From beecebe47513fd7fffbeb48615a9aff72ec7cca4 Mon Sep 17 00:00:00 2001 From: Loic Guegan Date: Fri, 19 Jul 2019 12:24:08 +0200 Subject: [PATCH] Update figure 8 to add sensorsNumber==1 --- .#2019-ICA3PP.org | 1 + 2019-ICA3PP.org | 11 ++++++----- 2019-ICA3PP.pdf | Bin 688787 -> 689296 bytes plots/final.png | Bin 21170 -> 21678 bytes 4 files changed, 7 insertions(+), 5 deletions(-) create mode 120000 .#2019-ICA3PP.org diff --git a/.#2019-ICA3PP.org b/.#2019-ICA3PP.org new file mode 120000 index 0000000..d649843 --- /dev/null +++ b/.#2019-ICA3PP.org @@ -0,0 +1 @@ +loic@lguegan.29280:1563296642 \ No newline at end of file diff --git a/2019-ICA3PP.org b/2019-ICA3PP.org index 9ef1151..b0a1bfb 100644 --- a/2019-ICA3PP.org +++ b/2019-ICA3PP.org @@ -1072,8 +1072,8 @@ applicability of our model. [[file:plots/numberSensors-WIFINET.png]] - Final plot: Energy cloud, network and sensors - #+BEGIN_SRC R :noweb yes :results graphics :file plots/final.png + Final plot: Energy cloud, network and sensors + #+BEGIN_SRC R :noweb yes :results graphics :file plots/final.png <> # Linear Approx @@ -1097,10 +1097,12 @@ applicability of our model. data=data%>%filter(state=="sim",simKey=="nbSensors") # Cloud + data=data%>%mutate(sensorsNumber=nbSensors) data20=data%>%filter(nbSensors==20)%>%mutate(energy=mean(energy)) %>% slice(1L) data100=data%>%filter(nbSensors==100)%>%mutate(energy=mean(energy)) %>% slice(1L) data300=data%>%filter(nbSensors==300)%>%mutate(energy=mean(energy)) %>% slice(1L) dataCloud=rbind(data20,data100,data300)%>%mutate(sensorsNumber=nbSensors)%>%mutate(type="Cloud")%>%select(sensorsNumber,energy,type) + dataCloud=bind_rows(dataCloud,tibble(sensorsNumber=1,energy=approx(data20,data100,1),type="Cloud")) dataCloud=dataCloud%>%mutate(energy=energy/7) # Divide by 7 because 14 core so 1 machine can host 14 vm but we use redundancy (2VM for 1app) # Network @@ -1109,14 +1111,14 @@ applicability of our model. dataN5=data%>%filter(sensorsNumber==5)%>% mutate(energy=networkEnergy) %>%select(energy,sensorsNumber) dataN10=data%>%filter(sensorsNumber==10)%>%mutate(energy=networkEnergy) %>%select(energy,sensorsNumber) dataNet=rbind(dataN5,dataN10) - fakeNet=tibble(sensorsNumber=c(20,100,300)) + fakeNet=tibble(sensorsNumber=c(1,20,100,300)) fakeNet=fakeNet%>%mutate(energy=approx(dataN5,dataN10,sensorsNumber),type="Network") # Sensors dataS5=data%>%filter(sensorsNumber==5)%>% mutate(energy=sensorsEnergy) %>%select(energy,sensorsNumber) dataS10=data%>%filter(sensorsNumber==10)%>%mutate(energy=sensorsEnergy) %>%select(energy,sensorsNumber) dataS=rbind(dataS5,dataS10) - fakeS=tibble(sensorsNumber=c(20,100,300)) + fakeS=tibble(sensorsNumber=c(1,20,100,300)) fakeS=fakeNet%>%mutate(energy=approx(dataS5,dataS10,sensorsNumber),type="Sensors") # Combine Net/Sensors/Cloud and order factors @@ -1130,7 +1132,6 @@ applicability of our model. xlab("Sensors Number")+ylab("Power Consumption (W)")+guides(fill=guide_legend(title="System Part")) p=applyTheme(p)+theme(text = element_text(size=16)) ggsave("plots/final.png",dpi=90,width=8,height=5.5) - #+END_SRC #+RESULTS: diff --git a/2019-ICA3PP.pdf b/2019-ICA3PP.pdf index b3adb41e28dcf8c78a3042c7a35da5e18209d0e1..cb036ac38974dc604d587ef0eaac5e913efb241d 100644 GIT binary patch delta 22786 zcmcJ%2Rzn)-#&b{rILyiA{C*Gl)dUK4I`2$Ga-8Dd@nFw9@zZZg;_hyRWg_Qcq|wOCPj+k56Ux zE&1~0OS4DmyYljQ)foAb*UO7l?yUIOnrdOWcD9I!2-j>=MQ=rLuz;S`Ag{`Lqu&~> zAK3}*Y+EA(jWctqXU|&xdHLcKzLq`OOY8Bjwzjs}BX4s`YU)*6TVA!;i-T0%wem4S ze0)_cEiHRC@+dtKDsJX{=A<~PMMI(JimargPqw% zh7~L4@E_m*KY2TMWP7fomZm1JVPpKceFlWeGluiqaw!z<1gnm`xRf{a5pG=Hw%z;w znln6*xbpi(B)u4=Yt?zpd;HRdUkZ-zrePIa8>WiQN%`M#HUDz6|HZ`<{~vF5zmLx0 zvN*MPAD{JFT3QB7s&i?YmR44;vGQcdAOuvn>+0*tjXIL3ZhnaQQA-=5Vf8k-goYps zKhs0Z9LJ6yze6P=xrd(nC?~43slh$S~6J-nWl_OS9i2*3hwv5sTN%%;M>(kt%BOYGrM0ZJnJ2TA5aNUa?Rp0UWE=+^>JBOw0|uMCBN6O6r`SooGupH#Rr_J$MPfBW~CKsjn*3 zb$WOQJ^dTo-g0JPvr=tAq$J@=TX1K$px_%~Y0+_{LnqfEv9OT1X?m3AYfsPQRGanE z+|Q(?#oyNXF2ClcM+A)HD3oWfcxPx%sH&=F+xB`D1bQ*<p! zzFfsDD_eNED&$FMDARSVn#%zw3G5Pf{kRH#etw-CJLjK?nRYBvgv+FfiAn!ZTjtNt zaR=@CRU921+ciDxmQik`#CDzK-Lm(z1s27FmNCb1WU<|`v-so3;4bxMJ-1oTJ$pV> zRG5$Vlv%cAw5OTYPYt!jyv8q7M#y%)e{WFv_yFqp*%ykZPM>aUTScLi$KLX@S-(SK zvN_p+NkI2Ys&P#?A?@l;KQ%QaBO~MH=C(u90pAuA6JzwX?OdFizP`S+>lCYy;a&RY za^722D_lqNjW1tDiZ;Hwkos`<30e-#3=8o~AMWC9>siHAXwIBu!lFje%Dlr8gt)uA zfByXW`tPZ#CkJ0*w;CH8e@_jCidcsD`6)xH&eyL#QI%!?AVd6X^DU0&^dkj zv}(oYxU<5{zVy39MG4W}yT3VS4hETOCW?rP2J`f6I2xnM!{9YJX-9TOm4pU#TEnTS z2{%d*f1ndu0syVd91qc?!J=8 z@YsnH3g4B`Nk3&;cOugete@l0DU38KhlwRyv+8GhIM3Mh**Gbu+}ncm@Ngt^GNJ36#fmj_c2}=fR8{Gu7?znQT!E%pMZceO>M5@$jr?&@>B>M|%=YcuZ{ECF=k+JWh2n{>-KC`CqU`b@qq&g9E?hopLpDvF1~*WFT5 z*S=RjrQU7QbxkC$;*XM!Zqx0K5jvu%gQL62o2`-5Q2mq2-d=VCDIOjkettETPY!Nm zmkA3AnL~)L-zM1An5bpm^!oZp{&WxjCWMf^+|wC_MD++sN0hkX{@N%cVbg1!N3He~ zSAb@ul=W}!78kz|QYwWXClxN%DfyitUTbHIc3w-xVw1(EH7)MQkCnLc^KWl{i}I84 z^7dAcm#<3?5YQ_?waR&*?_Xbv9`l5ORZPU{3%7f$N+i{jZb$Tk+UQeTsH;(Yo*-QO zITa*O2C}XgkpJX#1^r>{+eelxK);LcXk~63Fs+LY2ne`j*-rqkVhQ+s{ek%6c*Ja^ zoX4Y2Kb1gzHM(@^($}Bn>8&Urkw-m6OzS>WSD(H^yNq)9iN+{T;DZMbHpaY;!@F|p{F7|y+W^$;5syn z8p1Udp`4tY3>0vy_MAI$o3SINav`m#T!+lbdVSee z1F&ClbG^mCKwRSAVO))9XEC>hUrnDred_7yS?;=f_ilysJy=7t$u;+J4Q}IQd#N;Q z)~sP+VVPAxz`Zz5be&Hzy!Yr)J+U~!j@JqX?53h$xVc!G<`9rQmO-%<-_QACuT4*H zFAotYzs`G?&JV$C<-qTPtMIS&QA-)kN}(d+5)uympY#zX8cDiJ z&Uco@lVK9Fc$HHr1N2_C=cR4S1t#uc7 zZ%2wBIdUXXGrcv_IwGtW_jUG}tc`Y#9e`AB5x=$dh(a)bpu;KL!RP*sti!{@O#Is1 zZ+^b>ScgBy=pYINh38gyCM8*0SPZ5ZRfLC}u`Bjs#Mp#>pVB}eKNQ^;bJcF$zCAtI za?ovlM%cX3Zm_wwq2U+G5#EOak$~G$QF-vsH7^1-vg;{*D1NmMamB^Kal|YwEsa&? z+6-#M)37kZ*TCHY&iGpTcMT2pz2$)wL43JazLlU1Ca5QBCaCi%C@5rmV=ssoktc5+ zy@dYxm3(pN{oRXewXwj9f9iN+KEJ#EI$Wla^4k+)NG?wIH_6GHq{7)K7jwG1ySMUd zqv$$)EAbugt!PTpTe`hbW@hG_Usa{ov`u|*Io1{hc23QpA^u!`Ufv7EC*30>)&cRf zbgaNPL{1Y>$RV`@6w0>hJm-lQr=OY`7}R5XP>(taiKWr6?~$J9^$QEromEv;dN#iw zK79E8&IT>S`J{2)&4yPO>YJK0ToToIANl)FjdbFd7O}T<+l8V(gz}Af))5;{$jf`7 zH{Mh>sVFZmuc}H!)k?mzl2X)9oQ{x@zCJfO_vBFo3DhrTn zc`iDnTBcQdH{DvwjoP8kLcOS3#itVIf<@fv5#9*O0|yVb5oxB6Hkm&HKnfmSjmYZ+ zemLRB#>vUa=-AHWr&P0n72ATw(w<|VK;Mm`t`(8&wlH`1?p-EUHVP#w3oAw69d|0t zgC6OvS8#3i?xx-D^xj+fRJj?@smcqBP?$g_@ISQZ$jb&)Wdyc3pZq)`qO&94m57;!$l8AU_HFuIxZ0gNcXDyP z0QMd!Tyj%YtwY11-?Zt<%;;C#gnU~~b@ed578lpy{QW6Jv1QqNDe$^S)GR$>FZT8~D+Wor&t?)%EydjBpdvaJt2#mZnG}j zfmsDZ)VT!phQ#p};|TPe1TTISD*B8+bh9G5?T{ya)8T7Lh}pKUP;!PtF-+wZwKx6!w2>Q-wc zYBFxwauCZsQ2$ba4++mKIY1lN72F_VYQ-5(17|gT5!$yXN2fI z)mD1y3^6-9)RMYaSU7!j;|%UsMp7dvA>n5bpH^j6)$dSoaA(JDWolQ-d zX#O7aww0BYD9@MMGAuJK+ky()OG>x|1V#{ob*Ae$jv+4X@(~bBRDAf}rE$4glUZwT zMrw0go2bdBi}?Dw!lYd@=-*XWV>r=Ww{?FhL2P%g_GJ-u zrw3NXt7hu5p<%zStgGSkm0KQ4yJ}guAwUs;Z8`Sl4h|W}@7!EhBwTpDYm9s#Z}E<4 z=SkuQ(tGvFm8?=uZ&15CiKT_tI=SkvwOjD-yHDI-xpJj;zDs(V{4z?B;2~z;r%!dT zj1fa-pPs!X_C{RW<$h98F+dZg>pH#(%ikv(u`4+}eF4-5S@|%vpq~L)j^jS*)~~-d z)yFi}sn>x}YTO!Kbg2j2O9b8l47>Ox`zj`4gnFHhy1yPzbyhraRPXw)22ePd$rcfk z*QQ#GQTf=!Z4J+#ZzeE(L;!O)Xy^s1^B`#MJb7{f%T*I0OJH0zcD3%v<8l9_BhB0X zd@~zcfx$;QV`JlXIbY2EPYxIyS5ph1e~xQBdT0GTFE3ge8mErSnDFuH{`M`xj0E4n zBnm^Rj7KyzTW_vdGdDS~1>Gg~%x=@u4SSV|@KTA`#iA>N%?D5rmaSMV)zE7#!?~m03P=kCBSO{3j|-@eaVe zC>9Zm^VhD;-`T(ta>!J*(CzxhjT-~y?Xi2f?6$Hp9w{m9>HUlz)G?CQ0z#tRo$er9 zl`~g4I!s>{~PlUA7c+V*{wa?h4%axBg+RyB2w@(3S)|P2aj1@DX!ect> zML`v@Y)u0)1Q#%e1tI3gPNbVP6#O2RJnH6PZ2TQTh`ybPcc6mFpFZ7@Zmxl0)tw$! z8jAz~KN3!44wK#F_7CxQKx1d(RAW&8zxVV=H3Wu+vTWH>kG0u#A4sXa?Nd}xs7Tbx1UfIohNANZ^6zA% zf(z8|D!PesUgOV6DA-=T>Ol{_87*;Xyh0#da|kQAdCL~h4J;1xGgnNPs~nvJlSytE zmYv;g<||el@TL_w4=jPzm#j@}Y`UdhHEyxHR2iJ~72NPP7705OGE-o%3BO@o_8Ak#*PHqO;6DLlP^iOGZ zb#+!C&Wy!P~P`$mu?9ycCRu(3v@594nr^D7_B&=^}AV`oeYV`#Q3^=f0 z{@y?_NlDK;<+B?%QYZ!w!uJO)U8D6P*#G*`fd84d=cFfB@Vv*Qh}Ovb45PO$mE==Sp9ViOYt46LEyKu> ztKfh0RJoMH!~Fg0(0YMcx8(+tTk91rI&R8A$;=CH~ zIcN{3POC>Y5N21eUIlZVyv~_3R*lz#`Y=4)ijWKXkzK z{to~EV|Hn?<;YP|VZg*iPV8VUmdW$*gM`5>{3tAmM_9N4gY2Hv&kA?%6|O%OGE)JD zOP_8oXy!MM(tI!YG5;;ZK;MoN7l_Cut^V)dGhL^x+8>!>QuR_;+H@b>&g|^$s+B7h z!MP!HYq*S*m6e^%FfegZi7v=*(8@5H;Z>vcEG=O<<^mcn3vz8D(d}?KK-uM~Ew^5wFzz1MAtQhqs>W;^tqtxm!eJ z3Kc-irt8MCc=U_Iyc(PKi3S)J7gt`<-R#28Tvc9h+hZoclCl^;qXJ;XpnsrS4c6N4(Cr_Twu`@L^ zG(^Qqm<^*}xEZBa==Nv4KRXUwfzo7$-L9KI2T(?{em$6_0q|Am+nOJIvC$wMq?_`& z$BFTA%qAebO)cM?pCo)D+~&$i#^9p-Yu$WJgxGwl5tyHzgrtIa&Gh)!Mu;%7!4`Wn z0oY3GzjODKT|94=bSA1qL+?7{)~y+s{!lAXc6-t6>>M1nQo|%2t-#VFj{Exh3JMA^ z3@4n4x7ZX&PjWrSNRIx{f0@XnnV`#(iuVyxp6$BfB) zF8-LD9N-jK)IngqtyDu}!q^d?AT50z)A8H4Z*h$|w>h!$8)#{n5d=WYd3kv*Q-j+# zZHjDby|ro`pkAKKFSEUSUw*edVl@XrfmQ6y=qk*l+VaI%w_QQ}Iv8_uZN9!khsb~m zu(-Gg#uH1Kl9IBSYIyl_b-46ze0{jg^&EQQIm$Aq7{n*DxNUUW9Qf1>;5-lN*YDpQ zG3OjKuBPGO2RjOK6t#Tr_wRKa@oI6KSy=YD&rEj`N2%1U0=iNd-Z+k-p|D9g31YNG zJ5y-Y)Ya8JfBrEwQp|bW@TQg^W#Og)R<-7*t)1N~NY-(UD=5Sb9#Dwy(7phvSs5Aa z(HW3EB;n>T)JiPQ8soyz4bG~n&Mz$3i@MIu%`JjR!gBkcwz2!!s1&JkQU_y->i*bs z2|*C6u$zm;OnP=ht-lb5Zoh{zJ?Mdt)Z^4Z?l$?7oB~2d4CHXRXig#_ZM|;wv!wv} z>Vy7|9%23-`SvYJH4csA@(tc)6mBh48v5tgX2)?EbHJ0J7(j&MYD)ar1>CdT7INsH zqroyRDM&<&&WstD+7Ed7zC?;)r?I8xU}-SJSpwu@CFr|>wlI94W;OC%NH;s@dz`pB z(jh&NINV<}k#Ug%#^%>SU?<$_^iZ1yHs#3e)nh#_6w0`Qq9SBDrysL6N)a**Q~ zX5_@gM1;Dd&PbCU(GIfaooFtm2n-(p37GI9Ti~wa8h&5{UqY>bVug$T%$JSGKJLpb zE&281M1~4&#DxfgDJNG{K%l0zH3tng=G+F9v?AyOSi9S+H<*DADRf(i$Iga@KV25)egRGTu!;*Ix$qaped-ns z@qs9nZ}i^-?FE3Rz@G?kt5_`X1<$RI1m%ww%5Ni?Qjkuf7R_A)15cI?&}RfScI8b0x5y3 zX>M)JFl#VFCe<~tVc2!FwD%G+-6R8Po9B}_<2 zIP?@|4WpVUwd9Ldr_}T2GfhU$wl+L2*tP0@e}6w}Sk>bLQJ@lm)iIHv9lXiN2*(@& zToB=y1Z7v?CC0qM`qb#A18NDE9=Ay-`YaZWAvve|YmY|No^0|2>B7T7aB%G0*@fvG zt>xGFxC?ZU-lQ#*8>+~Q{6~A0gPiP{n1WUJ_c2Dw+N@l&rmeXd1bcBs#Xh{Gr1B6@ zkTfeQDiSWF_5tXvWd%v!i_i0Wl;k_8;cx#w>I3p#A$M2(OIe#eTwJ6&iB+NAMUD;* zS`elMj{Ei{fNW%wusb=$jFh+R-BE13@JnFo)w(A6+yIT+i{iPT&Fn!A#WdBWje=cy z&>T@53 z!oV#cV2z5zspVMvT#oE?14N^Nww%jwE3TMb=Gx<@Pj@ggo0*&MbKeI32EqOQ{d5XThh{ARM0pzX7kBQQvD6@x|j4uNdkFznExn*mB)9{>^E)~GK7r) z6{SY&GWs^3X4;#~OzY-1UlAHHCFpHdEkp_@#v({0CZC?6&#L}L<}uP1e~LUBleuZr zCR&efL==_A_xJ?v4R0zcD~m()Vb<}qq7fC%B&S56Qjp~+tvL>OAGDyH>};KE+nCR? zzf-*q)%Qc{VrFIz2@BJ{Xbr>?7qpUc;~uFQp*awlurVd+e5n|_l&+bG&gL>1OTSA*L|s!_L?i>a16;yZst>LT zd<|Ns1$0jM3y|6b8WGtQHEqE}pt@-RsY59w?4tajGoj8wE=R>p8M*s><$tB^6dl80 zAfTN!`VHL+^t9b0`IABi4`P;pK%|GI)1j$Fe+EqhrOB67ybkWG#zqin8Yq=uh>&0T z5J^!~@3Tq&7#ShZXwf(bwb$C>xOBV&YYqIeVeQ%rc}`;}AMW&sR3}h3&=~A)?gksW zf4^d+O8@=zYrh&av@$I2`S=8kdoAmije!ok8HfZz9b6@zs}39vg#K^_7b7A}FH!U!Lo36`Q_sVfyokX&0#zCt}m^(R--C91n3SKr=V z^Lu90P>Mp4?*jhSS06Ntva&LO zL=feW#20{*#>dA&Bf8Ur+yrBvpq-s!m5BNdHW0J$DeH-dQ=6#pQdLLD$|5`V>^T;+ zQJY@+=Fyzz!b`o+QCZLHf`3Jr)jX91vzm}o0^(>b2awXU1w8`HnTy#kG)$CLa7APu z0BxYi+{M@X`dZdS-$OZ`vCb~91{_JedLplm0f%Yxo5=L^Ux@YB=Ck0J2=wLo!JK8wmI1A| zz0p4kdd;04_YcU_k!tK`CnHBwn`U};-8yd+tsm+w$p$BYG{PNwjUbA-(~~4xb#=J- z)yq8B@^*b9`Y(Your8Rr45a@;IRdO)qU&ofI^}^?lxH^B*L@nV2SH`OjzPOb|7It| zZF@lJhKgFd0V;c7x&U?e0~}5sRsm~9N=LX%uoco05-z0=IH-3KFzA3-tI7~z1_B%P%e-Q@u#ClkM0JO^8WogfjIn(q)L#^n1MTRcNb(FWad_!01FZzZ*=)`-vn{_ zK$BT|j1D8j(-%mB5zr?9qxO85pAyvK>cB-nnKN&QM|{PjHYw;JgS@=FeteFrN9q3A z)58Eq6Gq+v8c*i())nbnAb6t2p!%5mC~JY zWa<&B1jwY^>}+vDLZVy^YT@c+S{-myL04X2uC5+zJL-%3)Jy45zpYLZ`c7LOI!E7djYb6^QzRM&$u0VFM|0z?@;? zR|{tQLXq-o)~u<}Mh}e{0EP$(zo;sNF@a>Xcp4{oKe3BJ_!}7-k_KHl@B3G@1ycfO zKpG3nSsf+i^7Kyemuz!8US>hh`B%anfKo|tzo}?zbH#4|(P~o;YTTs_;=E8>uGkag za3E>0qhlc|=S>|byEcxF0z=?JZp78Hi(R{Z-N3*gm``i!v(IzjNTf6pQ_*!Cma~&biDJJHG9)X0= zOTDawxm!m^2SO(Mjvd#bqhSPHvuf4$ztcP13vj!|T6Y$pQ3Yma&w>m`kUGGn1$?|c z_t0)E2D;XLAYbF^Fo?-}_Ut+73ponJUWEA77jW`bGA;+4{7_QDuSukF@7ZIB-lkds zrlK{?bON)}HTVi@WNvr#49Ldpa>r((o08cAf+Ong`gN3|378d;L)h`9I0q;f=p_Zy z9j-O6g#hlJJ$nY08T?2UFd@1lK!nShA1$fhkxd0N-QJuEK^SJg%5gD0)Y89cKtPL! z%EB&WcybXOp=gG6XGd|d5gNz`FlOQQh-df^GtKwh zVm9+&8)YHzpjaT=lQH$r>tIxEMVY>Ishb?;L5V~6*%o~oQMn$JG|(=XbeXpFOT}J+ z`v?u01}B)b4jxRM_cMtD#d16<+i^sfBkBu0P#DQ(wV>C{EP(9uTfdHu zP6mX`*|S!a;nI?@drlvOrUCBH!=o7B&z=t&sLAKphv=I0?FKxaz`LfV={OJb&#?zAn%|sy#MRr=bI77u@X(<{yLRmYn*Cwxs8F-`Ceqw5*V+$w95D z6?nUf(iND3RmNmOQqSlr7zpd@uVR$N74h4AMKb2*H^AkcFXj-WM&BAei& zgQXzTr1laL3Yuzg4lWHN<0xccxW>W%0R_%s?jVFpJ@;kYT0u5-C``5}gj9anS%f5* z4yX$Iv@8*rmKaI430^FkaGB6c)3>scF(~l?=8(!gkIRXQiUMg*R+pUk_ix{FAVr+p zuEjB2+dz_^4775XKN0H1 zAcC9W;NSoypYs~LB?fm)SGvHY^~$o>zxj%;KL0WYIt~u5;eKckf;d z1n~RGz^YE8Z*5(8@$D_rcJ@XMAh2q8%*?R-*o*J}+9#VDd48GcE`zs%Tz_2oNL%Iz zxV5R__RxR;I}mahEWSC>!DMJhi!%M@0=S=pu8 z8Z21EQ&u>(0Mjo66-|zfJ&~}Fhl9b&Yx0lra{D=-qBGhkGU# zPBo5pAmz=2WUTAXeY@wk5|jN8>EFG5d!(rwqIiQDx!VJ_wzmG7t2eT}sx@(^hgk0l z3ihn0vf}OIQE+foS5*m<2Nj3`p1K@Qjw9;KzQ+?9LMl7(BatF*&JF|3M0J{nK|wE6 zxaD)XzrmJT!oRH8AnpC?*`;MCmv{kTCLPvtAT>Bw-A83^diU;KU0t2vDi;4gPTud& z?(3TzV)mfw`|CvqKah`6g*`bn6Aq#c2UW_Z9v_c-IF)f~H9_}iUgbpC%lSps?VMLSLcg*zuvf2kGwD&1=SWb#!zbwr5enDT~0sKrmo`Gz(Ie{__cXy0Bf!z=Ak+g(IH{fPY5MVe6 z35E_ZG3EU5;dOM7vnW6XcQFUt%PhiX2>cPr#=k3a~@~k0?K-+yAyq z4qi4CGbr31o}OeGf$}M;WWhmxj}Oop+B1i{6XM~Ulh+Du&S;uFP9(|^M_Qj^wE-bP*6M9 zKo9^|0A|!W|fhFA-dLNJd?m}ygdE%2TbD@>C3n`U0wIJYv(s2D5zx7ol?%Wa6$|Qx)h*4 zlwYzB{~>_U;XZ!+2pK;GRRSNDKL6LNy0nSz>eY$T(ozrreZ9TK#l>qmAlW*jXk+`? z#ce;75GBVKcVP)zUM$g^fQdXme*v2TBoqwi|6fZ9^!^nLDAtO%7mL1jch>>vV8K?e zUM*tL{0Yn(#Rz+R_Bl9oG(0fqvS{F_RdDlP$4H03zJ~I!%nLjE;s~@g1g4DBC~Q^a zOM;LfnOd-<2Sr7#L5p1c^8&fLUWFS~K6i2r9mg?L57G*gq$kVq0SQURE(4{2?5ju_ zaAA-NpLmmQRIP{0J&(nxqRajuZG#)x@B8{Hox*q?uutQ325hf4?g1Rru}N`z_<%SB zq@^V|NT+?|QJBy1Dg>ij{tu>Z4IM!c9PT*RhTw~NPzy7&2bF_BJ1jcZU#L+0?j4l| zsMHN!D$FsY>kGueI1}mT^jzG{3cEk{AC?5XfVXtv^P+!OU!S@_I6FC&>g~nNL7Sz6 z|2`K2BPq<1HUr=oCKeV~^hYq#nDuBmvJ_Af7)~$o1kU659hj;hxMu&j+rUkzQ z*LqO`yy8g|pL_RU!oW)&vane?t;ch0C1%|pz^^C~8&o*)t@X$%KqG~{O3EU{STnqx>r{Q>2t{%tt^I+#u5POD(bS?&GW=h(Bg(Iyf*uJuo!e ze|<-~G3xl&g2QB9xcMGtXb}+yxR8{k4;uZ8Z};yy{r|V^690v77bih5FoDR$j1IHQ zHB8EA&;QB4d;1(NvOEp51=poz zMC|~`V0gOt`tkqmrxS?i2Twhc z*WDQKM%|Q`_je6|k5nx|T?w6^!g;jo#vq!R{n!s-eIuT4+b&!<0$)?8h*Aj$G_D&( z%UW=hwsu;lcIha5K^AubE3f>f++cby{4WPPPRCKWS)eLHC{^PPd=*8Wra{q9p*zDx z#Hz*n$;|a5KU3~sGB#$~yt(_w58j{LPN(R_6ssWR!iV0=W(3s=JPIx@xDz9Zko^y} z>=R?t(|Yg~eu>JPM^D3%2IK4#$!TfuufIu2@ppX|{DpM=0TV@eT{y?$p?I{%CFP+d!R`{f-Ax^X01d1En0=+>xqzRZr)v&xh#Vy6eyo+lA`c4qs{%}y!91% zIR}tHC+@RiT9MO(JE9$~eGEa!+FcFpkSMKh3cxg;PyOhVB zpa&SF8H+G_r<3tLODBh;BYc!taU@Qy`nTfbF!wilrA}k(C3ZL%bu|u5oZarZ?aH4+07go~UR=I0iEat9lk-=)QsCVB%XxPT{QkbhVXR~I-?_d1YEtGm=Bc73tj2_43 zhVSK~Ao%{L)AYpO#}NF7B+U1j)@GM>0iQ8RQsF;7Z2@iU9?A{5db0 zuJ(VQ7u~uwM&0cA@#AQd-oNr@{9(>f0gKwpwu*8ixD&q=9fczoOG_=sAgyCO+_w)Z z&ndIDG&BSbcvA1eLM-DlS^DKmURD$o!fiV(X*f^?0zh>_FAwL@9ohTsu(Q0rxpffy zAMP;gg<8cC`B6dES?kkd9|rH;prIDoRy-1!a&FHtb#=IhP)S@|;0^gL#?cwc>3f`p z1E=v}8-d$VAliK2P+6e4AV*5WbHZwcW$ko^Y8->{X|J34z57n}^u$U!2FZhB4b7oe zu77wnO$xZ_DK6#76CU^2Yypjem)Sh&IG!WrHV;iO_hfo+&s`roXYx~Q>^?92?8wk? zKT#&8c{#%=UrrZSf&is|UZW?!uEim9@~jxRJ||hlMQ>x8U~xh~qw4|pxbzNH`PH+^ ziau=8u-(ycpgO?>W^8S(_hkr;2X3%$NT--HgI8Ocn<3(9UAU0{dpH+@PO(e(RbAci z>}==c6g2?ZXq_?GZWf_Q7V~F5mT(-_o|I9s}>-Ym}cV4 zu{uATMyhz8qzW@Bm~37KFMyYZ*E(8r)bf{@NaZ@)fcMB#8LxiPaFC}@1Jf|zVjf_+ zE(aA>Jpu9KRp15o5l0lz;viwofh+3mE8jNaP7hd%L0e9HCV#pkH8u6oZ|7kkqq>eo z2*CH*30d7qMw|s!jZ4emFZmYDNb50~)Yj3l7_8^!JTt1FT){_&(_|P8E?sB0lOJv3 z@=?%#T=>hoAD2(2H;#>hZ;cKj&#_>ViHuw|e+69CUw3J5`JKdC`hWM>4C4Rcxfudn z;F!zdUot13!y(X=`KhJlLZr%lw{P77fpux{ zIe^gb#0uJ8O)o8fObj&}#RMN@|y~UH%??`1I*&m_;x` z;W-@O>foW*!|6{Q0aq3Qmisn&c0eC^^Z_2>;Hz_Y?OboL9(p{41ujB494EcnV5zX| zEYSHO@t22$w;lwqfvG9UL-zC-epAycV9Qk~xY(*~IL8IOYe~Vsp;OFz8HHd%SBXl;G*e#L;V+r(b%t~bis z$4gUfxw2>1MJhws%DY{wOFxv#sj#jO^ev0=$QWVYJ90|za0i`5(cHp(!-Q-2#N>cL z!^F3+iLk9qOlNEM?dRuraC8KFl$n%7SlikPdA^T(^-6n?N0#WDp{seQzlUJMlTBcQ z`S$G_b{MMx2O^k5b2GD8bwie*oeZoBCqb9NAJc0q9$KY4m>nDWmu_%&ajDw`t@7S6 zA+%34GGG#PLX|5bp+f@$&M;=ng$!IBH0}HFw^O%BBXsy@<0_-o=-0 zS-e;ExMi?*Y;?2~EN5lqAt516d;`bs-BGY~Hny}px&I}{-n;5D%eHOk0gve~>FXa6 zg@<7tKKZj}&w2~ies8HScz@M!TUi7QW4 z^NY#nKQC1WgoK2^=zus#ZW;XgRi8@Z`94xBTl=*(KRXLceSN)_dv^R&@|p!yFra_~ zJ+^D@h7B8NXm*y0>_5jX*5xq)H)sTy43G;rGK*M!`EC8`+iptI^vZmM!PQMw(=AN4=vA|sn`^G$Hc`A;IzM{rX~_qJKsf^@pDttUU#4S z_v_k^pEz-0e^593tvB@Kjp^;go#F*sN}QVJnKPTVZoOmizRo>MLh7>i=v_%=l37Sx=`OP z6QGS#BeMi{R}@ZVt)p*yZRK{IIeK(Odum+Vsj=Mgw~os?I=f1%NhLzs}Jt*j!do+y&06L>>T(C7<2 zfnqr{G^BL$WRY{9bLi}jaPmT>@Jxe@v^4F4YZo*$9G#r9;^X6=Ki?%JRM*%Tw6pEa zp07=pf}dw)!PJ@*8yj03epfRtK3)RHsVbdxb=mCobI}B|vSu)3fTRYAIIDFVa+A>rigoSu-bQ)A;4B3@u>KibmKx66JE!i_482W&(|8Q?K47cR8m?>LNf4Gb{o zG|UhaHxCO63kN=a zT-s|pF)(QahZe!VN`Qt1 z$HInZg)lRF-Mg2Znu>H^2g|;t$`J-yCQ>jG2o+oq=3pj^Rq@?=y$?Rm+$jPlu? z_3-sGgiIPbH7&y1K^E!5xJMB-6q4R*Tyt49McQp-->B&im1)xs+e0)A7VgQh0 z^K*flvGS`8!}Qa~k9WFTv=JG;i+QMhckbMQ?1&i#vFiRnL)W<&R{&Qb$bMYTUUwRg zcjUyt#OC)Mr$<2UT3Y7gEF3uF)wkb%wSmcqiSv<^`DV&t%V%8_d#*rv9D$-XG-~sU zq7R^^A*<_icF4Mg(T~IUQ2!9#Ug}9FCqgV8bI(zlP4|w$YN^%(a?||*e1hJsJ!4Mf zq_0!2V$AeBDk`qZvBTMu-WErqT;`#PQ%`DYGNnepd%3V@gmgnBQm5c2ZBmjt-F=c?CiaxP1E-R(uLT7% z=-xO=cH{~nfDgELtgfMfbMw8}yPlpO)9600+v?4@d9$jv_F!M%)=ism65>0`_~4*o zI#Nb{kN=Gul-0M7j3l62efxG+P3@3`M0`Sm!m2n0zH*;gf>f%IGmvAI;N>?kh`Lj9 zZMgAywVBG~uU~69K6^x(vPW<+(1Pt|Bz7asc5{ zz-GY1W(h2?zAax(?4M+5!+PGH?FY#kh4yk582xE+^!-No6!26PJTvYaAQ0{Z%y3z+ZM@7jR#qY`V;$oe?Ig(|8<~%f zpKq!|6pP9{w-9%^U#nGIJ2mZ zr4<#f;PuJpF9kX?ZP?(8u?8nLP-A$7&?}{+Ud6?geV@3nUmaHqrq{tiBwqoz2)zJv z(|6Gqb!&IR^8;a%7l(<4hhN;ra$HJ&tZ8zThU`jQC$7h-{U6?!z6BW`W zPEvO3V?&Bl$5%Ew6=Nt2>eJpn3-{DKj4MjwoOb(2y1>&Q1F4j|GUen zYe^pmPGvxm;@-dC&eqlp?aRW#&fXrv&r;q;LahTs73^-smk#W3hPwkG6r;)W=g*rh z9MIs)Yb=^!|x%@48k_yNShr4_G`Y@1^4?V!VIyo2M>=P&D>iQdxq~bmft_n{Ru{1TE z#cApt(k^y*upG>ax-;z|Fz1{*cMfz39_)c<8Q}AvpQYlNdR7fNqkC2qUG=TqLG!coykry5s{t2k=s^t6Py7GCSm6oK90-^ z!PHr1z@=p1Z~F3-gelvj6A8jf6J|>6FOrq&4&6KTO5O5pdJV5?tJQKjn{Ngj+^TYC zzR=`sR-=FI-OayGZe=FF9KE($&B#dK$B~Ya%IxWC>F;;wLl%{&CvU}U=v?)xCBK0E z-~+)gp29a+P1bXy^&7_#TBm{>%^w+ANvA9~5#D&FZ%ulhMom(3~?>uJAK0- zJVyCKxs~vR(6(rcjV5bckF4p+Jhk_eL++6>s=m6n&x^E*x3}A@4qN4S zYn2V%{^g5dPHftv9=e~YTdV{svSNRxoXTu6{MfD=td!mUKqpp(YibwO&2G>vb57kGMXWOS?@dTr4#WYEHyscdL&6;ams_RdD)^XQdPhOCR( zHHB((N^j&A0&kc(vPdoCzr9y{jg~jlTi&ddB7DRb*xJB3Hw*^JzM)YCg!-%N2yZEQ`Ujb^UJk@ ztO}#(T?FfHC%>Oqh`VOiE%M32v}s3iZFjQ8fI#7Ig^3#bDtpa>-{-d1D19*)7!GBQ z*9Z*Yy3hEgrmk?`+i|{n+Q^2*Ix`~8@WHPe%T&^@&2A|Eb&I)wjc2KLN!E?hRUbGi zMjW`ER<74v{JoTUV0{T?qnz4w<*hRnow-T$ntW`l>~y0Wx;HiUQ*_oVQ{u(qFEtf~ z86DjxfB4Laa>;SJ;thx8KG;`q$*9tBGM?M{`CQ&|we{N9db+=zv+?D;&8X*m^LyT9 ztDvXmft*1@*Er1I47NoWiC4I_`3q}C&WG(!f7g?<-`Zo^ETxiGuhXCLRddeneVWN` zdM`fav8WwpWTi+yW175q``PNbn^yXi^|v?#*Z;V<(&yFzK{`6Ev6z12Txqt&6?MzT YXoAgd(Xy=*J0N<9mXlLX`8e(W1!FxUX8-^I delta 22279 zcmch<2|Sg3yEeRX$oGq{y!)PpD=!l6@NPLGW~psNqs7D=oLg1M@#E;C-Flt( z?7{n2yW_iDOibV0*d`dyFS^s0L?ZbIJcwRLBHi(RRI-Ldx~kBF|CSnKgMYT2lOXVe z-_@JgpHD@~xIT-Fv>M#jAEKKqcKGl)-fj07*6NtyL*%a*m8`Pz3uNeCx3I9Fyu;H| zZu)04eZ<=Rmr6ak_U+pzF5cSS-d=yAGO@Z^g^rHS?b3P8oSd9nw{8Uo2mk#!&tAV4 zP*zr!?Dx4?;C!Pk)%c$3Ut5Sn-%B_>=EgoSUTaFYjE~l|vrCPLU@!9L=Z{lQR8Qo; z@Wyg*kH4pGvg(;LH*9PUiHM9uHBN*cx_md9>-p8eS`z8_&20=M(jF<=jksBMPu%NA zzyIV`DR;`t_8;C({EP2rK9QuAyzSmh8H?eLg-2_6i?C)S($u$d-(4kHVP>68muMJ< zi)?%E6}K=1y5M@4J-y<`MvdQQ7#5nnJ-@E}&Po3N@YR35nfTW)^*24zDYX4^as4Q)d(w6(EHo<15B5pmtv*x20MoU)7RiJFO; zOUte52rj=p)z#GmKBURwhN`Ncudi=t=;qbH;Go3B#Qzgp`!B5*@&7q;{-uxqZ$F*D z8T?NJ^Z(4p|JR@X=Bg*b#lthu5Tn2!r1VmhM0!pZ{(Q9J!B!r()#X|Djf|19#L9SY z1)18Dd=7_JNJvOlwy4#R=<4dyUkN9X-rp~HYm?CYGm2QbHPjdvuNomNB696({;lK3 z@5IE!L_~B2@Tffr2oSoMeaLNT&bGIFesPhQZoVMxG9yscNg@&N?{71ZP>qsV{=^eS z$qV1!|26re=GT{ZSK^d{XlrMFx21jXVzmC6pJQ0$wz9HvKG=uw_wSEixNu=O-uvl#66xW&9xqL# zhSry7!uZd>n)=!NYjL#b(W6H~WpQtdmL{rxHYZ6RJ68UPgXoSv>2)Sd?0R>h{xgS( zzE8I%e;{wVuFMbo`0-;ax5{Z%)s~|)B+`z=l3APeR8+fV-If~Tlow})JF={!m`cja zUuwjw%E-tR78YJ_Pd_X!F65lUAH**p@LDZOhQoF0G1H41zgikUc32l(H!|9?eS1r) zaTQjChO<50T!gUe`{=qjL(eX$Nqw$#ABl7+mbUxDyPL!99v&VQk2prVi-;f9q1dkU z^z_amVzuv6fYgnjec!&-C+lVDq?weJmR>bAWy$sE>+5^?@S)iCb~6P7*Xi>^g_nnh zh6d`QMmuxTM6E7gZopbReY%75)aC#L{5b#5a>Jkl7l@fz%8P|;Ci<+jw6qsrDeHDj zP*9Mc|L3=2cQW;X14&2|ccX4NI9yCK@kLPG?8E(U-@g6)E6p5YwUFrrF1B4U<67&= z@@)5c{vd}d@5nr%p+kiVtRxa|l=q_E#ptuyd6d^IHUgiTcXODQp1!84s;ZKx3V(h&@bK~rL9{doz6?3 zjt)}uh8i*Z{U(0@j!}3t(p|Lr{;zfMYEi)}`$a9kymgr!XpI@+Fm}a87@%uY#a7w!J98)f&MApVd z9lK?RgNe(-L9}Xp6CpbI?b{xYv;0BrZGlR0IYdrQa`N@f0qI=!KdK)a2ym9->NdD2+PyIYecoE~v;{qa$5lID%E7R|4M9C9o& z7AiQ1sqt~vqjr7v0oaCP($a{VuNl`anAhSyZ~kmb98^Sha$%rvb=a*72gZu1ST3XsEYIe5N4q4-X z#}@>qeQ&aEM(W$QV-pj!cmWxzI`Xrpbbs&aof({{6cj zav2MYV{bXV`9&95L7Y$)zE?K;czBe>g&+C&EKb(RW@J?)T+EsHl~OeFi}LDtA?G9f z319nAyT`NFol)k#kB_p7N|T?2gv8X)X9Yds>}ejHz`_!`3gkjhCaf|-(MMDGnYgv; zC*aRG4JV>UJKyPDN{V%wNewT~>$iSp1Bvp7tQzGTCn5Mx?Y$3o@^D;rx#hPdYimAf}_{|X=P+&xGqeY+u2Q&`LIwD&|rPEUY6B{_3Oir z-D>RWDtP!ApfYBxWYNZ9sIkBF!PW{tcD;8-Wk|xr(s;$)$)-e&0blX2JEWZ*ddq$L zH&Iq4%umYq=5G|T3csDc$e|)ghDe|*2+&vOlYaE|H6fIUd-S`4&nO}9HhJH;X75RE zKz0s3s8<<5MIvdQ?lk!q(QKYkmsc^d*)1eef|&!0UzrcV($UeeIv~3`gj--;kHBDl4F#iF8L11 zKD~^wL3;1|@#9%2^Dj+CL({TBFJDHXIT&^v=;3>VtIluS6^>-C!%!;j z{8wvA{I;`He5lsvKD)k-{kyy=#o2xI=k%<7-awd5MbP3Zd2{J1kO8aq0K+G|$E8KN zEhKKT!#B~szM3U=fj{WMg9iYS!g1g*%tLEwBhqN!ra}T|+}d9-esI)hPvqC@IG`Zp#bB#l^<{__Q5Ix;#I8{kk&P5QAU2 zn0NC!nS58&%*sl}sPsM(L|aD(Q5DXFH%fPTo}}*S>q|E(^Tro{&AoAekMC1iS)4(E zGjNEV7s8PF3tc^# zPlbsHHramd^r|6bNe^j2vjdlnQF#I*unA($Tjc@dnPoB&DZ z5?Sen?t+ z8EKE2o?aifH8-EE+`Lu zHP%E?7$!QhSR~DRN<8Uzi3tqxuOS`E{`m1DVns24+q~l*Q%Oq;;7tZMH#Y)S_>!0+ z>aH7$gwxo!+6bxmmoM>y;Hfkr!!QGFiINW=upB56TAZcGI+@$wA{Or7zaMf@nna?q zogLBVEVUPJ*iJ@*7SPMI#EOxL`+&dv+r0JjZuUoAo}cKa^(1$krX*0{Qb1SDB(0i? zih)P6EB@un%gb@@3`nGrryzDA@J+#Ko5X>|Rin_)r28S6u~ z>MmSfSsZn7a?*UInTY$rE*^84d402%QFf`mtxYFRoq~>U-n@xh;QOx3TtUZ}cpH=g z>mF#30!WII>RCI3&tM^pNuKo|tJS)b$hJj+ zU0$4RRqe{LkB^Isn{sii4L?dj5jSs+w51K;PcLF(T&92Cm>au{qxt;#9!ADTNYeBi zGWp1GnVFg7`{Chi1hM+`=~D!E(PXU@;!AdA?#iiCrH{E3ezqhZI4CP3lIA%2)pzF+ zfP;FJc_`ixY{7A^a7`GBS**CG}AgI*Zp7~ zsB*i+t)^yXMi34rCO=Tq@(T*OU1#;p|2lBt&BF%|LXTW)!D)&m9wQSY_J0FbtW38W z#y!S2i+A6)$MIS5P1n%wy|?&Z`Is zumLtV`XJt>0YZVl_v-=$^@l!q@Chdkahr`>1&fqFb?Wp0O;d{DYFeGlE)kQ5Q;UUQ zrk~^0WbOJ+qojB;MMp=2A6OSm2Q%#z7oYtUz=Kd~zh(x`7Uu7N>B^PK7eRsm+BG%T z8;MxO_Q$i`1kwEJe9`iZp1k}$)M!zO%O&fFg>e-HfV`+Zir0~zdwbKYy9>dPSe7?X zsO{a^N;^Bd_Eck^#Ka*K&yI|1EKE$#BQ%TLTscpzl)Y;H$*1wstfO4Hu|WI>-q7fS z#Rtir25wPRRUH`_IYT@XZBRzl-&9str>wGm>&?Ty--Eyy#7OFk@Y^@qYs#=IUSIimbP{4 zRuF%Ru;B0Sf0xc2Yh>GUo~=xB$sPzFXNW`6fp_&1iUG?(U7)F5u5xQg&#M!fEl`rW z9-l=@djID|$0C?N(|!$@Zuw_Y3bN}ngdd>e*cdUkUpe@6g$7b{gi;W{VpKcwCr*>N zRj0(2@=cr`I3zfffNoK%qST5b4EfmZ)eX&h^?*S(rOE)BcL$~>U zGndm&Qh$j<^;6;CVyu}er00-`eY~)^uYK>Xl zZZ69U)7W4T_jL2mKL(-*25M?vr*WUTQK3=9|20|-vmNtOqusLm_Fb)hdKk+_;lH^6 zC^P9#mZqF4&Uev0ld%1cjF*W(Gp&oPlUaO?;6@GyY3Tq{z!!3>h9{)(BCpbK-5LP& zN|A_gLN>&IEp*kRj+S=O%ssXL*swJZ@-(G?w;k;;7HU|EHvoh2!PBHgDd%d-rY-&UWm`ix)2-AjsbMsX64mW$0A^ z^8u}W`}eydLx9S6-=3_&(dAK#%m?8?tnJ^wf4D6zUMpFba@GkQw^^`}nZX7W<&{CO z6{N6$fB?tg_U8Os_MD~IVQgAcp5rKsYv#8Q{vS#=e)oXaCn4#gwxy<~Mur7Ku;04% zGa}gN4Grne#D~(-Q@O@Bk(UwCQxKlmW!>`a`YRz+6#$ahvxJ>iI3FGn;d=WvG4aS6 ztpMyhU?xtN@56_d_0NlOgyOcI_GHq}bzlX)z?GuJd`GF|^nj)aeG;5+m#=)<Z`GU7 zBOpv%x^xM^9&df+YFCM!ErdXaAX}Xuh?-An=2HeHbq4COK!d_RBZT<$=@as~r_2pT z<~x7%Y{*z*4*nA*#l<~Cc^ovW22{##E#0iIO+ri>G`?(+A$jCTb8&HWY}S*dS)key z$8OgPCP|AZdHFgaX@?4(#Y6f_lGyN8Xqn?wAE-Yf9E@{q$)F0w?NyWmQ#@ zeqN>ne+oqiL6xz4xqErOEYavF*HmwIfFypo^g#Z9h8t)aqMxL8a&6^2WrA*QUCk|dNAbZkAyjm z(qA#|BvO7o4w#0zIu!%km)slIPMRLJD&uEExI)Gha#mG=>`URAcP94o@_ww}%un6r z*$dqk#h?HP*vF*)RsxgpvR{BwlFXsYS|tYu}7xB8fkN-^2e4P1tyUmE*Uk?shq$Gp^j7cI(hu~fQN`DBG+49X8; zlN~iN><>3WGXBuQWdap>$^3;&6yK@VYm+GAK~~C?ewcx2i!l{l<^`i$t03{R0%U!0^7b zwe8=xPe3QN4}b%CeYJML1M311FW`>mo8~?W3dH8jjC397Dtbj=zaeBD)J>;E7Ea<} zmKWGpr>r(WYELpS#+#H4!S_c}#y_jc2Ax1Zh5rdO1tck{)h=N~l8o*5Q!Fej!ylmz z5pz9W(CwO23<+Ezhud7Vr~zUV>Ea$5mh$piAmG4MNT;uKGhQ)$@653$aM1A*KXPPx zX2u}b!8}6ph6fYi8}jxt5&+ce-kzSr#+88-%%l4(Eo~A>TrFH;^Oh}k3sXZ_tL?e# zbH=szpc|Nih=*1ii5iNWknRpibqJ|;YQYQF(ifoSJUgi0b z%UmAW$jK@ubIB18>9o234Kszb;+Ld6ogQa6bTS$@vlxNb#;L~ zwY8s;qa|+qBs8OydDlVwf#zi(iVJ)L`sQ4NS}u1M)Ei9>*;^C){%!_Pq&5H_Z2u~{ zDdHAQgOL6B`1su1+}eGlLG6i!p?DyF{z_VFaHc3yfaDD%dx|RT z9tgpNB}4b12lU&)j;vAeQvatrBIW?!%*L*$?N-@n?ed5P+?AFAog=~lN za(gy*_Lvtha6!0uUKW-RE%cu}Jw0hS!IQ2T8L7v}(+`J($RYk_N4rD5TFf%!o6#6U zMtUpozM-L^uFiUOWf`Q%745lOcA)k1kRFPwtAFPVe4t3fAYSMPkniIw=s0)F+)kJ` zq@btj_O4xZ6!;86ih##w8zTJ!e(MuCc5<&+9_^NHteyE*ybicIdCz>E{y_&C=j9pC z1Ivmrz!28?WVkg@wh$^iK3wO?Jmip?ipmYuT0>$Mgb<60|h1n6R5a z0Y^K4mS3>sfiXBbI>xE%B&zQxh*bnMcuCRfN}in0b`ulA1RK^=n{%atK~1ghuK1Eu z!Lb_NMe*9Zcki)d`E$zt{c1f#P^t}DR9p&v=*|>(bxE)Kp(O0_*a4;A zor?ZPZA2cb7g}<8+1csV-EPnz+TFR4M3RA%fT5uOYT$_C?)`Qgelch)X8GlisHnpN zF*S7Z-X;KebzDCe7gt=GG)@A<;cZ*C?CtX6+Pn7!j^KXXyPXa!3{p~gciqAN+uGX5 z_d(2bSEJFT$8u1{`XX?ovyTkMz;j{EWM2L!(izzXsR+NYpTTglLd zjZI9HW?iz-ubG~fzCHK$H|rWwz4%6{@wQ7{Y0M7e_X=Z{qy`I3;gh*(W8-h2oaG5* z?=ywAnQEeDB@2p_<|brd^c)rBxaXT#elKJuC=@dcmW4k`R2~(!F2B2IS6`CblUwnPhPE~Cf#|5Q|60~7*yH`#+R|N z`0V=nvk@G!C^jG>(~(NFOziB*v-^L==Go+<69CC5 z?kus51nK!%csy_(_`6I&EhV7AF8?_E+DO{*I{KVQ43*W@o9OA2VF_U}LeC255!@sz zBO~Z2Cy6AV2{>!b$hQ+ICMK(^9*pAR;^>RBPEha>S}r3o zk7UpSQ&LpC)o=_74q@4qo8jww2J{P`EJS~Eu>LaoAJF7zJzqc#z%GWAKVm!j;w^AjLluu6H7ZGV3`%y|lBaB3WY z4eu1a)}lg2mlH1cNDWS1R~ z=dt-bW|Ocv{_}wG z@mbCww9?R8s(?QsE>4HTRaebpTuE>NE9B4lkLdlS&x0Ym~*v>kJf`mu2>636#=fl*TxnoO5C_C~ zcodvF5baBhGJ5G|4HT4vM3j1)_n}`28u4!o3M8>rsu51YyV25mhkOS@OdQmHyJz(q z0I??%&gknI!$#kHG|it7VgR~GBhYk{E~Iet@SyeYI9SgqCN_hD2VG#C;#%k|aA_?q zjg|M^*{+t8o!!^p-&I5yI)|;E_GbDH01PWjo=r~)%CYf$iD$z(iC7Wc$tXc|yp;L? zNZ4fwx24xQX>SaR-mt$0f@AuQ#eKHgKQuJoSpmHrb_X26_E^QO8#j6h>gS@ri5Eql zM=oB^w7!__?+eD=T~ys+98LV6? z&3X_4ky{g2SqK)EAvQWi96v}N#Nx2{@W+3Y?z>Ubv$I7=x2Rr{H-GbbjLpn|EKK33 z#rE=%@1vN)=r!D#qp|oHE9d0wTsT-=g(679`2%WMXy{Q?QR&+SM)d{1jPUss(Hb24 zrAp}c{{A@EH{RRThBlCh=Vs^;!PJ8umDkN!{5tw;tTUjJ4I1!L1S_VMwpxDklcW4XlZDmrulh! z5elbHor;oib&%f)V-Ma*A;`egKNo+=fEDkMuzB8zJezO{Ip~~?4L}0^_qp&q?>4j^ zf+ATb*bt-0qh{T2pq`*sv}ZNaADs|6as+@CBB=(QAP$U6dn;77dB?42sSH6|$t`*) zgQ_dLJVj_wSU-tb`;(yTIsPC;MMWe^$Q!~NkPkN{OqPD0YP@|&VZXo>`;YGD+MZko z4_-$<4cV%3B-qx@j*<$IJg!?>_C4H4x+7rKwKXMpCh#w}<*A+h-6tG-J_4NL4QMxw|~CAa?=L z!U*+L#x*xn4_)YL^qim{h?rDA6*2Xz=0tIhr!WrZyNW}Uo(_KBxq8z2d7jNFd3ons zw`wA!#8;n#0NU7$p(_qiQLP6Ep8di#xqLOkT(x|MEq6%XiNL!fCAK&{$QxPpiUtM- zAeSwU@ETk-eZ_RXT6yvW-PXs+qlZ?ha-+8Y`uWot%RuHqQ>LN0`F!_dP;0rEJR2t$ z7oZNnki1 zw;HV>Ic?6+bw#wJ63B{MUAyLj76#H--Zup_yL@0dLNn8zJ_%C1b+4rJQc_L z@W3iyl~#%Y#Z{vA^iVXg14!7fuDn@fA)l2dBy&a(5Ht%@3KuLu5J6!T5Mzd7xt0dn z5?@_si7sgD=(}A*Gp5d$ai{2Mv^VGbLq_u_{g!CZ4i=sllH>D3y-m`5wd8V&3MCrB zkIK7OW}5QliRyALPGyaac98AjPV0%$3bCPbQ_8lK!=MeW2I;destJLFBu#0*2VF2| zLk`FPD);e_2$K8 z;-XN{2Tc?F`8E`l6^c7j5W4n!4pbK|w0`_}n)6h#>=6=ar61ls^gd>)go=)dM@B?Q zL*zg?l@S+grW;laAm1l|IRIhFQCnvFK5ZS61D6384kOgTH+MHy!E^KY>C-Rywv8cM3GEg{vl|D!VL z>gdpLs;H>E(a+=dHNAS3P3oqKa~E=H1p$jA1U_f95rGGd7bJyJ#uh2QCzo5dhL&ss zxX&Q&8C@0D!byad1(2v6_@x&E`^4<5_~FAxZN43Ma+*UU6!JqkgOZ0$zL_4 z9DJ(B^8>s`-x#9q3L4~VFKO7UAfZ}ygPwedK0&tcEvLTxqWLkzI z%fjsg7zKR@1UB8&ol+QZjzL|q8Gzf<6e)c2#~E{Vr~w3WGlhHwDK+Cjpi4xI6>l`2 z=vR6@R?;&xl!MR(sb#TU_=Hmdp>N}+9eea3c0TL?A-T7Sb>c>kUsR4k=(VMLQZF6|}=SM6()E^n>Hr&EMMC zYjt&Xhyfrf`uh4lB2dIbF2pG@FSbv&29GG3HlG6Uo@N^~JYLZ|lyp7`FfN~fKu*Jn zUMJv}a_(BRH1Hp|&phiBVnfR&T-@5=`0?W?n~ZD{6jKsd1{@j56m#QX8TJu^SJY0) zvLfYoyVZpF%sb!~Ua2EiaQCry#W%uecn#tR$G|*xFmgQt&@rq(!(ULMUHH~jD!+v`|y^2EPy9rho zAt5#Db2)bX1Q?2R*5dkkg zhj4=Ov$QO90hs_}2N-NgHzmYZ)nxk=m_;P1c-de}BHv$Pd{^g8Kv!E^Tjz_$kl}Cw)YYHdgx!_M12B_Q!MG z9Bga?6i{<%${|WL7jcG3TFH^4Zkw11eQ(bQlA`YV7)6H`-5 z@VxaiQe25)BT1TwL*$FMS3f-gPRP!d;4JlKJ^)SnD0Uwh5Y_M#2hQ{k@h%ra0xoc0 z-j9)t-xoACV&=*4V-$MR=u z3I|$G+qU%$4e21p;J85ffdeo21V&rV9v=Mq!4?({Afa+N{Lva#P)GrILaoDl2w*UJ zYRU`e_d4r(d}z6{V-FJ<<=_ec6Z%Hm$gwY9q6d#IfCVTT4iVVoXERY@ul0CyvbN_* zbc|L2QBmPgp7)7~iS6GnN69Y6ZK;S8TC!u0gu|e}rm!D}ECic>Ga^$OKg1(7G^6_d zv2-OpfBG08o?zXvPa0n9h@_0I z25jkz&%`8?udhCQXm>Zzc`%`7M6AMEaOUrM8Eicibud>%U=q__LP!WLCVQwGlrsip zjfQ43*(L}A0q-+#fO(1(1$d7%3~|nBY3?1xCLgcRss0ZVNZr*-rn?g9W?fC~W% z`);945r1(AG&KWfGSm}Ql$7jl-pou(3pl(DgjC!6Mx)vP&V$R><%IVZrbQxrZ<;bWkH81pGZ+x!oq z1M6y_5W2GsNHMU9!Ne~>I5a}2Lb=B2M$Up++AAx|5iAIaG|I)K5~&y(42%j_tB{<~ z*}jknfMJS50-XZUo}7}B5)eQ!tH2~!7a>KlK_a>Rn?o3mK>`OAzk=)|h8@}|DlX1( z*r*hF?f3AoF`)`Q{h`4*PcEo>5K`f~t*IGCA4(hG2DuWpS^#itnyHnQfyo~mwaeum zZBTu{EOiZyxGZ3b4p_io_X`Wt(=n#RB9J2&$}Q3%bpvDugmVO1k_a(LhLNH**aDCz zp9iP}xlNApb%1KU;0qLOPj+tsTv0+k_=4v~w|abw06D##(ELApJ9ktRyFB*f?-5L) zV`sN)-5MiJn5PdGV~2mrvLL9AgA~F4NnwWHH=!nOOU8FY-WRS#nc;t1@<*eolKA5h zmoP_&{r{ex{Lkj^L{4sW;=|NyOv4UIx%slFM_Nbc?dun}^YL`k=`OVIZM2)?dFWkw zpUz7+x%T5n%+lOrPZYf~wc^zK`}@ad4U>*78EGYI zQa+&dQ+2iI;mfiPJ;eVoHu>yXJ0#=w_MMcm$)F%KqW&J6?7xe@MRQSedf?xME9ICl z3Q{WTCJv%MK1dC!qhhFcDp?CnPT;$+P}XrZbDhv<&vpVO-5UW-`VS+&Xz%>{94ztA z@z4Jo^M?P)R4(y~#OxhQUba;pAXSIagEG6Xzg?e4)JV;7xF=)s_oyucqVS*7#+dE( zVEPV@fRVR*HTB3=0E-_?5)#DV5TT5gE~_Lp{UbzEs zGYtlbEi&56%YPUfIsE?eIEj4K4&^T-$JT~`(59>VEIBzj(R}F9l|l?TA&&@5SFBln zVH2nU{*95Uh|407nsLCwp1$3svZ@++Z0OgoYlGX20Hwi24mo&x55dbKb88~@vIwMq zN_XI14aw}BL}enHZEupxDrunk76RKGcpqocFa zZc&$YL^1Gq^xR{l!T;)%{qvCN-^ypKKtqX)*3*+GFoH7?J9Z5I{An?G3ZqYPfqByZ zV11EcVI5F+(EgDD>w{8o(hKQOD6W&)4;~S8i2ZgRc?Ee4>yw(1(S=FS=#zjtA?k&+ z3UEFHas!_T6lA=8YX-2SqVn*v2Ia?^g|rnQ6rN0QxwZH;z0qGJAW`uLRoX-Yc~|ip z^7sOi(Q;Z|UtOK_1GyF5c?OPTuxQcmqoXNWNuEsD9l*;YaI{suLc6wfrC_h5x{&e# z-|&l`8a3$V4Cz~0jr0V3Z~lwQCm?AH&g>B7@egI6He1nqiapXzUYWM~ zTDXyFktaNWN9FZ_Am_#HrD=Y?s>D1$+ZMUPsN%-nhBFh=t#&BZV2R}WMJo$c7-9$5 z5;~xdn1YFDDm6jf1%n0|hNhK)eC;Qd;{q_;jy;;#@@PFsLNK)LsRj6yk`0Rrr+BP+ zF#=)h=y)OU=LHAA0;p)47Pn%WG8G6543T^vE_4Fwj35_ROp~%kQZv5z?^BeRXpSlv zS7bN+tF=4xdf0A)HSjJu8Yr1}x@Zuv0D$OZ(PO1oP)ORBszQX2+AI@U;u_3gxDy@DO4|A?y)=hKgM1pXwC3 zxkAP$4uzk33Y4rF(t)MOPG1Bd*r>8{EyZw2Z0x?_kH8-6?CkVA0JHM*C(cVCx-hm0{Y_S|03tZl zj^9m*0sj`KUQ91Q5?#X`T#?PPW-8whp_haoYNTB_D_wHTff}=oU`0e!@ zH@3dk`CLzlWM#fb@my$sJoo^kvgW>iD@F=raQa`K{=n`@;N<=*AR=#KP9W$zWwHw# zE?Of{1EK=P(EvIr54S)FV+ej~%Hi)dnMSArf8m_aN5qB0wkhJUKJejY7C*FJU|ZM) zRB;315kwhH0%W}Y#2z2`CE#2Daos6NeHEU~8&HX{D~O;^^*WV_fM$QZjg*1nh&8EZ zt#7(u*23;?Vqc#M-*hn)G4wsI;Ta162CLGr8bG(t%gJGtqL|%`~u00;?;7QU-_TX)!*6bO9Jm>+@gu8Y1Z`) zvDHhPI|6I2Z-W&$)3R*~2gfSXFBEOY9fzJHMYShd8fu>Y-IG8~VVLN2V6x{ShioB2 z7b8tXd!cKd=n(wXe|O&&mnQ3gFnLs-`iF;Geo5z*`CAf$%eRk1z$h#=#~1qa0R}dS zdgzsuCIdPU_*E&?cF_mJKHilMVBz;_?}UI90y%DFVj3H-;D9R!KI>y#T)k)u>_StG z9Iah=`&P0pk%1t>fKCT)6J7&|>?r=bB#$^iN%Qme*2THS(xN7JrWz{`$L`JK3+v#; zb_-n09>V|#9W}L$t*v=S<}mbC#Alq8&O6t0=iYgJ7=$wkN;6=-ywn7S4q)lQ=o2qS z#$eV1;0-RvI7@pvVGdFC%JW#>zo61$mL49X0V`F*QZZxuT|S6vQD|^zK{V=ll6$^= z^N)x)_@ywRo|jF&uA#ve&>v#~4SpAM9X^$myukbdPSbWW^17Z>A_yjW4|v=L6}9&h zOdc1m`p#=7^FJTjKyj4<_P|FsS-#79Zef8oQ;1)bR-tShVS${(E_3?}d~E2@ zwA*@;iD=h@T>~|x9@2W{$@i~U{t(*>3P&+bVcEe(^@mq89A^)o(RXEgucoIIeRjP- zdQgbYSE|#O?RV;3d><4#xAx7}4?n)|y|h8B%Hc5Gr02WC4q<*OAw8LvDkp5Lxb_I` zitN}#M5rn# zP~3l$DkO=Jqd&HN9u{ct=zwE5nb6t`huGDtrI!v}ax3=a?6Gk+Nt=h@t*EM6i^&k3 zhWEYW`?e^Wn)2vtK)@|BqzB z4%Y!D{V3e}IT3_;w(UOXsJ{T%WFl(|v;fXwic*uG`AxCpW59uL-!A={wW&TF|I{je z4-<86UY?MCE}RZWWMsag2iMsd9vaHJdGiU}Xztjxcd99HC&7&`(hIiIbf$Y|W(L!( zfFtO}niw1R=zpx;4^I$(5dNaGkr;TYp^~NXG&~%VaH~ZIlodJ#2Dg!%0YKp)^=hH) zefwY=CVjJUx`$LvVq>5|Dkn*>ZGkpLvXS`54^JbVk>2=iV157@I8NPMP3;ks5a6G%nn$^gbfajRVS2P7W@H2D&cS_b-zwd( zs1O67bZy$SNmNYC4Fh>MZrlK0$8&XxK$+pgh#C1-a^=ttIDKd8iTe7O5o*%=)#D{= z-n`DpXf}EWozHOJmWC6UH54jZdh+QiutIIjnV5!b8}{&sX*K^<4X8el+_RM8bQ5Y- zFz&6XvHI}?2=fvhZv6t}DSh(C>e<=Fg$2s>;LaUNEyZBL)#eTucRKb?I~>zY@CY@; zNfC}CQ&rnS7}{c-N3lh`Sa&z(vK#=4uq~$Gzw*A=FEv32oe8ie$h)YGXr2cup%)Mf9qppv=+MwRb377Z&XdIe z&SwT1nl`iou_{LTlCyhc&6r5<B-T~b2gW4|2?jex;}jcAL>M5(#rK~^xEXMT0Gu<$0BQc*$|oQ|^j6%`d}@>9gC zi-J5J$Hq&yLJmTVLJNUURhsjZ!1gc|ZVMKfC=TE#7$moE&&0L?TT!|93=c1VV3hrG z^kW*sT2l5VN+edBOoAsQbUv%-MGYCk1cz>N%gc7uIciQ60zvk~goHgF1V%+P!Z6Xv zwDo2HnWgwphjcBucxfkQs9{zxn?#0LD z62f~2h$!Nvi!wE=nQ>Ao#xC&prrZ0QvacuEu%4E9Kb?`83AN*$wu<4Gtv+Rx>D;!z zow;|v#(umi3}bPDf$Vbk)-f2mujm(dbS$=+MnyzMitY3TE;oAj#Y|LPZo5xEBvgP@ z&BVMsmx~v}%Z#FDBc46mLhGqa1Peq{oL<-4qw;EWba>df1Na05{mP7RXwSt>o|b@Y zCx79&mFy8QvBu5(@n~7mQWi!>K#L%XZlocd?(=YPbnFoMD6(-4>EeTqlCJPIb0IJ| z;>GE)iGcxA1&Pto@Ve2#N>qS}{qyI83{p6D?+*TS)sP^TGo}rYujOOj6%`roeSG$D ze57;b%eB*g)tF!$xw*L+;}ifKh-k&QMzmwk#X%R9kD(O*O;qk*Lq7EEl7=}HHBObBYY;h#uXjFVgLekD{cwPXR`o@)yKgP_B-boMw0@aeK zFb+)))KP36i1V8asndH%cMhCDMyj?HLy=l=II!L4@1YNdWUT`sRY^%nc$CHsur%^% z99kUP>g`bAg%(6^G)A1iabp^dx=v8+waC88&IeW1S2oeo?)7-+=ciuf zFwA;2>;#Dv^4EF(Z>a*?=|ZZ4K3x^@L9EMn9jUj-Xkx`;9m<)}L9pXgu;U;`R zFqCK|HH$IJERB75@nWw_VFF}g5clL{U#2b0%y=eRS4&GKLg6QogvLsxNg9M#%L1PU zv)_Y*AiZK$8pD>KBMml_@h}+})p@wNZ;pPwu5l_^Fj^d)?_o=OhIQ-Kp{k_%o&Dtm zg_^_7f6eA!&;zhYx_<$-lae2!jIOM zUF(jc^Bw%;2}Ed-Lx+xUgj0_j>?U^{0lTzrLvE9eDb zGMZvM8*;#dx!~|cyXW129v%&WhfXyiyYJeC(8N-Kw#&=QV`3GL1)<@@O+n}f4u)od zHVdSF4CKkkxKZrpR-XwsjMqaO6yLGQp%12+l-I9S(2=ODv~zUCp5c_b)n{y9+(1Ru z(%M>4R)$rg2R^|J!e4*=HMK*gZ_m0rX&;zzH!9qdU@>_93cS!ecI~=`9>VY67t_to z;Q=WGAzLu$UeOC9M8@;ym!Qz#rty?T9v)%&{5b%TZSg_NitbxdFnHI zVGn(MUGans#?^EaEC-&vhzAR~x>6>hm4ynLnwyz-?NSc9F0+I?(75ttm9&$Ty~C%> zZlIR^@##{NG>#jFr1xcrD7?Hr9K@j4e*w2B?>R|%<|2u~%i}-6Y1yl!i*;G4A^u0G zw|Sl8rN;khvd;0+URK#~_^{}aBOzH1w7dWQV^+HZZ5o~WDS0sw(L+bXg+MlF8v&zl6uekBv=-QUw z2C{cpPwyD1*m;~m^d6J$R9aIqv9BsGqe?hSMrTd>GcR8I&7zM}Hl(|&)>m$<=^EJ1 zQ|umTd|ao!lgfD5N+Xq_o@VAR!S~hyR?mlL?mqD>$=^Q8=_(Q$|6bHyq4>kMb2br- zUblT&lWpH$SJkrB^JjOE;`?Q<7dV|4@q|7*;_+i+9kId8y}RtB4oLmZ=o}U9@IM5)75wC0iXPxW4Vkj#}4Jyy@u%`){HW z>w@14JFS0BS_yaB9zN+A*-8$u5~|Ej*pZq~tCUKUPJ@7&+~LX}odzK_c?Fz$ zZx0nF45#|`c@R!&9IAJ{-t!&09NkDHXUmDD)3)qL?Ydg_q-%p~Kij8Qrt`;jS~_Kd zBQ~;eAH5!ZQ@OY*IFMj$c{}^q%TsNeWASjXW!JDqn_O1i)m>JOS3};vWF(r#4v(#u zFwLne(p)(B_RMn79Sg^e#~1|N4}`lXm(g8fzqnp6c=5+Z<6BQIuNBR=$VsuTid;*m zxnGMN%`A6JDo!2R&tM;-FQ+U1Lm>J0l@ZgLhSJ%qd}eFTycall!R$A^(Vg_3hg)~xW{gd z?UxA`eVl!Ibd^-ir%y6&;^o%+wcdT5R_E1dsL zrTzAGZuI(XH)8X-M$dMx*F2SfwasHhTwVR#2C{xx(($tQWeS2a2J2dNgtf;#L!4@V znHaaJdkMVz{evZys;Y4Ld~n+Dugp3z%(_vJoI7D0iUP5B6pYC{0)RJXh#RtOH XZHzC()Pr_6oj5x2w5Td-^0faCZ`h9y diff --git a/plots/final.png b/plots/final.png index fb4d4446bd3c6274c3a42c921b2f6c755d9e1f90..d58af84a7f741a482e8305d02e77fb3fa2677dcb 100644 GIT binary patch literal 21678 zcmeIac{G-P-!^(ROC=R4lq6%JRLEFYDPx2vV=`sRkXg|{%8-(oNQMj{b7mN_t8X ziL^sX@`56XwEioJv~Gf8J^p2S%7q92*=iwq{SJQKO8kEvnIqJmL^?#0x^Pa}K5Vqh zPQ(BA+S=5-jyWx3ukpiU<Bnu?u?7YN1iW~mGs>kGS$~U$(v2K> z+?F|IqxVG?*W)Ky?lL@7No+RG95wrd52g1m`}XZyn_GEFWo3e5jC5J@`cj3*8@_a8 zn)pk{yn6L2bsOisGiT21C0_aqYnS)?hK438aJ+l>&P%iW=(!lhcx5gI1_oWaY3Z-G zPUYm}@bmMtEw)w-Rs{y~YTq8^QrNElN44V%lZ!@Ha7MBbLqf|Nh%KBD?bJ)Ya6u^jZ?G9@TYGcujL{Uml6X zk$Ag1KR)d}b%Zlp|GuX`l3Bz3E&tq)q!uLgZn~!Slt)zWTj50(3dZAG!xXVGY5z}L z%>R~KJ?5o(wjy3R!OLsAy1Ke9o#Il4n%V8!$yjzGT(JEL91V?)#4epnQZYG2|FXRk zk+6B6L}GJ*sgKbqdgcokFFqzma*Vz4l21}$$lFLGzn_W`fkH(^_3YWRGM?z!nAlh~ zb@foa0LQJO4$~JR6@munMp*q2STA4d@;P;um6egA{1*NoiW(al7#SI>t7Ru|WFd}H zWzJ3o^=4C(NcpD!-A(-8vTpyMx){x=^_R4?x<9$^yvpS-+l;(eb>qfsPfyRNsD6Cb%aTmVTwIt^P4DaQwYAKf!Al zPa?g3$F)FlNl{TT$7;}{(BFghD34kO2RC<;Ujhm&TTE|pszD9CxOkC4O-OKPDBV5v zIs-qH0wy8rVO#_c507T9wZpHZY-ZLZzKYL{J4>6b5oy((?m&Wo%^j(o1FGMOHzFzd|f$}no28|#co z#xGPyi1&Q@q+1i2_3d1LS7QyX)yM zST0dAt7Vye|%QbnnkxP4LOL*s7M6mOpc2 zq5NhcK0fk`(}Tix<05wB--3dI&_32@KMxBF^Y?E~)0fe#`jt||Q^SA`WVyP$i2ITm zQ&CajR?qT!`g9kWrh&Mbv&8E@H94`Fjg=L5Fp9ggw6wf(&P8}e+&D0l2=zI6(vY!i>UkVEG+#F*`onQ zYDxS80)d}n+o+iq+5?5VbuE0SPqvGCt^x zpkUBIk7;R0<~rU-4>x>yeeMzNDaMog*s)_BS!PGwy!LXd(X6aZJ>A3p@ZrPt8#cIa z-+xnIKgPt))>egs23MY}niAe*^`rK{h_Mej7p=Sfszq;GzC${7Nk@lcQ`{A$x0jQy zrQWp6PE<*BS@^yMnYxSRqDb@L@Niq)l_=dW&uo4+NvTbLe!2&V;buo9V`6W=>4q&- z)_3ky)zoOF=~bAd6ztu%?}Np6a#u5h#0x}mNQhb_+3nHVQC?noiuydeiG_s)B(`?G zz2!(l%>MoRA3S)_;PE%N`4W0r7?BCP$r>Llbk)GKczAT=*`-jIl$H*93v>^E z%Sp#>y%MsaY#)CmZ0Aaiuyaf(aF`iFEOmExzhsl6+_r7o&Yda9Ed>Pyf3B<1nZ*fJ?qm`R3kg|5aBtstytgGu-J~`7-bBIt0M9OjkB!8u z1(_t32w^)Ew(;TmC}dx2vgXSUn;A=h7ZG`#2P|jKTn{N1!H-jlRvYAet|V*Z2=v@d z$4V15rz0c&+|P};?rR?(^hf!Kd3butNJ}?l`tfQPqDJLD*YRyEM_UP|VHD)Q{f)yl zP9c))PIVyqd406h9`a_?oM42CFRP3Y(*J{{F7Z$Hmgosn{a+Y90Os8&p%lA+!l)tI z&(H6s*)WhP7J%E^7w9gYQ_w=hVLJNqDquvVRVO+9pFe-TQ+#>SlechTJZ}O`WZ=h-)?Axkj=z7NK|~7*M#sdkva@R=E>MTI z>^zun*?;lIjb22nh^Xie4N+X{o^auvmvH&dn8clDhwJ^1s^0D?TybY|wzmz&C+7cd zQIERhldN4-7$&hEp(j@-8#RVYZcTork|=s-sCsec$3$1&{K8Z}T2F3nZWgNc?XKL% z@w>4dMiL<%C|IXVh$3xZr3!d2ySvf!zldg4qa6gDSAMsC{rYuaU|_uy3k!=(<`FEQ z@$8moxCH0v3U)HZmMvR=*B50FYq1wydatGFJ$?DI(Pedp39k(_*h*QSa1+4{wJ|_= zEP`wYzMeIf-C|&Hkkem!o9AK8p9l?wL!u8pb#!#JwhAD-fzyv~!oM~~t!1^zh4P;f z60#lss)G=1M2L}gl*u0&?VjU`D$5s5|%QxZ{v%gyF zNH+MkJ+a~z%d?I0o8zzmLGSzI%);>t*#7Wv9;MSHQt=U5PK)TbZ|l&TjGGgHHp9ci zQJ-($zKs>GsIK!rf zuN81dwj<&tC$RMBeVj_M8b!{cr%ugcYuj?}{J`?X%7xm_jkdR^8#26>#@k~@b}}OM z=jZ0a1J|Ppx<8Ld48)zEd z$v8efPRFCc@%~qd+cx|;MiUWm{PfZW_mmWKQ`6Bj{i^VgE7qkRv>-=l@M+CR3|ZIJ zJmrUv9?g%opLAYcIBn8mJ=#{^-259=2ya7SNW@JkC_Ml7f)@h`Sr3%IICEzRA;reb ze9kx{BZE=w?gDDVtFSP=WB_bG2Yf4aNprK!V5NUm0C%2ce;JBjqDqolq6)W+j7*Lv zHX=4s^1=C=XqexL7qj+18*#Tj4$$y#?QSXHan;#|tJIhOcu5dh#p?P#HFcLr_(9T* z+`hiPy*wJIwD$dF-qV9sttr}Tk9LYJEcE--RC~-@GzL~;Wl>g_ly#dEt`_9y$I1rx zO-z{kB~Vf^0?y>N0&|>FK0zYwtIcnYNXs+WBwbTyFQl^T(acsz0PWM_ua%UvcffrbLd zHzVkJ02eO#9Asr>rM2s#^O39D!H7LUFX_s)Nu=&WAyI2q^ zx-VWT!;KngtzCF`@yRY0S8C6_+=?7DXik+y#i&OR3wU0bcIW2+mC^!BTuXfu5z*6K z;1n}=|2}CX`V+DtPJsjHIodW;4LIRjmYMpcON3hBv;XAKcvoJoH-Y2vyMnf(*8sam zM@IqlzP*)?z*URiU6_0+FBY$!os5#hV4iO|{w>G%-cRK4R_5qXGMM$5TVD_H^75*y zcZQrcnfui`G1{J<%PPLQpbN<5FMZmedLOhrUZYk7n*+A-Ltp{^w{v0j!5^4p0HTCptyke6Ztc> z!6yw-R~i#lQ=+4fZ1cQXZN}`Xz~%qNhl!4CZ*LEj5eYmf9WxEuHTo@QMjW@?Xy zj08;SYNASW(sa9F1lmj@I<7bUX&)KF2ny1IyE@$&KlS0lKfngMDVTCtc#Z!uth zOo01Nrh}r6v%t52I*Kw6hy`L0T)%#OG#$_su|&P?rqwA_xwC75rrc~U3#$8>pNs$t>}vZ5~J^e>bhz`WgL*T;{IPled^+*759ROSLY7#$vt%X7~{ zSZ>|A6*R4m!FsB%^x(mRK(Ni3+v!gY1CuSIR$+s%R?%hXIm21)xMch@qVuU@2Q_(N zadE6Yo&EIb%*mY#xLYw{)quprUjf|e)ipJLe*YriOL6g8O;v2Z8}*_9KrvD+S%!gE za;-k7yj*gm6kEZAwVD}{Q&m-!m#^ErgWgXXBy68&QBlz;-cl^voyp#hs1#s=vO&kc zgX1(@-KN;PFqYjDU7UL7$K@?s+=2L%D0GaBP^0VKzkkmr7cx81)6?3Tjb`t*Y*k%d zjhbxGnPrx3))`RLRaVBv%R7PSYcSfzd;uY8U4USqBjdB#*QO;FZ!Ma8(vsUcI|Xii zy@79UNZlWQ6dBIRIfD8Lj;DdOPG>Oc&Ud&{#^rJN)#@1(*nx_dI}eHk6{R99Jn49E zgIpW=17&@T17{*f3O^@y2*{7>fY7NEC#C?z+ps=AB3#DD#=1UO_6ynkbai*<)y!2E zikM#gGtt@6A#GxYlKJuBCI*4qVWLi1)FrjG;2>Jt_8u#D+3#BG%^=`P4N#0%-JF4* z-msRqlir(+dtQh-shc_@HW7QBxi%)YwpqyQygVmlS~%*Zv_Dtrfq92nm-|TT%^No| zirBwL!R~QcTS?Z;Q%Tln$G@{&dbV-nMvVf;%na#uq~hbJ=)GUP(!?T0j2VA@{gFN5 z?qOF+Sy?|d6s&vrBCP$8c*Nn<%*+)C8$`VWH$evjhMdM-Qf=RUcW#Joszsx}6;8y<NmK=^N+Vb_3)sips?>Y0E5S?ufIRSm_XTpATnd=wCB{+Iv#A; zvNSug2OTBu3X9R@W@ts_LUF6bmZNPaPzTm+*eufAjmrem2kVdxFM<4BZy0ee;MJ=x ztYp#Js<4Zbz5N36Ra8U-g_kW8s!CZ+jTzQ0HI;~%%!~}bj+*LfFi(TpFbIw@dt($A zhwE9uaFH5an`fq{ty3;}?IV&8Tv)RTh!25oJy=N_EN1Ya$v9Iw#&LNeHJSDF>C+q> zk`$2FJ<{BkQAuVsKD`JGw8OfrpLj}32J`-fLQ{GGkS>aW-}KtuyUUMvFoc{kQY>=5 zw{z!Ce`y~wqJmRIL}UIKts8lYP^^H5$WP|Go#eAO+1br!cRLKB69 zetJMkS-A;2WKbQ%+;!z}mrWYfu+D6Am#I=ZRCREmK~zzGvyKd)KydvfEQibT)TK=0 z=E6VY!snfB4Gn)F{?Mqi@eUL&>C2b9Gfh;%M_s9Lp>YU(s2}0k<3s~_^z%#!kk^%X z#TeB59|Hp-&HkaG414x8Vr33L11zfg1idzdFAv%rh$d0Zd_Y>k5ci)nKwSTh50#5f z=K?MVfL-j&h7NIONLEIsDoH&XFuVx6iB{{+bBLA z*QTp@Gu6hhe7pDTao@pUyS!j&v|i!-67)%8v#{n&&I{kM+yFBjz;sXnZh!l*>)=7H za*sOaxWkGx_Bt}ocpHO|^({1Z6wg>Et4dI}GH(VuNKQqoOGnoVgdS(uPxYaB6AI(S z{hBKA@$p$%S-FX?nG+F>95j@dE?pv|o$}h++KP%3!R%tmYMI7Ofl8la750Bwn6V4g z&Sqn054>?TMlm=bU}$tyBQ_#qRRk*DB6fBM|F?LhxA_GHU%VNztw$6e?J&MM+q0K} zj_$|!IMLj&ub_R6|A2Xc+utxwfw~pQGw3fUEbRWca&hNQ5=r-Y__2VsyObU>F1^pG zl9bcJGw~_A_NUJGnxNvNP&F`Ph_@7BvZf0r~=O?g1 zG(-B=;MQ7XLM^#`8RE;LIrq7(G!y4A;mTKJlMfH`^=&|}1v=fA7m$_&>>s13iJt3F z_jGD%inAH~+y1&NKv5fO5XH)aegHLWcrHNa%-*j~5fG>BOTmzketFI-j#&5QZJXak1BwxvpZAAaz+Kvf22~ojcH?Q@1&=#wl~Tkza&|-zKI( z#+hnS^+DC$&bAjXoVk_R;X8K1=-E#+d_yKtTnd7!X>?Y<04 z;XHl18C>;9dXvnPr$yVPLKdnZUg=OR1uXpGlv^G|w)^gJ85ufo>3Zav`tXk**-rDf zyIvZBi+aec?Ro~?W^r+G)5eXm5YrH}b!__b^70PGU`1?XmtM@#F!cie!mCdGbw=WP z(%FmX7$;7gVAU!>4aC;+lsal{TH5dhu)8+wj8eKm4U!OgcQ@(uI?|!UM_YDYjyNNu z{7%`|zwzMw_+H6g4xW_>u?db?aWXOTF*RGU^~=V$OC?c`v?|W z8TR4B2PnxZDOz37cp*Kb_(5|&VSD9b)EfOW5DI-m!wKji;4zzciZ!{Q3bC@WmG$%# zL5A5z$75}6Eh{N`E!WyePfrhZE^#r8dgVcsc9HX6`mQt$7=empjh${-z6u0Jv3)yK zqY+3^Xw+(-y|K#>6+~MLIHsqk!9XBk8=1YoHtXUQ;k;Bq2m&{xleG%e5M9gZ`cQQS z5>pBj)G`y2^$}b|M=kZF1B4aTDRK1?U%h6WawV!vRr?<8-o061c*thd+Cj88Yg^mB zZ?NqCeTI;ZGHs=2DZ+QH1^z`kux$u^}?Hk zLAOD3Ake-F2vF(WJ7Dl|&*%oy4QmuzVnBf}#MiKD>RMP>AlRc@i3@uh;oN~%3~+t= z(4iZ{Un9W^8@SJaM{-?FxF8_`@C0pi6u@pT8QjheA0R4v5A^rr$B($e+()cf_8pXz z^aubz$ctz;M)cVZO)ZJejRE| z7pWkr2{xj5EbeMz0On5E%GFXjZR@d)-v~kHKV#W$)IdWj@ybwaTfGU*0O2AC!M9Q% zH%Zid+veA6e$urkeP6x=!Jg>vk5Y_BuQ0gJwT{H0jsipd=I-J&u3`z$5efpNZCp&5 z4->EJo}=kQ|MmiWa9+V$qPxPKeTP@tzGmWo$U%WHXEjp4kK3qJLb%O+D=J!c}CfxM=Sf?s>=iH;sQv;50CCJFi zV%BE=bJ2nzFhF`xxv1Y@Imu6;+ud4Ijk@R^?PlXH5Z(ZA4uJp9MCWR<#^Nix?i}k8 zUmD(nVt3=zN1-0UCO~&?T02jzcdzvCM!I(cblx59?FG;?IXO9VNgxca)F3b5PDfSV zm5a;UVQPrDhNyCq`2rYmQc@BE-cEC(RokTts!WMM9+(681^@!sJSGyj=lJHI*vYpT zL|_nwYi{DsL4aTMrWY0d{$(ahfimKH1YK^P055M{M@KHYYs}RhC~C!!{;_b6Ht#To z@KNNvl7Jl!3(ME93IO#t@63{;ATSC9V;{yd)2OR8p#tK_NeF9zyJ`ytV4IFBOTU34 zy%^8%A;s_)+M_C_%?bV}mhW{w0p|HZlE9xJo?@jS4ZJZw7f>)+B)yN2LZK}Qn6~wf zj0CTp#T8MLLEDAVI)kD7NlKRE`;gfkKt<@-zb=QMlB8fC0H`RasFJTH!a|VvcqfzA z0zUym=;?)!7`T|Wj*cwjW@F@2L-Rp!TRR&Y#7)wvotG|LxPbYdXXd6Hv{2xnI({zy z%5UE^m_LItUs;k^M^czOZQd=iX7ubW2aU(pJ!}MXYfnZB54z;t__)677s1#BqEwwx z=1u}Hp3p5z*90-HS(|fEe;&G8T#u5zz7vD^KeHpc?>o`!&bG&hTMQIMW3OLtl(yR8 zu98@QT9}xacSzusJiO`I@bECISWVE0D5!-1=pZ3z z2k*18!oeMY2_o!LFsbEz3tCsym>%7FLOJnfP^XZr*J|+;GIVaZ{(MxuWUD*m6;5Vm z=0k^i!Nk#7eos$3V!|<)vWIkE5gAeNl3hN)-iD4YQ1RFhZKSxx#w}Yq+uER>msV9B z#Y;paAF+fXWmQ#G;`Q_)0KBb?P~Zpgc|I>wyhl}iZ9YYPM()ex9d3LpZgGT-jTks$ zO~_A>oTHIY*DQHyb=qYPj;7ckbP`R_Q!H)kmvm@|uioAOgj- zHe^gfMtR;XBqW6VtyG24CuN=OVsEvNASR{`aHi!Ms0h*8{+DPxC8N`*E= zd5+FmrtkaE4w1X`0=G55=0FGjV1lxnj5=X6{%sL=0Ojy`!9}#`5L6-(ZCmD+>}VBk`~?*=A8Q2beFMbXjG%g`LrZCbeg)4Z`}< zr%w?42)+0|Up!DAzzyOX&Z0GTl+bu(dXw3kBE!ukeQVm2gg`t#&T}3Ulb|PP^gH+S z>A@0!N>Zn8fTqo@mhnD2+q~`lcZ5Yu8Cn~-JS%t*W*@h{zDAQ({DYLEr7Zm#c|In4 z*REZZZhZ(QGKKfW8QdA(R9sOJkH7=FalcI=AdpS4LV!`AXVlYNTf7f5p4^-q%^a(k zChdq{QOyf9MBE+lD%+I z5N6OgO)>Fh^ZQ{wBjsIseo8k)~ z1H2j^Ci~I5pgvo_l$PW>c@p#igCA`yoF+v*nltnm43NAT&osb3)zSjFOcezZN)R%u z0Ao*-(q{)ne@;xepv|ILC?{*2!G+@uSZE-Z9b30v&$pjK)o`UojM_t@!T7-X0Solb zW5;A86^5T>-u>OIs-9)~)XU3n+GE|Ycnk)sy8%WpeS0kWO@{rkX) zo1c|h<&kr-(a{Tk{=8idOi7u*&yX7aE~x;BfJh9FV3)|(ClNGvRPF5kd;o!O04Nh(fA(vOd} z{8^aP6CshL`v3s*u`%cgGXh#g&R8c9VUIOdxq%f7iM|0P$TL*;R`CjKd zG&EOg+&!>TceSNU9N=+zbwYA}A?ig_1 z%|HCrW%wr40rSE|1EBj@`3OjFNlwWgRPrO6NUtrhsYg|lN1;?F$Dl!?VKbev8h~UQ zDq!vmeC!570eS8xw3>XZ0Tzsy2;m~3ONa^yIhH?XCO<*2pyy$wszXl8sC@u@0R9Mt zwt^8L{&fEQc@}6UpFVBljmOUjQ3QDm#@mgXyDnxcwzT0A^bS91eFKA`8G{q8#+fmi zw3u(jBK#+ylK_L-aDy-TkF2Efep^Jgw90J<{9`4Sf{%#OAznMb+-iidj-6hneZbW{z z3?10;Z+G`H6tI~e*X%Mui(Gc!YHDU?{_R8L+9$uwAm<<=d}j|}@aRfAG4~SH0isb} zP7cPjmC6_ZZhqbJB*V-1UC`UzDlwYXiLWIeumB}N-pAx6YW%$yH0SacEbOvDH_Xj> z4ISV*?JLuqa+KoTKirk4EaPw*#2b|c#ZE?2(!$1OtnsZ+XlN&zZGT@M)V3V(vxNnF zC~X^PC`o6H9Kc0!6PkU^GxDi!htadZPB5T9u3zbg!Zng60eBg9=1$?_P$*J;%a$!w z8fcm^BY+G6;WrfdKn)1pinC>g>noEWhItcXW1>(bm%aa)!a@@P6d=5pm5g@668YLv zJZ1ZwFIJdRv;H%a9l`LC<9$_UrxSMi@9Z`0r0NsO0M_gEm9hf?wkJ~7ugH7a*x41K zTt3jmq}IaDj&}^I$Nl(vCc(S+?&<3426C&=OB7XAh+1$*`%Ork$VHN;nad9!y zJP^T-!4S~imBi-UZsa_?D{pArw{6|}B7E!o?gkfWRzX2~v;|~>cDjKaNVcY?CPtG? z2M*lBa14xd%cf2H|6%IzA;7B^XWmnY-sGQ?vk0jh@o5X26_D`$yi+V#3N)%`z_^CB zVHge{IdVkO8&f8zcM)gq#KMMGO}ie@@pD-j;d(oAL=W9eu?m_*M~2Z1$kJU{1nR^d zbq|b)#~gOWMxuQZX#(*+>dhNpUtjbZLQsTMpYv-2>GiQCsB;)jM#(Vv%8RdLK-I}D z>Yi!5b&7x#NEKWT@zE&0!?_4a#BGAppQ$fQzYbOh1P2rTGqgQ4M_v3M>h$#85Jl{d z$lV16M@$CkVl0JeV(i`0pPCRCD`a*sOvn?#atcZ6DB@A$yLaJ0$Jug-KC}a z=oz0Oi-p@Dl3^9V^3z!^g4YNfIWmwpQ5ednFAZu7MAHgTi9n?-Z24#2kbxZ_T#b-D z&=I&X^7IVg3H`D88AjZ_>2+dxa2vjT`$K6A1HWg|F+hCZh;gus8(QRvMRN&G5Ae4{ z<%H!+7vNNM!8{OTpWK4VSA;q2YvF>MW@an3!V`Y4)jn|uS}a3Q6vyBOMFLr#3WmR| z31-@X+I;h7AHm!qcw?TkFB%rj%I#2`0c@d@i*;t+EcF1_6l=DJ$?D|E^ktu0@z7E( zM&;N|Xfa29gNq5gYf&9DxW)BXs}g&Qr#|fz$8gUS--8;siKiEGrOTQ#^XGJ@9i;oJ zVQy{`fOIa4gMn{5pxwQNO#;jKwj;(qGVhimh2`4nJvZ`|UZp-vRF4(JfhVDlOxwjo zNBfa~Pvd5eu(F_PvrWMfl z+}uh5^lZ2>)x6ad_X2&Ax}>^#6o5?8Nkydvpg*P+{YhF*4kO&`Ss)~q{;2ScfRKk=rFc((_S~!WZE?nNw z_<;D9z%Tg9-H&EH+(0yO434Z&{>VJyi-<;O8W;`jQ! z1-4&>=*W>6{%0}^HWs2-p!+sBu&}eU1Ng(MCkAIZg^sy-(T$G}3D?+rWdOb!mY9Wc z>8aQsz8aFPEu6oNwbsEUfyKvlPjqHaKtP)t?+W$vvxe#h{s=+W#bu4RXgO^--4mlg zxH_{TSu8Rj;lUal(M~Wwgax;$tE+$mW8(Y|l(bxeS5pdN_2h*TIUt28R&FX-KPwVm zh#Z^wK@7?Y39D!;w2TiMAX!5uz`XO2OE1hIpE0`Muwetp_n!Ux&!FugDOKKGOP%Dw zwU=Us0qCMX%B96E;V4oN{lN$}yhZV~#X2lk#4AQvu7Jl4fPrSGrhWRvb@)2cK8K#$;Xf9TKh2K zZZ;-%dc?}g%2#dk&V%pjZ@E%q^6mtURmojm_R+;CSg>kqYEBbp3Pv~^a^0EFsnC00 zOl%IR?#55}i#b@kb=8toC|(2v#42z|=W+DIOiPS1u5Xvax~in*YR zQ7`7Qq&8E%Tvmv!p(tvo4CLi?EnmAI3~>tfCbSZAt~EDGdVtn3t^77zR(E&zSsMlg z9Eb4t_lLIicN{@Xng4!+0)}muFF&im85%|%?!Wd|$Slyy2G>Gs^!6Pai_92a+>2Oy z?CJ_ej!WSJWPybZa5rW-O#B@aw=-Q5J;1cu-!Wrp9F;j}TqLq?L+lEf_g zTw%BVj$nH|+Tapq1{#Jil#!C+EWLudb%2S9a7bVj4$yoGcE97t70my-xM#IL5vJcv zwJxX+FkA=#8UcOCzoI(!u|fh)G?XyRtKHn)iRyt_rhuF&Gx0TEfMV#!%&zu`h5PF^ zP->jbeGyHK^sM7wT38U7(2)B3zGHZwU=$_}TF+OD;WTpG(1gFpUORESwzjfT$YnKu zd@qKd_YZR^_5$c$MCd`_>cJn8_LR(kgp1$ZnT8^cV}#P{fO!zom~afjs|Rxr;X!Ev z8~Om>3rby2fs^VGC1K-)Y;zX^0AK`AMI#vbW2ysOr=fsY0{DZ!Y@?*~%^|~_H#Aao zYnGtM!0E7mL>Mzc#X#kRXgkQc{jAhCsK3ZSE1&6q$c5(k6;jY{3|x?A4t8ZKi7I1+ zYeaMRecw=+gfLJZI2Z#Gf^n#o&-!9N;N2Yz{37?3tRHAXsfV)QXcV~d^?;vr%&ni? zY_frtUe5;+hh<|Mj!P`1d>;l7fm}*ULla$pYdYHnH}UrJtDo?An`W-#*mY;y_ufPO zE&%~$tFENVgDaN=;eJa4(nHN98t-3G7d`FEmoJ#fr=dFF!!nouv6!yyqPlZuro6ly z1b=97u(Y&vD>G)W4ye@FdJrtYy^E`dv3~8bYZRB@`7S6}!A=181j42Nk23_b`wcWG z(6WzKi@*2vH2~INxi)X!%x~KE6_OfBAN#BH1`0V^9Q1Kn&JB}H4D z`7<(+ib)Jp0HTp1S)g)Z{1@y=m`K%MtarZI`ug^SmDRV>dFh z3mRbYh2bKZ(vlJ~1pufs%urw}glh}Jz%(5!jCj-R>Cm=)I!I=;Dm+>{Ryaw(y&8;6<^wj zd;$=XVVA?0X|~&Gf`GFix5>%L)2+nCyJC<3acN%5#vOehEO6@VDVsAR!1l z&5c6x`#wVb?ZtM$Spa@W&hV+q*G}W>IkD>~g9Bq@nl}Qov*(cv(s|&F zg!`EaRthK!G;KEDO9)#<1J70{lk_VOKEb}s&u+}(KKT=|BY`*IH*irkJ%4RVR3!9fGKJCAMmh*po43Ic4%X@)14y&fC%DipQ>MdUOIa^DA zQy(dl;OcJvwk-}H3(WY08THk0ve7tG2te`V$;LJ}Kd~g0(7?dA^|$_Y43?9I^5x=T zxQae`DW-|WswCo^P{rt2e!j>CuQ$!cGFe}uBbebAL&j!!@`>S8(dcdk5q&|6Am}8W zoj854FYkFnU|^sj&c;F~AuJD2_O5Wyu+2!My+8h0+!(9tJC=$$h4)3`=p+mc|2{ei zDRgvftOiFXM`5J=|Bp`o>tygNx72O-M?6t1rKNqH{9yl7PE?UYrzf$V@4Y{Y_GL5m z^R$jWXaBzI*U!P36v{7G#*Asz{o-})INw@7uUWr#9^M|)CqR&ve@OS~KArv#=ZP=J zlQ$^rZey;sNlSZS=ECF{x8GR>fS-cVcgm((_^RJ8 zcPXoI+ZpamS%xn%Pl|OOs;M5|Hs?FFHd=8i<}L&89j@!16$kk?Ka=&Jvs=v4+T5I` z)K-yI#9KMnDnjC+M`Qcf0ccBU30nv}m!2_#lSpX8=gA$wi=YK55y1A!k`9IN}RY%OK1zgPo*hTUmq1S=RsKAv7hh4_!aa<<#!Q(Vt=CC zL2N%>d=}2d??Y0|t~h|9rWW!o3d6-g$b`>{?E%)nD2RQY14Q_G;oY2XQN6SmdY`{i zjJHmsb20O?d~)E$%_&}u^4WSVD5^A)#B%{SU8#WqDW)RyOEj~7e9+8g?hc=H*>Emi zx%Q9j>^Mh1wOo&(`5F^^h+3*AW|a23?>nVbF50+N>-t8jM+#4@N(EgtOtTnGSGAwn z@{L=#-wbndU~N;Y`tzHoww=^ysLwgkoi$*$Uhk7c6b88em2>U|Uh^7EqK;55W(lGD zXVZQm>$tqUywsy8+`I!Z!XrQ z!OjpyE(?n`ObSvx|9--tP>kVN7(usJXh#!~m}# ztF%^+;-Dk^rQKDug1|p+f6sJgD*w+joqPAjs2E?oco9v~^LPG&FWfc?&`AdmZX(?e z?7=TZN8y~r+FJVs49YPNM#^|A1qBXalApi^8k1{T;aM4y&dmT5EWqlVS8rWi$L}rs>+d_r4x~9SC3p! zQGpu>)x^;e9*;kQ%sr8;-WMsDaZDao5SSKuqfL&ERrs46XHIK=b9;kX{d|^UJdNRH zj|T;VN2LY^;)Lx2q@kgP=8~(ozqpej0>JbNR}vh|=^B^At6KOrhcgrBX+)ftG3U#Z z%p4qe;$`hXe2Rs2)5@>zELGP_6@qF8S@s1ITDTCzDfOE=ZRu_8w%M~vf)MoV#bsAL z4JiW8@T&Gc=a?2fpeVh0QC`;TpeX!v6wIhkFmxH3n`?g?L*Ie3s~?xW@65|0D+Z zSi)RL;vF8OWF$YqG#Z2uEO7-T4EP>k4CcC1wrFs@Zu!;^K4H3nu{-qlbMy@W+ct;&6N;cO-%lZ}V~M;c2>j0f^hlBa^7AX^`NU*mh5-%VDsy>jN{l$c zD*bnW=}m|yNIeYg;70|_Q6>L#SWiVI;2)c30tUvwH78H*S?*Mfs^9moCrQ92fVm34 zEo~ZH@bB>a5ZLMoxJ9@Ipr&NDYMq3tU3cqKznXdD47L!Ui5DXdX`(BMbl*~^z}Vfp}R z!h17Y^{~?M$DMA&$ymV1^i3#yAJV&eJZd%Q$Qx ztvPCz?@GbQ`vO#NZTW{dYQ3DaG@mUun`De4Hh9xvi}D+&{&?d#5qVDef|~Kvnlb=ZMQeJZA)Emj3>J z>@L;CbULtG$$_dA7#P8(Xn9{#*a@g@S$O% zcL9!|_bFKNhmMVmIKWjc5i)XT)TrnC89uLpx;n@*gMEEu@pS)>H*gTjv-IXe(@%bC#mA?HFJNY2iGnS&rM*4)*|%I9&l&@Uefv=NgQ#!n=$sRP9bp*` zcO@ky&*Sw!+8YZ$-O<}u5y6BCj|aAhMaWaUs2apQz>yGnJLFuJj!}tR)a08Rsn?p; zYW+e&LSR`y45YS?e*dmRrf~lhsh*>etii*?z|h#(sP3AR@QS!%UIlOxsGJuLZ{4wD z2L;8Ua{gmiIRty%X5i?IfM@|70f$-VVZ+_$~CrT~P?V@{UR}HbO-CFm4U)9y^ zN8|PN-F?u9ZtvcUr7z5`87o*6d&b1akKh!(nwlCCRHMN0G;LFBE4!=Lvu6!m7cX79 zek`Dm>EU~7;v$>Sm5KC# zVHMRWfFrEs9fl6)0jDkQeqGvEK7JtVDY#_p~Dx98RXd5n4F|! zvBQu<=;DEJ;xa|>q=BrA42{CO*Hu;R?Cn1!BqY3fbC{2>p`|6@Q0Mz2-&=16zWMM0 zw$zlkxVX~rCu;Et2|_shRBf-NbB?ZGnI}3}iEiHQ~Ho`p&5YHEEn)>6nm%bi0VmpMM>n_IMV0~|E zyJjXb<)d4w+e5WuHHz*4dfYwr3q_fr&%#?5nG)s#SVvC~*(Yp51bWu@-Th5*dlpIRZW>Sa(;XhxU%r zxQH(IczAmsU|@h>=0rM__q2h%NbG)kXbJ7#cvA5v0vIUh-jvxTrALS}`SauAR1pr`kE`ZP5? z9cjJ|R(mtESNvAm+C8D>g+@@Xjf`@jsY1=<%&L7g@RoHQsmYb`?7b^R9!AE-j<6Cy zV0>${$FmeCc3huh09IO7hFK^znK(o1CaQMY7sAa@30y<=4Ba17|-o1(k z`1trJnAbnJ0jU=#t`#xy^=n*GQjFS`&6`b4O(~d>#sG0@IaaL9n2QWzyc8(}-_-Qt zGD04O1kRS0=H`{26Nb|A^6ak4s;cv|vls+GB=Pa``kDlwFLKbw5k|!7?-n%kuY!UO zxthYIwVIEL_xSN+OcKFV5T&lqRka*SaRD#{LdeI}u)9*Yl@P>$?x4>P9Qc5EYi3q} zQ)|$KH$VFL-2y%#I@XsWCc8;z&0hDCY}ovzabStu+@irFfZC5zhIDSsJs|EJMm-G+ zL*ok=a>M-DZjmFO zi>0#DP-0Fu92Ng}oW)%rg)lZqZ^tBedhOtS!qQPn#Ypu7;6AWwaQ9O^D59VthhHej z@db|pW{8T4DjyB4v9+{(QK2_m2-I;`tf#u#s{;pc!uVIe>DEf8_6CK8SzB77^r0^) z{}Q2mhC`KK55!f;>+9=VyCxVx1HNcBZ7;(1vK_@*a1>x`D>FAYcjXZW1FZV1V@|eo zhNOTvD7&v;A0kV_J&ut#G7732Mh-5RSl|#5Hnp%&4DA}nzRp?l;`g6kXlQO`-TgG~ ziM#uk463GWdp&7)?^e{%7#$kgyK5KDFZ@919vzjz7hyfI`1@l!o81Hp;qaK&t9dCJ4YpgK)`}bDnCbvicuLI*yqy%x$ZMo5{^jJ!lfNb=*j*c%{)tVowm%T8WbbXF_t#NQNpHw*L zg#yF1nDxdoY%fQKhwUM$n_Ai0#wOFFZzx^*02Em5NM+H|Wr&uvI{9fQEC+bT37*&1 z55R*Pf%021Xq6zgkC8DfYa8tqjTGTA3$ZUj(gwXCXQxk`070kDR5PUVa9>8>+aE8% z!CNrvJ1rI7Q?ZY9ZE4b+p(y~l3cDN*2EfQ=kOhM%ES_Ou2qwJf85rK$ER3etfnfPN zM1kaC9ug8lPkvHRa1Y0gAjE~1Y!eZP^4N|*x zo`PsZY?toEE9aW`h%J4*CB8DN1RE3*C0^ZEP^nSC>d&%W8o6X*mAj*6M1;XG6wj3kCm zh?1@}FT%xw@{O)pdK05nvHi#Y3iK-AG14|RjjP-~$p1P+_4SFb`0!IL)dhyi>a zref)Mnq715Wfp}9p_DP1XQ3yg$WTHuC4_{`Qz)4-6A2+9 zROWeJ`&IAzt@UsJ`u=}y-}bM6Tle<9PtTLveP7pk9_MlF`+n@l_27b%3=I`C6^TTm zk&`{ALL#kiB$3vQQLM+`OisA-;txtoSxp=Kyp8z(Ix<(dBZ;(+BzNwNnq$Q8E~C>s z2TNxsT!x#^rISLqUYy&xXLkMWa~H4c3)emMEZeTCxbwOn&4~(geZMb$(jNPouD?jU z!?pc{klAH@N_BdMkb;_GwjU>#tT$@DV+}dD)|1fXVrZ0Vx05%4Taeig-yazCAZ7!J zbjK&4bRCIwL#7vhml11;f3{x~!QcO`-OBoWI!eOzSyYty(9VHStrVf-$1ig2yhpoU z(-@y2eOknQn^Wr#g;DE4jTSrGnMt0-pyB7o2ag|`jNTlg+ z6@Gh4bHk0lwp^v89VxNuyZ8Px?GqPV4uh9>!uXiMn{2&e<2RQ!RNOhs{a^d$|GoG1 z?@x~mi`nobN2Zw56Fp5$&66ij-cwqqnW)C?Cmj?LVmP#Kz)L#zxb4Om zm89uxskpRQHSY6@^A^{7TTHWw-FTR1`7|u79f8o^&Lk>(GB`5wmVtqRiHQlZg(^vE zNovb0Z7K*X|9!Q!wfKw{Q#&Oke?LFJu&`}wPeOu|l9K*^+}3~J{{Nn!`9Jv6Q*U^2 zaB>bd#maC8%fA#Pk)D(JKb@?6u!GZWZDr153tg0?`|3nrC7HsDd=ZD0kB?7MvZPJV zy{oHBXElOEdUwC*jb&o%&uI5mr{U)K1f@uR0fC#{Z=Ft`z7rc88yVRZ#Hsu^D2VS$ z-Z8i3d8@vPg{39;nN|&Pmsy^gufzxJ)D=;RmRR}78BL^vZ}0w@`ce1mOZxSA`CzL0 z+28G%AH3--y5HvOmAI|0t{zc;ov51NU;EEG(w&LJ%PjtP?%a9rv8AWbf$zY9vWAAV z#vFFfH@Ug)Q+2}bD>H5Gs|yJiW2JE`Ap$sh$JD*XdSw+AUth_$o(NS*(aQFsW|VMU zR8vmEx%5(T?7duQpArzDToZEi{Q2{~C9m(Y8jN)pdDF2KyDsI##$KNr?doytqZwHr zz$&(jnfck1CoRvt|Q>Q8d*m`2ldY=y$y46#x^UQX#|D)5?4FaObwd-?+K@HY}lD#9#M8LYg%5`a$hE-IJ z;$qnW66tCjRnLcX`;iV$PtVE#wy~ZP_aC)k*s83otgj{RYyBUC#O!|dfBV*$qMfUm zX;@xXcEiYsvB0yxzyIOGheEeHjAe9PXD$sFUmG4C9&Csn`|<-4yH)4#yAcF1MlY+GHK>$$`oY#yymbA_|!uC5h@y*x|*7r>S}IVHyaxpPEO8|&cwt-+~(VbAL00PBp)(` zwzl?&nwXdvQr@FSSREG^7n2*!adN0+NSd@mAI|NSUs;whjN{3YOooBg*lT2rB0g1y`6pgFikZRwiJyr)2HjKN}L1 zqeE5?3YvX+<1#neyc)3olP&S{}BIhwImgTcX!s|d~_8$q-mr@)yGGlaGEi0Rek>axxPO2i{5O{K{2t;>gwv|=H|vT`>6la-}$Aq z;5A9^d-{fkFVl{`P*1k8wl*^}6M440|6sw*4b>i{YuqJkt4mvGSpt=EP@R7@#(1dl zYvr2jEZ@3~(Ej%A8;)v##9~!xDOpT6+w_tb`4J9J;zbUV{?V?&=Jvf(iU3O$$>XKz zPE&^Lp7HSm3DIt%Ce3lCt*?S@^G&lCE7{zqCnlIqTKC%oVF6Exiz8;bvu|pc)Z;Gg zf3_qI$swmWGPs$SHO8EcjEv08%w*)#U9LWowsGS|p384eyUa>kUCFcTMOH%;ot!R- zv)R2g^NW#Ry17a-|L z@9*!QRy2#d>{?!4W)?KQP-cy6am4crV$!A$=_TXMoAJp>D!c%O=;$oIyt!s+X<7H| zL_E{qT%mR`fy2p>c-@{TXT;f+kkI93>+S6oa~R!8emhxx1aa`|b4sVSMbV}4%ysM5 zNsWaKwIqG=^$*^8oX8Ea`a0&OhK8S$R1-`-y=2AW;NDzje>3slsEQPGAd|`6ZcDfF zIk33bHNH}(wwTW3+YEmH{@ouLjFHiyuY$(pii;!=>K(?zuPhI6aw-V(2l)CfO*Ken z=T;_O$)Eg{RxV*Q?KiPU60=uY#gti@%77$n@|h8EyW&8BQF% z;!^5LWI!)^tTCd{SB?Lfu!Yh`K+Skn1k;enTB;-IH%tR7<5G{9x|y`oJ0=Z zq&`pk@cHxSPo6y4esl<*fp;~_AUR!VLZyfjclnHTYf-%LqtuI9%3U|MsjQ-6^XAP$ z7TsSvI<)S2V*7^}+++;^OUH`lx>2iEkQ-c_ofqflvu?JfBKciPR?p7Pc3qq{v9_Kp z_hlsV&QN2FcCPuRjT<9QIW>266+Qd}{1`i4x@2iP+&obBU`M4tt9H76IWn*N@Cfzk%qf5rh_tzi*nD*<`A2_$3&Q9g z&7P3+@<_HVK6W>4yvR++$RS6yt0Om)NNTcQ4gVK$YoUIZcOUMKhKA<6k`k}&&wn;- znP$dSs0kKO%gD-B;jHj@zQK)VWIUGKP9h~5+cNs&ZaX_W*9IlmhH(Q-8xa!>0sb~3 zg3NWT$r|1?d!##wJ$e~yiIm>|KR z`WP7*!Ra=tk4RGE9;nBsaFe>c)c`)k?0-KE4E%<*E^&7^G8)`Mx3{dkoG7wwsX7xA z6SxTj`kgp7d|fUgFO{RC0t1g-EAlF|AWr@9g zHd?xkiD`IX;Dp2I*JT%e9v+^%9v+=Jw+h|Y+)no4etk|m^yXO)_=JXP#00&4`!@AT z{);hLtkR1n9g!J zAG*6&hniyXD_08bZ;{D&1&z(kCG^YgBQdmhcGg7D<9*^?US}zK`}?!>%YE>@-34|> z4j=wlULLPoGl{hxssd;&Mo2YjYS@v^^HZ3i!-yUJNxh@CEd9!<8&1K}wqN1YsHk3I8(xX2w zc6N3kqKiq4+CTZ?mstFtJlUzO-ARsa48e~hBXs~cx2IqsJ;ab2o*Y(X7B;^<{_TvB zk&($Uaq$%-I|>>a9o*FXM4z5D0}~UIutm3EOHeBj1c>ux4#eJWB;7o#zHX;M*5Q59 zho3Ae40ju-p%4JEF^Zb>mU_|b5#kxU60~P~iL7lw}$tGvl8^po=`}aey zh?7X0t>#8`*vo8$n|6_rm3g#t%&=bM`vAJ!JAHHt?FXW-Eldtjd67G1iL40-3XrOn ztX@}HIT#?h8d$NivJ&q>i|iRij**p=x#tFJ=t-qGlzk^anmNv%a^A|I)&H5HUMCS=uZD?v-p~4 zg^IeeG}orom2Z;}A0I#M;!q!Pk^l|%_M`2YgZQ@>v9T^QKkeqnui;ESf4+~7E&!RC zhE3uv@>)(#4*7mW1dF@-+S8{`5!NMB^qN1R{k@rPMJ?RmpoJtY&8y_<` z*p{L#Oh-pIaw;`7wJuy3WGYQQ{;^vj@c&xXBMw|_uz6OIdMkl9v)BnBIlV7+ye>{zTiqNU$S~~nr_kJNN!Je zo>eS%9+#;Hnt_^*ug0Dotjk0$1B)e+11foQ6?Puz#(uc@Ao8h6TqEBlMLr%D;Nxar zgxU=7CV=)qEnuF3um=x5;)o$)^KhdeiqhxK$qrJsr0K0?Hc0FdFnl<@R1EU@DM4A% zx?dJm#EU*ACI&pfqG%?Be!sBr+{YkJgi*&$V-U0Oz`(25uTQ-Q<^`m#tGflt(D7)l z$KAd4)uob^S#4?Qd#K5RBG*bcj_~6miU4j=ZscwuC-?PbTJ#iy2QjW}BFO9AxoT@` z>y8Wq-=w5rl*`WSn~e1I&m+}J++5kut(L!P{drjRrEzD4LUWPu54@q-7b_1MJp-7c zq@*-DI(q(@V3Pu>{MPb@2IT_2@*ej!SF8|{1#Z@lRcsb}^0;0rkg5`E5?`8bGpK~5 zhyc-{xMptN4Px@<&6^)};aHw8ot=gFC8=d=HSS>S&uC-Jhn!oTlL6YAngjj)S4!M; zM9tVe33_h-%EQBh{srQFVUVw0qsCqH^&hf|T=(G~P0(zeY*0pK=8hdZK1uC=Qu0E|bq0G;-@O06S3uT5+}1b_(x5;;3onhJ>%@wlILRFCZXLS6hpc zzUPFg+W604d|ilb5#Ng?YAixmPtO{-N0H0iYOgmNk<$^IsNj3Wom=pu#hG7=KI=)R z+pB77GIMgUh-cr+VV4#FJ-p}{d9MUY<1G$A{5WYpB%}62Eo;v0adTN&oWbUTnP-`N z`Y{;oPD??-!%X)T!G5!vN8(Q7w+RJ@5``DJe>J<`bsVO)_j!Qc}=(N{rLNjqn2GYVhN` z{N^eI2j?a8@^R1v9J1N59(N?*sHmuB@k`O-E{A@}+cEk>0|5Bh%EaHFKe2AZX4{dD z85G;ejT=a(rK4SEH4P1k zmO_UyM%SEgq1->@?SA)yw1K@|ak*f566%3O+wjC8$ydosWR%0BiSh!V%j@8LtU#^>*GcH(!) zdeQ3?*fIf5;5t!NzN0v@dqOIN>Y0ytmB zK|w{+%Co$7<3>Le0%x2Rob>$?mr)0UUNr8|p2RomT)lb~03Pprr&>Ydx$0_~{IcV~T!5V0Nhc$B!S8!@VTz=os$&QK%tM3E2itmcD=AJ6y;{xu&~W z;f_B5bPp z5AOT^9qD3jq;n3mtR+Re?c>K`$d;(@)ipKAI)yp5+-Zc&fx=?_auewtDUQ>3Kr-s? z<7OR^IGrQNj62A22?+|EIlz*aC>{j|2L}c|j|_^W0b}~no@vyUrl*%_cpj&@Bm1V& zkchORL$BlX&_$+x5D*sA#^-0yP$9=uxtmbR{}by$BE4BO*-XpwrNHjyS)=3T z<=iZYREU#&&Ps}qatS(lXL3ImS5@OSZi+6iK8Ud>07byMzJ`rXk<=v8eCQ_~5#nCK zpPqrSY?Oac`SwV%+G89B7Rxb{m?eV#dVgdBz8Uln)fMeDCPPeTMAN6 zUs_-N_lCmE{LpJE=@j)nqU+_Q9eNYN+p%NS`{d=q{_m}Ya=#L8?%@hObQQSgMaD9W z{;w)k-b9l+)BH2<2nnTC1i*OI}} zQC?*sNDgO)cv+bJDj*e#60b!mfgv#l5{ci(*Vp&KgTphGC;$KolHxxWgd254r2Sc( zK>JZ+W`DNUAU3x0uOsbCKI=_;K1@hQEm`*&ouq4Xni0t>HV&K@nW|0KWdy3ELEvW6 z9e$PAmzUFH1lg{XiPtNft(1#J#X(rIq6&upAz;lHMS!upzJ8@;6@3DlDfABnlk(W5 zj4wcKdd0UF0FfYO+X6Jmulqv^V|OqzwxNh4C^TNFeFPo>6vnX-u;ub-a;23a{#8K0 z;jd;vHu}bmyNg0y?)w7@bHU=iw6`BTaDYcMqaXMJ$$YJT&=acyw9ey!E}Gf_0`XyI zW=Fe@bd|iqUPGcfs+C0q6^`I>#uwOA$J};cXD>1!MQYlnko%))6Q7hNgU_H}$Nd)v{cFAr4me)ICr-@F&gvG}nna4)dC~)_Ay=>9;6sn@>+L;mQ2m5JI9ks# zGpCTal_Ny9ZQpLaI6aJ&+EuVIf8z2!boJ5@>kwe0P&JVYvOFM^4kN!#FM8ur`h%36 z=SEi$;fqU4TQ+aTrKpGv0_~c9e$B+daKdS_AHd0?WJR6g5#kkS02(?zranx76AE8p zX1_0AF$FE{UZg>QC{#0i{f=$hVstuyPmo~?4C|O(T$UJ*o-r?&v)sxmnl;1(y7oHZ z7$FQOgz$W(dCIV)gnZ2g}j?RuI03~!kiM3@L z_H&Ro!9_$sk%hY*&uVD_W?sJhlpG_1Dix!^wE@Bo)GS>=TwW?DnsXg$x6}o2YY<>b zr^y3<#eG6U1I)qJuc0*}Y}zseIq&e{!)|VF9lqkA?(U1j2}t&`TSSP9cio%;315vG zxe0W9u2n;iD1xX#j%f3s5T0i*8~&7ViMthNDf=c^z&Q5kX;2Wy%$|{E-7HW3=SzX| z>g#Zr2&yk?hXhY3y&g{>hcISq9rc7JJJgvw2I?93^r<77P>>&wU$3BGH}8IX*pn!q z*=vveIZruFo?Fbbt*EeJVP%bd@dDR_Yv*EQ3`N!T^75i&2N}Aludfm-O*0Y!vWC!` z8|w+}Hl3q=YfNbXh3E~>yQZe5h6anZ)fG@5SM=GOto4}Q>Hgab01CeVmEnDD?eF}- z4}|m!rUk8^d>`LN&AwOScH)8_ftzYOy7n{>pc(uVagXoOL;45i*2%Y)dc_#9SG>7? z_S^dn0Lv-+78-Pp+EO~N%z7PJk&6XS&E8VR2bP774Ae!u zL0&;Y8`LPMYF%fArB6?FTFTeb>5+Od}ijT?OUJ;2p)WyH6|!@6TlIZ(aj)& z7pUS-dY_GLLb9y<_))GPk^(&!&YAS5lF5Q>Z=E%5N8`o>8T6pI+S*P-+I^`MsfF8& zi;F{k@$}rNpil#5*6{RrpHv&w2GRwI6XstXFGM#-RbEIoY`^mP;(JsFgn|na#nj|v z+|*f*yLY#5-@d%E0`zTE_iUiIcjB|Q#mDF!BvKK&c&oSv`4ubhbn$x&p{Sx**y{!c z*#=UpG)zTWb#`L@t0d7SyvJrB4g z08@}k&<_P)+Chf&YhY+7Kj)H*KFrLF`0e>OznRvN8ilurO|)O_%4D#exK|vzEH+eZ z1hmh@|Kq zYUnyitp=j`kT=}@;W)G}0BfO}pI-yE0Qawc^Puyjzj*N?L^~)q9f9m;Z!}Pl?xf>* z`JvAR8FrHHWn3ISy0P&>B%35^4Y++mI!aIKaIQk)na)q{#o?n1h0|$Y-%Lq(T1S0FokK?cP#T^J40tunIwstEGO$w|X z^!n&T0W^Y+&NHu0%1=)Un=fSt|!F)9KLygza*?{my<@Ey0A3GRY z5x{ct#RabQ8#ct}g6dFteFvr_-v?j@h7~qxF6#!75 zt^R`p14T2Rwd?Ea0T@0lIq)T3c3?&!&^vqfEUuP1()ruFbw$$aNzd=jLpH1AEDL5QFS6C|FUQ%> zp$JY-0IA`ff;T@aQlLqv2NJFrE>!pFlYpRL7EUwv+O5w|IPN5b1U+OZs1Gf#HB}2| zl_ghfk>|1TV1XHHXLcr7;&*SO`2A@xA31VlfnyyO6QJJi{oPH#6}?;7Za*(d@;sNM zR*y3Vjupvo;6wicgdI&3Bp2*1(2gkzDm*jDN%(FF#2MNOLMF}qC{!q+kYB+> zzkVHWNWH)XDK#2`8lP6y5ZZc-R)hF>ac)JXxQ(QDvY@xMot-WamK!1^t)OZ{Oa}ycvNkz8>oz~$ zi@xJz!{=gG7j)2v3m&5(07deJO1yk}dOGkslGe}eqC)!b5Cgb_O~=2jxpQQK4?zeJ z;^dTZ?nIm~(@AJ&88;F52KguBHrGS{Qgqc*b&Eu?PfC%F{Cm-b=Ot<*q}tEWM6)^mllo15 zHjRXV{B8%y36M8EHy73v$YVuW-XA&$)$lWVjl;0B*k43W1B{`fq=aVX@9iyf?%cU( z30GTbW`qIWNU&i5>7Pr#B*1}pi&#GYisYJj6{+W+DniogKrK1g6+JeIlG)sn|q7;-olt7)8T$xrS z7(R*N@<(3Di`>C-a&pLy5Hk2TAq#FzoGSY?-F*9)%t4-M)*n63FMDwuJ$egGG9;wma~bce^hYe!nh?2~`oR;HN;dd@iXRso0N4d^8X1*syJq3a5K zP0z?E48sw2ue`ESTT3hC%mpx}fk=mL6Qt%O$*8qm+FXaaysjf-0lUJ=^i;yNAV(Wb zq_HBKN%hVxyyVWL-q-*>K^vUpx-c}`l|*~zIcQcQU5IS8Mn zv~wxBwIc~>72G?2uSTx(jOlQg;R|0ej{6YU}EtU%*)e9#geLe;vtjTeg-f;vCsu zQrP_FO&4@0ki81O$)JVh3)c|(ljfZ{bss*&qS690h-$Qe$>J0d6cA;v7{s;a>y>ln zQVjm+pF`T82QI0WL>IOKpjk{*lvg|FVaGbs=`;9Q6=*4r_3^gz zTSJ?Rm(>=c;$uOnChD}9?T{rd21&C&x&=Xm%uMvsgEe&9k+|`{>I3lDNPj?QzO?i^ zX!It|qliG@;szR|3Y4+~YaCivu3Uj)4gFZJOpEv@j{GtQ!8jkZOme@qBxF=jHDn&N z;1Anw*3f9Hs*+_t_g?Y@iL^QZ;~lyhvo(Arr-Y*-BgLU-pnysU^R`lt$OVz_17ZNI zlB2iJ^?%$kECt2_<{R#=0!q2Jxdz6WM^B%AdFwQV!n12aPFOe>#r5E!L)AOBl1Lmv z$fY|tl}!t0i$_fKVKu5nXoZLJyfxQ>4nBP~r$N_Is>#Z;ZbLw-g#Zm@{i zD>`=}gQ7N~DXQU&&LE(l!J;T%+V~RTTyk-88eX;xI&>ZpPvbEup{vhRIiS!f^V>ikHkG93W?Fq-e#fao0>Mgq-X3`T+aTH`?gCyzqN0t6Huj z&1-1pTgRuRjiCuZI961WzIJs1B1;0tkd1V6%)*db;n)Faf(`_Znq}lc6ayS!uv6>= zfb|R^bWi;_Z=wRWk9J3O3^papGZv|9X#^8hh# z%huidv>|6c>;&()x0Pw~Mbd(D$FcujVd_8QunY|u`$Ngl$L%qK|KgX6jBi z+Dcpp1C-nJ6Ur}cg*adH z6W2%LkoIvYkZ|;16ADt6a2m;OtLFaW$K|{2*a>3~QSD8d4-Dr$!j?dm19pJd>yYOg z;6KUCja=b51n1{scO5RaZd!vPmWVm_j?qkTB$aWmZk56E+ z;pN2X1Ry3PqKPqHYaBrIo)JJl*iPC1zKnfVQBeWe2OrVV(eV|4-W{qDFVC>lG1C?@ zDreMs4hVaOWk~OIW#4e}rDR|>#PknJc62X+wG;~0qgjE!ICTD5KOYNPF%iNRx~ET{ zMxCT%5g~jpgYWUXjs(ee_7^u5Y_hfO-+@Lg?iU&X!0-4)&fkKj#6 z9}v4y`vtKcgbVd(v+o~Qu^J_nj2wdP$e}~hu}zmRU+!m9R#wL1+{TfK&&AE6BEyn! z*cm34W4fZWNpH8pusv)a&msM=N|IM+N(H8%5m{6a_q7#=V0lUK(C-vgq3yKq8b&t9!v`;)ym4s`HBJbHN?J(%42)Nr3w%xrHlou zP>|_GXfna^1JP_IPaZr6Vi!QWf(6_%;O;O=t4#xcTzzZH#>xV52<`^7Tc-0qqf-XZ zgeL3?>N|v7Ib~%!3W~-*KJUX_GFyn2m3lH{0#WGH&=p%>Yfj|{J(ahrZLX;~!o|e} z>lsumh!1FPc665Q`r`sU+~pOEJVw5cGE2k6AJ@oatLv8oFn-qqK+?G>{qg=o>)-%| zkYITZXZGy@pfhMB27&kwwW|m7;uWQ(D;A~(vqK?ckanu3Q&pm{<4mCjHv(y+=Rm;@ zyfNGDGB!|h4Q|DEzJQ?c!~bfIuR)4N;`~HdaU1LF%~8G(W~gUTwWx)6n$RUOY>0A2 zpu!8nD()Ffu|3{ ztSuy@?)*DC=IOI%&Mq!fBnr}+5|BTfoW7|KQ!XWc29TIxrEDyLX@)Q@G#)M+D_QG~ zm7zPEKq75`zVuA!mNQ@}nG?HEviLK3(SPHR9vTzJPB83oJ8}7LgxR)vb^Q1H^`tvz zhIv`Qm%{iBBMgP%qseLrLF9=yH$FZFF38IhVK4JxI0DJ}Bz7Kn z5B2XO8xHesVR#i`+V=CS3neTFp?WV963__m{P-~m{MUf~uSP}fjrjyb4;a)odiqAt zA_!>w_cx)*vK{8gpKWPu=qT;n**`q2iSUAT0u=}LxsWrM{D2B?ILgZBV$(NGXCoZDMW8}XSH3J$&WWR!sGKu2f??Ig#&e2IoS6n<0iFq|F` z#!tqA{N5Y!=9J4`XVD2-1sX+7Lp?qqBqVh3pcIi*4B9ggBUEIEUJ=`&KsA1UHc6;4 z|KS}bIywQ$XfgHwYu!qF|8yw8EkUc}9yh(#6!0RmyZ>$270Z`n@{Hn9NQgZ`ljs)% z;X(MH+=4h~@E#Rs0gUv+Ct}#h&rb(7vb&q8J?T*=BG+IOIRAI51=|jd9P|dkmrTE( zj}M(A8)z5A;eupFNx6+|84Ui<^$b{lfl!$M8PuOL$P;Ws9{=>itb%(k6Oc0a?Nba3za122vfwZ;UPFSO3 z{xB3k)goL6AlG-(%Y>kd@K;lNGMlZEq$n?MZEv5GnHh9^CphP2AG>Db|I9dhxXTgm zd2S486PX;g<>Tz^?-5Wa?Vyl2I)QsTbAWQ@=N+N>@>Ae$ABJN2fM}IvWr>D29q9QQo7&5)o_o^h&?so-w*&dqfI*FpA-b}_6*{)NB- z%fXErR=vR2Djj9{GAs)s*DKC4-hb5eIdFe&@U}IvXadH*p8o%m*U(W8@B%`!liXhfUlX4%KL5GCQ?FkM(4~(f8u=G)7mNvFi^m`T zosHx>bz%FC9kJpjSwru!yFVov5l^SVeBj$8$lv#^sDe9F@YRs(`Rh?xxZjli5nyUW z{&>1YOb}iFpATSSmQLX87RSSwMU8FREh@E89vz^5a>1r?Y1d)S9%`+{j{VKn^PCTT z%I;HpYo*jzRbk-e9<7R-fss+N8u!@*E=E8%8rCxu1caNJ5mt{^85kItnA1x>wXCn6 zq(*!|+sE2k!QG{c@fV+JO=HwrTJKN-XQuTH1_A3SLI zpAF&?6UT4w2LwpM`Fl+O9w_@?pX=T*VSsmoSKk^WKH;WHe@X=fkAqboUCY~t(G=W_ zXuV^`#j?f;OlmuJRATR~HyaDx>%`{SJW?=?d(w&)0r>9$V9eWk(tigRz(Cr)x<(`^ z0K*T4iHSmRd!WVi!4TFV9Oa~I0`Kl{v2cZ;z8aueaKnBn)^$u;&J%^E*vNFtegg8@TxYsnhqoU%6fxhkU zFOQPRH>^?cLi4RGp`dALJxfVRNirD@xL%AgB%}|XnaXu5FD##^f?#9jDe{^C)MK2i z@TYI~D6T0*of`i2>*ml-ePCu#j$^hyKEs3~#c49`ngFDHLhZj-M>4)BQk{gZS!zmo zHRWdNH*0zG`u|jaYm-w~YcBRnY%TrRbd^ce?SQT!BehRRc(~Y$lKG#k9-HQS8MoOz z8u7LEEWPL!7XF|*XR~%;cJO=km9c9U*Q?IgrXI=H)MU0^(qbBwdvZEv{t=Sj|H|>w zae7NviRKU)U8Kj4Vce$Qy?f~APt&1u7*2|RQYii}W)~G6-U;OftsDt3I|u=1y^#d@ z;=eNZ!|Q=AuRrsNR}j9iIvLs7U6{~}ISXJDs!~iP1Ftf$HQ)$OQTCfR#(+kOiVv@; z5x0%y;2?c1Stj?Hs7jN0T#2FF9srdRx zu=CQcvP^$Jr3G%5?NY_j@0>zQ9|Jvq0+_qsDZ zxl4`#Hs+cs83H5#6gpe-Nd6VHkdEb=P(CC#vn0m&CS&-rbSIn{ z2{8L14naN@6rwKb96wAHpG!ztXSe*rgZ>~WJ&f34noi3W*PIAB0+LmI zKEP+Jc3{Aqj(`h}|Mi+zI62P~{GFJ>0%wa+eWD8e0Fz_Dn#AKK5WN^rpPsh;yCO4) zQUEWU5SqyN2zW0AY&Sl6xQ)>tJry_*_5e}XK_r6uf|hJ+y8UcC`r#S*evqG!(6Wd$LXsr<2WT$fSH)1*1s{y~`cxCfn0xhiLO}w77V1Tb2z+{3tP=|C2t%<8`KmOmR43KojD^AP!XE(Vw&l$7cZuJe;9(f z2tqQTy|maQW(DBO!JrZs#=GFU1I`Vpzyu0}45+5ppT}|i0~HoS?yw0Bnk(s*2^rYz z@kKlfLTE#Gp;_CD-23fYU}WUcFU5(CTrAQJO-)vS`^35*kdujxJZ@5$1O-D zQ$B%^K&oMtxcvo|G_+nitY8ChJ=!%`SLP|MU6FGCR`m~|{h(}w>j`TP@~JbjmhCWi z{Jf4U%R6Ol`IrkEd9s2-HM=*Wks zXZOLcpKKZ^^Cd@%216P&xOS?sOi}YvQhNI~8VjNcFgHFf0y>0DmiRm^jgS3YTHB}A zX=m~9x|~%`%7_{k8=ql&(e?kF-bau2OlCV!$LkAR$4b7H1~L~yyM-W^0f{UlgI~0B zpXdD2lECh*kxDW$go|%Vkt7m&^2g3kBRn0QoiO~SxU27n!RyA2va83gy1n;e@3nL` z%v^w+EvKYZk7*9grgwc42e!)@8FA{ULZL0uqll>ga|yfP>1XzPnU)sdkAbPlh1;~= z9t)co@6B0?6d{TuB;DOGl1DJ<=fRjf+vSV)_zPf6dh%tS&wz0lbyVYKNPRE*2<89V zx2wPAENhP^JT*_)M^8~uSjeYS0MEh+35jkr*1mp?2n%D{w(SgVvtayYx>6bpMzGNf z^nswXobQ>Poy7nukOQBiwYSx1J44{v|aZ;f)AU#{=evZ8ereHr~@yHQUvS9P5r_Tt$geZ?5S zzX~ksf0Kd zk?tHl!1Ary4J!)b4?Sz^)~$jof8^mv&XH?9E{N{3ukJ2$tqxJXv34>M=~LY$N0H zFfjwMjhQTKY&_K1NPp=}k{Y`Eat9v6{DuiknRu0j`FVOW9xRneg^1YidH>uCfGM=z zqG|^C!)gJfRO4Z&grCea5ao(c{&0`LwsquC`9t?Y_tNx>+d)9qkt>O-G_nz`tBlEuHIq(qII zkf^Tka(bScDBA(q2hj=D1MX6B_H#VD!W9phGD<|V0W`tdxNBDq_6$I3vq$g9$jS#g z$uB3XGHKV7^0pE|SZg>1Zjku(S!EyU#xTY%v{F95>_BOwU`O)jWlc&<+~ zUDEG=BwJBgnN$U1DFr)RQ~R?&4oj^6>ta_XripdLrP$;R;GaeTv%sOc?T_77IdNA?B#w8Lwg1SI(oc6 zEtMG22dw$hMS%jA%6KtF0~dI5vupy5ST~X^nPf%Y&1C1~K-WmWtf=>8hi^GCKHL7+ zPJ6dIuIdIqyud}ek}Ews#$m?3uJgXLbE(}ZIx;Fsh}jPSTtEGbv7n07F5dx&q`;$U zNri&MJRK6|#E$_rhP7{aM_t0TIwPE(VU7nmp?6?j?4a$e{;3Z5jFua> zY?oi5 zyw0~MVAmXZ$fOEw+eUP>MFX$UYk>pRUmw)eUf)VZwcqohzrRY2?FiG2@G~S* z=s%aZzh&_3q7JPI{&+*c7f~+Vb)wNUyM+l4oYBeD-4J0n7X~8H=% z5wlNGy4%Qjt_y7CoQDqCk9FTtJ(t28BaA-wh?x!Th7B7~NHY8{{Bnc<&E^)k?p-^P z@n5PW!Dxu4p@l`7-7>NiG;zQC_Z=}SPsxt-k4J;R;$!OtvjL!dY+71Fl*KjvFpTeE zbn;Np1D~ggFDE9fXuUahQnj1G%Vm!}*3@JwQn0d0S4wah2-f(~_OffkY4ou}9zTZ0 zEO6}D=`AoC(rn(4-FT0l|K!R1eMYXC?Qe}5_AZti_u%m_XU~4X;Y;F_+-pr-XD<`2 zr2z^To~Z+i84N{8aq!llY?R>HJGgL6hCrCU%(II<4i3EH;#Kr`Ft<$j#)fV2WGuLH z(Z)$1)W+i)z!qAN(f8~@RAQmP%cZ5IF;t4jbWpP6o*?1_@j{Y70|h!hCg&t1+z5NP z`6oBby+i&J-o4efAI_Jw*RK`PY^bibc5uLc;dHt+X75_sw0ZOAwzkUha;y;z;0VSA z{`u#h>D?0j`!?Lk{J?;FQ9LvSvVw=9z`eYC&z_s;5B&apCCm6C9#`V-E?G3>QP~Ge zL-zCMS0TmVp7Cr$%sBvBw+IBxCcb)w){K5;J5D+@FC0MpOUs8SPx?o)(~t}RM1Da* zXJBAB6f}&96Sd^l>BT2bStccb;mG}(GCQft(eyn_CQGbLe?o`rp`RZtLJo9mS%z2) zJnj$=_;Gb5=9LxridtG*8TRZ^2$opJ^{Zb0vPNPiXYpe%2VbfqCTV~Um)N+F3PC#7^Qm3;N?e*;NH Bc^3cx