From c36ea661e7d087328543688db2ccdc22e12ededd Mon Sep 17 00:00:00 2001 From: aaronshaw Date: Tue, 24 Nov 2020 22:19:47 -0600 Subject: [PATCH] updating explanation of part I to address reasons for dropped observations --- psets/pset8-worked_solution.html | 12 ++++++++++++ psets/pset8-worked_solution.pdf | Bin 814600 -> 816445 bytes psets/pset8-worked_solution.rmd | 14 ++++++++++++++ 3 files changed, 26 insertions(+) diff --git a/psets/pset8-worked_solution.html b/psets/pset8-worked_solution.html index b2f7735..2ea1670 100644 --- a/psets/pset8-worked_solution.html +++ b/psets/pset8-worked_solution.html @@ -1723,6 +1723,18 @@ summary(model) ## Multiple R-squared: 0.719, Adjusted R-squared: 0.7108 ## F-statistic: 87.01 on 4 and 136 DF, p-value: < 2.2e-16

What do you know. That was it. The difference in \(R^2\) is huge!

+

A little further digging (by Nick Vincent) revealed that these two outliers come from auctions where the Mario kart game was being sold as part of a bundle along with other games. You can look this up in the title field from the original dataset using the following block of code:

+
data(mariokart)
+
+mariokart %>%
+  filter(total_pr > 100) %>%
+  select(id, total_pr, title)
+
## # A tibble: 2 x 3
+##             id total_pr title                                                   
+##          <dbl>    <dbl> <fct>                                                   
+## 1 110439174663     327. "Nintedo Wii Console Bundle Guitar Hero 5 Mario Kart "  
+## 2 130335427560     118. "10 Nintendo Wii Games - MarioKart Wii, SpiderMan 3, et…
+

What do you make of the textbook authors’ decision to drop the observations? Can you make a case for/against doing so? What seems like the right decision and the best way to handle this kind of situation?

Interpret some results

diff --git a/psets/pset8-worked_solution.pdf b/psets/pset8-worked_solution.pdf index eacef5755c58ac695a0625eba43edf62618216e2..6a5fba833c12ab2f3e4e578c5432ba6e96e76c52 100644 GIT binary patch delta 80311 zcmZs>WmH{DurA7C;cmg5;O-FIU4sPo;1DD@EZiM}ySu{*4#C~s-QE3W?|t8Rt#^pPAs4lS~It=ZIRPm?5DUTyS0(1sOyp3DIwT#Lq1|Nn%jeYYC^2*y*70C(zUh z>mzeH##q%^I3%+3Vu~`=TB0!(znT6#;CnL4fQy&x9MB?e+$aBTSx_ueQfZ9OC=xG8 zc?(+Z?*~PKV5|{T!ha=JfT>u~@nlQ>gv;2UHqf_ByX>VxtLM~NWGE&{xTMg~3DvWl ztz!Mu<8mq{bO?iv%ZW0fbgVv0o_9WAt$4?%=bvtxDY`oLu^yJ=&P9GS_mtwJuD@<^ z%s~9)Y^J{ua#hOBka`*vk7UmKdjfhqU=*ZcwA?S3nT50dgBgJpJ25|ycGT<(&jC~$ zPGh}580JCY6#_1Z;7cGniQo|Wr<8~WR0C0`Fn1X3%vQFXJ0MS&<*emKU{?FC;lkC#c@#gBO-#WRW=%bt5QKiDQBM{J7O8otRY?tTVN(N?&vp#J0&HLP zo<1a3%%GQ2N+P|>MZ6!Q?Sh4(W|5sxht!q7t14q|`4 z>&zA}YFDaPhaDaQyTqU=KOY+%>xnP@wTgp}8O6-(Bk%M)HJ+gd6_wU&@)5Bs&BOXb zrqx6Oq|bbX;%vGju89C|2UaYgP^D6OUKn>Z{ywxm&RwM|`^DG;&0!r?+`W{fTrwW| zDim^KARHhtg}(YFbmv=P9PLELW)RMaNE={TgkDaAu_?NJ_rsllVEqRnluEY}d7OKRrb?YU?JDOkyT5LCQ2KRUHgq_}?3 zd^~V;w*bBYe5+8e*T&@PJ4 zHNnK)5l=zJRLNcif$mG)!00xB5V{c=KlJrDt{aR!QzF|Fgpcx6aXf8LX5ThJ8D0V$ z9h6BoDmlo;7qn%8=))^kFrm`uSHE#HWDrb^QVxs6Q zf(;|-egSJ^sNTEHnnd}XCq;xLA}%X3_*Za{897WEyD8f|tJdMzx0>A+Vl9_A()q&O znpqa^o`c9fIo_ezklf8axRB9rROj;dvA)n_bw5C%D8qp7EaVK-^a60DHU$H@MnE2F zTq;T76-e#`26ZFWKRvKbhS+YOu2?)vh!Spnd7zKrEj}Bi^pRl{RY{NBbcHoi$>G37 z;&$u9RH88x!3y-^Ss11A5qCr!R8a!Sd!bkb24`tz^5hx&Q9GW)ZwaP16i|x_T#qIJ zN-v;-hqU|9j(7YXp!a3xP1^0raRc#T@{Ej*(lYNQX&|uOV4^r;sU}NK*;PPjKELSs z`*R!$@|U~{g<2^fONtQ{q_fPuFU}`fMIdjy{r=G{I^@1dA=mq5W{{0KVT)m=>Q$goK_3en*xnOUbkz7dF zrzA0!+%|EEnlk6b9|(`YCB&A!0dpsLo1z5fUu)<>c4|@I)Bp{(*JTh?g7tJwQpjLl zPDkZFx&A>qad9=pVTi3f?79gL&e#39OBD&3)#ehW7|J~b?P`g|HtcbF8LgyzV;NBP z5DUPzI$R<-#%1 zB+dz_p&S}xEuWOyzz+wmiUk=P$mp$zQOaO98liq_Q&zsbSAh;veWIEp4zC1_zj&?z zcJkN~#QM#C1z(Q`k8q*jUByeHpyAk-B8-`>46Dd2qvaY*6!ma(8bi#jof97gJezp7 znzpFlLp!ye-hfI@TkAHG-wm4`yMAqFvzAI^})3;3jwm%$|^xeOXotBwJ@-_r>mjGx2wI(kx!7$LW)w}pJD5dU)zYg zk>}h{^7To)UNp|S{RZYt$y*59toH*qREt5AohM6#c|&9Yn=FPVZqZTCs+!O0Y6T=| zsGMBzOdeoCyRxBbzT5XUtBtXfa6w&`Py_}SrYHmZ=`T9Hp+!U{rrDs50M3iFtqdRS zhJy%~gO;xkL-Yao_i5Y@u69-By~B;S)S3K~A7$gFqvV(xH!Ts=Z{7m$%HXjY{6l-{ zo}-e~jA5B)V@}k&@?_>9H}Tql`6*7a&nDPz24MwWsIU5JAD(uRvEJf-& zPl1ZSjn}_vz2Kw@mmM)gAOlnU*5$0ezI+5NRf{Snrx zbRJ^o<9|*e3|?(~No+8i9E(BGQ{v@^sPt)UE@Btu^0s=ss|+ zpq9^om8~ag^qL$xFxmvf1P$%*I!mnTszC*$xLQ`qRPURHZWz>C;)PUu}AWK!C1<>Njd zEtc8zw4aymZcy1yFg__v_#{1OMC4pjV~ecc7R{V|28B6m&lk*GZ#qANZee{o9 zQr6_c)NCkjcZC7%)}EPn_i*cuw_Wa~FAX-Nhm3bOX2+sYPoi8C2OT8T+5Greu2yx; zqGVdvvQ&|i5Ka@R*3wd{@qr}xxOr{B4T9WmL^C2D*g5=?amtxU&l6->GHAWX=kd52xkU8p;}wZL|H+1fqB@U ztE`d{N#F-33VFc;iUJaS$3y&VBv&83UMEqvnn$vH{T}kB$Jf9>c{xT-`MuTG(H-Yd zW{6#-B=0oib}pA5W`#?>6DDHhGv1tcI_FBV9-JpwyXwh``ig-&B+9NSXZy za+JdB8-``p1Ri-uhiKSU`pihIoNMWf&3y3^wkPYlP??kjSpUp*nZ&R0gP*Z#U#lA( z{d+{G!NaVW6h8K>{kDI=gI7$)Jf%@IqkE?;!2f4Tp0`WQ zA^SH>&`C~Hk8hUm*;p>Yxx7^7upPK*Nfnm;@~lu^#Hi{cim}#Jsl8K&$2}n3$)&%0 zyiEk->+B&v4_mCL-pFm+fv-5~&>5^o3mBwgtDV{@&MXWc8V2h z>f~}BSz#02%;%H5`tf^GuPNl&Wo$dlKL6N4(99+_8v&tjBE(xqCB2n<_}d_)eRld* zVMtL~s<{d{t0#cyJSFSXSnI>#R~h`*9kzti7)xbrWKOGC+_&4TmY&SLH&oB(<^GA3 zuUGcdLF0fb;T*>nTn6p;(tsiU*&|$)Zg6960KGkw1@i8jVfDCwwjrsLYc6j1`ei#W z=(eIYj*zE;lMvPxMKr=tPTuY*l=91zfJ(gVr{BKmWsyBOIB1}+@QPlqXHDf`1-(v> z33Xw4S9pl0+`~y0zU#*CQunGVHU1JDPY|)qcW!={^@1R=<;u_4z5kenh zi3n_p1>)6m%HIo?FaRFvo?KdKlhJ!M5EW)Z>W)Q7GO)T2Zg4@q!R1F9jT9Z16b!$p zGMp%J{7+WLx8rY<-ynVGe0E~=y&7UMG`1b#GU0T>wv2a)J~e7v0|cv+mMl%IOQ^?7 z&BJDu1;qHU?oeOOK~Cp5om;ai4cjD((^E{6RoR5!{dyrPneU5s!X53J z!G_nae6RWYz?Xp89K~|G6CB-fhZUnr1>QCu*el#ocyvo>39uqYUr>EKZL($ON53d^ z%x^@`4Xu+6Tzu*BNO7Tqim)?HSP&l;!xM?Zz=<(TO=4f|lX2fppWIFWgv4*ah_f5>1Vw4SlZP2ZGu7BgJ8LwBBy3m zd|$>L4#-Mv36zFySE$OxrB4qi-&IhZijsH>bqH}sCxBZiNj?{rZ9GV>wx9(elkuX4 zc2AZc5$@S#)(@k7wE?B~P26kga!^Jn{@#BJYYX)wB$up2y?#%GPG$9WBtOksS7yh35~=-{e~Tye~hU zN}+HoS6orV3zhLPAcHl`J!n>+XNY$(A_kt7#Ruhqx-v4wx@B-BSkD0tdBZuEJ^&$m z$-b~0OZWt!#u*^j$P5AIcb)_)MegmR8Y%gYuCr*ojnuq6JdJAMKo9~y>t49;1WaN; z@(9V;Pid$6CEnh|?r8pIwnl1TR^JcErxCSa6>=HaYL&3mfckIUeOf3Edl=xNus_^w zf9egb@n@QCXRzqwGIPJ)w*4VO(S%5MQ0XkL%k3>wPL|LUn(htWWkPM=`Z*52b)xtK zrP(?z@aoF1pL@6-T>?anE4#g?n)o_umkQMo%aA;pO`mNCm&%;oSA#{w;9q>lUFN)SWHScJMxbH*7+f5 z0+M&%Hg?V+yIbDYViD}gg>6HWnaN0<@M3A4;=ym>ULNR4sjl<~$V2js2x#O;JdHe_ zzi|?=exO*j+q8nh$8epTqXt5sXD`no>&+0FN^FP6vCd^g`Ur&x8M?nn?CHwj#Wf`(6sIp!n++-9|9*2rI4C zcw{zI_vVqpfPlLsrs&#U$uYda`M}C`#rZNf7_RPJxi=RSA8PxAe!|O$zfpI8J8hV* z)z86%d`ZHu*5fMpG|$-*H!%V2%|nw*V#pB2F*NT6_E(?3*$&7!-qBkj}KM` z!P%h#(Q9N3Wki5Kr+A4(oIDi!+#fQI$LSw)gtu4eV8MUVrJU3M%(t~V^}vzT`t;WM z_rI#PVEzOt2$&0y+G-!yf9!4wF)?r9DHRmK4Uilz$*ALG;%wyy{j_<=uqycW-C&@XlD9wSzyu(#w;APK=AR7KHCKmB<&e(d5+ zv38@|oAAxf<4b~5=S@s|jF-Zt$Xtt*c+DT=&QN0(!w%$t`9gv*;w2g>el}y5WaD!g zOeSKGu3Z{`n0~9@mT4U;in6gnz*QygXMFVDD-w!|?xnA}5jI$62ZAM%B>Vxz>^`R4 zP%Cs_Mys(53~^{+pqV6Fz4UJd-(N0$5|gHRiAA71B`#{Jv(6#$cq2jkH$XG<*LVKm^+u7#B`1f?T2$|2?h zQkpSBaU(S=0P+AqB~i$W-;gaY5Q6 zt*!YH6)HFX9>L7c)XCY=%*gg1%HG%tft8y#A+8e(l9e?<1eyjk_f0Nlg$u3YMH4O^ z@|R!A_KQ(Na-MAqbU0V3y$qTKW533UrYW!1!{o+#?qHRKgv-K;!Va-ZA({C;L39UR zeE$$b_fS0mWx}2+;MB7l;}7~yJXHcXEH8{4*Qh97Caz5$gvS=YuP#8yN;z%q7JKV) zT1axAE~&rZq>~Jq@!ARj-&HN58YubPcEGcVa&$Pb6l49{ljm|RiqID zSmFXh(^v>WiX799G3YGF6jqxgXth&OlEOHbT8P>7fkqIXkHh)DX)Eq-=iYWS_gs?4x@`)dHDXBft`=)ol{O+_4r@BIaj% zV1=C6pe^0oG5FBY48``J!)NmMem8KhhJeL1cz@3#C@Hnf!0+k~gP2BX6l;E;7#F2= z&=+-Tr@ft2$;yGa#GIbc=S)4D8O=;UIRp-+FGUHOpprXfo4OhmpEJe#tQXITFXjSZ)WD45#FXPR*wsYVV-U1MjC#5->n zVK{Azz8HcQ<+YlN=NGV$*~+X)2Il6R$XA+=&gG^Z65|tWNTAqt`suJBW)jy=9w9*t ziXg`}V<`K^uk9<}f^t-LqOyKo`yDf^O0%(#hvM@%oKZ|uq#TW-B5s4EQ<(brR(KCG zGIh@OZX6l~)6fBv1J8z6-7|{Rjh#35sF#fX3(lc)8hs&?zm|Nr9W!&hmONhXr>75= zk?iCT0>?0lU2+WCjaNaTM%>RKClLkMAlN^l!j-P+eJz3)7LFI56o;+!r5{`du2s2X zhGMhD<~%kPc1rH6yXG(HOLuh>dv8@IQCsRpnmWHr9`u_?YDvEc)phTYSRUDJ|A;kb zc%8p@g@+=@IWW-N^F#Yzst*qrDGTX8b%>uIfmz-R&d%J~g7hz>k-(}(3o29{QS4zs zYkQ&B5NO0$sygF|M%6`A?vA1Z{~@!QF2S(0NCUnKq{Awx0`e&1+UDKN`O`Q>V4x61 z^nSHrNY@~Eu^s9{oamkgiEk@476*8HF2;Q^e2Mq^Bq|rxG_P)I+RL%i)ua2!4$byMrlR7dQ5? z=j3trLm*wAEwvtiJY|wKdbfk%Fw%h-LQj`}vG<6H>sdyDkfQ@mn36tYYx@79W)(~m4_$67o7)^^{VN3}uMqn`YUL9qzcE9yvBqm*g{ZCoz^W^d0r>##dM3{hgyiW+;3u$S7*HID zP)_Tp@eXsiBesy-odU!HaKxcwfsZ1AZ%_zBNrs=Un7P~O{QhJ8yUT*{;(;Sj2$;=q zVQ(bYt2ENdfMozCBs(VF zkPwi-ok09Ql^h)Z#hT-vjATgmO9lR?6OxPL|BVgT{}B2c&VTcPi|fBda{cv)7G{W@ zJv7+P9;PF|p3yTDA-S3o78^WF1Um?e*td!KBM=01+vP8lJxoRE`U^r zUt662`O5$0+itin;`{R zP|ty`l1BG^a~}hDEt2gMcb7z|+kW+%?ULTqrP1g5#rLwZA8EaJ(!KNJ7Sk_hGxON( zg$^RgRdhID>1EBB2Gtc8NGcENiYXhKm(!yX;cCjrzgNBH0 zq5Du~|MBSp26SWTR?#+jFHHvj*Wjx3-*U9)n~?N+UvV&TezF)eHeJL$v#uKWvZFCi zAT-%kK*~R~(~tpz$OK5y(p>iZ!ImOFa8^~JlN;yxDs`BXC3Kd@-S_h3h zqt~8SV$4WrwOOFy>CrGUO$E!aV# zE_cw-&%s|{M&PIVuvB{sI!`S6ZunnRi3bp0AfFIPPP^Z#OxmBil^5 zTorwhE5TSRqjC!(*WiO6-*`H!G&_(cK`6n;@1(AT;kWkhUXlogfKb)Tf*>frwp_;e zh!5*ss$hqD_+E)d{!fjN;kHaLD)iNDNd`%T-i|I)>@ZRnuyudVo{E=Vb(tXxzKOK^ zck-A;1e1RPaRndTYxyOx<#PMoyuU?I9DMHIFyi+DhkW&tcznAxK0WBG>n)!9dOHC} z)QwqV5^!Hok#44?RxGTvnGugPyk2iY*jB&z- zllm2di#J4S)!pX)`K&A@JSDMwc`qq02jQ8uJ`Rye=~nF(TI%vPbKd336YSreF%q+U zN^3$v^-aIdz`}AY$nj6RmwX^;X znayCC+$MDZ$+{QrL#{>}Xvw~dZmkZ3ZIAywKyS(8yS0Jjc|=q1@%4QQq`RFnzu+C8 zB&{lZLHYzGEEo>u%Vc>2M%sY$E2@}xhGGv0WfYQbN|{R-YkY5A*H%$ds*9-e)D=lr zGk(oAxpoN2r*VM!-Xyh!`B6F5kO9I6NzBQ8mT5BO)ZaUmOegTZNf`3;^-$X26Fh;^ zxATsS@4U1rN0oJl$khx7x>?dMOIvVAm>pn7-`du8%SugpmvDxKAZ7RCnQ$(O7Y$Nr44sY- z^{84VR6v7-I@9(dq63OUatA8hgkieZ+}vN$IbZGQtM2+shKkf&zi*6L4?-bAXazRvxq6MCvCFAJFkW@eo{y%4)hzvAuy zH^bWCF|z`ydRp1Y-Z7EeBe(O;^w{rpc}u3ODdx5+DOp1uM5XjxbDsR}iqoQ#bL9)P zKb$K~C<(ffqJCd~K)Mpefg;(6R?7Zppf5be5v~3raE%12R0Z{ZJ!Tr>FFaQTDOL)t zg00fgM=wTFPYSkFMUp3U9XG5TJ|oXUp-&iUO~S0)?M?p#{RoyaZM$DY*Ir)!Ni0+J zHu|e>rX!yS6>PQ_7QQ63&_yY|ZV@x5+N=KnEhxHDKB>EMRs|o&>i0;F1x3~5^L#hj z$Zz%<8b$5J?p$xz{>^uOt!AhhG;^fWJg@T==1i~phY8iVtWxA5!&ZUryo9;{292UP zDjpoxS6!5|5eYrxV$=oHg!Dx$-J<48)aFC0@x$$b}I4QJr5K(;WMR6rWw zOvWhHuzy#~A8ZgGPbp9Bi62gpxz4D9GPi^j_R0#mRcQ{984X#QzWs!CMsGnFbZaTRb`dQq%mb@P z$bQl~+4a%X9qL&kpwv<^Y}skoPH4p(@i;+wmqX_MmKl@#i$mJOjadfQEwdsE`-G`M zpf)#Z$dlV{xpst4+6^=U`d~KP<^boOkv#9KyN3jF1zIe2kY}D-?7uHTuqqS}$Fkq) zkISdyyWiP(^+n1ii=^^uH6Wv>b}oPMidET9k4z>zRQVX{E*QnJuJhMl$+OungkFl=1LetiIIe=j$YPOz*Ia zR9lAs{MHpf;rizw^zS+7@0U8;zo^Wawyph&B*uG{LG1=U@W30y82R`1lmW0|q3ddG zZ~P86O?#znupqi1ezmjH{PRkj0$+R~l)@H7QnT*(`6xU4#HlL%9%q8Qdrw|>A1kH9 zPd~iOAC04Ky56Q-l12We(YyXe`UKxGZnEqc5vL<7OuMHmO^gI}3{|XGrIJ9>45D$) zDY9E>EPCQ%sa*_#YL~G{@|Ho8fn<`;apaX6qD*nWYNRM7*i}&_C6oj>T*WD1ihlW% z+BG;@e7?2FnNnr5&5#6=Ft14ii&26-NC|(50kbV~cqw7_3jVO?=je^Vg=~@(nfFgB zLqCqYa|}wwc@VO9zn}wH$fiLQLxy~%5Rx*>>X07EhKZ0?Qs4iOe8~lXv@toBMk?-1 ze}A8su@df=ShQiu4Iyak4-~yen)8nIIQZ0WZM_T1mf~hS4j}{tV=3k4O=?cD zDQLw$Jy=RAQ~JO#+Kyr)k^qX;07UoG@H=85@(4f)i-dlYX3?b(@g}^u7!p5=8LGhe3N&)W=;3hG>E`5pmx| zl($r9d?%~pDc{&`q_Vp8IbxHBrYWE}dHqvKPa8?j&Z2s!K8jMq z0*cP1w(m|Gvj5&w!4K>Flzb~6(;Fj^EE61-eY2}~US5YAmVI1@r+N33Q4~)U?el2l z%%I=lCNgbu>v1fgrRpSL%(^w^b~RDvqwhL5Fz_Y?1OD>Emm!2ZbO z^v>F?C+27{UcF6N{rQW>KEhQCYp-G=uVUHJ#hq)2MBG53UrQI;Y-M)4VJx;gHjlw+ zEy4l%linP>KKC0>b{KYxMC#vLHL9!5`lH7;d6{~O;abdTH$~(25?Yg9YYj9v@VQih zFQ?y{n@LjKZmK~bc2lt*ep0(~0_pO0yZd&lD-@mn>qe}b5d7@NWkf1cu}zw&!q&X@ zCT(svD@P#5X55c!jG)Qjbo1)vBCkx(N4d6TAz`$ekgT;5J*Z7}hb*aWXn9}Ymq3~^ zAT^59!l?E&*QX)(h3ZSOE0Y^Pq6Cj>nzK9jS*%dRwrV?&u}{?cz}z9MV^<|vNE%pG z(cNyLiIc5C^qHR}ZYR z{;H9S+%p->DMoO&_HT3k8zonwPoI_wSxP~dk&4&-+)tXJ^@7Z5?fVRsU6jwJ2E#eQ z?@z-6pn5j&>5{XTOX9{UogL+ZBkc0B?k#dw&dYO?)$v>2#Oc!e!y=n>VU3${Ws{ZW z^F_fcieo3&jyk!NEo){TS44pEG+?1TKYRTW_;}M$VqLd)n0Ji(j?MKJ^hN}h$C>ybgp$9?`;*K?=_nT z*1b$heTu8?`5EmpY1C?!vhCY61j;{~$!Ba=L$)m6OIRr{y6m%zz?rvb%B@TaP(W%2 zwY)nt%#~Y~cTU~QO=>*7Sd{<4%xCmIs6V3LZ^!BgX>#L~wWD9Q;?1cHC+P5;)KrV1 zReLzUzrZew5?%t(RB}TXj%h+#eKWlCfYxAUXo05lAYbk^9`5(?dvD_7CEBn-LS8c2<~ZI$XB{}(Z!ZsoR9ri&?R#cUw7!fu zw(ev_^)v90k~?3f$ckF^3~txXABTtD&Uww0z`)Pxe(>RPmZ?+G1Zqg1Fp3i_P53nx z-@3n*%(vV{|F#>MvdrHbs>XIo15xA5)2@-kyxV143N+9oX6ezk7Ppz`TZ8E?L{Nu4 zW79jx^hx~f9)cgyuL8`g2=ed58eB{o?AjAsD2r1S(A!+g_sEX}emOEZ zRuG+t?`U)|9UMBEHVIhIIiz?vjLk;e+p%o-mp*KESn=N3)&HPqa0s0j0wJ7D3mzXU z+szb8(Yl5B2<>APBlxOq$;_aRa3rq_cIZyXu~hfl?$s3IT{Jzl z6{_P0T+Hs_3fix7Ay3RXTsXSLFLU4}=vT9?#`iSHI$9=a#C-rAb76G;|F{)93)?^N zWO5TFEDBgc8P)|6;p-|@!Uq6B^Vj!e7Ew5?E;Ozi^ zq!c^X4xD3N9-{FnotV-+&l(?Yic2<1E!iS;{73!RNTpcV`4H0~gk`jVyN3IN@3O{H8YNmHNj;zVaDhvi0v&b z$q+!3qP6J9uX|<#_#T}E0gY{j?TawD6V(7c=|>3I7bal$q=y(p$bp^(T3E|kTR@s} zsx{7W9BHj%Shs+9dHrmRPhe zeayN$y<%1|R8m$IR#T0QKbs>%xcKr-_RZZZEqzQ$-V`BSf*Zif^f<9S2G9`BT!u9X z5cK6CA+QmR>GUbkyT)VNrXR_Ij08HGzOaLRD3|wVkPRT%_c>f{sS&V?zpd|w?4`LJ zglrSGu$1OzHYwg@XC#V!r5B>dPWK1;{XE=dcETHQm1_7Ug&F(4LUlJEI=tZ4(=XCy5Yy z%*PrlyA+69^8$3c- z8|cHS|GhXVGQGV$JQWyw-bwJ>ssA0N>0bZi>_LdBrAtWl=v~O)R?o~vz%R+F$q+Fe z^z+W3jeqgf_OOqr^32bk?;5A@?SOEp6Zv$d(B$P{9FnEp>FPD+%odyRl+drL3L*;> z1laJn6!O@>|BzzzRoBuIl@yD+0`>1PgQzW~5Mv7~^ErJ3(qRqvw~hCMdhfY_gsZC% zB==yICMb`0&d(4U*ivYZj8L1qF!#W3e!8*mHlI_qs33U*~5c(b1!8m?=5ePyX9NYVA(4O`OuwxJW)Vi#b zZPS)v;~V{P>9%9@0ocGcc|d(ET6`zDwBL1t>rd|-4QCN?+p9- z4C|F}kGgeg|3&u$#V29Q3S_@;b%PoLE(-Y2f6`&Bi9)=*cwMzO?jp_sLACAuc!Bkr z*}3B0b#r=nh4mUaxWjq9xKe*{vj6zWSov{W+u#BbQ&|h z-`PB!2zv6lee{EvTp-X6;TwdtwV<@%f_(-pP^xc}nX;<<3-`@=%eyhBzDoOR4Q0K{ z%9GwXgh0}0W6a{Gh<$}rjmKoUS3-1Tn8`=!Yy4=RO48>0X;RA6WW8T~suW4ZD5#Os zlSh=1-$wXtPC^7!0a8{jFc{}dpUIk4gqbAfi`)HJe#0GLeF}H~rD&u!_uh^+pYNR2 z4n5FEJmQ2GP?F&0-hzqo`W%{oW<5{c@rT7+8!MW-2;yLNCCaEPMWx`b<7j3(j#Ae~ zj~Tu;fGU$Byvba7jmU1C&AE~vPqS`>8(s|?;Zk_EVG&B|8%QF08W>RfrfpIiC6uvi z6BnIsA9i=dZ#l^QJLRFJ_ayB~P|&$SwAf2;f4BQFWM=sySKX@rX~8bm03lpYklGZ2 z6h}Fsj5W&MKcMrtKfAaC9dpOrdb*etvKE|eBrcG8$~>BSqv9s10nma+f7XX9;e{BW zijwihMarfE*AQ&39Vr|_C*cIHr`T-*%cV&%?&oUNCzrj~(yba)JmLs*n2%vEH={6_ z9%R=FC8E_p*0N(XbcTR|C#u8Csz?UCLm!FjELp1uaZsSjeIfnvh2^N{7KL?qZV!W9 z=(ftJezc#!OV{BY={i}a`mR2!)a$TFolnS++tflUDq%F;kim^J<8w+3(x%|@hCq== z!-$0}ydY?R$J$r2&Ut96A?1vdh-+if*?=gqv4C^(KwJ9pR`n^gJ)l{TGc{OSjtvtD ztcJkn1ah5Pni8@YNpyNtX=d2A{z7~RCVcj=KkK2AI$d-TfH_O*I1hUSM`ZE2Uj@Yc zi1*K8_eoP^VUfhdim^oz@hufdOsY!`{1l$Z+W{Gt2dQ2k{&c-5>R{o0e$>a=ujB!v zjTsl~tT=(!%G}s{jK(6V$Hd6cZN`UE;mz^I6GUK@C@NqOBKrxkV(kxuMTTl{TaR@% zkAegN{c1=?aGV(uM|Bmpe~o@q{fg}7jS5Cj{{zsZQSk6YdxxoI2ED^$#pnWaWdI`_Z=VHj{BgZ$)iEphtb7@)CcA!kLTe; zD9{QyEfvg#k^Z~7905sEber2*Al|8ylVnFFyscuOjA^5``d)+aa-ryumrZ^6p>$RK zX;S~(@y$8zPMZh`>`VTXuB;RO!uGiR^xXKQs+)uWN=X&!S+;=AK5u8>;%Mn1I>Y7% zh7z{{>m;SN1-ZQJ=#`%fb*H~nQL{){9*94Hf2f7%!knslvA?Sy;&JGxjb^P)S+0rD z*Wiy!V3R)0^G9dof~?Wi=Q9LF4aT(w?iyAs5z7sRTSQfGm!y zP@L~YlL6&R?d4)3>nP`Eg(gG0w_ebcQfGLUn7MFYvZajlmmi}h{11E8M8HTlR?vo+ zONS3{W9OeZ(XUx8vTNkMj7%vk=u{e_lvaQf)4J zA2B^xr=S{*Q6vFVvP)#o4fBTJ)n7>Njc!Bq>zWUm88JlLqa7++>=_QRh(Rp}vFO$5 z-X(R%Tn+QjN1l-`vm0Ko$Q-YYf#r#keHbk}EP=4R3ISBNp5}6)GX16Mj{dhYu}E2o zJW-w4cs4x;;bAcf_{Pn(=Tv2~0-D;x@5DW589W%58=S&wcUx@%pn#E`}Ox<9Y z%+Nd!+LmG*#?^OuqV^BtlCMDE+%I2uP|(sb?x|AQ_y+}kMCqqPF#?baJf@&&ZrGw} z{b^Cb$gx>lCw5M$jldlZvuFGO8PX9NWl0vEYCXb;xhvba$bjYIY1j}Vb-OYlw6K#i z&24_;;`;ZVgye7D7X@wB8MN{p=!_Qfag6#GBCpt6vk*?oifvjq`40Eqjh&11$wTV1Z>*mH&Ey;`y)emEvt5Dzl zEXlu}6%l<0a1M00lDS=NeZ2!X@oN>Z@j!zNohLX$Ep)4VR`fw*?~q@31cmEGpr?v- zTczi_B!?NwMtlq|PGo?bF(bn-oB=)JcM?E!Fe1-5KEEQb$H=T1!$5W#ha~)@MZ`kZ zMqn$-NP&vzu)FC^6`@IR?I25L>NWnnQP`hN!e4n}mp!|&P!*kDdAJ(1raemMC-U}7 z(+K6)BNcvIdmw;HFkz{+nE%8@O8PFy+)!YdmI7WXTARq1z)ZgXCx_D^{8pw#$ps0TNO8XlZ2Y zn+ZVxwCsu!@+lejLh!goyEv!4B#<5(>H2(#w3%WY`vsI@z$p>=8U)ip7UESJ!i#iS zbCw^qt0s;A7uIRuI#)l8TT{=y8E4UsQFjqJvBC5Iy8l6z`rG_@OLdq?R?#;?y0d1i zfW}6=F_9E{87?b&z~=jQseueL7m+%fpX$OyWBFuvW4W}ispvca4Ii@*-9y$^_iBr-WV@Ef7g0cjnKO?jBHC(aOM$<1jLLY%SO{LF-j;*N6e zhA{M+=Myi&_3h*=0j-yB-NqGZ>`}^M?7eIMy(nnesJAxgeS&{D*S47aGrVQ4D;r7P*mr_E)*2olcVAB(!E*Y-eiOHcFbWF7TB5roi%S&{58tLfps(OR>1o^x(-sdzs zM~H^SSh?4f1~!L!imPp9uJQMv8$o>5GTCki0JvltdW>R`2*0y>WdF^jpmQcXUsp8; z-UxKcLEAm=UGrf55y;rmVhNm+s<3UEABi4^R=wrrldp~X`O=cMaJ$U0S1_dqavVgI z%d@p(xmkQpIfr8)Q3*ZxBmHScw{pHTgj;xPC&zao#qTMI_9ylj#Mv&b>*p_>y&gz- zlY+<2%o!xV^h|pb`P*QROmTw^(};?AgW&A3)&0 zNt~Mpyn;Xb{h;8tRi=0nk`pJ0JE78cxH7L)!_g1UdmMQ!A_4S>5fLj6v2Mg$UT6 z`}-DV6SUAYing89r85xKc!*=liOq1)8r+pqQCGz3VjR~`r4KTukJ^Keh-uqV20Arm zE)AU1?^U;A{4PyTBgW46KPVP3yBd3U@oE||#1;s4)kUW2 zz|{cmoPeRa@z0j92n!tzhzV;x>$|0sua{&lF|iB$Bzwhiv7+Ig@7&T3zCmEr1% z45&F`5cI}>S8^-4po{xBg;P)e9-?ume}95k3+MXiCm;i12cnS2Oh!)J@<`%&sHR#J|jKD%L>2^ zK4;)r5c=>E(ugl`#v9$4q(_4%0(3`8ItnaNq|c*A7bB8*eQLElJDWTbZAd2vR704q(c|m9qmrgSBj5mRd=OucoJByE4xsBNgU8ANgscp`R4Fif+Zal z*eAYsFT%<6fg34PQ;He4e@e|2SNEQvZop_u!sb)DYOrT3qyk7%HA&RdP+N%8Lh;T( z*bp?yq$)M=#8+2*Bf2onhPhB8WWznk%#s+?Aj}4SWLL(6Ak?TC9g>D{zL{Bt%4@x< z*OWFLh34|a#(3vot?;V>ivcEYif-@gukxq>X)tz9CBKjEgl`RTf4(mIUG@iW;%{Fk zB%S=lZ+^H@*s@zLSA+@K8d<%Ub`aS((eWVhQU8^|@q{q}N1$*#BF&}9zSW0`M^2Xh z>lzlr3zW=adwUYn9f81cHPdD-ffU$oN8S(>(5di+bN?n94JRw=tYX^09tUljl2o?Q zr68an1YW~^9_K-0WeOKy zlz}m)uc$$(VlJR%@I417Wkz=@J|=##hd^07ih4x+3}Kj!thoY%{+6ICL)WC+E&!)B zGCv{Pdrw*F7L}iw1rv~2Q|768R$&EwlPWKQI5G7;i`P2Y4k~`!wyo* z^rOnFvWJ^fkoLjrbF4R=z8R>gyV1w|>ky~vB*h9&D^fb-q^BfBX+IUo`vJ0YjX7QJ zbM&0ujRZ#ge=e`}m8GoL_hcp}=?+h(#squyqpbS2UNP;y0+PAryBGj1xKJ!}ES$x0 z{U`gCiDwSd1;6ZDw6FKL>(L3`DRc;s`ltK|kQIl!qNLqv`Klpukj7_Vl=_i!@@w%F zo+_)@`q;ZKb2?D#(|x(g{h&%d=K0D+CCV4U!Ad2Lf4De&U9TA`Q-#vEqxAj=81fY{ zGbMoDw{`c+KF3U)*`BcDC+)m(LhSW$bF%PaEw;l%C-W!4V)KSNd)t7Z_(JGQcPAd) zS4Ea~lSJlRlQ}qi@c=P_bwhg8RhMcd%k^Q!6ofQV7Gdb^$HbVAiK|ls1W4j-KtdZm zQmP9$e=J!FjFsabLg?gkD4&gxYEVJTa`w>5_c0!@a`X#hmn`Fs6`d(j@{-ZQ+!(Vl z0=c%~?ol{S3oRcL?N?~@e*ZQ=`i`K@RL0FQDi9XCl`kF9iXiTzbpTzq71FturvSh8 zi+UmaE3TPR6fN_?%#{)QlbgaC?RS_jRK+C{e?$AITnt-T##n(PB9m9+Ez2BH9!0k+ zi+tFXsfCY6FIq>d*v!qH!#WD*4YdPKBP}QJkba<=n^r28n#o7pE)fPPxr{EJjXN0c1`(5P>vtd+IIZkyl z&&EykE8W0CiGDIPK7Xu(iEjicvhhD^e-_Zo$Y(nUf*33<-Gr4MEPZy=T~~SlDhC~6 zaS*E1qw%vzZP+cILC=JMpBJ#?16=gTjjFjRp0_`zyxRg*4zBVb`l)|A zG*4qSw}jq{wQe<<2F7M8pShmvvJWmhF6Mt>9D%{?gjT^kXvOEQW;-x?#IbR_f2~&G zd7o8cSux(w73_N_P3I2$_G|Df&3EF2;@>zJ>SII}g9U}x%{t;pw_aBk%LsDff4gufC+nX~k5iS^ln=F~YS0UCVm;-3G3rA*o_NT_IC%-iH%?J06*K zKj6zr06RZh+1IB|DdW-7FGwUWK0*CFAH()d5Lj=H?RAk6KCf1ZKfIZYI%{9*uxB_mNTMQP!5B)2^UT3)%d8 zp`g84+>@!%2@M=Wgb|+4yZu>d1MfJ|&bM6~dj=GGieUII2xMftfA^0gkZqZ!Ga!s{ zA-a?8JCbC=j8VLmU8MZ8iNnz_!j_36qN$D@9P#u-t9O*XAmtcXf`jHlq2LWI!t!XT zUR5Ydodc-NjWxetwC(WObt6J-ZDAhO{>Ecqni5@zTUH`v)DWUU2Gd;DVVNKL5Q@mh znS7(nd~b2zZc+}7f5mcLZ)<76R^~RZ$c%zdt5{VfEpBsZ#M^Quo%fB#BG>XEdw?gVX&LDzzFNTFyx8AsWZhn8i>xptf z9i4o`xmvB;DtY zf3pthKY9cU%g=RpoNOpPp{Q5KSpo29#R=jaduZKbh0VZ)&kY&)D){~W(pS&; z>e+JX9P}OYAB8TJIjdzk&-$Vemde&S1^BN&f23~2lQoP9tIMZq2W$oCR2L2Q1&1@v ze9EM(bgrswlvRZ15r&ivlL$G(_b5t0g{j0|!uCQwe(d&4gOXI33?`-Ffhz_#D?siT<@z|!b5pE)2K@Z0V6hM~=|X#k z!J}_g$AoHn>N%t76>dX)64n2)atSd>8H$~rcM@_$f3$Ex{VIr+&fH|vSp_NDLvxo|rdIWi><^m~n7e_%-xV1bhX+tRGTpVYj_URb>NsOtNgGJzXM zM4g+z$9(vVrs0P&UIrlvZdxVT?RVb=VjiGmZpLFBOip`Fy+UVel%~?%;dr|-BybJ4 z(b4L#_zM+!mIgT-Af9(R<=sZej6=%09cT-~PqyD%`1xZ5)HRvqKkCkxBc$VIe+n=` z7p40T9l0qP?2&S)u5!|toOx_J$67G)JKt)Adl!epA%;y3ZVl$X%72?NrJfq488vnC zOQDZQIm+cXj-bhcP;7xxi7?I4(xFC}@Y<9=$ZWO6x14#or(7M*AF92GHQ8_-kh2$n zfJ3kg)8|(sf$niQ7@blQy-B;6f2(Krljq#t%BWphfb!|5w!>I#>;LFLb{QKLpTOG_ z!X%T1gZRbO>+vURYX^Eji{nqnM_wNbHS>MP^=;*P85Y${eLh9pNG3Zp3amyt4v+Om z;;K&vM2u`hbLtAtCML1`otx(Xf7B@ z4UY3MC!JTIRgRpLexz}ML5*ab$ooQUxKmwuj^WXoO`-#2NanQT7tqb0kS2e!H1+n~ zjmk2v8~DWIEg11q7exbxe|Bk8cGfF?I3zy6U}d%xw#moi5Xvx~Zaec;!H;2i>ciKw zXUAs#TK(`ox$q+&6{*B}6y3eJi%J}UuSOYs^Viszz3&H7UrLoXTuw()7;0DR5IoYd zkLxI{OI*u!eF_tvv)4kZ=U@i{8FDu9HB_#n>R(h^#c5B60USlefAN}mDbfg2rR0eb z{LB=u`v&s#6q`rK7euu7sa!sIoEs2Uf+K*%9}Ay8nes&*$~yJzVZam!nk%tlW7tN-ePd1l1-B?DPXrHU!KxIzO z)vZA^gTKffhwzrZEa_$U$=U#ZI)h7mY*3v+5z-{k=%-+sHCUI{!Zv~X>l8=tA@Rz&N$YTY?B#8e z+OEamz(%9veTN48i68o+g^OIze@-R2#Y6q3rtc5kf5JV5C&*Nn(svN0u{LSTISSZD zz9~&W^z9X@fBb6u-jiW%AD(wovR+@bMB9X(;>VYIhI4dzAq_-x4o{KKmbB}2dYhpo zma8(DgEu(|OCkN5y@dmyyPkcAQA?C$!q3UQoe|W!*gZmpORugf}sCseSU`By5 zKA$r#6?GRpx|=V0s3oMCJTdFgfh;=t%q>wCrIm=m`oujs;IpS=&xczHpS73;+2@s3EB}M^2;I>xf-DL!GT@BKN2(gpL_J9X@g$ zlCS!ae*8!I5@?S<};{@np99Gv#XEa4}&7z1tI zqgv9^b=R!me6&1oSeaebm^;opo!=anuhJYGX3jZi$-PemwORXDi;Xn5{o$t$BNIiq1ZUyDM ze;_8Un}Woi#8lG;lCOqoY@XdoiSXNcx`D&%<=U$4%#eQM1d?Vp;K`432i%&j*+n$_ z1PVRM_qZmjDOvmVw2LyoXnBp=wJ+=tbED+Luj+2fuk;PbMnZ4J-{9lUwOFHd zGUNz9tqQ9%Q$Pcc~xN@w%oU}czIQXiorTg;4j~7|7 zfxlLYfDg*r99)Dd z^>s~y! z(qm>pF5-w2#JB1QI_q&=ZjT*MD(}cST3ZN~(Q-YeTl&H4rV0(}vn|&bf1X&x9Q|@k zDU3mcA^Dk>`DC8wOVBe6x7e0cT}rrHK8!1TCGhqKTT?yZAgo_^-)97)poH~u@afuN zrN)!HE#do5#a?X`%&Q!OK6?X?Rb?5Z?`=2sI$0F(G}tp6woHb>dBQSP1fgEiRQ;cO zj}XcNVzFGB0?Tmo>ZH#&e|B^s-EQ2`Bq!|?V2Hh%03G?zL_=f~rrG^Ew|W#me?y}p zKqbv<)chEjK6w_9#A*E2CUndAkUhX<1sx09qyNtJbNl?vC#Zc{Wp4e7*xn`5d0v*| zwH3zYs~A-*G)atOx4qA>9N{77+=e_XS?I7qGJ5n~eA znB9Z!6#liT(VlyXMM0t-XQ-zngF3^;@HV^SX5B=fL`p(5TlG5OMA)*pwOwcMeN|S6 z7P3q(4*C7B2pI=Ib*IFxD;XpBFL)NMZd$o0rOk{&uYzD_51$fZbXj#?Vs zko#_0@{3>>i(hnHf6Clk1oLbOHgY%;98OK`J#Gr%i_wiW6gm55yrMfHh>sCoOS}$u zAm@O&!ncYg7sG?sm$s1#8e1BU_|UCNFkUGm*|I_ioX;3FHLF?l!o~4UH`GepJ``H? z5Od>}QtR}LV^1DF6K zX18V8{)Nf$10rJi+=T5Vba$_-1}{y8#>rM4VScd<(5eE1VlleAR>}f}(H0sHY9k4f z59qB*Uu+6;f2D3mWJz=cQ;nNf<(rkb=zSb%txVk6h}0lNZ#xSywT+fOgHyfd#vsYT z>s;I)Q@hB8%6p+gox#t#x@&xf;Zsxf$Go#@ym_%q8D(Je5zZ>#`FQkIxSzPo$;_$Q zlcMz1*A?1y%CSMP2mY2b6f45~#8lecUBH)=)hgbge}QW;OJ(c1*g1Z1CAiN%T{0zE z*EzKdX2p4kl2AAd0NZ3nxfDweLc(>V3+1dNzO|Cqw|gNMi6i&H<|dVT!o?nIU>Lq) zcnyD>N3%HWbl7RT_zSDnmscd^3wCQF6(4%sB->mN+c8JZnrKXN5a{F%R>e0gb8 zcT9lMfAM!Zx~ehH;ZL>W!OR&891=pDGY5~5W6BRFQmu-JK;<-8Qz?$BM7-Z8V$kL1 zT4@D`P^vyr=jfq_Fzv!(!=ih-=u8;XdTkLkbvDEvLHDbhS z?x(JBo@~%qoJ|D9F8LmCI@ZB?*be7O++8c*-ewOZZQ&kZ`@tE@e)(MNVlse%rE!l? zeEnsrW+_1QNYxqp#X+O1Pw3ql3i<}6f17iDI^BmYdL(>dXT4|?!VmG6NR@2!ro=rv zF_ z$D!cwhm(1wWDrmZ*I$?JSISu*2=$1}mG=5Nb&RMRcUW1MZhSWW8cUw|%GNpJe+<8l z&UlQIFb_R_x|e65wP)T4~^_!90J*WiySf`28S`21mcwf@Yeq zc(xlnTk=qK9@n75Yicoa#PUx+je*qmX>q81o6QjpJNZnluPsAk69rk3%Yz)<&04Kz z8jzRXzML6@-KdK2zDglXE69FPe+bNc99SXoqQ5)ecfi}Nw4$C)#+u3sQRcNfVa$y* z-{)WrLKtS9^gC{*^Y2juoiYrm2YWBp-d`BZ#%Ez%sIvC^8UB3~ygk^$dWER?Z?e@)BEAL7$? z*v{lMReEBOpwzGR@0RkgSahn5SeCn9{MZq?#9`b9&Sh7`asMt~A&?}<^-qdZB$6-vAX1v*EJwF z`;DQ1LOrx<{s*p1>OkhY3=>T27ljO&ww9JpCw7z7LTr)Vy|A$22*Dpv}T!l zB(_7p_9-17q!}iqvWuFYO=e)U-4`<7qcdq*CT^5{agF7+sVkzWx@#4=QQS~SdZA@di!GH} z*Y%R8zT>-*3TPpTk~U!jOmN&R_!&bo|^1lA2>ivU0A?1Wa+`oZ)ZA_-e;#T=YJ~C%MOAN#-I-0- zHsPIz4$n;BJ1P*$JK1_+CnX5$jl?g)NfsMH$TF<7$ufD0!>??c=4X!gui6rm3E2y2 zAOu0n^gT}#on!+gzja3%I4@VmAFT})5T9QF&7lKey-sS{z_@WEr=}*3R0LxG=^0i; zm9GT?Y$7-ge})n>^q+A~yA6hPiQzqaj%PLXR^b{@H@R<+v{YYp+3=cmc_}o0QVmzu z{XQb>v#`eGJK}|%o3m{6gR`_!0$qICc!HDbQrv+4;?e2u8pK7Sr$T{0`}o*0Ch*Ld z8L=%Eh@G{+GHc_ldhl|--_3!cNQ)B%x4A{p*LPu0e??#Hbm3IuE7fXhDyNM_{`0$2 zx-n$f?Kb$rEfiozD-0omwMguC`cNx97cPJ79U%R~p)kb|J1s&I$ylA)>l~c&qRlkkgzWHic*#gRjU4@0d#0m> zJ9%^Iey{$!?i@CRZhjVgzdnF7f}W$oVY%n{RT z@Ohfg)J-*b5Jp2X)1U5su?U>XR+b1FZJ#eVR9@r{P^oqI9vZeEQ)#LBv^SY{qjaRT zx#B#{*{%EZUf6M5?qu-VJ(~?WD<8!n5jWU7V`s85T zq-or3<_Z2NS`b99NK^~N{3ND1?+8eEdP3&q?3kI|vcw}sG^vLXL{9&@% z|Iw|+B!=Dl?J3)NKA_h2E*OsWBbeKPiZv$nVJ~Hsb)95;SADT z*ATK^!wg(9mI9BLUl-Ff8r9+LH0uhuUY7~&j^BC5$Wqz)Dnpmn2T94*JYmcQwJ)D4 zj7BqWO<24lo>`=ZAAACP&&2VYVT1-3+xRhs*|WDLe?63; z6X$MRZ5T_Tv(7K?FZq#al2#QWye;szN=)?7san`Vq=T{)A?aMbt*=Jr)?a4)6z&f#VGT6QLf4G32@QW`g z*n!Hnrd1#mY`d<-Ex@SSS^vREg??m=@!*e-aa8!h7cG$Ka3M9=F2w?EU=$jn`5#nA z!tVgIAsY|zeugh6X}#u#+8>XfCXLcssL(xOo;aP8h)*=8ag&fk-MC5#r}~*S@X|0+ zkutYpTG38M~{7z@pEk{ZKK`>4~4qqTO@ zoEa4pD{beFHXQQZmmo{^1{3q^2t6@X7+f|uLKFj2acs{~`R+={IjfOr^%n|-lXbTF zI#+Jqbql4ZdJB1{JM(G43(j98b|^Mlp*yaI7j<>5!}{we|&e}^*oTNC_}<4 zRrvA=b?lfxP*iR)QVoy6`^MUw*HAFLT9(;#{chBpE?&hGJsf8UoSO>AVHEMN@Qlfia<ss3k_3U}_;CL*h>lTHohsfRjC+awV{(YZdKbnFG117T1l;%u8#V3G1gBj6ODXX*mMHfxf zu6okeP1>%Tw)-%{;4(fJV}a~J4eh$jC;Vtm{rhF)*L;-5f0nql91nd53SaW|YcBq8 z`}fs0-0>vyswZ$`=US>A2=>hR{Q{InYsEus+6NJu{^_kL$TdC}X#hko52BxRoa_KhXOjNz6Tcgs0}02!r^3GCDoz1bct>nI?>o zZ|6i<`~uine`H;{9(5Z@@0oCn1pFX%^I|`6y0;N{Fb8-%CbzYFIjv)!I1=HU)^~h1 zpLB7=aKz>%WHX0Qmb9lGm-+dCUii_V4b?MTva>27J^Yr)nzSAjyrLFbvzzEQ?sd@6 zBkWUC0W%Spj@KnAQ3~S=e`pi6FF1asG;1kA>A!N?KV!#83oA5mnH5`@N3Cmb8Rj!fNB!46Bb)Bn*Wx4C%S{%)+8UdL ze~)HB^mf7(WTJB}tbR+5#U^Gm`S`*1L;FgG^Ji~vo;uSruOgPI`06lnJ!joqYs@k- z2E6^KX1v|i)?d`!{Dk}0p0-mW?)B*j=-ux&i)tB1PLg2Z@jo=56#cp{bhE57&k#Z! zjruk;O5cYSR*k!*e^p^&8Xhy?shQA;fA`5sc3jVr>ZkU^P3rGoEn7|=NEmyqCtYmE zXj7Af55uu^4;@4Yx6bds_ebc$0fm`}N>1z# z>Yo}m3NuiSG_zIw+_;I%?R|U$QSF6Z!a+p(xE1_Y@T9x~EXV7hJM@Y!@dD#XUR0{U z2i-bh-5wpeW{AcNeerK$a=t3Jb-@AmQI+3=ZtH8q6=A<~-=lX&1E6qTAaSlYhHK?H zud)U5RAC4zd5zqk+h8S%lMA7pf1y`R#(D{fv4mJA%-etEQ68W}15Zgj3NgUWlc3B%u*#a^g zfUw$H73gwkrI+AK4suO(HNII!JrJr2l34xZzq$%mYRw5}I*68$ig|(be@=KRsSh3W zyr0+&AVe37jI@)+$nYS+i|B|2#6~OFwpd_~_Na3AECrvDH@HFakgPuQXjf8@oy}9f z=5E$QCSOI!@-c3=L=lC`>u)8AVlSJ|wd~|f_Anu*d9!wQ1iVU;%@sn|zjIlh? zo;)+5q)XLIO}MHGn@E2vf7{Y_v8~UUX0+aw2Y(TmYWiSsl5S~#twth$Gu3r0lgLJX z{*>iNLr9GEun&U7$EJ7Soo>8DjYw+@kYF#2)_gs@+e1Ew#XArD$zkN8iV#f27gL@g z&EenFc8h5nF>E@-w-tIdQmKT{SP{c@Da1m zy%3o8*ei_~Z)^p#Z!X+}bot$N4KsMKjXx8OwXlYp*HnCO(*B^I%jMlDl1ZP&+5n9f zX%j+#8@oIV;xs)B>(fK|R59*s;pboK_mZ-GQCM?CuHTGkHY%(TSpIVapgv!uY~N!=^v`Fb7H1`f7XTvAS5|Kek7SC*G)ow zeFGWw_9;*k#RqwWXGHQ})pW<5{vges;0@rpskjy~=~rr2PiEg%62*A}t*=#rxhaw; zefkbbYm^<-W3*xoxYS6qvHTzxh%Bq4oq;Rjn=qewxxqZoqKc)j-_Hmk=bV>ArPm@| zK~=I3*d2+%f8A5KKfhfFunpJRy@&Z+eOJ@&{D4B|BXIYNJ}mn)@^ha&nVl}rSryrO zJY||SPNv_N-?md~u|>mZv*i^I#C>cnZGoCZgOQHEH<~{X>_0+VQcy2%>gcfDGfUDZ_!;D^nkii3a%!MUL3wWrTI5!FU0cKixQa$ESGCst%`SrY*WGt*J6{{dyQP zTQ@fQYj zf6e@??)QyiVx#j&-yt8-wOg}$r)PW$B}w(@01brr-^5{&^#*vF7p?qbKhq!a#OlaG zKNv6Tk0%c>4J`{B(0->55ufN)+>?~ zy0P}5?n=jQd8qZh44J7=-p?`7&n`T+f5liZ<3`ixV+-%CDyKYi+nMFf_v*y|hBP+m z>M1KBp8YU6#CLosX0MBa>Y4NxOuWF}mU7Ovi@x z^AWgleWVeY$$I){DTSbhk}1PM{@~IHS0e`q^}6GpPH zq?Va`p-nY%!CugO!0Jz3(H}V8*D!JNM7eq>?<&KQrF(}U0s`}00f2|Did=xXKvK)oPB9z6&+D4002l8neP)!RJi!0beh!YR5HuS;b zM;;k4wMBtn;4_bDr- zEx;(GIJw`T*}sHbW4qOOnxbC+1o1f4j)qNBxuYkY@kf$21Q*-w#}I;xJ&ad6dLBH-Mh#J| zJ1AJZ{(=if`50{gg($jT`I{Q*t6In1BFzh<`{ZRyfcL)eI{tn6!%}phD!j zTJb=s*(BV8f1d&qiSo89#DsH69MC14Ra|18Jtq$73-Lmf6=UF_k`YS5)#Kv58ze)31G5S z?ZkYb#|R#acZ&+Isg(KWYoW;e?8l2FL=@1?ChS4AKlG_&#AEZ02q#DQ!T|F834+Ti zIFO_$1fu;s%bKxg+o87aZ4I`f2wcWdD{^dpK4EX$z5a1@k+5!vL~;VjO9-1`bUx2^ zA+hJ_f7z~@q-B&Wj2YP#&&fd(qDx`%kd%nC!6{#}f&bt)*%E86yo*g8!l=j!p3zDI zds)kx4?z{z+PczR7^$JGUBeNlVz{@3Hk)!qAgoPl0E=Z=?`njS@F3=N2hTDd0q&0| z5vjndmCRq?=R?%b8j*}&Sl=BsPAOpzQDQzme<%POo{zZ#-mrxFL2%Dv6`A9yR@|CM zAK-AsRy~V`n+Ma}6|!muin_Rzj$ze(<*e-b>GRDq;Z;;Jb=b#W`}IJWL8&+e4R?gK zHLjhl%5^q4IVV*;dc!|gvx$`%=0yow>tCdkJJc@6dH}=yqrEC%cDrXus^Od2kM9;v ze?vSjAspR6WWhpO-$FFkUt8VOGqfJGX<9QpsR!9T9ie6&k~oKfyZe9W-o0k*2@9_Y z#+UvMnfXb5grD9wKwvLmz?^0WK|Ol|^2ZYfji$xZMD%Zg#BkFvAr*T(B7rO#p%zz# z4@jlp@|jagefe-QOm=boE_3& zHNI@-{Bz&)-$-8=mas}J5HGAldm{hKzME80Gw8|3Z{}x`s_U7=W94K#31JtkrpiOwk?XwA0n_q{P?rc(yIHJfuKmf0f+v zPBjG<^Yx6Jr@HD9$>)cJeZ=3!BVqX`SoO5r&AB&g7tw!JM-~1A$Z`L!v#Gw>>gH zF`bpyo9*Up$`C>in2{%-OWpz3e;qtBhLM)1$0k%?F_R9jcq%>Few`d^O^|=a*l-;1 zd{9-J&B7$ULI9&P=6(i3eJ7fLo1JzNrfGxopNn?>qR|inqlr&KpYS}Y4z&n{GA|z7 zIPepHTeuPgy<_b6-Ne+#gzNnTe+Zc{lG1gyCa<7I*_mf#h9ytI8c*6>f4~M-z_dx} zOmv&r6XoYGXoRZPbsD3^aQ+TY0y*GY_UVkB4EBh4$Pw%~q85_*xMskmot<-SLYiK5 z9!$sEJ|bX6$fM_Nc;(nG+IhkQlxIDi zsU*XV?$9L(i%hQYf4cHqf7efu$s?Tf!E919QYoFHq9B|8)e=T&Z9GM0v3bcI+SF%m zs7vQ7J?f0~H?@hb4a2M`((bPt6$$z;E}?PFzO@xz6x{&Lb~%Q2lF|0`^jp(>(~D0zx-W4AJySxiv5!O*)D{#(keQ zo9$r6;~}M7xo^PVepS_>8itc$X@CrHrkKe|H5e>SoI@kUs*Uf_u+%Zv1p z5s*mq#LY4bCA<#Znm%LY341(2fJu-(KQ@S3)Kv-mJHiMCfId)BI;X%isI34paCdau z0PB^Q|2*dTd@CebW)XL>G4w6zP_Oeq+ z*LG|WS`0k;Loh#!Kgf&1;h;l-9RaIHTG;<@i(#s1r+Lr~9@XfmYw6q^?mx=|xuE2` zzx`Dhe+%muB{l;Y%{y#>i?W>HnVbj}47r0`#+SV69y>kpW6l8GvJjP`jppj|>-@yy z^Vkt8evk5SGaWCqbx9gllCj6okS%gKmpU`;|KFd8WaaT6V3-qF~nLx z?E~=C&tbRn02P?#>nWHq*9{~H2`DVDtH*!(TBvy^HUFg$SjT<#+o}e&rN}Ol4&571 zf3L_XPK3LgKFLMM1e3F?tGN*vW&o^W{{Qs%bxW81yMK;F%P-lgE~$<<8UeaYPBCC_|cjB=Z=hMP#?i(ws7@G8N+D}I1X7WeFD0gAyLMY5MU3^;C zEPk`ZDx*_hPB~joMJKTH;Vm2MYCr5Afu9VzfM|)Xti?h%fBBh9 zlq`_h`~el%Ti3YV;&GtSFhbkI@MCCC_jW{c@lY@n5} z$KzF;%Q8&kvG=7y$)`6wIzd^ie=WsO>-T*|aNgi!X}|IYx|$U64$g|V=9LtD2r5%k zc3gOy=IMm)v2+#Wpm)Q|Vd%JVq% zY8iH!o|<2W?LCJJ?mVA{lCOcuGP}N$^CE3nnU&BjsZld&mC{h_#>z(|f5ST(-2yZk zwKMuM?3FZDAntb4A}^zz=#*6C)*6_KEKLxXOvDn#btKnT(9%yl2kF}V6fHK@)pI{0 zXs_b;erUx6bgu$CXE$RSk){Pif5c1MQEY4~ADphH)GWRYs6VYl;I5%2WJ%jw1(m(2 zBSX>(iQKWGIpRalZv@*Ye@d3f?Tow29^R_P&%tQE^Xd0H2_>6Glx-WXz=-bucx5WF z_AW>lYPE)&#>(j+Lg&{=j4eOLziDLb^kP8(0X-aoS^mxQp0HgrOru3h4!8_WZGx#Y z$vca-Y9drwV%@C9!0E;)iNpI{jT3S0xL*3?0z*F2Y!lI^kUx>Ue>sH*4%wPkW+jo4 zp`jFc;FZ*`lDb`Df2Nn=5WFM|*an?|Io=Amlg?HJ|C6a&M#SbdaMu@xs|2}u!#%iH zT3~${=Nk3RFeo>=N#&1@3;8gDJ>3CBv`03=3lzblvuOj^0u0h*nGEG-8Lgr7Sm1TE z$if7-nxnnEU+xP(eHO9s+obg$nC8#`UI1;kVU{uW3ORV}zkcC|ztTIFc)4ZV=7s=6365zgs;gm!G z!f$NfzNqzTE6PaQ)PF1y;ULS==D9#9D0FM#WUtHk_2>nN6=Yo@fY`yFCPinB7MX%? z=%>nm;~}b-nNOo;Vu-Bg?*yW>(+Ez6zKcb&6^$rQEe@Xta-d}l2ZN3cRX%=%3iIkK z4vk0PB`hUIvuP5~XZXwC#6}m&>eP`m=pb9gM#bd}ZEtQdK7Yam0Ys|>+?4vCleYd6 zeZ=B5cJoxGXAq=kPnqrd0L2i9N;b`Pf3lB{(~}aqd7>$Xk1T=0^i}k9@Q^?is#dOY zURv&g5Bk7XhCYcq`g{gS@=2u8o0rQ+_0)GPNdh1goMuJ~Z3obtrt4{4ImY!?H=Fx~XaxflW zS2e)jqctLPOKZRI^J&iv>;o=JEP5{h~*OPLcY!DH56R076?*~bU->; zrSblK&xYCVUqW)_wmi)xd;=8uo(>Llc9w;`Y-I=2v458v8KNfYiIrlHcjg_9seABU z3P#oy@>fA$m1X60wQ)R|(Fm{C;T3PV(?{Md$hy(XV2F$=@zT=5yp>`yH{NQ|* z)+R_KIA0!|YS%GxxOaMLoQvA?u6U1;!!KJAuE3xfpW<#S8b7&P;zU5>*?GN*F`j-g6yj=U2*$(Yy1Evd7d2xCSC3dv>**;i<0Wn;YxH;eXJ9)s3k#v@rY!HaK+lFK&KKv1EM$49B?> z;SW5J6g`9pHz3)y&bHt%hkmoi)(SU~FnMbf7Cnc}tm8&eRCv=zEQ+n*7y-S?<5i3K z^#+Qqv4g$YV5oWX&xJrEs7MdVX>pjS0=A0vs1gWAA4AwJ?xAu8bWEE(tlQ)Jhc6?rv@d>bIvSg9bu4%+r1nd3|i1!CpP6v z95mvw6W=A5o^l>p9bXbb%~F-1UEYV1M7bWA!kx zoowtn06N)zcA2o*&@UTN^Tyw4tD@6Dzuda2UODnU&;)EaVXrVu*NbAOUrncUItj1r zrrdyZNVJTFo}CM2cqD796-66K9i}@W1wNHTHpOmAi~&3_P=K zZJ{q<>R?ik%m4sKYyvg&%`L@cd4ks@m+Sdz`eu>T<+h~s3VeQuP=6E~M%FSoL;vA2 z?xda(*1c{G&h5vo0-I^Jp=Z1}eFm;w2cw90l1*K-Yy1PdQeac8#ecy6Vg|C6Jd;r6 zc2~1Bkz z?cIB}c-*pmdAz27qkr*k4O&A(iv1bPBDPLwev?RdSIXpMi@hGdHlB8t$hVY1$tmtX zBV96oksLG?3x%xoCMy$to)526kBB@gV?z!@(QXZR4X7ooG=AYY+?Adp+srSZlL%GZ zns5O|ATS%VPiA67t*j~nm`#|k3|kz4_euR?H=;2_NEczy$$ug?Q-%ZI;u`SEyhDe+ zoasI8TKVR&f#Mq6^6(OTT9Tzsoer>S@f*gK;JDDuD|x(;l79w-ei1ifC7&k{PXssB zT1%w;*0>*JTG-30`?&+KkgLehA}>EWu#wYxo!*qR<2PB1!I+bXm6Vwt<_H@BfbSLs z^~#-M5_MDVH-A_%#ebg6_SnZZkEeGFXxQb{XwEO%1;GmuIqE`A+N~;ikLOYsuom!! zfrt&BpdnPK^<$Cbxu~oQuX$55H*U1ShTR&41TzFlwZky#S@8b)2I8O*TK^0iOWH~A z+!pKCw$XAE#C`Zi*E3dIS4-yp6$NN}#TB4g>*77mxPRO>L~pXvD{R)>0OM8?u|EzsCpUgjW+w)Z`DpDSm~+^F!~IZ1e;-$SN=OMPMKh z;4jjO=YR73pdgr>fK#giOE_r2-FG(&I!t>O#s9;64Xh_jg;LR%*1^_kKB7`Weq(F1 zOz&q)affc$j>Rn|mAPJy{1p!SNHeh|TDgYOGm%-mb3YLNo zLcb$1w$aw69E5+Y46v=?nbVp*r(Up^mwBe1rk}e&V*%jWOCts8x*;Fo4YB9G3INfZ zxqtiERja&}Q_Nrra&Q_vg!L#t3*xQwE&+a?wc?byRh3q$bhv`tFMf8&8lm*)e;*i6 z9Yl6tCzK}yPBt|>q+h(>L$MoY<}s){8=D)g-Us}G-I&hUZ{HqJf$z5Ky^EwJa)imB zTPXjBa@Qp>)y-wA`1`WOxNB zlZsELx(lqRRkZ)eSZe-=_y-xtD?w*!O7rJp|J_2Zv8Bm-YmY}`(jEX^iTdlkeTxS3 z{uoGZP|<(V2v6!mhq3o+%lOE-eeiBWp!GfFz!e@fK^VbLO%*34rL4^Xg9zlSW`F3f zSXsTW;)NU)jYak7Mw!up99ZohFhHKDbMb8PSL(Zyb&Y#Tw{5kr@VisE?)wrHhv}9& zWjGQrdiI@eU*6A4@?3P%Dq*^5g@1s!iIw*AYBU)Co$;(k%P=C-bslSRBl~ecJ{3V$ zmvrctXlF-PF~7_Ad6Tk#BgDDD2!BzZfiZ@a5#41bR;uYtem_oiIR>)`h#A?dhd>U7 zs7g|%{burB(Hm(+LIbT zI;@=4MJY0bj{zOL&>9Xr}Y3>Nq1Rb1t=U;WK}$R)3|pQ{3Dp z1;#(^-l{=ghpm|XT1zn`Zs<0Xn^%ySzAGV9N7^lziwEJg8KOQdz^HV;$!O6 zbgkp>&k0(ghw2WApRK(RD}UwdcCHte+|@G2pDHT$w44! z&bqY~-&W{5Qd3XmYWOCg!s$4iD~q_}g?Z9})f6d0esh^hur)i8*1R%W${1oFpA?a8 zjo$`v8|@`#IZ9f1f`8vDhm&8PgU%E%=6-;i20;Vv+RNNP>n`@fj*+0Du-Bv`Y8Ub+ z3=bV0S`0{cPA)zZ2>BWHn;W2;`Y3vgnMVB<=403dp?LQS|L&9;<(17+&zTv)o|l2{ z(*yW;9cAd}bDt{`0D;8z$E97-d0BT*58|)og#D%G9)Zy(^6F!C!gP z#9p=dH9S?N{#(!CZ-KHS{cm|`;*9J3& zh>(gy?yO)$YJVt^&x@`MT00UaVhXChqdta`?Hi=#-lvg(bJ(4srSEwB(egF(Dq`|M zUei8%b20*g1r0$;2+D7ZO5E02M>q6A+{hKmHMj5hqE;a;p2UfL)bT8N9h;dEfBr3` zwZ2^cSAA@Bu5V3CdX2Z^V`HskoHEc4nY9Gn76SXsAb%{#1YnZ((upm%0r7A8#80i} z7cexo0xNi@;cT`5KC=wS)7g{G=Mc2GhMAD`0M$zX4MPS$?81DIoDgsPRPVrVcEu8c z1Noj3y~fdw6CMy+*p(^kyt;D}h4@A-4B8z<^zR3o3~?`gERFe%NHD3`$hQiNU0wWs zny7q#=zqfna;*l|h`{?^o!Cb4JPUEfW)G0>S7FHw-s#3r!8$T_R*8>c;0^MnM!s#) z)qU%YBUalG5aIN!E8G!*;f@ghZD_8mro|O)2R)G7rjfC zA*P|_ef*w581tz#8T%MGwkC77_SF9|8$S95cz*$*RCW+gBs%g24u}69_==p>s@w1_ zrdzZZ?(S_szVd~`+M~T^%?^1tdB22^`q>lCTYi}_JheNW`eWxV)Mhaan4BG~y4fJX218X}dhFMl@y}n0IIf2l`>P`(8jexG5!fgP%?rv-^KPb0(N}uJX zDu0495MYz)ISCzAk$wjna&Mevl3-dOV2;~Cxxh&xof|CYG^J+#Y-cL9lu=%Hw!j{* zx-J0kuBcC~8^W#UP}KI}~@ltCed9c?_z^?V;mGcNlNn15Nj zrq_)K)yDtY^8=tv+N@1`0Fz~j^xNK5e@R$Z8Mp>u{M}Zz=0uaT&2Z@6!V`yv>!lr& zzR}fYePQ98$N*GF{bdNKsNSr1rAkVq^wODi-TqCzP$f8`=lr=8fEf4XJsWVZN}~cl zX(CBO3;c%_);l$iG`g20&+Y3c<$oU3y!b3TNY&@cleSJUqX3d|no>AxoAZV9W!-3Q zMmmKLnD6?z93mW@B$#yfw7VO48F!UV(%FIe zyaMCosFHZAW>EaXcYh2?H6o<4V1H7vz^7kKR-MG4LRF;azJFGsoe(HR>@CFD(C-UY zoPyKfO|pAo!5O9karKj5Q6Hc(h;Pq0$& zQ6pGQS~Un>IEuSjt^%*66iglE8&4EAfgG*hqf3^--368C;iX!*)PJ)%yA>JJ7R}|f z9GxN2aECIL+LZ%(zLIrQoo`s{fv`_}tkc9+)GgA8R~^cuqmn8VOjp@gerSH`*asX0 ztXK|4jTBOJ*Nws*%U2nKaBmQz96-=}IL7PIMPk^FaQw`TUV9$8<5CApLA-6hh-X-s2g)nMXRGqRLRu+DlX^~wmsb@-~_`O zUxY%gJxh|@c&v-ima_g*+O`;0W+f=k5GG!gp^J(BoKpTe#($U(rGrWK`h_)?K>@fc zM;elojh%Epu~Pi6>xEH43cta+*=F(+6F4o?lMASrZAglK19|7prp`-=TKcGMQ2Jhn z{kNa6%9T^G*Ore~q)Nsl@ccnEOhPsN_(DKK(?8L~^1N2+!Tk~+*e%R7 zhhUL72q^B0tVMdF0L-V@Rs2sHf4Er0QDMU3nlHi7YA##MY8 z$4}S~%bueJMN|SIP$0hPb=dT?aAbU|7&J`E7dj`(Fn^4j45z=KoKGWHu9LXfd|(}i zFw`uiE}%iYRFz5{ziWZz~|b}S#cd-O!r|fhv+6FQCSsSPFK`;GH3?3-rMas#%q&y6-6R= zplPvBp?^h`QI$aZyv;u2%5wI}wl7*TH>di3R3NafZS|9*C7Y)`HxQdMWn#&r3kx8b zkLB-ax-KQq;&0)0js@F0ahoAYvu_W-j1`?aO)RI_TAyZWCkG;%q$+4;<$~gR=z17= z_=;rwRzZrXKZr*MCi6Ol3V#1Yuzuhx=)vkHjekO9`b?D)f;yi+!H5~!=q(W`z}@$g zSlI?>|Awi)Hy+7*{QsE&&t|UPhX(&Trq(b7#7gSvEPdC}J-Dy1=YLY;0ois-5VB9{ zip#F1U8NCyw5s*#R#$(I@Jg9LdAZg{a2f>A@&=R0Q31|Bib70qoT>OH4ShVX*ZW(S zt$!$a-G-F*M_oCPexdW(`8hsfRbXC9T*Sv19QAm0(OMq%{KTWg>^XRPp@aIMV^>4k8TKmVn$3?7zRjcBq3`nd!P+!%igoT-;L=AVs_bx+%$CoSxEDq>ivvZ-BY&=x z)*M7&L|-@ahq6d+$;|S%QConPB9SX*+hI~E3)r$m%E*bE!A+1pw z0RxX%EGR7DlSz$8#)1XdZmlGX-mO+BHNpmSnUC_i&*!p3%BUAT(}W6Dyp)vAGjh z3Q@9GmESZMa;wdi?~M7!{oR;~Ul_KdAJypG5n=7f91Hht6i^EJk0~;|pnpyyUQjO= z0V@7oLaC<~#va_yzs7?KN9c2I$x1nZ`PrCyl2&GDsL$Xz@%#LE=97#t*aM$_djSW> zCJISeZHNeJ*cc%!y6qMPDo4n-RW8?dnIbJ4mn#%KsgGP%rr}LEIPerqbZofU)1UA%t(Jv6u`ZELS=d@Hx6(8j&< zquj_eeqjbl27=d+Ur2Sd=k7X+Fx#2h*m?Kn_V6*eA5i zJ-uWLbDVB+q(Z9EJN%}?Gvqy(_^)IpdZ<8|%j#kTw1KAJcth-jc7JK19-IY3yWG}3 zT-0wf5vfe@EoUvBp8E>qf=n*EAse0bAq4V~rv#8GU1#)b+aOlKea`Pn(q^at zi}a6lt~0Q7qQ%g5($^bE(sO4SV9QxiI>xh2^F_m%m{8`m(1P? z6}R0k3HMx=+$IVXx9E!rh?A%-6bImASK-m(jnd5Lo;-DryyO@T}nuo zba!`mNF)7?=iGbr+~42dV!`n2cgM5i4c3B!R6&_u$i&tNC~gaKqGx7c;sMCW%G!c# znVIO7fM(9th7JH01|}vpL<$NK2cV&og)KO~HQ}OibK}6aWbz z2uMJNVTUfQ*GP5abB_Wh8F<_o5BBlwc#U-02@;;6gb4@@f6II=~SK{8t!rL&v{t zWfT--05*meASWQm5M&HibTV{ub_5vwB?Es0O{o4R2n2{YJ2?D`A^YDYhkwHSm%6Ym zI5QnJ8ffIkfVj8ljGkWfdEqrYv3>Tj=y?l0s2cOD%5|sguA}1Gsg@pyc1Rhc`kco(`jSZN!BjT^} ziCTc`gDss)Bzk?45y9qW{qbix7Xy%z#b+ zCIHYL0CY1pXZ#iJuW9)uX8t7xm%-c9&ejfKYG~~U^tLbsfBvAzqnG%**e%5TK~_Q zg`>EI8_-0-!pYeDuPXj6mU1!#kG>Gd%o+&p$zLMXU%SZ~JhtGY$Kuz?1)yi<;QXI8 z@I)G0fq;&V01ocImVn?Y{10Dn>3^{WFe-`(sVRS{(f*&2`Aba(qp=0Jz1Akcf8=Z|zr;>J2Mb55-=<*VMt_)sV;X^b_ges_WaMCI z3_grao&FHB|401y{`ton^WS1Cpwqwfxmkbzk^heYxKhUdAa*brV_R$RO#Z`}?U%&H z=8x={z~wag2eN{5HLm>mEQw7Z3{C6hcikZ9HnFB$8XnGv)wS!TQ$*{k;w@rOj{13|9CZiXH3=1m4)c>jn-Da<(!0bxNB3L5Ue$8{6Nc z!9H#OuwrHgCu;Y5863mT5PTc{tJ!SK|B?Q?)vRC&c0h-}?&p70IsTGa*#2%P8@RA` z*3N$<#tfF&|4#fDat1p7b#(pXo9%y>&=!148vW5!X0Y^+elUYm{_U0>oSGxh#^T@e z#{NqO=<-LC*uhR5E!=+d1E=9=ZRlwJhhuOSzjI;-r|)F$0Q_Tmz-4lBwf(~Y?8Eu@ z9stMu>y6`RZ0qo6t-%d<`2&IpyZ*5Q!A{-&fZ(X^e?V}bJbrTqd-4D}{LO#h-^aMZ zuUE`p7c|rFbNxThyT7oqlY^}lP~E}={IvZ;Mb;3!lijqLz_%+iSPuUB?{B*Q3PADu zVep5wu&}M0Cp{auRP?Oi>T$9%|Jt=2-v2T+{`;Zz*ToLLfBuVqy>b9Rpc~K_abech zm^a8Wxh|x{M=Wo=6qbUU;kbVsS3pBL7G@!ByoKl`?K1Gyg>&nsLChltek9mU2aR-eiTb{5X#<^#S?w7imR{e>IM_s9@&gI7z6!l2 z>UH9rWY*3WiJ~VD9i8*5>`$g{S9qM3%M84)kq~bvAu%NI3LtXa&agAA^RFp}x8Z=J zG&*cX!CWI?lS4JkGCY{e)Vw`s82LmBJ%d;(pp!__?r;FYyIg->AgYq}WnwIcUsZW$ zO1R-Nr-6GRwBgrylD$IjdcT0~FgYauxe5_N7!P%D*Nj?Pq-S61=TbLNA@PiRY485c zu17}m>)6@XFNZH?&uW3?WRrs)wytmee{8h$GZ*Ld@pr53YrM9{w|U5~tk95q4lcCH zlyxD6^-5U$XMvLO#f?3IecpoL(34g1C$_%)_3Kfr(t&ANBF(50-KwT5^#Bw~B?E32 z26&#*ZsB#|Puo0WeS+DO;iZlgqMUc5X=iaWB`#ak@(_O;v=A#xgWhRVTv^a1eB(UP zv#Rb@R&efqh)wW6fKSqRBb0h-o%ENCW-g*;3chB02s60VbR$9-_2uvAx3R*AIqe?d zlp%>y3TZvG+*IdibojOvQ-pdKIJDB=NxTmU+PH*5=_;yz1q#=yry?Li&$gQq`x&89 zM})9=m0*7dwcI$;!~IS2LRZuH4Bk7=r3+~KT4BxxEj`bsFy*=qnWW9$OHf5bTYkl3 zEQeQ*wQznSoRn%>W3om$63@%Hlq@%f1#04QsqbSh;-wcl>Aq#E#)a&Sf;6R-cT4PQ$JbDG9tm= zypmDqr;qM9=%9{eAFYXz)OQ4xwr&A^g#$P2alK1-fO#y8AHrur#!j_pFToZhZEp~{ z?tkC|`9A9E5KWt6>&rT5hsKcw`37qme0XKJ1s8vMjftVmgXj?5U>x_%{j;kNYgZbqUX0yOs)H>a*aQ3?qk<>P_X+tvAOmC+IN zJn`7xLrJ1M(d8c+;z}nEa|NWx^O{MYo5b!mwzmH1h$gUL&W!va)1dhzRVct(F^ugu$oiF%k1w`)e;Iu5u`5Mi{HxO6-B zH*yCQo#evwm?2}v3q`kxQb!y{y=eRvJC>U;TLgi!}MAW5Dyh^DU;X!wA}B*aT<6{ZGUn2~V`&wtzlS+tIN<6HJ_< zK0tpL=1wkszyEaURFPu2#Qz#dP z=ZvqL-e0c)R2^-45EV-Y*o=rU+m29YZdmc+J<-|da4M#g*f6Byj8*kDqhHHxvQKkN zc{8`1q*zknUG4~PMVd@I=I4J3A@33_j*QY3t(;C0`oS}A(3~x;cs{f>bQ};b%S*Rt zdAK_+q3~GH^xN6c^xuhR!6^}#d@a1rzrd1E`HZ2^?F2XZPT&T4c~O1Fx~!f+Ce3DVb*?v>_a>Z+TI!-kNYO_gVzht!{UVvdWB48$ z7KYt0v{DwpdS`TNykb`L?nI--H)yhsbA8 zFnrb5bKHSV0K#J^7T$kltMX$e4}77Zhl~=?8#Bg!?BU(?I^D6bHBYh}%n!PAWsB=8 z?m1Munifn4<#<g>M3UvYWn2{ru7A?rKc-lj;VCt{5*enMo7%h44sff0qtl| z(g1WX(+p?FHWP*)*{q9|LJz8zBAiozM|3lBAl$ZJBjd9h`4e`Wd(g6Pb$B8#aj%KCW3iX}n*dx|5s41__LaKP(d?A5 z`ReQs!2r=@f0KV#N%itVeKT8hO8O;si!njp;8UQAST4SP=bZgUILR7<^krYkZ=DNa zoP&#LV%ZsLbOQv@SOPcy=Ch>7w<4VNAF-~m3gKBz*6 zHyE+En{!Kq%*|DeTNSN76;XmZfzGVFFw?Eo()pB9oZ5dSy0nX!OBg(`V(L@&^@?kU^_+uBpL z_KfAH_GKtRDhYnGoE#ks$-HJ1{xG&%7>VfuH$q-jN zkf|wZ_kw?G$>Uq?6uACEsHAT4EOlfg^%J*eR$M8z!+O-IVEW47^GGDqs0m|?wbb~@ z3i(8Uxfci&1RJIblSotCNOCX(fR z{^x(-g$;wdhaHtxDmSZ8Bnk%~yP&q>T5gRz9?KaJ!h!uTqDzQ`kR?xUfHCn$@=nHD z2Rck>vzNHIJ|Y`U$WwT>XDEE$Xa^y^&rfvRx5UH1b0*|YZEdD+64#uOoM*bqdS;p( z@zXNv01uujrg`Z`!w8uo&pxty0|G>o6{cF4>x^}`jDkEY3i+Kx&G%|Z>eN^vnd|Q|}*{kKv z86eg(KGz5Wf0U7s3{#XYE@1s$r$T?+TfU$#t3V2e)s6c}^E2U~(Ow4HX>$HoH)RYR zz7iL---=L1E~VYz(NiG`r5e!I*)x``mM7y*p#fEOU)3vaJ1o}*cAIb5*X9S`dk78X z!j>bc4RyY3ihY|2`<%=)TmIl!e|!yn_<@dw%2e)Ho+*ct03xXj=vPH=5?gTD2C?fM&n<3@-(seuC152bZ?bxfp zA%|Ufa}X2SS5S)bTxgpD`saU+XTZAtihegz<8}%w{m{h;=CDCb$bN@3F^LD^dmCTaOQAb(x@)3Nqa($|epIR}>oCoUoK@u1}CC}Y19{qnrU{v2|m9~D4 zVomS_a$LUQ&jgzIV5>$^CyGg*6ky>({~(xaj?DoH7v~NPn{e#d^B7i$=iD6&4Z`ft z#dQef#9>%eS+@E}DjBh4y6(A+sk$R@g6_XZr0d?(Lr8SBzp$7FcGuuu=&BqT1Jhg4 z69BzYZxsjpYe}Mm6#akbB}t2EBi_E5GVRK^*1;(k$MM`k4AN_B<}Lng9Pwrk(q|o$ zH9$r#Jqhn4VI3$;%0QPHj`#0ly}$Ou5O@&Bp&0xT9F@d01R|jVh%2ALxHUalDTTgpzyT_#RxAKlsGh zPg#n@IzEkXAEdnqIg^#E}@~mFo!Z_`<_nh}zSQ2!r|%>Hwsm zPhM<)9K(NP*rMEcKdz}`UEbT2EOeXT)m%_;ydzrP4USc;d=HglM5>+&?2(F8MbyZ% zDb7}$U02}^kC&HzZuZfzPpFm&ZbIox(^I0vS}ot|yh_g(;rg(Tjn7B*&5B$lo06pS znf3YmJ+8sNRJ&%xrhGAR`uLQWMYVZG?LWLm61;y&te^Mu=qNw-KD&O$-T1Vq{mE=ZF1Y6--giRg(PD>nJ84)g}-wyKMa*j$??1Kc*PC%&6oh!R5R1AqdkBr9jCsu z?Ph->{wH*=-KNM{PwvBRB^s@qT#n+lc(StX zpVFx{D#$sI%~2Eft3FkA6_{%^T*Ow%2A;1assqsu>pR^<2_lOhX9dsFIPFP)(o^t? zBKOa_*qdEVjEHS;4JKWNUKy@!)(eWbrR0C1BsR>vKy$vGUi|F$^08u~|Bd;lNQ52) zxGP@0^+tNrKpJ>It1rUj%MfWJ%Yn-X45Tev-EZIBLu^w**raac=rNC7IUxMW!iR-`_?X5Ox+X&x(Il z+53Hpw%{?eS`Mp^lenoW_n`O=wYuM+)Focs7FZQiHbtqzB42%Oby0L~N7QHUovlr) z2Ky$!RJqh>zK&<(B6d2|GVrxLTKquvXJBE9m@aXJ4n=X-tL?}n2W52a>ca4a?>aw^ zbE^Y4T-kwEx_-F`^P+Fx0oG-4c!+;-M48CV$%&dSC`t_kREHg?&klv3^-_%`ttePQ zdn??}N>0Ad8c>>^K2|W*^zm;dcrwT)WH?JR%U`_uiSI&CbPEy(R$^aOrfC5c7LOhE zqaWYnCvz0WeDl0?vLGhdv9IoOcuMN8-z2FLB?wUFU9fj&*r-Ha=iK=KYLkC{lQWj@T_vy$P;|F*3oI^9$`&a0@20l5z|vEG>+NdAGJc0gC-d>romqyBm9jHR!8-tO-;j-aZXf9jEUPe3w6xxYwV3@0dw~Fw?Vo zQpT*ys!bqCvbDq}t*@|{_(Kpa);fKpO-SgDzSg;;S%7V;8y6>stLlGZbS=mc35eo2 zaQtVIL6}53BmgDZa$9(8N;Z=`?FHR zjkVFlwL$udqV_{CCxnYdcO$^;517LsEhC{9N;*)Kj37N8vmDb8xEH&_C0!0wrOMDu z!AqZzb%p6C+YacmPdq1|a&DzK8^h)O347;eMJM&nT4f1Sld*r%&XpN6E%F*Rx4*-d zYOGDZX(O%?-8&wkZj5PmAOa)~rq5EW0-A6TOfX%F=0zKzq$G*9g4M6%DIU=nfN(-B zq{ZCb$w<)PhKx6_*TC(MbaDYln6&KG?|+DslU;PElMY-qVsjJIdQ)-=#YfE zmRThroQM2TrqF4gm?$8{H?yUf+0EX^^I;GxbztPJU|z71%rqs1p*bs^qnGy4jRj*v z9*I^PdrnG4rK*m+6$*m4G{4i)(l&K`$7{xT@4b<^uU~(RUNNTPl*!^E1$(@Z3d*I+WBi z7q_{B(x`u<6AaDmB5)#?QjrlrHS>Afh;9pZII5EqZPP3et(IO8Rnly)K+&RRu%pCq ziM*>R9}^qk48fibd?TrWd>i;-ej{M8?BRHzG3@dD%rS8nu`MbWy|PE#ke>a%ukNl( zM`D)yX(lCrSLEU3}7QQy&RNA&4h(`_f?Sv&I!IwIpow(WoQuW6+uRF5)->fiI2QI@ zsAPXueC>>OSOlu|K75sfn2;z(+E|R!JwqWC1z+GxF3|VR%WT*Ml^Y2$f0lWMKtN;v z@Gj_F)$rn$j@d<#sHqb1MjqgfWC zZW*Dsx$DB%m2%F66TIFz&|HTf-IE%YydIe2KG`w$8`hto2dcsjDM-XCQN*spej&T~ z^bVt;wINY!#N!=}=Hg&hl(`qCRhxxnp(B0MXR%fZR#10-o8l9_cB_PdWs^|V3;rrk)}3uHFKdosS_kPWD$ zQOf)c7a@Js7nW_Nm|dIruY>P?EF@Qu_NZ~%kUrSiP*M=k2HrN87r-iW95V2zp6LPS zDaV~+rnC5R-t{QuVxj4|Pm2~nhm!bUM%xmKyXvzWA5Ip0T1t-K)=__3{E(VZFC*9? z1Ci!X7G{y&IxzK&U|Je4Q8nps&$MpyaQgwcJA;D^hl5NOaE=f6rW(jzqB#w$7eZ)y zEdsAY)oIbESVpINR6i+5Gjl)szV-I5(q6i8cUSf64nJj6ZiT!sNK>XpkC_U6I%3M2 zn}dtuGB_*KQ>S_b?>K*NgI?W#v6;7a;W{vKsY`Rhh)yCVW|6I;3oF<(p0o-s{zL9Q z+0q#{9SUuUM;X;^b4OAxGkG(2{OfO%#T-9BzMXyMN}2P+7-@chDJ>=KTl^eVOf)q? zc3-2;zA3g!;waFAZCv#OFD+@mqxtAzpO?PpwV08CpeJ-?XPSR0u++e$e8=w<{<$b6IFJk&o3|VP(R{3A|L=>Sgp>U)1i2~fnvs@_i`C2 zL7A4-XkYH*yUq$&4qiFg%?l*BzY*uQzu_XcW0<^Lg}k}%d{*R(?>nNP9*%@@s4Z|m z4%=_;A{{$QWeI;GH4qi|q;G!|N|M7=kFO=fP8)AIQmEgdKdLjZr(#L9O?23n-2Lg^ zm)W_&D{4S)QRei+m5uNkpvrn8XUT6^mLY0=HY4NXajZ%v4!PeC3L2+UbmMi-S#sIs za;bYrqmAs0FY04b+VFm;F&X>(1S5=%O-Sy2y~gj@WD$RDZ;PnM8V zaGDrvbiPhqh~nb&4mNXwk3HnJJD^YbF-wQ$(SG+LAKhSmiV^Q36)Y)?C#H_%U;%Ip zBViCm>0W;+uLt(X>JfY8S2zmc5?(IN3_Iu`2ch6zzsPEQe&ear0E^{GIHiT)Xf-%k zbmg=v9^Ej|_i9xNi!HHD&FquYjiP)VJrW&L=TCmwE>;LKI*tjjacg$Je(g%&9iYd(E$t(p>5_3qaz zn8p`MRo18vhpD;3lHJHjtPC#@k7lM^0xI-3nVHflm5DqlES7jYZ}|*gx&jf%R@n95 zq)LC?`!{?p?#EN3k~2-deZvyzJk+PR?S1!fn7jz{;7XMoN7A>AJDE;UVWLCZJI(@ z*=R<8w*_u}3%b_6AH4RsKCAI#kfw$CLI(5v$b=~I(IdShfb_@F`XX(7`zDixpv%Q0 zC6>O7+~zf(`0@gveHm5c%hoC17fjZWQA1S2F@3K{9P#=BJE$Qw=JG@KtgLs#k}V>x z!-U@xnPlby#_}G~P53(zZsl|8>1?|@P*1mi^6Emqe05>cRECYrP{Wtu?(*KT$~FBm zR_LApiPUshmSzv&7u?t=AULPCj$pAo6+y|!Z=kVQZR(0{pu34sC{kQu3RX{~<#-jc z`4&MqL2L^0d4GQXo&T~gje>1khUYmZo#pU@jLwcJ-#53i-b-(JLHARax)@{XoR18D z2bPFy1|RT)j%xs3>oIiEXW{BD-FTj@vkm=`v>3i{Qcfy6RHkKi`odLb>jgq=cW*qU z2M<($QO`9mFqc0&A;qj+rfG~Q?2xo?AQ<2cn6j%_q%<;cLiMXCaQ#i4e=rTJq<#B% zuLME3BM|6HzIPn9U{cJ*f#Q-?LZH!q5y_;QCzI`mG7F%%CJD#GYP%<-KL`a_4R6 z*Br{0SwDZSmd?H6*9GK3)e<#riUbVtz|~2z7wt=yKF1(^`QE%$3f#e_LG!79mAEDG zSwooP-fW#rRm@=C9op@?=c8gtfvp?C?6G!J zo31>b-o_b@`_z}UDgT;km05ya%?KJlV@3njj_(q&Y1{a!K9`FPJ&0P@Twwx4Q$)u0+NZC=LSS-EV)i~G5g6?XZOZ9l(Q<0R{-f)Y|2V*5yn+mpS)Pg5kRj-%`%%7G~ zAy#P*DNm!5-%}Msc?-(*a`G}&LlNR1_#?{}d=aX9R5Z_Vc4KZf58+{@>9B-}ia0zN zaFE7BE4Lc63@&BvX#7ln*KApLL$e?(L(Kl6t8>8sLRamvh!)GzDaqT+9iiFXTa}Bh zfUk*4-Lv=uj7i+<`%9}cJF!{X#jY~HB}vhXUgJL0s|tEuB@s@cY{)2;?=HAFti%tl z@@Jc$A@$AM3QqHfW|F`6m${C89z!N9mRW1XJua_MeKfx>eic9=bg)_By7GiEB+PZbeY9ShRiK}YQ_NwUnEM-+-I{YUywbQp*+|eh}#peDT!sFxQmGn zt0o8F>1KY`%ZiqNehu7SmmbZR(JqE&WtOGt=7X=VCvR+#s~=E~U<_B6xc?*_G|9r# zFPaO}8k@W!uT#gL@*;iweQG7MPNqm&kxGco0OXiGUQ)3a$^;NvDPws{=03%4*PtZb zd=OE3a^D1}pEf8<+3BB{bJaa;#LHCaG95x3@LeS6Q9o>d*`u9N_*^J*ttb*(P(~vK@^LiO;E(%o_ny&}w(Y=NNDF{djdcDKFj(DX_yj;)uR$&weCkL5?wo z67G4URym-Mmi->Lmr}Xyon5sTy4AScSh6zeHZVYa4hJUZmRpNr+0df8pCDQ{_MSc1 zGQt}_HU?vVqrN5np~2((gbwxVrlHcId76l-tgnS^U$B?0h#vg+xf(r>RbJ5m#94X; zSthuu`HxZjluU^-)vS7&2T%pPVUwIWxV8Ac%ZAzRBcY0V#I}E7W43FQ4>I2?BUgaG~G?{JPjI}7aT3@w}O!@l&w?W z4c=-!YPCBy&2+lR4Y-mhdX=5;EUlH_K3QJJbg8sX4t=b8quWmr*nUhY%#6mku4!ps zQATR6mzMxzk9*=m(-JJLp~3~h5SL5(0iA?{i3F3 zKlY`6yca^Y?tKAq{FC$ zS_sA!D8FZFtK!&P9VgUiFqh8m8>anWX#nwmzpvqK8mWL9%Gt^p2j)&pdyg=3R1g#Z#c=SJmWk2uD{ z49;n@eOxa;**I-=L9T-x#rDoOP+VzkJdtG1e-6_+pjbh%I{y0%Z0F|lQ{W*VyWz*5>Gh-)`MGWW`XL_OC4i~u{dg^~ zzl{a8lU$|4Xo6g9OM@q7cIi+tVwkl1^pnvhF7KSkC+B&e7`ejS(qn1%(B60j%cywN z1Fz$iOoL&2vBlC3#I1CrO@bb@B=M{F4J#`C27AWB2v^T{CvWjI`4nGaAxz%oJJAmz z-z0e*;RnWzJePhuDAMwf#DgP$s%S87`T5108!a@@yj>{r(NxhPIID!cP3iSZtzl|7 zJFX*F+0yO)%GZ~!aR`AK+Gdql)2|R#&Ms{JUFFDK+-?9Bs!9b2p9)Kz*L1G>^PwNP z&kd?jv)8>dr$qPH=w=$Wm} zupqL%`c9IS9eQV}CP5F_vT_u39?MXxkYklRnO(zaYH}gZ5r|*l#pQ>GS({4}+ayH# z>EWn&0ZJY17#jS5sowY&o^aW&pxX23G!}#FB|(4X`2>s$ypA2{?irp-rQKFN99S2bdf2N^STCFF2*$Yb<&sQ8n2g0yp- z;WZ;bIR>#g(!7tb8;_(+oHo*%0(i^;(+eME^zPv)7FhSM{r6aZ`_Vs{oY%((pPyxs z(W+<@LzEB-hT1wp_#abzRR_i<7`UJYtv;dz5~{FNgoN}6n{T8V)iF?n9RdBH(BQZd z@et+Q5Ysg;@ho+;9sc@M=fvYwaN9R!u(DL~)2HGI-&fO{ zUgP)=gy~dNw4e4Hk_h`&S-mtLIR>MWrZ!AK_Ul>>uuKLsiOu8&&gJ$E79#WDX5K;e z8b&bZ?97h<1f>pl-f>O6TbVxRVq0AHoNGBCY~YUTR!2X7d866$N;rEMow5ET1V&!>#+pM`bYQsK(AIoSwg5sf`?Axza^LTeLS zmCsfBwYe@azKQhxj55lW&#v@AhcN11iKch(b7XyGfSo5TbUQq`_@GyGy9mXxW`?sy zz@B0eB5FnLJ{ybEqWOq3fdeeP{6gSS6m}*&PO_}kG>ltRd}?AIsk zbo%s^1}QjHoRc&(KCX|4`@Bodl3t0b`b;%wg-_FRb4^>JIvXUlm|xK#fYKuAXPl;U zzl*GYrS!uqn8eR+^M#_+lL2Z^|Z?o!R7ekUmk zBfQm~?b4A^ACiiuwf150>Yh;ukJ2%ZtrUHN?t7PZU@9vVdpj1ul0Rq1HRn6@lcq0i zNMe6NZa|OKD2barjalU9M}~%Dv7JlGyk`l23;Yy^A}GxoSG)--`gxZoYMT5RT@J0s zhtnFZan;A&i$-;=`ez|g-X8dld9NZI2lUv#|T(DP>iO?i>L2m7F9R%ad_IOt!Uqbx6ulT6kXAc!tlajVRrNP=fF^jT) z1%I6Qa?6t>NKIGymu_e3S;VJ9Ko++_W)srHb2zzdll1&42lJ+Vq^LFgSTv5L?{m&k zf9RP+nXn#L@huf={pB}#$-Q9w4ea990si;!M3$dMRIS;FB*H1pSaB|!JCDokzVMGM z@HJ9S6OCy%n)neb2-7Po4UG9=mF(qzSTkxPt@jGD)8L=Rl#sYlF#KSKC8rPG_6f_W_&X&k$IeYc|*P3A~-bm2eYSx}luBmf_2aPR7%auNLZy z?)|+}f`g%NYrc=g=r3Pyz`ClX4JO+a*ceVuT}euu7RDQgWi%Og2%1=up26M)e`~5e z2XO_H0vd#sYVNh_JZGblsUXaMU6#!*o*|?zt(Mk$O20_wM50@Z?CQkF>1K5*H_KLh zK)ZC!;GW9BgiSZu??v!b#a=-9@+O2y;zUAD;w@7(Y+fk5LNt4|t%*AMgh=u9oNUbQ z_ghc+X>vNVU>js{Jd1aO2fcA5SGbs&XY*fi-=M-jy79;+PS3oKZp9#fSUhKfY1FRE zxg*^98JtBczLxw2HdfD_glJz1M@G3@d~!pbVs*#={)vROSliHI+Wo^D#{`5((Ur(S zJRPg|{E}vvv&m6Z7k(rSm8&38!|*oi9gUX5Y6=dA1^p$hy-$iWX>GKLCet=c>v!Wu3x3-R=h#{6Yo02V%kX6@}9)M--6 zwe)8?oJRtjkMg52332;D+bq|tbcRMeCArM*_)xa^kt_ADCF*^zn!-EuepYWDgvI^$ zuYD7E?A%Ses&3r-6^y>K^c9l_8=77u*a@NI%*txsq6-vXbyT^3eq5)jqyxyx)75TJ zLQleU`~b$wN_-{+!B>nM;+@%iCV^?|BR03UhDP`T40+ih1VBMS*`N6I9tlq$uDU4$ zgy_hQkxhzlP^?87v(rQZX{l2P_Ml!X9j%EVr8|Cw*HK2W8w@L}On;&q7?SD7xOSgG zgsq>5p>66)X^u~S$Ebty-zB!{kwq>oGs~e^OI;{7@C!#OsE9!yUTGDP?nZ-6X{GM5A)8T&W)KiCeucNALTTIvclUZ&FJ;H= z7|o{q@PnNLSKCN|m414n5UfpD5?5 z&A1xZp=vkSM|e3K?>%&pk>GX;$EWm1QauzJX><7slt9N zi9I23oXuj@WUUV(a(BwU(0vCUM6x}rPf6J-zLP(CHG`TPvbpH+5bp!A4~-_hhB0tH z?c-SmdNL2oYRJ3yG)|iQ*z|d-wg)4a=LM}CuOQB|O--czLF2jNahzx{SersF@q4G# zD^b>eaNHjt)U0EK6t(aM`=RgzOgmt9^}syVtIdKxM7OEaGFNvQ(T=dZVAW>B?3!>yO|i3Y`7heh@w4Y!DY z3^arrP3lV13bxizAt!nPRZ_)pLX>8A3x4-gEEcJI%ziCHy}kL0?7O z(a*AGmAo?Eo!VV^Sz2|_ZJt7@4gKt1B&f%XEOjOP(a$CM7!DKj4A_;>9?M*FCE7T{ zXKefxY1_~S77Z=(T2br9kn5Q^$78;KT}kP?AHP&74}}TJmxQUz=nuq~k`z&dct=T0 z#>Ri5IE@JBYbl~&CB1V68QLplqT)LoT_BaDC-VpLL9#O!z2#9rPgdnPy@*MN9+Z(H zBQ~=RGLnc^H^%=GGsi$3(U2wG`pWhmnb^rT=y4OqN)$N7{F#*Pn{n=qVnjxN+X`o; z8jSGJCGn2jr;FhDM`?0k?_Kb_I+UtCuH@rQbA`L?^PO6R+f}Fe!MTuWZ>oP@O}M6S8{LZ+ted~Q z#ASb2J00=f{=ldp69`CuFVNo3+JE+G5e;NkY$ju?>e{qR*1KM z4;c=pU_X15_K2@KV;kF{`d(dmYMEzTL|p`fJ0_$4rHaZ9<=HisbNd6Tz9jc3G>l+@r!YFeWC+Bw8mqpov2NNTn`&A_7Tc7hlr~p?dQFMZ`|&O#oR<&^ zQ(s!>G@{uzUsBd|NRa@oAG*ikqd3{CW`Rqs9#1m+cCo@F9aXWKL)!U-gg1jkXA~l^ zL5ab_E891nvuoBgo+%`v#c_|1$_9LjvrsNc_D7pjr~@o8iYU~=Mvz!<2fbA?nmM=W z9Xd!!X#$^pzmnL07}wBjzi>=w<;ic-eQmM9_Wv=|z!n6Je&jY~$b@p-I5QEB22y`D z`R%wUH(#wp0^+`aVOdy?9K5W_@6duDwunmGJO z#g`+@LRki z)d0MDs~b33pIMsFb=+%nO2U40v%`Cw;BRH6U#E0s^FMMVewL^t4UD^xiJ!ZB{Ae;? z+VxckV5=aHy%P7vxRa*8el!LHsYmRS*_{boq~I-({y{r%-F|@Xf_Z$UPt!X-8fJ!m ztg#fm{1Li;*Sb@C^^x|}?$Js~;|R17fv*CjH3^+yqzOO!K%PXFz+~<;F#%iY`XmY% zU|Gp)dT4puOj7uc)5odF3(9;>o2pm-)OyBUesQv+IKNnfLMEpL`GaS~9m=bK{VbHN zLlMRPquTX^B&RM3b2mP#O$lhZ2v|@$CJ_eW&;+7?4Bvp2tDinA_37^C$BJjzb@4X`<5^$%OHR<5{KOeG>M}Ao8Zb_Yr7W6z_as0}D9B+A{Bnsi@mqGU3#lAVX zcror_)LY|n>BY9=BRUd{cU2LlYV(UMBMP2r)Ky>#*~4q5AqDu?_d0!ztBN|?Ygq%_ z*picfN#_8alPE=uJ_#b_*$PRl)7OxO1x?gi#u7obU6E&_ZxD<})2=SW5+W|Ap)B3kDGasFUm9~M{)6I}5`FKLs1T1VnGFp9LNbukJ3C66v8>JD~lyiu84 zJoN8?+(`H(yM6&;*ZpSA?cH0p3hQn$H+00P@OV_z4+xvaQOGynSC!sAr@q@8+TAwF zz+<7`vuWKsbn#mvDmLHI z><*OIxVi`Va1x5BqYEjjJ02Kvs}|^6)IV#p{Aq#?nV#Y8W zEnPn=CX7~d&Af$^W4z#dqoCWi5wl26>5TEOrj6`YUz4#nd0}l{^5h9z_p5V%qzEK* zoT17z?~mAd$OKUnGd+D;zx2)L6o0c^6mUHyQ`olPzPLF&xTw z{TT0ih9W6oj^e(s9d~>0_ctYfVZgGrZ8!d>Gswgkq{Z!ON!PPfbS-VoBXZ^TbvUJm zgDrxpm`bWwR>-9ORP4mx*8^w`?4r7m^;!6ATm9$Zh5{0V0%>jP^w1?SdrL(SVr%er zqGns&Q#6on2>ms^9`Y_CNxZL9qbP0-a6h+}SeWM3XSxf+zq42?I(N2z;qLtS|JwM5 zAYl}x*RgHewr$(CZQHhO+qP|c<{R7m&*r_=-S;AkbXTg9v@W<3v1+r-seR-7RWz4 z3b>}PB$I`T(}L*)N~TbMLtMb;zP5aeDGDXT-oAr=bR^oD8?*u2{uTkUBFd?Q&?~&T zYnR7BNL`;1&KCU{zkFvFb_Qx5!7I@Q!GY_Bd~LzQJ|L>6$aD>xXi%sXBHb8TsAcKF zxC*Xv4_G<@ zKj2+yp41u?1u@gIiUnoS5Jw&(-Ip{~eO)iOp9C|74JxmKs7BMm=wQ? z(CCpaV{3~Mt6L6)u?`k0790G22^2M(AvW@^8v^uIS2p8}G_Frp@OfSUF!v4yHue#&JY32u*wuX_AU3Qu0vfc9EX)LsooK%9aZuEDegcm zv+V20L-X%{I}@$(CLq7J$gk$*czt>XHsHAqmS&3FuG`yxY?G>l6MHcU9Gs*LKLx_0 z?g8Rol)gOTgk9UgBbVHm9@s5H?fXZ3HOG5mce^vM)LsRNGQGmwTZ*Lz2P~;uC=3<+L5Ao)d+4)?0^QA)G!UEHdjJlBp1-3FVhIOY{)VF*aqg>Hf zoX{cELqxSwT?HIcIF~i++^Oy$d7H#P$q2gttEm$kY~CO2B-qZOo~d?ezL|n#HtT60 zgu_*T+wR53`Qj$WyF#xe{GDX+6`%wvT1RuRq=~Y8jkABog|Rt2)ptuqU5F-do@@~W z&uj+8Bv5nK(@I@?bQ3tW>tyuFYa>6gdEV$Imt51nzjMk0G;?jr+^o7f6d?!U@IprC zv-@agfw^yEbzmdn*MRhRcmqxg0^hC&!KlTL7qG)M-a969%I`E+~|A6ZEKm zP7ijsy(9EBUMWH-Nc8M6k`EtOeoy9WjC_d)#jPzZzZBKjSz7hw-zj-C@t{jWPV$nS z(rSAVM95Rr!lmAJU?5@zBGlnvq>$%`#laaQ^bmcf2L55%ru0ZK+R!NIeEH<3g2b{s zL+#b=*+8d*Z%_7Dl~eeh(sW{l!tIBDc+5*;ie_>y?Qmh7zR#A@>o+M3!$a@s(3ZBP z?n5X_B63gDoUxF;{vCXIpYjD!=*I?%=n+FwA*ikWG2;R2-%mIMs~5d-vkZvI7_6nR zIbXpI=IUg%NZRtD(E`L!>fGOYI5f%=?O6MRgt#9GMz@1sOTniCe1t;3(hW#|mAtim zxDlMo5)s_ZT%Lw~!gbZo^k_~}&c;;=T^YQYPbW(88H!qkeU6TA1Q z`8@YzvAg|`142BtD;cDKD!&ki{`Sxbmvb)0QuTNb%lauD0UM8n_j?03B?0^%4mSb0 z@p6n;RvvP!wx`~>IQwz?1 z9h5c1FF1#za`t-@Znp9@G6n>+5yLR2(Zg2K?LybzOjBu+O)o69092QNWw$QJn*;JW z@9|cxP2W|7M{)h!57{H6k8e zlqAvH)zEWNSVxl-4zj?B(xKG=(x;+DNA<9q7$cS3nA=vTH$r!kdy7j$;b4VrZ=OwX zs3`LbdsWN#t+{n4T3&&FBVstyKV?DgKQX+!y81~>EAj4cshJvl0pFi1y-q z=JKBI95hYNwnmX**q))g=c*C|vLdF||fJ7c{($sb~81v%`| zLb%vrlmj{x9HJzdr%P0$Qb4UVlR|~r7&Z@Fvj&#Fw^5FNqDdyyXT^1qDGXMwTdoMs z>unszAEUsG&VF8*5T0Y6cRa0~cA7L2TrHOK>4ik05RzkL|B{ zFnTDPXu(_TnS4@z-WtsWQe#;H>N(*htyRTN@GqD6($WH+cV`O;vNL<`&qM3Gb=0- zpBEMT6a*kIjydiJ$On&kV(p(OS$3Jz#E%97VvD6bhB`kHor#kc4vh1zOBn4rSl`*QENm5lt8$@6|jbmB*d7~}|oG%o>2Yj|(#*~&4EP708k^m(y zOI|%_ko#nnNjgnPmxDK4%T+aI-oXfAF4zbJ?O?w z9gYouTKCHL9JC38MHu?YeROAmdeM2@*N+tzmc7dG^32`US|Ms`7s=vyCQ}v z#Hc9=aJx=adVS*nVJ09H177*I1+Mi!0p53rbX>DD9MTM#Rz>`-L+N}<|d<8;y4pYDOFZViNyCJZDr-N4jNUA;?Fn8 z2vIJvf*UkC&B^uJv+K=BII>8yW511mB^~jD&K`)0iN|(S^^~HeP#wwy%2* z&RL?l9C}{uqPf-wKL3w?h*&3;_pnX&0vbi5iEjR|u9HVLP%icubV3Ii!`gX7-uc|Z z#zamw07|6jXxNBRsR8RiVwb5=*29{?0Z2lg? z+H1?xcZLz5SUvIiT!KUUQ$R_7mtdIQJ;0Ko2TI-fU{$iA2qfR`!iOdGHe`HU&4ETO zs>q-HCI2qg3DSZt+FW1|&~HYmj+&R_k?RRj$k9V(PZz;b&B$+*U0|ZEiQ{Ez)HOb} z!JLKV+!hO&P~wSvb~oO&*hbMZcNtyZ_ofwS@!OX{uU=+|)KKp+BBm98L>>Josm0HH?%yb$T&F|OKqskn z54+S@zu5-1!jPsU5S^J z$L)#JUUPxn!uQUGhwFu=xvM@#H12x3?4Il}{mSsLbJ^9~uRy9dFn$sxl4sj*180*} zh0sKYmMKnLM}97VVhd+}_i|z|<`M8miPD78PB~jT(qpDd9GSG8(ufi8{8-o%GKfkty`o#ZSnLwTAUobu_Pb>Fk({rZD0b6P33_TW@&GkTfbs}K zJZK(00uv$`qM2|z9_hzFpwwCVg0Kq9$p$-~yg5<6TI%5eD-`A0?g5Wfm*$AWiF-V@ z_QW>&#_6$tz(UD@#{kDgd&wF6Q=BAX!vJTRrEg6?{HgH1uKqaHGXH*t-L=WS+S#^T zz#@c+z>jELEPavgu*RcVPR-2e91BWY`K*&rP(fV!$iX1Yo=!^`9X6{$RvA^G4inK! z=AOV<#u5BKLVS$nEDUjQR4T&s|Jdb|n&rQYobTj+$w$%+Lh=P?BV?^;77T|mAl0t% z8`kR=Xxm)|F7);%l;@0&QajNZvNeRRI|*Z z?NKePo@ajc#lS9#mflOLA$!IXNwXRRt2WwyCK1#7s@+Rubca;c_yNi!LX(|@Vl|mv z0)>;<{&k^(#?{BeL25WdSNuh|BPpnb|M=bdqCoZvVV`sXG_rk3es(W-@Eifl0h4UW z;>|ymi^i&bBKA;lIl3pFCsT2lMUBCW;J?RiHR|_@Ssa@c=x)|h3-kxwQVq8@?io{m zCz?v7M4W!Az4i2H4&ofi$Yq!W!!9T}<%&5o*ZBLaTLT@nRgUn6ha$FK&swOhqyG+r)O8@1LW06OHgIx~0 z_C-Iv_&H;Xb7dDERMYr$vC{g@wzZ&=bWe0;g*jQE_}hsu$u}%Ip=hN>rny_?RV#I@ zHySif)AEFfiyfAN3iB+)e}pSbMtUYT=cEzh(Vv2k@66d5jkPFi5Jpu^PgPmje$THA zqPA8D(7*3zL)n%WumozBmy`y7?hFPtU+#84oA#teBeKIb#70itdtHVBXv;yZs7a^neV@Q?vz9A-AxrRH(l=IxDfp+>mCUw1;A5$f~* zKiK3T-;H~G%V~(x+PixhPsRSBl~3SB%T(HH6aSf*jXz~AdJwi z;C!VewfVz-Iv)R$y9dAOu-Nhs zkKQ*{9U}%!M_$B*OF$ZHH+HcfC~6@T?m?GP(q3mP@-`p%yaFfA8bl^8BwSj)bna^9|6v{TnjG%L{U}*0%Kl;_NXq|-c+kSGa~r$; z_8epomh^Y*Kzon0k#3Ap*QymI* z;QeRVgP>NCminMILi&99pL41#&4;c*fi6Qs={PM=@5^MQmBbO=N-kw#JA%~OUnrN- zwZrllGVm;a`4me9BEb~`=+z#`ms(*YP}DoA_F0^4YboS-ifDyG+J@xq7O)LLLayjyO{g^AsML*TCe(w#W7BxoozbW3_01c5w{GO&W3Z7|E(}Hz<+4#uaFG z(EfSIQ|5WoX0?h zLi)ddIw+*S zo?S~CzE9_^EZjrsUxLu2GVObenNGh_Z(9jI#)W=KF~JvZd4)OH-s=V@c1=5k}iwWRAfwc?hf z>4ZfAib4VtU@4~rSGb-?f5Z%*L#nav<9YNutQT*FWLf5(PA7(kcLk9P6|}9-0Mw@SE~E46(9fhZ>&tpE>Q%6R%fblelitI5;2xo5OX}*M_Ww-Vr2CrOar0se zMj|q-m(BS>#Yq&U(sn*ZDD;|90eJG< z5RJiQHMmrVC+w6?zz|pPMHhH=+1CSwa7Sl)ggoft<@MmrE4Vr!D5_rL1#tF%2R2M# z-?Cf~SFFC^G^9F#Gys{8C;e}{LfKR6Vc#Y3D;{E1tRlmuzVTwEY)C5^MUir;MRt*} zdv`G0Z;!o|j05p>!6L~}Z`}UY0fo-(hR76Iy8fu&Kg#>qC(o%nhlC79N#6?j{3x*H>JBN)Lt){hOC5 z$3>wCPd=^aSxaxT+I(BZIEWi^BA#y_T$X~Wq zvjmJLKe;9hvd|xMfZ3@(FdbO4%H-;Ll5P_2!QA77+(KkBd=k@OQk~Y`U;yg1IURCr z2-*++IbKz^17#I|X>QDA`=f-GUhDvO$?i9B@7J*)89i3R-hWSIRKIV2u03DavCbpV@nITr5_G@a5y!=`Pr>dk%7S?pshgKv zVqcuxkXkq~Y+Gx%cMWbP8}V&&dLKEvlIqFF)()Db|gu#cAEh)=ob;Bbwvf2wR!o86>8S_-VIb{$D z#Jh}j-K^wd*8$y-gYN7?f{ksJ@GKBxk7#`~yq*U^N)*fX;_Y#+$4QvpLddt7$tKqi z%j)MtC}8oHPgdDU01KUSu2^-Bp&l-sstzWq_%suL{$794b4rP&9o70)K>MPR6J46T zJ>PlSaqV8=@zN5HP0fFE-*PHTew6u7Y(8)UN4 zfzQ_2FIgBK5n7fDGPU#^{Y@_tKW6)ZDQJXx{Cb7f_jj=*EeU>eVA-i=0CSciHADo} zeeP`&%&5Y*L%Wf_SBw`}33J+M?Efz%Hz!T2(qe@5%nQ&r6=IGkJICw65TQ z6tP{)G>gw^w|4F}WSX?Dwbc!=r^_2Kv35&V1JhZvkt~nskZ&e*#N?;wDFq3-c?(Yh zO|hh!-fnF1C;Y^|`asK0VPqR&P_rY|WVt-sy*z9t6__b3gKH1Xms^Rt2*D!U6C-4Q z*QAWJ(EUjvy?smFh0E52R63^lG)b_g(BUxgk0U}c63-{}0)el^!1KhmeBO%9hb|5! zunH}y?MC8*qc&)i7njSm8J_^}V(Z-69qX0Qbf$4+ydNLj+HZ2=Pw#Q)P{_^hV6_E^ z4juN%CK2#F8089aMHWA?Iumvs0#zBZ$>wQKeZSJT9*?8kc^|WY*4J8KT5e z_rqmryf!bJN+F~Ks5;K0$iYz||76=>cDPRrSTIoF{l@T)_7cpX%dc(pCkBTS7vX2Gjr)&Ou%{c%kKhKrd8Fx=oo?mTzf*Y|vPsa{= zZD3WYCvwBo$BAk*VQ&&M_fUU-V;d!Lyu@ft%$~TM8+A~_f13}k`Lj>?2=peRt59du z;rR=OaBiLxYrKJLna_W;|R zkT9RAeDxIGkHp}o=~-mz?XN-oW#lhpy(J!4otPEO2V0E0(QZ_Y0rq&&k+rQbYW=pz zr)8NidhseGvP}WToJr?B6pzLh6{nXKT^1Y8tgbY!Nyptt+DPQx%jX6G%sE&m8GKd3 zB<+>oW0wfFYRsFC?A*$KN?xE?iu-P71=t@PB8#dStfgL@jKd6ZyZ2|>tEME;bH-r) zAEA7~$}PzLBdHsCu;zy^DJbIQ^SYa9pkOeSwaKdd4mn<(?0a{WFHs#q7uW%u52~q< zGZH3l7{DTB~?iCM&#)3bqv1w)LT`e7xOQ+a_+Gt=M z5>9884z0Xz1Bq-HN=F*e3xj6z1xnGKE|ZG_k(wkDxtTd;Y-cxZDg1G1opx6#6{K0Vpn zLuTXrcYUtzsrX7zKoy9|&FgNDJ&5V=e6HX4X+z#I^)<5UUE8-oBZKL6UOem!)5+u7 zrnJn5h##8PzKp)e0Wq){=@gA7{dKK4%jc7$;p70WjN5g8gtfVmD2iT>#k6>hqWga$ zHS@%mhNsL$*2(Y1R!Og zJEaf$JB(;(gFk>+Y(@%IF~zbNpyIP~jasLr z<-us*0kDLUoWTZb$g@@VEItSENZO_7xr?Y`Jn5`lE?sD9G)&c|s7*z6TjNUI01%-( zoVo(wtv_3pPm_1>a_I;eB7I3wJX8bjfhz@y#Bx&|A(L-epU^ZecQTdR- zY=?%M5c^x5qPS~aN846ax>D;6ty1wQfz}vXS0yJf))iQX^}iYttM0Q}1m`HdypJ?4 zBx5?UdOmE>yEYICN$$-29%!N^l5KbXazT_HwCTZ$c}6;pcNR*23&II3fO#xb1iU$z z)=h{(X{m>lKcn4?z`S~8m;wtR3ZmW5MqQ#DgBOnZM&mlf2jo*Ew~>_JmfY;%kwX_q z;kct*+QPI6xvW6Q$5m_Ac_>wc3>>nfn;FIj6J)vHu%u>Jr$mY}r*tRbT-s>$?FnBV zU^nAh0S#BMD2?EXOxlmX2n(t4fKd(Jd*zyc!t0)kI2Jq{tj7}n3cgfcMS3dQW{U1Z zAy&TgkD&q7E(tFy?HkB!!MOJLKkImx;X$o;>GxLtpKaAHC{JSM=K<8_@#R zSS}BnnX&QpP7qf1v-n~M^a8%%N>38+_`4~aNFeBWLOoID{t$MTMD7jRDvCNgu{o0u zv({2(x}n53_?M@t?-@`9dK2>c1cYahsmbKskp{@#A!|~tk~49zrQUu6g<`d)JfNx< zQ5j`{CNm&x;$Fqhp=LZxfa6|pE^oumMp!p4g}l%pAyvW&>B`o0K`_Q9EA%^A>N?dnaW&aERULmgq9tLqQ`*Zrq?uUqmL z!O^U_Y}{p^Di9gAfg&ZE0(3qbbipN@5kV7cH#}fig_IF@axWU;tx1$ss+8}LP1Lw0 z5W)0h*3L6yw^lje011RtH%R4WzXwt8M&?7cZXE*Vow~GJlIPg>a`BvVqloigq-SbR z7$R)os}(GG4Oj(U-X-QEUegF$0hoA|RAc#iR`BdUU05-I+Z9}?E_mz4-jq;xG*%lH zWh1Gr&{j6A>eA_9R_DH5vR9wAMV8UJOyXN=KPpZaI^`@Z0P39NU8auO>D%RcqX#_B zg9dS|W^Qx1(5v~A=*TdtooV2v9bG&-Kan|+q53mYTyl2L?6^pHsH5WT7#+C;Pl~V4 zVc?gtpi-}z7`aF72)eUB#gyUk^yEU|yqXHzo>I9o@kQ32^)y?I$8(rW4jPyX?w*) zk4DJufE!y{;-|LwLrKx)gcEaEwwuH?i+|4D_`x$|>{{rJ>ZaNkhup^)mM4#(zC5Q^ zl8jA$7a)=~=mt(5opot-h_(^-td_ecqX^e@#5W}%F|z674YP~6nxss0pK_n2K_1q^ zZLcg%P&U}j(W^%ShWayg49;<}&#j5lGCAEwnIzf5;TpcAUKFM1@HM9SI*m*hBzxYA z<5=ck9AooJ?LWn8y*o8AVl>BnDem@bs zy3UT5Rt=l?a5mfG+=-+3u=hA6*TkIUgRY)5*DeJibK4f(SAXs#|Q5zqt_)+vGVzDax~({M;hIE%YML|UA)lwE3t~kpHJ1-L}GDe z6c96GP8E^retp}pu&662^JAqg7iHShz-)b2QIJKJ_bDXNrP*#ppTv!Qkmi+33o$#G zVb5(v|91IQGS!TKj@39oK64`C_SPFF49n>7INhygVTbOz$ULta@1Q!JW0KsQIts1! zg7@!yM^pa9DTq|KE4o_x?!c=i3{R`u6`=5We9!CG+=xx%*UoJ47Zi>f$Z1vx(BavM zh|$Cu9MU%*M`*+$hv3SvXoj1NrNarfF}FTWoR7YH%s^c;^^x&6p{DtZO! z=Y0;5nJwwuuQYG(Ta?t=TEtpm0BEw_NbQ@-Jy$=~Euly$;Zuv6r6@8$2RN)Dh*gm! z?nWPy$UD9WY!O8SPH;sprQA_`u@-MwzdqgZB;^;6ibIDXN>NgrO55eWu>_7gwGdV6 z;eW!&53#N~>jy%l9&3$iu_&Ikks;CoIftO^xDaFD1)qFuZyZ~OpFPgS!1t*xje%C= zae9c^RC#aXv)2Mo@a^D!Le!6s@urqUF8n58L0|?xVLSe#z#Yz%7Hg2Y3Z83laKpi< zq>bV0#3MB(+IKN@e-b^TwP2*SG}oT0X;6X+mj~-zZdgHwQ0tu%?7&x)H}TBdMPMET zUgQU+iFws*ORXL}c;9RxV8NIgg~oseEtSn@&6q}_L$_p&ju>UG92N@=l?D-AP@q~# zFYGe+ZVfg|f1Ag>m6gWQS6uBZ)IE(M>z-9(A{=+^6Y5R$V=S(V%|8pD3?dzYic~yK<#L5XbvVG^cPag zZU09k&5#D0Oo!D%U7VShs~|o;!{w<+XRTd3Qt|fUZ1oxCb^N^L8utxIRvWg6QLVLJ zCPdnOOJq6sn|LRh{e3eVR_ntKTg0xewW)MqT-0(`0jHQo8M7If+&E4b02S676lzp( zXmA*V7p<25;psO6#2`@(U@X*!6c;B;D=~JY9w0SW; zb)pW+t&nTw+cJ6b9F*_s<#^v`l)V_1L5VWMkPkU{)HOUqV?qp<|M2BQ)2!lIpUio7 zPSAofQT}nQ$Pvn641_AscWXvft3-Yc_1Wnkbf^qn$5Jc%izcnvA~)+tI(COgD~BVC z_M~ZK+RsN0jBvC41CBrONhv{pq`^IkjJCAV@P#Cie$^LL7v6r7DLH}o#j8S#Gl+2Z zT&TCK%3pESdoO_04l~$@&2xX@VoT3Q+6&^iJw-NNI=(t4)uhJOFcxuOh6_?Z(4n$Y z8c-~BJq0To`xzgU)vFFqXOe(Tfp-UHTj36Q5u0@Z%ll^9WzfAV({o&8i2RWP3fOHD zi37WKcMvdg9c4PjeQHd*t^2^M>KSCJ=kr@YQcyFe5V zrsamVs>7Ndhh#klvQ^utv*kB=92&V_dEZF+LMdhiKt2QGZtJ`GoCFR*FsA^Qm&7*= zQe#;Fxm7S9JxofQPQ^ggtJ&1&sQ{P6Q7=8V;=bX|2Hz1Mld7O5)ZZ1B5OGQ(w%d~U zc^9iHq^;oWGA^0e`=F^kmCS5TP4eTs(}zzoOMsDerDgiKKy=bJbD*m9S1Tu^b+J5y zn|c{$5OQtG*Xp-=i%naS$&~CVg||f%iCSD>Dga{C&=IBr90vXI5ui~r#K#U&Syz$(0 zZ|5K52XG#%^S8Cxli*{V*^6{k=u|nngrSQR6<__Io^pTJKx-noaHeKZKxPyEhE5}SI>cB-fWeME_z(OND#DU3 zmh~)j?kameUfN`S_63>xTe=DSlI8`OcS*@JE zOBctMa?mrEm;`7p)9@HWoHOAV%$5O$c%llU-}?mH`9dxeli>E}60uLWq}2ILRtCy$ z1IE?3@@Lx7u=u#7YeveDf1mI_S!69-<_w`?^yQ$D``CYFX`6WK&Vv26KJdg$DIihV z_fT{>z=YUW4WwraS$C&)ck{uW_=Wm&)+b@*pF;Rz!mgt}V=4jr}2~cNFbLDtorsZ>5bDSjzJbDTu2HUv=EjSSVfy~sy3!UmwwLgly zz4Ub22nD96?TYsVF5z@|lkudIbG}W2;LGnh(s?bkDYrNOjd(Ze3{6RrE+B`Wum3mO zdLs!E6;{w@kp!19CX14O{~2E4;4pv?-ZakT%3_CIanVpW@T<2B(eDeeA)?GwGg@+^ zwp^bmLur*$!W+`(FR&Z9yG2V-1?R$5;OMc6S}UaCOl5&yN|C~*k+kXJ&u)|K|L9?66W39#%w3dI2~e0jM8nph*b}t^O`r}3#T7;sPU1qszR8F?#`W=j!9u(y9qPiB(nDJ>N@I0p??)l@>1NRCY2X|4~ zpcKj#$7BTIKarm1g@SF9O?s?PoaP>s$yZ}31eJ}0G(Oj{hqORGJ>z9!%WPBli=7Ti zye_?t2Yw75ylGX%TFA*SV|DtAkj{pJ@~agVnrPe?>W)%V*?_jp?N9}< zV&XVD#0k>?CI9fHY{aJQrS#@3Y-4>HT9+a?>Z;a`Ih|~k6*fZ(USqz*<(wSmX4&z~ z$4Irr@R-&`nK(cyz!Y&NQXko1lpk8+_c2O2Ho_hlnZhRKq_CLN1vQF6@A++eidv96 z^K(7UetEdr;+mrA7;L_IAxxf@19R;jY}a4K8P)TgaTO#MB5gq;3wW#7fQj^*=x60* zbx=9Bz%d>6+T(oxEMsa+s^PMJPKTAe;_?mNJO0*68vn;2s#y!>eh1q98b#)J(Nssa{ODPHA^YDAZ>OZe z(tEGe5hHF{dE9dQiShL3SGSv#l5&ab>OZWupiVw`R~CNnH>59F7>dFeS@PWB9NUmJ zoL}UMsZ9c?@dx6ggzAD;k}t?z!atE_O@DRG*zNuhIw|bZ?%lzn5X7X8#_{%nkcha+ z*$y&Tb!d5H{~iWiS3)Rz+!pPvY;)W^rlz8Ny8BAQ?>W%m$k)cPNE6x7{tYW_Fmv+v zfLCVhAD?&`>9n=cZ;ALH;#-KS`3s5@+ywlvz-3up)lhA>ug`lw`F{Si0%SVpLQsk;*FMFmZcTogWUnVRfaV3o@SaT4wyKqJHI(6Em`)(C8fRK18U1 z>Fa*)9922w?T334e21}ufL6a8Mb;H*-zMQq6a=tv<{3(dU_;Ptz^T~z=;&KqAp*(U zPKxHWBr4)J^r{SV=%ss*+Ko2o5~OSfXcB(TARzp)?qwpL<_b>$Jo#V736igojKx5f z7ULMLHa~m$IC7Zs{ERdO8m)rnzj}e<=#$>b3D-O$yduW7J<^wgGNF^d1QW#OoK>PF zmHE3jB)xMJ2@4Ghms^?R!G7c|m#Nuxve3u{PlIIA20320SLz|KI>EA6M+kvGRZ3vtw6NkRvM0 z951*FyFB7fJXgrMSXpr`jFA{OYWhcUBMXp`lus7lx0Y>xF}|M7;10;+TOMElHk z%q;3J4so4bQk`0zejQ6L;RFFN@|6@2nspOGoCw*-tb3OOtuOC8FD+gc zmoZ8tGx?$iT%ZM{t5WQW@RUlHJqVj1|A@_^tK{Y?ZY>^S=We5gv>E-#s{s6(U-!{@ zw3LNC|DNcjrOG%+AShjF)u(_rV@HrI;7$g#mA=3f8|R0-Z$k7Eb&vvij|8X~Mhk-= zL$~tn5m2C`FB*zrcgAp+mXv!o!&ps{uTz~HuzSqgud8|Km}Sv46cGfndDf~uS$$j$ z&~+&(Iw@DGsFre>6CVelo;!D%lc-1>`iMVqtbPIocTAbyR6R$7higRVyL!_XQ-(^D z9MT)Lx}5|~)O;d;L*Ie9`Q`=}juyi}-! z2cguOIWzIcJZ56S%K)B3Z&R*_V|!AT@OFo|Ue@mCF6y~|y#!(bg>tg9;4Xgfi0+Nq zff;!Rgbmf$UWG_FRh%~qF&6iz;z3SgFI{^}no&U(vQVg5KoB6In{L`fSqxwd897Oe zj^14VwCD0s@~(evKvf1kJBD$|79e}r+8ea2rKzn4Jli{tVJk4+!VC`DbsJ&oGX+j;)^K_{q^(-64_!& z1X<kvSW9m4_oOITCdaYo5W?^H{kh<{emZSn5EpsbHfBN&4B=h zW%39vRr>eT3Lx5SKA+RPj0g{E>jqZ zTviF~G0|u3acQ-V6r!s;7Xqk_dh11r&*EsN(owjeY5M7%7;wRdZ*>h_(fNDb6p5&ba@e#9hBGs1$b%E~y%qt29Yf@X zGaQzF;UUenOmy}kLa7di&~`#cyTh0mkCRy}o%pnu5}0&fqe-M4%E5b%*|xafejg}( zkX4lYPVe+mL@Q&H`IX83Z*5EtwCqD9_)#US^uYZI+wq zQL2={hmbBDH6n~)0Y73?YRwSeTLfjzYBpJUIOInyF6hMm8v0;<)QqziLz@e|qH3K8 zlqSKz2%A4A9sSX){XKQGv6ZHRh+ll7Un9blC>B)nku4g==?*b95MY#BJBi>OXGPUz z3GlSPwdXj0V~~{U_>+SWM!8=}?u5Hi_4>1A!FGza>CHwt!;HE#(I4c7;hTszZam=n ze7`95?gQ83E7w$699Ym+NN*SuJ*EZf>*T%v(fHX7!VakoJ`b-~AaC6ma67%JziVyj z|Ezguxm6AYZy!1et8rvQpMGQV1r=J~4a%G1*anLR%AC?g1C7~4(+qPZfnE5Y~ttkiplDi zJ>~jk!7r&x?s^nO2BZv%u9;w_;P_}l$B3cz3hAyHI~?_L|b=!cXkI|KX#rZ$)w$S-6t z8bq3Ji#3F_gl~D@B#5t>ptTHK5tiZ6hyTzsRc1m)lekTO=OMsME z;g*03_#vAwTOfmp4aO1&!xm@@dx77a;D_dLy0AS{0P2;{p2Cz$c?9G2cG(0T1PVvs zM4Vn_R)-V_e3VDZaq%ai3Ku5w86nQKr?L-R-*?|6paPcXb*PMOtX_hT%ji(T)YDZ)d?JOtH4-O@bzht-hG z0tQEx*?%$j*orNF$`+rP@bHXwe!r^efn_s#0ZqoCH?Se?Ne#br5STJ3dqN+I!-_I~ zb~Coj$E%K97$WEIN}Uu$SOyduQw!m=0sw=lW#`A|j$9}cEBILo zWlbYDJiFa738vkuS>R+_9(Y%fAM^bWR~(BCWM&S>4Gu0>I*Uk}Xe?4BZnqVz;lE>@ z$DKElJHD!`9L=mj@4zl7SwY-EAO(_dm?LLHPH~}s7Xmr;SLharRo~FZBsUN&oT2IbtBw)XpcO1Bkm1$;eD^IyZ zMhvz65!$nwuH`<%hf_m%Q;IKCweMuk7x(=5J1w979)0Rl07U$j?BK3yE+nDV$`9q7 zJG^-JcPM)JWlzgYp}J+$hI$)OqsgwGbF<758M?sd;k@cinO#XUlbqBmKGC8kD{5Q! zTVPW+^z=v;9c$rR~^zgWp0Yy$$!uCwZd=x0|BXH(ShsqSl#ooSfsjQu2s* zSumP(4KTP`MRg@4-M~K}yp7rdF60u0l@iLuv20ovN(LqK8duTZ26&Q+`f_QPg&215 zGpDBMK&1RYa<&tLi*BJhTRN=`0 zf>;e$xhGu(3qurR>_Bxd&<)9%sDwVc)%;%;v6)uw`OcWOLS$1~VF8l?gZz~;Zf^KT z*Cq(WU{*5PLSZ@})($12AL_O@9vd_W+yTTk^eaR&f6b?ri0LUk&=skqIgE}kq0Iht zY50zX+D9Gme=XA9Agn&jsoBBWeZ9T|@`6C#JJ#tJl*ODn_5kJOv8ZN<2Xq@~pji!! z(`lh>fgEAetj6wiz$*2)ZQ0`2O32!Cebc%p&hPkqh$h{CQ{q5;8g@mQibL7jfz`R5 zV1`qk!;V}6MO+(%d747vuAc)}dmK?)I*DT7#WF+Oz_g)#M|8Inv%X}&KV%6Y$>or3 zv*^$(DayB?lCIpLQZY=Qk0&kDgh*$kDO|*Z2z$_&9d)Pkmw^}G9T0WMe@Sb5iBUNE4h}c z5uSfZV#yS)O4Tk7JL{{X0o@A}ZU;yW&4?_rU^N^gizqe*8O^4KqyG{@iNzhpi;4LQ zK{#)9BhBWC2pL_Etv+Ma$WcVo)?frw0aMV^oDBVqx}<=Hp7A=?*k#7NA`G z2>q4QSV9ujV_0|&FXR$LS?>Xke;%lz6jM~WP%(G zY8QBPsQx;X(cmWm`D6eIATd21*ca1IQQJBL@6GgKjB7@@Dc{K&FqQ*Gi@}(X*cg}bm&sE za1BM0f6Si;Ok?Ia@lBX34YGbRQJa4lPY?E{1>72j9#fydKi%IOmFpR<9TQxwakX=P zTU`5w>KXJP%lUaJvG05)StU?(Nd(chzed#ha#`Jw08#eQ%$zijP(AO~cLIDAAenQV_ukjc-@Tq0)HV|;$n+(^yB@w$|iyFZU_cYz>Rz8or z=K+%KUp!iyB5B?GlXGVaHucLf83`bGrfKO;FF~aFim2QsO-^9aLgNKld{((4A>~hw;f?pJsdeES{=Y{4 z`y-8^He@$&d8AT5N0(2qG`QV&K-xt=mN6ExgK{8)aG)T+AY#lwJ(znQ)5@|HW#g2K zL`uJjxPI=>_5M;{ll@ZV&gGA=0&90~S*0C-H_1J=Moi+tqw{1H%bS2iPy84j{>#|# zi$`-+SFo=&h>BEY<3(e!ymK_A@Uj)klI=yzOU&jmZY-rtW>iX1)(ccSQl zpgBYNRp&kMa9Mh;GI_z^LqZ@uFS>SG(Yyz;Nr>D6xd2g0`Lo1e}!@ zhgMDLV{LC{u;GCo=gV)~V>FlG$bqfl*1l{1KA>!Hc_~b0>MBz@5QCSF`e#Knx6*4V5g4+p3J5URH<4tJMX4$C@cs=72I)8E>TJrfk~ahKh9mEB}wC zB|fODW#6n?0jgxE7&V^R#wn;j6#u~NG4itQO*XdjM|(EkT;Yjjsw$NL4R|2yPH#E8 z&Wx0Rz`NLGvm>2CDk(sXZULO;y~TitW%^a~S9zf-7s*$o1!glwuXvYmG4=2D-T^8h ze9V;&3u9vHNtM3eHB=f?bVI28L+-DyUehexdmmQfOMDb z+L*6cfwJCMLd*av8rq427^I!OYU(HZ4k69+i{uuf2pR`h^zK)Dl-5lC{*~VtS=GzT zWxdqc!{&W6UO=t_wcxfjxQOG`GYye#@{tFUapyZ+HxRE_fw) zD*LR0;{;>8IzS?ldX!m)@_O1lvkgf|4)KT<)MIU5l%ude=QJUC(iydNIwBg*a`f7{ zJT!1YXm-^bkzV|SBdP@_`7g=k8!LO0l>vMkC^$108&?Xo5j@dY!?o$5kMxIzJV1Ly7(h|)t7(Cec=H1wAdvd_V~4JA#*P51n!M~rs{ zueAl{D`NW%zsGbnw*1!dhC@rZ1nE_UDT}QwmAVXJHw+!BhlG#KPg?{d+pZf~5!S%2_YF?8f4?me}2m`|^goWYM-V^PYQ zc@XOeta}Wk+waNOHTYvFYJmP%cX3VTgUUc;=dP&ttpwDAVA*!^AAY5j&PR#9nz7IH zurzC_L2$tUHptJTVHca)wD8L*MU`= zz_*IQ2g9bSI?}4i6WJN7jbeS7xWkjjn$fcDPO3n$TDdcHf@MlBUSQ1iEx$t1o&f)` zd5OB;GgoLd1zebr=|7k6s4OFZ~dhDDiP_a2=tIVdZ z4Ydg#@|cj*TvIQ@Ngr3*H%qnrr|23F?v?t$BzRFN;#xW?dK>t~4f79=hJl4j?jnV# zzzp-%Gy+j`PVk+9P5_D+5iBR+8=(ZcB%~UNRQ)44$^r}#>qWb(7Hhu|oBi3i6ly|H zr$~XwYk!>A@frwa^l*xTm@11bt-w{oKVrFpBchH}nb_C3P<;OsVvq_J7{RFA?h)KS ztOZ4Q{F0n?h=wrdw3~lBBvfPt@%u<$st6fntKWGPTW-0c=?PHr*_ zTdh&&XH^f~Ii1h;X4@!LDro@6;t`An5AFRy=kC6a^$=L9=!~cGVE7@?fQy(|o6AtQ zkOG1yrHd;v&iSKNvMv*G;DvFbZ23Z_Q*NyiU4BT?FeWK>*R}<3>GrjpZUa=^Otevu zZAmlQRHFcP5D=bMaiZ&IQ4l|LpQORB%Q;|U;)5;P>bG)a9L+|S78@WV(G7D(u&y0vQ(MTC>h&pw^vKig2zRH$H*XELD z;>oE$abJD%Jiu*s+K^en3O%HR=cVBcDbCj1TU!hem!ITvHQp8D*Pj0JueC0dicn6J z1KoLIKBa{j(r-$6Uf#gW2>w7m?J8Qe$GQ4d$ZbL1rrr?k5qi-6UcmAZI`!5u!kCU` zxG~hzRe5xW@;`HdBc;Luo)qBJg=JK>{I`T=W95WpR43MECT1mO{+Cp;w|DuMWFuxG zR)S@ev@^5+7qS0OBtops$Hv9Y^^=S3r!bcon<$g02)Brs7!$LYn3#yL*binAP66Wo zzeE?|e>Hz*X6FAMH{=Wdt~X4v2XC%gLdPx~;7sX$!WAiKF%%UgmYV*dFA}15PNOyj zWr%|95m}dvqBHSVgh8J9?cHd1chdl$qpo7BBY{WM623#JdJaKQO zd2T&c(ni3?<*3WY5R;#29t2C(6jF?uz&>Tw4#a+H?A z+QRorU3(Fi2WnuL;@v?IQ7L;&O8lt@g6HiUh+@#g+ZFb8NvERs3~0~&JJurvYqkZ; zG5=7TXun&{VU%?t!A^8>P5Sc$m$?y`JFgg);lS?k`q)s+_tE_`a_vxU|8bP7zLuw$ zXBoIBoLa6x1q@JFgm@?@SbVI*-C?v=wpsZ@OvBp3epF%FcOA*Z&;1lALc^p!FLTyG zB!K-X$iomqUX7kio%vktejzRI^^3rTI`h<32aXm!+h@y>ydq$sT5RWKakn95(yM`J zk+xlf$Aj$ewT%mHX4{c5|1=z4uKbR-{S9OeqWdpi8$hYqeaR8eMy>h1Z4VP0Bs~R3 zr8(`c7j!w#;VocKZyAagLxA?fijZgugMSL1n$KOs`*Lp zjok*39AeP}hYU6H2+3|LKS_nmP>0bJxpqSf)$yN$@z^_u;wz4IoGW;E*I!3eK`{Ce!od-rwSLsaHGM@X{jiHWfx z0-zb%>s2~$K2^0lMVrHXzh!Lr3U!ve^i0!XH4SX`6c0S5_;LM>>7Zk%yS)0nvO=rz z#i*OkI%5yEsodr916Y=!K51CCe}@`^({K%TYXAGzH6dlNgUFQ1(Gc=C-)XL%&TmWI z?qP(IT5qX!l3$7ZuZ}u4Qe=ZIMK0A-0mKFo!2(1xWDj>kig~mT;ksP^;S9|7;3<;V z3p_*Q!(KIu0NZK!I|C3{CL%2Z(0XA!x*%7B2)MO8Fw8zw4cIXQZWm#!3I)4o?ypJO zq_^Gla#b2@uYIeAQ8jzV1~F5gVx7PLJiz8E7fajs7}d{IeMuY_{@#XuHJ>Vqnn)Lw z>#6Gao?8XdT&_DT6h|;NwXK#!Tv_Qnl-GLYl*^XAKWnRJBvn||I@>wl>zj@4kR~8KY0tJCYJWkoNg(rk# PXX0drB_|h^7lZu|^e=D< delta 78573 zcmYhiV{~T05-yxKwr$%sCN?IvZB8^hp4hfCv2EL$SQAf@iJg3N&bfDe_s`z7R#){? z=-%B`ySw|0Eqs$Lo*KlRG#^Tvpo|9a!0l`*C3SF|7Ps&VQ3|PGQ@SZc(u?wG0{%FV zl=2M+Kh9#eMsS#689i}2qfih~IVB;xN#cD^9tZpT1vE)B&7?|12jL1c%~Cmv)dS1J zYS>u6^oRga-<}wQ}jGbH*Z8KG(i+79{gcY+YB*)=Y zf&`8W5D=-(V8HzXspiki zj!thf1d+bXVGEX5CNMczytKnM-Sdfo^B^JU-aE>^qz9$DQXM_beN6!Tz;ql=I96=oX>r70%%e70@v&<{10)}x8%_8a3J53FRjH3Vj#HX1ni>9X+SFiCM_heKu6;=ETEIuUQW%0l19bj{r zo0YmfRP*2OF?5`MPdNcLwn+MakMSLBUi5q_w4ET!9b->#I`JBRRqJsK61d5E@uTsg ze!HGBa+IpXjGP)XgIcVJgn z$>?im+C4>xCs9!vY=0Nou?e=?PyHNl&-id%woJQ1sF#x^s^b6#&~})jb2#dA5_?@?*aWlMD?vmBUxJ^8Pn-k`i!{hYWA?N@>w|3t+jH-LGdYLn;3U7V~Oj^ zj2o%G_F!#IA!7mJH_P2V9k>=>H+*WHoYdQo*`Dz;^@{R|^%!fMewy(@F?hB7J?xCH z4c+}pTDmSdm6MhfuAL3i$eJbPB-dna%@gw^Wf3gEj2>yFj-(B^O(eG9;ohZn&c@iCZk<}BTxn5>J zCa537Gu1Z(Y2Nk2y69b+gE<>0@4+*$@G3khP}&?@YEJWS3@8gak{D0LQt2djHs3$8 zmsO5T%9{Z>-grj}Whx6E%jVDQQ+zBe)AobOK%yH@orwh%3+ueSfzrIT5{UJV3Uh9G zkeZWaCAd|@z9!G9)~Ht~#92R}Vq=d+b8-%z28uKL8YP1TgvdD*{{MBhy+7dS30FD=?-4C?9%_$Fx8G{L)me&p(`-P<)eR^^|J2h>ec{kR?R z4ijHg2qWa9R$ifo|6N!j(?cnTnNy-bCq=K0h(YkCPbrmz5%&vSAlOOzj}X6*iwqpf z04qORvi}H-%Xn-R*<|*0AB#i->I75{aMHjXXWvh-K)S+zFm4ign@V`1A65wZ%4($j zM5>#Jw5A5un=UApjMWZuFaJwxEGX`1t_|C5lG%v1Q}^pxR8?XZ4P9G2Zg=?Y3tN)B zu-ZV^pIwmjc0gWu9cnJPw-usbFb|Ggh98*7&y%m?$$K-V*GS9JvXEFo^}8@=0C!)n za}!i=HrawXJz`3KZ2&WrG!(rBD?{Lyzy+#(q*4_&-Mt?r^>cA-G##V}5Jg>&6x?<6 zrq{TW=p2Mo`EkQC%2I=Jg9Gen5Yu?S%NjgwPJ&b z_Ys@wri4&-M%{K2L1?By>BQ!?$u_E`*ay-^fZ_|%>6H}>$3mz3NkExDu;8ocC9&fd zyq6&Sbmgu1;^CnicQ>iCvFy+aMjYZ?{CGZW&quO~0C(1NT;{W&zB41dP#`9q+)Vdi z4GHZwB@s|FX4rIr=!Xo_Pr!Y#5`o^GXta{<#sxWk?k`W)7%~`m4+m%wej5(b5{#AN zu|Khhy~{duSp`0SHC;&qFB@xqYO}r$(+MA9y$dWT?VqT(BSb{hn%c28s;Bf@n<|&7D%4!dcqMrH(^SPT5ZC6>(wG<)3m!!!Dw--E z9Yjc!?wIiT^4~12L1`>1m*c`0!PI0Pn{I5ATV38-N(-IXNGgBe3j>CCH@?fQt#)N1 zniVN~P%TzBu%vHTsdPE0{LM2#rBqHm@KKtbp`n4f-#Cs2Q(O5Xy3|$EfhRTR z{|xu^N7FzNnDzX$jN#(#Gd>=v6y&*PFzW%|Qf?ea9q;er7pbLj7UweP`?(6U)2-p_ zyz8>uQaIV)X({$p?f$~>UX;s1nn}nGiwwaXcKquni${r(gyc*8vx-^LZlTxtL8&dU zR`7VN@#v_kb+;EJrfyvCX7i?-bc3&F{wM#m6nCu*xH6gUwCu{yOWS&G*l538^1qqL z59>afe$UA|r>}QqdY7e%yW6Scz-t@}SuVUhko{Cq7FjajsF8Z<^c2kEyeQ8uX3@M= z>GgS53#Y;KwI(vaaFy*fecZ5rpDp#DXU?qL+dBGPER`)Ix)+Xdr?be6!~1e-l-5|2 zyF!x#5Q6T_q0e!mr1EAeQJQN;CTms>EQJkoa}>_wI_yf5bn`S0o~xEeZ}B9i)&&5Sl+UPd;1>^pD_dR_ zDGZrR5YvrljWXj&rOd_TpFcX z@^}1oyZ?3L+^g3MmDA4)6g(w@C94~^CSF4g*ijTl6?6`Fw5hUS#TiV zHv}3v(G5?czL^>1dKi*!dK-Y1Y^tAJgN>(u5vot%Yn)D=7Ya)Yy*@K6F7s~PEqsoJv?Sq zCl``CUP9fmcTXyuzSOS;pE@HqPCzu!_ciA$BxfLS-_H(E{|v3Vp$9nQ~rklD4PAeT#=zAAg_;V{(EEI~+JxGW50!zO<$} z9>7p6R;)KEEkP-dHux*$YUk3iv)+s;(1|)GQx-w*Mx11Lm<}3uSTTg9)5mv?fFv_t zx3TEKSG?H52?w8JXv6M;Vv2 zSv$@UFP_csT#-g%xYWZF6(`hO>=R31c=yJJoD88QJ?)GH(xqkSf)XP|XozNK;BIso zIaKJd+S!U1lv|;a$;=egJ)WB8f%lS`LPzDKs}1BIUh&#hF-7MQFUVz4fzbE7)dH59 zpNugs-FEW1<$4RW32whnw8z|oX6(o#8a2poFmEtctP-@F*~wL-vHb@c)QjUIRyZm$ zH994Q9tj?CEFCo6N!JA=2zC=_{wA7cmQ~lT%NLQ;R(Ea}G{>*}a6CV$2D~6hEqDtc zk|}KZ(c9JLRKHa_Ae)qGuIlYh)TrjK)p;2T5Mf>As}-X?@x}<}mntlJQYdXLA6z)Y zb%4R1dEQ2IZz+cG(?_Lx+DG*aJ?mNeokvD$3I=rTVtWS}^d%@lOt76`G2TK%XAj%1 zu4Z)%{~9`VIKHpZ#~2Hs0Yo9#;w<>u#A@v`;i8_TNxHs}Sk86gMukT-3ck!36k6-j z4#@xY!gkO<_hI2yEU0m4jjh7{_Jar63oOfKvF`S)9bMIWve4$zW-siH`7!vwAJ^gO z4!iAZMxsMKJ=%4>*jHtDbmV>{?!fdArl{(l&v-T&VURhDty3FCKLBttxZ{_AUd-#X zfSIPpL5u7F;C$cUKo7!>gVxyjo6DW@7vgX2-clTXXR=F6)eJtFcUHNf9HTM;3Id1$ z@`Xg5^}8jeMryU8!3IWYQ_Knl8@9#9-h(n-LP0wi)jUb7;r$~6LxgJ3bZ}X8(sv?!_7C~NJh}?%lTZ+^1YJn8ls6UZ`9dig&7M&Go!x5er!6=?lV1X3PizLE2PV zlTAgofRm4way$^ocN_&~MB}nwdVXr*tQgEnPJ-_m8^KFOhTM<=qfVX3DNB=|@>tk{?le(jB*ZKi9R_;k4b=9f<^mj#5cz9GW2Q z&Lg>1=Z+$tezwI@V;*SsOO9=xlk=twrr1H+Y(yFP=^D_0a}ZQbHz!wfKpFq$up95$ zjp85u6lf`^^-T>MEbJrQWFRWkYA=oeA)2dk_aOmkGERcKDxUA}Ku@cs3vDh}rH3dl zsv;=6gjk5xgGk$j*%VfZZh`O*H{abMTyP%}jJm887B6yP(b|t>QaJU6v|lh0x>9}y zqgs*1cm+V#W@-AdcskWCX|JLx1>CG#bAsDkAFOCFSGQ5ak#SdJ*nYbFca76mZl#-m>Av_OX;_)q#6^W2JzgXeih4t=wssJLf&hXe-9Uu6gZs zMy_uUAM|ucKZa1VKKEiR5tjoNo?DOVfZKdLHOFN}FLPM@r?`&@z5HnxN&m;P8GVeQ zQ27Akq>($fHg!k2JR)ximXA|qjS+TZP<1oSI#<#wi-Y`yf0B0(TS!)VD8qxP-rB{N zFByPr9_Fz*$myGG{(AVG0g4!!?Wf>&3U&mtB8|zk7+-s)wc?iYD6J*3+s7PxMquJ)ago_sCa;oZ;8^{GB{vrlpiQ*gl_X>?OS0;R%==eZTGU35iRS+>fpSuPI*5y!{>pP#8`_l? zw@3M;GmN^95AW|ESLaXFnMECHHLU!;2slKjo=qjxBZq($RpN|ee_F0@UD+=e$^Yte z?ro9$*>ob>CcD@}&;8a3dOc;I0bUn{$G+T#s2X=?d@((PzazbrRh+BjJD~O*OpLZf zQhg9DJb<{Jn}=mYzEh}C%^Jg#i3VkU;wl6blcnWbN#6({cS86b zEF#yF4WcPOAcM~ME7{`dB%{7q#p+HMS^w0Xj9F5+gdzcJht6~yw$LYK*HxC=mo%dX zt1q9MJffd#7rd8Y$68w2-j5DK+v3+OLjj+eDVJv=yEm2dSX8BL3{1^k1GNQ%SZW4a ze2*X1YFZ!W5=KaQOqf(2>Q7$4pRaFqnhQZA<;vK`C9MeqS04vT1LwS74?p|Qt}z-Y z$HkdaGW_XUb-xH8+E7fZy(PPDn0#sIV_p9PpBu&*ZE=*~H1~0E{pi8)l-G3p16X>B z`PGwh*50u9*>VUSjrT@CrCGKD5_56Y?81M#nk9K8_gfvkGM9!w$pDW6m~?|7sTRN5 zVI#`U5?obu?4n#S3c*N^N-s=rzCB}yAMpM-e=Tpu<(wpW%?mD}xZX@E3)u+$JBS>g zlc7D1AzzR6(zQqZRuJ@Ejk=Ls0G(iVi23JNsAi4Qwen`j&nLmF>-|;;e)cTE09|$- zFRAR~_-OmY9Nh`hnK)BV9MzHL5#6L$V>!1=gk(ee!1X&LO#CgcwCfxYCWtM~WF3S7 z&dQ$Dk3LpjoBJdEviOBMQqUPTr&0 zarBu#1e8(KhP^DtpHUght7Sl^}wgI&GOC6$fi6X;sl^nH>ABdh`nV69HrE$hqW#jF3`zMWRe< z&Wj$~Vrn{LawX0UVacoSRygUf1$g8^WaPBU5BNE#e6X>*{N=8!`f6BIeU+zV1@niQ z)_yh-v)HF1i(aO@DlrcJX;Xv;&3SW*Rv2c00!?~J({E!3oQ#sDlJw7T9WRt5zg!`d z_B&$Nf};_m?<~qp3C?p{#i`Ev>5;l|QLkORm#f7CkF#Z8-#D4ncCx(s$?Wy{_P#>qQV*|j`f6`s_0H&W-78VT7HTW9p2dRc zceGBRkYC5DBa*)DuWYht`qGac9`k{}#$!Cze8_NgL{v-ciChjC4LLQu#Cy5P%8G?^5Z)M9}|1hJRdCt z8z1+7@Ob|bJpaJ_{`>xi^nV$^+4z#aM<{^v@ugk2K(K(bvi=v!vkzp90%HFM^#dM) zot3Ng-;5arhbIo1J052_p_Y$IbE*H&O!}YFNo)f2|G0RP;^{Dxa6Ku(*;&(6b0MhH zoLr$aK&<~!2*me)nE3u#CI`XJ#`-@zHn#uZ{W#tMwI1()2N!`j{)-9D&XzQvhS3TW z3n2jkUqR=p`2l^hAik1T?+S&Hb{hkM+3J@7@d*h(lWL50&B9YfAMoEMaCWW)G>q2j zREQ}^c%pXLhW*a(1CMurHM5|@PTu3 zCy73*r3GyN8yTEwdrpWLNq@EMAld$ZMxOuqk(2j-$eeut^&?j+L@QS-Bt|KS?Z19Z zlQMupPV3@_fonasg3^aW7~}RMLja%&tO>;brvm4{K>V{jO(_q8F)0uYBaPG*iY`gy z`Rjkd!MXpRW^it{|A2zCbEo}nfnWu3r;)Wn;QWAghiZj(hwdx_as8k1!p-}iAQ+Lu zjKRP^?_xNI01&Q=k7;aMAdECwav1DZU3wUO82E|cK8AY|n{PBr|5JsBH_b!>2D9~) z4W=9x?%En5eV-+^TR5$t4;}-8otLAvo*yP24#BnwDp&IplsIe)^*=dYzW>OX0=hxw z|1D_{9mntFI&z9eG?dhHHS+1;fRn!5-v^WG3F=A-zFbGYo?q3>Z2PgYPw3=MaCYcQ zu(Abl)F`-f#R(7Z03sQ- zI_$Hieb_amMkNi@Q4H45N|peDFHi^iV0>|qGFCR^g`65webZR19hv6zjsa0>*PBMK zSq+`}d+!pK_3s)Qdz=yH5#iN2i^Y!{R@F>C@&`f81{%yx@lCbF)+H^EoZ29)&Ge1P zqo`7Yy%|Lf$WuvW@FUV{hm{;0ui%040ko?Aj*v2i2|x4gV5W7JfJA_H2E9niyc?=y zEU_VX4Gp_Gk2$Ns5LqT5S`2NDc{#{JAER}}(_e4Kr?7Dt5pN6C21d%EM&Ml05gP=_ zVqthkoK|QH?M+PHW>90lm7+K;12J+Ki!N7>SfdmXXD(f_FW=#JM1N`{v#=17Z8pcp z3>F>DGX7X+v$%F~IS3fWtBJ>F)c>tvS+}?*@$JJAv$9c3g=H%>pfIHFVM-PIF1|{3 zsTL{F)+e{RG~67;pI)oC@hJ0-ddbp{7oKJXr3X_9w&>3yCnIVig8~~;YS6jspo_W* z)vDfaQGKs;&RwZ7pW5PP$alcVqjqlnxz1c9-um%y5TP!jp98#~Gp5HMMMGrE)}*V` zXI9TR69o}HSS7?K;yD(sNJTaF=2jfm+opYya-}LaXQE7L_xg$w3C^Vhk8c9TOIMUa zbd(JT6&1gcEvDn{E6q@cQ(Q@OD#w~)qMu+-%dTylZ9MC)Y>?7`>5blRRr6f9mE66` zB|fblndy=!q6>I`5pE#({pm&dOjUYig|}3p4%ss8QBSY5;v6zp3lJl**(fh5e@PzC zlkM&E&``(LXVTwSmP{3sp!>G)B}jC84tsp~lgkxjuniB~MW;GevO2&tD@t`~0-^RW zjY>K%+u$y`fBrS0%GvkYriXVq3XD!urFNGkcCD~LCKQO-Yxh^%Emk-obKdR+Tz(S{ zKM6$txO#AoWP$C?GmL&O)J}P7@`?U{E1>uW?ulq^l;+V$A9aR%0+;>1nrRS~Z}cQ*;+ zo6t8g|JUYpHzQ^>wFdgyjY9u#YrgY;*?S?@qp&i3dWz1tUKE^Jp{1~3uw13xNfs~l z>p50fVy|_+I%slLM%w9l?9eaWM&so`mRK3lGwuVwQAM2j{e=;%{uY#7!`a^@JwKS% z-l5pNHgV+EDms0>yFUQaTAAIoJrKv`OF=FmmFiZLSH!4H!Z5jv zVaE;>+rJQ6Tqhw~XQ76$Tk}dPJb98Ud;o&>jibNl-*NSl^1?2zvhZ_tg~vrXKo$%F zA|j7$G^F=Q7ntzUj?OQH%Q4>Mki=OO>Yn%uMoFl?Rl4UEs;_5#x98|;HRsoA{ z<85z;HI7+H^TflxkbFh=3HIu@DM~znM3S94cZ$khP9b%h3g+W;uid?!xfnN|1E2H- zeZeB5Z#v4!eJ$9z+~Tv&O2OW1)7)EMyTxHw?Kk)pT=C$b&iddsJtRKZ#@+2J;q@f- z52QVvwH!CukR{r&(Ur?PDQ}ZIQ0v=H=t~>)w8;_ z6mh-NaL<@}Mou~Uq-wWVe??M52$fbz0tF8ilS3c*V$#CEv46gyhQC{{kg%c= z598SkazJku#E*m4zqJhGFTJG6NV6eoi8#(X=lVWN`@=hHg_Jw0CUtskx(RJrqMl}{ z?(@mK-*e&$QaI&&zOl&Se#@!K#mZuC5~?qV8TS=%STCOxkog8o0-r3q>o$(!8zOhp zl{eUM4zTle{)+rt3sdinAk$2x6f&!`?(7UMuA8%sQhe+qD&erXYL)f9g1}}cWvE|V z!Ti>;kle4GQ8X{deCP@1t}Z67#{vT|1w^99lJb<*7q5@rKHlT| zP}ta=Gjx9jtT`7sgp|ERw$LdsWUNhsu*UcIL+9IGXc;Z^bLv2=@gefE=|4lQ+N~u? z8SJq^w~FrMw)lKZg$H^prsR9kGDEFmlz@y0rQK#2ExSC`&*d&{*Mao#<*%qCI>AyQ zws}%v9?+vgT@igqx#I_DLK$;on(-~#6fk08UO7pmlR}v>e z+}HTlq5?KFv^4H^0js}=OiG7EswzS~Ktdz1=R}XF_<>w7CT6BstkQ*o|Vru9zwWA>>RrsYl|;q}u@)`#?g=k`t-liLjXt!P8LFulh_MSXyW6zRBOR5|ce(Ehk8o zu;fy>0e)W~dX0bK;<2Sh!o|bZqtC8RlG_YnK|v<5u}b|u*>G6(OSCftIIj+)-@tADh%s=i6BjJ>zANVWY?|fAC)54&TUwb61G8aF_gU%v zIeVYs+42K&wze?hzT8DSgrUZ$MX{kV0;?zr&SCq(lH+MvV{G+wx%2it#~&4ck$2Ju z9ibbH!d&G1(jX&ae>dRpR{oBxTB?^4=0lIBKQhHsf*t&lo{u1LN`{i*&@UcO-+)S* zPG%;A;jl1;mbdayKb3z+dSFM@uq$wh&=ubx_oOW4S0(Ms+q}KefH7Rj{J`{XXOx$y=-RIdZd@A?WYMZfYHbBm*cy|!*5~>VK>QUd{ z8U`0Ljfna8uLuzDKtKq#j>j5qG`RN4=d(F8d}Ak=u^b#JRP_o?(p{IdyL8m|x}d21 zGQpz}T9v1(A@f3}v4>w@`>Sp2{P2r$`f*$(kXL`%q!edH{a$HN8V_|i@ax~ELMw8^R)9+aP7pdv6cRyWv zekFuz9lsUX0k8f#@8j8&NToPUtfX1&kOgwdHHfN{nby?^nzr)~T}NKo*n-th{O=yi ze}Vdnz01D+p6m*fMMaIlqcTk{THxV_5JKX7k@fi>bcdX0xeXc_y;`TjY98g7mRRA} zLE^k%p&DTQdi9|y0zAMz_7l-?`m!WX|{&_!5sk^q~>0g{8_cnydH1X42$HKek z@%66-cYFihbr9Q41Zj>+i2nKC)mfGiHgQdm)8$A{dL|7^lS7(Sby1foB3+ROIw)ge zVYIeYM7S>W?)~iSYQ%(U`Lvhp?$0mfKR*AMeq)JjVxduDh%Q1PYX_Q9_}2==draYW(u+OWSeza}JVB8R5ESZkdDW zPdtQU-K$HFE-!=F-fCxbVI8_7Sxb_uqz;_fO6=KsM_>9Vu_t#upV5v>RTx9e1vMWO zlN_Loy+tlOZy)Jed8m~bxh9Hx0e$`Fs-&+scRPJ?&3J+{U*O~SX8kYU=e(QsSrdCF zb?A^%?L4(MaXNe&Ms@>ZPeI%!xsX@tjwqVg{vnZ`Z%810&txNDLT_+)alCNoYb0pC_N zWJfQAoy0fL%=jtSf3x_1^|3nsf64!eI*bPbe9{he(kBRBD#aqrL>l&A4eeifiUk$} zgZ3yqTIgI4wwMJBAw!KcAv+ zX<&V58y&0(@~56P1m_Z^#xmGK#RNXREzqQJ6}r5cogKjZIV!2IXds>mA|2`n-eb|EK*Fy(pKc!~~2@0lHZR(3Dh~h9%)4cXRmFsP^feQvO1D*ko zWl^Es!$t#be3`wIa1AX_T7e>Z;3{=&jn3}PPf3(eZ)uBr1{06PUIHf~L))QX@8ve1 zwax*Rp~FCPJ-5p{gO-@2Bxu*z^Z>TOnbU>S7X>mSU{fD70<3KVOjG5bl5^msmq+_I zWk2?N4VXV|Zk^6d`yNwHH(sBBjBjsOu^GG_?LMF4S)Yb2cysg1BUry*Y9q11g|rFyfX}rP863X3561?LZ+vlwM1|PT(q5sFKt<8b8C72E(2KLr~_hI})k>$V?WoToF0)f_wAJ4p0J<$MDrc5FwC{ zdV~pztBmM`0{gvhxp#c4JPJ@iYB~nA$Kaj#kL{qq4;U?55HSUUZ37uQ8E+f+z=rbe zDp`rYNWqb)v@c6QdngqE-iVHRCydDX`I%k+c}jI?=~QdJZ!C7Z6ZGMf91$GTy$X!J zD~G2JlT>hil8kfLsB!0FAJKD@a-0L@FD#vmW54}RB#Em3Fl~GNW=R^!b2I-GuDeQ$ zoz4?L=o_2pzZdCw)ZuJ&YjXC0a(-u+-Zu#T+9}gElXWQPeC{L}S zIa^(t!0TLGK??f%3SFq$+g1TFNf^6>FTxW?*tq}_TtLP+8mx~ph_^lP4J=g@Cq#r` zd>GCc``zpX!KD$DZt)@Y2h4J<7mX)C=h|rq!dUZ#;2JzVt^hbd+VJ}1`1-ECBR7SQK)>G>IO1$pra+F28LL(bU%XYbZWmD z zUnWQ1-nZW4P$enM5k~vEJ1D;1IG7 zaP4+NU|&wRvuZXSRkASfengd9TU;{iV%q};xR_L|SDQ*lzU zEZT6z#<%FBFS$M}@q7`CnB6eP9vBv@4&+lG7KOqShWKnE9aVFfP_chqy>D5{94EMq zBNw3li2MklO)NBf&Q!qf=ZlmNOffJAnxtKyL-{QTIruJQFDSuc>djoXownj!>@l29 zv`)=mQZ7Ug@`dD%wDs!r|F8+B&B5}+rIqsci#f$*YvV!N@@{6igItmx>863j3L8~bretnu#LCF5=o{!wQM1~i-v&{9Xz7kUc;lxyuXGr1O@`I^~EnFwRh&hY#@%ja!={pFk>=+Rsa=%f)$E@V+O z0hGlr5m02!5RrUT{V~)09@G%;%9*-XgROsWoSb$>&BT6)5rkz2&qkJ@?JT$i)UyAy>*hisu&+1M^RQmZ z;@2H5++p##G?#o784SPmReCMw6B9d)OA>0~g9K4~CFsf-p{I_kS$f|L!{4STP8?4J zAxMyU@Rng~p7vUwSHwvNE%FLk{pngl{SFztaOG-a0?)kVX?$4(ENmKRk>Q*?bE}i* zIUQnKN*yM%|0XiL9dcycRJj!X%^6KwQt9czMG|t|kg}zTnDrwWxAZfCJTFk8_&Iql z9*Qo22Gi0@g`Lag(XpvJ;yzg;<(C2qLe??6cWTJKHT6vx3kAHP;3~m}=hHe)qCz7D z!xo2GoZU?C*v%;cAdc=H)fNt0^}}Y3#{)^<8h@d1*-R>acAD-q6~CAc#2$5if5nZ-=!qcjwHi=a*CH6=OS6eb;dq4ZpsjW*R<&e0XAoC%y|WkVI-ac$9D-}QK=g)Pux;;D6JwYLZEKC zK}0?zG%Gqv?!m-7=gOllytKi5m{cWc)5i&;(Wt9YufLK5u=)@@1iFa1@#Htn zUzf!glveYpdC&5x%cWT7H1cnKgg#$46>a=N1V1VPC#V!c6YOE1ZQaJn?c(R{!Ll#9 z>+w@COff7ULp$S*9XECd$iqKgRiY%pex~i@*X44sF!Or5%UZ}wrIMjuS%+6xEj1RQ zOk0GfYze5rUH|el?3jEzJN}aH24?|QIy$kxaYD-uuJHlmZ~b17#(3H8i138!WJbtv zd48J-K*3z{QHI!2x1^+Q`DmV5^+?nHc%PQu2^`#sN;Mo#_ zYniQ0O(R1LBfBRPuJ&A+B)SSPk$i6cq`#qC*;3IdIF>V*-!a3DCXz>dD5H-rWbWEv z+Vk>mJch2RW>m!%iW(<}6AuOZ-X?Cf&WxrG@JPkTew4WuWXL59NLt7)9Jr*Kriq!d zfKeC`I6!RCb=}?BF!=9dEK!Z!twn#od8`d~)a+)N zu8ix0!E0P~5$tb_i=x?X^CMGw#^rAfis82>wdPq|W%P1bxqc$tEe|B}C$g`tfJLn- z0Ky|A$=9rfbTTMarLDGOGC^Oq=q-D{Xvy28g4_+nv1vAX|3_2<%cz(c8&3|2Ul}dzs`4rRt z^qZH+2#M(5I2lB{zcYe5e^Z+BPS%5+s*rPPzQI*)MMI~~o*!)|1-MCN1I%}9J>_tx zuLy{K(ug({!Thj)>rRVe&C}%Z$wJfX*iTZ<6Sh?guV?0rqBPvaPVMo6RDZuy<+j<` z`_kw86nC{U~$^WtKrZ2WU#i<2dg%sLT12wsH;!OF3W{+_EhnhJTi3GDgob;IAO7 zlEsOX$YPrp$`6(f4Rx0E3D=xV5#%+zTXXX#B8|vO2e3rexuNPdTUW-KKL5K3Qv3WT z1~JuCd|`3cLhewd=BqMj&G(rL{_S_)F9I^ZfUX@Ek@&rEmADr!Gr&&xf^>gO;g~Va z&w8>PRZKx`H+ZSV8<5v;yk8uWcv5p0>QN*nkcM5~U&p1F{3xP;pk817`_WT0A;p@c z=0%0HvlyMF_@4{Y1{f->kklCDTP4(%cC2XUEw_H+*r{?_+8(|9%T=`Qz-| z<1~Ax<+rk}YOy>!CID)>kb*kV)${FrU`ZcfAXq{555cFd?5_GrDC(WJ7>t>v-Ri{9 z9^({~q*SrxF$%LeCxKtuu^3k!cN&XrLE(B$XkAWj%b=0zQP&|OXm4Iuv8d8JPo-3J zN}3~RfgE~_oe|duu`Zo+33Xf8fN+nO_`|C|=Wbv(x^eKg6<|H45oK>T#Npmaa%^;3 zMnEI!mV$V&DQJB7rgH`J+*`{!gn>pR5V!@G+%%Z%Q*suw&VSW#*a8bRHy|y+C@|E4 z<`{JHCaUVQ^DZUAVZnZ^h!Tj!!Q9|X5|cOhxXzyc054HDEe{7{{p*+HDNUWTUfOzi<1 ztIf|_UGV23BP05&xZ3!JyIQJ3u*P0r933_HphTssri_FE+ILKo&hPZz@$BE1aQ#A* zHzF67tC&5?t@7B_wxh2*IfWx|1$G)!SWYalgrecr_5hN7Ky2h?cgK_KVQ+t$*EF08 z^>;<6%zR+AZM{EY(8-99!B8KI^Agoi?MKBys#1q$cKcZ0gqPG!*rBQHFyCr>Iod?$ zpJe=+V)zWsNdq55pY7ScUfN^=@FV_1e@dF22HUVf&O94~z&rCw=svufzDf~=c)of4 zLg(iFW`NHkyVJ85H&=LgaZKcug=gNbp}x3LGje^-OmU zFq;KX>ChxwDz?l%9B(1e)h-1i6X||%8$OSd^G0GKPcSVMqvlFv4{?sF+e#8^jZy9= zO&J7}D-Z=TQ|TdQKg6xVD?#C?tCEyCPn55c(E~p^XtYzDV`snnsTq5sR(xX<&OnWS zG;h9vvxXRZdl9#UlARhp@zGPlw`sEv0`2WmZX+o;fc&OOOIYqZBAyj^M3&`)4M0ULZ2R_HC}BF~o= z^DAK15gGONvSgl!H5_p;@wM3pXw!UM5rLv^O21M-#S8fw2J7|^$Y*NiGo~p|EJCs> zJJ4B63Dd%Jt}2Tf8@j9Om!734T-ljwaXD17w3?rQtZ#C!g>=*>{*-^5`*E(|eKXE6 zz){6XGPUal9gEk4!b6twh5PmFr`*s@=@4+mG3g0UH~ljjFY4P}u~k2-1E!f0r7(xV ziwrl$w_r2gQdYQwNX+MXGJ!$;iC1Brb1BI$8C`FP>jU?~iddhux~yDBmLm6%w@mIH z#;K$#)M6E1Zbw?{iX8E>3Q{*UgL+ALtdx2UHDba|=lQBxPASpIpGZ&GCkYF>;k3 z?hPh)w%;$Y{>1r*<4jpVwhROdxYuv0I>Go;yk={9Yk>z-gza^7LF}asL1!f1J>x_= zA-D3$Y^uh3yjeYhN2`4%l3I7f>4yk{)c!b-B4r!pZ<}WV+_wP`c`a!CiBf$q% z4<|x}dSwqH3L?){F9*l}Jc_JT#wgVkA&?9B*@}>>Ll{gLVmKRhBG*e2LdaDut4=b* zAw;3&Qf=^@x=>2Ds-OA`^@^~H`1}6{CqUT0HDETt;7!);ef>=q86XM5%&Fk@(Hi%y zCV$M+LcPnj^(OrOZCu>RU-age8<`EO`BHh9fQ`PTk)(sr`mv@5kA$a`(Y%1kOg6X2A>9#hY**85R$>T&?RKQ~Q30KDP3(I&(I{A1 zQK#ioy7pKoQ{=?b4KDcs`5~~X?sHfVB7g1AppH-(uC(5T)qe83P^W@{c%IXIL{B8z zNO+_Exy+s$tdwc3$@rM~g&sUbjVQ_y(Nnl#7Lw+2 zG}>Fdt_&^1Zo2@i*2n-Y$6Wn<6T@MaVqVVu9NLX?iNSg}16v6L(g=6X8f=Q$%zs>7 zN}MZZyXmYKjcIsxg;yOz7aa{B>{7MH08bodm@easPRkOSq{Jsg zg=uHw6MI!*quyV*|Y1x>05w8?TslUq10q zraNc=b(l~LQw*$yA39I=%j3^%#PfdHw@1AG>7w z;aJ|85+y4hEy#&B6T|n(Cfq#=%W1ylbE5q+mGI6A#>1eW*J}v zjtEU${b*TYi}EPEU0&e9tVk_*JbY0)^VM!9K(G_PC5Q9JZB>m{sz5et~YsQ+@>>2os4>-GkCLQ3QMQl+1l;U}N zHtF3KsI-5T3)WBh>d-ue(cBVxFVec%U>q2msd(youEjdIK!&r++SC&5|TJ=pO5DKtj=sgoka1 ziWpiBvCbWT#2<{6>Y8|?yQhwOnT z@|u+^bxJT}m#lXhHoO+XnHMK^pmZnD8Ep17bHK_ATw34w&`! zhUxC+GJNZS*&($)3PzWBX5ldxd%@#H9NW&z*MAi-actGA(m<%ax8t!9f1~){o?nkB z>WBn~Q=&EUk@c=t=0sgIwafjy$mvH9EBA>KGdC6?e$|M7Okm`{<75zC?oka$a~~O1 z9A$19I_V1fGM~-68w%W=!9JcG9aqKDgB#)cy3?PPHt>NR<$TMvp=Us@rx1$g0#8c1 zdw=gJ0?~$HDg(>_8>~Coz9UI0%mB$-(M7^Pn=l*&Eo_M}BAVjJ!4XGWxN2LW2_Z+< z927Jg3IVHU7M4p*@uoyx;v7I}YM}P>qHUYUt{Wa~a})ir<`svIVN!TLZb^ZdUR8h! z5kz%ai(z`;gD)f-XZW2w)5z?;-LMQ2gMaC|&c@t~rPOUso)HO`TE4PUQq=lVpS$Hs zGWR=`*(d)OULFm;<7TMA7bL*f?VM-!#mF#}o3#|Ip4UQ4q6h0(LA5KoV($4H3L=y0 zNDR%x>w5`TAz(k$9I#M87*;R$M>2v@&jP^VvcAQM2ylqr7a67dDddy_24Q>A-hYP5 zbL`gn)7;^mlXV6=*VP1i=z)(H{BIKC$+Vmxbggs4t=t;V8i}Ei++||tA9O+}_aYc5 zwQCJK=cf1fJDx}vl+npI>`O%l;|+5%IU+sG(>Jl(30xIuw*`Cgff?&2Nbz1Z4$rYB zpAKJ1&iM1U0fK`=dVo&+3qFqQbAOZXxd%#`Z{&X7CJmdoP#ADSlE@(f1LE)<**;$1 zk8mljF^;oChf2LS#k`C+gbxn}?N?(Qqu? zmt#gvng@!;oy;$*bexD}?+#kP72V5GOC70Y4}u>HX_P+?^7`Nd^I`BHL4Rnch`Ld8 zv!y>mB$0cp^dp?Nv(j*|5x$K|za*~G&?_H4gjmxf%uB&`mhc92;z{-mk znt=MfeY{(O$F~IAB6OOzbxd#yvM;nkAZQkLJg5J-9||*~@0U+D$DZmEae}}?oMah3 zn|_Kw?gdarw`1UxQGc!25u^}#3EK_%{JGmR4MJRQBAA$p3#JIvEC;@=|H;RBj+1Q7 zGvMr-oY{QHgbVd48kde`Ed#RgiRZMMSGYChaa8~3ibeP&MF>_}?g{V_oza5%k5@s= zG^P$aodU@ME)kQz7WI@wp$|%}wk`$tNd?|7V0hAV;uShm ztuUGH4#VAzCWfuIg^E&(!CN5LvpC4+0QS7yDeE>uVh~c=?Lb`+e!OL5=I4(VP}^vd z_oy{j2A7VV$$!THS(xrWbm*p_yGzWbyuwapcwK#k?p+iP10OaqxHe;r3m93bxlgRajy;8{mfPyT=VIdd-9dx zyrG(lSi^PK0U3KfFc>(yFdbeMBFG+x{n1GU;hVIJ*?&4#KUwyz&5WAGc?h3=N;|ZL zw*Jo!B$u&K@d?~LAq-M!Sny4*UXN$YtsSTVEskf7kK8_HDyDmmYg>wSQcTL3Iy~~& zkqmYyWEc%JY#wWmgq2_R3FujdNX2h(6sf*J+i<`}TDh7n7Akyk9uUeZ9gGP*NmRja znJ+i-On0xC=68P2vLhY~5G=57WIPE)kY>$dt9 zs*H5Uu%cG~qX2)j!Ua>VwF8IttK`gcwMRPCeq7;Yct6B=%{4F+S_vgMuQ;Fib z%gIOzUCl}@oJU&rQ7ySuv1^%@PeHl}#f zIfyV=KCcSj4svkR9nK1k!CRD9hzilnvVZhE<2vnYB{9cvgW>kiT=dAlsWxPMvN=p? z#xmlB`&|77DspnJZgr#S{Dtn=1UGf0i7&g4R|jy@>0IJtgKBjP5hj>N*`|+@`#7dF zFwSRuaR+B5TD0E;-JBqON-WVWucM;Oq#4d~c4yeVn2F;Y35?1eh?~p{>IEePUVkx` zG}NAp12huT^Js9h4?s{JSp)TG?UfJIC}8p4JIWfY4^$DflTgj7%!{jG8y0(OWQRuJ zIAxr~wOBs(verp$*CH?={m~zN2fDn8wtdlpg|6pklSyvz5U-T9{h@nL*e9@fnI9!| z9E7Q?4BK)J1GW%vN)q6Gdj%@K*?$;$(yi{na!-iY=?E8V7}ApcYO13T$poww(ry&+0H<}AYN9(@P7JnA@tA$8) z#5KM0#ZkQp8PboroF5WVcfq4OdBO+k0&2?(`8HuiDmZ$n zY(JeThDI&N>M5Qc_2LenAV5DbVDTzy+9^rr4--GZemxYZPioDPQ7!U1WYx&{$kI6e z>98w=h7mLsK5`wBr~H{I?0?*I=ac25Mk?}0Z=MaH_LXhJ7da~wIfqOzxKADg_5+%- z1SWC%wYb6$Rk}d;)@_>L;1u_+5wB8zLPS%dB`taZi^y*Tq#`R5aA@p(<_Ye78dwHa z8)i|+i52|1LVdIF@v{lv#|FDpE|uRTKEh*?O^`Azx19$DQVF#&TYecYuzv}w#vqX=5#_Xjt}aj0^GKqZj0fyG7aT+MsPn;JaH3i z(8TB2eNHvk>_VzNJh>jldu+p%l&rlv>IJFa)ZF^*8W(o(pQ2>LuWE0~u5@(mk{jW9 z1jc~^_807L^-|416l~@;+_|L1Wb6rJy`i->KdmKcTFwVU^?zylV;;$ysFU9xOe*k3 zC=|2qcX~c`AI0)%q{p`t%bSX_esejku`%t(?PYP0TSug77ANx%7imbYxGm%pIQ)!_ ziGbRQyUxS;$!wL{Nslf3gD4!I)fWKxCHH+t??7`fZbn|TD@!FFxZ%Uml>&|0sX=8W zg1}vLl@JuR_kV)k1iPrz4@ZzBZufUe3B)sxDBfRA!af?!@cynELccgR;>s}ka?*A= z;$SPU7VpavKVM|U2L4_yw0Ka|VCypL5^!BZGpnBk6(>53iMt|y)m@K|ar3tB9^l(Z zh+Mo0l}jiVRl4St)L`TF)c}{M<@9D77i6s`4}@O*o_{qqM}M!uDI6uR+SqcgzYHVz z5N~|CgI^tp&lkVytqq0W|C_roJZrh<`Yg4QZD$}ME+CNKC@>`QyMQ%RUP}ZXiQCfI zNba_#P3*Jh+ipCk!eeIsC-@O3u^PL$cE?bIDxKm%wKzPLWNC+LUm&JSbP#3X9ucERA*egV286 zeP7}9gA&%tKqspQ6{=6}Huy$gioDv$7+2T^eRc;PD@!wojcnF;JDKEgR9Q3YHw}kD zxq?!ac%fdB6#ZX&58+A!VliAA152@UYb8(Fwtuz2-EQ1b#3$?%pa{Jh0Udde1Vbd_ z#@YRvx7uW9uaL-a5J_{Y)xQR&j-UC&u^PU&3Ea{@WDjsyLdHV(=zMVf+CDe^1!7NH zkyEEUws(K9h+7X?G1@wD}Hn_5QWy=a$Iu%GZHZ2Ym%NOU}BpUG~L ztACdk1}POhVhjTtvU^aS!oM{(*mF)Y$%)lr4fPafP-a-`-DY>(tQqnZONa?)D_UaiqGR~iVsFD8h&dpR@XaFeh4A3D#Vv&VhL-w69#qR>v^VldmaGsw=Tmw$wJIj< za8aC-b(LZ_+XAy5LQd=wO3j`hm=g!j`0M9QOg)E)338UW8JdHZ@tC03A0HmQ59}>_C`N?ov9YA7JD)Exvt_()J%7hSmeS^P zk#qdua&Vu0x_C;mmUC(s)UxvsIlf>R0J_nHd@+_5h=A=#6Utsecxx%EWA{QT6i4cV z$w@5ngpD~?Pd9u;_ZI#>k0x=L>CjVl@fVh@FK-Bn7djaH4CZp}9nwjP*S{E?Gt@dr zeti-*^k@8e-1O4+(J=u^(|_OT@T%H0hd0%Z3q5Bna7X}t))X{CiY_~xNU~h8*1-U!W_eVSqSy zb{4kkk++jOWc(4=rhhO{ic9fRe6&9lU6J#qNx$`u)}D8)za&)zA%n_oz1Qet;M$l^ zwAoI#8&jPxNdsD}+Ft51`|&!J+39#t?4s{JyJIbkhs|)V*xj|_?QQlz(kAvkrXP%f zbko-&7sCNG4ApzMqU)x~>cs%zLuF^o7YEg@K7kLXNT}=NZhy{s=`^;Rv9*2ax7f#}pl7UAdSa)5rS0Q7yFVG`2Thi<6)G_kWpu^ItWc{nb zw^-7|HdFy5ld%&sspL*Q=$-i)*B;icCwl3-&%&o z#`Cixmj>Coo7G!SRlzU4ec3YxyOHH#eHB6&mJ$7;;C~o-*f2ukgD_n9VMa<9sb! z#uLZ;#B2D8BXU+$P=Fot2XPzW&(5!yN)E;$)PB*ETyKc0yI77hv%TlVxtFkIHy|PI zH(f83g*JNAOA8X>vAgdmBJ*^c{HBS=2p7WDDSv%i3z~LEf=k0LMU1$HBLWXDgx=#j zl==lU9xID3xm^P?GvDd*$v%cw&K)9JNFaYQXoA&8cv?03T<`C@;~DVF>8m&~%fjJR zW9-%2>0s)NgZd0ZkJwh|w?2iV{TyV7auG4P&|h~NrUkKVP$lzEmM*ICdgjMNubZFj z@P7rA94)b!?%~(8x%aVrpzo@D^5}L1T58?q21WI9w41nY5XJ)=5r_%bTkrvr3)(nQ zA`aWbUfGBOv}z7x4ncNmjcQ>MN;}Bu*(AF9TYVvOJ(?57rK0-T7uOhW8(Kp0$~%^k z>qYei#24ziHJB2qwOuc{AGdwiQz7+r?|;?e4hi+-yyXV&aw0ZJ!*Vst9?g;$0*2{U zFrOt-Zjr8+{fD=2%Ht?1fAbEaY^i;2kurW!-mJN1)>e_;?E?jfd=%t!4Ox8fxNJ1Y zE<;`|6IuX~t|J7Pw4)*m0&>T7d((a_B4vhPu z@6_1HmI_DcKQ+w^uk&(VyU_6kfr@&@M(g1YjX z77I?Z7B`vd8O3l#?du_apP3ap&mlMT?5uf%AB?%B0`TI?`V)*ym;5?plSik!YY+#K zwh|fc%;RIr7~eB}X2h0AAZFIy@{F~&^8U;DUN;+>JT+Dn%*G~JU*Cm21%GXk(}h#9 zuSBb{v5W==>Df=GbOZ3P+bz(ATPVPUS`bVKV}a1^3s16MUCE{j1g0-u(@i_l#SImVERK+Q(x|WGx42BR}}N>Z=KIOR9xf@P^fhG9_Y0n zQK+lyFO@HsgrPGypX3oLi z@wM6XMiI|$ZDKHP!Z_|W^B8v&B?zonD5?c)ZUWtudju#rH7@mXdc??TUhEMgoYX@P zBq@&|KBMMm@?*S`@fmSW+hzv3zTdDLhk}qp<&sZKQpWD|rH? z#tkFgjJ;0H%RuhrG3z-wk`51=QGlZaSy7mNQ#?N`F6=TuS?7V1F6?C5@^- zQw@zU)#Ro(oKBMC8cf=2n2tlrobU1S+d`UZ!$(*SijXCB zK@u|6PiV72?Mo+eqtT3;<7RL0r)H_)`(Hrb({a2en8Kf=_o7i$u#WnyU?YE{BIq}` zt^b-t@7djy9DmBtjB_`r(u*b2T;rAX7yryKK`j(rNfIxDJHhl_XE@s(-USAVm^DrN zp^j-tZbmRp(D*5HHWv=(R{yN#ki&AV)&Iau>JT5ln~F^8=C7L4W764op7@do>ejUOD{7-DHH) zNSfY#W1D%Pg_n&$vx-``CJe31x}FLj`n1&ZIZ0@?+FiX*T4r!PReU-1NDxFkFL@c*{5Dl?a75+7PTT} zB+$FJ?TZGtmVb;@jX#`0Rl@)1rDqM{3Zo1b8w<^H zk{H8G`>ffErM`OHoEa4pD{1GBG92>L7cWcs1|9v|2rVH+7)&-OLKqEQer(rK@$O2% zIjezTeqot~NEIA9?;9&qZax0+DrrXJwYyPMns_Bo)NrgJ z(5F-wHvI_O7v-O+O%ZUlB!*LjidV6W99l0>9zfh%q{z%XCBB%bpcOBzwoV!87+XT? zIDpyaLX(q)Rx4|YT$cm7V89QqdZ+LHgnvxy{1SNM68+Ce z&Ul~2PE=1k!KfYGAU1Nq(wnug*USo(4-mWkk3VAl`SyK+{b&k06o|k+Q<6Oa85a-o z6lz3GskGMoH%&A_yYg{cH*vdG+Rno?oy(8e7&AlGUb%GZ~X-*Zu_n}4EK zGF-GBNIc2cZ=Y~q?TxCeIpc}ul#gM?&efGW;OrUm`uWHYSBr*NH1;FZ{L@=g5UYJI z(g5&Y9t3B?F)fOOcn-zPVlR|T+2|IHRXe19en6ukar9jsxTofq2;KIb{guT{EiPi; zQW|Z@1bcth=|;4W@8<*!8?!S#egnxC3Q-ChR z)4+a?UKP>)8LeUP?hCU)J(;ThczL+yoq|NUP@nTTV73vx42dio&?f9nwArz7?}#w< zNt!kuHA%}ash6ncB2RIe+uu zl5b3(1mR>`G+ielHt)5Y$;>7^3>9S%#@oCw;;sYETE6JBC#Hi*Mcd9&K~6Ub>1EDT z1GRV9dLs;z0no8>jeOA|7h6gu#vi(>QZiQmAft%d+A!;Q_#&GM@qhWCM`Rk>4Nkr% zD44XxAf|zqf^t=CM)?-TQLCC;y1C4fQUBGih{oIY zHMns0G808_HU@^_qkkD-y`3=mnW*gZE8ml2F$q}=Kik^awl8NmfA!|%sx?0KDrB0B zuL>j8cGmi2gv(iK-+CS?qWGYnVi6X7>=cR=pfj?bvF9hAE53!+bVepxv+$v7n`!UqmHTU z^uu>z2hSU0QbK=V|KzZKn66@^iH-c%h7Ckc@1q;ADlgPxHbUwNqJW6)o21|BnbpR9 z(-$l?g?ToeXn#E15%^?+Y+su$c4Tb2_#2nwpL4I$^XaBlgLM0EPcaV;$$)5sVk?@ zeX(-MvHg;^grIZDPY3NT+#4vMRJNLyjYX;DmHK_q`H(XXIr{?EWv31t@wP4y(@Y{s z)S`{#vL>3m1*kUwX1Te-*X7VkE5?%?^hQ4WFb9&%5tQ_C&YNz1A^mX(mHTYHC!S`q%{PHu@*$Dy&c@`BA!FzoClt< z>ANVy1yk_Elx0Y=`8T%RqT56a8xQephF*)dmvnWDqtM+k2) zM1Ku+4JXNcM(=Ykut7i`02z#dB>+g@aeWdm4S!)c0Wq4xz1txC7 zRY3Wh#fDj*7WvtDPQ#>1kJboei{#D>%zqN=%K&8+JW3hrWR-9j>(nKNu8%cgM~Su- ztL7~L9E%F6+%9PMEgvxwr|Kf*6Qk2u$cpJ}Lnp`)I7ofY5M}-QoE{~gWMm5y)p_AA zCpk|>dx0up>UkYLKO*zU^hSa0kmY+GGOM@m9X-@V73+b%V$z?deknuGiWvJ@>3{75 z5oGvz5u_GfH}G|IbfrGFPXZgsY-Qn|;Yoj2(HwR91J!zh*DcQNp&`;wFYuyN4kW77 zppmw5da$CTp=x)ZHgiVV1Pxmr3Ji?31BPb!p4zhD<*NdcYP)69zG^uIr5Qr_PL^4mr$Pb0Oxt1oq;S0=NIge8WTe?&s74g-^5FFohF)Q|q5F!8dUvWc_YpzzY|Iab?N1s^HuO8@fA z{mASsMJ%d-ew^RnDqW1Qvg{Bgvh>H`V`Rd|{Px9DC7eEN!!d74>v*Su8+7U)kTZB8 zXp9G8Sc&SbnNS|(febQC>3{kaLAu0e{pNfxF4zjV(4K)JO#d`#kl{#euf82RZkivak=5}cOBTX z@+E?X;cC1NS`v`WOn;35GT-J0E7uvZc$zik?t9RzlDdnfo*kQe8+#JVj;gH6iv7WmwUt!oLKftcL8wapmgv1N@u6Z&RR-UcaVPO6H zD17K;p>0`Ab_rA2C3*D<38BX5XVZspe1+fZGwOD2Wt&NCuz$y${uAU*sZ{M7RkV3k z9zRf;_PPnc>bSrEm7a zQp%rknXn~qUw?l_9Y!>_W$uZMAa4&n-x?(yJBRi=-?gJ^WlnWX-+Q>Awv@6 zk3@heyax7`;Uy|@!NG1_fs1&07%-3C9t@RN=q!}{>u7fl`#yHv^vot?O6k^}MQb4U z;_yiQUQeI)EJLn|e&IHeXQ?J)`_yb)%d}I5U`47_;n!K87?r~DG>{o=nJ53#i35`N z!0TI8IDh>mRqorB^EHh|u>CB@>`MNTL9y9DUde*IQKbZyA_0&&<~7@4Jrbg|v9+50 zL(C}N*VaXv+Y|4vi$fm}AyiJ*hs-iy9oB1=>mqq&A&z_7FpP0Pc`Ab!ISD0qPX+UO z4MKjY5Tg0R9#nn@L?T)Jf!^Tk0mU%<5l|q@Kz~KsS`jJip+lv_H}TPL6Hwc?4E@n) zubj8~1lu4!;CH<^hbzP^IlqO(avhW@V+(cf3ubU5k6Dprk)NU!JvtUHX59jfLngy^ zGstO7KvYYlkOllfb5bXDH~7`0*Eb`F3{!zBJNlCB#-C)yOLvG`D5tUWP$NH`QC(TT z;(uKMx!D5Lc8D{H{BOZyKDS{BV&~533S3gkkTq!Qb=j#ao($3TICM~kK2##sNly5a zIv8vG?Bh?O$DC+Ff>U&rZBlU5IzHr!AE8%#Ns01u_ee6*LLZy`ase?HC75 z|DrNX-vPV0+jCp0o7_)_t(9`&x2d4?i+Sv@9>p^oXz(=di{D8m&GMHVcr8l!jiZ(NqmWybKXo za5y8AkgpJ#Z$WeANe(4?dY}mx6BSV6u?T9im18V*U6aTyayp@w+6DYq2c<^w$bW`# z(uKEjd^z#R@g5uZq^*yNPdC2l47wQxog7AQp&CJWwoU4lmd_>`M!hP8({0| zsNt?=?6k4{fTc~IEJ6S>v=#620i%vm0hv*GkdM2Fa#CvW(~qI=v)-QAAo5 z!x1{}L{)~-h&0W6By}SA0m=fz3og6>#5CPt!v?Ql)6e|!k)bH9hbe{d=6`vJpTgw9 z(&X=67iFr)x``aG8JP6M_oW+lWJA*5+!kM;nj-I-@&1|`!H38rjH40D;3OA1c-|R0 zmIV4Ei4o(q+v^2{=ahTKQ4>&nujYVuU@p67cux9BcQz9{xFG~j@buAY&A(RC8-LBd zQf@Q9+D zxa-s}G^J6^U%bjyg@0|4klK#WLTj!ZZ|5y8aRege&eZygWXLI$`PmaBDB|?x`X|}0 zNuX_$jwLw?H3Ff~u-5&q4Db&kj~?wLe^oYBpPf$QfIn>;>NJ7{j(>jsQ-r|_(M{`t zXP40=1YAa0HB~`vZrZ_l?wP4~eZ}Ar1n6dIp34rt_ynz+9E`O6QlzudLuZUjeQ#1t zBhhi;@QKQ^od;o-cj;(89Mn?4BM30e$;zkg`|8$xlee{NSZGcB$hi9_ZKoF?<|FZ8Ggvice<1gWAgT_hom z0jZSvYqez?V#=?oNK}*)9$$Tb!p6k9%2%6UdblR9ZBb9?-LV_?l>Q(a3@xkZZ#XqW z#^j{YBT`?LS0Lf`+@cjOWbvi_(^AlL7YFC5Z}sL-SxY6q27mVTo&L+-*=iCT{`4iF zX!#qtht+R+La-&|b@#^~GZ$zU@}AcLZ6Nk8G8+7HAl*Yv{j^i3ogC{6c+O|sas;wlp9kS znf7_mikeH-#9(%o{sIx>~28xyJ!6u zbZf%n^tu8y0L_u(w>J(#BXiOht^8}`2+&&n8(w`RWR4idPl3484^Ujm_^-G4(T>)a`ihCy#q~}2reGs&oPX%?J2`-mW)UJWV($^nDAY`NzU6!% z60K{7l8$}0GjOwXkQ2L_>z`+ax~;*eO4@GfCwF6kNGA;)zDE`2sTgqL>JyND1w+AD zaz3D=Sg(VRTXPxP^?Bqvh@&_09W57}!t@Vum-*$#sOB?xo{YnM^2fF~Q=!Jrd<+5a z8-E&8xffp3rz>wn)(jMbt|BXM3x4z#i@<7?7l__yt+&=ug#I|MbkNvvxYFhJX0q%t z#3a8ypDR zZHi_Jx(R%diI@|6EwMpc4SOe*VLuARsp%lp3HxMl&SCnu3vK7H51t?z#1t#OV+cw4 zNCxQODQ4<6sbRgW?ZrD1I=Td$MXGRTQszz0xT{~01~IIF8x(mBaay7>ys=xoihqo^ zqj*;I2nv`5K=~7qG`rW^fUjKA)7u@X-wYC`m{e%BM?TR{+BQW5A=zMFxqSrHbs7v( zi)*u(qKm_ftn&?d&ra)SUT7Y z+2Cp>ffspH{QTFZKrt_DE=Ds(v~_>5rXOGMQf;5c$Hn1!?VmpZD$Qr9_0u0nW&&hM zG4#{v*W80|5XgSIx^e)AAAj5^_uq2TJQr26l8B;&f|`Pvqvox5!c%?6T%uE(;O z%3__>OCwJlp~*z`X(VQ7b?Ri7px`TGlXGu7Kl}awHdfy6x<|G9#OA0|S}d(B17bK0 z2+_#oQ&c-AHZdi!d z5t1GOBJf!WUmy!-R@1Plt*V0H=qqY+jhxm?-WbXG-pmSf(!Ws{0_b|Cuof~qSrr1J z4k~6h#t(^Q2UCO2mkPvQwTF)I6zVma^Q+$?LsjOC{ZcO+41Y2eBKa-vPuwr$md7Y* ze9fEAP3w|Pt5>HT*(KEoh$u`Z!`y#zy>!?(AD`Y)YY1_MmkO$hzT%FfX`piP6l0ND zDd~I-kP6#bPQdLNR_v~t_5ee~!Jz!b2wH$wbZH?{<0)y@9)WxMm5HvwZe)|Ezm5C= z?HT`pv&`HOGk;F3ela_WA@t5I2N7?D^X8r0;J^GzNXin90(an%>=;b{eLO2y*Z%QT zW73D%Q;-80uc7PwLlc=Z{tutr6ae8~UEodG*oD)(KCTiWAkKOV^n{wmif_l9k0n*z zP%A!KiEFWT*Z6PMG;3*`$jL^La%p?sJascu8L#wq#D7As&~Xk@p@iJP8;mrdC7W?3 zOuG!ElwFwR8OP=k8Cd+eUagXzMXn0%DF4go?NN;b@(H#;!DsRR9qWjjM)=%~`XGy6 z3kC7AX;twwLtx}cZDU0?y*E))jE$z@C+6S}bmP6Su>n?30Mb&P1>oH~e?EWMnHYcP zc$pIEtAF#v{1;liOk^&o9z}!Zo;9yIe}c!%JvnhYX_J`)#X@)mu# zz*qSf9w%N=_cg!dZ>F(2qn8YJn(b^iHyb{*&ffsvTnro>tmV zop?NkR{LEd0qiKkr69`xddFZsyuN#5IUVK9p=SqHw*a_=BU%7PYulB&!58iv+!Nt? z6r#?3pkJ2!^m;b;OY#*^6Bm`lWn5uhRB|EesYWu*w)J!vp3u4O$HTNM)lP;*19LO! z1Ai^+(#`VkN*2Z(&1f+`F3)|QrA;iOn08JEA(f~hQOtw!#EwV_TyCE%FzAY9hqJ`i zCNh#4L(IpGjy*^_F>60(TMZ*;w`BKpr6Yk;rLru^OoQGHbsZnYjAY!cC5mNCqz+2_ zDGvJw0iUQo(u9Da<0W@970CtKb<^;swDmAWF7!{fUSASc$ zuDRBmI-Bc%34Yrh<{0q4wbiu^ySV~MPr?(b<*c34R@f#zN+U&phD2D7f3n_$u@;dd z5>SUJ)#N^%@vXelzYLNa_8_ELUbLq-E)T(@9|&~>LlpPxF24jYFFi{&b2*VGw>Qy+m_ z1agbA)5D-R)_VnsuwLn(r}mtdvp#Q|O{$cde<#^}7VelHd0xQ6*KgU0o!)zssgi|F zs&E}FI3qejS5;jNI!>;xZ!Q{CCAt-icV}iUTp(+!z+i5MkWAqNZ4FgK%LAt}~|U z@{(VH_(qZb0eg3=Jaa9>@c`ClP#>4eY zm?La)tV6v-luQLMhfS#+v9N1AnA+`yXU)%#ZL}3`4^x zvE(3c3>q&08^52AChoR(ju9lxVpvxpV!@Hh9sa?}b8 z2_-gfA-VZeb_}KTa~&&~@;W~{ff1`cCnntf`&O32LL}cb1+YUvNT)a)UF|;ZU*CQ+ zdA~T(J$OAG{uCFYrhmaJm+qo4=E2`ak^v!9j2*WvA>xRe^P9YWe~!}V_wv8&Irz(T z6SuB=U|3fbbj0mF=UnYJpv<1-=agryjvEte^;nWRXK5+k^C{@J*jAw)^M=oICZNP#DW$Smq9uv?|A(U`wAhFc?+Lf^QKvkFRR%D~`HScu#NDp*j*roUXyImQ`7XCIONX zpAzv|26(y@l4oGVT?d;>VXLY4cE3eZMd5EqYRbPv z?0&PGvwwD&FB158W02>2w^xS%Wk8z0>3n|#`glyL=R{EK3h!<;(jk(!!K3K#kxe>j z$Y?9=j4VtfeKUWfZi71@*T*jK@bVd>aw&R4H=)VsD)H87e)S>mX3qoS?Fjr zRzsy=8}h~9LWKLfe91rH5quDGH_`kK@DH+1JLhb(yH|fsQZ}bu`#YJ~#SkMZ2Ol+X z6}Wn(NuE{I>U$G{D}Lqkud=jg*y;z>w~w)EP>FwQw4V}!&Nm_tUFAJ9-$vthgl2zm z?P&rX+%P$u>51CuNhKlU;&ME#q{+<>jc$Fqh3TRXE!nHFPc&>yYEKUlb3WL8-<<^I z*;CB#^v!<^-cZq9ZE!jW3(HR!*%4QeroBobpSn8~4G=&c(2o4>7fdsnuVp2;Bh6wG zA3fkx1l<#gXV#gB8v^(bGPnvsp%7SFlc>rs;2I9 z4Xp{w6{DR`tea-j7?ChQmj7I)kEgsQfF3=w`qL zGBe|QQ6Y4;03U+MDmn|81I*qkT#dnznmV8N`qD3Y? zr>}q0qGQ_z3GT|`jumFgmzu5m5O@+`K{wn|+qQtB zrN5z2dt8;^I^KPT^!Bw%i0td|CcFp&t^$#`G{-^CH?i5N&Vj0El}1^cgaT}Mvo_ZJ zv;&cCS4lLD9Lulnx7AJW8k?rE9@}}hF_wsH!Hc`NE!=cqvcgB@>il8QEW$7*)h~Z6 zjTLL3<9qnDF*{B_hYEypdLJyars7rLd8LaJ2|I-}2E!ElYq4JJ%ML~7YnPG!6b62$ z(V<|d$+bWT(QiR*4uE`KD3UD3qS}E*?YDT<#wAlimiOp?E}UYITP(TWp+puekpev>6ZngPcvf@CAQw>t+a* zyFAw7N1zO;=jdWz1=pgp&gMD6z>HiSQco&9rZ;(#_VRxW%QT*mdXm>yesU}qoJdhK ziXX$teQ|b-6F0~OHL$!{myj05wpJV#{OP=i2k}B&I9A3#65iBg*{L?sw+_`7y2F2Q z2ujSn)E}RG37=85rNPa_;A?*jAgKET^1cwi&ZD&*?D(6C&zVCHYxMh+bAi z+QsoyvdQE)H6kX}>;>DpU`p$}JTH-RNXfN%Nu}(~MCNC+)QT@aJ#@SyBc{#1`8yPCekT)7(ZG991Cm<&WC@K7F z;1t@XwLe?8{z8`KTapcTp1tBGA# znQ^(SUAX#is6?B@&U-1L;2@Tx9uDqKI|!z42rZ@O@D zr5LopCB|1=l@Mj&!bleuR_~Wc{Oa#tM!n&3CV++$gF$T9gC>9M63ktH^3~es==ex2 z4oYHvX7PHH3wdoDKHr~Mjg$sWq8x=Adz&rz6743C)iW_+60A%g#ir zZN~cvWr&gEg_a=Iow;uyRN52+y{YN^ZGdc{ZOT3-zAV@z zvp2BrSXwf$MU4pasr(6WBsF?AIwF#8Tigdyiz>FEmq3S1TpDW9h|<%!t;6*iC}+}K zy3N1;mSPj1UQ&yFsXP99 zSlHqsJALg6#99cO-PIn)n^cJV`^PXRtO-jj6r4p-l%em+ao^$yzJ((9O%sirbqAXE9WZo z$xY-+lG`8hh|G{Pe5X`pn$eJsCrL-8x89Y~(o2-IO)uQn+Zwkc>cmrw-54b*9qsp1 zypJY^ei3=E6sC6h?Kw`Q8&dM#YJGdKyjm(R0@YghNIM~3C$pBOMhXSr)T9yyo$|pt z`UHRf`l5-2E8;H}rEk?d>R`+$+Fat5Puz)V5RL)-2j+mENhnd$gFCcGINgSlY>Iy| zxLB+IKGLG$I*Yk*uJQ}R%F*)KinI`%BIbcN{7;J<0_>4XG!@R$v&ebcuipwzBd0fS z;p{&aH`)_WaJ=kden_qmL4jzZ7uhyYqJn>4*95C~^|g^B7~98MAIM_%Y~Dm#t~Y~l zLJ=B0HJr7lLuT?BVI5He7*40ob5L-RaZh{e==>AhIcpC% zNSMDnE^GI;o-0q1xV+!)O zDl9o4v%lB_y=`A8Ap0f=sD~q*)-06@w*Zz`@NETXuHxO9<8H4n1&<3N8r}YBzS;I~ zJe(R|O$OxcJJbjU8En#xx0jq)r1viiYz5jhqJg)muM!G#j2luJ5YmxV-jXvt_RMs)wzGVK&=%K zabJ)aI$N}d^|SJ9d~Wd+49gueqKB>d5ML^dY+h0zPmzgyK;0@ z2W3fLY&#Dsur{**)js+Yqs4zj-7Q0`YF~Ff2EKjpb42Uu&RN$9r+%7$O>dvJe%M(bf9DNnfC z=;1HG+t7QB6v`g=u+Alvn;y!o#Eysw?5-&yA%diS#Jj>d9@en>)>C3+YNfCVyS%d- zAmfWZws;s(*?Blcj=Bcp)N`}Tx_?rI0a%mGZo5(ybq^=(I)baUQa2VbEM4WsBz3I> z9YeEtuxB!P{ZaNAk>7u-Zj+tAni&{%8`$NNDD$fW=EEDGl#A%Fm?JzCTu;qagyZ!) z26nkV5UbSS{|Qta1!!g(JoeWlK~a&p5A3g44g_LmLXrGl zjlXrxJaloHbwH70PKAay&(k-LRh|Mi@jxwe{>EDhK@sF*obZ2ABf52;f_nd%etmRB zl8TNWZ1;2S6of%f2%;3m0}1z7;f47$QQEMf>N1zkLj~iqBHS7;CXcJn!~SArG({{J ze+}RqIa=|zgDWwyaUP;T<{VK)E7uLsp1b2b7#Ww1Cv~-~pAaB4V#Q$kbD04+E}@l` z5rp@=79CoD{gHo<4U{*b=ZHv!7}SoNlP)TQ1Y!?bfAiRri2i_H50j$o>N|NXk3KQ2?ML@Jy)+KrlGKO^yuZu5uLkEj`4SB&Gs zPud{$Lv^MJyS!Gkjt-2RhH8AE0QHw4Qx$O_jTl=KWP^WWnKfll0i|(dZ z-9|(wqF^=+wy##UYew+YI4+ ziwa77<3VvrX=dgf29ZVrjVvm*D}2tQ91e1n z&;edmXX1C04ip`N{FhE@Hy+%i@_=y?AprH0S&A>4^&&ZYUzwCv3Oy%2jp8;HO!m10 zblSF9gz0vwdw8fLh-B}vpiz+yaqMc5@|4H`dOwSr&>d|;-_{Tfty$p35dzC3Y&K|@7#Y*4E;W!&>|L@I)bGPe`)NxS4YRQNJI|q z-9fu<1tmpuG+`=j5-hJL>*6;(^Pa$pBwz2!P_JMew1^HYW*KW-dIZH^hMtB$lHD)& zKU6-Ht^Jh3;h3f#-R^t|2{q#Qt>8eVQs`+8o4^k889;!y_5PquqXoL39DKN{jpNJG6_KBOdDt z-##d^BW8R0z)op2{ViTrjkhq>{Q_Bd9nn&-rZZ>7lIkb3LSe$q%QJ{Q6T8~{un+oF z>9pc8pRS)Qqzi=#7zC^54{1A!ofUsF+!1-{oXPR4Mh7yOQ?nu)qhMNj5VbmwU~4A< zHAg7P>oU30~8H&rymCCNmrW9tu-82v+&R;#A22ZL4!+Qh^uW|8_ zZGon6#if1g|ZyWMi2D{3S1E;Uh;#@-%&mG<PG|7gX>c9(L6m7ffRLX6XU;gWg z7t+c+o~cnnag|pYO7A8Or`C!Ir3*>f8Q~Z(-5A8cMQYS0zqF>3&H) zdHqnSr`m^~&sFst(VF5{aYBDS$ao=hyn+w*+Ht_(wwDhxLL-aHL)-g|K>FtLS0)CL zD$g|oQsbCp*L*v?&*`98&~n&t*b~Zd%uFti-t*R*GT0fG6dh>r{xa^_|5Bs5%6{!5 ztg`E|l+>|q0ApJKxO0+t<4vm*-|4I*@pG3S92KTw2M<>(R3xhXg_M5=^9c@+K4#5N z@eA!N(qJuyd`WFx01PTd8!Y9Nz4g=kA^imsj#o53cMv#spJH7gX^trO$X~>B4_Vg}qcQr{7BNj>7xnlo*kq9A?g|y|J6?C^s!`QVm)Bjt)h=d&NsDVFx;|MvKE{!9KzS zbpswz@uz-OxFfS>7-_DISG>1E)-vVpj&`QETq}S*2ZQ-huw;L#eOY9#-i&n#j_;0` zi$%&1LNof5y;8j98<1cNIUU}eorn|VO|hHMC03&qsNUOb`#vgC!>VF(P_;b6b~UFC z>2)#Dw`AGF1=(lqBap$S;#fvlPw#jD&B_Wa zFQ!TF{^Tlm#lG@BtY}t?HBZ{uzW|R}j}(Bhyc5qp6*IE>HO7D{Q8|Tz+k~-6Qz)&TsS|8!6&7Q{eM9}A z&&%tmRR2&W>*)XBeZ*0fHZTGPWZOT&97*?OMsce!jvyqzboAbz_Kk~lWkG)YQX>77 z(b7C=U-EWoIso!OBq;lixPYExZn}`lH*sn+R#|`4(X4WZyQprtY}39y_%ADwek^EQ z&TmgjZu_}wKV6Pn_0ke@vVlzK2)o++JdAiQ4kvzcDO} z&u4!Z&}J8}+-2re1053e(hYdksQ-mx!?OlQ*@m6ttzPTMVo1$7PVq?NI12MLMisi} zqS8Nxt}>qov<4JcresZqUn59D?)E(A?B0k$W~A7r?9;te7|?R0M1O?8`q4J|zx%?= zM-ZZ6{)$fCgY%01A81%Rt_o#tWOHw-V$D`A3%nkqH*JAuI~lZkPMx2^Y5yn+m5Tmklfm6t~L23W*Ar z`kD$Aw`j`>u?m;AzzP(%E!GMxZI@EZ3KbJFIW;&6FHB`_XLM*XATuyDHZhkVGzk<1 zGcqwTGnavp11FbYGzkQMmFwCzOqbG#G?Omr?(XhxCNSyl4gqNpB&Ct=ZjqGk?oR0j zzv)_gFJ1e2|9*o(9A_S9T=#V|fPzFxm0sA)-UKLNZ|6eK%)rD0kdv3Ux3gzvqE`W0 zxY`&y0azHAnAnggC`6rr#x5XxJ27JyAP<1k#S)-s>H>BJTQD(yaU)RxB!PB7C$Q2C zVB!go2f7%mc{%`@0o2BS0VR897kU$8XRsP*X92PU(tuq=?HxRwKo*uRzhbb`)BlR} z%Ugs2AY*K5ZSU@E4FVY3nE_-NRI2taLb2QUFz8rzry?9BmcKrMi}s?V{Y5*_;+<;EbpkHbKhZ`lB8Q?cHu&cR~z3pEK0MwQ) zE)G15jPCC43>L1=E)4cg77PwHfALeZ1UUoT?VYRv;O|adO#xAbT0HeQT;7_0#)!zhx08v*br(Zeb|EqHPC(VDUi`auJ)3fpR zHFp2si5c5}xjK9O(VKslZEA1l403jH{yQQNU=FeY{$lU^Yi1z3zhv^l3epnds%rFd z;Kj3}m$wIZ$Bx0p!{smQU-5*+|MYM zLH+-K&pG>_ToSG}HVVeJKHpdp+k$L7|7H0<7Mj3cT&Wf8ootP5{znILmH>GG z&6Gecrj~zo@o%xTi!pfhh3zbCfZ&<@B~t%&nry&p3x4!~em%JW^voQb|DywMq^Y$X z(AgQl!TpyC2=2oF@CCR27h3?Mj)bh3gaX}v|5=&8%*5?X?ae@T762A@4uG+fld&ff z6L=3;*x3Qz%;1$a1A6?mC;&zVJ9`(f3&6qE#TQ_1?}YSgm>lc?M&VzgzY!;ZQS>+B z0x*jGM%(~K@qZ8}6M#|TH(~}bO8!PH07j|bh!wyn{Tp!r80CH=a6b9p2%JyhHv;E> zQ~U>Uf%7T-M&NwPzY#c}%5MbDr}`VQ0T|VOBXG6qzY#dQ=0AuVjEw(5%q(D{#?Gc7 z@Ca?pfd9zZSbm9JfKDK1>)))ki0BmW-bM~q);d)Gg6fK4oZM+ECF ze%d&YKfIWk!G${fR)cdm z7=v%Te+`?B`9IQskD3)s!2#&>*B$(iDaT(jkp1t0vVj}xVB`8nVa#BON$-l$0gG+M;+JgSQZ|uKpfNp;bi5(oo8RYSs zAGi!>8)Ik7KLUfR_+1k_xO^8&C*U9318$RxyZs*y;25sI&j2{*U+*!_ruI&M_8L5J zw?815u=^h;5FFIw4+zfc`3D5g$?G>~a3n9F)87pK{is&@^``RICCv1H``P`USGd2h zs*97oHBb{|27Z10!$jT~e3CtMnZP$FGguD(`0r2p|4Kmd`||(8TSUa(!<(KB+$wrj zaQ8S_nSY&H4&Q&dn*RMV_1EPMzGME2f4#{7fIttRDbm8My(w>q)u)E{#eU*><0Y^Z z+ziKM*aBKI@h}T%<8AnVIAYnGq(H&^z@~t7%6xk{DIR^lq(HkuEsBsgHZQBqAIrzC z%#?+;jQ!;O@KMBthq5#n)PvIH=L1SQNNEmavU0V*uuZ17#J3Ou)Q1j5x!XGLqgh6O zqF*GF>Xo!C=fJubOfxrPIoV)%%%kD8tCWLH^k;rBURI?r4ndy_=OnXkwrCVRS=i`Y zK-It}>Q1GnX@$?h54DmKO~u5n<6hc(Al&uJY{iM6#rb*o)8a)V zxQul2yO+H?dEk$YwgKj%oPPcujeRW~M_k*-{Hk&-g_qDm>(BCTB=9_tb>rJgtWk09 zg#m#Y*n;_gI@e~%W}+f%t#{0r&aoe|i!?re6Gn}E15;n%w4|jzSZcEpo|qv}JifTG zC$P_35E^!}D)G$LpTB-Ridix^El;2wRjgm#a-|uBOsQhT&BB1dQ_>@{E)uuRGuAJd zJsDBrOd-a3Kbm%yFjMTdMXd<2K?kw2^xZdYiYp6$x|naACuUaNv)UToGXSXt;Ro

Y!_h}jO;lHL#cM2w*MPNfejQR4&f`~f^k+>dy-~#!g_4Np*&9MyS zopi$zNJIQXwT)!qjJMzuPp>i1Rhe8k62=$Y0x|UOjL!oy(}eV}EiFSg9UEdc_2kBX zxYiA;$O^Y*j(0PY0uZ6Ox41d=jlQH1^HDw>Sd*{LXRD2lSmsH@_Z>;Rf(@KS()h3jz zWH>xX&8rW$@eR+Y{FP;g2thCN;dbqR2)Xm1=L7+IN3mOv>p(Mi(3g{3m|lz57>U9$ zZDJJC6oE(_I+-yf3(q7Ue8w}t?jXA@1~WQdg7`SLC<~ZTI@^}W{(39SWs zczXI`@7wt{bN69HT~aK(v(SNOqG@Ro|rznrmT_W6{N`&^GFJ0Wz zE;v{%o)&^*E#mN19Mv_Y@#Rl{kZ^N$CFD~Z3ocaFdSWuClX%D#boO{t?f|^B+dnPK zvVZ~vnBj~y)dyE<-PbUO3b7``Dap^`e3zAE@YV6R8G82c$bJD?*#w&p9yRgJDo;@d z0ed=RuOg5*bot*zGEwkhTgUZyTiZ>_LWSS8oYz9M;dy0hR-A7vj~=gnb{5JIursdOYha?eg1eh{by@T(L%N_V3#ae`n@Z5GyqZwIBC`dGqz2Nr zhN9P8+R$}!6jn7MZoZY5tgrl%YF2UrWnn+GotY-lqGAReT*ULZsE7|)72?d_*c#Oi zCF>sH9ceqcZEtjcsu&Bo<@q(K7ZKP;%FDA{+;%~IG^C-<#aZ+=e*{WV1W`hP_~0=p z#tS})7{xwwY4cRbTL3eduWoKvhYU2=`x}l30==71EQVo{QH->2Iw+6sM%7gMu)T!m zjdm|Hg{@gMQPlW2*JvOc&=+WA@-dXl8Z933%d5wqT9(v;$s`&>fp|UjJ zx2fzG@I$dMHeKcHPtQxYbq(DeAnbYA@{DCxsBuC^uElVcrEKk+T! z=M97Ut?`3+Lw&D)+%INIsEnE$3*#`p=U|4mLFBn*<7sG8#32`_dd5o$n%)UV+U1zX z!|PeU39^riyg$2LcwaruP9|80a`1WxiNX_qadn}PS+_@Ak$9rx&G*JpQ^=3W48pSSZ@f9 zkwcY6RUT7tG7)O%uyq(qeU;Vdg(gVG6U2*LL{Z@f_3Z-!?J5kxd_;-y)tmfCRCkxU zk2zeQ^*SaO=479z+T6EnQ(>jq^xNrPmL3g%MDql4GdgISqYOO8ZI^kJGqfsk4un)b zldf|HIHL)CVi%F zN<@f%%yw?BCtI*Ye;bR9V&eyq?l4y5CJJ%C)baY46dXtRgjy2{ee}|idQ1U-9sO5I zxc3{=lp!o;00QaGt*p40+qyP{V}4?6gfts@i$e&d($&tG*h-2eUR#Ugr%@{O#AqX( zGGw>qd{k|T1xh>kp_@Q##luUMuj%a!_-ENQ>5q_0V_4JQ4I?B3ZpKIEEvJPcjDqAb zZhhSzr^&hvv9kYz49i#vb`yAP_U21c>DCL=DW$!wbLn z;UY=1yF*}?gv@5__W^huheYI@DqX(@###}wPdPTYL!`e)kxx{k8BT4;fh9D(`JSj{ z-m{3U(0wC6waLY<_F{;=REb;rrCEQHOFn_@^ktgi9+?0I2}2V7`(|fJd+Gn3c|*pOM!EmT`Au=2xZ#8@5LZjXxHL)%1MeW-nsT z)0`G(;wK2%FOzH-Z&*Tq8WJUs+^Q=(U+=F)S7C}JW4H?Na`K~$R}i?|s(Y()VlEGN znckM9lzfm{>xPjXqpRNQm??XnVAlFAI8!yzs*D!>%&* z4`rwii&(BEs)|Bm{kIqFuT63iSOwk)2Wp%iBU-ez_q^4r!(a&Ck(y+9lZ)VO{0zFo zzItfYm`@ki?8kk7C(ptWQHnl2wtVi&eUaK>U0PsQm$Vf{(WH_Q4^chuv5bfC=~2E| zdE-+5X&&i$Ly!F+2c8*kY&u1>9D49n?d=3%2#iljBLV`ZsAHj{;cd7yao^k4XXLbj zst2FxnFGQTz!G5af^|N$U8GBXkO^7t0YWjNz)-9Mox9+Fl9e*mk%th4@>>Ea0?Q+` z4e4}{Spb!wWOt!IL?7aQ<|!3=0E=1kHv3c;Rl<;1?kkFzS;vp12TSx`vB`Z~By#IC z!RU6lIcIuei_V^lC@4*z_D>HxpxWHFHWOr+{0RpH}uzciyUF6!P)3yx1cgHHuRq_vd1|8eo zh_@+5QB-?2DGIQ1n_3Vn6s82Rq_Bw)PXc_ANIJ^oWeGFPn1k;8c2swMHa||fN`oFt zX`SkOgEK8Qt<;d)=TAc^w!)fd3#&QQlOTo)m*RuSEAxW=J!|=~9o69cG;ks_W0qh=jp_gcD}!PL{fFoyQ7ht-VvQo zbfcsOU8-kSA@GQv1Od1s`0I3(80Td2q|AVnJKvfVB`0dw<$N^sF19h z+ZxFP@H{$tfErI4%rbFS9A14`3A)F>`mR0sY8dD1SN!BN|C-LON5#n5Z^{l{lSW@+ zkz5!)PEDGujFQSM46)QsM(!&dORT?t>1e1k?17cSjicsHeYo8WcMW>!LsE1o9k{<$ z7&IO%E+&i1z@Ar@%P*c47W&-Au>V>Ik%;w$hio_Ugt>69Ld&YSAM}BUi@SR*Cgw;s zS9^Fv$MS8vXrT_$JC%z3dGf&;TdlLIXPfEZ=l9;-iSHwxS@YpKi&eRV>d?g^rj_g(%ySiI{fjd@aAmaa?g!<~flwt6?u{Fud@jau|S*R2&jSckI zG?*1q0*t2vuMyahX&nxo~YQ25x;xL%tYp82vvCS&H)d^7p>A#lrls z(aJmZiI1inaD4D)J!=3}?iiQT!1NYimLrL7P3+mFlu^Mp20$lVnxLixlrM zKjG(|;P5KLvDtM^493;Q*(gAxt zAtQ+f3r0<9cd`&c=+lp(^n}S8)A!cPWnsa4ny2HV%*HD=s$ESVr1525lOJTHLcDq~ zYyGgJ5hO3GUQ(NXt?&@yx#22Ge>nhs&jvy!dg^H4oWe?>O*}dCPv2Nn>xlP|bwUG@ z$|V^1YqMltIF-p+bG}^gNY>{=hpFt5QODS*Cl}JYyE4p%^7Tiv7fw5C3Pes73gp>ukKY~j|fm(h2O zu#|bM;UM;oo%bh~)~BeX;Tz9~9DXqB+Nndn(n!gyj z_r27PcJ$en~d7zt1aP)u)dgp;KYR5eeAJxZH4%~HJ52I>6XWR@&L@Wh`pm! zYwQ=qN=z{-bZ3=Br?Tne@5LNJB5!jZ)MI~~N$FL_nfMNV6X;uU>748_oXCT7ogj*( ze!FFS|4wQVpnPn~ZNdJ|6-@_&)RkzhRUp#o<22-dm2{nZhe{NO#hG2NWI6(QlaJ)d zI>0GZ=G6zQ)i+0-Gb41x4~=_DsV~;fGZ3iX*Nl0CJwZo&&d}39LE)#bd@?i&nRF6s zpDJME4I=8aY7G{GM@TVkTD7(UMW^t`RFoQ{yL2f+3;2Ah7K$!?1KaK%=9D`rYotd( z$JFtEjc=0cl!M;*IAZ71I4PZBw%GgD*mcNAVR4F~$%(~Zp_BRyQ(j*XzsUp0u?+Lg;wK2un}@phd)H6X)rP~yn_MBQc_+qGcYaG+!C zow>rXB2x|}9z=2}Frb>=EM|tNVtNC~+>^F{99cU^VIn(m!6rZv`W4L5(>px-Xjnmp z+K0%C-q{~JHEnA+%08-ikPYTMw)p->wg(ux0pGnP>z&>K^7XiS18)h zzdc*|Fgvf#5radFu!`DTd;~1s* zPWc6Cb6VrKZv*|A;9qcY82vQ_*KO7bedl^VR1Yi1mW&HA1sW4ZTsB%KAbNdlAfbJW zP+e?!#BzO6AGEaX{EDNvDGn|LE#hZ?4ij6`*yAI)f6pktpz~ItMuwqc9{K5%;l^tW$ML@Hg(4Xq2D0&og`iY#!;DC;O4VjYzDP12=LTq=S|K6vr>Vj$dp zw-e_&&lFS&30%K(ys@nU^?V^VZK&zvM?g+$hxo+yx&KLc!%=X-dCc^{3R@}$MJRuB z@)LT4`j4;UqW!I@9%?}a?)S5`gAw#s*(M!1xGCcl^N`6B$ZM-i1y~u5e?(gaOjmnb894WO{>pO zsV_CD#Ug8+gb+AVmR_ytHu_GfX*FynCO~OZHY*D3x$=s5$3jrEZ5-Zp-Jg7m0gjUYbLZxu zn{VO0QCcT|!fI}e57BCu*n$Wn{u@ph1g#@M4f+bMXjl>z0K%{zPcuD>m>a{CONqxw zs}ms_EcQ@;@aM%N`4>n+T*>(=*Z3anV>nX`_;HC$oIpA;1RJGTe6dWxZ40}x43Jy$WM}%J zi~V5km@*K=1NTYJ9Es`%x3p`+V?r;A#L0ok{tMrK#>NL9+?VtMyw6)rXVwdj&r2Vr z(DOt({q#Q~QqQGrcd-h)7=PCtC5bX*{eh${=}Zt|sxB0a?k*uJf9Z{8%5I-I%m*x{ z(VC<)Mf7Mp_a~pOO?DEK>UIgj2w{K!^3xz7QqT>V3ArCbY;ncgH&rWbh!+NHPlfNK zCP`9%3UpgWvGY^z5W|_Biow#p=3ApKxwU(KfPp<+)CCN?HP6XOk#`iieMI(Ku@x6f zh|Txoo=etJ$%$Xz(A~zp_kxl+xA;l1I8y$0r{Topg3#Y==mcfxm5{TfzAJ%TcW<&j zgG{DX_$!2^&x8S}3%yqDW1q^tHl?gZov>DaR(?)JJXIN6SfTh4@)^IT-tSe$K}G(n zaHQgoSd>KaP~1g?S)T)_M|4-N!j(7fwN#Pw31}^0oDrt!yvl;yB~c6Wtw*L2=dGpB)y{>}pBj>cu{jYu4DPjD06n)#k>S?cD84(I-V z0HBiLrqG%^=A4FUB3D;zCV!_|Vl*j>n|>)LtVYqu^)j<}W6eZ>V5Jeo&%wPHr-nNG z^vSG^Ally%9mEBtR}t$JOn^~9TVZxY-2f;!VjGT8mU~u(7L_4bzAi8h$vRVtoyQ{@ zSRg7QlCJb*<=Nkp0075Hy+^vPXluiNveMz)k!a^MfGP&vOD~==R+d_*(}SKK1$j@m zhJGzlkAOOY-~jQbfvuUKyu#CuFay1_Vqon38F_oO?EQ?(#o=?#VnMjGzp}pU8C@Yzlndy9({BjZ2Tercf6NiOm z@dX23$MHS(5hU#Q_$s>_b!jF0bh|4K;fuxlRzBPgfICNdo*OT$MQ6mNSKe17A-mYe z;&qa(k~<$APce)_huaUw$%@~9yrDT6Tr0P64(~@a3AM8`UC(C(UkIsYdlhhrBcQR- zTTx(Yc#y?XqKhW+q_M>*T>ERU#Cwc=SpClxoG{WxVU3a)7`=Dsri$e7%y~PBX<`@z z5#sVdaCpJFpJsB73~stwr|6!|tn;Zfe17m%_~yIh2fZ)$>$_=XH%UEzfPc}GCR$;& zu{S52)X~>)(sNaVZhE@9E7;+`*_JH1%f0!!(H3W1814>zmOkziq$H7iUc_(uErv@h z^@<{>{)V2i`@Q8ror9t(j_io#tOgSn980<5sYkES8SbKS$(85ZJ{wN~xgr$=aJ$dZ};^C|h6T;qgL6qN!<>i*2AzO=;td>5ELfeJ)xf)vB^G5R4 zy_Yr42>K9$+oSZCUiNk+YdTUR*4$5rd{G&Z6sS3Jm$i{i)`tC7#J6da80H5xYl|t6&uPu zx0a`tl)HRX8|iu7?hnm9jS;1`F%TgI*UICb%046^At>%JOguuO{qj(LpWPJNKI5jY zD>r8vz_aVAOIE2-9^NatestZ4wB;B>0D;zrt1nZE!{R-FVU;9HcYu3bbWl9Pn_9fzG>^@ ziF`dtS_N1we03;6GmcTPcBM|-!pv-9he1{=hVu`9VoldBK4>4bK@l2iT}XyZ1$U53 z;-6SKad&r%X?d8DlgvntAZ898NI=RTq5w-kw7*lN$RN4qn^ze-ECtv2} zzmX0+!J#5p%kvPFw9?Wn@R!E)$T+=G?6^)@B?r`QpVjg~Hej*;#fHI#o##TJ}W_ zu$PBP>A|Yin;|Wk$+dpm$YG|1pQFxb35#C;B2b}de+87Q@2;Mu#+zy;E(=lW)GL#8 z9DHxiRTeEeQkxh2g2S+%CfyxHZ>qysNVPf0ska(nMmHKV+0Pg3)`A1zzbcyOiM16I zlKQYWSnnOWYCP)kOq2Yo{hFL>_-hic$KJv;b54D>jB}+-@K?6=Sk`2>xz@CM#SV;0 zweacMf9rah{B9>_qCVK}0YlFj@NcK6xrgiB=vlJy-{dd$Y0r~X=FE3hno!Wt43DEb zDLwRqnJIRXeFnDyW%3{~vC#c;xqU5z zkGh-(%>tei3sw8#?8*Sleo4^wr?V@;Qj$)2ypGp3W~VFG>%iDt7axs4X#gzbCZsC2 ze?GBD8O0ggnoJxs5pd5AJq~I`g<^3M{kor#nW_+pbqbx!(|c}G%)KP|2vN{L(i@7A z6uH0Ka??+tU{hq*k5t8b!UuCg)MDBrcjXIf89m2)m~(H754%U0z5Hps5f&!m3|u9Y zw`_L1BpaN%Gkz!8WGNvvSFv-OPi7u2e_c*@@;%;a$z8mcD-ZaW^s%xiWBDX@^7Y4| zJHf9wW+cL)?KYy}jnZ;{G9|s_r!KPusCB}R5ahf`aXQF*CotH=?;e3g@M8QnY*1zI zB+W-ma&JE#{k{DBe=B0m zHn*A6RX}!#_UyXIdwxq5^;{m=qK1JRE-jyc=TO79tkjZe zQLiMfBRTu|E<(M$S~*jUHluz@HKqu)HAQku>i7{@zEKkoCjL0Uszx8k$AR)0FGqcS zV1;TRRb%9MaO{V2ioyHO=wW-Ke;b7`;ayM5KVG=Fp*aWpSkP0qHGFJ(#Z%qz(_tCO ziX>c&j(5(S8_sWd5*i>)rx}d+uPd}Khj`l*DNiG|FA0VboO+>h2C7EpVtkf+>Mm|@ z{imzOyG&MvUl^wonR;#iteN`%sF-v{BBXt?|D2pq(q7^`BM}iu>N#lGn18!3w4%Dg zWy3G2BF514Nv7FeVws}J8ve4SQZouccF-kOjjVju2b*~pRlw43ZXv%Q9s8nk#aTu@ z^rM6=E{nfxeR0!zkF$vAeTU}3cPsfUu36=a{)I+^ zS$r6AP}s{BQjTR}e^I`RF+$vfhbuMe_ESi#v1>Cx170F)s_N_;3Br%ay%=0t%A;(% zbIqhE{4Q8Ep|lzMJuK?6Z<#Y{G}6gEcAz*w+|~{;9yZ!}A}|ok4$5)!&7+OVZ1Nz1 z$w1Wn&q%1#`y-LUOOXH!cz3lHF111=4!2Q##X8>7sM}eOe}#Bs5Vv56DY9~9AgnBb zOEy2?G+tYsGSoxoBK98IAg?OC6jHlsm$ZSCXQ=Ru%O{(slFi@m%P=Gd#|RKHS)75$96k0e%}I_M!u%s;@PjOj=b-6fIytEzMXgoR9= z$T}R^56YyCf8b=4?xsx5)4Kgm0Ia8H@dp`n(3FiO$U+h^w2X8vjGN-TM~?jyXHcfD z*W#l9aZ#E|N-|5Zbwc!JALv| z-T=7TDS{dzmt5@Ql7_|2`8YR6@=y@0q7Wgg_hcOPiE(d` zQ80szLN@1BzPO;H7G_o?s$9VH=Sg^elAlUV!tS!&NJXIutFJ%5yiQ;-H#CUg4}}=g zoF{mh0$SXttcWi5eS4QARd{RUMJ)Z@dj2Olwz92(!UP!uO|`YDwX9ece=)no+$g%c@eLei@f ze~hwy@6CS*pU9Ag^YuXYEYt$+f;)wL;j(|yBGRZCL0HgF2Xu2wJ^md1cEG8iPm8Up zO=`K7*qJQ>dwAc*{~mqI$b)4zfR@$9#JjY|*}tDLR?)g~j$Qebb*9W>8gnmWh4Z<} zk@>j?@IytftDe)VBuSWVD4@g{K4;M5e+o-HHqEcgul`!$^VGwhmddv_pY~RR3&FwI z=Z<0TJF2{ZOFC(`FP3)+Z}XO6bpre~+ol@I-oEzH;Om||rJ{p#fkE~TYOF)4^eDs@ zi70ek+seF_$m_f$my2`e&G8eJ2$sb(E@QESaeNP=+G@bycU>aZ$G0Lk{qdGye}r_o z&bjHWKx{l~;k03^!P}wnE(51nzj?p>kb>mGLVCL(6((hie5M(jm)LGg*gEy^#qCJ6 zEbjx6yU|-@Oc>e^A%4Cz_2O&Z8jS6cMXp*`oizjYNY}6x<HLT{YAvj7!945Jh`l?GO&yeRGL4>tIEq|;k4hU#v2iVzAix-d&a;PJ6Y&Ae_mINOStUc z`OP$e3Vv8h|cP!dk=xLe`HMIvkO4paEl zo8Yo8Yt!724U;%b1~PK{1yvt-K0fU+k1TF1V7W*|F*Ay4V}}jWd!N0w52V?W?32ox ze)9aV6fwZk>;;jksK)!;e->)-xSbnQS?s0noxO?q3A?DNZIjxerli*>BEROB11huY)-2xXc43$O#AB36inVR~8{t&wC&NA-Hyf@rR z;8Q<*@Y^#26y}Ybf9l&sx7u!D7)f9_iMyX+0&5qsu1VHS16%7=LYG$}k-Xi=#%;$@Zl+rtZS$=cbx17VK9hpyvEj12Z{k~f@ zrLU@ri_i-vXW!?c(Xf2}zU{OWb9_2DC-}}S3~kXsXpJn~e`MPLltzlmkyYU!?eK8k zmY?BBY>ncntw@j~!P0z%&lK8PC>Dl~-XSJYjTK)_Zs#QzMVk>4PiwnQ>D-3!zIOBt z53O9GJpJ8rnzQ<{lFFvXCp&$3mu1|dAA8Mg6foV(hxbl9ckNY<=BcMgyMqma90+Ad z&#p$%ETTxJe^~3^CK|&Rf=7mqp)B$f7#8$@ENY?Yz=m&B8sF-D>nKGynz!4Q@R2EG zkx?y6TzyS{h>zkv=k)D*MHAssuGsn-79~CgiD!pXE=O6k6a~}`A>&pN)e>tM=t{FRI$FHOwF^Z9=W<2E` zP2*o%N_Au|;C=4@u%n4Rv(;`%xib{a?c?xugHUT^-SW0!Qyb!WdZFYeUc$(<1ML8E zOrsxy%2xwoINuj^6`Su)fmE9<5q^;!c@_zq+oC6q`JBoGlzaryPH!(Gzo!Gt4f8%hb^1`7Bo;)aZEM@ZfkT{iz1)t87 zJ3Tii3l*RJMTvi&PP~yS6H(Kl+@rra@%Z|(^%cZ9nlmU}T>nYcVQ%PL`bPBF$PZL6 zwNFnvel09#l-Fxpa8)B?rI^-3szF8@HGY3fwzdMFe?2yZ5-KuaMb+nEgK>i9xv2R~ ze}4I;p+_#-pvuZoJ->??ng}+S@1!4YjSG1VBp`JDGv4$&AtwW@F~>Q?lNGUXfLj5Xo;>pz{cP}rK{i*_fMl)b5%UG9bLT_Al=bmIO2YgrGH2VFMLkd zh@`brT#T})yH$lKiV5aWeg@PWMz}Ate{5&M)cN=Jo|t$I4CbJsL3S-Os{MRO$l-6? z_X15bM1ox0HkLF4OK<3q3{@wRAKe!CI7epNKeS}+T`?L4d^j{)byUz6{jd|%Xe4~j*skj=bEV;$IW*yd_GfiY8e^!#X zak*BHtvUO)?2LECZLa>AQyMyhBhZ0+CSx)3urhg(y@-Z2&6aJA8B!<}%3LEpNW|CF z0;@g-rpsY&x(itS>45V1GH2fDE=+!DJ`x3W^UNIGE$bG#b4*afG1Vg_0a~d-E zE8xWQc071WAK-4c)%xk3_l>;BfwZZ;v?Eh2ggMuusXqCBWX~>Fokb~zls}D|&myIx z3rmUx6%lSKTUa=qm9M$un+<=BTbb==BM?|vVCt3ph;N;c<15H{@@T`^e=6hB`qi1m zclcYTw^o$TwA;Jr@5);yThY8g9_i#`uOcX?6?4)w&Jr_p2vo6X1Z-n-K7X4x7VPN+ z?*-(sY>y^VoIJ2Z4E$$mnUUiPnW824gAVWDod$ea6EY_?$L`7?;pBVMMb|Kv3n}k% zvAo}O5=vzeg=rAk$t@@$f2cRD+!6QS9=^V@O5g~+fTD_exm&%T=};EAQvk;KNWamc zJ1WLwsG6A&4#DNYbYhc{B97E-$!pt<5R9SeAfeqf)mtig*^SQr0Es@>l% zrjm-k@I@?JYfHtLo&?LY8B|fqhxgyV2gH{#3K6ulYlD{I^U42yO z6|zT#U=U%LDpM%d!d*7i@q0jQbj-<~NFw+YHUWCc!jrJx#Wh7?BEXJ~I?(!t|a9Z((k#fXT)xn5ThL5f` zNb?JuJu8>L|oqQbCjkhwZ7gFfiHNds|IA)8zEr8nq>^5!;CLL0DNFm z0|*zTAGXKdw-$RCAfvhoXD>4M^>MuYDHN5)_6fNNX{}gIe}FPkQ`9+2V(#gRN5(55 zk3-vGE@(3~W9>Ag<6Wq_J7gIbQp}0g+D0g|hzL(MG89=;^|nTM%4t30$I%jv38K|t zkAa3Oud(rYcX`!e(|UiO^kw5ixQvf1m9cb6#rUs%)HMl55@eD2c_qk{1O~9KN%!#= z&)$7-YxgNff4Hz)q1(ERhvgFLLd#$=n6jaoIcl^ci0u4N!_d&0Br`HcyCT4v#Al#IXDq!5mPET@fnKRp z*M=OC`9g~Rxu$8Mi&j(vvDhFXwizw0t^QqrMEB2me;@@5&!|jrx5U=bPJ_t1c~nnl z#p&?8*2078u`l_JKbwTI7R@spJVahQE#x6fsYvTANOwiSxPE)~Pq%k;)| zJ&qCNUBb-CbyFuPx&=&UJA;#`3~^=n+{r<)^z&XFKTGwEeiU`VjS;0)gXO6dg(mv8 zuTgKW%&Q`KNGs9ikWkwRk)8HBCk0{?-0I`0f4h|#OYsS@%D%xxKQ_O3a8EC8AvtP$ zAmJBCUe#3i8epRNB%pFDKkJ@UHyLg_kG-`Y7$MS_j+tT%$r(Z!=+2w#Ou%L$!tJ8i zc_MMI;;eeiCRNu(9mXQbZZK-(!a*M6`1l%o?t^96=&7cyaQvWv)Gp4+c5g;J-R+dO zfB4SucLdx(u}_#AVUYXS^pXpStHUd-|wsdwh@e>zm9ip&C)cS%a{FK-&kf{urZYrXR+uK8R1 zN5bP5&+B$_)m_RNk<7Bz&`T7qrn9?pknI(`VkSy=D^ROR0uGpWxe+XM+uyC=WPort z7nsRQJ|e-~CYmxsF9bSgZx^PG1JvN;k!+#Ze^2Dg ztQb(xEF~iLP4QlG;u?rJYCbbd^4ibp&~x1u3>8^J--?5hS-*;S9 z-2Ls_7imxVEz~{Ew1vB+QI!Y;fp)xcfH6bnb~U9L{>cyOxC1^&$mKgqB3;ndCs+A7 zXDDgjjsTH@bH2^T2xv`{;5~8?oYw}QQbv^@?{zAE*u^z>L&Pgm~j@O57);ss#XA);411BTnfULEt`FGU8d~qNa zbJ|B{Vee7B8fH7w>nUB2f7iKjeo&W+eC%C)+6>e=DHuCmwWJf{JmKme(V*3?4}9hj zvw4l}j5Uo{ABU|YI$nwO@H4$85=b{WIvh!|sm7*M`6>2@nLllWO>5fdM^@2yZv?kI z7II%Dk8p6GQT6B@M?_Ds%k_**jojX}`C76+n2}E=U8sw3;wox0f0m;d?KS}4O9C88!WFuCQu)_rje*#RFAcng(D7ht8+HT_*51nduBbVzav6jJ;9X( zDQ3)7x)^pPu}+oKn*F{#>4|xqs`?FPOekgzSD@l{4+<&>NV>E}wGOjVpmoV4388JN z9@Yd$qZxtt`z@JQe=%5YHFyM)tV&F5rXuH)n|xXMxz||m|4&2C|608n%qY2YwuYND z47erm{SUgr_|-dE^Uy7#vv4JVY}jbTLKx4;O?5d%<&LIOmYG>VH)!a3le>e>G5G}@3q`>Qwjx;5mWo<&>@EC zK`X>0XmU|uNvdz?QCbFz$$`oUoS{_}CDl#Y4Y@9f004Yb#JUE+RTB|u&}$|{*0;z z@rgd^+N$6kRGK9%cjubZd+}LIk9ID_2cx=i*>4#9W&CrzNK9!;A#M%!q>#b+<9RLb z$K-a6!S(x%f2nXAda$xiu!N>^rR&p%Roq28;kf1O>srTCIFWeo**cP7-8sUs{;O5hhz-9O zFMix85jY2kvhn!j&@-E%nk}Yv*MR2Gb`Z_oCiH8Ryan$2uXWh~i|qxUQ2g9JU4hMQa+DhVf-DZ4t2*ru^3wO?2e<}D ze~^T9xc{3iwB^p57i~GQr{jn!hM$h9NLCd^Y|s{UrPN=@xx-XDtZ@#7bs!IL)2^oR zxopQFfQN2{MuRFvHjdRiiyqcw(3XlVgq@<-LdBnGw5J`{I%{tGXwyboDOxqu90QQX zWJQDS>oqaoV+kzpyJRM?h9mhn{y!0B%?s|dJ@+1R-)qpat-02K;zbdn8kV|NbjH@L3!sH z)@Mz-MLBv{F1iI~$>8>pN=fh?Cby*`)nZEno{KkyHK*n;`x({cX-u{e~ez@eBGG}2M{%&n_l-CbD^yGr8c+n33US52tv_# zjx%_5YtDvUBZ?ebH3oLF#EA~{v$B&^!0ISzN*s)b1|B#Bu1gM==vSZGP6C&=ix8|= z!AoF6=RQ{bj1;#6&w(OD++>F^YXst1yO$XNACNu8j`ET9Tkb2&$5@Om5TKZ?UqzR=KkNf+oW( zJ93U9cV!u?%P6aNdHTv5mV+D@y_;+s2AgmJZtBYVUc9FDVUU_;X^ z)Xi1C=sL{2bHstra#J+AKogS}^<1Totm3OTK713%kw>SPdaP@mEFVV&K5~?~YD2Mq zX8t2Ewl6G5r(ff`p3J6oON-3GW*RvV$igviDj({2M-(K9ZR9jCf7E{{^~D+_AOdn? zP@(wB#2TtgT6~D#lG3dK)>cvK@ZJGvzr*dXk{K~BAbL(EU^0fn8N2W>yy_}d%wCUb zF@wJrmH$fF0d0M~vTO9;za)cDP#~$&N2?B<`Gl*9;5B%yOgFf15-^KEbTTNCH-!!Y z11T$b9&{C}ISb9gf253k889sIA94+Dpz^|1C5XE1ar-ho!+=nygrc>OGxHmL3Cv6o zD+fjX3w5kBc6)y^ijIy`bVTY?9v|X9S5DW?kGiVw)$#6zrqZ8yIlyH-{@0|>9SY7h zHj96ocgyAWg8YBnH6Y$?Xi>1;OfPIKDj<(Y%0X|!m}xa^esaO~CdHN3;2_1!Q&<;n_~BU-JQV2;Z0?;VscuQu#76P@Ynh2ZLoH^A)6(2*MgU9r=;?Ump zK7{e3_go4}?fbKx@Pr!$qs|@~Qw{;5>IMK&z&4u}5$DyFOrW~I3duP&_a$jz2t zA2bS$JJ+=K{E7PrY1UQDo{M)1)GI2=6wlmVjJ{__e^K~&WD@nRhG(zaGZ8M!db@={ zTeEjcJlK<}QCwm$7VMmsDdfeZF&p&J;{B?!%V-$~{O zPB8uD;0;MhK=JI;xI7a16~GBvh9e+TB#&NN9*JT{*lL6Z9l0RD!?yaBn48jE4;vSE z*ySx2NzeU*!vM4t$?4!n`JmhorG){bqWIZ)e_9ocmuecI^9!wF8j|w3O4>h8$=mEe zXRM8BoizI>`e?IwNWo9}GtNk^VeMRg0apiD&NP2u(}Mto^|G|nfbkk*s<|WpBqu6n zck&K(sQ3G99>?VhMpWx`v@(iRHdcLVqb>Aoe)MJOW3&G4q$|Xt6V0CrZtE(=`4nh$ ze?XaS)N}Te1xdNip{A)c?dlc+FKR^CMzCbHEq;nnZ4Sz8gEke6WbEhm_4f%VkIOt& z6`30D*`-eAV0@uaH-m+GPWND2f`u*ll__j7RV}+cQMP;|J|)C9{kj& zJkFfR(34m%+1_L3bxgR>WeGUf(b)=ufA07l#^zz_)44GVpKxl1Ld|ZxvF&2(1hcTP zQT}VItY!dwTb?SwX*ZLS*Gg)#R)BziI+UykHA||8^5rmyY=@%^KhiNWiKp!1nv*A( zApZmbp;MJHw^~@{HTch{MgeJygMwA?BD$=dH;4B>%MpgaZNpa}ax1uAF`@*Ff6>%S zt{n|O$MFu#SG$lHyGYy0Wuni0H_BGB8=7rx6Oz(c&&&my`@t?GrnjiCXyw%oWFsDk z9Jx0P^q~K`cMgK)p|ioA$|Zphlvu*IPzdjvS#ab)jF9hlF61s*#>SvRt<7S3rr>Pj zkvdvHYDN7lJWx14lXF=cJs1<4e?f`ysAQYk49CTQhmh0Bd;DmDksiWe%z)IvyNgYgD6(A=?B%ZV#0h@mkobC7?OV}?r|#N`QyaI328pky1I9&}K4Vx>;ki$s?{%C2ZG*W248TIya;bnp zdpBZc#f7%>v3njP!fQf#!+PXoo`4|xP#hvZNj(pxhai<@`tHHW_Siokc&nz@Sgg%x zCo+7kmbE>Z+lLcQ{X=c5e{x4rJgmXXVHGo2S>)|~T6=;mQ4n^ksW)jj0Jc=nk;!3T+~Z>D`!ga+!^ z;YqDqC|8bEPkq}a*Lj4gv)M7=^~8-LB*@i4%{XCMGkujJjp3+uhjPB1a6uOLDqlr@~6&ERd=}2=R3Lg>^g7Z4JxZK6pyA9t&#+_Way(JS4 zXP&E%y7L5B#ySGtYnUjLZmMktH!;t6iWng9m!8Ahp3J3 z%sdSduk){;93EP-!T?>}BH;z0^sY@MDapB^%pQ`of3hnw!;xb;n`=R>$k5TITIOe2 z6cA2!f@B_l3BS&=X|lH+M7ME5{KOgy^FH`Qa#g9E&Q8D^!u4cjcee=eKu_I=JFk}s zKcPdj>jOXpQ>5Twk??0!Ryst*X{YgO&>HOpiw=5Sia|+N@Q>^6H<#`**)opJrR*!> zyUh8Be|LX2cG4nlgO&G8dD*1xR6Q6Vs@#q^8PD~v&PaKd?ODXb8;k3~I@RgfJ`5yw zwh{65Dg*+d>G#d~#$S}^hr#ISECK#*oUijPHF9+@{h_G`gsXnq2uK_0hP5N2%&y91rd0UN;#qj1kw5Ut8a0n ztj>Qopl{5W38a{Zl1c!_HCYHHE3B ziDgMDv|5L^kSi!hx&RZ?*Sr4P@C$Op_A$N*(nQe?ot}P)?|5uA_#_D|@U7MplFw1A z=G}72Wlr5SdF&9E0a%mbQHH{*f7T-kv&oQ%x;|c+)Zwl|EH;KUOssWH19U?wf0cg5L7oiR zUmZN7QpHy%kS>*`WK*}de;`5^;6L4t~xoo_Q0LyC2_Vja?WNMx>tA@-B@~Ef94Tj3tM47!d4}7 zs^D|+{)^>)Gx+=P=J#oejqa8}bt0=XK_1FTgkRzy3RrXft-Iwv6wS8v2b>V%xn*S= z2-bQ2YlTfwM?gvXgaTprsH^L755v+f!f%@= zVMdz{-srj_@F|#Cf7;Z==WRKZZkemr^0qtP4zU<~8x^nRe|0-d=L7HuN4994j!~nY zg`4L4pGw?S)&kM`)Z|tk=^oiK>++Hm==}9bvld%9LU==xufaq^Ic8E+&ipDroc{$H zgurOWmWt7C%y(tP{SR=y>F3LZ#6w+;;Ra1TIK2G|l-h=ge}Sozqy+WxzKePd%v;3c9~i>OM`0CeuMW9Y^4lZWCnLcX{V zWJs7p^})t9f1SWd*LxAUEa5$zoLmA<-nTCfkXYkRev3gf*hTD@40jRT9yz7=P00?Q z0NWM;h=0oH+op2?!#!GcQcT9d$ghfwj;{i7AEI=pO02eJm6Dj4OnKC__VK|p1Oowc zjsL}gB_#}8n)|RMDw7xJDX)1)>Z-L{MN*hRaM9KGe<*+ueq6h337+Dow1a19E@7R+ zHKjINb>)il@65B}r)^0or)iLX(n@SAO$?{lp3?XpJW|J*UxCik2NI8e@b+)oOf`KW zx+Eg{-UN#*T~a{Lxk6}LVSJeXGhZ~M+cO5MD=H4IF7>!O<#j=+$)wJNf~`yCfLF_X z-%{8pf11dud&vyfdGuK4zM1&g)_mlfRzKfAV?WN<0{RiMV(jD8+fws@n4mim@1@Ix zXC)2s+Lx$<+wS*WnwV+PVJ%%NuMTALsDF?zC^i+kH)lQi`QXy*w_S)@&&+EGU!r$m ziXXk3f{Tt_-Vt$|ca6xa1WMOs9Yp?i+w*B~V;JDWf)&m( zO$&dY6&Y`qQ$!tInN~X1pcR={WcBEAsspeocvnr{uC`G0s<{NzWLxzrrF9M0iweAA zwW{I99%^@SJT~^K3CV4m`Yn&e(;}LmY5Dm#a1V>r06avmsUbG0ioSl|in;_Ke+GCL znE;!o(`HF&sZ?i`(MN*gnNood|30e2;et{diPKzXKcXW4<3JHCYz8|oo4@OmTxj0Y zNRGLy+s?Fg47E`ERhxQNv^uRr9hU6HA7=OpZSXHq|)wFw=knkBLZoSxMqD znO@DvId+E9I_a*v;Ly|daz$aRxY4_e$dio$@NM?#wj)!+se7BqX3xDze;WvJOm1xN z3sT}o*;}n$n$FXDew^BdvsfSMApu1`YxEY9-o?wpMqBaDc&Typte$jKiibo+GIpHa znwEucVhB*yCH`~5*Q?ztH<8of8;JUhYIEuZIm`b43uZ`y^8!_bBF^)~9dwJTM~9jr zK<6iHJKdYa+;((KEi#;tylPNVG+< zI}dDs=deigW&ej?5bMtvGfypj;-5&)y&&tnzLSI4DFZ*S36{X&JTe2D8*LWdoT;t3 zW7QNYP8;8TU~qx14lpZhsdTEhY}rf9E!Vb5f0E#zH;o z@(PT)M0su~%u5m}uFBzUx3dS=AS6BV@{Y1?$|fXwEhFIuim2Rq5P*b$=9A8N>0a+M zcPia$)2qf$DCC*7oy*wCH3Tgvnq@gj@f;HmH{yC?v3_FDGtw>fbq*%&*_U8mBx`yBOAn}P>Ti`l;J zrSY6c?@OIMBSdB@Wx9egWy?h~CoGvXeb4YTd!#2YRJaB$e?9j92}wk#nExbRtnxt3 zUKj?bona!k@;ppy8$lC^X`HegzaDTZL&6gG{ks-}H*k)82KeR*>%c_Z$jeZqp=2+2 z*u)?>m(C9RWEtin_OiO_6MXBpYjf>Z>>;rNEX*`=74u> zahfd~e_D`Tf8LpYH50Et%$uhUJdt$gvhA@;1EbCWriTl-M%UHL9#8RY{*(k;Z+XCB z-xt5VzAw1HOQt$DKB_vPsOF6Sr-0w=8!h5~y3x9;20c#xu;#OG+0wZa7F%O2ZBv5| z$gCFMpdt8K+r)+J8@Az_>9J`OO(N}of}?{p2CI@He=%p~&ZQ<3i_Jvnzdsz=va!R$ zp(U46bTe1%CQKN_%}JXeQ%%6BUgJPE3B$v#2C^opuKEuwPaJ&Ttdm+@f9$7V&ZNJ-B{$h2}hdv1N-dKj}%l|I{ zp@UHuaO%UJ)m^Q#CwR)~L(XoJi3DVsx=6Kcf6G((c_U$1Y=&0ao$`I7)B-v(^7w4p zVf=BhrlwmH+i3c+;^hkJQ>zBVVKlIvCoS<1^4R@bBM8o5a?^}Fb=d!weMrrv{`n~g zChLrPb-MbH=4ktZWzjD&z+|JuutF(9OyfT4m7tt^Wb{~8s-*Y}3@tYX3w(7rlhT|$ ze~aYs#KCJw)VKS8rxh+i3rop#k5nVA)_fK*<_|t-e%INgp;}_oKJJH9bwTwxcF1kP z?+2SWvWEi&xq4(1Uo~d^(G&w=da~*XWyMc8qA5Tl?@$L})OWuwacS4@r7QIM##0y%tm)&E#c#=3T7!che1=?lIrz+ZJesZPlG#a z9@B$yY)b6xIb&EU_XiN)oR+gAi-y8I`Cn}6MndvHo=|Sv{+gkODpQnI+!}ykf1edx zX53?YBqMFF;IEO?RC(p@P3+|Ai2b8ygGqu#dl9Oet{)Q#GOXvovrtQH(+DHGQPogN zG@C|&AeBo04vY{%E}R>(eT9NuTDlJL16F^S`=z?I%(cOma~}8LDE4zSVl)Zc!y-;$ zUK(N@SA=F9-8pK)7>jx^-bFe%f4}4I?#}h=?33D^I$dXEhh=OUf-EFsZg1EEYnZ{c#}hz~R!#Br2qNXJKC)!)|FWMkLrxaFmon%8R)>WA3!j&2MDG z8IMiWO43F2QrLToBOq(l&@9-4y5Y%EampX3-&z4<_X-`)LH-Ck1}x3ne`ahWWX2Q8 z_8cG8qYESr(ffgS-&U1~hLDj?x-^Cqfs4Bf<7x>pVqOPia!OUT5Nq8zNVq2=wMPjI8N~)R+EY zHeZx0k_SZ8u*Cz)k%T?ee}M(Z>7Fci!)gQSDZbp36mxEn=WrkA$vqWN#unyb$Pif( z2(ZiRv{Hkz^zbkHDQ5$G2=@ST8glS78}48W)Pl6%)<=cAlc0fAWeEkCYXUtP$64 zeG>frHg$-l1orffvqcf|JuCTtJyclV9g`NhVaPytAYJ*$V z#9IF1Ng4|~L*C3eCf6EeDJNBJ>FBarKU)AzdRC@{%60ysWGgE|?jai}`T6=nKy;1j|z8=KZ-H)w3FA+a^4^izT6f4uxL3_Bj_?Fl+;-RBk~ zet29I)KQ0z1B8X{a2@_Z#hhEg80L-apE+aGwiITel4o=8f>U};|2t8N@&F){dTZ+Q z$pzejNrJI@FoXLNh4S--waNfr^;mT_U0}4!inl=+i*qw7N5S%V%*qh--9}f)n92S! zt)gXUR{&={e;;}Lo@p5daGJzzW-^rmf~3tr!?@bX6R|#iXGxNDbF&O&VhEBUdAIHL zQ_*7^0*08e^C%CHqWS~@3o2VgpJIoqu`GC0BE8gu8V!A1szBRUVnP(H%@rJ6Wd+{L zs?_W8dR3@vX!m>;3%2v+-nXFyITqbaEAZ}_h~ z2p~q3f3ZsP5_Yiix+9?iVn)F8pojFnA*l@&tW`0eoOm_-Dc?D6(FUE7w>LcCa%1#N z+?Iq}wXTb`Pc!7iFfPL>=X!pZrGpF=5{jMBIYh4a} zt68fy73Gw9^634OyTQA&wPwe#HQ09k6)b06 z=6#}$IR;vuOF_If2W96Le6VteCI%r`f5C5_-{Vc?t4t7VK5u8EvL6ZtNX)%j!(|I8 zfAnPd<8_4T`#d@A)=iy+P&RK3lI7~EECQDfK~y#ms(zEH-9OUP+0EG#PTS@~vGYgnb3y?lkJb z*6;1d;b|61F0TdT&?^#z)MmbSRC}!Ae?7z1=bvtS4{9*eYqEuVXn3o7ZFHiGxvxuy z&uagp0_$WKi*pI$YGWDi`Yf4&C}WtfpN31~RTdCYxsqWVWpRS>?j(ylfx%JW*O z5W=etr6skHK?*4iyp4YUcla2{L)&hQ(ufJyX+b@30whyYC_jWGH}qvM!}8Jeb*0+~ z>hY?^1v<{7?V!iKAWSO8q_SS`W@9J(4&LtYeL)f!ldj%#(*HP^R9s7;fBR1%DoqOm zX++&G%Y|{oLILND4+paovs);hck&My`zFG-PS*HR<9@LR^%IHKJC2UZGIp?B-Mt3| zL$ZL6T4Zl^3M?FopZWXMY|%(L{eFCEap5%mPzZol&K|VZZHx;@iisG-+z%?KgY-V@ znf&sO7m0~d@iBfo$O{dDe>I*eZHF->`xAUXdl%07lxjik=njgQzYO$99_Ozm75r-= z+&_64-^!Y9namr_Jm@xLpqXYYm;dOe_+rkj`<1drEn{ine^h`4FDr^0hOb-Ug3HZ` zdg0#qkhdxRN8{Zk0KJAVa(SP?kguZQ2+*`Y7`B=Mq2yaSn2ayce{0tvEuLO_w1|v0 zv3VVRoQfzHP784#UC9GvQvfDyf6S*T`qq>*SQ)!m$Q7o0_O;mw4G`?Fsj9n z)Yu8om;&xWf#mG-y=oY|E;7%23X#~9yh;_coi9u78r>mf^9Z{p^t<+a66{~Gqut*4 z6g(0E{%8wwXcfT%a*+Y@@3QY+c-^m6LX9a!5MGr7uITR{@Edxiyjtzou8LwT-@y25 zFpqCITK!x7=3EKchUGRNPbFn@r`3q3j;`AHC32uEusl)-lgT8b*v*XH>9TU^I9($L zBV%FWz*LB(Np7Y+VJ@^Y2;?Vz6yy_k*3ut(bnM=_*k>;cmV_D+>L!wg?$>jz-zaL^ z2D4O}-L4rYsw7%ocx|}G(i%_(2VH(!o`*AGxH9U;!REa^M2Rjb?|PhtHe7_Wd28oI zw^vyCz>>WSfFGQ~sEGIalltJLK3*e;S+!Kc3kJK!BH1?%R0j2!*C#5EHOW5|r6@)R zuW#AGOs`>ZHWS{Sbslbmi-2Y%C>&d{eB8>MC{k#3YM=@RL>XZaDu@h`#fEp4-zZ!E z9ErnH2Z_XOc;?PJ{cnSC?`wP*iGuULwaT2tz+aE0JL#xH5eu^2+`~)?w60Q?GR1-f z9uf|e=VG3ebl1f7cV{}W&%!YIpr|l#ILf>&y)N}_lxYDVJXi7!&k^eJFcX0ikPX-} z*10B;K`=I__&`0eiEeo~kv$_mdNz z?^*C~uk-UAb%@sqRvh!+y#=@miy?Fx&<<>uT1$F*suwP(qAr*%^YqHeFGQ#VJDu^2 zJcgLXt4Bi??S@0NOUsud{=7&jtw~8G;M=zS;?UQD0ht^+x$QqIOpy1#dFX)gs0oRcEUUbgaPJ~wljoBZ4c-%tj1qBtM9I7Tqlk1A^=9#bN3!f50$ zZCFz&OUl-`}-W%||YgJVNU-~nL+^eNZJbbj6D`6U3@C|It-J|A~2Q6o!NiV2k= za6u8>6J%B7v+|Lgov%FPpK4-zQr(S(HSv2n8YvF{&tBqPb|+8018g z7{T4(5;MWkEM*n-keeI3s@Kom(s+}(!y55D*Hb!lz8%-@sxKk7n1OH)T#p7xnC$YQ z!#(!vly83)C0%?HHFH+5b~l#JEd+=+-H3Q%Qk_k~Bs#{R@2kG0v%m-_eJ#?%N=}wj{;#qVFct+N3hH-hli=vjHU9ZCz973{zViXSf_hkF~am_xG|La zZlaB&mpcL1UQCgN>7LCUQmD7*U>Y!y*-IFBY>FXgkeU)^Iag@PcXS1@f|^%&io?je zUuClaZLaWU*DUj1YNJfu1i~u0<-MMw4}1#^Uf zpp8;)DLT7JPs;`hRP;S+Og;4p1G%*H*?Sq-PB4-YfuJ8)+>=gYy1mwy zd4G0Wp!;scjnAc~E9%ZRzN9h-S7AjS@f)GY+{!_x)us4oiG)5$0q!m1=)5T}tfHx?)h zQI2;#-|pJ>aY~8*!HdVF-gBE<=HVJZ<-&52HP}OS@dF+i3W*U_D{n}$)gj#z&;ALw zA!@((*KaDna`)nPX;SXngDRT|Gn3{WkmZKWGjGsHU>BiB_0K%gla$Ib5@1()!j}Wr zh$9O>t=J3Jmg)v2S=bZ|A3`~MgF22y`I!ZX$Vi=st+oG66G^sDQUtu2P< zY&<~<1*hOVMaDj=x8FxcXYAy%#dedCjVw91K%2N7>93JIGf5mLLAN!xKCj@ii&9Nf z-y3e$?}n4pFR^pV4)uFGt(11-4#;qE@ZZ$<7s(Rwf8MIlUor1=7ecWBb-y|h@_%p` zlKFPN`OoHmz}a~5K0__qgDAR{2~}kN(Ti;sKI;?Y~W%=9QHtSyH6qo1_u;7B{FD&~;*{sRD{zcd{3p&-#;(G79@CdQE&j=xT$t zpeG@Vlb+)`9tFbi;?S=eEPtm$Y<3sXr^L3{+;we%JF#;YDvV@STCz>J}JsPc~Zk@u$g#6p9f$mX}D*#qVR8#{YegB9?@Ui1# z_9uSh&vt@6L&2Az1wn1G8Qwzvcyh%-Z;1*wQhAKTHQXpEN>)Lv%iHF?_v$IF2IuMM zv}8U`H<>4KjOhy6O3x6JZu*F0?7O5x}vFUtXdfv>>Uh18lQ(!8N$UYtNm$ z9b-2Ut>oeQi)OvCu?GfF-Go>lNV#V>QA2-dYJ?qRnl-;ApZf}it3t)mR=hY$Vsyk{ zdCzyhduvutwyHP=k4w@9Pn^6F&c#3%s(@vobz06rj9Qv$j>mztYf}?Ed#KoQY&yzd zb6uba9Q$2gz~Dbz)@E=2dR6<1dFQOyzdJ3`ECesmbx$N{(w+)&H8ii zLBba*CtwX`$I~Kum1~$i>VB#Q$+782V`zr$uqKH8sJUeY19VggR?%%rUTcjYTbt;q zMENLFBijBdvpD`$K(~O)Tjy!(#&UoZR+&R~x64|U0~S3cqM2mkgM!7;Z0BBVHlx$p zAPVNe;=okjv+%l<^0$s;9hB{{h*pC)3>|LpjjR{_vm1s@_EBul&?x9_|Gk;w6Q&S% zvp+G5b~B2u8~C9qi<;MomBko&9R@A+v7z14Crv1&# z>^89|?;|1icjMsvF>6?Vppy@4ku=)j1KpoK;sE!SMBsZ{M^KK=q%M5$rn=x-BXhFT z@H--;!9L_%Na@-K2KIFdSf^i6f*`dD2+I*B-3;q5-vxyDKyTVK0d2i1)#7VKN-L$<6 z2hFDZ+9aHc2}f4|W2AYnz8f~>?Zr1isS(ATl0Z^$-RDBwU=|v&!^ljaax~XCyy}eJF==PwYYCnk zK0%=qXUc|}x1-hHkcdG`Wd{Qr+|91%UBeLg#QP^)ghx*$OfqSgM`a0T z?@^M1muXLEJ@SZp=#uZF^a!(sDY0$_;)KiJ{!Kcy$k=3MSnpVSl3 zHx=|1k+>?3ZqzFKGvB-uXvV)I2l}QFs~`tJKKd9f7fTZk1Uxvj?U#PPr1?)XT0Uia zaa_26G^;(Jd9e55aSKP`Z5?)!J%-l2#TK3+%iEpV6Pn4o$$4=-c?P!F!OBM>o?(U27Vc!-1>@QuKdxW;9IXcj;w%Ev@#e4*;|ky`v?&tBgzKq229q9*wkHT=6|Pm)Bk~jL*Mn(9)dk}w zF`HgC<(z{Z{NLrTRXn&zd&33BS*Fatjyy>}G3SK@z>7^wNON?29!?p$NGj@QkRDM~ z=vB_%pk1&m=Z4p?R4H<6fM*ZN>u&GF3k{5H59;Uij?;q1+1mv7fKB&dp0Xt;Ht1xm3m@{jQ+w>iZE zqzX1GZv{)-_@eF%VP;36eRVUQxl6>PVw%Qh@dyojzL&JeX=e7c022`lcLsa54LO zXJvNEsa?>krs_uFwTFEL7CnlN{?j5O8rF}krt+QXr@~!VMqAlJbGEPby=2-m^-!Ct zS=Gk!nb^iqdj%QI2>cT-6fR{M#2jWs8aeV-T#@3ZW2}49K-wb&6U+n$K0pMNkq(bVa_U{VIHlEWY1=}uXcj) zi_bmC2oc=uIo_fXL@cV;yYI`4$yN|A0VL?oUs{L5+o7MMaAx+VF0RgIMt1*sb1=4s z1F-Oru#lt?F2kX;UJSr<$*1Xv!DF^^p&&3yfCAF`y+Nr^cv!jqpTwR70AS}ynhT`? zUg_v~p!1;lKi8g)WNgK{^tdlAvrR@1F3a3Z4jg$avsPlI&|7!&nv@jX}=Xr)y;EYn-Z5$w1@3 zSMO_`^o{>p-LPw?2%7}UL;%oCS8^!>dX{lhAZ94B=u0QSG6qVH%i(}G$|9zK455Yb z#p?CNxe(E@@H;N3M2SiCJ3?MM;Z!6CMS+?pPZ#}b8r(|6Qe#SjqfmkKT&`;fQnw;# zvdoa4sD}*mnf8&vFQZ9UD(u6eC!$}N7v0W*04=5fa~ zj0VOFgu>uL53!UV6NPC*rhrVTn?RPdQY{1x60krzMlmuiBx?JXAPN@{%rrr^WA2s- z6o4k-fhN%^g|U*k~WL%M*GvyxEZBnPM&X$3z8jsNVcS0Xxs-pvn_!;M}pLeQPC#=#rv(BH0wBx5ZjUw`oi5T#qzL0*Fmkr4|p;O z$qqo`w+p2N+;!zn)(WL?`6R*7c8e^O!t?ultHdNaDt^K3x^0nJ)FY9QxGe3Cf(m{d z5DU2T(ubYA^1sK|FHnyFaXUwQryJu0P6r;Dd$x{eS=+{aE?NI3DxOdxlt%hoGB8IE z+oq>spp~6b5XVAG4X<2+vl)vdFpb95O&UU(^bgAw@ntK(r=NpE;vYf=Bl_1e$h!)- z_q+f~Pc#nBPKfyE%nN-bW&g%q^7!-<0Z|?T;HKh=(ld{?{-K$&IC$h!07 z9#Y~XQ4J28vJfi*YmvrZ4SDe}!YX1z=|is_{q-h+sF^D*G$9nkRqtS4 z23z4ti{=WytS+DxYtV^Vif-5E$211JV>+up*{BgeikYQ>uRKDh!(Jmo{RFT-`_G5lCl`V)?|)ulPlN!C^^1*L68{=i?z6=lZj> zPOdI<9gog{9bBYSWAimQyi*hFf`OO| z-A})<*i2Px;IW$UdYl7U8*a{eyJ5&$>0)1Ba8Z33@wgy%v(Bi7N;A!PTYWmJ8C^!h zW>=4+`Bv{eNC|lhrv>6$g57=*wZh|PUs&};msaFmV6fz=*5Kd7IK9h?XynFH?heSd zpBo*(@K_YH;k9r>(y`Ax-BX>HumvRp(;P}AFRORFo>(+L?$NLB)QC_nKkg86GEWMy zw?qFp< zm7jERSCaUaw`gWfSU$l?+{kmP>;IJMAwMA5{`3J7 zN+2=is{$d{D(K7KYa~#*y8niI6m>!HHfZihCU_B9K!gle%SY)!KbkI}<=Vt+>GtMxS+rSc~>t zoTtW!1mF(^2CM_F3aq-7WyR){Q*{S^mJc+QlS`;J!T}6af6U`UMm%cHk9#r%${|SY zPS)FRehMvF()r~vP|zYC397-HtJZb;$ONI9BS$hEE1(*N;-ZWU2^hMg^;27c6|KhK z#QUai4`3&H&T~?!7gYHCz>_n_gu6)yY9hwQ3Sub-w&l$`0TPNQ)fjmpel9ZRX9CR0 z)CiS^3Zd@83QcT6p_{dR2Y<};=Ow5g;Avm3ARR4-$y~7**uIg;Xa*x6_Z!xkHjO`C z%*T()n6#9Z=eCS=P_O;fT4+?DN%gBJAI`m@t;8*_YPvbc%Y`xZT@L&u3YvmpWzKi$wcVSR7|qemv2#NX%LqUT-nsvi#lp^7$RL4{}( zKWW7*uxc!eiY#Fh7}_d?rm>~eT^7a$PR;F$lwb67Hjeve`@wNzNn5wS>KtGp6be#A zpfWQNTvx5$qz$dv>+n6jp9=6cl!gT%OTsA$!^(OtqbL9HrnCv*^XmVk<-qf1pcf$p za);pQQl7m;Fv2i|z;ly`!amuZ#WDs^oC%Me`HSoavMJM@ou*S&;IjO~5$`XHe=b!4 zIx4_#M!AUe58#$ERiSt@OBnwclf-qQZ`VskNJXupQO4d|+h=hY>jh1`VabO|+m>4D z?Hy2DEdw}nk}UuFLyIwoT2`q1Lw;-l0X;!}iD`ptFYfx2`}Auo!T6_M?w+n+50|yI z3e!8;Vh{CzqZ$@q-}jsH^JnYJ-^DzyzVi3JLQ)0hdMuHw1{wXj=tnRZ`RYRgo*liy z`b_y7mtF>a4nSR^<2M+w(v~P~Zz8Nl99<^r)!Vp#UOn;tZeV?%q`C}~*Xob5nzmny zNvX<47`NfHxWCZKZG7#8Z!!EfH&|;WE({nkF_hu)rrq=}?6S*v)BRcSqW_3%+*lLhR;rh8K_ioEw;k*8AJx z`TBHQDb{yk%F_FbEwDM~NF#d8umzWk5|mShg`+sFyuCWFq(g~Mm_E8qE4Qyi9Bu!04!dFQy%iPbu~!X5ST^kwSeej&B2MMYVEjJA0-DSO;5#U;tp9Q)QE={bKwyD7o>6NOP-4vAqL=wD(f{oJy&(OhP!SzZU1%ub0i*J;_!V2TivYNV zbJjDYIr3!)JZvne_H0ek`*!yJ+BZYH>%e55^Ajljy>lgfTOxK_c3QU2yUJmN)Eugf zS1aC%K`nl^0TtrDj**yl5}~0gVe&&@?POi##VL zykZCH0e8i0ASfW@s}1j&=5MqC0(v_#@v@-^bF;&k2cH901KX-%2z>gwjRyAAgx-6= zSlCi#Bl*ndHtK`|qt_-CQHGh9H~GH(SkpICpth+&xDwKg>DFcVf?D#oXkGOQa(ZPN zB>Yi8SD~tFTjV|x9-oD?Od-tq+QdMvq2jggKXZ(C#v0Q~Zw%D6W?oyf6o-qt=y~Ev z`CwB0A%8u`L}tfB2{7ExZLoJ`-MaoPL9^~raeY5~+`Bgb?zB>Nk^ixZM^4npr`Vdh z5)mZ#NN_0Kb@z3?yXSlOPBPZ+%Jd+HLW~F#s)*G=<;Oj`dSH}a%QST4n1B{ef(n(EyS>0Lboo-d3bJJ-JZf~-oV+uGT7vQ@-F>^b zouD4!X!D=~PDz4voT9(1KwsWgLQ_zK*#&e< z#;U{TC%)SNF#-3@6bp@t=rOm+s#^14W-p+Al>B*2yL+LsOj~JmmSSGZ?UE~VyGK>B z$x!lY#M#pnx6FKwr$a+tGlI%}4rk)vio;Gef6XNDR8XfWk>BNE!8f6VShvYfwMdZe z=$h|AWj)K}4lzqwXXsybnuEfQpkL!d@^m$u>aTrTgyLVu>l(@>Zj{Yb#@g*(pt6DO<*Cj6vW9u38wa?TaWxI=B=`8{eX?Hrwk<@80-4||FfSSm z(J0OO)yx~a>f~zSX36I{&JYDb=K*=etGHouw4SckUQV3t$o(QyIq%GBWxA3aS9{4!T*qy!6S=f-umsjt(3kf=o(2p#2TQk;WEDO>lc8}NGK)-?d zs69sysD0T|17DOHEhYt5JMSeOmgtuOljvWbLECQ%%*64bn@)tS<2gOl9+Fpbp`ACQ z3EEk~bFhvV-p${g)q+QpZGMhVggV{Q%~r}Ljqkgcd@bJeXw$Z6M=?9oYd{dTT&I)& zCXHcdZ3S2$bb?Z|u(Go-vT#zfuu#*&G0QuciW|9_kXnM9!7d|w~E2G)Oy{A1~j~aLFuML>nibC%V4Ad-RdqDgG%AaAL8pt5uSAQ!H*QyA_Wm)mhA*r zXc%M4O*jRw#SpJWi+X3i9s22tE9h=#^Vw{dw6qy;*FOj-CE$Z-i3*m6Em^VTfM;l_ z1a+rm>fHU>iyU(Nip)m0ohI(f5g;`YG zseFDg*Dk^D3-xSXS^%3armht~;8R&})hLpp{5Hh18DUeZo;e!|jYoj~(MUxV;)i>G z`9R|~sX98eja@gModV|23-<7_p8w>O+*d|k?R`vl)|WcrxHk0Ye)`g@M|TS`8~U4= zzs5m=WY8ilb4*R8Hs5V$*IF*#J9qKxeF^`0-tyF$p>3eCK^|N!td0g3P;kr7Qg-xY zEJtHKTwr2aU>A#-h&_IZWe>yVy`Qt?ho&+|3k^L0Plt?;`c~I!X5A+T6^pzpi`_!H z%1kt2fb5UpYz@^j4R*UpPvdG-g{78y7g1NL87j`GUxi!EfWkqW1x2;lzDZ@0oayR$ z(E(kOJhwb{sMhkfjTVk7P;MOtF^NjFKLqK6pWqqeAv=z;U^6@QoqD-@rU4HS7F`5B zXnGt-ILhYP#MNAb^vc;t4K|Ih2Waa{Ev^R=@$;({d(A@ShUc-CZY2@QaX5{GtDJ0% zfRu)pbD%`~#b5oqoe2MqEqdz^#dWNjZJ`4Aop_ssD#HY5Qr`oBP18^U^x}oBseen| zk$wL3hxI=Y7m$Cp=f31(N4I0T=;7$$PTT$)E|U^->41N7^Qw4zj+=`8jcF1W8k(-3 z^zNT_O`rE!?PjwN)Sy;;3)V&JeX!5Gp+~+J^jq&WXqD-$XiRz&qIf@072G*7kxmQv z`wb729=q>dvFXxBKJq{E_Y4CTU;j3HSexTiQ~s82S-Gii=LB+kzx2Oqp6$zTp#I@& z_yz%A*Pi?D4s^DE@%n#)cK)<;2LwC>c0D*|6)SHu5&%1U8j2$VhAqp#0%bU6X?t^r ze?M9O@0U1<4!;CIQk+{vQi7F}9Uvht$u7Yz&LPPo%FV?A;1XkJPNDlMG_-I?|EZtbjzb~C04H>Gu%mCPl&)*c0IscJV2=<3{^Z-LjV@7~&z z_TSOZZ#!JmJkJIL?IG+wmziR?KLS7w11U7Ylu3v&0)PM-2wWwI)F89G&1{_#`RM+; z7y3OM?ifaq*dVc8re&FaxJ!&Sd>ttDAT>ib-H63Q05{R#LVPK|(%UcE4eSV5&W0e;0nZDyw;tbPpN1~G>Fq+-DLMI0 z`$P$;P<6Fxz9wT>}Px{|?Dj>YR{3xf6Xbw^s_P8L2@tk~ zy2^iEIm@G5CO{zniQRBr`Ra%cC6h+l8BN%xG4=daRK|nw=M%i@2?P5bm4-*z5S^P7 zuar(xDzte&DhpE6Jw!Sbbszt(aL9;A6wU40o*@D%>*{M zDn+rBC*yvC()(@fk6P4MN6geuQ6SSx9YLjoYJdy_G4e_PT@{`-{Iby*pbF}u{@fp& z8^ks4-)Lu_h!VIc3xc%>VHvd6EC^n|`7A_cKa3@)jxfC?xK2OkEYc76wn1g7-W4TY z2Di^-)zTx2T4^^ef2ra{g^8P+v~{!BR(Dx99gzjZaw2-q+ZNSY%#V*^Rp9U9K|bZr zRR1fNa!^^|L(`(Y>`qzgy2)8BFm2r?bjwXSSpA>NcQM`!&b;VJ%X|-8RXmd{RD>(> zPa&{76G1EzfN_j!MHE9ePm?ZMM9UHou_L%{n$hl)ZKlw3@dfQ%4psMGk3tt$BWG7n XXES7TIBr&UHZ~48N=gYuNx1(7G}|QT diff --git a/psets/pset8-worked_solution.rmd b/psets/pset8-worked_solution.rmd index b8210e0..7901f54 100644 --- a/psets/pset8-worked_solution.rmd +++ b/psets/pset8-worked_solution.rmd @@ -124,6 +124,20 @@ summary( What do you know. That was it. The difference in $R^2$ is huge! +A little further digging (by Nick Vincent) revealed that these two outliers come from auctions where the Mario kart game was being sold as part of a bundle along with other games. You can look this up in the `title` field from the original dataset using the following block of code: + +```{r} +data(mariokart) + +mariokart %>% + filter(total_pr > 100) %>% + select(id, total_pr, title) + +``` + + +What do you make of the textbook authors' decision to drop the observations? Can you make a case for/against doing so? What seems like the right decision and the best way to handle this kind of situation? + ## Interpret some results The issues above notwithstanding, we can march ahead and interpret the results of the original model that I fit. Here are some general comments and some specifically focused on the `cond_new` and `stock_photo` variables: -- 2.39.5