From 39554781b2eebea0cb5fc99261bcd0d1c455fe56 Mon Sep 17 00:00:00 2001 From: Fangjun Kuang Date: Tue, 24 Aug 2021 00:00:47 +0800 Subject: [PATCH] Add more doc for the recipe yesno. --- docs/source/installation/index.rst | 2 +- .../images/yesno-tdnn-tensorboard-log.png | Bin 0 -> 124174 bytes docs/source/recipes/yesno.rst | 85 +++++++++++++++++- egs/yesno/ASR/tdnn/train.py | 31 ++++++- 4 files changed, 112 insertions(+), 6 deletions(-) create mode 100644 docs/source/recipes/images/yesno-tdnn-tensorboard-log.png diff --git a/docs/source/installation/index.rst b/docs/source/installation/index.rst index efec1f389..e3ccf3e1e 100644 --- a/docs/source/installation/index.rst +++ b/docs/source/installation/index.rst @@ -310,7 +310,7 @@ The correct fix is: .6.1 tensorboard-plugin-wit-1.8.0 urllib3-1.26.6 werkzeug-2.0.1 -Test your Installation +Test Your Installation ---------------------- To test that your installation is successful, let us run diff --git a/docs/source/recipes/images/yesno-tdnn-tensorboard-log.png b/docs/source/recipes/images/yesno-tdnn-tensorboard-log.png new file mode 100644 index 0000000000000000000000000000000000000000..3d2612c9cab96d9bedf65d7c5c688b25b38db0c9 GIT binary patch literal 124174 zcmZs>V{|4=mo}QDW7|e29o?~Q+qP}nwryJ-+qP}nIM3*vIp0kEsj6N3+FE;+!{uZ| z;h?dhfq;PE#KnXZfPg^Jfq;IoLxTT9Y4mLv0RqCLHWw6>6BiUDlyk5(F}E@X0#XZ3 zc86k9-dXwKdD$F0$~aLsVVEI(;F=MnT;W<^7LJdDO*RrE3KohGQ4|PCG8&hQKouxg z3XyV0sJOZL>i#+T;koh2@t!`Z>3UwzZGKtz+;Ii~;Z_yJ#Q~wx0QvLl8(IFc))6H) z)!9V#1EL`WkC_D0`{Xux;#cY z#}C`}1j<|65**bB((^!K_cc-*Mc3h@Bf%nq1VZl#?sBC&L3i2co8RDQS>}LT1_P26 zCXVj{&f9L7!P&cxUd@N+Uq21x@(M&;5(2$(ej#!P>fH`Gy@ZE_-R^&YM7RGy;N1S1 zD%sG@Bu#kH?L3%p>AQFj2?32O_>Nt;>q+hPyX7^!6rfB-Sex~jFg4m9{|uCFp+gJ6 z3D}&ZL6nN!CGW=Hc-M3rB;TC9ZvD>kEQ4n-^}_-}y(K)$AjC|UM0ITI$zHalmL#@) z5q^|E?$#G+>8ZzIUwv=&RuYo)`+H`~ImVMC;(JRrBgdV|%c0Z#E&?e+4Cf43A6eE9 zC9k0AU)jd(TZFuZdupYB+j6B|7ajSGg=gRNh-?H3z~~%(U*_bXv(!5!=+P5*oqtxV zf?S4usAt|hgW>cD;mG*j+ubX#Y#ji8zJ+c0n1T~2klc88-6@I#n%H^&M=Q{;i){B0 z+hCE^&$A7J5YW|WuHKt3vEdZX&%NR}I>`+@8#5+4Fb+P9+W@l_JbMUwl|xInT@_q zvjUKoU`;Ff;o3ZZx!2sYk)iLP_$rN`w&`hcf`^*V}f`K z)omRgL@!^z=i+PPa*}m^2nrK@7zu4_Ss@>|a9f&*oB{+3M!UCp^gA_1!!O4yQ4eYV zW~!=asDS%bKX{+KzUp^*+Xzl_|BQ-_zExAh0P%kisM9&XE18h!d+!mXBQ~(EDFL+^ zUg68ctj6cJ;$!jwF^x{^{o3>+2qWYf0};*xXY$9V14r*gXY>CxTJ_<_7vxOJ1|1Vf z8V5cdU}cAd8ekv?ZWF-y52K&xF1;JLM<1bE^x!b+E9h|_vRWV^Bm@!>co^KiKPZvC z7`j5pvw%n3A0s$+{+c*eRM22S(R@$}I1UKypc=lTS?e-*4^Zyl_dL~EPBZj(`04^Z zRI~`BpAGX6!ja}*0Ca5}O{ z*oQvkI)$? z@2Ky@?XcR>HiA8TJ%TfZzWQO9GEr2yUVf`bQ2NZ&&W3UwuBAe4+zV1mXme`vdv|i6e-!3xW!A3PKGc45Il&5r3DV zSV8#&9Rz6!kmYCJhTH}wBsgFcLl>hJ1B`KvX^&{e$&+p_1A?tz&WruVA}cG6`fYja^|OI4^D$mpH8_? zQO+XIG|$K}^}v0=@xWa}Ktqs2TtfbcP#4k_A{7!CVjoBk+YGz^_W14o+p}aq%3TT} zeK=j;gvf;C80gsPm~&EavXWYhT7x==`VVz7^%wO-6>e2VRZdlTm2y>JRi#y@m50^0 z6_ypVRpF(X3%v`~v)Hrb<<+GlZWOKs?lo>Xt}B}en|zi*)^e68TO@l28^+(Zzp!lr zZM1gH4pa7wj+PD|_NMl%4m0<3x0gqEM`Qcu`){KYgOx)#y_pjm!<;iCW2U1R)2_j_ znYPxcx3nGFcO4Zj(f25?$!}e+jjx)oCtz-%lb|usN{~^I3XqgA?~pkdmxx;E$mkA; z9DkHZm`Elmtw?ccw1_@Mf+z}z9K?#mjQCKgDyYu^8ieaqA;^k|4@eUz7f7PvR1qH$ z7-270!={~VE1Vxn0m8&bkiQdLA$=vTNZ^;C$Ly;W+fX0DNRjyTGW zb-HQ=$_5t67v1S3>MjU2DmiLMDow~OH8IJ{)1;V;!gL=(kqhzDI1*IOQ)v~^{-nAaks_QcA%yvR|O>u;I@H!d3 zHMUZ|jCEplqjlcdCTpwv-2DdwER{4h|EvE4;l|g)?~AY3KNP|oJ^_B)d8mz}O~+N6 zTs%N!8}Tl#DDF+Nli&&(W%Mjaf#%VjI$C@6P>D_+MG<4oT_`$nWN)h0a=^YwdYXyQgS`DE)hOXr97!@-r8Gz zt4Uznv5ntu=umo8bH6q28Srv{!?-D19a2$PaboFZF>IM_@o^q?p>e)+e#0B*WmoNA zOLRlDFz_fMU}$h)qUf|>;3)R6Npd5KLIa_x)5_5T-=yB`+?v_M>t6NK)+|_AcozPi z7*bjxd%=;+X_@nfr}A3iwEahG@9oQG==vPLIA>iadHcPa+dKLT`zu!GwA+nKkLlKG z)~n8T)aLZ4ZsPV;GB%a57DUGzCmd7V6YmB5;kR>=3zKP-W7TQ(=|+Y9&|T<_(~fgj ztNV{fzxV!v(dps4(mup~XqI`-**(@;dWibh+IH**kBm3;TN6v_WBRq@H%2_*rQ5>i zD#JA^_g&<> zhvDtXgwf8CF-YjQwJ(}qe8l}d$nFO-P?!u59icm}zX$oxySAPg)fG@LenJpW{`xLx z6PySNRg~dKqrxrX;-9JV&v4W73$x=>(o=4%2rTlnA+-Xv%vEzXTsFxzpWDkl=|j(H zS#muZH;vPDNW^562V~x!4n+fX388g~-!d%%Hgdql6opN??8?O&Ph0o}?e{vW(Wp}! z8n#Zi?GYZ=@1}4Ta3fJfD8P!p7%t*$DcMkofG%p z&4InidYo_JTvogJIo?85D_J*&NxxPh}?x*&V$dq-^BYbmD>$;iZ|^~|uJd<^MQ z^eY??%(_sBWoTiDVk;Y48SU$#`nv4_l2ew^l&O_I{$BSXxX|?UcsLoZUcNRKYn&T! ze0Yq`tLkn4Bk}U|-FfsGYAf2)=;ixK;!R{0-*gx}ICp6A5psBZ{QUkP*ed5!N6i)3 z9UVTvvA=kSjM@*XKd!AbFQjZih3&eo)-Lca5~BWF!^9XJ*^*&{`sS}H2z4Jx1(6=v87&fdX46}X)Rokxbl@a>=7m45I6TM<&>cD&`tgcx+Te&-~bkUuHUn9r*Un;!?+cdaN5C?v9%vJ5=s znN}GB65Kg1Pm2c&hNj&`fE?{yzRH0w-mQw z_c}4CN-k=k;W;lJ~ zxSJYROY}grGrB|KBSa%a`%a5Ry+FP5RsQm@7V$8Cvb6175gmW^gaKh42la@21ZBAA z)Wp^fffAkEKfPbG?@duep#qtm6s#04WND#}ZIMB?uIe=Pcm$gsMK85IxlDatRbVA$ zb#cjv`;`@~mApB`<=)BerQR|BmIz7=DlXvB-`USA+%5z&BrpW$`XHW1YC;xToFld} zp_Mw79GU2YfNmC?P3FG8@Dt&=~ z#YHzsf6s)@gwHz0+)Ou+-kd?MhN<45;nQT%G~IMpuiQwo9=*2X#CC3WIe7TE{MSmC z&f%x_($|gfIxmK5yE!)L=J=+2Byikt@F8P`$kzDAIrsMt8?UtQ?hdXUmmE1H-Xgvi zu@KeaNj`J~ii2rtsCp1h(22-pIA&xN=cMziev&1V z#qTh(hMYVp5OElC@`T({rQ#e3lI#TDXijd2V-=5c^&i+k$HxiHPat@j0Gc zFJNDKX4?k8s|2h3apPnvXkmpRVlpq)HHottq;ZOI^Efeuo;{BTqob(`jMn9wuubP~ z*J~eLIKyg1ZJ#f@U&r}oh5U({5A~v{8rYgUE!I587qjmBUyn*BSEhp6I9mnWA09I= z(Oq$PY}~KLtH;J$kUJNb^5w0IH^k%%CIvj1zPcLq>l#1VJ9{nADoB1(q%%#t(TnOp z3>I-*55Pdwpg`2&K&ur%i(?Xg3}v8kKjA$u5J99lZloth;9PvDqa^7if9ymUP6i0U z#wcw4L}n3q{G7w^k%O7yKj~08q7MVFWEesCoXxLz>dROFkDR3#qDO8|Lf~bOwB^<{Y zD4CLRl&R$7(gZ#QtR=Vnj5x5G{GJi7NV8G25xRK31i_6%EJT!tReoERKpoqmQ%k~E zB3ja9vTwk8GK9j8fSMAe;1DA`71kfe#T} zc9SAeoe>ukPf>6K9<-j@wIVuW1L_NkkQ3)i?oE^FmwcM1xv$QxJvo`$nMIpSno^zo z@zL2&ZbRHip#NDXL=<@#-5nhx2`8v4!7u)37G!sJB??9z7?-k~m}888%|l!w;5*Y0 zId^9P=Y{i;k6m4X6bO%%%X6kUbu~(crjEypf-%qd>QH|K@{&md@X{c$? z_f2$zk?r_SETFBxkMAz_kJ67<^|qz$;{NIW3B0%*H+`>V?G6MxBTGJ-N?u%AZ}xwJ zz!~ZhU`cM7K`{GZh4APF4)UX(1v2Rc0}W7%1D4>!I|WwM`(+SPL})k)BjFd3Cpzni zicJ>9ARI4`AzxiqOGj=6LJ(ZJE6&8Zj-4H1Gs1`IJc%^@l=@x!v0-aLQ;@)W<8N=ZvnJT$0={5julrDI0 z@<6x&iiGqUhGND@dR{~J!SP9rDU+dRf9{CDQThJzG4`?KKI=)rDaLWn)SF3KT_0;; z6@S?Pgy3mt&v3Iy=!m(<16M=R+k{1h$9X3Pw{)~MtiSqiGQpw|u}K`sx|Lq4h1(?6 zHq9%lBvOf0M}=2qhIy3*;-P1q?4iLq#k>xs#%o!vQ!Nt>J(shG zuT$#!x>*wszcwKTv^+Oox4O6*xNkh2J!Rjk-snFjz*fOUK(%3Q;NQedpq3CKA$!p2 z9nx6FsX4wzCouC@(+p8Yx=_qeI1~F5>i>{0%$6q1*cG*!44QJ7Tx6+sG+~He4GKX#sPWy zquqkg6GCi)Xz!8;0f!5kAYzRNXXM9Hm?Y6s!YW5#`=9BNup!xmu+CbXnmKWM;1vdo z55XD=*N@Z}wso};bKw(25#-6`QxN7s`ULSyXpciEQ7XlTr3@l0-Z6PGO*PRrNjjOH zk)7r;g3=>nO{6uYZ_|m^+ci2h=IA>bt{fvC7#(UIU?0^Sv5(-4nzl=36GXRWyM;oay{|r+#SICvOmu)GG5bY@AG`pCao-2K~;$M4DGi*^sD3<~2BMCi&2W%rWLW#Tm zw92)Suw!zExplW|e#&@PGj=W674sDZc!yXBjn=h^*>p3c=XhZ8@;dPTB;`Wmjm{8% z4f}Sox}L!Js+E5L+mZ1__{sk;bl-a~c-y}q%PlTG3OicMrRDWhaZ;gF39lro{IZ0$ z{A;t+S)?BL`q#ySn&QFb@vI*z)&H5E5vU9f*a2 zg>@x@g_SiT-sk`hXbPC~=gMk_xe4g7XG<^O=H|2LG4f%$(T|HsIGBDnzn=E48)=s&{s@6>l+m{DXJwM*hudiB9ZCs0byDj=IONOYhC;>O2AWG!x4D=NU<^NZ$ zKPMirJW~-gw1C|1QzN6?P=EF|l@0$FNnx2BWGvt0)T%IvaoqvcpZ}lE|FqyW%n!jK zDVG9M0cJKWH~fDlhc{QnB=ZcnfuHDTnWYjaUVaHa4y%ReW9DXoVuB-4!A$ z31=^~d09ZnBV#1d>7oQDW|;GkJ=l5r|1$g^=Xn+fBOs%{>HZ6U>Viz=(`(GM#m&o!p))_`8yt zcFxG<`|bWPcU0oUS_%G{#4~}?f!4WmAMW1^_$U}o_d!x?5d3x2n^&4m~G@z!b_RV2gO@6Y~}yR z;ayq*LN4O{ik#;P8uZO%XyV20xA&i#3Xl~N`L_n+x{#D#Co?!l{n1TYh{1iMH{Goj z+SL|lOckmaZ}&&dH7_^3emiAqh%g|W(@$Lx1%DjCFojqCUNPQ1411m4ikTPPXPm!- z>TG_X@cg_}=X{nyM6gZpFmwY%E^Yi@-j{_QThuWdXd!egRj=Ps-F`XzwQ~YLZbcZJ zIEf@Y1V6m7Oi_q+$J5vwdMNg)2;E73c(r~MOS1UkvM~C~gD$zfzOeGXbLy4~e;j9 z=$LP~lNv|Fp^w{97ue$)0Z0`pbiDDQKu`GWL`3UG&~&X4NuEFexvR8lh-&w1_G~4b zNjFQHI{Zp@b9r;cWOMJ)4sJ7?v+24s%1@f29`Pj@eDA0vly*tKxe36~ME!g2em;Nw z_G&h$RbjNRm=ckF+fOoda38(NOyJ!ugIQ~{;yOpj1XuI<5cyPfhQkxvdVU-}ae2>s zFy}hy0m|xu&&@E^-%H?1;u)!WH~v-g#`Zqy^@z=cfidpfpLzvN%5EA;kQVMwqSA=> zK|;Oy(J!>v-MrdE2NX{uNrXkGzuu$3(NgQw)HNnMb?$AwH9pOCAxcqnYurR zln7_N?Uj7x{q!N$g?7YqQd*_zHX%LmU+a{=W}qJ?Y#40XysVtZNkM`;xUB@(#v^Zf z5$j=#m2Vr?IGFo&?yziA&R#h=M}bK5#{qXN1*Xx)KzU+mo%2Vu=G&7JwdRR?e zx+cl}h_Lu2Da)Y$qPUkK^ZmSv)%G3hxPJtg>F?Cm@9?e(0-!Rrws{fM*x#+hd+{&^hyX1mPq*Rp8T18vNXdbBn_WzLqof9_$G9w|muCk@!ijP{l* z2sydIdT!po_=*LPoGw?EkQs)+Bs!>CLC@sHvWau4hE{GOZt8y|00(T&$LVT5=I_GLYEq%r;G7(D)mLB8{0t41) z&A9^)v_~4!4YM7;`_u<+mvTQ4<4HIJ%((Z@f$tJX+g7<;C|E>Ig#v8=c{XO?K?FMy z;kmw%xezma@jTLT%j8q;0ahrWZqsj2#Ag56=-5FJA>!eAAE3dsW-9dAs(?^1oO6PPbQiCPWR+IJrsij?o33HA|5 zfRi8wo0>-{l?(2L@tjyfwSC^~q&;0Bem2v9*KbhIBw42bLJ4+! zapK*v3#3QAq&EANDSyCDKb}F1Ja^qY)fW77cfQfF+PPw!{@HiE<1dH2DOr5M;?r8H zYzOgwnl6(@>9#Ftd`V^(lH%L^P)L}-_-$_db>W>4Nfww!e85F+u@;7%Z-tHagda&3 zRKq=u#m;}xJ18ri)xRa$_QZ>A@nBuD)e)A98N_%(r?c}uq3r?Zqx_{$zd+1Y8 z!S^Xe-&K3wvPhJvxZ*Ea}{K}!ZLJ=7Z{h^uPU_r zhx)@BHOKu+l4|SMV1@36gZ(&o&qD{jds%s-klEwD-lJDL3j=%lLnDsqUWb0I-eUq{ z7L5vASB^WLELX27nf3Q2yA<^&o5l4vdaYM0bgisr@H5!2ddp>2x1N#IRn*ha_8VBi zP{f1WL5ahonV&t;J|{D-h% zy~lH3w+D9$Zr{Gu(aEr2b@f_!+$*oXZqMJRMjshQZfbl-uwh_8BZS~(n0nS~B{iaYqDEpM7$4F#Cn?lsr~F#!G_q7AuPWtUI-X8=`f zCvz_Ui3hyY4KFAT?K=^RG=&D&64J{FgFxNEIFA$#Be}3f z*Cb~~z>nXz2F{Py7d!e%b?kg- ziQzl^u&Fmk*8=bv>rW8iw_^^;QSB-^o|7umiexR>m8Xnnh^1fO$4Ut^Q;8j`-Fk$}N38mE?A>5m_d1VC-WsJdy+3HA@)cJ4Zf%0> zpWG%$DFhZl9)AzBlLpz6GB;@(ogQDTA{9F!`PNcmiEegK>buogxim>a2X|TcRlmzqB-DQUdkkl! zxpV?ir@S?Z{cqgu=|D!ix@A81K(b9#+PB`ITH%15PDy7?e$jt zIr)4Feq*6+i|kvED@QTMDzKbO7EHKE)0Uu*e0QAv!hG}F@4Woi(=EBEn>RKMsSWcZ zME7r8^y*jiEqqTfux{+gz1&W}NJU{|F59{;& z7e!Q3ygju$6CTO(+5NyiO!0j3Cjh~2I`NI6Wza95$LDtYy_?gGFZEA_VuW{CPtY~R zp$6f3l6yYi&P{8^Z5%Gh+^$E&@6#7jZ12W3O2%PZ)^5s8M1mN|-i`qg{XvNA+YJmr zem|q*AIdqpVCRabSIyIl9hdaC96T_sE zJm1q+*4guDBC(}2Z&<8n`iRb1B-zd`Oi@AZBIHVNLYt1cS}hpZjPzgJ5C}u5vBLX9 z&$8+f7^bL{2s}cGro8>>rXQN_Dj6)GGs&L6E{H$l%H=Q{0Oyft9e?=Q%_kOHRzv9y z$MirpHxz^Lkg$cz<;pY^o4o39r?1q)03Y8Gkuij*zGc7$GS$Oz*T$JN+G098eDSj>oORUC07Q_>{R=p5M5E+lnt5Z^BvZAyk~Ed!f4U`97H}Zh1m3Sz4S}x<4L3 zz-RY`I#2y7ozySNq6eYlB!Q02J9v#sSdJu&F?+4bAJuL5t~N8dtAlsCY^EYqQlM|W zrzC1`XFyej3VZsLL=vUU(2Z?EJUOGChz%a-C0V2Xzoj$tjA|U!c<-oSHGgW814&qz zKX$;Vvs*xnHJbS!#=-2|XFyt zOUTU;Cd1vzD0IdrXq7(X@UMGbZ=nZC&@O-Aq1TKxRr#HISt@DkiPq#|RLo9(-l2JE zxBUxGq7g!NtBPmK?2p=Lj3D8M7Gzb0l6Ht6FE(%vUOteQaFZak)J_+9x`k&r4g1o-?KPg@%S{(8v zjv~5$i!4$7E>-8OZ_=Tnn`*Ok>8pFWB4Ttq;y^x00*QXeJ|Kc~4VT z5b`%UeV_(oW_UpxM;(}4;T_afT+SP+RL(Y;QJyWaXE!?hI(bL!-|3(gSOhO`NESW< z`5|^BYm^{M7rxfSC>5&1Q^3_7smnrGfF?vQ@3+X)KM28WXr{zosWwdZ_1VV2Os?k= zvB3>$;4eU`icm10*^RF;ypx^SrZ5=-$-(OY-MU7LmS#VURSRgjYTds*1s`>}?leA{ z{W=qYl*9-$(7h6ffAX|P2xj!v;B@+6=FP!oCIBc+8XYN_Ys)m%zM^)kZQ|)JF{bZ4 z^s{|_JBd5?dEf`h`@pi#jx2^py&qPY-mStE-paPl#5-@hRZa(@BNPIDl{>mq1Ja<=ETh6> zeL@$1nHV~Wl7Ommv%!oAWbSXcd(yXwlXXhwcdm?ko2l2;74N<|>){*y{ME=>3ik9I z&U!^jd zMuv0SC3)Xy*U<}KmAXKQb#4N|-ZTqMPb5?_1Xg8C(>CmG9Z(L{xZyNE18>c4RI>#P zj8P?o!6x_5R_6}MDpG<#X5YV5-=H&MUgHkLqqX?oXey1=qUQ#X z6VrBy$;rAB-?Ve##!@95r%xUvmRzcp^7t_CJ)yk6t$TwTnh{SCCt&TAx6PMl>XVo& z$VC+I?ECC%ixHBsC=9DjXB+K-!y~YdB=zW2FHdMUVk4v(Gy|-9=Zs$yariWtsKTQe zF$}g5a`)s$Sm(-(zz-|bkmf9x)iFcapAEjq3b>xI4$8XHCrPcR}Lsf-On&Z zMWrr%tX8}6%!$EbQPk+I!D;w$&6J5TBzwY`2A6nSpgq28gP9?cr9Gj#&UW%>(deGc z!H^w&@h|r(zJN8@^7xoowC)9CoEACUiPjtloi4Rdan%>{pDnHHoOc1MY=)@5!v>XZ z#?Z$!<0P4l++;rI1+jVBea1?Zb>0uH0xt|QQ<*{HJT@*)S86e? z`>aMyJLXmCbo1Dv&bimo;K5UD4G(dJQ5%1I@CAkDMDOUU34$nhba8t+@3EE@OG!}U zG(4mQkR_uToGmq3g`nzoYwreYu(#csKxqVt5k-#fcc^|FsxO^TSK{?Ne9##WN|>CQ zJ_-KeEVo~6e07=RK8p2G&brl5s>)MDD(I1mFr+4Li zIyu0t8@lArD1)(l7r?88I(CEb8JHskmP&(kXoH$`s{5-Zc>w2$g1+wzY0DXe zc;Q6gb``rWrA`>4=?ER#QD@zb>Al7gjmF-8J0I3<&`&(p6!`$iyifUK0Y&6M6J@?;QC{yg zhjpFpLP+XrBLqex`m>^1sCNfV;qL3MM6En3L6FIUO4AX#zNR)J*kn|n42isJgKpC} zt7;}pNZO3_{Ie4lNNq?Z0{adcob}Y+=1XK>7HFql{d?>=tO4xEJ^GJAjKLF9jx&8s zFlQWV_M$yiPK^toqS+Tpxb;)v{6z3(?U<9$J~9S;`x zR!^igm)a&&G+iY?FBh!J^%d4oZ5AY6+BbK%iw(cM7Rz|KqKJ<0al33@-}?)l>l|+z z@-qI_pWT1{NP5$}JGf*S`#$W@|I&@6^PDQa8BGZTY6YMs)hLg0cYvNW$aZ=8hy$XL z{j8dJps3?GX?5Pc^g(^QobhBNG2<^!ym&#Vvc70PU(KJ_oRnhHN%tl5^f(rV8}_vy zw-+JRefqI+_@|fl&3r<_JfoyQzB>$m`-7b?@h_$ft=d(gSr~7}s*ixgU(_Qnr#ZUd zSxyM3l{>9AxFc1wNbFamgOQqZMWB;OFdT~ZF*Z1*ZMebnkIkpwjdW_W?Ufn7X(B~2 zaBRpnNT$+~>_z;%PbgEHYKhkq{goqwX>E|pN9Olucm10{k=Vkr&Mns)p;#@#KIw6# zNS$4Wi}9|IA74qG%urb$gASd)*CYd3?*HuEs{fg_6;^)K8iXZY*vMjzvM z>^hoi4hak1`78t<83zig7p<^Jw!hwRqJf4z5ZGD8lYR3*4u zdH!@)g+!9|sy#{JU4<`~KXfj#r18d(`TUR($)@5X!W##doF-R1WMrj%XCyM~%`Kx}5DSn5! zjkpFlj)12o+PY55qndCk_6m}va5S+eOBl(D7@1@&e)1oo*^uXyBD{l>z{gz`@)t#V zf^O`6mVGxN9bTE)QKfFG?Wr+D{*ocadZRJq$#fnh z+ZY_HKPccd-{~y~zpeACm+BZG1?1p0BH7NMyDCO{Y;6VyKk72^G9%*bC`rrQ+LV~_ z1U6Bb7Jm;4zq>xIq#XIZdY-OTphlSd@jE3r(bLp|C1gsb>c-0=8hwgFMo+70@uu2~ zcV^SwB8gpnq`))B^x^CqaHq;sOQYGv5d8Ue2G&r8JgVNtI)Qc>s!*KS-6q3BRQG|V zoI4jBZRECQmOB1qk7u0r;so5I8}Xb)&64%IJ~#QOyb~hmD}yASTRQMMw|I@FFW6LN zjb^q|2tbQ(&8Sly(QaUdXLF6E-9{qDkHwu};0TXS=aPi3#ZFVyzugxAfh|2QZ}?RJ ze&XDSD|$wYb#f-sy+I~Px#)C-lVZMMU|O>ImNqZi;0SRvLX4B6s*Dsmw5)UZOQF^4 z-ZFDu_1Em8dS0}f8gnwWr_{d`@72dTSy)sQULibTb-*KY)m$U;3s=;79>N^1-0XX% z91HE75FQ7`uitbd_D#|VQO&opt}A4bJgAmS814}g11X5{A!GU{wL9uPcTBV>HxOU8 zQjvJS+Oaj;r1c|v2-Zjz|Rysxy2H(>j+j?y1sWt0h14}kT5xOXRao6ri$k95}@7t2PUDhzF z-_$8_gGqX%MsmjSXe!}8x=-i@?YvS3dA<8vo}~zTGO zZ&|#pKBGys)-79USW1mzqx2XmHpQbh0SZo zSMA^^<2HSQ+)3}B@9tj^cXxg>L?Dk>0^3Q@`>uN)^6aGv0z7}xaifn`NS13h{7_2U z-aQ}^YqQ6HKveBdqQFYN5%$z2 z)iTD2SBNDW)Mq-!&|T6jf@jydL^nCKOY1y~uZtUW5umH8e+ z^Y$`e+45cZ#M9Y>-C?k8KYc8x%vQuKv{=#mF}}Ar*(>3f_&F|6DOWDZCt<6B;=U%L z6|W2$pPfVQB=84x$?z=M+l|0|Kg+`5T>MUPX>jzMCJVBGmg`|_U40GUh^MspIx%rs z1bPF9I;Z!qB%9yzI9ObuKAgJj<14s_-(ktu*8HMrJGG9nB9aiAouxz(i~2J{R)w{Y znY6e%w(LGhmYg$<`b+zEXkL}dhbiF!>D8q4XV(L95)gL>i)U%KCiqQ0Edj>D#H`#K zjJ*jJ{*y-pLJKC+)w+qt&GIoS)NhTMe~)l^2VMqbAfQtxp?a(h>DJCF2PmU_!=IS% zTmbAsCbfvEtx58gTE?51vMQprylVpPXTwwb<5oHy9Fz->JKsW<3dQRnJsq9b;ps&f zeH|`Sh+65qc#NgBLZsPb?Y;_fLHm{; z<9=I^gZC_>5KMBJ?X<)|{N$H|ei1>2JCw_1XF;B%q}{ZD7Kr@C4I4*|NT`RPf9@z> zZULWw9*mgcrL-urNT_)nh+UxkVGH?bn(NLiC_Iesk&t1Vp6suxHu!xk;*`Pey{~gY zh5B}C#qzmZn-UATksF1_sHrA%@py>#z=hONsv+Q!p^-h;DR0SzCsJCg^gUU?tRxW8 z5M<^1BC{7ox=b3A0m$2_oGP1NjndDh4qwS}(W!Sj{Nq-o>AnizfU2T-hPr|gag1I8 z%xe?qMZBOQBhGOK$n3!h^XI)1j*oa8Sa{`MJZ9r&`B9w!Iqcr-YkC#)zy&Ww2{uAa zvEiUq$L45)vHY7%T>UV=k!35oRQRtO4RYdLyF>`D>K;jfTl%4^3az#|2{8Xs{jYXN zD5&9t;)!~*u?8WeL{DVVGUZ0gRu!?PyiB`+TqWL4(|5h5S1JHNdWh__qxTCEjs7pK&-eccJTH^=lbk=G#+60Rl zl@I$o7+?3ocE?J`s~Jx+8L2Jo5!6IazqkGGA!LAa4Kka09l$4}2mE73m{787y6m_I z(K^$|zt~e|@3!U5?Jw#V2kJXoY2qB>yeL=y3M^k@`_kQ972fO1r+AeP!wzzdmf=^x-F z-ES<-jTU~W8nJa}pUx>D>Ya9s4b>Tu*peGUI$POAN~0=B;+N>5T589a?dY^mFEGnY ze{0rV^)g*4qNa~JI$G~{NDpbv36_nJzqV)tI3EoTyglJG)7ZR}4g?I3pA*od8eQ4N zeC`!bK-6m;7#pXIc@`J32MsA)8$KFv9ov>62&T2g1~+snQJ&aK7s~^!o_~(waO=zE z&eK`zoaJ<-5Ntz5Zx~Zx9cCK2zZ{f>ynR0GzQSVZj&ix#hQH|wS3EIa*Z8b>WsktY zT5n#ly6xWiPv`H{nMQG=nFW0Zd9FV&Br0l)pJrsq3qN6r!CH_SS@tl|G%9_sqyL%M z_eXx=gA^ohH2)Zvk6RPA`PJWeMKXWL?%rMtzutcNyzU>cvn49^I6}`7-<}i}E=MQ& z43%h$QWMRgFm|N8UE6|;6kDs=4r0L9ZO}X6P>oqM|HW zn1t+vpE=RKQ?*?31`I&3JWx^IXnt%pGEx11w7q3m99y#n8Z2mVhu|9A-3E7e_XL;V zPJrO<9yAH=?hZjhaCd?X4#S{#vd`JyJ$onL{dfP()4jUnt+&?dUR~8g+QiPXcN26^ zv;BCQYId6NsB?ZvrXV=MM1Fl56@{h!mV$O#X{f|M5<|XGXBYBTZlRX_vmp};6RgW8 z{t7?l2g$O?Ss&-@JpL8lcg>noqUPEJi}I_J1_f_5(IX>Upc!}NQWER4^E)XTZ8CVr zs3za^TQEkIjur#X=A6@g0Gw5wNkXJnwzmk8>KJu5%bi-r{QdkVp9=NQvB>8zcXPj3 zr;sMs)#ErmhC`*d`wCF4bdO2p1)-Q+(mWr>WI@WU_U5P+@2)>Xsbtk4^C#xrzN# zvh+roe?8jcOLp;B)JblV-46xk1@swTDW1>eADrj*EN7Fl1RMRQ`p^R(`pJJVn2mZi z*3sjqxtx9r*#xouSZG!UQ*Xyt9`P?^yCbemj`J@mTL#4Zmm7hiFelWFO_Fx2jjyB9 zR1Qo86nqOPYc1HyicYROk|qXx+(R1j_z(1?OZQy0-l3N7FwgbTCOB-`b|;X2(}MQ~ zy7#B2u#Qk`3G)$%%i|?jpSbgwdxMlnUYs*Ks%tcEy)`=XP|z26U8tSc zL&V87VQ>tUe6bv%$l>3ASh&hoO&uytLpPjKwn5NkvV&B}ORrHEHO7Vq+HtsbVZ@ET z#YV>0zTuvCSpM76LTJ~RExhD$mgKZtGPl+(JbG9IEFXni~ZP=gr$sFFUY zgQc6>Q!QXJ2E$K-q$chGND9HOCipKOz^`ky55gVn7aEITUaj{`2bD~`?Vq%qDErVk z!9I5N@KUI+%{1(i%}l+e9HqSfVQhVq7DcE>nWOWbs^rZ3)O_7!i|EJM#i=_AS;x%m zfj%X-ApuI>BimZVGhwd1)#2INMqJI^m*;_u8@#sy*z3|)qC>gLX3%vQ#yFEG8Q~`b z{gu5_LLe@&?WlD#=dQgg`prY}Tp+#A`q8x)$$l4c@UHpKw7`+qY<%B0GMH0c`^G6h zZs{oC=K^JUYbH>$>FD|y>z;5@aa7uYs;D6P1~ zl!HHCSU4T6m+Z|_paKvh@1 zKp)a1y5YsXFpkpQ$`G*Pi)B}i%qSnyDp`FnsfiD|=6`>(igqA07?{HtnRi__;rDZl zm|CTR6;7+k+L^Qoa~&Z!;4-NuiuEDx!n4i+b;ssOsNRE3yeL zb$sB8dz~puO8@?Bv0Pd`O*u4h#q( z6Yw#P z2>QjOSBSJa*(Cw12;;>fO-wZL)pfWk`2c-#LQ+0pMmf?9AtKO$L9o zrRu8ZFx7DbNT>v-cB|EXzxH;<96m2-A3S zvc|4cJl~4xD&6avF!(dz` zD9>#{sFAcSP%}OMAZ7`@PHEhJ&NVTA5bHtGoVdmJY?CMU<39!IJTOoqA`T$=9G4NQ z-LD8urOr(T%`YEA^kcOHyz7#Y)WpvlSgQk6zk&UPAL+`Qi1{Pg$phBfAw}3TOYGze zD>Ah>@I19B0;e1KWCpEUh7o2%HL)|QhRnAw0@~soF5mK|3Qal!M_zwy$h2jmPhyEe zZ2t&t%S>kPyoR;6V(zAyxI&gFv}LeSbSAnPXw@joRwWihtRg!cU)$s>mM?PH%J(jM z!~gkbx&d86jQE&zj-efUud|B^Rk22V{m7~^<8x6ml2&H~9Zq6fnvNHJMJdapRA$c{iSCNzJc`=y4NZK)DPl)9v4T+{D+b#yu%!lM@Q02nt) zhEgvE=y^maaR2dWXn@(`9!%=4f=p-PXYDGINGqf%zGr^Z^2PtXomnA4FsNtWUm>i7M3fw1@3C< zFaAd9KQ)Z`2rJhJMX0EqHpRh#rIDd+oycHRQL-*{^4BLN-y47$&F^Msg8!bi{!hb0 zGw`n_3B`aQsEH~?Lm3x-7v%a7g0ck9hytG5zIR z9KtP`G+1>4v$%KGA;76B;tlS~_o+*4a`YY+h7f6qvu$|cuf1x?ZBkl)^0j#lf%mhD zjO6~ESP(sUPj|XOWdJaJ`_qsVJv=s6%0h!vqy;A?JzYnW^ENO;O7(Xc8&+gwk+32n z@Q}t7jGv_4+t;A*{K(L(?}>V0f3%q5j8t;tuI$ZIq3D76f71M4n2G{mHEQC~v0nW_ z2|944& z4xuvP5n=ziH~yEkkSKgM>yggq%=~Yfs3b&jkP+FwqyIM@XBbeLjJF8MQtH1${FlQ) zArKwpn*8kV}HA*gRqst_vv zsmtb<8JG|qp&{vS|0|@Bo}o9mzOZtI|G!2Sq65>cfc(EXxEAj&JQ@YAy{#PhQ}dp$qaKSam@8d~EGv4bE6!NjEan&PW3rp<_!HW*Df z&|h_$D>B6y3V)ADcTQ-a&YN&G^6@zg53PZQ#`#xJ*N~>I{F&%Kz~6k29uGu&hgzn# zd1C7|k5y*Y6B?TPM+}S5p~gys9Rg&?ZJsNBe$}~kY$z3u`8&q{m>eja)FD~Ys~D<} z{9kDGqz_@$X4h=)9p|6H>{gV7Fqa3%fl1-doVax)hfv~K%jfXNzX|!j5_xcf0*SQr zX!f$nI~*5{OOU@8c1m{Go9|kU2Mgx%WKX(fZfZL$>%j=|!05`q2)KD^btUH|S;gfy zDnEn$N3)tRpm~&PRLVqDfNtv~ZbJ$t5?Je7Yn3%imC!DlXGU%2L_y#xXj^}fzp?ml z9cKTNPXgFMM5Q{s9j_OXN}cG4{A*JX!z7Og#=&ZlKJc5p9=2`;|d zP>RGq8f|=U5moRrS#1}1Cb&j)AcIEj7J*EZGVLfL0o`%pJZ}Wgd7FOZ1e(lU<7NS2 zYf%%Lno+fX&^(FBf1nxX4m_IvVW=Ysi>}9Fe~>6DkT*R z3fSV$Bs3%(fvW)-PV@}YvK#PCo-U;T+C~AU#*&U+PCE_^r$`aloic@DswR3vzA^7A z&TA#P&7C)oOB0aWO2TWXIpr7JPg|o5tXw!n<_nIgPyw%Cr!C?2{0AEIV9N2|ZCNtO zwJ$amiImErWiP^%KTKTh^B3T7>0@it^llEP|uLl3J%$z-J{^tqb|>}!Hs z)O!v^TZV$JTJT331v+E!{l*0sK%s)mJH*S|-8Mf?fxI*{N13>9$NkCeg?HfuW{B+t zcWegBd`tY!Pv!MBj}^kmG4Vm^Eon5!%hhbop8*TvcI&paW zJx=CynJvXOTSaG2?8YVyU4u;YKEI65ih5C?!TW?(oo>(Ad^_!*IN?X^+1Jj0&ZL2L zn{k;F-G_Q?&8`({RuCj#s^G`{V8^PMmh^axJm<%KKix!=`|uIN_<%ORw_jMB1>BiZ zBig%vU0k*3+D}SKhyo<+kI|oa_e=uqkjDKC6lz??ZA*QL_fCMIkX>u_KCJ(OTU*vs z&AgWb%@N4xg+QG$nZw<9T;q_-xcPi|IxZlwr|igiZ{OL)cM>W1f^oBX>AExmCwcH& z@dc{h?U#&zj^ecH54LZi?w!p%xC|h-bd+ROQT!jksGhN>sB*p9v91n8sEpq0f<6&e zJF_L!{hNVj`8%>d&b4Se*C{5>a&jV0d73^~;HHDV_v_J|o##Z8+DsHOyZR=56ddIZ zP|u~b-Ag%s5OS0NC;p6 zJ9%2$mP~e%AlF2FGU(OZj&+~fW|%OS##S5ek`6q^prN+4{8B_4J^g~a~(cmo54MGc*9 z+&VU9i_H4HZ7xuSB2N z#T_>2m0tFGB5dO)XFdjP??fC_@^Z^iC`6fw`cu$_$J-?#RP^=_TV!KXr+h?!O8iL2 z8KR04cGo%A{W$p|X|a;xJrBW)@E0}i#H>Nr-zNPTKtJ|(LI&8}IX=HRQj1Q?p@T-P z*e6zro{w38=WAhkZDT_g97-pq6-_~dI*7;-+{qeGVbZFv7k)-Dhxe%=CUDzVq8T^pJ=(fA}P~3Qa;2=o_mnUa6KlS7a~GK#0cs(Y))ZSE%Mx& z-SE>Z+a*U$0t?s;nx<6tC!6n|zDqnDOuVl{uGB@!I!|kfSH&Jyi+MeSdkAN(Dj2Eq zW|T)?#o>m4HNg#3{CF$~bl!O7YAOZGlC|^jpc zS)TQ}*daq)vE}CSZfU-pFW4;^Y{7n?TCq|$RIx+(zOCMCA@|aL<(T`| zd@x-!7-CJbwzR10n+RU8XK+3Zsi8JEAJ@6G(2YW;oDeT~Xu?TxSwCU#hMF?EM?Af;4=4iQs@Cl^0*1xGRv-hqP#uvcfi5;uF59txQCqyp&eg3?zmyHcPSam~SOD%G19pC3U!qkfo+z4RR@3saMjyr(mYZdD2?N z8AHP`v6!7O%D}Vz058J2AWK>;oBS@gimrs2Z{N0sc8)2yqCW1mak;5pjdFyG=_IBZ z=6Flgqa1Ae;%PH%hwI1aTCt1j45yJF9f}rkM%b7X5^W5)k=4rCYvU;q#Mn-U1KNx- zB!B`|#EQOs^Q_U)R+SQH3r^mN9V3%)99Y$A3rK-H+C70g3p*}`S&tJ3HgXBgd0q$O zkk#Uil+1bkQ~a%0&gmCwaq!8atxG&kW^G(Xr}drUjh)mY+h-RgF9p=HSx&yMBl5(F}zoEX+6oIlp9p8Z#I9j-MehCJC^P=Nm=85 zL!BpJX%``x@(|MRqJoVKuU*&G#85Wn6qrNa|((M_0^ zeF>}~8x`^@9rdj5GidplLE!|VAd8&-P}njhkAUhoF3I>L_>RYmt|bruvG2av+lBbD z*+!r(tIra#jahOg36WtBgLQwqwm_E zUt|Ekina#te5bd@?Df>=kPxfh@_O@@WGnm1#diR(3Ev{x+w#`ibd;>kz{}J)*!s$~ z&Bs=m)M7hQg~_Vxa=qXScZSjdU4dWKGXWF6;8*Q@RO7S0zywnZWE3jZ1xs z67XmhBl*K$drO?Vhfr?c;0SEF^gT4@+HN6MDfa4lc_t)>( zCMEIC@65}Qk2yPut7ziFk)^upw9j`l`lCD4@Hm)@4QezzdA4J;-^l2i<&e1!ncjGK zV5)-=m1|M=SH!pTkdqjwN`TxE00}KUOKR;#xA1F#3zczbLLMEp8o(Mvv>R0(GB%n& z)s7Ze19UJh4xTwjIbxzJbEXJE%vpHptGu^}TdnwZ>v`G%06(8u_z>l?i?FP^x2*s- z-iV8_6N1sC9Y>wZ3Mv?OQD)eLd{|a~IWnG+;ZEQwpWTFD|Ne0A^=7Wp1c>?5?66Sw zM=i)NIm$nJiLkv>cy-ve9sr)l`&fRsJoteU{rhx}`m_9tIW zr>%2cQ>x5+g|r=k$F{;AcMC244{D2N$N)E1bFs6#e9gNiV2_c@R* zH`7E4XxE_bcYqvyU400>7^F{G_bI&z#(bBPD;6{bvV2@5N!!Uk9GWh6YM#y5p zU~iEf{-sT^Ah}Lf$r3pv1aSgVV9W5i_jZvgGNg{!y!LCyy>gwhZmxbZ$_Z6TnOOq) zXb6Sd_zhfyV^Z>WvuZ!f*sbTDoc=9wE%1N~KugBbv4yoDZL)Q!^?ZMeGXKT$JdHAz zt-y+KuElyv1)pZvB(rF$ zn2~RMT%amBKS^dIjoK&DXv9jfF&&J*M`}tpiQ1skLQV8AH5#*N)PZgJF=FUDLds3E zY$i!1mp8Q}ween?B!a6iSUC`W4VGj}^;;1fJchz54*7}KdbFz-_rbhwloyNQA)TD$ z!E*sIraS@L2m#%_~Xa|thy7+Fz8yTu>UgJL#WE{z;?RSJ`pUR zEH}%?Jn$SNu&QKlv`w8kZ|puhp@rE3_@=A&D-|hP+;6z@1pMs0%oyf#FH3cp7KLps zIx!>xb(16Jxa0vmF{i0QYcAh^?KhrD1e#$CmhR4VtVinx=y*7&7Cls_y4DNKQm*eP zaSZPRm-mpIVV#IwgaaN>nvfFr@5bn(n$4*E-5sJ@(khs|5)jw6HAy7a(nYf7*q*5$ zj~VnjY1O-Y2#o!?y-J$;R^!$VaU^oDKDkxuXe(Vj-qjxIO+c)7#b5ZMdEuz8 zAXM6hWq2+QW98`CP9%Y8zcxYbn!UCwd1fR4Z511&@Jq2u)NCB&ZLB|5^18UED;)df zjN7Cd$PXn|DTWt(+MTpWe;F@J2f^M-`azT45Wb!@bam4G?bx z5XX>Wd$@Vi!U5Rd0(z-%9PG3TQkyS|dx;k#^O

;WaUQJzQ@i2z>2cRaC^o^RmS(Ko3-uB_Uwr4#BoZ4pZjtCnqhLPzb zHcl4TmW7Iu^Lix`OIty^x0e|!$d@RmGFdGOU_ETTd?hanfq>Zk2tw+;~Qz`HF9 z!RQ{C54PL=4B}?eAz|x{%-NHA&F9Nl>&&3@VRS6bpm-z|t7l$X+PQdC}fD7gS7!kGxw8jc{fHj6Sl3(bZMO z<1{s-*yUDtLG@pBa>M(WRRODviQdh~S_Rj*jEM!;+kDnc>~b&0J{eKJ!JQ+BLN*Su zY3mRitM)ULX&WV`uo%J_OP`}uOn*4l6CLV-F`Q>Fv5VZ%S1*5QXS%3{I>QE}(r1_O zqD&Q2^H3fDyx2EZJsFt`+_;iLq?V&neGv&goP&A}$C%1i3zT|rlUYyV-D(GFoh0DG zMa5+K`0W}j?Sq7+TFA7J3rx`Su($eMfjW~5vc|NbEltU0o2K>xX3LS2uWD$}cVp>h z9k8jxKKK~BvgqFpe*La-D`f5D+(o_fCwT{z zf^!#sKBiSicQf4cEq;UZue3n0Ur{#i!ydA3{aw!t^N5Ql%*-C-7uneOCA?1hk>*#$ z)eZMuQVky6Nv1`7HS@pirCCu|Zkzf}S^K0GnW?8_15!za$rkRkf;F8P7P`!!2z#j2y8 zHF$>mCp6b%;tgJ`kA7w^nb%gfG4@fNM`@sKKNt-zkr})!NIJGhyFf8pB%_jpm#<+p zVlF2;QofmpL~N>$U`^eRYd#stkZ4F@xp@sH46lzEux2iP)o zRu(L}7?pvhPwa6RGWWKSTYi-#ZcV~13Aj|+h$y|oK;%P5_;1u89}X(O{Ql#%Y_ z%i#PL_DBuBrqkukP7=t%ll;qdlk;n1H7mLSxG#A~E399X=c8ukn$iz) zQ=poi@c6NC(XUl$c^`lOa6lrx7PneWS2J%*tQWW{@mX;{TD4*6xAr{A%sQvn*{_bRDt((_%8mGgRj3Zd=erU*+!3 z_uJzOe;i~u$mTby(b;u0SF(2U1IWg}1|*wJS}F1aLwYyJ%2`b$QP`z;V0!!(V^e|${5Gf8oc5l zYoew3k0aTLBkl;Fs->IRmsb!<;8Rt?xqCdu1Ioy|OSAKjJC-SCmXwGkyD>0NzklIS z{rToy<*xCKQ&)FHwSzL2R!tqop5?A`2rU@Vl@g_DYLdr1bQV zF{DLW)$Sw?1L{$^w({dqKeoJ%?-l`mWXh1DoLdd_5=BNnLD?N#HY_|+D6=3keJnX{ zNY{`ieSM=YRI)SKC?+r zT@*X}tNpm;l&`{l+<6mxjn!XFsqXWD{i-*5_khN;!-HmJ;UKzET+?1lH~l5~Y>`O5 zrVwPQM)r}q?91a)OyhEQ351G;5ghSkaji}tLwg1}LDh|j=Mc|+)&m#{l~m90(ONkv z{CM7zWtM*F555(}8uCecqu59AUh}t+;_WU~KSF2Ze-5wj{RFdIs@&HMriHE~*<&@% zO35ANVDIJbdbi;YWPigcs7|P&jwlY@*Qu+jnuG37>rBmeu#?Zo8j$@GQ`+BRxGX64 zxC)J#Ri?&HlW4P_yhFJSR3g!LsJ?su23KrLSr$7k;1xTxT!Zy^+fpeCXCj3Y9_5t# zE5&>5A@~iX;`N!9?T=vZfq7)yCR%0H&?x2WB;}MS-%Y>M#K|mMt%oFKXIHaZy{Zkt z5@Dz><80+bUUZ}Qb)N$p1L{tBkeR7@MG%4ase+hZtx{1VQJMM80jBa}9&v3{{7q1= z!LynXb#2W^cXda1Hj{MAWV9KB;dLurgG$XHze=0)`Lh728kGkOB++Qs-VqDSws`~B z1p3&E8O~C(Ic5K?uk;KAQ@mzq!hOhWBRFt?@3`32c!R4AhZg$Q$HjpOT?j`hV=H+E zX|ERvxMCO(`OHC4A^WvL;&jrwsDdQA?};O(GKh<*I(#S88!Lz1W4t~j4cfmZ@N+iN z&F3a1pPn&$^cb1l>+&$xy0V;Y9ha%Rx}Ys9a$%ynXAj-GF4n54(LKjY^3+vLO8WF&M%?7HQ8hmSWR1KECjcH)Vdc;}RFR>n~~} z>4J0VTphGAk0J|R#iYde8mTJ`?YbrbP8dGZ^xt>g@}WB(ff~3Xr4CrkFjjpE@hqQnJH=bspI5%}0~ zcYQ8x`M8DN-3z|CTw^s?en9t3uIE6CyOEUthSZ(_w z%rDAxM=Y@?7P*Pe^y!gim+O7n>Ku9ww+r)vu4%&bKDz^neI?6Z#)15XQ71 z9^ca)+Yu1|_M}&4AHg?u&Saw}x*vWnbs?ioERIb$QpVTyyD* ziE2!EMkzL_Fmw z9fp&H7#%LHnO9w+Yc0YLZTXY*u~ZyKDmjr1T8Rkq$G5W{Qiv8qDNNezr{T5I{_G!* zjR$K$T;^04g6>QGv7I+ujt9lBEqzBH$lePyw0!wK`}lEgPv^o^!EhNlR2S;~vMim}Dk zzxr}cW9%t^PJVTKxGnY`>=I@bavlioH&{tro&e{b7e(*D^dp+@c)eNV6CU8{eR)A| zRNzgcc){Otw@dp>CX!V!tl!Ll>sygVhuaSy8h@+LD+V@GHJ{*UXIAo8Uu#?LYH}F5 zUmoFvTfWFyj*m)p9mcCDA_`jCiSbqyCK2@_$JuAKa(NHs7bs+5!EXgAhI4Lk-1Quw z4M<2*_2wlAJRMDtHNq2#@rC-d>|EDN=@Faw2~lonHdUo>;jtfHe{!^I^gSP>q0d)h z56GlVg7&_Y_WF}W?}$NX+Bm`ii<(IiivWUntu#Mrh89?%*i#mFDEcOijGZMoQHa~o(ojvUG5rJWES_58{CG42(i@B$OXfD*#1?+G zBTNBf0*(UCj=9?7hsvV_*Rrb)fr?j_u^313%l7TVZF0$qW*9CVILVz?TzPkcub1|O zg&-wCvVWHZAwUbXo=PSx!a0!OXXs$>KJsR4?WOp7q)FVM65I;(kq#JnQ1G~C#rsy6 zs<3iVTt-ufCBqY3Oe?q%2yLr};}rws!r6H{zbc76xw4a&w&*RV?~y8^z_i+tb^H+7 z83lrR9-h2lpzA;CRToGRIJ>iGiwkow^d_cNQK3{Kgk4}U#Uq?QE5L@ui#4VoCF0?Q zo#~QPl08}+CU!XD>dSqiApm0b@$gtpH~$NVC9t%5@u@zAPOtI%2JTj;Lr7)+Yn{ds&?pF zI^zxQ^dV1p6jdMd^Rm^%a+L?aUDF+fnGB>2{VKv5T8Z73Og_38_;6IA5#IM86%Ov{@{QhW;RC`; zObyj~3ycLVo3e1YuPVk|AUq_r^&Uytg#VHBAE7}d)ZGtt6#r23zbEx1Mf(6{)m}+| z>Hg0Ze+@;Ss^0K{SoF`MnDL@zh;Mb?a`8JR|4YxWp?$%pe>e(VL6dL#Y4&Hk>VN$F zU#Z@{ARB~^-Ki9a%%7vm>oxNKFBHFqyrm3sUT5cKf4XU4E;1!pH@bYU?Xf}n*4Bc{q3v&c|Mq4I7IqM6v#q5Od0nYP z>$U|Ht;kCDQ3V<56>`H=ZTTPYU_!u0`VRdO{@;=y5X}G}Ff!FMGW-E8WN1QMy^XVf zy7gDEgY*#I>U<7OwWR(X<+oxGiO9qxf1CS%M*M%<2nkJ4AIxt-3xu^HhlBuEFE!=& z_~gSuyk>Ip{69+m{wc}?%gHzc7_0q**Y#u&iEyZBzi9g}J3ohtg7lE|wV*LS2X`X| zXsQlVaA7Re=_?K}G5%xlOk5xd^0m3W{BQDuN+_r7hvUhWs<>Cp-9&#se~124`0#V# zTq(8wzZnlvk$-^j{`7mH^p97gP_n;+uR;pF>T`XlnU`uO`A;hSg6EfRzZK^p`&KbN zvVZ#qiQS=i{&KZxpTe3B>0IOQiS?Erde#5=(c=}eB1q?T{BK;!7lv(pK_67WiZ4)Lfp)g1peQ#5qHN<_ z06vsr6x7|5^UU8Qh(eFc=3DgvT+N&`e!Ch9u|7<+3-m%)vMFF#jRxN)KxN&kVU4$zb#02BOSBBD&9pu(izVkVQ{ z04v4HSQNQrW-`T^K-c>F?7_(slo%Guc|1pmxMY?tW8e1s5Se^etj}+C^6x9SnCq|C zCSoSmeh)O2N{XqN!XJ>3$;S^;{rXDxbE83x)Y8_uO1bdlA1#lz=pOYjAKqo;z`9W=;$no=y&hH!yx}j0|g|WOB zNiu)liMhUFhMgDaPm6*bv}9Tq<8E>OW_}H6V@KL=@v7$u3LXNmnFH9w0X43RN}8=o zi#DScNAHdQpmstw-$X}db&TN=Y(9!3kakk#F8>;+s@wq7Rr!>*vevdi1Bg*IZ2Jddc_Y5hZ)<488M*LUSt>LR2Ir~FKUCs-o z{sxjvJ{uy0Dr%r43^M!6{W2k?-4(gtmx!r$SfnvUt5=BcMC^Z@T@D@iaxJ@nQrol? zS5yD6;F#>7(-9&i0OgDhCP}P8EwlmI6{XX{pvK)Nxoe+)-LL$zDF_0nCY^-Q=C9!g zBtxVD56+&C*Ync1?Kexdn@3e$s9jHYwwp_Br=3Jkx7%^O!)ksr=Le;ExD%y0p!EO| z-^+2H^LXI0V^Gugw_{b}f73#sKV2bi+W_iM+Pk(EUr-wT3f)RhO= zSvqgcqS)y?SBw=%ymk`K4$G==+ceHsl9YuBPFjyDBX@;wH$FIlchj^PwQYkwl6cb* zGTwnsNolg|YV{l)GcOkR1Dy{Bi5wZDf%m6fRZBlzjw+hM_VWTdog8i5S?yFO^=vC} z_Ocv1Yc(Gr0B^?dtc6?F-dj3e6#SE0K}t&b0*`%xQx*D6y^S+1$2!wOi?s)Lgtp}v zN87jcKa`MvDDoKUcqRy#$*{7S zy`Nd)?oj?`-icaMObHPnTrAtsjv31Ds%5-47{lF$4*N(MC&(TqqQHMpbnb2ycrN9+ z6+tUE@lu&@H`%oQyHwN~8j*dy>Y^1QdAEMBu6aAsOB8%`A=`e zst(0OAP2)*hYyH#Qt(ou80W+AM$d=sMaGu%`+@h5$h)SZFO;1!sihM5zq*Hj%&8-N~*m04vLbtxUk*YwLM82S6s#x zaHUELQ-R?!%#*}En33|8)TwYnIgMLTHOSr#~Lzw9M; z{f5!v{K_%;BdI^{!_BgzX%HMP0z+l98KrJQDCn6Wb7R-OhcI znbJDemi$m)x8p?oJt5NtvSu{Tny2Zi+kA{1y_^f1 z7gSIdcszw9vuPxKNw}N~JAw+D6iW2Vt33ZFP}g$| za9SA!y{x=ePAA~;db{On@*Bq_@hfh8?0Cq;#2pPul~3ALM&DI}*n*$XUBqN$N8gG0 z!=u2^JiXD7jf{zu=8^zrEHr?-L(OmzG0rb>A`XK$Uv`fOEW8~4bF&K%DZv?w6UKZb6 zf|B`jEfQs+Bfzz_3uaN0p_v3f)q2Z0NzkZ(;$K*(J*76hx}$~H5MK`o9gsFf|5ihclk5?wf&v=0Nc zNv*>8eG|ebTqA$*t`4_i+T&^KUxG$mHi67K&P4G8S!{eR$(hp#whVJ7J=s+xga6_<7$FGV8|h zA&*ioiT6mUDjC6m`A1)KoKVqC;gq6#9sLHvZ!e9lrkOu^P4oDndnkatn`#)MbwERu|BW8(u_ zY#2H~nkLtC%d-L-`QqJ%P++Mzri;o3c|2abtnmGD-A|n0p51O3wCFYLkg5&ML^QOK z^}Ja5YidK5#>bz9aY*E(21C3(@Dsb~J4at3{;nU@{A-<&qEZ>I5#5(3K$!;D1H*&Z zDPsTz3M09Y`OSRJFOf4nweC84B*fJlQNpma;9G}1^&ck^D0{oK#v-uwQ4 zeZP(ToSC)ORY#rYbTJ}hnOro~Fv)h{=IE9o8N^sS1_@**FD+1%a4Sx*&s(L~_)XvO z2Zc5UF9{q@g5rC0Tq(?#QKU6Zq%OGVltDSHeQn9)zi-J*XIQR#{{uS8H{i5tzo@5D zkkp(|Pb;i8E#xqv4~`$RpBsH?%%5u>FE8LpY`v-Vq@0Zv#c=OYkJ{U!#O@J!Iyj$p zY8OG{n#3`dda#)G=MRcIN(tVNm}4BWQVo@>c@tclXDwdFB0Y!}pL+r4LUv#v zy~%6J;mK~5BcrIWqxcgpv&Cf}-bi4DqfDGG_C7YIJp+!d=Gc`;(|KevZ1e@>}|o$uHT{Wj`cnuhE|bsld9OB#fU7-ND1T z412|rgz_F$KKc)E zeyOV{k@y6H1T8UuvvU+|&{yT8#ANsnw=33y4djszzsP zG;o}C7@q}v>rtm-{WR%!y8hVkQkKWi&LIN#$N2bZ*i(ULq%P41#1TTd_`+b#P85%T zBX{JVd(=MrfRhK0@1BvWP{W6x-?rUdYR`om9mm}H>OQ#3m{i9eZl{_*!NkY)Jw1r* zkg|6}fBMgN0YSr^9(L0(7%?oPNLL;g^*zyH?A&q8^7K`=!6&mK&3{f{ zNO97>591x){O#E7WA|Ijmm%`Qzv;E498xE4C%xKTV*Q zt^4f`dxjQ8{>!(~WXKEiuv*EFi(Zt{BLBXfUWp?6jN0)XiZYVc*Z%bts5rueK$MEy zEm|x1*E=)60|9Jch5jYof6=o3e|{Ts<+j?-j`$$8l${N%)dR8MkBh@J(T#nbzsb-SNEL2R+AYeq4s@)x3uW z6CsQLSk%zyN*5I+p`j%70J<6EQ0~PWefDY@WSWX;p=@mKux7jpMhW;s9 z=3ulexafJmpCn(^VxIelAASd3jyauj>v!^0htmK3KvgpXaojh5);)7%<~(xzE=%>z zugpm@i8pC_3Eq`>e%d>InJ9VR;r}6w=H_Fn&RlFZWQe+{xcj3q;!sY6kBYb=lG=dC3@!|!g@8lO$8H7-88r&bp@O7c~I z$kQl0mFD=D!WJXnL3$-Yw?hvXwDQhOE(C_kYpLR5Sh1FU%au z{np3+t>VhVZr=b3FPV%+=)cvvd@(Rr_t~Aj|22=1?92lVFWcv|pE@cv+WLl!N~;1vP37YHw|)i z_g5ut;;ege9v?f2*z6o$X<(To*lS-dFJ=J(;Tszg88%{}eey$xt;9QP9UVyChXU@) z1ErnJ;gt>79l+KSM(P2?gck6H)EC>){^SiCYFA6x-Vqj}D15M6aR~e*G_p<_ifSMW z2-pu~f^&+$mA9kww%AW{Lh+e^LX~5{g+kwD_+4YA^!H0HHw0aL$P?d@mP1EE@pi6hY~oP8OtHfjb}U@^t#LS&bu&Tnb#XRj@;G zEqnd(uQzG$;}4XtaQb*~Ko;@(^Fej!5&lpP*a}@Ja9yt&2}!YiU7(FROXPzcYV_>q zlWe!F@zNI^^xi!6C#&x*Qr+4)eXQ|7SMSbr1|sWt;>;uXnVp7`jJ?6cE#?J;p$(Fol(oxp4m zS;&xq39sps#XAd+0{~4!#_X?H287FesAa)tc+_U5St|4Y!za1(C;+p z@GQ;%Oa!?z^vh%h>nuuYBl$yN+XXn_sFWFe_b8Xjv3f81L?;~SY>kf2cKhGc->Sa9 z-f;O{OD?!0!-Ltetc^0*wei5Y@)l<1NDSPia;aAF`Jn((hpX#xS%o?cFwAo;r8ACOiu>eHVG(@0d+Pdb>5aa61m3Ucqq& zM5jUCG;at8H$PcrMi0~`Ak}B?HJVdE62IOCWHKn}zMn*dhF+O!>s3v}BK2 zrH>clX93m-)7UX%+QZXI7`g8+Q@$Vp5$G$1yPvJmB;`E~v<$dFW#jczo^LXfM?eSb za1*MAD1Bpu!`{l6T?PTf*Y$^I#K)}T-5#KG?w^_8{6hB3dEw`RjK!^=t`(l;GS8YsOE){H&!3Y2cof-(a9f z4DLM{5&()yb$*DbfcaL-B@pkTPal63G1TwY?&AX=p1+k{I?pB3LHoE>n}AD!x(WPz zX-E?+@P>i7)=vc21G(A{*#e~Ak(QmIsaTa|KzJiB1kxk-+h*CX!rxoH1ay7CeqjM* z(r71(WpOZhyz3;+y(C76;gD9d_MF}E8~Z${x==CUD}i3=GryFLuv5H1!w6N zL-46dDax(!o0c1QTLt7zq~k4hH;yePn~Y%J0b7@#xeaHi81CA|;6wBx`UF~3o1{wD z%6mc}O-*#{?$f>VVG|buz1t#pd`9fADZg>5HrAKMc>;Hz%^Z0DtmLTA49Jgz0RrZY z0ruvAoual2;`8rqLt+yx*;0tF9M7bX^a6%0q5^voJEJjXALy=acEQhyz5uSlky!A< znJ3}+-8ZSuY4Y=+`@=QvKyV7qO)`_z0P0xT{U9!jAG4d-i>XT}6JU21rlDH)&b{s) zzVsMq4ef^vN(}QYRsmaFQ=l(0p;PsNRKVeU`7M4tt0)m$VdrhJ0D+LA-s?R)+b%0W z7y3*aoNM14Qjrm+M(O% zG#*2;pG7;h9X=$J6~TgWZ2S+#?4oa(zfH)D$(s2JgtcIvO~mB+>0xyDvudY<6dW^f zTA&@XCbwD3;iyaDYkLsaWA{n#_S)w+s-mz&5P^mCv~d6#lX*Qj-c@4*bM>c9(!Dux z9lnBjh$ucVIy!k@5?(+j{#|s zs;BxO0~~%5eR;dIaf%UfFUwGGCKw;F!ucuhxevOJTAF;_wc3vb8?Q_s>u#!!VpmIS z+U&0eOP>|me$vmoy+T^E=Z*w*U@10kxb1Oorm8i0*+su*n7b+qOg=dij{c{|x3lsq38=?Y>VBOo3Bu4nu@st6NG~ zP*STc_Pn}1;!2=`?DW%~GU4u>oNJGSh3KF*Z8fe52>n#s3NTmxVlW0=jcgrME0l^) zy?fb3U$)z?m2pkhJV;9EV;%GDV{5^~BqFEop5K-{crPo$ROxWN<#k#uedym1Bcb+qbJI zsJxO_0uBLlqlX2#md9su@GNXLHD!$AY||FvMLF)SH$jgplhQdms;W(XOQ~MV4SL3j z6GGoCr|Y38dB0c#w}Z)0opefNl;kA#)uT;KF2fbNxy{7uKKwbZ#9lNdj?+$kVm8T96ZHL{C1qy@O3EbY050*8xebUd)nEVt}or%C|N& zrB_T_Jcvz?;;As^^xho1iI*;zI5!aP9f1a?As%O}XXIRO8@Eb)HRfRZ9*1fM-X`V} zpnCW=pLxvq(w+CqO^ap^*HMemMgCxy&&PS0s<&nKf3TRk{Kjd%mF$^E6d|`*r|MW( z@MU}{^sq}$ONJtnvR>|01T#Dq5s0P0S#9 z8^_-w#8Jt7DW-%VVZyFb&wYm2|8Td3S-ER7L{9Io1jp-8kQDgknHY5g%sWO{Z$cac z$~-KLqT+YzywVXG137Qdqp_4BFQWJ{U2;|1%L=unWtEE>5nq;Gm<0xY-0V*2j*ZIPiJ!aVQ7F-w60YxJJPEJwj?hE09-)6JOER~i5R*rLFFn|JZ!69KQ8G#yEhLZxwT*7XrrJ0g){aHmodu7?S7^F{ zyiwaRB;)HU(qDY0?KE9pvF-u$0sHHqtD+P_0KuuIlchP{^d6~2YC2r;{JQ#cSEG@>zSb3zrCn@FE$!oBSK+iR+l*vQfhN_9ve|8&6_df#bIBjP%IMTy~9s))zyFW~ZB--<~3>5Nrt9 z8m;*`jTfl3G|OlfG^_(HcfL?6C@?)>R_C52MEpV=^(uZ5k~YXVNzPTlQLpH$X~?cD z zv5Wbd6?4*==)?L0?fwa_)B!bF*R}Vr?oNEzBitcu!bL+r^N=g~v|5-f#yriTsN^9g zm{->C-8!vc(EZBTJ}Y=`n$lEIV5Xo^);GWXv|xA>1>a%eVdFgOsaQ<9P4zTfEoRTB zVr23v*nn(jGe_K*mzDAc;TB;WRKMk<(=shmWl~!9`DS3M>c5cN#70M8_cDVA#3@K7 zr`{fN%^6NX_J}D{`z`TX;o;RjjWg+%J$*L zjtLK&QM4C01DTj{x&Sz5b28i}rN?H&uUDrxmf~5OMp9*cV1hmzpbb z{$w8F3Eqbl^ZyeRp$P<{t`M=Hl);IGHc&Qf^4kt7mW~v9iNKGB6rK4l#%yO0Q@;;q z6X$-GF><9kprP8D3G&U%-Tt*7CCVqD_tjBa-Pb@o`dbF+Z<~^#@_r9($qHPV^(^#X zBMtq-Z#Gz>o7s{~NdXP5AhFHT*(#7a_1CVBs?ryTYR=AGH`SdOE zw;J^g&m5u!qE7X@ekI9@DZEKPOP*?sd55ikJUF)a(S*|UC_aMZsX*~fuCl;u3<-0V z&j*pI@Z)FYMq}=vc*}4jP2J{}lgW4I+@-c@;(obl{zvc4Z%8a>2F{7Bc3mSc~V_PP&XcQ#4ZS@;n`-cTQ<4_3Z& zqymJgv)x*ON?DXJFud7wlhT-#h70=~QN5~E6>&WE36SR&B_bK}pXWUp;n=l}#39AN)?0sKZ-O*H8UHVRSP5G zcQGsCH-q1i#hx(ZXNKs&1JZi=yH?u0)zM`fY~3tGjo@HUYM2~2T?k=3L)H_icaY4u zyvd2w@JV>>QIMz6v0u6`vP(E?VezefSZGfZ8lbck`JakRt2nbjBEzrS_~ei(a`!>* zE6da^z)bELeg2T{yOLjR<}n*w+RgP||J7i9_Q}B7{@ljPYY)A-_`mk`ZV!c`UId-f4YP)~9*s}=Cpn354akuz)X#K|3}`50w718_(NHiBmNid{YF}Z0W?FkuqrKSfm?wTb;`cEeN+zN<*z0S9STZ}uC?{unM-eYr+fNpwa_+V>|m6G zHt<{;7SCX_Yb?JWLfR+v zNgZIhKaIq03CHenb4LW`PGL`*OBB*Q9c3zhqnUDkFu}i8GaprUH11GB7bSObRC9kL z-H7p!Xd?kK_!&Zp}iqsP8j1V8V6J;T|L(Q}i4PEy#` zBky5y><2nZwa!UGZuDRVwlwrm5YF-w){TjjaT!oMH1NVitn!F-+}$qvt@*{de!IOU zV>Ms6UB7sga+sCwb~;YgUWWJ<5ZolAWT=rww^GmWq`yO|O!+uq;kf%$|F$dLpTd4h zd1IM;{{jU<*!x*<7;%LvTC9og1J~3<|KoQ}skSjI&9~^qAnJ1!2-_}Ocp&dK^|)VV zUZ!=gJQY4mo?z9Uw%DIcVmF2;p7nI?2XgKt77zffP2(b1V?7mO*$Y_1PIxMMN%@7m ze}3`5R2&3H-SuHHAYZmVMr0PTM3p_S%Fs)lYbDd71p-E@QQkM1;O@}P7+PF3l=(n{ z=VGufmiS567J@-3r13#Q6E#16J-&J9U{JE%@DFwgcB@cSOjLYU#6^+28^{FZakYQ| z8$*=r$+8iH;8zcI^9W<0nBm!c)6BICn2Ro#1x3s^hg&bdU3?Xrrrlb|w~Z+H@bKf% zUdB@pCA<^>F|(U_oCb*zqrRtmyzsjMUgjQ6=CMZx6GS~C?5L#eT>n{r&{DJ)h24H& z#JEDQF6n#-0zIy#*{Rl19y|h48LV}L&vbuuE#KCVVL|}{%wsN^k3o_%4FS!)Jko+k zy`%9n(bnog+>Yg4?5NS`2~LVwVQg>~F_@EGd~og~HJrAY01~7&EP{O6_we2tS~_uV zPNKJw0ZEfb9J;fIPL6D;E{1YM(KkFabTs_-#9+$12rrY;U=eyWC}L(R8aL(_K@a7$ z9y0S0Bz+*-aB0{#nDrWOx|R7&C_qB(n?Q*4!Kl?Ncn zZk!`R7RWkryM=n>*=%UDG1iI4W14wD9w@~Xq;N2XZ!CEUW;stTRtW7M-+^_?G&+iQ zbNF&#-C!$Nq(2GBnIv4xMz^E5lCGlo9W+!Ip>V15%Mi4Bs!pt?QIcj7^XDVVob&2D zM!zy1rlYQHhcQ;d_)+Squy3j9eue9e9ZW(=(Ak`LO; zMe20pog({wS)-&s2M7dhLC9FL1-5;_y34}f2r0~D3nc3DJhH#T`T_d9Q})v`ocFB- zQko!$!Cc>*lK!R~PQ`YR2r*6UBhFGU^jXp%iJ1m%4edq{E4h9lFOO!@+PU4ifqRzp}g^@JpXVk zGlhtu$KZTuJ;_nb&_-8+gyMO>(8NLdu+U&m^+H8j`aNHaTtJRP(dW`8%xmQ7*Ftb@ zH*^Mch)JS!>~DE;Yv-v%(+j$>SWy2+N~~PCOKK3whz~RLf27n4+>1dyW>1My_141o z#Wa|Nv~UXljrZg`a=TPX(b8Q>*XMJ>;b2@+s*ZB!buw0tV|~>X5Z5=)mP^$hi6d`ExndMM$CP8S<-Fjk}_iqqMHM0Td$Jf#T%Z?(! z;uT{B&LRWX3B!NjC}Us7WeD; zqcmpV41Lws$ey-*wQT#$wH zWXyQUy-~bRcU5uLNA5>UwP+ow0V5E6QO+p0_=E02s@CO@Lry35Pw}sDAR4m zY4MakSdx3FI&Gt%%I8zGYwROm6W{$Iy+M-d#c>`{=eWUF4&j)#z(I5cJ8Q%MB}ca# z-&3XBoma(4*BI7qGECT_#xCy6X&2u|yeZ}FAW<5C*q38G??KN{2Ay8`8|nX<7tkt) zUJhuYOXhYc4(H3K9!o5xl0n&51EOOIDA@hfi-Zy79i3_1X)){ zYZd)-xtHgg{uY3yg)bQx+q~KWazd_&^5|RZbfDU~?S})KOza?*7N*8mGxNN3Hso4f zOO4FQa&}8`-3HARpvk4nZ^J|0rF(Hrf*Jw0OOR%E)JX(CSSrO=u1aN3Mt>D=28n<0 z6Y1wI;C`<0lPzhbZQZwyy~#|*2l$NCYycYJ3!a*2$?&S1V^SM6EW=H*-%9R(aRqe+ zH#H;NzyRZdeAVGJRrp!>w_bSCy{BVGri2m;G2+9HgP>9%)7p2E=zDJBT`nGQkrv?m z#*UWWQJpo%*i35rv)Pa(QgG!M!j`VH3qkyAp7lEFDcFzSh+ zf(rr01vVG`Ban{&$({|{XYko-LT+Kt4eNAk-_WVooxB7Id{XUkZG5m;&s;&_L$HZ+ zZEoh4E@4Y67*pz3lfR4W_%dT$Y8MlOB?S~+`%NEzrGN@l8h4W6BoK@!ZKrW)b%68a zb2!9wMqL7qf)AAsjY5?I@9lZYT1hQHAq}C+m-DAQA#Q9AYcmUAbAyu!9js4?flm{$ zs2;NoR~J5=j}$YjKB-~o@xSzcN!u?zA2Ir|;b5HG6fFP2Y&0c|isjx`EA3h^M)TqV zuNlGeHW5xWb!(%Dr3gW?M2Rz-^;`xf$&0#ioL0U>E&vWrpr;{tQ&?kR^H#@?p6j`L zIE%@r7SAm+g8Y&SqwU;)rQacX0m42ZYV0Yj=BegBsu#7h7CHnSz@ri|7jDjfo`tT2 z+Rl!TtD5UaH0f(@$`&kWG0>c^&Bc%HYcpA}p}xsIg2O~(lb~an20(*PF9;*^dBPc@ zFaNWa{?a4XRn2qYlm;eFRRZgk-<20R988z7vtitr5YX?L8fmJ>j&?2RDj7B6aK!XL<=qPSK+TX6{1BTf02N+p`|9FqrbL)%= zBdf?e6e_FB6YpG-ft=Uk{{1%9G{H&J3m4F_V5WP z?MCIt!hh(Y1c`BjEN@?X@&3IPf@-D#tc?uk$K6|zi#mJBIyVQc!VO_@eOZ-Nq3>W% z*gsx?1XpwmqP1cv9w!RaZ}9GLf%6reiL(Th@;GXEbUHpIO;|0+dtG=l&oAK{Ywz_h zN8iHB@Xc`5I)4Uq+%Plq*=`eOiBw?0@ojZr`mh|+_i^L^80?YsR35a_AgvYr@IjI+ zR2;Nz`qb3aO1kw7Qf)1QDGXj%kU#DfRGGa{ml`{ni6B--K2N7;kF>*{@LRo z;Fx$|xU$RQNlSZBajVrHzIsMK{|zLSO!L`YRJl!E|5;XY4JU%U1;%#{Clp|v!R_a{ zejOo`2HAV}4v_3oH-Y%p2?qYUy4zI?VhJ z@+7CV##OC4r@s%+lN%rp6+|7M%g)ut5{PwH2V-Hnoq9Z7)!FQJ_&m%Ik z@?WnVLa59`JnW_0^ij#lV=vt#m5s)kH7@b z{egaFpRDgmDGtb&8tLzh*@>oTRXul`0q7ypliJlp1v~HvMC@9?xnovIW1En&tbMTmM4$5a1~{XV}QARs}XATK??kb{RUUjIPk ztgywvExiK5adtM6#W(%IRA!^UZbTjz&q+>$(<-?#7XH-0flwjI=L>mZe&#p|h_J+&aUz4pb2{Mj3BXbV>Kcsz? zUXEfE&?Ugb$Hqu5+V>gV#FhYskj;Sp(uS?+j;9%~gp6*YVI+=u9nk{m zzd*Il+4vqRS|7+)!U?z+)XZ&&6ln@cq_MX;%~x)w)73J1*mC+S7f5osNnZrbD{W3S zST&Tk8wI&BQcHL5UqeH$H%>usA?!(>Lw#N^ba%;;oYH*4_LelWd{r58Q{53)x`Pc?R;w6n7&b+{InQ^?gXzz%aq% ziI)N#Kt+q+fQRWN>!X$2r1m=oqyAu%ohxMGS?ca)ExOzCP_*Rp30KmUf%>1PuMfVC z9`DY6yW-Vfv=bVENJo|q{F~)t5nwMFg-|$O*%aLbIQQOxc(&_8tV#%o;c=9b_LJ*r zkYEzg(=}Vw1%moe_S#ftvOFPXWSRwM@JI^x3KrGdxx&9(GXg zP3QyBHTjJoi>x?B7WGq?y7x zc74Uv4|LBslY!z*r0^7U?XzR3%>a^uatqG5q+k;K$qy6@)F|Gl{REtnYyr@iAavtr zqz89Lm&1SNAAlcD95eiV)k2k+&|-bU(nuOJ#DgXQ!rdbuv_${thci%x1L9Ow8DFyh zODm3-V8BIZcWwV%@P9#@5vUuMgPgw#|KC+RaLx8)K#6i{Ui$jS)%^7mS$rEPN+W(3 zQU7jZGr$fN0|fQI`P(^h_2Kv4fXgU8KcoAbYjFiUGH(NUtr90g>`yi7uS4dOD7cJ! zr^ixW|GxS+P@^F-S(iV`NB&1^aCZWi@#$dq+1|geUKA>(V)vPX)S^srr1Q^DZFr8~ z-+8F@|2eXmWl(RiwI#bvHb$hT1|v1q@*E=j=*h%OhFACgP)_a9Q2ke`QPV#{Z_d8~ za(>FeIx2Kkx;iC)-b^MFj=M{z*#r>lfD$Or7%XpYG_wmPL@2Pl8c@BQ|JKw(TL#?p zP(?YkYLSIFIRe=DxPSr~?in@aZ$j-j- zWuF1q{e-qlbodNx2Cd?2q6T`06Bc2LXF%4gG=ZvF9(aH~ef-1cYJGPQ00&GrnW+fK z^cHby><@0;vDs`Zg>*j$BgCx&H-7ec#rdel^uG-b=yb>CG70L==ObJSilLOe#onL_ z|C8D|PkcOtE!1ox^^Wr3P2&v9FwVIKLsPe#HD^0LP%-D-vf?Pd0Ppi_F7+hwHCMI! zwUDp?bp)7=Q6gMf{xzY039KuINNg}DzD1#BjlKZN;l*o8K6taLDQ0B^2lTB4ShR7P zRS$dCE+JdU4%AfI5Gu?u0yVo<6ZKMi^H6ODTno~}1b~MT0<;{t z;azah2SW*MC>&X~0eHl_($pEl`@R&;Ame(~76Y_8C>q#+0@VmHP$*8-S0)5H2y6kI z)A~3Ni|DFLiV^TB?jwE+K@8OYnQX^XWqr+aTuL;7gvEO1wFA$BFcl=>JZpJ=6gK>QrGQdJmW_k~YqtR`Qa`qsNv(d|$K(H1U`P00kR3K5pO?k$C$SoJ(Tu z);^G^+qYWg6U(RmN!G#gA(L&T%m#rs78tBe*_=GXxS5ce2HYh_?eT=d@H~1GCi1uA_1pg zWg@7G!+FY8;V$*tb56Zm^K>Zl;FK1HYB7RWySKB5ab*ul+sl9G-lEvBS_0*8*pM)e zy<|ep^~e>>lr~vb7SzpVNWRUu$@LjroiaaKIyXJ3v{jtcoN)l^4EUmm35Jk!;=}L0 z9-p_IzhUkGfh`!E=u(hDZUJg{G};QM4mPLdhCc! z{e?8W|DCE=jO`c4K*1xPQ~+SyFjJ1aqzSc$%Z+zyHS^KhgZ)7jp2df%;fHQAGJNDZ z^%UC6DLA$So(Z3UUC&L~RCNx-VFF0%YAkgHPDaN$R8V(k(DD?JdKD_q2y{4WqLJmx zEl`?7xoTq>63ht{ zOo)f%JQ@lJfWfQfe>QmS% zOHrUv!t#oI=M6JV0vd84U8F5v^ob~yD0#M_F$7$TT@Qy*)+Ch2eu*ahV3(;{uu9QD}|Amo%f zla1!E7-H!g+WCSJ14~dfCM6_|WDnW^W#@&dp#2)KuH1acGo43wdEhMS-gB?xY%I~6 zGoQQ4)xwg?id#bk-)7F=Mm~?yLG@D;cx{eScr$L$Zpw3s*YjEkNewONy|f+AD-JN5 z9g)iDJHL90&N6{+M0TrPP;9W>@E!DdSlprMK>om;DU=T24PGI$s~LRBGVlN&FNk#J zBzh2qDIs9tS#OY#lG&PM@n!Fi#|*qM^hzO}W$wWzNOShanF|liT)YWkBG-1DbHl}5I>*t$C!KL_YxS~%iiVCVS za#vjvc0K2xD+eokK01IfICQ^Px4wQW^LvmY@tX|tSHd?EEKFBYC^|5{OzyjDIedhR zbjr!g?L1#XZ%0pXu>F;ypn|HhJOU)%kvYm8yac_6CgjDl0n~1fFa~Ug5xPngH^Xfy zEDfYUl0u0P6JHiiT^W zj)?9{B6W|aJRcsg_=Df+0>6)Jh#|qOy@gYzMh{Qe1S%+K<-=>)*$$N(_sqyB?A&OU zRmXX$vOU9Sh%p6U*l7HY5lEzlAdzOrZejcpG{l;pL`w^|SC`?&H<31pU}}pn$vyc_ z-DhRm>Fw(t;x~r%f726!&$8%}krqg6B(~aFa+`9~Cm@64Nf3W~lDKwj#P}RZ!4QV? z9zHV_ZIPJ}V-hfCtB79=nlL4QWW1k9y^_}p88w~;N1Ey7fn-v5lFjXkiZ3O)e)QOUt@*dkN_Y)?Kb5mOqQieL2H zb#Tj+wDShpZSq}1RyN6Wo?R_ASxz-pPnP6;J5vt{RtvdJ&zRy@6HwDOw_J=k{W!6} zXPga6E3)`7IBDmE0=1&y*3-rrZFK>zrVu+-i5)GdPH@nh>5YBDC*uc}0J%ieatK7^ zx~5n@nU^UWvwhQc7@Dj4H`xFz;7G+xZ@U#l***}oluZdxZzhhJkaCy5MQPp_>X#NO zc8w{v(pMeXooA$ismls=@NgJusBVoy+NvIkp+_7iB^h}a&>1*>X*RZ{vtj7KVj;tm zU6M70q2k0trW9AHw&-|4qVZKaYp5d>o3s3yD6L|T$%Kcf{&ABp4E*%BU4&SWUn2t= zwxd81Bc#me=X7yymH3}?7uRbSudDlbX!fo$xDP0l-R`z)P&NvQGsVm`SVIhn_P?}_ zm&U6%hvI-FVV1(o_hHH?21||hif~l}502gDRZ<`9XH6b4_b`QDvAMJYc^FRi!csdE zzsH1~>6pDI-ZuDi4tny~?q7v?|GT(JmwVAa5j?AlDp=D?_2r$=Pei4h;D5?T#A3pJ z&q|c`*>29lV$VX!yVD&L(-WNw)lbP3(sN&Cyr%-w}V8q82Xw{`fhXBHN@`~ z>cx_!XzuMM6I3+$GGpI*O#v8!)ZQHibdCqTDuc`OrI&wfMx>pj%L(H&ZflD<-}c@4 z)m_+bG6YxYrs&@n%oV$*gj!M!e)ZyR10$VbT?1%gIOiy4Muy-5kWLe7aWD>I@%Ou_ zIUmwFu*t%Wj>yR(aoh4e{?Qvleu;5_lK_t{5|i!O>g;>i%&+Me<)G9sw4z^D>X#p* zN-J|X59w2|K`YaS`TmpYA~87zIF*=oGz8HR(1p{af#v~`7wGF>{OvG zJ^NSTz@OU_7#Z#7fVh#GOaCLc1A%{e8%To^Di8X<&-&k?WW#pvT8Lyb^7y2NO$$V) z+t=fM(X|6OG*ut?*!lxI#3-&%xg!9?ABtP9UCB+%NPv+9e1PMBg}z!hChVXMMWN+6 zzruGC?FUX!+hCgHMzFuqn*mE2@-q`nbwvq?TAG0{Rbat{3bo{Pr-nfQ+5;5R2=ln7 zaBRr44fvqr2it$PTYUi?Bip@Q!ZPOMe_K!@W{@#1>V_i^ZN5#%t) zKQ?c709^(Nfnn|rwM(>;gCZUf*=B*{%I#z}{!magEjnr*7$DXJkm)s$9x3yH;65Jc zrb7U^@X0_SLOXOgsROw90P=4}&%l^zbv92CWLn>49cn3O1J39f;J| zzXJvT5DOsy>)1bw0VKPvpjzH}x2j8G8il&~2q8@)K!Tb9bug^ihr&A$qFf`hQnk{+ z*h9mPyq{h6+;W5@wp<*D&0lrh;Cc2L9NnRi3r*SneigJCzyUxmZ2BVz zE;t+6yt)H%g?ssHfOHWM$?R!g^~nHr$YhkJu1(D%Pl3Z4EuoE3N(ra3W0||m^sqib&bFT%ATD8O#Fph z^E7yRiWGaNfQ7x3Ydr_Arv-t|?T$-OByC)?0Y$)&mgoYw zTfSimyMVfcO-uQ>FvCqiW# za%XHBg@R2bR+%#$yHGDjfAe`dd1KohsFi?yR7v__+4&dmZYS$rc^WkKQT{^XZJF|xsVEs=7?eH-}pzt}3-0|m0D4YWI=j#JE zAOONmn4dd_!T&nC_u>$yY$V++;KK}Z;`GTAIA2l zE3OXC6R-jNdS^8atz>;hsAo$MXf+{nVRZW@kbk{Y@7)Y41(L$i*IdQb?`}GmN!F>$o~J>`U<9hZJd0N{}uINrUuXTfFyszwiB@hv&Io4riaU*IsL`F~=BlE~;xE zf6~wEQ(F@Pzk zD`B(B7eu~W3ZZ)jZJ149nF#@c%S8MIpbf7>y$NhOu{q-wnpYifGMlhH)LJ64eBTxO zxSlOl<<~ckuL9UCe^6Y!c78*2!C^C5#9AW1AJ7Xzd@>hCyv*#7rzS~yLaEVjE(CA^vQ{eX68*BvbqDjNGnU= z8jM}ieJ`{vj{u$_9jP~mU$Brpt|c1Dy)LoIstS%f$#PfDB(`_dh13e&7$hiKr%4M= z7EG>5+DnEE+__+niLk(OTI^~BeLlGsZ}M4~^hKiR8 zIq%OeyJJxbxt5Hf%x5VbWGiC9Q;C+uOK-rbM3DO^5}%ghl<-b5hM-_vJKOjzDH5&$ ze=ZFD&n$vn?*N~f@wQSk~wIZ^`m_!xO_WRJ()jcc&&LN^~1sn z)aDW~tQs1KMK9%=V6jVO7e}nSesl;}Y88pw!Glf4`*=uA)Z%x>1wp|@DXU3Y?QQ!j zZ|=McKKXc%IqeXK*0Y@Wl{A{iOs755YY*C!cas0KluKm`RYQFzFI>dY(S;HYv%-78 z=Jjg&CqJ`grD`~(k?@jCqENK{RP2|PKR7He4`7hI3+x$rXmJ>kaQ$RWGdpj>k*~9` zGtB?;NlpOS(!uk9F|6N>-?n08(TXIf#P>gn)T; ztbmAq+=cf)d*&;k!>VxfP!lu$Tg)Nhf;1qPYgT_$HH0yVbumtQaiy_G%Ti=^Mp0$c zw*($FmI0TNtdhc)&3}6HB`G-lmSZnigW>Wmegy98R!Kw7!?_z|6T%4|{bnToI}3y6thi_wnwu zDd?Q#90)4}+tITpB5@5xb|AL^Z3+F}ee&&R`;e}_aX5Roe|7Hw>Upo=#ELw0*nO+f z0h(VkK*V^aO>W~S5GBr$`c4p`4K;^;QTOb&z%J<8L-u~ z!0Q*N>gh~1(4MjV+6VlQ?2gt@y_em`H!r%%l(uoS|aKNd?U{eAWAz)(_A{G9TFs$fS~Yn zOHOPlF;-W1+KX;1qZ%78!Jz%P+?VCxpu0)hYFO}gt^`#?;P{L$OUsTs(< z0yRt~Z`Ul>1e2qc0BF3e!}WeeVB|?j6v`cq=_Babe*=mX57Jc(V@_(JhDg1>Q`FKi zzo0heY1>d!_G3Wy(qOejhMfZ{xYi;u@C&3$PXl*gClnGO-!@e%l2AR>1&^8v;}>x( z)c$Qu2zd#{ixj9o75hL=j)eRUfL>+D73hO#&>D!!u}i&x+6-Cxd|f}liR*VmUo`jvO)!36IQrTSxvs&)@Q)JESvxQ)N#*-F77vIDj&PDa=i}JvvfOs z2R6(nP&*|WhRgQlcVKMZVz0hCqPaM0_~g%Md1BQY9wrnCS&Jc>5`C_?eLy2f{vPWT zWO0Zm`!wKR4lM+J*u+V>A3sL|INv5wp^Io5z~@3t7!JhPGD7?oWS~}yAomn>>^(vF zZx%ekxQ+&Gjh%RBpgFxh)dqlcIA<=LcO>K$us!qJt=>LVQG$OLs2>zLNdG=*Aqd)I z%Z_CxZQY!OR4u-SQN=N;T8MS6#@u2dL=*ijIwWSm_Yh=asv}R1M&#ug?D(upLVyT& z(}?^F=7X0u-4v z@|aXRvw9vhMa?IGA1(yMUk1epH%|LAVmQIk{&Y2u?*U7|Q!LE3NZ|WzVB}hh~X6O85 zpt~@dGRbumqT!4b!w{Yn*~? zzn>34s_B)4oU4VRsE6t*;oi;;_1fT0mpL$m576i0cl0krzWsSLT3jWm{9Umue^#AZi^1n)Vf&kT9gsr&gm`iJaor0fjJcm~Yx$;beA%#oZ9ZQ=DL zx?Ip{zgH{sd1mO7yE@eJ7PNh|tO@>MwMT*Kzu?#o=5)}&G3T$Zw zd4#8ypGV6LIPDTfax_bN<7soAoH~Cv0Fqi*I)Px@ewa(nB$0!5y zgiJiLUAG51Z$DRREWJ)lg!shD#E4riu|ZP{ZXua?QAva!C3DjRA(7I+k)NU>&9}-) zI<^0?gCfuKATn$H%+LJo!^U^HdGB?cW`_ekJ~}DIQt&HmM2bCMn+=fDRm*n1apNeY zoxFi`p=gYnjq$Yn=3+9OM_rPkUrQ=$Glglq+dBpAmM^#9h0thnVNtgO4d2KbP7+)D zQek5_{}c#kjG_Ylx9$*GV%$(m6>BVsfTt1A$){ljT08(*6_qCbqrjx&auF6L*cj(x z+dBK{_l5>n#td8G1M^{5D5LY>tM2@Bi-q#IclF@POvKoR1)L@v^HJ&FKUS?&I?-^S zntVR+`kw2qY|hb=@Iyrb{1F}M!%LkKuKmwcE;w^N3SWl90AtdHW2oDB?bXF@JKDcPVvp0;@jz9v7-hU zM;2XfLBWx^tQm<6hm(c@61%cp-GGk1JcqESGiOPuwF6rQaAgH}n?|T7!dZhRwp(I5 zFn=w_kK-Yle`JC^!z&sdlPb4LoL|NXp7on-wSYM4l|~XE`s#+s=9-SEnyJ$|fAA9p z^3BN=s*M(~7Aik(?LCrI62_3xwwGf(Rhqz_%E;3h!0*3X&D(UOd0LbPe?{0b*Oj%| zg_vY4AlaS{rp~BoFJDYEypqEVA{7o>_llYeUhC zH(4D#Xm0Fo{aPYypT7KG>ES4ITkOrS+E z8|=?WT!Tdi%QlkZ#+erW`OO#;Q;(t;*Gqh2BCy~?LuX^qWBS-p4NA4enS03)OkwH< z#L!DvN=!-BrG`Au0j23UW1P9fZ2^s0zp_G1gvgS<4fHo$@~DDb6#as4@5X?D@$Zj< zGb{#&I6Kw{nuq`O!vcK)c%q^5|K~MjCNXehiud%Y{^N50b6q&R$TSKiIp%*p>fhHw zu^w}P>pBbclcPdk?f?9M8zsXfR?z=*YyampBE%@TF4mCBYiPj!>xY;q(Uuu@lZWO1 z^BN0LHn?uVYc7-j@6EtqMl4)~EPt;_WC8=uJJn*1wDTa~W+D#=2-qAg2$vs;kM~~b zEzr)BmIQ_z&7Jl!&1SS%4%_$SBX$-8N}7BY&%!k`1XRK?@DsDL%${xORn$9=u{5~N zkQh}M$D8M@xj4_a1#EsQHwbvC`f3=Qq*CiPBhuhLd+n}!dT9Z@j31M{JR`q(1DDSC zvWc0t08tzqoY5BVm9j>&XOWZDcb*E|ZcQz{tF^T+y{~R5!B)V;>w6nDLdB+7v8tF?(_xNfv`9TAw2F{UG8A-hF4QYjMLju~FSmRx z@)C3hY^D49RkdNT)i;S6EvwmcAt5)H4s2dMv^Nw&XeB(ve2OUJB^Ise{3k2T3{G>q zO+h*QkIm<*ul@=CIe%Fr*Z+wgr?6- zU>gT%wY*h|dZimIDJ0#M!09&%9wXk)4EB9F)RuMiPvyp}huWH4U)PR!a;NqA9?LcjsR3{Q$E|CywcH$y38tLL^2cyyDz=HDTX_Ot?uVW_W5O!GhFPwCs( zFwX~{xz}G4&UNFvTEqWqk|rv`{U}koDvJq!2cg{@LGgHiE_pCV2Gc#%U3qDmFIoWl zg`fi~6#6hIae?5?uO&=Z_ZUr=h4!FdpnA-PSE@|x0Wf5B@=$E@0guu!&ZD_vn=*_4 zyM~Amro_`N6fM64t%u=EZ@9gFI_D1v*KYAM&&F3gjR36;QN-_lLPDxP*qQD6Q@O#B zJ!RgHzrUBi6#jCW%djMD3?z4Y1A0DSzfRf#ZUt_hUe zpJq2+eIl;lA+cCOobJb|l(q@1$rX29{nb+KDO0@HEcqlk@ zp5e*0eXK(;S8kG@12YXqSKI}_CXtjs^Q>y9=Uu+dy)L;fyUPIfw)`m%nFyKTMBR_2 zIubq3;vI=M@v?f9JzMbVyY^Y#Mt(RCinvZyq0bgI+gVugZ~-f*iO{*~*$UJ5Nwh_$9ccQ0*xO<9NAcUtb>*WUEirQ#fosB(pnz zEQyb{k@H!-303=-nbmW&+_wQGQK~lHfWyu_gzyu1nosXeyi9wL+mFLTnQ8pW+#waG z$reF@*Cc`ns(lKg4#GPqAg&*Shk}bSL$5}VM;utuWFhm7%`pk}^HffcGUyf2X_x50UQb6OkdGIWpYTE#TLHXwf*x<_!^f z&b6bhzS}5>H-5W!0|kYSfZYfQ4k$~2vb+4{P#196SFe6PSnN=BaE)yb4g>>KiEmUy zf$B`U=YfaO2NAlT59a19wK9b|em!y?dx7q^``O{tdKT=);J8pF zjWiy}OW8ABYj+V70m3PD0O*(I^b)Ap6(#RvZS$Mx|MOuNx!KGA_prt+@UTBmZt~4-ys1`Uv%Tl*RPCjrep~1ekvf+_?;cz%Z+7 zoKQci05g}4d9w$7wuC2xt~e(rCa@h!1QgQ~mYH@ABhWB4B+bu>1_bZ4&;5FsfBg?E zVuEq2=3B8YgdUj`O(VrE|E{^4y0DmY-Gb=Y99u*JiQtqYd)zw$xiSG}B&l!-}jgBGr&dGrD0j^$`N-V5)=>mrYG` z?tcz{hl&mG2k+mVvs}sgq#7CIgvQG^@N<2VLwWzQXAR zMaGpHGPrAGFW-WMx_1waUtA7Y_0RMA6HJ^*Z`S7`XMUFX%>p2i?%5(nDm*lN?<_@RC`V$%6h(9^%Ov@gF4xzN zUVJl`g26t2D-B!n6F0-t%>cvGL+?8gqyin6h~`dQKO8H$>dvuv@bqC`0Vqlm`gRt& zy4Jb;(&B-J*Ch=y1a50R#&n`qjq>6!XV>LM3Z;P*&xb)|wwS)ub{Q}a;_ZxO&eryr zPFoA_YROc`dx&qjjdlcf7?X-`-Zr7>V(u2_74nucF$~k z`UpK`@w6VyP@dQz-y)+oSoUdYJQXp|j>sxlYIlyd@>3BORW*gWmXSoSx?_E~io?DH zyS(SdO~V<}wk$aSL>~l-z!8Y(AnB2T&cpfqrA+o}MF^5e9#_ki8~2TbQI@KSTrJKb zE>xLAv@{%}mv&P`8%4rzxSQ@A6ZwgGgl|R52@v)P_9)_U765vu1yEpi)8W|^ z|7T|es5=dLc!I1MKnzucTJj!t-D0h=Yi?vyZk%XnerfU)RWatXio=)TO*3xOdT#>uid@u>G{ZyPQZujbalSP4 z{^@61+cUjuXlfcYQDI{D^V^rI7)3_oV;}7W0}qZL?_8$@+@@ZpqoQZv_Y;UfD#2}VXOoHf`rc}@p zd_!iS+wKuCpZ5(9t2TQ~<|K@dcgmv<1gm;922I8$VfANBK3jQUY@8lox?GwQU62Y; zsw*7;A(&?g&f2zIs{jJV{pO0C@)LDmX#etf%mZwfIkuUY4#xsEwI6VKR7YJvPe3lOC6Pv{#q&nJ*nefj(L^tobx&BEk|0n5T!b24p%a-)E z?JESFOjj5>t|Eg$2^gqcY)Mx6A}17yHkM+=xKfZ*QK1F6t6o?!Q;^#|80}rMhjmKkgo>8=%w!?LG^+C3(GlB>5EDa z`eM+Y7y2Lum{Y+(Sh5fa9ENKy7nwKf^A&xLb8Y+2o2()-eK#*M=EoN4>VP$Sejcb+ z^(M!n$xRrxpECBKEtyI>wcKZ|--`G{-wkc6Y}QKY6TY z2^O9UO051iv?nJ~hG*HQrKFHH6_MfEjBWmd&abvr<);caZro6?0}DX~z-p?hPrT70 z!UrE?eFD@u1bylpmYrVK+&%p2WqtUDPUOe)V9`ms?-B&_I~hMlUe8pTp=ZNLvla(5SNOD&B>-XM{sI#)lTZ+P5(o=ft0(0~ujmX*wuT^;6Qm-XS zh&%inL-JYRpM8H$JUhFkVy<`lAIOZbhLFrJYwI4ZJF8DGy_RaAxXueEHB$_n?1VW+ zsBkuw40mj;eDZ(h_&*u`i(88o%?STUQwEx!Xuw8|F;7rbtn!Ak(L@`T9qkilApZ9Y zbEPSCHMO(wQl^_5qW^mxMWTF`rFcw4^S1+fx(AG2mwEa;j}_J&)A=aoimKb8ugIj1 z1z-~fDW^94ZPd@rF*FdD2&L+JVkzwoS3i^)RZu+qz7;_ue)ln7hFBJUHrh4?n#?QH z&ws%Wcuo$iL@bABm3@R7^Q=s<=zBxaY!Es}JZ2Gk^urC9;OU*GYnUfrSv-MS&Dihk zV3Tqz0*OU!V>mB<89JhN`t?00#dxF6e;JSNXcSiYxsZ0jTzfx*#cyMY`pnup17q=g z6#b~TjIM5vfaC$NiU{A|)U|tsoV)$T&t_-37SxICbtq0wLa-QQz|69;Usj>h$@BG> z`&ggiag~C#coqB+WSseZgxLPDK3nFc5-nJ)f*bZGzK`1phs8D~0Uff*efC@fJz)=2 zQFejEItKqc=xe;sOa8-Ro1K!+G!%5%pybUkq|Ry#?BbqIH|!d>{yXeUj&Q1zrOSF~ zFB#@EO~>&>nZdW6%%e#lK-IC}E7A!eHFA6#q2U^Q5Z~l&LgpvK_^6dIZg_Jd2F$AG zNMI8S1?Ci-oNMliE4}gFKwQtkR1QIPk5a&b8S>aWIbqT*B}d`YUW2cCms&J?aO?rI zNk^uzofi-cC@Ne{`bS2ZC5AZ3tw3fE50Yxh0$+7#eu~SySmg(ojoF0G zki&Ara*`&`1%`;p{ss8PYmh>g0R(!#UoFGz{ljnvD44xavR>+pfZQ6uMr5)GG;Kj`&{hsQIcd61WubnPNPFJ+ zrC~Wt&P~PuM3_uQf!n}Q098!x1EO*n97=>^78e7TW10y8+a0!|F5kB%@;f_sC7!17np~?><5L^rTi~i3iQ1OzrT0il z$B~kf>g(sZD{t9Bwee9u)Mq+a)OPOn^tuZ>(XDnH8J;DSv^%+!&1*HUO#e_ZW=>`@_?W^`~wm(MDh_zk z?Pp(q9RSB2;f&+B{W^tI>G?#fjr8t#5p_BSK!>_=u#QRDhOp)F+Qsw3Mut4|AG7|! z5A_5DKPWF-<;eHjj}&Z}y|O^P?o;a!Sx4slnY!g`Kz@}2`uiK*-0XN2k_TMnv^hpC zBF_x?tcNPS>L^B5^$1Ay zXBFT~sWD05CW~Xo+aCRTXS|e#Td23_xiY@)6@{_|r?40a)UhPk>BE%%0k3-0Z_fF( z>f=n=Q{f((<7c)7e5BTIclAN&E|Wx+TSb48RpfGK_w#{>a>XyIPhn^9Eihm&i42X$ z+Kd53ezij}sbHVG0oP~%f6a)`;M@w{;y7k#fAocE_6t#JA-BCD>%y);ISN=eUj4^k zLhoL?XOi>-^c@w7!g$;=|0T<~(i8z&femF9yZ;lI|Ac2Qc~Db?R>*ifvG+)HbZX<% z>vQ~$PiyxTUUr_iR1r$Fmn(FlMnWMtyOe02&V}awiF#+M;1CH^Ir`!Xc!H(`5 zz)rfNS@CiO!~=GaKKJ>HEtsplydv?LVC5P}AN|iK6&ZmV5n|h4evs>EmM7Y8gn@a_ z(XSLMpONr-?KwH|i~AZp%rIhN=cy|CP5V6{?sNe|kXGykIlZCIivkG;uc;3yWn}tXT2DEh~uyo)`F9L$w3h$Br$A6<5_y_k5>upu*O$TI5 zmO=?R&++ioD=Z>+1KZ8=Yd3XxD1Mk!$LEE&E1Vun*mUZAPGaGEj$?UgT}h+wULs~i z9EFA|J(;4h}@rsq=_(k<(PV(of~w zQoA$_S6^=qi|*9qjtTFo6SK$QL=skaG;+BoHvZ#EM>ysRFkN;5f-P=vP>avJXzx*O ziNco$Nhn?Faw5o5L&#$ z-qLl~$;!~{yHN`LM8E9G_H)SfCgeYmU?rhIR3`n;Tchl`|neKx7`-Zx_)Qm`#;8(G zYvs`6aAzr*40oxI>&`zb@z0%TFpZY!u|m{i3lQwRf#<;%>^&TAN9{ppij#GWzjngk z`0w=&=gABywdHO6;9Rpg%(j&A+Yth2eP&5TJC%FBa@^lTrO=-do_=Z1A5a#-zabmN z&o8YfxzTv9AK&;|?6}<9L7v>5|Ha`)VIU~zLtihL7Bo?y?6#^Esx&ggSQeRK zpb!M(5*TCbE>6EMibR34%L&|PoA9}9DvV#j4$Gss`1q8M)`!pzzs!}JH@^J(%##BE zmz@$W)F6`z;~_y4Bx;7gvpc}{tO+f3<~CCHflCjqSM-@Sh!!K0%D$AL-+hvqk?KSq zrryFQSdYV5|95EgqmZDhRf=LEIOr_xkoY>Ob`vgJ^5U<-3Cd}*y<2a1BB@}PrK zVixEmLDh0(a~voteC54N6|p|?80$d}QcTn3vaQ%~+Rp6tsNR9mQ&j54HvameSZbiE z*+v@U$0{rnjfVRz52mqQ<+1w&2p*%C)}So11r*ziR+@*$XFqoz_SAIH zx8)ju{a91ghbl}S@N286I;NA@yiRB{x8mi|8#bw$zfB}HW8bV@+&xLU|7RqV;bCus zKh9-(ZhQ$&EU`t@rK%@fyB&Bh^XH?Ptu&#dYq269^b{Yh$=VMrHT_{8^?*P@VaPXq zy?<7o*+G7e(5EsD}LKenF&%;Q6(Gx`yHV{j}Rt% zn3q4(M}+M{G+&RN!4Sj%wE%rJTIGMRE_88d#=L+xx!0x3Sz_`%gBw=kTVCLeo@|mu z6xgUKg70*bt32*+&`Qlvc=N42``)Vu3;!f@i@q>kiql*%56im&VY1yDMYVdk)tdY# zmOuv%8z9a9_Mb^D6he`t@DekP{f%nOA3JaY8S0jEW~Rb)PURG$dFU<88*1bKmxc#< z7M&zYpcvh+RqQ+RrB>*RHSW?2PuQK$_%pk~n z?YSK8`Dr6{?_|5b?X6Nfgi36obfvvDxe*h)*t(H1K;SmT>9)*#H1t;=N`&AdcJ`I5 zvFE87H*fx2c{`QHNED23v@#PvKR&-XyvhK$gJgkz5fAi~5j=L;FO;gFRcj>IS7w%Z z7!*L?eCtV(110)ZQ%bc$~YEGG-Y7Nwzs#3-@M&;*XW37vshyOhZ48^Teb}Mi6!2{(Fh!*I*YBPeDTVTA_<0eF{G#gD^aA*zE=}7u@i27e;+@%ppj1T z9~3ypCgct1NiT#>x!0f+a)`Cq(CeODa*?MQAKM4zyHr;*lYt{q?_*b|y4W9}he%}t z!X2Y&I`(sm1e&bjc3jCd+l8jfSOs*jYISdfz7+T~ol*Xh6Ut!k7%NmG{CzrXeN8i+ zuLI=dNZ($-swg^^3<`u(yZo~gzR&A2A|2&0*5Q+X8EHpt-dW=FDq&Q^09UQ4GP^K0O#ard(fkm9Y}^dG~}wc zg{g_MHovWIyc3e(SaJ7CepY~MaMt*;?uRxWBQzo^F_2&O)XR0H#nZT0QO)>Li8Eua zo+tc2$qH5=;B^93Z4Bt}p<$p?s0c85M}qt(C(v90G?AOajl z`YgDQX?D`<&kVT>oj<5u#uU+{W3a-?wL@b*eMsS?>>369iRM=-=Iz%}ve`gXD6wHr>x`}}LHz-ybHjsM4 zzL&%|(}`cw)&w_$`4s*Qoo9PYaQ-M!xn z#VLxXm3X0Ftg+tl3N~ce!n5)Co)O5!aGH&hFxtF4c0hQ_%{a`ZC8vJmb(@F0Y`QSq zP~szqND2{8XE#)XgXKOqxR8pHnVFeU30a4}yEs^RUl{WH5*STVbIfv=OI!f)PU8t1yt|Go((&J!XqIT5h6iAX@x6?k-hkU(l%F;o(8Xo$Pda^H?YzhQ*u)2hh9keZqN zuJrK3lB5?QKu|RqnNclr2-|l4vurzwM_Z@7?E5oDFf*w|9rFS2RDu8}T8!=`dV>Mm zoUSbl7<~;WB4MvZ1v((kuWfUUxi)U13|?TE)}lCX*rjbMC7**pgNZG)H3YQf2STjf z#w`w3h6w@eV_Ol?&#jUNtR|P)v)a1L`@c+i=BJ6EVW@ z!~+2L_5%0{rU5SoCq3~lFPZlBZcx|dcc;Y$O#>1H z20!eB#v-toC;^R8gN}i5oDlS64i&LnS6Sd^|5Ax*7}Z6Pr#JpNt{)sFO8dUxeP3%$ zMk7f1l#Q9Si=A&QZJi4rc7dY!+Gouu^p9XuvJnq0nhKwZ2iNjku#E;7NwdCrJk&o= zc&UXuJlg&bI(ec1f-+hv&YBBr`SvHSI@6n5H|~0|Bxb`whak239bR#@YP~nA*2`3j zwYY&A=s>;+VAFle)mH1OSiWM&&J-JAm=_R#m5VdA!`* z+!Vhz2o{%p+>wIZ7&)=mTgCjjp-ciWY##h-(_$g=grUzOXv_}28C?J*(;bBb@{aAN zx@>X;6QmHF=OG((LU|?-70Qg3fc!M@X+MYhSxuSHg&UhT5V3ZY4i4DUKOijtBTJ%aVL zX;_gZEZ;~Ik5qqdD3Dy`>O~|7<0ogTZ@g4_;?3=@QZ}x5h57ODB*tt%;Efu8@U^8B ztIxK>;3Kom)omp|Q&83G`%uJKhQS3=S~jmmBr2bkTLj+yB51P%Idy0KVv6mcRCvDTp zH-4oM%ibO|($}W|HXm8mCU@dR@z-wK*n+joMMhC64n1LnKnr>GvARJ$NC@65&yv~^uBc zJTiLuz*RCw!m}5kvjb574vAq;PpOxCgw=u)?*bx~i5+|YM(B3ZZZ{@-_F8&F(})1= zfR3E<(L*a@sh7LFb%xXLO6PWg5`~6OBNo-)Iv=yYZ0?r*wDm&hmceSwpt=gxwC@SZ zP=L1u0Wct5<+Fs3f{(dj&sg&N2%lvWV3X3ryn{$UAF1uJdMBM@(9T`q6x0k;iaHJ= zS)X1fNo4#wJYKBn4LWjIe=5@}1Bpn{M88pjC#!QWgyEzBb8oOC$o0?GYkQ07*KWPL03AN28F^A(3_4FOFPqvM4>{s= zZC-yFvA4x|yTiVU|sIV2Nal zyGDjwY~Lv}8KKHh)h#?%`373d1pdDGx#r2FJOuFZxYx;#Sx+T8{5yj%`HB^{!IG&1uqK8y5OJY|~^KbNle+yR}4Cam#9x zRkvfmek=`lrGQS%5_A9jiR^{#GSCZwN8*c+@0OvM=R6(1MH76Wp0CS#Fk8IBG~BJr z_`2lmbD8z#R5fG$Eg)Myj|<>_->)3dw+f2#g*iHZWbR6+h^gm^IK%{K zb{rhyCjjRM#4ciDH|%W1;?>&V19}+~J@w{Q2+(5}^2Xagp$o2<=civyWjDfaVU8U3eQjrK11bH2f&1yd9A8t83%arNaIA? z>_3ncw&k-jNmtrJHF@3uP>1zLO5IyuOx6?-{yx}&b*ZPWh~5KgS|0~;%bdd9X4ElVc zn*LP)?~X*dK!5A068zwR;CWApi|l!gR>vI9r7GJq@b0qc`hhG?|q4I z2iUW#1)O*#V}}eyEzv4+_um}tSa1a1njy4Sc~<9e4cz__##G=4 z$XUZ_xE{qecDmYx%J5GwfKYAZPBFnb@k7w=BYr{&WJ6k{4ORL2cEA+OA)k9sgNL>E zDdSV~Mps&g?!}I9R^l5DSG(#QQ{uKksNHK|MnG1}sW4^3f9Xg44CQ}S{91!$5t8SF z$v)r2hk2Xu?W01qqdz_tqr);Nv~sQutqR+dF}|d3@7MO-o)j0Z8(5yn@Z1kb3ISEK zT5;}8M)OU1%p-1DJ30c54?q{YcyaU)U8=~+qC-E~U>|Dudr!5l{NGr;&r3QHW1^Xx z)Oi|Yrxw4u7%#046)$9f$?--pZU*p#Vvw^~z9^U;Dsblh^CT>R1E@qNl-}Yth4L2w zI}B5iz@joZZa$k~qB3i6!N!!>Y?#EDY)vEnxQ=)~_h|&jt!ye>lnozj0o27h1jq(d z#H6hjp&l*u-Ju%TGAf1cZ}`trme@w5xA}xpIl7$vwmyB}!rfU}lKUE!WK3W=egl`_ za%_nuLw@uSscpzrLzkyD{$8<6IRYNUN9Q+f)3Vz%tF@^SsmzM@7b+5x^vQN}ewy>V z&XubSG(9d{RDp=aw_BjdECKK+CS2oYW~WAGPf2uFF`sJ3b;pP!S}gcduQ9c|ls<*a z)j);0>$|@}^Xw-Ad2gtAF{GXOxZOc|&&Ro_B)4!pYXjORB0X{_Ff45q2EytZhJwq> z^1E)zc)MV-%8ZVO641YoqqdWJ)Y$emJ$aKZnVGdb6?h%*>#BFGk;PqTIlx{KgP!e@ zE2GKA1f0(vyr_?fRuu+TY`TY=1(DQ*B}N)(@;oY36v+Pmp76HD~$~Ab!RUcT+l9>I28+;-H^z&Y@7iErBy?q-JH9 z)I{bv_5LY+Bsipz5`AL<+q9kb750y{p06P+H8G?y`frFU^odV!rz_8?Z_olI*2@J6 zI-SOFJ`W@TomLvnU}JzQnG1YBbmPU7`85%ks#boN+U3mGFkAs4!h^s<=$w{C;9KOm zH|rKVAi1fKL;(xjbb3>$8s7;DHSJOf)EENTKwlYL(t^%!GQU#f6%C1|2^jO!~vh<#JS{c&}5^e+M1EPG6XcOT!N%WBm(VLR6o$8m!b1r>s{Qhkne+N zWI@RHh+NBBEN9BiM}3;M8WccW--ka~koK6942klTX4t^xjN~e<_jFp0<&?hgQzOMVbCV*gI;IL7kFdE@EcEV5f7&h(8=3*Eq@;|THEs;IBN z##IW~AInW6P)S*GD$N_5iI<}UE0W3k6CaAbJCPGiO!_wKkhhjMyOfYa5OXOtAbIrq zR=oXMe_H%V#G)Pfm*!b*9UZ}Y2A?K%rF08b@k4H(hU7;eW}~yc5~3++pa(wBqTpat zq}kfW{`zbjA~Alg6pViwItIO3sJ5j_tMh#ZMCbG~e;*5bbqyeGLbwe?kC~Mjr9FOs z^ZIH7c(9>8?JNwUwa!30HyOnQpO3^6@1M}i>87t+N-tv!m?i#XZJV4Pt{Rxpil}g( zYaxaNFhNb8Ia73+d~|2Ni(9opr#LH`LNa4p>2l3Gn~r|LWjfWCv$=J`gHo)y-mg7Y zdR2(sa?ve6H}OZ_^YO7vX1d>8@1&)a!Kj92AP3kc%&K6D%}LSwOOk63(Twa_qXp7%| zTAJ__q4?sD6~d3rXA4PLYyT!PxuNvbEb@XMFkdc3gYtt#+6z!xpP9JWV4hF<9w_nn z!0D_rf5X*Y4t7%Us*f-O)pZ^17JqCSZ6w%pc)jKksp`APie4RMVfDTT3J2@$>$1OrbN( z#mo92jR?Epj-8M>o?^wXpA1>hL88Zu&S9nmRm&hu|C6Q--dqF>WUck|9j6zC@20FC z;p0;9p(t&a1imy`C3Am8PX3nxN1nmkAK*XOTac3)X;M^wCW3Xw|Ku?=lSBC^?o(W$ zmed>+`ZPex4OJUjE4`=p&&6(}m~$@G&f5pZv_)Xx!j?;IJ;R?p?QQq5*%BG;`$Jq3 zW3~BI>y(3ZW$K-CDo!+0lRX*Y0dZoFV%yCMMrc%SD*p9^#Z?0Jp=L!9la8w^fqrtT zO7R^YUg?1DLl2JL0zp2$xNJHz-yGOBh28JSz@5Q_xvv?Nrd|wgQnutB+~cnuv0R!* z@CAO?1}O9R^Ytf%Q?6QRM4(CyZT(M3b@L+Hvy92+?n}dM-wF2_H`e`am z)F7EpjH`bs3@JSdxmX|xMF)@ycQc-Fez5u`gg|b%V#(;$)_~-A`k-X@{6UC*twOO{ z!)jj*8Lk-poWxOxX%2aS+mC>!^P;;bwQQigy0)mI>CYoa z$J$4A?2V(oOcGh{0@&I9N9nB`$HBS_%tqpy`FZ3eabKsN2R%Q%;vN^}5Ycv_Y8by# zao*>7@`q3{7l)nIvtVD>R-nLTc+M2f3CSo{oJidi(5{OYn4H4E3NH*eS_ej%C&Xt> zvmRZ2NvvZ{?iSUAUAIqgnqJSodw3-fg*y1b1NX`HPwM4pE`DPlx9i%2DDuB+O_{DE zfM1Y$4fWP@m+ZYOA~Dve$mJNMN#=a=?4rP1i+|>C##gj@?mEh?W(~@&Q0+<>aZcAv zo7~J4+H+*u(nVhZ2dd@rN}9b4ddc$~)1rpXw|y7;-q!Ob3TyY>_Cf@&HORmwS5v3+ zfH|VGH`^#$K|_-34@0sFiFZpuaox9Sk>Vks?28;UN@zxLGPp07h7;|2?kq4@VInv+ z)m;MfjE4%nFCiln?QiXrg7<@`a`$HO0~Fr&eh^}bzX4vvLjV~DldeF?^t3xaY?3#+ z-5~S9-j>R1TV{i`JPX}zqXB7~=;GC(%GfU%vJr2GWSEl84nCiIf7_9YL+5R}GtXw6 zlyW3e;Z+!wW4i?EuDWxj?sa}hIzG8?eGL9LRG!J{S%BmCQxmkS`n;$_g@G#MoM)wp zmMbVVAj*n~R(L^zWsE%BeFO*=y;5!Z5xfsgSo_(QP2ZJ2nXOf0JZpoQzN2#fgxYd~ zZdkDZpJ2%)uJ(R0Eo?{5oZ{8f%|n;9d}8HjWNCg!doEW(0B|h1c-(1%1l;0ZXeyz+ zGF6+Yelu?xV|)Ftm5V7Do<58onY(1b(;!9Cvf+-@=Ya~SQu7o*DO!`d_Kb>F70q&@ z+nz8SiDHbay@iEM=tySq@?PlfHbVXqzvY6Qi8Z;0khrPZmL<^^ zzFcB@Q@D!epDJW!RV0Db$%S*i^&@*#%&V@gu1Hd~0{#QI2y|{caeLjt z0LN74SfM3cJmPz(pTm-v4A{q;A6%yLp+%|yzpkQSj0=%9Ko(83hx@r4e~AZl=of@wQ_zg+`ds)+v_C<>>CMG zA+-;H{W4+5FEq%F+Yug{e(g1H`a@1cPkrd4kwd_Ubl2%xOMYmTvISq52o0vs*NyTL z>Q4b>*$5wEs{7T|G(r4seY_^5kV6jC%;T}j+4bUq7I)&CpBs5kf9^f)Pvf-%68izE zqHF{Q(kq!T4|k`AZsmt$7Y^sii%#`Oj$%vVC>#Wjo=Z=JDv#N`1>n*=1m=Naj|BD= zJs@6-xlZyGi9rTyDCpMMDA_wYQt)iU$d-(d$}XF%lD++pQ}=U!@8|d2 z|L5g(zj|J|uCD7mKj-Ij9Pi^jLgNa7dj6rk{i1nsYxdGeB`wP6{Y4ros$_FGCn_RC z_oq>8)n8s44lsXpxBQcZ*7b)bC-xH3g>ZSn{}B(t>~M#f zgse`2?ga}VNAE?xF9rIPbaaWK-=ANe=>cOj`(JN&+b<&SF;x(N5%=twg9YmdfI)c4 zk}eEVM|WFs5+tPN?$xcA3d(NMNsR8z(%u5A$D**-3-%#@1Q+| zjBm!T;`n5O#^3SX;Wg2376r5+C}t*I-S5oel*R>AG&E0=sJnecE4fgQ2c{?ANj*NW z^^o6xwcD*ZPS3N7`#Bh8&d(-G^>xEiX{&xf%-KzZZBOVe+Xa6+K&T~wJti9QK$~|3 zr<+ih8)vpF#r!?Me99BGYu(M@h8{`5rj#sYAcP=5hrS$GPYR+LCHqq>E9_N6KyR>9 z|ImlC4!&&(^i^w{@ATM{gd{wFMuGN>j>`sr1$2FMoxz~#9i0}BO}e4O&7LQf;S!Ac z6n*BB;F)a@`VI=WiY_9QfTaV?WzWTaQa77v9o`kp(++y>(504(58u#IzP<(iDNHcG z6I96sREBNp34#Cah6=z#CPceGt(SjK3l;}24iE@fPq#Pl0U|V4lAB1#Cd-ZvpJR9}D0Za73#Asj z9Ec@WVA)Op8FY=`*y*tNAsrvJ&9?^naPWXg=ue1&J)epKN{$q*$sx3jK^Hx{-_fX= zPtAw16unNZ*UH9UGFt;TD%*#@r+pJJ8LaJI8=l_0CYx0EX)>zgrs!kZZqhosbFq5q z^x4j{r>;I@-t2tT*U`36^=|spvTIPM(vI0V-Ee-?VCX^V167v8&C2=-ARRVC(@)vU z_xh@r@w8gGl%))x`nyM~tE($e3nbr9?@R1@uWe<}F6cb(SW@mKEwH3wvU8GU#6ac# z=My#$N0>+>sH6M{UTfA0`!kq^7d($;nWSmuHq)8K&$-zHRmPPQo(->d)=AMlH2^VZ zdY$NIRzFNe7%UV#)K#1H&~Y5f7P_O7wu`%&i4E6i3sY%V^G$Quv0h(VYN-Wq^V^a2 zo@{Y!=-!K+kD$Jni^P=?TMK>cWqHk~H>X;5r1bH(!goCyhhgF~(+Urg9=+DfP%GEX zaL4aq<$jiI^Ujo?ctVEnmKXsy^M_a!0>GazABcNTeb}+)SBR($Zn!cu9S8$>)w`n&VFOW|}TVZT?L2 zS-!KgJ(U*>nACjsdO}^i*=G$OA+UXYf9&KV%7lv^66?JRY%ZMZ0EPytP+!0`nM85W zIoT@eQ!*FK+hIBx^L}L5Y7`&g?fPU~Z&AM`G2yf4I9IdLzBUf_0iuqY`D$Xb$>v@3 z42m7A`hSUl?*y0ZL1&6=dU;F@i!UH7gQO2%?{$ph^0wrR)$_hI7_w|n{4%~Z`vPxJN*Uojni`f=@e%eA z8)#JVDHChcBq%^E`Fj9^B0DeCoUCn|RDG1#UwUOuT24peI$I{B*J9tZ5-4u-X8rn? zTJ(~9(haD)&}zizUYKDn1Ixwga63qm(pQ3(LE?)`|0%iW=f&e=@oTuRIqi5nlkG;V z_^Q8u8L@BOeXJ_{LjxoG9pnXZB?9Bk1!>!C)_W$!YiD<+gDyJifi+I}h|l6}CTN3b z^0p_MMUyC3l&b*d#5O}xXP#}8pyjHgf;!H3^w8_YU}n>F{06;{rpe~VQS&B$FIOUgZhy&j^ZyMdZZ-rF)+MyRk(e-Q+L|MadD}F9hv~l*;WoLv#Uv`+Tf{8d6lKG-^ z5okp20dexxdrnFY^6EP;63pPd1)U zmWF-ZLB*KNdX`3x z#H^HpGhAA43;y050YW0%@2chd&tI6wa1TR)d<7pT^ZPG5F_Y{cx(rsn8)63LWO8Pc!U!z@JLylBlQ0)t(Uny19h0S!8(qx;% z0GBHv4NIZ)Q@g`Jp;6~;@rX-5JVVv(=~VjPl=nsmt_5dDrTzXbN8v(-P4)|)!Trvy zgp;>+6+8JV(?qY^s?JnC4ezF>3mjZtFpEDv%Gk&v!<*NuO6Nw|Vgpm0Eh|KQfr-@)<^+yy~yQXOB)tt+$&8sJBIYjNE6dh7O{VABY)g1BCx0(-sYEf?Cv^>du|L)xzvfJxo>#SmepyruN*4$f2?%J^>at54y`<5 zkny%(Jr@gGpar7M43C8FDprPe@q(YGO7Mpd`SC<8X=r&v-j=k)zio5)PZbxOZm5s^ z`FqDK`8VUrnx4sh88mw{ZB~FxBHeG}9_%|7Ue0)kT^JgV457zVGHr_6T9k)kwoL5@ zD9M-x5}_rXLzpD4+GjEU>D+Mee*B0d37N~;=A|P$Sd_zWepnX3mDq%wc8GtPiKpD} z4=4`Om6zp+$5BQY0wQuF*97UiOHXA`H}mPP6G`|mn2Sr6omDZJe$$}bv%N3iG`f7~ z`ePjtXh8Y#G07`-ltapD;(f$h*f?wuYpx!j@Uu_crA$4ZOCfp*U>d%QujN7+kHueC44gbjiznq3;-k||DVH=ABkjp8p2~_92txN(o7N;-ygeTHG z<{Rzr+s(+E7N=WLd} zN1-LRG~bzbA&$+uKE*90os(H6PmAuxot#f>zt?6|!+Rq3q_JP|8|7%V$T>A*X=}r} zKFm?tG9lA%{g~dsb7~!&oahAZM0aBC;yc#JL zDt#Sl_2s4gX5<0=kwFQs|9dyp#)KCU_(!MTI6nkocdgI^jeGsIs8WVY-+yZBGVx~e z!9It_LN3}W598xvV1MGFPZ?6Q|9K>?$04pz7w--V+=6*nMj(=Z&=f|&CS@)EB*Inu zZr8`*ozkiYfn4#cjjJQYRzrfqcZR9@9~Wp4{|=@eb_sQ~FDf$Y^$%&jJG5b9)h4@B z;c0++kr>!;&d{qdjHaS=(u8zOSJO{-#hHJJu>CZD9PbE4d6<>;3}fhx*wT2Op*eIl z_p9qo!DN0QQO^j)v@kFk~Ox zDWDcRH0mGuR$|`v9GEZpVQjzK?s74T(C8|BtFZU&VC80&=VIxQyk6Ki_jFIQz2e1q ziASh;o4>4r)s#}EiV}ZM#jr`_ET3Q84J=;`C*munto?T;Ges|se$C)Bz z;{q`h?qG%eQ{#N}IT(I0K$4<37mb_WgYykPuqs+FJB4TLD@yWYf||WC`+1FVMBfAT zZ4uoLdG(r@I=>)`ljJ$^6*wJ<&ekwl(5vxyT|LKX{NVC#N$b-!SO zW;jVwx(u0n%XM`(lC+}HX_jIy>6NM(4bxV&PC1O_Z?~y6w5uvB;^g?S7r`VybacoA zu{EL*7~^@wq~joC_OD%lS3c!wMZMO?QOX*&RzTiN^&a&pq@2$;K+mp-)G5|C9r;O zW(qEbvpp%l-isV4Ajy~xZp-a5L315^taCm5tDnXbu@nyuS0mp{H{#mvx+%AiqCQZn zJXkQg&=6-g$8x{2hho;iZvK6jcc{rgOS(KYzvpeB_IDcHq|UkmWXoqjA_e77#93Ju zU};j_*VcxQ<&3BkQZcV2kLOd0ICP1*K6M}6bFx*Fp6d(Q@p*+&-R0dSQ(%=lhkiM@ogI`yus%jNsv7nkp+)#a%8y=eGv zM^z*i5sFe$TS{p>9g(5Ab?SYEo=xA2aMe@WZ{P6IsGvxk30tFC0s&u_kQ1Ty<83Shk= zX{KfO^(B5KbD~ZENAeVh&JtjEBAV9Dli$<;;uNu(ou8j~h`^TVt(N9kFF`Y32e}&a z2{nh#MnZ4?l??x)d+bWpw&1r06jpLn%)Y>i%=ioJ7@Xq*lLpY(bDe5;7?7iC+!+Va zq(Fp>?pi}L;q|(qWf;`7WhdT4{#H{E14e8qM54C}6dSP{NM{1XRK zU8IH>1!hoC9Gh~Wqu@@?x8=&wpK+Q!@ap!<0f{&F&9`qE^l<8fOM_f4hUf(Y$Qb|D zc{n9u`QjcMr=ht|Ww04on{nPg#7CTj?vEq}r*C@bTU;@$?xon75E$RJE~!^1D|p}0 zr&dy0!MkZ)f^)(0p8a81qm_mK+Xp#%m1Z|iUL8D%2r|q6MXUP!asbM!%<3bFO*9JC znZ&OwAMFKBRsyJ<6m{0H# zQPxYh`M%a}mjfYwew6E6_a&`+D&Aq7=YN3ZBr0UPRHK$k?3aieuWsHx9T*l~N|>+e zR}Cj&Dk9)sx!-u8&tDZJSbg-dxm#L^r4WYs_fy|+WVyPFOG z8uLUjE_Ks>iH(d)|NcQUAoei~EU!*bTseuXhxbxfRsQpS@RrypN-;2wk>WKvd0Bfp z^fda$mX6r4P;=sHx?{>wz} zGRqC*61?mxf6w**_eNZ>-mmn9e=WYuvI}1)Oh)?+@Uj2?=CC7PV-fl#I=)d8fEanf zFaKzdUpY%oh|D{%OA&*C4vZ&Yo)_skfPG;9y_OFCcSS=3^&xhPZ0;PCjG+98LH_Qw zaXpiRZ;`zm=zBw9zMTOElOBmY>0oWri0HO!tIndeauEd?GEphBx+dD%0K)U$clSMS zS~__=OG=s>y);k(z#bzoq)9(`x?0!IW)KaPwTdmwuPsiCTfcacBe)q_adhh&4U7Yxt&lfuTz?2hIyt4RezE35Osh@Z_l zJ)0TrI=LBr2u2b{vZD8zTfLn37{0x`FG|KBHvX2u*48%TQL{ah#l+0z9gzJ@N#vR+ z@w{HN2N#@19;4jxpbN{|ja_3nl|A|66WaQhb^qA!h20p^OVBY;WmS2e^_O;{kQ|PJ ztLXa8W;rK6bf(zSid?v(N&d8x&~K$Meu7aydbP-4u)rPQ`h*b16`||w~r%QcJ zjGF%uUHsnzef(s{E5W|pM>JpcU(dr|zl7Fvxj^Fl9=Q|{~ks|`iAGb&^wAknA``J>7F$MXj7PR*_f!Ca0^O-gq; zA`okEiABlEW=2p+iFXcqHKxbK6BlM3Zy_sZFkm5+0f78%O4ZfNR|2|4>-Sex5rrqr zKjgu(k*z?##H{}4P|~V9H5|%?CkTGc%E8el{ML8R!w0~UZJ1aA*A^GlusQ{0LA9x4EP ze3)*9(b2~&0&!3tlzFgb=j%PWZM#a6vz%Pw-3l-7?E{mxDCG!bU95b3AN|!&`CT=S zsbIk7$o6qqwM5PRHYG3T>_LPArkH61ek zyYn2#?9&8qLT_jc0})(VFj%};Euu|+C}Lr0i8xj94*-XyVX^GssaCcM^_N1U5e5`T zQN0VkXdepeGSv#%sheXU`Nz|1lNee+LHPv#{q`v@4)6&!=Px_5wmSKSBJ%qZo zeZRy%2MVQ0Fw+!v`SS9{3DDAIRm+7}Xx3h3koI;%mqCd2h1*^;)bL>mWcOEa5lZ*b zZ^SSMPIE!jcZkG_uWnywE@)8V6we#X=xer8$VO>{jvlyQ$pWT0U}75rdsB*Q1Cx5y z#Wuqjr#Y4Ko-q)4PeFu=h)VX)Z#7fE8fpW0{xT_)ZF`?dh(83iAB=v8<-e5N)NVKM>IX+c6!^<3!Ul`56K}bFQXB*w ziLJ=3vEL>Tsd&@$bI!Hd;RCSvoybnQy^8wEr;E5lDMg*e!1hc(GYF|7QSym_)$JXq zoK*T79r_wy|5JWg60OVziK_XmwX{^uAu|jl0WMi++^`wEWoZ^eMVZ0%1r1V`j~8X8 z*W{jw4u84=GLTnZ4dYMw>(VMIXLewC2Oy>6Q_-&oj}#(@2-ZBJMB{4Xkg4Of-?E3l zW5pm5&k4fA2ETUh)2Wk*fS^HY6oP^eE1f;2K3O#r+8TrmqG%wfCE3edMUh~vA(Y-# zYG&N9>i9kw%b=k!!bf7lNnO4(xIW{r8pmKw78c^vU@FlcFs1V&Q z(~#M*(5{0ufW!?U1IfL`n{GiWEg;OGU*xhjEYFdceyGsp7$j7G&MWIurH{$n>9Vr2 zYXge|MQtDfb`*OcS!DL{4$!1#N8k9rg1Z%Qc(6Bh1l;+Pl9hT|UR%Je&wx`ogxcTQ z*4G8>oF5#Jy?>Ih=EL=?0&L_|)i?g!mFt06V-KBoFt2sSGh%^{yp|)=kA=7*tKHf` zO9JRnR@?B?6|C?Ot6;NVPeT3cuEy#v43@AlK_<@%L4S(PaA)PFuzw|`*NW-m{u2Oc zmzPD`ayY)XeQx}nN}a5ttrBb|+Mf;`?a#?(wDV|}4=sIvH&W{>6is_Dg7|`h!Ovv! z6qj<9D?7~`e}bNMntLKMp<~2O;v=rnWOLR~V=Vj2!41G9LZ6_T>m%H&VN4+F=p`zu z&a4}$?G`J#DEuau&Wo29hqKW4zzf(dnX&&+b=J5Kz1z&R@`rI26;H)7co8ium9(#-P(eu*S76qkD^J zl~crH%-3`8bNbNogx;cS4YdQX#{vm?jO3`LaxfSdm(|pM68x-NAv_PzjORjLUrI=++AI&vT+-4 zjkiVSmn7RnU2XlrvSYVwFHABGOYh$YSZELuXr~`o{k$n&-1G#6&q*?gOD5Kkd4W)O z`=$87`sZcj`A&WQmO*c3jiJMgmDyY6j}Lb54`PAU78^SO6A$`LGN#(wdA>3^&6Z^y zINeom!7Uw>b604Bv*q=iRB!W+lP$lGbQf@n+TrszeQXgUZu}#_KWK&OM2G2Z$BTm| z9Z~Xx=`>N^UUKJ+o~r7{>hzHGC~nhrZ0%UyAzSB*9+d@&{^W;TIjdhE5KsAvMe zk?)BcDBf}~O_sVTqoO41D_}H~Z4&$lS5ZJc1j+BTaGf#>Hroc<$t(RqT<*yD%rKnY zLAPDyl9O^oFhQWU;BhyD$x$#ttlvv@WFXcRx7+6vGp${xvdrxQ--c1zY@BW!ICpzq z2+0*rS)Q>DZzW4kG{cEa5yZA6;1MxdjhN?Cf9r!rH&Dq+xi=a2SVuN=*`%V9HOlrG ztcrrIg19ynX^kwBZhPlPpT5{cJ6|zBe5=Fz#eH3pgMC5yuF|J676wPb8+%@TFvA~eREAUjBaipYCe)s*N)UWip6eVZlG2?Cxi9; z>jp>M3hohZN3USMT2y@Zw)5Bf!q>?y7~MixHBl^JN+OxU`4!Z z`Ue(~jkObbvvM!!PHehPT%!)$c@dGdhE&L!Kk-(WVm)nwJJ#yRY@;U|28_N+FpW{3T^RG-1 z{WX>!NE6R0d)|ziWu2t5Cn)%AXq0aX$ieCh=rzxar&7SwoI^&4ROmcWF-^?p(d;aS^z0 zY_GU_HFg?&8!F{)732}BJCqop^+VXnwiZAno8{WiK+Ds^k#2vL`b0AM^ZB+Ya#uRP zJpB{&j%mEw@!WuSL_~GNh6T(wE*kE62gQMeSYeso+Mb{vdcm@h==XUHWNS?rEtFD} zq~}kDI-Pa%9JBG%i~Ew%@_36Rh18P09x`3qPA4U=@UTCHt7IwNC(RS==cjdtRXB5< z1Vx^0=bE{wwPanuHJiTh?E-tG+bSII+Mtg+#i3+Bfve+pNw@euwi2bWh78|92b=l4?Ptp zyL|%tKQIbSZk$$6+q6vfs0;VXuFYa+rV(?~=;^+K(LgsHc}|GU;c2c(h8)d%oBN+) z{iao_fj5_COSP6P&}^|j4)t-NXkc8X%3I!lyyxEy*+X{BBOV%onHD$VPCN$FOe~Yz zw=1xPG-o$VJ$4}KT6~U{lSWfa3Y-fax))a_n!lYX6{AQ2FKy{pA$L2kOZ@{L`5P+1 ztmCN^>YWy{ijoG}%zI(NS>-gKV~Bh8f49kse&j0dOwj70ELLlhrW4~l-QpwbBR-C& z0Bq{xj`Y9&n{f|MrEc_GKR%+PeEL41nHpT6=rymC7i%_{^FA}vkeEL=_l~-g2>)L{ z$Rs&uwOOMm?g`v}amDuWgcH0;Uo{o6bV2lF{ zB&sYTtvDY~i@UrqJU2p0Gz@ugs?p_C1Y!0dl*DbeESzh_t(fv3$&Bo@-r zo)!474ZJf^{AineF&)vNm_tj`cmpn~oK+!YP+f9)nn7SPD()bWuk4i>n7l7THChg` zyAg!3c;m*6_kD>^9p2g&U->T!!N0)+s)y(@Xj~--@e4}P$QDNM8GlRLh$9BoD0ay3 znN@5o=Ni2yH+M`d{TriV6O8-97p{dz-3XwFzKfTmk^VEa>%A^E^?$DsMV5zY;%EvI z^(0HsNPRZyzIRO}I4X?l-|iHNJc};#34B|O;6I(X{>IM2qS5+*s4FSp|0zRsq%cXj z1trqyw;ej?zVa%jItCed+FJE2eI54rX((hVFt#6m8(9$C!2!FURjRdL<`T7NWbpd( zJ}8-9FlSA@-FCbSli@vi5*uuFlb4TZ^U~amh;-pXqGg4RoM}8s9X2OzV%n{#t+w>f z$0)aoBKp8K|H>-{04PFEfg(nsohuEwO*%xFJXBwC@w02GB(@IM^T{2|s}9$azNXHn z${AxlmDiVju$W;Euj)Aa@S1VTwNw?`H#hrU%D#@5%<+yu`yjw#>^qe|HWOiS4Hf2z z^f4ha;)U)}Z!|w0f6g7eFX_66(mE$Dvls)2Gp(vQkF2%~d7>Be&Lp=Z&)C0uc;3qB zqxLf+)ASy_<;nEK!J|2**QM&O!jLy0UlM8-4jlNB9y0$!4_;RSnySo_@A_|!U8T&< zlkZo>RC8}c9Nm z@cJ1S4jt5=>LT!z$=A?KPrgcj4ZQ@{x)-dkjm6K-os2(zy3bI+r;7ez^^)tX<~g_$ zRKx|Pe=Ie^($UfP--moCYUqk1Kq_^Q_=9$l*L8p?Hz`2VTYm zQgFr-J1Ovdsg5494$nT9(*Mv-%u6paHCJQWAY>9*Xy^*K?pCTQzv0~`&w{~A)rVKd z0Un$b*t4^oeQ_6*Gk#6&;JL8@9(+8@We{0WWzKGjNDMm}TNPK6!ck43e^vGyEno#KtSS zbnaK4@Py#=$rg9A&!Yp@1y94(*lZ}ulJMxyrtyF{PnMMOQwfoMxO=q=(J>?~%JL2L6U0*85(w&(pHy{FBJkgN`Ha)d149}2=QBhq#;RuEf&8cwdbjUIWYBffC7Du(D{WT>;Fd(F z!V~Gd!|e&L*(Vl$D&hWeZ}m=pftB$2q}Q>km!5BCbqBv#sZ@+k+ZDaD0#wVK@dpyWXaq{{1gq~tB&I;&<_Zle`sxCMgrVaRBh{@I8i z5>a`(0;WxPQ-0eI9rb0H|K;>KgTg%GqJf6e{wdfz@ZGKzyNb%B&fEsv?%K0GfKUs7 z_|RW!S$?q<42B;w$Z;$~_Jehqb&qm#6+C$ouq{-@0Sf`%lu(ye;a8I>L+0lBL2VayK%!1GMm%#rTYnD zr8ko|etsJPM{{#rLb7xD?*LG`K-LB-m3;cE=~7;$2S6(B2R~5rdH~2Oz^}pc07%Sk z9Z|#Q|KkPF#(5U#?n|r5&=C8sG!m-EVZ3B#_q8w*$n5!Nti(eZJ?r$4djKI8g3O|u zcoL@NWpDZoI=@ES;zcdFc5AS%%vXhs*Evnd-wcJI$`MrRTa*rsBCky5{M8 zRl&%hve21^AarMK&JgHuzSnafHo63Ho%Fkd1m})!Kser8iOgc#k&4$-kJa>Q6#M`Z zi_zlf%d`mK(LEQBt1*l(884sTVNhxjUV{Rc-csPJ(ru-n4~w%&i>IXaeZtHPjEwB{ z6t_KGG<*yeunD_ic+>fn^!DhONy8*gj$ZAHx9N@B!?c*|r_gjNW0`-~V8?%m4o8>k zqbUr+R%*H>7R46vW|#Z{y;f&|*tz9paLX$JW7^Nem7L_@(ZX>v2u#t3h=+*^x(+x@ z-u4hl$}dFG35|;L(f~ZGDLm>mm)89f8v_O|>6M6GHgV4d`DIzW5d@?QF_AK9z{;IQ zZ%gk?KMwjdDkHxDWakCE8xMZjSAOfi;t!p*m>qFyNi?(Ucad*y+M=r(XLJ0b005YY z4mbjgN7B@@?4yXQ7s%2hFLXmT_7WKDd+dQwEr;?aMb3m1+)7DxsEvy3f>ibPP>NWe z(Sv7O?!O|%^I3QUl9d{}`1@e`J_1-yV0+rxmNf-UWwi1|dC9Ah@=c*SmW@gCd_*h7 zP&LjiLEf}81NjP)Xr1H;IY_C^Z!^%;t-=#mzGy~(l;i{L@`5YCmsR^-Ojp|0&_-JF z&is&1g`zzIL5VvF`7?g1bDXS@I6$4xt3s2(_&=p0rj{sPtpv?CVCX3QG__cag$0WZ zy($WjrFr=oY&uq&R|L$(*Tp6tQ0|+$L<$DPZNgXU@%Zj#z4-N2l4>M*9jwn`k&(Mo zlgRA~K}R?-o+O$i`mFZaW~}a=w#j%sw&^z>uE5_z%ooibEQ99Yr*H(G(!kN2|6$u{ z@!VP{?%F|FDao<^oM8|=6dwPkSfTJB<|Ng;mkNQ){b1|E!8>IaxM*nqCV>$Q4?Muj zXOPD5t|{<(t2!yO)dVy>bNGEAeV_uIdurY`#%!|LAXyX_BII2h4kwKuemo`Q zP8Mj>AdW!lTnhJXCEEZ=enHA4H3(+x6I5!&KL?78bMCtTaT`27ZIHtoIlnP@DlhfW zrU5JAJ(}@T+F?kVj_K`W#>NZ{Jgy?z z<5Yb4@+A@izIOGq!_}VnlT@TKcT3yPzrP~0Azz}M7tn`A0QuO}+CLxi_v5K){q8NhX2ho~eIIf88~yK$>q9genpdJ=HCA+f zz^R748z#bxCkXH^cR>Qy%8h{D@CN#m6QBGFFXB%o8ag=3U~y8q`r(=4&ECbaq>!z; z6Ie-N5`jGsm~+%9b@fE3iNQX}y)m4Y)>P(TtgNHtLu*P{h8MI^K4=W4_uBmvbec>V zE$Cw9hg;a$1X~wloIt`S!A^L{Qru^<+lC=z`tj45VMFVG+y6Wv)wCB3GhY@#Ou*9wyon5WUyCZ9+|+pdrQ>L7any_wnfWFSLGsfk2a& z#r>!v;-4HHRI<|Nl4%I4304j3e7p+VZ~4U2$A|aeAFh0Lf~6|S6AiTMw{l+GasN}7 zqOEW~3Mq5lJ=yhJpAX{&^cQ7p(DN4gY?Gx1p%{p5mEn6E9AJVU|V&nSoj^7frX(d-n@ANC? zr4kT8v$h;u&TMw0*|)T?+n~5W&yKGyUCp7V&=C9ZnxB*`EW)RTih;g3?k9`BOkDVp z{=eU_ktqI)8O9(>5A8(eeW;9OVSp!tbDFqE#Kbn>^JP5m3Yb~dyDo*Y_kD`Ag3$ZqHsm@?Opw1OwOyr|9PKgP))C7ly zIYf_Uudy|{ok-O_mF(dR`8w5ZoHE4*4IEf1*d59j(P?yzW0pxqqmL3eWt<4;$jUL6 zk`xR2*w`l`AX=ukux|H`b+}x$)-r1D@ki$>-qiEY!y0Mvw#Zv?dGw3N9tKR?D%_z{vL2+S8hA zx<>q-*m$iiWl~@=mYj)7p6>T~#<|b<3}k{$X_l_F2z!N|0kCG z#bA>&T^h&ykN-aL^NEE?B7?ttjQmC7NBzuemd-l6;e#aEX=m=__T95}XI@!ARcuBH zeQF6YkN-c;EQ}Zt@=CD=OKwVkT$sw~<=DLa*FpQWj0ws;p0`6Up>zA2IP~`)(5yf# z(jkNX36>>E%n`f|~cr&rna9gLUm1nEW^AE;5F$70}9Y9G?+UMDbl-Q;^5NFm(6z zBl2)X4)_-%u8eQhANf+a^85BfNXHwP{OJSfvXt8gjA1t6mj{6#`dUx*v(=5buq&K2 zg>M(QB|#X=cZX{t?3~1LQ&2*QChi3({|FSt%V0-Z2JxqZh%R;!l4jq%EjhWvS2=11 zX+YlZ>>4Q>rGn<(99tyJT*Q#EFdrrExRL7*i%Pf*Ooc2dBOf!JtY?*3?9&(*}iI6g*mq;(4 z`1rDU;K4Z394RItJ!lAdR708ls({ekfoPE(-)$uNLXA`b<l8trrVn- z0w!fQHJD97-nt1k&U(P;w1*<1KU0Cw|LSo@ah^he-wP0>S3n>K{f6Xv+q&Vp{&(&r;3HHbLr!Ss{0-lEzlnXawh5(ZDKuNn z8@B6hcCX*)3Zi%i5OYGdZUlw@B7VAWBcbu$@UfXp2zlNZy~sJ*>_4DWSTGiI1Tgd7 z1fQTiv*s}Xok`cS^u`zMWhkOb5K-vimjBT}jLfc$;aj(S%1sXS)E^5G8M3~+>*X7M z&~Yq7u~~u?cfMU`2iLSz?}0nm5=1256qIJ3LG;V7K_6WxlZfl=!7qc{K4=-(D($fz@vI15{O;&* zFXR-SDJItUxDyLIi}v3g89Nm53a{J9l|9H`)J~E2*#F%|?@LC~37=zNGmH6vlTNfs z$bMLO?`x6Y3{_n!v$S`)YNX2qxYd=zKuq|w^diz|jgm<&3FL}Z%|5ZaJLbFPu0odH zhy>9f>A$3wDFCAY?!ABm*alQ>c*c8KiXEOV0i7Gfqi<`nLBx`xfRGXep4*4UdSytygX{ zseZo|B=L6E`T=Itkww=;hFbJ*U3@bEGqGaGS098X=`Of^ct(6KwnVe2nlB6i0RlB} z#Ii)G*#P9-W(V03e?7?zHI{EVPaPI^2jH`}h4f?qS>@w*-z}qDEG1&K`q)R+PHv?Tv(?emMkRy3E1|c+ZQhEW6`}8-tgOgQ4SPPI>_JrD|KOBJc|Ael1trwu&T5 zdO-Cv63?amh|PkN4sxqH4wXGMa`DPa-RUls$kS;Eo)y&-T<8K~< z2U8G2>jd(GGk)acA6!X+o*cRidc#dHE~<*v*1co$79UgHtai;LA~1cev(_Bvd}|kb zH%D&_7&;6O+ZCmCg`oUp9zp!|ukMT2JwZ+{j*oN5w|B00EY1IL$6<{TW`8w_-2xNY z*`k@!Y}u20xtYew`H@8o@s$Xmp=a{|KH7 zm@nK48h_O`dOMYV_Ke={Zw}d=a3e6kba>JTJ)pMri|9{MN?V#2OoqmlCr;}(3yY=) zWGO4{CJ&F}TGgq=HC#7^l-0tMi8-}kllhI4QI|5AWY6|=GPk)*myK~G4PR;xVfvp- zOMbo>wxgPSaewG>o_TDF8D@b%ggv#vL)XjPtuHf4%oZe&n{X=dB~Rja&%3Up*ZV zILe%S66RV?8pKmo)H`~BlQ2II z(j3|m7{TPez`f-EQSpl`QsRWMG`u9|q=k}mLBjXU0ZBihn!SkxUJRA^djl3DbY^Ec zUVOP&N~`IGM3WR=#wM@bLuz*Z8A0jj!-RwYBF+oN-=7GW26oaba+8Dt$d|p$(>#M9 z=4iY#h*@^XBW;Oe;FS{R9zmO`c-D4Q-ozle zaPs*TG^Qa`rh{a`4?Ira+Q9MRJm4G^B2>l}E7f-}F@gzrd`YGvX^ z4M`$}m8uww@r{m@#$vA1;Nx}NplVOq?YOo0eEayuDrV@L#dlsy++e<6eb@JvV9ao= z1a0AE0rl-CvfbxnVqd*Ro}G9eY^9f{H@KBdjNE)U-Ij+hrAV`x@g~toCDkSmntmbe z#DC!OV9UvbIvkV&Z$C#pbpJUj&cMEWQ5Ub^mHKx*K9&`sxvjCI!%9QGv#F58JF0vwRwH9NYU8=%E!GfVW{W>~{$&;ooK_v)Y3)lgce1)%C|a^) zZk2H@LXqdxPr^w;zK|l{7#{(-m>v3z8AQZ{YMxq5oJbjr)@Id=I;_ku)|P}yvm-K~ zZoFgBFHhun^K!vaLM4AI+2LkD6Kkte8oZSVSU&H<@cqHm5iGm-hGtMRN3Yq8xm?Vyb#+ z94idJ+(<((^Z)tb#K!F2HdfKhvh z#7`F0x9j5_A4;k^kTJ_h-Fw;XCy*{d>xNXSdBiQbddWh3{>5Xy&)k_fQNv@0c6NJf zjIW1C=blPG(^NTkI5@{J@WSN7ncTBbE5uV^gu2C=Z~Gr?JpYoH={2RwYN#Bgnsng} zPf=|j9748Bzu*XPc$zO)p0dkzd>=B2gv)z6bM`}Kzx5sh`kx&UG^!ycKAf4i}jZZIOtXuG*xIVXLh!TI_=n8<{gT zvPd$n6CqILdG%BqDEUgSJrQodalbW!dJ{-3L$Ew-q8RXToqxSuys+2fe`rp5Ud_qw zmFvNqf!nT~8U#}zYgR)_s|Ub*J9z>ZM>RX5w+_sfev(VuD zTxdTP-?)MR`wlhBRuD5&0<7C%Fp4%wWpl(C0pzUfK#QaAH)lY3SEWdK6PIXD)m!+pZ`0*hec2kFFTyUr3>h z_>D2)OvuC<=-lz|cqy~a)##TpM!YMGkt=2z7`@FP(dkr!^B%rhY`jA=JoqC{EyoafzEB{Edv3PZRFm1aFRZW>uaTjn7Bp#}Af zV;O)JEB<%uj}8`Y*1x2c{YJbIIsfCw6Cz>~?aqqJ=r>kDvLBQR4k+4%rf9pCj%Wxmy-pCLy*|+c9J>4quKj5kU<=Nzwm0{wIyWTZ*QAI@d5)hm#f_}dv|Lf#yr{{xU^Bb zOwi7#r^w;SxTX7U>PrIeBhAGWNU-Wd6c>7!g*3!o#&GgLp_{g93DVB@SJ+j}pJO$6 zV?~n5G*E0JM#kwz!+aeygSF5SbsON~_kicQgHMC(T9;5aZ8H$crdN?pCiN0A4GHk~ zOAI5*fa?EVFpX2;t)~WOAM)s{sIZLA@#z&ea97J_r?>3d)gNrS9?U`?WCGGb!NjT- z$7Yx~M9H{7_DZ4kHyXUyv;A9xJ?MZh8O4qZ!Z7XhqL_96*BVxRYs0W#9EC>^?@Yzq6 zNoKbF?OQ9R&|d#k7-F^_&UwkELR%mzu&ih*U!&<@GF#Jr{;60tj@MjM*xTo$a&l<2 zDF$Z-M71T-n}f}1=J$7Ik|Y&1!JYnYntQ*q%BkUvr(^r?LBwy3G*FSR{NbegeJXGL zkSZ951e>=;6V2@Mft8HY_oQ|ylBA3PDWs}G@tpZhpt4Nsqs+!>JR*1z!7NqeckznC z-r3$N;`mUrO#de9CdI9kOf*p_0XOxBoMqZyRinBNo=#!|@of+V@ZD(5R$J-I@wv&V zfJ3xQw5!GksQ2u)41}+?5pNudjV;4RvelCi_=@e1H(&ceIUzXZH>HNu#Dk^0#ni>I zdjB-kcOZFl%P)em2#zf6#>X}^b@pl54qoy&c>HlNvE1;rU_r776Q9|huq;u#} zq#2MB0ck-RB_tG(mKwTIx>Gu&1w;fCNkOEf8w8X_8oy`bIp>~x-*2tGTrQZ|?0DiI zzi>8J6(A?njRXFiLePr#jp#A(GGkNaieraL!KZf>w03Z2!qDhJYW@`Gn zX2mNrQSv#cG=J_4An-oIOFXJngMmPSztC9u@6Ie$`-be`-U+Z}G5fc940YJ2Y1z2Lw^5WD?Ns@%jqGc#n%+5-}wBAZiBVy}`BJ z1Bb?tRZhCzB+&9T?~Z#U?h|Flw>j(nYkRB$lwT;@ge7UOB`YNL37JTvSEX|OB>5y@ z1rMh~=P)l*&yq4zFFeP{PIVzXyq3?sD$^+Xq@wjwR}syjDZOoFJGts?M>gdgq+c>& zdv03hJC7x33hO2x|Mc$gWajr1W&ai#%x5-|hw7p&CQu!KoJ4`nt0tAF?VTDFaR;L+ z`b)rA@I$IWrI-njTdc*Uq~#h@i@Q}+cY1&b)<9~_hpnC#Upf8|lraoN%jXK%CbGQw z^)cs5%9wzq)(OVNdV*vC@Wn&mIagv%(aSSG6-W zHxqD64=a9M!dZz3Wf`ph;+pkr=-Urow*0-Kma3OUGA9JY8TKS4;*WrDv2wp-tgwBJ z;OmO^)ZwHE#A}70f<6%q4W5b@Vjn0DScJtx9^;6X5J@jWrgONCF80Bl!<#7kPsP6K zB9g+OGGM`m668h`v=kEdiBSh1y`6rII($(4aCwihrCLdL>rGonM@~+0F^Bur9yr`_ zMv^X?`HVd5WZjW$9=6-StLs0Y8ogGE>xi8Fr6o?%Q`1R)OlgLwp_m#AR%?}_6_l4((-~RDDbC$(hhUQkizbbo&pq_ zSWO%!%Qa$?njKKHcG`{7OAz>umGeZI27rZbn8ViYrS44Kp8(%$gLmJnL|s+qAtY8p z$Vi4EENizqn0ga*Cc1aeAKzJt;92>7{!A&5Q}r$vi@Nz;pEH!s2<~r{G6^Vm=v2<4 zCdEs(DY^zFG5;JduA{%>)HW=sAAUoUTF2uaS@byt#akM#l3qGgwemT6eU-(J04!-o z+KNcBkkrql*qKHb)!hF{N36Qx-4C@x7-uj`Np)CD3CE{>ipJKXAM}jUReM~$r|hHa zv53&%AU!fdKL0DBz>2kb~d$pMJ&ObwIzX z1GCm<+TfF3{4ZJMWPv=@nfCy210kyHY6j#hh0G`G9qL9N*o*;`L8_*N$M0RA&#X~z ziXAz zWf6O0){YAykZb{ufQ3`AI1B1v0A8l;yZw>yMuVznP-g^4k?I0Imy(W!mNd`~tpU|o z<~5C25sKl=X3!?615xpEZ&v$G-pIn6=Sj7zj|O=tQ=c6x<9we0>Z;~H$7_2?YhR7t zFMD7PHAw(aKCx!f7I(o=zsap~AGjQ)erJi?1>%_Xn-zdcckxTGsq`EAOy$Uh+vX&4 z;h!x7(qXC3?{jdG6Mh2w1wcfkiu(o!tx}+QPlBA`R}tvlBZVW}Z99K>`lr^(hc0YpqgJ>;*ItZ9Jz}e= zO4fN?Jx0qr$^)`lcL+NHk%os@gX5!|(Gt`p_~$^u(K@x~1Uj8mB7RY-p{Q7v7q!44 zck$%m`#=+WDUtzY2SLOBxcB9MFu?zOku(XF`r!BFDqSR>t~m%OR9e`{{bZVE2%dTg zp1J#!Ueu@l`7~(5F??yXQ@NdJ!y!x3uwb2!{YZ|UGd$2B9;fxN^{mwT)nA@R|15+{ zcUm~fb(AXAGHxl>5~JO)nSsVx(|uULn`Y~|-Scn8qZbQ5R6O`|WD${Ug(1ogM?#)f zrLe*pND2*k^SxzW-`JWs<_~jajS>hSrCPc`YDQ+ZfFWiJYWgF9QGXr4dur|UZ8)x5 z9j|>nUICe&#%#nG0M3^I44iY{>R;!Nz^N%QBs2S^RgL+fyFRBFEO{t)9OeQUH`D2- zAL6%GKIqf+XC8Fe=Jp|8|MA_D&Dz271n@nV0XYgiKv=c|%|jvUA*4Pnf6PtyokyUd zcVY{y+q&MzbJpT}EJs5cU=+Cgjqu{9l-tZ5Ad}_?& zGyFCTceM>rv9|-%=&i(vQwmw=n2Xy|30kv_IzGoIb z=)Sr-Uy;&WEkD}xzB?T!4Y_p!M0%I8QUah)Z;INbiMf`S+yza>NUydBHf8b39erSJ zDFv=?&f~SfMQStwXcbdECX>zLCxl#he^mAGJR8BSv0VL{C*<-&R}64L*KTY=DG?-{ z3$S3(qASjSR#`P^xabH6dGX49wLEQYFl)?63I)m9@GQO8@eVq?*ZWWGwmj`;j7RGZ z;e_9208HjSAyXiBEfRr^eFniOO@qXNK}vxy3Ohs4GD;KoN5e|Sops_JcTm+RYit}R z^fq>zL)^k`0PlkpVFTZWQuFaQPdDT6fsa~0r#E8on}B~KlxGJ|D!NB%CV!> z$KW{#wb$5b0CJ^A6z0ZvH8*YOImlqE0a2BW_j9Jy3`8ImTZj-W1r|nKyFXsN)nPN6 zp9NN0uI3LLBL(unk|qQQs1qRYxGINXp61xiUj9zqRf0>$Ed~*SCieD=0mgvgXTs%@VXjTY=@nF zB)e}g7Z(~#>rqH*OPg}h{{bH@w!W-UyiP!>twf>)+#}I#Bvz|rm_>E!a>w=RqXOwY zYrx^oLT1v;JKV`gsl+p_e-GZ1at_0;lWvzO zKD;Udp4-HP$9maHj4G)Av8xiE>H~9oZ5Mm<4dL$S!Yxo>YgC^EndShyLq%adV2azd z1>n?;S)|Ib42TdFV#At#?@6_`#9^0aw4uEN>LK>C7bv>}_+`Nu01jw$C?V72|5_)_ z<+J<&NBBonp(vvoIebl*OLn-E6Lu;@&E_UK>@6G_wZPzO(hQuIMe|@cP2zmEW?O%O zb}i8CRPu*<`Yuz>ql-vUO#(nQd_6>yZm%l4i#Er#h5lcBeod& z8%%(ITH>~XZiR`ogcLkY;ab1Y)^;G_1{R&Eq>oSEQ*|dbOL>t>dVo>owGHR4+e!?t zIs+Bgv`uVJ(Evog7D7i`n^K1WLQa%eeq)jxp#^2eHxi)w(IRO`L zoVyxmL(dbxh;MJKqzS=ZSgMCKF;?{-$GujV3_~0b)$47Ye0P6zwL+2TD4qK8gl_r`7;f6MuDZ|HBn8;HG)%_@2hdAZ!Js`->*m0 zv3GJ^hLhaHPfv*R@odw8nD(QgxC4y9D_6WwtpidOGJ#UjI~ZtOg{ZAP^zco>(xkpt zcT&Dyir_L*yo{K-cqQKz+9k|0jNI7P0h_dU#}xow@C{U$)-t?$5B;}2ssCatbf=*T z#kLbZAoJT_R*7}49I_)vkZcxxAA$*PmEzc|b&(R1B9&uXzQUgAuLb6q0{msTEl-bD zP8#ZH9;<&JNP}#YqI5rz+`UrDi`Rn(_i&z%*0cYzf ziBnL|8ybJFa&i3+t5!N5IUA^ z>Kv2Z+$QD`2&YNSoSb^T`rxKk*E=GJMGmfRJP8y15TTt2#8Q=g#+`5kk1Wpq+_Tn& zS?}V#IhZEE!zq#7Te+@^aoJD#z8gri(r>ePve<%Fp0f@=>Pz0BC#d8bu*oTe5zhnG zpfb5QFur>Z;9Ebz6m~74A`H%>@_&}+&Y;^Nc`Zt0`I>7;Y}wY$ua^=HW!*Yt=ufxi z)n3wFhr7y)Uo>U(e-q^SQyAowGaMG+>5^|f3?~j+r7Lwqx3_{e$A);OCY#&g&Ik8x zu3RS*GCaCMk{&NfP}JY(NUu}J_a^@rs1v{_+h!!LT;u;4`?Td!Fi&W_kcGGThfB-} zYa7#VTE_xN7z1{$Qq&M%?Fd~+TCLX|14>t1QS*Zdp%uZrL{H_?gd9V8b0SPJh$5U#C@o|57&ph>N+p3hx{48WR?lfA} zrSGstjM_4%eWo?55Fk}!T2#~OlyXWG%<{1C#zNQ=sk zgl*jij_@vL#Df5U-`xXv;&z>FsW#fQ)tuO4~Km(+6QN()@Uw9Uyz+Rf)e^`d^ z2MDoSZ@;;B*<(b{lBIv}vAf0UH#QP0g}>7Vz!pW(pVHiavAGd7m2TEb&Z2|h$TG{u z_^eG1B5!`8PHPUhGoGtVa@0fX=&;W*C}1ka=Pu*`nhhq$pX#D51i#gGWOI90 z=K`nzC3av^iK3%wy~&H$d2Si(IckH93pGY;MXN=4==FZTwr~Gi!R~~;htK~OZ_v0* zQ1IUdm|))`HJ#-En^xli*CFEvCG=KhbfR@C;PD+nw7!2*IOxojgoVYmx+WX}7c@d< z>{rgy*K}|Lq8Y9^^GvyyU-WMO^#v^?Ix5|UquKsRpb%;pkRXva(2K`ZrU>c$haALF zn%}$GFQ6TN?gaW5Ex`0enjFvEML~;(C?p+46OJ%Wt!Sh7RBkGKR`m5`SAD|iNVa|S zA~*ln*RJ7cb(t~9A9Fl_cgLU{8}1mtt;nL2WHlNR$&{S1W7z4e<7)rYOfTeuahbmb zow`SPdTa5u>3St%eH9-2)^GM~%l8YFO3|vi?;eG6^PsMGqY*#1_f5PGgg?Zm2gaG27TXm6WrcxDG^Yn5%NO5d+cqaIo;0je;& zr2D=?Knb?vjJAXO#y|$8poK0VubI8$UD~qEI-PG`1bY<~wNfCEf6|96($bw(kDyFI z?eOE7E$|xdxr9%hq&Y<kRh)im4l~TLVJ|R99k%_W9Rf89VXYkx*8>E z9`+hy?=h-j!;bd!1Chq=HzHa97i^t54baOV4Ja4PIVd29aCz$k<>@x}-ZXoa>0<^^ zd*1_0v!81km$gC(fMJLQP#vnM=O!oTF-QVl^n9FLeHR*0r%rCPnWaM3?VpaZcoyaq#*nojl>~ZOoo;F@18*=?X=UN#*}&X-Hq=8I zWXx(Vcs%vA_D@Ql1&21uqd_ILq%bfP3gNKF1u|cJox1%Ds5-F;Fe95UMk#43h8Kkr zV&;JKt@zR(qcgx$3_`8fh03jy_;4n&N^X$&P(!ue8;@b^1u`fWiaeS8`lJe%H7!9p zPR&VHFNGnu|0)C`U18}bNuSThOFf$P?gRb7GnXQ7Mm1ZQ9`~)}a$*hQzp;LQ5=-#! z3kfuE2pR)Tvoi3!gv>r-+e`>Ou*$sgIOZKd@jjV-0#JZeF15`DRlMx|N$HKlNOE1u z9GlnTf|`!dSYrDkKIv;qhWOYc^rRvp=oL=>=zj~v-H?YttVKhhG6ivhfa(@#W-}HL zNddB-3rHWwL3=Z8eh$drIQK*(#NFvAzuB(Mi+o(kp$vc#;yBD+T#q=nEU)uUP6p-U zt>gk$^Th)5=U=M`I0U4A3-al-TG-Er?h_E2fgzY$qo4ueGepu#h&C|xfHl$@$pSSv zMYqE|)U@9U$U3)~NrP@lRu_qViOeIWJrcH5H+9+TDLfp!{|#?Jf0FlIQqmKRXD5_| z()LdRZ|3X)LYOTc7bz$4cKk$B0v1~7Dbgg!n;eS_X!sJXk zg)Hc#p8jeVv$+05y;LI(VE9o85>(Nbyt`#&C_AwvVtycj=utNAx%+vl0pJ10q2}z{ zSwFnBy!}wHG%UGJxd45%I#Bueka$}%`%P`(9m$_>n|62hv&sP2n(N(rY-2R(1i+p* zoV?(zCLLRG_5kpLCsfKJJg+}j2M>P+aD*M}hy295r4Ca1HHBVL;p&Q5I|fyc?u<#= zK*bXvxmaMUEkTE;&c9nJ+{tFAW$2`Ov0Y@HVs9;+g1!73ko)*9$tW;v4>Gr)1^$0v zM%Y8x6|EJ(7l_U3azEmrU*f>vIe-HH45TosfUNo4*c+l5O$T!1y57rhpEVbIeYSpD z=Vn^P^%EN9hA>KQa;oBMR#uH>(_z3itQ!Dw-&GAN2Tnu?h0rC|juhYIzbgx}C-moZ zvC$DjS3`(pI;aH9oEeg9Kp~@jb>hwI6W!lHZR_W(KY^;zf!JxqBrvyj`BB*c6@X4x z7hQUj_@T&OOtmW(oersSrPP?{0uYdY@Z*DlPtQM#*~zZA3(cUKArwDw4%O|5qFFZ& zwm1iUU;d>1wc#G!^SBlf;gdWy5rq>gHs{;AW;Iy=NN(VWso4&YS0h0D&4SKz3ti$f zlqNrZXEN(fZa-GF+_C~K@G*AoUKT${ZmPaIL}up<2m%HtRVoE;jA}?&@A^9srvHr7 zRCU~r^+D@mSM1d0 zb3$w{rMZghkRQ!W1y&2!xY_m$bN7#vi#OV@7#Tu zyzPK`=5gz0dE8Rs77UlJx&LeANJ53Eb6A@Orbrg`dQcv0=9_eKzUtCL@s<>r#gawk zEO%JCn?s^tIt|8J2Ize>Xc zK0z?H_ll2ckRel`s9)I5WdTJ$$5S90SMQD=S20@apKW%at zVsYI7pca>-%b&{#8LQr{AjPfda50|h$fp7%t?@e8rn((94YOzfwC1&D9puo;4hL3l zPa$eT35lOX3U~y5eM$Tu*tOj7`EG$+lOR$EfTX2VIj)D?y9_l6-VWSfbN-$k%vu70 z%)bFZzqQoa>b>-s0J@dJEnvzke6O#yMv``aUNUQoKC1Iu}~M?vPYx3QQGBW#JkJc6j6 z5F6qfkplJ0X9*ChUGS}Zr$P%Gpr)V9^fB9mHB+#+3@EF50Z`O#8VgpN@bdU6J>9cj zeyI5|4mR8M5p)pmwiIxry@lKI*4J?byuP}0m+>w=+N{o&NeG0*Rp^YN#7m0XpzAY> zNfnMa9+Y!A@M;(rJGrBGL>vI@H)-zSN%v5vMQ$4fzDv^V4G%3MMjioH`|T5u9qc0Y z?m&&ntZgEbqC2N7Tj}jB#3PrO`R@4*{izds+xagWeoQsfVd?9i7FA;LEX`i=*! zp|h?4S<@&CVd|KcApQr0%DS`bUITrn@of+}MH!D$07!~QLc)+GYTBuM1qfqGii^|afMY#Y zOcye|?t}H)pLNw`b>kfFk?c&R(Gg|=b*-rMtM*b6@If zES*%9E?$;yRuuNsberG9QVBr770Y>Bn|UztRO&f^%h~x~6{>(JBM_VT!!f#rK#ZJP zoB}CX-!D#gt}rcEeAaQf1#p8F);gY1;Sa@oTFqFb+Ucz900-dJs7#NwBGGlVhr~w! z%~hgmfPa{TLOy)-;Z3Av^vb|Ys@CT9RnzccgflAv?10Jzm+=K2W=6GbdZej*_xI~w z{AZqxgmsNMfYG!pyq@8-8s-&wepNwBmvV{NgSWIiG~?THicm4NvhZsE_kx8hx=P!r zFS;E|w46DEE&ZEmXanotAK5RsrmQdt8wzBeQl%u!Psfxo%^15*CkN?a-X< zmVe~E`+hsF<4qZX=bN1~dE+}Ng^#l&pA3Y^DQ5kx1yDz0&8DGW);lrpQ4h=D@2dzp8w#dNFQ*68%W+bQuhXcr*wPy^Fwl!ugt8x znq0kX7bqZD>>c`I;a5P;=+5OyMI?u&=CTy6Q+P|Ko!jb)hTkkb;4mr}5=PU8?2Z77 z)HvU*UAnr}?riU&%Y)D3$gwke-z(V5Cbt@Rk6)*i`*cb-H+^{rJEekw+H6@hYpSA? zrRAkS5*50omo&&^Hg^FK<6UKbfv!XHjV?BPIyqeyH6OS=@7{+v4{+&Ts+``S%FCia zP4w{{lMt!GB7qM~{IDYAxU&^axLwGJ7JyvdUHj{AP4dc15_$XV#AXW5U_oHP@SbQM zy2Ck`ygTYXgKv+3{lwC`E1+y%hWajCMFzs{TTgNVVD_- zTfxLK1iLg{oJvI~L$~Q8?AZ*r-{f1$6o+akh7WZ8!ghMkf7YhUyaKJ2jkB%QWPE86 zPuaZZGa=C$m@HS7lQlkQ5s|WjVZ(`e{A7C2L~+UX2T(W*=bvBpN`nu|{=Dq-FsFPy z?P3qrfq~PMIw@Mdx!#8;V&Pthf;B0s+>F{bL@(3_=%m0 zz2T|F*qfy|OYJuep+S}VAbH3 zo#Di@*PJb$P`R6GL}N*cI>JT}LxK2Wnj+Xa(^sx#lec=D1+ZMAn+&KR>=uEm$#*2r zME76r#yvJeRZ4qMhtZ4Y*7mWyC@>Dg?g#ZOJXpIdq-2b$19o zpqs`p1u=O<<{KO%Th2^HFXvCSx(peV9rX+LJX=c_-|5XF?b+kmE*ur@D0@OVZG=h3=tL^D2O4dOWk<04o! z->E6VxogEcwgkJXBX>BTSjz7a?B$A#=03Ee1JgZi z3$5?q;*+)QYGIdW+ddOrd=my0ubas3PVUbpn^e$)imej~naC}e-FR}XZR#PRl5mwsES9Gg~zi@k*HkNq-YKGW&z9p`yCK~q-0 z$PUm~^m|WWguNgf`(=5Mkbq%2n(-N}ImSNAq6R))deUtR+_=E6{seXbGNe?}1u@vq z*)lz=cDKTlB}WLy>evi~+SuKhJ_aisgx*c}(*N*SeT%-HnD8r6rx!{D{leEbnlX?- zS<*^v!^ExyDZHXq!#CA(dE+G@T5&@t>#vp%_!6+>lK(cj6n58}Ux2$DHaoc=%HP zliOGcOh|dP7`G)tI-pMU@#`nf_iD>66w5`^x30CZlI;eKsILONk}cT1Pji*`(JRT4 zIKjCPbP60~N?Dp_DkmbbpUL~~MtmGnW-9xVP&f{L<4)YE2g(k`RorxfZgAOzYk0U} zk`kIEgjMQ%^euT*M{=D9xntP!V4J)_E=XEJ&BdjQ#$dR`6(>M-RWM(gZ!~Ja$`gyQ zkbvoHtMAcs4rwB3>K?*=?j)W;Z#Ao62_?AvGERj2mNA5mst5QoNEwMR|3Y6B?q$zw^tuX&otDv7kl0Vf!RP6}2`WWB z<~O)@m5o5^r@t_gcvkvI+27aeTTPOiI%fV5XK!j_g}eahBOCz0xI;Itlvlt>TO5`# z0o*7~Ho}7Ohdd&V6Z_{!8$}dmpd1315Y`Xd?`ZS&^^Kf2b2JmZVD@Y z7uBI`&>zRWq&V2#NG!qthm?>p z(cB*4>!$!k`=hwENp5*j@Fyl_58m9zhl}wd2iOJJ&BE$jPF7YTNrOzb)g16{%uTPE zQG!c{DJ|5(KeVShOvAr)*I?z#R(N0xVqbH%ti{-ADNSd`ohHD1Oi0at)8YX}8$0Y- z-2qvYvO|k2MpF?J<{akS5zy3j<}{%Xc^I~dW!G-(f1k_bxYsM1n8TB5Er0+U?pS)y z@v1PU`E>1TlHP5ix%FQ1x#Sfb1Oe0D(BDdM*1 ziXq>_HEE7;wARvq4%}sphRjNnN5)l)Hc&Eg?PzPso~B)U$ZN|X?44W}+8BFHy_j&n z+4QBKpTCVbU812&^0T&8n(Tz)Cn{ysq;f`~!$ad4PoL|>BM?q*4L)6hjGrX7uW*TM!?FBc3$oa6QZ%&^S7S$uT@}>3oXFs*PI(R;k zr5qNA&FOY*b7`}io&F*J_a6lriJDUY;XMB9;8a1O(2~Z1*~iaABg&)U>IL>0*t@6k z0Fs{BjK^&gFXzCj6PuEjtvY19K|_vkxw?Cc)%V4SScOMEz6aKWZ;5%xc=}O%8LX z#N@>}puF1s5>-=j?pRv127IgjsZWCcs7b<$MTdvvfMVaXds-w!A)x@s$dA4cA%p&N zs101SC!cXPQbO7hsB@tA(3zR-`0rvNAvzz_bjzSFX6j#EOi}Q$LjT*B|8t^?lj;#| z^gkY~mF!Rl(%I%!{J%7+v8bpVHKxGT$vbuVJRD?a}DgYTWxbsA%18;=J z{WcI2_N0XwyZ)lKiC3&-tUMFys8L5$e%g;=xoc*;o=z5}n^CXL`GCS0SdNDQ8Vi3j zF0;}y=kBUpjKgPDBY5PIlTp|}32SvwsKyV`9nO-@33yO3%nKnGOT8;3qTx1xZcE$6-qF_y~8pGHM)h^Ak)ftAm zB~mr6!^U{ccZGOf1mxa`x0wiA`rZm%(38Un89&{8(je|?M)ZHwbnntrY(!8<_;*b86+<0yj3`?NUa zzh?>ygPOLOkN3c73~7N3G^1j{L|Jk-*81;13-mILDgg_0=l%WSY;4k(;6ri&C8bco z<)0%F<todgpTWQdGHT{v4!sUu0JyhmP*NNK!u`vn1OVk$3?vHcjl|RcycQrpKx6I2 zrPW`QrBqT3E-#Q3JSQ0vZExsOK{99n+%W)aK2gL5k<#q6s&QS+rIZE`k(?DLT_)^= zfS{1gRAa5!Z$Jd2QVIpibakrYG=CF6;D}_;Do7feRkj2t5#yClgS03K!)zFlbG)Ner*dT zJe%{!M*8mhD6}9;Xc*KbUp^7~>5@ zV2n&|gsd?^0{{Rb!Ae$VJzOk$Q+{jNv)CS>2F8J?hH0XKW2h$A6*|c#qan}>D9$i5 z-I#2E)+rB%yY4UmLyI<8AFwd3tyR);k~2%S887_x8T2KA15JHl9i{t8-+1vjLP#JX!Hc6`DoYqfx_+oYF4ZgBCK7bozrf&RQ^MZYvFz^Q+Qy|wk8LW6&!>CR`6TuD$qiJ z7RGS`*j{!5J}-+D)R&htK*}VwbR6)=o}oHg9FY^uf+C%Pgdpx5(oi zMJVg9bhg-@gvwnrHy$cSHD>kM>PfX1lq`ZzVanV4#1z z4dkG=?e7;s9;=}B;ji5Ege_b9uEM7kAc0mf&{r;Md#H8^$ z&xh}W%@709Im3`O|D$vE_syszpv>4!*T22ZKN{Xm;ktCw0G=WM$))|p<@(poPY4%v ze%)n0a4NHyFAjdr5#j3zz&KX{7ze!DEOtVZ^nDZEdi(53odZB4@GH36-2Y&?lrGao zLX>rF8a>WBBHe$}PK#;#(hL{BOy~HLLlA@o0bSIolnIBCT34YUEWOzLw9a^$@YnP<4PTEM z)f&z|-+0ty?$;iY5hO&JnJd$Ups?@}5{FTyzLl!3c<%5(R@a_k6C!Nl7tw+ASN~W0 zeo-~6_^t{SV9lqeYlNVf=z-}RQ+=rQzfvk_JSx!_>4NX;Zu;X=pp!u4MM&aC_QwY1 z?>8D5gwkF~$=B+)yP=|S8@#6~HgK+ArKFnw6?)0ihxtMUZQiwFNIU>|8Hh z{_{Y(k(!KdW3DA#j;9OOHt4F|>xXlp%?XzN03Bk7B48xnQ`)~1GNM=k@Q-Ie|~?co#?VPu@RiI35aDUf`3 zdZu8(X?};j6!1HSNFhiy8@$-7n=63u-BWH<^8`c&BY@)(cQxLOfrZNOPpH@#)B-5U zkAS9eLptCr1o@c)L>?rO^_K33$uWqqh5(c>>by1IBBSc;YFzHOuZAeoE9BRTa(hWSbV43Uj#I zBEuZypNGi(khRAm_hwFNM;scxa8Y=&!|Zl8XdQmq9Tmn>RLmB7MaS++mJ zzKW$q+)!E8-xLTqJ~@A~l{VASHV2{r*C^W84a+HU+mb+xTJ)KpgVItu>Zob{+gBkj zZmRh`Ta!#v3r)6fr->corPBIK+FsOY+ZzxY1cD5x!5*9d<>a`W2oxbfu zN%<;#R_{h3?W#cEcFF|`KfyOV6%mH$XHtkjL`R{F@x`rlC-=9)68vuK1P#E8M~X#w z!vn1(MLA)SNg&0IJX|h*d@-VNVHAc=FAeQm5hFl1?hW-Q2rSo2iILaw0)bFmD})?@ zHhg_7cK{{nvZjHc4}hk^7JYqR^^K&(*&CsgIrHkzE>DI&YePdRg&zH?y{(D$ zo7+u2c#06Tv;I1}zYgt~^iN?x$-}YRACz6{2fAjz??d5a@9%V1Vwkfg!ENFZDkS;z zbM>&m{By3tGpLB>)-F>Eu6X-bu?pjhC|{jGMFj=Od;lC(tY3hr{I`{HOT)2x#wR`~ zm9ETY+WS|v$}je}XjCxIO?SXD+`h(XNrcpd*74Oy_1ZsQreZ*QUrzxnaUrjqu><29 zZI_DgfJdT|0&NkxK3#LHpXDMc(5xsh$XM-Thh_h)zrSaulTmu=Q%Ao?_nKi-Dz4Qx zP8dUA<)?x;^>d<@Z4NmWF%dn&%gix8#QbQ&e&$d7f|$h0^vHonS1gnxWO9PCh_rG- za_Bj}R{7(q4DKmyUY9t~kM1&+e#QKwN)lVn((5 zCGI8P!h!Ax^_!V*p$gS7<5upIkeLVm79UFm@LksfDV8DaPY$S7F?sLE1@9kcE5{Y;LR5VBUU+Wl6Xr7;y-%3yREE8SturuwzE0UiL_423m3Ywa+Cfmm;fmgPPv$U?=`0iA2 zTJz-^vAUrljW$v5MuDNBA%96~T12UD({Mb|O7S17zc;Y4FlgZt z5z*7o)cox7oT^}yZE;uA*PzkXI|i?6&q*rJto7+ld3P|Bz_AF7W-Zytt!-?UK+i4X zYikdW(bx1Bxs6tS5i*ZmN@LgVZN&BM4e~C$Lz=3nL^88)u1iQPK7XmD6`ZBYhd;TV zC@)oW75QF`SG6Y6iUYy>>U)TV`F^v6Tx{lW!~Xt0EHHZ1F1NT?2{=SrvgE&>*VNE} z)960*WhB`ifLEWee~r}ES6Qc}SG(z=LmMtkU~n7xR9;^GhMdc(!B9BehM)!FLv7Id zv<>2QvTZ%ZT=Lk+h(+DRpzu4%vwU3)UMcary&MGvCy$+6IjX5C6)vU~3Z_o%oBWzT zE-|qO0FlHu>06jZfLpPM2p_eK9(P3XZ`sA)Qzl$hKSfJLl$4Zi=-CoPY^yeL0mJT* zU5W>utNV?+*x`tw@KMJW84M-F>!p@(ep2JSygdFVfxo&eEiEVLW^>;a-f|+2oCB<5 z0f0e%sP%E(;$U!ZZ|_^}%Un!3RV8bUkM1aUF(B&OPxf%`MYe9s&5eC$G9HRLhqAdw zI$(7*_T=6|7ISw`Pb^^FKj#S6TUPVTfo{w<1{+sTs;)L;qhPPnWaR6$zi;dbVUm+N zeIm{4#+TQ3!6@7k!E|B;l@OvhVnIoeeke>#H+#MPWiDDj_?lA$3oB;8J=fSK#PKCc z8T*SF1FLQ_@?yea;OzOe?2R$L*X)S5+h}hU4}dGu58#*-cOme|I|01;Re8DU39bYv zQIvfHY~(lq&+P((Fe1fT;H{d9*ilty&po+J zT1{wi#C(lo;2y46B@p4gBJ#4>@pYc*IapSCz`eC1I(z+~sR9lzoJY$cp8GZIyO};b z8eY9SY8w|zYdt-mRY=O}G9IIK!e#eB+`;-nLEJlF2xgfvDEW$~|Mm48R*V_kB#){} zrN!-&T-B(H*WkMXFMlgR-`3N8+fKiFWnK*ftkvJ3Z`OGxi~jwlqFQJUo+-+1DsCge zuifbR3_ct2FFEFESrNMb9CLe-BmkCCS!uAfAZNF={w(+y|GT_bf)K0|IK10MuO^C# zFy|QSh~cTga8zc;eXf#jws*)i4p(4b0_P84LAA@Y>2Tx8L(gr4@LR*P0+WsXoE*lY z($Y9k)w=Wi`CId4pc@OpI*#TS5B0OG`FrFc9fYanvebRA~43y@Ym? zA2?2~u6J+W_9rDTUM0SF8A)DeJC^hG((eN0WJVz9odA+~_(Hvz490E7C#NnZ9S`wj zA5f{_n~_3~{38z9r(T*_;WKgNiSx@3Z|7yL!oV0JWXHVO%7yj!ONqpY!-b&DB9ylo zf#TZjdB!OuFG2bN_0iDK5Vog?8)ai-;|)4u{=|jJo>!0BEaiULk-I;7spYxa{KD+M zw)UNvW8!b$zL$N)+)qnQHV%TYT2b9P$XBcLQcIyVPCiC-IrB6Eh`Zne|zipJ4 zl*A?^koQk~0+J!GUcF+j3p8K*1=kpqD{s_Z9Lo%C+IxQU-A44!=oKUI8ta)+z=*3< z2v-Gqjpy_)VqzG-+g`tIX<0xoIqn-(-7K4`Bc5S=(!VQLwIe6#CS4U(vfXv%;sL*g zm!IY+R(bF=?MEounKvc)ImTk(d?O4w|J={&u<>UHR0JFiJv|L$V>*pazz^&JjSv~| z6s`%`>UOeUa~v2MSw2eaSX_M6)!AvUfbVHeBWU<&lrttVnZZ5ib$Nvrl7}ZDjryi- z+Xsxhn4K>Z5|*<`bM$cB&a|oU@2c|}^gw$$?4;q^8S^1J zdb?A-)lDaNe)KyNz>%S0OAqchpirLtV!k#p@d5dOvC4-EY8btTkba2WbC9Tiot&he z?1;z4QEnEtZ=1Fw%IN$64agQtc=@>_Dl76{NX^8(yFUcG*zv(Q;>A|0{DP+lEsoHK zQZVvUPJtRY3xW8SZ*QiQ@ood;JM|OZ3nSX#Z53tN__Iza>cT#Bgr~iZ>*KCv)IX1@ zXn)kInDw4`RxRZG!7kTD93?DE&&zuc*c;`E+z)u%Jiz4*bh|D8UvJ+T)nwar3y5?A z(tA-#Xwswv0nv!kq<4@a(p4Z-sR5;Tq)Klpy%zy7R0ASKL=Z$ksz_IQgzpOA`@G*d z&#&|2u(Gm}MegJ-bI&!iXJ+qtZDV78z;6i?$hv^N5DIwx)O%nu;Cx5VZyW(JY3A+r zp(RwLQ(PZ~WEf^!N?TMJ_NvP*F$9P3)yB}Xv^4v$ZGYOIx>ZI@PL>;JW)+wF7c1{?|#yl#Mp4K#oiMfAv%l}MdDvidFn4& zcr}4aQUVW4^t}kf0T##pKTYUjr(Wc>KPibT21izF+QS;{uk%S#jTs=8GYn%IxOAj- zb#>oFYXWf<Jr5^(`M%PDMOIq#t<5_xT0%z>({uhchJ!*8vd!}OuPBWLZ{o(j zJPRRD14-Zq6)YCEFYaPul{|8vtM78hAEydbFHRCsP3MAR@yEup?2f@=SU-V%5GAUU zIPWd7Zk_n@PEL`B$>=8o;i!QdlUnh|twwVL6p>nADN~HG5KC050voC zhn(yH@o!!{O(<%yz5V4)0&@EO`{@O8uS)5^1(aRWvM^HS-~=`pM>&GNar)`AXN3%^ zRJTBMfV_a1OTCh7G#Y-)v-RxiP06F{b4#t#LNr}Gfk%qSnj60>4s7gCeeUUHQ9=da zf9j(=d~}edHue%DEc++>VzW7gVB8f0^7Pc=@4V)D7%@|*w(Q4%EuD*0ON-c5bdem{ z#e22}pR6yqZz=6sS9p4w6pSvfj1>TpW|!49sZX+r?-alJ@>D7e`W6~CPBX=;R?wx1 zbO`6^K&X~RvEMX0GSCiONgVPTabi-EvZtq~W@AhY1m>}ldf(QTaJIz|1kj%rNUu3h zBL%*^bbEn@&birzGW-IgxM8)mwO;b0hd{A2X`l`_;ra7r5{eQv5I=ECjhfs}vCDr2 z8k^UxQ7lWKCTJFsGk@3IyrOPsXU9XsdT6nDSC`0!4HlR%ba8Z&&Cq!Vgc>`KD4E^Sdb^!7$p$cR6K^jiX}a8AOZB`yDMV{>{#zTp%B@m5?1zkont zU7cP;WD=}26gP7zDvE4(-maXyr>3Y#IfRVyA`Av&`$$<-R+a>o&Vj4LcI;*iW?Ud2-?EKV|LYirk5{4(<_$TdU?nxW%eH||<* zm9S)3FW?(_afVizRaaMEp)(689O&!&U7#K%m}5Bjm|^yf;qB0GKkIW%_`QTe%k4Jv z*ivoDh%;Q{iIPn|=_ZAGf@NHJZk7IK%!=+2V&0UcieS?^kj<_Brfn?mOu z__RqvF}b}?9n%aX=mKTbc|0MN_$Wr*;@F~{^3ok1b$Uk8q2Q2%8pRR^N9Y6m+l zaW&l)$rR{a_s)osMM>U z(=U8(%$kmWANfvYX9LIjR`Bq<=sa*7=G%08F5mN0%4>?7G3%s)*337arF$1Dd1Rr{ zu6X8`Rd`rLdKR6do|P@ z{ZQ?=`VbpV4I|0K;=>}6p5Da)-TAjS&Cv3$_YsKcqX^-y#sQm>W4F3%s%5sXxNUQk zREm{~x0(~4vl(iC@_rtnsx@KHX!~)i!`Sf|TDdUH{*_+j!L_2JboGcizV{Sl0)gLy zJ5({6I=GB%dMd#$ifiWgf2zdWr||s@X0%<8bRnZ96(#7KJ3G-F{CLAQMJf1onAy95 z_hVL)x>uc)AT0&#I_8TWZ>YkKH|9~t`tV1iQ$mPezHod4upL#ff}&#ZgKsTHB&4L) zK$YbAamr1;^h@(f15}LioRz8EW2G`5>Xzk=^OKiVwk!I2s!*jZ%R1Y~;Z1M(t)GtK zCezv%3)-itz;Y8WXewE-9xE#+RIt2T@O0<1zQs;M`&?}1sdoJ7+t*-t+|~uLYSy@oi2iqh53mpzPewHF5|7ylKR&TDB}qJk<012>Ey)c z`X8)L-s);+WHP<<*RP3i=X7i6*Fr#~lpsF4B-+06Z*DQO~we(oDRceRnc zQd-FRE8S*H9{x=J7%Yi~a|TqkTcntW3C5K|H(P|7n{H8MQZ@S*jJNzdSm zkL^@Han5&hSf`0JDy7-Ig1C4oFgoal?sOiZs9LA)PYjMoe0dKQz*CVMinM^!uj8=c z8w+~jWE!2Vh{$|=i;$9Zx%MX9+y|-_=+0Otk_U@4#V+XKn>^-ueLf?RSNc3*$395% z0A-GTB0=+3Q&6ucHWE;9>w8{vg0vXiX+}@8;C_(dfH#RD3SBCh*feE&Uf24hYn!Ml zh+1OsV%^o|i$m;crLNfNG(&X7f8S&g(S@@wQ}*4 zcj8e>f3b=L(@kC#lW=wmo<>A*a1^3!m`}=~= zvaYY(8|%kHTi;49vadtPQjkx0$x;SG)ffu3Ae`1{v;r9oMXKKo16_vLSs7yKI~MDZ zc)xW5?aWu>tVws}sMho|dk99-Iw^_dK+VHMzuZ*0D+t0Be>6NIf+t9qTlM0W$YBpE z{^j}%-8&dlG^2#KXi4`_?6u^U7FkAFL)P^g&EYKmE@~cCF< zeyY`=r#xDFg#M0`>{%)4rUpy0 zwrA(HGlRPF@PLwJ*5%;fhb67fG=^WtPkGq9?^Y(Y%m>fiOCE}?7X%1AO#Rz$gz)FGlwesC&kf(~@a(zRO?*XWbBlEqK zS|~SM{aV4`rQE$f>2-ZRfMRQr&m&|@H2K8{LE9|T0z-$R51@EUMx;#z3Q{aWP9q+w zC1zY1=AX<`2K^tCAm~yB_myk|)~jmbF9;{AuTOmr)mxf4xK_$4GNM-+KXQG><{AJ0_Ujx;$_9sKG{x~JYHDf{F(!PUtQH-;MYMf$AbflHWn(Bv8l2pt85VJ9u(Cu{zFq%kZuK!mej+oG4?bS z62)_qTwv%O<0-JojB5^X$bR?32+IE{(xYc%rWcm%or$c2@3oA7aZu`7`n5VtGUfA~ z`lm~NHz)JVqGHp-1;>jYue8UkcieZf24XijqK(%1Jx-!i;lJ^Kw% zDq!y%Y>7I&PN`16#P3-|*eqQG|cOdR~ zGux1cZ^hun@gB*~I(TVywHTul3&{n=v^*H?x0(*tPm0gX%=?22f#@CKeZZ>k2b-*N z-3VqQk&bHH6+=}M(%k|Ou;e{o`2F=56wNDX74m$vrcS{(2iIE#%_7v~r{EBPpERo| zeY*PqFa=-(g$rSyzc6ruMVX5Ow@`^v@Fa>Al0c%!mk+BXxOZAZW z2U55l1#N$r@l{W+%1O}s&-RosTzo?zEH>pr)JRBO%~Y8|M893w-M*-{{~|x!0egh

0a zelK@m$?M`jC+DBM9m25{!HI9=Y>n zXoyotNXRUL(~g;&n>(v_+I;~){lH4Rzv+Kyoc0rk1U1_^_Q?_=M#jR+U(=(Svt)!wt(u;I= zTXsbtf?Ui>quAt(fA-m0TR)EX6VYf5rssxu2unqAxf-Kk~CaFh+K{ z%Mms{K3>q=JmCu4sE&c;jmn~eu5)4hL6fB6z|Zbdvz)N@Hy<1e?HeCx3MyDGy8A#< zNGBSP4`#ku@i5EuFfuYG0PqM~SaJKNmF=%1INch)7|uRntg)-ZPbd5EV_(L}6+=a# zfbYGLw;gKa<%_<4`N4Exc6xdVAIucpFGgzUOhZTKP;JOI*B%4Nl=&`S-f5wB2BQL- z@CnqYe#N}P1nPauC?e;f0$s&C(XsJ*yY)=7VEa#$@UD)y=3bNBeKh5r*B13tC5`?4 z>P5xHTPZ2n@h#T@NbZCYPW-+*b+$o|L@M>*as8u&Djj6H`P521=#x} zP*Qp)e`$e|8qc|Pzv1nlJN*3o05-k}N`qDj8eVyX6l{qg3eo_oM5RLHrlqW( z$Ht&o(pd`mJq0X?0RY~am$%)s;58jLkmJ(-EyexFjJn zQ|QN!AJ_3G8l33AMp9(^%X9Jaz6Wl*?$0ArY^1x@PAZHBJYpqprj{PVahfq@S?p~= zuu23Nc>zU+H!D+b&2L39T$r=j{aRV#NO+TkXA^YEI1VI?j~lP1&5zV@LF3>8px#Tw z_3RAPHN^uGED7s=>pt3shEOlQ{e#iBmw{U-rva_Q?8#eO2rP(I&k^txbW`_&uAs7> z_>>f0(7#3Bq6A~zxVHl)*F(7u0c%hXXd=0c4R1iFEu773I&k_3Xlas|A%`}Px`h36 z-;AC2yj69NhmeL@(|hSb&hP7C=hMNMPA^ab5(LD)DM0bZ;h}=)paxwZs52b z!x9gK=6O?V^^VNUsISj>S0#LmwDKZ4bLqbw@w^^m^+G{em&kX-8*s491DS_#7`-ne z(BOOPt1ln0*TFugYJQMl3L2!x<=wW1;sXEyO216K@C7ViQ>ob-<3lC_?m#w<0no4_ z@b>u6dY$k{ikWxO&b_C?HlQG#04gomPI8Yu!0!V!-|sb;1LW(Y8nJs*DiAJR&{69$c!&IU87!V znKF7Mi@@adR(e-zS&SDj;U;+cC&pV`slUqzRi12WE$hXKGZM+HfcTmShR^EbwzSDY zL;-BJksXMyW+DK^g5#ItrQ6pMrZ5XqL5Hn+N5Dk#=YMtVWe^K%6imd;0=-iEK@}Q( zo5s)qz$mo!+R|V&e!_*rkm?dddYUo~i=Eqm(K za?Gig*4F6At|9A!*Z|pdnP1UpgVlCyN_1`Ql`=RGX=E_V2?hMCI)J^Y(8+-gZ!cj@ zH&ym=HC6)Yg0J3{kj$%|4(6+tN9BYY3bxdrNwKqzY-Qy1jG#RaHTSxrO$AaAS|RPF zj8#J72{;(e#Jey&=YX_O&c5de z(o3`A1a+J8PFCEKoroaAx?DrLkIV8_o*J&I>W1h);KoY^GRPP4aT7U3HUj`p(i~7E zEnJywHkerdTo>ZVWqC`<`ZDZr0Y$7MMvOG?l z7Dq6KI?$rqAE_T_KNfJ7v3~Kl;7+W7L*Y**AwsYxP9&u)vF7Q($|~6+ z+wO#-Z{0Zm7zh>P^XwCOiBjwqA?aya8au_N-)m@TX(`c-5m40lSp<8%JXcBt5Mxe; z`~z@rYt>wABb5#sez0-F8_+`IN8)gI19mtGYKvxITA_L-;fjZfUuG6(fj8R%wI)6P zjVJ7OJe?jZn_}xD?lh&+<$EDWJ)b&9cvWjdTARzS1IhPOmmzc}fO9(6cg;2XSxI@5 ziVl9qqMBg&V{ur{65vu8^sr2A``#6KUSHK?KYjC4HoMK^-x81kRk>-#13=d6kWA|_ zKra3z!{2|#2+@14!F3&9A1_;2#q~=Xf8j|^WAgto2;M34NYzuL1xJtcC`<2 z_wEC>V1lZL2~^gJxS*qCL#n4<(I6oOm_)^xh&7W`4AOFKiZJSV&k&Z z*%6=b|Dg@>^Xk-oOsQd2`-mfX43X$>+#_7j<$9@dp}OhwY8JbVb(G{9AW`}hqJYXf zH=qT5S(?S{;m%sdVzVd=P%-9jK{LLu#G5hOG7yb-{PGy-hI;#|X*&CbvotaV-+~rd zQPzzUfG2W2+Fju`OxCHd8mFcogYgAbbFv5|{fmv1*VF2R2AXTmyzygf^1hAr$Y@au z=EDrgh7+ZHC*HmV3qo)V)k7yEw_(58!G0w2%J4>(K6aHXsSonF@GXSH>B=g-Rf*`i zP_}6&T=VZ6T_1}3%*<{#WngwG{vLbG1UPmweHW2QDG$MI+b8LxOoB_(8&q(KX&-{N z%K^=cp?a`Gs#sx+b41u7dt&y1=B?(%kh^zx6$xrwr{CeKBe!uPiDY#&Q#|%fCJnaT zFk2d3LFNuYh|?&0FBymB{*Q0voO57oX$}}q%@}FqvN!9t?awH(E&4N&^yLn0<;45y^QC&|P^2PgBIvzB z8w6^G5lj2Ot{oAL)fqHP&Uq+LwzOUnngESQ@GRA(4D4?iivdsTY!T(t2AZw|K3B?? zV8F$XPo7%y>eIzv>~&^)pxZij;unT4mb>LBycpQoRfo*6<;(F zQ7kZRSDui~UG-WYahRL9L8=~*Iyd2XCoyW8-!sF-yoW&jjzGU-$a#QtRRJ!9n^3mc zq>lFGgs=?tL8HZ<2}+YF)f)c#sfC`+%XyK{=SOEFk?d;^Z94nb#2?+Ave{yoo&HTR zeD%BWZDcTI7JR7_-WF+#0t$}MrIsd_GRsuj<)OX4zm$N7XK-d{3OM$^!}!!&vGV=Yax0VC7@+{jQ*)@GcpwKn z<^bphW>lQzJV7uCK$h%a<80YSC+tx%gCVvzquP z$x5WV!WU5tF01LR8ZCPCj-3iLqGL&4>|s&+2)Wk3hQRj+;g_Do zynAhrLd1u_%dhOqywf&DL?D0I1^B$?CJz;euOL#9y>x$?w}WA2Yj;?}GSSHV<-O~? zZ2{OMAxsox1^38OdrslY)4Ray22!3*wyj_7tiJN!*(`@Bwr0z)jn@7rN&QbcjO4{8 zAoy3sK@snNCAr{jU?=v}-1~G%_4>c0)mhkvBakiotJ zrJPD}o&W0xK^8*>5CpDUa@92dJA*&@{b^!w3RG(f=moYUYr# z)AZ;zLWwz%i@99=nNddqi}FbiL7YMh<@BE`W)2aE1mrIM5e4*30p?hUwi^fhDJ!bq JEWcq9^gj!vi=hAj literal 0 HcmV?d00001 diff --git a/docs/source/recipes/yesno.rst b/docs/source/recipes/yesno.rst index c5a341759..5d549b06d 100644 --- a/docs/source/recipes/yesno.rst +++ b/docs/source/recipes/yesno.rst @@ -19,7 +19,7 @@ This page shows you how to run the ``yesno`` recipe. Data preparation ---------------- -.. code-block:: +.. code-block:: bash $ cd egs/yesno/ASR $ ./prepare.sh @@ -64,17 +64,94 @@ The command to run the training part is: .. code-block:: bash $ cd egs/yesno/ASR + $ export CUDA_VISIBLE_DEVICES="" $ ./tdnn/train.py By default, it will run ``15`` epochs. Training logs and checkpoints are saved in ``tdnn/exp``. -To see the training options, you can use: +In ``tdnn/exp``, you will find the following files: + + - ``epoch-0.pt``, ``epoch-1.pt``, ... + + These are checkpoint files, containing model parameters and optimizer ``state_dict``. + To resume training from some checkpoint, say ``epoch-10.pt``, you can use: + + .. code-block:: bash + + $ ./tdnn/train.py --start-epoch 11 + + - ``tensorboard/`` + + This folder contains TensorBoard logs. Training loss, validation loss, learning + rate, etc, are recorded in these logs. You can visualize them by: + + .. code-block:: bash + + $ cd tdnn/exp/tensorboard + $ tensorboard dev upload --logdir . --description "TDNN training for yesno with icefall" + + It will print something like below: + + .. code-block:: + + TensorFlow installation not found - running with reduced feature set. + Upload started and will continue reading any new data as it's added to the logdir. + + To stop uploading, press Ctrl-C. + + New experiment created. View your TensorBoard at: https://tensorboard.dev/experiment/yKUbhb5wRmOSXYkId1z9eg/ + + [2021-08-23T23:49:41] Started scanning logdir. + [2021-08-23T23:49:42] Total uploaded: 135 scalars, 0 tensors, 0 binary objects + Listening for new data in logdir... + + Note there is a URL in the above output, click it and you will see + the following screenshot: + + .. figure:: images/yesno-tdnn-tensorboard-log.png + :width: 600 + :alt: TensorBoard screenshot + :align: center + :target: https://tensorboard.dev/experiment/yKUbhb5wRmOSXYkId1z9eg/ + + TensorBoard screenshot. + + - ``log/log-train-xxxx`` + + It is the detailed training log in text format, same as the one + you saw printed to the console during training. + + +To see available training options, you can use: .. code-block:: bash $ ./tdnn/train.py --help +.. NOTE:: + + By default, ``./tdnn/train.py`` uses GPU 0 for training if GPUs are available. + If you have two GPUs, say, GPU 0 and GPU 1, and you want to use GPU 1 for + training, you can run: + + .. code-block:: bash + + $ export CUDA_VISIBLE_DEVICES="1" + $ ./tdnn/train.py + + Since the ``yesno`` dataset is very small, containing only 30 sound files + for training, and the model in use is also very small, we use: + + .. code-block:: bash + + $ export CUDA_VISIBLE_DEVICES="" + + so that ``./tdnn/train.py`` uses CPU during training. + + If you don't have GPUs, then you don't need to + run ``export CUDA_VISIBLE_DEVICES=""``. + Decoding -------- @@ -85,10 +162,12 @@ The command for decoding is: .. code-block:: bash + $ export CUDA_VISIBLE_DEVICES="" $ ./tdnn/decode.py You will see the WER in the output log. -Decoding results are saved in ``tdnn/exp``. + +Decoded results are saved in ``tdnn/exp``. Colab notebook -------------- diff --git a/egs/yesno/ASR/tdnn/train.py b/egs/yesno/ASR/tdnn/train.py index 04e1ab698..39c5ef3ef 100755 --- a/egs/yesno/ASR/tdnn/train.py +++ b/egs/yesno/ASR/tdnn/train.py @@ -60,6 +60,16 @@ def get_parser(): help="Number of epochs to train.", ) + parser.add_argument( + "--start-epoch", + type=int, + default=0, + help="""Resume training from from this epoch. + If it is positive, it will load checkpoint from + tdnn/exp/epoch-{start_epoch-1}.pt + """, + ) + return parser @@ -92,8 +102,6 @@ def get_params() -> AttributeDict: - start_epoch: If it is not zero, load checkpoint `start_epoch-1` and continue training from that checkpoint. - - num_epochs: Number of epochs to train. - - best_train_loss: Best training loss so far. It is used to select the model that has the lowest training loss. It is updated during the training. @@ -420,6 +428,19 @@ def train_one_epoch( f"batch size: {batch_size}" ) + if tb_writer is not None: + tb_writer.add_scalar( + "train/current_loss", + loss_cpu / params.train_frames, + params.batch_idx_train, + ) + + tb_writer.add_scalar( + "train/tot_avg_loss", + tot_avg_loss, + params.batch_idx_train, + ) + if batch_idx > 0 and batch_idx % params.valid_interval == 0: compute_validation_loss( params=params, @@ -434,6 +455,12 @@ def train_one_epoch( f" best valid loss: {params.best_valid_loss:.4f} " f"best valid epoch: {params.best_valid_epoch}" ) + if tb_writer is not None: + tb_writer.add_scalar( + "train/valid_loss", + params.valid_loss, + params.batch_idx_train, + ) params.train_loss = tot_loss / tot_frames