From ddc34675813097c22720d908fa9885cacce0e0a1 Mon Sep 17 00:00:00 2001 From: Colin Wood Date: Mon, 16 Sep 2024 15:50:00 -0700 Subject: [PATCH] initial tutorial --- tutorial/feature-table.qza | Bin 0 -> 235589 bytes tutorial/sample.tsv | 285 +++++++++++++++++++++++++++++++++ tutorial/source.tsv | 16 ++ tutorial/tutorial.md | 314 +++++++++++++++++++++++++++++++++++++ 4 files changed, 615 insertions(+) create mode 100644 tutorial/feature-table.qza create mode 100644 tutorial/sample.tsv create mode 100644 tutorial/source.tsv create mode 100644 tutorial/tutorial.md diff --git a/tutorial/feature-table.qza b/tutorial/feature-table.qza new file mode 100644 index 0000000000000000000000000000000000000000..0afe901f462c1de6589731c6e504fadb7a966e38 GIT binary patch literal 235589 zcmc$^Q*dv=x9=OS*tTukTCr{0wpLc0tk||~+qP}%7biFWb6@VhRkv#2eICw3*Q{By zdyLN*-=5W@yIMgS6buyz2nZ5L%n??z#miX3=;zJgr!oIDQ&tlW4ihdDIuDVaK@-)xdh9P)KCb8PHQ ztV?W?l68x+^^L5{Z0yX8^0G2g>>R)4j;PCMe>W*PNXybv(MiEc%8W}!yU|F|(aKIq zS4SO5O)!kh($*Y|*i@QeZ-`AI z7)q#AB%?9ehEdB@i3-b8>6zFG7TYdv<`PFXH0^)2B;c=i(j|PZogH;{U5rS-1kq{^`T~)3{Ih|Z~^}@${-ln!ZJrUb{YXD%jVkZ-4wW)|RE3KjbMCDH+#tCm~ zYgSL+JPi4R{MQsQO@^9L{iKNEr_ug*MO711QkImLgL!;>bX8^Cm!g%L9;KCTQer%i zqLG@ErJG?GZ&qStW@MgYSz_7!f2;EUoJV~BU6&3{_HL$jhIap_rR27^nraz#xL0H&A2G?sI@=gI zgN#nVa4<3(V8kSC$YWG9iR^PbYWol;5}g6GoH4Ji=dFqx^Myb!mk` zX?fFs;Rc}Z2H@GM*;Qf(%=!x8kiC(X_3txb<6!N0CJIs{5rE?Th+EmEuMJY?{ zt48wFzw2r}BYjz|42o|kC)?iFFBlCk_&BmC$727Llr$}!ijS((G()2_e=x}M3 zlm7zTv(`KauIY0JUcHx<#Nwz5SW^fkTbje6vwqMRv%UKqwd5kfBEaQge;#-EFqX19&`oxgO{(WQA@ z9ygUOxui)&+cB#u>mR0cQy#ig=*o<&B-X`CdI>7&qQ=B@!yokW)ls>=8rA1rf(eEB3V7#A7}|Uo7P`bYq@APb>TVXX-v!p zld{r1`=@1IkWC)nBbt&Uk)ND{oaaX>105D$9O+Ax3-%sTCH*1DDdYkykq3gXKYvq) zuHoqBd)v{zbO=u)p+-WGGh%L%jHUOd!qoQst-C=^Gbpf%Nr8~y0jrDtSW0Jsq7Qnm zq;bx1LQ=?*Z{4>=xmE&IFU*QO;skV3ir0)T_YD#ACZom#X_@qj zD(xLh(;z*-aye))1@SPkwT(n+>2>IMXU4+s;q1ehix1Nq-gJ`CKd_0&O}blEOl+Ty z!8OvSM<=v~6jxAQ+?JZF;@Zb?xL!~yp9nGv*RzeSKc;ag zf+9G`qIOT@>tSxLKrNZ(b@9RxdEj%(mmrJA7U-~|!q}h|{-FZV>9=b0l)TxH+S!7e z8EM$84JMAxxVxk{s-V#}Xg?Zw9R48^ktYD3=Mx7>O^Z7v&C$-JEC(Mw>k9cC#RER# z7z;pty~xX}0E_jM%vOpOjvQAIixiXctNSOE)<+UKKl5) z+f?1E@UI!Z>M}BXy66J)_bsSaN@Ry9o%ym%QJLnXqReXOozXCH>#C1mS0`>(gkLA= z>Y>@u=X%%L#y|oOVq;g2&%zAeJHSSaVSS_z}Ws=$tjI8EhSa= zpzse@`QBEu0Iw&J>Jco@H5g&W(6y^dmn@c^c<;kgmUQ_4Zyxm*4Y|P{$6> z%j$I#g5U0Jo6bBZ#Vwbs*Gy?bOw|DDlJe1w!B*HFa8PL7EmjG+Dlyq!Bh;TDor5DLQCGl+zdWWqzwkbR9Y$JH;%J7VH z`=g(M^mmW>M0lh5)A!oFz)Z3~=>K;C!SO#>&Hwjm32cVXKqqJ*pbcCgAmRUkcSGa< zEXEA~_v3%ns7aa|F$b+kzBx4x+1$WtdKbqV+GgmWq@(08mqx*akRTEHHqBH@vPxTO z#{B%Mg*Hhx?(CKZzZO(cH7h5|lyM!=JD=xIKTE(r9=j@^Bd@&FYl}-0yj1H7DVsY? zR!m&yYwP7!I;lOT2b?yn8MKjlh6qm5p5Dcp$0JOdWalqa8dpmyeADS4oEpIAtQz#I zsxLyS1vI+WDkHY0&f8mPSKEKPYsS%Qja4}Y;pleA=V0bs?}f@;V$@$nJqgWXZZOwg zKID7>4r(;p-?04<%9AbEAWsfbpg!hcuNy7E9=gybq|yOa!rCd-_Ro<%BNJ8=%!;U{ zbyaRY8Mf}kG(wrGmh}9-_sN!_BhVN7%f-*S@-dc`mIPX;b_V222=jin6lf{@t$nh7 z^5{LFWg5I)Qg;A2`y0UNvT2)+Z${3o?bGA8FS`853_sK-b=6$e>;W715bw4lg5Ke9 zR)R~@CfUi=+s*|sJ>~}zD1fdFKb^sS!lmV<`4m&2F1Qq9skRrh9;}%ga`vO!RLQ^P zB~J5q%s+x1x_KM@<9FWg0oMY5KSdb=^fRwEt!j+#2*+l`4i01a1baOqAR>8qaaFEL?ubLrZBe<#3Gt^M7=n0rAi&k_OYCu{r5+l4>JO8Nl*}i^{&y-@j*0JbYtiabx z$|r~jZ`CK(<%D0|B%b4Ea;5n=i{*2qQ(6K^8h&Bl1ggraYg1z%yn;d`3ueIhKhjfo;WdaHnM z&B+ZZs+db-8LzIFiKRKA{<+c&^Qy$CErWLwqFQvcGcj8^QtFAle?(@TAYXAKEp;GE z1jLxkOmyy1Zt+BI2qs>>5V}4yRm1x45N}Vd1<~-Z_)97=lrOZMbs^y2vV3lu9qF`= z3*;pP3>5A&Nhj$%v2R!r3*Mq&lj9N(!2&l)oybx{upF>uXj}+p^=NXmiZB+eQ4A(; zl2pN)I9OR`v0wn%Jk4LS%;_udGS^8L;)}SE!K4NB&|inh&wp>u z&>>9Ax5=vEi_sekg_kKc$h0;1uO zO&eP>$7b@_Euen?hH%jC-juORzzos&Yht(?WZ_N2IKt=C{IgroG6WAuKbqwSRytKJ zOjdA?#$5=aCM3ch7F+#9Z#ETm^1@kzqcCJ^K73-{h|5gE_!qpMcf>ND5InomIyHIo zmqU{PtoY6C*V265Y{-fWhdDVroF_NTG|M0IK~srtkL0&BQ=)%^>*k=*g%OYfLx`XX z`|us6YSV>MRxZ~35BSu=N#c*4s=Cn7a-;a=$SY9r8q*TRfB$9A#GSW6JVRvwVUu`< z%z}1rS&M8ZvB0*U4pu-iBA1)GmZ(+3kjWeQCF+i^Bxyx)62IEE?hZuZRYGE*mnTi}zshpU(D(!>5d1S-E*C~C`LI;2qRj2=tbfVd2AA%N`5h&CuKI#F>zLY zwd!M{ALmoDQm|q!g2!wWM>YUM^l~ZjFh^7BPP?80R|E>x7+zI zQIKmCX(=DHGHo-mf6(4CE&N z6@gY(rI!M+R0?@BlGjm!%L(1ca7Qh0GZ9r-klP8(OBOVxrCuDv-t3Vao+%GX09cIV zuNy37T;x;oRN-HdoG0S@H>YN-TRKnXmP(p?lMK%Yr4`&=!x%debk^)u%o|9|xqql@UfFOZXnb!4XkP0n>S1sSP~+>)e=% zRe{Opc9J#_n_#_3W!l>ta39P9yn(zV{8-rJ7Z03}abOt=j04A#@K}w1VGj<(^0LGF zg3GdB!#;_K&#JDuPbu_aIWGH{8(B@P_yKXlmq7!8IVMm&4Re*Zo|L$UNN#d9FULVkI_x`W095GMV>$FI=$`VDf6 zDVMnHV=!QX=w%t8pL{?_RUeAH22#2C`B)-o0=2%r zG`?iJ*VN`CsR=3%X+a?7wwVt}BP`+1Qk29J1#E3fDG?rK{5|pPmInGZnHpZf8)tFo zv+L;A6?FS|8qb=;X1lROuTZ??6IQ#0NXeVZ_{11QEkt~e`>@c zZwV8OsQL>dGzFwy%Vp~d2DcXD5=zgDt+_Gt{LL=Ym!kqJ!3kOUlKG%7N?0!Lq$3ok z#B@OvUX%zYrz#UniJ)DYtFQ1ukSAWl`ZPMqs?%DQZt-*Rydo}i9-Uk1ZGCg7FS0@2 zi|$Ug5PeT5veW#v0Il+R7qD4@Nnc;K2d+-W-GKU)?LyWgW&tx~D)_k!eC* z`L|!X*HgHI^BnDg7e`%&0q3#u8FQ&)`gA90FRb$)l;~zlWyj%{)v&L(4@4=rU8p0a z`A7h=L(a}{NegqE;B=Rq(Ayyin_NlXWAwn{QEVJG()2xf`R$)mVS$n}c{HC@x(;MqNS3kg&RvtQTuWK{#(=% zlP1$rQTbaMwpb1;93c2NpO{!mMMZ`1XKNz}lFuCSM^W%kE-Ww>h#@5DzqrW-V;aE6 zS(fv)^G?pm(1Yi+f0t%kcTbip+?uzp^-WeHo`9`>qrnnLZw|XXz5%=e)ULiPhi%HQ z<4Ml1a)N9?L-FU3<+lkyy?dA8YQwVIg!>CSm|?_m;R^88Zo83F<@#M)a}u5bf6F%A zbLF3Wwc2d@ob%QDc$aRu!{}|+aa*8BWNs8AngfaOe!+P@dKRWk^gSn_`;9Qu;nLpo z)u7J+_Hmn%1I`HK1DXoK>39jF&t<)=zoP;2;x+BLaMhi9=bziN>OaWzK_kb?O?=pc zGIFcGKlw#79b>umQo}hiFq6rTY#Yq&eBR@(OY=pR-KT%&CV$a8lhgBw%|L!Av#1~I zHr81)RZ`=>T-j42mhYY>l!xxU;kAua7! z&A~U>_TzJ)dpCcLCd>Wtil2rhCtPvJx9;|bG25>G_1g}>KEqP)XaDfA^jxg}&T_wK z{s5)l@H{%FOl0l$^|*4k;`h~r^F;>IeHbNRJJk41$Iac32g~n8{Lwg-vT2CpNB%gG z`nixS`%d6a?6zj}UD1aPq3x~heUf&kF6#}!13`hqqmJVp+69oicB{UYL)69yi_Exi z5zgV+vh#WYZhpCz;NIZ*^yN+9`R2nnbHeEL>B0rk$W7_^`ph(QYMC+CMR2cu&wP4x ze4km9CUAer^nG$1>8WT;+dOm5o*l{h_SJBa(8V))#@?0|FW5#&;?TS;sUExWN-(ynIFlz0?K%D@(yUyyM}!E z=>f8OdNd8B-L(l0v^+tyV87(=q#n?vcm2y@c0~6QD8{ReuUC@69f)5r4gjk-!1MIi(69C2IkH$AYD7!yHe{mMY`d9nQT^s=d z7=K6*tA9v{ADt)!e?Ee67W_~v{&XeO`pJ3jACyU^9fe(N63%7AA878P87YGKf*Z3{b-%JGO-0D`Sx=1b{O-X{m-nZUN+E^A4)lcxd@jrflFHH~yOn9~7>_+f^wQc|Yj|^ZxiaDtMOaz^u%mA%C zIjIY_|M0iw{qPgmo&WG_d$oZQiZHl?Z7xq_0l7aqnfL1cIQ>`l6NKh}g3$g!Lwx!{ z1C{(i+x(B!=l{$x&>z$P3VtHN|Btp3|It?C2lVj#NWWt8+g10;TDSd}0OqPhBtI6H z2l?~q=@%p)N=!uUE5e)Sm*4T=Nuk^RYD(0bE1n^oV9)CtpgO}>2jKC~_r>#9 z+w{|ulVIl>%etp5K`8WB9pZ<;;8%ldf8AO5W9M1;ZHlXKuYbGTi~W0!?e`?8{>ahr z63d1!o_h!I_swbwFXPG0*MmT0hx98OU;9y)cXqh+ttO}@DLlz0h$a!iyXtK zPuI+N63fP?^T&t()>i}X?aayZ4ezb}d(EZ51gM*}S@XL;55kA}=X1`%lYh&OtAW?v z3&Xmn_Q!*ct+oh<(@5LN`;E`Z_Xv} z7v1ZfXAjtu*}nE(HMx${QCB+y-=XdRe{=oqi(mdZ9-&A6YachCm9tIXPu`ywt=qrf zYc@W=hrTA=8~DEg-;?fq!*3fca`v@?B^$20JyMa$1AfpePv$9|Lb#u$AbWqr1;UUT-U zn^i_-f99?L@wDt)`ljr%6&VJFCYg(zUKUrMaT&f5%i?ZpuRtkE4f%^r5f)dy1q^+TuDvg4E@g-&-@9^4Ja3y~{>{&!XW5Gl`N_pJQ2mcc zOFT?=<&xT-mk-OXi%FSJu$%v7o`6T0BS~f?ZP|Zha`97D|D(%ti^;Lrj{9ADn~Slk zBEjr@=%M@6yZEVHn#GmyHnQ7EOP*wM5rN@5|DkwA;KOcman6k8VO#xk=lkZh<#Xf9 z)=?u;lMdc;NvTW-dKQp>if z##3Ew0!|^7iIOuRu`C&C>TDZ)7Rv&s@{cRh620fiE;h?rQBuBi@@T3=$9UK%T!zqd zj{!x`0key?55zuIYGL(+g-rV;Sx!ded?3~@L>g~-@A ziY#$GSz8Fjjj%jye0dDKO$amX@gJ&Y*jX94577RV{qwnYx=*pYRd0(HOcU=u(2<={+KYQ#?puyc;wmgXTWEg7OuHV^jRTqEJQKq4+iH3mq z!&@RXt^-#^C>dzgjNk=!+2%-CRg)wb94H{-&7c3FLsSOFLZ?y5J8_zl$7!Te|8~5^ z=krE4QY7(4dwRzlIJj@xY>SPARWc19kINr?LgtC^4lK@B%2Kl&1~sz{us?lsa3C_x zlcU3`Y-E*tOvK>(Yg_vCS0IW_XU=$cbi7guV~8|9z65_u2z%HBa~9*k4{$5R`iZ&W zi4;zH+)F>yf_1GL=<j#aCGVA@}w?!ro zkQq#ta;Zc$x{z<DR+G$_9)~gQroc7T8L)$3t59nu2`MmypFf>m-<5!AVo8F-=*q z=JF3odM#?1iV7Q=L@_rx^jqR1@Fqcf3vs9`iv6>;x{kjqkoy zf>3`%6?v!}7#;;IJK_39Mytb_5!uVXq$$TR8xG72HoTyH z5iRrUsdi}=mZ%&jW9(MJjr^f3jixD*C=>&+&){;0#emqX2~_45MU&7)c@I0X9k-vbDr%&G7X#U2LRz}|AWKL<^L$P3a^wGRTl#PM=3MK7nB;)CVzX8kC#r2#inIzuM z6Va$1GC6S6-22SJyMc{9pq}dH5ll_d(I=5`oepGoAZ0tM zu}#t}#u`vzSUmF3`FV?-$!acx9>Tr;OW=L(oEAHw_t5!=L&1$GxW4RdSU#n9m+A?{ zbdsEQN(Hjxz1{h7#$}!fzbe^L5LguScL8RIBR7<-)ztfy;kDu2jiIPYq1$us!J$qm zR|f6UH`i3)$gT>Z+{o5&h*P3nzxM&zvMpFlz?(e8){g0v(M|%fv=!$(z`8i7dA?5D zd;K{VwfdFx(yZ?VSS!4;&Z!EFO^b3Rtts83zMamsSho(#iK2PWTV(Xr+nzOr9vdAXk}g82o6vl_q4!POk;y$dxDnpXL{D zYk72PfJ=R}iH+~R)Z^VR)-b(!azfI1|w`!+>78) zL?w3m9V0PS&IbtR-ojImB^~#D!g6#^p239`jpymGex!1426z+~)U__b@`lujyq%Bi zKhFJs(xw%q5DB9g#hAg?m*q0rZs`p@<}=FMVLtq+9$k+@EaU}ne&k*!rEg(&g^%&e zbN>)m_C1Dt9-H>#hVY9MQU_Ik)u~rNG)_TXrgV)PvzltFBxjtCZO?*S*^UD@aJ@>r zCZ@_qsm&N9wgtrz(G2d)!Mb0C6Z?78wn{i;-|u+<&i#%-_-l~uN4J*jZmFPNJG}5d zsCXwjKqPZ`(%qHZnX?Adf~8PGb!J|KnkdpbBpb_c;!;3Af_p3&4iMuLtRvlgEIKM_ zIB9DbA5%{r5>PI~*%u2dna(qk|LpO=gmql-h^J7GI@EM#3gReg-dfQjakHn^F|?y@ zNUV9xR_J%WVN6lBd&`^W*`gZ#)oW8Gnynr&9t^Zui@*7xyM{XkJ@p5YK4i1_%_l0u-C-)7*Swi99s(HhC6XeCQ!9d z9D`c7^P3zI&*d?aF;wTjw8IZ_4uO#QvnqU;+}z+_;lsVF@4LCD9&FLdvBtJEj#_o5 zTCun-F^gp3P|7nLbeGV}tu?~p$ZbJb0-#EbdYu;Z?su@*n1jbOZXznq{AikpRUw6{ zPv6`0)%=n)Ax$rB)ODitv2L7!5%_Cs@x*ETs@o^*_bLw*V0sNNJCF~`q%}y{XDE2v zSNUYq@MQLJ(Z6l(NQ*4tUG1wo_t(_o88#YI7I*p5D`k{!C^n!Q0ZaqB(`*`cHBpg? zrhppWTPoI&;ceO{1tuyDm{#l4a~%TNuP_@Q9{tn+z_LphM+SHPY3^Ufff8I|d8)og z9_C>?M0br7L6WO6M6chF3MVaeDF=t?ZZbkI$_zDS2{!hP6wWP3dg~o@w>E?&rgY`@ zIV-twt!rw8>D}&x+a!NM`)3~m zZ&*ne7y1qaAAQY* zh98m7?rodcbr-n6G=B#teV)}|2qUsm=V^bXfj-6kZ~dc^mfpY@Wswl==~TMLR003j zded$H#+h`sR!C+f#Ri~zr-5`f=lrq{Jmm|EnelNCG#etx6tRz_a?feC`S9Zw`MR1B%e#k%Ddl}d04}{7~rS8F#G~!o8=o!PI*!KGR)_+3`Oy+ ze7|ISsT-u`MG5W^W;jP$(Gs7)8O*d7c$)Es@4Bwsd za$;tznq*q|<=$pWC9=J?$3N%K%W^|8f9U}v)D^#ZBn<==y8+%8YJdn)`(>0>9$JC1M97ufyd^-}9XY^yThh$ME5~TX_b%&=Vovl$~R3 zrJXd27~&LwP-DmL9j6jb9U!h2M?EAfs_xa+mC6Yj!%O4&z;I3Y7a0fW&qdcODYw>4 za#&2LQFC#mnz}79;iouYd`3qkS6uu3_C$w~u-_5!UizjPWjun;fJpEBeL0bt-P3X|<4(A$AJVWKg(%i1F$`mNfBsUVkXKq3ddyLK7s6YP;?7 zX|gRUMk&KhV-WG zlDa<7{kfMP;cGn<-rT#Kk65Opy-aHDF~VH(`L>WuAq@g?_-}NF`cup^W!*7}`#uv^ zek_wIh9Jps*;SOi&imS?)+^eGB7{OU4{7w}%Tf!c9U1G{E;8l&Jyp91NRgLnUb95= z!L#m+HnGo@w1W0unE8=>O-calNddmV9r&X|t3+N}YR&iwwX`P;1n+d&*5cp}my3dp zhE<$F%UL&#(0CBc&3py8f5;-*&unMMf8b>7Za{&h?T6SyseLS@A^qepz{_PbB@-sc zVbTFd6Li^2Z;^KSGy5B12&=(~bLpBs@*?rCe9E_2>#ADD4tf^gHv>x38a#TUih4_& z&VT(*A@)*6^Gr+4iUP4s72$EcyHULLy|YI+5l4R;c^4r(V-ZYkRg4>H!>y$(Fg zp=Wc|;$;^|af!Gkbcl7kG53FPu(g`_pT?UY%wdsu*x2T(&+54V`DwmLDt`Fr>OnjQ z9%{#m9Cpsi*9n01An{FrZxfaQ@Q!JX+1k4Yv+NLjFUYCjhV_MHF`qoM9PM#ea-E1J$q zM*h8st9l%}M&CJQ6>o-bM?g%7oQ&HXy1WRmtb(SvKQ9?jTfl$1l22U!eL<5b&U4S9I2%=Y5^bh5TavZvbF87_Z3Oemx2EZg;I(4}arbv+m)5RRy@rP~ z;sxkL=J!%&q`kXzELMMKm+%RCOAh)}UR0_7{fBOgKuxD}Reyy}Kp9a}K%QUbjmk9c z939iSa=DSfKc929@c7V<5pOjXLv|;x(`TCO1ipl{0r7Z^Yz{WUd$I3QaqM*}ma|6| zygUzM`815#nlq(NGG92T1lx=v1|+7>>QJYR6!(xqFMI+Lt#OiSbcD%~V3HvAS$Z0% zY64s5MDouAlxYwQg<4}>zf7jWAkLZ2 zpUYR~GkR(KKKBS2qa)RGqthxj0#ZUVJl(1yI_Cc>NhgB7E0yqFpoDD53KFqW81Aio zc-K`p^vKSp<<)#>+la@=*n#Lx?9wjXQW6Y)6{}<3bPe(ZIT;QlTFDZ5lulQPdW?TW z%^0Rur~`M0JN4dX6%qISy8`l7T-<9;?V&K%AeR}wwyw(=@68N?s%LyHobv&pD+b_} zUy>nde<}~ri0%>@U|==Lj}+TL@glEA-~#N!ot_RRgE2^|2j=*Ns`fG?uWBAbK|1Sa z&Z)IfPZYzY1XfmC&^Cn;pONXdit9XzI{KmBwL}(3UvT)BkFwrPqNe7$$vKO{jicL6 z4lX9hH?z&K2Ul9NE=46rBj)A}NAl>>8D)y)OyKxB*9XEH1mZw3&x5<@x+EiAVSGm( zt)GL1*MpEZL3!mZs}L!K_F*pd1g2}~@Kv{Y%{DubF(QvOLJ-_8tlZRcml+C3GY!W& zCQOuF>w=9?$}o9QMZ<4qh&i;JdOzDZ8f38b$O@7@@7#C=!f$YQFSzVijkZr>DOXl42Xxx0Ij&vdO#>qR4fnK0e z2YEwqgI^4Akx54KE}KK;{K0gEM#*l5!;GMz>TwhvluV!0nYQrWDIsyKQG{?9d&D4| zTN`C#h5xP}`{&8?`DbSkf=luIH_w4H!#BA@{91Q|HIADoMEk&L=Y!CDXvD!EDOK1q zYo>XPfxL9)55@fexvWpBb1)GUe-LFTakZ7h=3g1@q)y!;_Dll#M*#{HoI6tZO8u5T zvcjMzh_7Czk3YapRJ?<~t!_o+9_MP8$3UH}aTmt^xg9du5tML?!e|Gxxr#~uv zPD{dx`rcUS+^jTPHyGNTB@*X?gRGaJ8>ruEms=wE^QUwb6r;RRh`wzdZatM${K=z6 z$uJ|{kEVcM?!%73Zo(puW#4}##ap$cE+xVyMt-<5=<=jUGGsu~V3-djAACV6+ry^0|V|nHn&6>c2MEfn2TNa&_37i!} zMc8%+QJ~T-G-BZw>`{+JJH%;`a{5cTP*1noKtCk=Zcr)Z-=-vkc69?*(C=8Z$Pl)c zwv5v-J23ZVIT=c<g8PAgpBO#fFarb?Lm~T>T_BTn*)Ji0ZOtiOO4@Ok3 z8wmDP!IZ1xQkON2CAbF+6YoLR#_v1Y z?S|oAM}`&MV19Sn)&|$+W}84K6x@$s0BYFTohb5|p(4I;+1S9=F6o9)A-mOQ8QYLB zY&F|ZALtRkkfWXO3gyN)N6OJX-;~ zxga*Y%q|YpUi_4>?xRc4%}Gb4ezgC_<4wXyb6YzHgN9thr8&k?S*ykLnW{YO+UNcu zh}_0&=R+~6`_m}ZESYtIjR@QdrM-jULK8fPJ6lm!>wdNUJ^Gh~-qaWeiV>M~u}QG^ zT+2h%D8JXKF^}*>qG39HI==pP>9=I0vyt`T#a5w$*fK!Oj&nhQ2$1}k5w~C5W{qy> zi*2GG$O6Gmc`xKHcVe!5w<9ePoPR?hB^<6HT3H@c%P4b_;Y7KEkUmvAJrHsi1&%sg zkFxo7l{M^MOKjZtvfAQ{8b&qZ?f4m+{_JUx8Q~7ezF%BT6!xH^`}-gp-ILqV(ESt0 z?%7IPbpDh8Dx_Ue%$1phO2^mhw)vialj=hPSj5Q@}+wyBsELFc`0 zEIh#eE7So;BSYK6JGfp}t{KVE;O*grN;-S1rs|()(1}0Y*|989M#H=L+c?Ne=dS5> z3*!TqcxPJXemk|)YNNA|s4^dBGSRNco;-}2UqU#={}R>QBfyKweKjglISJsj;j=DFYL(KSW`SDZ4!Sq9*@4hJQ`` z)B)+D;WA-!6T%T4ANKi!TUf?B;b$yWQ&)0({_#;cx!G90{s#gp8tZ}ze$O@y(CEOE z9;3Cp3`Tf4ij$CJpX(u<*g?BMo!1S>RML;OzOb*And;VCw-ZvFr7v>(HUq~rO zCspY4=UbfSm|_Sz$9iJTEnSPcj9W!1a(hO}CJKurRICfK{pCj8osnXF zcC0A2&3#i#^*mIDVwlWF$8S~wXNnyl#koOJ+dV8Yw`%kt`h1m!u`98htrmQHNhW@+ znO-)(Zd-NE6YoSY-InKYN+l1`s$*@P_Z7^QMl@rXG06H>U#INgo|pCRyWUrpgiGkk z`}kRm`j+-Q{SqsF4dtB;)>RDdAUopjjGd3s9pe5rHhz{u%^Dcjk&xjFBa}NvyvV(X z6^m9`SRdcl*B>;-(Tslu=1ITR^GW)yi5srj!V-2sBnoK4mfS*i1Qvp`?aK4x-ZIn7 z>M1JOyG)_h%W2FZNLh5>FXk3`bbv(9Su}FzLU$Sr zrWX$)Nqh z-_A_rE>(2Ze(9GP%aEx*cXB{4x?)1}tfJ)PlnJ*9Z(^GDm9U>CpMD#QbbI|q=O2t0efdH*!v;=mS)2iMExE1?V2T|c0lHq+&;AUZ^z1tI=D z%R1?&d`6pL<`vo^t-`P*MMqmyx4it4gE4JIc(hxp0$P3HCgUY9BWgTzus|dlobRR{-eC@HXF2Xq|hE-ZzU*xBOG>D%Ud`&rf7C@M-l1 z!9Ee|n#2wFuT5Iawgv`F%=jbgo&DY933w`W+)haa&R=xP#mN*izCl{xd$-W$@f>T2 zBPzYw=bZ>lCB9hHH)MTW8ufpmHX^QFe(mtErCVYZ(Lx#Xanfgh;01F+8L8o{gBie6!{;G z4|QQ~E517FdBjM~AFoo@o5;>@PCt_DO`QjDhA>ydFt=t4Ie#y%O|SX-}f!}nHQhcv>ZeYNP`9~Ju?+Y_N- zQqg;lRqM>4wDtGznsno+E2Hs@YqQhLnDf6jqw>)&N&@`X+26RW@OEflaPl4R#H3c| zkY&WbQLkizMP!*mkm_Ih;HV1`#i4u>Oy=EbODkmtYtR>>?}BpsRF98At}o6}U%07P zFl-I!c{$=eJO`B=-CuB>@c6Omrb_Y0%G`phpze!?<;r;c1~(^gO)cWnmBCYbdr)zr zb@mK*@AiZ$af@exSTY~-PJSK1$y$`xl2H9ozaK!aWj?A97D^Q^cHLz2Ty_IF4hv_` z)y&j25)&vB&oI!|AL)8Hskld&xax8eo9?G8CoRLmwUaR)^)C^aK{zYAoN*A0SCtK2 zA}U@~o}XD+t+bo1|Io0XJp!SaWDN68+7lP4PcI~Bl>S$k8D#+fO|K#do#^&knEB`S zOe43KEA`Z4S}0cofK4*fC5JM#CT-~%x`dOp9H~ilWwVkTB+ytpX!vTvB$e+{i}6jN zBk-+n%zzTn6W1Mw#RAs5NENKE)}8IQShyf%wH^V3yM$~wM5k*8)%v0pp#G3QmNeng z)e;L{aI2<$y3UA}>I1oyI5F{#kSm($m}j)-mC{Jx(P>SL{TO%(I&f`}t{5Iv(zv^e zjX66-veL}cfc7EV76fV`mS;N3JBL=ZjMZlPfcckO^vMXx9PFN7XD>r-y@sHP)@b}b zzh%6^!^{1i8lu0Z9b}opg}inojt~5VD&oPPwWD?Vr$@2W zLV89YBbp;_5`yj~duDv{oe2btP4`IL;3_c*u(p_XaI|+5K8#EFQ_Qho*f@u6mA);% zG3AhDd)(F>uZ5+~znUV^kY*7v2drhL&v7*_+ArdlPj?Uhj89H$0{XMA*~A8Xur1p< zCi~;ae_4`75agi@e^hEfy#2ZaA9F;7*Q{^gu_%^rl;znjiMr+$N+7(r-aD;{~a zuB}Wl9pZTtQS~dV+xRf|3(hgOPL~~YWu0#O(>5D`eK)Sya;ZzR0jcPnHgw^FFVkGW z4fd#za-=25p@osJ06X!MB?V@#|_}qTb$^A%~s0* z{!nOH=ly*F9x3ZxvVTl#$E$viinL-v>M?kOzY*$RSfGrh`IHk;LcJd}^-6fmxfJ=R zn?A4cAezC5C|R;_2qDH`9YmHfF1L{HFl?Hq_?txahHN$ztdq{Re0ZYn8!Aky1j?P5 zWA5GChIXbBB1xiT|lp`~U$iB~+#RABZ)qIj8#*O=qI(AMy$nXFUhP+>)_ zDUDp}XA&xmmvG$gFZx;W*2~X|gIHC??Oqy99HJHbT4@81uFM_Y2EANo$!E&6DSo8P z?9iz_oea=pJXa%xM8*Q|!7ITis4zOsb;4L;%6bfc6Gnn}YzmhAM03XgNh&D8hy|HC z(QGVaS*Ca~V!31B_jHn|mpbkTx(6e-n5NLH5sGqmVu@?6yVom=A}ThPSzVtj#`6&s zm6pnSU+uH7kFir5@l(B;i2ibR22kZ&{63Sff?stNLL{}im4b)ZwZX7nmAU#6_l@hA zRgQK1Eugj)wFh49bpf^?rXiijyOLk$kL`nwr-V7cLHp}fI={H@$e8biS3&H}GQ6^m z=U=;pw$?{|JkLN~U)C7TJ${=ko-Eb=$_xf6593}Se}*&Jwwf~NV)hUfxHMGUI@ro) z1#-J_3L-|Zl=?eK*|(O|$NsQZ_sSOZvDmP$C|dVTG=2aZubE11lB$9wk97EYgc!&3 z&KJs>l0;8wZr)hvE^JM?G%y(3@n&~#Id6TMpCb@I2Fqslkd)rZaW3uk`9My#I2CmT zOI`F1%p4WVxwxxfH^d!N@=Ja`FeiUxD@O23uLFM%_B|W3PuGcZh=lH3J+Au5P2w1X zemDQP=)LMSp1Hbr#T%la)-$c-5onC+V<9+U_9}=MJVuplA@^JszE^yJ)uH^mwAih! zSYY57aE$f#GW+rnI43O2f9yQJF;vy*vT^YTgm^Qzi>xwZ&w}z*7w(gIIDI1?3|ObI0p7tdBd+I>v&oalMO>J4~;z2vJ&eUITlwAN+-7;l>Nf_O@`2d zpHlDAv5(3ke2*|wxqcX1n*6qGpopg!L-w&DlinXrb8B!fwa&6C1VY9eS|JZ zz(s4b2hI&xodubd;Nu6bF-bUBgl0bx{@zubhsI+!@xcZ%wvjSSH(VKF3^T#F-$wCi zE`mPDT$pyUawrLk4;h&BGsr*~!oTgE%acm3U4}yh(ze8Ux&w6~RCi`TdoIx{f&j{3 zp9Rf3#ILF9qSeA*TjNSAoFklJK+0SheJ;&?H%1995d=>ZkcY|*7$BgU(PO|j3@01m zJwJc9n^Dq5kRKqx;ZB}xBaFkS75zS%U8p%=CFc9T<)(MBCp5nh#j4@l?_iisa)plY z8WA+C*rctHjaIIQLaDb3U9lkp%E`-<;-CrKp5727&o48PGTvd@H_Z=$-@ zKm zteV0Ve}IL_lrim?mptwfBRZRz3+)~^ho|~VV|^@cASe3Hio7i934J8~3rm8Dl_b=Z zFg$p-Fiwa^Uj{{C6V)qd`GcCJ9)g3Ky!@f{SOOD>&go|*Q4kg%R3hh?XSr8MnxWHb zf9+FXcl})^8t;Qm2Qu!lMKPswd?6D3InVPHfW z<1$^elrTczTUof!x=wiV$J=|EtrfM{x_TRW2U>Dv@x_{2Kkd<2iKR5!0=J0Z55&;n z(dNL(P%~GCnZgzk-_i;>y+yLqb9ZRFwRBFM0fNwOK&j7A9t>2(?S>Oe%#};yxADgU zCVpq8fWV6>>q(}xvfiklX{u7#5r?=b#@xKpu4MYd=&)YkecS9wTQP7U3_@p!hkqc}Ht)Mb19 zYQd`C`U-iNuw|xYe}F{hBzc=kkkF}-hD28#2z(W;oq|$sfm-H=D((^6PDnc3wgt7g zXUirXhi}Rzh(o*T1$1ihVbP)Nn&juuY9y`!*JOl(q4C2QjO^_XY#QeZf5K9jPrVS% z5ih&J=upXN?mL)*B${GRfZ$z}WH!Bf8)58~`j(9I2t(%|qQ7jR@QLZ8+Aj23Yy!$o zOGG_mA9DW@r1+qYvy zOnFAV3j&_O@zLi&f;b+iwp-EZF2nX%0u#oy z4SlIy^37-&j1(-~ z?$zNdivl9ex-jqEd8++GQ?D7!h0r>BF~sPZpLf5ipITR{AyB;omxM+>sApY|r1M!D zU>waYcC^Al(28s_iw_G#eJK4FRAkXF3a8U2s#IO~f#rd7IrL0Y98bGeoYiek8#ik* zU|TD{N$5QZm((Y6`ExmD(yZcl%!y)krM2|*O0j9sJDU7l-;1qE`O~o1`K^ZNHTd>@ z?0M*ii-nFst)~??S9PCRZUT!k&EfC}~~ zyPPpH9g#CPFj|{J;+Sf$c*@zhm$+1)XS52_-3SR-{gdAtD3GqZgAwUg%htZG!9JmO zyK^4EHsWX@)C9ZupF=aUe0>_3o%7kvPj&gWgNB~xe4!XGys%v6+WE*!v@|?BR)~N- z&&1XHuvt%AUhC{YL98gzRpv7U?(>5k%?c)s%CdBn40@*t7<*M6k@hpy50ZBhChlS1 z67J1?MrMsr(%?n-;aNCtc=y`0bdoj~VW(U13L$(@EFUf(*R8H=s_f61Lq_v-CeJZ` z$!vEzUVWcNq8qceK#CJZRNO-Ta40t!y{uS^7cbiz8d?!zWznP(Xl_wPl6|93G>Ur? z3>dUU&|k?3u$#I5SBWhARH8*M9yMUY^=zQyG%`}G|DsxDsQXw!mo^b=h<=YGU=VWZbx8(IytcdUx$qRImmP} z;aO}mLOPvz-?Cgr`^`gz_RHJ4y_6~G)e-}ebM`N1A z1V*~>J850TBGsu*6A;<=98F1u6?eORC3 zt#Ofzyrw7MjwVxbdem!l3V0U`>3P40^Maa*@7NTRLdW>L_1Er(Pi9)YZ5f^AG1;b_ z>YKRg=c^l8eS|cr!@xDn`|Os%xrb;d1amxgH!d^QoxxZ7M5cHa zk4394KZT#rH8JJOwH)#)-7q04ezIPS@q@bqS(|VLq5ir>8Amsy#|5FfOY?0ymd^cL zkOIJeE|+{(#wcf7*G9f8s#f{^R?l75(de&F~L-c`Yc^XAKzx%UzxK(nfp zwChhSeMBcEyrAcAY0oXwW(*et>dLv@c$`aT$cIZLf>495pF8pk)+9KD# zi0XKo|Cl|u1rdt%?{vcliqwq*o|B3zTh3hN4nhfPZty|)?bl2(Wf;ANTVAw5w-s$s z`dCw`s2eyk5bwstFYX=NvRJyv2NG&tnhQ4!pZ_+f4H{t?J26}#Ay=u+qVZ*$;C=m_ea+5tni z1{r%`S#(<5BU4QUJqSPlr9Ue>TV7x4&q72Pb0Ez(Cu z30E^b8+MTeKXfO-wHBA5^`6G^gJ!?189zZ-}buI2n5YV7; zEx)sC`8zYTrx#Ggayy{Cmdo;t`ChvwwBL%U9Z58CL%zG~c`L83adHdAM6sDU;)Xq% z!I~8CS75VJ$+AKI&~tPeVHpGEGnMtCu}4%;AoL!|bglG`+pB&J-D^6$uVa4XC48+h zF17CxX&GN_)v_7fIKCR4!Okoh=40x8eAVTb@QOQF3=*{&?O3;%b#fnlIG5jH9Jwj1 zJF!>v4Y&}5?y^J&2rrnjNP(=QCM2qrk;l;d_+d{z;}BE~c6$k;T}*!0G?s%KnuU&5 z^D6_1q+!#b>dc9iuxHfsB;gxqFi5>4Eb`2^2Q>4E(TnjzO=%M!#OGH}{ESBvXk7?x zK}P%o(naEW8dlMB7hiV;XLT~Zvvi_U&5>F27ejR$=|j1}agp(`-}=Nz>@Xb7_GBL_ z+R7TcffWi{+~mnb&iC*xQ}D$oi4QKtPhx|6UiMzc`jKRf6ecUJc!%&d+IZ~s@D8i% z2Jn}DZN+iRK^#*SleIGPGPAL8PG*Il#P-aS1fnVOs-+SuRQ!P19xgl(Svsd~8!K0o zPK|SpB$&!yNKYu6$%}ev_7PZ5ZUf$ZVQ*bfn?r;*GSQFIOYx(u*VY0Prl{`POkb}S zEhJ(WHXn0AX%Ly@Rcjw4(5eiIW9Ra;j#qI}Et@>MO%Yc!KwUS3)UD#1SyNL1{Wb>A zg9;G^(&8{p#5e&d^dIs^F;*W`+?CVpkSq`OJ1g{BT8D?4GVJEoU}8wbAYxMUxTyy*`N*IxrfufR_ z7A4-qU4^Pmir6~0?(mO@Bt&z)GCV+eH%l6WTyFuz8)ob)m z>ixQ(VCd6G)w-7F;m)Kn(t8t8K(E!}H}cc6A#tC0Ezp$wxfv;3z}w125`x zt(77ghaPZ7uR_x;87ow$(EOi?Vy}*Us6&0r$k?zUBsNv+j(R$J5^Y1eZnfN$H9!20 zrNW;Xeg$8b?!GSnzU!g0{U(V18e?UBKmS8|;QI>E*1jch=_I<1;n||-sR+qTZR)QG zsK&9XiX(q!xm4&k~58{96|4EkLbrMs`MAc3lOmqvC>m9%8@F3fO}^)Td(^ zOD}moHBrnsn;OY{T+hq1vXvGtL!XXa|y=C-#`<)8h6=KV{ z*d}2pJqG`)tc$hgOx8<$pX`H2d%3`Sbp3;j!`!ceuK$ZweVTG+YGj12IL!FC%4AEWm5Z>2iSgFH&Zh_*u`MjrH z>m$paIzA;>VXfeWNcI+Xtu6!~bJZ`dxl{y=c|vuLaeYZ}AI62uXQ{$MBU^liukl69 z)rpAo`q6_iYrw>HvLw~MC;hjL>#QcC%HoGTV*Jla8%rmGaGx`<#LJUcjjyYrHc{hf z>NZhEpPHw$jpD7H0&Bs0&~56yNuQ7FCQ2^}+c;xjcFxElveOw^#3Ql=y0C5CCXFhR4e;9E2M9=DG(O4+ zaXhROcq6b8941d$J#pW*xNJyQ%&U3)-jZj~oADw!F(kJ?*F}5OOD2;a$GdS&jd+U< ztbuit*V$8zWusxJ`DB3^TA0A|;`AGk?|=mj%TCFj*7u$ZxYAqyJ`!GwELY={X9kpe zhd-om8gd<^cN<`sdRn_5=(LA2-oL#Z8N{l zp2QW5{tnIkJTXyU0%fJrR)P1z@4+upoMUCwUv-aguF0#XoDpwS5@Vg!H;myF&!2rL zA2}viZvO_+3Sc=SEGj^fI%OaJ+$1?Ml)ni2)JVMr&$sfieZOa-JB~aYE_pgUT)%#! zZCRh-tRhd>lF!L;TVZRU!USlrWR-WT8*#``lu&KvdMKIu)zi##s<5w`|aoV&-3~GanAd3KA-pV`TCs4 z<1kqhRQuDIo~`aw%V+eR(+WK6`72S2e(@L{G?b&hYF-YRS?8-~W_y?XeaWhQ?Jut) z`_}JWzGPzi_TxvTE2jQvQ+(+PwFY1OCGcpVYwb7D5fSd#o113e_=xd#(HC3p6}|CI zGh&mM^Cu^0a6IAqb%*KrAp?jNdurxFRQ5+P*#WvCT&(!@;7 zM1`Lm;vYZ5pij(5uP|&<2UrKC@3QYREKKWnNnX`d2S}( zlkDwusr~)PM&-h*r#OYO_Rvz+P>5gqFI_)#uB2mKO>mjx z(I`G9Yrnf&X$)~W()ZH^?yJU8KP^ow^-Ij!kNln0xlFrlvVXDtDJlFrd4C>VPDr|h_OseMDL?dwf+MCz_YqJ14u!ww6K4PX zY^)<$#6V!rAhPrQqQAqaAV>i{2%PO**(~z*Jne!w{?w0XsO_=btFrs()j`gufNnqM zGsxgJ=Jpx?oFOe_JXaYo#t6@Jc##VxuT$VhV8(n;f708kmaM6iE(}Pf9BYA-np;l6 z!hguEsT$Ef+!37QVP!y2-xB8*j3F4)cA@4nMjTXWigtN;fSEBpUWdeB*I$)r6RDxH zMU4F`7_uJ5SmApfmxJJ^$*+m-un)#gUl4!G>pu`xh#t~6bqE$W$OzsDgWdde^ak>^ z60a5AbT)2bCa98{+JF(|C;Vq{QIjcw=PLu)CYets)fh@Hjt=Pw$>|QC($7$}826A=P?J>*;Ai#P4k>ZTf-#?Lf5zou$a{*Lco9d(YJulyu5RiODr54RvpXVJ6Qk=E!m zhqTBlUaT0j9In?SYlwWf@IKf6Fg!jI6y= zoa}Dm$Lr49$;(n7>-!MS6~Zc58eo51W#dzRP1REQ$^*`#+1t!xLC(b>q-7C4L!wX?QdlD76{{!mxdqTtyqMaQ> zvDZ?qqo%*ygVMx7*>Pq1BH@(w8mp~@)$@APz7cJ_JDtc)r-L@n*al##ASwgM7g`?h zJ!dAaMPaF}*z8-09Pq64hXkFd7^VK45rK{*uQz$Wwntx(kG2sm2W*==Z2w~3{}Avg z^AwKcT>*2C;I9Cx3NO57CqcfHxg5qEgxpo|XSXwM1MXoL(Go?vD-ASth>ZuC&my10 zD8t&1JayRreP^hr>RRd2o$hY$p>QsNTgplQ4spdO*4~bId4RNy{yl3P-AH~wtfPW| zHEa&JTcW!Y_=phuI!UOR6Dt>?gxNq~z4f(?+KADp&6tpY$ts$ziF`ZESvV{lg`}9q zL#Zi@1~Z7d#OIcppLVgbddPD}9Ct@reZp)WHchfCD#5nQI%%7`AEEJ|!Vd{tIXNgk z%*MQLXUoK9vE|Wq{}HkUoclw(5B)b!Ri(GI4wZ-9<2Nc_{ex?U?eML?20UtQUd6no z&|+pyDA{y@XgM$(OMbvo1yME8AlvY8!Ot1PXPA@Gtbg#TO*|Y{SHxcnjUG z47Pqc&tcrmeClH=?%RhUjMED(d)zm3-9-}XZh07n8^?$Zw`@%e`w)oy2l|nJcLoSE z_v^FS2_iY#P@x~$L^z7qEMb|G`_oC)-kNXnW{{8@(Al_=`{+SQSF|X#UH{d153koe_DtZkGRy)vEu{D5-3srOMF<1xkvB4nC4U%Wz7YG*HySfel<*uf-h(ht5#E%5|f{l+DSSi|ZO z*8>H=1CT6sT5Ldhp0qc?rUGU?F>}*@{tIyHhq>208yZY`4!_k>~-iOkxO5W z$u{}ZhCz2AtHyP9A*hQ`-*+%uwfd)ULtgW|d(zjuzP~hx-F}}-Gz#tCvU5ChwgWtK zf%~%W0YLElXzW7TkNH$mDEKCrseQSbd5Oi@Q-D`}!m@Ao_LVlW%(kVrSI6r~Q^797 zC2Wsh74ChA7P&!O&AZ0ySrd*m;$KIL_c4eAzPAn_`(pp6BKxJE?_cruL{t~+eEl!H zt0!lSZ}uQpw-5J>U3qKiX5Ckx|NQvjrp)umw_^X<^zX6!4Z5)Vo*+WnfAMEzjluJZwR){SssNSIWzJX*Y={gdbXCT*?oxz@ogF25yVZ-<)c*SpQw`m#1F<;fvHgE5GMsow3q2(mhhi!QVE+A4~jm3XIW+%H$UmMXYeJD0xro)J& zu&HKxAv(Z(SSB)^AGiNWIT&QUVqA-x4rg`~M0uu9kk?^7f%GYato;{=DSf6@J_8_& zHIp%`w3t3n`!zZ_iH-mxyN%&40{lpr}>9YWlWZlr1#Tk-;br~ z?}xU*D45vp%9vkK%t}4wD1Y${_73HAIhAMpkToDaqCGkkjq=XebaTwM5ao5fDUY8! zg8&TWI8Ok~_7}Z1mMUTHgISO8`j;YqZC+77P+;1_{00o2yYi^%CTM}s4AHK38d8z5 z4C4L}LA{93sU&N_BWixs<92c7=(AYUFLAu}%6CuvpATYT2b=H%dS;N~vi2bN1uYw$ zv22}SSW9EIzjenoXy5=<$CAiwkeM5xBYDwt0Q z73Yit&HZZ`kX$jwD`U|Em3Zf#(qV~!az7wH$YmI| znLx>I&vNdceA*YTnqd1L0RzDclh$9DzE9EAnuEthv3Mvth0;aKxr6P7INMnEG;~GL zPKZ4ZxN6hs8jlQ^XV_6)fHQI*yFL6L->xCdml*4Xy7ZxK7OIIgw1RXLQsm}?_l6EI z%RRph-9^vWw;g{7$30ohH{EAY7n?nSGzUpW%z7G>wJO}T2xYgLW9|JUjYj;hb}oF; z(yFZGTU^pG=a}i4e(HilbGN}ra~AV*+X}=VvBd&LVDOc3X))g9DJIGioMQ#%+sHMZ zXeP&*-)5dh1c~kDueH4T3v*se*p7G+|DlXY`gKk|MRT9Qa0aRr%i0#I#9vsP8wttk}Xo|Q`c`W;q1oL(}LUaBjGOV zmG)TCERTLEwYuB+j;l{_g;?dbD;e;Za!`{2n|e@AljGji0w{(l>g#8Yj3A7N*rm53a<;ZOr}JPG3yP* z%oi~SJyjXUJd$nd#RG^wTx6waA9_Z=osuwq$uoV>dCAJQhq7n?a+WB$0+34SqjZZ@F6`3;VpC`ZZY zbBQ`lOp)k%sVR9}jWG8|s)r|05DZOU#)yvn5;i;V(60h90Pl_?{TXZ@5P!<>c%J;r z(wni&=)}nt;>)@8(}J6{(jltl9oFD=do^7~vz19pJ=_R2yWwk65PKlVB10|CKdN+0 z>X&Oa6;1WFI{F(kW>Z`XYY0&ngRG7IBe$iRTwSv7YZe^#0uOau0G(?Xe|R1xjv@I` zUvxCX`U&~^2KG%BPUkj-xI%Gw-xmw`D5!I%xek!~UgF(rJt`@n?d_u`kQ(UKcXOz zrMhoB(@kuu5kt^x6InBnCrpLSb8lb|%bc~qHN;|S%51*5bCz}(ZM|}viJuKbHC0-D z;fI6z2rmIe?5O+&OZyd=!}!P9E~~%bp~0HF8$jc%Atq;mCvdf4qRx^>2zvNzMMH$% zFgno7xJ_Hn9Pgk$iu#&;+Y1M;^9mm7>0itN-kG1^tzovJL5S6wwk-QPuNX_rXGQWk2A1GLOy@edKsGZgOLXWZN2>g?E%( zD4V{^qjAsr=S_)J&9@LDEZi>dV<=~T~e4p;7#X$Ch7aXPdv z&=t?#YXVy~v*EQTlzXU9A-ipo@>!plHdI_#;L+8xEt}$oq%o$}&6p9rn|aJcY(nqI z{!*$tD)5xR^zGHu11aIIEn-P>5?q;w1pb|J6z)?((D9GRanQ*gTcu7?w9Pr?p~T2G zVW>d9A1h5(91+~|L)Kf$PJ$;VVr7QocEE61&YyWRpm-nkFPt|mQN5pUb6Zl~NEHxq zsXK{Nvr+Sb0yFofc=m#ycA}C33BW+E?Bpx~%Nv&9z=!2zYgPR~n&oo;ME-mQlFb`R zGY#)V53e38We=n;o|@a@h+=VUtr#>!Btj zU~tX)1DvZ?d}Tv-$kN!M3hd=*BOcDkwGk#0m`B0gXwCujmYQnYa}A)MZH;y(LfoUJ z=VA6dc^Iz+?(X*=3~?VovYE<=zCh%2G8n)N;Dp0^M;Sekx%V@sLo9a?*Mlq}mUrYj zH_WA#L$@ka2$V@}EADaecKT-PATIxmCN}-DpQr#gG!3&v&b(>-46*l#KAtzCXJUOl z+r$+?{7ZTE7nHaCXOQ+Pv0E(KigiDYu0a16Fzg4JWMpZ^!oX0+_w_2ZYofs|##aj_ zQzJ?sr2FXnO4LJ~24l}&9GNR4rYZ{3)W^}5Wwtr2Vg!NCghS>&cYKbKxo?)+1|3W(i8j(6)~q@Y_Hpc3X81ZtX*g6N6V5%pNiY5L!E*&lVVJ-nVkMT|1omo?(k%TS& z>0YI8({h|!^>7xKHpMaxFA`;I7eJf)={nO=L?_G0&NHl1>;xalX~c_BYl-VTF+p=` zM-6yF1d4XdT;<6pmOxrd9Utl6AFC2taim|RVeH4`j$YA!u`@9#^}q{vtkwNH&Na>Z zE6Y5l2OCqF6Cdg|g1HlhEPfS^@}db$uq;)+zKqxI_T9!HzfBRMS+jZIeY9&1(u0N$ z!WJWQj3&;qj`b-}p5q+Z^};c7%j2X_{sOH(kSR@!SIrlh_Xq{0)ZYyS=H975+sDpM zNB48X3rk|$6GR8jGK74#jLD%_3SJN|+w7zl*9-Y|;yJRrPJnt)Gx3G-4D)14t=Rr~ zy5$XaW&mQQe-iJ2VvYCoc1WdeLc#+BVRK&sz&@N(j59e$H_MzpM4TcYIh82>Rym(? z4|bVsZ)aBf?ES74*;`oQ%46KdDSK2p=_8@uajG*Kji81Bd93V5$;`plr#S78ur&;q z>U5`do6*8`lJvjS>{J@ov9ClP4vylde1e|ahYks~?gKw2?IEa6ds2t&A5$9xGJ4L= zJ@G!RbZc8{1^IgMG1tGIXO-MAmE?wJRM{Sjz6eZoA{C7v5GIx&KjrJ5uU+UWrO?Lo z!aNdem%b`ThLU}}*wc8#aDygN5HE&D!=A424ac2`*V0SG^-K7sSG3=W{04PJFFq>q zn9n)SJUNy(v75+^)JA2WY^jdigY52}TPs!}So@qAD*5p__q!SE$adwXcAR3ko8^sS zKYdey;hu@#!8#8&>~`EdpGTFhC+%ms3LJZR6Dt&|deo>ZgE>!?B1rcU8qie3oNm<{ z{?N~Em;9{W>DBnpEOFP!ZpBHEO7VBTwldF*G&-Lq>x%f?{@Klzo!~`x4FyVi2kud%yzQ?#60j2C$xvW) zaeXwcc$9w9gnN_kzz|4v0H1j}RmH>QRReVPzI273v z#hBT_*bNm}IV7Zi`OG~Mgt!!_u^DA!*=3F+!o!cj-+yd=AEj$N7d#V1 zyhI}_TRx5+t`5EG&*)4!TRNdL?T}dz=EeqNqPHD`YsKi={1(q6m|ax8>NDBok*NwF z!hfMPCFNbk>AgXe9A_Y;k+bbF#0@W$+Lc(k(3^&($1xKLiT znT8rEJ;`g|?)VhZ?$cHwA@MmF7!4t~agsT(0<{t%vj}?yGwUz;2;+Nt%va1KH~r=+ zZSGr)7S1JvCDMamlq>eQKUzxAoy9nNev>vP7E34R{Pb0u7zf7`!`?Ud@2-BIg1s=3 zSad3B#oI5V-@a(r(tEQbI6y(}rzDHsIlKIsyG0rN9pvoCW4A>gfARLO+@H^4uYEUw z`JFF3aO?T=F=0l%&pR$tr)3Elp*z&B@Gx)26lN2;VajNZQz*M_gk$dJE5J&Jg)Xyu zx%Gfj0ZbWPaSGs?9#@3iI1gj!$gZPPLPtEGyhF-dY-0JYN}Cy{j_HKQ`I}6|4ss4- zhiO^y&|cYSy%O3l%wg_K1HGT^P||o7Ks;sac6)Q_m2lcHg6Z~E#EG3>s4cI1=}`$+ z8Hiv;Fe#mR_E?CuH9;QB(k|$Zqk)(G`pgy|y5NeZzOr5d^H{FtMf@L!4a2`ro}zZD zzHz%3=vs~K{yxedepXKLOhKGG$%n@o?*aOH!d?>$*n5a@Rf%>zc?g@F5ltNsGq(JQ zY9Ui@)0YdY{5c)*BEt_VA|Dwh0L`PIIVKwlG)(#Fhb46Sb^7m$e6(a8@D>&yO<(1Fiej z=g3o=g%4Xn_g7KqoFKMgWlTA~h3eRijR4`r?x*NpA+?p=(!Ij>Dsimsk?1=%$Mr6X zL&JFMLW|w2h2es(0(Ys0XLM3KU**-GmhN#+xn5Vk9O7@w{69WVkfCx+@3dYDQmj?n zKc?4*-p`l~EPAfWF?2zuNzM!|8#WcfNCqe0#%yK|vaxeeQ3L{+0NjzPgdO7%=39xG zGKB8@I_g{U+8WQFkC2g@91!#ae^sEj0%K|OAF4{U$52+m?Ln0tRC~2I6UF)@6eB<+ z@o+H{hsOWIWE$o$rJtis2+s&?tkkEL3@x*?ywv>+p7$Sm7liUt3~9mYr@QPCU~xY(Sf8-E zk{#Ze*P0LuRKCvA1Tz<9kOGSz8^cn{5x9vTp)J)7kBI66@o1&T!J5lbSE4`;53X>} zMx#|!unNF`!obdf6IAmnoB3*W;7~Lzm1Pu`pIV7ZNwzY zn!)b~Xt)}rTCm**RaoC8IAeCH(nQdsyY1!@JxMUY>n?0naH1b-OhAS@u}u} z1f90|5c&(tOU50KYHEJS<1F;L4?svm^z0VT;?C(r@baiGK_rBq6nR21fov;;rvHME zEwinHvSxihvW-mF(j4v@z2`!V-9H}Ja3u#6E$zUEiFj6VKGby`Q7(XIaAtlwp_WV^0oS5oLWA zy<4_Irm5l&o?<5AUerosUXhJkjBg2bn-scH=ML*rnykBt*Nt0jS2Od^_gvzWGG;NR>Djho1 zruLAm!Pk4%lVDd3YOgrr6q8~0A4_NNqT;bbf=ECwgJJtz7>7Z0%)FKvBsa7v8fEBi zoU1IHRM*e}c2IUjXlS<>lgr{Y%jAZY$U4{!)}sm%T{Y6gq3EMGqvm6Z`1U~M(+@bt zO~8a_*7v8s?iTHXF%_CBZ~CL&k;IwJl^D>%!EKJ~3>d57j_o~aj!1mWvx_A51dB(+ z*-n>&CVPILH7IB5&iT8d^7tb{+ncU$RpUec5eiiD*wplZZ~+4|8~I9G>TVz-I3)sy z90?M3Cz##@sFfFEbDG$p0*ts6kj5=AUis>#2CcW}OWu)8C)p=p_UjlkE6(!)^bfhU z(^>(lAj*G;CaR*dD^GPk_GrEPKZS4!>p#InP{fqKw;lmR;+ltPs-aY$@;Tj7P2UwE z7|%pgYdw2d{HC9g-H_7@cSqqt5><<=b<`ytL>*>6i{^Bdc1rLJo$3eHZQzP>t+LT) zMP+{bn5ZpB-l;dw*6P1#jR|hF48<{1LQSvt5<**n{xW^J_d$<5LXUf>Pt`IxHc|_#C#PFbR*l*R_Q^l+| zfog#A0bl$tP7iZuN`J=A>s7IAIwBy*e{mJNxqe=lZ<)NiQ0w723RpQU<5PP)en4)X z*SAXAK6(><5Ai9Xcog?EH)7bvVmcwBayI;bv7Xkod2sa-!`jOwmu}e~aO})2y=~!G z;oiMVHh=S$3Kq2c`4>5#l0S`E)mzJ4m%}*YtBoL4Nk`aqa>YR$OrrOB&v@UI5L;H$ ze^WcK25*N}z7C-zh&<79LunWi5|+wvtucMcm4;YbRwjMx!{<1FK1!CP(I9J zgvhIv&tHj02s)OfS1T!KsWZMeQfe`tF^p_rd2f+)Kyx`s#qi*V^5tU$7AUFFN?I_d z8B3-yDNz|ONj5oE&N_)yLYV&=mxo*1l%453p)ta0EN_ffzDr^F#0ccanzApV z>yhNP8a4MXWV5)JK`d%$4;3x1Ojl*~m?gM#b^HgH`zSk(fjII^9h+e~bLi-Qg^Jq1~o1cISB6!<*VL4w_ z67EZkv?ZEr9u?TuVi~^cy;l^CSio>9<1K~kT}2steeqgp95@n5nIcmM(X&768mCjN z?2Ln{Fc~t3vG~ku`q}f_nQ~sYx+}^O8!JR`aTy{{gYl|3r#a|_xF6BB+tW*=Urw!u z5K~c>)ma@%RWNH|76BzeRcxi^nIV-PXe)u~I@U4%B^5}!aJtj5;OlTu1Fw*)p0ii~ zghTtsp*4B*c)G)Q)79>~sHA)@yO$ajW!y7)8!5a1UlbaMp{JA!7cBX?$l+Im;V*ml)?8`WWDIAg5&=v9Iee zD?62LaY=)KDohd1d1i9J^PtYd@f*BAIpHgVw~v~8x_Lr(MyP>f?-WGrQs!i=z&lEV zT#oVe)$y|dsqLe;YCG5}nc;9sTVnH;Q1aqU+>j{`uJAXF>9mo|f@kUsA>l zw+xtN>cwYKo)^r1AgAbdT2CUFzsXycyy)*z$5QUH-}epQm2xEkpw*QC1Wf>uvc{dU z|2H-*cesQ2I+>zO=42e=30Z<8#;?&FrkZSAuwfiwdH+=QogK*&*CsPMA?S4IElRXM zf1sRVL&6tKZ_7J+36|p-Pii7h>eT#(Yw`I$5v(kvoxkvyjW&hwP0OP%)~o(~e1a{i z1r)eEfv5RB*)Tj{p~N4YI2)yg`&?9}DUV_8hqotijP0~!FxK-`)bx5c9yVStaNJp> zGfTrA&+wKmggcPMY?X#LXNHb1&$|V`SW4MQsOjcA9y@z1qN`$cP!?OJP1vyRRp* z+E>AzdCyhzu)UmTsG8~RUDEV_um^%d=t#X7T?nIm7aNC(CATki7KNfG+Xqhdl;UMe z(<>OEr6~~H!a%Y3W!4VNBRP3l)4h!LUWX!Xig0{fne6BeO}8KrbKmf2ysH@3u2=Ol zRgchF-{;wN`nSR6LNWM4nZSY3z~=9GhC>YXit(NLmw}cH)U`xep1hQ{4#pH_DTptM zr)6})ob3%)o=n=>T~+OnucW`h;z54~x3efAa#PB(?>8seOB$ORq|QlSq_|gp@Ub=ZjpkZ>4Tm&e|61w13Sf$atj$%kMRn!o{zF1e+z5Y?Y9i1DpuY zGqHtnu5$P2jLB7C0KE~uI6WgaB- z)JB_4YRccZYtZ)vZAr{$xxJ6Z!gC%d+%>2}FPYA(4Sky}6_6p$@%RLmnVc)zC3S72 z_3ZB1)HLIsSpvO99*4^)!%Fzz=IBFTfGXMSiJr|BG--dO=I=V<1}{aB1~__^F~h*F z_%TN>QJjNKGM59ocC?Gei}_!*@C994>nr@?yET8={<9MnqBihm^Q0l%GUu7l;G}i2 z7!6*vi@1MKVh7Ik>;cP@ErCtH)f|%SL`&&k3#L{G41WWlU;{8;VADOp>BNC((n8D! zEMu*uSQ+xGFNeQATJyceJ^P?h<2vG;cKdjJWe)7m`rlNZiPAzJkU_V|3(;yR1j_*C;Va-VEKLY?bq4iP~Zda?`lnQ3*jUZ)MM@T)>NXxYY|9wn&c2b_No27<%r)(VB8Bbmz{!{5-<@N0` zo#;tzpQnPjxhUYK5&yg+ z)N1E%j&Ig8RzwT(mEE!H;Do+|)7|;3sGstV>ib!z=oaNVKI^e@1RXA3;kg2v3USpO zQBAC6aazHxOx6w3FtM;^sv_=B=|FM5`GJ}r3t(14K;We4+xkF(BEf&ETDs}FZIoS- zIEdEX?>DW+KE$6)05L$$zjY+D>dws-ic&zXyA(CM$~(iuqa7K?b#&b!|LNAY?!C|j zTCt522SEl{;CqMpK((AvPOSOMc?#=QDTl)yoz7}M?<`Vh%ONZrpD#U3HbH`W8<~lUz*0&* z&oekO92vD5F=X?;itz9l#`qv{-UM8&{x~h?IG;59F^1%8$934XqD}D}2;v~DLmyl^ z9!rVmZsk6rIWuLo3BmUx4kb!Z7A#J{e$4k?Vj0>pJOJ3fg4J26z(cUpB@g(uSa96x zHxNq`i0fa7#|Z^N*2{^GJm{f6S@t!iu$Y&}mHo+jUh+CHI>kser(WjT55$zw$aDXC z@lLb2H0E!0%j*9y;|Vj~JUH`oyxD|z74i>tn7)xiz~hM^J_nB*;)^n3NFDa^LVu=V z1IEDiJVY?ZAd51)6(t;zGbMZEIBPzOSt9t$@*TvJN|sK?G(E#>=yt1ZNt%^}8=_vp z4Wx^Dm&Np7kI?Hkj8`TBdW*E*__4sA+AP6qe;98K@pX6~b(`mQjn`bM^^K+3`9;G? zq-VCiM#2M`>eQ0yrAj;(0<%A1D@O@48Vk3O+^A25?NWeZI3gbXss8?+@z+gAEA*W6 z&;Ac8#O!>+qiUa{-REMxFZ68h_#M{|``AP6w)gtDo)I|-Fe%0)?PqOG&_?_^VD(8> z0Z}bgwm3q+iyb=7w>|5gqERn$9lRY`Pa$Vs2s$F=W1Adr@}(beV?C#u1y|bFL_6ZR zH4QvQbsi#TrNGqFH5}=|Qh!ywA-G-%y3V`Dj2~eu<4MYmFpD@{JzN0vNqSNm>Mu<`uxrr&+)0#AoD$@05to7kO!g?@@9sCFZb{z7-W z?^KZ38GQ=04b|DAG91aiLVQyiWZcXqP5-9VBwo?n6Z^>+4;QWn28EahE5|v&f>I4v zi_kW*Yi<8B@qA(w%rgsjMt^6My9X^JG|DPIgFj1qgEpLpbJUQ=nKs|siwCNs!CB|H z^I+m(o9@mY`p-D!kVi}$<~QFBcVU=y@w{?cBWg^!ZB96Nz+H-kD<|?o?bT*9dJQ_8 zrPr^Pjx#M-w#%D`c6CS3I5uZvm~HGRegxlquz4-I|2KCSu*W+ANY(aLf{--ZGHU@s zBq-GJfy75~ybIQy2egiRk~Gt0&c@?tOpB%jj$GpM^OWzF+R# za%TU#%b~aPm#Q2!{Nea!PUYRaosocz| z%48JtrX{wRkU@>wsHAi`+n+-=p+`-o`5R!pX-tn8G}|_6di0gxCKpGyF1oXBdIc*! zd=u`HsBU_M8q!B?xxfVYBc9G1lEfr%tUtQgT3fOhjZ`X3FOeq*&QN zTxKw>t#z$fw{fI|7|v-$j57*r}FX2UwQov?^bh;bHa66Tba+Wm1Y z#F$1XXK)Wct%pVZKsKXZz0^Ou9Iqgn^ z(K&qQpzj{R!ld?RgAB&6l&g#oS^Iq_XrJa3g^$s^fxzk!x)jBnl--Jb-A;4iDFb^K zQw=BFA2p{|8r1&Hyb{xel;R%Z!ODvInNCfC0^u!dsM+QSH>P_RL=}*tLG){g4|t8S z*yL`At38=Fu|M7O*wL19qNcfIr^|5Nqxu#?%Rz02uNJ(YVS6Gnw%#c5QT|m$+TKW~ zUX)y|pK)~V@vdUoV$O?m-xpv!+353x#cuQDHhY<{r;|x$Ct%zsDn0jKFX3F)7Hoch z*6RI0!>zQbT=T=p0$Cg5)Y8&Pn}}>k#*y{ef**aE?<<^>V__p8Ps`kkSqMrr5}X0h zMAo1LY?dZ6(oRKYb>>Jh?!_LXzu5kSvLwEQt(=a8p7FJz4G$aN(&wAok{N%Ra`ryZ z4ri%bZdhH6g)H46AoCnTG;vD_7fb};>2({^Yt~>%So2>>m+;+Y)i&iOgl!XR%#>xH zo~z%6@i6W=J;MiWOvfMick1ck2KROvbKJB(+R!!-CkyJV^(uBCONlkiu3NxP_&=_Z zO01bF$y$KhpAzlgsJN4Rf%1^H_LxtRnaDAdURf`);F*|Ij_;MJ4E;p(%>(n~;4O9~ zTAjvxzDa*S&Eo~PwQD%2FNtqq5k7wm@kf^Od*93k3y%2A5b4p_+-3IeR?Ae5wS8e3 zrw?}z+f!yr<(459dnZUYUG`SAlT(oRaHQ^WHeV2VGV=?cg}xN+`E{@AIPnH^Td19~ z_m!ZgM;?;yUWt6Y2a}OVMuU3|^BCVH5`{$H3z)u-`~vngICSP?$CD=`2g8)2)DSJ5bq_ya@lkX2Nlso zXp^-z=cbyvBXvI)FMgz3ClRP`#Cg4h|RpKtY6pPdUP zwMOydFDG%qfS;1vD|8pr_*d$amLW3PN`$9$$em^i(1P1#Px6PCBygWC;V#8&_-JlCI>>IE_-pY8tCboY4> zhALXu7+aH&LHJgD%c2{_UZO{9Vc*C+qv=Vk<(|fU%HEN^kHcTbQ0Y2HPN!HFqho|T zmQEskyO{3f4&oG8xvEqQQs6nJ9X4SiwoTjr5P&tSuhHYZZF_i{g+Ma(x@4@L@lj`} zi!Nj3=x*6-@p}o;Bl;AOBz_OJsalXwq;xF&vB&EwYPOn_v59vWhNsZ%Q3NXFDqr;+ zVg1nS9NRNCvKsk*z*vYBrzmydE0L(8^OdVR#lv;zD_Bx=cDt{DSPppr?GP80MmVCy zlQ_AbP*}5HyO3I(j{}Kkl*g64rl^5*x6TQuwr5>SbUU$UUbm7A@1YVs1g z+x^EA5jehy!Xahj8I+Rdg+NKNWtHdmnjy)vBf7VZItv9V#CRp{PkDoDUu$``alX?m!O!D=tp%{%sp+S%6tUO0DMq_G%I zT!|d!yH23dYgxLDj{8L;gz=O<>$Bam-0{*W>RtlP@Spu4fQ0US;7>xZqydi`>y}$_mC&(PL__D;PHTM#{54J)4 zJ>T;ZXC@+gdUU-cfYCJnA%=P}?CQ8~d7cSxt%VTo`#YR-*IeXY^Eec`7W&ecE6Fc# z{$XC753_9d-ozhT>=1e@uxrCZ9?$fYVRWrkWiXI2o7#u`$=t3BV{Ksvncs$HiJLI% z>)Qz3^l;)gx|_7={p;IT^EiI2!bI~iaT-qcOCB>Vl{3NR&;7R71Yu4Va7}jzQT)%v z9On=I9_)!y;yU0$MOnpk9F&`2w|JI7k198N$ga&!Oz+4N!cGLHc^c}Wx#fa^b?%7^ z3%HqQynS3`yQ_jAg58`^D}TYS=rvVo?Q?#?hPF^1(%Y`5x$R>B%C9oLwM1kG67@9L> z-?VVXxEdxBK-yUJZ40ff_G_NG$1@eZmN3TG>zh#arFn%kPZE@Y@b*C5Tc&?tbd{L* zGXPZuTW65lJ0Lx2nF}0MKIh5?COY_s2p zU+Exu#`b;I8D7LccyG;YW|A2TVBj#T`b}@2v4Gjnc!sRN{e=E#Yy{_6%jsa3^}~** z;>dvB#Z{whWFP~3T6!64Ujx0+eVvrG6`O&A1w&@zEDKQIL(eR+@)uB&- zzhz2pxuqqLlV7E;CUXvbLMvw<`egkXR(p`@h_^JHa=|Zq(cQFha3^xi$&fU9Q1cF9 zR=+J8?d!g1BJF_liw21^4PwV4Kz zQOw7*y$@ha#Vx%MV-xO8nNI^m(TVg!pN#E7w2WU?nC~>$=DafBRZeS*#+X;xN;ciejlLhn>D=MuoD9l$66NR7#YI6Sl$j z%p{$PFcobnY|Bs=a+pfUVJDHpILIb~3_qBt~D#^=0|d?7vsgf|jZj z^>9eEUqSRMy#|(VKR8#5^GvOU5(S0dFgKItx4M?ebf-P{rPj+}6>F}cvYGxEJd(ZW z=_6AQa=RlE-VI$6S(+H@8J|fSqYP{4N3v~avs+K+SYHCvi{f{9#?!&MKhTqpqg)eg zrfWOOJN+5K$T-X8t}*{O_qzBOpKHB~LqW?fFB``fbjb|^fOBO?;kL|2vNLOf(@OSb zmH8_9H5ny8N9MaPGXL572yZLY8QnU-9mSg?I-;aIwCN* z%r{50->I>DlKfz@Mu@wDI!S40;SCH-+rQu^+)THg4%9NaWP4P?LiqV+7Sd49up)!= z;pvYgvzd1oY`lqJ97XCLJMo3jl5(?A`JR*XoDils*R)^dETOH5Q=>WcQ@dO6^DT5X4l|uPN3uOghgv&lrFUYu47oTjW>`{FhQ-ZU)UIvz?NwaA;mMx z^=$--Ogz=zZhO&-;k)Y{+x>iBotm4h3S1`E!F#cAg=RI5x>{=96r%aaH`|s}XpLk( z;3~9i??=)y`GeDryv2X~uG?fGxx137&Oz{!l+w2FzrlvBhwlx$O^?W8NVLTu#I+U* z0dp0@aL%t$GBH;G|K3!)x^1s5G#{WemaO)h!|}BD^9}b-|HITX6NX5KDyob9U4YlA zjxi~Q1On20+7jQ4KTn2!iGB$;h$?z0P$=Qful)Z-nZM!&Ef?m@iiX2aa34Er$p5=0 zouIvi^BoV9SPyxM7f+P@268y&dniA3Zld2^(IlQM_Uod{VmucaWJ1XW6%Q3>d=l7p zCC63Dq@o?Ig{jfokyDss6wCJvs{$f3iy!4ycOqRK;{fA;{?D+}N~#`SNFG#OQh@Ys zw53$uwiiO15DKnW>|acFXew>4PQcX&6rm6>I*hhj5)ZV*-RpqRlmxI1Aj;l|cdwGo zYI|~^tA^nbS)kE`LX4Hl$f$#iQWWk{3qy4Uo2PG#S8HD24BEzqlNQwL;gg0b-+0@X znX_SHIC@pwu&P7>uqSCpX&Y#>t8Z2HGjzB5Nzf9|m!v!u{0maJ8jt;@M@O zb)O-{y%1R}Mk!n3@_BBC{-_KU=gm4cbq(6$fktx+uJI+Vk1=^5KbU92j8O0GtmcYn zcpJbcsdq?vSU`AZJb1z!8eI6b#{Cw;K1l9UBx?lVpm;oSZE^Jkv<{zqGsS!?=7pfY z!kIQ2K-5(9ZDe>3f@|{<^c0s3b|X1H8=RtMimtgA1DM6J z#gZ(jP=BEzM8T5J(ReKtyp%VXe!1j7I8C$^*Vb}x>9bVsRItne+)sTi+dAU44~uMn zV^$NcwJ!Ohs*CX>Dsu|1b0@Jnk+JxT!y*^U^IfSJ12`Jx_=0`|aZ3Oe+>maH)+|RP z)bV{+q~H1vSGBev>X6RP^`4t@ugBAubjL$S{>BQt6ROA&COlk0bl-C9COUXYI7eG? zk>cIQ$*#Yv40pjnnz{<7Zau?-XZha9FHu+p{`>^zF406Ts;V4Oh5aIvu7zUQSCn(j z{=lcuB-}oS@U{>L;+qI&4F5_CRR?!nVt6IGFCzu~H{`l+99n;{dv`Ps1G@L|(R>_Z zJH8`?aX3Jlk<4L(McI3#-w&Xv3c3}}w1q!dsC)lf)0KM3A-tiHnznnX|LD zdg56+O}FB_a@!o*t0X=(Rbd1{N3Uu%@yr97p51gqPf$oc&&>-8+C6CV} zK8>eQLa`eS@HKF!;QUYt5TECip4TUj4lx5CFN&eIQALit?mQ`bpPwjlFO`6|JKHpl zPpmaxc)5$!@al2Bcg>?VAMEd8*xt_kB;Ty9USln-!=U56O8(xLiJGlQrWnq0ZbBMX z0ol@iTm7u}!&G}ytXBa&xPmpGgN^mfjC9RM0rfDHC^7chcpS(;(o7_*1AIv#O1)5c zCm}uA{JU>dcFDI_*!mnZt0_;T5}#_aHFW1Jj+bEGsp#0Ey%B1zU>Flt&zvXH)VAqp zbtTLCE4ezQk(vCi*pqL5g3%BP?*lYF2Oia2kJe@JtPI+|s8pJlCmWeh{ECr?%hFXZGV+>144d)=EHSrSbk;ahBv zR8z&B2)`@r7uoDN;tu=;>|xjL(FqQV{kyCvOJ@0xI`Ph3q{1q8T~yAZi)VP5ydUt@ zf1?ZBfe(T{?FSRNW2iWLB9qpgSj8DsPXAeui@?TmMK&a3H(z%d*;y7}G=oYY;6H{O z=%ObOR(29Hu*Ii>%5+*_<^#)C+K>9x#g8vHGio>b7cT-pXO;0u+i%-350+txj7Mvt zeY^1Hn@Vd;K_#au5ka_>=O9Vrd2`r;#5+AoUqtpnAT%awnaQK>&oay0PTke6b*33MGdSfc!i4G9qZZ%O8_ z*wQ24Y`j-@`C76X17gk$*c(PG$3g{$Zn7}0i$dZ2#f?crUwmX<{__T7qS3 z;4k>Ez{~+n5kSAhdGNkHTRP~G*Yo$6qaJ_cuO&N1N=yZpnh}Upu6hJgY=o~Bhf%~4 zc!EVp|A9{**lPV&G`r71$l`=d!e6-8Ey)+{F9#-2=2rs$Fg-b1ku9c;oP;%W&@?-g z)=Q4jSAi?;YXC_alWmx}MnJQsIz>zI_Jmw3X!~834$ZB1){ z6UjhGo!{6~i56D+evS402AYon?+O<~yj|FW1?c;-5cpZfZtw(Ctc#wdY@vZ|xn}qL z?$H_T+^Yy9y(C%b9F`y_Cz+Jc>2x37e^IYlh;-SpyfJWb<^=?rh+B$K*AbI-QhmB} zWs9@6gqGgY8QT!!zMPbgT_^K;8(|5*0k8R_@FD#}d>IOua6iBt*?Wj-go3}A&v?E= zmhch`d1zHHM?YZGv@-seJ#wieBy)n@;xm1WNmr}g1F)|%{2E-!Q4HA6$j@(z{DX2Q zc+pjemzcw31H%ddYs&Bz)R)f7C`;437tma!Ini$zaa&7aW9e3>IU;Us2KM{$$sU^j zJCtiAv&s2U>dE+sr=+8sB;~;m@QgUnycH2#Dn&fKq}wmB-N7$ql*XjX#qDjueu4N@ z=c^0of{wb07|S`vM%ANX>1JRgz|H7R_ASR_m4HVajx6qC0)qMK{|ej+`fd7bNI8HWrHic<4y4Mo|$o|%Ge5{-%-C2?t`%EY_(iIS^|!>@wp|k&4L*OI3YJR zG)Y>}(5cCi6+J|d#3@J_$=Pl46k$!=>zxpCGc~=_Y?87SVh+fy!Az- zd9FkmpNb~EY#OMMRskg&Irp>$mtt%_1;VIh!HUbcY;gxT8POlE2_;bT3q*~b9+wq zAIkLekyk73fAgP2>BUpuN_O5uaD;t$X^_k-7c^fW3|25 z>^?DABkxGXY$NLVyqE86lo8d+KQPt-g$0pq)@NF4@M?r7Vz><3J=`lVbDxzn2_rty zmV#}70tt+F^XAK;(ga>@@c^bir#P}Y5#}$(SsPtLS7Wjw7y?9mwsf2tpli9p&A69% zHt$;Pa7zUHEIZ_~EZp~=>&tWaBc`?bOkC)rn80RU@o#W7xvRqFFXvQ~>F3m|$N2z_-tO()jPthFMn_(4}$xhqKuzDHQ6FviP{`$h}HQMHH~CYv;SxzM_kVMn9W zD5;3jL^zV6k94#xBHIj~Ki0C&mz-js?e0j#q-H;?vtE#e!o?ujv{GCM-a2l*WBqJO zM8EqDR{AcXM{(&k!}>c$Y)g5(czeaoT;HdS9+Y}4k7&VQ%oO>rg;DWyQ!xzUcMLAM zkCQxSNoj1YFDdYCL0G%-B@0MVGRkI^Cn`v?qsXgjZIk;z$rR}93$eV1s@CH6yrn&z z8QAmI1f^7YdjgZVGC3Wn!)bR#Di}ASdj%sCmJB(`Hd6ekZiz&5352abGw(aoR4uM< z>_$hU?JBjpSiIq`(xaGA)F{Fi$4_va%Op3E5^H>-V$m}M%&<+WD>7Vi@EH3MVX`ib z1?=Ey2PF?_Z_+xU7kA-5p=}ES;nT>wOcA1nCH{%;O~sW}-6b+Uj0|K5&nT<3pX+C~ z689119WVChU@Uo#p?F6TU@3Z>EPOygPQw2KSzOd1ivCrGV~725_#$H0Ej2z(;7$pG zj<@ky@gku?{DJgFpol*+Rm0a2AZf^3XcoAj&n89$J%!pe@*ZtVx#wY;8NzQ4IJ`Y6 zqY`+a2aP{;RPh*o&f_TIa(99^5IG^yo+*}aq?`sBIvpx?;#?mwD7UbvY3VMmY+;dZ zO`lts!I^bXDvx1_rrZX3r%%|YRVhg zkGB9flI?uTGa~Z?CG~GgGF)I&e@p6XB4#%=skeop7+}MnNqha0vtH3i|Mywvrw}?wV`f+c=xWP_B}J zYp$!RC;aDHYk@m9rXn0Q7=};c(}8;-IBqTxtkM0w_*kHDdwynAxPK>Qf)t_e$4IXv z18z{q{C0^}q-pb3 zn5x>5Z}2r=(d!?Sk%7)M6{E;O(0<17%)|q z*M;t&_ocyHhoaQ5I&md3jp-Wq*8oYX;v?zjq%FQ}1fK?VWG?z2sdry*g(4zwNon}N zt?5df8~>3Z6Ivb?{sk#b6nhf`T3FE_S_!%C$g~w|>z|8f-Ivz4b!*4A1RG;DFJ4&Y z<_5|~XJq~<2#xVdtUnl=c)VFkQEK&c7O;m1`*%iCcu6hLf>dC4YgP)Ka^Wzlu8AR} zfNRuaj78Cll7*OPOD@*!8-`9fbKzm?F1+q4*dSn&>)4SJ^K-GmF56(M2?GItf$wAq zpQshd#RmKl#co+Qa%W2nD1wfV>O=uH$Lmn2E)zQpxq9_GF+PR&m*?EIngT-#^$y8% zyqy!nH$-iOwpbt6m@;l6(G5W*fzeqbzRD@2>I8wfg2m{^!YMEz$owkWgP$``I=+qC zv!&>B^$AcqD5hBABa%bi-NRj_?O)T@7wutz8DN9~S0$bap+5|fIU81CUFZ4fUt?`i zx`A>}fEH4M(7{6+tt?2I?}I53Y}d{Jl~oO>U3x@EeN~W=WDIlrrD*G44$#CO+gBd z;{(`eH+>L){x-FXr#*XAD*l7H*{bc;->s(Ga`t6UE-2e4bR;WEVWhp2qu(8#Smg09 ze6grzXJ%wy02AYFny2aqxz<1@B8qdXeP>`@8IrK=krM36HHV^n+tm-)()+6E_h_Z@ zo)FM?Ji^lu9wU?U`)a7CMYqM3zAt?1h#e`5*GY#P6bmhQ-+GJDSH@mnGV+Z0QEt@b z_SU52%<_e1DZCBTrBpYhu{57Cp-N6Qr8`^^i{8(5p=Gu$1o>@8SGKSCMqp+ym7`9g zSU(K-_MDGOcgux_&LrRaKXbVK zfLrCAJztWMZQ4(7x?bGzZ^t-k@)O*y!T4-X_OD@uPvA1@XQ}E2L5x=+Y^fFlmv1K& zN~|%(Aso{)McOa*ou_@Zc&#QZ@G_!3SO&Y$dQVoQC3}k0q;_W^mV}POzX>0!`dgQ- zwm4cq%?zv#!2_IR?-Tyh5^!`l$FUk<;DBE+m#`)#L%)`OWG9%#Him=KDg1cHBmJEg z&z%|g=D-5Vp5d7=%O_dB{ki%E+e6x3&h7RV0=?OiTd z_z2jAJ8^Lt^SQa>Qvi>@*GMngjO%J}M+X)P0q>W0>hv>j5%2Rody$d#XZ_iF z1$6iwo)fL4J5J{W&s+?#{MyvW)YrxMo*~5Eu|&}|>lt0uwpS*1WZUCSoz1i6Jkyfa z_K{qAe{s4L&~J)Kq$f9x5o%+jlueCva+h(k?X9ga5?MrQ5BH!6w&z5P+zJ1HW#M-wv*|jn$k~bY>cV+C7T)?! z>fwV(boV%2`wYKsV?uY8F^5y2ij_?S+hax+>g(G7a2R)Td>^SLI_X;y>wnS>wYFt^ z>mqDWty3r(fa1eSMRgfbcSucg{j|@>V8H^Wl!yG55N=HtG8Y-on$9jb6H|L7KaR?ooe- z*O1g>fNu<5t^NR)IF;9N*+S>94MT}fk>ZG-^)JgTW=fC;M*e;2bs>Shdh z!9xq8xs`EWw3?tE>%nZX7~lP}P{%`?4$*8|=a_2icC}u8k9k_YllTfc&Wd1}UqJc{ zloZ(--3t|aZf?|2xssnr{d}@*O7@yn!m1X8A_YxyFYrcS`pP zslty~kbxJ8JIrf!Qr-v@GKaymNuqTxm&{c;hmk>%@U6Z$=N>`u<5A&J=CKe1bfB|R zGr%+QeMcEiSl+W0ert+IVagi=yhrdYa6DW#<+X*r7hQ#WKpQ0Z@-mx=b5&5+b9#1gm25vva15u5ANqUF{8kwN#xV1dMO3|; zi>+;6f+UELC(j4?_@`I3XF3CaYiz8v?+O#g(uyuhN@$2=hGR#x&i(u z;}J9$Fl~ln;HwD&kn7UeR`xL&Cj&L0-xCHMf{^alz~wGZx4KGZrMhE!$ar|iB1!vo=0*_*MrCw9;7QPc_G70<5s zXu{uc5uWW0{8$4VzO@ECE#>+tpH7vDD>LCf+NRf;i~6nL^I2C>2aET}-Z;ZAF}BNul~%Wt_*sWPwh}|jnZ0c@v5g9OswWHAmlQ}S zUE_+7wX(sIDqb7&H>A6UO_j+OW(Vs1(#5i!eO2F`-BAao9j|VQhy6CJQFb7D848ym>;M`#=F-D zyH$|=9A43syYf=9aRt8&fOxe3hE8Ai+@Bw|9IG+Jq%mi9N4}=-C~xl}K8}B|J`6$q zi|u(Q+V~B}&DY>sX6d*AeX6<_f`RSKXq@)vxNg$aGZG^ z&sc+UAAVOI`;Tq=q(vKaB7%kfmd0XwDQ7e->uct&Q6CYg_F7L7eWA$Me_Usyv8;z_ z^e}#1LPvzm?)~|MA#F%sjLIV)9>=1*adi>+v#}KJF0uQGns~ zHq$U-$vwyj?AdKAf#0IHlMHo|e3>RJlOWzTdNtm15>aHRO4OHJqB{eQY$tAK%bcY3 zP9trf;h6)9T6nM0k;eH3m`%2P6uF%{i>Jp*(~y=jzTSJ1zKA=43fj_rWLoP&4SzGk zS~7}1SWMM7?2re+y?ovYVU@2G?R+Ru!%a8h&k&8OkQ=g&G>7VPQ#;`_%hmXGQ7fTQ zjNsC=-W`3Sd6GRXSZw;Rdb_%#*7MMPPKt)xk>9K6n?UX~hd+G|@PHmZ!~cihwN@## z#uY2!_lku(VxqZ3-7S#PY?6&mDGvmUxT9JE)gb~>q~1AC^TJ3aj~yYi?(`p!P6?}R zQz%#vS4&L9JDROEHqxkJBj#T2dx>j=03Y)^B1?EP_!98oRo_ryC1|8@SE<^9i%OFP zg}0O?J`#0B{!O|i(nmTw4#62k9hYR4*P>hF3+_?&5pnkq$+2E$of1zfz5yVJ^y!_v zb;0E=JK-@bbc;uDZ*nu#pnXVN@3=JYc-Oy`d71K~zJw8ya0D>q>0V0pigE@+N||2k z9^Q1CP5mI&xQnnT8lDFWPes{p(*J1xlvlz{w%%^3Ths}1SeN7A;t zdTryf_atMb$eYnLL|M4Fzp`h&-yY()=Iwk>>n$}%`lA$Sf~xSIL=jGYee#bL)3+@rN&2g< znQ&QXoWD_K2fex+*+f@^*{S2~fOP)<5%hED9d>SzJ?-=FhzWFXeN{HATC|nuUZ3ag zPc8gC$`b5aZ{45$QDiFe97;2Q@O=wSS=g;(>B_F1l5@EpuGcpsO=|hH4v6R1)|nQG z3RSfRt|eQ`rHIY`CH9V>hdhk71jX{{jX)J;zlKhS?E!jx_U_>_sr7gD;U|n#{LkL5 zFERCxpDS2MeA1?9!pZSiIYm;)ml}_6q>G{*;{PF`ZC+hbmeKRIHALxC6-v~XHp;YY zl0F3#CgvHJ3gPlbJePzGIVTJZ*GXkZWmSQl?neyA=h2at2tZRtVsan=Bp)0;1MR3D z6Qn+>!gICh&d0ta=dj*1i!>hi6!))u{!;P(-)rFdBRiO5Evv^V5g%_JJNeAztYg2O zGb67_{~K?9HQ`g_zKY|2s>3f3^L+aE>o%-elU@H<+c_g+=6R8!%H_ltq;JyWTt~4? zL!ZOqs84_BgNe{o zX~<&uao1r5`AGVxvrXpcK)FfFC3+;BKv3ST6tBFd%IFwfX3bC|7k(uknV(5y789*8 zjZZ2Ncd~bfgH4E_@uTd|nck_UJNdHTSVMK%6Va~2jj$ze@mG$5Jy%{muX4v1jQgfu zl2+=~9Q+uqJ<3OwcZQ?$DMc9IP7R}yZE}A+FQt_7A!_k0?dPUk8V_bwqk(_4Z?v)C z<94Oj62UkEc4;SeYgrP_D|gsDxD+m$yrVvXkhFjl4E^o1JZh4h53=xpHUfbRYPvPk@5G;^XrcTztvP%i^5{A6@=;ECk}h~&HM=!`-J#oC$t zb5k=*Zvq74(~~VKcRxsaR@6A4YFt*Ery~T8Min3vd6g*BpBN6&{#A9l9HwL)+D{c?1%dB&MilN3YXoC zC9D121Ljdi+oHg)yT}v~w(|{uioxPfZ8dFj&_}6FNFnuyaO|#8&#m@}Ba>_L7rIfi z@s3}NxkQJ5V;2P`9vP8z!S56vbqSK;U*JksxU!RIBhPUZEe;*ovG74*f%P8Xu8@t^ z4V4sqg4f+21^o))5Bf5%t}@|gk((2xY1iag2Yp+4WKECXHxp<~+my_XGA*^;(l`zR zHxrlYLytxo{9k8{;M?<$VtSA<{&KK)vG`%Zs=!p22 z8tB^T9FL8&3EiHb&gZwD(+|ez2tZiN>83$=dGJxma}#)9U(oOxZWhVh$#|Plr+iSo znlO0C!A&YYpW%yy_6;g`vUL2wAkR`mn=ElZAsBtP_6=c zg*e8jYOpyrPhTuOMF%s|L1O}FGoAKbo>%}G5?eMPtnc0j7dkHSbf*M))*M$Ibg_?I zyjzYE5Q`?QTmzb7CnK2uJMw`drqTR})^_~-M#g(KlYIcgr%S5zp63GH4fIo!3pH7K zkr2+@N({7CfIR-LTQZhwy~j|J#HzjlbOg3Kx*G9{kF&ImDv{qH-Q>>Sv z>VKfV26Nm|`ktC7lys_qn!<&>$_2r+u*0sc!+^&_WKHzTg+W|54)X@m`ZK^RY1MWk zcWWiK>o%E}<*Q*Ae}*d9n`#h?<8U_vJBUMq`Nu_NqLs$B-BaIi+L_;BlNM{Hf|H={ zd``v9!~(;MJl&ea*u3v8AbF(T(p*%HTOHa9fiJsWK*cWpJ^&hj!T&x*W^W3P$@$or zUDEbkJA^xlFLqQvwh@&PQ7ZeqtCqG`NAV3s2pNqA_2ulxczLQ)gwRy_vAGX}NdY>) zu4N~fEF5KJWyN4(3!WPj*gA~AC+sJ z19(O&5MJd5o_icp{4Q@DN~E}uMjL^Wnf~hN*gTJg-}-vG?|swwb;UU%_-bbg7hk9M zWstje`&Y9AuEQiRS31WsqirV=f1TQiU@2#U*E zG`Rr&Ca@XIrIcP)F6lY9MNHH@ZcTo_vNKtk6D2UPz<4ny#<&u;+a@K0De`3bX>wM~ zxQbElx!!ukWuzOuBQL;(;6mbGbKR$t^$%|QPRT;H1ad;MpD;}j?um`yZSucdhdh(P zOy+_aCHc2x{&IQ68qeRAQ!qMzAkZdo-)kyVt;_=;+TSz-Zs>@mfQwVm2>BMA{{@of zho>ntY8oa=SKNqu0HqA&ricfFoK~53WPA+r&y_SA#=9VHeI22%?so2T3rGng#uLX2 zgh^a|6sQ|Sdn7*sxnESL@=wIKFrPUa{pR1)>=RFR-+8zD)e|#&UaUIzzwIBaUG@3Z z^Hlcx!;(%i|uv8faF%vCTK?nFC020K3ghggG)obX&2KnPbO_#SGRRhhk!WNiZ zJy!x(Nl;v0MAfZVTMM z1%D6kCUPxdvVqFRg-sYKW|O;JOnZ=IA<80S@+H$-fn1iWm7@E|BXM^EN4h(3*e*7I zJl?+?5=J#d6cUJmRq_67wC}yUP>ZLbJpAC5fbXM#@h~#c-huX^@@u7+EiN!k!_UX&=-7Yi_@?)*Axc#6Gn7(n}5qY*~vO*KP4bY76P4 z?5^6+E3qteN3M&rvN4|KQ1)(4_}I2Ufu^U4cDWVb)keQZa9Vb2hs7+-kH7|{;>o1U zxhYUiq~_0VX5Ng)Aw_r9mM^qIwT?9RfPr|({?Yf3mH$Ar4T`PeSpW37&$9YE2g5Oa z{I4@Ja%YzntdFk6R&?`e)38B^t7l?b=IwDD}vzbkR*cDfaFo9eJZ#^f$PCE%m;vEziuW9n|6r>(Ajswp zv$}{`o8o+b2Ci^?_mKqGUI-TJ=ZE390g6z+yb4CR{|D#|UAcZG(sxOpo=yE>@rLsg zo+%HvDZ8(Vh5H&elD^QVoE`2*1vj(nDBARc0Y~6TI%fI!0M4s4G#2vU%Y&+(t?Kk( z&Mn^p#S%yO2mBqmFoBy+bREQ1VC!0FhCiAy`M#+fz>2~C;6A~fyOkcJ4kmhyb;t*$ zhQ240qqNyKjou3HQdK2;3sV*;*__?LH^c@4{Cge;;fYK z82_96OWp~u_iPewK*XU670$@)3cq*CP!;CQItZ$~S??B#Ea>GMnFpnx^P4BUyA~V$ zrvQal)U|#w5cMlyT93aIqC}P|Y-D#sArAOHI8fqG4-`XHo-rt1{sSaL>Xu0=Iuuux zF0uXz_ykpz>r=3uHISmzv;;pNIK(ePO8N=peC?!X7FLA#MvMDBS4p}_=eTqIk=|xu z#bboJhqZ*1|FD?o{}CRTFnkmw{m6viMjw_0rnqmrhh#)+ngUA?`2uP8N+FSoJgDm8 z5Mk(hEmY2il|cLr<@!7aNAE28PZx1;1$+jD2MT|ZK?kSi!{w`_R~&N){~pRM3*SGx zvZyvpX$fz$FHmN!KUkp-q>{RpJUl0Fk}lD`dA3?|7?$@q-TNQBoLLprC>8d)OMG&j zz&oxNCz-SUh6MHnOnP?e6iMt4I32lq{4)Fhk0okcyX~cCABrxjpS6AWt_`z!>e#dF zbI~Il|HyZbXCi-ZN%%78MAA~1MNd}EH+-i^$S^Y3UWhW@QA(BsCDmlM_*A-mFcF>&_^0aEg(^wi;tKV|PnWnPcMtFJud*_PuZ+zYHHI+@ z!c-%((@LQ5`-HbJO-h{piS#K0MU*VHkha~wTntOx!)=<`xf31d$xe#jNy&pB4gk#H z>PHmkuqZXr(HUA`r0zmikv$j1g}5&~k4uYD>d5iHeWZ7GqX*S`i%>n@5twEM=Yxxh zdYs4PzI|t|g?d|L{)G0IQgV32aTWErdcz|Mypt&HYA#SJ8{><-B@pCuXZsn!4_^bd zS6z~swo6cXtoT`_>(j~UcdbKBY0(J5Brurd{{bOOoz!udzVH}$KG`~K`&8a$I6_UI zoL2a3f%j1ijH2%y@Q!Fm|>Ij39*t~-6laAXa zM3`{CD&cd!hel19otgRp_ao6qwWo~A_(x2B?M0^lcZc$Pt#+Ylu+sCPEd5$L4AWU# zG1rBsZFUCi!2B0cp5eX^9o~)vO2eGP>5ih>T>1hA7~*&-&$L#uE;+cKXmPWQy565- z{06mGxyE-R9bwl})nrIf9F0dKsAzN8#ar$KJ9*JfYYx{Kpt;i<2q8iPWC zR96;tcpFpOg`@q62+XuwnYEQq@Wo>diX8b`g43IdWRAW+csq>Wv)F$n%5?+W_*i8& zo)F#%D*1QzgInLls$&cfB!^cpPlUN}8{|qK&+&U=j{2FMh>54+>=`_BFxue03)cGb z#SZlA`BxCSI&Xz+ID>4N9Ja+)heJDnlE!0cw8r8n_3JDk-kOH|24()%u@UwtK&K2q zM#`$2h~QqC>pLXRcT?54tZ1qac4_IdaPvOp3yLO=U)tH^vU_isH)B5IlZ~$+9HlWc zI|0i?e^Rm8GnR}OEvy~iX}ez?7E+KeoBl4UO%8b6s@8B+0!0ckx??%5n?k$lyqClx z0hDoGvw~x4NaA{nO@^eHs`%oiOv}CN{GG&qqM3|v*-m>l(j^BC@?|u|MePi(- zw?O|KnLI1>&QB$tl9>uBvSJr|5RpJsWkFE`{e+4i`3(Po;2Dm*D__KV#Pu` zvTBb^VP6cv_)BIV$YjirtP5d({40GKzsGHR_2f+Si)ZOZT$Lr-`8 zJU>Y;$Jnpy-TRF6-j=|SS*y(R(f#@Fxpj$nXTy}QQ)pkyG=5LhO*3&vP58ja7`y{G zvalscVDXw#asK+sn%@t)Q0d1}w(lc6}qXf$Lcm^LbL;cPhs;9p8<+_G)mr|=6g{(6zn9Fp= zTW;{IPYcB}xC|94zukRLIEZq7lKNit;ZVgXk`|JVEcUF08~nAoULo=2OVFjQLfZ|M zkj3{`u@x45B1TfSLNS0i(nnjyM$x{hzRSm#wS)-=o5(+Fe`K0}SxO_;$e(PLGK@DM zef)_^6=^>gIju7?{kD1=B2g=7&M{E^M?%-KrMg~$hD%=qCNfT_HAh3s)hZ~LVVHHP z%sE1OUN8$o;d{PCm`;>wwiBqOlnUayMtOStEI2qUds(T#zdRf7xxH0#Zy9wBZ*X`T zUWOc*O{9B*)+O)K;zDI?i~kRq>pVD43q2HdVSqOm(q?}n-urmB$IA<+962DQZIhmd zM4s6Yc&E@%l|Y*8n@Ps_F3Mfg9g0}Jxtw79mW?vJ%ecxQ&we7Tt_+uUE|RIOZ~G_G zi)5|05$Xm0V~XZBRRt|=T;ey23cvB0#QT_@F=uk%ZfN}Uo7HcY5JOaNAg58X(-GCZ zzBIsQD7)I><`OHzHMbM4A-9Xe!Ra>YzUX!Oj}doqr5o98X}Ig)hl&AsZl8iQwHeVH zBXEDJ)a=%;r!NZOP0X9B4007lS$!Me5C&6RD&SQwM}=~Slkz`ib;`+9S`1+W{=?LJ zc+ZVgwrtYwIqP%Zqr92zn@I;1Eq^DiYk{9j zHv}a@@;`<83$i+rZ^Da~trYBuXTv}FWUYroUsfOT-x{XDmJsy#J4~~42oZXr6Xo0l zbQcEJA{<<`{cEDi9EV)8;=GT$hhdUX=N< z>!3QW%ma||iBf+26tK}51)aRoWcTU>aEC*+o8KCl151&gE9S`H3Hx5ve2zLpGzHS% z5A8>^9yEo)rW!U);97%Q$cPoX&pv8d?5@)ML$?1UXss=E&XRwgn@i?xlaDn!uMtLmhOxDBj`7Mp&G<~gX3FM}Y4JD2QraPVS3D2{2DEf@N55%(i^?d`{vZ^@X zPV$sUUebXzMI{=1W>H<@asG0`NLVIqC(?~pY2l+sT$i(b&ylPmts-bW9%-3olA9PN zIAE7wi@_`M=m$PATIMQ+?~w|Yj`A7eSmTB_-eDkx<8jd2x!c5kD7Dz#C;*chAf3E%z0 z;w6Aa!I+xznfl~{I;qnE{pd_Y1q=_dc4Z)5dw}ojqu-)V(qy(Yrr`D9bjKXQJ6R98 zotMNbqKm>&^}{I`#Z})uwwnXd|Xn1XYBtGw7tu#_Rkph!uW zkSnimS_AbZt9LbezVKt`js{loWz*XhWvvEp;?cQlurx|7?u>)k)&AfIIm%_Ig|z@O z3Vi16_^@mLc3~_GeVF_5$(a{UygRo3rI+74xH-qXe7Pd=#+gsnz0TTjHR1I?_i!>N zvuyrv7N-8ef2*X3{4nGm@-uZ#*Wi~VSyUjrGq`u2&}5oqxR5Uun)F+9gO-6xoGf9% zKNS>0Xz1l&-Ao@Gps=1G6I+m>&3I@M*gS%EHZV!^>n}#%E>W_jB@nzd`0)q;UG;rR z@=)1aydsG)=BP1agZ`_IDh4bkMZ^@hu_^2*-JP)OEKGqiiP5frbY}z%Pl?JsM6!LK zeX7)Z8~zDgZ}(r-4XJ1as{{e;9TU${+Y}N|b=H-FgYD!df{DvjSmf*NO_ipS8oiCQ zb%|O0t(BzqYQIF1Sb^DVAdUP;l1U6eAhDdILU7Vn}l({`>n5jJodaZj6KWaa*P;ad%!Ub?X8B2;@ctU&7 z{(tPec~nzZ`}f`6)?#m!Xw{-Jq)HW)N~)*~38ZQjt(91yH^|fRl zO@<-5yXw4v0bNff`^D1E~0}mKqWb`iyCSs#u?%ig}}RVj>0~{ux!B}MhN#MXUp9* zzxag3=v){f-DRdtFu_4?JrJ}-k-4YGx*IA7n{G-3IXypWa$>R6pQyS-Ra}UR*bO`0 zVmSqFOIS(zD-=QMvF3YL!ocZYfbKAZ^POt!s|F6P7$q01qHgVn6P+j_0wxr3S;YRg->qGxyAbkl1nLS?N9wg8FG$FI^{YDE2A9 z3SPESj>E0SxkxT?-uf!BwGGu*e?dr4Z)Ei_A{?hV%fnEloND6^S8ybqG@uDLTp~<2 znm?89SppB|oa!ESkx5W|vIO1)<$^D$y8{QUlM31XUXpx)-Q#6p9E< zKOQx?HI#A~H~k!XK>C&+K|#t938zB2tw;w^9XKT_)?q@V)(w<6#UOEA$UetBKUVR~ z_ozuXG+Bx?s5)5TDNg%6B)kLTm4mdQT>>=Q;aFEsD-o627hoOIyckal$P3)WwC;$y z0OXNRL!0qM-erLMP5m};)^_91V#BmYFWD<7(?!{htAuZFxk6O{M|-*#LLDN1-IqY8 z8^>4O9qxD{v1W#{lp?e3zF#EV-e+y0P6+0Db)`AtJDk25kzBMb#)01+r%z{QMp{N% zY+!e5<7N+=4ul zvv=Z%@daMin19sLR0069DW7gJsM{H(%*;&H4S|A4huXXq+^P758h{-g-awY$H2BIV z8xq1jdg1v2e$YouV7&s;4f*pzev`=5asa3Xj~~rCnJOS z)Y4x6cd77s#lZU&R}d|^w6_FG5n!PeOnNXQrfGP23w-g^_@47wkoEWq&%F8ePew?GN38`H=^Of!1O~x}4!O z^Vk8jV038Gm^rhEE;xV^T;ceWldei``Z`YPjwZaq1q4lhf-U|b^b9p;miS87^pC_! zc@A4U4!l;Z;~DhTiK}RRdqp$-b%9%`IE$`=^gZk_Bx}rMTmc3GYNKVoXmL@$ATHr6 zH%ELNJUFN~#=+b2Q&gY)YsT2z^rn1|^NdKc4^_1%mI%T^qh<=7)0>m4Y0`FJ;xiuk zOw2tmxAdN3+l{i935wN5+F58OR(2+2F*fOCzH@pn58Ck4kOA$;K|^G4P1N;>LT3B> z6c=yL-hx57z-`S_Q3k4>n~>NOVAY>QzetCH!Qu+%$Du@M1^D9aD4to4t~_wA?-U~g zT(+*t?o1NVU=YPp9d?G29FCG5QPxQtbGg&q8Un9x)@zELJK){yX=mwf3>nfY7g6G6 zin8KVRbHX6J>9h4^t1wW1!eP{-OPF~GMBF_43IrY^ZyArAMWu5+BS8Z74(+WN15ZL z#WB$Y6LM&TJn^-opI>F`R8}hT$TxdU!Ko*~TMi$;;_80d&pgx!ORhkBOdW(zB$`Sq z+k)_31BmgPwf3N&Vv2$qvuMg#<|)Z@+WD9}?Gc*d2rH3r*n{=@oXUfF`(aTv25($6zURn>*jjs8tIq z-K_v=W)~JpUcgr&>^kyvtfJi7m_5SPE({Y-Wm<|gGvs45a6uHuMNDSb4*FNa5TbUz zv(4<1JS^z#Pn{6w6SNWX_)@lcR_fdk+aA?fh7b_I_>LemPab0%%u>fRGg{IzsW(%n zh8-hUw_q%t!T+Wuc!!}qxJ1B3w9iuRbMDPTf_i*rSgKqhOVlKaHv*%wx(Ts`oB9WJ z3S}4z{S?o~pwzads2?rw)avnK`Gl9X*k5*@dLD5jLidV%hfVne$Omk{%g47$Z`*l_ zvMGelq|?s`N+^XP@lEL%@J|4VUKa)rB%DYmOPR^Xu~^8`A34fNW@|cn1FsMAGBl7V zeXOI7Ss%?emiL5^rdxUKuC;x=1-&Z&et$zXH@yQq=`bL_B&nEJ%sjN+IEcEBw-7=V-^P>i*$ zLY_4XX`D+f@a4lU`6K0ZkmGG_V*qrY^p^CPB%ywd6?Z6UM8dWro97G4Mu_ZGf6AOF zu}@M;!6dMVtKpw`aJ0lBW#g|N<2fwW7E@sYB-+pxPekhBc8N}Xi(?O8jKy|$tp6{ zy*v)iX@%Dssh=a0B*`!;PQ*Bhg)W4ts~gzW2T*VH{Jffeq$CmwLnuU)~d8LBhI!v|X+ZZJ_HGc}e`! zhhZ}^th*ah^+RRCg z(arIqhL(37&=u2UxxU%fhL_QNl|)HO{lV#)U&l_W^{IvZ>B1vF#wF9EbR!6Q6ORf@ z;=SOeG=x2)%69Aj@Jg8G{LEG(l_sz)!WtQddk}gW5gYY70HT5`zp%N~_~ZG- zTh~!Pu_3}yTr$^b?T9$U))dcm zH0CLA<8RE-&R-wsHL&{u)AqsbD*CXzuMP|?HsUYSh--pMh1UK(RF!2cT#QH`5XL#y z-iO!8$RYMgl2_xPQ@Zb5-^m3_ABZRv9F8 zDlq2v3*3WIR=+selk_5Al##4-ONabo)GUc9C*7x)BG7jj!^WOiY}6jBwiVr(nlKWB z;s}5&oYW6*LIy>LrRm3#^bAUFM67%g`rR!>uTLl&<65d=asBe5)T!NQ(+OtsBYqRz z7ZC`62Z%kav4u3h#JC5^ag^V^!QV7gL`+8!Kt2KsxlWX`8g+FA`MybL zN8ae@S;Jt;E$dPJ?%`5;o#l2SrAjL-i+jWm4jUN+265f)+Q$;oU7Zq6$|LO5W^2fr zQ0=2od;Y3~DekNwJ}R3?@<jjfE#FT2IotfO~t_{qaEwUoz? zj3pY^do^S;>+o`;jqZ6xBMNJ2Ye!I?C9V3LiabRW z&KRmfMXOj_{8V9Aq}zFcV!YtE{^Us`=|N;P`mzq(;dlheIs+*2n)}%Iv+0xp6Bx%wPJIyF5&d=q;55!IVM0X8DB z(?Y$Wp*S_zXA`VH^EvE3`XDnsVBiFzbYU z!!yk~rQFSgi~xhfUag=MumqV_*;1bNSI>3J%7FEwm ztS2;>7bfrK`GseXw&WAUlKH1yJW}~_JWCb+u#a;kBeS=sxMvk9VIIQEz6T@kkR1W4 zpYvM0HFtWzm@kHELf_(zU-4^?;1vh-A7kPYMkH#snpju+1x&rf1u8&Ke#URaLkq$< zgl>9_^1P-yWa1ZN9#zSCTV}jNn!_|~Ll-)Z< zt|$>Whs;V(^L%}4&&S%g?BUcL78t%+-aJ^3(n^RDlcwk9J572@mnFbeMTj3Flq+JH zlr{X9FlUY51W`WAwSuncamNEHjb0t-oV@ zjZ-YvfTQcq1`8fu`-Y z9dlL;@~5G;g!eI|;83>bjs-hn*Z$|!h5zmT(`hb-rL)n$DDU*mW^!+^Ke_c{{{mS^ zuWt8EC3D}2<4qm`W5-hm9iVyIfew=7pHJOjSfb*8VQZ>ZK!v;MAt3$|FCWTDl-)qc zM}@YtD%#= z8V(7=O>DPq(f}ok7N~(H2f-rn*SFrLUaSQTD9~dMEl>EbnVc{EnuXz_Qn~?%fl+q9 z(~Y({+DhJ*CLD)TP5$y67zO`!IxFhIcmbLmNIMQeFR-=jzIKYNXgp8xl|qqsXfSl@(9j4^@hNFC6QxTdH2-m7(a2}y z7l(AmFYb(kY=_pQNPXn9Q+D~8qVP{AkSTrmR$pCm3vSK1^2o8dHT;WkTwvYEWyPO* zW%W+DVRiNhf^s2vwWB4s$=mW+h!3;%TmUR2?3%6 zi7~_R>i&ece1;B+lar#!7g&nI)B$2B;Mg>!ZM&DMJ0`aG)Lpgs@YqwtxiRCCTd1K$ z05p29S2hLEjyZRq)SbmhV(yAnni4eTd#?c3W})+4wJwf!tw#GAN)N0Bf*FrWw!hOR zF%mHPXsML#3 zZrTK^u;;3`sw5FLryUwWGZmck+H}mb^tW6{?2%Fics{+DXi57qH zl7Oardr&i)IRZcMrDZoYkamTxT>$pMOJ?rV6a1(Oj|md_hXK?bO#%~DMt!+(bh}44j_hb)K@V)q`17WuQNFiqfXzSessTb9b*J$ zKT4AipOQv@Z{$%tT2bS6f4{pvBn9F1Y`!~F9RH4_(pMqd4my#K+iH(Q{ed7`)VvW} z?$CYuZ)m{N2fV3ypAF1t8$Kh+f`$kUfDeScO`x*R)6!w)&Rk9-V7W=fgj{_z3d34T z&9 zd5-T;9l14tYN)r|r@d}`E*f-6?Fb8et=UVZtF4|XJ_;JO@P_%8gS*vk^SXdC5cs3e z#LIg%NYcAH2GK*;NW}qxu~9dfx9l%i52dyP`g4je6G{-zG>pFCpfzR^JRs(L)tKj> z#IL5W@cymN-Z#C9@AA;i`iitBWsLR!TxJD1j(=_D6?c#8C-$|(Mn#3mJ_Zh!sm&@W z4+n+N`p~aiELV8V>=3m=ovCKdJYk|(uf(-SNJBo@4zb?NYzOD?i=nDUS9^PqIYBrW z*i4auMbl@>aggK}!wc4AN!`6f7+NVs+Tz8gc#-8EG&ajJ5&SWBSd)cUZ#Nt=rkN1( z^$GVvXZ+8#5OtRcIQ<&x3{n0>j*4H59QCFt4KB9zrbcn{==(p0cCN`vysHpulc>K1 z)Shja@lE&_E39XP)?*l!cHSG@yM{6wN^{!zpV$+QqiyGTg7DtqIjhh!)$w&nHuFtz zt_JTN%M??`^Z7G(G$cd7_#Rr`KAea+`0+vhn(%8HQLHY5Ao3kM6D0DHmnr5@uI1k|48a}m6MOT>r6wfg>@W2h)1rk3;Vzk~9dg7mQO=EPo2uQ-r z`d@iF{79QuS9&(Ni}!Xc%or}9*+74CfjFD5f1S{Te^)-9AhBMQG)3Bx+n(fdqzyF9 z7#eJ>Z5tr`Deh!n)9}oj_|DnC>-4|CXiCNQV zVeW*ZHQ1|hcEvI_%ugzZ^qn||V`^6tGl%B!nUjBYF(O&lX7Ta1nmf1aa8PrQ(Dg>`HfH@>)`oB$)@8zB46wfvHl~G1`>vW_zG_ezf^ge(sg!Mc@I>uO)?$$F5tiX8n7+xb~)xSoY z${0Of@}eAN(}DO=`Lf|4(R%#L-q56nQcF#Jq6x$NO|F2I>hVenq@M)nMJb?w4m$-X z-YC+{8ZVtG>AX=0qlUc1Ymd-T(1~MB2qQ|L8j~C^eZ+W0Z@_rcko(EwIiLaZ-|y83 z!yLlKc%Wi{ERn>7moKNiE$dZJ%;xtWg$#qyWoTyS_+IJHUTHq4tBNoZQOU8i<@!Ih z|HL~*TSspwOIjk<{Y*N*Kbr37O2i!l<{QR-iIHPf&qTGu;!kGiFf z4%yNMCkuU)3tVb-LaSEsIm=Xm(|oBo%+fuB@}6m~E+)z!R|J|p*I zZq$cRQ}H10hOO@1UU~n4m~KpW8fP8zhO-FI=Lqw<7XcIUrkdpC2wwcx%;UoYf8Zl& z?Re_T$f)J~ffhLVuIqRJxj&aU%sVyJsGDV+j_J0 zbWe36U8|er9Qm4AfbXf%MD~XIIx7*3_`A8uPc(DPbwVmh1@4i&m4n(cI9&HOpzji! zoRi!pSV}4j`pBmmT89)o3uE^kCM<)aXZmi9)49mOddU;$2BqgBhZb`@%}at zPF1E}&I7FoF9EVPS}CBZ_V8fW^T6RdlF{Fy6Mm(W-h#`$OvO1AVhydn*Kr675}EcC z9rszn?=-C%`P3TCcV{=fq*6stA+4!xkNpOKYbtaz3c2><0laf@R%1R*DP;yeV@bI@ zxI3n{AU&NT>I$&cDL0Rq|}~0P&>y<$?E}*{+dWHLA?Cw{6RT&CMKghKf^Uk6rG0~6~U8F19hi)E0eluv4=Ib)kD z&9qfoKlpQ&mY}nk;tclCT5}^yb5uGyJeOVu!$)5Mb5njnig$q)l`}vmA&vI#iOCuU zi-|j*ORhHL0qUbz9hdaXVu0Q`dO4Sf;4a{aWp-TFc5oxOJNXxwn_fgEBwK2)1mdCzEu00!G093|OjpnLD zG`&;Sq_}zmJu{j57E+(W$}xQ3qKKGE&-iKL>t)M4oN}|q`O$?hCfon>j^?aY2j^WL zb-naeAN#L9GiBLlCChgGz94SRqSlMs*37Ab@8R7491;f0d$do`gUsk|7|dzs>MX3} zWP(iL4J@A`Dk8#o#m2TA6Toj9+@MP^4NHS;sxB-=NjfU?@#b^dgiIXNA1$HYHb!`( zy{s>zB@;s`u-|z?mRju;M2CtTs+QCm^H7p`w25jzz(OVr7J3B5k4>s~5JfRFO8uNAyGc^{nS-8E< zzB=1(TfcX>X*8F-gnuBWIen&gOp<&UP9#k)YOffRI65siU?F*_y=q+~smgMLxE!63 zfQ=87F*+ z;pb)evoRrW&|DllG)%lI>z!Hc+(K23m^WMxiElzoTsP&3u*q4HeC+E}8VutM_vK5H zC_vxur@{%+qR8Wn;(~2l~JVo zDSb;QNZ{>Uxowpw0(FLWHuO28wW0C=sP;#vmt}}2Rz;0haOPl$euKccYN*=&m#ak+ zrPrShU61f2))`-T=@)VBvC+@*Ue$h~$}@~Wm`3fxA3*nJ+Zr8*n8`k%?M*qN!<|yW zO0KMLvP{ED?cBuP@;=|_(#9ubyuMNgy|Fn{`%xYW2AlFi^3K+Axo z8t`Viq#Lh-B0?*|pz)zML?EKFsV`E?@;N-VYXnl%xoi$@flLHz}i;-m9;Zi z!5K{ML(m00K?_0mgtX8eAbvBeTrbMp|u0tU8Yl-~^TX{AnfI9jFira>j4yF7>(|rPbtr;H@5<=Yf-`+ zU~yED5AA0Ja-3^3K=%_rlAH1-!W5szRI+u(4g1OOViixJC&nLGdQqJZ05h3IOkH6J z#6|rXHl?6W|Ef|3Icm!YQ8QR>&4HL!g7HgwabqM!OpJ-?7_?Mi9g}5JaVGPGQ`j#@ zr*32+@HL|4Ftc@-{0fo$sl2Nw{un8rVJi1Bm=lXrka>}fi@X?kuT89~ z8Kn9g6w5r0wZwrF0c#84}`gw_0^Gvc!ziwao{n1 z8D}W9&07>ei^MQ0946~K=R`GR1I!`TaWC@utFkfzV^0VIT~2h|1cK!)POAJm9I9$n zb0Uf-xHH2|(UdKi2@(}MO3X;(#KQeF&s_DA=lX1UaC%~BvPz5JPi;^5`@DE;)z{tg z|8rh^*RJ2Mg(vL!^5cKaxw7Z=!tcfc{3lCPCEqOmyaryXzjfOAgmZfRU|XKJYMRmj zX*605=xkAG9UZigDb;WZ{EZE`%!i>3p>n*FOo2AYx;9`wo10&$bRh|@_<(!;bh^-7WT_ap%)>e5WRLNO+V3E}OAdx&c1hU7&5Ue88-CQ4lt-wk9IwlELGEDjqQ!$OkYRF{-+;9pfI`$MJHeXnuKPO$0f^XS%iMWXx|733uhG{3c^7 zY+5-jQKeTd0*4xsr~xwlnU(}l(6p+X^s>pJGT`+wUkO`B)8ynz5>3BEm^Q6r{^KK^R^&gBq z&OS?L1WAH;hmr2{Sl+NDu6?fcPN*QCTDzC3DA65GuSA=^pjm53?Qzf?W9TE^P};D> z+3nkqU82OfAq!p9f~p>VeV%yYWj;*P<$UgNaqCfQ%@hd?dwGn=&_QX;*ZH1?LbTKk z+#>GZkmTnF^BQ*e+hL7F#_8h4>EjZwSPwZ+glWn@`impSeyF;NljHN4P#hUd)l7 zfvY)p;IA$*yy;$vrI=(yOX};j*}6(fzNb>b`4Oa#wy26agM3Jd(~9=(j!9x@VCp;! z2HdNEti9orwOu~Tu=H?4ivWowMI?6HV?7VXfhF>+MRnZ)IwLZ$PFw#p*B*+Xzd~A& zra!?ZAVfw`?B!$<#?oOT#?01`$uOmkV>FqXHea_0YWLkl9SrR! z3mfEGo6T01_`(mW(~WM@Jh^;_!Di!O^VRV>JdP7%XWHl1j*ej;en{9gK3-JKhv~W7Dk&6Yt*K1oHJuA=# zqQ#Uyu&f@al(97tR<2SD<=SX}bZLT)Y9?0DjMNtABG(S$Jb<^)ehOuchGudphRyVr zqj>Er{QyDGkY2ku{WMK`FYr}%Pa@PwKE>+>1lV&5mRimp>1wK!vvi-wJ;N8yrH>A} zy&K=Km^TxUGH-p{HNw0scmN$)CbrgOa%*rCosh_uilWW>ZYSUOeWKELsOqa7^Dd1x zteq&|H9S=qWz-0-$cYJoJVD>v}dGB~zcGGMoJpEyA6P7dC zO4sC&FWVVOdWh6yVa?(JVn{^HP zS{YED`L1!lZ85WQwAcc#M%$z;W*oN@cT$@o&SmO-P)G8hf!Osh?cUJ1B2`q)O>PWKgAMqI<(nEIC#FXS|fE)6lYq>s4b{%R3P1*W?n8d zxlob~X?bP#_2IX^z*w#n*{YL!ZEA?2;gYdXu{SeBl_~p~S3A~)8qYIPoSa5!sMA}_^s8`jDpDqXYB z3@0-eAIme!>=}PC+ydUwCa#aq(nO+-bWLUHM5NPg3aWDV ziPhqxhTtK1{xK|SNSMbhPPc%`9hGdELhVM+0Ayouaxm9-60qKNDoP9&(85PJ-mpe@ z4d7G{_$b(8X_{hZX0AaH;TUvMCLiGuCyE2Br3N1Aashr2Ye6_!mG*({m}k&6+MqBq zQZzM7d73gJjZs`3Y6k53Y-NbeEx>|EZm?c>pVI&>K+?Yjx14fL5lvROFC|vKE1{xD z>zwZ8N%ZXzri`$Jb`tq@gLb~FA9GaW%)upQVx_k)cuT@EUgVv`0vGNj^K=QP;|B$}1KuOj*p= zvLx+gmIUcuj4@8~id7qfdJ#eGOb;=jFMol4U1=^1QwqgIc_!B0$l&dn#6~rfpOfTK z`fsf4q)~a4+&z{swLvj4wS?hPW~R9lvI9FK$nqf`U_EY|Uv!vrnt~nQfW&c4=S8I~ zy-v2Ym2OCno$%B)1`s5owwb?@2P``@(dH<{<76cjC=+zPKB_wF{M8LD?X|vfddS8U z!z=i2whPm$LJ4Y<@DW$hJwK?uZ6G3KxLQNCr#wX_C%#In2>y+z@8%91fgAacYm(X6 zkwFs6GUid2rP%NeGI8HWwra=(R{5uIa*c!u#+$mhJqSllg)s&)hL8vN`y50pZxenW zA;iPmh31G0ZNM;(u7O7P87r8B=~Xsl(8NK|inSWlyF8W1YeO^9bxQQpxaiH!LE>RV zM8dj*8eKhPn2t&)B?T&sO!FU(PVjdizf?ZMN} ztJ`x}bd)y$pBifLon7Qgl8Xvr%oQxaQL7%oGBhKPg4|! zo`M@dH;-Z;{#AR*S5d&S7B5YQf{QpYpMD6DorTdp5u+2XKoxjp?a1s1fV&;uf{+if zqInT4J%xEu14E2Us}D8K$8#d7S7tSE5w4OcF7gTh7cX}mhtstEM9q^5@)?guTyuN# z=%6(3P?v&XwoExlb$pFf=;NL1<||b5skB>ke^57%e;D_uU*OdBBXuKh20~0%kWgi$ zK|dH2=!P{9$3hLG!ifY!$ZB;YaVJynE8bOG6SK)#fF8$BYr5#w=oEADM6qq0VtX`7 zVT?Cjg6rM|p)S!t7xc&vPw`{VQ0Mu^4z7kd-lM|5pZ2u9A=*Fa^+?npp42h6M{jWCQ2$!YVYz1F z*_cnLI+F%?TcxS;n=|ISd03oG2HFmQ6Ov2lnl1`BYFrgJPScKJNZt}b1NjDi`a5v| zTGVFT@dY6AX&2AL$v@R(;6PC{8qd&{+J8kfJanO|;8#Q5-m1%n#$fkv3 z4>=3y0al)=x|Cdwg`k6>eQr!s#lU@hGTYh}c!Oy9m)QR)>2RpUH4Nag#E+}(4{7bJ zCYH8oF0`J+uWinA#GH;v#xgg#>4gLKkI^=x&|l$vICuPtZ3qBtIRq5|WZmoa7)mK| z4hzzX$KD3dVmHaN|c(XZ=uS8d0##;EA7uI9U^Q>exzAG|x zs9W1A>U@dUw~&&aWe<-ex1kfuNYtH8Ou=SOvc+?_?h5vpyuJtUe`~d{IrF?S#WT7o z_93>oQ^=e+ByZN;F*YPO!bI`ubd)(xu}l6}Pnqb7s6sAC=c>CAwl;#5cp{qml@p;q zl5i%bLoC*aa*rUqr0PBj~Vu!B8Y>`GueD&gY^eG=e&eyc{O!amL61}^mJCZ zp|gwhtoCgw{g7K;Q$=8gaM=`!JAF>OGLk-tXPj5Zt50yP)8-wDgL<^}u|;BhA{!RX z>Q<2T%l#nFZq&291(yYOmrRAddh5uB9=PJB;_*gk25?pGbehffrIO`_W)r zJeDymYZPSntV+B~UM~j26V{3h28u%WfNFC%ouK=`(xSz`&vo`kbN*BRuUQ{@n)|-~Ie+}W_kQ%g_QU7R`q#gRD?hZ&`Rt?r2fx?JkN!{Ur~Ny2eEj}9I{!bKGwc7q zec8GXPJi-WkNC{D{j3`@7Zu_54H@PY6AFGrsGCm*JM;Opjnu-}~fC-=_yz}x@Jqsjl|dvAT< z{P`bj^`(FE<)t4u#`S|uqyLllKmPb1_W$OeeDpv1AN`O1NB^V$o0S}+>L+sA6Fr1l zphigSzB=Tdd3$^map3sy<_>$Cw?S3 zyz1#fN^_8zk&3!OpwUpy5IM`N07*rQKG}M0=faHrSI2JL`Re{IpR~6(O1>UngPFZ< z|CQEb`!9X{aDUeHyF06q`!YSt_j*o0U1aRbkM6rU`~Wj6scc17Us_0iCbvJmY10v` z=_t*0$)F=&p-XwC2TFl zy!!Os(NlXLCaylXJhuUHByxX=Z>Q&hp(FWwZOYDhts$eln`F_tPr@EAu1o zd}9w?ws}=z!F49M;^#kDxI+UvjV zJGIq!#nt<(!Hb_)M*R3R;_ey=Hjx<=E*}Ds=A!(+rX;u+u{}WF3+kca?-uUfwsHTy zPs`V2o?AoT^wYOH?v;MNuJqpz?=IiC&vWy>MJ^-XdR#mlxHSFFmgzfw(c@}$xCyl7}`r_9W=bp^bNN17% zq|a;!eOcDr_#64MSUdaHuWNa)HPK1jJwH^DSQP+F8`s z7|SyLNQC|J-oC5rEuN8D7su-@XM|XbJM!@&=eM6*wtjZwyR|oVuDpKj>f#$)*R|gD zX!V}IWZ%N62NxbbxIF#fkAlx^7zY@z|6i+q{P+EwHQK#b@ZXP~`TpK~(pDYuyMXV^ z-hZn8Jnp~p?035|gyBDJ8^7q(?AW=D?4R-W#IY6!*RB7lV*YPWm({yblU^xyCX*sA z9uv2BWX(Kk0QlfLp(ctkC4?hP}kc;bbi*$+dJT@%MMszex5d&f**=M+b^lA z8KgWBl#kgRTTZ=A$(3hX2Zx?@3C1)(r@sccJ(mMo7{tMWxF5;v!slM!$y0~L6 z!4l2I3j_3DBvAO^Lh7FH2IqBgJJ@OJOAw{wJI>jQz}av5FMgdMnbo!a@q6cge-8i7 z+?m3DUc5f1u;+wxHdh+l_kIq@KYruj!KIh^FH77nZ+ZOf){mF$IP-Xkd&AO(S;%F| zxE(KFd~xQ?H%sTbFLK|yW5bU>J~3KR>csy=c3Xxu;l_R6e?>(}3z1eS0qGbpLP0=8 zK%^U_q&9lM7>JZXNH>U}NSDMI8>OQe-P=G$IL1bg81Q)A*ZsVBj_2KZp09q#dHjy= z=kq-vA*gC=!$_KsI622{sD{I#iW-8aa0|Wfh54wf{Kwj*xh3@?+A5f#Al7ZsGV3Cy zb9d`v+f~WVfh~p?F@Qz=U`AXlWYIR56&J_4sCjtRwWDY2+Tc6PqJI{%eMjaNTNpFG zqgjd`6-8OnIlLAggI|Ok(w#-OFM>ZapuSvqbV>h6z2J3~s}o&&&5I$obG7!e*EQ?TsahT{R$xbB?JW`$qNBQ&i^S6X zh4bL8s-xr#*FhxAQGJGwN@9Dng^C0h% zaQD?8k;y&`c?_l996myMm)*LRd?fPd*SatJ+_$;J-Yw`OVsj<4o6U#KhIx6(H~6BE zo@0=G%=9-}sCr;vsO zf^YMtwkA$>rM_wx_p>b!+SX?XIV&UJg&Xui>@=p`MRpNTO}#RIlRb}EirT1zv}#H- zAS~Y~5j9dUVkc$$WjK?FP*!V)Nn{T2fBOj&`)waMeMnR;2bE`{b@z=_^B%>plt-wo z5jU)R8$LS`&3nbC%lwW@Bsh{ZtVy8+a!u<^|EE;BrqsHGc%_?j-H+@iSf?-Jo8U?{ z$$u2|8VVXsbNsPiM$VkQ^`%c7L7f&s^35R%ote`kS7wwZ!(3fnsiPiwOttEzNN!?P zsHSF^Sh6UxjKu98OQQV>og7LDD*tO_A2;>P7tXN%L()E^)ucgz7nDhuf*Yqu$j|yi zD(A>!ANJM_mp7Ph~(f1tzCmQ&oGg=o<2 zX6t@_IILu9jHluH{awjU&d1}x_&yV5wt zW-*+^LS;9+WF5|&by9V|+Kh&|RVQA1IsnD|h-eTv$&eoYyLof&(ll_oaYpSf{_uEO zWavj<>FOZa@C5I57Jj_8p%Z}%G6o1G6`}`3MK<%JTHV7){C}aB1IG@3NT5}?1&(a@ zHuG?L#FdvK!$Xd*+6u`M<;C6K!ZFD<0>0aIx+2dIdt59%>?QEJ9 z*yiv-)24L;M-EGeIoi)IP_>P^g6$^%2N^E6W2qxj0dX-g`45|-5~{MYoFL8bzRY|S zzr!FZD%$kmos7lId-1yuuQ9Nte1L5`4q%UFH&7Fq>VJ`<8Os1#p-3*8Q-H4U5Ky45(PJ1MgrQcnNsO8~&DW zN%;TZ;IZf-J@c3UiNcXfIU2HWSj4{w{(Lv}KjAOD&Sd+AD(9{5|v#2`Ux43&JQp-_#{o1GQo3#RuE{k<})GAkA@YLY5V4sTG zcch!SUhcp@b5|i!-%)mkyXkFst)SQC`L3W^I?_c%7pNA<^j6iuaE9?97WNMgQKw7) zDPCuJ7qxU<@it3T_tI6xn~Cp=m+mUwNsPL+D5uCX{5DeR>Tq-jV)49GLEScK32~N0kp(eC+%ZOUo^E$LZF8Dpy%MySJ{YFf0pZ zu9Plu1m7u$64_E|ySJ3*`5phiRQ=w~6wIggSzuRoN%oK%^>$W@ezhy})q1DomKg0y zyI%MK`?Hjd{*N@T=Ex>Cc>G3bq(C-E0B!^LM-H3wL;(&+LlvC-AI~??4pMIKor{B| z1xrR8n?T>$^IDn8ixtm@V{j>yZmZhFU&wW_zo0C3YrWxwO~LJAb^teUD(k6djt~6anZKZHMt}rPf25(N45#8t_k-aakliZy z)C2gyY8q=Wt)|Xlki2Kmti~tmt1gjZ(~iJ`kk$DGlSM`;d*PM4 zP9V7TOD+s8|GjrK#U=y!l713tnX;fu4mz}6Li}hR!=!kkZ1%KzuP7l^)+1GJ-*o$DBXLthJ1ezy4r1)={i0nxPn7i!zWZiCW zuvxRggq4z-US$gX`le%pw&6$g}R7?fa5tNDo9Wp?X52M;r#*uvwMhWZ7w zCOs6pCAGJy7hjacPrg#dHTf!s{dbClxomOe$%U-_o*^(pyjNr1+m5wqpQw_nSrG64lLGoo zG4hJAN&2Yde73&%t#AbQLzejI*ir3J;?0yMBxMDVVGCj0Gn>=)vox5Gia2q7KCu7z zLwhQx=!%QVPma2_q%?tLC&51O8#>x>p->FwR*pU(b8cT&kV@n2cmF|I(>t8CYp8(l z?-C&qQ)|~E=*9{*G@*;2C*G~<6DLT4bJg?+9XQwGK}2tns4gYKzjwa}SvIDybpFQ( zrj!;aOiQTs9+;9OCep@n5h_gNbjUY`}fSq?H=;)q|4%*Bs}v%$m+ zWwzbYtbcp1{0Ha&l+o~0i%;HyN)EJw2A_UtpWfM3HT^?LlpilbjxM-j*@i&g)RGx! z*+|nm>p<=5G&Un61v>mjY*s-?yeG$To(+H?`^S)V!6FN{2Yl0SuL9C+=dTY{yH4$t z10A`N1Gxg&Y5KLQ?_DgL9cl%*9I~fWO7~Gg;gu98B|ecOBsiaPfDAlU?4v*j!V?Ho zRABfIiu~@}Ca4CHuV&1EP?=a>)lkA#8AR_;)XmR##V((66Vaj{@O*R7Iq&loTj{6$ z?R}>&;K(~f@zb*fT#oQIS+uc1gQo;<_y!;*NKNF|qdLzT&A&u=I&pbmm)%Ngel?GW z_FxBR>{vdxBCI`gtDd}S2UK_m{%FwF+ond(+0WUMgQlO+%mRUW{=5jiMuh7#cR<;^ zBQY*yG05UadzgAXE|2^jfog$$uRa7;+5KQ#ed}u9448lgu^)#_scs5ypM&)W;#@U% z9Zu4NDiTt*kgFimI;g&^1D6Z-J0KTY6Vp1ZTrJV6->!a29s||1U&wl^l@V+=l;cus zV|pis%J}4+-o5LO6eBOl1dm*TOn2UN_JJ_!`amG>5C~P*t1?n8*8eUj)8?T4khOww zYEbIe^>PZpG!I>2SiCbytvDVj`jUQAJ4elc_?+^#noG#zof3cU`Typ zn8p45t(}zMi_1tykE|=-WBxjXuG7hO#7o^8WNPT}k^=6z9%S6@ zq}BfS=n`Z1V+)3i*#9?S9keX2nZ=qq1pX@~k%5k?7JLeCnV0NqZ+J1~c6_hpV0zbC ztK@aTy31?}Jj2-(>Fo%d;SGAr<0w4C5fo|b2$HlWMYZq zUwo#>kQnQR$+U1+M|&=xVNY`YBZ25w2T z(NntV|Iz$XVFzGKJd7US&AP=;yQJRzzev)gxBPp>sY7vu4jr@Y5SI0yQ1l1Kn_0K_ z%K9_>2pq?LStn;3 zF3Ea|1E!4BfwuxDFovK^Z7Q#bF-mu?SV_E4+B*fD?AP>zP06~8=pv5$F6AE)h_mXm z@<{qqDL;_CHqh|R=9^6VKx%yncSvknA)-ndSdeSt`YJ?sMIb#1v!qustPAA$uzSO` z+y91J7e#L6F>U}7B3_7f!oDI`Qli>y#~2_hRfwD&V?bKiz^lC@LI#(S42#>z9qYOhypJEz`>^UQ^!0DpUr!@~Db7 zMfV7A6zYlGwaOrW4LT{EMXxFAoTltPBC}KImB!tf+5He4tFW|mitfsSzb&9)6O;|o z#E{o#>eJ{^*8S~Go{k%HbiVYz>`I!%$d`{^HChM4M(sA8UBHCrqz~Y6pNe*^@ZA`w zNoj*b?JDq_+U{9->q#4i7%=-xFT$<=hzFc^!b`CVJ1L{Q;###WEvQJ1IYjSPj|*oq zyJ&>GWI4827TN$$=CUD(i5~4{jrA4BApXohCt5tWfW|9Ypzc4`-_n`&kd#{)I7wtP z#Inti__LhHxaVkoYE~)&jBISGoK0K_#ZVv=r9c~Ocq)5?^{6NDXKnXuR>E5x9*?qA zXKqrT)-SW;d_B}&*feegmtcTCB;}iAw%Gfcw>jH38?pS(FG6iqe^$p^!)4nf7rwQs z78wG>lr>K8MTAo>QByhKEgklfcjyOT#kQvOwNza`kw3;Qf*7+Au>2=>MP*E zM|m2z%L-zMCjp|*^MlL?#31!I7bw@MMas22NeJr@%Ii`j`!e(;k4VqPA+~2M5o&+X z7~1aL3xk0_pEFu51E{WCDkD4a_Z0L3Z;#S;yq9at`HtN%#oZ;dah}|Os60y>*lF?T zUipa!n_GnpSYyE|RR(V?08hAj zD7hP5TM6{m(-e9*Z#>oflpTV?5F01r5l#>tizB;AKXdG~yE}xh zo(36fbF)Pj)`lI5j44YTPu{;S*ib+1*V^v}uRJCHtRE;skgLL&d3aoo zhM85XUPN62xqFv6Drtb*WX}k(b0BD@(~*MyH%lx3 zL{D8Qxirr&iI8|~G|c@vM%GWOpoNvFjD)xEvzbvSpuN?zrnBm8;4xP$_sJSvOc0r|z5D*{`~LTl?|AM$ z{21>feDBI@G11pcR{jhA7$9}waN8jku*)2wde(9>@3{%JH)VSnHzBzH3|4>9{V`{X zc8RpRMox-riIV#hs}wd}v9E=#CA?*ZX7`w%X^v&d@ek=Tj(z+o%=1iV>_dQ%SaN!w zsI%!JMhnwPeM@aeONdbZgdFU=;w`Q**M|LXZ? zvq>63f{0|*-U4UIdcbTPN$-F^s_%^OpWi*D_e}TcQ#E^w2vUBEO7FOJ6CdcLI`!5O z6#Z0`BJ-XZJP=Mb?kyw8`CU;;&C?ndTKnwZ7eWa0yTI{WLV!Kl(OD6mWuqY>n3+7# z$3}SW#|F=_(X1AnPUh-OAPD)%ay$XuZ%&!--EK`H{Uo!W@!n%ij_WHX zNbe|yyi?IFcwm_7*4sc(+EK}VZg)>IC9`*cAitv=5;Z6QPHyf45^Q&PkKTr9s0lXo zam!?e8KCajr_}TU2*4fHqe$9|@cWFtH3Yy8(DK>Yy@=%YK6Qfq#ZX(*#(;xj@xM=% z&Ht(gA-<|^Q@;u>fSloyn3K=UecH}WB{1qK?!s(h?s(K)Opn=avoVw_N_h!1Zz*LbfO!BmFlgP821O)@)QN>XpnGwx)@-QHM`F~pkPZGmRro#Dw1^@` z>jwp}od*G5QwGIy1H(}w@BF0y`yofwyE-=UK&PoR!kXH7Ij7ZZkQc_23B{3EY9a4w<1xaFiSQ^L>;-4XQn)G#o6d zIa8iYv1CzOMFOJCi09lBYHKj+5Y*p}>NdLh7b-a&_^EeN!Uq(jb8IUTpbzId7D(E$ z*;Y;F-_f+oqM!8Hoz9bY%B^rMw=o7MMdz;FZ8_3^n>%Y#;`U9+T^s!1wBQTJ?2E3D z^`i}2hYKER5vr8A1=_)&6C~UY7Y+DYU+T458Jh$6>dF;VA$)1-lf;)Q9jd$z`u$m;NKP*KMYGBY<^$qO>usrbVazBaJ2N2yp-O5i3+1K1YmHJN}fBG7zcDE5vX+spPyFSeE z#f7hJ2DV`8Y^Q9uE`5ZA3XSD2Q-VefFq)yIPR(x*=4|#TxHjJYc`#lFo;9iN(nfl> zhxAOeqU^;&DdYK`fVe{O(_~5o7J+K$FB+Mx&5Z4UTM^v<0VyrBC{+u4EA%f=gk9&$ zA)=g|f3g%Rv`R>QNEMgI810Tjj6*n%%Z8{Azaigl4;)aSE1 z@|Se)nEv@p(Hms*e+sg=V)`cvpWxJI`yP)BH#E@LNeE~7qpHMA1|s)eD)|~f_HgzA zK9|70)!PXbXoJ%7M&cjQ)gMIMAH&Pa$qxOHci%m?d4%z9_O6lV&;79J zH^mEyJNdp!eXGuoy|F|tXYV@QKY6@soih6yv{2dB%rg})Z$EHQ$uo84ah7xPMgZZ7 zD2Jcy4$m3oy3JzuAbx6Nw%6wk|E*f+EYGC+YE)3;g%s;aNViNov*@|@26UY9FGMtC zf}RYnL>ZnYBhQKSN8jc(LE;0@Zt76GZ2toLWG~9Gfz05K33a+XhP{8@Rq#0?)rba& z`}@r8#T3+ZeZ|HZUxg}k6pE>~%6t@yFbv2v@vDeMDQN733z}DfMPbb{hKSBn@y@XH zidO66E~PovSv!`;L+!;!N9I%G_kRqI&Zs(7AH%cOh%ZZE`?4~7a)bR_xNV>@jAPe= ziU}^E6tq1`?_RBG9c^RYoyg0-yym^`l~qAB!&|~V3i?OuK~~`kTFUBTzN3B(VtJ|k zFO&}XHv7%^g6+QjW3j2}-QUy22;iu8F3?TqsN(Zr2iTJZXdz@3KCyQ`GP{UlL9 zC%L$f`yTYvknUWU+VZ@u$%%j`-GGr^7I{bWd8hS$56q}8t>itk9#ZApHkRG-^2>{R}f z;u+oDt-FfsNt&z6y6=G^)M5U$;+ZE$!W6%Y<^$GZ? zXTRWmyjrZ1_rx_tr_YJtEAvU^3Fl|XICofjn*r_~IHmbI^_5!xZ^PbF0^>j4e;71W zI+8s~pd}9Kg*>Ex((Lgpm2=I>f9%~)fhv!&@MBPrpsH>m=joF(o-rnOH(-~Nby>xZ zNn-V5GXb%piRsDDkfsbKtvPeJsNu@`@WaiaS~0P0@wkSY%sb5$rw3#$yfmClonH!TVYf8wW1dg-)6Bo!>S&jB zt6!bOwo=%S!>DF7`%MWCPT^(yyId#Ry?+|Nf>l$#q~H$PSvNMnCWhZ61M4kAE>{=Y zYqk|veNyKy<$_nAf>Lzhc_aUEw>z^iU zxWOn>h`Q{*pJ=vUP?K$y22&atsWRnS3bNtNpcoSGOAzqu-kp~{$JEC>^+z9u68AlW zQ$6gu^3|^#o$PWentQp@pt5c9D<4-Nu63`_;7Cg2u$jf+=syYNwSKGgY3S0~dqpS6lD=g{d%w{42w+ zys0_r#YV)JGu^`Xu)n3-U*+FEXrSb)u4O@p->>;#6qnSfK&a?~fw}qbP;0D7SzHkm z1wr{wZGL*$I=@oTR)LmCUepdpNQ*pIzDEWEeB&SMcG`zr4_sgsXeB_FzDE za8$X!UJTN6cv`$B2Ky;I3G6q7#0MJCJ45RqVo(psocr!joj)KO2LCZj0nk{t1pES?2eYi}Q4jl#~1#Xiw;C-sgpJ0hDND z-PLbE2kG(?TOGc@XZ|g!_tXi|LvTOV-6_>CaNfv07?-OW!{nM8=Qb%2ID`G%AI`J@ zj+|Tt17f&q5wE#r*e8T@A`ph%mgWY;!wK8+g*0;~SNo%HWJ6fay>lC``ODbR7PVTK z)PG0$QkTfM36Mox^TXy z>YywN6}AQmzd;YN?mpOCIwxIdKiM}TH_`QDeWPB|+H#2@1J93sx#9~?luZDX@b6RG zIf46O@Q~@eo*l!Xmi?1UEfSJMpAAZ8azr~@(4p}AbAuc6CzCkn(Diek@>?JMo8skj ziT*3xs~!m8pr3#!#^^`{*j{WL;%=61EXu!O?;?BS8^(To(N%V^AEPV#1`))vAe*sL z;1-QXP=i@J0UC~7M$;#-aMfrzN;=5?o69G{NP))ZM?jOzOtN&)<@UG+jF%`hl3ZqXp@Jz z+pNol==S(*4tFspYbT%+)QR3n$EmI^wXUJ=Q(bNyqOS2A--HfAC!+nFSe*=)o6vS> z9C|Z;p6lc;M2ba@?8^Om0c+v7fN5#p{?BR3!d+z~`17{IauIqIU59o`SdQ=ENCFf% zRLT^1sr*(P&5|{cDezDk3U1wITFyo{#Jh1}qzgP%Fu{@A8p~SfPYIcvk^lo~JIA)M z;Ph>eWqGta`Y(DTK{j3<&6NP)04v~Lw@n7;ZU-$tTINB|qLt9Vgk2L_?UaRESpVVA z*6?25tEcUy)o1JB`M$`HX8;e2b38}x1ho^NU~SS?Yx$e?+-(2X)U9v}8Do{YjTh7G zz#qY{&7B}@;KfhUh9u7g-AVR1PO8ba)Yaa$LU zo9BwD*`hgdxT>l31)?6V0lj__vfpr~pWdc3HLAFiFsyDos`OLKTy9AD>rz-wj9u7> zhnrLO^Vm@lIgP^8_|pVn`TEmXRx|sW?)VcMSS6Ip9E`*ouaZbn}`0U97yu6EC5e6K1WISxFCP)PLaFZaOr}XZjOviXBd{N%)&8 z``e8xy&7w$Rnf~9I@(NNK#maanR=65xIqin@_OqUt|J$DMjQ;}`L1PY^PdSl zU>%Lp%yT>M-j5Mgdb_bt^rMNVCk`O)@LVa~;y`E_j_Pk+aof72UZ>-8o9B|bo(bYj z*(zRCCF1SJ>7^YB(eU<))_FEmoKq_UhIOBfXaDN*C?~E)xO{K&8Zqcj&ZClM4Y7LP z`sZq96{Oh#Ih1>88Br0Rn0)`>6SoVD-;mE}^62K|Fu!%7u{|}fs$vogFXD-HQ#w^5~@I( zJ{I5M4qtY)Ds#k-B1i8w%P0ccqj4NahO@x9!}3!B0YE-!yVXC~B?2aD78VCkx-k;K!VPksaU zbapjG+_K)bj=X=jcZc~tF)0OV)A(gR| z*L%6dgmvn{)Dy{{4EZDPS*|9G5H9XR-_q<$j^k6IU$B;P9w!bz=z7(%g_o1T^)C`< zjpcG$LmqT1H5hY!mi=Im+|&EV0=Irt`NYd}ep%D%X+$$se`@80K18n7S+$;}>WUL> zjW=;2ngt$L92FM|N%f$9HCj;J+sxA5#A;TrkBH3C$)o`xyjc+|h-F*rB8SsFdJQGz`cxkBy*^r)H~M;3CNFR6x22PvV7 zF>4c4tO@I4`@-K{EOWrGu<&@)m+objx1Pa?@oo`Ir3pl^azXzI(lRC@m~Yn@RjA1* zXHi){>3hq-{RU5m5MN0-y>jKtZCoY#vSAOPEGy}>r_KU*vDM5Fe?zP@eI*3StF>=mYaj*OU>_~lLHJIw53xeo%4f{*B{!o`DHdoc}lq9sRw{%cuQ%bk=0``m$WoQCDaQX0-PcDQk`S=7$CPCHq6{k8rS?`q~+Kew596r$9P1Ol<$e@dwv> z%nIl9XC_kdnW_PX@5?c%5TXd$>o&oaK6SOi_6>}dXLAs96mG3^0N=WjghGFEJwDf= z)|evUl4FNRSlP$e%nC0JQs>N-r-m!y4#ho9{~<>+ttHnOV4BuV4$tu`G$5P)U+7*Q zIJaj{6G1mQN%CPEa&4?#bEyZW&9)@<+T_a0XrsO>sK_yiSDQp+#wlclVJks#D@@`! z94M`&yo8uFRoDKh9a29%j=k)hCBdta^M!9=$eNkzL`xEJ=((Be6$lezU|}SsGf1N%kafm#Gcr-VSr4G|k$5JLArUrAa1YOJp`8o*}N2hwEa5 z4?TD*{bbvjt^Loq0;R@y+a)|P9{X0T#Zhwcie0r4GD4vor<%Mm^P#O-ld{ztxKSfM zYb7(J-|r9Iiov{wx=mv7ZOxsxY?TP|%F;5-hDzhf_N~6_*(Wy>)Xm4^0Of~Q3eM=7 zHziDi?eeqTYO$tlzo+$HyotPiUE`hLC134JBo?}dA1oeoTt+zbHGD$;S9kBj+t=VP z79DX{KO%2B=|5spK!3c+UgPZA`8J+3NT06IX#B-cms2QnEP0}054`Mb^XAh${>GtLvv z6At>j^qlk@5NWc)mf1~@*R?FYe1M!($HB$fl%017ctzU6S z5gXjN&AI$yxe>h)54a1K!#TIj27lT%TlPj<{Ete^RU=AVOw|^gAPP9qw(=v3GG|} zj&r#)mw);>pXCwoPcvsMUT-ZG9-%L?AxUNBjB?5QKJR^h_-3Kkh6j_(@=v7yX(Yc~ zb>u&h+{kcWy2Pfc(i2=A+ZtT7{eTVD_DfOMf4ooG30ZD8{L)^sW}1`}f{1MmDf}3u zR`!)qZVR?dFRJWtV9wcYGTAYS2FK&ei5JAbM2U-9wU}wKPIE;_pOqIWj9d;qO!~ou31{ZV}BC0etkTlZ2Y3jdB&KZoMuUNkXa~9{WDUZwo z%2I}uG1=KoyYV5vD_?65mgM&wiH4tj{+O9H-;-=hF0bhx zS2xf19F(FB(z*~!)~>%)x|%lG!F6k$1=KC8L(lwJ|4#Km!4n}@zsTn(^ouO|28S!EXHh2< zcNuGI`{dGDU~u$cG(_bhRY_Ksnw;;0KfZTpSJV}_e$JaiXz7t`Yszb~`WM5)eLwOv zEypS5D^haIapI7zsg0saOGQuMLuFxq02kP@+0s*|%=sd|Y9*uqP0iAxAwM3>x@Y_t zbb>gsCam4EjTO$i5#AEztK$@rj$E}vcb2Qh8Jc;{K$Hg78&w9HdR|w+7<%6j#aoM4UL6mdB-pvN4 zB&~=JijpXIdrxqUZ#4tnJM(9lPDH#f5AUEIW8qTO!u)16pPHv?28^!Me~EQ?k$7*C z=Nu&3cG<0yy_K@*@A-2dDeh*CC|!za%pnETljYd#^UA#O-E&^?M?YcsVWBXo%sgi| z#Pe=gRc3x&?g|sn07k`FE!ZXU7_K-UziY!kZN>MrUFC_ssECj^9_aBc86P*vp{2!hRo?3+<-by*~GZs1NrYfnM(OC~-mxa7Qyw z6!{?c$m$It60ILqqfxKf|6-Hs*{Q~}N-QHINlRLX3^g5W+3dS*DRp=@K4F*b-m+PT`~2(yxW<0_4xCED!+5o8(ARG7Y;7@Tq&{0zfs_ zJzqh-9lVy$U6TWJHW=oj-GZ7Nu!d+x#9m_LkRq|E*=OswpTE~6m*3^&Gk(+tEm0tw|0)7&$Ur3fF8Y3ay z{ys0vE@MV9>o*MgzAXkI845cc=Miodr0+%3tUsJh_do&UE0d@1D_c#p{5wO)GlR0I zSZhB^3%K zOV%1wxW;m@TBi;vK{crfVkN@@>TMX|vg)_#=>AExRI(?NM=q}M$2A2hsN4zRaU+BU zKMa$dn%<-)4XZtM$yi5arplIEeh`wJ@Bt^O@>60m-yA@&VFilxvYaQlFgKKBn7;NO&MSsQk@saYKb|ck3Jat@C?}65Ihjh76X^Vg6)2G zT4u?{PC(mX{Gba0V^h2YHtkd*{ctuRS#{f;X51r7h4AB63f>SJ&E-Ds|%8N1WB&SVmpe zeXFeoPh%rwdz+dLw;L|l^ zo`c9P*GU&XwV!eKyjD|5Y|W;s zkNTkP&_^G|QB=6VWeHFn`jTlT{KmNn#BAF^v5`v-{I4*(qOIAcXbySEP63TNH%BKy z!Sz*;qc5qZIW(R~CNQZ6E+#2w3HXdKV3iVR5)w@dpFs=!gTdI zjUMmA)Z8hk(q(@r|C1wZ3Bkdp*4wb?6jja|l{#P&a*f9o6w1S>vt$(Ps8eJQ1wLOu zXhiwc+QiT+e$gye-}acgmyHVzv_?o%9~6N0Gfq`jS9%+Jf9{&fLz2tMGqwtzKM*5a zVP~vlF?(9DU3xZT#P)w|kTLQZtGL|nr!TJ~-Z}reNqSiP)#CBRUlJcx`q_}{kP@{GiiaM#PN_$#qmT!pCkqq?UGpo| z3^qJ13O<^Pn8=7rXB>y-iy0je7tfh#l2UF0-rQO2EyfNF9jlSzbh~u(mzq}Ef1e|q z97;PRA`zF!H(CrA9V2zF@UjI5EJ{cATq)oU)?Unxbi15!CGo0?@YX`d?nMl1+r6!> zj!zdQS=t1)>N^JLYOc1)_;@Y0bm&H!U$)~3)?aLloW6{^8|=UMv%{JW%-E*7mDmBK ztGHOm7e4O6l5x905>9@*9 zAAa*N-7hF0N-YafkR7tY0Wll?8L?Q@kCmOjx$n8?8!3FbpuGAHi>b#2W~t^io1!Hp zJWp_vU)-jRC!M;<@PS@BT!N9NwiVa0(vQXcklEObOwjIz;zCV=hLYejCVf3-#N&&g zJD162d+6}z;U1vHmA=T*%PdAa7ug5WLhtUxz~0h(oECnah~RU3b8h<_mRCH1Hm9>U z&eRN+bzA+!eN-U>B+=IwCsinIQ@AcGuy}nXTnle{d3>>;iDi)0tAfBNzFAI)SD6*B zmGWusAV;dEarjFLCb1fg+E&#GUn=-9F>8F0UQGTHJH>qXtg|ETA|FebfREW?@pDX= z%vM>)(Q|xOVGTX%#-Zz?b>yds6(;1Y&irM1;H5hYMX5P)R+6wVuVO+psWxNrifSWm z!L;uNXH+plOzD9W?~iIeYd$r*7_mL`lVql@i1jOlLtXQ3X&ka*_MU0VCo!$O-cESJS-@cdC#v zk;t_0hQyKUZOY9=6?L0F5t|$xx9QR6yi3=~i$f}%A41+nHPEeHQ7hULDrkF|eX?FL z43k?~C~cQyrb+ndFDeU~10KTR`q|X2i^AgU!%(+V8|IT>|AdnnUfliK$6Tu`%Dbe$ zs_8UJ73rp2czXw3nq9<8hr$k2B)yodUtO!xUzOl!nOiI)K86kRbfz+02p2c8i(sR^ z$)?P>ov*`mZY!9J>gIhHT35lMq18xrNE-F8P;m+!@JbL1N%?ufQeaWNf8P`TzzDYL zMb{7gZG+}+7ms00XmGtUW2KW!XUN-(P1qjoxPwcM4E1+KEi#1n8ijHotv3qIJx)JG zN{ab6P9b&|npoN>p{P<$A1p2`3{R^bVld#lS41-i-v~OPP2g!wa^9k zw44Q(v{pi#O@10*DkxGJkjL@K}nHZ&UKfFXShqk`rTgG$4wUOpL)^V$Z%oPzFQhad|o>4vD96Z`lnC;`8lT)^W~eU)Ab_FR3{{ z37nnD zUr{43f2@=?ch-k~qHb$V9}njhlNkK90VDMD73bj#`YWyrdLdMwjgf1gs~S_F#UQKq8H|++T4bK4(-2UD;V_{;#-)^;qFIR%D^(_ zucD?rcl3YWKf*!iJK2s5R+G2)u~*eKWrt;~RgLi!vKkfI*_@?nhPPj^fgysLm*qqA z4XCKUfjEalkorozcM{(Zl3yq{-jY5}6y~PNT{iJ_Llz_h-Mqw>|M_SjJw%(lEa^u3 zD;lm0-17Za+R{vyvHH#08~MT9E@dHV;xr-A zb+w44bE6S6e}XNrEBRUmOH(p|-m)M2a8T^Vb&T9z5Fv(_7IzPugbrc@i$0RK3{SQ1 zH*bvzisH*9j8XXQsX)YKZ7I|XUlk5m{eI*MXfQ7X&b_NYo2kUz778?8WR<L=gCTc<$>?8e?GRO8r$~RX}x0VPU{l7m@+haf%Dv&&PwT7 zAJ182yQbV3z{k(kD(Lu%&lR5HlqWqNO;r5~|Mv6+G9GUG!; z%6SM4v6Fj#aepnfaom+G0DCm)#WPQguJ&vHe>gPrcqSbGkAF(29II4rt9&vMLSmRz z!lwgCk-PG7=NvZXNQ&H*B+M4dkt{q}Mz$t&#a(&&_tmSl_Dgh(j!QF$aaHDqEbWRDOCh06aV=H597DOf<`JG5<=yIX$KI{@I(uV}WwK`m zQpWs>E_29hQP6I_-grZL{RKF>fE!wCaZ!6k!yRjCA`xs$idYn2=a5_@nN|FmNBc8a z3!`!7*o+h5IphlGPi~_6Tnw*?FhA!QLb6zX5n1_&?GOwE1YCFj)$Y4SX@%$VudO3L zPW$18Bm-Kx92L4$c#k#`-~ORSp#nw!cd1@F0&nP1Oe_y>;~(l6k#|Hmr(_Gi#r%hl zga@bYT)%nlYNyz_P?Jur6BnPP35I+>e`wse-k&C%i~W|}V{R`;J5zd85#pOIG= zCS;XVKHq$p_$(nm&=6WV&c?B$`7>8g(oa6|W+7}8jE>BK{T{ycffu)L!jtHCbE<7(@Y7N>2|t16`%yjb$%rIlld&nh z6ppO0OxhI%FT-9$ZPkPx5fN9_fhgEK>zcKxNxn>ePA1Eg&*yY`XXtNnq1qKTBZ29? zlT2a`2jd~@Al)R>B;6#7l!D(!MdxjvAfF)Tb+sqQm!kNZUFj)BQkFVscR8_${<8j|t*Tp z0|Yfnll_&$IRfPPuC!#J?6|b9Otj{KH`jddZdTgBT*t)FC*S98&wZb}KKJR@{J{aj zCt(fKT@!5$*q8N?6oYTue1$G-GB26q{hR#sIIWr<0RQl^{$q`#jK($RXUz|cD=cgn zN6gf8f!Bmo!(Ue#;#Ou_1`^%n@3B|MR$QQ`Z$f{koDV5SLy6RT*Qhs1$&?Nb-{j#)y zt_Ovfew;Ri9^bP#`))qVOv9FOTd0U_l*e%Kz8dCKKA(Iuhk?ZY@`<+f+#<;=HL=bT z{a5+^xR>y1wvmc-4g_Rflw&qxoH|$2KZ=6-qH(rXz^OTE%fo*!gl~Ag(k?Qcll1G} zJGd{{jX-C;F&ez(&Q>u=n^)%<+l)t|dlXTf(fsHr&87+4&c+?XQ)E z%`St_%bw%J@XPyJ$rZ8IZ$|05ZKJl-?O*(XE0}CEzFY^}R2; zx|>JsjsxtX$7X45yRRFC^^(h=lW zQ|%1te}FxeP)~&Ic8XP_S|&K zv}66rncRa9?)ct*)1WGrNCf6vl;23m-x$PU=-<)gEx^qE;jzS@TCx*u#eyyM%nWTx z*fcEFfGjQ3B2nZwkuoU$v+$ZX`QW|K2L_b;)5q3@*K z1hl2D_TXQ3`hKCcj$?aZ3yHe3bD0sVn+~uCq(i#a)Uj!mpcte<(}lW!#kPOqg{t2^ zpCBP#n6e$T-bGebT!g)|-{S73L`0PIHl5Ist87@O9DLHjTEELJQVsp>mI#S#G^HzM zX-F0~9~%j~6ZbxMQAz)twyui1YkBnkG2!iiybB^dX+NV!?l?^X_upr=JdA94|8B&@ zzxY@R*?Qmjz+-uQikGmjT@Ftxj6->V`*wyHDevtY3gpV3@`KQt?SIa}F0-}6Vb#3` zrz7<&+v|J#PVYGpRPmyORgL9`?iM-2*sRVyN+}{4{rR@{l$mCZ4_3{JC|q>9F&mes z3r-JnDbOv!{)Bqc#bj6~4gOg>vGLAf@eH`mG4Dogw{zS<5Uz4)<#JEs51WhWpL`j$ zH{RXo4@P{WZ)0^)C}@wR!T5X${@f1Sog1S<4@|mhl=DYGpCbO7=v{L>x*#K)xf&!w zFHjACXK;>r0eKU;VuDZlA&hz0ADeW>Xs==uLgvT}aJTy_lYNqX9?ib-f3V0eUnBgb zb?Cq$+D)Sxu>GR`qf@d|%1rVMXrVl@CCK^n(zdJnM(!E9**4{d%yRz)7U!LUoA|FA z1|k|(S@DRIsrFIDubH&cT_vaiG8s3xla(E%?g7M)7Ul{99KY&WPJ_ZbB5W7`6exH&QEX`^%sz!ATZbPN&TV za#ZmNp?cF2XJGDy&QVjl$?j3njwSgeBc~|s4&&dp%PA$H7Afma;feR!tqsgSIPY-l zN(?5@GBiyvAWMD{u2sd7H7c!1-McP6&~fR&Gjee24bUFgI%bbq;~ zS$po@e~p;{7Y+vn;T)GD7cYy!+bv5xb7x0tvS$SOqr5dQ40=hOj}Y* z1mE-<&3a{71FCbMm&VVzy*mzKybwwo>1XP|Etgj{6RCFJ4ivIcTCUSh!s7EFAG^}u zlyx00R%PlrJ%#FBBC(&#d|lRIJkrLch=RUxEz;>jw)=s&1^FY+JuM-LNT}nMyt|*b zWO=?hF5Ys5*`G<<;dS|>?fv5!u$j**o6xHfv0m`0 z=DWk|*K&3q?Jk{T!M~%_Ld4CBVw+<>$2ilcoyj>PIw6Dp`%O2s+9%H&r<|9L6gTrbeU)-&WHkwX^4U-#|Gqo9!xLgHqUaa3V@3c6q`v!0^v=5kl zyB_yID4yldo98_tMh2E%gKz-Tb{1uu!e8ztHvTZ3hOEUBr zO-9$JczOpF*7C$T0N3w{$bJwuyzGd&h!qj$a%Bym5>8hnwIn92ckKeu&I9&)S&LE; z!|VDOt)@+-y;kwtzKANUYG4s+WCa8H9W`u=cjCN|Su>0`-YTLb?DHCSgqpuX?Ohg$ zcQpc(s&P9UE1B>MynwPqg`Q2D_`a**?B)kwKT^%ZkL3O^x?MSLR06qKxzcw$!chLpRSDD@RU<9S_5xTiy zPvIX@BPypMoWEv=C6oTg#g%_9{kfTUS?%)`6NgiZGJ%RO9~0{W&tFnMuR?z5<9NQ} z$>FoaGyewG8+YUfrdi#8Xj5n)rJi{#|5!p#FQC44MqpileT=BfV6-Y8P7^g$VXU+kwpt5l$54)- zCG~U|+*Xmp8Y0aqjI~xDfl86)^8prf12OeNvu6>=Ir*5hBR`H9N$fh#iNrLv>K-N? zkI-NYw-OH93Wpx45TS|^r5Y|V*sbq>`x086W0qpD0;Q&EjMQrAsB^AdA9oiFiN;ql1{gYTA4+@6qHqk6e%Vun{4A6q+P z*g~_Ci0CD_=QrCK|xhh4-YE(W;GmBv&G;uIS0l-uCn5#NOITMxwun3=nF zUm`%Ajm;m;&X-3qyJIlLUUTCyvWKIOadjBFZan%!?ycK=Z~u0KQsoGFbYG6nQ>YWRCGIvf4xqd=S2mUFWHYSvMl&Ba$X#LrWJvJ(N!h)$*WY`0YkrHE~)%0TJ;y?6vu?$iSzc|;o1!kG$vwzq!4?q;K zv>E=>(@VsZZwKl9fVY_XTC{Z|4@-J(QEzb2;1;Vj(!nq%ne&unwQ~s-fMeaI?FK*r zgUqJGba7PCVwa|qRKq_d9^pUMBx!#%rs@Fd@?xwc=Mo1xc7?O9Uj$U1cR&XLMbX;jC`J5un2~WgpCLVdcB2Wmd(Xuoe3%6>2&mAS?F{x(*qm9ronf{t^dELQ zxooW=<09jwe>$(KR)8EOiU?XR0i#UUl+R&1=M8^`Gxfi^Q~Ltyt=hwF{Nq%|0nWwp z5&c3&-?o>&6@gPY%upSTl5h`xETGmxVV3ho-esNA6cUdsmakhQkeje@VCk45#d8z# z*6C>#kIsn!dJ)s2z7mHkZNrB#I>hPInkl9Om7$=n!QFnR|Ct41WVr%Ptn=nbu>L*U z@R17LJ)!dy6p)tQje4)zebb|7*gV-x2-bVeXZ@8zGCh(E<<8I8&l&f``i{cEP2-tO5(zD4~(hnPiSX%!E~D%PGCJ#dL0YUpC%qoR$?7U`%#OIBuQ z_^&|owbxNaDF3q(BFG=>F;V;34GQs>To)}~L^+CFwUGA~bN_%83a|c1bwNPUX&$JG zc^Y~DetHxMMIfw2y~6Nr`ljX}_X|n6gBNi3_-~oD)$sAsrDZvyL@J4yI57j5&3co; z$$^Xg7mB*bvxR330t?P>!(!t&@-@c+A?k>$d&H7Wwh;1gO;Wg)&+h@=zmbhLA(q7< z`4ntUxPP&B5iM!)9=C%my_OXN)fc+@`Xh1NM`!yU?PI^7VQIY-kF`$^TMc z2K*7>Lxv14XO5oHz4p#WCn~xU&T{=gsczqn(84H4BAT`8L6_LqxF=g;Nafz#1@LkW zg%CAw^sBxE6lKNBflbB_DAov*Xq@tWA;Ts%BX#%#@);|D`!e$FK`An7Lz^Rj4N0mN z8U=Y9jfjaMLVryr$l!WLCy3e|4R$?w*nWd`!8;meMYCSvfJ(LsU1KLM>Ib)yb9csJ z1sU|hpUuCCVmF0j(^#{<(ch!lO;Tao;MPcf>QmCx=fYh5^{maJVl4j@9IG)^^CtfB zpU$r`vxhd1u9Lm%&@*{?!nP!q1vzreKflA5XIaYng6)UcMhf6oD%G;NJC3|kyq^0_ zY~{TY?A;Ma;>B%W!_7&41VdT!Y0carAT+JW6ED`eoK$>duEfazLEif2kT?fH$H1 z<+0L#5Zk5xu=JwNm#FP34zk0pRw!?(0eyTmcLR8a4z4YCtMg5FE`(7-dqLu*?zkvkqT4`B%8=+ zzx%=H3E(>#S4{j`s%zsLhD%Sv$`WWk4t4)(RLtI*p>~d4A>kewi?Omh`OV}8+qrh^ z(=_t*qnz|$JGu|n6uz-5LmM_z#Xfr=y7{4;SQ|wx3u3<5P<<8S#6)6%~rwx*U|_uTD@Qxz&He_Srz2 z9NU|&=Z?}YbtiX&D`s>K{NmzP`BNOU!}f`~sj{AEfi}BsamV)8lte;~MvLVUqmmt) zWy6Yx(~xiIN&wd?U1uN*u8a(+LW;F0(nzjZRsn}4$F!Xf3op_e$$QCBgKCbghq4Qd z0#dJi0#YwA2G?KK%*o^C!_%jbSoW)^**)4KY*2;u*(_XRI)7Q7#odQXjm+xMAs8YA zDIZUf)eo38A}IKgD)bwi>@v{;-8U_(W$&qyWcOzc?XsY}6{CMGBFw_h8qABk0S_$5 zEqz7o!VgBi12sswya=Y=gT1j<(N`k)LIqIC=qt!kbwkVMXau}F-rGO_Q1hn-!@G0& zv@R+om7-in@Q$qn;ImO)1s*Bo*FSTZ9`73>fItq7=l z8}{omuRHEGMiQN!$W!@+Cf%V0O7tYe!sZ>Zeu^{}I?{9udiN?<9twM&A~Vhxv}Wk$ z{_i;f`JKX&>Lv*ze~g5-c=b$rmYh7#KQV@FdzE!F`w_^l%s{r$tu~!#Z2j=rUEL3! z*{^!hL-=z84W}kS5p&c=~Q;2G<3J)Q)1fog{mnk$0+Jg!XUO~>RMhKh3k$?C2= zoFfo@oNJdAe}Pug%6kL-u6#xQvD}2x_l=0uCZSLfs=|aKL-gW!yedrJG-aK9xKgz2 zc=MeUj;`=*{$jNG+(r!i$gDIXvsxiw>qcF6#NP}nH?FSmwM**^A2)8a*mJ9{)o|)f z_07rr*4V=Uk;}GYzcz7>Y8DGfn!#<y7OH76Qf$L zaqM1`UfSH^utBM`1|3u z<&Z|+gOWqRVVMtv>-gQ_Bsm7aUlAvN7^y=3QuHU!^>3pf=ikG4fa8}kaCpnjRWH{l zA%EQ?*N)(d`j0t1f0&f>Y2y*%bfA&dDt7D@_=}O*x6OE6tVKD0uqPpgt)df@{oZ=v zBEIqxcC`6{@&3V&RzijxNq#pz$l{O77*#wb_ps%Iq@=L9gC`2CC}Yu`ttz89fh~CX zP8tDy3h^`BtRcQfzFe;0sm8R3tzN!VH)I z#&!%7!SHauObJpze=n~#(}Q)l;_tX1-VD{3ii4+-e{soHl~!H%Qax!wZqQw${TBu; zrDMX201Or`Aq??OyCD8-CG4V5gNg9ibr!RHuU_X)#!oHEIj{va%yo(GXxfnZZT$dR66>?p2FYTn!05#nzu%%JMWVaal7#joG@e*Y;?zeg9mo zA0i*J4-%(D|2Fbw$h%=|D-w>Oze%=b@B+f-UbK=kqAXqJ&CNW6>TCHYB(k@eX%MOM zN!#MUQ4sP-#DjKc_?Vn_QMf?U8M!Kv`=vn72ZWYkKJ5mhn*Go_i#cC8zI?$*g!-*a zF)G$W{>u;7lNcQ#jgjQ=yi3nsgScB-Vjd%EcjQkhvbETbl3c&cR)t<<2_dR?2G|lS z>D}%e-&F!2-pAD4X(`+x+0yWE6@nWr;A~aXk5MEz)_yE3ad{nghe!>paN;L>M1uWl z{{^s8V?X|B#N7RJ4Qoy64*PLOhtjeb%C=6#m|k{s1SjTVH)J+C;_f zh-^6*jPYFwjYR9Z`GZ1nNc^^XNWCqa`L)X@H`|!tRQqD5P=`9c@d4R?>Z|F5N9Y6E z)s@aD<6IvXGPv)F6tXXq3zl36eeU_DF-Bc3hjJt$ zNQv@2Q%km3yZQ5t=0gD2s9)VJALs)6@`-XQm+&5E-x_G9uZwvT9wWpFVLOt|A{yUy zC1hF92YXy|wN0mR-qs$>@8NO+AGTcXUDsp~P&ow)X#vbPu8i)H>&N<6?}#@;`!CVw z<&QFdVtP6(upS?h^tXhv zI8GC%6V@7evtp%)E)oQCUY3!`2Yhm+#n}5VbVN6&Z3o%_f+AO8-OnSN##A#PY3>ts zS=f#?{9n=imk1Bnrr7zIcMZtbaZNHIKZ@@A>=$ZdQy&o0@Y{Ww!0kISiqZ;X(SMj*3iwZ;gR}s}}xqk!MG4d9W8H-Ga8> zxjZZC?FCeNDf*4VS<^(yo~b1pmUR$k1_e&^5u-!klV;NK9y%eR6;ZUg zz4-kACHQ@SwU7sM+l0$??-uE>A6v1SSGQk!L?JdQn@B%ZHuqW`%=hvqhcYH0Za{!V) zyW&YvuhV*Ck)3sM0{nghNg~hLoZo*6XA5RB;~HZm-Q}2K&MF}48yq|jLYFb81uwqh zU+MO^N>v=kqi-9I#7BPax^DjGEccWpwA&jxpiG&ZaBOvP6s9?UEfWBbMyNk3ZGr{) z7DGZd6)5sVBTqnZS%-;SN5HEoo>}RD&BABOhA+A#giZBO-F$>a{LrtcvJ-MKoVK;- z7v%Ni8ez0cqxVD`x>b>CzhpV5iEXkl-+KVmUBbA+R57uxYu0U>PC3XCfm(;3;hqv8 z{!*-oq4+h&p%~e{^30(q?Jh~mu?|WBGHJ!o-M*m6g@F9hkp_@7o z@3pS&9Hj+D1oX&vcsWx`E391Z?!SuK!IK+_Yz<8z zzvdNWdoC&z=JO7lH}1OOyOs55=ZazZ;J^G+#xn_<;mhEvKY)If@RX){Wxfr`XBMfb z!{m92s!zNtLsDoQ#?fF4Jg&g|Xa%@^mO}Y3+rFn;u-W2kqfsfdh}}u(^%zYbMZX&q zscO}g8&{~r(IHvzPgwRev(&U$kS7RS84FoK_F&Uof{G~B*a@S1+}$^I{{m^8VaiMe zF(vEiqC2{rGga@oBl=aTGMhh}>unG7pEK^uXaYnzgh8$CYFNGc^Ol|o_U$KIES(uQ zoC97O&AFAwfxm;cUdNWFC z6Ulc@LWeEtmyb!T90D*=5R3L%so_{caM|w5$QOvspe;qCog;ei$}7`jsszU6cC$Bv z=35Z%U-zG!Q zDen^MJ-P07nV^oO{{aR%JM66Ik)XYr{%^G`tBdC?nbL(5OcezZ8EJ1a<1&NX}!FSZhd%)a6>e)t%`ivQMa*aSk@SauajPUZ2 zs$r4UOZzd8q322Q{M|U=b%U1ew!bleauT$J+T$kqfp<$A%s^%dN2_rhCP{q<=f^{= zvw8_no)}5+snuXNSl@EShTaun_ND3i=PfaNwFUi$5Hc_Cnm}=l}Z6WhTaqdNEtt>a;80t-y0oV-sM|ivSq8lcC{TjZ+H?Wvu zNsw%)zGdz*r_NHej3}~!Eg80}GK^}eM%AftuGZN^T~ALa==Zy*e?#MR7fmesuLb=@ z={RHYrT&ek4AhxT#5Bzxg14A%M0q0%-Mij$RtIqE0bePak%NT9K>2g{-CKS6uAYyB zMT~AKj(M(U8&n7|TIleDfsgFd-X@mc@3wWu|JFu*DmnAXsEVp=Cpj+@coNV&zZW$t zXSZXNg4bJ?MbRjh?sj@L>z_BSZA%%=8+d$rv{-l1=?PtGJa%}Amj>BN^5zZ0lpv>_ zCd|e@nRr7K(EeUy5f6Paef^C$(>?IHLSn-mS-j(DrLHLP6FzHqnt2uzu7NKcMHUn* zmbP%3<;(T#Mw{7~Vdmte9fewKcztzjFU=RhoG=#8`OGq@aew%2iC z&!ab@C=>sF?~rbF8u#|BS(i`0dUZ7KK*77Aiau1i?Hztvl%&Eb%AC-cY{6&15i~`k z+BNr-9q;X!$Ae_o+DIKsk}n-SJPtuBemY?gIAcB5%jwlCxJx~@7;pL=`o8^h+wZj#Si5>*kEfyI^tCW;`!FvohbYkzW14TyxB#vO6gaG$ zL-ibVl3sFlE$-k0XjfD4lep-Y$C%=d4WOTs1fApww2q;OhW|TOu3iCrMWA6Whu9-2 zuG!5&jeBiJdK6@f|I5C!F@HYrJB9mrdKLp3==Ei-e~HYptGX@*M_lK(v8dvccGaL0 z1eq|)6_$|EV9gW3k0q*)+j26rEU0-2VAwg$9miZ%g7MWO)DqpuOc@D@>?CM_v&)WT z*f^DPJRJGGnGU&`>Xl{6Voz#y|CXlRm)wufUXb;@s1)>*!$^t}g?8#Pnq*}xD z1kOUl=cWibyA)Ea8`hY)nKAjxSqNmUyPp}}c5)w30lcsd+JpR~roQ!x(!Ykz!O0e_#_nh**i1LxI3`XQ37bLx5 z?@e2hK4*|QvVr*<34qzco&MM-HxA|lDlyhU{lr+8h#||iV`z{?gLyK_65TOOF}u92 z#7?Kk)iDP@&A6$*)BY(^pP(5LL%?Kk4(`;!1rP}qRIt?OdGG%Id%knG*Rb}pVk@q@ z&0(pcgxE_pZ%G5`El=~Ib1&(NOa7lgzqJn?6xz0V#!`I<^NpSnEoLu3a(ZyYL0?dL zgD&LQwbe@MUr#dT9D5s8LrlTEDv()Ql!R%$2GGFXb1&!LKrgjSfg5ad)ipy;(5 zDf6Z~f(u{bGd+XrkAT9HiPhu71n^xzjCFYYtf2P(X<)#~=dH0|ld{3R1CD>~5yO1Y z{MD#Ap~n(tSH8M5WODSnx%!?6p#xZ)kw7WhVA~=1E&4^;c84BtPdKgTb+()$TdVHg zy(dH6gG^;kPmDKxLb#7*bT6v=`g&M&Z0U+l*hyQyIJ~ymGUg2AZUySAMO*yD8)3f( z^$e}1!#Z)peM?;1l8xoXc8Kn8y<0wW7dBtW6NpYxaHp~?q`YC)7v8*>j^5o3hvnUf z9%3wL?u6K@;btGAdW-7k_(|7%@Ziw)Ih`fBuq(EMAO;B2A!32*lMc_wlFnV^>JKa) zX=Dz>@HP#@GO^dYC^CB-r%;IZ(fa>Z1|8(EuarZt8i@ooTGBvllU;KSt>`~ZRHb<< zJxlETgXMKTiSOpPumAEG;ud@}10ACgaOAm`PppW+MNQh*!t@T^i$3Ohhh|q?cWh@d z?T4P30As-{K@wAk>2$tnaw(fDpX&JQQqVvCZ-ML}mn(;5uaL@E?KOs(Ek%+gF5YAG zqLnlMg^qcsVIliXZbONf(Sf0%rM#XjG2u)E67MFSpVEKx>dBNoX}#}i5e;mufsXj* zhFJLz^qAdOd`8GS;<{P!fZ}YypHG&h8OYPPS4+_4+J^Q zYi+(2o|+y%O5OKAL583X#Gorq-e&i<)f!)l$Q%_eIcZb^IrtTg-zXns*Yum{{S~^a zsNP`KycqU!3a+>Huk&#CiUz!J{5P0>wErf<9hw)la+$coEKK{fG$PUx@K^4wqQN6u z^t!*Gx+SA;XMAF(W^Ep_@!{Lzn`ksS7NlbB4Wp`8VO?W{oLQ*^ZfI?UhzuqbDjIjImvmSbDhhTbD;LUvuF~gg9=g8LF(RF0w_J$U>M+Q)kLb6F< zVXb7Q&4bHyv(@L7C?%2eXV#Kj&Gv(jSJWb3Ijl_;HL0HeQhZZ3PF@@~F>U_UY9|u#B&zx2_380<@q4_bxDSj&_f$CBoGy9%_O7hU;&pjJjW5Rh zpZwO?`5^g)Zq@PmdEMdfESb#GeQq33m=dIsC% zBwL}aWIX59{T1Wx*d3Yrk1@dYOzS%&p4@ffoFwwWKZ(M%741%u*~-J}0R>$`@Ll4~ehVhiXR<%0iJkbf-exv_ms>A# zTrjiNcY}my|6H#wto;pE`D>~(!?r6UC@1g7!MmKNBZ;OXT1DEHFc;_E9UL^0KxrVF?9#bS5kd1ksql6jek0N$&TFa))D?<}!a5mk|eI?5}P-N(6- zN^JF?3o3SVloR6`bmo8Zl_d@m4WlmjtKO=S#OHqwwR7z>{CG@OG_c1IUP6+OdR(ZZ zWp`Za`yzO1?MwJdluu3U*9&NyamRi3?Y_T+-5P(b!Ty3n*g;=KlKky2dlJ$?sSm^P z{fbhzBb~gAoNYP~y-5k2DaB$s`JcrC$Q;}QhtZ0?*JEW}Uwhhotuta3vTQZu=Qm4Z zNN%c>@=`5LBCflLnp66hzqg;_4M7jpW^Juovlro+C&Z^SEFYUWqbb=aJ$0Ehe^f+4 zHSTG>k)xLgEsw4jbOY}_`owPjl96G(i`UL|qBH(OTPvrMJIQd$I zgUD!8)8&yBJ@+O)T)NXzkD{PutTpsBR-iggpv$17IWEac)DTj`)<(TsW} zZ5*qEnc|V|&!tg8b_iLmnv%IPny>|G=?s+mG`>w6zSXC9;-l~>(URKUf`V>xr2Fw64I9cf z(M{pA!&OK}dLn1ivx-`&-oH;LFaBO?@`pIN^~56kKD8T)-OiJ4P3pdOUC(WePOE4w zPGNhgVqDd>V)9`2@MY&xxnI)NVx!i$Z00%7WnMU<=Hd63UEU=EMT6gDMb<^mdR3^( zkk;+%35u8POiu**5b2a<%1N7xM?r~Va}b9k0g_PinaOru zGFmFaxR^27=&-~RmyRw;|F8wc`@SWn`|)1J+H>83^yJYkp2M2slU$cJ0e_5JH9sx( zX?&iQZr6L+q3t4`Q>k$4V*AwLxVK_lA}`_#ie?KMp{(fEhyb^_m;!Lnh= z)a36$tJ&vEKeRxI3W>QDm5_hTRw5x7FGPsd6P$I`#}=9bjefeD0m<+$jqY8Ao2KAh z)eQMIC8XGi64i&XE|K3RTDF5jc6_v3NS49-PcCY2`t5uRs2OE?Ht1e0`7W;3wCqyH z?#}grBkt^^NH3S{kzse+zi8%|bAG|6Lcnkzi=61Rd; zefY|ip*nq0JxODo`%}d)sO{k)C9>FvT(bRWH&B| zW+jncnp-iS{K+_=*wuaFCRO0wHb@D2YxRr2y>NoOF~zmI@KUEHeJ;_3*JP^q3~3j~ zWBz?~sI)4hvH=@-D@DuS*lhUYtfffO-`cNoY3yibeFnePj4y>>JTpk86(Z=iIcDNAjMK&`n)%**M!yH&jM5Ttjp`li6d~y_J+3 z#Jm1ybU0&Bm6My@D32j~tT^;$jr~0#?%B%SV#L*i-7`$jtHsGDyZciNr=O$4+~S79 zAJhA5x{-0QF**)r3)OP8zqos=iM)TG(M+Rx>c+h`S8l%jLD<9O#0w)y-VtON%C>HM#5FtzN<`PNFgYzZwzAs>LPzXV+gyY zAW?7g0m830Wh4+pFLA0eERqhD?RsA)m_BOGfJn)SJ|%?Qu&JFK>K3cyn6fi{A%^Wr z=>Dv+si%t**pnzlZ}2GB7CXhsz zy%SDqlbCI#(Q6(R>O9u}f%n77@ND~6hO4IfT?x~Gp)i3m$0H*m4f}B#Q_-(IM{!Ve z&9AQvWh{r@vkd?OI7i11aE!w_9L=t~(JN@1cd(Pc+N3y7&B`2iBaoo?riTC^Q@Z0{* z@Vr3G*{0lS&0cZ>`ay1V!tW7f2~Kkw*}3aOW&V>|CRKSg~sB@y{Re8=yXapc=o92)shn0&&? z8w{S#aZ;t^=RB7EaLaHgOU<>UJ@Ol`WUc{eLS&j3bu+yT-zbec>Te0B)b)L5(_iI4 zI&H!us^sHS``UD0l^bC%`#xBISl7nYt&gAe%EpWg>O{D6f1j~Rx-fZ{a^%EZm0}(Y@Cl}MQH(-tWY4$F zLdoW2Uf0ong$p$q4^J{gJ6yl@u3)K4c&l3^*m(Dh?7_$jcg?sbYf09|wcKwJL%z)= zWUogohFHr3ptsfxtEYtu`}>=f;X+Db_v2h$#P|!0W&&C66R&D8hDBWmD;^7^Vv$e0 zVx)QmSQDjw&Ze~ZP$TKf^$|{gf@S?4INywl;Te;RDd!5E|J6$AAGXQV>A7+8-{y1< z1yZtOzVRpG*}lp!0e*eAK&A5>V%bz)k-B-K{k~7%2VK1O{ zCw1H3H>g~9iJv*wj5@0%I)s$Z!c%4xf@CKIQpCAahMgq7#7Q0}1?ltEkX-^7K!?$~i% zwD7BOmH5=MY1o#*`c}@ZWKp;^EiW`;mH#@+ug{j_8wLGc5uB2C#S}2T-Nia3Cc$%kIkwZ zUfM>aKiTd6T*72>rCIauuDtO4?jMWHs<;ohEBOA&Lw~1KagX`G)S?0h-f`t8^P!^i zR;p0{KPb5QEz#HmriUo;W2T4oJ>Ho-4wME&S*=4>vw@T3N>2t4G7TT+dM<{PTk*Atq#kRmuscWYF@aG$seggK3pN+$} z{spG+#~ZM2hn(7efd)<=Oi_QRM>=yJnGaLtBI{QBYG34dTDNt@C#lC#wfuS#) zRR6cel(Xu%Zs;O=7`&YLOlD4f2Cv$-^5ih+Mvq75Z<03k>x34m;8LIK>#pl|`G`Mn z)l_?DZ8_{-+A!0n7sgs6!}7m968?Ti_`4fTkK0>j1(xr^DL%0gaRYT4&aaO{Jz9@x zhCHv2gMz%~u2I+HjtFj!O?b}a#^Gu6LPd+##^}GBJxUO2sM>lD5AEiT-CRV8!+srD zI)@FVXvAmJI}dK-oAg{K)pLm4U3#D6TAidst}(xw zC^tB-!AzYcYQJ>2sv2DeZ@ucUg4Le;io*FDbh6_YyagKRZxm*VZjGXW)uAiD{PR1qpOzeJ}tDYDQ70!CKJ><*6NgP$< ztIeA4E2wbsSMFHaC`!@vsjkwS_-Rh&VWVZVYE-##>J9zkIPrH=i9JKW*R8Iws|2C` zr*4W!TyBhQu-iUu9hqgf?5C{ALA3>D&a8TI#LjpHt*6(1N+>a?7?;>&_ZTedLI!>H zvih6q{I%G(lenq-Ozx3P6>beNcs_8IkgC^;%6Frul z3lPuMGr6Wn%GyD*56hoWuqujb+!5x!%=O+Rr6 z?PtB#v5l<~5$6Ukduv_Ki!3rtrYexXRyHgP{`(SpanA<9KE&PPA|>4J=01=$P?0&h zBsLjj?AIn^*|DMP(qYobgrv56RsG|7`6w`9++HY4xk$!D_rjg9dVz4&lF7O}1Zu(8 z=)GF~{2bq6Z2RWiG&-TkQ*3I-JpE&&%340|1Mxz5)osOI$^J~ha-669oVcU=m4nV@ z>NtNqGLNAv$Ivi#Ys=)$)7GiA)BWWH{Kjskzqn`Ht92`C{>W+9f-|dE(>z<(0lKRj z3)`-o9!jxUXFI>&Ldrx>%fy;LbG-D-?JvAXf|fR(O106BqNljI7D(0W=TI?8G1c_t zyl_$N$K;!t;q0PxeMhl+c6M10E%RAi5C01LK&N_o9xm817DoSwS##z;Ld;m=s_OVBMuz zx`<5{)Ywt&@1>P(1{y%&C8Z6rmqqfrzK5paUCBh>QB|Hm- zHX@-%b%Y-JUN_MtvjuYG#FXp@;lG!o@kxsF*T1Ucv_}H!v zmY8~y>^b965gU;n6e~TgE7Q)F?g>{+W_{D-#n&4A$?I;Ppu;c1x<}^$mHaZ2lPgP1 zL(8Zbb$C_=@tjM1jOftOSlM{gm;>TQ)Xo^J!w3>$~i z_@e`eDn#fljW2GoXmmE@TRONRr~E%P5n5Cx$|cCI?^{^&uk4`~-&x<*C7&N1-wazx z>=W>>q>}cV+rP28NCcS7HymDm+2fY(%d6|3b-aj5fp@VUFBsNO?8y;s4{0zxWltVq za{L;NQ67U!pzK_(PSrM2qnNe_$9hPR-AQ$1uPh=Bf402S2$)#4``yZlOja3?FoMz1LeQ*p{aiu9E(! zO!GRKD~05fmet*vkd$ft1;_$?!VS8JJBhB}?Ya#=x5OMf1(#p)}9`l3^$Ra<^vAgt2j! zY3t^D%qISwD_AqE?$xN1F>Uh_WpEHRfS9=ID6vf|%51{N9~TzvY~IPyGf=s_TDXYE9dcHi^rwX*mAM!5#r;4tEt39`qQ#!j~QE@X3cJS`d zqhi~Exh42uWBny#g;xTxp7jWYZ~+I(%t}lr<-U-4 zPdaBS;D;$LGRnxfQTAi=i)HT#?#Ydu@llZMk%ZL4i~P7pZONH!J!@tw{)-i4|7K;* z!zP{vxCLB9b}aJm3CT9qEgkx#PRVre8qjI}L9FgPvmPE(HLB(uc*C|Vyx!3w`CBy; zGvJrF#w!7JPj^4*`#I<3m*IpnOVc*ConFQ|ZC^1N39s|Ka!6`AKRP%xrSW3VpEZ?b z)$yI+lMcGBP0GwM9UQ2b_z&i%?N@|UKc9_Cq3mGaOUT}lU6MYoy&OP%w3j{J{A=*9 zfy=&zjdS5iIa&yTD)HvwZHaR@*wcgk>HL}y7}NH$s%2`3buHF6ErZscV zrNP6RADwMKc|jL&)*NV-*<9b?3O}nowb(y|5UDsKvj+Hj2}ZaI6+^jF{+iR(^BHbP zH1Ax=O!b)5z}kNN0AAH3vi|JF@sa&jHeBQInQVq6o-o88Jp*5Zc#p0ogTa^zd{3){ zH00vXAjaOMO3KUE+^&zEb$G&kbWx)_cFP-H>g?Cizupy$Y5;*(tRlBw%t~A?PqRdd z@6WU#ifMuv(%Mcp`+hc41|q^-t|8U z{a$Y;RImxF+?R}{6ZF>U8+KIPtxrpT-j2#wrPuSK)MA}vT~#y{@V~PQBg9b7kWzx1 zpC1vh3o!z7oRR)S2jV{qT=J5u*SYc?bY1&~s=;W-2-n;EZTN?Svc1;t8EedK6cyqe znjU^RqIN-V2humQ3#h>Qbd9hPzhs}E`>9DFQkG^9GgtbAAH*psN6p0dXBOBs&ngiy zuzw=Uq4mK2t0JH6pC>f zBDf#{q{WO_syR3LQ0E1qdka+5X>&fw9)2Fq&Nd(4c=7Vj=*7lW7?ZvdCSJ=+R)F2F z0xR>hY`cd_xXtRvZ~xPs;qFDDCQ8?ewzm1btCe|6!>xm$+5d-bKO7;IpK=Aj(BTW|eb~ngh(Ee=cT<5*ng=`QE&}mc}0h5AjSq z+9onx=EH#Mkv0~Cabg*3Ce|Bi&Y~=0;#2ED7d(rK2wN_U7Yk}yX8B{kreZ-;B90{H zL1elzbw%WTjTVR{9^+ty4=jEDtK+|IyEISuJbr!x+MWKv%M?5b5< zVm?9U+S)6)x+0%I4Z}$93gY{Q{WIjg-~2jT;Gl`y~jwus2q-Qg-O|u*y<^h@sPa^yq@TY!XzZeY>Up#8j zMU&hfja@BemmNqS>)KXahCt(-6-A8Nwxt(!MkifoyP4O<;>-99a$d2qUwrJhD;QPl zNpqP9#+SWkd|UsgOPyzVU$u-jNpzZX_MLOC{4I%R#4l6kADuUOWmv(+^~WznXC9oX zTU|dDdp>$@1mSc9Epj&4nQo5FbNZ*E>sy+BIsdr_Z(i~o4dBo>n(Y2ifzFzn-B*h9 zlX;Zq*@}yN>#c)cXw(ozJ!i1Y3|xQVtsq?3BWRT7X1NoZ60q#s+7EZmX)JRExh%bn znLX+VM6gbaJAF$}2>2S9<9N_4*=CG;koj|;vxgNb*6)zE9aJ=3ZNNVW=P(&IKd)gb z2~k;U@Y3Bd$@CHA-Dyv()ZSG70rCM0E~kcbwks#A??tf@T7UF*u1{ZFop-~qvcAL0 z$1X4Kc@^g<$rdCbE>eel#7ob34%<8J%i=Y}SY&r?7qkX0fRZDZ?@@cFF)aOOky}~2 zW%kRJ-*P9*4BtFbltB*pi)*4DEOfNj_RRIK3sGxwOxbXF;rA-xzGa{HAskLyYqM4s z#p{d%;FO$|7Mp6v;3)e9B8Gv#z<1!O1CZN1DB1+f8UymvejWJ zXtIcL(^^=JWlloby$)$XmH+TPMo3A5E$qrT0mWM3bj7l&{q(WSl=Uw^PM=?Y#>pBo zHADqW#(8o|wy*a?I`MNqji9DJ#JRM+78w`s!#(X$C}-++o$LI<)4#*H)MP0WQq?V6 zW45V5M=u+Ftqux~di;$0(`Won4tjB#WDRcJ_s*yEEmB)@gf-_GgNh6Vzw)=nu!EHtKWb6SILPS0Tu@P`wsgEdlU1I3ZR`MwgJg*EDQ4iCSB z%tK{UB=S*bLH}Xe4)YRgaR#Dd>$hNq)Jjyi%*;`KRx2W7a|<%JXb-7SyRg8|Tk^NC z!%IqGcIBbr$o1WmEnA&N&C&VBFef8RwAo3Vsbf9juanH`R2S1=dLgeGI4w+T!A(~F zrIDQ_{A%P7H=25ZlB-9v&Y~rNOvH^HTbz8Ok88_q#hxj(6whft41p=V1v3 z+m9@>J!v)B_z4p^6?I#QN1{!FA;lGQ_jMYDYL6RvfxcaLp`L%iDoara?;cYncsHHV z=2#lTi*Bn^torO<#SIgK<;=hU3r@x$n`KDm{q1{V-Cje5Zv$%!lnklyC=H&XNm-+U z)KOj;C$H_Q%~INa;!}2GPoL;wXF|`QCNKE23%^SETZ5MF!=yUhE+zz}=;>h7=JySA z!TML|*U7lV@?cPmUqb16^`n-B!r>KP+Wwz>UE!FzUe|wLq3^&JN93mB{d4j&tm1xf zWK3jcT>0cWmV~UKp_CanQ?xjf62K$bz_DMe%Nl8$8aL9ER>bjNV{Vni>gXULTJ&K82`L8Ctp1x1~W ztxPw&sML=I9M%>eg$4X%s_CZ^&tjBr#6~+yPiHJhSf2j2HNg{%^Zveeud%PIX6b77 z5y^Xzt5U2_#s%V>a#^Ze^#Ai&(kN(pIR9KrJZNK-;Ny&^n&E-5RXN+6Y#dFB^R}|~ z!(0;QA0rSIh@YD&^cwb_8}DL2_NA}Z{Nrl3uxieqN+2Iie}_Z#SC_?-o)GJN?!;}<7ymoDxxdk7vnN^es0>8l3G z)aWl)uPk$_$>M&R)QcTo7CX*w`{Fws@S% zaYvR1VSbb1My)e0lE(%Vf;R1Y?aD^WJJ0oe6UrEy9<`i(ZH)WZ8uF;8HDL0&`>(m5 z8H=v`Gko^SX4$p->4y4&Y?WU=x1`%(WMlACSb?p9&9uredLpzR1tkcqe5G4WIa=>2YeuAj;;%v3vH6yL7bhXcwI?=+M zmDSHWP9?RBdV;<0xCK(6C3o(q&iZ6kE8D~K>k^t>69@y|UY4MZw$#OT8hV@4IrW0J z!+hNq#f{85X4eVd57XZtCe#aUW$(X)dv}$k7C33mHO&rp+G@mq*}C`MY_ z&|S}Kqr!2#V0HZ?U9T$zTH6}FQZY5Py6YTuY-C^oHRLS3i?3pJ z^eQhBp9MBso=WZJCC=lBm;M#Q&az$is=H5}=sCUqs*nx36$x9%P^4BF;w zbG-Nb^+m+9UhIuyx;x*arTq-&_7kR-F>3IBD(!5y0WEI!S*7}nt9nQ!V$<^0)YFU7 zBiX&roPnN}6P;scD)1M+hp%$x5AS7GWFEQ1z$4)F$j+a{2Wf_u&x;X1mewyEQY337 zYW_4mX~Jj*=8Z?}J71kMiw2S~_$h9o2tDf1w^sU^kZXjJ92&^BOG*c=_Pa zSriL?Ty7vcRcdczy5Axkuqxy=c%8kod4fFZ(fZC~Een5fC|itxK3V`T4VRfBvq4|5 zC937UqDvXm`c7-Jdg_65u^;1{#j-Y_+dJ!wg=hL+LtexU8>0osl_J^cld6>=_Oc_> z?aBOm=mG2C1>)y_DHuUN)X&UT8^|dNjgDQ|?>8)X<-3uImOA=4tM9tHwWSfqd+-2V z^+SzVM_}rR83@dAYx>(eQD2clgt@he$@(jQ?V_yB&+>oFk+JJY8Ci^hdmtlu0^8g$ zf5u>*pI9?!qX3zRBTM?Lznm?0L z%}>e)2`QjR8+~?v@2SB6pX>&@$hI8eKRj!HNBVV@8(M>SN3A9nSLjXR>(Bjp%d+|o zxW$+fR(2ZLLs~$umGQ?L8|as+O=^-)IIl?gkCnSPxtTQXI33q+b4TA)dIL= z9I3z63ysD5+|y6QHXfJbikhw^_92n4M(PoBufVA(9v;pzr`Kz*rhwL9Jtt?f+kIju zSMNkN_eEl^3or7Ix-|g_*J(M#hUhqt^@tR}C%kXPjLL$5#E<8?OvlA77k& zpnn7>)lFy~A6BoF%Gl}8Ww zXTp*@+=M<+C)_oVPrW`-jRl4$fZ>oV+g=Jub&WiaF&as&!8~d!YUp<+EVsjLXpuga z(Sa6PDAr3JF|A-*!VZfk=I(dOfj)>3p9`zUp z>J58tzZE_75ha07f-CibdkAJ^2rIFE3sJ0zC10n3=7X`;>r~J@mtN}#l%j13B`iJ* zxbYt9O-pY77%NI4Ah&D`)YSe?mLPCRiYU0k`mo%9J_HfCXv4t64++Aw5lHME0w1js za`1LXuEz^DNv+4ZG0RlY{3NWkdnhtd3U(;F-F-36=*;ne7E$;dE5SmIDE^2gXQ78a zp(ot+QGi_Se+>-saOOz6g(y(P`ee{RbDv_BGJrYkvDSMb$V72ivVWqZM>~ulaH@c} zqku)(D5Tmm!NMon`?sLqo3PweAz&K86&~+!d@6RVa9viXa@W2>Fi`rN*D+cz(!7 zAT5so>pX!)O#q$11!3V6k0y^6{v!yKM`DI42-41BU@Q-TOGz=+P6U>2k;{Ld8d@mW zTX*Tp4@;?+$FD&Mq|TAx5jw)%%`osNm_T(&0WF;Ctqbs>hou|=s&K-x10%uMK*C-2 zPvB8`0u_4*a>V>^Y5jFKaQiJ-QoKSc;Q=f?9*~Noss1|q6J|t}z=jCH=#s*sG!;{y zGN2Sxv3hENN;OZh29jjZ@9znB5#eB67C`T}kr*8cSUd)pOBxmomIIo-z@otNscXWp zaN)eNZ{fx>S`~8mH9lA{QXaG>35#-(OI_oEg}cZ@*2LVMOO%-g{7-8`yiujT{s5eSj?h(b*HCkBsyaHs6-QAhfpB_<2kCoty04I{5-f-rr zAKXU0&B^0`PYNv*3c8pf2w{Y2_8Fy&q7mo&aaTc&@95AUIMDA&&=>dMg334BeDCryN60o2c zDp+=r0?3X9meic9zDx_{;UrLLL?XWkxo;l!(+~s(!!W}F1nEIv2om7o}E~SVL1DfdOzAKOu()a2Grw4|+<4dcBd?UrT~g zV9hJ5y)Du6?gcDGOcDPdg``#$mVBBN`n?>>Jxu}4GX=)kC5Etc1c6OJTrfczfL-n! zR%x0Hn%{!8o~DH6EdV^6O~0@t1Oaw{=Mh1gJp%lW4FH^6D&ao>aPknsOIY&1q!=2+ z|6xuV5dwZk3QGbo_a6i5ttysLEdr@S zguCORVBG)$mFOqr7iQqS9Bv`FJqTcYU<`~=}TfQOa9R|kY2_08NGD@w#;z#If%!7mA1yIAhK zx&2QRAgT(;K_y{W%6$S`3D(Df9-2#sRjQ5zehUXnXUpSXz6mYNNpjrRQ6UI;hG4X9 z3DTay;CB!LmuDzg+lwH4_z9UP0!#KK1=abKfM6-UiufP&unQeZGxI|vAb z024JVnSu+DRvv4>LW3xH1O!W}tns5ubF3aqyz$Jjikxj9qom5?y!~Yg=tD08S6m2q z*p46^7mUPyAn?TjUi5q^uV$G9@mPx>t?>zreNEuf0C=nj!Wsb2djg-v|9DKW273{h zBtV8DU=;#Fy%EV(e{m1>wkDT=p^koRHfcXRn+EGV_8 z-nvshz%cu;5^8|IV z-|0qq`ox;o^hqACC3=1Gjh9KaIot&o{Fe<|C4s+$M8{JZW#r2F%|zIWJp1q!FajXfe}M}ai3C{xN1z7?F-eZ6 zEWoURuYp-_4?dc1-es0l=f+9^xGk>0lJkXwM{>lsPSNV`=};G&fuDadmfirYJkfDq zS&1N^2Uxi^u!NNd{h)#+l`5qEV1cEVDnfbz2hG!4=hJatQe8CHj-0XJPX$(^0CMAw5L_@|E@?T>jSD^Bg-jAbi6!c1||e9S`om_aOKI86ju;%1qI#@e%`@<)zvnqULsXm zb9C`4(Q#-y*4XbVySL8wNC7!sBko?F9gygFNTiOxo@psMBe{lGl$d@3{+s+h=mW#;iL;O+Q~K*k$)SoKpc*0AwG-(Q0C(5 zSya}bgq)naAc&qk{D`Rfs3P-U9 zUAlkZ4Sv%gfxP%dW+ofT}JnCa}!Hj z>Z*MuoZc&#rhh0jfEs~cFo(=5f^hV>E(=1w-7jQd7z%UwjYoj@Fp3Urqd^=a0ght6Pc!n_n{`_&)z}< zdF9=omFjU-WfNHIqTBF!3N-dU8b^cT6YBxbaM>~!k;6;4;Z2M%eTO)xGa2IRv;w{m zj?Xd4d3tst=yC9JUQwRpq^3DgWx#s8|RtR*+b$(3+-h7vsn zLeJ8p1};LN>-5k?3Nt+Pe+%FK(A=_iGvfN4WzxrVU0_;ZW!#ase{qWt0wkSQ$`-bB zmHk^-ZkzjX^B1sm=1?d{43wD?%Fts8k*+Mu?p4apxdHvlYXRYv2Zi_H3ZG&b&H3Q= zEbu96^g1ncB_L5f_655n|Cs{*gcsRMuSKlBckY)^xDs+rPjR7O8ly zROY9*(06GNmaFC9LxRj5lrc}Jo4Er7eN61K(ZoC0o2Kj<@S6EO9#M}l=2wD z%uOTNU-1d^d=b}li}+8CxXwrTQq6(}R_yu{W{^n*$cpDL@(6~4+?oqt;s^zS4b31q zdL=xhxJR!^X7V05q1i0!WmhteG`zHCOHi6B9M#_r~%|?&F zYng#GEg+impz)i8YB!dqU%OGbj2RPA>l}^D-CjcLh*a4VICI7R6WmIQ4@J znIvyk2ROS24E=>P4g)_+&5a>i6TT!yK?g#>A`sv!(_0qqfQDi`CaYq^b7TH#5Z46> z(f+JW?K@t8qELdg2R+)I6ZOPeF|~^lkn0gFc~BlH>;#7C4|E`x6+sg0FazH(s81|3 zfYjLPLEa7Y$$d$FnNaZOp*;Q(Y69Q!UGxr>M88`_6?HhSkc+@p+yib2#_+r5QO`;d zFZ>91uSrn(Oo|Y0GWU3M84J9uIY`DbRV`P27DOmLVMM==zL<#<=2yV?%j1{#us%hk zu;A0%QV<5z6TJ{{e{xlsGL{iZ1#jhpSFykgCEcBKL?gg^JXpr@`%Q3?u}_%WqIvuN zfuyUWaihmW@YH9d|d=Y|lOTlsT6V)sUr4Dh% z=7l^sYgR%&0Kr)r)Dv+PWc5!$cq=)~!1=bZ#e;fASc)qx)OzOO>vaC(%4EaEL_ z5)chp2ZpfRMUP=hTVclMAsFB_wR^fAifa;c?Si$=lX6eK=PQRduq7I65p{(APVW^Q zM1acza`~N1mw{RiikOmipb^5GvCIShTyPI4}{0{o%EtCLFH<<1>n6?W^(}ARm zL{>ho^g!ZHlW^qX#A+$H^?g_}a~y&_6u}yU;EaSmNPzDBLi%z|G9BE;O-13FRB`_Y zO592b5XAm}fe!P$6*t9<3s1)t8eo08>7_Oj5Sek%EHda{(#rl|tda{D{^%C^K`b;o z5}HmAwO}&CGg;sjD`R3R)nls4^03x6x8Z?L;pWWnj}q{wH0WwlGz%TnoU2luKd)?n zkJ#=&w0Huyr-fS!x~DHrn5X7fmTlzKT>Kvdr5bLd@5Di;X%M!Sl`&PgLP6Y0IWE~5 zOTG#r65+%PI^sV~;s}_y?uu3Ve?wfL5Zsy*7In@p)y9eTzJd0?gLc1#_I-dF=rqSC zn58BF__f3}E#bnwiF>z+e^d#49#m49pP(<}pl>_DyylQERb@|m86zY@5gJ_>L>IWw zJax2+pBZa##RgxIhQ+shLZClGQ8y8`LY5%mDs=gi} z6WEQjiaMu~Kc}jU8>_TR4L{|FMLq4pT=|fN1~q=5L%-)h8)1^>g_6&6hpTfQ_3x3V0n4OuqzJAvst=HstW9C|s8>uJ8;u zP5~^EXwcX@XeT~!Ah3n$LS=$nXNALYVq@DA7 zB~SF{XM%}6v7Jn8+fF97C$??dwr$(CZQj_<-p}sy-Tedhx9`-#f8&B z57Ke*Kh2oK)#|IlYS7&35X0(G-RhDZuvO!B-Ue--bTu#`*E=CII3d?ZCo@DZ(Mu^d zNGZ`*?X0cXo<$vo;NrsNx{lCJ_0!G_)6Ndkz742m{90XGTW#Z5ef@D^K;Y~~>r4vS z)@$3h`s%hC^txIEzIqh2ngonef$dfU1{ZdCmZpD}Zn(Buu(nRLHq=0MweNJ@|8B89 zBrp2^T-=#oNRl`^!8z)v!)WU*>zfqR!T{K902g6~t=)XV^=!`_pSIEv^jLsY=93yq=t3y<)M-{6}7PD?ooX%IjocG9_ zZ_%93{tE=1AAty_EhMWeCTn7Nny;6Zdyw`-Pt_qWLK@E*7zGZV);h%0-pACz$kj%G zuNIZ8CYh`*oy;2Vfjgg(IzOU126;tgQ4P}m)<=I_En-_e`rj2r`IyJ~3Dmh7gUhCu z)_aiFtDn|qxH?f!wWs$rN59A5M6xczXZyz&K5fzfZOTZslJ9gqpZ>`ogA*!!^#7?R zRLXe{(kvI2P8XRB_9|#HwNk~aNm#2(=|I0mb8cpJu7-E+rghH4bFSlcZu{xH1lvB& zIyjwXctTSP^Is(a25NQv)2zd^YKG_;dMTE*6EbxbQ@IV&4i~^CryAV3j?}pf)wzwu zxe3lO+6)FjcXwF}Jt7FnYmHpxmg7!Qb{Ap%rR!VIIqq9UGEwB`yUffN%^iD47 zVBlxLw~;z_1GPUeI~I{THlaG!F`t7j{j&hjS*q>&svQT{6A!)990w;z9tJ7y`X@l1 zvdHW6lGDQ%lmzx{O)cdGOo1S9%Jl&06rW?f>8 zFb*;1-yCwxux=UOD9IihiM{0HG91{Z1UcV=wJ#=7cfILy~6ekFXHi5hgO$eRxHxRqzPBi`oVwc>C z#t(d_S<&I^PiUd)M;CDWs+hgeCSFm3mA6*pw&fA!(I)RI(dtL4JAAiKcG=)%eiI-e zjb0Ww0TNPv01)E*Y!}7`LL8`e!MR!G^^Y3P+MRdg04;zaHPA#&U{82GT&v=~*#{Tl zy=%Hh(8P?(G1?g@hTPH583-NOfXRwr+6BB*=*yt$`EH*jzjvLJoj41p?HJ%?KMyss z5P+sd2#q!Y_UY}dyds3EwdurSExfqjYCPMny|{m66&=iSgojKoK%IhQ1=7w_o+6V1 z(+bRvLCCBkGDW|F=jwZi-}j>QvI|52W>t_6F%1m zZl~1RzSDCer`+29w6n&iM8-g%4AU;H3Isl=?UE~B3L)1Hp(--~U}t@szk2DO4A@z3 znf=P=nXzib^M3#A8SVM}(mmYq{-(RL>G^)nd9QytXdeYKD$r9#p1^8(U_@{KtqyTE z!W$o=)j@j)WE(;7ZO+=q^yO4r^u)RDH1^H%Lb&e?=_qst0minD{n7&z}E((HoRy+%S`!!rV;~h17tB? zAO97?SkK*Oot&57^t|dRPLkls_xSig$0(h!9__+0!asj%g z2T;gGq*jH4+`nLBX^M28CB7b!OfkBg><8apFEk-TVa z%g=VBP4~9k_Ltlb{MA`AKwxz517e^2g%TZp-{HIeKL@uyb}t=KoouJ0bZpqP z(}06#p6DHQdAmrfuDi#p#x5q{xcsSt4@(nVUE7jPhaBJd2d-$kVNWj)gTd9f60c{t zjRxb1QuLDfa+N6D`;9@*_a;MJo!KjdJvQ9m?tNt+X1BOHGYF$D_t%wlpGI2q+@%`x;hBm3AN%<; z!O*13x>5cEnSTxL8^WPsmn74@s<1kVD2KFmItwocY6}-}vXm79`GIZ%*D1 zQZPS||F{={pKzXS9kgV^;i-3di!#}mtduL99dw1Xr3)J`K3<(`7>mCVTnkhW3o!~` z^Hwi)(xUM(--h2vUB&jaQ7rUydmU9aD!w9w>%3=>tqupGoywvo$;INU&}!*qzNxF` znRe&d5gfcEEHN%Dn!j-eDCjAUl&eskpG47MCEO%vYlwDNi`%?V)`o5DQ)nB_xd~Z{h2On0mBqB7*GTS3GNQI5}s4f1<%ky~gJ0yJdh_HUc zCRef7^(J_1p6)aa%5x*QZr-Fia{c5?Q5Krd`nj*mHhX6c-Yw(t z@+#|Q;;o8I|JqamRb#8~M??L~we|A4|ybbjM7p?##3J0J@Q=OAjUSoEO zq&8BQx0M#T$^8AtdV*-4@y_uLn5uCaav}gldZwh0;R#N zf+uNNR%LdCu1s6)_43o!P}(N&VVLXp`toZKx_dgu{)I)p?0~=%OL&qFc*o#IK0l(q zk>tvD(cKxHWvlhhcbo3-Z`|*kd3%CNmc6f>PCpJhw}SnY!U9ugpNiqxptDKIW`m`w zgRGZMKk;6srIXxQr!OtkmnW_!)uTEX)#Fp-UD}>ATOI);JP5wSuE1{ijRg ze?p$+G{cpf@@a(^Oj2Yu|BeYF`Ny+L9Sb=#I}uR*{010fzShqens92`&uG?Mlo}ao zF++D(P-W>J`-)v|SGlcvqT8;pz}WHp&L3-ky1je~>7G>%Z^=e8sJ6h{v0vYpX?MS! zDyG58OW5C#h3Tqc3Ttu0oflZ4?S2Fdl{hBfHrJqopW+-`>V$YNC*9jvV*XV(x!mcu zw=1nK_EDS=*>bA%!Je3f)kgg$V<2p9PyVVhK)aq#du5AJcjP9mcKkQe(HC4<7`3r( zypof)vj6(v`u=&Zaq=8_@*) z#s=t03SIi<_elLNAIVh24{FZ`PtuXD~L71JS`RK9t-C2KV z3E7;^(sEp!<((z0)0#%EVXD6>&C}5X2p?qL^cw*eI2S>HP4;sRE9O9Ix!=YfPhy5= zw1;j0rkQ3a<}u3?nc>RM8;Mv+sd{oxtMUva5_11Y=wDGn+}WUa-P9l|5t^AzW71{m z&QS&kg&n9u>+CxYORm(Irufk*^duwbq&p64pC~WV(26Bu(mBrqx!OYAghNFUmS_c@;m4t1fI{4sT~QL>)fxZqu$U9Yr>8 zchy(m$>p5$5N#Z~iV|O6tto%Zi@76=u|7@M-dv?S-i9xI8Y*5RJasf1owxLOe$OlzsvK^pXEy-weRy9U#_f;Bk6b^M zmSP*0TmMC2*+^ z>>fr1?I4FqjY3>$F9gRD&~M=2f;s8mzvWN>>lC1Jc!|Je9!0(X02x z!p+XMEWcwEvE_NKfX1gRD|P$SOo8w2T=5JRA(>~^SAk$!@$W26Puo^u{`(owULyNw z^KA80dTMit_E&dhvgfG9PEd1W6Af-I?8|CP&;}6MW2IGJUF8D^iHHGUy>9So9hNxU zw0K}>R95JjUSJrMH!w8XYT@Kn;O?C1O{cu+PD!CB7cV`U9h7=1%xyaPiNmZ9MAy{iA&#Fy8X$%sq9%(?ahl^d$fr|t_AHKc)^ZR#2DfD2V zSCDC>zQa1pO+F-djc9t5Xj$GuX||gx1%8HvO;T{xS+3%@)zEY6U z-6*K3YFeB}2F~n^HB~UHKt^TZzFRe?(V!}8V*L|iid3Ks6-o%@rc5ac7AB60ByL_+ z9FB~XO^+FNlg*v%SHtMX&&tZAYc_`| z4pq@%Ey5h*oGwD$-}OXXJhFJm$ca;l6FX4qSg#2!p6a6|aV8E&_d>~H#n;I-2?KD>rtn_k^XGxYme{^B;Ym# z-^v{rD=bHSFh@lih|K#0juKT`oSCpQX0jxDV^IyLvCS@!Fy^D~y&;hbX$EMUfH8Km zY&xYA4g^!D&ANW(+;uS+y@j`EXJ5fwakgA|4t2&??#FSV;wKs50|WTF+CzW)!g3I; z{ySU_O$Ii?3cW*>q5Z&%(l{zq7-ZVcNy0xLC~AAeYpC1jmFIEs(7H~n#(~;<1>L(C zd#e14)G=`jg&e!o$D>a3M7GX@;_zm?FM<=|lw$~!&^TiRQ-&sXV%7<~1||ohcM>pb z=)Z}RNa!<;nBryAu``m`?C)n>h4~%#9bRt*D6aWl^!PRp`6x>BS(~xoK=L`?%?l`j@3uaW-G>UR z_#Rn8fso7MmP}_jIL$lsxoi14Z#mSRe6P7!5qdV?<{$W8@;3R9djE|1SV`{LxVGR! z(|29)*4;Q*`Np5>;6na<)nwX!y?&~o@BSR-CRnIoUA&X5c?GKARgiw@>2fEZ@|>nXLJ&vi&Q zrM8FpU1pp98`VeKo_ic1v%UWu-ox8(koKJ6X}L!A)gJiVIFr$7y#zc|x;E@#dp&$p z{aDq_tb34&7Vg}yi7{Vo-k0(A00930cD0#gb4SIcd%Hrq4UubOf1j=T;beA)4cIx< zsjC65EPXj5v~!3J-vhi3Yt`2?!6)G+yoWaJa{YsBC+iM)=(UM_OV-2h1C%D%^RkrT zd3ZsUeT%-+0+8X&cmztz-#@tCK1{jO`R^G??>mPk?7$l%FCo;~+-YvAemu^>HVWC; zvs?o$TK|YBu(>4rBnxGakui?0~jQc^P_pC*-8Q z9{YPwecyL1_#E=x;S&xa|N7G)r;j#?<(89q#NzQDsb?vFLj>4A82N5>B2i0ZT>*6E zT3sJyW;31azq#3r@qSv4A^))VB6|^wA@z~o9J&te;&3vpAIRfmmyx2E!Mcn$5Y2%Z zbn1wfv|^WIHqTiaeO$b;Xlgf?i`yr3#;1JDRa!AiyW0vKzz)^MZ_H%hfjZH#{rt4z<*<6LPO-?rXtq2bVdhy=RyK^JjcAh_>-VdU#o{r z4B7CZ@yN!#*mLP5n|sU1i*W51Ux=TH@J$;i*;0J|D!Na`b69B_0V%!9Zoa`NXAwB*&{&jwVVx3_Aqjna|yYPv2J7n-6g1o1^@ zNr#wnK$OT-@<~L%8s?N^p@(`%*99tX$6_6f(hwk<))L)i3xfE}Fpd zY#;`6mcT;R>8f(mlKt?RRVEffz{=(b!W1e*DG-ylkf-$CRggZB9QQiGGddzRHQhjy zP?W+vXS+&}cB`>Dttb0Qs6%Jpd^I?3J{Csc<>u^rB=w9psQ40lRdEsb zD;vQF`B?qSAH-ZpZ1gvurcla#Q~1##zLAuS*M^@<`xqSefy^P3)A`ARrt}~=;u#u@ zLwlz~L|lF)1HM$*2%DS~4t5^jOY#9OgGgVFc>j3Sv8-sNGKrcZXuuznEFC6Yra7b`<6ALQkRpvavjttWRa5Y+z;dDL%QHJ^e(%T6b^f>gNcGo)GA}~=>^dz z7;W!)=O37xpplP(>)&dTmwh6gT!KBT8SMQEP*}5;^>V6El_X9C56P-|PB`mO4ERMs zp+7hqf7^sw5<1x926gbrM@LkP4xn}zsE4_<<=17NVrZU?DPLDoPER~>BoGoEv}5qJ z)J-|=V*j)&8{by*$fL^SgE%QA*PI@j^N{KCymXs%=+s0fR9!NmOTK`x5Uzq;m_Nti zW*v+t&^awYvwO23_3*{14DpBm_-E@crhe=jsuOsl6U6r(gG+Dc*CG~qto6gT#0ZQG zP(?|3#pNfe5Nv$piC6XGHyPf(?PMr?z_-3*6Y@V5^^awTSQqT(hhBMAyD$GRC9-if zq36>&+TP>CK5|SdNJdcN@pfs&bW5wckGg=um$cK`xtfw?#p0hOas6GmTEti^YD|By z=rJ~27lbxSC^$x57FjTPLEWI~(9aEy_nB}|vuh7Ln&9$@6#7ex)Pyh)Rin3?wDOZmv1?_-P!(*y%}ID<*Rf{g5B2

HLUe=#8>RcWgrtSDRHmYY)wCgxd*2W*$_b*mw=IFb6^hzY$4-pV{n^eIj~i=^jz zbK@RRlK4Z~N@6-Ys=BG@55o&mDckm`S0FZDLh6CsgMCQzwdv&y>$~n%A=vX7a6Gtq zK@6pcuyI_y6R>6bgprD2V|=~YWL=TbNP*&Y?XqPnbdE7xV!~Vd&5y?f!9NG*9y=6! z{*Lf+m7{U6$X*k!zRhHmkS^g*Cbrhpxx;*7=wN|EBOEhL?f$4`caCfD1;-}N0O<2O zTjlk${Atv%(KyK+m%!Kmw!2fWZP;*&IAB}H*~HZU&_Et-1a8Y*1m*|Is1O`QGF1Gm zDx0<5qL<9-G%P*(=w6c*q($mCbtxe)4JFH7m;;f?;luege1Cu9?Z$o&TVQ=HmZ{sj zVlr*%TipYu&3A2&$@9k@&@fRk*#zyJChiGa=t{U`PjV=bLf()^AcG=gf4O8$*ijwz zlD+5m0(ORqo4_vhHxGQ3c*)ENF*F6Pb<-^?QJ1~A^KSt5RWRFrwukP84TLrwW~c@e=Rrhj~PM(&LW z(PG|W`<)9Jv6dL^8(op(R_ay#HJqciLws+OpiJ?f%*88~De7kmlyiz~wO*C$U2uh} zlm*m$Wueiwyc3YNS%!=ja!6byA(^=9rC#PVH|fR@quU9s{-)G;cq?(|E}!nMzJtg| zL`^B|7yzy=73)nUa8*kv6o|NEJ0dSI(z?LH#N<^+z7^+P^GxtA!hfhALB~2Nmo5{; zG1#%^YKNpEBT^;xl6UxkggXG{3FK!l9%gOBNMxRFHX|4`5i@76~2NaGC9vj>i z6bUL|F6V9wha`ZTdO_KM%smn*CItl*T4&TvH_1P*!4Q5aK5*67 zm*X(jU_YVl6@SS5}6iEG)(+mXdHa3nm@yJB&pHwnk%&Aw$VTlR8K1mi3pf%yjc z9}0?kH=pOV0wU=wV|J&AmyI;20?JDd9A0N7rrh1Vwy55H1rZ$iM!$YTMDKvIN;10g z&@aqM3lJp!pgl-xL>L%_`YQWpfDoy_X0#)HtVRnFkD@KU(vOL5965ZOGggOLu= zQz`$+@1iu~F}niu6U#$-cJE)Fzpo)<2;6>OYYh$V8ev!(KP%@(I>+BFmBebstd93s zGTD7!sceVYUdB;zMO_bLu5Tvy)>uF?RDGMd%6FHU{zW4CK30I^I!!VPD#Mclm+&Pl z$GW2#Bt2JO2={JId-tD@>e_~8T&=P^=IL<=P;lGwFq!Kx^7ZN)Iew>%S;{;9*9gb1 z4R=K!;k>egXW990NX5qzEi_!iLrEo&5`?C)g@lE$Q;do^jjS`qsxLuz)op0*6JWpK zT{@*6mll{PJR2ShG8%qb_e0HHWBT3R0beprQrQh?F(}Aq*lTw zxFqWV&3pB=426Wjy-9X=*paVkV1^`5XWg!VgN9Dr5`d4vTOYhL@zUJ{uh-uL_G|&k05Vx%3vhg+b`wj8yay{=r5k?(lH?h>~0xkX`O>o zQ>Ro=H{jlT)Mb6_EzF3WD0e8{l`ZTSWNM-g_RDkEZQxU;JcJ4_j6XYNNKh%UaH@>^ zVe|vQygCWhf+lwpQlXdrF=rB-H+Z&V6um@W4g8E|Z%89m`{wt-|J0G)H7ON;MvHs$ zZR3(Snk7qknr+64P8|_^wZa>=pGJ{aZyuU%TgaZg+O;9k72K0ys|0?~1I}WbJ?RBa z8CpnFZ()~^AahVH%8cTc*VZj{^;QzTe;%&3XLes1P_u0b$=XHN{~_&MM07itl>GdS zGr-8`3-8omL+~!*+cuW*R$z%zzG!Itq~F4V#jCI+lgomwvfWfe%uRkajMPNcFw-Bd z#)6S;Z6Mu4pw&fr39#nMEl`FNF{QFC&vw(GljSNt2L2G)JzApiT5No-GN~k z1ivXxuzUotd57`$%yMca3|ODsl$O7qb~BJ z3}>q!X!#qk4Xe!_72H|srxqRdfvk@Z2`{e7VC#+%HMwSRQnnkLYtjX+iqPX*mHsP$+T`m$AQY=vOMZ5X8p?5*JJ8`HyBZg zuXFh-ls%I}<<52<(Lz2$M=<66aAmVPwd2zu#3jdVGuJ*t_lKKYf$hW!((CWS_v?x7 z?`!}hl|2WJ3e%rMJ5KaVKaEZOGjooCHL-l!EYTUkDTr<#l2G0}?xWV9Nl7EQwkf45Sc1MYtxvTd5CiLazx z6;!@LnpUNdwS7He7WGzU=TbVc#7g)a&0!K;00W>08_A#Oy9TddZdt@FpQf zMd0=DqZSKc{8VLOQ)`Z#Y+Q|4Euncbdu|ZOm?hN|(XGhEpT+v_3`L@L%y`QlZxT5bQkWU(J8k+DdaosECsMg6sr1<0Z*eu8I4(tRMim3t# zfZJ8h6!?F@Pa&kQTqY)-BeX`Yfy8(diO`PLP49@c_WA%>CbWdMyqih_paChikB+k1 zFLe@zW+WY?>h`#Rwk~GY8do}rW@W<9`&w zJD8&9AoV0wtwe+5I#rvi5W6>?_=|9f9(8Kt@mc7Hm5XA4;}BkXy2@y?`pW1_|L6Z#@07ws~*z+*fKSi z7IbW6wKhorqX0CowT7)mlVir%iXJLLt!qM?yP`Ge58=OEQZ<8bH=kOt6nb8GN0i8e z*#WlanzJv;EWN`O$FwG1)-utAn4d5;`Sqxc7^2#~h-Z98J`f2^e?2kI(@HP*0)hK( zHsjiLcDqsq+O?V%lc7t>X8u|D7yD>-!*a7!#|pOpEA;12wi=ui)?0y-akF`JH-2JN z9Z;IUn)pM@TXcg3d(wY~Z644oT)ZisNvvBSZD9TSNzd4;F+#`tzTWZH#<9>ajrmfG z*@~Ll6M^NBDo=W0bf{vEAHlUz)L<+P>ENzg)CP5eb$k0yIbte8UX4> z`!}UnnV~XuJfG@iCL zaH=P@xzo`vcoDN6OfDXE+C9Fic#B1tU+x;S@3y}OA8`Hp*MwE!JpFkg8e&v7;!z@{ zz)`{SY6&ORKy)oo=D&PVVv}SP7%L;RowVE3@6q@{;B2dml(8R}9-*6uMi|=iep$R) z)geG5YxH&!<0vzSTDNPm%^j^9qT$cV-Vz?O9|j7YRBb9YDlowHV2iQ!Z0;&PIlv)~ zl&u=p(Kqit-z>kZS}XY?4 zxKA3#;fPlq@tc6^Fr=$r?OWV$+00EeB|sFhB<9o}iAoT(pCS|2H(FrS%ZIK?e-rb6 ziwSu>o~|cgvz(f8tkEuX+D_;vxaE2yS&2QMc+#p$$d!x95l(>#B#7~Ohwr^%!LM9g zr~``30wYJP2R6Kqxsz7?_LK;4>!Jy_jR#?glfS%S)nz_7%-Hw*K3hqxKUJ7Bia}6c?=)Fxn z6D9cq_54DsU2IVK4&N=Ti_19OWH89)X#jvBBW!M_2$KJskH#&dj2Z_=A^2SIPo+^3 z%sTl#kSkDH*n;$Vz}ByZ!t}vH1;0IZw+E#tl&G=!iqT0!pn4;*yMyYiY9LuK?_V$0 zz^N#hEo^#Jq=akD5pbi)1sshXV;9#N+ZJ0CAJ}Gul?KB2C`InGqMlevFnHnb&VvuFVJMNV5ES8VmR}P%dIX8+_;q^Ap*E@E1)sbI zd(Rf|k(r(6b;keh-$ZZ&Tltb-ra5L^*><&GBVlWNxW&Ki4o05&a@yJLpU77%PwPoF z9{9Rd;Fpz)zS2GJWtD`W_OHAJsRt)68&i+2;sz03{FbvFA&MfR+hkK*81oxNG7jBC z0HZ&=-*b;C(&wn{LIIjO)rgml?h{hznQv(*^$S@ov01@!mM*_N{MEEtLdX#=-F}LE z7AmV+1!zO-zmu}-!UV7boYk{=dP z3qHIaaC;>LdVs0c&~s2XC*R4?Dc!|thICY|x2$$UF{w1-Gxu&#K|Sa^_Lk(+AkX`W z=)`9?&e%Ej7%S3&9-B)g9{sR0qwF=Xeioh$ zD4uyNssX&k)yQCKrqApd0Bl;8qE-u+h5jl+;uX40t587MB168#RG1Qj*WZ6e-|#p5 zB<5K*i7=_gHDnOF80!cKI9XgH>9FqAPiFTl+p#(5?rT%Mc~!?ofNPe@JyBR<{?75m zb1zz>ul9MYO$ZB*znnn%{!%3`>{blYFdQM#6H7<{%e~6luE{U}UhYs91qS-!J z@MF4Xb~{Q)Qlch;Yq$?3h6`!Amqf|%gi0|#M$&p#Bu2bNeRqmN9?vx@uf<(|M6-1O zxdt+>pfgvLR(l!%^h;R}59?ycKw<|x*?+ZzLos!a5RE7WqO_MScLyvUR`Kswp~1jG+w`2?@b%dE&&_D_g%}CYdJMtVqtbKLKAJk@Ipeel z-;QW@RsIo1=@t5z^d|+Y=gN%_7x*>2v~hD4LP0R&4w(1-55*g?0Zh)7!Bf!iFUFG6 zym{I$u)15w&CmBJrMOtS3+M^4OY$q!Ql_aT-;MlR0gar+5Fyn*p4rmp5i|Y6{91GU zrXd7N*z#`6xT`uWts|34l>l-I{Nh(?Cmwyp2y=$Wx&Rm^Qd!*AdL+ zgynb~tP6)5%EBVSv66e;H`d0|-Ag-VMt{;1F;xmv&RVLvI=J6u_se*cOPjPVQ2S+B zm6I7Kl9u6-itF{_Y1SAw+OoY+U%*TU2J6)vZArbfj7L!S2X{7aL!mo#iKXia`6wP`Um0!#ars5af z_Wh-&O>M=^Y*u9i#+^R}0u2_Wt*(fq3{1RSNblSb~kg&1s1 zZa_3tk=7h`QdEt?I!A7iXqIt#DzrdunfP60c9^{CgGVcbw(H(5aC(VpzS`0g=F3}T~9kBK{GAsgToI0u1vwxNJSA^IS+S~O~MGI1d zezMbU!NA03&~~Yc_|!@nRDY2*1dZ&SXDi`{PD-W+w$XWDsXjE$34>Mm6nw=1l!)FP zl<>F#5;Ixth|+v(K{CSTv!IFJsOPs6mI6U?DpIuhm6J@I9!G?HuhDN3|32N&GSs-P$*%^A6QXi z0&CTop+^$Y*}am~3!Pj?EiLkOhx!rpx@yqn&CaSn;~qQkoCyCg4G;wxAf<7iA#HCdxGLkOwPpcv9`F8)|GIe`)vHUB<% z+gc&eZiSxAv!-CM47+qD10YA=yw5yP_x@q1wtOb-4Am|03RI_%<)PRjT$Or5=Ezk4 zTbLJK6QS}QTtI0Jb~7Kj@Yl&p8rFrgld3UzBOim#q;R|vZ;qOsQ3c*Q=2?PPe%;qM~G@j@5{rZe+Wj95ei)F7A!vpsyzOq9K zFW8dM4OlJrnC0Ruvt0WrJ;VG_A9YN^R~oL;zY#;UPOkmb+vxAjZQt1T0R*>P7cTg| zc}Ko%@7gErnWFa;9<49<o>cVT}_vNjX_|Mov0l9ajVbE#gY6~&+#$ETMGA^ z9*jh13uDP@;~`fufh}>~da5sBXf9og>>4|WS|Q#c%II;w`rkG5pp%1_hMAw;cDVVpm9#zZ*zL9}fZ zygw#G6Y9%=D=75ZbE;ar1Umh-;&YRisNRWh|Iq~kE53Kd%H4!?uF>bmOe@NAL@yds zE@US0m;MMwsazJZxzrh)CzvY{3bZlF1*Y~kyrX?Z=CM$sPu?Y15}3qTAEK6%^|`I2a=A-(0`? zog~{enKUGLWUz|8j?ZU;?8O}RlsCX4EWmeb@_T-CT!BS4>xsF9H?`_W{^f7mD|S}C z;8ie|Xu?F{!F#icXezA*qXG>wJVR)#m2i>Dj^XqvUNa$lY4Znvsb9m*#w1EIMB%C} z^b-%|?wn{jU5hevzu{9 zd)Zz{bZ8b+wy~_p0zu6sY-m?J&j@P!lk1JkF*6Gn?~Bx?eu5qKDWEp1`~Yc!s4s!) zQPZ3>3;C2iEjnL_Z*LOiFvNnm@7i9SW4jsqsLX}r#I~2%x*wucw#^CLyfrneBOal! zAhNzU0o1=VpzC(gz0`mYnm3MNR}K;IVAA>$3ZaoS>m<6d&ou z64CF6RUI~Nb}97LOF?E*ejZxqBc{Hv+Kl~NVY@9O7xVZI`YTFy#kzL(e(PaehgqPpH&PX=4uy*j#T0|3q@T)ca`3vtR@Kf*9pV6LZNL!bAJ`A2=;#;|e0mw?djSHMenhk!BsdK5n z(3KpL@E#_O1S0wd&=j}J3u|^!rNTMYk4^F|l!oM;KIruWh#(`H%yo)4+huxjZ*=;eipY3#_u2Qdp4$v}D-Zehf4K^Rv`9^BAz!iK57VOQIAdX=XYtj zN0c*c1J^y_pWd(&K0##quHaS!4~=QUI% z?3MqEn^+3{D+k(s9(ytb9Uu7U3MDv#diW)j;*YAn$i|`yiH7yTU8P#PqH!YqTvsPY zwpW-V31UmymN^CqF$%HyFv+Mzaay}3Y3-nLlZvEZ$uYg?wGoRy2NFkv=o#8g{6nB= zCmgOj6iZgLmTJf?CEGJ-iAjxaD3n!r3;%mM)*K1!o)o~MkD=I~nDSyk7M$3Q-L?Y~ z1E%`SfJLE=(y~Q4FoLm1#NZKON9i{~M`g|xK7Xa6&=l_2_@3*C1q0rQA?ImT^u+Xw zeCGysN3hOst?pyK$pPY3y z>mh)JAALXRu&r?6kEIX^v}m-zuVTT!>^;O`*fb>=aGDpv%>F+dGZ>Smef}lP{)q%< zdF$8LSNGkv0?4$`gRRrE6V%8+%vChGJ9*V=Cd zvWYE@E2!r)(!8uTH)eJzdfBLs^b5wSI73wghMW1TZRXVp1T^gYmwpk@`0l$7x_Z(T zmZut-a%a%TfkdXF%c#oO0D|{@+S2?0!At_lu)B*S%6mNy>R=YkmwKbeC8NqSHy$*0 z3agu&#a0Ay)#ag575}&2s#N{ip`r4w%+pC7W3V_jcvbs}@y*0@dS0}hl=6>A?0mwY zDFTk>ccr?I-ZBqkD6j1K`BiyxEpTpkCVl#$7C42gF~MY6q_S&TeGvn<*;L5LI#^R6 z8>FtM6N&na<0ymD_>a-_1*e1&g4cqvQS6_LEBu&)pOBhV1^}itQOrqJRun9y17dit38Z96f9VlnNA={KFFSVBlM85>K20ABh4`@&PLW$zKTKa#`B$v@KFHqO zS|}h&bf|?oQt~5yHx`;OcRRtem8&;v;9KD&_bKYjUqt+Psco>!8-LUb$8QequEe33 zixRYQKmYB2TUx9+c(-yi`*u$8F5gVo<=8`7Nbt^0ETv#In4){$|KKeb`NCr6CdnZNSl{{lfkzP~v&vw8lE8m$?J&W51& zk}ikQ-e=Ussi!g0>f#qTXZvJjy1li*lv@E3(w6F^^s|b?Ss-hu?i^$om4e0<+L5*e zZux~a4E-*DHbYt~<*7udV5quqkT6VZC6hK6`nGGTG$LeE#0>%byWYng%7D>h<4}Dk zxw|)3yIoPFdDn{6?_?~;o)@(sWrLN*L~wXl7gAP4rJ+^yC-m-ebFEXxmZZw3t2{0y z>qRd6w>6V~qLpqgOT$l>vGj>C#ae1CKkb~o;ER@-jN zJPpbh?663Dki=+`hU>|28q)2Li#sGgNh0}y>4GfIm)PMYiHpAPG4rPFO9PuRL2-E zE82>0msxkXj@PM`^UC9RF4t$gQM?3XyQkSHTq;_42<9-vO;dFK^B{XT>rx-EXx->@ zmMYOfm~tZOB-;6iWwEgYDi%xkn^VPOm1Bob(Nwh-}%M9SZ?3T6a1b^O+qC{S{7TsZ||e{d-M!) zo$prj_k!AXu%-fo?Afagz%Cd6T=gBCk88@xbJQ2nHkp!$_6Yci#gb==EO5SCg!MtX zS?LU5Y_o+~AXx>kt_BU(X`{(<(Zp03fK+KeQ9#A!+YKF? zH6jgjadGC<;0rXNOY;REeaP9QxyDSNT1UTT&kMO)^>B5eW7CvHTUB+@*e!?aJ^z&@#E{l7#y%h&Wm2Rd6Jl`UD z?vO3kmwJak&5Vv=*sha@$f_-oaq!KYYJRvpN%3rVkxC;Jmhvq3xOu74XtNBa-{3Cr z@n|csx!SU2SEFg5|a1j;=Cii$Fg>5vC2hjqbS+lQ*|Tczfi-E;#6O;P#IFb*$a@gKCN6k=!nHVdrFV1;!#^cEB z4d2(v;BT|OrU37)n$hG=AFVibf*#NAXuTS+4)5>fc2+x|=usi?iYQVA=7`Jen?8v1 zMCYRrSQ6=aqAj*rG(Q3DqsH3ZhQVG>iwFnQ)sN+-Ggf(7rQJ^~WgILblq z^!{Q4EdYysPDSz|RK_}M_GU*>H4QE=kI!NeYg1g>Z`bI9I6~6wamTy5Nk=s{bC7ao z;;d-8cCmt@p&VNST+b9rrx)`U590i6QC|Am<<`%&MVl1Qb{L0%<{;zHNdd}`i&uoR z5EBaBlB#{Z`VkSGdP(A1n_vfiWaxYiqu=9!0sL3^(JJqU3Hqb{4q@`Wf+LX6VR8@N ze7+8pkA|lJw9@-d8{D398z|9dzSH#h8a~ zjWf6Qd&O4pJd9P!Q9V4Y3Mcoa^S#kHGmNck;qwPsSl4zh`sdiR1Rm4a!q5flzvMya zy}BPIlPzYn`!c4HAd`m?#>NDPk*>#05VK+(2S~M4r$+(G6%~8)s!kPE#j^z}9dkLo zqImbz*L)4flm4**SZ2c6Hjhs(J?X#OT^Nzwtcr+mMmI)H{c7(!b!YM@3N zLHL-yU0s4!E#;4#8#D(JSe#;3fB9BcE&VCpJqk6mQlFaIZGeY=(jteI-x>hmKg_mE zX!T|JT!A*7&hv4Po-I>%l8S6U^o^}TpKGyVSu}{PdRhqb?wy7iryZj^TuY&~&rvjy zJw)jxC=~)7sIH*#>E6Jv=xtERSA{889fiTYJHyX$_MtjO08BYGWcl6J<`K@Q)=C@d z5#%qhRhg1eR=crxu>5@%bOAVa)le?TZA+_P?h+@#fPJ;SqAtzko%`}A>}S|OVL0}h zBBF<}IxaO2cP|jz!--698Chx*lX973$+kb7n_ZraPLMm$-N6VJ=0fe@OQ{cYh>a1P zV0n??3D5q!5fg(`Zc{lZz?Ys`d%Xto?Xs0=?@G~Ckai!jx8lXLkYD`2!=1BGX4 zO#}|kZS=6Qu{V^}_IMSX5DuiU^DNzyyC4J5=iGutF!{K=7v-~LxS{aj>M@Ar z$MFdI2!3jp`a^#Y-4MF;~{iQ}wMaN!f1$Z5mY^wf2R z_G`MVVzNsWHL=NWFHT$)DvAYSTo1GTfHT9obhUA1YMzfR&Pq2`X-yzc2=Kf1&%M%@ zQr9=qTliMZW*@<-8ds83-&v1g?6%&br2F&}3sRK`ylwk<7vy(}csijAt-3y_L1zR? zYQrB>?LSWJat`y}hdDmZlRUeozI|WvY`5DHdl#EienUa$c94r;lc>~WUicRfm~aarDgSjWB|N=GTH@aMr^qIj{T z&sT5{bu!xl^lQ#Fw_!5FK9P)4Z4Z?m{Gsxu+choF{=8V*W#Zc!A+R>7&qU(m&uiKQ zHEP6x56=&da?~Er7CSu|Q#92kzAmUgrBKs0h3O#(va#gm>U4gAe_yzynyvHJ9bp4T zXyiD8)Y(@>)-<^H_i0vGQ^0oP294-?R|?e*4O?zGCGKmwuP&(-e4_N0s?r-9F1?vURJn z-L;ST?4V^SQR2X%&N5QiPEWgjeI>ZNyn}v0T(~k8=RO@NM3v2~v`wmdN9QUhKlE2j zWgd>cj&f{L;shc|PnL->n(ut}(J~nQ3y7E+AJZb~@D2d6`|A*t4+k{B;yiUgSAw~d z6zEeaN5?46x`g&GPf0)e98;LF1Naa%Y2xDm73zJCog!`Gc)Fe3dKhq1+bLK*6dP2t zjbo{jED!^~YR%#4EN7|K^<4!JCYSh#ZDgsp;4}Cw6iM4vpJ}{FvA0%RJb7u(>VrMd zwi~_spwLv@b4bitce{~CvDTWxBUR7cs2o?FX312(rO)}9VIP+bTytY>!n+0AH#4u~th)Hi^7k(OLw3e*@5nE4%YG~P#}mhF*yqcP=ot@t z%WsO&!)@Pm-`o9&`G|Rk-mVugxFVjL8SgwUo$N|iDBicAhY<|ZaQ#?8x-zbA%Qyst z+(mNz&s5cAs(a`&7o9kzTxwQR&n3MJ_AfENA&a2zL-w;%}nN%XWsnsr0c1`j<$6Nje(^P^>XgTOpm z9%vRMXy`_7Q~bffwF)(4RkZk8lBz$&9xXlZ6E$9jLIvrtj0>d*0=-K1HdOaB=X=YQ z0?rMI{pJ!>?aFOpkN1f{8_{t;PFa^AV@BgWU#2&s7m!9toM0SOIkr?1k1`K?GZ7q` zb{mk7ceO)C>BNggw#9^ejXtnP_s1^H+W&2O7eLV zOW6^8yg0YOc_EHS8+v3i`s!{92{B8#rYNcO;#ym40qIw)V>>%A5K&$~ex0o7gijDt zwAG|@wY{UY$4mzrqgr&Mq3-ih)1D*%&KvIBfTeC80&nH z=#IS(*PiWwNbM z|5{po4UsS{KZRNJHvPyTus^>oaAofi@UgW*%+A}_h_FX|) z+HZJ9bLpC`z#Q>=u#Ws$`mva}%-q1U?iVOs-6|v5_OAIuct_saGNT_({&vKCtZyvl zs_Prm1^u6!T^s@oPfTxn!nqHn zZl?d0BiW<2&cewI3vxtaU(4u!=6atI!x@5&`OK$JjR$Cgzv1bis{5`Z=nj8I74|yA zPBtc6qq~A6mpq;A17Vr6K|&pl*5@u_D@G`)+g9y^Sd;gKxT}ER{4 zOdjI)D6Nv!X68=Y_>Qh|hisQ-pSpRdkp(1C>{NLbcV&`igOad{bB+BUuT4xjK0Em~ zsYAVYhC$92>h~?MCd)Kn22R`1+FnUsX;YjXm9*q?U(0ka_=8|6Ot)0j+{-MdGIQ$i z>(eIF#Dt)vNZ@0TjClQvsy#H_C1Z+%`0gt>%Aw^3eo`dyBq$mp0?N)&KA1RthOyXp zEknlp3%SGhvL=^wu%#uJkK2N7x#k$cL5no{D!o73s*;S~Yj@S<%04bS&hq}Ji^&cY zcX`3X-a?EO1>Z&BzF330Iviswo7D=X)Gx5Zq9^O3@}ceLT0DjWSS1Y9vJ8pql^@6#)T#s$roJ8vObR8W*_VHL6Af@LR_+&<4 z*+NaW z&ZZRm_6ZkUKcPQWp0utCt?hPnI|=_dich~mjj_hs2k|SGOfmoOUwLo6rCzcBhF=)& zkt^PxW^C>j=m= zZ5DB8T_P41+2?r>C3vJy=kCJ1%FuNXERgwLKQzl_R`Ee0GAUd;d(YEO_x#Axj^3M3 zMOvp&C4RnIchY!7iOpS+YvXV481#(q&T@^kDGSakcdCew*J0KtgNw2B5BH~{g9)Z~ z#vEX|K~0uCF9<)?lA$}|Y*sAttb=)75`UyGQ=Y&NLHmA?R};3OfAh292$byoKJx0M zU&y%quDiMFyj~KT=1a z_bS&4M~+qDZUiSav9rW$qm)rBBGPzax0Q^~y6dNO=X&P1rji9+HP)cCpVt2_tsRNr zi@D*~JZA$rA|4S%SDr`zkcXnpu)WH7 zQDs=#f4nYDn}Mf#oDUskO-VZvoDU<<8&BBt@Bx6~xo(GJ6|(-RAtb$MBH<;))X#i9 zZ=2>TiAP~c4x)Op7JLE?`B|%xS+7We5nm;FBMcY(Z^j$1dUWjIqw!)-VHDSs+Ape} z$+w76Ee9*fNl-G&H9(f)G~115yh>aMT|`(d^QFrjJb&=3gcgeT_-inca=`PrH)oDZ z&ZT$zu0eY1HS0!)xwz>Y?^=!`7rmdbu$g})*?7|0cnpq>i!zRp+`Bnb;PJ4`-%XC= zre-DJni~9L7fXfGCHuCYW0y)7J$;c^2lJe3CaP}Q z&){sAgqbpYn4)ikBa-zRY?+J=9I(yNuMh%Z6=nU}R5Burxm7~0>=Sqf+SKh}EQQKE zBTv+?$8x@bt_0JJx7?Qwj7Lp2LnoPTnlbTVh3$m&?eVrCPJzhW=`ClMQKGU37u*L} zx^7^$j)Gyf`G$hKnq`mK;Y0NAxkjnn-*Mkt;p)j-c(!C-EwFOMTe~{9yIuu&S8|v3 zBKe9hI@yg#S#dN#E3I=tXpbV#QKAiTsJ-MlR+?N;f2(OX=XMx#V`>>!jH#4_yk6+V zM@p2*+M4;(?mq$_Y8y%nE-762KBm$XfEIa){yralr}IFIxn4$B+d1IBlVVjP@{_QS=p z(1qro=?`iHeL;D)ow%dw`#yWU!CsyHB5Db0Ch#kQW((*y`?0!@90cZl2s!Q+n*1&C zT`hI{*ou83QWgp*r{9iyg5w-@ck+91{TZ`fL*6~*(8mkMus$;#bRZ37(MbYfSnY??4O# z2tdwwa^e$SYj%N-9axB48{3g%%t(JKP>4H9tTuZuJxqn9NN~4kSNz<^(f90_EI}s> z+UUGz6YDDy9XU+(F%kH5tXk9OO^r-@hwF+uEhdY*`=RINFw|8oKl_3rKSLAsN(E!S zw0uOPfUnrzBG~J@k{-W>XLkt`x~4p|`&$4ye$SuaBEAL_W_>k_5z|awJe*UP>dSPN zittoi)inu2x`y+z0(u*FqCuVb@dAgy{J@}I?^w{GeD^~~k&s~@`T$1Gx*VJzgijY6 zHqPtF%Mf!xu7j1mo*AF8o2`xq4|MjM3o>*gKH}eDJjB0oJkAPyN3i>P9)olh(S;wx z8U6_Rp6QvmQc@U9F7z$S9&?)%!h7k)}$d@$U5n3`%;^A&d@v;2**hDcAmAz|V# zq<1*ILJGor%1t4fpExlj)ki>@w;SpvSI2Q^#gcGeH7l#e9p;^)tH;>LOkrl6qgVfn zKsRE+(gskCg@e97o>RN}>rpLF!l<1kwFzGlGH|XBh|(YB6V;X_H46>du$QoiiMoZ) zY(KExi?JUayA8%`25Q3h32O^(xmM!$#d)K_Om0nfN#%@%(VX;Z6O45m=G+!#^VG^d z3k+5bZa)XAi+oG|{`2_8|JD_ni_XNaSUMH>-g`laThVO?`U2^rKQ*?W{B&1NYu@A5 z6Bo|?^T9{s-3ivq1z-HRM`$>j{lypif4b%6zx*~O((&vEe(Yq; zNMy@4pT}jEvmT*Wy1&&kT5U^lbQ~ig)O+w#Q`{RwQYO7gy169T<_YF8iuR&s>voTl7y+cF7=ngC8T&;=J=yXA9PUC4LO$~x=)%ZNG0>*=>Hx}2T{`W^j+ z$i$KBfngJNjp&X>|(VabIR2mP2}3gtd7FDd@pu&wi`N`XdlNO zZ-_yzqduv1yzr`0TsMhtBb24ISb zBX!gws!+mEZ8n7IA}vFgfku9&FaaMzJ@;-=xP~zsk*?Ryz>rpD7}q~CENj+c<)+K= z^zb}HPc**kYr!GR!`3;GF;(*g6za+Mea9{W4sf#^x?6*TL(1zYth5P+!Y`8|%<61Sj5NTLgFS$o zX%?(@G^etg$p4U4b<10{Mpdxk6{B_jq}zCD8+tZRSC-k#{3h@+A+t)w(zImO?+Iop zzQv8w+1MIWg5pm}LNwP?#F!7l{moZMgej*?+r6E=Q^|w)C-Eb<$%xx92G?W2Iab&- z`*kw!-`L&+ak&NIQ~Vq_n+R+~b(hWbrZ{2Qul(4|M<#gV*}yw~%nO*7?m^=n^dS^X zlhT&~mQ%S*!y-cs>w7}xJJ)hJ`>IlXv4W=kURZ5A3#vLO+)_$-Oxt35$bNb_o$s>gi*BLWU93#rszp+YnxM}sQ>bV#@n}Gz! z@)FO=zK1b)S{jz}2z|7-eH`cK9LC7vh0yu1AlaN{1YCyleNC~r+Q@fN-!T&?&~RIA zbt_B5dIjh-kD010d4KOq)?vy)!k=;VNrL9no?3hf@d&S3f@kd&X4s9j1GY`+B1qu6 zglG+GHkt}uEqfRza*TB*9S{3ptyXI971UquZ6!)qdH(P&o20rc1qSxQc*pJR199Fh z{MT@n@t(&qDe#%1_H&*+vV1=Bj8G75_zmlHj|5;Gs!?ZM0x`M52;ph=&bNK2kPjy(DgfKxHUYAu3S(s+*#d+D^3;O!<;Er=q~z374JcX;}d0l;wqs-+lKL||AY>5sVjN;cqr8r_>dJ`Fri5_rRZ9IC1itZp^~b4 z;^cose{uWV>L|?pQq3IQb_4ptB#ZJ;?Nn2Q>kH-1bG|WAf5VqZTgeRVU2#SiLk;rb z-mO$$*VbGaft?`V3_WMEtYYd{GGISO-%K92-P;3gRIBE_3`c(9u&R*!zKkpY z9Ys53xYyi~TkcA`nK^DFXa8l>k5PZaU8xzZ0hL33o>1TW(1^r+mXk64wkO{-o#r@W zT_i3;I<)4p#?*x<6Ph{F=4JgfSC%r{TC_D?BD_uzH+;Z2%r+dt4-m#Xh4xh}`z=zk zNq(I+LC(e*wl8#GSnH_wrcc6MlBRCJVA$|co@XESf(NE+YF`*rmxL{YywCJoJhJJO zT-z^UN!tWe-q%SDhCTAV#?Hf&@7eHhr$>Fm26HIib6(4S1*q?E(Pvt`afBYEAlB?- zb;FH?O}~l>U9=cc0Ta(0ApFK=*6**h`5Nt$G2Sa27kRaJW88EgBNyAs*qgMDamLkb zk+q9F^)B#bv!vU}B;WK*xIMptQ#roN>pT_Ik$b(5wa>7JWow~BRs4>|4C$@M&6a2Ev5V>{r34=m>06W+d*$VSiwO}$ng4Br2>U|FmdBxOV(~?Y%9>Bh^)B>r)__=8_Wv zqn`U(=P>?k*je|_9{}6!mu7HpAmRHN5I&LO9++zWMeMkspZ8~PSCWbDlAFOi11$%+ ztO=Ff$G|U{tjJK?B-_w`LfsHT*-gzRzN8}ko46++*mua5ec0Iv{L-ovE@(TcyGY-X ztes0nGTex$6Lu7HI>yxn>PE7ovsCak5k;6}+f%T+H&yk3QrYknXGCzjN2$8lBrWTy z{x0z5H>JuA{kc5U5~WB4BvQPxwhB|*e0eU9A0k-8!tUo(W^{#4aBnFy^QeOic0!J*i0PH3oU}Ca&nsk5IxlQl;1PLp#(Mr1I8FE+aTBSUe6$Ap z1%1XAyHI6ciAw}Kf$T3xu4-vtFMBraZNke6-)}Lh3d*fuT5+_XfRz3?0Jq?eavwx# z4g7`+Ouo0lq}d?lJa$;48UrK&ehWwVFNDc}5HHLEYDl+m!U=fNaM{ARC&_YNH))Bd z58JvOjfD?IM;ghxx5kLD4@~@wi9ye&n9)4Z-tm4IIbGJq`R zLhq@2VOC?arz-4Ile42na1V{7P6xAQZL>e4%+baNfVME%w^dex6F-)qJ=VfW3F0L- z>s-XcYBGy7%7!6sl9Mc8y!$P~WVE0#4B=dU&ui4s>DxFr)!&gkd%>96k!lLH%lreQ zuV$UYh8->5l>i( zPpS7%T0)9KB`1 z+-y9UbZtDFvCDhAp0a~489`QnaIg0F!YV@MWtn}@J7-I-kBG0#Wc@+84ugBY$7SxV zde4vYb)_@p>-fHQ{%Nf3;DofLGj{s+(Jl?@0<&K!Nh?P=H2pU8x z8o>-YNw+&)o;S-_6>R^5F&QhIF=;|4!?ONn&X0y>g?L3^e~j~@x0v0TtSr+ke$cGs z-A~EjSafsi4S1GqEST+hD7#y$xTXEUVDD}hb|%aNg38fSP+0!RC-tPpCW@vq#Wnx;6n*Y055X_-P4oKZie#`IH0=O^k)dP+ma8cXu6#~ zo&u@;)2H9)eTtCyF3R=If)W_*>m+Je+5%!FTv4*VKiT8m0(RbO>Sk+lL5B!(zjXY} zzk<($ja3VIO}=%FRmv);JhwW}enF@zTj;ICFHg>XjmKG6vW2w!oD-HoPuw8*c0YdM zJa!iP$r)G0I2t^Yc$r{<`lECT!3>d#PZbozAg92`38qa^&PngoQQsbv?MfbIG%JPm zIib|=2|(M?Rf_jETy*Np_hc+XKR}S!;r=Zw8a$j8Wip5o?Y%zBU)(r4NX1EmovZ`0 z=ow#LInYBjQ`%`z#HcktQ9yDbHn7Q+RPHJM1fSI0v7ATDG5&$*lq^)))T8ZDh1s7& zi!HLnYF~kIl$x)0(esLFGWIahunkZx;`BEjLEZ_?^PfXzV#450Bu!=bpMZUY4efR+$6iQE z3NTkI{3>wzML0!Fy5ckE=g5MbZ1%aNwJal_G6%h7%nwkjg(m;CVf-=TgeOBv)LN8@ zc}}wTZoKxfpVszR6m7g8+vO&566bS_;|t#e(S5Bm#@PJazrBAGXY z8v*4#miMfDH4Db&F{g&Zs5n-pynnup%4epzV1$}e@&Btk)c)^~WZ--6AKXvbvnTjQ zRMNK88SKf5&t{%88rD8K*)aMJ{PvmR;=m2ZfAPEVYh}#nBG_&UV#(J&!T}Sh|0AF& zo}76!bC@vf>YFnIERoQIj2o|qCoQ1R!s~{DwLXe`uDTVq6nJ)#wowW5!<9JV;Rqao z;^=BS9#N+UKs>*8(vdSER7g zG0Q5Ju*75;;v5daniqLBr^R_BhdMdvH zq7`$5QYVcRGU08~yGy6otCNKFU&}md71e7h5UseV4V8wH(;Tmw%jn8RZBrVw921 zWWK#8lKPRP)8BU%97?1HF%6$%gYkloguLa-F-4*vBE5re>JxG9At_%9Oa10a-dz&D z`%AF)$cTLB8+cazoZ;AL+mZP_A>4Mpic;W~`@b1~g1X65Pt5GLh#4g!66Fxu5X;v_ z9?m?i+aRJI4eoGtw+7I@e)DPbVW~ng#||f$(~Fv38M{m13%AWU{ddDAc?LBB9ih}z zFP%=5*8PDJtD3Pj%FCFeq+0hJ^I;f)Vb+c3jO^5qoZcFCCA1T#zDdG45Dbo^y)A}y zoN~Yu?z?b1GUL~Jna9-@YyA;8K@roY3Q27NVQom=}IUXZ{ zyWabu?a8F2(~q66GAq&9FZ|NyrUO3&Itd0&0zaqllS3wU{}ZZTaCPR%_VUJeorsiiZB;4Fz~49W@@^0_`>28kOmeMLGAR?ZqbD ziU*>*$8y}q1fSbNmUjd<(jHmT;v}X5Q#X%f+iDMhjwTAS>&>)U#gDR9s|ePPG|xp= ziyv1jA4v-q+qz}7WKAJ0g9%6qH#Y0|Ormk0z?5tWh*xT2YBg(GCY4^5yHJY=hIBlB zru&nSv7folNrFc@5i8Y-*SY$m02V0?--()xnN(pSGp%HQsBO^3Y|+z`?8at)60=z! zVwn%Itcmk+n`)M`1AC&O*6koKJav0QjGbn}WZ$DHMRt*E4Gb;pr)#dG zjmw7#Cx)iWc68A+A0G_VyABj zN@(>4@$B@4UMy1wk~$tzuCs>8>?)Z-ag@M8e}kG?Z!-Ut=(o1i#3c@M?b4_g@GcX-#&wgh1IPGkT+8f8uzhSMC$$`j zqZNB~wkou-N(%k704v<+u)l+Y){>DgU6r8cC|KsQCIaULel@9wd|$~B*L}K`tVz+M z-j+wA#zfXc9W)u1FSSQkm1kG8SB6cpF5!AYGJgd+ln7nq8R7IR7T>V|izL`?LfAe5 zB^WyIi4`+QOmd6Ql?$;_ZF)?Koup=-@y+0)O@065)X<<;Wz29{x za2@jZ)j2zrM4Y&&dnnd5`ZMzC@T4#d zs^_3uoaEZafTr(gO9&Ql%G@cs6V782JgsXXK5-RXHNe-1I`T4A;bB^}ZFTljEW>9` z4yNjUP=(P+4BOWEvOko}?*L@5P?J4W>Zy}gur&X zw<_0GluOF9L3jCB+%m;^`b|oUKS>4y4>FyJp`d3{9+Iw~@BgujzpWB{+pwq0qyV{pzVqL!C=z$~7`91Y#X zX7+>jex_megf)LLbVp&TX~?}NQr3F|>*vo9K~Q+n-Oi*YSTq_20os~|H5hePLdT=j zfBmo968p@5%Ll<9wt3%P6}e%SBdXWx6eX6XHshSQ;+|Le}Oja&b9 zIqD<&XC={X&bI?2zq~k7|1qEU$JXPKY7R||kjm7;$n{>E&1_|bGcL*H(f_?P8AvDS z6I;n6qfRoa(({1E(g*EU(>I*s+D1mPBP|$v(G;T3!7IccC($>?n6ZN3*$7N!bkT#T z63{do<$A0}Oza?4F|faXhWW+kRktZ~a`8T@TrO{m_ciDZvHm_&bFLbR5_o#rYDlOF z;S;^NwU0n_SDn<+yobBMZo7Xge03`L4z|o8L80kCZlsY2i4^aN8Iya9izddZQ9`Bw zQ>WL<`+~i*p;^7A_F#B6o7Ls(;)s?jUfQoSmU9!sos0`|oypKw@9QM$tu%i%dbYB| zhvrF2jdx6VP67I#=0#}dlTh(T#zqk5_b zYD`CDFL2q9P!Wa#0pyrjk}R?1mP&Pw{F6OV&MPs->lj#1Sp-TuJ6PWr0#&6$;O!d3T37`PKCt)W=jND7<_BRJmB@@7FKaG{0g4|y)gKci><8_Cgw zWud6l&O{Y1&-S3gEkeoLsd!rMKjZkjXo)65bKe~0WF(eiw@@-yYsX7A*+ykxb?7m?QRaczfm61D@y8jJCK zOCC*OdECbnSAy<*LW_jonxU#-bY^y%^q&KxBKmM*HXeH!<}NoxQ0cAf6!W3}!OV^W zeAp}Hbz7ut6Jq*zAy0>edX(a7Sy@XpXg{1dAo(2iW{E$Ri4{8}JX{@Hkm4PM7jb)r zEkudH)ST2EZQLa(D8ML3q|_M~!*KQlqx(T{9_0>870B6OTc=l_dSE5#X;lJosI>wV1mW4~BT#NTTjA+pqer3D`IB_(u3a`Wc+# zbI-jDM*waLrOm(>ht)}h#qR#a8KlXaVHWOenq(9;|vHi9PLv$ogWg@ zf~&ZWGRi;r1=t82hzks=w-t!aRtkja$kjH*UDMAk8gIm#Sh(R<{O80j-zXgTQqn_A zzm}Io`;^h$vB)#T6B4e}D`4&!#IE$`0{0KNv^%vg*FnM9-*8dB+2i!6ta;k|QDM-_ zI&}s4HEcwFKs_cww+MJ4mu>b_lzfh=R(Mi3;=!0J1AB6OH$~0Z1U#;rX+GC%V|uWK z>&M%3ea`W=3jI{Ie#+tUH?&1~yj4O+Zf*j_5TeYXEQ7sh&al6<8Rr5lEpouY33Sz& z^xrSMZB(~0^QGh6p_v#{g0a6P2h>mL6)<=ly+i1nb1eTeF5eHG1I*@1Fg$|&+`{kn z%ESqul4PxL4??f&ov-GU^HR`dZ*?qer7XeS3o`zKRUGxs?@k}!+o=m4ML9<$CmUW; zpZZNNX$M2Y-o#{IXB_jLV?g0TNZ7WknR9qObMOaaczfxyt*2(7k|3Nmk3FB6L4;qz=j130nDB zimE0%6e@?H&!|i&-k;zPa;`xlI)0eztWEQU`Ag)Xwm2X~YzuJQ_XU7G0q!u6WjSEn zEmPF>No-rQvjk@aJ@t%@QT-5SfG8ZFCB4D6YLBOAfU%zS80Bq81xn32+8x2G_)@@i zbK!`!%?en|S*a}W3{G27-`{I{k^rKDy;=lwpq>`DJaZ{{z65*hyoya1^-3a|T{@Jj~xG|t@_w@jxf!|EcL|IWdJ&37?600?ab&%z zMm=7;z#A#andtQE-#Q2>7CU;qs%=R(G9K2US{_2K|46}6?abX={51KB$>i@r9KdGk z?!~W8y~iDdaP=NIvgpjK|LrZ*{_lyU5B{}i@!tntlBMtq*`KZ_I4BjBiSA-<_as~|( zrIgnxUVnc+(?`)ax5np4mI6=p&X!zJeW>r-N07tVrY-OXY2Ee&fBYNmp3W7KclZW^ zMdPNmB!9I~veY)Eh9ktRP0F$z-h=wmR{WAVxsCl6u!f#3FQKs~GMtw_RR@lUic~xC zkaDX(o|#AJ7i7%Bsms&fit*y#>N!Jrqb>$;Me`%mEeAv1RV3D07RGbjN?C_=E@P*6 zG;k%${g2SB3iHk}MhcL&F%rYYg3Z|4!_y^=40c9G5bl^LPJG_;0P^U*k~ta1e;OAa zW0fXS4he;3KGmCFx7E0d5Ny^73VPebFQsbSJ5BMGnRPn$1`muEYu}_IC(j>zm71zH|ZE04G8sBxb1?!go*9i z1jXJHRbV$=;j*7)iU7l4M^#g&%v~HlHU!Hqs2M%fk_Om;9&*|z3zPANomnfTjpUKi zgrvvGhUt;C0n0<`&@uFAnQ7>ufn~0U955D}lGfWN9f}iyD|uF;TlQFwWDy!XOnF^? zsp*V-C*9yp@Mr7gs}blnq6ihr4UbIfIVSj)`_ywuJ`}<9dG~k*4hg>uNmgHI#3L>P zz0orP$RoBo?;f`OZPFD}sOLWGrWfWjt)nK_H=;b{*i`eds5`)2kGc-4V`FT6zSHuK z0{8x^8LCheH^Q|;!zxojjd*9aCt;JI3CNSNEuKoa7 zr?}O&FxT`+h&5PbVsu3cZn3`)W^_WUgC)c@E|<=wv?24nA2J(mN}6Jwd#Pxs+wEQB z`Abp&NkF#0DpeKwo{y%;9`=_Blb6IuCTj50JkhA>H*k6~X}0PnS*)KGUQ~#0oSgWW?=bhi>$UJr+iY;IEG(N2Qwec zpJ&)MAICxaj4}tq{hW9q5eTawH?uzEdBm%1Bl*$kt@m-JsE8)X_rL=FVG6YhUz80V z!VU(RAonRb@C{t{E)D^FHyec!I?2MVOnq0IQraqAoz#|0x#W+;PdtJr#U-xs46*fI zH}|B3?#}LEnC%RqUu3E|lYPe}Tvazy;uOu<=0?ulnjtkz0 zIOKO-MkzuC-p@E9>E4Xg{{n@p#zXnsvq(lwMn#^TCwo^3bLs!`7K2XDpT5^ANt3r= z*zHNp_ey6T4wmWGlIfY;jk2vt^Mk}9*+SUaV6~LI+IqvAJF#$=?DMrjp1`|WS(Q65 zsvv>V-G4vx0eZ!{8^Zk*g5m%GXXl~LSYQk#H zH#iBEjF^MhQf&_Gd{r1&rmf1dienL^vfRALUX)_9#Tz}B5Qo}UNm(7{z8N`7>$jY` zP5whT^;eP0`;hb@yTKAAJV~~E2}Co|w^Q%&G{1Y>$w7kOB!-%%0Dv%tyYG=-K+wOtXeemA;*ferd@Q>Rv(&SI=CM z_F(`nk^Mn)svBTCV7Hc}&i}6?Q|+0URZFJ=-jAGGv=9`&=q9zUTzz)O$(%;v$wz%d zOV|BezWnO1+c!P?wfnuu4>zP5-cqlK{7A6zcJ!XNEUZ`sPE+B&|N2?{!|$|&==ls- zp3mEo;zF*+uB6B6J+0&+cT^7awh%MxpyiCTkmMz3sKm99D}tTYwfy0Fev$)vlx;Dv z)v0`xz*Lb7BYa13jA;%v^INq?= zSK>R^#qG1-%T@Owalpl1Z=Nng+>|WN%&gPvbEgn}*-UJV?B^uzGG?0mGiWfU1%^zt z&*rVIAlgRd?yI zNpmv`WdXQyF2&y6mXCzS_;1vCu5c`w5T113@%JM^b1 zDva~VRv?imoKIm<3mD&v2DX|4@_vMLQRre+I@9?sFx%*7=*Z6gJ1>#tsF{A*ZqkKi zrKe^+g0WumJ*W_qS5;9vXaz%`BN-i;wnfG0G@_2-B6E~PYYp?1^%+~O6O+V;J$-1R z-&l7o4y<7-a}%hE9l~X;B+_PTirC;V!8z58ZeLKWCk;iT>xw1~ zt68c=)SuDbE}Z4%Xv7xo0MVMcfawO-!T|fYQ1Q!&%)^PVLsPxv6E8@{FGY`SqrYQ~ zUxM)2K`JM)DYbOa@h(*3ja#2zCbGO+MIL%rU0gONb(ANm$W{5mYPhEvJLEOV5FKEp z7UbpDlF^x z_qbHYrHtPMGgK(SGryO!rIPs-F2Pc(Og8T86zxT4v62&|yeB?$l;*;8|8XRvi)l45 zCxaH;nerA@0%O3!Uybc^PnN-*Vg>doCeZBpsmi=|?uhs(dAa1RjO7;F4dD;YRnADf zWj+QBG#^f6H*tEJ%^z_C9piMH<9FbV!&)jhoY%90p!${p{9Uhdq@DtsSa@7+*hs!| zf$MVZ*XIM<=s^|>!3M|v8=;@Nn_E9uT5nH_^$zg+84=9N$YiWKDi7!GPAV0(RmekS zy%maR@8`=o?FDmOTj8ncC_x4GZT!$GYV2fJJ0>|>pJy2v$U#oCg{UyFC$u)3JYdTd z8YcPB`A+F^SWk5@R+%UgC2PJ^^X0cQRYp`J)#nA@%+o3C?tAGaFPGrXtSvEV#AXSmI%}I)=q=nt-2Hn^P@d%(Heovaz5WFCe8cuT< z_X%sFmWsr(GKoHEeYY|bsL0p}MWue_E3ju4=|a_7*K0&aw6O_y-j z{I^(*FQHQj`pR%U?ROAfTZ-C*-^;DT_F}>uF`f!AWg?#Y;+QbK=mFPt$xh9zyJ%eJ zddixPkOZ(*j>I3`8<|_6e)4(SN@q7*@eOOpwwij4JDn@UX@bmw!$1~+(R7?L5eizs zMtz9MByc^^NH*avOTjie+Yt7DB(eaaZZdnmwF$Y?7lVRg z7AkxKy_wgi=G1vk%QKk-9D^t~tf8mLw-<8hF_qX)9aN_6cVdp0G_?!rhyLZ2Y@jlY z6<%m=1MuRA@tl1Iu?q+qvi+ORf%d6-Sn}S9YAqJWVAF4U)Uvzm6>4KcMt3~re$iB^ zHvoCx_Y!%q1q>a5=Py=w#AZG;uA;rm-{`Q9d;aZl?5@o81qt;@nAf2T!Y+Zg>zLpe z4|SJKk(X&`OC9&L9|9#od`vCrp}mSeM1^PJmN}}DhU@zyv<}sDZPPkubQV(FCQ|CR<%EwTm`Q=&WOzJ2SzsGW$E7g z$>vMnRDSX9rLyZ~KmGY1$6LSsy7kjfKmX{{W0HRYj=lCtk6LS6N`bB$%2$)sE(no4 zf5riUEn446$A$me{7H9@_&c8Yw!yF*Hhckgw+hmR=2|gC z5M#>H;@&^#GM|&nX}L6A1O4{Jok;A7hSS`^`eo7wb@ZSgjZtOvda-f(X>}gd3m+5< zlGLU-p6D2nv2EUdi0`^GuqSCUOOMtwOeoj5%K(KKR3IOa*jF{G3ssOIuN8I_QcwEDjh8K;979T5bC-zxV@YE ztaE%S2TL&V=;9u%;tE~2A>;wf5}jU95y3JpOpX7+Mw?tJ?c-Eaj<+y{S%NGi`Zi0a zs#0r?Jb%hV8-L4uHrI)Cta210)i1R_5P@ddcJ~H~%hJ{^@h7!>)8PJplD@?+$-965 z*=lpmCT%`NErnVu*D9%8d4^SMwpp^)nky4(R<5}uGz8@ItmdpV$qsX-K+P4EDVY@> zIFu(e6*3QKDt8Eqf^u^{-oS7BegA~d`}KLfuj_iBt{Wx+_+P|68A6J`!#vc2^%fPR z!wcYTV%KD7#_@3f9qBd_{$~~0J16nh>@AnTR-mQv!SYkcl z?-pH&>+ya44;|rcm<82m_hXnEh5mkzj6AgkXv2?t*=n_eCyG9u{)e-8>W!S2!N^P& zG~(|jj1{#9t5!)9qCgP3fUi!{B=wS^b@{b-t4Cp(Xdd)G*zkG08%@o%+(^)J&ax&l zy;$+^0+uCMbP=4~kyCfpKFi-DDaDMk+P8RLE6wuPzPr-;C@C9=kxj82ZTqxDT$<-% zsME#)7eSqVXuL^2c{^?);RP)?4z7s+O1r7OjvkDI=YPgJj(!-}Bf8`J;*x4;r63_Y z9T+*b?w7zar&(TfDZy6Z&YD{8|G5&{rJ4(PygG zQBk_n34d=0U<2P`F9R{uQjRFYl$me=uHE1s5pPGVNri3$&xDWmCGAGc=Ke{Qxtq!! z?0|$yKF_r}aKCUoqVqlT9m-{R+qR)ef>Ko&#KTpCW3XY`7%dLbUj8I^0xsVdcIj-m z(AGas@FLf>LzjHgP|ijUtb%Z=`pCu+j$fj2tC3N#&sgUp61Ey>4vo$#xqC5!rE_%*`LOUnA`9k%EpH!W}4DN{3#}yB2ZhIG2I*a#WA0Lvy(2Y}o zqueQeA5iK)&v^*G=e+YrtMdT)lJ2&3IrW~86Q+%TH9su$)o8{txk9NKDiO_YG30tp zt(^h&Xn_t`jL3n-uaQ!v7Qbx*`EJ0U@3EGUQV?d^aRpX#0`sBgUNWpvMiO;~8jq=z zGX_qws-IQ9wUS;&gm+2x(ayzg4#Wtwrr9o3YQZ>kz9*bARmg<3)=OlVNhK9_GEjP+-xJvESr?pIB@(F&G63;KRI zZ$Ew^L%>X@$i3=VDX&2gewjSB&*;ll*WedNstp;&d4*$vT1))JI4SjPrOI%*&?skI zuJo~Xmd(Ie4)9?eu+rI>YZ*o0vICQfS&qLy`I#0AUe{?g8CsCMle)@NX{CJ&@JzHGmwH(l8=_&?i&Bj{l$a!^!_EMl6c?csA)&OG5b8<8S9a zTL`Cbl3gsH|L4}>vi~eVzVr0WGr@0aAB1lH7;=H3NlakH49CP+#$RW2|?{nURG%AYwW>cQ!FG_p4a zn3=QDr&X3*b^TS|7ESZc@Uy4c?qb~myNQKf!C;^(yGaj@hO&?Y%307YP+aY(6l(w zYVQ6+V|-+4k!A%7!o4Ebi*+>1I-4eSRic~GJZ1o$43Q-I*E9X_2br!aHO=kBI{B$qfdIFQg_RWr-k?%y??pKv< z=v25fwAbl6b4C@2i8#|K`hRSNkMe$rlwAHnp`I~?~=>M7FWm9t=G`lb8Mqp{M z2m1G7RnSaJHGTtq;#NVl9teKcHkcN8V0vtAiGIk$j*m(kO-6Og6`$g5FI}-AL0V~6 zF1d#yKQqts+sX@sF8?X@%<^DapfcXj-aqJEVsz2hX~6XflTfDl3PdggwHRDb6)%y| zRvwmiDf~rg^vDLg@4h@UfbfM4@U(lWDdA&M#CLp6VJZd}DVP{WwP)JM@1rK-7()ZF{LguZ^t)_S zzoW&RoKqJqv4u9RBI}nYhA@CA)=HtP6g5K#?tq2p`JQX^zd%w+A~6CeMqWsB=cL70 zVhKvPHEp9=XbsB0k>qc~c~bLlv538dChl(mSML%nTz_IJ2`mLaVNUOtjGwWEOww{* zuTo9#2p`@&6u42PicK0~WAywQKFSjcpU(5$&qw>3(MVtx(?q_+!=!Rv!kvj{6LpAH zay>l*PyGtxnC!8xqYoT|2KL$d4EfXl#0Ymk18M(5(zTZRoI8%Xh<=XzQaX;gnm#Ra z&Lo>Jiu&QB!ngW%V62)XhV+5d7VW;uyu%rOACf<4s z*WNK05sf_UK+b19GU*?k@>!hNMaOYo2$or zfw_zI_!thCjCcWmk8@Hzyw1?pCkncWk~TU`JXeADA(?acisdfz`!Ey1zK44l#VDsW zxIRy+yp#&v5>&?gHjXDOt4hY%I%P;#BV{E&4sSnfY4V?=lLBGBOZ)uq6Qr z0khJ)D(5>iqOouEjP_2{U(e6M);A4%;JO;c3F96Nj_ngWie}o0}eCzw% zhH;{a>rtjC-{!z#!1ZxR1YlxM2LWz5FdlI6{b$pM2Yq`J@__H1_kuA-bZXcy!AX&h z`w+&5ZgzNo5TEU(PtFzPAMhzV*Q%ZrXC%47kBl$sc>ZGdI(L(_7&1m{qPLleT1?sl z?|*a;q?(ZiPibrfm0l>XmfyrGrqOcdcwQo_YfQTvQ`B@(AK5ec(m@m19 z)MH1bOw1yr6}KIjLrpvtHO$2op|65{i*>d>U#yh6XqLRlJGs`u=0wOlyHW1eC0Y=A zTU?u@+TdaQ2hUg-$AQ^qri(JD^@fY0Rj?ZZ*cVCu4!+mQEfaQ~C&-A-ozPwHo5V5q zLX5W(Er)0VNOniDpfdCs4~DNBfSNVZ!tk*VM9 z+KvB)#8S-c3J^ z_&_*qDU*k?tr64|-u9B`ybP>=%(v6IfD=@6MX(u>_>vcM95Cw4BWG+#uN?fJ{*5@B z_^p|@{!xWF-V|Ul;fm}b)AJ+qh5e3lnKM4sP~*AUC76B^_#py#USwg6j?%}2P|)v( zCJM%<>%E((Pi7OS2XV!sfUA4E+i+5v=KA9`z`O!t(kNGGrQ{2vqUxSNV*?(KvUy8^ z=CM=7R$xLX#-O6J|7+(oS!Ra0J=VvGOj@f+GhJ?oWKsP=d zzF&cas5hNbK4OE&ZExu(z;WUxlk0iQsB6TWuZDmnm?D-pe4i8>ph*;g_*=}e5q`*w z(|uq<2Y5X250kT={Ocm!czN}|Cl|7wS0**EH->n>|F2iI{>&R+ojP%Nk@vy7i;~~C zyma1<_g$y<^bi*;e0P0$!uHW0eD9p=3?%<(>6kwU5#=>;5!fjnYw9jK3>O$h*Fo@* zLfB#>PwvVnNShKmkE*PM5N3?4qh;=FLGsWD`XGfe`cw!%2za~qcW}G&#ZounPYh(RKsz9__8A9xhz?KqlGTbM1s<&Kdq!NPFC;IH5ij_dxYt? z@!8gWUTUP&N&s6!pl~S5%X=y<67f9hSjV4bysQ^Z@={&Eq$|dMB4XS!$y-}8T>ei) zINbU%>1E=nz_)70X|;NJfy~h2Yus*5sE~msR)DT{v>$doF5r7JH{V845-1I_k~vMe zj@?Ffq60P0w2JI>;-qjU$vtl_RCSsONkx`;|8Eh!xl&ECV}$oz#2Ta))|@FhP==8C z|H=FmJ&BiVfde!1SowIwiv`l^h^!7SIYf7iM>@_p6{&HHtmi81oQ$DW-j^%Q8nPl& zOqG9W=<#Hr9jdRGT;`#Mk5SIDVB~yc;wK`{PPN_-_7D1wo~sQ&v1B)Fqhd@@sRqN!su;#3nPx!zbY`QuR(p87hNayzdFs|``$-- z`>t&QsIBr+at&Ek&t?`R4n13!@L@i&k55(ks{%KxdKFY|dC(9)!cp$~C~y$Tp1ET! zmec^erl)?pnHWIOt|RM`>CJ(q41xl)QsVQzNE9)?WeU@)kPig;HlZ}rpH+_Ko}`pA z6u_rrSNJ+Gv(n@GCOswbI3Trz1yuA1jY#QSXl|0n=o+nto+NBG>tI8hii*<5{0)2H zznt4Enc77#tz_(wq4I#^f#C7KQLeM_iTbzOGlpuW504foT{pQCf%~CQgg|S!PK92V ziIS3PoS*oq~E^vBK_g%jqW`4SAH{DzE)7ucP+^H*vOM^Nbrjuc(t>%Nv3za<=FJs2I4Gc zC)`un*Iqr{v(hj&%*J(L%?F}7gx+OE8Bkt{v`NBD)q~V*5+J@)Q9@qI>DC7Z^7!3xb9>}5je2Jei2hS>Yp0K0MhA0 z(Esr9fz>6Rze}2ZNr^KagGe5I`m{cIv=ywvHk}hDJj!+?78Hi3=AGv``HXMy38Y^f zSSB1rTx!2D$4{F5tI!Ni;1WIRFTwY?_%ZfF1?T0pITa>rJy>GKD$Cn6dr#|Du&=N^ zH~6@njPR{Lnw*v3 zs)?6z<<>S{z*^t*IlCiY|FvO@s+YMzQ_CBYRgCB~JW`8P0&2o>&k5dcYuhbeuoQbY zVh$T)`Q;{0;xw>r^BT(>3Gvz*Nf2`Ss&yN23I{)4<9%6iO|gKMCSVq`t$S+HgVGlHiNkR2EERg6mCOeyU@5`|ZP zADi_JW~=3HWjdQeh)<$P*6<)$SuEMPW%g;bsC`}j zWxKc1@`~x%>WfBqCVO9Frv@kG-KDUaCR3nL(Tj_n=}zd#c$8d zSEXT9FN3_+?gq?h#v&Ota2l+(3%!9m!~iCe)FIYil~ftXlCm(%*e0sWBE$AdUc{eUE;XXfmrq#CTE}T(9g>^OgI7)Cx;rcSL zL(smTo&(G}+mi9ui9p%lTK5`E&2lNuw>g7&RjIx!nn}2d)o)6FKhsWebe-NYt}TR& zG%CP@jH+9RJFxRC=l-lCPHTO37rE&V{~dcF{<73o1?pU1k_Qen9bsxoqtTxG%S9jh zGIh&XqlL(}MBSB4pK2f~PMcsU!_R_l-I=U!paG0WUOR%cv^Ky&C7X?{^G*apZMh%O z2DdRcI^vtZL=H03WYFs)GQxXuNhHyw!3U3zI&5!DFrec{tnSPL%B1Acr0Pp-id&wW z%(Lyh!mC1{`r2#f&87znr&TNC@}2E1sdGD=ZY)qrH2et7qF>qZz-~dVYDAb4KI5IHiPh9&2#kg&;q8w9HWf$v(|qtww!`Y4*UjBKV%4AKr7qMEgH4bftGRp3A0rdFi<+XU&ZJ+^<@Td#fZ ze0GwXbmQzhxE~@TFQk4x|BJOxZoTs%s$kKNpS?BOwy1U0i+e9t)NQl9?^yL>^H%JY z&0&8`!9cfFmSf^cYu;srgyq z8I?C*-5(6YFGOE=Gt};p9?T!^)H7*QR@IDm3o}FQI5ahqnuiB)6py22uDyU8?^|J& z6^F9T@iAuCx2IrCl6vM=vD-}Pz<0UQmU(@H#cl=Q+T?9Fwnm?UAlx_5$l^zVF4}po zy0nKD$O>kg0kDuae`K}ak)h)fCr<5BMWEG#Jv!e$NOG>40xlaZ3|Gu|uf`A6!2%b} zV^-QFO!Nw`-`%&J9_K%;Hht=r>E`SZf*H=LGxf&@!|oRKrv=x<6FaPl8dnC=F`ld{ z5yH6{O7-`b0{TVxeS%OtiQ}r|;VJg|f(dNI?^st6FacMwQ#uuh;_wP5__p%~Jxvy4 zkMd#`e@E((ERhS_@HqIsjE>6lMkhPg~P?-H;n!*cBVx$QQiT0~R zz@259D@c_dh#^jrZAXe~5BYw+X(e_yp8j4qb0y`jpc*)aLze_6vQiS|jV-7Q#^;c= z68)9<#mJ1NM^kQ%GS`EZ?DPFgSg<~sv2ZGZ&+Dt28J!hGw$;185>~E)Zo(|0pqh+y zdx1cosv6lx|1TU^_pH?nMZ~3)S)k!+`Cv7L zoH$*5SwNHaKzo|h?vfpXQN~5US)j>emPPyQW5Tb=1N{YD3Jx0CpNCEGjy;qBy+yg+ z)hdcAe_vd*nIN{%SJ6z#DzVZX4LCP=$t+<|JKtwVVD6(z^ye_1KlMAXGr|x;g2tL(0aIrnPOWykp7IycFKwy#DCyLES=@>0)+WTDWnUhA-JpZvr19$Nw80 z_amMpVExTg_m5fUB0&B1aR!#}oh77C6go}6Gbm?amY?xxCe;~sBQL`eI87!rYcSAL z8cAh6km(VWl-b?VKmZ!!7Zd=}k9c;0ZsyaLI9B1gxoox&}YiSI+g&JXsFG-4d6L(=mv^Ag$7M$&O^0TM@ zfgb~+5GH46&aacs{I_`yq|(0=*lH{Z1~*qjP1uOS56ww#%A*W&>!7ow)-@hy+b#0a zuPS?ZRhhZ?8rooc><===Z6ZqqpEHG# zR4g>G3D>vEw{ymCQpD*`;bZc@Bl3u5>eLm`jUFep1S&km%#gqczz|uR4WkW1G~Jbg zG|z}v-DNhmC^jQlSAY!9VBfeFkBN64aApEXZLr`kuS?0O1xw(>{p=b(q!CIUfLj5?U*MNj6I!P_v3Fg9HWBO-heL%j##*T#p6W_F3$@}c#6Dy>ELg^cM{$_a}f9=-=|OcBhN>=mp3PNd@~4# z2fQ?;gVjKxnQESqgLsE1^p7l~#%JueflzwVsWb}xlZOn|2hisiM+2N^?6-Og%gG6g zNBjqLE{b-VD8f9n#vy$(+n!+PgpH2>@fAs11$I(TP*M;T*>>zboz01Z_zSVo_g5Vy-i0szLJI*(YZ|9^M8S@ zs#o@J%OjxaAOAFtecLQ|YGH4W@bDvDPP4)Eu@_m_KeMm2Uh0O^j*8AFBrJd_CVo^j z_}b>h#|TI&_#-xD1fJbTm^vmtJ3DqX|D5zfb)S+>KjDAL{sjjH&B>%w@zH*;bjD79 zU?+ua_L|}ohn3I;43i^zpOHD{q`h!Lx-jTurFeP+)-z7+;)&zYc{j`Kvq_5AGZn!C zJdRQtlgNm)AZ(0@ond>%4n_mvwjbGTbrkdm*w7$OQifnp*mLPnR>13*P+kj5$jlSW z7pp$0RZxN_*Lv=Rss~N=`W{!~Km6OwTf!YK_fH(a6#-9%8PFo`7`iDQZN5fNa8$8$ zFu(7hcG&QD$m?>?E#`wP?=8LVSqf#Gx&U~NNn}BP*M3MYxlnZ;<6R6}L(l|^ot@*# z@528Cnvw6S=*QI6tgZ&nQrf*$q2#*+Ipcw}NgHO{B(S_Rb2=s1gnNK~dH@AOHqG3}-I38(y1H|d4aYw!rNlb1Vszk$dPW#5^Y?-0@kx?{lycXfx!r8X6A zkDI>7rxFW!qt1`W%=eMdTGm~f?e9X@Ri61bo_m2{=9x5|-yZsr(WaPPq7n&2k4K*zDUWZ3OSu|M7I-wE4Df{W2h;vF-+anwr65;%1}D8 z06SS_a$Y43{u+vCPUWK;2^WFUfVbr?z+`iTwjyY&InADBIRg!uFW?99yLp2Q1g1OK zoBj)~1aBH>qFqXKH+ts!;QFWwsiCM2_db6e*7|kW4-x+Bxf2xtrwWA6*1!xd0X2jF zyl_0wE3Q;6W@SVqT*1fjx`N~eGO;WB8cS~MPnUfv?WN(`XG~Q9&{CL8GL#p08!T^m zNh;|D=#w1J#k)J^WNko);`}~qyP=IL#gfLFfFdLVjp#<%qK%9NuL^nhWn4$$?2Xz3 zsfS(?*oPo3IKy%@Yg$qCwqS1_(-a=K?7ZPRjq|9l*v(zBq5Mn|4fYDpwTAmRSHjIB ze#;I+pLq>pq!dkiLHF0g7@qWgkxJ(7Jv+6ZQQ4q(Ng~i*Mu!L^d3Y+>mqW;(O9~de zWL-#dsw$9?V{Pe7sYLE_!c)Skt4DMn5fjXRCfrB~VVg$11x-Itvn7hU)zD};9YB%^ZqWx#=h)v$o8D3nJ*XCQ1 zH;g+c3Yw%ni~}LtW!6DF@nNVzreP&AoB`*k=uDjU1fg*)Flx!?HP0IyQ{*Z9aYimF>-OC#6`jS9{IJQ zqDCF}GtXFR(tUt*h6%m&RhlK(hXiLtR~0)D77Iu%-)^*P*N~2QN<|s^v$cq~2G0(U zdu2A3#gH33So%bxrII?F;|fhdLQ6LEJ1ZPJ@%bSmS*DBkKk!RT>+uhxRCA?Xvb$=6 zdeke#5AL%%R$%fFYbAMsjgU#~rd=fC&Zv&e$c$5?d~jvC(*t}|pW(`@KzEP>UCk)g zFO=8*TFeL>r@lopCnkgi8UbsTYb*T@ZS;V&8f}V}kT3`RpAr0kbK@s$J1uy9vz+!@ z%nU7*X4PEAVi=6Bv{`5)lj0EsV^QlxK5xreCUDSo5c({jSj3xQXImvXT?9Al8HOb^ zbv7?#9rCUDQ*@Kyb!s}z{Wai^LYefO2xXJBfVQP*S&HY64Wd$3F_u@9T4%i-FiC3J z@8H%1_8|F~=VaB%*?8x7jMdENg_r{|*737v{ez65}@#y_65#@>r3za`Ofmi z8OWQ+XYfT|7`)8sz>DE7>|pJY!GnPh@1=lqJ}say)>_BfueZFw_?ivL|_i@-kB%%DAkNh8!GtekhEiai?v zyGUDH7%Clf?oQ*9pd6-h0oTxwaH>*lC)<{~dxJgi(d~!g>6c->C~65%^QxU52kW7R z;h9UQakz)76dVc>5$H)8MKWSf+W#2>V`7qjofOUIcWgITCiJqdorZ>}3T1 zC1sI$7ppALK~gA5KUdlBS_i6#`REJdJo{u>es#>!_(!Zq;&_EU-}1yT+7$f*FgJj# zH8frur5g7cz_xYvUXfMuA;r=AYri3BFN1Re#bgz)xcvD(fZ$$lnmy6O2Fnc@&jdN$myY!L>S9poq|$Tc^M2O64U#l7fX|tgiKs zZZPT-f_95W@j)gC9eb_LdyOD|$5@WKDC@4D=d?w2fV^cC*9X21yev(y7w?L^lu*q4 z-T<4lCk$^Obhg_XV;16U2$qT?mf81+Wbpp&ojeJ-23=?uKf_@rl>b-ZmOw+;S?gi zkxR(23dR6dc8!VcL&m|@@=n@oIfn36IR^u;z$Rvy@JW2hNFJ9sKh`cRVtv@4g8huA zNF}?L`v~PaS3UTWjk(SJjbMq+t05O1L)^jmN%=RZq$2!omF|V^jhq<3TJsM{Yh(rGunGrNP?JKvqVk8b4In~2@{U!im5p_$VW$dip=1T%H~;THT2>3PpacW>OR`qy=Tl8SSO_P#pc zJ(v`W702^(b>bVU8cWEgev~Cqw>=PS|9K+c@E)}$v>wXS?%Jy1-T*lSWK*AGs~{{pGtobu8U(gq9`T4jF3%-RaVKk3n*qdjMvA`jw;{ z|9GB($H;vBMfz3xKd|#$#F$zp48bqGrJ*Rgk7CKIc&($KgvajW$U!hAd=dG3ls?+Ed=pTeWhvBIxGq=_X zgiU)p-aII%^#62NwbSGrn0s|THv(7Z=kZ>^6iZxnD^m!=_(ov|(ExMr9xt`lv258; zz3Q!1e9spt?n-jgL;S>g>MG(MTxXS>HXQ9-s8sq@xyAJzvCe4!1DyT~XD+8n@VESu zaxzFQuqLwSN>JgzRoN5KEU@f8UrV;)eR<6jwiJ5Z99hFZIplS*f2ERb3B?L zI|j(zDp+`WZ0e-R_7rnIC}>~@HEL` zq8$4J9mm}36oXgHcv_zCQ=qrV)I&Qpo9R~qm3*-%bs(^+4Kt3%btXF>_r^7{I%yiX zfdUK0Xlq2*pFJ0xkFqrSF)RJgC6e4pMsnbU^xF{or@$atw|3OW)zIxnCEvqptH<`U zI;20d4Aleu9R%l=$UOR|ySZDX@*DR3gUOka@CNiI-@GsH{4)J-t>LSZ$bV}MhrT{} zMt*qLOWR!Q;f;r1ll%VcIQ_xl1)DmT?NEL2bLWfX&RYW?{P5$ePH3E|Ii#*zP*Uk81a=Vg@$b`#He+ zbeDX#74Kzl&TdZ2l+sxbqhq^DDdk`%V}ARQ3A>MlqWcXkWvm0AfNP{}WYZ+D1RWr% z`+1xF<1NXF=Wr;0K11seI z!##Ww%e;e4)5h#8<9-ATG!6%LhwsBWI_qym9-5k|Xeg)fQ)f>xvu@I_)6b9D;EGVG zJ_CAuD+D`s6o*a`7l{W_^OpK@RBaiSs)m)O(tAZspUQ_1NWz~D&wY*FBZ*7G-7}mQ_7zD7x`+AR@#(4% zbN~C_Wp<(@vl?<+MF}adjvA09@=6T8#tm1 zl6}!VMN!QEq6Xo|#pulSICm*>g?E@2?%E<{@)M}N%XwR8^$){5rbMD>nu0$l&SNDWM1mH$8T z`BdMV>;=Gb#44U?qhFp7m}|`BOnm0OoXM6L(=8M40uAb4CnBXFr4s!SqN^gIoW=$R z-(wb|U1MX&BA(nS(2siFWUj2WR}6>4Dxjxc!Ijh?2wO$~K{Alarc| z;`^4*DO5Db!j>7FvCa}!9!m{}c8I4imU9>fTrj8{IYv1u=SlAK;*hZSotDb+d%WF} zqw5hmTm-(YweFNYRIJ5_T>@`qeg>z(&Tyt%`s?*`>9|Mu0ZnZM^gLUCr!MAe#`UHV zQL99L7D|yf33iJ-{&!xb@-#`hS3Jp-yNod^w_Ne*E1SXTQNv*2)QQDxvM)XCT&~01 z3}tcG1S&AsIDFuW)OTwB%v&{Z@?54vBltt+nOI&$aFU5@VC=)~?(z6tvNUI)1nx;w zuzP9O;fQVCC%oxnn1nAGKZ`rv?@}v*dL`mo&0U`|;XKY#>)z{a&(9#Cb3~B0#do$q zK`j#%<{Uwg5vwyuaH=Kh%j#b-j%v76k1P ze+!t```fX@)|!G$lY0EHYe=h%4;IJ@TsIk&p!h>Ug?EuZw2>bdT7u^SZEdddDDK&6Bn!X#Ojqtb4%Pm32fxG2dSK+el^lX*lf^4B+HLCds zY>K(s*e%c#^etmTy^7##N7@EiV^wzWGQqVlo}aQ1a|KKfn9mq190KRrz93}G=I=2c zE@izfz&X$F!9sB|xBjMQ8^+Ma&cA~|ZezCc?-_gD+QovJpyvAexPv)z=2R3y0@%gW zJY~0$Kjq$*9(!h-g&TxzM&JzePC~D6WE{;9$f4ry0NJtSxNg-h9OHXjczJ}dsRL|p z{Zek^TP`q~S!DpIde(VzR+NtvjSAiWakGmjE3C7$`Ext69knz&rxF_QpY(AI&Z)BA z(0e>!@=DW>oP@tvql1mTu=}B`j-k?`N^KVR&6-S@&KWy3*NW@#;U*!v^OCcIZ&Smp zh};5x!co7PsNUz26(aw6=FK`~-HU)Un=0%J$Zg5s=PI&mJWw~4_>mWP0F&_ghfn-d ziK`7rQv_pYdfUDM>oCnD43J;%v38ns4YUPb?#@?!X|r(+CAF6j#L=qp_B zay3w!Z1^JDmYV5JY;E4H@N&m`Sr0+e5qDRLb}eG7D2>sq%20k=Ji`j_Hd2C2$($Z9-*P4OJy!^)$VWRA0D zj*Zuynn+3*0VELE{Jbhw5u0?0RUuv0Kg!hBW4&)ZT#g3mK)=rJlj7R4R{Wo>)bW4e zKk$Co2YFBD?SAu5ulkhi(Ayg~b{rN4E$n#bv$ua)v?wesY2A_#U1;}6W>?IAGjAs8Wlb!4+8xDfL|r{AydHjB)RIk#1an{Tp(HX z6O$!f{+ZDij0#+Glr2F+BP~U|$T7tF1jcc-dtERayyfd@=}$T{LZ)q|F{HiRN zO~;@cO^~f+gD!@VuP*gy$ev}*&L|rCG9*0dgHute z7%%ga&J;(lQ={3Ia}+Z7J*sIfnRQ4C3hfz~oIW9#TMPS+Xk)2m8K4 zV((9THB>>;l=TNjY)SI|D>D%?1U=QmdpC~Up`flS`I0aLNGhM?jw%};&u}WkdA1(| ziVb10bApp}P#1QIX9~)@7gOQ7P1bG1V%#%)XH_cm74xU@;^ob8Y^L`M3EsD1uB|&% zfTFMc$yfMKN;u_#T8hBPu@A`6He&fd3`mGF?W5>Ap&|mR(j|8bHiHdi{^?0d>hoU3LeCdM(dJ(OoMDq$Hkl1_h5AN0t3k5td&jelBA1 zLQ}OWE!A_5_dNKDpn^RM;xu7=wWE zeRs*H)g=06k6|>U0>TLS(s*2?Egr924&9g=BK>Gx9j8%DTT*3?OS+8x};x2WCRNfdC1@;ctHz?c>%zJ$}v zNb^qAEFZCpv&o=&i#p=bzu{YkLblWudUkNuN=G6@an5+sPH!QT`T8HolGkgOv7&hR zM)>PQ-9+jOC`}I>;05kUUt&lvH;57qKa&wa|C12zu}tDIR{o?@tB*T}o2l28Rn|*M zJ-Mn{?DS2F`O9=-GR<|{fHA})W6dH5Ztl6F9zRJXeWN?S+zw-q5K&x-2XZ}fNBROD zS&PtjT%GpsJianmjD)Q46FOB+$UoYZu0HlE2}m}gL|><$+VBtj(NCz?(lf?l=>@zg zW@zJW^gF!aOxH)|MEVEPSj`syQg;V-Fw1f)W-mE{8Cf3~_!SC5X`)Hl5^Q)^iE6d! zcHG<8iDMemb&6ANn{83=1!Jeq2hCLm!Fpr7;I^E0q>k~-e+khf{~JSkS9}S7sB1@h z(zz(&9_;?09`SxoTL=lsrTj>Ce&jPo+|t!0OOZb)-2;iMb@xHU=e5%paceN28~XT6 zYAsbBlXp#5903!@1Tp`Sa(S1c9V`4zHO86zR~`l-v`n>a_#)89`?n!cmO2@(dtK-_ zA*mH@VqT(0+czOjCO#Xre4(t8e}x~a&L_Dl=(7OnbKO3}9YOn7HSzud|0J|Qhxmnd zu#C|YDy7*gP(V2Vev+PK^VsI~YEn6bnVWMTqh4l!X_jJqeX^U;jrmD>kC$!JWI%rb z%tdz)RG+qvI58$}{1Vdc&;U<0HWY$+Nus3)_6K}z&jX^E#wAqgW>9qYW>yiDmF zswels`vYSw{lUQsXMcxmwkT;|bY)JUoVLbWS4Q8>bYuNmzH1!ap{6B#DslZvwX3$c z*^*u%0W1XCIaF7j-cXw%<2{$^{4D|J4aR^^o`IH5U~NU%Ss5%1W!WOOY9=bwxn7&E zC$`Own58w*cPTp3lxRx{buo5T>Uf3@8d_cG*@jrn0u((uUb`}SXf=;Sj}}-@y8rb# ziwC}wEDwC5YI1rDQdtKZd_UbJOPf#NHRnN8f|2j5dDI#-DlULAEA#Z)T#qkg!ud3J zB8@XCKB`~uU(75g51YD%SLI*#5MdLVM-j$qbY+a4xvY7i;1TQlaKN#g`I=`(=f8`! z2<|SgMl`4eQ($n{7CYT7o8Cq@VRbi=30JWc1Gn4F#{jCHj zJz=6N(Kl7v8e0S$4~$yY`|RGJ*tTPaZOssoiR>eU8ywjXxg++_eF=`__^ z0WO`QD-1@p#mFyd3@niTUT zYCF;oJ7x^x1ew0*76!TFSs$TTS1~nM*iXRY`=j!Gt)HZiy3G zhXsbWed$R9=v6Yr(Fol`UheBv4< zd;SoL6%T>}CHTa5@IA45bRzRvVDKW8s1xr_+(-(RGJf`=pyCr1|9=`$er*5yK_=^e zLMXpk-vQdz;hv<;|L*FSJ6{D;enK7k;>5MB9cf$lev`2~?t_S8`EPB%&WrebSJ-R} z=_UIV;_0vK6}SD;ukWC2S|AI2oV9<@qdZn)4G#hRY1|+DFwh_2DtP@NJ;qhnGFiQh zwb^z4bowYx=cN(hz_2Sp++wjD~rVeifLbgw=7B?C*wy=$qpO3@v|31e}IWT z^anlONq2F*iU;(>Fh2{Zu)$8kf3vez`uwKnG@dgK^A7q0`lhAs_&@) zq21sVGG6*YF+PvEkabY%B6@%9$a*0$8GISPU|iApzwp+H=n)FBBHyfVfUH56WV9f8 zc9ey43Cn_o;Nt7#c<+P6eJ=g-Wf8Sc063Ss;m`+gT@RlJntc{!vD=zdAY>hCNMf^~ zk2NlqTIVu+sUnya=I?fuKr7Hf!6X$r{T$jc@%k#sdA~mKyM|#F5rzMM99?--6V}py zeYEl{)wEJYs}L>Pv_(nPTDB}Iwb4>Zl~PnBsUoJ9NpMU<$BsE|ZOjfxTx zl`SN)Mg$U&C7_Uy1+tQTUq9dX$35r%bYRuDcY1QInPm4?}#u)@Iu4-2e-RUXOuzCu*PWzDPnVm zA;`t8m7I&BEM+R5fGxU67sgagC?l^%Le4{Wp&@$rzfIQ|_Da7w*(>&&+DV;@^S(xY zuP;YvXay5nEV&`vm?410efci<{~O4uVM~ zeL#9lCo*rG+@o+|&SW!au!r)Kb`Uu!FYsVM1f03K%*H62~g1O#y0U8wX+aJ|3X=xpl@+(mQT$8S0> zh=l4yM?!IoC7dEo;^EUIS0E>m;&QazI`2jnZs<$WbXMkXw`y9$q2=m|R&d+W%QzR* z)EviC$Joey%qrtv_$c|CHYgIMcRr_@FGBvoUIZ^T?uF?rHU9osixm!1{_DiyG^Wy(}BOrVP$3?Vq%xTeJI9CGF7>aaI_}PQ?r`3!=M(9 zqrI23EwKxq!xdi@Y-yHXj9hhKNeun=LI3MGk zhS2SG70!oTJbZlKca+6R1bV(++y(S~FA}LnOqYCrG8(EQyfK1B=bbkqMugr;wkrDx zyB&*s64+wxKhc@ zb|m6AX>$5c*|(fHN@<+~X-(P#%@CV7ub-}r(5i6VIOl7Bu^@Y#>3bh~l=-da!+VR3 z74bRDqZ#Nk-cp)3MtD3$KNVv-ht8K^nDX|5?)O>*NUJTJXu2?U(J?jhEm}z#q=X9R zptGMnYLQEX z(@o``7JZ1b7$!S1p7jsH{qI6cooza(L4?z-rCP(Lm5*1VYucPlpspImkRW^-+Ye~m zy!SrRD0XPZIPd`u1@NdV$ASp|-KA01fY~ORZ~qzd+<-iiYR7rEA`8t`zM-&d2!SzO zKEU&S>pA}wBJh_ak;mXOvwLe91)M&mmBqh@84UJ>xi*x*U&`U`0n3n%uQIrF!QJ4% zOwYq4ZdXX*WAv2N^x2WLULPIuBlX01ryk=Ha)x=&+TAy|$UB(Nku{gJM8iBgR)L{N zOVs>5z?JhsRDp-0y}-vTGQQ0`zMYrZf=Ly%`u{DP18ikOpGIBgvQ{5-Pgq!(@U&n)!~fT@wRbbMdn8)q8Z`tF9r5n`UC&^B>KYl|KDDcb_cQa17p~d__Z|`a+ef-1Y~Z!N*?%b!Jkv-K1neD z^&aiqH-LdJE`D3Ss&MPp)63Va`Q&2`{AOZj`CqyI_pikBqFhglF4aCrE6|Q-2-?xM zRf_{2htp1-fVCN&)5RsYEblMx@Wg590AOGq8gqX$IZp1Sc&(iy%1zuhqj8`!9el)} z88Q!_b&QN$qfyd(`Ly?Ih0?^3CRJW8aHnL$RiE{V;Rsnz&b!h;HtgR?n@^sDfBdk3 zkIeFlf727Z-}lBjnlXR+D>?wtHMZW1o0UKK?ZvCx4_9T{!zYASsg30j`!x5eYf9@p z(yJJXbPqzG1dQBb@2)^8$T7KDNb$bJ>b|Vs6hRg<^7?ms!^JDs8cKh&(;4X4yiNwX zpJOvD{z0$WfWAd*&aZdInGsgV5S;LB(M8NEok_v;Tn91Xu2S;kj)U=r+7;;-o@JVC zLqaaZ#RgfB=plrGX zJkcNT{wK-x=X$|I7R~vpwKPO)_VlEMEruIbSl*qB0UR*YJa5XcK}L9-8Ib0%h|dA> zaR2f+=NgaRdt5q(TL!aN7h}CAZstqeZN>7mA`(&hRpGUw3$8BF8Q}(!(^4$wIpyAt z&OX}ASXl^*lI6Qr^p((YZt~8&Fjs8mf%hQ* z{w0Wati_TL7fzLBP|7Ujp^!+f5so^+9MxufXK+O`ky zuAfY$%EU2~OsE%SzebD!G&dEAltXX#!M8K=Rco*lA?|5tb&TpJ^+n)#)7dj1KiB97 zgu$G)&VI!@kHkgp)qL+IUL-M^X$;t;na2Nf=4*BG}u^W0=d7)FCr)HqWk`qDfTsi>`v+t`5E-dIj@sA0X! zkMfGXrRX^FrkM&r7NAjKI7*)(vg(e{t@ba=bujhWjy(7 zpJXG1QgmE;rRdpoI{u2+g3^HBzXz@^<~K@klcV#OA`KH5bJ;4% z89|4|y}$56j2`6gra4zjI7MsG6Ku~KM}7`9?RkWKDZ6}1PtDP=oOi^~xrBq9wDuJd zH$m-mELRr?*$2ssWXAG53ksI^LBOA4v=w7R(DcB`HH;SLj$SD%(^%*piXvllE#z$JSB5=l z+X{%DJ(R$!&P3xY2UZWFHhJrj3|y+=qHsNDDWgZ*g_M2DG@ZdEl6LF47wB`-snpN7 z&;6frS0-q~6x+t$szYqHo@~1?-qB&e@15QW`-r9sNdU6gTiDTtYX(Z3YX{9G)^Vy3 z`ZB}~%cHv1jgBiI=UbAkU!;3OPV8|Rzt>Kavz3Qt<bk*DCbn+#N3#ClGpBZgC`94n@wP_aH<{#aWZwzovR()8B2 zhPc-7+}P-P%U*w5a?QUNT}4ilq{otvIV&Y3%x*C(Y=A;##@+^mqb~C`=?WUBX0xPn zn26s>KFU-qqRdGMh>Pfkx1+&%r(`yo9s5n z2Rsj5Jm}Gh3pe;jn+CkQ?MrC7uX(?bnSvGy#$Yz&2`6BMKeNkhk#47!jT= zKLtybUL zZU~GOEBYQ`kFH99dONoJe4~vdP_xqb*v-y~M`xrW#^#}4^0W~nG0vQK*m8zBAPl@+ z&7}4@l1EIt%QB6Tr*88e)@()PJ(+CZ81GkMc} zx%rV}3vHPMI0Eo%*(-=lSsF#q?!Vv=zEvaIqs~@Py@k>)YtuAe=&2!)(VADs4R#a% zihq(Uq;PV*pAy2x*ZH3-_*8-nKAe-M{U3dZqy726@f05}3{TKpFs}RV=;MrobA8_~ z*z9_5N9IRIN&o(H!J6hv8#2q@_irm%d|~Ip|9rjuZv*J$3qbD9|EL~fLms`>9#Kyn zVnXZNg^ysX{2rWt&P2_ffHxVvq;a6YUHp(87Qww}TLxJGe`YlLi}}oGl0zBN&ZGW+ z@&kYje#a@Oo3yOctb?FHV+Z*CMv1hgn6JY9kpf}PvJ#F-8Km$w=WcG{LHN^L zuYhV^?cmeWFOb|u$MalkvAql((JOR__u)O-Vi7L`?f0AB9F$v$wUwvT^?oX19U9IHhsO+>s&Us;UsR(M-|(oX48?^!UV(pD9wcdsNK z22rKb6h;cBWK=%Uhn0oG@4YnviGyL*r_5&37E#w`e7lmVmg~#XG$h&Afq{*h=%TAD zm2rfhqT}o=R`VO0&%2g3xq&TXt3$nlhxof_)uSJ%}>}M_R-cQzPHvaAp z=e}mnra7}@k<{7y{+(#sLvhcskn3zKfxPN7B)8J}?-8Ih1Yhp$*U5LJux7FM~AxR-dwvd!96 zjFp~E!U6AZ==|@+aQPbBV6s7tVaU4lLAy08)krbt{{rF{hE z*>FNepf58~HK%5MoL&&O;M-J`XU!d5W)3Y1T4|N!*+KBZ4nL<=bn}W zd6%Mc6ft(!-~RL=imobVd@#ⅅaNd7U8c?&Gp~N@B9EO2l{0=4>qI(u0y+WeS*$7 zzW1=Seddg0!zxM=c>t1}Gk4jQ5mQt{sw#+n>D@+?7Kfdo%}n>v5T<8a;92@+Rb%?N zyL?NFy%Ol;pA6N=aU7i7;rLsK5G=F$1`b~JSQ367n@^=k zR*JcO*Ztl?zgau6CBFosjV+|k@)(JVL{AuR_$}8SMPW#w)u2%jA${DM z&vV-b?hj(1poWAZuCJ+>c83wceP(20!IxR!EQ-V9qkO0ly6R^f&DTo0Lg#RVZzNz1 zhgy_%lQKU=@U$1>CvZz7YuGPE7|+!5xD={$5EoYPTSO|*YH3^3Vx#BJVU#~fkRH-Z zTbkY5F-0zA&K{cF zSY+cIlZ^I{?q`ZxDXzCf*nY2g#Q{-2Eo10fQi>sa!s>xZRwqWx+1)wMgUJJ#<5iC>pZM63Qa3?%rz(BM}kG(~Z zg*o!WxcNv6Pm2sf!hueQHi#x%R1>iZf5on^4ibTa86`@V;iD;TZ0?7ECh(#u=taMg z;4dpO8Cb7y-E~L-yLw($&ev+&C5;|8bhNr?m$T*@7(7o=qy8 zX~=_89wr4lkMDwe9x2;&ZL;%XQ@VXe@Q;AO%vIr;X(Q*)hI;-eN+TRvXeUc|pjqnP z%2)+l+t_cw>%8+-^{+jJi?c8%S$L^qE^vSb*B|rENilXe9qxurCJ6^57JkBPxJ4Vo zCY%#t=~oc-1FYkafLjbn`Wf~Kve%R%47Lv@Ya2$KSu-Cdzz5G5rg>aZVYKX-f!40O zRU%{1JK~kS)o)SZ`2R3i+&D6I=5qY+zBez@nV)?L*PXUdX1;R$*1mk7YjrHbp_X~o zr|ty5>3{J$wIH4QR&~Pph2gdGK~r~o^R9@4vnEw)PZm30RqQur-fgm8<*o=;U$Bu7 zn1QyZ-$gv>ht*_`^gjuuI=fnZ-e*Me8rWn>m0KO`chSiijzMIYsyq+>rXXvfz4ay6 zHgYNg00pn#CU0dJs|zh7(%DmiqO6%c2T9l&Siy*U_Ei3xe9hfVSz`M)Acir645oOX z|B}Q&u7I8h_t$hwsv$Z`!|e?y71~}R>`Aal-+=?KR~uz}F6j!g?Q=a7t+O9L=sZ~1 z7-aV@Ac~JUI^Ff^OeMy2&2Q&y#rEtMhLSVn6TxH*NmvFgFG9&2j1qbxx@op7D(~>Y zrfQhgtMFE%=YT99$vAu}iZM*EJt6+9eJ@{znMD;*qVf29LVv1t6n} z#O6s1zrkrn{hN4WFL)&2-0I4`6J!!87(ajx(BYuKuc!_Lrz4$!geUZ*)Dg2`@}Awa ze0LPU9=k;7eI#kI5f3Dkj35{Ib&pP2(t>k_Cw-wo(^0}etkJ03Y5+C5-J)ZBLnYsJ zQwwC20*i_<-nEMlqfKD{8*0Mw)|<(%xOEIE^IY3c?WskVIj7J8F2is4M*{zxX4EU= z9CF*Km{4|sq?afkh$^RJb8~E?C~<8X{tQ<4AFzW!yLx3c%oe|fGL`Ys`apuAhMk|V z4uBpGI!?Ic?~b6<72V;7aN}c4LtY4V_V_``)DLglwyUpMgmGZ%a=fKPT?Opo$=M5j zMPms{M$_c@i4})b7_pO9FF}y;GBJP{!}$- zHDeUyt)0geeC%J}p}Op-4u#Dg{DW@1Cq6{a>>Z1Hou%B>)Tt~2<@?P+@CQm)t(rxs zLzN|`aZWO}YlrJl)RVv9lr>DBc5A_XcYYGLql?OkGp4qFOrO35;CYU}>3!y~y$aTd zYu@?~ucq%2nMd}|`O=+vw}|G9-uc6U{pRn-dLqSl_ecCA){jnWLLFZymu9rtM^2s8 z3#u0AWpIdDyw6~55VoOA-%+|oUX4HvGqri#vYry!J^ZM{hG2>H-UsFrao^J9O zR`Xnu>i^P*TJRv|xm{cqwv=}AKZYd%YpwIGRydJnXi9R=qFbW`p)`D|Ya!rGoA`}+ z``9kKH08o~?S1igz`9-2e`ENnzBLYt?_`^1k?AY33|*k-c_$u#!;X~P%%4l#KHdWloaz4_BswLeG_)pXDhpEo`@Nk_;OxSPu zbkdO|O`F}Lm4T;2ghIxymCSTT`w4gjYxY`qljm1gor|T}FE>Y|$c?pQfLW7a`#0wZVr@rfZKD^7MVHB=l0#GcMoGS-UB_}p>eZ<6`$U@a zd31ue9Ik)QlrkOm2$41wJW&<9uRUe>1OK0%rIO09`7`>no8yl`$fyOcMQ1bfI+Ie^XVzj^LE-U77LUQ)}wTG1E~A*BSQ`oPD0m z>BKj_+t$AqyXer~xHR{VO_Nc~$07=mI|Fphetu8zD}0jYlTHT2mHwdL+wK$pKbum1 z{C{mPLzlQeaeuP&UzrQA*ag+De}DJw#8%HHWanR>y!Qj_=#nKL|Fw1d_U+-~zg{d^ z`1zan-dnTg5bwRO-h1zcjk<0+peo$^;F;*>y8rSXjH^e~RI2j02OdWkx2jy3((`bJ z30F+r@kE&wrK|1mCLgFBms;UM?028wOaYZ!+g6Tvx6GcL( zEBq&DmWVf$i>65?Nq-y$|H0!1#|;YI!z`QkZJa65>r$8S5pc!YGy$(|ztx0Z-`f7E zdu#`r`}oTQbo&#P7F@#PspezCpxo#8@Lad~7RcngzXQwt6lVSU!~h5R_X2qNK%48= z-a#DDM8XcApPIyk_>VI`I)6}}b`59g+0ldq7p-L=*!Edu2d~j74x64iY=0&^uDHvT zw-|@})sx0JY(Kescm;QD&I0U*C0|5q#o>U^7_R^p$Al>9*dP-4HpHGs6K`jYIp@H*BBB}Iha}w!zLty5-!78Mw`Z=Ao zr8xXnp>-SfJVuejDFj#^N)r1JC`*)hjyPM~$D5>j@xs^|T#lNW+u(bHm+(2g{Zmv~ zcPxA|(G}97lQ!BUC^cQ_Jzs)G}dSx9}_k!;g?CrS`@{I z{kZ=IX=-N7YtSa-3F;SebCCD%GuAJ8|A1qEX$hTMEb3ezN-o2<_GI)cwW z-}Qm=pHQs}F@`v!^metk>dyf6QF>`Y+Yyra)3}*^^1HG505^zjiBEnh@%_jbMQ9F^ zT-hTb5EWhxkwqwOVw6YxqZhq5EWgV!d=@bQuJp@;rJ?Y&(v`M#yg38HtU0b3YK$GA z;Lr;L+wa951{NS>2M_*Kb2SY9rhA8@x-{Pe^Z(*|1Yy%o1*fpH0{7o`0^KK+W{?}< z7;?^cZ*fg@;XUa+LLHy>fU%sn6ijrMhf+rTw-}R&gJ&uf>Q)4*)EkMg)rRuiQUSob zm;4`I4H7*Ys6Y&42f%UBGFqUH`cUiciyLFnG9FM@dT!Y<5w``a?{Z5n3;(D{|iLUDGVx6rJZbhE;`+qQL%B9E{gGF(J@hDChe4q-sCaoj5XukCG0{)c0+eyNKV1_0CN@~&JTAEA z$W`j4booK0?j}8EX1^#Xqv@804kgV#+n?r|K~poV?q@p;l;>ZPPGd#9kC?bH+uM0% zSgME+hGWZJLnMqc9e=0%pNtsWR{N=>822v6uqewniKDEMjKp~NQjO_04OcZ$40F{| z&ZA6TfY`klF_D2fjC8KktN6Z$BHE>p=ogEeuWd(qQk7#DgTr{e4d04sei zj_0}Ol+P?|={tlzu@a~E8)Iv(`D#+MeElQji7PxjZF%4?mfe6m|?wxc;Flptq`UCIwj!Fg+&YylexmS3d>~abYF!JKn@99 zaLm(`h_R}ld^Dw@cN*a}+|0eBU3ubV8xe1M!$VwSV~hUgf`G5X+MBEJVF>$Dek%K9 z#%9mOx&ZJL?=fb!r2%7ad9g-Lbn1m4vZCi)0*Z|1rqyTi%VnzyB=L^zw2a`(Q#wCC zxXeE{kz#=fWsXGC34fp08RG5bbDd ziZNrG2k%$CShvrYwh#qh%MF7FH9NDxl4 zs+k07UfJwAU^Lwbfa?2MW=P&O7+p#GU^9@ag*gAzP3dLEPKt?xJH&^=Kd&OArgIbcLAxnMOVOsHJVTgUB@ z3l}{kgGq@V6vEhJ9gERl}%l&vUP@+ zy-#}=w?6qEVD#l)Z*Zt-&QdU?lseZZdOd=o^^~Eu!0M%vBjJ==9%-esujE0AiDg@+ zynxBT43_z{p@edtAe_6DH};7y*^pgR=h%}G(@N>9s$t8%2_D;Gu#tXur7COA*!RS^ z?kJo5i?AvQ3682Od&KO7 z_v;tI;^lZ#iuSZ-)WM`ML*x9MvR zEQuj^`JbKAIfbqlA+3jigcX5@&Xe)RugPKLC_kJKXf`7={t2l5v4I-{KTIhu;_qkc zE}=T+~)Pz{^oTj1gQARj#ls`KBWvy|KBL))wg z&New!`D<0}8GVwC;pwSqAkSvAwK`Ut`Jw=WcI^uYTg}8;{cGg_yY(u08KrdEdT;KX zGb>WkOCpdO1RHQ-NUWCCDm2??GY{><=<+XEYymmI}Dl6ZDnQmX1` znK<)~RVGRn%@y904$Y&;@3!6Xc()0wnMLR^8$PW4f%iF(*W`KiJxEu(_$AO|tWvta zD>864l%Kr8s1~^unxu(~&HCivasQ);alcLq(pvJz+3{0arp;95Gmqpee+%x8v^SCX zf$I`$wx#-1fRca1^UO20#N8iyr?W zda-7mZ=r-`)Ew1pA~&zHc>?4!@uA|3IE0rHQ=p4g#+8OE8>lzscs0uD^Drf@>8;wF zMq1Ic_>!V~hI4eH+vYlT@^C=z;osq%jFi776Dpm{ct*hW5~b5^e(`$HIr|!Vb#V_^ z9~BBuhsWkQNONTaLS2%pKD zL+XRv{9j8Rpe!LM*&f|J?yt~L_5ivzB(=#xQSTL`+bY7%LW=iBava-G=)EHr67;Lw zKO54KlzX6dhRqWN|A$9R*0Bwb=?2-4lKJfL!uT+cvE3144i*}#fjxsHWmk!F8`{a{ zee}?9<79LpwDqH303<4;X7SWi1U~P(+&uKn%nYIWh_;%>TruHEB3~vRotCFy#*Gd5 zPpR}ejCmURdEQ$P;H<;DtW86#i5>Zhup3C^#RpeQv=Due^=lGbx9KQCR{(SWs_X_9 zHk5?Bc&-XaC0KL4!8;^+0LTA?J7-FvZge(yUChjb61p60;+jfMWoztTNCs(3*tPJ* zoGN0VTO##AeQzMfSWeAe<`h`<`jW@I%e~&_{E2$O5`hAI0rp?vYCbZY$no@P)77=l z$IF0qfPtbam-xgy@ezlWz)ji*R-$JSbCr5yEiudd$U0(J~&RK zW>KZjl>(nl$TIy*(QK}0N=4pENU_^8q&Ij^lX;E~#fk*2qpFaa!q%mjF5@)EJUKsm zQ_zZ2u^JkY@{(Hc#6dWzRG&(DY-es3;HqCUA#B5Q%_$F#haKD&zmAtq-Ny@2h1H0N z-XQfa9zij{M!qLeTIssbwD{YoqH@qQ)fp#iuVH5%G<~Wp)K@nJ>t6>Rs{0-4U{+c% zw=h9oqg*__tHwcKb1i2}3`Bz7|0T65ZGnD?;kcg%K>HXC(LrRIk@yNGU&vEGhwStg z4nw_n5@l`VHA344=Tdl8#8b)22jv(FyR87(A7{K_4&uqvl=nG%z?b;e;5@H&FR!yMz0a?dvFz^0>h6S1|f5XpgHbCUGm@g#`QhIa2Nj7G%;_+loW)MDz6*1 zAT$h%r8@qn80$iFp}=x(61S8Xh3-jb$mm>D_^n3sXTl}4(uh|Hq+#0YMUFi_->SK)-{`mXMEXYn!z(;eqCG17NJ&wZQ$JF&j6GX$vX+94yXFsh z0prH}e^JbnjMSwIW^Dga@5+a7kH2;L#feY8|5@?H+K-0^w?&J;nfh?&+GmG*7Vn5G z{4(m%^fTON-~CyScp0gCxAuJ#!2Xh@`!Sw6*rNQ*5f^Paa-HjObh(IE8LOJxYiuJO zSu^g&8SoRPWh7;i3Uwyi*$bF`up$-j6Yp;0HBgyAxR&0Mw;e^$K-mZUv!mB2F704#%3%*7&CO)!PC0!0ab=qS3zBP zDW=GXRQFJHs8*r}^x+vAKz$0-YX!C8#^#g-y{7tW)7 zp|0v6ffy6yLFf|RTWqjE7F`HuWQ7MRB~_=ar}7od6M*S6iRKZ~I?r&MYSw=?$o->}w9)q8kd9Btl%rHfX}GDD9s32?*WKdjr0LFbIo$W@`GHQ{ z72Yh9QPqX<6^!fAx=sCw4e7HDsz}W_$ zb!Jk8|M$E;cDf^^NVmrD3f%wVNj|%u+h`}VYn?j+8~lgUP5{N^+>D~)oSvvQd6z`D z9*Jw|J|w&4oieL;`3&X>P*rR`c5+uu0z2YyuxEe8Nc&diK`w}yKPbrV2i^&5i)}hG zNZBvPfn0%C)CD%iav51nvQg-JTh`>vUPQk|{O)Jy5U3Sb0{>{Ly^5?;NFTt}QC=HL`EjH=>@t?3G7!mM=1*6ou)7E6NE8ra?94b7dogL%h0t(Y zy}s6SgL`&li0;}meYdFyu~^ctRUAC+#+du6b*m{=y4o{n!B{(je|?&yWIQ9muO(T5 zvaa?C9j=(IfDF5TFL>g733Lxlw5j?d6&ur>sP>MMRl{}GUxaI*qg%WW zdoGeB=0md^Z53qK9pO6J&Ik1w)kyGi7VXqYt<{@@tm*yvYVpKN}Z$Sg71L$SF(yk zL?7WfZno?Bf8TgikO#xEoxL+%p1zyM4CJ%@sC4_1#|)=DT`X)*K4k z&?oVYn~}cc2uJ;F*8y-)0&m*iVJqb(J?3N42@<*CP~H#a5jb*m40^+U91QB;uDnD2 zh;srr;~G5W;4a^n_sAeT2xYHJ6y9v+|nb}p2gQBP1gN$uQILUCC8<0NM_zo=%x{zs_7*Q zwLZv%?!o}$CO+^L360!~{zc46iZrH{58GyYAp3!`u}Q1sNbV<&-zR3F3GbqYT^gjI zPBJ&BiRz1F8Ua2!Al$IbZ5PLkbNzo$sVly&@1}C=;=kgl(=LUn(hch=2E%GM*ztj6 zJna{<6;@R6n=28`5{|GD0*xr2JD07T_=Ij8p%Q_=!A<)JaQA?z!dc6&i50Pa;f;Gz zNuxNzPo(w7A5n98k%+#itwB`$jvcmz(krX3CgxD$)+;{@7-?rqwBHQKBO zOr~eNcGM;r)@i%bY+x>idcx{I=e^KwQWvns__D4DAGE@&)B64jTv<&XYRvJ&)VNV7 z=}nt-7xbiGuxt5p`LQ@2-=W}8`$bZ4TsxhuzR34Kt~6b9Uo zd^5eEO_U06g}*uYv!l+{qStm=)p?2HngmLMQGx~>gl#uKHx^O74YRKlljokuNhjoeG z1VWp`;>J}4vHfpwaZ3NV#BiPCrf1GoZ7|;t9=GY&Qyf7y+FZDSEvVi+cY_ys95cy6 zkI%uZ>K!@WLLj7BC~#-nnpMF)$6bS~?g&4mKWS=N5MIzcJL#L;>Ly6OOB3IPAC;Rqj4$zksu9z@vx! zzZ-<^nd|(jQy}ukZQvk!RJ+@g$<}I?#LG&6?Fm|@u8k?X819XrrcI%)2LSj>)jR(G z?S*|jb;W|2)V&O5F6H0nWz#+HFJ(_H?de}|zUcz~@|obB{|R09_vy}`mmhwXx#QU3 z?2XjF;HPAlFMs#N&?%|oR zGt7ms=edDD#+46wmuz8AD4VoHQ0Nk?A9q@n;IM8d>72wbvkm`chBH;Sf_V+OLW5`7 zN0NN-No9=>=5Thl0Lgfabr(Q&(;!x!zL-6(GrLx|sIeipGIs-1Pkj$3H+l!(K()vX zQ@rp$J>(6|A7Ez!-tWhm8L>rML56d{;YjLj$%cJ~A*HGkHhhd{YI6)n(k$Ld7?JeV zOYZSB_g!$d_4y44T^?A+kDz8l2gx2;sn6I4Z12)LPe`s)bl7cH)hY7JF-MJL8OjMI zJep1f`8R!8KGa~K-z{4V^N6k{8*m3;*%u>1HL&hO`=p-(DEdkiNTyqPqLCO#;gDK^C35#3FKIq2De2eIuQ zQ8Ch+Bjuse@wVRW{*wh*ssB$qm1{gjmS$4-;VFNtA&Ys{z99+qGjD-0EQC#cZmf~8 zsVznUT}O>^$~xb6_=q7cNkn`ko8usj4=erhVuT`2R)SESheIo#5!1H04#0MRPpYK$ zkN}Tb6s-lW?+%L-h|9c0cUfeC`ac==w>+kA2*vpEd@mR`SH~~&trK)5O!YE^J1xRTb?`cHx#Z29w67qzL>76YZ0T=i`1qzm; zYgu-hU?hFqn@X>1oh08O ze-j20*Ge{cVn(kKm?+a8!(xf1n(UZwBG+iSeJ%CbF0y&IaJQ~Y*cwo|_xm>%KGnNw z=dluxb1r5KI|$iF*<3jJsjc}puJ)oNzhY|iM$sU!qP}eF)WQ>DeCpk}Wd0hi7UYMJO%(hRTR?WbDlh$nW zL((0p7FN=3Ej43x1#eDEtNh*bGtYC~Sj#2Hj{%GR-8Nv%s+R?CHjHd0Y_9^Ir@S+X zHQ4hMqY}b<#-_d&l_oWBfNbIoIuh(XRk7ccWKrD+p zDuC3u{wr<+DrSf6AKqEvVUNEpX9shfr?u=SNl8-?EW-nOgZ4a5A4Pb zX8GE)oigSY!|se{Z2wD;O5UV#KO~l)vC*-rLX-@vDjm7b;saK{i#ZSy9Y1+CCKF?5 z;@H*CxD`LaLNT*VVam6L$@_|k*7=fg8B>B!Bi-nao)gz^9#^GBgi}1k60!OBqVIV_j&(&jAxI1yifM`JD79K`>O3Q_6U8CuIzZ-beMhaBUf>nTj_A~}|8_dOSmT&Xr>5d4h7%TyuNXWiDY z7nV!HkCV-Y_|a1{9B|0FLmQ^_5K4#uffR)kTO1)E{w^Zp>CK7L9L#iE>4@lnXcPo$ z6)64!h<|?~k2BkzC^rz*kDhyCf_SoTeNl4%D@XJA+t$<2V^$ zXND0%x~Em~UBmnMRLF_a+3%=hA*wiDC}?~^o1%`eWwTaA1O=<{c$x%FA5Z0D&dyys za@F#)>Pc^kf7`>Rmh;IhXHO-M>-_jOrs>!X%Q4yYo&FVvY~?N$LBf;+VH9Z-QjwP4nzGX5E0F|aI{!W*8SvkOV z8QT;($8o}{I}z-)Od9PFO%9!~rgyWz`OFWS^Kdm1MJO9SZ>e6Gj@=lVe3%m57X4V9 zuNRWxRY+s3EXD#`h&q8xOtZT3_o3@Uv9RScv$$Z2ANeAMl;dTG+5rF5wrIrmo(u*l zz56p(AG`sH-DVvu3M}A-AxK+#FfYKLJulB?2v*Y~J20Yte~s9i?92_JFBmI z0ErM4-{|bR46-9)wPg129%WO{lsC{4`W_SC}XJe z>HtJ-jNl_(g~@!cUviZ0!;HA-hVS%;r9fdhGHjpH5#!FHObZMmz#kJAf?i}0Bv_f1 zNqrrMPNWfuji98$k9};&xdHWgqwEjvnR2!$2AcnQN``d-=zV<}^(cJ$@#cZLHwQ_^s-_~a0Qj2suC8Bb>snI{EO3Cj_0SXN zHx+8xaG&LtWfa&ohug0-+bi4i4d54#G6#kkVSnxWZ?busOIvb!{0gOawg`bB;eo5+s(OKRrbHyqD>M6r@}BM?gd1+ zOW)SJKj)fY$8O6<6QP2?W^{hTNS*K_`#XV6tT?Q{^;gJV1-~DJ2^auVR@A(moyEi3 zxI!(aa#`naHP(r*Ee_C6LYrWmaro~?>Tyj`gEZYa#M$nq(??-@&q!*gp!+aW;y_%2 z=Y3s1$nijcfmJPRZLhVyt1zfS7B%a3mRxbDNf{z15)OG!9%rY~3t#~`!H$3}(pHln zpO>=);vMx_`6B(2E|ipo9}2;L|C8OP_=4h(z?1!LcGgu6)Tx7-E9QTuk0Dkt8gG^D zfVP?IU#$D;bZ4rLTHK~~6)LE?%H2lr z1WKSckF5_QHGbyWm-sseGYh#WEG3l1LWB{qFmT4F;SYssa3UGF+(_Cu<*&x__%xBK z+LKVqL~09-96p<*2ODGvIVA(;-7j14aQYpS9&Zm$&K$aB9uot7bT0#)qo#rWqLi(k z!_tN+mpLiSBlv;npKm8;r08J0{xPdR5k88-WIXBR*y?Nr?>M&bDsw7Sx%+{C!YBqI z#f@`knZBsA0abtZe3hX#b_ElhL2Jue`@=9a>(Rm^>yY`^5?st$fO6_E#PEWAmVZ& z!neB!r9FwU{w|&Kys9L zeEejFfkZ=HZ4-c1+!U1BIB^2CZigK1DpcWA7c~j+Jl-?#@?eva4#Gp1GKLc5j*=4~ z+^72P?{u&MN&D-e=xS%t(NKMe3e9sA7G;mawro-r2n z1o5adbC_e{>;&n#!eq%d1WC+#k^MC#qhgqM@BuqY0fyR)M|GTqXh7-8q>!9`zqn`n zP(?&I>oC9)%CGLX`fh&1^N`XRxTAcEIF+j^$6cO&JD^!^4;Ub}yNgY#^?I)AlS_!j zXMaFw06fbNZ~4Tkrd$NcsM{~WhUoLtIvb^~yMK~6S;8IMh7)osHU(L}>ms2#t-3JW z#$Ix8`K+rW~w%{v6%8^XLBRKgs`OH~-1c|6^cHJNK`g=G>M4RK0TP+_{VYvE2Dj zN_+0of9w}%{^^P7ul@Xg`uRWo{trKY?#){VS6lD5|80Bjul1ktXf9mnW&X$bjp5w? zjsME=-2ay{)K^nG|MwZs{vRr0{C}^1bmJdas~P?&e`EMJ&*A-t3o`#xzI*-OTu=BP zZpZXbxrXcC+)w5oKJnl2p9%b%&p-Z$Xa0BGDT#mcGR=Q@!++a5DEymi82!UP|CbY= z{+pk(`G?37Yu^9Ek^kjNPXFfSpa0>N z|K-D8|KOCSP%;bFN07oe|+m5y#95zF^veO$d6Yq4T|#YzYKhn z7yd!H^)BP8(zS^FnGov-VD3!u1!Lc>nR} zT7h>j%*SH`zhyp~PmuVQpg}+WE%T}3Hvs$6B_%c({%}{xob_PPZLq|iuq1WYA zuCFXAOl#(EBU@Wi7g-6Fry20DsWmp!>_#{8K*)wEds&~0)4E*V)@=Fl3xX#=6OM!b(t&xC+`3U4N(M9>{ z&#C||MQf%E@?bIU4*YC$%^?+=&NkkjKCC`muC`{?eHu?4ti1J%RasRwo?}3>GL0nS zPvZ%kRYM9wZ4?CcGQP6^5Z%-Xh}`(*`Q}zrgkb{xz(nUMUO?eRz}m1}1$tO?>W%Ek z{&|HIx=oER3(s(={Br;4^FCyC1-`Q%NR6O`!_Ocm1(eY3!4ov&Gt`^5)wDY>i!XLC zi@0Wh6g@g^;Y!e-IZwGJdNl8PU)S1Iyy~o5+DL-Y8-T08pgJtfe}h$$_atzZmJlEK zqxFPiSp7lRZZ1CFOFei?UHpE^x4bu|l5t=D&g4KZkYtEc`=CAf!%0bWWYa?sbmhr- zGI~=h;M>ZZdtYiZT?M3^eiim#O5fs1ch;l{ObLLup;cU%Am(h5K>* z+ylb26$pO9z%{(2fB0#lvbm(!_EX-^_awf(d!vqgCDKJfcrHmXr?q(`Puv1yIqM3CmWIkaLBqJGD7Ur+X zqaQpVIBxd37&`*?jCDfn!tW02^Sx@3JsgPL86KP#$>2>AvaHeP#G66kE9m|LAtXri ztwuBP1?#TLV4@c}&O80{DnLkSA@JwYi}t8SdQp&fiY91Lc@mzfbOrLG#ipeiy%Z!V z;m7_!?PM+mt1o(0%1OqIX6R>~Brkv|BMv`7XKLK06|51g7JPZ3CD9Ugzamc_h72Fk zLsTvO%Cd!C1#8tDo;wNWdNy3mI4*7aQ%10leyCRV$8`mnZqCw{Qe>F&LLmFLO77}_FQA#Nvx&Qp5 z_u7FnPD29iby{??KM>~m-r~l0kD5s4ZM$i|tc+PxwyY0btxaJ+gNmt!y2Y%59Rb7S zmtb?s50#f7pLtQ4kGMN{l596os4et(F@dEbL9Sn?I%SRN5cumup66EKQoG^h2~v^o z;M0mUe1+jsVEIAVl$QU`MLapZx}Q*Z%Q%7lRbZd-J7t<$rV?4)T`Xs@UX%?^b?X6+ zcS@_RDs6`my&Kj4=Zy~>JKNq@9O*JJM2p*+Fs&=y&Q2_IQgk=8&XIEZ64d?%6oY>0 zeuG@QsO5P%&`s<4K1({B*56P3JA~s-d(`5WUn$j=P1$WjjlQ}GIbBGS>~G|70fyaF zWr(*pp6IWF1Js|sITM9d-eNLx zTMI47hUT0XLp$OLS=T97Q4c2@#>a8oTjrbcJp1s%rY!hJZ`ikNCcV-k2UX)4Hc9Qe z7Wb!BKgSJT*AH!MkesqLyJ$MGo7rRI5>r|M1+O3Q#oX2?)IWLcoUKWZ6L!jdUFiTsDG_OwC93xtqkpTgMx?~^ zNUOYpc=)DU3Ld`sng;4}dZrL|7=Om{NMttSk1_WwwYgK~1?XuIvBK4|n&jZ}hf35k ze7AN+{pi2pqt7eEY9xBtDL=cg{A?2bWF5tf2Rbcr|Ms(*N`rn)e#;q!!z@`EGLBwy z3YR>uAQWEs3XRd;0|*Q0WgDupb&(Shc*6{jK*E8HZ-oG zWqVvZ?=AP(cj%cM*gP1#Uk;0hTd_IFaTQooi8H-G&a*d3uV_ae!&Gj?hNAcQjwNf~ zCyz45M*LakAHAi*_-@(W<3erN(VpkVIlL=M7rpGwGI z)`^l@7CXL?c{wLiWt0OR3bs9$NssBGmApjPb>$`_N0(&d#mFvPYtX=$jfMb=?s4tbA!Hg0e6}A~o5)xgadm^oL zEi0G(u2WsH<3PSUn)(=n`-V@XW+*Pz|}s%+V=yd_gO`#71#AGQ;NT;$=-+ zZski0D?WbLk2=YtbQ-#$W0F@Ly0|N^&);!Z`W0#L%}>;j&+GOE1Nkb6E4=;qtmA~o zcq2#{12wNAQp#${>c7dKj$l5)e1SA>a>O$?Fb*dL327>zR)p5=eJxNp7FVXzO$FUO zLQf<+tePD+`HR<^+lnWCnkkdyfDVJJSdkILCw9X8gX+U-3(INpqJBJ)w7Au)onTL= zJqxW5qN?d%7CwONA1X5-=n*~G<+Mwe7RC2^LZ8{oYQaJSPkfh&;(r++HCqHQ5t$hmP zm4PTP5XbhllLOj&7Wb`RE7E*NwLI7*mo9|VOm5nTK?2n`n3r;)9x!OrytWOcV1?c=HcJ>$Xd6Z@ta&_yc1kk&;}e(rn%gdvrE>uw04Q0q8zeAX^m%z zgHP(WlOo*B)1ze2X?`8i;5@BvIKp97Lv)9llZIJU5FL&@%9p3HI}_z_&%oSWAdckS zul?{RH|Ryp`28CW_cN}Kgzqq?UJF!@mU`UeC;wy4PuNf8r~?&-Q{%pl=*28wXuRcc zPlYwPD_}O;&jA_AaxqUSlPPRjahBoFCH2dHr;RD2f63oM_eFxi?o zG}sAedW#Ma&E_DKdgzEfLiBPQD@#?kj5?P9IXsOM2fK|m342U_W8=!*OOAzX=+(=b zIL5&~Yq7SFUT9c#9_RP07fte^R7e!jq-tHd>_cD@t_Ovyn^3%R^i-ts*x&+6;K^P_D zz?6QR`QX@dzg}fc#B1B+)xb|_(S&s)(I7-WXsZHUqYjC6t*?f}?uhA6>%8~P^MJ%O z8K6nDIck`Q19-Vov~Q!IF6Z@AmYgi3gfN8YTW^QGOgMu|1DYPOV_B(uykrGMs#fy- zAf}<{P>0fpBYK4Q_Pw?R?@$$ubf+b7Ee(=cGhTYZ{92BC8H3y9Q%07@pr?y$Dl{}U zmp;EA5}kmKWxouO_!X*Fd6RUN^l9XDDHogXhPQGo))A6nV*Sa42YCEYw5d+Qg-T>V zp48K`G|-?ki0>8epsnX-bj-vFp2jN95zrs_?2#sipVd@*LK7!}r>6X~i-QBW{Bz1+ zy%#0BK&b#ZlL%@n6YiVmOPUJh%Zi&5>oqGP*1qio*Yo?eQ`yEL(j$Ye^@*Y*14WV& z`xbz2$K|FGd+H{~8NWq6=M9)TkFFA4i8CFp=jJh6IA(_h z($zAdaT-&}isBXP-qY3!w=K)+CUu+A4t1rT2M-iHKog#jlQX~ZlZUfL=SuQ@rZbj# zJ5dLH_mH2+xd3{}#&KL1$tk*K0AdncScJ>0UP=O%=(lJEf!JHNYtWz>#1;@1>6@mn z6ja|;Ty~1R)*=F{c%vk8q+eD5Y9DQlntTFDhy4i|3WUV*{0g(f^+)Zf18nC?=@*jjLXU9ZBtDR3Q~h7NXE z5?lZCSQMzcZquaj`khmu^ja1=KhprwZ6=Rswf_ztYnW9KebB}~*wpH-Yo@pm>`2wA zo(gOSxEDp?adF1VLu*;skg>MGWh^(_B5=2GZmCu@lXE;cA?EtitySjKzaQ#bL?`iO z)3Nv7Qq|j4=qj7!gMGQLW}k?wfKQNo^xXa^M`V|?X{c)hPbZ+F%90bHJnL^t!6*v;mRN`@() zq#ka6J)L`l{d(#@z=-+YdXm6KjOQ9erLD&wxwNSc2rJx!9B>~R_(X}jr>ipEOg^?W zrw653W6 zMl!9krzvfWtCp%t)SW`>6varBzw3GlZR=)28cg>y&EIb7+;_Lb{BoI;@)B5(na^L- ztOu<{w4{tx*otkowhGpj$8sHZ+{H3W z{uo4aI~bl*K~e>oZ&~;RD=K9fDChgB$Qb+Kit2vPU6Cr4`j`WIRMIL^LRviZ-v&>E ziiws%vCa8g;0er+oS&q?!SyFu8E2V^QKz7(*=!@0Tg^4y%8AVtlPRA*8I!CYEk!HI zIjAX&HJ#FPMuar{jo8wmvoi$FJ`@U-AFrA$R${7~;U&b6>3U%{{)ADuFiG{++g}R9 zd7{rJewq&4oxZNE2_NK(suKRjtPyLlX6oyt(^WaMKnX0z5&Z*#84$jfV9SaS2a|Rp zB^ZW7P)<&7J=nb4c%wX0B$ZBTg|3m)EkbEUJe5A~_XWRO*-;$Jyp@b95eVBXE$2&L zYypn6(9TegO9xSTk{29)dmY~pd8scUe=f31EY+Cr(DhE4;}40ml`{b<$mkeGbGh@( z+0v1DyOUJO=Xwzp`m^$(>jhMV_6oF8A&_^zgLOG-lzqN4xst6minr6Z60mbgsZ+dC z@bu=<2P=;|%GL-8h2`)E+tS(4&neTo29*4DdnPmy+_~vop z^IxyWwvg{$8a(f~;Ky-mJeOsZ{%6-+Q^p65uiaBG8Z2u&J`0KJa!ft1>a=Cp$U&uL zlWt`2ey`%e*?JL|I2I24UMj9_XprE*Xqhf5J*VZf9e*%;OR=M#QCm?&dXA>KqkU90 zujk1qYiwAjt(PNAzsBluLfuv#NOCIBj|zmiDSsyf&6oCVI7@r=9V7sXp` zghS+jJAZVx=D`%jioNDkm64Npd5bJ^*<7Teu5NHU&AI-kQ#OYSO52}OzC>MO4G^iG zG0$s*dRG3XQSW@LCJ`yr`qe=zoq|P}MW5t6+JiPeeR!5dOMVl%%G}6}HOj0btT33C z1{yzzSl?^@ZNMfCjuL}Ui{?pu;dXMw`c!gg19-&W(=XXfg`CAmwdj{X-L!AXn`=ZR zR{aP=OzAKJ=VM&PyK7W7?J9W6M;*SdDyuwSS@34(s<5cY5uMpomgfzowPy>^e)VP^ zQ;#u8dfMQ^MvkwmajRjI+Vxy-eqdB?^!$(9hcesS8<(J}g7S3m4;eM7A-Y|#Jl(o% zsbvAb?>D5XlzwwZc(|J@pUoBXY6CDaY0ml0bruP+b%ZzEL_HOQ(tH`^$37U5O-vxg z(7Nmo;>PO$I;cQakp<$%de7jYHkq_-VL zk{zm|%xVBHtCUJ>jX!$IbJ4rs9Tb_pU~3f_muHZsRj$#}{KynaH(g+6d7_!lM*Px@ zH<>KApesZ14ayvdTj=zC_l4)wiEhchl&RS`aiSC(8t`M>lJ7#nY*G`i%?de^w%1OZ z2H?36XB-r61KP-nh=nhG5X16A`Fm?dnV+QpUE6VzIe93Rk5XM1dU%_R(-qv+mP*YO z+6JAH4urGyruhz0oO@}1nD60qjdor`gic*qffXAFFST7v2i@d6i-6%w;7wZX-02xc zpYk%`&`5GExF9`->fP4!dV*`tNUtJjBONN_eAL>|M<<-aFknzbUk-aY76uckShDit z@Ex|RM_%SlvinKOnXemh179v@?;#6lfxB!d- zyo4|i^Jk+n*n(1Nh{B}G7yc4fdIx`kdY}o=YEAa`EqZkm;@YGbQbRmKVVPLKZ+mxG zyeCr$l+_saph6He#o%Ozahhf>fHsaUWFj z)rCVs%Jq*YW#$SIztB515`cw({T1G6RqdWk5}?sE3Y6AXpMMuhMVnA~CmP7^)7h+> z$}e$a19BNohe1fxnpAO?GyKcD8@N2G6;wFOgnG1^ww{Hoy8*d`_=b$8j6tF4!eKYS z{vYv5)rX3=gG>CnbgVMzh@wc*(i!lwKpE>uwOf9G>?{ z>5M}vjkNG|9coe33<@n#WNc55|aDxtDdoEMIY+bBTDMn$tB_Sl{__o*ww#r8_N}j40Eh}!!yVI%K2r-9g z+FY}sB`kaTF|v1E^SgZ1%}n2E<9Erx&@P&ir^I!^-qtIuG385Wapb-+?8>}Nrnm>= zA_HsJqYRBhTwUD=xS)OBMR*}QPZ;InU!Lj?EkClFH(P<_2*Fww!T^b=mA1J15=TbC z?++5c zB}LDjoewzt_Z0$&$yA$iqDT zo!8L~8NnVGGwBJM`?tSRHc-YY@9S^=kZL5T}IdWU&! zX(bA8oCkd(jxQxa#YdXHYUc4xEM4p7_Xj~I56s@?V| zhV$JSnYdz^=fV!2$0-I?pX#hBXI_H6ms-}6=YU6P+K6aHEmZgS0z7z!Bl>J?*})WA zKU(ClU2g~rC)&+A`t(3t%~waP$0CQZA#rtSo^wm{Qe@YOBwcyLoFuQ+hqsk{d`|T` zr#e9oE$Aw`==bz|(7jz{m+c^_OoU}lQ%3j41{bE!ll}%umuBQXgI9w6Xk_ode_(S@ zD~i)YbU3u`x7cnAi8z*k%GEwi0w*;9OG zYg5F%iE8DFV8qRo9!|7Uc?i_Q3irX^Y{#0qyTN@7Vkf5%=5ET0^sr1{c%5{&2C(u< z{x(nOdckbd%bUU08;nb$cN-|n7jM!f?29t@z zr)if4J{P<}g5ZRuyVQ>@lC;Ft^UC3Kem4nw((HfO#QMxlqgX4?^V)O7=1QvPDLUu! zkp3_(#tK%k@Y(@_pPy%(yUZ_ntHk4Ogk{Xw4G43@yBD^Cj-Klw2GBBSuuR1r|Lv^O zy6L9Ka7C9dL6+N}rjEE64&U7~HnB#;^lWWx7s_mhh1%8K3f=D6lA$y3%rOnBl||S* zpo-_Qo9lgL^_zqr^nv!LQFSWbNg7#s++MjR&JjK$(GTeeQk@Z8yJDBq<=koGs06^=b4(}bEC;V zg~m%+V{8;jW_}O;-eqIu4}E(#vU`cMVb#()_YI%Ct9`08+;>g-dl8+DWb;qgV4}@E z?RqZIs3V2dK2i{L>_N=O^}Nv$gzAA5V8O0@d4e(}<{C%H9U*^m&F$uxLnqxiNQITa zbj5%br7b+T?bghyA_Hf<^%+v6o*w&cbZDZxTEHBLxVjBO4Kdw6s5!!4s|pU*DJ``A z?PAx~reE6N6XzIG!M?pObM0s_fPvC(HV&oIGXQXzhppHwJE7Qdp+BW(x}LH$h2MYH zC@V8*XO29*U8`mdBIJTSu0LO4|J?U%xGNA;Q`Ir&TKbzVFf8ksR?TrMx(Te$`(Tv8 zWQAR;=b#_GuH72;f%%DT;?w)J&vZZcU3ctzf6&Y5`s{Mned!+1Y*Cke&Y!O!kp(wp zF1c^8sOphaG{wwoxn}xVHDW<6{%rVdMnk!mjZ}()doYmsTPwJ*Van(l8h49P$7jD zgk~xVW|tPO5NwHud(|r(HE4Kc13P7_(x}&zx*ec}vpQrs-w2Ulzwl|vvOiQbYxns`*f+RuKH@_Wy!tVC zSx>CH299601QB=HcRJ$W*u~6#x23@} zAsB3TC-{j0UHjX?YCG*g{EDEr(r2=))a{o8D+5ug19TxKyf0O16HXy`>Z9)xBn>L` zroIN;cXB{=r_@#znQA{gZrssk0d>+ZH3W;{>U&EkhvShJfMFMWYZ(!}t$xLEzZ)f(qB`?;c$ z3CiCB5y_Xm)qCXD$PBSju<9cpbKbvHVz0;fZj4jTo~yp|>KipZK;NSZK%~um*<5-) zxl0DYGzzJxEJIBe71rB>d2hcXwW8uKBfu_RgUmBw4#TAPrQ2Io$^F!6qj=fltJMtoM{qUk^?#?(?Zq+6ok!ji1H_3$0*D zQQ=xkcYPs2BFPozJ&%sSRhdiTn`Y!XQ{y zk&+D~krN#%k!}Ob;@iJ3n;;8de~NR{Yfv{20hk&ya1+axV#{IRa~Bo4jwW$H;UQ&a z(#%Q@!dGFgFtqI}{>E1jL|nPwcw;GZ-H-L)nZ$u7-weIo74beBP{R)giU-I)gxk$y zrG9dFhKP3j+#}E7+mY4Clpx7zkhzpIv3Jg4nQyq;H3ed_;a(oI$DAzRVvqx_S4~!2 z;2+A`jhD;Xz1C)LqO>45fO3&rwdXh*GIs4VIlhHbB$vIwEw#aqv~NTN83-{d70SPS zW=qVxGKU?5)S!Sy{4L*n&L*E&N>pDM?y`O#K9KZ>2PB%YUj?%S}9T=-CS z%(YN;9mU^sVem=l?9s|Mp)Zf*IgLD=T_IEj$172ma~DTOxj4RGp8wAO_k{b;XhP+^ zFBaJsvfHi`SA)em?uzx+nBIy4oU%{bT(AGbw9^5fJpxDHe|=N!)va|szPDtOw4u88 zWv1B^ zA4@QIT@dSy>$lw`cJJ};xHBj0GaK8mA$zSXhHND-6AmAbx+b8|luFpbiVZH(Rj!Nb zMjImdrag=9<&m5LUSQPxF)<{#CFH|wIgz}C^I2MN?gD9&+K-@$Fm4KHpuI3fV|J`L zLyG8CAJnSmiXvrgK?2JsSdKTxTkM@B1=2z!mir7^h~BHEOYae_RIEm6 zAMCE6xEJn1A*b(!>RTUth!^58?{#i>c4LWtAR5(^{Dswyg}pcVi$q`Yr;;l1daYBj zdW%!VdgjT7Xa}3H#J6ea8SmCGoR`$gn$2rk9hBLy@8K^VCaU>Z#3^|ZHUO7zo*dQ) z!WIXHGlyHpN;S}$=$0Qiblf;j&y&yaisTZT`T zXO?@`?wS_a-%3EXPq8J~0eGz?qv7LHk7A8tzG8+VR1u=6N$s8RA2-8G<=1=%e<$SC zqh`9mO1dI_h_=3f?=k7RbZCHZMzZNS)Sj!F$|jKl#y3%#QJ|3R)<+hN@G= z5+}{v5K#dvsPA;VuJXpzL6na*QMH~Eo@w32b|lmF!)91%!yU-MtFUW(^4S`@;GSdq-hFJ z;C?g9XqP@qb4hOg`hbei%c~OFW#xk>jb3h6a=lFcrJ+8^m*!nNn3wsyBqGB3MP$;$@BM7g4fvQ; zjem?e)>$~t*R>&4f-1;V3JH*vvz-q38)f(LS`vd`K->%wi~`yZ@7!wS7U+~%G4YUF zq#^$HPCYO6_X2i>C$wqrrZO$TMn##4$@XgN#h4Y{JrS``Ia}IRTHNn|*-NO$CpPu0 zhT&m(0$i8BrZPwMmpM2!L4SahF5~c5Hem+Yt@>uQHMe^_9SDeKiRF89p5i~1z>oQgu(CL{B)637Is`b@|LX&G1?Z)Xvjh`;W~Dw}q;J5cvF2TDEU zwriTX3I0WUKN+pZ5nFpeij##!@up(DN(-8#KlGxBL{$P=>1w)JK+c2Q`?Ze{6*9FE zz8>i(QXA*E^Ah~a3spHb9H@bCIYblC;$lh%o8*o1a9c^P=jn)!iv)$nk=BKT5h%rl z;O3$-xgNDbOom4*lIg_caGMKg0)d0@85vc#$7Xo<7ua@rdM<$H*0n|b57685yX!nX z$|Vcfx9KB~jzlxw4(ox_bKVBWK2%yy9@$~m1RKaDS+Wv#0#vOD*(~8Pww3;o4;#iL z;mR!;4`zlYhOKhcL8B;r*QL};tf~r6g+udmLso+` z>6mQUT<=segv%6t_8NBZ`<0Y!Km00t80T=X9^1^hl(6d{iMrx#H zml0&{){9BUa6#vXlyNGfi1A_i&bR0#Bji?Lbz4_!ilY0J_WEt;2|dBef!ug)x`X4& zrJon18IXOVwhntL;!#YO-rZ|G7h_B7eZTu#c%#{qEmURoKz*&2rt5-5O&VIs#B#(} zdI5n>UO*TOBiPqDDYukvk&7||x+2g`LJ52xNlofWBR*(Ard_u7j-~g{%wNpZ^JF@d zo}wzykNpB`?M;@*yF9L!H<(j)B2?by)MQs>S7etpU(LzO&Qi?96`V;n~%gi*LTOP_sRP8ekl8plYF8 zo`Z`p=>VngpfxtY_D1rKe}(^KTAtZwt4}%#L;8jNf|xW!As60&uvFe~QhFqV&{z2+ zK6V29JudY|>~oaMiZNkPrc3c`ofBa0{~SsQ+WXoB%9ezTTp(lxr8R-2B|;*MD(6p6 z&u+-3wiI4Ein`@-Z!(I`LyU_fFa*eVOhwX=I_}(L_+xub`C?qB!0d&oOHC}97jmAc zU%;s^^DiquwWdFdoC^mA$$|Jo#8=&}V*E_d-$%9j^~Q7;GCpnmlIQRgkY*|vdBRIj z_;})SHUxh>9P*){1(k(vLP&>1#ejwa39Z&)Gw&9LlN!9rxs*Y>?1PO4dql~%iXwio z22a!1qnEkeG=wZ|?jPJw-MVPNJ9r)L1nrD?2;1l$eupUF7n&e@1G8! z7kcYQ{Gcsr(=-vjF&hz$);H1_PV#aJVsAQ9+wYh#%Z9i&P6oP(%K-_sG0ZYK`8jDh zq3MMsBSD#2qPvCm!!XXzb>8suuOLTIS2Dr8(b z4C6>O$v~W;Y`6m*ux($^Ei);5GOp(@dmh+&?zwXYs1F|feC?sTMefb>xH<=u_N{P}&INaN94^R#C?UUZqXmMc5USvw4ExeyNw3q$+u!IrIU8A;j3 zu!@N7mFJBLKP=mses;Eb0Ea)&+xqThpRw~WAc=x2Z~a(RB6U}oj#+;#YOIpKwvQNw z7Jq_Tp&XqBsXXIio|uNn`qA_M^XFOiF)`zlBqz`Nz7+;j#vvQ+RZI_NPj{BteEDMc zIM?gP);BL3*vcxOkI7?LRk*72fqj&l)ODwkF_=cTOLX+glP@3MRQ@dqYQ z+d0~jmrB;_ErW<<_AR)k9i<6uV|jj38;-F_CwsxHF9}`mSzm^7t2|hUR!;F*yth#G zr#d*pc2myiY-kpsD1P6FCe2S1ejjw>pn4<(exQxvnfm(MMSD^0261gxDR}b}fr53m+4i zn{bm~n=9-+&U_e(a0e{OK1&!pG3sqco#R zy7tJC&LCr9&y)e{%eh9Y)N#3_m=))nNsWc<9pq0?XYN3Tp8mXxv7%n;PBXi7avd?1 z*QQndFY23P=e7zK>YIOY>CbWW-e`fM1L+rQ1d&coN|@~GBOM@^xHA}ASA*qrF9KJ$ z3)h+~xh*sc1_&w&k_4IsS~S&A{W4&&8JRID-GzD>uGO&!w3ccz!fnw10GCRBTd=N( zR@LObPN_zYb8C`~yoVjYecjxm0ryGIT9N|qrf^*wUn;(L40UQ-#y#-*bR^uCAj`Cg zd+8O^`W;u`72UqRL3s{MIx1qyb@ynnU{2{=_fXrz6?=VAmJ)AtImkM!|BBTm1vx+W zn7M)f9GvmZ9vLxJ$z!-2{YmMk*J`$c@hYw#58wAtVGfVEMug{fw}F`!vyaQ~ zor!&DxJE?$yyx>O;_lgVBUZ(CKCgIhUXbg&k;=mRm^<7{Sxf?hHM=D9Ra4?v!TaeW zOPi)Q`NOBi?bpTU4OrhHp5S%)h-*-FD^8nDasIe|K77>T)wYMoaa?SR(> zyP`b&Idh^S&=uWYAv0g3ex{9C2tn4DX1qcgk`j^<@P56@*Vl8I4|Wc}m>~=io+{Gl z=gFtMK3Wu!$ujQ4mmuhlkrSo~?v?c?XqcR|n*>KOBroLe%qdQcqu#D66j8geLM60l z|2DhLGs51_lk8HD+Oy*8^C0`!bV`v2y)w=JMbmjl!{K~?{}X~lO%c6BkKT!%5G`6n zwCHt-8jHm$5kaCx@4FEt5;gj2t3)p=YSbmzRd=!MS}ae#zjK~{X6COs_dR#!+}E9R z=S(dHlmxjMsyO!ivJ=mzcdJ<~kbn7x|6SVH<_{gW@-vS(G8M=LP%wZjqRU2P!@F5} zJ{V;!0?*A0u3pVP_p1w4+>};B=Zt|q5gfJCpxWo6mEcwO24r_|qo;XdhPSSrnIF|v`Lw0s!nNH(FtiPmKoPfWESUlAlppMLTuy6a<#uqWKxROD;6t+xhx`EzOK zpKvbIg1UJ_Xd$tjhfIMIxkWcEdo3N6$KF4vV^W^UZSr;xrf96$!h$nNScdEGM=l$K z1F1>ed66?5>i_9#(Rkdh{vyvo?z3)n_OLN#`{_yVEqeA+KFOr2fNMAI>yf%S5nb#rQAowy?ay+9xmS;c0vhxG z3y~ekZ0YYi-LrKPE||{;92R5;JRVd9j}*y#s}cqfx=qBkJd#6GGKFYq;!PxwNf$Q z?)pwr)$PI!%w(^e43NU^9qn6yj(GE{U_gEpyd#OB`Ph$Wjl+g^$rs`f1ySh4ari0o z+C2jpH$#r~+bf|0fCJ#IfMHXh;LifM@AsSr=R z?nF*8&|LmS$<+#(NiG31jap%kcuDBGsp2TK|K4)VJmfxJi|(lh>vEIJd(hiJOvpBw zTCt`7b!MgPd%&L9WA?aSqQCxO3gnhqOnVs3C1ZBqn?GbG6reL~59cZs)tbf&gGWo< zo>Ko&_Q>U0`_D(+v~l7NPdH48UhuzP^`5Sdy+&}R=|h`&HKCX7(VfGRwKTzCEi=xK zMC_Za2BZ}nz18*8m)kuH$lYG{v&y7#<}@_a66@gC&zgFnTU2%h1$a`r%GTJG$f0*@ za!;p{G@K#0ag@@0N^#*}QYEflX`a@!=GqBz;6BM)YW>v^#L(qc$TlL&iL2re?VIoA zXyrsvA?gDzrS_wvC=fot_kp~D@pmbZ^6q`M9yS}e9cQcCRK?=a?DTu8hnPM^ceN<>!F!NSk^ERt*tI_kyYB?FBodIAr#Z53~2AjCOy&m5TC#1e`QpC3l% zurF$y&$ZvZumzvRP+)OF#S~Aml;nEqzmbp&9D4ud;GnnUE#c9T+BUn3VXq!p)z5Wy zH)(cdFN`D3+BE%GOgBh1YOazqcSZzGVb#}2-vIl{;Wy2F3;_Ge@i(4Pip?={*$cNV zy5fH=8#f%QmFBNnxTCGZXiS3}VB;9RpS2At`u1@y4x)WF;s=61Yp)$4JI^DkA(0R8 z`2d?6zrlLTmVb@8E>zkxM3F`BL7=f_<;xA8(~w|A%be8rZ+W&Nd=I(ijZ5~CbcFc7 z>PVL5*qrwlckDt`&QjDFb$W6&7sqpYwGJPvQX%?i4%r@E9(cVRG^x;6X}9%s*y}QU ztU2Kdg1!W_S-biD2rB=Xa-Fo*KAo#r7U3{n6!cXfsyz1sm}QRt)_Ad3)n?ZFFjv?muXFoXghD)U)xer(fF=GFL0Gjcul8T0LJ3tWg1?STDc z6QlCQP6uq*{vK(R1#+`%aFkWGJ2dpFod-L&FJ_`A;)M}e_2H%N-R)1spb z5naWqCe3jm;=Zw&r@BY&C*oZAr0r1G=;i@o!8&aPn4O1Jo}EZc&OUZf7HveLx31kp zC*bY_1=*|58J-k!2k^Et_Y+OqxcgQ7gG~|$(c6irPZ;urB7LkX^G$+>>!a1;aw^c9 z;6w0x_ayhxsWp4G|KPMcDRttlmWvI4IbQ>{Q+5uzbbAOjzom-TKyhvF5zIuqf}Y?? zt;+0~#N7S!zHT<;Fw@*wJDUH4&B|CrRZQ&1dF{W%Zz}wf?D?`-fT97~s3`?S{JtWt z5>*ee2ka1DFK|j=uXr5fQ~yd>?pE50cP8dcR9sa3na@H^xJS%#x)nXZhT2qx&tG&t zKq5-oC0~aDSA4cGBMYhyxK+okO3cCU*(t)G)@x6~9(O`SR^<_whB{;W4`lHQ%O%0% zE%O*A`Z!2i4|K6z8QBsnb!OueXhFEJmnvNYug6j#spQ$4Xh!B+uXhN(zh_}}wD#{( zhURJF_`uU{^?AQ1)eKKN|#AMn8&-TaK6uMLng!aRCDq+5cfm9?)7erGxmS?@k!<3aX;Z4KittD?X>^P=WNuh_K zZCnZ;(Nio67dkK3Hh158w zGw`-ka9kJCPOPXn3k7JxXk(v8B-X6F@wC@LKDWyN%$_wZCR`s33X0-|!%Fj50P7Co zp?m;*jAlvRyeeb+lwhl5e$>Hx6`-a+pp7zW{wz?>Zw5_4K)r0G?c%&N3e$gtRN5Mp z_`|sz4_fnhzx4HUB(k+`&3Gu*XR`3cHJSRex{GcQ&m9ccHPr$ZpsR3=6}-r(_H6j} z9qbZ}8H#Qf>!ff;8+FXfZ$`T(qYO{hO%1T@?BgpRWl_Qg*IaMfiK=PLD&s4ETs&*` z8{{lS#xu5cgKM6dT+zG&7OIEXkLQEyvfUo^6L4I&pFR87QU3AE7uS0p_Al0Mm41El z{e`Bpt)bbgUj_oaoSFYs8|qM)W-#{CnvFi^)aQKm(Qtf8FGpV+r;y^3mO!o#pH&C1 z5-uh#Zg9~*kcGn^rvSS;=N9)Cxb4yxR_ho}-bFY?J^qhAw(A9h?!SDMUZ_u4>c&Lu zjug3j->ErgrT*7bY3NoCn3ro~?TBx_jje=PLhdKaV~F!j*XvAv$pYl_~f z`wtV%*&@C4Ag+gnWpZS{+$2|xs=cZC`f@$W^AbIf%C6yj`SEDJ9PUfLq-pbqez6BX z$rb#Le)6vR?V>faI==mzDt!`l?BQ&|@oJ7H+hlgd?E7>VPe9u@)YfGWtsnmv_LTea zE&6D!Vo47Ae|$C5mnLRkb+R+TaCV8f?^1MZYcF$eG&m}RbJu*RbfmYXo9{KM`;V#D zxs?VJ2VS>4^lIhK?)GyOzGUKx|F*6a!gWPmxlR{Cb9I|rQXQKI?8S=$Z}>m64fU927^PL|4^LIK4E;F9$Culxv7b>R?I~xpp+2darp(P`jK!h z@{FkF<5TkY4*pq@`d+J8xO``8EeS+oQRnc4QJE+ZoI?D`3g2M*{H!p2!xlSQzz-SoM6e!=FUt3*Yl{3-hot4KOmblFA6^dtW0_79AK2r+idmVCkwK0@x z9enV!_EC#tl2k;}Xh_Ywy_FnmdhYW^_wtWzN#dH&T%g0{lx^+e{nTD+;P@NMOD@RI zaEHtOa6pGg&DQ?_aXLKeawR-oZ-YB`uS0^U?pbtP#Jl2E`^$Ji7KU%KDZN$~MoN=A z-l2^vdAT)VnxlMQu&-YjsrI|9<{kUXt|%_Ut{ATPoOCP{p9lIzD*m^@>c&9nmw`g6 zMX;R4g68i)6H>(lcsh^8onDnp@-kI*cH#AeCDqd0(VTzfL3KvevO~Y|gDz@~*qlv1 zqVB3N&WPOB9TpYokrlDa2E={;jPCDn&kIGfl)WMXi<{V7H1ygpWz}Y-5HnZSV*?Du3s? z1#-`Wt1!fDur+~r4L|JEQLB3}TIMKY52&6xJmxI#)~aKi>!zv`;_bM#d-w01$K+k) zbcehr+J!53&=0LBYJ2wXRYs_a=X8=Mysjx*ud%4vkfF2Ovs8LL)5il6*0_hT$Wy|VrNiLg(c#O!_FX4MVN_|(@mPd%~bz!guZ0bnX8 zxalM)Jiy3~%8wsWa=oHjC99*VR^0TU;<()_#v~4D^E5-{eA7Tm1A_nKAFd>7bR1bU+ApOcs1ADYiidPIYy6P76#q zb2m8FSBe2OA8MgNgYDBz#vKej1oz$Yc&D=FO$p`^i?d@n{OwO^OAgWmQL3{Tzc*VG z31P|Z$+#EO)L}6aroZh5Z2Y>vYIXf_*@8Zk=+O2_oqd(tYgMrndKeL6ubdtyA&dQ% zHa+4V^di&-Z2$UWL`@5V|FK3WYS*Yl;_-b{x2pP(K;2XBavvhVb~JI8OYFjM16b8k zp2r3)sc&2a_9H}OOx0=pJiqM#^SxFZoO8tGuE%%>12tea-0ysd=oi&Zul;0#KGs-3 z%nGJs7#hpfTEi6S8jne(5*^<;&6iEwR-6mvJKcUwK(~X|?a^JKQ8BDwRNaV*_I~H~$j^%th3SH--0JpkmselZDyov% ze?<>t?`UOQ9Q@i;3kyHS`ZTf!dA*45k_i{eTwTo#Vmf6Y{Vjp@v>q0h zY3?=F)X2pDG4ojE%_%7my-A#vCz4(vH3pY7@W}N^4Wf9Ea^Vx#aEr{ zGm?@f5YIL`+YAw)xXgi42=koKe51^M>6jmx*;>sQZvSAceJe>BULX+{bC;krc{`fm zx#f5DHkqjKBlh@UV}Dm-?y^JlyhNFxFvxd2IDijwbvWY>1|7M-M&%q?T-iNq0wt)Z zs=jI-O~kSjJ>y{C-1D&bL-U_~aV?D-iC1l_Z?NE?Rin`TyFjR#JF&WI47lF%rj|4w z0Pl2*Y$wHUAsvRmyEJ>n+dbR#N1a8NEndf5zm?2aR}-!>2%GIL8K6&x5Z?fobnuI- zg8bu)!nW9sibx)fT~4l+Hf?|KkA1eVl6cAM!VWJFWCtC#Z28+R=Q)V)9HZ5;sXi%* z14C3*m2oY9%ktntsGjP)i%@+OQe6E;6j>gyRvAv%nVV;b>+#5?1hSK^jEj(@la&2; zd7yZ%$@?j>wcY%!>=u0lsf*;p*P@6I(z%fwg|nIqFGQKI9At{yXqsFF4eKtE6`5Pn z^=o8a`BbykQY#~V>%WT=RGM2I`Uo^)*S<2BaA72K#MOr_d*mPcEI2ZjFc#5Cuh3)( zdTxZIT&!)&c!0bWFF?Sj4R>-v)P-QsEr%7)$ov54E|@da9Qz*;hwNhuv;W_fBHc{t zDdzy3a2=ZYQLk|ost2i3lr(6JO|Kg$%`e~F;wcd`s2t`f?kJS%OxLdD7u}hys$!d_ z=}V`seh{=-W-U_odl9`zxK<&MmJ!$2A+$;bKy~y!N3|*v8DxjtBeeUZj5R-PO0rh- zptW0bX8F&uFEE5L`>9j3_1(go<6l%xqT9dd@LaR|#wfk0ymzfW#NnvGqSMD8f_rj- zki2RbfKQ#l*{)lUQrX}>=LaMHcV0#R@RxcOv+I9r=3T!3qnY=8UleAd`_^sz`Tq|p z{W%z)+Eq{qJ&AaHm+gsk;Z3^rC4cHd>Tgf^JZO#9RVHaCJ}~(+g)?_i0kjM}D5}>v z9y2d?hfXq0#0O7uDR&e8vF44y55|XDt#{hGwf&`S$?Vo&o=FGBjIIT2(_21a*uLHQ zMKSXU_co2Crp7h{`I<;88)dJ_IvdMPjTkQ{DO)Oy_`P*X7Ba=&7iR*rG3);KlisCC zQTxW(ILal(+Bm5izWXF~+c#ci&G>)NIxIzji3U5d8OFyu3aZjJtlbS^bnkOHWK^X? zblaYBj>VwYC_?Tsb!%GPlb~(R5IXIto-p!+TW@6|HEvyW{Kb zD)d;Kadf>qI25?NAKX2Ehv%HE;wF_=P{oa=HK_`^ptW0%*-~P7D;R`&hW$kfDU*wD z7v3H(rfB@2Fv+y|6ukYyyWqch#q{cO~vSQdWtd7`~w-Io>h+02U3^*|wJq#nDO zhANfPj^t9jdGlh9fG_xORXa+x$)HHs?mq~SeT{{+W%?{KU z?E{XH&O2c9_VKCfW`Eo<0-+Vp8Nurz+f1-X3B(&`ij%GG>|QJS18I+mo}wHz7t$gW z%{CzynyuWoNfZEmoG=DtV>^1SV>!QE&gYe)YZp?bq3!i2ghMKvb*(J40aXbT(H-cn zoJ@OacT?lN>ERu*4@b0qN@A;nD&dy6Op{$33=DOwSF5J(b5! zH;)ucIgDG#8Uc(0n)3m<#mZVk(d$eIDc7D?I9e+=b;GOsh_>8X=ng1R&%OHq;K5JyR_k0bbVv7eSx;0rHb0c=Vpw1YOYPU6fi# zVLzJX+;6+{So7ExkPr3QZc%nQT||$`h8Kqd?3^$~Mi#+-7&&a_ViDlk>fJ1j-47#Q zT(Jc-D!j|AtC4{{|6G8TT;%r?r~AmRu#_NaD|Zqb-~lUt&;DT>s)o7NENN zZ`iJD*(pCK1)aWzTJ?U>z6cJS8wl*|Z%cF6$wxnVDXV{Nz&91wp}~MEK>FA#&d12r z^<8$oeX8B`SXcta2c;0XAdMYP`C57fzryI0$ZBeyv>SV>QP zup}bRQ|VGnUo9Sr4ykM{H))<~Q(yVpl5mKlN;W`_S9?cN7NMs?z@n8$DJW&EcNvyu zXY7@v5!zi6*eNQjW&guPp8%JdC;0EjPIPf8`rCjsUij$=PzsQy{;ev)!#Fod+`9`UoV^JT3z}ERc1vrJjd(_`)jD)k`;?A z$#*+ypSjPp_lj_H=M`JT-7D9cX#tD#YR{(rwv}5^@#2SButhw6S@aOCMbuo<7P)tZ(@SQ#{WHC9lz)PKR@`c-DZoYR=>2qM)$3n2A|~ zvI8M;O!@A^VyH-Bna}C88_K$4C{Atpg7OpvOCxTy(8^NFL-Wcy%Q&d><~|l{Je@Ny3t*X~MBN z59^=SaU|Te;d>O#d}pPgZY}Cb&V%trwFS}?pi3R50?VEQNaC<|Q=XIC|0M>ABtM6? zFOsGzgRfbDD{&;~9Hz(u51xIM2)ERSGg$4|KNPQIFFmc=&n$P4L5zJln7m#3HYl1f z)&NxVR)C}9vHDZs?VC?=>lbOOqgg-u(?E8i4^M6eeW2kZ^tz=H-cORBRO_yWP}_g% zAP;AOY3#a(Usp1W3YEx0#<8xXpLAVuBey!)Xx}*HNPeK&LBX-Ane&4SovJF!iAr5jG%$2WP?Y4$BPkG(iJ!E~Uebl( zqc2asWSvfXC#nf(#CDOY`t4kc`w6}M7I+ox^F;VTmlvjqVGK0Ng!6lOZ1YEUQF@)d zMm6W806%s+4UGBq=*peFYaa4|NKf5mMrC=;McKzkSdB@;@&_Gio9=5IRAe1SZXzv% zgh-6Rnq^5~9LsjW5msUM?|D1>qRsAxA0XUsHb%PcKQ_mDo!Hf36-`Sk+Pvo&)6Rp& z*wwllBBM#_aS^D0JF?mf)@coq1cu5S=!QynHl$yTqT5T+jkQw|B01ROP>fLa5~$e5 z4p0^$gzyB>HPl~tRb_R-EoMNT2!YP*6YIlV<)|r_TC4q^jqqMBnyc4dU89>nP1amqnlB+;iJwtnSU)*dnIza+P1OG&uTZYHTNys)9lQbf+44&oIRqJ`6aX z(>*lbguG=a`PhoCGmAbgI2ZRfEKS*UJhNVn4nBUjE0TgGY#<75Y)0-y9;!!ttMZ zhj}oV(zIvAYyl>M0@(|^oLq{O zaO}pp{d@!o6B9p&8QdV|aH+MbW3d;w&YJeDkG4s3tv7vs)8~BU3wXp?~nml#=w(6(6+*nQ3WT-QJWE@2ZCBpeGWRS)x z;lY_eWGvEAV9t?T;V(l7r{9`UM{LVa^7cA*tP2DFZ|xZ)be$&rQ|+Cbyh@K!M=IX` zs7T4Lh+V8moPJ9=F#z*;r{j@?^H;4`k8{^afWXqKe*w+tAq8-k9! zf=)7Ay@6xh-eTRdRv!hd65Om}o2=p$j})3Wv@R(w4wdNt-noh`sbEPc{1{e|s?f@4 zxvqSo6GhweVmak5%O~mFk9k%}TUN=*e-aKt7*u{Tr1J%kO=toe`^m(9QC~9EuDft_ zKjnC8tOSwH|3Vk%{Mdb+bN|`O@fg|o@B67P8X~V8gFWIWT5phxjzmSBp$$;A0+*5> zu5Hg;ersGY89xztrSsrb|EG$$j2E0j8%q_RURNY5KYkEo%J6N2w(wJfDK~n}R_=+G z+(4+u`*M#s+;0x%um7hxed=^<>t&-$+jBf*M|j81Yz_j`{#wH-a?}MQ=R4H;)P^?x zdBrMzMBhe5cs`@;BCx7^pMSTMsz1!L{#W~sldzqJr{Xx%-Zz*tr#u5rVAVX*L_8d_JXl9*{~r|6uUiU1f&qPzH|d;qweO0W7(l5DT1_Jw+qa-H%7eKl1<{9Nq8 z?;EfoEwt2bzxohEHM<{8HM4H~T;hh5K%;Lsb)x3pP*(BjhD~wMrow(V)xS=||4zLB z&DX|@Ij6s=i~R5FII6m%tfC}(-*hB2{dp(;C)>p?jIrqvZ11h8g`>bKA`n2+hzLZJ za#P|m*QFSp)#6?x#X6XQ%1_Jp#?D_hO0w&B$WEV61-ZR8K|Sx_Gnh^l2y)Ty+*URP zPp-f&YeettDIO>sNY2|t0*H2Houz7}q>|2!uz{eYz5AUPXQUSrb@Y=!q+A`Y8r=qP z1Xv=fApLn~kLs$t2IS$AYeC)_&RY-<=l=qP|dlq5=3#&t@}WJ#WSBOD#w${mPw8(EPhUG zoBllG&wdap{uinmw44wAn17FE8#u?vxzi8C63!+`IRpOoN*3u4v8xoa~p`WCtt<3SDqk)mWdj&AEDPb zqPH{&O&EuR|01w|V)-iA7u7i!Ukh#1PjlrKx?Jd}tTAf->{}AGlQP!gy^dP=9jUhp zll;6-nzSFu7KqB>Z`i~#XlRl52b31A*O#{U!F9djJs{6_@8o>~@(87_gd2OY;O{Zaovs1>p zjTsR)r@|dSr?z$L`Gdg0QjXCD?~Z5_8SCl7CSv}vdA>KymKd>#Pg>QOTAh{Cjf|7i zSP0m_=7j%D@_@GHF@GFiI-n_PSY>TwUp727t~2tEgBr|GDQl=*Te_pl8>VnI7i<2G z0I&!{LjX!?4{;PZFc=UwjRyy`>@}ERf+J8@k%)}520}X$d4MV0^+hljM5{orU^B37 z!xQyyvcE&O!QTr$;b9OB5dI`-$BruyP72@85k7C(LlE6tfm;oy*G5H z&GD0ZI1z~uTxv;fB(_Ed0lt)a9 zqq4n?-?C{3=O(>nb1Vk|A_z%vauA%mv94+K7QsXRKUp!njB6Gqe^Q0m;rwjcjOrTzBCe z>4@I^^f12w!>T6Q<}epK2WYbqk*VWiDRfy;cpfi^TvjDDnC0gQqIV|JqcrpjJOQ6j zi`oeow$766_L_pXexDFlXmG=`6*Q(*dE@TOzzGWH28hTJ!5U7UV{k&}lgt~-+02*g$Hco%{gQ&CJ>wF{gJ(_r~^hdi$Jg2la1!9mfo==;R)pfzh};0bzO&pXbO zFq(bu8nOo+w*9%Xi7IQDV%;I`2_F&eM4)G^m*3m;cfoc^hx9-57(Yg+6g|Xu22yj~ z-Rt}IYgH1ZcQTGcJ7bw?jyNKD@b<+xYjOPeOLPgS_rMt`itH0QQ`F@0rz?y-_jvEF z%x)WFzn#1%%{F~_3q_$Y$b3ZIOc@+mSuDu*ojKCR>j(xj_82?_u%s6hc z*DVvMeFyRRipvOCip;i4xuiX~Ev6+DpUtPCbudYnp*1>HI2ll?(z{i`86c~)_+i{W zj;Z8cv`4f=-la$I`Q6X*gGVWA*o=DA5aPwL@fYg=(gub?!YoH$)eLi$l`XnL*Y8&O z3;~r_(M@nWFQiN=l~9w*P{hXS1ATyzIhM{{4!S zq5f8}h0*Nx#xY{30ZJ@Sx@9B%!U$Lv8ld#tT~{_EJLk5uwNiE=V@}#;%E+ATu%Smw z>48vA?B8>3pp>xKqIAF86SRYTMs!&ov0W|5()~*LLa5FmUc?O=v{*Q;+&``ynxkLP zfY*Wi0{4wCcS@EX@I+A&8=|a6)URDlT-z(pz`966!e|WsS*%Mwq}1NCPE@a<@3Q^We$~k4;DOLQpM>uC$U;|`(zGylSm)pREy75M z;i#)O7s|43r95=BdFgopj4i!u`h>J?CA*E!MM;@VVYSqL)#r-G4_|zSYIiCEMmKDQ zBLo!_R$`~lcQjsZC7%56ivVz4mfM2?s2_BL;?6S(&D&uqy0C(Gf+_qQaxd-*-};n3 z8qFvz_MpQ*?Qy`}=sWLQ8Pk^U6*xZRzjc3-@t$YgXO1i>*4}QGTVA{wu3->s@c2ap zII5r_FEbCRaY%)|P)CH#ozJOLuiYemcy{+QPm><`RAFWY^;EX4wsP9@se%(eQ2N#8 zo-2Q7W)jcF&`p`-F<#&>b$wiwP{ELUeQbv|eY(pgKTL{TPEcIWYbraCw`f?rRFYLQ zE{)Yy-TE0*MwzQxXljQ^e)fOkdNfmUfe-EU1a`DAyjsInGO1#`hzy@if%?Rbr&rI7 z(+q`Q4H-=U7*o z1%s5d)Zr-o)6i~)k5`9z-FwlxWY;!_(Bdd%=nQX@KIhAv8NSnD?a~{b&)6~qOIcx= zwmKujTbs}S_wT{Mka?-vj$RGVd>Xqx!#}}15&BWbbTXfl_!-iKhF;0!Tz(Ma8T}_Y zy^3#dSm9V^;c0M2%aDpIw^G8IDRH`UCo+>^CF*#!aOhINk2B#tbXoT}wPOSF7A_}t zJ2FjjlPdJ-qJfL2@c4<)l=TbTg~Pjid5`Dnso|V8?>v9sdz#vOD?dEiHn~(`zV`%n zqukW;rM|D=ic|iIaad2|1-0S76ZGFxxJZDc;ULvejFcL;z^s%VJhiv&DoK@U8n1nP z&k%|1J0bCnTo&x-8tCS2F_6UgZey zM|&H!B+TOO)n{MEeU*IlBJ~peRrM{;d&w!)-yFoQitYulR@WKt7<g0N5?q|y?5E1@9oWH)a~0v#xUHfgLV36nqrOQSH=G7n0zQv_lzcxdJI6&6<+M^F0>AIWAat^F~a-jGqLuQHt&k{lhr5s({xCl4SZGbd`}9s%Sg zk_(rxo~Mb(#B~@+lqoHy#cOCIZIjjt3_fEy2}VY+G*pfxkA})rfEL%=s3B%^DehJ( zO#F`IK^9$2OJnxHR51PfazuAvW?aEg?Xbm7&axso(d4QqTg@7t79ESFeBg=COkCNM=@T!Spg$fGe&{E`NXq^o{Gj9;f}K(p3993E1h&{q~S*#vk`*Kf;p{ z(N_vbgl&58{iswC{)SpM;%av7eEN7DVL>y}Ah_o|7oJo9-PaZNO6PTYB_EDJRxf?w z+s?P=v~eaiI{f^&GO5#nO8upSj2T1hUvzdu#NhJS_a|NR3ByILNRc#++D*Iwg5#7A zD?h>tRhzMayc=i1m?3i9>bi;{JZhQJu>6kqUlI|_BV3`@4IfZuJH=fO#WR(DICMtM z-y6Lmmb!f3IV|Vm=-+!`cqIy=-dS(hye`r2VD`vX%}`%u{>#=6?v*MBx)ojt`$}*N^Gio0X|r3vYAwif7WaR)ojiPu=f!5>@zsv-v}-4R07rP)Ep_#sRa$nbzX8EH8AL$ zP5g#!0S`_CeT%HYq&(GMp+9ByV>Ho6-fy|LAiCCR!GeUOiE^MPRhi-}ESqm%Fe=5r z>#TjZ4E&v27j*nAJZqW$h= zZ99kVpMvuukp{vs(m4>WmNu&^xq6UOR<3_Qc512z4Y?ZJvx9LXF5MqrkjmzbRoPW9 zPTjL^kzR-GkuukRaJ#i)YiA2i%SZe>zsrP+RdHMLx#G?AF!U?%5%g>w(LtrxGHrQw zdj+ZU=Pu;QpW7lO5zK!wUZvgLR7oRoq1rXZyCiiL2yfu?QuiYXQ#B@VQx62;asT69 zGIg=1hdbMwY%ujLy?H^)oRD&T=yIg3M|m6P@XF8nKD5ZZ5y^6qE_U4NEuC(+90%PJ z?98@G-Ii_|D3jj4wjgE1+>Q579B$CVM9oIoArEe`RT9ptI=G##EB#IvO#>vqT`j5C zBcC;)v*t{6%NrVJubTN?*cfRik_jdjl~av+tC`9Cb=4Gx}7V(xgG zl%K2Ko;E?2sO#!$L|jxTl;ym6neU05O6|~U^qY_DluoREfAUq2PIz)IbJ=j(6V0p^ySzuEFDUy$%D)X$et=0$BIzXX7`FW0mHcOtU+TBHDY8^1=D!;)T znSZ(&J2=F`zh~F=S!k2$^f}RqGW~*meC5Z5_ANL?KRjon>qzX+ySi`Fs$CBhQn3%= zTDha0R3SPQ3`1VnUeqc4;h8b)NbwH=ui?lwqk7GKEZw_02h?7D)!eF4kdDw+z&bpA zt(`5ezK1lVOm8olbdkgDfy$sdc%xSF`h_S5*VQ?KlMfr-c}mQs-QlzV&x(tPl6jXj z^oPp|`I&v#yT#;Xr7_ zFE6bi)40tpQHbYp_%il5j5&9{lX-ab*x!LasxK2z=@^+Mw53a&Bq`o@qT+*!Yn?$d z{P4Z1lTy@3W{S77@dzn#J}JSNP+ZA`5G0|zhkkfigigZ=tEseQQ-lnA$`=mito zw~bD?!f2qWuSC7lmIV$p58E*zH}Myxm^;Y%*}pfqXL!;g@r~hCG5Oe+-a7wMBcZG` z7|BG573!8SY(Ov-IF5=EQBd4~s4VS|9Tf1TL5kIdgmtruVML|7M7W)ZK_@&6a?T-8 z>y@1!@7jEod&xjwqWk$DnJ2s^!Rg5m@dG7fG>-d)=$|DN(Nm8r<4+KX)d{+C8BIRLW=+Fsb5pK_NI?%2b?ynR9 zClGMU1d?jTcoi9FgKIgJ>JXs%VIenB_lSjS@O}t&RFA4^4D+F7$480~*4j1mOFF+b zqf1VMI>zf?GT|Rmk8WSZZk;hgohZ6~&7a+<}JC zZC@479r=Cx8DBX{tp2*NN@SC_HmQiA^!O0Go#Nsz_D_>-(r|7ZYY3&mKPv|nhkSG# zCjaw!d#CLyvvIe#SpT;(re>HmuyLU44+FWsLfjWJtY(x)r$9c{%*pjkb9eS1wkA`m zB}bbXtqAW_&fm9^e+nu8{Vz}xMEgt60PWCFZ9SL&656&CyJ|>|-o7ZgDB=M%I zW9)aYSors7B6hK73fX)=Sm8R^Xp*u0i_&XnMI3UK4O~ozA5iy5CH?N9zVs35D982WRBIzaAUb^-Jb%#{w&9A) zFY>alU1y0!7R-Bh5OLZF`f8rpZ6DmFMMP%jh|QLD->*GctEkY*tHs5UIfvB0r?Zn& ziq($qh^FhMAO%*aNd#>&qv28EWVdL3JOCTM6uM+B1jhorI zBDAPUK~mlU`g8SdvV|jCxy`z)J%XTwB899@MS6@!`dxL*%32^S)GWPcp~6jP`@0K9M_OJ6%( zp$>|{+Pp%#|B*d|Y&r(^z1_Ya&JZ9nal319a`o>^+ZfLfmIf*2(Zh&Ch~clkPk;&V zpHJnDI$CTv<@~AKE~}Uc0f^|XgL!A7tfi{ouHC-neNm+7xcS@KnQwo&`WIfTR+zjM zoM>p&ZCMYlw1+ZT6Vty$b4vOk*Y-L>|LifFcs-j2g% zkmySMTb)de-58V>`0P)r1y50ianFUc)R}4p_Y(ikBDBc*LIu^KYv(T#Hks5WFc%J6 zb)64|$=94$;*XR}JIXi0Cg!Y9IbC*?Q{=1b=qfAUu+7)X*ajt?PA!@jHClj1=LP4S zTbatPB5-W4 z9vz?=v6pO?a8BTva|`<;tRdNOO!}8$#}Uj!YgO|;0dQ*SnO|zPwS*jx1h+vjYcF3< zj4QaaOMQ?F0940YUkoMh1er%%O?1pJs8oFI>X)fxWZ>5g4N{%W6-hfYabvB@X2wt0kDlkSg+%OBrnS0tNSdew6Z zwgM2iy{Z6sBA63=S!%9^aIhlgP2k&F5&ddi>LJh#j!Hx-1=OWT$r(P2PT7W@6`Aj2 zb+y$Xx!5C`iX!NIPc9TXEqN%8FHbWV856kTS z!~qxiE5rPhSE#WaP0fJ(TC8=*ugfkQFOnzD7Cdp;b)k)G$5@V`pMaLO@J-wWNG~r5 zbw&96oOhKReDrF8n(!t+Yk#E~)7V0%uF^K`%W?^;V0~$UNv7|?)-*B9v1)^i!qmAq zr!Mv$10uA-a;j}-Ltmm<#vz!x4cS++6&JhG#r{m!Ea6;1e${y$R1A*Bhs1EXv!sbZ zV90$x3aDj~uBDUR;l=LwJ$UULhhJjYCj{`moRR9FjbN;G4S2urH{VexoHl3U^>X3a zrRbht-{vn_hfsfJcR>ivzi?aC&0rPN{mu_+fYSs#b{kON&NYButOP{*vSi}g>D>}A ztsHYJrn8Q=YgCBdeV|jOYbeeQJ{@!Aew>$+V<7a6eU{rh8J5 zJNX}2b3bL@d})#-hV%a6>zk$G=exU{04VVeZfZCt2EFsKjoXP7FK|)bun_7qmPY)X z7VAt@Sy4sQTW62|e90R8iD*|;@BLWED&I55ddrsGXXk2nIChz}lRr)Y?*B zd3e%`kT>}^5Wj(S-5kTA%(z;mV1}zJWAN=2gXY_w^uhFy*mw%KR-$!?_aW^oyzsv{ z(d)gRA)F^&nB6rPNJ|fBg57ssRlBE(b6yqRV{%qf9|TSQH;^=nDhTi){E{`oqUgJe zKcQc9)Be)_1X#-YgwC%wWW_uFWySMD{`n`cr5HGZnCuoEJ%Na${=8K}R7JN^ZU7-> z+?%T3GL57&e7hfu4FSx?^C9{|fBFBxhG8$Sw^l{qfb9&Qt#bAdGJAM5vX~#`wIo|iQUuXC^wu?q{){C!|65a8Qu^s z;h4qP6MGrdBu@{)O*+Py_KNOlRN-CK_{^u$Q94fEhnFzvQY5Y6tuDg3*`Zh)Ghtm@ zjJgXkMfh)|II9P!cTvOrlalTEmMLeTo+`NUTLQ5p!W{97U;+4l?Y(zYQ_tJzOK;Mo zcfP2IN*9n00wO9^Y0{ezniMGkLX#>TMS2G*(jjz6=%7Fn1nH1agg__(0|W@=`u+Xh z_r2@A>zsT4IqTfD&ia1V+B2DFX3sn`J9*aZXYb4iZeL;I2YsA_*UY4a4}q7X{19vy zrFH{Tb*jSwcd@tFveYpmkb-V#gChz3u0UH3OT9&6s@dIDI2GQP66RJ+tw- zlPfTqyteesX~VjZ19khp;#%9Y(Il&gu&^%>ZGQxlk2-c>9jb|z-53mCG4u8~s4>t> zqzyHhlGo)d#@_hM03<_DK}z%EGY{S!U}KOBE>DA5m2Ur;-%1;_6nTDVmUT({!uf-p zRN~&D`>AZ4T?j=&bTew=?a!3=*twkqX3Gw05t<7)qi z^+<^58aQktb(L02ajsvjVfdOfr!QxMXC|V>j`uaYdGFs_UeJmbv%1sds?jyS7q!)% zqiKzKYo|Cz>>qW~z`RS+)wkauv`fxw>v?+LHzLH=W{cL!R&|Sp^0BNOV<M({Vu3eS^Puq=5w*UcXX!KqnIU^g}D(-|A7g+UakRuG?}c z(c@N0PpL8@20duq)P3golB1@IDVUEQfVM*eigwFxN<7|d=(ag63`+$(YKRG$N(D59 z&JVmod=odT|Hf^m|0ZN&_P5G6jOyGHDZl~~X}5W<4RTQ#eFgK3RD`uaQIiRP22+UWQ(Kg)xBw)0PV-k>nG+ zs}$)iA>bO%Yu4R}l7gWN?H(?l0_P2;7?V$Uq)$NwZ%yt)H>@@)4(dxZNL@Eob}E~lch z5TE2SoD+woy^5Py+eJ;sOfZs#fcD2_-&RhSa#3I{AGmEY|6D&8acjdXxokljrw;?@ z?Uu^9DX8hoG3iATd)XcABAF($ZyUOQ44}-NiKY*cG}URB%C*4p^fW^r*eP^7>HgEM2-hP3ufhb3=&e8mQtmtm75kegSEGgY7l z_@wpN`GN0gbO(O|y3i&Y)U+V)+jcsEpR#p5$^kVA|lWt%AViRhvUb$y5H;v!Zyz~^D6?s&~{Vu z_iJt9g5u7`uc`x8*5vp2H^Brq9C)GaFR9Fk!g-U(@&*d&*cRLTR43trRRs#ftV$o@ zgi($snJyHn$Ooq?kcVB5MIf$U3cygc5^Np}p?5hL@V$_}E|9`_MCPhYfbf?)Wm1g4%+o##qZhoL3lVL}6oiO{!NyQxows!s>x+CO`#QtMKm zDl`x`3vDIXk=YeC#skKJOd!mU8q;^8?S-19uw=*YJ8c2lgd%f>d)N7^fDA<7qxI1? zC+%^+@!!-LNMn0zLN?kjybNvVct|sbpmEff?;21t1@)e9E0jBhvX1A5)K zB_88x>ktJc&8S(MZ>Z`v$h-MlJ@4lHnZePMmX3+}2LQFB4;MF;U+xkd#tGITd%nMXA0l6mm;4T5i1v46IEpMw3SK^Ep5*~sqpY=kYE?J8%v;m9*Ra#Wzt3P- zp&0uO!<@ljww5?EqpP2_-ZS*ls*Bd112PoLb7Uuy`@y<9s;^&W3YO6XlO zq^+vGCbD^)FucDf?{zCC;A=rgLy7f$c!V4!1~{?kM2J7Hss$`OUC z8=irLm{dIe%L@AC8R+RZkfkR}=gv2@Xp!-&ZG4@Cgm=%_j_JUiED9VG{=DLO*(@mY zB4qtdJC{dzqZdOr4NMXnIzb8_I}KCu9l$|oLf|%L+u7|UNJK%1>)W#{)J#=RBde4_ zH%|I2@y?fRYSVD!ZN*J4^1xRvd;;)vH+k9VRpVpb+Y z)j}Ac0KD(!APQR~8$-V>DZ_F~0y{yDV0M(WFMSGU@T5|#6b$`ze4PiU0|y6-t(%F# znH_Pwr=@{U*>ihbL?jVAuW;iS-rKp0S@XM!F-VEei>EQgOCB6bUFUbpuxz!F=z!c6 zl=uR9kL-h4MGC};m;el@WV6q!gtm%6TcVWgXO1@mIF9JA_(})>R4O!fkZ)r74OwE8 z+p0plN`UGT$Hi`t=`%o4kh*(24L?7r0$_yHN=TPql zzQvCjn|}PM+2SapBy^r@K@cg0;ebsm$VnYSe?VSig@c44a?c3>X`OHob72Qw@M`}z z*LZAn9AaheIk!69&wlHPVx#$&Ib)cwQ?@$y_wM^m-JGDrtT1H}>-YIca9c-dCIvgS zeaTCXShs!DO(s5Y%URv!EsaH=K^E1G)$pLr^OR*DnHjHHR*=}Dch`K%luzS&6R^)6 z@pawz?za=m{4y(3n?DH(i}M0d>sfByerhAWDPMN{0m`qw;mE3OE)1ixtUNOJ8|4cQ z3CP^&k~k?+FaV^uQ>xgXfxqdTLe6*}`L9@3@AjQ#_}jITqQDsC)5bDDW=}S7b@s2w zVS1zMulO1I^ksHXJzX=M3-&8E-fC9h)a;C zEr?KCKTtr0bPy*C!%fRyGry)lMF+=j^J+oLu(FNy3j=x+#0nbh9G|`@m*GAtyZ~N# zKVL95w7aWR7$Cc?8<6w~{|e+s$7AtZC5Hm{B2*=aryyE|rC(Q~z7hCMUq1; z^LVt6(DS*^PGI&k@gGjO>n#kJJdG5106TcyU#E z4+`0H!)RhyywbU53xN+>Z8l+cqWnuSVQK44aU=~BZn;vMbE&IFC!6@x9o*pHmVvKl-?xMrY#9~ zCS!dy`L%y+;a2aX=OE=4@wSn-b%cJ7TCw!Le_!1kUDrCgvbUh}$&KbgYv*W4Bg4ti zl^hXeiD+n?h8M@eDiu#$sh4zeUt^^@h$nXa2QjZVQ)slI*MrccsR?SU30A-&UM;I}!UDu$?1w<<-#$k>z`o17lskt!1Q}H*eht9Y=&6NAk^f&Qb}kHd|Vc zktaI+Z*)f7m15+x63~(ixI-rEVf*d~!GFKNos=Fx$-km;!RmG(TQh(@6@m`;9Ed_k zp8lkE@_Wf(QA*5JN}XfJz8gc++>ewa+w)>c9^T%H@Q`CbmkNnJ_B>Kk{acA7Zb_B_ z37T~Ya-f}p(~8=7e`x?$y*(##Aoi4_aLwm})TW;a{C0v!v{9A5uXrm;Wh>#2zE5p= z?yiI?eK5<4Oh2XP{!vLE#%JXvSl4HeI1+M7wbSTl6+{9mChc6aiV8X+E_djv-69Pp zzBD{_;|^OoHBAZ|ItqK6bUsHx_k$|wEe_N?If+aR;RHQIB{VWjM;dQlRv;6U*$K5q z_4$Blkah?w=$Ue9D5n#W-$8UQA$t>Y@Hu^-^0?P+Q@LojUJ`MV+y@S{J#gpapX9OT zQ39Gquk8-yDKjeBh(}2~jHW*{Rz2j&&;MeUo%6-)rQSK~LrE$ejoDm``XljQkIDDK z;c_i!_`^(phr)(9r8UKc7><~rFIzw>I}+Q??OOBa~E-zcz&H*Qs_8e=wr@O1)B z)_?a0>Wk$aYt5x=DBe4ScGP;!kjf2u2jpp3CS@o*A-KThP?R9^vyifuvXGmI%fEQs zbKBYmb3QMcHTlU8!~-*YME3Y$)7B;-Hb3en5%ECQz55#{X}fw%J4(}&3T`J=4C@z3 zeqqy-3-!G=y15~`37MVsMFC2U8?S2qa>~>(KhBG6m?ao?6pr3Vx zJK?1I(C?H~}2$ue(o~jUnC#Bb&^2?8>l*(2V_WqgG+n1&~*SLjz%CiUa+~iit2XDSbrMyp!Qx z=9v;Sk=&%48z5ChP?w+1FRrP3h^X>k3jhX3V-GxcA3w{XKzJ<$`V|g#yB1E16(=IO zf&rI42O&qG=4Th7+nJ}K9Sx~tz(Z;-rf$vXV7^9jfK7*v6SzIr7~$|Wdv;hUjbL^> z&n}e>vrlIQV9B&`z>+|UKSr_(F1M`Ylk;}eoWb&qOS#xUI>(1*k;mX3N6LHv-wh_j_Ji&ezf&gEimLNt3E_#Gm)^V? zEDtXwXIS5bNGud9QmmSFN7he77+@2myl+yhQP9?-rGg%o+p+!q%p?il$maTC*f|=$ zm5h_5xzRwT-AGd1NU_7{TypOG;prUTAM5zw2N$7;w{zto?cg5+R?HFC*iM=z$qKZm zaI$;E*T)<{;nPSpcEDz0&#KZta!Pw%VK91q9I`4jQ-#I>Uw$n>O~qpiOfpV_por;p zjOVg2W;HqEq&`UYq-HH)@iFJ>^QKUS$FYMr#m>~JM?4GeI)WDB#dMT&%%;=0M4s5LLpF1-%Gh-z6WTg0 zu-XSv*akPphkWf)0S%XJy7*^cJZ5>Ov)g1G@)e_*VY=Wt|X?V0Wc5gRO4X#aEmRT=3THI*TXb8y^`R3_+6N*Lxet7M5UEJ&0YBZ6HD2Vr(tn zN_?Iba~@UCsiy&;9cu0@m~uKYweS@ghd`r_4j)Q+_~0yD;rH9pO|Am(Za%u!VMbeh z9XB!CMrUTtU+hQ-7E`Z|-Q6|{_1(;86r(-QPr%;4RMG4?hGxDtJ_A=N&5gFpR>=Rb|X13n8^U zVv`#d`Gdf;aW~Y{h517H`S`?hInjXRpjGok`T{`+cc9#<(xh@N0CAV>%fmxYp3!MR zj>PQ%7V$d;Eo}_~hxu1`yW{kts$}b)@;<}^gN<*2&I?_0m0_Q=dV)_LxQ}h_-&^!O zX+{*dZ=e$1_yokHhsl0|*@#a zBEov6aMj4OI);Lw%{bKrlhvp}oZLqun3^!1#I?T1LsOaWpZ#mHs+ZkyVB<8)4OH8G zQ%S>(-=AThey1T|ZRY38#%UX+WxZpP9wL$+N-baHHvN{ERbr65Q4Mpu zu04}o*`=M7m7cc7zEvcz2iCM8fy?jF4PpTy$9yNh)I)?;;e$Py$wk8{_B5IhZOs-8 zaPAtsc@{L=I&-D~0BAwsjnJH%XXjO|XNrF&mp%fD3{5S@R_n@Nu1vAjDC4P-agep& zG_Waf^EhOvd&CbB?0gln%dFjVIby!k6{>lFbzCqsa)5v_oEH`$7kd0XADw#Qszzif zu9Mk%8h7%$n~He0{)7{XhrF**AsHGd_%uNmQ;r%EVtrWR`4&vw-zxa7B+>l=|GfJ> z_EC*-_1)vwgx5Q-*B{`{zv^K)^K0QaKjEw4O7J8u@WqU#gTw`B5 zZ3BTYw&OwbVAldxSjMi{p-tgnz+Qm$P!6a$*^z4)izc|Q&#~N!^;W6QOX672D4{AQ zjda(zCFv6L5&TWy=RE~L!sk@umv>;Vk}@9Zq?t&S4vRSHW{b#-=~SDzY<6yjVvm)u z1m4}+@_Dz*tCwNH1Smb?QVGQ-^iHgjhAWc$@y#r<&4@r-m3Dq5s+sV}BJ~$vxY|i* z$*a|_o4<|NF5-XnsGg$8u0>9T?vv6yHtW5%r2kCG`dH9_GmjL?04GPke^A6F$8SU_ z(@S2&R!N5m=MV2JQgJ5Zio9EN-2G1g9 zit0YS28KK`ScE)^1p3RM>=&-~-WkBs_=O5Os08eBZyvpD>ANYai4OgEI^V{cA4d7T zR!#Q%&*Iohw#+z;cSq&jkUNH%S0xLyWTpwT&Q$FbmN)7sH8lMQ)EvZ5<6Y%m7>)c` zsj#Kx5U$#R+1|<`yBlfI$Ku6(Dt{VXc{0_zx27z?Jx+@2uIs zW?W+3!LLNbN0Rcsr35)oQ$UJ{+*{FXxY14PABhT=?NvFrD@Q~hfr~O8g`*qOWA&QrL_7d(i03Bem7|y#zUk?<)M6u-gi>GmH2yu5$<-YUY|_r)q<#Jc;pH&JO)LEq-3?bfJ$86JJ6Y*1S000O3Q!2 zpOVI*Z;!`ptf?P%IFl|UIF+QGT3X&Zw2aEOWfP$^{eXDyXSfx1j_g*k>>k<1a`zzy zfipTU5n{v^z1l0RFHxU;77UMuHH(C@Xyfx;34E3Bi?QSty-#UFDFf0-z5z?0L*WW( zV$XHwjDJRluwveoLq}(fe|}SVuv^xUro(?i=Vym*08}O&Q+GKOZ)G>>G|SF0?DT?5 zta^9($%WKZX)n*870z>95!3dt#q=;Xmk|Ai`AX_m5(5f7_wytHWAk1V3<*Iy5?P}R z0w_43SoSn?te6O4VJ*fh{!n>FsJZFYEoH1vTg-$rF##I@IUq*HEk5bnNd1KW1dSU$#|s&Q5kyl&?K28aC{k`Z#k;V}$i6qP$1K zee3f6J6$j1`6cUb=*S7uv(5(=`ac+UtG)=iBUX9;vd|X<1_za84qh_-F@>D_7zaV5 zgOV^z(cfB(oTK92p2-`n~e z1ax@;>AJ;=_sDO?V<)~1INatJCl&5>D3Uwy)iNOCi|dB4^Ta7#F&LEnHMMhe=G1U| z6>nZd$3YYmd4I(zE7&wyO3;SllU0^5rN1mZGkW+FVVB$mA#CnAHC}g72E0*L z@diPQB_7xP&6m0)JD?~bC8NFuT#>M0ej@eg`IR#=;`sY)sR$AEvSKdcU<<0rALe2{?t_Nd**dJi+J<%A!M*i zxNG|j=U#dJsIzKg?$hv(wt7Ex32F(IDV^!lK9m@{96MgWo_# zg3vDC4)0FhL9)dHa$D#OwF>{KdRq{w=I{jMoaanApX{vcoBM0O$ZQR@R1=%=Y*VG- z#Zf-2^WM^pnFt|G(1+zea}V8SkToMpwLT8o=D5R$%$$?gx`R|4(d-%t658eVrvsHY zB>-V(dW7K4i_}DfXYgU+$HKp55OghVJEmQ2$7R4yP!xFvoQfD`n5f z_N2Y^S9}k(4f^~ef&}KMJHg{lDINi*GS#O@1hW=G+_S;Fe|5K6Z1(2~;?l(}R?P~; zO~+YqpT)H@3MCZnoZ<(2ETp8yZ}{{l9?->|**3C0KJf2+4~s%<=F80sj5993E>2fj`N3w{@)8~ z#Iw1~wVb9>vEgOYA0cyEYo6e8mr68a9I)iruCn47rMuP>mURnCD36=XfXEset#_0t z7@~$smfMUj@Hcjq{CSV9g{qG4{_rTBsgFOI_tfl4>;#X|N2(^chP^lfk?p^*^Zao` zCNEUK7faU>=Kk)S{yQ*?#ys^E!+~OLT9FEw2i@{WC~+$Y9( zo|Wy-OUpuZ9b8?5UTGJ&{e(Z%3aNxy{&4r+2PVMt2x925`Ag$9R8K=iHuF_fkNB{` z8ft!DMDPqUu>asIdKGr-!ddG_ik0>aV`tdnQM>lp_lLIfbJ>&F3@*Dl z-N$DlP(=&gIo0nWqJ?~@FR`B%qO5*eJZzyM-0LXJ4%J*ku8*sn=He7hZP?Ky1Om~Gd=IK$gD{>ZmTvsWB9nb>O1A`Gi89d-6SZc$Yk)HMGY{Qd?R|XZqgS1Ek|AI}-6p^%e4p2K zWB#LAE3al}hNQFr_Qu$LpP^3Yf>WuiOR(hy%6u+#3@K@|%XmC2_M@(tza4vkd@AnM z)}qLU@;yCy$jjq>4pi8s3VM&GQH-$8%Ae^mcBMGCX?y1E!>9nveea!B#&ykm?Do%XyCrV4Oa~- zIXb=Ab1#ZKYJeK4GZk80N{+$2|LnlHF?*+bQ4K^bH4}Kkn46}ee=UOU6=*ChJzF}@ zcI*Gjqypq^L|lJJZ{|XZv)a!rrfGkJ9c*!?dv| z#BaBPvpkGTt8_1ut8}No%&s%G6MIB#OWfG(SGvbOHBoxNalw<(_b!0Vq>pQkJ}hc> z#qX5X^^M;YEj)6@fCA{~*UXsFPXowVpwkWLjTKlEDD2g+E@v=L-k+~_I{I@w2)eTQ zEJ0ddc*rI0ZE>QHHttLt&Uj z)c7gP3i5G`F=n}T@aX7?sN&FfwDK?Kmv+84!k|qZAl24SsWPE$gE9sWG8C&Kh41Wg z)Km7@TzJHRWTB>$ie)-FLXm^M4~=w$QJD=E-6kGvi;}8rQ{%k$icUN_5nt`O&c8+} z<=rp84;u=2Dw6u8m95`iGD%sWL%~Ae`^9TYZaZf8=(nG2fS$dI_8?c)Zpzr9BM$jR zE92EC>_=woP%?o0R2Alk1fT#RgHpULW>HWBY|$*|?R8sEa8vX-bF7OD@Oi1BQWU37 zr4G0O<|rcWe3wwlU=kU|qxp$@O*L+m%C~TXx)Pk_{mTbZuSvw8Y^F1;s7~-`_{Jg+ zBt#-q9dW@*%kY85&U{(0j(Hh@rbr$sAvvhM=>!jM2rN8`sp4|A5_iUQD0>zI(22dIzVE`Xdz zvBh4VGm&n#io5ZFhw(M+fZ^_To=1T3G|b41nZC#OpqF$rayujMF`9GKZj#HJBv6rG z&yP#+cA9)f*JTiPd~T3#NICMAejwKO^P7}7?EU(;)6K5!mO6#jxm9EB^pMuI<(Gbp z*aQVP)a_sojJyAEL5GS1O!D&ni9G9QoiCuKM(RspHbUrnX{}>Q?OkEv{$&9C3uuLr zdKsZ=qkJ19RdA;mw;d{$xukSpmI^02hT=nt;iicrmwLy1_$w1nkhnhZyERAQ*8<|7 zrRjT`Jr2aoLOE$Yaei3viGoi)u(-hRN8S{G5ZqyY&yf4Y{+Wu6p0mw!{O4ECot_F& zcW&M4SeWop*F1lQ9(h7-9&;~W*hN$x5cFFa+UeS7 zhWtW!(mi1MQ}{>;@x`&BC>xLu#b)Xj?jX>-RH7mR%1-Emd5(QkI< z3$RWg=pepjb~MaRn+AK^D8_r(n48q*5(X89T>$Q!MpY;D-0>JKsUIWuJBsM`l5_ zb9_sGttPvH=LlJ~_E#Y<#|ISeTqj?Evnud$kcyX{*Sh^ySwR;er|cKpDlE9Jc-j54 z#IfVc?_M-{7!lHod^2VCrXna9|2T(Qx3~lB?z}C+FBX+xIXAMG=NP^JD_LyUaryi5 zssaG$+L=iyr-*aQ*vh{42V}n!((%m@#`lIujLkz9BgJ+PHQ`N8*d)tU)WE$Q zn+5jJJ15q&fb0{BLV!b=SGjIRywBU1JK(pib5_Ov$?Ed5HlKL!>EV+Q*MZ7!UhT@C`&4H ztrC&4%6!U_9FEW^j5f~Ou+z;Pe_R+=(Xm9U#LV^h@AY`|AlH*R?yJ86C1E2gK8NqN zR@B9;sjXHXv@e)FwZ5Tj`B3;c)Ce(gY4r_u)9ZF()Jrcgm=-b+&BJ?R-7W&GlmAP^ zw4z@caHc@&)R_wQ$#dLO0s!k(+zP!iTJ-x3#kz45<5t*y$d1z-38D`N4=Qvz6h7eU zruUQ^+k|)#(f13;(ej5=WI6dBe|y*I^hVx_5~Cg>M+uL;olgKPjA(L5KH^XKx$!p@BTVpu1onkjdm!0Yb^WU8|oG7ZLmnmlZ8S7J| z8Mgs(x|BH(-MTTba>ArY36BwMV42CBGdnPzBjwMW6RV^?E+(f9k9}yzE)rwo*snK7 z2+6-b(%>rSF3A!*?5(8#QUL49mQWgZp*s%I1o`L7CmuAVFZoApUzOwcyJCkD*mya^5hZLffDhzMq);2CP+4ovb zJVU~ITKE<7d{oy><*=4C^7rCi-HU9RV<*^!89fo?2_KbXq+GQ%QZqIh5RhYOc}dw( znGjT&LgD=3_5_tyiDXXE{hU>2o=AruJfag!LPauqgWu)ID@u45{$4ANekjw9L4OSEp_Sz^EQ(uZ70`nDAlok8CA8)@DQ<*RDr z!#v|d!6Lm5ucL$-IkXRHGuByadaGYY%LFicuDv zxBy3TaN>ycc(0B~uTKE6xIMXvJu7lhF@T@Dk#6x&>ec<37|2U{LJ7%<2CI?A-yRR? zC%2_F6@7>0w_*f1qJMBi-p`7Rm1IabU?~`W*B$NmIwk3pcKY3%VqP+QD`I~uT4gI% zjU(D6D_W?5QM-{sRJ&osIYBZj3eZT0Dt-4H&d;?b=c{h&K78^?;n%hDX3%l6*1HQK z-s_wx)d$g&b2l6tWKaI?THtO1%^U;kOKQrM$2^G-D&t)%ley%`WW4XW7C*xL#U5KM zhFSHJ9=z!sRXV|;`-665 zr{hTC_GTWo74aCBOB@kxXKh=hUyAFJB*)uw?GMl@g_~t1#U4^^u2YK)-cpLIX!vs( zMKV?cMMe?=sKx(%Ipbyz6in9ZUnjI3sHpVDo>Fl)QuD7fyZ4z~Fc+>{1jk|zNka$e zP1|MD54^)3plfA~54=5JoCqG@J}%Bt+1JEqV3fbBFbBn-#|1sN@VtBixdV>%#m{I2 zo%bt0xpYX?$Fde{CE~q34Q!~C?W)>Bi>!+-80LFu#RJFu9M4TW=W7SJA9g*WPY|g{ zhXsCgZ1|1e{r1~5usV;IYv@ctvMDj2)eNe_X%=%8#YCpD{n^o0%lEn22_yn&m;qp= zN>*?VzwPy~uHScjWX$SZF4@lnP!>i2$UZKe;0!{ zf35SXgZX;5!o0nqFrN%>&5cDV_``kqHjsSVXc=IciyghZ_&WCZlp8rj0g%rUC6!ei z>(kG7Tm_uQf_0WQMVQ;x-GbNS;Uk5XN&`XwAZ%}RoF@Hsz3zLP;Lb|Z%?5WC;=rn^Hk+VYfV7i&VHh=Mjq$oUcyHR99tTXuZUbj`Ie zB$R*kZ46@M82QfJ=Yqr2r~9|Lnez7$pNnM`_#O!2*yeOjkl@9G#(u|kZ=97Poe0q? z@Do9mkXF-SAv7WVb&_nb(t17aF!8!L1#pq15&}o9)#^LXT$3z9juSm0unX0{#xDgM zOj+qr*A?ueR_gkFiQ{o_z1hqIhzJZMXu+1y4a3y}Iu}Mm<0qFMDw$mAUdA?EJegExz&V9VkQYleOf&o|BJ|a5& z=^j*HWMnMhc2n1&LNLd?)tZBQ-^@LzX>fG?A#do1HEYg&&J9EVp2`oSa&oLFnX22e zj`*Yu=g71PV#oydrKH@SvA|M?^Kzfx> zq=XV6FRr)lTJO5vTkpO%Yxc~XFTelUd*;lSS+kGWW!%-S`6AqR4t+JjHWk(%z$_lb zcO7@OvbW@S&NjNahBMK14udr^i491++-4HRPqbWEj%E63w$r?xeHJ&a+HWhRWWa0) z-+WHoV$=L++HQD>vvXi)sRp2Z>UrL_`gWI)#SmEyp*1SQf4Gp!<#jivC`uqi$*9SR zBIuWuK7H)Xw7cT8yJf)TybnM2$ZQ2*$(6jQ2LByJO7dFbbo$odK2@ZdTQ!8@e(y!@ z$;lldC1F{k7_3iDdlcS1LibedD5R=b!;QJdDIOUsU6yn*;%tlS1(#2pwh=uo50P@u z_}&@g)HN*=RdrN#?u?mMaC4DHkB47-e%*XLqb2$|3zQ{5X{Km~{|BI^{2Z=b`SVk* zb9&pt@va>{)wSD2i_rPRIK)B7gk24PxfhaN8q^j8uHG>4C*r zUGFiLqMBo6)-((9;%}=>&6OZ9{R;|w_gu>Eh!SyM^K03<)22>$*1&q{R|S+cN0XwP zmJ=T_K4Y#|8X(yueYxCqMy6@_<|FuzxiltFj*<*!;z)-*pAJE+`|C#4E61NT;Tg5z zSP}8e$XAf0VWUIHti~SBOkAgRR{v}L&fYMhZOYhjalEanm5>dcU6VXmnT+Zg02#ePzWR zG69L3HCgN}$n9+`7C&?Jg4FgY~Dt(dZ)(6h@gTUQd=(*StDv01~=|he)U%|P~Liylk z{l08m`IGjfYofE>?q3}i#C(Y^C6IvKcYB}CGiht?0oi{m z{zQ=!ocoyjA!$ICmtLO;2d_0$P#GF_6MxWvbg^ zu^mXdgn~7{%Y4aqIxg58M$iNT!K)DpY2%}=b9 zxt}TFvT>t^e0(aR;VC8Z$;y6Mw1)tx^Fw@E&QHs`z);*e3-af?A);0>GIgV`GMuq zz8wLF?cn0f2>OAm#oB$HR+`YNU=rLN*a}aq$FWvk%}U2Fq(xMnhH?5uy0tA?weIZe zZnf-ph_|;gnqD;2nj0WQ?{oMVE@*5kY0>|VXn*LvsN~BZ5wmT=P-moyP)MIM2nuAr zQoEx>9;$j}BZPIB5CflaE5C;fah^SPyPGtk9I@tJV^+Z}2{|F8Zl_rO$BUGGGs}B4 z^cy0~?r3aZXUo{@Rlc|DOwdQx9pE8)m2<<^B;ie)wBve!=xKk)rX9u z9fu`W{D%ZuQ<~W|%c6Zn^9g&UQGk!1)3?V;R2WOd@=n1;hnEb{RyV zD)(>qVpoV*KneR&;jBFHDMLbXhF0*t{%cdb-VyxULS0?8n`*k7p?GGzrXVdUj0T!G z0Pf;jveY7Im)f+{)zm1E&j=d(=dirPi{j@Gyz~?fTf=CkUHCz&m$FQcfTp;Y65&Gf=J;|3&*@!jVeoG-smdyr7W}Kr;~zNSv=#_ z3?edo;`F|tOPvOB4Dm4bgsfIS#LC#Wwvp7xHD^ml&XfRz*hx5qa>49inqLFtcPg_? zGX{Qsvyo^wm^Vbh2KW*(mbh3?Jd+JeS#`$|2dPp?t+CdX-u265qd`mInP9th2p9Hn zc-gZRK4MK6j1Bai!Vsn`!$CumKYQO;no;Z9i|roR60(G%eN>LU>{n5Q$h_UX5w9E7IJ{WxxnL zb4dzz6tz_O5~tT3;NXxL%_|0V(nlqgNynO~*iMpKXf?rAk|sZ+TuO1kXBRymJ^R#B z34g$c_gog{xyke}b-rx1N-A!pJhOBlG8J(SejRt|{UZ9O4E4RlWKU48&*MyO!*4Mw zw~xbA%GQ{BVHWA{=9|4U$AY2M#>m5_VZQm%_jZ}}^3gp8d!CucV51?WD@o5^G{Cpq zn(PO<_>Q;l6o%vK>ZH%#xY27bYx*sX98zCzebtgm2r@a3Ah)OXR=h&Frzgw5C@FbH zFx%~MPON7vED~e*E;%D8O8VOW@OJ)AKfeY8L-O;=hPib?ZmqP>SF-z$Fo(y24Hw(){vA;j?edLr3yq zQ?5&*BN>wlgZ&2iAm|Wv^Q-nSRP_nRiILB$HCI^M>#V^Kn?*i}9TiF6Br*w%&G2Y@ zo((boR$XwKWL_{_^COl|g1keu1v<0nm`v`nXmI2Q6WOVkIba5lOe>7mKlsbnlS6|( zq{;{6gkIq}*Ak#rKCitZIl{f@IqHcY@*OfW@7?O&D#) zwcbwY^%=LBiq2jMUGSw<_ps$}&Do&r1%@`ndIbEz;s%86r6PpP)*w8*wsRYUKrM$Y z!vEM}0mn?Sp0^olNGO)1h#CdIBz5;y^K4Sf^2&Wp-?{Vyum=GEQ3Q&t?fTxnC1C7+ z5%-hep+F`79{5tMX4tJIRycz;^Q5Z1WT;o1;udWI=`9g(GoU%+`MaF@38|+{g`H`8 z5=J6VTv&PVAWzOPpqSv0*NZSbRA3HkDO~(Z@zb;SS)SVTgk0R(&qvOm%S#z@ zm)?G#pEBysb~S8Xy``dP<7E(7E5`Nxz-(VkLjqezYilX8J6&7h2Hv?V`~*eU!9U-B zhUVO~Pv09G9@8MSqh0t`pTl;1=BaIoywE-=s*~R{(4fa#; zmT9!{owQwpeVX{;i~6&)?x}Aq@%;{d|?ZfvOYQq&+t3H{O|H@AEIsT-8~)M!H)N@{?3=_2*pU!N#b;qqT8P( z>+t|x@o&AqnYyvbZ3F$^$^RM|*q>N>pY>Ra@o$n{+?=s!C#2JV3zF-;nqw6U03ZVd z0RAe)%=EuY**@|>dOUJ=atEUxp?>%3U*o0l7q8B+|L;=&A$0tZgU4=k+=w6mp!ye) zxc@^0Y5U6?$UnP(yT}IO8C+EGOn~r-BY^9F(Zg{6O{ab>U [...] a technique in microbial ecology for tracing uptake of nutrients in +biogeochemical cycling by microorganisms. A substrate is enriched with a +heavier stable isotope that is consumed by the organisms to be studied. + +If we choose a substrate whose components are incorporated into newly +synthesized DNA in a living organism we can use DNA as a biomarker +for activity. In the lab we extract this DNA and separate it according to +density, into what are called "fractions". By sequencing each of these +fractions separately and classifying the taxa present in each fraction, we can +answer a large number of interesting questions. + +*Quantitative* stable isotope probing uses the same fundamental techniques as +SIP but additionally quantifies two crucial variables: + +- the extent to which organisms have incorporated the labeled isotope, by +measuring the density of each fraction +- the amount of DNA in each fraction + +This allows us to precisely measure to the degree of activity of each organism +identified in the sample. + + +## Plugging qSIP Data into QIIME2 + +Commonly, qSIP data is composed of two distinct collections of data: + +- the study metadata, containing the quantification data +- a feature table, containing relative abundances for all taxa identified in +all samples + +The qSIP2 plugin assumes that you have both of these things already. If your +data is in an earlier stage, for example if you have reads fresh off the +sequencer, you can go to the +[QIIME2 documentation](https://docs.qiime2.org/2024.5/) to learn about how +to get your data into qSIP2-accepted format. The +[Moving Pictures Tutorial](https://docs.qiime2.org/2024.5/tutorials/moving-pictures/) +shows you how to go from raw sequencing data to a feature table (and beyond). +If your data is in a completely different format or set of formats, please +reach out to us on the [QIIME2 Forum](https://forum.qiime2.org). + +Once you have the above data, there are a couple of things you have to do +before barreling ahead with `q2-qsip2`. The first is to make sure that your +feature table has been imported as a QIIME2 artifact. The +[importing documentation](https://docs.qiime2.org/2024.5/tutorials/importing/#feature-table-data) +can help you with this. + +The second is to understand which of two forms your study metadata is in. +The metadata structure of qSIP data is somewhat more complicated than that +of more typical 16S sequencing workflows. That is becuase qSIP metadata is +hierarchical. There are "source" level entities--these are commonly +the subjects in your study, and represent a single microbial community, whether +enriched or unenriched. Then there are "sample" level entities--these are +the individual fractions that are separated from a single source and then +sequenced individually. Thus there are multiple samples per source, and study +metadata must take this into account. + +There are two ways to store such hierarchical metadata: in a single file, or in +two files, where one represents the source-level metadata and the other the +sample-level metadata. The qSIP2 plugin accepts both formats. + +### Required Metadata + +There is a cores set of metadata that the qSIP2 plugin requires to function. +These are presented as individual metadata columns with a brief explanation +below. + +- An **isotope** column. This column details, for each source, whether it was +enriched with the heavy isotope or whether it was not enriched and thus has +the light isotope. The heavy and light isotopes are sometimes referred to as +"labeled" and "unlabeled", respectively. +- An **isotopolog** column. This column details, for each source, which isotoplog +was used for enrichment. It is not uncommon for all sources to have the same +isotopolog, but it is still crucial information for the software. +- A **gradient position** column. This column details, for each sample, which +gradient position it corresponds to, that is, which fraction the sample +represents. +- A **gradient position density** column. This column details the density of +each sample (fraction). +- A **gradient position amount** column. This column details the amount of +DNA in each sample (fraction). + +In addition to the above lab-related columns this one further column +that `q2-qsip2` must be made aware of: + +- A **source material id** column. This column details, for each sample, which +source-level entity it corresponds to. This column must be present whether +one or two metadata files are inputted. + +### Creating a QSIP2Data Artifact + +With the coneptual background out of the way, we are ready to begin our +analysis with `q2-qsip2`. The first step is to bundle our study metadata and +our feature table together into a `QSIP2Data` artifact. This artifact, or +variations of it, will be used throught the rest of the analysis. We do this +using the `create-qsip-data` command. + +The `feature-table.qza`, `source.tsv`, and `sample.tsv` files are located in +the same directory as this tutorial. If you're following along with your own +data, simply plug your filenames in instead. If you have a single metadata +file, the software treats this a sample-level metadata, and you would simply +not provide the `--p-source-metadata` argument. + +```shell +qiime qsip2 create-qsip-data \ + --i-table feature-table.qza \ + --m-sample-metadata-file sample.tsv \ + --m-source-metadata-file source.tsv \ + --p-source-mat-id-column source \ + --p-isotope-column Isotope \ + --p-gradient-position-column Fraction \ + --p-gradient-pos-density-column density_g_ml \ + --p-gradient-pos-amt-column avg_16S_g_soil \ + --o-qsip-data qsip-data.qza +``` + +Each of the column names has a default value that can be seen by running +`qiime qsip2 create-qsip-data --help` and reading the resulting command line +output. If a column in your metadata is already named with this default then +you do not need to provide that argument. For example, if your +**source material id** column is alread called `source_mat_id` you can drop +the `--p-source-mat-id` argument from the command. Note that in this example +we are dropping the `--p-isotoplog-column` argument from the command because +our isotoplog column is already named with the default. If you isotopolog +column has a different name, you should add this argument with that name. + +This command results in a single output artifact: `qsip-data.qza`, which +represents both our source- and sample-level metadata, as well as our feature +table. + +## Visualizing Our Initial qSIP Data + +An initial question we might have about our data is, how much denser are our +enriched sources compared to our unenriched sources? This gives us a rough +feel of the relative extents to which there is evidence of activity in our +enriched samples. To visualize this, we use the following command. + +```shell +qiime qsip2 plot-weighted-average-densities \ + --i-qsip-data qsip-data.qza \ + --p-group Moisture \ + --o-visualization weighted-average-densities.qzv +``` + +The `--p-group` command can be any source-level metadata column that you +want to use to facet the resulting plot of weighted average densities (WADs). +Here, we are interested in seeing if activity differs between our two moisture +groups, "normal" and "drought". + +To view the visualization you can either go to the QIIME2 visualzation-viewer +[website](https://view.qiime2.org) and upload your file, or if your computer +has a screen (i.e. you aren't on a server), run the following on the command +line. + +```shell +qiime tools view weighted-average-densities.qzv +``` + +Another question we might be interested in is whether there are any samples +that are outliers as far as density is concerned. Such outliers may require +reprocessing in the lab. Density should vary linearly with gradient position, +and we can visualize this with the following command. + +```shell +qiime qsip2 plot-density-outliers \ + --i-qsip-data qsip-data.qza \ + --o-visualization density-outliers.qzv +``` + +Another quality control visualization involves plotting DNA amount against +sample density. + +```shell +qiime qsip2 plot-sample-curves \ + --i-qsip-data qsip-data.qzv \ + --o-visualization sample-curves.qzv +``` + +## Subsetting and Filtering + +Now that we have bundled our data together and performed some intitial +quality control, there is one more step we must perform before the +true analysis can begin. That step is to choose which sources and which +features to retain for analysis. To see which source IDs are available in +each of the enriched and unenriched categories we can use the following command. + +```shell +qiime qsip2 show-comparison-groups \ + --i-qsip-data qsip-data.qza \ + --p-groups Moisture \ + --o-visualization comparison-groups.qzv +``` + +The resulting visualization will list the source IDs available in each +of the two enrichment categories, and will further divide the IDs by one or +more optional metadata columns provided to the `--p-groups` argument. If you +want to provide multiple columns simply separate them with spaces on the +command line. + +This lets us make an informed decision about which sources to retain for +comparison in the next step. + +Now we are ready to subset our data by keeping only sources we are interested +in and keeping only those features that meet a set of prevalence requirements. +To do so, we use the following command. + +```shell +qiime qsip2 subset-and-filter \ + --i-qsip-data qsip-data.qza \ + --p-unlabeled-sources S149 S150 S151 S152 S161 S162 S163 S164 \ + --p-labeled-sources S178 S179 S180 \ + --p-min-unlabeled-sources 6 \ + --p-min-labeled-sources 3 \ + --p-min-unlabeled-fractions 6 \ + --p-min-labeled-fractions 6 \ + --o-filtered-qsip-data filtered-qsip-data.qza +``` + +There are four prevalence filters we can apply to the feature table. Two of +these, `--p-min-labeled-sources` and `--p-min-labeled-sources` filter features +based on their prevalence across the retained sources. The interpretation +of the values provided in the above command is that if a feature is present +in less than 6 unlabeled sources or less than 3 labeled sources, then it will +be filtered. Because we decided to retain 6 and 3 unlabeled and labeled sources +respectively, we are requiring retained features to present in *all* samples. +The other two prevalence filters, `--p-min-unlabeled-fractions` and +`--p-min-labeled-fractions` filter features based on fraction (sample) +prevalence. The interpretation of the values provided in the above command +is that if a feature is present in less than 6 fractions in an unlabeled source +or less than 6 fractions in a labeled source, then that feature is not +considered to be present in that source. This filtering thus affects the +source-based filtering, described above, which is performed subsequently. + +This command outputs a single `filtered-qsip-data.qza` artifact. If we +inspect its semantic type we will see that it is a `QSIP2Data[Filtered]` +artifact. The original `qsip-data.qza` artifact was a `QSIP2Data[Unfiltered]`. +This is distinction is important because it requires our data to first be +filtered and subsetted before it's analyzed. + +Now that filtering has been performed we are interested in the number of +features that have been retained, and their relative abundances. The +following command will let us visualize these questions. + +```shell +qiime qsip2 plot-filtered-features \ + --i-filtered-qsip-data filtered-qsip-data.qza \ + --o-visualization filtered-features.qzv +``` + +The resulting visualization contains two plots. The first shows per-source +feature retention by relative abundance and the second shows per-source +feature retention by feature count. Because features have differing relative +abundances it's possible to see that a majority of features have been filtered +although a majority of feature abundance has been retained, as is the case +for the provided tutorial data. + + +## Calculating Excess Atom Fractions (EAFs) + +We are finally ready to perform the core calculations that quanitfy relative +enrichment on a per-cfeature basis. There is a single command that performs this +process, shown below. + +```shell +qiime qsip2 resample-and-calculate-EAF \ + --i-filtered-qsip-data filtered-qsip-data.qza \ + --p-resamples 2000 \ + --p-random-seed 123 \ + --o-eaf-qsip-data eaf-qsip-data.qza +``` + +This commands takes the filtered qSIP data object we generated above, along +with two arguments that control aspects of the underlying statistical +procedures. The `--p-resamples` argument gives the number of bootstrap +samples to perform when sampling the per-taxon WADs. The `--p-random-seed` +argument simply exposes the seed to the internally used random number +generator. Setting this to the same value across multiple runs yields +consistent results. + +Each feature has now had its excess atom fraction (EAF) calculated. +This is a number in the range [0, 1] that expresses to what extent some feature +incorporated the enriched isotope. An EAF of 0 means that no incorporation +was measured and an EAF of 1 means that total incoporation was measured. This +fraction is thus a proxy for activity of that feature in its source's +community. + +We can visualize these EAFs using the following command. + +```shell +qiime qsip2 plot-excess-atom-fractions \ + --i-eaf-qsip-data eaf-qsip-data.qza \ + --p-num-top 25 \ + --p-confidence-interval 0.95 \ + --o-visualization excess-atom-fractions.qzv +``` + +This command takes two arguments beyond the input and output artifacts. The +`--p-num-top` artifact gives the number of features to show in the plot. These +are selected as the *n* features with the greatest EAFs. The +`--p-confidence-interval` gives the interval of bootstrapped EAFs to display +in the plot.