cb80a75c7432bba941a8e2c2a31aa": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "width": "145px" + } + } + }, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}

DdVqLSZ#YuJPjV<^usvG4^ND9*BFs3 z{sNfOfNzzDJ;84g2JbC@?-t+G>JBbcXxsW=Qgbngdz1W)dEi%yA zS^cuMiDEzu-Rlw%lx>vN2cmh6l9cJ&?eZQ6TyF$_+p}%Y$QidIXM2|h z?PQ!c-nBaMd98Jc!uDFsX;hM<5U@0g2Tp1y?O-?%pBk8JJcoiS=k^CiYI;7odp0-Z z`VN)j#X>r4^AqbOCkf(wH2_Jo2u@xITi;TX_$)-t&Q4Ws^5=ca;wRo3%{5!k>u9deuFJJIzLp|;cRH*=OY7RMRtcg(kx7w-w^x-Ebp zl}@to3KxXG{;P8J11dJtj||r~hi-R`iAdUFydyUI4+!B>om5z+788wv!JpR`|62qzwFWs?MAfeEof1 zJuA&Wp)S9gxInDbMQ|=xA%Y6*Dg}^3CE2MiGuqcl?+Rbp+tnYP-W|f7nL_k`+(H$} z0p;SU{`m%ww_n#^MQjF{(w6CXMRb$@z@Pd+b5Y$_?4~jh9hcL*exuqyxm`%`<(qKe z8KF(cGofGb0?5wHKe$7M#xnUSRYGTLsozHBHeN22=Gc2BUGxmOB%Zp*KOy7mGw^Ry zQHP{3vSWLe40h!h2Mpb~3qP7zhGJS{s2hAi?l%?D0Oc(`a-0}Fvt)4mqX}>3O8t~9 zQHb{v3g5I2w^VOghUc^HsJ`XXE^;loX$QcsayXqYi}i-Z{e#&&BTwTLV6uJB(W&=$ zaYfG{yH|sBeejnDSjZ-&qXLKpFQZJ>g)+-TM&IBI$r3+K$v!^$Gn0iZN|-hmgU<8s zx`f8g*hy$C*v&sf#N(WVimG5c!8%CraC8+w7&Y)-QYJAL?ySsoVe}>lAO?O7Nzlt< z#E(DygLsRn3tkP9)#Q0!iaW9RGk8{YhHpL=wR~x$l`H$OmPMbjjz4JU(uT{s#UgF&)zM%HAU*q%V8zy8LzY2&jdQZo$m1$>swhLN#8Azro)Q2c?B`pzINjV16hqI#zP|RV-$f+(o`MFs;wSn}lH#;t+p>%{8F!fbHVzy{^d)nu`F^rmf9T4^gP`7sH>dk-#;A6{23fTYM(f&K*t$)@;o5)?J`+cTE6!5m){((TNT^3E~F&wv$?*kzl8P_Wulg!Po*(4q%O491#mCBJJk4 zgf-l2ml%YgGGprJ5{&VkA)yMp$Xh5)(yW#zAGwWId0-=QozzWwzQ z>OHtT|FMAt+!`SQ%64>TG~4vGfPHI^vml?JaQMxKb-pVf^`TYdP?B7J*C%bot;3B}GiUcp z_&eLR#=I3)jw!KD(CtZSM!HEQc~}Dt`BqxgF7ueglRC216?(wO?l+r@vANORT3thyo0JA)fuW~ zF)}N?f(hFX-Ok~<)0!M?Jq%PIO>TL)xqZv0Bf{m7JA}M6JxjEBd&(Uf+3u#>VqDJA z4F>}~rX4L9NtMG#x&RWCL)^37?77m%2E1Kh zrs8*3)t9=;2FrHRQbQ8*gjil3l8r2kcMGX8Z&X`|HZW+iw~>S0#ra+t04?tT&vOD%f!=wI~aR_0{6y<2{$~ciJK-!hIaDgC;VMcMWfbuamFVLV4LhCh)+o3 z@gMjtUxa@u?=ZI~!7k#$QR7FaUp2LErpJH*j_zOPA>vm+?;jlFSHssAvsyx~aVN9p zvWW2cx2S2< zkUh*;iG5$?{y3*>Q~)_#=l1*!H;t_P^W$$#9){=!YpQ$XUc_#S=~wt_zXpKpY1Z41 zvP7v4U_mduxD4z79CmAPpN9U?=O!D5^T%;E{sH?)LjnjE^^Pa@61xVPk2VItZSNKf zk+(56`s@-=nl5*LpR-2esp1*;P(0rw-0O3l#%<-hqO2uyP;%U6ei( z4+9+mOtIjUy=AQirN+m&Cx{5*dR~T?QD!AVV&5H#)Trjl!9r?m*JMp6K0u>+Y3bJM zSGIX`(kyv+K9BGnwgs@F$n1C40`ldUa-%T$KAelc#Ob^`gRGm--qHtc(2I%XX7|08 zw40_EuT9tIpnglOZ71zV25 z=j~3x_ed_q&snG>(WqP92umy3-@RwTOaMxk{@nmuOaX2%OnCfV`6ruKa%!!JMFWFF zU)gO1*U3jF{%BCNZh_3?J{BxsxiA4l05QK#%=qsmdBHpoF$s(Z==4BG97__<-H$oj zX)7XLr5iW#Mo(nw;4OmYKErBo8=_#HD8+jvA;P(`JJzt`>0h~!PzU;;oK(;l=XgQN zkVoxYcK<*fCxm+RbHxcP!{9pE;^P|k+i6E?9zLfTA^yud`WFM`R~+v@;;^$HI7521 ztJEb%R!bY_`3z6(r{P&#zT2v_qQTcb@-CD%zk%*SmwJ0253sw5pm3x7O|8Gm?Qst0 zE3qYIpO(Gf`aTQ3Dbp)lmwX!t9Nnl%Sl-{pTYN$R!!iy$;s_;#daUnu7|09WOa4?k zjBlaG6-hfV^^}*wvTET@W_oD(uIu2R)pY_T)QWd;#b~fg-zVwYd=2a*w?Iw)h0d;V zT=dHCZ-TGxAbdkML-WvfXvwTW5V7h$+@rGO&ayRXx-f+5{%1VhlfQ%~kYPKSe&HSn zpWW}@%=>Ug}a549QNbDl3k#D{n6ij zfjG#xxPbsZfbz}!=n|*_8)2?F_6DY3t}pmKx2nJCq#wHvcAd)^;3syiLJNpBYCiQz zE~4buX}Gh${3ZGVTWk(7D#OO)n+21;#tI-+q|d1a{5^Yzw{u@CD(-JJ%+&Z50Q}YH zqRTn9pe;<#stt!GvgcJzNOy7RV25{r-yO-!f^PWH(B$ZT=dmHODZ2bQ6gBsf>Vhl1 zSUal1ueH8!!&!zUcD}u=-DG;<>K;=#qr+BmOWxd5Ir1m3w`&MpyPo(g+2? z@dG5WnW!}}GT|uB%5L&9(I-cK)cLgz3gXVZ>Eict4!?SVFzpcF=XlQO7}I^}nAQP% z;K7S|!nhGVXO&}4BZqk96X1v6ZGdXi42OFk{xq?!| zHl{YWbL}1k=*bPv5x{Lz*%>835O3bSFn;7YOcAsPgBI?uevur77hHnjsfNMMj}F6myVOVw>O&iI@@`RWp30|8P4dnr@cmY9y|><^zb2ezGB&lqS3w`i<*&?uxQ!jw0)e{l zm0NH%aX%c?-qwsd^^Y<%T0yxOlsq1T{V8Y|{ioK>|GPZbR`PLt54d%f@N9{ znlXrTB&-iA#^7w?toiE zUXT#Fjic~|y0N7Vq#L~WJ&Ogn9n*xRnQW@}%1h9?l5x1B6YnC;ijd5JMa-v>_hBr4 z8>)}~9v%Xpg?BO5qLeGxvqQR9&Qqi17O8!Yp(-Q2&*A0jT{!B+;vCLs_a8wG0i-x% zkkF`QPn?~Tj-dygw7+rpIF5SWBJctj{X>)M$ou?bD4O_}Q2t9$E9z&#Y0_+HJt0gt z*7fTX^k)5uUNz%mQ-_r2-IFp@k;FAU`5R8m5As+L>(B zWy{xSZRo1>Wcy93q#vl!{fd)YN7h?_|_GDF5IoX zP#(vc@c_kFQzQ3_drt20koUcMl6&i|ns&o$&qSCD@1^qqy?^GM52powsr(7v$fSaA zy&TLMxN#Swj2m~KXzMHNZ*u@1y-AVky8JcD%DQ?JxG)h3#?Lc?pOHB+wKK9xY`es{>UqMPA^huDKe|I z`fSf`ZpZZKjR$uf&n;^7MNiGa*K-Z1gTWX1tP5&Xcd#e#vsgtdeU9M!BMeZhmEb_m znf<9-XN?-hB~(T=0{R-9tVNI-mF4&RCP)Y%pP$TFqP4`M^3%s(fm6cxSMA|ifLGqy z-?4d7y#n4$A2QPs( z`aGwUduJrjfXJ5wi+?g*nFk#u*Km}QJm1DcS31(Qo!B(*&5dxjl>nmYtbhG;TdO$; zzPRzfC4v44GorcozH;=c#H4h+$>+bKI6rkiz%~x>;=$a^JFu6z34hh%LoLXz?<0u< zk@=C#`Cp-p1(KW{FTO$v8j;D~A-r_L{cl-GkV0tvEi4HV8RcSP%q-lSV}I+-okPA6 zIIg!m_m`v&!wvE&y5!}hG;nY}-w6skN4!{Qa^CXYyVY)|hfVDxlqmRx|Z9>}k1jNeYE zlHKwPOt^Qz)ww`Ey~}bssbQ?GSL(O&l%?GZzH*40_N}pi7=~Ys;f#U?FQ{OxB_VJ? z5@^&L2go_&l`$gGT417m6ANC616^_HXE_ge;jOA#eD;}@xtr_*opZuKA2u`W_0JzB zWt5R5p4g}V>VUyammb%QZ-_qALBM}e&#uC+mQ`5wDHW%QGQ;Cx2cD1teU2*rmBz!*; zef(zr0ph_2y`aBI2pK-YkSeC(pj_SP4zvl)Z8B;X>HhQn$z!RSJEEelJiJgFB5d0R zoCY@$QhBtutQYhSXF27ln)n#|pLm66k6>9aR0UNXl<*P#EDTz3Z?k4#+PyGYfXsXs zR8#U&4j)Q%*0sHT-)djV^@7*^d1jtl>jsTyqio3%e&Cj~Wr>;id9ITSZA1IPiK6(E zf$wKiOSF!~X1bD$)@VitA_G40Tgj4XpD85q9~4_xz-!bz->@dnY-jhb=Qc}Drehl~ z%)gl0n?>O(yAqWA)ZE*IfkV|NVyY><867!ZF3Fy$CKu%;BX8W?v;SMe%n7A2+U6GM z1v)7<;EkhhYDSBPgx#P)io3b2WnmL&{VTs-CE`h1=nI{oRTxg)gjV!Q{mGNjzV;-UWMi-_xuQ}<79v*TLQBLR^^OcFDs`&)>>mq=TpRPKqE&y>qSrqy zn_6D8-10YLZTmoe@{9sQpL8|Sb0VRu2ea!Z({NKf0l8asT!My%Lt8}|jW@M+f?bFLNloxeZEXA_x*pHj90dBqL> zBhG2`iQH-CtJ~xCM0WKrDWf0yi^q&^_5-7RSx9!QaobYr{@#?`@Ih{(l2`gU12UOa zOSs(e*Tq3=KoQ{*2fO7Ks9v?XfJ<3sc9&;WHcS8}XYd)I;>i@1BOBYew3FXY~_zS^S4I@5S}`6yOhRau#SxhYZm!Pn4Rcd_RfggzrpdU!vI zwQ%1@g~zO*bown#&6chS8X*OhehLG%w2Fs1%Zm41Jb^~?C@x`Y{OtDwY9OP4o#&;K zy+@%TMb$x4**jJGQh&t&+(AU|PhGW15d~kFB3EY5_HsgjvXRaAxjV1!^Y?gm%^d^vT|0)I8Cc?D1|AO@lv)rM0 zWpPzyndq+3wfSlMOC(hT5Dt4a6JBl7ikOc8>)wpqZ;9|X%{dPQ2_WK#e)9@;{Sd#s zu(YU+xE(*^7{fU;h)EjBjBuJi*a}}L{9o+72UJsC*Dea8qNpIE^r9j~=^beiQ4j%9 zX;P!~-aCP)C^dj|kP-!vPDFZ3kdBlH2uSas)Px!!#Jli)|F?YS`|kPg_m6weId}YH z;DEhN_FiSKxt{sVvQUx-Z$Ev+V;ddpoiBYIIO2bFT^W+)fhjxI7Cc#weu|g7i!}Ox z%Fkl=naui*{=va%U=)Y%*@DAp$6*(N%069t{kX`-9!N6kPLWzY;NL88p3zPS`wGQ9 zJwvE0B2mHyBejcE3yczAQ~?y;L(!mz*>4%MGO8kD=V*pLBza7P=*njd6g{G`j9*&Z z+l5RrtOjtwG)hP->+Ml{-`5YFE=6FE_KjW5+~sVVn%KEh)O|>={n^_?0Y@GRc-_*r zwfzhr+CKfp)g6KND)7TJ>y}cIOtA-UHopi3|11yoo+wgG6ix6}W0hANlBC}7n=9zw zP4f9?)js}_ZTdGs9bhnQDL3q4obSP68>p~oE#iXWQ91m5pG%)ZRxd}j>3s&lcvfpf zL)>)h{$8!98L8@X5P-CHZ12xK|4BwigoD^d3M0!)K%xQ|4sN0~V-GmCtAZW}~w0f-^S91@NhSBV1AJqwKGo&JCy_4i!`X}P_=G*hZDvE?w5iq!hWtY%ZP6$piA#N!;-=rPjv~l_)Yo)E-p+3+%C@{qairb-f zxBCTHAlt(t(EA1&+u_#P94&819vjFNJ?gcWV#aW6*<37qw#j3a#F(tKS^d$D!|qfRf@OhJT4UuWcgKw6Dlm5Q+%q-*0FRk$?fA720ZVBTeR=pG2}pfj=97a2ZCoSct5F|RLZ4#8bd!xZ{y zi`Q%W&t2Hz#!_SIk{%jo^6XS*PJBP~f;b;~L3aJN^Mczz_;pdv?&gYV^Tv0%PUM_6 z#%8}!=o4eIk5tg8zZb8>SJGEcCoi1cBkvZ2L5KRirc-*!FfX)*+GJv&TuG&ghH3EV zE)V20x`W54rvcpukFjdD(oA?%2AH^Eh5DYi^m`hqd_9*G!EA^1=9P2O>(2CwlWrF3 zwRVk_EKe33(%SDbfiM77_8ra^z@?Aeb=X!VBU=2T94E1x9K-MydVhtUCsy2$NkM>l zw@b$Cl#ORN4!GFa6|Lu#s!oiC3#};uxW}sSw#Z5E^MSv6=jh@CWf-tmStk|JN z-}-NpN&oLvxS)w8T?fkoW<+>mF(^g%S>?dZI^vgY0W6+-2N}d;7K6(JJ29kaK%>+Z zVDB<|gJ4LKs8wkEQb<$Be!G840Kv)TV8w)? zbwB3qZ*IUS4m2Sf*V4B?=nD2inB1XBZYK;H1QFc5kQHc;+_jRJs)c#Mh-5rpWv-kO`Gx*y+c~;ND=R4Qk$I0Cn*F70H$l#C{byV5oS?0H2f6 z0a(NKkR`d-3@yEfd6e(HWFOl>KvM5EP4N8#WPJcfV0NO#5sEWxZUUd92bI7Ok*#m8Yb>S0E1J_*Oh=IiV1AwL5rE?>$ToXo6#3cn&qe zeX059l~KdzI3QE>=*sSI@gTsOa!>CzF2Jc2#*a(g?LH9w3IdV0evd?kN6$8@x0pCX zUm$nWqkb`R!7)S+G(9L?t|#dX)vQ$9vTn;J(iF?U8?ZDZw1L|ePWx-~q_Wn4uN4AL zVEx{bwu|`?wQmz`f|>NQD8)Ixbj)Pocfddd+)Tc1cFZhD5kQi7D2<;;VjRQt#4el0 zA8}&rR``T^TPPJ#%UW6O$Dk~He7&1*27Au-OaY9Mpzl!Qrk3B#w5R+LwTY^&)wDRs zoEp2^$h3dE78tN`VZ>qF*xCp#j)e2QIRc8ZP1>4##Kcr!kK(rrFFO%~0s#fUyj_Cabp@cAqo17{tO%jRow+^8@19^_WWxEB zzM7NfN?X@~k%{%LBBH459>QHe&jL(obKAtmCwag#FhJ!wsU5Vcxum)Z;ya^@iB)*} zt_}5mX@O?wo;-%qeHXq^+Xsjb|5tXPL|e%q%mRuR>ukI5K^xw1XlGv8`nS`H|E%ls zUyAy#<(aN%#Ztkpe%(Ca)Y7f4u6=BNr%Jd%q*{eSnv8X0pavdlqR>lXCFm|SF~?f; zdw$};tMWOAQGN}>t-XMsd9N&?smyE#~#f##(r0A@uS+OL0ztLV`cb|Yre*i z=RdfGNghg=sjHJMvk_ok{z+C?dpOE+n@4_6A)txfLT+M)v5L>C42`e-z|h}rT|ZPn z1PpMgC+{D`-qCFAR669e{PerO>g_NrVrjVg2jLTmQx<#2V43@BSA%tN$1{h|IDVm9 z?gb%Y{r&3;D_R`!QyLUnKvfvqHX_wOLmCokFx!=ad;W{fE`X3S%h|Wv5y$2{2+XMb zUeD2;rtRLk;Xa}Y!JG%VN_zRNF(vXzHTl3Pb?3?NWI83#N`Uq0Q;;J{l`hQ+%p&)A z4`CV{f$4+T(ws2xSmzhIa%dcZyDOH}4?(6KCN+85LS_JD-+`Pv(+i+1(&J=;@zJrV zetUC3NE^N0vqU=|E4mgu2JAm$FvH%@7Yu)8fJH@jh$CnA&DJaA)Fb{T3lxeQn6PW;zk>3ib z{7L2#jmdI~5!xpBND+({uol3TzOkW(FW%C42eB#(quHH*6L7NtY@80GJ2A!cP$mKN zAP(DfcIJB7E7DyJa}st3VoQ*pvh4PJR1X4^$&FD_E6v#F5(G^@P>4Xer53dft(4+8 zwt2+2l^wf3OK#FB(J?nCL3r<7(kBv?$}u^(i&Xs0*|@>5VhlnAgLP$W{rATVTI75K zxoI{~8Sc`x5e%BaB%hHcObj`wxYxVRlBQDcEA+st(4d&T{o2CrV86)4uqz?%Hz?;! z287fvoY--N#~jemQ5MP6*6^abNbll)@%aD)kX<4}uq&d#tdYeanKp&a#I~eOt8(#u zzp`Nn+;pe`W@1@SX|6j+o-*+lcRBARq8a7Jc>Ta`x$>S`EFA+e;$RS(i#LKYU|+_N z+|m1xF9&x)oW+c0*)No>iAU}+tUxCByOGu(YNH^y^M}MM5+8g(GlOb0{M4GZUD>{u z1WZPg0h>ZrIZVy2YC5-8mc2S0v)gj%*S7G)NUEs=RZO6OA^}dmnR@6b@B(Ft*c>&o z8<1x^We!qN2V2b^lb5Xtp8AE zzrzNKzt+cTRSHK*m>n&{-{W&BG+&&QOi&O@*~ZEtva_?2BE%lxJw z&1xKBzFhr#HtXN_g3{asvgQ!WD1N$|Bai5zafra@($bTIAw-X_%OI94a|#s&(-0lD zKC9++bkOzHhY^tqm^i}we)IF^F0suZn;xc^VXGjFuLz&43lk7)@(onVrgzTxJ|Y_& zBea(9^pMe`i_F1}qs#=EwNx?9K{Y-`&{VB5G#vBi4t03rdYxNrzlAE`;f)qMr`Cy5 zYg~4yqny-K6qSkhM-9m?p)Do{%dqn$<)(_B8!nYkPhP9C_e3EigwEP9Lzb8D6qD?4 zMQPX;83yl<*mT~gtdi1maACT&--*^|eb(&j&d&P<%*5dIy=eULZF!j)Xz%G^KOunJ~*YY;`*+#}>o;B>F2Wdr&RkKa{g_ z=O~ek&iOuZlqlqs+cdDDVZ%DEg%G#9eDy^ACg*#;W(6^rQ12$qAx~!JRA9R!#gHyg zp<7;siLnzuK5iEG46P&Qah`mK3lLt627{qQ`KfQjF}DZL+srPiU4DDf_lP3orFT)q zz9x*nw?pZPmt?-HjEddSk5;6kIk&yi#Rw{snjy@E>EK`-IjDyDOHRE{>U6R37XuBe zd7joXOnu0_*#l1N*c5Kaf#2ZkZ|tCC9I3hS_K5CPM-sEwG$_s%U-E{B|zf)Yskt;T#6xd)7a&*v#74S_nlU!@nb0S^zl7Q8#3+h~_>y!_ zS0H*8!W6({NL0m@jNF*8>Mw{&vv5|}bVc3szb?@M5Llhl^ciYnnwCLYn*h!pmgSvj z?B&+FL=Kr%xj>}B9(%1_3xpgP$_tMi{EYiT>s~qdTz2Be)I4^zgK>+-<;p2=6Z5qP z3KcNiZZpCn568B{C;5ntBl8>^s}KSm z*b?vQeez0py|$t>ou=DjUKMmkruQQLgU5c63?giAzP6*D;{=Qb*K1fsylVMH&9C%M z_elGxRJUhKCMl0BzvX$@^4ulnUO~-9tRn>OYQN5RwBjDC9c!qynrVHyg$zk2i@o`U z?Hq|ENibtW;fM9f$Fd$M%Zw`F%H#*R%pb;N(~@e%?HJVB2c`V$nxdtDlA*3 zaqv3VMTZa-ZsQzf#;56RdlD22Y|V75aVynbsqqmPXruP;9zWw7Mf*Iz@QyTObrHQ# zG47*A6PcNHJr}iRJ=o>6!z44YB7w_S6*yD4S)JCf898v$0!uup9X1oyx)!2vRY9e3 zg3RP@>$^cjG|!-2ob4XXEf8u8r#?n%__DklwkdKm2QJK4Oue?Ew!9V>VunSE_ML}t5 zZP9m4A_R9S*91^*6mK^>pD7agdNdKR%Q8y|oTPD6AnExL_{2}pAd+mdW7z>aPZgzt zyX`rxt;b?UHxA+hP6PB7w?^7bCdEn5t?yK2aq#gF#sZWcc0O5MZ!qz)!<7)bLEANe z8^%sv)L(R!rLC|ummyuX=E*a05jbX7b8U;ABR&sUgazuWoB>zs*D` z4b=`qlYxGTy>vEv44XmB+lLPx^lsN}+K_@>0Cef%xc8WlD~CO`LZ>QYv69@Tp`PU?gn zUt7(pMJheu?=%j3bzLsKe|geHT>iy(JqP1#cT^d1(5<<3%5L9V?@jDS+pe;@TBO-v zFhcIigqLA4L@fzJ$n*L~eG$qrq%}FTUu_;rTCOC;P5e#UWiLB(Y=Crfpd&^8s)kx& z7X9v+voJ$~&HEo-uf~s7zP38s_R(Q|SX8VuRqxw{=>WO|WB`-5kWp}x0b5|Jl&}ZXAPg zDFn|23<22gM1<*wx{>CaQ8jk2V;f|SrgKL%V{Nmw!|0B5JWE3;(e6God9Rnm4=KeA zhewV3=ocB`snXD$ap;*WfI~av4{JS9%%XYX@d3IhMTmGJ3ix#jIM|8exWuM>UVAw`TSwChhws`e77DEw<|h8CQcdxolQpRN_>%iI$X zKN$4L260VdNQT6jw5tza>Tq2dtS#8ufX+G+g@LDqnkePe*YTkO+J4MS$Dq4+ykUTa zPy6I)D%$hzRGDNtuW|Wb7gDpv(hsO$uMo0VfbCllq51E+H2y5%MU{43xAZ72#iId-<-Em14}JS6yIfIh-W5_pOz$cmkzXU1UMD890l1M^?!58pGZs4xo~Nov~z)V61C-2e{jaDY+&cKwFN>n~HK^0(>7MG?#=h6YJ5>^QoiB*DL5J(ZvM z+bnVXW%lhFAb;!J->?3$t3ZHB&^JJ8^GOo_FkL=8t#Ba3r=cfm)k(*28l?ufat?EA z1E{cSUBD`|NbClO4cy-5pUVwwKbzD(QPT6FT#EhpN6}qX47bthuoy9*%;|r>LHJ)a z-!0L7D_`If{b05K!*tgIB)I*6pst|sgH~}e-(|{dYCluvcw)O0#wMzRXQ6u~rFi8A zhtpp~_5YA{`xi<5|6ETMzoXgp2O1Sc=s76FnZ0G<9zUw-j@gDZQMsP zEqlb#kC7b;`cP!ivS~Ghk_0$7a>E7#PFoUXiQSBuz2m85FQ(e8aZT)?C&1Fs8ho~ znBTpUC^5QSTlF$YM7@OlBpK<#Qr!Poe*2$<^B)4;rT`(L{?`BwqwfmrxN?M?(lqp3 z*A+=!2dSYM?(-XL?-K3oSrk8U#)#;lX<%CL&}xm{e({NAV<(mBgxFZg&4q+#kAID-t7OaJ>(@u>5J*coUzJKI;zzM?-TwAUND&?$D7k1eIa0&)NAx?oX{Ye3u`@JxE7y0or@eZ#u z{e4|>F$K-Ab+gH9jFSZ(eu73QjNPqfyY}9v?|S*vY&sT zX$kSo>JrpkZx$UjcWFrpqThhx_~QsC8s!D2=BC$rB7^Ajy!|5tF1A#Hf}8QS*^qOO`E(JmU_ui zKd|Awrl*%`W0Mnj#Gs|wK+Bc0g?w0HP0K`o|ADvW4S0kJIXK~2ZFh6+sKL;p?%*J; z>Xn<<-#>bB%{(O7c$Pi5%$ufR;z9>FLz^wQIf~xINUHIU_)-_$ov)687`oAu>z%H% zM_wFpbqOOo;2|jCWrV`mS&n>6TCW}vj7B$gxNn8OtjWAU|*F-0vSR%3b(->oe{nQVQno(dLuXedvsrNF}% znnfkh2`Ju(37*TS*SYhb;+`?9r0XjR%5S#)7k;9O*W*{S(B$4h0qCb3Fi zu|;x)6B7_ezPEBdR9scu>e{5RLTmIx9eEjsioTV{v1=;luI{}g>;L>WX*DlsXQ>vP zzki4QohK?0%>jes6>4VI=)HMb$Iok?fj3BGMd(|qVM>z=!#`Rin%Z+dk#0xjqz#DM zuuf^8(|mJbH3rrrl43LL*YcsRK!e%+VfeF6#{4^>%rAfyiX&q@lJ@trX%0Pp7g(Cl zBT$$5L|Jn=uW;DLlz1e1Z~Fbs6gna@4k8y5Gn;hBM_^Q zj2qwX$x1(Su4Q-4#JG!7lYW{idN8u;4NVp=Dui;yqhOI8aBjs@Yn1*qTKIqxzs!;0 zl){iG8@VsRHgY9T$M5;Nr0RG>Y}Z2ET2T!OY;S6D9^c9bzD$r-$=6q{&DV=1DXb`f zt4999?otlSh7j(C-wke*=hmbfwynO9wN;1MvFsh9ofdpltapEw_8H>!@>bM{Sfg&h z=`S8BYKGPxU9L87=nW#Khm`0>?%>s`y&jTLzo4jy?jrL?-G+hq&GNcrf)jlD0CF=} ztG~4Cp};jeS=mo=XT-ah`Ba>9gVoy<9#>8d4xrBr67~G1JO|L1tZ@X-UFMquc%$%l zkMvfnUR`rlc@W74Hz8)7~-g*%@AV8uIW<#l1kgzKQHw2<;a-AS{ojwhMoF1GBJg{)qoSIO>tFg!0H zIoQ_5DGi2Zm-RuzbLsn+g>Gb$1sp*_nU|2I3*oDBKDpj}Q?1XnnmF(FX7&wk}PO#2GW~FDp)4OIP|(?~QvESu@;~RxX~Z^qa2uvuq?-8b{vtEuWsSmhADV z^IA3@+M5x_Jo&gm>f81vuB|PzU=+%1|Gp0&?#VJZ+vh(F4Ad5~Qu%mxUf8m1G($6< zUdxJz(_#r(nNii$J3+y^KO-(55f^(ZRA9zNMTPeiO)FEr_TP?;I9%fY@sINV=7jox z^b!Bd>pX+_nsJ*!-RM{B-f86WqMvW%gR;B}kTAH}1hef#N%m8@WA7Gq6VfGdcc=uF zgv;aEwdOM=$C_c~vaT4v4U~E{K?3j8kk0#s2*u4ii2616KIxMEc#929>skNX4=9R6u!Sr*3PGyGkp`-a({Y@L>?Aqqfc)MN3 z>*zV2jq^q*@KLxpAX!a1T&y;v+G3PLjv|F9ulZV{3qczH@jlWqm@kea+#SwHpq^2# zdEI!Uq}QUN?)9S?pU1%+HWXJZKG5(jjVE&~znylVP{g&AWuQ|E2qm}D7wtkMB*vaN zSH#M#G08GMEvP@jAbnwH?mRgj8KQ8Ccn6PpcByB}pRaM8?dx>ELlLo%&vk_HNsQEW zg@?s%rCaQ&gWs56BAC-6T9B?{7e0$S$|pVU|IAA#T_t+!9qAH%;In)H3WgL=tvS^{~*yRp@GHB(&FfRLzVSEGZ7S)z>; zC;vo7v7Vlc^2&HBC#FNNDTKm&z69_zi*su9E(@-h-_(3<;&CHOStKek-LBDrL;+LA zv11AvCmkpoNSAsf{7T$Q?C#tit8%OAmjuw*^v-DijsPeb@X6yX(FBk`@%RGx>8ZX` zW8R+Q1JkneF^rtL$t?tR>!By<=O7jjs+DODbo5H!s z`NvXaHT5r_3Z&1J`PW_!H5bj}^Rg`>HfyQ{?$hr_>| zOl_&Ii(VAIc=(5yq?nlWA9uxmzbhwqQApjw(aPQW;&pLw@8LxuZ69Zgi$aeyO>HgA z+%F1gd6>HYx})mw#0va}o{c&9u(XKeMWH(uHdfZ|7e&OSE()nSx?8w9JJ~;Rx1e%& z^#C7KaVfsS2u0k-R@hsDmghgJ2_f7x`R&%DcjhC z$AI65&$(q`=45U`rJz9ddzZY)SJJTI0?ij%e1E~pU`1M&OQI}3 zr_x>`&Yr%MnZj@>jNFCxCSctb~$|vU3BT-W^PdF7#bQvRQReMePfj)(-*^}!077g8WZu^(f>1&p-{-nxZ2$Y z4u`l2)kq}Dy%u?uW_d;Xs#nz%)@t}}RR`rnXQ|k?t(X%9Ay0*}cR$)CY$``|T7}-d z?jT-cIZmxrn#^@=uJnOpaz$RN?)g9$BOUpKX=}!1eOQF$>3*}u(pVQQd3v62bE-Fv zI4U)W`37S3B!-v)wU;vi-(R=�z;GnWgE z?VI-QRaSf5tnxIM50=1|soo>X)F^^7JJA@?&KQ}?ro`yT4Qs7MUvjD3B@Xh^PJ*wu z8yfb;;;-DZ7fo+!w{elv&o~=Vr~w{eyZ>cK>UM`YqT8VVR1iz7NS@3PlT~FhPS&nW zXxcfy?%@yvIk)7m>v=CHMD3E_mW$4l%-v$(^SOV4|peo`p{no$Ot z(e+|2X;A74wG{FvGuIJ0@O2+MHDB=NKf11VKBKtoq_D?r2M(G2_twdX9{qgZPtInd z$~ruZBzQp1 zijvjDd4X6F89N;zMo0CQoJDi1)G5n`wSsZq;K|0p??`Vn@p~*Y0mnu z7Zf@o9~`!QDrr#U1(>+gtzQqDL5DUonRq2V3M1LYoxp*w&lU>&IDE4tljihnsdPI3 zgOHX1Zt#FI|L@BwKy;L?3Kx$ZPM%KMGC~Z@eOlQtgG*(%fcPJVk{#!JDUseBk(WqeB+Fd|G@J)15qt1;lPcb-F|9EeO^xpgT-QK+V-r(3Sf3(SPdN={+F9`0F@gUNKw%2F0@qdJ>6k50o&-} zjFNNhk{GNd?JXUsLiWCArZ}N@S8LWt%O%*omCiCOUCYNk`%p41J@rBcS{MBE?OQGw zCD9OGrGl-IWIL@=^%ll7-j}_F72|vDJjhMi+P%g6kQyE&Y`ta;y;PAhc(}|E_q64_ zM1Y)T77er+J33~vJATB^L_yFS-LfwATR-JDzbHZB2V2~OBaa_k&DfU<9=vbqqM7uK zHBJ0F;zO6o%UGPz7UKtkEAw&mPtv}3RN&$%N|lC`b7LNZ#yc%6PUiK=h7~*rm#tjI zi_Ja4C*1|mJG2``q8`n0$E0f$d{3)+|Hw+b?>iMibD6J@_kxY|pu)jsU#`TxGO^M6 z)(Q*0yw>_`?^Rc~l;MJivYEQZ%qRsa5zcn_R=*yEh--w9@HB0V0^acA;$}(1$VHL& zqVBDh_|z8fkMF4NF5KQ>=NVHV5oT)8Zkk6-rd3PMe!1m;l$@&fd4T7}E#YI5=iHeeulX1l=XpV?iU&#LEPW~w zQsds74aB`A6lM**zgjsHSuyS#?k=%1A4sF{4bHs1J>sO)i6Jx#p%1o4&}?$5H4Eu} zt93gjt-<{MvMCr{`4;n&UiS1@8w8JogYV^`ZQ=D zyjV79qIQ6vp9YPobpLU#JMu}`_m7|XP_;LQF)}r|>}DVHWhM3WqApSO`ru=c#G_Dm z7mS-`&pTgx5B;o;RO7I2!Ju|P3?x^Z+R{tcW-ORJI(AP`j2ex|(JMPWsefh&!5{f+Lk0zS{x)Py|0%f?|ks zLQjO}!k)+l5T=5?#yk>db{RKc%^{b!aX4our$cmsm+vj$sX6fXD|gK zHO(b>a96= z@sGW(*y4k4I3@H>A9sd)f+xQHtMF^waa({s3~zdlD3>ne6Ybk?iw4|9Px&X0j)*!9)?4(J{Bd z`+B!Um1#LMuVZ5UtCLzoVy zB1vWcbfAdgytTche-LwrjIeSLm!jpnwr+ZnhBh>1Cb} zXy(T3r_Id@OV-(`GSqy|W$E@lGNa~dP~Mq@@#-O0oe;TaIPuf4qlg0j%;B}>soJYs z_DXM%mL+np9Q~gOufeEnq3NG;p6JA$-Yc~VOK4}@Ski!>PV(OVIp7-b6{izqm^#|* zEH*`RY15GEa5bVKPf%~`R`a3lss#)YLk}coAVHas0H0+VI6-Oe3tgHEzMg_+l9M2W zA-Y-?n7qFH>avVQQ0`CD?Ds)6Bgx-bCDK`SNwHB7KQ4tp3%d46XC4iOy1(7f^G4}bo=%5G$f5xuvy z*{A8Xd0%A;TX}X2Cciz1Azhdd=^kIN-CwP-W+nMsNJR_IpUnAf1zuWv+r|muSo(>e z8K0SCNm4^kXZYGH>>WYp`F0*|+LoS@{ilC8bjz;Q1|pdmNjH}}aU?ac_{D)P^6Flz zIlsLJG)*g%FuiaU=wLsh@fC$=O{Y%;U;Z>xX|{l!nu#qq{B-;{*g=v7j4)o&apB~&o~`;Oqe&RbtZ zd(rAQBR%;6_(HmQAfyPkn45jp8okjVH$2~*t2aXTUDPVUvc}Ngq}?3R6TvcY`ulb> z19UQ5)E~m1>02;kBP;`o>68HAHf>o1}KojBK79)Mg&zhqO zX}7Ki7ZbFO#TjP8qt-}u;cchw2=9M?{{#7i@v50il7f48)fSFjb{xF_lD6N>KPJCY zSKjha$};`ZY>yKUIH^hkC~whEpVDD6Eu3&P$!Av!v7H6uEafF&8GN1)d4|4DJMZa)%l^~e56!QOK0Mr%wO{*M4;)TkkfmMeA*OrKSn*aPDCH#F zy8NLUt7ANUQgX8|8@5%Hv)cITA@<^r__vVhnhe#F#@3^A7mBP%Z#Rmz`yrx-Pa|Oe z0#i$SVl45rj~A(s7OlL86YJc$#Ml5ZdXSlI>sipK2@#aj9acw$pI&S)w=&2Y7vl3; zJ#SY$BdOb$>vR9FvsV5!=zaF|XcFb*?NQ5gV}|55@dki-ha^Bltw=6%A{K9`GmkRX zMNp6C7V8f`sr_YHSZ2)mGdenWzS2Jh%o?n^_B%~h$J+^GCAiCQhGFuUqyM~&eM~) z%S)!FC2hCf)BeRsX^ML$gE;qiQ&Pq`yT#Hb82=0GCxs^LJgF=jQnVBRmWG1ZgJ=bp z$_x6Dh=OP`y2;xE%}tikq3WD}v6e!wQg|?O)qi(zpS%~*)k{4Se`v4?(+R9KI@^^5 zb{ZU7i*pQv;Ti$z{R-5O&_Wz1K9Q3*`Bu@)7l?4EhXoDYv;rBY=tVhwb~8BvFJaA2~v4@Zz;3Y+;r15o#3bQgZm1sg`s zwY4#y6ec$@H&(Z&|83^~FvpTa?*~6Pf*4n(T>biue?{0N8JJ|p#d^RYjun!!Z3QoZ z&11!Vt(S+o;&MlHw8Xi`M{3)ulfLnbM%%pj%j)|-T7bGG5jWTwiilp`-jx*IXJ8YhE^OPqz>j1!@d)&ve&P-E0Z?> z_9m|4s${Uz$AsmCsrf*-udmG9wPD(nWS-lVyNJ#Xvhnmx>tNi1g>z&E+smkkan<9Q zpRw;;O)}U%PxfZ1?eFg=`wbN`EoY9Zb8cj8wZCB}`td6yo!Uie=hv;h#xt_Py z;V+_S0?zad1VV&{lS|7p60fxf_9QJ9^HWSFOiA*e6qU_Xo-cW^C?ZAN<)4xb37;)} zz*)oYu&Q;n&-_dewOitv_Gcruxr8kydJl=na$nrS?R?+UBP&4=q)l)Jo5o=Bcqa~j z6%%CbKNVZ(b)Hmft*7nYRY~P@RG<4El`{JV<>$`39q9AHhC?34@&m)mkMmkDha}*e z5T7j9zkO4IoF-b@OT8z0gqF7nI@wb)aXTb*dOs}FOtpCZ#N)zzX`UfGp2aDXD4k&; zCt~&?*-|^IU#U)H4y9IlyWGP}woTZk#JnXo&wrY~?=;{1joi<9PIA;0XuazBlchtS ze*4<1)|wC5i^VU=tb&}>cbCqsbfR%W4)&DEFDvv#XH@$YToP=8F1WqXw&<5)4>p|O zGu}7~n#$TEnw})mHe>uvYwO$1r(%u28tQ2YB_v9g2X;1$@F(Nn*&?Mo#2dq|-_QHF z$P(39xE5dJbHu?@IMSL)vy*WaFSwlRYk#Red5T4gRDDafM2M)yGNNcX^_PA&v-0Zb zZ$-3D4eZ<gl7HpD>6ideZ=f|FFUl*=9F z=@#w!U`idASFqPI?}OB_b9r+fL-&)ycG zp}kYM#L~4_=&X`0ABj-j)zS5zajD#@>y^-a(?#7v3v6emK)Lak@;XrhN2SGJW}l&n z)>hju;Wl8f`D?pkm^AaYLrc`f3X&+YuH~cg(xZDOKVI{Ev80^&HL;59YYpjnt@KAy znb5!HNo>CXQ(DYsPCsthj^NSRZ_;yR%Ds!ux+Ku$R)@D~%f%?K zCz}0cr^vfcPb94mat$Z@PeF&jQH!2(`mauN=w8Uv6aVT*`|{ZZkvF^Fl6UK~&SkwF zk{%60=Wc44p!eXbTSM#v=mjwt7e~eR4>JYV(;;@B4werG-?-r zn{@jY{jEpxUs+^_2e^iPM+`Krbw;!FqQjKYe-W&ts#Ou{>@<5;!QLpnf(!+$d$dayWb zhk8k)wHj~hB}DhY8PFr|y3jl}lu?n9-QC@X1PYU`qtDZYE~yFFQej2FdOMH5riuSn zzgs!*W>2p@PU&jm1AfKUefV zh0H#FuWT^C_0?mf&pea&)~FkHs@iR`LkLp~Y<4HW34vcIyDLKKj;D#aRgY`!-;X_7 z6`j(2rtvl|RIGXI(b^I1qk2JGbq=B1>V37)xnlgu!o z!FCbTIBm6C>)7*)ZLmCjk6g7Sc$ez9qO9!td&K5Qa%LA>AQXmgmfsn5JJ=e;00PLS zx9E=F)JulF+XfR^$#$_U6!6aq2vi2Unq4YY(bvc_b%DMy#|Grb+6>?2YgprNie4Wy zSI|R|Qr2zfzN{SVO#CEnU}sE|Ce%4=Je_}Qv#sjA#vh(A7$RmFp!{2Cjfz2IuQ3*< z+G4)quM=HeQfbNpJWmBuApF`<$s*Ear;on=XlHgWo5H5-CJI6#n4Nd>u1{ZA{h5_k#MYs{9c~qxcm0gQ zjM)hoW3)olov03WP~ftaC*Ee)(NT6KQikEmQvogcAl?*3+m^|%-}?K(Ct(lBee2=C zrvm3poMt+&ke*~P39D%bIGw7_XSYi!-M9Y*MB+ZS^?lnr&kE~s$Vf1xhP_gH70;FR zq@nda7UjFCQ^Fp2qR$9byZ$-n*hiN^3s1|b8$;ROEgx0QMZ=VX76 z)Oej@NO_+j0+^MJ6{cq`#J+VgrZU%5`<_1aNmgHuqfyDV)=pV)%l~2W(9RC~_`FoG5!9{%T+z>KfzEi*e@^ijm)Y!kp6`bczRWSYEx zL6JnCl(FaP12JQgVy?UEbM}kNp63GwC^^Uh0&$?_%(;B;-aXNdAqO$XdFttXCoepFE6ROor{%P*Gh=zmG z-FRzK_LiZX*Cnc;j5G$wc!M0ETo16Ahpg9KX)QG$KBK9zJYMp%2$Vj4B&T-zOk~S@ zCH4cZcS7@LCY-kSg$I=ow;S@3flaBe+vGq?$PDedG(3IXq161EM`;A}+6h_Li$0}Y z3+7_4@FAzM?NbX*@cog1MM+9aw!HbGw|MFTr`>qh!JKtjy}suAPWr(;smLuRW_-M6 zUaRPbOdRK|;ER#_r5n?&y(R&>a{;OErCnz)Gv?|=ZON;5q(b!uFg4AKK{^_DI~)Ty zp2Q<$XM1*ur2Vy-eKXY;2bi*D863l_V5el_`9=MNdf|)`cWpBzpk+v%Nc_=H5*&eA zvN4E2=YdaY6v-%MA%x=j$C~n6+Pyb^Iti3;30H7SfsE{1!X}b^g0qryRt9GDT0;T@ zq7tLOR6r{A(DKuJE(_sDluNa`J1d}bRi~UiF9^KY0g8Al_a={ZXL-%UlX-)!Z)dw> zQjgo65U(w6;ECr=!Q+n#;`YrN_1hAR=M-P-RQMh(T2F0x5w&lv)}kmqqToes9$EfU zB!o3w^mH!SN%A4GiGzA*r4=dmw>B9G7x~&#Q4a&@HS4>S!uADl6h=VN!G%sHdYD;u<^`=(`H?OcWEVA-^>&s6O zGgf_@a%79)tM2^|g<4n^o>NBb+}TJlM%z6; zYdl~VS4~~29 z`T1G<&3-K36wSKZHo1jw!0Nv0Bd`xZlm^Edz`G+`a1AdYtT6`QP5+@aa9{R^tdMn6 zK`c0(qcEPSF`#!hx}=u+%~mIB+RE#V_0D6@{ZeA00(V8fzrzsY67X8Da=QN5Zf(!r zmw&%t_C;q$)k2rcb8YyQpl3X^ZuFRD*r9irZ*F0Atn2%+fscHKC76@&&(9Z&uZrf5 z`A-6!6{Hq;&$F;KNZGbRJ4_>Zk*8r0u1`ziJTcIyvt<8aiiv^kgWa38m{p8=+} zIbA@sJ|ic>nn_l1&tARsi)vnLZ?!UV!ZYGKOt9uGk7U<};Uu|kiy8?Vvp*1(Z)eZ@ z(YcYxL-(RpCO~1GyKNQfE!OitU3+fwq0*)+gI@7JN@O{f2qFByS#~wvMQB zU-Wf;U|&QYOCLPTZ6?0qV3v_KO@D}&|0!Hz<5^(Pp8>$oyxjpI%#<0ylVo9*;n1Q% z7y7RNXMNa-CZE&R3Z4TqeHVV*E#m%PAJu4Q3B}oRuRoZx@=toaV}Sr6C`?YlRZIU! zEl3>0 zPkjCsy>{`p=(Yc3blSzgMW=lcAtxgvYj{J-wK_xdf3f$Lv6VEwvU;aas7UG=I)H{t`@ZOW2H|jol~krMZ}X48Cew(Dqzs< z`wa{d9+N@;-#7mz!oMZq-zfMu3jU3PZ5RD+EE%Hz110#6Zu>_GGO}_o|ECiC=WXeK z9{vwXkdcAm|A7|#FRyC&=WT1!rNlke--=x zkmi3xoRx+3KgFK?zluHQfBTH!|Ca5?{Pp3(e>eS@*#Fm?epzsiXbV_FU9xPX?fx*! z;l4DbzM>Gy^ZsFC0|BD_jXR3e-xUBuL&yQcjJ1>OncnKF^7U(XbaCu-N{DmtR(~z zyLyK=aWdKpwTpNAZ$U^(rnoY0_9S8jt|Up{?($%^VaH13$P28VD>&wzv#?9Y_chYr zfOi}M^9=rHecy1L7)W>k6ri4WB!J%;$#MvFI#17e2h{L#6>%S7t716SX{T+_&aY;x zovuUO$Jh&5=due-mLlV+R%vIkmAO1`W0AMcuV-%Zt0IgjkI*@ z{#m3}j1$XtN{-#+$Egu}17CX^CjO$#JP*(NM+-J|1eDcM9-ksW`jXj8WY(_y zjY8eNZC{v00e<7UKqBfz;rB@AG(+iA30}`qH?ys2@voyzH*s%#j~qmuA&TrMP6<99U%l*ExKhF+H-774;`vi7XwH5PuzkTrSssP@4 z_p1zivp;q|spW3Dvt+?g>5Qy9z{(LCC7j~Z$DlMcmQI}L?hvRbE-lQQbs{I`d-lUv z2QQt@*7U{5=zE5zvA>!;&$|MxE@ZC<$!^W2;!SK3Ca3JN61)n)T1Kl|a(3NZk6~V0 zg*JIqC+=1C3cz(r%OJ=6X%{cEIBQRU+`vuH`Xx-<|TN zoo;*OcH^qANg-@z+sxS&Tm0PglVIQJEZ~>)CcVA&?*(>yzh;b2w+MBLZ>e6f1or-% z0Y*;~0u=$OruV?dF}(0Gokr-FkJ6=2+A9D8E=L4vKx2)vOkcJ+K{~D042qxViqRc_ zf~^2BH}i#ZRS5LO{=NMH0{HS4lEBS_@stP(MA0Y!u5uy2vDOLjb_ZaC&kuv%|Mv=g zrQ5(4tA;a|qfq=!?T&itnV6n!l-p10d5O>Z5q~W}niB+VnLFc+T2ub(0V-=c%JNG+ zQSM-vE$`iDs#z~M*oSCNUx3IjZ9tzc#Y-PcUtj%DSUT0>+aL{07^hpUMKOMG^$7Wi z2t=Nq8L^m}vMX|Ozr%sMStlLB`VDgdk_mhST3~->`!efNfRAYty2>H*6~=;-sorf} zX&>TwVw*?VE&5ixs|G%#g^0O!4*XBhi9=BL( zmw&a`OR+5ax_iy|+Qe2`P7^ad@y>sv8p~9S(a*np#cO(G?)T2Fu?EqnJxn%DfwCK3 z`69Qz&-vDEwkLuaO>1XON?$c=c zdUz9LH&M%CH{s{sI)inXn&V>|9SBN{4QJpv@P1K(v_a2GaM(q*FYm@Ha zyp@)e5-@XkUU!=RU9=Xu>qM9WHcPPRma(IsY zcHOSSiCC{&iO)72u=@k^8Y!#E<2c(0iXG_IcEggnmsj_he*3%N*za$0Y63=E<6@tR zG=719DelJs5q)pG>!d0G-a)KtB)#cB%H2~l*4%Hi#oa)OhuWc~cR00p!H=U4|CRv- ziS5^_zQ*}Q+a6xF-GiRopQQ>gdidyDa)RKI5V2lsSO~E01^^msNH6N$%^rnB2X4=| z|68j~x3XOQ*|sZvIO!d^a;SHbsG~z{Tmlq_8^a}4Ksj7kmHJoUI{X`Any^F5`{`mT zw6Zg+-h&FVgS~;TK|}2wj${6F$`l^@xh@$soEHCrnHJ#wKT8_%6#yt2LJxYL!i?s3*DL)gvJDR)(MJFIPymz% z-SH+I;F#Q+AD?I0LGn@8Rf65_^?JJ}Te|hJSGYB7Ed~nkpgr4xfj=v|?#Pjl=1#SaW$iX;Co+2%)_YLEe$3EI#GB)hduOt}qwl}!&h5gquw7b|Gf zyT(y{tAf%_Q5rbq$o>Zl7*lIbk*vqT|Ell0X+7(T2X)1(?!!rV(6Ea>l3d zs~`}aaFAo;dL1saoU0t<-S_`Us}I%&TMj5|5qP6B4=6Sl(LYZK9_@T?2(EepQ1cC~ zn*YI&1sCdq6EtqQwr*hx_`!Mjj2v!KWXRcrqh!akZA-t-PAJG1F~^)Fse^vK-}!gH z3;MFs2c8mf**t!8&e0VxHBsu>^mN_6M&lj)XV{FtHO@NUHrgqhfrFuto?WC;>wM9d zJ%QGL8!r((AYi%!2su*vwtIf%`hTsh|NpqZ=Ix(a`vcRk2AS67PtSqhdj|8bW%8kH z^g=ZS3)x@`?*SHN`)hHI$zbpco!DkY{}{}DcyRoi^_;NRE`HcQz>Pr8f%nV_fG z(E2ZSbhpu+SBL5eUDGFcBq`a7O3hG0w6WiL@0#0uE-=|VdOGK9{@yIEMApt*99&$Y zg!uVSjbe+Vp0!i***W2n)Fx@v)5iDJ@M+Ji+2=yEOghYiw85&MQapdQmuU=}ex9)W z(RU5KXW)7ety}wV?LQNRDaJ6*1wp_Cwke48y$Ms_wsk%l+~$N6KS!eFZ{h*uqZKs8 z))p3rO-L|&Ml*}F@1i02ZKWo<(bLm57e+q%Q<#hF4UI2`ar5U!`2^6b1PABmu8a*E zo2M(+EZ(ry8u>hp_FDT$|>sf1Hr8o*Uz>K0Nmm$yW8^ zjgriT`W@8eUhnwgrCw7diPO4Cr;Oo-+cE2YCz$sviiG>`rm-PI@Q@4ToJ)EFQnvbs z5X2}0y$+o%DXx3)Z!-XJRNTW$#Is2&!kbzjN%{ynO1eu0>G_~6jalg}CuS-=8(OYA z;i%U`Xv9i4hG1HHQq5KR<8f4o!o9qSm#yC#GkGE%6r23UTz|In^yc>Oc5=W&CST9S zD+c-oHbIdAXOTJ&v7=6ur@J8&RI>0qJ#nTFft?@D(aQsVM-@nlGa>#5D>=J3VbBZYO`({OmU@=NCSbc&7nzQ?Oz zZ5}INu!g8cHXb~pb(iB%@qwPcOcl;Sp1#g`@7Z2{VM6J3HnIy4_&pL?*Fdk` z*lMpL{{VxU)Y)Qrh?y@&rQ2wBic5g7+3H;u-P+94EmeFp?$Y_R151^4|J>dkj(`I> zo!-||OGD#hcb~o)x4lT9y0CsCW}bZ#;PzvxP@5mYQ~a@ps;#ewW}*)`iB%5gaMCu@ z9tzcge}F#Asa4|WC2gK0yg^-$biO5>aFkA%bkf7#B{o0#6Mln3m2#$p5yA=DazlArE-;5U=Qc0&q)vS(ph&C0*4#`++SfFj}WdAgzC?VGAZW#wsi zVNP0gGt(f*vF!|>~8PVSDBmy7K787_9+a^)S* zTnsSp^I>$v8UJXo@^tJ#gy*gV5#1?OucJi6$N7v#TR-KA37KARuPBmdPG@UJcYKdt~~4$lAd z1$-Uj{8wiHBf~!-48Fn@{2zo2_@54C);pwQ{z%#vHO1&5V^0cfQ35Je{OxgzUb+Go}O;KZFJ%5`aCTy34c5<5xDku zeKfOrJ?}p4xBTVzo_{CM`#in}xLp^wdF8EHbolZ;mvZxTZ2;aHoj8!W3-LY$aKK({ zd6q6eY&p9=E*>6$58FQU{BKV$O&w*E+rp&#Pha##z^HOvuow&BsZ#xar1v%BG&rExW96!DpE2=hW%t z=g0l$TL+KVv+G$%-^g)A9QRe8D>gUJLhc&g(kE!S9 zv|yJv{>}|PTzYsa$2)k-Oz*YBZKKA|1E0_HuO3@M9y?D_9bV^cOdf1MO2I19zPh+> z@@dk&0nmTmxbt<_z3yMTb9%bAWllaWyAi(so?uf16%?+uPOc}0hO`w`z{>Fz~ zC&38E0PNL?5(hT}&erbiaAet06dJ z*gkT02hHv_qpH2L{Cj={@Q<2E_{J^m{Zlkv}-6^~1xU<<~&vaoe ze$N$5ag$wUqri1~g59aiq5Z+EufT>u{YS^1A}kDhn78_b#el=H5z;A`kQ0UH(pQb` zw{Kg4{j|$LB5>c(Gzf2g7WYLA@5|wz3Vqz(xpEiFl4Q}A9b%KDiMBdj9$y2!JJwL2 zzY+&=1iaaG*dU3*p4h{x1lYz7f$8vyv-=Y0$`wPkl#adMGu6x;e*nEZg%8f4_s(rm zHLAJ4;Bz7Ah>$O5e2NGNVTaZm#@_6OL{*g!P`vfR;igatI83-=r9DpqY=@-yyiBIx z+CKsdxmrBe$Q~taOqR%V%&%_#bf!D-mEX@UsUsIme8K3?VP6n@16_!(zCmV}p*<3>T?Cs4InQ)p3w6QP^ z{AtAayu9D{?5YD7$@8uJ5h$dASL;0D#ZO!Fdfj)wm)|CrFR`(?DH3k$p8n6Q2SK%X z5yUozUemL%HgnByJdrw!{_G5K%JbJ$-a)Wg9eEV2|8C$X(;$B;uKiFB$RTq#U7)A@ zrsOxtJbL%U#7K5vCww;veq%cOQ4AH<2NrhBe7lVZ`tzkZc9#c~(Qjzz+rW!HGca?>tS~A%x?L?qu=K`hcoXaFJer(m3sP|i=W-y9k0cpIP99aGPfMNA;PN+vc}Ml~ z@fEpB!ePJ_ql$wg*pn3SHK~4+@UxeEPj;Z_D9+9`SCia%5Q>|ip*nw1Se-DUdSoruKMBmkpODFC$u>z5I{$68b@M*m*bMkb!%$a$np9Qx!b zv0LQZ#A=Y_JaRN%w50?)@Qx*JQ}o^o%!1rEGMl{M;1!acJs)z2=+Dvr&H&BJKI9IU zN)e8X^|n&4$71^X%XJWby)Ym7y6ZLfuPg}?`@2W#p-#(PU9YG@5~`nWG6bwFB4@#R zTtd9dV{3SoGT-}6#h>7UUeIpFsd%rMN>BL7;|PEw@6U&xCvMs| zIC{^Bvf-)Eu$HG^=zMke*H!y`$?~jEWzE)SWwPQgLrZOOoYzzKRhJ@{&9kj>``XM2 z>OH21FV@7{&D=}G^QJHA+)Fr29a9Jvhwi7P@5|?2b1k|e2#4-SeD5Z~vumMaEra|Y z0<*>rRo5>tL(YdUa!5fA)WErx&H}tJr~z`tCq|RfVh5`XvBfL&#mW1{pWI7puSE_W zCFwi_fdD=CXloF?#(FZl)T3Xf% zXU)m75E9H>+xVvgLX6tXQ-rk1``%!O4tMOyd-pBJDh$Pd-GmFEv=57e9;K^~s>`8W zZpGu9scltPY1b{GNHgC@BG~(wdafS52uC{>$s6V2i^r7HYD9e<#h*teKxs2JN*C6obfxe@bQBoEVJ0y(5mtSxEf@&^@&Am~@%S~aMG`R(7$CJ6$Z>kdcT(TlY>D6r zcphj)P|Clzi>RYDjZR$O0!ANSv$YDIr`Pt$*2h+&L`N0G^IQa+ z1Pst`fYuZkatUWI+v#nxjZxwef8av*=`T|x#YX1~L=PfIE%KEa zRw;m(lnPMaQ|zgLDvkBMnDB?t^S8*GMw0BQ>pW^Hx9;=vI8qYcT8l92G-xZw-yAk4 z4hyi6*jRvA8(zgqsqZin9WmL~qz{tSFYAR;kDr$1`I*@?G5NzL2-V*R`Xc@i2347m zjG;)d;u8EV02`nVgp{woH4H2nl1v;pY=YyJ?S%ujSh=ER$fWYhiY>ez{Wdx*G-vAg zQT&))!P*X4l(F0MM$gUtNkRRp`_X}yTg|o1Hq4(_PM|75<*6)U-vLQo!H9UVG&u-E zkO)SY=pX5QM>*Lx2#OdrHl4(H&$w?B!AjX5OD8y;ed@9m%z51 zfznz)ed9%r4u)0j(SpLKe^_?GBccc?6i3oiL3WPv(MlAW0X6QkTw~I^n2E9;7<9_<^vPaso0hS%)c}$H_3Mt- zr5VY<-pc>Q-=3{JE<_7K#tT#NYu+brG=(;b(7_Xl5KO-vlLudKgUgqUs<)O(W--RF z9DdJ3#@_Xtf5a(-wJ#a)1;*1Hyn)9Wljc8AyE0-|I59g@7$lJn6LaT#sxc&0Y;hon z79QDz&AZ}FhpRdWhQm#q4f-x`RCuS(UV^rt^ib~RkFJFEX>xbL4dos8^A{Y@g1!4P z^2}n;s>%%(0F=?=jt!q!z7bv{a6;|#zkOO!wnH<4%wo9+A7dM~rapL8UPA~l+Gas| z4nEU!#5}`oKm*9QuAJLS%k-;`*jQZ{Zi% zQXY0q#SMqnO})l!j%Qo4C-AVR8Pt4}*vvyn6-#(5^0~79sq+#rzY5-kE9{aXa};qB zg7UCQn5K)8ew&WTDk-ymNJTPr>p_WTUIb%;&F*j*5BUhiU9W-3e21^uZYDnVR{*2Z zUPje{Pd5&L950nnE>qKfK4d<_`cw3L{Aln%>jtOL(aS&?3eCt|Shj7ceVWVAc7agE zC=G6*tZrBZjCq62Bl3`VR9OGJHk0mQT!6cn`Upe%0kZp~Uz9KF>*XOv9z<1`Ukc6I($Z=I6Uk=KIhJ;##(5XoF>?z`r+;HEyV2>5IaP| zEE4I9jl&1`7Mg?Gn;C04$v9X$j~3_dF|P(D))c)%H{6-3olr!?WTJd7RPAt@z$(y8 zxclLSX53QH6XiKSsY8Hek$e=CFjQT6dl zk6HpVsx1}oOYV+)qkTH#aAuc|RLqX--vvVHW4yfQo-1@k++b#-=ETifq{RDK_b6F% z2?3}2Czj1d#=jCm$mCG1q4-kP2v&q$k*lwboGrpBI$pa9$7&Tn@V@fF;{jceQ`>gW zWjp=>8B(f)05}HbE8cvqkCA`KsAfqn=7miiss#6Wd22%i?M4~5gq3bHrA z!UVtM{p`oTv~ua3hVFHg_;smeZ_{;EMx=`kh8}P}^KsU9Y{4S_` zWJIDhPTQqZL7Bey`B%X!+@EL)7h*u5mhpg9P)_$gJ-9$3^agL`(r~L-W%l3im_b<- zG5ZzSCHaBqNcmPLkjEpfE!y83N(_VAk)LEnk0nDwX&*V;zg=-%9A42nvf|7f;$SNj za_@v=AsPf!EV+$D7N55umWS<#VbN>k6$`qO)X!+`uF`C&Rd)Z!K5X;7?^XZVkfJFN zO(o%2mQ#iR_162LDCJhi(sgQu$Z}iLhrK=P2#mck_Z+)T!DQ?^?iHT=!;!3U;=yJ+ zcOVNTX93*iMNqi3bt%S4TMAt!!k#5I7WtcgRl3R@`K*h|>w0&UHf3KW34J+5Q53UA z_@*mfLO+7+^6pZ?oQ(S{uUM7x7{3uT8+0QDNR$-MoULC4vwwEH%SR z@dxse$@DkuraauK^23xy5Px6tBTehe;OgrdB+TEV6RnsXwOiK%SAV^BzXtgIy4er&6dt>xDBuA~lFLcl7hYqCYZu4Hip5AR#$sNPtXCJ*9E$49?=@ z!+Dze{|q<{#iYP&_855j7Z8NP954yG;|0X|Kl5YQ`nyGC zys6FA91nn5wC_7oRmFJGV`7)zL@A_%;$0#XyW39`Jhvau4#klf%4n0xZ0t##mrlAj z?DP*8hl!Fd6#xozncK|x@!*K153Y!~>M1i!G;Z`7{$$*0MTB!L5b|C$;2ll3=ip;V{dZhU?&Y5R?*T5Z-kA-gV8^Rv-{^imt zc={}RFF`}jx2-iJQ2|2mvZ7-unSGc1A{?Ss_zK_9pB*CJB6@@(xt#9$F3NG97(g; z--~)tca`~=*!q-_@|B{AV;GXMA?teQ5l+>;?&~pGH~+Q!<(!-reoQU?m&LbNTj7(n z=3N^mQ$x(Wh*(!lCfL&<10QINtichdjeq-9^qM`uiUDaff>&i9Ha zgkzbghb@ec&ZfL|^1Gzdn}9b?m{~OSFud$fZTgMuW7IVQuiBL2&)u+$QX(S14yA{N zV)O;CE5g3H*BU<;zS_TzInhvu+0sco0Ie62fbA~VXdiA)O=yO3|+YOah%Flopzpp218O2q`ovN;n#{i}uFL8(gQ z;(Zk&dMd%~ANti`JWsr=dZsVO0p^iLxhS)=>9>%7I)xE&S z8};wAlVJw<%Z0DG?)TLYmwhwng2$rdK@rt zq45lUY9%4{t=>c$FU?(nReKv&KMR{0Q`+*wDpZaCsdlv!`3F(xENe#aTa)q?pCywp zza;9AillS|Pdfw7p522lsxJ0^h^|D1s0l_-Rfz~!7q7_VdZ)Gc{L%CuXo?E?7z{e3 zhk&t1!vjCdhA*c%Pap_$oV2ww8c>Nz4$(d4Xd*!$4Cp1n&AO6ur&3At+M;e|Ew7zx znK5(^6omTWdR2+ICB8gB3*~1$$P9AGTmakaJhcn4*Sp_03=sqL52QwmVNhJ){Fw5a zV#rYBx3eHR$CNYT>CqXP{NW;KTaB9&q+0f5cHHZ^xZz9Tc2_=qbw9`oc!0j$+^#o0 zBo7|#G=LD$HyspUjpu%nLdOA+A!GL7c8j1~&}|GOEDg+s3R~gp3dUM%WB<_meM%t% z3F#r$x;_%qhHUZqkiTV4Nzt1Y{~pB%xSadI6^msa?JO(Cu5}ObT~&#yuP1?T%h^X zU+Y-q)Ki*4UDWqw2hFR1c!|^bxNy2zL81}9zKtEGI-g*lWtFocmFggstTi)!3bXXy zhDNMj1FD-hEnzfB2L6)rA`{z49<*Nixw?(_jnZK&v<3dqpDdYA_yHNN6d#DYYD^}M z{Z4}bO`U2P{>s-Foz_OdR$L$|GhuEH4B zvDc%AeNz@yrd$ebX#E*cstb+^nb zoqDzepvWI_VT^Btr z<^3uR-1n#sAZL0v6WZKik-9$>I$)V(GrFsn8q^9^jh8${L0sxBFrU;`b6n z;H7ZcadLqW7HN{x&~Zs21B!4EysUW8$;jV;km2JJb;aK>WyZ+`y@xzcN1`mooKzq# zG)ZtiRK`-wEy^%_a^ety_GcwW98{DJqPP9o`N3m~dEW^H^pEAmA@-d6Ib%QfOW*?^ z8w%n(%N87!&yL3*f1Axk!$RwQC2cFf{Z2Tk(i3o8;#=cPLcO7 z)n1v+l8Z`L@H~pKtzcH2lm5J=q<}1Bz}$Xz25mJ2*Zlv z>zwSjKG=}w^I~6IyQw6#4Ya+#AYz;yi8Cf#lpq|FH5Ocy(|sxFhLNlrpsh}Z+qIAmnM=~ z1NFLH_ML)j^g>a}sB&Wns8Ez5`s|&8dehR=8sUDYKQ5*9b&FqpZheTM^8hXeyHz*M z#d&B;f)={X9wAPAEENeU8cujPdxTory2YALR$$uS zC4ORoAe*-$jTwN5{1EIayAo@r8hnv1hgEYpAQs}6=@ucz_+Eub zss3IauCK!lm@dlwTE^7~VXwAPLxEl-5}2V+a8j!VIxiwjSkd;Ppb4Lx*FAa`MLXM%7iG8ZcNBTp}4O^@e+vw;JxRHO2pQ!g2ulA|$(u$k-Vg9i1xnV-x zFVEooQd}?O_>q8SU;}4@WPk#{C}`VBfkxiCR-y5;t}N-Z136Q)E>SCTJj+WB;E%e0 zg{9fzH;;_^glxx)Eec9W!Fhlg#g#^k)E;_qY`sV_m1TDt8ooW9!D+7Pv<};A4dS_h z?5xARqgfd)2l#2IJ2w~bw0Y>7v4Ub6>N@q9m(A(on+CR9g41E4hQI0+dsl_bOH^_< zFOe;*`zRKC$Vp*RP)G&6OeJi-q~=H*)8i?Ma2YbtloAL#2K$?uyXT}Y~elqo4YpJ9}i@HJ2c*1+vX z61pb8Uqnioh5=eBM*5RExN_p8`wU>?XJD!jEdnzDu`ygr79V1ay>frA66ChX)M<)9 zBK+f|A5d+4*l_1X(NFYphf%2fs8_8hFN#fM^zWX4ssjEN~H3@2Bz_@KcD{jp4 zb(%1IuA%i-bd=^csJ?Y!h<4$tDvRH+3|yW4qZAFJ^Qc+Skl#lf`BMGNlDI|N;v4^4 z{mE)fR-R{gDntXfFfL0`2}Ygb>&Qj|zspMPcri1${T|gmg()=rVzQ#-MYil=VyoBiI2ySn2^`h%R zs&CbX0zVpo2>Y?5TQ6FhvCu?z=z~|m3KKstmw=&RqPgrJif+PSD;;@$oF4lKe<+Lq zu{Xgte4Wt;SF1QEh6@xbdS9(Dz6(EH1&bhVdSnib;?z0J-)nqlYR~iIbrbF%*~8mm zm9;s7v9K|N-b-NL%ZyXwz?qY=8KyVExLv~nWk^FCk-E_J>z1k~s#@>J@Avu%^oAH9 zw)DPTcMOK?6%bc%*OWDtP`Z|4H-!$QXR`=3(Bu^U3BK>>Nr23B5jr7)B;fKb-r`8i zJBrC}$2KIf5r-Q&ZLnE5j(>KeGkQesVw1DCRDZ2}BM+L8TZxB#ooEewC4`+pGl|=n z`i{RZfVLr1@Ff(XS3A1B^2yAE_F806DTsLBj_}GZM18qm4{# z?j=vQ3M`yBM}P^djwSW(sO@|SUty0Rpll`aeACtNMAinLiszrzr<8h=yj7kjDW;qeRZA;`kXMM(dv!=Y}iSOxkUX zx0y$-kHwNVVGuT+LPpLn3vkq%QSg10>3nWrV5w4aR;YF9${>dXsnYmO_E8-knei~o zh=#F@#jQ;ox|?_XMOpDMsmOltN=c|6ds6#ZKb^=UM&6^T=`5FC3#g;qvEZfpG0@KW z{kC+_7Z{G3o3qs?4CCUVeY4l^j!mju?5-=)KI6_zLgTvj&YJO4%nfAZnQh@s0y9!n z+BrS$R^SR4LXR=zV$dhG!W@@4-1f^yzLyOK+m#gIOqo%+_j^33nV;dC^ZUk`CA%a~ z4Px(2*ucY%hskg!*{pGl>#?(Agc}z(i8Y)6#;hd^HJDwpwStR@goxNg5$_nS6Sqn} z!Z^!GY`qSqeC^jqwhI4KOm0gIcSgF(`-MJ=_nF?Kx%oSX-eCxlrI_KTKqTnfQ{>^p;h=yOprEaiI$Qr`yD;4}B3xNDU zow7uXyb+I!{HKf|`WN|ta+p`~xuDtp6;%#%oR_OsxwF22tw?NWOQv8IWc;Z8E4@HJ zJkage!+B=E_lUUK`<|`gqx^Ue=&&H1ihgI-P@j4Z5ytG~>XQgO za?v;k+|n#g^?!^}Fqm0tHqv|)GghPc+qE|_zfM0QH$FZ(Fuk5(C+znKZ~ALQgYCwj zmLg~o+Vf$K$LOnq|9xJz^220GQQd!!&l<8)I|-ppmDnrwU-6^W(wDbPu0>o$ht}T7 zmitL4!e&7&;y|+pnqueLL(wlv7}S&o%Gjya@;$$HBSf`U#5ffc*}0voT)mct)5>sV z)v82YHE@Cryj8ZR$Kz=8`+BI3xP~0;jEHT9#7!gwnNXe``U(StvL}$%%uS4jy4Oo2 z%$hnGZ`c|Z68$`O+}r&|t3bwdpw3M%XwnQ{M;dwj#7P4bIbONl>T9SXDjBSz?oLkB zJLM3znhi8uSCtN4Pd|}vaXkFz)@F}_xnltlL-qq>1r(1LF3Aw&9iax&Jw#zcSZ5pXI*jf zf7-X6Ckw0)D~4I)CJO{!TNe@D9J;8wZ81Q|q0BJ!vKne28;-gn{emU`+QeF@6m_c} zIS#VR_zeSf^Iqs$oAne=e!&&O;tamt=tlZOLtUUg!D|tUvFd3iF%GA5E79zjOIhoI z1J5FrG{6|Cta4$kjZ@UTo(iBRS(2sPKUNP7k5H4=v)<{b07 zc_AxRRb<93O`WwT(T{J%FJTnCP#2W8cS^V)K98Qt2VSQQiMo^TA;m8NdK1ScMo%NQ z!-p{Z_eV}61Tp*iYRIbTZw|cB>F)OK$ugr-c$yg2;p;upHVW^(Vx!Op#SbMxa{>Sk9(!52A0J@EZhAfp26tB}Y>T(ZwgzU}dqvrqaMbvR z`U*ci-2>@hhSO0SeSa7jd1gyyClYi}UMTP`NPwf|MR|W)5<<@QkIJi1Hgl^Jgd^;R zy|*|xT~xEHeg?gWe4^Fd+*J?=beH!07#1iAf2#^72PTT2R#L!FR2vJ-8)kW0P9zx0O!rPxoecjoaM27oki|3QmsEd=+u|uY&p_~P( zFQubBBL{qQB1-4*ezt6&vShM@1C4p%Jd0?mWOS-h1UA7Qb2y--mE*?<2!Ua^VegrJ zVewg;vGpjzR+~uB*FQ}Wsp#;Do3#lb`rNw74fX8SEN-yi(m6fm zWQ=ZJh}Cx^tzU%3kr@eiFn=LVVzbggZ$n2=)Wuj^EOa7CmH+$mHe z?-<3kk7a0!o%?QX;5S~}-Z_QRu&L~H7oYzYme-yjjIk{PSH2!86Md zKLM6-f3BhgsIIgAnw``34A1Y&%NV6$KP}AN*&cbcTNmzHsfa`+cGT$w(g!9j^sUvl z@u=e=uvIS6n$YEk?^9QInfyYiKAhy-fQ&*WtFado57st7)pGOlAo=MS8Pvo<5PTyx z;l=}Y`x2LrGaFK@@P%2>*E2|PK@*GN`+2jVJSOG=hXugdeBzbI{(TnsS6&ai%Jxo7 zy?TKr`m%S1NV|*S(=~F5z1*7@)SvnBOM1LfJZ;0STf>9gc}bzdynlqYzKj(P?4+eF zG4>i;G9Hl9_K!VOG-X|%-F-0?2i(G&7b8_ZMi>4mA0YJzX_TEK`zOR#4wC)OD@st5 z04|n3uWv1Jp`KEwuRWluFy#*5K7=(by{%<)InaNZ)>HgwA0fcwdH9wt;Lze21t_d9 z;4le%#r8~kv*lr9p|wB8;Xryq7HqUgXo#v5!!fAJr_^dL*)J&%tyGe`mtaHVcjVwN zA&z=J@FE;s={?<^$CI9qVkh@NY~M;ii;?SI5Fn-y=q@3^y*if6+*KZh!NBB$A3+Dh zsdZJA2*8`F#}(Y@zbyO|KeFbSM??AI+N>;+AVSkAk*CfFUEd!lA}gTEDxlC84F>%Z z`%f?q&fj+yW0Vmqq2tR6t&H!X8a?QZJtdNn@2xh+m{m8&5(gnL$4GR6d3i)HH=nj0Bu0kAH*OeNy6oD_5tMh z7jV$lYJY6XX};}6*_Ri34Ylff7WVM;alK(6$-Vb8Qa(cX1{n3*#&WJ>@T=R*H#2b( zirl_p^(CX@dyJmG`XzbFa%@WP-$NCZaKR*B&E<*fWSieIo1&M_S?|3N#ncgb?zyuC zxnO}oN%~trKZZ7qit|g06t4TdnG!WEj%GQ4WJD`0-R1H&sem?qUxC@qtnsO+=PH*u znXYma-BvdSJTWcT08XIBOXYwo(hurk&%cr?5khdGpNlm99=GVYAhHrvBbPdC#5Pwh zCBQauBh`+E0%?}4A%sCjQ0^mcI(GLLtiZ6F<{vW|Gvq4)=bsEUzhKY8JX{zZ)8PFP zw}zNxl*(nl#g5?ItujCmrbyi*`~>NJWD-kN^`pr;#St3-d^OoXv-N=gEqjw8!61}W z@xiQGq#wSUK&e0Y1d06HK=nFQ&1{5D1TUvV06mbFb&yl$TeqL5NO@Jb(Rb{8d9?LV zBf%Q*r28r(Ez~f}6w1`py&*ISs)0JiR+UPCzeyCOXbI=wK`_6LMS;3lS5>f7V z*bOqq9d)D!i{Slyhr!30-rI1ayl~cEA4Yq3g46WyzbeBq7!0pRZB+ZxV7j4iP6A~h>TDCD41?MC^M3^mt)eJPZB^U$M_X~ehgBASz+qA@pjpka z$}yepCn($p^8nU-vAN@y^he6%XqKRe91Ub%(#h}Rh}$I*fehp(9FkrP*l9#K8eT}| zk)WidQ$fA(ue}q(JVhF!AOpj*9@*j;J%(NbF{4R@N%K$!Ot#6l+VL;iUY4OjTRjd* zy-<1TBT4l{6m*G4L-r_HVoG5*!VFAVgrr*)n}Q4#3x_DCXGyOWSUUT6Jx{H{FtB1N znqEj;E*C(MGk4oC2NJi*%uXFA5)wU&dr=94D@^;iukyeS9^MZ#xh++OWf8>s)H#5n z1U5J(y7~%Xs$eLe&z3!MFlBYGy&UbPr{$(^(U@6#=M@tu3Nr$<$9y*~i)a&J48^${qBzwXs_|}M4Q_qR^zX51Km%qVt!MF}67}2VC ziXv9*!KA0V4%k3w!$K+Hf5K4y^&DZ5RIz%P{5;1YA?|okj5(}TbaM0sy(or%*yH1c zK`^sn0iQ^$CIT7Vkwjbd)NQCsK`PRXCEHFZYuWih3HgAu{^+3EGObbVt~$`4+Tau>{Rszu5;-Vg*y zl%aUydat(OTYgf21ash$;RW+n!(f)ch!_EYAo-k}kOdIZYXM!|@`Gmdbs9smD>PyW zIbO7o!&DHS*LLZNgXgKdYh$k5`1I)c3)lOS+`zLtd!FYHkU~k7c_E48|IrTk#63(A zn|Msv7P;C-z_NiLR0o+c6XPzjTJk2Z1#o_9j5&(=gq#tu@N{d%y=~mYwmL$uLUMZQ z*XhhAY_V0*gi_IvMTR1RQWFry@nr3`ZtKliic*nxZkZ@ZTBoP80j$ zBz!F_&ZrynZWvnWgeh0iWBIU`E)laTMY-wfEF5+K;F)fZ)!$*hk3UAoWikLOM1P({!pLnCEhUJS=HjY!t{7(oF?;-aOoD>54d z#?c0j`03#iK$4QRVku863CM=Atq}Q=N&J3qx-rG==2{WO9f0YJa-?d-AEf{Xs@{hz zorp;%QnIAv>{KzmiuLS0yk?jJxe%ZpWhyBO z$YW$7ykOW{5m4546vx8HJOv-Cpi_iTBtpfctq`hGk%feDIi6h4bt_n2rkS2ReW$Fj z=i%ts->Q55bdOpkLor)b^rd6klaASwo7knYC5UB|RRc8%6!|~5;n;F59?W>J0nY=b zA0Dr#5TkCC>mT7Isqp>%JlHR>Th~35sXq>V#$w|0*8AM37S@NQX6&&MGB6 z7{uMZs9Nl~X+>KxLgy5FP9`u2##N!(5KG%b|Ayhk=1S_(69R5_!RPvYXg`znj(bvt z*3|D1Y068FA{}#lo3?e!fe2FpX`PJkTb6M4WYV;ShzcKT|Llvi)FoI1362Is=K^-b zQvQt0@olZ-La6GVCZ~K~rj?1Ry-|D50oje~CT__EjhWfU*K?(%l@F9%NmuLYn$>nx z&`s_w*osTlS`Cm^q&H*9P=RJLG3%(!oU|G;pb0>VIh{Y;%h?bD!CVqRR|Z6BWfDHi zna+`6o@3rT)gA%}9|br`P`#Uq>4edF39Ef#$#}9n{z))$o)4?d?;T zu_#FfpS56K`^`=NVm&1Cj=s0COh=Rt2>0mLbZ`z(`Z2#K#K4iEVw z2!coc_Zh*HHWjh8Vm+ac86`cjkHvG?<#G&}M?*dlguSdVR}z?tk{6T)wvddghB?(h z*Ckq9=UJjvx@Yo`WFEPd2;9W<=4xgqYj%j-12GBR*~6JfT=ZVmon~J)LD_G4U zZ+dI`7Ee!dvh@6wimk=k|gs*X4a zWnVj>i$C&MsWqn92_c{-pQ04WesCbHXU+Sgs<^Y>P428IvQ|kQfZf;-Gi$|8Ef+@M z=MqmddFlu(ucK=u={-b7BR??nRtT@-bq@&*0YVH;*{n!nnxrPVlaN0Kvsjr{s1x;> ztt^!RA+2tv3xuRSWDba~(7>pnBs58&(Of7gEE=(uZCoYdwl@fONg46VgE~wBhMlIe zCfEU$&-mU*Axi;S3d^uSjx^ekjF^MaiucwEuZWOq_AZA#jU+$^V`BX3tx%3q+6M2n zsKi^Z`JIU8)JmWl!V>6L_!y}PNm9wHvUr!r2n7gE)O66zE*xEonHw^_NG*&O3k0Sn zJ$>R*_6-Spd5X!Ot-{}dp|W^@WkheLJfyua=Ycn{j2(1iARb$5HxXl zD@dNV``HRtwAM$l3TMpAAv5Oi4j+z~r*%&wEUD_5Ej_aR^uoR6%@-?uyjl{SWRxsL zM1x8lVVgmqRO3Qm??p`8f`l*h)JUEqlVwadFj}#J-jBKIsyI>D<6!NYh#~BxxQYCV z7)lI*LNv*%I58k9A`lF(oWxu1U4jiV<(4^EkFlk2HQmp7uo@iKoMo}F4Pg3{j@bI` zBs0v8I?@sJ{RlMM2KBm|GXcV(18)5GxgfN5+XuIu2{lFWJAU+ z87bD)m$FbkX1p^zEr8E8!erJF_9rZ#@}*I(2aiY)p4ftz*nSWkcOOayxFO3CV_eAE22#SwkP zEUt-Q4X7E3{@5^fetmBCgd!qg9;Dyb3RK=ss!*7EFd|Jk%F!IUNRO`(pCeBYr&Q%w ztkY=PhYK3SLs_a0`EA%4Sa&vQXNQ(`vO`OkF!d z6rY!P$0wqmCP=Ok8VDe>1k>MRHF408&zn{V@%$pypZSd%~t4tlLb;h zboRt41L5Y>WG6b2m+5KOHzvteuQ^FC>?b%57OXQ@^2(`Q`9#(NuBH{+oYfIdguXWK z@&+f{kXNhcppk4&FfMeI_ zg4%mR2^HVB_pyvD4&JB&VaoGdQ@$Y?UkUAOW$6x7&7S7Mn(t%iUWHZ9HB}kBfgVv{ zQ4V6U{x-fwYJAOwtrdxaRydYo_+0aId*9^xq>3NLY&GQ@(&HON!QPWh?#MZ!1`|`y zmlDxeRFl2pgiugQjnw$gXhmOyt!4g^1@9*~lMifw;j7yXhN5g>%#H{* zJt{=B&=ARZu)7}(8kl5qiJ7E#s~{uTVJob(lP^ZWrBxLrfLK#j2#PubCMVc!Kztva zQltZhQnBX07!x@UW;hqBD2$=6sd^YqYC}ZSYDIgG7!3QH=cpj8&MR-vU%Ul09f8DQ zG251C&c~ws$?Z^`*hDdQ2>@^o;I#FF^*W9lRA1a`qRU9DLKwU8T|HM^$;LrF#&%wAqy-NiJ(#)m(tB^%19V!j%TriU(9SU-x zU^%ZG`B1PM0?KnEA1Y!Mnn>kC8_5Vq(rUDlhKUvV&}9@@`OroGhM{iRfbr3h^WzRc zpdL}B_!@FR9Fj-I08FnJ=XLqHY>zx|OkPx#YJJrd-X) z;hvfwQ=xp&!mtDnA!46YD9DwIN&C4v7_ z#Bh*I5Ir&G39Gas@30*+>#{N)2cf#sH98WMAb3G#w?;k`jJ;zAImMe{S9r1^gEt$5 zmMGDx#HuXyxWo23a;DaH)%HRY#Z(X?(Q4#Fc`k$A=DiW;VzQwy{f?Ml`dTXKjb5B_;a&Y~?=@S8uYb?iwPP#xE?$>?ggwhnRu& z;K+xr{)b8CySb#Q=!_E(RNOH=d<4OAom#*T#Ov84vDPQ@Xd&PqZQjE^vE80(%s zEG8g+!3ZO>Y6#R8HpawmqyUKGwo=t~xEVxeAbM5RG=E3Vt4ex@U>{+@>Lq#u5diU3 zbOWvGeWntu34&J7n^3GYh}Q5v*w0-y%d9H&|X8%tiarrjczjCx%hu zhVL-0dt&aq8f1GP46m!`H>#Lw@2ttJl&^rV;Zr5(J}IJ-eb zk38>unWtn5@dZepmkV!`ZbvT44L$+NVs$ZV?6V8wETmkRBD zS|Ej02u(dvl?D5WTO8Bdh?9+;;N%$IA2T$(4aS4Zg$^0c1^|@;TDakDfF#%x(c74$ zTQ@HI<89Cimmm27DT&qtHUXc%l(%7@mXWEl^fuIN{Mp(~x_ZJ$@iNW)akv{&uaj;6 z{EG)sdx^`W0dFG+AAch%0~y{1t+?^Jlw5fmz6WR9M&)eyWu_Ft48*x{3&(Qrfk|m$ zPt@}vEk5lfS&RCGP0xZ?unnU6UJy1e1+Bx`V651BnbXb&05$mn!`Xla*qn`iFrAGk zGj>`W&u}&%xsmB?>`*xybi}5Fj}2!7gxIItkKt^9kxg(S+Svf$o{xI0oDBx9RHaFz zD$d5@Ut3w6jm5v^STtku^l(7vF{g2TX)vc+UctWMY=E%Sl*fjzAt5=FK%??CAhv|N zT#ayV04!^r%B@K`8mpJ#Xv|j)KZB>{+?AifEKHhvyeO4SIV3i+q-tU9XFxG0Ik2Ms zfSJ#qcwf7WQMF+mV?%Sqd@wQ+h4eVaaXo!h)t#;XUE( zSJUbfQ2Y#iXS?0$g|;v7Glo_=zWm$k@%8Ut53m2s|Nrst_}~REWu9HkZ~o(Nb3{PQobKfwd~ zB`Je=zs-UGqczF6LfZqH7|+ChE#mN%^Z{`N4Lu}nB7C}%6vnT{HVVHmk61vivqBpZ z3`ra6&&0yOzLITNb#C_2&}hu5U->wJ0Wy~D$gBYK2!q0y#x6jRd^1- zPDxo1@|LI(GUF7zwDsedHXktpVRufo=q3oxuLw`oV?lgQ8)h=PTfK;IU!_Zz=luGk z24m&36^gQUmZx^zOW_p_QT`(_pmR!LbsU#7cA}urljkoa+gy-0D>KZpC8g$0mb0F06P8j(C~-JNfX3SWRYQ zX~j|7@&Hjj(g-JWFv&KY3OuYoZa)HywM_7TLB=IW?Rd7|PI*#2mZ zs?}}3;r&Rzj$z!oL{M1fdbkTa*6spO?jljD<1PS@U907&zwkl{A^b}ah3?93D|@bl zm&jVIeEbEkCZim=koXHAtlF~i{$5=c9in)=`Zj)Hmo8Y!(EU9uVPkW%3T0qFS(F%7eFXBl*;8U z$ODenmZW8Y!8*c5xiZ`Z`OVeDLCReK@pcuEomFM(628$k(`QZ1Kf@R7%veUhTFN#VY|qwj)G$i(;CqhfRU?*BYP{36EzY? z0cKOj$>{C79R)Co7^{_zNoEpbge=jj90e{yM?u3QC@0??{WO2C)JZECSgJ*bp1G;qN|`0WX#-qT#m?a6~HL*EUa7wConulq;(a-b?V4k$m=o%mnSE1 zYI(#}VE%A6RV%|+Sjcb|=xVlVZ^3@39_6vpJ$B4yi5=r*x3>V++F^JLkc}_qN-WqFeDC={|NB z3Q2rnp^RZs+E4$8+r0=;PB7n+Y(?DlMxuMf~EdR8EN4g(`feIM1O2 zX{Oyb4&r@WVeI=Dal8eP%DahFX^^eh+VF+?J%-jG)aOe%2ytI}B8GwY11U~1SsNy& zsMje9?46zv1n=bbIgE}GbvRu0%a+y{BGZa^ujs^8cZxT}84af<#uB%$^yCLyA{x9o z2+F&J6#G`>prD?^Wspt;BW6a*>)-{#nsX_OH-)sc=S-l_ z*^1sRmy_`TS+24QvF)zi^@(6n!6Z>`Vrj`~<=w48QZTCY$7!VrH{_PYY?veXV|tp; z!9-q6Pi#z7PkeZ#5VE;4m?XQVrzVxpFe_?cd^ssSnac~{MrP)-@-#FNDL!GHYk0xr zCg=MKp*|HBg3tu@K-ZXzq8x>mpb3m&I-h8vm|^F|Vw@)g8&>mDt>}wcmnMG4e}+os zLI(>3x3s0lPq`MAS&zsZ_fFD=6;oanTLF{}Mk<~aa~Z`GK{A_mase%5(DI3kWi*L@ zc*Uncj5t=}Fuki4)z01iq*|q}S0*cUV^z5gw9`X~>A7Rh^k=~&yk-=^KO$?tzZ>;)rY_yx>z?{BtDhI_J z-+kFf6BcY$hGAtNL2y!wtz{oU7*eUJVIRQ=m7Ka^A3@NWil)90&o5xv#~myC2y!*q z=b*|yf>8LYc3AcijMJ0*ieFL4P{DVIV>L2!TM`$BC4ARAT^fC|+(3^9aKGYZl8q zg5aY#lw}^lDDp0>%p*e~wRS%^FEmjkJ>l_d2%g^F1As+W4dWnRu4qZ zL>UIDiO<)feQvg56S8_L<0z**x?6o~983CH)TLNs9BJkKgP}>OL}xgJ64NGL!mr3JhfHIIq# z7^G4jgZE=sX$8V!ueIfROPe|otE@tZkD2vI?g*{yjcp=$bY+oFq_*gBA_SydF4)g? zD^ys5Dtod*HJUa>zz{$>K{7Em#3Q=H64ikZ88La0qsqQ_S`iqKYp(`UOo;$DghVh4 zc+vG(nHn9ewi!sfdmgsph>~+k=h=~R=DF59h{ledaQiAk#rT+K@VSYhvfbEoK6x^J zF-n^xEM0(*kC3m}7A}qmRpWp$`^E7yB{UaF(kMqlC5rr`Buq2Hh`C&FAvo5wqMBIJ zM=LnRNdg5*YaaXMO^eY&kmP}nW^hJIE0&CkEHx9d8rR0Nq)*74(Af&xQdW+ss-85@ z-k3>G{XWzf`?3ALrphFM4(FoWauxYBhgU$2PQizi)rR6bc?po(C7$ATPN}71YC3y9 zx$9j<&6hC;{1MuaUpCBYo@#A__(RR-^LnrRzhZ&1SBe;rXHxJ~!EkHRVIYKSs8;w; zr%%XXTdL+`WUZp>X+;@MVH{KU2ea5-u0*Sr!b12H`Cu}&;opXlV|O9Uo)A7i(=For z=&2nY=Xp|ve2|X?3E}(~pj@6gx<-7Ag@6f2SF;tqUWwK0h&#M$C6k;jGLbnyUuEyy z=TUOWt>!Wc4N!#BCP`9|IlPHYCd{4?v|^O80k>v8u@lFSmB;%g)1kb1-t#ht*ORAm zmoJ$3nm?=8ol*1SH8TXFIz1#jsSi)*i7(kn@In`LCpXkbWN5=peXK>_%F>=O$&J)L#dM27LC6B6EBj)?A>caw;aLlAwFX&uCJ|jPa3N z#30sI1&~QW3MwpMZNqqll{RG3BN%mi9|%jL{nje9;O!%sh$B@`<=B#MLRrXow_o}x zPF3MhEaXX4yA|YH3uP;=*s7%weJ*mU=wE92sCrYGkuVdv9g=C{tC6)LD=^B$MZ2|; z^D(B^vZgG_1X+rJH-U(BPwvo1C)Dd&VNm_s9Ms6z6M2JLn-U%Yo5);=vlT1RRUPs5 zqm&z?ELrS`Rc59quPwF-zJybXzRHzKAU!9w;?kxju9hJZW8Zk#-k8?waA4)y(-|d4 z4xvOR-E)~rJqI(#QlzBcd1QH#af2#UUGDBxm}+fr${>gwhS^*u!Vg<3yw`f)?5U;B zXtv+S0;=<}lPUx;_h!5Fld?k)CX(^BAdFTVNv;W*J+(5JQchIjrJ_Y=Q-zz2RAqck zIg8UOe#g?5s*!rGxiDKHQ^l#-lamvEZtvT;K2_A5t)?7V9COvsa~lRd zJ62H!UEw&^MH(=$qmhLnza4piaj}YXg#0G*0O3Nx0?L-Ty&EM$6SLBalUu3bJ6Hk_ z5JG7e5J+MQHdjgE*76il|AFz{&hCA*LLh3vR^-8O*jVhP*r5j)b4TYDd1PZAkF^BJ z$Rk{6WJMl4HnEC4?1;|@&=ZT&+sLw)TLCl6&7F`UliM>T0qvU5L&7OR3etL-0ek;T zREIjb*n;y_&&^i+;QQi|I8JxH6HkJ4>;Xom%~@5-qzZ(1yzD|H+T5NemQ0%wdn_y# zGqDFx=H_n(Xy}oy+NWU1xlmFPk{Xl=9eaRrT)G(3E&=n-J?Oj;9mhUUdZLhFAz&tWO)yCMPB>|_cd_!Z8Jm)f^eBqE8ASVVu=mo6Wn+QO zf9~X~Md~>*q#vYQB6LD(xh4Q*b(U^xgwo;+8*iH(;S+gqO^SRQgVmv{z#pt>LK3Q8 zY0{0fB=De3kFF7yA1e``Bz<)&Iw&${Pl$KjFSNanRWPpcYO44nW$F=+ro51vi!r{5 z4JOQvyr@OqTb@;~3o|3ZlO_$AK2_5_XDZ0k+_7SCc-ENPH+M!EzNcQD}`LqwO#ziw{X3A{OU#AKw2;o4wEt_A?EAr9_{jgAb zJ)o8wA-v8?apB`wYxIOci3@o=`Y!S4F&s>9=xg`ELqm-fCFu``C$|6(>g;b~45?k2 zHHuGRv%l!3v-VsQzj7i#{G`SsF}2aUG>lz5xJS$-8FiNj6t}PsCxIs{7yNRzgJ46XOkko zDI;>$rq~?Eh+%dGS-ZTR(V=WmLx7GMnr!Ipu>UW`XTnsT>KB9T}tBF?mouRYD9k zl{`Ofa)NDeGeQRqb+cwAL})|Jd(CFei8GEn8oB6gl*jp!SM&o3#vBSQCOITj0o zFv<}traPHtMkFNSlGam|44_RTYZ>lXWkf(Y*KRY8y+C6{{mv*$}gmG!)~} zky8+%06Iv?jh%4^Vvv!YkV)Pd7FkOD5s2sWq@j`_^0qbj$b|s0#UQ)4MmQPuw#tRj zMtOUF8#=BoqTFPePn7nWPcDS%p2*0B>{w+KL`F}Qby)9Pxe2hQ3PYM)$fA5?IY4T7 z4V2^*3$`|LiLq2a;kUemZ|iM4$BU+YR*LQ&adZe=nMt(%0{?R+ZSmI8MUU%Fc{shyXk*fIEF$BWC(o?>qgS1q|hwt->Lgi;ve1PEr$pvI8 zN(_WrvXUPwKIqBG9{VR&NY?ncI7d3M9b)nrUJYziclhksQWMkjlsBxWJezjX%8D(; zP!%82nyDZJa|60qQx_PZ^-Mg~5Q|wu5As;EPi@JZJh8MK{V@pUuYBdUxU=XRhW)}uGf_-r#4F*FukS) zOs8o*7!)XF<5NwFs!RE2H5Dd&25>+7*mV{93qH ze9#luk&fHMEAP4xtyLv{cC7NQ>1n9ir|6ESGxm( zwo=g+k`-t~J+iFT3jV%D_0h_7lruxr($96?6^tt#omE;T?+U{AZj~DsdJLXHed1D( zuKA!nFcFn`U37O=6~Mv8qfy=+8yqOnA8nY<95qEaEAvW|d}0+~Bwpoi z<+s6-cm<)FSO(xyrQ!pm*ER?Q_uHP=dslpL;|JyV|eDSJ4)qt3b zqZMaWTyG#LQ3m0ra#t4!chW1h7s{DP^arbyI|wK0YI4en03k`~3S2V}Mr2XbTJqtg zY@^!8L)JJjXqqgDj%s`zL8RXVvny_nr%w=$#5h2fZjL#DuwFZkA$F_B`a2Ie5vjbT z5eum_MV0@6Fp|=(9Jq`XhDvQ`rnL@ifZ(u|PWD)#3}8(!pm@TOIeCJbw~dU;@k{`_ zM(&8CMrj&#UEV_}Mr4_%I7!IR0I*zg5^a{rSqMUbepD^aMv9jlwV!J^iBRUwIgn|A zIZ9ef*0?QeNWIEy83=pfI_1M2I<$NOb0Eb@J}c-z|K*4 zx&E5La3EC4X_f1MOR*FXIe`b`J|&uENkIIfI4^`%WQJPEaRnqI3Wsl* zF*9g!091W_s%=9eKVj!=#GyYWnl)Dapus4X4dUA}p}5&mIEyAGIZ6LXHvVFA;%jV; z)Y{OiOjolNno}ybj;7x?UI+JZ#7lmPC=kwjD6hCHA-s`{w@0@_#e&sQt7WL{w-qZ} zt2Ip+ftYSuwKqH`<=xC>KB=|k_5hY|tz+Zl%qZSnZ7i$RRWkWpWIP<+nm`!@$4bHG z4IL&Qr% z@e)ncw&Oe*u^@=+NEwW)0CdC>8bYw0_g1hORNgR4{+(g~EIido|#;`CI3@{Wu^ zd11_24i1X&)drrcKsi0J*XdYRpiC=1qZFv(WPl?#p9ZOu5e%5m%T`B0uqj~uJ&P45 z@7RcweYT1_FiG)36P!1n}a8-!XsK42!7S=c`Vs&niR?Vym zlrzMMj6ivB)rN)V^h@ojPDc2?x*hJf)3 zVJIxzVu|=ZkOa!Kp&Vbn+jj-ZVE9SZstyivB2*gv4w0GzvUXFx*>S@2fx=gp&=Wu`B!72t65c*6zuUX?Xb^d5|Ur!{`!(i!A~e zDrYtgsC#RuLS;z8`>y3sp)$ymVx9_{fUQmeGh4ZM&<|Vk;i-B!>rKI)&3X+!VR;n! z*Q67%cn!*!jTit<@YWfno*^He*w!HhG7;TRK$6dP%hQvEW!=r*oaZX?S|oo8+xlY} z4&Qr}k->t-;C3Gdd_S^`_YXhyX2E&3p86&BqM1l{c;QlZ2PT#XJQ*Rcd2kQKt$#f= zM$SGqiC^r(z*2`0UBdP=Sp*arZ8$dUb4X4;Hl8jx&5RI%VO#@H#*YjG_{Eg;*a#yx zyUb$eEfXVoSG06TI7e38ZLeb)Q$npcT0BrhsU%QpO*cREkgYzc!8PDhlLv({)oy3v z{E_eA2Vz_Lu9qi}lm!X%{52hP>2qKqdqiyn+$@-~Z2^4Wu9lPd*e4klL`bFdS`_xC_U zVa=z)QZDeGcNGLf?Sx1kyI1P!+QflDiyl=dpc!$WG6kh70PekHV^XP8hq|u4 z36mUZda8SngjfS5lDRiggtA&^941CcZV0L8PbPx2fKgtOp1P6CMAy*AvYc-$@rUjW z2(Z-L^W)5||a3p|k z`Q$zGnp=>hntfPTgax-cJ|G-*s^@T}5?siEtWpjxBug*faJV8MxieAzQ?Df3Ji6^( z3J4!uvLmFU?o1TB)fIFk1&Afmio2FEvaT!dOtg&%&v5|ATl-}0z$j?Lo;a6k^#p>1 z*WQ^Zl8Y-+=U7)EIduf5nnq4fg**^s0rEg{XQBf}n0WC(YBKqvpdR#Wh5h16=4$0t zNHX){ckk18U4a@e; zG4sw0rwvwZ2!}jQUtXI??`U4H^PhJiJt2J;(i4VjAV*oBe3YqV0h=A<7M~31NUmHu zaR!nh0jm?3&Z(bPP=<1CqT}-jM0)DGki__0q3VEg1cC#V6ucs1R~Xq|rKosJEAk;; zo0xgv40*|V-GwAZ^1zjBxtBv`0#iH*kb4t1#JOePvZt9=bcJK5i1QdrtTmFWm)GOq z*s%cx-l$Iv6~Q#7z7ZgaNAx|vLm5M>gZ7Q&Dg6CR=fGrKF2@l_Mo&&g@FYwy3@f zsxc;MVMbDLTP!=aXh+C=hZR|-MV_98XCGmROI@2dXorMdC)?C$O!*9@o~}yODkoyT)Z(XPh){@-4I6uEM|=B5OUaf)I6# zNG*`A0+v`mtkz*%1rah4s5zRHt02UMG;$s_Z0b=2BgVoO(N(}wm@rwu4}oy5+W)IY z#^!1v)j4i0rzhN-s1??pf*9{D8sjR6bS+}J3Qs`03Qt&Eg>)31*Pem^yRm8^lvlY5 zV(e^|xWrX(BgD2IH37g%+RqfB6z#iD!xLvO~Fap#8=3al$$$! z1u-%)t<~`r=*h#j+A%bEe1#2}zQV%LK=BnsZgu*j>{xmtsD!_?>HC$Xv#uUR2IDJ; zuneFeQc1mFMx3-=y9Gbc6f|vnCMiWmVz3+~K05=%afZI_J!(K}QY;p4@W2u8P?EcmiBWQ8V&;`$ zy#(jL-B1Cx8uhk?$aI$AYqkV1n<|xd5;kNy2^&^ULi%}l5rWU-B=~YZ-(A|FodmJg z4(%m4IJ_`PDmNk1n_|HRo+fiOLg;fdwuo+mY$KEDIEI@LjLQz>T)7FE%vPc8COC2G zUfRGL!?fil^dOm>f7eYQIwF^3K92#ln;^z!(}FNa6Pjiiqeyh;`4Nb0Ct+YkR5=9e z(di>BXu1eO(m`(@Vb8r`=-+f_9rk#`#5PK1e;;A{z%2Iri2?F-60R!Bq~BTMxNEuz zSBg}Vw;&PBXL^}ekdYZiJDvitua2101v?_-hp>8VH&Aw}c!+TZ+qbcWK}s0}9a`VUWis*1=*hAf z9T~SNK=K@#Bq3Zw#0==*q_jcUM4=O&EXPPC>Yn-NE8^WGOc)WJU#(VI7t#tgBY$u4Jvj~dNkuiR18@nT7sK$)>9b2|7S@}5T zHCE&(Pl@zcIq&ZHt5u#Fdlu>1Zn!R%6)Qnhv1Y8W)@z8w&PU!NvnjD~0#H;QhJQlV zOm?Fv9gKu?#LhOOMIGqk0Q4>qVne#AiR5Y$*=9OHEN8)l|%*Y^UCqi>C6n+V3GbLV?C$3_PMM!zw7S6;Y6@4g`U& z!4+c~kxELN>MpgdmHNGU^3jcisqgh_H7GZF4qF@nc^ zEk!-BJcsAdQf?tfK^C4==el-0Ncl%0clLwRRSJKKbhhq_EY`Usu!QSg9H{fs1rd~i zlh;T+#}YK%F1YMy;qV zL9kUY?`=qn(bHxkEmZi*6Hw`74l{ZuO#JC z4ZsaXfBM73`KA#2Dn+%Y%F*klBI*sXM&gHb_-Yp}N#pB7Xls#lZ>4Fi)t88PQ5CZhprmwC2Lo4T3o=b<^J@w$%g9 zrl(**>P7|nsplZPu2BFnG00Ron3O_5L9if9Wc8$;4^o#`*aoDZtAk{ih59CO-q;$y zEQO?_`sr#|6A?0R@Eyca+SME|n4csTxfY*9kdh#rP^_Lr>NzfVkTF}U%EySnqCCfC zTGfWS^ub_awCc-m5~r02JuwY2A5g%-m)7y?ee5H*$PQV+Bc}WSx;9zBMX60vEMI+; zSb3vzq{h8r+&cBHKXMCrr0@HqT5^-sFACt7E92Rk#0Ums*_?6}Him~)J5iEK+FU2~ z3FG)*2miJsAMNH1jWA|zP6?3zhll#MwK*k*rvl|*ZcYj0DnWkF-qZqMAIY~&>u5tv z?9SBIOYcmH^t;eP>`ZBu!HOU>HpV$CygoD7!`%kf2r{%7(AXbe{wYd^^cyo{Tva<$ z+tZD?!pA!s5~zzE@bt4YB|S~)C%aZXZ^&^_iU~Qr^vBT9@{RDlF(~t-(U*Qh?&ZI{{#U5_`INEJ$u_>s51&CB-;iUr zzV>5iW2NII>XM<&5HIW1etf-<7pO~r8WJE8dL!xPxaDg zhGwH{UCTTB!4;@$dAGN*CP~vo-AmI8yL{*ow-Iolo9+#nW1AS-D#M>0nZINGNu{rg z{;q2sgqkM2L~kMxX}afZyqhtdnjSG-;i6fd;xy7%-PGHd2%mSZ$xe}~W9jN*-d9Dc zViToiaJ(()$(qhwjlgCi!Fo3;vKO)jx3Iy2+0o=uUY04C ztQ-XO4Fr+hx@v2ild=9Xahr>Z`%I$zr+lc}ev_D))_Nk-F3Usm)*9F+jLL4<(O5}$ zzGE&$;n61TAys0$z3T4(Y_NZd?wy|rq4y>-;~TBKh$>~;F`;|lau zM$oY|-96%Mbkkr@9t?BsLSfoSx|*G8Yf~$wIWsMgWcW%(-B=Nygk0I{kcFG5r!(y} zVJ=AtHRB|eNWsd|X|HWEk#=MTMptdGw~pFgOMtJVr)jS@qRL+HylPXtv1S_V$(m`d zCo&E5#;T97#g?z~FZm|3;f^k$x&onO7Iv&Qh=eMa3Yi!wf9Ga3Jais&f9M4t8|N@- zN)WQN=mj7)g^Nwu9}=PL$vNr$AwC^|#mMemBR|j;N2EB)|J;htLH2X*5K$wNSUaeIjY%Zk91bT<)sZn-_(h*;X%ws7g5y9rTp+2^ViiF&_ z0hTQy2`53|>sW+VlZae7*BYd^h{6Q?#`Hzt^+#Hv`BE9rbBHSn8~)aX?;zPC5}}sT zp5_*j7&(zD7)Ut@X@*hH!Vkt$8=?hIImyDJI^nB55!4u6^%jOmRu4e$5DDRYVQzba zC=<+W;XzVNlJRniZXz0dctCnZ|D$(}nduK!3la zm`*n5*@#F_DJBsi@)Ci}DkgctdW$Ge)^%A`OcK!`@^&;`Oyc|Mi|7gI zEutqZTSV!Ik{4tQIk1!@GKQ6o{PY%)7!kV*6yL_rYKd^1+J#0;{%O>eByy@2DAH*mi9qoe2~Hu22-UpqYUPlkIWSepQiBb|Y3klxn zIo3m!l8Eu66g7sTS=iijVaEg2rVe=z@gz2(c5t>QKZPMIRY)=@iMYJOp8IopQ)jXD zH?fVB8rd^>???M}rjO5cQI}Mc*u^B5hx6fq7`PD(rY#JAoVZ&E2bqK>RK16upJWPf zn?H?38@}uAV~l5K;mAhGC$R0=9vON>ja%>dXtZC&H1-pb^RD@5f8hx$e?h3O7(;|~ z7zDgygWivYt`++OZ7?~tKa4M6J&6cvNlnw<0gkLi4Q1m~Ve-R^7)4XnRWK25 z_v%*q3)Fa4QG-3TzaYj*ntCq&f(Tl=48Q)u6VU#`6Bd6#ganeW>yi=?N*{Dcr@tV^ zrj(txzaW_;GYW~nAVNir1D+)%VFG?@37h_c2<5lcD*i(Fjpv-_;xC90Pn44G@>4NR zbYSJx?v|gDX?ABuKd$|S4VnJJ!Z1}SDY2(}-Hp`dOa!;DEpe5fim`~qn){hz4qyd| z$KZ&u7slT09Uur`r#b}Gm`LB`8^&HUGx&Op&%UduL=N-eHFr$L`#?BWR_}|)fRVv9 zix)FJh9|5&2K(YXI$USWDJn_t=bVjdk3od((;9QT4F5lC?~-I!jzih@eH1Z)GLu3- zSG$H#LrAk~MK)^womy*e5QkUtO3R4%OdY>lBo7IK00@F$dfEeHD5J@c(exRsF&RW0 z^J5;A`8iyusSz_mTCw+F$S?XR>GX(XT@q|PA9D71sR*+VDJLW zWcaBFH}I@CHiO^elB!&_VI^X06I{q+Gl&pMr#(A1gX2RwmaE2Q5aY2lWg!xz;iu9s zQzsUy;m|m|9;-ow!3?iA{M7lv;8wBLYRClU3XsdqbIl8>)qp;}uv!fQDEkpgSPg!R zTfsKG;iqCFC2BQ9-e8m|H^v@taPQcm4{}fFmXc7OC8i!$!&`_MMzBmGP%{lAn{^t- zYH(skn4*-7KoxnB!i?^CYG;(PJnZ(N*>Iu*83X?Nh`Ti##0ad^-dnTbVCm8Xk`Nco zG=@~GtS@Yp`l(BMzhShuhQrmDkFcw*b4TKUm-dRi_HV~_^>48q8)SR?FT+cgY$k$X z%Aqj+N`u(`{Rff43iqDm1w%{^MmfA^y#qzqI+k{>k9~wqd)9@sIY(isqpv&+7a`8v zLop3I&U`tE=RhSQmyc%)EW|d)LW~;eFYumd8~{^CzKPg%J!&)yqtZ9W7OL62x4{^kK5iS6s87V~8dV5HbgM4$R*v~DN91oV_Wn0IJ z>**(lrXpCetN{~;-5P0k^w6t6`Q`rAZV@M1)ZsZJj6^f4}$PH{-6bQ=Cv1 z@p(ie$t8pIDNDkvyh!zec>OqxK)q8cmy|7qw3dO8aj2Tq!zE=W@t9$s4lEsXgm8f;m-$w1m%}JgJ9aQm92!ny((fSiL?TQmLtn_V5~md6D;r*>*MT*g3);=_ z7C#1i*hPf)n1A-M1Hs2&rWQ+)1!kgXJYLJhohL(cELVxKk9Y>N6!-X@fNcrJM4-{9 z>wC;IwjQOnS8&Wm(YTS2-)C3_*%E-eKoL)8+h<+$6 zDEoacxw8z>%Vnly0j+FZEU&^?6YE`imUY@zqPaoVZb8<;(J5u-)zFhoX)T~+Yz>8v zEEmaA^nrosdz2PfXGUjd7_%)c(_PiX*HKnv+uLK%)*H^{1hvu6Xd~KRezQsu}c+&Nj+hMB(^xIF2vH{VpoG| z_=Jysgkhh!IrhU_x7cfYk6Hh8@FVPMj}3Tl&|K{;h7r?r2fvT49y}ze`olHl0z~&Z zW^B~tP9Df^2TCad$_$}FKfsxK3XX9jhKZDen5)y=gGHya)S+|}Fur{BBP<;`9h8xC zki!yBs@^vOKp1qwUBJA{`#s+B8gj`%B!COwb(%P|s5KqvO`C;`Ap=pW(T;u^W(_OT zY64Wl5JiEg4R4HtK}0qP*@$J7Y&8%9^oRh!(82^nu82DIrK}PZ)({~d)=(_6*aL&+ z@`PXwh#-iWK*re8#TYIg!Z@7(jGhr7vz0ajh+(UKjz#h#Gy!v~gLz4x66;O}Ow}tw z5TiRBH+He52g*<;0Z}R@;Q_;ojhDuoCyW6btRwPgoY<0}8HmI%x@#BXYJk2VaZO67 zWFQiGzjNiK>zGsAs-Rn23Nx(Nx2JV!$6Bw^HyMaRVd7@ncT@F>;0iL95<}2by$4B| zGoe!oY}RU8iW68pZQ?u;>|OPy9ss;Eol)e&7=otiwG_dWwX`|Kk;M3EPm=c_of;g& z?gm*hP1PG(fu#?VZYXv8cJAz)T~U1D&)K4+oCw(+cPUK*BFv8|^=Qk5E{zOEkl@f}w9|Lf=CGxd&Z8(uIvEVAUhQF~o=08xvx_|% z^l9%mjP?+w<9yrxeE?lGJ*vv;{0&R*jz0cvWTWmlP#yWfL?@E-4M%||1+zwCfq@`t z%aI8%vi?;DgNQ2C*KT*gZ=z#_OIo+s|#unBGXZeorQ))X1gn6<+1)A4blzSZQgI z9p9G1$_^2>p$X}<=@qCU=G`aQ(~!=q-!oHE;C1e@`?%3~-dqwGMQ0P-?KB9tLb~P? z)M=Sy$%u%{C`>q2qe=broWJI)+diq93`JaDUEOjAvx~?lm{PBM80NVc z%H_c>nZcH|_u78Lp7yBgHLofGyj=0&gTxK)7wW?YnY=m-us(dl_3?hw6iZYC2ml4y z?P(l~A{g%W^l{^ZkyW>*P2Kn)q%ctQ!qvVTU_E9}b@pse!T3MhT73f23zhJA{P>nR zhy#eQxUl;1E%j;q|Mla85aZM(as2pTK%@BCO{7;CK}BjnP$t(CRS-esN;a|Qd4VaV zA)0HiEGi!>$*f{FFqUc{t7&;u{nU-`tZ+pyb>oAeOuKnv+xmVI1dAHl|Ej83dY2wCzlQ&rk zt*0B`CGS0;9^F8Jxbfv+Z?`(XapT`W-S}y03w6pVHSasZ7P|2Tk}r*RjvF6r4(j2s z`0+uI`!$s7#|Obj?)MQZ;w3=@GVY#oEUSKSi`0*tj zvOGxr_|8DnIISGag6AF%x3pz_KIuW23qIHAyFj|IK+uY^BI-GgVvxyR&uScZGFUDc zSxTof^fRD8yn*!+@BD)x%f>r@V|8*rE!8_uOZ&aYI}bL!LchkT4#ELUDUnMQ)|>H- z4we}>*6M>!qpL;Oi5yWigU#nD~RfN=PzJKcgidY0NPB+ zl!m!y>E`YtCS4jw?ogaw9|z#h%FEnEh&y5&vTlWOAs{+Cp+u;5LhA*FJ-cgk=Na->-7dysd0xe+2~6F{fA z7(XJzWTg&cUSm8u>zT?yI+c*JTdK+fW&nD1Ytl^z2_;wWn@W^jCY53VfD+~()c>-mIuIv^U%^23N}yq4ZUH3W5Lgaz;EaLYuxfw!d9#1 z%A4kC2KQ^GwtjiP-WLInD>O+%C-bs_A%Y-doWnj z;nLw87r;+AuevO!=NIBK%=i{tD$o+)^L%e91+O-V?NXB-f5G_ z&D;xWKlXUZpDxu{$y#A2*5z8S{0uGvBS_h2NO1Nj51F*acjgO|>(NRQYFO`{aLTS>}mLf`EG;AAUFH&po z(v-+hLuQVqq$Q@DSnRYk9WU}ayv0^oZc9rj_dX3axAa2 zmp!b+;tU|I9c@V)cKw`~QiKrpT53_2SYFA6=X#uTY|0Q!(;b9shP90?mK?^E8clH_ zmp<82qjhKr+mG*8Gtm;?Z}OApTp5hfsT;6*t1s!UVq0W1;SRV+*0%QuUhHSc^4=R5 z+Y;-?J+LjUe&$betX#eF4pD5M)t48t%C-b+ zCRBXBmo@ATI!9OAD?^dO;_W#tUC54au~nF~gh1tcaAZvj{_FUqq-Of`XHpDRU#8n+ zd+h2Nh1n&SW*&vCHRJ34QnyCj z3L}Tzj&M>yJZ>0Zb~5Z&Io%90yB*vb9GwMG%4g-^GvKYZU=3>e0g?j-_^{i{16(Te zfkyGPnW&Ih=WT@t1>;P3yYpoB(#mKblTxJy?3%6g$c$1 zYLE9C`32Ia&M4J>-^f{{4|XWd%zTeLKCbsmg>h!Z#p+Q6`2ht2wM?*c@*Z2oYCEw3NtN{pW3N9(uFbzbVv746D+gl97u6~Jg^K&duRtJ`qEaC922Da5`;K}%KYj}5bppTC6EphP*$Y-ONtEgEW;b? zF3pDGzCC&gfLDQ;*k`u~G{ZP54uqRP4s4Yrvql8jgDC1)y?LW$3&EpbL;cebJPCVO z>+WV2-g@m5rMS%0g*ltcB7E){+>{DYW{XWr$;z>+Qm1I=1Bqc5`924gsWY|-eQaXa zGam}3d$Dx|QmonJyZef&ys%M~9@k5h!!@?0x)oVX$qMM3m#g0pa_{4J8cn&2;?k4| zxxT1*G^NwB9;E18kh8Zvp93N_V7t(rB?uy^%-w$9NH<^Muq{<}bGK9>0MgGrdJAa! zRP7eFu-~xQYQP=cr6-pLSE-@X)soaqOS`vxNWOw;XKK{sHBTK~&s|7dPOKBHu@>g) z#5>v{hRr~noGb)a&)F?m(8>KT7yX7ktyvXM?B}y1%b^RO7M8d9Fm2B8MY^#&XD&B#&RlM+XD%STa#6nOnF|P~DIze)+?@c!TdZ(nT65+CLX1U` zo~B5Fh77?B274$t3D3h4PQ5LKpTFY1XD*b%TU!-mxIn8RaH=PI=;ExT7Ahf9o7wbo zoCG*$F3xcMC~Pn0?nLU%cC2SEe2#Q~qm|fAq?5S>>EPzjg+h=_H4NmT%RP{88bLTb zYCA#fH)Lv1*6P3|FFKIj154Da1oQoK=mNXqKa>q5uSYr{?8jz&-krFCbLetoJ#-Q2 zX%&3op$hh;hC1jX(= z>1{FE3xroVy9|&r2_*p|;N9=BT5{?F?T8KQit4Eg$O&Q0vYt~`5_yqs!;X!B!H5DQ zg3tAEgwDINb^O*nm_F#|t+kr?9sD3&}{36}q+MeTKnR9QkAcP|-xV9x0W^K~zd&=9nH!;0} zJf;P9a;E1Ovg2Fq5MdiyI`wm*+##l$v~y0HP>84BJ1aZ7L86mq%w1VdT4xkP$r0|d zp~^8q8w&BxnkH#l%AE6iFc{8V1w?c39Ne+ZIosX@Lp;ber&|h!OfbaL5)@4|1ju|3 zs!uos*z}5(kSGR5Gd))z8(N?75e>6eSLbw}tDaJHhN6sSTVh*i{?*L#`JNk-gu!jE z*t{g`flH}9U*sC!Vn~5fVOv^C?f01P<_in|w^s~aXTGDU4%>;jCN*1uvrsW3kB&Tg z`6qEuFN+%O`e2t9X3xV>aY=Txb+LyWYG$u)=LG45Ly(hzw`-L@tC_J#>N`DpnFs>4 zN<>ujGC>B%;OzE|{0!(hrI93LGsKjE;RCIcxr!NtY3Xum6sCv`KWZ5SFR*2fS{A7~ zuUdYySq4n$S@e=1GQ}h)WPu@TI6_ z$b^5iE!8qw3A&L3A+7gHBM1w7bkeA0%(j}mbivC4nG$vj8F2M7^M>J?CAoUJSlV8_ z%v>5i>u5$V+jy3QnlgIXt;u=yvB3~_^IPmC7&3bK8p-Ho#%nH-6(*$<`Kw2rCuHKG zZ}oC$NsFy_^fIMz`5v=Jy)6GWe43T7ULGJ6ICmOvta_P-aJV{Aqn8D|Wh9_pp4sGF zV>m2&nNlZ&p|KDEm4E)qdGYooyGH)z)qapyC5CYQ|jUBdrFBpr7bU}l$ zpPa>Hk{xSu#yD1Q&JIAh7+_m2IR4AY<_bR!pV@Vm0W<6@wcrbCb>!Y&f>W6bm@ z<|;)}oVK2zYFGzlFelCI5@O?mHKqjVK`tW55B2J$hWy{ynOq2@_C;d5xuy6ccLQvw z3DEfpp*m@ahftJE7-;w#QV;vF@AslQ{&W#Cyh#mpl#m0~qB%+^!_z!Z>g_GXM4Vjx zy;K0{C^Gd-pi**vNwTKwo6;*LzcK1D2)hW#XD*>YOfXWARwzUW)57a#|@lwku%5E?E|?;>=&k!4joIKl>NO_;E>HiWC@Z84W;lu$)tlx zDb7YNB`ZSOrIz7@Aa_K-5KZoVQM>H(LSfzmXur|h_L2!X$j<0uXj?4al$w^%wyK!x zdo0!oW_o&sH-oXK)bw1-60@2jXD`X`Go9u9Q-sBVEN8R;=9ZF1INKd9?P}GRl1+^# z#I*^kG#m8`mUPrlJIH-ZurxFuLm4(3wS}fjSc=XYfV=cFT7wB^Tr+-1`;31uNJ}Il zhFV83LL!CiL&gYYZi4eOZ6}&4+9B5+t{&bHIf_J&$N4OBfz+mYrA$63t z5MNHf|BXyGYMYu;@UL&BicCXHgW>1b=kWV!GC9cYl+scq^>kdlk*QhY4Dv#p!5s23 z5m6{!0}xws6$@z=TXK2Q@;7-F>(O{m7M8rI@cH*2FIY2HVW>cM)eglxYZTz(YkuPo z{rV=rBgry9as}r8SITgEMh-y+d|1$m4@QUKN+h;kXh{fO`&57 zxqgl_6B|c3d30e1(_%Dqlwx7gMs^P-konitO)h~mTQml%XQu_FF9!M#3TuM8ViYlpT zyBVuEjKGfcan1c62o|`y3WHh+Vi|G+**5)bj>{KpGFFKZMyKzFJrjPQI!aWb#$LU@VmHZRw=2PmW8=un~1RZoVoptgK>?zCzw2)pcH$yb&63x(lg^HsfxFl!0`2Cv_jw!k26 z*T|Vt!yqVZ=J{ZoLj}*I;?#(MO(-|6hPTyjUVrDl_e&>rPDUjfn9=JEP{EY zQb41c-_pV3-?Mu~W~lhAY-=!yhE8;#Aee%gB)aPmKrkP%VJrndOE$ho-jyIDL{TOh zk}k4W>DwKMLcF7nSq6PR%v5y@4-WXyQm&?xl}aJ5JI6if!IU$LVY^FeF;1v*pMq}w zf>9Tx&=i+f-H$MMr712?Un-McvDfx6zmj<9{>EZgUphA0`whFt_D^)5DT?x*7)|4H zjP4^B4pCN}$zYJ^!Ki@L6T(yEc?dlEg3zUD%R-R5>0&>?A|78G`wgNsmKTd7pWL2( zfZbI)su95RgpHNRvBcwUcWtfbjH1s~u|rj8`eg%7{%tBru(uda)La4QBV6wvV*{#sX=* zS_>d}E0jEAE!@Dd7H+K80toI0KZnXRW{((tY@sm6u@yk@c~q#?RsbQNf05b>4CD*0 zY}$Ej1xbKEuZ$L3LCSH|mr}JAKv?{hskIfD6Qo!r_OTVfpsGUi*a{#BJQ_Nt!UB(_ za3GW)X17D5nM|DO(D+LcUiTRVJca^Y!doDA3=+8xjMuexLYm?T z9j2pV?F72OW8oe0u@k^>FWH4-CpZ|q-a%?8JVUPOpn3r#vlw$ly%-PpWZ0=?AAc+b z5OPSi3>x-FNVOzBmI9?v@A3hf4oy$n7ji6x8>^)N!bZk=FoM~ztw%nFB9jeUi~=rC zb)=R82!0qj@mLCs#?09alMmSZbC$gvhOfm3Si1qz|&D{5jd0N_io;m2NZk}DsMy#RtK=3+dS0E6S1 zyRihC5Br(WrN4e;6L3z=H$Bn?U3yBlTXHz-V#@L&nVeV6X z3G$_(V>oG;PZqDGxT>ctqMN>(DxyLFwtUev1 ziex_rXCoDgu`J(2DiT?E5I zIjmvBScbkhPBII5In`2g*5kPy3g87fv$=&>+js+7Xl`H<9R=O^SPukY7JN_hF*2J; zaZf`av!yZvTF%o7de&hK@~_MQ{jl4EmAr#-MAK(eZHulr;1`Ui-mF_J{qmAu03-OV z#?iD>?(qhe*igmiU&Zons-<}R!{y^4E7NfhDA#rT5Hp4HZfXj}kT5ic2K%*mf;nL6 zv#DaZm-G|3!J!8tm}7oT8yw{(GK3k#&%p=e+PO=)Nb*)8r8v4v83M~)Q?||GYCTO6 zp}d-EL-2)E0#UMx;8bcEo%*w;7VE32FBQo+rV<96@N@3QOQkVnnRFD!FG2`r+Cy@&((uGscB4k{acJ5X*j46{-d+Q;mxXBib zTN*8eqq@EF)l^!7Pm3_0eKqw3GoC07od+lLYN|*)q+uUkP38K481{i(FitF@jrGDA zZV((69p0-vUR}snJcjo10#ZT$=T}ql4lu|GMog+H#X3Hv-Wp;grk`@bU^Q~4L6dNK zU&`ddG$JkWr7sv4qbfD#)l|!2?^L#6m^;fNSq+{Hg|9(ydRCgd=a%XQi$<8jyow0p z1|}jPXMQ4t-#9On@D#AM=(L`$!BUD)#HW->NlPz2BBY{1=B2$?Uj18^%rXC5@}$CW zE4b%W2a5$fXHs@`9OG2zIaQVmDZZX^86?4Uv1M~oC4yfR@@N6~q)NgPa$-HCM07Xb zR!j+aRF&Bngb~Bknb|Exyp}JgUJcDz)%Ce^R#nO;!mkHFOf1X1{hl$4%;*M@AxarK zHJAhzCC?YkG^bTWT3@yI_(iN?h38bu&VD&BxO!SeJ!Lp2OMb!As$t*oYWqqV*o!y; z%Fv*PRWC>nt8T1^Rau>F2LbNc$n`O|`Z=q*x`c|vD^IEIHdc*iRcCNa=^!tp8BG3O za_za)MXcX2+FN4%4S(I?+v|bSx6gn4um6dYlszKjGP%+x|M`nE@y~z!526h?KSm?} z4;~*de>A7||Ng_Yo3IfNAmK4J;ravdW+{DRn~3=OU!0=-m*;5zzxIv(BN(2?Q{Qj{ zu)$;$i~Xa{@x+J0%Ws%Qv3nhMp+AK3$iZKMxb^-e7*SSVgYaVXk04};e+R**fnAWM z*o7#y#qi1fOeq2oJ_o^y|5ijEvkd2{-yg(!j2D8ZEldJS>7to>L^2dXj(<%(Vo&|v zPy8~(o%|WhC=~#6^!vx_5O_fuE^d8^S1kPOtM!)p!P=_QJs9HiBaCxf_ z?TydJiLh~MXOL6=<|OaW6u?NebDj|mDM)f**DyfXJits+nv*<nF@b`GFI1qM$pU?j1a}fUL`yy{B9*)JP*IP=(1wW-Bv=a5O=REB3 zb7bgcrj^Quqxd=8aokyj{DdSidX{n^u z=_gOn5|Mg0X@j8!Xh@fqeZp=*p&y|0=nbsS$0@_rpPwm1zAWd1xKNK3Yz7Thgq?A@ zhD89c(-fr8!nBX<*QAMunq9*&t_4`QUBhrNS+r9K*7U#u(xLQS>y$H7%R^oGmVO zWDTD~J>i!W!DrxB0qjTv{0wg9oH};$E<%=qn&^jJHKai>Mm!k3R64_% zVr(!yXa5+x>LL|k@YnW=F`1AOF?cuk5d^FHpv2RYEUjO#m)6d}uGS9pj4P(p+yD8) z-1v;=KRv{}%tcPnpC-C=!gPg6vcaN{k4*rUx7#dNn*aoEm$_J#u?fiZNjel4{H#+} z2^g(@OIx)GK#(hCk!pJoY+0v`6{P;R9s*T&&0-?>32G(OCh!&4F(t+%z~joohz($y z$N&HYv*W8#@QP>_V0gcjieZq3OlPr%fe0}u_Gk?QJK#gMLRtoIc9I7|ZrcEaY$%nC zwG9|984#-Vk8J=kKYcy&Gq!;Q_sWTF*ERs*<}NKMhQ~G_-y@%^Os{bOLL>p*q?E=1 zeOlx(4j$|n2OyuSppS9D_i!JmRcaiBP#P7Qcrap&1LxP>X;~jp>3FsM4$!$I_Ug3^ z=Hz#{p7r9{r^Mx6;nb>mAjUbRBJz9-N|>5NAcl~+dXGV)d0-E3Y|H~&!c!wnaCT`P zq;2ndM?32`Ne@P)YaV28F%BU2kTwC0d<^NRb@x~YgFrWCa?FFfRP6&B@{m0o5c>cGevxqcvu1(O0~~pg zJhcz#6Ap7}GWG!gk?W5Cu@4w84-nPV82dodF&IQ5Xs- zpjZrqOdjV4NDG^ETAWT#6kLZj5H4s8gftX#9>L@1tb^>wI+ztcg5g*PjD$OUu4m{K z>wxioV)Z_VygPF_g))~&y{Q)CfFd}Q90m=Iao`;2^%bLgvd#)nCPP2)5wnz`0Y&d) z9?Te>G1%%qn+L>+5-q@DI<|lk92O#mho&F<;K5ew5^0MyWgo{n2oPCqI%V|JQ)z93 zg=CYl4Z!R}S?3jdX$`&aA!jCLKCsZ!iPPBCuV2Ub&+G$kE5iPAIGjzumZlW9-H4BT zFh~7haC_Z)B)7!+;_wB}_y^duXIj&gJl;AgtRVLG!swL%?xhzgQHUaFTU+XDya2Y8Zc?8$(x%x|yVPk4_an@27xX!2 zPQ1KgH!%>|csZMYLY;K{2h(r8#XM&t{pQRjmsiu4r(bE@otlmFQg+9}6{mhKfo$yp zGi37|wBfhObnaNts*;=$n+P*yM69R7Gy7fYwbW9W@426|3~%4I9)Z@UUY@qHEkw4h z!`42TnE`r1uXO2JBS)dL zWI)TjEN#B0In1lbZmaC-EL)6%dXQ|LBq0`{gVJXZt8o^>MK-4EDwP`@ z`BwBJWytW*Z?RDbEBu5{HIu2v`3^G*fPK)H2vV4P0DFCg6V zFDo)jwuC6c!;~_l5A~E(42qP`c*nV=ILv8F^ojLB8IHd%q*TGIbiz>DlnUVt5Dj}8 zS{Q2ktdIyQH{L&p$UE8Y$*ug%%>$yQCWcfd0S%B+C|MQ$H_wL2^tH_ zlak3NkyD2Rk&LDHN1_cG6xz>c=xZ6kFEE)Ch{LwwQQ_pm^_Lumtot}ZK0CDO$?0{Bd& zcO_U$z-^FE{c@$|}*{umtF^9$MW zEv6i>Q`?Z@E_C8^>?|`0OHDhK#+k5?JdYXuGAlE>nY%7bHV&LJr?EuWc1C%}t92zi zQcnkW*CqKrBpx0I-A7q-EPH2$2#{`awTwKH5+RT{g)r!ys|(>B%dK}x5hCc~)aj7} z7FLyQ-EFB1>NO6;A`A~T`fWVvL$6y`{%OBScOE#YD( zmlqu;m}fqRvnbvsAp698;?g&tsw9|xU&xN`!iEMOO2BT`lTP6beATbSG@c~e4VG#t z4j+W;SkJ>3U%hzgvdhFt6Uy+Qcqh}0;vzgKFZ(j-?--JHnkxjxz7}2zXsD8HgomKeHwWnM5f+vp1Stz~3@YnyDK-cg$#+W#pt9cc zIo6O@xUN1i$G*~c_4`5`-K@qf#YZadwxwBC`?=Y!wwrc})=|x5$(GHg-$yfFYd@O# zrodB1BAr%JLP9du>r-fxL+yPYtR9C9kGeit62U(sX0~9XkD>M? zt+7q6rLw)Yk--o&^<-V6_z2tf+;XA{*c9Z<0l93F4@aCpxT?!wBG}Rux)IhQI4de7 zzWYGgzfv#H0NDW~o#SB@vvcPU1Wvt1i{Km6FF*BKip?UIGgHkB^O0{{9ZEyalmUeh!{#cLo=rc>FR1h|HMW!V*sCOSMaA%A6@M`3P9;bKPsH%3wG=b!hY+70L|9KpURuf% zMF*J?v0&w*mf{bD9A_>;ID_{O_{t5l%Z}I&g>2ZtbPr;1fxS{;B-R5JVh)!e-c^#* zuzi-V6g^_`Vp%H5jcf@cru9(aUA5Q{ryidk1(jWm!ED(O?B`G_WVB(NgS<@GRf@Ap zM}?y4#vYOz0+}v($HaOBJCHk>wwV0rd2fToj(0B_f50Nws<|+%0mouPT{Sr18_vPG ztAoRK;hOSH0(aWwRcsCq9x{0*h7gHeA~Hgu$V|cywB}ukNzf&nmdvUtd5Jyrj}cIg z4%7E+B);OfW|)}A4X$A@#w1+`6fo6V>rE-BsdpqTaTS+8a82M>@Ens3f0e1IO#3ToPjm13Koi=S7j!dgTl|Wst5| ze0`RJZJZepy?7#c^&e!0_o*>#Efqp>I&H_N_0XGLQ4pPd86HNE!CaQ&Dzd%OkcltT z-Oc?Q8@KMht4#fU^oe%rBthJUqd|O5EAp`JJ_{j$9q_pO97`=j54<2eOK_<%6ck2uN{U~@XQE#v8NCLAQ;5zvja zV2&0f-oB8smMW0mJ`pac(nUV%zD?j|4Mu&^0fNxV1LNyUH#yIxdH6R%K!ShbRqb$v zPAJEAHdo`Q%5VvbOtrZBMA!~H-f{N5ATrNcQKwYgXID%0unF{Q>+cH>&?VYtelg>- z3^V?qW(gArB8>p;90XSh_DwPPS+o948Yhhvp%fHE+Z;nAOX&e z+qg>x=D;ZN?U*bXLl|1^Q(d3b^8%x>0~iOhVq<22;H615mIkR?f^v>-SBc-HTVtoTt6qkR8Zeok)rMAlSVzta^3C(7hoWgJ=SP;pva(Z1 zDxdrosSZ#NB8FRyBX$R<=yDz@gqzQ)>1H9UF@!0Sda!~C#7-&d<-k&YrBpU25{mpC zZJRAj1S|vP#I#s8I(oWBx|^E!p~asDc5 zk||vXlU3$K_?R~&lcLl51sUh>!7`bM+SdCNX|Huq8wLjiTh_EhJoH&sL?<~15H*Le zbc(DU-Q&D})q5-xG>Fa(Tf*n#kT6RT=?F3))sbd#d}9y9qhP`NYffUk_5tCY-UQSlSIG-f0rc3O)$ zBi@k>Vm&q)J^*aJE%om8wU?GiCLpg~--}zmrKV3H+K|$G`h6kpsxrF8;L_4yTY@J` zC-yY`-bGFJKJ69j6Bl2`H$9gp>D{jrS6gbwJPh0Ee6NjNjJD`QWFS1@!L$HRjFzj9 zrJ9&$p|w;A=Rj8k8B4VY{CZicTk7mKX`G`iTY{bmrFuTc?CDB$X3{5`LhojC%lM|- zt5O|YdU@$xcAH-!$hH&=MNHD&5*ueDFfzsGb8MZBK)pJJ(|t}Nx=V(~3cN6Dp|#bw znWfTxjG0T2McCe})`|n^%>>x%IprPc^XtToE%hh5vs!$XEfWex;^wlRw$z(Qo><64 z#FhdfE?0?%0X?=97#wRqjxEJaUzAmV9;Ft5c8?{sWsV_bGsZTBoH3+8xCp3Lcnm2p zGLgG!I))SoQqj+!sp1a#i_rud0O6&SS*}8KxQ*A4q6~^gMx@LbQh&N12~EIaNP*x& z9lI%p6bNT8ZCgvq1^Qr*DP_$DjU8JGgq!bv@z_!zL~)JSz}!h&?3#Rj#8S1T91S<^ zi$v}?WR+XWh;+=%)q`a|S@m5qHKrh5UQ)5%7*kTXCc`nNKt}cRM~taKUMF-*9b?Lt zqC$@?1;Fj}u#z>>@>92HxNu^7K5P*Vzk8FC2MrR;uBc3Gz}ra*>P$C$d2V@wT}wrWhJrF^ZX6u;LX zIJOj6p0sg!*Op=|9O%{DsC)LI4AL84-%LA+8>H4?Vg6$|K?jB@r5evd+ha?~dLa~0 zOewju+=Augm3+CHEusAS*itukY^l3uSP6g)r?W8DlpUyh0_B0unT`{b(bl!5;8(-= z#{*t@=73M^-?647RE&NapHfVeX#(=OY`Z7}3zc*|N_WoLIl73BH3gEi_>VPpBekZo zh_+O%DNA{C&w90{Krr5vWpK|}Q((9+)X^E>V<@8!plzA1)M_j{}*IARo+6`>S z)5yacnfOFp+pO1f4&W-l&V4Yt=IKnaBs9+eFlgx-dZ!mo8B%OOk={)h=64ZdS&$N8 z2CiBFA-Rdml2Ul|X-QUzXQ)VK8imE(!7W8S_RIud2dRsl0dkYC3!MACIhg_@=EYIF zQPsi#K@F9t^|3#Q`lKgQH}(yifnL#4eaEbPANdgB@Ja4N{FpGs@o9sPHwp{E@zL`- zk6}c1?V%KoVwYQy)Pq*0LRw6^mlK z?xMY1EaLT#ztR$S7bG4GWj231fKz5fe~vEfz&b9Bk?4eSrP0B#rm$_&64s<72dS!I zifd#HQbOg*)l&#MnOe|lF~y`DXKeaq=#o(gtyW2e7}d0=%unVvwZ4ZzZe(Y(r6T58 zysg)Ej#qC!MnhCpovJmPCDAE)cbDkO~HnYL&7b1XJ?rmH{I+yab4cUHgmm?qq8R)3Lj z+49Sl(!g~MKq+#|*M6GS&*y4RT&tf>nJ38=I;)?(LyzWWtxEuckt;POsx_2DLomFn zl$K>$($>rzAa$mmt3Ob(a-~|AKU3*WzcqzId}pr<0?O8ty%nq8=C9hQ98Mr1mA#*`j_di zQtUrGec06x-AqrNwnyQ3e=*{3KgSHjVL~<1$x!-P)Ls5FmoE#w7Ya~$SP>GPPfl+U*NC^1*5?R0=TKZD^^qpSx(eohrfaj(1Yh(#y=nn?l;*wcRGJ zPEpn;_sfiAPq)^ny$T+uCMf;s@m7ScskmGdBHxn%C9l%LhKNkdt~@N1$vKv)vC!~iC$ zgI*F<>sT0NqB`t%jwM%_fRv?1yL1k)t)%5(nU%)FNG>N4GGVLOH1)?@Mc(0evIGWe zPzMNIk-7{fK^+gGm||7B(6$uBjQiM@@LN+4(>FmKe2<-keS$TOCbS+ie0<@J>Hv9v z^@KA#R(jdq-P|l}_6udr?(if_&hTm7y&`S16dEMsjuNYE1VYVOFml(!tq>j0M|#z` z4v?3{I6E%VOkm@cWmo31Flz1W@@8y}!dVf3b=;elm!M#q6w0qOfk#~X=g?5e(aLD?NVAAQMuh-ak_)Mgf4p>bH-dk7dso?yIW$9RJC?}k8{&%zwH%B zZ>^qwUx0(llrFYvXB%2F?dL99wo`O-wcK`mHQ^3#kV;+RsMlgXV)w$7yPC)3a7(&V z8Mkf^5RUss%EmPULK>!F?g^&@Bf6}ml)Eq+eKmaglBo36gx!nCq->RXNps~cQ`kG1 znM+%8qAM9Icc}(<;548qww8&e17S~W<16AoaE^f-xtpfA?V-R3*E%7Y_zGjrTq zt^{wyos;4y&2jD&%dPe+)-l?2_;5@IrHJ*C*AIg-JoB~LSq5U$8&6*R=> z61mV4ZfaXT7n1d~fzk=3qovoCSeg4@X7D?Ys2Gt)XaZg24AK}lcEt}At}wZhVJO^p zg3k%HLHZQKAW5X`!HlTEj|O=-2PUf;!vw*H1D!yKP*I;4tV4)fAU3uBp{b!D@JLyX zdjO`(UbWg3^1Rq}{4~V$G&jzEjkSmC2(A8fi5Ww4QLWwPkB;~nTLC`ykf4w*gv2+x zz0L_T$`w*QWKnK`Nvb8nU>VMr37=rA-2q|(I$~CYSwT9$_nyFQPc?4b%W?dTs`Jwq zB4Jzz55`W-)X;u!TB3N8FM!PVJdDC%9D=r27z>`sJsoGAYw|v$EAT>?LX3B5#UH$O zL^Sn7s)Z=VN$O3#?#liyyMAK<##O+GCW8~U?SoAQCo$+FC(_Rd#&7EVghL`P%-}>| z9cHCoIm+N?3v+_uLMcxsgA;;?4}}_9OZsU+a6z+qm8#9)B!&X-`j}Eo!l{=GPRJYV zCtWYp<7lqm%N|1Fvj%htPzW(PD~G&}uL!1Y=I$=VK9S-eq|$KGFj3j4yon%SWCzX- zFq)Y?AU1F|Ze*oaItbC#MUvjpku)ZO_(1P>hX5R4(nXHwn%z;-F_f}MeJK!}gdK=Y zO5xJwzd#x_uY_SoVpE7XJg@MF@!A@OAmnf250GScypUYwYrnS?UIM&1ZOPoshBzm? zqxEpLKtThqo88fF@@Zyek}3)C{|a|?8q@4(L$(60Cm?(|cNx}9H#t-?fm29Jy7D%| znat3ZXeKDxZ$W=H4c}s0c;V5pvRSJ`hr{dScYMVrfm14)EZC8lz$sJ7K16+s14MUx zdQjbpd#jlv#8`gz0Gj0doT1=*W0)XjaH6FhZ;>;>38Ee-R0`|aP;S3LHxq5-`$_Le zOG{gvVBu5DtA-!p@JiMYiYzi2oUFE3GB~9n;yc3>$?zybP@Ub@Eya>^Rxkm~ARN}o zIS~i}_D(`GI5{@>)bTfi)0s@3SP3>6oTL+jDV7XQBBd|Pn+#5wgSa0-%;1!^5bR}n z&hK29%qPi7y1>lebRmY8cJ*u_)t>A?H8xEc3P<7B{`KVsP)WLB$_c_0ag$vM>$tqFn$w?%r1Gjjmx(h}jxlx8`N0ELGpx_f2_+~2ehI3K{!@iYm382jJ_8~Z>EB>`7cF809}EV1`&#ax!!2O=DM zby<#mAjWu7E#`qhuV7Oxil00}h~e0FMGzfgcvDy(Pbv3l3VA>0wiNA+a&}V)GUkC8 zhc&H-dGIEHJJa#$14it=AY&f9U@;HUQ1+F_JP`S2mVViz=7A9DPHcS41N;5ShzOCG z2O>O7ZZF3^2n7hH8a`v+_E$*PfH+FUJ_x~&Q5pL{gagEi>oE|-I8#!skAWb920~ha z#6Y-^H4rXr3J51eK-)z)U7D z$3v8GuVwI%G%mvKBho|&!kAh$5X9K|wHn`IF45QcEYpq#f&ljf1=c`#!Nx#H#ilJD z10iiUWyBZ==|O{2)<6&=h}RyBf#B%Ok|vN0k7u|cTaYp@ky%dEmU36rW;73^+P5$T zC7`<7nM2yNq9V<=rG-%$VC6q zLLg#vB7y9GErc(`KH>D1;A11sLEWdeIplw@)u zyell5Bdf45lx$#m3`xwiMge?hNdULO3&Ln!PE)O=#;(?+gaSNvj2VM> zklPV%V#UZYX)oO=;bC`$$Se-P(m5N^PDbTo+d6eL;MTMFiE+8Gd?cb1_6bhmAr zp|bUehDcMGCOm9HA$;tLKMFbNA{=ZeG(1w7(JiJ)4u*cSCJtEI!hGcxr0pg<_*dYX&nd*p#$lEDB*SC*fMc&t46YA{0;_m)%FofM z3036@ZAXVdXf6|FDti}^Khd2KZjjCkV$PlqRss)(1>%!$Vo~6Z`2{0@T93kD=>$2U zTdH4V2>D5J5l`O2c)Ua%EN4+cN+{Gl7kWD4gYcmB);pLt8QYLsLB5V|6VZ-PPU$^% zOM{XD;~i0w69*maYmWX)k;WH0IkqWidJhd-5xvXoa z=z`bIEXDPb=~UM>_2b*83?XVdFf26=e0`GaYdZ~FlWj-}p%U9vt~aL(d;b=*w=MD1 zg-oWuCq00v8}p;;*4lM4bEAYZK{{aUPtVG>6e6PT8Ct?kPCW$4x#X0)gVs}&%|Q}W zY$;z+wILr;$#fP#eIyXdN(bR`bR`=S!%4v?aLbi;=S~F%?qLB$mR^3eEl*ygQ2kvX z`0R({UIg-`26=p&q$+0c!MI4KTVkGxKKSwn-C?%S*7FhqQM?Y>>8HPM zMJR?W$XB$3We{tXYn;`=m>@(9j$9LAn#8z>-j=phj#F&=AU~l^IvM5AdYH$RV!>>Q z4A^P~>cL8Bn|nIb1CgnRkA$|+3Ye)KFDbO_)=?C8y|D>LnTYJIm3p82U`I?L|4)FU zbJsKoTdX2#--9TBDaF-)$$ORJn9}iqI28{Zp?Ptn4WvEoA0TUy+=&ZdyL@=Ll{BBgJp~y2*=#YNfgo! z%|{7L+MGiPd`WsSpqxXAklNg)F`IC?T>zu)amx#qbEvDKIfoL-w~#)bLY3rnhn5kt z8jD%oNtrmKy~fqyTdNdFEl;i_C@TrK9|4s=-JU4|KED%YjHeRZ+xUWQ|X2Frf+Ou6D+*gKk6JQ zb1;fxUc+1n>3{!0@EUq>3??CgMq;45bN((er~j-k4i;bmF<3{bi7U~yDl$)jD48(I zE@aRDUodZmzFjS$nmxQ0*=U1AK=ymnEA4HRiKV9F=pYk}UZX3*vJm?c_pzGF$V?I3 zvek^!lCIK3Kq$%+*<&dznwFYgu`7n188ORA%gHi}OiM%Q>w!y_a6om!St>{$Y~#ahoP8UH8|gkX(fc~uf}vP zc!_+i4@-*-d+tJ>DViIdk$@DdD@9GpP&oGnIaauw-qh@D#sW-^5 z!rBlm1v56i!nVXs0Gzt%(|(V0vXdaKy}}j3v3`x6_WVJf@eM{>hYBFm5<*0)M`rYU znT8=J&~ysxKQsqn>+hQByxbf+Gxb=i=mxAs%umcqf)JQlwh}5_OdVtv*W7;`Y3SF9 zl~vgu&3&MV=+V-W7vHrCXf?MOH)J5e!9=j_bSJ~-#*jFj%-gNI!w2~1s5ZJ=gkEC& zjPAaG)!i>xbobTJ=x&ku+R@&pOSD~`7{X1rJK}3>M|)o+D5R#rXNa+$WAbWc9_6^| zuJ*n@IavD6Gm+_pK_sEeJK4N~sJ@kpxc6~{NSJmt2%a-bjrz9CBBQ=9tm^yiYH8HB zJ(%yU`o4Nq{e5-3`umKI`7F>CB)`z5LVtyU3xy#N6=H{0zhktvwE747o8uYxJ!~mt zJFjRl4L3H&L}El?Ya!87y$57}!C~XB3?#=yBIrh}brCFhrvYq^hCORmU4Re=Sw_z} z5hwIGtuDZ7#7N?4Oj8zm<7y<^%xT*NEkRBLBB7kk_Vwh8+gFrVt zqzxiDSW4xTC=Df8t1%>L2-DsUokJqa5IU}lbqhNP~ zdKk&3jQNEmyb0oQE|T91IU#p$Zh>T*lS%0fDpW|LNW_v!NC$nQNJNZcK}60W(Ls=P zdq{L)b4Vn@p2&^X1UiTi)9-EeqL*lx3MT z+Lu3iMs!iOF(i^7$DCyA84+~5kU1lI!E#2Fh8pP7Ga`EFxRVaJF(k7p*|bYd7{?eA zOEs#pXGD&T+dqyUz0^lS#aL+S)}9fuWspup2^Y&5(UKR=%@L6^kOX%!ci#vVg7jS$ zo)9rQPg8XeP%0-x7jjOBE-2m(`AsjDK7$cC=@9W)s^C2$vP&Zt=7`9l#9gA2ObCfc zZl@gJp3H+uCDJ)51*ql;kqECcIg&jg5+f8^F)$}Y&XdxUPN71KArX0zyDXIz-=&4K zhyMT}~X=9#=2{6IF7s&gs=wcp12k2d$*9dzwi=^o?Y#*T3S#$!AV`xpmootwnP zb!iL)u=7#YSS|1l0gcm}OZQsaOG?_~I|;Sq#|X&QLE*{v7r0A#|fX+7qF z&n@IuFl`_601QuV>%}|(KsY@m%MacHmZF9g0ovuaqI&rP%HJZ52PKwSvqy>11L_YS*q1M0Qi=t)8Un49)LBf z4=m=vH}bDHiUlOEgkH#+2N!nC16#`EsSOQukTrVh4x)LWR-v0edl7q-Hb5-2usOn# z(S8fr2Iy3F!zepjMD=b6B)?-ENZ8&J02%85jH?O^pHdvvQ48ZRp@9GfkO+`kCK7aB z2)&_W8(6KkwT^9I%co+E0}$K~D&iUk87N<2Ya9&4A$KF8$#xW^djA>gV;w+`Mi464 zjY5@V90cgySi&;b;Rujp9Xx~`>j3KK5VW=dpZ7OJV-9;VQG{l(5cN{~J9@&2_t?cR zbK}JxZ)m9)(U-+E3(`L_1HtH&@^sdL&NC2?T>wU?L9L029dRDHDpyPiGHwP)JcP0lbrSj^6NK6B%`JUXIk7z^&YA|a z^o!KJO@oee`0W2>8szK>Rav)ke%KNJL zJ0!O>c4WFy26};B+Vaw^9DOyv(9^GsDD!Z-^~)Ilk($GSt}9GlH7xA&XZFBih%Of< zm{jv&4lg}xYvSxyj>j&c7c!ctdQ&{^o3GJ{aqyVb3?SWa`( zdILq=%W@nff@jAbKpR5*r(O(FPp~{l=N_mF)DDcJPULH|=pWY|O?id-zH27Js%+y) zD)G&8;q~=T?#HbR7w-|J7E?6-nj#~_@ z2KI<)i}PK-$dL6dTc(+k0g?+g1H_+qEM%hK;=h-3Ad3s$5zMGByigveTF&!-S8`^F~ks~B%4IA%`mn;upS zmqF`_g*&*OAy_;tk*=nxMR&51PPC2ygn9$>@miAH<9X7Qrl% z_wm8^{%ts~5m;be-w`3>*7V8ie&OKQruNc&dF6CWJSUJ%Cy8;e_g`x2GHc_R2J{v$ zeWnMz>Y7^Fmvv4t3))gHrDrGxksZHvdd^a7pFDLqbc*Jq2V#_xog)+Uv_wk4#D@k= zU}horM`;|p;cF(3*iJj8o0|n@nMEcY>yU+I~2 zup;a>x*n3iOypHEcbCk;J2Ex)onnY%34{>&81O~$7b(h^!>>B!|2JL6KKBt$e(Cc^*i{!VD71+<+;0?1Ur5VmT-k3Ut2!k(9{C#k4&mb2^uOT^4kymz zdBH?{uGO(|KZ(Y$0m5_WZ%<9+X!aqEMMOE8sZs<%ZJ-lWLOLISW?)C3gljbm1;b_A zYSWM`!y0+MHoBzM+970#4lv71pFuo=yhb(%)fg=<4F^)}O@w@Qa_VUb2F?Xd2G&+I~8Vsin(s^NH-dMVd zLrM_|Gz&Q5kU8K`v_fJ&2L#(5En%NPAaKTJuQQtmI77S2bo@5cY(S+^nt`A%grtzq zab^{87z4HGA~I2dITHdvqN9qAytOqPhg%?pFl5jxHpC6hAU=$kKF+(IEXzKOn1SR% zE{*4r2a$Q64j%OS#D#Pns#u;R|sufbqxm;x;;s=0v? zT%H_%`G@v@mnd58>@)wx>=V_&MDmLA^Q zuepSXYp1ExB{>!yn`(IoAk%)3c|Pz3W1C+Qye(B2JfFj=(%fk`r&DNRhG|37Z$yTI z24I&yK<0BPFl8XgN!gM{9x^^(0$XCQaB`9|*7lh)uhTYW2}y%+3(5#J1DH*G`P^}> zWYJha%ML_)jKv^kv7EkEB>j#-_NG?F#$h)RBMrJ66Dz_2%F9fEXn1CBw9BO*E4`;+ z)YDHXg0WT>N`4g)vMI?Pl<{1>^*BfCtWGKZvpFSaC*XL<%PhmdXian_MkEhSu~#;; zs=)i05bQf$@CQf;L_7IFNvxPwoT!Kw@{S-l_*PTU=pI02*hf0j&|QRrX&)U465n30 zcww}?>0Bh@3_3ND(pBn{mjhDI#EQ-ffmY5aW!QW9Iqa%tfdb-emrh~HrbKt({3K3a z`qQ5#Rkg@q{J|cgQ_lOXP5?H9X%*8lk3v8-_H z)7`IAn?7T%u+yEf61y)O7E2{EvZy?0+CU)b$iB8^5-wQUHk$*b*u`c7aAvgE$*O3z zMK~QkGdY+h3>za$O+#`SM`73Juuhs(H51oP8Fz~Q6Pb=Xr|Dvho_^S}H zIu(9Nswyex#W|XuUZUFYS3-jQ8gq*|SH3l^qSach@F7@InT@o^l!)DoJciGjf#QUiRoj^i`X%?U3Tok z5*ZhyEip1<`b6e?jI1$sV$&-bPrnO@9S?Vmsl21BS)A|T_^q>|7`?(tURAg)u@CA& za=$nAIGb@*ZLe@Emo5l6qY-UsksaS+r2_rbaX(wsL_dnm_e#%j|MqIBzCAw^v%@P8 z^-NnkquE_Mr8w&0$jtJXll0*jrim}Zl=3v{Nb^pOC&1$x(doeeIUM1xRwh0%eHU^~ z>6U_j4a2b1v;;x%N2I0s+$?2TVLOEoGN$k9_=-D+mu?mbsXXq8;kl(?D%}3`b6eu@ ze8qBO2ysHFTFWrgD@^c)I&RMwxyH8`0>a3~tEI;DF~0qt3UfKVotl`w@Gub~uk-RU zd)z?EI_1$;HRnf%?(O7)%65S&8hkk(5TsTjsm}xVhUL8M6@EP8-P{Bx}SUu9^3_|Wt zySXi~H?1`6_vD7JxQX|fPSdgm$)Scz*PV(*4sgW(gCYK*!Q0i)p%Z21bEW1CZ#soQ zcC|RX>3HXbmVTYRtW;WS{zWaXX5;gli%k|(G1Q8)ip3Wn9td}w$~X1%fgl8x$gtaZ z1Hlr25kVfGA^qTCxR%n@n4XaeFV&9kkwV0@*F9GUB?w-qijTZ)n|bbqZ3LF?Iu#o1 z!KE15Vqf45O%XD|yqIes=Y=`sPxUVKzK)|HSx~J<2CUg_YQcnu5Fly$xN_}PO(E4Z zp9A>CIt1Yrl(93%Is}{fqMBIdIT<`OwdCpQ%!Zv!gQFV<4*e4i`I9+K23y9bF$wJu=S0B_Wk&p8HYe0E`Walsl!I z6&;J0By=M%i|7bKHiO3vq#(@H;aqUED+t-N_A=ik2p5BvZvCCQnCdctNl=5}<}|u* z^q7L43C4Frr;vmmu-S3K4(!!9K|~O4<@)HXiW0a@6a6anlLOY)(~Iu3uq4X9lLR$0 zT=SE9X5`BZvk6U0S#Tn|^0FFde?)|lXTf~oI1;Jt@*gJ#x{YyzV4)a8#~&FGQiSbp zsvTD%g+60O2CFL(goj+6X8zE!dVt4;abtBQJ`G`+$CU^&pVPUAQjl8h6OAKOaVEkZ z+wT#xA~U*6@UjdVG`OWOm&f#}SMsY{ni~Dbl?cRcw?=kdi6AVLa@zF!LXInON`-PI z!8W8FuERB78xPUak}mb>t3z;l-I$BcQ%3tbbCtT9;yHgAd5wJp6^MbYQ!1`RV$TTC z>Dt!0MPtkdk?jz3U5P-st}di2k#<06D23`uyOH|a($tpfZr#SuGtTuTg5Z=a_m6YW zP7>Zh03j}l6E6?8W!#(GFh&5# z(dT64MvgOaFj|5|;^YAN)N9X6CW9-7OyicNlX#0AFA_K2MERoUTZ{=`m*XJ*q-*7P z6D>qqt5mDc3S{1Sc87-3%X&ZabdO6DfgKxxvGk#7cuYFOpKkiP%HuJf5o2D;hSK?v_qc~J8#lbu+Et#Ojmzjj)N~F|8 zD=*1uAPJMGH`CHpmzHMoa3#vp#E{c3C^W9b8>>%FB*J$2hsH4PX^b^rPoktk5~roQ z5<#FsC$vsNkd+5Px;U7=@nXl}$YgmT*S4pj<-6x=ETE=~*e-!2j~>Xj2YEsZSL&%s&v6T+^iPq1xtoHA%mS-Zw|XlExVZD;(2!cC9}s-0F!Muyrijm|i< zp6*;zG+n+B2Sx|GMPc{GwH%sb()%_s(N_qOS)K_<@vbYpl|l_j0pZA^E1xh`GhbMZ zBpTYc@SV}-BJ(&XtmVeyLSVlMNO?-Z=Nu=qJZZ^`s96gHq@*5}vOQqMOh5`(bqNsk zdo0jIq=3w`rd@lqs)*ZV>>sQQb$KcoZ<+qAyt* zj{?GbyK)CgKcOZLm~-zm9mI*j1<@B^uTr>(+kpn8P=-@5mlR!UKnf6IOV*(0gh*x< zi2aaGh#1c%oT){w`4pomW<3EZw$$heI3ocmey)c%uyY?LwwvrgXdJ1Kcocxy(;%XV zN6B<@;!q8r2o*+$ZW;4fvMw7flewnecN~=QfP*lTqVvL zL=2cWlp`8wqgE1nguZ*wVgit!j+D#YM zh!jN^kCD(RI3t@Ykj5Qrpd&IXDM_qS>Dho386!CcVg3fBfV>Fi71%kLe5i*ZY%bHL zWoL*z`MDuXE$pXOjlYFWgFow6VC`@khDbkS1pHm~#G@LhGKEn7c z%|)Y_{IvIUG>#BO_K+oak`e_I;T~>Ravd;cR^@nrX>q?p$TEZiV_>oYf5hn}(vx^Z zNt|8}^6cMlEKaYdq2u%dna|Y;<-CARr;e)%WIEnm)f-ah3~%;X*28L^c#QhI08p}{ zz~Vgv`O!zm&*#$AJSVoDiV*1LD?Tr(jpV!rx7d;Z>y>c$NZcXQey+sK=(bY~Gd{2F z_srBaxFTUXb{(FmI5Y6qxV&!cxV*sj;mv~LPkA^{*M z28nC~!5~mKj2uHBgZZA-gE@WkDlLpF`9-+&KoLG0hgVt3TV`T)cu|O3+ciwoCkq6bGeySV z1ttSkjGR&!I}&Buc3L26m(V#41!EiE1rvW407jWpz?jfp&~1^6r7o=gE*tum;li(e zH=pC}QCdRW;P1-%l<{ImVDQA@MaQ|zDaps+x_D}kS!g6c-ct06?(vLEke(ud5GZ3y zEXHwpk&hY8-E~!$7YG+t95ACnVA9ee%*Gs7J=l@TAi0bTHS6)>b37Akmmq82ph%~_ z;rtF(j~Au5M^=uG&T)7cDbB*Pd6x)eUtElqm{0X~O2y*^f@MBs`s|OTFd3#)JYGx# zqPV4WbkWkUi*XG3Z)m>eV#f?h=p0kVT@h9~UmZ+@K+g(Uybv^pTIHf)iX1Nu7*=dq zy}lfg&)K?Q(&_PffV0g`Q&R}*Fu`+AL&xI%)^hV8+%BO5Y+Fv z-Hi1J#7(z~yt=$Vn$nm;_4nM!ae3WX_m#HPr}~ba1cF_5g7&^*p{EG`C!$Dod? zSv5Q4Yt=xh#zY(o&#A(=Wh~ng=9Tug$oZTpHgd6P`^3ejp6y5dU}4hGBFABO{pf zxV!*-Xf{RarGYi*l9vo^sxB`ON>{?y-}4}6E#`Ams=lMPRA0;SFHsLKMn&}rXak$E zAkgEhV(y6Ka=aDa!>;jiUIHDt@-qs0#XhWBB5X_WDhWx`lHZF0adYtEiGzE%l-A|h z(7zkm#ki#qNO-;I6)mxnZc4Edj2)DA$LmEY&M0Q_mFn~}FOoP}OiWsOU3h0X5&~*# zQOyaUqqW8A^%ChOwk$NQ<=_atUALFZff$Q4Rc{ptl{bt@lp3#+M7poJA#o2v2xP4>wH{#*{ATb0rr;@ zI`#$f^}A~$%WW{WLk|XPXNyGVI1%M6m%0aI1dBa&!3c41)uRCQoP6V}>;j7r)#&f9 zJYkg*1X1Sf9Sr9{Wd%Zmz4mtwg-ylzC~^=oLpk$UIT)rcCNOrIWq3Xd2%aVy$C)whEP#hC(P?)f1d?O(O3cJ_;+dQ8f6alUJ_0PM z_7asWt1+=|FRh2qsz`kqQh>W~DHFtc#Kz;F4y$b`!U!GRun0x)oJcqT!(v(uQ@)#* zu#FRi7r*1>l@5-HoI0IQj+Zm+9OXV3wlS$8vorRHd+a)1#YmsngR}>*FcC6#AsNZ( zLJlq41)Kxz7W=N&b1dm-6`~_f4~{;hDWwaC?V$e56nVs}7G%s@SBAaQo5o*{c}E8cEOkpxFhqX+SJgAg(5^nl>)&iEEP z-tM%;`MKj6o8K>Tm)+JGbKKqbq3%=Vo=)!hx**~ck`j=LKKS7~K)-Q9zP*N(gUDaF|1?zW{9 zI9hkNpKB-sBUjS2n$ZZJZAM@Pip4bo^I7Dr;B0ERS0hNJ{$TxvtY@bGQr zBZRO6kgB=LnO)r7!)Zv4meNm^Qe+Ksz>G8QZt9UMT4r$MqXI8Xcefr@%5BZuzyyGK z+LYee^q{v{5eDP$rV!^4ZC!tNc(%dsEBqyWOteADL);hZfJcuwQ;8)yTPEfJLNNuq zV*)`b_ha>TgTQaKNNY#k$k{Osmf5Vg+m>YA@C9O=!RdgCb6sgvcQ;s_cMOspM+)r* zNpE*X`zo4`$Yy&En6#k(LCt87tv!GJR1 z7R>Ox(xvQ3cst2#uo@}?M!pz>o3~0Y`NH9kwzf@ADXd`PO!_g6I9y;DmpLEp{wv>e z@5%Xv{e2oNz!`gtr!qtx^uq=igRt)MFhjM znaLcGu&R>E6Dmr~Z)66}ru6c{IA(L{*-qpZ3#~lmR`N^T2N*lGAIkLXSvm~gE0D!! z6|mz#c0EYxfjQ+QwG{nx2i`)BrUpPdc418TFA!SRwpW4~J~tM0qDg~C+R;5Pp+OfflK_wm!5}nIY*=Ms}%ms zS`nk?SpX->5RvG|m{>y0TZ_$a5IiTd-m?Fv%%dQShZa<#^x?Momzr#zh|P(;L=j=$Bd{Y^BB)0bWI=Y z7>t;&uIXCGU!X-9#dnWv*XELxaP4_3PyIHuKb3AfFRFmjnq7TkS7%6#u^G@ zOD;%08!66j-o^I&b`6c=*Vu5>DbJcoAP5N6{r*`FKM2GH%DQUYE%n@GPFppOLAbT< zilknyWr5g{B4Zqbab?+U5T#-qgYb+*7t$EVY!!b_MA-=iK_(3L7{}IRdr4czIJR|i zMDRt%9OD=SlfuzRe9qGxGl#iRywbzeBmnz5jaunVgmB1Ki=HZ}==!a@AQgtN1f9ku z=l42!$2O)ZD2!@Pp@xEhV8>Ng-^4nmF=d8)ZrU*OhG|REqgc|?D3*qTBFCKf%~{S)A*AYgX>H>nDMwNg0W6^)l;T9t z5g*$agePOFT90jfV(1ms07Gnx7?|I1f8Pr`6^*LuF;-Ax#N zprpr2wp~^MVK%5`1O)l97DM;MmOfabj}nee3bJHF6v27fV4>&9qJ`bd zQU@VU0bZhz7q%_{n)FqRgV7R;B@rG^Lv9sS(DStnrq6u{HA4Jk;TD;0vnO!|p0Nc; zAAg}r(ykERiNA_jISH>ZZl1cy=V}_$>yyPgo?Jnp6G<3u91(jT>FJj$yTPhurmOVK z^Qn|V7-WldBTJbrrFK{MJ}og12G?HS<1nbN&f8DimWT}IulF97RxrB@{~28YXRnkA zb6Cdl9%7MnZ65qECc3ox2s`vkWYF8+<=CJ2KXq-&b#Bj?g+l4mWCSHx4@xVfDVB8M zBJl%?AYG6SAnYjQeXS6*2;+M<@+q0HJ*`H&iV)LRG9~|~2&)-MN4?1iijS4vc#G>` zBJ6i$eOmXhPJ~cV83=-N%$@JC9dnB(W&#k-{AkGGvEoewcmt3+9{sCK(t+AC6K{_Y z@vOIei>M6S^{P>{pr1Dc10+Xq*22|92Td=7E5dm8n-;o5nbZtD76vRubwPs()lK(Fqo%7oT)gqeGG$*BQBc^x7*bMPCv(}xr=v- zxEECK@Y~&i1-RUyMgeIyP-lp3h2zMVD70HK40cBf0Atz?!l&=eAB>jV${|-+N~st_ z9U*B1jmSIgre^YirUwm?Q?^2ncANatI{Nss`9L!e-a1UZ zTs`x;MCTDb=t$rjbAmb&HoDS;R2iyy7bKB20f_B63+pGzB!c0|^ce$*f@M?8+XFOp z$O|vS=bb8Cn#0}A7H%ngY+V=Z&blbM8`Q;wBY;gNWd?!GS&GieLg;gY#M6+EFGeOP zaYT6L$EMlt9`pYe0ZT-|WR590TbRGH1eLaCpw(3FY?3JS+l z8)VYsI1id~RAXmR!8pPb{h^WUl0)c5mPP13#>R}Yyv>&A<7DB@2>KJP;3}BxpQgDa zpC~uKB)9*^3S*icOt*LvgPFTE78!l~4a$*^n)j&~=%p=rWzv71ZhQba3yjmYP^OBq zOibD5fu2sB5&e#IJT&zW%rc&SMMLOlX1vJ@&TCL431q87IOoCsT8wfY7{i%j>@RXV z{zGiqvmB(yIsMXHAl8iHPv!nJ_7TK&)Mf>L`UXvZ!CqQB!@62K&@-wK?Ct-MLKk1i zfA{bWp-u3$dm?6V%z}f3YsW4iE0gL_9vr(s1hcCvFm{0miN;(IYZr*I`>r;RU4V&i z=x!M#R)9#ILDU<&K#ZMCSA0u3DnbL(tJnoZo#i;)&y86i)LRK)ngs&LWyd#m!3#2m z!3!44AV}XQ7|TG!oeV7<%Rq>?EH#8`8oY_%ZY&bpz=8aEGJeN4C;@ahhRzqtBxl1l57^7SU}GMLO=#Ab2Wk7e0-l;N59|Sa8bIqHO_@Cpg2y;G z2y|mWuEti|QZWxKMZ%l%M9c#bav?dmH4nsaylRluJfH(irB1Q7t+UH6$R#uo41(@OR^RP^&vOnb=`B|>WA^}=Mo+*0Q<8oXMUfOq zNoxzB^vIke!&urL`{2P=>ymT9R?br2A(66P>xU}4O|5lsA!dB6gY8AxrxwFvA6ml= z@tdAbr)EBIpxcWM=|ji9ALU=O5Pnx0x)h0y5S+x8B4md#9&6rY4)_SJzL%%UQkZ?WV0yOOhp5CDzBd10bg!??i}Bp5eZYL+wfVF~cCxL5 zU=E}Uy(AqX)H^FiHqQ`7t5SsX8*Rwf=7ZqtQJEkPL>w}0Hurfj5fo+XrF9YP3A?UE z!(dvEN9xlQI^b&>B3(gBQ5qB6S_e22dN5|q_p>d97*Ta8BFN>**BW_;SNhnz7*BST z7m3k2I=a%7d#q?TJdPLr+LlCSLJj2FcnYybB~&0?>%?w_RNs?+{a{EeYPMLq#kpA9 z0%^yIXGm~7h<$6`hTusFh3^$_YMO>j0eotH0qBOX@!pX`%9QbRVp?&BZJ9hYFM^}T zcCnuG(0oc^jt4@0mTv63TzB~1i7HX#P-Kv@I8Rc$5S~&jB0mShJ}DH!SfGypeP>>b zmw;O+@63yE0C@W3JM-b(JP$!V(i+Mpa5Gri!V8?;!&}q%T^pa%TFFlkA@y7G>p`b; z?KzR+HkF6wErn9-i1Vy`W->g;Rb6ypsEg&<0iQx-v^jG$PM%`smQZ&aO3=;E!H@7w z$%4}}2ur&4d}#hfm`#@2-)Rb_Z6PzBa9pIJIjohJ<^_nKmbVD@mj_r69yO9v$!IHs zb9~Fiium27^2%cdxBEVvlsFt&MeLw;6#f1gUH0*%dED`NP75CjR>dS`C+SYHj@i25 zrC=@!3`HV}^a%boSShBVn#Ed-t*00%Ar%hu(tNPmW2{ouzJ+2#DzIoEK%AKoMX(B# zqfFyVEJvIzDTGJRsRJ>lVHv_V6*57bD6kDuilrs^|0!h|MCl;zdRvc+l_WW>i&<)3 zegHwhrX{jmD^*3dUSDuPz~UM#4X|Kbj7Lk*sosGDqIR)yPVw3WkUE~kX2@W^R1+kG z0+50N7}oY+kWz~Llu>3aow-s*b;Oz=O#j_y94~TlF5^UQKNuO_-?e9`Y9d{S*UG1~ zN5lGz{<0Cn>VZ~-JdDMR5mN|l)Q9F>lgKH!7+dRLuA%H%2Xj2lC&mag`oydf81fR$ z7{-Y{NoJC?AR>hleG=gWChP%X^yvX0P@+$?bP7%M>1k-9PtVtoute{ip3^1kBl|?` zHkM?AP0!di`lOtEsS?^ocz%g*exgd!s&t{T!Q}Sy$-&Zh_Pq>nqE901{-o!LK8X=s z#_6{7&Rz!huM+Mms-X&RR$oe%uAo?})xu+B=^>3+%OtYKyYksoc1SK2q6v&|@SvUbt5$rFF z3Ypr7r=$HP=Tt%B)y(*jdh}3_dc2yUT=Fr%67dx2OCBK6&CUwR5NcD5yhc35XrT_J zc%VcGxu#Geo)yc&A+=gGw`}QAhz!A-OBiFq9?W zjnHfW=h1C>Zk^jQ+CMRM0i;#v+FK7m>eBpbrVVQU`IerqxESNoq=&eR30qO(L_9xW zPNo{YzTHXf84_ zPfOv`(bOBKrU>qgsx)Jsj_x=3EJf(}*F*OTowvQkA{*T|-sb)Q zb%8bXd3yp`C-nJXiq*E(fkFN6p|>CFGti~~?}R=N$+-DEcR4v@VDND$$Wfu9>A!I2P!wwGfhgaCM5hSOpsNTwVTp-^lD0bZA^RE>?` z417_d!6{=R2;uvj@RhkjB7|O5NRt)yAje2}u(1--5(mLxuu)_pjTC{5m0+i^WYjjb z5;D7<_+Bd^qm5#dPj$SDa7sg!94JJ?wj4ksA(V9E+*7I{by^0NHt_k7wl;zQ^Dmhu@c9858{q>M8zBufIy*Lk2nRx> z)Cqiwam|#S8XG|b@mT)SMsOr#?Ut3sM#yAx%XX@bjUZX(!qo|UE`h`Hu@OXaNKE!l z+>?c=X_3`CCV~hSrjmM0ga=s@;el!*&`Q;uBQ>8VQ?|L+z8dlKVyiX40(CPDp^9-;b8pj-%rbfDG4JcS7xXG0SRpT+~NF>ves0fBYK zI=Fop%(ia7ZcT0CgoA$ooqpYlr(YMEG5#t0VDr^U-TIwN*?##%bb<2~EUtfkChO}b zH13zrVqDqwRfIxp4?swz!dn2s{34A&I9bYC{=1l>|5w}cKCE9v$RfqU1VNp_GZ(>T zMGH>7DWzr0nU=IpT;R7)ga>gh;>D#N3y%#l7974`c$Dv<4{%TlalDTR3;>CBlmFIi_q15rqeiO^kSwul!Fo0#@Z_o4vje-uYx9OHs2Vs!GiPat1#sI~)n zHU|U;GsP)GyqNK(UNOePLs6Jw|FA8nNcIsJr!ROw4}?D93wOl$?%M~>f&3gK=i}2B z$>xMRDaB?7Q9(Vf@`4;9T-EmF6GT8usQ3mcr4TX5yMs}R%`G+{2*)g0vLGCUVABHf z1&5HE7O2iXnS}(#xYRLxDya$`QC#e zCfTi@a+Jaw!j$3##pUhr=qI~%dVtl$!4BOgU`#I44CW5=_d}>pAm~B<>5@*jkM81^ zoEUCIi>YTz#4~M)CUL*#dk_z8056%zneUNV!KyQshCE~WsV>b)1VN&~5g?(;o6D2TjYK&8HU3&sm0kjr19M33Gl$#al`*%im;IVy5a9rnUFm zJdpQ`7(sjM(IScygn=+2R3tf>Gz$=p3_uDHtW=g|dVn>_Iut7xkafYZ{jEY~ut)?^tfK1qf zrVeJjm4%2vMCXKa@LMqs5VAlrwYabFWc}S$@P#-T7>t=iQy|PT@*f0M;|d#zEK-SF z9Z1G5pEuuhgSrt$McvU`~S`Pr~2!TQcBDGWa=)QOprF9JDcNjg8L+#fON zNHmJ>_Ij2QQm#B|$(f))~iJ;u(E=DXrc?D@N<8rh+2)B$V4dg1*O0QXjhz-YUVu%yEmBv}A(7kv<}k6(A#`(oHnhm181gR8(Xt4tG9}?6Z>yH1lg{ zC?ZpU0}YQj6hTf!N}O+DJosw;c8Cc^ukf(^5r?#Vkvp`DEdew`Dn@Z~a#e_*BbV)x za+ofj%ZK3fH&XLXiiVe>XQnPwKq>Et6C)Q{f~(p5jh=vw?Ij{G6OQva!Tt2yoH-IkyXmzay(@4;@^EpM+hhV=HZFsJ85EOXc4VwVD1 z_%*>oBYF;v(Vwo&OG(&t^w`oH+2mDgl-e0V6nm&W%wiHp2mdfQ=RAgRO18lDla-bbL*2L=VilV97RfXa#RlSQNHM+9Lfq67T4Tv)w#mQn!1T^XTB4n`$|Z%* zf>h}6a1wv8Xx*c=5}Q8tqgfa=<^x!bgeIZ;3MEM!q}u>TLWGWnTnpaAY&~3s z+@&XmT>-m_U`^K`;QmNISHyLQenV%ro~6Xd8DSZ4w{C zOvad?x^+Y_DefLTQ$SuC@g@Wo#XZ;(pU#T2Qu&Kl2drvBCmx z>uh&Xo@j=W7;zKB2;=V;I)!sp&nVRpH4yei-WhEvbWJWMvhg;g9A!60OZz#bFafZg z(RKh`{^{_`v=k37aT6G3zL$C!vMDva zqEwPSp?o_&K&E0xcM1&+o`w#c&gU*Mf$USne<=>qe!sKwaqg_`wcVE;A5y8-k^9hjfY~IIQO_ zS#Bmyr$BgWAp$2IPfJCf;hj=w8j0|YWJA;*(0EI!p_tmR-qaJ&WShRHJI`0z!f71P~Gbtj@lgiIrN@{K9P(%=>) z5gbEqP7dvX}CcSdpLhbi1$ve75WCdtM@YSZW z0S-d^hF+eA*pNmNzF%X*5{Y^H1mZo6RI}TR_5w%pAM8?K8yYI*`~BR|G7QVSrB6uy zY*Dx0XQoo`!`vZ^+1wJ+n5c{ULPD0#=*8-x!-4`Mc1`!kjhFV=u7+pWhP%I^_c(pB zn199s(hDqxm$0Su8VYbsJ%#FhOjo@RlctNb8r!7{%dyE7!&!G^EfaWVF@L8N}-;S#F%58N@?pP@5Eqar>5kmUVPVU z!?hZgP%M9zGKP~w!9e`*IfbNqqO}G)xX#vM*3+k_%{UgK^!}=4`B;cx&^arHOM5Vd zoE5B>tQhpX7UCfC>*cB~g_>Xv6=$|Y1C&CzV?AVk={SOlD=|?1?WUd#4Lx2vvld)t zsP4!-k?_<(N)>|ljdfI1IxXzhY)5ID$z1!b)|1s3=y-!xGHa34%3JBZ$OyqO*kTYf zzSFeiej8$P#%Pv04-Y(6L%WHM8hZnWH5LKAWb&cq%0LFk%!TD66iX6q`wwN*eYBLo$q*db4Xq3%U(jJxyvm}FbfkuBFWJhKk>h3ECmpe zJbo>b#))mwr^k(a|$=^tluWcP+a!fiaj@+^Rz##uG?(6m!`OJ^ZLRxTja>f2^ai)rX&-G|Hu zwtBU|bcoaq=Gt*=r!SI`&4g^J9X>5Nj!Pio_oJi|r3aaDn^`-W$kf8B>^3A;R#c${98A_*a^G_Ela(k4@H9Eb-Q9-Yy()N#d8 zihIatN%JF4L=bdN_R+_w2bR$&b9EwSZE=(GySZnc5J1;l-Gxi!<`wY>3VljXOR%J_ z8Ib!u_kI}bPp{bBC+>H9evz!f;jorEPDI#{3{zSfM{77fSA2n7deVpZW-is~XNBHQ z%y$beVpT3jWz#%HG&oXCaT`e)nb{I3)a+L=;PTnLLG( zhw|wFHx1>1nuQ`jY&$xsStx!!*0IZ`StzuGf-+d0#btap>4YiO{NkS|)2*jO zCRfOJjTeK@ytf8+~2G9QDv}En{Aa z^`Hw=)qPm7PzuW`A}6hjkT-+6qEBX_OugLJ1=cJSOTiGZKeSI4$|Ba=ER>7MBJ6_F z140tvgQlV6dq!{Ij7>uk!-|CpuvF4eM6#7ZQY8z;0i*5H&}N}z`gCJZt(aRb6VBPy zgRyf=CQ9mN8}wj&0IyHDzvcWS$8=pvO+-mglj*bji&7MqF!a-KHW9^ArPUE9gV@q0 zqP(TX8AB_Q9Lwp!nun57ToF>1Fb~B!;+=rBG>Is|NaTssOd?9e z81DMW%qF6Q13pOPaUgwx0lf*(0c|b_cckGF$qWZ0+Y!-uFmBPq%OeH{xT#XaC5c50 z8`p~sK464zvuA)o3=^fj``r^K`a@sF6a58?-kclOT^(AuM8H@Yh@Zto&^cMf<8lGP z*`IZIoLpe+bm4;Iz7avr+0r<<22uQ+E&GGj$#oh!4keI&4yMt`CDVbmQ|p@ou-~>l z?kkXvZV{`o&6%C{WO;x@A5gE}G5`W-mG|pX1Hh;&pR7wgI?R+&6L zE-;?{p_j+U1%k4J#}MT8af!H%J}#~_g%f)gZCqRw^5#!!jfV?>loqPJO2R#YNkX(; z7Z;^)m&AI!U;9R==YGE&RsOksf|guIdRuo6h$CiAognBJlCKC5*!6L7ff&XW85h?< z-u2Q_QR;PZr6uzoSsrz9`8^N!AuEoL3k+{$9rW>W0etb94F!tct57aXwMeF%b%vRL zAZH3))?jKQ2HfaKfP#^*g6im}DRwR6s2Cp?NSs!b8Xwm|9!LMdRMp7kw3J&fn3wT! zQHIABom>Fv z_DWV9<}{WsjE& z1c4R9dE8te$kWK4@sU2XjSD;+ZYQ zcc2{-Zx;xQA`<&}pQJg1K^#xUoU>vI!wTq(_ZW|fN+{|m{|&9YrOK*Aj-Hk%LrP4L zd@fcN?BpAVbaOfd82f2b~OF>pVC_f|DVAa{;4WalR8CN0QA*X#9yHXEh zyGghwbJY|^in#8sb+oGyM=TwEoL!V$YshThc*;keyXBQYb9ErExQk>bz_ogMvl=q(RfpNV;`aZn^!4a8o+w^>pJHE0f^s=^|uLgVC~iMQi0g>NR9ftKz9At16I071=||07<4J6PD>!t)0R$x z-b3{(rJNb5K0UY0hxuEbiI9NPuWf;p<%k>-8>+6o!R~0Vq-yPsiF10spC`|M2Ysjs z$9U_cE0Ns=jw#RgkvZnt{2P5@Z|I?7nagSMUO|aZ$jm=s2~sc((}Iv27Q1u8BOn+C z;c$|o@d&iuH(wp09vsdecAbY(%Up4Oh-MH*DL}c!>lZmw}nOUHZfQxj2j}7Rb;PV-5BQfHoUk6I9lMXqG$MpiU|UN6{)^dMAh?L4B0Uk6jncuG3&o6E zXKN;U4MxZshX4q^mt=Jk88vqV1Ywx(HBi~Uce8=Qi|%rSj>cY%PNYe%Pa9xnlPl{p zzA3W=USkmY^1Nj#;mykFZ)wiC)6kAf|8T2`bVCN~5o43(F2V+j-9)EzOWirgo}zWw zg5&4YlBwPxq)6WH#chQ6YS5q7cSoNrH$TU@p0M*I*`-qmuc%V4IxtI&Qdm+D4yONV z{*Oe$yh%OC2N#!=*x*^8_-VOYG^E6V;sPRmV=|yq@L^r=ddKAUSQKA4{_S5huxsqb zzfF5s*g0dt&LIaadG85!($++au74Yh!*p3{J!okuEa@z@ad02xafm+HxVUY}17-A| zuRz`OU;;zy;igkDZljyy;RfN{NwY}nPf0If!1Zv0;N)jT zf~{91ZK6uSoCQ<++d_< zgpJ0-4Z?D+#0MZh2bwnQ0=C73?B2Sd`=zYRukB&+LUe8Foq;o@SFfs?^q&YrYPzc>gAFFw8t zO2r6N4Aj95Qc@iU_k+a29r1Nbjf2~kxHHPu$HNUmk0SLUN*2Ke|Uh!AN z+=~9C&8iIRnaYdNd6b3-8kO&%4&qUgR2T;QTn9G@9`+WgiyI_<4oZ!S8xH0cLhVpCgz`2SD&T!Wz5#f)u~9aZGlD*0Ht{0FKNEeWHDcups;uCBx%fGKRIZN>GSw zAJD%5oFj|aL7Xl~qOEzbkkTu! zLE5+o+9WM;VwSmWJucV8a%XSKCWinRrEro~(rDUV0D*yBRvUKCBOLO21io zNJZ@pJ~xRoI69cFeh%e9;}}60Z_<(pf*nP=U;s$(rYJ(#@EL zxRc1ncM%Dl08;R&MIUom+(H}$fpBnsbA<6?~P(JG@kIde%17n@w>rNrPtT$RQf>mRq`wWZ=)C3lOz-(nYe{G z%dFkuJ_)b9i>^oJKwNSOV`mv=KYZv5#XLsg0WvW1NXx##L|Eim{%mHnYe3kZWDiTy zc$kMVvo#K{&anxR*+rOCV6}@J?itK^z@1^|PfJ+2T11Y&~prKU@XNbswpLn(Xn#Wv;^`y?}BGvvEKvx>fwC)IlTf&bm8{=LC*LF zv#p`RX-N*u859t|7tR}U0<}}j%%OQZK690&(BbXujmYJ~Pp zlLR8Hc??Dn7f%(7zveLr`CVyg6&OSI;HqWTJf;-01=}tr@vy2ei?($UOa>OtV;)Ol z0}x7;bKbIL$l z-yosP1SX)PxkA@K1~8;)k+G1KKQYD`axLTsIiZrloXD||MLc=~GU@cR&7}x@9#&cl z*$&i)5Cb`!gwrT1AqH{;*+;2dY5gZ(m^J-|&D$@zeNu4f z@b?(cSaB`NmNPBIBK!U9X8KAJl(Fl*3g#!=EIrSIF%;SimSmbz;*@Lm(Usn_gEfssWcS$zKUdT)2|%_t*#Mi5ltqbGND#uO1|NE0>i3s z8bBZ-VgX|gZY3w-L0}jBd9Aml3?sB2hc1wt=AwFF*Lp-u(S`)WIHZ|lV{{Ysg*+i6 z?>AH8>^R4^g2PE8@G z@dlWhX$c}W;R0UyU{LlPT@~M{Ck0sX{Kh+nw}Zs&To}5@XI^3;{gDOJT9*3k3l1!O zKgOaIK(4m=_qNGbOFNTdXo&sHbJ~%fKH)FC?7E<#Ee4BlZAW!qZNI;?OT;s5G#?Lj6a5BV>xm#sLQ z5nn9KF88uJysZxmYQZfcQdjn+UKT8}!wcu+@LUw$nSuk^)cKOV?$gYjTLch{FgoRA z1~5Uxg#K0w#zH5l4C~2KTyGLB8sU?Lo}VO!?jo;nU`DYW6j;c1HbT*=ocQZ-VRfVo z>=~qFVkT9_g~Ia~sVT%J#I?dq%JY`l3v!$RFT4Q5bkj`%q702%M<{khD}9w$mA=>d zm|-(Ja1c3P@B$O33gY~<;WW1H^8^%0w1_~Paks8c#QFdu_(qo&bCMQg+$^5IW#S++ zcMc8`K~#k0$S%7}XY2g{lT{KiYWwNOVrgyr_SW_B4Ri>@zTa5v?c3IUd$-sf*I&_l z7zP*~nN^%SXaPv3Nx_M8iBXIpEe1Ct6|pbHSW_BKKfp4#X|Lt-`0I!EAY}|*<)vGJ zx4l1NSz~zrvc^td^!$I1y>&abO5pv*_v8Ib<^qvH7#+E^49oGr7h7{djN2ozzt&t3 z@zpkfS_=aB8Dmj&!Tz15*k^E3*HW<-1aMMuXXIK7BGgK?wHA;vSYloK!9Ix~X~JQ( z7DNaLw*zA?pi5aJ2tZn|xgdgwVQSZ0c#$<1UaaOqka(-sToCDA=b8)lf#7Kvr{;o4 zUJOzE#as~imTN?>xezLlVG)KKb0OqYA5b&qf&eB+CC%!McYA!fl5@;C5 zBC-K$h*H;F5W(0?y_yT5Z|~<{ z|IyAh7t%U`vuiGhbkBM1h4eJ3*K03iG%-(VE%>`5zSe?tA%^;)ln#^twZ|kT!G$1W zE?oMKxd7j@3HQF2V=lZ1EEIF$#cD2ya2$?$V=km695699YcAMFvOj{}F~XNnZMn%6NGGI!b? zV=bKD*H~DHRbE@cmeKOud%7DH5zY-nI*hp>RN=7Zf}O?|%Z9s_fWyV1e+`Iqai$Wf ze@k)91u+8>dm*Ic#@rxdFE|BUrxjHkdm&R$Axd{+FIeV-_{9`j-(w%! z^Rxmc+J|o}_V%S?``Ewl$NQ(0-ys{1O>-iT6$odr#JzK!`x@xBivq=gUjcyzLgF-R z>lW6%q{z2yb`R*jKKh;f{F__O1Q$)C#Hm3gdpB_H3vDKwgoVr}aoIo1VIDAo-Mrv&D>AI!nTpnrK700Lu;r=R>U0`NsLp<#qA zr7HoeIHi8$G8P#Dw;+2P>oqbDvk*FUHzVd=fI{rD*q%5T;^W~T%m8{Pg0f9RMTRWi z+Go9#lETbrun6U!ehJm1&KdMz*s1vfw{&03PT)D!?pWgW{9{W z(-vL_XluO^ONXwO&5JOliRZi+JA4v-MQAABLk%!|5nQW`2T4rwfxCY(*dQ1r3dbln z>+@y>5pKG)ahC=%EQ5&$O&7CNB)$mwp5=AipG+#qPaYI4O?keRUTKT5yWTa(q zM<(cswTJIW1jC8BV;u$=Iz{O(7W&3_L*rx^3=?y-Er~c77R!1Gf72G;pvXL=S&RjY zS7yUrUWAv2nGC;IEN*;MNcjMlL^z7u6e>I$bJbFIYu#>=6v~JVCFN~a*(Z552;$$F zhOS83w@gLzqZofvpt7ELREyh)kg#4W#5{p8O5SYxeZ8Uh>yXNx{zWnJ1-+pt9p=(i zw3sUaDXR5CFFDrf<=#R(Es$a_h5$$q5qA<%-Il|rADP3sHk=RE^zGTm7h-Wz0mSRi zl}pk0QUMI(GyzFw+bJc(BWWj;!Z#EEMvK4+&{{l%2O~aZJSQ-}AskM3whaN8%+4>E z85$M}W+`8WD5Cc^NKPwS1|;jiYz7)vGaz@2zgjN-nMYfAQ~^d38I8g~e9A%uNp=St z1Rr_uE#>d8L5-lNRO6Uc(1lA5VP-~$Q(-KUG6>hB{ zP{6&Eoa#GDCL$x=`F__OJxDzBWdoSZ6M7$51DA!_Nq!Swq8@$M0)}tXI}b)V`QUBN z8#g{8Wl^!R=-4u!{`cqqzzblP(^*2SojhPL0V`L(SYiPau(F>BscgVEh?Q01JAasB z#YB>UtfwOZD-kcF(F{X74V|G4kyEYS1gtE?+gdT78?d?vG%#S5>1nA?Sf&kFS*i_f zz-m9|a3)|S)IK4ll1(SV{mpzI3*9lp9Xq-~M%;X)j0BGSglSK-MZvI@wLXktIj#HA z!Gdth4la$2SIJ6@%;zNKkc0iD&JiAi(@-^0*m}_a`B{uG-h+vtS8BB63RS{^tk0-9Ho0zFM92n< zmg}9hK~TYwQTQczrP?w<5++C<+KYMh>!;fgQiJfR$+bMRAp$V(WyLK_%4zTHn7ei{WZYeKJMEOM)Fs`>kQ+JniW2%>Dh-zkNWHj?wAFT&fLdhDJKY z){iM~{-pppA+=JQfSFz;*^7QQL&j2@MxoHKQ;WRQxfmM28*87IAZKo@z2Af6Z1^;J z#k~JXMVRB~jxXI-VJAZ@Bj&!lB!mSSJ}}7hl!C{w72cKzZ{i5mM7f{K*^BVTc8X25 z*8B9E9u4pgZlFy;wG2l%!s4M)xVIl;>L!^r9Br2#ihFEbcO=$y=j5)#rqM8&|MNd8 zYF2goAy^L&_$n=@zu2p~rDS~BM@|1D6F|s2-t($%rv%e3&Z(+y5ytWLRo!CjSgALv zTfmtYsOrARRo#nS)qNXU)h*)Z9L}h2q4sH2w@CZFs{4*^sUV+xPZ_lgN7&3y$G5jS zxyz-rxw`v)b<2rh!=!7?H6bZSZ+rCg>TWSkXI|AUkgFJu>VA<`-4|QceHt3gP0#x^ zXLU18Zl6|j-+r%7zO-57(#E!`-{pp(*VWU9SU-Rc{r-~0N$$V4VS+82X|kA|+Rzb} zGUP;f+tFm2i2Pzy8lD+l#)LUdmdPUKDQuR>VtS;TWs-Ktin?JV zzm=f;6E+g_y)=V12p!cRLxV=>t_>1N5Zwa@D2=oQFJ>X)^g$9e3e|Gu%ncej0euhe zehrb5Gs=7;IVL0t=t<@KCul@d7u%qbZ6TSV3;j)wNm|d5lFcy@p*(s5_B6>PY@wa! z)^CGGb{(%2vot}Xus}w1LUTaXcE%fH#w6a_PHaqs)O3M%a6jOoV=N1%oxoB$Ed$VvfNjx9oX+FR`DA2#l%|KN6dZCuXavSOPE zvc|$NU+ICdW!60T7-EuV;ME-_TRHR9%=>l$eku?~^3>k?vD^-MPxwZh` zV}>*2YcXVoId*NmWTSivsf=aY(jhV4mXsNbVJU2(S_~pQ_{jj*Vp!z07#6!0Lt1h# zjBKgJAYwi_Kn(@~!@K}VGf5Y}x(x%Vy%|r~H7%cVzZ7q4% zUJ&8GW$-Z=#JCSSSPce(f7qMG*lI99-2$IjiJO(Wm@=aVLmHa2`N|#=7xVLRTxWHhknll7tS`m!LK7mC4) z`X=k&f^37uFE+O%;RsQ1 zog{`Mlu`^kcPDWo3pVmXp@pr6SKizP5W_a~*MAq?8;{YhzEnV7s9 zm|6fINRN!#Z)j|%TvJVLO&%rOaM0!sbsG8H|pi%?p_#gwZit zKynsa1P5vZLvuP?j8qP$@hycTJS`!_m|?<9@MzPvdb^`Sh((&SGsEKoC~4d2^&$b7 zKN%z&f>t7m9*IXshzz8ex$&5=6sOBY@Uby%QT+%t>ls|pAc1>x>5&McIxY2r5fNnV zMYJ!$I7i2nQ7_k!NIE^N|Z%eG1>fG}^I2GZd1+kry#TU(r%hIn2#+-6t3p>_`kul3aV#PVjxt`iG z7&K9kxm4L%1>>MjW;Hi23vgB}GNad1UnF`GLD6b0#S-y)>QA>JEUH{jEz-}S0_J*Z zv33fP?7=93_8TC<`yJgI;uqt}qH2IsYOc$ec9rh9Vj;o$?%-ABV7P+_=)QWHuWw^MvGr!2* zx$t7WnL)%$nzFWX8+3Z$-A=5dxdTlI7c1O@J&^0EMX*_!h!x$?rOa9&JZB!TI`=8V zAyQ`QHepR0b*yrc~ypbh<4qHRp4ysfOm;DQ02js&`XM-$izK z*`FAaBM%}=!tA8Xs!>RT>@Z|9me`>rGAX7&FiA_yuyP#`@EP9Q7h~(~+9dqcx^*S& z-bjr7XXM&$(-wNaN(2uR^7JIF4dyai$Ig!8N7yrpju<0^Ilm4h`IwCb>-l^qBU$Vn zF(wUnF3R0^#Klwx8S&J`R|CV{-5~cFBEIT7xKvo|88bmWU-!HHgMx#_#yw;1IDUwI z9P_7N2|M=1D^{5gfvZTt62oQP7lUQBuAg-;g8Ztqz&GVfSz?&kku#Wm2po|C`b5$J zkUv<1+01PjHjcgzwXHbHra6lATNo;Mxudkf+9O3Hw7Z=?M$sACAnBq>t>K!noG8S- zgqhxLriY8)Z@HrM9NZo;^N`IxPNxf4(J)Shn|QnPEvQ`evflku6~c#XJZJ4Xs)@z*^4ZDj)Byd z)@?Twh#)vNN~uY#ubb*A1$}+%j#9}_&2$oIVqR8IwH`YR2E&3u^}0G4ggbB7N95^6 zRQOns8QzwHoIa0~`6PxKn)i96%({VB`7r9H-y>Wf6_h8yGo7`%>kDCUgrmc}>n{P~ zJp)AA8q@$>Rg*?MuxA@=rt454VW;fHN8>J1dSktZ+GNb7ncTN0`9G{exH8Jc17|wO zq+BjCb#)e#D#zjHF*NTwlb&_>fv_$rqw4VEJVCDBqReslfe|@Rsd4y$d>OA`{e1w0 z6`%su*53!_pp@LIfGKWZ8mCzxXqWH~A#OM|U6xOo5an55__F%GZNd zr6}WRk{LrDpXX2lMAs~FF?VqaprQ}{fszy>$k50-JkP~H!37yZk8Z5&X!(tnHHaC| zfJ7hJQjM`NJp2 zt1&8@5WzC$FhM&T{4`TjQ zkd#WJ*H;-mzzeXekL=l&LOGqqFk}|kJ3GKD4jZTIXoHGMpvW4(pd09OddBdL@Xoil z3E!=d?$IHs76#ei5cZ6zhvGRtJ?m~rU>4h~_Hyld#2`rqE7L+;lS5QZidgqY+8e{~ z-3C)6H>=3^(qRfdWz9br`mQ%|NH^}$(GO&q2nFkTpr`HbHW2_jOYB#%QckqCw?l5l zi9n2TnUji$URd(_btPzrtcG_pC7T9!zZ1fTWxPkqqwV}mM4+C`v4+5BkcN}3YDA5Qend|h$~)utCGM_ z0jJ= z;#I_oAEI8C&UE_I%x>zfGg1yfx1Q`9b3xD*{D9H9mH_q?Up=8@<(q*B&SN||eL@O= zb7^dY}P_%Aquq&v4Pd=pugZMapp6;g&y%|YWe~FDhDL$= z?=}M9ElDC_+S98CZ#|Q%e?$jWztsO=2V)j4*dg0&T5-vt!S3qBm~B$954G<>6_QYz z`x%o4)JO8&IBida!^|BZ663y4ZtYb^Nbl0=NEPJ-l zV~2BLez9*%?j3L=3V|6R;6l|Y3z*&ocIQ=Iq-$Lk>{>+oVoI4J#z8dr$6s^%ka*P_ zG4C9JE7!t1ZLT4Tr{}U^XAB<~^6pue5O+tVr#`_LGPzFwEJxob#K48n6gQ#0jfDoi z1Cp?HqmArUTo&y0QKJVaAr5+LAW_ep`K<4p@rgHVKJ%%^vb)d%ffrhGyWotdJ8fbG zpfH+b;~Q*+Yom@fk8Hzxe5Q3HAFR8+(}=PS@Ce6SBNzc(Ni22 zj0S}Sxs%`6LZ3}jIla5|g%$2jh4`e)F?)|};LRRAdH-aQ4sUup7z99k=xKK*pFiuU zr{yws_JC+t4x*7d@C2nW>?my4Dqk*GIBD%B=Y&#IK*Bb#mY@1dNc?R~DrPI6()hMe zn3G{uFmr&TMoQJa?kkr$u)p*dz*3l|S}TF7;h7!hC$&QW{;f$=iV@e?R#tis1OS}J`Z zKh#ihDT0SSR@qYV$3dW2zoFtKCMG2|j@OvKM=jJ0B-ykfjs(0c`b6s-K2GjeEI#Vp zs%m&+fzrXLbY8lBIaHjg**3N792kX9h>AvHMA;s&u0n^TSr-P3(#B z?k-bB`LhybUH!2^#B((MJW+KYv4+Duf$W!GeNyGv5@AFEbD7lT?+iFF^CnPf0Ae_1 z`TPNcfU{YQW1zcI5;c{*deq^oM%dXWn=%0?W|Bb2Y5p-*7pDTNMh(4dg17~2GY({# z))m@>ty|YB9?Up&b5Kqzfh*$+>{clETNYPn>Uvu6$e=IM!5 z%~NfpR_Vw3?^4{FEmC+goS^sGDJT=#4yum^SSYu-KB=^4oIq44N}8>P)=@7%*TQj-~=_ zOx#K~7Rw$9m*K8>*IJK~sIpXIr!23}Rn}Mzxl5W?D#DH~AbL8o!h2&8v6YUb!dA8* zIhRncV@RCSDy4(qm$V;&?3&CG6@G9G#N7 z7+M=V672lN;2s=@gu zNGgJtVdb--;ogQzz=azC4Xf#L0fkyFd8U8@IIFbkWblG7wNzK6At+_^rNHdMf7s|# zg!oIzI=Qu#VlRC*xL4g2WPO51O{gM5S zWuaK2hRXKR1y)D$pY0-@yz><#>o;IJQA5*6s#mLz1VOSx3}#>grGXLToWwflj!?eh z*3@W_qj)$pkSuT84hKPU$|Nj)l2f|Q+u{T z3=P;4`{zyXO4@H}!8f*iagv{&_@@Orl|QFsT=B9Mj?MZ5&MqNCLE}65-21o!LHZY( zB4T9>p5mC4u5xqGuX9e&(CowQ31FlZSJsV*fd1_kT`qqm$w~|EfI;3h{A__*g3=>{ z^tBtLx}xR*(pXsV7jvuw2o}B$#o?QjuAm~En4gKO8o#-OSo-b z{i5%JJKt9CpXiuUj4rg*Q2LagbXGK;@YB78vI2MRCEp#*wK=-NfD_C(Ds$f9o|mBE z=~$1jGcJban6QOj@~vl$%ZGhjb%hDG(b_ii?h~A7TUG862#ydlKS5;qf4uLJi8%(I zvY&KfQ|xh2joyjJd!$K)@yT3x*$tT{A&2NWtcXamM-q3FIVLjZ9Y04G32QW?@|loh zJFC)_u;hP1gGslm@Gi-Gq?y|)X*3CRg36ROjGiJlQp%GSLb5uua~6`GD9Laa6K>%xqBfscg5YBHF)3v%FLKvOd& znz`cz&t>f)6E&9Po3QZOjNyZzroka<%}4BM1=Dd1g3_`xVtFc6;ZZ&Hb0GLLMtU@P z@lpNh{eEi$f>J09UfjTmo}E&~_Op)+nE2aY-i6sSJ@KhHzkUeSaqmd9KC*?jf(Z|F-9{1L>DZXNNA=~i% zm*TfkA-(ZX@!9L-BGDEO3koqcsT_rT94Ikj6uz2jsbp!mopNQ+04Bcp=3I+tpGUY` zo)8pM{&`qtaWos2=X(l@-oKtzwbnXH^9w(ysg$;YKRUbQxFJ=2nqT7+TVvLM_V3ta zLK7gLYo09^8Obi2O5|B?axq9Yr3YF^iBi38Ac{ulta1jHF7eD%CF4HRo~m_o?>(VO zzHS-GY$BnF5g6LsNUF@(cP&*m^xtKV*qBa&uln?aoZ%9BQ|<_hp4TvK_JI&ze3Bfb zl=CjC%@OVAFm$;pm(%I-+NDY)zUR>SnC2Jy zt!Q0rKE7zgZ;#57A@Rj^W#*XJa`660upaiTjUBS(<>wO<#V=KOOD1= z@aQHYJPauwyi_>|9gai{=${m2m~m0+vnxHj-o)kGCaF%-OMx{PH=LV8ncygIwwros+8}q#bqsG4o0~PT z;xPj{Zd*A(i%b6b#J3R@@$_D|=Xw1L>h@8lzj?BNY1v^hGdkhvED7xS$Yth65|!HA zhd^liQ|S>srQ*dHGbIv1mqt`^Uf^;agtmu9Jt&?xtvd~|eETkvbw=m2kl#N!nu6)$ z^&m#?*qV&1RaDSMrpA28K5El^pvog=c$g}gVtH|>M8GEgv`>NF+7 z#Gp1etW0_M2HcE>H#(JPx@mt(jt|aEDBsHX&w!BL1LR!{lI`d?vCO{GXNo$08|sw? z%AV?hxYWZ-6)x+s;|Ln4B<20j@fUfn)4MK9VrZlwX1#uo?VbVgkg&47oyXg;cpz0H zD0yQi`JZ+e`o|jvPDFsDvI!7@fbjj{9Pe1i(OLg-Dg`oqrl*|;2+>CXfypkGgOn=B z0V!$?i;EExY0IpFQ*&Uxfs0l^JV&JL5IBdMur$ViETzp@QyZ^T?JZ^xIdzg4A1mdPv98# zOwh)VA!C~}GL-HI#CV=|uAqZBUm7oymR(1nos^iV*Tz~jaBsZI&ELNQd$o(?He%C-yz4L6vuzycRF^c`UE!rxkw{niR5y};rUEFoG?rF$p%Lg zEZjq&2(Feu8d~0^XPUm1qd1SkqmEIFiftR8%oTZ%n=+z82janm4&y^ z0_sSoY{uZ`WS0Olb0i-fS1+VWCL;$AD-3~s2Y%tl;PzAHValRnSeQx~&&HD8EiqFo zl$dmq91=KMU3q&lCp|S%p;@vv$fXdiTcCThVvshi|60J;m32jE|F_uO?Qa$nWRC1H zWa8`41h`O;4y0hhuPzoB~NEu8#cc3b`1PrD&Ko0eU7py3tmHHN>u zY{!10g&W!^Sn3G{d6xTJ8c+wo4`A5MR=sdZBe*ZM7~K#@>LH`T%?Jq-9ff2OS}0rl zMz=dR=l3&81%xB%p8{!_dL6Xhks)}d-wQXAp6SPi`J3BFy!ske7tk*^1iUa0?TdGB zz4crkGNGe-%mT4+l_=WO0)av`Qe0{SMP-CVMA1w;jlRD$;ZzvhijKD}0UMP zf19+cZ4;|G<8;2*Qw>Qmlsx&rP}qG4i4=vF{~%y#PeH|KK@&F=#HHL2Ta$Hb)C4yt zd-nzBI>tsgBxkh9_>D>jN$7%CqyPq{@guxyf)$Anx%Fv;s?U6k$t3p} zc2wJ0EzzWb{1i=|Gog(hLa$>o1cfn6Y385Op@X~`QROSxP;J7Bl@CA9nUIeK4QjxM zYB&4Dg-bc;v)F)`*BQ7QG0trE&GX};q&Q?{pH_`2f;(*#RqU_8WDMI&^{&98NuxD6 zlC3Gi9US6)zM0T0s?v4!Wr)}e$r`j^TJ1=+i&Fz7Ye~66g*!un!sx3Dc7ev-I>~`d z(|6%sabPlb^R|ZQF_g)`+@UT#p^foG452PptSF!ic5Xf!(D-}C__^MUS}^A0SMDYu zm@o(QPL&eUVQB#-Bz9T#@_Lk*5h0=(nXs{Rqv?V_LDW(F0?We7M)Vp6T!+V}GMj7| zqE74hc6!GBQbHJJmWvul{bNH2zvhhS=<{1*Z)3Pq^R&iN^o@z&GsYm5=MGLByhXV! zXzR&PD;>t5>1in>1{}X^nyqodk9>)GS95T7M=u8@DI~qUx+Z52q!xp7A*19phhplR`t&R~br6$VR8((_sUS>DDG)z=wJv5NVqa2uXU)e#R zhJq&Zt#5-ucAYr}&h@B)NgQb+Ebo5Mlvh!IB6dL)@?3wXBU7c>f%lMHR_fS_9DRQ; zhgF3E_f5Fz=P{l(sz9dvL@x(*;7)W5d`}U>6*{ns3BedIrxn%a*en*U{fH^+P`%hq z9!kw*y0htDKmj@|?F?UciRw<`^DO#Gvwi$EW}tdMxCH+Pao+;=I#v;O}NJ! zy^z5q+751`dLl=rkIPMf*|zRE3RA@OXMepp)>CqkIsI(u(L?{-!xGOKl?YzcEB@1a zWgFNIqoaSLZTJzNNH0gG(0eKeEZR)$S8_mga8eRf4v?Wfghgq0UCfiQ*(>&wZK`tT zLl+{;{=Z4HN>(VL>q7qlU>o2FBsYgv)#z2mJs`^zP$*xg098 zO?kCVd|{R*rEVd2*~#GK`)>ZU7jtxoDdsOQ%OHPUPs8K!r>O==Dco`6pZWVeX-1SF zWQ$?%5)z?`po|!ui~t|7Dh&kMRP5^1GVv(Z``k-UwbXF+Nt{2MW#U0(1sKtyx+h7> z?hVA_-KE0*WJ+`7yB|i|iEP=aS`Yvs&P*<#K)RYk-MQrfU|*uFy|Fof4VeLIQbP{# zdOzNBRa%^!jb$DV{P9L9b!a7wmt|<6-B&&{Wqxak zLiq+_b}nW%*!FBE`#L=r*zaDN=1FeRvQ}8yBnkA#9i}Qja@f2VsS`|3X4>Z=V@$d1sh@F_Z z*;O@UK_vV=xv&>81p4H#M>OS2W4QSrLj z5Mhx@QR^N=*+ieG3cDUBA|$j1^BG1*`u=^iO&^lZ=iQmUhvT9f-#CdW5A-`Ru4bqnt1HnH@nOgJIETb@ zLh^TVZ$|CMyN5n&4oQ;~%YI!C*IV8ymn+*p7b5imt*0wNj|{}$&t=;ppEH-ZK6jPq zJcn|ySJ_>N5O~w*N`?MpiIPj4S{~z<&}a8y6eL|5G#l zubP(^z@X~kUghpOmgZ>(balhXSmii-bOF?DwV=mHo->}~9wR2&SAO#%OP6LDq& zaQ-h4fI<8R{eRS|s>}dpuK)Bf{QQ9b-v-D3XG7N1&fLY~=T!bL0)x1vjf<(%4~&hW zi>auovAv1ue`Ejmp11=q_Q=%LNIB(l?DQF}CGVD6+SR_BQV%fZXZ(TSjc23I!U(4Z zVTF8q_s!)XX1K^!+4^1CtA&o%8wf>sf%{ z>wWK<<)*FcGk?PiUNG-N+s&PiU*V(WHzzVrG5$BCt?cQ&cTL}C+Q#F}O5Od*(eO9F z@5|Xup0D4_g^LIG$5+_kneTV^&UIY#&KGB%{pjGeANR-KYd=4;<-YItK|j8ae|29c zeY_u!uQy#6`ULWEaXX*-ewu!{U*`;8BA*-I%HJxs8e*7QTePLzaM+bS?*RQX< zI`X44E03-`yt#QN_ZjqFObX0rb$NMZC-)!ic+(%x3kR;;ItnW@8}}YO-ST;D8=r4) zyFpszF0XIhd3w)-NABO=-KWoAZ@fA7WgDk%)yKE@Fd~EVGaF>z@0`Bd_>WGW0LyqM zuH37u5GdX0vYCVX#(YA{r#D``nYO{#;rzIZ3^DtR*B2EjAm2)f(|IQ!;#}H(`N^vf51&m;{Z)fB+#DUdxa(3= z+PT*o0fdu5zb{VwFQSb@rygCqlf=&h3csz-3*5&3RxW*oypx3k4?(Eiv7_nroY?2d zlY5W1^wqeqJ{7pLPfR*h)FHiB{=m)AsC?XHz8M~&u!TRqL_)?bzH~xiG5K)|w@Mz zZRs!C^WI**y|HN*zso#~cBELiuQ`rcv!0#23G5~y&QXDTb@yJ6T-x;o^vzoz-4eY& zymb_Qf_F--KC`|L^6bOD(@5T28k=w|T;9F2V=t5ROIJp%z7h9S+XzBcPJZ+DejOV6nh6v@=&vMooqBTVa$+ci={IE6;#rq1{8Cd$X|6Be=yT5S z(~hi*Q)uQ#L;QSL*yCU<-zMn{V@{A74~Wi?u>AMf-+^#3?KE8l*08r zBC9?4QTkugk^YqR51w{r=H&IIH4F2}-jPFKx}866VZ%;uHP4wN&pvHNMRs}TAzgFu zqcxDr{C{x%9Zx14_4mKovhCs>ahR^*9nB0kfE@1&|Wdms`TN z4uh(y$-KK)vh2z^t@u0)ION%1!hBNX;6|$d_HHZ$Y|R~s{W+0>3mJ3#A&YYD>?Pslx;zsvJT}WULXfDwhR8t9 z6mvSrm|0l{`+n>}O7DAqyQ+$*_7pJ< zX^?jl&lPT!N)saXtd&CK0{UuK@UHCq z9Tl+^&0)C7&leIc#HR@%mmQ$Xw5!A@UvFz2-!uihUn3i-1TLgwOPcnYKKDA|Xm zo|zYm2xd>@Y{)Ll$zzX#z}eyNBQj9>NImA_nX3 zg@_-n)}@bHOK#+80sfit9igW)(fS)9BTr}@5>4qh?j#$m8YDE<5t)Q6z5?#>c7PsV z?s3p9eya`&tk}|#kZ?x&;h9GAf*G;3FDwnccXcj#*@$~oUQ}hj^ANMkjM!PoJJugJ z*v&N0+AWaS75#IL5AG_2>BM%Dp6*xpQ()yA+q|!?h88YEu1m_y)y>e8BUw)~*`u8p z$V1iK6YEL>-x1rFq_iXL<2Az89p4<|PVlm_4F^91f2G=n=(+a;A#uhhN9}szx~#A< z>-CQ8=DfI*U$iG6niHe2R}P-@DqZlP1%I2XII3%|Ysy@4N8BG+FWo)uD@$7hDD?^Y zvv(eleRp{zd$;+?UHr0dO_bKPB{ck*G@kcj({T=U$cXF)b0~+7BC=SvLIb)L>a+sn z$ft72i>!D(*H_n6<=P6M%Zl`>xVj=_|FTzl`qnNVB6h;tOa1lx+A|&&=_O0s!A5Kd zH9+QFJAg{W!nzeT$U}j`|Pw} zpme5$Q2jPbBhRDfmRP6O?MLjinV}7Rrv!F`nOjb{$xPnoe{I`U;D;L~P0SSBI32u+ z4JU2ecaSr?rq7EbHRjQ;L5jB^Krlcx@3Sb>Xr)U2iu z-fMJwsa*P+Lr*3T9`q+{H6m&ZqrY7Kq!?rG*R;~y0$>Y0LV#K}ZaDS%Zw16k{}Tje z(%S275u$iwnZ`D3SK~VvahL4|&n?qWt-CG9L{9Rp(%+-*T%q}wKSGmk1_J;GCrYqJ zg6UqtfX4tc34khNI6(4NnV(=aVDXB|?TUl9{xx@qLvY=GHJ+_!sq!;)33V!J2LR5d z*M!=yttwZFI54Uev-a8Lj0dr|AftHB=%|o(#K}9&A;Pxc=$^fn6iGtBWZ?7N87~*YhERJTAm{U%RXVRiC;Fl~crcGk^1Ft1CadN1SCIb6G#^zxe-0tT zMaiV|EK5&rI3qm6sk$eETD_lw<-aJc<54-n9#m!Lk6VVFpH!FR*MEoUBfC-UBMZfo z%|<(nMi}aeHw>4Ac#^6C1+S2g<_sop8OE?dAJYNCmwUr&4-evjBcJf5(89s{@+s$Q zAa^u#acQyw7ov#4*WuW_V_@*7L4aEd2|}^WCK3@uXzK?Di!scC*e0@-C`#U^1r`&G zJ;LB12xjB=zS{lQ1H#_Celx<8V9cO7i@y&{2l`sl+<0M)d%Y6>8khCxIL}2N%?S3N zE;#eX^a$4(ef&+7*b{C=-{^r-N7$3&Gw_-|@cl$yO{L>&@ z!}k|iB@wd>k=MegLjj&)`Fj}qX~5Qtj}{F-d}j_lbBrF zd#D$R+%5G8>3N8?sB6HLkULkfy(Dg{K(zF`zAKqg-LKc*xL)$^=|3?hkf^;)$`9{H zwaYj`u;lcA-&1x!C#kwoYr!G}X)RqQmxNJXnVHlwqS%P3xwR`^%awtIN7U)vY7M zYqI%0;1^1JQ_QP9#5qhzJadp@ie%VPUSf_sW1=BgzQ*Be0v6f)cHv#X5L?e9Pdc`? zh5M(R5~%IMRrF-@5S^q>&5cDt)xPxp9-D&j?;&5JqKO(!UdQ(4b>bcD;d~^`uf<=W zf_MR)@VgI(G+yWIt{!2;K=kiiY_>9o$cGOPz5Y-EeO~Y*zZyqD;ac2A3JTCGDpw-L z_vLXbfjjgGvGbDBgL->5FX9fxGbEB4oIcS|%)}*r zyYHvWZVhN5Sgtso%5k)Z;74@qEAO@nq)dktuyY~=b`z+NlT;3Mi)tWmdM9L(%S6O! zqId^HweF=G0ox23qGyzjVWZjrT2LYi5GaTG+NsmUgQc(u`11%f;SZlX@-!Ub zMo=<|)l71!2O>mGJnfcFgTz(s4MA3+1gv-d0O4@HT8-0yWZRB>^{jLzeL#KZDNGOu zlLW~1DzC-G_*4I7?`lFv(?E1GAAxA3l@J`CP#1+J$+m05w9%=WfjCYr)%PJHf%y0J zC5ZMO%Cz@3zaR2T$Q#5husvB=dlhml!^A+zQEVBwoh%t*5hGz0jmt@F@$3izL}b60 zq|Y^|&DZIg0|nV+Z?L=vUDpx#_hYcGFS#tE#KFiJIM<8?QFv}`IonVodys{(vn1YF zx)#Z6>;mhicFn3s+RAcL0F)iK@H0-_0uqlR1Y9Ps1;bc$6HO=Xn)y%iR0t&TmdZV} zNwoQ@t%I}Ta3aPaqWGUjN3J!WH7^-*6E}5J1qjojnS$8M zXlOn`S#zw~7_0267d5}_U<3W$k^JH=C(pU-&~;8!V{waG#nTC44-U^cW z5!=Gmjwe#d4N8D|qftrUx;U`NP$Bl@7m$0-L@d%vJJP)*BqJ@el898qp?>(P{rZ&aOM@;{cUD)1vJY@|gWGBwnXIIydj zB{|Rh<<+G6r~cT;*#X6pt?5Gn9}lCL4jrj> zHbSu3XE+)@q%rQf*&=kWi%T;B7%6j=(4?U!ITJNsS)LGVU4su7x2;)4%$Q*e>6yZ* zf9aiyuM6D`)Fh#0nA9p*!v9N*VofHhoHlPAFPG3e^>@DfFFHSoQr0l7GdQ`UX=|UA z7kKp26o$egC<393goS~Crv~dW7AIME*q=5; zy~B1F2%4NgbaCFj0D z)EaL!yUIa@B6U96%RxacKM{rfi7(dQ2!r{yDq9`}R-+PGy{Nb36GP#3I{D z{ISgAdZb;|aEkc>t3ER!9K6`;^F{$xDs#HHH2RJxK89>rvK?5(Qj6Yb`Gppog^0{_ zn5I&7%F7?VEM6>U+s`u~7Al48WOL{MZtJSfT2EKn+{saio;G%e-&orsUd8en0yVI) zY}S75**8fs-Y${wTn{z$E{lcq>3kCCANiWN0x2oo1NJWh%Mk&^s(NM&Ba8@TgD*HR%Gb2pNYv(9VEnkxM{hv;5<+GUSuZ0 zF99Wk`WHvllG#W}PF%P(gS5s$Aw>?GdU1;&XMr@sRg!MLXJb`}{JhiedNwfFT1>v66H0noW zE+Ys&5JGbKKmya7t5G>saenGHH8&4*DVj#4Pk<4L;3)aaC%I!YXlU_4&zO)chYi7e z#QtI3uI3|apa3tviXe&NW%Qq4h~b_n%w}QPF@z-sp@nb-`oi4dYmc+a5`RIECmMBO z!|71fVX5AeMOpysCwama&^`$b<9m_vXk z;~lmf=TD6@8}n~K(6xkii^M!(FCR=z;@={4Gxt5=Rx73MV*Xf{S#IVh;(Iem<#>}6 zmg-)bqb}$70x;Z@c&eNX5~8a_TlJYBX3X%V_Z2Jy`qx z+qg(PY1RvcRtq=GfcXeGFbJN>TOt?)xaYQr9?)j3K;XVNouD ze6KRJbA3GSE7Bfv1E*0Hy4Kv^5VAqX55e`9J8i6;?eNuV*RyM1v4vN%-xF-)Wzz8^ zWxY`lQBKGG5UN*zUl|}C@vO?5k%NQ)(kb3AT%pZB;Ss6|nh-$$WW=pmPGDVWVMU6g zwyxpkK=2v}=?O<=d*Y>TZjESS5qq1^Kc)idgICTrWwopJL3$~$(#XSC?XuVE$1^x+ zvyp|ctYo=Jbc10Ud@;<+hx~{{han$`f;GDWfLmV-T6`0gqgV(HE`!WOr6_sc&Z;U} zsh1t78FlF78jb~j!MRz?Dv%MsoD-w%Vl+jv@i1#N)l&hy$KN$C6Z>)2*cdDF<;N^m z@b*sX;qqKJs}?x+w7+(Kt?Rj6Z$|1cIUL1m2>?YhR6)>C;$3fnim`VVTD0jx4iHHL z2jM@~f)ywN{YDiNvlV@#Sa~CCZlb~6w-dx68d1a>qL~9o($g>^rL>JUiU0XCU__aw7@Yg} zXx;(phw2Zz`mRF?1k!*&jG@w`e(|&dX)O3ABp=k>OoiF)GBk@+*dmRDwKF=Y=(q+Q&444eR#BeRTZ&o5aL!p4(ec}0;>E7v4HtAT5*)*Z+leK>y}fnd zvHwsHo8csc(q0Tc13qv^Nb-bcTy6iXX5g>ycmlcy;KDTAI2wj4BV=2x|ONm6)#h`HO66!{1yK2JF z$bw!0!vNU{W}unXN-_>^{H$7nN0_Zpd%X&ULg}cRzFY_K<WF&?lfzOHR4J8HCrSBxc_2Q?RxTDN zRit8xmgx$&Uam_6MS9kpA|XnCTtH$zbcHY4FI(Uzq@;s-F)N6Dvw3h8J;>B}V#N2$ z%(14i5{G)7ib=PjC`A;b@?_EpPE-<5 zj!;nbB+oFKClfsc$p>kas*oMDOJi`K`rAEl8JUJIUn=kt&!~K135z3G2r|F&Hys;l ze{oq~CoUf7sOF=70gah=wSDRUO7OB?bbiJ`98H@{7$)!*yETc4A8Fq|I&^$Emcbcj zgTxBDDC+g;LnpPR#-*%RwDEOk6y0nZ+znAT9& zP_$CmN%y!~8506T_5do|NV%}xC#)!YV10G^FdWe3OSxZjYjF>eMaYety;wM7)rq{T zcPnFopU7x1-iCjPLqXqxlY_RQhI}yi4_Aa_);Vgh0hurd(o?aG)Re2Y*ec;BzyF__3(Hx>=STVg7opz*TQG@~rBljm#<(-7l4S7TEpK_17 z;|>tjtGLC**1gz$(npF#vE(Umlhi=LSyM+!%JoRqgefc9G>u3pv4ZO|8qKw~##^1F zMA+Ni6PIuf=;F4LC>%Qd!m_p@RSqn2V*I3L#Khug)xEg9K=)gN4p@EZ;5RZqb*fVE z#I*yOiFT=ZuM;X#?`WA_l{dCOhQwVd+xn1H`$#;qx7v~B9p>)s7_}=%oEB$!n6MUD zt>9~$rTg*E=)oiLvnb)b@CO@Rs2{K89V${!b&=Ww$4w=K2B<5kG&3VQ{2OWiq>v>J zs!d8*BQMJad#)roPFfBp>Eb&}2Sbx;wM#0)&Pc8^bj=>9K$r8Cjvuj4$gn!~JDA28 zv5$B>g%;%Ku+!rimN$*sJk!yBmf+i?7SpG{5L)gb_8y+z_#ev*OuN0Wz(dTMN#K70 zhNwNA{B!7@L5c2aVj&88FVKfffW@i-KW|m9@j<9Jo@ES9?}5uLZ2|gHMj9Vi)>1qre;8#by;X?j}y;UP%+GiR^yS3e7^_S2)lJ&405lz|E0QDrHp(OI(y7O zD?<v^^#7HmcFFukjD|8evr<;18CqSPKd9iUFI{GjS*xQr1 zH_3D_1k|0#h^<8q#~(Fa<8y6jBoepL*$xWk$-gQhDcA}o@Kbq5DJ5Gs*xzF%Of7}r zkOc%6*&$@|HbK?C;LAXLbI=}I0R{(5oj|Gy{q`jsPnyjImsdE-#1&6cliM}wAIlE5 zSF0O4nrys31G}pwgdM`&hhcCL2OUh@IW6c)x_q(-G7Ho6*K-(!S#xKnq-$3JZoTG( z-Pme?XO{-47?T;Z6KY>^SbE3mf1AzhbbBtmf+i=Mb#D}dyf4X~ z4wx?IWvTJ==5}WgEwJt}r_7A56u4u)3=F0TYL!HZ0g9RJg%O5DnlL0~P~!Fljpp}p zYB?E4j&=;ewoB=_Fry}M3#A)=d=)RN zDs*mEI3U9fj4snez6KFCrp%<4^g{}5;NUH!AMUZ?aV_Liv#6D?iOvEJi(yyV4nfpl zN`fcr647jEav>l{*>Uh#12sWr6@p#%=Hd*sa6OkYJlmK){-S`N6GgkCLVva`MU1mI-OwhaqO z%oF?TrCG26^q+LR`I>Gzlk)U{=+}i%I6EqG57LCirshg&`E^t(`KDKg#+R7J{jrOb z$xJLm_YFrYgWe&h{{wbFiN9mX{E|zNHwxC?FbsA0Nh_qks2F?9WOaQvEEYBbW@KSn zozlgAGR{HosN5*XrNo0ohxo&IMSZnmX>tuT-=(Kr?#6gvNK&cxq6!2Xt%SNL-;vBO zUygmBWYo=O)4X*n+grFC6X1%_#(ybj9Qv}S9W@t9vD5uw3_)oO5R^yKOkKi7DR z>w~I&wTki`>G@fe^u)&^cqHeSAx$&|bFcQvFoqY#xK&c?x8AsnwUU=DFq#{qKjzS; zm*3)#2@xC77{iCUr{wG_C|hw1io-)3pti!duwlLLllTJL`*Xs)Qb1DNOa!9FMH#IF zFcP*yeNjgsf+vB;Xe*9Ho;(1de8S0EJA(A`Vx>Vg z?`Rdu9;W<6$P1K)A&$#iN>GFkp@6EG*w>6^9y=v~>LKsmfFu$y)X)cjX*mgKC6v!d zTIb|#j82^vqY3+2oQmqf^?~%tbMl9_E@R58D{$F`+Mwn)mO>Sj=t}u^=iM zUQ(&aQ5LcAf)YIujwp#s{X(dO%Q0t>FHd6{k*jLi!Mr$UF_}PhB+@Lwer&lE<5yx~ z)5PK?1|t{P_P-d*kP)mfm9Vq}VOO*qGayKN$uwEZ<|wP4{fps5e1t}X@LJ19 zd%ht|KAU52rCVwvPJ8ErnliGP(Rl3;=Al$Dd}@YNSXn+NW|0o9sGe)PDZV2J;jVCo zHhPmK=Gd%t^L4Z$fHr(b!-;%{%h}G~I(qoEj4!4l|oTm@v7oN!!2xsB> z>XUT@jD|Ofr_+>^opXEWVd4bQijY!!&{}~2)Kx}H zx20%Lyvtq8>?R0Z{jHtIe4Om>W;+gPvP5^617#rcu#&N0QdsZ(66 z+s!eyZzq;U-mW!p}+*2 zU^0?XFb+&VPl)+#&|odbJQ0dof-kVQPjLhANQxMvc+SEoYLT2M9*E_DJ|@ArU12Z964V(;dg?gd86uk)Y&EaE!_O_nlQcXW{jjO(E)8 zW_%u=Jz5nr2#5-Z_N1d|cm5`lM-%i-d-@&81G5meCrl*o1H@?RSQpHR1h8oclA8RS=ObNC@XY&O*%S;K4__=R6Y zEiiAhefR_7JUxcWrx`5rxI;bQ$#APj&NhaAK;!7t1jFam#{eTcHDl!{vS2(h8ZWs* z`qhq#*7S!iw;Gu*xf>MoqT>W21kmhXqY_C&Fu-tiOHZ*=VL8ad-(E^9W1b+?&i9Fx zx~qIgbS&O4ebMT}R&3c)QE4T@E4e+MKb&0OS=m~>i_r?2`ZG7G03MktgRVvDvnoOY z!)o#hncWiysP4-F04Y8XAHlg0t4&u_*~OyUXM8azOh=1T*g4@HS=}TJ=t%?;DDFTZ zXk;`7!bWe$4hMp{fKUtIs^ajFVy^G-OtIU78RfB+NKFvF<}*USX~GW3a8#gRYq&6| z(iR49F?p%<9YfNh%OI-{Y@*~?7`3Pa^Tr<}eDN)pH99Q0#(;&8HpQ~9{rutL@bL;E zwnC50PQnv7{PY1tB~6SxPbl>o`-Vt{IvIpxI|dNZ&_Z${1cr0B2eZfZMOTv5|In^s zRh+-)CJ7u6iWxHlwjQUD49C&ok!3}U4TZi|R``-4hlRO~po@T9jmd4Vm?e@=V!cKn z&S@*|f?MVw6bXrk`cusVozJKRFn>=xE6NJo5DTynZ&xZ)+^u+g+QKIpD>qRIQh zB>}aA6fvdJz{eJRbJ7umIU+HULg+ONrpUldIc;<#Tu+WmW?C5AgxrG1tQNVg@V1gA z8c6KiEa++lV>sFjn2(-dDAsUT)#I@;KKGhA52_5g*Rl`F2_%~qa(dLVXF;ow2MDXg zxCyJ*ZTPJv_cB0rV-nh8^DKD}M(UU}2?wBS9Foj%CzRuQdLo-Sp2%3wg$)+0o}x{l za*bEatjP_kw7-kxTr+R>j%69*+6z@CDC{HuU?$2bVoQ@l{wka7!CV3ID!OA5B;Vv8s06_a@?fA1LC*w@_;1|ja#&7bGMFX?h|+N^0}$BEXA{Vo zytm+fJqx{elD#yB${KQsrE_M3AjE;v%$?}5ncXh2GT}nDHzEVaG1{@!1_t8oOGR|` zMA4$rD3CE8r&e8`Vf}6iWD!~VGy}wU z%#DOV9V?cY3XsDq0VBax@Aj45UNngg%EuNq>03NoIm z+ej0i8C`%$q+3e9u|6VR>=mjpoE@WS8_Vw`Ed)}>#y{UTV(Voh?YW2$u}43$KQX0C3lriK1ISWv9faB3iHF!;M;Wq_=XhLN&{ zD@Esq8YH!~vq&DAcFk*QTI@`-6D29pz93d{Xc1LM0$4aD?`<}LQTg3xPs}C}vW}TZ zh~5Eb28BDM&9wE>3<4QrAqny`UxlEsQD&QU7(}!1D(E${0$j*9FtSA0hW;^dN-D(c zi_Al;M8v`K1jM5ITDAmVLjxhi)|auFXhqS0SsWHun<=@FMwI>-!CR}|Q6k+_@49U~ zmIX7WIn`9Pu|umtdFuh^OeF^dOg(@Eun#spfZ(XTvX-R>^aYa_MhtM659p8sB8}0;;XpsO{RCCsY0Tf?PSf zjSz-x7ugVSwc?1djrU{uN{({4>ikM%5VEiw$_b)CZ7X))EW_&~=4mjb*H6cgIR3t% zKxor=Y_-O^ikw+05CDY~glC0wMuJea?T(>%oioFkfm!1M;_su>S>pver5s&+te&XZ z?qq4Oe8+vSPFeXNNXZnp5#m&P0lp@zUnL1_B?5kO057OWAgp6FQOqzVtw)4hIs_5gWq`1EUoe^`mOKcMwL=^QVoM=W0A+BDI#}1eqU;AXPL%XYxZGF6Khk zVlIpTLHOyV%35A3GlJknwhc{SG+|dr$UBDiZb2ijDY+*WP1=(L~;W5V)i`!QtCd0wWa@BLK{c+akpz z_A73|8^F<+U9q)s2S;*oC7hXNWW~m;o2f&Zuz5m2kd$N_jW~59-aO4!#TT294f~>hH8(MN-C+Hf7_2vFT#Ys8&jtNRy9vht@J}Ogt&45Ux#~@fN1X z6@KT#kVUoz(Xn%HXZRt)Sh9;*HVh2RxgyzPP5Ch=`Yk;&=BYK4R8jOBWA!;?gS`?vZ5-DC(gCOyy$H&|Xsqav`tq;qDBH~Y7O&tKEClcr; z=Q19rpk3)U)vneImH-XpQeuPbg^bDVtz^M_PsJv)x4uUwn-(uQZTh$y49D^AK!6Li zPY(^{GP$HOhB}R+E3R%9lpIq;6mhV6Nv87}b&W|43f}m=y)p)?zL`^tH*XjDTv0BCX6Dc(s*_@EsYOw6XM6OaLLeQ#>z5 zk(0#fY5o>BA%U8%#d4R5AF1n8$7OLzu>is+7Rs1VriTSG_Oi)4T2abp1RsInAYi{U z9QX7J@%ap`Qi$SpAN3jg(OifK4@Q&_n@)TKhQ#iTSPqB+LGtPZ=ax=npTlx^tcXvO z*^|MH@wcv>3@=Z(o*9BLqw!})J}A#D&$LZCHRbz_DpWlMa;dbQ3#_}c9$ zl1$E~n3>s1wj#ceF}WQJ2LLc0OGU|~>;pWQLh=#`R6+vtRxSp^A(LaZc1y0YGr9MD z#}Z^W`i^fMDwG@eC_OC~Rwp|ME>kb{nrzKkZ90 zs9uZY+_Ie10&~NS^(?-Sb4_^x!DpQWSrrI7WkSd-8(GsO7oK7hSZ2>{pur0<9;-#BLSq^=+LBu$$p%pX^!#hPG2TA78dB?u$u1l`G znX1L<_whsXQ)Y-U7T?5vE4tTw`1uK5(&b2OC{}40W6BS zJDz6-!70G#;#cKjhSWYmrlJb)Sx1BsuawV>$W%0|k3|t5oJmJ4CH8||SqoW<7QNtaZA^@fj%4hnJAd|TX9Rd(e$euMO4+k@v zmSj&DH!ZR|UasfT7r$$-G!F#(LL%R=vD`>)Ca0n_MNOqTf%uXn?`GC&l7}CMzlN_w zVYZem6B^2Qrh1s1hfJMw2#${t1j2=NF*Qy5pqD0)4iRz6`%qfuMs6g*3a_XbKY)|^ zl-Ws!RROZ2;aczLatF*_x8z4?RF#GoQofa+xQP!&yim>o@E~Bv8@hUn zpXcDvM7_-FEs!|uvv>=DdWbQW(lruZ0UO2~n4Nvw1vri-^6zz6`X zx_Ar3>OG@Tm<=wwq$;N@7Clt;mh&-e4bs(HBJ2y1uHI@y;g~fxqZM>5tmv24S-rK< zzc73ms_mR7fvT$Bx)fIPByObU8yKy+dW#=L{BAVbPM7&^L6>ow0V2Z7} zFbf1%5Oy}gq_M%9F{_mxj+}Y~$h0_~b@JE6bO@xKD!qK-j8$YfKtsEPJ!z zO|%-D8~GPLEkb1!@fQ>qKd*`dqL)WW4EK%nksCwiHVlRs_zp(QOU27?Ghnz|K}WlV zArd||o^SIQ7VW(4RQ=)P8J=vc+6}B};ad(=3K~!ugT6P6D|7RXo;OM4;5gj|IObG=g79My5gCgv=iK)7QP_|w-OEVy8+##zR3PLGi zN6=Yf!E{9)gxwm%s#KA(u55!dz@`8r2BtwRmRbQ0xvi8wlG@|qo2XfqpDhb?U50Q}I9JC`|mf#XTO(wEdb74O9u=kT+5q=vC z%M@GCo(4&1d;K(!kj-f7|A@eefQhp$pjR>;#cIR5#oB=azWfFsaSf#z0K$7EQ&<}; zW66Dff+;g&qlNurOC!t7QF;4no0k?fsf;_)(&8^Nr9xw1FqEJ(i;maf?<2}RR5!IW z0H}jrKAx?y33t+3i}^G#gW?ad8M{$dT@Q)Z71L3zI!+Y(lXG>faK6L;*4rN#XCYtp zaMb5;G?B!|4=Op}&`8<=Er-`oa+m0;_J-v#c7!3#Sp|?|ScH7v_>B0uI}antNFS}( zxh-VKfdvVqmGn03$izYpCPdSiyqNmP3)Xr3M!*0jh<7%t=O9Q6EWjqO^%||bDcl{| zIc>biP;?VijfTQYWKR_dyq1|Y@ZqG=Y(xbRSK3U(U)QKbSQt0Z(NOlpLvs+$p@w@b zO(c{<6DPkeXcmE7j6nxlQIekCad(4Y4HzuvyCkXc$O|BJ1E*7cPs+xAZjZ%3$B`%nSGd&XH-xuL%bp#%f`a>y#5@7 zgT>k8sx&PuTCNF`b}6Q-lW1Ysp%$2ej(ig&8mPtRtrb5cm7V7svDFc|-SkvrAx=Jn zm%$K7FORvxB+|m&rWqu~e^YoGDCSZ*P)j}yk0gN* zY3MUPWWOO!t`>8(3JczPisoL!4NlT#(8Q9!Y-u8{9=dyxKze61P!SvqTpV8mo30DL zDpg)37kCWGHKzS;y_{rHFIb(?U$G_II-t z+dhW)>WN>SK@#@yD9K3xV5bTbE3V9<9DNx_W6du}=;TLzhj~CNsp1eA7H{{&8DIe^ zJV@ax-{qu?nFuxhMuiCPP1c^3a`Qn88S~pQLUnP<)vv|%!6|IQ7+b6l{6rW+RbDfK z2BLrA`aI*ZSTtGF3lirI#?VFYEGpKia-=0MnCV<2k+_&y9IRFIwIHOV(>=d>(~?Y< zH*TlZMXhwHxL}3=+^H;aN2$b3TL`vIJ97(5G}rIEl9%BKprTemAz*a=aL z=y-itKBLSnOEc8>n)6cfG6+u4*J#Bo@v=*qR8P9%iT`cmp~zW>Itq#?ykd?gg&5_L zny4Ka)7!CPf<6GhQkd_GQCjz$+Cc_4rGa=rVc|J+CiBa1V_6J@7N5}nXs<{W&zsm4 zlIp8t$Qi#w5GMkJ7=;MGQ{p2UN(&aHJ4-UlsK$^Wk!?>n6^8q0WkGb>Ok_#yY86|? z@35|FziUC;6O)RHV`beuwL@w$eS)xh7=RHL5DzC1!i|Q|`UrD+tT7kZ*RfX8icL_h zJd0>UjXyhD!pCs@TP_}p6;X_W4OUDj!gpj$Z^w!W^h9{4dM`$S5T7qb4R%UH(zA?L zOlMc&aF@|n3-i_9>mBJm{#sPZ_46i>N@QRZdqnM#if;Q_8H)5{TuK+q%O)+gz`Au` zZyduEZ%8|~ zZ&<<<>4_hVpm#QvVG75~eF=BGCkMh|b%1ZMM0*&e0Kw%M{$ezY^YvQB(lE9nNnxG) zFq}bnh#~p}ZJ-s&!9na*x&g{aMq&woM4f=8tRP2KtaK2=6tv;sAkFD#6{Tp1o>UJB zQUKwT(ma?!3i~EI6(B{ejL)=7l|-3kRR{~k-beN5uSzx%`?5IVuR1kudTdC(^OsI* z4QwUjtYhloj5&f3ZSRmoM=8Jvyqb!E@`NcsteCCd6Q+1W#%k`Z3{$*y6ej^>4cBoB zutAinL8F{_Z4<7Ji42U{6;Sex$V207LYmny5r6BF(+MTx@kT(HO3614Vw>$Xl>7(F zToa~njoi-kgnB1T;dftc@vd0SHiz(2qM0q9~ZHI04MUynmU1x1W4q6u7A+PefM!LKgs=-tPpoLxe-anRT!Utx$geK|cMl^rG4 zT7`HM&(xAt|5gs0nkG_Pl1;KOy3621t}L@|oD`}2Ku=}0SxLPbzSF`e(tTW=r8O9o z3~mI8168CV1?V>wBmngvI0(^!9KZD$$;P&S`F+a}$;%*p48TiHEdBI>VDQI~ZY+JV zmDwa9)MNE|$P$MDt4kx>l%B+AK7KF1#@WYhdSLeZ*Pq{!rETOYQ; zXhlh4tN1z&;qDBC@ZfTiQ($bAlA9dK)?@fCv^*dfnbqWmk4u1WYk(MDvceNH1yQTX zaU9E?t;RngfU^Sa;D>0_tR^+p9r(c)i5DrE!w8}*89#wF@2L#q-U;V<)M4&tIjz-L z4#3V`tc);@xTJwSl`&36K7s+}hruYTcvi_qGl?4J+Z#YsRT5Ly(QRDs+5{<~pc_)a zr>^{{ehFH&yfMXyAmSC3Pkauewm2C@#Z-BAiK|OdL5b$dHh!`t4uQg45`Z9d{2re! zBIvEV(miDBdT!oINmp?U=!mdT3`dPrC;|CmLswLw>pJpQ4X)%l8uB$2`$(pM{;90>S`Ob~ zLu4tzI4DaC5nV*Kt&q@PO)KlkL^w@qNwDmq1HiBuG#2P!5UZ>2S zpl}02qB<9%b6C{300(S086OcwR0h$y8Z?hQPp_3c)c!O zE|#i=@Q7k4hl3rG=AuoM9_1wj+iF9Nb*C(na+oC_swPT1cyY4X&<7G(Pm4B+j)}2e zvHzBAS#DG-U0C(^g{;#i-96nCUAepC+G#7U#1!j++Z1-C&2(>_+DKa0hrSu2zx88{`Md@=@=;=-3c z%|l-cLkU%N2N-TvR{?Z&habRb>b0mA!- z>8Yzb2Eun;iIBe13R-7%!baJIwbv99hI7_GXx0|XwUcICen zS$-Gc4w27nih_P;S)deN!?geGVmvFN#;!e!AX zj9-uQfcYSb-*tHhNFE@7>MHL5h-mrd$i^&fLc;S1++rY|nHyb<2^kCPDhUUrosRZk z6{LAF+d&Dxxxu`HgLckhcYOzwL`JgML&TXj_MSa0WbkIk2%W%okg61+C#{BUI5NE` z#{SmX|HXUxbohtEf2BzAaeys{|8_VY{%@)o zkwns(s+FVv=U<#@kHcS+QztHqaz}Hq_Jn1A_~}4MlHG!Kp-LeOOIeazAgIMTjjI#}m~eg5UCVh{89C>FjC1LDL$ z)r}y9j@ZP$ld3<%K0M&w5-~ydZVF;xhq*WZH3^$Uz_BLwK*a646hvem>H4#BY!a~% z_MHl1>_xnI%NeoAc<>eX;evRG<)=p`CW5)kVMwdIAT8p{kU_Y*Z#Gj5`RxqanBmL3G2} z_$V>Xg)}7QQfq3(rvTP4PAF4O;^+;jDW|L13Wr}&m>t1T7ha@?gX#5J(?*mAzA7Gu zHr+Y_ID<7gVSbH={G0F%nJZdY z9x`nv%$`V-=bI?>A4^6z7A$PMV@5@z1-3? zeG-0ULql3~m9>BBtM}*qocf0KmL~4$x0s$%6Z3XL^oDp@&?RIt!ypWpDxe_dikJK? zsOhL?lq4+DCd7xVWxX#uX7ICE&j7}J5OyUT+fqH$7Z}B*GOM?Qtq8glQX2`x3Zt|c z>I;mwEtIRVDMbj71}XKmBSRQ=tkl=)X($Si9LNmG#GSnBX>gFI=sV|Y-6PoI4N9O#tR;9jHPm@z~yrsTq z)l`i`1EeV*>Wdk_uV2*Hj=BpJVLJ0SW?WPu0X&de(^6j`L_}&c4fO?v%UElgZ3&Qk z`BGmyGSt_Ol@?eX!O*BLkRA@ExB3EWqK5hcX}X8{a&oD=WEqC~0`o^vvs|U*KnR(* z7iUlWixF~wIUGHtr~<5s!pBZDm=$fpH)Kw4!%BTIT=&%K3!p|@N5LX#s4oyAmjp!S zqHN2#sW0EAB!~*_@QjRG7Bn^gE-08`5+3TpktA9!lHU^&sVZ*}Qo1>iz}UF*LGkiD z5J}M%NS0LRF+h1g+jDneQ-2CtHK?T&N;Mi;)hJ7kncM-rW*$ zanq9qNqv^}j(9jLbt@m{>X;(qweKK=@N3GYC>V~ERl3SA|5RW8;#*p2YWW#IaHo-o zR1)J7;P9z_D$OXATb&^S z^Mw^}32%9pp<#TluP`DW_3egn8N9?iSomV4MZSbXMJu;A(iZ{7A+Fq4EHO9amMI$h zXT1EL&<_!?$7+1P}t%RIg1d0swH5da#vA|a+46mp`l!YkO$6U zHd_j5cIFadH_B&d#Ihd@h6V9=5vn64=!bMgLQ*c#6?GTV#E-=`V2QX08LFn+qU~CQ ziRBr{AFHeJCDrYWAf&<>WxDFeOb#b zJtpB+8@OxKUckZx*?p>C8Ff>k7yU{VHdun@6Cl=F2v@r?Oc%nkdHJV4>sBncKdF|E zQu2)e-~-fmmgg}(Nd20St%&Eg2okGK?^T{hD{8gw;o7@4u9TVI=Jz8qAK2rmOYC!; zv2E!s1kL58EE|y^Ynk$AQr<9Vv-+~JVQnBLt~_xZZ&GFk{*q=8-%JZaSF(ae{325z z(z$L0Lha-j8*#InJ7`Ws$^t=(M-vQ0@NC1rX)*!m$@y?Jdk3vK*M?9b^4^4n2A!;j1N~%?# zE>5?#?=%=-N?2YtL>R|!p?)vNGa$uXV&sDRT=4hUMYsp(dXD3T z8C&u<0JVk*ufe<=LByBqM>*RbvI&~93398H@bFeb9c8>MP;x+pMmZt8Vxp4D&AyV1 zxt<%whAMV;Pnx>XQZ-&gjJSB6-jgb=n)1wvZg)O4U^cR_y zQo$6yld1JxZv6>mG=D}UiW9)c-nLDxQ8iA9w|!pO0R@&C{4zX}<#+$%)iy_kvfCF# zip|@bw$gQTwJ@XVC?pmdwf6?i{{6B$n^?wdT1ab<3oa$88iy1h4t8Y%ZCkpCd=Gaz zYQagFq{rldY7#<{_hn~e3?kblb1|nKLiZ%xE0L1I9UBfR9g?D{34aS~2i1Y`(`pQV zR_lZ66_Z;ReD};dAbf}Mf->8Y{#C6vjN;ZF4+o5%FgMK7 z+JWi zR8Kw$lvPRDqEz}&k4XL28Gt|U>tG8SVGmccei0J^^e$3$-S$p?QY!@H!7=*g=Z<1+ zgiN#dVEIWcTaB4uY(y%k;c%VG`l!j0)2!LXAmJNK@)m!KS?q;7z{T78MJ;+lf>St4 zPuwSQO*E0)AhHH(1MuDTFdc0+nhOr%iv~G|eSJ4=l7dGlc#vX#H{{D7)RHEOs9I~O zqe3Mqf98gyq9i@^q&(HTVpa-^P=Z>!fC8_U98>syhn*Uuh*s3(RA2s}R&lO=)0{4? zT(qZsSFdUy^)CK|>tO8=_9o>X`)e#S$;d?`E}6?}IOIcYss?_hG0$cUOw~ZTxqi|N zj?`}`iE%APZ}ANy5iHrv(qGrBZ~3CI6e;;7r=sLBOOMJRtT26n@IGKxihF)o^3}>8 z)Up+c_dY9SRFJ$M=XZm3{y=DZjKOTh0+kY5i2FF>`Qt1u6|Hh@%D%*c@ZM}urMFYa zAPJy9%MBYoi|tWUwk#;!mxUtfR6wVzGId0-$g7PTsrs5z=ISmdA+08>h#WMl#xG$8 zsqe5Vdc4sJg;Pvtg=;bt?-djJ7q#r&a-L9yEZ2A<#Tflzn^-%=?6}laS`?Z(b~t3g zD{Qw7%YjENq!s@1WrRBosK;x3!&olcEiqCoQ~%jmclR!;-<#=YQ*dN6SEALH76+fiDldj${G+U7cr%i?1j%yr680RAkit&mjtr7BjS}}mU0nU)V zE-az^G>w;Uh4OP+B52#{hhnelhlg2Q0NRN79U%oO@Y7W=DJYC~8>Kjt)!Vl)gu-eP zzvaaYxIuq!7_}~r+n95tLP~1ABZ(<1!fsKp5hicx7xQ@(BwZm8)d&+@$tLf@jjepv zh{>*LtyUwlWLi?;d|o>6=cmZ(3GizjvW5g){h(F|C>Mo%hSv~9s)A8DvXWB7klGY1 zYj!qnAAD1{OCep-p-iW2=Oj{<^>Ab>1&(YSnOZpmnB)QUM&Oh)U;}xxD?9w~pP$+`aZeRf45hfs&%qLfU+7%_lGfNSPohTgiPY+@Vndhok zo^Q@i;DncO$WrHk(O$^!8XCz#Z12OM>+KL)uH!~t;f#C&w#&oJ(4 zz&tuHf+Cauv~eTXcZM`4WFzd=8sE;tH;O!~BOJC8Mql$Y;K9m~P-cFt61Rr!i3kRk z(mS%P$Ov))BObj+?6ndpa-6dn?&#pE}2)5sginVi=R{7RsC z!l^MK)FORzJQif-Epa}%QcD$WtnviHw<+kq~xxlpXh1(#x>j=U{B?1}6C`~C_ z<<Z!Ij!tt>+uDl`|gZmmHu?Jv{Gt?7QyEhv!B5*N$kVLo5=_%xC@X{0`MK zac`d`oh-tNE79mpZYLH21R@II-MC&)?y}W{3A>?h`Hn5`YD(=Jlxj0$OXqK6xbgfY&&_e@T@neK+n*=?BKppCkt;!+_s9Ck%`nXZ~9 zmY_IZbcegFQ$E`l4zbqanKN$bujRy6tIeGUTtkCVRaYv%@*{#+miYG%(}?BDwyjDB zi4e-qcll++v?;_>z60p96-T)Df3}`D8hprL8;@1sj+L8|-V^I}W%BbpB29T6#{%SX zB%lBTwTMA&+|dT1Bj}tq-3_&nzH*l(AA=Fz;|UG0B8lNa(1DS$CcBWdnUkBC9*k<= z@2aO_QxM0aCl=3pUrugPwXvMLCbeDWvdk3?GIp~mh5YbbGs{IKZ#b-we&P8I>zANY zwxFU4$6DE1H2_vyKz`^P5WsDw5eRe3;Rz<%1%rGXItb-qb-rSNmXBiQ&lksNmDiyq zf*&2PZ9#2_ij>%pFX`H*UWX1w)>#Qeag9Wp?`H^bOtG#+v~sNopkId$79pKFlSba* zmeaVCZm$i=zcC^ zCUH}=&X#^3TE<~J)OM>A7lfQzQHjebl`t1Bw}h0k2TE++;V6_%BmBA&ki4bkXM~Wd z>wX}5VCkwJh!&zoskUhzh|YLkmz44ZZAI#L(M7zF;f$q|Jdv&PK(xr5OUtM;j+Ivm zW^ii!RARSc72t4s$`jFY(^wci_XE)){OUr{6RuGB2dE;pZn;WpUZenTo-rpF9WMPE01S+9q^jIFY8banU8#bhbp{eVrbMsr+ zIAv&8&%Dr|M@6y#^S5s5s35@4Ib9oK92H<#ZYBP8RDjgW)|?ADDFC>E73PhD0*Gir zZMGZ~0*Sf6;pkw1ymy!FU%#zk@_<}JEkjw?B1ZdUcBzdWsh<(ZXQNS03ftr%5We!H z$XtoIvx=0q)`ObewJz*L~;?f_DdZU=?WXY*1rx4zN74{h^&JGWH>YRLjuW* zv>??n;d)TAo*i1pge%GK3umt5nAovCCi0=R8)}pabTb;Bce<)$BICz4UdKeJ%uzj# z36MFHIsia$H~J{?M+4BnV3cN*%9*Vud+V5>4G(pf9XbvQgq18tAG;nDN^g1ozjZ^_}NLdg4ZBog8&e(B^Gd*D>KWHm*K$XqrX;+20bF zd8P+y%E~e4knGf@?!#N1yX!Vz%k#IZ1-;o*r;l!kixm-ge!Vm zY|ss*T2!?iV;;`;iZa86u~uc)ZQqjYRR6sVp_J0!lt}G_KYA6kFD_vybb^70)p?jYZH!;*O>BzQAO$e2tesksxs}zuQ zj8&6YAp_e5x<=lLCjDCilAnYV5LE`c?VEJxrvx^HYK{Dqz`h4KqYSdFj^L+azKzCF zX91}qg0vM$oL@d8A|l!K+XAChuqQ_wkvGw5Y-X+w>`Bt^T9TX!M|6^vJ$J&MDSJgN!l@HC z%{8@#Z!Zkf6Q4F`)VZn+W9o|MxQ<%S-2&V>l0Qq@Qc zLlPeYvlXTks*Tl|J#m#Df68U<@o0qs&}N45vUG z4+<7P7gdAnAlMWfP;+HK-q&x0K}HtCIp!gVZ)Pz*yoKo6X#6;IZ)>nhV+<^@;-m~j zDn;oLY#sw-Y->WbmB#?9ZEf&2c?^)+)(hE0V7995fpVNZjcqMbD5ZQ(UqK>DZPoa`9Ugau=iA%43M#{EB}zLdRxPcBr<5!+j>KW0ML22nmm|2 zO+JAnlhNF4GMlK$^GP^}Yqd?UkvatDnyzi_6qC!C!UIxS1IFxaUAc^i>fF}+N3Dsh zb8Tyo1bJN3+SU`<*0iv2tGD&+X>RKpuNH7@>q*tvj7>Q`jcpCW!0+1{tg;!a6;hRS z2CGxs8X2neg3CO{W9gEFaG^`tfFz~ss+L09kh!Xbg;&i5km_k{>mDz>oBW(q!47kj zuA%7+dYTIN%k>-EdPF@3{f6d7I%8mEGMeHjj=BBCDs=%ZtrFg_=0{;kXV6`qMf5|{ z8FZ#oq%zhfG_VBF&mxM|#d$FNJ#!ug2y`z%Pzsti1QC+W5W#hICz3r#G6PYfj@fh3 z3pqJpwUeoD5vg>B;#Th>2Fq~@WJW$fG8Hr;$zS7Ff&-+VMSN?OXAy%Wp+PIwP8)V4 zG(_rIL@|sr=fW;aK@O8k=t00o5W|4vGX`RU4MruOF))$JXNXuMCt^OMyKYMxEC~%; z@giz^s)PmzN&b9R`3wLmv+F<{ISw#xtBqB!ga#N#VtR6(887c5hNj#iu?dD`RF8BT z(G+9*XTY9I32Az&e8v#lT2G8WHS!eY%4bwhR`|%woT3nk*WLHbD(J^(^)MoBDxm>V zFC*>*P~h;++AB{V77$}6EktGtdV&vCgublFpuiqL{3g$Lt7;(HE7}+{rn6Y`-0o3#;x{@jLq|(ha7ATS$7Z!ymXaQ7%M?Sb{ zn37~0RfPg~5xq>1&wPf=@hRn(Zraq-&l|>ED5dG;B>rBu4O+XtWU@8m5_U+SALL9y zDY6NKb_*+f?fFJ!R``Ztsx9wqEf?}Tk@}9%U~z7?%43{qqxk>G6LgOm*|~m7kDYSsdv*bO za#QGO!(eU{gNy12p9K)%{$5FQz5R^dU@f^CU#)y*I!HaCi|qOexJd75kZ~z{VrX3V zd8egvW2>!mF2f~TNP?^u!XI98R})<~RsuV}L{O++p|dla;jPpJ`sHS`jHE4UYxm2| z8@Bqhz9ydrilA)}@vsUv&E8OJUttLDutf&J1*N+IZC@JeE$e=EwjjflHTSnkO}>#~ z@ve2`&Ul8VlJ#_KiHZ6BhH);AX>jYU_If{%EmM3_l5gju*%uWcn0rHELo#JF~|W!=hepVSF?@#*7bac#>19fUv}5hV!ERqRPIy6i~`0>ZgIPF z-IIP^SZT9f6uRX4ax1T|uYm4ztc^)%ZI3sEeOI*7$Y1n~(x8MD(C@~tGgv=Y zT^Db)4wF(l=L!Qf4(pJw2)LJ0D(es=7m%0T2XdVOoCD)lm1|j8t>s`ZE+wZp zZ8+UZA@#%Ak=BG~$~=T9?Q!;&j4ShSM}~R0W4+>h*Rjd64sC*AkrklV*cxJ~p{Db) z4naE3fD9t`MP=!hamYwFcR8~M@^H2@>Cnfp4V{0z)Lyn>uccbY%~Yl#jkx{b5|n9J zOYpX-%Nu-8V*c#Q*)t6@lbCd@Wy+JGUp}2}thX{d9v0VJqx+esvuC#^F>{?AcJ;cCB}9VJ$~7-KVab2K6iP_njR++`@m5${u71s`|}A?haa?f{8cp_FR7(Igc^ zOs${I_Olzy7e40M>>$L|(^DSA4$|jA0A&=aYM;^-$9y5Fqp;BakN~K(5llKtof1!mj_^)jLyWG1piJ{Q=opmM1*Z#boX?@ zV$;xyMs36T9=07pwyR(pkot~bX!kx^nPW~PGI05fnni=5eC8v}^;v5AnTl^_S0ju3 zotrZ5U_5wS+P$C54gvg%Py}NxIibpWOkd^QqT%ai`IZsKQIueEPiJ8)RtehnEyLES zx?^uLTF2!dO<~U5hgNL#4e7>uGCQ_sF5mgqu_a$3mBIwcli4Db!vyik>=^qahY6M^ zvu%|dH~@JuTc9rA@sc!3scdbHzW89gWx{pa*i3wwB<6Z?+HdRf9T*Y9Dr_4`Oh>>P zhtzZ|Gj+Bo-4&_d35L>oFk7f@-_eK{HVgvb1mwOP$b1Q^l9&TA>@m`914F16R^-QY z8%fNa{E1PZg8XEf`cQGk3d^@63pO6iu8GGA#xRArtVi9x>j$%&`$=N@1~X?^8dVY# z#A4_$KR4|F`c>#R%qO#%BdkvnlR5ficD}15CP+V-ZL7*+g5}9mcUq3pR~YjP zck(>0zI-tI~B0x z{k=rp$tn6~-*lUYR^kF$!sygisbu#aE$U^asFr&Dzzww$7_ z^lB{jFA|irpfyp*oRE6$zH&m+k%<_qnF}Qs9_{7 z*>8*->9xh~NpdgKHnB#ui3Xb9G>U%;#G|HA$-p2ssRRuG13!ZBKuk61mu78sCn%rE z5o%xoco3797Xsvw)i-3D?rfC@JhzUF-*7EVq=z#wLE^QRq=~{oR)%aGE+TOnxm2H)(6Sb=Y@+hz_&aK`uvkTlUbfJLe-Ws@C%7Pg#XT3li? z_!G1FD7_HY;Gh28BW1Px^|r`u(KETt=Skjf3o^H0IWi`-h>UT%8Xt6SKCbeOOSTn@ z;CFdhEHip^S(}*8b(r${*OVCik^H@0E!=$GkZ`)Oqs=4(h<-KLM`SpgCu^RIRykJjnVhs1U*I;dvYa%XlbOuCW zxaW5w!SZT!kUWh!cQH*Gn3G#j@8aqv0;8%6JvG+0jVD1H!<*=BQQnpgnQEEvdwq4azBJ`-O=1K zbGU6^O`_)R8)VN7%G5}t!MU-GGu`@)w}Hukb3KK#bwu^}7uy(b%)(~Zx3;lateRYJ z;|0vQEvOlgUIvRIw>?tvG5TrJGr4Vu!raMRkT2HECt}>j-t+JRfa}CR)yO=|LYdZt zetd`Wid@;j?TFir#mu}yx*?pXV>xFl zRIRU&rd9QX7?`XS>G2R1YA%M*6;&LtJbq}SrW*jWc%NJ&y_!SjXDjL`N*hvE;~B+r zT1=oE_A8{}Z=ONSX!Pw0^iIJ@k;u8HwGPUFDToEAZC)W4<-9KDu?pPnGBy2%<=t@i zwWZdz5TyHRgK)i~WW&&xEr_M{T0Pl<&XCtvYB#dRwd&L*=Pj_Y==_~afF%WPs+0uB zAnZ2Q4f~LYl46CgEztG(8==kgfY6^cIz?WH69{WTm>SNpm0yM2qM=z#^0!jxcQ1>= z+~+aTMUv12DIoyy$5qmkUVVMWUEf-$Jc%BvbDi7a%9G%25^_iBI!H5w>_HJVT3MKv zR(2jvQv+EP@#cB+kyo`9Xx7sQXKlr;ib4qeszEk{d`jt=4dcBr_c=(e(0c|SV_EuO z%y6)Xh_znBW^j543+8IAqy;PUG=V8(2HlBewii>*R5nj2O8^U*?KqV9imD)Y>pHr? zxNHg3765g1|FSltqrQI~DU!jvr zFSQwO<$SB5Ahm2yB1!pfw#vyj)h^Oc1yi*^?+z~3BWAR^BMDhsOyz3D(h9t9zgSlg z)x0gOL%CQ89lmR6B3e<)}T;b1L{?A2_V2D|C0 zswo+6F3H=%A#$;?C?V#8Tx&3oEf+Ki+=xQFK9uZ)n6>OLh@TlQ8_R(Hmzb~RYIo&R zlWlG_ly5;)z4a#k5^9s!W-5N`F5D*4_5~K#uDY9Z_!icasQFT6z$JNB6vNlcvCbDJ zS-3JW``j?!s1Dia&%8y#w;U|R1 zZ45JOmUGma0qiU(G@oJ~7iu&rtxB^MYNQiOX(ZETKqT2X=!>}Ca8h)Rx}R(T6_H$;$#{Q7=#3xNOLg50g8GAqXbX~#MkG#?z_s5fA8Mu>@-r- ziIlv*d-<`;RpoNIT(&dwlSSeEZLt0I+55BE_06o32z#3U$C7t6>F`>ylkwqE78K*Y zK>Jk7b}DNHCGWI{vTAKjLtqExU}MXYi%Ge;G?^e7OMMe9Ua?sl&h^=rB4^Rs=)YG$ zi0~khlM7C|*JlSI0lrAD&kjaza51mX4#JV{)Rb$mMZ9+)6|G2s5Z;5O5W9kJ5O(^e zYA)?ilzhi6CkG3HQR^hZJ)Jr`L|1yPGlYxGci$#*?)BN30;%gPk+ZV4c7isky-py= zH&`^ttPH@m%N*2a31_Kg74u73b)I1eQX2LJhg0aY%P1McEeMVtGL=ch4DaUl>|nhJ zn`xX(#+F*dm|{PhDQvFK7Go8wLcgfOEHRF9u#rmhC1GbJg5#cj4OtI{yqxZ@+C0P& zOZtkvDC)1=_umYjIGts#gN_NNj&ZXsxjLEvr=u0;RX%%}bnedDx7otHB@35X@0IHOe#B;LGJ^rMZGS%Hq}ZnePa?dD_C!<~mYc>j!X zMbu=Rz~wMK9;&CuSKkI<==_W?XB_{!`?Iq#<<$({WRiQe7{_c*@s>S887vxiFu0+Y zsusG~%GHUw35>}%SZ{YqbvbI|?N01xr8=DzC(6O{>A{8+tHY-<`mxl#LWu6i5XU_W z?S$A6a{MrzgKE`_t0YVyuZ_<>DN^Lcj#WNsH1 z<3s?%49wfbQ;Ji2wg!S-wFm>Oj0FgZ?!jr9uQD)d%6R*aU-8T&!^9%JUfjJ$7JryF zF|HTK*g3B|JBu*G^BwbbE5;3O80{c)wRp;qpq{Tt(zI*T^EFpf!eYHao6i$(RE&4g zxF+7!(3qRWEkvGUs>wCt?W*e!zw#iQe0AS2k}VblcdE^&Zp#=S;w$8vK?=f=JZnP2 z9ND0&Aci+XTOMZu>8;`^ z)oEGmJA$y(FbVtZMTIX23CSG~S1BxTzsts)7J<_R6*qQMJ#vYIMznkE~23M$J z+8tymAFfbFq~Eb4_@)$-do2*5rXQ(^=&LN?JB~rjcNmtT!2ox(GI~KFBNI_v?%l~} zy;hv6Q18Xo9-+wrjqzLDJ+8FK+4snP=jY@c~6}J@E54BV-uM^?W zNht_2j9LRLmYRr~wI(=TmNPv2UGEi#Dveikoc?vA6a)j>{-K-HbRpReu)PcOUhyJh z1#|JCWd2BokGfLx24W&!bc~S}rp$HWUAqN&HNq3fb7SX21_OUEaszb`BQYI5^%V;v}0doPK`>30yl$oIiSxUFw& zledD^6EWxx4{#K^wTX|(I=AhzN=r?>whuTGj;#!9>Do{=@NUt8063=d?+XJO3MIw9kl3-*GY<1dL0 zVjK;|7_SPjB~HVg`x+(a8Py`kd;xD@sj`mk#i?thkW#)r3Cra5n?6JhCl_HNr543ZaBnl)Rr^9g;6#_GgNrFgCTZXggZLHOxDW3`Tq?&C^JxrkTkR;L@%Nd`LU0q#d zJ9n1~2LyOKEi92q(J*6b8F%4iYQl-=I4HmQj5k?Qs3HM)8FlonOIECA=S`BWe%i6P z*f>Y1{jMj}p3p$DQ3W;E&8zuj>r|XL;Gv2XuTuKmhuE&c!JzKbYzl$%bn{tCDVDsh z=+HO2MgXNl254{ZEEdZXXQR+5#I9)vS;@A@B6d!34n|e1s*_@HDq{YLDF7H1#}s(A z{205E1m>Oe7ug_0POrWN7~L5L6uMZn)yT9m5+seKreXJzM5!aDQhg)Sx9%!&3UgnW za5xdh3 zHE1<;;~ATr>uc*AYvU`&<~L7LT54Qa$7Xh9JOIDzL&s*~+p$g^tbWCrNL-oJl(7lG zEs-6oSquVjzmry#k7h9l#<>Q259V7_*7K1Ve32{$K|T=6OijBS94w`FLFku#`(@^R z>*7vB*#?sB0Z54ZqiyPXkTN7q)$Vjb2!f9?NaI_C^WA#0o~#kuU%X@2O@rB59vKy| z@-Q;j#Mt~S31zOYojQDSir-SyT`TUA5X*ZZmncuEc#NsN3xqBS+g=GbM#;*$Wafl) zER@y)D)F{EL1aw`z+5-}Ti1j@q*y#<{s2uEG;2aXb-g{Rdr2BDYhj`)ObN4 zxt@XVf>e1h6Yb!XlErQpSbKdXl$BdF(%$ivurqlD)DC7%h-f$|q(-e79V9g!U+F5< zHKC>Y)`QBCEfK6EQ4VSXsp|ql+?|@7$Xpci6^Ei^=PnBA?~5r$foh`3I^d4Klw?<; z`)@=kKXr{6h;^9B4ili7mllNDMFV3PbW5@4xYvJQm<>Q2238x|a<7ff>WYoOZyu}; zb7w^f))#@`w~#}TfYrJn09OQcaPklJScNXR9- z(6QF+KTP1gg`&4Uw2+cEjxq)f|QMi!~>gE-k5X&FpN+u|Y0u|oPWw)GPyh)a>iUZf)g5;4E?*+LVD_p`ne zhW2$s6fqi+jf#42xD^pgDvfMKZB558<~1Hmy_gYxVsgX8V{DKtUPh`OW1|?>xNX7; z&Ot5bys;qvF*akpGwT2txC#56wo_!0d1K)PJHnn2xAObiB!me9D!uOL(Hy<00wUYi z&aOD=&T$+E9U2@aFW6`<{g-mv-Vu|OGg_P=?jx9tW`3|d6OPZ*pDFEMM0w^-- z4MYvC$vBl{>RqI<1-JvDKp$CXU))^P?urHRy7eNQ(+jd@xUVb(iuiGm`^bV2+cnAw ztgbZ(JB&prog&0fLn5n{I!wxG_Av6wf~A;B%Oo7!VcSnxCQ`MC8pt&OruU?|Ek!J< zBFHNXmO;gjp143%(1xV5xd(GZ z>v4#`Z61E7}R$NP5FOsW9DihnzO1 zTs!Uv+-DXb$aWF@}^W1yp7=QGhmr z*@mntY54mBNjRXyJhBivl9d3KR~AH$cITCa3&A<|0xC!IDTNR1D+^am@Y81&MB1FE zx-h=|Y@~-2bY|?zkPXtKP)F*6ylB>7^?HBxO+$oYSWOrY@FFEMp5&~lbE?u}a`9m1 zNuv$L$e6|z@me&U!w2JAG=uQcU^&kwHkUqHAJGGb#LqG68(OT749R4a{vvj+Yr6XJ zGwiM}t03ykHCDM`$`uGY_cp~rL+6o0t*%qukeMJQ)1N0z7E2c|jQr(+J|r5$r@sL8 zI$U=`*~7(NQ;HY{BLIXwm;xqf1xO&tBE1eb*gk%sSI$SQ*qCZ8qx}!!3C4q{ExF;Q zy*Z_lq2gygtYH!E%wcK;@iyF;J+@|hi!R2|_ssTum#ymG0D?o#Ht2)YRoctVQKDQ^rg4qrd%97`{!-A zsVk4(f;emha)jRBsznLsz(l!858696pyU9hy#3a$bhcZh-*K7XjMFVe+FJSRXbzv| zT3IL}3_0zQcOp0EK3r?(%wdt-hx>vk&(VWZ$_rpEbSlbyxIvOZO4SL(jnPM{ z2~k71@fDeJdRJhj>8yhyZW;2p``hbq{fHyWm~l(cmk|mIR;{-!N+I6(&r;-dxDisv zG{_#`>^M(dW1?y*@bdS)L}OUB1Xc0 zkT3kFh!GsikQQ9R5nUF~H%5UR5dtH)Ud2Z1?V$d7d6${}XFNX|I3{zx=aq<|Zc#*)K+$1 zUvl=m1BJcsei`EvF=cm{x`>BnpNjf9ATS;iYm~Hzx=R)Qr>`l=19GMm(jddBUe{f$ zBKTxT!P@oB{f^K~h0C_*s@;^y%|Mpndd3PWhY%MD=W+pMTRWwgQKXXZdJC`a3lTsO zH#KaYh-mX%G+?>X87x;>QHaML%M|x7{OZ*dPfXjyB=Ux-&bb-g(?l0L!&NN@O4ha` z*hfM|SaNiHj2Y!>gQTxhhJ@)3b1T!?DV()B18g-aF8A{ZWyd05GczD4l@t}~!V20y zYEOoWNTzFmZ2AKbcdlkb6rq-FSgAk9b>v3VMDjn|DG=mg3S+%0QY?Yu_*y<{= zp=G12syb#lRB;>AHAMXGI}eLe<{C7x#ZAqFMG9=$wkF+@y z=psm8IFBc}+9xpZja|O0HB7jUN}C&+5VNz1Jsi40d=*P%G^j}YA=w@u;wr^-Rt-8e z;eVEb(;gaI0UoMAvWW5A)QDz*)4Qk4u;8kuTtc3-6$vaSk$DM10A=?f`iSIoZIInb zB!+<%O?4YLAg+PqHyUaz0kivHuwmi`U>~^JER5f{!C=()#0~PTv1kWx-<`2OjyYX( zW!o4G^SkY0V~J}$^jWSL^`XAK(mAo1JQ@9q*r|`j0D-Zvpl)H_T0n{2dnJfUomAfU z7hbS=r@?QDIdl~I#zR7O+T~0e#LB?Jud9vgTgJ!L?rv?e{Nldz@GSh19@g)@qxs?) z3*#iu)5m$_0pE!c9HVz(Z|mE3*z+~})jl3s;|{{#2a~@CTmB}*|HE9A7oHOZD0cXp z?T~f3sR(oKzHeR0>X@C{1RC1?fXzmLi{^2Et%LfN-7B6d#uoBms5$tdCnpaV9-Aol-fMYu#vvF3~Yy_0Fpcfdrr7riEn42%@P(`?oA(1V2zwjsZKxWklLq;BwZOK|*WCMBg)%fhnUhZ*KGjC#GAU{=mXY|S@0@km%8j)xSTulm5jcw6l-hx;9l zV9xu}-S<2I5(O1;yE8@lGJ~b2zm&?G`Zo2w>guoDGI_i8iIQQ7`Z|MdL^p@Tn(wk(pCDNr z#}&%nCy1{zgbB>P@;?tFFjQf&^RYYNl*;oABHjFao@daVm~b#bP_GD7Uns|-gSuX@ zF4J%elvj&&^V0^fH2JWbpCIv@t;)^MkTuUU=p1+RQ}TVDL8NE9LAcMuMcHnCE`prF zx_7r2Gz>;3A5vX`Wb^YEG1eKT+4oyFKcVfxq&J(Ni`fG-R^4@-IJ<64y+zoqTlTy8 zNnNI*u<{5Kqw>TkFgEw^d4b@De4L?Wx-w(Z!5d%%AjFP1j54PtM%3N?gb#U~!BXA* z1o3f()YM&d5LJtDc^~eU%D&EUaZne5;OxVhsLq9T8_`xN7utqb(B?WqI=|a095i1{gsYO6 zutC0lGIkBZILF+Au;=alX~8gm!Pr>lA1Ou7HpMB0V@w4Pg8%O3UB8=B%s?DRA-jg! zTN6r>`*fc6@Y~$t>vuyH(H}2)@VlWLzYR-5O{afF@*Vdc<&L5cgIS6TTy@w^P0an| zLI$zD^iTiCZ5UOzROwlm9}ObqP;eoqe+MfULeUb`EqL%Jpg$6Ev|is$LCJZTOyJ z9VVQb4x`#$7vXnR*aQ>2Qg_sUPtJ+ zV(BZ3Cet)ppW6rYpZJYI7&5onP@c~H9DCZO9QiK&m^(rEPRw@MHAU^|@A_OH}r-_lD-csaf&*};IJecsnw$bgZVBB4VO7@lSa_FkqT&yt8KD#z3w8zrx1~71<$$54+}%VO zLJs|o$X+HDS?=DTg?!^sp(GUspzC1}qv-tpY@V2H9b~mUUxk&L$WU#)UP#1utho?j zT923<32eQUYOY);2iS9H-=-gHe)-M|jj8Dj^KdEGGAt%?xQiX8+bAn{#g%fRT!Ai%JfjUltmMgqYT*X8$s&j18jLzp$7``Jxp;Ic$S(m)>pbK&8LPMF> zL0G2P96c8VRsVk=)6K;-Rbg#Cqn|K`8`oA-&GlyH;i_BSUuCdxa6JIO3RO0izHkFLG}Iv96etEy` zV~Av>oL@ivoB|b{C4;d&4teM!JiqXZ;nTl{bkYbtW5R0p6Nbp$VP1R!W6wrznP12q zHzH<62v8lTM-+vgf(-S#GP(rB8p1-DS>N#?5Ks0pl!~zB?Ps3m=gw&nVk=r@_8_p+ z7-$)e4W=uI{3EfbAnYW54nqFel+gw8I|XbEJ>MZ~&beW?j0jSDE?E#E2<&%8@sc+r zmX}Gz+?f}^wUJEc8P11^a5XP$R}h?0jg-w9h7t1qc7NmI`ZE`Z*bUb4as>O$DZ}X+ zIU0oiz=+Fz3j;89eut*9FpwkITKP|r?@aIIB>S%R!_QL6UFS#%fpV9h%zhP{<`4tR zWb4{f+42D2rxYn z^9Ernp_CJ44&^Y#vrp+T`_o*d8VR%zE-M`dz{eRzTBE#W?!ir>a=ZZuE#gWgLL#j( zG9fEa&M|~NpWp8|Phsu43TRrI%Pn9aq{@8=BP*lFhMl5K*BSK601&w3N@`H06?4Qz%3n%t8RXdCzBzFsIrT z9h@7{b$-i;aXW}KX4k$x?-0_w6GMy)XhrHZHc>}5{ayP;UO$;jr*rR>>UNvRluiyI zOn8FQiEvicF^fK#4k~M~fKrAL@P@dunS30oLcPq7i43t(6e3vVMjU}2hECPxheO`4 z;2Xm+g$(}%p$!L`X)7$>E#q-k0S*_nG0d)p5r~&?9o3ixuQjnJ96(YzbUQQD(9&Fx zotoH=Q9ZoAK{ZFI*xx9E)T&hYI;aAR5q1^Uig4F9JOLw_8(Rkl2pvN=2vx6qKgP3x{gt3_T?DMkt*PxkR{0Ui0uyh%p%N7t3}ufmUgTi$174b&U7e18h{51` zXo86>ZyfbX%25y>R1A|-46CHBfG|cXD=r!k;6$_{HwK;ci&(I&|xmJ^|yCM)71 zM}SdZP2so;YCu&uYvwguh~e&M7-b*-5W(xLt}-HQpENo8QL(TPY9Y>;F%aM_FWbU5 zXku{HMQ|7rbD=Y0*g=JP^fZfcA-3m)T+~E* z%oeU4L~^}WMCF|>B3`vVc8Q>Y-=Vt|9*blJY|=}NE|$_=bdhL&xX1mA3Xkc}Ofgx` zJpzn<5XQdN!0?m%`67&+u*#K=MljzY4|Yimc*8spj@zqr*kewbr6%$^^O?(7mP{5R zsk?>PBalku=vfUvqgknRF_yeZNnqQPsUM7i<9B)m88I-96&Xm_B~SP#cMxkvcpaqd zWuriKffr%Qn?RX2_VsahU6m9j44Bz79&C! zhlqk4!mvNM4DN^L)6C;MT1ynA2pP0;0WOk%8hJAKa(RhQ+oF7Y=h_>8$x_r-W9CM_ zRTDa>3DhweN->yU7!ArnhlEmOLE0JJ5d8+(>2Y_v>6_z1 zg!pXT6xLtZRgFgO#7J|-l|;A#(&iv3cT|9opqvp3e@q9q5QjoL32^IjKf}f1E7K~{ z5rjczdx)eFxu4d^rKXf(Ff$U8a$$l9Nf;%Y+umIQD;NIk2=b3KWSMy-qU- z8%tQC<1>SdAFw_%Py2Ed+IrS!1|i45S^N0R-&t<-dM=!k_{<`t75H7I)X(n;hTs9k zf;oX^wiCla(LDMcMo`!FNOirqe9YO)`ME&C;C-3-5HjW;>j=)@cSHl0uRyh2k{BHbUJfu@3S$&0sjS z=!{sLW{|jmBARj~@*=hl_#ezmKDZ*0>okLrY-sn^Y4+P3=>*YfPHh;pmVr1_R60#s zaXyOE3{Yzg5U1Jh62vRz<21_@vNITeRISteF5HFEAn}?-7_F9pll7X#a=271Ub6@f zCs|56h1V>C6DwDa*POa?s0}5E*DQj)uJVLsp^34~clrwPn#DM|r$Ud{Y;RzHzvJWu z_KhAB{+5ErYld}{lu@W=yygl*WWDAvJPxeZ8k;OTSxTF{VX3;!AS6SU@aOrs5X0WeGbOEc|EK+B)ZZq{!JQj;G<2KvNaRtV07V#D{J&1VCvW6+RNWErQ zub~^SCT?>WAL)$OEb!e6KvkG=n;FAS4Dv>A8xKf?fVPX~y3Ikz)bYFHH(QF4SuBpT zNG|!HEAg9C5ht_wtbTKbD6;I*e*9*MBJ8S-fEW7BQ4b#z(>)x&IX&*wHh!~A$<=Cc zEA^X22zDX_z9Y1#`yhrlM)$;YS>ZTY{LTmKH-jiU`a80V-wcW(w6gV^!ALHnLwsAm z*>7{t14#U48zhQI0vQH;{N|AAEw^HEob3+FmLhSS?KDq9m9BA|WgwHiK8(x7m``}@ z^)(_IO^f78D~TV^nRTpo$6-2Da+lY+s{jhuZ3ZK# zR8^_l3_=jUNZn=-f`|=gcnBd}=F$|yA<7g; zF=B0Qh!MiWbN2R9tK;>MDM$B5k36FH^IkRe;;(c;Of2LfuTSsdg6yyNmkWYM5~7-* z)x_<%H4UAQIcePPeM;rn5L1Lc$UBkjWNTC#xD&#vs*K}=aDWWsH-WSS?nLl%RgiT; z-hId2Vvg(_Q6~gs=AU&!@Z?CSn=<2sfN}msg{%`oO=xJIhNAWa?nDSKsYj0!;sTJ{ z#)8EOv5?CYC%`%(Ab8H2juW`EDr$0&j1vODKAh^mP6%{k1LeT+LhP{#6I3;Bh=@Ux zOw(wed}Dh`b9%fGvCmw|SWF!iQOhY~;Le|~a&tH+Ic}P=s^f!*;rhz*@j+6Rk8+75 za3_M@E0VySL=rod%K9Jz7&bY%J_x-vTgqD21%V~FcjI9hw~GJ>$)r?W5ZKRYS8IM; z5SL=u>R@$2K$6F=;B-N#iLvZ`LLw8m6U#o7Do_^$3OG)tEGKX$1?;K1aIXvE?4g43 z%1TNla2F+v$)HqR5Ic-Lk*4E4;y4m3PQtF(B7xc&U&-lw2`RK-z57sTkVUX&IUG z_RN%H;bd1ciN;P*ANNt!-g5g?Od-uOU&vg~=rH@z1{f^X?h&}s*oiSMH9$yx*vKho zUJ3M}Q1Cq1+pg8hDKd6CP#WxJLm|p1C(mQP4TYpo!igBtghE6Rj%FVjs^Cf*Bk?I~ zN!r4f;5YGTx~k1L6rv7sp%i+RWurNPVXsCCB#{sSy#AI+B*ZRyp}$2Y5F$j{u~yvA zm=r`fP+TN|5RvTgTc&{!VvE#Jf)WQw84o1djl@AjIJ#h@;>1D3a#&0(aS)L_g%qwC z2a)XDkt#BA5W7oUlh8U?;vgaf8tlu&L1a?qf*{^EP)3sHXN|Qk?KONo7^Qnxr1C>o6M1)t*EYmdJl z#usUC41`3U(MLPvjNg(SB}qr_>K!J_NQeljMg7bLu>GA-(?&uv z>#-hbA(99zr5v0+pfZt=GQ31iAVi4RgRR*Ji)sKD`q8okLPTCgSCjNtcp>f{a`~}N z@%IKoo?mbRBjD~K4unpGhUx@D#C$$4SauIn%9I>SB@)89at8XuH27y#1Ssd2HMQA3 z6k#+t;lOgY580Q%j%Au!FN8c(9PeGt#tRY2u`wrrY#(xl4-=OqK9Z^zB1Rn3`5nwq zh=`A}*j$_tfmy5{Cq#_kJ0hZ#PDlVRrMGk0Jru!FM6MvSdnlG;aAHP6B$9PXd6Gy- zI>LpZe6~)=J3CA=i@aPXLJZ_l5L{g;EmJ=Pgm{#E8b1WWvnw`Uh~1?QRGVsb zLm2Pj68FOd%l4rN;Y!&AQ`|pH`mW(%8QDOH(C**rge1k6Fu@2(C&VIs;1{ut6VgOr zOo18@CnT*wa1i4l)P&r8`^_>m=@K^jl?M~S;)IA067P3)Lg+2yGoN+y5LwEjahL0Z zz(;%@xwbxtyiU*>WWpfwpP-T~s1HI-APuO@?xD!5+&bXxVxLk%3dD`|L5PrIWM=q;SS zY-x2}SLRc0YEB=Rx?9<6uiD$>p8VxplFdEA=1expzklyM_#W;4PD0ZM68z}_+D`t~ z`+xg)$@uw|A#-O6*qxOs*Y9${D}O%e^S>f9X47$??pb{>`-Rc zi(D@}LJWX(xqnH*E-Ocu%Fv#hmmlO7X-hF+F?=j4@?C2J;b0%zWz$}{ZmdC(!sAed zB)G0bMH|8a*hnB9LW#oTd?qrQFagt+;xnhKY;&E8STAJVrjTilxztj*##%CmD26=e zRwMW!{2-S|7aJx()zdZ5VDGKQRuTd^qm0K-lhA(ew`LpD4r#iX?-P+``~A)GmP;)F7PeZy5)*tOd(u z2+yDfVSlQ_yo356mj*o8j*U|j% zDHaP(UIvLY4?n?mLdp^DX%8-w`V~zbsz69@PASb%z8mCG0qQC?qq?P1(;3yL0FXd$ zzde;=`H62FsvfQ{-LVZ9Zd0R&)c<@$_ju+oGiI;s!dARX4}T^6k~gsXe3Xwkqp8vtaZ>>#b3jkSr3OU$PDX)JTj%OmU@Qu)&%dy{%w0VHoKQgs;tWqC~?kwq~Y;_CM=xlk7 zRh_z-l4qa(8>$6lbh*`ZfFa59J4`T+_eBp0T<$J!5s-yZO0PDQhfb`d7+t z$-K(1V|9DIC>F}eHp7o7?+PS zpHi@IriW3xz_{6ov6d(xd4AD7a=Dz*l~k;oE_hs2P#*J5 zzV-U)3q7tp2ruTyye=@(ASn+?Ej|kjh`{y4**Xgh&+&UR@e6W9y2}ta<6Ynu>iPoa zvCHj>W19ov^_WT&#$A>Nc1$f ztAdB9T{#@O4{!;zSOhvO*oq!D?eYTTFmsm|!}4^-#-f`V- zdYHhAxu?fsMS3vSWc}p&j5k=WGvQ__cO~P}<;e;(pB*HY$b8A}BvYXXNr@ns7W6Kv zLEJuzbTH0(z*9$zOGHZ%HilCoEM)}9Cdbnl0G$RR8;ua%DMR=?J}UsHQyEkE2V`dV zD~=mxg^m-!u4PH$j#5kED0sQ7R~a(4KI0`_NVY?5?qG~hv*kr{RS=RR^@^oF&0)T9 zUr|98vxeh&11Jd64tqtTM4dvpq5O;jdC9h}6+xu= z&3;DL<7R^q&arz823EwOiDQA4iwNIgYu(-McLyWHq&QDaW&j%foA#)QWraFZGKVS? z?ugqePw%l*4Os!a^lp%TcGP}KAu~><7E0z6B5o0UKOW!$|NI`{w0u0khmxG0TyMe4!N^3cw=jOx z!JL=k0g4bmXb?Cd-`pUVWY_iDL`Ww=b|CTglK#co{YLQhD1s79Ax?%9LL*B*NZdaW zya$wrGSe8gM~A}imL$^JNDa|#EZNkAS@QDxGo2p9@5cQ*n24U1z*IEun262AOC6`} zB5Ityi|~Uyy*m&J4GZGZ#E-n#bed!8E-Qzk;r2!JN@=^s9Ze&*7vE3RV|C1f_KsP5 z5r4Q3SvPd!mF68NM3q_bL3lzbr2woCGIn9;d z)D~ebQS2pgC|^f&$aZr{S3Dio^J5b*$ml>kzk@}a^!!AoqH)C{UYeUFM;}O3z$I!N zJ%u@hALQxXfyx4i8qe=y(>4ct4>QN}yI4MfUU^x9h`DqEcsiZsaL33?2VI5wftk9RY-BOXqYVp==COHxlzQ8$C&O4k|-s z4}vy(vir!{$wO9nzxnEe2p8s!hPdyWfTW?Uu+Ln^e#gCMgPBRY9&T##f@T3CS$3B# zd(VMuHZF{yR@`7Pwp6_df?3&(aZ8b%>-{}zOCXA{j-)#@Xs#r1#MqlBFjSuUl2DRU zB?`nGaS^-{FU%Ok?@Z1KV@@fY?mXzUwOa-+d}#7`r{BS15_(b>u4~0-Ts`fPfa?5A zFr^65sz;&+!vkw6H_z3B@1z-_7$%d%DzHgla$L#GN+2qQi(0~S+bv4QR)}sBtB+n0 zQY3*uyK({f`T)ailvY={cNtNFN;Vfs^CovTZ)=g7m5e*?0pzzE=myW&Zrqz%hF});^dDu9QE`tTo6)W zF<|Bhcp-AKPLK2_JIh0Y_&et6>6frVRzzBCz)4P^K?KW{!Q^ zUylW*#E}YTVsx?hoL)vYk?7?#LVWU|!Ok)+-JlN?BI5oQqt z&TY@-(uJ`FskTy+Z^J|_h%5);+^z!_CzLfpv{hS%lOaX`rKPy~qH4%_R);lOaNA^f z()B9Soly{J)#-|@X2NsXuoz$Cskp5mqSFO3VSXvArvQ>o1rePt`Z(JKB6=M8s(0=} z={Q|ap>?{Riq`1@aStO_W1X%;lJ1P>@I|M^Tz+IvL1b#; z4;MQkr#%d-dkPwyx`KS?o&q%;%8Nu0+r0xF9-NBSIo%aec^Qc=Ne{nE_Nz=@Bo~Qh zm9+9its~Bf%PYKUIuy8_AW**x3bLIL`HtVkvfEt%iPEwl&e={7soV7+k2p`E^)=ddk-%pv%kW&1jCaKObi6JiNxt)%5SJahh8#$sOGp#+xH%`zb60gBBztbQQP+Ov z*g0A5`jET!@L_#^>q6M5BKD%J&r*~8I*bU`7-VWf%SizinC4LOZ_fxC*I=BU9v1hLYz%fpB43$b&KQ(DUw z!o`A9(P7grB5!8SGIBV6lN~vwx7jQ3BEw!>ePt+lTO#kT-x*2=lBO;rO?)JNL|qz7 z4V=w=X@1IC{YjPg)jx|y#L29rQ=((+^bQY>I1i@%!mvE+NLWXLtt-pZ9_%swxtuCh zh{5GesLJvefaQ(eKH|(eauGjcIcD5j=}oC!vQ0&lnH>bnoaT1<_Yk#9M35o;Anjhr zEXF&vhY6>q!>CH*vjy**xtd{8OZ7ux>|rII=EWQr+pNt_PuC%F$037f|sQF$kOkMQ?lbb{ArMWk=Bhqpb@` z$U-t#2U4ti5M?-6h&vc|PmjLkaF(?nV7^7~m)U~|(iH@zDG?BLi|b}G6V4t)^vz=g zdMw$42$H)7K(YyO5XOaWn@49C!yUoPa~nd0>&*0)XB$Fa-aINdgO$}qw`+$-W9L~LqqD50(FL5SoMazBG2_8_Q=E_t3osh zb4BMO?OXOBu2S8DNKIUEQhz&p5Gmt{5Wkx}h_vTr%Ocr?2;v!n-Ec@vpk1HLCWKvP z0qXU!`O-}YzvQ%z?ljXTvt#?rNq`{Pg|H0kjNJ#xHbgK^qEQN|=cPeP!J?6H))R}g z&u&Bb*(sEOe=5?3%Fb*2RU`QVyl=+L$05$PXrrrBpwj5q0dN90NUudz^ z)Wn7c8hqNLCj5DF)52n!_W4#ZjwM;U^PPG~K#EnOzq{%fVB}f7Pnj%)vImimcwdOG zW)C9B2ZCM|XZ9ejwh)0Sup*@Iai5j~c7+#&dx_?|V#kEJvile0Ir5?hbK0lJbzI<| z-*=prkMsCY^6EW)&92j{`?%QSKYqpKA*#gGz78D-R^}xMg#-o--0dxX)fgotz1tEX zL=0Y%P`IH4`|rZ`_>W&PC%$HPwTJcb%rfe8yjn_e60ULTI*=fYb1B#vc@e)`2XZly z>_SXMDN+X#|CPC^PBF<>T)4h zQm-2kphTeWBoyvsE@YSMt$}dQvdm-T$A<(V^4f3|M#n67MT%9x8XS+2-f&;%?N#0) z#n!~H^y*k#nS3`j!BOMcS9^%hz+FW%RADYSM)&xTY@Ko2wau*$xkxpkKICHROS0TK z+L(&?Zhc6Fyv?oWr{7YkQ=a> zPuZ68$}AO*how3X6G8XZuwb49k)dP&$Sq7wc7dQYVg3OcQs;s@{OeO@W97Eaom5n# zjJ24a_v?WawI@qJFm^zzb)1dFGeYZpM#QhUCrBZ{Cm)(p!YY)}Be2h=|BCQnJpLO9 zj$$ivS1JfiWVex0oPCf4Dvz^93M|(w7f5Tn4`7K2>|TN@MTnQ6e@L`uTK9~f3uo!^ zww%BvbEDXxG zTn?I3>R9=M)L14wbYX1x!h~#m@Rf@smDDIk^Q-&eHnb_7uJalBoy%$yZ-tI*y&i=}A==V}uzk3~p zW0`f3sWA1CN)sRIILUk+EUSd4WH)856;L)GEBZcgT}OERzWtIch% zA5CgVp&|N5yPzUF3n02t@Q)dQg9_1xb)#5JXJY zu!BX$-VemYNf~ES_PoAuCGdk09e6Ni7Z;*07}1to67Bw(Z%1M}+$CgQ0O7{3B1!3j zuV5c@goje>u9Anu-VIMflaL3J?MndG+LBPfuQ2_&tM@8H%4t8c8j3KWe|WzxMNVVL zJa_ei4N0fVhwOv2a~hCg40R1-%H|Nin?} zGgyj$up}V|3`~yfKg>GF#hQa1*06zwU*x?V!>;JZg@su!j2Q+_)->Hj<(XZ$V}YEL zxaeS9Tg%QK-iF?Tzxx&uK(d!b$R@~F+_D;1TdWWB;Bn$w^*gW2&GRR?i`BP9NQlUc z;dhIX)}GIXBoC3|+eC5u1`l4ixhr^mFy9lgY&R1ga?t?5L|x>Y*)MXHJ5`toC=*1P z4Q~$i2dcU-Qb6LtLKX2^ToJzgB`o#HSNO*n&C^Esk4@_{Gtd^ljZ$PwmlL@f$M0~_ ziZJEIkFrhgxR+l<%dtZsR9=KgsN?z|av3LPMrcccc~5dn;VLLX>?+fQtr&@2Wynb zWv4!FPWmaYFo`9=0fhYVu>rV@2WJ@sm8fi)<(1DMlEzSB11nWcDJ+c}K9*w5C}*$> zTuc#!Qw!xg=J1RDGNov$rA$LjOacPi2#8l!xgV`lKWjea*o zX<3a)4&e}h2H-XZneGkZcQ7IAoGFztP(GcC%FI-h%R2lF4K2$LQAaG;-x6Mg{*LhC zd8iN7s~3?Tj75fBM3dD}3Y($tZ-q`>D1ApbRK+6$Ax)@4XVzC)Frn=G^A$_1%5xAY zXCcJGo|;Z6)@o*wTldt25WG_BYRw7SU0BKtMT~DA6aj$)(A*KfNR-vqPARm&_n$T@K$(!7db9eha!Wt~D|72hGhFTT4?87{6$cwPZysRqW~ z`V@jxRwZ;AuJP{pjd01%Zh)$7ncV>s_vGR2884Qcr@i}u39n5(S%FNtD_xLMD>C8O{ zhOmqk%|NFQIiYkTID|WSPbs!cxvUW0X%0pYxR9pq0~=KiQ5N$k(+E_RnzS}{d{i=g zB3Mio4mV@yENrI-8G$A(Y)kRoa+Ffss9;Tq!KdT4y>!o^909`QQgw!VDd)R`5Xjp8 zU6@>eDiC((stREgRU3*?H{@o>#IwY^13Nr7K`=z2c$Eu$#?c z3d?ylCMwo95`jzjiaqs>ck-ekJ6XfpL@WqKCtXp^IT+!E9L^TO>mUgezt4vZEc40R zJ4JYcrn4u3CyqgZdD|cnElaVphy@1W!eQ+uY)H=cB93X;hSh-AVSi#nffaAgYaE#m zc6;^Pig8xE;6aBarBD@3g5yrFE&`bL9~G{~g5V#QJ*(DW92M;B*I5%L;xO7z%4F6A z;bE3M7I0&Dwhnj3gG&RXh!8tz63Z>Zjju1cZ@670UQiTEeRWGfxb&t{o_P)BbySy*x=I}6;f~A@TURM3dq#XBC>rfrW`rDv zik;46LfFZv$e==1c3LBH*&)c7S+ z5#2pg?bRF>D6SHvO4B+)07LdcwsWa!Y&OmM;F*F~Q$)7z2L)we-j zU8U{a?JC*9FT_A(u&z>g*GC3H>MGeik84ygU8dVZra37nY_{p?Ih`GuVRUD$8|B(Bn7)VfMHH_!BhQn6}}Zp;jJWWrt zl@5kE@M0UWb(KssFk1V9UEi)V{nVFZ8i>+B5bvF{J7n;yn$zGA7)Q5~GkDtmGg!W@ z<$SHLPQX%mw{l^p6;|w?osyb2*hAsn!>w-}zf&i6n)_1Tqm)0ft@DXYP*2JmF8hbS zH~(|`-Iw2)QeOK_2$kFL!^`D4(eR&RG{?6S6dRru<6D<7hn_*@?!m4aPrr+$#)F+2 zuWt`lDKZ5ZfMWLtaW)m@k?dfPbSQ^m@tK5To}v3i==w5d3%k25_$4l`*@y=dsh49Z zAE*@JjS!qi5JHGm9No^V8ClhHJAP;vt-nYy}`H@Yr7dMi+@~L#5 za*RO|^n-N0L@A#B6^Zqc1_nwWiUR6F3y3EUbUL)TM$$m=oFuetd5{{=GPH$8I~L-8 zgeq1CUcUS#EcHwL5$#po!H$6L!AzZS-6WEi!HjkK!eZfJ2m<&S_Izu(L*vx zs?@JF9tFNyIoPT3QtE@z8w@3$?pIe1+~EAhZ3lb93eDB`LK3+UQE+3Rg>tFyr%zx> zkwz)Lm=Wx7D73~_^54{`+tU-?Rgjvz!P9tgm}+RV<(C%#8& z8KFv(W2usz&tM$<{%%0A_;HFnRsCv$s;}ir<=QDhf?&(?-)Bg;RgXsJq?yI&nKsP0C~%L#E9rq zW}|hfXPo1D6(C<2FXP12_W-)3EvOm251*CAqwFts(h=OEGEpX+m7H`Z66_6rvR1T#5ZgjCN8 zi>01UE=w6xHZ4Pr{jPwvDqnb%_HIy6hGd+EuLhydV~tNC&ZPUgmY=m6IF*cT+e(%Q zoZ@VB0c1es*u6w2Z{OW0GsFR=XO2QNrF?qr?H}H)<@)@EPMBKF!PxJ^1ybx) z_K{e@m$?0;Nd@7!nR;cygb^XixDhlFA(G=YF;vjaFd|95lOfX7cx(V0 zfR2el>@!B+m%SE?rC{6I-cS?&lQLwwjMViM{0<|BwV@PrCgsd&zJ>{r`nb+z&~%Qm zIsI-*$r-!HXQ%@eG4>551c_s>7+jHSz92mEnUy{cp&;@{%J4XlUgaHXO9?I7rfl#_IjEYs?u23RDKuQqf+>aLG z$?-|=jfykmqKowg=6zBPh~(>!!i?=rs~9e4o2c&tL~<@eBb8h!jN-Nn?W{-(*v*}E9FDAILB942!`-a`;^#|@@<9b()Dt>v7{+T+- z+XPN{j!iE9{&(;H_xHd3yFVe9Ke662$;|uGn3R3Qk48Vf{}UsLGhsh+Bk+J z*2v#Ku`Vd#3HH6hjNtu0iK5e=KSCD7B^J39@%pc`EaE38&yj+I2lSOYX$~Yn5E`CS zh8y+2-U!J6`<F;e01p+qqWniFR!>82*LnyUkOsdIjh2INuP zs|aV!Rn$`p(=+OK+Hz9ly*TE474=ZWB$k)gL5AvsTzxxOIe;urO@~XTJp{MB)U6Ly z%WyQ;Ou9!T)l>Rf8Fg~QPlZ1z$J~sWbhaXMhu9c@vEPS5{L$&i=kD=c)yAlY7oY&K zQPNSXf(S6sY<86jgqK7s(;dcK81BnlDW!hC!{>7qqlwsId?Tyr54OYjsi|XznofJq zFn*|-;Ri5u?*Ijv&h0QxRow4dQFj=7V>zkGkhvAHuJn*;wW`h`M+_gwH^JdRHI=dBCF)%9E)YM^;F(6s!9YJKTPB1chQ#<4FzevAQNhQiZVn2hM84nvm9PysF(urDrP zj2!t&r0LHhJRq9|1sFG{$U1EbSpb&e(phQH@?fzq1bf9kuIBYAh1$FI5TrGAD5j=q zj}@F3gY>(h3JG(RKi>`EXLO$46$z_Uh?tC1%Jpl;>#2!`Sr|e2)gJ34Pv46<&qEai zGermt;SX?nx6on1sitg#>^6pCT+BQq9hM)mAF14u>m*BE-*|a6W0PqZrMR%5HGMbOEJ9$YLp?}^ zMFz3T?}VOGDAjmm9PL}3>Q@+wgd9|jwna>yd6(Z@`cXyXM4I;BqaB%>;gcI+t59Sk z%1;g@wrURfIs@sC^G|-)8?!}7#f)MwzMbAJMXaofnD}%M+RJyuHCmGtq`ga4LlvCk z%7(U=L{E6)DUH%J5e6{Kb=%AF)-UJ?&U^~to5rxdNIwlcg=kEpHuCkXKj zYcjW&c}BLVcwZGK(TTH~zCclk3`;#F`ga-is zF|mCx&Xf|;0wYHP3oSyBiql!#&1QPY3<u^Ic1^x0q|wPfbXQP)loSdy(B~Pm(}L zkt$6kTBBp=pK98(0%{yji;|m2Jn59dWitQ&szz@=$IeufX$o!3_R0|S&Wf-ZR&}{Wt2`SW8GE59kB`G@Muqa^-Dw>88#$dmrA&6^T3*|0O)!hi z0Ka2yN_)tG)U%lXLlsyq=Kv_-01Uy3m@G_>YYw7F(af)QX0a%lj;2T}!U%b3rod?p z6U{afRUMj~5>rv>rs{)SBE7KT!PW%t@(8fswY}k{HcOojQ4h}{+yiKrT&l2)ppo8~ z5x7h?*mM!z{rS}w??J-6ioQg#H z*;k)%&UY<^51%-)1Tg;X4HrqyLG0dEEQW&98w#04o>F8;suONdFjH7&5X5aBqRkbn zQaFFLrnL{=vnzskA(@yN+|(g+j?ANR*baM_9rDr1>2COTG&h{fcHxxbGq~&iOLUn% z#UN}B*%Q8F?}~wGsoXXzWJaxkiMT0*3vcHz!AY{D3^$mR$b+$H;DL=1CxOo~e{5ak zOYTb0W;=}27qr9;-Haa3?UV#V#DQ?N(!UREgB9U%Un)YtshKe+P-&WUldranjRw#P z_z`FFd*1wGCtw+l%`T0aApsT|*2C22{d=vp=5KK~#o_$x<<^=fcn%rz#CHe!j6a zXKB(2$_MnMmfRW6BDeyBWML=7%AxZ;3hv-wc}&VdKI4Ro!wmkqrE1MVR9O7%Z00T| z!jwLhdrgW6L$?S?MXoEND;{sPE~6^~EF%yn^Fi%80Phl%3pyF|m8l+|ECJLz=F0oW68)ko(6`^P+8=QX+ z{E1-#wV}-aW{ZnB*+c|`T$9Zyg$JVE_#Kwk@36fjcm`pg+qzM5^}l2?T;Zj*T^}!m zlL8VXj*=Z7Q*cc;41D%yPbsKkw0dzsYKr+~`Q?VZz&J`4;$j7{ag;>(5kUWr_5*}( zd|4T68Rz>x&rn* zwqsMDdJL_QfTxL4!~^jHv{J2LlJ+_)u@6i<;U#@g2UrRZbD7p&0RrxBQQT!1Q1Y_X zAOTFO`&?IJsFG{cHdcxd?iUQDg@)!ep{HK~hC+^CR<~+qwc44EPc@iQ@5qeWLR{KH zSvuSCkDN_I0!-GCoO)EMFXVLX!lwUMO|mF8F-po>89D8dxz~ZoetOycgLf&8jO^`; z&}wFp5-aqS%5+#!5)f@&#H!>kVWaU(ai%I1-oJC?uvwnvl4WrHY6iv+W)+=03{;*i zlGbw&eBE;DD)j};rGM0v^dF6^2j|khxni2nAMSyT>U>*I-;UZr^1z;PKuz1_9T|S7 zZE?^qCi2M#)1vpSiFLP6ux)!$1S}WHcEN@!mL*C2fGR0Z-3K}SyGqH0$j=Quc{hwA zA15J*a&zQKfUgW5mZKR4q5W*6qO$ug3P@zv-Z5izWYQ<6BP!=GQ@-OQOc8_8e)f@~ z{fd1@7lQ<1ATnR!?x+`#&vEQmU8PtKb%L0hSVWSf_Szmg#_W1iMHJ2hu=Z~#zmU_v z3mYy_6M0TIr_k1K>EFZ7#9h1C8kS?#yox8Hs#x9(JXB1t2SY~KGD=1UPraTCV>CFw zVo7^T)X^XVCJDzdQJda4%rb}9HW?@~8GEOTB*L2?H4?`r1nGC2%PI9@QCLoY7MYr= zda23wMyQ-St64gFjge??q&zhpB>k)M9V~Z?sSK^@9$2b+_`(LcXSJg;p^8%9P~Y^g zl!GKnR3*x^H%R+eE=;MI3G$oZ)Lm2g31WNc-*O#nhWjNMDNjwW@@oWxu%LQQkdjDg z9t6kCg0W9bAapSi-l!tf3c}GAmRcZOsz*E+glx%7V{CPk1mk!30>+4W2nIuBKo*4e zA>qV>;NsxY$gdk?+GA)wHIY$;qXu%?V{6igpWhv-JVvZD0Wy>mXK?){GW{E*-*F|4 zbe>Z33#AsBn)C^9T|`cMIu1B51b>$*4LftV$WVSEr+)`KTsSoyPM!8HejchWt`FrS zt*d{7WVAlLMgV3xD^+UCULg__gImzW0R^aMNyD{;DZ`4({?MYHgWSS8W}i+;$N2)` znvP19ki?JFG)Sd7-yMuwz?AB#i30;($tW`I5#J#ZH`;KhBA&x8LrM+h#uv!3ve#@f zRbD|x8;JWsdrLtT9d(%_GBwdrz8A2$kO|+M!NrCs`fdzWp$_3i-iavG`EE+NY2(a9 zb5qk{)HZi{w;Ocr)SG!w#|>d|yK9B~%Y^v^nX zRD;3uj^SY6*{o)Cb__eJ-;1zk(2?(`Rvus+f$+Q4RS|s1ARW~Y@-XPe92@Vhns)q9 zX4-p38Q4(Ou?Pi+@{U((I{kY_H5fZv6>i5q2u5CQzG`CpRBs&B=^qCPyg}d@)fC4X zSksQ`8(9T-u#W0bH8mYh5jAUj&!~Q=LMzJkLwTij_iyBvQT_CKG=)(O#>H@zVYLT@ zkSD}f!Ke)FCr}Y&2Q?TYxTQL%K{%D~M6mk&AdjiOv5t+WrX4>Z)7~@64pAM6>EY15 zV>-RVuq&+{)9OML?G!@wynx9<9nutG9Fmy^vSS*Iz;{)lV;aPrwP#3Qz!B({DFdMK zRI>vb#Kx%S8PQ-v(vD~llBu+hmD8&{?-A{^=sN#poD!w^IyQL5Dg1Y#pH?&bqL_r1 z)ZCI5S^Xk*TYn&1R zF_5ajW}Gryyx>)&voGJdg(0w$FFnPz6gxy2L?nKD4buy$RAK$WcJh5{I>U6EySRC1 zI-|67$8wKc-b$~d^g<(RM=7<%psb0P22}K#20+*is>wd1l%Q7f?D)qSrRbRFE3Q#m zgqkW+=O&6zshz<p*EqcpMH-8Juw$xDO@~pZy=$Z%syb4k3d%hYv?Dc= zIwSIBq`D_)iY%PuxfG9Evu~_7(Qzr}zRit&p(jE(G%WnmO{Z-kvt8n0!^MGIXJ)d3 zV1g*A>}oXkv-i_iLV9wX+1~v{mQZBBlZ&1O8W`>pXIcm1Y8B=NcSAr}VB(XxBdW6_ zLf$}P!e9``s*1zKWFQef05SB%ZZak?*y1OCGYfV5I@7E=Q#6gDVA9TE~X*~WLfJ4eGz_OlFNWnq` zI~mZ9PfZkr+Gr@TK1Is|qG2%ZwE+hp4zMT|HysVg(i_f`v97w2bU8ImA)F5{=&?}i zftiW+KaC-|*-!!FER7_2wuqJKk{$UH&rt~wC;3S!6Qttg+6J}D=_94kzXa@_nvf7K zOf_ZOWAg-ykne^nBNO_1sC)=2{1G#L)Z>J+`bI#X>|AI{erh`V@pfl5C_~ZtZZd zmw`<6one;uq=bI*X%iu~>VKpVnK6<9e@w_rnMF8-Weoem96IbeiZHL2)5))rBo2Xg zco92xG>h>f>vYl=mP9z*+wYVtHN`W6fDyHyu>@GPiTFiGiPR)f%JaM;c&pkrc1qk} z{(Y)q5nB>Sb8RWkD{I^+Wfl$d4P+W&1j#Kys@sLJLE(kX)}LEnEys#M#;_Zfrv*S_ znnZ}gv@Y&~aeRs4GnX!IAO0SyNO>8AOV(0`n}bW|JclJ?lAdOJ!9=*kqrfV$DzMhq!LY4rxeE}Dj9ahstN3T6yacCYszzAZO;V1 z=#)`pnIFgA7+b8>L^Y9A-|d;bCjXNl@+)^CM>nEj}16RJ0OqRA1gOY_&Fn{vxHfeVGP9QB`xR0BPf^$0a$;LNh5fay zGnfK6s#+7F*ue+|v>PT5r<8M)-Nz8A8OQR4Nv3`tOoX^?0F!|Hon#e0YCfN)hC|Vv zvOXiwSff07P8sG_Kf369YU5dD##)p~qmu^;XjrQ1}H>||?=nlj4l3h~2XP0#a+C1-^~oIJO3yw~J3GWbbhlcPmY4gW~cZ81n- zjxnUwirhrf;Kpv!ny-cnd?utGaX}L)Kvac=cT+ZWcR6}K*W)n*c;gI#8Q{1C?yK3rlg!; z=#>Zw*(HfFA?MtOpQ>3*m{2ChN!D6?%(DZXu4Le!nFE2lu(IkizsR0=5yc`+HsV?; z4x5~F%O(`DIve(4=1V13rtD=}>pYQH8vRVG(G(I_}0`O1>DK%!Zyu4eA;GH-I|lPl$1h3nhZ(p%n!U94F?&=>?{*5M(T@+aF7J`<)}4< zNVNw+4H@PjS{G7ev-_km0>XrnSMTnV?#g#|Rduy)0BDSy=+bTg+4M&j9JCPC%!uA$P=cj9n_#M%t?9DGG!o>g#v8N`+D(!NT_h}A^=VBGG zA&SU>8HbiC-3MUzkG^@E#{9*i63APzxrVSWgch)d^o27D zt_r1rSyLh4&U?s@^97VcWw2|n7>D5PHe&&waLVD`pl*x#B{|(&3Wqfaxop(scOd2R zM^iTzvJe{u5c(epdpaIYy-7RhZ9 z`M}v~h+;f(Cuz!vP-ew*W26mubHP;;NeW+Jf{5)^^XCo?uu{eN;OJacG+Vz4h$ne& z@K{BgrjK(xw>~S42>y;>O!V{ zxZH&qEUW6#Sxya>!R&aEwNELQP8A-`lHa}6v#wyJqBhqCV1wrqAB-#yMX3HU z$9tq%`hSk`Eitv%atM~#Hq@cSdE^1{Gc(&KR^d56phBPo^4U04Y!mSd&AJGS0;R84 zgj2~avv^^y1s3r;*A9fc4kkiqyvBhOc0y@z=(8Ys9P#ieL@cJx9RAmN}`^v>yJ)QVDNzo**3Ql3}C=W(^5KWTM?<$nmCHNh|C7*$~xS>_w``T+}b`S}FqoCrpWg=%{Ake2-;A99G@$ zSQ<`qhLdF;fuL$0Is9Cq0)n;FAVD^_Y~;IxG4eQp9b2jc8~I@)i0P!oF#}o+j?cr- z++hh#Op=v4ewOK)!Po#1XOd_l!y`ufovX#9Z&9tUtXBj5R)`UTe zx-g1ZP`1Zt3)=aNEA*ygFMD!X#k?w>{?+>47>XqYUm^jw^7+tQLS4F{$IePHRTt{1m={%IN zR3+dMWvb~TTtMixNL2}MGB0l&g`+0e&cfj?g#gvq)SbKJD1!&o_CLDoCL{3on2Ipb zL%7JQ(HGO{ZyV_R;leCVnNq~5Y+D0&HyI8}->(S9ahkeiwl3iOL-@d^zC1LUm zv0UYth4Z*%EV4^#{?HJo3}^mp(g|C3XfYwP|CGsyZ7=nS;%txPJ5Et(1D!E-=J}@} za_G=Mm^2hiU1tzo-yV!lysdIoDs3`hciPJOPAYieKnXDY8MU=d!xS^o$7f}g*XMWn z7xH{4aRB^NIpbHwsOjP$jJ(K7A+PSvT18+G04Lbpr^Gk5vSnw?Vkr zxMB~Y`O$Y6AE2e^AFg*Dxvm>P*d;5n>jt^N!OwKtbpt1@nKZr56h3s_Z~?n+IMBlb zAQp>Ov{@ia3(_e&U-9RBGtum(T1`tMkxzKe3?Qq|5kzF@{5rD07)~5o&Cn&G# zErCGeSjky8fU%`q&eZc#e7oT6x&b67M%40IHvqBo(9gPV06AKeb;Auj>jv8ULg2s5 znsvil3}uaC{va~Cjub)Zp2x=!*4KdWOg5B4xmqJWAafgO3><3f49;aJ@dm&MkF0UV zL$DN&eGd}j41&ke0hcum1C!lwbm_r@u$rn-CyZ`Q@?{1p(dGC*V0p$n#+e-i3$cf4 zMLLm8AU80^`NA$8!N~X|)EXk^HohI~ne}h1vpxv>E6ST$-(`j0;U!y_vwojaq}N>1 zTr9Ib0H*^54vSgkb86y2WQ@BCvA``=w%1kMSzpm`opqYqSs%<>J%TywQLTx#tQU1YXojVQS7My`D zqIt;}c{qdbQzJ6G>Syd%RY68YaVNU0D`%+5DC0Q8hcjf>af;~X40%{Nun7V6hxqOw z;Y_L;=;8tqKQE46ozeXB>0oQ7g3Y(Z!mX=`^@sS@S3#*yhluIK+Hz632mq%*SidY~ z;szm|r{f7{Gb=q9mJ5$81)KcNY`16l2SAN3?`IjGFb|(;B-99<)YPMYFOc*TDkd}; z_X~(9UTO3+kY(6WsvYP`1w@O&G>ehbqKrdC!U1ySTWz!_oJr_mKbKT-`m-2`UF=vA zcCVG?wPv;oIkmCaYdNzy-h3JeBRVdIUqX6o6NCG>h@LR}AtcZA5&-zDN(@u{&ONsYChAlQ!21fB zd00VR2>Ub4f)I5uW^3DRMTs{uBJeXn+~Avq4QFVb&BX8kI+Eah4;Q0LMY2k^dpw$T z4ehd}52!i*onym1Gv6G^u@WK^RK|pIaq~!qYqDwz^>i#WI*bW-2lqlot9v4qiSb9) zX@s{(Wy?So^XRr#R4eAUh*IL27~KsNVeu~ebaIoNWrxT?k?%486w*J4(+Z_VOxovl z(M8&4wk5~>gTZyC!92BgDq_U2KyGVvZ#nGVx+LMJ_)!vj_>CD+!mjGcBD6%h=2vgK zyF;Euj(0LUY{#YdG}~ac^|4({lD?M{yV^CfC*uY?F8vGURsb!dK(UEx-@#Y`U3!t6;#QU22@oJyGRiHYmKum1pL9y0EEOwml@qsR2)4AfV{}*vuu+;` z$D_9ti61h0T>2MeeEJJp&b;RUjMF<2WXy}tcrtZu!IIS=1Tap$5JprnQn{M}vWvutvTN)G3d_1TcJ){l`0g`XmsN>3RAU>bUUm49ry;1j zUOlxFdS`-2UGeHKrNP?A{2whE&2k0}Sy{BqFn9Wd(r;EZ&}b&tuj86m^?$I#?f@0@ zzMwPEyrVt0COBZ2r&ELtqbffPFjVMgdAHRj+?I#GsA3&}O!oo=4y)cl{0jGmc7%*+&{XRk`pX7yLrl=D<4$ji=P39(^JKq-57r0v;=S*sObEyU=&ROVRpGxNp+H_K~NUqrpZE&J4FZJu3S&COxT2sxn zJg)ChF*@6dbvv(E5TygdKn%KDhHL-Eurv%GtlL(W@~l3kM(`k#7o_R|;&Xm&?^R`1 zmDu1)t`mbB(sN%I&s6d*U=5!bH8OQI2G@P1AkFFKyV+N=6bIk!fg66c$6R^A z1ALgqT7)UZwEH28JWV5>BX?r!Db+^I#*!Ejbmd{Fi#wu3j2;Hb#?lKi8%r-(_^A%Q z<-77Ac!!2f_0+MO6%D9)V}+9&K#`_(-|n#wg%QnL1OZ6+93Sd8t% zW`_Ux61O#kv+KpL$y6ZS4S}qv?8xN#*qM@0dq~QUxF&&WWrFDKi?SlJpP- zFr?{sgY4eYLR94>%UmadmnM~$o)Vg=gu1sxDfKjNEC$`ZC6QT2y0a9y8nUJy?2>y; zj-bQy!79a(KbT?7H<%k1sV%qE#1y)-WL>!`LB!i_TRrw;45<4*7D9F+>nTAd>1v%1 z;yd{rVrYEgDpfBGz^x^V#QU+e*;)z@SOLI0Fn3`@COQvIY%PJ{=+=vNdSoF|J2KeW zTFRH~LuEF|)>3M(C5X?F%DFqJeVM%_3lXI5RFg=(2veSe4#VY=RfNlAE@L{J8rOR4 zD_Tw@JfCH2$uWb)ZAIN$qAFd2I5zQ?@K^8AmaU~1B;&73TP`EUkY-sv7*d2_)%EF;{7cx=EX&|`EFYR>=m6Vg@Qv+~*QD4y zI7GP{Gt=5{T?SK|Lu!U=m%-*IHv9!!nw!ENAzpHZ=Ne}awvTFzTn1AU#q)v{efWQw zdz+q3cjY>7{{D&{1c*Gawfnn!Dkl@q3?Co^$D@;IV4NMm*1&&1*R@u$Za&>D>1;<3 zB0<{ytd}=gtST0Z#Uh!7F?vEGB9Z^6R1iFo8uhM&O-;^wTzr?AlB%GXQ4tn(9SlND zy%lvGOqX$Fv?{ba3*j3(E8+Xgu7vN}yAlRr{C0*qD`7D5AxD~whET;mQK_nFwaaJm za11aQNmVbU2uybW11@GIZ0;({w9vk+Vh-4KJw6O&Sjbq$-4z$YH*yxj4~F&2LKp-u zL%OjTSqOu4TSQ~jbubWiU*=&PSO-(NLo=Bd9rr=7fnzUR^H!dO1h2KRqT;f#mU11; zci8=-@@E~aU?OyAa<%m6>sbar$XNzE8B-S0$IRMi!?bHWShLu2Fqd(JUmL+y2dM;U>dZ8X{Tq!%kzz>SEX9)jk`%7 zY_>FCzWo_f-OyhR-?q_hPPz)hQ31M&=Eo-h@dn)>v(0HKJb(_TY;%fW8|s6&sTsPw zCpzEFHs?hvmcY$WXn5#ifd*Y4K@nU>!6Ula|nr%*zq)9^j>~adR+f>5vE7L??dd|N)KW#@E1{hw`~kLi2Z9Bx7P!vx)KV@5v8|ZdY&FQt(KawPL46ma`c*(wymFHs1f>Y6QsjWo>XT{^-C{6kg&gdW|du6h^ zI>`9(pEzOBofua=4V;1DV0TK-)C|DQgQ_rv5;zmd`4o`}oPluzm-+dcVZ;Eyy|R7= zkaZVG4)Y!WJ@`b1U~r;&USh1e)a2RMOb-aP2Fbprh$%-FnQcuW z?vClWY2*xkv7O$EI<{o;NlOS~m%#9hQkNJETk$|>B4;AUdz=^p5VOimQv}XZ(FmT; z5;&vGs0YXd&IY5oQJFFKpWJuUhhW+yb6MK}l(p3$vMWf;5t)1OYd#r#h<25$PK{v1 zM8>Gh6#9vfp3T3^k%4WM@x!IfmBf?%XStcgGxir&>ca$7p+7S{^v1RHwEpoMm=OI8&RHcU*QN%Xg4x{{~Ub9O|{5(T}7=|lLL-RR16 z@1EUmG-FE*cGCz0?l_$h2o*W`@5qg@r3|s4j=y7)xd`evA}AGfrZ*5@NTjA?+Xo37 z&J1v4o!*|B&h$3zh3#j;kvFC4%x^<^MA-T5>0jqJ{UfjsEErPPlu{jMcdZi~YK1Rt zUz}%HZ~7hc$?*d_>4NY$xSTpO+#oOgd$7ZWrzV6FPJ!4SHLY}PZ>UE_#7^E^gPHm*! zHb#+{vh_32>L?@)+D;Q3ndyEy$CW4WoIT6FdA|HF4jBL={w-St#V&%M1QwtID=|b~M?r0q(Oh!#& zB5n-HwQ@LF2Zy~yJbcO!YS;Y0<>c>&0?vVjsoX*!o1yX~Iwa~Yf;T<-&Mr#yLmrHM z%^*~9VP1DEn;l6MXd_?DcynM|D}Nk((0t4L3WwWG#ElNq$mWj%b_7iS@nT~4i6^t zSm4(<4T~KyTsb6798RoAFBWs*1eK$2#|6Q~Rue9Sw}g&PS&FJqL7xMRth&fR6W*IU z!FQ8^i-rqVe~ML5qZL*xtT#8q`1 zW`{#L3{ljXS6@J6z}R`)htrK{L!9SgBG3~r%HoV7+)Fyy?EO90?yC&mJawGUw2t`bAT0dKkwkTcPC-yE*<`%#z-w_&5bnV`2P%j8Hkx-9 z3_sQ9>fk8}J+ltl3I}R^+b*dI3Ao+${eXpc);0@}ycans*GW0GD{LP&$-n+Y5CrB> zfFmj-%L81EgkdpFO=1_r4$KT`8mvf`+px(fkH1;0I_!$5EIiRk)Z@W|@D^0fds5gf z!%Zihk0*s)jN3UxhA_B=o-$(YN5!JOf2l$6LFgI%@z# za+J7+0{h@sy&M87fiW;yj2`pEMu~L%@cRU?JRab0*1A=jcx7?~KDt*gm+Gm3Fu`Y} z)=@)5B$CX;)dOpajYz{afFsCe{xiZouy&BtG>)3mZlQ}KM2eeq|10d`Nz0|WVG4WQ zJz%>`AuXYs1cxh-VWKAtitNG`oFq27x63e&0CparI82Z+xW`8^hB5fU>s@)2k68!a zQ>9gFvZ7+RbL1HYOH#k3NZl*1hBFs(II~c>5XCS}J-+tEnZ?E&s6hMeuP`)roLI_{ zgI7^N8pBXCbKPEZH)@Af_Tq*UCk#VwRM^F?Ud`}~HCW0~udwv^u;KfRtSN=O z&Q&d@4^R_fl!hT0+09)SBiE#3v@RG3mf6vVjwU7tLUKf9swIK(SvC1IMl;b^q`Nz* zg<0(44t|#}-o-XdsKy5@z|b$gH8dq>x17_3t^x>dPraPn`yhh%TSsJ)J%NyT9iPtc zAjGC*8PipAV?fAukkf<6Y3BfElY@!)+7U!yfs*Z+CnutFdM`{+{f=2&qHuD(_rdR& zxn?dp(-& zNf|8eICs7LA*|>f2sD{|PfC%fT!wYk4+{xST!^fI_1qs;vJ(6TVWz0Wn(qmc=i6oK z$@fG{2*Fp1&G#I=3B!`_`6$vTSGE@U2YYl$Y9AeI2iR|?z+rI$4Tv@jH|oZC^`v!V5}2cS1yXM6zLLbBRyfY zkeU`b34Ko~oHs9u$ag0fBNs)8oJ5r7^Q9^#q$)A#QOw^IA_89tG*geRL}#Mtt|pNj zSQO-7)Wjsyb&kr<5EIE}qGhmESy*zF2M<%J1t`B4MW7R?Ok7eIhCUK{BPXBl#!fyT z^}n(`&JiW~NcvSAo`O^ui#xdE;w(TqazH+v<2Fs`10kEPHPL1=EWwyxH6q7o zd0*4(=KX_UA+bC*w}mvMWG+bnsTbA2)l+&>4Lk{blyWCbE;pYK01u=NP4f5T3ft~F z!w%|Z^gUc3tQ;N<(116i?=IIoG3CI0DXA@iZR_Wv*h+db`hXbTo#T^sXCa)0TFA!C zL6DLC!x(tZq3ZlwZaW+-Vt^Z+*gB2TLE63QuCQ?Qtjo0>ez4q|dql8zN$CUO>im*< zQu-c@Nu;+$%+=45QF<-qd!q2`pol3)O@PrO>6;}(zxdy<7 zUm@o9_=l8fS)M1}Y+pN}>Nh4qNWnZ4Kf^2KyGQ~4sQWv%Fy>ws@q*kLecVZe{=-1l zC?~CDFzSQ)ncKNu;5Ov<*|@Z6NM1QeeFnp#sGvD}6&z!lA9BLgc#K$fF?1u1_L1NNt+)G8S|+M3yEHwlkIOA^S$`oF?tTV1cO{ zPeq4IAk*B#OUN9e%JFn>2(P_NS6*co-|Fc!tRCOW+K?`!7Na)0Wuz!=qFkmQ!jdA5mTX8)VjK+|2UX9GFgU&E62BztBcUT%!Z9rJ;%fBzptoW8FOa zN~BGNbQU@bL&L8C?C1Fzw6an}IheUN=Hc4W&x{C6gr^fR2x*hkoEasS;Ua@k7xpQl z|4h5Qix;ArzTwR`b-?j6lD_dE7==0c^kB8XuI;&2he_JH#wx#HaBOC&=i6UluwvHs zlp{2jj(2Gfz}&5eb=LMEEJj=AtnI-_Z131HeIpEua8``4lq>d9&so~b_cM)mX)jXg z@EtQ;L_sn{Gi!oWUaZQeu4HfUoq})e$=(pDdQj73ZwyxTP&~Ex|MA^_d&ivX7B#P$ znELA03wJBI5Afw33wBHei*}Y&|Hr%k=iU2v|M2H`_}h3Mc!XS5!RGf!fD$pPUY zh5qW7o&mtjy!#(~^IzZn=6C;%M-WVM^eX+|{NMTY;TIJA`S*8Rr;Y3L?ZX=)etx|( zeFftG?%jWU$CW+0P!LX<71r3Z=wi$*5C;a+z6ast01w!JP~Vp~%kUn&Wn2t-CRr$M zpb!`Jd1 zov_t13`g3t6iYl_$H{l!KfG}h4M9UZHEYjmOoaV#zhfwSBF^uaW*ED{xLBnCyN&?3 z;;wtFn%i)`zKJk9>miD~D+^#r!v9yfY1eoeihK&D9BIVUH1Z@y z8mr92Qu|_TWR6^ecmrH&!%i20TO}K#Ad^rAR)F@6Wwe|$x`RH8`1pbKLaTJk5(dk+ zbe1vk9mH9Fy2~QtYY=F%BKYXmaYe!yDaKm+OG;7NnppXml4wl?vd!gUW?X ziZ7{))q)D`_#rY$Fpj+{v1 zj(e73*?I|W?xTwlaZ#p}ik4w#4U!5{m!jvAtJ+m#%U=ArU0wv zsue3WxMK35Z!h>2R@8N~7&=hip#lgMgl=|ZWB;a1AL*8NJQdSY5XmTVB4nYO$_;G% zEW3_UI7_%8quTugK-`?&BSMz zWw+o`imZzuWSyu_W;)Ose8U<1d{om1oJI<&LFS_|!Q4g@#JzKglof zZ}W&ll4zAPA|Q0bTtE>*PaV*nxF=E}#`x=q=B&76<7D6)^Bsf1*WH5{BJYqU?rc~5 zj^eVPw~AX6X`~~NTWTGeD7%>xen_|K4q-e@s}SR*^=cjK;}5)DOAb+gvsr8j+@tUG zN)kvdR_B38s7 z>x(M_rm-*OZ`zaEE~<&|+^ zn8?IE4zn09A{NtOehY$ZQ%Z;Voe2Gd(YOG0n1%EK0>xn_^#hHvqZEq6EJ8G>eo!4| zs?x&66GHxRm_hKC{O&l+OvL7J<-Y`&rvLjsP!43;RV zSo~!RK|F=(FTYt2dAwTq$6p3x0aO;mUk2dSg97oF?Fi{&^5po-aE=ahqB&UnWf3$C zMW&PN2M`Oj^stWe%OD);SmHG7H31^E)21{mqpU)~n0xfQKtY0sM;Ip~fJv*YnOIb(uko z5z5`;F#~npH3Nm)X8elBc_?%IWdOP_M>J*im#v5_N3i2B(>$S$YEJ!S3DSUAh8APL zAsq891>-N<6*h_c9rwPqw_Yh~k#U#h8i9MchFa<>g^%0^6{1io=JfDda|4;yQqPTqZmX(8fph9t$1E6HoHr{eX6=UV>UvJqinxU!J z5NBB+*I$a%S%z2GBMH^BU`wb1*oCggKT{<1F(Tfe1zZILlV$8%e4` zon;VWVv2K|WeM`qP=N$*)gI%&iQ^n+na+{3+|TgZaZ?Zr`=+*koaOQ<{yVCvvs@|6 z+KbVqA%!@fS(M6gmL13Bs#aB!&>SS5AuNcy>~}Asn*jwa1T!bzW9)>o(1rPESBb6QY@F6Pq!OAGdrl*zR1G%MQ zZFruUeJIBiYodslm-bnVAe%c}LZpBwY&U`lf{VE~nFXT$c}o4*s|E-Ep#On!h9(^J z_#e-&%l|N(V+xLz@c18K>?Ref|6wV&9B|h;w3Sm`F(53E&{uwEmR5b3#7aYCc+(Hl;_d|^2BO?preuxkiQHv0Tfm;z` zN`ANghZwf2LxN*+f|KPjTGN(~Q8y+o zF4t-~+`I+_sSd+8<+x-{d7@ARNQ3>@vsyUK0l_S%e+DtCj5!A)X;lb&km!en$nX+K z@IyJX`;P=cCio%NAV0>O!Q^k2xpY)>Z}6jf_7eRFbGv|@@P`PKdOyozh64o*#;oc$ z{vpO%wlhcKA0i>v<`Vx9VG$?0PW(fNGaBeHPy!$+e0T9{58_N{{e>MOjMg+*-O#noM z2)kh!YEJ;q`Oxrk`RahzNVVc5QyE4 zA_*7*VR;ZnonT5sAeDoxn-EAC9)kfgF%U7M@zF9)Gx<9aRQj3-h`_7lYLWh+2l9zK zRauaHs|WJ@dOQ&F$}!q@9Ah{hh#0=6CbL_HZz<)8QIU8cB0Lr)ay$^eh+Pd74@AVr zIxG_hg!r0^Cnu@(KuD=JQ3#I3lfV%daRLgG9YYa(?J3h8Lrw!C5AM0_cSuSE*TO03 zcpxCNMt?jIFb*CfSW3kM5g`5ra6AwYvVJV`_#j~P+*ztShSJ1+xCP>aq$lS0XTr^n zA)Lefd(KHL5fGWet%?i?5PcAVB>$yIeGoBn*IOtNkTAU4FO7giCNGjxMMOV%pQB`s z4+b~XCV;~8^om9A7cO5lIwTzLqrHNNmKn0hkO`yl+!TC2*U4FYFwf)97iC? z_#tAPjg|}bLo%p1Wz#{GT|>*f3UB-n`fV^?#veBXh)|E+W=QEr;t)VClYuf^KO|k~ z=HmJxb^%{R^41R#`XN&vc8>aRFpeX_`Zc>^e0uy4AcUedd;Abr#}jct>KqT=uryV+Hx5F5*gnqpa1ip0EV ze!Hj?@;IZPxu%?|@buuZ(^S`#HpyS@*sdwLR>JH*dO^8aREojRsn5(yd&{?8f^HYG zsQkH8SH{U-mqB9230~CXko@O&ZUww^*u48Mq>ubx{EeFEVb7^r(|hRYwAsoq`9b7Yad(Mf1|<9c%(G;Jk{5*y9tDj09v zz}bU|uslIsR41P&7I`1X9fYB5_B1g*G}eKOHQ<;%odjWl>~}a=rocXkYUGite%Dgk z2adTw)u{=DO=P~p3U5)%Au7lUyxGn0OW3>tAB%}JvSy3C2J{a$M9xd`P9Uc zkc}v`tL>$KkoTLT|Dg)RXs(Eqr=~%!{+&|81*keTJ)Ao24L^s@QuT2CP!6KBuKo?e zcOH;eM9y5G7%KD?3K4KccPNAb5YhL+ zc09-mHC43~tYPO=WtfTpxW0$cu&v2;4VStAXF?Mg>ntlT-PjT)#m_u>XP&GUs z%Gu4tJw0;yQF@)En8ENDvT|YYdE864is$&)kKix3@{0Gr|KD$a|BgJX+21*8fdY6Q zAaU-4ah%=Z>3}`M8iW%pBkdX1U?fg<5O-LE;COVPcUUj78bEue)C`U{k=6v#VGYvu zK+doRD^-dq!+I$P>9F4Z4WjCRk+NL1uoMWsbY_yR2+xO{lZ@9k2T{1-yjv7(h~jVq zbO!0D_P9flM*|kyQN1V)T-C3A>+cz)=9FOrARM7RQ(HL(rOm?p^*#i`Y=u7co$S<@NRi`*h@DMrv48(R}dNAP7cg}6Ev58(g~YQ(_$AtCZX!YV_^2}GQsuLcpjyDP%sI<`AW8 zl2S|fB9}-HHcWu3QxnV^MxFLyGOYRR?vZ|9{>&Iq9&^^#3pJ zoRB7K94~W4T$Ba=kfUNE?yDR1#~qc^GH3SUuAJYvOv%FC>5Uv?qQ(Z%oB%rYA1qTs zoE8v*4Rr?Uw19B8axyp9)gY_dSj*#~0C4`udFpsEKELXHlcY`ESoQ@o-^Baj908t@ zH60%*CkvRcW}Yfhh?2aK%-};f-lZ8GPwxu&)tUFvl$JRT3xL(6hz`pexz2Qte!}HlUtx$ip+ABeNR33|E5V^jWO>M zgiB-aCGHAxz`ymg;tlj+22zhpOY8fRye9 zjCAUble#e$4gh zs1qCh#`*b|{b@b^a{t(9!&Lo1&^62wOB@@Y5Y~_&k1Bu==(K7gA9_n7OpaCs`}A`W z4pR{?3#tBiWZsw}!Wd1U57O^&67=T8NLP@k<2HbxsAO>62%4Ye)`KC!--t-1b~ak6DPh|pg#Kg!)2ngt z(n-XCxk*8DV6JnM4wFb;pSQzsLh#PH*m}JBIfDF+{L~-@p#6-FX2XF} zYz~*@9E!faFrVnPd()S(H|a2E2=ZMlPpQ-ZCA5Ec2B zs3F%{^(*vCfwM2uWfq0l#w)~gQmQ!oVn#?I;=fj8+&Q|#TtU8CXmlWiO?al>k76nA zWRe36DdVsa!OL*|L!Qph{=>h#r{if(gBRGDdO8RA*Y|X$<@IzPN?tr2_A-bkBaF+_ zS!_KW5q5ww%f`_WU`r`_avU9&awh0vRE`fLLMX;5Zaf{9uS_|NWYqG;*snprPfch8 zQE8Czba)hlWkd%)SYk$`AEV-&-LO?%z_9#3lVnZ zbwkJ5QKaceG`7kN?E1aF@1 zZ$-@_&JB!(N+DNus=e&ggIjS!OxL=*0!I1<>>TuqPCI?e(X9b<3z2a<9d>H zN0b!WGtq516!#T_`SY#8ZEIw5t(I_nGA0d6&bu+3)kSlHIdv{})d*`mp7PRiF}`JT z#$9;%^cT={*P8`QK(OzRl4Vp!C)3tWDWr#h4)&+M#^mY z&TQbqM~IUEEz~*0$RDmOJnrK7?dkMl@04J2m3I;WpfY)NW-OU*j(XPY5@5iYG`iUld`=_Up#JJhN$7r(1a4PAdZ6N{Hz03p@Vu4uS zoZE;PQQCwq#$0PE#*S!8B+9=?zru-pDaCBzSwBm)9@aEw&)NJo*1$88U6Pmy zedAF?vLWa~wsVUu3$~`irERXPOy8EKWjKqd(misr|1XlmJUWrH_{%Fistu2HMxKii z^&_icW@9pcJ6cJkW%ccvEw;)GfdPUA72EabqFu&nnM zAQ>Ei{uR?5pVQNP2A<)?^uN9DjdFJ7p$G(%3`kPdD>$&9%FcrvPB)b zse+r_s+sRnyR6G{-kR9MsScBB;x!N%M&A>9(RPuBAwnvU3@$>MYs_32x#THC-i&0T zv*hoC;LNgh0K#w}$tJ6A1j>d+F!Dhsu0tdsNNwh$R<^;Q@1Sw#)vAOtLOGJrQB>m# zH|cIGIwsmp50ft?3JFRSp+wIXr!ORQP}3r38oWy(WA7Qa6sIh!8(fQ4sgq`_F`Ox{ zQs-1X5UQ^OL03qUQCY`4Mm4z({Xr@_4v0Qj^qv5ry2*FsA;?Qp+5C-*ae{4dK(z;x z6=66R?i3+3C*V+gvq*+wt@HnXd{3QoJgwOL_?`>=tNWg(<>Pyv-#_`Dgr~lH0PglZ z59WN>Pyq-&-5tOH@zx*Yy&fYFo>5WhPf+`&W|zM%H0>G* z0^EiZCguRd=w#q+SOR&HDy(l`zmuDWBG0TOE(qU5DV%zof3z{{b|M1KMpvA0CDtE| zOdnP3Pz}NocvccvxOdz%S7g*6Zs);{+nG{R({TeSv+W&c5pfPx7-92D?8^{-AxE4G zEep1yWz%Wy=4HK3Dlf;Qt@S!rC`VZb_|fNtc!D|~{u!UsL&Nrfl;-*<6aHN+^D`-? zDV1wmGlzS)-!dc^dM%w8#{j)PPdlvD)g91z1jzl97lMb}p-xQlEEfulN#Hq&A zgo9^Ij5k&$<5+MN9YiUjEOMA+61Ns{G*gobZTAM58I=2%m{Jbr?7*ejRg$R*--;M| z+9Lx0`OMh(mXbiKynYORh09!#JcjmyZ1=WQnUFcnTTLD|(O7TeDlbE%BoVQ<&~O}A z&akgYBy~E+kQ}65C!iz>WEkN#hc>qIRv-fq%uyi2(JmTctGPMUY#9bb3zOS7jG4ARcagsu6 z|CkBM$V@5rD%8!IrK`gQ)Hy;_=59V^#y@y!Vef=Ik(AiBa0h&c`A`In$NPiE+(__( zY}dBb_Mfa94^tc#MY`F~d0`|pc`W@&ixGbZB`p z*=D#BsRM~~b>12z);=(h*r>N5w3cHh`L6aC`6LC%!4{-;g5`AU5{rfq38L>$P3RN< z6U6q?FPJWQmcliVDlDq!Fc0O_bRjze7ds3o! zL`sb~ei&KMQ`8<83gS?g|w>WA~O)JGQ8dBiKQ5z4Wlk{4ProuX8Xl z8F-6ZkghI{jkAo1-w{LZMbCppG+yp=)pRM`w#VpkmcFP$$bH;;DPLszH>%K5@W|UU zY;S7X0k!SnpXg@vJDlDQ#BW3c)4!qo_$>6LHeBP=ecR(@UV7>;^JbJ|A%$f-PPUPqJ|v9i*`I8bH0Y=9S*`eHLl-7El#Ls=F&^94yBYnk1NH8H$^mAa@4DduTmaJ@`OoFlcgp- zJ|@t+Js#KLs>agrC0PO>#08Z6q5MG}?mXD&47$KuA0Fr8%jMV$7JjKS%Ny*uJnYd2 z`@mf$j2RBwF~qX|5@QN{6Z0Hj3UOOR3gu-F5fUu0UKAl$BNkPR8xn%$MUa$=%f`Vy z0tVz`S>_M*Y}pMeoWz?yMXlDi0$nwH%050aSB zCpkt0aRFL83|s6kxWdCkF@jN^eNf=!1Y*Vi5iAXKFmh5@(%L90>$e0$N=P!5MR0>K zg?7LNWa`g*H6Ci@rs^}=aE($5D^I>X-{A}v;U1-aHwZJkxvz3?OF7%?k_BFF^xoz|TPopMnFfA&WLdwn69tmZu zGjik%9+NZ3XI{n*VaPVuI(y8Q{bt05tDe`QK+p+j1!2f2pdyY)FfPARQMVM_jkA=R zWX%`+;?KH9ARK28L8g0yw0oRC2jJZHm!MOu^Ata;Vw!YBZ{5N^(a0BGcWg6sqZq3?fq# zYUt$&l{od_;t`O_*51;CW5^#;Mw%%_#KlWHuAU7-&tTE?zgU>&1np<7=;7jN?&kF& z>5h>EIuxB8u=Fp7R0!;K0Rp~DR4c;LGV=meY60Hb?Ro%&Cw7~D8ZIdC~`dT zgxF1?c1D9&xQej&GjschbC8IW$mWH4L_ zzKnloIo@&BZ_}6Kntn&SWmj&S>9mWL+m-=+()ax-O_8z`-)ly1vkq6@mgv8YvO)_nX1|38mxpU*FJD3Pp zH8P8caQAY`@L%bqJsyf572pmNCIm3V+$pz%69iV(058Imt_|;=AxtT5KRScc7ivt) z@;YBBz+S6ftln^uOD2b&B-6E?!-qm-V@W3F){~QAiz(Cx8AoJUoKlMNN495i1De|e zvoYe)afNY&?miBfKIMZ=yJ9L4!{@ZDa;&OJaU$zS8|@WQkSK9=7KCdM${(6^RcKWt zgm?1m6bZ-h7wza7G$7<U;&v@9^}LBMjzb=`fafYxM@^d-ewT zvz$sP&bL=Wye1@L3AKnQ5S@KPT?Z3UPlIqg$$c1Xh>o3QI4Iu!;n^p43&x7RhAHtt z)y5~&wLu5q(F+?Z5)C;*6e4qox*susvESVBRFwd!6Gkca&^w3vB4_I2G~v#n2~;Tu zO|lKvZ&C^#V7L$?JB?LOsf+;%Xq@>j%PKm!UZyFvI4tZS#IRDF}XrsKg-=CsGS)mH)uN&Fn+d#HYp_H7)jDRnq-su>pXb0+qO zk6`tcmfJ%!6poaxo(=NqE1kaGz7iM_p=zGKQu>>l;-b~@mF%6H4e}RVjIRXdB>|TT zGcP-4UXV{L)a>!2!t^lb2tha?QB@%~dxn2}CAz~J^(fCO6h~9^vDQ~Y<6|}+aSoz5 z*H_w77fV|cW$G(k?P09zE6LSh3Sj1)hnryamEfj4&+JrR zY2^Z$`byEU=&#+Qa^qg=U9guak{uFuXA+7zz7i?^c??MFwb=75OdaF6Sk_Dmi7?O` zK~LsIoTh3{LqlNPjG27orRN{P^6gm8m-^xaEJb%Khsvu)%5iZKocI}gD7<@k>N_Et zty9Tk8(1Ne-GfD@C)_&krAWOWVERo{^3_xznzfS@NDY)q2E_4 zOXE}H)9+#<+2O_3_(=9p{q&n#H{}~+UAOa*B77U{kq+fBOYGCd+s0V?F3Yd6=UcRt z!)Mstt3I$#hA0p8I5{G2e#VF6*^89HWz3l8GdySBprcf;Epf)yHwGYjGJ&RpkPy>+ zi7oX|KYB@3KVhjY-@eF^CVe`_5mrM$o8*rc@h(rCEF7iG=MY*00)$sy-<#}1=3Ee- z-z%l^Z;IHlBfhTn=mHo- zc+&6=3NLn9o%8JrjZ@zbnqAa=yJwW2R)UQd{|eh0uWzTm=?$je2sz1g%t}}WngQY| zW|ZY%igz*AYhLCn#tiY<+{TY!+$$Y~2$Z$qWxGR65#o6$=SP&=YeYJ+;PDls38p)> zAhA+P;qAJ3Uj*;dcb@y*lyVxtS4k=Ef~9tSzx*bU-{0)%q0_0Uwx2R=q|B-i{qoMR zvuH~^&4}G}bTPz1q%p@KB1IFv=3{6R;~x zKZ%zi$oG5Mo8vZgpnu!ZSD2c7m5DqYdjsTv z8*{xn;CT_p5>60#3B|ltTLk5)tULi7gd^0I=oivK;=M7?>&{yj_A{L7l1qUae+cE- z$AAZ}uFK#lgb(GhSPM-(Fv{oXMCcqE#<22KY(K-Nsa)7^ub)r;Vv!z?eLCkTq(^)= z7 z=?GhSxA{a|O^R?sykZ`t%`rah@l}eX3Ia?bXCd8XI_>3#zjBobfMW?7ye3{gV}E1< zSqMJq5YBUrE;TWIv12*XU|ULVGVdAdsy!w8CS4pYF|Od3_(bYEJohMzi1*Kh>Ddb^ z4WvG)l7#NEAEp)d;XV>Pm3HXLAa+qUZ4%W)UvTCd}hgMIC3VGynn z;ybb~9Ep~};Zz1J$x-37=9qFvXRt)OaQWpp-@zNZKeGT;J3oueT%pLH7+*rakjbJV zge@Zc|KUCxJI@4j$|p@!yKCk3V@<_PGd&qP3mBHQ!T{VjS3e-tKvAf zXF{iUoQ_EMP{O4C(PLRq-6d!w1&j@^ONj0!APm2An*=qf-Y^aU>?k0n){)3%+Vq#P z$vRfeC78mQ!XQkE5Dct6(OAF6jiboBpAUApNxg`Q(1pL|HXp!8=b>aVGbLsZ;c!NkLb zTW%}#kyShiS0am9>JvefAgBcP2ZX#4lC<~^1DZfF823i_9kD7i;{foC$;bjA?#}Rk z5FMuacQzx75_6V}Y+Hvh5io^Xb*khbVwNI0leJH!E6Xd$-u~pcNf9(cNvWyiD(wCWlEl zzI2bIPVcCw2)2~1>FIM&FYHF_cF;6_3kro$(|iSZ1*Ztf1*Fq~uoIAtX+FcbReaFJ zGJ)^LaZ;dc05B0g$R*G%m)!aza<=v;PhBj z1Jxp>k1~1LZ!`fn{K4b_VUNmhYSNDPvo=Rn%(pn$`D}<{!u3dkB9?FnxR90TVr9Zz z(=zHbS8k5J4o%B*l+s=0M=YzZl~d<9c?^f9f6h)!THGs1jLgU(hiN@i8C&U_gk+Ug zj1Ff{et|J~I(Re0MHrWDc$5owLSG}IHU&zyvdSYL1}wvwZepl)lCR;s$R+&?n_;mP zosrYlGAw6!T{O)gyy%|6D>A*?;Vfo4`!mEvaAPXh3}>Pl4tb5$4rj3sxuSc9a{#uy zDAeK11CJCr$O!+!W;kCJ)#?dMYiBs;t;nHihV!AD=4Lowy&FXFzo3lW5h$+{*Y-M` zL&DhNjAj8=;~nshX2dDR9ptt2j^_05tKsJz&6XKt<@thTP+T>2G^eI%Z%4DGd>mDt zX9z|vC3}W$`o=Mzl<8m&r+mF>$9L4wCEZpe!Z4NYZB2~Br0V8c7;~ezChi%_0VuJ3 z^D7e^mjPEbJCe7t%P<=M7y%5!JxPt9dWQ0kVnYB15qy1={n^J3MV#0ngV5U@p2Z<~ zY%yML)fvG{L#XZbFCeWNle(o?ew3#i*!PiL&q(N6(s8m_e0tdM9sdY#FeFhAqClu^ zFr!IGf=za|?SpXA!J0sfq?CnpL$z|pm++1}%uPtrj&-UVV0465lI|k`)h-2nHJ4-dLjAT5~86K+wNe+bw2bE9fNTNC80ZWjs zaGnnJV6c6_#}MKA>6Qu7&anisD_1GrLY8dQ!MDl%j@ui&!572_E&L9ayU8!cs}53y zSlosVB3DIN->Q62uCvka#8MZ*$ULs(m+YQcjE6&gpx4T0swP*_%1u}ptIu#M;Ykzr zD;KJf=60naOb5NqE ztYD@!2A-n~-`)$-EycOTmcq=Jk8GbPBwaM_UMx>MU?jwjiX<88W^o%!<2j44{~pvd z*TK%x*l?$8AY=V~20ML4Zx+kIzA&Pxc?*z~TkbHdcKnPnj99Z~xI>oVS=oVRsE_zA zIR+u(wt0{oZ4uFVvRh1YycN{%$V`H1^f|B9SqgI@z_NU#0pM47cHUW#)>4MW>9C%2 zV`{Y@`?wgjnAP5o2!gaJ7ZH{rX+(v=2{e%Rf*3F8S5pXs&OI`g!6%d>I0(K?AVNY* z4JSK&r!fu#$PcC+!!UM(fXmoTeaQ6GG$PB44=F}gU+W4cLIo-sr3`Y5;JcOrve0}1 z2|ozHn}=r93_;!u!eP0Y1R_j(oe9Qb_k`cBT_KjNNV-t`cD-2l00vbr6U~h!D9Z+6eNIXrFZP+KL8Mh+SZKE&%Px zSNEQs8(^&$sEiW}T>)KvD-a)iI!s;o76c9>M~wjnZn2QS{hlDWL=1aKBD2Y^5C?jX0g<^; z-axoUJc|s#96~(SS>5fM7v$>il){PE;64?>OVcz3Yz-P=x3|!?HA2`@#KI}>*i&k# zCIlLv&c1oClx2d93S@KoV9_oY4_8e_tC=fb+QSnt?I02^Riun0DvmgZ@FJAC#Cc)E zgsq93L!Yja0^5r`mzxZNQZ*b$bv-+B$z)Y^BsWttcju5EYe{#G@GXC_q;A~P*LJgw zK*{ixF`OH0n4Guo_}w>_8o`WOawEmI;)H!;sjnCtuX2~AqlwOz;x!2AV-;m;ut<&p z%SilO#~hdRkO0-sjOhz}A~~I}*p1S)2~xuWw+*TGGoEbnGd$4utQsuEnAIo|^L6Pg zLOxQ5yVgX-c682>}jicTz_Qxd$OW(O@Y>P$jRL=1ZjJmt48py7;;+vUV-P z5|3cBMupAhp@GZNWCNI2D%s`f%qXx35AivuSEa=u+0!mpDY{-3=b=IslvA8V*hQ~s z&@R)h!x)?j+9Pt{r2rzPsLk(`U_z_{wG3Fro>CvVGdKv(sP#M2X-9#$vLgCQYn~B^ zni&bOb`q^?{ajWA;TE1z;crRdwRb%bPJ5_#6_!MFc|eK_dxCstjt$;g<_$ARstC9o zN`XyIvnj(nB%4u%vs*F%JaX5qSHPf#je^dy}*x6&+mYxLNn1!Yno1X2wBI z9kJI*@=mBAlR7(^P(d(SDm-K6KD1+*H-cUfjx}Vem{QON+uYI2cc&&q=|F0G)C7yr zT|2!*We95nmhhRbMW%Z*S@%0Ew!%3RIHk;O3vW!c%p2pmAUCafe47F9A}S{WQ7@`1_S^%{jjZ;(RYWaleGqf~1mV;ej2B4_Pc|SE_YD4!0Z09a)SYYyq z*?|w6P*xA5-MoZ?+!6V394b9^bV=pMfp>-@0aOR6s?1tP`-+}}<=gL>3IKdN-pY2M zeg8JfvR(-_@H%`5%KQlZd&{VX;s(Mb<4gcSG^OoWp_ z9oiYlBJZ)iDT9j_CkTx3=n!StYCy=sW_BBI*q8KP5u$(Ombq{0{waSJ}D<3AtJ^wv+X$YHd7I#Nz6nmzT_E zeK|_R+dawOI3gNl#d!W|BtFL7*#7y)b_h+4z)6NXLCWy7PTnqKc!$N zZhA_kc3Gzrlab{$9Q};-aVclow+JgMf8#&lBSi*_TuQYVIiHR-R>rkvj1c3&Y3xII zg6s{~EoXEZWH7&lPdXvC6-~6JQl2vCrU*X-Dlw#ErXO&*yZj6u(5!lyb(J+%$ia-%RF0{Qd3j5WU+WpdkA7CU@$j# zl|(|3%4X=sqkwomL#AYWq|DrnCYC2cb!1uyiLhkeiuepqo{bY?{#R@G``pAwsild3 zWFutBKENf=2a*9WZmU6hWl|fX;)|6_QW>6}aHEi;s4}_bIZ_(mi1eMN*3dtt_=`|u zvv;^$9W8b5Y!pJ#d*q!k$YLUF#dP@2faYK|Gil1K0+P+|eCc;HpgpdPIlTt-g{;Ca zw!>m;+M%=UT?2Zl+F`hq&rqH2K|ldiO^79MMeV2$!uqHqJeI*S%xsSEZB7hd)y|Zt zHxWjh+Bbw>$cq03i&eX7Dx*@$g>_ue!>wtCj>xpP1MH%z z<2juf$~#oUD@<&qwc{C8;G$b--vNyZ`I^D83{h)-)DCDqVscT5F=l`WmM+Cvue+-Ka zYOC7^v7v3T>4UBYkxZ<~OpQd>oRq{^%+U-cT}U8%lOi9zxAO~IrR5$^*}&}Iax&{S=z((FIcuK)Du@9Y%InUd7wz-Lvt(~ zOzcvK->wBmTCCU$M#2XR|GMSA72h1iC?FcH>PwT?K#eC0w8 zKg-WJ|K%BysFkm0iLq#HDe?uB7aE86kTP7O>d1gICe)5vxnUv39zm5hhkZl{PTOBp zsM(bIaM@c3Q3MNG`}@%bck8#kC>onGopD1!^=jocR3YaxEn9gQ?&2aOVZ;fui_wKP zM~0F!1gip)ic-q(>^~MtTvKC6^zwM2X_L} zmWrX518P-j8q*(6afM^Pn^LgMYoz=xyWvVIcg={z##9O>Y*E)vNLUO57$WgO{ceyo z{V$kT-U~1_DozGDb4P5DDbhjWE{(D<#RnrdNG4F+2Y-(@7la#XWdZVm1yM2-*o(~% zmQvA7%AoafHw(MiXm?X=jK4LL%RvHvMLd~DZ$W$kO5}Ac&OF2BJR3!=eUR*VNDM(RclflClG1O+^<>~CVlZVL&qmD#UI3WHVRJw*n&8}U$t8@@pPQHJv{Ws> z58VI>yFZ;9gyt~0+vTrp>5-c{;>6>#fx$wSiLfFZZkBh^PP$`*j@1&M^LrtTJ;!v1 zPz6yTx_N^TW$=0kJzaE5;nxeiH~c7esfqntlw<>p zbQA#PbL09zILh$F*d+)TgvlXO6K1GliZbDWkxJd~@Gq1aY&e63W5NAy5i$!iE#IZs zclv@Lx274tS9_!;6X;ZqOB6yPKRih3p0PT8ix?f?d<2B6Tj6KS0}z!ht6B>Pi7r?; z#5zp@F^8zfrRU9hzH;6-h%~3>MNZG|Qtkg!6L}l(C^b!UFv|#HsT`sXzxi(H9x?qS zI7}ns*^~;5ct@&NonxLK%!~y1fD1)^q;J(=Z7dN&$Dkq!3|e zhJXfzkZ2JzV56+AJm<4yK~O3OOsqWbj#w(kNks6iT9fmrI$M66TDx@A%>TlFh8t}A2qT5{PQ7%n5m3OV5<^fThLACSNzSeO|t zH^x4KnrBUEj+xE9-L#jxGqGRX%8=11P3+M_6h=-4O37%Ul)-@>`-eB>I~w6Mi!^Ft=Jg)R>X-5_8Bah2SwmE^do5#@S^CR*Al7lsFWGJAv`ZxiSXiO#hEKw2RTg16`ThvgL_>#SneqmV^N-)lm?3+ zU=8WkX*1fAGPPsNm!oEg@dD>aIDvSTA*&0lx;?=JL zoy?6dU{Nh{W_%RSyOsl)Y#8PAIJU^R4jwdde^f*VqsloLme2rl<&dMFF?G(XQEQTc z;?h#a-#AmYhFNl0wI*E0noNyyN|9fM3^dc7%8;fu<{+*U;Q{m3e0NH5%wuZLDpx~d zJVeTQ1FMv4%wnSTaR}aOZb*U{vAA%4LAWuZbY7)ke$5oY5{F;sved+kQG_ESH3=Fs zQ$W>3w~wMM$*cw;U#+_TVwh(-Ne-3~9)=$Rhkg?xhy>@_n}eCt`u&@EOy8sfTQ0&b z8f}6Q*r7Th+>sVyr`P>@V)A+WnF~4C3^0e`Lhx0yZ~9R|5nIwkG2I`c zScPS22;$bB*-ryt&Q9kpY*^5Wc<_wLuWZ`p!pkADBrU%W)sIY0-v)_9B{Oz|zHmmN zIiai#edQKMm=qvpTk~5Cvb#jNG1J=2MB`gdUcSem$w0Q_%NwyEJl=dtVQMXtDL3Xy&&&d00ud-!THPXE>#hin(tbQWC-T1e8(Y?uh9C1Tz>sYJAX8Ho_wwLskGNK@q5~VM2#0w{$WlZ3B3J(w z!;Np)6&0s_W;2Dp08`Jk|@;H$9V5!j!ve652W!+!G z^r7*(mFnh$@d}{&qgR-t4K%^-(n6_C7mnrO%a?9iR28?fABmeoa$HiyOvw~?5$$zm zTxGaKOW$h$J)4mUzwy6QM>t&6j!9p%5m zwzuuoD^q^#>2QFDk>@!=b_j zKFN|&W&i}iy-_@P!R)==2%6%e{#OL^aK?$*BEYj&ro-FP}>>z2@ zGSqMsOJEVAKz3&964Ut&S?&-C@Jx$5*L+1XiyVojswu_bb@S(`NM9K1e6@yPywO|1 zEKN>}xNG*rn}@XvnP+Zsp4kYD9arhzQYxZBCy=R!IW<3R$|(iiA^W!<4MD8fTpS_F zA^8DTk_Xz(x0;AH`*T)&jhwbL#FWwL)DXPFSS>9QCxJUV@Oufv*%8JM%P&XggFVJl zuhyG*!h$iNgH`J=4O)<=oR>=A&ITC)GaWKyDUyYRO%f(F>LS)5P^>0(tNIBGpqYXpdA5 zjzfs>4q9yli__R@UUKCkm-dnaPp}Jw$nYRsWD$f-;87S5$0?;ao;sR#N^tVT&w+<%ynO5K1UX)RPSs>d9eB8#C}_Z@F72 zW=qU9UNGOUmTIQEYut)(99IQ0_EYy1j5VV39+)@Vmc5<_(+Uxf!I77}Ic^V9-w@vR)dkKR#RMy4w8F4^4($ixUkH?8AdRe zNVZI$v8-H(q}1TCXLG5Pi{5{I}CD4sT;r) z854+%3H=75uavoZ!XnoZNq^(A!$D6XNdOY=Ys`a*nDb%H+;h=kz&)qsZd&II798hp zlD1Er&{A|f=R5e0-R(+c5ZrNgW=1NDaZop(@my;?E1hVYXTewfA{NrGz`TYtPE1ah zO7>YqvsL35vv0GkCT}&z^}t4!=%H`xmb>iCwJxf6VsLvi69f8d2qqHfOZC<9409I0 z_2UzWw13Dmr#l^J9p(F*cxu^um0^_UBLYvgx8w&@xUA}Gls|YwWYq$vSfrT|MWGy6RB|4)&1YN~KT^>^wkqeHjHnz&($;$MuE?wP zopst*hI93N<|nN(EW*2a>XYxqqE~0Od%k^Uzz3W9vUVFZ%OC@dPa|0c3B9!Ota$GF z&cf)&+GeG}GwE#Jb}c}3E;o|+0KFS`@e0!XUNya2{jp%O90Ia2{} z4yqQPx#R5xh@;lVrqIKGo6C#zjN>Dx2Xh}9PaIy~SRFNxo?wRt!l!oGSW}iG%yG`Z zZSyzPE|jvcl`p+H0q)gP17XSAE(aNYngx8x0j`tT-HPI?@f|j?&c$)ol%HEh&{Ss) zfRREiCb0xkB{So4mqa4{5QKA@Y_O%;Um>ae~$Xf7k+&$r2|b9_;gb z{MQ3K3;{vyRo`N2#e?nW6`T0d@o5i&u8#K#g3l@0davJ!^MQP?o|v7iou;o$f*nA- zx}Jr({ZHZx-;pH7gaX0|p=VIRei)hC7A$jyncS{6%~&ML-}O9&I$nt|bJ8*-5in$$ zk0d{JJr9|=c?4;5Mx)l74LvM1$g33@L-~y<+p|WQ#8}CA;n{;d>>`kArnH|$gq;G7pez3w9;A6?UIF{g^o5$?0kCyODgO~q_^e@XB=-Z` z+?Kj{z&yhZUeW&LOR-R~wran9H1(;EZexbzA6|+(cXo+GH>wvM@Ddmi7DqCW-eO0B zuz)HDDb5MFHmUPxDeg)wzv?i;QywrVyN+8a=Si~YcL@}L5T2+#$t73H!mXpy#4;!n z!>hvs&v%KaT{=Tg$s&9Ka*`ks7RX}b)%7MkRO?l@VpKNRnfNeFjS3IXur!?2BYMWo z?py$5ifA6+;v_wWgYU;vqD~NcVaJa51VTvF?h~cuEEHu}u^-=zXl4)9xniGEC?JYQ zDeQS`=bDut5CZh^sGd?N7jqs*i})@lPU+q^&&-OjkD{eOrW4r*bB!&;)qWO&Oy9W@ zi8q|CFn@&q$3LbNU8vl)6t~b+E1=u%Iq$>@Lx72Es4y7pw=SgQeuW74Ahvs)BlrP1 z%cQ$hoKbWY8c5Aw2FD?y9Q$Ze@5+qDy`os`QT?aBpRn}vL}@AaK9|P8jZeAgfmVr) zw4a3Em`OlbV>^+d@-rU5@RS|m)SvMHk}w3nqv!m7Z*ovdh{zoj!gPkkM9_jRyYQ-T zSU~XqD<8@o;bZMus)mSC#zWf^~7yMC(8886qZS#mJ2@`yU^L$u07<0E*h5scoU=Lgt<0NN2%$H*UKwRTU zKsKp0Pq`T}z2h38enz5B`^yHzEG`myqQ9KS9whc_8DOW+TR+PdbbyTqN#|@7er&yu(6|75bY@(^v>H%TVTtgp_A-1i?GV5`Q}t` z?J4_)SrBJVrajg-X3eID8Hx*(F|OI4LKg#BJ$YbA<}Xt(?D!V$VlAg0VMMw{BZ`=D5K_#?x$Df#JxtRCi-Q*o!urcDAhs zp*`l|*|xf|Zd;`$oI^`>g9yZT-y_VkZ3WgOQH0dZCMj=l(8=h2-kFc)pp(ctiPSw-tS{i+LFjg@&q+Lr$g(qlYX=>^)@n$1M=~|n# z691_wbz=q-DLG?pyL0s*mr%FVaiO1@U?~fy)HLlOoY}gf)KJCjovo{f@|~+Mp*nkq zTN;%aX)~iE%giNP5gs!qCFtJO9Cdo;tOGPexfwcfw(ehHG!|K%T@2x7`wnfKn&4O& zwe78NJab>7c6wR5XI6NTX%~XIE5h@=T!I2Qh@!RGdtqdiu56F zKkG5wV0n2e)`fH_3gygIB=0mU!g{uA&rG}|h;hc5Lmsw9hbYC#EL>P`_y?PX^Jq*jm8?--OFJz3JrF?`e36uE`XXKPplJq^}$ zjFEScuERj|AVoN_SKbHdcZ71s!yu&&s?dkZp6?8r2C0UCG~Rw;qcvSj`6$x7@ASqK zB>e9`{MmPsIQYVt`M3H1zrEwG9aozkh$PN|)Aakhzx$JaWvAieyFdN;9nPrV=0A9m zzrFqG_jiB$r$52Z_wWAn_wWAmyTAGNxBts;|J(oifBwzCdG~MMzx$gH|L)(s`!DbQ z^dH{+?|mZx|;!M(~h| za-asLf3YHgoVlh9VJ-GA5PbJPcuE)7lf(=^b9uuE2V-{#&s>B#lJky;pM^4AgOwai zO&LPJMu&oNC_G$o4cVuQ(q|_g7kFMZFThP) z*f!Q1-kvI-492vU*%+};%wC0w z7errJbAELRZe71Q^g!63#cda%ODV(74gZh^$jp_cB*c;aU&3)-;3g4c)-LZU;|!#q zOZ=S^*5xnzi&=rvUM|0>6bvQ8l^k|f2Bg|jli>_EBP$moPOSG_mtd2qoq0Uzh}vB* zq!wXoD>7$YmQC8!Wj-fTC&d+mXL}eTu4Tu(a{#*%=AL-I%O*8TNZVsnYWcu8{ey%= zNSZ|N+#~iOD0%Ra<+(NGLWPQkMM{;^*loD!QzmL1Yhw|%2RuhjPq?gfp=|tugmVTCj zI5dwPH z!i*BFHr(#6A!X2GCkZ0ssI;q4zcU$71e2Ijge^ligIw*B05XFr8isTdt5C~)!;pWY z0PDc$h2dbeoULNgrTdA~f{{BUmc7d8N@DZa9FGl95qd%EGL88O*-0Xn#UL-QJ9^W7 z8N$R5(N5N$O_4?9vZM^`&rYt)Wk-~Cl;4@eB0_R0-|-jnhW!01whmBeP9mq<<0#n( zlL?T8itU(jnQwji9E7cC!e7!r&?^XkWkn_J{#6eaP5x>K&)#qj0Y@GS%3Bc9jsByF@qv2;a=G_AH>^pJR5c?@s(4z6+8!236)g|pZ) z+?^L=4aNf@FvstF{=ib%)3#Z2bp?82)D;b?PKb{@3A&t68Km&Qa!Z-@1es)~pb32T zB?%G^R%c~;2Zop#BB&d-QuRb%xXPO#4pX)p1JMmO<}E|SEy2O`SfV~*P!mNK;iv;{ z4GuWIMF+PDD{q#;!z@>riX7AV&O`Va?q(5y;Q5DwAEXDJ&Z7($PMAm+MzEulF@-fx zlgyQ}*kCggIhB3obXi5pu1XMgpRiSm6jCuQ5~jD%F=;lJ0RE>EO?r5!B0Z$~53kU= zlw#4WI~74_nBWZCK@0%Iz-yC8l<(Os&)^1g9f+2pZVHCq&4b4bnzJQB01%mD8aP#l zg>Ow+KjO2puxo4Gtwu|U3`3<9WnT)DN#)g7_>&zbmw$*2eMR0`IKdnqP;%TDH(<0O z4AR|J&2=MHP9k6xAKHdeLlg)5{0x3`xe!4KS2l@-iQ#9!0%m9&7C8=LCJP;A5~kD< zok&F2QTn`{`d9hQw8y%LMGTGojz@leU4ApksZ1vEVUFJn^xgyMPU$+%Z@el7_mt2& z&LB8lbo6nYfjU&zb0$?0Ss|kJoK0T*!VZUChMu#UMS>w_mkUk!Z#`#n2eTOjGM;m? z39&XJ$8!e5!Qw(TzjIF+^V6^k$au~mY~`Rx)Ob8+Qw+1ck0R7_7QwBKSEJ`lO(=C% zkNo#|&R|4o@*=zpdJ>1RG7;Z;&n6sW0Q7Ljd*)MoeDry}XAqtM2(sQYgmES< z*m%$MknlAoWxZz;M90Hk?^#~4RGJ%eD@7)I+ogS<*_ zre~-ChY#aEJ3UL8Y5id1K3ghhDb{@k!6Br~ zUH&sH^*(u^ai0Nv)Gc00-Di;R&V%DUtNvfvLdllcde0#6%$n;v^V=x>44^i^21IBZv%dAa9`g+c?N-t|2X8_)x3a7?#2Ej?X z{pPQ@r#f(GR^4U*CwXO5uNeTJ4USx1v-RXrr}3I2O`NSLP2FaS&ahoFp*OO>l-DVKqx`XU^&10e8vnlV|4EI2< znL<1aLHoyR26&NLWcl|HfrIX&o45dGXPN#dMqn1hhRcM5ZhpCPA-^1+V=*|lZ90w^ zDPC~{@Vod2n3~2^rnle%rU+v}7tU)hQiu;Z(-Ef%kG*vZY*J9HQsm7OEq04Dq!bWR4c0VM0H4t8vOd>VCN2Xi9e7kNtJIA8ddT{z5&UupJQh zEFhtEKSVeenOUK6I}kz~K~CI`xFc6B@!7f`Zt-FOGWj=fM;wu05clO>?gv)^cDtMJCTs^&@a;0AH*5#M z3YQ|6?*V(UU=$kPv@2=0JE`%?PPGSiCM=3Bu^1teg~UMY}myE zoTwcL6)322JNSx&A<=?$JFF?MK(5;Xk_Y0@g18-Y7J^KzyMuOM9MQ&wVTP#NLEqR; zYG|)PJGvh`OHFk5U|h}~ zvGJXsz%9uvB?^yMtB24hS5bB{@Qm|pS zix&flc(eV~aG84Ky&XkfyH)e1tO)JEs)>Q5y9_i=b!TbT7zm|EqK`?Q7zhY+GAfQd zPYeW2UN+_%4%~F%as?_6{@{j>)>-QsjV&GzJ2|E#xd7t{4bJ zQJ4XXO>7JVglwoF69b`pL`UEX3V325cG=qoi5g4{1g>y3$mawk8Uq0#s?MGgWljtP z4ksd)?-Bz6F_X@kCI$lXD!rN{jD&Z7LdA)JP>>9f1S(jV83XZCtfG}o3`FsH0Tjr_ zKqS>i;2Szm)R2m%|}Bnw#^1OY<>^4$bMmsbK zl^X})yBG1*F#SPCgxC)JQUb<7o?nk6!a~$&f-~NPK}5K}i9U=U@-AhF{XYALECn3o zj2;Ye_YZ|ST#p|jf@m3tx^1qx34FM$&PL$bKxFB{U(r)+c^wfELho7V))5iOPB~?c zC&D#h%-<}m^PL-rBJ8nsR){AelJ{VwV8S3`%*L4(8U_iX)9FMJS44z8i_C&23?jxJ zZ#dNrM5!W!CrDk9^u<$@ur6T`44Zvs%@&s;8;G){CS;-@0vwct;g2UGMuZfVJf4U` znC9z<{3tmUL@e7V&jz9pVdHuRaYICKn1XZz(biZ!LnO2DY#@r^ucuT)AohejDu&lM zB5>S+1LL0k!>}nAG#y7ogzLP*rtTk#kn>GN>xobmwwZ9aLZ~MqLTf?liiqIpM&!p8 zNnI!+TF?MUnqzj>Lu~*=gc~I4V@v=<$_YTkJEhQddOeMRXnT_L)@l@ED63PejZoe=kQw zT8Yvkt;Z1w{dt~AlU_%}4)pvU5+6@QjKebo?;cmgZ^`aPBOX_T8&enoY6*3WD-DgSzFpF{zr`YSzF?4Vo6-ZEAP5(Vj&Jz z%+fNSGT%2qk)`EN-TI$eS+c5R3Wkw2==%vA_z!;+W5~OCMYCjt@Q-3x15}*95li@BeSC`bd=7`x74FU?oH-lB0AKnGJR}O<8?8i~5;6s3J^ium=;JAfX8A4f2Eu#bCS8 z=X}D&bfK>s?5V^TQ0V*FV7K)KCtZkHzQ)yPcr7;n|52rn6p9hHf-UC_mU3 zifT7XD1s)X%-LXvi_mMTj@s zmu|0969zr+#GN>yi0@=7rNjySh#5TMKD+CwC{Lm>OJ{dogy25%obC0{gKMl#oH(Hv zn|T>-jT728qXSyl?5{HfaQu^<&&1;Xy3Pm~=hdo~*Q^U1^WaBnH@JrHsm)1lDC`M?sqeTe7Tl48D5O3na_RjHiCKqOKCS zyKX5`Q!{#9R*F!BGIv>-x(trYsxrgL(KW6fw@wHc8**9bq3iWRxOI*GL-X}QfVf8{PX6&iyx1+7 z;{MxsAz&N{K&P0;)(hcVl0&J^iFLe?Z-$l4etWzSFwWb<_QwnH3aM<`KVAssFxc^> zju-N`u8kM+4bjcj0B=B$zi^Ki0)}Hl_~CdVmYRgU@j|$aj@?D*Ll)Ny0VC-j9XnnK z2=0A+{%lktf8+4uDXbR)xh#1Q=i`RhQO;wFj2i+%a&XJ6A41oOX~m-%KLmvP7hurw zLqK@LhVLFf1dITAFdPwou@`eQ{X~eUp*fEu0@ld&BqbLNfhuK2T7dhr3;A zf0=J!$#Fzr$zL8d1Q|yJgaAOw97hDqHRI!mFa+6ZA3x-8;}$Ci%Kej6MW-gwkDNI} ztE@tHw^9U^qJx|0$L)$NTJ7@Vhky|}f=$N}QHH#%$x=!5v&%Ur%PM5@{Nx^fWWF9t*hptThM_x-2#A+lii{@$(wEUu$;tCeRSElyC-OxEfsF8E z$1)V<#>U4JfpE@HBEELg7_uYP`1kQdK*+&~OS4;+WzEO)a` zJu6GU&3>@L)RpDm`t@J5v}C#C0tG^2)z7cTs&itAq>%f^Et-XrhCxMt%cX7gRz25t7m1&VI!g@}KG7Ght6!fX z(!C(N#k3nI`#9`iatN{6L_JXJh`iP~a%P@z zx;-`v68E)RL2`v-!`&y*Uk{)1c7kPQD@dMa`IztGu!G<-qhV1&RKE`8*FPsR--q3N`!J_Ny zvVRGSW5|yyV zUuP#s!@>NI#2lX;gcQ4IR($r<^f7w>w9oE=IaC@txQ!~-eSiJJdTURTK?i(bMs~w~ zth*R4Pm()g-3h~y7_Z04#`5vmg%HT3sjkm1hGN6;Yu?4kp@b=8-lsZzq3lzy&u+7S zCU$atb^@_RvobZTeHY^z4TgDqcI)F?pMEisaqauxyH;c8_c;sp*mp4$0=kcV|3Vr8 zbA}7PYv09km5aV=gX_4$EK{_BnE45=i;>X>Hs+n+rk|28hn<2&v(JwUg*9+P;F@i2u0BX&<)lrP?HK@Dh{qH^79y7sm(ng_QAIK`XVucwa?nYv*M0;>A z7^v$5332cN$-F+081eXMV668h{`yPKn(u6+z+Z~)}rII6ivI|)t9Va@;j7iaumknr!E6#d69 z{|6^h4V${A{ZIdkM^xE}q~}aF|AAwiY+P6Ed;q||{_8LQ=|6t()Ptn|+b{nQO@9B< zqon^t^XmRK&x)B@XY~CG`>@Pkgts^cLFy90L~>l*1@Wn#gNYdJ0br5EYD9qZu@uo6 z^dbVzAGmiGlh5a@#mV^q!Q@i83zU3zf#29!%Gruj$U*i**H-k!5Sr`)txVIEew-1#XdYhV1S7Ub|w>hJq>=P_e^w;R3 zGvg(E5iP`a?_$G)t?06;&3(Dd44EbBvU~~Ok^1}CIVmjqg~38riEBBccwAg2?En@F z@g9i>AvnQi1*>+Q0W`#TmWNej7U6kMkU`m>Y$7_O7*t$52cEmOGp38YonDMU8d;d9 zB02h<6wE*2-Ztk#%e|+L4KX2zLhta{Bx(uAsxh~ctirHo_!dy`kWP2D_-qRya9-K+ zRD|_376bveIVkpixrZoLk0zuT04&`Lyq#O@vS2H^Y-)23!e!cDovR-_vjc{i8`8i2wx4p z-CO;YOr(kkmjgMPkE6qy87ADChyZ%{5+pjE?wONzRho)ehLO?wsPsV|0eCP~n%+%4 zmrL8&F^{RcBwda#**j9(ImM>q6pemH^k_6q5`@Vpk48&`TX}pt8V$nkBY9nq5PmfZ zhi$wX4U&k-)#!t~eQqgjay8>rG#Z@_+MFCdDt3rE8hr>KWrcf;kr@R?eJgkj7Q#5C zs2x%K2eZRfX%NV_$t)4O!5gfai2;S1wQ|iNM^QF|)Qw`@=%!VKDYC%mDOD|YX0TJy)zfY6)zc+vv@1lF@T-B_y+tHbo3DLeOoaR4AoJG5)WH_< z(bIH~#fUO{i6RVQya{A{1}Z9YMirti)~Od@WPcnKfHwB(>5_Eyv}9kcbPPVnu6laW ztEbfF=E2HCn7|=9cDJs~;6Ia?W|=ct5F80~ zo^Ermp1RzVsH>+-_|-tVmt56F98nAv*$c0p!b%+Xwmwixmlv*aBO1)HV@xFhkJAB|3$s|xSzA%oF}C-le!IW-d{~@k zLzC}uTVwc4T~===jia1Iyf zsdgxQ;`R1zkr_;dejy8S88$?Murq|B!$}h2T8036<`lW>!)8x&41oECBHS!2;niyq zj(c+-a%DhWfA!kCX#ayw-`|6>|J6grWTPXc@b5T%3;g$Y`ljXM^j%6moIcY2QAA|! zarzFHi50_v79s{*J0}pQPlRJcxzcEzJ~6hB82ybB>uG-Tk);phALI+fN0|6ByJ;k+ z#s6T6G$@UOhlIpgJngCN(F`a1(8NEn2nkK`RXGH!uV?$?^c@7@S*Pz{B8l4C+SD{& zn8>y^uG&M=cz6%l2XW_+z@IMdgAEH#O@~dVxrdpDsKfH{RzF51Ucx~>oIX*mtI7db zs7NSzvC`$LUW7e2tkA}G9X@Vtdqc??_`FVf9J(wXFu>Hr*cx0GX|Ge)U>E`;UY3g6 zC;vzVew$;9o1<96tI)&%;!t3a58WU+eV8F-a&hzmIHKeA9W1K`BFSGwrlRq~Y(A~= z**I&LqH*yY&>{LD?b=9dqRq>Iw<4xcUnR2Y#H~MAId0!FJo1`A@(xORat1U*_k-JK ze+WzcyMbiqN_0r_$a{#(Z#>Uu2*h{#P6MNqX)(5DQ#WBQ(TdpxYHXQw@_|Hg0h-q^JkT|b}Au5{2do{0{d z!64F+$5rJ5{;wI-9eUhS7K$3CQ;Il;X$L_(6s9}t{UQNOV6iz;{ctdZxVz16jLRFu z`G-g%K7kx^C=ocnIv4`yWtjC)3ETflRoD)DX;q{z*LG=5f{^lL=a4-t)KGwDG8kM= zDW+U&()gt&4m8n?YmBAcRZ7D{uBW@Vo&)C@2 zjX+8Un2}sSCzmjjCCKvV@N?y*yrn6h3soT4Nv{(DK`sHr^0bE}vYKxxVr+^8%MPiq zjL5KrYbYy%!OGsj@K)GGo+Sp!ik2(JK6+a4&cVfkPzl!vQ;H*=?H_;mn=?1LT@&hA z0VtWeRP4p1hh-Cx~e zY#1wu^e*9}2S7{LVr>~N^w7n{V0oG0?DAl`9EJxGtQ&Q=P@;IeMykpHC=>%x}e z=yr)j#9LFW@fdXccgEyPkrcwc7|{b-VPd-9`wt zal2k*=jg$xYu&C})4E;L9yJ|D2q=3SLSx@%wG%sq-^Dm=_q1htVzO(t5w=v2Y$H51 z!QGnkX^yHI{kKd#L4fQTJY*l_Iv}?cRh9**D4ZKEoyHzsGL-IYJRD!L6)8t*JNM;` zQ@pOzQBXo$!*f+a_c8?ldo*6U&^?lwZ`TCdCHx!VX*QHKH~+X#**Csve%2RS2J zEF)S6=GHV`7eIC`tGlKe!HD02}y z4tf`6i^XMkas(hw!sVqD>3WhxGhFD{<+Gjy;|@Yp@2n?5y!_}v$XWCB#>aY+bT?Ch zvmD5B(lj}5p}EbGO!wUv7BEmQBcurkKgeX4B^!i&0^8s9U07(S-nvz`Ru@bAYi0$E7dF?|2KdIaH$0!4vQ%X)H#G-Goxyt&M^XFVxP z3B*0^$#(W5A__|t3iMYZd1pll!to$iru>u6)dC|5I5-D`s9n9?igt}R&4tWeQeL8V z1<9C7cxvkU@$KH08YV#0)^r)Q?F~Ce(vvZz9u3o73*)khWU#KxF7o4=k{*$V^ZjRA z2{$>(S1F>cTr-@h%`^^H=#kZ4LZBa)Vv6q%kTmlpt~$AHlp`hxcR@MxlslgF=19%H zm_FxXZ-wy1G~{hJ&i{kuDz_iL{W~^2?!uuo7n-%icH?|Wva(sQw)!(nmw%QfA3aNd z&F;dTF<|-8WC?3en|hIiU6Y8%`&+}v2pO|dpex8{$l~?vfC3>wPpe&+Y>?DlhU(rcS3-5Zr8pn zrq^(A6inXf$r2w;Db^J6f83l9;0E>$glEG-!bup+O>utc?nJuxd!jE?PDosUwXoYi zG)yl8aL!2fa^@+> z`_%RS(el}U^QA0C^f;3T`0wsaZp-UT?(e@jlWbaW_w489#A42HaohlsQ7ceq66CAb z`!X!YndF{c;%xeWyY1k8!|pCVND_79Zk<9HHBZ#uioEyMc-3tVgvC`_8l>}CPTX>Q%WL(_VQ07Ld7+qcKH zybRcSE|b=cd|A29?J%60){VS_vf{ePk8UK?BWPd$eK)ePYbgH9w?8K(h36}Hs%($T8#a49ANRgLDer znkc323Zyl8SJa1;G=WUO; zJ6Ur_!{Z1WHiky2re-|j0Z!Kjy8Ul0hez~v+Zs-WBTErjxxGXKWRUE}=dk??&q-Pt zN{6%~4@7QqVC7=Qh9_E2E(MR6QI7Fw63M#tN+5UIhA@&}V1kI3`^Y>3zP@=9lfpJg z5V8v$bc~EQHcMG!{DZ_xASaoK!e^;Q&nZPV+m5lS3&J>VtekBS+cWshJNHTg%!ci1 z6UTmO55)Oj)|i4;iOMxJ79yf0nNa65EF$bKv^h7autL~bQ-&)WB-ylbcFEcqoY0Tv zc5`3}C|kO>vsh%o7idoHA~;c{fRvodFuQW@21+{?Q7;ht!CRcMjU1a&V~Rx1j#xby ze!H4RMBO)NlvobI>f)Lo#8$otH_Pwv<^FRqa&Y8=X+0z9wU`43k*Ykr;6Rl9sf*HJFU&BC?<};DrcQC27ifd>={C;B0!$ zPvt^;f=ufyD}YQLnV>kzPUkQPWVHs##1`fE-EzwW>EPj}Uo4VOFrZq*2B_>sNqvUa z?>Hbds=(#OZI1ms{Z%;bG#KS0iV;M0%$yl@9P^Ar+>HiRWIU+jBrldVLN*#e(n%4| zD^TBcq4bio(SYpLh0;gPMuU6M&}`)R-arK~{hcbQq9& z=56?=}bcUAoZYFEYnf^PwHO}%4K%8 z8Nlj6fpnWe>(b@xLGF0&F2iUR1G5!@RQcK(+`KN03=U0TqsO~F0-~;WJhRO(NXB!w z85YaREFt|{6W(>U89=lMnFw~D;SjYu2$$|f9*c0GasZmPp39|e?d2sx9-1!4cbj2G z<&oAMr_oV1LRiM;#aO}^af{rLCU(x<(ndD21G|u$rM@ah$mc@%MJ84Vcm*amP*bDk z1cdY~YSQ|84;N+#3@a3j5C;cEMTm?4VJTLIrbN1T&s2E;KSTXAu?G|3GW%~LsVHT9 zF7^w^ZI134PiBm4&%z8DI7uw?_m6yJB0 zcARda%#^`Ar-uYp;D$Y1O7U&TlVQ@bhrWZ%rQ(EDr#3y`SqR=Z2lQR$Voi_k-;XC(LAnav5$5dzyg~YpIVx$oJ^pvL`~Vj zd4TV%IO2q+48b)DVZ2ySq>wLRgY39dPqcoeqkR9Am@7#{$N&7obLxMQ?~{!JhgpC?rkndHcO@gf89O<6naD3I3} z1Tbxmr`erN4+SHPF3$}GxYZ!3EE0ndpBXt=WS72gDX#qNOfogGGl&65P17F12i6+L zB1jZ7J#P@abi2edjdOZOO2{Dccnre992;no%&kd*Vi_M~n*;NGqSRHQK-g`y6y6Pl zR~8o8?!BeTgj>@x3S`Ad{`Ha=mzd^Dla3Fjt_w=wjO8BZhs`c#rGhOTi z;q=q~`P`zsLbIKItcfe#S}N0zeZ~rQ+ByiQnQE+S5vYqEdR4kL#j-|(xStRN;b;~t z5lB{cGo(kX*q!Sv&t9rjnaxUQX8R0HgH+#gnDAgR2^~RVnLT@;+W*Ol*kq(>PhI{K zn|!HSb-$Fq$o6lr^sih1K?t=a%PA1HY%5hn9>PyBj?<`FiZSd2;Axlw3`^|9cLE+M z5gE33F)kkn(`+-XPARMlk58x6Z{9wfF?Gv71ZV(6e*Mnrh;lS1hSgtg#_UKCfRgVx z{Jw$VNU+RRVg@NwS(V!5Ed}#NI;n}&sxF$mM&9;_i>7~+LUEj`6i@ef5bwV{Unb%c zh!4PunHhVQB~$2f-4A`?=!|t0EVpnS%-Z77ijX8JS?Cj~?D>wnf!F-;R|VNhnSm`8 zZ&`#yf*QnwuyoBku5T#{;hofTN%l~=*+@^Sh2@HcLb2to`rRgDRN*@>l6m@_2_v-4M`rH&4My?zmh3mm%~ z)g2%vhzyZ(>M6v{oqCE8Ks2AvTo4=32H~H|;hYd}kH7kwyrsD1#_wRPr(#Fje$>7V z$uQvAy5V*@_DI(>>L#I;gQYIrBmiy{a%r}15=b5#9Hz%j0z-D4Q`b!bA*o&79fZWu zxy9?nh}_x1b-1`S5M60aoj<)tkN~$U5=zB)LxZ8I6KLH#5N=nnqSL!U{A`_#DOH0V zH|f-*am*w;&5bJO8At5j5Jjn)Sr7?NO$XWT-BM*j6n<)2M&0(x&RKBPO}b1!l%H`q z{Tt-dP1+v5ZW6R|pcyu-o0KkgwVhRZ`e%esULlQflPJV9S8OASM2JCn%A*wxLI{>O z-}k$gqKC$u{H|^iz2QQ>YGmCcu21Bqu(cC2%LwkkKsp_Ol=2tZ{#|Uj08%&Ua0;Z;4+yL3Pd5pSBVL&^I*kEj zSfH|Q5}!wgbpzH-TCDS5B4He)a`yOill~3N`X-uMH~QA+sp5>0&lO^6H93vXGH%6) z4ihiEO=BK@gzlGPI6rEu53sJ>+eWdsLZ?fv`=i3s#)XDD+xW4zb@&b*0si(2n|pW( zm{a^NFG>IP`(%77m!(p%nwa!rzVhXbxwq55a9!+=78DuhQ+kk4ax8I8p8CMZ zG-QHU%u;o8L_Aq6LTH$o8-$(R9J~a>2Sq2r8paes^MeqSnlRHM-dnu3xLD~AU8^Mz z{Rnuqg!=QX^gkH4^w*WE6<|*kcN^P8886I*3iDx`a0q3!A7C5+tm{pLy`|XEF0I2G z8UdMUYWQ00lh;)G8-Cu$nEVWz`YcDJwPXC$cd!}vm4_qAZc|`zIuj`I$QXO8z76of zlb>Vx_JhW$@73wlcv?BqeQP|D{IvXHr)YPo0C7BlQE?%G%WZFrwwm_3m{cCj z|C*VZ3<2g5cDdqKF`R^Q6i0aHQY<3tBPSwR<1qm$j#)Q>v2N(P$!ICW=}69? zCw?k|gde}(n5r1>%gs6s=Mx0yhK+^RoxB7PNIHU@RWcaM%vl$j#pie2q}lHp6r{^6 zJT?RfLm+CPjwvsDe|(6*s6bXVl}Cgm6L0u0$h6Cd_t$TPgTP2fVGb5aIML4J9+4NJ zjgtP9nhTJanueeFg@u>1Bk?{<7Qs6l&O9C$JTg{>q4m!kxbRUHcFS~L| ztw#!i$51b_4hCbF9jH1qbweEW+{<$u8anq6mV1cLx;P-jak>F>Fs-C!$%!N94`34$ z2l>t#P>-z3IG$4J;uyXrfx?0L=6F(yf757;5G$@9VvW)0Vwu~4n2f27h)TBr5dpHP z2Qz(`+DKtR?2J(#5F= zb;!Ly5HKA?X^`f4e-OnvYRH7iWE8j4PNdO3CSq!0q1x`DqogF~yMs-aSMSv;{Sqz@ z&#hwAdmU8SxwVQdjTqKVbWss8V1cF(vm&?E|AvX+xRXB z^3on0WVdY&@GFV_C`d>Mt-D=kt@1 z+{A-Hej~LxHH~x|yfrA6Qsh3C;p`*VcC*2zVUyU2B7O6vgGI*LHUM@@F>kU-5ef*$ zHiQG4?Hm+%^|kFWqwuf6c!tpJqMdapH5TO{h^P}7xd!IR2+iRi!6@Gotc_rrewlla1Yc;Pe* z313mYE)@TR4eym(|4zfxW8Q2*cDZ)e4X%$Kvnxh^E&r4Y)Bl4F|A%|b8W-8ccldk5 z@WQ9O{`haxWA4OIwYW$4Z#{<5WPAR%8e^PoJT!#v?+ufeMS3YY(Ekjp|HEU<13b)m zL?-{swL*aSegOmSXfB9ekOJ5gZnrEM#Cro+*>z};ZmsQCB^le@T$`!-^Kk9-KBz>{qvWDiC}OANHH|n4M6bbw=X=S$Bs=` zWu74R1RofQ>1L3KxEKS$?ZJ;c0Q@EAH*?rvUwD4+H=ZJ#&r%Va%<(IxwO`PF3?V*M z&2dQbJ)q13hiZ%y$-=nEAnn^A^BLQe5V;tBsIAbsTN9@!SfHHdoG~dypXkb=2}$(P z-G}Up+|Dgl4nWh^bD6ZQy{ufCUWS)$7c-30)4M_F9c!}FXKgoY11dOlt~mep1n|99y(LP$?#;6gj164VW25fWF)~?p$`@@!!_87_>38o2;Ucw z)0z%6X^KEg60Wfa!x_;f`yzKliz)fbg01PYsm(=S4l~gOX&R2FE9}x{3^Gz5BigZ> z4KVNM_bnAWh(q$Ht_hJMygFmWyyk@+t&!%HPs9|XK{FAP3_no=e6|CT=c!r-S#{<# zt-iG*ebkwi@wcz`bF~@3=m*GX^8&9nUu?BG^{nF1%Wdmb=B4QB;1GS)v^|pvQE&Hz zodYl!2NGZ}D1*9IA!!M}S>~D!ddVKnlEhFL79msp(d8l*xg)>W>HpSqS+uPUAEOOR z)79l6d&g);?G8~@d3!u+%S@0CnnKQCRzyVNcRzwfP>f>$mbt1-TOK@jfK_F9hsR+! z4P@nbk-^_64rFkEv8rY( z+)|vH%Xefj6TWzne~t%*%5PH8!DZhNRBNxHSpOBHNqH3(IQ^3_O@ z_HPjR1?G-BqgAyP$fd`Q->C>fqNC*XW8M9X#WB}G`W+b)EHnXF&c~<^-3MVDw|5UV zJUA5{K0yF}XE=ViDN#nqF3&?ZyF4QPm!5o%UbPfnnLSK7LZDb9wbTVZz7)E}Za?-& z1hr*s$h#qBvs|Zi$`Iw@hRBYM7c4|4+4mt-!FOND`4{1q3BoTg0=A0I~rvgUlvT5TvcEc`A?ZPpNNQEy!$6r%Bm*1b2tj31#P`jG#{o9W0~eHC|6m zESTIr208696y8FW$*EL<@CIIHq7a^OFM>_o?wwMH3D(5kT_)i&3gkEQ;9ykPIWokX z%3%G5Owqy*|2i2V^Kvg0k~%%tcfE1+|^0dLuNXIY5WH- z67d~U>`^+t8}kXmBis!8AR}c&hN5n3WRX|j>ZH`vglKRQ7Dllk-u9G5Vm4w!6$laX z)IO9SrDJQt`-jsOLL zqDIKg7(LTQkQY**M%73mXRMgs5tncnb>LPBYr>7quw$*`N~6bkUR9Y|g+&}095fHQ z@ZBxN#P$1UO$y!*&2iopb{?7-cFy02N_K)qG!~(mW*I%Di0GQ|0s*aQ3__4L=hhzG zEtS%wit_ZZsZWRQYo~-jZ?Qx1%{r(N5Pj(|1Pwc`MECVZfW-@xiL7{6=f_TQ4B4sV6d^R>I*t>xIFJ3x-E|=CaIW8? z6gN@CQV{@XJ?syp5Qo#ujkR?z#OAXYv#E)#inPyFq3%J_584fl96)is3xXWAOpp#H zY0)f|sOyx%zila3w|>TEa4IsgRsDmvSpZ`9eb|OlTmZp6Cidkoc3|1AI*9wjcPv{9 zj|L%fGTNFnpB>$84>{q`^vY_9a%0qe5Qvg)MUJEJZhW2IEz;ht*r!y-lHTMyyps+K z5j$$4YPQc4yO+bi)s3Cz7+yCNEW~|vv{t>=>cb?WdmYVBU7rnBSYk>Pr^(? zu-syCFcFqH>ZlYVQxgN%S6#Nbq!7lFrI0jHIhw->W*+o7beq8ERvO6kZV;Pe3N`E4@1_(& z;Jw>VO>~p>X%JlKwx{>uF4ea~6bP^J1{uN+qB>6Z9&DI!YC4QM?YUAKb{?wAbNY8E zpRs!SH%R8`+iL`XV;UJ#YSY1T1jSMtTlMU$f)Ex$cm2!n2vEiy2V1!T!)3GAdLB3z z?8jih-RYzm4m~ivy@-IAJ0IW--mqdMPB zsd53TPEChXr#(goevYsYRfp?ZH_s!{(Tvu|s0MLVnXln9=E0H}OHIH};#H09;}BrO z@M}`3H_M>b-d{o87h}qPF}Ee$?&n*~H30)oiM zAk2lkyf)`j$eaT(iX%QC-1Mk1BR@^wZvcvTFG+WRFNR#?l$aI$x>h2S0mxThAaXni znK-;aBvRCH^o%lOC)m4!Ng2A!%^dk`#TShDL#q-)=!^?s4D%f>X2yk$=b9-acVvXY79b0WjDCnT-LPK?r3|?#JLtJslTz5yR>UFCQpEn8YKNow zC;1Q7#0jR%wO~!w1;d159_UGP9z|Sdq`!vv{Vs@nLUeUF4kp6HxMRmQg|dTH&OHwlImk1b2jhgcg1Hr;qvXnkqG^r&GXmSjK`%{CNLaz8 zo8~}V%Zg+J;~?!FQvVc^O-$Bwm(P+t0762BOaU<<({ZukKxvIaEQTuKTsgqh4l;U; zG~=+wq#O(bqOQ->&I?;PQfv!8E1(I$6~&Ke6M#Xeu)2r0iZ%B=FMLzVz#4B+vO{Q! zN7ckgin7}vuG~aeFCj25!lFJ2uoq*z@+uq1H+sQ$4l}yyccd(JOo=pfm>EnDnp+C5 zAEMX}F@P!1Nx=I>l2^8fWKw$7;gsV2FuTWhXc0BxFzZ{TYOl2OJ6tMXdI{$78j)|F zwhcndL3)QQH6dr!b{wtTD+@+?N~|JZBIKo%ETeu&h^KYwsHCp%u4Anow>6^(?JPh` z7g>=MqB9-*qe!$&KrWvhMWTje?@*OkScMzdE?YS@AqYm=Y>tS>jwn0wCDXWHN}-Vw zKye=y^1FjLq9X|h`yJb7As)@BAdEmU>$V!c$yOv?@udj`D!J19X6vfoaD$^9!GaRK zOyfa1n!K&2KA@47a=wB~U{NI2epzDrEvs_M;SpYp`N!@J=9h%xGr82n$YTgAe^d*mn0J?MO8cZgYd(ea9OjeDfVqVknn?61OL7qc z0DDbsI*&T$1Asbt3>RO5c|3lM5MZSfom?RPbKtiEhLT=nAtK8sF7W2$5VqV2 zCgwQO#+Odtaq393Ai;IiRi{)l&2|?7ikJr>S$?6oenPrk(FGW56&L&b)cEJjtQ=L8 z6uN8XZ&Y22!YC5Z{#qR+{#v1inMrv=|HxNzm>u0{8X9S;oCvoQI$*lSuv=c}`t#6` zm{l9Bi|Ib9NZ8N&E5blF&E_Lqielxm;lg1cIfLw4Q_(@l%&!6+48`Mmr!@DK`_`x& z#l06Aj-nn7PH3GUVaZY!*u?)+@=y^-J~{f-$SuJ!Lm@ zIx7mZyFvp~NA-&HZbN#uK%~n=d*TV{mPZ3gK*eO#hXvs;#tj_KF32x&ztlvkONT{-?^p$UKBJ;@Fb6%~(L?zOGZKTPCKyoh`u+Fm z9ecr~E<*Jpz7GV}gR)5s$(f02i(qISk4^)GDK9fd5I-rr`1Mx~1UIB9(2x|iFvKPTe z{PPzAQcU(NLZAZ7jVB|%-?$aUF*3FT(AIE* z*fz_^fR(1YJd7U*WPc&pgjO=0LDuwb5s7s5L3bAtNC?>&6*Hdo;N-d+3zF6}-eCA+ zbmh{7zwDtHB56zZMW%E4uBCK)b<`_rc|jqN(fTQkD`LKe}kx& z+~dbNsi^AcJcv<6hq~JARew6SAjfuq<+@@pmR=lXu_CMh6oCZItK03bQ!hn zJ=#pE5OtIppmZN?KD}Ec7lA$K(Pk_2Xvq~GiO``0836-fr4x;hHV?139U9Yjgq2cE zk3m+O7kS6@V$tR>t2M1QpXMHIK13Zg1S#RGsp%aC>?$(|cP`SCrwCWCW%Ndwxo#1? zj0HcI1B^_@nEtA>cQU%dz3TiRcR07yQRk`X@QA){bB{tpWr@1{mTv6YGbSsoV{;jS zc-P!JNU|mtY+0q2nnb0YT@1hZ!K(OT)Wt~+XSg4+&u{TxJP=1Y3<4FiCcz1;P5jQq zf&uX3zr{pjX5&S8NusMbn8xxIqvK~xq|pj?P4E&Viwp$JhXR7N)&hfh6Qgzgg>lAi zgZQK)lIBaZ{^Sl7Dt1w7q_rPm(SyM`mu!^cpd4d{G!v1++CK=V4zmP!AQB{*q*FPZ z@iQ`t^js-JIviCSUnR<=lL3}+CK$V$t~JxQ@p9PrZEp#NL}|EE1w=COqw4q+52gw{to5B1E9UU;eB&mcNS})LDobCelpt@haUkI*QVq>)SmXrP!4N9eU)kOS%T?=q zXmXyMbvf_6nWa{Gi$J-RD8gDI3+oVB4zT(pPV)4lc0_=cX6W7tM#zaHXgQ0 zDc>No1bff)&^+hbhxmhejzq6Evj9s@DBFLQSfXx9G0%^__ z0Yz9Su{U2bNza0G>?F%$zjKR+Rpy;n^up!aGxxv}la&^-|6IyMZz%&y6&V%}(OVGK z#ua~3qX<~1u^hSP$RyJ$i!hsKv80H)G9i>LLg=U?P|Q+T7-(~Z`O>^FFv5#7nz$wK z7leIo?G`yz1Lv~lz^HNGo&r(c(#<7q4GbTnver8xwy@Z?#_6Y zD8%P47vYwYa4X`g*c=8l-CINpQ^7x_uxBvJ_?+MM^)e7LsajL4N5A8+9U{E#`5o=1 zGjP>cz#OV5H*_NIJEWfq-+d46ZALi_uJGs$!D8)zSL_(T9_WiF;kXiqFp5t)x{MZK z$w@c@B#-IBcrfl>_A@6-te*&B8e&Nx%sSsw(;$hTI7L6Dm_N)ad}?AY@@52)X-~I? z^o4#mRN<$kV-3s!V_?W{cLu@Rd=gy|QzJb*NgNW2W`Zo?&@3 zF#}bvoI9vBa>EEW@qV(*ZXyFoRt~X)h6hFDC)x~ISf5~-l_w*|Cjl5$W9sn28{LuNVg;X7$Ikyz??J}CX60C^!vCobMuV`d0 z1!B{nUBrXL)PfKR@Ut`e3D^>+UBu?HgE6eBj3oR#GUBz9mf<{=>P1bxZBmS_-&BP+ zZy|)0i6JuMJM{v@>xyuDZ2EQ}Li0{6xJQ1+Zap<2S_n^SHlFV9*d*EK&K5utIZ8Dz zpx3@YhAd$uyoWEPxNQfv(c73{KJzAJKhuI_00t9bAEJgUm5Z=Sk|EIO2Hw9=6#_sI zIT%h)M}V^yZH|-l>KdNwB4;cQhJj`Zedv~Q0=g_M7-dWmG!zaG~uIN619^HI)0C_-$zY2}EBfIb*6%k9+yxCmXi=^We zM4zk^(-RZx#(|~W1XusLJElS)Q!Y|bA!y*(wNwNHk(p8+p$MB`c&qj-bHDrQ-85;= z=PE3Pvo?tL3PyHKAhZmxHr47Q&&4oP9w;fx=SyORnLikPccvwZwU9HYBZVaqVgIt6 zLN}9uBUYV8rn5IF(wT?>$~_r_ET=N>oI)@-*OgG{H!_~XI<`#PT&@r4cycX(+L*K>t77OYG)HdwLzk!|l2rGSIRmH@JVw^hZvyWPN zz3jnk=U}%TzU6$`>2is% zx~R;u*(8HqXI7s`-HRin+ zTSZP!YINu?$x36adUj2&AoWtURtIGGOM7u7K!{3=)p79caDwL@1wxLthY)j2fSQ;- zjV25bo@621&ny%yH!50+gn)96HMQacLRx0Z7*Wk|(p+*$Vt90>DD{u93ES$9zCFPk zwQA;35}-!vxF)3&B3tXst#X(?NaLwX(Bra5iI4)*Q zKPvYaIxaCmC|IYGm&l)SMZq{gO7LMZuR0+QnZ-JxCsyr9KM1J_L^@cG({8lpH#~Xg zOfc@x`USg#&OjF@b=V_t?tG9xxIT`tp{85PWCtW>>*3Tf3vFwvpWo5ZNCg4O+j)BF9gCX>UUly~2 ztSE_LFpY2y=vQjPH84JIi{vrIOn`A}if|7r8Q%SIM43o^TLpxd7*O{G=-nOADFmmm zp|0<@BKe7p?ssVpgtHtN00(A>;*dIPNLY3V_oP0-f4_4;8H5E!4oDigSmej$@m9oV zZmn@``bTqa;4#%cL}3$9eUT-6k<-1@WvMTh2UF3*rZ)GBQLBtjZ#cSVW-+0)}=Yh9Bp2rt`aWcM|s<69N$G8PDPW=yn_WH2+Wmc zV;6$3!r=m}r#-&o^0|mXY)phKcadMpDN_W2?DUhmg2AdWX;TrvT0P>sH0PLJ+ej4> zb$Kq~-h~5l$HmdR$fz?H+z>0sNL(GoyCZAsjz6b$kWi*2TXoK5C~%D3ZG2P|i0#sd zTU6BFZd+UxeUQ`V2OAZgdR}#CV=(V%D1}0iY#$9BszFxw+BYjI!VK?)J|;sQOe85y zA2pHi$FRTc=`<102g{U8O*mHWJ3Kmik=wnCt&UDju&!(}c2Df^gOx+m!|$ORWVLj9 zcaUo7j^~cNT53!mC+Lv|Xdv+MNDRF}Vv&zWuE02u!#2;6J}>k!ngcRgI>3jPE_SuF z6@{UrrPG{D-#M4cL)6u+C46-4QZ$u|e;oi@0!EOgyIBo?C3V z1P=31#cg3GR)MU2S>(}D>S|8ZVZv1O@TtvxXsKc?QCCZqVGr3p~dghx?Gy(hLaJz zCF$jN$=-3gom-?@N_@)G6UqX+bl=Erlhk6&(40p|SO$zJd9@N#D*GVJby@V(qz(}h zAJA?r16NF%d?Cguxvr$RW>b3&t+PfV;n;{S2vLDr`5+xF@?(%l>JrPCvZRd0Q!D;6 zpK$~+%`x+5MXR`YBQIaEyNy{v|5>B?9Z?7%F8jupi$o1V zT+WCLt>vIHWuUc@e=u?`$tA!gB>EB>76XkWNsEOSl0J5do%N8IfBf?atL2hDvph3asNG>mJId&v4Gg52v zL|7p{(^bcgT)z*8#@MP(3g5Bgs;Hs}L?Z;aawah_AkH4f=CaI=9J2r6#yq8XXoGR} zvkzS)4q#@RH=Fukg}dft-_Q?q6pY8H=+a^$+-eA6M1v4PMiqp`IUT|u!5U|$5)5B~ z@38ousLkOyIp7>3g8gW(*LAoE3_^*}v~uYT6n^b5RdtDlu7ED3QP z#)j`oH|`n%c49Cf?cE^x4wuw3#0+6d@g2z-jG@TZgh6zp1SIV#3zYi9%?o)tRDo!u zN_R{6+bn_Y+Z4GBXe}mh43D;{VdRilf-bw4=yymy1`ZP0<~|+9-6G{6!3eu&_=TY= zmacdj4Ftx8by|XqIQKAmwTNYqVY;is=|MM44*ik=PVpGa7dRb0h1lxlI!MQ0D{{4` z4v3^N27m*1nRkJ>yC}9z&qo1Us#%aR_K2{3W1zK&MJfbrU^z~=5KrF(*^00`9z~+e zZ4Uc^H)WF0(u95(cp0*3ZGd+$57hos#99uE=ku?g))? z!c4ZB!WB*&F~MPVetxqg*LTIW$?AmeAr){1Id=pQ`%XQ@%+Z-}AKJ3Gp%u@r+b zD)3@O6o6fo08!&F7Fpzu{9>yPr=FuQAZ_iaF;y*1NBM^C447&RMbo*}Scx=FTMuEh z7z7i=nBIzTwF$Z$El%eM9-D4>wV1OuDBGjP2biH(8y;*dnMf)+T-w%NR+gs2@N~Cy z??9c-Ef7849MMUhEahV0SC835(p|oKTp)>V zYqFsaN>+cf5x_^b9a=Gxy-Yi zA0q=Tb4;y}BZ@_1=|$>zb!^+XdsuSOo(SWJZE zR;V`T$88spM#&k&&hsFwfTEwS((o}w^zitK=qUM%FJgj2cKV-EI3eauotiK|ut>ww z*02~b3*(oXN)i0|=2c0Sk?L?~%+dCZGC?#D?zp^81s6K7iI>@GDgq&ooQ}{OnjF6y z?041#Kx`wqUI8Gg5?^kpevtG{bM#>0K#){Ks$rQ#5q8p|2Zxnl#J^K{*q!c@(aDVP z4$0@h)gHkpP8?`6@Y{DZ38lo0u%F1aJ1jKmg>x^uL}%nU*HW4S20{WD4!@jYY3(9U z^Wy=-B5ZGpkR!^fJ!OJ0IS@8H-wj3rhUpg8?tuws2d{|{;QS?hCX7Tp2u)le7DGSW*)?KF~B{*WR(3h%3h~qq#Cx zM99!Wq(9@ci;yIrgFfWvbnL*$&Eq?=PJN%%LOl_PDspIP}jvoaG#=QQxl@X zD8i;~u0rP>1D7TWk&>Q@hVFyl(;P#yrG^Ks=^qU|mQ8$yfJX5SFQtI7dpItY+-#SD z>ZpLIcFxREyVXU~5?}(J2dhkPWU+&b8Gxvmvq_v%t7cY~boM_;%#Pd5XZZFRbvD?H zX@C$C31ZLvU2}kd@w?n*y&JkgB5+vO2LS!E_RM5$86JjzbER>t6pbg!dz`?g4X*ZvO{2`i7@nmmv} zMQLuBQf?ojXs#o22p=R%zl__s2H#OR6W5SCGH&qR7*F2)U<)+@TTFy_Oah@~`w&_Z zVL|#w!lmTyWl;>qp}>S~NX>8nML3v~xF^ZJ=YJ4g(iSxs&sRc6>3ultqkfgl{c4Z=Hl z?)Xzi#1Xu`E+%hCCe(nQn&2sR7lj8&d-9zNd@4ml6)`H}n~}Al+^7|q4SZ&&&FL6m zWWk8mLJ>6MtXs_&5ibVKAfLvV6ig#>n1>`L2bU}l*%wLYoHD;JhFKdHY)zL<(;kCx znTbM7^fxRIRo{$5oS|y(s*)Y3RaMiBn1bmMwwq<-PZs2pasJ)-UL(j?tJwoc2 z`70PtMt0?kxUXvr$66^&SBXY@TncPu6~t>zKvtd?dB^`^tQ^hnfU4GXwR+oowQQ-n zx;T_GNYU5Sl>RLeIVD=@EOIbbJoE;60a^P%Xp(cK8E&me`e!^^+jgmf8V_nB0->DY zzQ~pD#fA$|wKZK%ZF|Gdp|ez7t`Fs_)wh3(@E!5BXH+W~YPDMv4MnV0LxoQ~@a>8i zp`r=hAEh={gy-Twk5Z$io>u}{iC*LkDui8Zm3nJ}9iu^QPOcv{8=6)b58Yp`z9O>R zQFIhoB|{Q$XWt?SC-QnN0|9uqOt!6zCyPQ49e^!CWD&V%cMZ`2?r08ld*5m@!3~F| zF&KOG8IhKxW%dx=eW4wYDx*gGQ=iEoa0dqbDk*z6-YRx5GSzjdqkgNT_)Tmdd``X4 zousxadWvNy<5ki{&Uiv?v3Kg-nyxyuy`wY{;-%`URw;j{-sv9$(P@?;$16Y|cyAmow7OplH}$Qjjx9UVP29Y%qqxkp8THq~!<4idUQ z#>LUQQ*l-Fj_FZRzV%S;8Gf0-a`Y7%5Vk5Z6Ccsy9uEQywZ#=cZ}#vA$5qjTJVQE| zLpmyYYC0M*?aAY#qf6D*E)WSH{X_Zbock}Ukg6zhK=k535h%BBZY`LMzr2n8wiPqN z#T*fX)lqst%HFG_7dhieT`e_g`qcCqva|=k4=)w-Y$}aSEaAjK&Zx9^qmCbH%5@H$ zJiX*&bh(y-L%DSqW8#QK9c*T2V^%Ppb7C=Aov~kRSznAx2Qme*f?%%Y;GqfsVGu8? zvMmKb!aZa#szf)kfbyaVqm5upYHn_L%>>6jL^yft<`oEA*O|-Mv}8+HC5&g5?>I;4 z(G8H_y;79#*m5E^CBXj_HBM1>MGS^NmN^555Z~WY%$zibg~;OqFG8{wn-{e=UwQ(na8@E=r ze|UahgoC?yzLa6_zKCy{^fL~^rN`(ds~-z-_d1bo<$0)Qu() zm2f!y&@jK!=36f!1Ug~^NQ04c5a0#P6d}F4Y5HJnArzxmrNFKnAx%Z!^;h{WLOR3A zesOBHfWpg0}m-ZxzR2f@w7iTAr( zYDXO;8DFTG53@uv7}&~Ba#^RnSbBtvC{L+k-zUO}@6I?#C$Hlm_b577CuB2F%(o~M zYHsLfxdFm{Q%e0#_EZth+(qy?atCAE9;pgwA07&c0#fDD!gL5c6!)bag;%xfXcN>% zoZ$=pHZgcZ973$q7}CMMfL#$m^ zA=MTUaAnS&aKtPBg|2FM%2I^V$a8S`wkG(=-Opd2_TafOPzMIa zgeYAB74s5~!;se;+Pg06i;Ns-&e8uZWx^n5YZ{R*0;{4dC=zUE)y<0T+rPaQW>bJJ zFyFay97mr)^5}_!UBdu^&PT(KK7+9sjQOZO3(RiG zn4t$b#_C|J&r{Fg(ibUeYmYvIm8QdSkkWld1>|Gw7y}ggL61gT8w2o24hVrix*5TsNeMFn94 zB2#`;cchMZPZou%&WKNv7Eet`M$Pq_4g&oA_v$j+08Fh3=Z_64qIRFb{KsOa`yj39 zaHwsKBClG6oWp90a6u9V?NZC*098>X-d`)n z_h;CtkmUwb3!g2*#x?%rzoe?gND{<)r*dgR*T_eK6C_tjm((<{VA3F&LgpnNW3dZ1F-s zIP0Ch{gpQtGMchNvW+u_NJcoA=d#E}VojAV$tj6iL$7?Y_Dy8G%BgWH|ab&~DH+JRX$}7RHzT^u3;Y+D=++1ZE(|c%hvd#K?xFE0GU_GAy(fll760 zV1BC;!$89!kHuRbLKd0%JN7h7w3cm!L!4h0(v!M2rhWK1c51V`tZ7Vw;n?wa98T{Z zdYMl-|_M_Cn5w3I2;T@NPru= zE`k8iTtAya+9k}Wt>3r3oET26D!1l}a>cZVn!N%=iwyCz|6v7MuyLHgPV3u{j0 zFXr1KxgG_;YWRs{O7m@scTBLWepG@e1sh4;r>{%&ASp9FyU=$3Rj=yML;^5_|^Ma zN-?eHT{B9tH9g{l`$yFbm6t#Jo!QWAYG=5xHk_`}By*6Rk>Riax68fA%G@c0hmSy= zdiacSU@s_=+Qx{p!-i>WNMhY%+{~^F*(}D)zuC@FQIQ!?OsEXsQVa_L2`(G}X-y!c zSIB_d9++`~U?B>C6@nEl-4{6u^+I|7S|K2#-nx-r2@xS=!6gWvQqBQnD~G+rqf#oT zoJ6v2{!zkUO3a9FRbU084&?LpC9Gm0J{J%vQH}}fYbXDXWyYw4wp_?FS3Dnby>w_Z z@+9D;SyG0_68i&`C;CD^M`u%r`A%8D0C1yd-kD$zP600BsQRwOKbRyACPGqMTO%NZ zRDtA49?N(sh?c|y)KiFDf0Y5HE}NNcymj?Kn323}w#`kc@&KQKNzSubQ1Gy2A;%5_ zYpGNJ&oBm!?Ud98Ww>S1$_|S+=R>_gOOf373BYl80R+l8%&-CXGZYog5XLMWbz1R5mo^~2ny69vS(Yya@MDlF5iJc6*kgG2*PTw{SaYU(Dwe& zT1zL1_ilq&igl^%H=dc%rhjZzq^5&#yUBicu&`4}{gLes2dbzQ>0l7%{v-3#!5*1D z?fwiKacL_gQfk(aD$+wjANNSi45+6qB_v&ThB}gt_0J`7$|r+IDfSY*e`;qWY9fAP zTy&9eh&@52<6s$EPNN4QgHz6WlP<2OG+|WwN{*p4yk0TQP)g~c2(T62&lW%+YR=qT zwhXfGOE^}IGg~7&Qp(0H7s02D{&l5oMUqIeMhT&D)nz@#Qv?u?jsieL?J&G$%G)!l z2E${2PBAplqj8m)nUBb5rbvxtyH{HXVe(D|`_}rYO*x2#8F8A&;0fRs~HF-GDiwY@YYH>e1Q1Uos z10S-)NHI<$R>j8(V5@x+M$(CIO9BWX`wqib2C1m%#wKIoM6MlB4D>&r~u+Bwpi?K#akKMU=bnT4Q(KO~sw;g8gMg|F{Nj{5r zrY*JdVpjvf*a{h0pBd?5eCxUymR-y>COae|=IizzwpY{vuADnqW^}hX!NbEtWeY zEkzP$H6y3VKM-#6GyUtq${S}~zC;9S8Fse5*qzjG3qQk$2hLk)P zJUADw1^XRZHGGEh)HJe0tU(30rVr`jyLgPM9V0<~?4)#F9;l7#@XJ`1K;E1bLjHy! z1egqqo!Wkc_!4J~ZMLUaFszk=$cJS01gRwkVPCkOF$<@-MquB5CF)>Z98^`H&^@ox zh)K`0s30iwgUFy#A2*hRp>g7Fj~>-J-+o|ZcRRd;*(P$X{qOQFRJhL_Dsmp*HgVDN z)-JRXGf|B|a%&jKALO?kBy@#0^Ic0_7UJ2N{vQ1sMjz-A;MSj^T&MoF+2OroL~RRI z5D16lQbs=6r2~s1vCkT@#P!mjmJfE94tzW1kUWRTnX^rvTQ4e$37MwfkokXSc96fkK{uk3rGpu1x*}<>t`-m;T_KkasHwNp zP1K=Fhl|{$!^IvRxJ({RML}Xc7J8)V)c-RKsWubKL4vYb9=UV~VZ>a^hb$fFAUmj) z%XO$^L!SRtR^w2C5FV1OS>nqoZ9l_s7yYum>#S2s_h}~?lYt#R7OEPovvdGrde?T0 zFKD3=qC^kzur9Jo2R%^9G9;@E?$Tkf2wSjOI=eFv}QjW<9#01uAW3dck6=^@PHYnM$K;F5q#8sY`UvHwQrLYi;-;*|H-7(KGEY-_t7fIVF=By88xF|u=#i$nMm=(7*Y zk&r_QQ-~V2@O=zDg0@^iAF}wM!*PZ9h!fN8%19n=4>km`eV9U2DOPMC-zfW@s7YBu z-wbw+BdjA7mazAUfTyP63A=vG>@QCqWE~;uno^em{h_ic#_&T)-hx!4#ucr1wF?qjWEpAsUNYtFHE1gri1J& zO2w|B!~`_+n=68q5B?!@t3`4)D3gQ14mQ#7awEGAgtewjV&Ftb#sb5c)WIE0 zgndp)0&yuW;Y10hCJ$%&ot`euq&+4q0gtKq8~2}V zg6%0h$K00$qHr)jBkT#iqosC_5Qi1*N}8%P!C4XyCOesiI>WLJ+3{pt?H*FfM7twn z+L0KUk9O~fFvIUr&j%TyR+%$gKL4c%^XQnd#$eGhKIO1OD(jv0RL^O)jty5V%RL(; z05@Z*T#97^$e6}sgcv=}^x1UT&@R%?e9GrQVU<(wQ;+js0u1e5K7+&TFsCXq9mwm1 z=Nx~kk#kcbK-`?^nvKzckM7Rdc9Zp5+jw5Gp%`==bI(CwCacWOKg0Oecf3`LmWyKQ z&8Hmk1i_VLQumvzn z11AiTWGY6(H9Ayf^hzHBl5jFphLcdrC|c%LfJFv5{``Y23#bYYoJ%x5S#_{uaG!5~ zhSBS823U@6cjCxyfCv`3oY18gAn-4sYNHrs1gk+ANcBi`*hM5vcGZUP9nN}}yo2~1 zjPFwUDdl!|D$=7@7%<*7+T9Eg+SPRS0v>^pqf8MGGGbMob1nCmvHauEXI%3l%VHy# z=0tfaO=Vzd9sNvNRK{r)4TQ9iDg$PRtZtEPR8Yj@)%22FAx`Cuekyw+EW@fXneat$ zAI4>4C9ll|BWtLbGbUX}MmT8Kfz2s@T}Fvo#Kj+xN?cCeMhx4xfY$3qKk8>wRH#`_7-Z*Ggk#zPa~Mhv+{RU=<= zB2F*krVR4it(Y^80%U6Q*2j+Gu)X_vYtzrz2;g00uzaqjpY<57gUn8FtMUSvJie3X z0j%7qQe=b!#B6DsJJ<-!3KAO3jurJWyLD5Eg#*SU9U4reD_H<{4FvMem0nM`l!UMl z5Stw(c*kPFH^cCffjhpp&qf$%~fuhuu8?{AduiR2Zi)zZUqa=bR z4C4Ngh*{Wv)(s`9f)+3DJ(x(Iy-4NpvCP8pIY^P&P_h*F3^)|sP)bcKE2evFDA64A z$s)6%^nuNWl9()~uCf=Y_1P+>AP?n=CZx?&bFnM)x0Rn^Fv!tF52To+vrz1YQV{lB zq!`m^6vr}Ll3K&K#u5xEk`C&Jn6RIJERs!88JnAij`>u;XxiO~gNgj3OI>PWLy4OF z%j}A}p)`WYer|`mvlOM6G|KD5G5zi!NJO4>xEKWMm0JqN4PPszdY|br%t)M9qR4i% zaz=}#YP!cVM}yQ2Be_CWXzOuOw{y?X3YEWSw7aSF$^^E}h+9S>!B)IN6WIiisrret zrzFPm*J04RMrA}8v&SKlZuinG5}&CY$IGvAsvkum&J2ARZbrp3##?m^H!R2l2Gr%2 z63xM?qq-C0EqcuFEz|3Ly29r-*^q{Izxf@C%m|7#GFe*DrV2(!lL_(-?e{}7P z(?Lf2x}^1iAm%OU8f{|@Pl5&Q{Q_fHuXDfu|NDQsIONp~))|sAi$?XA4DwF5XCcW! z21Ic(Q+Dw?7(_qi6x7(4pJ77{a>%!&CRT?hsAaoodN(9y@w?dVi86d>zV%(~w9Dd` zM=o$($sOYRyZC*vUHtMq1}|fF9(Xac;k2GEe*5@FJwr@MmcKsQ(U2EHtS6d>JxJN< zXV@w9f~P((8>;3mY(a>HG-qm8bzr#&(d;PkE-yEPug_H8KpEQRD=G zjQlp|`ZoxdIcnvc8@m3b)WLTBJ6}?jCddWwRL+<1ngwtWd@@ZD$Si;<#kDsb%`SlL z47!qI1HbFv7jyla0nJs#>YeM~)Z~3E)Pz;@(uKCi?w{X2$oeI+hEtfU`(hbtm|L8h*#eI#~SW*dIE84-oeORl>|DJ zWirTw-rj3wUFJ3niWsS2Cwihmr$udJ}x z?5DbJbz#Oyt8 z*Zh3>bIh%4JO0CfuN*K}uzP)LR1lbFnu>C3{Ea1(FPz4tM2xU)PQ@TkDKkXl;5-=q zB69lirQUX2x~CX6s}se8Aru7b?jX>Q-!O&E(7J;K#^R~2057A(k%KyJdz0W>j*gK6 zq8IUCWx(5wM1^@aXYxQtPhkughc(+yb=P;7h%-~8P8Z{zcXM38iNrT#a4E$(?qckQ zx0LT$Pzr+%ohg$SE=0JLA*(ySJEdSNj;A&GK!C%*f}P0>WFo10Uj#qe9)~zOd$J0` zYD>9?w4)vgFyH=l-pF?ti^c;6^E;fS*~i?PIFX~>d)m{dnEm6S$}Hl{5==9tya=3n z`uCLL5Hk}84;oEP7{zi*`!sg;@bgf0xPB;Kt9tu4NG5=b&Xm(pg=p>ePD4`R1!0b% zDOI71TxchzQ=7ClBE%@UEh<1{O(wff_a}jd7deA^N}>IUyPb;0`S7!8&2b>=mzsto ztPhlCNF|%r);YMHyDkLc!ReCmJP5Q?lfszYy;BqO+~$s?IVyJs%FK0W((|bP57hxa z$8*cH|8F&iN2jfak)fL~byS9TIDqsT!vT6VD-Fc)jT8QAT#v3_A|`jQPR3X zSfdGykC$GA_B?v4GPs>7LR4EOP?ug>JCxTTqC~z20PmQORfaQ!@;CF@8A3~OtyCwG ztOuWwu@u>ni^iQ$#9CIC>{H5Dp@IPBtNFN;$dpZ3eHxyOSGbrgL|4 z14}UMDTV*m)rLW?)WkLe%hlAhlPMQnaK^eA>WxN#8hP&6aUi`${#zMs@v=eUQ2<8PNxGeuwT;(_zzT?qOz$IxNqK4&gIW&xj5( z^P7j^YcyHEG4X1dE_T%%47X05yXN3xeB0D#znyX{cZry#HiX!|(+AVvI692hCC`hA zxv9@$xZWCEX1OdU)^sGm@7R@kCsD`GSC>*#B2XYc zUnc?0dZsD^>k}|en$jaO@YAg42N}UyfpdJb!Wf2m?F3&CXXjJn$r~E|1B2S28E&6P zwG_>RVNy*)W|HGg4KDVs0X-PjgwQj3I^}#E1Rt#qrYiw{b8}3M`fk^N;lj!e;|GYE zrAP>EDYC&yg}4a8_IcI(#Wk|;^hJxwy)4M_Z z?r@=4w}LK8Ov@GV2ft80<7?#?`BfRv0}L9)2~Dr2n3)1%~w+j^XBbcVU7cc6Yli*w1v5w%f5%A)Wm$rk``pB zo({{bc5Q$UUJa&yA_onkQke@v#6VslM|&W3bI#Ie!q-zS9pYgph$XVkR!qp?6l6n> zYz<|F%;Pj%w^PL;9l|c+iSAYf>MKJZgvqE3Ee2g^8@(V+X+Y@O-=Tr1@m+ z)q!APt#qqI?gc?P*C%yt!L?CS)i1!m_nVeLxiIml5}n;(13NTr3isE>ae7S;Z`V*D zWr``+ix2D?cH!DwYBD2xCTbjzMCWFR^Ib4SzrzkT!#U0>@96NH(}BrA%?%O5mhbZCe0#8`jqPipRJYLSYC=?;8lNBw4n}WAV4cJ)kg)z>BBU{N z#_(nYE<`8n;;TgJ^W2QU)&-j@lj4<|5k#0N>lfr^ga=^`*1%BJDWscZxbs$obL=L> z(;RMnZ$@~CV#pAgAsZQX_2WwWc5V40o=lDJGj+*Qt zC>P^7I)~^7Nzd|Gp5{|y?S38wn2MO{JxOWR)7-;IJm*=^<{pZN=rbZ6H#$2=ymu;N z2NI%CBg4zexRHgBZh#YESB&(-v%~dZE>Zr{0^kStW(1oh?NkdemyfOL2NPi*t&Mp#LPUjDs}q~*`@n;&dO>d_PM#;Cg+ z&I1pGJ-XvD&JIF)F&ZA1kMr-W%Vw-E#@mQhUdvG%j&7XWDlb0?>2z{gkI!2NydE)z zG#(!aX>Bc~#|HsL!m;)EZYid_czm~}_4q)hy?T5KG8iPKsycl1WT;+;@AmCFe3u7< z#fce|+Qzl{;MR5ctdY%?$i;emV7@G+s05NSG9jA*QHM`j8``}NpMBcx(z<*gh(m>r zt!J#(AR%jAzFUe4;_}^^*69P8_O8c2gZu`b^1U!u4qjf5S_jkS*LF>7`9HI zHQ~Kwcz%B za7I$IwwJ3|Bi|RYRGmH$)=Ns(dVMcaw{H+?s^3>0@Ny7ep_uXeZu{5olge*du&v(* zf}QE)5s%K1;#Psq0_*oN_Kq^OU!Uh;Gf!ZFWA-aV))kTt!}iofRJ$8C%cJJ7X4J7+$q8FpO>kgI>(- z`+3eGCB2bZJ(cqXS1t1WpU_XDNQ$B;N+KRui-F5ZHhu+_c^Q=)ggJ1|X1rK)Q$V=H z>@k}**E5W$-K3@f5k}}3Olk@MwxiB(cO2*lS0HLxHE?KVrO5!VVVF|R%Na_VJUvvH zncPo@{HCTT7cOz5F3f!V5!V zQgSu}ggla3K+PofNB_DY?lr-50v7>NJppUf$QusRXwe8%mWZhCyB#0CV35nOKEB_Y92sH z;j#B)3Roy9{e~CTJb(~zn6Z&14+!RIY8vyP1P!pHJ(Je}u+24MH4h-X%iZSIKD^i( zi20JLY9LaVl_P;Q5R@SXpqxM^c@2zrF#Z8e0E50Yg=sm(cl?=fLhS>rW6s%Zw&t!~_c^k6V?R*hz)%YajTG)R?+Q zu@92nyJyB4*bxSU3|RXRapICIs#6NirJgkpvb#3(ng=j%u#|vWhtbxIrdo$re{bR% zAK=c|-n9`#SAhi<7F2e?W0Q@NQAst0md%26YXL!`ih@G%aQ;8K&v^!e4#9iB)Kr~mUDKv-x( zp+laKUEFjf&FmkLo4)F1Rk3v+K2qB+cvhDq9e+nRk4x+ZNad}>dG z-`ZFB9Ps7#NsTZyW$p#Ru`C5~yXliBg^8?DN~hKs9LR4**25e#U?0RG#Z@=`Zc1H` zi7)@=8`K%7DjuPMi}CI3_goAEg!jt@{%#1Dh#c-tcXo=L)7@em@2!kRv@imb9a4wM z&VQX!0w^^&I$Oa<5S;AlSKaMFG(@sTMS8qD0>l@n-g@no2w`~|Lo>76^8mZsbD+x= zAS}2VSPHyk4O?-R%9+%3ki(i&>fwz$_Y;xX zcq{5U7X-`b667SDaO)gY(z3e?7=FHnIfT$fvxzdOQ%U4aceg!!RW!P z3Xrk+3^9=pr)Ql%<@}7W8JRkANkyP;vvZX+6Gcsp=ibwr`y^x9JoipbSdeaHBa7tg zh!A>?#3o?x>f?X=c`PYBq zeGSIAnW^S7d|{{U7w*fSH4y1pByW7J@4|NKFaL>e{-0ld^}GLQs0DY#7eIdX|L51w z6mUw03xAm#J)}T0#0l>&_Wcme{{rc(GMPqUFS(HvWw-lZg5}667(o?`K}vZW6WNlc zqx&$8&u*h8AUq|8p`cT_bRZBf)bNuT8XcenPks}!6d)e|^%MD(Y>Q)n{RWqe9PnSj ze#7VTGo4r}1aU?0Z|;*x2``T5SFW(hpU7A4oqYWfEkpp+%}xBahTd@JNZLmrwnd1- zg##4PF8?ILn=K)kgTcN*NozlxtdcA0J2HOfbjM5x#uh5WO9Y>cy4iNmCCurE*Cc>2 z?r?nlj%f}n^99EQXP+}80JQd1%;D&O#!Rix~1R?SxpP<@?2v>| z&b2ca*+1VTp%9d??<;^u^!*bE7o_7?mQe^1w$MKwZ?Kd?DC^ifK@1|~tcOwL@F%t) zMmYMD+QpFf86W^djUe33$eb_2NrA}MOL5(a5@RRqH)YNe1vZNCV)PI70-J$Tr=-|L z`TZA?x7oOu=Fl)7w*(`#3WnJkYWS8?tUn|Z_VDV3HF?d9Mk1Ut$_R!7&8#Xy-=jbF?`PRH=qepVsF4JQ0zWSzg*48k ze~O`i1U{w^w$VarTFJ-vMzI(uM>@Ey-U0!}{lxeJcAL56%O{Y}W+KY1FNDJ^!fPnl zr*av$5n2&AW28dmqzoeDbM6(hA|?n9Lj=LJ>j)B>!l#6AKl5rY0lb-fMua|0W+veA zT$}qcJ4}{J1_>A$E#%ILz}xhN*T(QIMCfz+OOL7x2Hja~zyfyJNF0$St{kSj=n`r7 zeg=D(Q$CS5%W9L6DV10k%?ub3QRFOBh>I{Dpr47|ny^t{TZSI-PkzS&4=!34v4nib z&_E}we0ukj=sHGSwx}O+%vsPeido=xQtRRx8k}Gej67Y28Qh#&QF;3-z>hDed?_H5 z2c1lmzC6!Y2-d3_EyRxI7g&eIQ&8-?FnCHhp)*hOg0X}ns2Tp60Rh66ATa_0l>CKn zA~PA0ZsCcM-Vt_kAw3!?LP`K#ae`!fKL}@xXpf}>Te~$S)TMz(57;Q^9lphDIiQW*my}lp{+v5iBIEGTMlR zmUhO~H(7!%GVRtSy z-?Y!tudMO{HpPeaHS`m}KZ_|k|OYs?1sg(p@^O?#a@|D=R z2noicKp#cdA&OaZO-4Bu9;`PMC`Q4-2Ij?9)|C`ke#5*`PmBe%=^QDQ09HQOepL**D5D}E z5zQJH@qLD$$PZ7VC@X@O+CX%RRB932fQ~eywq!D)2;3Eq17IPJNk^mDI?Et}Brjs4 z457yAfeEN=$^x+?$iLYaE)7RFkt@7cGZ@5P?f^n0{5T0DIiLq9Cu&<}B8F%bk+HB> zc58!KvJ(lfH|1s!e5H3>Y?5gYyUf~4#4JF2_mk-0iZ1$JbemCPCvkeD+kAgrw;9!h zp*l#{Z5I2k#c@)P+niGR*7{(2&2(2=O_A$0i{bcE6&?d_v%lHW%kTQlXbzfB@>RTy z`prbHP&4EQR=-&U)rv3TgvQZX4R1=U-z=s%$wx*-1c(^~soN})R3gZ69rI7A2p0t* zuG;{8K!U$)nYxT9t!{J5a0|sJy6%-D8h#6rW5H+ZHA^99R`uM}SSViQ;$ z=Zc}+tK-a8HxgI>S$U1)EXLkF-;L*tKtYg+NIho}Okza5p0ijM*C;|g=d|aGks$G$ zqZ-UGc-+@>j*gkpd^~3nG=SBamPXIn4zqksd-0spKUk%ULGAUND+ydykb2JHcx=`6 zoW;nuzz~h+3{~dD>td|uEb>u$9rMz`x*I+p&pD)d0L?j_E0O+2brcE%*K-!}{t+C3 zb)1DVX@k{qw%1v3fW&bYfVrsJb)01>mK}v$$62;>UjZUq$618Inli>jI&gF(IQ5$E zoDz6T-cT&V1hW|5QY86-w6~tKSY9{-i|3s0;xsxAaGZHrh@c*hr3@IySqg~vp)l(> zi{vE`kUGxkiPul+A=Yt@dJryvz3Vv30~$!FI?f_Y5h=5dv&_U4(wA|ZBLn<8SWfNj zol<#4*HH>NEITB0J!dQ9tZf>I=iJJOcv@LKXUpJ&rTTH5rOVeXn1Sj!+d(Ft)DzD+ zBNAE=!gZZx%=dU>>pIKNJh&n0ah*ke^GY1qS=TvY;E7i(2TB&#*-{(@M2pvT79sxx zy07b;y0r0#J+5nz4ycl3CDXZy$0iICTKmIXeb3J}*hgH%ST z9P2vEI^;m9b)Cy_P4RJ^HF;e8A1JOfGRUkCGOn}0N72m?<@O5J))0@wz}}dt&RkM} zy>vw2pm6rhTb(49nFKnR?BI$CZs~w2)|4|`W~@<+*Lf+&$YT+1v|H>;+<){Ow_~cK ziFldcn6At|w^^c{@C-Y~amh6CS!=Ab#i+skT8!`xBvajI?zgc%z9kfvZv4s)d`S62 z*SazBS3QvgJ?Th2k@M^EMC`vSL=55v@DMfT2{WyctS2I3oWY5rt_X+@J;28A{49$D zuy`W$k(=un6&u0h{Uyd5OpMhYPXvs`CDD}QiRkYp1{&kW^I(Y7RfyJqB6wn~dlCyI z426y0{s7iG_=?t@D3=KSerOz51Oy*1-Qd3rbIWuR9#@11%9#J-sy@C5tr48&yW@+1 zFpbc+{fQqy+Jj;9(-k3QUk((PataQjVg}h;f2X8R< zY;9{rAfG5XOvP$)J7lbg9q^()ieYSU2Pp?eMmyy&!6s}MVnGZk7+$u%W8^4C3w(+V zXCuSIpti~-V;DJBDr6_5iLZDNK0Cs<92i26E$8aSK!k?eJ*|FAf(jTxZQ_Bktv`3H zHcoL7=A@Y$5fNhvjCweJ2#KVS*HYS@cvm97aW*O@ctRp#_}nqe4T)sHdwfi>B_t9( z^XXiW35f`O_tcXTNl3&ledfaStU41C5n;jIG7X6kJYyQ~M@A9+&42j_g-FCe1P=h_ z)A|HN#4up=B&#CEWl9m6u(J(_h0S#6zek!PA5~5)X+@ za;7)nxbYBK!pbkfi3UVO(8+`_CLj`q!{>>kFgsu=oif}4*nmic@NTNnM_FuxtV%(tr~}?KdDI#@icE>X^ZqNDtY8p`M9|P?OF^h}wXN5c(Jb z8W0JGJq9M}35bYLGg@#0B2=Y&s7JE_5fS#HBEJSi{EnT5$an%GsVY9?21G=@u!(4h zqydqT#IjvwnSh88dw-0$4TvZ{wq>Dd0wQ!53;4xY_5?&CP#ER%dgCFLf<7z?op^`{ zG7pi7hqz9r>zE0!iHFc#Y}0T0f{d}mLqtAGt`_MpdLb-EP%zf8@j~ve#|ziPe6pzI$ZRV8DcjQ zF%pc`L_a1T0>Fu;T6*Il{cH@H3LpD_5!*xMCpwlI&9*EOE#BxVa)~Uw>0n06CuLlCTWc{GY*8`y# zu_?4|Jdmjl*%K6eJP;Zsl8KT$9taqD8PN84ARbEbmeln?QlG|`>K+H==WdMy;@9qE zYj<~D3C0#D6wbQxmw!e(FbSSo!C;`3N+9k@ z?#9HfD>*d720tqKtSdc8qoay-KI=*_mP47U&bktk@q@tJ&Y5-PAG-Emw60{^#c7&} zSa0im}&jyul`Bz#H3e-QgSrcS?*lpR={kx6nz{X#Ipaxsx?g)opT zr@Pa|B>NAzQ2kbm?x^OHITj+t*k_D&!%1PKEvC&@dzmG0>!Pe+KTJE|TRrKx#%`-y z4FA)u(NxE$Y$VVN{2EBNwx4@8TEps^*%ryuqi(gcyMTpumd747U?_qG66sdEWtcmV zFy>&k+Qo7K0N6wfX_Q0GQT#>>0k~xwm*R;S%3s3gj#4KQJV|?*ZNd{Vq>n5nQszVq z!Swr|h#^R}|4+b>Oa<0{e16D^hCtxVT_NT~145^6g1=8P*7y@x>i_eg9 zw%Un1VCJQX5uB}d=_bNP89lIUwSSWD+=UGbPQ(y|^b6RFg~(RBjQinb2qLr9F6LHQ zK69sC0EZ%mWdepEA4HdVj6Ac(U$N!0)lM1#G+^zhtXu6?#%!vQns_0AOAU)`yihuQ z-N}KNt@h|pwj^e&J(6M^z^Dlr>e?m7P%d8@Fa+UTM^x+t48gu9)Q^%G zF#P0qcyuwj-D?+dK77K3*5r1m@jG|gX`j|elMp)i7ph}E-ASo#wP&19 z;IUin_BRD~pIx?*@k@7UEO|g-q=ye6sr&3@c6EOC*@d!ghJIz6JwO&u&iJ_R0!qzb zX{9zZ7!+Wmkpa~5f!pk%$}}S#-YhCDkh zz00Djd+e$J-g8Q2P08?e)@qrvrUYXYWEIH13g%Uj5DV>!wM*uo1;@Z(&kYm>%mVJL zDZ%JrsBn|rGCV7qmF}!5X%9Dw+Obn^vOCDYz7t`7)|4u_8xgyv%s}7-bErCtN?C;y z!z7$FCGu1bUBb?q5`+~@=J?%YN6#QZb9B~}BA%vJR&KIW6C;U0m&mRusp|Kb_Oqt6 zIpukllmLvssLw7b5neL&Dbzi7CDqKJv!n!JK1fBo$1YE>$Ee0xQ$`A$JcguMQ_Afu z*&J9}8+qxTu{j~LrUXH8F`go`rlgFL`vl`Exen03u%`Tl)Kr4Etd_C;IEe4B>w$10 z5DyDm`FJ2=*_mGtg!!BkcI<^gA?8m9gjrvRy;4{SZ^i-PDmtAKq4ht6aO+^x_#dfF zf5&7NR!jOHR_BH62@PNWLyX-hSatmma$8MJqK$DttdDXeOb~<|4gfx*s{_J_w-BNU2kL-G5*z){v<^tv9{2n>AbjVN*k$E7Aau72ZIL=4 zBIIIH({(_^NXv)6S#sim$Z_I=C<(Q@Wf>WK5S@dNP3f2iGml8bxtVl7s)|ZVXtVtU$kBm$kRA_2gtx2E z1N^z!vLv~Jsti1j2Ljy*f$6T+0TCb~f?`}3BvtY5M7)ByAZgB+?s^~sr0)pC0f{^r zN@lHs)d8_@=2`?vuAfLQC!oywAo7H)*R~cPB&_72F=?s~B2t;34ND=6LI|%D5+peq zoMr49FeFj#&$``2Q2*zqTrvnq?ANVFPC+pBacM~W6O!IJQiIO z%~r$*lMaSX(7(r|gV6@#{xRvai;0Ezk4c9Cq-P-B$E1UiZqAr`Ogi7PJyl_7eO08a@e{TJxLQEbFbWTD z;Kk~Q9q}nP%&nhP$GksTu)FmmC6kK0J3n}e=v8K$Z2UwTy1+1g!Y--oW2d&O#!g*+ zUk{zgAhSky?&F~cV0+g>@z6iXIdV9V*!9rGNJfI|>!FLVAsQsxK5$&e$)(h~=v3t* zyKYanebPneCH$bc=mO068N%bE+h^ixF|GB{MSe3Oa$R%*PV4a1b5RcgM}gx z4;}E|Zu^L^<-qC#-+A(2#n`9dyLHi}iC8F9u8%Il;vk;y`sntTZB$Z#v1rMIl_z)` z-4;nAtVo_ni>c5tXSM{3Cy?*-(Uk#9A<{Fka`DkcK8h~W7bqK?agoaXy1k_d4k!x!_A)ClgjAM*8^ZsVNij`sitm0Ji#*eIHZ|*=CdS z?E6S~(se0RCtUDLOu8W@E zoT3A$hc56@ZhzTB_wX12FSj*VMj0c#zaE3m&2MahCmrw@bnY+9T_S7HwHMsi#@Tli zd(qm?n}=`dpcV9hCn zg{RQ9=0GISqqmPW2jgipdN$TPopl?;@Y)Tdlc(hlHSLqDV5%G- z5Kg%<=!1Re)pnN84^vb})BDLv^~Qo?|baYz_FqGTrZh8HMF7(Jac{X#eKad~9S zhn}^^Im`KCFG*7r4n`Pjvd1|C586{})FyNoL5H|M&myuO^@)*$%pI zO!)r!&%gY84r~5{Crv#$>Pb_m`_!|ee{pTT%`4Wn&QZ}%M6H;DaeKU&85c4KUBH}x z7O@P;S2&?eR%E4NJm55sgwqQxpsOg(W<)JbC?M!c$_rJBxC;+LRDdj)i!c;$Nphaz zlw!rg^;66hrzSlpf`S5V4&z1CI0qaKQ7&Q4$dydVX5GP3m`RA=cJ0$aI8DKB4!wk= zTgpc8>p`|2R=GJ^_O`~DG%?V0fRe{)wJngYi0^x^@rT%M+g z*(s90cnRL74fSlgAiRsbo!(NkLITTY`nWaG3#L7ocG_bku>8+CmqQhc$_5b+OCPCS-NB5S*#NS`855sK@vDV+w>emMbrs{U6}jp>z{{V3?y%Tu z&cJC~j-)%5m!dNU57lR!p1v)D?7@g}+yRbSTIn;E0g~kVwgyJ9CW7u*7BF#p2Q$K4 zwGGcLFL;O(5J_!<6u}$L=|I%YYrKK)CjgQ>lmYL74cSiKnF=9-Nx4&1-uO z@59VP)nPdZ7awPM*Y5s7cnHBWYb@yW@tEUQ)Q(W*0Jl&NCPD&LCgmBSAOr+5W@o~s zI8g$g<=Dw20AYZ4gi@r))9r(uG1`jcpW^}Awy|f39+K`5U9xvTZs!zErr>BlF~`p? zdT%M+XZ%HwnQ*x~khK=wecQv~HK1~dVtvbzAc2{2`K-v>xy9}v-HMJKJIy`T4y;7o zQM!b$q;B^Hp?eO~O7sp%B}#2Re0+^NhzSPQ{u4@L_n|)3PPt$xPOzDB4Y=i0?H#6z zyq#X`Ou46~GbB!X&%jxt&geRH-*HOs2tM2~sWEY1fW)RdPE{aIzADn0aY0C=i8prb z0{?2hB@!GzfKn)aWEx)~DqQ64-j=#d*qY8bJ?%Z?^iXxisg#>R@yKPzE`1tl9+?S*XyZ3qu5Y`g><{oR4uutC>@hfO? zE%B7ng0hy_dQ!%<#3zv38pG7MJ+tZ3gcjl*0xa1BOy5G|K*In?+-fe9W-;-Bl}pkv z{2_b9l+I=`al{nEcDihKwXd(Df$NfMO@f6A7ZZF-8sm4J^jS=R5U*xoCaY!%fcOX~ z8hr%GVgiJSg0aVgyaL@)Y!tA)gM~RYv429kqLbaWhw#keuVk{qf$O}=5TaHQl$rvy}LxqcTg0qZ3YRvy?cP4qBEHAQ{dO zGfN4O4Cf5XSp(439nM`Q0PJWU;N{OicTlvNPtUm7#@^AjB+XcU$lkHLopV%nd?R~0 z=YHvd)^AtN+5}3BbI*UzSmtln5)VxxE++0^KFHI#gB=c>nhujdvY1#_s@Y&JCN961 z?6tYuw_}CJOIdO5z^yprl^-p!_ADl-K7%>!WibJg!K^sxSr!vWZw51nZu(W_1>PP{ znKLA&8ig>UhQHd_9a@K?8OgLhYYF~4BbmQA55gE7WK=Hqpez=}%vypPV-td8Edg>y z@+>8QLKD_(770+hLwS*>bEnj`W?R!RiJE5VvaF1ungz~f_%0lOk*;fr3*@$x(cK6<@{38%%3INnklUQQuO5`}yCn*3bI(kmWbbekv2Py-C=NM6t#^c? z^k%WBB&`Uq(d`F-+gd#DI|1vQlax&%71GmxFLFC~OAQC=!7q>K>^3%>OxKp8%kQOn zq_kZ-GWw@aE+Sm6;QL4$hc`Vl{bJZ^Q=x^}%g*S}Wul?nl@s4_LmG2{2%7^bLx_kS z0T~XZW~}gEn3@F!<-H4Bgu95CSNZF+4|*&zdO>b)YTr`sYGktKVFILSZ*oHypOIV2 z3TO1f4O{*ViF0F8R;um>TbkTtm%6MNysnY|l6gW(;(X_IdHx%&U2D&!j(kTJE*GTR z9#`f-IChh&+8%C?w}e?c@k!N}mIs*T&?nPsEE0rxwLOjYEGF{9SDa4eVYnNbA=eFa z$z&N~LJk-iirhpZ!Zu8Xop<2N%|*-!+u?FC28po`Yx1O$>dKgGO}P^Sgp_y&Zl&k# z99S}Kv`ShMl-w_50igG z_NdAtdxJfL$A-OB7gZMj}OCoIl zxL+_UH00luAq2kbI5F;6)PKh>bgd_nbMgfojdYK-->W%-J?9s{a|yL z+XFsqE`f2<>-$*{@|%=n4cM-Z4kD2lB^QJT%X-NL;ntHfSrCHU)@CK=f_iA`VozYm zUSPVGid-{p_hH+q<*;bhgC7{_GR} z4~no&;cnin&qSEWy4f@9!BFO{(P#B1lKb3tIf(H%(!^rtIak=?`O>o(l$qp|E6iz3 zhI3`ghn*$wO~Vuz11Q;_K=2o`_=H+lg9lNZXr`;dgGIx%sZUK^p?&($o;^U<9;&+f zQ=FxHe_v@XlHO+wq>hI{vljfo##sw4vqN*Xl|&TCM`1=pKdlAn3s<7EB>(%{O8BH+ z0&)7Nb3%4Sv^q@IH4zAHZa@Lx660KP2QmWXXqbnz7W-s55?ej;<%f(Y?j#3e4j72J zpgQ^!bZGEP2R<{?pI}O;y|UGi|EJJuNfQN}qR7~LYP6@!2OiM;(8^*@D}2kb9)|iK zv5ypD3MpuPBzGFya$@|>1O)=e)=Af+iNfffIpyIbbEN>hV?rmHJqTB{$aRl=8C_=1 z;!0z`Q?YV;FHo+E2jM7a9X(S2wVSNAvPnV_&a<^1qNBOj5sc(rF7I|YlHZxS6Qmd6 ze3$K0M(0z+*jil12Xm}jh^zM%FKXazvLXcVYBNah?vlXlCx%QEXjT$g+z7C4sZWRt)~nT>Q;IPw-MSyC37L8fC{=&M3H3WT?$Jvz5)VQB&1T$Cj-j5h>pza$*Zq|u=`We8K@YHzNJR! zb&v8LK6<}n31R2(8Rt4koAY@9bu9P10^q?*li`s#zYs}Jf^a-yU0w2b?Jyc`e5&fx zfk0NI9`dYHGBt9ZZiWUacUDEZ7#UG~#>~g4&5&Y{$&(K4GmMeJx##^qpBwZif&QBt z^y$AYH^@9|;+UkSGn_cZhs{Z#e*rAw|KL2K)A9uR_cys%AKg0g?Z{3`=z+;n2`rMy z)45gzoAdQ`ybe{>61UPE? zOqL!=y%tHFUx1}WX4(=pYFxyN--ESFTie=q85R&t9n=4pyh7>2dtT@+Y1K|kp>*&3m-coRe*-Ecv zYl5F!QBsr?0+-KsS7C|zY~FwJ%a(8uLkZ~}ejPF>pg1++xOEFfne^%erkeG&-p1_=d}&C@$Q^<_#ZLy+hIEHfGy&Axn)!^cwIZ78!$f(uM2| zx8?bc=if^g8pr6cbo{z>F+8q&)?uANtT(lO9ev83?jJC$yP=7Gs9*Of^m%-@SRFfi z@iVr(wp=~CjMGC%u}CugvfX-ir>ieCYO+rua-7u99VG!bYX&t!VJ&_~AjY4L3I28}VIf(i=2P1#L6Em5UQW1&h z$v?WSkupr|-zDs&i5_`X`qE8vYqcmdy}MRRN5L)7EtRSBtB=b?-mM95&72Amo_1*O zn3oOtijjHTIhYH^T1vuG(;#fEZ}*6ov{ab@ou{V5DB3grvfOkEpj7?Q%ky;xU%7mg zUKXVEnhUL|3@_d{WfdtrCW;gYk10Uz&Jp2Y?s$5nQl|`iyDJ)R#xNV!`0&MJ~!HyRef|daXdFts?}S$e3k@XP)l>AoIT? zkC12=D%f>YmCsnqdw-&zan!G+SQK1@f&QrLDTSJQWZUn!3a`!qdgb_p04*$*lz?w# z*RIqGd6z)+w`w?3j-ty$^mobuVszQJErXusH9U>9FB7RcG%k;x#?V4vPMa*4Z za-YFjst?k>MFI~t9H1ud(%`$pCHysS91%IZga(ye5yoDUxDhtPr-^^YGta2Yg8t{fwhP{q{#roO>N5@9& zc94z@&aGB^rj#B83&&g0qjRS<1`x}VR5c_aU~d`9$cJp2dyqWQ*yc{DTy$xv)^vx| zw#QH;&w6#dM1gUR!tS}AlW>su(zkny*d9|=n6Q{g`E+Xl6^8Ip;`37BgUMuenm#Wf2F5xT2-Ysm8xS*cSTgz`v!ilpe1L z(wfjuqb^T-?g0{k@H-4fsnV%8MQ_PwV=1Yr{I0k8Z4kdg;S6{4>6St%vo7L%m-VDf z!rk1ta9i6I4cO4ch}P1xeK2G%(7uJn3&{XTJk=Z~?ZW6~Hnwmo=9!|wf8FkP%67-k}=D&^F~AHEozP8;w($f!Y9Mz_=km~Ty8 z8d1~J-Y#ksa;chi&n0|;N1zvy1sMsAd0#f|I_zcUA?dJu*G40jXzyt22&%!JyEdXb z@Z{^iy*46t##6i7Pp33DMHzbsbE$H$snRtFYXzp;@HWj{?ABMTA#&Q_(H*q_cgRbO zY=PB=n!?l=w@6kx+K`j6cJHT9FT7+Z2v?{}8ClNUz7d3Dtqx8&t~=E4h}bbDg7GMW z&I@w|XOgLjB?x(yMLggn0?=8@__FbMu-+fUcS%hWp$k$_gqplbh9iQucS;fPFc(1t zH$)2XLkQJ@u&oV`f^bpBkcn5!%2BC%bk{=O>r5d=s0Uxd0%MK~sJ%GvJ}-B$@XmKo zg0L7xF<1q_IuNS%?$v%rL{w?%2_Z;cNvR1##Hp z7V8OG9|sMylXc522J3(R*4RTFJVPCdh&eX#HA-S<9}LyGSZgHMnx%|azpCj z05PmbAK6V^47vyVy+-W&$TwdV2DI)17W@x_+#kZGaIvYg_ zR%+2aFM0!EZQwQ}V}!%kIHHF+gDg{ZPqq}FDGY`#&22^KjRpcF&1oAc#a+;4>JVjA zfOa3kFH+(A-D1NWl?;o-F5#n0FShIw`&y!5C6$X{+;d{y0GB&CF<6Rg2rT6ZcD3~)Ok&+edoZ>gozXxb>K7i% z^SuoDMGPH+u%ld}kjMrYQzZmoNePx>TtTpUDaD0`&Mxqa1ijP~B)ngKF{P)}%P-sm zcI>qoP(VxqLH-FeUxxb-iqV3ITN(PTuK>p3UC(w=7k*z#aoE8%y0zsLG z+%WzTUJ)pC*HuK{1ca_kO^a|h3uWfJDaG940kwQ5YgRTd!hMc3GT)KnYALQ?(B1Jn z-@{tDwZmY{TaB%X;BFMbNSA*` zxHu*ok~Eu^;@?UVgYpA1owL1D3J=1YAVj7nDIz$68oG~|PVcn2qkTUKH2Nn-=2gui zcaz~^Ko&RZ*_~4xSAxM7yWGhqg*fkqs{(?~;dSxZ?=A+m&)HuOQjtdMo>E5sk(*KD)R5diQ21WxYRJv*IL87iUcQ74l++UHYNktq*ur-wIyH^5Ko*@Yc zn{Fy6;tSazq?wpJumW9V1R54BMyX-bQ`7Jgf3v}w1@{}t7Waj7~$N)*} zg7&*pitHKH;MBx~O^P#j`?Pmof*O(#O_6)4>n9VH62Es_AWOMQDr$q9l|T8r*{Ps zf{}Ns;OSlsE|fbO4Q-eaPN~d2>7cJMiDd2(LDVam%suH~cKRtbBV8-Q>(+jE5S-C7 zhfojg(Lq;HslAyr#_}=eBCHZ+F~fq}Pe=Dhso1si&VMD!%Fa?QzN1se2o6$_a#4!P zSnL(xsR=RoR?xN=4PqSgXnC-q>WuYLPE7~VW1Idxm|TEPW@m5SeK_ULLUO9g&rt;) zca;V^AFjIuOwL**Lro|LS4gBx)YJZrbK-YmuY;HDC~pPTJJGR=BIA1h0ULF%7xO_! zsIMy!I_;&c+(Zv!AYR>BjEiJBwB`|aiZOkpbW`S>X!>+Zmh0MNcdL=bo*RA zs=vP{p9{Ay`)43|%EB^1{0@P640f@~(wwE#&>I69DMEErmADLfD__psCq zPxr=nbnpYh`#;t3rxfmvBLNARMkN=RZi}${UA}Np=niXqNZO+mSFd)${%&+cS z;fqfVAEbOaJhoJ1xjbIJXAO+*lXq_mM1)+oD~;8J#U3|xTS<-df#G~xw%qEP6xR>O z&x}5TFeNF;)mjkht0a$Z<5qe0!%{PE5>(0UCNIJq+v)w3LMzBC%UEKDhAQQ4s-`sY z8eO%7SDMxn!c9`YXxQ{ZOVODk_|E#WSV!YDmJ!KlHm-LI@foI~ib_T9l!+uCgs<53 z#HpkvrY0}!k9KjH6NQ*X@CZQA?=Bb~Bni*TaWOb`0;SQaK@*iXm8y%XlL0K$#v!DPQa^hlg^a z4QAy+0!QY?3&4k`$8enqMcp_v3oeudJip2C?2@3^CppfIgXIb#(vCUe81*K|y(*H3 zn9{>2bEYX{%O^G!=ZL9;EsF7R`2FlIc?~eD^9;*zJQhlIahN~|F>8C)g8|{0uAL|A zF>w9zpu%b_GLBcpCC8-Zmorlj;T58S=}u=-$}n6jq04?uf|>W04xHETEoJ>zYhOG*|xxF+9z!mjgCLt*HeW!ViKRciE-Url!My zQ_o@2dP^@W4^3q_G}T?Arjb+ZL3=mIM~4Zj!iCpi0^|C{s+A5?dzho}h@lRX{hPUj zUbt454IIYnXZ4Qg4qfUvJ_x5|lGc1QTRk9b0`a=@ZZxSs#L0uyUjiX~upaP8+1>UZ zBt)QP^_M91gY5FKVMIDeMOuI9mU>t^H6fb#OK*GYFM$nJYvV8F4|4kVV8ex-Q!b~@ z%yZd!rYE!tp3}WEg&nz|9dVbaDAKcgRBr6+XzYhcl5;-fE(oo+L=Lh0Iv=2^t@f<8 zaa&kt2@w$rLL=~EelVF-ZxS9NEX4%pCDRWve*(>yZRKNabpZ~EPa6lj6~Zz+PdfZF zbgBE$yVGvnzEh(UHA?F6Af?9BE$n=8#_}7f+}>}XS{nXhd1w3}d-WIdKqM3B+iBkZ z{Ug?IBZ8mn``GKZm8J2mal1WOYCPCb`1X72TM42>Ij->;{ql&^l_0q-gI(FsYb-Ar z(CHz68oc{+?D>|}4SR1N>%+yxQ{>wzcO4v&?-Mj4+qq>J#~V^$J|!eYDQ2{~Ppsz< zJP2V^rvk=95hB&3BxY)TutR^x2z5Pu+HvD`w|@IUl1AX&PSQopqKP*7uagZ<9Ahwa z;S(RXI_86yqjAyej>BU)24WChdn|7*(urBVQrDC!|A*Ivj?ls3|7hZ$V`;%}E8~y# z{Vey@hog;{SbWi|4v>h8?n3RKF+zt;i-jpQIiLIK2d!Di=-E-@fH}5spr^W{#earv zeSfHJ`+=8hyxMH6?=G6{2un2mfP+clVkE7SSl1;a+1woPgkNCZ4z6_Ry;4%}9zp?O zBOO-_WM0CG-eu7Q#;Xx}RM;X9pCng~dF&v3hl^MDt!09+u&w?Qs$dGG46)L-#v4xR z4a*OAMAeeD`t^LBM2)YN0y`WRWs(#0BpYXQK)Qq^< z+-UpyiZjEoaS@DdAYG}Q;-E5jv422_8g>MqQuxN?IzuPz`FgipD%ry{W;!mKnBhAE z2fpVFnFEK@*?dI2Bj?OOcu`Ka4I+{F0=^`7uRc|_QdOgF%05+DDWH* z82==qvd%7#$qCssPzOPHnvHQjv0|zV)-kU6GQa(bXfa z7XykunkZmOEWPfE3*-yWu6{&*#el?V$taMlbQ=pi?gA zh##eRl}7}>C&zn1+CLE9tXwZ%to^gkJLp-8@g?{ylN|K4>xB~s(|Wn`iN<5(c_XFt zy1z^6JuJwOhZnw+EyCu)YDN7|Fj7w%L+m;Pgk6*N{2*M2d-#*p3YTmXoE@F>-2+ly z>2NmkXfH8K5YJS09_XSNh=YELg9VgRoS)(K+MIq$x;IFd^GNYyA&zj$0}AB=K0fOz z-KxFkrDG-AAwXP_(7M@dGi{t5g)Ezqh1+2Q1O-+Wq+OIxoZ8O3WQ2i{Dd$W)QggYo z(C=9Ez2 z@KAA0YHphj1;l&O9@d6sX{chsZya|`6Lfz0Y!2~7n4ygF)bKU(BU_@{RFnWtIF|)0 z2x1NAIG$Q10E|JI`mF zix1ERfK_`Fo<%xgKoT*58f-A!kq|{pO#y=>cz=5G03_a*O$TE=;B^}L%y+b9COLtM z^UOtfNS+HR;a)p$A<{8AiFHE(#7_Fv-x9JOz>o0CeYDH3TE@uu3{0|CZJpVf%Z5^M zaz*+XFM(<-8JHO;=#ozc3ou_BElZMqb(fUUO44HqMxCbr;}6WZBx6TTqPvL)hqu30 zcdOp8pJlPlGcG#5*h9_MBwmzW-f%jGi&`#vAxqw;+Yh5B%=G((pelV@#KMCJy$$*YJNI8UKbsV3DVF z`a{ExXH5CiGtrB43*FQe%6=U*V}XNt6G?xHcQ*nq_)$7==p z=FQ{>6Jd=+G8@@J*aKt+^7#`#nE_be);1An)GAz5YpH$zW&Ksg{&2*DD;4lZDIn5jYu;HRtrZ%#EvasThN;` zMh6q&ILlW{O+_GHIS(+ceXe#5G8+OIZ}VIbcP!WY>^NcG8JK=PpTp9L3$X> z-)`OTA7tZ<=kv`bSknecbgnfXF!SsJqdDC2kbdNb|vl10YtEVNfoCq&a)Etb}8~N|Ze>!$I)wB7zahPm*I{k+?7{X4RP};suWU3^H8pcGMdqd>EA&d&W3=w zZu4LwWFu6&rY2V4E-@){+hg;@bVZ~!28JYH?}>Sg&>$cC*HVu`vs7xjS#SJI$&Zg_YJ~BE(u_lL(r4C=!IMZ;KGd>GBxJEDWn67+}nR zyl5f}?X*vSd_d5Wt{IO(CNJ#JkM5Hnp7IF4Y&geY+SDlyG2c z8ZMmI_-r{2 zmEKqavQk0ljtP*+E*1y{^0Hnqb|T~nb$h$9VrRb$7ZrqaZeIr10ybs=qSzQ z8F-)|B(R{tR7iH6W9lNWzP1!24@GZ#-eS|Js3 zx%_S|r=q*RX9Ocxr_3#brjq(%sjUaS{7s&`t)X*ncz`WUgs(8x*0f|7vAef(7h4uk z)0nZa3A)i#?|kID%S>o6z6G`{hfXt?uT*{>cAYWNXwIIi87w*AMvbeOpK_@Qb40A2 z`D`FN%wUKE0EAmSy6?m2fZM5yaB&9*cj~7Q%a1`~5V9W8y-eLiE}~Lf2*G%6j=HTU zim_UE8$&leW%!T;;^|6|CHo@j+-Pe`F@%_YMmbZ{he4J0Kv*fGS~G?v3XH`Kf|MyC z9As7*AolJ6?Oj-KFh7$^r=oB`UOLWibI2tL`gf#PQhv9D4?>44yUv&7FTfgJF$Bj; zXLErI-oThlB2&_nzXxERifouHnD#Bgc`J5}e180V5n`0B37b}#!Z@>WZ4QOk1aTi5sjESfL?(ha5yDw+cMI*o ze&-Z__Mtu6;9b+ymH9t);aarIajrvyXBH{*8$35+FZS8h}r_fDogGByijL{TKbaD`Ky zeii7S^BISrfUpYO^yy7wvWh!6Vbw>B!Bi`ha*~DeMAf;T8u~;y`JL}P9ip?A?ii|} zE;fT12SH$!FmZ*C^Jan5B3RvKEDlbRCnloRen!3;T`zicmqzm>i*A zbM?D5v$4*z^#XJ@2F~2^1gRd3>TvDYbh#fgdKoG|Sba)m3en&1*h>A0Xy$+k)HRiiISYfaC30YH|FcEfiIOKR;H8C8cv=`?o z`bu8U<2+d=h~ga2@Wlv+F@*>5H5N)iFSk&Nd{3N#$YwGk?h5E{oJIciYA73U+hYHS)$A(^|0C=I&|u4#uVh3}6$7LU_L@6+p9$K$t(gX;Tbi zVkwt(3`qg5V+z12Vc7m6tc5g$4~DmaGxO=Gh(ry~Fp5lb=4D0|fl3lfUay3Gs3tXl zQ=CEU+b0Zs5nCgus=+^)2>DNJu2SmML{^wQxvde5p>I@mNMZ@eJVBw7P1Of+{+!M| z*s$Q#v|J*}($>n#@Z`{R7=Gv;IZ5{i$svOO`}7&Iv|fzb%2RjyKvK$st(B*lIRczR zP*Su9=@BO@Vu!sLd(=vgJx3-;<;$Jsvit&1hg$|`(xgtySWSe$%aQ$R8Z$T%4W`f# z#QupHP4=!dds>VsBi(h!TA_%H#&HFo{Wzsixt5t~NKw$`u*9}SB728&t3YN5>Ke?28N9Z36uENp zeyos`E2NO^7tf>N{85PA?H0n-p6;2Gs(4AYkW5&RB)vtnLO4LV8gDRa(l_-qj7Zw2 zo1FI#Kt6Y=gc(NWqh4l@`C0Bx7vXwMJUA1q$wP<=8acPMLir5W$fVGZ z2h+NJC?yD4a@suICsQhVbMi?Ia?2B(pJ#JyEmTurk!jJpgDK{B|zySqCC z3GTt&-QC?i1PSi$uEE_Mf?K}H^S*oU=lDPQIbf};SM^<0cXjs~hVCkt=nxmc6tkwz zZ-EHY^nl&a8^R1FLd1P$B+ky}9u*VTY-N7jTN4{U=G^09GB2t_ z9lH3USCQ)l#>of_)BZZ|gG;}8g9thi$nOwqaEHG@-{d4p2l{$jJOsFd(NpZd-^Ssh z9oGq@br}h|8F!0cn}97gyx|SG7ITig)tOI%ldXg*c%;hDvJ@2$Pmt#AAu?6pg=*;* zwH(4y+g2@5Ce(;I&FK-;!Oe-8<>jRP4tCAx7V1!>DxAUb^sT33d13;HiZDVV*P&k; z?BREPo2PrJO2+mRL_Xk4#(fUg0&DAqQ#Ll!$CRGh1+$ENUi{9`49MGYIo2vA`K>N? zopynvUQe~u72xngRC+rc5&@yFdxaUVNE0mZv)WH>|H0i3T(r!Z1jzYpN|fh#vTcs1 z$*OLk!_HGQt^{pa;}4pyhLRS=Q&zFr3{QRF00(gZ(VtK1xMG*PZbJG3Ya&}o_txSX zwrG7#CId2woYZPmFf$==wQBKV__Vg!Ms#3~JR_vC%$27z^)oe_O@mik6UU0ia!$e% z6bumrrd2R|5MS8EyyEFsCFpo^2KT>`ZS4>q9(VCrHZ_0wFvuVRl{+-4v-)O~072iP z^p&o}oud4cf<#W_@W}P0&bU3jI$hoSO-CdyH$Nfl0p@R-Iw64~DXlQ#4`eKl)>f26 zy2q*NbUTVb4hef^R#6hL{&a%Ch4U~)5~(tEt4~8nb64TE2`x{lMz6h~{7;%P zeN?)^B-ILUD2tp4iz-md$vlzMQTi3sj2sd6uaSL@FXpfvTZD3XrH&)22H4{#4H_Rm zFdVDO;qW>fvsX%*KURgw)I_ukc;>WtsuVY=F@lXNPtS6+dRyEpH!@UYthD5KOuwOi z7gCS&7_%=cHdbBEr~ZCz7zp67l{Z0nY!8Z8YLT#JI`nzmQN_skzR{_FJ2xXq9b!A@i?E{1=>`Nc1;jSySaS zw0#t?sC60Gu{x)3C=$pXy7AX+G>AeZGDPA74cCk~0X16_*yrZ-A!7-q6XkqZ)Y45K zxra=KCias2RO*Ed-V@c->TPuybd>NW%B4B@WEUsaOdKs(3?)w}rFhKXE17p5b%j7n z#tl`l2@wNXEaN2Uz$|Z3cbZSz54K|l_hHaKhK^1`W!IK!9WCg@({^O{9(-??h_t^4*C!)(wUyaoGFw*TV#J&12Gw%7 zIyl5@=ITVE4cW3rMS=b<-cKwk$%vWx&sN*~uBRPmDtQ5|~M;b#V%KA-jf6TFN?avPjcgz@BYd8go z*uXS0Y}UawOJ8_(i%i8J#Hvc%`H^Y?G4xDo%NIG6CG=4xrD<54> z9esSs3E>E^m@yBOwoj<)08w_>xX5P>2xmk3oaN7C)Or5d;{{+Xk!3;xADSe z&Q~ncjtkasb#hlDtOF#Y`11jpb;3adxm4b8%Z&II)@8y0)I{5mE_xSU!F$~g8{=tU zX{8NH|2xtyO?B51X`K3e%8Xpy*I7SD6}l6bSZ&0N)A55k*m*B+rk{06KxPV@qG|6} zNhH02yh)X0$85<9T$gdcixeS6*Y|a4UPn7IGQ0jj`xryBuS|0&g@j*$$XO_$?VDCc zoz^p-$zo&JBgE<)<~NG@(-(fnIlwOqF@J&VQvsURHgz17R^7kda4)i%eKSj`Sw5O* zRC@GsjUfsiA-2uh`bM22tqWHElOj`?91a|pt)5?7$UjG0kbz}JGqt8J&&G-=!XFT` zU!TK#&X|RKRRxi(H{3jdQ||@syA7d?%nHp2EH$znq>gdVfP(&U0?SOd&P1+QOkc8m z*_#AzIF=w$1*re7#|sc+-A?A&+WFuH(?Z5ygN;~24SYOWr-eq43&x+-$gJ%uP15t= zV`vX_GLa|v>WB?X>_loqLjqsDq+DEGj}1pWgVJh126Mj;ZAGQ;M+6l4W1He5 zw&i2xQ9w;b!H_)LF-QcAM8fGk^2zmRF1T6w&zm-da-&Hv_|isnN2o zS>i!G!f(7~&5_wu!4YO>>JhX7V~N_5+Y4tSuE?=2?mpvmF!EFsKS~%eXw9j3&SvY} z;oG5o!X8r#5*_9uYF~(Fi$UdT0Mu?Ly|-52A>j&|2*nXhE2F`QlMf9^ zjy%Js2%E?%>_Wuvwz3uc@TA0*OHh5b4TU_D;6B9QIhCmt01nftk-hxTIsN_9Q_L?Y za^gD?x-a|Y^Itq#NsHL%`=y~~91?a&lZvW>CIUn14apW8g2cXj#EAJUy|fT7_g<8d zYC}7c8n?v~<5J0+(?wO}5|$yMBsnuc4eC=he|;H)5Od0FE5DX&MagVcIr^pBtLJW+HRy-dEau$jwv0&|21^L5ab z(ibFO$XZYGZL%b9gg7M@t<6R(lKwc6s!jRBpMaq{xTp|ja+1m-G@(8TJL0kOdNmUm ze{n94g{2l^^3-`vbh+!Fn04Sk61_wwaFr#A77;~AFau~YlSzHxRkdjngqW~zV?S9v zqPfXBK!e*N!-29&oYt`wz(n7?U36+eql;qEt$Cvd-IJqU6#g(RHMtGpCyw#MMK$=XZ4n-;(YB!%AkM=q0=lAuc^dcp@qP#-KEfpIMxUR@EEMhjkw;t{_MJ*Rqy9?3PpKN$6q&ll$(FSA~= z;PT=TVizGi9SWdB8xq)5>PJC8+mhk=?AYfl7WJ)of)T5IhAtd8&T8G&s365rVL7P- zr`T8!E{BEHBd0H;!;0Ql8~)JPH<4{RoySFhHaw~GDqYMiF4oJO-uLq4kXjiZC;XLA zIk&?x%h!e;WvIq9XJgFD;fO4gTt;S?H?fI}KQ+mW^$tGK;P}?nBj>b{M!S-MzJT)lk3)nJY-W5&|8G+jCE6B3 zotm>&{^t=o-5TTXZpXM_vXeYQ*>W+^P@-h)+2?M?+`>vKB_Z%jUOwQld=%JT%rbih zC7AP`VQq+37Hm_j^U}HQ;$=PS%Z}NtUbceE?Q;a@fTr)#CECHQh|%rDJOXFj0k!;F z%oC+3q=ecm_%7$XbL!%?H^rH>y>{rk%RP1PWCH=U85&Ll+;KnmdusZ!wmfCtW? z1KDS09>RJPLEXHlDxo0-sbImrvi>q8DZD4ENtKfdZNScq1Qvz>Y~Q^Lcm~{N3Y?28{`<#FJ=zSJa06B5?2*w zZXzpJIWQM8?(iDfJx0nsO6=sRoSV84ee`ZJvYQU(8&aPeqN7)nqzdvKbtKF&fqa4?hsEzktarL5W_OFY7)E z0+FL9P_^u2h<*wCpzly?NV%fmtL0fC?VpeZWH%j`HVsEB9uc1r+sPJ-iS7nv zR}-Ey8PL+ismwN*X>(^(hL-kUCCWQt&95~Jv+!;a?VZ128=}+7m_y09T`dhh5>p}# zDCK!wA-IVf<;;SG8%Z*h*sB}pz=2Y*npGRfC3bwJAGnF|Wn1i#w&nD}H%3a*JyD8x zAdk2))%TaO90Gb~dAg>eps+zwk$0v;71rXQm&BdTl|HAJtGnD$1 z(;J|E6BVNpu_Fs8kJExLp{(S=-4dxg3x8ko@nDLbq4b*W zuw}9RgH+UI$hDQ2Ttf`Nj*5pNk+&@;t@yCEiq-FN-6a#}b1UH8~DL9{n z_&4DiHF;7D_d$fw2)GYV*`N0qhAO%;sN2ISgfeOF(s%p@)T4K1R_+Y0p@zd>O0$E>b%_Sb zu*LXxlc+g~(7;ggkd0cRJ4?Jw6SAZwe$&;%X&UEUVV@BQQNwg6nh5s1V$I`n$kuNI zG8m16+0YIM#gQOW~X5Wr5^mQk-t<@p2zR(H@?(g$)cJA4{iX z`#{9co$d#l1Piz~Em`)Gbd6508I_jK%6giBZJSta2fjw`3`%%1n^Fdb^c3hgh{4FhW}nf#@4U^EN9*V$Dh0!OpBNG6 z85c}wkj-ZM7fjmxiYCPEzyGvq!Htx2ZftC(a0bNfNLpBVErUU5uD;1)RkNAH|L~z6 zz9O&tkc@w@1Lz9NT52k#(2I>km9&m%45X&Ta@w>{qO~#)LfS+?+=$r3lY66az$!j6 zG=WYeGZZ!P_vegHm7JP-!ucJ5GC4|oTzplA;EiA+w`ANrn0fBVpiD~gKoL|c<1h~Eumf?cTnvdNoMBvgd-vkyR$ZaJU$lMS{a;R)(=0CX+V3*ieoP7v&AQ|G;_Z(vW@b}J6>xwj3o%w5O_L5e^(p6Ur9@3W?pHQ|D z*p&hfq?4dnm1r?|F`+k_$bn&0P$JM`Vf1_G(RdB`-VO#a>Z0=NsS*;WWx`q1Ti4c- zsg`BWsTuH*hjElz%PO)QaCuFc2b3-6DRsy#m+MsZC( zOby5JuyZ8yQFy-WInlC^ZTrOph#c4mB-!9ca-4tqK0aySk>#eq@y<{nJB`3`e*PmH zT}wDm3b!d!wQrY=g4%<4##{paf^})##bfGQE2N2T@?qV=Z91G&#GFtZS4+BQE`~mm zlys$gBP1srj1OfcHA?oZ8*INsi8)z>&=&JN)k3}1+C96PvH5&)K3C(*?g}SD7Q*Ba zaaUXf;PpRc8k}^3H5|@bEEy3{)GN-b+m%<>iBxEfYfMqaK(_~n?Gs0U--v1rDuceh zr=uAzy6>_A_?ERs)lv-)FH+Hm)`%@Ebtxr8#%7815js%{dFugA`&AQVe&@%d;8tUI zM66ppD}auKy~enmr=?^k1WYW}hXdmt^e;@hUdNo}HhvK?DQ74`EM*{$7I-q5QgFhx zjIhHEvQ&@st9DY=bQQP}NKpw9aGt7nSE|jm8tBfYOv^oxwFL&6mP=-OaM>rId5EmQ zCc(PH;6dl^_N*j1*%<0ztno%%N0IZ8z>JrSF(sBpC)3rx-Lu2X zQ97Lkx`@)1Ts!51r%+f{`1Ah|SFHV69*aO9Z^= zF;QUMT`dI_&&-lEmGX^xq!UBC6u{%vUoxbWyiT#KwTl-gl0#5R{P->#V4t2$&c3%K z)RNZuv&5>4ApY%}d#eULn_g_%Wt_@0uwCj- zQ0cQkdBp3Ca2K7;JR^xuFa8BK;;#Cda7%$`#%_-42zJY_s8&_m!GcoE)G&H7Y+j&} zPLQNoVWtb3YwmT`%SI~6mqCt?Gqx)$7yRcRJ9QOvRNR82wJoimtcz4qqt z$vW%z5IUj-KM=rXUy`Mv6$x{1S~2zB^L`~=nyvd2PP7e_L?b)iguSyY=R1GT#d?6& zVJM`|q&@YbJqAMzp?)dFtq!Z1yNCcmm`&`lPx2V-ig>AOMo`2t(LCx^^dH=a-8>23 z^>#%-BCoVOeB^p-0LLCo)G-YGRsprKTV3zXGLtbG4bOKbbiO+U>Z^=j{)~arWeExr zI6?DrvZ*8sd1wKKcTFzi-|d<2$_6P_I=I%GqeG}F?2N^Jg)**uF$IErcF~Rj+MS>{j zs2k-Zd7YtzG?*-M*P4J>U)fWQ#n57=G1Y!cy+_24K61Q(q4H5gqj=Ouqq!2hPjf9v z_>oSAj^ORpeHym{?C|%@F2jCjOo|NWGxxR+6uG}KBe@Hx>nV=#4;#A+u{143bEDDa z(vQPB@#we)`VLoS6&)@$`qKYo=O-|+c5F+fweymiyz^qx*eV#K&i>}W(~*pm0A1!+ zURW|P2F1Qyynlc}RzRlj432I)G$str%qjd-_r~@x74Gb(JwF{9!rS@4 z9gh-JFbft@9Ss593mqOld7~|R@&SR2jzrmYVV<6X$zuG2)GS6MK?VkcaIP7Xl)_DJ zGqZYg;}BPTQ%lNg)+!u=*$u)3{;P@CuZJ&@Cvjp2R_4~XbjHYiO<`=c);U6{G*Gv+ zC~6X})S62}yXOwC%~I^;x>^$|h6`%WEqIJqY+-=D-?9tg2Xj9D;S9GXOZywh3>C3) z%*1^Lbb3nPMWJvW?D8!{f`J5eqW)~P%=AnPOdsYV!3zVq#?hPbXaXY+9H_3T2W6%3 zl*Oe@k9616>Xo=0$Y^s}D!!niMBU;BEV!klK^~>@fS&|b*b4FlIz@hVUR57+-Lffb zddHQJwY~D2q||-OtGGKs^3h8BlnQl*X%G6o4C+)GL0nAB^IDcF{eag^aDt-2M zDxwk&O=C?d5+kVmy$_=moyUO%Lx5@DDqw@HE}!!bp?8x z2!FZwcouQ}0&J&FUgi*03=+9``%I_k?0a0T2%hg800>hyPTQU`!X#L3;}k%27Qp#f z5Ql6Zim{%gew8K?VSC?F5eK6eCA4dn(KV7!>cdctb;sQtcRAK7J{bL~ylX_=fADg7 zIrH*q=5m8o}*vU7}^E zj|%EnGf-7;9FGIPI>H4|-U*qJ)<2*|aP@PZD3IZtdIYR%VXxec+Z7#tV}{$b4pnd4DM zIIS~}H~sCh$VIpC(mmAPd!5(w4^>M9nxpQPMMNk)vq-ZeOnnli1e}DU(=scw2q2dB z3uuUe*(fdi#3PB`F&hr^-b%I#k5@Ub9`t8>gY9W@T%QMvCFRrmTvKvMU1U5R`va3* zObV^~E;4|RScIuC6;C_{0AXK2_^p6J0xluQIwrJGF?eQLPN-x-3{Ds~u5K8E6slK7 z+&2PEg7`$R{<$Hq9;{K9j)_f*6)pS;YF5hb(k282;OI8MF{Oh1{R`GFqit zcnp_Luad;9?`Mu{QHz` z5Z4xAl)X&vqy+qr@K@V|!(e#fPw3jTx-`;r11DlP_!PyAWRZiO(_;}I=%(Qho7_Z1 z@k~WDn=0^&ETo^vqq!m~iwniz&4Kn{pGuV~l|^Wd3eTg6OF{iiNBcyv-!5JaLqAj{vOF^M z1y!R0ymfvRg8~XsdihNP9$e-=$7HqnjKtX;z#T<2K?2=nfKn8$gJCwv=Y{27l$g9r zrOfw-Jks#s#z=--Mk?aNY*o!KR<{jB52k@go25>z%i6ks?75mvFSLlR;59`Wb{H7m z(;#ST{G12i{d~AgwhPtsExZ(GuaB>Ofo2+}YNCKL0VaY{q?{|@y0qeSpi8I)wF;)@ zrVf@{_5n6aYOTVOG#Jbh*{dB~BtLNgXr*-(@3T(mh5bEe9Zs5zls2Hb8Lkx!kD&Qe zm9xZ31WF?IR1|-Nl7cfJcrA~&5`W1%eyvf*3L?0ybexRC*1Act3X3IUQJ@yTZ}Lsh z=!L2=oJGY5-n2k0jUbaH?bv;xtXCLd%U0}1sQ{gbqa=hr`N_~RMP6c843=uJ=<3-v zFbLKoFbFkOtA~;r_>!`d$faws8{N3K4RuB}V8u#mA>w)MuSqVvlw3CKCR;xDmJ8gY z-%WMf^VdP<{dK9(@vY8`$sf51DgpLN9Sn%kBP17<-Lu`RV4xJd$Dn2?4$eedmMuJd_@~MJy zBi1^0T5oHJl3I23X!HUYDUYxjSdLegDEz$zgS-iaV^Lry^2%(pxb2Z`#g6~lmc(|L zw6aX~aNLhi8l^N7o)Q}@1T;R#yJ(Tpgjf0FbQJ=U?#nO8h(t(UTP^ugBm`Bk5`I-b zzQ06_f)K=Km{##@X}b48h4r?I%L9 zI9!l>C7kH4ml&Z`Mj#a8{Ww9XTy!kmMxGZItuSKxgoUK8;!C;1?7}PSw%z1k|Gt&RFN!z)7R`W zuH6F{7R1%=U@qxqxm@u;i)b|dvMmh%phh&Hd9+JNfOJoJ(9qai`s5%MPHp5At9*&t z8)4@}9?2$s$zX9nzOIJb{QJ486Thcs{mF=1=*wBMq23Xuvo*0=!h3Qv{kwjRdU$X&nf z`4N0Dz{W#BCp85+E=Vz%j6Sx%&}s~`o0K;CI#cen;Ln|elf3eIk){_~hV^}9J8E5l zG4zuIR4nqls_H^7ed|1tF6FO=i(Wbw^AxCd7xKzr%J++hU6zB~onMegnm0=7WmGJoIbn5ZWJotS##8@P>kM==<|Nc8V|({3`TQ9IJ0ninwU|4tIQ+325ps*c~>yc`9iy=WA-MEgaE zB~i3?HZXH#Q3cyXyKOVUJ7GL;@Uk3~MyzM$5R`99Y=gNaI8S+XGso}@NIYinlegnU z>aYv2x!@Vb0>>MBcVUSX&GrD7$xdPgBXp}i^pKtx#8>E7i#Mj45RLByJ9ikG@`bt< z{hp=6xm)BJ$RoC`r5{kO093O6-O@`qu96`3t4IeJ+{$Xpnuq7 zt0oZ;Q18H@H5e@B;*qCfqjaTQ2M z&kNxW&78ypstRF@DhQKvNvR0d?@7B1RR6AuB+nDVheTiJ4DIWm5 zWNTTGd}Ssv$r)#nU=O9J+102L<6Gl~QMI}S7xjh(ee8{yN=D1rEWl9@Q$@J&vr5}B z;SC{cLfT6QW6qi(sAuFe-Gq1^T9pbOWTSW!UoITTOPQcgVMlq#6ecZ)r`>+%sHnJ6 zsshXYvXUSwba9M@$2d{rT>32XUHpXT`Cf8KVuD?!>hL z)Q{bPNu+6ZAu^ro4Lmed#~*#EB1m76{8or8SJ99jMV)F|q=LxG6+7x9t=aVM)dLnu6pR12rPS z|F8r_?$c@%kbDj^mSgr9$NH?|Ac# z>B{N7Yn$dF$V4%@Se#pni+ZTr%^w}vFb3q#nE3nkXPB+>1*m3XB8I;-Q+L%M&Rf{N z26IVQhkMC790i(eRZ9phy(yazra$$szz$R!mhsU_ZSNZB z`UV+sdEH)ZYL|AB*A^7#(+<;R54W~)hu1_X1-o!C_c}7F=HQ-_YDY|8=NlryrNvl` z?bPBZ5)?-UbnB*B%j{6T&ViSN7de{hL9IWLX=lz8bW-9ki>%L%e8!ehLf$aZ_&z{5 zLPOrpMy`^Z;T<%@gnvj%>Q_hIaZ<_dY{4yk{k5ax6D$=86C;eMk#KnWk$kHqeJ43v z?#YjfG)nb+S&XU)BG9%LS2w*873|!fbiX-j_zWfEkOC0g9~%(Ffjp$=B+BJd+eUJc zM5?tU$FXa_`*qglGDl6Rm{j_*(`2Ub20mDiSTVFCku!k2jcO$V?%9rG#wSx`dd7kF zFh88c_!PjZSH)!}OxiU}HOL}!g|^(Yfm-kayhKOB+dVK)MA4Er$%I%tm*o(2Y7@gH z+>UBN&LJA_yGuD17$_t^v?B4(wtHQW$^&Auf(8}}J2&PsTqxuW&2zh$%-|ZiMe~<8 z-6;dtI{N*`-whCOb2Y=jDcNU4L8Uo;VfA2*=;;Hr%gc->eoml73&n0a-cTXNh_{&G zYGy-{0WUpR1S4vlMrUmRZ)_1gSAncjYIM?6B++DN6bmEj@C$c9zF)<;g6WYc4-5Mv zJKMj%O=SdK+GD??hk$trUdPL4YfuR2;SUTg`#5oC4-Du;T0^$#BNpF#8{=S$P}To% zs3)^ls7h0!+U1lE%RYgjn#B=<3%a4L4G0~lA{OP+8`EC;zmN+_&w=nsh_ z#1V#uT|J^4ckM4XGjsbSlM;))0osR9UuO23m#*b9XWFQ1AF? zqlX`JLF-d`Nd0@#nzD6)D&J=e=Y1C-h^W(A)$f$GZNvvhjlFb}g(^0;q54;ZAfJO$ zW9W%VB&&)V94-1(!Ow}T&DLnH1SG!0JvkgTeq(aSem&7)L-#3_z#L7i{@v;{`HA^# zy~LTxCGDE*z23Btp!#euy;-aM4Qj`~sb5a&D+}gz>HQ*^1YKSm7ha>_Vynct6xYo3 z!X)%0jJDI+rc#cwg)Tj26Q$*0Z_5DbFT87d-eX;_o@PPA_z}TR&p+M7F4r~xc;T{Y zF+8^3GjDhg^nF?iN`Y@kFQ#t)K;reW-7;eE>w9{*qsMu!h1rE^n!@icgoHy4%hMVO zf#S2X;&i{kJAeRH6If3_MuKN{?h#0eL7yl#1+OX<2_k56{R)+{s}1h*oGP-{i6MYh z7ct^y;myd=#LdV3I(cvn(?owT@JYj7nfjNAh|A?wF~Cd}Lg5$84XaIs7mBZ&%nshd zX#%scyytxjn^ljSBB?0yw*$~CD*02nBL-I;GRAo^v zY-n!&PTKg^1J{f@^sk|++0kFpkxvFyexd5)!1qnY{zMqRz&1F?Y8&twX{AhD2u=Gl^`9;ytx&CC20hQKmO4NYfGPO7Z@#V*(9_;Me^#MveO6dW&* z_0^O|1dZ$R3tElYwZzMq_ZL#J0xP1(aPsG;Fn+ws&tjIR)3^>+75xDfl2`nEM&CA@ zG-zgz=K3epZLz39N#v;B+OZqI>9(dGROWqv8zlXT-ZX+JZ24g2Z z3%TdZSSmii@j-j}n4C>K{D zTJhc-_nmBTYV=@9Q*PXcnMWephpAdS!I$Sk6g!nfYN0h*s?KeXwbX6%=u7!eR0;P8 z?c#48!z$~98&@ncrWQ-#-_h!#3mR#=x zv-fvkF6B?2yqTs@VtDPi&oPM1*FCx>M8Jc&%gr*P`F|Cq$~2cSG)qSGkd{$kyPM_H ziJ(4F7E=DsDG5X~DfrV&!N-`>yO#a3WR2DvTHd(P)n-T_yHq-__z06Qk*5`uxI>|b zS=P(>8+Qz+-}lY0Bu6$XR~!)X_z~%bA%#tx6xC{jg{E7cU`JUE!4OO*@*()dcXW4w z2+1H8&T3w1w+Q-C-?-02?L;CKT3>WEP-fJoo=I?8fb>IwO&*|e0CV^Ip3N;TiOxb* z%8=-f&!Wctpso+c5r&cNQ7`9H&h&iFtwjT;^xjS(7OzO0d*M*L;C0orRt&! za;7tx!FP34EZTl|*c=9e@Ad2WT@PAxUnK)0-LP^jJU1$i4wcgiEAQy;HNiY%wF| z2e>Pv1i}Y-2B|q7f5iNtjxBgW!IH*ATn+eb3Q@aG@-_WzSc@z1LTDClGIwMN2RyE!oCf_{%*Kg7~`TEKP!MM-*1oI3?NL5I16@OLx`HqV1DN<@QKvfi?- zTU>Mc``R+U-8PRKV$S-Gg+WDnt)`c!AxW^?9K#31&&IL$6_U&N6Y&)_I6nfhb_ysxShOAsl-ckgsvNnr(xuNi5|$o)AOeVbL=*wqAd` zK|d&S^LF%h$<8c|vOv9ZMhm!2Fnn#)6Kfb9{k7V}8!q_UQ|-Vftf2CXYg>4}=m%|9 zuL&_X@wmtx#F%0*w6Gprk`&%#oYjv2>A?y~%k8lAwGX8g{O|)lQ-?0z@^o)izwiag zU@m}ZRRyz;n8CVjvt}*p$%J;oviq$sR|E{$D6=p*gs9|h1k!s2T9cZC}i+;z4laPUnmMl1ZYXI5k*}x0_V%3Dz2z> z=#2Q*miIO;Y;9tSq!Zbjom>qaqoeCh@lrEcaVGAP)`O099m6t^H{g=G0^#^AW0MJ) z&>7l;#|5oa=&`nydQ!c>1}u!88Q{csQW9sLSfrcqSa5(5f=)^j1eRn4cz|!RD(J-ymllEy8ifH3ypA zNGSYGYheSgSYg&9LQ*0Jo9W`H;mM~1v7|K6w+ffUTkH4}+J}bgPMnLdHj$jKwagE% zOs%&o?S?|G^in;FV+jlGO1wh^JIdhD#B+)Pn{2E^`kqGvN@@$+e`s1Z0VF>S3U!?MnQ1!qQs3Pc_G}NBQ1jC zM7L@gW8RvwI!0AVTr`;W!{t%+qvx$dP|^*=EydJSv(AFXJam5}57}wo!VZ<#TSH3w zI(%6`UGdoV3OEsswOX3~+zO2zodv@(9>KM)2VpXLar&#>jL4LNL{$#|W$h^kxuBgp zqB>c{Z68yGpxo`chcRm$@~5QRphNHXO;v?=z0KA=V&t?}$}1R&s?-^ep{OPftQ?w( zSkft^9*hv5)dI5}TXqOv-3cF>%h7tc0#6iIk4R8`}9%e-@}Rhb_+ zmG>KtSQ)u76wU13^6MkH<#q-2e9C3Zu8Fr!tk@j`f7Hzccswi zjCdCq0^F7}NZ-C>zz$uX?zZ*s?xA}qB5`*{#mNpl>R2ZAbiCmNnO;bG>yqGRsPsbF zor3Rwyn&IlZl=cM(jXt1ryQsI=1E1`(|_+XhZ7aRs2y)6-bqtnFp1I1#%~~47{$sA z0EYIDHdbJxb{&mkJmQAQ5SQ;#8yc?_G>!{|E-GVY6xrS2G67NiPd=rc(a62D%(2__ zA({GujiniO15_4wScOx5kgUGQufTCXY)xi0z&$6Tp3L$QEG0 zWt4EHd5iS29g~Z1X}OH=9~2LV(8EPmR&dYy(@Pt#x9SOPI1q|m6PFlgSj6#|6_ogx z=G%X1V=QEjPaEy5IX8p;+as)mV{M!H5OSlOW}2o~i`ZWThF;f&jAh^SMan~VYVX%G zMCdB78Jua(t;g+X2|qyPof~WMreKH23JmFx0b>D1Q$$OyKeC>rc*(YwytQ$ixF3bP z)-XIAsNe!?5e^rxSDeU)gvQ)4+o)j_9u9auAHu;94W>m#_|!kd7U7r;o?D3++SGA&`^ycwTr0s#UoFbstoy-lV~-JfqM@{ZnNi9=VT z!*+#RwAoXZA|*2_pkz8B|-B# zI~;e^HDcUFL%zLHXkeM|JC0F6`1b1Q3O{x@QV+j=Ca^MT)PBsmwB;D3{9)MtXM%|; z2Jkg-PM9`SSlr%`m#0`o(Seo{&tLDeS)dxOVrbjUPr!<-Eplw9S@K*B@9td^OxYJK zt8-LY!$9pyEXi9u;f)J})z2!1w2jZppKlY-ltJZd;*b|#!rhgpUZ<4@LVr|^4t^Co z6CD^XoZVy>2oAq*N*|K^>6hgFXXZ7!Tf9LGCdeBt%WA*`AW0Hpy-dh}@f#Ry+J6b~ z5|4y058ZH}qj1%rAK=}uLyJ+*~oC#`fwJJY*c)UNlzuTzk=5NpK?#LB* zzJ491oUZP!USs^F*c`>s(AZ#Czu7ND+8L7R_NqJhGQCv&x|Hktw0C6w>mqOXyC0)w z#Kn8u=~maqqTd^iu7AiSf~l>Ele43#;kUncc1BhR%uHNBCg4AJ?Cczz%>UQU@!xhn zJ|Lr-hrKC~QOVH!pWlwAw$4CS&|?)Kql&4Mor|NfsS}WyiTgiIqIR~c)FUzxw!{-P>5+8L{wIsFGK$*S*g2}& z8ycGe|8^I3Vg~*-UIjrw0LUor?kuV5Z0P)-XOd3rKxXFu*!cIU1jwd;I;p9#09pQP zsG1rx3y}SPYy>iDDH>Us8aw}EoAftkP7ng~e;ok+%ZGm&|HlV8Q(JRq3y>tsKa&4t z>c2=pMpYLh=YP2S$15PCrlko;nw66S$S7rMX>Q>RWZ~oj`3Pdn(caDmWIlqkqYH@T zfBE{4k02;{LnmvHBDVi160vl4QZjWEwfkmoXZtrGAQ%Zt8xRiY`WHyd)Y#6%6vPd} ze6R?HCu{5NQ05OAFd#r7zXJkl!|$0A93IIT;&ei&yFXPC z;(#)LD)|plI^_S?#(3C{DhE&v) zx4X&3R<549ul^y352{?DFV2UF%r2VztsPIdc%q;t!GMP2iC;sLucQ6Q{|4*&vt4+_ zSDXKDv6MK5_qiOWvFULF5WRzc6};V4VCA*BXxtpIhC-1k`9fIEW)v`1eQd|D{#z`% z`it9+%lyAhi_U7@5&RIiKX0A7C1r(0j~7aSnk!_*IQk}R9@~&d{nHyJ%^zw^5lGL& zYC4MIY&Kl*@NYp?%?n}k%ts>ne+jBKcVXpdH(e+_CuBgvOXW*}%)!Hi$#Jj_C$X#P zC69;u+u$j8EVp>dACYfH0piIB4n!R;xP&<_GDE3-Xo^1+x-dwm)6)Q+bLh&2m=Y@n z$TsG`wwd$r%;IUBVX1QU%LqY406}2@$G#$r&TV2qTbKw2`HvKUd4hDMtpB)sYJ^~} z1uq3egHkDGJxA=l1pJ>qDf8u{$c^eq>TE-DV1O7vDq+g|^#l5RGXu`bOav5^P$3VO z(!xR#Uo$_xx}CGfiKx$;@gOTi;F2}XX=rKpoVMF(($@8H1Ura92*H05u5()AqATU$ zIO~bQ;X!3tNOE@Co4wyTd}ooU!Qsh*g(98J&hPH&;4jbl@&L|epx}o~1I2k*yL>Tt zoZg%zCkpZ8Akd}YKrT#RL^T(%zQ*Rt!14S8M+SoPusmRJHk<$0V~#Ro0(nOK*Rw|X z*O`nVLP_+%DI3t3V1_T2GRL;%37?`{b_bfxB2oO0>ia1UXS0{pPIzH+4iM|>}- zWDA+=Yt^y-OR)5QncCTGuJGHx1ux8bW-?$;IS1)7dqJK5@i$x0@8gGPX>5h|zr7KS zVCX6^dm6Vk#-23zhp}Q=a{&&|L-uJl3aFeF(CT1>E|oT=%hUA1sYn;4%@!mr1OZPR z&ydr4zWJ;vXCw8$E;HmjZ^1`(d2GFxlKs_ORUv%Y)o;T zkM@7vXmdV%Nn7gh8@LP3XT=AZA@{eZPGuG&?iZ|j3z#I(AQJ)V@i<+b$8>nwx9#bQ z9A_YdI7JC?KA9l>-JH(~8%I-CjQMw_y zhdIggKfWH?F2_yLt$0!q-%WsKBp^(v&Drevq5pW|{QieSq#5o%k((=FrGJerV69=h zRDk3EC&Yg#Sn=5>GHzk?RX23gfQU>S#rEeDiqR%<|Ow9bUasyCi z5t{H{XCNEgP_j5Gt@QramxU9#19{d^zHT0cStL;AOwb@abv~?bp8R;<$AT~TXCQDv zsg$vPZS}gG{;Zv-+;G?_dDL(|eSN3&&rn=AnK;q& zJUP!Rq_SN+wze?*9KTJ7P6tk6k^E3W(}4^il{58bdmA|&QxR3T$D4wK{9VG_yPG9a zycsG{6zIaky8o=6!r566wcvS<2|AqB+?oWrlnvsVH~^$^q(WYc(eT58Zq1cyCgbKl ztMH@kKeH@nYF&FRurm9M?=ytAug9-L%{N_543=5q05LR>&TB`EM8~^@6~G=L>z7Ry zlhd@T%yG?q5k*2!bR6M|70f9(Z6wVf8gh{E^xyBs;^J~gcRLj~cgu1_Xn4rtfe;6a z8Ih5ZM%o?gE%-SrwO3lWH#(1uPn$uA!wO&jED@_tJ3EJd@cc6esA{IvG&Hcs4PBjR zdFqW`cbG`#75#jgn3oH^e}C*1bff%dl9sU|>$I7r9e(2ifY}Jn_Y!Zp7|k0H*q&s> zdzx~P0mwmAYPYu|^H=ECb5cRuaX5@9MYBc!jg z1+B<*f5Tlil`CqF8xL=f?By^y*l*2b#GUvP zNicUA(A72Rn~S5*`GfVRT8mIGKRG!39X=>pNG6+)aVMM|4HQBH?Q5F+b$s@MT^9JI z3eNCfyAAI|K+JL+SUJ8nIuhSNjKKTY2PYjzpdooj_W{y`HAU^|__ zxh(&)SZrFm>d`_78On(UVY`OvN+{4dP&0Dx$A24%P9+A6;rTuJdick_&q$`xU=KVv z4t z{LffqL6<6;Lh|#t@Cy3{c457DXxJlm0zDptns@w#=sfSAsSE1P%zn1z`V9;5K?xrz zooW8+S~G=y1eXfxH_Qb z%2|`JZN=rx*xfQ1I%)`^aXa3fA19EN6*oZCdcYSen+Kv2T+@*A)Z0$aBKdzNWM|c) z&)&Hz0BK9)|10nFH>emB7Df2R<_#vs+Ku(&tMG>ffpPnD)2lA~WDlreD?9g~h3+L2 zWW(WdMLiXKw>{@ARY}uBbv^3T$^ZwNP0eHbC~aVU$8OBGJzFnjjW+Tb!N2rb{6FH} zGAxf}TNe!km*DOe+}+*X-JRerL4#{>mk`|DH4t2aL-3%%Ex4Q}nOSqrz2|z?KKI;v z?vMWZ>+0&V9yMybHR`Pv&0&^q#2=FU{yTxrJb)U);cyN|*`o zHN7UP_STpo7wmVbiI}Wg-7c4K_!=J?&DDt%)>TwoMZ5t;(LwlLDYMx`W*Or+B_2V7 zp|y^pGy?T4bMjX24e=g5Ag;B1E0$yHd5k2ed;JF$i>m7-2q_vX)`kXC+=|vkZFYWSK9afSuW8Fogx> z{nRa*-E8C9!MOPi2^+9Cc7wYJr?J$o3@2#@YcC6M^s<1o!^s(-fV4?hT)cn0-%-bq zAI1dUH6<9thcUk}42A{mYv&N|$pj_yND_Y|XgImdV!H+Txnj>zoXdL}^vrcYJEed@ z6pk^FkKt=}i?=}ZA^h}_23QQQQU;sSmK`*notZXE<(C5O6+aqb=5UG;o#|CSA0vH6IzhDLP(y=~&M2KzwK)3V)-Gj4Jo^)yP&~mz}f&&b`1QCHu5S-PR zyB_7I#|#}w)F@IAXjI~yF@cZ;8w?1H60)p#fpMrJ=99Y(WokZ;;j%1$mIgpiB>Qo_ z#D*}Z!_?X;Y&@SumY2ve2b;#a=54U2F8!euv-KEmJN^Pk8x;9EnM;@~Wugut({jn7 z7Y4}m0vyBzqNH1oW#-N01-Ri$9j@^!aFeNoE?0_}_QRnlE7?Vk9ZMI`b zF9CyKeUA7*Gt+9JQI8Xcu-9j>ei!M-g_7I8dD*hcQ%%D&{akx=AR6gS4|GJQ!}0xz zLI_X|ZJ-+OHvwDI$3(@(z35ryX@QDJI37eMHNvHOUh0_detZr^142U?uOW^qNXUf= zp6!E5pvXdzZ>ge-5A(GVg7}^Xc|D?>u|Q1iOFUt7J=-O`+g+eRJ%fOf81cB4yeVF} zzLotD0}S&y>Od_NBQaJLnD4jh6$zeI^ElARiow|g+E2rh(jWPrNAWBa1@m0E%9Qz& zA70y{-p+vbEGA!CFN0UXLDnh#W%X`Z*y znw+clM_1S{^Dqwj8AMT0NsW0Bi0V|GzTm1gnDXb7S~VeKfckllnmWGk?XW+}E}WX| zB$JsB>3cn(V14bzCJ>p139oxrg@GnF0fN}Lw$oEwhA!vC0nio&6m;}3{c7~-@&UHy z;d!`_A^{5Ogu_|?{nLIyGpsBdmN%&aHXt_X+CS2G;U;KSeK_tC_<-U=1A=31Q7$h3 zff;4nc8o7S2GC)kKuq#F`DL#CxfuFk4=H&dTMZyvIU`?B&#e%#*(`ovz8y_o;ML{= z)#r4O)vAlCh{pln3H(?H7EYEkwn;i$cSpgs0g=VIzDo({PasxU=04BU(SGT&20b}0 zFPQ=jkPAUIft<$uR_oFU6#@POnF82zSXnh-#d4YKolfE1fbIe#MKADfH(#o*PX3@R zyun!}BqktwAVUN+NPNungtGZ6VDT<9dpmId4p#Op0bRC>FCa1oS=C@hg1m=ow+iAbc0`c%Fn*)V?OaQuY47Dk~Td#Zn z3ZELWPZ?0(YkP(2#7uCv@Sm2kXHr2E1D6Mi(d6k?^avvh0kHFenjh;3N4NfnUJJ~0XjYxiZOPZf)2>bc-@f9!4`Xr5Aw^mfjU59whhdcqZA~c7g%5@xu z)2W{ld`{;l0rWtPSl~Ija`me622e|4ZIc(1L%NHvvQ7?%L7Sww>&<{Iw^lypf0h-Z zQ4=@7|x2YtCekLqoVeEC3XybZe`{ z5`*m6LP17x$wF@T7ZW+NN4CZcA&qD&J~lI@rLGuq&FW)Ee2z?7`CeqB9ASiQJO_ZO z;@Rr@?+7m@4uHES496$m^Z<;@*6p$2ur-MQlPy%g=(7XWtKuPNmhpLp!nL zpJH@c=EHt`HcqB|C=eUFisQ{4eM=K?P62CbfV}fKS|8KL3XvKkdndW`F+WRRR;!Of zHrU93Q^0cIyc99NQCFMQbTHZi|EpXU9feMvgnwl1~?cm+!** z>9*kunM$NwVHWtNXWq_maN9HB&1z?x34j#2!x5V3Q!J7*oEHV&@CgVje>)(zOJ&`> znNcmh!nNcV26pwDlQou{{D4{8Vu5;GJ-Otb=<-xeXB>AaN^NY#!Oe`t2lbd2q>Y6@ z#N#1QP!+`Iy?>BpcOA*Jq&78@nQv%T1m=+wXU~aEbM^3TofY$CS<;8cD)Xf}T|6X$m7Jnm)HE zt_|x;hfn8r^7GUaYk?rLS1eLX4@{@p9#1?iv1b#d!KG(g^_U}Jl0~m1Gf>tAwD#a- zaM(%jE|kB6xqN`cs5T0L4{wF%@jlcmA!}!=2>7sKbNvaVXe1Ku{WMwQoFN0oE13m; zuf>C50*&i)@gxQ|QJWDcemCJcY8;yUF^kCSsmtoC_nDCt6T;YpHsK8omQSZ&2!`QP zbBO}^Zg2&?3JD{bM;7h{p6^joQ_k(^?`!J(*gV@sS)Tyc<_w~O z5M5bxh2gk1XgtYw)5uL0m_#bwrJ&v>n7mjdPloJnsrcbMSMPJ)%VYur$>Lt&fPVPx z4S$bfohl3>8 zG5tKpev~Oc#P87r5)tvJE0%H{!V>i+%QBC{*lKnP%}6Wn#N79tqAc6a2aaB&12Ruq z{Q8SitlFUkL<X z7w8Vgsu&sW6@;X!_Xi}2XUmp{iEOeDMLs!GK!sL8HVOJ)2Nv2JoEmKg@?jd7cr7%{ zHFl80Jc#gAzvzjULBuyk@QoWShBHj##1mPEmasLhSSR8kk=Dmyr?-mPl4-6gip=VLg~uDz_T>eZrl?+U zXIs)q@-jESIlKQl;Vo*U3z!-RJorMsd*D%(|m08mUeM+y@Suv?A}PcVNwb3 zx!nwID-Et%jQyAsH^ra(Aa)o}$O<9G#Ds{SyBJEU%Faz5=+W%JZYti_bMoO`U-Tnt zmmC7@tM`MpemL4O%0&lqbYUc~Qc%`aYw!-FWAaX*Qfe-KFrozCVtEqt*LlLxvhZ82 z1ctqj&+xok%c!^sT6>%ftnP3hGEpbbl2tr}iQhWPK}#VEa>5Trz*Q;l8X5{?C$V=Q z7(mwa&aW2Vh}x4GsI7WOB?w+nF?siR=Tutc;xG%X98~3D;TefwT)>ni^D@uVe#2tS zpR@hJfV&TQ5~-fJpnOI6PBhlS%^6Eb@oUvFCbGDD9_0uFwve+kWve$4pNb`ZrcNx6 zF)i~KjLcW*?Hy?HGLRr0|^S&G6&AEV3=1(6 zMC6BYxMb708v~1$E(J6(jFwS6xKW6_m#Tr}bEcb+Uk6aJ2ChFam%482O$ntn%IlBE z6YB@V0vqDL#{#`~H+tzYK&R;6)J-YCXxLlyYG{NOswN7j8`?$`W?0sIGAfn@)Ih>5 z-P-kq0MgZCi!4#g0Yi{CU|hUq8Z%O7m=*Wx4<6@GJs^s4OoRA=n>lEXjT9V$C&mO1 zLIR^`l-wCf?&z*tf}2Q`V$v-*BqM*qF@`yp&liu)2F=D#8~W5uD4Zg<3)Nyb5zUj< zHI;4B!@z-AzEvDf)^!3p7sY>vE1`y&WzFykJvvB?9?8Wx(gBSo$|6%dpAtz;bD9~O z+Mbz4UPp-#GoHf)$EI5cPWbFVY~@CT(3Rw|ZuV`GDrUY3A*aN%9Wcg;oC@f=1He8oO(0*We2gjHP1pumQkS2^O z1E3i01Hc1{1r}qzLN7=vYAZzOxC`YoLRG(KO#iri$zfT- z>_7oOz`#@7syifP7kW9IBKZXo^GE(h5@Qi4?yUpdqe5vdSrG%*Sr>~e!zW>9xbjcy z?`n6Umj%#|Pu(A`cT+`rQ#2cB?d+)2UT+u&?(`q18d660?ZL8}LcZqw{t;vMy#h_f z$|&b1R$337@dQ(WqpR$I8z*31V?DeCmC-W}WJZX{_fOfxNy(jM?CtKU)3A+vV0tU! zBs}UUx8R&k2p@jBWBU#qWPm6$;Zd`E*(T}n?5ksdo~HfcVZA5gix@QYO9l?yPUYgU z3*smLG*mShExEn8Bx*Cenggn0K$C>HdM--mfzaCs*Lh%1< zFLGX5*VD`ORMp*oSQYWpo&W6PXXj-5b4|og-}`^_{ImX_c>e$N^TW`Kn7UdTn~FOc zdi-rg0O79{0sljX|MN6nZ8n73;1Aq*Eu5hDf3V!m;-?MC^q;wjBU=9FID3f%#VFC~cO->wr}wa7@SJ^h-Jxc&w0y<$ef)p?&VV zsu-zvx*b(_>(OmsZgvO6#T|AmSEl6Ri2Fm2Gnx9+d9<82F7|2kn^7y~S$5oN>Ovcx zy!h7BA(M~S-@8Az4`Q@<>Gwxg=|!zdbycRdw)B%dv~m~Hc?>L zHs$74|CkZks%|kkHrDB3p z(-HH?!-}qGvmKow2)$|4?Y20V(xuznp8nCo_!1;84!SFWcb?sn_v;+^v0VL(c-On+ zmp$_{;5+!(1g+e~^;P2`l-nH+!AFmUjpK75vPZXHVilK# zh;z&9tsVlqjEJOu5WHm%^jS32mdjh^pIW|ii3SSpyk1Sv$5#nqYY^Kx%f&6fgwbb) z!01)<14HJ+$HgT(q2exoPf`H_l;YuL2ohC7?B z9v18jE{(-85wCi{zU+PN8=SxDluLdEsRe;nCY9;))Uv-Dyjp;BqztOxP|MG|+*Vop zEy3%Sx}Pt*Z~C^JTd7jGP_+S1>nr(KX80V0uuXF9-0`7|yB5WP+_`Z6!TVj%a;N-t zIp3Syjno(~$16TB_v3^Od=l`^1vE^LYq8c3=nnih(?-b3gJ4orZG*vwF{X(gkT!3} ze0YeLkp@;KUF;1zxa$?bK@ky=p$wfA*WTNBVPJ?BE6^?_I)f}FR()KZsp`Qy3J05} ziMZolnt>|PM0YrFjq7kl-!4kH=Md2b_|@`Nqrh9c9>-cn;(T8=|4effVqX^j?hTU+Z?w1+{a>Xy(3^eX48O{Km9>Jz7) z*}!Ns+T~PtSKhnhlBiKd57Hlm28US{;5#Dor#E1{P+T|-uH;l2%t9gkI}RKhhl~+B za*1fM!N=8LuW_L?TC#NoG+DRo-PVSrtDOlJzD(<283IixPRU~T9iNQ7113?FLHxxL zE}`U|*rYWRZ;uMH0Sf_(dQl34?iWd{M8w$OHjTrzbL@Wpb z8#!`Wcn3P1+^q{WAy~E0p5?vRIU6w?QC3EA?#eyt=j z{&^y9W*rDepn=gs@hy$r%SZ(RN=j}Qt$sPRU)--MjBjUMKp&1|rhL@eS_i#O(q@xF za*Z$F5XaFQeCIns9$IAN0UfUlg1Q4uI%>IIWbaz$D?F6QYPHKgZS=X;fm+PH1m!$x zc4-v(is##Dg)nWFQ18_Tsr>Q4zLC<3eq?gF_PW{DwQ2EXJ(lTrJzT5FIwqdVuXU)< zwa)xA2iEd=R7M`4_B+snsUfYn>Uye8=Yg9eJ-X4E1Jeka0>>~Uq=Ims4Q62V?U)7y1b#MoJltEK)(oH%t<|p(# zU~H0hx1d?J^Ge-Sr{6mQ#3cF9riIxv8AI;WG3m(RDpk1NL7VVsVAlU#!q=$;r?1JJ zsLfvF58sxV^VBy)B?|}6K%8hl4>HL);_5_=m=3ufWW_EiY?oA1`-}@b_A5I%vQ|si zcteum=5c8DNsd`^v62s`ERm;0+u(9Ze3(i&=hf?jpb>hu%9_X#?}Ae^OZv!HE_Lgj zR0+5z#75Rw%V`l}HRQIp`;s(SOr|R4JQwsrCUHtcl|i-ZwYrr*2B0lAMxnK41ilIN z>Y*`Y8}vI3Ym}EQ{O%Md^O^wL9eV2!lP+mvFh5dOz0C)b)}7E}!sMfJX^A8Q*_UiI zWNy~m{)g#O0fzp!Ee^i#S><2z&hnpL#{09J#OKxW!gqMTvzK#y*uvABl>f4=)^yuq z6{7)zb!1dH>s1+&`Cdcr6IzBRkaI~0$Z~u9K#$MD>f5_BaHq-owT#EsP>9+sYg_8R z1U1-#FDth#VFAg^p69v2$xdMO{coY8m%oQLCwz9WU8cSL485h$on}OIb#_B~#24!G z#l3#MSl9ELqvzwe5hpZT;TB)~X}1dbYD!`Z)G|w!1p@B1RjNXG_j)B_t2rDLVqzP4 zQv90jk6=xqD#n~u^DMLRQhBm$Ii@|$dt4l}Va`^+8mpn?+MOB5c$EXoqPnzRCC4)g z^9T28<&SBGo4#5Mc~f(y2#sJ^zn zxzQYyx@72E`m7X=jiYV$e!h5O_iI6-H<*(rhasHspSJcq@@}CeNv)s^!*zCwJ7AB-Y@WxKWYn2*x22;$* zHWnKEBURp}hgpLnf>gS#Mt4jIi8ht#=3kQ3?&cfC1{dtC7aY-UlJDmgcf&p6r8HbNz|MLAz^KJx6xSQjaD_ znl^k|efS_7W@jffxh3MEVmL?Rd@@&o7I1gL1_%>v{l#_Nn6{Uh@seBActAe+fy@0z z7Act{nLZ8ew%s+McVAwY=RLiVEr*3$gH6NU0i)db*q5@S`f=6Hda^+$O)K`RUKygl9C`>gN#biQBjevT8;OuYwzV*;f{!tu3h zdqR#)e>wDg7>Ab4mslc!fS?Rl41?K`xgDGHYX<>R?7^ncq(U0ST7sxnzNeu9H5m>$ zM(ygN6?0dC0c6QLGeZXkt=lyhhj1yf;iPrCS4XlR3WijmbuWX>ZXbD>Cvb-Y@#=9^ z^)=h=WlH_`EKC~hL_9J_2gUw<+*={Z~CTpt) z%ZtgWfwQNBy1=uBop0o68CCC<(5h0VLt3kXQ$-lXFQF%C!tgZN1Kh{(f z0~>`q5+=@_Qj-SPkx`rTVdO^hHKH5ZN4-ASR#Gw#Q1b|o{Vex{frJ;$mcn#wyTE7#QJB(?@*SWCvZxq5V@9^`Sh>*cuno^x= z3ret^<^1)cAYy9r*l-Dg^_;sUa8AS*32YWbmLm=m1?+l3#?H_7KBow>YC9JkqDKi^ z>xXBHwra0Fn9xRAjGq+mdN*FaIgOa-LyKuF_WBWOt;DNV3EektVre&F?s4txZr;!a^(pR+kTQZRt_Z^Xm7caW!FsCt3Y(~_t_cG- zp?dVK*os!zt{S>sWFcp)>SjC@0q#6LJB=$b@5WeO+sDNiWhF@=6O>$F_Zm!X7)dpWM^InFyr;%^K^ z?-*YMtt$u5SS_!4%+**l>YYNB3A)n{9#wwGjbhF;F}&y5*`cc_7%xzD&|E@Bn?@ex zmO));swR;je`&46R!fC%=E+9lv%O`>;t)1k+3NBcv1=|PLx+&CnTVVM2{oBp>dBoY zT}I~0KoU|ffF1?wkU({7l>4o&gg9+&qB{b0jSuV(En@gk zv~aIJiHyXxhodSboJ6Ng{IJ)`0N*m9vEKXm#%6%_7=JP}a=eba0eNrAvO}AF;@}}s zQ<;xXOZz@5B>HoPuU6lB^#-2$F&x;eX7rJ?s z^fCro2Uua(qy&sSr06}@Tk4Som5Oe$Oo|yrYHKtOraG4tN(2LAIwu_za&Oq$h{ExG zdtf@f!H{`y8%hSg)UC`I>3k>$#VvWYjgc`L3X*=Vv8J!qMfXJ@Kx4`*^l+4Zci@wNZ&he>|@jiZV;k7Z?na7#Iu@@GVxH1d{g$Hpp9YuReQ!K5DD% zWg0UFrMATwqJ|wtB@J=f$9<6K(%^|(Y!BxRhSb@?fQcdUl4q@0zgloa@=&kC{p5Dh zQ6hAznzQsy?oDkF1pRjdKgojFR=U_VMWs}W89G_>TSj4 z1UWw>sL?W=kj}WnBl-uPMi^y|Ra5|nWdUQQu*(_GP^@@PLzV~NtDS2}AIUnj>T=GR{rGy@D!Be}zP1lPl0M12l=Z!`2@<^M?y(qPruXjvr zmyuRu^DMqt8{B-IAmj5&?|E9JvvU9TjIV}GN8XY4*GXp4Wen`VCcdBPb-(#;&$a}>oFn{c zMm*E<{w(qHqrc1hC!NsgnN|3cPsqsh+)_Y82-~^*VzWtGnm7U6z+c3=KeA^26^Z3% z)-Y_pxNsc5qA)W2V(T$7{EDRem)w6f^Z!QvjD+-m4|2UPDuhkcH!CS%9>4e~TyEZzE8f@Q=3qcQKj%lH?y! z@Nd%Ocy6xe(rXj`@nZg6nk>&P^eg5c@Acot{N1;-34gtMK;-_pMvM%cN}Wawo2>!zfF zrkI2{wVq$t8)QxBf?k^wAGV;FkxLvbw58szkX1lGr zS?cKABo+G5N8t3K)@Bq+AAQE#J>gE*zvt_4wo$E`|gns|MB7QBh$F=CaI-EhlMtV=~@fH@_j9L7}xthl(Nxp#%s)hi?n|_Mp`dWumIk&iP*T)aPRus3w{U30Mu4j;U%*u(n=n zcv<(E?S%sn{3<<;Rb%CAAK{y-HtkWIff5F>aw)Z-xvJs;Y#RFF;yBe0Rw0AfGEM?i#xUF&fY}bN{?B;KdhilrW;M!eAB*TISU)v=`Azn_YWiC&lmdKRah7}eruXv z;`fcTm+5i&CW(m8() ze7{0|*ZeoqX8waO{_C2NkePuUDAj-J0{Lo|D$0`R6(v`36t*6Lq*S260-r(`5rqU0 zd%-Q)yL7w3!9W%QC9rW&Es}Bw@vj=hMZxL?S;7TFiZgyUV=co1@wC?5$ z$7No6jFbmD@SMBFDOc*LE_>~_>H|MELxZwH?-Y=X5Vew#I*}H9ulbxK;-}av-6ADn zgxC@XPdk@uLgHRBVsU19$wYPt zVu1u=ZaGq#C}tp2PA8RxaLAf>vjJtev3|~A8UCoh+88k^yf;`~GawiAl}}#A?!U$#(`;Q@bORG{+CjM`Q^02geLi7Njnbi4&|r?z=mnUO2#v;oxJk zea9Kr*-w8h&~8EF6=h_%+1W!j0K*Y0RvOy^CA#PLVj29+1yg6vi$1H-3YAd;Gy>Q- zbVT+5QW5&ZI*oF*l+j&ZN(;0l;gzbAAKQUtlT#5E51H*OK4mg=X%Y!pLLVe3TpY|; zeL%RPQ^lEF&)i~sdgfBbH+JpbFszg_Q6kfsBrad8AX)U9%*|#COKPAr@QzP3ew$h4 z>GgCv13sC)qQSynz*3UCjs8@b>yEcgaa(#qfv$0o!U6C0Be-i41>`)W%NHSq08WDw zKA4Pb`&B(-@8oPhEKU1oYeRW3?P+bW4Ep0r^ft65$UY*cHjr8=+WP@$^I};4g%@Ml zMG0AK?9D`-(>^-FUa3f_1a=dOyF$ z)7yFjHx$zzywO6iAu{ap=q8e*@&?E1Bb|C?aSQv_Fvn6%E5^d)>1Cl*oI zSmq035G~(Ct*v~u;<`r=5Nv)da3}#k#pcMwVH0~3)C#JjZ&j@Nc7s+rsCXD7h5dQ2 z?Yui1j~X5QO?$rw*VY3|JWtPZ$A`QS8c#cMdt-W2xszn)#xoMj68i7<_Tp+P$O~N2 z5h}~*qN64)Cf^2V!!_&P%2tA)7#Pxa<&(tK!4wCOAg@F%kF~-CXYwtd!`gEcKA~|3 z!-GS(bP<7@gp|VO_?CC3fua`+cN2Bd$4lv&IOc~Vg$JX!=Q|+fmb$RAG zl)>O4dO2_~)I9ZVM`q-%xzXB+&}WZX?10%PZ?Mt3ge(_^l@Ptm^a zn8%$hd6Qoqu3n7>?mnuI$ai&Hgi3Pezi@aQyXfV^#jGC>%y9B@D@cDbAKSMn%yv%^ zL#rsWD5GCih#KC+XsyC=wfdAdud<((>#H{o?H0J@>)cCJ27?ogOD^a(QWuOMJ=) zf9XavmbLsdF6PTFIQ($$>*MRyUSruLU=)8VHUynkiELj8^$n*4H!n}^~+o;Hp-fzBZ2)|M3d(weDzk|a(7*Kmz=g&D{>QZX?Kn@T?<3@@K4 z<3N$Mgp7xiK&3H@70*$7vkFdjT2FDPjD@@9(mjNQ+4ow;kGXra4bllSFbrUCqOmFc z!~0$&qnXvFdQZ*FP@Af@FIOo;OME|2s*AHH+xCZf2^C0XAZsa3SYKF>@y))g>h7E| zN2?PB2M&^_p@G1Xr!o?DxoNJA$3gEDRjuBxJ1uYveF{814OdQ|*;K#%@P*~raKxiy z^5LmpA^#`78h>vHrUBcp)nTU^M^p9n6Gr6cO?46vl4>qpEN?d6cG9x(QjU*6tu9-( z!mW%2DyzNAG_~Vg>WXv3E;8O4Z zv|{Fc>6U!^O?@K)nYA51@Hweb+Rz7kB}5#Ok6a~==| zdm$Uz64o9VetgJYBj7*kile@7E%Va0GbgB}OgpVGWpjp;SU9a|rLKs@ty)gTiLbA0XTOkL@!dvme_0@B4R5i{+ZEnClw2pb* zUWo-kMlaS|3@0WoEqu704uEG`Af1~mg-j|~S(yBRDUTPQ6wl&R;+WUCO8yzv%Me6nrboYX2TL%m~3s)Nez6JPGY@?)2gaq zJx4A8t0`qI6Pnt+s)bI9rp2XwACX05Cyfe_n>6 zHc+pV{108&&^pCjVGtY4Z*Q}GPA)OO-^Hl$#j7qz#n+8^T&lxM*hdBYh_=^+}}#%Whg@jpJ1_P-FkXncQBlPU)PI=O}afFgf}9f zpQ}T%EsHrcuyyeF&->wHlh$E`^kDstH{-)ZHe$!^7xD>eVq){V;GMj_!g2k3yC!Q9 zi+?hMpG~}HyN`*5jp4T)4A_;w0{?CX|7EA3f5L_ma-za=V!yBJ8AJl05{3hK?k8{r0O9lbZ-DS;0sotA{A*(AKU%}Oal^Ln7!XCT-UcNf z5`Qun5Ehb9Es>zPRj}lLaX=(Q1%XwwcI;&ySD=Jp?vR4TtnT`@EQ@-Tp2`Q|W4WcG z?y+u;M;n-QNxswZM^e>_#^KS;bi6dma7LZVb0OiaRz)6rUN zS`L_Y{?d?2V_N;aVHWQx0Ut#!D(S7F9tZl-i?48bMp(-#uYUMwvZvhcU+a)7%|oFK zx{z^mr4{xmS=^`Q3hmc$WDbS4-Kk5R?~5!hYfa_RV3wcfMTWBkf$k>F2r$pu^rZ>= z&vK8p1c4T*xGDH;^QvDd9dN84MmnU zj+<=>w^27{jhLq5s}g%-gu!6mG7eXKc)Zd&mf>`?Y@TiByR&#V)>5wu-uup)h==IL z^m3-xrF&;SzmjHIVK>WZFwnh>o~o+SetZz>azgaFi#J5#;9dC8Y&k(DeQ!ry9kK5P zFM0n>B-7ok;?pMjn9J5>4QS&-ir&Gy<&CGSgLFiwe>Og`a!M6suBRdI(z#wjN59}snf zy-43 z&H^EqWD>kf=oFZvB*i58&4KKy7h0457IUS9VqsspnEZOh3*zxJxi!(NFGBUE2kChF z5P|(>s;YLAnOKg_bT_8PR`@?|E$M@=`w5MBW7v1wJ@nc{=xrU|w)y*Xe-;`^ zsOMHH94!MqTE{|WVfeVtxpm5 z?1b0ooV2&>OX+(l^*2anQ9Nt6cw8$qu1^s@w*eI%{@`(TPHCuY z-c`J>+M2P6>@D#G*Z7dO$8I84aP1k?w{6SOd@HqHTiIVe7?XyJVhKe}vu|0{tO{CW zX3wQaurNTi4G!~C6MSsy6c;%MdBc6?RKD8lI-J32V8}WBTN`~K%xMZIQqy#x1qmWS zrOKNNI==j_!H-%EO`qYAOEmIL-ZJ?M`!nYq-v-G~y6eC6-la@F9TZQ-JsjknzE8i1 z46n1+zw6ezrCdKbq8(T zI6PuBia{%&suy%n(76^d6P?^Ps>LJyzF1PK%cRS#n%Hx4hrNrdi2(3}*Hx;3s>8xxRS#k_0;Oq^|Uqq&^!h_7FSMZu`{~gw+L`~uY9;~ z^lhmD!0Y-2Julrg79QySSeUq1MOimr_p z+dJfy(n(lD5zJoAFK)}{zHAvuopof!Lu|!!TZ~tqW9Le1Ix+T8l;m#UhL`{s>qKbJ z==xAvP@@Gse_4GCuC;EAxI189Vu0H*=;~uROa)Pk+?vYfKW*URj={-dXzhunT+o*< zAN4h8wD*&r`hkbBoU?2U?lUB1tash3S4Xa)Lb7du<;NhW&3NL9BYzk zLQf;)gFB{?7IbQ!Eo@Ph9V_3F#?Ff z;MtRKGYGnFvMEwx6}{3Rp!yp0$1eMpS1BdK zZ;4nwMDTsCpJKG)tjG+Q*FlT*hN;GfXr?0OmQZJl0Y2g_PgYRtz$J4*HBMiPnNWi2 zX{0zh+RFZfDWgx3L|c|panAh7ydh{j`|XBb)%&sxgHDD_sbYzUao(!)Pg%hy*PI}G z0=|j*hE`uMw>y+WiMl+p-yp9#&Ab``Ba`Ne2tMrDt086>!ZlT}pJ~r}&97WCe#Smk zYRsd*(1P|Frq3s>owj%UY8%yQd+7wdX~lPgV!7M78fQa`5L36sJ`s+@bF$TYqY)zH zzD?aLT)Jga5a&HBwZ|dqmxdi0{jW1aE(+O?0rNMiz9D)AUfZLvIIX1j1j2DUqp}(1 z@RAzZ*7TWdg}Kh3-z;43tscKx`SMTp;BS8+6VsngfS>-V-`4*B*fFN8qN${+{2TmO z8ydg)@6Ivi|Lz=P{twPE_P=1CXRPvk02m17=NZ5%oGdIq@y|0ZdJg-IVV-f&GtPMq z|JU)y^|KT0cYFW?{Y;DT**)=`!1IGY0oF6f0uB}+gXi<}L%+kHYW(i}woy2-sqXz|&85tLM6f#nYcP zagW*=Rw<>k0{=8 z(NDX1<0MDdIMFYh$5+-UUhwF0-!?kvK>V8Rio``(Cb{|h(x9I4HO?H9Up8zE-^mh-`_iVor0ykwOl3z87j6ecJ^zc$(X! zIjY4`K0J&Cxs9U0AtoNoZfyw?xE@*_G`o>vi?OoR|8~VPs{X;MMmxr8%ndwhd_1kIx_bG&bMpggVdHw-ZF>YtGmD=Pqb{)MC%pL^3^U1)%V z4OnpTymRsIO{#x}{8k*lU1%)-)rH3VKSNSpI?CecSmI zYpOkvd5{XW{MgB!%I$WP>9n0;*WonQ*5PjX%7OSzsDOm4pc+!OzCA)~YV!^CHdmiB zH_@2g)|SbrLu44*-2l(qbxdK7%SR9JN{p+>LZeRFPKMSUZrLseB|$ZZ7#~Nx{+1w3 zaL(u(x`*m3H=d_Xw-2dcwqZnG{n=y&bGLz!gtcKJ6b|Iwmu_#NL9(yiD04mfAsuB3 z7DLVRvQeIdE()mf~=+7?WsrXV>E9)!@hGCJZ{Nqh4XX$>n|%REklB2I_( z{n^8n0uU%aCDG6k_3siPQ^>w%oPWLHR7@PMU|m07Q#B)9o~PvyI?~(l()86C{?04~ zwImwfaWC7;9qS$M@q2e%$c>c!_Zgw1!R>xb(7fefcd9~USmE0o_hfkpitkNu_rv_% zV}0^4PD#E07jthJ7e}|Idj|+^jk~+MJ2dX@65L$^!L{+=F2UV{yN2Kn!QI_09P-RO zd-lxidFPyO?}zGDy}GLV*Ilcs*WK6ux;h-U>z)dCOGFPq<&Zg-!HvdnDem45)C-qV z>kn%tiGTpbJbbGlWKqv!G>v(^0t%3T++dfa(uKhtK>nnki8{lc)fB^Kfa$W4R)}`F zLhx!*==1RVA$WQ9+`{+_<`K*NE?W-qvFMSl)C*L3UbB_tJF?A1EuX=w%LSw-Ukg&+%a4rx{3m=+yM$gj+q>Pe{*li#qS3P4l`dA7~4l>EVMt16SJ+s+U>yoQ zJ1Pgg_T_#Ut+bXd21=Fdk;S@l0NoL7clMw-&IGS)?lWnq&I$S=9fH?Ez1=iYqq@P6NK-A0oA&D#YKC*ZXSmfqq`mjgR*YN=22H%Su5=iGcX+)#Y*wq zjJ!Qw)ExGs<=$NNwjKpY{qreg$1*u4rDz@G2}=PDgGgoEShNsG%Q}R0kqh4t%!8mL zI(sA74T?f)+YIo&zmB=#9VBi+oJMl>$SH{kCN{0h#^L}38`$%A52+lkeJUi89dg4M zu}|IK8VG;jg;}hS@!1_6wpC8tQPOk2vmT=3!O6W01GRiHGSQFwi!M<=I7Wb0_Z%P|#)6>ci{bsSF#qdwYnOjOn6EIB2nTD6tKh{fI> zuqdd5pt6LJ)!?tR%Eg=F4B)~hl3_maye==CWDsd_@m&t56qi>L#NL0bxqO`;FBQDI zT!Y0pR6``WnvY&0>Z#C;CFUdZJsM^}Q!O^I^t(9S0KvsvAngP_`C;;&s2+L_9QP05)|%tOA!FfKJmsZtd)2z8g`Zc=$J&uudD-^cOnBc&1th z-|uvF*bLrxO*%+260#*?v26ELg4p2^9Hf!QIhy3$bZj16f0$eEfYgy_U@6L?98k$ zS?uSUy(Kr@6E3!1`gjpIf5OupU;D)AzSYmiyfi=WT6W!gNLfXs2(N8wW|29l zI*T`1wSQTkC3xmNm|Y9qRZnfnK%bFQ>s2}XaJ;_Uy5mmb4zRZ?nzp3Xd_lo>+U!cbEp!Wj-eaNHIK*W;aqQziEyp5!9=N zwN@<;N%W=bNUmzcPqf*0_^{xbvtFgQ;DePtxxM~%+@wF16!{pxcO-H7XemTY@y)#A zk|_qhh)F@NuBHnO_#k_{)InDf_`UDc_nQ82MiK}K1=Wv^Noa6$8z0%!USB+b zz;bhc8N+BpTji|;&f7qZeeaHU#xQRNoud9^L=zcOw@Hsq)>-si0t$mC{@%z3r$I_kG#SSy%3z} zys7@4mC-c0@L7bgV^_>A$a-cFr5G*oMr~BTgRfrt`|I_CS3Pkz&jMP;WefMrTB#Po zg=*_|YE`fOS{b-3=A!|7#r+dM6*5zYX2#EWLW!lG5HmLl4=ihR*ff&pmmBN{WQO44 zHSj|Yj<`GB%{N+ry<_)mpL7Q5=)EkXVr23X8|KfyAme89kg7NYmLZs*Hour6M?szI zZm9LVJ9x7aIYti}Wn0l2^YFW~0gO1+j=G(%0dNIzGR8RL1G#adwq zL0fV(ryyCVJ)xG!uWH`>wo1-GPe|;k;r-D>NtM+`J&_CRq7qq#T|HH<)wvVlz8t4) z!ZHM*p;Zz#NFe(T_MrYw^wH=k(;O<=H*A?mH=mDgfMBEgWK2kFxsqiEV;&v5=(qTK zFeQh2*HPb%2eXd7!D$ zcBs*bgQGd*@r0HxcJArc%;OgA-uvT-krCVG6MxO6Y=9!Uo63`oRVh=fHa`=ckfW`y z#$DhW_)=$;;=h{B|3eVu`~ANbb{_8czISMp zhlQB^eOr!qJowLJ?C+R18~cALVgGvJ|2BF5zt#BSMy&h(Xnap_3^U?2C(Y6jg8&t9 zgBy`mUw?+^pxoq;3i_A(j{E`|S0^kB^E2kylSO{6af!5!FzF`rU85{mcEyxj={wg( zg`E&~jUl|kR6;%`*3@OQ7rs)$?9L6EqvIo3jnS|$xL3&U_bCi?@vVnY*uG(Cq}uA3~A;(KEpI=;?0 zvzU7q=%#K)Tx|vO++6*da`=fD4x!8O(r^FO*!z2!vAr|9|0t{ewHW=cE6M*hmfBj`;?u)0M+QREy z%l$Yr9~%V1@&`6%`mLJg4}qjnwsoLDRygXPXQ*mGrv*T?w$$i!MUj>9G|Wxuy-EMp~6q1s69+0o(c=l8^MaP4-w=l6)~)&tEb9?r_6 z!-FFBXRKx;41~nwtM1bBdHY{7hoon@c@93B)LjSm*_K|2`av1O8=<0F|Wgxp16@S=S&`9G^fuK9=E{Vxq7KN zoN-`#*|~wUxzwarsOJ50kdSqNY*MW+wDP>#R2+toa|HjDy&K{+H~TDk#(~wG|6#Rh zosiwT%nQz}%#?_Q+68lX;-_N0=w5sd>?L1?l5fJ}?s~xbhd0jt>L5e0C-n=5?rMKO zL|=p#>IamIzR?NxD_weIOYlUex#(Gf?sEU+ENDekwr`#Nc{@~EkduhE;8l zKsLk@BTpP;PLd2$s|C{qc#oq+HU0*O7G;O26$U+u&cd@Of_O=+LrPHcbU-blYOu;Q zz!1Q$Xd*0&BuoyVP&5&SMHggDVh+oq3L+(e3rQsb1^^yKcVJocK~|!27{(ER7SSD; zI0j%cz<`7jK8~iJoP;%43X4=8q(;IoS^yJAAFKkV=3o zN$^F1uqZUZV1PS`t*BNA3|22`ur^ErK!OB8^dMvs7KJic111^}0jLAS1L(;MSV+cU zoOD2bu$NhYb+}7Kl1`K@B2jOKeoawtn*Q~WhYWxp#uhw@Al4Qei303pDIf>tvKBxD zd-)AO1apZ+@|(UtC-@;B;0M_9Az4G)x)*Jy>*o_~XXw`zZKvr!4}PcwIKW)C0;*vz z%K%*{TNot14E-ab?d1KDqV2@})xi&ifC>1^Ouz)(WfVXW{xT7u2zLojk`35$B2jqP zvjDMhmmmN#{N+~wRWLVWe+ghH__GoSI+&ZbAB7}PGzta10}#U6 zvJhQi=qDjLL)}s!IRk7Ji>@&C+lk_%Z)uR&qij)$uF&_#hBQlqAVgQF`w>O;nEKsB z_2~LJL|>#p7Ai9udQP8WX9%H|mC<44wDIf*LsTP0*TdN3y4_Tz^CnRA67)yb! zLlznO8A;sXYQ;dOqPA$p zD^QIK0Ue?@FjEY`6hM}!E6fz*d&YY*{1jzBD@iik6fH0kFeXZmVq6RGB}os~BJUR^ z!41|T?)N6ygH@&iRsuLg)!NX2{L-zY|sh#xdMr;#Hs9P zr6e+0iVb|JrlC$)h3=@Q#J?087*e^R#T%i}MnrT$oM?zDYm_o}W(hlGOe&;|Hbt5j0*nSC0^vb>Xme;|WMyP!h`ctFVYqomx%HT(EkJb<3j&oS zk$rw8NM#;noZYc+UV?clWtyVw86~MQ4#XNXjMY^irR#DA}~=ZQFwzuYFsDVi8D zPE;aI1ra4S3bysDrNiV@>l8zI?R}-kcX7#o`(S(DV?#Ktuq74md;e}w1zOw$~6S1x1}=fP%+5^ zBSDy`98me*2U=px5n*m3%n?kBk3A(FxlcxFoR)+brSBtEVw0F;PN^*2k`bpoP`NEm z6DO(_TMZ?Omq?8;3Ku*HlB`VF1>_AZ1XA?CWWpCLCDJ1O(*2q)&dz4Je_R48VYbYP zoQ=xuz)=GB~7O700S2z$BsF3$LuQ|68QP3o)aW^+L*A9|8{f7v; zIJz{t2*!z8kAwuBGIw0a4><~XwP`5{h`4MiNpuN{?`kSy5+PEQ@t{)4-UuG>u6{?{V0G_zTXfSb3PB2rtPM%|ee{O$ z{_sNKU3fgPS+3^?{u|~6>@!j0eRmi18swVDlih`GcSiTQ|GLh&OUI|QBQJuN^umeT zGK$q(ybX*4L*4eOlz;FJaR!A1<^krBUZ?Nj?+3RM!`l>qoIdWd3g-iV zqv)UU%@4tlt7if1p%tYO&;K~!*xx3=#-Hfh+T4Xll2hlg%r^J}#$Zy_>mZ+g3LbLH z9gS5Le3IybLFwf8A)%eFjf<~u-fxU=XMJriMf&kpDK46;RRnEF=Uz4`Or)dDGhM4) z+ZXO{oNt(K^L@H6R6CJc)$J3SC+psyC#!Lya97w%ym_bz2oq_c3TcAkN1^P3&O`>< zhlMuQKY#9?fWn0eg#w32*A57{hce|P#*rLSAjEN`R1fgsgQjmRL;QXF`*+{*>#^6u z(?V`QIlShRCV|1>Im5}_J^tC92Zs9-AKdaQ9o+KE2y)Y73P$5o3ZeaN6FTQ}O76>6 zFJ;%8V}hUZr+mN7O^LU_-pAjMH49ktkNX5w*9({$&o)S!&-<7fk91R>$wsn{RMebn z{*SPhur4xYs+ofOU&fg-arY3o6?v0jY})Az#v2Bucj31RZk_gr^l^%{ObjEEd}`CQ z)#p=FjD3l&J)ScvQzaM>=VUvvsHghRapXMLB&TW=LNVSR^bLZ!yAH9`GPK{{LqM30b>7c+Xj%MisZWwY@bvtNID4T*wB^HQ@vntNkd#Xnv<%f(X?4YFuew697rxU;9T~|EH=_1e zWqwlMrGogwiFP&|wkZo9nP992U3?$HBEGFeL_a96etjmYx_T3dxp@=8dmG8%?yUi) z??(+|ZPkx<9mkU?&k=EZi7a@a{+t7a)EL|ashUMwK371<1Ym6_hAis4Z;_> z9ljl+9kCs<9rgw3f#Cw`g7*UVg7)J5DzvfCJ<=`P9oY^4USSx5Pe4q7O@L2)P=rtf zQv~n&ko|!WS^+#3EEYWW12P0M7?uBDmzvLj&mXwq@WBGRVE`Y_pwA%AAkV;%AcUZO zp;i#_!Oy_YKAwH>gfbwGj20n zGio#VBC;Nm9uxvZ3V6x~EC?*HXRZ58l0(sw|Lr(`r~x~Go`*R0|1M1ANLT}wfK26Vc=c(>@k9p^nTH(>@P2sH?o z0NPyCk`F(%@BJP*U)R^#li%*3ey23WUYaaD^h9xSx(_&eZ%TW>n^;t(JwQ^=chA>E z+ro5V)xMtK-eG@V)AX@nkFH8TFZ{ioZA~Z}820S76Vn73UH)Zj+^rurcHJ7;kMq z&`01IR%65N^RDvlk-MczQ<+!ZYw~3s^jv#R9p7RWcBEJoU5{xCe52TjeZ^@`ecuV; zOZFTZ#_rnCnYtunw}jSLf=`kx@yK;1wrbzs6g}@v-ZR9q$Vd!(oS24|VDA9tKk`q= z-P5Tq=;&j+@3ekA73f4vE7lm+P|d0E-@}epTGWUMO!yA_4j33KlHBG!J<+Q$)oU&~ zEaJsO9xa@ZwP%|%*}V1lF5!D?-hGtVHgCl5dPDYWxE$?4it%Ab+Hs~mF!^a`_j zmM-PS-YxG}Hw9@TnLFR=f>@cSL0K724;H%dac51hl>jVS{xjv$@3lByej&vJ1l)y3 zUg|c}bHR||JEpUanuAqkj?e|}9%i}L*JYbO?;=j+2UmQy;AY;pDDv zVxGDwRxPaMDO~*IT#b}FcEWlu zH9x#LB57AqziM;#{!!4|AW;*Puve%dAsgb?e1S;Iju76v6B;1(7YLwN6gTTW7U?^} zj4>33vz)OdyuZ*yh`!H!La)p=I)u^gowhY($sTUwCM@!wC1Dp^o)o=d;z?`Tty3mC z29h$*F3MSP9lJuMF)b{keqHt)myX-MxXvVrV>9Sj4f>(sMY}BKm!UZT70SE1q>Zh8 z%fyf?E!N4GThQd;Ub(e0#dcCEjEo{XKZ}2%F8shN+Eam_79V*hP5AyUg{z8% z0J}8#mVFxI?C+ablmGDTm(o4mdRP4k4q; z=y-C_1}T4U|CJUsT>1M2S>9O%dNRu2w_P5WUGz(%ylWPbEpF2LpDem+-l@r1Zty6? zDdAyX-Q_IPTx$gf22dV6I%-@CnpzA`+M6Cjus)ThKTr?0LR9puo*Z5_d}a>wMjZ2Y z{9G}2S*g3T=}=vkPmoR_zh6Mz_4NvzzNM;EoBV-KF@Uz3x5`^TIv1cyNaIUgayPg`B-P~ME%~*(xkdCr8c$1U2Yz`I9A9y9S>JYJ zOL-`t#84=2n51{-=I@_(>TI=)p#mJMec9q;1K4_QWQ)5ihMBq)l0l>lr}k8zWR%~eOD3(B#sHvOntB{&kd(FoaV4u?5`g;XIj$8jdx zJXF~BP_P^$u7bPyQ5+YBoPGn zo#xQe6r{wchwa2J2x%$V3~U3*^x}EXphLVi9P9**%`d7u^ME*SJ(#F%a4ra3=`tQ% zIevV)8i-9z7ppd#_9d9y)A~=qk9x#zb>)P<3ta&&5Y^bRk&UAz`;SPg%`aE88=rd@Y^pZr(enhx1g7Fj%r~Qs(=uk2n(h>?=I!`3}ey*Wf zUS36VR_`%5x7mSdoTlNx$WrC}a`pYTlDr8s!QSbt%x)ytmYM)&XA+q{yahzX>LUob zm$Hx;Y2*KKWbHwAlu8y^lYD6YY3CY{OnCB`enW^MVL_d6X-{KC8OdVwBS7rM$?oU- z?V%0;ea(}@&8g%=l^uNQWZn(zHw1NI*RSe*%Yj{yQ=biPoX(1z5*co62i7L=Dh*`9 zPW&k${Yd*RNwLK6v60>=2)uXvTXq_va>~0i6JD<#!Ci;7gGz*ht=2#p*{YX zke@oCT@Enxx8@dyT@K$%_BKCt>7%+Cx*wayXOm4Z59;`Ejib zPG8EecibZ{udv-MBH42#?e5WZp&h*M(}0+aal$pk zO#Pke<~@br){?=;vV@XdcDGsfNw0r(F2LFwDYOb*YhPf9Vm>6;4dj18{V^1G<&@#f z9bdk1aBs(yN`q{1bs6QtllP%A7i?k35W-$MH|CSzfHpki5yF9^$#!TV|g7Z;uk zRS>ec1n}!rB>DWS0XKLdtaN|p`zjbtlO`_VcVEQnh{^z{sIs2CHQ+2oXhuQv@_Ps- zE0yt6kb4oV1%kr@+nC*Ge*0iDO;&|^!qBgzb1l5Jt#xR8m}7HjBfeZ3wQHmw6ZH@> ztTu_~Cc`y`kpmUJ!U&w(9r?o>rZ0whQE!aw+kWV7pSgxZ{ifi>N*!M!bHZ_I*R_=* zHp6dON);L7gjDQj>8INBv(WcozvwLF$4;*sFIq&gWD5(po9AD_t<|b*l!E5!A5TKN z1s$&YnhhCDr)-OEx*=jB;Cve2zoGH5+_qmW1q90&@3lGVcD1~{OZT;W7vCo^Y_w)X z40ESLR1Ag1>jJOFXNMk&;^@2C@y_d>Z>#rqem+wMiF~iGn(H|cifj2>3`0*!9P2I> zOop(_>&1(*o<2F>s%NQ=@9uk~ZA-a+i=RiftYLLHZfCK67q6pQRtJWR@an6jQc*~b zPe?JP3i{}TXXd1wNyDb7>l*Y#p_)B4kZX%b*CqboXP~KmDOcBayG zt_!x>4PFGDY_Tur6xuL-1vA@qH@}3Ta`KID>K>j_DUoeZ&OalRB78rH(1HVaeiqq!1~0cSf=Iv zL@Eh>AGhK7wR+|jrr6>{cg)@nUG~%Ai5=nnHoeS4Z#AwEZsF)H|a z=|eBpguE5!Z);`4v7>T__{72bdN~!JGAe;n+4^DpjQ9fON8bsP>=gcp zp%WHKa>l3&o7akl2KKxXYObcrF+x?-um;7ZtaS4nLAQt#s7P4GXb%f>2T@bvcCzt_s+LGz4ZMuq8`$*n4@RM^=F|2OFoWJhV58gCagHSk|ybOwlDLx-ehdAhPl4w zdjoA{na6nh?_UjN?V;Wlc~r^{k@bTVgI`d|>R;M2vZIC>$0~HxGy-1BFidtdvP~XO zv;{@UV59uv21C1JV>*Vm5r1D$Z;i1&d?1E+89<3bcwiG`E+c^KCc1{h$*&u>7)DI# z-4=9wj7qlFJSrh4imp%>O#9j8Xi}r5IEI_lD}ivkSY&XUtzuZP!pU)g4O#7hyZ&vo zsu}s|hY0z-V+B*4d)bvVk;l~s591AkKp)4TXt=pqERMa+29`@LMOiqPNx@y|0GYrL zPSODe8#ku`x3Lz2h5Ma}CCA)>Wvw_O8<+$#`uQm1w^4?Ds^?!3k(eo7W4!qaEvtkU zP5p%w5)bb9I4k#yciN2)iHjFM7C{J_R|PvJ_Y6zRC-S#mH*w*qkEfucu?ICWg6GG+ zqfw8f@p!p$Qo;4eD3DGZ;y3y&wsw%>TVB}36qiX0`t^!ZNso1jx&*~s%ydhB-IPU? zToo&Z88^pfYRWGoTL#S7J*m$f?u3n~f8UqbW)5Pj7xL#xD0g_w73N4Z$9{+QXkR;z9K{vYrw!$=h{OeVzl8 znlcrbY0|!p%YJq@^s@VWGUP+Q5_;}Uvk4m-`@9i3Vbz&b@w17+A)7gfKzV=E zWhqWMHzq`Z=PQZ_Z>rkd`oVG4Fvqdnr-+IJImk$^hj}90RPFXnqlNV2U-joIjdp1r z73AW{yHPu>m60y^mq_}b^@1s;tvLqtwd43rUVdchI?jFqbMB)h{YlNhw z3~#ujY7-#DAE7%66-c(PIpZDR4j(-sXNtvTDV|_F^eXsNiX&aGwaa2h(>Z2F-jDDh2W~qx zmT`n=n%i_@S^`_-hm&k*KqTrZRDWI^DM~%DxldG}fa)ol)+yS$m}gG2{wbPRP7JP{ zy0xTe#|GOr$Xc}g%_QTkBWrtX2J@)YlNA+@@As1A&VF3j)1*rcD{I3b+3QtXQ@tly;#+AaTKm9@#oNH&j=-#~d-VpX+(N*!C-Gdx!CH^}mGT z7uDxvQN5YxE{FCh`_m+l4^6fVfAhg{fp(!(Axct@Q*EeKiKRhLz%Pv)r=6hrrAA_| zp#>C`bIp_II{%s8n;b#Ycrw`9QYy>2&^#EXbcfDREoFC?(fJ6kqW9ATOP1eNc`Z5uhd|< zl`rWV`k3^)>5}_Br*)TjKtPlzLzS)2biWJwDfDTc;5vRHbV28><02bP?qhA%x%~_O z4PzemFzcd=H9ndQTcI?HN|C-ylhmO(jXqQ1alvpzB8{vxzai?c_&|b8>6J zz~p`hV(Au%VQh@ZEoJ@!VC_r$-Tgb5I4 z6Q&zvLx_1hH~purNTPjEk|xhDi^{nxnI6H}UU?v51^J%aL1QI6f$)HxuBXS|;1}rm z^_Hq!%WVO?9=0==Up|GOUmCepT{g5LimL!@ir$s{!h{@^GBnRz>{Zz|Sg$8^QY`_9+DvW{s=pzBmvO78UUECrfRwIU{`_g`N*cq(yA%!6 zE3psf+eoJ7dg>}qyXmw~%weR@87jUTZDUGG!zd_4@Yl=5T1#Uh|3n&Ut&NRfZ~9<< z!f=h9vviTkTF5=JhQXvheww!6?Wp|2kK8X*m5z^qJiaXbev>Z^LWVL;p`vgaWUxh( z&OIjfyWgUX1Xn;f>zO#QERmA^Gu}`RcCB-pRZbUVWb2r<&X13}tA=y+TOdsa%M(6b z)MNEk5vq?-LM?JDd=s!bsoqjZYzMb2;iWOnG>>coXrzVq;Z`o@m=rqks%T@l;wrrP z2`5lNB1B1S4ugmOi*OTFa~+TvI2z&(?6|#IAnENznn&^e0*SiP^0`c1O`WFPvzONA z;|3Q|k`LuG3i2kq0g8ko{Il%I`9D*wTqFvce5z)xN@qqDI3bZ~{@+jDu+uejU z#GrJjy5CB#yZ;OYZEp&?%JyxOt$oO?=gmT&G2dyQvEcHZ9y;M{TaFoWpEEJP)b%M- zeBaMFE5Az9ZA3BJ)j%zWnd69!%3k}1P+mccI=YyI!_WtHKmtJ7#qIN${ivF(rV!3) z-7CkN(B$g0xf5YEj$jznHI)+A;yBbhdz6-jl$A%#Ym!P*m`mwV$27w-+%(zsBZVYH z^X|Ql>=!R=CEd2;Enddiq>+-H$k>s&eE08+pO*}?N^;wp+cb<3TFi(KiA#DFk(=%) zIv2|^+HalLQpEZ&R?n@BnAge9;bae=WZMcxz%>5E#;D;KCsAnu8FkIcT|N!MU(HmQL)E(#}+Cf@;8t7^2&9R8t4B zy$tRx0ezd7QUA)|bzAD@Q378~JRzT-BUO33hJ%a6UcZ{#GpdI!S%X)kZwj}TZ#U5z zSq0H(Dqcc5pl|`VA-yo1rqNMMOJ{ZP(YcwAgLSRy3xPw0B|8*buz(=zoX_B5W3Lgr zWuFO3zRhEO;nl^1&ss=Z8%@x}0)n6++YLxO)Qfavqn;CDs1Dj{w@vgItU?0t65WdE z(lb%q?$7Kk0(F=pC}!#|A1aNf8AO(JcLG7V{;@yJ)*E~VqKHI|By%D4L2LL}j^87^ z_~)fbi@r}MO)86h_q8c7kBoAPP{XgoOKd^B#l%T%VQ5D~k!DFbd|xJWg$!Z){*mGL z;{YAgX`*Vs^x;hkyhdU%$Mdepr_J*b8G7&yp--PDk{R@7e=&DW>#j{TwYnJHzJakC z?o#|KeDiNR?R(B8+dtB!IsWebe`1H#fTBPhwZHwe|3jG2I}ZF8E&R^_@&C7>_C4(P zKf;7KxY_?LL6)2SuK=LG(qrF)g8l>p{qej0Y5y#Lf`k5U{|*@X)AyGr_PzZ(Sm;mt zZWDz2=M>sMM%zEz{jm@J-TwW2f42MkHU6ys&-y*CzaPdhNz{ce5elk0c};V!u?HkcnmK$Vw2T@|UN)9{V0(H9ZN&j*&1_9f!Fqq+IfH4HL|i64kk#{p!>fOnjZsJf_iA z_HNcsc3neWJ^0D$Vt*SHKf=1c(&xfQID_?iXJH$CJd+iqwdtM)qb;F%F`LP|S-AD3P$pHgZ+t%qEkn6#$3yR4g3 z`0bSm-QzyO3t6d;`8rxxYMDLrmfY?&;5}ur*%0g;7o1 z`|6g3b|N4~vuYmUdf3uS~{#$77Up@cTH1Lj$|8-IN zw{!20^?>^i^lfG9YUcdj+J1611DgF6js5N&{>Pu7x@mc8sV+3GA0xmb89~MSvknON zVnC7yONl3nm^ywil@L*af}Rw;EmP0@DpG-ok*PFwq&~$%pP;Jf29n zQz-%ock(2H-XNfBy^ zbg7OJOHuiVaS}=x>&o&z z2g9^<-ysl{f=pjuKhkXH7LLp$MLDp#SxK}RlNC=AJ;piH0sZGNA-)7Yn&W{}L8PW~ zR(S!6Bw>uaF|Jj2hYbZo0pY&xq8_RYtKFArsrCy9oQQQUxG-s+>7mVb+?>(}xgLv; zKb>oR-U4h7lC(#%RXkJz&X1kQw@dos#@d!GA>szn_RooZgc9eVb6%aezeQ0uKzlKq z#QM??v?PDrl$6m6N3QxD7hp<#N$d+0TXD35!I2C7=7-py^?)j%oV!2QkJB-MhJgY? z!wL2VvSxlnb=Z>rEdd4a1AZdfl5#CzI#k>NO6y4p?a34KenpnzY8GWC z@5O9}639%SaYE6f)Ew~Xg&-QTxK@90{~f+T+YbXDjJdg5gV0=QRSgyx31c_n%_ILN=mVglt^=BFGb51f?{yIpP0d8e@*GQ z>2{Z+C071n5|tIkn#l#}(ym;o#3Re&d$M!DwE}0uWWPp~=9o&E)qHWZ{Mgkk0`m~> z)!uqZ_nPHS=EI}rvdmJ=?2uGq!?O=Rw;{uaa~}Pf524C-3}k~h^{IpI%OrotXIKIG z2Avk5HQXg9o~OX+ihDkKb2ky>YMaTIcA+X`y{KTAS0|=D@E_kv;9NjF{pb}7h{;ku zqV3Tl)=Bk1S`>1XZ(Re#Hojgx=h1I=o2XgO!XxT>cawJI4HD>J!l!jHg& z*aQSk1{=PWdzfjCm$v8$9;_UV+$=%JDFUfb@|1lI`w1gkVWXV$WvHNe95Lo0R^p2- z#wRUqsId($&b6Hlrk69JUqn#S{Zq*UBOj1MRigrAdYy19ML#L*GrheIz~y#H`*o6@ zKwZu}vS-us5r5TvAWHn<=&o!lnRsiaym1MkLopGFbr`Zc&lY)rVNV{6)Zz|FIhkPG zW`?+L))8B43vBf+P&MvE6c7JJj2xWVzlQ-UAvznlf^CZQ$(QZGtzB=KZ|WGg<$)}$ ztbT7#ql3@wKJfFCKX0JJ(6iWJF;zcu#}s&kdDo9&6HI-y<<(-_F$Uff3+^V{!AC9v z0`5&XAH$ObK}O#1v6goE@Xt3nye!T?0p>miip8lxFoYm9WzvIoke)L< zX7uU3mKRY43pvwm4N#aSTfBs+D8MelW`~|HIWOg&BJf<)&r2p+$l6M9h;7a>1BvQ_ z-}G;WRoPSeTIKus8?-~!1GOuZm*YQHCds(Ef9d0CNWp0jcX7yS+&XFawATw;es!vA4KVQ^S+crxjizgtF)y}Q zg{8Y12qoh`y;N3V|IVaH_Y6CHfxAcU_WDUZc~4K1=HObD%I+un4XhKYcqbzHWem;2 z$J=va>YY`uEi$jwuk7$>csh}5`T0~hDN_8nFG-HcM@r2Tzobff*}Yg+gcs)_BdTp*wvnXS&6|G{@ogOMj&k`bt%3~i* ze2b<%p&K0}&IpI`idGqUcHzy!7kMlG26NLQarQiI2b?2$5{ME^Ed9=TiPphJx?TTlvI>p5ey#L5Mx*}3OFweb@g+4- zOfd}_)qP8Oxtwkm7$=8ZvDCAW65Y_`)4zq+d4z!KsL*Q8@k=;Lb@&R&=`M{ zoH4^?F~(`C8~EmZ4a0hB8gBcqy?&;@^2n|Q>Aii&F2@dwdcO4tf`w4*AJd+VL!C%; z-vEA1x_=R3WdZg!xdvV!Wl_7fd(9EVeBm_4^x7uWOeS(xi=@y8!Pb(wY`F$$o2POH zItcAPQDBTf2Rdv-RL88e>u;XK7nMW=Z#tI`=T5AUwfeER4m z8mQL;qm#`P7P2l%^LqJHa)oAX=8Ay72sbpbIa@NY3lQVO2Lp?EK!HiJrd>Jpi zAoaTD%VGvJvv*l0j`>9)ES%Siy|4S3Ex6E+Fu_Brgsa*w#b*LJjXr&n+i3fg1;PqH z&>UPOZXRkSw1v*TyxC>2+UOoGeJ>wsOVcMXHddH5?MT?z+uluPcPH;Cg>hyHj+TR; z&gi(b9FDV|wNGFWTd_Te%lCq#S1m~tDFixvt3R>+bgk!^7o=jNdw0navC%B9s;Q2N zp%#8RZ;@e1^@@Dw&$pB&zw*^5VegdJ)%+gmMupayD7rEKyvN|$);%Ou95#LICkd|@ zwt}B?x}eqGv{^kGy!yt;{qyb64VBW{%BBAoTy~zq&RuWSyLX_IAQu`8K6t`+mJgDr zzLo34gz6%hT*nLgB1|piOVgSt;b{za_MA+c)lhiShPC=fAk%nxDSf)~YGM{Fl;Z~~ z$JPE}`fHuRl(XgK)-PCBvBJNhW>?ZKhmN94qq#plp&Hl(eT|=UECu$t1<3x`&c7+1 zW9xaGpUC~HHFQCDOC=Z{ux0n0s;;oWmjiV#Un_n3QSEkm+A@5Boj{S# zAZ``1n5ag4xL%#!h|mZQ?Ml7I!$ii|N^EHnR(p zVojXnzDf78P4g~&_ZDe+HsuwHage{v`6@Rxms?baOPn^+qTK__9icv2AI4zata>P6 zmx>R!G%u_bYMJy1m9}Fles=mQj%UP?&HAPl((($9IY}{(->fN%%=WXZpoaG6!`ssT zVeT%2*(Y>%h@taz zX1_Rwj1xOa9L;li9zO9fQ8dJY?7;4K18FNO>C2>J`o+(m+)Dg3Y;;KvTGK8xMT}`$ zwCF!mo+k@aNQ(>XTHZ7KTK2loLua-uaZ|Eb*Y-VztGisBxBbe?71s|=ib5-|ATPA_ zg{Hjq*7n|zdDjEi$*FPSy8(D2>Wil0)t$bAq@JSt!cCEqUqYkSL@ zK-tJ^QAdEVsKsx+Fb#=gxtieP^Mk)mHM2zo&EePPE2wQ|X0Qj%?k^jbtzH3VCfZI< z?gE{HD%o6XI$EB&keHrYa6jc(t2FR!);5$EiNMQ9w=OV~kRSU@$YEvThP z<|hjK25$*E)4*IfNSfP4Sx*SOjNE0*mk=>9Hvd;!cr^@7Q@O5LA^<-5AE&;(w*`i13 zI?NtwIr}AYh(fSWSy^*YbEoqNR+(IC{+=>@SMaLd`X-8pOFw3(ec^%(3IJ_+=Zd#M?*!)T7c=4wsTuvM;5GqGt~ z!eG7s3>Duc>wwUT)UMphC8!`^kG>NW{zV8*f*tV1UCrc+^six0dXrgWqMlV4&{#hZ z8qaWkd%lpyx^+$V_A7u4TQ&|+*k5k()fx;JwDZo}Pec5S_-!3MyhJ-Mvxwwc+Ava;-lWR=N?Sz?hKZ{SofqpfS7(L2nSM)pxk8XrxgS#;C`4y=bY1is$CYdqut9KS9sYl5;b2(+)D^+n8-;874R% zji<#2%6!1`BvG3EyLE)Wd;u0t#=nE(Z2vyv{Xh5u!otdmilYC$FYxDCmHvx0&h~%z z1%Ai9|89-5GXdK6{5A!+m;jx2*#4LSf7t?mSpvU(f#1%+Z&TopEx-X-Dg<=P`~A4z zHoITEru*}Y{L9k8|JED$%M^cyVVDyO4j^Mi5iVB}GnxsLegQT>get=t zxy(;Z4=MI+lz(khH70&|Dwj$| z)RVcbdn0?rF^zdu_wN4aj=lM4aq@28x^e@mD4_jRF#GSO=idnemcP$VrvGMo{(FMp zUuNY$uW6eH8g{f5Y0lAG- z3Zyu}b_o0shMqexyM_TMguL4LkWDzK3D>ukpwAf_@x-uD6kiKhY{loI&DbsHLgAQK zDJGcTFYoxdhsY+b9){g~mKNj}t6uo0u&=nL(ywSe_MW>5%#7YX4^p^Roob9FsXGdc zY&BUHXhYXGN)NFjGU#^Lpog#sVQkfJR>@H7ykZ+er!rgt>;c9XWSv$#2pE~C?WBVW zcDrv5ObmH#ZnEl}-H)7o=@s0~!8KExLd#w4#;S-|HHW_5txMHc(8DtHRF}#_B#WTL z+cHCy%KjT}e)X+cLGXiolVtl&r6si*|Dh1{Pny%!D||Ar8n|`0)!VFr=RjbnOYxrA z{mIDqYr2HTcj~DL&>Z9a`puzdhsB3D5F$yCVSjFe^%cW-2vorP;|;jqTv}>JG6XLO zV&T5+w&8ZJGQ4fyyzliBZQ_;@@RKYcBP0;=2rdBPn+Bey z<(qi`I^l1n;zIfb_nIcp(EJ-&M0&iw(abGsCCV`bJBT_6PN5H)W6L*DfI`p}2Jfhp z?IpQMI$%dUiJY$=-Vm}(J|IWz3RR~YZYykqZWM)-8L~_U2!!K?EE5fI6EDL2M=l(Y z_-zQ*p#BpEulpQc^iLUa6k?3u8F3O~3>W}5phm0}oW?M~OAI2+`a2BHCCmyvLp5OY zH(CIK_%x&xHD4_phu92CkzObcKqU|lxD(HYNTQOchNBU83X{R^AotM+ z%Y>5=ql92l0u%x;;@yyNR1&pttltU&EHb%h;eRLu;Yk0a5PU-yCJoktO8%QdKv#$i zpaqx!k$mA-qJaltZ_0rd;aBZ&`{2hvGJ!ntJMrH<0!(4=PXkiK{HVLi#Qey+#>8?^ zHwj37n7j7E-c$qnA&*hNQG#wHKa5>I;!X5jeBw=vU3%h8v|V}OPU3+x;ZBNy3gK79 zaP{EFAS4FZn?xiAn43VP9?V@gVP1v-XJKC20Ty9i`T=EOUg`n+5O?A5;Shj1U@Xi_ zGe9cLOE(}Q%u6-EL>&5C9{?4``|S;c1w%nIQHd&qzl5~PhkJ#zN`wdf_6O{PTV=v| zLRv+_*Fsul!?i2M!m9l8NAVK^wqZ%CL>j@_8Uz zfHbihRGm(^sW2USzC^ekF(9ptmM;?S`UkZLXD7yhu2TpH7jA@^A^AfNAS2~#0xXMh zz{*A*w5yEs8ICAu1D&q1??5Lr?De9_D<) zs>J4?rHQ41rCGbh%KQQVjDVIrLtI6ex&%e`+xeiVnCRCCmqb5A4VQO z&HT+FklHMq&JEv$8l03+)^F7i`kmzuDDAj=?44>ea;A6&_ zZwjBWaqwXV>A>Joz#}dx+vAS)^1Z?lP&V)*zn3$-g-W+Y9m_>_1RcBPuZ7!@w}%`r zi9&|k75CZYE7_5?2kcf;w#Qls%rqtK;K1n0enFo}MsovCcH){bMRTK`As6i-S(W(0 zRMZ(R3@VC=qAU1?f5w9tpt1Yfjm$u=$~02$YeY`lO*lDiY3!=fkVqdyaO;TG)=vgeWa47*8pc!^9WJg^8S=}T-;Vk6(!U+kDS(of0j8?h9)KZGDh;)Oz^)LP z=|ECPkK`v*!H(p|RY8utgiH=2sSuircoj7jE&3)2UpS?1K!6|7C2epIST_(qq+H)S_BHh`ztE%c zHW(oG`w(tg-6KZl<^%PL{s?;wY;zU#0oMuH8FkIG-4f8^&k-P?Iq3vo2=@Ol1WN#h zVB)6)fFTgj@ctV^fc%>wXsL91L->m!_yS-Eb^r{)I)EWaKa<*jqaXDGamTxk!y7&_ z?k(sgJ#?uKn>f=&Oy_7NV732(4;t!UP%8k0C$w%jfFDQ?1_vUv?K`Ko0?Ip{j z^N{A+j*#Knb_wANx(>b$y$-x?H|n$j(T&~;?%@m1Z@@j~!g4P=%>lw8s2^8fEu#6N zxY$&y3#tRJ1Fi$D1FRG4o%*d)CZ<6r70bNC*Hq_l)x2}VrS3*wbA)AVmrypaHUh2mwQRLqwFldW zy+OAgHf7$`J!G{f2Ks^Vs1@;__%PYiNZRw!l9znUzXpE*C2jpKrzf#M=mBi8F!+f5iJ|?oy*HzGHOLyIBDET(QWRVrjUJXx zpp~w+v6N@pxt3>Ibsqbe$_kN=+6tDAe;GqVrID!idOJ|iT2aP;e|C!23IPm(9r6%^ z4g3(#24?(I26`I!%Xt2?VE^}LL0v`Jyk7>g2I7h?c`z~Ndp3LPdn)XD0h)UXsE0|T zl-zHV583+M3**>d2;9m^s-UaExcYGzRL5ge7YB0j{iHfaaUPVi&f~^LDw~J8(O!<0 z8H^Sb-{gp)lxk06dpQlew~_Nv*lJ~@(nb25Jtpub3mdo!8%S4c zU^tdX_EzqqkVu;mH1ksymdg9G+lQ{MlRu5Kg}jj4fvB#tiGO*jX{+WKxf(mM@fpMZ zcx~JIM&9_>!-f8;YV5EL!-`3TYQ2_3W&KvtLYau;If+BKN{JA0 zHw3Gb!$vgiBLK;a_b^pI3GO7trdNhKH1gws?t^eZ@`G^xrl&J92u``s^f|l}bIbG+ z*cJ2$=&g69_mcr-E$A|W4QMlnw*N#gMIPcZlnu}#uyp`iuayD%G;9`lC72q}Sb%A- zQXb?nM7zIS9;gLm3Q$x4y8&`7k_J#C2z{@&0Ra+FMnGFHULLdsnAsm{08{~S9=J&m zo)NSZqTF9P4}=P`7}PfpjtaaOn7miT07d~04ftz-a30VI9TDm^ zFseVC0dG7)A#j->%rB>?`gg#3Rll=C%Ab z;cqLY_qUNE1@H)zw^6tMc4Bhdw(kw=)eqh*an-H5In_%x?oxq(4 zoe-TcugLD;kD%Ag*C^K{*C5wk+itygz0SQ2y)3;+>73O&}-UT)JqOf5PW(Ed&PQz9Ecr&9rzsx96p`p zY%*Mgtb(3HOaea#Gz94O${9e`;x9wkfHwnW2FMB$)*>$hRYLy%*wM&o@Z%sj{+@XV zrQlZn*n(^d;3^>Kl`lQs>F@S6dS`xK;2&dW!;f_~_Xb0>xGg43zSo5v5p~My(Qm+L z)+V$o5Q}j=cgy^);9k*P6Wl8VrEljz9YJrQ;46FQT)&2}+uj*KOPa0Jm>N#0=IW`2 z#JdT(JWde|BvF}$oWO+@tsX4L!fp5Oa+mo9Tn580=HuBDv6DM7p3swi$y>Vbd)c&U znPF4!8$NkkR5%sYeBsD$|CrAd(GRhPNf@j(##uHRjd%0bmIlteHMln{&Jlc*Yp@#BL1O4W;dHRRtVaecMD|`7g8lpQ%3a)_CoKaBsFN9+q>)uK|6nU?soogPW}r`n1LpDisYWz zE95Pqi&!)7y_bLJh|x>)jyTF-?nZkBat4>9cJT4V?{Sul5t4`T_G08P!CsZkrffbM zbf53IsQ=uEH(kT$c{VW$d%@3e=KOkuqg-tJrr+K&CAZylANC{gZgQj5@U6YcTCL`k z&-x(pU@QfY!2hJV-fXcGxR@e%x6UOS(_lVfQ(99|m9D6(s;S7op|8eWWpbLdoBtyO zoNGlheQ!=lx${SLt3}6z6%#hRXSP~_+KzXQ=0TO68|2(-&?&3EtSkni7mvX)mazq5 zyJ0y$i|q8ooeR-vbdqnO&hytKU+EJ5S^DW0ny#wL zZ7H!Sl}2t^Xbq%m_xOHY^p?(9{G`#)vsD%mi*-RD8JYjom6q2a=rUve# zr&8%Vc?@2dN3n3|g6KV=;Bob1O5uztCAL;9)9NMTMsjmNkpsL4@V@Od6er(@0I_CF zOvHCFLa?@{ETqqF@dS>^FSdq_s^uNIcSPZ~ih8Cw7 z#Jbrsu4>C|h60Bas#T?}<(m*&t1`BejI4I_wFPpijzkeFvGwwVs>i1u*jjN7-HLA# zj=S+79@Kd+j-DY$mkE{>s=_yZVSsO6&ECMumD!+|lb_y#d1&&~_SEuV@UZZSn~r!J0xh zf;*PQnt^ikAe2j-#5AJ<(ORiWYe|YsSt*XRVx5t=kL+U{CFN-Sq`XjB`DR~fKK?AN zI4s;ak9b4U@BISv>3a8M)AsX^KYfF?02o1QlA9D%3S`0}QJsj{4-zg&MG7q-mhMCX z*2nDOq{NZ?y!p7K^~Jc^{vReoUt_4DQVT;N1$QvOFdFfgS(0kJNyNDP451^mW0^u@ zibpplhPPrD4?r)fynh-nVO6-x2>s9=4XkfLV_VD!61SK4nBJ#9`UUU^NIO#2TsCj> z&`7^Egw-A+Gw8*tXfdsb1xPC4vgUz_w1O3us@+~cg?`q>vc`&+e)k0n ze5?AdM%ZI92BSyXvW8*8wn;5yi<4X?wTC%si64G{c$*$oC}e#4lm%Cco4F>8K^fSJ z<%+gRl8w!FbxTrSu>oIW96dg$Q#{c(GE7Xzr*XGn$p;fX=|HwOp;VMXHQv%JtG_!yOFK8_Ccyum zc85hlV~zhEbi@7AWx&9uCebNVab6!;HDVB-xJT7#x@!BZeP4hwyUgs`Ir^^2o@O?%^l zGecUIo*)jj0r^~S75Uza=TU7s{A_O{oF00fsW*(%dQdD|2%o*U2%k?6ksWVY3%!Tt zEvRCy(Qq;V_)1Vg6RJD`Yp}#{b-}66t7>X(rax}FHK(IM;)iz3Db422PiHj`rc^Hl z?Mt^tSU{Z|_mjkuKW0%=)5|vWi{QS0hdYpr1FkEgi`G)7tBtC+gcGgq#*QeIZ`Hv! zH8fFZ_%dE%Szx_P)$Z@?x~G<~xl!NQ_@yh=rNt%=8^LhJC`|cpRL;DGxSF97N&y9e zLCNs%M`vhRB~n!(UT;{Qaye`GNp)RH4^&Uq9%^*(^M*@=cSvN9Un+JDVU*pi_^MKB1KFv+^{%SO*Msn03SchRT$sIhbhb-I zY%vJLH4-e6Z4L9*>X(fgRHdztVh$Owy}%{dv19~kd14We+jDA643qlW*En`^jLeM<{a=O zpQ4pCC}*qC6-cQ?lcX|kR}TxVaQ|?`DH)6pk67r$V;VMkbK=;uWDF* z1>Ltos~JyLlIo6te)>{*#X798vfs4b=aHh==CNxB(>ZjD2U|1CS!vYcA?Sg>*5_w_ z7boRakh(xxu>D~HDxHK^LQ}6-V~b$X#!^Ln>dmXKh<&>L;>DR5v7>2sFs2W~;iKOD zH>|Azsj9>cV|65a;GXE3V72{19!RTHf;I~beDcoa)!Emd*4>|Xb8_n$Y* z_glXF5|#LDRH#Roj~DC+%zC_8|Ne!59mtzud7iAF|I*Lr@;s>+p$`jc;; ziu?tyb&{-YWc`ZqeY<3bhxbAL&K=&KJN6zP0*$ph#kvRL&?Nb_FPU?lb=%fkged_v z%_PM{biL*cvh8` zFvmnLw3&Up#90WoiOO>m?B{*ZgSy)a(XSNET#%%@p=5VEo8c7j^4Oy+il9^!EYGRZ4$Cr^A6NK9O`fGZ{JL|Rz-Vz;C=7Gb^nXV`HN3vYRFz?I-3buVj zsgGY0wfA2DTtf6qkn9eDsM2+Wh-4KbvjhM5-Dm8?pYIl4=gM?jDGc&_ISh5))B*xt z&%wk$PFlLN=*TH6Pz8QeXa0)yD9$*zRt&OScAcFRSfaN>H9nTw+HKy&yEU`BDU66( z%kqt)RvV4;DNjvJtwh6`8%r$0VjCTodoASXnB=|4*3+}oK_E1uLWxWD?zGUyrSPx%p}zkHHPfX z+U8G9+&y)@>BqA3Yr9o95zw0hrQ^NThm^(*qs-+;DeC!gzY5~?<|>U*msx)ST@{d; znkLRDV-b{WGqf#zALZRQ96SpVnQiec=^s97n2JH;-;CntkM-%?@)oI|u{S_4HVlxc zO6MfAB#^9dR$Ie~B!*;TdD=hN<80O#g`V1&%dvMRDDt-CB~4KpE#L8A$~LE&OOHEQ zHtJ3bg>-J;yDu#kn>8#MRL0)8uAU?SeMlKCU%GAoWP7)ure1PJnjL%Wn4qPb#Pewr zzl=~{Uzw%*F8^uo%6Wh4u0!Tc^(2{xMp~O7BFV-u-$@lr9WRqCBh!o2QmgPxNoi( zruQzO26eVA6B$@71^)WT`6<>N$V}-lz7U_acc#DQS&oKKNe-7DUEb)&{#eM?dE`fFDopq;Io?G~d1m2rV=AUo zFs9LVQLv{XoSK4(GJldIzN07a5rrjwW0=R+Z;7=+2_LFdEY8jd+ol9o-L)J2lD%;Y?xs{VLKCpdj<)%|O6+vcU zgZD;O3$|!=ZFgiUV|I0Omapp#hkIGNtf?7_9EHrg!7`zr zO~3$gewcn|c8Pty{y4pft%_bRWxg}kBF3Q;Qn%XHuiw@IY20Fj(zyn41$d8t(Qn)* zk9H+DLQO}jqg)!f+rT#pUn4H&!EEcGN%3Gu;pSCbA89=9?N&JJmMQ=1dz-|gReTKs zqDw7vellZyfF-uNv!54l`qX^|gX-Au!t9upR24z$ot&2LI^_kjHR(Q7KjmK1&N_zP z_oXUK8Mn(0ewUk3g%ISj@nTrLcJ>O(i_P&0=ydyx%|WC@B40rSNmJjny=tEjLM?RN=JG_M6B) zD@m&4nQpo*|5eGOqRk<%t&%}E=G0!|JJx9<5h#L*OlTQVpCNnWs93ZX+HA|~DyMo7 zdZwN4s-M0w&62+Js^xGBvk+2lu1P&vD^rLy_z^o&iS11{HQj%}vffNpW+<+=GCk7b z9RNgIfc5$g%3J=K19#TGPFxzkA=~OqR5eF#_ytJ0?}s0%Wx&Yj99MRGCmox9`0LX# z!eSr8%x*KW_E@k=4|JAQcBwM@LYHZdSKp2WgOZPq63chpcQeI}K8}rsWDyM$$MpKl z9Pez5FZ!FX{FNAWgIw-UwYWnVYkJo^7pR2ZH&W`OY)f4W)~=j~ImZVfsipjv2ZNZ& zJuBKOM|zKD44=N?Z92fOs@clNRljJ}a8QJ*y)}NJPsvGJUM5>OX7_($!PaJ&oPPZ( zU!0~PZx=0kWNlhOpImS|H#P3!sjX^lILJ;inhltNcLE=L}ezEVJL#d|Dgdw;>B zznlD3eN%4qSRNVyr8b!^%_$8{s~cC#EQiMP%yUTWfj?P=ppgJ8fTHFUki0?gxuXlT z;|)|imCzXU15d$|b5pH?E}$m&J|wm0nxJ~T>$`i-u_QxLpVk9wu2z}AT6V!>@%I-< zeA47o(v2I(ORDVUhyvykxf{oUGgHZ3e+4~{FKXu zC{@cyt@CAODJ9x)moaqQ0*v*SZbS?Ecjaa=r9gCum57?DAb${ZN3@XZarDpW4Sv~fJ86L%7G!!Vg7?rU&waIrENpBo%S z%}SW7nPJ+O&h9Z{o<+`jU6(4<-ZK|I6 zl+-mCMXRg@(vKOz^xzz2RkLZLPzFcwcG!C!oOQBCsVWzq(R|+raq6-FeDC=QSIKij zx@)qdn@&IDn$T121Y|k68YD~tNI-`&{qbpVpksMJ-4yl85%tOjRlHB}P$Hh((flPw z(*;oHVkPEw^HZa5RHmfs`pvL4EGtM;8bkRijki<&5#*)kemMQotrQ`Ci}a`CN)xJ# z+w1zw(zs4-*LUaDuElf#$1Ci~VAQpz)1j%ctM5^YblH3*kB&N;p{)E$qqQ=Y7}OJV zMJGk9*{nk3rXxxyZa8@0YC~)qTq;4yUqew4OUQ3P#g$?enZ@rqk}NJ~EqqfV4j&k2 z)@x=EcaPd^_8%2#GutpWum#AZh^_H23lFa8Vb@nNTq`&~8*fLYI!})_;9WK?TDlj{ zc%gG^iDun^NvtP@8)u((QR80f_8k6N2pPn^Tmj1Q&TaT|aK4J3Okln;y23_FyD__^ zM#xjs?Y*?~bDR4*c6B3r@JYsXs&Z{ZF{{U&<6-k%S-o5@=;0B6gXn>vr{E54H&;8U z4nl1R2a)!SD46-U*46tg&SiQc%Sjt^*uLhZ`%++YVqw+nV|Qcy!tk(VJly%%@^b~KK!`WkWLdV7PpgD4O@dxzma3;YfOMgn% z6`v~2<<2~zv0Q~p+J-h|k{Kt?ugxuW7dba674gAB<)xjokxP8m{sW$!4PIA*hl`yi zaHR~kbEVo{DaN)G*zOvwHfz#!LR_Z3D3-ncSn}SzGT)$@PZOsOOWcq2A@$?ZT(9q+ z(>q4H2J+;kEYA6|QSOo{@p&pA=Ys02kFe$DM%_lWg7gS8({{siH5dnZhLlGW)3|-4 z9rFjjCR(Ufkg1w~PTVkHJT7R!r9gxnRC4#MzND`F+){ooUO?Ojoy!`Nm82gmZ$+NT ztUbZ?)AVP<*;F;)b6ys{bC6o*^CU(yg2zYVM-gaaZklLnP9I6n;VbDMvOm~(o<@)M zqjJ771j}_taz9nN@P}`88fQGmKruEDy0Qq&7JutxzI!uU$$Gmq*(>=a?$zN_rOUR$ zze1pV`|C>yMZu>-Fg{QJ2f5WKM}FIe>_+OZtC*X!*HDmVT3jb`BrZ2tv336ReJK6Ubv3EcM`{rHUL@gNEk1pf9!fMU(Z+dkD%+mSi@jRKm#{Yy^7|Ie7$fGZ_b4h$f- z(j?M%=V+hv-n;0Hqe11cnPGU>gZCDP+fv{uToP3Lx(L^c@rq=4UCfKvens8iBvIWL zFZ3Lq?R^4Etc@cMNV8NW}bHE<( z*wo>TwW~o`$OWzLQkr#dNbk2UVY+x@o#q z@|IZEGcZhm>{Rf%Q6SmIp;g>C0e*r?WzNE-!!lt1T@#W~PNLqrseJB>?!*T-IK95N zNGWbzM1@kw@($hrN{p#=qIofBr1L3&@%O6BY4ihx}Dl{*T@KkA3#H zeJE#W3zz`^vUmSY4Lv(M8=#FJpr0c%BjfKjek@%7eH%YUw*TD5j|q_S_(vN*4kq^h z)W+|#siBFbojD-zLB#Oy`@*vV`n><6rQe^8|L2x|?Ej)f{2BS{mH#EOu>X@1!N&N% zKq6?VX=F{e4J-@{%nT$aW$6rnK!?DH$dhxF(;*I8fKFPkVq`;F1feX2uZoeAdvI+8Q+Zln+dx!D}b_?qn+0m%*rNwFU7XlY{=TV^_^5;F# z)L>&hM*6#>BKa8@Y`1{y7OU3mW(lSlh7AZoi06HxD6WEIhbzHa#!kZm!@B=&L?ojb z;2qDqmfnD9ynMFzWZUf|>FjTUg~6w`1Ttd|S{?bO^}(U*A3%yUau9q5ernwEax}b6 z*9&k{YiNKWTHz#dp&09cL((Rh_d!;o6*LJT*dYjr^pQXH^%9Nd!7IT#LD3?C7zf~& z3Mwcnpi43`*D}5;8t`8a2PE%s1c8hJ$7{AlW2P~u$+I}HFhXUfVdF+bMAlN%mL14V zjAU`Mu^7|LwT)9NGY8n@B@q1-R#;oXdc?wd&DY@z@@~YBVn%iL76F=KP%ip+^ZDKnnfg zgZ^+s0P5&BG4vNX^!xVr_-}IP_s{>n{})U2*X{4|zeplZPA(WWz+v|1F`QgPT!4P5 zf6+#NZST+X0O+FMJkf8K=&x=3zRwOA|8x7d?ZEt_RjbPwBQW%zQG)I9Z*?d?@lhAw-Qq90<5{q(hL z%9Y&p2WV)c0--j;VvLAD77DQ<1b<37%79(9EOwBBMB%DFh!S}YQj)m$c&T|)1U|gv zX`lvJRV*U~EYmiN8r1QXl7gt>G9w3Ai2M>YxJlXU)r88=iAwoyL=C0`K7+A`GwxPW z22ve(Du=B8U5y#06{b9!q&m>5D!d}EU41}Rfga5f9WPte5&p2FCES`(pH(xuB5!G^ zmu=n0WfE9@$7kM|v^p@G&167bVL=U9T_}l20OCq=n7|QzywW+g6$az167YoCRhUZ_ z-8Pcw>fhr%sef-vZ7}&pWq~KM6^5UzVi#v3m7}QU*VR!Oq6X&0o>AkH>5km8ZR1(K zHDmP2Uf<+gC497i0sPCq>m3WY8vO0w2v$H`?=PR|&yn=kZ2F%rIx7G6*!<@!&;PqV z5&OR+x&Dm&_45CI<@u*17b`2{|02lcqVAzHCxMasFvb9_@;x{{m`GBX$WRCvT8j4? zh}B7h3v6E@mM9ETQkB;N7!eIAE?-z%OsHHtN}>zB0{z0!cIjt<+ET%#>zP((dy^d^ z=18qQ%Bsu9aJI7%hP4zSEzyb-C~O>GeVBDR1Hx~7==hh6awC0UekGJn^}l=P+7L`@PkGjH zl=VHtEGO2n8H}O0ubGM{4nYp%D)`1*usRNHCQ}Yz+D40a81{bs9-fLmjKhrQ=+rku zI{?oGG7$Cn)$mbIVm%_`Sc(W+nm0VKG@RjvSZLtuBQo|A=q|2cX9TSge=r;cuObR2 z33*U>%7|hK3o=XEwWget6!^;L)e+!Z{F5Lg4Va^CiA!`lPRwEYgGopAHb3Zmuo`Gr znD=q#&RB+>mRtN+v3J^UDi$bOA=<&YFjrBpV$k_ciUr5D$Hm8(b(A|A4k3?X6^;xs zDx^P${rrpX%fNMgP(un+OP@Zm+n;b;6XYv&2z(EIlyTuUZvA1yI)V;Uq*0PegXZLx zpi#|s`UTLUMwkNS#|FA|`VSMhrIVc*O3IpZdmFwzOXWj89`}d6A<&l40EI+59P4zf z6|CIscn{o7e3u@dhpob=r}~144Dx_49{b6^_82<(d5L>|mZ|R=<+L8fGMRa-^yy#@ zNE~_8OBN=cdEd-wa&cwZyVV{*$7KH1y!qQ$zywT>$8% zH(5gwet%&r*;B2>!*UYZF@QwBPkA2j#I4bFFLVK$#KNXIhoZQUo_TYBGRtq2!54-IrA3%&mIece(Cu@#1|Vd zlWvIeX$cv+j1Mj~VfwuMX@2uKPs;fSOzE2+_%#E%yzy7xTEAv9gN|bBx>wcY)JYyr z#ygxdxSwDfN#7Fc^sMr6wB%>3zTZA&;LC73qo6oD7n2`&ews+Db8r+_3=qWbq;-3k z$n1dC29?P1c$48iiqV!~5LS|Qm6H~htF~R=RZW(Oq~XZtn;3DexMn@f!MTGiAY_j= zE^Jc96d{@SpGPutRZuHImt+G4&2CPQ;%Tj6cNUslc+{#N;!tttox3Np2;q5oKS ziceOU9|Y0dgp25JJwBPl{+VFF z_bC_A*Nqo=m@CFRYOCex!OcC|4%p=D4tWXfQDTzXDYMdE@vQ=ZdieLYM;F6D(%-n} zGji#8H&VU&+Kpa%a!M=uQ1y5Mxp8i$6}}Ts4djc^HGgvU04Tmfs9g?U}b%YA<%0F(Db->j5TESguFPrIg z;{5_Cliy$*ZQC~oGtq@;B|nicYU{VdFuiVIZDLe6MmyfXxxeQ;kU2;olN99aiT^?Z zD+|F^pA5_}G+U%{{mWKUWmoWGMXRICaee-J((iCl?c*Sx&SrM+0H&usR&D^W(p94HZNKB>#)@|m6g z0r7+Aa&6mIo8?q~R{3n{^H1iAEV>j@mvr3SuGa-UsjtJc)^>&j&*62JhTIK=dbXTO zQH!=s!)s&T6fzR&S93cBC~2E7?nKz_)Qy=}Ra4VwM1lD>C%YQ^ z_=#Vcm^L~Dc%h7HJ!CI8f!@f7U7$|8p?hAA&~)fiG{m<}pdftTmYAiieu8$UsW>9X z82!$7Trw7SjH=-6w*&mZYU3$wJiL-p2~JF?3xt0yssHgXeTg=o^^m!N6XPhDn@RjR zBFS&Xjz8{~IKd>Zl-EfJX@#JvGiC%$b%&wF5>dNYJp{SSh5(dLLiRS(5< z&+qk(>Bz`HKZw^{@$EaqaKUGy?rls(;Kpl8V`KG#p*#$by89~?4AijBJ&-~nxl;(+ z)`^ykcCGld#Cw#xZ4y3tzH;t0SvPisERk1NrC&Zon0!%s?dtv-sDUwzmN9U&s)->S zu4GYz>H3U?d<;C6EM7@fouw87{ou5qkB}g@32a$p=9ey`x-=n8+uJ6u?(gos5|(*< zXaAyhgkf7r`$@xgCN2?ij!N9Bq2)@T`vd|G(8^KPM|m|? zNb0Axt-K=mvzfrr&5W;nB9o`=l^|W! zaEB0`$t;D2NX=}nx^ezHh|Do=vrVhI`~%C6kIUONTVeP1;XbqS+MMo~<~bk~}DIvv-V_cH@@D4cefOcDAEma#R^X<2)p+2vh>RX&?Q>Uwvui$j-~tCGUv z;{EZg`)2x}u@!7Q>%<-&8O{p3TNt~ zf{@@0`+sV#p?J3%zQBqD?4NJ^oz({#UmPdS!VQ^kJ#ej@4BMz+-9#9|*YW4p<&QpQ zzvXsLF5Z#`&&kMh%;_%$w6`@jmX$R&rr+rz=DXbQA_~mLSwBBqu6MLlnO^D5uL&OA z*?-f69zzX9Q07$-&>*4lts#UbV#do_gT}i!`@EIp|BHqlLrcACf}vc52i1J8M+x^W zWV5+&l>nMM?sCoXzRNWwLbEjp-7TK`Qig8kC%43bK`_M2;15MLu)4zyuHmtzfIL7~ zJ1C@Sb89oq#ijiN+u}Q}!K4$HDk5MI{&YgDoB z@NH`;*}=p!uhoAvdE4>l+iOET^IvVBanpO?Qt#Z9j0Zw9cJ~-san|L5DQ}!Smio%_ zjfWE6YHM~+F36qul+pXx$3N{ka%9-ziZ8qMyHKC+p6hfa$DDWgJ9%x$rpo4|icyC@ zPs`r9Y1)p|y4~XEtC>xwmi@9Mtu`Tr^}aFj+p4{BM{^QWFJI|bwT5?Te>a>{lb1Mi z>GB_XoY{3CDJ5fN+wu*@?_(yUzn6V~sWmZc|LwGd2h-w)-P5unso>!EgGXjvKYlSO zykTzl1vNX*rM3>A{`9q`o?B;G&0jt0uK)1Vl%?&*?WuM7+aGVdYv8ueuni zo`Hto*6eV~^*!NBZwH>Zm~!iMASdpd^DDaVe!cF>=7y%O{dbIe=8Kfh)tPatT6>9U zqci%qEE+kW{?iXyyRAM~H6hTqQ(K?>jr(@3STg3uoUFq~A8Kf;sBA1W$38sN9@%_q zW#5*Y8P7G2C>V4wWA*7-_nuqR=gr)PfiDkBifbBjqVmwy_KG<*2dd}%vA4Re^^@)4 z>Wa0q#%Hbkx@%3ImsEPY`u#4~W;fPV=KgtiYUeFAu>x2fk#~f(|IKO=6?V@Kl@^s3 zB0p{Nyn@0>xyIB$Xnt{N38Jclm@~*V@{&iD7tbv+m>h>dtC=^z$SE%fl`S%|(=$dR zSRYteHUKfzP@td;V(Cb68=ss$#4;_*bS;i-d*QvdwJ z!$;S~voygxX!K#Ij|*HgMDr|WbCo|O8e@!kNC)J{gyT}ov|W$mMuEzj=)Gu6HQ7Xz z*@r=v5nC8^s0_u?Jmv}yp*RggNY95^rc_}(4WmA_nCZfEejYGO!)#9dXEAO|VvF*h zB>kayuEyisBRbF@j>=N4N=KhZej%8Yh)nAB36+v5TGqnQr8dW`&y!q*^P^>B^Bj-b z2Mr#Jp;sl%kFF0qS86;YqbEH0K-e0On@CILtIu|XXAxP2sqFF5dTn8OjQ9_)i#iD7 zYCK!RIF~VGX*-n72w;=?xJPZ~4(FWA!HAGw2Q!(?Xxn1&OevAVi1;7|50lN6nk~Xa zPZFF9$`YbZ1G0$vhWUDv?loQwn9lei}7ONCiv3<>OR zbc`!ZeIrJ+eJ;aFPWloUZr};eViH$Gep&3^xHu)4+Gr?-zSJ;JXtr2L`KRf{$S3w; zLBz^Sb$CJ$-zy$M*FO7zd5riJzIW-~C|wg9p(ZOeS@7uCg)BP6FROIK;7NKukS3X?m6JNm=m449Y7syJwMxetzq&OrzY`+@jcqZ{xM9AN7%(NU% z=WlGD5J-_o^kQ0)v5R(aIxn$A2wUR`toXFPSUQA9*Dwjs)A1*ziDM0|Pr6#aNt4lY z6J)u%iBhFwjZo(e9mCE_`y5Lr-4~>^1wFF@)6Q^eFVp%>x)#3ghS(zXF$5l+zf!sm zIm1QvK{BU-c~ZUE5!GIW;lQt9QpY5YdxVFcBx{b^&#?h(Je$m|2#=g2fN_(Y;nX;_ z$@x!V^em+?OlqPRJRK8Qi6~DvQj^63?H^arA*6a;#^*l^zW2{x@LW&xi_LuJ=dw^i z@!UWtUcHczTf8Ws9-557lS@m>jL3ONy;3l~Bv@)-u0%ek8`F)UQWQBXAPb8a3pi$h t#~E^&27{b=ELdn4S;OQ1pYrz={`@jL5=Nfa)FT" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Encode random vector into a circuit\n", + "\n", + "%matplotlib inline\n", + "\n", + "inputs = np.random.uniform(low=0.0, high=np.pi, size=2)\n", + "\n", + "\n", + "def encode_map(input_data, dim = 2):\n", + " \n", + " q_num = len(input_data)\n", + " encode_map = ZZFeatureMap(feature_dimension=2, reps=1, insert_barriers=True)\n", + " #encode_circuit = encode_map.bind_parameters(input_data)\n", + " \n", + " return encode_map\n", + "\n", + "\n", + "feature_map = encode_map(inputs)\n", + "\n", + "feature_map.decompose().draw(output='mpl')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "10f3cd91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ┌───┐ ┌───┐\n", + "q_0: ┤ H ├──■──┤ H ├\n", + " └───┘┌─┴─┐└───┘\n", + "q_1: ─────┤ X ├─────\n", + " └───┘ \n", + " ┌──────────┐┌──────────┐ ┌──────────┐┌──────────┐\n", + "q_0: ┤ Ry(θ[0]) ├┤ Rx(θ[2]) ├──■──┤ Ry(θ[4]) ├┤ Rx(θ[6]) ├\n", + " ├──────────┤├──────────┤┌─┴─┐├──────────┤├──────────┤\n", + "q_1: ┤ Ry(θ[1]) ├┤ Rx(θ[3]) ├┤ X ├┤ Ry(θ[5]) ├┤ Rx(θ[7]) ├\n", + " └──────────┘└──────────┘└───┘└──────────┘└──────────┘\n" + ] + } + ], + "source": [ + "# Construct teacher and student networks\n", + "\n", + "from qiskit.circuit.library import RealAmplitudes\n", + "\n", + "\n", + "def teacher_circuit_builder(num_qubits):\n", + " circuit = QuantumCircuit(num_qubits)\n", + "\n", + " circuit.h(0)\n", + " circuit.cx(0, 1)\n", + " circuit.h(0)\n", + " \n", + " return circuit\n", + "\n", + "\n", + "def student_network_builder(num_qubits):\n", + " circuit = TwoLocal(num_qubits=num_qubits, reps=1, entanglement_blocks='cx', entanglement='linear', rotation_blocks=['ry','rx']).decompose()\n", + " \n", + " return circuit\n", + "\n", + "teacher_circuit = teacher_circuit_builder(2)\n", + "print(teacher_circuit)\n", + "\n", + "student_network = student_network_builder(2)\n", + "print(student_network)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "85fcabe2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ParameterView([ParameterVectorElement(x[0]), ParameterVectorElement(x[1]), ParameterVectorElement(θ[0]), ParameterVectorElement(θ[1]), ParameterVectorElement(θ[2]), ParameterVectorElement(θ[3]), ParameterVectorElement(θ[4]), ParameterVectorElement(θ[5]), ParameterVectorElement(θ[6]), ParameterVectorElement(θ[7])])\n", + "ParameterView([])\n" + ] + } + ], + "source": [ + "# Glue together feature map and network\n", + "\n", + "\n", + "tc_full = feature_map.compose(teacher_circuit)\n", + "\n", + "sc_full = feature_map.compose(student_network)\n", + "\n", + "\n", + "print(sc_full.parameters)\n", + "print(teacher_circuit.parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "87421beb", + "metadata": {}, + "outputs": [], + "source": [ + "# set up backed\n", + "\n", + "from qiskit import Aer\n", + "from qiskit.utils import QuantumInstance\n", + "\n", + "backend = Aer.get_backend('qasm_simulator')\n", + "q_instance = QuantumInstance(backend, shots = 8192, seed_simulator = 2718, seed_transpiler = 2718)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "4defc9f5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.24731445 0.2442627 0.25170898 0.25671387]\n", + " [0.24279785 0.25610352 0.24731445 0.25378418]]\n", + "[[0.24731445 0.2442627 0.25170898 0.25671387]\n", + " [0.3359375 0.046875 0.04370117 0.57348633]]\n", + "8\n" + ] + } + ], + "source": [ + "# QNN formulation\n", + "\n", + "\n", + "qnn_student = CircuitQNN(sc_full, feature_map.parameters, student_network.parameters, quantum_instance=q_instance)\n", + "qnn_teacher = CircuitQNN(tc_full, feature_map.parameters, teacher_circuit.parameters, quantum_instance=q_instance)\n", + "\n", + "\n", + "\n", + "\n", + "input_data = [[0., 0.],[1., 1.] ]\n", + "\n", + "weights = [0. , 0., 0., 0.,0.,0.,0.,0.]\n", + "\n", + "print(qnn_student.forward(input_data, weights))\n", + "print(qnn_teacher.forward(input_data, []))\n", + "print(qnn_student.num_weights)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "62107b82", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0.00741414 0.03692014 -0.09518764 -0.0651257 0.08205347 -0.06788118\n", + " -0.06402362 -0.09932174]\n", + "tensor([[0.1849, 0.2319, 0.2657, 0.3174],\n", + " [0.3367, 0.1996, 0.1998, 0.2639]], grad_fn=<_TorchNNFunctionBackward>)\n", + "tensor([[0.2473, 0.2443, 0.2517, 0.2567],\n", + " [0.3359, 0.0469, 0.0437, 0.5735]], grad_fn=<_TorchNNFunctionBackward>)\n", + "tensor(1.3710, grad_fn=)\n" + ] + } + ], + "source": [ + "# Defining a PyTorch model and test it\n", + "\n", + "from qiskit_machine_learning.connectors import TorchConnector\n", + "from torch import Tensor\n", + "from torch.nn import Linear, CrossEntropyLoss, MSELoss, KLDivLoss\n", + "\n", + "initial_weights = 0.1 * (2 * algorithm_globals.random.random(qnn_student.num_weights) - 1)\n", + "print(initial_weights)\n", + "#initial_weights = [0. , 0., 0., 0.]\n", + "student_model = TorchConnector(qnn_student, initial_weights=initial_weights)\n", + "teacher_model = TorchConnector(qnn_teacher, initial_weights=[])\n", + "\n", + "\n", + "# test on a dummy input\n", + "input_data = [[0., 0.],[1., 1.]]\n", + "\n", + "f_loss = MSELoss(reduction=\"sum\")\n", + "\n", + "ce_loss = CrossEntropyLoss() \n", + "\n", + "output = student_model(Tensor(input_data)) # Forward pass\n", + "target = teacher_model(Tensor(input_data))\n", + "\n", + "\n", + "\n", + "print(output)\n", + "\n", + "print(target)\n", + "\n", + "\n", + "print(ce_loss(output, target))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "0cc6dc52", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning rate: 0.08\n", + "MSE Loss 0.0311 CE_Loss: 1.3848 KL_Loss: -0.3959\n", + "MSE Loss 0.2558 CE_Loss: 1.3963 KL_Loss: -0.2988\n", + "MSE Loss 0.3340 CE_Loss: 1.4015 KL_Loss: -0.2723\n", + "MSE Loss 0.1067 CE_Loss: 1.3237 KL_Loss: -0.3174\n", + "MSE Loss 0.0232 CE_Loss: 1.3835 KL_Loss: -0.4001\n", + "Training [1%]\tLoss: 0.1639\n", + "Learning rate: 0.04\n", + "MSE Loss 0.0357 CE_Loss: 1.3542 KL_Loss: -0.3711\n", + "MSE Loss 0.6381 CE_Loss: 1.4905 KL_Loss: -0.2316\n", + "MSE Loss 0.0278 CE_Loss: 1.3829 KL_Loss: -0.4082\n", + "MSE Loss 0.4380 CE_Loss: 1.4024 KL_Loss: -0.2308\n", + "MSE Loss 0.1135 CE_Loss: 1.3089 KL_Loss: -0.3160\n", + "Training [2%]\tLoss: 0.2645\n", + "Learning rate: 0.04\n", + "MSE Loss 0.1228 CE_Loss: 1.4165 KL_Loss: -0.3935\n", + "MSE Loss 0.1494 CE_Loss: 1.3475 KL_Loss: -0.2907\n", + "MSE Loss 0.0342 CE_Loss: 1.3604 KL_Loss: -0.3997\n", + "MSE Loss 0.1221 CE_Loss: 1.3437 KL_Loss: -0.3541\n", + "MSE Loss 0.1616 CE_Loss: 1.4254 KL_Loss: -0.3924\n", + "Training [3%]\tLoss: 0.1318\n", + "Learning rate: 0.04\n", + "MSE Loss 0.1595 CE_Loss: 1.3297 KL_Loss: -0.3196\n", + "MSE Loss 0.1961 CE_Loss: 1.2300 KL_Loss: -0.2498\n", + "MSE Loss 0.0661 CE_Loss: 1.3418 KL_Loss: -0.3803\n", + "MSE Loss 0.0287 CE_Loss: 1.3039 KL_Loss: -0.3720\n", + "MSE Loss 0.5708 CE_Loss: 1.4483 KL_Loss: -0.2188\n", + "Training [4%]\tLoss: 0.2175\n", + "Learning rate: 0.04\n", + "MSE Loss 0.0535 CE_Loss: 1.3486 KL_Loss: -0.3828\n", + "MSE Loss 0.2326 CE_Loss: 1.3905 KL_Loss: -0.2994\n", + "MSE Loss 0.1987 CE_Loss: 1.4400 KL_Loss: -0.3844\n", + "MSE Loss 0.3721 CE_Loss: 1.3675 KL_Loss: -0.2493\n", + "MSE Loss 0.1323 CE_Loss: 1.4183 KL_Loss: -0.3823\n", + "Training [5%]\tLoss: 0.2118\n", + "Learning rate: 0.04\n", + "MSE Loss 0.0341 CE_Loss: 1.2604 KL_Loss: -0.3429\n", + "MSE Loss 0.1473 CE_Loss: 1.4221 KL_Loss: -0.3841\n", + "MSE Loss 0.3715 CE_Loss: 1.2861 KL_Loss: -0.1881\n", + "MSE Loss 0.0069 CE_Loss: 1.3084 KL_Loss: -0.3948\n", + "MSE Loss 0.0589 CE_Loss: 1.3907 KL_Loss: -0.3974\n", + "Training [6%]\tLoss: 0.1370\n", + "Learning rate: 0.04\n", + "MSE Loss 0.0891 CE_Loss: 1.3033 KL_Loss: -0.3345\n", + "MSE Loss 0.2098 CE_Loss: 1.4390 KL_Loss: -0.3931\n", + "MSE Loss 0.0457 CE_Loss: 1.3807 KL_Loss: -0.3873\n", + "MSE Loss 0.1983 CE_Loss: 1.4114 KL_Loss: -0.4089\n", + "MSE Loss 0.0826 CE_Loss: 1.0733 KL_Loss: -0.2718\n", + "Training [7%]\tLoss: 0.1383\n", + "Learning rate: 0.04\n", + "MSE Loss 0.0125 CE_Loss: 1.1506 KL_Loss: -0.3321\n", + "MSE Loss 0.0462 CE_Loss: 1.0881 KL_Loss: -0.2732\n", + "MSE Loss 0.1678 CE_Loss: 1.3413 KL_Loss: -0.3976\n", + "MSE Loss 0.0072 CE_Loss: 1.2416 KL_Loss: -0.3408\n", + "MSE Loss 0.0481 CE_Loss: 1.0202 KL_Loss: -0.2766\n", + "Training [8%]\tLoss: 0.0680\n", + "Learning rate: 0.04\n", + "MSE Loss 0.0736 CE_Loss: 1.3429 KL_Loss: -0.3612\n", + "MSE Loss 0.0059 CE_Loss: 1.1372 KL_Loss: -0.3548\n", + "MSE Loss 0.0027 CE_Loss: 1.2079 KL_Loss: -0.3723\n", + "MSE Loss 0.1907 CE_Loss: 1.4145 KL_Loss: -0.4073\n", + "MSE Loss 0.0072 CE_Loss: 1.2558 KL_Loss: -0.3877\n", + "Training [9%]\tLoss: 0.0687\n", + "Learning rate: 0.04\n", + "MSE Loss 0.0160 CE_Loss: 1.0970 KL_Loss: -0.2829\n", + "MSE Loss 0.1431 CE_Loss: 1.3721 KL_Loss: -0.3993\n", + "MSE Loss 0.0774 CE_Loss: 1.3505 KL_Loss: -0.3516\n", + "MSE Loss 0.0248 CE_Loss: 1.2306 KL_Loss: -0.3455\n", + "MSE Loss 0.0236 CE_Loss: 1.2104 KL_Loss: -0.3324\n", + "Training [10%]\tLoss: 0.0695\n", + "Learning rate: 0.04\n", + "MSE Loss 0.0059 CE_Loss: 1.1214 KL_Loss: -0.3352\n", + "MSE Loss 0.0051 CE_Loss: 1.0371 KL_Loss: -0.3068\n", + "MSE Loss 0.0328 CE_Loss: 1.2376 KL_Loss: -0.3819\n", + "MSE Loss 0.0009 CE_Loss: 1.2514 KL_Loss: -0.3667\n", + "MSE Loss 0.0107 CE_Loss: 1.3691 KL_Loss: -0.3987\n", + "Training [11%]\tLoss: 0.0231\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0345 CE_Loss: 1.3699 KL_Loss: -0.4056\n", + "MSE Loss 0.0004 CE_Loss: 0.8610 KL_Loss: -0.2883\n", + "MSE Loss 0.0206 CE_Loss: 1.3731 KL_Loss: -0.4090\n", + "MSE Loss 0.0079 CE_Loss: 1.3107 KL_Loss: -0.3978\n", + "MSE Loss 0.0090 CE_Loss: 1.1266 KL_Loss: -0.3361\n", + "Training [12%]\tLoss: 0.0266\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0008 CE_Loss: 1.1803 KL_Loss: -0.3538\n", + "MSE Loss 0.0019 CE_Loss: 1.3065 KL_Loss: -0.3884\n", + "MSE Loss 0.0341 CE_Loss: 1.1799 KL_Loss: -0.3122\n", + "MSE Loss 0.0241 CE_Loss: 1.2102 KL_Loss: -0.3338\n", + "MSE Loss 0.0013 CE_Loss: 1.0444 KL_Loss: -0.3468\n", + "Training [13%]\tLoss: 0.0243\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0005 CE_Loss: 1.1514 KL_Loss: -0.3571\n", + "MSE Loss 0.0017 CE_Loss: 1.0200 KL_Loss: -0.3303\n", + "MSE Loss 0.0140 CE_Loss: 1.3860 KL_Loss: -0.4092\n", + "MSE Loss 0.0020 CE_Loss: 1.0606 KL_Loss: -0.3237\n", + "MSE Loss 0.0024 CE_Loss: 1.3647 KL_Loss: -0.4040\n", + "Training [14%]\tLoss: 0.0161\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0095 CE_Loss: 1.0900 KL_Loss: -0.3112\n", + "MSE Loss 0.0158 CE_Loss: 1.3454 KL_Loss: -0.3995\n", + "MSE Loss 0.0005 CE_Loss: 1.1372 KL_Loss: -0.3565\n", + "MSE Loss 0.0113 CE_Loss: 1.1505 KL_Loss: -0.3393\n", + "MSE Loss 0.0096 CE_Loss: 1.1577 KL_Loss: -0.3257\n", + "Training [15%]\tLoss: 0.0211\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0000 CE_Loss: 0.9426 KL_Loss: -0.3182\n", + "MSE Loss 0.0001 CE_Loss: 1.1412 KL_Loss: -0.3505\n", + "MSE Loss 0.0000 CE_Loss: 0.9011 KL_Loss: -0.2987\n", + "MSE Loss 0.0000 CE_Loss: 1.2293 KL_Loss: -0.3493\n", + "MSE Loss 0.0008 CE_Loss: 1.0369 KL_Loss: -0.3321\n", + "Training [16%]\tLoss: 0.0107\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0000 CE_Loss: 1.3850 KL_Loss: -0.4087\n", + "MSE Loss 0.0024 CE_Loss: 1.3798 KL_Loss: -0.4071\n", + "MSE Loss 0.0001 CE_Loss: 1.1828 KL_Loss: -0.3603\n", + "MSE Loss 0.0004 CE_Loss: 1.1712 KL_Loss: -0.3115\n", + "MSE Loss 0.0001 CE_Loss: 1.2251 KL_Loss: -0.3466\n", + "Training [17%]\tLoss: 0.0133\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0002 CE_Loss: 0.7854 KL_Loss: -0.2729\n", + "MSE Loss 0.0014 CE_Loss: 1.3726 KL_Loss: -0.4038\n", + "MSE Loss 0.0006 CE_Loss: 1.1237 KL_Loss: -0.3584\n", + "MSE Loss 0.0057 CE_Loss: 1.1668 KL_Loss: -0.3440\n", + "MSE Loss 0.0007 CE_Loss: 1.3820 KL_Loss: -0.4081\n", + "Training [18%]\tLoss: 0.0134\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0026 CE_Loss: 1.2739 KL_Loss: -0.3854\n", + "MSE Loss 0.0009 CE_Loss: 1.2591 KL_Loss: -0.3870\n", + "MSE Loss 0.0019 CE_Loss: 1.3215 KL_Loss: -0.3859\n", + "MSE Loss 0.0004 CE_Loss: 1.1446 KL_Loss: -0.3418\n", + "MSE Loss 0.0024 CE_Loss: 1.2922 KL_Loss: -0.3901\n", + "Training [19%]\tLoss: 0.0142\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0017 CE_Loss: 1.3833 KL_Loss: -0.4086\n", + "MSE Loss 0.0008 CE_Loss: 1.3675 KL_Loss: -0.4040\n", + "MSE Loss 0.0000 CE_Loss: 0.7730 KL_Loss: -0.2654\n", + "MSE Loss 0.0004 CE_Loss: 1.2045 KL_Loss: -0.3538\n", + "MSE Loss 0.0001 CE_Loss: 1.0268 KL_Loss: -0.3379\n", + "Training [20%]\tLoss: 0.0121\n", + "Learning rate: 0.02\n", + "MSE Loss 0.0001 CE_Loss: 1.1143 KL_Loss: -0.3551\n", + "MSE Loss 0.0001 CE_Loss: 1.0285 KL_Loss: -0.3275\n", + "MSE Loss 0.0018 CE_Loss: 1.3628 KL_Loss: -0.4027\n", + "MSE Loss 0.0035 CE_Loss: 1.3262 KL_Loss: -0.3904\n", + "MSE Loss 0.0010 CE_Loss: 1.0926 KL_Loss: -0.3473\n", + "Training [21%]\tLoss: 0.0131\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0005 CE_Loss: 1.3611 KL_Loss: -0.4012\n", + "MSE Loss 0.0005 CE_Loss: 1.2417 KL_Loss: -0.3707\n", + "MSE Loss 0.0001 CE_Loss: 1.2798 KL_Loss: -0.3839\n", + "MSE Loss 0.0006 CE_Loss: 1.3617 KL_Loss: -0.4027\n", + "MSE Loss 0.0001 CE_Loss: 1.2290 KL_Loss: -0.3605\n", + "Training [22%]\tLoss: 0.0133\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0000 CE_Loss: 1.0630 KL_Loss: -0.3375\n", + "MSE Loss 0.0000 CE_Loss: 1.2830 KL_Loss: -0.3848\n", + "MSE Loss 0.0002 CE_Loss: 1.3154 KL_Loss: -0.3871\n", + "MSE Loss 0.0000 CE_Loss: 0.9596 KL_Loss: -0.3161\n", + "MSE Loss 0.0002 CE_Loss: 1.3055 KL_Loss: -0.3900\n", + "Training [23%]\tLoss: 0.0119\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0010 CE_Loss: 1.2701 KL_Loss: -0.3796\n", + "MSE Loss 0.0000 CE_Loss: 0.8784 KL_Loss: -0.3004\n", + "MSE Loss 0.0002 CE_Loss: 1.1326 KL_Loss: -0.3580\n", + "MSE Loss 0.0001 CE_Loss: 1.0747 KL_Loss: -0.3397\n", + "MSE Loss 0.0003 CE_Loss: 1.1413 KL_Loss: -0.3629\n", + "Training [24%]\tLoss: 0.0113\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0000 CE_Loss: 1.0630 KL_Loss: -0.3416\n", + "MSE Loss 0.0015 CE_Loss: 1.1027 KL_Loss: -0.3233\n", + "MSE Loss 0.0011 CE_Loss: 1.3784 KL_Loss: -0.4055\n", + "MSE Loss 0.0002 CE_Loss: 1.3721 KL_Loss: -0.4052\n", + "MSE Loss 0.0001 CE_Loss: 1.2984 KL_Loss: -0.3888\n", + "Training [25%]\tLoss: 0.0130\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0001 CE_Loss: 1.3738 KL_Loss: -0.4058\n", + "MSE Loss 0.0001 CE_Loss: 1.0897 KL_Loss: -0.3521\n", + "MSE Loss 0.0000 CE_Loss: 1.2752 KL_Loss: -0.3769\n", + "MSE Loss 0.0001 CE_Loss: 1.3059 KL_Loss: -0.3856\n", + "MSE Loss 0.0000 CE_Loss: 1.3217 KL_Loss: -0.3946\n", + "Training [26%]\tLoss: 0.0128\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0001 CE_Loss: 1.1988 KL_Loss: -0.3622\n", + "MSE Loss 0.0001 CE_Loss: 1.3817 KL_Loss: -0.4076\n", + "MSE Loss 0.0002 CE_Loss: 1.3069 KL_Loss: -0.3861\n", + "MSE Loss 0.0001 CE_Loss: 1.1818 KL_Loss: -0.3175\n", + "MSE Loss 0.0002 CE_Loss: 0.8344 KL_Loss: -0.2741\n", + "Training [27%]\tLoss: 0.0119\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0001 CE_Loss: 1.2118 KL_Loss: -0.3698\n", + "MSE Loss 0.0001 CE_Loss: 1.3327 KL_Loss: -0.3919\n", + "MSE Loss 0.0000 CE_Loss: 1.1136 KL_Loss: -0.3318\n", + "MSE Loss 0.0000 CE_Loss: 1.0819 KL_Loss: -0.3324\n", + "MSE Loss 0.0000 CE_Loss: 1.3623 KL_Loss: -0.4028\n", + "Training [28%]\tLoss: 0.0122\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0001 CE_Loss: 1.3553 KL_Loss: -0.3994\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE Loss 0.0000 CE_Loss: 1.3538 KL_Loss: -0.3999\n", + "MSE Loss 0.0000 CE_Loss: 1.3855 KL_Loss: -0.4089\n", + "MSE Loss 0.0000 CE_Loss: 1.1624 KL_Loss: -0.3386\n", + "MSE Loss 0.0000 CE_Loss: 1.3630 KL_Loss: -0.4025\n", + "Training [29%]\tLoss: 0.0133\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0001 CE_Loss: 1.3647 KL_Loss: -0.4025\n", + "MSE Loss 0.0000 CE_Loss: 1.3490 KL_Loss: -0.3979\n", + "MSE Loss 0.0000 CE_Loss: 1.3685 KL_Loss: -0.4042\n", + "MSE Loss 0.0000 CE_Loss: 1.3805 KL_Loss: -0.4076\n", + "MSE Loss 0.0000 CE_Loss: 1.3254 KL_Loss: -0.3957\n", + "Training [30%]\tLoss: 0.0136\n", + "Learning rate: 0.01\n", + "MSE Loss 0.0000 CE_Loss: 1.3385 KL_Loss: -0.3952\n", + "MSE Loss 0.0000 CE_Loss: 1.3778 KL_Loss: -0.4065\n", + "MSE Loss 0.0000 CE_Loss: 1.0558 KL_Loss: -0.3370\n", + "MSE Loss 0.0000 CE_Loss: 1.2610 KL_Loss: -0.3784\n", + "MSE Loss 0.0000 CE_Loss: 1.3590 KL_Loss: -0.4013\n", + "Training [31%]\tLoss: 0.0128\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 0.9554 KL_Loss: -0.3116\n", + "MSE Loss 0.0000 CE_Loss: 1.1313 KL_Loss: -0.3326\n", + "MSE Loss 0.0000 CE_Loss: 1.0811 KL_Loss: -0.3461\n", + "MSE Loss 0.0000 CE_Loss: 1.0993 KL_Loss: -0.3209\n", + "MSE Loss 0.0000 CE_Loss: 1.2216 KL_Loss: -0.3695\n", + "Training [32%]\tLoss: 0.0110\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 1.2795 KL_Loss: -0.3848\n", + "MSE Loss 0.0000 CE_Loss: 1.2414 KL_Loss: -0.3550\n", + "MSE Loss 0.0000 CE_Loss: 1.3090 KL_Loss: -0.3931\n", + "MSE Loss 0.0000 CE_Loss: 0.9696 KL_Loss: -0.3137\n", + "MSE Loss 0.0000 CE_Loss: 1.1080 KL_Loss: -0.3500\n", + "Training [33%]\tLoss: 0.0118\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 1.0171 KL_Loss: -0.3306\n", + "MSE Loss 0.0000 CE_Loss: 0.8638 KL_Loss: -0.2918\n", + "MSE Loss 0.0000 CE_Loss: 1.3124 KL_Loss: -0.3901\n", + "MSE Loss 0.0000 CE_Loss: 1.1331 KL_Loss: -0.3382\n", + "MSE Loss 0.0000 CE_Loss: 1.3420 KL_Loss: -0.3962\n", + "Training [34%]\tLoss: 0.0113\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0001 CE_Loss: 1.2668 KL_Loss: -0.3822\n", + "MSE Loss 0.0000 CE_Loss: 1.3678 KL_Loss: -0.4039\n", + "MSE Loss 0.0000 CE_Loss: 1.2796 KL_Loss: -0.3830\n", + "MSE Loss 0.0000 CE_Loss: 1.1762 KL_Loss: -0.3111\n", + "MSE Loss 0.0000 CE_Loss: 1.2137 KL_Loss: -0.3577\n", + "Training [35%]\tLoss: 0.0126\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 1.1966 KL_Loss: -0.3677\n", + "MSE Loss 0.0000 CE_Loss: 0.8217 KL_Loss: -0.2877\n", + "MSE Loss 0.0000 CE_Loss: 1.0357 KL_Loss: -0.3418\n", + "MSE Loss 0.0000 CE_Loss: 1.1706 KL_Loss: -0.3333\n", + "MSE Loss 0.0000 CE_Loss: 1.3253 KL_Loss: -0.3922\n", + "Training [36%]\tLoss: 0.0111\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 1.3775 KL_Loss: -0.4065\n", + "MSE Loss 0.0000 CE_Loss: 1.1742 KL_Loss: -0.3094\n", + "MSE Loss 0.0000 CE_Loss: 1.2891 KL_Loss: -0.3764\n", + "MSE Loss 0.0000 CE_Loss: 1.2476 KL_Loss: -0.3630\n", + "MSE Loss 0.0000 CE_Loss: 1.2693 KL_Loss: -0.3793\n", + "Training [37%]\tLoss: 0.0127\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 1.1629 KL_Loss: -0.3486\n", + "MSE Loss 0.0000 CE_Loss: 1.2412 KL_Loss: -0.3660\n", + "MSE Loss 0.0001 CE_Loss: 1.2865 KL_Loss: -0.3751\n", + "MSE Loss 0.0000 CE_Loss: 1.3151 KL_Loss: -0.3880\n", + "MSE Loss 0.0000 CE_Loss: 1.0613 KL_Loss: -0.3378\n", + "Training [38%]\tLoss: 0.0122\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 1.2506 KL_Loss: -0.3765\n", + "MSE Loss 0.0000 CE_Loss: 0.9980 KL_Loss: -0.3073\n", + "MSE Loss 0.0000 CE_Loss: 1.3451 KL_Loss: -0.3964\n", + "MSE Loss 0.0000 CE_Loss: 0.9386 KL_Loss: -0.3208\n", + "MSE Loss 0.0000 CE_Loss: 1.3186 KL_Loss: -0.3898\n", + "Training [39%]\tLoss: 0.0117\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 1.2000 KL_Loss: -0.3727\n", + "MSE Loss 0.0000 CE_Loss: 0.9171 KL_Loss: -0.2953\n", + "MSE Loss 0.0000 CE_Loss: 1.0641 KL_Loss: -0.3451\n", + "MSE Loss 0.0000 CE_Loss: 0.9906 KL_Loss: -0.3116\n", + "MSE Loss 0.0000 CE_Loss: 1.3786 KL_Loss: -0.4069\n", + "Training [40%]\tLoss: 0.0111\n", + "Learning rate: 0.005\n", + "MSE Loss 0.0000 CE_Loss: 1.3719 KL_Loss: -0.4049\n", + "MSE Loss 0.0000 CE_Loss: 1.3556 KL_Loss: -0.4001\n", + "MSE Loss 0.0000 CE_Loss: 1.0596 KL_Loss: -0.3091\n", + "MSE Loss 0.0000 CE_Loss: 0.8691 KL_Loss: -0.2971\n", + "MSE Loss 0.0000 CE_Loss: 0.8885 KL_Loss: -0.3033\n", + "Training [41%]\tLoss: 0.0111\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.3523 KL_Loss: -0.4006\n", + "MSE Loss 0.0000 CE_Loss: 0.9881 KL_Loss: -0.3250\n", + "MSE Loss 0.0000 CE_Loss: 1.2173 KL_Loss: -0.3710\n", + "MSE Loss 0.0000 CE_Loss: 1.3621 KL_Loss: -0.4034\n", + "MSE Loss 0.0000 CE_Loss: 1.3467 KL_Loss: -0.3988\n", + "Training [42%]\tLoss: 0.0125\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.1149 KL_Loss: -0.3319\n", + "MSE Loss 0.0000 CE_Loss: 1.3516 KL_Loss: -0.3999\n", + "MSE Loss 0.0000 CE_Loss: 1.2095 KL_Loss: -0.3491\n", + "MSE Loss 0.0000 CE_Loss: 1.2767 KL_Loss: -0.3726\n", + "MSE Loss 0.0000 CE_Loss: 1.3181 KL_Loss: -0.3926\n", + "Training [43%]\tLoss: 0.0125\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.3117 KL_Loss: -0.3850\n", + "MSE Loss 0.0000 CE_Loss: 1.2652 KL_Loss: -0.3737\n", + "MSE Loss 0.0000 CE_Loss: 1.3733 KL_Loss: -0.4053\n", + "MSE Loss 0.0000 CE_Loss: 1.1795 KL_Loss: -0.3645\n", + "MSE Loss 0.0000 CE_Loss: 1.3348 KL_Loss: -0.3967\n", + "Training [44%]\tLoss: 0.0129\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.3674 KL_Loss: -0.4044\n", + "MSE Loss 0.0000 CE_Loss: 1.2406 KL_Loss: -0.3769\n", + "MSE Loss 0.0000 CE_Loss: 1.3840 KL_Loss: -0.4083\n", + "MSE Loss 0.0000 CE_Loss: 1.0483 KL_Loss: -0.3414\n", + "MSE Loss 0.0000 CE_Loss: 1.2499 KL_Loss: -0.3678\n", + "Training [45%]\tLoss: 0.0126\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.2048 KL_Loss: -0.3354\n", + "MSE Loss 0.0000 CE_Loss: 1.0160 KL_Loss: -0.3068\n", + "MSE Loss 0.0000 CE_Loss: 1.2649 KL_Loss: -0.3681\n", + "MSE Loss 0.0000 CE_Loss: 0.9835 KL_Loss: -0.3047\n", + "MSE Loss 0.0000 CE_Loss: 1.3267 KL_Loss: -0.3947\n", + "Training [46%]\tLoss: 0.0116\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.2146 KL_Loss: -0.3593\n", + "MSE Loss 0.0000 CE_Loss: 1.3290 KL_Loss: -0.3944\n", + "MSE Loss 0.0000 CE_Loss: 1.1608 KL_Loss: -0.3583\n", + "MSE Loss 0.0000 CE_Loss: 1.3841 KL_Loss: -0.4085\n", + "MSE Loss 0.0000 CE_Loss: 1.1273 KL_Loss: -0.3502\n", + "Training [47%]\tLoss: 0.0124\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.3746 KL_Loss: -0.4059\n", + "MSE Loss 0.0000 CE_Loss: 1.3661 KL_Loss: -0.4037\n", + "MSE Loss 0.0000 CE_Loss: 1.3394 KL_Loss: -0.3948\n", + "MSE Loss 0.0000 CE_Loss: 1.0990 KL_Loss: -0.3261\n", + "MSE Loss 0.0000 CE_Loss: 0.9276 KL_Loss: -0.2964\n", + "Training [48%]\tLoss: 0.0122\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.2919 KL_Loss: -0.3855\n", + "MSE Loss 0.0000 CE_Loss: 1.2107 KL_Loss: -0.3442\n", + "MSE Loss 0.0000 CE_Loss: 1.2785 KL_Loss: -0.3828\n", + "MSE Loss 0.0000 CE_Loss: 1.2519 KL_Loss: -0.3727\n", + "MSE Loss 0.0000 CE_Loss: 1.3826 KL_Loss: -0.4080\n", + "Training [49%]\tLoss: 0.0128\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.3687 KL_Loss: -0.4039\n", + "MSE Loss 0.0000 CE_Loss: 1.1874 KL_Loss: -0.3680\n", + "MSE Loss 0.0000 CE_Loss: 1.0403 KL_Loss: -0.3278\n", + "MSE Loss 0.0000 CE_Loss: 1.1648 KL_Loss: -0.3056\n", + "MSE Loss 0.0000 CE_Loss: 0.8093 KL_Loss: -0.2812\n", + "Training [50%]\tLoss: 0.0111\n", + "Learning rate: 0.0025\n", + "MSE Loss 0.0000 CE_Loss: 1.3559 KL_Loss: -0.4016\n", + "MSE Loss 0.0000 CE_Loss: 1.2304 KL_Loss: -0.3612\n", + "MSE Loss 0.0000 CE_Loss: 1.3782 KL_Loss: -0.4067\n", + "MSE Loss 0.0000 CE_Loss: 1.1528 KL_Loss: -0.3648\n", + "MSE Loss 0.0000 CE_Loss: 1.3007 KL_Loss: -0.3869\n", + "Training [51%]\tLoss: 0.0128\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.3400 KL_Loss: -0.3961\n", + "MSE Loss 0.0000 CE_Loss: 1.3542 KL_Loss: -0.4002\n", + "MSE Loss 0.0000 CE_Loss: 1.1895 KL_Loss: -0.3327\n", + "MSE Loss 0.0000 CE_Loss: 1.0775 KL_Loss: -0.3276\n", + "MSE Loss 0.0000 CE_Loss: 1.0820 KL_Loss: -0.3136\n", + "Training [52%]\tLoss: 0.0121\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.2150 KL_Loss: -0.3442\n", + "MSE Loss 0.0000 CE_Loss: 1.3850 KL_Loss: -0.4087\n", + "MSE Loss 0.0000 CE_Loss: 1.3815 KL_Loss: -0.4078\n", + "MSE Loss 0.0000 CE_Loss: 1.0189 KL_Loss: -0.3387\n", + "MSE Loss 0.0000 CE_Loss: 0.8845 KL_Loss: -0.2942\n", + "Training [53%]\tLoss: 0.0118\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 0.8912 KL_Loss: -0.3000\n", + "MSE Loss 0.0000 CE_Loss: 1.3862 KL_Loss: -0.4091\n", + "MSE Loss 0.0000 CE_Loss: 0.9481 KL_Loss: -0.3201\n", + "MSE Loss 0.0000 CE_Loss: 1.3179 KL_Loss: -0.3876\n", + "MSE Loss 0.0000 CE_Loss: 1.2534 KL_Loss: -0.3623\n", + "Training [54%]\tLoss: 0.0116\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.2212 KL_Loss: -0.3569\n", + "MSE Loss 0.0000 CE_Loss: 1.2121 KL_Loss: -0.3491\n", + "MSE Loss 0.0000 CE_Loss: 1.3852 KL_Loss: -0.4088\n", + "MSE Loss 0.0000 CE_Loss: 0.9195 KL_Loss: -0.3035\n", + "MSE Loss 0.0000 CE_Loss: 1.3367 KL_Loss: -0.3948\n", + "Training [55%]\tLoss: 0.0122\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.3823 KL_Loss: -0.4080\n", + "MSE Loss 0.0000 CE_Loss: 1.3757 KL_Loss: -0.4065\n", + "MSE Loss 0.0000 CE_Loss: 1.1304 KL_Loss: -0.3263\n", + "MSE Loss 0.0000 CE_Loss: 1.1499 KL_Loss: -0.3577\n", + "MSE Loss 0.0000 CE_Loss: 1.3168 KL_Loss: -0.3900\n", + "Training [56%]\tLoss: 0.0127\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.3851 KL_Loss: -0.4087\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE Loss 0.0000 CE_Loss: 1.2421 KL_Loss: -0.3749\n", + "MSE Loss 0.0000 CE_Loss: 0.7998 KL_Loss: -0.2746\n", + "MSE Loss 0.0000 CE_Loss: 0.8881 KL_Loss: -0.3003\n", + "MSE Loss 0.0000 CE_Loss: 1.3279 KL_Loss: -0.3920\n", + "Training [57%]\tLoss: 0.0113\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.3204 KL_Loss: -0.3938\n", + "MSE Loss 0.0000 CE_Loss: 1.0971 KL_Loss: -0.3505\n", + "MSE Loss 0.0000 CE_Loss: 1.2548 KL_Loss: -0.3632\n", + "MSE Loss 0.0000 CE_Loss: 1.2066 KL_Loss: -0.3650\n", + "MSE Loss 0.0000 CE_Loss: 1.2863 KL_Loss: -0.3850\n", + "Training [58%]\tLoss: 0.0123\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.2674 KL_Loss: -0.3793\n", + "MSE Loss 0.0000 CE_Loss: 1.0994 KL_Loss: -0.3348\n", + "MSE Loss 0.0000 CE_Loss: 1.2788 KL_Loss: -0.3755\n", + "MSE Loss 0.0000 CE_Loss: 1.3455 KL_Loss: -0.3995\n", + "MSE Loss 0.0000 CE_Loss: 1.0321 KL_Loss: -0.3401\n", + "Training [59%]\tLoss: 0.0121\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.2476 KL_Loss: -0.3700\n", + "MSE Loss 0.0000 CE_Loss: 1.1480 KL_Loss: -0.3587\n", + "MSE Loss 0.0000 CE_Loss: 1.0078 KL_Loss: -0.3297\n", + "MSE Loss 0.0000 CE_Loss: 1.1441 KL_Loss: -0.3094\n", + "MSE Loss 0.0000 CE_Loss: 1.1737 KL_Loss: -0.3592\n", + "Training [60%]\tLoss: 0.0114\n", + "Learning rate: 0.00125\n", + "MSE Loss 0.0000 CE_Loss: 1.0760 KL_Loss: -0.3361\n", + "MSE Loss 0.0000 CE_Loss: 1.1117 KL_Loss: -0.3262\n", + "MSE Loss 0.0000 CE_Loss: 1.2954 KL_Loss: -0.3871\n", + "MSE Loss 0.0000 CE_Loss: 1.2653 KL_Loss: -0.3759\n", + "MSE Loss 0.0000 CE_Loss: 1.2423 KL_Loss: -0.3745\n", + "Training [61%]\tLoss: 0.0120\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 0.9661 KL_Loss: -0.3113\n", + "MSE Loss 0.0000 CE_Loss: 1.1573 KL_Loss: -0.3395\n", + "MSE Loss 0.0000 CE_Loss: 1.3357 KL_Loss: -0.3956\n", + "MSE Loss 0.0000 CE_Loss: 1.2499 KL_Loss: -0.3805\n", + "MSE Loss 0.0000 CE_Loss: 1.2620 KL_Loss: -0.3845\n", + "Training [62%]\tLoss: 0.0119\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 1.0117 KL_Loss: -0.3240\n", + "MSE Loss 0.0000 CE_Loss: 1.3810 KL_Loss: -0.4076\n", + "MSE Loss 0.0000 CE_Loss: 1.2194 KL_Loss: -0.3694\n", + "MSE Loss 0.0000 CE_Loss: 0.9807 KL_Loss: -0.3220\n", + "MSE Loss 0.0000 CE_Loss: 1.0856 KL_Loss: -0.3323\n", + "Training [63%]\tLoss: 0.0114\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 1.3492 KL_Loss: -0.3978\n", + "MSE Loss 0.0000 CE_Loss: 1.2210 KL_Loss: -0.3457\n", + "MSE Loss 0.0000 CE_Loss: 1.2997 KL_Loss: -0.3803\n", + "MSE Loss 0.0000 CE_Loss: 1.3832 KL_Loss: -0.4082\n", + "MSE Loss 0.0000 CE_Loss: 1.3744 KL_Loss: -0.4058\n", + "Training [64%]\tLoss: 0.0133\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 1.0962 KL_Loss: -0.3426\n", + "MSE Loss 0.0000 CE_Loss: 1.3632 KL_Loss: -0.4027\n", + "MSE Loss 0.0000 CE_Loss: 0.9650 KL_Loss: -0.3192\n", + "MSE Loss 0.0000 CE_Loss: 1.2445 KL_Loss: -0.3675\n", + "MSE Loss 0.0000 CE_Loss: 1.2143 KL_Loss: -0.3468\n", + "Training [65%]\tLoss: 0.0118\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 1.3823 KL_Loss: -0.4079\n", + "MSE Loss 0.0000 CE_Loss: 1.1420 KL_Loss: -0.3537\n", + "MSE Loss 0.0000 CE_Loss: 1.1212 KL_Loss: -0.3446\n", + "MSE Loss 0.0000 CE_Loss: 1.3720 KL_Loss: -0.4049\n", + "MSE Loss 0.0000 CE_Loss: 0.9057 KL_Loss: -0.2996\n", + "Training [66%]\tLoss: 0.0118\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 1.3854 KL_Loss: -0.4088\n", + "MSE Loss 0.0000 CE_Loss: 1.0977 KL_Loss: -0.2994\n", + "MSE Loss 0.0000 CE_Loss: 1.3853 KL_Loss: -0.4088\n", + "MSE Loss 0.0000 CE_Loss: 1.3112 KL_Loss: -0.3928\n", + "MSE Loss 0.0000 CE_Loss: 1.1436 KL_Loss: -0.3458\n", + "Training [67%]\tLoss: 0.0127\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 1.0267 KL_Loss: -0.3400\n", + "MSE Loss 0.0000 CE_Loss: 0.8605 KL_Loss: -0.2976\n", + "MSE Loss 0.0000 CE_Loss: 1.1707 KL_Loss: -0.3343\n", + "MSE Loss 0.0000 CE_Loss: 1.0137 KL_Loss: -0.3110\n", + "MSE Loss 0.0000 CE_Loss: 1.1660 KL_Loss: -0.3446\n", + "Training [68%]\tLoss: 0.0105\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 1.3170 KL_Loss: -0.3937\n", + "MSE Loss 0.0000 CE_Loss: 1.2202 KL_Loss: -0.3430\n", + "MSE Loss 0.0000 CE_Loss: 1.3677 KL_Loss: -0.4036\n", + "MSE Loss 0.0000 CE_Loss: 1.3779 KL_Loss: -0.4068\n", + "MSE Loss 0.0000 CE_Loss: 1.3853 KL_Loss: -0.4088\n", + "Training [69%]\tLoss: 0.0133\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 0.8492 KL_Loss: -0.2932\n", + "MSE Loss 0.0000 CE_Loss: 1.1759 KL_Loss: -0.3139\n", + "MSE Loss 0.0000 CE_Loss: 1.3383 KL_Loss: -0.3942\n", + "MSE Loss 0.0000 CE_Loss: 0.8573 KL_Loss: -0.2919\n", + "MSE Loss 0.0000 CE_Loss: 0.8001 KL_Loss: -0.2771\n", + "Training [70%]\tLoss: 0.0100\n", + "Learning rate: 0.000625\n", + "MSE Loss 0.0000 CE_Loss: 0.9990 KL_Loss: -0.3291\n", + "MSE Loss 0.0000 CE_Loss: 0.7969 KL_Loss: -0.2718\n", + "MSE Loss 0.0000 CE_Loss: 0.9340 KL_Loss: -0.3187\n", + "MSE Loss 0.0000 CE_Loss: 1.3862 KL_Loss: -0.4091\n", + "MSE Loss 0.0000 CE_Loss: 0.9876 KL_Loss: -0.3268\n", + "Training [71%]\tLoss: 0.0102\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.3540 KL_Loss: -0.4001\n", + "MSE Loss 0.0000 CE_Loss: 1.2062 KL_Loss: -0.3530\n", + "MSE Loss 0.0000 CE_Loss: 1.2018 KL_Loss: -0.3466\n", + "MSE Loss 0.0000 CE_Loss: 1.3583 KL_Loss: -0.4013\n", + "MSE Loss 0.0000 CE_Loss: 1.2254 KL_Loss: -0.3575\n", + "Training [72%]\tLoss: 0.0127\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 0.8693 KL_Loss: -0.2996\n", + "MSE Loss 0.0000 CE_Loss: 1.1273 KL_Loss: -0.3551\n", + "MSE Loss 0.0000 CE_Loss: 1.1354 KL_Loss: -0.3547\n", + "MSE Loss 0.0000 CE_Loss: 1.2284 KL_Loss: -0.3729\n", + "MSE Loss 0.0000 CE_Loss: 1.3862 KL_Loss: -0.4090\n", + "Training [73%]\tLoss: 0.0115\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2548 KL_Loss: -0.3763\n", + "MSE Loss 0.0000 CE_Loss: 1.3843 KL_Loss: -0.4085\n", + "MSE Loss 0.0000 CE_Loss: 1.3114 KL_Loss: -0.3905\n", + "MSE Loss 0.0000 CE_Loss: 1.2009 KL_Loss: -0.3378\n", + "MSE Loss 0.0000 CE_Loss: 1.3471 KL_Loss: -0.3968\n", + "Training [74%]\tLoss: 0.0130\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2116 KL_Loss: -0.3711\n", + "MSE Loss 0.0000 CE_Loss: 1.2855 KL_Loss: -0.3851\n", + "MSE Loss 0.0001 CE_Loss: 1.2681 KL_Loss: -0.3743\n", + "MSE Loss 0.0000 CE_Loss: 1.1385 KL_Loss: -0.3439\n", + "MSE Loss 0.0000 CE_Loss: 1.2075 KL_Loss: -0.3625\n", + "Training [75%]\tLoss: 0.0122\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2809 KL_Loss: -0.3738\n", + "MSE Loss 0.0000 CE_Loss: 1.2848 KL_Loss: -0.3744\n", + "MSE Loss 0.0000 CE_Loss: 1.3731 KL_Loss: -0.4052\n", + "MSE Loss 0.0000 CE_Loss: 1.3516 KL_Loss: -0.3986\n", + "MSE Loss 0.0000 CE_Loss: 1.3583 KL_Loss: -0.4019\n", + "Training [76%]\tLoss: 0.0133\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.0174 KL_Loss: -0.3302\n", + "MSE Loss 0.0000 CE_Loss: 1.3738 KL_Loss: -0.4062\n", + "MSE Loss 0.0000 CE_Loss: 1.3265 KL_Loss: -0.3933\n", + "MSE Loss 0.0000 CE_Loss: 1.2754 KL_Loss: -0.3779\n", + "MSE Loss 0.0000 CE_Loss: 1.1236 KL_Loss: -0.3409\n", + "Training [77%]\tLoss: 0.0122\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.3373 KL_Loss: -0.3964\n", + "MSE Loss 0.0000 CE_Loss: 1.3502 KL_Loss: -0.3989\n", + "MSE Loss 0.0000 CE_Loss: 1.2487 KL_Loss: -0.3706\n", + "MSE Loss 0.0000 CE_Loss: 1.3817 KL_Loss: -0.4077\n", + "MSE Loss 0.0000 CE_Loss: 1.3399 KL_Loss: -0.3963\n", + "Training [78%]\tLoss: 0.0133\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.3186 KL_Loss: -0.3928\n", + "MSE Loss 0.0000 CE_Loss: 1.3683 KL_Loss: -0.4040\n", + "MSE Loss 0.0000 CE_Loss: 1.0703 KL_Loss: -0.3271\n", + "MSE Loss 0.0000 CE_Loss: 1.2477 KL_Loss: -0.3685\n", + "MSE Loss 0.0000 CE_Loss: 1.3671 KL_Loss: -0.4035\n", + "Training [79%]\tLoss: 0.0128\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.1816 KL_Loss: -0.3444\n", + "MSE Loss 0.0000 CE_Loss: 1.0964 KL_Loss: -0.3532\n", + "MSE Loss 0.0000 CE_Loss: 1.3713 KL_Loss: -0.4050\n", + "MSE Loss 0.0000 CE_Loss: 1.3570 KL_Loss: -0.4010\n", + "MSE Loss 0.0000 CE_Loss: 1.1438 KL_Loss: -0.3325\n", + "Training [80%]\tLoss: 0.0123\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2790 KL_Loss: -0.3860\n", + "MSE Loss 0.0000 CE_Loss: 1.1857 KL_Loss: -0.3613\n", + "MSE Loss 0.0000 CE_Loss: 1.2193 KL_Loss: -0.3766\n", + "MSE Loss 0.0000 CE_Loss: 0.8322 KL_Loss: -0.2794\n", + "MSE Loss 0.0000 CE_Loss: 1.2224 KL_Loss: -0.3677\n", + "Training [81%]\tLoss: 0.0115\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 0.9903 KL_Loss: -0.3230\n", + "MSE Loss 0.0000 CE_Loss: 1.2005 KL_Loss: -0.3464\n", + "MSE Loss 0.0000 CE_Loss: 0.9080 KL_Loss: -0.3037\n", + "MSE Loss 0.0000 CE_Loss: 1.2749 KL_Loss: -0.3779\n", + "MSE Loss 0.0000 CE_Loss: 1.0901 KL_Loss: -0.3477\n", + "Training [82%]\tLoss: 0.0109\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.1152 KL_Loss: -0.3247\n", + "MSE Loss 0.0000 CE_Loss: 1.3014 KL_Loss: -0.3861\n", + "MSE Loss 0.0000 CE_Loss: 1.3766 KL_Loss: -0.4064\n", + "MSE Loss 0.0000 CE_Loss: 1.3197 KL_Loss: -0.3881\n", + "MSE Loss 0.0000 CE_Loss: 1.2760 KL_Loss: -0.3808\n", + "Training [83%]\tLoss: 0.0128\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.3861 KL_Loss: -0.4090\n", + "MSE Loss 0.0000 CE_Loss: 1.1998 KL_Loss: -0.3644\n", + "MSE Loss 0.0000 CE_Loss: 1.3374 KL_Loss: -0.3944\n", + "MSE Loss 0.0000 CE_Loss: 1.3841 KL_Loss: -0.4085\n", + "MSE Loss 0.0000 CE_Loss: 1.1691 KL_Loss: -0.3409\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training [84%]\tLoss: 0.0130\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2213 KL_Loss: -0.3515\n", + "MSE Loss 0.0000 CE_Loss: 1.3846 KL_Loss: -0.4086\n", + "MSE Loss 0.0000 CE_Loss: 1.3098 KL_Loss: -0.3896\n", + "MSE Loss 0.0000 CE_Loss: 1.2630 KL_Loss: -0.3695\n", + "MSE Loss 0.0000 CE_Loss: 1.3722 KL_Loss: -0.4049\n", + "Training [85%]\tLoss: 0.0131\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 0.8350 KL_Loss: -0.2867\n", + "MSE Loss 0.0000 CE_Loss: 1.1941 KL_Loss: -0.3586\n", + "MSE Loss 0.0000 CE_Loss: 1.3166 KL_Loss: -0.3922\n", + "MSE Loss 0.0000 CE_Loss: 1.3805 KL_Loss: -0.4075\n", + "MSE Loss 0.0000 CE_Loss: 1.3656 KL_Loss: -0.4035\n", + "Training [86%]\tLoss: 0.0122\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2260 KL_Loss: -0.3645\n", + "MSE Loss 0.0000 CE_Loss: 1.1998 KL_Loss: -0.3340\n", + "MSE Loss 0.0000 CE_Loss: 0.9488 KL_Loss: -0.2993\n", + "MSE Loss 0.0000 CE_Loss: 0.9008 KL_Loss: -0.3094\n", + "MSE Loss 0.0000 CE_Loss: 1.2663 KL_Loss: -0.3757\n", + "Training [87%]\tLoss: 0.0111\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.3388 KL_Loss: -0.3948\n", + "MSE Loss 0.0000 CE_Loss: 1.1887 KL_Loss: -0.3528\n", + "MSE Loss 0.0000 CE_Loss: 1.1454 KL_Loss: -0.3550\n", + "MSE Loss 0.0000 CE_Loss: 1.2095 KL_Loss: -0.3391\n", + "MSE Loss 0.0000 CE_Loss: 1.3862 KL_Loss: -0.4090\n", + "Training [88%]\tLoss: 0.0125\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2660 KL_Loss: -0.3679\n", + "MSE Loss 0.0000 CE_Loss: 1.3194 KL_Loss: -0.3923\n", + "MSE Loss 0.0000 CE_Loss: 1.3844 KL_Loss: -0.4085\n", + "MSE Loss 0.0000 CE_Loss: 1.3773 KL_Loss: -0.4065\n", + "MSE Loss 0.0000 CE_Loss: 1.3426 KL_Loss: -0.3962\n", + "Training [89%]\tLoss: 0.0134\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2302 KL_Loss: -0.3633\n", + "MSE Loss 0.0000 CE_Loss: 1.3556 KL_Loss: -0.4001\n", + "MSE Loss 0.0000 CE_Loss: 1.3662 KL_Loss: -0.4037\n", + "MSE Loss 0.0000 CE_Loss: 1.3759 KL_Loss: -0.4062\n", + "MSE Loss 0.0000 CE_Loss: 1.3421 KL_Loss: -0.3970\n", + "Training [90%]\tLoss: 0.0133\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2364 KL_Loss: -0.3690\n", + "MSE Loss 0.0000 CE_Loss: 1.3862 KL_Loss: -0.4091\n", + "MSE Loss 0.0000 CE_Loss: 1.3122 KL_Loss: -0.3870\n", + "MSE Loss 0.0000 CE_Loss: 1.0240 KL_Loss: -0.3152\n", + "MSE Loss 0.0000 CE_Loss: 1.2480 KL_Loss: -0.3682\n", + "Training [91%]\tLoss: 0.0124\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.3197 KL_Loss: -0.3894\n", + "MSE Loss 0.0000 CE_Loss: 1.2241 KL_Loss: -0.3452\n", + "MSE Loss 0.0000 CE_Loss: 0.9064 KL_Loss: -0.3027\n", + "MSE Loss 0.0000 CE_Loss: 1.3776 KL_Loss: -0.4066\n", + "MSE Loss 0.0000 CE_Loss: 1.2399 KL_Loss: -0.3730\n", + "Training [92%]\tLoss: 0.0121\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2531 KL_Loss: -0.3739\n", + "MSE Loss 0.0000 CE_Loss: 1.3245 KL_Loss: -0.3899\n", + "MSE Loss 0.0000 CE_Loss: 1.3840 KL_Loss: -0.4085\n", + "MSE Loss 0.0000 CE_Loss: 1.0680 KL_Loss: -0.3476\n", + "MSE Loss 0.0000 CE_Loss: 0.9737 KL_Loss: -0.3230\n", + "Training [93%]\tLoss: 0.0120\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.1997 KL_Loss: -0.3301\n", + "MSE Loss 0.0000 CE_Loss: 1.0761 KL_Loss: -0.3139\n", + "MSE Loss 0.0000 CE_Loss: 1.3190 KL_Loss: -0.3887\n", + "MSE Loss 0.0000 CE_Loss: 1.3731 KL_Loss: -0.4053\n", + "MSE Loss 0.0000 CE_Loss: 1.2917 KL_Loss: -0.3791\n", + "Training [94%]\tLoss: 0.0125\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.3065 KL_Loss: -0.3882\n", + "MSE Loss 0.0000 CE_Loss: 1.2432 KL_Loss: -0.3728\n", + "MSE Loss 0.0000 CE_Loss: 1.0648 KL_Loss: -0.3114\n", + "MSE Loss 0.0000 CE_Loss: 1.3227 KL_Loss: -0.3890\n", + "MSE Loss 0.0000 CE_Loss: 1.1713 KL_Loss: -0.3288\n", + "Training [95%]\tLoss: 0.0122\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.3066 KL_Loss: -0.3906\n", + "MSE Loss 0.0000 CE_Loss: 1.3600 KL_Loss: -0.4012\n", + "MSE Loss 0.0000 CE_Loss: 1.3524 KL_Loss: -0.3993\n", + "MSE Loss 0.0000 CE_Loss: 1.2822 KL_Loss: -0.3822\n", + "MSE Loss 0.0000 CE_Loss: 1.3206 KL_Loss: -0.3913\n", + "Training [96%]\tLoss: 0.0132\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2594 KL_Loss: -0.3655\n", + "MSE Loss 0.0000 CE_Loss: 1.3380 KL_Loss: -0.3947\n", + "MSE Loss 0.0000 CE_Loss: 1.2999 KL_Loss: -0.3882\n", + "MSE Loss 0.0000 CE_Loss: 1.3310 KL_Loss: -0.3931\n", + "MSE Loss 0.0000 CE_Loss: 0.9987 KL_Loss: -0.3166\n", + "Training [97%]\tLoss: 0.0125\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.2396 KL_Loss: -0.3728\n", + "MSE Loss 0.0000 CE_Loss: 1.3249 KL_Loss: -0.3901\n", + "MSE Loss 0.0000 CE_Loss: 1.2787 KL_Loss: -0.3811\n", + "MSE Loss 0.0000 CE_Loss: 1.3030 KL_Loss: -0.3826\n", + "MSE Loss 0.0000 CE_Loss: 1.1216 KL_Loss: -0.3186\n", + "Training [98%]\tLoss: 0.0125\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 1.0935 KL_Loss: -0.3315\n", + "MSE Loss 0.0000 CE_Loss: 1.1699 KL_Loss: -0.3386\n", + "MSE Loss 0.0000 CE_Loss: 1.0403 KL_Loss: -0.3401\n", + "MSE Loss 0.0000 CE_Loss: 1.3088 KL_Loss: -0.3910\n", + "MSE Loss 0.0000 CE_Loss: 1.3786 KL_Loss: -0.4068\n", + "Training [99%]\tLoss: 0.0120\n", + "Learning rate: 0.0003125\n", + "MSE Loss 0.0000 CE_Loss: 0.9326 KL_Loss: -0.3141\n", + "MSE Loss 0.0000 CE_Loss: 1.3366 KL_Loss: -0.3960\n", + "MSE Loss 0.0000 CE_Loss: 0.8690 KL_Loss: -0.3012\n", + "MSE Loss 0.0000 CE_Loss: 1.2673 KL_Loss: -0.3737\n", + "MSE Loss 0.0000 CE_Loss: 1.0179 KL_Loss: -0.3301\n", + "Training [100%]\tLoss: 0.0109\n" + ] + } + ], + "source": [ + "import torch.optim as optim\n", + "# Define optimizer and loss\n", + "lr = 0.08\n", + "lr_min = 0.0005\n", + "optimizer = optim.Adam(student_model.parameters(), lr=lr)\n", + "\n", + "\n", + "mse_loss = MSELoss(reduction=\"sum\")\n", + "ce_loss = CrossEntropyLoss() \n", + "kl_div_loss = KLDivLoss()\n", + "\n", + "# Start training\n", + "student_model.train() # set model to training mode\n", + "\n", + "\n", + "# Note from (https://pytorch.org/docs/stable/optim.html):\n", + "# Some optimization algorithms such as LBFGS need to\n", + "# reevaluate the function multiple times, so you have to\n", + "# pass in a closure that allows them to recompute your model.\n", + "# The closure should clear the gradients, compute the loss,\n", + "# and return it.\n", + "\n", + "epochs = 100\n", + "\n", + "loss_list = [] \n", + "\n", + "for epoch in range(epochs):\n", + " total_loss = []\n", + " \n", + " print(\"Learning rate:\", lr )\n", + " \n", + " for batch_idx in range(5):\n", + " \n", + " input_data = np.random.uniform(low=0.0, high=np.pi, size=(1,2))\n", + " \n", + " optimizer.zero_grad(set_to_none=True) # Initialize gradient\n", + " \n", + " output = student_model(Tensor(input_data)) # Forward pass\n", + " target = Tensor(qnn_teacher.forward(input_data, [])) # took a Qiskit QNN object defined above\n", + " #teacher_model(Tensor(input_data))\n", + " #print(target)\n", + " mse_l = mse_loss(output, target)\n", + " ce_l = ce_loss(output, target) \n", + " kl_div_l = kl_div_loss(output, target) \n", + " \n", + " print(\"MSE Loss {:.4f} CE_Loss: {:.4f} KL_Loss: {:.4f}\".format(mse_l, ce_l, kl_div_l))\n", + " \n", + " loss = 1.* mse_l + 0.01*ce_l + 0.*kl_div_l # Calculate loss\n", + " \n", + " #print(loss)\n", + " loss.backward() # Backward pass\n", + " optimizer.step() # Optimize weights\n", + " total_loss.append(loss.item()) # Store loss\n", + " loss_list.append(sum(total_loss) / len(total_loss))\n", + " \n", + " if epoch % 10 == 0 and lr > lr_min :\n", + " lr = lr / 2.\n", + " \n", + " print(\"Training [{:.0f}%]\\tLoss: {:.4f}\".format(100.0 * (epoch + 1) / epochs, loss_list[-1]))\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a4271f79", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Parameter containing:\n", + "tensor([-1.5702e+00, -1.8719e-03, -4.1066e-03, 2.7337e-02, 1.5715e+00,\n", + " -6.8814e-04, -5.0672e-03, -2.6600e-02], requires_grad=True)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "student_model.weight" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "38c59bf0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "

cA_`IlaB+S;;TSLHzJzEBa$@o%)~Tk&e_lZV zUk825UN3P|fpE*qe-1dr=?B_WdWWO!M^HeW@hCSVW~?@n(Z1LEg+HUGjAH>jqV~Xp zGx51|3kf+mo1x*kBgir7-|1AgHoG9pwrNvV{rP#z?89vo&f=iz^)=IRVSFHWdmx%@ zNM(sk`|+FnRxkK7TtY=+Ink2!!$0obqOC2G?f&Ieh+My7C8|XX8BVI2`VWovCQQT0 z?R9~#l`%E8<@1m#*@sMHd>PdOVZ9vhc7K-9T|bm=!t#oC9CK-4*w!NRqYTy9dT7Gn zVx^vUId2L~x03eVa%;sUcdttM1B!DAkhiUy&dEx`Ek<{}8w^&dhXjh9aIWvsB1FSc zNo#$54J&F|Y^3NQvQN*L^hib1O*RPsahiv|!ocHdj*I5^zqQT$j-1||Pjl)(Ho>G` zC<&z2%=FEurAi1X>0Z2<2nvgCLtB%84r*O~#Fb2V3GOxFM!meRAqzPi=cX4;br>FizBXnZ{8jyW6}qqkKxZ#iXngW)g6485k}F0~wX^zNzT- z@vTJi3?hv3p}QVH?KKdf+qlGYWOH20*edCLLo^=L(7?5ip=z=u{20A4DEWL+QghN` zLU!~Z3~w{G>4e~Qcl#prpb0RLLk|FpU|=R(UugASe)uM|7CNn_-n=;cesL-ZDfnyy z8|_Jj^%>=Vd^3d7%rC3l%9~3V==$EbR(U2CifzP8lp`xYSgiK``s2;9JlAcc;KL%O9%!QJzv{6>dHlecB6uRzfwC23iI?QXpqVuz&DQ?k4eKHAiv zw|gd?yc7Ro0@xx?P>v)r*&p_#dRC>b_KOQHHk1PgGW@H*xNDm1gn6i9mWfK&$JoD|=Q~3poJ_ z?O8%q!mIz-v`wT1ksHE6H zD_t7*+bFa*>yYZRg@DhQM#pCl=X)bt0+7|}D4*4pVG5-^y-5uq-;xLJTcA{^?8h-y zTn?3El2}Qhz!v>)=Qp1O?d}|RLUKIVlcms+YB*kALqLkn2z+V00=FMXMY_Ni^Erh0 z8Sx4bTrMYZj;vvF>kA*DABDbO^(1SW#i8GQ);eZWC`kLorV;;)EK~Q|pDW0qnx+Tj z?DTgTSUn0d9l~em9OdC*`_(Gge{5v?X0G&0$a{Xp0MfjYeCZ)fqN~)PX-^2cvk>5e zoD0vc{1rhah-8fDwKp>-NVxP5=Nw4oT0R}0QUB~(G4Mc1*s{J1NX2_+v0lm9;=FBr zlF$2-Gp)p2KB*#J9Kex?i4}PLT1bR8Zkt)?NzQMFMfWRae0pg+jkw(l!t_+R>z26B zs!aE%yihe0;=CJl16Tm;Q5!x-n5N1;$e$5|))sk#4BmG6XFtDmz`)-xe&9qRG{@im45A?siuLFq*m8YG{|EXpSO3W zwK~MtBD*Pfsf+YGGVfAQBm_a(9oaj2l6FV=jOJSTTkT)rN-<8s@#ur^ey)ix?D$6g z3{VOhm>$yOe8TYZ#gA*eyiI1hc+0nAgAlstI%kf`F!`(zfBPNzj?NHB!v~F_<4uIh z;*f8uOc?#3v9WMJyo|{I@#;?O&Va{B$JnFiw`z|jRjqQB18M)diZ#BM6B2|`td>B* zJnGe*bzBiickJovV<_bnzY53J(4K-iviXc7G_1B<(2>{2yYbpp*XQe&X@}(a_6eI` ziGNFQQu3Oj)~xw)&L_mO<+(lSr>YCW9b9*ZCqrsX$QUoZeWL;b*&zNC_JQe|GGBrp zhQZH>KB;&KPq>P@ED=z($2KMuL8PQj0#QmGTB~ddIJWc7%-rIYL7rf_XXB3q_|Oq7 zH~VqKrmq=;y~4bQ&F=7q z`;5rUVl@z=(GjNGvt)kz=IJA6=Vv*>-@a}~{uDB>PtIIfTU&AQ>J(lP2`h1eif0kg zt9%a3`=EdYp*RR7AEgqDT8#f$gb{sBcN8CxY@Q*=-Wg3?m0eXyfBSkgvc)Ts{3g3W zNLg~A-SI3=OzPyg7>42(cuMGDrV7fZY1Vkq0gYErrC1tsZV9I(d(U^JjjyM#`4554kp|#YK0PS5$g?gVpe#lYA$v>+<_=nf6Ju_sQyO~=+Kl!_<31nOHTFAsdo+*}HD+!x<_xAB z?7Vmv9Vf6EmwjTT{Ur|n+cRRE--nt$?c&EtUk{C`mQv*RD&1k^DnjGnwU&{nos(rk z?lPO`AHO;qwdc3;H07sqZTSSg^A=KVtv}TDQ zwi+!(i&&9R1SMjR+CpgUO>JWD+C{Bu{f_hEygKK_xvq2mgIe|vvlt_%K@ z2t@oPzk`b1-6G&ZK?H@j4!vb<+>EwzO;bK6r3s!WRtB=)f9AsPf**#8L@{t;Ddv zz=6xu^(sPX6+^&&3l~TaZB+>7xR?um^S$Pr_@O>6`oy)k4 zd3$`_HbqZpc*7SMc@8$u0{jT(_>v>FfybJOz#o`f|M<126=@A15C*3EsuAq<$y*%rW8L zLw_6N8f4xp)6|Ue6n+d!#yBAiMn~lOS75h@!1|WwBunmebPzxcM3JHxlYH;pl4~%b zQ!6W*6pzn}6j$ZFBlCSiThP%pIqChWHIEtgBtIII zLaEO9L@G+N-fu?IAVUDObnGvTL_)6)eLoF&e};=XW~?o`pGH4l>{+P8SY(P?#2KYV z8pj7t-<~tjTt)cm$WHr)NqkXtLsMqh`M#xt_EZvQbtBA9wXc6=WyWX?f>TmSv!F{Z zuNkGlkD-X^=7~q-4(Um$a7V*tZ|bQYL(JQ3%I=*XXB9S^F8o*o2CS}oa9Z@;s%c=o z;VOd`ZIgdNl1u&4Q@?*?nY|NvspH_Gqwig6@4i9=66qlV1YhDmDwf1z4OqooWkt}#TN$cFZ9tKZ2hwCygqUwKH6%<#EBFf*7vc~$HQsPX$Yel^ zF>vy&XGW2Y*r!|z9A0->hCkzzL}`C4cf8vmar8Z>6%-#)=HM^A?CpfAs+#N}^bq3DpuozGYHd-VQd`wZ=a9l^nx0C4Uu+MwZkw0+ojQZ%)RIeVXBd zLMIKQFD{)Ke~tG3M?|9eb|_7@xfLmI`M3K?a0C~_s*lrmfKT3s6I0@Al>Mh~q;$(x zm$@r@b0&VomgAe|`s3xFin}~Xwt9zx`&F8%=1Z^f0jx${rdaGz04i1Ax&<4;JMTS3 zpw!wgya|lDbfryuy~uR3RrGGLZeE|w;?(n~@<#iA2bKRv^nVa^;F5};e-h-+fB*cy z|9`3|p{(O~@lpoFK@h`ZuTNXzZp}{NP9vqZ)yZE3i+M6WzbD$&3vD?TT9@rUaO`@U z9ut1&(gCW67xI;|PT1d#9N*H61IT>U?q%~Zwuxo6Ea}p^AG2x$EsQ=sT7QJY1abFF zfG|5bWQg7ynkO(1^O-Ihjc^w$5j2PS10l;?p*kU*0rlTrSzX8EJ}6-&9s!T+*6DwK z*6z!QfSq@U?&Fs>MH&?P#yKS__Wpx^_50_|&*l{UzO{rt9P>Q$pSqE_%w$H+gxbQy zBSbp^X>XODG|v(Wpb@v1xf!CnBO8s%Dv|k3RE(iIzh)v1q5EgAePJ*dOZo#L#Xww8 zMLq`zCfGx!jZ8^Xxg2?<@h04?&7r~|T*5(aZ!8;SPi=)ce z*8R9GJzw)iS8-Kd+ZN{SPo=di+%;lD)@`}O$xA8|w4$1GKbI0J6RL1Ovl?RN3Ik)> zfixAtI)R%}9-BhEhxOyi^0_SmsKc>8Muof9;nhX+yUlt-foT?RYC5Ha+2kL`n4x0S z?)he#)-JB1n&qT>M1@ks^~+)nT6UbN~4tI`rWx9#4)2P3{+ z_8wELcIVXonx4_V=^S6Oa^mkE-pXJrD3jM_qa&0&QHmyG{_f8%pkXr_tpur9yhKon z=}%PreqQtDqc$Q~Lst;I_|mg5JK+7hkfvL!v*l^sX01uKDJFRZ#+W1GtNwT^uGwPB zr||ruV66ob)_5j4G+>FBa(6aEBmj>@%@^}9AM_Wh2y(uB6?t+$&ulg>*yL>m2_xHG z7WCHPSfz#z(nGXBJQ?h~q4B3KN8mzlz+d9X&oZHU>mqNJ8G^W`fMv{@Z^rv#49DY@ zPc>=Bi5^yYGT)C79H_2+{ek?P{p0OWI2(;6h?W#vEzeud&nlh&*na>-9LkOLvI|D> zs*?%pd~G+G#(#UEP!;3vRjmbR_RK2+Uj-UdNmvgvxi*Rqtvnc!2RN~=RPnai3rG2S z)NfhkkgJRvn;1o9<_dp{9_Bx(cQ)z)+4`LF7HovjtTC+bjt~4ai>r{s2{a9uE^}{| zJgv-qF56lLGrCBBF2*_7%Ul1BwE?px^wZYD!0fAP62QZgk>`!+!_sFT73bfRzJ{Z- zW^P3AxMNDxMXWGaiAWz?R_gO9we8gQx(6NSkib2%+F~w&ofel z@mmQ9R^_qSS5$X5S=DL8zq21sYuOFvnnTD}%OWo@gM0_!yy!1$+1c|KK4*Fk{jcK={6iKUSQ!MZ=4=(e=9n~4 zsIho1x4eKo_0$?NBO}J`{m!a-9OSinlY5-hN&3}Iq2fnv%fzY!-T0|KCueX+b~&5& zZ1#XWVQ%O%OGD}xNM@9E0B$v#7plJ35kQ|gUE(jO1u()(-fR4X9U*2|kNq6c`c>6z zp-AalHx;?IbH~kIU$5G79Qktr#8J-BzBhGT)0?Mwbwzddp>KjI92; zo1WJq=}P}Lq9ViMy=0H9-?ECDHEq81mk973XSxj~#_h47{sky?(7Sq4(=_=OR!5_Syp~#ue&t zwq--dtSYa;;-QNG3yVKBFN*n{^cZ3dtXOAncZ zf$~Mh5L>3u-C>}hcRZ+Ppkkq_cviPkKRwXg@T%>_gMgSNt3Yr!`3qJM*^`&fpWhD| z-g)mcWv~0oE}>*s(EmEa8LBfv;pQ2x1_%^HTzhy^OSl?%wV=Cy`fSFF=-ApK^Hwj$U-{*jr=!evsN_6mCA2h=_md;Q zLA4y{6X?i6Y!@!nx#J*SU#(x@D6@b|HIKjD?=p8tIOf4{?z_oUa4!bx}XoHGRKA|Ha3p+5|gWi^!Y;3s25+y_9lm?XWn;&c-cGA;-waN+Q$sHGT&csgt^3@rH zJ;Z&f;j8a&9v`}o!o~1Ro^{1_bLWi07{uC|2Z*a*C@sy3bfb@UK7e%PfaGqS=-Ss` zH}S7Syfzzlf{tRlbPMf~rNSD@@4AVFL=$a31JpbIr!JW(NOW-b*H}ORH9jENQdS znj0|J)jri+&J=Vbh{$yVpFc9MUOljA4@lN6f*^K{7Zi4%Sc7WbIOBkec>*+JFH5X#cXpG~I!V_g-&ygJrFp4Vw$F$k(j+Hk%hNdiLwsFf z_R3kjZgJaWRfVwMwJqgR&zk&pTT}WyrB7YS%*raZB`I@0qzj}&4O3#$VW6}4c_S~n zbmDme5OW`1kv(FtB`v6Cd4VRW;d^k5jmuO?v*t*+4EkQXDUo;$2 zu!yi03U^K{itRK`=jBZot0|E)Eh(xlQV6}cFh$$!)D`3^t!kxF8*kl8rf%skITbwk zRS~J#SLV)wv@XfjVm*(1>%#OEazezYC=@Aa{f3`vPmdR@1X7`K^Ym%wU~I|qF($Z<&h8=BJY`4;{j>fW4cv&V!N?>wiVZBo@q_)^;Q zGy?vL<@Zs_~(v&pO2S1oBDS) zzN{lODOfE!8z1+4gMx!ziOcX=7{hm;rW+H}F38prsrGLW!NNzDz}W$eOyicEqCBdm zE1is16l{xkH{RxA_0}l{%Le;Iy{aU3-95ui*Mvt!F+Lly6v=k z=lJ>P%G0$(UDgnxrFx3Xp6Mz@x6dx4$3OD21Wb+GoFEMp+taK6bTn zCGP$PL9oc!Lc9^~ndl_Q8`t6KY;%4{)c#x%y|O1rD?w|0F12yioR#YS0|v7`;giEj z2g+-q`n#Wj<_JL@(?COScK8c>vrij1UMX&Gw>7M07C=cu*8~7|P{oZl$01 zdQCucy4LGFX!iSgpvb1~qbc*GH>l(o$5y8er-uP)h@WW}*1fUiM=$<7^py`9mpSEb zLTK7cig!iA8NLxcA|lAst_`mSFY8Z|qU=H#IKc=OPq>YQS)cs9?cY1bb3gxNYC*yv zEHI^~5W83(0Dg9rnW^q=`D;bcu4agkCel zIG!Z?TE2~mWy`}5F5?IcMKNQGA~Q#rr^(zxl@G?BO7!~w3@$rZ11k!NI4p(I$H+9P zS{d0{1_^#U5MO!d2#2NE6+)~TG>6R#O2&QcDX(10bgg>+j$U{X!)Q6tsQqf~pMbtYtli zN(z5GL|iE+G`xy+@-Wm?2x(}i@Nn`v-xp${4W~P{F1eH=*{hqDvo`J?W)zCfy6>qU z?49JXT)R%tP8o<)#rBT0dMMV<)J;p;lx6Bmj4eIevY4>^`P;(YDrY6wRf__#&OJyT zXPj1D;szN6tU6VZ@*ORszz0GHdzoel2?;S7`7ezjIKxq%mSAHZ{Jq+m1LzU4#H1N=)DgXFYNVBsB7-#Pge9Cy+3pBxQWXC^Mr~}-7n{=dB2}4ZIce#>mpIl zZ2C9fgZXv88d3qMakrYh?9cP==WiP-%H4Nv(TVQV9baEM-rfQ~Jr@3WUzHiCALw-2 zOJ|$Zu_~l5sAD%3vTzz_WI*tlNZ1TIsdv-lO-0nY@m~81_Y$9l$}pwz7)7y`03~Wm zr1{m269~q&PyivdQP?D15}e*_)(Hx(>JJk?;fvvEi1#Ves=IH&ea|z~nQ`M)a#-cE zySX(q@w(X53arPq&`0}&IohuSh<8Q}(#d-Uah%!&U@P32l>YerVI3-akX0?KQ}M(` zm#yPvO7#en<|@O6(>vO?Y`LXw7dh19znPt6-a=W6_(=7XxN+ffU+kjv4 zdxPMl5_OZ#9|_s|E(^HK?YDIWS#|O`Eqn|O^=a9-+$T<#FUzj2&06!Z=B6~()}~qU z+wPL4N2J%89>zE0sqiK ztyPrZXqnp6T*Ivv##~eSB!WeMm$uQsPrY)Pb`1BMGbKu+dMy=Ye%`2fr1A7;`|jLmtlA;r>9zD~8QJwx+(SyGX&2 ztfE0dB>OW%bm4gBw-$wj68@eUBWN3l?^v;F_&7sGFKtSD{}KBrd@5h{xf5?F7izOD=u>E z2(d)es|Sr9)Os4{%+6^T{a!J5tDoWd%h7w6(Mo)7!LRReZEYRWhJd)#=WAH%Dh>38 z97o=|wh2P!Z~th4FFmYweswA@md6cqC+uHPk$0wYx~w3s(}`Yx)GKU-XWh3$?rGhL zg2A2X1^Q2c;Ft3SfjkQ`xMdeNB&-aTtFcX^VwjZS{)d|Gp{krlj~k_dTbh>JIz;T=PM z#Kp<+G$i-+*ZP%DeC=K0k%;DIj^KMJH(QtZPDpQ3^s(Qf`Z-x>F(9mk!1M1?RWcwL zkljm6bSF)&Qt%cmhqj+xvetVz1HJbZL)rBY4RvziK7u#)e;D!6?(Y>*()rN+y4u+I z%O-PiCAjY2e?+%J>-dki2F+lPX~Z|NyXF}3QGxDPQwnCBR;7uD(!t!)f^o2B9b=4a z!MBftg96WkeuI@A);oQ*8_1nv4hhcW!)?Iq?|0&1$wS0B4=AXWAwoTLU)^g6^E&~D z&TV=Z+NDEuDng8qW;Q?me1^#$Q~B+YKU|Cuy32%pwCtV`M-NO zV&6WG2nAyngW{GBB>>NQ*-^B0qm4sWGRdnzRqlJl^Le|Pu3A*@hq!)lc0mIXA3BW>##=tO`?e@X%(;0COT&@Ck&*H2X%eHn z;2lPCpS+rot?IlMs8H|Q!cC%^GmJ$Uev3Z zH&=G{7oxi81mY=EDt7S$zPOo^$|IJ8?sGi3qxp36ePph>bq{ z=AKU@UOe+G`r(7s)cV;--%}#hzN*DPH-0KqbM6XNz3g{x2U^XS`eU}l>W+VAdCjp_ z11l$azAcGSXm7|Lu}U_U-saffruhHmDY-3q;fA9)KaS}Ci`5wq?pS7TV-D)og=Z6)GgHuk?B!dQFGQx-tjb~+$;VK5WxJTwtZ&nb zb2$9dipu$qD1V9Um;Q&_(41;gXB!(Re56KK31OpiI;wPvLs%82satKN^t%AA9}?a7 zr&J;noX5x2G}j8!5YxVVz~Rr~$*5eT3|am5IGmvHlAUt%m?Zjl!{k|(B5A>-Hm{H( zbH=J_9N^WG8$AsdX%9o?*6849XPfZl`Z2LJ6C3WBMqcbpH|s@X;%sY;W<3khsght{mZGSl}Fb(~2D2=S3n8=V9>w;iZ1m`mwAz<)`+*uX8-XMvoEw5nr7AsYEpz-3DEP=_Z zS}nAu*Q1dV5t08Qg}RnbW;L#4gyNwE+1hi4%iOLu_OTm!w{(qb`NM)7WWH@_J@ba7h`RNkjF?;VTM;bMJDmtuFHaht$aNXT zkT=#9fkJ>7#vc9h%xH2*rr-&(U^5>XHrvvI6$>9f3rYVa{V@tJQewM&8BTG(<(mx% zLYaewv6T5fksxcP%m>k02(ANI^Nv51K$h6YU)$g6@@B)Ay~3PM6J~S+y15e_{v+~x z32;zTl}YoUmPq0PFH`-Mn>wrzIKm%D_%P9N4e zmi>$SNfG>l?EGo^rpZ&XErpeb#Q68xqXH2>*4KjmV1{4}?kZDw9y_-sx^KcX$Wq^; zK)`~3;mqOWdRZ!@M_+(xfiyDM+8*$>wrEKRmQfPto0R9WFR| z76vhGnwAEaFx>-*0b1Wl?t&2Gvvq)dbC-q3+#Bp@_^)R+X-UO;7^N7C0zQB37?D)ai?_YN5+=C(R6sqMr=Ycse{Fmh0x__eL(HSGn zW#vRird|4jEa{uKv{Y9)G_AmAU- zHv*I2nlYXrApzh)nTi$o41N?K_qu>v9eC3d!e`rpg< zLrqdwTZcE7qopC>tk0DN5I0dy#PfPWUvhA@E~8+$g@vCPv{!!g9u?cf?E^<|>={Lc zmucqg?s!V^!k1H4MDUAL$s!=fYGjTqKjU3|x&7{iY(S=Ha{Rl}g%afZy#~1fl2=t1 zkM6K{pB-4#C9&>=vyTCi%xfrbPmF0#aS5oxYv8?WMh%vdD9Y_5prrX0>!>YxQ(w_#JYysrPS47K)idZ4Ta%R?sDv+%W! z2|jLw+6^IS3i+H0$TD;ZWmBeP~-)_t&exk4+T1wl|&6Cpap2mZf z^^#DGs9AV^AK4xHc`xoNwH%yuAH*bE<*ysPNjFREom@|K^-o%T?^EhnNVrov;Q#iM zs6>0VXz9;etpx)DEX-@Ybo*P)GHXC8_OL}w(3RzlV4_!IQB>cPG82TqJl`AHr#Nij zxud~~Zl=vaJssxhsJ`tJ^QpS!16?oCfsm%D3Tk@EJ_jOdjaS^kjtMwEWrL>;nRX=s z@vrY6wAjqo{A*YuQ(6`o*|hyfq}U_Z&q_riorJlJ95t+)ID1#S%$w_OIUMvM2;NM> zNgM8L^fh$$$~QG~w(?u|+a(k>NM&tayS2d$Y|tDx)UnEkaC>@pFjCe>jV}lGBNB4( z^(-vWibXenSEydVw^zI8kOt0!-3-DSEP9WX72w*Iql1{mdL7=3wU79q@=N)G`Wp_H zMb-xgRh$KQ1}2@!LI(Ce9?Mif-OA?X-6UHND$s`xkz6(GlJ^PrzT)%$wzg9n6W3Fx zI2s$O!(5F%2DFrti4SxB>k=+cVkd!oAe}WRV_~;lrXgI)P=<><1C1kXEj3uve&5sJ zKA7L~NJ5OAbmdr9%F`O*Ngx$_77dx2e}-QdIY?*v{oAN5X2xh5Qv}=i5D@~Zl-9@L zzsRLv!3*n*iUUu_n?3t0-P(PvWRE}v$gt@HzZ^dL&&{8QTB6)Q69MN_I7A6E&Q3gP zE6)k@rbo<*N6|fzv(gTFS5Y_CMdq9oA^7#*SQBOT2Xu)e_clw8?Qpb`YagFngoNKdyf`4!}iofLi*St)6{ez?t=*{sLK>UnM1RCg>n2$AePpYybx z`umyH%v8MHu#+TG;f!|lQs=1smt{L9DDek~TR6dIOJ1Yi!wBdRLqs2^576Bl zH**wIv6f&yA^|BCh+G9LJ{2%7&(rqZMD}w$MyR#RRaGWYJ2Sv(tWeai-dFBW%^T>>b~Q)8D?|wj}3@y1wEa|2z$IS-r>U3SZ8<%v*%beL)p4i z;h)#(#bO82EvqJ`Ml6plSj=?V=o? zr<5jxZs~(P^p_TIh8aybywaR( z_?Ky_NW2F0y+QYm<1X<)m3qP7-c8#}p z&Srl1DW7kv^VjJ!#YAww@ zl3oYL(9)XC;Y>pDqnS#HH>lMlYO6PeLg0C`97X`U8<3?~q^U+SStEMI6F^P6!A3(^ z8|-2#h*bhxolD*i>mhy3lcC0)-2TaNAxHIK*qvHrq}CCGZO6AxHYl9}K2trZ%4`Rt zU*G-ReFqwQQvWl6?OtR3kHc}oMm$7r_Jx!0*RSNKGKa-*;Kg1l`jLcP z7+oHQoqU(xaN%?PQ(VKfu(6KP(W36QaNHN-NZdC18FZ9(cUyjh%dqHEi7aE2uUK%I z^@O)kO>JOJYZe^G7TfqomLkYXNs0}mE?USacXK1LQRaswhgyv;Msd?h9g*q$&naB? zN7u&YGF(}=^AD;WsuFZ4dE>e6xvKUW0U~J2Zws~L$d|t(f0I7leAZJ{1vK9}(R|~` z&Gv#Hzi9w;HY^WG@@zADfFpJ%C%k{$4Gr?Y^ORF#5SA<>@0gfzRgI2-qsh-d9Fu6b zK;loi2#YbNDWWPybq?%+v%!Za4}$KUSFy)mek4H~l?jR)-$H^Fi(G?r1Tn@FX^->@ zvS85uJ(sZ3U+YqR#p+SGRlP|#vSiTSl{_&Y<9{SH=PTqh*%IfjvR0M9ll*f@Tqd&- z#iB5mY85#%JF>+>9WJNFm_jTeY-n@l7>j@Y1oe5vU02y%58KbF|)Kp5dyUADtfR4WxcZi9aGG;~qq1`+Y-+a@Jx(F|WlUaXXNd5S?mpk&SSxkzzML2Z|0 z$us2pV5FMIykt6A0zM-X2;NgDj!v;Uezj|VBnF^_hbip_? zmJ*IoWCBJ9w`y<%2mm&8uXX5ad|dVeACe?;Oo z!P?FtQ6z^)oTx0~NCvu<4cCc^mluejoDfA)zsrhGxqcAOHXC(KINb{ywAaZg{LE0? z*Dk)&);-0hGFk})%eT_psAGAi^C_-MRQrn2o`<v&=$2?KWDgsJvGS%}5gr67}uj<3x1NBOkMjp4o-J3xC{W%Z_ z%-3mp24U6n7-ksRT>BP)pAKx;fyO`=Bcxz5D2V%j(GmroRR5GD*T zBF5_D(n{+4-prAPUwYlc1^pHC2@2c&xooxaj zHvY$7B-84GGiHSV?ggGo4&vFJe)og8X)mPYp0lz@ntnaXtl0m(^}z_~OkbJaoEeyy z65l!zdv!!>vNH5;S|u-|_rb4|&1|i=api)=1k+7<1$6ZW68hjjB7!moR%1qfArJzi zMg6XEg{A#e|7QZZl`%gu%N+`ud(XhZ&yhOps=?yLEK<6fV|2%K;3{8lc4Yk|0xqTz z!zaB^S-T3EFOdp#YRnPfsF^58@ZIXIH>MLL5-#3s8WA^G(OB(ii+fhl<=5YfZs9aM zVaUHS2Qk;V`vfG~K;>D5JO-nG)&0~j5E6Cwsf7|GjBFZG-w_+@EQ~J4^?I>vp@7lsu=(Z^^P49_tCfWmE+qIgr(bUqRW zs`TVr{o~zby2iLJpi2@De}y&HPp^r(ZLSnC$%g-Sz}e7qp-cMpr+64*{#ocufb}z? z&Szjs0;j>ov!Ev~GODB=M0Zbof26e5S@ieS2CTlw;K< zLou*CAI{B)XMu0CGX1Q@GeL)Ac+<4xP;GxxR(kJxx_l>Zy7H|fQod8AI{EjxYiW6P zeiY(Rd5438bYaEQZf@z$1#dRAc*o*`Ud%0^aeVHj$PkDuFwtR{nVzMlL`i6!7@@D? zzGTN@-dSQ&A$=svP&~K1v@~iT?JI*U&t8hHk8xgCsx6O9)4{SRgpbn-bO;(^H5(b! z%dfb;Oxl!~w8W#=u*{RlVBf!Lw9!?_#x$y8H^hSm(>~+z7}dn_2%On_=n&E1I>XV& zDz`tzB|C8wOQ%FmWh2YAiCMn zy}mWoFMp#@9O%e*5ed2(4iLTl@xbg8$O5q!N%;b$u@5(XoB@0cA%5hWJ z)3dlxJ-Pl2*ruB<73lWq{;M=@-D1^aaWTE{S>ZFfSEOUJj7o`D-h3;s|3H8r2s1|F z(h$X8Pof3d6??pq&J1%Uuyx&OzY<_xelS8BH^+DTt6KZYsjOP=PK@fleu#N1_6Ey0 z2la$L#n!Lc82Gk?Z=Et}s#x)DQq~8Y$bDz1u*8E@(9+DTK3cd5VTU-f?3vIRdgH%+ z+gN@x036#uMVSSN) z_|yO-4JDIj4DHF~3;q@RI{ucr6#+I37JZq+IT6L#DV5l(Z^jGdC9qO%MyE5crRY(hjFOby_W;CYOt?Ws=!d{>BH*>Vd;QEP@ z#(zYGJA2D}-=9O+ucUL~x#zq=w?S0Bi5a6G|BHYz`Ts`1sD$){^VI!vjgtOGzkFNS zZ-{kamKg9z%+S(~b&L+`J%6TDX0JHzPqx-)qyTl1`yWCH^)GNT}2{%qBobpbzO zoeUB43nK$t4zwsU$M5Y`79=QzNoR{3iP}c|cw6GRm!8!1QO)fF?TY+W&rQ~&CpGUT zI|%WDrq0+4d5--y=oO=JfBR+p=3x-;;Tt8;x-6N}Ip!iWAc;95EXe-8qvErNFOpwY z%ACk;e|sZF5~S7ft@hgO4=ciLZ{>WVV9c654J`Dz(m~rP&Y-Ov)G6chy#drOeZt=P z{L|8-%V(?cN7R?$H+m+$DqOYZlb+IADlaTxN~yySav4;e6Wy@EvSpteC0oRaBGzjD zsvUbJu1r>VO1n(uAK&kquyvx6@ryu>b6rP1jlejx7)nNVDyq`98^Fb-_Iy@(H-Ydh z6qtvE$5p6driJ#+qA!48v6Y=<0$BZXSxP-5G+~T#!o5N}O$H`OZW$~szu5SFA#WjZ z%Km_<<|fpTeE9twt{X@cmU#X>$v*7SIg+@)r4T$!gtcy1B+1c+Fyg~N%1O=gF?Dh zSjPPyOsup-dmT9HYGy?L?T~w@IsfTY2Vd*b`9k5$o7PKxy1oh4J+!))O_OlK{rSBJvX*mOWftJG)vr-W9SZG16 zqYgL1KtefoBmXa(X-G=EBMAG=tJoR?S8XXE=+Eq0jbS~x1xmR ze_}C8GDW1_8&XG4Hw6N1Q@02^i<-CY9r8qcPfXHk*gMD`lgldQ_cWR|hjPSsvMX&f zmRB`SuaYg9xJ+D54!v%Rc2@J>Kiqb$*4F+d|&a&Y)o3e z=}cp%y4Ny(0L_nte3QsKDa^XiBy#T5euj@EGL+wDI3Zp$cxrFM`plrYsUeN`H0nPh zsX#z;+wi_NK-}9K*1pgQv+>=!N^=&zi%lvo(yxK((8Cw(Mb`a|_4<2^Y=$+2Hfm&MmOg{qa?Z0qJ9YmCX>?ghk04X6NJ?z-egATn%;@b)ViNz@Vx`& z2zeGKw~KJ`sZce4L57t!e4?1lj$@+SJ{MK9SIXkWNAec1yznE{m6;6N_Ix3^dfdBe zN_dZ9ijDS(D37MU%hG7;i7GLxT93iV23r2JgM=9-0$pre#AfZ21=DK@(QYcl+!tuE zCezWE$vyyF1);o`tUh*b&HkzG0=8-$PUvO>ZbU4ku#fD6O+oEAA0L9qHC^;7Z}YFg zHy6LaAc#LUhEh!IA68&t!m~$1i008FRn3bkuJN-2y+VZ#_gmX?-W0jy-X|{-VJ3#B zbNG#@?d1q=e+msLgS>ruPMyDV13m4n5hekD}+lZ1_lgK(EuD z`T4SlKA~W;q!k)X6Bsb6$zI$*)gi$N1)GN_05mi>oUzC1KO%aU4EXL=3M@(6xJYW! zscl^6q-g(eE4PIw;1CU}+-_*e(WRh(*3RFK?Y8l+b)~m?dX~q@WbGs*%hKOiE6!S@ zWUj#RWtO>v-TkOy5)Ss;QeV|Me!he-A!;{cMeq_`Wkof5B zhxW6jcP#D%x+1TTdq&;l`A;*f#tO{aU4_H#;6(7mfD;3`^%03W`G2jXc6x+Uy}hz; z&-8V~GVD`>tp^($)4d-lQXa^2GRzy4 zl$%~e^20<)76ZAsP$%_tjJu;0NO>OFv1HM&S_RK-lAIk?!AZ{ry}jtnbSh47sDOsO zt!@U+X1_`nC*!1{ReIPgL>%e;me?+aiWXTf{NiwLDHJ_cCl9^>*NtyM`O198=Ge7s zD*1Dmn zM|SR+1KqC!g(W1K?g3BFPq3^Mcaq^MQK4TlGr^ZkNBWJ;&69ISzx(fRTJV&y$^- zcJ*&6d&_=ad@ew}+1yHqf%L32xe6DvGv} z;-DNbrPhJ?+$dn|yT!YlUFSEL*tdUEO1_(%N=B-!B+|`vo(z+mpPiMJlYbe8k>A zx*o`_0D8BasuD=q74^gl+vMMOy++iFQPe zFM0{oUnt%1X1g zF!yiA88wz}TL9QUAcMZjbl)P}7Ek*P7nj{(WNXb2bvcY}=a8=$7Q`1v)QE};cN+=$ zZeP{PNAIPHkPz0incpCL7_>aiaNNVru09V|9;x;S$t(jiPjsWlx;G^H*p}Gq`Vc)o z8fgR*O8YPjhorAV8>^=w|>Fz=n;u2b)mZIpAGbkMR^W zit}x06v43CHl(H7loixNYi$s@4>oTHaj&#>A=`nbu}R5M$nS|armwwe*r->x9s&7^YUY^?rK*uu|giY}hx<%po|9>z!MDATK7Mb#HE2 zyCByz3u?t)BbQ^dtc8q`fTA%iSm)0-Ew0{Q0VBYW14-Z`v9IA9F#Bg=FMm zultpcvv)!D9s6%ynwK9|!McMPoPLQS`d&GZsFXCtRKZ`Bn9J`!J6YH(PuBR%%D@;tBXMa(vA#EpBsG-kKjI+R5B*FSE)b1?Fp3H0$bzd*S03{uo9vrE~x zUeQxKd<|L%;LU+4^qax6`SjV&9y#}$M{b3tW?S$#Cl;8=_aF<=5IrBCKLxUO>~X*{v2uJ5*5ol=Cz)d zc1Xu!UbQ0==5HMOI_0=Y(CZkA_Jb+3FHYe$pUyHpHN12Tmr6iQ1i0_?m+`r3!D~a= zz$PMJO4e3o#k`DwIu+L8`_2b8IOn2Pif;*~MGXDYLL2UxBemu3^a@TECgrl0k--GR zub&t{=yJqw-rJCHOho}48M;~R);rIcst8gPjv<&G;k5CAEl}49{^jhOi&tWq_+ldG znxO7LlJ)?Z6RRc6DCD6GfmsPf>47ix-My@~10A086n#Cnbdk{gAHyf1I@gW+fY+ zZCcH{n)tg7(KEt+=ZWSfc4K8e{RJgB0iS-aksXV{wSQoy=!)oa1;>ZoEbn-`jlOaa zJup*gV&uCAzq6fgVm%n*x3g(mmrlcV6`a5%lf*gU{hj%P%v+Yk{MN$3RjT;1OqVRgs@;^8`&u_Ti zux*d%y+j)=61{guk0i>B7>r&M-RPZ(5)nih!WaaDXwiw@iQb7Gy^h|A5|ZER{qTHx zzr5@D5B6SruXV5cy3X@BN;N$W1SruJ1~0>Mj0ka)P*Bj`87rBhG1gelXH(8ARWKh_ zENmxiR$sQ2bd$aZl&ujEZgvADoO>-0 zuMCZ~+TaJ9L@;S|BAaMA(EO1X1!ByfjLi1kX6xkqw{of8_N+Lrsn_jq$tEA^918V; z*Q)j|o>+SB(F8!dp3p&>Xa1-b43$1L&Nw{c{DClQ2zx|bXZie7(#Ii`K;6%BNKff{ zsji*7tO2XST%_o;&z>Op_?NiDUfwIMBOMYwHoLmr*xJowwS6z|u-F~QMNNak?KBO_ z4{Vm`)cSfSO0+S^PeOL|qB*{`fUyLux#e8w?>%(W}Sv- z`@}`&E#r9Xc?1L;ZM2fn-*+Ocacp+gWXqTrRqRT@Is4-*DMl2rEK_99Yt&-5`F<$( zhBCADgsQ%~zgA*ze&h+D_n(yXY!9(cY!Q&Dz`2`O`f}YjdoP=RFxwoFFZUsG#s;BN zQX6X7+sLjlz_?_79JC(!Q#m}om51VIajG^QEWeOGptg4=xEaM<#S14J| z+@%~jbtZwI=1D7tnB^-l0BbJk_$*<;T|w8#ueTh0s%m?}PT(N}JD6{)GOi_DO!4^6 zpRANrtz{l&_W&<0BerU&AO^0zothzN+GzUCDmSI8rPK{g6Ivv$Mp#NM3e@mN;)v^z z`MGSes6RW9qbMy1u6eQ`eI@uZDe9vJy}dwOlTH;r^b;2E!fb&)Qz}2*?k~3ESMId` zpmHk1Fv#}eqnbGek^j~fBc?bwKIuuv&zNl&=_^~@CxSZLM!PJ*3T-#vc{NDtXQ1K5 zvKr?g%^or}^%szI1M@=0Udb8SOpT@{S)Nh8sX{tph?uVLw@t=D?iSMn-Ljolt32N_x^>`*rh{j1e>LJ{zZIx!k4dqe173XVMzh z`T}o*R{D8DpZ};V9LY)L|DIwMex+A_*KS-F%ysMyn%0Fk2*?brigyU*kFhAnn6!FG zi3fGimrjDmVA$3I;=5n*28PJ|jBt0(eGs2_%V=W(LE&bgiO*lT14y-8+gJfvO}8_a z9!0#Fm=~|EKxeo(CXrBn&t9iqe$ebzw|?tmM`O1C4w-G6LPPS!B7R;o-mBemkM<$~ zht>JZRP8{Jluzkf)v-eSu^an@;%AI%^x~MHN|abOhGpmb?v!?Q)?X>`x_j*?i}W!S zBC&g`KVl!u2oOH3TEkswSCcj5p*GaArnQT5ok5$%G2VT{q@u0Ve%sc7N#ZQI~@x#kM3-Co^R?;n-2S!%|Fd#*Z!$U#oK{R1Z8+( zshn(My;%K`2MZ&hH1|D;^=Duh4{AnF(vhHtx&=A{lRIiUS&Y%k?CUe2+c&9=vq zz9B}hZwgMR>E=C&E3lvIX)5>ITEx7)%}5o1YBfD!ei^aZBax+-G>L&jjLZk`pz8k8 zn9AXC?zTP6^dbLn8jZY?&Tk7hzLg?J^Z`OGDkh40|f`?Lm zr)>?{olN?X59je>V~VQIokeD-W;E)twapW5qao{FG8bBZ^PpA_ z;xSN#(w)Ygec|8Ye9J-d&4CD8e&C~)9YHZv40yQ~caCm%yHyw21r^5>59PHdVv*>l z2=I9WLO!r6sPe`QEbPo8c@vl_Rf?YMmGe2`dm&N$&gTHa$HNcv3K^r2a*#}EpQUy) zj~|^j4;boo^+`T|+nlI0|CG@oppzMBjC-CeYfe_h$obe%idDw2J#;a+PH6o+@zqP` z9%0&Kk|v-*5c0$Qe#?sHdhBpHbYDbi$1vM=l;ET$QpYb}6-{Hd%@gXS0onojx3jj* zR^-ldN4u06*$%U#Aw#6c5Aq2Q9Ft^~ew8uL)24nFSPG5)rB}-i+DHH{spphW%W6E&FK`Ic{pPyp?7a36Z;?I; z-rQnj;RB*xS)0Tkh8hFJ25fF3K3lk&_j0!yfmuR- zy}H;;Ugu~1S_lHnL_Zh0m*v)5rB)XIstPA2Ou3Z;)XP<$#PiYhFv!4ua-S*R-k@nE zS2bWcikwOz@-829TGoxUZZ%JhEm5OA)8D=5RV`p}96tiT@S62Rvd+vL+1W0@gMN#U zd&uUOu7@;`1f=O-9k)8jmc*1a9Onp|YNq=`y<)EFWAwriWh(2-k2Pn7ztt__P4-;P zc8LlRC6I?l7`QxL>LdmvP*8vh-PcFOfrmadkC(NqSeJWq9=p^z4kLagMlXN3umX1i z$q<7-Cz#d?+oya7Q?B)6*01nfCtX{j80^MEG?wEhm6ur(4fE$Dk92b*ho;+NO1iEA zhh&hl^2Y*z#e^_U+;5MvTGtgGqBmKlqB`j1|gwvNG8RNlDC`D``$wX$YFW*?um{t>bhytpGtgov*dw|xwah{-lUuAFh zP}Z%{Vn3hR+V9oSp^evAW2+l7zwu&a+Md$M+Be427&)&TvH6k$G~}$Y7sXk#0kH~v zpE~vx5b|0%Avm~`ov{&Q7^cTU=xmUuEuM2MS%nW}V5f1;Bg%Qz-dWo(O=AN~VK;!& z7a}9FPoM%*eFnazW&NxSM^E_O)6Q1}z*4rqu`Td#`3u`9)YW@4g&p$H?x}7&I#$6a zC(numN}Q7IF}G7tIg6quVFPkWS8u;8!YS9^t1+wO=@!M(nHxg%N06XOj=$9+^1N!# zxe}W=Hx=dPPBKG?@40@~9Z_yHgi6JZP#%%{Yk~n>`Kl?~;sy2bxSNCx_MKzOfdYG? zCcjz6V0{ztRkf+MCASU%p_S-&9pjeTf-RJqxY}ttM#-Q-uvfAC&=~YsJUv-8*FR%- zQuY56)V<5ne}=D0t3&wT%>Q~#F+5w>#?k%GqOYOSQq{`J5m!@TghmoCRJ{KK>N(r* z3!{(i+(9o}A0p5j+0@IX@4GlQGZqibK=i+QrAo5JwG;-$yjVtAjGyqIZ&osn{QasV z7{I^S8^Us9ROKG*q(ny<+tcREkX-Q z+1%^tzrsrmp^|mi<$<@V!G*z+ZFTMav&wapF;*SZL1L$d7rJ#*KJE-D8KzmPi97Lq zv-{ITc|`kK zS$`{kAMs@QjO|sri1_HY^4z`EL_-gGP6^yek{J_4R8a1FVDcasR8ow82FeSoWtMV< zG;>`M3X*9$o;=N?`A)8U26(Zcw96~YYa znrh?C7@|;pGiKwr)L*8=HHO1Und+~2N*@na%ACzbzx`yc`37fT!$$-mlOX+B9F=x zI9MP{+Nx)qukxsr->V4aS-_{BtQVKGtvj1uFtQNQgh~3``1K@DCc09}%-IzztU6jg z|ME)H_kt77sz+T6K-xwE?mItQYB13ZD;D%fU#0RKim(jxCIzGz4H$>A;GoIga3~TG zf_kUjZGS%0#P;`9v$l2JuI%Xq>m${fE&X5Uqx4<7aW826)|hgN1~)F;{^V;cMD*T$ z<)fvr2{RC$EUlMy*kwLO>EkTj0F~TRtVBK*K*VzJlEA`Xh;*B}yPrRti>G|1&Pb7o zrr&-lz=c~@F4<0IoJZKr1aybqp5rv&9V{;D@HaffGPmEoelQ-^Vx1k2FLx03sW+|j z(soK1})XpCumErTs4Tb9OG88ukPVG)ljE>!RTKgK_QQV(Kar*9!D4T+F1I zL{xSiHH2wA%0<|!eSg5zFyp5-4zN%V_>M(ve7XGf`-EFeAaB^8`54^C8k1YhxQ;WX z;U@NRF_yf~Slb3#FMe6TCp~4Do?!&j+TFm`Ef{G9*Di0TxjC3UR%jqM^(=g;DGRz# zfxuc}DDyc_*Ym;YPy9~9Q2v9iajA#1h(W~NacLOWmY92ig+>K9lt9dKHW$;j_J0d` zZnbSM)>tj48#S;#;#v}YEJv`-ut%BLs0C4R#KWeIWJ$O(WKgJ2J>|T=?Y*A~Bc+He zUj3{Q=&m$rwz96)bgahJI*JpuY>Qw;XV)M& zty2}~_`W7?lMCA=eIkMms@P#pI&s+Mrvx1(I49Ph9;cR(L(~%HwaL3;HI6xnBDono zr@CbM!^Nq>ZcFCT~i(yfp!uKyijHcW~3rcp|feEH^-} z)fikf#&W_{jc%$vf1Z0@hYkWqgX#6sAd*UjYM&G-y|fL{w_j1&t&7^p%RB)WJnj*T z+l4>q&Piasw!RoK7=*aVVzPA_V|`VFL|BybfW104r0@GRC)SxVd$Ya^b53*2(<(iL zc`h@>|uiFW>-Y)D;?uM4sbV{vYiqB zYWwf!1+tto+!bll)JL4aU-5j)?gK8!g8qE7v)bw8-70*#0=6g){w&x-QgZ|V&~-%+ z0$Gq-OsC#1{i1O|bxH>Q=+*h<#$I{#;|Y7kfkn?RL?Vz9az}9k1ik5B{)5 zC>SWJtr|^T-b&tOR6aYNG^|hOwYfzp(MVlr^vOv7^pf3TVUyGHRyoc5-J0Z>_`nBy z+u(e#XcQdbI!)ed{_$F6hdCNAOO*c*cH=}E@IbEwS4ixwT` z8w2A^&lUAl-|!u6Se-A0oXYXDB&ZRN`F*&+8D}?$?VfwAV&70mo$D5@Vq%c;!kgc# z(_%USDo&}}C!n@6Hp^OG*ku!`+X47HGp6zo{rH;wvIXyYd<8qtEkcIXo3~`CN>x^F zU4$$9%Gdd2Y=Z@4{2maMX`8%;K6_Tr_VgxPc}B220Tm|T^KX?rAno*P-={t*#5CPO zv(5gAO;1Uk^1Ogc|n);JTjbQFoG3RZ?qB}Zpfr% z7H4C8zU8s9pz|N5sKfqjMghXAWp%Mh9fJ8SNv~#I4ktyvE_tlKy94%z7$+i7$8?Ak-%5;R9PjV!dw9`3N5&Ir=Oz1JdfwYMP(wR!G z6;1m(zqn7FOXE`;1-GdAfmKD`s|MC)C}4caSTN#$Xm1@Yyc@ktsXn5oBBqmNF9cpN z%f-p_uBIBUYO-;*)|hGja-9S%@RsKj@KGkWCN(RSwVbQme%A(#`ZRCB-t_0?ix#A0 zzqM%>tvGB^3o+!7e^G^bngEzkMAlaJe5F|BDauY*c3~Rkz=K?+)rhx+WO;Ttk^Tl}~ zUn9*ReOjIu$^6MmRhsGiLMq;z*)4dp(Bk^Z_w+4T zJuXVHatO_Vp-uoF#grE;EIJ#Nl2K(KTF0#Yy4<|a&!3OuVsOT7`kdkQ=^@{ef*W*A zd`T-YW-i?>ancd?95_SmSlu}w@F?4rt*LT>RavV+ye>UDmHB@8G{WdSTG8xj%-H}V z@JAV+!?ZU^k}d=cHT+oZT=veQ|Bz4MLW*b*0esxBQGy2L6R!#i~-;Z3qOS)@rcE}`ltEyL;p#?-svV&vq zJo9n_-kYZU!OvCH!Q0=D4eznVO--g@Ekr%%Ht~x=z|L9OK)8z#%b_4^M1?Cm`Xm*Sl40`&@|zh zwUA#d-U0kZOw)2tITs8K=p*c^CFO<&N=wFL~=Z%DKgr9!RIV<@hs8 zl+8UeK{lt- z93Hd2$)Bq%D)=ELDS_kmlky64RlES(?j9Rcd)WDqH=oURL37PxS7xPkCMC)f`HNi% zj8R?aC|5)zddV$!dWp4Z$$XmDl_A8S)DIG}88qQI6)jt5ippX$fOwDl z-JCNUKfzEVH}$-0s0HUqlo}Bz!}g0XV=-yG+>Yk}qr%OM)5Z+X?|aRNg%}U>2`AlI z9dxCu&rBh+SE=dv1cet~ES3L|ffI>~ByjmP^IHbh2QKFxElk9+#{%t*ct$9m+gWV6 zks^`yr2#got&O$L!)6bL2}5CP!RYO%yDEQx+CwdXK=I+1lJjeO++PW#9p+oasy=y+ zV`(TwGSCv@%Q(2^J?fl_ofo4=UNTsK?PbB~aH*X)UA%sH4w_xwT7`?L5qjTlJM zjVe??BE9vKbgJimTQ8*D>4>>6`K#Hc;sWs5kD?qL&1qJ}cs>~WFW5GuYNYs+HNPI< zqLBU`m$&p}h)3aVg?<F6EQQVnezk08QB!I)hitrGST)|SZOEISWap|iZo9upzw3vm=1B| zMWauj$1o)|X*OjB_)v9g^408xC)<@dogG|z-reKy`qf!AD+1|hrg?o=p_q?As6f>(*k#&CX z!41X3Pd=;IP8ee5+2Q)|1|3g`%Mzm?wV@cYa3qxx zn|--w6@U~E)yW0P@%*h9t3m|ib&a6HJmzPQ3Eb@oqPUah8}lPw&&#euPwKmmgr72X*I z2bbNr>ze$VcVJ88jm@z}Hd ziO#q;ap!{NRKRZT3<}%Pbv%{YW}kmTkFm~99?Z?HEAP!W6X9SVFu4{)mTB1IdE~!; zv_>JfQCm>2bwHM7^>-@q8EXM1!C1oP?w3`T+!bxofvyU9&)xfpm?t$OFY(h-E0#Wt zd3GKpO{K4%u131mJ^M*o>=y3%QgGz)C~t-Miz4Reu{A>Z`ZLR8_~(I5^*eP2B`43% zJZ&dleL`FeY)0HmC^zYl-*e4bUyM!*AE6>3ey)8(d(O0fw>I71Y5E77)sOW{6wde4 zJ|27!&a9g7BBZYok2$s#Tswap3OpLtKI5GcmK>Gh@{e8+*G*Qz-5yv`=cMXp*_=!N zLo(jILUvmIv);_gnG?bRW_##9B{`(eqYphoi*My@-0M95NwGaW?aN=`_=#t|s1ql2 z&1RiYVaX?&@BX%=`)|UssKC~#!kfsR=I`B;`Z)sypD;U&#f?S9B3@A92EP;C#=EL5 z_w;}5GMoV}tP1_CZ{}47OR|PU({*q3H?}ixne>fG zQ3QTsC?b27(nsZ;od~S*tuLY zjPq$k&1lo%%x#>aEK9CR39-zG=P zr{4!LXsYC!^vte?na7A1Vd(aIrO}oZL6cBEi1~dseBxMGP$=PV?qC=Q8Hwb7>Tk&E zFFXm_#Db&_JZ^OAW4XW5s!M+TzMyj-e&5#dnJaWmmTjYz$r)UJVq4!BP=5TX3z(vg zlQ>P*LZyw1NnDksE0#Kma=U!;aPCPiaW|P!$f~QUTzM$@ahd^XFd7Oe7DQ zB`uA{m@^nj4b>Ti9I5@qwzMT}D^`#qSojRPCkh!3Gtn8IwWc**USSZY(c0Dwr)x?3 z^r3B{GD{nG2ij7`7^%fOEG*Z4ko~xyhvk~pIm9^kXL(-D>Ncd`W)b-b9yvSzX-S85 zXvt?>kph7~7tvdZnmwhhs;ADcJ~r~*9EsDwqhGq4%K^wJoGB$buufm4CUq+wWe&v4 zV%^1v(qVpOflzZk9OH}e*PfR9>#q$-s0%)J>3KHPwi;kh)b=lm{*Hf2=hHM%RsNL5 z<~(-u2A|LRZ+=^$Otty_QKf^UmztPsWB+m-N;9!>;T*iX>da)ZQc$ojmv2P$$7&^N znN4d`2IQre<^pwI9SEW@TA zjYiwV6QINLp6ZH@e)j&cwFTSDQY(cA;vdH;B7b6DJRv)$zm( zbj&zSPbUKd53Ha@U8D62h=*h#UQR!udwiq4UOa!e;h($g>Gt$0iM1vR$BBo~Sb~Cg zm=X_|vj$&9pg_B^MM;d31zEl5P_et$f=}uznapRdeAC4)pVR!w*a8^)-z_ms?*1up zs&ANhkYR&mv;lfsCA1`^Nws1u7cH2i(FaGY?P<@RV(T20g*x`t>*u#m9R35OlwhF& zZen5LimIG!%uUnfoKv-wd?v2}apC7!UaCC^w zb>yK~!2g}}8ZYBlVC2>4J7`YMOU1U58?O!GeB>LYOLvqICGTLOS}* zkvaL03%K3{1bi_FQu#hE3OanvkG*LgN+E9GgNj8!?kmKuZLx>z!y{Pk#Rt7XS^nnX z-;VX8OVg7cWkN*^zmUz0Pjr@=ywcw-ZAt}f)c6o!*GnDvH>I+h@{^LlX;3yz5b1g_ zQ{TQ_Y>%mVA~xlf3DcDzYM#8Fx{Kur+Iv;G>Gz(8Ho5+=$HmUKy*sdMiPsA0`rPRG zvV4bsickanXqCCv;V98gFtVH z)V=*w2&H3!`M877RbDaIKusLryeFYQVT!dg+-#mMCX&O?({kob%4*$gVe!q>rq<`k zOFhBF0CjBv!S|lzqo*duC@3%}o0sgYF^d=w?_w{WNdhZ1$Va_v7)s4>f0gp*szGmZ z$m6uwbcPkBbre`zYuLOz@AjE+rd{aflZl0)tM$IT-x)#f+*~=%`HD#wLig2cWKXwK z29g@(aU(byvA8C8oZ}q4;p~9oo)Idu5ug=sdfUrV>sbRZnep<1dar^WHK+Xp9{iEN z^=teZESd5Mr<03u z(^3u*Lz=Jbtl58tW40B=f$G1HD z({TmL*e?SNq|5XNa}c;@h>L}l-YcA;oM-A>=`J&s7B)z^>1PjrW^<)HuTrC!r?$41 z_70;UA_VQ?TUfLDYfo~`&D%LU>aud2H+eSsA2AALHZ6EC_{pKfDo7;tY>r_yqgT&{FsE;<}33-wV+WRE;A!U1AJb< zb9Qipw6Q?rD{Abr_<|aZu*)E^GcsK8qV*k<+f*=u|4p>MVtBJ49lb-8<|=|?75yOZ zc%ITFpbVIWY`ZoPZGLrEOL}Wc$Z^ z7wI&3FnRCN31=9OzP79kjr503-X^>cDJ)s!?qANbz$8^aj7klEXT+lQ!i&|2O;1eJ z#9FPlma_$55PqXu7wzyRReo5H_37m%QJ*gd6U;ohaBK$Zz^67NtKX#eQ8R5kON&<+ z;AmRr@0x3pU%%F8n`pDx7WRS1{5wZZpFGa$qeaIMvFf_UncCfdbI$C8b>@-D99(L& ztcSzbF%O9W2_s?2z=6w6__}HgbF|6VX1~PHcwXix>PN}ve?E2MB_hxITukYHBS-1u z+&%3|em#@d-fBn^9{r`7(6Gc6FS;tM9TfAMr)z#&hGLl?y<0S|wlvyUR5waAmA-|n zblk@>?xV3>j8`4h)kreFp$L+it?JKQ%u|H{%YAxD*l?7acx;Ej4sx2-b{2BObglJ0 z)pA-WFI9)lb>G;1;h0AH2ggM850(Uv=eN!imk6JOl-g{Fb8`LM;WE|%{gDYG!>*=- zK=P6Fuw0*LG%Mx!)a)-HJDl3n#n>YsN4@05*8wt*z$ul*d|4uXu!7=jdNuPF_uI)& zuQG(T3mqtWvn1aL00J&L)M(*_U%P+Yiery6SDW)1D1KI)gs^d3&x~I!iEI%4Kho@=_m__FMjIz7GF77f(teSSxq0bas`mg+y4E6^qZX>>&{}MEKu9u8kYP&S)Tdob6 z8$EoNu^e3IpQ*&7_OJ#w00U-uE`iN(0!9qCSSVm3dER}yYk1$-`AyI}K&&LIo^X_psM z`L8qlJg@VF)fpkgGS8}!N^Hq;h-A6;Ngc1P&rSSJ5I$9bzzJ;aQZ~=YlZ9BA`;2ck z@$R+X&)rmpz7<5yQyYJz`A8}Kw7n%M`U=`fg_y*iy84@f6>SJ+3Q{XplqEIC3k|%-z58&7zYW zjaf!uWQJW|P@)E_Yzf&i%z`?5{nj!pg){*i{Nj%PHOO-Lm6MlbuM27P!K3T{>=qDEH0+EkfOl zd1ln7{ z6|4cu+x2qsud&WiXjR2OnB%{tJN7~XueWy!rektgzsJLu6 z)TPBVSJ?xSVMI2+H=nis`6p?2bE{>gm?;Z}h%BluT)D9fh8(FhxH(9Hb~Br5OVBpq z-4|B+O?(A*^!Zb5Xbie-X5{ep@c0sXl=ZY==|)qJK1Bkja1bw2?Ly^My!#g`M%FfB z^G1Nf(q;&k#S7r9PP)FH{7dHIJ8<%*`|tA4Xh8?&FAX~C3M2vZFe)yoAj{|4&zE|Mq`4wtIzmG`Q0d#)5dQ4-#^pEv_wS~}v zbw^z+3ccO7r>C`Io}!oGfkYH==I^jlm@Wj9{;=e%nyhPq3x8{lwhPu6Ske6=wi1)! zG5lnx=Xj7Ov9s_%nqjs%{B&{Hv3`!%zJ}_%byb#r5yv*}H05}?dfCl4U~S;%BQv|e zWr6ECdVhcbHJk2zZh*WwZeo`B!-gbm>eZPG6Evb?n1vxd>}llrl3Mh?Siyo%sD6s} z=N?3ZcohDk1Z~EfSr(%aeQM%8PI*uaT0if2uvg#D>*KdgDFF+xw*E$ZD?Lr&-wijTM3pzMjb-sD*^5Hu!MFs}WLsE!o0VS{kzW>4Ezpc^0SRL2MN zgi+41%154FN6ZGsYLYURxzmdYex~8o(YNipRzIDU4=O9S1ML4C2B2o zG&M95RB_EqHQ+?ifluOp_c+Qy>()GWYQEOl{NCx*rhR1&f4c_d#Q z!pzw3=2HpYR;M-T#+i&!ReJ`F@oTRXO&KA-kerl{pd~8CW5^`|bUYIu?_TNbm!ZPK)clTvtI6&hm zFz=A9xhAfXWR#xff)rd1oRy{0)2J~17~0NSa>?=D)l?$pD(E{jLsK0zxSBja*vMzX z=Pg2CJsG6@wzA~Si^JkOwMy^G)pCIyKzKIM%F65Hiv-`ngNR_ZXg!u z9r8?-{F}Kd5s9hN?x5?v@#VE)DYoX#FJRFumSQ{~jnXim_z%m5-rEw{R4~o$(PGl(^%ZhhQm+d_gPEIP>}}RPnvOL0S=%6me*NNW>$5x zUPU^_trHbLW{>7bk{@&n2mF$UdVmNU2(&_bHpFOpcBX?PjCswjXT!4Rkp>v}h1YUP z(4_19x5MnV9^*f^TD+}X45rE1&+@d>VXlV@pXB4}oc0x(4|2x#-YI6)<+ZJpzDtqj zw(+nuUXV>UBHLR_9pix4#;Fum?k{8uvV?*qipa8A1CL= z#D>j9VR%H16PQ;X;qLc@Ydm&&fI^egKZQn@JVjW#sDWvhrLDm%0qasDsey zj`QI;cJ@o^13g>E*2amLIcbil-MOS6f=1j=Ero@_L%(GaRVkmOBi#fJ3c8QZ`JY5*tP8vGj`uLG5N;mqRh?A2%g4m z{4FkQ(M88lDAbkB5~_hqc;by*`spKYX2RY0Js=-Ek@JBy-CXY9wm(!l1;`&*yvdQ% zB%JA8urP|BFUGacnJPRqFz4m*a)g$Tf|G=pK-Hc(6bP7O=32=qcD8(ys;2&(>6L(e zAvUofV8nai>-WB$MA>Cz1>(S5Ho_Qo#rWEn(GVj9=Q>==WAN4TanG6yiVoxvfIzjB z2}K4j6ozR}e+{aW>y{+*$<-!kooK7P*S4< zzw8t8fCqK#v5>f*>2t|{dC!h46mjE8evYC2t3!d?e8w!jja|k+FAe9nl;me zpE7Wa;5}}B^(E*lJq$ue+5n(T{a9{3tknB*pQ->FrvW{~z&pFj(v7xSGYigCYUjk? z+tqLGX_9{&vg1FmWV#6`YT(bBnJpNFLfu#YZoQq>D`qp0V)Li;Q>eZy3X<^l4aU#D zLdu-0sb@ZVSu{pYk-l-`iO+nVPv9XP`QqV5D?|xApXE zK7+Wjc(W8qHi4VLkYiT2>wnaH>;YM#UUumMVWVUj{`@$i9PG$X%o?nGtBZazaPl%L z^YL6wfiE;K62*M*V|fPrsoroN;kE}<1PR+{Gr;O;e3#YMDrFehd~PdlbJxMepas%o zu!`1@d%DqOUKeQ4$hhqHP{y0q2(H0F*S#UbSr|5G^a8?PD3r7nEp+sEww$ZrUm?qn z*GvLnceM=;8UpJaGb}n(n*;RYHl=a#*Y=eCmp#2(Lzy?6Uje31ni+Shc8X-_4&O;O z6Gqhwj#$5wZ^?*doUqEWwt1Bz|7DSJ zMF;T6HjH3fs1w9kaW6mYkrq_-fHqL!$v@IkJ+Kq7uyieu<&*F20?U{F8xC7vdVSDO z@paSxw00>qB%RBC((OM$@HkgJeY!PwcF@MgQjRevPNoG*=)+(XMGRnJ`Pfg_QEaBT zIZmJLRsU|ZjCvW2Kj4el;QDliQ+sT6p7l3Cwn)nLarZ)7*;xSiXuI`8`0lf&We&mk z)kZ3bpaK3Z~BxVmo=K+k*8BF)yB9Zkfl#hJU|Ec_y_kBilKi#Q@)3vdzqvo9OTz+8-K~ z0{R-g%eUk{SNq1(P%oN98~%8EB*1{AwVqM*R)s5mn_Yi_plpue{3fu+6qDlD8GMgImBfXS&DsV0d6-x&<&E$650QOM7h8O)ZUQLPuFSbO&2z zrgEdv_WuFi$bPoowC*d(4#eW?{~q@3UhklQzyGBpVEW4~?6)v`iaLW}w?hV-%+dK0 zncdlxAGp_BqV|u%18>1ymAWSLk%XDMt&S{v>DzN=eh)E>LwZ&IQF}{lck0z-x4jKq za*F5JA^IQemz~R@TfV4#)ByX(H^k9v?uSFQo{;9G?bbc$1eo*hfuf}O=)xc8Gv2(5 zAYtb(6XESS#A8SyUda7fX~`tTWb*Of71xE&B8`}=@^4uRCN^|&NP_o=i`(Zj2DSlZ zzSM0PLL3lE9H;Xa@s9!E!t}lT`Vsk&&}Ey=q1UfrEaUORkg890X&V&j2LW(W0hIEj zJ_VQcueXT@NM6yW`imWE{J0B~8g|psUIyALf8vS3)@oDk(^Kus_2_+6F#KnLiOLqi za9nV7x)2C4x&Bytq@patX6W1%&}>j@m}5EplylmkY-zE@&1p#3d`u+8e4_R?gy3Ix zWL26aoM>D^%OG0<>K}4x&c)j$kS+%<9T*qv&io#Hy*9V0v?P=H_!mqM9yR%^eQV2>2lP}P)05S zmG||7AyN8k{6}h>srGC1%qpZ^$ogQQ$8T+S7JRZ-4l1%-FomVLx+A9a`EvFhE@n%G z)^lX;-y!kJ$gV!g)8oigpRIH>gLH+i;kGMZqgsaB*tzGVy1|A!>Eh~s?D~}bf_dW5 zHB<1RQwysRx0-hZ3GMx8XFsrvc$AR_rPp>ql=~6o65|aJZW+gr5poC0ficJW(hM?lT`w9#20< zxq%nZn7mQod2PWk+v?$5M9*|(`dbnD^kj$=$-^})JvOG+?45d=sg_xGM#?d%7S-a? zX!)C-Kar{5%*zt0P`oyeB_fm4Xg?zB*U#73Hx&gc0+$Jn2yz^XR4Fn=<$*Q{V}5Iz zVMXesp9Md6B<_uWSqXq$=*)7tGwlB`lLK-#$WY%lSc$hxQc0J&JSPqH5X;t!R8TL0 z`^(VF+2z}d2pz$Q=}exJ0L_vT8*tD&jB8;Y>XVg(+YeK_vZa$&!x$mnc1MG-PyDG0 znNWie`z7l`1ZagLqgeR}_}4<}xK~l{bI0)zrcfC!;zb>UZQx2mx%}R1HSsT8$n7Tf3YE;Y4`emk2~m~j1HD~ z;#&N7jns#OO{aV#I-f}ieJ5-iZb27dFm>ZK#3+koq4Eb9pN%uxH^58#zGqXZ(xq3O zyM_ONC?H)P^xQubY1s}8V%AvV#f%+arssvDZMfjVc7sQjF|c=mN!!(E2itsXh>Nr{ z@obju2}w{f-@^#0c4^xBc)FxdrlUE#jbIriS9xTAT3@KpE_)|ceVf>8QGk7Y7P)5JtqPf$-4)x1*>wJjT+K7O|Ooa0PPS8SL|gU&XCv-HrLN@wedCrTLi-5 zxVlt)=|+?)lYCDYnS@d(GAt@2bCMs$7smE}|_rs)DF4s+6?{Q~jvI>{A~x z3x@2$OXBn1dTQwOq7c?vw81l!nUYuyRmf(UykUm84nY*AJYnDdg%n23+kw=9aY#>N zxLTf*Ol#ih*q$l1`BBqgZvjH}g)qdkJg{)NPqJ7+*PS3U2Y&r%FpLxVSf~vv-z`1Q z=qmhh7sO=78EO1{8uo7$dcj%WlJ;-V{X!;fD_NcI8TpV*%7R1~flBA7Nh8IqtIhjT z6$D#uxy#wuNGGHb(C6KVc1r_|7iik8_qK)wYDSaI=`8Y_{uue*{3+hBz$;LiKBgPL}1-7W#Gz|*x zcl7S#{NU~gJ~$m;mrgADb+3LJ+}=PI$T{bemgjhVEYTmxxU_bfUlH&cX^SEdxE5~< zVq>OO8H?l&I+EO!T;<%D^z?w<7dx{V92YVR7rI#>3!;%#ko~enUmF3wu7U+DTCdiK zKQ=PDQF3{)(I_-zR{7jn8K`{t`i$~lMq%aq|7TfbQJDKb^sKr6-CF4E`YQ3XFh)`Y zX~`RdIF3v%WvnB0?n{gtiRfy1#pvMUQQfQ-p<+BOGD4gFH|*gFzA7<)1_qe?j^iI# zb~d$~L$Y&WBfvt8y4T;KYXG565{eB<3VBvNvb-oHB8MKcS-zw+gKAs2LG4f0Kt~bt zDKE9f!n()uz8z!i%L9gOXYSri9A3IUL7h5XS@KU*T>d)28al)qe^F0~>wdKFJ!209 z;$nF|rW?*F2(2HaMf_{+dm|}VMnz8*+NA*DaG+?Z4tRj>PuASKuLsL?olBlGmScSgCzI*ELius*9o75?4P+oVQ92zYLAsy#nX6h#@9hs zd=qiSoSVdr2Yg_NkP1I0>%!HPX`&(wG zFoHvXzn8YFz#9f*seSmhQHme*MMl(oOp18QtGDL(f(1DIz$nW$RZk}EuvV$E-HwG2 z>Wm|gCApG}c6w9d9N-m3B9xw;ya*K*4W+iqP)r?Mm81&P#M{ty5{TXKAdw zFnuM$%rNL$0lp1e^8oamywAM>nZd=0ev6+DI(QZjbPAgxE)?pM@KeMAIv(1?Nto@X zjBJ{0iungiy#@STRR^g4>Es>GYavPvqzPG0B!iyIXgv%QHltB_ zDdw(#r0n%`gu)c1$z-@4QR5iPzpYAx2TUX60pgl>r0+0}uce0O@n0}8?JtIh?!7xS zP099WMmK&UFFCT}8$aN~A!Bo1md!lbzZnhwVN1HB6RD zK`W*UTo4sq6}|PV0I*~cF^+5Jl--0Wjn&zfK=01)P|(3|#U(<6=kv0ba+abqtO)XF^jqmNJ1tGO&gV zGVh9mD7(a$DjeZmRxfPXmzDr#+dJ7wuO7;1zMj5ilH>|!-CHZKzBCv=T9^KSd1Ml) z!IFgmyekUg@%1b>ce>iGr}w9h{c>DSX#B=HO>G1z#`z&Tq)lM*&?itp>uT`-aCTN< zP55Eo2WbS6jsYUw-5t_0x>I@}H9ABZgi(Wmv~+{O=z(;Ml9tX5=~4s%{}1nVy=U)x z^c?JbC%;|y?)&@we5hC9OC-HUjtUO`t2^RRzylY1#evAw?4DqE@u-QaJt6;mKIg*+ zVCfwHM+&Rjkt+if{2-{RW1LYfu+pTG zIgPRr$k16j829JD%keSf?-{XGv!Fa=dgB-cl^|TP|bcP8ee1+ z%UPPQg>*&fPAXmYcX$DC^~?wG8d7bJf{GMeN+C&O`C1wjrTY5MhJ5J1euhO2y+e`s zw@a1l8zv>`8N29M6xQ0hmeUNJYD#wB@-SEbc17R5HI`IeEps)vNfdJeY8jw>^UKPq z&MCF1YUP2U)#ky|ksj|JGaQQh>OoFU=!Z)Uan%T6{pcdSu8W)2%Hv)t zxCAN4TU3I8zFhVPzVoW}Cl_utC7E7(Ai?os5O_~(u`Du7$pa&uzRtxVI8*~?bmFTQ z7HdNYsx3mu+PeJgle_(#?6a#^GK}D?cYt5XL|>r7U;+oIuGMl*)DHa%{z7KKAw#pL zfDsVM*YjcQkVYU}Q;cc@_5{FT$%_lKD4@5Yq8;Jp`GGWfDmA`AQBwktWz1ze6M?kA z->*UU%fJnicv;<@nU_au084aNwq9)hxf3R=tvT|l=1l3kr$dCAySni_LgHh^IGybj zP8X6%*s@vZdbZtBVY0@zAMXbdqx)c^=*Ji1I~~736^T>4HycyjX>Y*k*A6~hU$HS2 zv7>4H)o`8#5s17|*tey9EMd$71k;H1kMJuRy%4 zbiDK+#CL%3etbixGceLIjyuj?}<~+bzg*nN+$}v|Nx;8=EuSBb--xQ_IF9P|c z=c=L)-8?=`CIX((aC7I#B8p$tYG@KDvXvA1y zX;O^Vse`*g^stAGnp)0yQA$e)odi6GNlt8L+NAJ5z5Ky2wtO_{Y>UyIRQ+uE`rK{Q&GkUz{s>FrG)N$4Qe=XZS%jXutU>%#7IMJq zNMHMtk$(Z5^-udC+7N_jd(m(I5{5166L+WFCY~OL0~QXh_9G#27wj)zvFfYX<JI~dD(Hfbpa`*DP=VhBJICpxukBC17<-uh;RC^3sQqH#gZ%Y}>uk_&D zCdLkQlEK}p)TUO4{f3616)pa{-Gj02HEj>j*+{!n-I@-dn;Ce>`U%_*3@i~J`?q7T zqGv`PG0LZ9*w_U0}8rP=#=|FOd0%R~X)vbhy_l zcq?x#Mn?!VC^pOiA~NE8fRq%$)@rB|6qj@=j5|9oyCqiE#s7=tit8F*d4Z>M`?p{h zQr~X-vC?_BT2G#JJAdZV+a$e9<71FC<<8t*sG4JJCToUoC!&u2!*_Yl{*He3FUt>N zUxJ*MHm4^HQl9e}ux_vlcU!&F;CK&VeT7(83pBrECO&zMNpyj6)zDfI6-@A6U^L%q#OG@evYgo>7n80mK z{CkG8Gs^iNhP|wBv8HNkd?wd`Ki7!37A45YL+jFJjwg3|{O93yu4%j{|3Q0(RjYew zP`h%kPk`w==!p_rL|Q~~7inQ1;SrUNi45hUtW0^bvPbw{k|yVfp(C9U&qT+yPL0*C2X>=@T6PGjgE}7GU-e8uQ~M9=$A7fujGoSXbxT5703q@ z*X1II)L$hGtHE|rKt46I*i)8|ATe5r$?9tGNTx+4&;Wtr;k^7i2Je|q?zwqd@n}*2 zG_xnU?-RY!Lnv*6Pa}K_VN7jv4Fdag?1jUdf#xQjR6Wz%okk$Rz9RZJGv62`0LEQreU7Ifm~@@U{tiZOLuH)W+VM@5s5g>7pL=;0{Qp z$RG{tO9}!!T9zhRdf~sBZqqbjbLHHcm25Oh%EFL!OZ|M_8l_<^GB~V0xLPdeUw8Ix zG_V!>BGH(+azf15ydpCLnzTd)ssvQrNf|V|U9a9YU&(yVFwvJ=(`4vb$f}vb>27=L zGqw*6cOKD25^S3?@HM;7O)=KL`ws*Edy3QAel%w;6Rz25a$lzYnL?tpk zvRy_4`&HGzMcZ@szQ^E+qUR=B0)>ZM8>{6q60;sboB0&G`?=`52bTmhPo}&+C!fkw zuF%;SDCFR*(#_W(IvJiSobhL&dIl!BMs7F@54{I@{K8*iPEQ}JTk}$)QQ9Qh9wuf(BI7M9_0%NxeyPy8Oj;) z0@cVSGW(dkv2+L(4g_Y ze%YW+4y3Epo_sAAd*>afLuZ5srd2ivjmia8VsCYy!J%QjSle}KE*3#2?|0N0bR<<5 zV|J8vI(5WoZG80e%htEL`TbwTxd~(<%)~w@tN0Ylo#uZ+SzB8poNmEV2Fk1bWFwitauDmRySvVGFcZKOrd}5-k^d6!(j&Y^b z-&ZH{cAk5ha{%EWt)G1n?26P9UR3qv50v7O(g~Fu`2%sx7Aac32>&>=VyqflZy;GC z2-{zDRVqi8a*Y%*>qmKBXd!B(ShoaZqIRiw%Cc8~c9T$;Y79Bb&*D|jwj%dSJ&(h8^0tSBKUlTZE{2HaqQ5e#Go@5!C z5R+b_(zWmO)>&PW^vsD@ktx5Lp3ygVduB+65*nE7Of~^aZ|>HhUH!2gr7qXB+CzJh zJ6TTP@J$!Q#-f}q zFb}Pl)SToNmYvzV@LGP$?BZjzKe3vQJbIeyo1L>2{*pmTpXd=e=za*#sef#&|Ck{@ zqI}*j!!6?xx*0@o^_T%3Yw%u!di_pOGb0&nSsh8GNdJKu48qcst!7qR zx|raNQ^V-oijcP_jhh=>>b8~`W#s6X|JGX8@utI0Ym|qd)vVor4ekP6Q|hOooe^t$ z9^;eAjg+$CtEzIx1Lo(Y%-PIoR#KmX`&HHR)EcQmrKSbAv&aO*48008ZR*Z}C7|jq zp{nwrP2xrOg8u4GHIbwbH(w^ae2BY#Hm|Gr^^N;r#1855yyx8uf2h(&zbuQ8!*M#Y z!Eav5qG<)OzC&YtT@xOeG#;Tp8^2S*y1Eic({_-$eo*S}?6mYEbj{EX`a?*l#W45A zY4i3CQ>{ycWyF`lxE@*1%@Tpj?gt&lr6c@(v)J($SvGEGAH~v<&}XN_9asZUGjy-6 z{G^C%p{?n_?(6dnwdXeOT&hwv^$q4~|7J(DbAhte-R;ZjJjmDFW|JW?mqvF+blH3j zdjd}?FOx>>d7st4RVpL?y3d0g2KB{eJ~?(3coyhcOo-&@R;R0+$OzLjeBs>YVkO*e z@c&4rTYPxs_M&-3MIoJ{o?F@WkJ1~*Hky_O4W^yu^-EjTsa=wIMw!-bcrFN77Bn!8GeWd%?z0cgtDd8$p3>V=ZXiXUZm`c2(#Uyv6- zp5X}*x*u*dpU@o^twJx+nl;{;%$bH>MaDE&t5>FZV6>@6<*$`&%H2xtAS+e2lhSid z>5L>DK01^S+5o&HJ59(H+A!Nbd1YlW9$GH?m)RWjw=P|&*Le&SSfeq{@(qa##&k#{ z;YgE9T+@lx&Ij4N?jqON^hvcp)i7%DVC(O{Q|ueXc3_2xZD?0a>|$2)m+#BPAm63D z-0$n-GAB66ae!}sKuwE`Uv`!(h6(Mrr-%k4)GL0z5vBec7C)6JZ2Sg{$*Q^noD0Oo z%bFHeUzm{?o;N^V6B+#+R@u;lW)v*WLCOK+!yB5lTpfd(sBEF@jSmLPH^vUb_oRoqS(X0tQ0`e=WK zUYq@;Y@LanOb7WOM|SOoD=<3S$FFwv@JED)B9vxA4u8Ss#i%+{HG90IgGzFoptPSN znon`Yg**a|?6K3=A6F0jb*XJZHY}EWx{jo3Bb;aG6*8$Dg}{B()k#PpF6M8_KlEJm zj8xpTZ@7CkCbGz5N~hXIpG4ZWg(kV0Rh{CQS2496hp1S|AE7m7gkg zmW;|4HbhZud;nM`Gc@_&@sYZdL*DG4LXO@Z-M^(chZ!Av2gWz6Mh6T`#hjH-g!iiO zQ^}EOE#bsya8;H`Zo!WDC;H{|SY!JiPGt0PqklB8_Z|K5(i2hqzuKFY`8|G@C2I21 zvc&!5~&x-dpLY338E~%fF&VnTj0u8gxat-3(z^lRL)86bY6jL=>_j;!^OvC$Dy0t`DG znM1)H>k3cRbH}e$wjiEszlGnjg^A-_Jko)y6A-~xrCc>H##c=ax_u5Z=MIu36kLEh zs^dP+9tz52O621=RYaKHjADXU{cnnU?aIMQV=_(SV|6*dsTNVVPw+<62CXTcoq>`R zYlL>djAA%!&fVr^&ujxP3f>ZW7*m&!uwC~h3Vh13vHB(7@mbLLlsgGYYkm1JoQL@L zQKqkBp@l}x`BR~dV8o0xB~MAteRHzXB&f(;R!5S%&E|j?U3v!ZymK(jGC*e_tjqEn z=DV(fEMq0JkLF{(!W@5YHdq~)wRj$ius#U6WMuHD6Iy2{idLuel*I{rjBoX@@CRJ{00->g%R(dH((q z;iO$*HANQ|>A>2)Iir-)y0QTP`S;h|Ma?OY@U~sE_r3Y*!Cn6BT}K*mmGAi8T<58R zJ|abXB+I?Z^Nb_C!rU1uw)F?*Ksz$&EhqvHHDv$VxmbUuSm@l=X`EJ#H-62G6Iiev z)q#bTUX<5>|EMcf9#xt>l1!st5A?9s(&7e{E#_zQ_DVyhyvLaEgjo^qWflO6uul#-s{^6#FSs-~U%vD$XaV`z_YZm&c4S z!%KzHkdH&QaqR(FrdMh#3l1HDkZ#3flnyx))0m>!m?V}P{hoh#a8UFBqj>A3)h6xb z+u0x&W2!9l(Uv}nVH7w;8F8ane~B90EiP=M5tukq2PwsH3fOp6MZ7r(O(S1SM1HvAQ9=vAlkh$|E!CZg2*=A7p?RSBrJ zS+BRb%3edmtx6e1`Mq?1BYKPXvHr+n@F&=Eu*x#QWMI{~ zt+_QkSq`rM{tD$yp}>Z(e+9np#lLLt`#+R7wuC; z+K}NcbGx9Oj@&~V)8-^30F|}Ldd(KJ_l^qR_xh!5@5IixB!uRdt=rmxUXmq*t=%pr zc9M%+eW~b(@|Kg{6GqFeDFW)?)}qfz?IQQlnm#?ONl%6(qVXU zQnGyZx8e_OH&|NVaQ`Cz(S9*ok2tdP7!kJ~j>f#^eu%XOZVHYx^t`KDv6j|pTwMoE z-$s3G1AKZWU58{#A!p4?*Q&*x$&RAI8g_}9@LsI$+&xxHRu2sF{ddV(tNa3-tFyIf zHSY`YqVbjD3~PV6EwWA}bpN(z(Nj~)wDlx6)A4YG{NJ%b49mxqBO$L!iEvhO(fsvM zmv%>IaRRWg&p0cWcLxpMx^eeMx^+N8xi(KMNc=7tmFBx>nqtZ7kndxKTkn0X?o#gF z{*1@$pL*8nFJ1b?h-S)I07@V&uo-eWUvAs>^&;~UmS@lv+Q$a`A)0+Tu4c?UswdJo5K zJTy7{pO34Z2_oQ0VMyw1_|H~8tt+%;ec0AiSs!7Ukifd?m@$8u13D~=)tiKavbHiP zOXk>}lh5&!Cn_yCEsc^@MnarG5}Oeb;(uu4L-OgYwTchERuO95O?KmKg25zX_E4Od zwVe^UwOUn?7hHSS))kn|Y~DfwcTAO~Z{}jMBP;DVUan-Ma_EyJY^~SIXR|!5Nggop z)EOxOb#F8V@E8Y8-=MsHy`bBpKj*7AWyo28x%r~AMZhr5ZZ$(Kp=doQP(QC-fXAn0 zA0}~l6?Ck+&@kJoBj@SSirJ;H=0@oQAMW5Veov3xt zA+o)b6BR&{XqQhp0NeM?PrR<}4*hI*FFB7u6i<=}1!lU)lo;a>*gT-()HY#IS>N!mJoTp!2{*w{@=&?K>dgW^~I zm(q5=1p`~cH_n?ZbCX;%6aQqLXumg-g+S?h}Qh z#0InvT!{M_B<6t47d}IGC=q{>eRH|OZO1%aMLEV1esDi_N5B6ch9FVMe;5z1rIR`r zumv|K6DcfS2g_S`YY3gujw-6*AFp;@J`fMI9(_k=N->?4a>LmC+LL0+9v7)PgB>V6 z&ANxny14CwGLC*Entk-(ee={|KAg8|TG0}L^gs*dlaj!>T2IRZEnRz$(Ej#%54qD_ zkU`tefIEQ4!QjgVTGFTp;W`Zri03v}gTqiE-lapT@CSBW1ITMvHkY_LPLWo^npnb# ze3ynZpYN(ZoR!`t}D;pnF zkL`HZuxXyakYjwOuVkC;a|YD$-H~*ljm{f&3~IOVTWAFOp*+nc*yx^;L&U*Wc?FG* z+da!$i6dyifw>9azx3Y&ATD%Bo?MBT0dP68LcFgoQw62PFNRa*r!k3- zcq*h3DwsCtg7E;>G8NId3t zjb%zVK0}&nYKjFG$b=(Pm7da}moLme8&pP4fTjz~H!L$&$}$_zjZyKemS_VMxTm5d zKlk7cbg^jlO(f_coOlN2D={UZugSjEh06x#$ZY+fq zw-hS2E4D-suxY1A?EqhF<0@9XqO_{>HRsO`!nQm8MC8k5+>eul{aW4dDt&?eg-%|9 z!?4dFdEHWgboA(z76qcE>^+8w{UF93k&$D5C>l}7)Y>s$G%PV((%U9n*A-@}3;;E} zjB}AErN4zBq(H7V#*u1>CFzDc0$Q_H2T?OVOd&nHH+kOz(-d$ON5+y#YK z7+S8)4H`WCYrY7Q6r(Qlc)Lp7KKsAU9YekmkpcKJ}pRh^}%G{ygr!Rbk z{-d^(c)U#4npGf&8qgGxGG99><*w<(W{rM+MHIuJIqg36+qmf7%@v-M{e(|cokZ4z zdxP^{VWb52VGv;!5(fo&;e)j5YIkdN?49#6Gs|gIH)J?GT_hW{e1Nkc4w`E7qH^@- z-;smww(nful?Ku%mrKJK&N6c$`IIu(K!clRUyzi=wR*$tjB@O6T(~JIP*2H=p66g4 z5JVnQGa|h0kny;ee^c{(8}O-E*yixr_K~12c{Eepj&{X&#+Mt^+=E%KznTf?d#POV z8=v_foYJ2th{!kz}@wB_Hx4yd7V ziW)mEn1ZSZ9gqF0Z|P@L&|zJ*$mdro7_wM4B3Q6 z4?XQ;CpIf}iGgkzhzzenQIwW`B1$i_l>G)`H=jJ^WhFg)9b~afaQ^$bFGVADJ{j-i zc1c_|Xmp*!?dwlLpDBQcjQM43iOX9Z#(S;K>pCwx0ag!g0+w_OJ+mr+8UQnp#G6E+ zGRPiHtVy_9K8%pyVis+t)O_vQ7l5f~KlJ{tA3zw+cEUqXRG+A3S225(uL84yfo$QfN3)sEw9Ya@dNVGD zB;uLIbgitJ1skiG90Wkq-g%Us8$Ya5AaqEc_(CFy~eCb>- z!7XoaJ9JT*BVa+3-wTeG-xrIR7O8v2fLKO5PnPu9X+&5<63f4pD>a(D5n z)b;veIrx5;-T%|+4b{Pci_`uY&Gy4)kNcGEF7@E4^-hMtmWSl3#Mg8}Fu?QnZsg>d zv`@yUSPN)Rj``w4%UeWSo45qvjqe0XZ9pkXt7=-~eM9(-`rBx$^Jt-0rsdqmrzYBe zJWHZtdUAbIyG`;CzfBQkd%@r;^_|}+n;wltV|Rp6HQ#ICv}S84e9u*VBP@Ah>yN2u zC9Ac$7k^Av;MO6XZicV*hYy}?#lUj>xdJP3=2~<~CdH0^cTM5Uik9CaioKD&ll5%XM`z#t->X|M+zqi` zJJm}mU9BXRTK|Z;K;18R1WZSq0$8>T> znlWWYRCmItL9h%M=YzBM4uh(W{)mge6$M+FQ_yHm)p4*Sxb;TLR6ujX_Z7_L;lq&c zkXAV_)Thy)%!|D&v(pf)sg~)yUx-*geV<7ee&e*+NnF49yD<*lU%6$a=8&zIFG?)@ zg^);-hA^3lcD>kV3ynpuR#nL4!R=7vX1FnQRHHrZiNO^Sc^yF^h?6ou!@6v@j5~Lw z`@)rnv9(%x>OQAa+emeT8IfWe9KcO!8vA><_E2JzZf^6>)YsfC1Hitedzz`c_#%y+ zR+{F1>RZx|{l5sYoqyB<2Y;6sriL3drPMs@j5Dnq9&B{u*F8mlLv>VOuT($pOHS@) zN;MIyeha5G&_`R%tW?h<-bq$E7oW1u+syHe=%;d(|Fp>bUUqZ!(HTM7jhicGSNEyo z1TR412^qujRD<~LDHag7s!P5)Sf%NTDhUqjbTskmX&T!A*!io?&>rhgRFROa%6C4~ zE@Ken?07j)cdb0T|DLE$xcM380Y?74?`n2}L&}I8cony&PlmSjE%nI?PMj7T+2-C zN4(-2O=ztxJ&-j}@gyT|C(HPn!-j_joF)+gtoVuLLu)abmT$b z*1@vK3IJcwTR#q6n!V|I9H*00sy#{xTIptwDkHbk_R}Y#4bOt;l$rp;%0wlA3*LQf zjwQ`DkrM_7Q@!~dyVaCBol+kD9?Z2I{_5+cPV82USUL4y1nIkmC2=Fwe34Psw`MIR zf~%teDh^Coxfj|+G;R`eN`XEBE!ytaRf-Oo;ws)_5#B}~vfB~C^)kUEiA-Is7b$U0 zz1(9iS#~IicDBzafY1A3lR!y&a!UtrxKO#0-K9{b-NxP&8~ZuJP0Ij+qR3m4ZIB(8 z;5TEN>8H0gB{yFj)FQ72&L+9(p)9mjmBmgP%Ao$N^N`BtzB&voLB7@(>?u#De3!0; zeMNqbGziU}t>B&hFMJKheO%{lZ&gQ2m71+XpP!R|B-)lPJN$~K+u|0yXh7vT?MPE1 z@vtAXPp7knQN>HIgx7QB(oce)d<&h)r9U9?of~6CNeGt%(|f#Wuy1Pjl#|;l>fyGs zci$^ovW7|$DqLgXr0XwzyEI?mA%*eqT7$)EoP{enmrJ#TEV%A9=aMxxR;G!8VErw1 zz_$Q{ToVQLDTM6gai@V#BR7xcY${KsQ$Qw}PmEFH&5r1fyXeVM1P2$pCyrgVO=_ z&A}egoW_GMH1Na*ZEvrKJzyVSu8ahzU6p~=@)7{BkrPN8Sffw=7Q^lEKMY#G9%UJK zIpv{2?$Q0$-+9al7b}meFuQ(gcS=6^6+SZpnIplcduwj9O4Sm}qb#hc+Mvq5Ls7TK zro)|`pYPm>(g~5|Eh1M=s)XsI3fR##p;Ddq56G)*Q6p$Zh~^ZS6-5B9u$k*+J3Rg1 z=T(*q03_uw#rZ)Jlris1&c}%cS<{3i$NHxH|0*QIwbvR?#?kIc;8CK>RAzOR&bL4j zM1x?^v=R#ot55siK!~SH*5JUBh0|h&iWlGH_rvdMEiDbGEWET6XKze;NgYI?;QKrR zbkypg`4ZKH`DgJTH%S#&xWYr0LaD*qOftUF^X1{`Dv7t?UfS(o6GkpE8oj54&69M< zC$R)YtFBoM0uB4t)+?}2HUHxrlBP+NY-LB6ZRmQ@s(Oh@1H+ojR^j%rIcR|t8&6?m zz50%h%2J78LG;Q!gRVivl$>^D*0o2y)z)cYfh7CG zvq7!-tv%TP6d&F^(Myq*@ALtP*^lw;g~%OU6MKQ3`8mIrt-~;yt&3xZ)+#uu^9R@Q zRUU`-Dp21WeZuJLCT_h;9KxLMkl= z3k`1qPA(aKvTQ|1?Gblg;f?J_NFu*Zg$E{#FR2skRvl1OPZL)uX)Z!_%=P0%Yrt%- zR}D4+dx30zr4@m&ch>~NT_4RL^Tr--MkrBuHMb|%Vt!ukTv*NNA-@a%USEI>RG!$yd-8iQ%AMs;e~k^QV;N=kHZg)Z#{4jWIf; zQ%z^s+x}Y145F%`@}dfvhsq3JJSjq)0@`xj*HgRpJe@$o2&|i?|1dJlZ^xfvbS?=W ze{INxKK}nKIg_cogo&JANdBAsUmtb;&tZoorUhMLbq5ghjRqe!!zyrXc^0XRR&=OlE<#DAQ(5&ZD|tfwul_*8UPxEr@nf+Iv|- zgM!Yo0}dY5HrUR|Su3cfaMrw|tk|^?eW2Rg(%g|Xs`nL4KbB3ZO=Pe+)C8GKCb0iL z!8o6VV~z>vTNl~n7SG$MxHOGFf2SiHjFb84ov6rL8_u_ly&E}Y8}w2jHYPhqA?)36 zp0c4AraK>p#?W5Ww;`M8D=&dZX(o@xg~9HLwLk*RxT#4D5{MA?OAQ5=Xs39uR_O*ZqyVIbSP5;el>v)LxjcXo>OXGyFY_T6Pv1#XE-;I!S5*qe;QUQmft* zsgknNfIO>1u1c4wb6dyK+K;r!+Yns&=6+O1=ez1fkMTvL{ZbxP)&n}AZzXHK!Q)no zY1o{OngZZ$n+0x8c~Hv;Bjci<0@0D{g{2#CLa4itvz@nMYEoDY$_S~C+edwMFPv*F zz^vyh6~L*JI5F8E9rC0s$W>}Gy0XfcUT+Uu{;}0Ua7;@(R1F>+mc4L<6DEZPd4x@X}% zYWI4GudPvr;=^5*G4reJp)5~Ib*Rgm^u*%TQ_H#Os|OKdmQ&D(ms$-nEb&h}pXw6^ zAT00O#vw)h@wP1C&{F-U(nup7(^8u2feJ?1R@RJ`m||%+Zy=I!k!{?qhF@z`tiE=J z`{TeXcVE`r&d_mmde$qh%YW6SS)A9g!wj48V%I0yV~aoMr9|?{uMJ?(RD8T>QpsPNpC2qEhEU)}%79@-{=Qqu{**4*I8wD2~*0X~BbfzE3?in(1vsl_b4q7~V$R9pm97x8I zG;E}LkAZ>Dqj*8AmVtYBdP_4`lS;e%O$TXh<~6pr?2H#3JQiZcR1~uG@8t>!iQ6jt z38vIKaZWr@IqKcA>Gs$BTMG8zjE@6l={Vz;P18wJKfsgxVA`m$D7Ig(Uk?r%p+=Ny zb~WpFn`EGJo82C&!A}y~{;NuUi}ly}_P&$`apK^pY}O+ICmNlqRine2rObTR)ohV$ z#JW|Z6G;~Q(buLsYfWe2lr00;t|ZIjd)3#S84LSU&Hs5_k(KL2HH5O$8cZ=OnuOEd z+(Y)3acU@ue_dSy8SReQX_Tfx&#&fVYjV6rBu~C}B+qd1AI9Lf1o4o6J-a#zr_wfg z)$O1El(3O=Wc%Z+*Wk}-A0bUj z8cLav6wS1fNdl zcTcR8Wv5GF$%A#2mDhQ&)-CcGW_R--xjL@k3z?>ws@s-wzG^AQZ+U5UVuz}EoY}El zf4=w)2v?TGV?6i}4mh5Y)KQ~oheMeePO+4)xMK-fO?e}pN%&6CJ6A5qi&?D$p6f6l z=+24BtU0%Rg#TE7S)nUvwIyPuk(R?GlnGI%3R_%N3*<9zvJP$yCFba3JoooR!5D3luyg%dtplQtARHd zrZb)}8%HlKk5lXG>$^2>y56>(zRLD|p2c12I77iotq#^>8i?x?J0BFC{>nIAPLC(i z8ZV~)97z5oj%T5{Qa35*vF30*AP(+zpv-VIOE6Ax%HuMMLD6u|Rnyj1RnkF=&ZW@v zF%+FrJ9uJKPWV^Z%u-6B|6#nqQB>P|R)#EZf2Iq&u9h$U43=4Rr{&vgwFV44SqSWx z$+ZXH=mLO>fUlA^1ydpQ2Ql!EL=)^)e;=>P*JD+?EoayeiQ#$@U;MFSF#}?Ghe-3& zZCr{sUFj%Ksu_!G+?JhHNSnIbuX9~Y*s{d9>mVBcI53q4iMCT9dBa_eB+@_L;#j@4 zYoui}E(e4nfo@=g^`HEbk~>dm;HBUuIf|yvk%bqT!YJ{ldcjThx?4L-XulFUZ{jA3 zuISuE)WO4E?UaI9sU=>PF`*cZh^9$MdWDU(eY&wz-}=>br4&?4_Z)5LgxO0`HEUfr zroGVE;xNI6k~A{#IJysKg$9e%55ADykYkDibO)_x-MVSZE zxfj^>QDy6jjXs1)#X7V(D)=v-eqJwb2d8$>KXeTHZX+}XrPM`XPWt0)k_$DNcDY*9 zECQ8DBMmyS~&rIDVz0&To|N< zM)VlJ;YsfNrWQVe@%*~BYVeuQR*G-pMDsmk0R>%>v*YHwjyB%egMul#udn0q_h|Q@ z1x5nHq7M4qE1QCTx$Tjb~QQ zg}+XD9|?Aj32XFPxsHN30~udP_|5#-ZK*3ITi|KetVNRbh@%_MN=oI;%bnm}?qNWy z(SsG%pcY~qNN+p>o1R0@h~`c@5|(vtwVAv%bL$^+FYb1 z`vnOHr z6$7I?6hJd{+2$%54R=#r5nmP%HsDj*)un%;RqP&Jo5DL1ceEc1cXi=SL;)8PcM)7P z{dZuYQ?n=RHYq~amm+>t+*<7KVP{Hdwm0LWUhgtFTU7{C1nqqN;=^q2tf2Lxe$Kpdr=V6imeJENvpk`GmWCevL0JH@B3W0IMIO?XCC_>{k>4s7%~3 zXFWAkg1F3IQ{C!YgMBld>h&YEcA1yZTo5s=7()Nm1;-mtPm^Z*CCS@^At^pi-RFtZ zhe$(B_PLA=HV*fBf693SkIJ&u{n-z(0xv|QZ(Z##!sLuK6+r$RB>o#$bI|=-{Eqes zO~bZt&pUBOy5Hyef&xN7ZZbV-L8-N-XvJU&jHWmIgaIxrLuOgGz& z9sRKXf?>;4FzSohFXvvkC{KH9YLKPcoCyl_Ib|2Ycl{dVjL{(jBp3nL7y4M8KFvSY zYJS?uEP8Qgl1fHSO4vSiE`-8m59?@J|8i=`8^-;lZI^G)K=% zm9JI9{kp%DfM-YM^S;+Ov_GO}X*b$or?4lnb->ZuaL7ha{hy>V35yS%S0p!vQhuK! z#$`V-s)&c%2toFV?3+FOZld+Hy(rw2Oay9CE+rF8u)#U=f@5a+w;-aas2L z8n5d&zwL&9`!Dk8cHcKX2)WIzA5+EQ+G~q-ND%If^%?BLwy(e8HKE)6wq6DmE)tKV zW$09F(&|7pDRjLX1_|kZB|m@Ha{Y{&c6`bgwJw!f4-D!Il{aTcJxRR5zz1Y${wi#D zzif}gBN%FPd`0zP0A5mU=$2VI;W_~Jrf0pC!rhH1 zqz6`h3(mv=o+O5g>ll3@&#CZ9DoJENmwpTbz?xHaI{yajlN1n*UJ}S*ZD=gt8%^1J zu)5qbsx@e-)>S3wFs!E)-Fp=pNbAKmA;Dhqh++$metWTTkc`k+b#AGBe(ynRe#XzY z?+mgq>`;zOnT_r~Fj{+%-KIOF-VuoX;+L(TwLQhTJ}dfjmikPXlGRB$SPG9utf<`m zYtpT(hSn6ZV#06JdftqpU6@YjQA~^rELLcEHUBu zWt33!yY%t2xY$S^PPxqHJCN$&TDGUq4tn|2=$4P-vU8TMa5ZTu>q!p{zwKjTHwIqJ zx>l>rPsua7^6gH06>7vPQIp`+E?wvSAc|fiOg+pxaSPcp-6M%SScbdI_474ck#JpF zl$=l}=WWKfO6myU*ef?x9Y;AstORLbWcpqw>+!;~oT?EUD;!D*8;6Zflt}K!gt(IV z*lYu_jU-}&m4(}V0!|AQvCCUfz4E+KiilyW7h1~CNuA&MjWk+O!gq+2n1tIDPj)M# zKA0b=EnIZW!xwS18MIz3Ks+qZQCI4`i%Dc6#mf{(dS0rU<}^Q}nMYTclylU_qO5JV z=m(iis!cHAU-lC1`C_!R&pYhI^>N^&euhnHUY?)fKFAU~-*S5vf4%m!Io_dE!UhR= zF-z9yZG*FsF3uN*1UO;u4brT>JGx1*ot+6;AEDL9`jMC{T}oo*4{XGaIznIjd?u_f z(i}1up#gDg>BJ?^9&C2Hl%`z<9!z*-_QBAe zOE7zGc+z>Ac{cnWBgavikhVx~0h&LcN{Ma^U#V43p+f-0V<4 zt3c-AmD_9y{9?0a>$TXeJ>5=*c`NO%RcW?lja?$q$LQyd1hw%BoS7kDb5HfvaAaD#ckSqlS1v@D&q7=(Cg?>9X$!15r5~b ziw##Hby6QgxnN)eZJP<%D!YHMB(xDU09_NzIFfwEXO1B&%JG7MQv|0thtB*^pTqC{ zc5xL-!FbUzwN;?&Tl+V;Q*p&zUN7UH@iDmO5sXj!Rwk-$zDW_X;O}BkR`-mIks8Ts z<7rZWcEk!w_EEkKFv=JnDpMTZv(tRGC|V z`vAK-*iN>@;bR`DNkj>&*IrzduDjA?vIdL3jm+DU0-vGfPoy?IX5xQo ziU2lE@NchE%y1Ks5auaXt{wtZ)qeQZc zEXA0|A_jfR-a(&28~VJ?I(>;rufDMfjkMr`MEXHK>fiPU#6P zN&S39vxf-Ul&ERPy*b(onQjvt<10al)@!EA6A5%39aj^Z-mK9*wD~XGHIz+OSSL&P z&vesyR%&E=M8ou_&-{4WCWK5Z*5n+HtB!@7aBT5spatoi%tKuCgsHMT3?*Q;>M(Ja z`RmHaFM$xY!DXz5yqjj0jzHIg>`1+-wbk&7L!6Z~`lVefS};Ag^?d!;Naa&)5xS`W z&a2^`WwdMBxDKlkU%h0$3AACWhMKe)C4C-ZZMuTD8+M}Ho@klTkIde8Cysd4tRD9U zMnHwK9=yL&$-m*Aa;#G@Qs3{H`JRFC$ykEti|@1Kc>NOr&$FpXBpYMI=70sOF?SUeXz5kLs53!ZZ)t*^cg%!1r-M z=PG=5?ZT%4?`zCz{Qd1*SyRjE3`Tr4Xouhr;a(6Nq2TU9tq$T&SfwYIXXVCe>RQ~o zO_(>kjo$JEZQ)rl7?AT!v>OM$M11+R;!$3bSu&m%>$A2uOPj>j3pFi9MiV~gv#!1U z&oOv$fMpB%c^4;!khJOq`R_CdN3(hL{e3>H2VtpJiG9YrZS7Oo1Qqs_zEI?(7ILWzry)~>~E5o2jyZqDEihn$HGf0jxy9= zDtS1oHRMieuk;*$3k$p!yqf?{WV-DL;z~DpaFt9TRa`d%rJAfPe~r2PVG#9QGPnOn zlKAXx4>C>%75wy`JF3at#MR5bY-F1(!c&r|*KIR-6}Bnt+#_w%oi7GasXXx}WUy6)S3Av&mMe7b+!d z_Lci9GT|x-@AR=JO}Fhg4jV8!*zwdZW>ksvuG$n!=Oq=495)R*3Adj*+5C-nppW%E3^hFjdHMbSHZLRAxJCU($|17sOw8B8~VEk-SI}GNuRTW zvdB(lC&|_yw4PnPL$QD6Ei#LM?-HKC(FcKI2dGken2PNt5}3lx26 z|MhyXB4DV-X3zeknCs@qW9Os@t2j}r1+?OC5)Ny{dI1AJK=8BO4N$y}oQ4RNIz7qD z=E@?@kD8>Kq`%Z#sEFAI0SLAix1lvoQE@nr@sOj7XEtU4T>*&8sQ zv6fe`R3>GBs8AuwIo;vegsb6dA4)G%j0wiwBW~C~EBP$+VyFB7X?gmbvSHIqgH!uk z?42&x6InjIE=Q3tsfT6*y%&O=2#yKdUNch6Y#3$C6D1J^FX%L76sfLmIJAY0=ktSn zcsASn0Yo=~4HJRyD{fc|rHZ`a7Y_EVPmz5l(l(Z9=pKCWaD>hYd~jcast8 zREQxJl~q&{@O1NpN;M4Y@xhE~diHEyvGNVoS5~&8%&x`^YWam79r6w{Vx%D^z z1uqwt(F}Ywb$HEntPh7OKfjBpX`zhe?7-|^iNW75xN6av5Pk1vBu@v9q_YR7-e#Uz zcw4^0#pb6<9T=*dKtawnIi>Bc3WHzVfsS=uoLoj9fPBOdsA97*h=ASHi z@yh$yU75!r(8mqh+%WHG1XZf{dvqm;rQgudxixW7I%`{ZbWk5p0pbsqD4E(i>B_aDx)$)Y}`?#*2341AevjQ@Uo9m~Mvs<&uz zen}3oG97hTC^}QyAUN9fEUU26Cc9d?q`YnmvM!20ygDL%nx|&1JY-O%i6%}o_~*TN!Ti!I6#z(b{&g|mfa+l050vgWce-|Gr! zb8@&e zb=cHfW*Z6NbNmqNEbxG~JB#D=yu1ors0dYpL>;Pj*I8y%^0Wq3M-7nCi6c0m^Mh_T z^Y3~nHM6*{V%Ea9Yu`5*$Wo4TUD*>IupBI|aQy(;tO()}V!bkX17BY3Dlp?jK{C-Wgz%Ui5#-%#lCpYKalv0v_`Xi=*wT&@F(saGHHDftO3$b@ z?r8J1Lq8uul}qbY;I+z)V7l~)8!55BM<- zY`#U}))VTgzHFi^1H<~0*a~nNPY$C^+H%|)oa=2~p7I{Bu)&7#5-zN(M*8Uk>;}Ho zJoMFugBnx@lV>cr*gnh#F3rAWdh>RkxgsfK-Sc+uij3ogxm(|qh#0ikSo73tJM@;Y zXikbyOa~zD>$`}P(kIAnvK!8|P1(6AGI3Z+BIOS78J>A0u+LP31ia*W35~>bX1HAb4svk9<$REk4W>m?QC*$O!E&=Pv7bN_^OTh zm}Sj7d)3u%aQH_FMN~(R1JbWajCI?-^sn{QnxjJflZS_uDlt>7RCp6MZaN8NjPE_w zAkpFIfwt3kxyF{1CMxlqs~HasF zb6>C49m9b{ec8KbXCXwU;cOWeL1&?ZwA>f#cLM@_c@|)#^NX;e!NQ&r!kX$9QJXoJ z+>JVDiN+Xk5+d89&*p8!Qnv{=_ue(c0*}J2dQ7DkH2iVX&q z4UU4%=|aO>6{@>o+%+voZ^NSKF)YA=5zzEmtAsOKmO8h9Ku zQ_IZ?-w;w9`j-9Uk7J;c>YVsI-&3zEt$;?{NWFTgHdU$(r3T&Q9bu)e3PH-D? z$7)MT*gDI~!sYb9wgIa+PR`nIoX_Y(R7oxqga_kkv^<8hN5=ZfkTYSXwb&2Py^Msq z!YY4~sp3%vhFzNS42Nc)jxn!wxYru)7DP$L6qgB^R2lAd8FpQchU1>|eb0TEjoO`l zfL@g;w>M|2%qA0TTEx+O!;*~1ev|j5$@Nq6BIYuDU12O8_VVCyMQsaxLQR2a|0Om0nF8On{@h?`y?kJs z-_fppskCTIN87>rm^^E`CZcohbEPRLI=%*?=>dyVnU`f@U6&zX4*sN{e&N9$yF)Z+e2#L485vyvsiw&AE1YJ z*bB-84Ga z*z8ED13iKK8a;3Cd& zeCp*6I|;Wpk6VpSbk;6k2>~n7P>k+kiU#u^d5bLIm08d11Sv3u6nM4vQYLAVHxUP@ zYi493tg7_2`M+xgmifFmw{c5PEoh8g14qscJCSl2^BZ$+@#?OV?W3&Ie~F79zQRYN zSAZ5SLfhnIbcOk~_(zJ6@k`|$hrTlo?2b5lyRm8Iy!tSy6Z>Xb%bU72xuaC>X@|86Id3mPoPn`q^dAj^B7Wh3T6 zXJXO7^^DMGtS=T_R99%H*b4>=C08mv+MbYs6jmx8U|mmCBUd`LCVMhTi9< zzuA}O$8);oC8I1CT2D~Z_T36{4OeXB&knf@+U;0Bj}r8&xu^B07v(0z)ke*;dP|ps z)gO+FtEnjE*u6RArU{xV-&s~=r_2jDjm$XUA3!w4iF1u?zoUO^U%xzfQ6mVsx2vwy z#1Cx;Hq7QjG`%$MYvb(^K|c+dO2Lmi+3vwlw|W+=q}(}d&>J(_Qc>Z+8;$)ryV-S+ zJnc(`)vAACqIL6D3u#;4Zo@1~@<>Sy8g~;ERa~7sg-*|e-Dyn~h4}kyx=9rKl@GJ| z`^BmNuR3+sqSkfW1U2QMQ@{H8dEN`c0G04fH)p~m%^X}(IcdXcH6KR0Uin*t=dROo zXUnu&C&gDTfst7cSS_MvX1N-kRDvyKaC+-nb9-1TkxxH=9SK;UUH<{<91DiuUJHD6 zu3!*WpC~@XTv^#ZiI`j?BZTpBW{XhQRN!;KskY+h(uXKjbEta*HEDcTqir;q*^IS@ z?nWf*c+maAxFdZFI}2J=6*8*5;{0#w3Q85vjtd&5{eI!WnD{?Liuu>UN-)}t)Y z`E^f!8MzKJ)ka3*Ah*5>%GJ8KwNoqq8eyGP{XOcMsd>MYppG^wo7RCML_y2=*IwLv zQ#$c?g`4A%x;_De6&b`aEe?4Kxi-BHc0~T>{zkVdJVaK#c1awDc4qw&&(iHlIZD4|zeHxsj;XMv!>J5z2!MDNu^C&Bz61Uby%S$;xf zWP-|dxl_`R%H5GN8~l?cy+Tj$I`n4H}#hQhMbakeSZ2|qxOHQHMETt#Zy%eP)G8GLHV^BU{Q zdeYH2$;GU_e77}?C!=e~H@9fX_DvU|6RL~?0#0zfT*Lgp8WxDft#itKqtnbA@t|XV zQfK_QXtF9^hOYOsyBrbckoUl( zYWA=VZ3KEw=@-lBL+LBBfZaPgDUsn8%HYh$R%Z{9*3q7qcx|uQx8q*>ykv=AT_Ap% z45^okajMMAvU&p#mn6<225sDGGxVdna(iMO2(h4^<4rY|U}K!b!TW;TPMmd~m3@+Y zg}^3*ct`sQ?)Fo3*p!3V&MS6!ug=ep!&JQoa0gCxTZIc!)dR*_Y3a{?fFfMPl|}5* zW~Zr|;yetsc)iv00oYECr zsDEe`80GfNrrmbw&E3uOA&-Q%$>+>-FMBn=*b~XS=4kb|yn-r>?>B&R$1i+jVrr~c z=CxIw0%W@$d~cNE`M$T(X5%LZ47j`uz`kL-^7ejS?1kTz_AJQVogh-rzJelHCiToirKpox&|yo`wEhVTl!*e|H3(@!S3Px0d?6?Om4!{qq4FgoX!BU z#;IJb_?ETAV7g zVi;bI5;leT%y+#m>1f^z@s~u+R&;0b+yO*uobpUU8lJ z(;)?ELY{IZJI#Z&6PckTVD&hp)>Kf6N;8`$y3SnoNrInb)5u85D|JS zW`t%@!t+qQLy&nN<#|o1wOX7k@s02#M166+_Uh{`g#f0J}uu1zR`~6GIquEKenBn{QRqmVD1-X<@K_(pCR26L_$5i34l+&a75HtY zk)1gu@mICP&9mlAUXfY9%!9O=bDL8U?BrB?swZ3Phs1}0)|C)Oo}E;9m^_`#>J_zjXJ< z@A&~ju4}9kGAk`_5Xj1*DG({bD|@zVCJLR|y?4sQVP@f#7yWMW9TFmDlUrbr3F=pW zabeRPxsp9Kj%K4hm*L_?>A|5l35T1Oof{5)n3QQ>g$28t@5TB0m)Hn6)Fmw!uPHR; zgit1|PMLC*zr&}TO4JW5y~*wfWl%1)sd7Qh{CbV=>f`QiunWx78N@**Uls^dztOiH zow2!1XXbZrt5?5FP@lTF9p{P*CuO@jUJWGhYG3H`iQaXtY-lHY-;l7n9wbZQn?94a z$4T@#1|luHYN^t^lIJeZ%&8oFVI)tio7a+olmM2(<|9F1Bc$B3J@jcr)mk58l40e_ zyq%`1H=?E&Y&*zII;d~?7Cp(G#hCb(D!05mVRCfPWP0ga$ba;r+4mDnX#bs()jI8M zMAnlZph>s$9a6m;F*T`2a6hL0w?60nXU~A$QQabBFZB|8RChno6mZ!4hCHPL_T2FI z|9&EfI@MfT*B(^iWTp^qLYyFlQG`rMzVR3<4I<^L-Z>5&=_5wXSf8NZ(BgkQ+oY`Y zy5GqO^)QrLEMZOy9%ASZKMRBm>1HgXui$Ir>l^9Rer@f#~7M9!)RcC>P{ zCgS}a#mdxb6c>58#$|nySdv>jGTj+6_B7~V+qU5#!k*E3%0Scb|dHH zf<0_3z%njo-sG%uj&5KVXD53zH!!)Ii#t$(xQ&~uD%eHB z$-&vl5$xzj&PUEFZDS8)1HNJTB*7L=mSA!b5!BzJc)=ZJ`o4KIo!K8a(&~kRPQiD^ zhaks;+Sq)*%d+z$7CN70V&0RM_ad<AQp@AC*KJUca(0Cl zOO9=w+EYCdZq6X1^kZ~y?hzy9ZmVDAAU^W@FDia#+mA0MF2H-|doD9O&+ihw<-%59 zjUj46>dQqz9CM9TgQo+vWD{EkQXf3*$4?9F$!(gt$scXBbBjBxnPtVZpdf@xMqXGn$rQENb zai6hNd!bTXHxx0#qi2kFnF$-GVLlL@0E>0}B>efwk+}Nah~Ci)oBfJn9AZy5)bW?4 zx(#Hcvmxi7p-R@~6-v}bEXzFz+YKWXBt682<)o4Zq(u{e68D?7Z0>enjJ05m%yp*^ zshy=HqXpig*xh*$2_K2JDg6ufWXAyltYU z{(i)Zelpkn}@fiDca@Hz31Ed(DrkwAXzk-{Bic z$8$u`Vt%Wj$&`ENbW`M_-DKYO>3MJSZvL57>kh6RXNx)H;Z2xN?@&u>$%y#v%id~| zuVW5H>1iUqCjNbU<2-45EIi!Y4gP|aoXd!zF96|Q{#a(V*dWLAQUKEvFL9k4Hwwg zToNHXRFiiy!CFmg*w}7VZeT!jW>tRJu{XV`V4~x5LUt3$U2KbzRMB<;wR39nqYUgD zx>_yrM`KwU5ShC&_m$y-mwL*GXVg%#`>`d_D`37Vi~n-@YSerjfmUS%OsNa;brk)v zdRyLSg3@3g6|>*oPJL0-6_HdiLhM^=CDZC%f58GEHfcxO3vNoBzxI2c@uL#sbCGqZ z_&?M*Xf8YRv*b88p7y%9-Q~*X{(drgN4meUcZ9&YG|=CAhIV(UyS<#QScY5Rc-zYQ zg8=!y+r#i5j8(B?!2M46FgKK;$G+v@oZ_Pm!{l zbYZy^(O(fseS;!;1N~n{dW7~JCT1an_#{j}9W7XxSG*O|#J?u#<9SSOng;r@eW~34 zV^Mver?kvZAPm?Wu>+?kKsffca^UW^&?1-ee(mA0CGI$HHZ_g5G2M1k2oXe=_Y*wa z7sRjTx2=$zU5$(5Lqpa@)R9EVF+O-7h-SeVU9BIx5*YJ%6Jn>o$kz%7Cjmd$uAoRr;sd?@hG5wRnB8`hUOGPOk&YqTf7jyzR>A zoy4=4KM{4Pxcmi2x`bMdVy^`4L)H6K52Kv=msrKQ8q-SWf5f!4li{N+JeMF)04zhl z@O;0=+)*zwYBT}oQ&fR{e;ZbV_+W42#O8jl`7BL+_qF!LiAWTw8RoIURpx6l9Rb|F zVM+40y4^#R2Cl{XGqT^3yw6Y+G~XI`22YDNaOoee$|BZYsckfrb2tRB8e@90hQ zQuk~MI+-NSr1E^2ldvbDXeO)jk-2xILDnF7vQXWHTfxI&jm0y?dytKix+2C9-K@1_ zD~@n#l?q`a`ku2#4MK@xOy0JKyYf$xiyAlIqMHwD*s18CLWFvm$1MMcNS&LzGglRR zC&bdBd@eHf#QDSt;+={7*yQOXn!@da(2JJ7qOkwGZG6d>=@64Tz%yMu`?cNuln+ zuCz3#LWlGeCpzniGp)+gNO%2TmQ;?fuoUaN(>}0eKQ#Y%K80*yOg0+n$*}1|z>OXI z+rR=90jbX_3U||=XtT*vYvcJqQf2G~kG2#U=<=%JhwL$=MzHP724+m)QF_)Eo?k{i zd{9}qCnkA*+o(IoJ-;G=!s`nUx$;CFxK;>`FJLbuCSXUya- zcvNw)>W?SfMY`M|Nd|H5l@Igrt-sf%yXUd^j|d6h)Z?D8rfAb;k8`WCskLS5b%%dA z?B3&|41#Qwx9pdN>Q+)FyTXT4TP+!xaQC>7Kr(QiGV$*peJ_2IydS=q0Wu%d^PJUr z05Ozd+D3e+FxuSGZX3QSV9rnbLf2(x=^R+$J&QHW57(1Wb5vPHWZo33JBmV{oZ;^2 zKm9*SN}qM+vv3`EP05BNpP{7Yv8b7K#cB3X4Z+$$GhU>LArY2IQq->8{4i5Hlw|RZvtP8>v@%&%|>nP`1OrkM@?-Yl3jjPDp?qiWBZ@(!PIEB9UTpYE%7JGbTzoo)US}M)mGz6z%$@b-eod0Ps@R7>~+m zYa*&w7#bjBM7lXWo<=BHUO>8AZCT!p2AIcu;d#Tu5Pj=@uiT})CY`z1g(%zn@y8Lc z7~+KNL`ySW@Wg1x6f`OWmKpL`Y{YGj6=|dW6_nA!t*iwl2dixvD=6RMm&xA?SfT9n zsyD2+`&`Bw`P0`{x66C?1nZ8PtNgI`fxIcx$R*pwL|}A_1@*YZQd8L6f6DX#ohuV~ zyveYLkR<}zGXw;sZ2-HiOOX%?>Y4cPbdnzkE&k;2{3jp?7u%=*ql>;UE_W{~jgVJ< z)h#928{a&5NIYgOor3~Te}AX9+2Iks-CuE&sz*<;%5~owNXWhMfJ8<`455-IhvKKv zpitqI{T(lnu*Qo@)lCD13d`=Pbc)n|tvP$k3v|SfII?dG8gUggAaam&cWkpjJse}G!psj}=;E2?lz9Ut z5n}vW`xIoZ_adb7|DM8t4<0sNw|i{V8KPE%YsT8Hj12gxeno_9gZZ|?_T&wea@HRb-7_NI|LNWK~&~-e?<&#)q9eL+Q>NrFBc$Kw3(iz zw4t!cE5pn6bXBM-lVljUV?&Z5VV4D5Ny4ou{iHyb;u71882|H8&7|#mptAjuzMe^e zi23sts&_%u0@8p@u5n9UyCM8ovhYAa1XEl?B*Qn6-BGq)>0&>ckE0f65-nC>qwPs} zHxR&tW&TafD473AGNROlMa08l%suRnC=e>TYBGgax&f*wrpn>eV)3`S6g_7zn-N{b znNT7R`mvuRlTA^l;+V^+T8bv$hupkl>CE^aCB<2y`#@{;HveddWNAzmo=7*>0x=sCb&8$Lh0hy|heUdCB!dE|$Z%!iU^;t~ab92kwOwh6a^)MD)i7rA(V6THB zQ$3^S*VhR5wRh2j^3B=P<+s+fchJEoc|hFsYfY`IXiOP3J?~9Wjb=1*;edo{X-+Yb zyX!cHyBEBnew?jXUaSbkN7*$UtOtC4VTbKgIN;p5FJ1rN-M&DAC?6m55ecMW)Mv!) z`AOCr@&-3!O(sc>+!L<2l_CD(fF_cLDL*RXE<#}tODwh&zAK-5gy@jcgNwnkaUh@N zi0DpPh$dw8eXMke(No>yNh#YoHjNs7N4|%J!Rhy#4^%f5{1uTV-G_*! zbVx`m1L&K7q)I842lY3PCnLX!#rY8wrS%Ba!3X&7@C3nsDt>y2)03Wyb1w|6gWf1q7Vdp@FHH+-lX_~9_s(sBjzxR%5*m{yHI{b&dyJxf zb&uxzSDE!ISl2YVDERw%?QaF!b3B+f%pn$|6z9`JV^_s1MhaiARIaXqIda#`m#c}m zrFx=;z43b23m-wPnR5$0 z?@o;&tWvHJYmfb1-S@@1ddRfa-_z|pB7M47%UU|V*onA7og$8WL%GYPm2jV5Jg#QZ zE`68HG}rNkaZ7t~nNjN_N;cQbh3&CJbv&1~CO|Fv!=q1rf1v5TwgvIl)Yg)G}ntxV_0){veL(A)Kay*+iQT8ek6Nic3iPn& zyJ4o#DyOY?-xXq*_BGNJ`D|5lFRc3qQ46kqbQ;InRAFf7aJ*(jZ?+2I8;l19pXRT` z=$8wky_JN=Uqc_M31srzxBa1=DnKWEqI{|RHr1b4e~gv#r;7S!+%SbNDcxHsW-#xj zM(k^KMg27|5QR2W$pS>a?0hHLM(JzC1Zy6dHVSAk0eU3I@3plWzTa@|R`_SzlrOQq9gA6zU_7q!2TDVT= z3VeL?VWDEYnK!x5pWR$S6MG}B7bQOp$gH01HHvv5{5^#7*I3FgfCBp}@SEpi`M)1t z|2b&>bDW)*hyTy$Iyc`xM%RB0r%QRc$!NI22Ekb^%*fecgWG=w==uMP%xo;YJZyab zD8a+_Uzgwlc0l`!1kay20N7~%f5ZvRm_47t$* zL_4~kDvZ@;DjqC0$v+}}Dh}^XMXF2ssdPHnBgpt+VD=cl-00hRM=aa}k&KV{3(v8y zYrX`x7vWnD5=DvP5i6W(inG(JpClWL~v@ z&irN8O=@hvYpI-j6n~hyE1oBU zIX#NSxY4&=%Gw7$y*;$+<(}^sHH#i-Dk)Sa-{mT#lm3UuN1FE zVH5Vx-8NDY+}vQc!2WTqv9mb2dsY}((%qH78BmfpoNB>@ay@~d+pqK0t;vwGoxy+v z(T?Mqs+M(`kENjakTtf{+C2Ki2Qm>Dj;PR2Eburk*g{C8h|DIyNye8aYwOZ;qlYR@ z6cn7P@}*70J+MedO$u)w6W5umpCPjIB}>|OQ#z9a4;*Cf46>tQmh<9yPA!s9iP=5Q z?&XKxhEi)>$LTJfrAnU`D=t|tuxbXmRuWz*xKFxAiH@HVf8Ps7n7J{_u$4a;@OBci zco9`S+C$!I-uOON&e8%aXy9$m0=wb5)(C&*>07F`A&zgKqody3$_^f9wYBD^=8TfePQz zBUJ3JbanGo=M;1iw^2-VC_*>N69;FB*|MX121n`@KI*zQ$#eKGqlPfJ1l=Qrn^e3g z#tHLn^*AQL?<1Hu;_)bQ;c}i#u_Q7(y6WdbRtk?67>?;z?fG9wh*OcvUz#$oB|-nl{((i!6~A_eV!9Q5GvgTO_b=Bn<&xWQcUl8-nZu2L*zhRvAIu5w7lH{ zw{Rj7$evB`?(Kq;qT+Nl*So-!Bx?^NRSg{@0+Da`+y)H_ze{>n3KrzoIEHSuZ_tax zXzY5t`KqZ>qTJEsKm4{Wz-I`|UAtkmX?I5Fq{e2h&Bw&pr+AMP@iON6ohb7g z^4W+7)4Es;aQqq9>Y`rrf}I&x)6wq`pX6&z4Ypl}cVTfAQx&;AF;1feN+G7zfxTmJZ36KdZ&P6U3sP28a(-siiREj_*sH3 zyQ*HlGd_s|9dyS}ExBduslM7hj5DOYHV)t*ZlV(0BN`V?^~8ckBE;diSIrq>UF6Og zEIxY2f{At*8SLK%;DV^5%r%x6sqKs^3C@UKzOw)1sP$=Do>cXdHNu82Hx}zakGktq zs$3lDYetsTU}>$999g7ksUW#Z=Q?~PXCriGNygngUuksWeevJ`M6CBOtq>$C4B7j9 zUK<#MMcjUbDF{2&ti(59610e>GJ_6Ah?F<@Tfr$vX42l^-FEFu+bvuq8@QC9k1Ye?1 zsp-n-@=N!Tvy}A`P1s_+4M_^x%~={e-1(?@Vm)_Zh{*cF^Yg_R#`i3-4$k!M?F(}e zSyj^sQhV@#tG+QlUgL}YJ}5rJ^sTE2-wFbu=rS36mQUt&U6FLaTRJZT)Gj88^M!Ruu+EpAhlBS|f6Bx4kG|_yXQ%pe;#$?r1vcCK zdzM=r?CRw1VgYs~=i&X;u}L@qQ`L@c00P$gssFS8gyn$If%TuNE>0F2U^j9D0F;yl z`ctqMFiZY(a$NlPx5V#nIdY?aPK=Yoic7e%0~6jr{iq@$KxYcj{E61o>-8#ynmp9d1z(LOY zN1}fS^|O*cLjCUJd11PPaq!<-0svI}X9)lg4F1PdKkBck{=XLmkn{f5GAt7yGb^wH zzyj#DBrkaC9JqpLlo>D9i?g_&bj>@C^fj+F)gVf5X3n z|C0mW@*Tq8Ff8wnLlB>;wUe8ZtF@CeIVTGnh)-Nj2@zH!@beR<{s}&uB8i@l163pL zzCcMmxDpTev4-U(Cm~^?s;(j}rziyz1cYU6=Im?_Fa>gObaRnW7t_<#(1Z2Sn zVS-pdm}VBP&SI*nim*Bzfz=Z~>;9KN7c)QQ1x+%;>iUwZM%F;{{2J-=M zwS}3K#&3Af!$uos@uwgVJcYBHxH(*M3xGucc+T2g76x;H zKnQp~)|xs1ObWpAj^@fL04xB&))uZ3`T$G^z`537IhdUQogoa_xXEb(FhCFC$i+z= zmLKp@L?KJCq|`4w;xjuZ1sD$$0KV4MLj#8Y$+M5O1dLCB7UGPpnY=0h(*W>Su)Pc{ zKTr=6k+YjBtWMw_Nz&0?8AkUh04IZ8f65EoBh9#3Yr<^C0Rr8la05DB00wxwr}@lA zS`L7v0ocphMHYq!Q%z?iaAV<(Dh#ce!vH^MggsebjAP3+g2RL8?E*T(~BXGF@Ib1<@0Nx6K zH~&h9-NQ=2$~XflPM~K%PJ5u-A1pb@5-9(x9IOr};DX)3>fQNSuf=bAEC4+T(gKh> zkZuh+0Me}iND1`$C&mll&jGlX0I=>rniT;5lL`mmM;sv4pS=F!0hSJ~b9PRS zRg*I={K+v)cJg2s6B~=MxRd|HYJXen4|V2$v75?2{o<#mSpGY|0B9jiAbmnwMw$YV z1K%4+(?~l2w1Bh-eCGe+NA(~60Mk9pb8LXWHh_$OJm8mSS^UJnY+(<4V0QWUeEw~- zU-kT(8sHFq(uMh~*w0#E9_9dCFw25}+EoUiZwA=I70|Xj;HNO(UIolVu<-c>V&9WV`O|#_yDfV@z+E#!CqmOts2rgc z_(1+D_pcuQD~|rv!(skr@!O+eGP?ctsek(ZKP3FAuRq#?<^N+T+uxD;Pv3*-_n#gE zv)F%+qkmfTUt5G<*7+HA7?c?77|0k57~B|Q7;qR*fDZ@8QvjmGpukYXzz0%gF=#O) zF^K=t$FCTN@d1l>n1}so7yfR=^nlbqo&b~28t?;`pKX@eZ+ZW%jO70!C9FlW`DawY zJpdx}7o}fq!XKJ{^!n37{w1=2Ww<~IPk;{>K(DZ9cLdrJ@_)$#Yl&g45a5w;20v~1 zA4CEoDIz_st*?8}U03}(jf ziF&_Y@6Y%B$M5-=$MZ7tyytn&x#ym9?m2ha(_{ap0DykLuRV?Szp?*!&v0VYV3c7r zV3gU1y-ywE1x8~=Ly#EbnZ55B6&No9f2;332Y5M7VkVvr zr%s9~o<0Luw>_U}?->wi&3xY%qB;7-!QUs~;Jba-i~+<7_)|O}0l=zC0@hj{ph^{_ z3D`^nzz2YUu7PfX>;XDlfR^+DI12+k1Vw}5K*^wVP&Nn&$_EvJNa!}IT}S8H5wfn1DZ=T7Bn|$ZqYc? zc+&XOz-S_9;%HK7vT0t@6w#E?)Y3H5e4^>4`9U*5Ge@&ZvrS7!dx(~YR)qE#tpcqY ztsbo@?KN6ET4!2s+7Q}E+CS9FIySnabmDaKbZT_^ zbPzggy1R5fba1*@x(vEJx>7&~VCeekuyl)bTl9?dN9e`q<$+c-rnjVbp!cSS)5p_i z(-+cL)3?$0(@)Uj>8T9t48ja@3>pk33^y2@83Gxi88R5&FjO(L0~-1_1Cf!D@hH$f zszAHlWOQQ;WsGNh&WK`cV(ewaF>Ww1F$plqF=;bFm~J!qF-0?FF}-6#Gxah3W+E}O zF@u>EnGKn(nLU}qnKPK*GB+~!G0!mXupDNQX3=1QusE^=vm~+Pv(&Nlu>5A(VdY|# zVbx~6#_GoUko75RDQi3HPu4XyHZ}=1bvAQ0SGEUiPubqHb+S#cZ5`r1Bzs8zknJJ= zLy3n94mBP6acGU5o&6a5Id*GyKlViSBKB7HF?JHi5sp(FCLE3&2#y?%YK}gRWlk1O zX-+*(d(IHf49*J99?r$XEQgOB)<1mvF#K@N;o8H)hc~#6aGl|TaCvaWbG_yI#5K#! z#C?q0fZLHflKT~RD>v>4-4V$n`bQj&L>$RK(thMO41g@Up`+V;B7Ay$PJA(ZrF?ySoBTrj=lGrYWBF11 zgZ$e9Vgd#N?gA+SH3Gi`=>=s4%>@Gma|PQ47ln9)G=&_5Vui|uMucgFWrZz-Lxo=n ze-Yjg5fw2Kxi69>(kikjdQ|kBsGH~$(MHiZ@DZ>M*cJQ)j0Vq(@rvn*-4lB%)+UA* z7Zx`b_ZNRD-Yvc(AtPZa5iWs}_$A3IsU~?>@`+@NBwh+EWhMoaDwZ0NW|3Btc9G7M z#z=1-lR0K}?9s8BW3w{+GA1%1GQ~1KkFy`wJ??!x@A$w8#uI8M+)q3|@lBRiR$10X zHb=Hcj#f@Z&Q zz$j2pE1$jxShvwL+-EMH2|rVJW>ryE(Lpgsao{ZbS;Mo4vmee9l;o70lya56D<4rd zQ+}k}qD)ayRq;_NRhd(jQoW`6Om$d|N9~GQyjrI^gZg=OgnEPemWGOkpGLXHil)4# zyXITXSuGhYC#`%f;OI>4+uAR+u{vTpw{%|UV0FcHZ|mmiPM(uI=XmbTxf#6^dTx5} z^p?+`KJRnB>inj@hJKiS(*?QdASAxf|x+k zAiu82T=BkAZ_a3b#XQG++Tx4_%mQ=u$W`dow^xbR&RI_GuU>qXZ$ ztu9!lT48S}+z7kTbyM)B>&*|=OxD+}-&k+h7}%uS{I*rLjkX=Kld%i3`(!U@f6x9S zloNUzT5*fvmesAdx5&34xASgq+%dWH><->R-yzds!SS5q6UR9xZKqVHnY-F|Q}50? zYdfbo&$;NjWVkH4>bqvU65Nd4kZzmq5cdN2-FsH|P#(-4w>)Y+xjo%I+q^`*g1ma~ z%iWK@kM-8@PWQ(9nEJf&rSY}%{ouy~3^2d=ANP;)p9s(i$O#|?UJtAY;tKK%`VuS~ z91}bfVi@u|ls?oUv;`&(dkC8d(+hhEr-9#rw;&`Dk%-?9j2;v|WPRxV@N4+#@YL}2 z2&;&?NRh|~k+>+MsN!gjXrJieN1Bh2kLe$~KJJb=8L+4PVxO$1L(@NHC}kisSu_1J zu}?2O{g5S-m`1YOjml2)>DXLn-hqz!q8*wiT%s6}=UHn^a6&>|Z?h&i386k_#mt zO65ymqK=~C-h`VH(CeU%-g!#P1`#= z3_DsedKh%4c4xyUjZd|o)jrpBsdQC;QT|f(RrzaGw@P<)k800{Z|dLbdbN5R`*i!7 z`!Do&444db4PGAX9kLwyK5RRT{qFdE_Q$;+gpq)eozVw?6CeBQ@UM(9;jz5&6XPhX z3iji~g^4edS0_ht4!DIW-zoC%$Z7WJj2ZAu(X8TZ!<^yVw|SfS-wXE_b{3ScKr$2g zDdhyEj%rH%x$CjJyW0d}W2SYab)=!;0`0c#1q^5y0CNpo2QC8eKP??S10xeN3o9G& zK-FOoEe#zVEj=9r!(M2ICJgu;M9;;*Eq+Fi@re0tCJAp~MPJHGX36tq&Ab-9c&W2@ ze8O2+kMi*g2udH5IetP`Nm)fzOV_;+eE=Fd+Rx>g( zvoh~rtbeXU`xnRF#rdCW_ZJZDGTR*iG4HWP7ex6|bUg2!xdE>XE-y+ZBw z0x%A+_yfiK`akb4I{w1|c#y~3@bmG)+5dokyKZh^bbt>~Scb^$_EEkS0}q<~hnl~H z$X@&h+J1dmjlW+2*!-bpAINS$<$GQ%@I1hl*wk3r_Wc(hQ1$1}JxmTh=Di1{C4f|7 z>>h5f@?zz72lhY!bq|1)9Xtat_iwfT`eUC5z%KwV_mBbrBmy7?0TB6rfb215uj(FW z_Cfpyl+Zt90QL4L0(b%-wNH@M?hxfWK*c_o<9mDoK0y2ImH&Zo@afHP_Hmh!#^7DhqX+QMP>&rj z`B=j)2(idlud6HDn1WYm2R}j|IVp4n&w+L>)e{hJuYCEO8OI48*I#TBTyZ&20DC=m zUyB@Q%C{SU!0qFj7KI2_&1iP23boJvByb+F?W$e+&lDR}ZQH_bmtFTS~r?!jI7=3pY=PT7u{cL3!CP;enqL z9q;QtRO^wH0uHX%rK2*FRSAJhHiSW?gu7JN*8`4W`ZpRSk7;^8_!6Wh@Ppes>f|ea ze$-rClP+h2B)+FLppgfEJx4U_%?Nw3umeL_{jwWWFh% zf81D$*Sq)0CX?g{+NzNO(R^j*f&NQaa9_g!SZr{8YODTPkJpw{-Zt~j@B;J!RhlF; z8IUB3#)`O&-YkQcpKFd4&2hXeA~bk|Rx@__fF1j$XODUN0*3}P%6~C1^$*wnVI=TH z18y?2ZG{acj<(FqO8KeoOy)WBH+h@TYplZRMX{(b$#w?VV#bOwL)?x~@D{uRv#IxV z@1aLhcZlJHvZ_9()bZvz&8O=m8kw)&t5vO2oY|L>UnHg6SCg8-u@ZZJY~pk(@IsTG zIk+WhcrTB7^zwHuYKp7E_+>rf?b*)-&+ecL6rzxPWI94xYYHi;Nh3cHe^~2#v#5W4 z%JVca8FzBIPT z&!8al4t)VeOG1+^$|8U&+iSr43#Lm#66hxE%d>&)-~2}t1eYN4Y_OzJZlli{YnwN? zmY^j_T3u|xwm;5bPg1F$#J3nr?$jr5Ob0PZ{>tllk%+c}3E>bdWWC-y1ilDm_b_KO zL|rz(xc`z+6ku!sPVbB39&`V8>%Zl`xT0DWNXH>d_hFV{zIfA#_D!ep)k30B|=q(qNvdF~m%gn1- zfq-s3hFD3CM<2sp-`)k$XY_u3v4dy}PU!I!&3WF*$}G(fHEZI~@YBg47X5_&jL@{$jX4 z#F@;)M10$Kk1@AV!6qFtnftjHN!?j3{@f@5??;QmWo%TQZqu9oTD?b zT*4kp>B?BZ+VPm%$KY2cQEduQ8ec-jTYm-M44*mNPeA*hQWteJI`e@atC*~5wUE?= zAe|t_6$OieNegdwL3eHM7hEs9p7E>B@sn4CY+y%^64H%w6_1M7QoubI6$xzKe%)A7 za9J^Jq_bR{Y-r#IyzJj%&kLCCKW(wk{y%N7r+okOkz0chNtBY&364m(KoH|Bq6PY{ zJuU{PtAcb@xZWxDu8(dt&{C7Mr3$kHSUgY3Q9{Mq%b-bFxH!v(UM+PABQN^mC%NQ_ zQMlgq8y##X=5K~P(4%Y_x4D*SUVCEo`w^KZlL+f2o8l?dvqA8|J45SCG5(Af1nMfY z+SK8{aXyivpX$|{FxU;C+XA03BpyNJpuB*~kLbU}6c|l>J$0wFMx!j~X7Vblp`@#> zGTr#_JSWL-GalYNgJ@}azhkwj)3SqDL91?CrOqQOGMD0Z#Kv{wU@WlV>s;^MW7b`* zgIGDAQu4ZQ3@FC?A3ry5ya2T#GXcW!oaA748c_Ov#4m-!VOTRltgsk zm!2y4>mc`bQDH)23L|>L?((=*|MC+htE1)ly{C1O1jMNR9}nE5J;nom3NPU306hOI z`hR)7R~CEwdO6Yk{MGrsmH%fq#;tHunV{Q_99<*ANw@lLe4kI4{AzhN&O?S9)8M`K z6H$z*%ajz6TT_?>SXhHY#e3#QG!?sJzn-2t9>u*p711q~aqAkc%s6>xIN~Pt2fB(O zlJLuhtUthZ41V+IiNm{~CaHMTl-wdR9E!iD%ljQ_GdnKi_o2$2&m*DeMnQ_NsP~!) zBdkab2oBTChFC2EyGlYQP$DiWV>0-3a!5vI2%CYHaXq7z~%yBc<-UKzSKsv@zls^XVvC?qLGWU0SXPXl#f(R8h zuptP;dAAJ=cvroaY9_U1TG16U2~&d?la|;Z@6W$e^~{}XyLe7yfO{8YpiFMs*Y&*H zJAiD?QZg#NxNn#c(3on|U=QIXju?;Qnx-v?V4qn-q0I+*xA5jMBFq$2UMyJvX!!){ z*AQ^48PtqajLosE>}$|FJ8C~_sAIeWtSY^%wsu8bQu|8on?^3uRYKQfV6(?6af|2gn%{bpK&8QnOulroBHrgFq#8AQ}ir z^M$Phf+q1Xsh^NL(T~xQu1D8otyX*2q`4I&!X6Vbxf)Af;nDD~2)voo&^`GE8^UyO ziR3euJH0RNq~25C1trCBekmyU`~qyjVE_ku3(jX@=csyvd-D1gv#njaDj>Qni#g44?9{U-oRkNU_FpnJxYJcE(MP{P? z^tQSuS-DtNzi3qaQ)l<5D}M5#kTUwD^SZB+9wB*PbOamyxHdRwsAMBfRk-pJTStgT zidxVpB?Gh_yDmG?5KNG1LLaKUsilYedvzNcNHD^VE_irP)3M$BffSTz* zhwXx}nWB6Hm5A^V%wvVYRCed<=}XPvkmIis6>-!NCMby=p541|O7=7wFaU!Bqnm#O z^{=lf%LZ)0tutcUwPi8JY~}k&lEG3mKbwS@>>=|A0ZPrKZ*JT0#hAk2RmsjiJf2Ay zwy8T$%ngq3GuoZnEM6FkG6T$9alUT8pG(@&nO*F2^ntQ zt}ZEdA6|0{`MNlgu(;HCb6F}_%3*nx8!~gVY7;^}(mFAgMxZ0cmWR3VW(>Dh`?|HL zb`0eTNG6JRYCTFe*8PbIp{C5{#ZvbOe>2Xpj$$M`_rq*n=8YnGZc^U(U*S^?NaPw% z+P>=mj)K32wJ z*4ksJqWGuu>x3s}O8v$G`Q9ChUoh|Y+(l1d*R=5ws14<{jyUFJ(9L6BY;*lv8kWy) z|5%;^i)Z1e>yhvE;-kcFaqBHM@&miCs=&2Klik{;ZHE2LM4yRtueeWvKM|OQAUgiv zjwzf~q0f8B-0p2xMownvaxHnDQdCTJMX}=0-KV5=Npq-JxH7c^*e%rYOra`JxPGXp~kNg?27}7$2x;ERs(Y(JIm+I zZttsM9;-R@BInL6S6voCuV`KFQh3iq&W{U2RtXQPeY-Y?^y3$ku~W~)KWTAWZ6YB9 zl}mR!L?9-$iK~6T1KX7@iHLCe-EL+Yu$;%jC1DV}LJNY^bkYm#hM!Y8!*M8{t`ku& z=pUdR9`3%?NO=eB>ThOBOd!k<odp zCZQOGC|%~0BP)}9G4e_oBX%A?Hh+Gg)0N^{P6tF$)_qNKa)!*S!{b_s3a1LK8Q&=` zoG)Mw>aZA-OzZI#+YTWgf;sJ6gb!1dAgn#bWA4MMeF8@Zjd@%=gcSSPkaL*FQ z9s3&i@B1z`r;Y$?w<{T?Hq1tvSt-L;v6l4OP#(Rn1HCTp*DH1EyV zn3xSxR6Fu1lJML46zr8~=qCZr`ki+?fjx5{c`cT^hp$v;d?rd~vpgy8!14m*35RG_6FPDI@ZKiWqXW-;_?w?dV7p*R zbRr>r-%|Y;Njg9XB(9OahZ(@Ygd-DHz<@;XQ?HJ=ib&iJSgoN0%pvvNxfN?9XQKwpo^&UAyh%qM-CNT0l^8TF?`b@9jODC=&TkWx zBbrhVY-IcEV&~ji(5h2BV1xs%yX=BCe+Eo8x)PuX%rv;AmFC$C6gLR zo|2+gAtq*8f$c0C&CZWsSlZqpIyJE&lT*M!&iKx`YB zmdb0JpQ}CWaKx=H*6|a6W{h;F`b}mUiA%qE9(CXUN?LHxN}0c6YrG56eJ(UiJmDns z+?gIdexca!ufL@~u-8%dqbL9Fs09dMuY~|#H^C=_ko-QicIMR4xOBxTg#3u9=Lb#yPC1&rhONTo3ueV)a5Wy|A8#UzbWyM zu0KMiM}5Z8!#eMGEi)h_RIix0`f5Kz!kKh54O^x- zmWgSTk6#)j&~o@{E=VeyqJT$}dFil>C2mp#_6*d^pW*s)qwfeiw{bogDkbSfaibWZ zT%N-Y&c2`D{<6@Le?9Ls0_y`D*da^)O?ipNzCiH6&wT$C1Z_=Lh#+ffE@r4X za@%%4E4nEoe!oEL?Ze#2+z70O-1cbz7K{vo#DQ5P@X=LjUR*)S7Ts6AW~TOoXIFhp znn0Lc5U3}F0z!o&yjGGzGJ*ZJj*dX13RFgbIOue0-aDf+0G*g z^s}Umq-hiAa8GO3bB)a=9pU<3{JmrS@5aW3la9AUG5wBRI-Z9XL}TA&6QA|Mbnz{U zAGZ-M_Qnm$CAx1SS0wLXe>;@2WCXYr32LT;gL%650SagzTo=ppjGJNbetm>1#p>6EgaZyR_H z`QwgJ4Ht`{wpwOT@E8vQZa~0c-x}`S(5Db?Nu=YR&++{hwSZ}t zGxmQD|Mf-HYFJ=L`&E2+5%{JQ)3aw1gy-Z!^3=C`K-79P5ZG?j0eQV{=w5G^t%YkZ|VoQPG!a zbM|OoU~q_~WW0&^{Kx=Zor3uNE^sYVH!>=17bJp;Z&U$1FNLZSy2~Gi8(9`C7QFR@ zbcuG}bsWYkP>>3zk;$a2!?BnI%AnadEyy=({^=fbUiES1Yx4>1X-^ST> z=z>B#+&k*BONM@q-Y^Wbvs1@1e+%fjeoqW1QjB(nn}Cw&(S1$M7&EqQZ23XHCInGb4Mx2%Z^ggs5lR6qH9={y*lwxGK#H? z{17$e+c9>$flw3gkK&t05Z2y}L4p-_*3^@!Z_w}1QT=h~XgD{ZJ#)7WBB%kg?)Cer z?Sq8y@q;L8KG1FUVs?98cPcT(Zd|EiojzIbp3W z;fTKMqQ3O9m6@C#t+y3*F^0GdU0~ zj`7v@?(Pq)4x&}tsyHwU$sMC3+JLW#yN5&fRq?DAL|>*mH05*Jhf^%61TGB&PJsz` zAkDM}@>$O`+YAy!voccdoyrpX7{h3MA?@*NEe=R}V$&x1GceR5n_$1%d(gFKdvv5B zILE{1WugtXV?fGta9YYsstQ@D(uR{RsNcNb!)niA~d_V8Q zJ2S7$BA#4sSiP*q^bB#f@i@V-0texqw?9dcZnd4a&R_BMmIF7ePNi*S?-US)DCrWU z)=4H(9D$ZSm;Rd+$My4;UImYrxn>%?Q(`n#>WB=v$-L;8 zT#?(9E4SuLWpyQNi!imSpy{>LeV^;wIMoeaRNbyOu8ln#F=WEHa$A&>9U8qsaV0Z+ z0M6>+d{hG-#}l6*RxLC(viH-xdzlU(4Ywaw|7+U-XA<=gfz5}52ddCNa?ESX43k|| zhiX!n)LQsf!*u6RbI|zlvg(hoXTg;<5Bx=L_sUz7n`^gEW~O|sgl=&gkma`1fQT^~ z7{FoQj&oJ!)F-jRPE{tGgx+x+D19R8z)hW}i{ETR&hV0E_SF|z7OvS(sS? z1_gN2EEThNWY%HDf@wPibFUX|R^Z&D=F5&t&~)Ts_)#GDV)OR7%;eFBfiJtyR`v+2 zzQ!o7Rt78#(%xl@knSmYY2U0?AQf6zn+Z7$@d= zK-W^E^nenIomO|?t5Vv}qHP1A3kVj3?013;nY#yf{kann$+@s?SSBX9X)qma*aO{2 zS;YN9i*DeZ`%R+p@#nNx*+XX{5nj-d zM=kfIpAv!xmcAvtGOr1r=<#$)J$r&|p9yfc2Dzj^`CYKvi?1=u6OQkH8U6#~DIKf) z1kMSSgwBUVmxSuPdTVPE?0UdJFfvnV4eaq(6F$Uop4M=>xg&)8obDIhga+qHg~vK4(1b^^rP*tigHoh;g`4a9z0=aTKQPvmG)lTI_63}sa5>EZi%ign3;{nb=~KIE{y|e71!1e5nsD%3 zv|*Vw3`pv)XWL=FKBT#%6142`S}4Q#yGG5oL|N0WQ8S%i%PR$@E)D|DDdBIEeD2Gw z?Sl4W)!}4$lGSaU1pM|gm_O)sqk(C_xC7m@gud?6s0cDwD&+jt2{lH3Dx^2r{>GA|VnIeQ ze=ld{Goh|N$iuSZU<6%YYJ{&(a*vZZOWBXwybzUhwf*I~N{a}; za_RBukTiw&yj!{iXQDr;9dF?b0S5)Ro0>IWUp+HzbMZ0f+40(ZiXUsx^xC_Q1(>XT1U)YO^Q{g?P?3T|U@p0*{V7{?zMZX>Xf^ z4YY29W8l|?r09jijl_C!z)22@q)e3Qq=JasreOE$W1!T#r)W87#b)1X(ljl~CFP-u zpx?I*Gl_0^+D6r5S;8!VcpCX;$17zXo*y$UuxUFb9fz!R z%|vLKC9|}7k`Eg^RpN=g@J%G6gS? zooE22Kx^J1uxVoqrXJa-#0|N)XJI>`K^~d9%c{?JK`*V+$bk10Zb?F43O8Mewm(@j z%q*Z1h^M6Y=tU+Am?t4}Zfz)U{l16hMmsCSYQSF=em8qb%4|);_@s0{y~$*+H<7A` zd3kl#eItSxG3fCoZURZ>k(m${MGz4`(rjxWjYC)A^Tty^;w8l^6gXrDyw;7rqQwH7 z&kQrdS3Qc?lJTnv@qERfaZH#i<@1NdCcNI9-E)}8jvc&1RER{#H=BgAw2Gz!X>{jU z|1EAj_V%eW7*8PqQCuw90MFO4k~m%w7;_4yIk9BFV3>31Ly+fs{j*A1DVF0c*qU4a-t zTFOTXz=Q_H@#M{04Oi#xWeWNw`WW6~a(kH4W(IC_Uwwr$TJ#_cV+%$U{D1LQc^n0t zJaG{A2UPkjs$>^*Tea^hu@J8|SiPm=KlW>UZG6#p3qhjFZ3piS z&Y~%G{$^)yP~K{J`@b%)dY?UX^wycRR%dz(s)Z!$*7a6^hsyj)C8ro`>+1cZkH50( zUNvob%Q2NJw|RBqQ8<|w7`Ky2TnK{XBq(+blRXd$3qO}!JFRK_-e!uQQw~?C^~|t} zR6sZ~$r%Hr|LU(0GUH2g*USeT$K|*$zL7RRw{a#Jj4 zUGHB$*F*jYoM%^V)%)Z>(^Ppyc=t1E|L%&dx+K}@2qNOKJu5-w3)_;4y9&bHgxrlJ z61J^M5Y1}TGp=avM$rXC1uE&{m~whUsty~t_;&Zbr;ga%AJ>;Y-r!&edj7{A0ol`SXMoW&z|0P0%$Ova z^c?4IS^tf!D%Snjc02sg zvVBH#(l(w$Ky7Ne7WD`%&=3kFeqDwdd4irF8-fWCOO_b*)xvFgKGZae>3s3JgcB>$ zVg!E}=g^S>rp}E&5+_(a@OSaIVF{8KqV4@KpDJ_h_D^BKby@P>5znt-0{wo|-x`%& z@b9j=9YNfkcXZ5hTsBJA*kFF@zRb=+zM+-y|jAi!B9fT7SV843P;fES%}5 zP8(%$eenSq(L8xLg1)YE2+?d_GQ~BE7V$ePu=DC#KcC#sX&ZQBmP^n3#KvfX(PGz* zBz#EY(%5lQn6ImIq3I*{C9Xjc=)<@i{RjLHJN-<;j8R|Ed;Ty4ov6$DWjiCn1?Kz` zld-lw_3M72B0SV1pUQ(v>nNr2+OCGw z)i3b;;YGxv!H&u-l(j)dbxDEHCjYSdVX5EuQX_JRO|I6a-m``ew5QHiedxwBwU2{g zp@cMIJ>haOf$cngs33TPlT%JQKVYb@i{Xhd?W$I2iesA4crK{J_?$cLB1M!Eg>d)) zR~kb;hH||?ko1+d0&JRoB3yfp8ulma#VYE+Uq1fPqlwT*VDltf?SZkQmy+7zM0KKR zy^x2F+8~!i>IwP}7qH$uUQNPQlLd>Tcs_fe14!Kr(ls0Rded=XLyRx9n(H2Rq~w6z9YIldHC z?5ZOIQS5;Zd+LTfTY4XR{;MizJ;u}lkD5z^^e-tD3wbEE(_bGd%QqJTram@-(`^qz zIR{G>Q2WWje|PlHUL@I$@J;BU2FXb$y&A}%RMp*Oone~fUC^8w3ImPQ<=#L=Lb;S6 zqO%Gy>&215haH38hy8HqloY*l)Ry=aj-if0+1DXJ@1s?MjxaTu60_Dr{c7(rO=p_s zWQcgz$%s>)d>TWu%?LMl2#y&ywS}=vFc4#P7#NWPq69+*&GXPF- z!Wh7O2@ymyAXk1}N_i1yNb6CT%p0 zmvkh9PK{e;@iES~_`30LZ~3sG*JZb6h!vEoDuoe!<9?X<>sjY>-;{RJ8~lSK`+nLo zk14Cu1Qc?s3eO}4%}mH1FU@IzpCv#aR0UP7FwSp=D3f&qLR|%A$UrO%LIw25WwQIk zKvgeQWfnb};lM_DeK$|2^k)O?!c0Ve7hR+KQvEn99LVEW4<&A9$U6lWck)ycy@(?A z-0EGJ)%vJUY%_*)v+VFNvL&G9?vtHK4#3O?7UyPKOZu)KS%c=$@WQ1RIg9Wr+ zg@+o-b(}CNwD)jRNc6 zflgRn@|dz!{C@KKp;l_0HRcGBN|gIu92ev192)n?IfWWr(qC6e8^I z4s9@VSY7#`enL>#!3FbaRCd|-aWjQ!pmK$ge3WEb)c*3j{+n4Hq5iwcdi>1c$0hHI z-3no)-lj5=j}20l$&fxRn*4-3>UmEo(A_cS@>NweVKKE0EvpSn>^QTFC@sDtXM*#P zjeKs_>vI`I!ttgXll*k6yreQ9&|yfb75#`4;hf+|5)0DOie6nW29dPj& z*r4y)O>1Edz4&M9YOWeSyvCZU;BTyd=6mn2587KsvbYxs-cP3N1)QP*ZD=p-5lXZp zFto|l*&PejY~x=cMn<7mg_EFPzrsHO-R&$~`KEh_P8kqasEumlmKxT$^J&vwU2n&- z8Z_(UNT)S@-hB;2M3Usf@N$#HDlE~E`ZYt}_l@z-<;oms!~17{KkuEXwFn*Vxwb!c zg;S}`h;sW!_?_kv=XR*z_t)cb%7sy1U!?m|knX2oXa!x2l;c@ddPcd0`t|PE*I`c1 zMI&9e5wx~8-LD-J&k5Xw+~H(IBNav$h}X+VCs5X;g{Jqx_D6=Nf~Fp@7dZuXMV>$X z(or}sF-Pb{yDLD1CfYSjZo(=C1s4t)n!C5o$!%P&=PP&H!wb_nx_Uk;`PNy{9KJFs z#5ofQ;~bpklYvUBPGr^i(uo&j5GgnyW78XX)U8*`+OpcG<@}i$HR_bJK##?_m29em zW9rT6&=|Y?K##?*WJ}65Y7d;5ilID%iDOYbHY;oEH|{iqpJO72T{u*x#xLx3+~`F+ zLTOwGF4BW9m_)@i(5Ot-SuQ5Gd|@8of?HGP{ zg)3J^uhN&-)mDYyP7nQ1RuvG~<}^h-kvm8^>aN3yM?JnLbZNLURQuxBj-l}BU&kIN z`Q5)pm1v|RVE{lY_*1oVLG@V6#YP&!C7G`=w^G`HSz#h)r9`&kqLxJ6f7>w;e^6fQ z-bHXDAB|TU#*T?sRsW<!*U)^J_=TUUwOlRyl{ltbXMNy6HNfa8JiLNLa?E9&YK;4um6uqVzFnu;D*yA_i zD==RsZUViiy`v6Os*k(cucfH$KFfSU=M50XcWT0HS3E{=@hh(>EG_Lo<^^5jh=C-t zvye%T`xuWxlY3{S8+<8UjyQ_rPfzgL*9Xnx={sIT50Z2~nVw{oPZIrPzQK-k9Vq1i zugCoePT!Jwa6e}JPN7!p)>SI26(Ji;PZp1xXncO3&yw&YPo3Ah_N4gMZ|%;p9m%=R z6`a;-dOE<#)x(ZQ38@)R=&8ZDW?**X3}-9d=AuNNd80Ti4Hb0VcM$PY$ zs)E2mlt<2)*+GiZyhh^lyt%dc?EE9;@ij(30I!oR!z zVPIhl*JRQI#9<|Wi@wG8gJ6@ni!^X1< z3Okd__e3;(lQ9c008aS&QO+gAqhar#9F1o48t^hYdk6tcWqpZTx-;aVJAsOphpAou zcB=HQYQ-sa>BAUqV7L{eMnru<@&$FZ>*x%ZYMD&_x`?|mcxrUB;!ArL`p6tK515XG zSX7;a3c3%0x!`iH<#UZk`=@MjLN(Lbj_n)9h@D)$soNMju{7w%ja78V_;(;|kFlw( zLi4&-SiASVMG+I8tq4Djza1zpf5aiFArgnCMFTSgUB?_)nVgAX=_YsQD}f z(>s5Cs18OyaCV^+xPOsjikktZ0Qgc?Sg63lIA_DnH$knfid)thnHsijZM2-}gUnjI z+RV#x+fPUggq{{8Sc}OO2WJ0Vq;6?5s@C0~RL z9uw;^V3$|ny4iHs#-ztkf1pUr(>9?gK#Z5_*eDUi)&XUJi`xf5+Kh>U9dQ~@G8C`W z7{y+Lb4t3Oz^>1Rz?Z4b;3|eq3@7t1l2J#+R^v(hq_}H$p#2E9tpo085m^_f%g_c_@%lXhg?32{^w9M-)D2tV1sBphi^ z9A0{1aI8eB+$p|h)6+t6O0-}zm5wsShz=!NO(t+Q+lvfnSx(x#F7H?RU_UwOtadH& z%!f1*EA=KYkB~DV1c^b#X4fRHbQw7Af{==2{fCSnKwpdc3?8^{00-ip&5Dg$($Qsw zWJbb;&-eTjhOKWT<4@7vbuomHE91RH9>zcHvce#%Ih*Emfcbd?>zc+{O4`ObloLC_ z+*6C)Oxra-b9a2l8tqVdh`T^s+M1FFm(ZWkWU=lys|LFctT5|-h)Cse(AA3MwN0#* zI?RqRMI6%MCNW`w6`XhQm1tlpSIpCYPJi;(}1 zz4wl%`hOpXB^i}n*^bO2TSmqqArX=Y84XGHUWY?u@4ccyD&ti4-n$U8_sn((M~>ru zz0RR`@9(=lzt7{ozmNNm`+h(2K+fy+d|uCMKdy0|MDt9;+ej@Pcv7v4$!e)28p9g%?Liyf!*wu&Hw zrSX71Gk|`Tg|Cjl@{p34J@FSV!hUQ&^Zqs6dfSYL(58#M&=rJH@ z_!@G`0dab85N5n9Q}z6gxPIW|Qw3~6=GP!D2H zlze{>W2MbpZx8mbQw&oW4d0H;-1S#7rEK{u8GoeAI&Z-_6_dQQ<*n3W^yC z7Iba!k3=?J#wY^OrX?UUC63x1hX&t68hKk4zLm7fNuT9OpSE;ByRZ>Bu~xl+4lDwv z9dwZEjibH2ND(O2N6&5LGMkUqOfY}(4V_^;B^#c_QnUkr{u~#s%LZJv5DHeUaBbnr zM1J)5Bz(WyyAC1#z_I1Mtf^HLmm0z`1BjO}6+A6ec&k6AuUd}&670%pgbt*K)K&r+ zwI>MFJ9l*=6r|=$)ruoeTUm>eu_Yy&JSx~9K?Hnk2Xh3@1_!k@7N$`;CVW>3m0yag zVfPM*6Nhzudm^B0onjl3R^6B4Ibc*63haxsq5|Ish z+z~kR+siT|eqz;=OU^!0Z01`zDmS9a@^C2Y4gNP2;!_chJjK}){ zhkm3!tcm&G{Nz#{xAM&k;ppf^uXMDJk*x0MbA$!B!GGn3lWU+ZLKQAIeeJJuL#bIZA&;cSlC`tr_X+Na%X%8)$~KV=~4Q_Zuk(v(I9Qy3=? z&n}g`x`jnbISUj+ zMQ%2*m_QQ|o{x94&1MmzCFPvDs(eAq5#^q$9<`rr5 z#Bmo;CnT!2$1GRTsCq+A3zW z{R^|8x29w{4tF((2N*xnXw7vBF!wh-p25(dZzKC^I;iC*5&nbONtWLqu=)6fY0*lu z%h&NU5pORX^DIRR0wjHlQe5xlfd<0MZ=P~;g8fG7=7h)%1)0%FeY38~kpXt~XS#5|%G@>Ra@npb>UigTl6A<# zs(hZO;Wxr0YcpvH+E|1kyF1?-T>Try!l9=;B_0bthEh4c?s;0MJt`6=elJ+Oy*}jJ z9Ak>7m-0h=Q3X^ zOQzetlB{YDh}}Ddsjd3h1*2HAL)A6(Cd14SjjwNk`*%npOOvD#myo+xRW->T9yaWD zU}=FvBZ!~b?<>G3;BhXV4au#6!V=Uir1^yN^2H3E>`T|jyBzN&FywGj*>+CvSVP%8 zCZA;i?l7>^$2TH#Nv1zfSjPMu2pgd|n;NrL30yu`(xZYu zhu5VFMaHYgUD@keuw{|FQ7zS+a9Oy`^?n$JXxAEc9Q1nVHi`3_r4VE;z6F@X@ZwbK zAN@pJ%vy!kcc2IeGjo~Pcve}*{4=sk}b_0e^tVwvu=tcYIHWDkh0H3 zjcM-iU2GdzrGu9~v_ETpjkZB*k3W|x)H5D@XNz{W3r|iR)%ekuYvkDpf4{o)%A7NP ztxdh)Yrz}p`=qSUf;(b+jy>$a8H?ruBuxVXbzZ%3j3K{JhA51jVBU`U6QrsfDD`T^ zUd<%_Xi9$7C@pC_5GFtQSVi&^;*WCQ=$&3L@$XsUqL1N5pg8;k zcu7Vv%oQ>4(tAB@CHr`TUw3xb!neXvb!&PiK%D}Giy1FGmQBx64T;@IV^z&{T@2an z8x~DlyA>YPl9?{%NzuhwN%CpI^mZVav%hPN2H44ck~|EifaGr&ObbC9KnE`xXv>LY zA2}}g^te~_Q(`=b+Fa5UHXK|Tvlni4hJVnsTCP+k6HFAtN8qgH-;*)NKU;l7Nmj>8 zFg!1-P&G{(Q=(&p4+-z+O!At4yF`{Zne(`doe@xdNEMON*3TiY<-qm@+Eev5Z7%= zcw3`*YrT3ieC~O>oO<#$GhqL)6@joRZt!pxc%>3>YJc9vDUY7YtX+hJjGed$cwR+i zS_?K1RzUafBk$J@KKbIe2Dy3BKIm<~@0bAT< zbs<3Op&&@eIN=-kN3_}aXM>B+ICXZo@_V3P_wl|pOO?RK5ScRPQ7#z32!6c35NtBz zvX57*+00pZT&3>qAS~XgSbQJvwhxQj&V#AbDE`-vlMw!n<{tXW#Zm2;R;{G-_bn0B z4b69h_QFskfKifsAAG$Ch-WvokyL)cU&ai42!|(zIjiF}iZ6UIP;7 z6sVH|{jrZ1G6p0@9H&+XMK_kj-j#~^J@?r9afiR0hOX|8vUkaQ4?HG+P0t5weNW3( zrbusy7@aWFxm5W=Z1_np7a$Yt#?d=E-ypS66eqkfoIa=W?bL3v^|ASG?q^Yu0>kmm zeLSUro%`NsO`qk(t>yToy4XRqx zdM48@A!6-~IWv-P5wv|%@|ODUnMjWn_nlYsMoExURgc0$#%MW{fCDJ0E0{s0)`3^9 zqVHU$Gy!*l` zFLusYih0)e|Ve$X{lh#!sT@eh@#r@4=#7M<6W zM5^w_(Z2GYk^K}ntH8NL9kSi@c%3{Lx~9TUJ%7e-p^6B0xpYFl*lfFo<(a=Mm2JTA z_uX0+>Fb{QE{IxYt~Jpj`-w3cvm$!!42vO?CoZj*FhqnU3)_%^u+^oieEzz`eY}Oc zUETY5oNS0*1d97}0{m$zWfjxCUMa-x4nZam$41m%+XFP|6BA7P7kyn7vLqsrlzk&bCg%K+Px^ybU6HchApEfNd`!_pr0z+D;BP?VKW z6q6OIo@;3Yc!ux`%+MdWtcgNcZ<&Yh%*In;R@Bi6S06xE`wAXAYkGE66@1M`QMy2< z?(GPhuIMlJrY!)6L<(zq;MG<0&s?~cfk+ntrW~o3>4D@Q_r0-KYWJ|}%RpgvM~kUf z3f}TwcgQB=8l1jdWdeH2Mfg_y6{KOTZTeW<_Vbd!iAc|vvgGr(p^H2V zZ?sVy};5n)%k5F1ju;Cp3DM zC@})wdoCu;lV@WLyx|Mo@58n?$xocGQ zTy$^Y-_#G}%gwZ0WzRMklF7Au91EC3;Oq1*aI}OVz86p`NSeB+DoKa7ggzjpNu|CQ zS7o~JY$i5iFF#Hv^1_;GnV}d%Y-AEPk9TLCziKNNb@3JB)-mMOUBaEl&sR1q*Ouqx)L9$~g^N_eAgY(96K z=f|VHz{*QzRrE3^%_3DU0oqq?;?1k~JulhgIoVH~njSa(EK4FiEF*q;O98fxTm%k@ zIPS`!T=U0h1_KZimoF61_HAz=7JIDjY--wg$l-<0_D#WSAapQ7WJRB^l*yTEQCsmU zn0E{06Ar6Oa(GXOFUGH_tu6si5CLcIq#XBn_wjg&7q{{-$J5N`U__lO(7EscmOV>8 zp0&k^rYF{w?5I`wHNNQjA77`>JRXVvY*QBgzT@JaIZCPahx(Ip;S7}e<=~d?@4+rP zIi2v6wk!&e2t+IYP}U@K1u}1v(0}(lj2&uG7B_jmKu3{*V49lI$}M10eonc^qq{~v z?TeAu*fH3}HOR!Wzjyhimx_V%BO???M+}UKB9V(>M0dSAk8fe^?9cEK)~UtTa{Bc$ z-8v!^a?&9!#E8_f3eWtk(}ISO{MnlIOvVOIV(7v!VG~SeeE>%cA73DJA4ANhB85KEu9tp48yF5B{lbdjc z8Z-T#j%&M}HM;Yd%_aIDD)oc)V+DvM38F9&zG2g!T5`#D@)zzz$eCqU^Jml?wNpCj`B2D4pLR+8F?t(& z9Z;hWadObP20_~Ny5?Dy$6L&n-K80pkex@id$TbRIYaZc?JfJgcW?{c=Sb@YYpRiX z3_~)|+V}C<_V3cypGB-s)wD>)-(!9rC1~_=j2t?i3eAH*;f+`*y)t^ClEg1fD=|@7 zVjnM#a>o{eqDtBZ{P~AKeILmET^ck`IJqly1k;kgk2mGGW4r6(*;qwh$?QUA6l`EF2Px_{vlwFx>r#gPKA~-qAtPmyt`Q= zWV%Fq4ndQ{^3diw;yV!ukWx(Yhqa`0?(YQmjflIQ2rIKO@x-=tvH3!))Hck|t z$pt0<%EIS0fmPP;E6u4C%Bg0Sq#?dYE(}5cOPF#tow`=W58H(nQDdv5D_J zU z`sFj|)?;)HUV)qVaK!yRu`(hZSQ(Yvu zFbXZ(`=p^L&k>&ZO^Rl~r;Ljvt#Dc2TU<}=&;dd^Jj<6FS03>?id-oPWIq>`uEumUQ?V{2 zAY!U zBUhaoQ=B?JjRw(fA!f3gDrJyj^$6-wR9U0Wy3s;WPN^=rtR(A^+BZu?M+-dTfjF}a z{DA>i6D6Y2C{UZn{#6YdXY74epVQq9>*XKqoY}2o8zoFw)`+c#>qFVDM~1%R*5g5T zV~$(z%09~bCR%k=O3W@^N3(-z_Ps_FYuE(<;_(kQADO2fNA^r1AA`zmcy0SBT4i!i zK_m@uSKTTW_xgG7x=ur{giyh`e?-@fy|-SzIjIjX7;<4%5ig=lZp+elCV+QKnCKEs z7Bs=Gg82ddr-h{1E^W0m6!V>4CMDjJWr0dr$!6@7-!W1Tz9Uk2R?<*hqS>X+%kt0l z%B(P73M&ek-1W=H+69feqyZYsvD>zXo(f`utn%p8LK&gsY0zUb-06dv{(za7IN8VE z7PxfEBQa%eb;!oczDtU;KL`}CMxONK?_w)9S0UVB?Gt(EeC6oT?dSJy zH(hV&;j&2j0iWPPpBAnkyqOJkB_vhVO+7|&g(Pr;?iDoJ&uUFJ$ie>5BJ6C)>qizEe&va zAO>+GVH7@KdLvd%s;o@n!)65kx*gBXm(XeNuB#)FQy39MFC4g)u#_bh;CS2f5?U^w z_jUg@wQzzuW{>K9y!aI7tARV@=E=^zk*Ev7vJLwkzfnC0Y>NN9*?Kp^8#A@ zizhEkx=-q8?i+It!;y)TvNCt7+|J`kQ8RkqA)B^0YT3sNEkB!sI?+&?=>t=M#J-sq zt|+JlE^N>cZRR>v0Wp#B_)3wU0!WCbz=uBT^z!mvhm2A)PPpJqRF})-ost%DW%Zl= zI+gGmZ3N;z>h1*7C84ngX}4TCj%FsFB4h1f4(IY5OPf%DtM22yZwiM&rXT}DwWX&1 zx%b2dN#6}TK2wcZ=LrZrxsoU@eE&0W9k*}bVgsselKhD$vsq{ss_#zTm+T(u%7q8P zPLeG5#2|M+d#ZYNLDw`++ z`QRa%@vej8>(_4KHueyMkq&J;53H}{`NFdm$jch&Pu|KY3d0CW4T||cl;h3t<+A*| zz#Mv(Xj^a>&!9&9oWSSZ`{Vq6hDT7Q8M)!(ykva}`9~uOj3w9A9@xj(cZ}XsuW&9f zoE$w-%se=GG48x#uQuJu%r~r6QRE?8GE7|%)wXiR*1{Y~M2P}81OoN;$DVG!l z-23t|b=pa>W6LVz;Y(u`jD39jc$*zd>sEU_KRmJCe9+adEB%WV*J0AgrmbTr4&;;b zj=Z8hD5#-*v4L6Z%QNsFW>$(_m)87*+>_9@sF7VNv>oc4No8p_e1fHuI&GOr!tmCW zsXdF^8?23<4{Ji;9hc2#5af?aGXn~8pmJY$2Ny6HhbN=#ck)^;cx!pGPgcE38yZth zn%YuCUeDv)E~K|FgwDqTNkdxr1N8xf=H83SvrXo1Q4JH8?7)4T)-_T4kL=P%m3_ix zNxl>Pc=W~LI!|5c_18Wx^*K`0?o!DUP=>x`v<>0*?#C0<)53D^uh(Es|5Y9DFhp?< z(Eya}0b=h}A0C%lH(e(@GGj#W{;L;bA`ykE9lT`sqir>%_h=Q1Ij~1TalNiA zh}6yT&kBy#L<`$`ybJI)cZpOIqAyb{;q4Wkt6MpH>AB05z`--h&Fac5SMI94Ei$+s z($cj4(sm%<;BGxV5ZD58E^hj7Q_aY~PP3=Ae*}Xsh!Uu=(UVg3M)J^LuE2Zxp^!T5 z<+tib*r=P0+Wf=_n8l*@@saSNy;n&4!3oEf-IxOQ~Ubd?=3WDQ)~T$*|7Vt1k=jG4c{+&s8np)mZU zmmkHoqslgFw!1Y?<@?NFYjTJ_Fc|`Tg%vZ2O+f2NA^O(T^DL1%eU&irqI! zXB6Tt^dGe^i*vTX6BDNPBD6W?{0oJ#WX9I?`e)I-T=Ge0F9)L_&m%xltjSa4rrASM z7hHEB*>)!>Hx$Q#T}S>A1h7kN!VvdXGP-o%UQ-Hq37p(W_AiVHp_t@5T?46OsXM`2FH&&-O!Ik%cnhn!#fIaD&FMBdbiM!`#rodUV8Ww+s~m5%;NK@ zN_5S8^}yP}%7@y07vk38G@`LQRP-mxBoTt1uf?a;TSDy&fr#3ZD9mS1+M?uLG9WNi z-*=9%e`%RnKzSd}YOw_pXTA|VrH(#z6A0CwDeiixMmC=}F}R`2Z*`k-Y7ataHR5!CwCVCT;#sPcAe41o1}Vgdi|crB3e~=uu4^i8eYS*8Jrocg=(3+^}%<_ zF)WTCIQH_yL=jBSmwT6O%o)g}#tUG-c65}15^Tczn zmvqX%fYuZD1^SMMwiI+E!Llf)apmW*9wcZ{u~iF;s{)vhfAM5R3Ey5*54gW!;ppzl zJJWPbs{M4&)&p@9=>Wp27)W3$es3kM%eMX+e?Yv+R;c9V0S4zrn=h4;BotX>C^jji zQ8!{~EDI3~s3U89!x7kL(O@%z^11B@#k0|wrSuqGv~ot}(@CbASKz?qHR-&qS-Ruk zsR9tpTSF&E<+aQG>aG<?wAEO-PS*6fb8viWV2pdt_ za|Nm^62lGJTgRV}dy|0AWGLeVHJhO0Rqf zT%B9a3tzjo`-qtdki0G5F?{*BR`{~GSq06JbfeoO1k_mqeqIxT4Q$OCt({cr8^g?N(7h`9*ss|KRTd4}#7lq;W4C-5@riYb2IrV6-xJk$^;t0Can=Fq=LfzWr8xB-vIW)RxZc! z`%k{d?L4t^fIXRb3tN=_&(+)yOT%MJFC7XJRsn(Ez#+gU5@1n!u(tlsg7AMeUcgG5 z=ISYH;9tz)03cA<5r2vyP-7oB?(jbg(;t@U|Mk6}zyD(ZY+?F;)Ytz73piZ-{EpM3 zzk=Tg8auo@nR6tY|a!2yTBqVXpz02nw!1{C}FIW)jnxbn_F8}a~0I)Iiw zAVGlF!Nq{$_DeIJU*5%y^VbOAVz3ei@W&?rnFm@BTnsqSAKL>`yK%C@LXw*xeo5;vD=d*bM!!Yq=21f8VuSP*_y-XWMcyLGk}X+j4BH zb{77d*YDb!vxpu1@3NVLJ*cu+;uSdN5^uPBg-Q% zJ~9>+3XJQ&Jx(HA%6{QO{U>$fhYugn&WiPaI``?qg$w)?XHK0eyb%x?85kJ(R<3z( zQ%C2mmazLnH#hdrQ9mTFmMK-_f6uuno#X=9-N$t76H~CrdI8O<2>$)$UnKm?3I9sL zzf$n86#Od%|4PCCLn#mltlmc%sdy`w){Fj)os41LaYpb4Od67*p6u_RP#qcTNADrF_Wa1VJK5Xbn7Oeq-CJS|ejCphlCKCg2}bePY}q3jtDro;I^K;>=u zBqVF+Nqu8{AnO*RUiJKZSlpSeFWj6)IOoWi2A|AKB~fDO<%nfeHOUcmFKU4yezp;- zIW_D90@<>zcmitpM|gC5IgH&#G$%Vl2QL%gA9umm;y>QCkd99UPUVflpE*)3PC{@& zS2x~k-ccn`UhMG+O5$_lBpMaxu4Y9azlvS_1+g^Ce4;8aE4;M+5jZnDIiQWvioN9Z3=li(v2`Nd4h62;JY^X*1VaObPsfRCx`!TCPVkX2bPiuO zrU$URka0!tnU*Yo<4i%v-0&Tw}zt#V8wN=?(n=Sy_-S z3UWW`5&>o5w&H5KBY{F8rwYH?qjeC5mcash28riLUym)lB_#xqK6?J^LZ5^dK%Qz@ zEPFmZV9x}3mi@aPImQa>@bA{m7aS^J{G|O z+Xi%8q_d;*i6bBvkJ9y*^4q>yJWucafdF8Iz7v13!VkYnnBs8dGt-XLScsSzOlG!b zdbMgFgGS#(RC?@+`d_+eTGR(zcePVh#Yqjl&+m|GMiAE#0N>x+j$_)}>@%7%y-tq^ zES!krs*AHtO?f{Q{6KRaM-+GeKfdq0Iy&<4)w&O7sE*&I;>FL&Vm#JTsoH**JROU4 z-lumFVYzyn%-^c#3@e2Oh?5%;2cpnTd;z%XzW2SGSCSk0sLRFU&1W%Y{u|)CX*vn% zrMP#+{_yT}N5E%EH{_%OSrnm8gGBK*5{Y~_M9yigHpS8|0>xL(z*59&_1N#!%4^Ez zG|FV>7`6*OS(7jfdM9ouypQ`8Q&njZkBDXiZr%ERzhC#dY5gqI3~}4|pt#tmXZam6 z)KoZ>xvDgaCy|xZsQ_u0S3~(EQ|Fo}ll`Ms9&zt+kgZPm9Dzsh-shB6?AK1Z|CJJf(=0*uztb$CvY3$m!dI|ep?(VXy+K*J z>4}NE@)2Ct=j&u7?*0fS&89k%wgviTu3NiLx+Im0Y~U;sJ=eYsN~k+d9@x%HH(eULE6y z5DaNcpeRc2M+B?HzcoyeYVu{W+9|dH0dQU#_;%c1@qI1T8;-TR4f`19hW%DCpd=Ki z0D=psMqN{mcC9y^nR;eEBm)@BMk*9~XJcLWJ@2wlN2Da7Zk|Kpa?;MLj)5W1v}_&F zHcBfGPO|!+dFLKnGRd&ue|k(~zi3Hu3WM*yIHb7Cdm=vW9Na?CD*wb?&~JDiS-q~i zhMa05MUu-XiC(!{q($=4Zr&~@wkSl>QYTsZ)@#t7NoMHn{a|KeTMKSzJ~;gVMCbRBRCUL1?-cml|{Wq(7>T(ckXd>pr&Hs7;8Jqh?XGuJ#bf$xe| z$}-}Y*S=dtRxOMk_2)OLjL``pq392MyM)r3X$zPHziqRy<`=<(Sje&KCE=6vj|uN41v(qOR1K`cE~s=2E~T3v$g9Wk;q!` z$qyEK*m3=-Ue=Z3UDWN@s`IF?dv_$9&LKVl$(v{SZPu)a3oy+Ksu6HWmif>=F+C4-f4+BqTokkC6dgFH?Q~<|P+19jIOZ ztrE+)YHu&D>Lbm|P}YhO4FbR;QN0iWZag^6qu`0gq+vymnw?1HRtiHIf8>Xv&EXMkL!Lpcye!O)+ zdSLGK76BTgmAth(3T>!4(^2Htbsad*Yr*xWhnOY zp*dy;fGV`)2IM`LRCCmDujAWT6+CUqD7l|tV`H@2_{p-x&}ER_ErrKyX#7bZS)COK z1^r4*)&sxtAxP>W(O7FELY-r-8?)D4-G78W$+D^vmmsPVw{InJ-8B=KA?&l@23fL~ zSSPXW#qn1x1cawSM@0P45mCk8xqoly_4;z#_&b)OVRzdXLa2t8n`$f(t@JpBMe{p_ z^@)9L;cM1RH1MkD?s5^<=r!)lrNLVn;D7~<70XTB8iVi8jGND@OK_dY=5K|Off(t_ zf&9+!y>iV1uiU$ZAWl69kUWc_zM8bz%ttg+F=^M$(DU7y!A03=8nbzr z+?|JU%^S;BGhtZolw*ClTYT8+9KN?L=xFwl9eNju)$7X0wYB%IMq?h^20OOVji#5G zK1o4$R8wy9&!93nm!{pE-tb9L7-L;_9+BVK^=Oi5^&tJNSf3c5K7`R+!WiI{%)}eD z>crcoYM4aqtCOC0iS?QyJpZ<7q#-mBH1ngOs733!_oJ<<_!}gkwm*NU?S;J2%C=LL zb}5@a3_4Pk()=FiuF>2FK_dM_qZ^)}ZQ>U$WVU(4dqKv#8ML!mK8JQzl?ARjT!~B1>7iY^1fE1D8I4iqzcT8DpCKYXO$`@>u^<>44!?IU}Iw703ES7~X0I zWJeO-!VjZm2MJkv>v!82fQ;*04V}BKWml_w0mb^5BTcUBx%Q`tNt^+<`>g>_l>On1 z7f&AiVmlVP>Nl#;FfDwQUhAZ!_8SniMQ!unc|Wt%w`DH0!pp6*rDw^@imb=NVqMED z@|5ZG^*LOoaWCHa{fo_zGd@<9-_iQ-O`}B~QNjZfa4cT`TZ!R{fL>4>)>FfblsU7_ zj-8wP6h#;s7XT5(qTy@&@BFJBf_47}8-11iwXxzBv9IkH%sL%jG}mC=5PcJg-|Qn3 z)LG!SPZkxVxc*Q-QpYhSGI1fA@H$NpqZAI?alfBN28MbMGYr`b{@#%)-3GDWI6c$I zWRfUSEZ9?AgmXSie~a@BSxh zm=yQf7A`Z~;7&8Y+qPZvM!O2uuNaoQ2x`~v-O5v^|86AR9E8Jiz;Ch4{T}u}N=mAJ z%oyVkoVHLQ^y!M34T5o{(h4V~kl#sZ-tp=1ka31juCJ>|1YF)ZtMc8RiBc4fy6@pt5x0e9X|BIKi0;WeKdcDbph;8Je!H@)>@RBHhuF63BQ4>^n^ z*w7qFd!+MW>e?L;dgohJBSMLFylyKT0;Qk@IeutCh`-aU**fJ&d|*EVYWlvy;n^KV z(e9GSY69%uFW_*%PTgwL0YaNcB)lLGi8_oF>Wf?0+tUDhQBY%29%xM2=XuqDl8X<| zYhNU*NI5FYZG^@7BK&vaLrf9C|GyE;0HZZzcyASPlxq2%Ot8rQzZYBi7o7hTdHVl1 zcK&yxg$JQb7483xP$m$$HK;yoDL8H8&L1didq-?z@hdBuC6vFW-GTL2?(q3BTCH;Y`v#66|KjRD za!Hu`+oi0Lu#1GhB&y^HTCF+cG)q27f8LLuyiw zHlO+QA}(Fr?ffPlfi<`nK1ie-ImXx%|I&uIKgH*Ddc5WY%gMotF3!W(6ZEU)Jl^vA zm+Y3$t$f$)^6Si-$yPWVTh=(k%jXAv!(EfQ1g9Ia{2Z*rG`sb`488{pPGe8D=WgA5 zdQ^v_Wj7`q~_*~(`K3P4&V;3Q-8{-r2w8`dg5L-6?a8q;g zX=i>D0T*sLmrlS?YcDo}rucNQL+5M8DFnvpcfiEI_oTY>R>UlvxVyqxB#A}NdmeAt z`+={yV%DPebQkcGIT%K6_hx*dlJ}hvxRU61Rg*tMNRIZU4u>)p;1!x4T;;)||vLy2LJ5%9f5U2!sLpopakf5wl?31uzIVOT!UqHHGeTD#OjU{fg zQfJiEsO;_t3SFKac5}K4^B0nzV(-k8&ehAxZoehgE<#tU`Zb>hi@?sSED&1y25U;u zxfDX)Np%Y98{GFmoNO-bqsUDB8kL`$y5A|#)_s;`m0~93oA}O*A2)F%FmZlBnh%8B z6E)%Akp{Ik%s*Ky(OfUKuG|nBLLpIu$P=aGP&Gu=!vvyWAcX`wTRwZ?VD}I)R#rG%$^nl-+@PVAhuH8d%PqVt%b<~HDH1y*%8s0hU+k7MI zKoE}cfxhqg)mF}ffDcHj-u~Vs>anw)eg%(hIom0S<=I^cOIlSZ-U%GPjOE_hGgrqt z0Z*xX?X-DriobDLAEj}krNq@zt=vY55@sEbt2 zNk{a;Xm01#|85Y^AM=^|g*Ta{{+3A5(a}h^Q&J2_(eH4+2J=VJIlbuv5i?MFn?mnI zusRMc6wRi7pNCxkkWBdowYz#c1iO&W5D>jg3l|A$DU=KO&iMA$PEupj$3TiM@$QC` zov(?_trUQl$Lw~IdM5c(I?i^-E^|BJ*fG4`IUwz>zZMuWx#<73&J7LSz@#I6Md+*p>7v_dLrkU1n53`qejIYC1_n0Hy7|I zl9F|E{eIEmLjm& zFk)4H;Sq?USihVmEI_4-=P|#hljTrL5x)9T1K1gX%-cBkQD6AF+7l?D7HsGuSkbf4gD_ouiGB!*;DSD-!)_PJ}a#wBIns6k( z-{Pb*3F6nl(QX=KSD|Q8df7(=JQr|0uL@#inFp7&`P5|+W%~O1M%U=p?t=+X$^IAg znd?a7Z}PL$=Lu*0B@6RJ$GKqO=4KGcW;auLbDKa;2`*)5q6Mp%SA(PjlP>AIHF`# z1CYeuuPY>tQwkHQydQB~aGGGM|4N0WBe=9~eBK&=9JdYf*7`f{?~Xa{^U!TeS&igk<+9oX zNZ=HIA1FQ>>eJCgO4-GG>q)lmCI0+}>&5o#qTR;8&LY7T$#jp6}Eta zH7&Zo>3mD++)?^f4P%ehM63f)M>5?}K$-ehpyZ2=mAL4Xv^KQJtM_-P zb;O(pb#Z%yHvBxO;In9E#Eke$pBl5rRSiN2roMN{%Vb%|;C%lwp1%R89NWVEtZj_mcvKMaj>`yat%zS@1+5a#l9 z6u#^_6*_gZ+@$}e{g%yMi2RP`95PcqO~|vvp%UowgVRX%f0-{JhZ{~hwmIlh-=U^jKWH%2Ey?MrWeN?|O)1@sTb9QOshpYe1D)#Q1voJqt z;gTsmoNZ;j{FiN2WPvc?lEb;j*JnQ`uWx;4IHoh=X=_L3Y5OpT#I@nI&&EKUN?Mu( zGE0m#<;M?Q!?A4V`&P+)p-x!+=k#X&9~u-$`vY1-vK7#vSx<)TRvVtSj?-}UJ=5Ux zcnm|s*Wl~dc4CFYJ52R+T|hJ{Vl8JJ*7+gZqz6@zKFx{C=68``qSdQf1Rr5op{GU$ zpa8QlyFMP-$TNlB=zz|IR$+cDwlego0$jguw{~&EG$~rFvhs|uC44{yYYdls|Kt+@ zNX4wo%uK&`Rhp?`3+;y7LXZG%L6UxNM@tO^0_hvO*z~DcN! zmN^;OHzp3Msa&x!QR-SzF=w2b@;H8h3(U=03}Fs4M5eJKeEXQ?;BCVcjahr!br|)v zp&h3pJ0;LA7Dg4d=7aEMYX)q{VGY_wdr{T#pRt2#PlC8;z+tYN<%MsLIL{#2LOXmf zCAfO7CyHkpwj$N9C+xb7dOG%d5956Az&{$tXjvJF;g4?_(;3S>_bxS|x0ZpPHfYVt zQlMQsw+|Zr_-aiS0VChl^HO)#3#hOPP!D513Az#!^m7bzCqZXI?9AlkG6f%1;=zvY zfj7*qS*MT`%o|yrcviy0@A0sGnBT-(B*8t?)Cuc@nqJMSIt60wYp@-o4c4tK%yB<< z*+BgZcJEd_jK4E&vny)<=AzF~yktNGhTErn1-mf-ToO+wkN4gGg~1gjnU0o^yuLETGuC(Ro%V52c99gp$f8vTy>=Ei@udE*@g$`>5 zghUV))zkeL#chSY|HpUat+`iO_o!++8A=3qmLdqn{OGs0a4#bN!;2WE>X|ix@2}T) zOuqr)Cz#V!pP^Tz^k=bqqBu!VwM+Jx|HHqCCb{76zYbYtF!$M6+W=_!K?sp*`TDBQ zLX8p$Ey%3Wiwu8qB7qFp#NAGh&{Vj>mTDy7>AJAf+}QcFv3rHz&o^CH7qHvfQsusF zRgYerO}W_h+-lnUCFlg`cTi#dh~IgfLf$YJS}UV@2!=sy=gc6G(9^4jus+1f<^`)i zxyqc>&HnxqTd~6G`{#{|r}f!WfE=9y`s_WNrkKQ<<=;;S96!7;=l{Vo5;Krzy3;SL zs~~F4<&$1B%kpaM05QyeLJW`-+qwHZCp5v{eAFU}FsJW00~CvxGa`Q?#0JUqM%_96 zHj>Pma}v(Y)GC*;qC>Wq7>`wFAp=$dST8>73l-g88V!cOgBGao#igG{w1idY9rQ&8 zFXNo$us=G>n#K~Bu_-76ndN%*0((DQPSQ*KOr|9`MyvS~qp6;c2&brVj^9v)QyZ^o z?PkW?c0J!;kkiKPH)evtZRhVaFOXCtrgU|dXb}lWnX9myik=3y2RWwQf26=Q?-^oT zGRi<^?uy!aScyrRNb!C8ZG%fV9^?HJDhXCtBgiGf!^54GSuihwvxAeSL+9$im6>aW zan*q{PDHjErBWdl2KpyOV#H;!nzM8l>_to>~v0iBsVb(=1a31rold378 zf4zRvE;gP;>+UIE?1qpcfNk6*@8g;0R9YY_<}7{S?#BA#*Uq*RVK>Shl4BTdUoaSq z({+=?;zQYpV_6Tdd-cVkC7??b=*PLA=2N5vEf&A#nD~*}P%o>4_|Rn%*xnCEiBaEH z?uSC{-f#JE#Lf7Vh6YZ+s2-WC){4i{a-i!^OaP>uUVGUazr)!#i}^p%oPveoX0?RC zR}L)N3myI>Ye2T_{5WI60@i_+*1z;e@(|abvLRD-48(3xd71toM1bda@3=V8>(VPY zqaOAL)&j^Ncr4}UO#__aQu&hx0ggu{;Qx!h|LGI`-#}mMa0ty2>x=~anz3tiIWWjf zusefnzkb7VJWeE7-V=)xar!qCn^-jl%YG8G)_s;h=hTdiMEz}ZOYoBuG-e-`6T9#< zoFc|(w>}zGBEr{g#KtgBT57jLNgf1s0BUx?Ug>6?DYR^?B4%=>?rD$aj zjjm>5Xzap?FaX4}W35MR<}#)(5S>-yZTx(NCS#D)TZ7Xqg`m-+yX7zuBRj6=y^aT4 zuIT>cFL3?*YB8lj%$mRKxo98)=M3w+opi7qAZZLFvR29+Qf64{-!>E{etW4UNjxR` z{u9=#1fSYs8Lv-$ck(WI&Zt{>X|w)Y$M8U0um)VfxZ)8beJU1ThO*}6(ns@0tT|SX zVK=o{jSzV(rT?ZQ%N46HH|)9x`gf_EXrc zJvNMU27jjS%oKYkzV0V!;uz~R>80%!>B}xr4GMpa4+Qk7%WSELHEGOFa%oh0_^DKC z*HS!I4myl!14j^_%DUbYQ^V(tXc+d9-Pszb^Gq9N^X1aLg9{6Th^4slT4>VMO57z1GjS3J8D?q9`60ME^U*zli#mqp-UiKw$nqEEjsjFaCk6ae#n7Z_r>LkXW2^?{u4A7vF__JE{qTYSk`a;2ZnfvvbYcqcDvr>z64>haz z1VKuFe3UJ1uH!3??5COvELY4`cCZ;1>@4R1y-q_)W}-uDP0@LogtXSL-S)&^^IPGo zEuFaNZ^bLNcv6N`V~cbpbbf{xkJ=$!+~lHVuN`)QE8suhlK zZ9NUBYtR;)DEB&ZO@^XfEKujC)gT_$sSfl&&e@E~q!>H$#sm@HeWF(Q)8+sPAOP}7 zyM*GFU5o1{I82E>l0I|)oSUGK1en~4v2ZiI>?1JvDGEC%?O*Ex?wHkAo_Z=@J~8k!Sl)w$0Reqra7H_3lBQ*op5w=7KqK=H$NW zZDc}6%|%qlE0X91<)7(QU!3lU;@&_s%-D3~zxC?0z8R7lOQyfDP_^^`=YLeLRd4`9 zKlxa8MtFg`jF~E5i`&nI-croFqY><1wbESFtB5Z5`^UIJ5`73Ty}feRZk{YY*u&=c zv!wJ%JZZ=JVt?MZ?X3+-?n6-SEJd>n`FwO;d$?@N}@1@--CoR zX-glARy=*xGnU8g3ydC64G=OEvFSIyWm%` zIIL}_LVH7auG=v3I7P!8d7#BTe}F6%W*_!zx<%Y>zNc};w2?{1muZq0+30SlSsZ)JkuX+jdVIMR22d_-oa zG~sHI;}s%S0pyl0{{SUyWTkG0{cr<*4;I5IB;0g9|m=~vOs5}FJ%4OMc+1m z{;+_xWD%hk%Tjq-6v#-Q$kau8B-I;TU`(D1+$GjA6Cb#*sExI8uqgO9KA^ht1qZC_ z`3dJR`-qdZ$wjWsun-t&4D2|xLvn+ zsK|kUHE%N|_aeo3dAbK&O7E@Ru201}}D;T%Wqfoy%F z1XI?v#GWV{b7jzEy9L#f^_Ub(_=UuPK9}juMIa)iwk~UfWjBN>Qzb(pq@s*-s`XwP z7OgC*I0GBh`>t*VSG0fsgF)<*$PJCjO0M${7#cc?H{I?q-zL5SVU2_$(teWzAoT<_ zpqIn>2VOEY$E7v3`*|gnhqT`|YQKVBZ`G-ahKV0UU)j>ubJ0|a=kV@y&{I;Y)#^%v zuHjEDHnI6Lb;4=f7(vTozhVF+jaPVG%*+OUHl!c@t|j&{z9Uk(ThSL6k^Y7q=qtu3BiZ@&$XojnSpv3PU5>fMhZ2|qX( z-<?eEdt6lMy)~f8;!%f$ON7nwtaI_65DvbrH2&% zuJw+^&7e(CbFCfC8N>Jcsi4nK2OJ)b_id-flk6I~M>@aEln1%FQ9fj=Y%r=UeT=qz z0Ui)$wH9z!EFr`$_Cm_)bmTtwNb)R~4Ek_7 z8u~jaT^_-f9FKa+_H_@*;&orVr~%eO0k4lUFy_SHOrRk*IZjuXac}AqL1CF^f^hGz;>kI+h74$|7b zqJWdCB0M0|I8683r02_cIK!%5>~VkDZ3tqZ7>keMcQyRM;LvZ#y3WC37W7}Nb0w62 zb+q=)|J<)MA~2(#-Y~+$SI2XC)}`9JcG@3`OP=$5D>g?A^|e z-h(XkE*6rB-s<&xFGIR&EXOTa5QcrdLLb8M(&nF&ol z)SOnOH@Q2Xe*Q}=R|(1r8fAp4jNx`~T(OcK?6=+ld-oug@i|tL-75CGJ1Vph#2>d@ z%)EXJ1&F`C)}1dWL-^XZruQY;6)+({>2lzjc5oF}=i?Th6(JlNXH2^#sMLw#?P4;D z)q)DrVv$*n{Kgw(S60ch%U5rk3tYM&S>>2XmKnCflz2^&&@aENwCv;*3_nyvE9V?c ztm{Y=UVVVv!_!@6MO^8OAKEYU0UM91IGOCkr#(d9c#}6zALKbZHCE%)Z}4hdy9i2x zCR1YQNEW-Xa-;m3q`YswpF-Jhs|?keMZP;uc-QZ!`C)CO?KN>Pl{;dAjoM9_KJCgl zsg_X8-muUUb{6Bciq&3gc-!0=lYVsd*VZLujqgj5jTxB=jtr$HPAY+LbZwU@@-zq} zkJcs{{ieTj_OW~waDp>ZDr~DYf$|>NwIDv8fjxbIi;7@qTOF03m~++;DF4qk2Z#qv zuUgeTVrGOtmQ}{fiY{3d+FtUH{BOr{e@BkMUrs$4qb2S7RRH2_zw!ySBk8f%^6hL8 z{`lr6_?A8SZ3DErP!Zob(LM$cu{2ATe=q{Ix-=Yg+%GrmJ$|I8`^W`Bn#`YGKgmck zF&Q!H{QUgrdtxuNJ^!AT6-dBq{2r8;%38yOaeCE1fox|4&$f4yL+W>UwxkT9-1odW z#rtgxjhMHWe_k)--dxeMPI<1T><*~1VbW7Z%=0$cPfy}q&@t*Y#w4gR_BKq~tIs%y zAfZi;?sAH?$pCMOEd3?#`~$i>$Hoh)?lC>S4fYrHT~g&#;eXe6iO0Gal*fe4r<$j@ zM=aFZV=(2R`F??{Bm`6vjy%5+pA30QbWl z3vfOLzz$N|$>80~54SUX2w1$+_-=8X@cf(yDH6AUUgqQo9WIewK*5Azp1qk0Np|l9 zUWJrj>qDIXXf+0W&R0dgd5g?;?^;I53#M@D8{ds?zc^h0%wjx?XPQsBi|2CxDRD`(_0ESxR1a6^OgeE|2wx7aImtT-crDY{48Mxt{1Q{N8T=gZEb0z z2VoI5H!-(-Vxg_02ksyEbpgWv#d`@L{QTHf)|PtOrr7oI7eM09%jEYY{UNVYe<(@>h$!rkI|dP7w`?y`$6Y zvOQYn_;W$0C74E8AXvQ;6<%O>h?u<#f3|3`uajcS8#0=(sv$-aq7BArDYHDg4Utv%siqae}+IcQ%4c9&G1<^kHGXiWBG(6}zIB?PSz*9_LW`UDJpdNXF-uJnK_l^Q$N*-10IWDSyFIvlU7>1!`-N%VD==O3lLK zdWCWMzSp`qIb)345EKU8d3 z>Gg2Ee1@!THi@s5(Bk6MDs z$DB7GwzOAG;RSAN!<_O&LL_{_Ihi^wm?qLi?vblOT7sPgWiKX0#i*L&ZwBNBrMbx^ z9B4I)8rDWaBs=XD)?c^8q@0N4!6k(a$wxHpC3Mn@m2gQfH+O9vb1)%z{!HXceixDh zr|lIcOq5!ul5Rt+XGTS*qe4PlQJCt^m7qx^MM%%9DJ#?EkP5g~Gm2Sry!q%$D$n+o z<=gv3(^_8D{KqMxHI6?+m%^krYo_vaw>1wpqP~h2kYsaAZVE1EjyAHA`dlk7X_wRX0b2Ja4b)sAWFn0i)Z)4aU?SuLb1 z*7--ESYi8fS^ifusuM(OxaQ($XN&zFt#}``pMaVUW$(rGR#Ii9%8VY{kltYglT;+* zs~;jT4L`Ip;?JC4;yX(_Jny-!|M;YmE2>&-@CHq-()xqbUA`GS>X&MsG*|_EPVjP! zDRmZ9ww>h~mV?x+?a%j#Q##Zxm5y^_>aau?<<`jkShXAA;?R`BGuB1eM##kA_wDw# z-cXggpwTSAO3rg;EU1|ir-{lVA+Mf96NYTsEmn9HGR_j|w}q;O9Bt*@8?4MsMI7vH zM_GSc8Lb*cshQ1Nsos3_VX9ECW90mX*<+N7?k_{5?S*Q=O7}dsQAI6Qr^%&uFFgya zQLnP)7QM^K2A9UJ!J$Je?U8c?W2$&6-6W0LBhg-Vn=UeBA~U&uq-C~r=I}!!EpzoNF#12h_ckJ|eMv>Xo?J7m2u|OdnL_agjbjMOI z3FXe+BPSD;n#QKl%L`RzPg~-MRh|QcfVLDhsxhlBz6U+kvw74{vlMbFZI@L5Z`9Dp zW?_$gJ=EOh2palTMRhf+25|PU2}TDN`*Pman3+6AOWxex8{B3$30H{DQt>42nMzhb z=w3%rKlH73;koZt_uGEyn-`ubUg86&>tN-6V(*4RtE16}^MaN%-Py`T9G^5oLkYre zJ&e7|V87rJBb)VNvblndF{ruuXnIml1VQe^7C#;1nA&smaT%3=SM8ReyHSe(9QCQ( z9`oZJj4WOL125%@RYJMYQT*RN=^RQ8>WYB+$2!u&(g_BrcQux{Yobem;&7>{PpaX! zv`^Uaj+&v0dU|>eI*cB0FwV`{)dynXV+H-m4{$aVDa3THCb%FX*X*s03wB!Kf6hrT ziA}H^As|qzjd{v*nRCoHXa>nonBD5{zFtMEYg&SarHr9ob@xcVC!u}AxtVo{K_NRt zcm%lQ2VVAdZfjF*VN9x}OW^pCp6II<__PQ_UNWf@pW~K=$25~L1h6f^h3QBi7_8tR z;+Z=CFJr4a{X*$9FXy{ZPa_-XE;_Ib-wCMs6jpG@ClOvZ5(Er*8M-?*Gr=S|9s0LKL)6=g!Q4QPLF-CAoN#PY0`SZKU^1s!e(8Aflu+m{U zGd$s#1_<bvK@OKa{zP(G+qK!w%0nGG6*T6LE z4r_fMCJh;3J-f7WxP^x>QNh7b3O3u{J6P!jGZsH5YAg6FzCiu~v~;jQnFK=#@+lQ_ zSwdC0mt?#`nL=x@9DcqzurM5^x)gpV14iB$E|xYn2At`)zU-!SIH>RA34X5U@2;>g0m$sW6$?Pl2_n7S zL6cA+S6OdT8^P#WvNG30Ho@Po^wEuw~4KZun%M6dGtuTzd! zDM~FCqtQ)u*`5i_Rcs(M88qV9;I8)w+eQCEvG4oFxfP;RRhkzjY20Y~>BFO4+6Z zLO%G=FZU7Zz0N?8a+)zRFc|k{MyTP+W?a_TP{g^$7(xP~*a}&^Qa}8c8QVehhFBC3 z;NUt#Fzd`o_Rn7=b!sd@EAV446(J%!5}Gj)JCm>q_ejb%u!z?(0pG&;DrW@X13CoN z#{IcGwo4Y-qCNY)Uby_U_>Nn1H#RAFM74CpJ?0!W>C;7W)*de?O4tvq2NzQGl3#)c0GzW2VU!JDRuc1*lQcxg?l3^I&z$vpO~`@3rDThh^%Ev+t4{@h4%-m^ncLhH(r;RO?W{q>U zR;MH0ih`r>mxK}EotQ%CIgciEDn1E`YMTcPc*2|0+Uu4?Nn{zoq(`aS4xY#5&9_}1 zssUTaVb#hU?IQ}7CB3Dl!wR`-4joKo)+-~*9Fon(Go3LQm&s^V+_1gzUnXrgK4saj zZD@vp_z%qZH4FY4OA~RI7)!LkSdEWk(DEO-KQ#khmxD;5sWrDF?`Hw9SXX3td$JT+ zCM}xB^gqY8c}j0G57JvzO_fg}l+CNxeWl(xNJY6fSZG%Bv+sGlgYTlolFQZ6$Y>{lN?-d|Y6eR|WZat8{_J2SVm(3lD8wt~%%=f6C;~a$d?^ClcVZidz+egyTU!@AZf~|4 z(H6WJH+dVj-^38Iv^F{S2S;=tLuLgg!%STZ#kzi2^s3JO`n_XI=$HX_i%d1*m16y> zdlK)ddjTlQ)c$kl!p}1Bxr>L#FF*SC<^Mlsi^G+HqUT-TWCUC`KXb~&-ZR`;n*c!v zt7~&t^qtAty%klE<`n3(Sn7o?DN7fMy{=1HZp^E$cK)96SmIJ$HG+YU!fNwd-=4o{ zXV#s`mXZ5=6X7t<*skYemkE2WebPLfmw{JtChHSiJGBFeXlQ4MLMNB81!B0;W)WOz z(BIb=3C*gxcVn=qRrmGECo!p*@0aW1c8C_5>|+y#U@T1pU2yxgNyC7S$8y7aJEW*H zW7P-WR@n?3a8BP25%eI^bbc{j@6p`#ee(;?YB0}=QibKT?{^aR&ft&&OZ;s%1Qf+aBt_#Av!q~O#2{VyOge|o8o zcc*I0@Zx6~tJSL3rZt6&J9mmd9^e_Sxa{W~ZOOd5&u)ISRfVe#dvIb7Ht4kW#V;Rm z=EII*2tr~`vk@tl8r`5x_^^2gye;guDyQU^g(N=;qp{kWYWc^H3taYW7pq*O8aYQ^ zj&GO4I>gAwYHq!uP$#NwdSULq)t-0r@)PH-C_oSF5scZKk8eAU3iN-{#5t9TgIaG~YIOZ4@)kx60)8brwmH zQyR{BT*dZ2dPBzb@reu{&7SSj0PqGu!EDS3hLnAuJ8uYM?j2M8WUL9_zxrumiuTQU*A~)Zm5Q z!@h4;K5^j#bbR7@s;%1PzWXh*$|J;&H*J2pMzc^dJ^V)SzPn!BZB2_^T6mR+t;`I! z@4hiwlpgZoI|u!_>Z%#O8i(_*cdN=|M+bsW@#~O8XnsOsA2vn+Bz?bd^5$#aXO~hL zoe=m=TXQ`ijuX%5*Km3`IND*9->!Po@3mHtzGm?K+Jl#UOhAI9*0coW*!Hu(2X{26 z%o5WFklr+^ZHBFmR+T+vtB-p9n`>HtYxyK;N!vIvs%03)@7O&%3M0oGJc$nl4(4Ul zGl?1n4w%Jena<*sdeoAV640|6S?6)He3f|Vb_Tn?JLZN-gJ=*5*j={R`sQYzYkV-qTmW{@&aBpl3gP>v)}ci5n10L>q6GwGZcCU>R2v3eR54 z@pAGw$9|9B1%xfqM|OEm!wzS%Ur!JD;3c1>aEXkod*>Cco1SuMtF3XtS_g`&Cq2d` zJnf$32ZjA0aEp*_&ul^ST%w86k`OWhslB9kauy1GUeiTNL9C2yQF2Z0xB~hQ=i6f2 zzw0)GBwk)V0#2P7nTC$}>|z~_R3umF=m>G++TGXk1~;IK*goyuwhqL~dU~lnwg`sF ze1P33Qqj<8@~b#1Na5*ey)1IRm!04;k2Ae)(awybQ1YD@8Up4?RB$e5lc0|_1sN9) z9ZaLPY8`Dkl_gW3I%oGPcWUhHblm1Vk;y!hybm8?c%L)i239(CF`AN<#J67k1hwbmisbn+2EMXkHnyP}&C^PX$~W zQPt1uJ29();=l=A^lz57LXn8Sy1Q@%TVmWV&sow@Q>qK3Y&3-0H`5NxLBeI7iZ}gI z#fSnTF6lUCq+!5~oPMEsKLME0MZ|E=faj@HkJD<^!0UHj85}UI-d`a!(Q!{mZ1>m~ z4JnRTVl(K5&;+~mI-ySZ5NU)&19w%5@nY;p*#_KT;^u%3&^hukM@HqyCr>9|`WzZn z69`Lv+rMzfcMM=V5x&EUI>fGUFM8Ge(no`QR#}$QGD#k{hiOU(3m?oQHhR7msdz@e zw|tQ&wILf!qu3DRBg|~@p<)cu;{pe85FtTRZPi%c;LUQA9)c0`kS*t3HC_8NZ&M!y z?LqV0H<0di!`R-t2?tluM5$NnPE_BER}66S1p?+`Bs$>x9^5Z0mCF+I7x(IvtAK6H1dwSv=5g^hL1s z|Dv?_n(8m0Y140}p!hqIpsm{Z@xt*k8|I`Xb3?2ZPI2p_t-XV-LBT)xizl6EfGX&E zuYE+M!E<*Rxe;1$oN2}d{(Y{6+OOxZu8iFvb-F&cU}@f zw@V3lcHw4`P6fvLPHtox;!h-S#c9r)=-3t4@(-M|7&)&tdWT z+U1@lLZRoE18Rm!O&JZ6i9{$ZQOsXO^WfL6q-Iz+>Qa;TF}LzIhGjL4mRY8ujP zwk5(M=+zn)%_k@-Z(7H3WxHP5O1wwR&mX*eTI0ub-3^ha2va40&=wN9bZWtM6`?Da z7b7E|lSD&N@UzgkZAe3eH5@+IibhybzrD)Q>TsEEjTfJJ88K6v1R-#u-fwn`~2 zv-)<18OM=FkvjyL#Orow;_DEedf)oT^&R`mmEiOclsW;yWg9qYgS|px6b6Swm!`{F z1BP4>0EdRNW@|qI`R)1mhy1Ep@0NsI!BfUfPc?M)vUhu$IyOP{iR`1R>htN(BZX00 zhOPS&)-|i!9b&(%LU33zqA|N`j6!|&`ASiq-qg+|f_HUeG6~!>%4cv1CJW@X{ax4V z_YZrcp&^;O2Utet@5V5D_(Yt(#BswHD$Lha9h{2S@R#o7s3r%S^F=ZeJxuVGhA91} z*{`pg$Q$!i!5ekso(%HjNWvdHyQ=Z3<9%FfQ-%p%-Uw~-qKq3GBFWZ{xRgpLjm z^gj9nyEvSpTxMT)ZUz}g86gwpzR?;+jQ{j(g$tql- z5>EGh7VRK56;BMz&>L>6(cx#=XUJW2Zsjm*kM%2$58De(dh9P~Lojx*GPfSNV}g>K z-%^S7yc|t<;R2r<*e$JzMQewTRClBszI*0|n~h9ObJ%d-QkUG*aL^-rAoUFuO`>bf zs;SKEV)y;U6=k)^EO*`aZSrZN!_#@Xk96-X>@G-2{AO~vAk~*-)6Z0rn&Pj$t2Z8U z`$xtCLPKGS_sA5_7k{}EJSoc5a2~BKq%MV&^bE%tLGLs!7zsdk<*b*HomN7jss@|h z3KhYw&e!BTX(C0rj-8r(drL(Grl645=fcN~;^}fs7_Fn*(f~O8?U%I*X6Gz?xiJ`}VZn%JnQ~0) zb}~_-jmAe3y<#+6JZkKte>htfk8^bdH7&T5yh`3kFw53DLH3i>q2!mM_Kpsk?;R|4 zOEtavZCVkWc2PcS_}M*69gkbeDDRXaSD#T_(pU5Gf>sU#3CAq@*X})}^A8cZ-~~p< z3H60-KcmRD(V&vLj*JG|{OiOd{BN9M<+P{`t~B(5*g3wq6pSC6gGf8t+f_=8XpRI+ zWk;*0@~$x|K?tLH9W0X|E5ly$FcPq^#`pFtzppQg1)3t=IZkNkgkt!8rA2?=&ki2< zKoAA&2KAeU#MGGv&$;CTbLUA?e3T2u?^@aouqYT`Y8=&rSi?J+_$=1Y^w6p!;G>{% zUaQBaa9X-ESayPjnf`%>JyuklB~F@au8-hEhN8ZfYA^5CP6|#AW~3T=c+HWx0_DNw z-S@wbVW!^G%FPmD|67Czu493?flK^H&FUv!i^XR+6y?4#Yug{i|Io@R=(y%9xGbDW zbZyOT`Av;U#d7KJRQL0DHht!9d#X+jQTx4bZi<23`M38oaMAvDIyv3gLYZw2a zMx{I38G3?(#q3ZxPhA$01QPRa; zxkSpLWVc?Gz4*L(Y|@d1(s0!&PxLB{&4g5(Rxb|s{uBz@4L{8uqbQ42B2%aD=%LF8 zO&D(9t5?>qn7g*ZaF1kOSG}$#oqtYwlze#g52JYtZ+>+^Oa5zBKk(mE%tD6xAcbP7 zS}Me#u-5`$6R38MRy!1#gkv#J8D*Icm*%KdY(%P>&5u-oF9Z8KWA5UTaV3`Bq6<{m zs7WYy0Ekr$<7_ z&ully+c)jYj@geegwd$#nT1nUZk$WugxRO)?)KN*5N#aoSThqx(b)khK?j+Bp{&8q z!vuc5(h0Fuza?dss`S$Bny2w>H_)Aby2c%CO-&Vb2^`$OU_JBJhF4nKR+YSJ($Z!o z{3zq^+bo3K5C+)6EnHd?kTW?rAV8*J4q!FSg9Sy0@|pJgs8+pueZIE~m-zSN9cE&p zkyD#xWp#9G52p*(#kZ7D90dfO=MO-e1&tEQ<#*3L;@sfV0gC+Y4ix8#&&od;&@XN+`o;a$ z@^4}NG}j@Ie(bzbgq%}pTS9ehv(~#t8oD_VwK?|AGp_R8>u0IGdv7+Zk8@jBw^=dY_DP6hEUHimXejcOd z9=tef!ojevBB-aS%zjGLzf<^sVHIfd!7bAOq1pvtM*Ka)ub?dgse2iZZz7mDb(#bB zR;tW_W`VAc4uyb>96J=pu`2nCG&=l#$=f<}Pgeb2R&3WO28KG|wIbF!95y#uKN_Cs zvaZTFC_r}cZg%EtHwGq{GP|jknen+D?hg$ONtZ>ntD?`jWQjUPPI7~nefu`q7u)o0 zukU7IpgUd2FY$WY=zdzifcT)Y)b9MK_c$L!X##eHB5Pa)mecLP0#Dw0p zT@8?n<+)=q`fTo?-lk(W*f%G#PC1?S=}{bRT^wg!cZL?viFpbsKk5Cc>jR~$y{}R% z%8UOes2k%R0jn#u-_hb?V&6yo)z_eu^f{KjuM7+ajyI=L%2Jo?cwCly&rvg6^24{! zr6QwyGai=ZS_4K1)lA3Vdhj9GXy~K~L7Au=6c?xLR6s(ZkgcR`9-wofk=Ax?yaALB zI%n&ThR<3lM8$$4x+jFd9jqrRaiif~%3QKSMT zHsl=+!T1An%y@@lmgAWEt96K(x4{vCN!#ZYVc8ZtnEDx4nML~V7i|l>!l!K~>p{Ue z2Q=pRsI$n^Po&XY&iw?Ult1f-ahzk;S|}&!g!rp^u!ymo<}i>l*(~-EX3F(k^j+ez zTTw%#a$3!F3JDIZP$37;$E2G-(26K?^ac1-WGO%i6xl%Y2_gPt5>X*6PNo+cOrQP0U@C< zTm^?L-5tz614Gr|3>%tndtWv2@l&;_!!5oM%=SLZq7nab)rVeoD2L&@k(JXI02Ah) zMq2L$q47)u8IMymY8)ltZK?dAl32Kh#IFzqoG*TeM9Ef9(<0~Nj`?`&&>QOt8R=Z@ z9q4p~`@~IJlqZFb`#b9k3q}s~86&VN`}H4{mG{*N?>Zd;AH{sf#RVR=;PSyu;_|uq z1As(b@A8g-<>lnq%+tZJA&Ghe23Q1%8;@71#yHp(rrwH)COYG^83gXW{NSH=?+EDr zhfIoy(=xavZN5Pd6=JzYw~b)C)QQ(G0%D03N!^l&$H_%0`XEg5fs`( z%|K1BZ0|+Qb5>-x52ClsWRPv!y*djt$wfp2)he795tms7!Mx`ceoq3{b@|Cm(iC-g z-2_V$o1+`>>MKk^6GeHctHo$9(qC?>w=8*ZU*vk#*Gr`08x#qtRJqC@>|7Ro^K&g^ zOlku6%?xJf{nE0b5xEV3)A!4Ap7^{9_qfXTyh4C%6WOe}Ufu&8KjNL>6e*%036w1N z_056GPpgGvn4+t=B=<7rJf6+D)J2r_g9O8=6Rqs~_wU3^^jnI|-k48n2o_zEXj4(f z0frN)ATRGT?*eB>|HYV2dKy3llV||;L4@68!8(ilAxSG7AtzfOZn&>-(!iO{&y%~n0AZD;-eP6eQLhK||Ah@z-uQ9oi(y^Wc zs<0(=@X+w^rQ!DyVb9QIYFMrqNl3To6!fS=I$zqnR+}3wEG$fRAyHjz8QT|PBM<|VRUS9{ z)PafvlS=W+T`{Syc_@P38%##P^5?=|}VvGcDX-xvrfE*0^H5y}~$Xo$_Cq zjQ}XlFDd_XEmQACA^}Nh3#lGMB_V#d{3b_D$IS2xP>}lf#0j}c*`qE;3t0csu{)e2 z(-sfDrKcX8t4;nK#qykp4<>ZxcEq)SmTojUbteiwm~`sWygvI0SbI8>FjNJk-EqD7 zK6Cp(0VesJ5hQ`HW0oR4&SQ`SS?)8?1+(@B|`Raxq*vDp*)p2)t~w&!G7HlO|2@%ToYZ3v+9AOfyXtoFP)i^KyH? z7xXXC)a`=C+L<%+2k^=BPc?WFkw&KNF&FFs?d)sqcwU3jtZ+w75<*wZ7&b$tkT8Ra z)^>yNpLtvSG8Eqj1b>l1LQ2RV?%c?wFFQ?2r#r*zJo@bA_*ZASmODFEr;WdfA@#^^ zp1PVSW_6Ve_kvNU!%T2w4T0m3NTc3#E|?q*JC& zN?Kp~0LZw{u#YDx@me)Yd)Y;T++fLN@$p7=Hqsk}e$)tA*Qb6wy(d=dqkAtcKeR_) zg3U&Mb2{x~HM_ulC8|?U(*s?@?Z5`HJPK-fpdwg-wjN#Q2p@b-Gc-`3qb{@_nev;I zFJrGU@fAXKnqi|jm zeANw_cw%e^?x2#6qJK<4K@Se`h2g3>JYjc6yZbcvnqoMjnE#9a?kxntBJvma~rnT#xZ8y zIxB=6BH0-Z$+^s!xcJtufT$d20RP0LgB~6&RL~5%FjSJYf7N`Xd|fX}9bSJPHyd>5 z0;mpLmlhesRu`mZS^|KE2nI!%We3wc9=ph((Dhi*2M9FZll)E1*PGDQ^mLXVc@p`s zI{1(=VyR_Jne2~IkmHTd^`wB^03zU47ivzu+E{kuTODklt8}wEgF+``L9LV2yc$KN z4YPZX=34{`iO?zrREOv!hyHDyJamzr*c9MAO}Zy(7b$p^nA<}!u7aX=F6dwYY%ha3 zF5d0pZL}e3vz2`>mcD&+`k{k`qrfz|$j?87?hI`C_tSqe_)IST{q+ApHa2cqWUOpf zv&X>C`twdJW0*~h`K696L7EP114k5jYUEa?++-*I{xn&ExIefV7PH@@v-KUK`ZaX#p6|Fn2O5xnuo)Xzk9hakl1-1*tOsUarK zmSom{3L=m?S1<^IFy%km3QuGz4t3*VLw&zyTks2o2%WQ{$Jq!|vRazUx2N(f2Uh>a z!&ZN2>wa%iWmnNxxrJAMS;COV9<2SE61xm3IcY{V5d{N<7>HqeEgg`fD z3v4M0&FCJ5C#HX6WH#n8v!{RjR5rZz^Q=O5w%n~5^{bI4*l~5CBZ{J`4@=HUVQ1_w zq=IapyYNMG6lUn45G%p=x8JbQ=V#48$M++a{tw7m$~vHyK9scWl9c*z`!CA^y@vjX zOaLEfMwGc;LGSm!il;ED_J$&xi-NC;r2O9~DWrwG#=jW%F*8>s>eHiWI~6m)Cc;%6Ej6oUyooIyc6&+?aSX*={i9O_dw%R-sN7G_@rhz`M)hf zCzd!Wz4W2K7@mG^%ZI-RV+c1=A1MT*D^}7z{&N)Q44N(pyq=EH!C8A|NXqB0Q>Kws zFJT7Lfj{af>Q(xieT9HwLS937U+jy_#7h75Eo{{JdGN4baxXm*pH!Qc`4?)gp$C)k zQ`~aOM0^f#xb`)K^oKf;5h zVYh8(maSid{x9=^gfMw5WZHOag26ylqwv3ygdD8nqROBV%ikuA*BV)0J0$Z_4X{pW zaKY?v^8&5VKvL-P3kN3uCi~zGlMz{s@AIQk8B|9fn*LK1JUX#j`P_kiNP9$7P^AA& zoJ!HCQ3#Ri_a8)XU*&S%u~^pB=q-&ZIM`XAbhtiK3j``-Wbq;tcP z3WCT0o#mebh!hnRTt96}VY4U~ir7-WiwJumboV!Ltii67tRgLCl&2K2HTKQJ9@ zT6mhf+Vc{yEfMUebb6#r$Ve+l9gfEMkWS?UwZ488lN-GcEbrX`gUr))2@kFZF}Sn3 zkvyxpo>NL@retm_Jvp7qNgG!TA$Ur`rnj<_uYS?x&zj!jjXMpxN*e7Au+OZR9@EYw_?KLI=OKi}tZcNiWYwuov_~4uMaS@`(aN zE77L-YahM4Pbhh(WUl*JJ?;f*7@NcH;ruta%-c%yg{jImfGaoJU8bzGnhUY>yO>FC z-4H-zy<>(EB@+46U83MCJ7dPB-;0O9<9fR75WU}fK*+E;A;NGXhaOF6Q<>>N9*El2 zO31ryN8AG6{_M$)!O;J*vl+;W$nv+NXLg?bh{AJWOQ|Qt!C_NKOs!B?;@LGa;$t3d z&_li{`ABG!b360qSr(I?u0U->G=2BkA6*nLYDvJ!#d&cf^%k;aOAqiw~Aq4r5kaQn#qSkA=JiP)nYpiY?In4!zX_J&NljJtGQjW0h z1MLvvx~YYCKU_tfCy))D*!aX|GyUC1>{{Agx8B3g@SLOCl8xotgL~F7a-_%eq~%62 zyTMq&oGOS3NmPciDZ(WpBCN`UvMiN7N3OlE5b_p2=RrUaB2u=2&NesfWhP+h6uYUo z%u&j)rxGJ)TES7`UFnl{63;H6DKKkvF?oMjB&7E~hdPfJ^44*w{{d~fiG~8r!KWDY z`<3A;kPv2+3Xvy;BYk=JF+~S(8FLx8!-cHH+M&56(Y{zI;qo8%)Efhae!o;!1+~iP zvNx!i)>>Y9X85L?1du)+?yhF5$H$IS*ZHK9SP9UMIgoBzHzC8xc)ybN0FhP7ZmN3t zL~1(VO~=ECL%kDEvV}bYBFpHjkX3Sg{XyDYUryk^VMx5?PRoKOQ3^Q zXF1o5p~{h;g|y~wUt_Z=wm$a zn(V2(FWKBhZ8Q%%S2>l(39`d4GG&6}8Gvj;KVW-1V<)|@1Lr&2-f)NVqhpWW9k7KC zV;SG-1U4&cTa!<3EL_6rwmM=WLiEt+`^w{+wn61PH35FLJl3+yiJON9)pyh54Eb{I zMonu7$tfYo6pKkv9@M+8%lEd(54LNT9NO7X*;QD|8{Wz~Q3rQsk2RSa;cxM5dKkUA9;ZzCc_XxrWamr$Ax8f z=yxamRnp5NYoEQww%*p=cN<2yl)??G@^c*4BP#0ElpIJ^iiuDjK;!4NTyGHLl$lkr z2OzQ{v%WLBsH?yGs-$o#`|7AS%x{Fx7lF7vDU0nF&PaftpYW(%VmjZ+Z`67xjTCp3 zn9Hr#N~-H}FM0SCd1bxiNfE~wFRBm%kIYQ^#eShW<%3$c{XOMQ%@U2V${vSH6e8lT z{4_d&$J3AvMJm`xzLBCtdp9lE(E8ea1pbWgUHJ54+}D*qzo|CP=2e=m*uq)9D0p@( zfI`D&qm&drwEk*{#9BCu_oAX^!sxzy5zXi9&u{jqK1ZJI`8FWh0g>NFULV;N=yweo zRAi7?fHkm6Ry|i5V79l!p^nJ1;(X^cLejDO#>29b5y+{R#C zaY32l%BQL4(LHi#(jK5yU+D^eyVmmmJx|#Ncd~AVsOlNt_WXw#b3aDvUHusYm z^Qb)x)m-zzxzGz`c$RL(gZ+%ha^-G|67#>9d+VUA-l%O99v_fUQb47`^Ao^A-^lN6StQjR^$YA@6*+pD8*!V&86-U+4}`S^+7lvi-dz3@*NWDQR;A;B zZMT|VstS%?i}^`F&e&iQuHo(Y^wvkVgVg|mgQ^4bGme^~wsx_ks2J{l}f1vbm3ln#SSUEe+8xz8w3 zq7!lGEuZR^a5R8$Smsspb@n-3qzaI0UhET*f#9;``8ES9J-6&%&a9@PUjQLdqv>$Y zjy%;Y{D)J6Y}I>@hb*haTg8*N$<$9bHn;7OcuoHY;_?l^{ZHJ(tg25K7RexlTNma_ zYPd`B*>XRex%fP!HIU69xy4+Qw#^Xg<_U{U3kaITz~T;eo43iU|5mYV*X)PW!fY36-^Z2gkcIvzg|Etd1D}Zi`!O zP4Jy&|8f&QoDuTi_hv5ymi@#;S{gB?ZReuJQzOqIwbEno^lrQaNMcxZafeC3G-&&< zmPYk4(JWDdwnpRbH;Q9rNza9MSB9ZFab9J=0wlpG2;z;9)H$boBbo+n!U@VDMCo!7 z=0N`Ww(o&#=QfVZrWFWymemb=H#I`?qS=Vgd_K#_K^46$=0getGFNNM+B|^Fs(6xF zPTGfGd8O%m(F(urqF6(8?8bkecvZB-yF-ipDQz+KR?*~^Ns{^(D&(_-dY07op~0Cu z3<&!UKK5h@y7`J+S4Cv#*y{Ow_k(G1MBHd>+`8Xp75CMKI|qGRvMYrstxBnSaFo9Q zzv}52WL1VX6uz)iXF;S!j0lJeAEetXlpD60q%o)Ij%wSnu|vM9HJ{3y#lY9p*(~E2 z-X_5QRBeJLdtbP>l}9!maus*xWm>@d3y=8&^;~FEcH25nH*g@46A%!T2sZ7aVsWJK z!0{sYreonnIMQw<*m3gOc9S1+$0}7-R4Eje8Z~Bn)NA4?tIaW$FcISFER`J@luHZ{ zXg>wS1qf`E%*SaAE1D$<3>oSeWXibgIvQa8U;ev|I;%L<|6W8f4I8EsD^*iskr+dt zVpVzNii*l?{vMjc{mx*C@?iD;an9UT^2pTfR_dFgSXVU zXT2!cIesmUgbrZGh5Ny6auB}E zLy;YZRe7KEx7Fd{drHfbWVJ(E-@eu=JEF9 z3N^pA_Rtj5%mBA3fF+zm1~IF$D>DFXDFX7rMWn`lR3e})ML>KGG{xr3fD#`UYLJkB zqU>RHXy#snbom3y?7q-tdQ;2t;Q=RUCj>B?GF;Nn9%g6uSeMl`){$Slx)CLAvP8GS_8SQ;4HW z&EAr2XAt`E?PUJG*2uQ!PRVgRkjI?wwZD3)Q2uU=$inqAfq?{852g#)e~{|8zKg|sENdA62rA#1AI8LVw;Y3fg&l{J1iQPx^MJ1bL3 zbNz5{e|41F6?A~ZvA#&?XZlpJS>9%q6ANjEA!GU6b7OvJ6ezowOFZ1H_7?%Pcwpsp zSlghM@I`~eYG>hRNd)fF&KOWI0acEf+W7f!GSh}hVaarzWkah0kX&QhLiX{Ek%0Q< zKad^L4v-Uqx#jD!fnpMmaMh<8J`A6CDOvKmX!${L;;LwhzPc7qHeT7PfcIQzPCFl{ z$=?x`JO9+(ecN80m-k~(>#TltLhos~a?ctD5Csx1`k1-5PH%UN)ZGK`ZznIXxs+;v zX*x6>-#^qMEA#+Qz_6Am>@a5B^G96Y2#&QI$XtH)+Tp&i=Lzlo&5M(Xhsc-Qnx#{T zx8v7s4;Rr11rtCOWHBV@wS}hcD-G6-tM)+yWM=GQm&1s!gxpPT^}ap&n1(poxa84YqDF8)-< zy{d7Wc;uiw55H#~BE@~Ofo)|fe~7r>vf^wTo#L^560zW6caUqh(fX-snM=*G(Zp8N zujobY?OE1TQ~2gxaoSLY93yK!EJzlPVwwGTMxOSnh@lNz&oizDcghiz3Cv3SAhp=NJsGcse>+sx6M*7o}D zew(h&k^xfoC? z>Vgy%6{ncWlyKD)Jw9N3JyVt}-wV(b zJ&tOtMV|%l<@cw{y!UsUk;{}9^zcu>UOh_=ux#myM{N zUSHp8&DbfO(|TQ~-xW3OBIAnsVLAX_R1S)Zi<>I*Es&P};(A{=;0s$PG}P>?6F!6g zTTw@p*6T+h*F+@^#70Ze*&6cd#IlH&81BlYpux%G`Zt!>;#YNw*;b^A683 zzW=U8=%IlJ^$6(zHNj`^J2aYxQ0t`;m&Q%2L-p~7AJeZFw1|z$m^|y>iz>30(y8AY z91n`H6=^t`8ym+B*k8+JfuSDxUdEduz?XB%eSMAdfAfEzJpBOX_6q#zZY%xiM31n&#IBE1w_ zo?zb3hpZ71IgKmryW+lGa^Ag^{=!?Mt@XI|vh`L0rY|++jh<)m+u>}$sa?isDwX;l z&*nFQx3qLitgWHNcjPw}W!a%n2(!dt$ z*C`+G3=D3|dc96o-foy^9p}@#j7(47l%-W#4Q98*l-?c<+PL+GUuh5LFJ`S5XkxWF z{Ty=&LMp^%K1%hub2{Y(2ngWN&!ub+Ka=qAl^8D-z1+0nfKQ&94}L~cdD&t6jCM_D zwfuIfwVybX5o5eQJj@`fM_{Z4ugbuIF`_v4V#|`*+tOotwgCNUnR;s8tMSQToIf&2 z|KVX~IR7^AF3=ro0E-Jsqkw?I?nQnwc&+~>X0U`oT{u=*>+xAzN#UIt{9VM7%W9;i7lDu6JX;(a^=*8rxr zyDDP!GR@+O{|xXNDF|+Vnh82EK>98wxFPoDdkoR55oIh~o92vA;n6)F83-tC zdtK=vvaEH+?Pl3EZ$e{IJby1-lVm_uO>jl+((+UD?%}5Jq(?cjbv?eBu}h3~Z*uW0 z9d{_0bMhU55$N39W#f>#&1ugqG=i@2u74jflIC_~YdJbEgYMG21E6ggAC3wdE;l_G ztqw99-r_W`Ui(cCVPsbECewHlj+SK}J%JU(+Yl}!tXuCmN-_!YFG-b2$S zXydXED{h$VsqX+eUdbo?aKd44+nPAjC3nix{$^yH6WQH-#oO!kn3YM}G3iF?mIII7 zdXgdZjqiFl36tY!Rhpc%+;F|?PWQldD*j|yzDZR7b=p3wAd``S#v6R~%iS+$Zb*~j z6q^6#76VKtm%SgKM==e6WZc`x6dPK$9#X0BQ||Znzkc9cQSowsSxr~tdkw^iB$S!j zy8ED_od<)(3h}m5sV&PKqQ+{RN=~VV|CsFx9D{ zD-9kC(lhtF(%y_0z@Y_U0hGc!KHIrLr~Y94h<+e7&ZZcOZ8Tg`k*!+T|ZO*g!*UycQ65Tf3OSTKu9Thb+N+gV%TS_%8 z59Gf|PAR(VWemHMz9Mh19K42@<=0M4j@~5Ax4y?IXk#>pZ*aYNC`iD0U8Se0qxv2= zD$)Rx=1S~pD&8vR;l6`ax<LBewJQiLVJoL$jD+J>$3}HZQXiN6XP_2LOqj z>PQmR1q|Pp(}~E9NW_YQ2eN+(K>2`S)(0g{u)9>En&7bTG!r+k%H~Qfi+~d&FT`mbATh*vez|ayY-P8fsO_RZuBql=P4A`-2PVKp*Hj8ryVph6w*V zwn60G%5;EHF2wBfF!sT^D}2(X!DOML?I0O>8l(gQ<1+Bx<*KBCBx86uj%MMmY-Cz; zpv9j~8ZCCH0?%#rbVCJ_UAb92Y;f@uYcTug@t7cBvnW;G>y3Sp%0}}|>-XZ{fQ*Fc zmBV8vLxo@UGU!hv7GmPe>EdxcE}_bIBkIXsPytE1jrs5_Z=I0OZZIJcVCH}B5^9rx&e&Svfd&dc!sb$bN#UF`++vZm)!?a8&}{=A#nVVat&qgRt#-Iv8i^Mh|L z@>>yB4(50JQ(~kIb~0OR1iz=(w=vmlFY6_`@Q%IeoIZGdXCoJBya{v$M5VyTs1R|5 zGfUw@d-9!{*gX@%kL*cxzkGi^k+MH!ALDR!n08a?YCDuE_v(h9^oFF$aDY^83a*kS zrV*>K!J#So9`Xq@Zgy?|sV*W2ZX2zfH&ljEC<_lSF6}ms+l7=R)-A^Y9_8t8I}R4m z1_)Mw+^TE>fBbCO{n)#_MX1+uKXaQ`l%6t=beKJ~i93ea%P~sz77i0yaffhujjh=$ z-td+@bTw)9R*x)LhUd~yBh$r_Bu<13Rm7(0V)#&i*A4YIcF0t59hb|y%i1`c)*38Y zvv{m!cF5{vg;)6`ep8}+S&uP}B!INa#H1J_^AUS!gCb7yu|MJ_eOp} zHgct(Afc6efT5D=EaBr)%;o_Q&g*g)R`gBP$e=(beEt2|7kMXo%$Cz3D>q7@`K|=r z_hKr*%VSj%e>ryI&QIg5qlKr5otv&?p=k;GpMhdNQy6_v(NTi-o&K#|fdv5u(E3V& z!?_-&tvI=sdJ0RrrB}-F;;c<{)8yf7a~w-|@$$rXGG+_*+I8S`k5RNqRjn^T01!aX z8!?xGPokyLWP9HM&qak-P*R$U5!$CSf1Bqhb$gsYANP>1aNSCSl2tl0jX?9^iGvmU>rXG<~)b!EMn`p%uBc3Gs{ln0<72c&G*Gb*Q z+(gmh-Tqz@^{l|L*bn;OT^52n5X2QBy$wQ=xDcLr-zz5wMxhXe7TxTh*gnTT4YU7J z+cFZa1YzGSwEK~vRyS3kN_@gM1tUrd(?lS4z^7pAB(R#;cD+iqmHaY6&!sJfAs>80 z7{%!$Kv`S`o5HfOK`G1YRX+6a<6E`|df&RDgM-5Xhac?kUa~0Mf>s5iJ3>+8;1>5A zQhs6L|H=lheD1i4=-p8Lr97+KYX11#u^weP3$yF~#^M$s$ZH5r^chOTkes2oM!O$& zf}SXvMDk%`GbB9V*v-(ukdE6yGGUpz12mPmh|(YAJsfe6$PWqUF572!=$e?t|C081 zcHqZNp7cDg#ZGHM%r2R9;U{LB!)|zdsrv6-)V=$!oUWcGM7nqlZ(j&UE^ym+m!c*d zG@e2(=w7wjU5=#+1~qf)1FgD$rVr+q%H~5XX@#rpxhw$$yH5D=syr|5m%?Ry|Lbjz zYKekB%KLIK!$X6=(OMsg_=SZ-dLS+p2ra|S;gvG^?uq-y`TU}EluzZ9!f)=^`F(UW z@jaA)MuWq-v#2KbsX%lVb{xYuEwt6K=r=XmT3{45T43ZrSypy6Q4$iqXk?FngRf^a z@dYlu?RB{W-$lBEmFB@4=_Z>~U@Au3Kx#US^tUGx_<;b18!5dLvRkh&Q1YxcjS4`M zfiU-WYJRtIHfPb%JrL|&bxpDBeszag(si}LaL-Lt1Ae*)2nTlDLz%@Hqmxo%!d~l^ zj34}Zc+z}{u)TVGL1P$4|1t(kUYaw-DEB(x7KAVn_`I4xX-g4cV19V<_U?VzYwnFM zO3$*kM&ofI53k9Ky#}MEJ}n@PD-i1o&ivVBE~367v$(Z-qKvlcB+g2@gh>T(SXZbr zbghhb^u4|}CDsw}II}N*h;NEJaUBrTr%B<6ZY10lXr^huyeH*f_bp9tD_m0gq4IP# zU!hC;wyWu^=B8^p01j?lBcrx1G0ede9GM?Lv`S%-54&6WUxF?(REQcY}~U zU98iEZ&I4J7vizlmdTCZ$G|k~i6NyrdCdKu^dTi7C?Kb$EPiasMIlH6Eja~5HcfW} zeGN_8bCn5UEz>AQ#&bxUY@2?XW0J{WGCvjbTBEvP&Mv7-RlwwPB-0Y_3iYee5dvGC z#06yvhf+;t`nLkd062LAVsvVh5HR>cFH}eKgVC@FVO(|Z_n7mK7g1^t>kPiD@+!7i zIvm&{B>?f*4enHTCw*bqDW)0>7|}DPDp6abbUEOZ?J~`2_RL28bUe4r75(FYZ^o62 z$$OAwan>*Z8-g*TZZ1hm);B&Bw-?YdD*Lzv{XSop03D<@z4si56L4llPWqo)6wrX< zA!v{49$a^P{5Gp)r>dpDhL&ZoP90Be%t(;LDQrW?vv|I7h~f-%AI_Dzx~{ccyQNt~ z#X+cxaY%E>dBb!y>nzFGuY1HC~Uk49heKby2hRk;j>b-^&hG#lbcxRYu#czmpMLa>2o zuFAui;hFB6q)*}>^d->;D%X>VTn9E(9-Nv!JnedyCIZ->%~^!jR9mCkXvzs{O>{Y& zzCcE4snj@yEVJ9bK%fqX#==D9DoZJk+P~x;$6>rxNVfRtYqV|ow3bPuL zD#tVe1A%dnXOA83ZWttw&G@BgC+^nR6MnnNwFB7~G5({(ZBAyX(fp7f<+{$G40XY? zIk!B+Ncz}X#=0REtK2jP{%=~04O3RE@0`D=yl4U7$2Vf_J3iHfad|=0--CT{By>m4 z8>Y0BG!57cKWk+Gj6^{SO^c-kADrYViwUWLuuryRhh>i(U$!}G+BPI4ihq;vVN^!s zu0QHcPhS!uddC3c!3DyB@yP}cOD9!EDR{8a{c7J3L<#r+hr=u{nKZ<|h*$p-*9j{J zgkFG8Dg_*7fAA`!AsH4k0Vh>ey5Y-FTW!zV@z~)eQY?>IJF@^hbqe{hPl_y9>$WsW z0h+e<%_w~Bq25=svY5?#;=jv9J_244w$lDLNE?Lfr4#C=(ae|}mL6_9v`UDen0!Rw*IiE=~o)_=0k$2<3c}*#=@3hCyl%feIR{R+ji&RXR0Ev!dTGMvN?!pvY75TiLV#m zeaRU~Z1|4vsz0&lRRPcBAFKb44vYmh#NWn&ql+587rhk*;-cJ(%brGGO4K$$PmwNU z`83&LQgV)nMU#a*N1Q>$(OiephU$?Iq_cV9_-U>y87u$@R#3oI{sI&>;ZYy6SH5q3 z4~Dx$v%X#Fe-9KnzuO{?k8_UpIprkShLNL~fD5!|wd2 zW-_C`*idB>n%dB^lCm`|xJ#dUSY4#wbp+02qBfseXw9e=f@nh!)@+N%^`zS?i9ldK?{HdDX}R z8P#GJI4Pgkkrl^o9CF(gN>oN(#q5nw-Hp_7&vh6?IOV|i?(p6(%iHw~)fhFS^f!3l z$?KU9up@r?)pLgiBfuLshn6>*YGh`WKjv0z)XTG6*aoB|)`jMN^7bBO+l=AVm!7Ap zz|iAs0+kqE$P|+r$>^o{Eh+rlr0m5*TI;~1#VG*o<_25ajb*V9d zFMswOo+1EplrbFFC8BB35M&06X|5pGj9gKRI`w-5bZAb+@bB7|8`~VzoMgeiw(Wqd zRck}eMMrzYZI!dsB@8$|0aQtqb#JAfn!YfgE&aoYu&M-hOc0T_r+zGq^?xkifB&e1 znU{q6->J}zGy`xZ#9O^fZ`AgsTH0-l+*DuTV-UQCi&pMf&6Y;ActAlT!h@7fM>)BV#e_9f7Gz4|` zKU^^Z5yBk6IKCsW0jRp)8*Ob19A1=r#QUd0y zeB>~qs2zdk%kBmyJ5!I2M$}aXs11Spmd?8Uon!Sn*2bp6o-0~>=lNjVFyuopX}GS6!QE9rs|lDkK2gEI6W!n4j7gRTub zl&SOuGrh>WUgj?TpXFS3cfxtC-aH#_RlAdF;W~}N0{)yfl9fSb?3{?&Z_W8^gB>Sv zfSD(VLLy1`=OU_T06Xl07?mNArpu$EMP9U z1&}P))KRyMxqPn>Jd7zkio|LA%P_P2G=jH zPjV%&F*aL=Ue3|Xk|$N|J{TQpv=C$=~qN zGOJM1#pM_`Rm%%YZIjx!2%9;#@>&VY?kSMM2*bsIfuW{-0?8OdA@L#b@m42Fcu}}@ zfv2plYP8=XJz}tY(S(oJbk1{A+%jcUV&^*b>F`41P5N{!b;@V@Ip+a+WBZ-Ej8*DG zSFHM1g*~Raue} z=i$}^?T{!By;AOf3xR@<`k#vr3_mfMRx92nz7vRV7-?y?I}6&A@3F`v6GAGU?(e| zE8b)vfM4I8o`L77Ya%I#>BQkUMaB@76wrp7&T+!IwWcWa;kO(W^B8Hx(cSFvU&WSJ zUNj&lB5$I8T48|R*Q1u^w#3Aj29fanx}Zs*h>P*pTl5qB0}8h{@Y+?|$zr_kz@`zZ zA`TKG($|5Deo7Ti zrI}t zlbTOrEj%IAkK!&djEKXSi8&;DcbyriQPW}29v>9$eLa~S-!&zD9`sv5-e7eSsILR1 zGy)S>TZR!HC%kNGfL;oZ7i``6pIvx?savv%-$7hP~Duua6E$#7bZw5 zFH;V}pp230kVg#FdXr=h*XLWsea^kk4_ZQ#*((2VUaRQN@z?Ia$x!Y^QP)OU{xx=8 z9ehu8)&M(UBr7*{+pA!y2pCO*L#$=13k@s?<*!Mxsk(dUEhHurnQRSZ6iD&bQnG~vwQVFqAhpVc&xG=>yi3KkZYu`GDP#@HIOB4MOp3fUJZ&b{4lx%;D z-U@?sk#=rSaC-DA!yB4TRu>ffZivNK1kO*WUjhgfaKTurXBsV7!$fmr@v8c?;C%*Tcgjc34F@McKkRom%6_q}Sq( zmF!9C-A)V;45G*e?3}$9D$b?D;hG86MtL*x-iGvLi4pZbj48iIzJ7)*#)$ngKQ1){nLF)3#R!r`rMSj<(ng(J8u|zKbxic3Yb9dRRG8a=39KrQ>?%h zcupFNA|4fiBqZo(83HbR-F~7?lltur=A_yP>zN7IOEAxmekymZIO7lgeD0c8Y-l)k z({mp4C$4&X!Oa|ONWl;B`VGZLdE0@bNQ?_H2nxo|{SXCxUaShrwX5FxvU@R54Bfw& zQz7P4(J)1eh|^yaXejYc5s?ACiZHm@V*ZXXIGck(6cMmU{>Q?g-QaNwZzp-UQV0{22VI$9N?KofR_3$Y}j(-mFdQCg&_wuzzih06MOH}6!2N^x-vyQB{a_cLjTt<41{r-0lMd1O-q)_MtSg8Q% z(AwAgt2hq!Dz_Y(TgC9lyd*@HF^bRb?UOjzNQDB=2ZMwC3Yv1iY2S2G;8<(SS4$_H z5l|X47fS`)2E6Vx^2QJNdLf8kgPg^6COALy&ywKqq1W$ZI}w)4D}_n4>3wM3Xjps{ zkrK5sf7+7fW9;oKqnPKAc%qshvMR4K*3?7@h`?b3egev@LBC3{eQyF&VMDl35%RWoM+$p)69dhdBtsIve zcsi`$+T$2L*Nm1YT|B8sj}nmq^|Gb_V&f%ggh~elx4*Koj^%ThMRgM_PZZhScCN5R zvkv#Z830av#R{a1peK1H~2o1|40%8`NXh2FA) z?JyQMvEQb&@)pGT7AM<(qmEz4O{Copl#5CeC6*$N_b#E~jfBTS=BP?IY9Ku9A!xJe z6LHH|yhl7k#2{m5nZWei@Uk}*hecGzUr*>wBJJ7i%L2}g^{)ugzU?D_!IQW0uXw0@ zbfu1VMCg;O2k%3@W4n}@`VCR$DJc@mLrcrvNAkl}`kD>TIU?%gf}-&Q=^TecTJG(o)YP97Mcw*%No3f!|_e(I8$S0#F95_%j#|+QBk^ zBiKHDk>u~H(ort=_Kc)NQ~)$6TP1znZwTZW5^@=bYMUA)Y|`!%J`B_$=1X06*L)!R z?`;bT%Ck2QqUw-NVw7aO=GIZ;#-oB}`>4|;NzLoNt?*jH1|eKIH76gMiYRgnUFN9< zZBXml9>HI*aT)F{h=!@pAg1DpZB`oumVhrVW7aC+JxTkq@2IH&0O{EgBmWkGTO2f8^>E7Tp>v6rT>+ztRY#dNl7xfFP2^QdNgt@}N z-Y|rwL^wl((h}iD@>_*8!2YYe;r#fMM#WWz}%x@p4W_~@*=LiJ|DEt2Y0UWY+&TlHn zNl@rO1}vLJ4sfb;ICHKtX^ltQN8F%Hdn<)*k4w_`MWC=xiQqZ#+I5$j8V-5eDxTeaDYdP~f*_wN!^geJ1y^ zt0MW`{uZ_bFMoZ%-(Ns0(yj(V5>@G!SZG+ysMA;*2T&6;C~veoO~tHKOGjP+3yJPo zs`oQ2vZB;8g%w_RQYGcX?vpMh@`=2MB{Vesu0*!NOV+L#T2jZ@aqEIY!w3hGe>S za$H8QyGNy~_@i(LnBZAwwgxe!v=JtYr~CSr$crOL{qsg5$lD*E(}}Fp7s!HCs4uf! z%whl9GZ2pK(5A%2Yu~5PHc5l-3B7ZwYl*sA9T3w)?{rheEn*G%=UkU_`hu<*;La-0 z)CltO*Q1G^9@5}ZqCw3}=8&zbz*TZ*_fA6!}N1PS5lj$-#d zF5=Gx_o$?q*rTedg_Muz;oxR+?KlHijiFRQjc0`hPHA`nd3+`eVzH(fsqL+%!o#V- zO>Y>M6|s?XA0tv*ws5<)=4ZM7aDA@T-6^I3 zF7H$~8SZah?%+o+d;7Z1kzJA%6li_84<)%8Ol<F@A{nOMwQhLKm|+?O2PWEDs?@uvIyf{eiu`5eASN_(ChUr zvR|Pd3V3@EJT2H?p@j9R3s8rdXarq@tr#Xnv^)=rS?T;$lbVHJWcbM{NFX-Rz8wP0 zL|c5L*#F;HK?sTvQ>pHVBOrR({g*_qziY#2b-i$GmT>x7o`qw3ZsmTdKJ{MD)z;AyjLJa7eX+LB8Hgd zk&;NC(YR%tRmQ`Un46WM;lJCu(_d{W{Om^D*4rGP;CT~Q%^iPn)W0fYe*}~EbU-#N zqntZXUsGj*e;3bpmFaI#rUL4++Nxl&B#s7<@QNenWwVO8LqU!q$j?avnL(NW@@As1 z;Y#iiESY|bm2lVe&(9ZAp&-WDT@>4Nn`3`BR~N%obMmS<^xp@%fTYA#hDq%`pI!O) zqpE0`eAd$0xN!}br+CCj^@~V6hlrpz4UCpiK?L{~eq0nJ!6&P$IMDC9`K8Pm%g}W` zBs-G=l@N>_twQHMaTPw<{=8_Kp%#&XMm&qUF0~S~N;`LzJ+wzBgXWLJa;x zO4~79-$)5wnFiSJuHOCoJRU+Qn*kH}-KQ?}xIn#3erLcWLXZK@c4?CBvE`i<0T9f% zcja^WD#An>ce*5JQpg0#YyX#ocn2s@J9*Q+T@@%gq__js$c*1B*SGqsp~~(rE*i&| zqPTiq5dZJu1&$e7_$}#+pBl^#$fwVA*0{;FO_w4_kB-0KF^3}xB4^~?idxA+E4!&#ELlR z5W{QTn23-nufWYjl!d#aHO1z3`4o<;g)T7rP2y{l+=YWrby-wdCCEu9!=V$?vTZ4{ypyuR|<=uV806m$CP1SvCz)?c+9m=5^mFGb8iD5BW{zST8JLYqYJxtRNL#grVE2r0V&G1S+ePhE<?H?3 zvF05T9RL?7Te|g-o)`{U&&3!%*kJj`?R{2Iy|Xy?3SS0qjP)1rTgp!T#OcI7Fs&g? zeXM-h>tcD9&OpEhBa>g#a)W0x~judm1j;{!VcIhOpT18TI7&GY%3ofgi*4 zu(F=?CNRiBiIHS~kT2kRzTSut2PoE`H-mG2C=2va(=EV#8T-hupPESsP%{psMe*D} zvL37VH0D5L3kX!FEd-8u$G+3zXykaE4LD8Q;JXiXT6On)kZ!qBLbAV}st~$Plc)n& z=oNeBGvJe~;vYKZe{MWN(LV?%gS2zn->V{Y;BsjCF#x>*Bg z7>J6+a@_2XiS{g;!QD6noDuRe0BIjVVp3^8m{5P{#}hF{8=IfNDYOU(2qPvt?cDX~ z7i$_)Z-;r$h_lc;6m-26wj8f)1PQNt1Bh^_E0Z#*C~Ef72@S>nyaw=tImzRjfK!6? zzp4IECPG1MJ%F-YJE|xgLs6;jRCnR44kHh0e5o+>xO&M{sO)FPuagZ)rB|a#-=oK? zO6^%V0Y{ZXAdt?^&V_}AT#_RFGQkl6Zq$z>XsartRxHwZ-D%mjmyj2&C%WdNvZF-1 za_Q;kO9h@R1qN>Eopb-b%&j0)wCtFofBW}SuV_)MgYYZJt}=-J;G+n0vKLvygBqhz z!4(yTjcOXsj;;)?+qaiI%(S2xQ<=pfxe&Y~sA&+Nb42|JXXT7Mh5V zbA`~N02yxDhBz!MGnG&n>c{t0(8l_OV@g@a_Ct79D37>gN7C$a;uOBWo0&bq^FBh< ze-s;I7IvRc3;3eYkVvZ7nPfgb0KpH$@CA>Spq&`~dkOo{@j3G49>o#{@XT76^Db3FK8&=BBWZSqfmm~SWT7aOUwGfo@ z?xns#AW`t40Na!qC&a*SutO*!lQsAI>BkxyWiNBrms4HU)Bn59B0vBy43qi?`Zf1N z<)G*0X!$^SEM^^5m{vvtpiNGJn)ymI$Z{;1P#V`2r^q3=-DmBm$3by(N6)dAxz*DO z>a!`c4=ff{@)uPiF3ox}ZQVd~`#YuS&D2liE(omDVImxv zI7s=@(q%00eZbcUsWdxwB|OaypgB}N2;{go@*-AhedtIpF(~@??Qw{_)djLINvBiI z-C3A*M3R0e`|2m!a|PuZs1$iLFb9UOhQ0qX6FXM)A3;zy*R^FR3Z=CFKJLktfvvs} zbnl_)XM0mKvlxF3hnF)t-|@+pG~I5Br47H_>Tia1F)@yp1u7s7%%{FJzR1uVy)bnW z=cL9!^ieUEj#u%$bX8tGw?XTCQ(th7OYh(UK zJCSxeQ1C}z{+MvUfED=}is(3Xm2bEU$g%Gb+&fJXHwRR}+nHs`%%+GUFusM}HRN0t z8D=gHkErLUklWqz9E_AMF*A?E^qdpTbS+dq7`tg$pYXD}%V$tQa)+g8x+JF#6Nfs{ z&HiAIxN84f8LT^S@L1`6%k)|6Q9Pn#dT8j^*;JWNP%`OJXl#c`y=6#}ZHzmsy%q1- zlqRFipWoI5Hn^DXMc02f#J;5Y$M>KgP$*~%9KTFxz^RMm3Z5o-!DUZEXwInly;~1V z7?3-@6xDvB7Z^fznPR7V#w~cb?xzD!$6D(*C3|Fs{!=W1vl{ix+orL=cY-Q!vic%- z(c|`@DPnOW%5&05d6}BJbg#AX2F8Q_jl~mN_{rS&CC^lCJ>u?Rbi;~ch>I`@v~|h2 zn%HYiw4T`!TL;Zy)!@`elz03KumHs0a~*l2Wya__xP%QV)SdmT<)d$mMzx>pzgjAc zm=cwzlH}^}AGxOJcB$S3=YH;@eh@XXw6kJrKvDqoSm55}c76>`4@-0czDwWeLbt7) zaM*lXiA=wH8#9ti`?20XputCH(T@4tUDYotZtzmK9;+>iz@2}-xByX(EuK|xqd)^6 zb4u`U0w+O{0Xb4KnGC4=$XD#;ywkey_Eh<1%8HpLSN;v5Z+EG78L0T3}nL9sTgVayZc#FLO<}I8a>L{mz1wK7GZd7ek@* zaaQ3G%R`70o3$Hl2sQ?)8h7l9s>x(`e!Y$r8yZyUj_;I~CZ&i1bt{ zx1oV$jEv8X!oKy9PPPhUf77RSK`RP(aH%D_4@Z6 zS6bXZ6{Sy$#2;LLkj~SY*k~Y%sfgwxfVK!^1w17fTW6RAJSX#E%+)Evz8dmklw}Xl zQpPZM{YWTw-8!{X<^9XCL;*brJ`q*#rF%u#0xLX>L*rYnh&t9>N#mj_S6ncVxK-LPA13 zMhCVhNH~$)_k|5ISC3UAMyVOT*Mzp|k3(Cnu*mT_O6hQ?V}yU-Lm$3fYcYn8hJszD z;U$d9J%)bfNsBmS|+FeMvo+m<0^oE0`6y-dXv zqTJQSd%GlmLC4iFhJ3A9x4$^&UKL&u9laR+W&r2?v&s1l_z$E+#VAIkZ59*0aTUCs z6)QW)U&eWZY?eZ(?@b8R1pcv`m8T#)Sly4#*{Rq_*FJtzu)=55_9?9gua8ht?oFKb zG85Jw$_-xL-`%DL3T^CSXgWq93ex{*x;GET-U*hzOhBid+cf<)Rkp}14qFr0z)o(DfwL!G%x|`GQ=lJMwU0XnVvr;T%LdX_m~1-l z;n#TZ-Wo0^e!Y1gS%}ACd)RMwp~>k!dZeS+6{z$aSB{;;%4sQM(eGER(S6{*tV4XD zUPlhOq~2E6;N3HgEw{C^Gcz;O5Plih z?~_@Pv0VP}Z;wBCM?>LMEG#F>fQjK5`mB~@q;{1*A8I2V_pYwQ5um*Z_v}F1%PVu6 z#cp`xAIorlQ*%5q#QJkq3eCIH2MU{E47aR*y1R(S?s~!N`W{F`<$ZxBR?&H1=2`Gh z4qgVG7NsEDeekNPagV21-`Yy&9+H{VA2(R8n8C&%LsJ4sw(qQa4)rJ2d&5QpY2Q!H zj@{swWp9&hlUaBF_CS5CQM`@)>Io>R8?>BF29&ayuc31}uj2@w5i?#l-sp@~nRk80 z*n~!=W;Il`A+zEI&@%90SREZ5etw@^_>~uxP^D|Iy>5D`D_}S0jXEHcLYBCQQ zD*Eoo4@M>0Oc#sJW}JGZ*x7p6?+VAKq`nBVPS2^UtM9ojExkqA8Lxf9V9rMIy)4_V zX(FH)fl=axl|Pb_{FbR!_w(C*Mlr)Gmc<6>h3R2RYlG5FAAADc+{q7j|*Zs#B{5bpBvG!bZ%{4bOe6e@}m;Pg- zq>vwS1_oqJ74;G)Zf8@sZjU#m(i@8c78f}oR)@WEXtKu!@aAfT2>`cE}JVsJO_3h!}+aZ5IfIDEj9^#UP$#3zda7wf}_ zg5MZhMh^zQ8a9oY!R`O8r1))O`6m9bp}?mheb(Ax&ysY?Ou0BbDKbRPIf_Tc_J!HC zP&f3opNaAZ9>b%g0~a<-eIlj}@_->Bo4SpX^kebcM~qvV)IQwr+KX|&CPhGh-lm$8 zWN`k2S?aSu&T|vxyWuv~iPWOq?uOYOaAWlRRejG?iy?W^a<5L9k+mi6B#_B>#<2R# zR{ZQfTDRmK+O4(b>*Ifl*=+DXRkY={qyIhf$#hmVQ4=10x>n=>t-0rgNJlR&_wX*GGNW;1p zU;cKEKD*~W7xTT#1&Hzv^-4X&hE!*6Qo>5?oT}gYQwx+2G0vqJLRTD#w!v=Yg~sw@ zc?U_YdIu9;*@U{RkI`>m&}+qHk!<2m{o-NYaKYIVoC~KbTWZ^`<9XzQ-VcsUiiBoT z7fXE_y~5*iSnVB5gp+W68j9CR$S_-yoI&YWc3^I#17Jb3muH@3puwp$m)jX=fSzEdp5V z0NC=eWe@hsew>6GbYcXn<=R^aHdHr%g&P;%=JIIf^jZ<>U>DuE+(Ar7`q4>p0Da{= zn!M7kKlBJ2=vE$iD;u47tJ9lW4YvxHf+4_TjWKEUxFzK(Q;i@~J1r4Be$&3Lx!}3h zV?y1X7(sdi32+D_d^a2#{?(SG_^K9kxtTE2FY7Y1lV&U5nEMG-&2F{0Rj8q(zM0gq z+77z?GULXPpqvX7YchoEE)e=4Tumy0Z?iMTFufFL9acLgUoWh<0S?dGtlcQ9a}aW20KoZprEqQj=)b`O$(K&qhlc z^W8?+g3r$U_4q>4{pAsW6JM!7Ep=zk=9qCK=6?E{OjcnpYZbeE+}2d{F}+mJ1DA?4 zGS+OE?^J$IHGg7kU!2w^igx{KQ9$2IVgB7FzBPK*mgb~7h#s1E)ijzv&$`?BcN6WI&q>AIjyr4!~hV9xIDTk9d9u}JmWM0%VmtI$Cvy_)b-nBv zEJ?bnK89xZ^Dvw&zy-6NWE)!Sv#9SqIs(yQn_PLsSYX+azV@?_yIkS=&6K^et?0#6 zN_=N=vQ(tqb9Cp^b@cL)DfU!n!j?RafpwDPxG-=KW8kIZ^h}>lX8MPj3Y8KUa=182deESNu-mxg8=^Ln8D9%jsRWjr8a{< zX~>D$4QFPj#Z-V|7Fy`drjiu8;>H8Gp#3P32k+m{vp@R+n%JmXW4>u=7-+v_V< zO!~KSUJBKqF;OE$F9!+s68Jsg|L6~JIIw)hSDDpVa$Tbk)#ow>F&bIzhHr-jJacn-$>B%qdJ zj9<7{pR5~`_#oVF-R!49249{G3OJPzE^8@4B8Bt{-Tm`S+?x7gSgTCNqh)heg^U`?@5qfz&p(Yd$yrDgT3GT%6_zP-BLFGN#fi%08-I4vd<@>p%c z#!MZ?@Ti{^4jX(Oaw2H6gldHf>_v}(pR|_dqm_}s);^g`H6Cb2^CUhk7M1e0m#jP+ z2-ZX=xKiKFE_KK~0FS0 z)9sHl=oq(C43e=UpH})K_^Q>mv^Igo+iO?g1A}jUIwBJZVtooIi-zYXUqZ%DfGqWhIJ#uv8!0qc-<%HqF6&$H=U1)k^<{^5%yil zNTB$<#j!n$o3ZSG94kekGNRS|WhD7mX^;RNYvxI$+G3eJbgQOWH`T62r6`&}fbZ4I z*rfk{Y(MgaV}JysdQgS0eTCC8)j)96q&0)bQLD7$zwo)}&1)G7NMg^%6ys8&}C432b8P>ona?mY$Q-b3I->HN>>hps=;0JWd zK>EfzModSKm|8USH*b<93-`KQ55M^7asML(#Z67pS{LEk zQNSZN6i%`%Ekj~@5<;5@w%MKpzH3hu?0Uz1N#N83a~bf6oQQuN+8v?C$#tHm_sZAt zyV&`WRMKMAK3xuY{Ah%IY|wN=?>4D87d*cG&EU;l+T!hv^+_?BoKqx~r*aA9BRHVw zxbW1oo$6xieRX7;W=&?f0)1He37L@q$j~ipwMS~ST z0&A`I=5E)|t|t~-)&jxfKLZp?$-}P+3XyhAa1cAp=sAK_kpD=9 zHhrGzEo3lS?moL-%4R!mqL;LQ=Baek*I8JtmQRxQW(?x-pPv_(YD)Q?@E~?H3#oz-%{pMfg&=W|b6f^NDvkjTzO;_i|Wc;H;&GZ^) zO9zm!gF0D^eRB|QdcGM1M0<%Hl=&>CCh$uTlFC@vVAC6=e{WPkkOKS8Rq05LiGh81 za=v3aO87Zz>dQ1Lw!SYNo$1%+*^XE0*Q~qMSS))7CX>p7D$zB}YraB=#wDOOEziB- z`l9>s6Uoth(iGENP~h56QS19S7<`87Ck+BU9jTfW{ zW1Mb*eX(;q^-F>FW6@LTwos)h<;1@5b=-^PHZ@Gad{Fi5l%gj|3;pO8vfW^WZ_ZW1 z&uBIVo%YiBFbz}5udaUp{bw1N7Nm=1qpN^Gf?Zl)Cy60N2R*mcNO-*=$TQbHwtz+! z(aI?xJCoE7L2HSPY3O<)K};X9t8P)B`}W@5+We&0^nUEsID`49&GqWHy!M8xsV$qx ztAzDA@ae54pO=CFuFrT&iFYM7%4kkO0YmEEK{F$cJqS7iWKv9b|S#rmIf`Kx!?;$vWK>;XOUq{Lw4*zI+_s zRPhhaXY)qr3OK&ffw)kEibA!|BtMkg%F4_uZkvDxir-ZoRZ19rgbc)s4sBkj>cs*b z%8TwveYSXE#v9~H_d%@wPRznNQ6;d z&m)6f;uYQQmNnpGO>KyGv+smYSFPIWLwBgkrB&UTXw9oeamOg=Poul9=Ao) ztMGP&Tbf&wNswNn3CO~$P-wfffm(4y{ul%vmYQ${k62seY7r&X@C`0((n+!6!ri^N zoYMLDq|{j?N(?ynF0UP;aI@aIsFeKn<1L9H`oF{}mNwi4Wt%9Mv6eH?+WD49W@vnYcF>|08Hz=3m~wTosxz@=MLkT!6W7&)J`}<9#wO% z)Zl2=ZY*e)%CM|W&H&OW|DOXhQoF22uNwzWUN5kqF6ye}DH2bfFz;H)*#!9Xw%l&@ zlo-K|L&nH8k(Ika=Y|6*gs?6D5h^T21!dxLuqpezEwe_0)k+OM!i-vAQ)(K4lyNvo z1KT|ke%pFW^I`c!k?*z6qkpbrTJrF_%H1;IvC7Cv=J8n(tPSWqe;9ygIG~NvZe*~- z54r~Hd{QLd(quwk1Unl~lwoaZ9wp%gRB)v}@*?TsWx)EGhpNJe6OB8Q zos4P>pH&czT`aqW-64~Ya^+7oG2}bO>#c37>#u>bP*oq3Hb%6cFmr7J*M#jv|DJY= z6!@6amjNuN-Rcc%_Nky{$>rT68p|uZTZq@S2#M)^apx@(d;dV()qC~lqw1@LQ{-iuu*} z+_>ZDDfGzZ&hXd-h0c1jaQ;9m(*}NQpCO*WT6^e#$Jt|;Ptkj2n;v>Mjti2i*wT#h zL9i%tjOwqyjhl_l^61OfjY$b>8Y8x}eR_X*v3;)Zqkrn$BPB((rJkTkiGX*R@6B{Y zaam>Nt~7PmaZDb34_xj3<37b^x`mhn0|V8i+$B9J;!Y>bm)CNi@l|^&GM;z^{f_t) zgs?YZhRTUICbVb=7G|BE749qjRzT@QK9NNw$)aPAd>shLKN?xb=q1D*5y`B8RITK6 zyzK#bO5}iet|v_`Cl8*N`4JS`2m9vbM1hT~Mz6*%UFoKB96b2B%REZ4#~_^$7Naw= z3H0<+qjiBl2aX#)YpV4fE=sUUR3B=sQX@BRca4rdaPOsm`SL>rd@vTUcr{y#KhEB; zKj!_AyZE8Ik~QMq%~F-Y*39yeH`P;?8Qr^S*>srcBJw_75P7;VLsgco=?($%8$BQi za5L;cN*9cG=HKr<9-~i;kDvM)jyJ6UlaqsiUjuejfD&C@4YAca6CO0eVqDf{x=ObT zuhM;V`A#adJ-SZGQkFIWc_2LnkNK>p49$GBk`VlQwlt6If~FXWp#qm165%NAeSfN0 zg*f7R6WP5=hbyRU3m1NrKGuPaSRR>YuR|7du7Ue}i2L)`0_N(}`xVoTlj0g5>tazf zlN6BqvwBqz7GP2jEk~;(g#d<4f%^OR_eia)Y(360&=HrU6*@RZ1>|U3L5ClKf|x2T zZ|6x5A&h26NV+14F~XtU=^~yJIbWo=%f}$AN^#XR&x+5L_Rzi5r?cO=Pa!_4MzoHR2Q?P`tqpP#05T*~hDc?=tv5gY?U8;4YD$6yykUyY7_W5qfRKWD8%4(FtMu zI4`ddSYp1h&PachT*bDfnF6L&I`sUorzN|A0s0d*%93FoqZ{0Jg&a+WilJRZzF0v> zMG_6)nj3};iL=6^_0`TUHq0B`7Y}X=S*f50AZ?7N5Bg&)ZlU^p`b6a{;4|>aiewzZ z*1SKmzMJZrKC3P~MtNIw*^H8kIg&n`P#C`}Nx@yDh8_C}G<(hCc}~7_5fZgUt-Ss< zei}npaKHOI<_)RxE&V+m!yQ-XeM^;b@x?X89Wg04(qTCEEds2q#>c_5AAbdP$+!o{ zi};6)p+56{UgqiU`Bqm6!v=^}9SENIQ)`P0r6szRqA0V?Mn-Pen7ngGl~ai#gJo|^ zd9gVJZ|*w|ee4;0>|5Cp(`IkxiorhPCYT^PV|al2NxYv`9c9=Yv>7#as3Cg$nV}^Q ze}eVq>Kmlbh7L6fuU~*m+M3$|2y%HOX(MF=o!u*tMb}&B@yTyCbcnlTV?LTbHBnyqrnEercXaEB1k}}fOp(L(^IFwKw{lr$s%-|751Iv>&TZA%+!QZ#v#0PmdzpR((kJp#R?m@h%Skj6s{i(Q0N zb}}$smcY$-1D;uwTgwaij_)G(b6~NbAx|WLIv%S#R%Pto95@4PIg5oJbf_A=huh$@ zdoj5>`TFbCcvmVrFIa(-Ln(-Ss3N9jNh6HhkP^3gh_t{3mXv_^j|{K%9^R_})Rv6~ z-MfiqOJOY$+zP%=Fbt<{T6YSRqM|98aq^tngcB7IA2nupWYh;utM zE#?Xj6%+bY==j_m;~k7gq4jVxBKd-ylC>b@CI! z3%2pE5c~JoEn&j7j6ksbqo6WZj~?q9DK5D+*MkuVTXINnC+~;!*g2Y{vhg|BFRu^- z;Z`T1O0}9lK9(Yxm7)dEpaV|OKr5DpKapu*Vc34%3kA3 zR+c(HtHy329-@oK{w*Gsl?7onny{JF+B~3MZDgCH4GkfUQva|ZsQk#1Nb&MU>K`V% zg=PuqHcWIE6!jA3?!2dP3fGGG?xBZqbL|4!#ooEj?pSuHRY%xC+?n#_w)ISsjGSu? zqE>QJ+%(|coOIe^U)2KJ{G(x3en!DNTgAYBHnV;wb)4dR&s7}j4xp8=1tz>)Is+0|}l2H;pu2{ktnM!G>2y}GyeWFV-y}VwngpC*u zS$$-^b>QB?G4W6{slVYx@#t37BHC@m7(|DC99M_XD`CLvpu_W!Cqd7mHbpUSvb>)1 z^p)6SE9DvA=KBM_=Qnjn>IVrEPm8pkCo5Xh|2v|K7+?A;JaF?+{(MLrWfz^Sh%_^Q zDd_z=Q4#bBFDmrR0O+$&sNxFZ?bO$Hv;YiGJ}-YFF0v2Cg= z6g->W*mF))l9Pb3@=`#rbNZ1Bu&W2q6dfVw-Zn-+4ybVpnR#q|K-Zg|DfDh%#u}Xi z5McoHAye5ADywIVIp z6q!Fp7#DuNsSoRY%kg8n)@T^jG1jc>>&~_!1d#>?z`D-}qk>KiRa9d8@n79NK9Rs% zQ_i@m1pE|u!!(ubB9b(1@<}z`#jrK&s1Xo5jFP5cJ=-%|sW`OLJS{H1-`;BLL&DVI zEij2r{J}^{=d^kJDw8?09*0tka9gvKe1sbb;B(wkh4dSqS?PH{ZgD@j9sL{=w9mPz z&j?nipMe!+VS!(Y589Eq!8s0imsQ z6^qD)5(bnQJ=$82!X)(s0Jz)4+64#q?X?igPA$VT=3QtXUpFA4E0={vmmM zTundY+&@lJqHQvsQK9cnq6Kj2;V|Cr-!*1ci|ECOEf zUFWnfl}Y8FxI9O>@S)h}kQ#XY))x_Wwg4RDAmd0aM(9My>YdDRS;O z4!0D|I)e8fYJtF$co!ViScOp>`*MY+P49n0BMJ|A0A+5DlJ%mP^q1kv+jW`*{q&VM zx*h=9y7?Qzqa^D(288vf%Zh6##TC&bQ!DFw3ee`8S8PE)HT5T41t7=nIzpZs?6E%* z7$|Nqy#d<{04K0v#hC6}DrSb5+&FbAsSyYcO8?OW0kPZhVaq<^BUH661Imzfu?M76 zHp=qEPx7N%5)I>mn$gMwC@~3;OW15^Alh-K#2FA-N&e>30bOq#pK%K*`W(0M!?2t8 z_Z}LfkWP#8?cjH8kIBh_UtZFMlUeLo7!u{|k>EBDTbnIx5B`_^1zM}qh9DQk9mT^= z8})cd#0c;<^Sg?V^uWD^+?-nag-jFQ7da_?KPEe$EV{h2##%-6WU%Qi)Rn}y;kRNk zQgC+&+qeu!4;Lb?t{&9X3Df+P`gqszokY1Uu$LX-u%cqRH;j-Iy`CwQ_e+QV?wtZ^ z(AJX>Wy)r>c9GN%o0>)nIoCVK7r_A%?H*f7<;hYFVN_BHxpqOG2O`_^eksi9ov2uCM*LeuY7)IlVO+*Rj=X5*B7M)Q}ijM~>K|9FWy1J>Eb{}NihO@#^ zT?p!S78h2U$ygy)7Ed66JZxCeV%20P)?;lC)NQ%d^yd2p(AfSW9maZL8JY6!Ct*g8 zGO?}7nA_hmmK}NO(?g84tdu<+NX%wuAQ2^ehvOqM6&OQhjI@d~g3~kJ#dB$*!_Lsg=(*kYyMX4}^TA8mD3$tlyef3oCthXa6!1#Lito33 zG`m8qW?>scE65(AjZ7-cTzSmv&_&OTP0b(K&omS~r!Ib5I3N@F?VK{-q#3pw*3n6g zHphN*Dsl^YcbT2HNPHqh@v5y1NtwM|4)6Mx9jO{OT{m#t#<>HfvoUL5W7Iz3-jcQtY#H# zNhaoB(e)tAcSAPlCZJGL^4CiI(&CXL8|Q#H(`GTLH)V+pAm&aas z6mopT$A@A`R~4rCO9pep)m%bni2?vMhQTS73r&?^Sa`UC6ph{vM_EVRJrUpakhSM& zamM#^>*3mtKfFaKE$m)XlnPcS`~w0J~XM8A4ra++a59gp%z3bWBkBf zVxE`AJHpn8NAT4M)%^Mvq$n#!R_UH6i6V3^T2tv*o==Lr5`C7L_w=|WG>-GUQBHtf z42GWtMw*4!tJFzYeo7j>ALKpv}~4L)$(u9mej~ zN+OFk6*}YtX5y>lK+E&hMii1ULIgUcFWGDJ-0)yemIeP&`3(o`A9oac zKk==Hc(4C7DoYp+L-?il%aRhYQcO8|Yb*LUrl0R?wrWZ#C6p(WKxX|Bv}ZF)#P1M! zY=1mqOy)Af(oi8Jm-$h7MJXG49Q=4kH} zBI6s($%^IPzO1!T_tLu1)AMUv2%2h(33&-aw&NS8cPsgZZYMkCSrZ`o7Lj`O8W4Rp ze0Uvpp0ob=&6kMXKsoD(mmMUyf*DtfKO(=n9{&<0yS;2Jj*vinN;;e>4DDaovk0%mjV;9_@UOk|9*22~zr?ciQ|Y)Vs8eSGW}lpVz{A(X6xOxHLx zi*qK9Cq%-9a&mGpKaxIiB;4?h1@f)qcP-egLR$qzm*JCk@)o2a=Nb&90b#Nou zii?Lf3<`xk#)Pl=(=6Qj5>EDEB4&F8ywq8Bj9TKq3JUg0&$U^2<}6VFBGDoX%SVby zEqEr1=-$#Cc(2l4^S?azY_s1mLUMTC10XZKiP7mi0{k`5&i~i#XrH2jt{~kqFTV;%8n# zCDJSlU02Z| z0J0t9-!dA$%Gk*^w_+N%we_|#gX_Mt@EA4Qd-`KQ{WP^GP*|c+g{NSsFL^Uu&7+DN zk^YY~3NZM{0e9VZNB0bwO)D6;7NVI|r^>eS9SQC#Ki_T z`8&x|8nnS|^_yi3AWxH(F3ARzjc4H(=T*yPh(f=`As+qe0gs7*>1Q}d#r2_dX2nMf z)7EEowNT(?@QVBwaQRD#|AJd3<;OMEcu1_LA?B!DUzdGJC!+7nWo3)d8CtJJ1d${L z@$vW~*8oE?KnB*+eR81OEyLbTJ405@BHX!9aPTxeB=o`@*xzEfzJQ0yhte;y zT5ee2%_~CW*+25&7(v)V(Bb`}TF6%+1X$~fsMSW3qreQ%%QvBbp z;~we$@hpjNX*8gt0SkEfoF<%BT zumDbygQl)fCr0BeA-{Qo*L{m5cg%`6&u9=d!4dx1jTSW{-zaZ^aX}W4#PYzkKk2I$ zFB$o;Re){k^9ShzBNA_ADnUNv2E0$U6qB#*2yO(wY!#$PUQ(_!KJr3vk1aDwBK3Mx znhQQX(eZIsL)Fk}6Dx)19Ii>0x?=gzs-jiHiTFEKD#2ao7FqoaoXhRWbo4F#YxV{! zjY3myAEMFGAp^t7o$@P$=OU^YfCzDfN&vM%Wh!wO^RN(&yk!{HGo>lP%iSR&MkVj@ z!SnO4rXqOPmqLQZ0)+=Sd4$OOMW^Z=(@%dv9|}P0;Oatu<8Ws+m&5@p@*k-c#SVPd z*B-oP9dWYJy$+*&FZ|mM+W?#-r`bfy0G6AxTdg72cXN(os;{5-eh!3@cFlZhV3EV5 zTYy(JD=ZeI)JU{Umyd;tyeny*Xzg?O@;hRX=&riHb!ax z?ZV;vKX*FtM+TN#WxMgW$H_lVQI%3~KZi(EwFL(hea=bDMv|L0`lDbF>8t920&;oU{+ zp9rfM0DAuc;&*xhzlksZbZ@woyXD|F4D8gK!j7HXSv`1i`D@CyaJ zM;vBelVZc1IdShn^$B$^(sJQxPLVcoz_=uad4VGECTI$1GGT$J@Bw)+q$$=9{dx$- z$SF}l9@s`YeY{;ySqbAgO@w5D-hY3@-%0kv3K75?E`Da)Enl3Yrak1R>U6%4etU>e zI7U=%q9pfj==;QF`@L6JW@^-d9~h6~-rYHV?0sqCxaSQ>@x#pf=%N`2Os>lnxsWcf z!2th~Q2D86LnbH9B|?sjZtS z24#`}Iz%C4crOjXpb>5lZkFv}tKzMrTP~`}No;N_G}RA% z()!*z)9mN3s%AK_9bw#qde|QCQ38Z5)(}}Uw3f39vl4kGXM)`!EVguwR}Yr-El?Zz z^a3VtPdPaatB2Q1Sc9E1biU{0)L(^##x0XqGUE4U&n9+iBZJ6Q}y zYRvO&P1U!eS6tr2IL;L(*Wv48yg)i{4W$5nYV(`x>GSw>DSp~uh}&Cx&u@u9BJv^# zSUN*ZDHLX=l>zV{gc2h@0UyB?{+ip|FM)PGg$P0QMO#n4FyPg6HDPX|b{TV-npEz)8iMxL! zh3Lb_P=*RW=h=~q$4<&c!RQgJIusX9C?Wr5q9G8mJlmjnro%kdGcj8<=!L)dLbabt z4VQcRaLJbHC##WYI&f%A;HHv>1cX@RwAiBQ$ff`8aYZcgj4Zt^O9apAC-g+*S%S-> z7_~0y?KrlxM2>0g@hsPmvh~8lPGfoI8!%e5_Ur;adLzY68h&Q_LgS;kWY9JBJg#c1 zq$w(S>4iCH$-exd4ONuhzTil0W2elJVE=fp(*3{p#y8+vZmp1#k-a;SX+}*p_cjR# z42l=|S;Oj#s4cFn$Ls$nBDyRjt3-hnu>N>18IY{XfLYyVDd3fUE1!EQUfleWa5=uJ z19fq;Qkn+vqy(%k?)dL{Lg30DyeZqur2qVy3N?lB*J=cIMS{{$A{4$WT`fic%f>O^%cTC+Q{5}*7-@#gRY}^C^_F#iud;e77^-pYo>JF zub*Tr5*@{kUok6<<`AYeDvU~*KvZJ(%(7n*pbv_d=K>=x#Bl?x!(JNYqK2RUQCY@_ z8zYO;#LDZJIF=_7l4Qp&1#@I~&{Ipc%|}ty^fK)zLkl(L9m_9{v>723$wy!a~VZ&YwDSl4b2Zs%-Kl4PhWCw>_t#jl5 z?anE+=yraOq81}eEpAyAvza7`bSWia?oIO-(Hd*DQGxf!n-VTYPcRgkWAn53uYt5e z;`(4X@qx1ReBv04^l%?sq>1bATF7aMl2h|W|Bc*wbQIoQ)y{iI18jUW@1g@_TV88c z`EON6HKUd86fL!}z1;og8t2~LF)Sj8u|Op2P89SrNJWGCkV3(V+|s?_*#3!ISu`-{ zHoB#>98U|B`xgW|^=%V>+!$ZPiH|1{h3d`r`X^Z9C@3qQG<@yHK(n2t3R1&>uj;&g ze>a=yLl%%8+XNd#&%)J12IeeAM^E3Z&T*D&lVj$;Qoes3H6$9re--6qXoFu^38W2& zv-aHokU-q9{0%}?jFhTRZs#0oey1V70JaQ_m6o$nabllkMD20d0DLPbGC9_Ec1t|8 zf|mrcGlYb}7?NVH)-=36aRn8m=5y$}XRR#{DwbE^@~2JCgpOjBhP)?8Zxtp!tY88n zSQ1KWRWFLP>%(cK{_km>#?`9U*Ocf~B}ldso};AT^M4Hl(j^L1Ub_I{^WBzBP|OcLgO@nr-x~L1xHEkYtKmk zsSHCMOvI(UgYg?b03a3sbxby~Xr5_O%qy}l51wu;6Tv=)f3r|kj+H+pqliZ`<{)rc z8|d1sn~asSrnBOGM4{$U_jFqFRMzt|jS+q!x21~1=X?d@d?X=7xHhUK;6&?VlusI! z@t0Nq-RoE;a4`y44FRh>l)B%7SgG6r!=I(f?{B}7Qc}|QV#fw`gA}kx779YqKvS_C zKaftDSKtc@!@r|5hxiEOV9iJiu~3T`01Yw+c(8I>Ekqc+f7B7a@N@JB?+V{bP~q1& z=g-+Gj%8|r3pi2b8*Jp$pX2{<_wU`jxvea4l)NtlB`d-Oo(*_@J>q6FdxC10l&aAh z{xHfV;BBHLiJ|!B`oO6*EKky_+z{(u$Le3i@5|#C7LaJA%cDNf0N3({+YivB1J`K4 zkJkX_VuoeX*>64l_BiK}KItiQ@p6Y^k_^r>Maq=~vx#mjqxKYX9EJ0Xu>;Tp#n#H_4G$k84dNt!V)I$!#nhs#q*)Q@IpQiMa%+)(s_+b>-hPG` zpY09C?<`Cg4zTi^S{tgpHR<>ZrhVaQU@sUgn6=%D=nB7GYuo$5(3H@uP$3})g@BCv zUwMhYrn8(5YD4X%URWev>{1QNNi>S1eb#Em*S)nBFhc*}7eNsQpB7U#@x&&YO71NA zZ#aRIg0V2);?iJc_hwcWL2-M#+;(>>)+wsOd-4)BUyuZ72-@!mB>oAcVX5IDaVp-?pc+u-=cAWA@DK{NgZqlBs81 z2=J?o13q*$^%aMNJl!9<`VA*#D1}5BrXjQ8JJph2mz-QH@8_Q(Iz$itW9bV){N=AZEI8``Kc+7jv z_BftMl{yk9OQ86O*`HQ+V0xWkj1(UGi5h7o=cb*0P=c52~eKDkz|EBuS z#nJY$weu~;k(GoiGsyHAd`Emg z+&3SR(@*#JiuR>Yb}e$K5357#yzfEIR2UC5riXosIsh*6J9}%zLR&(=7+E@PbfovO z83L*DNVRbc;JKEszVbjwrkAFs>n&>$*iCm)mr!IT7!&6AZ{ml%d20ERWvKr5FK&R6ZC zC11`UF2W$m-D;gEiA9^A)a$dyCWo>nX;Mr|@fIN_X!aU_$%3H}tS9Zm(+Dr9S!TOK z@&4j=Usm{{s1zA0iN1Du;R(gtb74Wp=QXsHP=>Oq_uw>qp#0#fKo_xTX zQcsQHE(n9Ecr5R-`nWxqVg6AO_2b?M+t~_JZMTaqj#;B`wt#b;`wk;-)lr>_&v}x!aRd$&OQf$i?k?o}LnvH=lQS1xvNH|^~Km3AB0Ps8l zIPE?~9|u3OY()IK?td~4DL7_%1sax}p!0dLKmm_#l-AIQtJ}nQV_IFR9Ew+kg9m_< z0Nb6lzO~Plih<%md95O&mIZ=mCQji@OnO+dg|WzewIkegK6w zLu*8tf@bkPnEn9nF9wP6O@b%8xjqopa?ljZ#pOd8WrAbnZRLnlm$IFVj+SdOAj zsjApV8#v4B-&PgOx=51ok+9V2=$Rjy5*Mv+eHbAc?F4@~jV0&za&O9ifFq_KkJK#i zSn(ij1Htit$;VPL3t_)8>39ZV^9tzw}F?0H*M565F9P zmw$p^iG0hEW&P;ygciV;2*+oEO5e$YRc2R?k7hyZ+q9Ztdw11H;a8es9M~kEdnym= zgP)eViLNkazEzwMo~Ew$&7vTy!Sz+T22}oWs8M@GoveKqdjC{F#jt#n8ue$fxx$Aq zANBJ73yL1hQD|ToCD|mZ;VMSl3gEGtXs{`RdYRNPiL2b#k}$;F0bN3S6oZv^WN7kq zh4ij=Oz%77Dv6jYthAblsW?U$5jT}>N~H61z^KD1tLRq|`6*&|7kI%TK>yLF zbSfT9;5{IJL;Tg^oGtVI&6-jkvizr4hUn$xXg|UrOCc4U2NrxUDTzXImL|*7LnKjr z(}6gPj05}B2(X&U#(9nRIis@l?z0T^96+831a? z@O~p7EOlv0fG|uNdRGzqpWi}&(@LZ|lvYPH+zVtq!)gu4HD6NguOP3;$yY_?fh~XI z(*4_r)! zb!?gWDp_@M$K9VR@*=r)q?YJ}*-cQSyv6}LEZ6*!QjBlzuEvN!?4vd%x?F;Egb4$9 zAL+$$Y=G5HP@RA28pjX^_}p@%b4+@;2(56k6=;7kv_z$UXORmI^7nbQT(QsfU;~Rx z1xzJiSIy;#g7$Ln`Htx9|2SbPyE4_7o4i`RD_~ZRPqM@CEiszRYHg5qA}=?S$*fY9 zhpQbY;)1Wn5}M|TXe4onsQ&)e)VQ+RUmw@^^s`LXo|A<6V*3V>S!|l(r=`ohG{&>g zS^(7qet?n4uK;v59iCm}K_4)M{?v-Z;hxh_@Rg1xX7UFSx@}?xk~OQumLc9>3IQCV zSGoU3HIz)392K$l{uhY_f}3D6TZNhr`PrG7cRN`Jp^^>d4*1^)gI=vlb@|=&T*L`H zRH0(n{C>1YPRnbBu1Gx7Y=~a}AD37~EPjK`tc9L6dQ@ilbhoVNtrtVsXIQTrS$btk z;!xi+wBFFyAsO?H`w+vL4sAv>f5i(;zU!wQ3zp14bXE3WID)>`8Kine^NItzJM=(o z$MB#0XO7-b6Q5GDY>r$=H1=;sQG(o*@znP-6Y=$S$-hDNRP3>B9qUPD6urp z&<^m3i9J3y*c9sn4Aism%xKEuF}si_B~|{5GlYd_THl}_rH}_yrMGsEWc-ZGfDm#c z(fWm@{R-FYc7(R(KaTXD6ksOSQlcmom%~qU#DZ}nWqffE*Ymu)iAZE!IGRx33}%gg zw3)`e{y*%!Wmwc(^fn9#Qc8+QNJzKR4WhKPF!TUY(%lSTAtepcN;gRNP|}^!4bnK| zzyQw=k9f}ic%J8dulLLQ<@w^pCCr{3EADl#wbvfJ{1{s9OSQF0J+Yt&zMp$9HO70i z1B18iBP1x`O)u5RBZ3v*%sDB$XA>p_7$nF#M-RMSc8-M^8vdiPAypM>7;|lyTu()`s>V+PhPK>eQjE{z1^0# zX8?*FDhW;(P$%+B6AJd0@G+=-JYfkii*X$&N9?UQ?~*A?anj9nJ966$xVKByiV6ukRy`uP%lF{ck6VW0zk}IVl1T2aCOOrBx?24F!tVu= zc;OH0A^@+5AwbyNamt)x)0pMj`N0tb2MESn`nfBuZ{rx53infwUZH&Sn`4G#$X){@ zN$lkT>B*w?>=KmRQzs=rYf-;vSB*TmJVHD@Ui7oQ9QzLzP}T^ zg={UCDx+GpE6{Ib$~_^MEalSSHEW+Xm?&5TU{$Gy(^8IqaeS##NH@18{0*XGo=b<2 zo&6()azPuWfH4+8$iNJ=c9N3|gz{ryV`De)E8~Ioz|+b)o5|i>i#c~i$ICcdtOp;G zg;Rf|Jym>O!N-SWyjG1pTE*#ZeT%7>$a-RuNH_LZ$|d}vw4zk7pG5EJSQ_=h}{K} zDyHaB8Mio8YVekm( z(pgiL@M=Z!Z~5PQ<4fx2IEskCW`8DIy}@0f2GnughIs6K%0j=bE4VkwS5&{+Yk4X% zTBM|sBC2%MsTVf2bLx_b_4>yHtMa~Ng{9qufwWI@ITQ*G&aBw`v0ukKl!^}DnD0?& zyE1<`2q%!2RrUxntVnlmY!Q=O$(2;Z?#X7k_z`%Lt}V#8TU{6KLm}{84E>O8BS_YH z0;)Uq(j#lXHqkawtc}GjHNg`-9gS9yuO(LxLSfSMUAdi&D3y!un;MWZ7e8Xxbh3B# z8990S_lk-iP)QWGL7){&L<*V&&M6b#--_O?*!Dp)j$#rlZId1Bx)jiDYJN0^@QqAA zw7+cqan>Gs?zVM!R!FHQa$2*oDYbR~5l~T2t@BQ|VGGu`FGMDJ^AL-GNbTV3r25o7 z)`M@Pk!U5FOdL~p&g3)HL)~ZIAQ_p?JJLDdEcmpujWM48Tw?N*tVG;%=?P66zE65U z)n4sI^k&v`g*a^?A})*nSB0BfX@0+Wx)EbPACcC5>=Kr(XEbtE3+{Md)n!WKZy>{n%$jV{mPW@qpl1+lW zTN}_yLv6gMaKf>7R2>9XcORV(Y^uM^b3J>xUEVdSmQF}dOg`UK$nF{b-Z*~urnKux z&3=b3k_*`g@NVb>cKNR#IDh&VS)4awboS=9al;PtuIP#rf+njBT#wRhM4UFuo(!vw z6g^CP_p{@#lgvukMZ)QtaM)F8rSsh!lkcgwTID#OvDdv(TFkua0v`7ul{RKl#CBJpz-jWYTl3y$43%bS;1%`N+p{8W z^U^oYVh*cb@moVs(L3*nT7beu}@D-2Oxm+A_94>R}?f! z_w)#2Ut04kYgubzu58qp6(%^E_a)Len%<9#27oFF&-b*)=iO)EQ$z;wLA`jAj0FkV z9n(fX+b=;#5@)m1Ca{H3(>sc4x3)|341otHuHHR^XzjW1vTHu04(<>(9Tfg;`d)PukeZ||=xji99Cvc=*F#W&Hm zS4|Ru!Y1jTymO&A;@WL2yZ!10FFC4uuk{o^s{GuL&|4}&XKoXcu2G=VL)~B1#5?>R z{voHMS4{w>0Bx2`*G`D*l8-Q$V-4m&cN+s}#$uc6Rnhe{JKQsB+QZ?;SARY& z8&-Fjz_N_;h8BQHvKV+6w5T#wX!m4ZO+Uc6N5zPO_5RaiWz#lnE?7^u{fK=cPd-do z=#pr>muqoxzklmuA8ghh-Xz&XA}!Ns$0rvit{E;LCVwY|GGfY8h9hJgXvj>UWGUBEfUBZw3 zS2vOzo-O&53+nF4Ee@32Fp=kA({r#7Acp1j(8Q7WbDbi-D482&d$2N14M{v;l|J99 z_a-jl_l!}kPfe<82&24u(wq@ltEDRvA!kZOI!e&>`zdX_0gi#$NRZlGqK9pFeK$MX zz5^uMg^_LDRTk%lKSI5BL?EEWT8mh|e{=8P%r0G9eC%cH=;ZybJl9pC=&3cyIFq>J zMCe+w{IQz=R8A-{#)FE-!ZgY|@_q40(q^8uzvV=y-B6v%0j{)GcOOXaX*~vNye~jT z`3!emrmzl3p^d-(^*;4oVqlXb=_F^)*JoI?HBOkJaw1Xj2z`fTO>}v?Q1@)bq)77$ z6P5drp1Wag%6G@cI`YI68C{E4)i0LdEF49;vnA6EaP_$--fB3&TiKt2yx)A))-=Vv zC$h3DoPS>h*Yzey7$e#dbeW6#a~LoKE_~pp<4(4Xu(_s#a1A;}oZv!kF_~yCury zbf0ct^VjGjlEIU;_U`vEcgSdMgX?kZ{T@ZSX4qu0y=pjOx6*3=m}zXt#|ck=LN#Bh z+R|yU1B5~KN$FEX=HSmW+Q{=y`&)o+;Q7s zmb~5=FM4G)wX^_I+Pa$K*7`iCwsjJM8NLM20wP;9`6Kp36^M+|g# zrAns&rLkMNgG#~rjwT@)u)Orp$Qt3aBpF8B2Nh*y1D`eUPKv+G>}|Ytg+@!xL|<;p zTd;LQYtL!avR3MeU{9d6)*S&DC$+x*Y8dC|u$N-L-khfbGKCJinVlrdOR%;TTwV9Z zdPHt^q4_uYmXhQi(!F8ibDtsbMK?m$6dH0q#Fv>R7M^_cRC|u$G*dJ={)a@{URujO zDa?V)!BMo6#KEg${>AIk4<@&T1&c4kFS^dqP0n4kF6CBnyY@j5;6p@}S#t`Z1c3zi z?U?dulfF-^2`!%t-9?$+g4V4pG&j$!1{zav$oC=> zUdxfFkdSd1D|?HjCd+J}?Kf2Wbl$&M-!r`3V*K>Bh$#1&+tH^NuYsTW1;yPj4JH@3 zP0m^3#2EX*vXIdw@z89Z$(3mnHrF{h)mnvlD7z1fyxs);EoL&9vIhLps`Ob50*!yn zN~rVeyQk{W(a|{Ipd5rX69-4^jb+=kpjRiP$fziijV+aU$<|eO7zuRIuQ$>_54l=x zxb<;qu9>=SfgKIBX8XYUh7bQkTHOSWmtB?K&n{~ZKCFTQ&K9{(_io#DDhlw5(14Wyn`ICtIze;$n<*?6-sR7& zRGWO8`i1$!7e(k(Pc@J0$LQ-yMEtbM+b7gJmeflc;?5;};tPRW`Mtf-YHsY^BrJ2( zKwsjLo3#w`2KOhN>8b8jVf@lk@x~gIBQEs)vE_pLim?!c#ZlZuz1gwG+^N7E&Mt-M zvY3BWIQZ*sXy}DxS*BggOhpG(sSmzykEEWvLq;$oA1p61WzAf0a-zLh=hS+AO&>yZ z{5Wy7T2xkGS(`Ogj;o>i$F>jT)ceih_g!*-kX#@gM{Cp?5|5ai!-~~j)u|#yyOFT@ zbNG94Don58(+~#u=uYmEUwTtHmG3Xhra@?Tk0-yrZVV95%Z&>M>~F62bBMXsP*2b4 zs{2b1Jf+$~0?5i=Ja78&s?2|QdFt`yL-TJ_Ee;o9TnD&M{3*#r7l-k8RzUV=OAj(F zQ#!*19%~TdG#_s>M(XVc z53{ISxu1(}N874VJnQrn;yA{w=1hI(&26=uMFWUy&F(J6zD026%9~UTvc?o|__m`^ z;#*L~O7Vy-RY7j<#sC*6-q7HT@vV%C2G?g13@U>tU*I_EbsL7WO_g!31Xc#j}@=>%pre!~M@VPQ=huO;-uyB(nnPlj27#?K$9@ zdxlNl+P))0x=3Uh|n>idZ_$`89)Gf*e(lUdAmT^iKA!yAx)F#E*C58>U!LwG| zxG{$vg~;vROR!hFK!;1MfFgLEPVE_b3+P_Hw)Ic(eo%9|KWeiE0#=feAzGjjU<}% zy!f>CaqdH$gI(a$w94d$@~RxSp|!}i6mkxqPw#f`C;!+C{?@G7n?gJ#%@l*tZ8%;` zhzz|OCg2NvxkD-#EEFPrZRGP=4Jdi?g=>bg5f(%Kk;X*FdxZ;vAhE`qBhkx#u432DuZ2 z#U!(p_ZKZ|iMod=W%8O)b|~s5d@sg}lkaG>8xrz*>nn!UA%xmlg!r;#&h<+QQR{r` zK=R&TUbm+C+XZC7T}7%pa^cOM&o-%*cw`_vUkp=KL2{CTz-oxEe&Q?TN57PL2~Q`z9YITR#M4Az_;L|DuZ z`o&3e68fyqKW3#kxfN#EYI5@0cbPZ&jl7?I;Zx0v0ZhZMmDECDkaJD5rF$H&$&%G+xpmOz>tEV7XqlfmjfSLr4s%`$#`B&QF`@HZHA2u##DDy?OW_4u{2_DzV!5tl-RcK*CcXhW? zC|m>(7Qs>TEW8L_Hy=BYh6eL_9%3hacu5+3*^!N47G%>7yp4$+S7n>Z1|>xt^UaAd ziY2KEktBd6cY|<9@KWy-B32)f?S^K57&{sIkbpnd+$F#9L9Jp}*ln$=n?y7(2$&%* zrT%9hKjI}(h-}PB!&`|pAXVeE59V5>u5@D`tw|a_B zi#F$&a@3AEN>)VdD*$0MBV3YSOgojl4RJ1BfUCC#U44KGR@PR}(4g0lD-j9qJzJ_f zgVxMtBXU9BMTPxNqt74Lt-tKI7e%Q-6V^4F+1~0{V-VGWdCtg?zyBrm7{JZ$)!x?= z*rh&*!%#pvPcV)gjZ@^LPPPFfp3RXCKsQUK?`CQTyKkken)m5 z-IRq-lf?#s_DI&+mIe@>QuoZ@?3ZSlIr}VH&#jv~G2b#^hv-4|ehRu^eUW!|Xl$>R z5A7twzPlxiq7L@y3tYWF)YGM*wA8ebOE_Ol*xaxYQ>-?^o8?*;$zaI_{G5iQC=!uV9{wRmznU7sa-V0aJ!xREjd8g8T741^?&0=i zdAB2@+(UKoSC)tT!HR+Ujy54AaCHRwkBva%1nJ^u+ge!C;%s{gn|vh%QOAU|lw&6@ zCiU9B*4JK#$_Mll&;cG8l4QP0Uj*UVE#nK_lyZ{HX?yV@O zZfs=xo^$vNU4gS z_*z@{)R5!WQX5!ex7!=sd*=4@5|p}wElTGrgz=ZN?k|V-jtLL)os~}@hk+&QhDJYg)dX>e4!k^b(76H;_gRN`Tu$U*_nQ$ogY>gNHZ#B4Jr`larn_Ic9 z#ZUVXmRFoLIW1p89>Ry7du3MM1(BgpLr>)s5ORgx3F#xFD#&q7Srq<37iAq=h}`{E z-n^={)m4|WUh+^Rlw^#pLcyJ0#?CY6&Yq?`wt{3ld-iKM^a&$-HyYu3b~J9oM+=2L zrK+UnTZ>GjZuh?>%FDm0Io6nVsBZpM+oH)(yH6oh?A9h~KdxDn#w zr0U!rhIj(_s;iLX!r-KWw}|Q)sfIo*$TsQncqrNS{>2)Cbw$UYp-Zu{e+JQTnRK@3 zIajGQd=~1nU$q7w%_l77{a~@lk!L?LUr9+w-C&xuECkAmXPHXD^wJ9agDc=A9c3RH9IYNLl>`x~@Rmf{)?@jwuk1(ui746yCkHi>*s@^aWfUA9EK7oeI#Oe!YdJ9>GB~Nm#%8?}$OX0s*K51@i{u1&+I^~|;p4Q_FGdPXt{qXTHvyOexGN^(( zt^Rgo1eOAXj!P9VTgFd&MTO2PN-KM!G!_6R_xBM@M98gg9!b6OfXb#x=)G;Rez7^a3<6AIeH57P-bwqn z{8W@PN~1y?zuZ6(eZ`nMwWOzxPQPUj0O(qLWV39powf3};>66$5zM>-;|qGF9$8;p z2byB;eJhMbbcH?sYF-w?Sf15l?V0C)X_gR+>%j)aN*FVp5ZS%>F{YECa=EO6gEDp} zOzTaFVw5W&63*;P|EgSA&m94cGXbUm1|DAD)$q1b0#$44s1RpTFJ=T4Fogr4M=B zNb48W3#ubzkJAf6wWr5dVZBD5rM?_CPlJoN3}AVC)(aN*XT`D`=0FwOyQjBhWdf5e z)VsS~8ka$pWqL_E5rUrTy%d$6Y|UyR0#ecIq*zk6+&?H(wrt7kNHGP@NwrXLp3`v|-5IldkqOQ-8qkkg7A0=iYX zU-~4w?^53K%3Junw) z2)nH`@qosrFGtUh^%`tfR-(IgV&)vzlQUvt*sH6If4u$bnhY&Pc)^=Fi2KC&EzszY7qv%5#n;cg*f3gB8R?M64yXWsGH>9=`|r@3n^nU!FH(et^x?yRvmX*s(qATFrdB7Aim|uD?)e-8CqM;| z`E#pi#qMP1etY3EV5|x!Xn=p_Q;@n2HG7B#rdW|vNmzps_;S>4}?Ug%|HRa=D zT~Mj;SAm;I{O zBWe1j9zh|?(}4BQNe!V9CCObt2r8RJPej48HIfyn>ik?IY5^X-n!5am%MqVRkM2`k zl;DpnLWSNU`jq%Y{_QjV=chC22xf$|wZ`+Mby9VI9sAOZ49R_IgN2m4@q9iHH`aM0 z(K9SqQU~Z!Unz;3;uk7FX42nx)*0pTZDThyECyZ+8S*#^9Ua{USv~xccdij(0ZU<+ z!rE0I>yEjCutvK?_154O?~i8lh{wIpId>ZN1q^S44 zwJ7C0A**N#rctbZ39U9e`s{1J{4NrTAFHyKR!+mCexHZHymHH`xvROgx!jEzZ11hVf;Lp-YrXW=;uqWP8jsH%_k1;6 z&#X@RiNY@t_4Nf~n#b71*49z#pMO@_N2i0v4+_6<*j{F0$a*FqBAEoHn{(zGuYnUf zbQg=X0MUqqbfp#|@at5)7zK}fRqVNC9Dt!8J3p3r+VKgD6T$Q*a}^X`RHjv@SJ-!! zKJxvYuPGBR{6*>V0KtnCXrL$CPA$~P=j`jGxy`|yEZ~uh#;>a^^d<`Lh*?w;a_-#u za2<`D)Hcr9)Hh7kSgz@{t%6{3r#V?!xj;B^$^2m9EGvD{Hi*yeJg;xpX-pRUtUy(#sx$ILdMAsQjS3T)=i+h}8)j??nkiLi_ zLKwpvz7pS!{fj)vpJb3fx-y4i8USWck2sP|Q6lwmKwPn8iovAtbs2Y_jRB>1UGgd` zA=yCiJ&co;LH=yLI?v49DB%mWkJmE%$+32~7QoddHv*jGJ2M5-J8tC}qr#|izts;# zTztO}-h_QKAqjk_H6bkl)`zn+>L5z;d`I2l5<{bFIqGW)`;jno z<4~XDY)>vi=XkR7YB9OK`Hba{DkpO#;F96+c2Ssf$$^*+7~S&-4bMMrHwSMQS*>RW?BH zoePto{_~;dMlKK{_&%@+k&%(!l5+Jn7-ba|7Iz(D#qa?3U|%eGw{ssPdnwc@S{D(R zF33mP$pjc-G{3eQ$D5{r6w&>NC&tT0xpvnWNXXSJpf%CAVocmjK(FY8&y{ax3C4J= z=8Mqp^4{$_AP2|}#pp@rin#8jyr!Hu3C1+bZFu=RVV`IhCGD(q#mFPY2zPzcHP9oU z5NiCxQ9RCE{kX^Z@Uu)rLBdHwfGfm){}B|Ymy+DhPP~83Gxt)Pc}f*+AzDRGN&w>{ zt+M);_Py!OY?OXpUC#Afrr$^c;~}!vvaX{v{mT}B#MF1So|&|?G^rTB0iw`6AKg#~ z7eq|x16jF_tpt|VU8xh9me+%Ncw|Aq(WFmDT1&4C%AuAA7{TyL#^~pDqKrClB)P;dWG?&n|XmHfo#;wkOwL5~xt(JZQuY9}CSR01OXR-W5VnoUZo zJ-qg_c;+ZaFI(QDOWjKV-~Pr=Ma!B#7kYX=zfbuLU@RiQCZZ`!u0AcI59iNcC#8%P zPP6kB_>Cz+oJC6ds!tWg=$SGXyRmS`p&O3v$1GVn@-9_Lf^)ERJ@Ao8>c(N zQfXBqSE^YVBwzo|EMjAu58bR*(}5UQtMr32iWFl}BD*8d&mEMqOB9!AnbgzcN# z3EL>|Q6>?w-FOD^VBZobaarD*T%ZXJJ$MM+aDpB!un?%^g?zy&m!=3W0b|RP@K(%W z5)ww(Dk)a;W%P@96PPi$kj?cTMYr5$3X|=+zk!A$)wqVzAA^_;1LRlY!+3xk_A&CiJA|kHrANx!zT~(73i56E>2`R~Bx?zqYy8vO8uuVapTE~j?;Ik| zU&Ew)uPC8$XdnqeS}S&^d}Mp#J+6&bM%kw#03nL-Bv#OGa(d1Z%!oThCI5T^8m>G% zcq-PlXWGkx>-lCFf3M-nTS!SNCCBbNz!i6~m1%xU0TRklo`C|yu!La~+{@2H^U@;R-VO6) zpD8^U8loePWo;-v>D%Wc9@9Trkd!Gn$cz3Zh z(3dmUPZ5$p&bLQ-6X(Pq*}dEyAo}e+mn6{NSllGSCf71ncAve4S*a)bK4aaxR~nA} zL}JHXS{VhUfxxY{WOo01XBdI8EIXK5nd5q8^W!Km*2gwGy@y{$#au5A6)VSWQ})_1 zH&V%Mj`fG9A`#3sW{IY&pGKO4DK>+joGEi#LSlgEy{GZxK=wfK$Kv8|#l`G%=O1oI zlH^prnOW>S1tsl_^pQv972`0mJ$h;Y)WO)KYdT*-*do+;hKGlToq`E!|B$%i&~gjT5L9k1+s@>8Yc6c*(8eth$5us}7x zi*jUn7s!VeHk5fBg7QG#<#MK;1?F1ze-&Bic-XJc5CaW4oArYFIG8U>yqaRMyZWMg z&x~dhIaWKYinPqkqIqNc%#*20>ob#+1p#Uqz~mk4lO{#W>li-AxOGR}JwghM%#>^A z_Q`Ae=(qce7B86k8ghhf3Ef@{EfC2H(|NOrMfi1xmMEC63+bgLTmH{(``0?Q6KFN=@rWXfYNEO`zgDqTIJtF`uf&05~tn`w)#ATqzl+5PG0E7j}#Fr>r!i(4}-IkUnsB6q|pb>csr-Ov#9pIxVuB@Q?rXrsqSm% zj4Y4Yaf2(~q;kbY|3Q8#BF8FF%!>N8bz1+j z=rQ-)(iHr4{qgaR@X}dq?*u75S&3i>Zguu#hHuN-Y5I~WRAg%V7?(5}OowoMbyY(H zyYrx1zj{mKXDJ9m`>H&omiS4vcg!182%FT>@5Nwa$viOjQKO8$Q@*$Kwn6(c_xP+{ zC}gyOOp%ny(nSj|jQ%C+WKeONh?vcPD6%V%A_AYRG{e_c=j?Yr06bST(dggkD2iw_ zGbzqxb6w|lXVD@BP~<{nSz&qlArt`1;^J6W#HI_uN?QO&?CvcYDR!*i3Q_Ibf*}t} zmA&kz-7T6+K7dAUnYrQX!@a_svXKc4C!imc1-~3G&ju-R909dHHGJj!n&|zo&SkAQ ziK)+Y`wWAX|eb=#9O58rgh_RZ`*xuW+`i+%H@uJBvEaPAYc z?Lt9{#$a92YXf6|hO9+A0}*hglOsKx&XxqTYCAzx;IS*%4Z6xMg;ylORg7oq*()fN zS61yLwSOyao9FOggefcQ4j&P55_7zh#ZYTM!v`?|AU$Abwe)R}L5kQ*BkWS^;=Pje zGSBh~@A9fw1lRIOSX28=v-{noZcYY6`?7`shDV*zTZX+XEVpp^CI|H2(0NZ}x88ZYAX&_Z=Y->Rq)+_xEEh->pQ|pPmv`DGG*bF3JuMOv z#=UTe>6ozQQ3W|0pn1YoVbU5L^wRb~j=ZbX%f|J=PtqKj%C0=a*&4Qax}S}6pJ_o8 z3C|w$ci85G$&X7;OZh#1hUb{L8o(mDlg}qV!(TtSaFm%W8aBdyF@;SMb*`?ienBT? znS|Y8q_(oM(kCS1XtH{huy(Q2_Ma8|2uc~>r97i!S8&p=8tJpx?mK&L3uv340bX{& z%PnQ*jD3TEuO9{O-CFXueEN$$z{cu$t*K}V$tiu+8W8ZZd-z>Fx7G9q`=v`^$aG43 z$hpDRcU-B^NiJp|SIDf-@}bWcpOi!IMYFGY{T8-54mafq{81!Owz>dv-bzEIECY(dMNP zNz?@d2MTlQnr zI@Bh_xpxx2+;#e*@!MTyrkG^2FVkeEw4k;l;*6_UADMm+NE;;^$gMphc#rlGH}<;P z4&$WU*BA%zY9;wKp5d>~wFtl+OOJZ)9&D;C7%rJeeSVsDQ}hE}hHM-~Md0vHtB0Z^ zK9&m*`2}3b4v=qGMK0D~M}HFv7c5i(k*HdnMFaKU9w%2sd<*EMf;40) z==$qr9%djqUaJ#WpC4yA$kr?)1rTe_GBP_+hHHEX zr|Hb^`Ht3gB_^*Pi;ooy5vmFZtXj2X82B!d{x;#)?hp7YuLr**Tyc?U4Xh4i`eaLU z?p#~dYgQWg0FZVwK4e~_R`;Bf+xyznG*7~y%XDqLe#23!`6pL`FsCoGV(bI3+_+QE zMz4?V+LB)BauW@erKUh<4mpGl+YBuf7Zmu<-~Rdp05mFDHt(-K-`=kK=Jj>WIurSS zGZu^1I=DkGrU#3Hr0~Bc-}nF}#CdJfb5gF}=YRVrA)L#C_IKJX`SRIoZIFz*!Nd(rijYNs8x;%e= zov*JmYBC$Vz6B!>2v!6`(&_$deUDkFSac`WKm-NF(KSa(N;k&yRM zZKkWfc%L015C|RJ^VZhZe9bSZpFcO%wJCG{hrlACSopcldGj$aNMjb>#38SOoS$xN zY)np0;)6rEdq8+^z{QkXWxy2|j#nF}G-)QQeg5bM=!qISI zFMd`XU9TT)j)-^z{QVt%2)zpzvKP2ej(N-xFQ|Y0TSG8 zdz-1%gpK^aBzfM%@AULkF-g!FIEv$)nQirLPG|&SEYPbOQ&me#%kwS&gssehu?)2$ zY3E-+=U?I=iXYZ08<9e+@75%{?E%ZP94|C6HI-ALgq(biOeKey{QNXdLc8LBsUjG& zqZaLngv8MBFrBx<&`l9|bmB!DnXSxwZtF>I21x-R6$-?=66Cx^<>k)fu3|V)ldK68 zK#&030-M?jWc(T6{K6f7eFH0FvCWKNfH!cnFR4<&3_|zzU~^mv>O6Gz@tj_hxBSHfBN!8#mH}=#lO}n;R0dN{^7prYV%ucy_g(Paao2D&*^Wx z>3BNz5n+sI6~_tdR=g}+yvzWqjEn`wB#Bm~|8q=*`6Soba7OWDPKSwy=kVwr@+i*z z{r$g&Wd1!Q>`k<)fhSZ?v8IgZtCTbvEtys5OhpQ!I4$?8mg0Y$I8fPFcX7HIaZ~u{ z+Y5HGA~9%0YHC`Vnwr|rQ8DR$jhdk^0uNvfq}!~i9aL1bXQB!Uo^Z%L;_blI<8=7f zm`Es6m}Rb>JLTu$;o)BjA+!+@M{nM~trpx{Judka;~8=sHc~GqfQ>AILV=^G_`4qR zmql+ZLOYliO7I9aRtqSEEG{ml-^RzsFT|;Xdw+KovniWsfjFf}DLxj@Lh7G%KM_;< za|97T>#2&)-m|n&(G8f>`98YsbQL}k(P*VDIMyT=SD6#_kb zXEsie$!fanqV)AGEL4Xw4!8d2K3&BjpDy+MPWSWFvJ_=2l$DhSsL7wCGCaZh!c&`` z{*er}n8m!*YIw*jFdDEZ-0oj%qzg8o}q@-Vr1dF61zVq@1z3{Ur2=m>}R6`wd~ z$VsKoF11xqzx}o`Q*If1b$*>nRvM;O{QbBqI$X>d&;B0c*H6Wt#9dq}SSum0W!W|B z;S{j-x8lbrDFr%}f*i{G1=NF))NixNViFUl_1&T)Bhy49tXt3$*Zlu?602r#etJkS zXf<0m;l6*c1_BIGEQ-n9&-*AmbEE_!B&zRg3`>kFmuZ0%s$6H6tvk$r?`eVYY(>5V zeI$2eM1<8v37e-e)ID1DPiwBJFb^C?gdG(Z*Z%3@rs8BK7t~|FmoKAianb0?Fvwvt zl0!0lvZ&wk=PPDn$yvcpmO>*F`41jBXQjUfAT%e9x)d=7GIw7(3OGvt8(JI-@_(iur2xEvuc1YS^|#sz+0(dzC81e*Y3%aXhT8 zIjEShu&|(@cJfz?UD)9=C{LpxBJ6WnSy{bA;uarm(!=zyBhr@^3)|{lkOZU)UM$|< zIONx{U?}><>U+q-{Gy_wmfAyw?%2hFMfQ8RR3+vbyk`;&&13`(WvFpDz%KFHZl2L4 zbM(H@kXN_=eY~$U3=TI&3GkhEXU_{NXG^5*BEWj}9?labCJr`$vuW@?+v*=Jm6m0= z1uw`F+2D0fMG4FsL=41^RI|@Y7U#bp9{KdlAAi9><@3lnzzko_!;f|(|*iDQDCW+ zqTZ)68hE6n+M1dt2g6Fcv-M{^aa`!Q6j4bf716@h&IjKI0mmK90y^3lm3NU_RM*e| zz=FVKy@d!HgV0e-3@+-%gSm%Pq$%tR_;0)id7Qgb8tSszSOscOx_= zT;$q#%=!}RJ&#Xkcxna>R&r}VVLvM0LcNvF~X>FiwF+}Y~L??TC65W;s3ll63`eK+3v z`Rh)l;0UK8a>R_|66+s_Cr8zB;|&$mD+SjX;XRAS{Xaa~mBegfqq_UzEywQe{|JEg z*ZSW4CrG&xOapH}DqOr*2$;91=#OJ};(_0ld)H&-bKor_ON4UM0ZjC=IO6z zdx-W*SR4b^eGEToomXr12glsn z5}{9uEAs7sL}@=K(s+vUn1TuwzH;W}wYa;_{^^gfNfUg%8KFx5e{aSfY=w`9r~YWt zvOAU|<U%WzHm z(uw0lhtluv@2cZ#-SKt25}cj}1Tom_k+86?1rs~_EZ|aVIB@O@(w@o7%a01tm3r({ zuMrRuuH;QmPrqpYkORG4XI*-JLn)Z$SKZ#VZ55}&xRRoWhcMtZU8KNG^<{x`BfLN33OcY3`BT18bDHb>p3%rUFY&Z0uS+L*XFCQ0v;1^@Wr z8%t@j7k+*%>i|PBKDH z(Pt@yFFhPUi;k*Mmk^V8&`XN}hkx4$ykbmlZf>i|GT8teE2v3EW>;5NOw8RW!=_?G zDM$%`d6`^*z^V_~c@?DkUicNApQf5x6KgJ5q7yXE8K^r`py)4#ppC*Zcq>!UBx z9!h$8Nv9``v%JD$FRiSiIQ?-ccZL*vAmuOGahMzzn%}Z_AJpEsb$l#@ObT>z{ntQ8 zC;$#6AT2wtO-*gS$QPe^;Rb>A3GK?n0lXypR{&seIx2UO3pk{AbDr-YwVa{uW!y_Rf+1!wR!1Ndc8{5%&zIWH;al!ld?;EA|J4fC3ZBedyvEPd^ z;6YBA4pz&NM5RrTb2=m>CT1vze%>|e#|Oo|eS3Slx>T}|JuH53a?+w)?0y;gZ>{;u zNc&L{ht)dAE<91Lf2BP5(C)d_RE0v9*TJAPfUbQm=0nK%Qd3ihhK6)w)?Lx>?d-au zaQ_))ZlUp7Pc92L=jP;m5o1w4zL%WBxQnG*Y~UyV=o~(pqn4GP1c$@_A5H^!R9q3b z6`G#@DPG0I4KnoY8>7kU%F0ByavO^ zDMp<=kKG>|D&xn6rx=@=bvtY_C?z|w=ZHZkiw$3wIc|;>^kE;g+xG4qOQTQzDHu3t zw7JYoOe!dE0s{kq!hL^#v?E18Q~?7h|0RLX)M+ucc!aV9e@OZcSwbZ2aH84h!toh6XB(0KSrhe z58SAvsRRK?2RiA0IvwvkYHk@sPdS7;GycQ~v6$5OlXXbzw5 zDyUz0KR9Xth*sj3azr16RrK!T($W>8{jmYBv>Hbc#sE%Kg#gk1oW~}Bzk#cfqj{iM zHXZu4wzjsNsmlI~Y2S$#xjv1I_SDzY{w?5mJtƠ}zZm>>;s{6vQH)(IPwZo0bo|5kSl)X%=eutPuX)oy`qc_4)bR3Mqp`ra2@0CDnEGqtk#fIYT zSwj}5CJP20V`zRRHox)5PH1X1R>A{pEh{CUR0ePLKi&Rg*9}aN=T;dS3TCj*U-=Sw z`0@TRU*BjnuY{D73Ky0GY!r>}Xp{do_DCoicdsYH@qZ`sbBkjL%q=WDw#&z3IKZMW z+Jb?1{^-Qw9vU{+x$h^tEe0eBx#~k9GnTh;Dh{Mxr^Li$Vw|APS=K+3{NsdteJT9N z_-w4^8brjzz?jbx5g!5qw7wWgK6&yw*+@i~UIxZux#;=LHSs?<@_USXfGn*pFEbhr z0x)O12n^QK)6>y8YeJ{&=vyDoO5wMc_y9z5-T7Ljw9tqofZqTD%^ELwiC=Fq2lG7` zOZVcGE4t^OxRU`zPGS*mo5DRCCI|NV@pW&{4xjNC!0Y)x@|Ynr8mC{sagJs%t$1GO z=$ZOgjGkQ4pQpMhOL=51ynl%CiE`uqR`XWy*XN11$#`YXUc7iwX+32M4sXGb6xaf& zEXUQJaL1*kC0t5TE1yDY&z=hPu46={C$Xiy*D-rw>7TQ=L+&Re=$C(pNOihQrEpk>s-rSHon2J4JCdWe)|Yg=H8HGT&rWkk;0JIXcm4iChsMx}isaZ` zeN3qZ4y}?_VJ{`Y4~~B*dZRer+`##Bo-B`>d=}mkCl;TO&&f`m{4N*x9WvE1&Ff!$viZD5mo2~FS5c?) zkd~H~hUUo-0|U=Sfb#MI->lmcyiA3J)vG~Ot#q`tr-f!#w33gL$mmY68{|d)(K_RL z)Lo3Ka4~bzRd>vIl=?mUnHuMzt*$P)HRtu7qVzC;GMA+q8yQ)y6F;9D8y!`D{+zJ_ zrc*&iN_vn|xG&Rx))zu>2hp3rCuExr@p8ZTU+leSSd-h^Ft2(V#8@2Kk>y;lCg4OVeU`&7G_qP>uawHP9{NJ2#;0f=+>YIrcuRO@{@-Rwf@3dkmF|e$}_Hut^~gA_nlmS zYZG$7pQ2N@{3(v?(`(lVTuQ1e=r@t-I-CjCF&rKqE-Wk*@BJ;j`?qkbr%!+W7XE79 zk5jB!2~Sum&shc%{`Q@-w3>8Omd=p}(%&0w>le(`U1A8y=a4TUd5npfd3B@d{X%cB zd6;zHS!l&%`KzP4$!Wq&kebWc9v>0$0x3B#I1nYwgu^zp#3@r3B)GFx77D8 zPkgS$^Vgn6Mn@-Y@UwdUhQsQOXOdt1=S4fu8X#BUgb~!QBK4vwUufXNzxyUt?obI= z<1@&i*1A4_kh3j zuBeb+tAhQzOaL+b_RuiC`Qom!L^JBapFnDc&)JlBrM=CZ zA3lsz+raqg=tTbRPK*8vJ{6?<7#1<}+{+e)-vI*u>Y;yL;kAFuJkRsD4h~Fn*zFz| zNclNoKrpcCc?npYaMWd+&7S~xY~Nj9Kb9c*m|$HVFn-!+{d1^2XhHmZXX0%w6aF`E zXApwo_ed5W+P@}!<<%0Jz(M5w_>G6HQ!nse5SJH5S$(|T)>#7(!r-+_5V^0H2UCiAdk$-CnAma-@#8Ab=U!t|R1Nr+0`ughO=e0>2-m4}M z)JcA_v8Cl!uCN>`QEq|Yj_Lkz-=DWPw|dck-p?a>kp<^*!18B6&VOj-ARS_l6}t2k zLO;k?*@b;j^ee3(9Pv7$<3qsEIw^!1H}~`L0%AeOa01`6kMcs2VoDUaoc{Sx+rK*K z1mg<{#3OL@pHt)X(Z%^$YinyxPR>uytfSlGN#GLmN?pR4R(dlcZ9QkoyNbuUcbE|b z*k`Pn@BSaY&~Mcjvk4odgwz@h>OD$b?ce?lu-P*c6JO$Sp5ceJeaH;|RkmB%kOfp2 z^1;uq%3-?)^}Dm;&BAy>zXY|*)yv)bcMSSkh3SPN;_GXInkB-!kYeiw^XUZwvaOzf z)r<1|PawBt;}qI|!QV*jE&8mTJo|4$+*DPin_KD9J=E1RhvskayOuuuWSn5>p7)3# za|;Tn%p2k7F0QWQ1-Qwowe!;C#rdZJ5fZ(-XELY&rw{*%O!})e2}Cwdw)rdh_xeSo zK_*a*;s2bOjkXL9=>Mv=ONDx{M6Cupu8sNoYR=zp$~j=aK)1QC<5+d}N@DS<%Bztp;%x?BX%>uTx{0*Z+M08hdX;BpBNqycqy008v$ z0k;7F06Bn^h#hc+a7CyB01|Qh>spgY7(nu8IWYhb?hGLPtIk8h>+eL6_UC8*@k)|K z^jB?yoGjvh)+T1kBKhYvpyl_+E}H-hk84I>35~y ziHMkl^vYE-atcZ+LWN3tLZBZB2{9?jl`Eu#uR;_^cppH@aOK)fN!6>@4Q$bFvtem{UJ@xwSkDZ-eK2K|{2 zCWG)+xV%zmHM%nzua7nedlepbT^n}`ebrs0jgG=fjnO+H`8`#*&Go(bNQM)6z7TNU zg&Q)=4>vIot9Ja{sYKTi{{wNs zyc_3}$&P5zJ5M@CE-FKsxwNM6mjF>$GLYNCn&7So_r_N_M4%H%6Pz99i`&LtogQsM zlxK!3Nfk`N6fwv!4;kUg@CFg(iK2XgS@yu!ahlLXdEa=T?X7M=ShG-D{Y@+qo!S{6 zc?lpw-NJ)LDnuk$p>@ruTRNeafa!;6HtttTNZoJ63GU~)fBh7CO<4S-i-gIm(&gfhTM&msat6j-GhL|K20%p*b4El1lI@o zf+-QMyR*hY6Nw?Rz{3_bxCbyeS`%ykNS`B$$nJV=m!`ISm=MJz~`X=QR~ z8nVrI=4=VZ3xBJ@?1oThavYq9OWPTbT|c|IR2g?Nk4phU&!nXMJxOndEl9;wd*;EL zK|eC6F`zdVosbtWwj~G?&S@6-ao-Bj@{pAy5jeibD(C26(RZP9v9qayiHT^A6C2?Qz;!4fm@c;Dbqo#{xSZgi}N=;LaWneZpRZ zqid8%9d$~@4!A3d^}NorCDKsdRdLt!vIM#Gq=+V;4SsF^$qCx8D{xou~kaIXTd~+qae^B7rwBjqM9G zPWM7Hu8G~)+PwX#``TymSI@lK;k}JjbZvvN8FE9? zb6_LP!)%+9nOPk~?s_VVERbhNFig2cB--^v&e~@GMl9*GTUWlBaG(mYYfVzs*HNdUzdQTa=83v z2_b?6>e^DvS=}b4)qc7VeE1zA_&rc|{!F{lBD2y$kIjsoChpr7PZ^+t{5e-0m>k|V zFOAc2T>NOU*x3g4MzBClR3Ov~RtwJDE?>thE&&w{V;b96Mx-CB^S{X{?oZguxGVA* zW3pw&{pPTd2wJ+^@p9wz5)cN{E5;$s8q&KNDogatDrL**%X*4jBIlz`St%%?k?Ii!O z4;F_WAC+TG+6}@oxlok2_ZFDUm`MX%U|^}mrZv5sh(n#7g|nE0MVjCo&s~wQIJG+M zK_QYYNc2Kk2uy$Mg2(mfLd=3=m(?}n2KGws-KF~|`Qb}iN?lMR~LnR#7IT!xz!cXzirjEV+eZn}O{eZA9@W4cX(Eh2V2TBPhQ z3+OHZT?Lk7QZIDCA&4!i0>rws&o7yNoSqtx1%rxR%2eD2{a`jef_uzmIQ~GJ9=rG2 z`p%+-*fv~qvxuXF|Lcrm#jRZegzC=3F9DO)ahHIDIcKofWDl6T(Q%gp_7oS2*<41n z4svNMS_LdkyWS#Aa;7TEMVm&EgN2V}mwfrP&VJ0z+z4`o4_^Y<@CKMKoh@9PxWGIM zSD+N`b&19&XUT;wteMI-N55Eqcl>cI<1IFU>(oC0COs&{^HMkne{HN@XR$G=Rw(?C z2GTO|${;cqHDbK(E}d0X5v&a35ubl&V^HCP(4S927)X5)3o+!@?&+S zPmE?C#Tjyvj)Ne*BJ>Zv`T=lFyg4rVOb2FyF=>KCUMLUOD;GfNI=JbT1U|1H`HFe_ zSOM8e@x8LOiAF;Mf{|h85${crq}St8n+fAms4bHg`WnayqsAb@4$e(FGZ~e9a{DHc zfkzOz2Na6n9@rX0vSTgbI^`4~Fk z&)gE$y&}c7J$BlgXv;eP7*3SgU@e?xuFE8YcW`5(V49fSHg25W#h5oY8x+~T;Ba0&<)hQl}okj=`v?jW%6Deyq#d+-^hz4dg4rGQ3wQ@iYmLtDrT{&n`Bb6d5evj&iS zOQ%#xiwC_&4(dww(WHhIRllab1vQ~v5!H0rN=vXST#^=9^+N>P(z z>l>rFU*G5-wcY@&TU(;+oL+x`wWU0hM;5}U&ZK6c6781&S{OJ0t#}Dwu)zIazEJc%)=+h;ja&Vgk)Dn%H?lr)4hA%8# zDOo9&PH}C-X%`G<*Pe-hMNgP}1=Y20N}?U{6+&#=(%e%z#oJpxoEGg9tyVzLFy0S7 z?fW*x+&exeM>EBEA`-O2)Ou~7jsN+N=eg;FsYmSCM*K}b1fT>Z{0ESHZiCL-`~FC> zOQEAccb&U}j|7NI^^c_b)>U@_uP8tXntNLP=wss~P|6A~GEy(BB!ThHYfIedg?Us8 z)4pfU8tS;2V64EP$GP1+8(m?Ok%<*Ks>R~(frIPSmjWL*gK6=gwo3pFipTjVJv9DJ1%zVGas$P!uWLH05v0mF z@v(Lt*fT<1-q!JCu6v;aAWs+8$acs*O||T|^&abL@-_Tngy!_{ zH18!qw$mw^M}dc)g5RO>i3njdhk(k)7APEXMtiv7!>$WvZYJ^vDa5xRkK6V|JNrEq zL!qp)rnmN`h9w7Q83BeGe`cb~q5s6fs!v^B=*SFjB$fWiXNij~q>&vpA9p(lFqT&= zg>XMlO1u-1ouPTbXsmPqtW@FVhk4@8vD{7EOn4Sdz>?qVExb($6xC|fc=g!$p5=@D z56@@i0yEH_ybq4nAL8`Rv~lr-CSjBSlH;Fa_#5ez+^>E-FL7j<$r&q_;b8K-k!WG1 znE)HEAwt`e()u@dM#4ujuh)}cqK}4gVrWpL`CMc8fp)#}vXk}3N&;)*V>bpU=}J0w zFgo)(Uhzy7W-x}j0}~r6#d~4SmO!sz2DCZ;Zq>4nT#nN#M7WQ9Dx3CJpC@!!t%NJ8 z$}5Pxr5jbILOV7$GHz6xlZ7eyXKkG3CBM{DF3Bi#^;FWK?=A1V5z|8-xU9vwIf$aV z7+s)&OTzArqXf-2m}>7sN)Esttcl6hjVsoFRFWdaDg*sDqty~|U=f;M& zf+^s=u8Til%Ac%VUzxPCmG~qS3-sOdc(aQL5QtqZqsfjfsMd&gQNMNPnkL>I5CmU^ zN-ayY?nX>Jb^+7D4Dz9$M&|G}4kNqI8e+NGrU$9MlW|5Oui<8}`)vz!_<$wuH;pu~ z8%mC71J-tbKWY~CVCNLyBVQt=^}O%URsNq%_qDr~G8FOPGp5a2&Ac-(?7>AJmN{}+ z@-x)pK^js?ArE1c_u||`JCiB)aqMb}Ckdr&aa=hMR2@-p8 z9US&*G9+;%Akw~3uR(Bm;+Xf=vqs65G-}z}JEYedygDm!Cd+=U2rlb|^$Rkrb<#3N ziCC4jdI4C~PoUf`M)zx7vI411+0f)tV;hnk48~KPXVqU{1V!ANY>y8~Hx9`&xLRFY zZfW3Lr1wRQ|7&$4baY!=tm);$`;JaKdI7+)<;K@=UR?Pi=o-AooZ5UoZ84JsmxniW z&1x4&j?eojO{4grCSBl~*jTDw#8BovS?W0_l0z*GTsJ1V4JDY=4ClmlgnxmCU0XWX zw9=gpXp=n03~BLc%c4KT-5zUXg0rfk8F7A~=mRMJsUYz>4Z=g_YS*l!8@OM|>-d$) zVrHn4$r8c3%`B%`3ztD&F)Ie%8aDHmpmg>Un}~Jy=8_G6JYJBY6H_`+R&Nw4rQi&7 zuK~_rTCLCDOVhnE0n?&np!W6Z*oJy{rSz}_cMkPs*Ey?7FR_yG%8uvBDqmS=b<4@| zS*`xFFNsc13h`z*i%+=Hg{D`7F%_2m76w`HYb9el2H z5mnD|HP3a4lXk&0#rcrD*gbJoXN-UFZd>+`F{z;TZ>CpyZtT4px(aFIX28X_WUw|& zDoJKlM(={(5AI?>H*J`Wi8zXWfp^1&J>i{y%JJX&?Mc9>=t{KjqX>B#r;U@0s~t9vOffkeD7^777M3!6y*q25~@MSNdP(oUx6u69K)!_njQRmB$h_ z+3rgLfE7fiBuHGiDyB5a6N$?-sv42*y~7?*RFgPQp8WRip0?WOZjz+=dZA^yZ5>QN zGlHz%5L={%WqyyQ;cjK{c;_9fIkDFF@p~K*uXYz_H!JBHTa&WL3f(mF=nvd=tm0B* zXepk?kFZ*CI#0}tkBY60`8d|Qlija@u0q8Rh25w5?%9~~zs%$>yK?ah8CmK2QK+3A zvTaka{wgIF%{-=bJ*~kcmnswHUfSxcc*pj9h@*Q1Et%6=Hfb&4)B1*GE?WM0 zyH|G%?O)=t))1^15RpJ#jMd#?7`MIBO&XMy@nLd#u&u$XwYrg=(D16mFq0(&HD0ooI znO)3Z8syT*JxG}l6W2>-Hh!t^c@gaK$uAs!mx4nD@Rn|DH;TJbs0ADjqR7X!+Lo@* z3k`?<%+Dloo(`=@n6;c6yrFpQ(N=ixHUDo!iDe?Pv?Ak#n{mCBiwOrQh8bt9fN_4B zBRf86Lgn@!^c>x(ETvkWY!h~L`a@pH3mnhQRnM`wKy3=2F!#v(G(GL~N+JSyV04mNV1IyYLx%7>Pc9t3Rno90Wk6NtG>@f~{Lai^f0 zp_}J9&PUNRGYz_8vOG|THh2xB!oWW+FH9vZYem8o3ELGdkGr8bwUpL8KqL=6RTGpZ3uPZIi0&d>oRAZZyW7vM| zins>kg1WZefsVGpZ;c!@(pkQdbTKjcs_w9Cm^`ESHD;GYBxKM9Z)m{Ky@aHP>a`%4 zW?C|cu@3Q=1=Zk702tfqRVd5LPOGy@8kfFHY0F(%=# zn`hF{BJ^i<%&rV~w8-2S#P7)U&Ix2%bGr7>Am$d7el*qans}EOv@)Liee&4x5W8s ztCO6YXGArU7f;#oVz^4bMH(#&oF_UyWI`5o6{i3}OI+&)B1_jtHsEZTrWw<7?v+g6 zr1+hkw!U?GG-)ut41cE3ea3x3aS5>TAP`&eZRuo@qImr*m(%>rsx{5wxcDq!HccH> zjr7m6`z=2VYq>%ECMpGbPv!o0!4AEf!>WzLXmBF3SlcoWVsdI+Xpm&gXs zYuW{{@n6>=PElmmGDwB@u>jt(zNP3eu=v+vzWm8*^BsQP%4K3^~yb1x}v*0$3S#o9mZ5=~R2Omy8Y5qVHGTv4aY)z#&`bu(_B zPc&XSl=o3ltqzr96`)s=KSM{bp6=+wB_ILZj5tz;s$T*On8y!d0jm7;4^&fRUf%Nn zEN6U<$YxOc{0q=jD4azpdnD`IWi&r8pInnfnXT%}pMtL8|8O?CQdyayz?;J8{RjP0 zGCg{TKuE<}dI82z`ReKaB!q|OhD*We05L~cMf&mxZ0;Yk1fDNVH z%$fFVk40bK8PT2sENPm>uUWOjeq!%2V!`d1BvAIJ`|e_)9Y`NGHe*w*ROY2wW(Rx` z<^GFMG%6Bypj?ckGGK^!^kq6&zh~x$;9UJ&ybES~ExfYfHjP(nFLjl91Pc|vF5qpW z;sBY@?7sPe&9^hhqwoaoY2U4V-*_npuWCO_$4V%uiGEt3F-i%r5{j8GQhHH%!Qnsn zo)w>t3jGu_yO?`?{wi(N)O4xraUL18AZI7N79rguVPh*WvY-dyu<(*qj|1|~p7fndY$H#OsdUg*!a4OVF@bv7W9osnQ7&oWGa$ZcRZHWBX z&Y0gkGnS|0cJ-mV2&@|vI9;vvlGc3I^VOS ze&721PeHeoW0Qxv-396))ICp!lbLLOX{p_QT3sCjNca*|rvjjsC>SX=RAChNo}ub} z?C9stc(fAovsOeCczqn z*<1_@!5nvFC}T?+MmOZF701yN{5t3d=DI2C?p4Jm`4*}{DatwQEH{pm~1?aKN7qP#=keFT~?X@Av|lce0((h!;^%;n3h2*>nAQQlTXVn^6S&bMAmj` zZca2hfmk*M_qDRuC+>M`4d=~C#p9tSL!^ri1bp(IM)$bmLU6-J%){IGP|w~p{36(u zy>@_Mzj3y4F(ZX&&!+6DQsPOC#4uw8v9!T7cU!uzZ)fRxO7#~|13!OT=U#gt9as^! z^^qHm43a5pae1-eT#8uaeafAle#)D|ttEd1!H$i}9;3rc@I&Ae5l{SELk*@0*w9}D z$v=sb|LvR3({ot3j zEmO@~1^k$a1uXgtdju~p) zp%f;Jk$=me%h7)f5u_OQ$cM(SC4=Ke-uUsfJy+R}9G$_c?aGa(KSx6XvA$zI`ck?H z7xA9Ak$dVYRG9OJAHU#=THoNS(qDg%c%=mmwgxQ*6zxB!3vVPk1kVI44@SZsLkiY2 z=y2*wA7y-8oqMA7X3mYBD|N(?6A#XddilBMciKKl9S=*M8aU+lE)Qe{*~p09WdkBf zV<_++OnSj2mjHV`3or{z51YAtg|LGwF5Dc;9W8#?&-W-%zLG7wEX`Ok0I@Jr_@=3> z@Wkr1SO(=v&~BUn?pr;{&90 zSofcr1ih)FCt*19Yl)8q(&IWZZUPyjPUj7%TqJTgB*Eql#c!=UqIQ|N3sunkc3u-G z(ep1T{`FdkZHh&z1_|S#idciCrzJ;uGSyL#xK!H!t{Ru4x82XW%JqCaoqtL~bKZQ= z{!+~O{fKTVNo5iyfO)uJii;Qep#;XVn2f{p1DV^8E=~xO}h{?U|TR zD2W-C(o2c{Zc9$l143-WGelFwXVi6^`UQPFz?q$~ey&)}wQA>B3brqKcoK;(8bpbu zV8QV)7Ru%=lRFaL{$zmt=c4UOK1*b=MwQ3;cgYX|?+?yH_zPZ`^XUBMrxCWR2wZW4Q++W7Q zE0+Lbck6XG@AthE^7QI_nK;TMYq>K8vu+3mX;Awf=#V4R|3j#7KhL2w9&KHI9)c-v zOWn|ZJFO(FWwj6AMi`gIH?iyf%Ag!ND5--FI+OD)I0+qQpN&r@;-@qZ_6iYjf^$mX z;U(bI@aF<|mh1!(81-lQvGnYE27iJ9SF-wCiNKuD3388__wa6y)P;$_ zp0mtJ`F;v04qW*LToyaHEe+)DiOk+u=B6{R4E>PG#a9{l%>3$@Y0LLHj&GVN>uhZf zYNp?|&r#Lya;xKXk~M#-+7G<&>_QGAg23NW(g-_Nl*ozBm^x@O4VUF*DBGfQ1+`j*oxJaEpjKeLe0i0E~cIY9VR)PF0B{2Lnj-Q{sM z1SjhiY{5CfEJUmmWzpq25u`0%+=P}t!GOaYCo1%bH`}IzzvarxA{hmK#EbEd-qm7s zx;wB1B?&SO1zm#%Tu?IQK*O8ibGSjqA?8lP>8n-{9CveVZqIg}bCAHDIxBpg2ROTO+8}j8r$iiz6a_L-7Ak7OT zKq0&;!ArOhY%Pe9z97M9wM0rcJhn_f+URf`KUBUgkw~Szwf5mWLodwPArW#bLZ0fw z5ZMN+0$bJrasYV+rhlG|x52KiHJh8nco*%`Kpz{`K(5cX7x1o6bl2on54-J{y-AfT z1YF%Pc=wF0OQJonIgeln!X#`YkfLg4l2~x@ZOi*L(4&yR=>>A=dS8*2umx zp-&%kNJO9Z0p7|ea_AuDWzSMC0S-)?0Urqa>dcMiYXop`(^rX3hQLSUP{P9(G`RO| za2Bi{ROy$jiFxeL1KHu(+4IDKc^zv-grc`$*Uu;Zu{XYR1n2J+qec;*&DM|lz5Km6 zD|GMLB?N!Q8!%xIct*aCiJ~)+%~yi&5bW`6VCPecn$U^+VTwg>TvHuxTw(6M`5a1I zkY+unyOJs)QvpPbT-?4GPp5kga#)C(m%$bWYAp*zcyltZwHi)M7t6i!$h*!az9YDY zU-JGH{PIz*p$EhEQd%SUnA%YW%klCNlc#ux^hCR z4N5kTV@P9tUhGCg+5S)?=YjN!CAe}|GMe;Qlb#nTDPpNQGgvX1;drSc8i@|y)4ZMd z;{Kzj6?NZ6%=prO-4}9A4%14Md7T>x8)^=k=@0y$w(oC3l>2h*FK8f*S)Cb-01BgS zoPQK^S3PJ+BfkW67LCN~?n@9{uj>ZO`j(e~-qoUeA=~7pjp^wCB{g_EmZO#BkEXh) zjj_zf720GMiq;>kZLv%m4U?gVZs@Jr%G&D}{T$<6=-AvOq9=AqzeJi3 zcF8U9_rH$Un|-mH2X}4e^=GD!uoaTo(@?!0XFQv z+pwdtF6-W$f}B(u--fp_eC46Mte1diw$em<$PSv92zvY-90CC)o-c?~61dV6zm&o0 zFt0$iN`ZIXx{ZUNeZ2$D=xF5_EODF7>B%Hj0uy41mWZZg?he#S7V+B;#0DnK7CBa!Tk$4S*E)hpEs z2BBwo3#?EFfoo2a0 zE$Ov3t(h>y8&+}}<8aOeZS&oh)I>Bdpc0=_6V#W6-qOrh)c>Y^?JT9eo^}Q$z?mKb4 zC4=P6ssX*r(I(F&AfI`yKM6R+binUa_9^$-l}7-QugG*ImRE2Q{9{PO#M>Se=a5+X z=tKX69H~LM)AgqoWB^#!iNqNLIlbavJyo9mni+s>1P{e9Z9bD^^{IE4*{el_0HXo4 z$pA9dD07joCvX2Pko8}It;jH#!kP2BwLGrOW|1!Zl%}dK-)eKxoH13>#br8Kt>czC z+R*);JlH;1k2_H?9hx>3obXl^X4hC9XThnAz&sqQuT@3$X2?8SX#-vy7B^xji`0@M{>Vd?2H9r#B z%Ev}Q_Pam!b#MZhR^3a$n-KL;8|+ru1`B)Md9GnaSfK9WoTd7WC3Sy5vCEe`lI))C zflfUfNS9S5aH0Aq9DLvC?Gm45(!~kYxr+dQlG}Xpjn!<tr z{mpkz2z0A!50LdiB(~58cyY6GY*lDX-HVaxR4l-+g(+Sg2g)u+yQ(@^mCrcKELYL% zE%i2rrLP2q)g}LsMKt*Pts-=>iH5DJN9B0KquGs8*T~>AU1wNQ^-4fkd9*Kr;!<`=N>jAHIYh~;;Hg}lnl9e-XizUNg$lx`;9RkzA+Bb&6ZU%l% z^WuN~EQZ>#@8g6(r@^wPb%RcaBwAs(CeBS_@nTkVZ#kd{kP8W>Ys&p`$ zZME>CoFta;!?c`=41g!&;~tf$`-aD=&17)}GIKD4YHZ1IYa_iGUS5x_USB!6@L767 zg4?u-<#St>!HQsiPOPQD8;{B5_?C6)ZJqmm+tgM29k1Fp20kMqf>mg&5Urd(m6^2B z0U;Of^XtqlZ*2`F24x-x^}njvxYe%j12niEmcdp3c@SEK+TB>|X)LGP>Rd*IW`H1U z(Dc=n^;){H?Rv4LGmFh%$epZmv-*>0j(`9sK5!zx%9jz~gufmCXYPQ$@7nKONq!=+-paVdI756mn107=)SZ z1}+9l3@W6LNV$s#DA!14o?i`;syAMko|nT+hLa64)#-d5XeguHjs{_5$uP)AND+)J zr&oIhFV>JPSV8ln+rqpa;_yuXgdfhdkxYaw*mf?cXKAE5#A%X1XIf>wGUhEds`d&& znlW&nBP&?ynO&CoZll0>769=Ep6jMY^Z*AEWk9*ecDvA#=QoPD;EDV^@;>@t1{=;_?T zt?Pl)7clyRF+dm9z^r@8^?peQ)c)38aoZDNS< z2X7eLD((5xaOmdx`F*QQYB-)c*Ze$pP2=|B9VPl#?D&Io0z7gBF{6*Ek z`ka+Cewgu5Co%bwO4L2To!jOsc(3L6AQGsAHMTUHL(es9%5tG6^7x0?CucLQ8mcJ# zZ3En`)XuWyOTc!TSVilnlbUW%4hTC%i#jI{j)^$YP* zI%RTs##=(Ov+aAN*LM-*+Km!`ff}&dqxGswz3;wa#Y1kUboi0xIPR(o-$?ds#&4Ek z{346-&P!s~+fQNcOr_Pf?t#}D7fg3-&7N?-V0EaCIuKwT3(e@mZOD9C+}v-~=~!Rb zaV{-91bW3UYjxCJIg>5HjOcYIg{Ai#UB90B^csCrpzG{`;^v%zRz>5OTc&=^_eg6! zXI80}J_R+CV695GXGUX>3xpf&7D^h`Vb>Oh48psh);v2X= zej)6~mNn=dOaasSXmpz_ahU`{3+=6GA_1BI1d9ABEP$%FvNzP?GdRbJk(ml7yj8S2 z23e-+$4=rK^Bwi-@eAFrBOz|mFgw--?pw?M$*pU3R=y>!*=)? zIzLfa!N%vr!VGGKWh2Q13_oJpos zxmsYi625gA{7hf8LxnF-wzi6?K|y7f@!^N#|%1HvXKqZ@u)Jl@#OIJbHU zsz~qt8`04t1!0-1R1BRjUbH!mGA2Wsy;Z;Jc|<#Je7^xd@Djj0zXz|E+9ABL!^EuOrj z4v*5$6^(-O#H!QDIxqlpTmhsx&Wf^`*j+)tZtYwK7#0x(_)(MwSnO)Oe|-zNFX>!79&NikmYbsLAaghPh+%HL!QQHaP45m1JMjRxZ*B0?s+ zocIkh_VvvrqV_hVN~3{ES6)MAE4rn6Sh(AW02viTCY{u^gAw(LOXP9O`_Y@BH@3rO z-WrVeL>-#%bI{SbWH5{#Laz6K+vfQ)lm~m7>`ZG+Z?fJbv!q?w3mC;SVA)$ckLBo= zHgzoYDx-LhU&2DRjR5@~^f4*1+WWL{V?}?3CbAc&`RTFV@qUz*iD4hu7+Ighgb0Cz zn}mdJn8eN&#MFblik#sLqm31!FqP%i9xT6s;Ez?3{<~g@jUDg3J}iG9j813HS*BzC zsC9q1RD7#K#L2?q$pY)Rd;QOMZfMrFepchR=*gbJ0gXU8ThA*$-!=4q6`}4b4a!zy z3RAh=#3a9^!b`w1QrQ+zSJiJr+X{N7Eh)-or{&zf&vj16MH<|FWOK4e-ELhkI)=lNR8+xXBi4;R*Q7PArwdFlp61OX9qA<#W>7&sU;*t}bTH zoV;nSOKh&SdqheI#9!rZ$)Gxb+`y?5=H}1sm44QAAE1xhXNL z(;vr1${+B42Tj`?;~qCl1j|9uEo5ZDpk+^Y>+$7yO6LsGa=idF|6`STI~Mw??(DbT zb{?Gv(nRBv!Fadx4}_qjz>4x}TzG-fB)cc1+-gSG=6fV~m&fMq6ZFnkKBXA;Lpo~b z4E~YrpH*1e;@T?mJ^Q`;Mpq633#bE|n8uBLZnflE3YMnLz3DJ%c^V6oo)zFs_jO&3 zzk_>>iEhfgQZK?Cg5q{=HTY_Bx63Rhv0ns0omls>PlaUY_rtCtoggRV53;4kZ4NK{ zVrbOzruL*L?;anj{6|gptf|&*ZE_!@J`+}+qyc%P;`wKUhZV^Y6szC(x}u+`Uayoj zarviy=MS6exCdKT>T9SJNaULUObTmEI}7E=ZK5UQv_umElkUVk;ygO@&>iBI_iPt( z?=y^y$gj|tRQ9SrD=CAuV@1o;q~>4Sqoerx_!`rPyuItK5$C@Om4&=#8cm9P;ZA#* zlmzbC;*1i{g>{UR*7m3j_(QC{{bzeCa#}o%w(F+VYh&pJL3uJZ{*)%<;2^;}+WZJE z(ux-LsJF^q_riHN2c=I;+_L>1b?sFL!jMv zq!$>~#j?Ida#=*b=^W@P+pD`vyQe~SV~q(T*JLo|dgO`w=nugPwPf6Dz&eJOl=_d_ zRa^KQ-@jQOU2rzl%tkCdORL)4@6Xz0{M1H^M1Zl{#N5Af>YOE9QsLNMSDGg7{}-X8^7u7&7fx#9&%W_A1u2>hs$$KAx%yNiWnpY7%O<{On#FDT+MVoIhy zljD_-b0}cDTdktcl^lWK%O5=m=N{f!_3uIpvji6K@Qq}C99s7PU)yFPGZfCb_E>+VCQWzj~e@b)E1-FHfQQNFKo5A{os zwns?qRJH1n=OOn~W}PP_BW&rv{qafL#K|xuh#nw0!*ntiKmhNGIAvFK0cOQqJliv? zQ!a73mT_9sbG4*#!Rc)6W*J^#8O3}F2=)fWO28HLmga;9g~EI|WwA2f$Ep)nq#xXL z*y8TLO@G+@OkS`qdKV{1*4~btSx<+T7s!RC!%B1b8W4OkRb4phZNjRy>X#hXl-tob}9Do{#(w_TDXOI6t_|wiWVrrrMMS&D4rAwDFis_ZO{GMd7tyg zx7K&oy4T7|c6P3P$?TcQzGi+iQ}elD`mpi`Ewz4t(}!8ZBH2_gH@q6jPE49sLwc(5 ziZ+h*W$tbocWZ|t<4!wV&oth}yf}}5tcR7CSAqeK5CL_0RfonVJs0Hk~MQraG4j|Sz0rRip-?w>4Oc9=Do z_-T;Ha&WT{apUbDt$#NbZQbH-wfd8}8)ON>;7e}9TwfsVxf{Zj=(RvL-q^D_L8l}; zYceMW50uBDxGWyn>VYXq7Q#1Ekh0abkgqRDsYs_AAv*u+*h! zzK*DvY+tQij(EtGzI}aqzqpA2kg2JU-Y$Ec2C;I21_wQW!grt>RDx0@4fT!h{6evX zW^>%S)jFf=jl%En>Ikm|*cu+~IRUAJc@nY)Yt{l1TlSbAUGsH@aS*T{n!8N@0dm zPrR|=b&hDs(l){);IUXbWbcrh%)tOKHQqXdlQwh<%6s5uhuQw1B?><~nyb5|DMS%KW&IsPL@fQI8GW zFtNulLp`twB^U_Xn6N$<*9&1`rJg#vEAI^L;y1C>zgNGprd*Q6W+DHnv;e3~AOra< z_WIu+i#%~*Z)|8oV-q?gS&=|a95b$)+L};_uw!cBq=TgTZdef2>t@y#u&u;z{@}gy zK%hbFk{QbY6q+WlEClO`nk!vw-r^z0>CTqw0+LR1F~K6EutpO$?D0EabZ#fBwpuj? zq=L77gC*8Fz-x4&O2D{ckdy+fvAER9n9O6b_>33#W&Q%!{F+(J12*h=JU|Hn8r~;r z>S`K9zREh+E_IhL_K-jpped6Sd+D8b z_uY4tAB=exe1H8L(x7Ox*y|uF_WWg;`k{7BY&S`#m5?D7d^(m`X8i^Sk>mtN-|-Wm zrB+CHAbW07>Pc=zD?vF=%g}ZrN2Dwj=34)Bn7IS| zyt~_+7KZccq<;Elq~0q=?C|#m7X554eM6aF7!l1kl21mS!hLx%>^@pnXd9DShc7 z&0531$bO*j6y69Q3vsT@Z-S5;nhMyL*(85o4M^nu)R;;wsR5v$alN4+3Wk2OnS#Lh z7;c^fOG!bUR=*mUA&xdb+^~S9W?!CNYj03ho;d#?;Vz;=_TrJSE{pNf047Y;N$B*rq zY!?m;$xxUMLl~3{VptnNGj!6FzE=^w_R#}_fX>YW z&@Z^A8Ou;R))B>con3E1x+r_DY}3?i@+u8f^y$rpMT6O$w$LruPbLG}AT1tXEh>N| z#I7-o3aMG5FvgrMxk^Dz>YrOD&JI*XORj7zJ}0k` z$K|Gt4eRCvIx%mgrND$Y8D2e+Al*DNP=ijf+a{s~-cu$k&Hkvc{;}ed#06$pq7rZ! zq??U{7j*b;Y5)m++`I1fvr-I!xH5j0y4BQT_VVIqZq{l|?vW=vV1uaF8(|A))&@SP zn{lpU3*AsERIV%zA;_v%%7~jLiNFkN!Xya0VzQt?5+G==_-@8p!gm_h;$F;d>V1~Q zH@9%)QRnOGA*FHt8eJ5uLCKE6veAxW*6^@3?n`Qc)!%p`rh;!@uv80W79Tp9n*M?4 z=Nsbv`KElE%&FQnu}cmVfB(nJ3jd?reU?4ltS&Gk(=#i{-S!>|8 z=s)&&h=2Evn90BCLu*Zu9#-o|SDv zT8U{B4)%r48_fyNdnoaU34Z3bUQ}aXg;pxG?N4VUg z;u8!eWVf|&+3%0}Bf8J45XG>e^FWx{`KRh{>eY@p0-xknW!zab-C4^*S@><=kp(+1 zZpTx_q9u3ppQ~Sg^m1KzdY}!fJdX7uBHnYuPa?{3dEVSez-(vmIF_3F4PT;vDDEzO zOrMsX9uBwP8IUdg?v6L#-V0d4@|{*uhn10q3kS(FNu7R+hTOv|*e)tu92N%Z?u8j0 z-06Jr+A7B;Btb@?Rsr7UN5_llEkb_a?;GBR7FgQ5Il`?p^3|a2aIf zhP|V&Gv{+h5P6C8y-tDJ(`v>6AB1VZs){!_0$sH~wKPEM!*@gNk8K^uixcnG@+?OZ zD%_E*(cEVUac*Y<6Ty5#ZipSt8TE2b)fyshUeMc5+%H-D%;2D%?3W`KWYytK091=U zbrWfmcbp10_IWm+>)uNzmAY-@LP?r#ExP+GU_$-n%;LuxmaANH)P`KTT?+YpqFs0i z34|R(A?u$>6&f2r`dxlpG~2sTDpTS;vOwx+wCqBwP0{K)=yQu0RE$x{mADg4b+2Bg zxf#X&PGiq87MW2o}dk>UQzH-T7?;~wQ zvLQQu))8L^y!DBPPfBdE`-t~~Z@AYjAhI0?NQ1B~G@e&1=^Ce<&BG=tnz5 zY*t>TdY)*(O+QB%4q!>(F2^uLnQ{f3AwB%x78GASe}j0xg8w?_@`3Ya{6rz|2rgIz zdp*iF`Mcn7h^-t>L( zTY5#T8Pv8bSXyn2N)RQv9UtQ_usFYI6TQ{H^HaWgg_I*1+kKQj{xgS9G~oLQ7E-7Q zhMn(@$`A76peo51^SP6FV4iLlW#9T~J^6AA5xG%bZbm8( zlTh}v7Wh`zo?j{vtvxN5Uu5eML(^9XPUcI+v9I<=grlAnA@~x^kWE)wi>lmWhc!wM z{6XeVcuBG}$VpXZ;@X1H;T{04;94#bkRH*xksI?8C<^whaR#bO#4om^ue^;MB~LWpyT5JE@V`%}shdJ8VD6Cv?| z3i2#;p^f`K?4xE0D4p3Yjs)BS3hdSskfcTsc-gtwLyUf@_3Rq}WP%^oe}h{AMa(e3 zMsEQCsc#tw>stWktOe5Xb37_4XAEHn31&D`L-L~RDNfusf{I9fXa~_HTM)`w)hURA z%+XX^7X(Xq-cYZu;arnS5kS`74WWX6o}t_+Coqhg*SQf=Fm+T^U0?avZ+S#?C_w-r z&~5>8W8Dl0Hq`7kb)m2^1_0#mBS-%q8rkNaI%>2Yn8ihiqUs##x1~ ztO!O^70QIm$)V{CH2!P$y1zg_e{MSevk}K>kLD+3=Zz4|E?mmqHP#JOXfbu> z_k_0lh-Sr1-et6)BUD$Zn;G~9?Z*uHE(5GNh~yS94$ntDVt<*t1;nH73V!4|!!;2N z!wo?t1hEb9m;86zfoc#sAPEHt&+EojSn_q#urTo1clF5SE25MgNcrOE;qLJDZiAP_ zzcDCy?8-T4xMlZz1Dw(6RL$LepUG{=ZLB z3#V}6|DJa2$S2&dAZHTx5ClKUX}$3cWAb5j7Lf8+;5fAJKE};GZVbeMdKwwii-?_d z&f`4K+%&@{cw%QFA`5PA>i!l;u7q$@k}44g1_bZ#9sE7av5IzsvWEc|$puSA>5ew% zpcbFhl3=p|ZsykPQnF`N#>zI&DMY3zd>8@B#fY%qlq;AOrCe!NpX3(p?c;yKT3#N| zjea=C&GL~KFDkf>7l5t~qU=72T;W8NZX6KBL+C0@Gz0(8t$hDkx6+%oCSt5#be~Wl zb>Yql{oL{TTqU1F_z)&tlZo(e6U`l;+b|xnl|0DxZq&9;cw#m-TmSFI@BbU^-2HdE z#{h_&Ge>h)*lb3**%8U>s>8J$>1bvA7CCkd_5@F}VluQHDC~VZD)wSLE+4Y?5hc)Z z6Sn|7r*)$1I}4OI_*@XgvcKLx&HfJ)e#;0?{7bga=%rRZbAoZFMOfZ8!DRMTsWKAN6$uVcL;M8|V zk?Bq(ojCV22D0c*d%@5vZVOP#dFjo_bsJ{4Y1r~iJsq}h2nBpgM(~}Qy!p0scXFvSDD9wG zoi^4v<&6CDz6CDW8kXL#NrXz;$bdM2)paBy4m9dvsk0&Ou58t=#R8s77OVqqQygh% z));8wKQ@9T0{SdS+n)rD(LaQbbumOki3PdIK>_+OVD*L>eh<&Qad(x&l!H^u2lPIs zri{>#XgZZ4a#p)r<7Yt5@c25Tes^5lw09=m~6&*qyxv594j1SrYnbI>19W<_?1#`^qSOr#Zholy> z+Pd7yVyGJ9c&OAg5HmsUgZq%i7a4GCRFYWu`|y0kVh50Z8mzcJ!0ByQS0^_UwCXk9 z@G-LaW#=cn(V>(kEdHd-8Zaf|8pWuwjVp{Z0*E#%oTzq66Of|e?Bw}Fn)@#X*^-Xw zaT}E%o2jj#=lZ&H#acF=o_iunxerrd;_G}4Pn{yau^0SQ5 zkq87?%ah*eG~LPpPEA1Ux$ih#_V?bU@0x@`yOJ;*`AA6Ow_RSgFGWmOM7n(+1-e0n zn*?Dtt9PJI)IbWP+V#7mHjI+~LZm#Lu+<&s_4dpWGUh(FVY{DMNuB!CpvY4-$1Ly{ zs?Z|(R(*u*l{}IYp4)qkzb+N(47SKe8cfv>IdPfq8iWpdWxPDAeJ|S9l%!Ti^hQY{ z(X)f)o=ULy4aIeZgze_)LJW#*uiE(6M~oyeHo4IiHy+L^Rmh$|lNXe#SyRUNIQ75n ztjKAAcUU;1Fk;8TRvWQnTw$5(qcQ85+!SClcy4qBDxU?dCsvk!X-xz4-F#K`*U`pt z1s03Pd@QUrg|r_ZLGJ=_kq!texYQa$jABH=Oof+JBt;Gm948%usab3)H#?>587Z}Q zhd?dFYLGn#n;#XFh6c5RF6f-wHX+>MI7%?Hrq~7(20ROpf!TP$443m0=WZth?$AKZ4UNi8XOAzl+bl6E4egUf zwV_yvuTHm~GOrAXzIZM|Eu{>8gs|9Tz`H?Zs=eRN>ZCtN7`9oBkiP|dEH-+!VsY4t z%lK(2+Lvw45_^q*S_@|w+GNo;77fL|;Q>FMMUs{;nSkt6nxL~_Vm$bBoxSd~? z_`kUECeh1mw8tZQVZyqI5_or4OMBsqbb10!JW%1&nXG}3>4OI|%zCmzE{0oM=-Al) z(TM79soJ?COdx4ryO@cYNxyZkImv6IC)VGmx`FrXH=Ep!R|EUA`KvsJH-kZWM71|; zH*<|a=yOQDVtWfh3C&F|@s4K|?TpiB&0J}d15`odL)4#gD4Id*KeOcSm&nF+V zJlayewPPV@;kjMr90=8O)Pn}sPBM_f1Pp{@j_(Ui3>BF^wYF=)Q@(o2zaP%uQ$4C523^nJzIwg{N>*3&&CGsvoe^d&I(8qF zM;O7qaL@(C7tEz)YeM164C3rs5#dtdhZUCfjcKX@Q#R=&3q~KZRTt^3s9}psTbQ(w z`9?R3=72g_Zi3(#J;K!#=2HvXSH0uSb?^L+Ei}zcm!XC=uj!rPt}rKFe>LE0yb&uINplnBDxVR$n{cjQ;eC)=hGQ^E`y;2CX^-1+eWs zGSHm@3tD^n!LFXcj?PPjI7_C_aF5YKzbU3gi_&|=N`$!>(g!D^ouO<1t_zL*{Ziyd z?RcP=4tf@tV)SwSryp-34I`$X&T0)LMH=Nbzv1;jEMV)FaN|u9m`z{S4irYVZRF`3Ff`)#pi@Kl4Yw(&-_=%f>f>UTa zBK%4zXbf@>iB^ELhf^fMi8^ip#NMDbiFesKX$z7!xn*YMf_Weczl~&SBRtYXMT-}! z*G*oolq=s*1|FpHIs<`Y5EqaT5n1TeG;1u!A-VeX<W3{Ye>LhfTb^TRThc zM$?f6oMZiSG+21{=01W5^*0dZ4A%Q#0ZMf~s^;bv_~H7|cwwPapr_OiUunB*%^z8T zwt~<(Z-l)FS^G?Ys5VA<@}hnmeD+%CUSGyL4=CmG8hL8sKsDb>D#qGQ!JbsZVrj%j zL{y9zqWPCrOnh5juYx~Gq%CSXR_?FvqNRu@cf>t_*=YY>sFjt zz`W#WBnm|(u3$0WzmeWkje9`P)(X>yZdmy_+c`O0*V1Q{FDN^ej0Irw6`@<=)o+`w z(JQAg1_!ck<}O;Svo4{M&yucLkeJPb3cG~fEg2Z6d~0el_DKmS?B{*6)EqP996@0# zt@#dsn>>`u0V_G`by|0gX%~V;_TE=GHJzycjM24FmB|*Dzq|xZ4JgUXR=M6QBnVeb;1(!%&xQP*(owI38VrFgHJkUvj)Cd!0xsOb`r}tBrY&e)O z>7oJGB(Sl5q6i=#96MwkitqHObQzH=2O)77A@iUrnPN^8F@DCjTqgS^%$j&9M?~aj z=ElWQ>pC~CDM%iC_wGu=U6dj{mUvXrW~_caBy;^PnfB`%asTNOE~XPrT%SCjfMX|B z^%yEOBMsQ>I@R@t;8)Nn=1iL{cE;L>r|gU+Y`-_av&4MgxX8c4{Y|oASYI>&ZEEzk z|0ea$84(835q8n-Oxf>0*DdM%gG+ofB7akSgm8o@S4;iL{>nGkSJc{~Zl{m8EpSq@ z(CsmfcCOz`P_NOBMg7VhMycp)Re*??Q>>|Jn5qIU-tC>qB9*sHDicUgzenkSa(HuC zZd&za=N_fQ=pmShrhc)UQojNd1fi<^k3}w3jh6c9`cuCLy)IKmgH)L>!{?l^IATvb z`}=~p5vuS2WyD-15;Q469awFMa`ej?@1C1F#&~~l@D(Hf9Gfl_!;G1x>W8+FftmP~ znfx_;Xx+D0bAiS+R*Jj=h$=9Eom*iKq=EHi7F+ZsIU1MN&#t$(wx%sSqATd9e}*rl zg0AQWkdnS351L`PbHf8_gkXS-0~N-MRk@GE0|Ir_TBnRJG*_6f%&Hd(G=&}vx5fL> zdH1IWty)kAaU$;_L{V|pYvoTRo>hPnG$z)R^Gw1M%{e<1NDxcMWoT7%y*C7N$EXSf z5ji3?lSP4)YOwyOmsKZ8Qr={BBQ~>eai1smo`%hrbDwv@ETWN4#Yncuu6L%Fh4!dq zyGZUb^C(ik(7ws_cYdoA%$O7cXuAyclt=F6pn!AWc)Jjo?Yl`YP^_UYkp2;wIvrmd z+cB(#zF=jA`oga8ARtT6By>(sRs!SvT;H6pSP!#@XruY~P!$I9#fl9(@l#n&y?z zN~WSC?epsm@A-~BcNn)}nn3w;!;I`5Qq z226akKXN2w;0*TN1$Z?=o1`M!NZ|>al&@~sO;=X!%}GB`S*QgvC^th*B!!%T;;)Zg zb{gWkdOv@^KgKLB1K9l9rg^1~pzJgkfx?BLn{|q`~a(--#vt3Af zERXZmVBi)&9t1!-%mNA8Ul$|9pM9E^T9-%gcXyG!O23({nMroalz@yGZenEzph+{l zXCQ<+<%U8@C6tB3>%|X_#C~wH%;bqRW_!Pv_j})?aMkMIQW(ej$_2+wlF&U^X;*^( z3YCU$g#%6)wmu?srS}?XKBzmU9QblJvppUeJEOnpj#cnb3(RyPUMFaE;EMg{T=)0iIJ=7&M5A+mMif zO=-afU}G_0QD>n_iAL?cIc=k_BV=}J$qNoN8`PW2j}jjg1Q&8O(*UlEQ08omKN7y6 z7mdrfMWvHel;HuXuxXRRI6Rj~5(8-J#dOV5zDd0;Ra5~O|EFXze|Jy)hvVHg)% z8kXq)hiX{7{6a#1mBT{y{P*Hlc-(TfJ`UEliXK*e|DjA4r~_<8=a(1`q5 z#r$s;8WG;#Ei@X8yo}s3zbb~ipsXdRs^Nb#xBOX2{C_f}6dT|erp(a*ZHHjt|H(H$TiFJeJ+Z%892Bde=u83Rw6@&meJ z-k0rd<*ySHByM=byU|$RB;gky@hz1+y3vjV-4CJX55Y3@M5AI@CL~e`=@@{WyQrv0 z_M{z*JbSe59sKXCcOsuwq>?kx0^A=1@E#XBfruz$yh`GL!ob0ZmfMp3$fE0c`$< zw@<1W2?w`@DDg28v$ZJaQwQ(HM0~~DpbR}E7GOA*eg(cRIbnKpX0s{|fmKBwX^=1}TsmIioqN+8m4dh&31Wax=Q&_%xhOcOC^NsTRu zOzvc{MyTW2ZG~_?91Cu~*c90>B)5;ljNc0N65*$zYwwwooP62uyiIJ-oTr&O=3#Puw&}-Yhj;7R7Tof1?vcSGqKCq0r0tM= zFYQal7S&HUx#A2*uj%`7$O3xkNRS+%z<6HES4I+_Ft;Dj0v~cinoe~_70!PS5mGVD z#fS{0orF@QVbFf5kj|MS{*a4*nuJrx6(%9S&vYIzhX=gf(0G}mS;Tb*V5VM6ssCK|C(=5P=s66LK){nI* zf?2Lv*9wic7;ZLBwt(kk8#rAIdLymp;SQEpXx(#AL^xc44kMPRF z!lZt<|J& zaG8jTzQ60e|Kp+>$j1(P{rH_dvb5_P%qHHRrWDs&tbgON-N37qRDj^?4s`oSvOe-` zA6`@yJ6umKRt3E~eD^Y0$JV8?Fel%7JrJ$olSgA4WHVE`eHL4mDh$@Dq$yn?EMlPh z!HS{mtJ~if0PtmaO<87t`|=u*!j$K)U0Eul>-2NQKt8jWl2f5yxuwgn%*YEng_g(GOSFA%CADn~E%UY?LCXtZxHREOy zmvGI_Wp^R^`2Nj0H~|=ls#>;Q4jTd8HBS)UC_yDHW?zYu>WsW2{g71b)uVOkW>Pdc zvZSX)q}tDUpULQw2+CnppdIzxEy$!|TuIc`PO(WQ)ap)DJ0*vDXPjnaZ??Rf3cPP}DRKjmU=Z_A)1%a!EPjOp;{ z)aj$?uxXuXr|HOPCYreSnstRg#|!LDje(U}jp6#5;>xWW2gRTDwe)$Ox#{20S9(Uw z@#eAaqeBCcd^fZ8q^_ERcLl`-CC}eHu&7mXZ`h#krRe2|{v6${vad3$0#t#kWT*_i z5#kVhn61-Na%O5|G_N)~r)TZlK_nm3`^o!&dS6uB+IlvR%XQDova~-H ze$Ub-x)-iRT zWQL;*!!g=X-x1Bxw4v8=#&N{4X*yzBa3*`YaN2X)pzOo|nzvFSGgUKrXL8Nyjlq6dZj<&W^F5FobMhvEWBO_Uzl0wZ)o+t zbD!gWyhh`wV|KTgnV740oY#B{`Z9UT-Ih6Ti#_$p(>c;_df)C(A4~_7k4+Ozj!jyW zL)32D(HtzDh^=cnEF(Kb!$OpeQ`*?zYKu)3BAn{@Ee|f@iAk5cx1S4SVl*7N=qkW@5$8A z`|cOBFK}NJzrYze&g95w%`C}u<#FX_sOPDDYxV58d&dU5s=TVNYW_Cckk62T{;a;T z{!nGS(GQ~oBhQMMN+QG6y8K1N{BTog?I+O;vH3uc*{!3L>V=KQCyh@R9Tz!#nzPHZ z2V7d01p}f#M}Gd=-glE07LBo(-?1Jnn@|{U{mQy@lefP_hx2`rnvr;M;Fo|jd=A>6 ze~WqNzYZ(0+2Mx=yZoT_)SxM(YJe%)X2JxW zerf_wd=oMsAyZa~CtxSU7)c|^WKa~1>_{e9LC@jVH4Y{o=^2HsD6kCOyc zjI|eT>V20Uy4>}(r?*>a^b2bPtgx++wo5@UpcZS)hU}m>$0_YkK67`oTL&sY$2ARE z>4>qS8l!V;BVHU2gHy><8-x#JeYDRz>B6(>vtHCjh^T^v=0uu!F5dNMXg}G@IT3|y zB4r$!>xGDhGPCF2RAb$C9wyEY0MmbvAt-by+sqT2*Oc=8^P6i52O90=Cki*#HmWI; z@%``@Rn%0|QqMS_b1yVdnMk<0FWx(4wN>>`kKkNxQgbkx{m7tdRD7Uf0ZuzJQq6ca zKlw2-Hxe9_m-Xxk7qnr?>E|f-0JoflsX4EAZyNat2ZEfE!zfiR^+f->zBzJoZ)n6K z$S}2i|GVSdjQFh9T-2Ob_5xnb~Og(x`5GS$}Ga5;pxWgGZ+^zm zT2H4Tv!&JYqB`K-MLp!`#@h^~Eo_f+19}5mFM5x~O?LGSnpWLz_c0J?^C35v)0gF| zm_bw1YvVNsd83_QWY-c8$2VQ4+KvGyITxa<{+*{!PvtLS`k#CJo(HFs&-@G0Ia z>z_$;TA9-@y=V=(R9K5+aPe?4-;X_Pn@t_}zS7^XJYGaD2Ks(Hk+>>dD_L(WCl};Hq2jNsI&cLPS9%ecP~~ zD6(v$;pQOFb!oL8s_uVf59$Scj`_Nr zQ(k7YCo*lxh$U>sOw`|rZbFl4^ef7I!la_U z98uJ;WPC7rHYojw`9naF?cAfpW8g%!E@T@NCL>8oToJUGSa9i);kB+#6PS%HcHR23 z*x{S-K5(*ZC})LtSmjCBMKr}^{nEknr3Y~JS<#e3mFLfsIN4@a&4j0~{iv3&3cqQD zO+=W>;H)>5<%dt{u96wC4(@yFkTuDVMz?X^qgTQ|iKe5l!7StFD>txxS`Gb53+1+M zmOyLgxM!}p>1}3SMUzG*ISzJx@HD;s;*uVQMGTI9U2z-&d=q}98<5wD&M88Fs4SAT zqj7|JHS7lS<~LZarVY|5)eAq1$u|g?O_o2n8Oj$Hvqt9;X;BMsZ^DTUhIYj3^l z#0yiK5bZ1X<$C+amKJ6scD||try|mYnk}x_xo=qY7P;e=iTDF@f2=X<%m47ue#pyBC~5Oy4bkCq?Jz@N8|99!9!sL*iA83w$Z7oB{+dDiH4AxsEU zl6G{F2cWUmKECt%Kt)ZQDVxrV$9cRVv{ip2qW1orhF1osKKh45qUjTb{>OMRR;ljhZi^r)$rKa;hjt`rchh{`6KrxJv{=~c2ls~_htwl{n zwAcATe&B=yrRai;^Y+i>Rv;YQRMFH z!51r5q+Ok2>|Xd(tvJZxSzLyVAQ6Rzt|`bdd%co1b96Aw%5s1uYe(i?mh#)jZR5w= zguOu~hqnyQeA==9jk@`zAbzPEULGFazcdNo-!zG?pBu{Zqh)3H+q;LYix=ZBMWfBg zt!?Y+>g{1|>&Yl0`1=`IR~Ii-1JsG%o1lO-wk|fmy8o@kuY+I8Nz234TF2Il5v9$v z9r45X>vCC7UdCUrB5gb%kda#fHRf-pb#?g| z`Tm3!>GJY13jWfX+9-4nBe$XEb4Oe2-`goW^YSx_{QetiP+kE>k>9Su`}IYTQS=Yn z7wU@;qv)UO_=OSrb18o+o%wBTjNAqeHeU9OygYm; z7?YB%gPlE!mIA0_Wfa*w++2S_lJI_qF3GySboJ12v$D4ReW{GxI_g%QPK=^|Q2O75 zHlZkl=jr8PYvqiGf;MG4eKYI*bh}D-#`5$*I1Amoo}H}I0`6BBm4PH+5}2FBTU|^N zChR1oLEZ_SXKh-~jCoo0CKilO^h}QAIVxG@O%}_F4V@}|d*v$awMhkeDdTuoZf{*r z*F5_K>t2lbpBp=k(epx+O*|cJ;=<#EJ zW+;uTJivI@m6-O6^zG3wol-F7AFn)>wGyf8y@JcJSZe-#hKO7`w+=LX3eG#Ij@^vWJq7koM}tkXN|0BJXxWpwdjboB+k7PhgV07eP` zH}UtEba?OrI<2q^c{X(ff=L5iv)d+6v_(s4k8Q%3~x2ueQZ?gCMUu51=L-jja$*(s5d%rw<9j1TH z=zYqseqZ`F&4xc33)ky+e$?{Um`ZsjC?d3Mi@q);|7}p^HxJV?{^Ti3Z4~|9zDe7! z&id`r5~z>e7Zz#sKVEL9Bf{KYZ|B?mJkbR7D~-b!!0;Fg&b%jKdR8Ov1cT4Rxxwq* zL{fB|Q#X7C1ZVwekN%o5nS$kVi#N{6?aQw<`N3s@KZh(7oC!s@64Ceh49Q0&PSvEZ zhV6iLwnJ&1d`H~OU!)-~Gx+`_hqM(YNZ~^bwxDh#pJj00!+*_53xKvCf+esKrI$w# zdna+?Un{kIimOGGH6C$L^Yu*#p%vewKW``6y|;|$(-`a@YW*KSw#{R&QA_)i0Ku4i z?9!4vr`R-kpf@3CjQsfjx@aH~@S}r()^_c|Gi+?^(Zj#!t;9%*>W<$bikBjck4FJ9 z{O(`f^(h7WuTibrB@5azrbJls{&i6_OK`4d;C^Yzamzs!0c7a4zh%;cxialHA^Oc! zZ~xW7B<_;O5LYC<|F;57pdy`n&*_*{F8$||#A%Exwk*iyn-Jt;6f4W0O#W65UFvco z0mzGfb8>4HdH;MPhWmwfHt?+DXt9aGbC@?Kd#tvf{_66e8hSb^&YlC>NM=<%8%$E9 z|Kz^eNBAr&=yDGbcP6e@=d8^QMSjmU3F_k@dK1#9J`DR8)yI|ATp?GPQ~<3T2EVPO z;t#u2_XEF$ zFhG#-W#836B)q@yy$C}%r{$fsVq9HP!o$?HJTiK#FhFOG(YVzQ2Yf0^ZES*Zs_;L_ zX*r2|xY%?uZj4aut!trk|vrd|{B zhQ`qK2wL-iBf*PjO)mQ(%irZ3C76qpN@nSG(Y^jsD>m|LVMIWYtHV0I^=grts7hcv z;cD4~i&Y4eC0vI$HOkR_jZ=L)2|V)|LmBO45j)I#1Ep+9V_hE9W4*z4Mw6Gp`IFYt zgqT$=`;TYNxtrI}mwplzU!xe(v--N{z6cMs0w(p4cr4Px|#p&jc6JSE_sBY!` z>JvA<);s9%Y<*1N)GZliXg zw^vZb9BhVsF%*&Ufn}#JD>TfYJoq_>cej}_7*htX&0ZA6D*ZVjOSU{arn7q!D%#IE zy`JMQp~S5qSrXN6swvIt{i;_dTO4J`7vDUm)PxX)>=oR?nEd4 zeUWT(Tw?GvNaV}h3{ysD(Sw{1guo&fo3>uDRZ~B3WLNKQ(N~Yi73vhmzMc zJGqNVEm5`OuepL#-3Ia5Lm%hC3cEpMP#v;oZbRcak^zt1#c#zrTDyZXeqN!Id*+cQ zorW3$LF?qiSER^nth+)jVg7612sj?WG@fA7bjTFQPuoZ0xlNpuTKXm+J1$B)qQ}G`v0)^ zmQitT&G%r_xVu9jxYIZRf;+)AXyXu^U?EsTaCd^cdvFOZA;FzMAV{zT3j~LG$o<{i z`~GLvnpv~v%gnsrdNuSp-AAhSuG&=(#K^aZeS%OyIkYJtKbJk1Y3C2T9fk#zuTRvu z^gZ!Y`<`OpI0=7~5A(D{FWrR^-fidjKSEBPuQB0#zP7c9g4r1)58kM;QAD=kXKzMz3Qty{GPnjwE}5OeHyfLfkSVO*>ir`Rvpr zCC`zBaOoH%|K9G2Cvb-Iuf7HoN5tq~q9Zo;og)@**7C8muCb0`^*jsHs;cJn_hPuNXNlhkl5M)0t+>tav7+Nh;O?{xHesHJX$`Hz?&l0mT;X&Ih7l zQi8MYF$3$vFP*NJ{#Pc;uUB7jP2m?}6uvW)|1(h_fC|%22S-g!pz9=4L}@Jy=CD8T zqm9P-1AS`d#Roan)*AiB@_B>Xc9xr+T{UcqtgnS7;-qP(L>8BS{@otIIkV4qVAkC{ zn3NbMI(hPQMpJcBk-J)N27X9JG{=V-{;~m4>Cc8iAh6Gl?LW*8gQyrn9_M~WsE(f4 z`O^9Nyjz=uUU&~yFu_X8VVN7{VZr{#__ompRKb#eh&grLdNdF0@bT@zI@hzp`kCSJ zC!ev={e5vjsBS82-!hzxYwvlwZ;P^szo_DHdgt<++^iGd%9)?P+K3k5cUWpLABw3< zEz}6;wSWTPFAfG^KlEhsAlAljx_>VbfJ$KQ`*V~X_xShBn+kAeTb%x+jR5GA;%2L* zcp`k*@za&nz?9qh+goc%B+;L5$L$yE=>=xku>bio7BT_bQb=}KmydTb9ALc`xwU&3 z3^|{|{`hn>RDxo`t($8A*M{tx1c#qOCeqOV{(QF^9@8_Ie0C_##_x}kkR_@ASrB>Z zcyZGRdkPBH>F(2KzLJtga}$9the0UM(rPTKn;@y{~j6d^9rWU@3EVUb{PH!anvx!hu<_w z1PPNfX# zJV(s`*Z0M%SzfT!$s`9qBZ5Q-DKL#g~OtZuCVoPCDfr`qJWLguG-Xg6%R zeWz-a@cP$x1t(=A!qpa+f}FKqKR)}8x2SH0f#0HE zYTY5hm$tvq`Px&Y06-i}Mi?Xs{~Qr{C>m-hdt9~1_Or6uz0Ig}OWHpN7ob*dz{v(! zr}b1(~CbyZszZNw>X`w?DFQcxgT>5ci z#qPX}7BTK_R!sj*=cr+0sA22@odMG-!k8>MB#2qty$Eu26N&8301MUqB%X;crGD6c z_&(yEy?L42jBt6U0nw1`U&gVU1hoSo+yHmwLURTn{Ui~Ixs-JM!3QEQfMBYMURv0? zEd&938^_&Eb1~}VSMUww>VN&CnRdYLI;=_Dzzjq6?_UqeLI5uD`S*9@lGcfc2I5}( zRn6HxCqRQHuk~F3=^b{S3-wDHhQ?I{yC!YUH?5G=F|9d3odp(hw_5-1_ z?;{chxvUA#LjS(nxmtg7)*`!i&XtC(CjjLWy1)53`|`(9Bc)DP6+0+#Ge44}_emnT zW6RgZdE@A-lK8B!*$Z zt6#xBOgNkwEP|P0i8Lr$e2PDxK=|kT5OYdBr5is!}HUjn%K_IrtZ^l(S@2qn@4#ZQI zWP4FB`RwKzA{yOxr<&ALI8ELI98{;Z(zw%mvEI^;Ak7c_3W)8}N>)e4Xd1sjq<&xw z`5c=&cV_6+#9hVi2sd%nu@Xoam=R146`ra%|)?mYj@$p7}t z@A9~y`^4>gQ#Zg;Ydquf<-KNSI2{af03@yQVt(%sh!N`t%dNp<2?EXvvC0fUY!wbk zPk<0{mT6jgZFc$1# zO_(p@;AYO3Uyf_*{KLYY5yCyi%ufx|Dd!xN#A*^Rf)@A>j8k+h-UYo=aG?DP(fG_1 zV(46qo})twoL|T0&Ps$AisNE-a5c|BeSv&N-{Ko8qS}- z{)O;SVH^wf^!DKB$#y2KMzi0oH!oAn>PKBejwMreUgk!`nNY01xA4Jl;{0Z*m=7$~ zm%3%jB>Ni_eJvVEovbclc{Phi^bPar?krKj9j9b4JEQ3}KnudLn^3PVwosP9noNC_ z|HMeqV3_3mVPqj)Efqu2Cx5Y0^Jc`O;(!!d;W5#*kU(F z@Yo^&)70J~sE$5Bgfef~l3UmKRS|H*#zn8cpEgW(^Zoch)IF}Zf6W{xw5&mY7I+e? z8-5m{e$&CXS=h%iO|*l?(qF?&lYd|`k%qn)s7{MLI$U9J-d+_`(XPO|H1Lu3KS1Oo#3 z6#AxX+!I73B!ch$!C5dLlr>_g>dj`5C-NrSdAW9lSB1Z*!;GDR4f<(BYWTlEc@u(j zqtcd)%5B8U`EjxP8+>-L3;Hs9){lXR0Dna>1D@LW2jM@1|6f?;3+h6_woVQ|vUF&N zdm%f-`0i8I-|iv+;e_rlLfN9qJ-%0~B>}!5Ttfs>P=+nefNkpmC2n0lgyKraQs18z zePH2NQu=3=00Y~H-#vPNf2w-#wgy8^F-8BBA%H!5`Q2JfSVZC5pGeeiM3E@7_6A=? z5QskkxvMS!wSHiERok$zChi_1xE{8q>7DQ=0rmR@6Rg)SQ^~LT3h=qpXjA{%od?5? zLnm%P9TuGZ$H+gtP!j>L%zywF>wnHH0no}oy&Z-B_~rxnx$J5_`0oP$V}$?T4U1y{ zoy?c9ew8y@q04E|^y#PLkzT!p!b7resz?c-XB)4EL~twzA_)CZv=DLt_)~KcVvhLd z>_6O4s5JNmdKl4h>?|3A3esh#kz?&hQ&R0s7>QI(PZm9`@?zw^@3511Onvs{0>{4WJK_`0n?<*Iz0x zzXKis;7WYhcAdzP^}yh5k`L&N*39(ZqyKG|{@|AXzWDD7{9j)Il7Ma?OXH<;`w+8u zpyfoI#vQ<+K6*#CTBMZP6kYFgc|yplGgCK^zMi>b ziiP7Z)S61QCHdX%n_zFd%ssbP!?9t_(WIXOpxps*jHiPgMx;DMYq5DM>xeC;$_|0_ z&FQ0lSf`_L&^;7WD6gCt`PXU8oZWEF-DyeWo*0kSr&50sKi6(JWH!B8>YK_z&$-Iy z4h5gy@>m}%xAN@j-l-COI5AKt9q&FjgjV zA(whWN3=w_u-Sewfx}+&QTWO8cDnb_a_wR^(I5yuAd$`Jfs;nflcf)*Zk+KYDBjI0P zb$>CD&*J8HT)rqiUwrS|zCFKI2ZSR-aK3Cfd~SN>hxthO+@B2Wdv$!U(vC@riEo*< z7tn22)A`GmWpp)A{gMBT%i9EuCQy^|t)T>TzS`)$e}73W5+barSBC@+MLe$i0aEr3 zGSm9f?D#;j`IQS_ug9C}nRAj+xtp`UYc>($4IMTd;2=gH-nyLsD2zEC9c{KVPGoSLb{EOF4tz z_wHwoToT}+IO);)p7FqduqFr`G!9&U;2J0ex-|f)YCL_R23xFM58khFX6R5f@zv!z zb2;xM+mKIfhl}s5@15W80@@5MGKvBM8LXJU!t(D-`$8y2`nWe$*J}H)f*w0xd=1U< zzq@?kw~8Ke!xU}z_>peK!0etH(*z`%B$avw zAdYhQWB@jkF^PQ1YgoFpMj1&r7b#FD7 zF~Jja_kCZOMnvJ7cU9I4e%%wWu%BAWx{Cop|ym~f*7GafHS=@zdYFjNP`araZX@> zDNUL_;Z}9~K|*`W!vS&0e0|Ug(B)$40n`PpB(L=8qa?~`%Btkd&qC>@Xg1pAK<9GL z`s$W-v{JOvJ0Nfp+I3;*dp4`5_32&rWzvfmXP*@D#oqvNK4u$4QVvm7Yx2%tOLqBb zrkdhp`+$3spc-;IJ*{)SKKaObzo*;PThrt2 zI3Q$D@Tkhk7hTlkazs}s72yVJ-sJ9t_y&VFgzQG=kZvT|z$znRy%>_^=)v3Yx`tAD z6K%TR$?sPZ+wWy}QS90Ee% z+gU6F?1hl-?z{HYTMj8i?z;8qGHac+2cgcC3pLLLpwhv8&Mum|Bs&qt@ASpc7X31U zha9puNu-zO4xj10S9T<_TbKw*Zn-OH0rWGt3&i&}7q?XM;HW@#yvoSyZLxb&B$btE z$6HK%iFg*Y(^m@#?h)s#H61j$2OU3Ew(bww46Bj>0YK|azAL>Ngh#5%0091wnzqSfBRpi-zqYvGQwt@-Qu ziL>)|)vbePTIUYUD-4)lJzj_mls!JaKdbStf*B31-u-F@QV#n2jTRs9wE8jCT*U4! zHvIPcN;rJOV}cp%U)pgvFMDl7Cnw$38e8ls|;JGis&49(Ux{D zHe$PgFoG$zhq0$J&L|xb{THyB>O2qvu+FVgFOMj_UqcqdDf7BLn_oHF3-QV&(&sx( z@4CM|yqa+bfjz7Pxsg-}x-ku1%u~_!@zT+kA&ji1EGCmCg|dK|mfcd{HsPs51cI&# zP}?(7kjfj6SCp6t#lD>E$ z2!{lm=y5-O*LmmRSsTkEVxHk_l&^p;$%y$9AoJ81Ox6P?UB-TwTl$oOwF?WSeo{)I zhGkJOex28AK`U^|P3so}oPJ-wfeFn39+M17t^uS~$o1lv``$YAH%uni6FhRvJkQJ6vU4Yzsf0Eke0|c9)K}uIg;Y=8U-@jVHc}6s30xkn3 z{B)o96ExaBTO;x~8@G4NHdy0m-?Qu5$bgdE+{n2H5lo?U>j(8xd^N$5T(UrvB!^Qn zLVM{w_uN{0Ps4g9%#{OHch6Mw7%D|t&z`-5-ov(b87g*@mw?W;)7HHn%Z#D<$gBtD zMdsML0-xw;KT&DrN9{1gF0(zSN+W+bp=QLv&y!FWCH$GPRFKX^w)y92A;pcJ)_uVxQO>|QEK28F0CXh z*bNAz8$$}cdN*M@oL}=Q#Qikf&XhP>rQhMm`Q+ifa#(58mh`*+yc&~Kk|^i9^EQjX zK24hA{e_tXro2$9Y1MIhq_S&=6$%Bq z&k1+iR(N-mda1tE=1|Th9uv@GEHS@87eDMpls>jZo6+TN1ESfyv=ntX<6*e4ZYH{^ zAvwLG1#r2r5g-~%H&Vr7p7nBo)52`xC)%k6(I_{W^dDT`9{R`nQf1!Zja`sGSK|8F zQ%9k259rV^83JiB@z#nn9Lo{ZeiW%hsu_Sv;vd7~zQgs%*#z@Uk0Kfnu6KE#y_oM> zmlcz_I?;gd6<7j?Rlk1Gb^F7Kwaoomd#g3}n-XVv4^hka`j1o7hawi+O&~?V!5D^` z7m|W!1J!7Crb6i%%qpvSA`oO1;UBz$d){^AMI8^@U`YL*+zx#~c7Cq^=_Bs!jUtRs zO?podUR<8K6z8jd(n{@1Gh`Ow$1H-nzie9o>*ZVyMZLF8?66Z)=)a99l2_mxmwIM{Y zpBp;8AjEV`bk+IlzE?;q)1H+vCKZf|)7V9h)A#>Jmqe zLSTXDQ^qt4XsFFSwl zZ(&>gCzbrwO|(s3T7+-5!<-wGZ#DN58f!XRk|oJaVZNavxmY4n}IbM#cr_Ou`i#WBV?sdhr3n8W<{60B_UpsYF`n_Jv1k;|) z?8m|eH8Q?7L2BKTQk7`8zGgDnTo1(&+K6g{fZWdzT#TCh+)X`0JZc<_G8AK;hr!#R z9Nn5m(UWoqAu%7}#E7U(C!QMl&$HWwpb+_FfCjS)b5p{|o0HksWVHm^q6$}A*#p=% zEh!3PU$gTLjZp$CEzh%SQ{TfP$>cvtTPQ2Uv#0qitY>6TFPeBF5N_>>vs~hP=8x!| zOW;!du?HV8(+C~t8YAki&qIk4F4_}qA4%ZFoLkhwpOEW0d%BrTV^t2jVD+lSqC=d_qoWqI8zujE zEutOSm&zJm@fum9W2D#0n^Z$GW`HQJy;V*4>0Jr9l06VrlIW3yf**=FRo+`?qTw3K zm@OreWt2@ZLMn>rM2Of8@H{Wb!fI*>3Dr%B{_vVv4f!MTX9+R>c-YpDHq}QS*Xi`3 z=t$C8-uyVLf&*|U5upqro)KFwT4BsyFPa%chGv^`CC22kV@CP4oym3jo1T5Kz2`2& zb^|C#qa`OOCR>L1+3RFz_q#hy0qI|v%5(e%N@iW@*B^4e8os#|+5n$Xt*css%r-_-wtvU0uLsAvay%sgeEO0hTEYpv_Xdo(TUe_5e)^ z8pweJ`qPTC`Zu!i2-=WMTr>&_d(Hk&S$eER1G;SVwnTTD7lo?p`f~QiQkOj>VZuAk zLL4m?1fS5eclCjXE2q{M-E?w1{#9Z<=VEi}IiKUw21;Z|@?ZnCk%4)~*IbSV`&U3q zGz-nHw_gWI&0!|Z0ud+jpxa1uXtH$M)shK$nWV;ZQ0QeDf2v)?Iz{6zlY6()N0;5j z&PFTR=TdX-rp}#F8qtEeq*u%~8T?D&1@nad+l}?obdlclkQ|u-MqiTnFmFhiN^Di3 z)Afrqln`BYxAbl}_~vwyn>z8rTO;g+Zj(dQH#alUAfb~2T-LxJ-vXb}P8G$f$qS^k z$Tc8BfL;`e&kbMLp@Wj9BENTBpS{?UGRP(5z|2&Y>*Hf!*-mya+Q*mhUJ zM>qtf#5Ch%E%nBCUj?cQeq$E0>I1th_FQY!_jhMC?JjxzI~`FPWyOVZ@mwUm9u)?S z^0@B+WqAeN5G7NT0l!O$>blU5X={tCGB1JqQ?(z~U$2;=W!YuSc10;ic8jO0+Qptu z>!`>?BUOE0k#g0-9VpLY_Z3LdH@IUz7yLzw7wlQT%(SP&u8&xA?9CKyu-$D8?}l+- zpmY!~b>VJ1c-u&%XC6w9d{Gw@5mT9bVj?;lvwHxq$YFB3r%O*GWM%ZeJpUr}iWe=V zgpRTS{QY)BuGunZTWad{TaMip&yPx^&K~M$0rQYXE%%sHQ)!Kh#c@A|@D0izZM<^l z#A6rxk@zuNm3no(=cxkH8Zng(?AaZhAhkFypV}XRiA5)xxPdemC(L7)r44I@cub6K z2E-UOMN{ZS8=NjX@>t|eH0BrOSt{ehwpY#p*-0WagN|PFn70z1Z}I0}EiHkERT`)X z@H`D$T0M8>>d5GPUG&@BcGLOneD1?kvn*uu*CzdMhWzCX3h!@g?yqXR((k6RDiXEj zraSpN2De6#8puc&Cvf+Yc%Qc7`qU|Dl2;a#aTo0C`hEtNnm17@w*`p>*|n!pnxU_; zNRp1btfG99U6Gf0U;d;0`HrLTCK^1MtO}_)*RXl1rpRTD$5NofLiK zse+;E8tuBS0CH_dj&)h=fxy=6bq}Qq z>yDLaU%f9$VYr04PB@b5j)8>Dju?oR;;Y2sq2<#3^QXokCIQLd>!yJBRY70ATB{!` zP|4EefB6(bf1s#A>8H)UvnM(2oP7Kl2W^Bh0B zc}ImLnx4x#NT%TcTWb>vQ7lt2FaYrcXODJM6MZ+)M{?h3Nj*8J?VnP4!z#*~HEP&G5v8akF~!TlnZocDDgp2kWK zI(ed%zrku8G4FF*a-@*ce^z20M?IHbn+4;d*q8Cv<0wth;#Qv5;LZ1-Sx(E#UJ;rh zQcI|Y4{IB(=HhFt-#;~eVlfrY?hMF9lq_%I`@ET+dhHm!fZ0-V2T0Rw|q{r-f%j%dF5_ni(%B+n>D$-?F=+t3FgWvv-LNEEU3?cc2rd%)}o@d7Q#Bcx)np zIma={t!tqk;&4TF%1TIg#8TI-51F5?jOUWkf&)zHO68mPEHy}0A(MXFu`GTW#n`lXx^|(UB;?6MJkx%oR^h(1*(v0<3Hg z6HdSThW=~j$h9cSHael;wNH;FslzD1r(zi0t8(h0f1&jy3zyJ__9ZY%r4ugA^l-FL z+Tl@p-e>VRUJP31#m72^pWKSQHsj@3Q1_sEo>hidbXfa(BZnq&`LEwc?~4Ffy)5#J z)dr`L4vXF0QckulE8aIt2}(oLxu9jBnxWRMuuJ^fT`AICi8;tvZcS8MK;@lMNw<1+ zi)ewmeazibX+0C&?;xjx}eb$_eEScwE^g zXLvc2(-B_bGx18A?AEbbpF;(Ngg!Sy6!19rt9tO@+um_?ONLutzr z=u7ePW?KS}i~!mfrlNv8_>nM}ghIROMq$XRe!?RJBc+dP!XdjhO#CT@EL4kZ;zesY z^+kHW8Ia#+L|+RE4+l7e=@q?Ptij$Fttu@GjaulqTNuXl<>7P@Z;cuEyFjI6S}Xk0 zS9CFnRy04;I2zxqPke@4Ef7!G{qhH5^|~j(!PD6D8C}$oWXcI7^Jl$Qwvk(5f1$;I z|8kzyZdrhPraOwlYC713nH?=9Uw|Q{9IvvA9}R#9Mytz1ck<4cl%`sB#NeIDp2S&4 zBOGzCKzWZK5yxXzCAg*4{TXa+n1;&w%FFSm36a+a85}OsUu@l3lSQNC*?c`o7z#5~ znjHajUdtYEwZ{NG5~A#E(se5BQ{bnBgTm%;r)kUdB5KfS?_BlaD_O{Sy)(?RzErn8 z{iU(-9I7|ri$?IpR}Q3!q_|)sLF*e7kzd2xn;nrlag)>(fNA7Nsr(|3Apj#h`K%7A z>@ov9J4vWOnj*IVQK|G09U1;9j+J?T9w3wN2lwAIm5Y6VNf;+qy=<7$pu-&{aI%}D z7tZ(h_bzUQmPbgb)QU#EB2CX5E1?kqGK4R@#Z{blCSJl7UHDP5RKw}E0 zV6M?yO`t8L(R(EAH2X0wG6k8HP#zyC1_Pbxv3GL{o4cwSth@+~@ zq77nu`Le!9=+qjZ^Ao)V#P!`A%Bc|fX2eq;=7=}ny4Q-Sp7LqcN%IoBlV}l8LiQ`I zl$XEfvO}d(733-i9=$FQI+f6I8P%r`xF_tC71G~W6BCzv85s%#(?0QFl@1E@4%tH( zLK7fb2KIxrUtbxHkSw_-H)4`pOGc%eXrr}VKmVf*N&vLJBdQ0pCUGbI2}K)v>;R5Y zy|`^%2)?1ZDlv~QJb_dq(IZPD=IAiD3I#)DlJD{(4y6lh0kSNu7rOB_3Nw?6O7VJT z{*NP*UVcnhXO*M!wyFSM!1D5T{Swz^yYz|=j(p)h=+A@rhy|(N#&2+i=`9imu<@zv z_$lN2UfIyzj&e579niD45i`Keqg zsE%Z_sf>M=esNR2H^g!lsCKi3)5oL@D{|@`T(zG)b-?PAo@kB8FF9bfU&$^K*2F`K zu70gShW=*Ddf?O--xtB<usoJN)Lf{3I@J+Zs7(G!|* zX7}}~L0dg8w|a75b>Ho!?S3))L`vG5@xp@3;Cb|x+;5kvzEpYu`2JHCEIPZWbYa`1?Ne7EX?FsjYOKat7d zHK~~?qErPl@19Dy?jDVa0VeH%%A59lyl1ZnRLj&WWb($e38M5*u-=c5Q0T3e8Xklm zn}BnZUCwf{X=n9F7A!&1HEsrI2W@CH5z?x=X@c@>6&z_DbiSF25uclOn*!!kDl}dC zR||+qZ7TA2s!&RG{a+$Gz!_kV{$6BDuKOQKVi2EGFin`-X0&?rXFIuR!?lUK^XPg;9S$~ zN#+&#(MKd+zt9}G7}=~+D?&m{-uy=G$KHXkYf$vgSW~pLx}1s9ckmj>&ghDnpi7!< z0kKgEm3O3wE=RkB_Hc+L9+c=rr*}$771g zh*hA)^Gf3Kcy3~_W9G~^E1BYY^c&Lq`4CA& zFR~O%tuH9^by#0JG!i@wcr*Pj{q=T?{n@9s^j{X}GnT1A{@D(NU4kK=A_nSH$r?=d zRW!v2j-NkjOhtv-@zlvV~L$;nRvkx@KLQ^C%t12D8g9$7JyN> zz{d{`v(!}ov^Xo%kA;mjm5UlH6ZkvZ%fX;yuEuYZXjo&agi5VYgf8$j#b@S~O>hC=VjLi(Kl7R*%ITT3s!AK@IR9Wh zBIFqYX*p9SSCnmN)ZI+N9LuL_yZb zR8EaOGc5CmMJL4PN{k8liR7g#Gx+j08cCka_(x@X$kPRc7jn6p2=GzsA7YTae=oVL zZQ1*cUo2Ka-6LLDE8MOwZ(555uP4gD|RIcd{=Do3S-XOl8JtT@n7 zhf5H`lf@V`T&*?L$$OBBjub|No}U`uJ5|sYQ)8?=J9s-YAJ*1;u<9Og9@3_0INcLn zNr-ZiorHuUv?=4I$J$e};!Va7_)IGa>&Y6o1_{`vY}moI>APFJ;y`Y!`aq|+Hn*$O z6?PKCUmA5Rx1Cvg7f1YI4$ zuJL(19qTeeB$EC-O&ro|oo_v;6oYOBt2^nLL&bpO z+hK{@FflbBeEDh5mcil8K9P%wS`i`e9KM)nVyDk|eN#eMPISh4lPoUFO5r`4qF(My zx5`I4t=|{wHWHs1cXR8HjPN+Z?-(*yvA#2<8J3nQtB4<^azc>Ga`ylFF(rlyJ--ON zcDEBnDa#3H~Ktq~w^NboFV@y@T8I^lW~SkVFr8?Ml+jVE)~ z7`KR?!s16)B=(Dw_79=C&D9cbJRY07mK-&?rR-BFCR8;--qfUuW}HV|ua<^bo%{@d z-*<(mblTGrK^x;B=6jgUNF>U&P}r<)#z$Hy1qSW~K4Fm*%CmA^Fh60@JdLvS`ga?k z7W9%}YHkukQ(RQrN+AU3hw;+uo5RbF%WoOP-|sP;{cS(jbNOT=KyZByUgq>ony}$A zI&wxtoD^~TqN>;K$6I&mmHVKyu%I~-hAgZl)=Tg^6V~2^1a8qz0gSW6UF_Y=BO!=@ zRVpf6bAdwq5x#z0=7s8njy){%wGBgNNe799L4diIjz*p1N?XvmKa$rrZ$-pAh!q$R zmkeNwjsZI15<$FJ=e3d)m#tl(;vTnX78^ee{X-bOGU$*&9D3Blp49V-E^+C@lPMo* zeIc?Kohu<@hJL-MN|Y8#WwhdN7KNE<;0b}p_IM22kI2dpsW4?heHV9MZ+tqi%HFz0 zX%IXST!?&W6CBPOR7I?-lgLm#$9ANLvMC~K$vV~aNGRo(W$|-d`8q@v#Ie>;orsZ| zOPn>5WL1M)y6*$e`GyJ!2InH*X=gGZUc066Y;&;~#5bKy>=HocmgvO|x{D+{{Q+Uu z+0a~^>)6lAJfSFV3^)VMF&!5&B(j%vxWliaMsx}tp3cmPM`_~$$}0Lst1@h!Mdqs0-dMO%aI(d~Gjj<9?DPSIK|&wsBM*KfzE1I>#J+D&difQGed}dhDmY zPOctFYCsjSb%kK7c7d<}_(`n#Vnjn#=(o93w(%oCsf01^BlL0;7`}b`zr+7`asF?e zoPCjY*R7Fv9S;>yK&PkJfk@(-=kJOiPn1w`8nrbzByD|6tVp0GvW-(5YgmypP<@=*zwe`sJsV-IxuP#|cUH-0^u z%5}zdswRz!C8$wrDt+~!g=+V7qJhh@juknPuWAv(KyW?C%XAa6SL=SGwc(Us_*hRm za>sc}eHT+mhz{qOi3mEm>yYs7LPMBaoyD*YLId%~LY+%t^TDVH)s6Z8DVK`wSq1@} z%3hFLj%7Xp#NzJwwr>AZ(Hq^v0*CRJVApF6mW;;l7mW|dR(mKG|5nCMJHXAp3F@`l z$qSqE=-!no9FotC-9s>76kS6oaGv4{bL)_BXbM;r@_i=c$8ofqDGo{P4OxE1kfj4W zB>Xl7HjUcv0DI8OF3{3s_hEcYOWhvLAZ8A^AD)W@DynuF3D3DO6#KM>_}PX~8}

`4{0(n+rKLKFWUtzr9_~icTB!1L7lg|=Pff^yboEk#YrOq z62rn?!B=cJyK=jv4b-A8xD%RkNR|<*FX$kRocm+cfq67OYnG=O`OlOYJrCfvHx>b~ zuidQKKDjBJSp|Q`B_9I;a8`@0Jsq?jy$is!C7(L8dqmZ>Gkt{ds*r;Se0Hr-BhPi# zhItG`ao1vbX5Toj&VTs(S+u4PSJdUc5hT#~CKKoAGag(9JxmE$b#fMQ{}aP*WJxW{ zII8I7ih&^$0R@HJsz~_In}2pAFwz`#@QOzV8dlNH6^{hjS}IHq1`sxvBVSrGh=%TV zq&y<=$*W9jC2Rt}hZ6Rg_a)c9FE!hXgPfaV+I9LrGcC?f|3YRJJEQPkMw$_$jD}&S zJcM0oruUni4(_`Q77nZzc5_VXcLmeg*h%({^ka76p*?fJs9 z1rW5M>T%@cSU$Bfnj8P#S zb{vTnN24)<8%Ki{U-Z*&_p0k{cq9*AHuV=xFy0&k&QCH$5LDwWyq*UX^t!ugS|1Y; zpz_DYg6p?V0U^u0AXJq@@HgZ(=?6^8QI&IeYfQ+k4zDh1c5T|=l+r!9&U%jS!;4Z? z{dy0J$NisU!M5s}J4qvPF6R96$TSIlc3Yh10vtSUUJF2B2vi<90FqJgjUOnHfB5a0 z4}wr$*8Y-NWf@Ya&w8*`LnXocavU++Bq*ZLKWM%JMNc6GtuVf-#1F|L_+sYkOA>;g z&IQ`X{L2PPcvs<1?UODcTXz=g*M(e~P8OhHG9SrpPut?^}4skfn)`z8djqmtg z3Hf*iRW8-Fa6Z+hl*A6zU+J-F(aXH(!ByZ0fNznJ360C3?uX8Uyh8Fk4vrL&A~UhB z#P_8|sMk2_`akOf^jfn*3EaGN2vf`_*L<(2){6!@rA`N(0)~oe?NOz1x7G~>Pafs{ zI{!I|r(LtMGm;RtQ8u7h0zAw75r#Dn?Qb4XEeK(*#5+A4AyNE ztKRj@ckC=2O@N=A!@D}=Kd-{$nQLj*ypcDJg^4Yn$rkrBKtkpiVc}(e3AmUm-1Wit zy9q7S3zwC}+g8vF`x?dRgUl+t9cJ(h8VOM?%up)(@x6r^k8g*a<+X>y++g2Nwtkml z7RDM<;gS_OcdhrIhV1GviWMGy2E3-QPzjw$;qUqP9yg-nQ$8N0ZhVu!La1))Zm)(U zY=qN-RNaf1weK~IH%+dB`CgGbp1I0k?NV7M5sNNS$L&Z3sq>fRePXs!BbNH^O*`|Z zK9yRcPHh&6mJS1ymkwDY>)n4kQgSLn)R91F_ZMk-@uCj$>lzc!VG4iZzE$qjnCrNm z^0u9!U2s~4pn8(j93{RPaHRCNnF1!H{c|LA5lt8qce5Q6kCX6SRwi6#CR4|VPXd_= zkzlze_wnpPa2$#dOPKdXwtP(#Cbm{*XW_BB_MJ$ahC<&fWML1;`RYg~%5#3!-21IP zF*NlV%wZvRQzpaWCJuvl>B5MZdxf(GKfe zJVbDJyn!mE-Ot$KF@WFBtGF8&Eu)i!nFOl<)7MRTh>ah{XGiLS`wbs%pBJSewFORN zBsO`R9$Ej{-V?vG+RfcfYH6YOtFzMuzldXM4>Eu20WEs`!c+Hp8k?mScn6OZDMsMDEyCVeIIq0W+-Q94v&$m$Ir=mv{UrSMRLLS1hrhdO?D^kryWlKw>t`NfX) zeX6{)9w9wGR^Y;JDYm2*e+}c!dhqsEB#$=+Hwh>i>$PiqVrfv0*18w#$j3CBg8%WA; zWTjZ}4;c9u5)@r2L?}h+?*kP~iK^gb!^M6!guCT(2m=?~*waTI4bTCkhFN}_rID}y5_FP>N7);|8S%PknwK~#!ho|Qq{Q0F z3&zER$m&xNo)|fyI4q2CqriKRBbdA-kESpiwoc^CN_%^-_b$G^9+S}?Hx4`qqmYyp zix_|YQyyM3$m8%5>yIJXgxcd}>GMlVcij@CB5{kG4ni0jG2dR#U`JB_{dDzTV`}q8 z7f$#07*Q6t{0!o8(h*Cu@z6AXd~@}`T9sy9Mo=e(@?$qse) z%rlAwQW2sN*4qUdY(`TpwvWkZ^E>&v_nAhVREOkTe;Di+-5jDTS=E(heh&)U#WXQ1 zd{j@_5@?Wthi*LyR;yV=d;R&pUl?z~ zM~c5kDM!M;CL!&TW{pk_S+@ui_Orb|(rvkJD1!my*_sHt!8R8po8R}9hl|kMgo;o|Ag6RvyTrQAQ`k8Q$uldDC~TOmmz_4!!dm@FRx2eL^*7r^tkIlE zuC8jj0w2bwHj|`OpW|Gk7zu~TKSau-Q5uTR(*2F#zj4zvCU;11d$ zSQR#Y?0+Z}So}&tGL?imoe|t?UC9?wMTy|?MW!OZQDVE}8a`af+o5zWqKq;3MtJPCqDu{6zBdAaC;<^=!I`PP(YbQBomJ zd9b^6KCX|~!xBK0FUY>O+G^4^yNcJ>Ir>xv27XEqh_3=Aw9K}0DG0%96n8NhI&qcThkn%iH3qqD7 zr5zD*lFrVnuiJ!pCNIbc(R$Q<_xeOr2WSM8VYawyRU)h>uZkgO=0@z=Dd_8E{31_Q z>}yA_`+a|$1E)jhzVor?bdYQ88kY%65)PUz>U(u+&_-2^$Om$M3kCK+O5DQ$BT3pL zD(?Mgr2JCqv)}Z%EL^Oa1Vt^8w;?im>MyW|hMrs2WVY1gu-r$+^6N*>UF1XBn&XV& zacVDx(W9p@mCafqNtH*P@{|D<1P@K1*gGWa0zGeY2;q3Rw)M0q_NOi3)2 zy&6uF+O;>v4hUsUa9mf3J_^6wI}ElV5n@pO?7zzAGuqjYRR7f;HBP6OP`S=)fA@pb z8)Giad)N-vb30$7no1pBC-O})VUK!x~6umYVC^1D* zA=<&GYWK?!ztc+py~+x#HVGAff!55?-R9;0vNF|42kVpylZ31dYM&(}=!Fx&H_R8ldzxh(5eS=C_=p=x6W1qd<>hI?- zV~L+aF1_>nnk$--DbzjtEDU3Z@l)Ie>OJh)j(8F)fjHo z>ItM3CoO7=-xDb;%X;57vP&v{nMMjjbI@ifNYqY+ud|&V&6kT4OH2KDQYa++^B{j4 zQs_QKLcCfi{7LJ~&HsHgg>H13%AZ{GJ{6Zdsp`h(+8F`a0;c5W@X}}fSkY^1man`R zw3|{blZ-!04n+M@6V{m`SIHvbs^=RMaWSb>Y2IYa?cwi7vwzT_d^!r{8y@4wrpM`_ z-xkFl7e~4B7X)liLD5tw7~33^5{=ECJUdR#-(`77i5$bXbYuZxr*gy~OF7$Ll|^XU z5Z@=MD^()Y#7UMfH)DmMjFFfI3X$V_}d!@*-y9pBmllaCeLZHTcI?m?;JI zSdU@s-e@)%7>b|^{;xd9~VLk z3=hVP(3`$kn-k0HxzUakxm#u92lZ4CMDlnB*ML~oS)VV6&-8}IG2>oc>b)a5;%_5YFlR}eZl!!>Hqmc!dOCdJ;v;AjnXu+bnFVE1 zngn|H>qh5)-=|S`e|~RG`@=y4%%kxUp{{4Bxu$)`^vMf4>emF^uGtL#~$EXY-9kv}Y$iod*lSgLQQp+|{YX9pmDwLfPy zi~V2+zXAM)5P+1(6xn=V04<&VNMKj-SB#~B78?Y* zNrVD`e0qbcc{^gX)xbTaY-W8o!EcRYiv1Ib+%Q zul6SaMq*m@=S5%eh2#Mlj2|~v%P#f7OU7dn^6iauh%#4FsaT)ptQ6MX$o8HjKKp3Z z8}zq9oHZHhl#JUQN=j~GS$md|O*iuR3oYn;S(d5B-aHi`Nqq6yIr zt6v^2a;fvzyxxxZyxG0aucZ!V(-WwlA*LZAXz|%?{4iEj+T@AQHbgF5o(MlvlD=2P z)0{-T45a(_Q!tFO>tO{$KYd$UFw&GKKQ0y8*NUE=@qFwM$bQMS{L6*bR7ax{5L!UuIlSM}bc+ zoR4@uCaufZFSMIwx6^z^%}JCSCi~Mtjz5XB-M#*Pt>t*MTd?0e(~XCQ%Vy+zqX}QR zwQa(1ij%}iM?c1V8YfTfBGUvErd{K4u*=q+5FH>f@XjqTsbxnv5_3FMujbqacP4aX z5`8hS_smyj*owF?w6HC8q-+GEuqagx{Vj}S-z#lU!255H89xzs!kOP3RCL3R0)&ql zcL2l2JrIaSHogXRB0r9gM$9YksA+^!#+TGgz3R}|uKYC&6s4#OR5LIIT0|zY>)W*rTx2x~sy>-VM3p6< z7$4sj1|iRXVSGPkZRyHkn8;!tLp1CE7JOV5ljO61&(3Mc_#wDW%2Vdbjkj=s6L~qz zO|{lfnrA%ni%!g4ioZrA2nTsx===n;7jSzREI6Tjx%|S2AeF6meY9|6dJMgB9pP7$##}`OzDf+Ny z{b#F|ZUEMAVA1r8vfXx1J%v^L#JMyN2Rm@^~ z^sBkqX`6ySY^ZfU=|?Wy^;3M_4B6Q={tG;uo4wc7DE@YT>j!x<5PG* zhLsmiqOpHX9s59NoLAuT6iWLJRdSnZ5h;`W=ECLY4|<)rY>p6cO0s$$LPbyZ}l-kkD03#oi@ zqxN@*8ANB*7D+E3Nr_GEx#5TXKO@%GIe83wYw~jTB4|3=od=2=W8?^IL?YX(4PY6H zCGVBD9bvv~JdYU~6tgxc)@)a$1t7=V9VNU*-gb4`U2l}4A62pXo#x~p>eI&6w-m$g zcuws%9wN8${cn8cM6E;E&)Wj>@d<*)FSy3@Qw%8E?hxlnW?@e@mun!7+JEx+Z$P6a zO|7;Y+Qz7|kr#iPsbD3hrH|HiUBPEk?ZThQzvHsaO9$E|0QT+N9c#%mw$5xP@NI3j zpj5g2gmr)g?lv2fVB{wms~xHOCKu-lS3FiT%^p|X$*)p6PmGEwuy0L5h@#YBLKm9h z$DW^~uceeg%YMC0GP6K7ble2qv z_`B#cQ{WptbgDrcM4MZt`hQusoCh8_POXe@N`svYg5|si zx&wb~1*#%z8n&awJ)ZXqTBFhz=xzgiPU*g-OB5(AzP`4(rSO<*IdLNP$+MVOT7*>W z?pjQ+(m`I%b((xf!k@u9d}MU+1v-HZNg6gqX%{RwXCQsMe=F{&9b;&Ezk4Anvk&;1 zL9^&4y(C&s6XLvTaCoG_>4sdxbfV89;%qLti1;rRNOxos^K}b?5vtkkGqU*xz)Rm> z$pb(HHoGw^?xT#Z>tW^o0!$qQ8R>?%q#Rq+yU*+MsANmND<*aAI(W_skfCVN|;m^51 z$|4sDcM(U=arw*R$NP`Lr=S=9oAOWqWVi|Y*s;S0r`GE+lS$jb3fZB|HQ^HRSuy@n zJO5*d99(*NEM>hyl8aJISi@~iHvIU^`&Lh=Me^c?_qpBr^n>sP+qQnHVCg zF4j{|i5^D5?KU#TA|~5G5oWt7H(J8z>p=272=L03m35IRMS5dqd(G+UneqO({(4H^ ziFPy0(@yQU^%U_&Y|E8%mx;uV`J~roU(mzss(P)Q|MtCV1_@qu3ZrU1)5o1Wsh3>C zU$GTtmu;BM8?T&zuKMo@JX+ftwheCRSI4`L0hTvb>vCHV2pV@ z%qbma|4HW8arMse(Z6GH60^IF)WglXc(#ae{2LfRL=m0F1UzQ7lHHM9Ls!;a$m2@7 z3(p9c#S3IT-=jEq#nb+(vG}8?kJE#vV9Fd-;}IeHAWwUZj%<`hJTc1_&Mq3 zbH|f6a&9*p;fo!@PZKtcU}2T%+^6r~zZT~YJ(9A)*s33UJ3T1ETRYM;=|zOYkXfLg zQeC=yPe8iolaU;YdV!6@CPzCSm_5MCE)zZ3P6N!&)cJPj_Tu07V_Kn3@GQ^~4kE@C z?&S~3?*{tc6j{D|i_Sf9>)5qcz6BoQdxw0c%RCTK&dhdR&Q`biD)gl*eW!L+h70$b z3Fm>F5dYnmyJY|3v(hPXQnE{XX)C%1Nr-U8tEA z0MrT-8A_R2labe1;%$3PQ>IZxvUR@CVS|eUlSr@f|w|1grxqeJt;s0eP8ia0L3KX?L*c)rnVFv&i!`*9fj|V0bgf7d;{Hr35vz z^S3jgSIPz)6)VJC_5c|q9w0O1^0VEPCF3z7&j=PI6tt={394~mY52e_8zPsD!4Fom z&Wi#vk#}k4QJ-xbN2j?ZYrS;4cb;JER$Hka8%sr$#o7&rz%$8n%zbuxZC-^txhY^g z=g#JR_sQsfu!?Q_1D&yI=H2a1qrZvZkjmPzDtPGNG65or{h0>AqXz?lc%26vZk5GG6qU!ON{NQ)AYvGN1NpY8&P|aL7kXu-W@j z>?Ip;ErBi$PeC5gmQy;MQlct(UArRp$9;qoyyt#1`f)F{r|u4F`RCIDqe{hB!LMB1 z$pOjO|4t|HyeMzaQOyW#rlOAg3d}YE>oHsjx~yehz}rxLd%invOR&whZ5}O28L;L# zAbVnIF9P&dGovXBI=Mpr0S&pXUNU3qF^Q`YXKu-Z1%PW^M>5l}?5K}_={2ojO)NO0 zfK_W{{kEg7Q_I%%>(A>#iKdSDsnn_7j4tXbcDXpAK;w!>syp5nt4tQy zr*A!@+!>Wda$DdQ)_YJF&)SR%NE;`4L z&rWzi={q3<@MaKj)sbRl91skB9fSzA?@ZjLhdtV$H13M8-*lTN{iJr=B?+F}e{Hi6 zz^FIBeUG?p40u={t{lZdJ?vYjA)ThF&E$pReG+^nA)pJOMHmu^sLf zDD$M)b3HqV#po-gy@Oua2W|giN+T^bRSC#-mqkm`;}EOsYSYztJH14|l+y{Wkp>V2 znud~4#U%JNtcGyjR! zQucK~rJLM~bR34V$0UEAR}*Dz@SQAw!WQ29*KI>3br<+b>Zukv@f)etGzcom%7GQM zoAnOuAd*6e;4hu|66jJ(W)K1RUTV2OWWf6RpubB?-+=`9ska(gdwWy>t>Gul-ANw^v|*vad}u3sYvbL2!XJ#SgO(S7fiJgp~FW(rAP zV~q@5 zWvblZZ}&IO2_1>qi*X?{1N__OdRtOHj}P(;2r?-`hU$Yi4DG2FtA5`umOFT~P@LK~ zc@wP;ubi`m+-+g}lIbm%B^>CDd0Rx6D>r*T(eVdz_;**o^L76V-V&J>2X3THH_WEU z$mJZ>OcB2SX62Rk<=rG>t^O)HeN-B95&i|(Fr zS@+8H!?#DX0xie~8P!;4GFn=z9!tuY4bN4<_q9}#guYi%VW!U|FR342T2<_i<19Nh za!t|Utz7+Jw;#OO%Sh;+BcB01O0XDLeZSzPt`>h7?3Xq^N$hgGnG<&ka`+u$o%Q2| zZv{^Bf&*=qeFYmy1-uzUIVU? zV54_Gj;<#Pv%Q7vn>wGgGOM6W#Ei)00z;~^U3pH@hF6VX9IR>-zxcKT09A*;^@j^U zlNtn2{J6`a%6s~vsY-QkZ5Fbwm_}9zLdIx+9GE)DHteOBhFokL<7eP5F}H~C8mgT6 zWNuWpObwaVYii?cvqTbP5Ug>wh~AGv2Me>AVF_!7R5fNo?N1)}FV(#FHL06xc>w_> zQ_Dpk^P$%YtXfA{lFYrK6)dRp&3#U{k(cN()~R-OZZl}#`1uv7kDo`A13BWr+*Eaj zqVe-~e~N_GBM@`NkEl`|nlP2_CKj2nrlG#h6YK78U3O?R^xPUO{6Oa8JbKZop;kRM z*D2YJqKa_sy@Dlbu zOFzF2mOHyRlBQ+N6fE$|y+PvE!dSeeM+|+;dwLB=Kr%gTqq1r0(iHC`4$kj!N)alS z;V-uRCv&@YOiMQ(n2g^fY4vFnyf26HNy@pyH7_`Z!Z|8l8Tp>pS1s;k1PM=Ii54Hg zN-LU69)uf*sr`5JB>2A1os7SP&uSYBy7m9r$RJ*S526fS4d@I0OYZFuV%&AFJf6N$ z&LLTn6$$Q1*#>~{Xb3aYg&!H^-Fa1HcH2*Q&vr)$DjKC$0CjOZ*vOGU65unG`rZLM zVo{EGA$8BC8#x%zDsIw)Rm=Z2mbHi_S(Ms7D=`stE?0D>_)*9B6<;+$B-lXmQb(!?&ZrIWJ z$lWDfkrFOdgsF5pPRNvQ_Giw|Y(G8>I>fu0u`+KkYff zvckTPZ{4LP6I(nvJ1xfPYK-oPAm4R85~a{jp;Kj#MBW|Av3cKIf@5q%r7&(K4iLOf zl9&r!?mj@+?zR1#B5EW61mh8h>{hMmmA7Dt$F4K|`oHxYr6)|*T%-@i$u;a;0sq0v z)gO0)OA1zJD4|&?ecLVQu;;#8!-MZ5y5LI~P$9hLi5@VqEDc0WzYTqR;tC8hZ)`T3 zH4)V|CB*)hupJ)UM&q{LxVVISMk}+3(C_v40$v<17_R=U;5+s+J93NlAz~c6CS;6= zsZ}a(mh#1f&Mazx`;pG91=0L;>(>_VX$`278q=xDO-}M0#Fv*+Npz0_-|cV0K^JMb z$?jo3CH{ny!SH`4Q|~feUfw;49vgmaRjl(@$txwgZ}sSLC2otF%%rBBy<8oBe784* z&Hug;V-PYSg{5hqv7nXZR?w~2JhkAJeds6L3CP#wPcFE=t|RVn=8eC<>x!svbWA=6 zrrFpBJUTnSiLN{@TwRwMBi>jMCHLy@e83gj3tD#i_iphbhnoC!a^o=^^KFy$-L$6Y z>clut_O{>5CYeH-0``f6{ux4SL2Bxpy`y-Iz^@i-aknh)q2k$ZQ4VsQJr%d10uEsxcTEKo<()mR$g(p%z$= z*B5D{i8l<=!GS;sS*5|-twkV7e!anJnkFOMa~06Xx=%8bqU z_QJ>V@uUh!qc~X2;mcI{?EGbYdtdFWt>kTtCqKBFI4L}vi)U!^W8IAKieuP*(Y*bA zkHk+o<;&@*BAt+RKE(vnffI4#eh5mZ1(_SbPjgfC>5-EGj(K>j~vc{2>Jal zr!tluBfMJ_M!V|$zOq{Qg8+x=4}{#dOzSq8R|pI(2lu;NpRf-HQcOD z#4;pbt>t`uS%lA2Wd5SHVafRBXx+A&8d3Qz*J9quVa-Mx0B^yegpjk|KRuK3H03d| z8LrBYBCb0F{|zF1^;T@m{?C8vi3h5@Olkg40uBrN#|lo*W=Q{Y0rc+-LdY%x8UR)6 z-`-!$Dw=CQM#GC*f8_NVu7%%0a_gd;L?=Kq-($5~yhLkb){JDs%r<$_UzRZQt==yg z7g{@Y3mtKZA6UWx{{Wwf6zrSM96Qe=(@Iwm&Zx$gdk~3s2Ll@UC;9$*IS+}v z{xAD$_DSLG@p1v_sc#0(6&dNsu7Pld|ToW_)FwSk$IS;wpsp5Qm*&kwL5%PNH zGKr3EtcdMepAFna`>uD(o5?O88T8o{G2G0}0LzT4#OnX$&=kbn$hbWvz%8v~S6=_L zk$Jco*iYpJ8sNKJb|6uJU_B*>jMJKnzB^wB0d{fX(XHCL-O7vG{w0GIE0jE@TYMR! zR?_?ec@_3utzFr}$W{>?HD&(T%LRJ0c6AlVq-K51+sEwj7m>A7{`$UF?(NWe6{M*6 z=?SFvLREbd$mH8@l zdOAC=nRHUYSL?{Rr_Q^%Y|8f1n2a31Bf19rW%-mm*p51lTFX+!%p-aK`8{RMj8_WW zsEWKV$30I|xh&Yk$j<*v-@8v8EW0J|0TV1V&G6-;)3}I}DijITnDbzO=i?IJi8p1ZVCMRKIF>zh@9q_6K<~u1C70#K5`ra$qG`uac3<9p86ZZj3Ge zdzW2SsGC<|WnX;>;jc%+M8NN;S7Y^%8Y!PVz$`eXvSb0PZZ>I^m zPi(a6NwrUsj4fy%^UNpX#DlWoJFN85C38{peOMltW zQ11Mq-Pg_c|FHlP9p3X#CG_+R8U-e4;anzwM9gXKZcnpgqF0erXk^Kk@?P(Tx(61H zu2=)st3aRRXcpI%mfC?VPYK?37ne|zjD;Xy(0X6X5$6Y(i|)p~%O?&s*%1tAMv~Oj@6d z>1^cNu>A&xmF;-CGnerpW5kj60>x$@^Sg@;VTMMu_?LbKm>pu`%Bi$d|9W+iDm5+i z7DKfdBsZ5G9UwZ9f0c$llT0jzaA<^k0TE^KrteNKkV3OEZ-17tTNeoyYtQeWiB zsb9p_dfw*?f7CVMlK)>knli&@M_#De?BW!i?nPkxhl@NZ&S%-SrHi-P`42pe@T9j$ zTl?1rBAd``6cQ_mw(8v%AkER+&p`o?O&Th&Km@rgK26RfgQRs*GmPdHjf)w8K?54iq>%#RG{gIlC?LAs0eW_-r-CHO);5pIzTd1Azj;8p3ojH3%mZB+1? z#lw!3%Ykve*M17NSUylljCO*=EAji4GZR|gux&3?2r`3=?aH&QDavR-#tVo#rL%z! zKVA^Gqm6vX(6^{?>3SAH95t>5&;{{wc9!baP@QQDKT#X$Y4#vfLTnNEfxSVVcJo=)k6_a1T-(^#nuLm{SYz)br<4H zbypY}UAqd*$VGn)&w$_VI1f8Cnsmc{bx9LQkUx|yv0fjp$`8N8bmG^^h=#y6LrgIm z(0*(nvFdE@AIQIgBBVi>CX0QX_C&(&Z-iv~F&BZNzJkt=G@#Bc-GCeOO~8h8Ri{LG zzGHN&ky41WC3IV1-z*G!UT__?fo`hFxp;tAcEJ-v5P;=GSzwZPp0=Vw)#A)E4(RJ? zhXo#j!YW&Xh}MHI&^~Gep4!plSfhU>=aYCVZ5^keVCPQM5VkFuRcd1QXAQPplhhfY zT9GF3Q}%C%a;0So4wYFq)H(|ybba2~mfY1MZuv%NkG8@g77$%h2jh2IUB!S3Mi2fH z-Df0J4GL`;^7jZ~+7kqpJ>h@# z`}c-pY45~UI>BS&XS~!I&LC3BwE9;&i!WE(EvdSb}}&6hKCo` zlVeenn+Tn<%G2r#$>Sn`@tbbwjX{N|tlvwiqIpGtMc>BagVP1s3Jd9;`t=x6SS{)e zIdB!)Nf+y_%JPJ}j2L|WSYRIo9M76 zadeDP-T!-!_(J{OKn~|602iSG3u5Ac`1dMRW`@HH6J{x&V0tJ>MKd%bJso4X=B-?YN z^HI7otF@{a-q-Piayab4lqFtgB@ygxuZLouGvmQEUSn~riVnbS-Zse;W@*F!8*H2R z-7)XLp-oumr!h^TpzAbBwMuo%yW_#64@(iX9gRta9>LRxn84o$^9e&If={atk;G~; zoc2}Y4|>FIp@Kv@iFQv34C&{_CWzdcURLdmrBP9Ra#(LFgw3}j-DyB78I3|mC(Xx| zY7H!0YiBq~WFQz`FW> zNnJb0TI7(IeD<5|(5lQ#!JOXHk*2zzADx0GUsxbi!HAL!YIgDZTSJ8b+G1eQ_MhsWD#x?_RvpBCU6NQo=qNR>TXErO*&IO?Y_b~k zVjZ=1mp}$t>OO5)#plTqXA%5lGd|yTTkm|#)hPFG;uV(=ryQ%1lYOYPxyC@AbEVAV zG#csl9>q6DouI`U#B`+fNo0!Qf;jFPAp%(W%s68=X+qp66Fh4$<^L{4{t$|Q+Qfwx zSpM)l^0Uwq>X*kEEjR?7^F=+xX0>?*9OKWI`v3p&`G7}EAQkM{A!Mf$E97&Yp3YWU z=}PVgcY*EUn3mgh2r4&_^E*RUQBTYqCSK1b`2mB06Ffo#GKp)o|LgnQg8_KgXVrcF zwYR=2HU`LbTYEh7^A;y|jON~2l7TcFE!t#{{=TestgFn{$$_Znrfrl)C0vZ1#{>iA zJCU1p{LDnkLWbOmc6B3XxRv3l^p{q)9_I0LU*SD%-B)8+*~eu;bi)O(&`;DMy?adw zc(O#RY>}5KKh>bNgKED&68d|dU8ZCQh0lXD0~O6jipc`bamixFmCAZ=wMQR#O5yZc z1XnL3NV$g=!DY+*t3wU$f9`TT&K)@>uxH|1MQcq+9w8YwYFP{NZV_k~i{S|KvD9p{ z0d@!_uf(48)2q2~xE7AtTgYSoI*J|>H}x>o@8B-*w3PARz7RX6k?bB$Ez8cx7GBl#^LpW)8MNE~b;TivtKVEg z)DCz>eB6vYLvD@;jDPW{2-<$1b@t!TFi>xTbREIcZsbMO(}u}e)UqP8Eg$U~QoMwy zdFkN~!tFVYX?d+0b{{RieB1sC|oIV3^taZ+s!+f8z^PuMC%aS^4>i zLeM{)xtb@^WEV#0GJoS!Wv6b9^DKr{xA1PV{)7iV1?C9YL5E80n0u#!boYbdF4lb^ z41Hk+T2Edt$l83iy9OvE74ce9N+FmX&GrPw6O4+#x1fXGm$iSYS(jh8kqae->SO+7 z1iA{4Y(@R2(0sbm4K`JWH86ae&aN0e<;TT==UM4kn4hhfQ@h|Q5~`tf^7Ksxw1f{~u(6qPScLEG~tq-xrv#h!`C&Sq@APmm^E9kp)oK0mP9!!s#w7r#3N65yVzX3&0=I0T+F>+anY?c&la zdit+fPlv~)38N8{1l?8T4cLHO)nW>HA2(awPZM&pdyEaaJsIzEc}_sxgx%F2BKplb zB%AvChmGcQ9OtElse@s~TFiB~`wj20p$1T?ba%<>F-K)vxDy5~KF|nn_-J?x5Z7kY z^4TL*jc#nvYPl}8Yf+^%aXAGr`+3sJx`Xk4WZDO*g$RzPetLC~F!+Ju8CLe`GU&y8 z4~Yp1qjxKMQ3a*q_N+Nd$_lP+&-_UokzJGc0FUCImwDv*g5s*fif0Shp7~_hvFw#t!Jq`(89=TRA8*>+84-6s7h4nP&6{)4kI< z#~Ljn_Bcw_{@i3S+hg&aQkd^It|NW?Z)<6OCE4_Jo1Av`wk!p<54j2&X$#nR>#?V{ ze>8mhl0$hI-uEk{DLk!+g+I-u=8jWL%Z7hust)DT$G;!M4{gYYSPNU_W880?zcuTJ zl2D62BF-VgBdMZH#VDEvIzZ@^je>viWfppRe+$|u-F!=ZgXqHH3I6qcjs2u~*>MxH za1?_+f!m_vK#+YbKfiABB)a~c@CuMcBaFIyhFf-rvkJY~8qGrn`&L)J=)RZ)RL2B8 zw?7+$mAU_Y2{_|Ujms3U_7J&-I^hJTe1P8PtmychEY=~e@*4SIRig%l9q3M3n&dMV z*>t-XzccO%&GAH(yafdy5wK7P$GgZMT!!b}Sx0d4_;oe6p5H0W9gQjKW&)2)Tp7q> zi$e*crP+3VAggY9F^GZOz+H!XXu3@yZs|iBqob!u3?0Y_mWxm816en-AvM77 z=qaf6zO}vhf_GE!U5-*8S(wXNYMCn;S74#0A%^buyvLJ+bo+D1V=6GIp{1@F@Jydw zviVK;v;q|gr8{yaM1pOsu6N-vxjMPKIx@-(TFM1!KrFt*ca8eRk^9qOkS^)vG3$`g zPh>fVr>HaIh{Q!&ifr01h_01cOYS?`dtKDG_Ea)CTDMOde$P-%yL1l&Vfi4$H8HiV zvjzFp_4KBm{f#ieJwEJ6yIU55{MH0WVStZ*@wLH^!~9M26O0}s2zH}E!u5gzXoJcX<*?);`(cF+CbZtUXHz~fr#tv4pfZha1Q!IKBzB8dsF;mYwz&P)XT!B6k<)ptD;4L2PtTZY)&gxgVNqI`_;W-=I=I$>U-t z*{cwxt>IC(P}9!Y;sJN??f9;6r-}z3l~)DNefgT$N7PNsH~|gE?vd5TuO^9IqefgMHq+M>$^11rb-}Fsij5$Opx%&(t_Zr)0-=_#D?Jm5|CC^G9i}M7-QZZ5l05M3A z#@seAV_woEK2e#B5Hpf)oWWtVB^HZMvY;sdQHz%}B1tZT{3%sJQaU&Q5Q8yo%a5$g zr3(r;G2PpjpR~P*q2-Uy`~)tv{wa|h`dSx$l@gsqpdVk`bw>P8PyA^Zf-S;6m_9uW z-D>M__g!~}pPX<)xcR10;VukRxs6^S_|hlZ3H!J{1s7l{|3c!za{lGde+qkI5AAu_ z6=qFr`Sy>0{3Gm!?$MBPsHbpMCz`d+);mHm`PrkAM7s+Sm4o?|cVaq`eVVTDfdn+q-(?$PGpuoce&u%V>W{q$Q=0psb8gCdtc&^T zMt<>U22jH*#R-r+Fb#S2qJl!5_!XQ1$6JPa0r({1KmS>=RA-ftpOTqQqVUA$@348u z&w?mr7ZEW^yfRX0@>)D~7kyE$7N*R~ErIjICtVOLwEmar-c2*N&p!X0W^#`^?)Y%t z`R9cdS6C^Wd+s^m-v8bk{)=t;CSVWd<9~cy_{C|zz;WEihug6~^8)N-GJpPp@Hu`a zmn#6D`%M4xv|on5=Aqd2G+fL_6#RrORzJ} z_$_9LPt;56f(7%#0^rUSZbq+p;LpVj^Qx=#2{S*Osnf|^|Fh@L34O3r%POm^idpb4 z!bvBctmDm>TYlLv4uij=|?%O7i9WLUC2-Vsf}7{f8;5BW>n(&M~M?xs{B^*3Au85(kYs9Qe8r6 z@i2&uu>~1VR@)XkHt-APj&f{Mn(bEOpdqD;EhXm$gMqNpEt5TPnLTy_dR0^wN1?Pp zEGt{%`63#F7T-F)Ogv}akykJCD#J&*5hklX=;Z)a@ra9r#TUyKi;t2jTTS`JD=sE= zXAI)=m7jt~=L{F9e`>H8{P@=4=u{gVF74otesnaJ{frAY-f%-$aitZ*mRoKi{Lzm; z8YaK}PWa2k7l#dSm;=c@h66tCzWbiAI{MG($47@3UwSF*fe+%&;%+Bu2m&=8+QH|6 zEIf?j_rLu;4v^R}48*TFE3dp#xc&CqbcoBbKmJiT_|QXeNJP)@5DvPy>>}9$w6MEp#3hA1l?exFQquz8!ALf)e_`~=BTcUxVo9~t%&pm66K8V zQ%^mKugH(WDOrnjlGu?)9w{o^t9JxWHLI4>dS!MTw2kzq6a-{6%yOvN*lTo*kGI(2 zEFB!vqd+eA8oD8`O6i76lYH&tV-K@P!pa&AamaXW-01k(j6i3Qe-uhdxG2mxbM51^ zEDD)Q>{dzn$rh~?)-BVFCj-ieF9Dn#%F;}JlZ)44^lwXlip5W{^Tl7e&&uJ?fBH*O zFNYn99ZMj8&mO%He_@nAgnjqfSL;Bj20G4;@*o&J0WwqY~aBT+=}qVQKN+a+;h){gGP=FH;uYE!B0Fb;J2g`lcF}R zTsJ*@_;9VS9){B$d5n8UIoU%hjPluj%sM8w1}0 z^vMs{F2T>L?ndGv=4)-a?`}1n&s*?%AVFy(WwO_rmwT(f zgjxFwF1R3Yd%0I$c_mzM;RTY5AGfW6W0|Y!>Z1LLNm@A#dfT*rGK|)q>_f5U+EjD$ zHdTxA7h?ZpyQmqy4bYT9uqYrzOS-ZWqSEJow#Lij zZw!13&?66>*acss*Mwt7ku#4EcjJ4u8CIpE$03Vsh^z!6eHJ8kM$e{ulYsgo@@ws_ zXHX;pmZ;d)@YQ&QPa3fd2DUn$2Zm0pM0$3Mlo*KF`O{Fb__8L#S6_-m5kY30AI8$3 zxHKT13c-h>HB;fVsCbmufXMOMkl%_GhtK-3`lk+~%Nw7Px=TvODy}2_Lvq!bu9OF| zAflt%e<}Fc8u6N`rTc2Dt(Kgo*}Z#rZSkmI9C-G22f13af7$w1r(~tJ(f`?cDTCUq z>k#>KG-?f8dF(}(UX{|-lD+kGO#3(HC@b;vw||NJQFh5vi2a2IYC(SEf<-+J0R)d!JmSl3^Fedx7p zuW-Qr2PhxcC~_GGPmz1)-FLJX>RM~96?{oY1k+8l?Sd;BX$$xq@G%S7pp#LGBVeB$ zQ(RhHnHfi;u5ytsqvV{JCB~?fKuhv_5n)AolwULFpkQT;e8MaW8HAT^o*r``pW}lj zyc%fXV%xKMu6E>iV23LZpO|#T;EQ1^o-&&!{uQG>5AT1tz_59Z@<$~oEY_fRJi{yl zZ(#I*J$i->`*kf!|Nr>U?C|=;`6L7=5jG9xfj@kkZeiOYOIM)&P5ysx5Y%{l%8##7sB!$GrZWVo40j zeul1zz$+XQyl-1rSIHGGMkNxc3Hhm9IDzb3>vw2j){(~*6 zyc%zRwJ(3uYWHSQj(cO^TMjLD01eKpEXDwpPW{ZRfcc{Vp|PZwC&kUehj_2N`U;Ls zK1*vYS?*`p$MmTup9-_E=jin5?}w+c;r^7VQ$m+6OCf$tIQWo*^x(bv>Z`+;F=N7| zmt6*WhQ{(7#ISL;iO)nh@*zW$<&zAG2JWyHmPgqU^tl@gGoQ(0XpGGZKNhzeF^FQ$ zXI9j~lITcZw-hUHeA2-mZyMN>1f0Sk;`l}$vG8bc6XjO~b6bX35;ug~lix56%lyD2 z9XN&C#J7CK;NN}k>@aGMkHxdqGt7L8 zL%+4UhGCm6EpFRue=5O7-f($nfEtfFH*ah&*`jIxV{Ci+k0Tf(fNE&k{tC4}X8#g$ zvTuWn6vIJcHY=`{f6l;DpfIvJAc_gDdHb5hr=3qf&7z@RZmPc5T z7bltf;6SYK?a^R-WXx8+_ym&62!n85@`C|4jYZ)D#|OGmn8fn6ho7=sxcr?7O1Y_{ z0_A6cShOhpXUi6X&zdc^{_nbXZn*Q#&n0hDeCaVNlj|~L7eRZ5AAnn9rr8I+?cv){ zAf?#wwXcDe>>o>6J!Sec;}FUE$=0FjiD_)hS$m-{%XppUY5yXm}xtd zj2k;HEWg~c*n@S2Fb;!Zx{Ws6IP~t_2fJB3jS!8!qH)Re=r-{6p#reErI&SoTv-&e z8Ty!w%Y7BWO!yzkYF#fSVX?#&j_(9)K$ayIX%SY@^yt6PEDqjmkv!xFRV#uo{q4IB z5FqJ%ke&nfed}4{^V(^QUp9VZ_e+A;BV6pmVTd}rNIKF1%schDb6h@E!w_E>- ztVQAr0KjVNZQy%fu>6f{UK&8#qmYPuW6!kz_VLwz z^00p*?((2NGn}@G;_*$G3d;{h3$}mkPZTTZ6XrL5d95S)Yq8la*PUUXefA0e{O3Qh;ru$- zdvr)R{j}4H%!x2f%xJ!;aH*8@b#`FEhL2+o;Edr zx@f`vsfe0a<@Oc1bv@PoL;cwAEs(Wp)P=kl{}kj+BupG1@W zhmRt&e4W{Um)~lcS4!o#j&6T-hOc&R>MQq^Lym^4Lk%PY6!Pv3ga%SBM&JhX81BC3 z9t>h1!I80BgyWC$z0iB5mBKk^pA+u50ly8;KmtWPqy+f=ZMh9dE}Kg4#GI+ znhEBXXG-EdNnu9C8vz?ADjPHrDXv&R8WD!yfq#AOe_{>jvfUEzkf#}44Tk@l< z%UBG4d}$~SKXO?FK8x@rXz?O9Ck4n4O=UD(ko?pt%NB+2pj0^txywg>=8ff8worVB z(!CJ;oPv!&jt2O))QbJf=2O4SjVQeSS>buxzohr048O@}tN$aJGr`gRF>fN1H#G8I zEIx~-)`*lCQ4#scuGq&V(SZ6^`|`UD6pbu*Do>t^)W5_{xFLrXlV7x1eW~;ju7NK_ z_@%A(=k@J*%Xn|h_?A(b)g(nb&tA)Jl)M$2r9d186G~u?PN7G)?%`G(?dr1(-}vS? z;8(7215VuHAewHKKC6T~{&|N55cl=3e?5E+es8Y&j`>kGByx$o z!S?W_V-{su-6QQ-KHgfz=TL%W`SMfR~=H?@CkS84laYw!sA%_+SN`zw3m_*Jxj&UkzM zU(bSO_TS~q$`5%Hh19WF5utq>(dvGh>(~XQp(T_jhE{ZnFB9z=Nz6_i2X}1hOd}7U-O;8e_ zpRpm${%e3J>I|2NZ*)k64;|x~{8vnVFf15c%m;&4fc)Z+>_%6R{3=r%z8;XSpF;7I zdL;t|;&TA#xPH$QpTkZTiHLfENkT~Q)Ry$0%3FPWaYmsfZ|nFOHK=AAm$o%fi}p_( zs}r-uslxTr!+p%#wSO$kMj)eWt)Wo+n}cugB3d!~2kL@>%x(3*w&hP-enIxH2A_W& zr+*>a#oJ$1>%Tns87gJXvHX%75Nwj?Bw}M5>uSzKn-&rQV1>^ezhxL}|mW1++;XS=+SeMv}6z}A_}oN!*SpV8j2^)#bMW-dW0W+yO#r4x;Oq+ zzU!4zB@|FDU-_w&lJGeY6mX&V6i$pL<crv0pY4*2A)F!Ji7g0UMtdm|4;KezS(b4 zAnS$Le-evYDIT8`D4D>kX8(!TTK!j7|Mf4w)x8=+*)NTOZ`oB^J%Tcn>}c%ZXeGYJ zlL1@LN?y#k&6v3WAFD0QFc%F1bFerr8koi$G{8=8=FC`*c0?|EM4~->SaGqy*$$RN zAvu)efE526UsfMNNiIIfFk>hr7NJK07LK00@R3*lkvRt+WNh@Kbc3+GL~!|Cw|V1J zk0{RvvEX3vDRU>DKc9n7IdkRL!;OVmLhP~}B8)llX{nwGNz_-&!}=l|^;al5FvTmke?H1YCqIKq4*S#W#|$W=ZkN}Sf#H2!tf(-JME8r zb?(ge({Sx+fPH|y$r=!C2f}JgR;NnK>3_)Dj{e(ge}wb;r{C=*8&*sBW)EWBBTv)* zZ=Ig;pr8(z_HD^8dFYFt0`W~Dj$di{fkQS6uz$Jon?6~q)UDCNU9KMFuf6tH-TE(w z{9fPXzc;LE`E^<~inQA@436lAoUwWmo6V5nNbFrS8Zby2?2-omXlOIe9~zcBro~&N zpyx)r_{jjnOT~LW_{K!aRWbN1t#Vm>`tc~#&4_xcgSq@3);$k=>e1jVvmRg;5lKa) zeB_t4&v4KV{$l)WNN|I*%=zN$p_73sM1C850=Fo9xzQ({e_NjWi z@qwu22)N50dViuINd!zB{YW$W!%UXnmK|Wq3W;2b8EvYCab*PKIOpKc6Tin~>&g|x zCypH1hARc%W3pz`B)mryfvY)W+J=e*zZiw%`9^3ANqk_?B9@{WU|I+F{Zmgb?zyztxtXFNEaJ z^oqA2U!L+) zX#BZu6AB(-!tk2pk>AtV{#Xcj1>p-Q62Z;M<%7=`PS3CUFA(3_AVDJ)dMN^27QeHn zTT63U1#;$%X9rQsVb5CVU>GPvLdBW0yhMQrlWKEBO- z3IYXEy7aZDf6d|(Hx{E;E?@ca;fx+DCL)R!hR^JT@?yf~rCogD!s!cbf)^ma6=Z4Q z7J|grRpqb$1e2Am zKWiWk6I)G^Eio#s;4{BI@+#2&8a8<-4PT6cw@TVS$FQH;qlR#k?Cdf5Jb(CeO4gN0 z{~}o}`6Y1_BFf*uhXxAJf3xvTRA)JEjTzr^Xt4umXplsM;Et9>Qvw#5d|aXU#Ad<* zrGo{&_1MFkpI#v&Z6fddKna7WMW82}6LA<)IAYr4K1pmDpLvlbVXXjsvYvHC;b-I* z^D*pnjeEQDfhL*QIh*8T{(SK5=Tqc`{%HL95~05C^xBXgY8Q$Mcz#AjmlwY0Ef8Pr zplJEQnfT?$h!P@i`KcQ<5L^q@f2L&N_y!!gjXdWmKMPs)cqQd8zw|`Lqch}|@m-gm zcS*S4efQmA?AWnkzy0-}+WgIR>P`#K@q2(3n)kv5Jx;ud+y?E&a#FkznQ1|B|-c0zR>5AIJjp zVFBu_jXW@dt=7899rxE z8n$JM85hE%ox|ZGs|pk0NxVm6N5i4crwAHgTinYm>Cd+?Ju@DiEInm^8)UqYMg@LNWNR=BnbWqKd13S8duN3Xoro(Mz_CZ+$#AwI$$o z>#etjYp=N`Y_-)^;oyT03GcuE|J%C`Kr4!?eQ58|1;K)f6dO_m5e2M>y(PwO)EH|L zjY)n@F&Y(HVyv-8lW2@xqb6!>XzZd`P{e`_Py`!-NN@Xp-#IgT_dVWwcjvyl7arMx zcXxJn=6rL`oH=`Tc4qdA8eGkuJzH+P@kY7fh8yIKH{OV^{S#lE{P^RKr9+1f>iEVN z5|QHe&w8dkA*GYQk$2@%_J3_&<~3zD6G;+K8l|M^j0MGd?mL6`Oono zfdKhuY5#J^SGBQ;{$N#_w*lUs)HXoY*{E;)(|CcBrcgoE19l@P2?EZ9 zqf{YQKR&MTVtgkcSQtJ_BpE267Gm||`=Xk|ofP6GFP{fTje>V(ar|pyO8%8k4q1={ zWT@^WX{F)cHG#=L9N!lB0IUT3*imOywekV@j?dEYfy3aNM5F2C&w5(>nVduL4G$DN zu0N*2XN9T7rQj3DgB8cm()cSA75w@8-*1w0&OKL0a}PiKFrh=644pc4lB=)2TDI6? z3v@l#8IXZ8=-IQUY`*#Cve#aFC5sf|Y)BNb_O!SrFo%j;f80qSURwM6x`o;wj~izH zXhV{EP(Urjl=4c&Kb_w|`=_l*Zovo{D#8A)-0e>W$(YxJ;{Cra1664CLTu%0fAZ@3 ziB_(_b9(+sBb$&XRWzm<+1 zI~qRgrIm~1n_1t;YPiY9Ng8uMtgB;0w|m1`5WWfvM1ZwS<->ZDNE-f8h$^DBr+;Bsg@YV!*{PD+S_BY?i zzwf_aTC`}PW$(D-4teM8x8;*hrpUeb-6un~7%cC+J5lD&ohu_o>>y7)^^|m5yPJ*_ zfAGQkGMLxjen;lbpD#OXzr8&D%(JrYy6Z^m)~)5kk3N(whioZtj(<}YEnY0!Y`2X( z`}DK2-g@gv%T_I9(xk~U9HZ5*jT~&1BM)$@0xNvt#^^rmheBw=OsXe`FDVY3={?sqe{{ z7b0oXuC;vh;Uw8|%PrCVZ_2!R)@IM3&DKGiwW)5SZ8mJ^Ryq|%+idIM^6YcZOZWA< zON*8*W%A@nGJN=OdG(c7(U+FVkgc`^?J?4$M-Q#rWVG3~+ioK-zWAc*93QTzmpyy- zmc>gK$<$9imF>3M9v^>tR$8@cB?H0h*q2|C-W&9m`E%#X^v|ZpJhy4vR{CN34%=j- z4L6c+=gfgzr$Y}R(Gql-=9Y@GhPd=$_*4wpN zpFVx%%NbwDS6^D2JoU_zxR+U*z3JNQ^XZ?-L6rc9m;y_p^3ud&7&(i!dk{(BQ;(B^~XgAd=AZ)eX@ zogn_2Ypf}&p$_kV@Bto92g^kCvpMKz9=}_+Zql|b+T_EJ&}Li7gb8oT!i5WE+ikX$ zXP8#)YaHcpl-T`I$d4U^}ddrrD{?+zQEX3UU%_SpvptzDdlMtjPX zDYDg8TP-&qZqlSla>kiw$}KnFtagQVGu}*{6liRC2XWz7=g*Soo|%U;`$RCG#yJm; z8#C!_GpYfUj?a*ZVoGE8UE9c6C!3?_=_LUasvi8SZ<-^w+&)Kd;A#W|@cR#_lD}Ns z1(3Cv(MlB3YU59vHVv;+hrzgalzsNzNB(fZAC$s^`SYX?ZUU=!>4MRtL2|_vSIU|& z1ewQT`Gqh{UwaPiqo=Fu8?mr z{+qXGCeJ^-b^#)erNiHDpXst>u{C=r{!Q0*k&Sz|iVU z`9JN~9pyVawM7#r3)Doful;}W+nMtEYYR;~P@L*a>@@g?9NboZel#A6RNqk|0RQ}} zzL5tWn5#&{Qt70`AHH=Px#X^2>;k)kCk6RCwY@x6#}O?Jo3mRxVd%~I;`)$ z`>u={HEKE5PCohnFe*G!?P2YUhaYyB90R#<4sbH;x8Htp&%O6Ru51wmZ4`?ZPA$=2 zDklHhr3>c;ig66Y8nVB{I`-tR;7FpMARc0WIV0`5E4#{OnQ(#{lfT(t|7&vNugWZ-|63gj zb;|Lf&l$-7&_fTE+i$IWU>Zzy7!w)}PD~HH= z=ba~a-g&2d`Q?|g#~ypc*H1d>Bu%Ho#Kj$T1?$3gqo=*oeSLjKXaDTfoG$*dE;>rZ zBRjo1zev_g9PQOC_~Cyfazrgji@ltGny3-Gj69weuNKM>!@j_#^g{6AFcz?ss+||X zKmYgV%Yg?TfG5rga{C>0UKLp#-EFqsTE<}k%@cSSVP~ywRi#hAM;&{N(mvww!|}8_ zRO1R0W2M7aIZ_r0nWg35n8PnI@fVCwp;Kff;A?v+U@7=0NK6F|#W%U?ZWw|1b?Sdg z{@M1(8tZH*zTc;qwI`kQ{JZ>4Cw-r(3%`aE5u=F*jxu>$Hg@b-88m2+azr~>GpIys zCb_c(7(q&o2K!7LDe|(^v>GI=|EuI(yR&ySrv0rIO<`-ae_SCS;nA@4H^lz2hTi_V zzM)1z<3tU^uO$C9rcQ<0fAS30l)IQ$$`OI*ahgVI_CL*pA8izWvU0S4CFQ>=@ZXG6 z_A(0jRELZNOR{um4~HZ5gCG1r=dIECO**&C^N)Z0L*B-#x|Vn?^ZfJA<2Bh>>Dslc zj)pw=;Dc)9`HH3PfLlNMzB&N(wD8}~kvrM(;gHZocxO!Gn!(D@lKAXuXJa}_95k8W zX!?v=p>+5xuRf70n;PFSqxl2yzryRIE%Ew`fg}h{e2%`ax#pT?H^Ffmyq3A*%By7B zv`=N5VZ-Hbf4f0n2aXuABb?^9OeUW7l=uYFPw6J)l%9VULR+ArlI@t5e`OU7s1Gl} z_`X0mz7r@|M-4*po#uJ;QuvR{1mMRS?|{SbncEb?UYI$V1>naca}D7`309>SavZ(> zKHjX{cH3>*7cacbbWQDe+kbrNN1*8C@9JK_M}nr+;vWXg@}N4tzCOXx(5m91 z$r~4o-Tyq4r|0YE=oQG8iT?sYFtd{AABEP0_}9j@hA#VW?)a8nqy>T>eDERW2W_hf z8*jX^eDMDJg^P&In>SBdw`r|TFE4QZ&j*-4^T{WlU_RAMIpBZ;WY(-%atOBXIq|1I z)v|LiZ-}d&IZ85p`ZRrYI2`ku#$c{l*DhV9Q>WE1H|Hbii@8SAKAna+Jl_bffAz&A zIAq}u<9ZBOP4LiDET9XwR%^b zd$h@>eZcqUIzMV_)a3=#rDMkqvVM>CJI`LzrizO}pv8FQXi&mO&X{u1Y7%|#o2fgAExm^;R;m}bms2|LGan#@w`6bBgP zH2m`udXGHvsLJrg7sp`QO9$!Mvj_N^fcbhGKwmIt3|K?A8YZv4`ieAf(HwKm24NKK zWm&r$r%0@+_TP=$B<;+d5K>xmuitGho0#S+sBgxNQxG8z^x8Lhz?gp91;|b*|i&TM!G|R$*Va zL4yY3A@CJh2lK|Ns;e*`ZHjER*#P-)(uXqV+j*D+HcV!HP2B>|Ds4A6Jth8v1+(Sx zCtilgm&oRW2FuHk=Q@}RT2)=G^8yDB+zfNoCJFo7*1#Gw=0)kedM86 z_)l+tC|~v@l|Jej^X%hV>88d%TFliyS$&Pi?T-wV(myA@rh?DvW)*VBH!I14E<3Lu zvC(7Pn+u>3Cu6$61ry%bbMeLl4?LiYBIq<9|Dzx2QdsbZjm z&TXcigxU4X8Pp@?MBG~VlmTgxr&cYigbOO#v~Hu5>=$G4Nr(2}8~nGbs={KImWX#m zU8^vCL~f^-~NI{7;DKTmt3X}?d#*;kmHX(UjFo_%jE-1;{U}jeu4S8 zkz97!WwPt8yJ6M&+48`H|Ivy2y?b*}%3@gzzB&SH7#2yi0#7aBD09I?YdB;}mqxMy z9N@NX+NneO$!ANz$O8N+N6vt!V598LJT`b{Kx2KK-Oi*S3mJ=P!aT_JGsfu5CNnY8bFUmk(*fhoUa6 zxkyLUDQ(-Xy|k+SN^uPl7qlJI;dkx2Hs-Ka3myD+*rRnQM(X+6pY1#x3x%rDo_s)~ zv&{uPtF6`vI!!(6ARRic0Vv>b17ti=h2U3Lx0Rt=4q;_YhR~yG@XgR|owdPtd&7dB zwa0@M+g|k$dbY-zZGpwPhewwoc%%rGcs;Y zmd0_asV)ok&F5wV7tVb~qok#@zafTWp$xAZPECB~N#YmsFlNfc2!bZy$KhLIWAQy< z*3{P*aZi@X2nBv|(kT8xNoj%)$S27DYfT!94;~ZvMv{VMVkP*`@f#<9?F80rW&X__ z-!cm{Np6D;HqdDd-}~P8FnaioaCLGr(21Qte}ODmus~N8Gta*J?yC+ir#mq4M$sBK zU3=Am=KWCl7V9?Omq9Pkd(?%SofO2^mdbh%RT-^}<$5sut@fNIE? zK`FVlkFDSwJIc}#?V*y#oG7~w`zvuNRL9cvw+{KYfrDFJ?VK%N+#UT?8=g|%e2Cz5 z8<#EM`*G0@Yrz|eCr})pddY{hHlW2ozI^dc9f9S<$Ps%|^>tz1W-a0DL#O%R!WH8o z_|2QOfJ58Sldqv?bh>$g4{tsL+rx8Jg@=%4GGEWt=MBK;yfv<xvT@>w1r;X$CWs$%9>9+yFDlo^c3G&?3nzux^NVPw4BLABD#vESqdrGR0roU;ab#OyOWkN2L@@J zc!ppI?0yI^UiLKS)9c3Pp0a9Uov{nSXMGI|zaU=;l9Y=qdq*#2r)@J^EJ7tk568itwtHF+(Ek1TN?i$z+${#h0j zA|%UdLRx%SeeF~%mCpXLZoK~(V-AO?j0WSQn3AFtdEYYvmE%9hZ>;<|sE}329p9`Z z3%Z=A_taBQ>Y_EyQ{$XahGUL7R`{sYeto6=%BC$npZ6kVx&uN#s&DU2);b8J-lJu%$W_(s54+%Wu)K3O97Jv=YAp{yAR@zuDlpjRfWo`qklf9KVj z%h3n7ceq*%Kk4v&l}XcN%%W-ePl^$gJTW~M$0wdI5{l3Kyeq1Xs2I}YQ=XKoZqbye zK`Q=%McvSPmx7OyTI)c3r;y5aIKH(fck3uT*rnrN0rjWQQuX1R&K64KvHB%I%i?-Z zoXJbrJ3a9QjrgmL)IaZiYM;@c7{()beBV1$+doH%5T@lk;>5$GvcD)3D_C4LM11YC z$?B2e!hx&EN=g3zY2v4u@%QZc}6`}nEabIKKC)tD&&rD zR+4pe`KrG5*M_=xU#|u#zf@E^aIV|Pkt1s-$LIEX*USg)g7qzLDO@&hFr0C2u1+7X zse6M16icnDa|rbmg=mO4XVMuYW^*Nsus1L$OVw-$pIIY5x`9Y2zSnzV5JlP1s6%Z4 z|NTizaKdhUvk1FM2mU5KUpGYuo`h}%5u=2*Z4$M+yQzJ?QmPdQmB0BL#9 z<$Kr^{Ij6)$R8zQl=z#5f9A2guC+q&34y{?2d#uc>yM*Zzx|?!xHdOSmy`xNNk3b{Ks20p=>BV1#D7zPPXeT42oyE6h8vASQ&6>FW;o6@%!E1Jkx`KXf`@4*JSd^h;e3q>g|Kx*} z1z#!cpXXnjO9gAvwO-KF_@}HL|H_bWwo1u=6~MQKrx42?bS$szRC9uvOMrcfj+)v) zHKc@eno{FHqsl&r4u?X#q(+vpm_C6R789zw71YEgVO@mRpe5~27C zVATx9FN{9&>t12_G{DBZ35azM;a~IO$52D?m1Fx+5r^Zm1xvwqciln-Lhu2o*_Go! ze9D?ZWo}gTJO#cMQI9(u-}CF?L-2L(rB;%9!HTBGCyqKmEU*2|5vqfK_Srn7lR$HI zE?jHYIGFA7>O^XkKNk|$C4YXvMgs~g!@||Yi^@zq6PDh0w$FZ`)Bu`#@b(NBiB^mfpu4jIk8oQf5^;QEXOZZ{#n|; z-0`I)XoA7-5@GjU*Q1@G@>WVyX+;=OYeGhG;%~T`?wHri`eS+Us~wjHOke5Zj0rxA zD^?tzHyBThg>aG79We@>vSK76^yU#3Meb+^el$fNPYO)uFOF_4#d~~;`N_2 z8o)Q*XQn(9lYlJ(M5B8BLjmi$NMOXtnV%cxr+m3n&h2;Lt57bTdj|LH)l0wP$n_XE zV#~HoE1`_jK3cjyueE%ayj@?S|4=m*( z$2UPZJ<~&4`BUdI3c2H(kzlhXt2cdgD(zg}7(q|;Mx3-xP%;fX;=12wQd8j*>MR7F z@EU&9U2)E$jb<_3uHdj-&?KK;7rvjN-UxhOvoL&AhM@%fW#k{h^B;n*H;8zlS2(@` ztM^y}zEzr__zUA-7osRQi(1*#{G*7f0E?-y3c!yseFVpp`1;0!#Q+|PuV|>R?;c)U zmfkS`>TED$qW`7FSAar&8^Xt$pge>~0L@mv{R1IfKl|)aa@uL9$rDdJA?Kfae%$_N zo^__2ckVg5h2%NsoGov?^R|rGeuV75-~RH>+wbVeFLyNAfByq&d_r2=U4M*zG5nJ4 zFO|;YBxDkd@5*Yq67@d;Z&mX3s!RSQ*k8^9W=L&+8p8J-jCshfQclal25Oz{mUZ%1Ynt>x#L?VK~|g$l*|Gn`fRMHZk$ciw5Kzb3h8^jW~X6+w&Fj1 z3@)tKIP)SOX;>LOXj!k@E{h(Rr;x*vYU8W%C=uUNj~xtyFv!A1#OmVTW#$c|6ntM? zaohujOEbQ4QWyWgE7XR0Lh%VwkhVdj#7Ab6zm_7Q0Q^LmP<$PgA{fyF`PVvXQN~H=6CV-UK)(HUj`Z!@S6+PSCAlA8&+I>- zzwVv>hd*8*598w_C!c(>)kKLJ0gWQH7{1{J+Fv|~*SJx8uu||@b5q<#>ObiyF^%{t z)#RU-Aaq;|zW|1_)1&#ZB9#f$TwUWq{V*6%gpL3r%C!02DL&)Zzx#CKb$eM z<>N2YeQ8I;pX$+0>ciI&5M=R1Lh$L(7=$k!ijP|9_H5z!isb7Z#6Ri`CTZ{K^atU4 zDS37S@rlV$3cgm@iWh{H79YTbHhl`iXF-z{EAA?gIBK*3`K$gazSrlJ_-rHm(>EuC zR>e$<&sw1X4yEAxj#dnxY%kaMTov;}Z3$R=FxA=;!t-sa?PU4;4;UbijUFxY=FgYz zJ-Xvdh@Z(EIKch-_LqkrdRV4TovOR<+;GEyYE>xXUzpzOF;UX|D1 z7;nTtSCv42iLVI_;%k*OpVwEloLVMUb6<63gv61@NE6UQx}(EXeGI{GjQ(3StiRTS z&x@#Zko_}Kj=1ruNwHv(xOUwOL#62QHPrqE`De^O>r#jQ<@i)*Yv?rgub>R&jpdGS zdF5F#YJAPhuWK<_|MJR2#jN`nToNtG)=1vF&F5Q2e+yS~v)wxax?pLI|u<2);s_1=aFAPsKlh$T#sQ z(?ERIQcLT>#aRPHi{TrlVTa=rgrPKimMj_H7v?btpDoG~rn@2dMAE(h0@`0#SVJ2A znFj#}wn-3vj8hz+H*=f2YH;~)LlQ8-YU?=}TYpKGiR98tE|ER<+*7xhy!)=ZWX$s~ z$fPNg@m0smW$(TAlBb@2QtrWLlfU@v3pw_}s99IYx|Ky~`&{_F{VT9Hs zEI+ryVK<;I>1#7wQzL;9Q9oCbhSV3~kvW-*>FmKw(nVu>4V_qNI;yVVa`;*bE2NQE zol&JqLdEg10U9#85Qwk030H4Y2*GE5V@Da~X?p&NsUaauoTtL4tRXLzv+^5=4;=4k zg9Fcm)}|PKp~~U-{AwEESn*JN7H~yfmBa9pWkc{)#wc8H98iCp>z>4nHY9&utfOoy zd{)?nnvM$+YvEHD@(?D0xr%e=!D~=tivy6 ze~dQj#0dTx?0-tLH2FJj^pHLOsHoNz{3u)Q#8o24hj<_olMRG|NYeiLZ3vyX%6dq6 z7GbLNcj;R*&CWjb-qn%i^=O>||<7~wjxEW5+3 z3m?Q?9v$llz+a|#2_^&Z)fpon1P{e`IEt)Zkt2`-pSL~cc5DXWqf|T!Ln5L0bmmyD zBz!Gp_0~2G!FQPEK{`ERUwPK@taTv13dn%8v}-HIi^;#>sUUAKzF`u>R_U9} zQ}M4{^2hjPtUi2wRY|{O;tRhvL18Cx2)o<95K7;Iy|#5upnkI5Wxk+anO-}~9l=<&D3#jrZm;ADxT8ESk zR*xY7vIwhrITTIVH+ST%P)~8E$#E7`YyckYnl{~_@llr|VtR<5p4YMuE$N=qOSKjf z*m!mbJzJ0f^BtY0Bw&uL=*z^XeB7x`Lhc}beH<7DEwTO{ty4K90vRPs)@rDAyDg7f zoDrsee0FslXkh7Wj)#Uh#y^q3io4CQa z9_yoOXT|t4o4lHI!a;{E^Vig#KC+2j#~9{~$fM|m(_TKB{1&DbJMbWcE7;|0=V*fv zOpfr}U7K@hYKtcXt#_Jc`1e->Bj(u~LjgMmrL!Bk7x!@r;9$748?afCQsI3eiMvtn zY9fXW+nPDN(GkSg&C|9Lz04;V==HD-Fu05K|9G$Om|VtUU>cELtAEcI4<&y4D_7yp z8S%q~U9R%mfJ`ombk5Ugb%|!1gYf;nmt^fsDx~G!kbYIIO^NNabClp{BD!o3@IlCcp@iY-Z+2c0@;? z=5GxCyR&TR?Bf9uAPd`6-HSoX$1gDAGQOlf>8;gKG-`@s@@kQbJ(gKt5UC(sOim^e zGQfyG{%h|Krl&7OW~{vG50_fG0jDBbeU;ol>v12axf=4+cnR}8))2#CXiWMogJ)pO zz;?!1cWmcj`Hv9S+$lga2{Ed?*I$)pd_KrZ!tDF>{WFA=j_&1%2JTwQ>!KI)!1XH* z(t4yPu5_9;H-dL&gD{;ymStkiGZ8MyyYi~y1Q@z|d>KZ0>Z>-;E@pKB$iVvcI?^(! zj|wgKTQ6E@TJ6BU<*O4^^mm!9HEX(}$z9MU1f5aaQZTg1^5#V4WA2x>g9}VrzCv)9 zTU=5e!}@zZohIO(sj&NP$$k2xRVC)9{A82Miq|J#El?)H^J;{FT^KvOls{l6dFQXm zd1zbwXhC1c=K>m?PC^#SM$uOW$qWzQhEs_45UjS@tVTZ#v@MqWBbt%B<@z<8W0?o4 z05&RP2b<`CAaV@hK(Ot=%OOOx8~o8gnTuhIOnq(zC*)(+@A|XbZONSzUSGS504Q<+NrKZI=@7r>Sf`Q-U(@y=$tUsfDnl z0aQoiB;9_J0}m$1Qx;vN^ZNcg$8_lSwyXUe<|KKl8OGHFjScpG3;Nm0`?$HA3=Z_j zABZ=YfVsymUj_B%3vBtU@wcN_R|m@?D*o@Jmz1*hj6(LL-d$Mv4d_)pa({Q9ftTh1 zW2=oKjzfWBnBDFa;x0;Fh#L9~6K~K1$BFu=Vxf!dEULI?lCY=D#iWV?MX8@9MX_%Zfz@>}D}+p&C+U@y66=f`L^B+f z7E1gwaQ@LCCsW(w`L_$Y;O~tniatNtO5G<3vpg7o&S}O96@3S_!D!8Wnk_mT^!(`K zQb=hga&|Kn*lMl*u2@50OIP_m!;oJnQ7g_w2_}4^Lz?Lcq87wWMn~j#QGKC9!|5MS zOgRU1nz}p_`OuOu(J$_3z0G_BjFq=rQrq$Ft?X~CrP}60OtB;T7O-c!D>c^B_xLM7 zy;8lHldF>?d!Z!hicC7n?gXP{PG5f_C9K7g{UGtYWI^gw>&lmg*`t&Cn+gwrJ7<+sGmq6#6b&Zc)|8be6- z6W2oMjP_r!lQrXhZ9;Il1iBOS~Qp#Mw06)QZEN(&0& z7^#u|)i`I)R+jtz%V?IgDgY>1D1qOtw5CK$=|8=$5)BIlU}lr^-s-jKW-LJWT{ z3oBM(L@ye^AUDnfU#K)i-o>9Rb_!lYhJ_9OLoXB+bx-aZ>BMPd!FMzvq}GtG-s2x7 zD5VkE800C4cqNQGNlX9q$uBX4g8i(%O8E`%pu`K-Y)ud9;m^=;O8VLd$Zb!7#^}0g zk%~fO#09D8^1y6_&M!mHa`_rha0XEVz`$eglaAIz0!9q-c z%x9k=f!RnZFeLX!ubIUN0UBAO+StkrGCTEb1X752n)4;7+zsUmwJym=e@*^K{Z95u z)#;SZ0jrRf>r&)OCoMUe)(VoNV%muDlJ}mc2PK9B0j^Ine{TCvu_ZTWU+cjiE86Xc zyp`XZzPNObiNW_8oZ!PFP)F>@#|wH1)D}KTyyguw*O)V=0mPeKf>#-F$&X7`+w;EJ za3E%igXxo(0JG60M~>Lu%=Osrz|VdPQKE^9b>8* z7#R1(7ApSYmN66DotS0oEYKH+m0>yg%#Jzo0PFi|c{(lj55{=!gju3QAC}0$GmZxb zd@=SH*N++c&eTI$ut4&Dqe2{TW?|^hs}!6SOJ+=CWB1676irGG#Z*s1y|wn}$o1)n z`lmeD%%b{|-hxGjGNQ2k^k*i33csQ8X+yfC32u$RGJJnVAI~garUJ-z#a5!4n-0F} z3R@;WP)?E}=H>Ucl1(Chp9+iKWS2BRO1UcXd5!DtZ95sgOp(CovwoY;9ybu9TgPh= zJ25Nxaa>cNlk3m#9vw}1gPk~I5hxmE$bYqi)sYFK%E7IdL$R?-fg%t4t1X0(pS*uHFTjntM?)_0dVk` zLlX8m_0LBW@&Yj#yt54htCbyk`w(-CmoIL*Zqm)Z>f~$LZD@%l3CN>mp89SOimT;o zCBe=H;Foit5e!@g_H1`p>&0FklZTM^NftioP*H+f_1WvUx_Dj|j zf@kASFNpHR$E%d_ttdotv!*u4pV6!kyrE3XdJYCH3#QV67C6iP;w7y#Ah@%?O4{?q z+R&lCk-yg`9&~tUnvxcpAjDO5Lfg=0jo3_fF``(R6=wN6gMc|bl4bn}!M@;ljsIQs z57La;cyCi)nO%1oC8>Bf5Vi`mqxuJwa_LkYzqt#S33lY*fMUKS3sXg(_^QN^k@b9d zZ0oxw(9@iieXjpE{2aXT^MZ;m$8XO+OT?*;!Dkf%4q%SV>L)SkF}a?aJ#O0vug z2^f_vB_m8v4Uq3=nT>mdR?ULcCeB0sL%{ne<_u2`u_YH_$)k&DyI%#0@l3m66T$a) zLwjn>9XD2K==V$R0@=Ni7YKTn88ej6g8dZkIIB~I#vUCtm|HeQK*z+Ed2h^eX{B@J6X~C~1|(`G-mkP1)ag!55+J!y;PO zGF}PFIDcz`RC#o#DCjgCcE_UlNeYIVbU*JIQcdCoi#&pmID8@X-0D63o=EoF5u=f0 zx>6l%@NvAX&6@+@FRtuTh%&<9-%j*~yq>^@W7l7VdxRjGx^b~JyAv3FyKy$8s_Ps3AcS7?qLef8ct1TaZN{a>)u23AN3Bv*iL|&_Gj^aqPXT2`Z0xLh}q|oDssMCYv1aXnUk1;CvGZyGj7! zK~<^vEx*>?ei)dmvpciV%9nI5<&E(CaFyk-iuXRsexbDO`(f*~+*Cyy_cKeiFSn5{ zAy@hRb=#1&^@u5e^0(L7^9jB;qqA;VkL6Aw)o}8pQ*2&A?&d3rRJ$wDR zPUwI#)_sWwztum@nb6{=YG-sm&B z-nl(h*mOS!TojT48{aupWX9w#k})`NC-K0j^>vPGez%~vJ(~C3)1k@^0M1D5qki@gt5>FfUlwJ+Jd0U@$Z8R< z(M{&km7%^&n8~9Vm;6!z3N3YUyKM;sjnO9IMe6S~SN$D~n2dxk@(7H)RVy36-xe<$ zu7u7nd&2D>V(*>Rn{WIQ>hWT7eL+@mHVZ9s!d1onBzI<>YXT4PmSUyLjJ!EZ5DxtI zfniN}F!o$XmXsmMtzyrO{?(KhohMcR*8?tD(5I5$Sgx=N@!~E*3NG z#$h3%x+kZZsS$~Xo$`Im1v)>1@L{D$b&3Hd~{eH7AjLdj4E7n=Y8-E|G9A%blsWm1a zs9(r{?Ql>0ZDj3^t|fXi5{JX;iqDOmvW!Y0d1x8Uih%~6uyauGof(ID;M&V?>t$|t zk&lU17Td7yDiOcPemx8KK>(9wDHsnUD?UtQcfE?2fe+F|#MrHF_ie%}KNY?!g-~1i zN9-|IKFS$^BI~tN94)kTw{&mRVxWJ99JHO$2I$G?c%2EiBb0+(#tym~@|R;LCn&zb z?T_g|Y`|;NMxpENE9sNO^KogN#U`h)n=yf*@6CU>sZnPMQ>9vF0ZxZ8@Zovm&GO=4 zE?_@8RGc8o?fkv9^u^bnlfOZ-H``0@f^F?D{eGCxdzYQGooh?(7KGVvk7j+5V~)2T z)XueA5E|X;Uur2CNgrz1o3=ZfD)GYIZ*pt)Ww9Adz*Qy$i}0cQFDA^G=DsXel%^afP|8I2sKTjgSF@WFNPaK!44ra+Ew51Bb^Kw$9eppjzoZS^Jq)cW2E~j`{YAr- z)i8~LuCvmP+r>(u;9e|R5fASLr?RAPXPtCu=b6&5t<<*>PFbw&M3{eOT?g0yCRaU< z%WmgW=;4czmU35)BdqRG$(sJO?vtMV4L75p-?Fd3Xud6Rs!!(+qWkO)`(f7k=8My@ zZBzVyt(cRxG$T=xe6f%Hh9bi@AHeCJth4(#Ywc3x`Ja0byjx7>WTM&}kcU`Y2h4y- z(r}-xKT(C+%q=XuGR`LpFqkv%Y51Q8dhmKhthp`rn)4fR)nw$eluhzlRs==-w(1WC z%bYcc1)@=gv1qf93E$&Mf!kdlruJ`c$0l+*49Fsp=bfZ&y+uzNT5lRF94z zSoxyGlrz~%QCcJ%s>_r;_yC#PC2cX;(1f%;CHDT}=!a{=egxU6=G!bZTf^c`r;Isx zjkS^^$}_EthQ>fd=gMQE2WBST74)Q56{I_gP4$>Aexi{@A z_^QwZ$!(Kd{Xih*XE>XDV1!f^sZiavu5lw=>gy4ITpDy+F|B!Nm0jAulk@wic}06% zc1NZ^5WZKoSrA5?zJlQ={S{4m4pKiMiLHQ6mc$&ko%6$gK$tUR->)b&4K$=|Kzw9s z%DaBPv``C~Sc3mdlD0|>ZZh}mr>p}w>fca&5vPD@>-AgP3)GiNXc~(dVN$Li!?XIG z(VpJAgDuzCU69va$ph1;&3`_$Kc;!!{ak;Y_|LoY4%Fho(^BWNWu)}5S>|Of`>^qS5VrrLwgFqJQM{FT6mVL;6{i$nB0wd4i&Sqz+UAQq#Y(|rC%!d(LrSJju1`h{=FfrBE6uiBmrDRcO1qMA~0Aas$F+J7=mvJ$5QlK`3 zFcACU1>=@FfY0B|4EyM-UbEPvZsTImW9Ej9B>(L(rF*i|Cd{!y*Ef#3+@%Z5=_*pL zNn0;oZq$nD24yruUe#}_j6Qr4-HS6KQoL2sqZzS!mi0-VZA)7O&`KRz|X4X5I(ZmzH;N1crUxXTfAn#TX)ORu8D{!dY_fJ1>$o?T#9MrvuAr!}ouDseyqRKZ9m|#69+u zZRh3IA^k*B=k{=WiV8v>mKHd5Q&d=3rA|BdcgI%$Db9=U z?COhV(@gK47}Q!7HqyQOoI5qivcWHGiba4!*(X2BzL~3lUOF;?`X6CqlzfYLtc2g5 zUxd)e^ikxb$p3-yjRtrCbkm3VekDQDq{w_)FMg2!x6$f}Ty2$a)ws-~9!}mRjb;ly zo4p%jN9=|+pw(KMDF2a=a!>($$%UtFLTHUJAmUN1et6oL7mnRBjrIVi68;dVspzay z1Uq8<91Qh@4-xySfAq3<{E2GiSNz6WmI0x=D+_OorBWWnb!IA7b$v&|Y}pGx$|nP1 zJStH-)l%&{f(}#24;NQhbIE-$#=n|dsh1gXI+JX){@WobbasDT`<=>9M}en!n9sDK z`?vM^meN;Z8VR*r`SIGIlY8RlWReEd_MTEdoXYZm={kDC!E5Q&h0FF-a&c`l4-|oXd3q?^kU1LT?~sEUYY4AuKQP2R%jQB zu9VtE0GM+~ZuQ=_{ung0nr}qZc3Ec@m@ph3}n0A@`LH{pNJA;oZq%)uPmxI%9q50(Bot z=L<%^o?C(QJwB!YbBrJ0oPf-CeE=gYLCu#aw4^OoFmaN@;~w$V<>u9FfHo!zBCq)Y z_)2K?_hx=>wS?S}0z)cV0o?zDsKvnab0rdJv~zp+8{&0~o22@5M6Np1Oa8I~W9|*| zRG}0R6k;gn%G8fg==aO}s>Z6{PYBW7qAgRWS}{+ask}ICeBhjglmEl``zb4xX58SI ze}e3Fw^sX|*Jx0Dr()~#QoobGbwKxbU=Dz@y~&dBEIMqQvz+>F)-3Ty)set3Dzkvl znJ@Jal0G+*3K!U%oM~~D;rq%uc8xpM$Fe5zr2oLZN~gs{AQ)qMF`pvo6H=oc103c< zn;q}NLjK1zQKI5x29mYVql z#-$E;TY-qWt;70>-)W7@N@t;u_!DuN{1t-l4?qVwC5v0-0aA4|JcML4;+kQH5|avB ziaB)A&W8r?s*;9z3PDpV_gE6Y^p!8Hj>mRI~Fb#~wavE%=g zUqBz5Am*kW79Z++03ra}&j(MfAME1qkG+o21-BDYE07;nmS1Sd!kYv3e`jzVKL_g? zwY@(-6)h)cZhN^{so@V?pG}v;orMx->YHP~uF4ola)&2{+w~v6xybti!4vp)w)^i9 zWMVH6XUxke{XSLpdYL>hWL%4C+TZ){&^(pzzC6EfcgOg$_Sg5T*zHxM1NXjCja+t; z<~FbL?L4s20VS4q4#uMSTlOLB$}vmO*#bH6cSTm)58y$H{c3x?_4Y*xRPH=?h>YDZ)}c<503Ca zJ4>a_8Q#xZBOdf0NTJhWraO?0d)-0Y$nBCvc>((g5rh73rb>u1^p!{eMSjX(@adBq z$!!t&yHS0wQx@EjJ%^lU#LMW9kC{3mJPz7~J%dj=uZN73nv(%KwV`%DY?Pc6#_9LR zw=DJr=%VNR=XnvLoVnzM1wkVux(r!T4}k@5$!)X2w$dF#|JwSy*2!66Xt^K237+?0&X5)uIBV&P2 zL0O0$VN)`0(YS{Fyb1wOqjibk9*bb;oP)+#@zzv7&J!oR^Z`s1Q{u}ee~kP}lc=|k z#q*_s{GXj_p^M$jM&Id*c`!L zPjMP_;F1f9w->9AF;96&_zh9k7t2~55PRK#eAsU+NwY#X&GkSAD?ebe#dBrd2@j^v zo@(=a`=EEuEat>6y;U6zuharI3@Eo8nGF9dv1Myb*i(g8YYS{q* zRs1Ii1*dMkT6FfM@W(WYK;NMtBiFUMT(rn@#pSA&%mzsCTGoO*C^?-!;$DfomNs)q zWPEW{JkI(lBo5_;P!mHc0Nr!H-A@VnT(6!7Yuu^IjlJcmQRGHfMe6W;0=iqG0}Mp= zpxxwvRC)f&;@`;}%S zQt)Vo{r9hXTzf=5vR0zLtb1ptbOmxEYsVjcId#V5NZw5*fat@H zUCn>WSK0{SW~KTZCJ3UI!%eRLXXQ+@Q}i2%g`RFUwz7ImJH&53?Q=Oi znv)Z}3^{iPX2y7ewx+Nv<%0?y%HUQCEj7Cftk~ocmFbLr5!LiRpU0)QYVK$HaK1A( z7ld)MXuH;n?eS%4*MT#m$9d~FTm5N8@k5Hvwu%yuK+0pjpFwa0C9~Ax^1Bj7ss{#* z@8WKB{k1~plntghG^s}DCmJ(?^50Ztdo(*Q5iK>1&VIM~Vw)L}-&FO^f=^S?fwsxP z>0wm>;-z&A6<-Ml3enm->-jaMD}1hJ1atK~2Sj{JcgOgC4;TVFJgvYpndLJZvHA7m zNDX#do(nt_S#yhL381c2PjcxiyboxqEnSyN8%MLHL0>lLKxTaAH43I{zEn;ErVS=- z28{~$R24MO`ffUiU`{4w!SJYy-39%!%;)lDsi&8^j}$Gs+*l9~2rc6plS|6a^}u?` zLOC&U!;+v_uxGJX8q4+(pG9;(`8=HihL~{K(Z1g7<1=jThg*-Jzf5g;aw8JYsq=L* zE(0%KbnYm8GW6$nEQND|Qdi{e8Wb!RcL!EFYR@hiKn{lW{6Ah;v}lb2gOt|u>FNjj zVyn(_2xv0V2-Q$gNh0Z@tsnx_MgeZ@^W7aV{?+g1PuPS7FMkmL`^~oE%B5s3zqK=4 zU>NbCSe8X|IG?_zS+R5Ikt>PkO_tU^%~Cvk+cM32XFP?d``z?!$JZ)+zn(r)blx7N z^-pU_=M4#NbRwixWNztlq}<+k%>?PJ1FRSO+tJFfoe76PWp3zAq94yp1kQUwxDiIo zBa@%TfiBtSmvi-BZR@F|-qm9voAhY;^eybnP77m@hQ@}K<9oqbzXJH*2i%6dhp#|v z^XSIopf?rMV+sjU({x)@dIO2A`#AekIZ}kMZL4E*hnak-F03O(T7gVl+O@wLi|4=O zja1PVrAPe{A}!jo;a;zpR;bz^Zwz9Ztct1-BX@wMMI&DzfI3}yf}-^buJ7)5xzzh6U$FYK-{|S-{)fX^n~yU z?j)HR)XLW|PZ@doWZpMO+GzzjCj`sb{szxaaQrHJmnLtVAU?QK_ZcMR{7f?u8o;yr zeEo3gg2uEUpFia9pPObe_yqlA`Yy>blQWY~m!YT+h2L@i{Bjqg*jc{tj@d4z53yJ# zv-qkUv}%G{7?|yAh;Xx|EIgSsdYzwLEYBNpw1H~l1Jtn|&oKS~@b8mMwp9~Fd8t*V z=XXnzi)csT`R2-{?)SVQK^Apf17&WLu$q%`1YJiV4meO3`weesyxxhK6?z`~(RS~E zRo9ywZ=8xj_uoZXU~CI!A*?GLi3aTDPa_-Na(sf0*`~!S6=MTMf)i-6Q%Ul3$zsQ6 zhxR-dkQBBvY6aM4#APwqtcdAQ^8)!9a=obxM+BKau+P_ii{4 z2oC!xH%6pQFN!;7);CahxURg~sucK28bQ@4m<7*MH>-WTHM_S(N$2e`Lm;#v_SUEM z2GYjckIN*rPd(uE7-7t&D_Y@9qS^U7lgBMWy*2b2En+{M6lr$gAplrfv^Ul$@-!lsp8F+0CB+whP_-Hmpl6LiY2Wg-XVccw zdR@3BI`+;LvqOk2Zb`nB%Yc;5dwOuYx+96@M<;MyEqB7Qh#45)(ulrGWum|9yUG@G zrDIaKcH;e30I!0y`r~1|U9n^SZnxSQcem#it;o@*O!Hi7?Fad6QYHH_*H3?g2z%sK z256r??O$qjnjNKCsRids&w6*;_L^}6t8(|LNor&jd(D{G(t3RmS`UuIxow(vP6%14 zK>@_7*+g%<4Z=ggpJkPRahxpWyg9j0DUu-fb^H%ls6hV3{;b)E{bir>)0|b%o&slZ zahzC%NY%P4wj}g(w=yLUYZX`U9=Q6mLg)HHw?^c@e%FV~Lqn(ery+At2&B=s>JV|Z z5wSD$3ks6|+Eu8IluB(T47$6TMRq8dy=ga3R-E^?@UHKigkNYMcd}9-+VyMv z)Rpi2x3e5JfiFe|z*ug|tNwzpTVa{89)(i+$g>=f9RnG$1m0(3y6 z=f8RS-JeO^tT*X>ZHi7U^pw98@0yex1TOu`<>dx(@aaR}$Mt!)K{Kyahjbvf`nd-g z6r9wJc2Q$m9mF!H3ci@cQm0Q^v9mY5p_@R%m-kIv-JqmHcJ`IGa4^5=MF`ZrRoTKQ zgjtaVN8Ecyn+iNO8dR)mdw$N_M-2kAnAu>k2qnWZnS7bILp*zEoNJ%`>36wCDND8Ogk`vs zOm7)m%qALTEnd3L}J5LBAJ8z;~Kp38GruEFA9W^J^ zY-sub=p5CC5r84*5w1LD->*R?y}fJ8D)VtbeFo%`LVJ%Gl#idT`)rkwfwyF=Lhn{% zjfE=`I?ZSu(~g&4G>)n5WHU0l3uMJsC^CZ#XXT<5BkA_GWLTb3RjST^XYal8e-~LR z>J$#GRq==(!8Z(}qDuHJF=z(E3**oFJ1u{^TkNR0D{zGTi1CoM<8@q(cN#pZIZkxH zUMS~ukBu1JM^?}mIXQ=yJvgY>0^BKVhlAAl8PYEzAF+i9zKLzx56IWL?MCF0mpPCY zlDG6H^09V|#}3&-?L}XCzQ7?p+$5dc6&%f%m+$@Q9zFq8=^(YEbp#`{5wh3F$x{yZ;-I>+jT^GvLp|Oe&W>EL8ozGrL#_e<+vmpG2 zW$^0315#o2mx=}z#Nq6(=)r#jb}EX)`-4PXyjnv9OO%d?UEPHaJI=L-rt1bI%hz#f z90Pq;AI6h49mGE0w=k+=7bNoeMcc>EI<&b94EaV`Lhdi=oVH~Cr7UlVfzSG>**ex@ zPcbqa0shx8emw)(ro=j zIqpuO^^{JN6SSQE)&xvB-WRuqzH08;^TBoFn*mU1_r1VifZ>O6YVqQoWiyFKSsKU) zYRm3})AOy)>!$=N+jff=dtM7A8T$vYS0T=%k>u6W4cupJ3sZH5^m}Ky(z-JUOnt%iMd8 z@B|;!O?@vMVqEcZG9xcmQhhK@>r)GaSBKdHe9iPdj|Z);B+>-p-Q%pQ>ROB>Sh^oeSYLgJBnD>MJ#-Io{qr_lrU?yCD_6-(%0NWM$;)!L~0o7~d zJF-2<=N_pKkc z@Od(@B#868C%L)&DP9iOX{ZOR!aOM#b*rD#PD_38x?)cZ^b#%ePnvS9+ zXUy669x{S{hY=gT0Rn5c@o)qDq5VE|vqx2eDHp9;EZ6&TKsz&eh(}q*4{RL$wj9hs zB!{qCV8~b94u^DHW%zNzc&IJ>lY-rzk1Tq4(&l4H*2T`P-Fhah0O`r0t@dwvxf2dQ zBPpCX{6to@X*W|;nvy|e8yOf066<)3)>{>>Qr-SzrEGU^q&od0o@J`A;4*m>NaZj% ztrF(OMAW_ahqkN}_zK-TF&^>|rc#4%4`j#qS#n3^+lp#q0(8f)W#4Oy+oZw_P%t*} zX7)PaP{6I#Ux{JDjBPcC`t32h@n&zkUNiE|kN3nR!KN}JksflXaBC01T|;PGJ!%a2 z1GLt%Gc-<0J(fKO@fj7Qip*V_uKxxeaDI{YJ2rny^k|dImfvpsSdzhURa*-A;L$;H zNzkei#fjjX#cRxr2%7EgN3Q&SBaT9awcZ?XxRws4$yPJw zo2>b^^K);orgP@`7cILCTu79)TwyAY^K9qX@IM{mPAq#}JYKDs=N)us9YSw3I;SSE zgRkPtw(M90yaq-0S5~NuJ@WW=$ZUQT=ID-0(n)yeh8s_lHuc8@-z}}EkUxF(OU7LH z1>;EHFdqiL%Bv=Fm8}A$dp5ACTz&M$^oZ!T`P5U8*IEB$jdh=pg-`UP;Vh8NB88h9 z6dvLo{HCm`x4QkXNN8)F)5bIR;ln#ky{oMsJF;<2e{pT5_q3DcJBK{$=-_!Jfg0mQzooI`G-H$d>aF=FMW@N?6uG#N9r!G zKtovd3@_^g^8eT^qtIi~UdQ|(Y43_KV(_Kc@y(94-Nm!~)FIE#{-cJeR>U6B6C&pH>W)wAS^slo)sT<_27H-GEHlb&j{;(6V9#aB%Ug|^B+y(cCUxVBNE_)x@+C4bLY92?f-V+Pa zV{h$p+V34Pu3Y5$uSc!kwD&sszKOV;JE?XjsZrBok-)rbrbij=7=gB``b1uBtd?H^ z=pbJAScno15d)XWt8$_8iVAK{gIAB*C4T}9==~Xn$EUlC1ln5?ho^nqx1WTobr;nn zJ9ctZrc)klpYN-&OGUcb_I)pXUdH?3sBuon{*z9qyc7!I2yCFDYZBSliOBppx|VnC zO4B@k+!&0eU8fP*4#vl|biVl=!ZRgFFqHJsxw_TJkI{4B~*F2Gt6w(o_1X3ocE8`4$%Ji?0CW)=+dxnoSxZe zKWZUT<6+utGD=1rlkS|j!%r862<8hidm_7%Q0<#6OtdpIN~<0q-2cFWGd zQ4TuXcrD9w_$D7&gW)Mj99?;LCZ(}s->W|SIO7q$1T^l^Q1W@AL~}y1^qaA$7Z8eN zgA(Vt>M2;zU8a2X?`_8)zY3K$8md@5ynOAVc%mvRE3w7t|Li^C>0q}Arc5k0O_f(= zN{*39zNw2&@jIlgI)7T?t zC$wX1NhFHz4E`GBF4k&`*Ys_Kt_kNJgj}cg0+zB4O`oASnbJK?xxKlH&%b}I9^p|o zJw{YhjOn&&oYu$9f&2jQQ+2YszgADb<-EHtAt=3Z6;q1exw_=@d);tECv zRJraku*`rlV3bvoQwe)~QGy(Dotn*rL09S@gKJhXabcEsc$M$w2I8>qxClVF_O$*F zcR~qb%N_9bIbDZ8D6b}i+#*tEwb^}zVqQwAbtKsbZB!G>>$vA&A$)nH6zkuP%^ZD) zwV(KHh3DrKwC9P$d-au|G3ddPuw7AVD0%?|c#+g{Kc#Lp(8ytVdCod-3=9=vKeEq0 zYD!Bv-5RZ;&Vd^u1pVjpLY{#dA^<2IG1Z5AgF16_l|5TI_c+D)Pi9}i#*!`id#(yY zJoecos2Pqz${uHnORi_%!(Xp=sF9~X=z6&c^7URLmUrn^R`f6x+9F`9B&GIvekw{$ zZF&}C>G4^VuaY@9hi!;nTyW*xt`Vt9V11}T8@T`S0ae{icZ3j9ij>;hjux?ow`@=Z zNF2(>mY&KT1+g(EfK%>xw4l`^uEj+^_W4T>0?L>e?v{e5Bi-0BVEfT;!kMZxN*4QK z1_|WD3=5uvNo^*{p!N^Pt-W)dh}zgiXv)ar+!UTLEQ!V*NOuSn)=E?6z7kB@^&-u1 z)p=F+dQso?`O)*g(YqNqtt83N(s}}<2k~z`u7Jg$MG!x{4Rw3)?_7~ywDLuL3UAJx zKhYe1{`)2I&m4EuEIo5SP3uNHsaz6+=UOH4rgUZZH|}|Eq293AV2&vP)@^EdojFiy zuWWB!=n$_6B!7wYOnRF>JtEdOC%>m-?sxA?+C{XZlzvT{Fgb4vYx(|lFrw59k5LhH zm+}yHB@f6zmuXlGtFN-&;q03)cXt!^wE`SmlhsPKFX^+y*G`*7Y|Jh0r}`${krTLg zUth)NES{2CUfy*dg|#$NUyE*rmRDigKQ1$KYu$Q#vpxd7NMoX|K@vdo5FyFHlYDAT zguo3o@r)AKyX6BO%dd5a;hU(CM|p1{!e(V?kMQ^y z0m<2q?z~LQvQj)IYpDdV2%CaGW%pZ5(1yF^5%J1yCmeINvF@YM(^kv1qMmaIB-kiX z$`uMi2gA!o1gPWpy(_=>)%Y?{(|S7(Rbl3s%`zUFjU>Fd46*1{hzzd6^scNAoyA@> zpIHJTG9|a?Z7-BwEz{qagDKc6gQ6veNAGveR@wER>b!mhkAoV#MXjaP;nmgVd0WDq z)IToyy8_(!NvE>h(tPJlDuHEFo}1QLUWs0juyXWA)TB5gT=w(3Q4wF#0EQBU!v{$PEDOPDfX7OChP@Pr1&~l6>}VNL0x`YS@+G_6w^`L zQuU;DBqLSN+U%q~EM#Pn>5TBPd{*$)g2UidNbxfAtG`i5(`R=WcvbBduu~Mri7!Y@ z^DQCX3bu+qWfJkp)`rCm3(cS?gbzGtUdvb2T3EK8-8>bzQU3tz?3TIwT-<#jXms_2 zClLGmHVuSXKgqIpc-%HptvfSzk-g>fq>kv2*L-av$hB2xn;3%V`#ivM(5)TSPk5`5 zbjJXv-1%y%ZEECOK-$epTjj<0Rh$+^RO!=Q{`J_{+{yg!$LEXYPA2^u@npdoIvhOR zxD}huT^cq!CTnC?X4V*X;R43{JpPMMwN-ygSuK6r{Xwp6aJS?zE!S4B{X6rJ7?6(> zj55VaGKem1jtq$#`h}A$_=Sx$(c5fD_l{+R})? zH9x&RC|e+PyIOS6(KYS9vt@-1U{A9*17qH-tyo5G_}w&y;4^BDTnyqnsy0#-BMUL!nmRvwRQ7Pef*~nKKW0<@XJ>$ zc)zPw-2z-==fD2N3qM=~kQbFW(sw5Q?<4+6jE>1@Hgf*o z>WQf11JS2D*xA+6#gst|2spk!De+aGt0eyQtW>@PWNBI@*i;I|MPou zOf5ak){Q0hY(A*Ze^o|-&nw3Qym|&U0jU30@9DFU>zw@~SF%@AidR2$d9Nf%on`T)cPh z0Y3iyyP16uq5Qpjzu!}meXrv)vx~b(qT9%#KL_Z~8+v={o&+pDmJMpQLrSc!Xe#n$nHrSlUwUopL3-n}X>t&}<#*qG`m-hC;vqW@fAvHeQJ2%09T%XRC? zRuDvSx03%`!|ewhXXmoLq0WK08isX~ce0P}{qFt8>;C`%;j=NGwSUb`*#D759Uek+ z2Vm<9o&Vr))2fPymxQW^egbE(yL#}{FRfSqpZjZALU?t_#yai;$I9G zKmvIG-I{-=@BO>tf1&-KkNpenKWg87>%Y+ce}LX!n*jDpMNc3jV=@q*F;tL=N;@dm z@Mbkc$AqhZm=Vl8oN;NKqsGai8z=)OX8p4K+TQl=6Tehgyi#AQmI;V@AlUb!%UfFP zVMN+PrltGLa4nN+L)1hYW=`uEzj-r3I(f;}ou_#sg9>-{%rhze%&sK9PxOl;sj*#s zN1OA6oJ@(~w{V0Ac@4~)T9j&>IyCy15&r_gzX}6Nu#c2I9+ctYd(N_O@r{_JMoJC$ z#fpXZrM6|j3 zx@OYv2U!Xho%$J%;g4ku>>e^I{@T}H!2NYLDbeF~wRFhwocWa;)9uCW(N3OE_#x_d z70+~gRw2il%7R*^m^bZl(u&bl`?={{$I<|dfmXNItq zL)%1;*UN8Y+QEmhL5e(;i)6c;KHzfelaR`Ju)7jJh^pyv@Y7#M_LoWgM8b(_E~mr& zk`|C@1PX^A(>?}~y#Mm&1-}3*_$|3|gym{650{6GuCuQs*K=fla5l1N!y|qt`Ov^g!^k(%rLfjfZqt zBlva$bHjf1!jfrD=5`h@3ssXV9K=}&S?Al%QlJlbi;saSH8@0|8`O&M8FO_y*9`eD z&sW~xN*B+#Tcy8#tlbmxukr!%Pim-msiTdXJ;<4;UVKaL3n2gsX3J|a(Xb+ywxfw7 z-Ck+3av6UU6fw2hm1fQ&3yoj6QQLTQ zCGi5o@bU^oWp{B=5OkpTU&AI~))AZDi*?kbK`})>;*&p>=gg7YI%K%EjPthJLYH22 z48p7gRPrCbU`@_l@{JJdFER4Af(xTHfjuPwq(b_GVOGvmQZB+s3_{7MwDeXI| zI@J(5nm6EAG4^GnJx;JIjl4;T5xTIuW^s{23bg(cAQY(6v%EKk;%d4eStY!hAVVl6 z>)5xA_g$lpY&ji%k6wR$k@cJI+Hbm?<(kk)jMnk7&gYk(k<3rPUGL^DdZU`Ybu2L) zGsQ+)MG2b>(gtFY#bu9b_{0~%-g5qdJ3@fdyu64gsk~Zy{IKe<4bV}{B1m4u$sWx* z!ljjFLZW&P$C$wDz2C-qbjw#{T8_>QwcX0qj4rO)=j)3iRP;ma_9Hegz|v|DnbJ)5US6hnD+y5- z3axg{P0X`eaH}7Mb`x?8@7Zi_btAMWDSgo2KcW+IFG1#8v+@1D&*$P~SGc|Ak&rC9n4g3w* zGp1B$twT3A5dp_k?Z4#03h)T$q5~yia5t_HVk#@lpYsrc^ctoMSR;-Upw9`MHK+@<0FV|Cc(b8)Herm zc=;iUHk;7VD9dyG;5U?sDx%M8s#8&%8ciJcxdcTWAk**BaS}T(vQwZl zP6F1d-eVWe15I-tp|&l zm(Uq4m5{VJHqzkaU*0g2gs~~5%^2{C5zI1dXbGtayNO#C z{hL_vVWVY^e9f{n^!-&}Z*ov~Ujztvi#y)h{YtN$N|F%?Vzb@y6aQg;nJhcT6RcOd68um{muH}BG$BOHU^D=rcm>0y000NykwS zZUF%kw|f{8rl(p3jfo|lG`7zTosE0(24hu7ga$2ta`3s^CYBohg?DpIbagY$@+QN! zy4xmRD{SwPGiW*m=)!9NK5EU}F;vZvwcvV{bAEe>xLH#2@h3$AwZa)AZPKWLxWPEu zX#CK=*b+hcCfWRV{*B^S3xHi+H67uv2Zu`>gpZXbVkmi?;cM6Z?Yph{Yf<9~@g;lL{D#CojT_2g3~c9b35{YqL{_M!g!{?CIIPSH`C}-YZIPN{339ZGJ}>utXq%+1%fE5tjqm+^4^q z7D=vVkhEemHU2(HQ9I9r6?TD<4XW%;2CcL7m}UCrw5DA*@Uv+UeOLxA3oO}KqQ#}q zT~cs*1@aHf&#Jsc?zZf2^8Q!<)WtTSJ-3lHDj_e4A)rbQ5+Ke3#b%2=h|bb?R; z+Z`dU&XFjE_Z#Vy?ZDU<$F0~BPxh@qz~%K{vu_VqSX!#BbzSuaNQISWoYGYBA{O(c zRO$Bywqr*)suSUP1x2U&r{}`-6_Nq zUr7FG8+eU<{jpEn|JB#7F7WCT`A3FBWJR@AIHc#ZcQcqE1* zpxlS&0yWX;&fhEK8cY!?^_67GjlT0lfY--w0om%UjSfl4dT`K|YLQOS!zV!~31R~d zR8_#&KjJCf`TMfzedqzN=ubOsm9FdnrIO@bC7Vk;glwD}dE%;oh3sV2IYH2%Xld+k z3jud~`FFVD6E2=w7ormks+m2Zch&#|Nb}9^>eGwNx9C>rs!obt1{VVe00BZbt~qgR zFXnkbCqkwUjrF~;3ccY{2!$&IuF|}2YS=|L5L~n`30v8=!)+c*`_~HNHhb+Qu_-%f z_h4R8l}b3fiEs7P!Q=J-k*U{*ViYIlPSf7v+h<}lR7=n@c6P*q^lM1q`WvYezZFIC z+F9=8i^LC{`po<)iMywHpCP?2<5_xLYNUecaE<47?SUR`0qbYO`AAHW>bLfE0B|+?iebt!1X$1tp*~;8V+J`RriW8yH)@(sejx zQv0pH&s+6vzOp7Cgm%f4q<{OJr~R9_E|w{6nL;?ol|v<8q390=)!D1jnnf-@jNBGx zc~a@Rs%syG^G?(*u>{nvgqmbV=OeRS(|yZa9LX{sJL{@en>gqnpNaJoP4w6I@+9dJ z>Ur07h>%ka2YDUjxD4wquf#v^*qZT6v6%lLP$`zK%`)pQlj|Kj%_?SP{@t zK4lx(Vxh(}OnhRtTiA&&BQ6onB1hZ^VqlVpg6UbR^`;sIN4~rT)!M-m@`Jmzp6omyOG#dOWG*P zcBFOO0|q{g76^J$^52uon>*A%7qCYZ`6R}z&}(>Qp)JkGV19a_Yj!n-c*!q<{5O{?=Jl~ZiOqIueIE$3=bg=c144)7)6^;jHMG2;n2o27(GT=Ph; z;qi^y88TzvZwIc9@))p`vs6umiP;?YV~YJZ;WUz24`UM6rzFu(Zm3e77RF_K@Jv4| zrXEu{4P68@KiTHyc#g$sXe7-$2puB6_U&077BP^oFwkaqZ{P(wV$8~o zqSS=Rt?7!6#vi;!`NcDCaJ85)j4k&MHFf?+R(bb7v_yw(^@1m0f>3;CSH7PoHSL`P&8G+<-4KGHuS`>1AP%L+7C~X#xOnF1?aD$y z*b~m9pT+okNDvcABL1_`M%i3wkfp3!H7W|mfBNEED&=8p5ISZi6<2c;4IcMS)Ev&r!|trIi!KG$*A>_S+~>Cf@AD zGO{!3+&<+w8>g;)laoR8x!}f;Wq{Qm#7rUfA=5nXm;EUS?a&TJ@-)d$-9k&nTBb)Q zDF;F$wLIIWd&Vym?m-hGt@KDl)5H!}?NbPC-K0b!|5UMKJWw0$elKJwdWNf3XoJlRA5bW?qWJ`S+0g}caC0KHL>rJu}{GuJ8 za(r>YzXLMK`@&rQX^=rTLlPy%G1>Ku`J3RB^4z7JH;wqr5IV^8vqzTAQ;P^reHhNqwubp$#~z&s4gylKo4lP#S7TR7t`T5y;|kTm zs(t(_6Y?=;B=5(ivr#H{=o7xzs+bet;CC+HKUcRn>{CRIi^9ULl6_K3*4TJvyar0o57~H~!(d~7@mejbwI0LSF*N}i9Cywlkxga+E?<0^yN+Uz zCATt|OgGc%S-4beeZ>J!{kc-D(?=h=J@N;8RF>0|p^P;TnA2JQzR2^$Z(^T%lA+3Z z7w6VJ@c&x+XER@IPR}+)9zBEs-Sdm@{pAQntH!jG2my4+pKcsOIGzuqB5uj~I(e3c zrsX7bMaxc9Z{B7H1Pb{H;%lptW)`u@Xwq1_#q-V_3uP^X-^GAmDLG1ljJ}QhbR@Ag z)At}~HW01C*|J2%qXh~@02fk;x`K5tmQo*NkQXXydWflfYbzkr7FwV>wG1~X`F_Eo zCNpH3Y0I?&-l%+aR z?!@zkmosO%owAuvmO`)X)6!^2gxXnxNLYPfJ=l0WlaD+k7+`Jz zk6v_}m+8+rygLMcWn+Ku_xb%$juA_!^`2a1sI*2&+`*{KNyii;RGSx46j>0SulgAD zO48$HT`AhPOCCQfcDW0CK3#pb`bmfolagN{x+7~Pn~$1Z3f8`ja*Brf^Og)eu-3{A zu!)$d%DHU25iI3c;Vk(gvsdHhI$oz{YY!G{;n7_GP4tT_ag<&Uk-id zV>{m&*wxWbUWwwWZg#Risj!P%Vl z%-5NJ95CU3u4V`Anb@+_ZJ+j(rh++BwZb zjJxq ze(2LH%_kAUuTQ|4eUqf6P%g!9e+}Q~E2u1vNDC7UGfdEmLNmw|OOPn_!C4o)Q0AP7 z^@<=tArTYrY2e(u$)X;!+sp^dF{Z6A?y&ezls>6ei0#pbw$|2#*#KWt70m%_MwA~> zHp`2~^f5IJGQE8+#0rPMFfNMi^^lKJHbqmR9#YecQ1u2olI&e8Mt^t52#v)iB9$i#{-k%bM835MdNH%_Va+bkKE7p8)mf;#ZO+$ zezei&ZZb;in+vpu`Q}@`X0wuuU6!#i$@Wu%r0DU?aP6cF-LWQ(@4HnZZ#o*S1!Xjm z)>A2BX=uES+{z`9HMLYe=!qVRYx+{(+d!8xoLM>EYE*B|Nqm4qSL6Bp?%EkqJjQat zAc1w0A(=pryLd(i5M5Kbp zqtN!Zc8%Niw9mXKShKtRx~!MsN-%0k1cA|RetxIyKqt>y;@TEjva@NvBv16O;_u(i zSA6|@KPt$qDw0v=Ye~XM*a^0x@37>|azW#Rjwet5$CF4y&UDUHYW-n#oI*H)XC;c< zxyiP??gy$l*i+ebP}|a#Dp|z{u`g08O;k*EaMHPlS=>qxefEdQ5~T;K1GU6P2wq|+eiM{u zVw2rH*&RFgQc(swaX)WCtgClL4syIKAK~>cPR;tQB0g)}C5Nlp7rQnQp@9t8L(qEE_LzC%p%zn8>GGfq}~az+v2Q zz5qpGSfeIqs*G|-ykm{}pjo*bZ#OJ@bf4j76{V|4 z5qaeAM7F&}Qc3L)vDMbr=`oniT+OO~Dvjrb?SfC;(na-=Lq%R|ooJ+}@{WyF-AeR> zz)y)0s^ya>vnpOKrN)xum3>9qmRb21bEV4<9tXKi+luRF3as7!1p7{Dc&T@eKjK%k zMs_~wu;Q0`DJ#W(^IqJi(PqKa&6U6DF3=I}qauCU0Gqgk`3e1`_x_NpS>%)f-G+rd znR|=%Ztmz6h!wW@n(BA_F@&-Vts%}Gk-E39~pR&II zfKs=VkyCFswlTzp(mt&Q{nWO(|E-lRS{to$RqAlS*>#x~(rP$5DoXzlh_y;keoe>D zufB|PS=RF`D!}U4mK+1$sv*=(U3CZ73bpG+qeu2)ajx`Y*>r6Y_SgbYE&=6m8=Yp4jqN6K1wk+oKxU}Dv>`^`dVP%e&HUGpV+%!1?6BR&#;Vc zeRp%2lxwBVn@XabsQ4}6r(C_B%?@F{wkUUOr65-_)TBhUPud7F_r}(YuMBElok*or z8KN^;)v)DoM)4AoMsRv9@GdGA45|203e!hnEXOTSp=9aM5}oTcr;pv%JG``vbnHyY zTqNg{^hCUV4ymHiZkt$+)db?RiM_K1E+W?nF{w&N5H=Y?7g4DI<3G3LdkExmwRoMg5UDjdPTYy0T@zSRK>l>lxgrbCuqMd=A2f_+ugfJPoJ&5y*Yp^q? zlLbe=ccg_ZjJktZVz0@up3i2QVFx^*8H+6&P3J+CADvRIW#$- zN11Q+NQN4y(_7`wBS2J~zq08jU&Hk0yfJS>8M^=X(nxP8S6tyVH>*{5!A_W|=ZQ{F z^rFVAn7}i8vQO{nf&>!(5FiV@b=g8nt)11E9xT}NKnE`jpU6M%@}AM_w*j%4A1BT+ zAMDz*FvoJ((#)B7)u&`ikOM8FzYbJcm^BSPa6pY5K}PWdByX-X@XVbwsv{!)z{(Fp zmo!^)7iK?|*;qMN>v$et&?temKf#&cGH{_shyRqd&XLa-N&t3?c&*=*c@&*ir-;aW-$413x)KP*WGGu7aaNOEn zr2I%sN?<;me|)d(McV_u`lR=&IQu!A_ieeAz@6!o*A3KEm?P1mcl_u2aE>d110Rut zD;_PCj4d%giE{p$Tv%~rUjZ;EyIJ;CAB6YmR2oUc$OwU#DH`>5j^(t;WNirDik${E8k+< z&9Z%a@eY!uP7)n=zP9n-#c~jL0so%6KAT$~lVa5#1_~?wD9e%J&6r4Zr1Qr%7ztT( z8Yj&+OPWZ5}IG}cYf2Z7gU||1;hg6 z69m${w^89Xtn!CZ+qu)M73CR_lq*wk-(?Xe9TK0iruQrek|GofmY4VKNz6@?n)L#` zC7GebAxDn17t<1pvG3`E4J1W9``XaUZP=0wW&kai8V$xwKNiFmw)8Z}a4{xRuH!mG z%Tw!M{p+*X0rPlwYB-asT-qux=F?r}+VOa8f)}_}rPP!e=1&u;+5=WfCp!aH+fNsU z$w&Et*Me*Wrz8~R;`cEvrMg0Td`3D`WPQp-Rh(YqzJ`TcMpAEd28C zhUtk^*kjYrU~m%Vc5>+)VV-2zBYz1sZ9YdL#@ExV45gnRQpht!=kYCh2iuHo_! zllyXR=^Inv?Cb41)ArO5?(B9|Qy00s1{)}u+=Nf%> zK|`X#$-<}Ck;T7kv@5S&&?x?@jBh7NE*m)o3#Fi)V(@Hw?7S4SWc@0o0EqRBTfa!R zyf&i9K4<{fbq(md7Bmhf8MtAo{%m~oHVcE+li5DqB5oBx~c=b zY;4RIr#Gwp9Eg=e9ulhg3fgERmuA|0`6>Mdm!tf04_fs+aZ`C(hjQ_49DZgMKd;gK zZ3dYJ$RnTlDv#+CuSVbN%KEPV=2P#s^=>Q>{K590XLpbPf4UkMd8tJ1TI_Oa(>I2t zbF?gt3oAh(K$%VdDgC>04(~gQbTDbCBa(uzpE|yT=Ol6fcNpJ{u+q5+Ic( zH#92ID;=j{6acMhjMM|&`S60@pB)oe)wb5wemC+lCeh_2XYc)nEkuACCY||3#3v^+ z)SS({L(#uNqPvU!{E*-_PfIY|ywT$4$F6`!P^DQ@Li~3B^eUJ{n_6xQeOU;C5o@+X z@>pK)5#1^EEeGAPx;|)}V)MT4T7zlOhnUq|I`Go`1`A=M!eu~kRb1mWg`kj4^8mq) zZ}oe&`G@CQ2>u*tQ$vSaLdIBU>cWzp$0ENr_O5;4_k;Eex+WGSjTRh#cAEr1Dm(hI z%3dK_B*YCO5Ll0_$~VxiUTN$vbNp_(08oORgs&jGl0J@|bem3kiitNwDy%@RIn3cu zVxaQtDv6t<4EhWk>FA_8=x&d5AZmim0axo9fk(fwk|8;7tb($n|C~TFT%SjEBRhUh zpl2M4?xN;jk>TIU&_869h1mv=tVXd9-!8P{_F|GJaCm12Kbj3I^+K4Uwa^^8(Tpj0 z4<2Gk+rtH9pv3YZ!NEp@Q#e(A0FI54hq?Y@OW;Jl!0blk!%93rYXeNEwL#o36Z@G*uk^n}AdL z+x~^Rn@PykVh4_vmNr@0bNi8;ZLX?dq=*d1D(1lM9m?mGX5D@Gaf^0dH0HS6JJ849 zVdvXK@91cvv(#Xkq zX^q9}iT$tsuiAJ%AGLg5I|+FG1|f1eUr{$W4i8-qGUfu&d_WD4Ot#P4wnc>j9kRXV zk%j%^q=l3UYk*X%px*1LvPqNO0AM-y)d`-L*}}Nh&82I#)X;d0iOCb0?W2%M&Vx=mrjWeVFlV3A@r}t5Q;BGBqwN&>jYu zF$bEReD&=XW^Vi${7C=?Rqa#*mW>yXRe6eE>VYqpr^H2XP}&|N5l<=4Waj6$u(8=W z%ABl``F!S80-dSi=j+-groFnV6?$Adj@<7T59oI_uKxs3sj^vh38-O$#*_aqN#|en zz=13)(C{xX^>k4HYw&M)nZi+JT}!N*h?GmOpXIqF;BUX-OW`l~Jm2 zM)f!L#5kEf@7{L)P{$v8W%Q)3@vnYwpq%=;p;uiDm(1o|MFDixf4&`j1eu)|Gl^t~ zX2YbbKIyY3?Zy(ynb-dgJYR!DlH%@Fo`?iuv{^!kGgaX0bFuT|2irAO@jR!yBtRi$ z4#sVvzV?d2D#=Sk$L)3{u%pYz| z%ZxWcuGWDqHii^9s|c4i4>dI6&IQ}f4`2(0`3JF2Mn&|vQyr2=O|m06l7VnT3RJI? zZ!UkVw0(F(uQFWek-#tDkClqp8 zm5&tbb0f(_G8|Kgh{aPQmMN`MyUss{b3P>+p zGyNG>i|t;Hli|ScI<%(fuC5e}sb*1IVZr)CB(V}3G_3VD^{^OQgbP)n1(kk|9!F>h z*?Z#07EtjKiS}oFA%)eEJ37iPaA2h#R~m6h^~P1#()s!E?&8m%tqVki%hU!IyzBPW z7!a=rK^IkQQBt~HMziyFip^~On_B^yFVYiXT2K}xn(oRK9Y@`M5fU^?boDa0#eC@o$>J&^@+&4w_fS`UB5NCj`M9Cu8XudtofyCDSbs+B@vXFc{3G_mMt zt=alzj_ng)Eh;{*nJh1rkEH?uR(H7q9u)-Wu=djsH*3+VB(_Ds0}1RLx1`qr;CBiD z*sYA3OhR$CcaHg2+T0)Tgj1N$Ht^Hv-pibmnL(*LPk7>+C3vY2mkeYBZ9nQb9hx87 zpI_?T8tF}^mo-tIt#PU3oi{L^`89rcnBrM6uUT$~)(brTT9yLE}CPA3?2i0EKp%D}a5rnxe=fwHCmC{v2d z#|*do%LqD%I#R8;Kt9b#0rpQdnm24zs$Nf2RGfq#%q`6PDAp;PyzeldjY)_2c(gV^ zj*n48QFAzG6f`Q?Yh`_V`R<*@4K9`CJUg&h&wzEjjjoZyk;A2%HX9mxY5xT`Cs@n5 z-#4P5{G|O)5{gXp+=1A2-br2*ND|xC)s=6jkrS(s?~8PqouGel3fw9d^}b6r~w% z^FLko7btG5cg)B?^pHq@nREJFeJD|)-gCl12XcKAOf=u3?Xsfs_FB_P=!>3tCm_<+N+m2fk)H%ds)a{Ysn07G=uV? zlK1r*0@>2wdV?B+k5m<0DauTF7GpNkoAkv=Cvx4i`ESSw8z)KqW=wq6QT>*+J`}BdHqZ{-+nrvtqLqp}qF!hu!osk8$niYy3CMsQ`Zc z47d?CrYkF-BYUuwvgIo76(Az-=fwIcEQe%CYR26~zAj{LRqN z{L;wb*t0^jcw114%|p%@hHQ7$Vo-748=EG-VEHb^*QR5mv`AL=O4l?pT=}zn2%$9qG_`!HA8f2^V^juv!SB z3Nx#i;DS-04()~BNWKOi9j7}QJC<<+@q?Z;J6%brhjktHZW(UIRI6qTK7w1P9118m z<2qLC_?wH0R8+DY>S_=zEl4Edd--tTi{Z0sTWguU{XNLVYVU~B!DelS4V{(K_Kb(n zk?o7?l?L~aLNdunsv)s@{NSF@8$8uP{+v4QUYZNHDzJ0T|!PsTcKmUa|*ZaByYHd z2wluDUKa;Jl7xB`jdh|sAes^uBcU`Z@{&No4^JTh5Q9rZ8|2T+#tJV?dJE7T?9-pB zYxov*XJW^blYNo$9J){0L6XlpgM;(q063@5&KGF(Q}b;W5KYnb=IZXn>HPdn$4$r5 zT{S!r`Z)n0LxZBS%T!P*+(G-R)&MzHn4*)qk}w(ozt!f`%k3j4$@%&D?AUN)+MR51 z;c}o-Ntsx-{z)jY66|yc&o7*P*nC&ouR5l{UPpyHig)N@%|)`uGgG~cTp?jGZ()a@ zze4fRe`Az0GD;yO1V>~SgJNeq@osaa%jV=pP#fa}7i%b;hFuQi;`ok1`_O$%n4dPf zLTS8ZfZE7}X^GGf$Rm0?Mk0Vm>oK&2AfdT;if$ct*$Yzi1}TPBx_bJ0GlRAWt#CLi+j zo)6u090cBOSxXCvx^JvE8<$S0gYJ5x7ih0aQoOyZ* zDvhH1&|dnf^ucQRg`{9BKI5AZSKQFK$1HH6GLkMO;n$uI8s6 zp1&2IBYk-S!I>hLc|2i6`|}*BT+nI;e7iQt=-%yB`_)hXZHs7Er^?A4!miqNZp}Mt zD4#$){g)8k?DZNyWXoWE&sbb4s=rVh9b%%Yg|atOja`=Ltwl(3e=ORX>qp z)KD*`uRm$h;Bk`hN2TMMa+3)k9%jjYHC&4Yp2`38(e350-+KNEe*=X1S7hDj!YvZN zi4YaX9-_e!RUt1}3oaMRY(r4!o?F7rU}_tYS)h?;QB+HWW0A(9$jf$NME5l(GF z-^U}>EXc0jQ*{fdMj?h@oc{7YVmZ=ufcWh z@~9tg&gCGVXug3bNt2YdcfMm}Q0mNOuI=;AM8)9AP5Z?b`<&UNz~G3_>D6%i_4;~6 zcX)S$YmA86!c24H9Yt}db170wPg(sj5>b&d6sf-X%RX9+@Y zqS&`rM-z~naC6+rFyQ96tBl^Py}qr@#c1O2Qw;+06$`;_nBxvX)agt4#y$jB> zm&ccD6;T-(NVD5(9`4d@aP~?w_VCbJGA7^P6JtVoA8!{s)!jL|7xeVrUs7^fKPA*_ zc&tJUnqBO}3aO84&Gs?UTSD3=p2u`oILB0vWKrp&ty!eYFgCz+QkU_~@RrvME$xmR zsoWuxQYxFFE(dEGRq3+S`nu6=KGDK~XG@*YoEsgIM}h2NQn$i`^dekXL(>H0_Ogy! zpHDo4&~(zFt*B%heYtHf^jcclBt+P46fVp2W_42{O^uw%q0;ZLGqgXoN`yvDSIZ&0 zOyG2WyaIwlAB3gwLFUsZxG;?H79+Oa2oFC;ZSI*O!y5As=P@kVD}I3yt}p2G@m5 z=^3QE^H+n1hS@1ka*ARs%sjOIEG-KbOc|bwBB@bbSzbq*`(In+H+>T!Fr93CM_cwr z*Mib_PvZLLOr2wld{-?GI&EhP=VDj=<&G-_aYQ8Y^hf0pNB4?PV1)Y09cPlGXt&`f zM3v@yXMWimJ7Iqi8yXv{jXL@H`BCuYNetCMDIeKw``p!B2eTF+hjm4?w{r{Ew{IKW zkaK2-Ci+@Bh9C6n`G7Kjt6jvb_W?a2d(zfeJ+GRuhnlvit}dA_yjht*O`Pxprq&(F z=jqgyP`?KCurW?UvKBeiWA{K@jv&%m!Ln3oFd!r&zKUvWP5oV8N$U=t`&r zP4bzxer7)Y%i%}fD{yzRY z^T8S32mC?P8da{QKQ4gb1^gY4fKNWxf z=-%Soi!r9iBoQ@g)|5(KTwyf+8}?!iNR%Msl;XsfLys>kI<)@{)^H8+30sI~-H4OU^Jxdsv{E(n z3P17lP6nlRJos=zntWFU&EaDuO1=g_qbIn-APfkDwq>#A2C~nuc=mXXR(b@ zijA)KYv5_~9Lr$a<+|-x#buyoKgY563!M_jZQr7n5ofa>&0_~Ax)nz0C4#!c?v=Ng zgAEIvCk|Sxs$UMBZn`tP198)nx7da2-38oi&Yf$#!`5o6wz!<5+&IPaY9HAh+R)PK^lMZGTzAwt-uV$2 zp)v>BK>IG$0SLUMv9jJ+!r}JtxL8y9OpVAL`=`6Uq)s2T9YB0mE@RFrjbe>Oc~DeX zIXX%~Mp-SW^ouBtw-VBqyZu$SJ5_<7!B!{yE>3feUMJ`n+Bvhci@JrU+9tELYM(ia zv0yR~L*s)iI1X0x96h&*L1gR=& z*Iq^K-_hsu`##Tk`BQRE-s8Tn_jO(OeM+#p8HS#l<=|)x2l`u*8^4V~IeY)I1+p-M zTp$h)94nfK!m1{);M%)en;U9RlljQx9zWnp=Hg6d*(p6$QIs#SqpO3%I+~K>eR?1; zEzrxqh1Z`ZftSU33DE-4g1^Hr#O9lAc^l=+o)cy`7uy;7h;Ngb|S6 zaThy`rKfs;TFYD$j$za^|Nwg-> z#>QMTFh%qv?^q`l`ueKuwG{uT&#hG`V;Wqjp}mLx4Dp=tcIp=pe8f!KJM1WF#9}}m zj(i{aijc(_tJ^<{JaY8%@c3z8E7+AewB&yh-+ZTj#&P_iCu}TL<2DW6_v3hZS*=5v z%@ico-f?WU2phfpV=86om$?)I?+bz(FhQH#gUc55PYp~rm1S820{*F)fC$jy z9?Id9iZ;k4>A)>+qtb-2;$pL=xm6DgMU}jKJWl`q0+7P*ZQBG4dq=u^o4%|oB|C`) zLQ{E&<%8&~4czB}1cA0{eU#~riGxtUOm)BZ0S#N5Y0z4dwK5Cu=Q45eI0gb!2H-&kGB+|R~JN1I>p1S)WT zCWcCmpFTEKY!LuBvlb~|T7R-FD<#D#F#EG>ksOt4HB=XbK(SyF)<3LDvkiZgT7J?R z42jfJu9kT4-`kY>E-6fBIR2QiMs+MTd+&)cJ^f?uh`hZ;pR{C_ye4@!igk&jIC9J1 zOFQ6Vvj@Xozzdt9TV?zH4iEPx7GAqVnS1QarLOI*c+^$bn|UJ) zTQ>>z(OBvjpZiZcn4n``MXhs9JpN5yls(_S)n=|?v6(jF%Dbpv=-~dn_ zuS2D1wq|_zP6mcktoq}_CoW7!1|<0S_^{WEXmf->AJMWwCK{O=<1gWf3ZByeNd@Xr zMI<4#KGqi$+tCo0bi4HQAo>a5a}$GAB>?ubSUD$0AON8*ctpip zOK$_)*HbPr|M0AnxLjF+RVg~nOs_W|DFd-TA5)?6%c--=1iX4dUiH~w=BN^^6P@6U z!}BamIjfR*uBwfNz&#o)>Q7TnP{rid;p0M}-Y`DNQ6NXel$&^|`m4V3Y*V?@WOOIT z%cX4Xz5xNE=)7r&{97%o9S390FD9wPS4XGaVKf8XP=Pd!uT|px0#zRRma8{AFGT|- zkFJ2&ye7iA#lIFmOnV|YX$_U-tsIgMw2}i+`Rvxy6 zAB)_0NSLt1)aPmew`rLf9p>eZx#@x&AVJ+bIE;(GJFZ74H*0n@N-bZ@jse#EqkAJL zpPJ@0s_r~9?}f%g-N7c7@P@dlwK`7|0%TrRv;RVPIadB`brCqBj2$SKy6J>hr9J)x z;+OYSEA@45ueQvR&-|SH4m3!ul_b*iWBZtMBSpUT{MYc%u<#QWak@AYoLTsu_&bn% zsuRqpqdzaQkG@?Z?S*)7K<=XlyXafmLn3eww1JDz!@VjE7xM6#pG_vOgZ8oZE#I~H zMF)!sf^smBgh3z)>A#LXmxDen0?v;{31G}s`wpV3jCT(MzHgSeM3BoFR4pD%-D*FZ zdPSo@rF}mWe2rW-I5Ss;UGDx+5wEM-5z5_Fm3S!pOBEMxuX;qeqHbNF zA_?5LOEz6wrdvI|;wAfaf*E_P8cuFPaA*r|;@hshv9=giei}jn<&mdq>ND=OtIx!i zb7CWNt_*Dt`_g#`okrtnfqppH`xURA%mzV4lEc@~VU{e1CMSZ8GZsLwb^Z z&gxgn6qgD2N4Pz*uJ;JZz_-7ONR+Kq`E{w5{GBT%E%a53_GGqqxaKI1)>_r;wOt^A zI2eq39t`yG3CnlN&;oG~tz_C~sCe?K*jx1IQz@&BK+JwL2W&PW6!(C!AZAZfZw~?M zdd3UFHfoG$o)c~*AH5dWs5;G>JY-?om&be2N3g%*)WgMvRDnQHDjV7+3>LP}3r@Hc z{x4(FHcyZ_`v63(>l=U14PGBD#YARR*V-3*StTe_2VYG-4@oGAQ<{|q?p-ralm;%`o+1}}F0h!~93Ers*e7b_#5 z^$-_;9s&AarQAOy(H@Ekb+6_SEVQdx9p=#B zl}n%rzsKK`yIfv=5P$daOmGbikwp?!D%`|)W6a*O$Z^AHuNBxy^YZ}ga-|G+rQC1k z1Vp^IWmpYu8P%8d+|SgKdgJdIjpp8@QMsgLsC1cKlGDmtjY4 zUq-Ee`0%OJ$8@L=4#LOQy$fj|ZvijCo1C!j$<*JLNNt zFk{XYIu6FAU$Vh_fu+Crdj5X)ot}e0mBEYG)WWP+0@Kqm6UBtg!IWek%;K9Elp-EU zT5i{5NQ-sm>nTit&ptFwCGku8(=USC6YnQwT)>yQnq{jPN<5F7FDL*;@Yk-*R?ofz zaK*|OV9B%GL;5WTVYlbDdNoS_z8J8K=Ai^{@~2nEkPpDWBdR>Ecq6m@M{9EiV~6 zHac=jv#_RGXZ>D@*dIGTc|J`#4?$Fm-8*!a5>4lwGi{!2R$)ApxM&IBxgprU7wV8{ zxMw^G(UIdWx&}5{DfX zY)qM%`_3Qx6Uv#;j=yN1Dv?JZA)Igiu4Ni}$EHe$0#iJ6xj%VS>Q;%>Eqq63dyQJS1l$v)= z?oZx%KX1_P@U2kZM^L;cJ3w>eSJubNngO0N@Z!t?P!KyZ3{}F3XtXF}kbu-a5ny_t zCSkW2dSAe!b;-A>T(3Kk8*e*mLa6lYvW^br7b0t&aJ;K9-(fDCb!)JRu;F2hLnC3& z-me)}Oy&+Pd2jtZSs#*6RqNd+5RU6Mpgq)Dklcauzej|NzcWG0lZNet_K%G#O`A%M zCGM_gX^%yoo{;q?hkj~8*%K<9&o<010)+CWd>hiJjVZeKS_Ep!VPb4*_#JEU$MI;& zI;*rP=auAgF<{^Shf-@MVwKgSQiGA_m&j@*4Th25$J+N8eA!fDD+bz@ppdprtE0yC zu$Zbp!(C4D85Zfp$+JGkwyzGC$|lVMk36fFAPz%ERPMVqI$L|nU7)ffLDlbDQYZHG zpM5U2m&(K_3kC-Vsop&WlACDo_Un^_jb;lFNYo0c%W5rwlM4@UUpDOh0+?q8Jd5d8EzgI2c6bHF=u_6r1f@&;yVFM>%z{XYH=B2Fkmkn<=i^p-6RJ&9dxJ)3{pJLNX){aA zpC!Wc3%t}>F6n|l&+^ZGamL}-km>1(llY6nixY+m+{G@#dDqNg6K9=M%EsGN7Z~w< zv=&k!`KyOyUKU1)*aD%eHHLnFtRg+wuipq?8Ejf^h;vR)8KR9Gwimj4x3vX~*?Xat z;#@!9=)6y&B0W}PTJ%Wn>#Mw}(|rc#(#&D!v5%BF&KhHX=4WlaFMa{U%-Oy6(+!+d z;6)KbtGDZ3CscDsiD-Wz-SB$8))wfY9{Dd*^ygs);C9^+d7YnjrgUbG|3YiG!87 zue%GmUz@XvD107Wn!@5+0ShSgK>pB_CvU; z!Bx7Yja4I}`;)Ahn6ZF%-916IBIJ*{)~XRV`V+1gA74fPO~VTJvmaZFD zUn(F$wK2Jb+o87${?t$oRv*Bq3t6K(k&9lpMFo@m%6cf# zIxKs$2SYpN9w!}jo#{;hEZVdsN7GNY%*;&I%$i8fM_vL4=(Vx(Y9##hadrM0PEgali=fpiy2J-hu>2 zTmDv&lenF4WleW%UtvWTDO0j08l}){7UUk~UXFa+PdqN@8CbRlSO6N_7DxJ&OOuq; zv?n*p10! zDcGq9+7pu-<8gE}4~_V&m3>zp2(;67Yw=awNT+ZuFINUu3Z4n!^I zdeQN+cOOuDv9QBxvcTC&?&vk_$ z9rxspstF7XKp-rJLfJ!Y-?({Zt$Vg*%$|L5?o%~W@tA=m$^$*2)1MOMnoTaVE8eSU zn7ZOyo@;|my^n|%=S(3=%TxoiUebbhy1t6A8_jsH?G}akZjCphk&m4tOpg2C59@g`iBIf0)hpmyYBrCcmObLA7^23TK z{9ZB(Gm&}r&y$gju?`ENqAhjI+qSoD>$>qZpE9y!opug*4jJ*1smAaIugbpkMbtt zkre%-&j}}arwd{GwLr%iuvLHXtLXl83^vpq4{@GpO?LB17+##6{hr2a*5bAA zR-jey)ST%XQQ5S0n=vx1<2B?lqA1x{Gi6$$-3%-}SQTZT%4YPiwAGa0nq7UXn53G! zbjsee$wwN7+^-$WG<&8tzb;42n28louIKqM=8y|txxw2rucTEch9Y{H>F4XPcU;?_ z<5e`_sO#!8bfe(2=2%eu*=+2g(DQMpNj79IK~XuaSG8KJIbelJy4bWLCuMdF0@EI= z4SF8UgcG{e+iO7a4D$q0^+B-;z-l-QUN}y*>$g|x7BSPMJNpVTU=`mI##sFEpJGu0 zjAH(K9aA=??)$4SJRiFiCg0`5KAm9v6QEAkL=QHWd{0a{2g;}e6x*Euy#EmAAfJZ` z{tgV*e>&!{@8^WBMXg0*Zkxc=Qk+fnw>*A~33M*cdmt=f7QiqxZS^Q|gnv?`YjURh z0l4wb6vSL9vLbD0v2Nu`7%cdEr^8t}9HgScE>@!JZGf2-sjF@gLGbS;fplusDINq^ z1lAg&3=U0tt48rRLQ80bA)#K}*Lh|IVzGdrS`&NMqL4 zup&my8y!@k9a*sB3&ZQwn(mdGwf;1*V_l&z90Zz^*gbJaxTAKnJ0~-S; z#e*N*xJsYg9r67@GqJ<+ybLxb*Mg;Bk9otS&vEeY7&~#epFX_C;4t{SLUPJ@?a)8R zur+_B$1PPk7)FVnD1O*9U3|1<(r8R6m%^mNKCFY*-E(NGSUaBZyxLdnlz~h_ZF7*1YA;rKgQ(^iklN#}0Y0pH;@FOas4v~aenLcuUo`d6lE zwd&d`=%P%Q0yVI@w&l%_0zFd!Wypt<3+2O?EB<5RtoP#h-o@V-v(uA{+4f71%%o|B zLuM)pJF~1PYv5-qOn>+0OB2G{esT{Mo~1iPdVYdyJKfll%2JKg!AyCrElXWImpc0T z^y94%?{`??y@TobC^3KFoOHa}&r2+Sfp5QP4nDlNa8Ra&f3v!53G4Ih$)%)!k4(;@ zZOy}Q5TLBgOn8L>UzTad-dL@tnbx;G6|xIeFAnQexLxYS=Aqg7Zd!Xep*3DIz$Gwn z%!?id>rGy<7C4(?X!|?na{fDgRpEJE9gp)-?!D%FKE3M@-sqNJ{_*$Dw~x{~9Glw4 zw?07pTb(o5)IMGI%DD26Ids*L)1s0i8Q$>ncW@9{KHQvQCL*lf!R@#4N}1$l78yL| zLd~4b#$0R!Ur3GXPWt8&cj*1#Ooh8_txNu#{&#bi_M>@!J)YD3_9H!jBRP^J=Gb<= z%^@S#kqnvg57_R-wR>=#&77~}@6EK2+j)Z{9*_a|{|A{F?qp(|K2%W2Jbv_;{?X&R zPdhwBJs&9$0A;8x>Z&;c2CGaw>Np{sr(NuCfxDwI8|zZj(^BNuSd}QBy0%ZAp0uBp z0-&qhczV}faAT6L2N+bK3}EX2sUMG z=1^0+_Eu0CA|z$1p-u2icY`(ThcXJlBdbtt~&UkaKXkoVl&%lJq^*9^IDn)dv=zf`dVSa?~6Tn2pl`|_V% zt}E^UQvWRtPeZb&y;8#U>?dECc)m?UK%?(7f8-1nmhywA@^X8F)&+t8{w!txn>9s+it_=7iFV=u{S1;6ByK>qJwLL|-DAe-jPdD3zRo zdjqoM|EyAqs!LIwg4SAK7EGfe(M_B|mO)7%`^l%-%UCK22U(>2M@aeU9VD%$2}o6615z z)w2^E8g6#^06tOw_gh~*&|ztOQJpRYqCV_7m3~tHQi&C{D{H2K{o6Mp$~s5PYJBrX zC+OV^H!d6aUBTd_}TQDZs1Qz1TD$lRN@>)FFjB{M=nng5pss$j6FZ=&b z>H)s!j##XFrDFFvVuqI5KO`FiUQ+B(437Q&YB7h1H(2g=_#FM9z~_W7d+0XcDL}fk zTHt|yEmHq)pi2{szes=bE;{O}6h~MmFf*okDG#~%=K1`t@8{rriH^Cp!IOYdHsa(< z;?6o^16?khe+U(L7eN1pj&g>(D?N36e2juSQ7F zaAbopc}Do$>`qu9z5Mj$?gtiy3<*ziwnl*^FS+-UZR!(7mae~}EISUenmhQ%{>N)r z<19Lx-A%tYRz~_iiy`fe**fqIpC)CNjMbTf_?9g=5#|~xYAZgY5WG^4Xp`9Nty$k>U-K>g;zanB>SsvqLvz23?!0n1%I@EFJ?{qSx zuH8rk5m_eQCW`#urGm^=W)J^D!mqZ#m*g4;?)>9)$iX^hsS^_VhbxrhzT*FmqjqRt z3>R;xPTYfR%C}FBo_=46seNE2%TEElSwb%-(D!*nSNfmQ^vmRGGz%~YEu7K%=LXR^ zvSY!Es~X0>k9aQ5t4TPPnK(Z)rAfy&tMovFK|yO~%yF`ouTz~&NR;QrW8nV1emqKECAJ3U(n4#?uk}Y@kv~J0e;V zH`qG%^RtgdR%#t|tP2}dOuyvr_iFLQV+uS3eqmRzm?+$z%^Lv2T-7AXG}q)Z5YO%}3Jhr)n%?+@qJV!UhJpn^<5Z5={;VE8=C>5&u*;Qk z1@Kp0`MX2RA#)?mj`3#x_pIICkni`p!KtKi%yH`T0mK#`EDN<)I2xRO)kP2jn@pL@ z3sut=Hg23oqZH@B>1t04%mcFhIAv>F9*_ox6a+1AScWH3GR+%sRSOS~$dao9H3$-H z#yw~)!!HJ(74kuHmXu%llC?tILc)#PZiO+1G0m_DUMFym)VzH~KEM}25&rMNF6VdK z>isW)uZv6%qGor6jJaIq_0=tD7X-LzUZEcFekT4(UqD~Ll$Ko}7q=uLg@E^_KFS&; zvviQvJ7=knLD^R7(=#wg1+@fU>^MSR7@(q=INi-E1Nzi=vaAp0(&#vnl9rVoi#MET zI^H9Uj}yk9KO(?jDV6ox{@k3_*)hIM3YGNTmUQpzxVm&AOB99sd@>A;<1`o*S#8sm z-9x4{o0^Jg8{kQiN?dm)IYL;m|9x_vWOtGHBa2V%blVk?OzfJ5TxBVwpIO-`?EZ>$ zB!d@ikzefC4w(mf=0c+?M!!UA=mlap7c>mIX^A>!XJ-o(fU2bC!`I|-yOEzZ(0AJ3 zd9_VnSDu&iv5P_}(p0-_1{{n{y96IsoC{hgGg#sFrX%0;YkfTuHir^yZBw|L8-FVoyhC%mH4EfUc zYEh~c;TxPH7U;^}XD^S=lW$%(Y;C-o)esjfo}d_`K}i58TFpp<)aSJW`E{ z^Velt)_=VFmF>9u%a%>Q;xVT&Aq~&&YZ>w|l^vJs{MH_QpV2E+r z9xfcrL(drT#(x42jzgo#DP&lbs`M;Dk#?DFTZD(PB6R7O-1*mGHJY@&W-Coj!-d6q0mO~ zm4u?lRQueMo3p*E0!F{KFWmS+x&Wc7u1W8;EKq;GiqKO0Z|-~J9f3tTroRmn2^L=R z?%AEzStX)fILhVUmFtVz$=FDtt#XZHD^V5cOi~GfL_oNew(F63DNqu|U2%;h7UIxh zTMrM9(G?H6SYS9o4?+vkmP25xzaLC~Pi9B$Qc-a@h&r!P8W>uBR~_SHGf0iFXwc^x zpg!r80$?$0C(4k_f^%(13Ao47n}n>%8Jp1cD-j zf0wM27|I?w()Qoc=Sgr+T$N_Zk|ekZ^}> zOo&sg{&6XU1Gfk8zk5gKeCdNWSgdKY*Ptss!4u&Aw#W3$Ht5NY(}LZOWO(^@jNL+h z_X82TB$J0xAIieTw#s(Uc)I#}i_m@^>m-&Juv@Zq64TA3lq9WGgtx1ogiRE>I2Cn8 zWcON9)7$9)(Hi5-30D;iI%ntR4K3a z#4AV+Bm@4w7R{M%aGhTrD@8&Pt{|Sa)7{e6v)+de4tj>Gbu5e&*HQ#yzfG>#F!R|c z@_pv!SY_KG6)`4Rt&sZr>-uD!SdKcSTv*4i&8g<7s3tEakTWJ$fjdtlgk}wSZlB=?RGC=F=b)k=Y)ijl294q@m*Un$ z+m@BspC-TCI>BOv=gD8aiMtyj7k*FTXx^r3 z%c(>2FT!Uk;EmWPFTGzSaa7s3oAr{glKl@l`gHGyRuTWqW11-UjD>|s%cKggfk;<|Sf;O+f98ifJ_64SmPCnx8aC~m@0hz_W}oq%dm zt%~Xv&E{X>r(|MzWqd!0f@`O==YZRbgP$7e#;#`gVRa`m*0Am+Nw22~&K*rTztaF4 zv4zn0u6T&v0}@2=MNpZpk%0lgK_V(?NU#Z2zbq4XHX8p1JQ=xm|6PA*YsKSXT3(0o zCQ6-Xcmhf*8k9_9kJ=(e+%HJ@{a?H&CCd-IcFOd%WZaQ6IO=xajpI5D`tKxmSVX>*z!i_v*kD^0Gc>@->F z)L)6XMk?=17agI>CW0g4{HA1kQ2X%PuPSpMQ}s|J_18N|hp{bNBX#}sFXtPJ$5zjR z^7!Gx^mT@1hGiHqiIu7rQof*4p9^H=o2yZT7sqW-^j8h7d3V4QDCa){XM`lC=-05d zzZ&swb5-9f68cT*zAW%jUQe#4|G@d$`2V5HPxrJnV?v7zgaAkLH4Tc-@D<;Rd@qe) zZnNLTPY;zS-H|E~m2R#jx-KNSs-_mD7UjnJy13t;V%^fCwyh@TMW5x92Axu97vCsk z5JHBp@h~aXwxDHV79XV10bjR6CsDLOUNm~>9EpaR{jkgU$yvBv>)IynvUA@OGSVC6khGLcU!j^$lHq zw!dXMKYZtk`^$*4RcIH%su5+>B-9ySy1FfevTjHxEQ?qTcuw_c396Nv$`CW60l#yl zKJutF+9I>5+%6M?9Z3cA%t89^_sPm=@(5ef^Rrj_luYNayElH*b&F(WjtGs3%XQKZ z7=vZTZR$s&z;d}psW2A^7%i=o3YQ^9@S{iB^O4kY9U{0Yu4vSb4}!l=8T&)sfDv<_ zAyT}rSeB@@V?_H@^qDH34Y6worjkCqY945^5ai%l@Go5aGeP{FCW4`m{c=3`YwjV7 zS*ggtz$}h6p2cguHw-?DuRVN|=U& zU!;?LG>Sro<31c=fhbK}@HM5B6GW^oa`j_nN`Sad);0UOp}D!auI;i~=64h7Bck7c zsV7mDv;C3_sb4-0Lf;JNkW-mmdRQYfI513(~%#Ptxj>5mbUutasd#u*~ zoCuqy=FV^SS}^`bEb7SibpU<$*S@~K@$pnFHX0?aEyCVkB^)QR469{PW@jukzScyk zD5E%-%CW@3ffOGjDPPd1WRXWfGfmNoBSD;4(S(w!Ei)lU|0GgL$JSxM@@5c=~~m)36$7`Fz3i#jF+{cA0|+ZKF`vx z`WY{vxX41`DlhyroC3V~KM@1ex2tGbssFRt`w#$qk8F(;o48tvnoLNRzM`Esf&0xYxjY78A*~S@R zxWn{CGvTZ1w<_yfq$xBLTqJ{`QJl_0k8W6mvJz?iH|O4BEB4-+J^=~_OC0al)t1|))egIa#TBHG7{U*7$sPj2 zZRyRTNDCnI-Nu%$#m$Q|7bBr+_<$K)72r`ZdhRkUKvt%8_|lMc&W{7)S|^~>w%FJW zTK3Hyz}P48Fs0H^cZ4$93jK?O|40ETaxv~HmuL48{ZQDxW1{_H0>}!(_sEWjS5RM% zs=qJbd5k-~Ym%!m@c^9NjhG+BAtc+-XxF8DfS&BUd*r2|@xla@o|6oMgcG+nI4|t3Z zRu_CJ;KM%wvR%@V?!d5OYQu|i5ymYRL7wtnG_D{G?awJKaq%G;!@D@Ag8{4L)o}6h z0v^$5ron!aW*|apTx&$|DZ?UCo}-WFK2VH26R8AQso^=K$2=u)Kz8RruX{CDfP@&W z;poMa>C5BMRI9sqHbYMUIAT*vtv2t0&JoJ@WV|_-j>V9~9yl$xfi}Mt_^E=WIm@X3 zQHB3ud`?xKMx%}bBA6>yBQ3!3guUyHy4`7 zt4NQLOTg4}7#v2Bn7{^E!+$sNpb@BIFiEv6zGfM4=$j9Kv|$~drcHJooKjRU3nLxp z1f&cWY1gPx6=C)}XpC+Y1@7eg;5SV!Q;5voOM|oN8J5~*QU(Z%KYsl5HY{<8k-h)V zv=nRaVYkKydn%Q8Bt!GUxwx1eTaSQ%b>CdO%=iCueMA(3vD?tivDsTW zpz&C&daRyc&!3Z+98tWRf(g&7Elew=>6|J)pKNrSQ{Wi5JINM&|3a=FSviM6Wmcn(PuV^-3fiHWcf zejE>jm5tfgIcY1G_LT8bjy~(;6aGF!8`tPqmVUQ@NJ^q$_l}%S+i8cJNS7+3Dl5wa zrYzMWz@DC?UNpH83iw%p>vBRavcI?o=l*^mFSVP5fe}(K!H#ckbGd^NMp;;S862aT z$fWh&4m=+8CtH3#XK}Tb2P_ z`TtRfr$>+v2yhNGr`t+~L+XtGa4G?+&X(L^o`5M?_Jxmgay0PKx7RkUJYS8=Cyx{f zlJ@x{!t2*XdUKJd1CR{!PXtRp^k&%r5M?R*q;1Q0`smeyuVjuofU4mJ`+kAm-rnMm z^FXyu?S6}^q-FbJ$1`?Bg8fzV^Yhr!Sh#_lmTHmq%we8}P&U8=qC@cP7l=WDVvPuk3UFS+&q zQ#K}A9ZIBN0!8F9(Tg*oq#bC=qKrHwxmVJ6C1T06=_B0c$YKL$m{`629%MR(pJS?t zBVunV%thuc3Jl;apof9e?erD)c! zYn)^&7|beyJ$r8=AQw(+HBh&)ry^SFCY${AGf<*?$lrrsp|tvG3sJ=fXiJ}Mx)d0P z8Omt_?bB-QfEry26GGn3>gtt&Dn|&NM8Mze;e(-}&HP2u>&u+f?}Vu%J}=Hj&y0M| zU2WF^xjIehdRD*hccJR8a%6|I9%N!NFh^eZ{&FZt=idCOanCfs>!)S-6Q_R}3IG(p z6oA#Gl*#H^L;PyTlC7%oiw)B~+51m2(w_E{X=m|e74yJMrgl~P32Ob{JYlf&iAe5C zeIYGIl}8|P0n82%g3sTvbiB3rz+cF3UHV%YXfbY95*nb1ZdZO+MJ#A4|3K!`l>5!bitHLmJmtneTg?0ckn7O6* zG84BvR;-E_=afcb?C5)abMsh#>pn7usGUq#!AgmNlxC3n=+PsQIBiNf7~H;6zoDEn zZzytTFTfbOQe%-GRJL?%iXWq+rjyTx%h|pD`-dVtfRo0y;j>V(3Cz${XhK9>GU&H& ztzT;{X63ao0tF@xwO{ox3Ff5H1?d0x2!J#aQMi#dH>yc1jWCa3jF?-Me*wK5zkhWc z;tMy-WQRQj=pJpT-SiKrTK=UWX(ZnYwz{NXr*t9&7NfZGa;ub6Kxn&sgc+C#rj)` z01>OVFJ)9YXfQ~q=YDL3mQIrFHNb(62|mrrh;Ovs`hb`28JZ>;%##HOtpV zh{}-z%26!H|AI^2QJpEO=kB8@5BiU7IN^fqGb93rru=a*?#Ug#EzTRwWTl$BTsj7{ zbMF2sZTslNt!JTXSpMoU%UOWDV7RS}ll;v%Nv8e7wY{yjvxAP-g7Fw8s!z#1%W@TYVL5(bJtAD`zxU$@1wwQCZJDV8|r&19$TOV|ISda4W3CtGTtI z;l+zuE>5K+jqAnXwl51KQ9=fHQo^B~aay-6!heJchaTVEcUqbVf7WTMP@E&`xjI^M zeN;V1^z0Q4c@^LSTa(K%`@O59=U#6Z|AFeZ?q|~wRcWOw)suA3lzh}h3aB;3Xxwa4 zapT>>IU4J~_*U*ES$_frwll9iO|*NdVRvI~gp1^vi&T+dVM+-LJ5^%l7a_`S@cr!a z)ki+6q|}Yyye)oZ<@er{R59lG@qP4`nU+KBEPlf)rd$M|K9rIGzX(PN@6l??iKd@a zzjpX>S?eWXQrV&S9e$lJ<6|D(qJy>uJL|6mHXHl(E(yJ#4|}~g>7%6e0T2aorMJ4a z5g@so-CQ2C(yYwR@>1Cj5BdI6&Ui(y0h$)B#vbWJYt;i<*AKfoT^BXDn1&o_DtArd z&!gs_be{r~C4pC2wWJPuYDN0++&&Mt-+U{z96jV)ZH`vwZMXAc7_h)9EPjS5e7#FX z%WsfNBc}yRahjap0nN9XlmUBK3>gE0k}zQum7D+wm*jA?G{` zH18BnuMlZxb6lhQ#QM4MCtmvrTbl=j-6wb#PD1?=va#m2l-0KRm0$KspipFgStJ62k=i=zvcw#V#q@603R%=7|T1f(X1yPw$(!yJw z@n5^%{M?$jw-wiRI`>?uBCVcWkp3=rzu(dBVt}MK{Zry=gxqmoFLhVFXa-=HW?iZ*TwN?$_j}-(kgswTZej zZJBQ`$U;5{Jq0Z8R_ajqR2hsS#>>_(r(lv#^n3P?Y%*g}x0Rf93Ht5%bl(lsMo{48 zZqP2et10HW`X`TA?J5##(4=0!w$W{-cwWYx=l2JV8xJAR=N2wHP5SxwVQ@Uys*pe2 z?v5%4*x`m6&-3M7^pJm-k_%rY*Gby@(ebX^NXF{U0rx#Ov>BJT(P@kjSwuz8?N$g~ z&tOmtuc8!P@zvso#STAgv0vgy;+Tb_-%j;t&4`*8mY~2qJUruTf>-{WoC(K;J^5s< z;}|gliJj^@Y&E4Hi7Z0vVEEPYDTifknG&>C%4WD45jk`ZRX=Ct7jNA>=5vdB2fE{* z{59WcqIAr@(fDpu7vKnGnQ*Q*T#Jc`ksvWl9ossj1qdHb^hZ6CyZd_Ab!3R;orkS~ zsx35SlW6|3CJYAct6N-A_cZBsUH3Ijg~xQGI5=^8-+YBpLPdZ9=FJr)S!o@TmavZ; zOvNfGsc;KNIoY+9lVKqly=SUi*hi?S)Ry_u`Gk8iMLN05esxY((8Ep70;99KYWM&Ng5-T!O=lG6QA?I}`CJ?cFbfygzHzhm7 zVC*%h)8a~8H~lab#_NCQD@6U>RVZQqYiSXV;X=fMmu*~S#>h`bAr`V;i{TigvEmQ7qV~{o58Lv=>j~Gk|#StUAi};Z|3rhUig>WG#bDX zp3B;QTPS>X=5848b z+?uDR+k-CvG8dFA3+X1&xMDkjI}n#bFy+6uvzOucZrxM@r9(qd$f`3jUsBC8@;_5M zx6zohRMNgEd#+U+(~&{En&o{WQ~K`K!dq8pXlSI#e>S?m639UGTFo5da5xQh^+F_~ zl8>x+-j%*rKmP}0u`diSlnX7sF4sW zJ{aEpE||Cfg=IGJRYu>Pu8#yi(h9;Fi_*5@Tu0a~Eui^kwz&VndTB*l^gQSxF6ed1 zb@CE5=D|JmxeZ1`TOXD_u2MKrMiOPhV3|d%%HAkCTr6myo51c4O+U{(n@Y&I`Y=2I z^m;r33hX^#6W+SaO~*!Q<5;f#4Zq4ZpC-|>Lu@EPsh9_Ndmp*#u| z%}EML&~>9UCz|T&!HiZ(P_ujj%2}qjiiU>piT*_y6SN z2>;IVvHY{9*%HO}9 z0?KgYHkG*b3BqbS0hE^8UzMSqB)=K{vOjNOcP}<^v%oJrWR?=lf4}0mM*QHEb zJ3;2n<;y2Qlo45jHj;T!7W%2IR%9X^YTD>gw?CVsQK-}YjWBC^whbO;NbyDHvM7aRT4hScbTlKXY``Ze3nUa2g-nvVI$UY8@ zSC$FCewP@*wT3OEN>MJn`R4UCGG|jKzb?j=<9DR2Pr&**hjJ22W3Hd#E!Un@1ro6I z&y|wG!mcZ?*w@mL-7FaXau`UKVQOq_4n4H5y>KWZ%+nA{M z11t5#gU^kX-<2x@t*kDL)$rB^y08?ufd%NeZA(l`kt3Jm>3xgb=561W#FAn0uK zGxB?qA>AWemv4MYoc#1PS7@t53&+0jTQRUzdVcqw|L#uz>QEz;JpE0RVcADrZHGZn z0WwaWx#v5>`F4~``GuN5^iBVGhva&RMDHGqKq#c z_&qtrtZOJqLd}KgE!#7yxK7T3l2|HCTY*H$Dx|EIMAZI{98iJUFV0VfZ6S~2!=8NP ziUG{M>O_1=pF!Mpv0qa6eyDfwzP+Vm%Lca74w|u?R^jaz@6fbzWMbB3ZE2g&nkSDt zM$sJQE*qw92oKppnu0Id;0Dzbj>7b)ylv-_=FPK{L#N49D6np9#UIbK2TR4xd$+n? zmwlK_*mf*w&nihX`aY_2{Uf#Vgwu9gpjZv}m6@r+7p6rCoZ2965N(9`K?Ad>%*JJ! zRDbjyh`%c?+E+BGkASY1NBvR~h&&15^dHntoGaiOYM%Ovq!yMd%JfbvaYCm3{2}AdCJNe7&{p3Z9&@>0QuhhK&MYw!1YpKpK5U;c5%S!><* zbzkRs9+%JArW^>Ms{tu@|DFIRr(Zn42jxvzD(8vxwJ#n7jtPqW8l!K17F*#`MetJ` z_0w5Zl8raFx%b0t5aB?iyDYcyVj{ya#??d6vO=}M8Ts%Q>i`~l2oTl+S_Jt}*a2_a zh?=|stP6m0dWt-r=Re(-i#^E63xaU^IeY=5-SGsItlhc2#bf?UU>Xt`mN+Th;ag&G z^f%Y*l_qK{QW1qd%Mz=gf}h}M)s9vB|DFquzS)>-!Yue2HybG**w*ZZ%W`IzrDi;U zzfGl|po&gIa+D);CY&oozcd--a<5~UtocR7B{qjD7EaFJ(nMHDrP>H4t4Y3}C*P65 zvOY+}{?0TJU1}LheqF&Tuyh5iIG@UAiWrVpy5I+wMGWl{Z-CYk%&t1$)c|(wf%NsN zZCA`3t`yCdgE{Q{yMm^xax{xRJ)3VJnRx(5#X8!YkviwKMBkq^;WcbfyZKt!zzF3B zho)>}S*Z|Aok^8~j`<5;scM(+-@HZkr{JIR-3|Wb>e`++nmHgx< ztU^HZ%AUEg##kNk-s;6D?JVd+7^Dj9Y|2Tf&C_IKKl8KntCUpwGh83$++#SrKq^TM z*egC=h>D6nY*0P@y{-Ys5PqxtLn#(*%MJ(aLl=8*Fi)0`9@0dha07Z%RZGE4oH1J! z-mvYkKS|n2n9@J!j|jx?*hoR>OGQgXLl$F=8ur=s%0of?@}0Eqe$dv?FjecHHk&4) zpAI7%#VFo{;-CX*97;^;vKbo#Scd$=#se)s@{OT>L%-1<$ zO?Irm1LLx`A}~*43xnc+j(Nc5ifjw4&yU-*rQ_4p+E*qn1CGruc~a*=3WC?}2$(uw5GF>sq(X&9q+Fzpmg>6~D0H zsp~?E`8gk_@D90yYNlf}E*@p)s2u(87wvD+-#@o9Mg7^_+>8&n->}N}bNBT0^z|JV z9CkK!y+tpWX7NGCK^r(wt?;b520zHNL@^=!5%#?|+qZ4|h1;=r0avzk`PWi$ze z%wuqblkew~o!=(!l`ElIIX3aytoEDR28$0Ix5E_u+! zbkO_lQ7zyU-B4?5U^i`D6l5z!x-3yS7|9xG#<|+;3tQsU(St=%d`MI}og+{Qc@tSQ z(sCpMaJRyCypR$sfS9VLeC#j~(N!Um&ME^s`1RWMt?1$eypT$J$<1JvPV*V2swtsQbs1~T8)#_P4$ z7Q56O6$}^*t<^%3jCnZp*@8hzioKcaha=83=|8(EK1z_I#~ql?}DTBB|KJpN=N&uh=*l9XAlrwv<3O!u`{yVb+f5}wVZ^Ws4A)9YJGcJPpA5#2APVe@NiHUSvInKAf|lXzuKj9w`S6*dXdqmjk$*ur@n)Q?^t1|$^)paB^`%|SZ$?%p zEOrz*b-Yryg2Uo9MuaAzT#`}flYBxAk#yRd?mg@OcF6wcIFg-YJN@NcznuL?winwl z&tg2Bvd61MaIjddR<8k8o`q_6ajJh&81CE}arv%z_U4|#`X-MW??rpo!{2yrsK^Q_?RS!E*? z0`|U^%i%I4rEMb@8)5$Kv+R6j(@k9I4?YWYS_WFLjf}9-#mS0BkK0w`OG2w{LwbYB zrG4?8R{e`z@Nj*)49$*#V`U5Y8jyB->Y69db2zu#Yt;bj)|{9y-(0}Hu zmP3m(4w(HRGGmtfuN0T*w_YQKe1J(Z3|E;qKRt&K9+|6unfd)Zfy}i*SKjJUOy7nhulJIi_U5K*XfwCUcBWMqvRGzn zasPj(3OY#xshfTmkZ$l%@Lojm3Vl4!E>-Gkvt>3 z#c%am1nRcz*K|(7Ep`31IfoN}!I5~0Sm-+xtL$!VJ9Whwzn5ZIRUW8SYTU?&L2c4c zg%r1j671dt!_K~d^3uR!)a9LOkqLMbUI)s)h~=uAzl~SFv^Cp)Cfn$v8DZ-2QhwE$ zAt-{Z=|xo$uUheF1C4T8nf)3B^>0=pg*w+4QEpPvgt8gH)$GGs=zUSehF2~HWr)Xe z$cJTnK!{h8#xb|;`Y;OIh@A7v$`&{{&7x|K$zGGWaq?2=vzltOp_q1?qWf(G)l98k zLR7VUJBu7OatF*c^1nNg@Kwg=TRd*cA`7fb(nPCSv=r}jsXHA@DMu3xC8q2YV`7;t z#ToqX{%3h@iS5;zQyG#|YA>@14>o8joT_TXkmyuW=Xms7+51k`HqZ8E5XgrRREZ?w1E+j5DOEP42izj+~y>gW=ZxRn6Nu*whJC1Ui1J`Jd?7 zjk*Dc8PugoeuZJ(eK*rGwaNK&~%?CPQXS%ZmPLsPw25MKCexQOQgXsV~Y zUX-1)PUg(&=ste8{`aK!I>f`RrMl9#aZ#4h049C-6KBPbYS!r1mL}LVo_J{Cvyq<# z++CHZyu4ig8z5EEKEK^6>cA`I!9?M48aw}Ue}8{*VJ|`%=KN%DM>#PYojOW8btGib zDvDCT-)-!A?U>3#tLd6GkQ`Qo?0TayV`(|}S z6W@}!fu=b|MLye@q1Eh6f zZg&rllqyw~Oi{sy344SpfP+XZAE0Xkj<(RQMh#$ZoRClA)j)j(wnQkCYeFgrWvNHK zaM@;p6Bag#Bh65=8(6Lby*)jxfo6qf-j2Z*S;#+RJ!-To@8zAXZvNogxaeE%V}Y3A zqD=Lyvd99@3#YfV(fv`YZ!n3Y2S-Q0BH9Ml3ua5Kt-n!3S79UhY>BAIq(n#**2?_-~}k64Yu^tD}}m=vKA5OG|v8R>j5Vbj_3; z4_wRzcKG#u1E`Pgnw=)=e`-W7_Yk~$_YQbZ?{5$4dT#ft1mZY<>i+Y81vx7wZJtBL z!~_61W!6HihY(!EsPY||qv1^$eW>qiR3@3oLD_F3RXN&xpRl;c501POYty7v$te^? zpj8J;ppdY#U6D|I1EN8DK6QCbz&euSmFJUp{rG#&$TXa@4ipxVtuWbj-3X16tm&deHV@czw|N zpYn|gxp3aiz)VM1CoRB0yflRg+{CGA$WSx#agZh;<)^}mCS62~{8x1Al2JD^K2lER zRS!StL&cZhRrtgY=N|D-@lWSQ*dAXH`RE}~+`T*UoZXI(PljX+^08@^lXjV@u6pRT zY7=+cs7OAom_V=UPtJzkOUZko!1g)`Y4O2y8S#hofSdFwYog``7Ho*(xybM~gO9lA zd!Ysj#Ma=|+!z1;_#GA`Nm8V@;$j>@RC&JhL&gfy^GPZa-3;UP%tk%$g}oj@Nc72X zVV7kyj4~dLEC<(jNP&Ss2YGN%I?W>IoCBwrfhh{b>ar$$sOR@X@Uk7gO8qEnyV`o! zy}NjGHNb-eNv}Q}^gP4^LC&3so`*jHM`1mJvsqkYV)P+vQlh!F#5AP^vEN>mNOx(o zS(+SUt{~`gmDT?9uJR9pT*xu>tcBvvVar@<^399&<7GIu^fA;u6)wq~A8aeg=padO zO>#gIJcLKAxF@fK(^0_P(KKVQl%5sW92`M&V_NlD#y}(*Ez*rTygeCtIT!dqQ6ezI z_f_IUU#RlM+F;TknW&}zGx6nkkOk0IY^ zFRk?|+QmHgRo@L*y~oDz+s;nr0&#)@^gNV~1;RJPk`8IFEd|O?GnCGQ_AWzqMfLHs zOFycI2;bFJVcMs$KwBN+vcJc7zm2h}CU3eI_sE#%Gs@hcNxIH@+Hn?ozyGAzVBKyP zjzpBAF zBU)`wF9P!8J9#`avYUFz;NqU0!pYq=0z<;7>)093M>6saW{Mh8pi*N-$nA4KZ!ydY z>({FD__q3JX<7RLT%c=d(^7e=xn#*Jlf5hXhbo*6)^@~Te;P5T~Kcg5TNV>8( zDxzO{ib}i|?(ocOg*HkPJ*7$o|In{b@*NHWcLMqJ_S%Sn^;nGJw@ZMFOIR%6?6318 z4@UA=exXC@+6GLkS^RznDw3{JB+SyZwYVL*VK#H1`AZyq16;-&3;F7&k2Gn$p^~;&kl%oSjd1r>>); zGa=@G)J%iQWYnj9ZH2)3F+OKs6awD9EE*S7eOjWAeu6DMeH2v~KYPFUr0}PriG272x2N)qn0% z{=`JxN2a=4Svl5_B6jvGNzH*Td(ZXuVsA$5=?0p&^H*Xax_H5a4wmx;byj6f?6)eF z?^`N=97E1%?sOMQuhI1pcOU`gcfITZV9-A}ZnDMw_r(mb=42-Bld8d%vUtlMLol=p z#Ym*$o2aR=F4kTVILOgwfqfS>VA+Nr5zkmS&M=~FsFIM(^Z?^98(DD+sv0U3w*-`WR*h=3&Tn!!!@q}~HdR(m^E?ZDgSp>6G-c}K zScivG8YVIRBfN^eZmFn=Dqa7gP)J(dZxuK?r%dxG0-|74k@yMxBYpF{KuMWRgTj{l zJn2m890q~|(??i*kid7peY1s%5!I5Bh8WU3NyRyq^eE2Q%pScQQBW68UZr-e-~Kc( zZ1BZ%!}VEqvHziN&&nf_R0oJJq6)Vv<1&`uaM9k~-Tn4#3*vK)pokfgBOhWb?#Hym z3F3#X-QAqGko4ozfS$8%hvAZ4h4Rv(SvKk<(GIL9aE23HD!WOnD|SV13ez6{uh2fb z*Yc(FyI8yWxm&RzD@+j-*}Ie8;q}*(rpxd%%t5}CCl*ESP77gDWbjhW*kp!hHQ?z1 zXhmGNH6RE~#k0zGc6OBW-|t;xcpU#ey(K{7X|(t@SXs~T@SNe&o!0sWUqnJgi5mcW zeGaygd2k_;mVGP#?Z$V7N0EH^pB|O(dpzBnZYnfnt?}cx6$mP1iB=y^@*~Nm@u!tbYC#DE+=8R#T(4s*EBpJ5_p8Bh0CAR=ck6$0 zvMyD#&$U_|liwz{H#puPHrcfgCcjk*Mk&rJ8{=xucohw6v2Zc5x+$&WO)E4VWTbJ` z)J(H@2CT=3-QhUgOe3;i=vVhp(BM^1D<0z?f?g+p+>i7zvd^%@F2^LM!ck9C6Y!v3 zdOPQQP$kDOB*Ywx9Kb`ly*F@Zr~ZK4{47S~C1;~kM$*dE)D+Ap-~n7UVHpx~Ln~T~B(7kP z+L2vU0VqhC%ohh=06D}Ldj1We(~p8hQTVU-;a{12|H5PuXnQ4olWDxM3d_4=nh_d4 z{CLJj_4)Sg@NcTrJVOiNX+_eUx}&9TVZq1Pg|m0clr?FP4iChYx9FtcQftxbc!x}6 zX%g@%xf$GbQw_`2!Kf}I_qEf43`>0_gTB0}j{Vrjn(%rh3icT>$`QCQ?;$DWa|J2+ zNLN(~B&>4Ir>ucVX8hTTc{|n|dTDgT%37Mu*N9ZLZVV(G@i}qEiS|%U3m|xGJ3=>0 zSP~4uv^`*=6=+8DO#5p88s3DM3W7+chvUAykIk4}u_R{p0mFy#WaN?xy3{o_YY*n# zM01q@-$Nry>BaP2D_i5-mzEK0my_Nz&+Ltd=qdtCzk|(J$MR*oEbaQv6b+?w{coGdwSL$SE2*%3oXgcPz7|E3jlWvmDGp(yexO zy8NMp{nz?XH=dKk;}PwTV5|MZZ7c zm6X_pFQP`&>_7YXerTZW^F9mS_XK#KEoWftsbd1~Vz^wJy{yzTJpv*g#ZArC(d*_z z%)cO3PIty9dT!3CfS)oxJ{}_^=pW*OQ>Zc7i0~kyuh#+I*_TGKk%>PC&!KD+!bkBv#1C5*-;KPwofq&;L<=X)1if1t|fD~+ba z6YXvQG@cov@KpqN)W(V!CjWK0O!EwwPA<Z3Q6IFJAb3nC}W)d zW|q8BJUZxWkT&Pt1+>5kC5`_Qy|f@uNmaA{8#+vics9F?!(;%2FgMk>LXrkQtCoLN@CoDa`pCu#n0`p{VZla^hp=^`}DeT}M|0yz7B+l2mOQ!`^yG1wTJ@#_70iHV!PPg?Ng*W+$!6 z-Zm9-Gw`t2Q6+j2F(3ksF6yn+;Bie=D+<9Sp6H%qYgVPV>)YeuEr%=k>du=p7fy#F zm45ECGFP9;1I`I0p_PT`pQuO6sBKU&kd;M<7eWn#I8ff9gH9Vv+rG^UK^m5;_+Q*k zv>)S^u|RCsqnK(cxg6y;KsGK#3{yShrl@an)Zhd^8*L#=9FP_dBCsQNjiv!?;ZQ^V ztBKI&K0_49OeYO+@&n*vz~FMYeA{w>X@P1}^Es?-WP&Ba!h~4R{$P0+H+^ZB$8t_L z22=hl%fTL)8s14egEB--8iC)z;;y4t=zUJO)N*v^Kf`08^V$rM><`*4bbx2V6{IC^ zBH3V}vwIX;Rb;Rc2i8l83<>=GLQ#Dr)|SZ0<<PF35FHAf?{4hk3&WZC=T;u4X; zdP7BGaY{jild`lG8|VG!pOuUj3N3_l8p-C$ch6IH+BO8NcRKXhfOh?>Vb0n#D!nPw zRjm8Q7S<%jpX`3W*Ue@iM+PYC0q+f8YLQM?pG%iyj|e;czbn|@U$&1 z5RB!{{Xm>OVTyj1_xW?x+~OkX3N0{%a57i88(~JJA#Vd91{3GNjjvexellz-DsmU6 zNhcDNm()_H3=HQzGhkbu=NUuF=!V@7)g6a9K(E2CFT6!NcYy{ikYJ^MDWV5hqdS(< zEWBJ@LzgYY{&FFyq;1XYDEIi?@6ZL*|6wPx`xO5pMVE(b*6e;7FUGJK&VR{P<(DtO}^e-6uM4gXVe^om4!{% z_3`YacUdv`W!K?%efl(q9)n!!Rh$d9uv)5;Uc2&l@!Y`{`y^l$2L>iv-MxRkVhsCL z#IWD4CI7H+PAny=9r?pCK1ePvGWa)Fae|Z-b^^TYx2-`?@md4rB^dvK_$NKu0?VP_)Th!7UYFAyWtrKWkN(k5%qHEOg=+dB#xhAOpFZigR6-?dFM z1O0q^*XEx%O~P2uP!C!!;XU+Yrw6@hu+Y$yV5P3}Xgtyu4vsRQ6ig2w{dytOq3}tJ z4MHgDkBbZ7w*fP34)*;wjWLjMN+^nV948i*8!0e>Jq9b(8fnPp&vfWlmbm#YDfn|m zz2;p24Cj?G89SwVm>5Fskz;=06}7Q&-g%(#Y$D+t9m~eh@nWOYzlE!gi>nIrT}rZo zf_aS6%t7xb+0y3>4R>fi8Rb+Zw2tQESVwwyzC!FzrO02ElVl1is#o7Nv)DB*0uD+R zhcJq-ED#|vvEg&<7~=L?I~_hgXGLEHIXi=FH&s?z~#VlnV5+b z#krsA`E(p#wbyiW&NyPm8gif{3!UlsfA0M2U~faKwW?Sk-#>Uc#^2Y%Dzlg-ruPmH z7ccIHNdm?O8fipYMb^Cv@mr+HC4W;TUTPi>9;b((t8Lxz)wPzglosl~e)nhPIM^re zz)jKmUp4gKynx$n{V&w{j;9mm)%d8(WZ1zwr7IzV@mGP`ag^TvZ_un#jyZm?ZV&+jXe1b8|FI4HZfhF z3Jt13{d*AYY<%_N%x_F|$lt`FNXjbOIyBfYTBhdOmX|n49bIdu8eaXfA&|xgOTBEk z?X8um_5Ia~z`1>(ZDNJAZGa3o8t^ShYy$-z<^FPQ0AI|Ob-ZFuj?OQ zPHmmdAx+EYJI*zxK0;9Pz}AJ4K4E2!e9m3|NJy}&yABT;1^_-%7M=B-6;w2htkdsHzUaE6WXYY6!@P|7MZ%gGeCs7{ay0& z$rG|btb!Lg;JN5h|L!SvK6Argx&-BeQ_MUMoL^?)s)Zd@dL&j=+iya$p2<*YAO){5H8t?qtDOJ%WS?s zB^0riYJ4p=A>q{|*mO{@F8b+E zZdE}N)`EsSQ$`BUp4dL!7zQ%Dn({Z@`LxeViC(_c_01i2j`3G=>?uO3y4;6rzi%KbY?c>|7i??P(6=oPQ&*u}|&Z8>A^LDvXuMx{V0fA(1)i2o=D{w}+{J=3o4Oz@w$|@Ikx%8=Aqy?Jv~oSGJ2__lj50Z64Zqb_FLRxB(jZ%a zc^mL9F+`n|WBLn=gR|p4NEkaSjZe=sE0dMIw&bBEI=I#4|J`~*I7q16F7+{j2e}6K z!%e2%O8l(JYA*T3(nQyHFd116;5^+CL}4;TPn)vTnSYI2D*L?!j29u*`l_97os1Km z54fWmtL)=5F9b)wDSRF97isXY^!zh`CXMl?!gk4;!B(9o!Sli}{u_D>|6w~wuZFh9&mvK&d<}$YK(oH zY4gqP_mX2?mMLF_14Y_hjJ7oD=x&c>Ei)~BWnqz7uUT9*SENsap(_<*P@8oBfhknE=u1{*pf4vgClO?jO|KlPQ7Xo+qBMVP_C^FQXC|lHcV{0a7 zyennKcK$9%6@L~J1veQtInjbJ0!Q=<=w@R?{*P1sMI@?BQ!k4;%f^R~`iIkBOa0jO z+G>UW$=&qx82`RVk7cxVYoAl*J7Id8T7*lN(;b`b`1x{_fdDOrnoO?znc!m9s5~8| zg8mYZuo7Do3YC{Tpzev?OURQ-6O@g3=e0`x<||wR(p2N_9jWpWs?f`jki1nqS#40d z?A(xtm|VIN&h_(3ib{;MJ)df-1=Y3N?($|}Y=vhkr=bvK{JDq`TRPB>>njjiQaQr5 zgEZJ@p~D7nJ9)>sc@^fOV+AKXTqKcLqWqj41+O5oMs^hnAnMoFg(EuX0hyIDeGlEd zowx5upe#-E(SxSVx}x3}yMO-*U{6w~6&@tOr%L02Q1170j?^+?JiQGH^d2czQrV5+p zI`Lnb&!P0cCa`lOPC?R`^$r#~#I;yWAG;sF{Oj58>GaHsQg``I98~{f07Tj0yZPFh z3YxhkR7h=J1#Pw+^5V**y!_)2>ME`H@gK2JDP69!ch$QnKZjekm-<$* zN>INJTyjKB0%05Xr=F%imo7z&xX*`KYP60f^8i zCxGkYeLgBu+UOB-Gi$7dkGM3P8hXB@``)f6S6ct)N!>q?Ulw7WN?y0E6ZA$Qm1)^9Wc4@qKXh5*Ic^=G668XmvNHbpD2PxAibcAXENy(sw z*6l2R+5$DHZ&Ggx8rY53bRT}j-Ba9{)v~CmC(!~?z|aIl_ucVa)#rsDbLX8$?h2TT zMy_Zz%;L|`X5Te#Z)N2XH%)br5?_p&?3;nyFe+-=(zr^{z0+D&gro(zubN-L-$%pH=oOX(L)|9;Pf?hu~u+-ZzloEN|-wDZmT3vQ%1(HL6CT6FYxRkMT1K_}?o+2Qep^a11`V8of zJR{5d4{O8NQ{BZ3UpE+V-mVH?9ANl!CLgQSTYjwA{8(?`ZO7AfE0!^$HeB0DGL^Tp z)Dm(s3K|?LmuF-w-SJAZ0Kfzw9Hh1Tdvc$4r^%^pkB()BdBCB8hldx7Y%$(4U8jDY z{%Ty_6vqa;G+_S1bdgC#jp2)KfOX3lyX`aWu7gQh`rz$BcHAR;$%j2gdK zPVLRF?^t|<{2I^k2PwrQ*3_}|7t++j+V)}g29W6t6x-6TT)(pLS|2~z4?|nPddi8L#97wN zw^SV!ZIvySPaL29{kuVgOTDt#qmDwl%kU+U=FG*tQR~xZsmB0Su`dR#cZ2Z%4Pktn zxiioODzc>L`KXex*=lfd?xXhB-a69?qX95Wt{rPQoX4!rz{cn2!k$aLl# zY|L3p=Z%;6-o&)L@0DC2z9xsdfT8sU!$Y*=2YSAnhG-g1U5RRJ=@1Sacnb?w{UT_? zYXx8#k{J2c>$B~g3!2$;Wu8#P;#(tMF3Kx&SMoIPzECL1?^D$_dv30oR6fL^voP1< zU{3z7_Mk=!%9lN1&IOb%pl?HbH5San&Lt^#OslkV=plV^${`$BopLH$5=vMNQ!Si0 z@6h}si~WC}OgIqppi=0Z`7?+`OGC|Cz-?gbC1-o+`B;N~9qgYVYW=e*z*~w07>$51 zKnr_ZFMX{}v<_f3pu|y8=&G5mBI?$eYT-zZq++rP5Rz-&>r-KBP~~A7VS#-_rVU*J z2k77=06pNJJ%Ag3R|}*utO<;bZt@s1N09kB+jQVETIB8Mr5*j~rqXyQQi|qc-f#Fe zrVEQ*Vl|k#rBjRVUOWY6*tg6?q3%iHPY;U~aP1l$Y2uO($K0`40~ z2S^SKQF$U>XS-9yNA6@T{d&FDZ^_zNCiBY!vUuz6N1Va=gy>>q%5Z_olTHCG>%oE5E4iM#)c-yxKCOE-EYz6J@E7+WrWFG9+ww~H^Vmr;hee4sM91>sfCq5sf0UAp1jqpVc5xeH zXCjF0J7Q+{BpNzZHA^e4^5(^uMUmN<38`!Tj7P4AjQrA-?HbA<+leuz#>|Gv{V`Fx z#6MUl03KlVn2Xpy5dVWDtt{v0r^^Ry`nN&iy<qyFEUWH%|xcX=;3m>O_Efog?yx zSCh?!=*IVt*tA@E>?u0T$;{!CQYy2Tk}BO-MWyoIO{cOhyJH~+IN=-}{$Mg1 zslo#|2TqK$rly;LR2t6DA{0dKTcc~;&^68Fp;GN_Q-jKqL9HEO>6OVP2SfS~cblxV0hfJXseq8?)~p%N7h^s=)VSTTDfT+idY$V zon((+U9uX$e-JPCBa+e71a9%Xv&4L?>W|qsp>FQ8juu{=X6P~v)IfFUEDVWms@$La z`$_oL)&{u5=ccEp+qc1VLz{N|nT{)th6vIYibi1O4q9&#;tq&6$pORlsOq$sLsdZG z@{Ab@XbxzBUyB%Uq*kwcj@aDc>DaB?2E3Z`jP3C*)#yE@Uux^#O65z<93i7_$T1cU zlDt+dyvMYZm1pcd{3kJfGEE#U4L>7mbx@npf!WTlg__MZL;ig3U%pIp5jI<7VtJO8 z{=$JE{(-3YMdt2T~3i2r=yN$Ep2qjur55||&Nu!fP32A6t zJiNHz!3;k290%#K5bLA`37?{4i$X8;89!)gM1Pu4(`d<{@wJKg(3OgvXKGGO`%HKH zY*w>iwa%f zf?;S}ydJ7pMXBHj!Q$)uRlg?ykSLM-f&6g2HkyPAj5pLJCw{=q2|xpZ!tpt838Pk~ z=|2cd=Dswjyvwr+H+;K@;vHTXs;BvChkQRlQ}a1B(9<>`q1J%$4uR-x3cDJ?a2^OT z1Vk3?WnUhv?)K1i@w)Y>&RM1%fv@IVq9tcoXN6itdbi-5E79Yqmo~HbX3p(}3AYM^ zLl$~WNF*F_c_{ zi7*NUPZXi`pkhf(hIpwUlC0QdT4b0`pcMxKdAM2xx^8`abrn&Zc<=*gWp`?qxMnt1 z(ix0QhGqZKBNSj&`1%KHf=kdH@*ZvsguM}mhvLR+@RqzCWJ{?dl3*DVs41DiML*8| zc?XlR5n6hCXMzxkeRV=~*DD<5%P~6;y|LeF1O%zpL|_l@2&nd$SDTx(&~sY3KLUm| zY0-n7)!3FVUvf*1>KQDZuf7}CvJ9oIndXtJA!~?a4F3+)O(0gJsqiN>b7+jt-Asmo-P8f9$zm=5}S6r5>E;U8C&T z-VvtMP_j*fuIqG@!0w`k>xQqKIuFj1VC zj*o%BY&f{spCM85XZ2z`&e@l_EN45dh05=&1UD_F99o3TCPniysmfW2qaRxY4m0ok zdU|fC`BJcg#0vGuZaoD7JjATqi^TE={{R7UNh;oPbf{(HoGtI`*rAPjupU{;pQFmN zOAM@Oj^&+A(yBY6}lhMy1MfBO1{pcSk) zz){4&rRV|)g>4oc(L)AT#`uk|xYE1N1lMCp;mCXV+LkfkbZE@DqBQcM;HCAoKf~aO9l!o?>r3tc|GxEzK8C~ct2Kp zzsJDVK;5)b{9rX**rjQG;G*OJ2PUM5Qi1E*NL1 zT+n;8v)>Ton0*iCw`gFZS4Ox0@M~d-C3O%^>>-YFp3njgSwER6S3buMvS35nCw>ev zEJDge=hQKU{3eJn2aJjd*11P4p~#?y7?M;Qmf3=fwBOv7ST|6y zGt+`bO|3dLVxgBjSDpAS0^{x@1_qGm)M5rnPc{HUKf$cc1%@xsa4j^gk$*hqjp$V` z1xc%e!kuLG#KUsaA!3}EC<7c?RddA=@pE$I2c)^7T6`wC zq>Nh8RSWbGlrtZUS#Zj!n=Wh9KNn8{uv+K&H0YzRRmc$G9PzB zG{A|;+sSc}XZ$pyGY_xZ>AVjlHFK%}ZM?w*K67zVrw(>^F{3=d5wii}fM5F!aD?I~ zaP2Q#ecz#o3;9?iYLI7Qwe~F0Mti@=|6=(Uk!3)AQo}b$%Qy;brNeFGYU=OMRAGv5 zvvzF*O)BvF%M9Auc6YdJqDw~Y zBy8n=6#Y8&>DH3Pr)6Pct@M?Wrr#GlUa%_eJ@IqIKG#FyR(v_uW}%Z+*4ERbj5&Jl z`#vAxpy~Kkv@Q;FqpAe0YLKI3wwJRIprEzlR$By^`j(Pdlr?1mh zmFTlO9j}n}f@;X>dtgvZ&n+Fi%1@7!co6f+88;q(ys{ySo_qdBxCJI-LF>%} z3KPCC4$*GC_W!q-S&2U*52jZ>u|pQt8OlK1Db56jvHPMUyH!=TIdA|u&AZE8C`gKsNY`Na^@rni0fF3>QC~?t^A5@eavX>L)ti;a zoPiYkgUYcPQCK_0?;kEMJ43O>A_`R5@daAw9|64RLgHL_jgLy8^iOFH3C3vYFyGQqKF= zUknsAI^J695cR~;4Pho1vBW9oEgk()5BL?2uKKqbsWcCDmIbl~55np5{p;8K)q!~q zU^agI25Io+bR`mc29$HS5wR7p9;5p|kS9l$hmMGkmb-65A3@v|xp%FqTD(T%vOvnO zi=x{vzNc)hT*^@p2i;EQpTccAu(GuD@_~rxxWIRb=Y?x>f7csxSs=e4IpQSH1n#hT zeKHv&)*DELwBOMQ!)OXb*O1L!)IurLdxeQ#S;o=o{&-WCnV0+fZon~ZAAOJ?$1VqyJ;B=Kc8M)X{-DeEA*w(yOEc?zy4C@F-6*QXTb_0Wr@8_xIsY^Ht!%es?T63&) zrkhY16i}d!FDe30jjz!v=kX)4oF3!Ymv)fm&PCSLoD|T%bf5JlNO$ViL{}3vtLPh` zQTF(`)%Irdr`f!gz`rW)a}pqrl|gu*yWP#S`XLZiw>AH7omV(8_|1k&)Yr7W^A>Y`eQf}H)|1n~QuwR=*{sLnpN^xCVQoJk^vb{PTEQCIIjF9gxvv;Ee~5V9 zudP1bJwf6#yeW!%09$st)M%A!?-^pEL@=Hx#fuY#1_hu*^7d+9w6 zUSMx@q)f9w=#xh`hT}1EkthmNZvS)%0`Zb2PDr1XPWxN{XO=cgFAe0pQ{*2LP%>>0Z^SK={fiixV!Zc1C}a|eiWr2% zr5m`$=GW9jtr9NI+>(@itn5vqZNwmiM04Km6Zdjv* zpMoWkt2gg$K(dNpbIL-7EVh9AQrzw|L0q99@JFsbU=BL}=DXZHbbX&IurXF|KhTL= z)TvdE^~HdII)>||Nq?C2ei;LHXym@rYkwLJpi)&q0MpFd^d-fZQvR+Xe`Y(JS0%Rg z71r>|`vrt%;R6E7sbNnNL}Lo~{%iJM06=Fr;9i#gMIVbFZ15a}gl>8&;wVCicl+=L z2db1WD*FDb=DxN^#VXDC%6pN*bDIw#q={7Df#`L4{0va*Al6PW?YjzsvE&+!!_g8O z{|Q5JgK$vg1 z0!Unk;7m^7Bt`?CcG}RA+!pF0qg6W(IxYEc2kihjkV;ICbtihTq3Y%9vMr7Q5xjOU z-s0{vZuaj)^b!m44!`&ChC?~1|8DiyEstLNeSaIyL$Z5w;YX!}Migz>(0NjN%!wA2 z4{bL6LvoRH-dw{crOXJr2N;!IU0nkMQp3)@AW|Bk!b>7k)xxRkbFur!Xdk1&=?Ciz zsv#e6>^K|4g^+!`QM$UK%yRF*SfsMjdE?U*;t~(n(ao<1y@^4po~Ruui5A$pAzOs# zjD3E#kO;(S7y7BJo58u#_b#WK7?;U&5ix+%a2@b;o&Ru1h39Y_;JHyN=zs|+Awqjn zbq@<&1FOFz=>P_2u~~S}sw)5&YGqnl+I%w|vMihP^KSA9&!gv%BTT9Sf*s#BeG~zS zh4J-u6X0{xQZ2j$_e|i3qu= zqD0t<&vgu7WfqHRd%EbH6`^mRlqh08r)WQy$uORA9={^ z7yoBJd%u47KyU82&ULQ!TaX_h5%zpF`F)eL>P7m}AOFmfOL6PN2BcV4y8H(CUc%$Q|1hiVQ~XtJ`-a^r@t+^R@u1;! z#Fs~Q391@ZWvoi$q9d8bL5sF&y9-9$2Y9M0m!Ye#TDurCJA$WR*SMkLTSR z84EIB{{B6|idHO(Z$(Jp-rCZ!XFwy^S2>LY)#9enU@mi9YFjt}tk2jrd@OWv_J;aJ znS?gZLe^5Lh>6YCk_CY`!OWf04L{6^IsnUXAgYuCFZ2Ic@qyw%Stp)ye=y7&i|K2!|uhTC)~@f9zcY ze+4{Vw>MWJA|hFCD6h5(+h|tMdzItQu}R7fTz@;x?pVz8^YTj5Ajhs>rjI}@xeM@Ebg=~9RJG?TgfH8!`sT=WURkzKmp5Gb~N^5n^4 zoBw<@do)Pf-UKWm9GGjwOZP6_aW&sGWN)a~!EnNge*1-+)CuiIZM^XdkgGxgfWOO| z+ZyHgX)5VQCO`>j(T67i93QxvkhLS3!dny4Ga3J-{Y*ORmV`2&Zq}tJUQDKv56}LL z4$01v9@zy=?2Xx^F#vceh+L4upuGjm!8@ENtb?9tYTb=r+3||SmKdcRUaxk5cOaFF zMUZ;O6Pzv5@Oaad>PqCcI~{yxe*Q)Fa_ zb7Ed|@m`M$T_|`pVc%7AtE-Wsl$aD_y5-DMZ6F_K!IpNm-5qe3Do@q2wyTt7XX_?8{_3bgNvJY8(__^ihz#r~yfv4w4~D)Z6e)Imz|pVGL*(Zf;wyA$psZm^1O%yH#EkLmlguy#tkEBGU3^$_jy>@+px&3k9 zUNPBGve%%=6ZCv0)g|yfI%#qE)jzfB(P%K`u_s7q;oWxp6%OOm_Ti|}gA*uFYr1M8 z%05MU$;m>^Fhua@@gFeZvhQZj)PER)EHL^iA%_fkgxS5LJ$0T`dB%nW`EUN@)r`V;&Mk~#m)%mxtV+!`@vhzJ~W32 zOVa{llQbtep3Qj}G1$0B5J{E7?FUR^T9~Ue#P%9Z~(L0x};V()@H`*MBuFK!85)eyIQ7=V-F1zEPX=*i1N^ z^K)FyEXDdxTi6D9&K3WWq21S^Jq8L^HXp4r1q`x><%@m8hc%u1dt!=;<6WnA5Oi@& z@-SSmB6p+dJNF-`Mw|l>XIYuDib_<$%+gX^!B(=@DluX6ry31Kb)SU(aYe?VjlzVI zWa?lzBpu@l>n}m=LE_E(U5A%M9{g1wj66D^ir8c2p!vHn?wo-fNHa4^ zGC4+(l~S9BQ*)}Md=Xl<%dcf0PJ=GXKkFx06cxZ2&FmXfgCHP56Ax=81N1uBm&qOQ z{!tp2QnScl5==SsZS8c1Dx7=$*wc#C8`eu#AB5iSul30(j3JWk*Mm-u^3S^UTU8#9 zcT0_zf)9Vne?n;mMS}(yD-=`4z4=(i<@IxB&sZ2o{5B^#K7M@DM;9wk*@I0lLH4Pu zqwG-&IhiHaI;=ePmTI#_tDhO#AqdKssYHA9_x-|+wyyM*37{540 zjbnVZX|xM7NOe^!@!_;y=quCsf=gzQY*0shL@17}9-Y^uDby1aFJHI;7ap4UL2sUl zPh(F#!{6>wgI}o(Ey2l=R3oJgjV#b%Cy%GE-m0yy7kCl}J{~$>D5P(gAu^7d2{$dP z93#nwtciI75BK9Azf@y~4ayeJoJ|B+Fo=20MnUskvfjHOy+yGuiU2^m$*3wH7!S3G zFkm14`4QH%jsCbX3TIeRAcCRLMwrTBvkV-AJB=u|EJ;{Iq#JV8_K=o0bd;0+`G>C2 z^WPoZeaapd(|AGT2@*_YzS7fw2Uh(^6?5tSsP89QEy?&t{7YHCssuY0?zb5m;L8Ww znys-OSO*7F_5qMB^YrrSjH5De>lC$Zrf^%2TT^$*KbGl9j$~_OUoT6NEyU-ZM`Ctv*AvQhPX`gi@Xd(`4ru(Mwe|{`hAH5Cvk2Kwu%ilT%Bw&e689$*@e3(wsrJXh-e)gEwv ze)&&QvNd$M`q5}J=jnR9JeGQAb@<0VbFfT!LkIMw;Onsu(tU2`*#-z{SKc2^T zWcl$Q?xcYgSzv9F@$kAlQ!1H)J|iPBv3yuj7X~eQNC>A4E+3l9M}>SQ#%hukDzg!K zud6@ZFCSli=Z9W0sY$BvxKnw(tOlM(VDC$P4Jpo6WCHOxkW>LU(r9jH2D51C))I=a z)={U@rcXsJy?t30UE(EQAS`FBu}#FeU&Uv-U8TOzM;*NT+pswZd-&7Kg$Di6*_HpZ zj;6{QcKxbp2_j~={XAi}GeFN-y%;$GUfRVq%m?prF)$|$$9aL(F!8yH<3f{%yL%Et z|3Tp0mFUQ;tKFKL8~+c;Q&9oj?q`RF(`S#}ra5@3;>iqCiZ$>(D%Pub&U(0((3Wwp zl9s9?^*N~pQ{D;%Y|^ra8gQmoA_GpxWW!BGcWZUnfuf7QwlS0$k3`o}fv#VJm6dT9{(`D0eHof?aa%eGPMaS*uz{Fqz=Q z)zZu!(V|rMXC#m3_;iPMQ}^P^f9eXnuGK{&J4PX~oT=Y8VK{(meCY*`%Wqzj3J0|T zG(n3U%*~Xjcbc;ZpM|0pBdQqPD8X#ur0Uy?_}EzdfdUHpSXBuRLyE|Fhxs`K_}GVf zc0euW5k5I2FcW2-*fn0I&Y-`U5it!K1gX}gg7V)(;4SS*v3-Y+gEtT~Ml-jkWE>+#+@J;V zRwM0kY0+U<90#b6*fsB*KB0(jiwK9$<1ATkm(BrcSg)mxD?}GXBaO2c60%7I+X8H6 zpiw@Fk&z$*&>|gnU={qF8z4*-Q_YSX4EVYx2pn?=%go-6Le0<@gVPS_*fkQx8l;8O zZ%@M9P=}?Mh&dmLXt}+JfAEsf!7g*~*gub#@H<{g?qr4o!9)VT=`#Gu5-mbdcsk%Mp zx;x(5+6p8VchEQbv;AkgD%bz43N?F?azwPoRmp-fliJ=V9e+|_A353c_%vLU;Mc== z+sJY~j_JFbu|ENB=UnOA|5iGx6{kKCPbB5JOdm`j&;FjDcQ#|9sCcw>j;6|CgLxPr z*Q~8Kg~Z9!*XusKzKv+SKGR^wOPVhEWcZ3<+i{=kU!}pT4x;vQDZw?*IqJvZtkWHcSMpd#bfFA_h0K1_d#+V}wrWZ^g zbj|4Xk{`1W|6o{nl+21`P3~@$ZDV5p&R+Li1gr2L%P)Lh58`;awL(=vy+F_y;6_O&$Ni*%ZZ>966CGd_-#@NHd4HiAA^K{PK2+0Eaf74gHy+ z=45|A*mU}#^_+-;I3U2YIyoJT70QB$1Z3@AP54I84J9DIL=Z{jQ!Re~T=!xnAc#Gb zYk8l{a);x(n~p77BQ8lYBXIc>_?OV=f>m$i3QTO@LU$^LS^$6==jTO)g@Z5Nh`&*= zeJ}#PQ$(;6hl7R!a$ClBoexVx>%4DtD}G|Rd{mt2`)6fR6)f3p+$``qOq;9>o}po8 z^s^yJ;BvP_mcx@Tuj`|hLMQ*IX9T8aR9P8X-|leAd?+q7|9eO8@bdC2|I_xfo3Yky zr*_}t2i9^~sBkQJsKcW0&ZK)J_o|^=_#ma;JSydq*!9>#$lX_gmnMT95L+*X|0||f zO&Q;v8Q)!l%6O-{z4n`tj*@H~CGsjJWX-Gcoa@(j;*WQUrh5$=KN;-5@Vjk$Vod5K z{L37l8Vgr6okF)sI4X{sYq$AE1e-+RGRd!d1XB>OF@P*HW`nUWC|(plf*SU7sKQST zgb2W;K`am!vcjoor{RJh|J}eZ&oo@WH8y^RkQ8n4U5c;>kC;ngC)03Hd8jj!uu(W2 z{;I)d-0T-Jfp!Z$AVoD_*)w<=y(fVV{k`sFY)FI=y9Vjq@O&cwK%O&`Sb)z_cQS*+ z3eCeqBaDmU$O!T&>Cg37%+BhO9m$%O?G=5ocU9JxmEUf3L*sdsxO=75F4~NzLEDBY zB(`s@njKh+oF}|RpWtJuk;cf->l`8-Ee!sgXBj_AjXiGJqb{80F%RPdKGZaV4CVaV zwi^a~x8V62bwC^dsmDqN8?Q$#6J8FHnhVaFn%MaYl)>g7)1*i_70-S%_2A93JJXt! zV<%v3&=)pYk_-5GwOjuM&5e)=`}~5d-PxLe_9aAxr7i#udwHe05yrNu8b&xe4^*RI z=EpX16m;$I!75(+q#R!1{X>3?W|QVFE^$k5GeezplYKZj(IPz{ql~Lj-%!R#+puXL zKuA9_t%j<)vRaPJa3jPF?0%nD;&yHiC(U{!XtMR?X()Y!Prle-^{RY;qS#0Md?>Nb zGj@SjPMNc(F+*exu;D5aM$(P%HZ+Bl_^p{w_imPDbFXD(SS&T}^b7xYJViELE*u1$ zkLTW=z8fjQ&99bI$^D&~>*si!sN%R9@E#%-5&wmaVP|LlI_d#i?~lb91ba==^O3e| z-8a`W4JS_t%p>B5ZhR9M06`28tw{x=<`AG+ho-L*3ELx${_qTa{G=s2`*APCDODbuc%^Vz-ZDXy)2zx+*py_)%p@Xh{$G^f|*&7Dsu+ge{!X_ z)n$p%qvSA4fX?=Kmkdl4VZ7;*>gp0Tap;&ce7N_({yFahYG%(SDpIU-rm8oF)A9+< z!~gA51jvkZwzqhxy4+Aeieqfmn^(|emj&6!-D%N$#@>Hdx)3Y$FN3wFJi8Tz_ z$<|z7d>c(#&SYEM#Il?CSpSWTC2y*3sNWLMC$svQ66NpPdod+Ys3n!g z?ccV4g}d641nD67cH?eW3-3t(wMx4n*j3i-GfG&j>ul2pdAEA32wQT6$3ErABpIc#(~d;eV`~w zU%aBMjQuq&hWjMigRYj}{B(R^WPwRDJ2pnMxdgHVy09j9X{;cXdi?2?FtXnzm_>ey z`6OkdRknuKSS)(lI6zdG=Kcn_rC_QSL>Lb9Ae;+$IKXhA^6G|kClMgBEpbd=j50K0 zYA~C6V47O-?1=E{lwY~>vBcmAX#Z3$qW@F@l?ip%e2YQ0%%3AXv1fSb*JpeVD`So{&r#>t=CDfcMYKHMQ>hH1ad3u0Imiwj)ZI1|13q%H03 zcOg%&QG`=~zvU21TvI_P)_k779GY~2k3cO7Qb$NAHF-)AV;?E{R(mjdvJEEfu=-zI zH!OD)&1LNm3A6RbLp2_+9)DOD_-$83u^)%FbjE+Zq-5SzjAPC|asrkEz&Wj{sSSDM zw7P({1HO(R%YdqSg4aoi)?z`cIs3!1^MI?TJx7k^QBT^+w5Lb!LM3jG9CK~?gzZOs zRz(J=dXTiR_|4@%#qm>7t^q)I@o;qoXQ>m>cAt}tsQ0){G{13&I*NsGTetSd9tK`T z7~gE17=M<|IcniC=Q_3j0~s_aKOyffLdqC6kOqn!YiYh0Pu&;VA~e?#2$ z(Sk-wU&oNEiohOTGh1E>QVMz1vMd~tXz^rveumS)885Sj6@nTn@Y3(JWY1fZTUe#1 zCan){zrLY$N!PHR@xbeBU?=Cno1$L|VtVo+aswLt#Ns(7qk5!00Mp^2}ZT-N! z#i(i?5mr7>4D8WaZYIRoUOg06uakZaKlSK7EH<5iq} z-b)Tto7|pAOVrv=mNg`}z!UV~bwBliM)*j98AU_NnIahW&3d(iAt;OH)GQ$fdL$?z}xM2HL_{+<6O2-OQ*)T zGttgR0uL%>^UVfrgnTBW!x-xv>rXOrT&I7z#ELj(I*<<{nd_Qj)O$_Cv74t|L(;ZJ z?oGjYP0esiIft-;NtZ06st2FsMn4S;#T8%=57^bs#eQam|I~WYx7rCCbj8%_z7Vk> zq}{^Zzx`S{vH5mTk?%0ne7Uk%2@#L;{IT8Vckcjb`Cr?s%%Qv{yh+<1icNlF0XO>{ zX_SL9Q=OfUn7peXzik~U=*Z=;85@>c{-`UAabTm9aLd?sM0fBLRy;oMt$g>^>+4gD zmy8&;+W+rV4vvYsZFT8_vYgh0>|~ zGEA@G)y=N67_~G^Ln(olJ>ceu4`>8Vk8d=wYuL2a?C3wK2qW6B_MD!IdYfcy0N1hh zUkmgSGedgLX0(ZE#^!_XC8V?@YlN!FZ+~Q~rYoZ5;SM_t{H)ns>5foWz?NbR6;~pT zR9+5Y4SheW(J;Lvybc?y%CzD0AHf^&HPG_WwYGf2-?CD&VOWQ-&Cj3UEwLn;FRHX` zK&&*!9?T&u^-^~t^wEOo?1(VHn)<%zk7oyz=sB%KzPes{Xrcs0h_=V7 znrs$&18a5O)#QnaO0LOnnz$1R42T}1P>2MUME=KjOp9kfhCa}QTI{|#hojQPGg9{* zAuMEB0Ll;ilj|K9<`x#t{O< zvimeTqOj!>%CX82HGL$kJZ+n3Aw73kyi(DLKmXNm{%qmdVOId}mMprH+q&Z-Ua{%U zu+jfLn>z)mwO4selnthwSfA}Q#I63=M97bzo{8WMscs6 z3JSALl&IyCg6&#mkn_s9a~0UkM@Sz@Pd&F=LwjYI=w9wGT2hU6~_6|9Ah0+BF{3McUH{eSc7z9ukc&=x zK87GI=TWEk61#_kfitPIgLkNad6`kXB+gQ|?VuaV+8`!TwL3Lg`h~MBJgR}%y3seK zFw)q-X}U>j@^u@A*iMX89ZWu~xRgf6HG=5MEP-@UcQhX*$0(%JDXcIPl7~(@X!7sNk})xmcI3fms<}w9d8} z4xCV*l?&e^x-j8B0~UFK0ePH!_mj>h)F1nqh^elT=4Em0=S4lRWhGK+QwT0-9$;bL z_%~W?D!z1J&;LK&7EnxFv2N$%GObFtBNL7Qk<>VIT{n%o$k*R7Q|xM_{`~WJqm!>y zR^9_wwT8Qrcx(+6>iCJ8J>^zZl;XlB6DL&6>~yx7l~1o@Gu~r+h%knz?Kg7_c^8VyXtV^a^2AXG9Z?^3M~4xDKIgu3Wj5b2AF#XeI>wnjq7o-`QuJOO~%3gMTk(P z2!v3egj4wM!C%?sYRk;GDV^1xugmTz$NpCqJkvT;xjR)^YBw@ow9>rPur0T{E?WBs=~_C;L-(Wnj~3ZpK4}h*uDOd?Yg#l=Q_z zSifAQ%!+AHY9^-Rk5UHxWW7I$A9{DUUR8{@moc0FwI9OpH~oCs?RfWRO&+pHFsSWtIK;MU*b0zE?}^t(-t8O1fT z_;f0Hez=CE@2lDlNMId-Gw1#Qv`L+kX}Rh>)Nb&Ti{h9;bD5)dMLl}Bxg(d$U~OO1 zeoDz%^R<+MWZj26=2+Fd6ftGsyE~4lNgn#Jb({ZplY& zQ!GvL0RNAl9P`IrPhHqZM;(R)7tEQKVH2i6Yw~o3?)#RRdV;;A1UD0xt_8CapoZ&k zmngEreOrN@uV$8Ap12o+l9NPS2{2ii#h=sKWIVR2wDFQe^iD5OlT0k0O*r$8 zXfA0*5F{w{R}SMzwgA(iA-R1OirAFL0)nHZ2eHzvt)-f)zc~c#H%%G$s{jA!{;dKs zH#w7Pr9TN=%KqS}VUra7se1=v2rqHG8l}iI5C!VCYw>fympA%NpES%;H_L5H6r6RH z#@PpUnikD^5r$L9IjvNe0Dk>!jkCFZO{^3<{Sfsfw9G0$RBh2{_wEvd9}V#(oK`36 zX8cDXqYq&$jPaT?I9s*s1Cw@`!>vibDkzQ+`R9y-HPTZY8L+smsE6MDiQ<}C3c94A zUnAU99OH|_JP2I^pJX>A!W3J#w4+=7Cs?d?(T5Qw_J03jiT(<_c`4{@W0_o4{y06EuJ*+!k($IA;s6M0FbZsn3>T=$&=LeRE zW|y^I8(uVQDQvO-HsTsAWEiNtP|5s*`K{9)%~nCYU(jclQl(KRvGu=IhO;A#n|e1@ z@Z5Tcpm;7XP1x;0e4v0i(x^&+Dux*j@(Qg+-7aX1Q^9>sA8AffG{Z!-NNmC^=Bk(jor>xD^Pr;lAk1bUWM#vLJwi`&CV<9~?=FVZ52wSjidQ=oZaphk6?Fgf5G83(fXumvei!B|(`fEcH(Xkv1_1LO7#h`aUBmNSyhQwcA0G#{X=)nU z83z{PJwVY^zGEE&CRsVY z{ulecn#WG9Mv~^w%{OmimM1Qe#&;Rqe<=cwC`K>wINA<&NhLAK60Cml8nTlslma0b zvaox8HOfNp_x0#ihGjak34nOOW#1nEtZC?08cF`@ON(`#R{|Z&Ckd!efbub)(WAX5 zMlQUvI}C|&sabS<$E9JK^9bj^rmt3)mpfc&uw5`mR=`43ND}3>>T1a4lcWnHn*G)( zt9~ziixS~3GcfJn8f~Tw6mK_i4l)1=b?1Ypz*M=W{NU;x=n4&8CnyzsL`-sxSTwq5 zY?lK<>VOs*nX;QuCKvDuf`*vFu^GhUVa)GMutQK9J&HDp;3&$6)wJF+R^4lM_xS?k zh~nKv+?}_-OjsGHHkD5(vb}tcR)%8%_yi^BQ znn6BeQ|RIY%mJ6&ZvJi-!SS1W)2GdVbA<@LtVSd?n2o~8@R@K%DnF@U!#U6wu;HxdV10I%p=3~2U1{5FUodoegzGIhwIf^Kl=M3@Tl5>ei zU)({YQ=FajuD)09zQ+}KT>P*2d%f%Ql$fjsCV9Ay6NIE4v^cgee{st=H724N+l%6` z3}BJ*DV$jG=K^QXe~B)POp4JQaH-*>o)|!+f3v!`TYF3Jf3Eo1-qziI(X<3|Ve9Gb z%2T5+(-em&c3gpUWE%OyYX6$G+>Fw9el5hgbt2jO1jBWeq6MNKtob=Z;-BH(B$^!J znU^f{&3Tq)j|``r$8Elutm;B_V{W7pSrWzdh?;<`*uRwDzoY9ulD$Jd4-t7vYN?sR zI4B;h8E2cJ3INl0TU$1QG;JwlJM)&$O{{FPuKR599Uw^-Rie8)h9(IO)h}y6%V~QK^qE33UQBA!p8n<<=oQk!5+w+s^lvyIW^aoi=*$7k3yYu$B zg;^oNnTWq@fWbR`w!K|?uU}(h#pO$TBE{b7k~heA)*bCHNknt^xe&p=)}vW<727)c zhnuk3W#+kE{oSi(_ZxY4yrpJIPPvfEs=jl%(du;AmQvs_tX%vm(D}}dZ+4#2|6)ZJ zd_N3>@gs<|Sr~OxI;kCA=2A$biv9Jy{7<)ejlMHKy>xf8gp?ljWy?_hTxBuwc1o?j zuCqcH`7Y4Ic!{B%b7)1||5)LQHd=5~KI7OEG|*7VMRWfq=q3f;FA!iu4IFsAtE?^j>fOaapwejBt^M%ZOE7bWv?eZbh?P+t#L zS2TS=ztvb6VL#4(FDzu+a_0Q8P%mn|L2NDyupSv2wiPe9k#YE@u}V+IWE!_G}Jd7-SIi;FiYy=Mo zyc=IxP~PL3cf_vwU93a^H}z3>)f2JnvTE0AYUbzHYh$)viZ=c@9eY@xm zys5gIzWWz=eem@?P;S0gB@xFyMGG()1&r#ElmD?ZfRCpCL)Cov*_42kQGZGNA!?3z zARUwZGA9FxKquCwRN1SY)|XlzG?bcuq$G1M%r6}I-+KXBtaY&j&PQ2s#@I)danK{2 z-(_3+0QuWctz1z?XETJA+qckw<_uS6ChuW!C{*F=7LEU^j2w3F zmfjxFC;znU;fwfp9Sk^%08Rqx22ftug%V9Lm~NsqP37mY3Toq;!kXpu2Y*njbQvMb ziK68xvLuJC5sU^U3M>l1DhYMR6A+k&AV5ZE7ssRjI_mfYaA7B zcGw8bQ$BR}pot*jF=hv?$0bd5B}TjCf>S4= zp{i=6<2BX~+b$*(KfnIh>F8u_Gf%ikwP@68R@GdzAj;as)Tue?ce`cZ^%>PI;P~m? z>hRvf%hmwhl(xWtl>B7s`{+d4KX;nV>Tf5_?zz7EG5BAm5gbXykNb{9t13Zm)X?3P zrjJ(%1xEYbkN@g;Q7m-A#yWL=ZLV&vGKbxGC_{U7D=PO|=IXtAr2F$}n%K+Sn+_$1 z0naC5zV7bs7_|>28kYa!FPssj0pC`6&Huzz|I4c`J-As|x>;bOB(n<%w3BUfe>Ve( z6i$$1Egel>sIJ1;Nqw0YmBWjPXejWYXVb)`&C{`iU}@0j^I#2^j9O#!O+Lf!;F87e zocC-sdSONr+x44}f_c)Cnd$DJWrzPE)$=(5t&@8O+OV=Kgl_lKo`mF)MKH^r1^I{wz2ue{`tGuwf8loM5LsXo%57G{YM4#r#*C2Od)7y ztyTXVbR=PNe+S6uj41?v1o1sp zE`Qn9Md9vqsDh%^OzWtmKzF3LJLn4W$?5*p`Q1s4bX0Ey65@a-j`R`|{4ZE>CYIq=~>CHMLCa&bheeI5!hg)E@)8vtOS{WzU3K6!s9MEQvUnGf2(n^G3oP!mw(puWuxQ*X!oi`TR!| z)`Ta{i%Qnqw&YHEY33S(rQ?E>sCBax>vU4HW`A@H%#S?FFEE}ApZue#c0Lw;Fkf^| z9Y&1N2>=yCnF4)l+)``9Rxf@$3R@LYMY;>$-0w$gKwjV|u`l{pM;+RmMt8R{&sz(w z=R<51*JPi?=`2)9^(?l&nJ(k|25{j9KU>aHVM-K?&G$B%KC=U(uibnte$3Lr7vBFa z`~O5l<9bSf&H4JoOv6q_#yJAhivcH7D{>P{xJv%>h2?wJP~w@?jZfQ4`wsyH@#W^; z_BIO&t2?Yqibm%ncrC&w%)WhCgY1+*mD9f;xqj=2jKdn+hi=V&@62)xK-1ckeQ%to ze3Trgfvr}~PKSnfAT`wqouLE{NF&2(m0Z!FWAH*#U_qHEUoUL?H?b%}FwxM4>~njI*8xTQMbGv&rFl8J z#vireL!X*pU&`#ZzpLFO8Kko0Pa55cW^P6g!XzN!_nyTZ2Ao~YBuku}{`q`M8@#}p zNfde{#o1?b?9cbd=rhM6eZRWeThcRuz!QPHf3NN~k=7$EUP6`aHC`GJBx|dH?u44n zDO&L;qxEkJr!?c+{;2jYiYRqb`11D{nWxz85#@pdYz>A$I1#K1_9rz5jkL^>tAbb= zXa>6MfVeqa3zuJU;5YD;^jMbs%W&CAM#n~V4_ne zWQ;mwK8wh+fQ#;@U>Di%j*FTgpD^JO!wuwUz-7C|9m`ggfA??I>rW|F<<5TLqY^S| z=5+<`Xy#6)y_b+`2sb6u1=+1|2V6YIg~qAI0t)OAz*7r8v#otlPLcZ*wIL(8g7TSf zLMfR>#iEuh1XkChsz|%ih<5}LeYsxyTaru~Y~?bFmwz|wRdhi?2=9dj^WMJ?Z(SH^Mr62wgQ)Iw(6l+J9hm9h2MD*j_eiHn|)` zq2%ZyHg-YT^@3%+r>AFszfyfCY-{)#I1e6;jXetGWrc&c89O=PQ_3K>hleeMDGAKv zcdPrOWQO(f3Fs~^8y3BU@tja5O`>+b+4K_P+lGl5BEm)c2QDj{O8Gc5mvKO5L@PE&M*_R1Q>@7(L|DoX^|B&@&-;+%Q#ZgKH~$ zRZyOUS==!Ctu%=)^p8(~yL+u(1y)E9us?BwjV<_fW+3u^C(5Wxu@o;=NNy^PSQ8Z_ zHKeR@U-gZ-kfNZxN0FD3(5U^PoEsqaB&PVCK=C-J>v`622E1AIPD@zAnBq#~N$Q~I z%KKzv2$(`pcD*n(n3KvXqnDT`>@Sv{wah}vdp=OfaPwU()GLnj5{>>sa6s@Rq7MGY z@x?CMNFn-X-js>*(5M!PRndx+ zZ`;9tmFv99*4ZekPD^cKR58b*5uV24AP4iF=w9)=KsFh|Lf(%^m~QqNJ%spo}?*aI6= zqfRG?Mw|6=R=6pLS@Bh7`x*DeFLNy0SP%9;v7h^bn`Tns!bX)^U-+b=6Q;HaSvXmsGnBV{Rt>>d<=gS?udPyjnZblTviaW1oaQ6+??$i(6arK@9sM zk#Rjfoj#@c_%^9kBd~rMloP?g3{`Ngpcyg(rzc<|}5nEmhLbBiPdFZtPwxb`8l=RTH6(Ni>j#2ugA`JKbq$ z)`L#%=l6qY$Y?R*RanBH1<@i1KKwboj1$=KM+3_GDH>YE-1*$L%8c`!yIP@DuQ&@@ zhkQ@wKb4^ zdy>2Wk=1!#B{fpynI5(acpRVJY{`nV1LxcP$*1^OddiUWnS+jtEsv#rd@1}vpX8H!8~pNKjedNmq=JM-R)_a6&hFqYP1!=Y|`DAu9Kh-`;${CWCI z`JpoIFIbw7ue~rQ2p-{9>(1ndMexra9U6%`=Jl-bgapB&$SHx-U2u}8;%TvE$Ey@!({@F5V z5GMM|7N`QD{VI&XK%g(gv9w#cc*rizW`zPLa2(E*mQ6 z5ox1**IWPLc@wk2HLkc}g%*?qFQ{Jc?T7TR%QAJ`jCj)};aC#sN2HUK<`8<|@=PUd z>sNf?Bxjxm!*7~sm*y#J%rcvtNRz95v$!kFUfsCq`uZ>u;P1$zFiHQ$a4+xRcUA!5 zoYSx#UY{@3QK>(|P#6QkSzp$DUmB0ZTC2ortHhpEjUf9Pb%~2hB)YI;G3=#dYGum! z9186w3qY2LPtcYshhfLLzEKGGc`UNy?9G3ljvdsx``1cg8w}w9SV9f_B7qsX?8rG$ z?j8B9+RAS1KE1%2gv&BvN)0%6uR>D%-C4JE9jQ3@g*C zkSR1su=EqTo!8!_k?K1fh09z30X?U9waHaI~%$-#pa6|3ANF;~$#v2MS*{=P^8E~P^3X0$W@ zdyvPUjj3MN9xZHwFwNB8gn(8JOVQG2S{HZrIrIf(AHY2#9Gds`v47IJVZankBuM$G z+8ZyfIX?Rdu#GwpXXcBWtj;k+uXWmp=4fap7lY+siX|wS_~!?d>bj|%O*MtODX2Pd z+rFUvK0K^EkKjTt`z6EbmQljBxno-}g7>0Ikxh+Fz{ZZ3iAXfE3h}nS%_oY=G9@M; zDc=VE5Z&(uLp|2%)O(k?id}&_@)?{I%N`dR=|`J1U3$!L`GotjAng3sRx$Cm|5;gL ze>jrEt9zU-Se|Y}){GIq7 zV53$&QGIu|b9S=@+?6zhpeym3_7%gXC~yKI5_sQQS5F8!xJ6Hg%jvU4KkD5ec=XZG zF=AU!(t}NRR?n8Y=zFwk=9h9S`w~eTE%Mv`mPrRjY?w zcf~Qyscc@+ui!&r<-KV_Jh_UNQ@2ajBum7mR;P9((iv%qYESIUJZUx65o(CltvM(a z`9_I3=*2#qzFnSaA_rDCAS=XTNz)h2{ljIpx4+}9Z3Y%ChJOwb56&~S*V)rMMcto` zhfZ5$YN%XVeCV;q>Ss@FLi9t9L5!4zN@GIKZU@``g@v0L_ir*e#_Jf>2k4O@O}rgg zr+v7z;0z54?!FpN|FW%h=U`&5#7vN~m9&#G)?+ylR`k^t-;2zGP-mu(_D#MH?T-9M(^E?eXBNZmgm|4EeqTbBIyCbInv zQR7c+cKBtJ;n$W9dgk`w)wr9JSeFJtl2L-eP~X{YLcYMmjj%Syt=A8F$MveFkswli zFYG=K6_@0r#b7N_wUWig8HQ=wOztOJ<|G%v>xea{^I~%zFtytHR|PU*PvP5A2s|l0 zH}H4?6G1&=A8w{5sUW~uw0}9!tCPYQ3c<(9I@!Zi&Dqp@3powbPO_xjO&KU~(PY=E z`D`86CV0DBWBtl{EqtD!UdS4u^xg8!L(@g{1E>K zFJgu0w|KTO3ildG6O`fo3hCt46Wu9GW2=9+HY!?|r!1QK{#lYe+KCZ&shJ%-zu9&d z&K!F3DxkdXrKl(=3>;x9T8KCkHhpwcpxf5-h$&x@Fzgp!ayID|3Du-sJW?n&rR(f{ ziuZnDhotwOhLO}XdiEYfhW+fVh{}i;Fn_K5*x$`0F5=UHu!*hthi&DtXrcs$exQq@ z$RR?)#F_4)43rq1vQPajqJzGZDu9LB`~4GGpqREX*JR;$cDo5?3lE!11!v#Kn&?AQ z#M$H@h+@96Q@aV8yrb1pnDXcrqK*j%8FoOEwZR>#&;%?-0CMpe*U#9w zmpSG4R3_h-qHn|){bC!E`Q1~Z5vFUnBtmIE=i(aei2 ziox96Him_=ShnTkWvwqPykwZaVsGP4K>G$DQEP(OXiMiTa1--P2Cx$XrvNdHc?58p z>dnBDemT?#z$dErI`S5JP3ZSDBJKH{%1>R#iKQz48K*lb=dKRC1@XE?=OUU3jG|c= zey4h@zZNGSJxrT{&;NZdM(8MrPJ^;cWYg`xkw8NFap0=D;MFjoG>7VP==&f9Z%3+b z_XfsCw063hgFXy=c$TEvl0TCA;a`}FFndKOV*OJZap~|MCwH}sL>U1qFik!m|L?W+ ze~wW%ZQG|+cb8Rnf^8L0{`7stVv)F9i~-Ly%N9dU`?{IObPDk?l|vdv$1MEVwlPH$ zN>N(rLi!~%jlwO+%fO@M!^MT>`l>*`uaD5gvqv_eDh+xSU?7evaHg>aFgeE0+YInf zUeZJPV17Lmjjab8S>~`%MrTT2kj&qg(x>(e8hz+i$iefzcz9u6M@l8_LW6liw#TfCbB| zB#EtCq1AREIa4}im4h_S{<6e5QQj+GBcX)!k6lOkR+O1lPNu+EmSih{UG`YQQ<4>K zmyyBEzlDKmWTFAh4z^2P6FmF_#aG0}3GS%Ikdaf%bnUjuW-e~-p?k`F_ouP$%UCod zE_0@{w(bM&vo(y!KcmO~AZ+OgjF*^i4HQa~ez{~7Fn1K;A~5_^9TeF-jF7Ug|5eGl zs^#lBbbK^3UzvV2AW-U2^L4@6&alwZp;{)JG1E9!Y}YlKCAiUSOD=8=SbiFO<;F>W zhes9ssK!SjTUE)gp=z@-k)lMrsZZokVE*;yb#{LPWnG^>hXW~BUS}B>6J2t6sy>CWZRRIDx6jSZ&A_el1$p`EcI_1q{Tvrt z0C|$8FY6>KDvCkg574@qOLxj%X8(Uoon>59ZM($*1pxs8=@9Ae4kZ+jlt#Lnp}RYW zPU((8Kx$|ZQ9`-IWEbG7$%$VYKcawX3uj~!W_>LZ*0Q7-1q-*M0FD~?(L3Z z+-4b4?RvhLw633)R7R!D+hfOgGY_Xvk|7FHnmY2O_@vwTm(^jxB3V#xA-V+rc}nh{ z_|zv7Em>VzDo)i1s}NUBESkkKdfr5$9n^J)=V;uY`}$nz5lJr=PDF-@+TAS8p@3PP zt;jkM^tvBZpGic2N7_|R9tRHr2>oeF?sHkcg}qBltS}_Bif2N7;2Nc&T6`a1RoGDm zz4`Y3qWiMtDupNLH5mIvUNdPhJ2kyVNJRr>h}d5=$|CO(^M?Fu!V=(O0H@{vm25N| zS|U>G<}87?L&-ELJnR~7N5X@7zci_yLS^UFFg=|OGiQInY3sL)i!}E@&JN8b$ruW% zT!Fv@>?Xj&zB5tzJ~0_r>J?&JBX?O0*U0p4zsieBSGI(4a?MVwPy@Gb?LPD<@{(m5 zmdb?|<#+q?@E`I%<_U7SIz-`NIVU^{pa>#1Ha4RKEhqpW4_#Buln!GGP+udb@iS_= zN^l@>>q#R>n8O6A7KYW7@S0$BivXKbfhg}VpiXA0acq7CXwHpn$cp) ze=0?J@+#L^vG0WF1!`hoVbGtOxCZAe@Bp#xk>d&#PG%bSRk&+Ik*c zY>#Pfby`Uh{}%YVMxOD@-cu$Yr|_$*#M^Dp+a`tLq|qJg-R2H6t&qRz59-f%#;g}2Z=hDWdJ;705mk@0Mrb=%`%jXa&!a&`#iiauU@6M;;#TF zc^*|PcK7zHiqd6)-RIE95-R!5kvbt*s;=9lOr+x)0fkECa7ZRLQgFxoXAOr_$h;e{ z?)1AqTGx|iFeBsMHM*=y3|> z7rL4AJRE#ZVA2wp%UC>0`!oO@{w7%^9jP5jO?3b>&(CW-2T#DhhAWM=^+FGXS54OJ zyyLNyo;Dz=#Sup(Fr%))7@}xozy+npWX4sq0w2LzZw6o^9nJm}23?vGsdX&%p|gLh zCGSBlS*ZD7XmP}pSvpi;J`iRxC);3Iqx9C6s9~>!R!X^&Ojo!B%j$WZ`T9!sC`q^* zk%!TWySs3k4fY*M9{5Zs-)g0fagQe<^+!@8?TqVpo1SZ!HF?%P!`mK&!GUN{{{lz%Uvi{W%|N8}@-&pa}+Z-6~ z5}7LFOc{;iMOt%Hs}{~z5&hse;W!T^N2NzC5P+f#hv5?!p1M+y?Rtx28$$C3QI`N; zQ& z?O0+X4nKb}$}#bb-4K9pzX*1tttQmyKKFHK0q4{J|34wJjPr1C!YPX5>VcE@9jokr zQZlGKl?h||>AB)VFC;nRrOJQ5%v8@XHqr1`ZEvTbasUqbLW*VrBH+_|X8@Cjfihau z!fMc+cyM^=PVkKYuZozE)i_D_V2ox;(azRvwvpwdo(kH*?(Ymr@)NfaRqq#QzlTcG z4gCDnQ;TP!Jw^#J?_NouqPm=kJcA}z4d(LCmspt<4%UvAHhU%($m^SB`Gr66TROKH zg-IDy#$bDqkdT(MuuoT{Y}?7}&LF?31|wMg>VGm;bS`w%UZr7`d<#u*3rm6C|nAuzZA%ZCf)VO7P%p z9d`|zEe8$)liH;_=Gk41XwXo>EiY4`f)?)JXa9=9ukw#KHKjPQFqfl&ZwlpPPd7Y7_z4PW6WIhZNAM^55@@|n)0k{nS$UK(-=<=Tg zTe`%xNv4fjUNo-d9<4^W@;TS5ZJ}TdLLsMqM!)Zoz@<=Au{h?&f5~|E$8GD}L9K2R-P^QhZ@u zrFmzYl~FCga0@h&3xCQmVvUAXl4$WkD%2`SG0o)`7tss98GrjV*wAFdIYUs@e%S^| zk5j%$9OI*WEY%7yW7Z8n05GB*5Dylx@g-N?rG5|rBUQtt6E_1?qVf!ISqV#-uj)S! z>+RMKxm^$2N$HWNsBB($5SXX1iN3mg_T%CJgrhERMJfI{vON0dGA87^Ceto_fcsUz z{|?i_S$8@OC%cI`BL19bHRKI=yb2S5!^Wck^e)Qv-@h?-lSXIJ$P;x+kOJE5_)fkS z+CA+=_>o%tazsiTC1U!|LQ^-=oDmPyz)jTmEPN4($>XVbetsI<{m1!GD?&@*ln5_Mm?jZd71Fx{nvjL zJN=^FsvFeGcr3w?qsn+{(`yo*m3IJFcbQRe4`Zfxn!~5CmFZ|Yw zi@8+n9WQnBXC6sMt^%v%abV86k4IDLXXKA$zsocdjp!seQD`Hzti-?N+Wv;i|bNf3UP z&-t?Wgzg!l0pOy#c^;hKep0zSIyT-{A6E^FKR`UUudd{i4V2Zcxhb*+XuSr9x#UKQ*Q++389itd0Cg&>*g?eM}A!pKuN;v)29t@ z+sSWbNUoZnZYpzC_BG@U*Y~Ba?aAM7R@@?bix3xhL%Bo%8zoxnH+4Ec&}%}CSEx`DN4aunYsw%vFR2S+lS7FFLHp$E-dNJBEuiiJPHk#Qm(2~=F z?)niB*NBUw^gyA~3B`sDqzs*q!I`((xMezg^z56^T5__Al8ftqAE?W_*EtdMOfHJ}&GwE3Oekw*S!G}zURfa{$DT8Y8L(tZ*2wQ6LPXr)f6rx1P@(y5wIC&)@f zbSBGHxy#=^-QA70EO=V0onTw(ufzwAL{M&7tNZsd{~h|}C@$~WdY*MR;t%G98O`zx z0d+J4`=QPL@5PY`lvDo4Vu$bb%1RzX)X9mnrEG{pntT3)d&um$km8$F`}-z&~&tXIyFy3qL^)sb5G1={ygm2tt^gulnGz8@x} z)8F!qs5_qW6F4#vAcm0lo za*Xu}Y*Qi)oXRIfEvx;lH5pPge_7_?h#&J7AoF~KX%gbkqS}@5$jQi9(m=Yv3>xTX z|IYc9Xy@o$eWh(CU3G@mFq@OE++hE}l+{U(x^F9k6qym@8B0oXgS^o^K?ttH3D7b2 z&gO{L+>S-!uvOI6CwQzf&?yZoo`rYs%Xy!?XkF@9(ksu;d{yz#jsO9`YdCTdLMDaT*>BelzGsWg&GKcntG^?fho7t>Ip&HIer+lC9Al^sQA~!Ibl_?r;?{erzKK*bO|9Af^oe*{V_8shni&J`B=tYjec}yVb=;VY1uX6Ym z{y5|F^JM1Ev?nOZfEWNmiC>9wv$Mq~SWG@uY^97UijZNo`e3!EkGyA3jXZjeS0wTk zswDAQV>#-bfyW4cqDV{^32`t-V^$xrIv4xQR`QC609D9q&tp@*Ou=k;b~{LTq{%%b zhS8zu`#(TsGU~`PDO_rKkMTKAf>cSWO8H0>`z0PK>qkTvp8WRwG(T~geo1LHxyn4R zb?bejI`TWzn9Q@|uuWGkB*Em}UZ9N01x|+Ms{YH^2XwS&j+vG?kvyGAZ%swZv{r(e z-_kFQ)il_|pr@AgfED z)>DD0!$rq^3&AqK{-Xptx^qd<&xC%*u}C^xjI=D&AB5~*k1ew2KlkAJ=rEj;IB?eX zcCXowgy!el0RDBBUutB_SvuTrMF(yMy?k`}qG5lo=`I&sGwuL_ zq~V@#sba=^2b=~(ug2o8T(|$7d}QARqBE6^nxY1vZ*%}x{yS{oaX=`8x|%cT$zUR! zc{5sytrb7`j=`8X(<1vzcmIh9!sPzKZ_t4gEg~xD_xE(0!7M2`iO<$Cg0YA6H^)^> zcJU@;@(Mjx1%)}JX(Mb26`#8}IS=$x3s-r&xbWnTxVyQ9byGGK1x<}wH#q6dock8D z(Ysbl=c5i7>wO==`L=2^^QjFksLH2drzj%Xf1>-dDsct}nJ$|empAd_^qY;xX2SIy zt2+Er0CgmejYQbKg8z-kne2%lR)g+mY2aoELJ~tBeA?~6^-&;Jb;dPvpva9&hU8Wv z@bJ+nqkMre6sAG31^GU87t2keGJyyNRehd9*?bD1bO2!&7`g(O|F~t8JmhXyVH>X+ z54_c7mf1cCG17uc0$xzd{uw6r*@#Fewobc}L!4IDe3OxD47HU=XWLyYhA1CP=~2w7 z@oU1EnfjQ$X7l-&`*y#$AW83^bGx~BJGl?Z*1LI+YW>6FxI@3mN7m2E+Fu8}zFbeb zvnikHycy`s%FXRudnD_ccjOe&zYEUq~WJ#3oAHfFl-AzOw!3g_>cCi>FZU;{?nS zx10~@*yha*1{va!PFfqVavm!l<*=9X)g=j-l8ICs9P3*Ug3FB98=Wuu>{v^WYwz+STG>rat+^ z70li3a7Rdl^ylV|cBU!idXQXY0$<;Gut02=I!F%`TWRAVvoIo9ll5w)igWK%NMthT ziiuGp_{-MqcDUhjVy0Fu*hW6PVrn@sd)u<~ zxYAWiU68SfmM#2yr>0nFg5l?#mOIy)sb^W4_cJl~b@wm8Z$^0cUjIfkw=mj|9NY`e zi~zy!+};1&{Z{Cvf0yF^h+_GM^u=qRi!}esv{%`Ft<*0ciXrA#Mu)v-=8%}kp0n54 z2>BXV_##Y}SiMAa-+c_<;aOY0iajsBOw8~%f8>L-H;ilE zO}IQQ%OiZYoo=iD)C~Hxx28LfWZf)-P)pg|OdVd9_<_WlgFD^Wl!I@O2cscp=*2=-&lJ-f|Ydg7f4XIGvl4M8*Xh7j>91OB5uU7$wMTV#^M4rvMbTTS<$OwPo^q!>9 z({PR-sA2kGG;H3ERhHCWRAn=p3SQE|L37Ue#rhu3C8kQV9n=Z|fSVGnU%NccC@;ca?BqR{U{Fw zc8var7zwMEQBakLSZ2iNKJvhL38`nRs7-)a{j8ifJQAi!86KDs_<*Cu zGLmLcyyIeF-%>{yMyV#fx;hU>ZUIajM>3BZhxX$Z!aHw*bnmX|29~E^&EWrgaqTVay=h=+xp@F$(LaH(6@Pod;Xf{L7CMAi;>su z*fzkHUhTa12leueo39w&nQOsy*(P|9ZGM8e*+{huup`mPyo7Mc;Fig^9Gp9QAp5Zm zIK6&|?cm|Q4aFXf|LvJ`cpdN|c1=lEK@&xSNGo=uH*n2+&zl9DD>K^V zB@m5@t8FVt{`3Pe4vY!`bJ7IF51)t|&hvey!pII1$0{0bBRi~#NevCc-C8&k`RSIZ z%~S{-(<`KtpHT^7>gt@w z%RkAQxU2~!@_+MczQpqn2yGAIie3qfQBtlR&hgV1A;)?Gjv~-C#I~xJsJ{fJwZTx- zM4qfSc1>({Q2oaq#p5Nl2Ri?XMg%7xNz6)%MQdaJ&AhLxo7CXw;+$)|N$ut1d$x|_ zWDOPG)NbiJ2lvmyWSAn$!S*=IGZGLB|9gkIIxrFb&uFDx(*Li8|34`?uyhcLg@TfE z6xrB^I+hAxkpWTMTQe@?NdzCF*6zQLUqXC8x8Thr24TYo(%fp-~zU5lAM`pwTp-Qu-{P zi^Mr&4b{hUUbo!zLvH%b3T)4h`9xiCvPYvMh2PQXojIR8T6gWx*+D}@yCSWG-{cd{m3Fdsr6}pm7;Zl9Z^xeaK~%9v@qbz{uFbTfIsEY z(t)T{owUnGmPqtwXewZ7YOjlZM^7JVK>=*uxmj5OTi62hfluuwc>Zxjvi`vSNGdtD zm0P}6YEVLpSwj3K(a@OV7Mr)j-p7qkEHRZKLdf)Xr{AT)M0WP#q8=2? z&PTPYH7YDdazOJ|W#7aOFf9PNmXLY*+80~xYbdruDFUCGtKM~o|K4;ZLlk_c$xI8R z5!MH)J8rIaG^03CiQ%Bvc!yi&#xX?g&#aT*nh;&GwH$y+J@+5 z|NA?hok^EE|IL^W#~lH?0>gmmTn}VKp^+09%yu4d;i!awxN8DH<_MY{A-m5q|dKHxyt!(6;roC2I z2g;GaFkmY&6pt1urP4}(n&Wj~=ExecP~k^;8X~$9^P{2q%Yg|fkNhZ+_`&$3vvDc$ z^kEtOkM~2D!vE$d_x>{XK62cOUrj3o96I!(3qz(AWl;&!4jNKd4n5Fkw1E{|IqM&< z<%1M4;{0$;@AwVyRUDLPJJ~v&KhNtWd1do83>4*pim_=Ua0mOmv3XrmC0a|?1Xjji z$zVTg)*aq*E}ckWuY$8Ue(p@ubk*k#(vGTc&c~-hUw!7W!oR4sY-as!Bcc`!^D|6s z-dJ8_WI|g{caWhNd*j#jYtu$hC@Fzj)C|DSkZ*nG4XqqKAlNZj*#(Qd!2q@G^)PC||V#*+wxWgw{frDc&cDnJBY zM9EE@Zf~Rd`4dUGV;%M$%OLEE_IJsRz+@foN^-Dd{77FbyS zSEYM`&Xws5XZwLp#e-<|C1~nQWX9E(!g092HH9`ms705}cbOut7c>fhq|87q5F&pc z9s*AYi1e4U>eHJHg3pUsa0*kb!@1bZ`ElCZWMwKzdDXWb)L)NvevjY&UA(v%|4v92 z_L3OcgI7T{J?HEpURBGIMB}LE?tgD66jM>l@IykAs(MaijO1x>-xH@yP86dUA)f+k zhPi~H9=HJ^Ljr5h?1_k&Dn}ZUurBH`s8N-O0D&=p_5!7%hc)hAIw{Cv0Cxtg+)P5^ zF(f8gC5!?hG9XH}mtj7%x_>>3UPEZAmd!6k3{A+tcr|)g$x(rmm`OjmgrbDmC_2m02RgH)3&)n0mWGG1itDX13K;UrumYku!^-s-H*|&y{46x(N~-o~Wb#OX z;>gh(=2d?9u$n%k3u;+fp_k%x7~SGz&yQEiuYNN(eArKIf^YUL`-C+U6-JfvLyQ8@KqHQ(CMMsI8;=Ps+WxKjF&a^hPHl}!Qc8}xZ zWZKO!S8c4Rt)1Pe7RY-^U8>-U76(xVXk`u=;Y9>9u1|u&i3XoVhjqXh3Tzahqm&?w zlCp>ay-(VcwvY)@#HVgkJ7*dr)7mJTAxmX8h@ym3K%O^edqRLthPtlv?fI;6I_?cp zy@WRnh7_(u9#P7cVEyq!Q`%m2ryCi46qUfjqZ*H#C;e=(5CysCGX|S zH)SYBpC6ll=uK_G*{-3c5*Cq}p{FmE1pyMhf!db`xKi%}PeIo7PM^WRc{mVdmG|y- z7uvL&P25}5pK~v}-_c0)?Ny1QQjW6eq;7z)`I9FUzNZe@my@eV#GNXG@5b>wznd9!@fc-d-6Xkb_krD7}V`<4oa-vkw{K@cogFNMu zt5~kg%1_#q*kY|vs9X`>0=s$Y)!=%$DIIMhHJXVDt)KP;DkhMqe3#wHN@1`KCr=O@ z04-P|9-qO8U%wj2dK^97tE07*1q>N2AmZNL^*Niil>YskwuvHi%J-J&CcB!ZCFi6> zEr#UMUHbfhO!08`>;6vt|LHt4!aGUtUtf;J`JI+(2&c&MDzxgdz0Y~2Z{U+ZeQy=T zE|TfN2S=`9k@&OujuoHDMsJ#~LQBKh;-ZHCHhOIM6*Ln2@18bEV@Z>e*6~9YbsFo@m1GZ(SX5C5+kg0ob z54;VYOMr>3QBmyf!13Ze4Qmaf&6{BzIrlO0Wk;GZ-8UprXJ4lICGclO9J1)+rjCwk zra>V*(wsO0mY7u{4M!MyA3F9^-u`9oJUed#(9*JF46VVYilUl_15sFSW`%R_`ZdpJ zkl#_X!OeWv@3JQsj(Z8;|t8e%Byj`}e7mu0TQ>lL1&T>|(rWJfl z(BO4K${_x_w?iy5-0|J-L{uDUZ0Hav2_ZZ{C|gmw5T_XLYd9G6cibEgfTRZ~s)xT4 z6m--(?};JpUIk_L1&}#$ktWx@X;`+W!TV$QH$R)t-@<&{g(Oj#E2F4VQhYebZr7&` z7H8XcKDgc6EBsfIZL|@}zLOa%=PN1CY_W=3r!f#6m?>p=)i_^@@~Y=_vJm_+o;)zL zdsNnk4P%%}$CYQ)%_RgWzH5OFnl4esSpODRg2+VaeXyX+ zOEHJEKtp-T$Mus=!=UAuPO1PlrEWt|oP&QwHAAR%ZenC^rWrO)Dui4`OMviQkB`vx;qoo?&b0RPc*9#fiWB_cNSjPp*}+RN@_#CQeXXVWAn#&M|q~0 z`@N&WnEjmdv_rMOz031t8CT1H)GoZn4>%ng17rWd8W|G|nnDCQcLp2J98!-ev-!6* zHI;uq@lCnG%B9kMp78O`OY+UFIZ@5Mde+NV#~RD2EZg19Pzgj2o3}myKo2ZAfc*=D z4UddO7a(|>4hyE!w^v2BB$T8IRSdOoRmfJ$)-kzi+b^LR|P&p+2z-_ zF-wGK;Et9?U3}MnQ$VF9Pzyjt@gU&kUxLjql!9n2<&-o0s6pS2^OFmpUOD_R?)L9r z{8Agqlyn(lOXjcsB6n^6Slgxc)M|QA8_Kmv7<9_7-zx}=Um2R*U#X6s6 z#l*E-diwiZv(1Exg|ZT(@A1-%=A;WDRT3CRcOBBLJ=!ez8kTHhrI%OR>$YXzV}e^n z^S?H-*hR{jA}ra=Ps8{7O@pw7L`B1cXat7rhykFou8v!F$3Yc zX?UgnsMffOo(hv2AV{gS!dD?N3GQ%oIows~$&<>j`^sW{%A+1w?Dp!|;q5^Wj}v2Q z+S_(XfX)8#5Y|B`i~deEasr6Tcl^=czdl$YNqRX$hQ54aq5OvX^_(n39+pw`37Tv% z&WvX=+ZJ3n5?z>>&5S#(*Xks;5vaa+G?ioVB&VCmOb>$*N)9^v4Cz1cf6xg?;=pJm zhpTUSo%yOOtyZJlFLfCroJlcmfS?}eKoUo7cHIL*SXs1c1{vIW_#s#jPBvEoR72$b z2R?O=ksU7yafIY;h@Ax~B z0oF$oo)?Ou&G#lgs_e#F-#!cQ~FE6+rVo00xx_RA$ z2>bt@3hZYdBF%Tdfv~Aso^8!q41;lLy1J1w0HYA#i$# z&(AvdOOr)B^%R(OiK^&KbOSw0FIFLABs~<3VWW$Pz8G(uu<flCS%4cu#ci7d1> z0pevCk_0Y;sNL8LF6?q0<7$-OW+QKryk zObBLCgQklER|ZH)(82`2Lk+)d)&h%C&KCKL7i6TNK$J$KOdfxU3KVP+!9Uzk za;_dS9cAQ%|OQyjgBad!%?7-VLI&gRcXF$#RN#2L%Y79F@acr<&4dCW&?!u*t|Ho zhiK&FA#2%_vo#NAWr=3wIg6rGQ=elq(_^T@=G6@AIK1;}5k=awwWVTZDUEHxDOe1+ z;46l@v+iBBoZ;ANdQhH#F}Y5!heupsrEZMyIZ{P`L--z_l+1icv@s6 zMMVOYLl{Ic2F-U{Pz=Zf*xnSagM$EIeApNuOpaOBzuIdYALRDT`7yG&sp;I#q|AsT zp6(LoxxobO)DrWJ^~OWUt7xbsJ*@~8te%Ra{qna|6&976Bf);A-|Sb!J*JiDD&B z@c^Lr;{5ZnVH2Tj^a=+L8CD?!5~yySEqXpH06w2e*WO}kOZkl~?&+9mE-A)XU!8vV zTW$D`mdQ}D4vF8+7&6bD_3V95b(cFj^-#=Q&F-t#mghCuv*^A$5t!LXldV-CpbSoC zEevXXW}sNWh={8v;6!i63<`$SalIxcgFdgH1+5^9srL*zyC%pssejxMsz{j3RIqv8 zbj5i=sxy<0rDfGffx7f%w|18gQhYeWWq+zD=8hyK#J;wF!Sm25Fb{9c{Ry$f<@oC$ z;B)aO9~-I128|Ms&BU<-PCoB7U$13~w%+=G`+LD~yI)so;90YQ_1lhcjJ2?1c!f}i zRfvdfPiQOUP_tEddjCml?!xlDhX9cu`)1ES_riZ8VYlJ~L=${NUhV1Guh@p~>jbY4 z4?0{q+#mzH<_9g~F&%D${M(tl?G@b&;#s(C^6UIs%6FUnV>>mq49LTSw#J!G&RCZh+5gKV^Kt}8jT8I%*FjM&m_vOZ?Tc6n1+4jR18;|3*ea?fMxxD5uuCA2Xvg9zyhnRwm1j%wF>sDR@ z4zNPxw}@-Hc^XhoQ^T;Ff_GdjH7u4B83d)6GZDn7QoNgq7Y2?!(igRjgq%g`R=sU4 zdwAi9^Ar)v>$C9L={!SD!7cEk2Y00%;Cn`x)oG+*I1-FaqCqnhy$Ne{)3&RohyHy1 zsTqYjOi z5_H27J~BGns^x1{8uq2x+N|StV7Lfn2kmp$BmBm~vR(gft8!a%W&JnQaPFeVuu?|zZF>s}*Sva%Uz+RLN{f1} zT~-fCAL)~>X9xRtE33ERx99(F+iKTO9@i_72TR%AE8)A)xHvbg>^_SS!^$qEzl$=2 z;%)ij5!`LUxLKq>bNp^E@3Y8!T-G*y%Rw3hs7g`Xv1{KPF>dIJ@gxw2yJ%pC*YW&s zs->9oscT?NmFmo{Key}TZ{5oMo5fCWBkf?%vCc1qmf984K1aoe;)rkZaNpmTS3wpzK|6%aP3eNRV%I#jOY%>y~3F5?h;vKq>1~e3ls5p`*-Ir4@MBl@3Hp z@XG^w>ed#h7X3=}U}vIHP#rk|el*3>75=AK>H*C5hH4WjpLEPx81N?DoD~F`SPlB4ujVMe|r$mAsG{VFe8SLfX`WAn$%L|yZnTGV_zG>r@nHS8Jt^i&liCrQzu_*W~U*j&7{FCzP-r| zZZ+(O^et%m#VN^^sbO#|$f6S23++{!j^@L~`51eUn!EG1|L?6yzgh|yn#}m*6#a8v z+@EJZa@+cX*r#@N+paWd7MSSV#{FxJ$luTD@As|yx)e*1CCSO*TH6Ngt};`yUU1@D z*-*s`1uNz{!Xsc_wkNnk=*oguF&C>*yK2KN%CGi+__WOWyurJ0GCW+|J|*2S6xf?5 zug@~SVv&xOd}i_n#wWwQ%}9=cB94s!^jrw06{vdF(`0PWWedf2q(@K_*mfS?2`ekh z`_@>~DIZ4HUN#&0%LY}XXplmsFx`%PGNc~*uE8c#&mhjkpC`g+#8qg7 z)TdGgSHcU}g1g>TNAKMLEo$q;bAm@15Ai14=mONCXJ==#46xntdmlE_NT+UG>g~_H zGPN!XDm%!i+&3eIh_dv1M))RpqQ6G(947rUKiboiYLjK9Y>a@1Ue5idl|Xa!>wEK; z`GHJ$u+sT^%r}odDt~;zFM@mSJ|cL3Z;Iqtt}xM78f2|hD6hZQ#N%ibMW9jK0ZT)V zVu^Z`8G`lqv6g{|r}Xbq#sQ}WZ8Suk0v66%Wx$ArYRY>CAlkxz%FHI zkcO*o6U0g?*2MO>H}tLPyA^{YIn^38WvcdkH+KcTW1DK= zTSH3EHZ@(q(b?+&aQ#Xn7V3ves=wux?Ac7G)WefZHA@}`Wr82yaGbr$9AaZ*vqOT} zy)Oq&tqC6A(`{uuNu`_4If%n1_p;k>j_p?q*RA#x_m{1`%j+9!gIVfSa33bJo-)g9 zj~RRMy1V=W5-m;jvE&~=YWmtOefEql+}+`a`-c>#-oeB8<*KEM*+OFbli)A>6@8$( z=*7qgOO~zlxH~E>1{a_I6=CQ%-kUhLy>*O)c978C3QpM03|HIyQbA=!_a(8(P&=6- zi3EwPp0yGy;FtgY9T__C_xhG)06`A0aeQ8j3JM06Yv=6|8g!B$;ssHg&h@FAI_~1r zu_%qN)LWq!ldAHeR1->*%5u<#Jg52WR)!{k7Q%bFJxU$8b(LeH6T}tPFNcSE_G-oz zQ2;Uz`md_?zLo-w=B10P@L)^f)#{taleTioUE^EIaW`}5UQo_rIqmj?68hZ z=DdPoMFP@_VVaHR%IMdG7;iqU`-4x_2_0D+z(S8d39fy-DwY|@^=wgJYd_VpAmZ@n zm;WIu%a*vr6M$7}KZPcYdnpWPtZg=F@L_UQ!HzF4LWb9<#Gtl$6XjC~h%S9_s>d<3V%1dT0Z zB@;#Sluj&^Qik#y5Gr;*Zh3;``2n!91{xI_5r1Rm*=^GBCz9aD%xJT=2*jh|6u_sETMx{on|43G;_&ZF8DjYJK zB_J;>|Aa3_7spd$`)8m9@S#*Yrp3=hWhikh>l#hMmJj_eH_|3F96~t3@Y#A*ya7a$Z;Vhoi8Nbv^;9#+ zSFn{R`Frm$zrh=9c)XRmlB23Vm7%a#QcgPcu3TFTvTs$kB9Cg0W`{NgZ$R%d7}W1j z#EExe3@O_qkuS~bJ{isy*3r>1B5J9UW8BEHsiaSeRI%nD`jCqJU97Aj$l8jjoG?`I z{ghQfT-udsaax0xnv`C)0g;bM*#uEh0%adIbR3=4^?R9IzKT7o~yu?$FQH5zC zc9>-9FU@l(WDIHdityO>pb}>n=1+uh5pzCCH$W)jL>P_ycqz8mD2&@l!Eprdlm?fiR~0X z;*yvIy(Gd4N4N)2kZz8J8h+tj1Hw-nCLLRs;^Z1rWqr|;3ZQN%if5pXx2?L9yfJ-4 zpz83l|2t-*nKL@R<`48@9gSP2zc<9}UF2(njPs%^jr6^m_dOSCHd)Y~fizQCR z*Krk?&Tb`cOIfdSd(79Bm#Kn`9w>CF1GFL8EmhH+b{Xb19{}-BqDbi>3`!&O1>U%P z*!_VW<7Wq!a=a3Hih9eY|E5r^!2m2ZhAU<~W>TT`OS~90!v+*xN`RigBFMn=Q6oF1 z-#qK%9RUvaIUdX=+BeeYCHaH|_kaFiGnMVN7KeV}soq5HfGTTHn$4;FAtg9&cmJI! zio7)SIKP&UutF-orR?m=)k?0(;g!M!MmT8I$&*JHtk1+N)|4+=szbJ__ypzrERcNQh?;P@TXT|FGb@(a78nM71z=O}HJIW3lA^*CyVg?0|1s;G?0>tg%uI@>3WQv1PRnX z>7nMs)9N3(EvYWfzv3+mBfYR!RQ#%BB20>A@V2nRMXQYw!_LqD{(B?GGwu*n$^bDA zs-PKsYgpDv0RtO5J7UG0;vw0}k5Bd(h4mk|t{n1Tj7++7J13IFa)jhzpUOs!RA~Dn z2Op!*#(cy>p`=DVW>A5c+UZE^h$=ABw*64559tJ3A!v|f$mCae-pkoT^b$U^2a3j| z5gfMKAVz^Vf?M!Py)S<8VLD5?**Nv}%Seoi7!4hy<9Uuk16-B7Vt1F9&77N{%o%)w zo2PWMIO2G$#cEdSDUyMGJcV`8P0X=~y!T$qUn}J}*sOhVY$8b}ECUBiJYO7pfB8a8 zRyV;DI=##?@UnfUn-e!R+Br7sK-%izwCTEw&;X8|xe^N06)mZ?HG*_}W~aWYSr-bq zT!-{p@*I-Hn$06Y?Uj(tWpXTOQh&8{!DN+|ssX_fZO$H04%HM%ViF((PIG`faCbT1 zEh^&qLUnz4sqtH8H>*MGuNh+W&Ycl<0qF)s$&i(tLlmYs&1i~T(eqb_p#E23LRVj3 z;u)*_AZW`WRTuP`oI zzXbb<)Wx#?kFvg1mD?TMLID>O74ey=Z-5%hJX6aOUGNz~YHXhO4Lx&Hzj~|X;Qqw) zc)y>D@?!P#-0pqIP`&5%^s;RP&MzahoC01y+9g`rg6kq^t*>R_>;V8jM>2XDq_SsIlJByCoT+WIT^Fi6 z(ozLJ+5D1nANZ($`nH*s?YPuMTZr_gFHSZJ7pLp>X!K+jjW#illOymq$4tvQAmS^( z;|X+*+Hvs$v$={X7a@hjB9Poli!A^hlZ3oPkN%5PB`SdHS86!e8fg)b5xAs39I^ks zu0nyaniPU(lfnJr}aWN%20Ok?J$*&g2P9$1ngkMIo^9SPdbecd!-sB(ir!QAq z*yJyRrm)k00drIMGYSI9u|3JO39FR($c-7AQPFv#9aeshuYHyf5=d=H&Zcvbh0eV2 zIfcl={Csems)I)m7s#$EfRkOc<2D%qV!USpb?+ z_0zKb66f|q-JX7HeBrZN>Ev!kn_F)K+f4gOyyebUd=yA!vzB_3p87*6Ds?}}WOdWh z(hQeXQXlSPf~H_U7XW+s@$onu@=l#mTi_#0^1$bPAsaEt65g$@+|*B;JyMK%n(8@| z6*B91!G13HcfK6N#!#?w|D*&>;*wr>HEBstPo$-PU9DURZ#DEfyrYK3{LnIxU&@zo4Z~Ri{v6G`B(De4E`W7(U#j_<~G_sMcJb4nMF|o zQ6jMP0;hiW`FgFxZ?F1gfe)l1qGt%Z<{Y}21WM6A2Dd(p9Ef^coXr>npK+2U@hX@= z19dcIJ%KTgdbR3`F;#WM^Y);tA<|&P$iaaYh zBkEkRy$IYs9}XuDLB;<{mHK>coO+NnMha91j~-(ffs{71*W{fsPY+P)C2@XV%rABh z2zCmHj?}tfqZpiBhqfAcR869gz8URp;`5!Qo~b4%gzEGh+lII1JWHTQkjvSE{4)Il zmwu4PUX478R?F*(IUKf7o#5g4kiO;V$y(WfZEVtPI?v}p4ZwDrZzg^wbE`}bUBX~= zQ$N(131>(sot+hrO|*83JF!DZVp8#iB8w-!g+@e{2n)|E(LXs^dVmWqFD?Q}E@vw+ z;hD>z1oJTfk*cxGYiXT)?59|v_yqI^32hsWqhDDw4~5;eEWsMq9OmfVe?XVKx_WkY zu9>HPkyZH#3L5lsWSGQn4c55zUWyyaYV@-<LiW0?~i=;+}y67Smww7SEyRIVP zYq4KgZD&7t<#mDT_Gj%#AgZ9HD!iLAB;rFV?~6DP_sQF&4%r5MABx1i6&!PJy#|AQ z+g7Uz*4=+v*`NB(Hgw2RL()q^$>W~9nW=#ET4eE8Ca?pTm2L1z{6nWT3l(ivI*vY)4= zc=EeJh`1&gS0hGZBv?7eBArc52)~~UG7sR+S&j@VqIH?6SNV7B%6^WI z8F|Ga$@R#_m^&YORO?nDSe~r$Bk%nZi}!bLR2=aSefxnUC@hxGS-sm8Zlv{QK#-ybCUnh#uau5@k$WKLbeGxUo<%iAbYCxagt}Oa!5c^ zcFW@r|Hy~vG@bu>i2s#`?MRR6ZpC^XGv`h?vV7ia)$My$Pbt#R#K#Qi9wZHis$281 zb-sGI!HMe#eZ<|TLQikBb1N?N+fZzRXQ@Vk8)1M!JV6(c%?VPx&;y%SZ|L$iQ|;|- zRT)>+zUBKb_Rg~J)Uvpr=C!k!At2&RYmo+nQVBUOzHYw92On304I#nES9r+WqAwYT zPKLL^wJ7t}Mb-9ps2r-M1e7}4RMI4m{>j*Af`Ds~W!5zd6J)C5i%qbC2&>wiw9LEY zXwHx2KX=t7JPy+gm)ovvHSqOgVR@Fi8-tQg-nt#`fC~l&GO4FP1Fle@>i)5VyX&CR zvMPAPFKX_$xzLt>1nb~aB;wT!d?#Sc0Jf)biz%LA*9mxt=JRO1ve#v~-yZccxUdaY z%XL{9zvjj~zvFs&WE`xrj%B@b{^!w>j-8`GlCakW;H(zj7)7qtbU{$N`y+bRPfob8 z0s;e3M+D@rZ`xMw#{T@b3qQ+r+dG?mQg}8grT3q84p_5P=vJv$eg--~Nf`7&EIE7YG0?xrsNIl>BJ9p46c(ZtoJQV!La((XM-m1LOFjx8rQUE9 z*dGGvu=9w{P*KMMMAX&egA5X#e}_+OX~*CU6uxE=kKg4umdY!$6mav6qd-Ale$(pjA92y$XP<1# z$&5p4<-Q)C7ks=5&j5k_D`ZBhg15rwM($2fenol|ylUSxAVw`dr;z z(g#)Oi<+*B1wJcIc`M|iryw@2)v`F`>4z!pjlz8W>G+9c{DELotZ93ujP)-c77|~h zcXab#dZ7+-_55Am?QehMesnal)GWKZ>jD(nQCxt!fKI@3X-BJQI6{bE=nTN}J36Jj zc^hG`H|szJ@YkuL9knlHoIE|@wNzhv{oIbOSO?9jVE``E66uNBOJ$Y8*p-W6=~{jB z<g)XX z9XzagYU&!U>T*T7F&yt{wKtd+99iY?Wwlv${^x%4Z`V!}Y^6||U66{j7#kB&NO-D8 zuG*eebo#9C26=*9ril0H=S#Lv#c$>>T2^g^oS| zH8t>6fS3Y%JhQd-Cg<(PaV&Xpj+EOT`m?-5lfDDI-kbz&1WL6tV*>#DYE>&6gNC9l zJh}kr%sgWkWEi3_62}%b?ed}k9MeL+cA{Tg2-@~TS#A-wFBz}feD-HXF5D7G-@SVm z(IaO4=z9(Fl!DnP1v2rX#haIz0Ut<_nB!=H#ZpKJwYOY&G^+s~H&FHa>gwu03=-&3 z?>(W=F)(JB@Sb3rBCU@S{cd?xOqbd}eL^jCxao#0 z%+2kddx9!Q{HeTZJE_tmZWVYoQx#7!yva_Xt4w6=v#rj4+Cc3~RdcMxe-+@ry=SUu z60`p}d;HJcJd`4Kn1nQ1filI;?A<34qG5u)y+YM>Le^cd?7-tlqZ^(F{5uB(}5y5Bow+W3+o++XF* zmm&l0gcmS{Z;xgGv3HPC`7GcaMsi`vF0HJzzrNDiN9}MLRtDWT9u>NxZ*A#S`4Hs* z{+Q?frk#g!pNzM;E1p+(E-)d7eDvAY(lMAwl+XhvJYl!&(fNn zU?$dHG5zV?#G|%zsNRQVg%M5G^z#>%UcpaLM1f0{84QElk-7F&5bh6Ya%39eoCXr4}d@gI{HXzeTWKMmYV4Vbp~C{M;|PHl2Jr1 zA51z2#_02Y^gNcf{mO&Lx3W=hMqb9DjRrZ@mB>?{?q)yTfo~c}tH2r#>0WaY1afKr zXK&OLzzD_&sOArm)oce4KZ4V@_diT7vf}7L)u2E6$TP(JZy!_fyRWXd$$6)o)XOgg zEZ|3)icy;<=c~xBT>1<0={Jy)l2)`xrYC-(nyXu4nr2d)8PNJnFwtb%Dl~hsWPKam z(|(T`d3=BI{>_b|WwMCxU*J~}1|l5J;S|$37r|gb6Trp#cu1A!BABMHtJ{J3%J1e+ zbB*LUFKc|%h_xPHVT?4qIAQ}2J6so+PC{GCM>DZO1qW&R(nlKqQ8zw@(FXr(@Iq(M zG{i<^Yq64mx8E|^7tDdct`(NeiAN`)RjL%68%)eiP7{E|)n{??=6=hvh5DF(NeMi3ELL?FqC7WX*Uug<8_LV{wpv9%#6rBV8*dif?0YzwH66 zl$k%!kY6e{f4dZZ(((g|u}?;|RV+x#~#c*&3KJALOAi!ol)n4v|i^W&+#CU*Ku zzm-FT2(BH4e4!fiI}6~G&So)D@9X-t&DSm_qeb@{pKQ&HRo*M1Q{aW>A!7eZl|}*| z4J!*&dolu|_#G)_WnhPiq31$?OxZuC6hfxJbsv8^ZBv)3Ulz@=z7e|z>tcvXGc4xT zFmf!Y&eyk-xk z5@djEen;w3hq}dQd4}jpwVd3qqZTYb2YGXWiC^D zA&nfbQ}VOga;5TFinG)!y+O`Z1uSHWf_@W}s5Vgk1E<+P^8s?{Zi1=5B-vEqTCD{+ z8RPNg8}G}5C!fNvWxC#5DeHJ?uVSf2g~2vBI7NOuKyscDqRm_U_{KhVy|I4vMKNWe zGx5Q6yIthxjg>If|ELW9ceOx)md7`H*nH;&V`s5tk5%89qOs$Dx!J^glCEME5tQ;y zqZV!zqjnF!uyA-o?(^*NW7ggRTbY71Q9b(^ntQZVZBUcgE;v%ox`M18M6Tt$m>fnP z^Q5i*Y?>n_Tyry-o@S5Q1u^3E^>Wy!09K!E@ zCKSqIVBxTR`!D%GLmk}(?VP7DnHv#6jU;508AlORZB|g1r8(?$*R3m(QoJ!mX__CS z`B}_Si2L)0R3zQuALLUt9BWk-|jtX!+_ivuI5o|1RF{>GfKy>-R}_KIKyV7f2D{?*A2um7d9+7 zba^i6npk9otMR7D5oWN2Z4Ur@8ZJz6d2Z1V?BAc_2cN|Yo6zpfOE&=%=l2?WJiO*% z{k+UX6Ti@LlJ{2xU=P|q`Js;5Nn+Vz+3A6|kJpH*FXAvBTk>r`b_K#Pac783u#Tqn zBVRQK8|1qFgJO+t8T?gi>f;2R-1nt>%tb+BYIO5$UU>I1a`SdrGed8PhS@a#xbsvb z^$4^qyZrVsE)_%S=p1FaSCv4}b!iyierL3W@B#Ffyjba$+tho@13qRbpYklw%{a5M# z*IG!^kJ)Iry{#ANZ4xe_dd|??iI!t&z(RwSr%C7ZE52%Tuvzx#I}Id0KAf`BX@)l4A9E}gpTcPvVD}YEQiy%JKXns@#$2msWoL6 z25uyuDbLU14T`xEG@5`%){k6e!`N|D$$Vhnn?+6*DjTB;=|1;xPFfh1)ZiT?83sj_x$gi5wB|HWJLv>sUL5AU9xtU%~b}K z&H=-^1RrWeN$R35ReKqHa!=a)@gx5{iP)k9IH;!LD0`J<0U80V6O5wy$2bwWaWXN$ zd+^V`6%aFZ&gXeYQ6XA*{yu2}{;g2fdLlVH2E)}F^ftq5Tn&c9tC#X3=Qwce;&v@nLrdZ>o80Q-cWd!9e;H#q`YIfskNyb~Wx z%bdFkntumKpr0-kqO4fTJ5_908^x6(+iYB9*b$Wrqnj+DC7+e%(agLQ#TI`xn@G*} zd2ie^h1iQ~;jmJ)!?u&j$1=78d5VuS?7D4KAaue-Z&qbsrZK!T^AH29sIG?eq0#3V z-luoh?Ue_~Unr#bY3w30$}_ZEZ;Z2i*wKtP1VAU1Wd)l7O{9)bSD>M&Fv(Je za8KAZpS5ju49x2cpgy_3?oOPy!EWke3py&{{M4Z47}d7SkZuaElXL^tBPuG-bU%#g{%bpxBXJNk`oL`!MB!?xy8@^wm^9(zZcXM}aw0eb;g4cuH7A5q zihEyrG;qf*s@bYUci8%$p_auP{3zpSp4pij$W?hT%e^1T{1$=EB`X6Nrw@87B#2ho z6``N71+1Pyxtw@8OdyGGG~>-1z;w^H;DmIrpj@)KL(d=0&kFE0eu#6+N*oyYs!m~e z|h>&BTGRY=8dJ z2l7X++LA6MKZ#?z`ufb_nBJ6-uPiAPYi(cBN9SW#bJjfdNYLTC!u-(dc1Fqk)(6|4 z&zqtdS&{cA|Ib(${D<_Z?(gS|%S+AY8>gk_qlh_`ovoqi*fiuU5i7J#G*u&m{RP3S znwlad_1zY=ZCqb&^PekJm-n;Be`Yt1Ev7IKEz4c?P#IAuUKb=Ke~y|7-v%EI_y%&u z`&{)bc7p=wZQ7uD3AV;!CA@Z}v~_|y@#!(!QJf5gQRbWz2TF`rxhQjF70Om*@nn(; z&n9d_bG_-qs%jp@&v8*ZUpWz}Bne1h3s6yE)hmxbhHVv!tY9pi11 zkc}XHWM)beKjqWw>uWG}udl27mxGT~-iA`BG}O|?W_qG6qEq^drRp595GYXSV77GZKe=h9Sk$`j% zb^N;lfQ-LhwUg;mDB0UF&Yo*g@b7Od!s1H$i=1+?S$-H$5j**ONJ8f0NFcz_hINpQUu^{ELEp7F+{$gpe;Ux{mJ*ID-_f zDcs<;t^h1LScTZ&qGz$wX3E<9zI|=NU1{s}=~IRZ&T#6O%I(Rtk%9Kg=?sOF2Cgz@ zBiYn2JX%gtR+1O)R=Mv`WtXrp^mF^Sx|-SUfD}vWz7Hdgy;zR!{?h35*Oh>#vqNF>CX- zN7;TYvBCO+&FZOWDP~Oxuj=O{mX)Q9FZn-dxv7WC#!xA)>sBLagY;&X=I3dHh$Iao z{blKZAjmO)ydq^;{|;j zyx*1gFv~KT*)&$(++B>^x9Y544BvnL|MkmrnId&(ZQ+J`BCJ*X3M9qu-+HQr)0I`Z zb&YBeB7u#x>_%1W*SwgtOxD-emjXgt z6wm(Cmf8K*r=F-@cjwWRISDj_9c-Zgz1RUL!m)o#ou2TYfBGb5xv(^tU}PZMwyRL)JpQ=8n1J$Wea?=RcG zWG@?V`t^|oje)-KKgCrio20VesM0^ufvokxZQHg-8jZK4 zba{gFF^C|a#p#8p{ad(fzV8Cd_nl}zBsdKKY}5K!%kdEasHn#70R$m~mFb9R1q zp+4%KXMI19Bfe`(<~C+)rh4-e#G%74G;0!vhTt*D9dIqox5P0_kE{fd7qhM)Ms)6WN$Ned|T`s8_+e&@nD=Z4e!898wp5=u%Sb<11AddxLcqirOM zt$ay!l1OETi~()rqn8M&9D;U|MKMl>M_ljADLpz+A?S-QLO zyeh>A1L^l&SdK<$T<05?j3c6-pYEjD`a=9TvOk31t0vb&j*11z&lI*VN06}5V7R0fRbmC@RoVZb$@ZfL z9rm6p=jYR*b@`fu(wc)P?*-~b#58srDV_t$OYw2Me8Grp{x@$jhRsSp9je>y@i=~p zoTLBn0mDAleYyADp^u-aW@AwwBy|e(#u=e)!VCLCA1~^%J5Vnf94rI&!HUtqk@$#k z1n#d+0!%@FY#LpybZdm2`b{2>#q?M0g=B|GM7A$$4#+T;Hnt%%&GGEmM_u_H%;WMC zL4|EbZAg|?tqn!z*s`hxZT>@~Rz5%Sat%}1z)V)5or#8Qa7siMC8<4w)pC6< zx~!a5B=^XyJXQR8h1H2HNi8$Q3*r_&%_qO&9HeYUY}j=pgh-ri)=FkW+x7XEkeDM= zx;__iF${7`OP&Zn@%(jr_j>y;DAU0B)5$4`R6xuuzGR)1PX{}S^CPGtppm~5UBv20p9xnn!ecM?tozLI(kWfQF)-@>=kDZ3t~~~Zg0F?&3bo_5t_KKy z`!A8Nv6FyFjrKmU+X-aLLi;*`STm|v0bHPl{ezI09vR)GNWOTC6?oH3%PT}fhHfiszK_4w6tZIU@*|=)R{JV?(Ct*qx^s%#bf3mIx#>@b4bvp*SL_6U?HMxIz8-&k<8qhw7 zkltNVYK0b}Oe0ZdS{Hw>Yn$=?lWcih%W<^O#t`S7bq18uURl&w01@mlKO8LTSFqg_ zHwJVI*}iU`9$^w@7_~INJiX71nRf5+^YA7x*qE!O&+UpREa80TCfrHx>6Z&D_cK)` z8ym)XQ{d1wh0R#-G_8Nl#uo$qg3_s!BdV3tuUz%=Wu_!1Tas*~14RVol^s_Y$Zhx9 z1}&ERdK+XDkD2vU4;GwOVlhRy9@~z(N-Ut^KA^My@_ro}h^-~VpRQG^0SHh-W*ht= zWNKnX`yO#IaJYtL*+x@B6P&9zXkAl^{`eg`)Hm%p6yaLRQ9Us*=y&8>-YZbPPaYYZ zk}tr||8ssmz&V_k+o`N}51@c5LohrLFx9#-FDu zt9i$DcEj$gDJ0^;!juQ(w{YfBXIZHHkeDkeJ2hT6Fs0zqv|ay7nR7`PR9lz&I)g;9 zp~&fTGaqjl$r_63lj4LX{wq!y(cG%=pSI*b^WFQ5XG%2j1PJOJrul^haV$Mu-PE)+ ze}cz|hI2BjI2Dg{anyr+zw1A*JBAbP;{Q%(u$JUAq?EF>U+y-5{5XJHwM#=dC(J(GCIsYt4EvsBN$2xG0EMKc-bnm7uscs?p@a{_?BxTxdJ%#bY+=!&=_FgJ$d|Cd!GR#ca}$CpYQimG2ziz z1y#*F`D*4O>r!|KPD@*ZVsYJKG)qxcg8^)9junsYU$R*7Gyps}f<&nmkj$fH(pZM8 zXkMwc>9JfBpuHnBqQQ6mkaGAfs_2|0l;epbZM245Z=A5iJ-(U4?B)_Gg1CNZK9JQy?LNLK`!~P( zU$!*`q&>v9tzT;9<+BT5eQ?LwE{v7$*97P*9Vw#3-K2WG`JZ8|}lhmk1{-V>NMj zP(h*~*RIv(S`R+J+wLclx1yBDg8GM!_<=5 zW_6EGos?$=1=)Bwc8%B6D*&u`VV>eb^Prv_Mwg^p1Z_Yb5H)>KA}=`J%96X@X7nuekC$^fBBitw>#Xw z_*$P7#mLMP;sm2(U%;M*Q_Qv4nq0m_Wo}7+mj8b{Z8s^XYSgrYRi3T->gp9iU`X9bkVkiNH9%+PR`^xhuDN+2lIfp_`-Ydg}Z%$h=TF;_4 zI{J9N>scvcY$Nyz{wso>8Z$t%`)4}7x;oa-WJmb3Hpvy zVc-qRLVZ@+LBy6Z&@`@^)1c{s)ydnk3sX4stJ zK-#*-W{k(!N9>M&ed{H(aohlxwfG%$q-BhE<{%3N#-4Ox4-_;krAG?06e;Tpfi?JD z&U%sf=DJ$(+dP5E(N^)rRbNd@zj14k1?i-&5;+IhSW&`JMQ;+8oTXRlJ^i=%|LoVQ zUbTIl?SfEz=>=_X(fEGoEUpy zypHD|c?mMLh+}fMrNw7|b#=xU7Pl&dPSt43P1v5qwBZ3RpALY{CS2ip1G0tG z%vnrf2uGU*H%LejJ}{aLokx8si1SRJeSUTu=xaaaER0F#eOh*v=ZA0ii{hqsWQ1?@ zj3aBZ;s3dEjn-I#v%Brq55-7TsR+m`1dMSL;CYmd&*a3@Bf); zJF9!^Y~L~%{8ossWx_#x=VCbfTmIbFFz!C_`NpT~V+xKz)`e=DQE!*O{R?lVX(5oe zj#Az!c8_wJKiXe*^ z6+r-i=o)+3O+SIxlvG!Z3^p+p!;m%3!)9mUg+vvm2C+mSnHG->vbQ= z_2R6~;mQc#`F^st#;th%OLpnG{lbmrGt0NX zb4-JBak;f1_|)j(28{%Z&uQ36Q*JRy-(g9v;?ttopgvxpjud@tf@w&Js6rO-K z*7;Gna1#>$;O*YWbVcWff+Di zBh`W@$$|Yg81X&`-$W0Ie6CKfe6|<&2e_y9kcuhsZ?E3qautv|;khpQ>N3asz0ayA z%zTXC&x=!L_iG&=5R#cM{dIg@K(N$&8#5RNyv2>+^=k<4aCg!oDrDf7rp5 zQ<$Yra}x@u1>)8V{(K)uiu@#zkt7fsV+-o!Ul}xb5#t1syDV4PoW1GWAyN_hl%H)7 zjIXY)CizV9YnQ}vzZRA+G>#HEX%&&2KUeo?1to`73~LPJ%(zlALT)1DhNZi`e%&yP z=F;NNJ7&OkPKn^MyuHq>Tm_l1>1<}0mM(s3F&w8qdjmKkF2BXZjJagu3M6>)>l11?zLTN*J#=zNy!7z4=f92t#Z?G$xE6%+oIY z)f8<=PKuqGE@)5(9wK;}e%fGNl7cvpXe3FbLO49c5NkJ)kdP3`7Xr9EShh7tg-Ymv zAy;>R+v1D92|OoFW#XZ^8~n-n{vM<5*-x~+X^dR>DXR#SLj%k;=F$oe48x%fZ-sm} zA%yZ30WJ&b%!FDm0@pan@((DLT=fd#P!?Vy3@k`wtwIcW$RG7d_;+!vu4`DkqD{v8 zMJxS9OD5h(ST(O!ndvfJ!!2ldy2_a;54R*I%Ioc6ndI?5Ho!&t>y#G4(dx=dGTwUejbty zk9%GDex_u`y?_5+I{{sY!w`ZY`jx&Pz0IOGr)Mk*kJ#5DW4X!$(BRCf1t5625`pdb)WEE6)Ehv~;<9s{FqD1g);Th_osL5j_xMlJf85J6` zni9tm9y1d2R3Wbd1!;el$9Yge9bSNetLyaTomK6;g}mCp^f=c?uZV*W42~sFZ5c_Q zsRUFf4#>ZpmRI9`r1R=*-SmIn__u8T9`K~x=f&=XN&*c8!E-~%V6%{E+s{0Ba?1J+ z#&n_7v?_lDQfwrJ5X~93wp*L7!48O_-7#`Us>T@|reGLjz@Y{=zCzjm>et1R( zhRj_eJTqQ}Q=bo5TqCk!8xU4!j!5bZRpmI@JQTWKM@pgSmoHx$!$|&ugg9UvI&k)m zSsS#BfyL=+JJIG$OrEvjhZC8+OY=q(lQ#bW2iB(UKp zlS?XtGfNbvFsWTi;-c{dB-+P~5FKviN5vn!wna}B|9R{$<V=31B2qho)9> zfeg&@XTeQ{^iveXlF-D#jkZ68$i!DTQi5v*Qmp^LmoT-YR2P}Xlj67b=#*;*^-6=K zpY2aU;+4EnfN9uCGP{DLfxNskT45v*PYUhkAsS`VloVExj{(#hf zX(|)q<&}g6Ltl%1-fsdhX6;g7ACGk;+Th-zqdX@RkT!V}@5@Zc5Gx;j7nT_ytDejJ zbMoYg&zYh1k4!DqV}@w*NoY{-rg#_*XLZ@WWpdX_E!R6Dh|nu06=KPAJZ{T~w@1Ex zDp`HwvKgrxvd;$!#Bk6fsz%)A=5h-(WN$JPukWd`#1v+MIvWn>gjpr$$5nxML-3ij zGg;s(JVi0*6ZDi=N+AI`C{3EHsi~=lM-o2D`;lR@mkO#!V*$Go-$j7=yki2V^TlXd zNt0E-E`bF!l3zt2+ngelR`G9WK(K#M@d+GSOfvG3XJ#k}ulsv?ddQ;)^K=gk_|AW# zq!f;^Hjt0f4&q!K7L$FsjkRb9NVzw-2c(`G-me7ZsBMnc{QaWBm5oNm%%^UmY%?)V zV~L|d>|HfXeMAhdI{B7jl^=CQ(NWE%Wk4NR+Q!8Wh~Kie%Z_tzlZ)f8k|UDVNK^VIuGj{_v?%R=yE9k z@KEN;zS8NHKE3xm<+hZt{XTXrC*#A-%B;TEL23Q6cIpF)(ucoICj%@Iu}Xzw0?1a$ z=!T2hdfEc_?mtD0!aWGt78pQ*4$a^De0=g%`Uk%e*JI<|URs0mtnWMnw~W8o%N71O z>TOHBjml=i6W5z9$j>K|M2^jp&0B9OGZoR1gvQGP;sP>99=(jgIVBqMRYPhCA@7#c z_oL~o?}yo#1t&CjrEH;eAXz4x z!APclAp9^1!!}eZVlc}hk)}lh<#}RRP3R@TIB7E>p*khpT}OW8m-(}8X}aJzoL{_w z2j>$qvrv!s?F+kZf^BaqwJok$1>V;mt zVhr+Y$6_#3S9b;X_ZFadVY9BtAfLjF-)<6Q|yLT+nt{zi`msFS9!8h^~%>{2L4z0IjUcvQ$H-8JX(N zK3n+w!$rG_4&u!R*dE^ewDvI1Q1wN27sRoXOin3ZyFVyVK@s9rz)--}{onN^B2@X! zL+nG8Te32)ARE&8i&C(oTpX=+Yw9}oL@zEBf4JLQk0bGvk&#Yfu#CwU{RG|N2tF|G zdISG)%B(#Vmq4SATTD)qEQY0TOwV8%p7%BKWrCSc{CVE{Jk zvqZS>`Wblm4EwPa+2(Rqit)RGzls%lB!9L{4l#WD8P{FawOKFIXV&#uFLt+svG+cD zifFKzUSZS%kS~FQ7xW38oSq_qji`qcZ}b$&v=gg-cHh6;zG$2*AgDP^x#{p9?L z2xOQ<^oGNTPHDp7t&;znZ$F+g5Hj3pxfso1OA6tazI72B$JzRtMH5Sg#4OenAdh~I zxA@4BF{V^&igltwW|}rZiZ!`lY1JH=SSnwX^8-$;1yfnRr62?^d6#h}TM8PnitNI=JhcYt9_qDsU7b#!uH45SIMN2DqojPY$04Z9HCHH^Vofst zQZW^12rE!Dh|rnK0MTK>V~|WOOo@Yt<+acRq2js3%Q$7`4LnDhQg3Dgx$n!d8_)e> zm=liF0YL03w{?ty?9DCd2r>fxiXom(3WRbzc==euItKe{dr!lq!Ig z3<5Z8)Bk)9vGg!)?LD_<2T#SJYrLo9A6)V(zj!WX!D&3$o#j>+v#F6IQvH2Ca3P*UZo zSQ4hu2DvCOQYFb;>XNl+C;q8iUE7fRlE|!Iq@sf5(w(s!M=s4rXqha@&$*MSlHL6H zcjJ0hBa8L)JXClZ^j6NYP5x&=$zYKPin3!d``KFR>>IH?4Wev z|3K9fmh@GIK{MoU5uaBJ3)TLBD7W@lapUut==yS$=Zvq!1@w3B$-72^C^> zR--}*&Ep0|ZY&fmI}lKh6pz2o{}?jF$_{Wu8LJikHfz+-ygJ)i?vWTjXObhHKI!mU zwHQKS?fT!hKI~R9GF*&WY8G{a0~d`>6UvkeYU()nM%y`G#z=}SwHtLqvdci+^gPPO z=UVMj?b5mhTO>wc7aQLW(6a}`=M(7AjTpkRRy+8$3I76E(G}EKO-t;*P5mZIwmtGK zp>XY5V*Rey+i6S)m5|SzVTxwKF5HnZ`(C6Fn(#&`t!{&6J+2L-Q8nnZR;b^p5|N~X zom}3;*%=SQ-Pia2>UiU8^viplj>OMgbxlp+Fj^D-a;cFk0ekH-PkCbe?7~D-c!prm zf78hY28R^84S7pl7tY3eHE?DF@87b(|$yr`8ZU3L?BOX z5Ir(2ACRiXB0B^yH5q4J>$S|4)bp%zgkKny;LvHGB;K6zXK^zG$cA0-G}iK|H+xiR zl$rNuwv@xTWw@se(j(0BqfosV*##;tsfE9UC$5ME>kCF|k69uYa%h8`=DfT-fEfJ? z`ZiyLPx@39ML_O`!4r!41cX2SQUA}DAm_(k3#+8EP;?b^EA*FA?sOk1%~#rdIK1Wt z*@0#du=Cz4DkctYttYdb(P|`^-g83EQo4VM8=WJEvNrPW?j)DRRwfoM@_RA7x_hWx zW13(pN+>eK$q;#lw^2bX95}6FnjJGr*d;+Zw1Es&XO1Tvl%>`Z?0!ik=!N_=6UY%w zV`@;BDNnlDd>fz(1nZR6?h?N4!;{2sNaZtLPGhU{@jl?mEy{eQl#X{|7}JF%u|;7K z|8`h7xBz18?G}|HzX&`Rr)UZWMrZIBYZRmVRD;yT146YB+rg4}fo?AGqL3I3vzkfP z9_^4KiP74p38OTY-$R2=i)Hg=HS%Q?-JBrU$&DhSdkx=7AqXFz4(&FiY~N`_ zZ+6<%XR!cosa>j}s!m*n*3AhvE9>q$`H>#h2pBo5X)pNqzh%3+v~L|_wP#CB%O6Z zyi0jUiffxd^XYzcJTXymkG*#=c*;q)kgyxpxOPL6I_Nipt&pT>mPAF7oWkC$%69u~ z>y6weR|R?5%2+1=+Uc?V|Bb{HITgkaMn*<{xr{(a%y&}YhX3wwzPWb@5lsbYqfh!W zxNzyeE{oRxMXkHtj_QNe-Y+Y_7uR53Lnk6g5BuxLU4V$EGo7^{rPlMe*&KFG(OHf+ z^Jpm^t23?U6zNs3=((K6O(7N}#sT>lx$X5MftK3f+6Hvztl7xWb*FHnAqxoPKpe%A zOrc7o;tDLJv8lFyaQ^wIy=2UItM~ZFM-@+|5`Q6;ppGREZU@geYH+z8Tw) zfd%5MJzW5G`q$|LKv^Pd9GX$SBKblSqlxM3dF&N}-wa@7J648uC?EKR-Plxe)#CvnPg9U1>xl`~3_n_fqt0pIe-sQzmy`t0+P#`sH-h z57#oNscjVEM5Cu^<_r=+fq>b=2R-))rTB4ofkO?Vkya*EGQ=@qLe4@XW`IK`3w63} z@t31|NXGvM)2tL@%NU|Lzj^K9kH$g^r$bK^&rD-c1|S%E@w&2Yi&b@&!+K=^zc(8S zbk2$dA1ldxYf}YhM9^H763C35_VOyJ`Lfx|A1Wx6e;uyLDKf`qhECq_NPM0lOJi#( z$n__L_1ogP@_5UTY3Mk3^SG^Z=b#QxUIiD;^8YW| zWst*b!6;w>3oalrMf4$T|R%Oa=q`bb?y6clEL`_ znrEqN4l+*5XR5$I5HS(+?+;VIQ}x~crVa!ie?X$vh-}8nHlTg45I}-&JgCkZd*noB zwVq5UqQjoQT1->TG%)4xY*o>(PDq5&jR^#kP;Zq-D2<8he1fAd|5Y#7;z((%#?Qjc zEIfALSGSkFQFb5unCNH4v)avoiWO*5slL)_yACWJVY2~J9MBC~wDWTZ;z7__Gr#V0 zh9>GdT))dS{;S+*-AYZV#A$^fGkKS~KItF&J}f6yk%!RxkC-$|94|8>`45oUe&ix7 zqBG&Byvef9Y$)I?O{x zB2hTe>N1ukfhE|Z}a0DZAfS?QLSpr zW!H9*>GjeGdIKhb16__Q-EdsnFoZs^M68g$kbZtdmF~-kp7qEt_M_v>5_xSi40o-P zDVga1HJES}AtXNkh}QoNbOIlsoBPN4c{Mw{HiU0=Yc|j8&FGLQiG024Wa&a+;P_OO zZqstNUydx=17T(nep|`xPVDsheJ4J{ua%S?c9jpqo+jDG;!flX)|v$gUoyL3DOQvj zu!2S-+BmaQEQyIDDX8F^SfYUi0qHB8eK+lQM6%=d6Q4eP;)bG6R4yQpq5LBLPg4J( zmLgP4OAoF8FGD)vkO#Y|kjRnP!fT`D9ZsrVd;i#q#WJuanVypJl~QUT<>X$bxgbHp zMh#^SUYuTX2$q33Ku*t2O;wE(b#3OcY^N#2!ZYPMXgS$~^b&TDZUI)AO8q;rUp&1E zJr+zc6%`|0g-to<$5IcM{<=(z(LF6a$m&qM!8h2iWwb~Z=4enjF0ck4Fftqr z8K7$=nksTeGQ^F!{L4ic?rTDoQyuyoApHmgyvZJ~uVoMSVU6?R7>A^*kYB%t0t9To z4P~e~o@gBLSKl;0^Da2Qea+EDXMj>-SJD-eb+9ws+EMw2Ub^jY)J(#o=U9qQoW8eA zn4ZvHNV8QLu16VjSgnr{JK0V{WrjdTwz)))ZgDirVt?T7M7POTLecAW7GP*VSvIXW z6Bozc`#FDj`=brDmj{SMyc}zDGcN>TEXPde8uBFj?d{&##};Lz0@4bMz)AjYXV{Wv z8Kn{Xp6Rm=N%n54vXm6lr7pk?_ys_9YHGqMk+lOr`{#`_UD{68@9=&0DG{Lrrq{Vhbm`G+py~{{QAt{^FIKzHK|@5v&e3U48NAAnC~C00DLJVggFPiJNu zfMHS;ij9CF*qW0JR?5(56cAunVM-(=EMBt#B95~h=4NIFt8e);2A~C3c~rhfD~J0z zLs&$VKh>1dRHgo_Auf>aG9j;Xs_&z5pJgVOEDKc`lk?Y!^7z2GQopIVQfu|4(xoL# z-f#%rt#o#eWx#3$7jk+3$RWo#3VO9f=|WX{aiz;XECnF894cecv|@^ z%r^E1K^ki*LYx`bki1uwnwYgiT|^u~2~Gu06MN-@i?b4|-w5uA?Z{e?XYMg24@KBb93;qNcXUHi-Thc~eV^ zNxPXMMIK9@Q%58PfsKWHijgmnaSzKY%jME3JT9p+UP^j}xBH_RPZqT+4C$TIZ+C>A zGw)8&7$00QjCRc|y~wWtjovrJISG&wTOjo|Z0_|W7Qzja%2q&Hfa$a#FLJQfAxX+1 zNr_dmf3YS?>Cb_Z&k&_1?nmxk-rzE=PM-*>mEyB8F8iUs!gBL$s4|~WnvUnPdW-LUP(;qs?h}-A>nwGvRaB1!{v0u%$?l$J^=9J zvRJ77q~pHh`SIlBx4@!hgGc+DmDBJ2Zv?5n`xERIh*m<$isjRSCj?5R-KUk-wPPB` z_PhCNpIK1h9dte&RJ)IVv24(?Z^v! z=6l<(h@ikZvI@*xBa8jA!t!VlT@^>h@dl^G8BV#7{l|Zo z(Gg>cKS^B0V9Z19f6dFVDUSdmXNiyXT3^Qs@er&~av#*Cf4 zN6p@U&10+4g&faUV;A%7M~grWWe0e(L}sVDfvf{ zMbdlIq!lvO2?IibPN%TE64k<~=E|~!4By>KFzDB{`u|!EpEG@&*?Ujs#UAn-G4G6J z!^E8r!{`gxU){1_mYSNnw4|wF)*Xt+V6x$jfyu!2=5u$gS>-(as6i}j4M${+eDUnb z4IVCTQgX8IOHc7|+S{&o!tmzg>Hg$-SiwiRRQ393`eQdG%|2gWF+5B+Xs>`;vPE77 z+{Tl8@R55;R!GoQ_vs3YgzaC4u>rM@6ojsW_7234nHoii$icA~rY+kZS;e%{t!u%H zNF|5!mJRm3^p}^AF%+nuz=T5xUd&1024&GYzS%;sJGoG^V*<~en{mQh>Elh3cJ#Lx zsl~s4)uQ})u?Do!kpnlsmIGD$DXf*rM9MJhm4um^_iFgTMHbNkfB*`2L-+adtNpAz zWs+CNPrSjFO*j2(XQe{C)A;IZ9%7N0$5s8tRh4B1+4@$InD+HfQfXozIE5R_QMU@^kMD%pT z-*?B?06S1A#RM^FT#*T`nUS4G@}$o>0;obr!|h8L)eK(c{tnbiLhLuUO9IA)*LIWb zt?-zM9J=rIAb`Sv-;gs4VOA9mdVAM-o8H;{c)c=tsf+&LKvxK8<{`Y3@2lG!jEpv+ zIi?&Y0DRDkCiDO-jW^TRA9g6d@k0wEU#ApnHpwgvU)5zl9>!-s{5g4;IPp3SAjwEg z^$WMjh2VwN{t&Vf8h)*iJ0R>T^^WOowSM-9Wq-Jnlbpa`ZRyi2)L>{~##x%7#+8TM z;?+@PS9b|8N8#7?^!6>B?`@mmuIpeUm-25y!RX(uT`-4+Ln(~KzhwJ1s(Ur!G#|e8 z56mT6s(=h;t8(d&D&)7t;A@X50r%1b)l*MC48_3|qz4#hA!)VVsln|Z846U`83+@* z>Nt57&+B(+HjnWBB(}tZihl#}Ccz_Ft4eSD#R+n|7jCYSGN_VGr1>bnuZR1flOOM{)@*eukUV zBjHZ9&)779B^F?7q(#MI2@F%NJfz}E%8(E_pym}bgNyVBe)9Y^jpv*Dkb@aXrxaSG zG|R#^IE*jDKJjBnx0LE(D)bq#s4UMfTj3pl(a!E|U(QuL`=ZBiwbk8rx@*svpYX@6KK|z0 zg`ukWYb4|nMdt=`)J6Mt<<$f`g{DGOZ850nYCg$b4FRXwep0o0ojE)O1z#(yAO->1!idV3wx)1|;p4bZ zXJ>7#!|87k9^>8(uoBU*as(EFSc`uzAfK^+VUjx_C@@YDs(}^~tjW)wxr(}|BJYH+ zk8U{NrsSR4iil?G_>>6urfo;~#{12;oYXvvZr+_+YF_NTn%cl8Y`v ztr8|>L(>*uT@6bnt(XzsPwSYPqUbbPyZM6ke*ncf(2f?E%e3q3rp`woL*Ka>{{H%SO}l)a^y4x4ts{rrO7_9Ht&bzN zc&7aB&l=+w48iwd(Dwlt^F6v~JdWx=ov*pBdyjK2di|jwY2FAX3J-$h?ta1~gDd=S z7R09bolUE76g4)Y*x-kC(Zp|aAurLl+B|cjL#asvzsy|41+9z%8@zz10idM$moht1Ad_*(ITD8`Bc&iY ztI~>O-}OPp0Zrjg=b1Lb#+CH-GFKPfF;a`W;p$wY^(;sC9c{ERM6yynK#b%^jYXQH zqvLbP5nhgMF4Y5$b|q;Fqprk%@7zhYnEXX zJi};jyVZ1_r1>|UF}bZ-H)O=IIwLc6NiZ||m9vAx`Bbhbnm~iopVGvbkLp1xyhhCz z4FOc936$lT?@-fPrAI1?50~1%*w}n3R1V&xTt&iEG?-C%!Kk4dtEMblO^No0_0$?4 z9wK3JJD^Hf(3Wh#x;6Ul)=Ll_X}~q&XJ@aoUGL~NKo2$q`kMa&A}@G$BF`w^-bNJt z?Vq6>BK;d#HsiL|3}01~DEy9OME1NTN^Z=K%R_C)ODrWkuZPK`c-DO<)f`F@Fdz$+ z{j^96G@Ak^DNp`BrD415+@Heh7T2k=u!tybk57)Ck99hx6Nn0zbbvr2La z?b|gj`PPgMm!Ow^V8s209V>(Y&pr+H-pAISEHb;}vQ`ux?Ona~N^OOa%zsCk_;RF9 zXXJ97>(3*fIvjR0T?HR6XNxSy92j%nY_U zL{GZ_e0H`qnA>k-Z;!E4-8h%{N$-~V`J8#>LD!s8dXLCa;9`t@{qfk<7bJN8(=Hf5 zjTh|y_RuTz&=chV`X&fi{ zkAaJ8aaG3Dm&u zAIBl)eEWf$T>x;YN4MiF(rB12=?WE<0}vH{7D~tcF{#Phm6{5sFASXcxnbw_XDAk! zg_M@krR@Hpc#6Cz$pV@zCYnVS%bbsEfF!Id6tNX+ZO(CE^iRL9?^{3l2-aN=x6 z@!Yk-&_CJ*HX@Zq6g#-ZMpj|+$BVV5T7zCS`+y6`c3*%#cowH4nC8(!r;{`?eLicC z5m_?$hB9enM+9({Z%kV}QgPCSY&Ipoh6WU`fr3e_z5tK!B}*c%C9EW#EV_eW6%sHb z8;Jh2?A@<+AGvmaO%gcbZkYGN!oL_P0kiWKw^vtS@9Tc(qu}}P0JJQBObo~iT#vadU2#~d`veT$H>kuSxlhG)b?gmVsCo8WS5p3A<<=_(L~oiYfCuTAjzP44 zG7prhQ1Y&O^j3m2mF^9y9IwzH^3W=6(-sms1;d(y&YR zh`*~=$_>Ac`96q?kbiSBVHtCw%S{dnHXIup6CMDrT`%&U4acM>6 zlBa>*hvRG7D*N|y2rtfdBVuZ{l{Lw%&6<^y6O7z&vwZ4jbrQyuZ(v&n*`pC9H1dvg z0#{nQB_#SWDXMjNIaFHAv@GVnpu1~v+`KGJJh0M3NJ5?|V(+O* z6D!IV!0aFAiUomyfBO+OveN`FCDqIGS%122dcLcEzMIpdKwn2Imq7O_*Q%74l~tw3 zF=Z?kX$7P%w0Hb&uO@;m(n1_wp4Lk+eg2L1^czHKp(cKIi?k*$DMlQ2RhPG*_K?63(T zsfYsu7g;RfTPLd$81_QE9gGk>1q5ucg<)h&>WdtM^9C{8FQ6OBvMtG!i|~qaE22D8 z5C5L^-DiKP$O8VsbGp!qhO9iBNRytz&{2y7GOfyad}A;V0>%kNCfx{lEkzqC-SVYt zHjWd9$fVK6_)9-daa4!Gg7hn`SnlBzim+C~SOWerj-ALhG3rL1L#* zX}L{`;lGHu=Aev1R4TPu)+#KTr*Rr&3!nJ)QsuZxi2rv~Z*$%Wdi{&$JN`G5+~HJ9 zq*^}zf-ei4xKBoL|N6Xgozyg3YXwHyFQhua{c?GJyzza$Uteb{5Lvte%cFq!2xuXd z>bi>pcE7toWGN~tqE8Ipb>DW-)LiVJnsZunUi7|cT?bW^XXklh^}}y?Aq^d!)pOhD zLvx{fFd+R88EVkKZ`i!^i48*sw3DiXBvVsOm)OhYR|$=$voefwlr-4+f09&N=bQd; zAz~2)Yo=v5nO}cNEBbQD5UoM3`c~{p&*Y8jIyYa^T z2OQ_s_lpNoaV!(^uYrjy=$qw>VMI!$;<{8HTq3w?#XLd}R`A5R5X0cK-%F6sfLOdx2&U zSML6ejs*4<-r!?4Q{el6;x)SdD))a@Z=S>?))aNd72uUr$G;fHYgs$K>9}cU2KWUaj{!KP zFYKs0Fy>R+CQh~Q=f4OZrFY4Zai2Jm*{trw4H@8s z6eb(ma??ua7ie?Q55gmw;{NxL808_k5eSMw=tB2PlU1$9E%9pxfa=AbeLH6Rv}0>? z>yu46e13ke|Fo_D3w+sjJ=-n54{c`vrF}jVdK%PTzgu`YljyCsDH8Tx79Wa5+s6gl zHLr_t1;N`tVN{!g?>rAPPrPpsz^BmS3;B|6P->8Clxrx9K^`hRGe+n8JlsL0;9^WhB|5}$wPs_j zKC8AvW6yC4FQx=l$Ym2{80oAVA~*>cs}XWa*a+T!M`6gqid_x?-K62<;!3i!D7`?q z){se>?%xmS(zGJYQdI=906zr;>39vJiZm)wx}eoAoh5pe*V$Y0a1sueqiQg866nr~ zwx#OjC(E26Q=u~5hCB$+lNV09@cRKxFoX7G^I(l)baWKNKJc^Sq}T!}EFbTbjv|*O z%ap(*Bdv({ji5k~KdFYUuBio^N;Pd(CNG!JD3-?^e2_t^5MRNE4;$_wFHhrzA%*#B zjzg{!lzHvD0w+u7tw2A|)_qi4@Ve%kHSdM{;m;b+<7OaS{(J`jjXDVt6PQUj$uOSi+Dv+^g>=H^$N%KA>NrLxgztF-ax4+|%bFx9J zqEh&M9}_w)O^Z`#oD$m8Pq`67mMLaOwQb71TjL-OG(>k`GN`lILLmRS@ioZS=1+pi z5^-ColWr$ekRa_@zy0dL)h17HjRpjPqv);!ZCGQgH#m2RSP{NVn#Vj`T5YpbOD+r} z%#hZd290QflMG1-HBXZv&X6S|Bc%i^B*pu5W}6cHlM#_~Fy2^vflrjm=Z`y|pUmnI zv!pbWGD{VHHQT=G+MSX{6~JKO@C=6+N5FvX)oTg~VpAz6_|eug{$>z1(*lC|Yk~_( zM0v2MOR_)Zk3#b1cGG{0YweVvqjbMnbIqX)|Qr*A}iXt`Ec^_-KS1^?HmEuyOU>N$np21(1)|v z;2(w%7?b?#f)7uagY4cE_MK+z3l;@Sx_^)g4)-69-eC`4jR-T=p0dbOFt&UTn=LaC zEFCJ36EVWJZK{R>7Y(b4rk%(qGMkTvgB%_x9wSv?t*la67q@nT=Fwi2NBi9owjGFC za;XIk4+CDbGgk_Q@?F(Azg+<%B`r<~U=`00Rf zpQG;J)d<28vaT`ud0=I?px|!)GK!m|L7w8M^W|_@cuEYe@x#v=_c99?K@MbYB3B9+ zqyc*r@6jnWs}W?z>B$OWDm5J0L3)7{jm|8tRPMxaW&!)}@@m>xrX$j2vZ-v?8cQh_j`Hul5*Cdy`jrP)sfQF} zj7!Xxh6gFK|GIbv(*6!b7HFU3O?4-vSDo+bzp0R*+IAEgG>0t#Nlkg=Wnf1hC_E1q z9HVKB{h)F~aLJYqoPkP(`AE1HZU;Uk`DkYGsXX!gj%Ung*pjrZ&v#6V9b@VIUjI(x zJ3abpD`4(#w3Fbv`A?6bP7sWR;qG;$frDRKQMcC#9F!_;26T>uk_mn=DAjjN@Ly|? zWk4&YkMCe9@GFgPmr8_}pzO`kO$1W%8O64BQ_{h!$|5>gyeYvhg?%snVDY~*po7{6 z?fPZQV*7DlwP)7NFOZlgpAILv7?(v0LvH=0o_c(#g{gePkupD}7R{%myo-~ct4+T9p*Ij*BN*Y4 zr_C%ljMwyM_TfNe=uQ+@X{~%>xk0nHe)8<=D`e};dB*7oH}q+FYK(UzL(MGo6W;mg zABU9P1B$Sy?VaUDJzWvWK%Wwx_x}BRLwtETISfb_3$c&h;*~?Q)e4uf6%Vn560CIz z4a{6*MC5SjFs-N(wQ(>eQ?oF+ttK_T1*`=Umnzu#P_9s_DA!)h?qmCnAMOCUH=1m(^A`lg>2_NYGXdHw@()*J@##{Q9=^C*sK3=c{!i_W6~wg~eVz$z#dMJq?4z*+-$fX;6=uVr9OJk4Qk}OX79f&7bUB0Fuq!%OhGl z&}#yXS)MPBbScUG&p|UYGoO+D|=2h>Pt)OMh@ODTDwRk_*mjf*1(W>BfTQ^ ztYKO>(lt=&LQSwyP4G*RO40uQ>%s)u{O9=t=SAml?*#6^wENOS;Pc7q5Y6vxWLmIm zn{(`Xj;o)_MnKs{6s}IomwPBtn?0nOlR%M3ibIiZr0@|3X3<)wL2{T}Rp}IwVtk99 z#O=aiqWfK`4wHg{0t{VqRk~?v)d7p}{hW%z<4WfvQQ@UpwU_C;@xpV4=Z#sK&CR;) z67%ZhHl)f=<(BR0wj6|!tp2RVC{Q>f#Zwe=2&Jm@5Ckw%Oj0okP=nwP<>!?hp$yML>@g03I}bkIKL zAqku)t66GFA1-j(lI&Lx71-G z8{?O;b2J#0_NL5lRY>^5TCnCJY*;(V*;xNd$GeeOpJCxKt7IFSq<0P(TXoY*w z48?_Syk_%BTC;q<>kZy2P=RzLhBrouDg_26E9%{zQj)`gD44vm;(XXgl9v)BwInh^ zBE4c}n5OQga{WW9A0zko-FU@JRTiu?>rA9*s-m3}OGfI%g-U2KA;g1zPO}_xYHC-& z~K2 zKtAXDD*Zegs~x-Xo^UT!?ZFQ*>no`gGLH)5JFLK^Qw{^%rDEW(yI zn;_MwCo+#+Q94vGGZUC^s4y5EY#o(?{T`N%$RmTh@gFq3sJM4U6g-$l#!-U4{N0^$ z>7Q*j6l1X#f4-K_fA{Jq(osI9*4mso%VXZomm8bKR!F;#_n68|m-?Sg)MMb$JF)&X zX7AL@2n0Qte74rVXZ;+t?ThnWKoNW?Z_+zJ#~k8d{Qx}V&ha|`^#fE;D9{(sW4YTl zP{C-B2E6Nb?^ET)gO^&ONlEE&R~ypnoL?+US%gvmn?N*y?VL0Qb8I0F7ZPK z|0F#;GXLQ1&knez@E{8oS|Myz?ydhwBeD z@QaOs*mZAFhQ$Xe@3&ML;@h=s@*KOgf|c4TNvSv}2be=^O_6P7HYWI34Z>5?Y$2?n zLSYFM@uk1ol2$ApBk!lv$V>doK4jIO){C0Sj3j(SNsJ7An{N+?ZOjxERb=koEud3Z8pOj=XiUp*!Eq3>vac z89gxAu;Mc9uSq-&yhD_uO61W$&X$t0#gcv}aXnRZCa@dB* zXs4!}kS|4C0n^@e`|Tp$`i(DJ$9`VPzD-&BanZMvkIU*35@r%U7z$<&o8Fx_IG+VC z6mJ}EUgeM(Vu~0ZypN^=0&2Xx>Ilk3ZVZ&rTs+q`{p&4yZ?(C%`g%@`5dO?D9hbx(p2*a_}4G z3pWlFNN&G>xDz@3sw3yxv{tb3kR!+bd_I%Rs8$~b2jqLL3Yax267TrmUCt^9fkLDX zH?8Ov%s?2^$K{y;K3n~?Ukx^?G2A_z1_;a_Km)8S6o1jj68Tbr0#M8ItRK&u>G^ij z_hp^oq@F7ga<-5g=vF0aKx0HhDQvs2XuH-SXnYsccKp*MBssh^tkjNXf%VAFFhf>7 zKg~AS3F9Kkd_~>t10Ii!%lb}9uWCEPEUig?AiH|BrVc%onK%zdPHn6lVcfDQ9O06r zc)`*TA`~_Y(Q8d&rtk4o?+!;42LahAd5vdRaP6Y4P$n7p&70LV+pM)v$t0x|(ZvhB z9o+l-mo`y4Fa~_9RJ=3<40gd^l3bBZhfeim5`;MzFi4~lP;yaZDVl6F&SnJ88Fv&L zIhbMNrh3s`dBJWUMHq&Rv_)SBWjOM#t0fV}k<)Phs;z+Jvaqmxx8E8dMPN&n)z@GD z`ST}m|5Gg`Bh%WFiU~@MAi(-QEcHRKPU57pAyvwF4&hb0e zZpi1+B*v9S>-X45;13txoqE-y3WjNB)bYdH4#3YEf7Iz(X`z`$kdkfGbtRW1qwq7CpNI{5a#Hr!`mb9(7&=c(kyK7GzWJo*6 z6`p5Sx7T7rZEE(Yw-h2leKR5h)vPnoc$B)Rjt(I#%rfpntfscdSCugOlCTt;gV4Re z6@I%QyNtnOy;O<{1OHmUtd=t1gTOc|C!}PbC0~&iJG@s%F`u>t$Sv+NJx_o0;i$_W zo0^*1pD!=WgoXk^NaOl}seW;%xo7fY+Aw8RZ2+hz)N%N`N^ zOfA*lv;)x#=AiS&+38H|b<7(+V24dM;BU?)sfgmR@5*)Lk_|>vDf%ElYrekCtZ(k3 zmN}<9P#TmTr8wGTShptzQD3|`T2xpcN zW8chg__M9l=#s!mU`ZV#EW9!HxjLor@%;HTnhz1a0alfwrXfug+At>RPz1plI*u~- zNTIM!N!nRAne2=1B75rC&UiYv%_=Y;DlN`xaXT{_NWoUU#YQ0O9~xNgw>KV&C@Jv2ov%f)3`Z^4o06ne0^;!zQ zSG{GO6Iw||dW#k*-b7lFC@MIejj@CcRU_C71aoxQnG*8`?SRr;%LKPZL_dTcNsa^J zE~HtbuTWi(9r#f9rBePF@h_6i5&q<5&e~3f(T(nDg-x((-j#INNI{z{cylj{^o7ZK zX$_|@6Vge+`@_A~D2c7*FV&gRwR+C;YRUROKmhTR=NEUDP5DMm=WT{2z68*KR7t_bh2%q3sx5&2AWrl<88!LNgU}6f06coP%?#{Bq_away zFP&(&)0PwSC&8f^gfhtIK_b`uD!s_*K24TAIZ8MYh~E6DgdO$m8<_WJqR;&Ll{IWa zJh-%HAAp`m*btaH$@U7C*%5`BhFnVqMgK1=DPjUIvfV_YUn)tEXjTeoqf!c)Qqy=V z!)hiwTNPLdZ)3@2LIttzziR>nBg~GL8`zUSr@2gvRqfq-}`m~(uCQ>_q2=*uYVgMi8=JwB=}^5jaH-em00c9roAxfP1YWzN*=rc zmhTYHtCB8CG7^zY#qnNYzQMUco?wY!5s=Fvtp0W8@(@;wl zW{6)a99v1zq%$h7E)j??HHK)z@wK0HGsijIy(N2r#Ip1iMl6{>*Bry9LRI^Fp5aGpGn!Mwc`9(w<2pK@>vB1k9nejnKq=m zmSL&J(aUS~#=Dp0Pur{x6JT2n@SyZ6mnICG#06^Oj_l{Hg~I1kVi@hpeY#$jpS5fK z{MLANUOatRj=l)_kF?16wgX5m+BHV~r>Ca?VW7{?XERP!w$xOoK1v}JkF5}A0NMx` ztiKTA$EmL8pvnVDH)4w0wP~^K^sxWAjZrJD@BOo)06_uqyY_` zQq@hKB!Bvq4KXFv>O~;(6C51;fsb!R#l_i~VqAU^y~i4Yk8Q|eAr>!6j7ELTXzbJ~$S6C>8PXjp7ltNcES?MgjtbNw+tJPB$S{pg5t$4hhI{n9v7# zL=#zo@2DPtYxZ|G=&(&|F6j^Vk0-v*6}3{~0)^$}2dj>gFBI~kWR?Lg>t)LHlkzjA zLz<$rANaU^^_4?$VjPYHQOr|)C8T*GJiGRogAhAX*gyn~a9TP3f)yT`^CH?bJ=JZcPVWc8!4u8)8*Ms?aafDb_4u~XI`UV3b$y>s=*~Cn6y|N@0 zp~|rNCS}zKtIf&BzmR6Xeb1jl+sYyEt4aH*CGBsCedmM!+Mak+S*q%QT8fR8m24$M znh(I2E#D#-I2lA^rQ*;diD7oFXK>H?-$3Lszq-@gIJS&V(9rX4;ZbHXmge?}+lNeC zysk$r!>G^qWz4`;8m$Fm8fALAS_5Um_POo+ma0)r8bfsINO9Q$s@R{3iHqduY%z^v zuPpX2(-Sj(^-Dz5`|XRVv}tW}GM>3%hs2_TDCm0Zp_?3vTKN+{AkwMmc zoIDJUb$LpI0|5X9OpB2~LCWI~>%7+DT!+h~-DtG~n;!DcbW-oVVcJ98>Cxb$GGjQOw#gh{i1LT&m z!|IiaD_DUy`ujxb6c@W1Yd$H=l}6TqSybS(C>_^#<2`^cGR0-_YZ?hvuWww+Ks9K% zd+eIVbEl9U7Ka+@M~Z9A_eFH~+3&JZW9V}hxp6C+w4lC-tci_{mB=Sc)Sl&_D=D&Y zVAAqW!<7oh6x7&YMy=a;9U5P%^~26m<@W>E`ITG4Lj>e2R0ZtsZA7K%xPD5uo={{F zgn16RMNVl%h~$9$mxg5!K|m~jUA_-`iNyO&-{(Ah+LdW zQjSq1=yq==`J=SkJsKXi0Q!52_PilfB5;W-f{^JjLKg%v^z!oZ$mQ2n3CREX96}-n zg*D427eTee68S(1gjq|Lusw9~uNL9v>*YopwYWz)P-i(12H@Skm^N0TSSm?7Nz0*{ zqs*Z|guaT51%$FQ#nqR-hd@zGVXB5Rs5GIB%L)|%h0`-&d!ZG^^Bc{bWi3!m3X9_jIU&Jt1hsNd+5d2t35aK`TI z3uM@#?CoLmA`H%D$fCS2>a%Ciq6k2V@@Uli?ytuVAwx3WbcCKEeFy6~TckogZq$YN zTNBfDMXCv=j(UL;i7Y{?ZKgC1J5}O6x7wmJZyAupaB!HZWstU@j^EqgFH|mGKYA(?Me5$z%{#g#PKoNA=ff6gk`?SrqSi5t zhN;{e@taBYz$s|Q<}Dz7Z>Yq#NcfykpeJoF6K-Hx?0Ioq`^y&m3RGVHEDXssWIeZy zMzR@xuaWALWHAw@()rfLB-q*8_fU~tv1R=m>T@tsQT~dlp?|qm`pEouuhv>yy}MGC zK6xrf2A&AB#5Syh@*6gdcHGfvJGT&OMXKL91fS<6jB7Et z(*xtYI>zmFURI1(TAUC1`outYve_T8jlCowU|DROm7q9V|CV_qB$k9qq;D&*F7TpM zdaf2Lrbxv^(d2XATxsqXWjR;-(*LpAukmh)>soC=;`-HZe7NJ zY&-Cxhz7=Fc$Xb`5D&7YbA!FN+=G@Y4_ygG(*b7cJ}6RKEcEUVGSmSv$Wu@(t7I7$ zR(|v@6+xsQg@5o^_8KO`weaiMl>&S6aUR1+&~fSFL537MfY`#Sj+8}HD)vsICK){D8E%D zqCBO`z15MQtv9QqGam+%p_XItwRd@K-4~S7^;j+5hNl$~gjv+>mAH&)WXMt(H(_%M z=phy+SaP(JiJ=|?XU3ak?)wBItC18 zPWC~3#@TJ9hdfAz2Lix=nVP1&+UDnKD$$;X#$pXToqy=pwSKY3XZxUKNsavRASeDlc8av` zqHGCySLollPfz?$G`D=Ihb|M0`OsvWQxFy6D6OrnBk-7$S$A6064ww#v$YW4G#sQjsfx=&nW6-;t`cM*h0&(Q@IHW#J z47mrJrlv`l_9;wwBqFvaC@(FCfHpdGOJng0l1qxrx7U(2xyw2LNP+4fy6{yp{s{b} z41J}6DxOf#5Zl*5qTa>Zr|MWscrfC|LSrRlRNc|?imcvlqeph+RcTuJoa)PSlUCd% zD|wLt5y#UlxbAz}y4}rArn3fZCi?#|^%hW7c3rga0RayZ9#TM1y1ToP?(XhxX+c0~ zX=#y81q7s}yGuY?Iwht5eSE)r|Lb^j$as8W@3q&OYpyxT74^>{+d@~r)j1~vx#(Mo zK7V8*>k9lZ`K^Ni_8ycmukse|vZK9**m|4IyPxozV>fY1L{|+}bQ3Jpks!7I_#w)i znixW_zu9LSQ|G8&syfeV%Ot;-m+TVVZRwPhw)$xCu`l}jH|jBJ`d^-6Gk!!M$3bF- zo>JOP`n~XV$Dv+Gt6eq?JV~q7 z<>=&2m??oTqJ{)a?88hQ_6_G7`UyeHVCZ;ebhyCj8{AKLp-f_i-(A`#3gpqkLM(Od zn8V?xFz(~9Pl%8@;K$9$IkmW0;ni~w7Qh$7Casva;;wyULSwAa2Dv|LXkTP}tF0c6 zK)86$)^f)-O^fTX?5zl zc>R}mAOQ_!1rvLUJs-b~`3tikYtC1j5?uKUGrjDhPnIL-4&RaN+khae4ndJEmQe`1 zzvYQ5RIMT|IcT7mnwJ-qaiorJoI0i{^wb>)F)WmUhkX);J#{yb&SekpoA?8Qx0Zl; z(Ae_w0~obafIqMdIg)$w0`s(#Qjv%bv*sPE}9)1}DQ;o!Es`#iII0ZU* zeipkszl!>k=1CNdBNUXA+ZBX0N;OnVRyIHX3nracW&G-~F6 zCf4Le(r>GUx{AG54F*+?yDL>Rpr6|Gnu+xFIT32Qa}T;m#Vm^ zVDyM0G}Kh5Y+7(s-qWKFfjo460j;r;YcIJyxZ)hel<5m5tv73??hD-^XM)uXK0CA& zN>i8)jM=#E%tm0j-ovNobV6@4q)=70I3e2@^({o}_EJZ*#A z92f$UO3Uj-qb zAf1T4iWMR6&8Tv2SN1$EA_T3H%n55;weLl(nGg6XB^r8dfp@>yR|w1vXB8)L#i#Z> z#bxyMGxi!Y-RHv3hRX$z$$mAOhFFKN_MBF!M=(+YS(tu&-fA?=^!7@lqA?@Ei|;ro zXH1riL`3siUouu{Z zwDzKZpn;6h9lD$&`xFW7 z@mH2Hh-tz@oY^yCgMx#H4dZ*M*>eEf>D{@t;R&>Cr08pa%FFdTls>68h&{=34B}#h z&x;K`a5|*$&tq)oE3mZ2KeBCL4*4M-A)%usk%EGOVW0G~PMs0ovS)v$Lcaw!Esvq? zGg+u?La6C`HZMbM6peM>O+PJ**GKV=R{lV@mlaH3#{yv#*lr_0A`5Ms9_WC1t-n8_ z)h-l5@V@2uL-s?jMHZ6>}**)_frr1xszxAuaA3)soE1F&2_;-NY zKp+FEm)9N#BLYXwyQO6zq$+tJbD<82EUDZfWI7xRAw}S_$~TnoW>Iyi_g?-Q`sh7^ zw~X4f{642lODfOU{ z(H5wwV~ICbHo+w<3C!8O<{h}V64#o(1hQDP8}$$r;FA3=QjrrHWTEm2&8R2%>|C6qJGK9^LRzr^zYkaD z9I2tEuK^p=>F3wg#=S}bppQ1Kl>QVzYYpJ5w1Pl88UQsHEc0vy$Xlo=0S-hk(c^V- z`tcvu6T;{>_!6N=zs~(-c-N0+!@M_%AmX|TsU7*l7Ev6s?IC)DBC_+%z&q*@S^2b` zt$4XHb7~l@at~xV>%0dC2brgG1=!(ap&<33jl}%;X`q5UR3`=Cq4Tx{`*JFLTfhgx z#zqFZ`jdN_vy(MIOg>YY(@xVw6M~PJOLvu%T-(${hU{!$4Cx~qgUp&{7B!pXX1-O# zka(|g_Al{^G|awg9u8FK1N8aXnHlcOTsV_X0?@4zm4!>ZCNio`JHy>a__lyOWcJMm zQv%R=x&oQgG%X$OJ93xO1Xvx${O0ZfCjG8!b|^|@?uu>v&j#egrCYlxjRHL~S_K2_ zXJ^HrA@t%xK><}3jX;c$6wD%e8jhawZUJH5f90&tFdCVKu9k34sui%s11z!%EdkaL zdIrjVsGU65WTw&bCFrtoS{u%8mD&=7pZm4|Zg83ANW)%ZSe?Ics_khx=5sGXv2aNu z8Q6-zD_a&#weZ4V7{1kk-jr!|W|*P+B(2h9UUKfg%E(pa2|Z-xEuam8NgN$o+)d$c zKBt?P&09jV#zA*IG0&gsOvgw-$+`eU=L9A{K!Ml{44d7}^BW8f;dJ)j3Gx~&ufx{H z?hBO+$6YhMwDo`Ypbc4}goR40xM1e~?2lIG-8$Su(^o<>wX6Tt@kczbp#!zi;CDlv z>2?kMvYOoK)$M1gDApd}P?VRKH*DqJ=mMxW>=+>70i~jXk`k~CppCrn9_Z0{t~ruN zdlK-H4D>53j_by4`t05FE$5vH2z!41{{8#-*rjGJX+3S&N{GcgJ*C9{08=j$OX}?$ z>nBnamHpzB=1Ib4ml58!d)Q;QA{WLr;)s;*?c%AHOrLF0dL$c4{>y%ALH5hs`gaX* zU;UZ}Hd}z8$0&$3VCq8tphDOG$Zr|2D1|QoS0S({j@jV*F%aiy1(9e<6s!bJw}H=~ zGIM-JTrs=e;`Qs5#Pe`mrC!yoEl>6O84&_XA`4w?rf;7MjDGEy_11YPW>6IqtSeAY zf<$`{OgXWn4uZj(=mddIK6DqsMFSkdGL8!~o`%=-5Ybsr@xGzt zL`u|^cW5v?pvH^S_E<%0 z$AR#MPV%s=UtGIEa3Ehze6hbJ_PCY#COu;wiZ>f^Wqb>(&gjVnd%c&~J$lRM(W6H! zKB5S8F_ zAQBQqG^wndmfG?_ZQm@C+apQrH=m;Gp0IK3((g6!E9F1{oEYv2(Q~P`#e-M zo|H0rGfLYY>c2D90T31qjb*zjUGZd$8d+!(Y@wRAJzCMuRa6pJigC>7sj?*`1isz<)^C;XR*TEH_=i~a<7O9iApHz%oW zg5Z}o^718ELWl6#mrVDOD|kt@*W>rS~(1DH@ipJ^E|UE$L&49NqPS~ZS0@b)Yi z(pwlG&&6~KTXP}DQx=1wh`Kv4$YO`0vVYH|+4!y++i4X-Ax6-PN=j@-rdN%muZ#qB z>B2$B!JsBmVo&np+;LN>w|-{O382y032l_7D!G!NGzF{n5M(hJIB}Wu>nzj_W)BVz znUm$fiG?MeG`PVV%htn@=s;xvWftv{9FqJY`a?1k(u1(fHk)W71{*`=gicN94`Oaj z;U;(iBM_i&adc$d{Mt2d`~!{|D38(2eTQiyJ6Hi!w&4bpuomiy%!@cg7(-Q@Dz@fD zUBb=Z;C$Ipe&rfAO_3WGLJgrpM17Bx$#`V>ukM1?Cud8X?H{))+ZO1{>r z|a?rG|xT( z#I%LkS#5ZaX#jxnsf@Y_GlVCgp9YXo;Isv#vl5up;lIfAByNpM_7Fw}1 zRzPXS3T8!dMYOQgSI0p?CVXUx@td%Z4K@S8uEFr+_oqkpbZ{siw*lKvA<{N|(mvc2 z9D_9A2n&k0l7hs<;@Kn3ekVhw;)c8UU5R0;gl~ ztIhc5Q;?5>zWtB|`|d|AT1;o@MUVpw=b{*Q^TMV)e_rC4^XSP1wLthObjqEJ#K zIvH981th~rA&d=Tp}p-oN8P%D9VTyIb%Crv?@rc}tLA2}83n*hhjsW1A2n7++o6cT zdjAX^)2)-6b;L_zb!(jK-B*?}1Xbqaiakh zy`GD_V2qxagd_}R#ZEYSN?QQV)eUHpL_6=w3Ad0n z{(#Rn2t_Q+o7REDWIQCw{k80iIie2!gkYJG27d~=q0kS&E>t=5)>B)MZHTmWn*FGt|LIT7{(ry`=jvqf} zs_b_wGAaa8D#v}o3jf7e6=I?gdSzTC-qlbr6n&wdb3J7(e3}Mdu{;d#O#g}xJbEhl zY0nq5aX=Y;Zyj`D9S{)k_@TcYFy~kT|3rbT#HTYHLlyTxIN3WLq;BvrUIy(-4ZBhm zV%re<$p9?z^uj&<8p5bGnLs~Q{F;xhm_7;L_MxT;;w2tx73bFSnR;KUik4$f6cs1W z1eFV`qT}M4Dj60&3>4c=%zykTV}I2X@&4mSo0C<$31cO0<&z3aBg;?tkDw4I$M)y* z5l_ZWG%-cV^#*tf+Y?aDnR$OmJ@$ausED#9-S-nrdbX(05`>c-smWns8BH@8z_x{IjJ@c z`r!xgi8=rU?;5VJ1RoKc!YWrGUM-~0ORw&ad{rA-f4{!dC8I0n{cd0_Ekx-Xz z_TK4*Aj=o;1D)@#E+lc8SJWE}G_s(ssbPeOa;=!xTG&&~@%BG1ZGQ122jNF>c4^f& z9_W%uv2D94DQOoZ6qVqqByam;qP5~?Ui#4}%n==(d=eG#+#Q04F*ne^t-inj?(m8WRjDdgLUR9UFBSjvJ*tVJZ=%3V(7^URHJDf zOGL;tVymBksdRX~{rbr+C&+THN5GyP;usaY_-PJ=u^)g2H)jqoBz~yC?PLYLdy5op zKfjwlK+GM$-k@EEA0@>g6hE*0w^f9jo12~e}97kGop=~vPyd%)Z zd_rass+C``Pav;DPMzVuN9pH7uB(l>@Lc?@_*bul43qS6;|=8P`XWsRIUG}OcEe4wo>EWEV595kgWeSUGV>DJIfpfl&kJxt3T z3iE$VZs}XQV{@UT|MlM+$>nuG)(n>zJO+yd+LRa zORD?<;*+UvAYEkE`)0E`>n)%+3hkBG2##hfG>8FcvrvD0U+%+2122|1KR-WA927~fUw=3H z;_cyq8`WJ`CrI`UEBMn8ck16pRACilG8}#+3u&bze-SK5^$kXd$v3*}m+P%7A6=eS zhrhfIteLX`Inlo!4QWO%XU1@DZZ2qAMgN;K8W|aB`OCh%Gba0xgefS0WBoZ+;@^Q8 zODdLZ5)CM*kJXJpRMrQu>YR1XA_(Gut1M_NW@HxkS!O9fcmoU@eQdG<5EqDofVieq z6Jm)R3;qa0&n_PZU@H&WaOFBxYasFSn{8SuXa?o?ka_{;*pW1SF(75!U7u%gJA!1U z+YA(xU@I!fQlP|qa7@Q#QG72)N()cu%_9 z={nui?3q*d4i1=n*^j(eJHh}_k5iFP>=M?3^yyzAf;}aXT$xle z!oTO9b7N4e7XXs$Lm+k01TyWhYuuMtK)mKpgmR|WyltAot69(JDt=M;oy9qvvGb0J zuyM~H-vMGNs^AoaCHC|c62fDCB)_D&CUt453hg(;G7j0ei6L{fq?OaJdV8*KZk`VV z1LEi^kTXlFeluwgu^dcksB9WN_y?1~+a*Gx+#;-srp*lou0li3%1M7X##P zdgSno$A&3t+e+Gx@uLc613}B)rG3!ovU*u#>im>Y`IjEhj0|yN7)&s%A7TgWMJDl%G001Je^e1*>Fcmmr`~iLK!@a#dKntD- zzpgfK<#z`)IzR~#A^iLT4hsX$EFyp8Z0&<2EU-Vwk>gfRjkmf^Nxq@PBI`kQg)-st z`)jWQm<&A>2G)34S(I8S^DUfB4PvV&%b$P;(bg;nRtY*TMH~oNU0Rg}eC}bqv3uv& zzkgc*UH&4V7sea=_LJuYKo+(P>YP#|97AEVo=k%$f}@^`4%~Y_*@d=`M};vvRjgXU zg}d+HVw>p}rXr+q?_QaT{vu`aL2GYS(2!+dLWQWJ4~MfdB>NTw4X$+uMBy_Z9PSKT zu>Y^0p%T(~2_*wGPbL1H{I}c0Q4zY-Y0*B&<_HXZH5Ldn9HTGfLi=NTgQ&%`aj( z6BVkqrY5zR^jpajhk^55Dfz#5=vsVwA+5sW@Kfc>EJ?2_=oG@F#zD1!Efr4$UU8N2 zYNj+Js`+Mb2gvcrnVOpXPDA}{iVzFG5ONq@QbTFeX`kI1_G?c#} z)^@Y{YGkBRfx2wq;=dCL$#WTWF27X!U%vcbHeLSjQG+BL+run)TvfiW*WKWG-GA^m z4XLsw?2cYYIcJ~CwAF+DpC($;r^7t;bRf@Tq?qvQC4k@jPZDzkKeQNufP!^c40Az( zgqS^qaUesWVu|Flq$$GFt!RjN!vEE*E-Rn5-|CfUFgI?0hN~xl=A2>m7ii}(D2xPu z82W=p#gf-E);6JqA|Z(}t6AbYubz9E79om4d4n^>gCW?6Xu%r3a4y)s$gAfCG<8Be z?h#VMHK{GqG0|&Z@iZVm;Nqy~KwAdn71~V}#(&^MZ%}F25rc~(aA+VQ1ivBArHFS) z8o@(05utPyh0y*+Swl)VJHKp9i-9MGOPSB=+HO-tUU%wVcPPx-=iD>^GTHr#N!mAx z(C?rp5(vb2OAV`)b!x1J0U8WC>Qmq|MLzmn1S1PY6~mV`Ahu=2g1E5pgwuQd^16Ea zH3JU`BD>cTDkTLwu$O~C-aup}#Wb{@Q6oUfigzjg&;HA)0l}#4rl}2%k4zc)L^Xpc z1%NFX)jMUu*N-a%8BaW#?iK##i&(Ct_gM=&N)JoPF^3jd&miO`Sn=bbVx*GaJ&g(f zF&zO{;gZjOwo>S3zXqx)~9mjc||L%k>HgY zlG6%b3wd8;nh#BlHZ@@d!6f7Amc{>zT8mFXejl`klk@s)Tza~74h>|*VPK@94J0_A zE%&557+(XB8)MeW$>uA%@&yq>jx11imooA{MAGw${hE|oLZn7^p856)-e-oN6!kqX zAO7|#2VGCXcOap;-P7Sj-q^N>yCY+8Wo4oBBqEG3@jqS!^pa3pf(8`Z8d;-tKHQJ2 z;Y^BQW^t4r*4{pQC|q3&HX2iFnW)5Xw{azk3qOI?-kmE={`a~{QTb`*x$gI8%5e#Q zH~!29p3ZZyL^rc9F^)b&m=E{U+{_A&Kiu|A)O}=_$6601D?&v*S%cz7!YE_lw>SN9m92lOE%=7p3O> zyoz<#&c2&dXZc!OHA!>tw9;+=vgu$a_}O6l9+xCXqx;CoBn#j9t!7JanW6jfF}Jh| zmN*=`hbz!EJVh3B0a{uh$-J_kDM#&8IVjD-4qu(GwHE<0H349iFO_6vyY>*mKhDDZ z{FDwIcuI$27~&f?c8}qjvk+vz3feDH{L%3;6LWbkM?@p&DE_KR#S9Njh ziMk0&j^QUTF}=U@LEN&>Ue5B#*<~Ql@#k;qgmQ*Fbvu6cLCw1(r(dqmnM|<{c6UT> z*C_^___l)XH_I}pZ>;C(AS+h~EXG%58FBa5L5-IM@2rK&UT{6EwT`xIRiXv8{)tHQ zdIBj9J@+&A{d?AQKiC`O(QV?WaX?B{EIL9}&A11bKLrPW<0M|-J(m=f6p5*gnn@tD7_gut~GT3WK)E5iY!kr*Nk#P#JAJ8iuC5*W9u zbx@E|-a}xhp=Nfi+fGhj+ESWPA$)JpMM--2er`{7zIf_kRcx*jf+{W(0}d(`;#(xf zTjfiG6XQUSjnKA14}+dW7NNl2{`w$~NsEVH(m5nXL90(iMCNG^HVsiqDW2UP2l;P! zdyg9Y?SFT_CGq9f%3Bz*>vHz~_mp#h!+aW^^tVrPpvZ(ne*vp##y@xRKpzp9a`?hC zDbTVJJ@{%H2%>W)aH%!Eo=ENK?e+Fbfr4mq2jXK(S($uHGU&v8h?IkJVYCeAqE#0U zt|1dO(vFe74H=~<@}{BkAzOh`Vn#-G9kJ`yzgrNpdyZs^o{Oyk&Q4yW?-$E$e5-+<>EoZtdoh>>G-@JW1^WY|Y2*;qaBx9?|^#6_CPWNTmWWLN#Nl9urA=vvNRue zJlul;omqemSI*GkN5LyBpkNFbb^Kl6_zA|-cn|9!$S5QWoy|gue(c4xbSPaQgO-aW zP9nD#+Em(tW{ta#r$dQ}?m%#%Bl~68&&_v3|l`t zs=o5hS-zLc1@yG7QqE`mI?p!~yeAvxzyZtFJs_G|) zy6XTF&$&M<0uatmI9#iJQ41zY7F%<@gfq&TA8dm^H^_?zCc$_Gr*jN z2%)I3v=FoqLUub|JuYTsuWfDC>Pv_QI(88s(gR9CWPS%>v(CAmec-bnuqjgi+uhq% zTOCl63BBIB47{kSaNb@G+W6vhKNk7$omarK^kHaaUYEshIOz6Ej_}p5G)(`w(bhBL zU^WQM+@MBx;P$TB z?0#l^8^+=qEPTxZ2rqPtFLQ$Ss`W?G_}ac<-PGUTFM+dcaAProFUF#D^?Bsm>|dTk&Md8d zmCv<9u7{{hvBMZY&nF=eO1ABuDI0rU7fn0y7xNNW9|2}~5HJe>>c&N}!q+yPKYf^A z6NG~<7hH=66w&aI1h*0Z`$QF&gj*n-jT=;?U>MpM7j-zQ>%Wkr2UfkVM7+>vo&N|XP zJ=mA%8ZUo$U9Z$a z>pZ@pgXYYAA~%9vvHde}CEb05n+7_iIMsYP-&MivaJ03toV;E{?_E zy9&wJJ0bBmhNHjKX)($3MX|+Uau1^7G-LUF<0e$%(=wa{_SAy7ya?|H%L>F{A5=bk z2jo#~p3PCg~>WX0(GK~Q#Fvi9MsN9jQuZB33MyIk6Ih|Y5K+m z)WAEiJU|s5KJN_p%RCGsStpA}fjo)*#Go(v%+O;z4V-AuX*Dpp0q42F|As4ufrhaG zbK8zOdgtFgAU+57l*OO5?$Q?%SZZ&m>vg?e zDr|8~DJfgF?~d=bF*ln@aH{9^u4S$dupVWS6&ofxe7Nd+20zJ%^@7pv`!-{TcMOm{vHx*1xLugT^$c-gd5@^F*9ym*(3XZ_1#CTMT)yi}+F z$+OiY+RxV)$m+5f0Q?E=kqnp_4ZtUDF$r2)cy@USw|*%|$_6-ybxyzq02T2Wbv}%4 zk@Svp9+>bp04tAi8({PSfH#rb)u*72I0nEve(#@KrN1gwI{pBR^1M5r{bJCdM$#pX z$+)^+`<}E|Js&3&i(DtGgaOlT1(UT$BQL#hPAdsDj}?6~$YdxX6pguXmkJA=HKeg} zM_`OItL~S^^u8uBzaBl3JkmOObmE&oYW(L(CffwxDDw6+P)pbP%s%r8bZC67cGqT@ zziL2}547a(xLVCyx~zBrCV?VNxmY*uv&7{wMkkX&%|VN!fi8#IR;|KPzu#>w`ma9y z^4epN!#$@PIcPh1S+M%5xcnFe^x^t9&>C2xzvLjX(zoSWO}*U#l;5mwgYHPGt6 zn78*k;|G0%+cBVu3>OrdF4asbrAL#-A7=IOI?c~p4=JnVOSe~()|^)%CQp9?`2l@| zVG_+%N>~{GHIyyoIMkhN@2@xn%WjdiJqZ?#sua)H0x*DgPokrIVcHpgbeM=LUh#`X z%{z`#@=3dUC`^Y*bz_AWEtn7UDCm@ho;Q>YD=cTd3Rf-yVwDfeJ5fqkAk_GP$3Nyt zK~52@JD)=fI=jlr4q`|jr)nCs4f@^Yzc;hIe50)Vi%W%MuK!At*dK5+brbf4%*W~M zg6PB+&6Plu0TAvzTt@SBR3xYqgXi|9?cqi+=kG&}H;s#1lIPNoy^^NVvLkmZ-$RbH zel|WR4;C&`JZZU&K4JWf&CG(Y6XN!p)SEr+ zW;bo;aOdW5mw#DVTbVjhmK~KWIP|tHf>+&e+VEWC+#>K!@I0sxJ^49c$#JA9pm%;{ z-1BOJE2jdWR6|?)<}R>odf@bSVOd!fw`Oi1Oz!X!FV#CQgWQUp9e8$t2?S6OUHJzF zE3KIC93HlURwPT~Hu;xXwDGfFlyY{;qzA03)fqIfSMj_^8ZP*jQ*yS;b3tAnEyN03 z6xq9tMubV4y0&%8c=H&UF`SB{QF7$^L~;19^1AVJ#S zv3s6ld^JwM?@o~s&hsxmQU(YwPltp33G#$XaNI{r zlBX$bN^)!CQrQ>#F91?DK*om+a{+V>hUFU?<~H11iM3Iy@S_UYe>g1F^jBw&Zc)U` zjDJv|e*F0HyYO(J6wImUck`G58Zx_Q2AI9Ra{07EaUs0a(1hJ>3MJ>RRX8pB*^!BJ-WJBP9q)uxBl zH>7TreKN;qg8`|uZTVd<^zK~2iD;2K8*@g#Y>V0d_3Y#+_pQlb_h|}c$@QB?H|7?63lu=^fsAw*K7l>%`Yo}3#yMm9m5nF0v_USiK?Mt zz@#FNAuvAdx2VR}$^mUM5JXyr^RJyYCO{YR3WSl$l9H-9hu(A)dyEph*M92r`BXCwDlQs`b!ANWaz9 zEdgyjK*4BOI0%oz{&(M*{T&TIcZ~xbg7IcN4eqBDFSQbO?`Ch;rGqYO8{(WY=9kZZ zG!8x=t!M8r?yWzHLLXVUl`oskIWp$IIS}=4R%^RF%6V9oXv%IZIelAJCa{o+aYOO; zp>}JoVF$PK>-4l?jd9TVRnSgc+<9+ripcAACV3HmRm02DU1r7ErH?<)S1y)^79&Mp z*E?fn>OzZ)cy1~`SRD-?K>Xk`yV}zSVjy9hF-l~xVg!zT(&8@YR7wS)t1b) zv02p0CeSprv=iJi`KZ^IDKxiCpSi^UPUA@a>49(QNp1cB__y7~0!4+RU|f;OHaXIi zcPJ?|3IpDrkW^*FebQjSoY;?q7!1yv`}=zm0WScBZzN4|@|OaH2^_lBH8nLOCiM%* zVkp8R)rTX(;Aoe!WF(FGyBhLe)6Pb+R(BltbgE)yRc>AdFsW3b%#yDn<4 zks-|IXvyON)oFu`@7{j#=?bTqXcn35gusPfdHbr12>}?O=eo@G7Zw5iICK=8h%Rs( z0?-?XdV)@q4JUq-X^kfJQ*GIgUQI1P#?Pw8r)A0R?c`2*Y3a#pL93c8L*?Aa&zY@% zG5+1ykB(;Qt!x&-^NNR-qhOw#kNRUa*@Mq#Z`V4Pv%I~xuPg0u@s~+hZWl7z@6ei& zI>wj=g>M&Y>$O{{V67W7y$>7b?+)i~WmM^yzM96&oi6j-+t(5v*1Ub=tHPcph(pw2 z!Ole(>tD>Sn8PiQdP|HXHZ-*FjWTFe1G?R{nE&o#i3xG|;bz)tt=Vxc-hD{d=PI+?o zl+ZOspDl6IXWk~%8XYZ3hm!U{5W)3mgF~ZF0*r;s^_(P_Op3r?PlX$Ta>Ae+|Xg#;WEyl zwM=QZ(d=4zS?yn!(9Wx{H~b=>fXH1L&@p>9vh>$Ge9|)jI7V2@@NoTiAGk`)r*$l+ zbva#iyd4W!7^j=jd|2Ew{L_t9TDiBBq|6LmL=8dm^0;LcTxr+S!qn~#JR|+n6tHOw%OZUH@ zfT<|=fj;>e0HTPMdgw0UD$osE*>Ao6_xqxv0cfq~70!-}jd&xybl-v=?t|{Pg2Mlw z-?s-6T=3id$bBBY;ME#Z|D;E_KVrC9PZIIDw^f=wRa zFt&V)l8*SlA452&bo}+*b+OSifwDcqM_}h{M&J1kKne&TAN=?0&714GTR>(7YJnLz z5lERCi5~_xT7il_yyZWJ`@ideIP(Lf+djbl0EoDB?)bDFEXzL&Gs$2Lo;vmW{vw3b1H%o5BMp z$^$63?7^EJ)B3-6U^H}f!Sax-%n^PzZ>n^`={G z!c_o4ZUbNy7eLVG<^m&UBPBI>=qT``7}P>u!6&L(WpFJFV32U6TBeM^nksyg^A_fX z(o*DMILq2XnJOs@)Y!;?guP29sSD!BqOE2^L5Ri}XEL>IWWG!$CF;p&>nPDLCl z)g;Nte4X@MD7JK0!^Pxt_}y6>i*~buc`P`@qYWT*IQj~fD~V@TML67axU{Tt{;R2k zy82{;OE$>L;4rNSsN(PL?y4DI+H)06UV%=I0RRdGM?1SQlt@LkuiKL%qf6)c3v>7g zH9I{tC*91*vLh%$=UzwsNVkdP+e0iB#<^EMA#Uk>NxV%!Jz&O&!_rTM=8Ug{BkfM} zOoh!*n@dwISwlFhj~Z#@H_U;cQyqyM=05MFff-KwL{}zs}!|e@#McR)6;$FBf6o z=xfLz5wQTvc6z03qyY@gr%Htu4^6GA8GTY#^22)*05kj%9IW9SR2jN;jQJiquoTgk zZ&zAQn=9k;a2yzVj31P^tZ%-Gr8sdUH>p|uxpI%ULplGE3Wr{k4t-(ujz63674(Ny z-Q18?0;#p$pP#*z#dczh`R+TPbts`B zZNXbN&y4+DgSm3p4M58VPDn+5W&noJfPZR0T~4wjd6oOt2;9(N8hrMhg4EcidjP~= z13h&sz~o>Y?BK${M@LUDr{D3nVh870+7qfmiT)05a{JgKkQR38Vv70i{D<201hK)TLVU z*_^8|o!vA-d zKP661G|D@g@Sc$Megpb6c~htal!7(0>piQpVt!)3Ms-1D7%4Qxj4-_&R=B5A_%R|s zFS7Kfq86Gpoi+OIS!*|^VxlG=cHI8UU()dw((=-+KbaX$1eSeE3$=VRP7C~Vlf2Wi zlxh;mi^G;Z(kll`6Z)wA9tHTJT#%CFxrCVR5IJ+jt_yaqcd-plMI;c6Qud0kH=%gN zDaGg^)eP=_)hlQ69L5z(R;J+(uqBo+OlS#c!BG#MPid@k$gp9_^7xgkSwM>4LxTuJ z2%inzUhQyE>8f#IEG59-AMXt!y?Ec=c_8rAX#z(&+zAhk>46hDSb)_$9Jq&wfT2Kw z@Bq;2Xa=r!S`~VhRXRE;1-94GkuDp?ix#@L-3H9{U=_k~Krp%uWOI0PCtoGtM_Gau z2o8$+-u2);g3KT1g(Z#n?;k(-nhdta-^K5g7;qbIRp@KX4zM%I*UX6vXUpX$^oyGK z^Hl9MZRL#5KxD1xn`0= zpY+CK6)w9<$!12rdo&)Adpzc1@pq#8nPK%`at3R%<1k+_&pZ)!mJJ&9;H8~MjpgzD zt6wg7X1OUsCn;Ng#AMBhGsCipKN1r|FXFJXNdI4iOKL+wTS=lk{@%F!k)q3B2J%Q{m5sY_+fh(DtUN)X@jU?N!~jm!N|}&8_oajCiS7%UjM7~JJAEeVvN;P> z8ghx>HjMbs310LSP7+MefeQNbfNmH}O@j)C(fsYE;5ENe@%Oj&HRyg8qFmLJ;;3$` z2_pPnum7@VqsQ}(VDSd8Q^v0I>K#ku_^e(Kd{Hy<Q`Rb+}9sL3`@Ymo~dA=2;;d8Jszd6I(o0#*N1R_I$Ta z6YGnHStCsiC=S72G{o9jwBq>Y4&I-D3+MvNE4Zu#h?F@>E}g^Sa$`Wb9Y3nus;0KS z-q@ubSy53Dzv^fpjLO4a2m1V@_|54%Bw5?cG05Qf7@dmi zk;q`yLzBT-6IGwLgW)E8{qKIFePiWzx@xUVyafQF(H7e+EX$9yi$!HDC3e;{oArs!Y^_tX}~pzCm(wWKXat#nvc;kIkuu26kxc zD~;&PHJyIDl}rEaIM7S77Td`}kgU2~kk!mJ0}d8YPK=F>ouAjs z8MWrlKn*b=2)EQ-Po2rT%`PHr%Zd0*E1SSL2tWbs2vD_xUtq)tfCWG?q~52GQxPr1 z1%SoQU}9jd+R~*zBoV#Xj4eG{QM#kwT0BApHk5ThsREDERpcLRucR1w=`O>b@ksl!BxeOHq|^ScTHlrtT?) zmX5-vud`z-RZ*%%{cyW}Xzq#)c@DJat>3E)$?AxZq-CBe<0<(=+0=y{qqQSFwFO<6 ze7px^vb+_TLLtp4%h>x>3l#v6O7dW6!eqYzyY|orq$RcKUn`E~f|PU#wDObvJ5@WP zyuw-X){$ZUd{Oazj+d|Zv-`I#WSLYsJuQyu`U^g5q$|DZ$-{|%O_?hD?1>Kr^BULE zE|GHW=*}sBi(n^N=wN9kv&H&cmyL%9C%@WOahdlN4M+d@m<)a5garm!7nG6Zqh48t zep$LtPuGM4DSwr<$I;4^39GOWAsPyfn4+}M`s2XMS(*j=d42z3;igfix<8CI8zwi?`bn;UF)uc-`2(=wsr;EOO6~H#eot0q!=qL!x9s;y@ZfR*r{V%p{r+}9v zSSWil6-}To3O@dAU>hmaB`u_0nWx8Mw=sN`fZSD*KteZeJAPev1vG`VC5*&0Kgnv1JvbB zFTZ{b>D?qlb@T8&+Zk4N-V0Js*l6Inx7^Q1tW zl>ch}o~g;#TQN2+jG6`(MnQDsbYxUxp-780WR9HKi^bJ8%yG5<_pECqH|xt;^Mrtx z=x~XiYWL1bT`F_a?~}v9XIzY*>8?K_;5BN)SH|%YW-%UdFV}M*8lDbE7r@vw+&2qI zd5$kEFvuo=d5zNSG(RIksUcQ{fPg!II`{)`KrSAhHU{L(AAZjj$E^}|S<`4!s6el%%DOVIJb$jq(X=!x#=x5$SCff$EjwO_sB)FkuF~m**PkGqQg;CFH2$>(BkN{|q0$66<|lXaVI{JS z#WHMM9N1a&LQCdr-wV#=`S%(X%1e55Cs$&uPX9lq-a0DE?~4~UP*NJCk!~ag7!W~` zp+mYPq`O-%06|(BhHe;2S{g*UgrSixX^;ki_YB|Pz4vu3UH&oi%y~}kv-c;?ZRwIZ z^O#g>Fvlt0X;fGCvTOG#*6ve|lW8l^|FAi(I-g-w3CWFS(n$+>(Dzi4kJESZPuPa5 z?VjWZ&SdB0=QM3q0u>uK{fxjYTqrHPCz#~B{^<)?<0g%Poy zuU78J&d$yh{e;KW@~8bv&Xta(*2#sFt7i{i`8%te=r$F{<+>s=h_RjNqU7vmE2|Tq zKB0a!_9a`#b>%xA^;{_GV1c6F+k69!n3$LVmV}1az;O~pTzFK_Z-CdnxVWgzDF^~w zK|yAa7;gw7h6#{08aRN70`!04x%D?sFXd*;3 z=<+uxwI;fJIYc%J&B|C22d3xcQeA{#4SrB)SvyHllw5cFk(TjIpr|El9CUWcK z;?117LuD|5Bk@=myIcil52MrmVa6++pMNAFnqL`nmJxYI{2f6@*9)yKdg+vSkv1W_ z72oSA6RO9m=W0uqeN<^KW>2pE;kkQp&?Zco;RHdLZls80E4&UV0R+q zMV;nT{*`N`=Gbm#uB9Y{m=VSqkHx{-Y3{D>{)($WPA)=<-hcFkiN^BuZeM>ROzT)i z@IdY+-p=Hmciuz7&tC#J9?f;?YVE{vl-U+qQ{pK{1a@BhXiC}`&8k1?OE8#QvibY$ ziaRvMEP_8pW5Sh?0r==h+r4YnR#>SdQ&I?E+4dW-a+(@AspC*)&KJVl<6f-@pJS%9 zaG(6mo`;T9lhYI?d)*hso7#t?fU~zbb9FH|(Zwts&jrBnrybnMeP(W5{J}kwqupoS zMjz%Ue|^cb;p`hd-+Z7{FzQ1QswmcS`m{mHooPu8l2@kdb8ybJPQWOOzhcS>p}_sg z*AvZ1u>H12ICUs+X>k_)r17XXlu2Xz&zsT472~p58=~ztZB{buN8vcl)tO?lhrv$;z}F;_JZiBFqJa21Ee_tpKh+{-RaJZ5EObgxD7TI zUo9;yvzp}2PN{@GjY5`w9vtE(w7om<94@J~ZA;6c-l-Hg?IZLz3V8X>O36qo4_!r4 zYzG2p+fO(&kO&K|1q?bjUsdO#<1&$z2OFD%gW1w!L3Dm*_i+P2ltoJOZ?Lu5(7cJHkVK-SMPUH;f-Hdgdze1=2m@$lumx zpX2|HhH;?sxbkp+viab~}l2MAB7V8f>5ihA+pnLc>IR-9c zC1yj%obFg7!lZgg!>o2XpFY!wF;UUX<8&Ldqy5tcW?7$&@%hw8Eb(R3d~qBHMK1Gw zJ2SG9zEyZ_qc$hdPkZr%2N2<*(C+}54T@a-@$0Eutd$Qa+6bvjReLS#GVAKbZ;N!nX2#K&&#&5N}Nu9_-hs^Lg)K z*Hl|tjwtWcFcHuhXiTDKrCNmkAdjwbCdJBk#NlORaAd}|sM#kCc@j?8%1?*(77BmH z?z(&VpeQyN7DwWW)3@dlrOrvN96OSw=2&d6<2AQ*2ro*W)l4|pm7sPjF<1JU^W&H4 z&0BE@L?AlsL=hKO!Rz;GOrV)0b+%|)ON0}bh{KWCVy&NJTGNPZlXi;|2L}g}p~p6> zS3h@y0?vjJw(0AZz}=FQT{^p0N&>AMmRt!5RMLnC(a7XuY?4rzY!pTSCXNHY4i|G} zYjUrSdOKN2`2k2+nX|>yv)-e2*!GX0(`UgqmKm`)Wkm==gn4*|<&o+h?`n&C8I_F5 z(w>r38gq+LM?@-!Y{44^YbSQ(S6$?kQlA;?jzM4(66L>2??02u3oM##&VzUE!ulwS zD1-x-EeB1U4v6&#^>^PR$8b)!f5lxx;c#8;;mxrvtQi~=y^~ZGP zH)_7K$HmOp=-H7{s*Vk3ep28r;Q&eLl1PQf#_xNdCAjBDr+=+E=uJ0Q<>n==E8q;A z>1(*piI68z1fyY4!A8nkU0b*I>vqzXNzrbzg`Pt9*fIAZ}$WmuxPXGK%H82daW0KjG8&!WFck$d?q$z6uiP>gp#7;`= zsU}MKRPI5Jz{wb?%-%fsU5#lDw_L)@I!VF(1N{AW|aI9a9+Pq~aF zrm;|N9iMXKQWd;7&dw{o%=uD6EyjE#mYa$9_?LxVo2g^hFI*N2Lyg+3%+k44#{-;5 zD{on1SxIe0^Pt&{qYLLcbxtC@4vBN)_k%1ZmUB0#RQsLA%ey392OtTNmX`LarEcS* zySp1$o(vU8wK@H^u5Pv%bb?ZG6Jxm~jE;}P2h6`;480_NiB;UQhmfMy4liOKZR8}z zT+4l<)Z2yCV@X$TV|z3C^UPpojwDo*(?(Bs6@hTpd^_3ZgofUL{Py{BMY*`$U`#+K zM&QjWoGk4SGvWBPFTzZA1m>=rbSAoE?SA3hJ*ozrG8G}Nd~t&(ILE=lvdG?s&tXTD zeLu4|&RiMk*I>ChGSQqp6?t*A(r7N}7M6Y79y|^3>lJqr{@{v}8Ix@!f zeAc?+X9OSfte9ZzvK8!z?-Ge*ZRX{)UbLKD-!yQQ!!V?aV1zYJ>$t0;v`7|D zG?Q?|W9TQohgP)Khe_w3%&!MY9|;CZ6+NgXQ)ZI(ze}akCiC4{hb$j+k9sRvNh#FW zAS=;TOfOnq#QmqI16e=ncJYy)Jp-gg2Okw65Mn^w1t67)T>qqs0asEfC{I@ms;QKk@TvyS7`Vm z_g_XPMQqFD8H*xAFD^ihr?sg8U~LB{1!0Bm!}oZkzg z8FdL)NtGGn^<6V~O~r!$*4UG(-O8^5TQg$)-yFQWu)KUY%2bp_u}jGAT~cmhe7$){ zM);%1D>g!r&I#;dcWuui$>+WXX~U0k8Zp{2Bws^2Mv9I2^f*b!{!l~gy(Ei&B$Hsj zTyQTcnVMg5JGYD$v?mZJD+%9yeN~cYbG34LhlBbX@yoxEbtli{t!Jin#IhZM%z2e>LiV#^EK zN<5h6l^y-b9JSxI+%rkb78OK)@T6rW7g5@oQ~vfvAznW6i)1W8=SD{O_5??FW@`7Q zD%SzmEhxrGL^69Al%&1qbO4Qh!Hb4sJtb=c6xQISbP8PrN_22WnY2YHyc$zeA4yR} z$*n#S_OPqwd+i?dTegMK(A@PbS2fpO%=i*c1i6`cWV*_5xj(Be&oOm>0Sg6Lc(Wu` z7n`3k`8Xqnd8nKH^KZQ|!qkKDf$`Q_aTBX0Xroin7G0iym%|Ojy!g?*crq^FTQlv$ zMi3H8IMtEX7`*?7w&}{iwGj9AcOwmXkL=o>pNS#S>aqncr*ad=Nd;C%ZcCoRxyF{6 zYHAy2jybOg5 z3NxjIL`dB`c*AMfi@`a+v1fZCNZzg=&RdNpWdaF&OOxC%xP{mC!=IrEK$HwQzeLMK zL1cdg5lXENH8x1#x%+XGN#m^*^nSpPV7Rw|f#gvfv&btD=A`AG0WK$$XM%4A=!=2cSD!$%$W6Qc?n%_S!>roc8xXq6t+$+S%R? zICQdpgoE=NP#_OU0eGt9O&uY{`WyZ@jHbC8bHi^>Q)o`7Qy{WJ-W0g;?ZN@MhG$69k zl7%@`Od0ILyy+w^e5#J|PgtWFS*fT~NM(lIbks;-nr2cHxXSsJ?R9wJCor~6=1;cMD?Mlbxbj` zP}=<0%rWP{=+1lPuY=DrrQeemmnkk`8DEFYy8zAp;zH^^L#8%s%uoRwL4N*|>^|pX zCSJAfJZv4=82ry+61Apg%yIsoKS5xrY*5JMZ^oC75PAAWZDM4Sf?ztw7nn{IFHQ`x z@Ke&Ix)oD;;z3DCou3w)EA)ZpoXq^vF5e>_V|{)NAr4b8JJbQV4TTAw=TFxddMw$K z;~DGzHN9u8#A@u>a;$`^DXjDNC~zmoF$L#ZHcZ+7tLBAdZ|dfKebn)4*i|7~K5oJn zn@v_+4%*TC&K#$_B(~kR@2!WqFaOgs{W1GwB8FpaIx&2z-{SRUPu7}n%evN_boB4B zd<|087I?R8YbK``I<<7-sT0bU2+rTxXK{&yOe!iQ)JQW8w%Cv;byp)}BM3w;%G5;B zzkTzGQ%Ej3|I>XcY3JC2(3tX`#hyh;W)*V&ViWDU0gyZwR2f-uPE1u>nPi{b^m!y| z6Oxyesa^1z{VVjXu@`s&B3sh7khj|G2}-8XQxZ~~BpQmJhZ|9Qhi6f@$2AiQRtuso za0RQw28@DTpk|3q<9R1AEsYSKH~Zn{3e@ud0Y6PHE?|hwlHoh}(mken0EwRjr&3Ux zl40hd_;Y$Zra8uo^NNsBLPljQS~bKh`jwi=Rg6C-Z@3HEz_4gLlJPm^j=ExuX`wbD z(3-i&&uF%aMxipLAeh@bEXf(C2>usnEGet7%D+4u>>Jaxj5J}6cGR?2luQg>p2f{i zdW;c}KLW0Sck_+%S$plPwR%rGfuvtglo5n8gkHL$5;LyVDPe4Q(*aIK9jw$Lb+kxx zbC<}%8ez4fUCP&E&7OeEly@KbsrBgl#I8=IWi@hBG?rhPRfa}v^81KQ@n(IoRS2Sx zzwLS@ku0LsDSu!vX^PMQi?K82{QKwHs)-t{2E;(h=S*!X0_j=0=qIdx&cd_dc6P!D z2tIAZPVfQMgetNhNfmU+R2R#(*7?K4;lzH6cI$BJd8p0IRVjtv6NMDnF4yGQ-swbb zc6Xz!2}TTzt|soM5d_d5F-a?yP#&5j)`ACNoxJ~EKemo*sDC$%DF5}RIVw$pZLdn0 zinO79DThsWOh7}8#Uyj?;I6(JXX8S7!=`ApU?}yRH)>F!$ot?xPzKt;W(oT7O8EfS z38KN9jmA64Gi=86;GKX+u<<|-i zeUwBuZrcVi6%Op#fIHAhtf%Pf4Dx4q_waPG#J!;-sy8<#Y4lU;r>Jfj#^*cyGwS`U zWBxo5Z+WS_c4%7i1!EM^C5RxfEi}UFXkH~^+7vSK6tdJXC2&)wbSQCM(8Thc8mQ?+ zh@{Wjm~)*=lz(WX%~z4?KRX1|4_>OQq^zifo*#pZQb$7`XE6@`6xE+l*Vl5*Hu^Pe z!?yu1){kvvoF7?-1YJa^DP6DfUaq(*C3K=1`nt9B?_%aLw_rk3ldJ%W87dPj2c>Q;FkV!DW`97 z({iVKvo5W*xvg+9t=yoc{pr465912fxheA)zq64jL>J#hV=$LvrrzewnA8M^|MK^) zjlx5r?nFYlK#!vxQ{f16D=Gr0l7eKO)T?EasDl*s7tp-yBxf~@S7KTk9@4cra-TL1 z4)!I7y6=YMh$=<4uYD!aP>H*5a&;N_4jO28bm0{k6~=v(WUk?=|AXg2=Q#=ixe$g^ zfa1;pdFE@dJ=^X6@D#lUSiYH6XB1rB(ReNbrThf67L0kwQfg7cJNgaoTvbDLJ^e}l zN)dzcgRX)|p}AyYqNlq)JtCIn7@E;^vhk{txv?=L=L$La$f)M;vO}4|iAU}{|P}XJQoG7K1t#?tQ6v*PmF{I~N z&PsY{%t{n&Apz$Owax^|+Y%~$R=*ct><)xl9L83CvztEcpV?d*(1zhYJ9)<8;jt#4 z>!%G5Q6m0%FK?sMHe>aB5X0{uNwO*1)_ZbmBcQ7m_q!c!e+pNP8CR=cc=HFlibNeu z&b}|3w>fl#6q&59zZOvBDzsJ_las>x^Lz8Vlp>QN5)3^yoOz=XS@9LkYHa|wGPQ$T zplo|{Hg)K6d^M-u@bs)YQhl|!0!unwTf6M1zAREwQ4L}@C}S2tm$0Ba{7qFst|8w; zN%}`~?%XbLk}stQ$-vE3Q;gH7%OK`+mQwGSVt>V5l-*#4`SJ-Y=Hj03bT9++ozIJtcn5xy*#dgtqRx1|q^g`S@8bwCy|y>WH+dWS8wYaa5W1?% zb*7@pmPJ-}g@v^knt@psflOQV1|!E|c_h8zJhi2_IR931g4a$|H^4UV3`kel&Nut+ z{sllSN{2?^(i#qgzp2BHpJUdSwgCNx+TYIdjD$(2uie~^fg(5nCuPJ9DvI_Ua+Zy9 zu;;1VyV`7S!9jb-F?DwxGliil3t>tefY0{2daOD$nbh~&C423FVhrR*RNk^++no9= zp>o~@`a5QZWmmYlNy@~g-fUGbH7*Tc0qVn4Hh8InK~F*?a4( zMZxQ2fjKf%(qwrtP}!w|OoRcyJxA&nw9dSH%Nv-I%W>?I_Z$S0inHkd;yA4JhYeq9 zu_>AwdlB_{K&ovR=}!ngQ7T=UG0pFb8XJdr02y@u+YChp$@RRkcO6=z@LfTj8S=umC1T$t=aLyRAw&ya`)BHcG05cBmlF^z`jyqnIJLU8GPBR*wBJ2l z6Y)reQC5Yq=PR0Q|9E}{wqQ*flPutB0eTmxg6*M@%UP_0`lVLWJGJvP;ZhC_JA%;X4r4$< z%>_tIQY9&QrL_PUZUVPHmZEC}|KVCE!W*9T8+UyZR>TNg<7HXg!hi9SykZK=V^vz1 z#hn0fv&ez=$~?LF7Z_f)yBa&Q+?Cly&0KIG+S-9}6mntziNrEmg3S5|;^Vm*M5^Jo z!hbH&{KYcBGOUgKVZLniPc}jpN2*u2F(t#uFSwePm5H3kbGjv4qWn+Mh+dM%XebD* zo&4nT8(^R8@Zn8X5ax;~UE|Il>*4*qy$IzxIhiI6d{RV}W+{R&s_;`cRWN*oU@RmE z*LYM?T_TW1@rei{+7(XCHKzC%QLQ03J1g{ik5happNyJ56;pCY6QE^j>M*QX|Lo z*34r8x6$u5oXlI>`3}tSrwv7;us*WzM1vaRv0e?apoyPYXksp>g{=pV=5zy01nfN! ziP{D&{ojSEsTRPKWb>vMo4y@3S_cVHJ%TO04eR8gcqMnPKCO5{;hVB_5?MZBLL)Extdp!M^k|Lx`(!E?({b5)PSG${` zB11)P7x6;wo&3CETrI}uODa6^X2NMUM}pi4J=4eAI0Fk9>z3nmlY@Fq@L%P5YkA%u znvx!~`UMCvpyo~lR#WJ!5?B2j6vQ0Ghwl!e!tFvA+y4XvNFV=N_V9DA`;DRkgi{L9 zBq{OYpk%**cFCO*H1@q`FtrfX!Y3q$pM9FY#t7()6H~Rbr7Y;onb%;gV!YH4X)qU3 zhiGWV`S8-pcU62YRzU>0YE$7>`qTIEDvymu)30_&@Fgp(^TB!9Cw?TCG=8SHN@>;5 zAd#of+j6h;byp}>`6vBUrbB@)nQQHDMVwf19)%-Frr+*|3HwCUz3}qJ|!ibGOhU)Cvwd#)0=S9(J$G9$Z`S+kbqQ!Qe96^Gz*rcDAPxs4LH2#7ZJGtNe&?) zq4o#m-?Ta1L5vG<+Lh9FD=50dL8xJX=Do@U$y{yRPs4RkTtS+ zx}-X`f_u_X*jLeZVJ_TH{EHYY_=DwCR{gI`j`WsrWEpDyJsR4Nt5eZ|zh#Smf)U`T zIH4Uf?3S9D^y<=Nn@CaBTq#3V&PXwYetFf$|B!P?)t2d>5t$THU3juT$)|($BvhqS zlUO!MTS+BWjwZY3?3art@O`&Hi=6lCJ;KV5(f4ccAtaSB0XW2)Ylm+sLOp8rQ zEzK95|G1gsy9f*hKOrQDh~@bqva}pFbODQG#xm3N+MYEjy}cM%$^1mc<@}t4#mwVB zUH&x+vN-yg^l}wjAtE+72LSVR)w~M>&e^3x$O6$vx;_%hVt&OR_j0(a9!F-`Hs0go z+v182jFWLSwN2Q>xJ zj27OaZpD8o4o|!OI24P%GP7V;HqbG^{ED8ANo}X6-^IS_V~(3+yo#w#LN<#_p19nDwXvb1iBv1`0aq!&&YRfBLG}Hfa1V5_nK5ZGvx_iaArs6V@ z-6!@4_BL`U%#t`_*}moKgeA>$N!ud@B_M$c*jmm99M+tL6VqQz9NP+BrtbMzoc~<~ zVpO9lNVcKFo4uQ>mOY>KXJ3{6$B?qXUTT=X+9j{x(AU=oiANeLs+5!z(M_zfmg@^Z z?qLtfnzi?UQmrqDLJ$aCpez7*IY2_{5+z?@Qc?o|)Ic`&2AO^h3Cq5%{M=bMBA+jM zJi=0$*%L?+-@dmg{b{fYw+FDAKU__G@cok+#3(B=E&{{=QR1R4K=Z)W!z2A!zBPch zCIIFt;N^b@7;Tf1S1O~@;6@7$g@&dkYHoYfk#gsb5(nARnW%VhC?e)!k*!Do#>{Zk*se~-c_ zu*l}GQYi(m3T$bWeK*x`gG@e+x$pk21FRWr04fJE6<$CEb?M;j-P%u}?};LVxjrW0` z8?}d7*+hfq!4gU}2Dpv@q^F6_iLEGYNETpig1yrTK>wPWnqp#Nx}LuT9IZqOAEoKfKZRm%q3DgHat+if8_6c0N2TEM;L% zges!UXO#oB;hLB*z*H>G{ut^{XlPJVPSm4qHwL1Yxt$ENSVpv-) z&h0PF-QPH>Oe?zK|GQqvlnp4x(x`+4kc$Tr;pafHqZU8`e8fKZ>7DyDbCiBJ27qB8 z2n*ngV(CNnwJlptN*ZIPeB{BB0FwL=9o=L1_c_S;r=Q6@49NmKu=fCGjGF!)b#ELA zZl}-3Qw5O{&hw!^hxgUb`iFqu(9rBhT>`AnKwk1Mxc^+E(vI?!aD_YoZ!Vj#shrx} z+yo0M8W67n10N<20NT^WoSh;PunZ?BCqdZ}DE^6wh`{A?>7%;O&OEsj-pMPw0py%7 zNC&qp_+f+Z54HvWM^J2iCzd+cQ-Gx0J?l+MQK8F7+q&y!uX@#Tb9yrevS$u1Hv{H} zC|yuMyb}@-sIIE=6iut8{im)0#NLK2T^$`AZEd%KPW^nNmkWf#H#z9v1|S;I-W<^C z>FOG}|2IkY=almK$py?!N6XUd$Vu+8qm8x$nloxKgDA~L;-eWO6#^?b*PZLaGS%5TmJiz6+K3v1k0b$r7f2MpU${?;5?VyDLP%~0 zFoj{`sJI(+BV7g!Oe~!im_gOKtb^O$!AguWU`AA4eL;Jv4G{Z)*)$FGN{5HP&bOnL>q|4f4+FK;R zodwr?q(Axbhlkz!mvcv1aYn(9atj zd<#vf&mXbw9`B5}=_4Wf6EQt20Gk4yh(gu@nk*<_tGz!2TG@7hYTo314767O%#MPB z;;Q1qkP6Pn zp)j3z`CQdiY}sgFhl59taj(k>c(R6MJpvA1IImQQyPP13{5b7SZ*uqdfO|S z&Xd$RK={#`(wtv3BicB4RXRbU|nTJPN(^$U#z8i8UHHF)faRV(Y&1Tde;VE4sM8t#u{+_ne6{qdHqbfu*& zlKTB<%)cedn$psDU%d;W7|d6El+wKLB1DrVKbbhaAkis4wt~PFm_No~e*N=weA-6m z#%*u@y>j^V=FrVlTiadH9{kt;YtzE#k&O?(F12n#7hAkG_WreOTs;#SeP{{>;&!9} z(pF;QNPPQd@q^euq2@figZY!|SsUv!tq*rm^Xq>f5*13lmcIIMk^boV%;xIFjql$4 zOw4`MI{H7qlLVf!do%n&4A9v=De>>V|q|9vK54J27Q3<2}?{hu9Q z)!#SixYwsFd;6I!r|CyG)mrb?Z)Of|q6+>Mejvs?(E4yNbe+(0X1J(!=k9-t_s*Sh zP_=&#*f(P9xZ;;nLk3(K@8A5sd0eENb~AVvP5pnZ^)v$72g2lkEx>1Nnr~3@Kj7^4 zTR+!-VDWz%e5a8l!wD?O<`q6 zgQgxv))qz)GEPoHf7>ljfKcz9GhIuQUh}Ky+NYl-Vg3|$u~J(B)0#lkImI}VE`9kp zv=z5K>LNCEGU*|Pa7Ei)_nZ{hWpa@@#*sl z@}-@`BcDxdiMRjpi*J9*lY06|iDF4VLaGQ{@`c14oS%TTWaD1m-g8Rz*G9$oiqL}XBAA{hLJo_UkvNmsXP9l}mJSABwQwlD{ zP{_;o<%uax8g%TT00kF&th}r4W@LhS`-IT5O>YJFdfQNy0D=@HR1s{Bdq0&NH8C1j z!(MhKW{rnR>^vRqve-lx!Y3?;p9C4b9Iqo5|Cbl|v@s4+FfKEZ$5${~zqe2!SwR=O z^sCL!xQ)k$77g{NyuFKkVpOkutkuhQWjKDDB}Q4)fbAQ*sbFmKRT{tJi`YfGrq3cJ zm3@MmNf=cCYnxPd433p)j*5nfyNGMP{|rOnSJm73g_gW=i>bJ9R3BhPXL)@-_j~_wrEO3yU^jjfX61$(8d#li! z@kngBUSMTLXSgYJJXGW`iD&)m))nWQ-bu4cEb;#a-}Akw02ssfZk%{(mBr;FiAJOG zO6e{#9eD#?doOsF$gKSHn9|1bwl>nV=chba^Y=|}4|P=UeYE)1xsuz*=LgthL%NBYCD!X1I>cvqGVq}tbVqY+Y`3Y2168#-Tp-wuiOSK6F1&E zK3VFm-F`b4Uzxxs8V1Rk1c@xGVDry9r0iwYqdb!|V07;6Q51kF-fH$!Ejv~w9=JzA;I6SXG9Bwy*;`ZvDS9}z^~chHIeqDI9eP_Low|G_ ztGaHqRMWQf?UcBE{$4$TJrWmhmnK|U>#AaxvY(f3=kDlwepkXwm>fPInugnRLsEG| z$Rpmo*>bG*+s$gf^dqSuxVm3`)TO4Set*)_#gflrrZ1msV9QQ;jhLaG74j$O_+Gl@ z70p~!Y)@fQ_43!B|JsPI4tAJ@F%no3W1oL}_Ke5r-Y%_0yJGVv-nO!uzeh!TAx^sE zNHadi(4H`R&*?*-#qayUsNT4P+HpR9)CCug-_0%_)UWZB-dL>K8cTj_v+F>2~E?|WxTMF<2ZaFL5zhpA~O)>;33&_n7ez+#Z#{jYFc zCY|<0y5JFpp$}f?6REFVUpNnAmN&mXP6_1+SwN!t>Z8Z~6kw|QQA>rm1B7rx>#A~{ zJnfIvlKR)DwyW4wO(30R-!MqT_oV#8c*XLwTNe=`Vv{ZJPVJ*}_UllsXnl4c4E#rr z5S@4X^1thk@aS^Y<;-+yv^je#Ov5hH`glevepWo;lSX*G#%dbHHEeqC$Vv>^#u6CB zJ8{Syou6rNzq)Xn_8SsIJ+65NwLN<#jIfPN%jD*&4v4_4O}IaF+v!ipa`XY07<@FR z{8y|+n}PI1BBP6E!H4;4i+wS*qFbF^dl`?SA9m2x@#3c$%wGSC0YYDfv{Y2U5w*T_ zu@VIU|LAcCHBR$O(2%bxa#PWH!z0Bpg|VvBa_qTbyiypi5{)F-mcvv>yvHKH$D2*r z3ieef*l^J}@|Zn*o3NY~WE~N5JeCx+Qx^&QWkKSWo{&2u#813YDqku!C|BSrHn4WF zy=_~rZ4~x=$p7hW_;$O`3B95$iB&?niltj@NW^37FxB@|_w%Y^SV`zBJnz5v^WLJH z$n4AC8{TPK?{?qO;%$GEVv3TdqYTzB ziZX+Qj6DQ4_w<|iQo(!`6%(VudDxj)w%p2v8uHr(;K^L#7M;__$VOTldj7aR4P68; zg=90AwKt4Aiko+2OIsS}M>t&_or|Qhw)Z;?w*()(!<|LTcP3TK&_R)c<`<>>o$4BH zK&!u{Wk~pD?zCBmB3yJxk2_)c;Oyu~y_Xrw?|oTi9j~Re=HsHm(O@T=_HKr*E5lud z;+K=f^KW=_f+89Tx_2gn?{yve%%4_rnuM8z<;DVv?jX4dzS{piY?|vn)@yU);YNcrlX`6JAx;6X5`|+k8y8MSOQ=t%|h{)YO`3Qb9f6>IW*SEi_EMf z{h?Aj#-oopGHU23%gW}-KAFuIqG!#8ck`Uk&s$;VzQI_$d{5Q&mW&iu-qIpY5gvg5 zRptLR)!j`$H8q8b`uE>0!}GB+`m!&Vl01<$>#_t=y2<$|XSRI_DKXHcw;vz!m6&=} zy_tJnKRbWb6?>_0rfnpVRwoS^It1wwV4b?RyL;V6`|l+&Oaeo%ubL=&1oEi;HO6AS z0a;+Ih97-+a=lJw9!>IhzA${_vPUhy)+lXxI;990d{y_L=kHW}1#mB^=TCpTiJA33 z997CEf~mxtAva=q1<7z0woviQ9aQ+cU^5C)REh0bD%SSNjG4#q79x%5?#LWsrK{KX zupSJW6MNM5g)fX}t@yw-W|gn4(4ZqGJ5$yBTRBO`EXzECQ$G1>vz}Dqr&A+9IF^>u z$rS=IeMGdXbqQN8p4K3S1P@cexEU9An2m0!HgZ&IG|)!!$e*b2@leQ8P4;8)M(GP5Bc<1jnsVg#0n4~?RoyBk#yZz&E;3R@Lwz9`F&JW!ApSbIc@ z5hKllVKNh8`?!HVn_B&I!JlDkWJ!&LOD<)^#oIrZe%Nws5;7RW8?II3g0PtY+Zby- zgU>3ms6M_u#1l%m!r=&o_2p+h8+#%bnp#va?$bBpr4qhL9>?FBLojjQP(u;%$QapF zlV;srvnxBgfaf|P_!S(=;1bK7prHYX`r+Z>tRc2yRj}DHYmIm&x}Wa~xY7yb*w!b> zUVSyz=GCt&aDw}dF-m8>P^B9gmoL}plKJOoKO&N)TFk0KP*|TsQ8%EJQEM#n2Rh68 z?d~MAvffLszKYTqIbtbNR#g42x7sl3uO84BHf&K)r z;g%cH8TZd5X;k!doi?Gjc$xe|DTpjyyZ{jqMY(OV*?cK4CaDTIvrO6JJg^uzs_nuy3U}60Qxi24(B@yC!=t<&xIxp8Ib?aUDEbCZ{*feKF{2qNh%-2!~vjX&j;xZd6_4614AXfg@w#R=otqGpRElT~!SYclGFT3eekr zcuh?=PNyva>$i~@>O!I%Wi~ZD%sa@e_3HU{T`a+|D!OudvI<*=ACbY@*xwVm9+8_? zGPU?s=Q@RGK*~72yfP>gqQXu0IRpk;oRt=@cSasRquUTAttsO*2~gSm;-zdArTs z-oFik?Ejj(NrdwEatuBdcOv&^Rf*EGOd9R@XDgZ%HgQ8DvAw;0y zy}yz)rDj5bwR+2tHCNYZ6(hS^kYeg%2oJM+GhuFQ$|%!lQ@YANP&W-Nct}@+TTopZQ=gKa zrl=GVsjM7f57NcJ|H;1ga;1u{q?$`*I>R#gUAlNIhWO~3wmG^$YRmgyiT`9aj)$KY z4m~Oe&qGyFQ`1|Ms^0(ShTzK*;&gdR@PPUop1+(A)zh}ggC4LZ@@ zhwS_yKl=9T!f)_0q&;5Mx?KCLd49t+kE?;AYd7uo`1@~~jy!H$26fT29+(-yf+E!+>DVaX37$=kSf3RbPG$H+#Uh z*_tw{Zo`uj47zoq!0PeC^WP{pM3#~)R(B7N#VzvxE$g%0i%Rj!O7ZJu@oQ94c1JPa zt%$R)zSK}yOyBs0Vhl___g+GGLD?3=TLm5osRUS39$T&}51A-O>a=W~6+GT7n71ai zDOR=1$!Gq<=Z_bNgs>g->Mc9l2W~uMj)OZgZyPXJhFs?ST9Q$}30|<(W6+eZ{2g&i zF1ZGqM*P-Sa6Q=0NEP~y_*rwt&0+yd^Um@%fK6y>7%uW1_~YeNsZbE~1~{^s4Sg^) z)8Qr!6&(uab&n-5=}*I`elX^+&{IC!5wYya#kOi(4jfv^h|t;w2P3Z32hBl{bpOA^ z5jdvLA})Ycg58G$yZ(YsvS)We@RG%vCN6Vg(~@}N#z0xpGI;oH#~=BS%`9hBF*_tn z205De0^=oy*I%w}^Mne{9rnjF);27J&p)V-m>Ia~y{sNnk+VWpWGDN~&;S1YrbJUG zUO>@g=Hud1X4K1ql+C_ANI{?M3>1WwKfxd~0RgOED2tEvmTPx2;Bjw9zT@8D(8IK0EGqol=okmN zW`k9brw=l_?6O+<7R&zr?Mi@IvNJYIG4WM`(yzyU(>`K{%i!>dC3cM*09)ejWda-RoZC_YqwM|kYx%|j;% z_E_Q0N%PTR%au#9PS3hG_280C<0EkUdf-6)szR6DEb>Z!8K-)e!!^sbf$vBa`x9B& z{Y`|VRYV+fsnM)bV|8^BV^8Wc4-oMAwLTm@ykEc0J9d2{nlVkkNr_ibleOhFx3*@E zk4Cl(4%8iY{fW=?;H3rt*+#6y?He3KJ0NthHJrkLZXx%!ZG3VK=}>m$F9s=D#3o}z;lwhj(MPAL_fF^n%U zU@D9OU`=rLi4GMZevmzjIE)ikv>Ihqlhqf@vwqDqb1X=v;`b&(U+GN*MrS}3P`SE~ zcy4TcAF=Kw$JXTpjN0^lAvBQd7WB&vRcouIp zq*_8ZyM`i|D)0gFZdYdON%hljUFAkYwl-o82h~@dW+0Mkxas6>p$lNm-KL>j zVM2^sIixCuH~ED95y@Nnl9`xY^7Tz{x2B{NFG*NN(5W}QxyduBNkPgP+!X|3y8~Z> z%)}iVSEAdX4u6T`zO{x{==qYXkMrruVB66gR=Ad>-{&_i#r#m-Y0KO&`l^GvkcU1+ zL$zgwb?>h>!=by-(sm3VP~``I{`aD`xUT;8zdn>%Z4wqb)#K=scoW8;XAU%)LSSTL z;ib7c8uq~=KV}b?xymN+vL~H>iw@!8;x0kW!<+`6r4F9|%PbZk!||D~edUWu2j=r= z%%du~+Rw=8er$okqpLcR#I4F7Vc2Tyqg4%d+sAJjufJw~%rtvDB9||~6-zElfw5Fu z(h>>lJH$eyj+ss!W}SF%8_y`^n}j6|n5QbO>tqMoO%89nki&aXr)(jJvwy{tNT_tqofuUmZR zvL~o7Qd8U6+5#obt^-G?E0u*vDwxJjp)SpJbvE9!zJbW-b5jw|4!edK!NrS1e98vh}=^b%|J<^tJwk9h|wZ zB8$~FxqP5s(9wDD@~YWRso7(1Zg;m-KjC8ZBcfXD`LjB=({UB=E%jNYBW*8u-AH>t zHkq1#p%+hc&l8g>UJQ;v0cq&a!EpZSL6_mbzM|m)JoKA0U?$n-_-n&;LH@Q{2u{(D zVHc%N`twsqXzMWtQ&njJV@_q(qDZI=!QWL#rUkXa^A>%ZY=LnKrq7ARiQ@Hw^?%Eb z1jTW(Ua*m$y(fnKr-uf-!;81zwXC`Bo(}LlaOn_i5Q$*Wtx@tU=PaCfirVcH<_x%P#2K{Ybi#$S^OQRT$v0*C7;p~0vh2jOO}MDelbjyh4X zA}ROi8o;vcpFo9;CT?edBTIGHK~78b5{tCJ5prJLH~c=pLHIxSJ9&u^8EVE0d3chjGdnl~uZ zieJ6D1X-wL1?J03;1D1lLO^C}BHp%N5@Ye;Xik z!zW*VFV^uK!x#AroS_4>F<&v#Uk)!=JblxV!~X7CK~tmAacc(JL9@qjdp}T0dBQINGd=tr+Uj_$8@!-&H#TES zpu{OU7fN$8Ot&=AIjtNOMbjw(QnIEJ$5SK$K&MBC`xH5Xl&szB(xl3N48Qu-Ijnuz z5KtW$>7zh2I`aqZaZ0iOV>O87?FzRj!=1j7d87E9Lz=zndg4`%hJhkTCbeR2f~bmR za^@6gVU_i9&xMuEvrZ3H@)DXR-a8@UHP_f@kDJX7qrc)SE);R8vu!gjVjy{0hdjH& zRo4;fkT4BM!Q`K#0~~pY$3Bev31*_6JG=9E=_H~8KJfy5^m*w^ARpc~?3V8kt4Gr) zE01(7y38rBl_$My%=W{mFPC-kHVzMi6>QNM9qwB$?9o9jxI?#!Y5ZPLd;7fqobOo_ zRW6bsukn?%&1flFIOS!Voay4^bgoyuTb6=X}^pB*4MyO=RLo7{-K7v@umg&!hc|CSbr zT?hiW?@*Oft>J5nH$sEt7QTJ}{0LH#YDYzCgB=LJJO)=Ya$tR3+D8Z4DjxYFKOyhC zu}hvFOhGGR=PEqSa@?$kp}Eqz6qrX@rj*5^3R96P-sY}J)~i+}ALm|aIw(Af>0SU= z6S_;V=5(!n8nClB+Lnjmbjw6mpkEs6Msq0h zA^THzu5%IpX)?jHU$o?1$Z$vJB0J8|4mOxkiP?E(rlod$_|`*zyd(MI8iz^6rH9Pt zT4z7hW0$ByiWMkw;#`a>R{`!cWzdF6*$tRm_1-^}kpnJ>MdYeOrKs!_$5=aCayqf5_aCL$_gpzmKC7T+>6TjGUY%bP&T*Y?|h ztn8>7o!e7IX~|b09c;JdwCp8WtDxhYCm_r%Q0*T*6b%1UFYl&wwzI)RF4T;GeL`cM zaVaa_FpEDfn7muzYV1EmeNcq1|64JfbhTDreV|fYNeZuIr)IwX;mlJi=jBQFMwO3G z3BqtA@s|>4a z&>X?q9l0>!D3z3`>5J4-61bo(6%FCgu5o%iW>|sR*!qLbQah?RedS{7TcN3|9)47- zVZ4}^MOdL5j6-U{ZO1;H3;xaiAL##55&q4EgH>mpSQT#4F=18n#+uOSP4)=UDQSx0 z3=J3$hndC=Y3kxIn$5SfxLXA^){2%0oQFw0inoAHj$1{Kyemz4M(hoJqm1&G+)swG z$1_XO3gZI7TKA0Ys`&R=^(*&vmlG@F5&)X8;QpU8Mq^SS>35?VI1aE)3mLW7X zzE0T@HUTs*zSI*}Tb$Eu8jZL79x*>%g{m~?$vegf)!C|q-u$(_4>u8@C+GHrex#Oc zwJuQ=Zb41&!gdm+tk<=IRi-u{)IP0N-ekEhj#>N_Fp1#*@dA+!kcbQ+Z&T{i7cOcwO__xRdGN=srhh7$u%j}AgTNu+<55FyIlVNCYd+$S!i1liEe%wf^u4(EHdD2mES;`5J<>8o&oN~Ca1uS0%dJ;hhFbnCe9iX#dS~hn z)%&=4M2k}KgCU;g>xdMniY2{-(wRqJ%}g6vzkY&L&l>=Mq}@Ac)OSRfvI~%*0CuJi z)RlUM6<;YW$5z8bBCq)Co2A<`48O?tiSFy+spy^7_E_x7R%{kf7oGN?S>h z!kwjP^_xnfCZbZch%-zOGr{dhd>gwk)3S?%iW^w(AOD^{Tm3%uUJU325lFL!&jJAp z$-yu|hZ@Cu31iQeFWQfqI?%~`bMRs&wgZRAAPbj7zmIxNLsU1Rhil!n*VOh!+0^Pu zp`TxBo|!Xh{+f8{=Z;r$ByhaAe?ombUb!8OFn2YQy`Fyj6E%BE3TaIUD z9&(>49;n9LWt!wmiXM&u>9c+QAHO5c3r5!?5GU{L{{lR=WLAVWJcnN{$=dhj%i@Ho z$w@}a3luqv9`=aH+-Hs^N!BJf3XUOoy_nd$mV;dbU*foH-cjNa=Kca@`TG=KKRA(y;;LyB|gaa3KVkf9YH5)(BR#kecPYgcPKfWDy$}} zs9({5aj3JJE6q7k+Np~T#`lYyA0K}I?L%98+%dj+wGCAXO=i`=MWzWp`5jQHd{tJ> zW=S$za&32h!WGHdzal=kNyIr{5hJjiOdL-AMQa&1ovrl3r`Df|j!brCSU~)c^@imD z7`CpD?kKcR166TAfOcX5sVU@2Nbhaaudf9ioydGS+7#EqO=+IS5|wy}O)?S^@tWZl z;w)EVg!&h+bBH)iD%+(S@)Q88G{(-iUGWMuvh2fNlL*m12xB-j*w)tnC49RN?VJ%5 zdPCci($Yx~GVxjZUvf1#KK~^51HxFlqG+}-re-{0lsgJysX^z9OfIxfvi3INCCsqt z*Pez;rn0P%l3&waj3FDgxNNV~w1U_EIk0%jL5 ztjIPA@0w-1Rb>8ld+)Z@?8k~=R#h8-E>FZCp<8{Dk>UsQ(Z}s z$60Zh+#()Jmex}mgRAgt2I7&eH5FjhG_d@j-i|xBS?AaMsvn_&3E;<@*XnADs{Y#O z3aZD}M)=S7gD&)AbJxcc3fw;=eMtbaQe6c3u~YCV#cf4Ry4RY0^piE?pj8lRB&3_< zCsa@J84S7vA2my59UGcWQ&eoS2z>k@@u*s0Le+nr%fbKj1s*H8WKyGy2{JR2CD+)= zl{ArBLku2f%;RsSc?f|2A!1VWl@i*qdVgO+EjDASZD$AM2B3KO}{eihJ3RX*_+O)_3G`&Vo1ymiCfaL;Y1{ zsJ`t(fDBcAAxrlQ^V}}@3enQhF-XFsa4G7R>KObyJr4b5-a&!+Im(_5WlH^6AZ1d| zH^OJ6a$8joFkGBOYU4&?Ib~c;O^QB6OshxdrVN21->cD>x8&k%%xt+MErD#{+gaRI z-0%ffu=S{fsh6cPhxT&oM~dc}2EVm^%u6ZYnJ#K@u}VV&lkm^ulVlZM4Z6t?2dv0e4@f^P zfIgE}7}^0w>f}~O(yEio{itb0Ve+BNw<`e#)$iPz&ySm%4BK!_pmA*9;g?=t{trsI zv|*B8t83`UgG<#Ok15mEdT#K1azd)c`e|n)O>B2q^d(1zOyNFAkoV)-)@JX>Voe8e zmg{nTRmObu21%2LxfC4Dd6d)S)b-=aN{Vmg&TN}{nb2tb z$I!PU>N{vHI$p)m^_R*N>w(8D4i4Q?uPvVO+z!*$u}=QQrRd@1l|b;Vz!Bm8dOq8A zqI>mMXKt08PwWv()`JGB_Z7wvzP?hBg3?H$&+`ALA_1R@mVs_5pV@7)mk^qKDM_o0 zej?#%GK5p^?dUUyFuSnbx8hIMsN@A#wsA`<5|7%wPl2IXQBjcv1avlF*fimV6QLp) z^CSYuxB)Igg6&4v% zJ}}}WnK@u<7GNPx5Pdd1*=gt)_LkTrT1GE#an?bD&OS|vClF8C^b76C#xuh%a@tDd zA_b?+{lJ0}M}D2xOv1nGa_18@8aNwnhMA|pDNX|KNr@mC*gf&8#y1`mPQAT{>m%hJ zzF>b$j+(gXrFU8(+#QJ`)_Ke`$s4@h6%w=CAxBgpDs&g>wr@P*FPP#NhMTC}p&i@> z>VU1SE#MS)KUq_WSzWI*Q3z}+a~sU#)-=2_FWj-u(LPQnrCZgj5`JpwGNr0_;1^TP zWD%zFWei;`%5t4T?pCm)=M&Mfm(pNn0yct)8eZXW0$)O3U4jAKYu0@2B+EK5XeK~gyHEOz2|M|mn@`xu%acLv- z1!#L?hExX!Rn>hTqt3Rc8E-N?<11Dy8KHX+Wo&d)2lLFDt~0HS@{tJNlg*AlroryR zBd)_aMrY?UF3@IZcRXPP2w5Y1yCm}+aE|$hm8^>)5e!Nsy1sfBh@L4uNF zCRgP6l#5$AF-?d*oPz)m`P~2{*QJ6Q6l&hB2VzvNyM;tAwASxKb&|K!@hfUU{eeF( za#*iCJX1RkBVJx=DAoLzrXL{)grBYDhDRtfPkH5 z{LvHYz^V?Jq+bnywdP`{_!O$Wdfrzo7a1xj3ULhM7M{z)^M8PrXqKX6^l$9UrFxQ- zR{}R^`I=JRcnkG&CO%RsQ7Iyv9wSSa!wr&S*R#AFToh+Go@#)_v$^&hVHZMA6EZ-($X4+6#+rXKNg*gB zIB1I~aO7G+6i0RoKB)Nm4k0v(vCH?0`O;~v;_wYQU+&;(x!j%lo87s`a+(|sE>y%c9;e>-bZ9nf%W z%>C-}6*VY!Z!;EAT2F-$_mp;E1#B!NuA9;Ap(gE9)Sccq>itwGi};^qU+tbQV-Jv+gx^b6P83TARua z{-_vF>={5~V{Ua{tGhHw9nxUW#1jK1P!5urrmcRpc#@t@tzo$!rqz@buw8<$dJu6< z4oNr<{Wu{RB8h&&cxX=EHo@+0t{(##;&IFO(luDbr4X9W#OK08L&d9V7e0uh;u8nO z(n8h#g z*xCFS5xnd4mI%$|rZYL&@rJ!=H1bhVdg3@~oH7TBawKJfT(A?*;`~WLKRCfG}Ej|Rs1{0ZYXQk zM%UUe2g1+I^6h#t@04%9$Ns8VD2gjwM3?|HYT6C@p?vJ~WWwapVRL`=P{_~0m=5<9 zF*$R&xBMwG-09!1bZju{G{f^99LqCPu0RVX4>o?emfpH@Ms~$%*n6;S+>i%&OoCl5 z{$Lg-_<${rA^P=#xR}d~n~9#IiB96`5mnbP#M7Nku;2?EOi9}`#9!B!HI;f8S1I;B zSSUj{3TmY=DzjZGc1C*D{CI}RUm5lI^{YI^1rw0Bu=QdHqcL6boZ_0CASSJ_ggA9V zDq!vA0StV&Nq=2c6pf}5qh&5PP)%hH*nqVs8g%ex6C8Y~In7yCkZ^GE$F>xdwANcL z5G(Vjca34KWnK4G`{0jr8cN(%D(ytahhY4a-c<6Q%k0jiXnQ5c7Mg0Vy>9nt(A;Nu znkM$;Z<@b=5FMAO_i$E3t?p# z<7pW)^37W>@`XfYl1?WD>Qc!+xcu8Dj@t61pE}2&Ks9;aOzutVlz41JS5AVk3O1L! zuWBO@?@iX#v5xD(xH}oHEeCvW+5NeESVxoY4Pe#W+a^BxguaFK_>3fS47#Nb z#wi5=5ls}a2`=SbjCNGA*PsJkmJdr2iZ^U{_rM6hO>ELticcc#V<1W;3*umJqQ!IP z1^yg_Z_o{!0YTSyng!OHyvFv%_c+HSH?JWmFd608vZ1#_?%f5fvcGn2ZOQ+Vl6ynm z*#E{+SKbH#aB3+EblDn^yR~7Z98PwPGlH%2(BU;L8I3x;Qy7 z*oS~3Hj3$yZf|mx+sYfz>r^T;^p91=*N(oUS$6C8IZ&O5?3#!Suhm)NNHAGsO3 zuvrUTr8{{uAZ5Mmhe`$-z_Dez2B|TPEq8yL#5HC}O{LUH?kqbsY_jm}z0{@OPP!;R zxAgSYBt%CikxLOPf~b@p0l*k&daJ0 z2Bp3D8Kz-1$=i>r8ZQ7v-!iO3G+R?iy2H35Aj0?Rm4Nw(S46*9nwIi}7k{2T`~%nt zUzVC&+VQdy5|vNVozz@Sa2SaH0I1f#2Fespz-RC3wSPz=Iy<{Kjp<}^^#V{-xqD$! zznC_WJsCbyoTl+p%7VeC{@0f7hes?fPL!g?L-0q*G{q-78+Y!%%IcQ;8+d(`kk;MZ z5d#N&URFJ=bXwQt_7T&BAV*lYQlc`E<+6u(Opo5L&Y2o~U zn9b!a_ih%k+=OnWCLB}(eM>3pi%$|hEO#lp43}ZcF#D1k(QtDhWhyb({=H>APoiQQY8&B}m(s=)dq?4`_JlCTW6&ff>&L3 zzF*)p%y9Pl5l%8km{xoHUE@f({>3f4|Fy>JlH+)xpVHaLi>gLtNWB0s;Qxp<-Q>kCqbiY3;K%A>n4gwj=#`?>ms z5tW(Vj_GiK$$CkGZdWwj7bymzT+tXpp*jU?&JPg+YA!O?9I~U>bwh9!zh6^{5#~2a zIq|!%^!>*ZPNvNOK65}QzWed(*Becya0@zluw@g7ynADnqnyTA_~4 zuBp^4 zL3VCnvsBk9Y%;x-$bmHvTmQVV`;{ib%#TRf(KFxBQHcKIQCYkkB{a3XawSl@(; z=`;(oyatj0w7s2><6jE09wt7b>5~O{qS--<3M~+sbt08scESZ{b^K^>8nX$smHWW?EJj^-vGlX?y~TYfi_e8nD3So4&^r?W0%!IeMIb!Sda3~q zk_iqC7Xq{ZGL@`l9Z}yg5U@qq;=phR{NDnYg`iLuLObk4`~-jXfJw0%OLvm3GwgMH z&dDA9TX)t=W&=hH=f3RXpQ zl_qD45JE%bl{UavO71Tp__`{RMgRWk6G}>E5PV8v$k4T=6GkHnv5>p=)8;TPaW73q zeOdz1kCKo`4Lp+H98r+v3Y*F-5RD&)J5vWZfb_1r+>toJS|mqN@KwxArgev>x?NZ4 zA&7JaNrsL}OMtodsK_sXvc?V?5(C4}rM6~xHiv!^eceVC->7=QvM74vtGTs0 zdBf3f@j>zGqnM7`Pbqu;xc%d&=YwcwTK(fRnY!I|bZl*HL6I%a0uZ~T+k_d>jVW@I z5)XdcIdC)Pwy#{s$w?=p6uVLM zzqQbr-!Xf-t_c&o`}1fX?m0*t?s{X0y$)e$6lU7nALd-lz2G8gzgM^re9b^;KerSCJovSgV;Gl(g*sgYOZ-nW;&Gn z`1k-~$$~iOJiNQXHwyyp$-4)bqz@hd73@dz?451c=TD#B%w;v?6H!gGsl1wyjLVFg zhS`+pYknwO+6vbTy@xODt3oT44*+W3*7kNO>QL#(N zS=N;x0hLh^72E1b0LZGTsyZ1}WV(X%3l=CI{kSXJOAe4`d(PuJ(=hKl$2>D7N3kwl zfn5sNnzTJ;_a}{UbteMO^6JzhDc6yKfkWGp<*I+f=8pT&MeWiEHw zAl$_E{6mTmBCbL1ufvOV+pKL*6fVR^PuN6Z)L z?ed}(I?FP@SrHT#{RaJX(AKnuKg@1w>);>&m_&@18$oF@va)~^#=T;QrR5i3wh`BD zpQfwx`C`b;m$cA_JsW*rTT7&{8%?VkMF`P1*FRnIknldgb)Ms#<%TWk)EaMz*6 zU?XY2jo>~Qj10N#{Ws6w1oX^=|al zQ`hE7k$s-pWq1N{|9RktQQ};F=F&smIH`mItaA?}?;mHGs;Pu>9zX4SBGei;KXms# z2NlTE@xP85({*wbgN-+|2OA%PgsfXS_M&nE;0tj;bvO0p?(`)mQa4&)pr7yFD0Xo@ z4;$LG*kR#)Tod#)x`iO&$xR#P^uuRiHSjJx;u%Spv25KhCONa%P}fDQx%%b3ja$u< z3@d*V;wc*KQ>SD^rE#-UbKZ>-fp6Ihsw%F&m86hf@lP->%PO9F9`vVVv)D@gabC>G zPcIc}RmPYtAJ>DT^+DTpyCePZh)N-M7E44mUnz0QJ>%s~$`jt}3by;*__iT&>@l4@ zlt%jSqkL)H1K+pH6?%J6m$dPk%q5Xq6rP9_=Y&A0gxDXx5exgI%pm>TR%5fs-WZ-{ zNz6G;rQe?34(Dr~r>ppcFl{72Xx`Zj)DL&4H~Wi)DF4iuPDR&AOwQ>mj%^>VhPodA z9%#=Hi!-cr@tun?3VuqrC1MfwLT=R<$sw(1mq#;B$sDd>kdr4+`d&6@_t=CvaF67D zjIG@*A9+a^&hhW}aO&j12RKo1+>vvGB@?S8^%_T73?QRgDDel(j($orNOy4~v)N}i zG;J((H8o0pHC>MN40a3%B=+II__$JZIJ2NlnixSr-1GC&C60Goj4?1MjTeZ^pqgf{ zBKfCFTUkc2^&>?!)2$2EDt=@!EXQ5h_#nvE!3KrM4z2|1455XJ#fqKOwNe)}Gn2(j zYrB4b>bl>}7Hp#ih#gJ$3Pdn(PJ@p_@7}aGOf|{6e^Hp?3=UMCbpa0NM`4>u@c6~0 zOa-%Jve@wlSj3AlSLx- z2~VI7`N4m^hlBiwW0SMfo+fhzs)=`;{rwYXx8!Lr&Uo@zri?Ol`i9FVPGzHUI^}&A z^!zlJ8Y3%arkaE&o36$E^gdtmP*&~@Y5#riQzc(FH+9^@0szf?v3W2=cJgqYt^-BO zrU(#lR5*Qo^rG#HUPxl~TzToF%%%>rzwciiBCT^!+k$1g% zg)W1qHG9on7?@er&rLx*WC{5IUPn*@O6vLAITtpjUyk$TVA_4 zI$~EN?%;xsH^1fe1j&Tt9tPn3kQiPr`SNTRhqh^jB`AHuJVR^lNB$HRz zu63l!X3KvR2m3A_na6!b>hIw3)JeRIqw03|_SybPE)Tu9{%QvOV2lmV*2s^vgk8Fw zLMdRsGwJ(4$uds`pANsnz+;eZ<&4Jftl;r`2leh56dg0Zw3ZSv+3zq510(|C-(!2%;DkT=TjJcs)^akE70=n z7l{6q7UO+yrESo}3Lk+<=ZE*Vx-gf2oSq+wM#drDKQPtHC@Y~?Z<3^#D z4-Q(0P25rA#7&^RzL@@=E<8s^rXWG6SgSC3&jNk?LGWT@{N>1Q z__Fm}>JtQ;jf4N|qF0L2eLV|Db5(p~>8v3_-B|-3YXxMTvm-gfiDwKxo0-XKsjQvQcAX>K`M$k_Wgm_W(4XEJ`C{0~KB5&hzY;>bGRuh{e?TsHWw!hn zROLI*&cPG7G$7t&#pwe{6M>{??AT=2*zT+cJkE=8%@Zb=SFGd0AIKKodtfNsE`(f- zxzlWs@pL3b7z62s$le826EKAWxfu*v!QgOVU0m^wTupo7i@sT+b0@#gsiSq;Bm^o@8zQ?C?QYM@u`-JD>Z6zJhW{b z_ivr1jb}g*CuQOZ`u8cI3Exa3Rj>RUJRDgRoQ!;DpMU_3RRAe5Wap{+YZ}pf9NeVa zeXp$o)dvSX|AKhkQUgLr?itOwFsFb@zS8RJnMuD|M4aP9U)be^2A`WS%!C@|Rrdwd zs>{7CpD-W8!F8z9MN*Xkd+~;els3l28DQWhJ|+<~X+s3XcMwZ)0x&i_IGBM{x3F&>Bsa?kB#(RtDY)>&+$liEkLW1ak#^9+8EqTX*P#)@&dgun$l>4Pvgs z`{4jdv1j$AW2iC|H|2Y-N}@DRfv7m{GGM_NBqdsx)Lsqw#}goh1hOyA$1L!0Owxqp zM0#deu@TDGz!0hbHpTo;Kp2+Vdct9F*Y5gz)%?X}wcw*O91k*8gFXJcPCn%t`}=smRJcP_>2`0euS%Nz)y&5s}W#wVVdAu7ebHLb0$ z3vuN0_UFCNODmMGFO0u)wKJuq^uDp&8)DO&QK!n5<|9ACC?LS4d^{KWZ+CL)#4hT0 z;V9tw84~&WS-K6%b>%1kVDITb0HHBDSNzcd1rh0eb#V;Ks7x?V&qO&NWzD18&I^q^XAf9Jl{otK8?}vYl^iCqcDbv{U zCx-b6#7#qr5jZQyr=QmWw#gO{aBqZPBrxo zo4#{@s!GxZ8T7@02iyK*t5Y0S*mq8;dP{WnOn?3j4JJ0qtgsB<{emkj?6>mJ*&Yia8i?s}UtFl)s|IMPDPwCx{_eNRI#`#Dy zW^@;|X#KcFNTTT*y@A&hMxNC*85TJ@6%+iunOFAawmao*#R)9`7PEg}o{Sv@$BCNH z513A3vDhYba=*0(of0q$b!s93k=uX`P_OVse+Q$YU%wkhbLA`|r^X**%*lv^G}8M< zl7PvJFbM42Le(0Z$m{ie$4ch#`*-q*S&SVvd456|3kZ{C7){-lV{|J82hJTNBE7>( z377FncRO#P*rQvRH&oZcFF0@(6CVm0GY>%g1?13@4;Tud@a0}98M5%+)Lo2e~zavOP-qg25enIFH$3fyk(ZVBB=FBZxCjp z?iFZL7dGkh3EH@e(03j_hb*`yr>J*|gJ8~CoW@fw9xNN;x1J5KK^CX2vGcau|KA{j zo2At*NEn}r&4^rRAU2^;HRIl!KYM!>PZ*yTi1%EK;lnAxN6C2n;c^^DYQ#E~SeoXb zkj>A;TYH)c4=dUkF>h#$byVPWDK9B&3g-n%I=1$ED4^mb0xZ7y7!-nVQa}qR92%-ofYl9aE0GomN#+vw50<%dOu}M)&$6F`4 zkr(<)V6k}0&N-jZsO2iD^0Sw_GGxybIe7(Yjd-LdBTq3%wde7ryoTp>EEyL7t@Yn@o;N%ESCo`;0(jX}l ziA4X12g`PBSQRhk?9AG5nXr7xVd6jhIE{22fK9J+Ukho+zs;9GyFCcoAxjy9bDJfMA{bR@3y0V0D^^CfU4n?*o}`e~7REsd%P%k-OhcPaKCNI0^*ClB zUFgZ0S*L1w9MQDjQ0vpdX&l@%EpvY!n5>_`U?he!5#XP1Qq&@a&eI|)mpDKz1JH&x zV9@I&34C{c|Nek>#KAL9-z)YtooNdsY^_RRvReul*D{W5SBBO@Y^`+rM**sa(|~t=TE%VeqYnSE!+b++>y0pOKuPUlHDEH z(6uOb{cEAUlaVV+H$(IdFcPygY(iIC_ntKJIwoRp6GqFBk3}x(PfeGyHS?4#oN4^t zpB7d#nsszeGVemTr(R-R(TeRlWj`r0;Mb}Owu@SjBLu<&uCmrmxw9C_lmoBX9-yQ5 z99vfWpz__IOKs{1VXic{F4YP1kMz=i(y%U&aCFxl24(%Lb@&?>=f+iIGz_;}SM6sH zhJqqAF%!dceT;b?t<_J!xB-=sVx(%PfSAQij@CZB}PKXmE{TK{h)VT3+q6G&RZ}zG=w{gs6?TF?N!0^WMdqZSwS@L zalte$JPQt^HbKjp?oi74aijg7?&hnVyK?Ti^w7Drw5rb@sn)wMrR$95L}JDbDJ;5+ zfy_9{pqc9-aAfNLBTXA}u`Sq|#2YuTG?`Uu9eMVr8;H_(m*k(U>oUm)NV?CiPNX)X zyLZ%9STC~t*U!;2`4(z`tk5l$lqE$yn9ZcE{d9-(nPt8+zb3UxVOm(4@`sctw|*)@ z-pEU7CX0~XEAJehgoCm58|fjCeDT|Dq-msSn7RfX&}4#A9}Fe{xDPf}fY}#VSyDi{ zSS>L=qm^schrHRg8|m|P1Ql_p5;o;C#n0eBGavFIOhTYQ8*Z{4=-T|3+I${r?wIJk z&)RK&A?max;v4XJ0EC85T0e$)VsGF_?y%HtD_r5lFf-m?X7O2pZA=a<;a8M>cyeSv zKcM=rCo^>{Iy;pj-5-0Ey};II`LkGYBVqnYG9QcTxh`FGDSOEh=7*>Oq&NEId$rC< z6(Fw*M`#|%*~GQl%Dthg`O?b^NYn4W@AZ-d4z?tJ z-1h8E2qvp9qBdWD@?pwP|EZ{~^vC2sMs}7oqL-3!A>M13lW9B7gH{j?sOE(v|7mUh9PI49xg=}^6xm-brQCf*Qf7>F?QzkL+_i9e4$xZ-D?ulw#BZ(M*e z^PkY8f`d<4@nSQdliTE4c1*;ZgXk+vPQay8Bn=hkzJ9s#4k1_Fg`Fsm z=1DPijmbCP58ux{3@Y~N9_0QOqE*_8CW1AM(;fT(!anf^VeGD?>9l!Ta+(LEd4nYT z@-9J^7?|QaV2vPABp1-Mo&KHd0i~uVP_wA*1byW8C&KUpc_nP{m$~Hgr&?@MwfUWF&`Cg^ zxrY^pRN-c;f4gD(2g*82{Z%jB2>lg7$M~)HWXI~w9?~q0yG?kqFR9rmc)Kc&injnY zwZ>i1lSxb3sytr8AE=p%a4OU6iPv{uc4%)r_GmR#(5R`cwMO(tz+Uj&w)}zy9Z%8w zUanYRR09aaOgT{OS+|lo@nZB`U`f(d` z>#78MJ`*TIfFL=R;Ol)^b-GRkdk$)TehdxOQJVAxzDd{QoK~=QB2k?K7%67xA^h?C zKsm6U+ z`W?zupS-y4Jnj-GJlVDsL5nG7?Hk<=L=wQ&Mv8;w)j0#(X5a-)7$A6-z6OB(N#FqV zrO}h@&)t8W@qyJfM$2JwF9DTDpWpIDSEDOpu#B;SzM`T_^2c3Ic2;eoBRVAB+*-0s z{e7e~Y<6kg`^ytN{9Ju{rSExm58zq@$`FuW>8*`cYVTRDe$$eBh9p=UT!7MqTL^yh zyAMcyNuM~wh6lFv>}z?4ecvx;VkOc2kl>jQj&1no5p{FuWPX>_X;q9BX=A2x+OT}1sfmNjY-?& zquKJ(_TR=NOG)aEf9>~9%HdPBD!$%+HPT1bUr6V61h1`$yIrbGgdIGRZ@Y`{f(V66 zJjikElYHK*nOx5hkz8}9dNok?&3+ru@v}XqI1l|th+b|YgbQf#GXyEYde*J2I)d*O zCXA-rJ=}q-)}kFrG|%6+5WUA4B^vWf-T9?+gXmKZ2SL#%(-pq3ElT0=TPpE3`tG@~ zmT7p?;qc0BC${D`fwD}~GQuaw^cRaEG9bJ-+9hg^zh7OOI8&H#-O_2ZnJ9@#xuJ~^ zvP|EfVIm2ydNq{k)Fs(Ah_-%>stZ?AniNdAC|e!7;jW!HYS^z@V(QL`v2$HEo1+SL zhwnwV?k=v|9js?Yef#&@I6)hSGKI}p1NJM3dBM|L3^?@pS8Dh7%!6rkZ&JY)D6U`z ziJyB9gZrY#;jFkT&49XwB1)D&v;?{qxo0fhqLALg&8fsJ3&?f3Dn3vHZ3hlE5`4!Y zF+yN7=(;{DQ@q0W_8?f@wLMI0&LfJ;pIDtd?_bAh3m* zT>dHZP7sX~+oHYH;Tk-n611nQQ?=Enr93c~9dPh*IUx+NCvf%;2*}`yoQ;lF;=_m| zZgHIRI6f3ln~`nw+}=sYE?cb9kKU6W+78SzhxIJD-MLp}*o$_ZMwgGPB#Mf`+M9$9 zSH~ucl5KGHm}Ymn;4)iIanO4F?@@UmuQb-*)EMlu%om5q#O;J2YPfYEJn zdf9Ta`e82xz?#fI-41*w&X}v*ahP7fcp0>w?T5&BM4yC{zEbq%G_r>iG}t$Ix1MZa)I$YCd;x|@Mq}ckpvUmH95%s+Gg;u zUN@W-gN~U=jeu3%EbNk4q`DsK&br8Cd3?*<>F0Zs45iw8Z-3}he}541D0FgZO^<5#+6&2EOVTXQX-v*ENiD%k*97kE=VzE`jf10Mn z#f@lTH;5dG@5Z>#kHKe&+ynhs9Who^Em({Ks0lIMmgR5_I&e39z^tdfzCKZtnoar{ zR@*VNa0#$Ja=G`wVx#w5y;xoEYn9J=7BZS+nZr#qlgKF0AEVNm?3bHXMKs?qhDFAo zV^$MX6O{cOLCHC^eYV^EH4UQm!x7m!*1^*ML`a4r`IpzWj@I422>sC7>YSY8hul_z zvi?3B?BieI*es%gBW}KM51Px$D)pSo*hFc;q-G)&r9HaAyiH~{ZJ@Av@(cRwp@E9t z>HlwFgG{~PNttt>7eft(&#_rkP9M#&_YVJZvN(Uf<5Ar)z{Zn{a*+0D5}7-$QIEFR!Ts&k|Bg&+ zxC;`;VTsCFms+?QSYa+NtiDM3BRCu)zYSX6i~D6=N{(`yf14vInLZFk16j!BR#j6= z)I<^vx9Zz7mG6i;^uSH<+h$-O(4n>ddeC_Wo6^kzWB6=-04Xil@%Q)3qWy|OjT37L zzIh|X+))Z~Y~?tjh{`oNaNl_&zkr+!IFy|T3B-XG*I-lSr9=NKoCGh+zXph)f&7+7 zuU+2UhO46aWt=_s!R~syvp1>q;HzC2&ssp;AA8R*AYS^;)s+)`p)@U#*{0%b9Nr8)?>+K;_nHMvkDwuvOfhJa=B)uSJkS@iv9dl? zdB79{6ki}-0J3r0?$7i|r@Gcw6QFHQ{QJ&Moq*9FBcc<4qodR_a;vMd6y;=D|HH0= ze#4MPp&zrd2q?rp+@F83cYP#_eZ2i>u_$?K`@1+;QwXsfYALXWj^L$3CD*}!b-sfr zkOcm_BMB049{#koi~G93Wyofu*6T{`XnNkq(#E-;OSWbT)jXo{%sEcHLIQlkUF8*He@(vrEkdi>-P z6Z2^9+4vIM^g#%aHmxmnh!|ue1w{LfIGvRq*QAU0zjRT3ILH%Oz>JoCqD&ixQz~Uu zXw{Rcc~7G=py9M+OfAD6+nsrx>r)1?Eu~mvXa#2jzB~M#-_3NSSBXAC5vcuuwHX{; zS4!VbE_WJF3fC#5CzDfSyEA`7`mAn*)p&=830B(O3WLG6t;ZomI!Tn!p(w-)^blY#Jy!1_r8e%Ct! zt@km2X3>#KcFu;c5U!rm{@)u3@>6)(t+?t(#H5UCD<1TI#J!oXUmzm?V7)bo`t+N1 zgK%54naZrCdYpIef;-+z6?GmT$|K4wEX;u$WA78?z=6WONb1-3c({y* z=|LGZ46dU-FzDVxr5f8J?c#05@7!L5xb6h_?l`^et({x#&f z*g4$!&SFA;$}G&sUzZfM>dm=u_o3_r5)Kg(cNwHBGtrh|PcfL2otd^KT+sCS*$bY$mB!>e~A1rF2Ib99bp=A7&KbyMMeuCET5RMg@cHly9^8@ zCnqE3Yakea^(^O^d=KPPQpNpzd}!LYY%}~l{QOSAk}fJX9YHG(jZkIh)ct$^5&SC< z+aS5zO(jpIcF|(`3+u7x2f|zOLFteOwOSk_5|1>y{wTO^6!A8`&vYUfs(CoIGG;A0 z0k}S}^7}-1ll9YWRk<*Pn|<@!k`QBARBeNSmQ-JyP6MSZ(4#>audS}KC~q(I1Dtnu z7Kh0QsGvdNL^U5u%82)CJFjm%sRv$NU?dNYRe(er0bQzTnI?CBFHUPw{?m>x1W7Md zIBh2smC5DE4lm$Wf8jQ}1hU`Ip6W=W0eW5o#D;Dka)FtP82vfhIU(cKjR4cURAa+W z$NeI%rR?(nq34~jhXzt?4h}%&cYfZgKHXJ1<3TV`3>dEhyMJHK)6^D5F6Xx)qz8!> z$&E{mGDy*2Du@`2G90`O6KhRlmi_v2{}J1?VS-TGuD^5jdorDbKU-Ta_<2D(oK z6TqJ%NjFCcimMk)BK`?_hgx+C^B zu0wf_Kk|Fh4Uz$ezflCgi67h@8ur;2>im6MO5jI`fkiPA1oAYbz3Jk-t7} z{Q9C}DAMmK$#Bw81_uc&P*eaYft&KZwe)gUSNHztn+JiZ9?v}`+fdTJbt&V?#~Y-* zCs$Tz=9uL~+ts-Ts%Z|GpS%#58V@g9Z#U#yGtKqoVPUe7U!(o|sW18!H%D9)v%i*B zJ*qR@Ww#hk!6l=l9buQ=_u^YAi2q#v*sNc8pu(x?fudAaUZilF;DHm8of_xf% zlxzKdmG#2oAA^EjHK@D4{0#;dpL$v0Q^mWPUm5Pbc~?tRy|soyBR@yVJHG6DG0G|T zob#ctZl_p#V)9|g9Y-Z?v701A9yI_y=s^Kyvys?32u9lP@aH`S_AA3zFjWu1L^;Kf zsBjr+l(;Qq=sA3BX1_f}A+>T>hi2Jgcy&HgoObI`@JkJH_SdU(4>i}6ejf*~Dh|&6 zR**$yThg^}`8Q(gc6LC$>L*=o-$T_*h4JV7^qp6~m8#F?5n!{OQOnW`#zkq6G#;*m zXK!QfKF(jFsU7ud6HUv0s799C%rVY1VCWDelo_V`fZK1E3?VInyEf_R+%0{+hC27N zKJlRnVc3}=xX_RIi;g0c$Z4%>>R_C9tZx`z`Nm<{$gX!=kOe1A4Li26|5Q0eWH7Xy zwGcms?C1No#cn3%YD&n&f_w!V`}I1(+JCy;MU8NEr3X(Go=ZDvVEm9N0H$W3+g&we zjCqUnuhB@(9qH1MQ5gzC)m8jD&@tsUAvF-wV-D>s9VQJW#l5nFFmL{lRdC1=D3PnU zr0&PVQpIb}4VFP#dO8=9E$*W_OGEy#bSYv1 zE2OzW5A{9S)nvyZxFmlC%zykz&d@&CddIbFItN z)myQe%3AAhF)~AVx_*GSA$tRWmWTf~C4t&N%uKr=P9ZAhwix>;zhYSY;D+j-Cd~=;(gqiO`MJ)uJ$SCJ_cNQ*03O^w{KVOAU$=S`@Y)YC{Uhxh*ZTYD$w* ze!=|;cnQmC3wdgb5-+>e%JDKamH1dptdk}eGJqNYY$aAa!F>8)&6X)x=Ld-_>WX$o z`n(F~%VE8=s$RKp;LlQhIzgLANN6@+l1;iZ#2Vf^d6k5+4BSp z=kRz)fBKcX{(SOR<+O1}YW-B+3*QX2Ma&^*)UD<>pjBUM!obK#YXvwjuZ6~^rw=5Z zzdj$;2Cyflr&J#R&IONADk@y5BeCkHiW}#E+(Xt?z|9dw&X3$om=f=Yz6>O5=ey^Z z@fCP2YQVWG*L!3w815;OQMl%izYR4r4~zjxc}f*zEn)P1zDQjsJ|}P_AEkPf>`37z z&Y!HNn5{kH?rut{(0_myktcnVJS|g)<1;_E$|xRll9&2TCd-d26~fK2K|OD=B|%Pw z7*@0R4eJ!%j-JZ)je8vCOX(OcBunE(4ks&S#$IlyCW;dRvp;p`)M`wyA9+5KT; zvALXWUV_P^`iQh0p04#Nw1aKd`1KsJ@4SSlTh(cO|_2MKKax&&XyMr3sy_&-h@;(db3Y%m=e z(=LVU^zBetRf(lpQ!}-AuuVg~HqNqrLt9OyG(S%3Y7jS3k?+Wl9MHTX^Puw-MEoT2 z_dRoVH$5dh^&HrOX<5og{f(R#x%RU+rU%>cMUU%!JvTHqrcyn*Is4XO=xdN#dDECL zOp}Sx?WF~%e)-?U@VesPo!-6)E|ODCapzwC9@w^?7wL;qhNB?BN#xwss|T9AHYI#r z<=_Mz6HXI>bdWd!aKMHyCo+Ow#laui53T=c&bL)A%R5H2!mYQ9y!SdW&*@BwOy~OK z3v9EAFP-Tp{?;(v@dI>(v|yW-3Z!w%2W?hjKso;kaBA+DC}qcB>s;tC|IXHx;vEqn z1Skg*hN<&JzJNq_LYo8~4NlLD0>l}atim;M5ZIlP6Q(E5akys8PUpUJDNc#%@0j~9 zCX7A!=a!cv%&xtBI@z+e)CJ>)+;){tQS0W z!iZimtHVDBjr|&rQ$lorrNQDifIgzyi_?@IW2A~|*HOX9J3w;^9iDPz&G8$W^YjGK zDTfd!I=_(cTXiL1vidT-l=IU(ts_;}521^68*w*~C1z5Ng|*KY79KYks#w6*EXVNz ziMx`0?xrPsO-)V9%gcb|N&GJ$;g$78V(LSeG=tq>E^^D5L5++%`av9dvn{rWI0LM6 z1J1_*T)woQ{!g#|t1KsVl#&Y_s;3wdfHr%Wu$YH!wWzBxw+;PXOt5mTQ6BB`7%n#J zBv~(#vZk4f$?oiSmv6rTreWoVMEqa>NS6o$kC7&-3V9>YhuR&`JlNj{g81$8F4G5! z*yUGqb&+IQrQAIcnUiN*40krSi_x6!LVoy%iB=zDUY zHG7|EH2SsQ?5N0iHIHfuip(;59+-BBC944@0YC?V2Z-fz4`+}*Y zECJ~(I;nJIvHWo7TiP@Ca9R@63$33EQ08V#Lx8plf2K0sVR~BME2w%A$phtRpDcg9 z2P*lWyDd!cR3oZJZS@K~S|h~kR2K{*y9Ak9{&XbD)A1`yOi_qCG%iVvokoaMTW zpaxxR%I%<0&kEe2o`1D)$s&q zD9O|;@IT*gOzK6{yNDvXsZhEeQ$4yt0=dBs)(L=xlrUB7 ztTIG9Z+7_C*!1s)yGwf`D@kXT=)Klv>AHc;Y%O<$fQUWFKy~4G^jO3hxd{*|Qp2cA zMEoGJ2wo;*Id$51J1o9wFZ_eXKcz^h!~jcC#CE+IjJWO-b-$zkQwaZMjM>Wb&|Sj? zH-jQVped(#XMU)e*DO4L&t#hF)C#y*_&V{6JV(_OZ`SGA4Tz9<^66bzIRGvysM=m*QY!6XWx|a>56x*UVY@iMK zulVRgj-^Dp_}_9k`MSscV8*Ugg%fyYO^jd@=xM+904>rDrKlFeZ5 zdGq@~ch0t+NY}@0`c-uE_Ojcu1LxdiYKt>;^APVgfxkW-!Mhi)aVuBGgih&L5vgrfbr|8H}{ZN}5R@3*)r;nOi zN`bwKK?*(k2P^e(?VZ(;E zS%S5`zFo=M&%tH46qsUEq(-DhAA;XA*HklDmLhw@eNgnj#jU!?M!~hE()+;X6KqV9 z&MNIj9-fT#@$TBIc5zYY$MzH14L^A^;BNP(>Y`n7f&L=wQMfv^^Q{U3=!qOi&=mq_ z$8~#seY|ip0#;XFp9*U`%{YJ9b0db5xvPNo_PV9qwB5*Rn}$G}{=lL)b*rQ2`HvyQ zPtw43;x?+j9WpuZbj&EgT7Z(lU&exJ>YIDE`^X|`qcV5Mvbh!|C(+f!4i05~hgKzLY|s(!4`yLSg?wr*Mi+uLOvo#W6Xp z_=^`ty!PS!=R#HGKX(X^P`VXJqYyJMCQAmGBi#8S^NVs?5dsEU*&XMtc^PlnznwRp z&x@Y#PM7X;jWsZvoPT`L;5M}!ZkS^Df+1ksfU`|q7h%AT?1jndkleBU@#}cU2QB^h z@s8vMfcXNbSmA6)x0PRyw)Q1Z)7`BcndwSGX%FBLm%CA`f^~F0y9dc}sBg zTNhJ)6wb|6$eJ6I@3F z`G|9W(>FYjjO1^tp{#7?F;_@e)`u1aby z5Dba5df^9j&W;P=fXqF*Bl%G$HgEawmjpwA{%$TX%UZIYKn)rF?jrS&t`pr&1U1ipVe zP`l$JwvWRb*1UK9YgLcGDQO$P_F|(|Mpg>^c#UIWpnL!$&V*~LEPY9*X#5DM8L~t! z*H$fC8#V@nK!xTbDG}m|HTIvTRQO0v6A`OS7SGuSi$(YP<_PC5O-3dQv`{6cJY9;W zRZO2=z_WaT3rE?Wf@}#^LR}YAB*~yoK#3&jGc>2PBPR&fwe27ZVAuSVP$+sk)Nd}h zB1Y6TSe|-NeaR%ko!9SP zMiV=}vcr6}46kDO^n0>T>czt==~=H;5>TVD6D4Q_hhZ7gSG9?w@Sz8&bUx_In4(;{d;@Gl8- z3Kv_cWva0Qt_t{U)RkJnSe0+L_ld35nw5b#O$F2m>-UpeUnA_`$pQ-42z4w9SvL`6PVQT>zBRrouQ|9eLtW(gaHYIDEFZg1ap=Xv>05$%W$Vi*}h+l+H@pqqb+904GKQwBUNZjS_&Q6;i+k*qgnuSAhO2 zI0HkHXWV=H>e<&K;+PbIs%c?Wb5^B{r>4+dIGJFyjkyS+cJznLo0p-s-Fu&S7r#MX zK(zqPHt+I~`T9!u6k!$opKKn3W%D&$z{%`-V1`MthF<=h*j=^L-|mBF!ULs9ZQ-6Z zM;iK#wZ1u)hJY&k_QtO%PZN)9VdK>B@SXbeJ!|1}(XS^w%%s;oKD4B4W&Y^Zc&a=; zJY4e7)5dhg{Z3iWNkon7?(7DAII)Y0%DC@JUn6xs(CP%5i_%*7p#Y6l;Qh__D^WRZ zz!)#qH6_?GwyVGQ*7M2RhPS7*+tM1H7uW|mYtyGy3upwX_{RJ9~c}I6ON*FdpuvJ(}kZ0mtzrjO!nDrF}TIjdjRX@-8!9 z;ku%D@;nRf+Vtw*xg=5vgL;UnhL>UDLBlZC9FhQyzZ;j;5w9}>Z7{cS#0)zt?{UYe z6iD{r(x-sBsc{J));U$D_Sgh9y>p!sQg0MgM(QcY_Waroa-@VW$hHqFivKuq*V`_< z62_Amsio-Hgn?BneH5p=79IYOA zqHw?28{x(jSCm%Ey4m$jOD61U(?!cknx7LLl_#s+@<9fAG?$zqFk62pM(!{5&Lvr^w49N@J zQ#BH8!^`>@lJ~ZuHG#b(rc@!)S|@h@_7Vd4&6(lpx=~}8J?v;7;|w-FP-=Kv3(I;f zfglN$hZ08sL2jC7cXdTn9S}pkOA+@TcS*GIWOr*y_$({B`y=e-SlzD{kt%p6bp&Pd z+-ADsLZ5G1mN5iBGDDl)N1M@A4fihYfRPArGy_AOERNDE@vdeR3Uuw(C|B;iqlJvV zk?FB7v+s#s&8&8_Ub1|CkJiEkaMVG%*BXKy6-o(kCYdLUJ(V~j96v>t1b&uUw)wslCOHU^C z5e7Ekg;D26QBsXr%T|iAsW6&~(|Oz5%n#QA-fUoc<0nKj+2D^U(>#7u1i>6X`2&l& z-x2#-q}x8r!H_f8kZs&}h&+=x?>851f$v17=%-yS3!Dkd;^o3e!*{bDN7l~=uTctW zW@#y#=bc&G0e-K8+%pOVcfg`sTx2?$>}sgPjpmi};F}E--`=;G1Ep$2q>aWM!LqUM z566}Ea;M@S5)0ijfvS>jFmBnu`2s~CT!(2KBG!2uLwPwn^27F(s-5Yh*6Dg9W5qIW zDrx?AFWhrAvYfPW5AfJHPlw_fNk8-;4&14tpZqLJeT?wkH(`WMch8GzD{kwt2$(xE zm^vo-Xd}j7j+8ey%LAuYV4Mi(xIoO8e^r?i$7~N&-zX{Zw!Y_E;2%iNIJ>qn&W(Hi zqe2npb>GyK+G53W;WXvBHq>#G)%r?m-&kGbuVP8jzls)rH!x-lwr63Ty=zZVUB<$n zDs>GQIu?TDCKx`-md=TJ+iy4x2_L3aWzDhXp6B!m))5Y**wdy z9Ls;}8jyh+kO^=(-sn0GUJ%wq>10}xqfci#=B;PC^6U`(xohK9<3jc7{v7RA-iyuX zsP%6L*q~*L*c`Zaw<3P05O7`k=8)p!xwSMqw|fJPPW`#@mNm2>2mag_MR0UlP$4?a zK@bmfhd{>Hz!W=$9UjY-s7-MqP>tO?-re18CY4be5b6??@q1lAnVym12|AxZhAFPI zg;8_wy|I3LMkF>!ZGS!yHrz58D6B?RTSVE$nT@h)d#jqn+U?KSYdF%Xr6eYtHu{db zvzvd3MBg*%XEt-vJqrp>8QSHAsmUrxYOYJKOD~=}w`l{VvGS+~K{69gaxEwzNq4h( ztQD>^RI#A-D=g+;qZG)FM#-&d?XG94D1q^nh68$5m@Y5Jjb-cL@n|Z=$Sm_lN`E)s zjoz&@2vn3*+WEihkhkz#{tRA-;Os22zztbanus%7Tc8-Uw^wpsvCO9ET1oSyslm8g%#*VlKRfK?kEeBtN{XO%i%Qhl6OPP1a0J!Ea7mpQW10EkN#U7)*=1 z=YXz;p}uJX(zUlt6tIEJ$^d1{sk*D&QHbVNsC=XIFngBy(><9zKgACgUZ_IqXdeFL z*Mh^mwDpdAku{%UBVW%Si=*NEay0{iOR#Ej=MR~*N>1<}+L_xt#Ldq_EM&eee~emO zpw?5dBO^GAOvYZ{yYYSJ$WHyUMee(J8zx4%n<9k)bUEWN6+m`8E z@|^CP>T*78$KOQ3({{J$IAEJK#o6C7{otlji`#!gJPL!6~&-d#g#8yJl7F5FCQ%(*Q5JxLVE9|fsq}VlbPl1-7 zSuEm8LWh{X144U? zcIJmE=F+yk-?btXo5dp8)@qyz>x!^d<-KBaVt@WI6x7OuG2c}H>TfY*mmkD{4|$OU zl-CtdhFj~J{eH{v2dj5A_>?cGqiwY^ZDj}vL zQa-zYaR>(a%Wn3*)<#a%7_7T$W6H7K=VNz0sD?1nD~eX-UnH2SjC{RnF!`>-?*4Ih z+uxp~x)Drtxu5ZByh?#qi0qrAR}7jzS^IA4L0bl=xgP;%p=*Tz*x&pS$YpJH4KD8y zye!Dk17^I~#MKjVz1@|I5ivNt&jR)SEUY$3RUbK-3mLHmzLUUCV2=klGvP$WO1naA z6YgpAY}N%u6C_qpm-ls;G{n@66~gL$jO49V-I303k!o|&S_qd(Ux@F?@Kyew@xHuCTJy6-dh_M32VJH9b9JTsM8w}C-ziUm+JD0m5HhaC;>-be+) zWTCj%NWj7BttFE=cHeVx)%jrxjZKiOurX&-FEb}N4+}7k6<9c~299JN9#vzG00shN zswotbit&vY5Hj9nQ0AB3b$U3Fpxwi++-mi>sg^&f5{7TFu)#Lo*dU;O~sq-Tpt$p<8(XR}jz4wJEC(JOF zD~?@H-`&TjZqmvBvozF;55J=EizE1OARaWn^??L~DvZc-T* zl?dJ+6t>MfXgoZX`xHg8-=S8IXv_dqvJxRADiOSXP}6n zlaUMANUrdk9u1#Ag{nU<8v(0LBo*LmW%8;E3-JPRJ#WM)U>yNVYfbWKNEoRLx@i^6H z%I5R&T|hdlLIcH*rk69MKrm|$0EJ52hr{QoGBDsB@YS6RdqA^2)d%nN8%(8ymvQBq zA9WP5Srh_H|1hm#pw&=)Hch3!(>@nGnkI(?o!I3aQ~c{E3UtRBg%fRSI~z{1#8=Y_)Ll z+BI*sq!@566npXJdnt^|=ng===IjcD?eyTyTi6yya{i!PE22>^}2V>vth z>}Nrrf=uqx8bRT-=_=)0YAd4zfJ|=}zJPx=^LLlu{NK;l_{17EnTFcQ+k^wETh1DFu;YZ8_a5Cz;#TRk{_+@HxWv@>AJSRO#@8f*3NQ_HX z*}#Z-{%~yWgSM-{wq|!05x!FqzN6%BnrJ=dZaP{o?vW@nOjxn=I1A^5se+h$eA?)< zf^EGYuPQ-_;MKrE?O~59AC6Rf(0Dsi(-C}+;268~t>H;TdDE_xap}Y44Xy_Sf6^M- zo*{!@7Y#$IzMect4CSJ_d7XN*)e^MiyUNr07Kg`Kl>Ktec8Ypj=*-RK>o6eF_&(+f z$2Z1GQ05hT&1oX3J;0VQUPplxguB06eMDKoNI**Dty2nL(fCs)%D|YB%ApZb!gby& z?v+9(DX&zn$!bw}=b{>FYVc1VeoU;RdDT9aMOq6tlpP?ovqlIUkzD8=FM<~b6m+00 z7#S4>W~F3@*Gd2T9_*2GV{Ua-aYKR=a5t#j>HD72u&Xe@M{pM)D&&TWw?ZQWl+{gei3^BMT z`~kXI@zjNi;5)q8x$DhA7@Gj%7W56tkg3ulHw9OAC1lTXY(1%)eS>g*+UDr+c+ERK z)WXZh=NO=US3TmF5t_H4{STDt)@z_2PIY5AH1GUlcVly9*Ck! zEYGYzg6*FOR{E!IR9|^sr3ok#AH_V~hS=Y( z%u+bTV&IM#eQ1!m@KB+kZTL`#jtS>}+=wK0kq7A{3e^iQ`A9(e_s zX;T2f5VVaY~4gt_Rsyi!HmDXBkcq}Q%6JtZRu@N%Y5Xt;){+SBy|1(E@usnvwH z9Yb*sly7Z>`-R7=5pgTN`a$Po_sGK#9Yszn4gPjQ(Va>3=5EC$BFv`V|0swB-UX7~yFo=-iTSJE&+1Rb~u8pW-Bz}!`+0NZbm>NxTJn7d=Ad@#?TdJ*0 zO|e^~!S3q_GCh4mvsvVMKxkf6XbHx)KsXw&6wRifjaQg$U&MEZL3VIysyngp$t&gW z6YnACP35n21FDYpE0mjTJ0jXvzzlTLK_*? zoNT?%(v+g+4{-<6eLJ8bb83FRXTC8}`v3`>PjY2Y=m+zDdz3M6B4Ed1)`rK6tS7Cl zHSZm#B9AuW>l@vz=jk#}w+aA-B0>Uv%I@0I-!;wI@ki!IWSZloT&geaK|S%&YqjmL zyW|IqX~T8vb|rjJKC3j>e)<1K&l&ZAf;p2Ga>{|;ut@cL<{S5l_{2T!Zj&ie3Bc>R zE~Cc{Pijsl^b3w(yGPPAdpyJpyN&hocAL|)F|JJ?_jn2VpJjuc=;f8PSUZhPwH|vV zxOL*2%>h6`=DdlZ&otXS&|_m&GSp@y*IT{N^$6EG;a7oN6xN34cjc)ZM$wa?UC>4D zIlo>F)W(&ZIL%+4(^-!Udq!b3NWKUYF!lt!HGn0>YqPQ-TQ<$W7k?3rk!n5V!C#Zz z&VdD431a|SGX53AR|N_o?T+|WO=x+$|9HmcV4KJI(8GrgU$JsDQ_TG(ey6fAe*AQd ziZ0u+Q49o4K)(h#Xnbk|orXJ%c4cxB?Fev)nK%LHi_}~oa-|%*``*}5B(>i2 z+&6$a-$(mbS#LMxjqRaWUfSE`T^nV;SG>4@N0E@PvvngTmgBP$r^}Dq7UJ_p2`I?o zl|6L2&h-=D|5WIk`&ugTI@Fn=N*kd%Nh?xL3@-JB1y0W#Fl{Tj=D}{k*S}x>!O{co zZXPoevk097uC0&K)mqbl3adwSOvXs*5xiF}|3? za8_uIRom?`rG;?&-DAS_PSIUkT^uQ$IQJS2r*5LOtEYUTbj4lj^_^3jaV_xUyjk%K^Dd> z%J(`rqRBVVEAz*+S^%UH%K}1ME%1tpWobN_+}P#`&w14wU%%kifXn@DUOcC+TJs=Q zD({*3Dcia0RNl(bFfR0K6;|ihYpdWxX)S;80S0OL|Awo5e#H}xd5sWBBJb$y!bIO= zRH`7RRqkWv?8cTnhI$gpJfFYOyX0MEXh8g68ti{%y7{>;B49RK=U3JGE~`% ztL#Dd6&Vdr>sQ#VigLU5ze)ZL8gO0Z{5J&{@L9rCOrzz0UgQTPmZdFe$dcmORHgol zwQ)$YQpww3ofR|4(V*1Xv~Bf6R=BpY$gx}P4Y^p2@MX7HWC8s4xdeEXi(G^9Tv#tm zNd16>MCK?}Ci?z~mDGuqeqohMZ^Oq>*I*&_S|e%ZM_)xBH@LgOXa47_|Cg|k%u)n% zepq(S%d=0JQ6_WZH@Uoy9MQnl_b2)qDiI5q4y+pdL%Xid4v<4Gu`|>7<{$p4&0L?C zgbg@~(f5=ud)&6RYOAS;tVt{wusu6|6gwntS%QePJ=!?ipFaR9gfxnoWOQYCu*}7u zx_lO7Xf=|)srX3Lfu1Q)a3Kw;8O-6YohY4Wij#b4i%8Y5nGb4eKe3efn60Jr$;cD@ z8NnDV*isDUaIN; z+{<4iF7S`bDYZk+?jAwm16W=3omRfCLGE zR8b8Y5f1`mguZ-z6WCCNGQ$5RJ`t%8dc<`#yhgRwVDRVS(EN>}*r~%aDb+A0mX{)N zY~%*~awpFC-vu@9B`-QSSYpT-=8s;`5+?kr2EQ5n5;g}u?tdOvXK~K1pw`vC ztara>U)i=7uY|qO2F?2QJm*&TsKo=Fg%3K@%Bi^LIVuFqFDYKU1b>HLl$ZLxQ{Bpe z&A&=X*svA0>K*Q;c1Zpb+;8|?32jM?3g)*Y{Komz7e0!U)oPKwF9yi_JQ@F)!dwdY z+^4{X%z~@O)^*W9>fGhIRcTai&3B9Mb3O2+NA{Ad=d*Zp6upr3rU*R=`4RWz+U5UN z9GASzvIW}$!GPfzX+??~3ae+t8!`5LlDuDh$`Hw?dN3HHJ96G_dQc$zDJ5{3dC7_W z7#+NEHxc@lgLMS}t1rUy=H+6_c5s^hdgzLU4^79f*_9Zu6qr8cJF2(ly)z(1o}bui zf5NEcQ2U4+vfsMSzdFU;vZZxvnox-_K zSa;mMz0xY-jZ%`oUz1&9?#d~XzT(3?gX?#6q!K2z9Z7V3_@m=wsY1AjF8}X$VwNzy zgel7wWa37yFx$6*b}hzHqM<*_rI5Aofk}M;x{_2+7V<=04cL{0l!v^X5AG8b@6}5W zR;K&Zps}_6-|yCpNsAbnc|C*-5K{i>itnEU8Eou$kUA>bjWT%Wvx^5@_D-iQ|17m+kQ143r!i`nGpgA8ZqOlRje%@Tzo3 z$zAg?#%esa5@ES_8l6*g)VTW<`~F}2-Cpd+pv+@2os84Br!~)Fa>0Ls=EbFV=2->^ z`562gc-82TUYbb^zNk9zd-CD}@!{`vvAn>K_?No4E;b1G2_MofF8ryEzwobnas7XK ik$0jC=Y*Foou8Wy!kCxJo?GGHTvmQrwFMcXtXDifbwE7Tg_L+&#D!4=%yw6}fU{?Y-9iuC+e<$7f|A4kkG!0s;b#oUGIr1O(LA2na|#7-;ZU z>Wp>;;7^DyUx1$wD#s}g;3p^`2_*>xgqm2aM`Kj@`71|R9Tx-yVy1r{h;m;T&kzt^ z3gx6E)IAN4R?)u__K~BX1$dv*g(~k;9VijT=dt815czN}5D~TgR>N0SMIj=Rz{mgd zZ94L5&4%_P#zDu8z`B{_o54^8j25iNfYVH~J&vI@a}W33|D6;5(1>%s)X%?+0w0g`P0Mx{7Z$t6rwsj!O_Tm>D+o5)>#?}z z7nDzX<+DLj3TO6<2ueVGTwxF}KjdEvmRN8FT7Ey1POrI``aw()x?pLka+NL;fha}) zp9AbP8YCtsQQhfDXqp ze^;+3`+A?hXr6p!Bap-&|G9yZITM7Mw83!6E@dVBx;uoJ$3}8)J>0yLo#Uz9++4>i zM?OR8e}7!PjVn-l?9DZ`6w(;7XWpD(j z{DmA7()I5Jq#E#%!y$ufePj}TOZig`qLZ7c_-FR2G;dSvrIoFVvi=@zALHtw`)ol1 zgWD9QOjwomZA1UHRe2%={WTsHAjIu(&iHb7Ojcfg+8h`|DPe0{{=Ag709eQ!Hy`_a z6A^;}g`iaib%w9`zP{5D0%$LodD7f^*jl%fTRQC_+&1C`MR&M8lVM(B#o;IC+;lY# z4Gv2xej>iOz>IqHU&CXT;nH&G)?+ZpMEw@MSqW}CX~nu(^Wns$5i1`lQpvV&ANJlZ zC@_7w3aEBFQndAi*_ib+d#0EfXq2lZlarC1}JdQJ;GEDWy06-BigUn zw%%%oU4?5OJ>F`ubsihAb$~>E#!$wxpFV|`-x6*S&Dl)EONm^s>0*0d8R zzw1|C4(d&^-6Hzen(Abl6d#jR!){hRXaF83QQ|L;1a%f;-x3oE>|1t-DMh^rIXF1_ zSt}F_Wr&@>@Vsui#JKi{z5T}NfY%j6$HK-Ub@koPTY48QxGnD#q+)VIav7hQWZ_%v z7QX0=5nv>aCd@o8vArZJyFm4Qkgu)AW0>aG%z-f@6}Et(m0xG7$7`*%7lEQN(ZGh~ z{2DhS%4b8W7=f;Z??2}!`c6k;$f_9swWf=XIRZBa2kuOflH|+t(|He`cn*9V_vb1o z`lHB#CnrC9dV1z4rStcf1$B3SVto6Sfsc;}6?Kl+oX^;SGyykTDhy;l*MjGgFyrLd zZ}Nd`4qb0x{FAd~$hrI>Ed#bd=QR!w{g&JBx(|0z=BmG#JUSfQ81S)XJK5JgF$p@? zqi+jr8>;#V(7eR>xv|!t{V`rq{`l9K)Zg)kz9FmS!6M=4wW;d(9xHZ_fsBs(K|b<> z-4Y=#F0OW`uMl*uBJ%3WmCdl7ltREhBsvR<-Fv2iaZ+QPzu+(_eScG^z+ z=E`gvv`5Yax;&l5W(VT-R!#%}p*1Y|geA*W$Z4x{G;LxJICAJJ(ApsJ=s(~Au_?8z zG1UNBfvb#L!J`bSs06I7?XL8i>mL(Q6&LXEl6S1uGj*Lx5&dQ)(KqZgpaVU7e91%e zth(MCvGUf})dTxLZJveh-=IOw<1&}wscvWHhA2fQA!t5KIGQC&;j%X_{q<|kIrdfe zJ09{H^O2vor(G{sG}4A`CViMIP6JflPDHO5mD4`Ff?feieOY#)`4J5?=pT2Pf2@IA<4m^{gtcIxWtB=$D)EsyXq37wsY z{`)6jhw}p^s`-=6PNwf@^^%@>qDbr+vq#eSf87~;OIXGGZ^B%^}N5gqjnv-cUR z_YskBwllf#KVftb&|ou<%L^Kp8i=8aPKb5pjjj#XLh3H+hcc!_h z0Irh~l4MRSE!al>cjhaOJvf77V~{_RczAeE0G+RWQ&adp*GE&!Z(ysPe!^)24wX%% z&SrGKlsVTTa3^8{6CI{N`lEAysFfUAkVMxyXvRSzARIH-&Fy*b%}sm|9?{P}HEPl| zqC=mY;m3&@yl&|ZJR1o3hX8Ze z9L0LqIv$lCvETR&jzdi0OywU?zE7@1TsjBCzcKz&#}46KvG)CCDx#F0o?bg_POrMD z3E1WTbk+U7R=$oc(;#t4%$Z6b$#?QDS$OiO@!9-aIFEDHbKp2B*OrE-Kvmdp>WYp1 z1F+Gu&0`P7{v2k9n6J8D7fi9Ov7t%wY=`RgLS1w(-sVgZJ~=iN4INJlzFI02yZzbiV$W1c(F za$Pj@Xa(?M8fXQ9|1QWWS-J!t+t2$c&SCRL`KtLcGIFmdC@84DVq;)TMuN4!<);Wk z4IpHt#;Po%oLuseGPFh1k>B(>02t62YW7pI0^miaekU>=!+q|=Ky1&SRcUmhfB!~! zInJJ&Cc%rc(&qk7glT}oM`H;&1XZ}R{hb_T68vEE1DCiJatZ8U1$?~}7XR8)wodz& zj{rA|@_*#xTo_yxPC`5B_RmI@7M|{Wx5*h^b?D88`S=AC0DBKY)$|`b;O0m30Rgu` z7Cn3mc#E$}WkvCE2#LGrVgfM#9qC%JC|!-|~PdKb>z`-t^*xulo^_P5oH78`AGsy{<7HoEVpOH%U96`B&M6m!rdV;n#!J zt!mS5N?VE-g2r}XWK^#^*#&|k5?OqFR*$cDPc&bjM%0{c_jU#+h9%(2Mf>3~W#M55 z$=3Ht&#a&MVE(@nREGfVHD_FVlr7=*HksZe19shCwWtdE+IwdU{R0X$q4ktTm=8urdj`AE)*4 z^veO9T?i`Cdac{MQ~&P~-VC`ZPo+E#1ae zJ3J)?tic*k-Up&E(hfhWsZyJoCwli;E7H}?cbkwDRlPzVQgdpuTa%p=L#ANZZZ2*f zz^ar+IW*M&JycK-!QQ_A`<=DR(=RYsMj^ZD%YeSTmPsimLD}3Rm|q!uuv3Y9Gd%od zpmi4Zb36BXx#qpn03|FJWCrGB)0Xu1p)gX9IjWgG{z<=A980!m)w!fvs|F;`2H7M zM&vs6C(F`_j#7Y1p?~@CUgvwvUjZx5RAKhd*6Zou=Ov~Or_xB{m$RTw{w0Eb=lVs|DDH3JqvDv}%4|Sw zX{#=yNqkW_M(sVzQli5@4rb>%(p{*xvrGDQ>X~MZRkA8({-<+V)=kuI-=0vtyOYsv zl(Jg?tSf$Lk7T)QVtt`=fh$n9IFxfKDmhkpmI0qVcWN?gU%*Q}87X|Z|0P7!=qczM z<;aJE)=us>cGT3v2qx@wnV~oC2tE+h{x`ZMxV0$Ex>}pNew!zLgA@ao0MkZWO+sqnc#MMItqiY`i_q2$;2Vp^0;6L&Z1sQUY`Nk4%`xs*d^(_cb zSnKutN7|D2h`pn1+oIy+q4@DK5;!g%!B4=`o+87Y{P)gT@=v7k#)Pxg)KC$>4u;Q7 z7s$-6pn&eIyqGSgl?4n>IX80fhrIHi2@~EC&=R@H#W!Y2XNh13-?mgYd8;=ceQhYJ z>E__$^gIsLKh!7mtYmvdyDNGo7-yQw-xghregslP26J7?$iNI>DpRsj3UO0mk?5s2 zUu6)SF2ugN|5E)30UPCj4>j}_GU9cs>@))EFid-p`rQ!GAiVtV8AOr25<5R`_Orw9 z{n9b)iC5)!QJXh%va2>Mc}>GE=!qE0IuxBO06AApreG6(6F8s|(DOxrK==+UCY7C+ zzDts?z!d2Dif`w?YfMQk>Bs-3qx6ZSAIq7?{j)GS+j|be9NL({<(Q_C?7!QjpJpDY zX4^8?Jbbi3TRPxZo2m!ex9f7Fw_99dkM<;MPu9YnkLKdL9ItwIJDdgwYaJU6>FM)y zX@%I)4?X%f+U~-*ocgKT#qH3=G+&foo?g${#>#vFhidV|)3ZFR_q@V*%Xqz81LBhB z2csRH4p8^if#>_CVC}|D!oP3oqO`u4a|dcG`7ZOzWXIA7KQ;dy0ZknShi%S)bI&mk ziB_6Ky<>c;E!V}pke)hy(L@KtQRcsjZxOlXQVJ)70fKE#BUmG63qCeyk0DB)ha+~L zDsG;Jne}8Uu|~1+Rh7M$G9+2OIX;+?tpw0R#UYf`IE-@&~CHFtpD_p2UaeVyPE;^7HJiN}jm zm2BYKt^hJ8g<^)c*CFSa^gKXieL?yFubZnDSLj|-T=TUS;jYf!m>`+!b;8a?=w75&~A z)2x>w(@U9Uealentx~r`+)7Jo_U7*vYoRbsJmE7m7Txv^*kfgNT2^2^8yF^72>9^I z3GBcwfW0GhU^>DUVp=?X6@}8$vT)MB&gF2xz4bOu2<}NTwK;AQ_LYVeLe@`)j8uSE zO|8%W$R|VN4ooaem_O)k;bw2%*gth7KnkBgRw0y;C?zVq`Jkl`Ao$CnU-uprddfhw zJ|KS74^v_9&)pij_pEdGDt(2$G+X}-NfcA%q|>Msb8}|T;zPiLQT?+SE4e7F0xDZB z)sK%=aShtp=5SUXbux{#mbZVDBQz@{)6)c3Bm8OV`tfs1D}St5ctd=jPHNnX#_OF^ zKNgz;0NI5&G$M~FsUT)Mh&RWa%!*E-xW86Byh?KBH7EBayzeio9dUJZDq*1A1*!}GOwM% zoO$FGWTkKBp^l=D03MDRmIgyP=-)SOmf#v`zFgY3$mgv7QuohpGDC%9{o~Z*Fum@z z9u@TZ$Zm9XUF8)ysmI$i_$Qg5O?cLjS#@Cn2SEW#WC|bPHuC^!;m^cGy}_s2-P6 zySRCMX_S3o1^@hle;;YE^PzAivMKkp;4M7T0yiM#Vlm@ScrB%5&_nMtOGg0Fsz=$ECuDm z4z9(@-zvA)tcTl(y^nYAcw&!vvI@Zo6MS~-0kTVv#m`6PV7&w3J{^2?{HFoNryJR| zizeL9`cShE7WcVIENp}GR8Ej+7Vp1r;=N4pzPPhZ4Jh3I!2z3oZmc1>oZkz7@OWRV zj&2l_veGNNMFs{xMiH7(E^4Za+dl#Q8XsVUIVR3o!=Ow8l3XK#GO+*~8b8`SmFvP~cgd+rG=|QjHew{Tb zmEYT1PeA#S_|TunL}XS(Cuy*(*2pnC;Jg&%W-imd17c)2?=reVzVo_o zR#~oF^85*wpT?5)xx|lord5%3p>ZVf(O_bXn^v zk8&5B=vKy(+-WT(7D`XNke(+n@ZA4uW%dib`dp+4Fq-BZ7HQOLKqiKECe&jU_Jhre||mIQAcppmy!5cMjFNSQqW%NbVY@DQRgB$UbLlE zQic+-M!agcf`Ak$lUW1=7?6;dSmSwa!lqq~z|Ae~(Jo-O6kahilV_RGNel>8pI*W9iY|=^^ZF-;qe4+~Y%5 z$E{pUF~dunTy{E7E0^=QkKp~3ouJT@^cInH1`)A-l?Qkbm zzb3vAXlKRG>J*nzcdDek{>jGi_V^F9jwYyCddBghjRbQ28WPW0N@JI~dIhpO+{eC| z^V`@U2uEU77IHkQd#FAwZ4|uP{a9dc6cR|0HP7J9E>}c3G8|FcZ6Yl&ZN}K8uhOv+ zd7++8@0DPN_|uk^EcBO~31>`H8@^ArZAE31$NoWA=hMk#esQ_9vLY#bN&U3f7j=8U zo@pk2l)oHby-TuMLpUAO=;joxH$n|I_?jQ9 z(puhEZwhq0+->OB{L%2r$@A+2bH*Usi$wyH?B}z=1!FLdJ9}Qh!)yGy{(XL(?f~)Z zN*ZIEvZ|LDL}@=J;LAPuL7hi?V5#@<%DW*OSMb5miDYHj&|bub%y}%U>rwF8 zz~@U9&DV(RCIWAF?2nFAGr=w)yHT?~IWj+0)li*P##q&EaQ0Q#SpOqjF=*yO zfD}_3n<}urs$U(l@4aqR-3S2H&y#{t@NMm`va+n3nZDob51` z-Y_n+QcEoH_t&zQ3h6Su`FvO}dx^_20dy$gz9(Nv+|!L3Ne|@F%y)>Hy(U00q30RIxmpEWU4USMOziMtiqRe0W(88%T$kVtq19ErZ%~!rh}?9XMQf z$p_wC`b@)leInM+J105bH&|ZhP(Re-BQKf)Vw%rwua|<9WR(QpI>+$)Tsk~03V7}( z^1$-*p}(OMx^5>-wA-tu&48u~fxYUN9N>n)nFPxEHCkH7xxhDjPeb%zws-&Z$T$UU zHF1qy2KjV}S<5U@B$b@)7l@yOX}+%qK3tv8Ts7R?r&;r5D!8r6EjCbEq0i-?mz-WX zaSZrwfdVGo@Q7dc3mRjzwz@`e`&opNC1e#K&vIlE4tV11U#%(df$LPoq-UK35w0qB_(Nr#{2HN9)vBj zL;UQ-U{mm_e~~NXMJzrwMjukygvK+>XS@>&_`Gmb5in)4B43|XEjOQBcnGw@8iW~H z3=Asi-%-eR>e*<3_7m^Z2t8*MFvytMNW}C$UG5bl(5c9=;wO<`2 zyXgC~%rIllYfHnAW$Fk?ak&5N*-LyrZEQW-zOa*Kz@wq~ z9$3ll|cyGSPhSIma4Oyc>;NU+wWOhB8hOkl#`i%Y(fxkg+2wx!>I9AM}ZQpj3| z{g=#dd8VOYBlj!r?cU75^<=~fE?Es89rUCDvo*j{UWW6nH&Dhwy`wA?VV4=hR!xqR2+1fuBqGo zSC;EW$2WX{8#V({o?#s%QCxpm)SKU@5p5f*#{kpFaYDx@UX1olFHg5lnTE`A8{Ri>vLH`8~b8^ZXvJ z;l1gM49X0Eo4kt6_-K7rj^^KI0$DNgAMkDuxQU76@1InK*OL`QjWOw=Net$fD%yzz zFSehcKP>B89m1iW!u!AX#^t(l#~9}6d=E4^s=vtb=sF&DV%1si%*r5=YzYHrOr()cMwo=_!nTKx5{Z`CR? ze;0~x7@Su1;V_2z9jr@BMIs{gg*ztT+)?$phsOFeJQ(t-29#Ose4j9(hAQd@byPCle=JrSeTQ=viA%YKhJ zARh3!0rlk5Hs>j1>Eqw-UxRhfUpPPJn#k=E_drm}fntk}plZ1r@Pq+`TcJ3gHf(@B zbF6NL7RB%d+l0jb$62WggJJ_}cd?iTEAb&qtfGe4rO1;}3GAvgRPhjY!uP58T|DJV z0#Ms|QD)rhC9iqPM9G~}k*gDII6c1L(+eQctV81ug(SySq!AJlZq!YP^{lkGa67Dt zpr9m`ClQg5gvmsc=X#v3Y1f+l;7AwqYo*R?_Puldhd&{Bs~l2Q<<&D||D5M@Mws?%Z#lWziMv@aDI;lwGSqi8!D#N&>EGvL=!_ZAH2Wk z3Y!w!c^COWwB-*n;qcTM6L`ETxwtLGO$DWOe46N9mv z3kBZ@5utT#gJW|uuxUJpPb+^N;%i;Fk-m$C=A;{G>`4r%t6I$to8Y=R1dOnhYTMr$ zGCtpmIL91+kRP2NnW30TZwhY9^b*RuE-u=r$xP>FYo^xqNqQ0%X*I?2zQ5g^xA%)m zaM8<72zkIgm5}k@IXwb297O^+GlWT5T3%m%A-Ecj8Lm>_vj@d?ExXHv!&6=t`^9!*uTWIaW~aqagl)>TpGo0z z$HMtB`Cb8g+wCGN)d9jW>U4{(YGs{gEug&n6@?43Ea_vAL=2eb(j~suk2_)Rr3eT@ zUA-WOV*A&RCS@=5866%d@l*^^I%hFI-_l?FRVHQHbvg7QX?F;q;ZGjaN+R+iT`c}& ze7KDi>#jv!sFC=*uE;p%Z$Oo}Cw|;KxrW8v$w{Fn-RapOAfvy!u<(8pYKw;_fL>s} zO(%MJq`I7NxL-L{NQ|KNNYE8xaB^4G4bM2|aq>6C&Q$YzMM~RJ%4}?L^(j08gB=X= z>n||tc;iF@M5cfG!8->Ny`1d~MZDEK;O<<uJ_Q zX*A{^YyFar!Bo}s9B697?viQ(9{Keqa$xo|-vvar(rzWBuzR~rms2T0e(+agF)J)t zBe{lS9(AL4#$%KPwt6TpWvBDUh*l~ji5gW*PjYAMRTNA_BRK29y);>p7~cT;gd1<8 zyrA&nLEmg`?PYw1yZgz5S`FF0@1d`0S-1!E)Nz;%EIG<#+)z-!SZ_6h#%nRk!fSeM zV&cZ|x~{hNH5u6}I3==>iI1V(U`^!g;xbibB%Y7rxeaXPGm8`_~#FAaM&lL zurG$*@hMl~!y5IdP|$X1zq;3hdoHze)HVf?TBr9*t-;!%^+mki=WFesTSMb>XxG<` z=5RnJH-gWnt#*P))Bzb?!!WI0)#Vavd$8_@vrV@pJn^>*2GdD1ot{qdZZz|^C+`@4TaQ|7HD(|te+nYA*Sp` zd|ab&*DE6T!Ert5**)ce$jzvEaPVcZ=K&=QoKhD5NYXtRuK8!)4Qg~%-LBMXPU~E> z+g6M5+bErVj%UzHuCPysi5qndrJF`m})t34faRl*ae*SeHk| zllFp}MshqJywY@4?ZM&_Gc3fqXKyY?rMl*ydO4_tXRxW+D+Ae7=4kc5I&k5I%hnbE zF?vbNV*q%@h~H8NG})7E9X0ZaMx!HZSIc-f&Bf6rv+BSXZen{}t@#E)ftRDMwtPvi zc?CU43|ni?u(?{}gm3gJ*}Pi3)>pNY(~7Hnb-e-}#s#`a<4l#aYHf395)WPrng6&u zIJ(lbFviJdjS7b*``d5h38-FL-xRI~k1@&IXB7 z9v3BcLVE?30!`~$mi^d_uZV}d-p^PEL%c{YE;#SeT&KT#^|MCEPJUiW*+s*X?mXE` z?s6a!b%r=;CYugkMl}YCv}({}=zN0y0z+agnowuG-eBM-FF8|22T=~EPvX=6J6iPjXR8h-_Ux~usEijJW@?wdt+ed97U!LS&7=(WuM>a z^aZBf$W!K?H{pw4c}I*0jivw+HyrOY?T?zu$4lWbi1^7KsmYM=Zj8soaXdpvyZS3) zWm_eqPW5BF+4g3q-@|)8r1PeA|C#7Am!Wm4prccP5+n7y#7Yr+w#4@A?y3!K^_+(@2Sx^-#V_g6 zh0D&|P#Msb{gz{8dJD-)jpateffdw~6|h>M#`_mqmzXzy?$qDIpqpo^VATG>i9lH@ zOH>|a<_efQ{wzK@SsR4BMtOkbvwSI@Y--njRwXGQwe&LpcgSEgV}Zb1dg^bRmh)SY z>#7MDOM3sr*kp7g7?VY|J8oqR<9+#KwbRSK_LXi6^|b~6??@o+nr0UrwZlsLsM5Ee zBhNDEDyQ<%AEU6!gWaBd7}h&4a3BPYh`)|4TN61vmqyNXKu;mPX^Q?66tDU^#{itQ+^~X55$Tk!EPn0qHahQ z3H=mdHJtrtwKa2$-*pak5DTkIR_s9S^S8I}#UmyR`6wS=>ab7V?d}~X;D^6q%b030 z%Pwq8cRu2p>mSgtMlq?(XVAoLd1IAD4TnBr$}ZKRK(*{Plq;9Syv=>Bo2xy;xa1f$ z@s3ih%Bp}Dlm$Tgb2=OtDgGkvO{DqkvTikxGC~Ppz)N-js)xng0l8^CD2~dE`9CRV z;ha3tYOLR~xQ}cwzZvIgj2LvgP7{N1U))>#suRTS;uJ0-zv@r?4o~DC{B#xxIgDa1 zLbCVnj8t48pr>p)vjm z@KE2I=k(|jqk#iR5L39JhJC0`GlxeoV3#$UypNleLel>Q-QA-8RQepF*L$4f*Gg`r zs;(3?%ix_{GI`Lit?lqo0i$9-W3q#%MQPU(Xk36?Z)YSrmZdH*Lhx#ic0mY`e_qFX zrBn}gW*_ZOTns4TE&aP?6mtx@rmBXld27X1jiv2mcW=C?xeu&-NUGyA6&x0#`W3CIRaTcj<=BmjvMA3Pdje@7Ny&N`t<1=wO=!w zP(E7gpg_l?mb%*Cs}f=O{;K!?=2xU5f$Eu78@%Bsu58_;T>TJ!5?t7uNYKf1x;>#I@(m{`pr*Y?P_+)s>@8%j8XjFkQ6dkQ@+TIa$!Gk%jw)LlL!_%x!!jepb3p&n!d)r6tc^PR(dIQ7t3$CGG zqmBvJ_b<*maqZl$%W_8eWuB{^$pK{-StM^>9fdpXt?fpI-ETAkUKS>e?*%MFVs04Y zILkeM1W0w>;?a6-A;GUQRdPCB#=cS23F{dD*p%R7VZjPVh1QT`kqa%J)eBmY!}+tQ ztFyV4zPG~j1qF>ZUx>IgEd5>XsX;LiN$3^@3=q>(VNXh8PWU9F5-k!7=m%=#|3j`g z#xU1WE+^g~*7Zaofi<6yGz_Yiy8SKm=M0y@&lW^x`f-8&n(8IgOl5c?wV@d84+U3o@MM| zQLNy4YKD0YRu*213S+H$5I>JiF1-Qg#fHHoDpGvVpcqN!4-wAv&S%O96x^1B+O zy0`Rpcv}RF18r-DX4rzPPrZzvH8plfCrJ$rs-*2dF(wE+6GHu+{LBfd`G6Cjvl&vfzL$kM&iu$BGm)_%yWXjxpdMI%6E3nl~= z-`~8%r2e9#1rvNxr`fUkGJ$NDZkX|>3;GqlO9P*hvYh10BD`As{QTfxyI6~=W#q>< zJv}{{55!y0GLF~?H8ZtQ`yf4^p=y6YzU6k|H>Z4>4?8V_T%J32!p5R)JW#X;nr$ZO7m83~yi2aZXH8p=FCT?Pr7$YiQ>@bM~aYC*@VuE-CIBv59PqK7GfB zVA!Z2E?+YLOZJ9#Mrt-Pl0PcDw5#drxA)!s=xNH6(52g_m-6X#pKE{O00&jC#q6>X zWwmv+$0txiHeL1r>S!#z*WovNs$dxv|L8caUGR9fD++EvuI>dG@}72o zV;P8~6i7gyYLG+43e+yu(yJFMW2ZHnl6)uNbG3=eoL?o%Nm1bPTYwrymDYJLOfGg# z1l7OvJhllgHJ#sXF-1j#Ribmo4o^&qkihd{G3oc&8UZ{!OVysRG|4brIx#V7D&e0M zXN&@Qigseo+ZcIyd1vbZF9%gNU!Ka^a{5-a@~8M#H{WQVqpozBs=?8F^!3K*DKk$a zlp8xdU=?^zs`c|x2IcF?4kB{H8RVc85rctx7>=}glsgs7r2v;IJ(m;DY+F8yVeLEF4nb2z3? zR-1e4N>cU&NH#=N+^BX_&W71aX4bm$yazZ82#xw4{p5l9H${1#)gSY25q?pL$6>O; z2*DBx3HVlm$4V*Kea3C#z1ziuxxD9NM5^ps?dL9;HHG2vLO9g`UQ-zYF~AF3ACI~@ zBd-HYr-p;Q8H_QhFjTb5v{z=c-!kChBG&1$dWB-({mftzc zEaZ4{FCl}Kr*?Gd>gaXOC52{jXC^ZDRYZgqf7QF%?#fv&IST)#;fd^$`fn?21xLEy zdmCKhT78(D6Z4`#@@AB4QN1{qv#@|5YCavsPOdv{y_E{9hO8E9Ly=NKsZDWJ%p?zT;KS8et`VN!k?XqMF z&wG!jo5JEJL&Y0GbycW6CzxH~%Uk=_W4mUH10q>2us>Ryj9e zC9+yyA&FhluOECJFD?6#Ly7OZon8Fx`ULp$tn6IsmDNXuIBszU2+KRn<{`qEB)gY= znU1*LGcuq@iHvKfKgL0L?-Q@IKr_=oq9Q7Og3ZZoO6<>6e};*@;^KWY-}B7r1?idD z3GGT@LZ`?s8AB7si|IGJh+>r_C zY>IfkX$EUd*oX3?eXbCtR$%twMFUDlB+WsXz#(l1lV>wvV~rw>p;@_a=6t7O5O$@1 z(21=6cDqJTS7+eLTq9sezF+Pz0O)U#HV%6K2b11LBPV8Nw3@2A!DDuQWiWf4JL{d( zVY_e9fIST#*MAJyL)uH z28W4FFJ)au85z$aN9KRHB;j7=dLN!q!bOFVgu2K0@omebIl0wi?WvoN`;k+|^IdjOL1FyO`vVzUa2#*q{x`L~ z=uy{Ut-Y-ur7F?_`R+H!AGqL8ubfInS%=6QO>2!gdIdy_$4KvjXJbc6e8ARzd-3%|UX2IX* zU4iLgRWl6O!m*vm5*MsRao9R&rhb5JX zLCgLAG`$eF-~9^qd{HJ09LIBiqUby?#_F4$C8MTD>=%FPgl+llF)HC>8VZA1A0YK! zbu?F5GE;mUPU!KSM1CWh{_Wu~wN(ybKGt8^EV=G^S8Yk2x5AhFj^P>kWS$Do>UPk@ z4NV*jpbWa_>$5fJ*j(%EGDP?Y;7G7t$$v_Aw1Hq<8zQ#mt0@+Nhpo5ll_J;FlxJ08 zKGc$#HrcZ?H)iSu3R}2mN3IR`O$_?vjqFg$ckt*wU3NAEU6h)W{kE$tp|nX#2rn(r zE|gyC+oKfFtOO<*jJP?ndOes>ak1d$&3_=X<7)Qs6XD5Y5?L9Zc*_*jgUT9nczBQ@ zZEUV-$1%3rM~zpO&3hH`y}It(ERQpR6jbr1G3Aix3l%a&HZ@GjEPC6UWnTQ$P~c$2 z;Q%;pkM$A4dSdr*V3Uu6B0X0s*=p#7YhU@EdO5H39J+J@XFvr7tc#a0a5krND*Qc5 z4olOmfz1v3-$mTmN#MxitN=zPX6>^rziBcP`~&bQ~OUz_g=BTZ{R)X#m)Dt z>j{elp)ERqlzLFH#Qk>*RfMY7{J6@F4jzTA_D!s5u$=2MuD1jnu;t&9egQ#>O`3QU zmGj`sOR-t9`=riI7DPfXPIy;lqj*Ws&>##Nm{)M~s{LI0_Nr5-iOl)0O73Ly(7Sx< zLMkR$#UnMn4Z}c{P2z~_vhKvN*1Rv76DzOnwna-ly6c%}omt#RrNikZ8kN;GaC}vz5~` z;7$0>G77&1)(70nxcZ(DyBQD7d$g)>EJlR*4LI%>n-7i*_dPq1bmu$0&hQn9tKMUQ z8ZP2@hk8P;bD)y&;dYN$2chW>3h4+;3ZsX_Ihog`v z``_f*e_aM7l@Gp~NvH1&Kz+AN(o?tf(O{Q!0Yxljy-0W%U%azuBtv~br%05_vnGss zm4y|v_{1=X4JM5Iy(`B^jqR)`WkbEGh5CS`%jCQLuMv!o#evL#Nfs&sQ9uo4!rA)x z7#47irl?rl0OOUV4GAR^=N)6%@Z>8yt zS%2*O zOmo)%rl`L(zP&`pr}}iGeEHdJc;p@*xIFKcAj^rVQLEz_qC0%k?N#=YfHZWcUg3(- zy{*Sxks^^M?IHrVE}5ZC7@?(p&!xaobD2MGG|Jw6Bf+ZIq+Wm$>H>(1LZ2VA#*6Hb zI5Z0@y$bEWm{R7S>i|~gs=g%-VOAun*KT$6fW&an6+Gk!F6+szsZ^S_A0LmD?=oJo z1y;`0E!18j7Gps>lN7JA$qquuBL(^M09R&ZMMXe%cJ>{tw!Rb(H#3%uWMofFLw9?V z_vi((*T81fe>1QEjV zbQ1U-zAF^6M;KrVunQE&#ibWmPTV+}%~(jDP(uo(q-}qRng*&DbLj79qToP0t9d zcWDYcfo6=Fl-v0N`Zk5@NS6yi>0tVugz1$PeY750p|>Lg@Oxj44L*@BXkUJ+sKMPU z->`lr_naF)Ib!?bL&|PRsS6GYL$w?9~(O{s&;Ed5fjWb(B9KDKA>;fBnZ#R9llPJo`VYX824R5-ZSu~Yk9|sCa{jz z{Ct+B62Ae4%|~{M1J8KR@!SP>pG!o~l9*loXj({U3p#?)a)8hz99n4vNY_;xgdG_1 zDD`#MH=FibEv1PKRT|psysZQ(K25YdQwcDz-BeFcHfK!S%NeUq@G@9Cx4gd2eymw7 zb#$1_M#(|3I^HT6$sRP~ySyxLO^C?h0nMx~(()PovP64x1L|m7dO%Oivy_x-alev$ z9Br!jZhvI^`*LiHKQieeY1@*Vbl+6hMF`v2mB=Lt zpGis>>KQZQa~ zfeb74W=@aCqgP0e6(*H`JX^xm;`plBy#}f*)SG<95TlnFN#0RfQEr!}Qi0GiK(xkA zrIqLtf`en+J=?jvPZj=y*J-Ko_rvXs;sFHk98-lb^D6-#pl|= z^G3(TOQ4#DJx~c`jQMBMZCZt7XQ@2+lqvdhH2csjV)XXa<{Tq9xR<|7vIgZ($xn-6 zcF2dv6$$WT*tDO(XIjea3u9?0@iF_R#vh1PwR(*~o~=SJSgRzbV2?uCcau0;h1LN} z)IYXdD)|laVXA;igVC$3E&0D~B1DpS;E1bfZieh_ul#1SQdDoLVTs#Eb|rrPCt7^`(;-aCNxHwBCXUtT zsLn`rL_k!M@fkOJpPQlp*`8|3mT&#R_U?$(+}rXH8O4*)^4IuT9J^N!t3!7@vVd1X zQ2uby>*AKBr~J#~2!AsImqT`|bni;)GL2rueK7a5MRTfb5g&Pg!ya6%fpAoP(uD)s zAijrq6|0jwo6)N>Lf4vazP>EXKNFK9{_-+{e={3S%26K)`PHUL{&c3qWdSz=t~rV^ z`7SDlMZGljzZDh&mpUIQ)sBFN`9i_7GnMK2YgaB*k%yz~kY(_MYY-%i+S+IH3H9bG zZGg?>i>>F4rwhM>Bjd-n43O480q5P>iL2x4?yD&^_iN|s9$DJ+ztYm>RWRxbGcf9J zFCaZ_HIa%a)&z*?C3qOo55ljfqx=DV?|ygl7larIhwf2pDWS^Gob4PK!LB? zG6$qPRcSsrP=&P6_erB@42Vt3f%PDp?v>YGR6)I3pM8ghJLKj2;*((=BJeQjCIH%ozE^;(P4{MA*M2e_CNWcUf((lZ zK{74(qj6=$LT9XJVApH0x}X8e!Q>v7wl+TWW-r?SK#Q8!vaDN$!w=FahVFw)yoend zL`^As&7~xl-Fsz26t+jbdS&E=>+4JKHjHRW@}U)fyI{p#p9A3}>lErsy5g%Ylc|FA|E^rxr6L$2I}2>Q{M z8ILA7yo&1+%kpDH}kmf|Xw*zG@2kF62RCs*rfr;|iYr;qoKcFQP3 zt2?bfHB4r()2%E(W8>lKf*_3B+0E@g6)yJv#Q|x0WA}@WjlnaNqG$7 zM4N>zg>_un=cU44M=__u$WV6?Q^ou1ljzCBZb+y8G9>WK-fQ8tVlgfPh)KS?b$ zQbt$stm20R&Kz&ue)sn;I4r$GVSP)460~y5EC?BN0Qy4Ea?p|ILkp2&q8yjoFi61rc`lh z0C>3_tKZWW4)?XNLq4@|Usiq0r4Fr63o}c;rbV1JD7@*4(oiHb79pK$Bn{#w0+ z-|Yr}{2d!*2VkWZm~gvum;7ymV>o;s1&ej{O4D?)kZFSI8}-+c5zU4QzUndF8hbk? z5OmPah-xM0%GU^`YIM{6S5j&Oz2nvT5Nq{nJOXGX=N{BL(D5lsqzLg$Q=a$LAjl9~ zC8k7OMOS$;$0pN(p*nO0KFk46Mi1eN(o z%y0YxUxkdcMme)%lqOm9FQZcZ5>~TWn!*s$npJ*L_grmwwH|!P{(a-F`9nv26GS(y zR#(#B5CamIc*3zx{ArbgDzbM>Kd*;==MM31o)9nJ=}rFOAGya%HC>*{?T|J(zc;jV z^{GH!b&lZuAx@P%goW`*SEOVlXa0l8o*04Od$8WAV1o1AwG1Cc-X9cdA(^Y3%C*3P zjqM%hzXWX^-hPl0b!!75j$g6=&nEILqQ9KO9VAyH{I64vOz_M&dkiMk-PNn$uC()^ z6JyA($|PiGwkC&CuSnG&BXl?#E*)5Q&lO4LP3E@Xc_RbsrVCygYon4)&F~GIeHOe) z4Lt9nT3S%2bw`EK7NQ$Nqge}CwPzo;^m+DF?7PhTg6%wcamKNg*{OUD?>?0ndxscbYu=LwwU@1Yt$nQ5>( zJ)Vo5d7PIupKde_797CdlE1=zv_eE#^xK|S^Fnfb+9;qKEFXkaSIZK%9Zljv_ycb* zi(h~lmmhtQ&POEul2ubwQx75*1g9t=0@HTs~^~yE-cTgSgE2wk+9rl*z z=h&axw-W-BZ4yw}u@K zWwbY{>ZUMl20CxE1>O!o6>H5h6cs9*v{#-Q3i$&y=U^lUOgjqL#?;*vy^d7V+L<0v zEJn0Nu%fb_BxL0bZ~<@i>XEwo+Lm9$={Ums!Upvk851N90I>5@HP+-4wv7GN`2=#+ zjEcdY>{y$fakqv|j@Y$?-;0AbM!qZ;08N4|>V!3Z?X7F)E~3y*u11H2nW>sOQRn?W z>HM5F-c3nN@^!r2Egpmt$_x1v^8)=C{FMm5U)MXirV_O2(5idzN739yLC#+j4!6_ z*&FXR0}`IplSdn|E))EbxML|-B#8+9D1+>T7oLFe_6E_&za-db`j`DuXQMt}AIiN@ zJ&E}fzQz4ATQAXgM^uHaKe!ZC^bH>4UnmtrJFpK>^6ahq#%dfd0$`5#8kbO7RrU#( zRo!9i?88*KB>)`I@Ox8)EhdoVe}S`#Zur7~v~o%nB+$FR?k&Jd4fJwK50qC`wRv$@ zw)XFe+Pfu^t18L8Q4E#u@7~C`&KOSo7k?>cRUcS-<@t#S8JDT`Xt5zW zHa6g;oeToax#H+bD~&szEKQK`cry$EQt|8nX8r}@ueR#mC#5r6O=UL+c}+9{(VXK({yJRUZf-^&yalre089S41D8c|3l4d zf2NZO8v-5YI7cUqj|?x$YUWann1n}3xT{ods{L`w2D-FzdKM84i8YuNUMy3#a1Y!;Sk?mFYb*p3oB*zeAFFa$5Ct2;i9*OkjFG&c7DxHrZnbUM2Oe%sN<+^ZI&z zF1g=C0qO@XG^({#@@X^-njTW*`T;Z9wCZ&yU=%aByV!L->!Updj%qE%wt4h*CxCZE zCM6{`AJ2_Am9CHTyxf0nysc*YftiUCr?5thK%0|Q8f;3fa5I;uU3Ra~zB`#|QrTJ5 z61j4EJ#ElYf{)$%U=17tgL-DYocI0xr|`RF_yZpNsJP0klmJYX1#favsCPY_{_s+8 zoYTMvi2Q{vW3=kC>Uwj?sZqy^X&e*zDr#wsTrAUWF}zddzJ%)xbPi0DZeW^ zfMV@7rGWys(>+iD5AnFk>({Sc0fgr1gtB}au-&kXpPijeeCqJzsp{JD zI^FRY5dkFn8zBDJrZi@nrZFtEDD%*0XmL9U}NHDT6Nr-x-mWGrH zoE3w`-Gf5oLtla;YO~wHlp4O!9(yflp6LBHEfp0k_ktblFD~mJQ9@7nf`Wim7Z0xx znS5(|`=!r#b3P(;x({v10#2=)qcxgJ(&?#Vsma6W_H5JLh&Bz(>v)9Y$AbYCgvQnj29^SOUtZFD<#`dT{Uvg{QsN$U0nxE?%$ z_Xix0T4rWuGqbb1+b^Jm`{Ne|mC{UchHo=*X;e_|tTml-9aG5>tmC{Fd-d z9f3AH5qa+j&Wl_yr0*{ycZS85ex?ab2x_&P`7eRK83^yJGYW-@yI$V zrNkzjEyH%w4QqtI|9x5gh9uoob237+S5;`4s-t1d8QWIj`i%X}0^_G4?-phe|1kf} zm*0buwg!EfIlRNgMq=y#hu-1YG7c%b?XJKD>h3)aK>vnK?fL>734X9tNT|u-Xt>) z_&L9B52u0f3@rffeg}Zh4F?+K>#MyUQ>x zoSq>)l zAW+TE0JiK`Gjds|CNLog3{HXFyWv?6ou6N6 zCiAjP$_nHcJ9Eb0`moEKv8p1n#U$tVbUFhywOj1n5>IhR8Kp2zgn+4d) zo+r5pFO}Qc1`z)Hgy^)CsN(xI42-mrJPw3AP_~7r{KtZAgGPT~6bzPmOMaB=HYV2u z6E+H@DG0UV2=M78X})_oOs}gTnzg^7*q!f9cT++yVHW;2rL~X-N~tPa!Gw@`-%u>M z?=wF<-5=w#8;7v)*{!^qD$zxz%_~>t+Xv9yg(da?o%4*o$oQUYx9i6v=3Mds8gk7&3PI zRE*Qn%dGi=J%0pI52$=4DA!psV5$4LuZBm|l zJu03SJtNLK?icjaZz7u(nm1&E%ZvX74`-bLG{LHb4aC&P5sWW42HaQQX;hQ8OOqWRwRzAv~K_`DaW*SpDk~^SM?mYmvrL zs0=#)0?EootLlGa9|pT#QT}^{Fp`a}9%O(Y=YKXQ-2bdWfFBarda3{S!~b4`{~ZVa zufG@mXkiF{k(Ct}5rIKMMvnMz0tO`nktjz>J+A;5^bUEU$M2dIrmN%f zLV*npd|EX&){VdZ^IQrE>5u)H8j;ss+>-zRJXz_!ccN`7{%#%~VD02SM_rpm<0fb1 zTfRZ1%&GuVE9~#D4wE>{Q1t+WfsTC_js*Qhse zKl@;Do8`Sts-SxZa3g^nh=BpdR{g^EGEqZXg3e%BVcqkYU)lp zxbpJyzm*osH+Of2K)Q*Yvvc>u?KzwMn%IKp`B2D@A0kRhn1W9?MzyuIFRK8v46mSt z1s#E`(WwMvrT^hWk9JWp58w(xt9!Nr+$28VezX2&XC<`Ke+9Q^C4mvjAlhzOegf^x zx2fNy`S{J%eha6n{*|GeT%;bI$s|P8T`aSurRDU?Xm6)ple@vmN*mzB^h3qf^Lf0) z|M2zI%k+s@$eS2QV1Sa=xvocW6E2%*#nQ;46A={#1jju4{m;qo7%Hx;L>2koN1Ks- zi%Z&yYZMbmfC;RVK*UI9WMxHT)~=qQzX3TPn8)eq0G6+$U%!5^8FhaJ)_oeab`<^r zVGQ;D{xF_5tHF15>UwVC(BVe#zS=u7L1KX0o`Xt_q-iJaAF1zo8n{#0nZ39@{^RZe1qh*YSz8HthiPk5PxQwQm$PR)0SbA*jZ;m}%&Xm}xA} z)Za`|Fj6zH+HLLW>G{tgbR1E;7+fDMUedL5FMDFKwmg)Rg6Zl|$H&H2R#txJu_e-+ z4~Es%*Awdh^YYcL2g)xW@?8WzzAdWFSg5Nab9Z@XeDX8oOL;xOSfM;vZfQwR@C2N6 zd!xbD^VMA>E(@=LY=n;T?^+}Y-$nHxZ({ThAZufK{-2vJkpaO&TgSr< zHr(xk-PMg}uYB#{x$C*w>L{QryFSarh_y*pOog=Y%ft5OW{x9azslC? zj*Sgtr^C5RC-LcAS)xjt#XF~0id(5r(rv4}hFR>avda4mgvFxp+}yMJxi{ot>Th7D1<-pL)33Fd<#3si}6)kJsyk z(B?5l?tymtm}vzylYirnc2>SZ<@_|xJHW2yVluj1x0g#d2l0A#;A$ZOso;>_IIW5c zJ2^SjUmq>9&Z!b;lv7ONiR9(wop%0yVy&cf!~SP#m5)tCw8cxE#ZbWcx|2dQ=xcu* zz4>x;lcLhggU=PHJe{_}qLI_l_0qlncdnOpt_n={%I$u9k>6q%_~(L(iE-vly?H6m z{?C@b^?&3z{kIS&M)UulZ~g<+PfQ(7O-xLTv7voLy$}`pUVq!L7E;pc&>; z^H>&!tCJ88_wOL=4%xSFD*igRYWeG%As`#3P0Olf*@-88X$K@SKfx~*=qj?vus{ioS6AQ0aUhtqOiD>)LWV_Nw3Jr zI9Rl*(1F&@8}ytQS0gLMo*v8+m9)VcP(h^p=KNysvppBm)1A7PL9$fp;$lt5RXv4o z6XcL#cXLQQ!d`}8zN@iSOoZ#CMK@t_I!u)ctkt}PVQwbz*uY7O-y{wubpYDtQ=d6s z(L$ce9C3!n+jTvnua8_`!UigB;O?)x@wK-G)YYSId;FrV@!>cJ<-piB-`?;q1B~)F zh~CW=uo_t))C6+tyt1^gy=$4zLG{>+4TK@RACN4Qf?+=t%PTG_X#(N{dq_!C`QK)j zOLedg0?>;Gp}>VDQa#@%Lnw@rNuv&Z84a%gHu(nJ!K#c!N&3>?14E%!;0^v{_e{QU z)}1-+VU zOxJf2?`>Q1mA1W;_hw`slPr>t;NhoW^(@e8)tVdpMy_ACkiwoZO^kSygB1mg)B|4g z!=o1-+5G@bxxgSW1BnaCW{S)CIf*Z$?j9BQlKYIwF>8*?7OBDBR=pr{7Bcr$-u43* z)9+Za7fnUScL0p85qSSGkrc5^`sA-t)Oqvo%`FI-ab}O((kk8Yd47SUi4>q4$!P1j z6=3iRr!jW7F|oj zkBxVUEy`{gpJn;~*a(tsJ`MtVak-DSObxeVIkwfriaNJJj&nSko>}MbDUQE(o0wQ1 zBXMxy`oFI*SzhlZyYVNC>h2vQ-`NMG@;W6rMH3w3oJ8J42g9gr@cTi+ zQQCi7lOlF4$n!q%D&iGcZo=Ko)DBlikLCp|u%7@q_s+TbGxB2T^{Lw1j4SLjrS%AP zji~S<{)LAJb|9jT3@Amlpi-680t^L*%gL~w2UfL!Pb$f3B zXStA5lb0X>?62`29z*^9eldB3v`}Q5VmasQ~EwG;|ZTI(FY-1f9;gn|K3@p9AkgS;A%06FU`sncp z#Fy|$?hS=tY~A6a9hXGM>X*auCIm4D>3gL)s`F`j-%=FJo2WeHNDBtgjEqcdD;1(m zwdWXUiw)vO9OP30MElBzL6r?N4fDE5nWTv*HCbJ5(n;?U!cK za#31FAL7m?0S+8tSt|mqWj+x5(%TAlH)D&Y3tw9Wi<*V}6hE>RN(hh6Onx^aulO^~ z;G3fCPiac$Q5Chn@KLC+D?%r)H)td%mysmpGy`UQT13vOeIl44h`fk-=;zlP(%>WO za3AKjsXiQl!RsqIKM;*kKS@``Wbu`C-cDLxK1L^4^>jGy(A8&7ZgI9$BGOM*;d+X# z^cqRb^hPhc@+wsO0R>>RaRJv$N>X<3swgDj1#ezufp>%EF6PC8c=yRnX1)O_wCYAe z+#2U{9${>NySgZ)I2*aKUKb5Y+EHZr5m1pM*4_qgg0}5dA1++z((lb-<+`RkGgKXj zmmVG*z6mMZ3jTP5+T&A!HSR6oJIJ&zKOF~z7yt&?xtXkAgPs!AIR-hK|{iB=JD*PWQ5s{NQ|fES>5(~F$z|CEg!D}MwJNmU8Y_-v6(rd9BOK) z>?vDJMsjY8Y3p-)44>Z}v23WQjpz5Hh3SMl#mET%qIWYqbp-Dd-Yds0r&PmA%I6Zk zH<_KEUFo`?TaQij$dV1IQPfHZ7Xg;)6b~mo1_JJ*ggB7rO|#s5&|n{3fq=1CEb;Ly zM({M;bo{WACG}ls$5@agFn>VgkTAv6SoVCv6wH?mukZUP9NVt7K2R_M1j? zB7Ew&jW&ZemJ2&hFBh^#!#GWzN2&R*SK)~f<=LeB&(59OIb5nH@0b3h2Pzz3YI~joW)` z6rui#K(dCyVfen6rxLL*<>@b#`emgSqr*okl#!#Qpu@gUAXJRk$Lu>EIHp)!?f@~( zW&bY`?1dT2tv}_2bHX06Ib=1?+Z78SIt#Z>9YLlw< z#JmyINda@FSD`wY|8c*9omzZ`Gtb& z9fEZTWzTY)>8fe>m11I#Ah~V*p||q|BbpZb+C;o$W`ShfKzmed1P$%DCp83198OI{ zX-jN~B>1mOFz#d&1WK*!T@ju_pY_L^KeAWTb{C^#is>qYRh3M%3XWze;=3xx>Y`E7 zY51nG$@U97=7a65{l;dz57u9~DmZr+q)xz$BqHU77CX*MZAT}xzg$IYWt?Nw*K;#x zrd?{2x9c395(ZmxI4ykKkWo{i=w1!6G%VYZ|<%`vvjoR%eOLkoGJydT76 zJ-1SjmoDP&4!XPC4+fgEGp_NQeQ)DJG>x2cR%R{G3Hd)Fdcz(~y5OG0WQD802E2>t zXZ=t+#b++>E00HzRcrx6)yd$yM_UVvTQ?1K9KUeSea%IN^dL^dfhEq@;h2YhiM+PDBD?X;ge9GH?6TuG`KVl zN4V1ed~jz&7W@P-%sx(dF_*>dUNbR=FMEC+{h=7CuElg>&-DfKkx3_ zBmMb@O|DnP0M*E+KW17z*uTH*b{5_-e&W0_?$=m1Gi$9_f3>a&?3x;|1EJ@EP}n&u zM`QJ~hdHAPX_5NF8SJcPm22Qq_iMxeXRUBYPqVMGo#V^#XJ5Hli!d3M4{WtFm3S0E zB0tNE0QSO56!yC2>85)D*Xw%4M>HeTL;<^;oDYWFr4~S$2+cB$?tA( z07|Bv**DPgdr9CKczDVIWZKaDy616jF<2YdPgTr-`MfOkX5(8^es5jwu{57BOz5^H zYOi_s@fO*X+gn!Z9LaLc+QuVpi)}7Xf1;pxBSZnCXU}sB; z0uRcHB6AgIgV%tew7mJ#&a6H8-qK~drIA2^?E&sJ_jk$rClJ?4iJ;?cgOrzOyb+-5 zQO=Y557)NQm93=t&hmvxJOgx=m%Q(-4`#|>0Z2|aBeOgRWfy_FRUeEE6D))V_~a;7 z>J`oTE$i#0^sF0yK(zOcHcQK@R8f}Y!LTC@+jihpZ)A$>{K=-rQZ%JQ>iZ%SlAd&B+!zg!U@6z=gq${{4~w*Qm>cdtgAke$)(y>ru< zj`HJfD&m6!vRR0r5MAR@Kh$ygto5ieb6#)G2L!=C=M-8>&NhOA8C5my)a$Ag*{G3e z3_c(y+4Eh;u#%QJAIEn?OLqvQhb14<%TVExEg;OL7~bj&1$#-OcDCbq0P1}-4d%M~ zF@0_`{X}PjCL&b^ptk=8l`2ng{;h|Z!HZdN zlGEWs0MOLGfn1yYuH-)`vn$afie@K9-G%w}eSpZZ=KiWl^)fnr>N5L?QQ*93ulJfw zPxam@l^|~(rkK`7{HNvo3`korEi@eeBj;lc#F*h^ulRj{AD@^n~{EN+x=LwwK`VO*;_d|xhbl5US3{+@!lz%Oo;Tj@f=m~@j}@XP1$JF#M>O4e)waoC%U56@+t5#kK-p2+YJ`6IV0h8Hx5e{(vr z_w4EDaDMqN7@3}h9+}8R_1Q4d0%*uMst(BlixkDQtH@q?S$?ZbZVxmeH$Q;i{#nq` zP3lQ2xtxh((5bGNd;S2m>-sCx4Q@xMD`Ibn)OKzZ~vvsR^VLqo%p zdT)N`ONOd#(>gZ%@DWXt=Krj0fcA5RRFhho@S%#hON@&^F`>zzh$frmQL2xdIMgwj~P1v0LCgc@F~r{4i! zi{)j1tWY|S+7^F&aFxAMMuSYOT!{8V6@<)o{L*MGXgNA@5NEV7mYQT_u=&Gy7-|Mx z3RYsj+4dIPvUd#?xCisQY$I~dWEH*5?ge|Di)BhdkI29Tt8zOk74rxvw-V3MYE*Rc zaC&DUi9Mdzu)9!72^_xBOAU%m3!~*{B?|XHa3X$w_(ZIH*s~)^IpGz6R-{WtJm!Rth5)5^wLog>V`fjZj1lfbL3}7>5o1YcQOn-3+U%=GRZ z`>I_!s_Uo8$Hv|B+N2TGaODt{j`dkAs{$pRiR)7zkeidYNmViTr{3-pEr#=Jk29|H zx&2DPkJyk!{@Hk_FW|14n^JkdSK2J9I#)1z+*+q6bED@C1Z0(gc6&zeZ&Df3@=%n= z?B)f}1K!<_D}6A2lwO!7@1&zIW1+wmh23A9&1H^=apXJNjpVgv$e1tq+l_0`oM<3< z@-_Ppf8ZYf(8Q(D*qs|lKG|u)7zEi^jQK57c93M`{yH8W&C5{j(Og->_viQG9sIgZ zx`KB^-)!t)+neU_=eMH&%m73n;R^1jj}55YIc7Kf6S5`g-)9T28;nMWV+xehZBSir zw$$t#=sa}hXJ=nzJXABwa6-?H*plrd&AZk1E?<)4k+mm>+Iqbw$L)J7z@2BgXyikE zjr&ezu^bW|!+khy+sQSrRWv+>7Yq(~}?mlXc+{c4V7u8S(q76F=)pLG+J zu8aJYg|VoXnAKvSFqNgdz(3Cuh%2(%k2@D#2Q{Q?6|9Omog=T>NWEHB$; z#K)bToPw~|5SNxNw5dTS!EF_>osz8IbAWWwG1h$vnZV^aScYu~U>F9|gTLIZMo2B) z1V1e}Vo|P)t}=XdbA~@y@CsKis1{bL)QbabkSKQ6V|{eR8ez34=6F>LGwjUsOE?Yw z@RSP;#fpYr)EZQ7JJj1nlJ|@eO8eWthv(&@!$!#qj15GT9VV7nGZN$rjEdK|8j3t2 z(9e*?^m^Okbi;Y~HC(SnR$2d1AoGc0XKFek<_GVl+1eaz?4JM=0KH8wM3&8!aW9ad zW_t?5KXG!ff896u?uL(dHGm5Ud3PMJEA2^4n}=960F_q^z2Y*}$tb0sL@0V-9R!N) zrg0hjB(_(ABei@@wlH@wX??{Zbd9Ai;1?8?U)`8IEv=3h5eV3DyU8EyRlfwY( z{BSpf2;rj$0KHE-8}LpIAO4U|Pw~2=MJ@47Bq74a+7e^Tin+^EhJCrCui#XyPJcI@ zbZoUS5Un=}uTcQ~Y|)^;H)*Ci4JTrl_F3&&&0E^7X~Jo7 z`2#l#dVE@7kBiNxpRpV;6WNvWQKapqzw47m>+%#GY%oY|ZtAQnIM6sNq=*h$Xj}-i zH)AUuG*=-lWv4DAvC+`9{i?qOnAFzdYz4>f^Y@n^XbVGMf|Y3>@mbLB`(_yQZERS) zZ&ndV!eV^ptE-l-T5n5%rna*)*VA>&^D3Zb?*MwbtH=7~tsOx4%HKSBGXAR>BX^Kv zSz{yrmsB1Mpus=>{EJBV9TJj=lT#(2WK_R4*!%trSB;vh?hcBjmXEjt7umE*2XA|x z8NG+V50{0yBx>%o=^R(tL~V;`wT}*lY1_ZDPqnmjI%l~hevTB(0byyMD8Gjdfga5V zj`LMW7@J~uq7jv$=u__9p!GT)SA?up zEM;);cSz#K2;bH2qlwyQuCDCGcykD$gL4TGRM7PY7AStHMu|DSQ$UI4#v>e2k=;AO zamTSkv{avpe|oL4Fz_&}WB=-OyQFD!KJS2%2X?wR-|3aTrp~((MImUp@hO&O>&~F> zV_hfnBd%hLm+y*p&rX-;@Vlj7GKA*kForkNBlz#*e}j<9H6m?W_`>~vsfA>dE%nx!!B@z;Urj59cUA&+q^y)C>r;FAh6coY7CkJzzX}lbU1%aD++C zXWnE~?!Uw1J0GrEd$r~|iMw;Ct<-}(Eim%YLbKr28h20BN}a&`B_&flj_bNizRz;- z%eD1?H)g%4eXbh0oZ zP%f*0JQ3+L4P3~x0Fc$-Nle0sBOI>kRSGZjlt1Q=<)EzK(30X~R9tGF89IBsx6ljl z7<2M?)Z+&qK&PA8y(2{rUn$WV0 zTn#b0jLS6&nD8wnmk-S-Ax%CV*7>@Lc&W4$Kf!hffynrY%MMbkM(e6F6b;iiDv6u! z&MND2Z2p=;_P0)1jm1A_|K6iUp9J`scGha_GUXzHaN=Rdk7wz3m(k`=Q!VZ%BC00D zi+<}FLcgCDZQ_#TOSZ>e?p+09;W**dN0b3nEg(zO*XL^vOvpawnqB-}o=Q$+w6`Ae zWD9ps)-Q@}bz?oDVMsXCg_4pgvYufd0K7d*emy zaX43X14zCvdqtv?lS2V%I3AhTMf6j^g11Ls{%?TpD=H%LGb1AkP#ib5i)$+RgI2|^ zX%)=P?l=P>iaH>AOFgA<&{s0W_;99~6U!VzcC$17DjbyRFM-zHo0428BfVX}2X&H~ z(X`b7*shNwxK+vQo*@FnGy3?MdV1gTTbe8bJjn#}Wd%pO^Ga*jBF5Pmu|V;I=f}C5 zy1N4zT^`w9$1|}`lWU6iGr!Ip^oUcHs1$wnx$R{6E#s0Bww954JR(H=ylznx5Dz~8 zhVbYo{DgmsF6(e2FY7?tP9&aVzIsIneHKg0i*LDKWalPh{gWiLSOQ>Z?@10$Li2W` zQ*wLXc7CT(UsLHRkC+@YhLks{`N1pxiSpmBBTb+3{#$+(^q3A zo+%{tY$PsoaKxrG8bNjSdFZe?h#q|#B+*R2vuvCQFpbX+(=g_qnKx>+X)>#HZ9umn5OWx4_8pkS0^Aa7K>=PX3d9OZq@21~@o~|=56o`pd zNPFF>0`_tp?a4v%K%LY(4vI}9Q?M>Yy5n_C-qvxdO~&pFDC_$>`Ws&Xn= z_h~w++AUsQ7k%;yx0917yq#fbkYE3khqs^4&YC5GAATA^xX)EQN%Y;4vaW(q>4BM* ztyzGL_5N=YEY_kq%z`}B3<8X#mNgz+Cf3hAo4HSwHI=$X-&9*>28AD*pc_2Ss)tF5 zWIMhRZ6*O@M$YAWj9eWQpdNKu-K6h);a5lHBe4o^ihS-v8jZ+H3DM z*PPG%JQXGjvVkw%5{I0I+U?CtF=kbK!w)aHSMk~TO*qb1 z@4)9{<$xxamCL}hxc9A^Q;J_79TSrQ*BBr!40%TkMSYt_i zLD`vK|0DE>8iKm^yCa9M!iYhS?_$ACGwd*7+KMch4uG$#AS&&(8SA6Fa#@&`W z_uBU7Oa;AZa=1%JDLtz0l-DJH{zz#>RZ?5n6n#dmnY8_GtI`9R+&^1Z_G=*H?aCc6 z)#5PImCLHJ0ShY@T)CU|Kp44zDg zo5b{zv3)VTi>H|+&0qm+uj7Erg!|>90YE0Psz}+MK9qb!8@0~xW_3^D(S7_=lL_?% z4LM#La>P^Yb*y#dLG3G)?Q&c&YErfV80BeyPv-xTCIpvxov6@O-AP;J54Lke{O~g{ zLfSvdEe2~)6;&#<)~15LgqW~fUWs+5E>7I-U~n0J^;p27{5a05Bkuwr9q5yzC?oG1 zwwuveIK5i-fC7uz4U?sKt_Hc{L7(~5SQ>cQsD=fIH9bejF#{z{6V_nt`KcM#m&P;|(@k=UgM zr&f>Fz1P3DZ@36vBvxJw#3G~a*zKP*7GJy9|5=CbBQ~EL#JuZ+uW<73J1~eI9N2p6 zf#srQ*D~~~_DKEiUGuE$^RjL@_PN>+qa}`O!~z@in1W;tIcNPTFf|KRe$z+u#U7xW zFU*2Wv{;uq!C>``SOISCStQ+)q5 z`;=>SV~Sp!ac1L%eNPoS=H$R=vb5sP7qFt&+Z5Z5jLcXHth_6X?h}#Axreq)F2Z%D z=+0(OyHTO6Gt~XP0s>&iM*~(uQ-q44kDJB~k!`O>(ZW)GQ;xouPt9^M_8 zRDyN9Z7@1*_xdoLzmgj1{pfT^D#ZR{$AUx&6Lkg4j{N)bE;^^p;IyR-^S3qWcZ@U8 zDV@FFSmr>SpI?W>951i~z$k*UiRQFnx9>LxfW0ja$QhXEY`5cn`Y>zMp1b26%xzl+ z5s)=9{dMMpei(hUv7EBu^&6zqn~e{#5nni6vdwnC=zL4FEG12>cQZ1z06m7ZN%Ofn zCr6vFkioRfrE1@Z+q+H5sLhZwoP^mgX{>MCOtO2tW6RU{POd=tgIt;1j*6na)q(UE zZp6p8g*W>&Co9vyW!=b=!CDz8!`$-BD|0Yzg}D9!k!5z9v6urrrzcJpHjV=m6C42a zyG~C&cuZGjBVytASN=ULw4$r8@2S2_KmeTRKhL1TamJN0bPI5(yryfL4p6hhH8b?< zbGI{hx;h)uqf*DeID2mg)tJZu#TYTP!r{8Al?Zl|&id$~44LW3Q z4%`n6($Oi}sahfm~SJ=EyC!*7^-Wf|kl zkUZ^R+$Wwkm(`e>&figSd*%+fG(~}vE~}PiHGHykZXbiv&E>ii1U$+5w@cCE+%mtw z*B!rek<`G{`I)evgS=o{b`^?vBlc{qgX3yIHeji5(m8o8p_7jB6j z`iU$3Y{C|Mdw(9Ek^EtKWu8OHvA_9uykhL=Dtt)7+EV#Alg zY%OVkel8loMU$`J9PSHno@4^ZpqSL9&@TZmT5ZFgx7k73PXCk}MH_rKOENQROK~d% z%G4Wg4AtrJ6qmBOJ5M`T!hU!0OLl2&@3Kie;S;&mk3LO2`j!_CUv3f+ABcTaU?;Nd z(ntDZup^|@y52gluH0uQ#INPFPK{gz(430SfW^DZT6JM_u_A9M@kge)W&g^XI)KED zkiwlWo-e99*oMjq)N~!;+;)8xIm(tW)AC_1Tw!$WvW(5uxmop&j0IWWh!5ms{|Hv; zCEDp?uUf1e{h57J7ulZw4gO4i*xWcL579g7sQumVXFai|A*w#&^OLV0Hh}3kJ5NnD zv8b(QjcsMGUpMwi&sUf_{xf2=A1p^2Ul>D;EoR^0xAkMy+aN^fFpJ$qy?P3lP|61g zgex2FN|O4Uk6V9#s5NqoGzddW!%4o};uMAbzwLG-Ygr+!Z5qX;9<|fOdD%_2sn5a$ zcgzU7kcLw$YfbGL)ls6>j0(X_i|2`(YQYv+UqYDAv3-;oj&d4x7Np3F-*%Jfe{uof z+0~U9*`@#ZRA|I>F<8JiOZs(Pn{@o_qa;G=Cmr63NSVtF4Eu*Cg1wNQuU_g~4kCWT zl^hp#VVF+oRtbiVI5V3`z8?+I-`cKWSDv?e{mMB1P-AW&cEY&CEuO+?%ss|P$eIWo ze5jf8tp@&V`E}7gmdAt7>kKE7ODUlJs}c8QBWR$Xpy z92r`tAVQlc3XjW-Znn$04a{kwtIh#jv5lcIfb`1JzNm?x4h~sy0=T@HQRA)9L+!?@ zPemK?@9VCOH}jmwm$`Umw)fy?U(bADX+)T-+`B8o1<-^I@xA&ncErq~P))}{`sxRG z;TnY4F3RP1oRZu^nf2HTf>Ugm>uoI{J~5g*if-HPk5jPtE?{b>U(9KvAINT_e+R_b zeo6=4qH=%r>%n@ooyG&wl68-!Hx=iW3go@_9)c;SagE{aqg48-iX^X3##3xz=+qbX zi9`!T*#6uwVA)>YruZy)G2M=(V*1j4Yno;tpM+T7G5Ww??v4dn6mSw~zUwutjc(JL zYBQ(uTok+uC8#f^PsLCiuFy*wecGSD&OooF&2aImbGB@O*>K8%{Az-}Kj!5v52Nqj zU^F{IWxAP--f;J3AfZ^r15<6ew@+LJU`APP3lNN6<4)A-D|k`1OYE;*l0W_5PDP7d znC$PfqQi4Wk!n+Fj)t&{eA-v~Jt|sFCEggOCn@Z9&;)H1rtShwow$mf#wDgDi@fwT zw#lntc8uau4JZa)@WrdK{lI&Z8!zlZ_X4Vvo!>@BlUgISv=226BmdbnYp#87s? z;s|Am{%rZh>nNr53&JmL+gi&zCL}N+(r3=Ddf6yk z2FexZ=Jx7&EciS1b#3ryOMg_8!Vg@s&g)lR6DI9ua|1po?mHK+^p`pEc!{I3zxutG z4tbcryDiHG6m!o4j_r8quTo#1J3-7aaeUxYIh0SS=9c!n(#uucBT4U|5r6Sbfy#$(Imer#0Uo z{~I8nJi7R+ws;8fSk+P2@owyL2oeRxgQwf5fMvmN#s(cQx0nLh)cL|Ovm~6G5<(`y@CKbL%+1 z!T6xlbc^Kvh*k>e^$j4|(rF^&6Ei-J+TN_bE19=J-9pp7VM9*$?uCa)9AZ8htDNHs zXnonlAzFdF+=IiMa0~@OWYYnSTHLog=RC0t@^8`^KGQw3)+rE|ZOSC8mO*x%Mj5yt5btiaRm z9+Uom#il$oP+nz~F@u40pC-gm#QQrAA#0>M)tjtJ3%^E}e)m3m)b@g7F;TSr6T z$Hp*1mdE>)l4YW|6tuuwQ>4sP_2@Kl6A%9l#=PrGr*`ytgR6eUx1x8dQ97jkYl8^4 zaG9-sHn_zyM^n|4`V=wa@AZ?Uu$pATiIMnw4@?BBP5lSm@al2O9SQ5)U@|F4Nok5K z&tllJG!mbB!b||aj~u5VhVa>ItgKir&la{Q+LC2h!$~qKSQKP!E1r0 zTOf77gXS5S`pL+DjCJXuhf2hqa|#?ETCkgX+85q#sv4OZE|OV42qE;00&8x`ONJQr zaInN~hPXK~uLAat4E2SZfqB&5&YyUcP_(3awy~VL)md;-N^3y=qGigQLCq$4Mb!tn zX~i615#baWygltDqB|`$4RgogxjYe-gXWc=d#{-#&*ju~{K$kl&y89Q*tTMHdFzBQ zUq9B(p8SEMpV}}T)O&=6eM8VEJoBFlf2}JgcuRaL%;#G4fNj%|n5mhm;U&bf_K|Sa{AkcRsu5xq3K72UW@SC0m z>nWU|>oIxN@%TXoliOIt6*=xr?#Ko2JM-^q)zd?s8^K6>Vw@iYMMO+ilYFd|hpR96 zuIcTDBNjz>QQKJ($h^4+;&M0ZyD{)@N?VD}maAaM%Z%D1@rjjQ%rkpJ|1SXY5tf_C0*N++U2Z6KpG_>}gU_dP5Tl1@Qt{hNq&v`nr z3W!NzlZEB|O}%6e&c=$csEP6FJDV{f$y++9*%*}yOkhm9)Fh$frcC=}ShBh7 zV)n0I4Q#e;Gzrz9H@h;HEId48w_|O*+NRCE>fH>=6)Ebobq~T0ioa;EAJuBFo5kv9 z8K50V7HVBi4^o#M8x3!!pnpu`)B@Z3ejL|z<>w&}^LoeeE8Xs410=ZU$7V$?>a=I? zhblgeCo|-6;_A`(snT%MA4TZTM*Dp&0#SSq7AhFpGraABez;!6pLBnf zrXlFB2BDejuvLYt2eL@$g?JBg>U-=xAX|S-j(htgH2eAw2-NfSlYzDZi3kI>na0-i zEb5mS<1XKak(_Sq!h(j+18n|ne=t- zh<3AQF}u54Z9Qk3@$lq9Z;8_q7FOs+f&^7)5WS9{mYK;BBx?A|cM{DE774AcTqN%Y zg5JkwX888%=qpPN@Fj-%9scWdn~t>5Rgb~cVPQl7e_>FjBhGauhtFrk7$qblUDxD_ z7QV9yj+m)$KB<>A%a~CLFgjeENzz9)G^aD_Axz_jLzPcN))3OoR(6&Km=lTV%4zbP zJIC}QO~BPc36fh&j(u8>j=Rgl*xrORAZXxCcU6B4$rnZ#}S z8yT*t+DtfDxRo}Oe8xVP^W-xM-b%zZHpB0>naIc(RLy78KKIm4WK5KsH$djMEkGmK_Smb^@nfuqY=vbu{X&SMW=uPz0 z+N~C(dHv~S(AtB6%IZbD{leE~Gv2kx_*o+3$$&G$qZY|r zJH?!$?%F9Mr^F7oTt9macvee??AOXL_sO$3%hlXL7D4M~>x*6llPA$Mt$r4mqAP-? zJ-;{*v0m1;@waoy6z|ZnCt?_nX-Ky;Zd1GbA?~QQ+J%Ze8+T2qy}0)4FcdGg(^UQp zN1E&sN}+XQxcKX#H_ofVKP`5P_w;#PNOtZrPp|MSj%IQv&ik+B$1UbpV})C%?q{Cz zB~7}_#q-LwIb5&D6Fb!51raumFo`eCL6!zJ%v8^8Ch#G7pm$?D->U2>`IuWzH9qd6 z0f|FM93+E{bg-e`G!F?Vg9f%h{*2H)G)2>IM$PWj(6I;)!jjIyl2#2 z2-Gz1OpR%VX6`X+ld!=J1~IhPJoi{|kGKXTbvEDpHl5OzUin>3EzkGj4tcheP&Q^f z5RG0bx+(K$@A{EEm!SEAAGEo8^_vQOQ1WEr^VMa>ONMo;W5r1i0$U7^l)7~?7S+BDbAusEkFr3-#F+FK>s8$vuspJ~1L&Ho%0LN17mb_tn5tbz`zG6tyGno2CB2L}nrffprZXiCyqgcW zG?UZWPcvC{O}m`s#N&uN?`8vciO3Lkxk#qL=WBV%?^l74s`3vs%}CUVKs}OGW~(A~ zM?p=-_G-G6)|Pe3EcvPvg_6neYqIH=w>&7f?4g7vR0%Sk`Jg;L$7w!!)fu6#UH`EB;!x(fL!$78V@+^#x-7qZ z_HcBlsJfe-B97yE4SC=y>8q9CAcsMf&QGl^DV5~yT9%}@V4i(vY2%yC+QC|!!qW#EDP56xQHE~7^RmlpfQ`z)P}mcT2Sr~W{o^sJQ6ci2THd;K`7q^qX2 zu&nni%~g#SzJLE!2tglOU?rdxse<6SF{O3=uWD>*S5xKkV4yK^&&Bk(->1~}GG`Wa z_gj4GEs^lch~SpPFqUW53e(SI^Uhur$I%ziK~gnBvssO51Jbnjs|RG{pVx5-$;%Eo z?N~%92l8PaZwWTyTDt4!3c&-d$k46alc4SgayOV>=5)wF`(G(LIk$=1ksCFV7QNp5?E;WHW z>9^xfaa|=drlw`5$p<#hFyv;fN=4X^n8%U>q+^ZficR;J#H?()GFg;s&NJD7ID}0W7 zcl3`udTe<))o$H}MI`(3{;IrNWxK7}J?p=w2*kJcD(-6-E7Gz52F__^CZ*I-hA3*( zCrPt4?QTKs#x!+RpA-8uHz_ray*Mp}bXp3X<8&#n{-wGTvTh^S8o)4Q5phdYcqlV` zGu=~#J}_>m#?Qbjko-`*c_g$AuW+jsSL(DgEj1^} zt9&oPE2{U-7YCjdBEVPb_2EADHEgk;T2NNlvmXct0SbX$8_x#9dmLoW!qD*+P&zLa zeY2laGx{@{13Iu@?{H^UXS#jEnvHr|pC17IW|~+Xq7l0rAXH4jEbvp=-Uz z!oOOgg4R;)8Co2Q&t_k1-nPm{NqTS9SW~7X{K*c@BThB1H#JmrmI5gHo0C$Qla(LR zD`Dw2VgeQBIB7OP{u*WGw$o+|Ipl5g+n~{f!DJTRLRq2v+jkuV`}>7_Nv$s|QoO_6 z-$BS>anR(+8b5_QC*s&h*C1oeWoMo8-P0M{)Hy7iQrY$EL!a1z9?_4@6u zUZ~JwZYb10K5ZS}NhB}&oKvYljQY`?aGhCRUB!N2)iVI7Tlh(bgeLU}k6V%~Z!`a# z_2U?yId*#65XbGtz;j(BvCV1s?=R_%c}a3PP4(U{cc@5j-RA1MD;)9<34T^>Z5{`* z_cNwj))1YMy|Sbfix(9&_pN%{8a}_Hwn61aMIOpV(T|YuZV2m~VTrg^Sry zH@T&ka+lOvzhim>O);H8eUF0KC|rfI*W3?s^_s0}`h83`XYd!8Kz~eP7n5%V-;uQiQZW9}s5bhSFtp44`+P zde{BLUf`kF1bA1MCYUhtoJIBxF`N3`gR7fy%8UAZ5^jIGM#mgyqYCp{lA4A$R}Hq} z%8#5nW#!r@!Hq2v^EUcqT(gac*xyz7h?TX&*6YByimlcnU2;SHatK`F1`RV{Q`&)(sxD@bZemi&;+&fmGvj1$ zkD12o`UFCoc?K=BO~z5fWWDZ5J!Q0K{w9ld`J5$0J|xU`#}7N*GF-;ZMF?kjV|F*l z94!j{%VAno{wwYiOv>#`&V=qaWTl?<@AJ%Yv=?E#4kA(l$7A2Dg6C%Hb?e~q^EW{i zqy;K3C<3kbW&a@vI9?KznAZLTUiDMA_2s!n6?&6lC3WnBrd)Ba|Ht-h^@ z?ta_5&bv^5tz@P>MgC+bDVA_^p+O0|s|tdY5p(xC@SXQI@X8Y7UJA*BtQeY!2|v~1 zZfb8}MgGPnwl*mDi|uihStK3hJ{~1~gBsGj{s?SJEE|GVrjMrYkJ>X9hM1VMjSWdS zJ)pb-AH2)6r-|g9wu&uzquCR01bxgd8bE$r^yd72fKzbTnHiKxFoY%`U2CUN;kVpy zV2Sde1oZ9kTU26ILuuI7e-*B}Sq&07<>Wm?7kv37K%?A%+~sb0eL zh7yj?Ow4CH&XK|zM#H2V%VS^cG;alhQ+X~0fJV-dW^IwfI+dieMg7@nFOFz+*oW^o z>)LgYJlSYZ4xWEAsg+=%?{!NioxNK^KC{CZUuK!DFuBtl_OSeoorzvTGniTxdx6gs z?TzNF>^6GGO)PzB*U>ZGIqMhN9GG~m{)h|z{m936Hs-&dKxc3L|KrP?FU)*!n`YBzDWW5b-Jg=Pvf$O#k^rJf=i0Sv zlm{SCM|@DKzSAmOSxKXDAx6U+Ql+ikq5%R`_5$oIQ~T$o)Uc1S&-&Y$!4nC660RNOx0(w76o=LPCyJUh>^d7IUk#Tm^Q9zFio_*cBv65;>$fgB>>U+=A zE9u+9tj@=w{?Ou*m%s?S;}`W&5NUmpF<-LF8Bj!eS#7P35fIckROpX=?}J*;R7$LF zqyF>w>+xI^dk9&O%`~U9sb(#NlvC zzDC^jjdu*!wY48GzHI@Jl_@a^{0uHR$Opo)oyF;4qi0U=4vx|3p2-6GxjsG?)mKMv@Z~^8i{m zX&9KWGcRePDtbl7Xe4w`p6&j1T;tdvKW9KMd7#!vFc2u`ZrWk5rNaKSaa?vAc=xZl z-NM1hv%_D1-7MSg9y;H7Lm4x~hX;(>y^D5MHO<8w`@?NdUlEGjra%FiUjW4#Kz*|& zhX<~v`T9p2g#U;-r_FLTy-1fNi&d>_t_&vV z{UtS!a$JqGSC%+}6iy8Jd+J(|>)(tqa*9`t z#YKsu9oU0-x0Qx-c0imO-|n0AFIbtY_PV@aZz+$}kt*X_YXBid1O$4!;i5Eqd%e6B zRo7x}aw^xNgZH{Q@v9j=*q_Ww#sGfmRI`8VNrse15x~7dfELRwYWx9;RI_v_20*Z) z{r+|KrM5Qm6Z`;1oh;>eiJhH&rQs~d;DO_cChljSSaMbq`6AuO*U{(PW>7x|4nZ1V zK>Nf#j|SFU_aO9h)1jDlD)ki7i$&x`A6B1Ctn}b&gyND?>XxdA8?6&1PFr9Khe2y> zY%IWz;w=TJM7%lc2*UHT@_OIzD426_r%#wTPgGtjuf+lG4CZTa_CZ`p%58B7Ts zPmr>ko13`b-**wKsdkW&Zce++cL}W_cweuXF#sP6vu&N8I}6H*`Usb(Yc-0EIpR7i zcyOLxBq~$^&r1g8h5^4C@@u-ytvj_xT=o29E;syz(%KH63z9QyMV!IpH2QI8>y!8f z>Ku_v`PF3kB!Dn~2GG?GtlU$+Fz`7$Ic*Hd?TiEG-jJjhd*=Zdp7;aJam}>)p8fkk z2QhZK!4ZF1tnnBVx>E`O#~>ar2$r<8H+_B2fnEq$WwRD>YWBEd_MZUv{mNn&m|*WT zU19SPxMq<1yUo*Atx9*b+lNH=tsuW!59BkUoaqc#$Tt6Ocmzh3S)t$z&H42ymu!=E2)Pzu7NP-dF+kx? z&p>#JJPh2PouYp9O^I{u{JFmF%6Lsut*WYu!v8io>7Kz^(75%rv`EDE$lT$?+5s^C zW}r^7S?xGJ?okK7DHh2P*Dq@>cY=~A{1tTT9N-rtCGidBBM8H z*o^$W3gV6;h!louj{lM?w=;aTo^l{dKRn5>{N^w{H5=T z10EmB$(&DZKv>&cb=~Cp1qFXEeH(CqfVzff`|5*;c7eS1UaF#_`QJ(aa|YinaJv4l z1|^Fv$v-?<%l6o5J(>Ur{A)@z@(v>$Rwuv%b_f6=%K#`8g&%muI4!9mVeI+cBGt+D z;&z3F8FWl>xNh7ZMHsku1@Bfw$$$Uy zAoxH%6dIhb)-L7$(Cd57T}+#VO)?CeMw>xEUum%nB89%5BOo?wnY8t8lUOE^Pb6tx zTm5SSu?g8Ilm!|V(f-cg($Y4tS0TU~0I}aM(m>B+T5uj%<3nSghLkhiDUQfQfX+R!W+ofjSIav@_Q7h>Uw~e@}8IYB>Er@zpVLr3#mHn~s;^Be6 z2}@?~@P?gW+HUued(RbQktRD~SdqtX=WiNt2V{U20e9UTEAJ-te-J-CC9*$CI&j+> z9Wdk7KR9TTDGRpFcuYM#0ROq)du#=)uWYGFWtAo4x^~s21JA$e;Lm_w=)cUT&Yr$R z@x~;4dPRPVjvUPU-6s+t^MrNr)Dh3R&vO3NWTpK!)oZ$T&uZ)3F$!H#N-J{a zKjBFPwtnVcDD$7gSjiXizdoK*`=8MKfB*geeEDyfl$HO_fB?hreg&PNwNr_is zOfVy0_xywE>M9~6Hdc*%oGvY+s*COQs7MitO^7?>r3HOR|H8!AMj_%5r~3oR-@lhk zPMSNpxZnU^fzhV|nFUV<2E`9(( z8or?W%+wjTPwH8Zek~%s6Aq7aEG%xK zV*hbFI3N)YIW}8aWhV_Yi7gcsZd871`}_O;fU&tT!flRIbYL_xkX+E5owi=hdIpqx z=Qd5uvs7`UNJUGYk>2BO+RH$C2nwvh+yRsJmUZqx5Sut&_>7Y}Wf&5I0D>>(!E~ts zUGTq6SVX$3lO^0c)c0Km#lyZ{iEc(T=NR)lG6eT2SX`M?JEi>32s`s>p1MdiIR$0` zI*ep?-ss&E0Tx8%k_&x8e*i#l70;VpmDJaht)z*KBW_uL17qW)o;a@J#>Pj3-|wr^ z&@mYUTZ36P7Y0!P^;@|8Sgsl%6jSB?4a0@7xj22)mj3W~Z0(kS-i>isylqQ3m3Bagg!_M82W|J-Yk zP_yB1HOsa)O;++NzzRPOtnk=rc+0*v=c8J_Jg1u&Fv=!myJ>B_&cp2Jm~gl`HRdD% z1WBNdZ9bU*CD^COmUo;kLk8;Aqt~D+s|WNFgZozRBp&QJI(^t_WHT{#{C>S6TuWGN z-wMQch+iL3O;9A3OxL-|qoPA+T+YC9NM zLVcCOaj*vWy~XYj(pCeSK$ui={~5&y?&S^~pJX%ochjVLeZrSFJ_b&>;t^XeYxvDC zITTJAgO}FpNv+gZ{wYy!DyQe@%Z&!kDTJ!>hckczc%``l2GknUZ!e#Xp{1n_0b&QV z@iMEv{D@dVVoFNUM^*v%)jw(1|U5B<9ymVRKGnzo;Dc_ngC2j8R9lU3lmI?IAwI0`dNJsP1HYc(`twq&lEVMgdkq z{=aWVHxgqwv}$v5OYPd*th|D!Yxk2|%Ci;@H^z`v4uDVbe@0$+hllauTFn@^=e`x) zba^?c)$H)E6*F&95#tqL8|(|{psw#Nk6=gZQ|1iCrGzXSY^HVJ`#e_OtIDnMeF)02 z);iA;M|+<2%9W&~qypd(O?7Gv*s=uUCI-W!#sMW18lX>ytR$Nq0uy-S-|o)cy^M&* zttrv`y8!o;-O77XC9K5@G|Xdv>6nesmR0U!4=p}vW|cNmTN4bgSp;UjT zh`5Jb0&fLp+N3PoiWx~QWEvgLBNa?4r0X`$@UcaDg7$`iyS{WbCUmD2Urm)pp8W6| zdJVo54tTwA%GX8!F)s)-?)dfcg1fPdZPmzSZS5H2ny6-dn6bha7DQI73O%8?MzxHp>y(sI z=DF}PoL}q8BKt(;+xF+Lx#$a%n%5`=8@yH%~SZDI8V4#M#a@*FC54aK!upS zCfPaCY|z@D7f%U_B5|$5I!;qfPLY9G!~2Q{oiEqA3IxOR6Z<(t>9;RdLlh$Kc(r+( z8h>mU@N4x8t^5$&>yml3)VqAHl6wQ=GSgP+QL8Py!@Bvq98Zx^d6}Ko+Ts^l$j%A% z+%p8OtfkG%{Cx;TqkF2(KRFO0DvsxRms7UZ`(tsRqI^$3!2~Nu(VdI8$^EoVd(Fh?!xJ=N6D0p1~=_vW7$UQ!|km%LJCK*Ktfw?_5 z-J+6^jd{Eh%LGxqW4`M*|8S!>8KNpxlk+PRUGQFncP%isqFvW%19u9;a-JO1&_m5o zb7hV4JI5`HW^U?Vyp3;bJk{S6s4G$4^s`Ps9M=(w<6G1V)L|{1vt6O`$n6u(Zs39Y z$MR#kYX&9!!@=5a9-UxJ9Ay5_Pxxqh>;@#MC-ccEu~t@m3fN3uflw6kMF~4U8jJ5l zpa@*T_N@&&Yt-ddvI_R+j4mvYIkgLV;(Y52kdXrOMKs2N7DE|Y&-8qr#{|Plhum!x zCo8l-d#ih+M=IB6Gc-e=Y8nI7T!WHD&GV(6r?-J$-Q6v`U*y3);m6yaySVC4@CUKT|)%?e|=q=3`X=c!zyWl^#eW&DAaF@C_nmo=h|sQNT# zaFIi~Wk60%Q~U@R^*AxQkhSmpP~Z4HHk*LtTG>IM`unv)-l!0iM|(WXB_`JQuNL8( zbU1yJoq>;1tr7B@y0t6h!ek5L8+bZLu=OUQxik3T_7PT~!HtglLIo7<41+aiWtG%|bL&2Py4j}e zbLbmcL%p}dB>tG^uJ~Yzl6MqxMo;-*@H3lH`({IC&wI2B59L(=`KlQlMQ46|{CN7F zTN3pWi2W%oZ_7SHeO8LpN8sl|5 zZF$(ho%=AQ7v%Tvx~`D#c^5J@?fQ{JJFddChmAH;^v{8E5`hs}#omBqUH|c>)e?Qr z+WzZ^C3WTkCtK%)HiK{L(8ASstVq%D6VH{Q>~){W`jB3V)u8ybf+EgK{-hTBu2c$t zrxQ&CO7jnrvIZ%;_+XSg5!(mkPp*BEktbMb>3QgFhkOW~o0;8zi{%NclKxCGriF46 zfwv%_0_vtRAq!t1->isb=2nj?gr?h~^Cb-58+q>%&;Dc^Ys?(gY+YA+Czi~y+;k9H z;+%ps?oM;N>8Fc^$7luWx)Uqjy1&Llg)Q6rbq$n|+p~K-da6CRM0N1*!lS{Em#UBuwjWdypIT zjT-~fs9KM?#wFftiu(NBO@qF6pfXDtNjti_uTFI8Hmk@($g)St&)KeXPsaIjQns}i zbv|&KuvDP*_!l}YpNNGcTUEJRL*{N`Lme3+efT3>eGfk2_ci?vN9k(Ne7D9O^-0g0 z4g>_tO!?J+36Nm9xsM*$Y~h_B02bB&Vk zuPRW#{;d*}>CJpb`7@+2(Z(k;<8zVGw8#M&O@lrOU1_FCQgAq&uyAlHOjp|VhrL-- zEKGRwlz}dDCo{F^n0Y%*bWG6?dnEpdW2QEL4zV_QkHR1pj$^8jc$JUiJPpRW5r1>m z?tb*E+b&+PR6LXp45OD~l}WNY*a||AMlIe#c~hD1(2A_N4X&xSv?0T5Umh#i@@^WX zdYNP13n_(9?=_F(LZ{YzJ3FXGJrcZ)y-(6ImmUX7N2sneQJMIDY0a&B!koF?lAQjSU8*X2FWTf~4OgfDJ@UfSE|YJ9$$tMdN*MkJ^0 z-`OTV6GOv1iMHb>fFsXQcHNq#62U>YwWJE71h|p3LO#9ZYB1}E2!teTUc3Bju^gNp zhU>IEoo%nPUrg=KI{C(-1pb&JPvWIsTS>Q3RD*fH(JXD%Gd>7c!clnLdA>g|a{0`= zkH(Q!f;ahDmpxop~Z`BtTHYgP{=Y8 zG0Ry0`qLc|?M?p}s_S}{a`*BBR;dFl-11=R1yYWpeW!K~m_LuIePa)ot;VFB2-8~u zhYopNCKaaTd973*{Q&Q;=UX46+0B`0)vrMxQghq3!?KU&`})%f`Jr?9xQ4^*%WtIT zZB92=ED2cr^t}ZJ&UNek(`1bDiMP*-rpG^_+e+dlBvKpL>Gt$2;j25Iq6EyEz4aCg zM98$=z{NM&^%}(qR14a|Tvl^&^HwdtoyVq7#UL$UN_uRqH$0>+jM?P8`d0Z$2H!ej z5eW6p9vH_WWZ37*nyK?ycf$KFks&IoJJ2=`MoMZ|{*p2Emj_wXqpdperC89W=OAxT zx+Ek-bLs(PbTqXB`J*{uKl?e{I~(E-Cf`FU9^Q}woag_|t9;XniIZ@ena}xJZa8!J$g^X8unB97JpY# zIvcFugCI~MDi@8VWl4qQ7BGWy_Mb>cG(yNB=&&R7zjQtxD4%TrRk6Q7od@tLqZL%`AY?gY2 zg0sVqhdWYUW(1m&NCTv^1gC7&IwDlhj?V*ow2c^_mCN?OE;&e={cP0GFp4Dh1fIIQ zaH;Wqoc2wl>=%x;mUp)`5dEWkNMF})trrL@61xJ1xu%}lBux6>m@*rH+TnRGW+5?P z5=>&Xd9yR~PJ518gJNIaCs0H`L*HeC=g+?~u>3PN4OvZdvF2C=N>n9&Lyt8BF~P-v zJMehECNp&^R63)G4dv?tsILoRj@jD5!v?0`agvbo7jMkf3OpDRo*8QoFQJbn0Z#lg z6U(F>$xHdzhXG!u{J$xTw~VmOTj=C}qv}2j8Cw(j-gW{`OMziduAK!6?znKyHz{AM z_rd~KIG^Y|9SVt5?+wYu4|ZN1D5(;4mOFZZ`fc^d#1%w6v5f$Wp5+B`P8At{)7UDM2sM~$R!>AvR{T_m`#!gO=814K?sh1gGV>d`W zhr;W&(Kbk@6MstbX4|LVY$+-3ma9ZvyD_RU>wUJ#@y15yOl!t`rwU9C-a#`7_5P>c z(ZMp35-697G|(QtkSw&9J9z%5shRf%gIVy}_cfcX;c6DBrlo~dmcu6W(K$|7)n-V> zm8M^zb11L!#~07B%psz?y1HhQ#*o?axj!B+1(0Z0CfGT=!9T?RFu*p776K0HRYZV@ zs-RH9CLc@>W|J8bf4`61j zGod^Ciyf?YbqoN88oY6lJ`AvE_U=EhaLFtLW{x>vwiPfu_0=1VC+7G_P$!p)k*9z4R80AhO}8pfOX2|+xEQ^S zLNpEMD3hZ~KqF5Ecd>=V+ZsA;-v>6AL#)hig>UGn-!3R4Wc1wz*M z|LX4C|C#>(|1UzXq%(>fUX_GUjv=QGPUVo(Fe7Tj9Fp^4gi2AALI~x2m^sea%%YHU zVVl!75n`CrEVkMA>GOGiE|<>_-+$oy{R4Jk+jGyy^Krl3uGh!wK}=V`SZm`;S&Vyi z^m4kLt3kPH2_p4J?(lRv*k-NVwsEwVEogOjF|HJ7eKU8e?1%MGH;;t&+xznCPlyEC z;prOgopXqU-%tI#S|r0vZE+jlk3}+R{Fv!DH#>Ie2~ZZHifv2&N_V|xuBU6ibgfxW zmQuYFeXBuW@HGRha3SC)Jv)lNhSc`7kTEw}QwDXScJ(3kNkE|OxOv!qs! zwP}0yXqj{8WUKO5i+laeAL8-i`D%v$_%S)X>bP#NZ?Jr(Vk-v99f;6ra3%0c){-a{ zHJeFZ#V*<*1+I{~FS<;BxUX1Lz|E>Z7vb=!UyC0c*I;J5Q*jEFw%dc&d1298Id48e zBjV_8&Oe9)l8r}=cZUpGGE@oLi)S^kzK^y~G)_5?2AwN0CT;~aWvB2OHAUZ5^~mQ; z`lrLrT$MyC+a%0=^9hOhV+nFw+rk0Q66ZorT{Zqy`!WXhNB8sH&pRl2>jEad_8eXL z^-myN-w2>V1l z5>YaW9uW5rQdOW^$$JoZH3`11_ga@V1e&Wkv#Q@;1XFxVk+5ptKIO+nA*FC(XeH6>2P zkQnM!oUTtTUZhFoQF!(9$Q2~T8LRIm=(hTdia`~m+06PKd$q*PM`Bhcr&LZc+Y>iN zxXtB@BNuK_an{>|ia@^f_iy+uV*!I?IOqV-G6@Wnp$w_m zTArW*mE9kL((kLMx4Px>%OKcL*P#yz<4nvksD! zL36*~Iw=9iI=Jik!+Kj>nBbA z5o4IyX;FEfJjL`H2^xbbZn`OokxG}k2Yw)Oj@a$4OOkj|Q=!RQ%0eWi zuwiUisdr&0pU)Ugt66oQu19jNI&Sq?ER5w#a09Piz>0kNOd?{|R~6NKmo}(D2wt zEu%82HuXd|zhosSI{{W|I?z@!cfw_l&l}5cgafLO~c^k$vx>Dg8x%$?N;YE1+E1F;Ofzgsr z5G~PsJEu}95f}STon{hSIqlKj9vth#$4DWcF`amud)ly1Ns&N44cokJ&+EjPs94Gm zGq=!T0jpTZ8wVWs6R__^5Yh0m@85d7Wc}(QQ#Qvq2f^M>Ch4|B54VNBE?n%BBtiSo zid!c{wgym??_TqFj^w#ME?-a9%1^lTB>Y$RGP|nZm(bDJ{|*&;BTh7eFTo)H=dkK} zFk6Ho<1V!95o>2Yb}5z?0L%fLQf-T8{I`ICrIw*k&T6ar5G$NQ9$0GC}$m z7`r>UeR8w$%T2dl+ZoYSdjdQ@9diBdT*`c``By3ZjiU)vj+yBULZ%c!!;n&IO*;Bl z*695y-IgHWP>u)^p@(|MF1n%zxqba0v7a%?I2hHAMJ^SsAKkcZ>~^tv;wKVUfkdFKS>NniXCznP zQaP=x+B8p4i`0*SLoyl0Ca^JXZUJJ;j}6SS&$DB&IGQSh;s zvtuAlS>FzDSks{@qShhmh^t6{!A7wAacx<$VhERN@>)JX?eT44mRa^mC!&^^)Yv-&eLUlSo2K`zNiBu-(;ZQXz&T5jS(@X2kI*hCblDa6E#kL~-Wt>sc) z@V-azz`>rg!PK5DXULhq8=1iTr+6tUzWsi0fPka%V7t+LrMi}_5;6wB3M*nvwDenU zhN*w76nLw9c++aoikL(3it<}qc{hv4UR4jQ8Zd=?zDlRwH!=1kkXWwym)NZ+RbVPv+V0K4|T0y3Pi@h>FUkDKF;aTNBdujx2+Fo!PNiaW_?KNmN)4C z?7sKm`HS5vBoLR&US3yz;^^#LA?6l+m*f_U1NyH9xe;?&06LfjJ`dem8dHArP^f&g zKtaM@i3e=&l%qNTEbO=&+3Q-nA*C~Rt}~n5uXRW6Dtoki`!`&eQ%4HN?Q1Y3t&N;m%}cMgbY zosrozOVlFCS#fRzL=58ou5ioCc;%1{`2+Ukksb^BxF~>z{Pgg?*U<}Ku@kk@D@+f* zFLHbcAutW0{Hya=x7I}B09dKD$$=~aDXpz5dF`+gZ{{yDS0ZN6N(kok)O}tyq@M|T zAo6Y^Nf~SIoI4k=JUVb##<+F;Rr{iS%ud9A;J&(CjeqC142Tw8uLFj^R_)|zZ%c?& zK}tI34azVkkiY1j(DPBHrKH1eo$WrkOsP;laQ>y&;~vY|%YN~M=iCN`Wuz%QY7QUP z6+Wz7Jzi%K`U<%-N(3L9BO1*-NHVjV4 zK#n{~S1N~p;qe>!D~ew z;HiN~_^E%$%~Y!#<}$P}w+8Z-Ym- zY=jfCjBBh}+}I#9hG@6%-YMZPAFb4dceeTqX0`x17Th zS}d}}7z{kosnRPx@x3H>G$|b{YF-a-*s^HpTGBAz&?sR)wr`w^LVKeSfBdw#KMb1ut?(eNMxVWO7vb4O!KM zP}$ytNq)p`;oo5Pyf%s_pPx%bOnzU zK84gSRVY`-KF85lqPMh?`sqER7>oYfdQ&Ggw7LJHn&D5u_sSgTYN1$(lXDfs<;{+L ziQC{D$Z!endBnUl_UXV)#b)PulPHsS=rCIOLg;JqT+p%(q^2WeeCJ=vU_gX^J*f^(Sv)h( zL0D*^f~Jg-D!-ODGDz^KfzI6|7Gz6}zZr}M$i>OC-n-Prt#0lZL{_ytC5@?PX)(}j zRTU5o1|%pJj1*QX_s_~~Nu%UuHc9Lu_SV+tF)dU^7+Y$QgO49e#5y{LH+d|ggDYLM zu)obv%iQ$6*}gnW%I!1Z$Bmba{^a^0NOw|QuHDygFCS~UfpmqjG3AvB*R|S_NI@Pu z%kKh5Er7XFj)A{tfA%cz3jj+9nvk%_RyRw%w*F$T8Ybp@=301-F>oA$!45M$Qj*KS z!);to?aXw!Kyv-$9reMAl$IO(l|7|r=2Y@$O2S4*vKcc5)RD%yIRj3`=6L~9bJCKIiFd%=90eWRu?N;oQnrvY5~KML&ms24hjQ#+Xl?+h~$#U2`ktv>j;M5 z)c0OP8w(E8k2SBsRn>S^-b3yNzhP#pU_T{0vB)$)Ps>B6ix zC)^eEbn1C>u$K98RQNe;%tVORSG=f% z&~Z;T8%f$NB64?Xqx5w1hL#vDF$oM^O@ZUf7~EFkXMdemj+9WwD8qoPyW$Xg`Gpt-b|@L~Q_an`m?p0%u{QaIy|=@$QDQRg4TeQ>42`atiZFXiH0Er=sS zycIwwKmeD9-UJ$szG_b%`Z;t048y_%x>`sF2@o`~oAmmH+Q2G|Jd`?f5`upwdZc+Y z_JLaO$-eA01E?iufOaoakVol>=&_usl3>KT?)h5_w;}LTiY@pn_Z7o-&x?J30UINP ztdL?1M)*biz8srqz~x*=*WPOpRzLfWcCj%+4hXB3Ln1|+;pQuWADNMYO^0zJs1z7w z%wpU8A?dbuP^Tis^>(`GoDZ2xVQk5pb(2%?KJbAvS(lnlzkRc~!gkIsQl z#+VR%ihy>*tne#U@-E-!_By!&8ajCFxIE7C5g#+&ej}YO{9Nf_>uhGuak2fiSB~k> znuv=(y;-+D9ZWJ$&v=XfI-V#@>s(0b#g@A+|M<}QQ8%_g$oU(ZViIxN6O(h+u&nN$ zqvOq++o+IgzJ_V?z7=tdY*b(CCEE$}Yoo8R2yZI3k5hy+X__kJAAdY&@kon%oH_0W zA2LWz=f^n?CC*3N{h4nRuvbF0f{S{UTp)|7lCq%Lwd$C*6Gm^u4n)KnxKuV0% z?Ba{@ieV;f7db-^fs(-cM7=Ot_V4DWlk+!n64GnA{@hs(;q1Wg}T;) zpG8D@6r2ktj7buZ5gi~wL7sbsfEz2kUxV~;VW@aKmRnUCG49i+MGhWzaNElixPPc# z`@VhurlYLeSt2VNHi6;6b?0hP$XQkk5iQiS9jHHu0!F3XwD4Jv9DmmT zx=$cud7hrF%=IR1GiLCQi~@v$GsC;=OPKIh=4tdD7u~~4P5)#7{o3G(V)96^M5Ri= z=I}RroxkyeBc)Wg`a*Q@j)C)H{E3O>H1S@bQ6B&xMB@tG!s6=I4}KF9w#&*cW`_Ko zug>j`j}YAi1Btju5l{o^b(->To0-R0Vl4 z247hjABuXSYsH@xt8*!5WBL79<|*%*$ID`-4Kjj9>skiO$qn_dc8aTADn&VYA(dQi7XSDw{?k>4UctE+fGeUz z(d2wlQx@NrbJlQ--8g74k~B28QsM?3Meqn6(BzQLtq7QIA>8cf-?%s-afD3f}P|y^Aq_k01pU0{YvzG!=?Kyy~fe!>9@9n zIxiemxP-kN)oG=?>X+3(>}t&UwHJi5S`*SRXXbWR+C17?^Kxm6v%869?&R=WH`y9H zUhp^+O{l^DtEfgl`kvPDRL0H;qF4UB4^ z(s#+QilEI~At(|u%|?)~IFdFAy)`Ih@U#v30Y z6bt%5dW+^M#AW!I5EWG3pP^!~B!JBXpFe+A{}w;x)48A_kiRsrJ8BZLbk5;FD3KSK zsB<{`4{q)=h4wz|Oj650R9gkV@`*Mbw)@+=%J2TYrr&LGOL<*~tz2{Z^n$R!^X4xl zAv;R28ep5RMd*o7eLc8BcO4wjUpk|K_kD5JR^nn%4;q<3m?Iv+?K2f*GRI;t9sKR> zgz1V*asl66d4`MO$piADOM_$}4%w-gIdOs<+}gr#t4UaEn346`s!sB@b4}0~P0|1K zvh$GMU9L`f?jk8AB;loGt$5Pj{90?pz>dSMPo;{Bw-H8*tI3<(JZjdSBzosNH;lE4ZbQLeM`+&V!L~YF(lk%t^DUR`D1vsOqm%Id=kvWga=8O_@h!0K11+F4KQa zvbP9TC*GKiZa;@xHv6|en+Yh?h-ek5$~_i*hgXEq7*U7R!M<}{jIG)7=^lad7!r;d zPVVddR<9Ggg<`)3rvv>8B-!Vv^ITd;k!|D|TC0b6qeC>-6`3F!)L7SM}WA zJXJ&){mjPU5calqeN14;`|0dZyIQ3StNp#^tZDD+uQ6#tj?Nbf2;`&Lqepg)fkhHLwGo3!3{qp?2{M9cS=jR+qNk(PD|!{SeAXKLr48U%uZP* zYC1P6{YPtQ`~4Znk3kmVV9C$;!)DAF#}Ku=N~^F zaMtQ8qaJ4QD<}7|uzr{{sI(_r-39msU}fZwn*076Cw!vykr2;VVAYT+(7#*|_?aQ% zl>isoKYDV`+Wqv4BW|SIspJ|w;29W)iuxxLv~+^0&oRs-smR&Z8^M$Re!j9gmd1b4 z*SUmWa>%6hlkhtepWfp~(`!30jbD`S!{b8kQ|xz#oO;}@OhAu}zrKnM{Gh=xNlzEW z&X3055A4^$UNT?>&ne|C>ID=h5tV|*o;$33jZe%;4$PUc!tt-DBbYYqbOBW-EUXsF=|EGd{PU#f zoub~|-jD3pEb_0wmy~8?x@rrJy-o_SS-vqC2tSmA@n+pmHhu3j_kdiYe6ANcd)uv* zNTahCjh(%6F3$ z-EL~1E$-Mo#nA0dKzRhSLGl>*h%0&6;+X)?6#al=y@=_SwO-_=b#I1}M(`hNty__W zOi^>IzBh=EANWuD-nv<-_8`|kXXQSFM+l^{`CPy~shrv#CDuC}=WAZa|NBx-`DJ)k zPQ?QTzu%90!&!*JfHriQj)jY!tm1Y5F`>pJ_kotRB<~-c7JPO0+;)?+T}|Lg?f2h_ zkm`~PXzC$+f-tmE96#T3$i|#SFeBrvt@wL`YX2b8uUez0!lp|RDa=9N;a876Uk45s zUs7y~X}zk}&uJl?ucx}7PHQ~gKv2EJ#kRWuC%io;%-$M1cfTbrRtp5`j(?VgkEQJn zjC$twsGU)Iv?v^n5GdfcQ~Gl{%WeXfqFsp!z9lH%$_t(Kmr{XCfBV~Ch$}kRbK<&U z=_l)s)I&C7f6V|`AUWCow*^T7;Wb-7Fb6f~D=}4zS06_Fr%hi0)Z|Z)%t_oiVF3lz z`>lu(f(A-HD&w>-UwBShKvy&2dR_T*2gMPAK8b`?-J$xF&ENZMmXuxPJ~b8Hp=thx zb@!a<2d9EGJTk$=w%iDQ@W#A;>~tVtQ`4?fm_KFp6ACh` z?1e1|-1x0HcoE?`TSCcpq5r)W(9m$+bY|`M#Rb%jBGI_sB>(kZ@rAwd=@9nJcnE3n zuan*{RXW?9G_nqRi0SoggndGd&5!x)$NENF#qn>6S_JLWs0?|Sb*Fe+8)&}MqeKk)V4eF(djYr5&M!gOv#n!-r29|2;`1?I@8}A@6rEqVp-K8rz zkG)BcZS@rkMxnM{sL=@m93|fynoxwOG5kmJa4>$tM`wKP6a-safFlKkNa0%JpdR2S zs*QJbL4#v;2kPfvg>Zy~OvhWnJU=Okh|>nmL6zxxwagOsDK421->9FkoC!6^ZtX9w z)V*y+!FQ#!Xj_S&`G`V%6dI3YEpj#-fa%cxVi7#&2igf*E#_2E;2R@RC!?*9w&gBdH?>X z{b%3|-u2B1wUFLVYXF1U*m+p@X8^$Dp5=X^dqBox{_GP+;R7-Pw?g=ja+ijsGynXq z#Q%)o`c{JIx<$^kGrPGw(*uS)fCdQ)gcC1vlX*NeWS*QlNf0q)*9UYVf7}8PSWNkq zY<7$rK7?rq(D$Lzcm78#bo3~|R($bSeCh?=3 zs@^#{H@~||*_Bb+flw!yf?MQ`lFPC6*Tppl0Y#s~Fkp{5g&Se@*=1O`$M|QcYrYWr zI(~AX;?7UCjxdVc?0)+G(}7(U2P?r{0IAdBu`o{UDOD9rfJFJz9oFRg0wUmXi0k-$ zy8ZhYy`=)6hX?DK0hfKU@W=M!7CEow`_AdxjyYDVoj7#t*g=D(sl9)&P1j)eSkdDP z4z0|Jlp%fKyKR#1BfS=KJza2-ew@ADcE=rgsN^!=mz4ybX-(c2+p-iHIa8w-*~*O`-Fq#YT%bXFFNVPX6PHy*iT)H!eHQ8Ypc- z`J!o0Kp6zxx=%N2^wqYqEY~ROK2mD?fea}g-uh~5ck=1M$v2~-EQDaCWkxNhkyD-4 zhnS+wny(|XcH>W_yGQxXZ{4e%QM+QEg!mHYqjhenUb2q{^i$^l?x*iKzkMbd5C1ss zReUyX0ADksrsAfcur3iVGd{6)6@0Aa@sa>QmUI}gS3wN+Lss4bZno{3Kg_5IXv%GM%SP&B1`3b#wSA*E-KtD=kV~zJOD&nd+&Bh_1UfBY_RSYf2CPbtHNNWO#jzN?kQn+PW`4}fx#?Oj;8Hny=YL-H zZ8<^i&z#YWy1OwZ>9#qCDB0U5Kcpx<_){CrF0)^Vh*9K`ar_To8HzD+&8hhJtC!D0 z#Th&lCKys(t;T8?GE3B8f*Uj3tP5&wNq_a$!uT@IVf zbgH>#TNvYnO!sc~2RPA@=z38kNyXMdQLEY%MiTpzoS)%y_rS;@7l6zn8DtfHY+2v` zCimB_SjofoSLy%~ZA}J>*B^3nXuOF4ARnw4R9sTB*snz$*-OEI&c8Ph=IpBNyEmv7 zK6(i9cyMrqJ4d3D!Y8=H{Ry44RDK!+_`7Az`kcU*;D_HtFLZxb7y&d0m_Nw;U~(b8 zImYPn>zs@dw-Ur%vxR})as{B-i;s_FV&_rczhu0Pr4sE15<5cUDH)jWL^AYtB3OTLp znWyR5R{+vwACFz>n?o`wr`3#AT2|wg@$AQvQA@SvmX;1ck9E&%)&Vf_^73YTYe^$U9#CtBRf%=%MtG5)=CjO>+h10 z0Joe?^{O6z7hp+BJLw>Rc#b-l_#!#PT2SN$ii z=0>k~W4OC45izlOuH8LA*L4>NR3M@EZ{;1~X#?<|nEs)e0F|)HN#tZYGis5PG$cH)KJ;&t9L5hQzPx<- z(r2R4@AYeyXD&QHRgqe@lvsy??bo8xO#9 zCI{hrs-Kw@-A&-aC}V6urn6#iVizI6IQWt3Oy&hdWq8c#1X+{k>G5O>+~4Ws zao|iFc1E@=U={%G1LTcco0S`9un876yBh_jMBRnB}$R*SVOdhUIK0ec|&C6qGp&IFtjf4jmh$>Te z&&tCO`yet`7K?v>Tg>%CMO)+{qkPkhIhdhKC%K`1nZoMDlr>fZ1=)b=b3Ds@}Ai=kvWB@zK?$8|u zHsDpOGyY3P=mdzh1qp99SueBQb_XnrXpP&H39^aj1Z-f=nEq_6Dv+>IU-A z)Hko{_Pi;Pt8IdWI_T|8zlZ)!zXY@hO;OAhF#nO)gxkPRTrPwXF~86>lX5Qnz^BeV z5rLNLsJ+Sl1BV-dkE?QUp(ug*YXFd5Y23BB{(hwifwjC^l$AEk&4xJ2X&8g@C!D&@ zj5LfVBwmoc;tZ@wfvje=XA!aHvw{^i>6x< zzrOcjIj859GL4lV)gKpC9<%|}yUv=HBY?GnxR$7H&lzt6^9T1VgiyAl2Wy692rHG%iArw%BECMOt+(0fZ$qo>hG=+kF zq4$?>@|2a=1tmA=S6Vl3clh&v{r&V|Ch*R9whrCuC^ql?9yXl4Jog!To@kyDSScZB z3kWY)&Zrt$wQ77_zAuyhk4&f^2%LX-J5eZ&m#2aXj5p6*zV}2(YW)2i-;rxSP=Lke zwj#)1c>w!X1le#0fJlHReMbH1<2aSSlTZ@@kA2?~tCx$tH$u-CveyVFf*q}Vq1RHjU+AfUN7EVvcXQmw4d+BH`uvQYiNwM=KV32*ZZ&6+gG!_!-EQsglIeG|d z@!x*0ny84_k?VRI(IqiC7*FhQ7P{DV*%7ij*oa|K_1=GM3K9dh9CnBI9y|fBjPhM) z=aPjDwat;5(~Aq*7>t}-x-5R;dwIkALZ#N)c2dW5bjPc)$a@|B=t)|35>=|Lq;|6mbRJOOKwG TDM7OKt}e4%mN${t@5TQgS2FD= literal 0 HcmV?d00001 diff --git a/Compaqt/Plots/pics_png/qkrt-qae-sim-8192.png b/Compaqt/Plots/pics_png/qkrt-qae-sim-8192.png new file mode 100644 index 0000000000000000000000000000000000000000..4ae9ef1edb3cbf97266c145fa500d51b87d96b8c GIT binary patch literal 32696 zcmeFZXHXPd)HOT?RKSP`CV~P2!hnIGWRQ#mK{5j>l9Q5#45FxrfMi8-&N&WARD$H3 z2Sh;fAUQMNZoKzN@1O6-S8vr*_1&slBhcM*`t&(_uf5jV?X9FBb%N|78486uAtNoW zj6xmqLZJ>CA3FlSX?GQuhK~a_%2Hyetd`5u@WWvvQF&1mD%YQU=P?QVO!`b((*}j2 zVnY5uAfwFq2ZeH%mk}3z=%71~Kk7nRvt74%z=Z5zhY!~Q)_2mmu`!+pdA{pDczBpy znBV@)+=-ek^;~_?2N^7JZ?DF&NQk`a5KXu);j}xs{gnBxUm4|n>#(`WT_>7+-m+5m zu!;&-d&4N!0tT-`@a?Eq%A+xd_y2KP^veF{`Tr%K8nHC2o(3q9`rVB&e>GaSjnOQn zSh1pr`#hFIAB+6!Xq_`c-dYS6Sr8_p-HRp|{O){}MWLQtVLAMPOV@qZj`z_QRI$V2 zld=s?46XpvG;G@`pY?pKwp#7eY)7I`2y>J}9REW3viaT6LbF~RTUN@@2yaTAvxO3TF-sA(3Q{-ik^*f+nRo4;S%k-_Q`pz-w5wXLOz7Eo7HI!=f>l) zBl81=X4K}n`I*|qI4L^UF4xV8Fw4!Q344X~2l21@e|j7m3Q`oBmJMb(V@`^?zyR~{ zj7;OC(8i2Q(D_@`mh$1?(Q=Za!-H1iD!{=$3D&R)BpvmQ_XV>Tw| z>5o9Q8LNa#tecUZd?fn0EmyW8rfM7B(7B!OO3=zT^c}>GxT5d)xU{CLWzOtv&1V19 zG)HR}*^brupNdNCT$t%h_MgRbpMNRQIJN(-G;LGsHX)EGaa?TPT&dNI}2Rt^; zs~n?`r8J+uDtjQ7cl0U`(+}lr!e9|OZ5y{#_e&{J<~fpKhB^2eWbA9sqGj_GkHBX zrabI3kA-y|oqPGNJ4eY+&qyKR5x4Ek5IWbD0O!?i^_S7o$;*BR^Wy#Z8eF%glSM6R z3nCASxf0xVS9=Ra5>d|nf@?WFVkD{UlsD3NUyTe4D+p~q-4?c;ALzDpLWvk2BRjzO zu+X$SqiZ8a&uz0tYvQWiR9iLSZR5&xXXc=q0Pc%ADw!h?JM5U;jdv&Rs=fBsVhd&0 zd_o=M)apX+mrVXcx5BBERVC>#H|i>@NM|#p<8m`^=8B)tmN9mrVtrug&*-33yKT?M zT#NL)k2gPCNOkb^2i@xo|z6Q zf4XImvA5hRe5$DFVziDpI-@^vBw5Nfj7yL6Vtik@qs^u4geqTLkt1<$JG<<6xS7uC zOgH*VuUAGbe@#cK3NyBWHTiI>ebU&~C9Gl1DdC+*=<7IRb-C$b=Y@H#0^?E3lF=ix z*DuRw&(CI8?QIo|B-cgUwaFO1#BZN5J5-v#>%K}(GXwPoEuva%< zU$m|i$5uB>2va5d-R+bZYD02_uX1g~-JN`ennUNjc_Eu!RnK|M{2Q%~Rrj7gyhB%_ zTJ^iV&@JI~ZF_%OLGvanM!d%#qI&!GIFT5zYFe$#_W2-FMJVp$%n`q}i5Ev{rPI`E z-S;+`HQvdi|HOrs6J_gOdh+k0?FjFZTEn$YbMrhnrC8@6X<0VU!&bU^h+a-vp#$~d zG%Gd#McaIa2{G=JA0Lal872-2ru1tfrZX5Qs&gIt8@+*5b#qgNzEcgsd=`E~tGfDS7sC3yZ*dpgFeQW9@H z(XfU@u>Jt+_UNL$PDSApx~v%4Hp{{9dGMtL(Z0dfxwQGZ%AUsQy~OQ5-%b^eu`%5! z!UcaZsau+8e2G@s?Dby#DClgT)9pvIK4hb)<=UTTfGx1ZJ0(vBF)N-dxQe7Hi* zR9M-QP211SDu3*=Ri%vcd^oomVX7~8%r7{mVOXx)6*g;iD8Ie=Kmn`8AaQrWU5)Dc zLt`n~N1xU7AQC;AjhuE^9t`Hd4D7XTX$mTm7GbxJ&r~c8);c+4S8kbV;SU_WoD;8- ztiXSf+cbEMSC*9HCHk!5b|6KipS+pLOKV4Tsr&npu zv}gAvL8pT5Y0tZ%L&wPYu>|w%+43BwV&REm!)&eJz*X`BC#0!E#JAb|vL~9pYMuwEhy~y?) zrgPu9nIe<;bF6s8&F2#3^_WYy4et-QP4$_#$9ZK!K*{NLJj<+bpB$y@)RT4#f=6=*7@=dpWm_VnR4h5 z>P=NKsw;O~_8g$$x2#xIOIQCuw?LdRU}EXwajH7^sy6Pk&fY?-2xt0^e4^;fBP86Y z({!R&JYFrnXnaL_)-(M5be!(s`gA9AicE6o^~_EZhXmJkeD93i=sEN)mZqu2pD#}x z5e~TNejr6EqlbayoSQ2n9c8TMP}>FHsjVV8ST!(@+p$XrWS8|wI+&vs43n4 zR386AvAe@J#yk=-`0MrlSy8$FP=Mj ziHAK!K9Nt*5;vU`bIoXKS2-s7T!854y;FjeT}j)cZ|KY;EnCEuza%=5Y_{9J-==DX zgu$F5KjE$}DLQ)P&1DLKZ7bX5I$~vpP>ay^+|T5Eg=*8MJ{9gyx$iW}DzQlTP!-PW zx@}HCz^^Jzth-C}v$t6+VR;Jev5n-?Gd8+{T#RCrf}}Y+D9`QK^YN;q8xsaI-l^J?$*#i)suOOp-9h~$-a8O;nO|! z<=&??%176|Tyj%3+X*FOC(B|Q*fo6)COG)}aNt<_uIrDuEc=GYHl6Vgtb2Pf#8~z* zogARM%qBwD`7L+0Pj7F1n7O(Go5)5TV;92o=z-@MlGp%mHv6zsTfr_&R7`F4$ z#iL_+qco~g?d8#t-KN z`}qO2+RiF>cexBkzTfe;PaP5wI1CG{RxjtN9S5iTC=GsTJULS7w_J1UxlN@|N%`iO z&{DvfeMOCEp|b|%D6zF6o7P7r>g}D+$GJ$PS_PKhV}6=GabC<6x_hNe)J>toIXkpL zQE2nK)>FH)kGfJG@DzH`;@YT24hE^>`hRMhJXw69Vz2d_=ySVOp!0V+|9nAbhowD> z$itW_?nm-*r;vDL#3!B>`D%PpwEYfevtH<#=4EEnMejMXtnV0j<-@3zfoY>m-85g0dep)Teoaj?@Do}j$N3Zo1<2kVsrO~o(Vz3yEl(8 z%YD>O`NvR8PdKnKd$0f2eitVH9a+p_zJFS?0s-&Sb??rk$zW z-;Ij9TnyW7DARQPgMDISuJJTaB+YYC$AopFz2e@7J5{LbIx<1tqQa5`R)R_619g0JBb`GkrIXFpvDKBio3iT_x2TUYL}tdgN!_%d1x ze$nA}4VReXyiQOf&KHjyfd}q>snF0&_OD;`c&)kZ%F=#pJQ!(T_?CT6>ldw_UEoY%vm*cd@J=stbk54Hdii^&o0lvV9&fW$=6`VWjZlTM>fWIRaW=R zT@GdME5S`ynOJOlb!_C7J`(`am!%F>?hssz_fKOG>-MaTMOz<8#eVU+lhvd{E7Ol;GYec=QZbw1Y9w6Z6?SB4P_P&&(OO3 z5gk;ki&R`XYbE?^KG~1jRbj=wn#Yh{e-i0Jg{J_U*+lrrmrT$<)yx^E16oX zFN&GWJB&o#8JNOT)w82$^i2CZK1#b%b=!z|dj`JHI#}q>_u7_2S?qG*vFm4=epbJn zcTkbDkfk@A%$9DDOpvItYrk zXUWgYOlhq8^AgeNi37~2cS*T}rU4`##}gxRQ1r3N9J-kyP5uV&+`2L}ZKPz|&YMSa zOvE+!m<3KZi5G<@9F|n0?pOZU&JcgoAh&#LCjBOnll4Fy2U;}{whU{v?ZD9MMOqp@ z+Z^xV_{~+vc4d}urJ<@KcjJg?t(~1^=|wFvrXI8D#l7u?K?h~DR27krL)jCDal4jR z^8lT-M?Af$)L5w1{bX_Q>37An=t!zt!aTROVngGgaOCT|-c2Z?bOLJ1e87p=w&2Yx z73~%s&B?WNB|v{Tj_zXdg?`UycEjfI!m;rnMZeNk(~8dXzch9nzQ3mh4n`-(4yQ3V zy^z`JzB2j1h1|^WR3sKff4hM4p!7u?d3GpUVy}8*6O=h7`UzcWNj-(e1Cm`=142wr z?W~!8QZ@_H`u3#4l3g=0y{&WQjA`}e?)r$uPH>WxQo3Bm@krA`m2^KX+8v$u0bP7a ztV{*1{TGT8U6t6Pe&=_(r6kH_$F8&W^f4|jJXj&}>Q-#5KOicOEM1iOBpT9wYuGu3 zO0+P;cqn-70s6CP>Z1GS`smKt4Jz@9==PPUS-S%Hmq$)ytcnxWtB9t%%V>`Pu4{^) z_+5WDPwC6*g$zg)N~d$Hpnbyqu9hvtC-fPQEUq!c?{>A$VyB21^DE9PM87@3cH44OVLP3-?iQ|?Zk zrO&W4(4}Y>XPI@UgP znLh;O+c>bPqeYhZnKYn7IZDSVpm0roL_SHyp)=*QPM{GO)bzc`JtVk3bXGtvIl6Qr zRD0-GjnBMY`oq*;mQ}mOvNKAwsH;~~R3xuUk76kxtDF*L@hfK zWUBKYLctwrHdvH7Sm|0;VF(A~p~yDJL$Nx=QMF^O%^`h^%;pqc3YL}!%Q-f+0*_}q z8;h1T@6Pp5V5>=}OYYkI)-cmiYl;>g(V|}O(?8{WqOfLXb23^D;Y_R5_%GeHPRR6k z5kLB>BTVU?m(tvBF>Sk$l}C4zzF^x6!9GUjPW}50{D1u5hwb z3R1{??L|&)AHt@7($u5r4CO(%(wVM#m5V&)#s&!pFWm6ywvpBaf86JH)}kvj-Hr25 zO7xg&BrDKh0gxp5-hAH!fKWX}>54jR>`V86A73Xiv$t>N?k$;U3@cODbLCEXZdw1~ zN)LKytDyT1Dn2 zFLa=Uws2)E+>5ksU?ub$Mcct83+>KSK(R99MXh_@Jb*wbTPU*3%C1-oH;`0Sj;M6q z#sQ!ju2^p2uT~T3IsMOlt=^_(@;x&`ab6K5l8np1nj+Or+4`_E=FLf(AxQangD{L? zrw+?lO7ih|cj9ibGn7X75Ov*YLKV@i*nVD%{OX9)ESh}nD(fG!p_1H+O3!L3TF38b z&Ajh4&%d7`yuM_4tmt6g>wj)9>+_<$qQTOm3kyut#c=TL6DE z-iK`74y+}S&0vogntI5lXULVMB>DdQ<3wPtPVro8Xa4Tp1yw2=ae=tkDof9{A2U6U zh5IXI;byM0F;uK{$n}UNFS=h?6n&hLdW9?TRe{yWaKrlzjwBFta3Q~5%Gz=ICWYQh zeV7^;BBJ)sOr8Xo^LcG_%wKpowXm(YG7>5{H7B4NvV5s`Ryq}5hIhp%jU6*;4xe~^ zijKA`NjdQRbXRIn$Su>Zlt-+Qwdbz~rRcy)P`Ex|Lc^|`V+Lc3ppY-XGMdn?U5;*u|~mF@AMQ`>f77$0(7 zwZU~`^i8O07xqL*l%Vs#j%Rq0Sf@rxhDL6jc7bt#!Bth|3sxW@6hD7O+*$T#s(j$1 zKiLv#F#-_TXpAPl?&iS@puWM%jJs@Ie+Ak2gg$+LJ7Dz+e$KvQ%X$WiitOyg8Pyb} zYHo`G+c1tqvW}ID70&BLH$C)R7QIM3t9F)r%HY|0W-8+$R%OY5=Am*)YfNo`q}P95 z(ty!-4ahewNoA%y1lyo<-+PKOWj~l@{6OPnpKvTR;MCN&tTL(p%z%mq3OyGxo?1Za zSB98~LS2zWV&ng!Pc>tycaJV?iU2sk09`%w<;9_w7a_#{nc@CYsyge*T(8>Qz~5Ue z_lNNS@YCbrJQg#+B2sqIC;xA~<^TDJsAgiGfr7PGZvo`?bAJ1|V^Iix5m`EhQA(kI z_Qm4>0anGn;94holxAGlVU(m8)YeDoL_y_d7L>_I-s^Ent_x;W(P@nm#N-<`4*`w!G7}rEI|-DH z9cY0M24*crD)GB(gI0vBGJ-WI6GeQ;#iR?ANW6ePi6$|O3l%8rn_h(QtBEf#>C~xk zS~YjXLf&ZcykEN1z=nr-OF;4tuk)Ju`nOZUCErf+H}&k_;;m!yN*kb9X+67!FiQLr z!7A(?onxTlStENTQ@h+D_w$X%o@k>mT_dO~EkSjB=DxG|W?wpnGG+nLh3NqkWaTId z?~eNkuJ!$7Mg~ZqD|VK0ZL0lS!%TO287MUPP=-SD{*Hrppahi5X!3(VihKO+b^j7< zw1t`8Y^z4(v=2>iTAEqPWxK8iYPE1{55ijKl+$BsPc)#5hn|4V0fk~LYdh>EG};Jv zY+=COKy|$=$ZG{~LQbBf??ttD6b%BqE1d)=M`dSmh_eFqgOO4+*7NqryJSNA;=^>c zW?2Kq?(^R>-VN<7HF9D(D^>!1RYAZ>MWjC@aZRn^v3j46+#@wYPN&zTlqEGL+sT;G zb6pKF0~Q|5sZ-K+ut0+ftrc8E0I34Y9Ptb$={G!WJGil;i8Bn6B|t^?=M?~kpy(B^ zY?c)Z>i_r+AsP`qw>sYz6x1j);18Oy=chdmoqPsFxg8Suv~wPbDt(rImHpdpOYDzp1j1+$ZIoObr@ zK`Xpcsz&aUq23;W2-&=ZD*Y9mh_qfOZ@X_2+3CH#3oDokhRt2wyrcr6%r1(s>cuGOnV5#y9w^|bZ0V<9y@MzTXRo~Mz;887A}CD zVDXY!m7V#_`4Elmd13xbyq31N4V#Xcc5d$at@i&guUai_pJdM8jpDV6(k?U&K|Axc zPPs7Tu4yk64%@8mv^jExk1S}^JsNj2t1560u#M{2G{vr!L1B~y%dzOPS=Fu)GYHhJ zE{1iFGIp~tWkqa|?uKksCATYpeNOaE^e-IQ%g+bI!3zN+h9?rPmrb)-5x?89Cy}O- z?AJV6#=o7p>As6K&e&b6i>dsqkAJ(mEojto87Z$~cvRKawMQ=GCWS3+3jzWyc3L&n zUXu;E9uhh#(BrmUmAEFeP1PK&zv|vWL@STO3@9vbNA@q$m{kEHvQjU$#Ay4$APQG) zwlYW|rGf7Y?kR z@5)Wr*LXt1eBvV4GiO3+GSkxtVRtuJ5Ja@TYxagshTox(H?&SEm$;0Ta;WYyQKG#9 z^zv}0-$_x==&q1RNM2R6COc-==1(U)tYA4->zf~xpXWE@Ddl(P*ISH2UpwV#7MAyJ zQ*lo~0W_hm+Z(Mad6MaKoW0<3#jtx$pYNl|%{W^S4QOX~{aohZ&l|gb>rqebs`M*Hwl2w(@2=TTBG1LIP-Ax2 z&1fy^`+${eC=)Ds5}OsiiYV#|g;P}{Tfck@hv{B^n#X30F{W>4+T2^g!KONFhF#d* zX*2bkq)^rkv(jPdtuevMAIW#8-- zZ6TMC8wKup8sV}V$%$~57!+T${6o?;e*8Jf4XTgXM(Br#;f}_edO{L% z!4E94$H;1!11|8{8V@|`F?P!m9SIMk0aX4ZCpi4@6)IoN712@F7i(oJhf^I5R^vjZVzf|opiOd=lWESr zxy}1*c+8)IP6au+J2pRkjc-6+y*0zOYDJM%(X8M#V*LZq{@6) zH3o80UNttfQsb)R_@ZQ=tspilPx^e&(!kX8j5375G7kZL*wRWF71AW-SK|1BX3SzGMq)u zroZs&It!&d9YRQI=Y6WL12>iN?5_vp@gqEH>mAY;^-6%=iPY8eM~n?7D*FF?CFU>4 zl?Gx9`OW`2(EC3T;Q#HPLxV*}{b=}yHWtV5m#oSkPXK}9$&E~7Jjeo{ zEpb2OBkr_^$_2BGt^psizCPk!)|07SHa}RbEr^^-Z^X#RvICdQm>aGr3mJw#W;Ujj zLyoZo9(|uMR83by0=(tMpV6X|$T=TwQ&3QXJF&arx@wxnG$PA*ei8E`D+S4_QH#`v zniHw{g|tVI>J|Z+sJjeTL`M-f6g!X`A;Tapn;8HRnz4eo2HC1W75~rU9s@wmeBW|C zjU&DzUg{K^VBz_HX+>4>=0$bnS@{Z9h57pBE zp3Pyw)h-pw?{Ci#5RDiId3QcApzElY6pdYQ2y(PXM8Job9MkSJLiut_zRV186k6D! z=XIrUy*?Ziu$>LkLJTGg!xfqPQDFT2tHWMPfW*tn2)M@XEX-gCTDu34N?ezIFz(r@o-`ua^WSgDiBW=BNXv_4dT?NQ)Gy2sl)65w1y#?R9?sWB|W|7;| z$(D7GrS4cVE z{FxU^PR(HpUI=SNfyGzb0BaHM#S?9B5B3HPMYFD!cYU8} zgzAJ(9ZHW!^I3>LknQLxTJwFhzQ4v0g)9SESGSKJskkN|u94a!j(odFi;T3=9lM!_ zY*0v<85qKnqGaD+G}g*uo?=WN10dsSe7ayj|97zEFjxd?hk)NFH{{diOnP>Pd2d$a zzf=7o=1)C?f5Fm3n4UeX#G(lYu2|P9w_Wp1#0~hLi=-zD!=G801N-QC{yQN+-N@s! z1R<8k%PaKnqGi4!8tVcES*pufdR4=bU^e4hx7*_*%@j)D{Psa?F3f6?Cy z+fYzZ0=wGR9Le9i3YAX?yJiPCh?{BSe#{qUSb%ZtcPIyD2J8ij+DDPQufI!5P9|t~ z1}Y$Td|T{2JP=0&oc+9MQ2(j(H@+am6_89XSXq&S>BATWSb~v_c2-fK9WiVYy4CgU zkVgeH+~;(_-#Pn}M9<48@lSj{?kR?xdMsCrU-@uj>947He}zW+wC67Y=LA%rb61FX&eE+J0OuTZ>c^v6k%{~MMRlM;ZtqC?0}N&&gZa<`eT zRJduUEO;8C^I2R~NObcwYO(0gt2xK2%m{aMUj_#J!H<=7>7rH*5d@&?qviGq}; z8-P}~PxE&ZKk~|TYlYNRWIu)8MJsBNxo^+&u7e%@XlsNv&Ng)$Zeic0RCpr_5(Mth z$va1U$>M>~Z=i8qX(s?vjitueK2Y+>phq|} z$kZRP$Ka?}jNx~Gy=54BcaCl7?qtN-E@VPb6j!c@J_gDi17tpC@mCGP03ldx+~@Dw zLzOc0)=@@*^D9(C@(Ao~^ebQ@?0YfT$Zi8E;N95CO+MaC0@|3KMxSi?q&|F;jumT! zkSh)$-37}bizId%Oy+{K{pUI4+Nir%dbP={z&{5}ilKJpm>+*eqSEpyq2;FAYGE`6 z4Z+WWuEzdhk1%H4AHUq=;n>8SpR)DAlzp!I(%1Ac_$JZE)e>=tT!lJz^Pk23?`N*g zDKa2)rr==(G57=P$Kjxg94MktzZ&xgT)NgEO*9770YC9l{cm`ArPC@j0BNWAQMKpK zes`O83F`i*8;>Q|9w0OQl&+coDIL1xW8l^3eJ1kXS>>Q;-oNnMzbw7Te|%1Cef)|b zCnTE|?EqU@3g*)?Se1Cem9~3upRn7kkyQ}ob#`Ao>$sV8W8p?p&d&xIB0@R^U6aq7 zKw_ZM9n&rr>`J?oHpYI)t`|dyawZ_BiC%#_;`97keotwC=k#T2^CDSB+ikIi8qE^H zV-Zf`(BGXPb5@It6iF@}pyknce)VJvR#7&la3M(qM2y{9po7#$02qjc&3dA!Ub9tb z+dOA{2teg1WDE*{Mj>Q+J!}tqIlhU>`ALR}`vknvuxAyJ(F3($x2~f@0KW|)Vw8b2 zj+Snc0keH^@2Wo-o)4QL6GXo#c8*flrkOj-ow!#tRO#xx4jfKt?7cU*lQeu9ky-kl*lc4ij!BQ3QHb;l{0gqaS#^2QbgXyv8C@^GCUrJPg$voy-H$t8PD)axT zX-eG$X?l0Er--w1<7>n3=FepnYXgm;@g`fx7Y7Mh!o;0UE&kcA)G+{e=ei(N0yhbH zv&0h5_c{3)ptCHf{|QKjJIv|Cve^hQ&cYF#BB7L$KQuWiH=d-AV74OTzH=@j4q-LR z;qv|lJZQgyY#|p?r30=O9Y^N)2MfTozFd9upX-3rd{@DGxJRAQ-ya}FI~|JFHpEER z9JT1@#uA1KGNJ);6yKs6akYiKZ3%wIq6kd*jMx}yEB}JP?A~A2js40prD=H##gB5( zG6;E%9OR~B+aN(;0Q><%X}=B=Y=<=3pj*M+_RPL4?OfRk z!us82D|(zO`L{8M@&*WAyT!Qbw)6Z@pVfTWnxebZt{{U1q1f`UMC07~m2H~Y^G(27 zxlOtDMgClI;^+cE=5Y5G$XxsREv9 z`F#s71+Z2(KlTHcQQTx)HRk&J_JGyuvBl+~y|CSuIjc{-+w=aS_=nv)mF;=Bk=z#5 zt*9=CZ5RieJ-@sl2q&m4j;txbU+>fpCOQ%EAKKmO`0KWID^0$fEOx?N(Uv512zc?@YE?8+n(^7&9hb`(6OYz(wO@7Y zndA#6YS;3$ZY~_@hRJJt?Riu2aSLSgl#B=j%K5Sh%;kLZ9N4f`Ue`mF<(IuYddeOs z%_8*dK`A}!+$oXOS>WU>%;p>Y06b{7r4m1%dSZa}{0c2JLwJWV-|GBG8k?q@1l(*E zc~oKt{%PatH2J_u!Z;vm^pw&0H-_49Yv$myn&}uhxg}2i|i;3-B!r8GO z%+cnJh`o{{`lzqIYNM0kg7>ih)M15yZ9$ifKN!y!hfWE!Svq}pwlG-kCe>SbGaM$3 zOHoSFYoBBY2R=4?Bz1%azT8ik=1st@L8}TnC%s?u#X{-08=DXn@jIK#F9#k5L`UxP zq-0_sKA!1H>U1+9CMiZ++QdmV0L!#9edj$eX&c>>nCNY3vJF4sJqLtY+!~r%jwdex z;B@3423DLkC3VHK3cAH;>*#S-e;Kyu;K~z zyFG3adO36;^kr!kn%-V}>ZJ`rZ zm6glmGVS~;tQ0fU4rFBfJ=^VmozgSl4Klv*CC$*okUG)KzX zN@ly=gw`{ne|JvmmEaRAP�ZBA!bsU5e(=vb`~NmAQvR-_X`m0F)eaO)TdQCe@fv zbJGqS#`_u-+Q{ox_%IX?YhGtum4_l@l&H;e2?|tkJHKZruyZjM*gCf2NB69gZQr>4XR$vKFc1!}3SUzRR5^%Nbe#&QMwM`S|;Qoi0(yoweOK18gltojsk;>3Rym2*D zOn#Ww>_$;a%^zs8DV#vie=WyUtXsoHxryz|=@Jjdj&do8c&pjJ2~X@^{fQ8a#Y5I| zN@cf6(t7pWE9{oNy9;RiaY?loIm15T9cNAc8LM^#q~HV+C`1jvMVlGCJ!kj>Dd8@Hb6;d`AI%x z#}G{0Ya0+VEwqlyAE)!r3(L|jZlR6j$DTCJmmIs^&7|s2?69LmK$5lA*E-7U3{%X} zF25?b3H-bO89(z}jgsRi{r>yl@!Pfgm8|~#$HR~BKdugG3;l{XF_7-wYbk(YdeJv_ zfTsB+vv0PdK^l{6xy?_qIsAvI$Y;zYs_Md^0R; z+?H)@(C8TgY+wE@WoQV_(5Z5(__qXai+KiOmfE|dq_)G0;nHqUkpiDdt?N+TfFwm( zWLP3C($Y%s;O?<;^TrkfiY(#4C>wnf*!cMp?{VPJ(0A{%m}nu_j#`Rgr`gPXjE}OG zgj<1hQVK?f5}3$RkZO+9cAT#h*$yD}Nf1|{{}=}#6p{KPd5RG4)ZYj5E-Ae2-hn5K23K~0VjThm z(m@LonZyPSqyJDf$&Bp#mKGEvttb?7Ah&3Iefbp}Wu>4y;*h46k75Q_fCx%R2OW|h ziV-~0Lx%plaL}=$u}Lv~5X~)2$w=M+WVRbDwknpHnQV==(kBO2ZyM>9P2VS*#xsCB zlclu*?os351#}oVaM1+tD z2k15bodr~@wh-{M|AkpadSI4d7W3YX$*xyf{_lbT+7IEyt)b>oGc*LMS`AwCSO3dH2V+1ftjIFh1L#i2W6(%Hjrha0 zD_488|H~MdWP_i@OZw)K&VVK9u|9c7fGu!q)l@AA6(_j2F@{LQ2ra(s5i{K34k+QA$9)fG2`_h(8Ed%^>9y?ax7$l|+`Xntps5O+I z%?G6-hKI-Z6lk-45}%|f zjWYYp!IJ0kA&p_2Sj2wQ$gq{^k045|0_S8PDfi&U`J&>X?K)(h{ zO}56PW2nt`K>7>M&&Lly+cT7HhIxHkT}cv0URnr(yccEsO&*^wortLHMfblevmeD z?UQVI{s%YxwN|>g_n`0A78ZF9Uvqn!S`}2h+O5aj&$3h5oyEgfc^dKWzu*B}L>b&2 zW#AdYAPVI8k01>2P@V%_j~<}?-q6^8M5G4zu~+HO9rryKb=Wd7J*8kIsKY}iE7Aj% zb??ndP%Id!^Zb9)yZ=m=P`KV_wrHULR!UYI?JWe4)d806s1MmX9kF|bHn z#p>7t-d6l`5M)ci(p3s8{w}mqJ@<&?SP$T$YVU0IuH}`@h-q6G0rnx|-|@XZaY^e_ zckm>GeM@Zw~thW-(dD=ZBR@lyJTsDT)`pQ1m=cASHT7~LN7dw410#@MOZ ztnBeyxN0@9_zp_ym(?8gs}u?x5v~Glh~*>Xr+vSbwqZICNWuN?6%}cg4Ik^lVHkxaP3#Few~(Krv}&RE1c_fkFJR9@F!vy zq`18+oG>geKW}*4ijN5ax2}gL8i5wvn>TOB<~)Oj`!Wbg{a$Z4Y`HKJ$h#f1gX#R^ z$v?fn_2+=dttA;fP;_kA7&bGaG*93_q_V&-bf2>W9@u`kNg7;i_;x9}dFTSR{XDKa zsar^!)_vpFk1(y%`b=e-U_}i9Ku`>l4&{B&xg;>rT(uH5hThkn^ho>wQjh%%=xSye zy3`yEd};h+s1J0&QZ`$fv!*QD`XNN4!N&XJI4%jVmKW`q*>i_Yb?=dU+R_vr=1k{0 z;JQx0TinHAYc-7`4bWbY^GHpV@$l*xsvD+(F3^_ojES9v((Ve9W;5l2YRPHAxSR!e zfX6*HDORbN8ADG4_Pc6Dl*ryPaHpE7HvQm@wzwQaXSM-7KZIcMS=a#i!xW%j+9-|f z^ZZCpeIqEMm1W?(vv(9%S#LXV=tv2KkN%_s9V^sMZlLd#06aOOo#+IS(_&~8p?zt= ze#mRsbe{hx+b3VQXxz>rco6ArC*_qw>L?G-#NF#BC_rm#43%aqq3}N&L&lGqvX%oJ z>PW&WQMVx`im;|wcn3>yZkK6=%4udYGP`f=3^R^rrV*uXIU|`PO?Cj3r()sK z>c2S<=YM_k#X~6OWl_h-S3lJIcqmaGC%`9qeGtDbTRNPs z&WX6b)}cDk!XR(dcpn>Ge1obv#IEL?`r+2E-r~36_-SdbAgnZ($}^^f#6R%7azn-F zPB%bbL`IF$>LM+KjFUxBknXFv1(XV(Zq*>Pcy)e;86H=-4>0}@{X|;nEq>p&@gLe6 z>9o*($s~Q!k(LrcYe>?|0t-nN)UJe=r-Y9EEd-XdqDZ_TBwHgn=g}W1Rf>Q9fxZY^ zqbSEDgUh=Rw*CR8j!dn!lxpxMqHlAth^x_u3T+M1__*n5a(%KFL;3dcHiH)oB8_B2 zo@G6Y{Yi?NyH*RLL@fw?jue!YYXfG4Ksk=w2?&B+h-;jRF-s%&D+ai00wB#oI{;ud zhmIt;?G*Kn)&G_^a{b>Lrv}T* zuOLa4z>AGakX960#8i!o$N|xe*J6N+*M3f89hP+oV&O%4mdy~9Pha|qgXOZ2O9@hq z@54&y5YqQYz%``DQV?zc?rrP3uBu|2Zq}7RgldqladF^t>d(_cag#`}hdT^s zBfaIw+Z@a{tCWj6;q5&QfkQhW*z;f{3~AkWo@2*+d5^$rqBc)wgGcD6=Jj1a=&$R% z6{!HdLLea==A+@aFEE&YlNT@9alR2cTeK-I8{GFz+N6TF<4i!uUapGA{ANbhmS%-y z0>V-tVjxt6r69+`i&`evorlXEk;VbwLnxSJ`wD15`2m;iPv{CekFDA@WBbtx{(^mu z8@xL+(En%J80EPRQM^yf7v^ahbS?LJuukB91Th~iOa+rEQX2z}EDT0$uzL4HI|8Cz zdJa5<5F|Bl;)r}M#qMGzVr#Dc)bAX({*769>FT=nvLgWf>d*>=k%9EhOE8PJ?U3n_ z*Vk-QZ8^g5S>eg1|7QTJQZFZyc`FX@zz8$;H1lIDQnAYDQ#Lwu`sq|*z z@2?ZeJ92xJ)Dxa<87WR)h_qttc^sYR6auGj8L&x4vbXD?7`P0&LB_SdM`vdKaUca5; zcF<3*PX9Ir9DN(VfFN8T_4Gi>aMtRtWa@F7<(C=}Y*?W&b9+=Z0`r}3K({X|R9@O~ zOV^zR;SZb93vU|ql$U4P*BH1hLbJ}r{fEHN^pC)hzAz+>BeeN0I82HXT~l=B8^UQ* z|A)Xp-OtvrJaPiobj9k>I}k5$YDn`W+WG&G8MqkYDAKexgKg9*=;rVEK7>$O6u-W6~Hpe5>iwzr{<4~_T9VM zaa2=}g|8{@(B;ML3J5cp%5hM=nz>VbUOFIp3pLlj@@Nk@%BcfJth%N2bl$mJU?NQY z8l^!KTGQO7wWT17G zhnT2OD4r?QMd}CxM)%`0*cq%8NWWv8TX9!mDSK%^1@enfJgiuey)`7TD5F{Y#KOt& z$#~W!g^y$J&dCVBwu@@tlmxFf=v?I57!C2psr<8!5mR^C7EjCAG+bx##YSu_*8sY} zgRo`M-|3aCJsPw0U0aSHDTG z{GJx?E8XKYq2r7;m-+Tz@^cqtUUVz`NZIk@DZP7wEaGmN6E`gW$_|s<;w>gR+Th%3 zqx&}dL7XCXs{6ybsN8IWH!u;z5B!!le(TTA%zc5A=){3386MAakaq7sjDA+hBJ?p= zgtF*C_#wST{sa*>B`I7BY1)$)mp09-&9;J#l3So#RE`eKU3U-i4wVlNN_Z~axA?)j z4S!#5a`1D{^a`bfAL8cz@r84rHq%t0{*I*qFYoi-D)hSCdh8VA(Uj1*=r2W+QU@5g z>=z}`{rlDbt+j$3h@LRBywAq-sX>gs z(y2%7MmkOp++Lsv9|NdXNFgtwbvg+xh4CyDs6~Cm*qRsqoCqtRbu9GB1zdOBq7`jL z$DY`Td}>Y7#)fZ_mAJzaqS>s!9k#E_Jhz%9g#4Va6}W_NEml@8Kla|x62V-!VV%d2 z`jD$oyX7Zxx!T;kG>%@SRrc)meI4tt03LI0HdIa8s%^AKx8PU0V*1wn)*hg|MRch9 zI`-tAiLgErO}jC^m0w%=LGz7Gr3;d_K%R`mosD26Mqsd3I&TR?R@LbOGUXN;h_?U- z|D|R5!_&TC$z@XcN4A*sKP|`p|F8G|s*L~U!|#CON>LTEzVm{L$YH@jX*WSklYk_u z2#&Ilcfql7$u+I*1O(}T#>Wb)uoD8hA+%g$kV9;w)y5KFn&j|Bi5Zj=! z?H=eCA1Xqh(z)^c=qCa{nxMXboleBNFUo`t$^^iP{@L`_n!#LX3QiEMo8Y{lsCwfd zs`>K+@!pnDJfUmrktimi0Wkd?iME(H?$fuHY*=Dlm-86Zoi1bDRE+r84-TQ5l=ma- z1>bE2<8&vXvk08t1tUjmqAK(B<@xE$W8i0tc+`*i+n~-nwI5EzUdWMqA>G>GNC>{( zP5*K%H~nW(uh_c&y7&>CAj+*J?sjsv6&%EZm$?az4a;$FhGz_MN7JOXpvCvbevRp% zduFn@<(+!NW>P>ka$qrJ8W0;4w>;N6E5x=PH~FqsX_k}QIXFr zBnFpOhjB(hJ?m9B(oqR%+$zSClS>P9LHWzWar|r<3r_VkaViO*0KnRbYWhlhQ=$RP! z;PHaDtd=bL@NTyIPB^UU^kj`7I=BVoZxS^(7>3%#CI#x`f|yyOx;Y|%emkQt+p@$B z@r(Fz=J(8w4FIt-}Yw*!UMGfWNRX9ILC||5|S~Y3)PodHWzB-~?AkWX2ZsfJT@QFkK9@77Y z)m?gEmHcbYTHAiY|AVpcgdWp(LFe47j3v*;|BZLYtF)ZkYezNo{cyz`tThw86sJX9 zYj`S_birWk76KXY#CK%%?TQ9@VcG_DJmGZxe&0&u&{nmQmG!*3x=TpXir!RJgG@{} zPH|Dg#r)}@B%=`ZlYWD<9f?Wr19U@_4VN~alNr+`C;tEb2}yvMjWZrewFmRt24PM%%3_r}2lLbth{BGf#NtUx7_Lc!NG=7>VWn5usf&r$Hj7EyKm z`e%N~0?uUdVrwzXpd8D(TE%7#Gs1~#LlWSP9vn(F135j<5v1hFeUX)Y_X$LX672|oRNMNrJMZ`>mGx51ONtFk1Ia^f0Q1eqi|u1Gf8$B}q) zU;s_%RNa5fLa_>^Dj1mcjs?4GZPG6O!a=j32N%379_i*EH__{&wY{pb4HX*uIi_A( zm&@LwpAWE`8ShOLOp;B%E}3Zubn3wPJy3Jc#w@|5q>l&9M)e7&mYO)Zcf^&mM^YD9 zh$XOahW562ZW`mBZ@B2LHWI7+YMG3+BO#j#6i2{iKgr)cwY3DF`-)w~yM=QjJN`x( zdq&i;nZu7l>$R7yl+~}h@h^IF$+ejk1P_EThX=aw#9j-MEZen_b>q22a_%;-UcaY? zK4y1~-VfPEC)vy-;ide%gQXA2uPb*wPhu<1L$q+kE311|RM@X;KGsXG$ zb;S&y>dCInq7ub}1T*!j2CgD0*t9PfjrHyI%9oz8m{%>iIGmnJM{*mhMS1E;W&ql` zerLxzOQI#sa~>JL1jAwP| zG9dkT6ZaGnpk?L8eIMw-ns%`*@8%)bZOP*e$}@)5S>pXz3RTQ7GbP}NlJ1lGi!$T& z7xO-PmCdwrH5Av$4(oSnRo@L)$Up^X>8?{9+X}#(d9D`KL*OMXe?{>{-23oHZcjV zRmBIsHDYC2FhG=Q z_k6?s2>V9rF2Dc4qd$MEq##`Q1Vxy#buQ-=OEmv0(T00R775Zw9LwL%db(*6DGl7B z+jj=b9^Dzcnyoe4%7OCG)Kk8U^;Yb!#s5^SUIv6Ac>V%C7u0jnP%ZS~Fs4#8Bl!%G zvEuwFHTo3+8WBvgIjvG2d%sXx?)ZA9$u0jpY;v!QyWn;ZC#g8^zF_l>VRNpg>RTaQ z`o~w*dmadGm%j32jB!47EE&m4X$5LO#$U{S6P$yLh}f2ppG1P0U+;D!iksz3Cl?@o zub_T*MVwU(z=u7g)RFq@yFQr=P_pUL&oV27ycF(l#1nV8twjtM$ac63c*I{38k#S% zq5CGa;u8OmWC8&Er=L(VaEaE)LcF{2lCv6R?UX0m5~U*^#E@Q!>Z6zlY@gkrGDvoh zBD5M>GR#bi7CvAHK^M7RfgBlMkd8pzpUd+a^%jf8LRmGs<_jow4-z<0dp@nTev+hD zZ9ROK!@Vj9Kx$hG5LTW+pzV@bQjIvJdO{%~Ixip+)u8@U=Ms+2ZbHXv8J)SI8L*}M z|47TaGcDCUm$0wm@mz+2cZYl#S1+BMS9hOr`ScHo$BXMpoLkIPn*M(aC(a<+c1mR( z{O`I~?yDWby8ADXbko6dZURq|_@n6fnq$S8s-w75^Mg-U>Hn}6TRV+<(>c8$imeoo z=pOlT9E&5wOyO8?ex1QOsbH}hi+}x5bmvi=J~2GHrh+-f>+IM~O}tZue{&*9RI%T< z>8*hObRr|)N#C+I=;4ikSCGS(05lkvUgY9+rc0!@`XTcaz@UN??gWu>q*hfumavb# z$xGgQ1oUt(!F`yTVLOr_5cbaRcj5UrXHQsM#PEb+!MyrJAg739=wsXm?IW3Q&XO!1 zCz+FDsA(J*&+WFOE#xhozCjPFLhbBGk2ZA%hm8a*-t{65R04Hp+Ys#pda10P_XXJO%o`mo6{7 z$8gxx2~wL?dK&i=Em*{jeiLYzh-pV_;l?jH@(tnOsnuRd2Tp-AvWQ${2EF@h%tzQLynQnFDMUdLb(Xw)#Wfd*Eo^d zv(sF2HlAU#Q~&7L^yerIMvK$6QF%A(DCrS{KbOkxaED*64i4p->iznyMsxD5HqB;d z=G(y6zZie^>a||J%vFzU)hCqr=x1FnM=ti>c}U6cc4&2RJ!JA|tKxw%@zU1QMRvLI z^U=Q)hsH&6{}}&qN$(MF;ozDtYTCukh!cDIF7)!3nz}2wq2s@wbbpJcM|QgeRZ!mO zAKenAV+R$ly#7E{P3Rrd0r|`K(=L5}9T+XxxXoL=Zn=i;Pt=tq?seMni!51_pZ~UL z;LTG`M8@zD5&-wX?X-vA9$f6vYk%5Hy*B->`juAz=}%r@LJIm!BNst9V7)To5z(hH z&=2$w%)CiZ{P|4(diI|ezpmouri(r5V&n4+VV&G!wIOt)QahGG6`DcmG#0j{l&n@+ zJMftnN@-cvq<7Q>}JN{@a(5BE}aow!Z>(diY8GSS_l+chz>F>Wz7K zH4*JrfHV=Bq%w-FF@#nIh&s+83eTnQ6NM&0bzR*VygA%qJyyq9su zuu=U3R6~{%{x!iK`{B*qm)M+34-J`V+32J+E%FuQQqC@8&hHZJ$VcRIk{7*CqhU4nR%!f!KY%Qb