From 0467d80faa9a48f4075ea50ca45f05004c62a037 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Tue, 10 Oct 2023 11:27:55 +0200 Subject: [PATCH] small corrections --- .../_build/.doctrees/environment.pickle | Bin 459335 -> 459348 bytes .../_build/.doctrees/exercisesweek41.doctree | Bin 252214 -> 247624 bytes .../html/_images/exercisesweek41_16_2.png | Bin 22078 -> 22666 bytes .../html/_images/exercisesweek41_22_2.png | Bin 0 -> 19518 bytes .../html/_images/exercisesweek41_5_1.png | Bin 21515 -> 20071 bytes .../html/_sources/exercisesweek41.ipynb | 84 +- .../_build/html/exercisesweek41.html | 230 ++-- doc/LectureNotes/_build/html/searchindex.js | 2 +- .../jupyter_execute/exercisesweek41.ipynb | 322 ++--- .../jupyter_execute/exercisesweek41_16_2.png | Bin 22078 -> 22666 bytes .../jupyter_execute/exercisesweek41_22_2.png | Bin 0 -> 19518 bytes .../jupyter_execute/exercisesweek41_5_1.png | Bin 21515 -> 20071 bytes doc/LectureNotes/exercisesweek41.ipynb | 84 +- doc/LectureNotes/figures/adam.png | Bin 182545 -> 159202 bytes .../exercisesweek41-checkpoint.ipynb | 1066 +++++++++++++++ doc/src/week41/exercisesweek41.ipynb | 1144 +++++++++++++++++ doc/src/week41/figures/adam.png | Bin 182545 -> 159202 bytes .../week41/ipynb-exercisesweek41-src.tar.gz | Bin 511880 -> 492792 bytes 18 files changed, 2575 insertions(+), 357 deletions(-) create mode 100644 doc/LectureNotes/_build/html/_images/exercisesweek41_22_2.png create mode 100644 doc/LectureNotes/_build/jupyter_execute/exercisesweek41_22_2.png create mode 100644 doc/src/week41/.ipynb_checkpoints/exercisesweek41-checkpoint.ipynb create mode 100644 doc/src/week41/exercisesweek41.ipynb diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle index b0107b33fd457ea10b2912c80cbcc6c4c8930a95..fbbc2f22f86d8647937b1a7d1de19654be2055b1 100644 GIT binary patch literal 459348 zcmd>n37A|*b*^Q}+N^z-*K4&cjcoPEk}NNhZ5XY#wMOy+cp2a6zBApep6;d>jmE|S z9tp8Shjj=92qe7ZC4t8aSxLx3LKaB!60!k-kmRuh2un!Vw~+UrI``hHd#hS=t7cl{ zi}*e)>E61h&#C{^sZ-~is(R67ubq3zoJ;6`-Bqndsa!iZ7}U;|oAugwP-{eZ*k z6R%w=w>%;-I5;@fT~_rwHEP#sx1(=Y)zD+&N6NK!&>Zy(`0)jWs^4mr3y^fATq_36 zQfFki)2vQ)*Oc1rMr+UZ?c&;32kq4q5Db&XsjnX7IX$_8*+n_#Ju4jgy zdTTqee{PWeiau3-Xr$?*E71GnehZAF%f{;Uv1%~v*Zk^a8^1VQE)sW3(4kF#xaOZl z_fB>1I$56xnnBSUne^`Ty;3t6y=zm%Z`cc>!_hCB?!J$^#oGr6?%eL*Jr$7~t)ttU zM1Mu8J{}A=pd7>H8oH%0^>lY_rxgsV%nHEJm22n)hDVz}U?A~)B|R^x`2sKi%EX@M}S}HS8CQq-^aLq-_irS}h{m z>NFb7pw$|l;Gx!2@qN$ z9*p>{fQAV=csX>Jhk0lu$jmJ+O*ZNn7U&TWSqxMIQbSk?LW?jQ?^N3u358+cGZHlE z*PiaKqYfVqYW@iHlQ^rj#MmbhFUR1j*M>&}kbwy))~i*&IgSyAQB0VZM<;<;t25F9 z-459d^jq6+ovD^vZAiL8&<4}PE%ebiSRtwy73FFhT|AFe8)I2$IGV2u&IJWQX4tP* z>l4E;bM>as75RqrI2dn0#1-iJdZ*p!v|;UFM*#J_R;fOLu_&9j%i{qWO&z(WyEGg@ z!v&c5fckM`^n}|7!;!rLj`N^C;BliQ6(Xf5L3c^jhfPH9jg@QYp@og&sCY8Pqf8mH z!~Fbd;!Q!H%+*wPpYy!2opfk$5(cQ#y{r|qJ7T6w!MHj!_wD)^j8HhP<4J&qLG)~a z0IUXeT@rN-*&6~`%p){e!0dLHhyRT95Ed?cqDnW_UB^!c@pMp30sQZHlEa81`!H2n z*WC~j(EBVX?JnI~T6Mg%y0oUWwzRIazO*>-h&y;R2-BH?8+FQD_bXV!_ z(z8m>E)A6qJySZ22KV6q_m=J}9ecWTymX@UK6U4&IOE8Y4qvRSgF)qtM=G%E2zQ`AdB*6gZyHfH|Q6~>$Nhe{$R0LZxrhj zH9T$mW5XrP(6G8tPp?=$I|wUT<$o&g^V7T!^;;5PeOD>)lk>C~re796uYMLk#ApeP zbP;xZybR@p_FqcoYvC}>k!4uk*We$IJ(7QN*S4pwpE}~bbn4Vp=>_!YG5yg^>Z2c- z>R!%cBy>G45Amf*3qM^M;kPtyNtJ2f3FFaS7Bt`&V5%4%1qWhoSSIXX;?Yv^sG>Al z%2QG_9SIvoxCx`yz5GNImLez~C>Pq0YU?T3qj`f(SgY;|%th^HM|gTg_H^bBju&C- zXi(&7P|Rn8KUMmPPIoC!a>Ju_vWUVHThQX)fvG&rfAemDK=Uyd!g~avL*=nS@#wNP znOk(~{q(1Jw75_&2KkX{y?}mMd=v&0_L<&v6q5l*24>uc(OhpBZ-aiLj9)p8M#s=5 zb{H>XZ-^#|%PMlG`FLZ?OEZUXc0n?1f3+}HM?uVDmUk~uZg@*vay)e5% z5y+MoJ7E8Zr(Qf&dKWA{`Oc&^;e$ogdt^8G3Fd*J5vVB~#=tAUVQ2+YPv7^S_}??n zJl&oeDg6o@b@5B@>aJ+D{Wi%Cr%X()5zQr-Z~W?*@-XP`I~ANQ2NPa>)H@x2=1stt z^G*dVe;mF7y72y>P^y)m5AQ`d3P)k7{iZim9Sh*5g^WC{F|w>s@*5ZnJCt99tkL70 z=Eu9tk8epn-Wbv*H+#JN1O$flNJty~%x>jz(7o|cvpx>d#>i{JH(tB$orV(yx5j%= zn5M`LYE3KGtqNsDuG^HyK{tOOD3rx7kxI0-c?Ypp8YhiC7QnYEa*tvt3uT@5H*Z&n z<2P5psUr6nASo|`?uG-HvxOJpSIg~52wcRdguK)Kz#R%5{J`=E!<&0NPk|e^PoWz> zSK$r1YYzlLBX&5WF6qhST6hvobZ5|-2!b=aQaZ83^f2{_stpj2KS@1IeUgHiKS@1I zeWI#B{41%4sZUbC@~@;GrannQ#h;iS-jV_@N#~Xngn~}uVbHz)A@p~3(u0|Xvia3* z9=Um}yD=sqY)Oj*@s~B4^$Nz8`a6Di;YofPjWhl%IQ}D3Bi)6ueJuSV3|nPC!WNHC z@vGQU@~gx0m0~mb-4XdtH;UZkglv*DkNoz@7ND6N7klrBDd~Wct-XIzR++bL5 z5a~5HD98rqv3lHgOty{qjg*@koY5OZs>}`QdV@%Dxj{>B5UD9Qn2-&0^TbV_luaTw zBfaGYFO&^p%MmFtw|I%6MG~4HF|UC`M7@$9puamzL8#-?HKG{zEO6v8W$=7MC#@~M+Zh*z) za1-&GsnR>~xACCu!@=z?5w3XT@pczfM)G2H*cs_A=13Pgnp35BbeB_*pyHp~g%yN| zYU1k!GOE~J0jrA0MC%@e&h}F{aH@MVoW`B_WH@~Ff{;Yw-!I_R&amGM{Ha!}yPQ`K z_*LP`iueM4elg;OCHPbzIaRu&M*ye<-_!5TKkHZF8nXW$+IqO`Ck272?py?!$#&BU zv+`N=5B`n?6I*`>7e$Z|Oh7aP%W!Iom1yM)VcP|W)shE=a6|n4f+kjyh~}uzE^F6| z{-pY3k$5sZI^Lc-9({^caP(KKtLg2f?JyKG+IixM$zg==YAy6R1fsCag0KxqUHLmm zTzW_R{X(K2>O=If^s3TpqrW4DAYz9Io?zuev8e8%PJ1+ed%jg3i`k&neEh|dVle6> zh6UBc>O=O#1`02ZBKk~xA*9em1RQZNp!#(D?Fwo$UZ-^n!mSjFlJBl=H_PKt>w23U z1H?v0u|!13Yq-^*i1jluktJf8%5g==A3dkQL=5<<5<-eq3MxIs(v^?_@X|h=!$rX@tb_QN@xJg z2ztCdj2PaSsvoeH<#8Vg1P)6hI?|YwNG_=%r-XzHCt8jlCkwHHpJDh!;nb(5#ET{4 zevQKMEs>0nD!dReq(-@LW^(Eo(QaAz@8R-TjY7$AAc^jpUDP|+2G;e`RLoo>Pwa{7ccpTl)<#P zjd(wd9>sVuYoe!{`sB@Z{6WTj=ff^E>3FD>POqkB5C;5q9T3 z|3DzISfe%xYA|Ndj8m&bp9Md_8%-=m+PcwiyoYoPn+%;&afQd5#B+mU#p-k8 z0Fv^d;}t8`TJa8xmG*F_0XHXr&nbNK$kpduL<=Si$$Xl1QlG*D6^SAweuWF5wpcBQ zvwwjsQL#*U+oxj!{F+?YMu2n!>;huz-8BrrU^I<|l?bazD=C|cB!6?bK0@Iu4(G@8 zc#)EGNK<*rl=7Z`hfIBx1d6RmXdQ^S{*LJi9^}GKc1&!$ zCL&)?zT=cV8CdcjDABS`j$>NEjyGWN=p7b{SL(0IEq3K7t$m&Hx?ZbJidAMrgJuLM zMt7sqs2Pl7HVs?QOZ5k+-7tLo_T+H%?Pld$dPZw>82*k})}ffeZ^F6a`jM-ZrtloF z*hKX}oF^n<)+jA_W^0`tqZg}{7cz6Yl2W1Z(#M0>j-{y5lCx=IF*o&`SHPu;mUSK` zH@^`e`El@EV*rUd%v4*wCl`D8UlV!nX3gV=gV6da9L<644-ejW)3YAC{>i5Xw!Yxu zM;?9Tkw>?WZS%G~^2qg@w`|?(ZQt%)zu6lPu%Z>2sfiL+l@uhV^j1i0@l%TzquqYE z#Uofmc@rhnk@!erH6}gInR}=|DOBOP2gO0}p>nnAjRal;5e?9wd{+&VDgNTOy$L^V zNi?BnovLV4^TwL~h-ghJBC=GW5MHAkz!Fe~OS}?<_{-XsHvJTaLD4JMJPwR3j=PIH zaz7ZoA2bK(>;0sjwe~i_K68IkXePDT20_rd!MTQampAHHTfsJuw2vrotD~fPc!?Y- z-m%j08~Kzv<{&9svN35H{d%Ni`=Mi?v}w~ekF@GQy>NhX&*Bk*Do{O(He!9#*c<;_ zptG0XqYn?%y$Pfgsr<%+z#jb$q?12{ccC_OxPQ|<2TvW$$Kj$)&x$FdABkt;5^P*| zorz_&@jcA9XsgN)^HxBJsvU$9P^J#*OGSjxd9nr}%2ehAO%|LB^5s!)AVMP2Z`Sb; zn;H_H;V9Vh*uWO=CL^49yk+aa;Eh|iY!zgm@=#_GgyUrzdWn%nh^BRAt45urM$fm} zp(avil3qOgs6>w?KUD9aUMo~G`Esn@Rsawhn0P5WTzSX8NLU@Nw^OZn47O;N8rbqkZOc}*r-hDz3Q-*t{}^C3O!1{cRrdVt*H%t zOaIfp*F|_rC>}TW61^1mZBQ$=9zwESh)dvO5E5S!H^58k(slA*al=q(`jzVpCNSNd({zPGEoB{nl8}O8PXk-MyY9Nn+p@)$ zy5JhK6iEh)c<(4?96`3lg%C6cvF5;3!upJg(TArsuY&A5^|6PA9_rWpDt{+PMO_>Z ztHBm3Ne9k)cirvbKVX%nfyB5`rWlMKwO1-AjpT90BU-Y1O1LhVQQ>fx(HUbN%o}wI z8BG6dyx@KC2VJyP3r9`@94TA03rft$B^`5mnN zthu3Ap|pfIFx83OPODOK!r-8PDyx_wR%)+UYVj;Nb*NvR!VSfsmvQcDnoq2VZLRULJoK?*9eG@io_AG zzPfv(;^#uKHdtwq=Xtg{SPRkVcTaT{@vQW9YE#B$E*1QF^R^q|DtS^8fuH! zTo(Oc7;T|Q;H8fYAcFSD)+uFS7&R-FF>N4G!|fiXc8@CUVse;vs03Pq6fv=r-0j4x z%101VtbCOI6LGaXO1^}81C6;PjP$LDUQxP-t777JOQLrjin~1%KVKC+r@<7~A!W632^?jD>WB+&JoLcPqu%kMV+XxE4;~x3_vo{S4jedj z@bu}sr(zb?%CEy*6lx*Hv4%Z5bo}rGLx=I{(WB32YY&r%)Z`r2tO#3+p|O#_ zY}Xsr;B0`X6_@nE@*oyZG1oQRAiZc8??RelG0EY)OKWwG;jiY;#4CyeAh?b|q4)}W zD4@l|$PS9?ZY(5GQVc(mO0K4!^LmIcj2_wg8>r+BbzfK+L@hidnP57_a)2WPd8L>( zFKBx=#1y zQ%}Rbw}8q%AKE#X;ZJD{yIu0-bK2;E%_D(ghD&J+J5odZ``jHZ=R;U6TJCz1okXXSa_+1!-Qk4UX7Xb~FBWw?QEtWv3T+x+e z$oWMS{*D(uValkhv=J5em;_K9TW&(tDS#FJZcK;r4$-F@CHZDR)s^kxQsBeR#~-d# zTfoUd;Nr*}K~i}W)#vk&QeI5dn`emFk;~Gb(B2x_7QlVELH7Z0S{)Vkc;doz7J3gv`m{sGrVdb~gX>=tFLb*07HZ&z_ z93q}Xeh3+z7tO`ixNA?qb%LY;Y(bn1V6_%iY)BLxE4Qfj8v)RIr!^G`uqyf)-GZ)& zUMXftbkn-%h0y}WjLUB6E{t;QtXXR#0yT(-8k2GrX0H?W&4%b@p;<=}c$}1va3}iM z_`y9(1`7ev1vlQ6|G`Z+JuWA$rJ_~nRHDT^Sgv#O^=k2&;;OL=M&4O8X81Q0y*> zUy3B~>iC~gTexP&EAPi}6;6bFT@21r6c`gD_Cy7>Jcei7Y=dkT{$iAP?#|gEn=O;g zMA+W=J7-2HR!lY3u|dmA5-TJLG^7n@Mj{k&fEi7`UoXGq;*7{tKNAbGQ8q#S3S#2T z@!=}`08A|Mca%PB!T;hxP^pn!jQUMslk1+QlJA$x-{C}K_wvwo-vijBxL3+{#{M=WRHILn9*gPn zH!I_Bq8IWjPyP_rBk|6?a8F?!*<;z^E1*`asfiK>DoGO0g_5qMDJa>hyNE{wdY&C{&%Q?`Rv9$eKoT#ZtWG&;iYaD2U*H$k}_9Y=9m{6bnNZS=Z=$+8-Kz->7yl zEvBk9*2wo_p2rM|SVVV`*zSd_P&p<=`vntZ#{(>nk!Gc}S)$5Aq}gd9gL4V|<{5xr zg|iob+iSCJ=|tRQy&zGfl~p(yV}CpCk(3iHQ&F36p`vV|6DcCZhwhb4HYmSStfMxF zHY<|rsIa?QwBc+wJXsN$QAn&2ufylV;ev6h@{hDuk3e7&k(FvqqMk%l=|%7LEyAS- z|?uh7p3m|jmP_|emSQHL+Sj8L@=MIQGQZ8*3`FTacRpN7X zgL6VdSvb6wIZ<}j<~%voo%599S*;a>#6(89^v3$8-o$x1H@PB-Sc(B_f-j%v!P&D2q_Il#jgy;=$#U@nLGQ(q|t-Ij|;oef% zfk6&pVtc6Aq{{!2kxtq|8(B}<78~<#)pwyP(L!~UoHNz4#&+O{x$gSp(E}K(;mHG1Io5#ADLSaWU&TbH`?#WuFvFhv71 zY&69w3*kP>omi2Cf4^P+Re6f@7x?R2!@t}TKezFW*d8BwO4>4W;X6i{NU;k2Z}sJ`%fkNw@tkgDi!ZrAe*xy z)DT|iw+0JSM=p&v>_=yH41#D4HID(#T9^}UPnIvsv;xJ-2JfQtdtz!hp6AHCxSAf7P*Z%514c1#ZRg%VRa-d)lhEhscLM>MFQAGQ+(F3rJm&>m$< zI24H{RiZ@SB`7Tu^Nmc2RTjYO>@I`N5G%3abL8t$$5HSGlV|ej$|zWdd1{n0OlQz^ zammNF4-tpQjL}^u79cnv2F4Rgg`XnRT|`f;RtvzR4Ka^~`*=!oyVGs;=q`=&YrvQs zds=kj^b0CTAC4;0JKco{f>13KBN~~E9aD#gK62}%U%(-by5{^Kub$Irrc&w2CDzbSrp3xE5(=f9&G zKikdE9v+-`UHt6U@Yxstazp&=Hh%WV;Wu9yKf67A_BSWq9Y4E+pFR5Q$6jr=E22vt zTm1SR33Do*4*$as|8Clxg*-og=MUhRo1}3LS%3V+KeaCXDwN>ymwoBm=~tm3kH7Zc zo=Lw7<$3%qfB)X}t5B@Rf8mbj#O77->|cHDN=nLz2`Gfof9=cvNtubb-D|(|Z;9za zJRRBjnU^b*5-UhA(mRGAD&(7 zeIoo!^us+L|Mc7Mov6Hh-X)jdn|lxK|EWEDaUd58>nZ(PD^UEu^y=>A;Z`VQ>8L7| zH(|g!BCt7^CXd(P#0NT+BN|k@r(U5=Y`4-go?~w@yuO{D#WUY7@h@88(Y~iv;@!>k zugL4bUyU=PN^A#xkkZTB=vlQ%Q(t-?2m82fiGfp21okljxr%o8fL2dS5Iyt*LTw%Zxc_g zC}P|cx&ZVLyY2>e+)NM0kzAq`3OyzD+kP%Dzo6M=yiDg?iIoM~NV+%*gto6H3GaFe zB;(`#M67}chi!LJ8F&#;)W}$Xz6z@L5wQJaq+k0?r$i%Z2~Ov%|lbI^o9_TwKH9bEZxhU(B7b^dixO z&zm~ogJCBuyGT0W3#LvOT*R8Nv%X^ zb&+(!znMD0pUa&v?;`1he>Zi)wu`J2zHI7*Z(n+GX~I`TCnUoO=fXai+i6w4YIwhD z4)@UV$7zWWL(B42tqesVLtz z_0b1IFJ{F>qA1_d`{>vYg@f%<494#o-v6}n{y$8e`0AUumytNVDAvf|Gj+l%uH{Y` zxJWwTKTVzR`qkVC8!wVhxFn3BCt~S0U1YKJIi^n7vxYU{ii<=OE;V(+S2l1bco#`0 z%r$kwyTjpdu`CbgiB9O1a{SCZCFM9DGwx-gdFA6_*L@Oy9=mU0h6MZx;6kqBswSP#nTR zuHK<~6Zer7z2mrS3rAuc585aUIFl4L>qnKj^HHv_2LFNVm3jD+dTT!Z#Lq9}KNj;J zOZbmv{KpFM#}SkYR#xG!mDTtU zK@vAtBxQ3Uz;fmUlP+>DPsvG1=xOAu`{fZR# zls%q?`xC?!0N zWLKP`c;S|1blBlYZ9V+-cA=FBNBQ%v+IWkaXobZd{RiEyr*qTzlS8>r~ssCcwm ze8*BfEc4Uz-&F;M4OCVplp&CZP*Q#R*K?ykjU#7Y7&K*AXA$G!onKn+*z2FNO6}S5cH1<( z-4^n;Vurj?TG5ub+o$2}_K>%0X2=_*G;MjiV;bJ>2zlE!L*6K#It_1o!{|VGujV%I z9vtO`-CJX1bBCHuY*`kzXdH*qcqc`DJJ#FcJeHLIHzP_szV=wlTM1X(m!>QfB~ho5 zd|$X**4u#tleMX38%|>KsUrgK1de{fDMH>II6SsotkD%gTeo?*d3;wA#@Qgq{cx{! zKP1O8WlyJ(ejqx5--~wQa)bdApTW7>_4wAsq>R}=V@V#Gp(K>(oko&74~EC?k;Vek z5q|_nlH&f+`%3|i>=N30ns%|$c3(IY2h=<0lhVzM6iXafOC0I&oRkhzes>z#*9a7` zfnP{@xG4@?NXlex!o0Svc}?mWWtgYoa1n(ec>`BswWvI2UjD}nd7*6fG`tMag`)68 z_IUTwCin1mT2glM|M`aFZC0zH=fl{1u`lGxM8eu!n? z9WEJhowhh`%nQxG3=UIwWQ_&Q7E$hnH_xyaD2qK!FP!3DxOESm!WmlxaZCkvb@Ntt zG9!AgU{*xrCcd1y9bZnJREd840Qb)So?-7$dV8AQ*~`6i+xdEjM}^W8#<;7-^I-;vf?fi9FAXCUFwM_QBlsk9TE794hwa7yl;Au*PE%?zcc zB>yy0rz1c(WG5kr;XU)VDaqT+^t19cXk}-l(_LJx<1|aU+fHWTMf#hw(Uc74JT9e6 zD3h{Hln&6{VLdA~Qtkn~KQ1P|BksvK5p#sEC+91->gHW=%oi ziiqb@@U8?rnw2D}1(c+~d)*ZAo5EY~qa?C5jyCyfaB79A9)hfc@BDbU> zd<&YeD`M8AX|5vXDw-fF!pf70tOz?t=7ntm4J{rYq;BE_ii!Xiw|RzVw1{E|E@-%X zq*JX1d=*1n29YWa5S0&$=(2`kTu?CHquBrsQ{$tva2QWmUa^wS;-#A&5O4NzuT!Jc z<6~xKQG9YvuV$i3!BAVF>UiZ+!cP<%97!s5hGGLcUI9l1Ad8Okb8yDuXs3yj59yQy zRBMPM_e5C*>Lw^gQdx=rgeF;Go`3w1^^b>?486t_=~h*k{5|-?RKqb)c~*}%m4m%r z+}G=c=;5Xf{4X*QnvXwX~!1tRzn7X~zt{+FI1Cpl!@e zfX95fg_{wmf+NV|qW30UU84ecsSY4rb!VqX8h~By_6s*uwhSR{Oh^C2YsO7NIP|eu zht#z2rxRG)(mNI{f#S$G+cp2RUmWGP53X|#XR)wX;maUvv0HqxWMv;(`CAx zK-@~fH#&yZqpV4|fQ%L-NeiCw8y5cZMZ!f8F57%8ao~O@eJLE@S16w;x7ij?CCWdO zuT-BZ{gv>p){5V01~v+lbxiKewFKUI;>mC3aiKwoH;+!-Y5=_RNklmLM!wBleQI3j z*yk1L+g!#f(rap*b(^{RM03oqm7gHZu6LSZI!tP~u?1su&|2QC*sRIn6wr{bJopmR zoN6wOzU4k^el&CWELRfJKHcd`;(IXF+_9_$HcB4~BDt7-E6GOkIxSJK&BJ-FC@qUG z-BE{eH$!`t`K)!fWmTr@a{34tEazjE6~AeoKCWBVtZ91H5F{?h>M)$m<{=rJnymN{ zclYa=A>KG4P9lzu(B?f7^B=*g;IW;_IVgIlA{-g&w>oxGcb@q5$_@CwvYGy~1^>D4 ztuI_34u+6ZvF2UmMb}0rjg<0S70+e_W!0wDIiyZ;bz?cdGaoaf>W|6qeywBYC^N&W zT}eor@Crd<*5{Djhsxs6Xe^`R?HiO*q=X|~vSEpp#{yDpP080s^T@cggFIx*^)hy=ea&FB@x=f$S=2)|- zDc<*Hu6TWd{92mw_Mze*)omr*8Awj8i0=gFd|KHhP0qBf8Q87XJ(d+%Ps}7Eg5P|| zFUNBteibt^U&nH@HD?-@Iad;WAHM7EQ2-3<<69`n2`JL4IuKh<5W);_*F#e&et7`1Y(IiZ> zG-<{-$(V1kjQN0M%=@i)#Xx#O`PWcJMKc!Zn({>;fr-7-fhi;hQzyEN%S3woe>h=4%9;i>^pZF9$h$w$vD~z5!B9> z5xVAk-xGt=g#csw3F}VDitWxA+x(7vc)L-))5wQHh4&of6GADY@p4@U{>hqGO$R>a zN}}&Nus7C$oqMn$;tZMWNm@VECu&iywCLf|hAJ+x#JfavJfRFTqQqLU;PQU0srE{( z*oieeiJ2!c^AIyisTT9Gm_3sKOLX;^XU(*x9&=nt^j$r?SUq;_@s86)sMYi34yJF; zKyR}aIP38DB+$F^HOX+il2#4=QXS2$)|_c*ZgwTncQkV`n%E#RRHUm*!;KJfb3}4d z&h!Oi`UBQtXT>xpF})>^dNvxoO*+d%N#UumF4JK>Zq1wq>k(HHeTP+!I_!NB`}uhr zSP<<`PGUNJa|ZORwZK^cRR-y9u4NGn!~O=%0=9zVc6ph1U9O|qvgS-fv*Ai2jiy5= zR7O*|hR}h8u%X&VQ>RME;jB7~WX$_lMC+SuxV-4x1xQ4VM zYZ%{Q{i~Y3y-kpC$Ok(2^c4qiho^{qQ-G#`sAIg~PTGU>HDpWh0c-g)_Imfq9PZrX zs5UL4iOYD&ERDc2Q;O~XS~I1A@+YpKxaKG}ALPLF9&d#ACW@QM%cIzRNvDN*C{x63 zp{bKTvVO!^{kwIyWW{PTreP6Q&olG+B=h-*`Pg;?HWP6FYR#br+~-|MNW1x2#(uVo zwAb8^!FIYn+8+1M^%!sFCXC*?C9|^v((GGztw=t!m^1SjGgTz6wq{5JYlSO`G*}Mv zq?~GbtUHj9T>SC*RmRy;4;{eO=hZr0OponPwBJc2(TjC@kUE5qk1(L~CdpVd{4rrT zk_LSi=&?2)wni?iE!hXVAIY5eVfTw+a-C$(v&{H|4<5`<;P|6F$xJpTmRYeghK&0G zYu+`*9TFrQ=4{vL;i~<0?EfjCU>&(??A9i63%E(!kg`61Q--f>-33|UyE<23PDL(S z;WU+!UUtM-l|E|Cn1)Tkm4qD5k2AcpJp-&46$b)B$`1(a5Qj|dHR#!jp?kTtcv+#_ zkP~$T$sz*5pE{mQQ^CuudD2jO+Lc7#QM+1r%RyNAP2*1-bc#a|+MQ;qkYJj&jNq?W zi<%X|YuIN-$_ZApDu7Jzn!wRewfs(N&NLj~;YyBZ;I9!))4Qp=10?+-*zR@ceJ(~JnL7n^&?shD&0b7HpQ#@hlVyOSfTKKF`Z|1Fyg8O_yaL;AcV4l;r8oq|z7Vov@Ps8^;t|a=7?~RA( z(6x3)lw>7G`1!q1n-3Z1&slduR-A9b{`gpmRG$8P-l}0+#b>OU)WH6fD~Y~?z2%`& z8RyN>!TM)~GZfbXc`a-utrop|alBNJI;<@7R}Ay=<^5WKY{Btm;6E?AB8kt>P5L%f0P^{InLACS{DaoqXgHmACDC`B792pSSH06t2HE1LjK>dJv!4}@g}Gw*`w9kztq4zA zbD&{x&Xq*pF<2R2r?9_TZcu$<5)H$9#^rxniIl@?xW@LG6&Yg;Tp=lnbAScyh3UTpOAnMsM+3TxzKmP# z4u;3EwLDhz1ElCjqeINq&}HSuc*EG16|=KOq8>1A7~5gmFm}E5uWGt?ogmS((`WyB zfh*#@Ne9pI-O$wO#h~D)Ry5~p$fn|uwfJUJp>=xqig*ta_UelZtidGC;vptuH(P*{(U?cq*Wx0#psfXYL@UuWuzgPdi5LjJ1f_k;DBRl1EYW z74fJbXV}S6vgS!cE^sB$cjQ*YE_Qh5S8~SIUo%dxv=%5UPAjE@9dV?6*d zcz)ECMBm}Lih?}xj;vNVEumo1J8|G(5~}kzW!QerTF|VpT`ht=@jj}MQ!&aC2h}Y% zReJogHCq~lzvxOLGlb6D>z+#(h7K`%4wyK+a;?#6d!k-{n@4L7?83$2Wbz=pQn`qu zUb#hU8`nnTJA@?S50eVe$KPS?`KWatXVsqP2<-{`h+S>;5e^-NsCm&x`M8UeGw`^J zxIv5Su<;f55Ij6z^{ZiJpGatRH?Xy`PiyhL~`%)*frtC)%Z?I-IW| z9gV~-K0j$WIkk4vF4YV9HnnrbERSObypJ77<|Q*gj_eVX3S{a)F*fC`Uk{O zwb2%tgPkgpy||l*tacy@_qEw2+b677`IUWI^K@^>@f{f<=lOs*r(1~x=cd`lP!M&a zHG7(ZZE+J)4U1yuu&begHCG@}Uw$qBYKr>FUjMAtUj(Nbc>SVp#YQb~lH?mKNqktkYVi%#R41(2)WAO~NL)CJe;u7oitQNK zQzObSa6@TlJZRF5={OFr6pW_|xihq9$lBI@krlE{*q^Z zG!H!AnmY}tnkxx8OwYKIkn;fROF!oUS7Xt=<|OWMrZ9^+(3P|b(=}$L`dRA^%c@k@ z<}eC~Ta14hmWv0za%k7`BZk_&w^}o%>C;;TiJl{W_G4np??-t!9ZwuZD%2=rS9{9{ zyw6(DtO%^gwZRWX$RmD~LA=m3i2u-<7p>EO-<5-5$4QR8zl- zD+#H7)65#K!0$d4@ZG4WyuhjGiuW69KuZLOMeRjYj*;}<9ci!{yw$p!c6I zZ0*I>`|Gu{^=gOCBgMk>d^W9eM_gv{0c*6(3QEEn%PgL4Dzo^%*1xK$*`Ej!J>8qx zUsA45^{98YPjLra?TO9)i|*Q;ZD@W6hzsiKGcjY7_Qr`<;ptD*3elk z5ntkNsMHWM6k6=I=0*c*ryy|wt=)EIHo?6E;`r#+9;832lePLdMLtu9)g%IJ)?YJh z&$I5RtgvlITs@v0aa{q+gB(aCPS3MeC8Y0jA=lA)s;kMAf5g7)8wF|I1>kP zV;~lTwqLGp;{_KLU?}bvd`DiYMkxaE+4Se6^yL>=XRck-ujSq89Ie6W7I-oIxnFpV zN5`uqx&=%3w+~y8d#6JlIS~FH=S%^ zM;_`euw)Ccl+S);iPe`3?aQpYAuF^u<#20>lmix2+`PieD|z!u>OK<~$|Huz%+uCv zYJmT+D~UAV4l5zKm|}zNKtgiSr^S@GG;9C8hlWnwyo2v0hVe|<2r~X!6IP_(w(j1n zip2M7VfTpNym<$oc}1KlHo{N~_nX%2XbSV|t|Zb>IiM{ShSMhwBqSGq>>BnbE|4Gl z^!f5*z4JHD9_me}fQuCiuD>-FWXB;+VtB1p`7wbq6q>|r>ExFbT~;>aR1Oud^iTzjkq%s3vp z8*_dQKq(xWU^6&zw^_5K!FG!)iN3>j7o0eR*u`e?jIYfbW9P(F0 z^dvHL$((g^2+oieE5NXIS7lXzyUEcDWyQ*Pf;Ox`)@WM<6oX`icOS}{T0N_S+u->< zV$HXvCC_yw(RVEwI3Z$cR0A(^r@izc6<^E#8DsxL)*X-)`>nY;Nsy@#>kXj<}%g2V;%udY>keW(ccwS}E- zqVCIdfYh|D8IccLcSKf1JQWdN@*9^cNqfD@h)^NuM9ymJDp_m12ION2uOn)y+ZD6b4jg951d8@#%2 zS+lC)|8)k>`ZO%p;^So;&!*Cd!$avh!SqW8WhNsZB!$4t=`-}+ZIO@B;~xPY_& zZdo0PIse`ou0XNys7m1nWsJ|G{;p5qs+B zWD>f4(xW@XC<9L?354}|N#Lh%&KUo^wZK_1zE0#*BaZWeV>%2_;aGvw;12w(HESB2 zZ*?WncR1JX^IIsRq(WmF%UB6}ryo3!#IQ#j2JX+TMav4@I-GV6-txp7jYaU5Z=Eel zZ(^P)&Gx6({Ag&s&y_^q(OS75Yu=WJicT|9hWCupm#sz0iqa|+r-CP{GBqJ&xH9ld z*1Tv4eZiGP-x1nO2nm2NjD$mSZ;ckrw0#`o3sWi1gh|hiSwCVd*RP))$6fPWx?2R6 z0!j=tk>)N(+|vleNM!C6gK4NDTw~3k2JlK(5`71F3m}a4WGEI>KutNQ@V4KS|C9ME zhWJiv@v{!s0mb7H(azASGT18r3dV*4!#k`w)G)r)l|6;bB)2eb5@vbjE|f@i2Qd5JYs8h9^qCDC{A)*LO@&QPpVoXKW%Zp}>?u(w+amKCtI zxXnOt#wkXFYil^D<>#&0(V+TSR}y`PDr*R*d%lJY+h1A>nH9Fw^`rAlhg|%*^{;Cv z{i!R7zN0i04JaB*%{a&wPKD)GbogP5!b2_Wr$xjl8C6Ld%~_zwn19W>%d%p=FCMBi zN~O%<99fR51QeN5ktEdw8xF$wvNi9T#(c?@MBg=L+X3uD6!&zTIC|O}ZPv#%kQp`n5R9=Zc{u`Fa)WT}YDm#Tk2{B-p8=NTRsU zhD#6ETeGP_zQ&bA-yz?=&z}rhpLo$vQ1A~sbbvVWQW-<^-MsjEOV)20_GejlM%Lk< zM-&RukZ(nzh;>qvvJK*IRmwIfMnN6vhD#Igv}RL-{SH?WeTV(_Xl~Hp7v5J^{BKQ= zk$Ny45mtnvb@yad1iFBVUACk`5MTLh8nH~@+wWWRt7*hzt|ZbL;h65@j_0(L0}08+ z!>&=iFzNW&3!8LYg#*8++L+cC$AWgLUQ7mkDx-0-@y*r{nYEH6G$tFzP07YLTK}r1 zTdx-+E?}~83G$20dbEiuv7b8minZ={tVPV&vE8LP_^pzYcse&;hwyG|Hng68mn#W5 zetwm~n(d6=I&6?G*Wmonxpt=`$3Cg+-Cm6trcYQ4mldYRqwVgo3$E0hTxL4i z;-9P;(g6FID~Zg2IhRAImTBBznYyM1jMRdSv*SN&ma3atJ6~o>-p#ZAbq$s|f<#Y? z)wA}*H6OlcU%lRj-|sh)ix=fN_v}_{*|Ls-#krA~2gObq&l1{f&4t#(Iad-=@jX`( zvdD>Xo{_)NCwqAXRz2QG*~h7PQM?%HQ4H#%qe&GxUqjZJ=UMktR-L(0R7E7Xq?3V| zOGSwc`P+xAnbK6~epeDwh57{Eiv7)ci;%09vH3n-Ki1V>Gf*$I7APxFD|3Z3M+!WK z?CT4xS<&E`bS2Suc-9@G6F=aG!1qRMkz8*&BOy7idNpFGe#Tn3tWd3wkKIB28*`W1 z8h+UkLn`&Btr^k)d$TKvz5}*Z07k`DA~TK+V~Ml%?-h4kjnht!B!(8>F|2=L-33`; z-O8{kGDN!rMZyhd9N=&j7C{-AhCJyXTeGME{RgfjG6U`GbgnyiE@&3Yln)mt^fl{- zgUot0VhsP)TDq(luE!M#A$KBfhvYYNryyoXj(*;nAq}z53KBj2(cXK{T^-UpBOI{P z+*FzC4ImJ|m24o>54Et7KIQK(Rvay zAB(BNZYtqjYR$C<{9;!Ua;Pp4BxZfdvR7)zKHW`4q1UJw!I;FN@K!r0lxpSYchZGx zGor-$vD>PjLer@GT}kv^qxMOS;yjStpwnX}^0<^hc5zaVW`iJW&kLwq{KO^AB7}q``EE#>#*$FO(ceNG>=g z=s-ep!3j?X5|WG8x+aFgH1@w-*fjR)qxCUSs@HSVY$wiRFTZkj7IP$`F^~NMQyzPX z^{;9wzDSU`fUEFnd$nt9!RBVrT41xe(YiUEgqv?#``%>z>sogYxRQ{g=mth?wv*ZO z#eTJ6b2B>v+hAs+P|L)pDs`FUIl07GHOT zqu8TvOIC#!)5l*XS8=mXo^|9WtvfWUj{E@pweUh8xM{LSVr^;hs(3nUA@*mRBqu|dSp<%{j{+PcQa_&ydG^B==WNSmKErA zxrvCkd_nM*^2g^NF)Xd#W6h6-)^EF#NTcQ8#7aMy9VQ17l8gDSf`oqX=Ps-tycM@h z(Kbl$LEOKC9iGR0I-)mdZS(5NfxUitJn1}Cekk^iziTb9Ss6)iqj&r=lXv_r>tEGW z?(2etgLmwlEZlGpPFrj?sy;ecBpZBO(%mlksnfc9H{;=d&EEMbD`JK!f65 zDGp(l!J&$V36DM2Olf%B=1M}^!dn>9*;vlknoZh-NAF^(}#u|#Ox^)wDOGp8iS{8j*V=3Z`HAxCZ z=?p6ON^2%HmHRPQ5`707!@gA?ZF>dEAe2V|s%93_?-{z^uofvRbYvFjH}eWl3POf_ z=&xDxq9OFlt|a=7(8eP{vxd`)h3`{CUI(R&0jh=5>GJcmW5oW!TEwh~U6DJ(Jo2J7 z!J~qlAu0J$Yo0XZKI}@O@5l`tD36ZfQXrfI6ZVh5@EDRfK@)pkTU1s>J4KU2Zu9v* z+af<=R4=`{Uw-YDTruK5ui`r{_|M1tTvhXFSm*wyD?TH*kA-FYt}BVYL%fpQ;qf}+ z66T944DVT_Eq#M+m2iLsPf_uyijW~Mc)c|*+915nl|@pssC8FlHM4`tfn3P>sV+Z4&C~?H8DEaWQ|0+=8 z8H-HOjJH~|qV@V)TuI20^(F>xwxby<_#T3)cPQ}N9aO=k;L%<)Jb!8}P5HAx9_uNMT6%LT}fny$2n+w<-Sh2DoT8L^lVddeMzX!+mccHlC_*!QM)oX z67q@jd1y>22{<`@E;8kEzhKRjhTp#k5*N^@Ej{LoBkoKVE%lCje&sc@v$)Xai|#V` zGQ>;R?}^SfS+ix$~)Pt7jQ>#GZk8&t}!Eb ztF^FM$IP|4R>Z9`TIh7EkXyy>%{5uRUDm8=P~PlHA`PX3*C-uN9={GGBp1_6kIwdY z?U1)WjOZ13v2#Cp49U_Na~sy5G3y@Asz2)x-iso8%$w%T7y?B_YkoAP@db$sXl}26 zu-xik=kXJ?)dis*T!a_|+fu+JG0FA`L-dSwmt=+L`rKK`xu_!-b7K-U)nps*ws@&E ze;Q;jaU~%~*ozqT*>*s4e3#*bKPhU)mHrY)Q-7s=(oA14vj4|g?Ci+$4Ti)w#S9d_ zW1N+I$f6_jOcwm@*8FM6{=6%RG_nrnS6Xm32@WJA7yYu}14GrZI->lgalXXiG?KSu zM>-9;`X_sm(z5KIv8w%(H4a%-ZEMbtCE$AkSb}_~L3gT%_=T|i34JpJkUwV4qNZ&h z5hO04>A!*E!uy9#-S5SnAkKnMPRdE!pYa>UZO*m*^2|4j_;JB+w(~LX0>9qo-+0j3 z_ht^;cU(!x;rUHQezwj3bv^Kvdli$|W@yj2Ztfedn|k3Yw;HNby74TuoHcjaQ1o0$ z^c~X;`*HLL&K3@xwZr9F83$4qgVf>uy_+$DN2~?RYEd`h&XtfuF$5#Y^qE1*OUQtGf`#8qW>wwRY z7OOzRx~sCPz}>l)kTu^BvLfeGM6nwkE9@7c3Zm{eN#;rNm^rYfS zBCRJ5ZkhD#c*b`iA-U+6XLt2MIxVy@DRh#Sh4&uVCEbMNyfIB%R=1zF?(wYZc1;e& z3&g9?De#&v7k5dwKvgG0Uir<|d}+$`MnU2NI&OQF%>|x6=EHu}>JxmxK%8|Gez$;6 ztfq`d`gUhTiGlqC>kiBc?43Dfqe5QDnTMRbKRoH33+Q>(7#$F*%r?etfxl%0Yzlzy%`A zZ~{+51>`?l^QPhX30D$nJRMBBoE6xdIFOKB^lMhQ3gLdP@uOW%;<`9m-EX4{Fj8y$ z^EYL6+UWIbeRx%lI1*NYIHf3(h;~s1AhDD;)SRrd=1Nnf)q+IN8DZ9QGfNMYTeue< zm$~_4>0nFh9ryfRYZ~?ETwBFwBN zPx~Z^Uz$CFP|5O|d%4(T)qc{NGYz6QxRQ_~`E`u)Y&(|=_W5H7>x?Bai=Q$!e`L*m zR%{lc$c%qKo?8~154Q>W>`LFEm2ljsP<2A z6nXH9pS9Rjob(xMRy2G*B}nu%W3%pO?F(y@Ch5A|`b3Q;556p6kGH=>ThGF{?9t$C zfI@D*fIhJ#PY#;dAjrTjxo&oRX>BU%?u)9RNa{SK&d1j?((o+J1eVhp}IL-fT7BE z1dL+OUN9M;=m%^nM!`^X@nhCZX?padf<#ZFF#GGEyY9v51}Jtsi=*nxqF82|T270B z9cNNoc(wLTorno*{-G0Xa-L+QmnVr6J$4W>bUw>#iiy zkUPxx(q-TY$AN_8Vw&}V>!C?U4&%DCGMxhu!L^6gt;LDu)9oN=z*R?OXRCl_+oMSd zJC@^5!*@x&oK?!Kw)su{TJ0Xm;S3qk4^nNzO^xDaH_& zP%_h|z^)#?*{cZA;yYG_Q`TLO)q-s`sDgT0rl}@z@exBt z@q{&t8qh~wNqk>`PPr-}?n$d)0=ma{4D^I`7t93cl!FrDu8wHK{aS5n7B!%s?@FTY zKyP}^VKJ2VAmq%cGi`_`5zg`fL;EIcp|e7}DR*v6%x8#73#O%!j;1*k(?$A?_CI0G zn}+F+yOQWTrpu)n#)-A9)aE_ z=C@o)q_J`E>7-l8`B(=Ml8bY$=@jAuY5Ol;*tGp_Udoh<0WRPQ6D22`Q8>U43H?4nFQ@^hX5*IK4b<4d} zEL-dpqEyxXdVH-jMW6Q9o6Vrg+i|1Q>{Gb{Hxg_+uE@=fPP>w$yxbIIT5rv+hVU9!5^`v-6eMOno4HEG8YfUS%c)%?rUne-v#f>6INrLe zk!z4RjWbtq9QblmqW?~7W;BrQa3zr$BezPc!)bn5isghSekFRGd#;a&8 zUsk*}Zk#3A`OR?6z=?J25nv~(dr4uUY`lmC75D5Rln&y=vO-d9fv`Ku7#iHTRmW@mxvt zU2oRV*d`Te70PGI?R*u-qo)+X+=P)mVl7zK`DAU5Mz*NNP&reeGNi8Vv1Uhu>Yyu$ z%uu;6x%TVfP*07c@D`Fc^XhWDGfDl&5;IL zMUc3FORnYj)(W&u2Rqxu^q7P|d&^z_YHLBWcKr$jnPPruN|eb1bh&9Q^$KfVv`+83 zl8__i8OCk4*HU5CFdXtC`7TLt(k~gCcUcRQ6`QD}n7GlQG1L+Lsx>PbG{59ZqVLcw z<{LS5SkxB`$;YgP$O_5j;hh^g9EPRFN37Y<;P{X$i8LGz>jb&fU?b^3LUPfkrN)XA zm@%4OJ1CTD<>zcWsVPRP&iT?4?~81u{A52k}Pl~k%q?sVW}jX z_;Da1x%jec`YFu#{p&p3U9tz+zpXExdTMH*@~z7*xumqI@@@R_=v2>agR@t){CLo5 zVivCjxcIJlCK-dN{9c^PJ8X@Q*&LC0#$4X}Ou4)R*1xJL){r34vqxvYnEa|k0j4?x zp(#Od{+o%<-;{^>sC5@)?D+20xlx7Fe9s$$mzq4Nf;C$jGLO5Gkb~_}26whSsH^tl za+i7)C%RE&(+h{laULQ`f9m{A8N!!Y3z{85y1FIiG=-sbgO{4((ob8nr9t?^t|a;n z;l@)zp@WnqiWOL~%@(eEo^}l0JFP{`3f>i{s|k5b0jDIumzp-|zQdX)4Y{|ulIS~f z>qB=4H{*&L6ywa)?b(V^`=GUWSy9^%IY-1F?W>LXi+!Y}rYqL}+L|K`vky3uc`$x{cYId;NqDq4Nw5$!P}ovSx)t4CjTpOcTZ@?$yY;zox`9-1mshz{ zpfiL(zhTXg2HjT$i3{k3Z06FD{8_$d9LIQZJX}OO{Q~x~h<_(1v#cL6PFHQ7odt;I z5_UIZb2}BjgxuqNIp&^sBuVB~*i25!Mr#f=;MTd4kV9>?AkouxcikGYW+?86UboPh zn=pDq)`DdnWovU%zf3hDx&sNx#Wa4cvvsCC zrYCKnreD=AG@J3n4+s2;8%AyT*IOH-+;Akous z&-$poQyi0pdI-vNjML#*Vz$C*ew6m;)UXG!*}|GcTzh`53_B?<^E0KVXGV&VowDx1 ztjOM(8^wWOc}Pk*6OuH~l8XFEEGXaa9tleCL>^wT{Kj)cUuDg=hWyK2NyuURGFKAP zn6Uo+moz2^4g}5e*{EWfvR`!KWCI6-3Z10dC~Z^cVo*&wAhSb~Rrimq zJ3p)H9?TU($%U?pyq_Yus0tJJ9{7A$eA?g4v*d~n8@8vt*P4AzgWn@a^t4^GANsmR zXawLti=`W-)yZbzG$Pb|H9OT*E#GvF8O6_7cSBYbuVoaOTj5!PTRJ-lhoK8@ReVg| z<)^G!(-8W&D+y_1{*ghR?GV`ReJD&5Cuf!0n2N>%bWU@dH(G9Dv#~bT0~{Hl*U&i9 zVBnW*>DTIFcWxwJun*B&ZU zBs2*;%5~%3N!$-NZEJ>jhqbs_$F`RnC4N(A;?BsJ-vpY5yyu`bZyK66xsvERnp>4C zp~ytTq#2WYeQ+|X=^SutWUaljRg;E(SyQ5TPNPe?W(Kg-GmKbN156nlbb}s$rP1bs49zfI~#*Y^6hn`kYPBl2!D^#h!W_NLGXy&5_d#R9BVRc)E?1JC&|P=F2l0)bq4s z<=NFY<+%cum3hoZJVpmUsV3Io)!%H*lQx9&t|X-X^b0vy*h&Y{x4?_eyz=;9{DgPW z-PpSwBljF@5wqIdE3l6|3ERh6agDkclK?3z;(N-vd0<$62{)9D)8q5=} zB>E2XO%KpMEIBwsyBZEsqlxQ;Pd4kAFU1l3@OdKX<6)Y#xzo00g#N|4 zAF?9^Kc4s%879eZj8+06lN0@EYu+@BKIuwA4!Zy6NOmkGY%gv=%Mv_*|50j<-YxNgap_O#|@`YbLb*z15Y39EiIZqFwCYZRNr+$e6zLQ|~gF>6*dXdZSYk%q>>z)2g) z1JHqln_c%AdQHdyx>Mr5X14KudrrBQ;)7I ziM|7~aj4U-Q(;-bE0#w`1KLDUHl+8@(~jYKm$isl;kqK{M?B`!JSxZ;4k!IpYo0XZ ze#wxytb>&>RG}|D3_y+&6G{VE1&N-k!C4ROJo_{Ps&w4fKno{cp&qr~MCERr zf~MiVHA;(miSduieGY4edgkO9_i^i<%!>Q7a>%HX#CaANQ!fOLGu*-&glXWUb-?l{ zJryi7EmWv@a`Bp(6ceD-?cXkJsoVAYs~sfWseoEk_&-o!ttHOb zoW&$7iEaV2N*3Sx}a!~Nec>~LRs z@EkVrV{qfXxga>>?Ybp7w!avU?OSh}o%JdSm>S!mHpu$aUDm&)Db&q^M9&dD`-zD~ zaZe_Cu&X@h!TW%a()#q2_0MX3dcu{29Hd7Xmf225?2J0!+p)(} zHb2nW-1Sb&J2}}d;Ue&$cD9VuDkyW8ibuN;U^pkOJ0&ZeJ7YNWJK*n&dyDg(2F~~u zLggDmsC+^w4feCv>}jyKTuJmD_PsIeJNIBS^%-(nCZih$ihkP{E=+K)QLPJyruQkp zGor+b@RQcvlvNS-N=4X-ozx^|p2W=8Cu(^TQ%u*fnE8a5nnt|Anomt5Ugt`p?;3G) ztP#6l2pUyvZWMYzw-V4bs$$b>6I(z@Rp?F9SlfTj*#EwDhh)Y6W{Lf-e2WBP#IcE$ z1mbHtz_2j_cfl=;PCk4Z}Q8RSd^?|<5ni&n3)vhGu5L+Qg%zCVMMl*B*+Zj<}*zdCL zri`PlJG*oJ9&0`|jkwK~MBg>SezH!ef&J%HziS+Spmx&AS0<}|<`b|sMp++m`Y zb3IQG4kRQO|L!_Xg>(H^zRz?0t;xB5(Sm6E?i;KTGHW0SINePt2UziHh;8Nujo%hjbEd6I*UBc-zt zVma`yaw|`fJKY=jb!)~ne(>rJhV?TX!M)M!6CC-YbgFp9C zYi2YAKg`|VYeVwvhe0>_ThZ6JpG#aPF3tx#RW6PNp1fl`Ipnf@z}S4xx;wIBvnl6e zOhrtKjTcQ~TG`*GkFW1ov!kK&O;-|fe0_}p?lrz#tGja}TgBm!(Zyn(xL6EDQtHKG zi4m6R3kGsies&g3+Wghcv#4*PKHcERf93%0$4GQ`I9kGm zj6|nfN0F%sMOPfnmhM#knKj3nzP#U+MBnvgSFA5^0($7n`4hUA8DBaLJkvOkkX-x^S3yFj;cMS#r{VUb({MxVG~6^e zJ1ZX&a5|@9!1}i|g}OnI=;<`fdXC2`{FYdKT7Ag|;XdpBF&hL8i<$ZihpidYfIHwy zLXN>9R}#_^u=>o%5^S0Y7s%It{rhYQ?nqjKU9ly2iM3#6?IQuFvji`){w+2R{{Rkc^K0o%OG3O87xRqNnwk{VYVhk4nF^Ao+@2fp1%jn6YEKOXHnWf|Gb3 zh4J*$Z&;?+nMhA|jyLK}oa@=fIoWjio2bPMudgdbgQJ0y>ix0Q z5a?Qd%b;GneRh0pZM1X;bLB`Dl;etv?7)9?nO!7HK9)s6-EgnORn~lJsBd&7kr{R8 zJnhZuG;_u{5N9d?ru}9GYlbuk9(N@nN6e$H zB&1u!iZCO$s87~<#qrK~V^WxCUpOlXpQNk5W>tBeb)RHam6f>~al{)FnIlC_3Eo2c?_)OF6CDu%80RD%o4#>gwZC4UW;WT4CI>^HU_c}CofkpFL^sWY`#t3j!#V(QIDiTA)yk>0LUTh-_pjx zenFzAA?qCgah^+Vlyz0`;;?(Dg@R|={fPLIKaPEbh(z(l3@J~+=0i4SCF}mlh(-4% z95FZ+mXh)wC`ch(Kq*CZD!rad53Kppa2s*O&9zQ$%YmR(XqIt~Ek+FHoAyK<2Vi2u zdJ7M5lIm!uhBH;`wZypSX8wu+d&atBvH~`MJ6B`=MYVd8|M;XT9j%vIGo_*R5?2z^ z!oG+BpY7n+ohRv^ZL5w$W;^^tEWF_gk#zRfNb_RDV8?l}l zDOP}YSa(!b1-Ly&7vjOkFc!b$>s9Pwz|LjtVHg!co<||xX3eCg5I^TiqVEcEhfs)- zt*K&IY3@Yv)b!dg13IhUT8u= zYQj;!)v62l|37(e0w>2&9sbL=EX%rY*>X!GSu1?F*RCBJuxW7lkhIUL;6s!5wVi{A2s^9Z&HzUZEm(0v0l8k{T&qa_W*unr^<$w!yg+J7r z^xM6RtqCEw*i?jdayukBAIR-2dkqzVu*%+cs=1V)+T9VpunW+ftwc*jSHVi^-aCX&$ zhNusfG6a$l<8`mmKD$basMo=xBaYnc7fUl0|3tYtp*H#%m5lYpV;7@teYqCv%b;6K z6@m**q-}DR6hib-5M==2tK%{t)#qlm(xm!4-c*G3>VrM|koek1lX95l)qR-S(P%{7 zZbry|!8TSGa`+h-N~Yehd?<9y2{iO{wkCw!Q%yyr$r-G(B};WU?KcpSXz@fj5}EO> zT-Yiv9v`X)E%@X>EGV(r10F+aN0M_7)|Pj(3s|?di0$-9H%Ji}>qZ**JJ>3aYVtNy z5!L~%i-J4LFG4eLVA~R+>542k5a(5_hNjlrbRIx-ce9PwMORR~l-y?E##)O^SEx1N z_*J$(gyWY@MOf#!eQ!{QeG)kj^DBT2;zo*uIk5i)n?Vy|Z4T0(fI}0G>BqY*tJ`1P21K%(sk5Xf|h zZt~H_Jr)BIi58DCT|Nl+*Y100_t$!k`Vcr=?Bp~cet4->@iDm#Z0;OyIPmR(4h+6M zUPT!njNBaWqCJicF1wErc6ZxFJH~z&sb@!}h}>PY86RxTKL&wyDicnBSh`9vPLiwG zyeHUpYL@Bbf`SP2Q<;GHu1K3M#Eh|DP71kUDk5n{HB%8uV@A}|YRr$Bjux<4e*Z(; zn6KJX@nv9YF|>e<^8s(545R1?5r!pz0f$&*>KEs$MY?GiP3{)qjiX7VQZq*?aRYw` zy9}}`qbQ411DD<-BaN&R18-x$mDIwwN)h~~ZoFTx-bPgguHTG*sDf?%tc4gk{}; zKv!&?nSnUz948kSVAdRJC1z8#(qNlcJ2cU(l*CKf>JUteOhwqoM8iF(O>|Ml4T$Lx zY@>AB-C_vbkdEAu96k`3GR}YOV5>tgU1lo6I;M5)1CQM>)ToysZJyZM*c&>dq*|BG z1Bh{eZL}`Nf@p2ga0$Gn60KwJl2q%bwD_CpXaUPz zzk6txyOzkcYv{4$f{Vz-4C~m+muuun@iNv`+h%5_CTvVCV};c+@m{)u{Vr0oFO?#4 z7q4c1tz_9g*q5re;1o?Awy1D-j~o)ny9s-l$Ft4O?qx_3PcDbeweU$^*Y7ly)*7%BHp zv0qBc{o_(Z?k8o&w?60Wt2&L==qN<)Rcm$o1uW8^u&vWA(zD>p;YM1JQvD(Oy`)s{ zH5HN6=I@w_NCtn%c3Oi!{AL-5NVLE~i-CxwEVfRkEMN%w`%Xj9nIAQsdDK7A90-Er zYR5hDoOs;nZl9TPr!cJBxbp(`yGV83XeuH>xL%5w@$O{n{>UW-Cd2-i2m)4w1hyjW zIQZC!Rjuo*!mq9&HoRf~`%t42sQr$S1ni&=v5O_UgCZ0sw-uzTjc}NZ?1GItX_xEa zqGl_$OKb!M!Y<@;d!vszDKBe*zY3f$E1kdp~1}eo6AIcwXw24 zE?Vkfxelk8Wd<@OAamYL*d$-cHe0iZVYVrfrU~stdz0GbayTLFUR{iY(Uqgk;ZyvaqFSGn@F3r<3{ zVDi7;8&E%Z`L`jY@3Rfmg|xCD{N06yat}tF)e;(3K*O+@lhv~Cvb7+j?lBc%ozyab zGYTK@A|CH6LS)aXUr|SklX*8Gr86#_nGq!UmOw`bU=r=zSUbY#RJIO;(MhHvtTQ@$ zmmF_7cw9qmLaA#=UY5c5oGB*HY}=^fIYy^sBNLgd}1 zBCHe1S(ck@`#UoD4%-A>26Nz35-kmq!v7ZgwWRRxHWgvL@K;C8q0t(GF#N*x6Z53Q zN{jjt>3AmsI^{B3gWq%FM$)FIoaeisCqXugtq4K(z{3{V*@x?X-M^((hQ-tL9%Sko zV%f+p4c&G#54IrNbs-?uvtLa>tTh#3z3uEj8q~_ghH%h?LJ)_AVPzYlZsM$9hjMyL z3CS5ixX01*tvJhsH8mOuWM)NUHFz|;Aa$$3{z6lh1gwS2k^rv{aMpy#o#FfloFAfN zY_P(Bu}S4pLwiApwoWtF2dsJ059z zFJix)5P80-2_=0lvvDB;5+IBh0iBS}8*AimwF(4v<#LZ*97< ziw)~mIb(PF>ufbib@+Ev5!S0ipLunF(>Fo2nTo_c1M;wP{DEC$x|QQm=9NR7LI#UT zkMVo9vZRXKXDY&a6cD=L zRsL;=>T7HRby2M>_>qQ?Kn^vO+$ywLeTA(BA@wCw5!Okq?}My9ZL7VTN6Xb@=~slY zfYMQ^={T(Hw>)^)Tc# ziAR%h9U;AqZIUjeMTMHw$!*gqEYW0?@>cfi36#Gv6=5C9^6POkD`ZnC57Z%?W_lGf z_bvqVWwv>`fL0X3Evk@Hq94KZuWTgT3-RAyOrW zC$;vCigX|1=<)%XKV2?+kHJYPXr6E~NMy1ea%zwQ#{18BXWE-SQaA8OgG;%|Y2$4Tyznu_yf~g4WL>9?rS%lUKj+Z#tQCnfw4M^o# zY@>9kEC#14XgZ)33_x8R;?TbI8SM8HF1MSC(B@)%Qh$CNefBU^PA}C`$W=u07PdXQ zNERd!XKSbrX(w-Hznt)RqZILwoXYPRdEhjNG_au``fEr51K%OoZUtYpAvnP+(#GQg z7WlM@50q>Ycg~u1(k$`6+opO(?qfWRY`%cDEje@6tWCF1#WLoCd(m--%PM^nrbg}u zxlfov-PB9UL|(mwFZhaS`L73+MmE5Y$-SFl+EZ_A9vvR>tFSw=ISRkFIo!~SygD|Q zg5u`zNcO=1Jm@!zU!a1EWQVe_>?Pcjr4B>-+XWy616AH;|alfWf4K@Us*(MR7CE8C?U8JOGtPTVhPD{ zVES(QRhz{&g7l&fJZ!7l;zRWzuUfuU^r@oCiQ1-ClFU00??!gX==Kpy3PG%w#4Pn9 zy})|50tC%kQxVpCfen3;pOH5J?s4IVuj;o%r1Yxa91rTp8>!s^&1VqbquHkG;uG7f zC0F{ONZrFO9d&mj-Dy+1maP%txyMvQnkVPe7iy72p~GR5frvy4OA&SE_l2Q!qJV_$ zAOA^m6>G|q*oCTFQx=HLTM>IHKS1IM_RC47Xqk$zj^h!>h9{i;IMh874}`$S@VMt3 zs>7!qB3C*v#)EzN{##m*#uLNs40@yG%0$ZLaGJ6Z^=sKhrHlG1*f5;P81#Xuu+WO8 zib1!i3uvnRK%=R&uXq((QBo~lZYsihwb;;B7b5qCUPl~5^y-)@(<_grW}uqSAm&f9 zP1nV|0nRkX1NumJw@r0dsvg2fHm^R$)`;-@u&D^^JbScwI{WsiV=w*3km`@w1)xi{ zM~kXkF4Knk1GZ8G?DtGXSO+_MPq@;of=m94V9vVA)ViRBwdK`>lpsUs|@+DNvx95e+GHn{y4284nKvx7Q#hfbosgrz^`goV+L`a7dYG*!sS*cFMOd#A`=(JP zdST%hDox36dgXM~!x@x|)n%Mrgu2yb-*l=AtgP0BQyvxp=}ww#tx4Uv#Z-j#y7S2J zLxGE2)9g{ED-3JNE7^smTT8BvJ}T1Mndn#UV(Uuk#+{}j{{L7vKFTgE-MVpVplgz`>@G=pKYQpmQ{uDK#JJ)5?dN= zI+C9HyKFTGtb0sFSci4NA=rVCqhJSO&&t7H-oBSQsOLP0IL~;5tqIwM1;J2SAtLC? zE;w&%iZ;em*?JMaCz*<{&Ua&OW9&3W(|!ucUdT3Ix1ny#Z>U|yS3PW<2-OXyBCJz& zA%=lphlqJ1N|uPT2zx)#>A-H?F7sI=e285Xx`ZzR|53#jIT>ek&->Y`5zzZgMf~3b z-C!4mE@&|n+CqEZ8vBI=->9hw>-aYHi`W);N&$RCgePpf?=R%&4jrvh`wEQbuzkLa zT?D$=E-1(t72!z>>do73Lr5msV3=a7Mc}^JRD^Z7%#Ku9C1XB|kUz*S3SG#eZEmG) z^L^|W5`6DA6=5A;;m~*$;&7ES@$4L0xWAcd~oNfsX!UeA=XnKX=@5| zLBW$YxW2Ff#z1YcZ6g~XVJ-yPt5LYK*lH2D4?GOvhTh4i9)%qV6&(HvnQWBCkGwwR zQhfSNuxWqu7S)+J`eS=v9C_bvHZ8=rN1nqY-v^&V^!h#dwd+Hd*HAs_XMLtK*s4O- z-yjwGukG*cHgSBJbi0qm1z3%Rj6Y>}iyJEw)`sM}z23Ae5?9}~rXno%7J3!x<{7F` zgQg{rRiU;l*$`H!P(5CS!iQ{BC^2-%h@1a-Q{$5wbfc+=KY9(ibB1crt4&KFs|LMc z!}(zi3f1G)AbiMH4cbmWYIm3#pVXiinu_?N*Pt)VP!0NuX$fT2ppzGD3~NxR9u|opQAps!o4cbe5FkjhuQqp7}Z*e#6_efn9d3fNXg&9ek&>Y z7n+K&Uh=*DwMy9d#2LcfB4{K8FE|=4cZm(bqmYFy<8&eKQ6%_&c0uS8bPJ8hlK9l2 z2zU@LdWmCgaJCxaUyE~+gz|gXni0zHG!wtv6EFw zCIS%WNsqF%&b%eY>0Tn%lZBf%tSP&pQDK}BILO^*6v6(WDYIly^E*=!*0En1W8bm^ z_H2)f%>xL_56Aprzew~!a$ftOy&dRfH>(im(L^=L<7M z_JO)9wwHvN(hnmxvrBASpXdXNjwvBecf47CifnBLE3Qk_66XT#tdyhes8fWYF9T0*% z7;W46CP$(n8u^iOX$W(h?S~L2@bCDbsq(EGdE*&TjF+dgv1V6WQ7V&jylQbcs8_*( zcxreZ`4Byo{Vq}qpDab>7JtvkjFxQ-pd>)F<7mh2>i zx)nOfX|2%71)WG?zlQyKQrNHTT-do~J+ddSbzGNsL9Pp}h;mZLSqsr$a)(;t`L|)g ze}ZkfZo#jB6GoV_J*6Qn{*SViAjSV7QxQpD_kL3mNso(_U|K!yT~dn~uP#TY6&a!z zB0|-C$Wt^Zy48w^A0gV3TGi~l0;}n-*lcvG>5=Kgk$^BzqF5kdL@?@#Vv*U_X$AiU zTYXZ&|HD*7Qo$`%tsb#b7Of*<=N|>&aAW`uCk()$Ru}!punH{eo0*9t`S?z5k}GYo z1@co7S)hgxp=1}cwIXB}n2NAYb{VdLHkz9&K?BHUdidnsgw%Ghjni$o%ft0iXmmom z4lX~Jv2`Gfwwa2s&WP!5tIXn=&mz&A*+rpCblT@79?w>dfWFaG#Q#0ePiGf}F6f-2 zqfceOkl=f=sR--%80Q|8Hp+Mo+vi`ii$E9Kw9ZTXC0i{5_jRTstizovK9tva#bBTe z2}~7!>Lo<C{2NL ziOM7ICM5HpY~ysvEGs}f-AKDAqkx-nfc|G}6$qlAn2NBD2zK{mcqwO#N~P`Z2x8Gr zTcdrk>nC+^Gmh-dXTO#d{#;WL4_)DJ%_;n?Q&{+yvQ5x!1xev&oXOhCel02di%ms5 zbcMeyr|`Fhh5tCV3H-v(@M=HCel02dqoyLP7yc&keHO{Z!=;FlBhMnq?X7aN0nwbI zu33e{cn(|6Q`kkI3-1E?WfwMt@k~qcd8!g5Mr=Shrr3s%O!C=(5?d_-_k^hk>u{GH zY7RrF`tT@n-LK$6xJokbCdBpzwsE@HmKOq{9fYj*2U`_bFO0M!j9$yufiQZNsR-+g zmdDvnt`+Gwpdo_8Bpex6A?4nMls?TiPnXh)B>TxQ>K7(=q6>bXWGg{1eauvZbxh0! zA!VY&d=`=ZlwB0MNONK`{Fwbhg6{{WBCO+E7mco=oAJj)Qno1YQR3*PFw=PeLCxD` zYdl_v$K#RKaiF6_Ytmbu#ny*#oNX$?I!CS3_zFm^Cy?Y8w%NK(&hY&HX0}2EWv{6S z>nIuL@D-qp=Md`+>>|*`I<52j{cN=e+{30Kti$EGn=5>Ik0Rn**#)7Cc)FhI<7~|c z<)*0!>y+h2bukcW;llGi~HM=1sGsO zSODRm!`x}oDOOkzVo7F>uViaQ$lhft!aCXY2U0%J(nVDIyE^gF4V9|iBS`cUY{PYl zZh!=us#|lSIeNVc=XXl;qil@`%@3K1uuc=gvzJ;$;kOPmZb)%AIv^6*4Z`9MBoKj2 zH}Ic>@E@gMRLy-dR`$nL$kUR9?0>{ACSCSdf?pll83qFtc8cSBp`GGCLpzl`Dbh^R zzQ51blhlasnu@SqBbFTo|11&z9+n)ST8NVl@}!mWCCZG01@&M?cx(+ zwAG%$)`2iO)l`IaM(6Ggy^1_Id@vyn`t{?f6G&54Pwl04xfh9D#5Ps8<*g}19#B$O zag?ufTG0#Hst|BJrXs9^TXaC=K~UvmlGWCGZkSS#}!B6=wCE3H~?FyjWGRX$=QQ(H52D%F-_PdC;KO0Jfeb|h8#qE zFT03z5$`C786emwCk0}gxRKr`PF$qL6akk5q>UlTWYYf~wwk0ee9KgX^~$i1j$0yM zG4L9LJjiaT3@6?j5by=k!G*p;Z~^9&d+T2HI7ENR^n;&4xma0F-(zd)ac#yZDRN0` zxTzwDF35^CC`%yzEYoiN6t>c&>dZ0~VZG|CIvPMdC|8d=G7oicnEMzqtfbcdI^BqH zFJK#~+Y_u3x$LEuE@sQdgve4!($Y7w)gZXmn~JcG>ulN5Wl=!KsCMP4YY62a+Z0_W z^RUImx)2bLX1|(%xYksJbrAFVo8?Lcn+_q7zKAI5Y-4m$%rC%qvQoh&BD5ha0`|KJ zi;AfT>n!#j8-{b7r2rO0i!ez9r!kls_B2`puug`*uZ0}TCTMs|21U|HRm40`2n_Rx;U4?f}GS1<~HrRkrw@4 zwh9E$yG%t`2Q=?k-K*6^%Z2DI={x}Gi-_dgY-4nh%rA_G+JIAPW<>vQvfoWueBD%p zbru)zCy_?PhH2F08chffIt-!HL^G6;w8Dv_ z`km~0H{v|s8cs)gkq=0H-B4c)kQC`l`pyDd8PZ-IQxVqjExWdj8BX$P%+I`=5Y}~U z<8=GdWd(&0e1vntfnLK_fgsv#D#ALV9`F>0Q7Wv(2xr!cUu=q`?MH`O^+w5?=ym#9 zLoJ9$vNd(iPyaE*SY;Q0F2){k)<6rSV{2#uj5N^#*OLagU;t@*$Jt5|u*0Sztb^SS zVB;wTejs7r4%0r0Ral+8RfaMU`5o+{(M5i#Kpxu$8^ypswoRV_A2AzMXK0VYjF zSg!!{j`)posRb=tuEMLI%JfA<_8zt|y2$2(TMcT1=c;I9d?)+egvHxUMObHXR)1MI zI66hIk&1Y&TtN!oV4I;!VQwMxNR)bz{_tz;7ZU_uF%@AQ0esVZa4D@0!5q5|p?G2a z0esiQK26Xl)681kZ%0@UvJKXSwN?%$BaLyz1iaANH6{dq$JT}r{9jWM)(Nhnv%kaj zV4&iUrhG0s-H6oIU1MuTw>o1+2X1JnCE;}*TMxqP98(e2c`e&pJ`t^WM%9>X`sUq) zoc6Mf(`{YLAx(qOPA*BdYeyLEV(UN{J<3#sbw*2fdW~{XWEdV6gF+ZpIsG^6R>ulC z_aLDWwrRSAmK6qsZsMruuo%>VZf;|&L`M!oY!wKglBo#mfYyl579i<$JZCSQIfN*P zz^kt^1Tn;$!=oyxZZ{*c7qE@hMYaY%Sz{$Q`!Ew2-Wq-{NqtqMW+Y*P`|(Jk0h z464EC1RMjoHKSS4%ZTS4Y=d<1EG)q2A=W6nF};obc0%N>rXs8pS-1;Ui!p{~W>1%K z9hrQUZIUjNMFp`Uh5?jwd$=#NUr(U?tEmXYPFq^bDOo;5+2PPHmzm>DhkER)iq?Z&MN0k!?)YmgK>ourXo47ntb6F1DCa zrH19&Pa(=R*V-DR%O%5b{ixA4w2G%rNrKw^afACB>i`Sqq>Qb&J! zk07@}w&A+mHWb>D1Bovh;&Z`mZor4N+E8;sv&hzn(EKw~5!PvLkGwo!DWC@E$}kG) zfu1I)gC{@65fR7dJn)H~fSg?r10I&NH>r3HWgze8vWrHS_qNzeB(cqnO~Yv4kQ^v7 z4dS?iX|ypvi>)BR{|r+R*72{3<1_6FM7}J@O%ku=a5>vCNOv&g7p zk)zmlj(Ov!U$fOA5PxYZ!aBr@+S_P!2wF~1cEd*GP<8WO$SfjU9kPgWA4a^Z_Su@S zYzDlvT}sffb^zA6gJ?}|cfFjg8)3b~RD^ZbtJ)eY;&j59OsZ4vbR#l+B-=>cCc3)4 ziDHwC&i-U{uvfD6AiOR&6=9v%qV~3#)&8<>Kt2O(qjdQ!R@xW>qQjmivfod*++-@k zI+rz+iz8z(9TvxpQ*Ei+&B*JSY-4qKotMGOm2sD9sBKvA$+^ovXX`@PJ;*vM#LUmr$%VbUi@%Cbo{G4*Zp=2efb74>E)-q%TfuWIv?^=D64aGBOJ2YIdA5Fp`)5r>Sm(Y3 z9Ajj*Y1vteR!;Wtvu{CmzhWDv%WkP~hLMrfWXCL8Xyy+7FW4FoI{#rR!aAKr$&o-f zK_pJRrH=Py-GF44U1w`Xv8e5+9-Jf+TG7GIV)p9^mIbCFEMn;ykttr!?t_(_!7?nl zLMR_c?FduXkj4&a%gF1`RPrrPuDNL-sFWHLqwwoVH{PcH>*k|VQ95S%(r!1mpZkMM z&ZnFX$&q)Omf_n$(~%AEV{-52>l=Q(v3YcO1Y$4v)y+qJuLwu&hc+LOzkL}FO#HhP z6gTh3QvhOLwy{}cBHgi10?)M(V;_U8sxf-*Q+6 zd0QJn+xa%y&5W@1Al=N6sR--5dSuqDXh;@jMNe{}J9}trP+KJW~SZB9HhAxSVB&z{t--4X(W*erU>ATc#Z;G>{sOuky3G68N)fQXH5HKt z%Nf>%T0A%#Mx1ic`ed0<-9SX5#e`{2cA-UUVB`;{f-*bczc<}Jb=y?W$bF~HngwI( z`{CCUrbe#LxzIDRC+Et@b$J)$(Ei9V7%4kjFWn)+NjA&EPaDqOsZCk<*wa%iFw%wk z-4JOL<+sEy4p++%uv7hrjJ)%VsBkZR^vui)MF~yL0dIuipkDPx{i)$~q^sG=eix~c z7fTVjD0*^Pn4(yCxFVtuiWALZ`T|hY>0QQkthLv(jm_>8NWo4nD%6Bd(jP|X#X-h-k6YS#B1^y`YT)J5MLVMlFUN^GWZKAz$zBC@&ORC2hTUk;) z8m1zwSC2K>{bKf!q;5AO+*h-W)rGqzPHn2NAiZE=P3d~rxij@`s*ATc)HC!EH`$UqFArN0Q|98re@ zx({Kmvtqxc@$=+H*r_hTJ~V7giZepun;>1@Wn?cn#47hEh4$p*zLc#K>53Maim=Y~ zTtw&#fJb0=!3)DMNSLWKwO#H-f>*Ik)oqq*V5v-0H(wkKswcYUy4GF6R)v7O)Kr9Z zaGiD$luvx88xh%`v5nM4#@lXq0$UHl>v5(ctn*sEw;qf-hxYf2lR|Aev7HoZAU>l|jY$+aPhFGJW6Ks8stpTC) zX;Tr_=`0p$NZ>410{}_CDd;rS9y0R|Wb;e5S-NbNzyLDR3*A|vlcYW3&)EtPG(R;J zVI9p}9Qcc~kmb}kU%iAdmK?A(nm@aMgZNOBun3b)(uM3d6AJT8MOdd`VT1c}wz0a+ zhQGnRovjODx5ZS1b#~di*UErB`xb0bH?a-V<)pj8{aCgJgw747BCOL%jrcn3R4c^v zA47^yV;6uf#ngz8v%!5ETPXteR#Oqy!5#|3e1_4!#T*QBp+NlPI&6LAMBMF7Pt)35 z9n|s2j7!IA@>lHQ)U76mqHv>Od5F1QQXV-`degJPj;@2RXX{RC(`!scSg%bB(o;dT zI?&6=^RsM&ba^fe-8z%G9UYkdBm3=y$R|ui*e85E9>Mz%4!B<4#JxImcA;(GSG35z49BCNAmc}zK-328N=z!Yki)!{xQ^klY)x`b9i zf+=}|RJyVhA(KrU28MQD6KpjItT9s&)?v-Tk2!5L?H3To>)1x<;y9~--}mgs@@n>b zN%_CRRD|{Nmwl7Wc?A(c8>y@b>5ItWQ*2{&Ibg?ysa~^Le4PDm!r~*QBCNC66s50- zJTn?WWh^@O0+Cz6i8G9GuXbdN=aAq}*hQdA@PcSAn)qj+4YH$?Hn@=uA(>>I_lIn? z2;6&3MOcTs^cVyZcgWO5S$fL32cgY9WNR3`tRT;gcc0^&$yR{?I^9%+bwC&Nsq>p& zry7joo|Wg+g31Jh^p**{%Bg&ZoCgu*#q2`RZ-1%TkPAlO2AAh1M!<>Rj1#>sTP=e3 z0#gyz@orN5;?o(}oPJ0G>5mS;^!Bn;=c@l4!ad3^0)4pP*Cu`YvvaUDA{*SxrdoHN zJnN)c;(sHH#Od~=mwgOdKSKGSsR-+oFWwhNdu__|J#aV(2HJjOha(Ro!Y(u%0TO=< zQ(UUB`Hv&>6YK)fWqxrX3G%91;Ecvb1_%}Ud1jT-3oAd0m4Hh(?dMjB=UcU7RKHS=@ori z5nj$#l2nA3nu@Sq5&Ga@i;T_#Ym`p1bPlVQ=vEMY$s4(+2Gtrd1M;wHe2iUWx>aLm z9QOxoZri|t6;ZS~`tY~eoJ!+JE6Io1>XJ(G0aFpyE6IYsMx!-alUWlW8&fGY-=&uk z;Sbmb=^|WM0GH87Bk+9&jl$wgKG@%5znu{Iwy6l~MAqy%Q4`+Z0!f%IP@F}GqU@?| zvfIr_YxZGV6Q%PYSwgIBm?}`5J&3g>>`r6rLfD;bD#9YW@Z?jWGd%ez?FY%(=FIn;E%sR)ZT5)U=?#$kZOj+k(MhkR~gy~!IW!#rTZDM7%1 zdU>ElGm-Kh#VUF;yC8JG3vLn)NbIOdH-4DFCziO1C8XbZJXESAncbQ_eZ&uO7FpZ7CAqiT@<>Ud*K*VYzv-aOKd^L zXp0M`(8l~!wqgYHlTAff$6PqzohXmCMj@2PalcX?4uX=i2jYFeB8V6)^c>i~Ck0pQ z2}JtWY_oNdu7ijKQg62s>+Ql6F4Wr{tz?Yx{*tW@0r@&p5!OL2?sKaCIE2M*o2jeA zg3LP*)IYJ!(gn4o;JKg|1h#FPU(+`B8MXoh&8JL7SVwb#ToscUV3T+{4cV#g^d|hq zy-$0&2n_)%O{pBHJzXB$7(a#>|C3z=x)>qNoLC6MEVl7Xw;?;z0bzsKdXff&T#}j9 z&)7;4v_CNwVIA#~173Yd1om_eC&LD{*=65?z!p8m)+`E~(?iYL2Q;+d&1Y*s=*%@0 zVV%y3T|u=3E7O4hlus!CHl%bZ+d$oBwE|8^#Ts@7wUw;|0d=vd2JX5xG8JJR4k&tmIr!DI70lzsM zl+=XGX{Ccqrv4Pc3<}_s??7wFhl`iZ@wuL(up}mByt_*Z7`uNCJxf2Yw$}5!#I2jq) zN-D-%*s79>@n%yI)+@#g_;4w+&>4`273AO8MW$OptoVfe3tL@MNxonz!g?j4PG1Uh zdKnS^hHa28LLHy5U$fs%i2Tx2gmog_+`JS%-EKx&tNLeV%0tFAlYF1B=W1p~T=K#D+iIBbMu9HK*GBlktztQb)X2!4VO4FiC{K_sj z6=AVfqhHwt$p{mYopd-nbjdb#ILUbsd#YR5g`ms%!nUy^1kMhvfZg#{U8DhlJQ?8; zC>N{6uO+J={NWuwqgYHJ55Dc$E@WAsKC{F0+HUsHd_~|k>B7q*y<3FUo#b9 z9pvKa_zj+P)Ygb!({J!W({fD)M87i?VI9pw<~O*(8pdh(4X$G=MOxi?rXsAP&2|b@ z`pfKFu!G#kHcYpJ)b$(O%hrI<*<~uiI-PunK!s5LZAfX9ZJ;hChTq@_TL}Vc$W(-N zP)2@(FJ_ygi>0gI;0xHVCNQ37D#AJpi++ReW*e=G%*1c-9c*m~#kZM?uujpc-{9SB zvvoNd`3-)RtquYCWm6H>L1wuHDxa^c8}P&R0NW^COnQEU_p{$mxct^sgmo@|1i!(x z*V~$=P1kR54O=rpdbOzt>!gWipwj%vRcw2E*yiZAJq^FXo$Qwr99Nr)u#Y3{8K~k& zUqu{cwmJGZz^|kcBuD7zcEBL}}ShU0A@$md$h7IuJ(BG8JK+(V{k|#;638R+DuDviS$LQMzmv z7j(G%J^THH%UeuESm$zS8yASdRu8=5u-|~_^i^lThjSvMwH8MEk=zOcSDK2j4&vOl?^igk z*x~F9f~H6>R#V$cmwU0{_-s>k@toWKH41fg2VzyjLQlqn18hwQwS%>?O*K^n=>hfA8^Rg6CM~DstI_AeFc_v#80_)FBMOcTm za4&?t5;H4tAVb1ZA!S@gIDf}BNf*wd!XWA-GZjcUwCDR<_Uj3hH<^mC2qkpgop;0! z)6z&TDw6a?#`H1_LBA8@j% z25g@#HD70&H=UtgwA!QBCONd0@LYg z$*Y%~zHpVxfe>^MbQD5Uic!tMpgsyCQ5lXjGvKU=03_RF7m6;~tzs%Jt#YH)EfHAH zFNr)8U=?JO5mt2xK6?vWKf=9gD#AMVo{sZFr~}30L-n9lEvYS4|1o5I7rOv-8TWLY zH3II~0MelEWGh9$-eD@jI#@Rgtc-FQ&;E1iGM`1nA7U4UE@C$eF-FOZRtGwAem`3? z!udU>BCK;hKZ|pMIO_M*=BxV1GGO*-L|*!mEX4?b*3ZrCMqU-~D+-nK9EM~Jah(mHXK zQ*E1?&mhencIoLiO_}pD)IAQtku=UwcLH<+TO|T?ov8@xO>^1dO3-XZOMTZuaQGj+u>L{!e}2`2f}EtsR-+gRvm>lHc<8&aUvTBR?$m- zFgU2Tv`#l7s~X!#T~@2*;<=)w8*52;jk5J1yhcn#Sm)K#=Zt$3PBVa9hF(d|Hg^ho zH+c23CsqrNX42Dt3|UUG3qY6UCWyQb7P!p-{FuCwY<#+8U(D8ukbQxv2fHP#rkfxQUvQeOhs77y6SpJ@=}*eE8jgAUZ=@szy z3&>;EV{Oe2&MH7+K%qtE%J&1Ng_mp%-ES(wdih_RO2v(ty!wmf5iE9H`mn6Gw{8uug7YuP62_Lb`jBIP6K>`I+s z6T~Gt6Nr1*>JW%KO+{FTxN=vDncz53FZ-z}M2GtjT7_+*F0@sJG$X+cbtJILY&8h1 zK~oVHVTGO^=gVc5Xs|g5F|7zb5j$0Fce)QD#}`TKiD$@3$5p2g_;>qQHu49#%e3sW z{6X&c+{(}&BveZJgDit3no5ZnuBbDacT>BKHatZh30tfs9~{W#LYQ1kB9&J}d_69W z(CB=gZ(5+qc;UIGA}rQtbS2p#w`sz{YKR@!c-2j2FGv@i{G(s52ldpl@N@)WmG}(1 zkaWARD>2VmWTn`Vjjfa?wbE9~KZaJ4{_Rt2JxTxeaZ?f2>%&E2K?}}DB`e9057em! z@7Kiy6PI_qbGq{+a;qo2M{$L2U7Rp7Ku@2S!Mnj~p z72~TzHOLBEzLm~#M*bzv$Z##2UUtVKjPI6_VGsLVq_XXlBL0{e87^15bCQwa@-QRA z5ZhSIg3ZXta5-(*CHCt{S$n1;k|uRC;+pA<3_Fr|xf&T62FtKED$=x%KngLH-gE?E zXZ}2PA?ad<0htFr!e#J>lj}KMaxq9NMIudUWe77_;(0b(Pf{QL!c>Iy`k=97(>@EF z)VLq%zKw0NE?uJ~p0~2qArSw@RD^YiS6mANXxMaY_`)?@Zab#Oo^s17PD!>I))i#v z3bjp7Lk>d!GP{U$q3}5*CBa5mc9$EIX&dEaJV`(&B58|Y8MKH0SGJm@GW@ft z2NimF(+5Cv??ObcV4J6l2tpVu`iV&!>PK48%h*Z~OjD*J ztYcc!zCI-vtakf;4btC$!vZX{s*S1J%?RxyY-4qyomU9jR@3C(M+vlrG&iBPgxv?( zx)65nGZkT--RV2MM!A?;{*L~LEbe71ugl^LNZBplPRjf{?01qf|CXr;>t()hf4K^^ z&53#szpgfsjO$3^^qXd8!-1^v!crt`iGWUSn@$AEDeTu1D6>pOSckHrKY)F}24sOP zHsN$GbmcX_-Ylo{zUJSCh%R6osM}ap78;--tT>>C;$stONJwpDYe7h@Hx*%>)V%(( zJoOW9hN*2QeG#b~WE-PPWqzR{wTbpz=?Lx7>~|9u*P4p3&faiZ7y>KRM`Euz_Xz!x-qwpgLL3c0kW*BrT z<>P*(JRAh27*)e*i2xJeSQ(WR1SyWDkaB!pZTTYnS=Dcj2leBr(cjFA$7=Bbc7f_v zi^oLgNx)-b5CWz}B@$PVhAT=$xN$}$(l)7G3;SWt=d`_9qRnSv`~|E;NP2yu+C+*_$(F!@IZ(@iO{QxC~ZwY z^>OTYCz3kf8mV(IcqHf<_kPgVMS7B^RA4JYnv!EG!aA~Z4wS3HaY}gmH3dC!_P`Nw zHG^8}EKuiL5!!WZLv_2na|@%frfr+ak*0*&HEc}?wcVy7tW#Ur=ZF|IG6uX?Y=Vns zEp&!c`@s(PA+IXiL|tC1;9#rFzG$qtt$kv2Vn=}<+o!YW})ncV3 zsbNzS`xxn^uDqL&)O*;*>5^JrC`a0bjV#oTFnT9j2g2y>rXs8}ntMQYf>~tLOUUCJ zY(sQ;oQ(%c>^Bn%UojP7ox&}*~>SrkP4rKBm z+bmrsOA3QhFIWx^^>RTkg64N@1qhn|H5FkIP3Wz3aX;)>6o~?yO6M|0nYQS z3LLvde|hI{JgrTgQ{+F6RM*{{<-s(0#!VG(bfA<9W*z^v-P&<)keYd(sp-j7@f=eT z7HcND44riiG*0L;MD0{N3*`z{r=x5$bUTT;g(1)bx(KNULGT#%i%I8j&{TwV1j~-V z!I=Q&ey|XlOC#?l1apFIoGzHgGgM?niHcgk%vch}U!aAUHt_L>Z z(n(OS`xSJyS&- zYqVfZNyfQR+zcW94NTqr#*X%0({a2Zubf(lo}MTKKl_Qc_7tux1j16tONy3??YYSP z2pv8lYL2wDy$g2HPST`LW9v!k#L1>2tk;RYb`Q&5T+7DvP-54vDfWTA>V$IuTo%BM z%aNh4MDzD5LjgE3HHTAyRA)dQ){b6wk?D2|eX5@()D$<$h$T!G8@*sM^zhQ;*nQJ& zGnv$pO>AvR9Xa1rg!MYI@rXZGhA?M>d(eUtbs2}ri(Vs@K~?)HZSe!>jAb>1nYICBCKOwb`&J&T>3TQ9 zI`z+N%~_nt-8Y&EkIrQBZ$m;gwt>2YR-$Ks7$tTk zHOkh4kQy-+VV%^OVmJXQIK7J6XxjdcET-5d=(3n2hY_d)X(lgbzm^pK3rs~=FZ@lS z@EbntBQ?uoeih>8iS@81{1Gw;!9r;@r$=Kvhw$FVE&^S67f5)D4Pt={Y=G@Sv?0F_ zd^cMy0{0!JBCNw*0Lg8~{1dUyb;_rZUPe^kVjHB3YN1GK3mV1V)fpa9ceCG4hS_n$!qA zipQ=p%fAhAy^C$2F0Pf}LaC0w^8-En16vD1>hDcOSSQsZCRwl%QXYei$T2^fVTtpQ zn=9f}U34f?C8z%wlKeWm0CY)il2fe2f@ppvEP%ac$Rib7K-%EHv$Y~*|IJi{b+U^D z*=t3#d04m2a_!5y0cri7ZImvp#gf)AYL)B8cOU!xgv)PCMOfz&MY4f!I`ly)2cGmr zw< zclNPgNT58@RD?w+;rX9+eUKZ&gDEe#CO2wgVhJu7VN|Hl6+`8t^8k_>mR64}Idj&m zO}9^pK*RTmycl!ab1|w3%G68B%s{<_FQ}Oo>v~XWWP|vT9Q|4J;uYc1pHOcRgLrsd zyAsinBfP=J*&va}r~BXzrx)pWQkpu!0i(30?aC0h^DyWC|e!aA>wbXe4uwE)f-M(6$8 zTiK-cQ%Ld?Z1Z(V_GAp8+A)&J@i|3XFF0I*wJ!1H7cI!ydWG8h>1Ax_ z&t#jbS*()_ArdWkABwNE(8vXiNSpq1_S;E8Kh0D`(wc5VR(aLll*kMmNK?k)GawI{ z|1G=7beY>Y;PxiAwxo{ym8l5pbwvB9no<+ApF-YWWSg(cdm0DaKF?N)VEwGA2!jOdY_$m9ZKfiu<4v7rQ+n0Z zHSA1pW}Bi5sq0C%$FpBeK-_35!a9hqXV(-oUGGL%PiLE}3(Mf7+f&)f5PVNI6=5Bp z*10tWq1F?K@vqrt>tZxK>Gqdwg$T;mnToKEk{)GKxY5f9>7UpJ=|a*u>Gm1++X<0R znToJZB=&Hg-buIrWE-eUC~<`De$wq{Y%K_>pO}iUPO9xho6>07{*J9>k#B1l-|?i| zeD-Te;m9&=v7J+-QsR-+E=}|U?A-#;K9>+FF z7nROQw`1(L6Cy`VMOY_7&ax>$$W`R=6t+3KJTy+aJ&FBtg5!j#2q`G8Q^t4>Gnys7KGHtOhs5Hm3@p& zXvUH3H^Cv(tCt`MY^P`~9qvO;^9F4V&sRa% z7SvHAD#%%EH3+QPrXsAvnjiaXgdy~lRz$8Mm@RB`bQ{ou#JM-rCoIe4l;~#m%L$HN zQxVp2tVk~|I8lg2g-iZz2CMm z7ZNBB;@# z$ioC>h+2#}1=O*E{$uz(8e2Q#2o2zI_i5b`-KF`yG%t`gknEt+qb3F7Gt*k$h27F zm~E4LH(%fI>y6E$!y}Ne!mn;V>dOSCLz~0gtx@XM&848YdB0z5LJr`ALDO$+7J&h_ zUU5;mHc=gz8rcXD;I6yl#^qt$x6t!uao--t)|1qSW2Pdk*9TVgHl+fvo>GtBh%zm66cta6?>GwiA*#(*DzdizW61W6>;lkbyQu(4J;lmxeMzAK7D43XlJ9~=E?A@jCj9BN@zZSW2=Pyvim*=HJv8Rm$IAY=GX@zB1Ci*e zzZpPq#6}Y`2FGsJ;Y44>&3qPF|D0VEx~wlM1feaiv_+)BYQ(l^fc`04H3Is_rXs9^ zUa`|_79s6}bWwm9mt}VV|DZC>zYXy%9I-W1T3HAck}e2}hNKgo$JT<7I?Ggqby90P zG(e}P|C-&KRAd_WBfITvlXaUOgfz)-Xl`SuM0?dOY-I?-&88x(BV649p$f0#orvwR zY%_JSozn>$MRo&Q5rVAWRD^Y8D|Q8=wHC&s7CD%rk!{KuKmRs_bsO72U05r@X)D%H zm&9Y%K_>aZ?f2Nu32I7IbN9GI-By;{a~#PN@8lXP(`l4%(tox}mj8in!+_Uj3hkD7|G4rOsaCee)Y z^oU81iY4<71oQvcX6b@iQfOcb%}_5n8KY=^#8!Zy`M#+L>u44n8}_SCDS)Wh&{~4p z)hZWy8KIng+}2=wL17#;a!Ub3#TJvKjJ7g|{c-~23{w%-fvoPYl!u0!l?kU*9vt-R zB9*;YgEb-8GgR4hyc029!ZuU4?Z5yn)YFaibYnfk@=n&KE@CS}kX>jh!aB0~N6WA_ zRq~78gaiKdsjiJ&MKss5&Cx}(pwI+;AR7qi<4S!9jw9@s6C8(3MOepi(Jrw{I9_fJ zJDzi}H9Fwe#jyDRtSp4{cxQaLTpV`Byn5MBjiR{^Bg_eQVd%o#3}b6pAr#g?p0%p9 zMhvmVDnzs@A+2#kYY6Kxwr+%V!&HQI*7J_|kVT;gxoPXLCfrmz$n-^I^=h^;x~%3y zo@c3z3ppKxHiX41*zYDRUS=x7I*Ww|!p#+Dz-#y==bGIrj*RO_rmDn2g z4&k-wOj_2xY;_34@0g0P4slW3vT7cr1@_?>pW3vtZa_?DR%{K_7bk5i(TZ?6o&A2o z9;VTS>`3+Ej$~lAqVNyYGM# z)L@EIzBS#Ar7t3d7TXwI3iAtI$s2VOZ3v4x``v^^U@F2oi!FVXp`Z>ki&5Nr6*G;7 zOp(@C@p(jZl~iuc!XHz9GbRF%>C4%LqRVtk!Hcbu`?b<4nPv@O3#(jcdcr7q zRa5{vPJby|J%arurXs9kpLe+K6~TuBB0Dw9wbcAKeGzeem~D(MuKAF*Hq^$I+K?vr z0rtBIi}#v}u+Cy-U#l66LQIBYvfNjeAsW=tLx=m2(D&FT>JnO2@FE?PrM^%{0_)ps zH3+P4nu@RvYaZqe7R4d@5tUH-B4Rmh)YkBOewh6?)`qY+nf-3U;tvm77CoZj2nvxK zAk1>bE_4O@wI(b+47RG!#|70?_on|C^4r8NL)~VzNj59_J(7!ia?aakfty%B$ez#E zijXasim=|w_Q@5CwvtF#I<1CC-`s>PUccfCPu@m2=_=P9uRhemKb6XLI7C&MP#fqB z%Eh{IfL(;Tb>li*0ck6Pq&B#+3}i;=s0_l%T)FPXWdJ>OSO%o>T*p?MRGw>0MOd#q zm+Xz&eOOoE+dAya4=fCK;wI$`)`L;8H&9De5`*WlGTg#065YzMr4XwfvTwJktzrn9 z#0~-2M4(sM>JjM2O+{FTezxo};t!#6awByOVcp3#MHkjQY`L*61jHTeR}&B~G! zp^*AHoS(jmH11)Wqf28!IABfmAvnIlemTMMHB%ARaV)*Q+Gy2kLA}H9H0K^fb5hmT zTw+fO`~#oGwKJ zPx!l7IWDz|soiG&o_}b6zxo-=y$czQvdzVIAVOo$^dAeCoha4kpYESWNS(azPE84RAz% z&>wFG)q9`z@NxNLI3;euCYhV{P*{Zb5 zZRF-%c?VlRLjG;0BCM0&y02QSwB+cf!^tqL0Z~`1_P|CGko?{3V$mhPtx%5a>U7dJ z^s9^(^h0im+wxc03KH~RHWgtVJ-_Rnk)Hbjc7flPuLPTJV$GWB2vO8F<}{i1#>lY0_^8sL$-A$-y+ik}cK9i%Y5iXRAyrI%=wmZ+DX^|((Rz*`07O7#$FBj1E2Sa5U7v+dQRQDTnxi|MN+Oi|<7S8d95L(%Q3EoH8935mQ%T7rmA zxvuX<^$Gcx_8V<9tpzZMj#YL?yc4uPe5Yx7CoSvkrXteFI7JXvoCjym3WKS7MKNA6 z5RqtcvlQWtoO=4KS+`B~jGPX?pD;Bt8-LBgUvu%-Jo&3li`Kx%DW`!lJ3ymNw@-=Z z?}L92uN%1^eu0>)b1w9Z?8&(@a$Vj95i)l2nqv@L*4cLPjwF^+_}L5R_YJ29yxW`Q zYRfNek{+Otg@#WFd^s}_fYdKC^o zObxFiJ;#5s-$iw?;?3`UE>kRFrLObxB3J#8ia!io%RAr>vYXpGEkOXBUMo{Aow0yOFIL0e!ux2qSO6^ ztpy?VLsJpfNhvYt6gbKizh^4KI_q=* zI)!EWBCNd$FFIY5{eHsb z7E=+{xpav*ry%NbFVcD?+f-dz?C5lNu~i}9?lcu)9b6KIPGOY%8F74+ZGbM0PSNQ; z#C|I&`S+WOuwL@%0CYT*J()2~dbs^gr{U+EgI$aO@-Gs#kQxVo#bci~qVCirl z5<0{-QI`-aI^BM@8U)rpQxVo-r326@gwhugOM`8UE|%`m>1ynE6BeVUBCNB}4>PAw z(tiy3y^LJ|y8NaSooKej2rD<#S(KR~V zEcUAjhzB0FAV~Z<1qHc^FgCJFM7QO1k50Fq{cb{It*Hp>&4R?AQ)y&Jr+YNp99RUm-MrXs8Z;)j=0*zq4ntS?~~ zh%VL{h)(w+wsHjc^G!uq2c8{zPJx`y5hFU?*V#%CO#f~w!aAluQjDWNunR;N>?MT;oPm~^s@3Q=ajv}dVNH61 z_xEh=2=V(&MOY{PM-63HXxW;&%}gjehpitWf3B$r>*S3B(J9@vkp%3@uVEL9Zi}Cx zPuy@dAM!|WFlh`y-^>ky|OdQNG~(-(&=`-SWR z(}g_qk?bbfx{~_w98(e2>&J}5ol~mFj7Y><@=kWK>DCfUk?h{iR+vVYm|~Uj z*?Q2lq>};s?@UElhqe3=q{6A=*GeS(iAPn+P(JrA1hv5$s1=1k=!f4dk+>(;k9@z@ zv6Ucg>O4~s)-f$R(5f^c(ZvL?s`>SzUxQ%W>4fHaHzA~bY~yr$zvYF|SUa~}JHlu$ zTL;2um#GNrj8-2To^XgRKo=_%>4! z)){Wv9RRG~E&^Sqn+hec!Oh5}0=a#mt)dO? zNH9R#=U3TU5w>486=9w2vc8hcV5m+OQ;jn3CZzTN+c;fn%L|^=uKT3pezp#T(Qi#f zSZB28fCr=cQTXf@VOlRgG3qxo>jq@A_JplDAw-F3(+WR)wC${6zn^efZ7Sm7%w-ST zDBU(A++Vg(5Ifl~Bp|Lf74dKeQDz&(0kM^W7-YYYfGC=ZcsPT2KHDe`h;0 zAf9C^LK}o}imI$ng0e=Hbpw7g{()^3hs1VD;_ulnBqZJF6Z5Z<@|4KvvtcER+!qggS@Vxc44_Cd%yp})`1lL7feMYjo@=gFE3A< zX_~O}vl%(KI#Gmdu5u+qWv2TOGW-qOcwL6)=P<;XXreqp`fIjI1nDnLMOa6=q%XES z&eNQltYqJUxK>SA8V=ui(yWtaiT_P5EqJktac1R=ZIb0|RS2dfrXs9k+LDE-H(5e} z)fDGi*zvCq1eJ2p399L3AQJ(I_>t^F(QT0sfGmS-vZf%Gh=yaMTxk?(omaBeBiJuD z6=5CwnMeGJKL+_GeYH<*`#VA!V4I)|X%1{vMmmtfet>Fs=lDFR;!f#lC#@u zdQKmBSxhv_4LP1T;1!3eN zzp|^ousk!j>*Serf6xbi0%(QU+Ww0DN~~~`3yZ;M4LZFi*1Wn0ha+plp~TlqiMa(o z^BG@b=UB1zq!jI>dI>H5EZbtuLY_QZ@vn^LGVg`=;hX=F{pPT7eBAOQ7I|68JLc%7e;m530h64BI%EJ#&s;5pR+B~#j>bS3EQ0;>l7Aj!se&! z*Aq5BHWl$Bcn}N05|nce*P+qh(keHg0$`Uk;1!P#)q_^Gq_&vOx1yE{Z&gRiGuBN_ zo?EE3Ybxh6ZJH8l^VpgYYG;{>(57bmMRAS}`%W=v)f>Ju>@^&4(sqjA3ntQpL$BLR zO>Vm1j`+5-E!J&mYYVU!0f*>?#x7{=g2ryBv5OiLgj?9!5QLkhh==ftZ?jMcZsUJxZ13#bi@`79#4fn7+t$Sx{C_W8&bXm2=bkqxii7O~qcZ6W;n z*{TtKhfPH!P4EC#ftg+lp-F&E_mVLiRLhPnw6{2e?fhz zr#^-m*Rj06z&2L5ycZQ}QYW`fCsNj*W51r1^`}imB(33-h-;?1ONh(l54I{!$fi;r zsC#wN9CGhMK)+<0rwd3#ZxZ^sA*Vz?g6ZdMB?zXUnu!{iywpxCVY{?tpRHr+mT+f>iUeX!Oryl&)v_ywyHr=C7*miTM;-hT3Q7!bl> z7M>BS6=#TXt*9zbnCdw=IlECD_DijbKlRKh_*c`1kDh4a;$LSr{S(cBAUH1m=}*or zSBsTa$sa6(BcXVDq~}Rs`~~7iFZ}Q)XODU(O5o)^Jaye4;D3{66g?QF!BWBGg1!Nm z5jrqv4TsrNlXL3ccyxVa3p_u0>QDtdzn(LB`f#~a@~czNo;*8zW%!5ZOwO*hMh9Sq zRhoJ_WTX6f3KZ5zSh}m>RW?g>PCU%RQars< zhOypIP7&@ErFU(Y(%X5&A1nLg!g(_u4>z3ga&y=@;zKwsSPiQV;b*aYODmjr?uT_S zukQ3!hJ5H8QssS+UET+Nd`ebGQ*HR8 z1KCac5vfGF<| zi60*kKRzaYd;)%S>MNG+_WfGCg%MTeRM~$Pg!~`q7UugW;AB|2;Wx&8|M*tyo=EH{gG#ZovKpZ@~Xf-5|Q0NCN(M>IQ5|C;|UFbpzHDyrJ#Cw_$}*Z{CL0 zM&2y{JFAj>Q`Cxk#EF^yrh zhOr|Ho;+)o*J12B`!GJ9{xC0t=d72F!F(c_lHdlRfrw;E@*2~v7NG@f4W9;6j@-qH z+&wYlMWRQBteh?2&f-LCiqTG4uT%295)77o=U^}fLj^c6bIDex=RmnsEe{PhHz|vb zBWJ@r4Ci*21M1d*$C-4^E?1$M!3PwkF{i^`aI0RPlBJQkT|AQPk8Nkai%f{OND;Zk zp1(0{T<+KJs(3K2g%B^eATL~tlEH4TGbl#CqTpdhBCbV8fSkHABJOzf-qJge@G*9& zXRn2b`mPY3yuMIW%0{mECuX~%Xk08Bc_}Iyx9y(%076N^+BJ zbItKK?Qo9OVZ+p!fDJ7t7_Y)KH-KT7*!OX+se7feh|93sZ-^Z(2UZYDK2)i4z0q`F zv|CeJ?c@x}#AO;rAl^0SO;0 zN$_J27)6Yb#3|;NvlSzlUur7CI_Aw1a}h8f_2tCfDU}DMD;4wQ2kBCOYe%Viz#)j`01*xi+% z|6~*yfA^tgWPJC{#b7O%eVe5*{^X@t3;gy^eby*XjBDIMv0ISyc|VP zEZrHqYr=dLX7FCKRZktH$hik=(M{|E)~!X$3WzX5*#iHgxr3WOcj{eGeOFcBK`ip)6Al zuOqeZ8|-(H+V?dn!eAlV^z*&oaK)?2K1FOHLiwx9K=d;91;1yTs#&a)3kx;SNcIFm zBNsFx1$`g;?WCZ8V=5wPV82FIGrelJdO!5-Foc3L6L46e3An{ za-K3Xb2L)@C(nVSOHxl5jH8||_}>XV-Am#?KFLV@T(%+v*(y^J){%8hpP+;=>3TP! z+s!stw~1*dTS)Nrv6UhC9%(AVI=-x23JS5T8xYbk+bCT~osumiTzvNX36}v=5!Sh6 zXHrneWZ!~pCfSDRvgw>`A))gewg!aGGfhQUr_(uufu?|P`d_w* zy1X=!EhMo1hph&I^(#{m)?wwQQBY9j-i4sfd8(~}d)H(O38s~7B?zWvrXs9k%FCmm zP|CXrAw7z1oNjCCmTVzm^a!>NgwYOD5!M-XOrfBF>Uby8DzVMfrKOW>AtC0m^&rG< zHWgu=*i7X`P~gs#P^<^fW*44rJ(%fa3rU^%3%1Ur&OF^zg!MY3kvu`E4jT6(>9?{? z)+Mc*NZ9@}TPwo$pG-wqXPcKt zK>?X}6H@zcwsE@Dx+Pmk82uMp2g2w-O+{E|loc0S;gfX(vRUyoTT_ir$rchWOWE%y zTo##%csO&pifxo`n-R$tGPc#OV84)nxYSg{!x_Y%v5n$@$k;4<0{evo#N$jwJe)y1 zgKZQCM4a^^>6&h5zmR}Tb~(_SPb-pGC-A@K$&;vw{{ z$jhUklyTlo_-+0i+icx(?v`vJDf&;dbs$CmNmCI?BlsB7n`v(g-Mk43Gu?-f;m_H| z>oQ~}TS$=pl&um$`eRcO){$msQcwV9--5Un-fn9++&RZWLT4UZ148F4QxVqbn50Nh z*qI1GvfJ5(qT3Lskz*mjzJ;wG!M@p4gmvs~xfB$dZGT5dk7b*n3n?SVLQ?oQuwP3G zzu#0uy6_F$eiP4O9OW2@NVKrz*eHWQCmE@o_Vmj=2lgLUgGo$wza1;gbJ)eMTVdA7 zn9+&GN>b!X#%c0rvQ;6K=+8|>SjTsj49EuQVMHXhQLj4T$VBxJMNAwtYgNT5ga#Zc z@oM0of1(WT{4#3WupiVRvcJ;krzZ-r{~f!abg^GmkP#-pQgQA?Sn8ss^4M8ysH+$% zu1P~fqDjy4w`@g8rFfI62*nb_g4!zmbhn!k)XJyZnlPP*jSRJwN54Q@S8D4@Z3(+&Y+VSu z#ik;xvpX+gCrv}iRdj#8D-Dc*r(Tfgk7eU`Rb_ebKcCeKp_%1UQ zVIAN0og&Pr_*Rx7uyZg3Ay@tXue+;{lB25f`I<>4lbK`^5+eDap%DV1Gx?5y8YT$| zVaOzh0CEIud%A08y3*6#_D3=kK|Ul&M+=BcdqfZCxX9`*va*7pi?V`>uB;0vC<1=0 zAR_W9Ao68of4_HMb#-;kgsvi;Kb&)>-o4eYZryu-@7;Ru)vNb%_OeW#M<>?DSIQ?3|Mh0;(0b!O!HLVkNDQmga7$KMKloq1?GN! zJ~-Q{zj^Eq5W)xPgL&3uH^!r96Bu_X3(f1XPW=zcbx_BG z=xTBAD+Bt;nt+x)HdNyZ*4Fw?EUTZ(cMcAiSpL>Xcb?7V&{4!Y^-6;FLV}%%OuSQn z*w({EG&}im-|{7klG)*OZ&|H6e#ZA(+V%2*Vxpf;Y`rCQepOJ)V><+_G6WD9o_0pe z$OsLx%LDq!baqC&B&di67D*|Qhm91H+@*2kEK-K<@NHPVFwGn>pm-k`-}J44Ct!Rd zsECH6bL4t1ZBx^$!sDY7KdbAt^^Um(v)}kOw_eObVOfgD9q+MLTSZ?_ynoEMG9LJT z8B|2W;X8h-QBWVO7qhCZwx+gsTv@rsUE_RQCyyLTN0tshBDxWlYvHmZ(M>-HQjhqwBj9B>{KPx1;I>_XE`dR}USErJk`v zwM0gZrJfjU`qtD_D*A(pXn3hOLWUFd;4_C7Mi~k@P)0%YGro*2xc(?LZv9Ist^xG;FbCmAmxv%>nkJsd-ma??r;+?Y@n#7sq46 zhG-uVRA%oJHVz)VE>v!ZlO9 zyUmMc2N-dD*tZ5AbRG&SqT%RttuwY8sZ5q*jxpzDTq460HCqSB?r62cknU&aL69f7 z@AvJpdU0QaaBJI)cW<&nEMCJYn`_q%j&Mgf&-kRbZS|&abv=dTwV)yzUP$Jy&0v$# zIMxbR%LW>JjTy(DYa#Cj(Fe{d&>nR~qdKGW!g0}5F9KN6bd>F%=lj;ggW8;+A{vg` z;b-Ug&W@OIopc2j`sy{WRY%PwSe@qEyn3tQ>@c>1$LK2bQ|q`Zh?IWX$IkqSHNKVb zz_dE3h=#*7Pc>1EkecV9(2C_SK#on1y{qKDLtcR_>D$zLA>+t62JnoC(p4en($xc8 zpKnz>z{P`#XgF}qXU2v-J2%@W1&S+uD_<`Z6T>p$$onMvl<#|be7+~Bh=%)o`iBf| zDkZy6_9kQ4cwJ4c!y}EYJ}FxQx|UbeSZ%wHw6{Za9ldp8%Bb| z4Lf2vtSpRutK6`R@VlV$3*RQyi^}wHUzJV~rIQDg2Yuh(1IhzIMKl}~{oPPVO;5#s z#5hhaA z{wT;8zKy9DnWtT3iD z<&r}(Q@ipk^|rou`&PjN(Ies&u?NJJRV zA=w!A-!U+~w6;$+N+tpAJ-Zv#uIEBo)Gku1od=^?zIE_mG$W{phGW!rZZcntrABNN z*8C=je89IU^;Vf_sXZW9FRC~^I0c`HlL-2mb!Y@h4A@p?bx~Biv_?NeLJIG02hVX zO5ivJH*&AMr{^50A-u2Wm$P_x$bT`$6CA(dTQv{VHv|>YaHwZ;UJa4t3tpfb+TcZW zlsp35eZEbr7r0q!W{nLFu^I)S|M9JY2cZ8BDx%>49dVYC%^CRQNzL$Q9b6YH#6p;- zTGQM+P)333CErHY3)LJ9IyqXZ0YSFPBO||vf5EpN9=x6nDx%?d%>y#kA7k_w#T>q^ z=`jjBGP!N;e%3qW71U<#X;edfe)Sw+#zUE@g+z4qM8fI5Rq+5fHK>S&12>0}a4px7 zkbUj9N~=+QSm=iBfH?)UlYE<5Z&jPCqM~|?$rkn1twwJ+S2#vI5rg?m2@6lWhLJRTB zg=I4$Nv9-BBw41CkxLs59C`22jkromcEV`P*Vzfu87_aBp=R;hAN$S_KlT;&k`C>P+b>tU3|I@e4_2PLn zCZr~eh^=!(EgPjatzCAK>bXE?4S|E=?Y`CVpm?hiaR@`+T7?ZKOJf>&PjQf&(PG(x zO<2pPH&%!bFcc0X;{&1Xc-v}VMX(sYTOKZ`J?60sd4jJh+~^$?iGuH=z8zXGzH0?v zHAy@cNh`ZqV+S3(Bg*cG*bU5Wvm+I=Jq6%l-}-tAz(YYrIMw*4Qicxpa=IOxGJF?R z9K=`adAyz4u+EM92)_%8`+b{KFN)K{gIXud^oLH7{)D$yzUlk+9#CEjDx%?_EbU75 z<9%Ua01r-%CopOu!e(-zu0)Il^~BIwo3`TRZ&v+`lQrL91rZ>y9#wMpk`7uE$ikAV z6{}RRRaU8wB4c7z1Pgo6DD^AO4SHdp?^`_&>~n&OXgKWcTXM0u1mQw5TQe+C`=h{h znr~z3t%Xy=SzDWk(#8`P*Z97-2aDA~MKm0Xo}~km16Z@lYb!*JtGH*Y@)9 z)#fv|x}#;?R|$Ga-{#kg-h!}nYGbzk5x4&GAyp=o_g1k!-%5F4jRzIca99^_#VcMJ zitjBJLg~y7LDGKWgzRQO2oX2#X$ASeT!6mPw?pa$dPz7Bi)1(+7DZr@U~5}cY1l+; zi#!$iQ@*wHAigK4h=wD+e2v1{Nb42&IJ-B-g-!>vc-JrJ_ZT}0ne-Evem)<<1b~4| z!dWxAeKf!PzwqsrdXZlq zPTF=w@)f&0)m%ydtIyS7Xp-RUAOP9yCA(X4ZCU;$Zr_6%TyuIw+$Xa^SHe@o1 zJ|mSvBf!Ad)G4<>@6XjDoB{NM*F#!_316yv7pWK=QTEC}Rewd@h*3ZmZ`17vWnIji z&^%_$#pMO&JFDg?4u=O7(ZJ#$aGkmpUv%K>fY5@x5znAkoXKHD@5&k$Y|9;QuSgQY z!_jHn>0;!D_uY$=;;`Pg!|JW`tHXJ*7_Wb6Fs4|*;L6e%s;P(WGFM=UNMk@Z{d6hv zmXEc*b@h~wQ-g|VVEM4a1;#|Ss4)?HoZ&#>;vF&zxTdo9U4;t~(U@>i885L7_7^Vt zgJS8tf=UDx(ZJ#$aILjR$T)0<8i5bOwi_Wecabf^9H!?;)9(OnLwCeDC=#VyUE|wr z^#+Y~VY^Vk?uc!-%-Q7JE!r(j!vnM(y^&*|Z-qUP(ffJx{oks{+pmKcTjsQsEE2z3-B6RSKcWb(}i3nQH(RJ zyD@P8Bv`b3%IN`&KcnkB_Z8|)b;d@3HVr-aipmi)Hsp=B%}UF6)si1ChMqjhwdy=p zlYg^`vsxA$^hqBpH|QCA`9dtmFWuDp=QCnMC!#5ir!D7y?1&9xk^ny*$mGyMFAiph z-2em?BA9jhc3ZvA)sYl$0L=~{$Lztg7Aw27{}MoFit-Poi6){ zzE$)*NskXI!l{kNO5r%@ZAPluq`< z4=*TNeBa&!%BG+q8V<_gU0BU3XP^V&19PSCnnA2 zGfXC%&oY@|J}19D&t$6kf+R08nQ8u+$vE>RCQatcOeUDGFljdbBHXJ?#+iSWUyklkbVl+EL9W*nFvn;8!#Z!;6XTx&B;VE)Tyn!!9_GZVo~T&_h=+EXrC%_(kp z(NEBz#W-lu+KJ!CDJ>QYISvY)Bjk9HJ2a_u`!``G;QW0;Hi3Lu$Yzj-Emq>1nY(CB z!b_YiKG0pFZ#W(|ych+kd%U{g4MOsUKh&hU%QH4Z4=is{`KijenpBzg2t!rw(xf{7 zq|NZ+nUmGURPtmYsbo~hi6E~KauUcJg=_(NzmStbz9M8R$l0w**c6Z-5V8$quaNB^ z_Xs(4ca`Z&wdoUJdU+NEOi-rZAtX)zt&lWu{NXACZCW5CHQyv8HO~o2%|9n3HNR6x zYW}#8)Vz7N5=PAz3Q5hk2uaP0LPB!~sbyN-Ca8Nqe{WLiz9J;mo&6qlmg=6YN#*x# z!cg~pLQ?nJg{1C}2}#}G7LvLjb%YW(Ny%7mGsJG2&9Lb2vl$ls+iiwL|1q0E(Rb`v zuI*@s9joWy7ATRpTS7?Mu~$giakG$A{UITtdeNGpORrw>N0xt(nllk%|MxhEov6gV zBqYVoSfI|LMnSiA!tfqRA$gChgrs}EAtc@Nh>o0?QI79Otz(pQ@_sm|wYhQ7K% z7?yw^3&|4jypSvb(@#)RSOQiF$r5mZkSx2O(4>-mn=r0|yh3|)5==jFE~Ei6T-T#X zbzRnJ$ko3chc}fcX@IE2whYN*-9~?AS>U+1~-rwZ!E$ZIC5|Vcq zGhdzM9gfzd(rAOtP@^GXc<(Q0Qf0c!W|-;E!ceQ}M=GJH0yw|QW|-*$n_=0!%w||N zZxx1?{9Kdj@;7XTm!A+)f{FE+nq(%&;8oh-$uRg9=9sJueppBv{Fab3c-~Pe17a#f z_XtB9vzk=ruNQ`9{XmoI{L?l=z1ogelA5|{)(3^5C2=9CZ%IfN$FB*=LieDMD0Geu z@6$H4!iI%m2yRt2Y!Q++6osS>pVOq$=}w!WPLJCRb((&Rl0)lO2}y%45R#f+CL}ez zL6b`4k8Oq`pSKx`oc~@W5(X8m$(VnT$MXs!6I%HxP`+&;a!jG}j&UdH-`nu}4oYZK z#$6{Qjr*REH0~)OsdekIDlfH;Xj18Smd#MVPYOeOzN|@=>0x1L-0PZD=jSo}v>_Jp z;x#ryrUk| zyz`%IhLxhdO$i>?&49hkX4qCa&t}+Gx!7jVRx!V1Gc8~q5{AxvT}V1}Ub_-YXRZ;F zF6$SPUb2K_VZB927S@M_WQ2T6NJhxeR3(fN@-!hCAx$9}A+Ht^LD9TT$Y~%S6|w{5 z--Vpca#C@%-Sn9XSAS?4ZZTE4`XV9e(CdYyZ9fu{wmmB(ZENdLmq{4Y0oxID#`n7hPVHoFtqe3A!%vrVM+>(TP!4vJ4=&F$_|^Ml|`ja5@h$9^yP0JoNLB?5h_%BJbcZAQ4##3p;fhvUe=5_9 z(x8fYzI=7r>X7npB&yHql3`6wU}APMoxtbuEH~EJxJp`cnM@&?A0F(@q{`+U6YwEs z^H$-mDeK)=xt(f{H6@?yMfbJ8s}~>nl^uQ!HsII+zA2gD{NEm{HDO@i8@xEhF6dw< zVrSGe=G>Nh)F!As*3@MFETcNlUaKXFHRDqWOcyU-Shm`tv2-TA);Uw`wI<5)YV5$9 z--4FiV{qrL76fUk5{tQStiAkdfhnI6}b=(2Yr%Rtu~uOwd&)UqBTCA%~GT} z)11_0u7zS+LGLxE;D`@s+f{;jSCirSDubJVpE0B~)22+U9R|YH90o$dVIU+N213GN zAS4_HLc(DnBpe1p!eJmJ90o$dVIU+N213GNAS4_HLc(DnBpe1p!eJmJ90o$dVIU+N z213GNAS4_HLc(DnBpe1p!eJmJ90o$dVIU+N213GNAS4_HLc(DnBpe1p!eJmJ90o$d zfQN*`Ku9AC{C0OUi>K<-n5iUrD*I zq`X&B&fBYeS5mGkDbMXyjw>m@?Nx5utGrfHPAe&&m6Xd$%3~$vu#)muNx5sU@>WSX ztE7BYDpqRKIJ|vv++m)r99Q{uJT|(n{@JdBvv6|(2;0w|Cf;v^Unl`FBQYc?mHV1K?ndTwGLl%cU<=y4pJ!NYW z3WVqa&4;-qgm8G@w+-1A)Ld&#*`x|kXmsgARnnXDSo156O{718lcR}j-KsK$w#534 z@<{q#QYF!)WUb29j4i{MhMx|(lw_A$rH8X;jcLc(Z-gwY5IqY)mL z)x*L#%K(Ig0SE~L5E2F;Bn&`E7=Vy403l)ILBhy`gpucJyeVVF*s%JJ&-3pK2t>`v zLExJ&TdlgR7Yj)g(`oC`nB!ydoOJSI>yq&TiZdR!SC{dqOQcjwuWWt??zh_3Wp<=f znOK5XmsQ=S);TUa(4v?LSuloJcdgdJ;e3H7&{T#7 zio+s~*x-B-n+9d8eNzIDEbwb3kNv>2CgI79xs+JVec&)_D!!Q*%%lfnxouGtuHo`t zs{^KBUS$+F!ZztD1PpAprY8omlX^798N;Z&Dh`yaj_R}dYz#~AmfTqrFb%5=m8=<( zHIXS&cruOVhk?7b7qc+Yh*COd1C*?(nvALq_uwV-w`1YD_CzwT^vVxo`Pd=!ECG(y zTFj-Qd6d{eWE?oxnmS@=*+lgLN0 zm}V5;To(&Qx%%2*IzR)f9HN{Vy=j_ zpLpujrgJ{}!b@*|+-la}#aI*godk+oz8H^Vn+hWV`7K5+m&rv_8I-LLcb%|!7 z((9CUoiAya|Sk#mACMubzvx#k5}Ie|G(C=VmUg(F@HeKEzxXowvKU z$9D2>7wo(H_Umdc(uJ}yb;Y)Y4^@|1AMVYs)@sdNvG3P6Hl13d7Hr`o*mcqQ^WVQ) zU(}R1;hHPIG^XaFhT5`1kDmG?BJSJSv!d!Mie+_n0m*IvKruJYayE@E@pebJsjyrM69^SU=rUwlOEMUAO; z=wNbZ0Q;%NQ3RJ-y+?j$o2Yf_*ai6`25-L9izyrV?u-8R$Uc41q@O;x>ZUhGvE{sj zi>V7rb~#*1#UJ_ZwOXl(g>!G%`GXNGVF$%^QR4L0do(J4>ACQtTOU1yme`??-6fY& zeKU_qXiMf4XE&em_}w*_=%UgH_u7Gwoi~?K14|yan?Ipd=a)|SN$Aii^*&vF*_CuF z^}yycwWr41dhfaCKYa+{J4q|Wj;%|n!eTL)_v%dT5h+h*}sNTRUMSm zAAjmIQ(ms_psau5rYr8*ea(S7D4%@h4YnJ^S}~I#d|N<_L6x9a{V-o#tpZm*nC^!?0mNEL+)qr*nHcvB)fDhtVHg zB;B;g_N1|6p_#|Hxizags~OuK%g1xcY(e$$hYG5Hgt2SY`|r$e?_W4Hh*5a me)ymP59YCWHa2Un`n`jL3^@*c10Jq&-&YzEnAjt*_MNzWy|q7$+qMmXXR)sXFuuvs%vI?X1e!oy6+b9XXyJx z05d(cRsE~3uCA)?e$m|5ZnKdX46`N}=Rcn_hL>8PCmu>gcxP z;!p3G=QgVJZ+x}wn3rp{8{Uap%WG~M8m3>`*6)*RPITrq8#zJsE^DeFlB-omilY;q zrM`HsK(M?J{6tUf+U{m~q1w#LgIu_pRzqO+*b zs+5OX1+RjqEBWcraIJPOc(zJ57^>A<#aflgFK?nJa)qH`w=vZ6E}*Md4~i#Ft59q@ zM54dHf1#~n$Hb2mt1YiF;^y$<^K)gl*(~ND>2R@{_Zo%v@KC!^ zp6IM8v|9D%o^9JI{EUCM# z!ceO=1az7cg-xAh4X<8n7F)H(IRD6l!H?u>m3qA}4o;f=qs11e_ZMra;iul(M(khc zr@x|4BR@3UaM2a${fgTJsMSe4do8)r7S5pu}(A#2*wE32Sdc9mk{~T~zt}{TL*@O;q!JPmt!+#~a1b0#tg=&h0yQ;E|B2TpO)TbQaJb z{q-soaD{gvS8nI2BU|WL@bwtX%9>kl=`YsDtHVRNf|om2uR+IQ3>Nku7#tdezJcF` zXA14gaI-%@40hOVOn9AZ06M6+7>>2vP(Zta9)`U^$1D+CjJW5EFabhK#DihC>CrGj z2QP>2@-X*}1ev)-h4Fd~!vZ}5B8z~kM`{QwL1+<%m3Fy>k&qh#KEqyve(jmgI_mHt zuj&p%KZ&zyQ;dBQaWMv0tvWQ~fecJYzE&=~jS5B>MloSt92o~<&Gv8;blYSz&~Gib zd9GY+wjk*WK^sgDHPJ^EutHQZDvIS6x_Az$Hpa5ha5P`%UGQ>(%#d3y*T#lm=4uV0 zEAkELu~(@>#1-iJTDw(mw_xpHM*#JlW}!BQu_&9jiWLuyCXQa$S?Z6Vp&U%SNBy`l zc*5XKvGLwZ%-AfN`~N?pw7{7$JXLhm!yegW%bG0az94x+Lft zvNr^>m`7-`fZ6RV_x~B_AuOE#Br4rRXB|K7$J2f>1@OPaNe&~5?88K1U1x(&KcX1B+QPcR`of07&cdd`u4f9jJzKc5a93eZVQ=B?!aaq13(qUuR~RT9 zdbV&F4erPPj}#s#9Dk;8qHwbCVBw*{4?J6V^x4AM!efQUk6u?8LW3s?Zeh5PE95)# zFL;bnVdR;@Xra(q8||^7rdNg^Ko;fC`uW9Hr{B$2YSkjCet*7EtLJNDRXlCEqeBJE z(6G8tPbXhI-w!KU=6^=sXQz1Y>$fDp`W~ggPbO(GM87P4KKfbs5TnI6(s|hNN)gHl z?Z1-D*McFMBa5)SufabaKbw7e*Vc&m@0-wz=4<>mI*r;d$d$MDn%MCxcig|4C zCkk(9cb4)bH#AZsizqy?`Az;En94!^n{yKcnuoa%-XjPdDvtJxM{`?bZqcb{=uh!z zQLdKvvcu(C4*jy|7z`-vGreg?Oa>eom~j_IbG>G~^}F>Veq|7ij-yTJFwSLfh$e}- z7=?}6MB!&T3l7wBZQ(nMc7=DsG~@C7Gqv0qc**>AA3t1h2oM~B*%gXFwmjbk`!Ah% z@kHT0u=wOVliK(X7E*9|#V6st2uI-cV_`?+7a?o#c&GmHF8$-%;*U4_ zw8_n`6rX~?upTjKgP++QdF*v=In=0CAlfK-P58!X)to^%QE+RVhlFVg+@R)^a@`)G z9Fgme$YZaQJ>cbv;+IGznp>TNSSwXXV~>0At@7NX7|KFfr~J)3BgFBWE8tX-dkl~w zFTBo%1DLag7vh$St#JsP$Ebw7Q~tnR5jyyRT8@5lN8$OT1>vh&1@Vt8H za0Xq{mC3d6BpT>WuQ}#<=XND@Vu|iy;*+R0Ks^2=@i6g80%ras@i6g8R0YCcNjyw^ zk^q)}CGjxvNdhYVMECHv1bA^ewr@qn>;O>1Z)O+%ME@=HV7?8 zpv2tbC7Kp-XkMmi5y$2gnig?zo|7%&gC?{+%*|_LJ06B{2wx{(C&*Jdzc2ARw0R8B@5|TmUkMEzxBFw+PW(#Z^`FVtNvp=+e;{mt#pF-}@tTRkFX3+$ zujRtQ?JN-jRO*jWLq zipWIseuU2UQ#f#~`qB&v__UXQgZ=$3;M}vy4Jqq}xr3 zITl3N?D1rfs8XyJvHBeKc5Q=}B9}3aKem;N!`oQ>clF=3jTVeqNO2A!;N~`e%}9fm z!~O^#1wS;=d1CrMP#@1DGK+qr1daL=Uf4^^gWnw*Mka%D7vZa==ipY$n6T_+M1jH% zS_dda^qoQ!h`_)~cocnpY$Bwy2&?)b58;d2Xhc`UQ;gsE(^WzPU`Ej6ts%tlMx*)x zYgw$gNFZ=n8qtyZxI}VE6*(m&TsYBk;sjZU75ogtCkUrroDeUTRNN|sO0vO2-jnFt!0Jnu7mJttLy^I>sD*exj2^{?B}0qp zDdMhP12J+*V-dpAjUn_0Qh4&|;wE~#^<ov>IUUIga- z@O=wJcJhkO9C}U`v9n0D;J{aD_{uA;5dWb!tK^$VvMqe=e<+e3;s?Vwi^Ye2W&=|a zQ6+-RWgsIo)T>T}FFBM3t`J#6oMs~OogZbB^VmJ%SIfmuA&6OR6-SDc#hTx)o~t6j zDJe5M9NeEMwWA^~5TCb^=i=wVI*R6A7LDE@rY;qkJDMVunEau6>qzE6Hf9QT zXbAQKgFG^n)`;$?z`qf%hQ^9{8j|u`mQ_qJNSILAuvkU>3O^BG%q>JRj`EIRDtNO( z5Jy5d*C>kAZ2}8^4_6Fk4x#>9Bk_Kv_xQj-$VPl zT!dbQb_bJG@Qxz%;olLT5B`pPBz&YH2-#>2A!USFJo1uL)SS2urvnP<2cJ_+Km7YE z3$F_Q{#@ZlgTDtqLGi#`z*k@AvFXok!K4;RqHIIriGF9I^XQDxm+2Tu{rS_U?k9F6 z&4;E>Gw2b@2}!~)m@&dZc1hAclca52wm}NG4SFHc(mr|-w?ybCW&kARea9m)vf2PzUpNc;*HAlhQJAkO{;vPAhJq1rHouQ;3^(&Mokp(TF`MHm>O z^3{;YLU*ow|F27VI1v-IL_r_;100d}7Ks5X^=$Z~{EqZ{h+Y4Pfc&e%`tdswQNE{i zUr2{LgMJ+r7y)T2Pnn3k=iebyA0&Z7YvNl6BCft;x`GF}u#+7V+ODy{*OTu!Wlsi{ zya!6OtdrxIR<%j05|8PK2^0gBPt7-`h-Dws|E z7W6Xu1JrH^K7MO_DERi~$hY*2*61+&ZLzFFF@xKHbH()|*G8JcbHHK~)dOLkkc3$i zX~8pF^ZY2iSRHvGGp8#l6&fym9C+*Csb1=ENbq~ppgBR+3 zNYr7b+TuLD$ie>_$a^=c4nORN)|cUE_HBE#|CU>y_xO!ZU+mlR!bi_OcJ}OJ+eWuK zo6nxT@#f82_Bz|PIXB+yR6ML`MP_QOfK??0i7CD16I*m~(IT|l54U(2izsKTfI1Qv zNv!&~!#Q&Y^(VP9Ja;eO?>t;Amz`nHsUxBR8kFy_ z!yOi_Nkv4K$``_^7d==4%5aHSf)IaM-Q1#|!Z64?#j3-Bkwsy5aYyb4qh~;~kG|ed z>RD}V73?$jr-Wuwi>(j@o$FnwJNGyvZn^1gbx8Y&0=GIws)v`zk>VXI9lw!Jsbdb3 zvc(&dmeH>VO12+521=VYZFNYi4%Bi7DEBNL5vT&y^JpX1H}$>YzXdvb`91pZK+PFL zN|DNM90=^t??5{FLwM(FGl%;(-GA`(!E6{V+Vs4TGWwBtCN9Co4L9gmjyArZ`4(-X zGK9S45Ta^%z66x1gZfetA#|RsfsZnkIYE;J=Yo83#OVu=2=tqE+{dPhgr`3WHb36C z*|}8md#rP*^3U!EIfa_OhGR;(g@L{u53}Lv()JMX3N(^>P*s$M<0{u zvE+wpZPaV|N+w^9)>;t&ga*c5$_|gb<6k7K4%b?&jFI0YmFSaAf>A^mV;uB1X_o5S ze73rIOSGqjj)4kM?HB*(V>RTSq|PIdxY-L|=tLRkfBLLOiPBeb@tI~n1swY5rzCZ1 z8xyI&-fkB9BA>_G5;yVTc=OHCA4~E<^x0e-BaoQ75a-dIkHtwVYD3@B|CH}l5iSbF z7F#R4%ibP#rvoAUV{VxL$VqX$B zz)R}V4f0=MLtkk6l^ZlBFxj0`bVY<(!a4#aAqB;r`nEXt+;fk!d9x{X!8K+nk_;B{ z$OvW}LAJ?-5Hts|=D<|K`izLtho@DigzP)@v4e#k>et*de!V3nqU*tm&IF&I73UMZn8lE)d3Xvywr;ksZ(g~MG$XN)>9Z`3JdFx~UDV&0)L zylkUg6=qV*znEQVof`5P`C-(A`#QDhY<1Hl>_xw6V*2*_wr_Q^J6QW!bA7KO(h}al zL_2gt*=1!pBSGxBB8V-0Wv;8HLMnJw@WGl0fJw)Z7Zn_)LrG@fly5VydRlB_eVW%)X;?@UnABARH!8C zl!QlFtp&yAr3s3K#D5fKr2yBK%DnNTGQ=kw=G%rS=3f^1YY)E2P0Ecih`+Cq`Q zE6?^Jf_8SxL}XzYG|Lw;Z6Hy@?H;9ek44&rl`bYXt zz}4~~`QqyhH0BCF(zhabMd=={iV5E>3Es6S?)Gf>d{ywA29sZhEJIpXg>U5owdEqO z08K?aJqT{C51NT3aF7YAAuhP_(1XX0IVT2=A9U_Mczoc1pZTsCWK72)!=iw4W%{_5<$x z1Uo&TYhv;2N6fG07cg^Nfy+hEsB3Ols(!59Pa;y23s|!vY%PYyM*gx@tCzj=9->xU z(g(|fSUkmC*KmX6qFuc6X^O=phx4wi);Na0nm-e-C=P(&Is%2_E9{|w77rmiD5|@$ zkVHu_{75Rfnt0^(5MLNQvh_Dn$s6jvurdf*I7l+Vbc*EwM+UNyV%n^r?c5YnaLz(v zKQ;8|F{n~?>tR%RoqO!*HhIlrmxkArvv{QW)9osv0w`CcQ6XF09ZIh_c}PWGjMWyTqH%z$V`)g#g1_l|XE|fYW z2F<$z4&T@KU6H;KZ5Kif{SY0@Jn9MNaY7Xt5UvYw&k2370Dm(t7*qa*%PyB7&k1vH#&{3gh41)N5qDvSdBx#lgJMtqw}KK z*cx~JNw`js)PpSulL4&OqKXZPqT|IT)qW!YT5C5a0s&S9KciaE6~U{BSrXl}E_k7} zfFa|uTRIDZ96M{)+JHb6;-SW*Sccha`+c(^c$sU|Py`+(~s z_hf%?)2&a)No%QSp!f}BITi0LXtd}8#Y^EW zwxS8o+*U9Z3?0Y^f_-Fqae@e$@z%-j#gcgQv9tp z0%?%R$JVp?Ckiou?=;CPwUu@~T-3&#>7B+06gNAo1LpwL>;rCYy<{z4mv`4O6U` zYN|tnmX#z{ND^pB8_u*uDBu7y8h^iDe#^xffvJ8r6l9}pg8CK2#2b~NGW-BcEb@0E zeb$8k#e<+!CA%2(TZB!ndzy&9UoL-#6OEn4zU{srut{;RmhH%+Atk}Ug};Hy^9V3-GW;fZA-{6u z4`DqL?%ebD6xNVEmL0wVYQ>rwD`B9LB=KA*=}MY{;;lLhc|^cxKsaBhYS>7hTM^4t zL4@YoU@03}0X+$)hK5Xxk#Nnk!hbEQvqa&Q{B()`PIyHa9n~7P%*qAcn&@lIDz7kB zxDfu%%GjnZ6e?jDEZt8bde9#Y&u|G``UL(Zn|?C(uTRDP^=bSoLgq8^e||Rp&(GnXrO%81&@u`(bFGZ+ z`b&SId6FV+j|=7o+9DVJ9b4wYzhfI+`1cY6V)1Pf-$lc56feuS!rz+tMU+Oc3Q~bTmrXo4&ayJ?1kTU+iY7n z88%rjNaSf{=3&x4kztUPg0D(yaR;oFUdJ<8k7ra-u2p1j-Kjt5xWd;0X zY@TPoUq+F*BZBu$fXtag*~_OJ0S2#xwKW}=OYrX5}!vmIL9=Ug~Mx^ z6J=*@*3%Q6Sr;Ro)mlMFOk|W>AHv+%Zg~?&|0G}sTTa8j9uNOYo*IfPf{+m7*^Rf%T+qu_2#_q++jzfx~Kz>prnTu})!<$XHw-eJ}Q3^9l^hJKuqeHVBqw zC-~j9(RaQo(L!~EoU^EBjqShzbDj0^qX#fn{gVfza;)*2(2i1M8;dlN#_(Mp?u3&-R=8tclg?cbEBVN9+8FG1CG22wM-k|N8%Gh)5b?sZg_nnf z!w-Uh3AV_Re~f_~O3_C3{ZbAoifSZyjYnru_ML)^{u5qLP*#2(LRoZ7!HLd%_<*7^ z1d1YH>kl8yKjps)caR1roD>#P33q1!oB}SQehwPB0IM(BDtRYtr~lU-+hMN7j>m~QR%fSs|!#{W+{3V)>==s{jSM1GB9G$KFKJEU-2T8VYrUV`r znn!09)*QXF-C5(WxM(WE=;B%~Sm0H$=ScIw%3^DTF9wVt+2|H!tjMa%dzU^vd9ng@{*I#PwU0mEQDgHvx% zF;8waA93RZS(CA`v3{1D!s^@L@oz)R<~B?Y^hG45a-y@OF_MeWxH+If1^uv{C~#@? z7roX9Q^KK0G^r9L`YuLknV4^6N~|;=UT0?+Y=&5g4P78#k2;QmH<&!*Pge%PGR#vW zlwmrDri%(Lwta{=JZ6l}I)^?Cx1ge+{F)%|MSp#6e`N|jTiJ!ackEz}Rs zu6I7_ez|(&8ErYH8}BsPUQ#&)$WPslJnZG+v!;_i>j~hq}SnmwoCj=PJ_{R+a)1E zQ#-3hKiEMZB=qtQdKR!N8U+7{y%Br_Z*G%6ECdYZ^$4ZAqGSbk!N)>A>7?Kr?hEmA z3Feqe=xL#C*fBe!KOp`Qbx2gMyi;1NPiR>8;Qg z{P8ya(fJQwCmroogP+@PohN$Jtd9Xb|EXjpb4c?q$91wVghX>U7Y?wJ67X_cU=U@ z@I*fmo*=@0+g;SSI_$3@;NsIcAYOx7NMd551S7l+jo!f_*mMz#yN_|7lw5QdI-``s zpT|pUOL_cx^yx7jHxDys#CY|sp zT_=oQ&7F|BOgiDyx=y%w6?X!T7?mr8|G~4vXLOzL%K4YqaQLjQ6Do_i6P8{kn(#SY zC;YA73Ck{%PWZg86Z#jjCM>y3I^jQbop9A<<}CfEt`k=H&eF=uL=(QC?Syqa9Im-c zI^m1DPH<;)C(OA_I^j#YPS|>xb;6f*o$&1|FE35_is*!RIN^fd2eaGF(pNR_SIy!+ znuYgY)4abi^8V}U`=eF)`8UMtzWDFI(O4fj;I^p%Jxf3>CCY^AFA48AD(r>-YV(GJVov>#OYr<8Ri6&gB>x8dt;7)KZlTMhe z>xAF(hr{KvJe(ssp=ZfZ~fAzcW-|^@12Nsk*fOr4{WmY4+3ML#V5mD_ZaoV50jP z?iio4MJ1uAD!_eqD3qryYF~nyb>^Hw#+Yg|Rvtq=IF8}Lc{Bc%6XH4!N*8~f8fxBS zuOw}4YfY5CiWco*+~5`21V_IeZeTBt1(Z5D=G z^zg;e*>1ZtAJ^?b_62bXcLFW=u4LDUTeu#CM2Vj@D!3= zb(&6a=F4@k!?f1bTuj!G`95yVH?C`ojT_41PQmx8$R$C?`97O?$Lks}pJ%Q4oSWd2 z60KA4x%yabR9uPFwPUp{nA3CCoZ|k(SdUURbP7(lbh(WPN6AGr+%00y6kQb+j#h*3 zSgNP2rCN}Xiqe}?NacjLAknU3+=4W@FjF^Y8J@M4VPQfB%1%xpL+&7orK2}D?Qz6q zQm!)yql0q~>4GQP|9IT3j*EZrfq4h95gmt-&>f@V(50=;anz!VvkD(*iw|)CiFWW@ zl3(PWe7$u~E=u$yr8uYP$=&;0Tp8 ziHZ2ZDsI>H8s~A{SU$X>EG}rePgs@@S`Q}A}X&)fH=$s48iOnJLw3f}JU zd0RT)bR`wXl+uc(yxlnkZ+H5-xnOZ?*#i~Il=&m&*3QTT6oc7T*maDu_R}vDG4Qdr;z0CgZ@c- zq_Mzs*d4|xq_}eQOu@q`T|#>YY2zww7luP|AbRb5T)OFzVu^>1B@T3WRzim1npsDFUtdnQ17PoQ+skhea^h?d zgbXH)dCVA9?uU;|vmYqUJVig;GJw+xah74+eG&2|qatxdHTjUG`9fS8+gu;J3PIiy zSuo0uPa);Kflt133ZMK0!nbsqr?X?1(|0`Z%Hxtxml*fPY}{WH%>sTCy+cVz{^P&+ zkMHsySD@`<*p@4De^-hRMb3XJsaeN&Bz0Dx3+2YKM>yw^)?{uX?F6R<=Uc>_l6$8~ zjHO;VO{po#KZVrE2oTP+i3y^4&%9k9=WTlWS^6@xvOV1HEGpMVrl4?1#B(Y5S`u+n3P6@b?2y8DB@ua}5LrpYxhNo25>X`z|A_MJ5(QgCA$EyE z8zm8+pg=-NL<4AvT@tHfT4a{QN|6?6C9%??#Y;)7J7{SjDo9J@n3sfiO>SyQ_?qOZ zm4v@VZb?b_7Bpd(#H>rxTuIDTG(nVvl_wKf5_XQv3)=!3T0A~T-Nd02B>^rj@br&m z5ycQ((6D&8T`qfk`$AX-kthuil@AN)eug33Nl@w1tPkg>@o8B&f5$JcSV_n4(&Y|_ zH@mpXsb1*vF*CC;JS?YMGf}0WsjZ0WcwAlvgkN62gfRo zv>Q0=kWNWJwT3ulPn1=lZh~SYrDgb!Z;~U-^N;U0{&Am@rq`I_J%VEC4*a33;pi*f z-Q`VbU$+;ByS)%Sy(GG%iyM;oE9S2VVo|F;b!|t=?(Qtj0G4oZIpHtv`;N{&Itv%l zikaaN{5Z2QV$6n5Vkjh$vn0`p3=?MN2|=kVGJUqtY*ahxV;#|+X{ za=igW4`Hzgf zD|Msq7mayT!25Yy63^g6?x~*@B)See+flbR7233K~MJMLJa2NB?H>XvS?99B;?&AW> zn+A(?AAz`tf-iCOt4CRraOW5;Na7YeM(A8p!Cwj1C5ol zd{f|e2{|-{O;MrX#0fdLfr-MT9g{mVO@Viocyb$A++pD3&7%_+836BW91(IXADbZG zX0|#t&b93GlJsq^WEJT)HO{!rTz#@J>Q;+Sk!IK04KW?YHC)?*vDs%VZ(3~DWN`4O z&sP?FiD@osF15bp^NjgX%;nv-B&2=1%a+7l{`#q7>($V^m!bbj}% zEjuSNGdyQYLfV9mATi@}$nHZ$aZWUrQQ`ItN-0vpk#25nptKleyv~Vsj@Fo16u0Q? z_^1+fENL*zSe+D=9 ziaU8Jy?qAP|7lzvvrkzEXD#Ygq$ZmYH-1w#By@$c#cCF{!a@?LWzaVt*JTy-k@ zuC3Nc7xg=~Bzg|{^)%(}L&ZO;+X}cQkepf(-|;TEw6cqvoGDu~us8P%SVznx!-C(e z&o9Sw0)8WAWS)v;#+Wn3h&Z++dXD9~`y&AQ_3=vPuUjKV?x?YFX{UvCnHXHcAt2@= zc+FSwy5E=|1+Rm)Bzlh5-qRkc%V@-*HyplrlAM4%t*Sk-5`MtI=Y9;xy>6YP{CCi_)sbo(xUG zG)t3aR7l2blV!|$BxBZXhARfr6Ux8(GDb9Gp{g0LHs)E;jOT1g^jtF*hTCT1NJpMC za=&FPLR#b&Wx^Xfq9%Niio|=2c~Fq}Ra+80M`CAygtG(nkRJQa?YcvEjA1ek_Ck2o z^F@TN`KtHW;ItvY*#4Vwr=-PpXNYZfN7ld4DBG@QeWCn&4ze+!BBOD!sssOQ%&VdU zAGRgYa~;?l>cGxD*bs4!O!hdfpK4>(AXl1qaA`vs_g3OvEIJ-jhG|h^t(dd8S8J-h zQY&_1%}!!wNz5$73{tB3Y$#^eB)}3?J!Tm*t*FO$|J$mE6RO9qJqLNu{KWFSwsmHHbYgEh+(^%lNfJO%CZmwk!48#63xEr}$W z7NJlXP30Ow3lfrxJ8kPdh>PGLD&zFCb){U|^Qoe)MQH<7cZ%wOcN)W{*GalnN?SvE zeONAdlSWF5jW^FK##TYfH87uZOJ~^{Xpid3%j59lj|gNmSx5teDGj)496d3NoKM!q0A9G zqsh1r81t?u?!AJ9#hh(BJzTTDhW$S|6s#jxjosQLZVs1cYf{#eH)Z%njJqH$eAi}j z%&EvlM>tKSq?aAlR;A~R8B?%%!j^;_&W|y?Gd%;W7ZnErLdp*a>=1`c>^11xilKXj zv3O~r+mI1;1o0vQ!C!Pd>865bjCoQ}d#Npno}+fH@RmKl@|(t=IOr6IAhgdjWG)f1Rt;^(Q^n^(qYw9Dkl!BuH&fPI2xMw49vHUMM?|I zs?11)r>x*9hLNUn>Kn$~C>VX!mPF4n+O)rblTs650WoLQ_)Lvty=IyZ7{%+C_G$@} z$>apr@i2iffRgJNtePUKYmC`bVBKg-qUW$)u3{wdAcF8PvyDjExu7O3T@e~NJv8(*5L zrV(RS6lij`Bzg|bI+U_EiWeNG(k{1(s5j=gU3`A))`+2cm9cPXp<0(gF*>-*CYXyM zrl~f1g)v78V$ax;NFrttpOGORUawn_kX%d=;;~)WuRT)1QeIqsfzyuR8dY$7MPgOa zr44J%`;0p{z1Cn;B=eSy@)pq=%^Kpp#{4Kc^P9FLdXCoSgXi5cwtfVw!AQ5znN8uU zK0fSIf5nJ?+*tgyi1uYXpMQUa7~wx#!#)Ca>%g+3nnlV-j5$;={#RQPJ;!+6K)%#Q zbfz$l-k}3=aMYTzZtT{G5nQ;eSB~!bj4QayCb^3YO3jL8o-soTV6$yW^c=9I4;7nj zsy@;Y=X}Sewww$DPyh_{Epj_=sA9gkrS=D=p^1TMi-1lNsG~(OfkPB zn)BBzF51Swu3*uyCDC&%wukq%jnT|#!w;=!8s=+iVQ`~O685ltSa!o&Xz>a;lG(G2lh2^T~Eu|Ps;<| z!@AX}0&~iMIvUW^e#B6}-&pvxP~Xg38wK~-oZz0zs=+*`ZxwtsyDi>l%%6hqdu>Vd z9N$|G(V=UtwkXMpkMPO8P?HZC=T8}TLRy?}#s2tEibS4%GH+G0t>WXxOe$c1#Fj+Q z!QT9Ep@{S5=wSWx!Wjx{ft)6`l9uz%5gae&B@Qb~{T0K!WO=U^Ae(V~8Tiji{=vbI$uPL0p-U&PZ5Mx zsH5a3jCoNIdZR6go+Gqn0B73Pvw7OBi9lwvj(Vlyd5^->C*rp^$B{GmjuHJs<1R>x z=q)(xHjsfb5P=L7s%AGiECh{42Ue;`zu%Zg1?l(MlIS_oyN?wsMGmZq!!;uJW(Eg2 z^C~g#d396`bLngxbxRto0iQMQnzR~lJI?D1WfO;Og?EC6hg9<-l4R3r!zxu9K4r|W zq75InC6Uwyi=3oPYx3413lfrxpAwbp=7+BiF!c0VXR-bVeAIuUsZJPIzggq zr_cQL0#}85lMY_syP>Jm^IpzPtY{`{$fjbyvG{sZp>%rZs&Eey_UelZtidGC;vptO zH(k%5Io#hN zc@#xo0gn;nG&?ywW1bY`hHXjo9Jv*ti|ya}6`!%y*NoFEjRi`J(@N=J2OLG<(UgL` z+?W*wo|oB@=s7&sP>?6wk=694B@`?=Cl4HqLp6C*hV5631x*XvwIbLP?xXTK6{9S6 zP~CD}rN_IB*-{|<1zQrSA++9J_X5JucZk_@z{KGctMzuv5%v089a?i>7cLGblLy%q zig_IM$}O5(xi%W#AtVug7*~KE{tj!;-y8RFTJ3p6Xpi4V>}sQraOfyR&5AzChFugn z1CP6i8#K8N8((n`@zdy}tf^S}kg-IH;{CNC(bZ3y@xza$_j9UN7ZWbl+M|uySgR0M zhshc;p5HQ-J}sWoO{#}XW_>0j)_ktcQTn zd{7)!8*Gs|*e)a4i@S-)YI~w^UzuIfeZqQm%gP?Dc{(>`_>K&p^Q=dl)2&2;bKPvC zDTvx^%$}lPH`zDNt%ChX7ldFI*NrCFPK z#@Tj)=g2%TUpEg_jk!~hI%i8l4%31y2{{k2zVvb)ur?Ogox(lN6lT!}y5bJSRE=4w z-e%lkX_e~w3`PNQi}5eRa^b*_9NM+~sHS%Bt;UQg`t)W&qU*??`Iy-9Gbj(IPTHuEwnI|O&+tLZ^Afz##pelIIYbDOQ{%VF|ag&u1^{>q=5A?TM|jIEX<{}xI9iR zNJuVv<(^$1M!6{}K!yw+ZPFtP9kD4}vnE}&s#gy8^geMjUVYKpT3fg7>#a0c3~8WjNSbqKx@T$fFz8BY>trdd;AK<_s0 zx3s3=j!fiCYQi+I6uhuX$3mT@zss0q1?t;vNyuTl%a(*R9;|S^ zG#<9QIQyeZyD=9_^Nmx#VGI23(;nZAipmR|iXQQPLk(z(0I{gO2+A?y-n%6YR)bd? zcTHL~xE=fZec7nsCMsK~4;yT-w@;Yxmcx=WFFQokxm=>0~yobbDB4@#n^9=@pcO)s|V@qbsxcKgPeR zsM#M05?$S!nO{<_PxPpBzUk~gaUwBWbZy1<;B&@;r|j;|1}t6L4Xp8fzoeNx-^}K! z)yV38h0gu>v@u5t6rZpqA;;QB8O@nqXl~>~#c0Pyp5pXkTbl;8N!l@PD^}0ULO~fO zD2(Bw$7ojuZU?Mo1&<1HnpNjgW1bY`7TJ7E?P24NN(b z!D=znX7dGIz(*=2hr^RZV0Dm6ee1PmQJjBH=Wd=tnxdA+{o;pe4IF;!^c})IJw+r) zajt5$NhM^>EpgYnhrh!L^+Mw=PODH4cTuRIi^6K?po>J61-eXh5goFKF2Wz8hv7eyoWE?%=Pz8_tWY!+02{+Qj zCZ_Jq7`4AK7BDSp8#5Jf$V>IGu7Ej=z@{m+`hYP@3T%IFOQPqnU3aM6fIEc~6QZz< zJE!6KHO?i#o2oHG_zh!W(?WQCW`wzo8V6i_ircK1+X#@F@|mw1Go}FfC0i1yfwcD5 z2gyN4aV8Gp#z4$_Ew@<^HO6r6~KSkmP8V8i>hC&+jsDpSHxMwMrdl`e%+WIMPc4;OCkxC1=>E`?B0j;?Zjh~+im?=ogY(UM;fBrc(Ub$z7Q z2l8-Vo7m|l>b`UbNKM(A5&4jDN2Eo>i6Y`ke#3GlX|Gr5oUy+)=1hU;FKtQ4A@paA z@{A9m?GHDQ3c}jsWV_)UDmHME^yKiyXL9q;8SZZx_eff}cVxy`A{;8v$c~Ui*~pO8 zC_of{jaT<|V^$UXzrx@dpN3^ye7ua~*;E>FcpzCPn0(2AT)nPWtDof=j$VVC>?n#2 zV%@D9a2t$SQ969BEeSc`R@st}Gbh77t(lXDy#)!$1Y^);8~>`J z>5mE$mvHvqEvq9j=O3x!3M8zS_>@W7_Ik2`+Z)`*I32Tx$z%{G@S*Qx{ob*p!ItVp z#+{ZDs?P0^3QLqTW6c+ljn)D+Up6{o64Of4mn{t3&e55(i^lvaAU|bGLJr|E){}1j zgY8Ts_SDhIBy{_vLwAT#2A)n5@ayy9z)#(rG5%>|fzx7qgUF`_9A^c`bQoZS;|QD@ zci?TttSNB5)s{rh;at1VZK8~l3XN$jVRa!99_Hm3aOrh!&l4HOF;5YRs*o3y;{6=(#Rjb=>n>Vz%91J5OOxT)M_){6gGInyewC z`VwOy)1rEHrUEX-{F@88WOIEX3ZACQ(;{LNkE+Ct<_yqd%)e~h zWoa?r7Ytn0$o7GE?Zn7h_7rqjaa7c?SI^uUqvGxwIz|%2+MRI zcRZ)1EJ#Q$95`4FH~v*cw_YnqT*74I666;fwO|ufY(I7U6>HsZ8H<>*V>?ST@LMG(;dHLO4&gn< zY$!ebtF|QM`1xf9Yo;@P>##w(ScUUL=h_Vhj(uF$JKY*FO#fyqTw0jc<7hhOj<&mp zE_kHoWUlUHi+?s|NCE7_wj@#mW?c>uwM-R_W$Ne}Fj8|i&W!)8SgKB9?L1ePyqjhG z>k2I2Jzy zM-g~5+1GJnRup*7+mh%xJnN3ri68Jo;CmysNUk@Xkq{qO-5N1eKWQvnTBz2C$L^s1 zjk!x~4WD~dlS+MyF+&PqZ?YxPbHKI;z^K?tWX7>!EOxg35pl;=g?4hpF*Nv&Vf`cH zE=UXO7KSwQZ6p$KU@hj1F;Il3gFsyR?)dZZZBrC0T8L9r*qR9~hm!t_`aLQF*KNz800 zW)yZ^3GX6ft`*?t+met&b&ep>wOrn|gmvohmn&3@PqveV zYty2{`mxivo6?T?y;46kelCg0!TeCnY(&hMf@q3@w;8joD9Bb@5=Hj?EQO*`&$lJfbB)?3HHz~xEtUWI@?zFVp zGa$8x^Fxv10sXwh)j$!MV@ji0i;o*KuPDuVTN0O2X_C9TrmZyA1X*c*(zw$slqQ*6 zrUAH5OQJZj^3LCgJAk*1mnlzpixmO|~TDDB8q`&2%z* zp4ji0NL~jIx%W>QGoQBi=kt!nNOF3fE;)VNm;nWV2W(079Ducy9V-VWCk)8MDm}Wi zVR+icqNRmroyds=ylH|(^K?1uhA}@1S~Xh|JxA+Qa2*f%Q03w|uUstDYWXl;*yQW3 za1?vcZSkt`eDe6q_$qGZ$+M2U(YQm?>d5oqulX1Hz)h1q5^776FW16x>Oqf0%0orK zDRJ_;^zi2CP8EBdu_%gqP1us?xq7XAxY)$8^vIw%`)Okp?q*Q3d0pBt(C;%AEiKUN zGGhU6*__}l;g8Qds##jS*O(s#t>3gIkwnYFiIsjZJ4_ZNBp0)71@Zmh&t6(TcnfZs zqHU1QL%4qjJ3NoObVRS$-0IXK2ll$fO5AxUy*Tuazhx}2UKvSnt#|y4&O83P@vkZ> z_Z30H!aKH37H+s7r!6+>WfvVRk_|2{>24L=#A)5#oAL19aLvrDN0c7Nk+22Hp)lLv z5YZQK7_P_{=)C8(#w;mttP&(F;IK^yZ6Kd4anX~L!_5=%*}8i(Mq`h$=qdFdXi(fM z!6D2tIE6-WGqrz zs8-?VYvw5%@)W~JlT15n%#DK43v5XwF|wHQg<(2^l*Ky>|A;=?( zxsSP{$cv9+PrGxxU2fsJMO>j6pWZqqAF^)!s4*02b?a8>mXHE2wJiEBhf;(WYmyWZ zrPHX~D~*{{RPN=rBzg`uhJCX((sFW?K`4#@RK+YL-!pW-W-L-#=*TS4Z)PJrMG(^D zLx07X7X_hr*^=lvLK}~IjVewr7QRmvc^#B8dZ-porpqU3$B6x-v509AyDD>zdE`ZF zjK>Ianxy348}pqxwB#@zbKZIg=0g&qndB2>!F-KG&%E)U0#=%a}n0;&0iK=sCnI$sMlL5SP$j zRH1p#u-$lVua+aLgaa&i3W`so2x;72k;!<#zn^rK2;Ij)rOs3 zrwcp1$oN+kO}i*aT*5fV3Qqn}F2fbQ9JdVWYaaY>GZr;v2jiY7am1-8`EarS%8SG^ z7V4rIZ#8B`>Ge0;l8__o4Gi2&M>AINJp^Uvkmt7AsDewtqr7H#{@7Tc^ziUK0_E&T zz)|S=F4Sdi|G=0P1)krtC6O8)>!9t```X2_DDmadvo(_Ii$gVOOGfSU#&V`b?dr_1 z&nM33p)nOnz{%-zp)QyE8Dpjt{5~m2TtcI^^tdaIxYJp*#5?Z!W!KG&m#WMcon`Q4 zh!?-#W1X$DW{ZtEQM!A9EeSbX<_Z!szRTje!JL0iY^1QtIn}7;a7S<>5n7+BF(bFj zSlF~<=K4%C;5IT^=yWTe+lbwpt+RaFjagHm%-WJjLTTYOO2?DOuLTLo#T3({wf$W? z;OzG!dO2R~oFR`PUOJ<1!}^mq?%}lhvku|CAhO52Dc+1GP~;l(qbSYeg2W{>w>Lgi zY__rU_$k`zf=~}GLiD_?31H%wr2B*+`Vr$UNej`9ne&o!QAaN3#yDzGldZkm;w8rX zDUiL$mV_K(7a8@Lc0eTU8z_&~5alma_!5UfByY)% zwCi&9Pxd6CW$8a-Rr_aS9MY=VmW&%p!1n~O1le|-?o<)+3t{AF&UwhEm zcZ@kyVEd*m2{}B!#>mgK`M;qHzH+Z(9NQG_8Q0A9y;^Z?>V~V_Y8ai;wP&F@#@s2G zUTaID=a_ETkE2I$wy^K49WGXjIFLH;B@XZJ-i#5v-&nx3BXc9}T=6*+ll3S#%rb|O zHJA3Zw1dV>DZuTsCDC)>?ir-pR6OU@I8N3?c`#k8)2h)vzB~XFb;2U?iZVjn$5ENo z0iPx>$MDotKz`JiHwDjsvn7$l)54_7S%J-o1qsPTuV#g75boz1KicIau8X79{Z_gF zBeBMxyeX^GI;U6bh-)&$k+2HHDMgV)w2LwTv8BAG=47=oSBfI75G1UWS6aC@+y=J71SG+ilE=(%U<2Nyq`S&6b25wv71< z3|k8lk_)auu^=J);wjstF>%ozE`9#e)*0mvR-0aB7)vYv(tbzJ;|E!e>eum}~;!FkuX*r__Y72o?e<2}$8AEK;Adk?}}!&0RmG*%n^FrqHg zmMZ;>u2ku1<6l*V%mqQBtAXm9aSL_*K-D>keTV0Z-WbgrNzmf{$ds+wiv5IfN2Kij z4!I*)+9yf;((K{+N|sgJ%SAe?_C{mQ6o_7DOG1w12}XIQoy++$TCAIDa_deyOh+mQNW=lol4M z{SzDo9(=^lTBIvZ`nWMG3O*kZB)Xch8Mk8l{Mw{(x-PdiR;9^@U#PGe0hS z%scO)kee@{k1fgLgJvcOGO!D8m>FMMnTk65f+{GIIt!_@;q?sJoG-Lkt(8e=;c6oW z6I-9l7z{K)XD{a&bFb*aY+Dj?tX^SDLi%5TWU8Bz4(HbLUj*@`S>YFwP|?*x__VSf(F z@zrmP#vvUVhTk$+XN~(PEm&ER(}676z{JzZjkNOj&uZ)rrEajlz?e}5%!h1A$iY5n zOF|BIR;mA%gZ)~$tZ|)v#YSFiXC);BGUf7a#>y^fxl~%V<-Rv*G zP-Qy|MzLql8~0H312!W@K~r<_a$}|xJ$jiS(bXu-{5t5KBRJgv#g6B3RDDqt%WRF7 z(_$bwgHN_G)bd%c(ZI1S`>{H84r!0GpC&Cv_FcxEm=@W4GQ~jF>30JbxS|`v2@9K@!!P}J zQA?&NJ=kn4grd|p+LGwGI&BGcVqX|wj~>3+tq9TJJ6460#$Axsf^E^LLiDsuT}|Sm zqneE3F=G}LppV#+_`U$0a8-QV<5ocjbeHcK=$3I8Ob6(MgW}^J9nqTmwVpI)Q31MY zOQPpMZ+hgg7|MGPa^}>TGQ{Hur}==PeS@*kX`$VexiBi`Geo5Y)6z%>(_9qOh3bv= zKW@yMg6V5)N%S1k<z#_TExue2p0hxRf-V#c$XtD;!r1gb_cv5Q34fMLAbSg4fa zt+N`r28mOJxeDXJi*j^eE}`wb<_tDMguyo)RZPiCJsy)c zWl&yX+y!YtxmIkWlRG1sQ!O$&tM?*f#uRKW+LDk1>M4eIrbFu+9>#`cn*4$q4jNOm zMJeW6bhl5vbAGx6Q%t+;Hk^mta@(WhFlf*Of{RkQ-ZgqjHP270J!DK)Cxz$ele;a#I;#MDB>S(bRJ|#@s7< zbFD3jp6ksT8r!5I&0O(Zv6U_3c=UuK=$kOI_ZthAc8ssh(8w0m7*Wn5P-#+E2aVZL zpxS3kA~jU@ORjw`ZkB)-LGD9juWfwXuJ6{05vv%>mlm-NsI<0oD@m>%O0C~vvzpEDLTZP%|rkSXMcrbL-MK$q**QXOMn zlum!vmV_KBKf<`p^jgZV8iqrjC*LIwPVyyV^Q*?fq{SvEDJE`IXf$<1ziiBk0?jYl zlIS@!i}*$k6_)4=hUCM>LZpRcv47`=3WsK?@pr~-C~$nxmP8T`i*t^l1Rd1 zfv{8(PW)JqkX(GhHvQyh{Qh&!6<2hf%DZM8ti7t`C%kq8vv}3R#dnQ!@fb|$e}}oe z1IGC1%@K*G&E@@pE|)i8{Huy$-783R?a`SpCcoy8hp7%hXi5-FelzjpO?jB-jJqIZ z$9JyHj6^uicD*rpsm_CX!k8@una6BN$ieml4DL*OP}l6o6aR_r9k+@wj_EE;l|Tmu8ou>iWOL~^%kx( zNjnDboyH=j1@9`<)%ZLnfQux+m+Cg@zQdR&1-ZA|lIS^d>wR|!H{*&L6z$B^>Dr1> z`x|5N(xSE@aE^#S+E*L$7y3v`byuu^z?dTivp=^bks7nmjd<-%SIoMC{&#Vruk`h~ zS6orpRQd+~cx<9{7?nv|UOb_`_%_~m)`>el%kDTlTAU=9^Xe#Usm9%ku8kPGZy1Z2 z7Q6MC3f({|xXVVli$JFdfqvDPAqBcG2@;pk3%Qv~N3!Sno^c%G#qn?v?R0b4%Od_A zpUl#J#5irdd1e+Mic8qJ8JpXw@WtmI=gTqoydz06AB9clq^vXMPyueWEeSd1RtOSZ zU3c59A!`Q0j_7s^oxTa9cdxNvX-C=GjMOh(P1jQFCej3c_8K#!fOV%Wi6mGSD?qu3 zps8msq=xVrUd{o~pj>$qj1Z6rZbU2ont#Fzjr9IkJ>_Kcau_h7M zo?j@!PKwL?bm{5okz!S+LJs3+Y)MFC!ut2$(wH1L;5CZpgNkL!e$k1ObsP*TbdqYL#LWe6 z)Z$353zy&Ky>i?EnHiF-y6-pc{IsfjFq8Ks7rH9)ei6w5@J zdPb4C6`m!yrL&W87`os#ijU5_{D?7Y3PS&COG4V1e`1hlIs~?R9}3gN$yvn~rlL^~ zozvLrj1(K#Y^;oR4@X9*H8hqq82E*od$qdQof-CJ%cA5XkPW9{Ks4-uM-o3em_yNG z>Y(vo=NU7ssKabq5kkzv5*h~{<+@?-#O{ZivNc28Z!B)wvF&6=h~EU7xHB^3 zH-@Gr?|G{+Zwi`ywj_Fv=9b8nP-LR_CFkz2NIgD18+^wI4;pttT7+-OH07mGWVn@q zD`kjbttpK>Wz405^>JGgNvthAJ?Sj+gl|DYa=|N43lfqG&bV2SkX-DwjkpmP*f#lv zOPfR;IElkyD#fS79LOs*I*fzzsyJ+}MLQ{JC3oD-6^dBd9iu8k@|%Tftt3Pi1tIB|QjUaIeea{u)Q7FMVAF(M( zea)i&hOwwAI~dolCr>4j(F$!*+OHY2qV)Q&*piS#?_CUBH-FMP^t6I9oACW8B!qlmMsZ6M80lILe7z_2-BJ) zrx>WVDzkC0g_S#%t_0@G(HhiA+OhI%@0*zgoHBKFu7YJ{9Bq%Db_BiDD@!*$AX1MD$)iP)qRIR<91R;Ivz9LV&aF|JP;cR*TPx1f|I zkU(sZ#nvN85ItG6=}QoSS(9oXGiFhNxn)bD=P=*;Ann7FgVVRG{vbt)r;J4eXSx$e z8-2-Ozty-K(t>?!rcH9l0qn~W+`^HKiV=ZZlc0OEF_Q}1Z?Gki8g6Ts_lCh%4e?~0 zvYAs3V|4lk44@|iXo(PqCaNLn}X55 z+meuj?q6(4NGF;#rI${$_0V5=9Lt+(t6f3Jyor5ShY!TnNb{Z*XZ@C5dCjXb6`vXgiOF|CB?F`XOhaQ#<92hw6)HpEeHR5n2Uot3<8w-;bl;w2nHHu9_ zZX#~U0$r@9w{bq!#hI)}%jtU6xwJRZbQpBo{wAoniu%x_$A|mb%@zzuZRBoeHQ$ zh5v)qW*d7tko-fGGbn6}sbJ}!!fLjEGzLwtfh4oGn(d>yYPP>O{#C_heMpeFbQ9N_ z{qWy-3&lVk1{;Ng$zy@^O?ae#%UI%+{oGlL1U@+9jkuDta0RhMH)(v`m>mUxuh^21 z1MQ2pB;;^sHJH|L|Lf^+f#Lq8OFP_G9=w1}{21K0Z_e}1IlFF)kL}NfV|&-FGqa>2 z0TW}}*9KXiy50D<6otwP5?x31%qJ!mhCLbU!A|5k58l(p!s!RE(vh7-881L{Lg~|! z#y_j{=`mXpa*!TjSY|pIu`}p=XU85VviX6|=B~Ay&Z+TM0T+RL)$>K1RzaD&L_FGt z0K<9SxKq-?xif?_y955dxVJdluH%efAyl?5gv!Q*QebZyv!}pbw&@dbuVXn(n6nPm2;O!W)gdDXk*xm5Q(vJE=*`EQy(|ja9QG zrkJinF|#o-6^(eEF`tS?OxTj>xkhXcHDVVGLA{L4jY1FTRsy<4Rcu;qU<)Xz3cZON zYxB<;``7MbN zZb3qFaf_`W#0A{5FMpriv)wU$Eqya|&%R+Sm|g=(z^UA`uNwcBqEKHFBrc(QhU+ug z(IpQ-TyMvzX)pAcV%v$PZq5UL-PW1$ij{8fIC9|cz$kaiOfy@%#4D| z3R@C#h%FT)W<1tAtrG@p!?_a&*AzM873<@U z(U)uve%-i(Qi9RhnyE=SvLpu`M@nZQgmU0t#b%Zwcd9q=Zezw2^-Peu%rj+lJ(s4})%Ux1g_aKbN>pT$~Sf zx|kpJ9C^ohe8{EwfU)_Gad)J}W>dz+m-kOAA;`_OzC zWV+!RV}2AQH`(kmSaIF%FrQsduJ6zYcsiT|li_}h&;C?y!vb;5tjm@x&ppR^?* z2jN>7{F!zV4u&QgF;zHyIEr3uBVlKuDV#qPDB`5P297!QuupBQtj=*u74lIXd< z>i|P6d2aFk0fE%zSA;;jowj`t_VD*`nCAfY%Tp(Zn_3yJKxGQc6 zwuhGBMaF{ZwT}dx$`V{O{w+nJo)RSfhgyQS8uw31ET(G--fYa60^A#HNk~iZOGhEvl<>9F8|M#CNF^8X61I|<5D z4|#5@jnz@yX51UvjDIlh0==G6S0rqPDDW>G#83GeB%`B$Yy7K<68?=K(bam)d=?_y zN2Oj`5P!w4z&DIVOxdxWrQyyg!AZD}LVNn@SB=?FdiqPYB;;`aPX=qIg9X_mm3pm# zb3I!)Cz~#R6SbKB^>u|{aMW>9y*rv10v*F|8PsdG&5Wwx+QloC2r(L_xZQ`I2A9AgQ>vU zVlIGiB(S~_xHL!1-fPT{0@q$aqN_Qa@nsbs0X^bYXe)$3B9|Ot`X-D(&RF8K2>7Q& zGiQtgaTWzYx8LjuV}=w69j-IyH(AZT>2)A+`k%2mKM3SnNgp!tQX-df|cg%-+wY@N5SeJ1c^&GQEoZ*pmQKv z;=*^m6mgA2qlr_uaLo(0nUTX6H-`q_F;rJ<@0D-5B~xzWMXrZ-btFv?a&Rwx_RyrPr zLJrN)0HPjAghG5PBm*G(jekoqWcLXYT@6|H0EqQma*M31f)|I~LroMs)9y#am)r{W z5h4=B7c(S01(Ofin0dziqn~#aEIPO1h`~|6l$7^CK?>mlN-2U<>D65NurXf>ZbP=X z+1ANzKHxQTjUvvm#fZUt(;BPc08DIHZ{h(?QXOemai(gm8XFg#)L$`RKVsZ5X#wlQ zovR`LqFO!9e|S=riq=bvnNrYtku3>nVJ|Y^GadZ8`xIRhhtlXh&dH!428ZdOAZAb$ z#5jE?j}2}iD@oTi9%{JNbGTbsi}mzKu>!oqxTDf4z?~Vo5Dz|vw)iDmD`O7>b}nNN z!-x=a5`}oXF_Vfy{FE(;o-4#%LLr8?B#L3Bxf8`xQ)|OC=&&mMrEwRfRfRkLA9-g2 zCdW}7e)*Ps=)Pr3EsbogY_(+_wrts8uP$4*WXW0?nP4!zGrhaBnw=icv8y#0Fc8iK zgIRMQ34sI>2w?6T!Vw4wfdB@~Z6FW=fdpcMjp6^QULRBax@YRuZrLV(KE7RRyZiNf z^{c9`A34G1X+SD4A4~$xKLO4L%m7A-3!>75OQ-(MOY`dU6S*G+>Wx>kkNO%D#YN1 z^sf+uHy9APUzK5X(=QHH%Qv^uYwS}Igv7VA3rV->UV_9Srf|EBZfs+E(A{QZh%%Wk zZDVUmYQt7j5!P$NHL^AgKy7e#)`Nzq50x?mk`d!|uhBlcN{VQMgGWakx!Et4W-9)% za&ug5^wTOC>&uha#i(0fuEP2<;1*Mb;6f8=o17(u5PcLx89?~zxC}`3c>-H$QhjbP z6=A*lV9!1%zV^|i9A2KLdlw)Ekx$g|0b)hMvyWgphlx zsfaW=gLSrKsSc<81|kwIZj>XDY2V6)t@7g0!FtewPY%R_5}Q5XF{E}RIrm^~xr<%E zy0t}Yr$@R$iojSm(!k%rR)JKLx0#Bt4romj+*y7Rnt=n`mJm%>WWj+ruVOVcwce)l z0HV8_ZL}`Bg5ss*HUl@-T4cIHtqI4ku=ODvzho-HI>!t51a;Uak@GOW0@xsKq)3

TSZa={+)B%Q`XeHuhUdEqtpK!Efru z`{m1aK}tmUR7S(Ou=vaAMZ6C8Vf+6g+jz|)pIBZfp^nk8tWC$*m*==FPo6KZbs|7M z*BMB@2ZQNO_+#4gb%}`QUVkObm?5@B1S?4E2J5i3W&^#nN@du2_M4FH4YD6A4Ps)7 zvJmXA*oCMI_A%{A*<)KJWwAddY=spwv{mk%My9&b)OPk+^nbxtoY4Q7sfgsG@Dr>+ z)4j7kAG%7|qi8}yl^y41b)UNyN%J?VaAi`g>RVS6@uS`W)uPn0< z!Nf2aaiGqC2X(4=}q@S#X0e2O)s4Bgl$AIrrQIX ziB1F7eMQP$df;h7_aS8XRJQTD4A&K!;Z_s)cSYK}1E4)5CPeLBd0dMy9cSxAn2wr? zu+DV$!MX>>abP*VEEb@Y?rS1_5gGjj+ZbI&b6^^*XhT@Mj{R=J;?<@iv{@Lh;GdH9 z5t)epipBqFw*I=sKeI3xe#A(*f0F%DQtlsfWl;XpM|OyPcShsQKI`+FrbzW;KB0;!X zikSB9WXrzDB?TtK{-_87R)hq$BJDW%*ojrG>#M@At|2zOVgLI;qY|k7j*$fHp!Ttg zCA)(n6eqS8q^pf^n2hX#jXG(U>*1niE4E8)1O>t_(v$6FD@f4qF%^+UZ_ojVJ_K6t zL!DZ0ZjCbj-1iFS9LQI{-AQ}g;v%V_u)*0E3`&OyoMv_yt_@Gdt$v(cmf7`16iByL zKgxa=LEn%fa)$=f-)}A!>D5Nd{+MW~1LZoLVwM@mlz_~6H(`@}CEIMxB8J(fNSY?J z6YWiEmy;juPPPuD=;N{gVop}ezQfjnkh;fIgmqGj0nP|~z>9diuLzMntA0ftEl%X!gp^LaXnIDFy2e*w4kptNdAn)zmIKzZt>5;HA=AwN}9l4_FGBG?=cl&z2w*I3gc*D z#wBoukq5S%o+fw)K-V?uuUDDqJb<)nY@>B)t%gWJ82t;AB}H1hvC@>{2wNLMaoALZ zb&Byqr810;|B5^&+3M@^=&*eGQua$pvA@_9hG88i_ECczTC)XYXadoe;UpRD^XRIm>brZGT4w-)5Vj%ivV_ltfE|r0~DVel02d zyG=z{FZ>lzb7-^%Aq>B8{lq-!u+pM_L^|GyfM#s7HTXRg0oCmQ=^eUrdKppgR9sDsoQ<- zD>P+Ez*@L03Gn&=XHAIQ8P1Qu`5`*S1}h90n^Z0}v=@X}zLNz(D$#DX;-nJoFco3F z61nYX{G!5;DGm9P#uIn*F{`)@WzKw5GpO+qe${S?1IoGxdF~Kg_gKz3G7gc(5sOluv?iJ zLLk43tr&s)_ogDOL*9;=Gw@3UM+U2Skh)PULoh~+^^tCvj@YBVzI;GMJ{3V&0lvX5 zB;5+IJFo2 znTo_c4f3#Z{GMH8x|QP!^U5JkA%n%F$M_vvSyDyrGZkUIip+yR-STtj1g$1?o9Q`L z#&tyKTx@IlJ0EuFP$xImi9k7v{dxjrxv2>2P)=`m`cOM&^%A1k#WqB@HKh_f5(>TS zHxmkvH5FlYZEk|my291mI$q+#3{@|sG9J;1tLZNMGwL#h*O6LqOBD@aJN zRFNJY(U0Eq*;)`*&oLEYpVi^<8b;Je!%DHrzYkfxlWn3dtL25J&{3=tb%*tKwi*Q1 z-;u`Y_nDV{SJ1SN>t50PP9=!$FMaZe72j4u+C>)CLd=fsBwhc-An&pQt`7_d1(RFA7$m9nRfBXu4?c)wvAtqX6JjO~G1yLGqd zqQ;Q@(H)i=6NdlI)`c+qFH;fL8LrJ`xIqT!@*KZeR4M8`f*hA_w>1@TayW`OUY;wI zCLkBFl_4PKn~Jaw@(Kv2RvUNxV4X5(PGF5 z7+Oqf$R%uTNe#KkRD|^!G8b!z*wXOob#FXHoL)wPPi7mWOK@ID5HxZ_jR=t^vfoaK z{F$i;>qO?uW?6*R3XYdJ*ilO6%0UK9OBTv^fvbU374mt ziqPg_d{Tc-9DVj6R8B9|Qpi9c%u~Yu$;>88Ghg- zh%|6^AN1Fd0tUWAu-yv2YJ+fsSEP-{1uXDs6CWtGNoYQE=kYU+n<4&(Y(9^+&6_o2 z#`@bPZ=LKJzE3D{I=B}dg}AKJH(_%4e)!uHCs8-`k}{E3FX0QmY+C-SL8aj}@MB`n zMws^08yiQ4hW#q+j%;lf!F4 z+SPa6dxmPeDDj~+?S>4kX)hd37!BQuySdPigdzN`APi1?5n)^g1YbWOES$U&3Z!a( z*0gAoqY$4m6_Io`pTHV4-BAx7e>eaq9Z~mTD@-h5Z-?}IMNuD}{&H0w^YW{HeGq29 z=Q}%K5-gIq!A3?2g71lT0OGHYq z`pvPRezcL=9ngFR@m<9>UAK!D+pHy5`k+YN!!8|lcO%_tQ`^nfi16HDDk9C3^XUt< zNTSf;u*pC~qJ^c1I&*r%P&!dS!uF5<1i6YeA>Xys2q5goa6ao8PQxVp|&fFcYG^^l}KO>l# zm)V*K&4NR6xYkWe{v`HWNy#5?D#Cin_gpC^crX+W7mB0{5q=%Rzj&2FA2x|qGWw4p zxee?B&}~xd3xjAu^i4zyi2;4g3A zOC8j69z>icKE~FB?7V_tD6J3?bY&Nuw>3o@<8f@g2;VNeDM`3<$p`08x7PK4?jQxVo%tqU;>{5nL;6H&56oJH9CiB1Q0>voyXBH?}PqR=IL zKKPF+w#dmiqkG=VR*it(V=ChR9_SjoD0D%Kq0na9`;M?*Nbn7tim;AveV>SJfu|I} zM?`qSw)_4HPrea0?Vq$+btaDf*xnaM-nSdrY{M4v_Q-R1 z`1{~1Fb4#{S8u~|JwfEZWG6sNw@o0P=M7~$oNxsH@mSi zp&`k4d$nmV5ZYv`23d94%RH=NBn34fh}zh>dD)8wxX!=h(i)f3jBP(5A^!iQ|tpl!4UJ!FbM zsX-5zig?6p(6(u+L6=Ww4Z3&p`mhFt>hWq2K4hx~T}*4xR#W4X8nnq&gvA7qj9 z8wSC(Akdw(O$45l!FuH`V@cQ+AAy6FQDGaIN*!gZ7>Yuj3>lI+8n3{{VD3xjQ zXT)>|+W=imkhxP#XN3l&jfCI@hoj{#u_1UE zvan^GF62Fm1mDLl2wj41p%GaUpE?u)58_2HajXr_Rzv)2aZZv@em7e)LiwGhBCJ!M zwfmS~FP7nGvD(1e{*HX^VVj`K=TvZZk8~h~|8@3jN#TFhRD|`y-y9Xbvk5Y=`REbd zsyU+&11)GZ!ayO8UmYz&k{=m6S*2tm0CE0-T`0OZH^(^LO=3M+xOu~xvKtx|#u<_ZlBiMgyD#AMUOJnStx5J+8QL%XdVfo>hKkOHYK1l8>z_w>4sLPFo_Mi#v z3(FHzl7tmu%@wvb94<{N!e%&}FU%C#2kNfaUJ_>xloJb*m&bY(ZUQwBwEy@2!kaOp#`kb{NY5{HrfXN-4+rD zcBR57IC+syjDsreIRa5?oGlk_hY;k!NZZagIT8)g$PblEgP7ZFAA~r8f5!(+m2chf z8&8Qs{5+kFHM`o1Qkgi_s}_fXdKDaqCx_OA@REJ1r?THgYT>vPkz4#d!_!{=^A1)# zaM=@H2O?e&kWh+pBI7!C2(M>bt68!W5b9RwB&W4PCl_=gh5Z`#>q%k1vU6eQmi6$C zyw-7L-UYcXv^2^|9cL{>f647?iRa&j1^;oj<+=sG6iygn%J!6owD>>5R)Q4&2TesJ zeck&^MI=2gR)Q(@xOYk|roFlxo>F9p4Gtq+>8fc@r zu@W?ZY^H}#-c3kt8{0VDhPxzOAB9FIwCmvVvz4s_VYJCqgmp$tcUxr^&wLh%K7m~n zxD0D&R936cs`-KGGxTy&1_!#FNls3wE4%_Env5P<# z+my~r`~_Pr0{3;MBCNwbU3@67_KHD&84{Q({M1W`=pWgJ=ps5peiVlzO~N8fRuw+Y zelwx)NmCKlDJMLc|kza^*e zw@hN;Z(*CD+X|Ax&p4BH0sFP2@Lf|84`1PL%_;n?Vc{QPo4_yp46pXX?AMaQzs^*I z^}=5-zRx1Lc(@c%a^zVgxxH0xHXxc))HSPc7|&tLc?!D-bm5&VzwE+>FrH~CK2KGG z#E1VtL_2E(Ex?jPCaFt}LQ17Y+kQxVn~Es3+8TqV+PKtlwFNjNgDLdv}hDSe7K%%!B&D``lzW0>zJ4eLdryk`79#+3A-qCk>m0RC z<0~Mwo3fd423BWmuG(Xv0LLY|T&WdB2UG3m0u z6#VMY&M+9Luu~l03+)vD8QQ7jNs(rf_Wgafo}@;6$5e#%8nO5w_-Bdu_psyu)k2(f zkSDE_FLB;Y$nlh2w&p!c3J@VL(JnqAMqBNPY#j)r<4i?ZXLQz{(5uLU!w2KypkE)J zI)OA*_0(Q!mwS=ed2Ca4Ti(h-MT~uOVF;Q&aqQpgZ7FwwmJmjh^Ywc5LZPjc`#@Zhw~up z03->o$1v5F*7a@#_zJeUx&WPc4G#t%;*=eP5|H{vASu2{wlW0YOHD;s$2Vs`d>i(A z$KYEg>#>T9Ttz$|W}Bmn2a>ykJ|o_-d>kKOzntKBuc-*@I4(I1NB^RU!G736ZG`DB zOU`bLtC=`Ai)q46IoUr3;}I3y6yzY{@3D(W7xDIjm;r)~a#A3+i5uyC;>1N-Oc8K7 zK-w6ROeX!`W~)gm!#7PuSg#Cw>9{5G6$7s^$b;;b%5dVn0Rdki9bD)u1Q%dVxu@<` zk3#g9Oh5Q(l#7++gx$8L9#>_Ik|LM1hMOva=z^?R1F{6-&ob@SXRwtfRp+5cZPi(R zIDmRkt{!z{9_kHY?qkTXl3M%gbR)uD$1W$`o?yAiWiPdKF^2o)9mMRuX1P+qrb9@i zFCvP7ZHz98IR*GmRw~#;gf@glh5c^AqHHR{I*UC=hTt4$DS!phB1{s&X$+=@J&jgB zEPF%z=5X~?`pS)Zm6qRFkB)N?1Z>EMA7vQPR>m(^Thnw2MfNXa7oINrU2xbFj%y0* z-Pn4_6(1WPkDefEj4Ht^W0mTRrZe@$6K z&AA70zMpNHF3!cUASZQ$xlOxnq(#4ntpWk`E>jWK0nI*A_i8oKav^$4IuAhlA|m+~ z+ZbIWa|&ajHsF++8PWe6>~|9uUo#b9oy7(FNTd<5VZ6bSS*?nGt?3NG$_TEV%0 zqf}Un5zed?zt|K>+Yb-5>Wz{&zQO5j4YnX2$(GbPKmErL<56}2=wj>vXAQJKI<|%u zz(^A+Mk?a9as?@Too$9Lh0_b6N21h&^oL(% zznCESvZ)B`2;iIMgG*_35a!r*2*nHQ58%5d_GyAfnP%4NemlZ?kZrIotkrTb8EK3w zCg6qEt}!9_TedcY;QyM6uugC}o&6oG2mKX)B;|9_=|-fs>PlNvfE5`tI&ecnEeWqP z*?JIO%S=UB=e2lG`B=2#8C7Gl>6>>Ga@xr@PPcU}fiw+5JGms;t{q`?1zQKg=rN`u ztTS4)!)ug_BE#^I7!<;&%ISODE_JMsa}N?4WSgc-XmO!m=q8Se4v9e>=;k&?OLXK= zVyi#^d8Q()16nCQTYzMP<2ifa%ppWU1YW(BL5LyV92!wcb-Njny^w9JF0z&Q$r>%e z*@uBhS=Wn|C2i|@Y*h%lKQ|R&9o^jB#h@CDjKeXITQZszy^MI?!8S-2&%6SR9%7BM z8`Im^Zzn|FYAV7yk$F2|wHRY)X7+R$*OAFr*e2;RnO_hqVi-UrLb{x7jBb0I6FWV_08nT{SX{<_H(_y!sR-*V z*0$vh63q*dIFMMO--ly7qkg^Vm(-_e8HjvY zkeeiG(JJFkHzLTtV;iXpazzrQsTgY+wqDBXEo?mquQ!{Du+D2M_>Zxk%QHZdmyujaCOKc%6%B|F4=2q!m<(Y(sn69!`cB@;|`!Tx!v_bwr+&=JW~p^&3Xez=wulen5Gpqe& z-GF>q+{k`E;qrJ>5!Sh^q+A>si|L>^Zk%dM-EKx+&te;^%WG8z zFIUE0s-d=F!6)Y~pTX9Ju)Eb%gmrcob!I2Od}1A;;~`5^A;|h~*oC9ZdRrIP@=GYz z8oC~!d=pzoQV0IhRD|_9u=$Wb2D^gMo_pI@5n9AXaPOpbM4f(`2tf8Axm`z_!( z7Fv}xVF~KWoF%W{{v2CB!u>O*BCK;?2#zr_+qCSgMJp$J_}RB0yI-;m(`C0vIK#+D zYO-S%Ei`in|L1HC2%Y~h6=9vu{NzX=oFEb>-crZ=vTi^!3$C^`qnO`zR1Z!P39aa0 zXD<8o1j`wwA}nI*8I~zt&*+7foPjbdxk4x(N9_nx*O10GY0L2IXDRuXCsy9rA5=<> z@e%m-lpAhU|MjH9lTkWm`OF$;hhPb@UYAn+0c{Bpx>@VfUE&kBp$2TTRRBrkPPH>P@C1ELK~rwaeS` zYWMc_9mvb8J<;h#gg4AKQWxHeLS1D4mcug0+u8`)&bQHSW{|B1>1Il%BCPZ3ky*2% zAz7FeJ;{ac?7q2`wO6kH7_xjZy8v`q_F!f$us{yK5Nz9V#W=Am1^Ys_QUvVtOhs4+ zyAt*Y@YqQN7h5Krb7)nX>B(}Jn-St&Y-4pHt`h71v9=0G)HW>mWU~AYwl0L-+e}4R zXSYy>E{TgIs{v-;f}HMV8>Y)?5e70zYewjNg{=Xh^CeRe*6F1BzJ1~Y()O9t>@qt% zh7=!Q7l1CsRF|3l0=gZ#%=_6&5wO286_EzZ8P}8;hpJ@=*r|R*hTnNgG(6pM&GgI* zMF~xu3f>4qLA~mY_>)6xNLO7_gik@5+rYPnetcWOt;zYBUz5o<;dY5q> z`-DSmW3&4NQm_;A3pJsW^oJ2Txu6p%>jUi9ld|4tDk5ojdl6S&12KhiIqdW#C(Xqw zm57Km>cgRP2t_R_K6pNf2pA3LFw}iGeJ&TRkNBmk{FjPw%F+<{D7(0HfnTAXOBZWj zXs;XD>qhpvO|)0em&RgyN%d&3l_k}qW-7vZ^;ntRFJ>P}>UJ~2eKp%yUAQYVPWg%T zirf{>SFlwf=q61?SVxz&fZ4u~HIa1#BKjEHC|yKaE1Vx@zn)fDq#tGpHCl(239IIPFr?A5LJ=5|^Rye&(3K7_r_qJ5Ue&lBrlr@93D(6B8j&IpNbf^>P8 zk-gv$tK6Ry+LMp_e6~)cE1F{}!aCEl5TP#s9)jHkFAT#VVW!g5cDWY`Ucxq2w^^=) zr7}_7d~qus#Vz;r))FpN%q$CMO+@J#S&|z~(-7KPgvM9E!d(S&o)e# zlkNuh5zM^2R9 z^lY%B>)`9zx|7=U8dDM0Yt!8HR8XxB^fL1N4BH@Gp7TPt&SY*!2d4kPemf!ZaZ?fY ziKM&g6cKV6iTnrKAbld~zLygDclO%}ksq3huuf#bs!%fTKrUxo zYir`LurTg7VfA0?6&>@XXijA-K+v3GD#ALN(+`7-hggZEL9f+I2xAl55Zy*{hKx!n z)*7?JUZ2l?Gof&vsR-*7W(x}VA)y@77m>vEY-4mu%#kE;fiRoJA@;ioivy-2tg~2l zL^+)aX*Ht26l#~%;XWiZ&Nfk(&~ivHB~Oq_SC%4VvWdgM(C%xLtpu?txfk5I8nYt)TPdWD>v{?si4Wkzq znD#AM6^@?A7Is=>22T36Pk$#xoZcBBp`p+TU z>)1u04;TE}q;G$A4z@;QgS(B6BCqYL)}2dc95+M!50353f)nxZ>ooa`P`;+CtQ-;6 zDPOQRj`rG==X>CA5Dc{a#&$;@Muc5xI07X87^b*XVe=nH<}G%C=rX^ckOX;EEpkVK zI(W}jVdXY7Nanz#;Ecvb1_%} zUd1jT-3oAV0m4Hh(?dMjB=UcU7RKHS=@ori5nj$#l2nA3nToJp5qjZZi;T_#Ym`p1 zbPlVQ=vEMY$s4(+2Gtrd4f3#Re3V^ex>aLG9QOxoZri|t6;ZS~`tY~eoJ!+JE6Io0 z>XJ(Gep3!gFWCQ7RySwgIBm?}`5J&3g> z?2c#aLfHNBQOGVl`Bdl(PkxP6f?7`?#`Uu3$SJA$?UA2u?1xmlx2mz9vTkUfWk>Oz zHkqP{PeTp=7EbqItfn20cfylQsJ4xhOk29tJ~=dK3*jWnhV~}sn3|m&YATqDu-=<& zh{FJh9Wmkj4*A@~dXv{*hIzoaQ-Xj2^>TlUW+LT1idFOp?1Iq!F1SfJAhDw+-S}Yw zpIG85mXLnu2DWCT-?`pYgmud9-fGE*(S6B>q#p9*n)ojf2LeLO?Gl7rK-e!q?vHXQ zmEME-EOLH2yC`%yZ-8S^u`PIxEwKd|qb)9&LL2i_*@_X&r;5kw3YdiL+zor0_N1S0(_w%NK!*FZ!9skd8+^>$$j7wYYfR5HeR zf5BFVfP9^)2L1x=>4I8V@LbRf0^7FDuW1|mG+P0J z=98u(tfM(su8PSFut_|fhU`>#c;kNK-e*Wu#R@&ey=_#0(&|KlVO9}?6Pk` zU~{gsHH!l0^iZ?*0S#?r?@ssfC}`k zZ+L?;UPX*C`dYWI*-Wg-eIz~5cmvyPU5;zwRH?wPCG^$+`C7I*1mvqsMOX(pe^(&( zQ6b)bQ6$bPHY?-m03+)L>>)qJHcA)Mf&4 z!aC_W2~b8YMWqY-v2EdwMQAT! zt1AOti#|TGRqh0Xt@27`98N|?wuV%baqwH%s*;NFW>XQ?E5=PZICWP9iOmYvENRJ{K8a(bt2u|yc9m& zZbn*5`le^fL&h}|e4ns|Y+VSud8Q&PvU@mu!Y-9|+w%$AXbT~Y;X{$P%9dFe|8W6~n5gvhZ!HTfUNd}5X*?N&)YsgfDb-q03Kjr(wdlVVp z!7d10##8khyq&EXp*&$K!a8N9@1KI1`7CmNAG;`YIZx4V@ZD_12a`E!LPH`At1kMD#AL*1yk`G`~%x8T~L~SgAcM5AZUJTD#ALNhs|$r z&0$*;w<-7yu3{@i(4J{3!aCY)r$D8@%)SLX$USVsblaV--{4NR287NPrXsA<$#)1; z2<6{~l!n;`>QZ9(4GyxEAfQU7BCLZl@*8|H+Z;ceBmb57z^1 zqjWLp`3>IBem~*z8&eV1xjX`XgDbDMHNKy!-{1iX(j$aSX7{(Z>OPC5<3CLPxg)itLvY98WeCVI9Zf zBSYihIMnb)Y8Bz&K9b=yH<5P}!g&GPI9)hP3S&d#BIsABof~Nv7I3m<^IWzLgweB2 zMObGvzs;#JDgmX{WZi&l{+?}=E}I1f9WH;zem~*z7E=+{xm?u71!Az(1FtybHy}EF z)#>-)oXAM6h0%Uwv<4ARr`jlwrUEgU3PHaA#x5LPzT4XQCe}g3`>NaT!+8_MI`F%T ztRrpnU)eg6I`Ge?BCOYerP=+bbGf=Xo_`y1ypL_5F2@rK<geo*I8b#6sIad*0*6w=!;dPn4)-Ci=dexG<+WVq zWhtVL5FH3~%#Tg-EVdd1)-y~+Scf%l4}`rEGb?c*L&8!aWn4!%f6F#W7tZ{`0O}+& z6-YR==ldJ>>j{)MnToIoC3M}LeaH{f(nu~UlJrI7@kMD3amYRS#*$xw=!3)e!#OaB z1^$3I4i^2f{j(MYW4zn6RAR^5;p@Oz0)sJbo|qRp&4%j9*Uw5)?6hkz(f0Rtn{0U6 ziVnLy@sBK|L@m-`f5Eg=5}(@7nToJj-LN{$+bbj84UCI^;ILmGNu9*XxQ={II$~=i zIv=J5B9frg$%Rn+pc8>|Jp1*e5BTGw7Ru}+FvzJ1BJllerG`7{i-==AyF7HehO1l-grI|jB2h8>LV}`mElM; z1J0TVK(aTp3q_ag7BLlBixUgim=YTr{nw( z>Ok@6U_EG6OKMBie+(Jl$u0n0#yuTpjet8gfHdek*h&$wx0{Nv4%W>AE2CV-v;SPW z%x4kt2iZlTi`dOVj8QV9)q#$j-^bRBaDKO`2N+Kj`}^d`RYD|WWU2UUYG1S zS!ClSpSaVeBc*%TDiNe#Hx*$WX`wUHM$@mQ22NT}Ak5=#ur=K%bcTs)lTP>#rWle* z;e)0ktdl%@r^tQj9}|1qzRVvX#!^Y^#8pnUZE8M)G|#q1^Bfozm;5LTc^rZxX`G?% z1n3&JN~CG7G8JJR=;DKwpxKO;`mTcD{J~(|O9hk8y9tr)WgDm4n=UETLha<>b|}`4 zFxtb`fiT)>D#ALW<%gk-^_RUyoXEz3RrHb{3=F6(t<#OjYJ_d1E~^!C@m$f;jkP4a zhS_=$UW2A0tn=#Wb;i7Lrx`#lL$4%fn>z%($9eU#Csqp%XVTMu3|YRET>!c)*F)re zu)u8w;K$^ZWaHB%`(n0MgzO7VMOY`hE(&uiJ|*(=r-F?uys`?U{S+t%xt-SX+Y1R0rGPMuhiGwvoE3rgDwjPAnS4>4%=XGjdYh*-_O0R&oUqBuYv5nB>aasWq0}3rNSH2%$zn7H% z{iY(Um;VK+RNR=!tFKr-3i|;2e6L=Gyd(|y`qhF)xf#?`QK!%E`uIBKVI;Zw@wVo9 z8w=^A+%lh61MR5@d)x+m31e$QREg)tO15r<_6k!G)@iR6OxyyNHY@LP)7o5fUO3BRWuc05mxBwagJPOi3Xbk5Yvj_6R}g( zcBlIga(t1ro_K~FcT{x>fq%D;Wg~x(J59?j%OB*9&o2x8K|-aZKgeQOqN$XK;fgvF zc{jD&Xv0(Fv2-zsR9+GB^{6yLqw{%zX@MrIhR-z>VX;1=E6H}bO%tvfHpC8Wyy_;i z7o>|${?V`3gL-ONcq)RhN_?7KNV?tErI_a|vQq5G##YLcT4^igA44li|Mp3?o}_>K zn5hWs_2GQ6patinl9go02kKOVF-!uVE-1Chb00?TKV=t&F87Uc;Y(N(uPuW$uoFLq z>D`Gng!PZvx)Ij*nu@T_dgZl26V4Ywn{Pk@SUJ5eH;1AvgjDuS~0#lP=lJW&3Z7RY##7nM%0W@qn zHhke4F1H=iV^6td6{jTI2UTB{};BJq%!=IsR-+pp~E_!(vmyehcJJ`Hc=NQYrXHk*=i72|79w| zBCLmRy>ICg#H1;`-Z%UTm^dn@z;YJ+9Qn96eB8-1X52d2GkgO4hJ#}#;jdHh*DU;X zn*0@(f4tx~<;)8gE14JG_?+XyMZ?gt=~^^Iah!>eZiS!rMZ-m=P?AN%`KBT)HVS4= zhs~SR@0WH?2Y3+sxC87$&_%AF(*cwTTTC+M+{f07bb5PDMOf#%AY<08g3P=Fi8a_} z=@MI5sD!Hlu;Ux822eCLwgLprh^YwcXqN00L#FaTxhR)D#MH09;-?RQ=H7*fUcoj` z7ZHRoR`e5-Hq?)_ph>n81k+1RMOeqQvVDC@E?DjI{Tigd0fz-xXjL0ix0?~#huOyJ zLR(b`+E&x#-bV?vg)}#zwuIdW*t!sQ?==-+o!!Yhyhgd0TK5E9^8n!XIROS>KQk!Vcm5$J^V!xZP z*ljApI*W6ZV>=^0L~jIlycYVT`w-I65r>>p@gZ~{LUsY$cwKhu)MGtDd*Mvj^5xQ< z(B4JuN&Bj>bs|j5rXs8}T_n6BqREFd(5e=juo0;?vz&X7*vr_a=@MHkeHMCjpO%0SK5Dl}KDc8m=f2;l>%2NZX`Z&H=DQ z+_*$YlYb9eds3s`Wh%mYjhcOUEO2Tb9Jushr!rL^(if5Dx7fz$(wtL(TIsfFLs)!+ z{cghIYo;QsvzWi%J60ZPjkL9FweQWk0h#=fZImvP1+a%LwQ6f!bg1)t_WKE!-`ntHnx7Qp2Vu_A$~+U3oVlsduxD(!?<8(F9wVf0S6 z4usL$O+{E|bozeT31*Q|FCmYwvklSZaRweJkt@ScM+k+lvfoT7eA!flbqWjifD0D{ z(dhGQO@E}{uREK!sGp(CJCMnPY_oKkEG!I2yG@-ZB z1%0q%Q5+JZJ8?8o?n1(<1~|{RDsb!;{pFp5@w7H|PLcmOQeE|=EDxrMQ*NwyBmJdR zFzfiQ?cQ$D>BV(Y(o~$8hF#cD!D!ac{Qaq+BN8fT!*gg`p%E3iTqBiRso>WP%S&xV z-Zpm!pGR3Hq-LIJYI@=_w9Hh5#hQsOL#JH{jT5>IQ9ISnLb-y~={mLx>p1DK{WObORQucZzsab!V3c$pG4W%88tNkkG5xrs)z|To{XV6G^*3Hy1)o zc=QYVa<&Qt(929kSO;|G^}r@vItl7^zk+U9aGa%HKBjW&d@JJmDBDn7TxS(pLQ`Bi zNi=msO-a}HA+{!j+WSpKSf{oMVu=@9;5V0nPF7;2fpxtb+5LcRt}Z*LP>S^>0J9t2 zciGAieBUw^VIALP2VkkP4!K0VMhn)IWSkqt%@E?>z|`GuY;W&19mgB=%Bh9usfj}H zC*5RgrTWrBAS{Kvq-d$wo{QX%(BTuJ=15E1yI>dXBu)Bwww|O;{P9s+CwkjGEH~g< zHl~LXyLL^n5A0RPo&Dgl0B&5441Fbn^(R=bW-CRoUTG@AI@ZO9VdKibxh02Q4SB9I zsHF4Y=G}zQZe|;&3vG$qY>c&&CnBYGgi)2P17UR3RD^X#>-xZG(eC6Z)VbClYeM9X zLtbsD5nu?y%y{ITo`T4O;WNnaPPXy749@|-QmH-o$bb#t0wcADj7ma#2soG*kNgg{ zN(AZcrXs8(J#UAINe4UpurUkKPDR`pO|0v?J())PL3SbNqCK}Dqt?Ol99kjb$!Oz! zA6qSg_uZxH=(0Ff z4kJ(p(o9~=el02d7n+K&Uij-p;WvEPM{1Tw{VK%G6YF73_#K8^i(^*Z|vuXhVJ1#DFaxaXRRununNm8lVW6pvkHmVX=KdKcS3U0ln+g;E`V=LdTDd$tyY)Zdwk zuuiH+OtN4jq&x~6k)wVz!xHBqH&(={y68}(N>2YVB>6RV0qBxkFQ-_E1=0LUSO9y? zkVh)EfV9DXV{1jo{;R17>tyE(vR8>{^RRB4<=U5Z1Je2(+bCUH3nZ-})GF7F?>_eX z3721+im=Wliev-dbm)Up4m|0L$m6VjTLbqv%uS>XX(P+o?7ZNC!nu@RpB|QJLrWbN!crfJ!*W^Y`Of10# zBa8|ax?-q&bRIxbzO;IH-mDoj*55WM0uA3M@?xCco{LdUP^Ml|W(Mjde8Grmv91P{ zhS!K6$!koDCA$D@(2ibNV(M(P%03Em4Y(bRqqw zWs>Za-efAmVr|7ULCeWd7mCX{R4xssHb^_&h;`>RY$J8Mkri~fE1<#&70{CKdL>&A z(!1PgD#ALib#z$NmbC!R7)Iy)+gsU$_ESjm<81SFN%mw6pxQDLB=Mjq){n52B3M6Y zD#AL}?FVr<6@Mqh$%;fidXoC^9a9n3>%)0?#EH}Zbb4%TfGA8OWpqVKZ9TD`MB=9uZH>>* z3lBg=c0{{{q4Q<~!ZsylkdFLBwqAtrai$`y6Fz(AkXNbr)j{7G2fuQNpNgBq5V}Q- z7sq`6CALOsoI)|u-Hmh)k4OpK-AH!=w1=${0eZHnh%`{nSTocj z$p(mN;tWJ2T3lwDZY9hHcsz`yhqujCCIT>;z90S!iAVA>qV){#$b00lJEY-z;#`0wHoNQ^DNOH{3(#Y~i&V8INfEha+>=|# zre!?$U2{y6SSW~ z-d|vwugiN12i!i#R*GQ#jHw9gSo6-VDHQW=LTJBa8>b6R|A5=i**XwL|6wY^IwRHr zw>xLdIBtgcU%YI3Hs_?Pr7Ym7lLj(ozh9S zt!%Xj-c6<=tm93cW>b3A)HUo(pTIUn7gE=gZa1)BO+Z|4D#AL5u4mU2G+pmTSWjo0 zs|(BEq}x;3$`E|xrXsB4(>k}NAk=ySG5!_XY+a0oC*A&ntq?)^I#UtWQPQJq3O9Ng zA^juUAYDj0C*3~Hemf!ZNmCKliNqexQ#(=%y9jg}(v(iRUBFh0z;#VU zScglGvMCJdWkhv^ZICW1os({d*>5LAt}_*3od`M0rT`&Vk;hZm=IHX!IO%qb{c?h% zWh%ltj&6t76gu5*Mp$oP8>Y+VSuSDA{i&MqF{P3@%Hr`QJS@=6AH-A}rG zf~^H1^-)t1)=6a_V^i8z_AS_=e!@0PmyqsBw;!=JAas6UD#ALQWqnO>$n@$Z2m;$F zT1$ufkke@cwua}+A#4lks1X%pCR+^x>m*YV)?v+w{WZc6dP*xIR}sucwmG^DXl~-% z8|o95WpYY%1N-F!$9hu{)^RLNFD^Jyh((1<{%r`Tk8PkXprs_>QEu$TgKQ-TsQsoQ z{!~DXu?^G(m2=vr$$lY$arm$HDOVx6PLk+O^*)=(xQ^}RHEfe~G0ZOv2%XxJ z?`6bdc_sVx1j?PJBCJE9eN}k;Np)z;zYP(6oNb^kqGhy8i!=<2Ir;c}gslZ3^+8h+ z)=4ef8B~W`gI=>ODpl5~pu>I0>W6F-by+PJ!C6qpl41Z}2Hq9?LnNU$7dD&kKE%Xw@Qb=#1@l97k6hy6l=zwWuubG(*-Bf> zKK2Um*j-^W+Hl-u$axZpfCk)vdYqMjv&0woS zz&-S+1(yW538S({N9omZME-4vYaP3cbXyZAX4_h}7KGGlQxVpin11jzrM2llh9s|H z7l1Cwsl;r%imeqPyW3QRb+TC@*%XFZHz2KmZImu8y_jtk_WKE!vZ)B`T+(6L6ej75 z$m3;fV|00RkJ>0sjtmV$!V15-@vtuwm=10XbGJsRTQ`=1;>LY` zu?abVuML`hW1|QRu;r5T%eC=p|K#vmhyZu>9XBiq%6ohxGCRu?Wgdge-Yb!-PSmT zxNlq7N)fCVn2NBDbt>W76w*@>gz*22T}Zm{r#J4~5w@PBJ{&d`VZA=EqPHm(fb}F2 ze;T_Obcs(b?%Pw?dJ)3MOhs5H+_QHCq9Dq&%u!T4HNN8rTdBy}`i~*oH?j*r zm+krjB=tZG5`T}o6rnIaODkNPH6b(ry zd>UH|LTaX|2`140#E$2$?*j>tFSS3;Y69*=1YOj`Y9dY~v+az5a^JQ9wNGEYXvPPkNoc($N z6K(u)LGCsq@&1 z5M({3BCI2ubGQs^QzgIXjXU69pX%DkRYY@$ZH_LQxrHX^1KB`8A6M!_a2#O2oZ#4J zD#ALB^LL6>!m)C5$nl(OTO<8`T@0J|!^%Q9k9Wp~%EcjP)T@{M)F_(!Fv1*V7ltm( zjWD)`6+&SRYo;Qsvz~p(hb#(3$W2>^HQ}b( zL8dPvt5>s)(PcFU@;pmzT*&Dlv>_~B!G1SkF=;BoI*WPx!_5_^-)s0K=gM6wj*RO_ zrhtj59-i5Aj_``C;C*U`#+8Q5!$_M zlXao30cdq!tdU1Lhw$2TCN1lGY;_34Z<~s+4sm|mvT7cr1@_?>pW3vtZa_>YS8NT` z7bI;f(TZ?6f&G5MWrnE;>s-$2^Wpe>DQsI&e)MRjuOjMlFVZ@fZK`ggT3KjFUBfmN zWkQd2CE(VvRUzQknu@RvZswu=eGbg2Qj0^$pApBkYy)(0%qrAJ8m`oUl>9a9w~~^- z%2b5)lAqnXt9QQ>)L@EIz9rp_r7t3dI@=gs3Udlx$s2JKZ3v5i{cggdVk*Kqi_N{2 z!JrN^ixJ#=6*G;7Op(@G@g+HeJW=sSi)0eXgMVIO3f)`sQ_iLq9 zGR+#m7FM~?^n_9Js;B^Toc=PldIbAROhs77KKo$ZD}oONM0RSHYpMBf`Xb``5Zf4C zTyr38ZK#bawINOL{p@!W7Vj|?VV%XY-c~ahftU=%WVx>_Lo}$PhYt54q3^Oy)FrgM z;6*wnOMRh^1lG6MY7ki8Fco1P)@;lhEQ&+)BPyZvMZ|Lah^^uGoG|-utPNrDN7I5# zj#&KORD^XFJ)+?V3XvNi%yPvpbOrjgCM-S-w5rg@1=UpdrvDi7JI5No^|D#X?~z>G zlXKoS3*5v4LbkxxinKDvRD^Z1d*zBnTS+7=omNAnZ*IaCuV3+nCvPL1bd~FlS08NQ zpGxIA9HOd>s||D-cNQE8>po!iNW(&8LI3e(X9-d z3$fZE`*xe!Du%F0>=1xW1o~07dIb8AsR--P&yYPv{2^3MZltautUK7I=)#(fEjQMM zfViFgY64=yRD^X9b9!Mh3_r+~AV^Ow$W?^#KDIf!FkpHQA;aX?71bd$-pzhDq47>r z5%y`|a237-t$G87Lh9#mPWmd+xQA_yE{(b2fHl#F;P^WGAK0epqFG#MCAuYF6#5x?kgWm%^jlLA)&X50Tn8KD)uwmM@y;&=&7S`C z;3)v^Q4n&v6b(G#?_%Y+)GDTSoB59;)-_dIQ^X6T;~`oE&I6#i+wV&6s?Z=giWGm2 z3?eOZ6qp`X4NvR_CbKF?Hyb%Z6BbtUy%QxR!ooFWJ- z&Vw^&guzswR21VC0}+W9Pmm(K;p0x8G2_oobRO^a6l z@Che@GTT6-^|wum=kJ4m53L!#AAW(D%W^LC4DZOfGJIv;1raiK;>sfsT-Moo!S*DU zQux^m=l2b#2fW*xt(P94kmR@CbguPVb=XX=`pvPRepGd^8UE=hQHlOHn`?HL zB8p|=RIgeb3hGrj{4hDRhV&f&#eNs*IsQ|M$Swb#TmYu!Kks10tD?KD2=fah)Fz&B z9UJ`I+Vl*qNx@FcFTnA&YC{g0gibE#M9TUM_UlPmpK2;1X>6xR5z`K3XJ2b%#H){^ zgGdEpjlscq|LBI$n?$&4mBoqdR7=_5RA5emAzIW1F)=L?5&Twmv1zubi5-Oo+U-gw z5@9zSzlREd&PI{h(YQEVDr>myR+EadiLEZFDCe7suwGG^5$2SY6XvrB{|0tZ=)#|J zbh_)=su9qKOhs4+oga2iVVZv%;(IFFKwW&C=yc<3EeNSmQxVolX+)b-kZIhH?EZpn zvMxJ==yb1RD?<>z+Ej#fgdJnfDeyYpiP%2PHd7ZHGdkTT*@_TkA2StU9a(!g$zbP62h3i3GpW?PetF45^`v0qFOoNOw>I)aSo za|(!z>xkn5wn@6pLn}I+%YHq9a;~We>rgUd&nZ|k??5nz*=Fg2(Tq-a9a{l{=2}w` z*3r=La|#!F8KE3w8>9Pj*P^gQ!tUMh~^V)b9B*YM5p^G`{e}3hfGCS$H5ISr_ka)j4*%1E(~3mQ;$yf z1Ga92^>$b+--J{c;#C|tnalEMr>nt*&&nY-Et|O5RY?E|b zk5+WL_3YOZDCd}punt8d+MEJO<9>v8kZrOqG^6Nr``PLch*z76unsXR_?$v5>juQs zWE-W6NiRCx&FuFRE>%+z*12?vIHw@$axc<)CEHY8TI}d_cd}I>;O;OLVI5o&hE8FW z{26h4gl&K>j!x0(KFEG6Df#!Aim+bt=>T*}`KK=;h3~VC(WTHmI^B2J?NRD^XF`eEi2O8So>ze#oh=<=INbh?+awIXC+Y%0P!*=dX-r=XukxmY(oz%D}F zx?wds-Fw+;lge|KsR-+p#~`|#Qb`P+$I9?+c9G~-hG~gT_f58X1p3{kBCJDCMW9oF zrmi8Z8BJTWkFL?_9x^S({}4rd)S8Qg42yo_b#>u zgwEfaim*;6H}0GQDEBU8^bNLox{Mgn>AuERf?)bLQxVoNJwh>#e$OrtU9g)94LAcW zGgYh6ZQ@*c>BE}z1n=+I+7aUSnToJZ{1FXh=d^51-KHm$-C1n?2>IovBCL})3Ph)L z*G3YsE8oQ~7Tp#IaULb{3e+&=q-1Y*Cb2-2!M1pj?7k{3(TZe;w{ikS>4MgYWcOv$B2O0Rzi2ALBDHCZWcLu; zJY7DFNOljfl^~7lep3+^F-46_30J4|s9BNhR*#BFkwzptywOI}(uicYQfg@sy)9{3 zD@;XLM25w_Dk3IQB8pTOonp96biErtc~`T|)op1`9C%RZD-vK-Wz0GF6~>$kn@bWq z@=CTcq{Zzr6=5CU{N8%AJWwu{W!Sw|ouswQx&a|o*+%I?T2O#sfT32BkI;&6Im&)N z;WA_@!aA3QYBO@0<264O{w@0!WOE1GFkLo_3TlIKQ8Pm4cD4qD&V;E5>vYcCi|&bK11_puGtrFB+epiR^6ecij+nh2J@0s^-^=ehq?grxTjz z-Gq?#u#MAgO-l+Rv372|c7)MRwhn~R6{aGrGg@(EXxvFkqMg&_>c^_%ok(k#ZKf`* z6@{^(aW~PkGqFLo9)wuQRD^Y6d-hf;tws~_o`|V1^nRWrlFC>7Hg?WPQ1UA>|vcD7wPEcg>0Qkoq3+A z2GM18s8z@ZJ!fkU!(^j^Em8H5ZvsY##4{Yd&Qw#mArR~P(HXF>T` zP2XMc97HRD^Z5i+f8lgP}TEOf|~9n~>TA zY~ysPEh%_XyY7>Y``J1WM!zu?VV%+Z{T__!N8qztglWC}#HioUtQ(Nc%44>s8W1I> zO)LEH(YCXK{eHq_si}xZGnXA~qjcMhaDUlML0ry$Apvojsfb52hyk`y91vS5h$8!i z1jLg~MLe28ynt;K2gFti;<@Y>5)jWe6`>8nI7L;~CqY@G%DMr+8Gp~VibLW;O5*R> zFC--1B1JrmDX131H@RLu=8pQsCS(V#2AIJ}{VwO-gysCNY_oOC8CICuwS&B_p>|=p zC98n{%+`Sv{pU?ZB#q#+NG~r>n`xS`bFvvZxH?gUY_4)8LuID>5HkEV+jw1u=j1TN znP{RsLHaAUN(AXIOhs5ny0AC4JkHacnyh5sg1DB9+ZqlpDtNJGaYE&c-I0a)8r*sO zjN@jA|3S*a4k-^4r$3E+jU-3sF-=wehscnBpNH?)f z(1mm=Y*j`&kix%_{aRA^k2e*OE_{x!UZ_QqautU=1|kwIFbkxCh(rs_`)ME|(c-73 z*++#I;2C)$WH`+o_2s6xG#*u-+gqzu%6`e&j&`H@A20k@Yf75@`;n#RbN=1ncH<@R^1=)!JhzHA-1-^ zWWN$C+{C?Vq#VW5}DsrZu%o3rjJNTxy`_ITs<$U<4(|O zLKR7Wyfdz2;rxtknJ$+3g-Y1&+*qfuU=ub!VZWZR`H`uJAHsuJ2$rCnd9V(R{^nM> z0Tlqdq<*h>bg&+@swK6>biNg}oPCQrQl7SMYT~RytzA<&pJ~&SP&IoguH`fRnaU1YaWN{dUB+nQgIdOIuxly$Co&FEn;R zV;3}bLycY3m>}H9)`lS5AVoZkUmUkjteG@$&&6y1(g(FBWURg=_JSzESU_!H%x4i< zAG?rrk)2G@+CumpWUEH_?Kc&XG{LK}3QYGZ(cEa{7JWff zmh>{>8eYGv`dgKX-@Hi-Si-Ri zHgLYI;Y6J-UsmHjdeI^AU9H2g|FB;iss_S~AU)>Exd-dYTi8XdTUQptbQg7Vo9()h z3iD>R3Z%lkQHppNyWn{T$D2doX;!X6{{{7>p86POT*vbMJlj~^@}6I)NuAs_ok&@K zmi>BC)}JyJk+g%0OM941a_2E}IG_a|RAx&F4vTPJ&l z?}N35p*6$z!!KB>IPT;bGsIuJ_x2Mf!+;P5vy*b2X5thvt`$|~iIY9oPRwi+hx}5j z;!i$j68_cn;iD&-xcJwsrhly29|T9mKmCc*%hh6~Rq_YQ;7BN*9zOdiVEj7qV?F%v zCuWX#$4cPkJv4dsAK`x!rxZOHrNL6c#N6I~m=QWKXbp$ilM|=by|L)}@J4uk;>5uU zcz!*9;^d)nspMBDpEq$v_{#7P&!3oCZH@H9468JG4XnE~%S})vs8+@&pNF*~DYoG? zvu4b=c6hD)IRgr7I4s?z@G6@ndTKn(!%{rCQiieKU``S46s5PjOX=-6QbieF24v1El`+;p`&bUaCTQ4{zyM~!teKC$Wp@fmmNU>^T+C7s#u@@ zf2&w8mc@E1bkGfG55nB+3jA78u&?h@uuFH9NBpWNS+7!VjzhIAwP4dtbmU5}{igq0 zWq64!!&y|^4q*vZ8I6unGVhw*+<-X9b{J}iEGRQ&ij{OHtIEZXJ!wRj67 zs?4df{|pHEKhQ1A@sGjDuyVt1jQRf2E!aJu-1gt88$`!^?F8O{|DC!4`xm?c|2uVq z=yDzD^?qMv;6O@O7aa+EAA0LzAb)ySN!EYcPer(9f*$nP1PPC>N?UZeBO1@Wu!LsjM z8;rtG0S?S;+T!%=FPEz2!J+1QWzli?RG5e1-0ng^-Re(b>u5~6W|pha%-{nG)0mTC zFSu1NPs-BB+%6tY_Qy7}-$f?G8>I+?H6r81x$AdUJQ&wPh!3j%@*{H`kih8`C}P-3MWF&GFW6caGFy!_*mv4J{`atHLxlfMJ-}_i?VQ zd!@37%dpFDh#f8mRuD=)RH<^k(R5(6TT@!?#5BpoYSCgBs&2K|Q4rg7aOiDJSndkT zU9jA3#Fo41K-d^GTiOk`f!!g%qz=^C>XJGTn2Jcg85OKX)4k^D%F5CoRu-}15my)W z+?=c+YNcR4i|}8?E(%@v8xVfKgb$V^_^}6!B1TB!6!Xj3iV@5&GZkSS^G1oe2$&E1 za^mik$^+7s3VMpz^)t`!nEf=O{wTXRbWxv=sEe>OB&~5{Yuv;d>Z_cz=?}40Be36Z zD#AMKZ4!0~V5bHUFiHsB`dZ?Af9Ie)#!?Xe57@<{3;#ldUvkM1Al&_z#^oKXP3pjR z*&32M@GVmj*6YBMYg@b?kET%l=hn`t4uq#HPgts&uGFcp#R z1`Jjel7$JJXc&k{w75oA(Ek_I9YEjE}AT*8IulON`VXtCMiY~2*ae~m&w%GFPZy9xo^#Fi?|Y`oOm zhOS-=FO3(X?_uN2uC$^wlx51HHKg`^o&7FS`@Skg7%W7aE-21DSn;Z|PZ3*)Q2y#N z5WS3j!SC3nY8LCnyh05$l0AXY$OVl^LEp!IJ1OX2n~F#p*sqY)bg$a2*av+(458r6 z1RPcUN)<6I^Kz#&U)JP%+W~opEwhaE=fIMFphe<;D0CdbT`F;e3Fs) za<(D_*%DI`){%8hpP+;=>3TP!>t&m(+r+e!EhP9J%T|WqyVO*Kb$nU56cl1vHy|XR zZImvgPRSM$F8%EH6D~KIim=WlJClM!Ci@m-^L(~px@|8&eVXsddbtpi=92D^mM1+faRKI>{CiYF}h) zLa2SgRD^YE9g-+0$U5AIy#AMMqAo9uWD5zb|6!{^VEximgmqZCX%rMxxpyI`Wly&? zaPOLIA;Gkmtpvfez*K~FOnG?}6iRtFA*9E!jni#S-I6UNjJC6NAdI$|im=Y8V+sWY zRL47!md7?zmzGYlg@o9X*m@9RPcRi>o!E5cMNr^Qmr$$+f6gvE-Fh(H$rh42^GvqR zq|Q9uRD|_9qmev8sSX=zOcPcapt4Z`>gTGl5)^PBNz zwpAPwaoUT7#2eW!BqZJ-MLdkY6?u6Slrqk{3BS#sWt**A&fStNBt`!zwhpA|KVd2& zX#^iddeiM~p_?~BVW#^KGW;3acwL6fWD5z>pRiRTNPlE1!aCCIObQCX>{}4m?AvS& zhdU=*Na&o#)_~BNX)3}x9g`FZ3Of@4NOm*3P;?vO6ml#i*f+A(BiJ{Xim;BoEti5q zv+eH)>2YimbRlKrSV#)LkNsLw_y0xRzhNs%D#e>jMOd#CyLQ1*qEX?MFDijJ zZY55h)I7*HE$E8_n$o#EOsX!+vAx}AWQCm`kyuH-$SyeDO0v693N4qlLRc;iCPkKq zktak3ZcL~yEmt}ak#L^6wts=GF{v$|GZkUIww$&LVxd;yuqqtqPPj|Z+K`nl!tqIdA zY-FgdJo*LNx>8$LYD?HHVCzEI%{3Kao!zR0ojC0$$w8>jII@Qduj}1NZ#&yu-Dc*r z(Tfgk|G)08Jxq?O%I7tc%uHq`lMskW2rZ2;JUWw*mk4f{Bm|Nn6P5s?Jer>FnwhTj zbhrITGJ#c|Ne2qSrTtd?_*m4{RoO*B)J0iD#a$5HzR##Wo zOwv`P^M~_&Q}>+eTc^%Bzk5&Jd+XM{ap+rFyTcp(R`^!N1K-l1A{q|gvQ=DWl+Vf} z7Iw}IVaZh^XD`d-d30iZeDw@?>W9T^x%JXP!SEpzuVl+&j;r?^*4{*0Ydm7eI(DC?8bQfYy#t@%0lx-EYw}K zEVtFPJ!+nRYS~`yT-{Nhs}AZ|5M3?qePuvDSyRxm$A)TL!P;8egJtz|`JRzs6U*Nk z>7FyV96E}4k6ua8UP!Pfk%{-{58L{=h-MEz?pwNeVKO_K9w@6-$Jc+qr9&?tC?@*p z#MWC<7gPnMJhnr?DnkH);c0usjEvDB`*=VscFHEz?3@F|Q#@Bso;0YLC3o4@F=p3?^OWV}+s_^)z#Lwz_ZS6I;VD_kQbL+({ z6qcoU-0>c3wN>=>#QTSRE8~Ihe}al=IDAKLG79R0^tIxNDq`>jcuj z`gTFRkRBDziw%)tcIRoXb&@yjGJ;e77J+RFW zD&lVkwza-pP;Z?iY|Fi{t@eFG4{Rp}7140mPN)i{vCxKMs*sd1SIL_M)d5!z9g3x%u|u^)MvbMO7(C=#Q%|W#1QpTnQZZMC6ZPOThZe>e z3fWUeLG%;8jjR{Zd3vxB?I1OHwdVnlt9!K)NhM8okq{G@H%ddc`eXaEgcELr6) zy?k?ky=ZFQ71eu@;CP#Fx;; zq_=JLhHrH}h2+(sA{t&u=C96RlhQcW3RlYp8hniz$DV5;?*`F(&MMF@xV%yQm4m}^ z(Nr%2SkZKx?VsoQ*2II_oS-5aj@m(I-+GPtRf>_Rz^jA4&Ecl%?k41&cizKyCEi&^2VqLr!< zS}RXoxY_spJ-B=+sECH+(zVtw5*%*W8p~m2VeDJwhGmT31(gSVn^Z3z884H-^SW>2>V>EBaZ#;y9*kb`t%C=n z7lVpuI7WxA9>!j}+`+qQXiBvL^ghZ)&Rvu0xj?X+dqty~+2L?pX^p;9)m$AF{T!`5 zI3DC%9}kWP1QpS69OrMuuIwYp?d&%1W!BZ6vkG>9=iAVF>)pX&4G}c0XSnfr-l*Z^hw7!#>#e-vZ}d>d0QGM!=UPFSstrv^oR-`j)5xj{uV91HtF zRP(rUN5Anh2{t=?8&@wj2Zk}FDVN+PGqo$vQg7?~GT$nAAi6lHh=xNnd)){|e$-t4 ztdUb2GNj`*6N1OdBLIEHw`uhQl(co@Yp{xLo;viezE$u5^e;h0G#sGt+F~jd$_#L4 z<_LCk!q%QfA_ULioeAhMf?Qo!2zWp9ZFarj9Tpyh-jN!;BQ<(^puEqwLLMl86jVgR zp*-Rw*{RDO7^*7N+=jU_qUVl}bzdcrzU+QJg!J;btBN@)AM9WbPAA4Z^ zlW(Owus$DDM8jdl8dzo#P5t3fI3ydx{yPSym)7>l#>ph09k`=W?RqYhMeQQB+IcXV zt`QZFo=1-HW6LjSn$8+zP-QBV;LcmKjO^#0D=^u6+FEe9md-gx>kp^c}jp{3sb zH6eU{TRV2{_hJF?i@u#vFMtcfY$b4vG=s0-IL6M)(h1<3_3YlssTZ^$|GaHh=0zv z9v-}&2`ZxDcpVI6sz1i)H;OrYThnh8wq|mh-Tkb+->P_kn;uj|!-1Q}NVuBoNXWkSo21pKJ}h*@w#S?T+H&7!)?3x)tEi|RW3okk zb*s_aPFdnx5f5aGf{Lhx%+F_*S_@~nA=$7pfCxv6p9kHFQEyaw>y!x-_T#FKT_#a zt%yhl6>)q;#Gn$f&-WNVdLz~rQj?K5ku@nFP4k&+RG=sfCj}38Oz?H3c=D6J-B2fL z)-mCXV@HH`*vleR?7%ZRnUAns*)hX`_!GVr^FVx6P!V-Q9C$I>_o^7L=h){%T!KmJ z*OKE@BY5c|H?no)7d*e=+va-lJQNdB6Gp_=Iii-0Qk&K;IZpLlptFX+LGd=<>UdE6 zsuHmuL*8nI4JS)u8hL+lgqzV~*@6vN%V!`~hz~Oq4kzQop)GjZYG6gM7`|H`EvP-_ zu?u;EuPWT=?GuTD?=O8jv|fBy3%+WScr21ucC*HgICe*r-4U@HnA>JYDrS2Mz(cQ40|^lMD4GVl1e~gihbE2`_)M z>Svs+`35V90D*Nu$=yrZXH6grORiR|Qo&YPr9O&`iB%CS>_MZ{uQ)g2g?*lH^*pf8 z2`ZxDuy>r6i^U}f7n0eUVTsxw1+G=Tjj6X5c80UIHW8(bCoZn^eQysICj=GIa4e2E zGtbFmy~RR?3uDGZiR9p*k+Wah%g0w6Pu=8>mUUkx=neWdzh3mZ!_ujZ+4@J^`pbt@ znN;3e#p1q|^1ymQP!SD>b9Py>A6wXFkufWIIy)iCy zI+De^enG$A*jmV>pSbw?dK ziop?OuMAWTRn(0b1!VCy-40UL#mtG#6DIsax!c^kYM$b7Ku{44EDi$KiJS062fhvn zb?1$E2EF1;4l8XD#vXGDwzn%g-&M>I5sio$N3)4B6107BYfuQCfN@Ju z5sfbe(|ggVP%Gl5Mr&61cK;+e|E3D(DJ($lXd$Pnvo-?Ht}y5IX{A}+#~3qzG^ooR z)E*8hqHfdzyoT15clx??A(u%M;|%L=4BS5n7R^^WJ%GvUd(U=Xq0UriYy@aC(1Wk2 z95G|tyzzFj((+xk<@}GWu~AGC;Ku`*99rnbk?g1&fS^JIvtxX_t={MA@-VhYP_v)4b@C7ecxZ>? zk;-X*Fb*?8_{9N?3#{i7d$)5P(1!aTp+j~G+A5=ucK{==wt6Aj?G=jIp@PTk* zY-q;KB>)wCn^!MDa{v(a!_!Oj8y}{R`c}dNQ#z=KTA2Ji7_=745sJl|5}N~vaI}#5 zAOS=;TFA7d03sYMWd2|P5!9kMP_#NRf*nPujN)Azry`X(ZuJD_Pxj3=f5&8j`6QDr z^C>1B=F?1C%-=KVG@oHI!~6r2X7gDlt>$w~W|_~+Z+~RcX}%!IpP0-xUt}`Le2Gbu z`7)C!<||B^%~yqcjmaeQbxGb}(qg{Jq{IBPoZQW%)%**SX7epM`8JdF=3klgneQ+; z)|`N6Zr^fqB9oQoBqnE@lbNhBr!Z+Xo0znj%}iFCoI=`nVA1NJe=z+LH@p}kXwYI3w3ya|-zO<8B0^4rLZ=Hk8Dv3|O1Ccv zGX>{=EMybNKMC0kvTKnN*Ua2SYZ_kSWbuLSVtvEOxZ!pbq`t}OhBpbx8-8Dt>Mp;x z8G2xGi^@+`Hfd62x?C8la;GNM`NwUB7td@}7gNaxHD|86l~8Sx9Prhmh3#F(Ik>EAUJCV>lKFg7!;ECxJpR6=W9aJJ--l= z?s-F#N=EmQN+5l;UX$v4#%AcNn}lHr_@R(20nZA_63}^+lEM|2F#735{wqtjsek@F!9km0&MO{(j%Hbb30D-50TUqaFk&k0FC%s5y{p&ynBNk4o< zNch1)bGg2E3-0}O{@$YQ{fLmf!`njg4u>pI84zNi#2TBSMnz$G?|;&y%5opQk{RwW~f)|p-NIyAI&;m z7+P|Hkkt1IAz2*1A|wml{X(M9IX1js+t3CZy2B9Mrfk?CByGqENgK+VR65;ZGt}uZ zo1spfhbcLfeq68S@$p~z=#h9c*^Pl<#9^5lsNcoH z(4Nm}Qe}Eb7#jDQCe``53_tCNMZ9>W&Cs}n&7f!&trq)nyhv-`0quXohgOHu{vAy! zp@&VE^GfKM!qBd*npBx?uo>R@dp5&6KW#It6m9KF)}%fL>_s-iw#u0{!?wzHn?YN} z{AZhK0rP+`bmnV9(wTERlvp}*rI2)4LP&aPmyj&1w+P9?`jC)}kZ%gf2zhX)62=I* zN=Qb?At4zdEg=yU&0B?>0rHnZc7gnhkTY3MDz3JhKAmv&88dK;PUY%RA?eT?g`{mi z5R$e%BP4BW?NXOX7&=}URV#(0p_gh>f%0`>X!S2Nsm|}V8G?26OeK{5*q}+3>0`ps zIiD92&Z)A;ZqLksJ#R6?3}w%IXDO2QtQC^>3~N$JzS?GZ`@4jprN0xBmQFiBNuhBO zA!*!3O)4n`o1v8JZH6W8$HJ(JTyekMp6P&Q7U5Jk55j-5p z!)hK*;^BNAF5qE+hXfCUJPh-22@jX?a03rF^6)Jl?%?4&Jp3mQ-{s*E9vVwD6|MH6RAvCBK^60S`I@rTCFS2pRG-x)!)i@nVsh4>6lJ33pvt@4m|IRQs*z`Q!k)uS2~9_{gv9@T;%^ z$5!x7$pq*B_FHWU1N+|K#VK|{2Rjuzqoy(Ew%o5aLG8CXlljw)>O8xwmMGSYPbDy2 zynJ5SYLCX!ne=MsOmV=PD$A>}18;r{TJ}wlpqL)Q8U+Pq%2YgF$yR5X7EkJR<5*YZ zLOdMwNoKX$Z4T9HkY|e4+2oLiM{7w=>@X<#vcU*@9clDLh&&%J_}BjagXS zQ82J(9bO!t#uc*iI5XWo)0-OtZ#Jt-r>f&&Efg~i^e(dnM|?orrV`A%nhMWX8QcW? zjBQFYZOYWzVIW-1VIU+N213GNAS4_HLc(DnBpe1p!eJmJ90o$dVIU+N213GNAS4_H zLc(DnBpe1p!eJmJ90o$dVIU+N213GNAS4_HLc(DnBpe1p!eJmJ90o$dVIU+N213GN zAS4_HLc(DnBpe1p!eJmJ90o$dVIU+7ct|)5goMLDNH`319v=ylOhVahw!@VGc`DZY z$L{adWyAb;IKC=NJ0`qF?VUX3Vvehols`+#oh9YXl5%EA`Ld*3SyG-XDMyx+A4|%O zCFRAEa$-sOu%ujAQXVWR2bProO3HmD<-L+}-Y(_4l5$;1d2W|-TuJ$DmvY-K<+YM> zT1ok=q+C`~9xEw_m6X3q%3ZsZw@S)cCFQG9u~M5R;q8m#4)gDo<0`*S#zxoGKihS1 za=xIRLslE6Rt>SMo=Gb&YsWXIVgm*~n}B3%+K`c!5^NffK76Rvp3h=4qk0|x&twoo3w4Td>ud>L~g4ynu={7jbhskmBGL-Rhg0 z3gt`6rits!%{-)d7{Os@c}IC*XW5#D0wKCU^HFXIAspWK4I^83&9&C_4XOZz#+P2K zlHQ!hnqP5jB7GrFjwiBhlgbo2EjDD7$I|zrDv2&7YgM*poi>VT`00>KNp?9}8A%-o zl;5@U(TvLD24+F22#&gHg~44)?lS$GT}rGbwVO21ELu~BQbj}I+7!p0*d(oH#QKq# z#7$rH8X;jcLc(Z-gwY5IqY)BDBRnpvhlO#L0SE~L5E2F;Bn&`E7=Vy403l%jLc+*{ zgpmgcBhNK>Q^tyM^2$4|=ig@#h?EuV(B;y4X zXFP7NDdSO>NU4@y+58W<-)diz*_uveVhLW6mu%KdeC{~JvE--{A1&sR^nVMVGg1AF zx7zSPi()2Z!Pv&SYqgDx<_kQ5rZO~892RlJ2ImXeG$>mg8xnYAfnP0o><6AT4Nqpw zrNnCP!v|QM_-0}xlOBoXHb+soM$5abE|`LOl~LRX+oY=yFuc*4nHa%N>d_cy45RX@ zI8d^>s?X-LF)YDba%WAzG^{dIvSvxvM5ajL$uycD2JY5T%)&$?O6i;pP_jBT8C4tZ z!As_26XCj!L^7}R%8z3C*llI=B!FYJ6?3U*9wl}J8HdlZI)@E>!JQsLs{;$eV>Qcu ztIIx>PZfuvgT-_lCtHRKBdI7p4T+V_ehQj3h_(~oW=l{?ss>L9L9IA|mkk8~%~)t| zV%`p%j3$f}W~izaGtIMjb_UkwN#vtgOf!mau8Reu-1j3ib`DGrz?J+M18q4hoe+;^ zVXA85&B0H~q4qEN;^1I%8!SQ7aQHLBpT5?bg)BrJkmjRXlL@?t&l4jh)QBs!>@p(n zju@PqMz8|BQ9il%S8K03IDhBc*3?`PYd`VSiA`r-@WM;)Txd1x?_#Ve{7wSJEnkes zu}y`MfczFCm&@d$sSL{2M|#dgDa!YZ44WtqM!M$=10e!F?%AMHL#=K@9s#50RM{-3 zAD+zjL{-+3Cbn4aj>{q>(XubGYa_QB7 z(dL-eYx2)Od;3|Li)-{kGl~x}*F|UV80fd1{8;z3cYouCnu~OyY)oCTZQ(=JrPfCV z@+-Ak^Os%w>n}H*Sfdtf;Um~}(K!oF*r6|KN*s0F)t{SCb5TQWS*CGelfbRkuO}R9 zt9ARL554@oT3Z^b)^e>Dnn#+Ro zi_wsHT>ZXK`+_Y+mxj@wZT|ixyXSB3Z~w~lTJ3-o8^ErMVr}zR>xI&orme(uOE z7ke>fBj0_|TaR3;FPiqigDY;{J&rAB?^{e=P_oP6QY!w)U7yxUO)Z@D`RzX#!xDB- zTo)xyX}d?G@@oHi7v1)&{b-3D3fWz9DK$9zu!Oc`UU5$I`p56C!9*98M!44wgzUVz zlp0?AxZV5-tvIK2)P14-r_}p(^<`Jmth`|j+`J^S}~I#d|N<_L6x9a{V-o#tpZ zm*nC^qp+bnmaXi*)3YU=SZEfrqv#JVlx|vNOVZeSw3)}axpiQ5Rx`FGmXGI>*@Eih zZ!4(&5yq}n@4qL%W$5T_BN$a^5k8Ce=T@uGX4U}H&M|-ZJpb!x~iS{d`1U41s0-hvV7OpZf|*1YOpIM$Is zAHM4Mnb}wxV}sFn9{<{NyR7*Gnat)W=7*0M@L(Q`XJfPGs^7af$dKdEM;={i3<6}! K!(T2AEc}0Fn4lj3 diff --git a/doc/LectureNotes/_build/.doctrees/exercisesweek41.doctree b/doc/LectureNotes/_build/.doctrees/exercisesweek41.doctree index fd44b902b69ac34d76147f4861c69a5eca92a3db..e97f6e506b8e194aa7784c4967c56938f34392dd 100644 GIT binary patch delta 88330 zcmb@uInV2Cv>k?P;5KfYG#7D-z)dOwm-EyFAVrC!I8P!e;}#T0aS#WQ6v;;U14&~T z{sFFBCIM2qPMd#}t@8zjgBS^NVmS9MN_=kV^r~fATw}12B{N2CA{+?i2 z9A3r$1@-qNh0_#H694MIxc*mv_n-dczxwa4|MlOoEY0y4!Tz5IWeJX6Sd8x9&P@u=uz&>_lfgXTQ^}Y%u}0mRaMJUE#$xr z)TTLy=>8UQ0Fq#$9M*rOESN7-$w()jaY z(rofceX7r^A0L0-cOKsN5?)ZB=iU6cf8KwWd!zcjWYmG|V1EuVN@@Zx)hhlK;b8g8 z8QXA*^-HYig@awB^TrkRJkQH#M^IF|-WTLyzdne*CHkG&R`C-XO8mIQobfphqRuWS z&C@RaBvvQ)zR%Ir_$a17?%hTQLMlqUjHeO!ggrkLI4}09w zxq=`JEA4nPpG7Q_d=HziAKED0mb40+M3DVZl3DH~?Phh0xE*LQ;fu8_%O+$>jCaR< zsIbw!T8iCC=RxyoaUrED&6loys))UPF~hcFZycXvMDdRRx1?d9d3pTvooBbaQ+$qS z)5Ov{kt0z=vSKAP{#i8q5|uuw;`f+vURQMAv4eV;-7ajQE)oQS)){>NZfu6DR8)S3 z>lTD#p!g@1=6PAd*>vjnsaC@6;sp8nct4ZULt`;NHnkjSk!NAavRUcf4d<@r7?I)N&{ZTWaDzU`-b z{0?L7@nEStfDQ+9hN@jG!vnTo3&_6N6^EgRy?{)oh{&R~L zx4E7K-gdD8N!O5#jp??K+pM)7e(?j!fEBoxh%HrwUTrEmVT@x4gl@hhhGE%y#F9DC zj)P@&OMg;-?nX?RS{za_l& zurjWyNHj<2mzn06Oz2N)O>xnkW70JIZpA_-vv3mklr-8kK>eY?4`QO5-Bm?L{P6kg z53t?M4$1b~Oy-bUug#vb3he3Q+FA&O-3=@j&IZTx^x^Xzn=O3@Tb51I2l9De1c9?_ zL~^M=Cqd{U)PrX5?q1k_>pn}l#E?Cx2aT3mubXx{UCvR<9qLV9WUiY>`R`+x}O!o{Ig( zA6Xy3;+knahHIX;d@cBbeY85si_LyFqhGOoMN{?m&#qDMQiU;sF15}9x5cd5g~d&> z|9o>hn}%XYmnhnpwSLzwMPp0HuNYOjD!vm7`ObU6ey zI$LUM8k2W155v4T&FvyS?r$Q$V#j4(mNaTJNbXF3vuzX$QsiNL;@Ff)2~zR5Ll63; zPJfl*I3y6hinWt4ZpFH>B&irSzd-Rrm3lkYxuJ=yj^O7fR2)}XSKF}uBpnq#vmW?F z@)tJ2(*8^edMWv-!Sh$zm3%A=n zMAk4l?r*Z*#I@KW#xc9*|j_7}1ge0Et`xS}|f8z4U=Fpr+T?{uRM|y~mhjil@oVN9X zK$!+BG+BaWEUFJ9i6)77^oS`#+ zUZGYXHpXPOhF+Q1cVewY?umrLJqY-0wow9W-T*e5k=nMm+}KUjqgh+1)4g zz?j|V{sYLDsNujCpx(No*f<;hyT_AvM7~h8NW5-%PJ3RP-EkH#t`kAs;1NZF z|6%>JRE0{ppVk-2TI*wg?OM+rTGVi-zj-;r!6~Y)0L3+cNL&{x{vD?UoaRUr+Ee$^Nw=Po&-+7r$BiPHfK5EKTk#LVt4}#HfQ^<(}{IV7PxZL;+!Z ze*flb4>|r75w$Yv^!#;xuXQeTM866M9Z|qL_i^lo&;4Ax{0U2L7D?y(6+WOAl;db8 zZgnw$OI42r8jEg~FJf1CFMUd1+J+m{uh%MVXng>r4O*}q)KEUP+qRGxLO#fHVBn3OMQJKU@Fz zpX*?fV^?sMMDGHOiYwKFV1PJF_B>y{!67Hh zVT)Ye#N*2F_^<2{P-iI?5^Xb@(Cz(Jwl|&0eSZqO`bZ*&tR~Gr`$acGTb5vZAbA=a zp?3D3SpDbykX7&8^U)1`;$J`1*#Sr{2~3ucO%_>Scu(2ya-AE9Z&Hx4&rlGbfLvD` z-P66FH2iW8^Nxz}dpI<{{|g;WsQabMdI;1xx8%!(6-V3~VqJV(4}8HA@%&VGBbyPw zxeK?47r+vqla3*T-afcuqqxFl=5TVqLL&DQwA=zfFGqbt_v;R@06z5EJM;}q*bXuM zfHvCAA@%*P$l(>-Fkk1VYizkKmIDDDT}eut+W1BkjW-pwPan>9$%&C=bk{FOjD4lC$msk69CympNGvbs^6-dOQ^NoVh0+2a?ZgedlA^D`71x1yrRd7mJGPd ze>fKO(A>hjgz~Qyxn5BO4T)oWenKAleElr$?+!y>-|){`pIuwMo*ozT^~q9U*I6{V z>DleJK8^FA47q#nSt{y}1MNK)wQMk4=Y?ZONmqKcf=f)BRd;aJ4}(kcTbWwh8WAGk ze40b#e5<%$?Ec@A7p(vP5BBOmkqNQm6aPx_8F~Y`56_TgVOv6_daNOLt8O;;QuU->`HTq8Y zX9N_(pT?UvU$-5bG|X)7Cs*^Z)txTQ(cK39Pwcn)gjB>xT+g=vsE$()sq|MdGrzV6 zC?d)8Jt=;wL!AzoOZ)rG{p=+YZPWdzJ%tzai-vqYx%ODQLZsiu^Zo^H5WbYQZm-L& zQh)o?DMgKCZcks(x%Y*6B_4({M-fpY)|dC#S!PnbTL-dPxl$l`L}TX5nDAN z2Lni>lR%L)9PmQ0^L`z*vj5eC*gE2O_5=X>M$omYLk$mG;Nt*rLxZk5mn!LQ4+|=0 z*?V${%n=J&5`!k=>FnqOI_L}tisMUr=k^M0-ydR95m$5ZL2d_P3iYx| zls$$OlaT#Q$y-cg(pPnaUWXfhaBMiVSnwCRkzKoe&T~ao>g`j!3FKj>3!%`m@uxQ2 z&j@YhEML~QYw0>S*?-hnB_Cn~i*n^HWeCU>SLHyCNrV0a0Qu7yiDs7f6k6=&!}<{z zz&U>vbj9Zjp6FXa)|YZ|Uh?s%c_-S8*Ze1)+P;>Q0r3z{kTMTce67zE?%EWmVk!_S zYv++(M_i+RDluwzi~2*i^S?_ZCI@mLc7ka8pxM&ZiGm{Q1CAFy`|cBw`M2t6F87*V zu5cg36TQzKJqo(vLHGH!GF;K?rabrb&L_x#5RI(_{8gzwb>%EWyU4MDu6Nm! zPxvdH-d06HZH8OV1f3&cIb~ed&v0a3iC=`*;u5cvR{x*UEfbw9(E{CoLLd!0z=S!f z@JX%h3=k}F&6ooIx0Mqjgm&PBve-6crFkOFc0|I?dU7@IH(5oJLf7Zg6{FM7Jp(fS z@`hAQN(^#08qcdc9|^kFr8 zxYNmLKiRjr&l941d(h6O6?7%x2ykUCk7!39CkPprEc%SslozW+XNyaDDt;Hs!^J}X zAxpKx^Tloy!f4^U%&Jj=6ckg;fLxgp0RrZtotoj3ohoM|AD_1kMMM$=1^CuSn!oVu z9>(4NuCKUH5w3zp?5wkfUxcZ0cU=kL2k_>Uo%G=8>OP?Mul^$;e() zse&VK@5!`@Kl~eEFFJJmCt$f70HDy??EQi@>Tu0e!*Jcs>Zmin;=(4cj+>hgsWf-L zZm0c@Sl7nKol3f-m@XVZhD1*0gAT*Ij;(B}NPpbg0oZe3!N0*fpMero84o~a`mzDm zZ^d-XBq1$|fAKjjC1JbNmyfy%iL{h*X+F#X6VY>;*9Cuy7v;f8Hi}|50%Mxpwv(uP z<_7K+iw@{ikMn-55;9zYHseXgBS!tl>{uX5#N(H&0kPgKch$@OqCZLV2E{)3M5AyG zGW`t=Cqm1|FvO-PpzVG5c>2%pTlQTac49Z}>^VS!fVYVzRb4ez%r3xjn#CP({+x{mN{42%D&?Zc& zTGz*ZN|D0)#u7Z8VOi%0#E8+we7A8b}JkD`hKRi;W>kfXU+If zhT)1P99rTC;s?Qkxi4BX(4+#|8uIRdw98<}Y?XQUDH9h&4g`I+m_4NLl_EyONv7Is z_`L!6-_IkoSz#Sc*H?IWklb7Jr=8Rh%2ezaS$5eeZ~n$*wSu~gB=$Ex<6gXFslzu@bG7?1= zX2Cl1CQty-!w67Iez@I{FF|cX4l(B{a@X{wQ~OR>^YKFQBd}LTFxzEu2-xJL_+X&H zbS~D+utjGDPzTQLlHb-CBeYG=_j|WYNco;YXU;UJaYi&>7a^CNyg9>PH0g}ZjW#K6?pY_}>wWVKcGw)nR@ z=PMeS-RG>mGU<82$B9I0$}bJ0Jo(-o@-L)Jdv0GP*|C%|=-4YDWkAG)8>?d8VaPZh zx3oetKikPCEwK#}QK5uy4iurRK)Kl97Z?91M75hkhZrK@jauy&kD;z(C9wAiO_^71 zWCi!)q!B&JUXfu107{no5C4_M5vPcCv)B>kpESL4*lmp6Q<)@^djCu0H|o+iPlrlH zEP6%s$Trd1#`1ScL3<{$UdiXXm6w)ISN`n}2TIOTWCTy4dwk zJjpBKlZ6t0(I`ZB8U1tC&+99)qRgb3P&zfs+!0Y{`SVn;_I{cXcN}5u(B=Xi(b-j8 z_ja_TpNhJ0pXT*b6vs&nn;6h=g*_W%LpnXYWt4=tEVGEuH*WW6Pvn@hE)P^Y&@<-6 zu>Sb@6XTLm^geSL%5XJaqwvD=z1sG>WIhjIf$pBHuMK+kp9-)Dtf5SC9&endDx89{ zq6)gK>Rr7T_MtCN=TI4RXB*y8xq=KV%~Rd3kWx|Rg|LiQ%0>}j?hR6?bsBgvRvnuB_y1ex#{W2dy`8L(hBssiW-_VE1AU;3RBsJiI)#9L+mf=;o zKCk;m=aqcXKsmmc$R|8>XwhzKd-o~e-A95TOP(zF;xThX0#If(t8a%?`0X{aBEonK zCr2t->B7aHqT5GMby4iOwwL+aEi3mTm9Qd5^mnf~D}!87Ry(Hn()Iv~U85sxdd9ef zAUz?LMA=>X4|fsmH>)k2z))gyqoce?$fd=GFsM$ zF!!0P7_{|)tz;p$68i@bUota%If4JyR7$W>rDW7+Z`$?ehRh?)A!=( zt+V7m&g#fUqQOsP)ICUP{-DJtH7;&pL!-)7_bh6qO5efCM9fVmmd+(^~JdGL81sgzf6^7 zof5wjYjy%;_V{yN5t@-$OhR4m(<447EOv2GO2*L}Cm{rF=---i8Dl`i? zJ~{)to)XaHe#1@?a~Y!%?BJA8o7>@Kz_YDKp*@$Fk9%;soKiwH*pE#(kV^oP7?u2o7t}@v>uoo5 z8bf)0c*1UJM}GNB+m*L;U`P%;2&n3uN4vX>ya`!Xlj*|8wDlz+lvx2Y=e1vHAN+nn z0GM=Rqa+9=UqQvF#fBBg%_LLJ*2?v-+_PZ|!2a?Ev5BlfRW*EBLUWc* zT{BQo#76}7XoX}c4#J#!N~9hV=pjI_=%2UCye8`8X5HEA2Kc}Hh!IOgu zS$cmOKwfU%oCn-3nonr6LhK&&^dbVIGQZT+G4zU@t&Kj8f_HnHu`d>N3inrfIJEzs zGN<-loVF-IUj0=J@%%NHi@!J(l|8^ekxf@DsIDJ&*yeHipe>d6nmHe=zZvf$2~pl6 zfIspUehN`qOHsybN(;<#8u7JnjjVKi5M9zF{b@iw3whw4<=C5hwga`$HvBa`pL&^m zJU^GS-?Qv0#ser{MYdeXGc8g(iVj8E+Mb1z*o1P*9x5vGp4|L&ZI|^eW^xjTL-k`x zuBWW1a4lG$;&t@CFKnw;YjyLSYp1ut=;^!2PlRY)bX1s8Bpp$XcA4T6Kd6_-KC2ss z<(hiw5C4SyA)aVUw*z(ZF1uUYkK?{1v!5dB*^t?E%ZodnH<#w7qj%JqV;6XM;lK;V zIp@?lEWTGKc}px}nWwEs!A3Y??QSnICR6es_Cu8f4#PPm7+i+Zf@U{on@poZ$uGQl zV6xgZS8-=}SLV=24bo?^e6j>!>?M`#Ys!&)W6K#@!gqQC9zWPhRE~y98nlu=_tTeV zfN6aDplO;H=uu`st>@}oT|M`#U!EW5HqJM$z5p8vK9O=yW|;66Ix(y|cFxO*dd4ttxbz`}aao>RFj(Fvz)G7THa= zET+Od2UyJ1WKpM~mK&_vK`AL{;nPbYlDA7)71;RNy*oIvnIh~wbw z zZMq?dbymQw2$rlTlWDKe_l##x8wZK`K}VmxIt)ft)?(_B0HKjJ)0vcr<|pzqNPfQ58Uq zcW!H4clp`y!zZ}#u=BGUDP;b)hOGn3L5wcJb7=OlXno5npt+2>K!eyyR{t(DM6;b< z{Ai`^6^lW43ElP{cg=9};D?|ERw}t>G{fxJPfTlXAg0m9ndX4EJb%RW(d^~5y~f!i zn9qKCVCa4Ag|1DjFS6=mdp*d|Z>(9L=KBL%rV$5@VeS@ug#3B-Lm}7M7GpGULArhl z*4|scYow>=oxWXLd!wT3Odyy&u%Gv^apwBIc`fvTKO*9HlH0><_JIJwqJUy#=F2NB zUf^R2o?lb<{-R)>>c>5~*y6=a5`oMC8=zTLl5fj=diM+2tOaIyi`YT2o0CwXqJUxJ ztNAbp5B#OaGC!jAT1ba+YMn_obsj`Yut61We?ChCfq@<@_Wiu*l#qfmR=6!h(&&i${ZzO}gRn!ecSWTf(PT!{LYF)R>IdyCDz&0c>3(k}xzvw~S zQjYUlC-akumT&0_p0fY z^I)wVMUIJngaKFqWiWj6dDK(j-z-lFpMY`=JQOWEjVb~2@-1q}45-C{&-LkKC3gmC zLvNzz2cW^^0gB><68oz-y=c#kNK9uEb`_!^%T> zx(9c}F`~guH8Xy*5_u|5Mj1TcF}7l#Fta-Ualx4H?P?8P;c09e?dC%V(tS%a9hkI= zC2{CA(Lx8uIokI#R1mP(BK(DEOA}l}{p)^+PkfS=w_;(;CS39o`Jv_4-C~7F2sMIX zmqX~TrS4+sX$ZJJbU)2W&N$A5Za0oa_l(Rwy*A==_E6OnTD9&_ zWY^j=b0jWVgG&?mz5D|g-N2Qh9qx9D~BEe1HZZzR52(c ze*g+H+)-?OP_h+9CeXpKY)@2LDkqMRM`eOnHI%@FVA)SzZfiV|%5lA&wc*4PnviVH z(q3AUg-jc4UW$~JI zMFY0If|2ghT=Yk{kOyTpBnez_Msda&Tu^RMX&`b|131#@o8J6%ba2UEoF~tobnIbOOwHG*Xut%&jok2UP$29;p^UD6$kuG=lkWMEq7MCvZ#R7dPQ}X*f1%lFz;_{ z05jw!9AS6f1-WcqHOGVlr`%>UXp01p(2Gg~o&)!K;#0~*Y0s|%+n#1Edv?oRyW10g8bKS2J zHh`Vkaf*_kZN|L!IoergbE_sh8sd0<$4 zSYE)kC(AM7`kpDl)!}m;^2a(#4vu(ZK3gZh&{_RcQa9r>D*!MmCjgP4>;(}V=`J!F&|*5q7D*8N(xN1;M?x%s3#uQEBJQ6`L0(hnHX?~UDtD$8(u=920830 zzL6P`wXoOKb9(9{iN6{|JAA-)g^i=(eXt$&Sf>;(YoPavw%mrd*o+{R>38s*()ypV z-Ied%_4QcECrmh?*<2&(G%=n7=e0s(0fX{I3pFmh&q6(>$&13V)7k!!D)+TU&H8aS7@I%@smPTx589eFy+OxoWkmqM61KcQwcUC^n zm7c@#jeO8Z@%jpAe3sSL#_F`r80_}ijyJ7CDnm}OLSLA8zsX0(D9ee#p|@m??LM&C zY5%%CvKm}}io(pSLou(jqVy&42uN>}XtE?au+ox4u5e?|>@fJluOX%AmJJ%+^B@L`W_ON_<*qt{Tmank%bFiRgSz`IS3;zh zwz}&O4qkZ6&lhJO%-^V@Z8($S~Ag? zre9gsdVNfY6NX^I`Fx3RG6~tjOv^`-l>U*gj8xvd3SXng1i9&X`c^_P+|9R@=gC$q%F_UfjU(Io91wJtYp$irfrht*{(ZD)rs#B2#V%2fpehWn1vCSQ+3N2^zMASaVR zz!HZ8O}b4@{K>tG_L;X&7ExEaK+O-XlxAPP2=E^CQ`!LQ_JeC1A}+3N*!iOadI^_uqU z58pkELf)rM@fYzxP4>;U3l*1!KHmCTu;Sf7TxRvTNoic(iWQr_-Rpx0L=1W<`duy+ zQJN7YYi06G+w?2lG>J-A`}P#qCs>T_bK)wAcC?Xy3Yb|UuOo~^5)}<66Aklj!o(OWbksyG^&@MDZ zPH1uYj#0$Z^KYDPW2Rg%5STAqDkh?hT6;H`$nWuS-b$2QXXFA*2ryD2aHP|_j$0Kx zAd3LexaFXlpgnWq(c<7hpo%3t2c9NJn8*9#mG=SjV6ty!w5n~G&wU5I`O%c!&VMhL z;+Dj>LVk_PIN8NzNy~UZ3ch-}n}NsriP@k09x9T zFc2f4SK84>nOA_a9{S#>qdqv%k;+!fV&N@F6vww{4>I#jy;-|}&G}|e45Bz6vPjyE zdaG6Vxq}mi1viBA8VU=WN3;REnC|E55mF4>srAIhU>xHwkf)08HiF~=Vw9}hFkq`^ zKXY}SAL!-j)MJIC`6I|{wOa!|YU}=BAlku>e(i4n#{!i0iwEHb0qwJ3C^a=&R*WMX zfrNzVyMywajJ~|_pfeSZ&=qW~pnt&BYdC=kO9Q6#{%v^XrD4m^+*I;oi=c8ZMSD6` zfoGR6(W9{&w+a zbU~UGJF!TU>TXf0uP(v?+iN!L2jMZ~ez$~MdybgXZ(cbD(3c!ig3zrlnjZ(OH zn0B+($`udly3WXe=Q(8_oS{l`yt*lVUAVfU-P` zqZIP@_xFlx4jR4>28)J!O$&}H-9s3^L#}q26F25W$_1hRy5O}Q`5guo4rm1#b-wb- z`(2emqysZY?xZADNny*^3-bVjp_(&tC^r?;)yvG^tHs@+V5%$b=6nJqq^wb$4)bo` zQ1(05;KTqIrZqxUJ*7bj}7{{2}!ex+XuKZHJi&GFQqVZT9W@HhG=yWp<)yxQ- zEKam1HE-JngQybN$@||_bwWZ1@_A(MpYNoVKzQKgaa&k;WNGD#OULv*O5RhG>?%f zRN+{Zt&<3qe1JJhDAPyOcW?9z8^yhnYJtA`d7^ESTv*k2P71IBeVpH?*k#=33vap4 zouksiwoQ`*8wXmjV3IYe*XL@@{_`N+=a77}n&8*w@u*I;_p-ovhdO4+8{5Ur-!PQw zRM#AQ!ZDy$((=(v^gx3>-brPwZD5A_>G}{xc$T_OEY3ii#|| z7YdEL;ce9RH&~2UW`9e@>$>Ohwfe4Z^1-}y^#w*t-PZwX12>>}rzr1}Bb^d=XGPe& zpDSvkKDRk8vI@&N0|s(F4pww`74i<`D+X*5_|j=Qq1Z{s1w{6%SyN+IIo= zga50a?D-_auW&=Wat@mr1!v%=r7gHA?+H6kJdPN!#Q2giRDQ2_{7jyO>)ZZWHDkT= zkYZ5LTz{URmP-uXYe^^8Fs%0W!6x?>1>j;bE`!-3;(Wt-{&I&g(nx1tFqZ*r%4;~* zg&>zNXo=S9#A!Zk_M_U%QKK$kumlfi#YYdlIsse7wTdBF2^TC3bjG{VM4tP|e2uN+ zTD>YxAsLafF=o9{v_-&E3>X!d3Or+h0;Y1QhG`7z_810)@s(cCTob&E#w-MVc>BII z8bgDY5SEw`U4W-H+w(Ig&v^I|XC>xXxY#k+hY0?&6Rv&A&smut%6P z0pi_-QOC)@jg6!9bDUh~qi38_dL1S7r#PBUv;Q_Jc+0#V1*u2jdb!5mAWxfiLhqCn zZMSI-)!hcYj#wI`)SqSlQKBe{)5~eQmn6)7BR1Sp^7mp^ZE=5FYjVDr__9){2th_RS7GNh`J1`9;Ss^T~*O z;ue-3#`ws*wBR{=yN!Df7Lw8hwC;Nf+H@GBcB6_~=Fo&b{|}-S2Zocp%k0@aQ=YC*Pj%Tc!u@H-A;9dly_eBng~n{IU)P=ihks zW)o&$&D%?B;VaO|?_EY(!p6ZSQ24ya%IvpM6Dsmm;>9W3XB7xhuwTqa64&Cgd&hekJGHm2w+;x-ucpL5;c}C zmy)*XTM$h|$7Gc)73Zqp?%xdgw3G58saeYC1j>>*;%BY%JH%p^qpwU&gVr9Vfp_C_ z`AoL)be=_a<;8IFEWc&4yPJL<3ljTVdQ#|70}J)zEi0jFV39dD<_4~?_*A4NTejQ~ z=E`GoE+6#0zawW2zZd)Q?1>$oWUxbCWN$-ztU2Upk)VZjgb{Vo#k$~Pmh|Dwmcu}8Rc`&8(*CKAX_?px<06it4G%kgiCy!8gat2!E(C@se|ao zs1u7Zuo@-~G(Ce#U?8Y&pO>|C5O@7KE{BVc)K|YAR}6+@hfkkn?E~!Isr%^ydUTs6 zm4Hq$afY&VpRnLU*b5I^Hp5fJcygqQK_a zM0cy}&)G7o*_^NibjQJ9f^U~-WF~F*so;D%s*PwxU*yOT~&Z z89-`_-k$u-#}-G!ht*s(qpd$0qwBJ_kYM>dOklTp0JQ>D?RF0J;7pYH^Kz`un@$^) z(h+;j+jr*xGuk}aw0W1{`8$LAoGsV2?vGn@ZgJNSkvzo6bpA3sh)I~3Ng?+D`Lji4 z+vVPks(~R11pjCB+K0#(!L5gZ+0^yL8wxWN(^eY5KJ*4|VC)-+J$T#!)NUvp1-@cQ zH)AGeZfJ;phK8At^f$zQdnCMaOUK~>les5G^^7!@zNhxWctHo&DADI1U?c>K3W^eH zlw~S;;0PY}lO7>A+HZk+?^qzI^yD0O6X=(le=F*x{i&Q?W7nT@RlbsuSkwp(K?;2{~Q z15}?14o4xnjBBPr`n|#k`bve(Z@lZ}{0vIR+VH#LGQKYJ(kk*}INzGbI- z&#R_Kz%aPw@gk7}`-ThHZDb!zUXWsiFJ3MNyqjgNF2 zMqsgBjMkm>?m;R*kWnOHB-)SX3Io=Rc6@{+H2 zpYoCnEqz(}7qN~uUY5xJ!P~q1JgcthoxQ7-L2A%Rq(o||l}tJ_S~2It5R3ua7y~|m zdjuGa!3J|SOgxEN>dd44SM;bAWsph#X?^j2YgO%3YFAoSrQY9UuXnA_uZvx^e#cbad1jp~y);iCBw=Bw!E?1|g+|r@9iP!q2x*pt0u>ojO7x@=PMW2CM^&Y!6 z6-KA@X=j%ExL^iLMUdlEX>_b)I}MM4w-?ygj_lLVFb*`n?=EZ)qAJ>wCwA!nuoqh_ zNHq6PZ(9v0`_X%6qe|XTQXg|nyH0K=qh59B%{7v84MU)-@LlBG&&YGjC6ZrAw*r>)pQo7YEh!f4pY*m?CtJ=sR!mDGru{fF=_4u+L%%?k2{?ne z^$7iCInndEsRDIGByd)mapSamA zne|3fPjErMmogUP*5!S(H6c{~p3zIjCBgJ}i=*&y!48rjKsq zV}RD3?2ELsn9b!(?2nj#vDL*RR6-S2X-zZRXBfUU8iJk|jDHW~vKrosfua>yrY0h% zWbwHTFAKB!`+Xo}n&!Wga<;obJ!u7Oww1y~S-yJ;y|pk4(^^QY`|(bZONWuQbZO}X zcKqutn~ld#$kZ0RUdpYQkJA|L>~MB}bPM7VEC}#+p3*4RXqP`0b(p+9=d^U;$GCZ$ zepea?Z!zxAE%kjXr+4Tyy7j!`9q&?Hp2-}bsW&LneQr*#Ry(+qP4WhW5|8_&L^~6H z3IGEeDt*WCwKU(`>pfpT zOm+8khVxfboV#*@MMN>7+Nt_Np{?d9siJZSNLs123&mBA{pNbU?^}IT&rn@JX9Bz$VMF^P8M7LO@(L?&ZCGl9WMwAN zSAH5zu_BHSecOB<4BG>Max%wOv51>cPDY=?H ztB+|Z3blJv>!^v3a0f-<+Q_BiO4kQyqwc#A10@pOTJU%tANjsBvdQNK9_paex7?2H z)a6g=wvRrwnPw|8Txm=B#eld_Y@(F4-@4^5f2d~UdROPxl6oi3Q9PX8%Y~tDHyD>V zn%RtKAd!{mmDUD#?P#ucyIjCnzV1Q0A_WX*x0^k^2&~oPN7-g=2`Tt83(JwiTpj@w z%&y~=E=@I-rr~gmBtOLEbX7%$VES}seT?H983?vf!KYduqQz#!f{BZYheP&yaq)!W zb~lM{>Z&(d9>P@su|O8g7Azx3HT(1gXBp><<+8s!V1A`1>f2kpok6?}g?~|lM z#@C25ABeZ6YfNa%csQG-a*%6(`|M##;7!L-H?5={_)RBbM4ANEWU)(ae4byIZi4$% zotoqc%UQflF4q-Q@j@*xCFczF+m%{+k1t%}ujOn$KKPmwUZ`c#*p_z^@3-?>l02!x zTNw1Lzuev$r3o1evfH+(vL<|0Y&V|j%W6@qaq3v%_S`*~n?hP6UE~k_s(Y|Ytn%1&$8oIg*mz6L1h`;(G; zyK_7PO77NyU%cDbc5A*XI4esy)mN_a(HzcUgU2}oCNRT3do?yYH#=-6ui}p~_xiyy zSb6t4^;4Hw57#E3XEcki3yYPb;WX(c>w_UjA9L&RaX|=dxpgC9gI^lGaDdaJ_QKT3 zhZFPQaV=(t{2m=mGTT4%>cP=V$f>U@6-E>3G*%n9;BL@y{`TKk!m0*$pm1+L4%_`C zEOC}It}*z3y9avp0QPu*MK&@O$>3(xMz(ilFs7ywfaVv*oogx6?h; zvckb`wY#eda0>{?(x08GeVaZ9l6ML@F(w#y1EvQLY4AY;5HxV~S6-`EmC zx%{18`?$bu`z7W}`&K$A5(-`bnyc9Jy$9YP0CXSPytX=z^0=t1OXuliV8d8+o38-; zm*jxQImXYqyavQ->~_QxET6f{db5Te&y{1Z(d&%6F*f#w^>eEUWwHrUYq?fQ$w(Mp zI)OihexW4PH$2mE=FfdhEYX{dN~SKP1;?}Ezf*|M=nd?l~Qt`@I-@2a3`QE zFrrU%@y;D3!BcykmC`p%I)QvTh1zHHculO`$ybE${+H#Q8TIoc#JUbke{x~VMm$-akWZ+-EOejPuYB=c2`|x3()eUiVm^QI;R2& zw<+seGf{yI-y7-FnliOHUVI%$kZir4JEbcSZc-ZJ3N&J)r}6~|%sQPn2l);x;`+0i znSPee-;{Bc4!gg;6E>#2W&>_p8k}!~|1f{-)e|bljRr~CcHHIIEvhYviDA@z4*J{tv#q)#hov>Yd!R8;n11np|9=6^;A{Kaa1GzT7q#Zkyx8C4wZ8wj zIGw-o#$JK%Z__gc3>=mgMx+4QEWrYzoq{9!+jT$lU+?7-mPy^H0S%0XK=PYuLkiji z&Du)E$cFsPtfz$?h9Oll+595%v|pEwbIFqBi^kx=z2a0v;%v!K=P0IU)}y~0eE?O- zU}Jb37vluH!eMC(Zpyi&s_~lVBv79C{jUI1?%P$GBtSZe_%lzbaC7mLUI^q?Q^gn* z6uLg)hMM0isJ$gKY#M;&1UaZr4=W2Vf!BhJ_t_ruItiwEd&zukq8moXaqW z_V}c^m+Kb2KJF``^1Sb3OI(Bi1e*t-e*vNa{^s;1vI;wExEvbO!PCmFH2^C!Ow&v& zBLukGXIgGo(|eo)SqFq|Ur%7d8P zGoef&#efD)HL5F&u`7_8Qp4l(iBx!jjhxT$2Qj6XG*%E+ZLM3i4 z`oH_J%_nd1+B0|$Bv_@re}f+Yrb^Isf8_X!n)wRs0>DJT#w7`D$`)qBRT|dyd(+Qo zMG+|5N%o<8N%8lASE|pvL<^<`o-WWASPL%|&;3GRS?9JZ)H@irfdw^8k^~8E%i_s1 zPaGN@G=}}%;LU49YCu4+?t^a)RSNx~pk$wcFBVq-4cP#68wrk(|atNHW};e!rpm6HrexUP;`25gfg9z&W4^6FxdwX zi^(kp`wiP<Mt)c%K7iw+-|cCd z{?cxBi$OQLNX)(no2`O#7{2lzY{dh*xBB7ftv)y!Fh#+|r;WVdVx%ez@oJb7i>s+> zaJ914444^6)3BBsi3uHb^~%mQ-;%|}5R&!;tpNkTp51lF=*=l&-*?k>VRzE~OBkfN zj*hTGM4D`Bc$L5=_>9u0+v)Gzl7+W4b>NLt3~gYm(amee{9vozyaajg(eyY#^eO6w zUJ_U^jDGoaxV!*dQoMA9+@@ZRo7Fe-639xm^_`PwDQ1!%@_m}NouhHE8CuyD18ra~ zrlT{&w)J=(>MpivX`$@w{sM^g!XS;Ic`U*yUyTHq1g3M6_wQS(U0Mcyy?cd8{Li!E z!q=Lg=%2oBs!H-^813!bOBLVMQEaYY1YktZh41J&F~tdR)p7daw(n4*5{XZNY#Q?) zP;@G;3vqmEKoAF=4M3sxLE%3?c^9eg%>p)oj9nOW)40J}f%mDnf&~nZ63hBNhGPY! z0TD4I9A|td3gSxqEJ! z8o5SHB+9NVo%Xq`1?;ixkI6w_jnlO!q~s=a4FpL_ufrD8UVU zC81ML;7V&_}b(LR;=$xPuc>sGEXGaGMgz7?Q3V9_!%KHx-lpe*CW{MTPwI3Hr- zMISIdVMyq{7%b%B*s~Z1jFoO51OaoLo}_cf(hLRZ%S%PXzF(@;uhF@mok{+@7MweT zhb`kl3B~m6I&CFpy`DsZ3rx}zlDqS`FpC6|1`Gtb&YV*fHp|nK3Ok4Zqz^iK>Ksh) z^T3gCNr;$CZZv-jGlT;GCsl#{Jh2^t{?q4!L&W^}oq5fdy+{-#|F*D-bU~Fq$MiX- zFe<*Tcue12?YNi09O|)2y#mwie7g+&L^V`WS^>g)GNd6W!DT#Kx*iEa! z)ggoR3W2+NuyJUHAw-~BF~kK@&35r(&eB#vp>;Q4N#@YtIeKF@h z49+aQ(r7J(1_ecA_<+(PxgCp_@{z5_PHc+e4ow@iiWFti(cq3s;hi^zhGtX zu;bbs7BTBX$^$#pF^Pu_{`t!xLt~plsgMDcu%+gZnfxe%R@osL<^9eSlwx!=&df5*e;&Wh0%3*Bt@~U6Z@sA3T~&(qhtdHg&nxR zDJwn{D5hU39t5u+SoM5(dFa^OoG@%(lnO1D^vhM9?_xGskD7vqf2GY3YPPRyFxruj zz;@{`i0W`#=0||M&m%U$*Lh`j>w={pCOXkN@;v z|KWd_|M#CCfBA?1_)q>9=HH2^#VCoUegz#-BqK?PKKj%2BnCYuN)+exB#xFilBI+{ z{VN)oukgqJssD?A^T+@5-~NyP;gA3OzxYG&7yqLF6`JG$1M?@L zNyG7)um(bt_?D8l7>;yc<7cfk+}BW|J`~tQ9}w21e0_i1mvy}a#Ra}r^tj{gMBp*? zTz=ToDc3OYx~hYGQntt2`tEH{QGIpz&51x@(u1t#oE&>IEx&Nmgi;)zwAThts{CE- zQNMnYqq|(nn7HH5GugV`fKC_w;8yqz{ayc#{yqWy{qrqVzmvb8YwFjxboi@p>0q6H z|HiA|G2-V7Fyh}Wq5^;fOiw|!J2K+J9)OYBtAJJGG>DNf*|eS=k}J@vLXYiT1zOTZntMORFu>zNc! zT}Am8H?g5R-w1wD?_^L66{a0Af5d2bz*K9cuU>pHwWW*MNBiMG#J zkL$~S!6NxWKo@pnq%w%t_3?zqP-qpwXA(f(oq}%6X8L|?A6=L3n+W+4s)y*HL*jOZ zmZ3Oz5S0QvI0(&U^@F8tE*OEmfXprdUytylzaf0*i!Im}L>TBV{*I3JGur)8E$?gN zSW|a$u~>YjET;Epbm6UVtUN;$o%>E*xrbA_##XGT4P=wx>EFpqHhkP$;#=rX_z&|z zT6cfB+{53aqXz1H8(}-YuAFmH)E}_-w>~!v^aBL54-1!c^u_9_a4YC7inT0b6K^L( zAYnrrfF=bZUm}W`MR-Z)+QeQk?vU5mMaSFvCe8cDmiqsBzdSI64HlYOH|3kmzy68%XEe5gm4zhDNRgxaRij zXiu}P7!~f9WXcDn@r=Hkjc`ek-g%$y= z0r_)g3Rqq*mHEXax1TE#g#1QEloi&5g(#>w9B~szrO}=S84m7V5SbAqwCh2W(vLN6dlNzm%1WElA3J z2(HgNdD}m6=ZG=jpzCGBkl5kJ2~A@#rL~brv>XY2K)_bMyoREfr{Zh@QtK8=g11)G zGu^w3Te@>A_ilSVotn7y$&HG6R8e^G11Jui+&@VxsWv}=6ara7Q&LgL@xWq-ilm2O z8u24X9C&na;pgl)Wto1xjFBQkT;kpkRWjTTn2o|H=jQZ-B`w9l zhh|BdLt_)VVC1pM%-oF&QY=i~x>gzvMrCR~guSE=*kfOEd6Z6bIh4hozH9RlJ%_SE z$8TS_18-lxmrS{Th7RTbX~KO*^v!KL5EL*1D&imR2MM*^0|pmtF1Fp-J@V*KUd?To z!aTBbWEh57(NU*EN$T1Lil6#beER;UqxT~*pAeXH|IBl(bY3&CHca^$QnKX+0^BcF z=4be64bHcjXt~EDVW6XjvYqB5`WT``0YW(AH!SEljXpvAKZWg`{P{cn+)l*L*|ZiA z)y76X^}PGK@_zT_93O`;1os}JvRCR5eq-Dw>nC9sTzSH@=@pt5nub4Pm zxJcSd`BC1&*He79hXtTlN6!MOe~7k0_l%yku$Y_cjDfBA9N|{j{7UY@*_KdyfnLx* zseOYiYoiofMk`_2?J^H3dJEVX_pj$uP_X<8cULn-M*5zCMvUETcqoL%r#0R$5<)qW+*n0~ac{$R%wE#7YWLtdy z0U)^5YeABp-4wB16?8Xwj1y+d>aq3Nn}5Z z1rD0KZ)RE62C-WoKyx{cV*Fmc57#>$sWoD)7z8LaEwybuJPUdc${mZz249|A$<9wQ z*Ye(&n3OP~WR*>WCmC&vgpKx8@9_F05wTLn!VNCtg0XOMGUf4)5{dsI=OurxyYD58Yj7xb;C89oFvs>iehX@M~C*_5)-STiZ zp)Ktoxyo8zG0%SBD+46*j2r^cUJ=&fTbJhY#MAWt&7KqYkWt&hoq#k>|sL=68JNzCO`~E#H_VjyO0@CGQZHaVE zxj)fEUsSTyd)-J5#)R5Wq^G1JWwU<^P}u+t!KKQQ1;{h-UslHAUBDX_o*fq{KSb=J zIJ~!$HixXNA4$%2K3a)F944*j9_14nYg;&hQ?&FPXCER&2$eIijmu$+0`eL`2S|U-vdKvk+(bx02$*pV!i>$6M$T`-)G7W5Z?y4!* z?RiF&Kg=-{(2JYLP2Znp2d2PUd*PY*X9Z(%z~Gr(FXbDGE_}CopKUxJr(Iy*=g7zQ z!T}XITy48=ng!OyNBjv&9wfy(MnPX5yDcWzNDbm-@_1I^^`a5@(0QoLaoSpz zlHo7Hii?QoVJ@egG-F!~CENN~KfA|qdn}>oL9Eci#P$f?&DqAxt$;R4v^V4zV|o*~ znxDYDJyKg6E*g=Vcz^FQX+l>l-yY{WP~kK(qVieG_+teX$BXKsS-Z!?T#ONfvTyna zi~0is1Ror|bgr)Pj_0o@Mpu!r=V923n@1Km6sE)Cr~GQa`V$F-LWGYbBn*tQs~ff~ ze4o#?_nb$?=I8)Y49PMn>^wZMEqkgE_KT;~e7C!%M)MG*L28DTeXiHoTrC|ye+*ZI zc9K49c@&mEEu%wK0_;ltv@wp|?+X;r^8d~X{f92l--49>%$@W7O^5dPxOM(f-WWtX zf99S2o{*n_H8iL4 z!Yoz1Fa0ooZ+rKAMHm*Ur!5HvojYQJw?*?lZJ6+-&T-Sf@(7>U@8Mv!T?$XdNvSl9 zW3ZyyE?HexA5 zx)T-w-0@%PNPHD_SXVx1!zhh=gtqC|X_NuX^|zTld$!pB-b!JdkE|)gy!^`dw5g(7l7dTZjJ!QkR8_4 zIY?vWHsNC~Hh#VeSV%rn7`6h#S_(fu=Rgez%H)I}f8;RH{d>E<&u=h?k@96} z^EJj=5q^_+rhjLH^80%q`A<8PBQ){&JwKa|cb6LGKEhCqdA6)b#IPlRY4gShj1)f_ zR0P|{g^YfRift4$h0a#6JuBMg$Q?RQy9^i~;Kkb8<~SsJrmpN%R^dJ`^6QESukwd_ zy$t{Xm@u61t^z9pMLBqDjZ52KC#BIMBmH|hQ3wafKi)P(6)sl`9C)9rUolYDWI5#R zO2NEYizts?zb<8z;qJU#o?10WjY3qNCE0e{ARv8WbZJwn`{s=DXuEd#XjjVApS~$! zAEsN-;C?bKPlfW8@eAnKt7}#RjMylj@(Pz}I#bNc!)*vl{6#~o?_CDr!P+c^Jr>tn z_hV-BIYGCP$cSPLC-QkW4Gye!qq^)*d@oq`&qL>k0~s@jSH(Re>=WNVY{$tQNtj=q z<(!iV(Oz*|AEzk4R8x>BP7)G#f!jVUKM(cI#-uTr+sd~8+b2C^=u)fa)ZFmtA>Nhv z9P^p((7pY*v|Rel!=v^I7yzN?=Yxhs(;#Q;%_*~vWSpzpAE-7qt{NHya67)c!x)zw zoQCv__8(9o`W9q1fn*CyxMJe>%_)Q2b z<4YzIkh=UVk6Gkr1oS;XVr{Ot?Hgl@!0A0}y9cMgzEz&Z0^Qe3@|&vsr$pPv-;sL1 z-%}P`OQ-7@%|!X!wXneyS!MQB5z$sju*5=|sB0L=kipKjr05z`ukb!Dkp--qPa0Nn z9s%@^mA#dd?AE^}-w)P$2gcSZ&~~A|?vUGd2_Tw4me0ctzYcMy^oPvqcJ|(k@`73H z3#M3J+QS64%gFB;OGgyeZz&sF-99E0$PJdY;65zx)KAVlJ8UCZirC%u zr`^th>S%cSp1^AwH@;5FZztfQ(pT#~w3{(9zY=|kX;-4o24B23IKVh_lO{4zws@ekf*K*5%gQq5V*MvPcZpVhgZ(({9q_RWlDP)8 z>swz$l&uoTbPTo^AUb_Jr`Or*DvaFEGYk1X4^?p|*nx;y)Y%QEhb^y6cZ0p^8V!%z z{<7y7PSO1#J0MkNXIIGs&LzK5GLgE9^}C%2q%W+3i%8ENQ$18L3263tp0^(jp z(!HxXLFwF*PGdX8wy2KBr4+ei_DFU@`ifoaVkc-DOtyMGwB*yHzfwXNl0C9jmcp5)nBb1L?i_a3S7CL$f)lYmf6u=&TnnL&Cmos(u)pj2r z$%82eq|$DJCbYbbasS+UhP{1&4F#{;#(+sFGU_Y*3<&3WENwz~0B)*CGGqX!jevoL z^F|jWe>qSMh&x$TMJPe$HSsR|vD2~#G$zfvMc6U3>HNB9TGnR5h`1OLuip}93J;x8 z3E5PqO#oCBK))LFdJH7tW`U_(JbjmBMBMf&jx73tn!DF$*;ap!Ve_Dn*nUS}3rsoIt0Y+r$oJLLD80aMiO|)OrEkzgbCLmG2Zy?sO-PWN{C0nq9;p#Z zNcq?-Cf)M*oryUvVbk1KYBFqx{Zk+o+cB*Ilg5-21f<8bTi^?wKPb-v&e`$R5XAT(uy$yRYj9MqmA)O>Nyy9(md#`;Nf zI_C0zN3Kop`4w?gk}Xb{rsZKAPFzM-Jr+S$zNV6_*bMWKcC=u}LFDhf4;1h<(C#$a zT@9Q#F0S)TdF~tF)Lx{bSQOHM+f>>8EJJ)qM~jg?5fE>i;lNjY;-M-1H&eiwjsJ8cgI7dBJd;XNKwQG17G@Us&tEQKv z!!U9wp$Q$7mu4LquhV+BrA@IZj8O}WQo-a*?OyHbHpGV7UOh{JUiB@s;?MbDRKIWG zo_>m8kbTEG-wfDQPX}WlB$VNH52D+K$f9lcB0`wDOMM}0Ek}JygNF4Bc{;QNA27i7 z0QkBgTw!=_{>=D`?b1H!`(`@HMtfMXFJ>FQ-IQdLE4ieFw45aK>uCprmV!6A z(!zUxQ)ng`C7Gaxu}w!GtwaQ5_3C~y9WHfp0qJmXV2_P*d=^vsxFn0cEI=H${5<> zTmRG$!JBLJrLA}$#h#LS<;4>htwDCqvE#P4I;NbhykcnC&^?=+i6n@T(BS;T1%wZG zF@1alnL=2VwI_MBE-N;F$ZIBPpI?XZrl+8)3!8Dm+cpzUMP6vyc_(}{{}AfR;X2a< zH*UuH&vx|=4_D?0e7m^h4RJY`$<|bi0ol6HwGUo(5{A^HO3b?;lV~ywscOE#e{o#&; z>WPaV$}Q1WTZ|jWZ&hcz?jnGnS&;c=llG?t^hJ=FSN!4m3K6t=x*;|gV5Q{RzTnj+ z3X`Z#n`E5?D3EKUAhV|ythTy0F5tWt5B+)DiI>SzcO%;LuH6-}YI(?dQ{ zT({kH&q)kf;^5>^1cUrKM}_RLX2tAXgq8*X$gy=<8Vtgwxr8v|Ye@@hYM}SXiTc#B zG;-flEwqJ}C(?-%KV?{tjl2PIct_-bf35=h+B^yC4)RcYk%;3pKW>d|p|Ro7voVEx z=u;cYTo5j(fqYd%*$?-{)Zn`XmxoF}_VDmr+H|_r?!uO2PPdrd``wYW%IvLap73pM z9_>XT5?k?@REnDZJZyuJ#k+8rE&<%HTh?)uOn$H7sAgkdio*5~9(uM&@b@~qnM z^1ZMaU$*N-FGE^Rd|-MS%+HD81Z}%7f-}u>*;e0tc-d-Cp2NqKyI@M8zJ8ftCovbe z4B08v!RC?K53?>}iVVA!TD^X)YWH3@oBfB*?mmmk=v<0D%D0x{%|0UyYFO4~n}vo1 zyeO7cV{8`H?OtCcwRY^3H*9h&h9%g!^p3j`Af7Z8fwk}!?8g_=Cwh}&ik690)_0$S==m;IHG`U%(8sG zJxAF_M!)h(q=_s0>|LLi9tJVW-Jp|AqNBV97PH0>(J-cgLY)(ZHMg%OZfVntE9Rod z?KS?WGMpx_qjm@Y8gHi!{etK`5idRtIua9`<`*L2WH7}7!dseq-d2{Zfs#xsn^PjN z@AdkF$Ndm&*Z8QBIIg-m%j$#ER|2x*cp4E6%2@6ACFrNh4@9?rFi+;{*Krw&rkc1fOxY*&WEK?h zp`zoiA$tw7j57=k$$PZ%JIo>#>}L)$?}2llkKHFn1x0Q4rz2=9Bjobv{5dB$w9}~} z0X=FUUS_9N33Ai5=>$a~R&DnMDQrXR9S0!?x8<%6Z?Bvs%#?7E036?A5ioe@Wz{@EVS@*YS$5)5&!o3haj~!xE^S3_h9YWej(OqU9YT_gD<} z%7IJjV%op*B!2$kfLcKu{%!AFWG3Bb_tBjg`!MA``KD$bf4)T&(R4(0B} zefgbRK5q*Mj|?Vz@8X+5wI_PP z;FDbBxBLAD@_`jtPa9I}10kZ4DX-G*4bu9BA~h{`&gf2vDX$7G4)`-VXh9E##V(BP8PCGi_TF}}qO*%q*{}no7FP@Yo&g4>q zfWL<@UbPjwhMB>-O{c|$=p*(uA|U25?Z@4R?DViaG~79{6FTW0$OqJUQp`&yW5~}X zLM4z1HfUY9YflYj{+bZ%3B++u~? zvm4cUQ$(Hdr0w_1;d1!timt2`x1k}fJV()O_@rM;yzQ^ss0d-a+xTaYdoht*_EID* z--N0L7F!q%Q6QR1hnmk(3o%!)n42u<{n69ca(K?3UL^<)+7wc?E!0Q4)pZlu=b|p{ zv(A=cE(?ah^Y7Pc-LG*t^>6g&qYyWVT7RMMvW`dkg50=Zw9d!4CQmxFeGYe{4L3K! zT<`2Vy25u=R+ySxM!n7(ytgyMB#zu0?MR|1Yj*^tlbj{Jy(7ZgVCcGynWuBr>kk^q#hMTwu5m86bt){w@tJxMI3TF_b3SWyIiQGXMm=nE3i_7*akcr_+VSe4 zb~hul$vnB*3%ca(9#xo26z8Wy2BYYjgJY2eOc zL?r@-oJ|71)i{oGJ(jRiuZhk`^>}FBrZ|4C{h2*ogV-z`o(TIp=GB7{&qdDJQV(Aw z)BBdXF7|10^|z-$d?AAO;2QLkF0fI8NkvQ;^awq*Zq(JmyWf=0Vs`7c=$~$|Kxixf#}*i6e&vOIf_L{EerL@A55+uu$64 zyR2Vw9!Al<55Y;snFS1IxXIb`h<2+`BQu!0AvJ4v-6rg-TDfZy7@0@8eS9KBpwRFP zacE|(4|jwU0AJXF()z-7u08DuoWAE18n+UIoxMHOH*j84`onLSFU^xX_}b`9H0Ycy z$}8z)Z{FUBJ7$o*XUm;Io4vzlo?+;_8_HU>v-7B;kF(%gSXL(dUS${Uz4Z!)D(2In zvHTmi1Uc7QgzNB7N99xy+?IJPr^Ez=XCk)1l$b;1ew%~nBIT=e-HcOQ?3*S%^yy;$#J!ws02k225YA*Rh&e%HT%0We>oT|B7I0YVZ% zm+Sq63dhd#m4aB{q%hLsdCM(=$Q6Oy=C#mZA#Y(^dFxf!Q_iLN+N?%)-ct&hRiLC@ zE)HYDE^ZfX$8H|yt9O^vZ$qr6i<$dn-S0S5k_ZLb(eN!)?&keE_r1N+pAR^=^Sz-y zpJEnVf)bQ4S;_wFP2@`1xDH@#Q8@q7uV z&<)o$nQNOLrOWOo5rc zu!-l#oFk&lf)xKaF%*VXP(WO`2N~wc@pG@t#Av2V57C{Da3}vN26}v}t=PN_8?tst z!D&2WcO5=E+u8ILjtED(0&~uYiY2+o3m2@K^+iu#Gm+yI9r8sU-piQpsB`drLrOec zh%Eui+x?KHH)#{7eePRFHtn+MCfDMaenut9K@ss=Xq~w1xGS3Hg&d)BzG_lTQbS!H)k9VBCnIB-m$* z?;b0TgK;kHo)8zXq^%{q6que)m%$Uh_rB zcFvk$Xjw-FKAXmK2*+OLv))T913-;4bRWe;xA zhXz08=^R0=dh_D*XBIhdhMxC(y?7%JNZnqZ-4|Ebh%ZVaPAyc{&x~}H+;}kM0T$SO-4u~p9iEHaPQJdv?Ou$%%@h_C!WVj^Ucnk< z2rU5=VSm)tH}fLO2uC?;*XDRPlydci`1?F;blctA>dOio!pgdUaE56_pY67la`qIE zEfh{FpzQiVd>`vxspjMUUUG}?Z;nn_g25k$3iikJt~|2x4ynNa-JPmFI|5y`Rt-;= z@u{Tm&jMDFlS>pY?%K0_h%d%uD`Y|#^teeZRc}QydMjBNqZ+!e%Ms|+`op-)+NB+w zVH(Wo1J~T^)am@)+#7G?%IlsnPvw?fsyAG^H)e|Pm=3_{3><`08G2|eEM6=@@CYrO zfCGxX?37B@i=g*{9*>`g5hF^abu1{iB2#P91x{4Z1MD*WDzv94a-9zdGopFe2;p65 zv-W|}5umMF&#Y@izLyVV!YR634t1ON@QOv}=fKA9ZsF}=^*r=^H^STAIb1(MIu(g& z=3thk%B$)0MrppWU6^g+R4+bMvt1vRd{mSORxC>p!0>@>U{SO?2w~Cw4lU;e&-t=9 zzlXgO6q&p{1Z>zBdfD=47uV#n-P%`o&7u$%_TWIw4F<=I9!mJ!q5rt`@AvnK>r=$g zlPYYo8L6_TN5LLXAI0f~q#j?L>Fpt+XN=s~R`Hg6Z|redHE*vWse4^*9r>77-~CNh zd1Ak}KNlqN9>Sodk!lXh3U1DOxzFN0gmKMyjTaMhiZGKPP}UM-6lV!m`hgvJdf7&h zZpb^2w3Z^;_Q~3OTxnE3X;fqx^~e%A2xT`?mxA(f#rTfb`iZX>n=0T&zotRWIF1R9ieGT)T1kT!7r;g^orX@^c ziv=u}|`(J>RGusDHKG6FEM#9dQu+7kf1 zu}#+c39j`NDYgVq1Ag|TJ^T4N;H@FG>~kgUL2B*xYkG@A@?4v;QtF-Q?}hE25l`91 z=Jme(xQ^6X!f~ghhh6Z}bD_+5&DlXD-Qz=d>?L5VhS zdhphWAPu|j1Zt69Y7vK{GE#H^5L$G!B$dA~30>^^Mmn6!9ZLClAu;n6$VItpcAvI9G8xe9oxA$zQ(s$NSPq!z+g*Ek$?uNB}O$v;$!e3_zwL1 zuJ!KIbf0Qf6+&$3oVC`QH;MiDx%@A`%gU%)Uzo`S#6KQKV*Y>{7jIEzd3o9(;T_*p zbaY|9w(d>`u8HM_8|_QvE}xNG4|BUvZHVF&72N3cn=Q8HV{JB?eIG#-*x*Q(;-B8C+7; znVck^NuR{3XYmmJweB_{4-ov4Pr+jUU)lfwHTnN0&L;SxZXG8}J516REGDnAvwa$#MpNheId#4{5~8^{S2;P^lby~N*`x5CgU4N*gkO6I zk8hW<&)LU_U^y@!kA?yN#;5A16=~-stsdETJsXaWPrU{1bK|JlHaFHGa!>KFCW-e_ zC%GBD7H;?DwjvBme~G6NZNCi%2lApMy;G{{P(r_h{u#AR%2LJ5ykwX6vfKcO7^8r3 z<4;>&gplT(I_TiB0MCg-6>Zm`_P2luZuX*o(FIOxK6)zVCZNvGE)P221dhdCHe*6( zQj~D*@oMjLzuDd0D>^ICW#7FH%Y%vyj61BPINLGuRV415SqOJiWFNp}Wzz_jY`yM` z!^}Ti`}*7+z1?E%7V%ZH+Vwh2r0Yf5EW|3?e9}wV*qwP?ptbuusR8`irj$xU;JFh7MH+t;Nh*d*`W*e zk5C;v@A)=IOMaqJwOXGM=D$L;GfAZv?npgF&r(-)$vq2$xZIjqeo|6pD-8@67aRpi zE&zIC+hMv{-Mk-6al7=(q*Y4gqg@gk;soQvR8MF%N@aBs=$D-INHQDMknfPzTGXuu z3K%^EFX@@AoWU?RSFO1%*Om+_Shg}A341aGA8~r1E~5o18Jh4o1P9tojw$|qOr9XE z`&*9KM=YhJFeR+kX7?4eu2APsye%^M z!lZkpDK(W)p?{LxOu;_cu3QI1`L<{-)Z?JJz=7!i$ETDXgLf9CTLvLgF|jOc^W}x( zYj<=>TReXZ3Qn-7>`CB;$*IN?u2;zS@E&Vvt!$1kbL@^xA2m=qIXFeBQN{g4?XQ#} z01wx^32Y*i#9H2dcw#$nVgE-bMeAmQkHvJWxE_{g_~56m{Rvw&Gpe%hX!=9 zdd8pq2Jr-H-{Rv&ChQ@J-smul$9%rQZUIopVX&^p)=Glnay*+M)fA6rc>?N9=PRL8 zkMGGGHG@7idt0$|Hy6r9IrRd|lYFX(7?@L%Y9BiyiS=zO5=oUFt@McwCXv7@5u&-+ z>E_FvT#JQbyB8L)p*R1q%=IiV!3^f-r5;=%0oXNKSlz43%LyRmZpD0Q4DXWiSCu=1 zEj6o9YJ@hnyKJnAkp1f6+DDls9~5^G&nZNqmELhl4w`mgNqYd6-%TpKZa*|h^>Qtp zXh4p)PH%Fl*Jg)XAT8s3OIpgFU_#vKfmd*uX0oBX) zu#H5C?!g6qUUwxAZ5xk4m{#}GvmX|(?tFr8c0k9Ju@6A4Z^o3ot*+rnH1x_@9D0V1 zV%ufZcq%F|?~WXvrhwIfFf>Y>#U()m8MCw&M=ol{0Jz@_bv; zii=wO)zp`#A)qPHU@m4TayU?*(k}OdIeZ2V`uQU&n0i9Uo$Tc5^x}K5xq|ffJa70g z9&_3WwQV@J5J>mVNe#{b0Hb++Hw^(>uh8+o(@ie85P+6~-}-13x}E&N?) z+{lQtDkKhqpgjKMohWgVHAtWwjh+cXbI)BUO$`jbz8=B`h5e)Cd+=*JbRTt~g z+v$0y6T5X%T8}ewYwF4YodBrB0CyU6^~cID>2g=ihSM2wptd2pUSF_~tV2%9t#@!y zS@a0fl{C>62umU`%qzhxY2CehXNTW^X{tgP9^U;?Z_*rnV9P(!=>N~Ej zHx(=wQ)f8U)o0)zK%2EhC{=H6Oj)VE8{<;wzz?_V#3vq5i|HUM2-mbdkUa_1WQqMm z**@=CiTKjF+g_rJ#6>bcyKgdvzX$|(=jicxeO&olhgxOr!U|~HL!J`u7H4XN0g=33 zsOrn8K4=fY_1KIq6Z#>)^fG}iFn44*O@P-&JRx6|65PSl2Ei*N^Wg!JX;8mh6C&h; zL_uP;;gOZssl z@*-qiHkQnnBpd~OAfiln%Bq!@ zNoK?SSuS^!BflDQw#p9krLw(UVe7gdxrfIL~hp4L(RPGI~ct^ z5wR(CawQIMtlpg-UR|>O3oVolVBc-Dt%82NP=@7MT|LCdBhMeXgAp3do(S0Le(!oX zlu(*FBKdU&?Mp!yA)hiuV8fQ)zJ2YccCL%UAFgS~iCaU}0EROG;6uj~|xsXj%RH$A{_;>JFu4qFbJ~cG? zLRBmbCSGJ}Ctu+#+0a1fgfY3v`AH@9bXiyjDZCzUOKJinng|%4F{R~;|3_Lb)>L<)xl78ZEz{D%=e8~`-Bnz=IXIk5A#g=h zsju4r^A}e*beCleBFaM`i7y}lMM~8|oO&9XIo44wOjHl#18=pdwY9vEQ!fPFZpQ_% zekgOUkMcRQ3cxyF+{pTtih*LD6w2M(i$;Nl!sZhtat6m1kjRQ2ErBg%diV7Bd>T^K zUtB=5b~tNd10r>!?Xo@rKghVVy4O_cHvPt3)a3m|%FZLuBw|wEo z)gdGj3KFdA49bFSNmlE`uxI??)^9%$7|eIGHT{aNx&K-#flR>#i@Ts0>0JEX>UslG z7A&Y0vJ4=#b&o}dB4+Bi6y#a%vYV^F(f{qfKHB;U4VF&`{|;?cm~gd`YfTjv>J9Pm z!bhl3hT*mU7?DTjCSdkg6)ac#C5I$`>HVJFutqBRDZF*;K85R8f4RWfM^u1+Dg_54U2YelukuHM$V> z=IQ0yhkJT^h$ws<&QQ9C2nkeoIf(fwGXNP4do@$@_foN!gx0E;9b}1&C;Iux$fNH} zd{iE+BWlfUdQ*XpwbH#x?lqvnEHLr5JF2}&BoKInc@R3@QVNdin81PznmpEC0GWD5 zhUFB3Q?t5kLTkPcMddKQceAH+yw4KOdTR|eyPZ4rN+!xCTQp6bapHEBKlng|Xf9+M zZfhi&J9y5tMBu;tm|HCt2~-)IXLXvSrbKNE%K1!Ya~I&DjC(wI-$l|zFPAUT3%C_p zI@?1xN(WQuA1Z`@Zj=uI2!6L9w_1H%^|26(pp@A==s?2LMC`IGD7$+P{j1geRi?3} zb9sJ=pgkj^Ff?_v9jX^R#Gp=_D#tUuNWJW?t+IUz*uz?!fPeD~tPpfxXX-JywsSt< z-3?;CGgbuT9G658yd3uoW^5QEYB?N)F44eM4f9inP}x(<4_^k;p%4Pdx_=lCmG>>s_s0!u=m zjW(b+F&7Dk(!w?B#WysvWgy$6>!a_j`a)}bY&G`c?6wh1tK;zN`KoIUH9T!KJDLhj zpkL$zdYyPq5-Gq7ZX>omb8Zt(>cx$m_%l>}SHV140mr<4HZU8TkKKE-KW7DC(Yduq z-a~$6W~P(EK@yeE_xcEN+yTH()IW%YMnw4`aX+SRcv8v*Iv5Z;7TcoQc)o%KNpFpP`lo?f{H=dLElHB&C%sN24LUw2Im7BT5-C3AmuL z;XI`oGVs7Cn5a(L%mNtBKISJk{cPLCJWpPL^<6;7MgI>LJiE&Z@N)9ziA787*YMTV z+dF$>P!O3N)X^ z(mj(v@nSSvcwgk%nLCz#@qz6;Y$jGkO!y0e>R(J1GZMC$J&JS?{~myhr_YLC8UAKm zHc=Hm1>&A~0M>5V$c89CHp;}%X3dTR!1yjpuCP-fuz8FSx{17K_KRi%$H~^ZLtuPu z?W`MmmhP@$p@^_NeO__$x<-Zsar0P`>-$Cndgg3D6qpx_#TF{U;9r)(Y?c5A{ai28 zA+t?r)$gDoyeOY!VaYMZK)lW4D`QB&WZbM{vDgkCy-z4v$;e)74g%`tLMoF>fE6wT4!_|+^E7*qTAX}dr zDLF4g*wiV?rWIS(p>{|^k^}VKJ@{Chdj0-fB#q9^<`3m{b_fc*n6nI-f^ZgQ_dDu8 zi!up_CY9Ya6y6sNP71-_Vj1cIcPR=30Xo}qyN1jsY*L_Z{L|2{d@u;Mb z&v$lR>f6Jf-o?s0rmW*$Vpc;K-<-Q(TLQW#p-IH=hjlzugF0L5@z~5+CtE=O%$@nY zc;o7|ZuT&8(W35+Fou3zkamK zG@cf?f-r?G!?;0LOVFJ)b`rNG4m5h0xQ@XCfu+|q@xA+yugCmqF35H81bMrr>3-HZ zwJIMNvT}DLrl7UlpfPtCz#OU93Jdp-89WGZs3#e>0W*DkRD;mM>I6lZn877N>58~f;*%4PDODDFhfw_@T1# zWKS+u2$7jL^F;GXR%9v(5KDFMt~QnZC)#K5F5f~H3uiOe82sv;3CA-8UPJSK0@6mk z`ezPQhYM#MfPAsqmqG@~Ge)=wRt&)x?yHT1RyB2N$B~m;4=QXWVfN=%ytK(9WJy5< zE0ffKs@QJk^j10L^Lo~jxmZLWWt-%{OekS>ri;^czBKNyN|mc&T$G}_N&yduJbB@= zmx^xN8StK0c?McGq|~(A5ynIJ0f`?J&QoabU9YF%`A$agclS@NNKh57afDNsDH`GK z4gBqQx6@5fB9*(%5Ls)`AH419AyHf(IU= zG}3${y$Zg2*hQ~0H$ng?b;u?c2HkiW(~`akrUoGtiKUf?ul9HTT!EW|<$cW|v$FkI z_u){#V9K>MQRG7{No>7+{v|qi5aa=^M_OF8xyOPKP%BKi-yob8GWopX`m<^=5!jiR z(n zM~-yfc=J?*y+mTrYW2+L3HUvhe(3KvIp|RN3Yr0SB5Yr~oAFZ^Nj)hbbLJl9N<@vd z0kPS;#)I1oW;>rH2$Q^n+Ge!z(su;|iEX#zc#ut`dCW}wT46o$Yh7G7uevh`l?GZ1 ziA)YAQ!@BqjM0R=KHQ3ee*oeI*@F^2GlVx+0rgKh7;n5(fx>!ColP}^dcV&J!O26Z z3leatyHqKr%{EyCEUFQ_ugBUjD`a9o;jC-kfC|Q9*znq;Hrq6?QOSyXc z&iv+q?#99=7Bz-+RIv{%50L0Rj#>2bEvj+Fp+TZc$$OWHFZT?+BFR1)Df@=OOyYZx zz(KG`ZlAXt#JWdu{5(NXrq|&t)w|=f$^BLx^_Au&mBCu>JC#{yribxNnIyUvIM+i# zZ2JuoR^;~k)NK0)H^??0`GP~<_+A1ORkw~g?)VBC?N1w}rGU_pao1V56qgeWoDlS_X~zj$a&-<* zct>8no@o$o>@VdVvw~N>l-+DdqC(31kjH#Q&U^f|AEee`nd>LIyM8^um@fsNHQV`1QXK4T^NZmNIzWwp6kjyL zbx*SCp~`MuX8!aDY&|(LDV4jL=@j~01~Z-Y4;0J8k{+fddU^0iCFPUDscFN5QYe{o zo;}}$WvKd{`P#jf7772f-q*pvTPUc|JgeE})KDiSSR~+qNKikPs&KcO8(&Kl_T~c= z4jwHi8pn8Hp4+jXloO6sS@$OG?dTa@uPcT7oGqW-yCaH}X?c`soa{4)BOH;08K^wbPd9%0jvxxmV{lp=GTd5ZGj z@w)G$tjtmVLZGtHjx+;^#;Vf%`?ETikKcZ-_Weu*nzwj_J7LoL(4px*)qI9#ByO-F zu~QW?OgytI^@TIfKMSb9q(}IX?4Bzz6)*T&C~7Sl#Qf<7ey#}CCRna=Ufw{V0$A$n z-?J~O9-f{1?MqX=z)!`m-dC0(U9L?^cVmR z`JN@(AVEp-MIT1kS{!UdW5^k z*9X5-LY-~q=RKNJF4Tr^r^(;pkZrC-#H(MwbAMlnA5qiR1|9QC5fGxgRr=)K1=S!Z z3PL)VGoIVqq|vwH0s3IoXah;^07eu7$&vOz&NBcNHL#ozFWr|{#1lG3uV(~v=t-x!SMTZ) zjEO_jLFV%Sf^P22hCwF7RdxD2H}(?Be%hHpwgU4VkG{b=WDX@;Si9;oD6EC;c0T0; z2sl>`8%mzH*g$=-)xV5Y;Ul^jH|M?Ttidaa+9%A<@ykno&Px1TP_`Cy!wU-?9zZrX zjxSZ9%$d%Ucb}4Te12fdf?8!d?k5a@0{33$>#Engp+kdYXouBIf?{1tsSp%66xRS< z`ma7QK@km1J)6d@e$rRj2@b_}4tLvhy?|Ug>V3XcI$&y|PO zFjGS!1{TaBr;Ti;95i^59pPmO`y3J4RZUC5jsd0^v#POtNN8T+v#%YBkr^7X(Mus31m7beM&d&*?&*EnW0p=^bbtE$ z4++J;V|AS&zXaO5FyDQ?`~xu8*B*QmhZvhE14W7!W&tt$7wr~oA6N#%Jn>6{eLTUR z_W9mKuzuqbD5T9P$nu%^S95s+PXPb8O8~ih1|~DR6$Gpf8x?j(*A;^PR)tu)MdlXpl9mW*bOwhqs9lwW^aZ2{q44q8k(u2xdF&0UX>!iKzz@_gw7?P#Xx1 zh8e?4gpBV?idzE@#EZXN6wXp?eg=p*koVd>18XQ~t1pAwFE#rd6udM3*S!qP3Uk=q zt+fcN21XdgNdtHd!vRU~_mfz51%KP^i;J55dZ?D0{iEr{GUt&Xb zP%oIng*22vpNbn;NeU(i=qmcZ#oH{Qu+gcvbIea_`9oyv_wdT8RRCbJEnJgR=me3q zhgK?6fBYs8!&eo=@p3YXc^qU7CW!U+0lEFoXl^L0=yz_i&hT8PYLQ#DbGoDj0m|OA z*t9vH-rcPQy~Ip!bpfbBEsuWKxai<7pEh*P)Li$Bo74SBK^+;bF?|{MX`UEpihQj3 zwEI+%)u3b`)TkwK;2SOl@m0l~7@h>NtI82jJoZN1{P`Wsm_%7Ali3Ir7jQHJ==gaY z!3qoRNS%nDh96}=oFHci{tqO&YM0B<&5j`RjP5s#9KX!2CR?70J%*ovY>(MvuX!#~ zio*#4k@!VX7cs6~@#UKcMSUp-Ho&OJt$sx0X|^mJKfhe8mQf_XXOl?ri*+kv3mq6* z*i9uI`tpFit<#~r7o%V+Uhh$ir+$0m51oB%WtWDzt@2Ttqd3=_BP~8rY}!GHUeG*& z>2~f7u2`=7aP#&tMKut(^Pc=vC3C0R-Ap*9k(9GEKSfojkrtdx%pJ=u^>$4PpEem8SS zOBnPzpw#9FV9&xsFKG2l`j`1M@Aq*0 z1dfQ8!5Ol*FH{-e9aDZL1lt`$V)3s==JC8}ExzOw0J6|9pdyYUy=JQtJfvh{G?8OM zy}T35wO(P?tc;km0|&PU~T0D$f})+huqy5r`L zrYqnhK@O$~{1+$SoJ27Z>LgX}h6tb&pj~3mQOS*2zS)(B?Jsu#jh2Yybvm>QfO|N0 zC?rgVxpG}qtQ*y=ctFIk73;plh11EYehvhivzY+@xpho2n}cXIEcV+Imh<$2JmbcTpXFx4tgfHCvkZ7kB@PNyG4K2 za#FhZ7zgot$^3i--*@tWmkQQDLi#)hG6bGN2!QU&19_hSlUuSen%!rqv805{hPVuQ%ymhY~Mgt_Ye+!WaUF z->GurNf+3-PZ;0x%hA@O(!HZ z2Y?CtP_hzHX&j(`<7~L&fz3fj{WIsbRbo0jBt*P-2#SZDue#67XILbxmz_#I=+SF0 z7xl1QZr}^2LOvS{58>2$2?exhyMmy8{AHw${TtHIOyc^8oFNYu?lA4Hhw%fiq7`Cs zQd6;jP&JL>J8Gd!-;nqx0!%r4anH4Gae|0xPbldexN}T4bqlCMb<~3mY{wvvIiD$p zn%fq<8+R#;io??F@9>s=?==#qV8~?eo`%lzC59r4W@kvXTlV>{{h96eu`0+N^m%s&8wQj+patpi z1W>Ix8K0sEQKv_bQGe72-o{Tq)G6x&{s}+*cNoM>rLv!~%##twuY==CWu!-fgqxPprPp1Vh^g3-=(%?cJ+-?ujm40iAzSBKN~)~_AEW6@*86u1m!aYOo5 zc!)Rq1T0BXdpt%o&+!-`%c0#D{ek!Z5s_XJfjeK43;dtfG29PR)Z{MDNCTGRs81U2 z`o2MtV>{WBDS*j$*PDxVeuX&wQX4U6qW22m5?Dcsiy0c1<8$Dy_E$G$a#sMmhLa`? z=?&geI5AjO6c;XTtvrdJ80C^P*i9&-#(aXc^usuAikG#7WNS|dpQnmCO{J4B>%H^) z2|M8ZpW=J!hur=@&Jkyhr~hwQ;`}{|3UVh6^lXiM<-&7^zx`ML)i3|qzyHhs{OkYu z-~OU}1dgU98RoRC%t#{7NPqkt_4~j1YnuOq!1Dqx^7J34e@cJgIF=JR7O&Iz0rdxp z5ooyI%6NJD2ScN2C;stw%+D7&{IVeYe324itjPTFckIs>@lCLkoL>C=fr8JvKvVo5 zf5-iNl}4Dr@IT&4OX$pq>>q!}|9FwcvC2ry&ld%mmPB~(3O`?z1W9IpzQ#-N2*G!X zKVK6;(-g&@FLI*9al#*eCw+dtDzI=$_<1k*eum=lR{7_PJR=B_^z*HZOv@ZDh@OTC zca9qqY3}>2488*wME@KkWRBc4fYa~Mj3f)w@ckSjn&CwHLw|oR#q%t#i2gZ7G%fHF z_49f$26!5{BKqeT(a<~>G2CCDOv#AX85ysB4-$o8!8QJPRT3DQny%^RC{Z%cu*}aP z{7@3bOY-#5KL-k*OyTvPZx(sn!SvD6kGlnViNSpNewE@FcKYa_BZZq6W&GgB7vlyn zsF)HzM~V^|k)eNkmF8KQ`{3oDV?_zLqu=fcGY{j6SAUKcC9pgv{+tyQk2NW9c=hLK zQM}CIT7G^pPcb5eTVj5W7KWB*fBRw%jxEe|S<`5J@MI{SmZu5$dipBkL z(tr0?n}7b1L<%2@oB#dau$VX$TsHA3KNjY6y{w2k`dU8IKWNB?V&Q#{BFhOF*PqwR z;A!Aley>XWvcL=9Pk<3%%8qw_k0B!oGA{r3pJ}>M497?uUi}_JhL=&I`uaQ8fEKQL)GI@-$JuM~Q|hAU^BoHBlmk5Bgr2 z9}0_=o7T*amnj*GZyMq6fuboGd4E4v3b!*&r|+dnVL5((EhS3Av;w{tCcXuG%Wv;Q z*O{F@_j{&MB9CYHN9;+{1HeqfXW`}Vp`s9Oe{IKKui~M9UDWqbQ3B2X_I$8?(KNQy z-xlVy1ir_S!cK_&^-t>(!gAC0{PSzM55s-UneVZpFjAPfKVQZTU@!dBx}-P?m-XAL z9M4U!eh(GJ0!#4yj4=IZaasZ2a|)B5`R#)liJmqwh`j&YYB0*^yMKQ&!?V(~AN)30 zSmW3NeqI&!zpoYl+gRa>f4d`w5`^h~e;X=>K|AgHtu&xGcnZHQOX{Cs0!zPr@08@= z5&rsr{5QY+i~sm{e}fe{U6sfRzyG;Dv4605uz%bC_rLt-|K2|b)(6`O?&`DSm*P8#kKk3*1^?&^3KmDhF{ziYrDEyay8~#tf4FA!u|JPss@=yL5 z&K8N9Cd}{uhQYV+xC3h1%YF_1hhP51Kb?jH(-wEdAOyks#$Yh?uYcM7h5YM({a3&I zv;XkVy#3ez?XQ0MU;ct&e*I7W)nEJq#hewhC8AkC{L#_C@6R8oKhN+6Z9QD)Aqo=&xqrS}7c?Z{{o3xmf;yU>#|pfW zks!wc_<}^qu?0_O@_pV{DEqu1#ne7;125>t(@?DWtyT{#8e#?P>5U`mV+m*o+)|ST znk1+%JKHnI^G2bEgv3}|cAfRqFv!$1_-X*fw=w5_=_7eM$OHMBS5dP)Nk zr94>l&*(eF+4J`E*#) z0g0Z1M6&E2)jj$Xlc+Ksn~X+FLQ_?*uE9r~cQ-NSE_PMj>nMVCtk6_+B_ah4CP(HC z)Ont{G710TqOYonc7s!7S=-K`;dQ?q>u9&bn{LQ6L^QzFMO}+R0850+a*pN^Yfq{^ zG_q#vLr%}zVA(v&7dMH}w8dpj#kf7B{gY26AHlh34;IP+Dy;h> zD#k1yhgk*Z-6XGHFOWmzDr@U9-14v@b4KQAqH1;kzDs^uZCD8?sATsLr;wE=@h1*Y zTQ;-DRLHIX2^$}E(-@RH|42r~!x{XG!&v(4`17qa=V;uc5dXiaSd_gRKj z?j+bX!%5=fG=DN|E998(`Qi-$?sjTg@$tud1_>sX4Q&89KI-nCVzRaq z5=6wv6ETD+{W8z{TM+COD)CQDo{C*`cM+45kWqQ-4|njWRtjx6o&ez=q6pd+SYtf9 z_nH9Cfds$Yb@{lS`dH5bqdy){CZYB5NWqxs0aZroYq*eydI^ysaen6*xgK7zr&U(l zF+Eju9Ob3Xi(3+t*@e z#+M5RvAO*XRK&}Nfja8B=PvtzBZWQQUg=`2lf6@Ci|4 zW7tEnRI}H1aY*)E(};Wn{VTe}202#YKuc$=xZ%FpJh69%{Qe@rS9o}AHW>_5L1OK^ zmWA7H*g%*++1F)>4^YRbH8yZ$95{KL%7g5P9^Bxc@3vnaThD^kGh8gj(Gx>of>4KT z`?wUAD5r<{bQDg+q>j2BD@w$A_F!{70#6iy2a%cd`bMkeeK$zvirQ)RG)(j2vhfE; zQ+@QYyb{QP;gK*@t-oI*G~QQb9WZoDoWHh8CU>jS9yk`Rp)20OUK<#k|D1Vpf414^+3wPGO1`ib3D{+;npF2QZ&(GC`8|` z1Fk-7p0MO9WAI!TEYCxpY9h2N1;>ZRwQo+)uE;Oqev}jZDoc}SW@1m6;rUTpl$U5L z_A35VyQsfsUDDMwkf~!Cy@zh3y2sh}H*M$GwhT^k)GFsd{lF43t|pV?uIXe9h68C^ zEoiV8TxNK3-5hpn`=s5lgoFYYH&)UG`ijPCmB3gc4C}tXzF?jciTQKhu|kRVjK#EI zP;*dOlA96>{c*p`r_8Zlw6SowBu5QlAZre1(y9KSjSxx0R?O41Smb7G?slZThuzI0 zeMfsYcj+cXy|QV~0!uRT~Zn z?R$4>W^CPie^3cDRKOZ@+dL;ls)P-+^nr`*4tA)5rT1XsA?v$XWL(uX>!7ig z6pe^thA2sN^;ORYoR*;xirp48D4-WK<+x>n zr408f9w0o4@?b=DQ7J0uJHW2iSr*JEj<1Xt? zTg|Ir-9eJwsf*BhSst@^&R78diOJ2|dVpBWeBM~~51hK9{-)rXex5=zc+nulZ5u*H z{KHfE8-^oB=%aYKju2ca5GRR%UpNXIl%YCpYUi%zEt`OO*Ny`;=IvLrbzO8{AtR_} zkMqS;q5P&UoEm!P2F+wyK1=$gAi1@JO|+|!2j9x*0zM*|W@U<_jlZ?E(>LpnO&)fN zouyN(mpwMmdoJ>CD6DfAebu%Q(_1Yc&llbd{#Vj{C2&vBf%EOl#1U^k<9^j}Da?MO*3 znrAnIfUy#SjJ^eCr^NlhQB&#^p8bn`BI`PD4|*G1e96V(hwDi=q*V`v?j8zJk! zOk8KVgzDVLlEe$AApg1Dj2ya(IV>Nlh*%jzjiG^qAiC}F_mO4d4ljD% znPk{NyXL1~M086Gtj&9?>g}(y%<8VY9)DiT9JydZnUs69v#_cgzJ#a)&n!#1uHoGTT9r5~!Tp zwCV+-tv)sOwJ4I3XSYUQcd=EoDU(4awO-}0-u;KASlVip3loBaL?kScN4Thp1!T6B z!(1V)+oMrQ#2tvL?od!*McLp!+!_!aGzxa^3jL3ENGGJCYB)!Fnt=DF8vwoDO(&mM zZgV&`0yJaVrye=od}G06Dd*bFon?=bck8W%mO-ZkdBT)dDKq6>JlXs8wV{y`_KoI+za(SGl4}{O@YdK}5y|G^3zOqu#;PIzI z`RjP014nc$CYSEx=M2SWZ!UNc3-y=zHc=TuIwIMG0bf31IS@Tu*0pjQKV}rSQ)an` z^V=^*pAtsmP5ZCZ!a~fl`SrD3%7@7U`Z`R-xR(ASVgI3&tikx{!u_gY7GPj6b- z2U!LDBoT=z#J{)bz6i7riS`>do(9MhTufv??E&&02<~3AdpPO~blW6?I#Mf)QVAQX z86er%8r=y*#fK>o7|YByG*OBn(~8h-Q%|dEDOj>PD?WmOs>aJ-c6)qj)IkUy!vK4# zCKawT{Pn(w=W7fnr(P%E+@GJt|M*Fa`0r;ayRYiYBRx;G z6-9%)3E&Q>zSOg?WwEgTj+=lm&2MY*AAc8r_9nJ59)*s8bhO_5@`_m<>b$opv1dQK z4rP>4c(oq_iRDOg{ek={LLfXj2`%D3*~i3TPMvbbx}DXnLEBMy0(4A655J9`>N(w8 zR~&zH#d*}_25S1dcLG@{xH6!4Gi}XXlEl?i?SQ26>xm#Hv8|-jo&0UzN{m{+(B03| z-E8iNjkAT-=4Qm&=Vu;sIu8T$jDwBRbqd4qf1SR-84+u&ngCgQ6gaLQA;pNsF`^*5 zy>l`g=j^oGQUoGq@2l!z1=FNdhAMa;hvIEz#re7|fuTUAV?)P$j{J+*h;**6D!j=> z6>O}g(#TtbFCNjjE{$KFwpw*mL?3+Jk?NNl-3-eYw+mKKmrLCRg!$st+}Thh)Y!EL zB+3sy;({uCOM64!UjThnp05o?ael(GM$O2f_Lp!id&hYH@we&bu(@5iWM7SNPJodu zHX&4Ckc)}9cO)XKRTBnmR|-M4N!4bWU}IGAlw8XoI=U}4s;+?hFPQGdY_*`x5#l2) zSbE`Q2VAWyA}T#RD-A<_U)}dw6SjU2pVWTf(Z|(L4}ebtiF~f*f<|?AMRBsq*1(rJ4VJhpL-QjYU=D@molMS=|An8zLTVr10mu9 zfx!%C_VoTgbLw4lfbEp4k*%_;aMZs_u(LVDg+V(m3TbAY$Z9Z;`t6!2*vzQllfC4X z4Mm$;AlF=!w~YI|JWH4Bzs~A|>0Gdd?vLAfFh+a>Fts43FYBwOJD2e`vc^6-_f9csSy3NEGzIaR*u!)w5wgJ({E$_Ip>1_Jfmk;n&# zglt3lu>RU=*P8BUzF0~$(iIaKnb$COa}0mn{le0*hVopFg(i0rwz1MvB;K2&U$oad zMrZ9oIo?o<<0`n$a827&$fTC71Ge_qJtuhm1;CgkH;v_7@qtLRk=C6+%}6g-A0gOP z4ThMyZ;j{cw%(u$-Xl;hc{n;e;D;Wc%BJ=aE0&b4f!UhKk6^ECxHu2! za1F-jt1CGJFc<+|>(d#s+0?F0SFo~JfBgG#s)x@MV2b2&c?`CtYS~}WijroHyFFD7 zXrkHXYoA`u?_YOe6>aLT);}JD9ni-nD9xpRA$>j__peW0ZEV&?7!7iYKJB%Ck3-|{duGh3Qi&EQtTxmOK`HH?F%7-9 zaD3W)$gw9#7k@&lq-bpVI*|EpQ%}cn+@ku)Z=Dk^Ce;F4yY|QnXUc}BsdO?ou=W%= zA+XxavIf!07tgU##mKxJk1G{c#wH3VubrQ*K$3hlT^Bt=t|7Kopy%aXtrJ~khj#0q;>G1KTPM?sY;#I?J7&HS;087f*m_kEO+*}KeG6! z$NN%0FQ^F_yMq?0C3wbX@KT|nvLBC#5LYluQxwn#-bWY`Tj(VmNwP87kIyw#v^l6w zeb(>SVmY^!yqd}F=r842NUv^4-r=DH_wuiUNZ($gv}M^h=P%iN63N~2eo6;l4e|aP ziWyv`&mRY=g@kQ{Gv2AvClnlo3W7dqd4FT}+Zvb{eZtHaZua=BAekwr9XNNg(c~!N zx3qtGomhftz%!{}7LVq`n+H3F7OE3WE#T6DfSVRIO{*Hje)I{cG1*O9a$pRcbbh`f zY=XMY1IgR4fy9UPC9jN%KN7Wdcq6TK*5ip4FZ20P{-_%A@9+XwoNLb#^d^1#oAiZ3 zqCoNhqSj9l2h&smdxEd9-y6u;>Uu;dFrUlQ--8AfjZhC@N2P>dC{kxxe}GRe-Xh%( z+}zapVM|*UJZ6eQ-lChGyqMYQty;!wx0rtrHhZpaOPwR0=q5hwk*nE-m~Bb8qsl6P ztugSFILdQtpI*=%>R7iH6*V#_RSfLMo3-t-g*UzHrSO$Rf_K|}Z2=*(Y>^Y-?XN`v zPsl^zR?t*zT?wXx9=6r?u7Q~NdZ!Qm1S{dXo8H{KgsW93*NyGL(#qcksX?y>vBQv+ zr#KGWR9U_K8S_4sEg7mw*B3uhz1jZm3oadP!P3?OolWOuCPwE>ycY?h$%c@y1&a9Y z`7!kk;d)~4ZFFfq*zGT;x_dS;U>)k9lPBl;NZb_E!1Br@!BQlSdE@fKVZ5gCYo6<8H0N)jxiu0^)U&uSeM+>Yk3Kv@#(QA1DBt($S%_ zG;f-?$Xe zg#m_y=jWy)ZsA7K=zs2Z3C44PCl;8!-ZmWzhLEcc&+~NGNe)tVfz>6bN}{Z1#O|`3 z1!Luu*Oqr00?02Sm~OF=2Fp6u>t5K=w0_SphB`y{{Kf1F0*vI6S9-KWPlJpE&OMFR zok>wiNWw(RpT_);0yIj|eYd*Ujr(6%tl>JD`hh%zig@FKvM?%-Svws-syczq4jc{4 zZWbHVJ+W-)Of#g=JA>hl5HQCh^{BH~IYp$A6JUuK9hCkv7`Q0=5!AeyDM|bx;L2Ei z3=)(3RmPh4bXzOYP)|r??6p5O%yeDUR%^rYQ}uU;7i_0S*#uo;>_!D=VBD25j+F+r=vSp6kTw-cFkRZ+$LP8TOSEYf)~|;9dSVu25H4@4c+y-E!y?)bXa1N z(Op&B3*zN_gM}RK)=RQB=F^%rE^FG1hUbzvJCAu`ud_j@9L=xB90GM>-AE6|PMyu= zTA1n4={Rc#>~18e)r}np>=+^iq!7%9>2Mg%{D1s21?C&AgDD{bGSsX$)d&q)d{zW8pR}e z2!==rf_G_tz@m1zS_K_xV$q`nGL+?tZ6_;a(-|9v)He$wx_2~+pE8|o*k80o$})?H zj`B&}!~EUfqeX2TMr{g@rlHtX$0OugxFhqRPkGrF0gR&8!kSya9B3$WMiy?!PIHSv zK->yDbjuBctZ|MU&QJ?fR<<+Dr}=2H>w{~ro7eV5kcM|v71NH~r`KuWu!t3+>^TFk zMl^?DAUHv?a_Pa^Zl9cFsVCfgcK}XxfANPbH;0vg0nl_Y?)#p7LT~!mZ^|(JRMzv` ze6PgRZd?TIx?WiTuD5w3VGxVEKUV?#@?KEaCr7vgY&zqz$`@>fSdj&gL-Oa|sGHIo zsROIX+7YFkTN|+Bc&sc9{1YI^%qd#jLW0LrGz9T}FZzb;^|_@no{}j2%|uZA>la1VTAKse;ZSMYfo%RJFSF1j+T-Le;Gas)ZrglWp&V`JHL15nIJHFrZdYfqv1z#TOy}};hWvZa;by}70Q9y1qZOkUfKxA)SBf8CwkdGYpN58GF*sowKsCz2@d&n;IbLkjF;XO7p8u`_(y-O(-N{!BW}A|cdu6$w=(JK z5g-5&!3}R4u0J~W$vc*H(!@l}A2J54DD^=XTbxf!sj*j)IFI?ZARCR+YxOf&&rIH>-!nN6l^$`J>r#^xl zRy02zkX51A+I^FBqAs$p#u7^{eHMFi-CP0hhBjjaXYMHC8n0;_z(8&!w_OaI@x4&Y5TC7HMs$200 z391(NL*F}HY8A>4q%Z6m!B80Q_MqgT8Sk5jhIAbZ>Idu^mcz3TDfj z-9PnX01;-11yu_&17Lwh0^r(xlQPmy|Y;#VEs28B7r6N(iV9 zvh7@kDsyqfdPp9@2H1fq*C7ZID;&NJZ>So{d=4#B7qH5mx2zO*wZEHt;QnSu)DM9N ztq}DQ7-+It@wy>%EjlSctIJ@ck9Mx1>!X};c2(50ctr1-OXO>@kq zMm10EqHuX#3jWKLFe*z7V{s{LbHnv@46@a3mUI9K*NMJ(zc8~6$4sXvv6%Bot(w=x zL_`k)=1ZZ2Fc#@_I4&~N%24paau6*(kUKCZ%jCYl#JagS!r6#wr;FBP1uUZt@MWSb ztptEvzngpisB8&PEs_IvaTw>7oUsu`1Ar z0OadVj?trwGH++QAB=klMu$tdkV9{Ba;qxz&kKL!Z+eq*c)e^e(-1B_i|9;8<|N%< zNLv$#N!w+4*RsbufJnE+0_uu=BR-SEuHtQW_b|SIm9j)EV$-~LQnlVv3`zHZ1WVQN z_D zF19$5mm?$_b5Bn5IGd{IZ!L!5AvQGb9!w=I05T2Bej%U;P+M~5@z;{}rKaF(P)21`pVzDt_jvbafZ?2Q! zkSju_-i48+&f4@AnhV*d0Y*lhbbLb-9m+D)4-JFK+n{|%mg_IL?qr^H-1=~%%VOYD zC#H*@~Ud#T@}rV^WB*1nwW_-QbAqhxlfwWVnp zh8dJ(`!Yt>!BI5xWS~ytm=#-2je2(N3p4AF+?&q1-hW!7C& zFuvYQ0TKz;@1F})zRU>zbPZ)1ZObwnPA3?+Wc_(9n(67vx}H0X!2csWYCzcSrKfQ> z0L#)`xb=XM9HB;}itVl2#&niPaT9tGSW$ruf*#+A>CHAi0DZDDZQ+1c=-p&i9d2PC zv;xGlpS0JiHJnqEz0y@LYzEZGLur#rcMjUT%9*Ruc{f^Z zo1W~921`UjRf^sR?dsN>!Q467Ps&P5IYd)$JNXdVxMcR>lED*zc9J<6@Nj-x`K;pD^nZf2#9c~%1mbya` zOoq!f*^Dx`WU8QT9}}0V?V-Qli1KlJwGuZ82IIlf>fFXt$DOY04W{Mb#!pdA#nzl~ z$7r}D^u?lWQ*iSzy{q63fSkQSl)lRvFw|~KkzFjM5okRr>3%*>`{>s^wshrH>7JMo zIeTUUpr_7&zvw#ZUOEu<76bC*Y-HfsMKALif!HI&TF$qWp#_F39AgFMeJA63QI*;C zrBgt8{jvlP7abD-%RQtw_hnb=D|>z^&(MatEcI+Eccf`n)VwVtn0Xv{6>D#9$QPbf zvd^yS$x4F?(wu91L?V+qWoF?%jn7B}3bKv4y$z8Qy2oQvLI|wZuX@YXITOuJ|5%>- zHd1jqi>SO=fu~D*=mt=K)t4GlW;&`MHf#PqPelIIwX~iiYFjtRue4%7_ux^v;b zG%=ao1?1R4Nh(Yabd*t4>BUC_RiRR;en?ROqg%}uhfy4xYQ09~9RK+Mb zBz>bBo>QsM?eya!Nl-eaa~H$VyN}oFaC&ruvM42$&Vw7u+zC^5#3+LLJY{C1th}zmiLjnlJTYU-~kFK`42KKEzb->C|AM zB(<Lx$+H)Gl9_Y`vq!z zkh4lrcNz%78TCL{*X2i z3-4uxQS|3$?Z)m`u5sNfl-4|W)Aeeoxl@+I^S2Fp_H>CESQNW0nyVEzr&@t2}oTk<-;pVWlFR13i*i z_W0S6EG{f#NCWw(LKZCv!dkD}_o&y|qE>@@5GzRx%hzF*Oisx^O`#SP38{%=h%At5 zb4pI3z>jc?)4h`khP&$94uz>?fM%)CIl4#WA672vcZy!L)ohrVVeM#(6a)KmzuZ`5 zaXc}H^txek*Duu5_I^C&cAS@a?fZPqE7RZKQ_x1IUitYjmiQInA9QX zmDO?L^+e0%kt2`_UdIWBkty!t!>r!IQgKcMg<~w=%G_^be)TBlikx?$JQD3~7TL6o)ixYE2DCP~gjm1c@>3HP5Z2YaO-(U|0X<(lnLE?S z!~&9F(B79UL(frnSSoW~o>KGm_-Lnok_R#0qw*9n2|92XeLTO}e=kA{5U)aXSW+J^C)m zb37&N7&_kC>u{$_v7HLynHp4AcYBD!kjlUxQpTsD;q=;4c8IUX{#Bpm)uHfx4m2Pm z7v{TiBad|wk?!n?B&(W8F+J~GN4~`KX@}1B|JMrX{&I=L{)?7KVRRFSV0+## z9BVUJqPvqx?PVud&&BZOtZr+T;AXu|bM?mv9@|aYNx3~a=AJ9pKu3-!uZMt5ZM5Km zcxjMRGe*CD;Q&(~sbRD;8Fbh02tKpU40@*~XnEs--D99DS)1l?hAG`GZXZzv>0=(n`a}hJw4r6#$49?BDioRQY_dDoInS9 z1;+x}uI&O+?tv{=N#9>Z7k48j><;bJHkFKgV`Pn)(A%yOnLEbSe$k^4EYdy?;BDpV zjoFs+JzP|$w9w;~=im1{rwhbHXPh8hwR<R=Z}eh-4NZgz^2S1jGROk7f_ie%N@4M+16%}%6p$A-s9SA%%ASs!ltf!S3j zcT319pohBQot?8SBaPN=*TfDUe;`EDl|Q4|?UWFRjuv74`?L9fbDILPtrt9LQ2Lr9Q= zlceEs9ZzAe<>92=(t&60(^Oujx{)oSHe8MeR-BEq1kWP9HcP1EnV_)exwYl;{rWC; zJLjT5!h>?R)cam|vStcbx49|Kr$pub?@yr=n zoim4^z_8rIL?t-hOCjr3EJTCIA)&htVMBJ{l2=B~rMDIZEyjH5F8dvRAdo=`SRd|f z8@lJ={X>*`wf z(&I5N`hfVgp?hs?S#6rf<7iD0)p7&x-Dy>wDS4oHms=1=gzpT?k+4+^zeafbfw|eZ zdN;kEW-j!@l%3mQnAeUuP#c?W?UjHtGc#|?nw}YuneQs89Ru#YH*1JYedZ z%(el$$R?@AdrUFl>P{rj&p{q9u8NTW1;XQM#d8Y&F`!b5J_C{Ey+*Uu>=a3#%^iXTgKR}nr z1VsM=ZNGN=0369k5vB6Xw!1!CFq60G!DJnvFt#z(k*P={ z#x11));oO(7W!QeV+s>By*HGSljE4t^;Wv1Co+~YIbS-rQTtXcSy>@n=mwP1r~DPN z#LtUTIb>bn2atz|(5Qub*nd)TTj~4MX(4{6w7w@T&oG8(^fhi zpX|zjyHkVvA)yUKA((u7HC-Rd%39s#o-M@UQh-fanrBn0;6WEwc^f9{E2PX6|Gw{>YK7PlO`4CmChQQ8Gdr{yv?zBborRr}NK;j#6R#~sIg$TZsjiU7IHLwqx8& zrCnV-cn(xytdu9O&BnwuDW>9jZJAwzA77%~ZpbZ^v$kHy*E3gM_G(vHtH*(g(*N-& z6~Ts3GP0oPTib(SXs9xALSOYVGmL=UOU3X?A$(n$N4ds!*VmnyFe$x^Xy^j>_v!w? zuk_u%onGWv?HEWmZr`*bxGWGNyy8dg)daUmvDHu}U-kzTIoZxiZ)q;KOC&JUg-EOsX=RIHGDH2>vwCP!=NIIK zmKm0F8p5yrmC-%vy2pYAs;yPrLVL~&iT&!-U-QY7ZEPkdR_cze0F`N|>o+kook*%C zIqIPD`kgsLm*ap#*|sy@k5oFbc3g7aSHa-YfxFr0v}bKQ5_b2?5dqZ58_PE}42yv^ zTgumid6~vewCD*Gyu{{VXkJF!csNUwv|M^hoFUrk#F;w^DA{~^y>%`@HXT=OJh8T3 zALyE%t*(ytjRuiGHe90Gpde6@SIWJKmmXUYM-Q(3?7B^j`xTR%fpB&&hphus%_SNw zDR`dQ%k~;%L#S!I_BW4#n9Xk+SQqmnwG51#8{;&0`qy$eUvGt7=NbqHoFZ19^nyf=l0iUo%RpJ8j|(D3$^bl#PG6&w zMlHqL2Xw+9w~%g|JgvqigU8W2YN?Zlh*W8_d^^%*0y$)OW+vTfF65MXsbrNpAO}P1iNS)-4KY+@Jq|5JIOoUR zq`S~B&ftVmvH-Ohh!t+R^U;b+7@N6MOgE>9nKcojj&7_;2if73YhI~q)*TK|8N(m7 zXB#wzlBjU>XfO?o3sBwUup>pzQqyl2=vhH7R}0x#ZV=hgB~K2F2^uH&Bf{1PGMkN% zK?W`R2!W3X|FOtTvxr_t6u{X0S%e{V*LU5*IZwUf91-tMD9!CuA79(Fsf{n^4a_Bk z)PaUuJx{K^9F;)_UE_ z;=@L$JeVE8HTFj*=T78%npm#6c(GNLTAoJhY~G7^hQO-jtp|z1xI69Qa-Lre4Glz* zSI$ytAF{fAPPvqrSF0@X9L1p8s|^}-tMjIJg;{a299XLq&l1P>13KtzZvz{=^Y zsT~Fn1Tk)B#{$6wy|eAPyi1r#G=x(ig8+edJc)`<0;1((bGRH2uxcAQ0Pc1MU1i~- zdd>F@TT2uqdLW7|9(vLSnj;`ss7<+>AM{=xnOhA3y1@3HTEX+R3atf2+mjv<9&0ij2{rFY_pERF+F0}yu#WgD{NmxvK{ z^js_#ling9p~<@xRU=U8a51t_BMN8mEihapw{Od;S@_7ia9s}MTNOcJC>#a5KY@V* zR*UC{w2ZB_Y*hmEpKK425zz%3=0cw6O_5!S z?jnla7TI;`<7pYf@^Cti29rrFZM-f!@x}{}itFQ5()KW#B(NKAFvpF_5D%*$QzuJngfbuBsP)?B zUV_7|pTP&bUPd_KlyW^~2t7GoDuyqGWV%X8BPb0kQ<*(O#IS((>X{`$cEV9Tu27U42YUw`W$!FY!JQ)X7fk z%om+CH_SH8-+z~ z(twIMx8b}bpdn~rGT$;0H9>dD&Wyro_paJLILs%vh=u=SyKlB^K9rG0o-Gm&uJCrL zpfm-4NUagv5jtHoH{CfJC@$Gic1T5h+^)1rP|yn}N7Q-ggM&MSR&N%iZnIKm@Tib9 zv*h4GOt!&AL{F<&C(sqmlwtn?Ey18$MiF<1_nZ&GvmsK>%}tXc@`4gg1Fo2m2=`a? z1$N|lg2XjXscJ@N*%@&9hpq!YM1KN!aT&*{0h-6lzVC&At$9bM4bthR(Ic_|E2q*h zOHGxio#)2{mwKmvf|$ih6DwNYk#Fv$hX;!T>)Y*8+t^Cb4`J+p!+#GO{7`Qn!GwuI z-34gk?6@-l7-dCMiyVglj2XL zHEHeXebN@eIs@mI*?`-y-@6H5*~t1SiZ;J$XgEV{i_lnlORhWdfZr2akv$y^^g7ln zq#z?95A?H{jsC~H4VKMSK>9l%R#t{+fOsf%kJ41V#Ly9EYSE@}kC7FeZ9K1~i$p*3 z*wZoGkkEw7!!}g7;VBG!tdgOVv)hOkAqB{f5CN-}3}S$F(;)Zs6&EteW0K(Z2gH6j z=S-)%Cs8mRg6};XtmaA{aax)#1cF9Zb8OcMs%B*%oE8fNYp;)DMo5s>^kL__`sZ|{ zO)I3@l7q|X6d6;Off8eTl2(n9x{f2ragcYiIhn`qiSqcBCHfcWwfn=&W7h7e?8JpF z-wX1V!kK0qU@OTC>)@4=q_@T8xsJ2|rw{!T6l6eBv%- zV|}-?q_nFe%^q&T7*<&YgPt&q*R#1k>y6?v$`D3Qo^;taJPF=4rLI{GyE*BT?Cj=O z^?^^3a4VdTaglR-_=yek0?%J}MpcGC0BT2Moy&^0OY_`48#*fwf*Ce+HN2Pe{$*Q~ z`vqJbg`M?o>Uph|&avS@K#MR&@7dhT{`!c3aF-p75ej~Tar9!u^dxVwZ2y!jpE_Z!#7%*}-)^MEcwyn(FKx^Ki&rkMqHCO$w& zClm|Nhro2yupqN;odLbCi<*(<+qtnloG9iOK z4;p4C(zbuv5=7{A)KcHBPQys{kRca$b#5YJ60$xdqmYcwm!n)kfi&7|%WlDnll95l zcF!`bK47Y_+-R}y^5ig)ZVHl|ySp*dIP0ihhHH2UeBkoFo*&v$Jf0td%7<*9rFb)? zMGP#a+b+t%mE}PzxXo&)gAp&b;3Qr>EWLp*gU;qexV0zl+2Q)e%C*lRzAucVJ3Q#i z?o4&p`~L9^nwi#7yWC_Qkr!De2jyCy*4ip_t`4kt_cOHr8$CVGj_edSb#Kt!t*h(w z0w-^{mcK4hSM%dU-tuG9_G{>#5@p2QR)Gt z$16rY#pQ!tPRBYD>|jtHERSs({0A2K9--em9&*@BtTLzos%w}~Xok+nhJwaUvEIkz zy}NU6$CJ(jt+{OzZt13O2`6ZZSOQ1rurfCViQ~OizO*5wIGZc(Go@N2P`w#>H6Qm~ zT%em(JcFsS9rFOyPzUfKd%db` zo^lnCec(8*8*V+?FqnCC!7^A~>BWNs*(7hID(Es45?|IBJg?;j6immQU9TgIFUod# z%uaVe1v~?p0W@bQ*qhCT24LX)U~>S?At%QGJAVlF$f^UJhEtI-Ag)m{tqxof1IU5p zm>AZ)FDEmFh7GIc2`Tm8HN--SH zzhKDB7mnw+{~mmfFKjQqkeyhu!GY5tP@up{ikNj0tkcN6rwQu%IE|Ysgj)?#o9^lW ziW&a%`@4ChoG?FQ?NPnU)}tU!R$Qmkm4U%JM*!1U&4uc$Sl=H8^hB5-QRlSK{V0$$ z=H@d53Gz&nMFYDRmxBov9V1F;goOemPX_vQ$sIhldA6z(eD<}k$VJ3sQR@MxAPrm~ zD)ZVv^7RQe7uXThz6Djoit0BPPq)Ybqdknf$Pl?f|3QIf=|w0uBaH;m4;U5>J{OiL z>q75G!AbPE?X=zy3zXhuu;6S+C*$&w;S9Er9MIFRYRKb|Vb7(Rj0% zdT{Czc25)e7pV83jMe71rOD&*4rFP+Odb->hKP!6AgvPeni>nIv^mPrz#U{VJHM6@ zkA=DBwr4*2KjB=>kTIzs;Bpp1gmzjaF34Ax2eGyZ$>w4J=JK)Tl~%nQI2a5ela&`Q zqvv2lcx*&Qm0mL6&lxW{A_<;ERuNCM6Hsy8&tE6!)2pcglBk4e8@@r%a2GDH$pitCokU?NE+1@1Izi#VK@ zD_0o{S2}F6huQ?<-#R2%sX-8MVZ(ev@`*?oPm;D#d6ZP7OvpNHaJ~t?#&~!gAHl^Xb~@0x+M?~?w`)o=e-Ms zGH?JZ!GlIqmBxg_q58f<>J9Lm36O0?!bBo&!X_Z8K+G~s&kZkPl3xf@=e;|*W0@kV z+LxNbgGwj7;hul|z~C@7Xi$kL7C~xdm0)LW;tOuFCL|3kus$3FqD+rGCzcNwF8u*9 zzeO6M*%V--X05V9u{vOMsseOtfl#EyJ*LJuQlSs#oT@VDncugWyMuZ;Su!;n>^5d7 zWLcSWKEmca-~c?3=0su!WZYgQ@`iF3He4V0*GD~X8AW>oCgJ67ia{nR7B@zRSd+mi z1O`FKgFIwxHZL~)LS(k=bk?uh0y)37IgowrQ?(MV_f9Bbr~S22J@$Ij$%4}1$2c^Y z?cjn!CY%svCL(It0VlUFRb-&%hMCP+)NI>^FaFe%&`fbLQ9=Dq+zvhGif+?&nT^HW zW*4EbndM_02Llwe#gVMZ&4dLF8W%u#^6oe+z15A*L4@=gDy@-Ywz7d(6!&?_Rk~tr zBF&R!ww;YJhvTMrG6gF38iuho+bMCO3Q#h71kZL2)52z>VK%|tAZ{S+(Dr0;77EYq zH|N;m8e+?NcZBJ6zl=0x)4yLJ5+$fxk=G~*dMO-5Ro6i5e1q1MOr1Dhwji4V7%4Et zu$^pAOMB|-9wk74!U>3Dx?P$q<8srGE%gSmcFnPZUL#oxH!)^Z`m#yrLqieBxY8ag zSl03=86J_E1en7e3tBgA;F3*LYdJ%2wyyA3rh=voS0Y1Z-{#loXx;`CQ0AV2&J}}v zH0RWuBIE2!HRGW9G_DzA8Vlu_zJ-X48=i4nSM}Zjx2B^zQ)=W1J5;@s*$q;;U@vCd zA>Yjz?arz>x##N%1$cuhwbC8Oj{ zBNFm>5kXV(z~^R54x#QbkfMsov2|u~p3eHgrnz9D>RN9~4*_=!@-Hfzr zhEy;GZZ_*i7vNtzlYwY53}x&nnhqnS&e&ofW8cY&+{{=T3P{PFkrYLP{CU}M!fZ0V z)|@t5ZxOr=YZ$Q3o4jE?EIH;(JbSNKqDRB|Fr#u1buI<|tN2V1{hZjc=vksn z#iBG%x6@cnAuljMP*8JU9b){iPE{78qIm*SAFQoz#D|lmcsr?c%wA-O9ouxcjCO1W zlv}-eDh)5GxyxN44eW zB2E%Q+F&?ri_O=GP1z&LiN(Jh^htx0prfK;9-x+;lfK$547_ zOb8zm$i(YrP7h^n3J)20@R<*K(b8=*N@HgD(SqR-`O}nCe)o z#gIV$q9(SPZ6&N}f-1q`_%Yln9n4m@u|14Zk& zNzz0ODiZ{H3ha)Pb#G*w5!KAvrkG7a!;4vT3Xf*SaGJF0;P7ISJ{LWK#z^gb{!z}9 zdo2)d#1u0vyn`^FZ+6PASzm&Hd-j~&o~hSZaSXcmvoT3_%^H2yOCC6_|Bs}Kf9drf z_?S!ZuM-0bpBy;6&K@#$ge-FcZgb>zKV0>R^a1)t-E};i_BOCvOMl94lK9ETAz+UCoQ7Epl+|}Hnjng3Prta zFd3SUH<2w0;w8}1ue`DC2x6QxO#c`Vaee6^!6j(lLKw|^EbyRYA`R`FJ`zt#CCPh*L(#sIG)`Z6(TB}1d6#e|u-`t9y-v7?e(XD^@^m_W*``&l_ zuphtnwl)3(Z-41)U;HKVcmIVK?>m0O@ekq0;cL&`PdVP z&({2z*PcIgZ81;Z`TV6!Yu>_6SWN39?_7qhuX%d<`RDJGTHn(8Zyr1R{MW0N`uxqK z)|)SW{*KFC=kfWmv48&Et$F9uvzGq!`t9|{nJyo%XwLNWN9L`!TG{I_Pq963{pK63Kl%Fe zXL~LF>66c&*tJHjKk@qWCw}^A`}{ja>-7A+-`slR57JGtR+Hd|AhG7E0*V~NBqH4K zuMU2PAh?dmH`mxFTc5$6<2*F)@*$?BK4s7U)yG@E{n{_Q+>pP~?9d;2`!|06wdeo! zTX49ucmA($Y5n_8tzUor`TM2T$6LSka#tQ_==`lXL%;s|d(O~j@RO%seg2EziZk?o ze}1Q5|3`1Xzd1v{`tCt*PSMi`pFdl*zWU`s`OSBK|4iCAMPKv$eQry6`sg$DZ8)Eg zGerDzKl+95Xnpn5A9?(!_0cz;A7=^wf1IV|KljSVNwQwOvN=f~{GXZ+dwG&Rw?WNW zdMe+uLBI9x2EFqayw>jNwI6unahAUC@rsxC<3IT;uioWPz47v7-Hxpve(UMSUcSw5 z{Mgf1K7ICiR^Wtv=8ab;?DjE4{=K?a5T%9)w?~dtlfZ?{LWX;srf+|%^$%XX|9|%U zrPo%cd6(vdweWF|JLe~_t?z$o{WkU=C+6vYZ$9?+;UwQolpWD;ldY;v- z&$ixp^Yd5Ymo>lru>V`lVcxdB^7FrW{rA87n>U_6Ho-meKYm;57h8Y$&F4={Tm9F+ z{N?Yy;myzAKdo>47yXWI$-nEz&6#@ohG*|PTi@9FW54USuWqYW`0{tJeeT1a<9myH zdTi;JJwI-#@BaMezV;RGZtgqZ^j)p5eR}$lXX_I!vGwDRSG=wL7hm-J*FVwv#uq>G z=Bp#~fw#z42j1hOMOfBO&Me)}aHspfveyF5-GKCn4`&p-Zl z>+e6k_WX%YwYb)Y-g*r5&9?s9r&{0i;V4;{js3v0`lnlev-S0FJ^ybn zo|Gr@`LjQSn>GH2uRVYI2U~Bx_4RMzGJQI}DD2~hp8w7dw!Y%|7k;qyb$I#PclM*t zZ#?7Z44OY7p18XpLqQznqBy?|Kl$YNHZRO<}-NBkG|EMr7wTy zzx+(=8=hJ}_14R?^q;=qnwDnKFxb=U$`}Y6j<=a31M}H9)!SB4)Tm4t z{Rg^V^tpRf`QXb-@#7zT@ps?fvN1qn&~N?QAAI>>|Iy>C7k>PmpZwU1f3Nisj&>N@ zCjZE%vhVnmpS^hB`@Sc${g2`^l((L>FMax|cmAEPd-481kAdy6c_07a%gw{bJT{N` zTQAI~54`g|f9u6RYd!tX?|jeSe(}G&X#K%2!KQuq`Fnry#aH7w_?Le1#UFV3*Pj3D zUwrZPE$-!S-uR^#AH#3{@Gre!zv^qhE5{%QT}g)r>KCz_ftOm{B6JV zLinPe!>0H@^ZZl4^di6en9}%%=1YtxjUP5&{$BItmzytt5(BLN$>z&%Hedch^W_KM z#Fw|5FD+aY{y%HJ`|0K#f2#TN-#0(|mFCO1`RB0t@|T-0KZ!5J_r4xkp_^ARw&puN z^$o`#dj3nl{NlBzpL_mKe)+}MPUhHd)&Kin+(NV3k8f^417k}X+w=|E>$mUTW)oKKKRDESN> zCWQ_<$haS?+rQ^uNDD7C5W)=)zsJ6BTe_}&?Y;I|YwQ2|xBuk-_>ceO@Bhu;|F8e( zAN_~F|4-^a=NO73DIEV_{_(%~pHKgq<5-%eSp47rn}7Rv|MH&^9Lr%O$@~lAUo!+r z(KN~ZyZ>JMAO3;A`FH=5_CNk}j%0C?BTj$&IEH1o6G{E=jrOnp?!Wt|-M{Dm&%gWM zzPC)QMK|!s#wOA%TyM`zmDx+i+3q;i8siqzQ7B9QE$<9XNb_6BcPSDz?GB%YPwaOl_3&PRKE z;{9fsryGa6n(AKF7yL-(;G9;!`27$2ie&Zoa;;+JON3XntEE25-+O*_{V#v7sH5rL z2Eq5z2dwvSMfKA5mx4v?i(o5ZUt76u-O_58 z_iOv|d{WezV(C=$+UPZ0R@1q4*qRSG%@Q-i>0P2@QR=L0lH~1)h^M~%rt|Tj)2tOM z|5>H;{<%FDcMh%Q%qNPvi{*Onj~iBNmn^oM$1Ik-E1q4y)LswSr&D{2g8|2O`$Zy7 ziT6|ajw<(=%wcdDg4YR))8&p>uOaC1%ZYhTew5luej87o!*IwKS=ju&T9@?m{KT(5 zf)(p6x$^i-X&E1vyku5{Gh+?S@tm5pWk^IR%};gH810Cs6RLzLvrFVvDQOEq^Nyr6 zN%1AmFP#ITZH=v!{PTf<pcB znZT7ci7s9|(-l4WOxovSl8IRQARPCMH8ZH6_u$e6PDPR=x*dY!sF%m*JSyk)R&q#n z)nDYYO$^Ej?pwRKg?90!$Nl`GQv|W`XbQhLTCw6&%obdAcfYi61)vIVpu6&7UJoHJ*<2C^^xV)6)cM&>qICPtKDnXSbVcF6WT%Sd9$2)bsKL6rp zg6oe@9TB=I*wD!_`N+P&G~?r?!z|c^)Es<_T{ORe6QO$A*6#vGx%`UbR6=4 z4@nqQT2XYVs;h`w+da$kM?5m}!Lk&JdP+^%KAqUA0x@)Bxd{F?g;isumGm{y!_o>a z{;7SJG+&yP`c%PC_JL8;`l~H;SOwz3+KMpV9Yuf@!q$XOoLlSXx9PN{aL!|irV+Fn zEA^@z$8pOZ=G~Ny`b3v!SRG4wH;U67?|bev#L5iIvW}=DY@#PV3obhz2)dNj7j>2# z#iG!taW{~z;z}kCi5m63Qn^hjuge9}i3Z7KZTZKHW=o`xgSaINL8Y-pvv=Qg=4-Y`I_D^J^s^mQ~@7Pk*1LnSPMS5?{P8ys7N|44v69 z7^+QM>T^7M&D%H*xAz32Q^z{$nX@4~wCBg7ytX}upt{Y*P@fpNLE*RF9f^q7Wlc7d zXXiE%kCBygMj#LP_3=ezw#Aa!Q%B@4^eYH(AH>X&jW$7)7GFdDjL8MdZf$9HMj&%I8cBN5=~OP4_}U)MPQw zZ=T1!hI#5); z!u8$bM&Mb;;>Npj-bVC%;j+c=;Sl%Y`TdN-XM*2Pp@DOP)3`K)7VA+)P%{w@(g$*?3ORX4s>Oh;$1s#u zz&2y}tYVSL^XFu4ZW`rK9+a04MI2Ri%U8y5oX2#c(_e~zKcNPcaOa727Y` zFIu3NIaEHw;(|DnN;3O%q0-J}77tLbsNNKkRe&-wp$orf<)I73jv*St^!Jl9A?~PO z-UcKM$SmhV%?S>@X)7rPaMFf=tlF!1*6iF!h%L~emM44eY$yaE3Sb0fAJJN0-?g^p zO10tmVfrpoRe|6M`u;oSmV7)!2c>a_bN%28Si)h?vgi6wfP$YVlE;LIeXf|n=2b)-@_1t69Dy9xur9q2nLDQ z3|c%)nLndBf%-#@#jv{CZZfv_{RLera~Y8xA3BH@y9J1(itqhttqZI;0a=EB`_h&% z$e^qFSsTi>e0Q=UlwHB3JA<$f4plGMB)BY!3W6V1K3urEK9kn3&KM&NA8HOOih3rV z!gWbD25u^N9n1 zP)k5M?bD+yoK96qgzB7H_u4)YuT8B<^5KW9&Y`F~L&+vCzhpLs2bHu}xg3U?%@5d9 z>AjzYuh~>s3}`918|A9HEgS|3MVq5C;oA-0ff9>t4~T2W34Nb@ITf2j#!EM3@w(XB zNi2%J#DJF`S~U2vQk8@^%95Z6(@8kPMF!~#i1E_5N``{=$(mbtawvBG1|%Kb zLsMbcOa!!heoJRJAR*%uY>dJkpipXar4i~Qv6;kvnoih^rhHRHnv13t1^hs=iqaJP z`zd=LL8~txCR^lszjbgD!f?PpkffCQF^6g$Hcc(vydLL^n}#uB|D_Qms`QbV7O2M= z+A^0_)TjH9Xv4sqx1{a>z{Ke?f_n;)%s zIF6yJL^aP@o+LFcF7Ki)&q8JtE))#en;5|n&j2Q_?`Yki%6eiak3XO)db&3V|KNMi z_C=MSzSk?hbjNS#>s;nMmfOiQ0huV+kohxlgV?gKQ z!?*B^dL+0M%lmj@>E$Jy{Q=rd-f5c=RspHWS@>O6`gx58?m!A{9z;%_>6%8LuYG*R=su|cg)jO4j8Mi~% zwXEM2)>su<`t&wyb^p`Ps;u%jmj#5OJgP{vy97Lx=2T z^SI2gm&)!Nbh~{>vn`Vk6HP0b_+|mg&8>;FG4Ey-=)7R zODky!@@`bNI?vyp(B}DPp6B5!8{x!AZ@7W=c&Ugp5j{GGU#D^VC6GS|HOHS!KYr1z zXs`Yn@7Jf@sMWbxvp7D(2{{*^TeqwG(`@bxo+k>w7OgE10mlBmoGqkGz)Was4;~;W z98|QSe*Kgw3m1MgT<(Yc#7y~6d;Y6z7qwEqoJ^ zb`Fgre+1H&SF0)tnJr5aArvbwLCv`pl=->MHso<;bA1R6biZ11?spWaH=Q8M>Llss zL16bD_x0NU6_O$is_T0){Gf}XWv50%aQWS@ey73CHQJ=!+!Z3!lyh4V_lKz~QE8OW z?&)ILKBAbAzFXpvqxQS)8yC*k<1yD@@^eKzw1F$n}*@MmO?I8+hTJR!WxY5r`-mEPD z=ZxcL_ibeQ?N^`#=0ao6Ff#i720R@bF^BoUE5sYcQqWt;!j^wK;GO(ZzYa!c-dr`hfdU0T)_#8c@_<_S)m{F*qDm_Mrit*B~!G4U;RJTPOj9w(B4N8I*sG>>tBiE_RhWcbG2SuanA1K zUC;lpql*ftoyt|@T62E!{8Ks27X$fthoZ{>9mA3~T%Mm*Q)i&#MA2K^E;pa_8YiO(F?3`Tbremr2$BeiODOnYJGadPmx3 zyX5cpuFi!~$bkCmcf{hed<{N1?`f+2?qqIOZq2Um<%Syjf$gHbe;&V@3?Fub4hC|$ z)7>NI%mHQT7Hg$!uY=2_Z-{S*1G%gn0`!nKdA_z?WUl{ z3lcCi>RcV+Ya{pThg?lnAhWAT%COZgx{dh(wAprhMZd!wigSYzu=4mcT>J2fZ$eF( zucI8Tn{^BCK_e1}=^W5tAR+5~`s8n``IH7czO`L>=Hnh(D82FM$7M8R0gsjwYInr9 z%im~#OIPAGOy!B*p49AD<-wc3t%$e}P3uu8AqnQ=j?3O}w}x7U&fO@-Jto3<-{6#V zFO{~-_m9s5go7QY%Py`ls1HAc)B??Uf5QnIbx*}I*2jyN+V{`lG0j=?t+!ig;^!x} zET}i$9w&gn3YSfQv`6To-4)uqd-)@p?*{Y>Nyxpn$F$DC&@mE=gvJP5p!382vY@>$ zI+ZU7Q@$aeynVdCH{Pvt4Paq!%Jm^mw?Mmf&Fj>S@x3)lO#j}d+e`}K%0ZGzobA_c z%k=whx1y&0!Eq|faoh1D8NE9k{fc2((S&|50s4TjF0@~(y&45^-gdLnbpBjpL=)Ao zsC#YcWK-GjS(x#j+|&G#CDh`tf%b>&gf={_zO;2Iw+{iCQhZo);ikax#d+{IShkLq z0U+-wD)(T*%;R~_db1mB{Lsy=xpQOJ+vclqa;iQ<>Uau^2hgWvIl+i z)2f_tyaR;deNAvlK!!#^PE_>0L3EE-5tEK?J)4z%o`f5>0851x-KDUxb61Pial~8~ z#eGEJqZ)@cEz)Fex4P32yOTVK6N%k@-_IafYUM5p!86DmsDP(9)~S(BFEoCSn4_lV zh@Qz3LhGtMQpIAkuY;plUq{ip-_em=a^loHk%1}l1VddS>bz;gKAp+*si%fK=AN4I zUW!r?iD&yOpLWiT)Dn~eL&nx}d=9V)q z{tQIv!D9_a@Y~DO_R9you;+AJu++sUp1AqWp4k`ke!U~?Skbo&bd48&2mTS7#r+(d z=x@r4JYjVBjuU4%jR0-at z^FS1zU*Im4DtC{#Smeu{oKdmtZFVl3;S=7gs5|aFzO=}~I7xU!OG%5dbz;5+2c>xH zxC0oGm9@|3QoT#<9s2XGz@zO6ym}B!z$}R`Jf6lYbj7rO8iL`$f-(}2qXl^v@wT`i z=@M|tjf&N}7e8iy7Dy_YZzrR82~^Kj`ML6Mqsj^ST%k9HNBX-)f6um%#KrybX+=&E zqEm4@J=Bs7N)0NA*fU}3-asoNVdtAlMn(|_w zZ~hZ10dsKkun`T#%G}N-r4tiJVIE#WKnJ!-EYr1b;*@^riIXl(%A)52C9L*zd+<5% z>v%vb-9e*^N6U^X{i*AXrhAXL{yeAmzNfL7nZ3lLjcW*`cBIcDc1{(4qF+-Z<%Z`~ zSKBQ+e&;-=f>GRVIkx7k% z#%7;2e>v!Rc+B>yS=$RA?FrKnFZdE(a~*tD%F+j0bO~4Y4hsSv-5HUx_lLn1s^hdj z0Llro-i79eqZwrA~X>;&`;n$>CxsNM2(>!i>}0U-|O_w+N<|+lalCt zhm7s0&E2k-ZHIat*h)Ou+qw(J+g-PdcbK3@GG&Yr&-7>31Zx!PETeV8 zORiHE|DeRi&Odt|iVGawr6fO@50-O$ZrYARx zDT|O2EE-KbJBlYfMI4U2%<*vNr8ee>Y)aj=b8>`7M%JT+z7+EH@~I2-bDPv$d$H>F zW74Yk&S$ayx=H?AJ{OLf(Ab<6v-&Ds?>B7srZ;*Jt-vC6kv(c?&uwU98U} zdM3v__*31YpLhx^Y|StSWs!N_`%e0EeBUoKkM$lD!8yf7M<~Doa6CACRJgkrz9pe| zpFu-AtB6XBdluy-iG$`#g#^wTdurbN>pa%z{g(Mw-!F93ACz+*tcGT7_vZ9ta&w=6 zgp%LhbBu7;V~n;cCiFlzJsAUL3huK@ORO)$U7u-DVI3Vf`>dv6=Qo$GK6t$>IwL6r zrG)|tI4cgnH#a!9`F-95piC7?Ga+iF7C)ZcOmod9f+hbv^*jOOhO>0Fc zNW*~N})rRP&&aItR(Nge3BdSZo(ow-LRQtM2B!O~Tueg^WT)1A@;Gh&aJ>C`y!7d_* zI09#MoH?EbiJnkAYgi)EqEGa2u(X~tdv`4;s}1Jzt$<#rm(elbWpbzZTI>~x6v8F- za;umwsfY)?)9DA~&83&1#Sgu=X|a$4fa#9wI~ZJ$#|Z~c2Z+*z$q}XE(%1VqG*ff7%Fh>Cx%N>c!`Yd5Lp>#oq_p6rcb^b$I0G8V!femxdt! z(`HL*u~DsmU17WR?lcIYx$RErUflkyl2V%Jw6R!j!M|>Kmbfphew6p*ighBMRv(=} zi{-6-G-S#TQ6SJO1UV82hyTFLCNHbUdndjd3*utsLK=PC#PAaj^vW`%3{D#AM1!@5 zQ4WBG0J|{ju+KC~)C@(qEG?M)%<+c`ne46)*Sv1MtRn7foCSoIkY_4-*4L_X-u$=; zur*KV6H_9pCu{IT5W(0dm3XD$S6qQRiCL4{8_Y1;j`865h!-$m`9Z1OQLDZpy^+s57aD=j1xZOzENXcmV zO6y&2-}Dood)8@4_hp*YAWg@Ml|{og-0Y=NZ+m8q0QhSktQV(c3e5RFlw2R?4Ur?D zw(ihG7@%GU@`{Bnnz?S{|OF@opyJuhE+|9EfL z**b$44z1#a4}%6*T9&KpRdbP9>%?7VnFxr*-74DNcym#!uBhGItp^ekx4zKK6Kbw% zCoG|0%i=^f&eWSnui)P0iei2YOxwq_8|^THxSV~Boe@{H>e=jXS%h7ZAfzMr1<@Sl0xx5;qv zJ7aGYX2~4aakk)IBGqVb_Z>I6A<++2rb+zscC3|0b0$(+5zRkn3@yhBmdBBk>w-f_ z<{3}q&+BtS#X?2==URqtWiqub?J9)#`%2csSJ5PAes+iO97CX{J}oPRkkEtxw59pN z@=vdFN#T4wf8HD0*Plr6$2Gs%R!$%?UKrX)%HRZ31UF#se|SLsik}ML>dG*$5MaKt zXd+N$o7sqj&{UgS8*yL?9C}l9o3GLuj3Z!HGx?eDtWRS@?=+Agx*>!&(4S%Zo6{+p z5}nAgUM7e!@}FVSac#Bpa2F~)RI=zd$>7bzXpbqH42!&?63OK|Ra_z&%?RP3rTW4& zZAiWa1Ir_DZnX|`zv15~m{Jr4Ck<3f=2~vGp>X?r5wt7KSWTZHSL5DCJ|K}iQd!T@ z${y@ZiUa17#0FWF)=_5zqA8Fbss6r(6@p}WNwEo~V(*d?gy?m?ffGtH5M|Jk`@!ym zuxEGkRuqW>6=m+b*+H7j5Enx z8}7T$2(vOuxQ@f3;&W0covHG%6RRAJU8x5WV|xbs5qi>F5NvTK=4pC%K8|=z1q2kW zQ|)zey*H>I85)mkRC?`k-YK!*U1eh(DO$po;1D!r<~vZBA0wC?mt?7de5l2@pM&T! z*kJt$B}=^Bl>2-p!t2NnkAs;xmp(Tk;n0_iI9I90Jn@4ama5UDH;5b!bBaFTYx@%u z4~U6jldjed+TbLDU}tUW8y3WM-Ew6!>5np|PKJwpSfm8cpTz55C5R?GxLphe+(bqj zs9KvtH-}^&VA2*kYciu(cH6O|-}|CB4cUM`?%=_!%4}!Zkg1T>Z+C-uO+EPtHBG%1 zce*X|%@}WKTP4cQkuzQ3CbNHnfCK53YwDWGXQ6VIZ%lPj7NIruoR0%poa1r$WVI(# zmf|Gi-0}RtZ7~0smg_-l^bxG4szC+4sD&zCS}?h8bU!aaGw1J4y|!u4S8)!8#a&jP zx(#lr!=bkT#RX+co6|;a$x1b$XUFI1t%YATWN1o%J!;DB<|#oQ&Esi?WVoHJDJ5T) zfv&~tMc%V`Cb`B6-k0}+lZlzJy4;_<PyX5~yeV^Ik1e)P`K(wZuW{TyI_Uu@pCez~ zl(uENtkY-9p#P!HB%M)aauuczcwB=l;zXP8iDKP{k3c%H>CZjEHB$}LSEFXPlljPA zr;}Aa{uog@Yx-T(`1yh%YX}2`Ie%WzI-TqA_L`kG+V$$8OegMWHm)_9O|4{yY+Xqk z{b8l&*8xz1b(J>}>5GP<(8@H*X+Yiw&U}_*>?0ft0{itLie3;u2u}oC5-Y%?cHjZx zz?tPe7N1*_uW-2(q?3j>_qAbVH(wYq$@S4y#?-{>L5^gZG9uY!A5F%#hQwzyY4(*B?(~9N32J?&CiJ%KSp~s zthv!fWbiGc9ptUS5loky1-$Wem`L<1t*|Ryp92rk$FX@Y?JkMk9YeB9%OE##Iel3+ zt(pm6h9=mH(Kx$@wo?A#O{e-Qf=^PV;2^({EXy#Uy1O{adFolco)s5+%bTcz>7r6> z*Qu?EN&{6lTWt7-Ad<1cs-6y{B9|-HO`Mr#+1RI(zreU@a5dt8vKU2R{=ma>JJ;7| z)12f`EKd)=`n0&CdJ~xq@8zQ?wdH`fZ$HuZ*Ariq@`lpdyE_$8YAxe|-Hg>bWaduC z4|HkINwl=}$8^YXRrCQ>vu9=^gYsN!8$hkLXpJe|Z};06g7x8h^&%_6+iF-p_3JrQ z>U7+nh|wQS$eJhMgw{l`zBgY2tEZ1PFGqZ? zz_{+#I4*@ftj>id$uW7JYNEQxKHo=6bJ!&=jx3kg6MlN_gtaA`8A@|Bj%Tr?Q@-_r z#L*^TDF<|)?Q}Ieb}<8j3R8yW*k#U7yZ9|O6*^XgsCPjHYaA05k@Hl{#CtT+p|3k0 zrKUWdK#b~ED#0(!t;C7iZ=SZjM^|X}oA_md?*~1PLwn@`!d19N#a-~_?A0fQl}E1a!PiK zZhp-Wx$-uSCW3u%>X^^`?3F^xe)OH3w-#h}>XJ1rNf1pT6c73Q5jq^a{MLs|Y3}N| zQ!s-AV9@m0cKxP#(e#6C-)fPe!4?S&$y04EpRC*u=Np;RFGMZJy5{CbGyML!rYU=v+O9}r!CXmVHN+R+4X}0dJ!92s`@p*AZD>P5>TPFQY9=mLEsiN~T z38+-(tf$JUoaW^!4QQq%NpLW4M_AcWJ)7K&5h3~Z%j9F(P*3T*~%WvVb2roU2 zRYt2y$NxEQts9Uu>}ms@4whP|#K0hx)c78+dHa?h&+#`ck?%Zcur1vrbkGsL4s0o< z+!MRrNcd)3XNzG(@C(W=i;O-ZIPzReHSE{cGaM=N{%n^820d;m_}Zvb^MbE{A-g%1 z{1c?)LM@&clb#H>73JB{@!Rk2n7o3a6fmt?4p2T+wR389GF~S^Lb+4%kZRx>0$RM} zS(|$AA=hyp6(7#2MdEYfS}P*PSUzCTf{=J)HS{5=10CQFExK+8o9#PPNddxZvS0RP81qm!9Y zdi5QhY?b!SheFpW663Oeu{Ge=HB%~Z>}kQKEoUx2OYFyQO31~DPH7L)PL!;gBe z?vf}SgV5NunLQbs^^?Nr8d&&HJurj*AI-hh4<$j9cudR$Wk4{!v1)36R;gh zC70X?-)G^LpKT*vMAs)1iY{5PU2i8#*rl2kPk=VxA=&ge$mJ0-zJWE~P_TIT1$cq> zvvNnqPvX#M4s_Z_Dsy|-fivXk*?!0tgQVeoX}DwQvhS~m;CD+%oE+o&;)W#-!h$*d z2Ed_^;lm`7ZemK_CDi~XkM6qXb3|{)hL*HX&Np@+gK!^Yu1f3&Vul(p;NvT_1K`*( zGa?tz#apcE0$0Ev7~wv{H3kt2Y`oX&`(%EvZ`X(DyqzAkV<;|T4um&{8+kHrC#ecX zOJ_hAwV}(us%CWql{V$~N~;2J@T8|zYM%r`4NeGd-|NGZ-SbbTS<=dX^u7GN`aM(5 z7J8jQ5pz)EZ5;mY+QerSNRhFw_}3Bk8LjBoxx2r#i@dm}90CKkuHhB=+#Z|m$v>8% znYTU(k{SjbU*J0hJJ6yF-k}fYj*)%;<;1ePV#7i&OsFdKz)7lNnODGn4;xAMXM4?t z@I=j*$3qOlOPdEGSE=UlrD+gAf^ua{xKnNz=eD2;RUt%uO#+saAiY$Bsbx%+(+23^C(BwRx*P{4dx+}0Y#Fb1q6sW4hPeTx?9>s3g zhEJTPwIIJej#By0exek;=u3D(w`d!i$32|d<7K|s@~}X) z{_UvDCG7OV=3W#vk@85dm`7#hKv=1p!o1E093?;j^(WY;6o!Y~VBOr7<7Sw8b$^C3 zKC-!svT zzNOTUrh~o1*b0dlBy*8fv*a4R2k~c)T)DJaPPrKc(Op&4BfAU17HG%N zqETR=X=)%Kf7(|9)koZ4aoF90QBWjwvR}r{pBxxdf|j4OK#Zz6#EoSE)U~b`>y(?H zA86?^p*i@1OFI&V;NW94dEete1`gikFrgv2*Y~V}aZ({XHMoZb(Z7TU@XiaSE4f4H z8M6sW5_Pmx3wIC!vwAzgkoMOF%}=v>sKoQQoXqDYsV$|EkF-wyJ^z(GYqim*?+|GIA_cr4cZ zBi*||gXlb^Z(2){|J*4zaOli?8Ez%V2O=zH)}SI_7>G>-FU#8^&_1=w-;#@`!+caT za9rgc=f~~Aw4C*=o`_Wy#$!SEr2d|Z?WUjsl~sx=v2kmeX}ehU|z4O#fPd?C_!bX zZV%q1wNu{&(aUlpuRv*)?QbZ(2ZtI)y-<|ltclCPa;x(qc!J{|0m8F$`_gyk0+nYp z0rH76ZbZsGIBn>%46I_~VAq3urUAc&F#KgzOHcGPU_cE{^_*JL+)+e$zp)PzB@>vx zN!zx`75d@u)afBI+9TjEFa9+Q3jr~d#s>706U=(SXz%l0*R*hwUPwt6{-K|soetFH z6Sp)N<7rE;FO+_Jql)ii?9W$vSx_(wAx1@V@~gaKw}p96_q1oO)f05zJAUrIApwN6 zbZApE-|X4&_R+sJ2XU+0dci=;f22=|nF~b~AN={Gx*dh-Dgq8Yab&LkTi_Pr-EedRM+1x-701Xj59A z{4Veb`_pFjtY$9F9>jSo7<;ZqnsIP`K|%HU98j>3jaT_?H_!1$eYAnlhvB}i`MGhq z<&n6;-C7#$qbp6dy@h?W;Q)``$M`1H5%>Mw9gm8)nnGOaAyJE@n zoIxXmy58$v2Lm8X#g@-qc}A0`Mo~!*C4M{aePbw3d}>S@TvAs_M8IR%90(_q2!`;K z<@R)mQdb)>p@TWEUF_CqEn5XG$|H@oSF94jNK^s;e6qU*qTM2B7M)PNh~$qj8^Iiw z9<+^cz=;c!*H;&o@!YA73#oxC7a)X^^p7uW;$WoXl;w`59a^#RFe$-lN`UO!W8^Po z8!7S~hq)nT)HkxpC|&-1ikwgFt8XH}|L(x%`S@Z#%%(N0BQ?)6I1WOY#}bfNe!H77`rsh*Pu{3>G*@o3Yspf)I+A-cfyU=l1~Xljv|zEKpx{-3Ns%0bhc|E` z2~woGn5W5kY6%Q%uKw@o2wygRpHTP*7B0kaf}xb`4aupUf}t{Q2?1`GbTkK$kulZ? z??u{3&Arht!}A2_!I^A^j&2J))Zs&G$0d9MYeL*Cv1f(saJf-zyeCRiWS0)x=4-dq zQ0#dzq7{c-HQqG(U1HCFnUUqBYDZi&BGjSUJVBn>&FPl23wk`@VL{n-!zQ#pH0JH4E$^`J2VY8L5=eL^f-jIJx7zjM=5ay!tFJ$+m$u< z@q7Icw$b`QLo$pGehH^J_s)#a-E$5gvp}}9GD5#h2C;jeDqfi7RoC37v{zqz-=7c< zC_%%pn+8LO=G0+q<{8$f3J<>pAF>RY$_=u9sZp2AZbCTi|#?jV=KQOrb!ax^tZyy#d-|(=38y?zLO=SLJw2GHd6xGR zwRFYfVfp=Um<(J@ZoIRtE5jJQe86;KXCW`Vy-mB6{Op{}bm|GrhbxqPho$%$YbF(X zdo}%Zw=-5t2pUe@(!ILSX%ifHUaR_!jgGz0_k9BjW3?2Gw=-nfKG0}NHekovQmkBU{)GonqGs2ITf? z+y3Bj;1&z96Nt~{C{W__Ym7-LQDkz;!cmmHr8*BgrKz>mJsFO*mNw6+)NlggW39^E zkm5?4cd|Ue30H>roE=@L1h<1yzz>%Ak?pfuYhU#zbnhmvX`f?L9gt*<*fat(Q1Goi zo*;x5Ru_YQX?>r(dV3lS3y<@FNu_w0?hh(zeeurB@0utX`Zkis4Wm3r*CAxIqm1 zFN20UFb%-#+KcPi=S{u2&*dX-KYmnySn+OXPSnMLmi;kP!v$yY(5;+`^c@X;Y467O z-=2YIDLdq zT*F;CkpobMLi#>pYtm0Xwb8NQ-%X8E|QZ z9J+G}NRT|DET!$O&ADCNkwSs7ws394FBO&dC4EKiu7CR23cwn85)TE0(?h->DiV|# zTHe^!G3Ymt3a+CI!<)8uNh<_Q)7vg>4>>fb5%o3{1rKhdeIL(CNdI;(&Sb-O-&6bE(oxxFcO6-L5qI zf!&U?Ok@(SKBnde3g=t>RASndK7ikv$j;;Z;*OoFxUp~Fkl;$4Db%y zfQ>iU#uJ9gD3c_r1L;Un&LHQK6UZQgTxM0PI;F3>t2*6lN%gJzzkgo9nCH2l`@XK< zmEB<4_xWq{X*o07gofCMksR;$#ZCHts15sii8%+33r@56+qG}_C%$e*bFWm?o1Er^k~9I4S84q*Ms+z zGD(_bCM}^7!5OgGtCWRZ?Ym+3#vA=j`SFni^Livc%YXz8BO$mBB{YufeoXz?z#4-DpQotTzQl z%3yF5{rXjY?_>_#%b1+Y!rC7_&mhJnoWyVzzuuayGV3fj3G@ZLJ1sd3ct# zA2NXYGxWUr47u#WOkK*o%UneEP(M>X)YV?qP)3AP#CEd?Pa%AUSStvwCqtQPV)4p< z&daZ{t13AQAK6FUzD?hH(eEt%?6zfW=R-p^nt9p<)O(*Y!A{#p%uv<+SPKWMJBk>> z-HwlGVJ`SMO2qSYxEP#ZqLFCytFK-Aho;RmLsj+KJ*PAsaUGpqjUV? zkk`g|bw*t;>x)W*%?Gk;$;>ew{xc;u*pGR~2z~N53 z8THzWC(mKwi4`k<1C6*H)}CEUbx+4RLj+poJ^MY6b?La=qILW>CCBa$4NA;9eI!|0 z=qRgBUFB>W;W?q;zC(nVdl2AR4e6NA^y(d>x_*+RramLl{-(WnVD05>JBjEn;VB%n!bN*}dd@ddLP|{y^{|F5E?;Eot})AdS@e$I zc|tOgXGgGZ+F~Kglk~piM5sLFEwta_$tKXSQJRH92C}knpo|%g*tYvzek8@Ke@3hm zEJL$zQb*0xx*%{vCdQ=|F&h)R;P8SP^lR&AG|NnKYwm-6mjDfTVr$lSd~W*bT^Aqx zyq%~p6cOvCu@r#waniEYM(Tax!azFQpBEb3jc%_*9&>AybS=tdyiu3cHDyz68QMKs zE=%S0JdKfx`@z(Fm_^j$SYC7Pdqa~)t;|PDT5BPWo)TX_onlFrC9!l=eW16Wwabd@ zH0HC-*<@OnrKoOf&P|YN)H^>=+S0($&A94?=aIuY`lC<@{nRDRt`Y5uy72uI+UQ-r ztjDI_J$rx-Ab7>0O#kNFj~)Sy00EpAd)+f%^BBK~+BjbP)AAEljCS0MlDgI6Gqi9! z_k&(bqNKdCzD}}aN8NOU{e%u5Osc}T+KS|!+JE@ngU6&ots9;B)VI&&lRP6@S>DgH z(c)IQHH2E?YWK~_m6Evkjl7}PmJEk2BqRzmI(2@JKpQHW593C|s{VA?%Gk|FywAjP z_KD;x7>SY(Aw4AF5Zp#LZk(K(D1nM=2$hDNYMw9|XKx-R<6)7FeWxcYO!f=;u~?G# zZM)V>@oRJtEkuy(-z24`T|Q(brbu_HpQFb!&{mf3oUNgj7pe&h_#NH%+r6&Bb8inv zYcnO89nXe@*KA0*z>x5Y_n$2rIfE}mkE@}*t<-cv4Fg`Dc_iod9qbLYxORM*KY6bI z4kUE7PgOs+QmWJphsosRg|}u+JEQg+Ai^bKDLThx@S=c61tEx+C*poXEn&lHmXz9% z4_oLywxUqma7&lCHYoVE%G&nf$RwUz^MS`ww+GQ8hx*32$+F~{P(I%%@mrB}KP-W- zvG#u$5u9tqUW@W|aYmKoo7~ruE8Nd!@t9wv8I7dLUR$Tn&cbuq@Z&K3Sp!0c^R@~d zm#k*o(XiaETYe2A9}!ZU)^dJM(E#>e1DYY#_UrW#m|#bbw2OGUf3ycfHTPCZ{An zU6`l(gm{u5f+~d3`6p`9#xJM3t>eOGc!1`wjWB56tNa1Rdv&pQ=+?j0=eyp(F0vnE z#p*R*%Aw=4U2nd;{_^z+-Rv41;2^tj&1hgwI15jEqO%UX@2Ag2NV3YwNxg=gAmux4 zJdGdArrNcyD16?($rfxE!8R9rFFvEF9H>kpdL?`hXWv`jq1P`y#ahoI@9o$byQ+pI zQQH?mP1aw%A&#GmkhYs+K)bPc8A|zf|NSDVc+J1arVFuxy5idGb%;u4CZ3(|kHtwA zz5NlF)oaazymGn5xe*iHz_b>X&ig&ajG{ygcEjfh1`*o_1vMq zIhaq+okCg@mvC)IfumMeYo>&)sWpsCDxQstz+3O-2UE`rZ3iFg9wzYcq6b}}ilBUu z6E0eRe?XrE0gFaoTVGdg?Fip(r3XPL_g$d8?(O3lC0sN*EDI(qxf72sOFO~;SSqcA z^U?zP;scI(yuACYPJduj_Jg#@KmY=Z5!fyW05IC?)lF6g@j@D-o3u&VVeNUD=@rGY zV(B6cE~-DqtsdLX8b;p@|5T?HWuYB2&CS=FiOQZEpO$f;I@jNPvnnd!aSfl2#>rf{ zPK(5|!G`^1gm&7;X`>bGbpCVT6p3{S>$+uKJIMgw(( zc&UB!TslYxjc#|PzIg;M4vV}K%U{6!t+L57SiP_S>)AkxsZRJC&LH7gW2%RalWcMFoCt>2pLS! z5Y9}fdNR;qmDK>eT61H7+;p$Hwc;nJA1=>HR@4Hv8Ew}E0@JC`>-x)T0M3mebxvEV zqv_a>t?dn=T0a9U$QWGe-)3`gE76nnTG4P}5nW?x=-ZeSNpVBDgOuLb2> zEmqMZ@yUE2^u{X8`sMOgI{6+Rc4D7yrR+gM)y%Scc-kImF1&?q*&G>V;M;>z-1cE{ zlV_m9<<6YWGqhy*cDu)cU`XhjSgbx~*d2ALR6Ti!Z~e*cxwwD{9M_;(m!_6Y+rwO+HP$HRd=iVu`uEl3}L+W0J(H<2jP|=NWMH zbd1$qR~O&g!KBfyR4(R|kEB&f)^56xhU@P^nAm7C#n88H5$?uv^Ef|1vH09IL%AEw zaxX-%4G?d#1E`KXrKE*^K$gR5INh(t>g6blqyK6MmLHJ2&Bi9PmEd?gOXqsetwsDA2p-TDMY1jy6bH#-tO5{A5 zUq4>8BHGUsDEv03_PIY9Y=8GrcsmKEl7t{fLRXNw_mUJzT`9q;Itmt7iw)6sx+e( zo$rW;g;2c81{Qj1gU3D6x3d+zaW9_nI@jkV>cJB+-Nm;2s@jn*Ozxt>C;PbUj<@~& z2)v3qE)uE0u^dW0=d`%q^FeNp9p1wky8A%ej5@3>X>)CMRo`7vu0`Erw%{$bM@`+K zLh&SLsb4Q$O6P1ztQu;-SPv4y?RI}#E^dr+q-yy5CISq%G-EujgX!!%F zr|D1Ph=GkcL#XVZsPv+G4?JTw#2s#3{F_NR{th)iIX1e-IYooungz`$ek9Ud$~$;~ zt{LXcD2^%YbZhssCGP~P z`OHjLbK36?eXt;6_wYl?1yX!0JHli8HNL|otFk)5q_BEtD0Ag#P!4xr0mVQ zKt(G)7pK(*h~KAm^3~{r?^FU>qQsEp7ucKP1YGLb>`9V%)9>`SyT6Rp_|s|3CG;kS zzoJVmfj+N-0tE5lN%=W*wVuolV9}wQ1ben;oghDbmqC-wpqi&*KB4Iny*KJs73fy8 zW%CFG{{p0?4anZO%ws?wzKpvEN_`PD$x1S6FN>4TSl5fNkjMpl86PFg85OE5275|- z*b2DJHrY_Z*#vq&yv;ceBM$-kyX>mD41ssz1Er*sDzYr%D0|!{2_|X09X#|o>%qe# zTpzUb{wZE{7yLyPREvAA$SAp1kE5vuyN#Z{)e-ExA4ncRe*WHbY%smiWuYZ>ZExG8 zW8b|GzQ7;+IF-+deHk3E$D=;na!^d-zfONH8DsNQs}M)JtVJNf{R_zWV~JZaZdEMc z&)Q+dO|cZg@#3!g`x2V#1s93&`auVjBp!E=-=ieA;T%zy}8CT=o)yL^o#xt0Z)xH$Ea9a6p>`$AI2}R=6LNVYF z1n}v>&*@(KHw&6fv4)c!tlB zBcNp9@WzzS(WmecucG(o5HdlNE_2r`k2}aVfNC8}TyL%FeGwW-V2p53h41gG;zJ-= zV$anfnE>v%5v;=(a)NUoFyc`P#Sht_vMpIqIM_aRd!0<_PGke|(|01^&P*Th`+

2)>Gr+w|T!a4k zp&1ZfRORSm^ZATzh?)Gtd$OO;;&Uk*5r@^)98ggrX#_wT2#}6A^B;mY#*_ed+y?aj zUhhW`)qVG|BravURk;Q3yHlq3qW8!Z-WNE&gD+pRI9tT-R}3~6)c80BFO*lTUK{!t zzo^!Qs{F0Y*6LhJf(M@#6w)!!A1*|+viUZHfF=+Gfhg+TO~-c~={@|sELtASrP=;h zV$ni(`mHZB6+5z<6DT`AORILE#V2p+`pxE>FBgtWVcob_8d%*;QI_R-3 zf(#~!vN7SO?qE!>p2_>&Xlc(vc+8vcz8mEgu4zh6SljP&29W0^!gRt5*9g-Pnep*S zOG3=MDPbjXm|ytJmP0UuvV6MFORh6k6JE~~OKY##Q)PUk?%y3`wG2@Ct$!!xeS2K8 z2*EO9p*-@4ApuWdF3Wz~?f})E0D^c|@lM3J!VpsIcq@;WdOe%Uv9t4S8*1wl(1z$T zfHJv@n#OD(>y9y+E+LnU?pPViN+G)S^+gfs_F!5rG!ab^W(0@&4Zi?2eK@XEFfwH$V6%Pz-P>Ua5MXi^`xc z#Cdj2+7ZchIEE2AHk7BclHo(2LyP)=TX>*)u|D=_ADI-gEX9{FDm7kY_iUu4v zlSyoOr67L6wnnnZ1%@3Y({yrtZ(wzlUgI2>fO>-K=Z(w7^r(};E5r_Oi1ye;X3(dDlT^J@H8dCW}8jy$w3;GE@R^Dq)k=f65_|#?F9(u0}{ik?RsAQ z#u!KlDZpmXE|Rs+v`He&#Qfc+rmm|E?iPp|k$U5%IM_!1oU&z3Z}2}FtXTWUM~v?* z(vN_z!9@byl%J~|mAlwJ`CcsIfc@>mhrY)K-81xWZIH@&b6UXdy*KweI(b{mKdy{W zo|p4^GGDq|53Xwbmk!g^pMw&Ae`LddD6#n8MmoNz<=?LLJ5J--{c*u*u4TL_b%Qy)5!AaVOhYM^d=1kETzuvF(T+#Xf&LVmR)$X~&avLL% zAk((sdzD1&ne+PzGd>FYxgCHs1V;Y@ zlKhW_PXE1+5aj%SAgx+VrDf`Fg_a&tx4r+(pZ?4L{9pX5fBC=dl)w64|4;f)|JnS{ zzxp5k@6$i|tL(q{@Bf$VzY6}Rzx*5OpZ~?b_?y@N_^1EpeL~{~7n!EW-#qFD?G&zm5N5@i%|n1dg}o9Z(cwj{`Jd9S8+0v*~8Ul(3_T($_+_#>iYvn0x#lYi}jLo}m}<_>Q@ zo3iGUU{$PVsU?`z`ak|>NDP{bH2r&e9=Jn<9Y8_O*#`a{O^ecri_QeZxftVI$9g;58b*!>lRmjd~7w-2!T)OB7gC02QTwl=^at<{|` zYfpK!+uZr+ko(4tmb;P73^<;Gmho94ey+QF2uzxLUAz5bdsyS}?0Z^HY}Zd5nAWSl zFY?vo_H6b+({1yu<~kGrwb&=%XTxEjnt#dd2G=LrJC$*{yhyyGt%0qD$Q2KVVRnh` z3^ENFumP**XaZMh46Fu#YJf-AXa|n4L?RoB>?eK&+Dn9wWA%=aNg!i*+0^yEDOm)q znJ~`KB9YIwt$s2+Nj|aXo1hDXlQ)C&dQNm`8vj$FP#_~md&L$3D-_v}J3A=6@L78tpR(xRoFQ4W8 z?FQxe8K3*58yfdTEmnm)kUxa@9EdXLTx^TWVnpBo`b1&TlSMH}Lx@l4xCMd$Cap92 z1K=X#DUdCRKmWC!eH^V1=ldbj!AJgnR{F{Qqb)##TWn}T55&Wym^d5W2C6f#l*}Cj zlpWavC%60EdXkCgEJZRJz=DvGF5{t`Jb4&V!orR?m(0YCe?m#QukhXul93=A3D3=l zC^oP)U695(=OuUM!w zDnJ{++e|#SZ~wE{yhD?zo1#nnm^Wp$?2GYdh1Yd&F}M#~z&Bz%Rk?^2%6)1bG{rE0Q~azuL| z1YqDU9<%1x-P4@Zi)zLRd)U&W!#C%Bv(nxT|E0Al!i1+Odfq{6H zrZvug8JyOKS=2%QzCJ?eB0wJ$09~ojAgnV48g@?>*@|F%_A3sr>?v!GoMgNzxYhzv%TOH1ek&$Wa@{q#nLKMWCUMzi5#sf$s#eL6>G<jVfi zJk6v~vk%cM#HuRrKxBNee&hdJJnoT$_Ax>aY)h%0&XJ0BLdOoxZ&jrLOL99|1uoL%P->-81L6 z>vw~T_s;6?0kwZ?RFQ`;6f@{v?W;fZkA^Bz3u#qnW@7=ra-tR_8Wt#}QC=osOE+^2 z#HljSfNPzZ^x_utWu#W}e2{5_iikC6tOFbBZ&4(6o=1zz+4*^g6lR`R;p{sn#TMVw zB<~ZqXVe2yALfP%sJO=i0P~dH&sw=>F(Qin9rlS;&EC&qVMdkVu*{t z)lb5Dr%{jAosNye+oPAOJHPNdh{keLn_yZ8Y-gSAOzj2Wy6~7cTm<8`{(Q=tX=TRv zs&fzCm^1EoK$-K8_KB{;1rozNB2wE8GS1$hXg`8Y@H#{5^rdb$4)?t(oRDe7Z|}gL zopcg0XbUH1DntdKuePYWxTzQg2DO{AUxvHS>`Be%IJwqBjA5~_WDRRTS0Zv43mSuO zf&DztqQg1>`puXK3|91MPi;)7)uIBNDWjolgztTkS-UET=e1wAFq`cL@Uxur?=Y0l zUxi?ebL5@lP;|765OOY0nJUNovx@ zIv{OPbTH~X%i?;pLnZW^#KfBN$9DagX^zarWa518%>2sn+22^Pzbl31I<>xFX^6}n zuVna0z42+aBMzCckQP4byvmKp()_V6KSDUcWE0^79{-><)qS&2=98e#>-O)Sf2V|GO^!s_vCq~Rsnj&uWv)LkftM%;_ zBmL%^n_gm(dYRv<{k)Tg%ZfVej8TAs&#loQuA1-pxkV)4{_}fx71#@7jE?LIl;>=y zAQhddUD*IMC~gpo((X@HP6%=y4*Akn++&~4j2UR?JJ;&R%s zuuhKu`-%?;@-t-|NXDDQ;!Ih+z5v3z_hkDC9z?SHV=B9L?pk0`HiC3H0U?MnBG`A2 zJC2zA8>QjVgj9F~l_-gL`CIUK{o)Lz=XFvj1LYVFtW+NSlAn?4yque^1J2H`Y4iAC z*m1QK8A5M#^;#TazL$cS*W_T6R%ghC%)I#+^(91nIF%G3>JhiQ0j&0fyadW0ixJ@d zj5auM{KC@c=#Q{8jZj7$XD0rRwy~zIBn2!2gvkT00wLCZJ#W3hgk#!rkG1i322LIF zqb)q`LWr|qg{!IYx{g6$jD6%|@^)MfiDTS9$TOVhSm$>MD==68WL>}%LFBs^7s3ME zYvdWCXH5xwQ_LNT!`(LiF3<2f=N#Zq|6HEooFMr9cm41`{?AloqR!0~Z3}~lfePdc zkKz0$k>UiEO!h)zyaMBo77JP{Th4|9BafW0?PoAS1e)(@xy#?_j^AI!=o{ zhS^ZG@R&LM&44L~Lr@q_WPSmy0rm9_?{zxI1orM^fX*c89kf;!`E(gb%q*-Cor=+M zj=&dj)oy-U|HfwI;F7m$v5a|p>*w8A=+FBN< z*tO*W!94i7e{+x30#YfJ%hRLR)nWsDH;XyMb=>3d z`bDrIl8cd3tQM4;5%aFbZrneXwBnLbr_rBdhSvw{k0u3=z(p~h4D9($~Lp3$OC09e9Ovz(fm_YgH7?=&LixID~vzMj6~(~1$#%gu*_7I7m((<1j@ zkth%J2_&{(RTCwr=iXek3!JA$H&I$9=tJ(ko3Vq-$MWbrqIPZlqEEH$F{p&O8F}9h z$kwPIXk{wPrs>#R{w;`zJ=Nt1l^^s#X4BepWD#BnFNKg0pErIjv{-*?BX@cRqwHfG z9gXF$rHzn;AiLdnUCuQAZoi`-s#wKZ%#U!b&ua?SZ*Td$;a>xf#ZT zK%5vS5H1c3@3%JX=L$nvfby~QsbQu({_z+D#I3hnTE2w647-dmnmC68OGYtFz#K>A zo~@qmdJ-SaM{@MTCOhGqc3sXB8*D~j4#ni=0g-B3=wz@wY(g0Rh(r^4UmS>&ac}M$ z_ru*YmJOvpQabIUP90VmoxJLs`GH-=ya#*QikoZutY2mnr;8_$T63P|=c1C%VkLGY z3s*+W^*K0Y)Qp&%t0$BfUs`%S!_t|uMCHZyGT#SxZ_87s-PO~D$0P}1MkIm4W*yTM zj|=>F_z+K@&7k?9xp3qU>=@Ku$g=@8Mz<4e1T?{o965FrG@Be?oe)U7`pjrqopb&lbYjMP;PEhPVSok zaCYND#*bAgX~tn?79CZ zHdBq(czTD@<$%5@Tsa8VJTHJm!}nCDqSc;DcTHtU2YT1nbazS#{*IWo2P1r0tXS*p(^dT`y@Ta=`Y@P>|h z2-E8HM6fUfQ@gxCCR_$sB2tl$e79gehR*SP6@%yNU$iKFaR04+8FC*gVVy~H z-{E;jJ2`QHovydELp3t!@2hEOz2VSEX3N^6cmtyR6fQ^G&|a2x>@O#Ku|=9;m>=?` z17Bk2ADZVDL`AjA`d4w<=qR3ym%&JZe@4FF^${&6IRnV<+g(m*a^D!VS0(1R%~F<> z8tDJt<24UYh(Jpg>M1nlud7cI7|6tPK#ojd(FGYn*_)s&w(9d3MiC*Mk9=f1E53am zhRkRQWGd0yMVgVdlOSh-8ZtRWH-^8j%gV1qdGQU-s}%ryqe1Lrng%N8ib%R>^pV0g z_vrSW>`~?^n1w;J{Rr*8T&gf%LFTx&!kHc8Vf#QY^nvDA88)Z?|mJNJ2t72#TjCs1(OB#py{3fGV*zF;4UIIld+D zaFo;*Yygy6F^z%v;E&NgE^?l|G3+PXQm?J4!AwS9yHS~~AeL#Q`wCTKGxc`hUElQ9 ze}xJLyCv9vr*8?)Q2BX#nW%jFk+_^s2!`sAcaR0|=Rxy0vc>m;w>g^Syc@5<(o^;UUo7$I)SFKCS8MW`+y(w#C#{x=aB$_ys9^ zCyyxxk3!vkSXr~$c5_7=@S;z&3y|4IN|>%_EMH1?JHM_!l;w0y7B$3c7sLq6wMv3u zo#bltnJT)6)viFK1x{qfDfP$=atz3P_b$bk`%d1U>J!>Q8u#cWIdM!gmH7GonLU|v z@99`|r=yQFn_pHJ_w_{nwl0~IzUW%xA|Xq;>-f~{vh!ie*QlQ! z>m9bl{Z>Jia(68&_Z1`dGC|b1d{`mm2w(Fv)F{E_OF(jUpl@%l=DLyoeRdcThSZN2hIf71^ErrZ@i{r!;Y5ju8BgSBG4vOOPE6HXIyIQ=@X^TI zM<^k)vDR(ulV)`KRYUgssxnf#!NHh!-#sh&Le1Qy2b*>2|y?VB{lfNi4bCJKZoq#~^C zcarZlt#se(N%pLR;C!!a$%Sx5tzZv3!O>?u_ZAxHP%$jZbC;f&$D4oOLf`44{Uh>8 zd#5aL*kV;|!$N@RbgEEPAD#lL0u@TJR}+wcQ6ePgp>F2`zYY~CteyM!rA{#dSYkym zAChH)#yZ*3m(RpVKb}+xXW4Vp1Z!SQLaiFemF3+qUO`8|^0}dim1iG__Q!_d zIFQkwXM$^+$AGaxq>iR!!+6_MK|9+CfXK%#VxwCJ`dzIMEaO)(I^~75 zd&*y1v;fy1I0b0IYjT6$K6Wm=;cjGl{Xw<_ZarHAE+mF`mEK=|O@p0lirLG$wB12f z&Sw_;-ll3bMJE^4+B+=H);UmoH4EF*Nt{dhFJATM z?YGqPY66K9Prl+RapGosdtBD?~uPWczg^%<-@YZrSo=oM2$@b4>id0dUXR`*6o8 z2eA&!N%@_G4$tHJbG>$k>brY+f461ro$iTj+xCr1LH#Lx@RL2dVW*#c?a z9xE9zb?lVx+dt$7#9Xwiv|Cw+G%$~rmbSx!;%a$&XozpTei4b@EEN&Ucw6>{%g({I zfDk0Xv3$QvY5JXXj^$SLk=o^#%e2lxgE?N$96k2Eo2=>ku5V8o1qUkT?rfQ_iWKZA zZQG6v;%PubO6HhSAZvzmve-0Rn%&rSdIN~+d(Qi4Y#74vym3u3g+hTnuB_D~G?BF( zmKVf2FRNvtL+aXHR^58~L-oX*)YA&!u*f~u1#4$yflN?_pylQA!7QOY9)z0DlN)Bd zz;rHP{4cDgJ(oyg1MiDls{_c~#OB-n?&vk}0v1<|_H{!b0+c91Uu!7mA_kVM>?hG) zM2r0rW!OSqK*#|$e6rkvoaj6Ogt#Lc=yEv?q%Qw$i*6N`qVYtFY=>PD-{K6XF%}4w zLFD(F-7;nOpoE9HGF-kk5OiYW%7jnrkG4E+5L5^1(sT=dH=+wqum_ruW}4Rt^CTy* znLh9I`#qt@I%w=8n~HcR&NN4-5%$wrn=`WNOtR^ z`eu``=QwKrtpsLwUOls(iR(;U-%TN?(pM9N&=#!j_kIK$H^%qUq|U)LvXPMhAJ6^B z$Km+qb*|f@_p=)(o*Y=C497wB+k}X8+HRFL!8GM56sz)eQ-$p)$I-s%R+XCFq`lrR z?|gOpzMsr#;X1-Ddr17>hM-EXRT4C+KbUq?Se^2aoAx+K_97sGlw}GFNS3R-UItf) zVtCbdFS)F4_ZQbaozcmNR|cXBDslO^?oyQJOJA8sF~=u{@s@88_5)==UakNk9KQL* z5RlJW%~8K%z1-MW0)UY+(w*}mfarLWgWY;db>k8h5(7PpNrRggp%v@-S7lq7tSMeY z6W=slTxze#2^MQQC8_;wivgYFTCktDD{0d$bQWA%pWNR@J3LS4_=Oy8|4Z*i|BUI! zj+dP6Q?C%k&B463l1mpUz+G}aZ3GsgUd38nZ$ZgfLh@nT-a;y2M_Gj6zBKY+>Uoa6nH$fHE2geWlZ7oIp8Nlf2ZZ6W4`1%@hBN2fG2Ss3Hbw{Nyh;4D@*t6eA*Cp9T zxwl&m0QkbOH%mmwJX+c0_FRo2BE143Fzo|T(eih(t`0g_DETW z)GKolq@Xn}jba-&R8jC+JT*zdP^nhQg5i?2Jh12+KNd1fD4JD0`PD5EN*TAq8&G`9 z-={0smpuU)jS}K%8K#9}e(pghpy25&$f(?mdj2Pe1uZk zPuw(#x$VFjvXYjHz5N3~tNXC6J6D-E!E(A=tI-3*sp=tOmmpwB+y})8!U2|=6o!Tc zTD3S++(PcPJ%)awbQLI$mpX&|Wl45gDa zC^mEubkzg!0Q1)?eB(AjN-DkHUM1-qzDH=2eaIaTq%v_gYY#H+a)Djm-iXn9y;KHL zTyr+gzX%!DXwRl8=lR0WnbjcL;7hW)??jV+=gKXoBkEkj`USpVCf#Gseb*Jx3}|vI z^@Pu%fV}aEO*Bo>nL!U;?GX2nA+jx6gB*!q_Hijv#RB@|bZIHU6OY`As)-cr_jegV z;bnCgaSL#w2N#h#CW90-iqhx#@_BWQojY%+(1YNqxQm&UcFniBjdp#oz0td3 zS4QThJU^Xqx@{KM?Of1WgLn?HPIuB2Q$}*Hmw6Or&-(0;FMzY|*XS6|`qu{O9JCXw zTlTg6Fl9?5)UF>2c#6?#Sie?B`)Xgt{WHz)t$qkKwpYX{+PRK(>la9#;VjekMYhc) zYR_MnyX8ibpAwayjt)x<3ewlE#BREy$3kwYJHwg#NF`T$0@Q6!{5rIL(8Ra67N0l1 z3DoiE@?^@r^k*y{UOaEk6@8*S>@vERQ-Xpf>{xKog zOe{nQ)c9KYSTwCM)>Cr>ONBMM58LFp3ZmfJ$;lHTCB#5vT+XPa?>6o78q!%S{q zg26^wO##5P<-YCuoEdzBBu^dOjLcGCM_@;n-(k!_2HGjLPiS$wFeR=KdJfUpm=NQ#r1a2vi_Kk9LDkT@yWV;@-!qsV;$1{^%Iu1Yr5t! zH-uf(an-NJBi{#Nj|v>)%O+z0kyPC$=xdMO98cz_7uWC@;gz1aXRraJ@5Y_T{g$Mu zbp=V~T?4E!%V1Ya#?;n(uCHGz3D-;ilwW8_3Jm$Ss{Qm9$Y7Hso=n^61&#E@oRT02 z>~{@ViukCB)WB?xYmc)id;>eC=-NOL3qRt=dJSE15s2jyv%MR<+-1uW&-Ga^x3d3w zbzqa*%%e^(AC5!%tE6IiXb}Sjo)2-fM}s`!z#5J&99u;2-V|4;xgl~onJ4SpCP9LP zK|Y360hac6Mxgqo7yIk3UNcm8?DJj8627Q=hZl=z^2=g;?h2075Ji48VOmd2o3R!= zCrfYNfW29#V$-RUs+MQ7h_8+;+7jp7DG+<0AGQEtH=nm`h$dg$v+6586F;3K%aPD8 z?di86is}{Q7*IQVgr_TXEmleW8m?dnvHSOiP(BTFex-cgfyM}hUwm?mzFd(sK>4ef zJYA6a3JVq5f34`j$1u1}$c5ja~xs&%BW{fuT9u2L0p3t&_6bD{I(5%&Oc6ebuU@lSZ40IG z2>JDAOVi+3&noVJ4Pd#TedJh9Y7Fm{wmJ8neT|>ulWko`8hE+CR%e0Yn1S)!QB)l5 z6I9q9<@(LB)$%pBj5Mood8Piw+v6hX9^MH-sho3e+x@~Zj!K}|JD$8ZAR36Ky*DQe zIFI)&G1=z}(L+1%cnxOmW)*tkuaA=S+_qNYz>NSoZgM3-F>{WU+mPnUNye2>a)d?d z*DQSJ{PM)VtE+D=BFp@WQS!V7K_gAg{eTEW~R-KLVfA(!u_0t5bS#e6y*e30%8^v6v-Zi^>LcS^E4WPtz5 zNW~15`_hDINp-&;`tf42wcOmib@lQX<0I$^OQXYpV8G+a-djOuKaS2QIG0Ml?g4Wi zoX6wAY#Id6%8f@4uakmGR=E9bTC8mZRabv9Lj?`^yQ! zM&r>TO=&|Vm;0%|bpC6BnTRF*yd=9@WiCDbu+BqdVm6ql9ZsT8A7p%nZSoS*|ChFR z>3yG1)4Wu`f+;kjH;h0?s5Y}eo++PCtZ?GQb`Fl?IF9XB3B~8wv6DEq6I)1OiC7?{ zmgpUec@0SYI#}~YSaLbP|I^bm)6;afhNq;er+&`C`TBdj@9Vxkja>I3JiWtH^Nh5~ z=ZILa&T`v@BfNhv>gF83gSWOLStEJSjemqiJUhFlFL>86PHt+O?k6T#d$;E(tYZhZ zjifFe-G%A((=p;WI;^ZleCHqc(qSS95ys;KPKJHV*Ct|y3hq_L zrTv@ZZC{HHT6ZepgS+uNrn|KQRR@VmvyWS{;SY3m@dDJPc|LnkGw|;G-4#Gs4J?%H zt(W?}yL06gM89KjuSo}vy$Fzb($d(*@&}aHz)^@Gt-2|7v+A@3{> zK#HA6iuRmjs<@o(&G=cNe+&ADm7ht|5jdF9G>*nElsII|T^+A22)kDloM?B!joR;` zp`#`rHx#5yB^r|h4C+;gbXK6+ghx@>jeg%G)VMJfRUPeMu5*r%bk3x4>fGUZ zKOD34czEou?)DQF{-(L%?6ypcnS{c4xLuqgrFJ15pB>Gp4FZtF55)O^su&rDb#wuB zv}u0(ihkfw&0G1sD0giK5ghR*o9ump@KP2XpXu4BB0Ru(B3S!f{KI$O) z#uG%T;(VF&v-oVB?Ft(_y>>dG0?>F6kPzL$MRE0d*Bk2ak-#U8 zo}j>7mi=p-EtdC6K-`Nj%bE35{nR0=jN1jTlXoc=v$_|bF}r49EfVWuwDdz?Jdj8E zq#pGX4^P4L20u4I&m82ib{e^TEZ9v;rc{nmn-9<{=g;hk8lQ(ox8BxEKZSCycw*pz z6oM80TC!eXquAzq?nXOe-CR&?=CON39@Q+ssdaOMb>eBf9#90{L0iwFcB)s|H#w-y zDtfFuUMYR} zynCE?)9#FCrV>EtwtH9$J1dy450wDkyLr!#{O%51MkA5-$_J%yISighEY*6TlyzWx z*X5w+tR?T8d80B2dPS7uFJY?t>KO|QD3Vsj=FzYo;=39=m4Ww^E%@IfN4A3Uv%&6m zecNuD)dsQb!H#;ZcjGpwXc8qXR<(IEQlWdj4shn1Qn8RO>{*zx+3D%Bi%t5l=)HU( z=bX96bFWjSR5sF(H0s)8SDsn*gT#_Ox8M1z98%KFCl%Q92zK3MLaxeb+%4Yp26b%A z=5<>-mzPi!N7TbxGEg%}5-i|Cy$pq6ox3x(U@MBz+FAEH%C0q0Xv4- zDXPySUR`?ig;wMR=P@__5$Gg)otL+iNSyV4?{(s8+zBZ9R8YRNvnPgay}ZQ^LYYbx zk@aioA=>jQjux30WOzj`z@}d!w`Uihb2@yRjKwLfG8b`gXQKN)^w==$wkZZ6CTtiO~|H_X{}wM0NFC^xRIAEOsNH2x*nVso&b?LziLx znKC4aD)eA)JI7G|7-#NRK)3?LjO2Whh2KK1Cen`ZXU-*a8XSP`BLZ0m5z?G1<11BO zrEnf62lp8g`#mb;H37`jMm}TpXd-=o6ukYOzi9JK4;QwKoB2so9_{;nts7x(QZl%^oDspi>zIIbM^WS0xUajt9HPbMPNG81;W_QrP5c{325ErJIq6WJTN`kNFK80+J^0`?AKrTT6u;r& z_K!5h-x6SE$`h(T1M4~hzRUc{_XrUx6h-O%RrKn_h&s9 zRi1@PCRkjf>YV@;?ZF&wf8Ve4R2np*r$&IcqEB%phs9M}hv=+jyaM4|ghkUHjwYKF zne^j>!I3;_PfLDpV@*ftCcC_YkF-&Ctfn;GwiuFqPYYTeTnC%b1FPG zE<59lK*vS}4NcK}5~Cq~ zDq)qB-wJU@7to%&t$s5t4HX+?(-o=DtJzuDL|Y52#rLe?fWfj(#5_K2)Ii^FWlo)W z$==h>wcPr)i*oEw0eafSzG&$xKZNv*JyW-i-0Uq>L>#$B(t(`Z+%F6jxDVn?UA^t0 z$hS*dC7op!l^Cfj3-y%3ow-Z&nb^~*zpl^1B-;*t*86&hvI@sh2&)(iJE?O<_Aimv z$psfZl8;TLBJ|%$e!f3dI?lj?V4Y(wnx5#tT(TVrR07E7=FXG(<2Yot=7HXPScQa_ z>t9Ko$4k60?}((OBKqZoNEgGMaa%)Hg~*Mo%HCpD71SP;M@57wWu|p1h%2inL7DpJ zIOkSyrv?byp3eC2KB|JLR8)jjBz zRjRe{TIz1f(&B;wf}%~eTA0l@Fc&~_q6Wfv9V`+mY0mJ95NFLXAUx&YnN|(%P06@6F7xDU+3k6J2h09q&6618G$;(%QS@eTD)4&1DB6|LSq*Hzt2l zNl3u#rUloag9PjXpXoH^ZhJWCA*24d`^$%);mk@{C4Z5d{V83}D|Pq;X4J>@I>1zd zJm`gDEIPF~SkWVGEs6+QayR$43F ziegKt%&HgZCCUMuU7%vR;3_ zv?gN_8PQAJeB;ToGs{mJ9g7YZM`ey^N|HObW|@7G4J@RsZE~4~Uba}j^-PuRb^*b+ z4-*hZ+`(|9xVzYyj8(YlD&dq}XTddLkRk1#Bg*Xd2sev)CLcr-n{1OWIQR|obKa$S z-u4^>u;~LY&u*r&#(bPnbcS*vcWrcPmd76plIa@tGf*QAZwVyHP*=ixTVBzyOSu%- z_BxVvN!(FqvD{;$UZsUH*eG!>ac zP5Xp|a-Jbhe7PNkWOp_@rb&w%oV%U~x4xcB{6cV19E#r+72V$vG4x467059&dW?*% zuSlmejj4J+zk%aGXeb67(f-V4lbO}URrq|AgUrQ;3lZrr144hClo-coGGSKwd49YQ zFi-9-s1jIa@cc*+quEs#hZg1Ak6&52Qub1Ot!w@&k2ll=zX1Cvq!a9_#qb%d$ye$v zqa`54#2wQ3Cf|QvGXxM*e{=R}l~+TZuM07EqD73%KX%1cJLCDbZ_L!+!TGOk9pa>| zn#PUKRgFMlx$j=!Rk|ovzo9by0NJ%!qrlkICi~!VWVIWzJxL|%2U1$nwl}v4wmoBm zLs22DgFlObZ&$MgZskf=WMH|#N9nkh!0~U}C$=4oDAUV1Kd?Xp zBC+Wlu_2>S>kmV$OCD>?WEsav@U&u(X879D!V@Sj(gqnc&{k$SQa;mW^>L93lP|kN`9$(-DR_(CoDP(b$qpfz649@G0_ZnoAMLU%tA=i-)Y034)@K z>p2*RL)I5qq`-$5rQJAAAggw%JVY$7l6vnR%xP?GlxVy^%&b8LOTE*((xuDmDr|Ob z#COG`*e3L2MS>ZKW5w}-I?<&r-}|MzAY6({s*=1K1(N;eHO$#yPi8$9VpDCvEF0*T z9*qF-A!ryfeF8T(2PyfRx`FjO@IwpAeMOrYyh4WHL&wXKk824Qn@EX-jU^VHwq7Tw znK@g4{q$@2;cg^IC5e^#7E=RSO!!eOI1w;pp;Zky^D+alChQq0__4gel6EPrgn+qv z>4m3?aVrF~oo$O{qb{!VN_#lcoQ6?oiNt63ftAPZ&DNyhnmYvf{QX`R#?`5#_r_L3 z5UE0Pz+~deUE{x2_jwdr4A#w2tgwBwg^*s>v&TODoZapKP0IU;`CCp=tGf=`6dp2IxXZylN%MC; zwCdqnck?TQS$nr%nM0@FY82gfxz#S_Fx9qY?x7zqwrjmqh*+R{yKuXWdoab?6_78y z4&2hd39r;-7ISHv6)a?=_R%TrPsgqI;-=s4=o5dm_LrHS#QbhR{s)>ir+p}Q4&JAz zsDzc!e6dGB4LnYx z{wexzU`0N*rWxmG*sVk1jI=HxR$|`0OKNvr&phJG zi(A%6+OhJ%N$ouK*}rd<)Hz!?Yiaru&$bi6D-ku+|2)L!#`J{hFTYIe(-@cJZ!W1qq!y-aeY#!OzxFu*)L0_H!N-~ z>5#3HlS3vKA~5Sl-nh*AnOLe?QhSu)m(U!QNx_;_qj!Q!c4A>q0SZZNpVd8T^Gu(A8ARMc}ogM|6rcZvFuO)5Df zcr^0z1}>g+P+=BY5M3jl$HjGuQ520{X+!4cdmTn4H$vDJA2)TbL-f1_ioo={>xE!b zmdi-c!1sp7#|RkgkLr9o9O1%m-!0dfZJhT}ren#{{BW$|_^nCoiP*Rf){rTtCqJdR z81-fi%_9%97_CID3QEW1&AO-+^;-0=x0yEEqOWH5XN?lN-YIq#ip1qvLB0}Wkw+#W zahcu|aJHF~r_=6cU!9pUNaYR0d*tztpbm~}Y(7i3eVsRyb3(Cs(sHne6^5ZCU}b!y>P#Q{7Qp{j=*VF zGFUIy^?MZ}F#a6vRr@+#O78IKpt_n<57zJ>C1Ssb^DjDDH+?hB6i9=1Zn7sf&->Aq z&LJg2L~S8^maj%5%sZR#MT6d(`B`BgSH9o`q5yx1U4DzQ!GllPv{b_$=)lvw!X+#v zc=Xs8H~19DFE_vM>Gq=v6>GidDCdNl7rIVZR4a&FZ14veVLl7%p656p7^kA3k5YKF z0&Yg$q3@etx1P?8@`>a+`EDiDW`Di4pd2-?`OadNKH-SVnk(TJY!I-NeXma^lr$)M z{MaCvXVTz^tZSb5Xg60UWVmSPHc!1suR{ zI)KW8bp*53^7)q>9kz7_vX^v0#Td$+oedmlPW8f1p#8<&E8f%i`&H~ z)w_5|U+{>KDH!D0CiNn=XEQu>8)G~&a`D!IFf55%8P?&Es8K`64|n_>HOoCR5Zw(9 zm4d4s@7;@NdQ-4pjt+yjr*PS|o3|2*+8k-VZO6e;x7sU;EfGs`sb#tMk*n%0V}tTQ z4|zWiW>XC5S}vT;92DUiJRSuJ*5a*h?hw@)vvJjSFlyjt`}uvWuLkz>RNC9^EOyoX zd7NF;idn=^PC5sQVCxY^-VuadC`#AwLsiAb5coX}K@i-oU=Wjic&eYg8H`5;$XOSx zi?4`ugMjZ|M1ow-k|WgbYf_#)xeZ6(PDhT;O~315NLU2CT8*M9GZ5NMKP1)!=%07W zQHcC}=O`yCA*NZlOjnP*2)fv$pTj2HNvpy3k+F}o50L2XVdGR*J2EgJeQe!UkHZbg zfYLgDz7fhzp9ySPqdhF5)O4HH@RX(K_x>2@E$=v9eLCOm^|L>3cjLNVp_+m}(Ubem zHFB;yOcat95Ypa#6tlWO<@F`h-UBrkWu+j~!^d!h3#i1R&{@88T-kja&Q=7JDs=GJ z2HI`cJDWr!)1YmQ!xIh`8SAt$BH$2J`r>wTGMjoRb|(VK>;)rc79iz>2>1WF4Z=8- zS@14?mrnL>klTNPSbimy5b&1146ahU|8OWLKt11UH=D84yuDalNOf85!mR7YY`}%K z5gU(V8+deq*Ol3^B^Ook0=E?#r$aJy+FeeP)AL){{Ceqz)s zathFaLMCoy&aQ5b+(Z0q7cZ0mImT;>FG9^Poyl^^*II_Au(_%34UJVChZSfLOzPQcw z^|=egHN$4=vWP!h9ZI$giA<|G@8sJvwNSV_BV*vAdvC$H`aaF{4ob1DI$O?AG!E~^ z3wSJw>OLl8B1m8?EmNGp&2~nfmvEXm?Yp#`E>AfP_tsccWGYw|r1TD^iU`<65ZK_SL ztuV&{$rbcu!97)+o8%;i8m+WkqQD_b4i>FQ&^9R7H%kNNf#Hw5Kl04u&8Hua5`iHG z)rHT-Y+Hdv=NYhnRj)SV#7=jq;WJh0ptW7!X-t|=_j-)t7wl2i)Ew#pxMqZuLif3F z#yGo?59h?UubIAlUT)*MzmITdEoO4pv3YK7^>1tGTJ9Fm7OYD3@CjgMe7`?rcAJKc zqPM4=y0yl3rK9k^cy^cZW@N9k^*)jMvx`A{KRQI5qm-6TPHi7XxiW9I1h2g2D2=zm zR&HbG7N@F=%y%3o&w-#A)g&h~iqa?FkAhdf7QH3RXME@MXdm@Z6ix@l^;D^aE?Ff_K*6q6Y)hB%Kc=-+g%>-d37|nvr_-bC*`QdcXO~!V83J_NIJltvEwrW2~m65 zMDUu?VRFxWIS5V!chY~uKMYJ+M>HtZV%^0%KVt6g-(&?IMQ*$%>EvYB2zB;lkS|aq zp|B4u?xf_gg)lSfTx`=3VlLZH%azbo9OZh5L<6cRHqak+7X}&5G?EhSU?aPGKlMDp zH&ZEInbiT#MQQ)>ZnR#DoS$C2N8s(x&1t_DEz%U7qaNhTN~cah6~fU6b@YH`m_`LsS1X#l6RAr<7(W#sqt2FJ>0RLtMh~| z{7Bc$s>zG#19sDrGZ_ROpU>@{mt)jjpNDD4Tp=4?R?w)!*RFyjz5I{Nz@X-A%U$>*PqkLrvAus&*4l67<&kKLr zwv($}l7n!LEi)ZXlg+~OvtY6X%#Qz951_yEeV>1%%h4}mA&=6arH?yh{!SD@yJYr@ z#Ic2R?o++z-MHou(3JeY-$m^+VLn$&^SSD`S0KX_X{T%ZeWrl82%j{RHc-P?10KLG zepsUPa(c#x#Y1e({y?#=ew=`bdku(j!f!#-D-dA-j0_UTTQS+QT?}=)i3kor5huZW zc6FGtV%~cZi}Cm=rdKSD6+S$rg!Ljc55el*$Dk=I@NDRI-%pq!L1~;OSvqGeVf(x* z(+yoH1VoCU{jIU24J#~)uT7dNjrM-GeKBQJb`$LZ6%4cBO#%OiRdc51>@ONa{(P&} zr@TO!lEsW{T{*aJZL{X5dVRVn`riR=IBAfdQGB#ZisQrHJzRmnRv&dhvnQi25=-x0 z>N(9n+gu-1ZX3qcFvFh~kdHWcL=kH-aY< zM&9h#lQZJTNnp>0ISt|AwVvFqD~H{=TY8`BFR8*o9QP#6SN&?Zmt1sM69j>1F~a%u z$$-l=41YBgkG>M|ahm+^psOCIsrI(tSAdloSIj*(56<>*{RgSNE2qsg5-ki~^PD{Y z2{_&!CZAa3SX$49nKGuX?*1N45BJoP>`%3$`Z{z**b7Zu9ZgJ)&~#C1A4Nt*qD zIyVr!eSnRVO6f5*OQ3m@@W^G12z=r0A7Z2TH=XkSLGJ_8Ui(^SEe`)6-@bqJ7yet{ z_w|4L`xpiOhx)>)Z7-cq`^g2i-uwr}{lJdlNl!+>GiD6iC+pbXYIP&!P!xRLp4Q7_ zZaNVT?(xpP2B+l&(DflK&76GXQR080zTnuz$wBV`5#x1-F zUsN!$u5@(p>j^7@cjZ3FT&my9CFoqbdOZRafZns3Oaa}Vfg=hlw&P5M#J7OTl)&QC|KB|jr+nUPN@jW(=33-;%%l$Yh|h{A9-kho~XTK!!Ef1#M3I^de(hOk0bn`IFv+xj*JN7 zVPmhq2@6)yk)57guKt_+%C!lX<;kWu$Jz{Q8L1#f1;rSL1z0>_Ywk4FD-ffKOlFLq zj4^=hHq z&*AV`ApIsKaQ^pXbgS>Yux%j#%HX($z|3E;A=551&``4$PfvMZpXRMx$p-k61wIV9 ztO-Z-fM#5+AaOOc5*o#)Cz6SeDaY>Y5N>fu-$Q zmcareLstZ&9;B2#a`T8H094^(4;EaQ%`D#`Ncu3nx=XeqGGo)w{``N8ZE!Zl9RNMc z8#Vu0@Tw<383};ZNUp^0HkRb5Hlj5U! zcEiw40M9$UCL0WxPx|d3J*={K6Twqh9v;Emy`Egk0|3DEV1t~UiW&u|3mwvt61D#) z0S+{YrCn)fBIKxPD@o}@TAk-q>Q(%1pJ5I`Rg5S+%;h`k32FYit*JHOngfi-w-*%3 zv#@JK!{PgXT22l}x%;gt$$kSEF3NW}35J>x6iK0p@*Y$=$~$;beC<=uDHhefvy`EB zT6S4aX5WO_7H&hAZ_p1Km$zW41&??ew%?;aFcv%lpTY`1TR;d3tuj-rkJVo?%0VC@ zd+iHgHoBF$M!SMj8r>1{q!!bg9Rsxjs}g6y&73t)3zwY(ZHAo>ST0)!X?aL?uG>{j zLT`2M7OMr+x+u@fD>jkz%9|bMPxRU~S7-pDQr&<&v-v!Ry)1uF)47>Ya`NWc*&_tl zeJjuBx(*NL<7^K(&-3X$w}~heb?c7t9JQM13p)z(hMA5m!w^1uumc2jhDV|E4NREf z7Fi664t674uCd{Xj;CT=vQ8b3{HEEg2dcF_9=>|sQmj5=0&iB#ZqEWpp4}d@u17le z?uXdrnZEjaX9YpW7N1`ne15f1kE?;;FIwGn&}~v_(|$;0Zw- z=U09uU*AZm1SS>Q*z{S&M9IOSqvUpg7*MEoEU0(~AL!k((eB62yH#+$&8NDe!j3EW zQ0>_3S_c2cW}zrU6;9tfa(qAZ=|-xZ)kT>$4_typLJWjP?Ff$MvB^D%am8`~iFpSd zRk2rOEESBX_S~My&6nayukY?a7;pY5-oqOowX(2Y9(n{LO!xqTj6j93k)&F^>udgl z4vVq60uy>Q;1``-i0q1!u)2~&Zyfi8iC%t7p@IQ5VqO?rvm6NV6?6MO6{Y6IW6pT8 z1t3??A>DbR1!|;Pe+s`cUqhzv-cvN*?ZV@RX zmLq@z#&KX<4ipq5Fp)*-9u3Rz>ZNy<}Qz%HEP{aKVqh)=S%Rt|- zodhD%^EPyY8jKpKTcsOly}p_$5mdYdffz#Z5uwpVc;^aRU$d4n;;9dRC* z1>2!hShX7XuSe!K|H?li>3Go8yo(IZ@VM49djq4y- z)^1i5?_xb|>wsZgz7=BE^NxmoAcJ<`=`^0+!ZlD)07D@8O zIKebkZe&Tqc!8esL;%^rx>vImqxbO{WOi66XZy{F8nPbA>f$Ld&whj$w^U^ zz9WbfDfi^w{jZn&{4*gzH=r9m`mlj!FA-4K2;dlyGY>b}z|7yez|BT- z?4B%qj~pZ!ygI3@(fyxZNub8&DTx54q=DvMFXsV9pi5<3VLQ!W)9k}znvyn#H?rS_ z=hwOerso-BI6?g#h5=d~Y#h#pqg&Gaj~3xKn5 z9|EEi*?6dKZYL9Tq?5VCc#sPN_p*H*Czk1gLh0^#HQ_rhua`tNy1ENR6f_m~r)91% z>BsY%7%rN}@cee2z%R}PVMRIame5sP-g#vnj<}7w2C(tED>hIL$1^H zgNo>m6^Efn0mtY*R@iRsOPfnJ#f=4_>4eag=er}(HuVNFBN#G9i{%H+JX_$QBSM#& z{0k~#eZ03KJn&rDY06iDZP?+5drDpjSlEaVprs*gdFler{NZL18AFYA_`ssXAEyC( z9jrXrhK>RMiHb9_B>1;0)ZAbD<<-HQG{Ly`#Xfxgu8V)?wasvV3Ec*qqJvVPGqyEj z0i7Ztn343SNoWdELx8h>*p#$}W5#N3XfPV;E)%-;i)1;4=BK*36V+@naoudtj+%9{ zu_-%QZGW7rquahb1lUrIXIPaJyK0sBs6ylx(0_&}h$Jp+aRSp^Ht#e171}6Ovwivt zpa~0c=oeLcDHth2HG|f*Q^mf`aZ%=;8|Xwn$1A=Nem@BUM=GpTUAcqD0LTW(H08^r z?$WZ1l9~Ncp9oh;vdMirIp_cu8JC8&P%K_<_2T6paX5TW#|!NE?0riCwY2(f>p-x8 z-_Cu)lU^C!T+EjI^@N`Ez|Ncbh@e$$Ym8YiP#=u?rU0n}k|HhM@3(}ywj1)e{@1VB zUfVZuF*Cm>*uRIh{@?4w{4f6YL&IOk1ms?B^~uV`b;kK${MrBcFaDDFPygfVU;SVI z)9?P`pZ@Ou_{-#f{hjiWK)m8*U^qF3mpG_={`7n54}bnIY5tEq18F=%Nq?IDulPrS zr;&N4`9J-h#viCZvJ%I@2m)8}?+hbR9QUW+Ge4Jjnc+qH=MqJWBF*7#?9Vk8Un74n zF%m<6C`raO?&lhaE%=I`ivlY$h*;eJ{85^~2`>~F z;a3CG3@=D{H?ICP6xvr3Mds(%(zM9QAAaJq(mzc_vy>>X?9T&0<(PzddAjGHwxSt^ z;ZUUT^TiY+NQ{WyLjSZCjiwW&U#)?bk!8FZ9pb00XiAV^bSQk^i$^Z9C}qG^8owV+ zNdX2c(m&6ZLQ_B>GQIbwttgpg1y=sKX-Y)5<9Pfe=BKGBNkrfK)y@>ymNbX|^Lyr} zttg4+@c_A>?-eAT#m~pppT@$k{V<}){&tz8M25oCXMS3X!Y$zwe_iEe+%_}a^iN|^ z0{%f8{(SU=f#aqp$ow=GB`|0zw9oW>DV||DycSn~8jHe)g#TXrC%DQ<=z-i{{MqWi z`p{@bb{Z@bF_-2g3<5OE&ybuxhr`EUh<-nm<3&!8@oRoM9EIUQGt#eS!o$Gbq0{_o zLkyT-&y`})FEI*!8<23ipe20l^r4?WQn(Y`0Pf&d1ETM-Ka&8yAOALuuHVKah2Do> z$^YCBzI*B+zYR)?MGyY#4uSYBS^*E{SL03dg^0=I`%4%W&Bx$7KffA}!Oc>?#vR4b z4D2|58*4*t{6CFDfB0PnxlRjl;0lzGc)3+ z(dZ|5M$?%5OmhKdQFwLy_Fh)RWP+=|nhLEdp`-u$wGgdh>c`bzy=rP$G{A3H(Ho{; z`&&b?m^l9WBAy?H7q0%+P>jq-e}=j8rycQ98NcT*|MUO(cmK_Q{rf-1Xp}K*rg`WW z%^EF@S&aUxfBL`w?!Wub{u!ooT%OwJ4}Z?!rMO9s`NM>|{^uVN&BS5u#u7WRBbh(^ z;nxz&{E-(i!qK-e31Y$JX!Lb{T7ISn!2D5^d8}NZ+Th~!66TLsxdc2h8h@E?{pW9Z zEFwLe>?&lBFSpWCG<}a0h z^}B!m@B4-L`Tyfz{XhTeckln=zy05Kulf&{8vIwt7wVrj!_&edf+zGPfD8D&81}yr zz|pV4jzhbk$8so{7BL0>m;X%u+u!pW{QH0TPZ;KZp#Sp!{wKft(|?rwh5?t$e~kf8 zyq80#H&WUX)crui3;HB1>4)8)UWlNsbJR`^Gcey?z`b^Y@tni|CE8Hy$F^A3gYwwq z>GjpHLJ(fp`F_@|=cq9<){3a){%t;7uWPt(H7P|}f-#@)1B=hIu8wtu-XRlUnK|=yE1+OYRv83f)mrk!m-zWJ)2Y&i&J^dzA(Ja!Bm1@w5@Xc3;ynClh-72 z*!Kd4S<|7Qq>En}pYyw#NIDn8{21&EVYBtdWrXF*C@W8zxMlk#d~xl!EHAf6BGSpz z1GavgcH}->EsBVX6L3}+^?XMV60m{}@{Tj*cw;jo2NDoSa2E`Fqn=MlaMH4@FN1J8 zP=9I6`mv$q6js?t!=*4OE6v6FK5>zz^TbnCRtShP&_}7DEdN4+0|(0Ax9ipz5QkkI zpvPxc5B#0I4Y&P~Vf!T?>XBP`NmFRAqyTW+dkj z{CVw?4{8;82oNUhHhn&$%-f2Q2BgzFGZ9q<6Jc1+m`_mJay=hUTKdBr2j+Ro9YLd_ zE^OFEjaq>`21tP2$$oiLPGe%1_%cd~zF=+hfufhy^c|HeixXB396*?3eI_g;_7Nh7 zC`Q`1eM?k^?@+SkNGZ-8f;ka+zv%A?=^R<2L>wE>sv+Z9G&OXk7OK20YpLJC0)h3H zos#6;LyUE=%)#FF3Y_g@dxD{W3->H$*;|<+=|}VE&g>-lbmeu*3%jUHJ-H~{g9~F3 zp{Q#>anS5C1wFNIfMZv2lR(Co54Yn!vs5bHA7^lf#E(!%QlfTi_$c(jp~F!!j-t zMHc}~fVe@dd4pe)=pbRh-sOBkY3>Yv?G$?#V*icOA~nyT15a3RWaSdf{*sTZ>7Y1>mfXA^#c%-ma*>5)Nfb*k zOmEaXlsRciN^%J5^-=^Yph02HH`0jN`$epyiRx*SDf+p-TJfYZN|N=NBwL3CZN8^~ zC$@wv3kk7_f_+K&PYWLJ!5uq}2^qh0hj_#c* zCz{*UsZ}ho&AVlBAXRRdc5k=C46$?`Wvs67kxq(XCk>lUu~vXo$E6Ino%H&IQeher zb54eWDY)(hn}^IlI{4cY417H6@;1uT`-Nv;z7&*6*Q1#FEJouDDP+$}P~#X^L3UHj zUs&*}iGE?hQU3{NDa&X_=W|E;1*LB@?uonM48upA9wm9o;($m6^=KXGy>%B`ZG>+@ z4WF5MN(sh}ON55H4(C zI|x`Bu9xV*J0sQe{=rug3tqUi23R${eo+Pnm#sL9VM};0qIzH@uy*-0Te+u7d>mOu zfMeK2N)ZNZ+)?Q3(=_au-TM7FGRR3WkJe;?-pNr$jEs9Ws4rjru4Yp-J+ai;jK&9F z7~q`G=k(?8bfcKAKbeiLa`zV`ANKwpC;XH*0L%nC_ze=OHG<<{odc%o!Jx)?eCP`h zd!^r#7^eh0)gW3o5#&0dmp&&NbM%Tj+qf{+fohGH|J)nzt+U_^ly^Q=gzUTTdo0U4 z!lU51SwrZSA(MM`&Px;!!Q*^2En`b8nt=~HQ(X6;G`|igIV=GR`Jfu}TpivXDlMk5 z>*f#mO+GhIHjA`b?(<&Ih+$H3#VN?U^JDSOaDtlt2B-D>2*Vwa7VVBpt#X)XtWpHR zyf8t|ZYS%t)e)0Z_+40?iWj-QJRVe0!`%~Q@hil;Fibyyx1!dH+9OGd(ePh2#}v9fy9*T>h}(c< zVzY!`0%@Rq9l+$?l|f6V;ew~!F(-839RsKd8#2RI;@W3A#Hmq!9AK5bKVe z-9wRPsVKS+6?h_~TLjm)h zevJu;=2SNdmIi-19JwBRd}j40W{Y?xDM(VBShzJm5T-s>R?_Ufw}iZO&oab2MAoDt=yuAj}bIvtP`vXrJo8M zlbbtf@<|laKDvue)HV}tf6?@gp5^oPmo^9s(9{tlNQ0}vM)6>^Iq=0BxTN31qV5|}w(&WCb^Z4YVfjL8yql6geQ zW--TZqm$1$Y{QX8442$iQ>il_?_|uTZy5{Eh^l^>EV^l)>Pzf@H9Oo7+GPWYs!=*m zr2UcPAc*ei?|`7H>v1?tkjvfN!47zaxUw8ViTi#tzFAS{A3Qje&d2lLz=Lmr2Umax zALi3)SYThMHq-qW+XhOuu*(#64zphJIMF-|nfE|+zWVnod-ldWs%H!y7l2%7nJI;6 zNu!2LFWgBA#1ytZvgZmuBGW$;cl5ZH6U(t1)W|@~<5+!~!vBFz3Ko6aj@VG<7tR8+ zNli*oI1a<5?YaYZ@vx7_X8BNjL6?ws*1L&OXdKL~|7Dj1S_QJ`^rwq+LZQHPd|EZy z&v7WDifHlq9;wd3trD^UbEKD(SVrwq~Vvy=`#J$hY7&PugR4$zHOj^DywjMe+AL&rQdc-AOVDMujBB3UTZj$_kKZ6p?K@=k5PfuP9c zkei5meE6Qd1_u~bVvl};uIK{YogkQ#_Q9osO z`RjIacIGz9P0|mDIdq;; zA@qO#wAJSlK@_DBsngW%^ktEQLyIwJQRZyV@1}}P~%~1Tqu>F@10ervrsPg=FkStovjEap)I_ zj-K+=GfDdfk#LLtX*LA_cJ8@=mN;0l+xKM)o$YCLKW>y`cGzkqaPj*aw*!qg3HY*G zIl{P|sNBH9!m1Yb`ItL`&z6a>V1rfLdf{B$VDOt?v3o!DRbqvjJo5`#PF=-V2EHAPjwGXCfta-x7x!;}Tb$mGY4{+j zQTf>!)fETT6`_s40>^#D`S|}8yI_7kyoBZLiDMeZ18k}K2`W27$#g=W#V>%>G0?u- ztDoJK{ZPMJl-8i8P%lbEN_a7Uw`#zkZ@G$_-f%hk&in=?m;5WLJ%B_)abVzX+yv%k zKzKATw$-3Q{Bp=OJAjv%67BTUE0`<5f!F#{1QtTCB=hHI@9cc5D1jEK(2<3tmW^=q zsNeQ+ZVY|9Wne>OK6@UU&c)B>&^&q9EQEiRDHGYeu=ASK-g4T3Knv~Y8a*5uu4M@r zwk5rlpXOZdWzbhdFDx=fEo1A*X{zxp4>ID2+a(ZL?z{ln6T(q^?8os-qdPOcXb@bY zPZ0PpVJ5wNrF5H1v5jG{^EY1vq0uwEOO$#AJcddTk}G7G9~aXm&qf5;yfUDU&eGzs z9sm~U*FLi>iZ~-ZEm$v}YH08@95KnQt>uq(zj;YHqOWU{il!T3KU0`p`|II=(eOqW z3o1V5lHL1svpkQ4HQH2&hP$TkjMj6JW@Sg9jkXyrjsb>IQoQ9?awr8RMSc1$+0PLp z!W-5(s#+Q*L5$e|AONyPP>g_-efd^gCC%vM+t1YVZEJno?FP4cbz5z@(gGu;)II_;^srVl{-Bm-`r4W;& zU@%#r-rx1_JE(7;tbHHas*Dj2#X7RjP}^t zA3$_S5809WXtg|)P4JlVOJZrfJRvoXbq4i2whWngdQ^qF*6MAlL&IFdykI`TrJN3 z2yvlyO-C>qLGT@p&=PDkP+@1x`8~j{30$03a$l}@jQf>;zh?Jl2VOj~ZXV9%lnRhv zeS?K6h{VH!)-)wkI}~@ozQjCUqjBqKb{zyKmp#EAS zSYi%a#r)JfAjfVs_OLRgXnQvs`Rr3rl zkPIK5&I!g1O;$*Uj1$*VQ7{kn24$oO)0gka4Z~@Y94**jRY=r>VQt~t-bAeCaw=U?SN^PdDpUcJ(xgexiNr@7Vx1UK= zh4CJ1VRQdMMSYuyR*iVWNA_-ug59gGxzC-A*L~{?4%zjp-rrxZ{CC=kmY=Zn@;C&W z!DXdaf(5T{d;U}Gqw>nACyIAhFH~PS6?UYLH`Ppr8vsl@dZ_ewN=&;)`07e)>g$1l z(zd@o6~Rafjqnd(?1S^IUumASFSEfl-;C2SZ4Q2OMMGXhh0x z36B16lVJs$>coycNKCuKMJ#k>!BW&;6ytfQMrIh0oQ_%1tesmW4RwIwdE%m^%y9!x zJ#}g&J|g;iB-e^Yr<<60gHiCE4mm1wF5O0uMASr`?a?;FBf}|iY`vZ=^Z`ag+GM@? zxxdi;K#`2Ctk3)-Dk%E#g^|A%rT5Wc-|z{X&oHr+*-AO940J5w+fdP^($xePSAw}Q zaWm`Za8(kCNa-{GmIIj3sIfy$x*y1IVD zGwrHbln{g!>i`@8ij$(Pj#5Kj0l-{c4dde6@LJKZ_?2a5OGP;!Xl*bo<1cW zJi)7@K;Dd+k(nT0i6Pp`;Td)J9}Zmd91$E!K9Nx@F!>{P`PJYCj< z$Y1yNDNb3ba_xL?y8+d1;C3U5q)GZpXzdbYG@M(;SWFqzwX6PXT8oK(05pmy{hgQ1 zI$gcPTnT%O^3c6={I`F5pnTEWEtXJZ+Ew-J8a}$+9Cf6{Q?s+KKw1tfn`}quDaVJ- z*L`;h;1`%ya?Po2GB!{Lm?wdMZlMnJMlfc-7ia(9U)*}YW^%E!RS|?NBL`)4A=OxT zA4--Cn6+{r1!&ePg+FimjUT-IK03uXI8B{0ef*5-_phdI3FsC7?Vye>yj?xiHOuzp z#Gl8N)z$qBWm4TSN_hkzR``;YM(>oiIPTR+LXIBjK9_MEP6K=eB5I#LX=fhPC9!?P zsLcIspMzw5u|~m&HtT!i`|dPt36Prwa!b|+F$7g++G?V;QO=enKekd7wn=L$Z!OIU zp(P9JaQCLa1J3QMN8t{B$1P2ER9voHS7bWS1rSAMSyREa!zwoOqZ8MbO^KH`t-e%Y zUZvSt^#r@rF0xmpBW2U!_)i61)%VLS7x&VfY0ge5qZd|C?3tB*O!9yN)BPOZ;o*GW z4(lNM$|klmg493w!1A5Vc0LJJ@2pAmUaq&*-)=RaPxo^*(0-!K5Z;SW$a(evZ0~FS zyhwo;<$fdhhvN~r(S~`Zd)pX4)>Gzmu-6h2gvRN~>@;T`JVb+r)^I*4f9HVXDgHk9 zto7?Yc;md4G;5k5xL-m_d6!FeI@A-V2&_WVN2klZm2{J8G<^s|g1wm$B)-*8wXzxv zrbemabpG*+Jv@BuJKTs->$*}*IIN4Ao`OQl>_vZzEU zpwKi>e*GK;eIKKq7{0;E5Y|mi*p~!5u>RI<=ujxNDyMeg>z`Y=xqX`HbGxMypOJ)@ z_LKk}wB4>gL3g#f{j`ZnFteFeA?8E%o5OL@#x755^4Ul<`vs5Zjv3@#X&bUL5+oH4 zU2yqrL0K(qoKW>XSTC?OrZsb^u+Bw~{O!H2YrwqF?PjB`czDJ_G?Cbt*#H8B;+2r- zQHzSCnzAftHU?zvNbe28^YHJJQSr&NYc85^(-)-N{%RGs>6Ui)PPj?mm#>rXRY?l)VfeV{kE}O`n>&1?1Eel67aY0N+Ap;Guw5CzJoIpNS;AF z@AbO z{24w3jEo;^-;07*(|pg>ELyNj*_4}-%y1w`VNcAraVw?pS*b?@S`gb$rcblLywz9t zvyUT$#X;LSXJa%EU@TBQ1fg6!%NItBhf!nOYWPafz$p@nQ|I`4)OSc2fEVhP_CXZJ7crZHMZOqZ%L~(c%`pXgN zB!jsTn)uw(h~PcfSoX&4=V?r<>~mVobL7UvDTMCA$QkTj&dX0 z`&KV%J|uu}UsDu@A4V@`t&wFC8pyZX9I0~0Cu}KsKmMYH<|kljZ<1Y^cS&qr@(M)>3+-R{5xJ=5~L0yH$b5h@RZRCX6b^{9G&DPNUX5g7TM+3_d6t=|w~y*CNgW7hY1C0kf~Smmwh!-ksyH7n-

)EPJc$)#*dt0bjo+O5RCz5qWqO1&uL{T6RrD| z9udNdLpGsK76rjmy51t!XT1y@`rPupZh#3aUwv5l;_7o=nNl7dUuVWUieRht{(}hf z!`h{b{pi98xaPXj^x&XgY+s>`j8$YCt+ZRb(@+Ing6>7r(s$M+TCpD|6dt7wd3@KsZ$9EtILfttNXLCeq3x2~{YqmG z7Li_M=e=IY#}%2pXVmVvxG4n;=4+chCKl16-|r7cv-q;AU@nK@=9fXz9nU)qhX?Mz zcigNEh7|PrAsnv?id?2(_2&}~i@IK92C~FXF6z?kn0@u5X#5(>u)W-F$lll-j!1 zoi7b#j}Z{qMz#|6Q|OlNyFeN&E5&O@WB44SRpY}uy>qKYA<+Ft!&OcM#JQ$K{%}uo zb)atY!pWw;ET26YM3i71)vkq_z5m{zc$Z=kGkUqkjne5@F*v)7YU)SSuwO)+$)W4= z89UQ0M)li+rpF}87=PEqJ|Y3SZ7(1Af&t@3l1sa69Pu9KHuv~Y1#g~~u$|-0TE8Z! zzmf@b7dkeNtGG6*F7r>{GoXVD!M?6X`B5b9t6lxtz0S=x)XjPsK4OEW?i!V@b7^l= za((mo?hV%ChFV|1mWMX(Lnfz8+=*$%Ak`|Lrj0?TZ~wNT65MNs+NRz zPp2;I!7(>`seb<+jOiZv`4M@NUvfW7XSLg^p(zR0loFpL_d3tQB5Gc`}ZuA*3GBLCB=`%ilYm>1642fkPR zgw%m)zS!v>gj!B6zwHw~PgD{}1lz7*4y&?qIIUmY;_oOCdfUkBb!f zE3A4K7Yx8tGX?GJLVybAZF-P%#3r0O+DH^_)VcSyFE zAk#%)E=D`v{#M6w{B_r9@3_9RaQIzO8P&n-d$n&@K*T0Kk1$BwlFNQ8CpdqxAmbRb z(1AJk+}^fg-8f3kU5t;9%}z+aYBpuDh@FiGBm#-~0j%HEv^EVdECVKGL-YXqE?n$) zkF~oOW72{>ER~lfe?RCWO@fJ318IQ-9?b&ShNuz34X!hvoqxH%R+M18MHSXo=?Z&9moL>B z?Ad0xm#<8wNr=N&(T3+o1;IA8zZ_g4vU5UulW&FWA4~a_n2UtnC|l>(E8VSFidXBW6?+^VpiKTSWH#?D^EO+Tk$IuT z3URhuJmL|3gV1pX(}po=y*(bzA#`OQa(-}&mpb38gfYU0v0Dj6B57UB+)hKaQ$dB^ zmZ(HHulCvXE&!JTdP@`|5bNHm6|g858moDmQb((R72MH=!QStGd0-U}w()G_296c4 zhi78Xr{w}EUtP3>2<5%9jtD5-d2#>Y^{=K58%snm`F0C=tJDJGqUqN~xe{Pzam_V& z=<02qI8SfAvFe%!EV^CqE6AoBWgQ|)iz?JzmL(pM3Ab^8_o#;fp%qH2+?<|%8PdOR z{`-XHDP+6saNI1Gh)~_<<Va5AjZje*b#nSpPaM&pR8H0YNcJ zb$p!~KeL)U5wk#Ee&0JZKO!a7P}B=a=fKV5_=wQ~z0Gg*1NWs63SKTwDESoZt!@fW zAt}q(F<%;|d5(13V;eos_fk0B{o7h@3x!@2dR=*F!r6t5W+(lk+hFf)IgM{Du zYydMT@+YNOvn`&?MR3f?B2p5cLt1h35k%n%jXbH)#QU=kX`#q>Z4C%FaOlc!=G5_6 zq<|5#m!4$$%jZg%Cw;6!gBy%?BQ*PR=YSQjZABfgx|%+FZ%Q%J_)ACGy+LyxX~X1#Koav_OovP^Br_ z1i^+H%y(kDht&A;X}SHYzMNO{o>n4dcOB3>DGZ1}e|gp^1vEy0@st_Tm52PnE{9p? zTrWv#y%ZIOx*{Kwo&LFvc}!gHFsM7;1r5J^cSeC;ApKRW6xAnqmjSRj8w2JTgp&2W+8f8(LL#qpq4#Y{PyaB&h9F~&)gGI; ze`>7pelXl}sV4CQ$eMd7t1*{Kw@~P9BLn&@KWA%sKSp6(eRG<5+}raCi6whgo14kP zRp~fW7$Sz%nz8or-J`y6`ZZMc-rvs;nr)<7Xv&}gHeU6;cPS1PF}nP6IeM#AOKSQA z$&SHOoOD|ava-;TdJpzh)!^3Qs{Izdg#X08z6hIIG2ZF*C?;fF{15=iA7#M-D}mbY zh>LT-`O)SMUHLn;a`%?n47l3-#BXu;N#d>QKD*~C<^YAb?~&$|)Be$$(Z-;%MD|bI zYV>Z$haAp64w>3o6dpZ_;c)v9(q{M$!@EJ#I?UNQ(tkm8+D3#{1!5)$o*H*g{o0rd z`@DZVp}OX{i`$;q_Q;zrr6Z5_iKH@DW9;zlJmMuCnllwmfDWBv%NDHjhEguO;)rg` zO?v1VRHLs`i;ErkZ0{L8KF4p2Osr6gCk|Yt}bTO&W zJMw(4V!5r>JL0@hpT+M@>*r0|o5JUzl|(|GY!9Ubo;wx0IzJ>Hdr5Eo(GbaOlWWgN zJ$-+ehVs_jix={@jfwz5-QQU^`i06Qd#yP3F4OBeu%=V^(d-G01d#kyBA8|z{}KvX zzn+luRdp66aW$@w1O42kZq1OGLtomxIgo-#N#`}2&@x{qU)TgV*cta2!7#O4< zKfvgeD}rk%nsCMra-&LQcSYVHsrbkU99>t6Ca%SePTe>0Jq`^oT1A{-j?(ii@u7lq zgN8|^=3EsCf0b6-Jv%*Gu!;z~5e_>fLbdC=yoAB#c|53KSXk-S`GouBi=YeYgu`7D zdVhzYM+LD0Mul_(-t^ot0N%wzlB z2m%(>g@I%yJYW~kF!Gq=Gp!J}U+vJOTd7=)8KHF@1PtZiJ_qQ2*8*dU)ss0aFRMI)L7&cz{t%hU#Vr6I)JvRBAGx;f&qv;6YhNU8dl8q8$7&L%{qr^j1nm*+vxi&ZqK|(KO5=x``W9#e?y?e-7s4N414m`|M@a&~ zxGP6rF+h23i!n3~(ZQi9a&$ju)-3Af5&&CtvLohhZv55aXf|p}ojcAO4u#Z#>6_Hd zxZW=Ky`o)acpW$3@#1Xc8XYz)U~p*EOnu$w2CLCkAjxMYh_QnK5o|0FUof`6D2~4a zX$Mxp(%pf8Q%s2ohl}V5t~R}EWNPnh!>{_QD{pNS3*!4y_DAi_pT)JaHlkPD2}E@A zg!H-if^YOYQ4JEbr}ppH=6&j;_cvXK*7O3TlqqPANR(uvqT$6IK|5Zs@nDbWF&BG| zz1B_*p4AVOA^&7(IVNu?W;!4szrs|CuRX6c`nv^Uw_5q|NBcQy8zbEr%h8o*MprH( z4yEsveuT!_?*&Frm+{Gd@$7YQpAHfJE>3*~x#9Oaw*FkIH_5B6s{YilBGpp|Z}4ZN zdAPOkY_VlCE}owBcFE@rMFF`HKzGGgyV*I zJn4u3F75zq^yyIxu^l^B*Ti|#@`g>@YD`8w#2K2Xfd!{#X1?=QH|3~`U4H`$!9IPy zi{`XmLj#_V@)KSvB`gTS+UFy^Rw*cKS4_Maxc8OAwDPnG913j>X#-J5D*W7VIII+A zJa2N3u^`=~-re?%TFtfQ;~QbFPb2wa1)_m;Wg!vs*jpLeeAN<=MEgK?0;zy|e7i~CFp6u6Io z(_wlsR3{#fv-0;Cesb&0d3)Ylg%5$~RFix0d=Osn!YP+M>fdBM`e+4?jS9_ol;m~H zGh~g#kP#_Y30FO$a~R`{%Vcj*u#=x(@IQ>~>UA%>Y*!iXuSmh_0Z@_s2xOo_*dI~5 z6d&>w7rO_s$-)j;$X<Zt?hj|}pn^hP z1W6K)D=IWUno50)_3`c$=(fQY2y}NHnhg7;6>ui)Q#uib;-uI{$=F79n-U`}>x`8T zD>ut-D2nOqW?D!_l*0R=H4~+ZpuFz51^NAP*A4W8NXyFm_}fH381EgmJ(UX8d5;}^ z#jbKMOI&w6>Ec8r86#d#$MJJEF|YO&T)_-(y}PpEtgV{EdF5o)MG1GPdSewcXu#y4 z0B8?a?S8f{>(^@fi&ruGc}*X(FzR1tF{Qj^i*1ni+APlR)8WY$VvRS%UC+mzrVqpu zae;S_tQ6luR2tajTF?KBzn_6^Fe z^n;`q?*qIFQ?13CQdY-a4h3R$a@fssjkfso#1T+)iW5#5bqo!%>Cbv~_bn=ER!!7K zqB|6;VE~ePesRU^@Ksd<6D_~~-SL78NvXpV2wgy&2-}2+6ia_KH05A4-lC^&_gsJi zYi!)EXCtjG_u>vhIKX>rJ?=i{1GU>xubfvBRYC3-SH!K$l*C0u4PhivfRC`Jm(uAOshEXP=SHOApoCCaqXZ_rrwq#jc z;3J)GTo@4u1&H?fVF(9A5(~k`M8P2375!$1x0WC)axs_oqVAuVsw)t+()->@zKD0+ z*_Vz`Q?aJ5{=VC{{)3-{_P`ITBdVV0K^~mmY4sg5+krsfCo-QFN=FXB{Mf#mi85K9 zNHN2x^(B69|GRAiyHd8MNGE?&R=p-aM$MgeY<6FJyifX4wOh@+@a6Nf;$h_Y#_;o@ zu0B|@R)&H!#0))@^JJ4MMiYqH2x4%0Jj|G6^;J2O&2-=0xp*jU{$Otw?ckLSG}S?P zS({S9OqPrv=3^+u_34&Aum=c_@2P3MtaMq95N>ps%T+oz?qoB8jYUrzhq{%N;`FO<7~tklW1ZMc(^ ze2tCI74whs=O$D0)&%%%vpO>Mp}SWD)1gm4>2>P_H=zN=_mqTY(FVv|pYqJwdO_(1 z<%xP5^pQFOnTg|y`XNL&-jc3$JE=%mklpvpI3wlmo+^V@cPG8;^HKDsaZ;`w_%oNzkL=MBQ<4|^vTw>$3nbMIq_pM4}~V6gX;Nm%Hf zPK^N-x9XQw%;>&*QFfDeq!i#3XrU}iNz>NFGnzKbCq&?(Zzn>lH~2>7zy|NLKh?c= z5XQ{~;n&_%k}o*dcS?uf6l0MRLcz0M^{yiOR;6C}i{+-6){UIaL02ANxV_EwEy5Ce zJ*?R7mH98{FrGqEUKP5a=2o>o_UmMPf@jKRkDDM|f~gvh$5fELzB)PTv)0n<=Qy_F zZK+QDy8dpk^EGEf!qD+c63PST=}ZzF?{c#PTtW?xJzxvJq@t%|Y(7jtzWDfmNbe8I zMcm;R{zsaY3T;K(vVJkl90pD`zULz-CC}JT1tv=BTJgSCoBKMr5{I?SshAz=@RJI@ z8=_Twi9(uQ0!>2UwuW=##qEr;;5PNxRrlPi^9#lYF++qDK8Amsk;Kf9g+Ty}@kf8t z(lfiQE)5mi-2GNR<^*ZW#Y+^_$;V8dDrCnr4f}AkSw>&q73&xo2QIlJIr*Khl1)vR zfz`N|oqAKoL^^h~{f{=VTh5zi3tiFnW)XAxRF7eCeS9v%YNP=_UBLsqEaC&a*v_m8 zWu&1n4^GBiEa&UdF(?XhM2OWEd?wy2eJ=nYY`LAaKIF_Rme57D#V>_!Sypa<)uHmxp{h5=T5siNPn(4#^#Ok)qDNr;K;%tv`*kxteVj3$zq(7n6^tMT-*~lN z&4_Sg@Q*QbfCIafq}$~Pe1vn(n*GBd;a9UAYKnB@_|3V&EaBa2&vAn~GPb#oCzN4G zh~9m*jvq9KL=*|vFELPu$b?Va-;onr>u+=5jS3Lai=vn3RZe)G1GKYg&I6NYT11x< z3S_{u@305Nb3nN#uevw$d?GcICs9hl!MFda7=wfY@i*CcAK-|2F1sHu_UY9Cj_3Db zx5^M}M_6oO*NU!JHkyy`*Y*jR!Nh#Q4IyQjq8uB8Q;Ow`5wKrzW z?Iw}UAcH-FwyQY14GZbx@$W;-zL9>aM!;4@jg9DkZ1CYot187yI9BiN z$Cc}_$F>dB#b~$htyu8n=CP_M4(Y4N;7!Kcl$%uogX`hK=6ADmR|Zx^W+3S7il`^( zybM0kR^|D2`xW0P!y@NZH_=8>xVrFxtDNQjZRZb^ML~E3HsjXn-EYY755eF#&G!8C z?`TwFNSy9lZhXsxZfTkM@F6u6+N3^w;hjb=J>0czju#VM`zG6 zpyAPv!*xTw!;OY2kX>&&n~MVrX?3AIqA>Bpwi3rAArPFV2{CtoP3SkM-+%{F`qJTECig?sAy= zXk)M2^H&}mkE?w^>3wI^W%{^wI57;QWKl1!d$8p4i)MquVq>xe5A!DZO1>Ozh56It zjW<+bP-pF9Zzv|jNjQhhd`FKni0A%*+P{G*Y`IZ7X_Lq0K+kx^LnBA z@2zlatzcaIoQTKi@75Y$fy1=(Aio<&*RN7vbpt|EW&L`b-=i-fKmcps%Im#VyndP{ zqGCvJvsxl(CzAv;$S$9dN=K~gbG%BMJMnrI#vM}A-~Wx+v|8U}fpp$haD(8*dHK+x zP@CrNdJE!WsH5ZafRh(%NpxUpg&eNT+9t(8Xu}0)uym#qUprWMn%qW{^RQz}pXh&L zdIi3(__805jP#}}>3*8JYOG>TZ{L<1IwVNd&f4;CTuRZX3SZ^-{>W^>wz?e%+=~HG z*E?imR!^K^^wa9};nI%bP6xsR+u?$kqM~??;Hq>A*)BA#2wAJge~IYtUnJU6?gkST zGqd5x_PDjG^N>s%`EbLkq&BtDBs=sUz{5nu4%PlH~cwBJzT2JtCmUF^8KkeCzN z5ybw#w%V-r(*pH$f8Ig?Ix=+I_$%s=Y3I-+>@741M!_EwY=zrZ^cqOww2#-fYQu7Q zvi8yfbGRyZVa8wzt?qE`Xe$uh!@Q)=lu=tChcW533}^pUTgcYz|Achv+c1#thv)Ogo{VRlM^V<^YRk8cr(e*1;U%nIhBEH6(fII%4 zp>%x!)nvW39kX3+NONTMg8gg?B^|;k78J8RLf_0or4*BpMWzUz@~_@H&fUDHg6LE1 z0F+cc?338r3JE6u99WE-XMOB{13g(qyY+H((3Nat)a!C&!(iya^C}Uu#?u}{@|aH% zb9oTsmHxXe+tayKhTEon74P7gO55h7n~1eM_+Q|3vVA*VWw!&wy3Sc9jh_^ib!EJ3 z=CwS6<=~NYFosORwwDQSP*bq5}6OZVVUf8FRrS6fG_D?2Ty z4cX9NbYeeK_ix1rpMk!yy=SumXu>^z@9T?U;lWms)RA<_K2yX;1-Exs-r0LX?#6R8 z#v2-2Cs!X;rw@c&9X2%OVP9(ZnS`^kmiMG07_SI)NVO3YTSv?qO zNyP&cF){?Tm+1z<_fNo1M<}QF?)~;7KXi}6z2ctPC+is{05%$oW`Hpq?RE--L5J`8 z<4}wZZcA^xi1LCP9@Ac@`?D+MvS*~5xjsj1k04SxnyhR%mJc5nd$BJz&v`V6EY_Pn zKY;^i#L)%avuw22fo~#nvx!=ZIo>-(!i=Z+@{x#g{s zVqG*+F;}0%RUk-nbtDeI8>I$pYP&ujPhwi@zkuQeSO1;KRYC#%`FnRccD|+X`Rt?v zcC-SD$d&5lEC0fgI}AZd)E!2Yb<$O}-`r|M+r(1232f@bvQw&utg<@Jv5YW2W!Jm}XNw(fh5oBq!5Jkfqm_@CPVdTQ5ZT|Q;z9S;yw89Oh((B6+iu#W`i=SE zOubO#Jg#n^V<$<(K=2BN5P?GL?h=>v>FYbTExNu{Y@3+bK-&DUQa(8mA=@L1O|SRuqgPj+)mLp($~ z&9fxqdvrX06AnqoJf&Hc%E)^apt|d~Y}v`NyT!JW+|E-2wJvXNice#lpIcWoQl)Vq z5){kBCVk0@Zc~{=utf8HF%-5^<^uNHv%9T0M#|SKFr}=7B>n zm@331`mg-lz{v{_vy38mwLTF3%Kn(9Y(*Mhq|=={6iE*8TP(^gdLItcp_~=*SCK`} zFwK`Wlok7p_)Pkj%M<7OYn$PDyFb0<(wZ;jW%PE;CWm?Ma=tKUUU{z9_(ts3CZp~4 zw)@`h9_-AQ;d6=)tNxV6(c#d%4rum!0+sKATnWs$P}Wf*)ck3wD?B!yQo` zB*_JxpaNw8)Ag)0R>SyEspWZc?#dXWD72@RE?v(0>ZoI9^0k29P(3wUPZ{`HPd9Ad z*5iDUBYngB0Q;#fy~wM55#JA)@xs=AgxSI4K4ZgbkSX)#e0u`ZfQiY10Z{U_X z`c}G_uzbD;$?O~1#%g~O!yfB7x*PZV@^t#Djh|S|Sq%B_gvhzOjB+FxOFwXET?6kD z*CMj}#xp~)%>RXw*Bf`m{Y%is-}6&fhCKm9#UQ&^QF>B_LY}YHyJSl}{Zz0R>$^u3 zXo|kELvKx4JD+#f6qP!YC$3Nl!WnUMs$71);a++Yc0fK#9J)^E%X7zZ;5Q(7aDH}9 za*joK-#O%*eOqaOPkFuleeu`l-PWLS-qLB48OZ%SU|KWhQ#PZUa_$eL?LWN%ePi}N zb-Olw5r++(Fy(C#t}EoWB;CREoLruAYo)VNMiV_3Sgu3!uf=M8k>ZijMJTRYHyCzJ zMsB~`v(C)r_BU95uQoU_LbTs@VY4?8C`JV!6|GZ}YxDxa@(cAX`6iRm3WeUAdtiwV zb#Ll7EYnW#Y}5{8Y3DtVS7kn9F+;poM^oY@1>#RFpQ3*#wdf;6DTm>gp2A?P-p~iu zcy`bLx@RV(4^egX%USrSgtnWz6Fh8LfiUnZIWQM=+ZVRnoWab!AFOBBQtI6|>H|+O z%F|lk?lLQA4Gb5Szv9_FPzY~+0~{lg0J^1Eti<%bj)U8}$c1DtF>SO(BVB)N$XF|cA`y(WpYO~q^{@LAZk+GkZ z00JAiMUo0rbL1Tuip?9v%t(D_59ZK~b`Xo9wlnXFsm6Y$zIVYVM50z2=yAPGqw|=; z3O-LPs@}>I4}dwWu_^5Oef#9E50M%{1Y@wO2m_BAuvxt8w;fm8%QxLlD(3g$!>FRP zIO8M0X-=D=o>uY9Jy;ljaI8pty1oKkls6f{&ojcgD(S3bt2=eL~ZqcULV69 zqy3f7Pxak_AiLV%ywOqi@IH>awV3d7OU<1AsDnEwX~M3l9Od|P6u`I%*~zsLho{MKPOte;`Uuz{2h3m?N!3Ox2`uK zf4r#BZlWW|17wp9nG8S;BahG-&dKAnj*h;j><1E&ADU?9HwuLEzj;CD={gaOfq0J&Vxi`41Ndhg@yZeA=EuFukFk!drKV+H8ZXw(%qle6VMs1{p7aht7iM?DZz&(h& z^9eX%hhVI<+}dPFPDpNQ==CPr9HOtiH}(18xmULF74Oum#~eUOvkO2k9gmpSYspf^ zi@M+T^fv><`)-N8rQgeQduBfRrTcA>p=|Oi+HM@cujjbnF?hSJx8@zNpJh2;m0%~n z_^eLxPGi9XB(jl*fE?`gYD6_`H)H8?d(4HgV!5A+&^vpq|5~@f2VrFF+#ariGsDyP zqTlW*C)=-HH!N)!!Txa>U?8NkLYF$GZk|@CxTmOg~yLHidlYpp(M6DqfCTtl!F1Y)$ZCogMK^b7Wj_uSug)Y*aYAN zED}w<5^bNmU7op^W3)>GbHN*ox=0qPth-{HDIFH=+q2%hU)bw^<=QH=6MO*(*@f59fk>vjivY|U<#_3ZnF7$MabTfn;$4D-%?3X z+6ooO@7GJV;MKdmk5jg(RBh^xORaGE?%UVOrb4;H zsMPrlssOddaU2rGjGBi>O4yIR#obqBIViGjfxp%n7&Nkv?ncMlEqjQa-=~0js&S^H zb@*}5TCh7>7XfJHN4U!TPydYEK>odOOk3jJ<@2q}+GF~pKbITdyJy0KX_r1Zzp`v$ za&~uhcU8{Q*YgVWqocEQ^2+L6^D}wh@ka_OD$eYhH1J**^GL<`IT?>=MiP?a{n*0z zwV1yNMt-cH5@GNX#ap)oNCk|I&^iB-mh2-(zZFxvhp6otjywODk;>V`1-QdE#<##0 z9Jln}U8Malj)3p~ha{jL>g+$x@pF9|{y5JVSseeI<5qIiJ&+Q9xWyv|U1b5zaXgm) zoa6X2w;%sG$M60diqJpjxVqu)|Ng!*Xc*xr`vCQqExzWAmKRVJK*(a%Ki1-v{zL5y z&oOijptsFglF+aAxAbGi4AuWS+0YH4^ZTL)m>Ka7SpYQ49rDCA9#k`6$+7;5fOT5{ zPPp$M><+lj1$`KFc?#o2ehUx(=ts7nep*&ug+2t$!%uj(E%v@paumquOyhbe%n`E_ zW%H*B9~{nhF~ahk{?KZ`dCME=4fdO2;%^%BuCMJpJHsPbOa`DkeLukA>14pk$$LNi z{TLkOx5|F?6Y+<72G_lrfET&pGq|ZgAhEQOe$YGWF5WKv9}mtgdGDNJylPi=L3d`a zpV0yP|EQmiZb4NbFwQo<0+EBKM0$TO#Ohcob|A~culAR!`~BDMaQ%&R;@9i@xnTee zzm)Ug4BY$( zewo$a0Y9OKlSwy$i!NbZ<6nS@b15;wcItCb-LdmkgEWqv2m^!pL*Q@dm)7}DbPOm# z_2?LE2Ghz|PAgSMg6L;v4b%$RIXtv77%(wG#j{ld@2vLyDIkjh_7QRTgwzj@bj4tB zcxrw}E29V|EsG@^U|!~sM{4#1y5&|t{{qrCEv|fqLT7#J{Mxq*I_ofcV|eLc{r;_x zaW8_u^D?hu^D*DfyIm=GnQ`%7Atu}rIG5Wm)l7RxR*QAF{1c2}|A31`#HOwX7kh>A23o$jaJQyDpq_(qIkNy6+pF)- zXz#5VK!(laK%;cW{DvOC%Fm>{b*?^(;QS?6jjEhoi!J7>e#-U?4-adrLod$!M9A+8 zU~?7Tu_~Ri_kOd-qeeL~9`U|+-UuYn{ z1sFE)^*InTi7&DfTIMYE$Yw;6BrD|aa3lw(ClJELL=jV}_}~9c|Avh5>;H~S{>SvYA&p*I;4@=~`yg#m-{3BM=J0>h?nCl^l;vW?chy)e;?z@tf@P*h$3bM?k#UtX4Qip z3LNARC~L^DL0$mjnTz4p=F#_M`u+81);-nx^86sw{2KH_ey)zX9Ru8S^BS`Li3ikA z%Ay%2PV&L_p@luX7z|F6Q~nX5Q3+u~*nP{*9zZgX;kM8F5WE-$g3yr+Lh#^W%7)`M z{wFNG{rO7CBmyJ!^b?<=;U21lp06FKedPjAyzV73uY@pIK5#cMCwqH$2YdLP5QMCy z`HnV!s$d%!duc&S;k|h4p#bMLxG~56H5v;v2B}% z@#h$KU|U!*|Kk`}e%2f@_7DRPhWNF_gVO@*mMVt>CT%DR!G#;bYlte(vVtpl2-aJzL*SN7r+!AGWUst65eLWLVS9iLcGK2W|1%`K>5l5uVrKOb-@(s>6u?O8EkM( zGuNU^Bu<1_rHt)LgTimHz%WPVkDfn$5v@Jq z)*7Xsry~IidJ&NLs6X~6elU!l-{52=XntaJN<8k}=u3pafJ z%nN6nh+>8Z)Z&Emcik{C+g8wm4~nRkdjpwiIA-M!-G1F2`_K~N&GMjFouXhn0YXoC zB&JwJu>eRPZd0|RmwUU2FCq>4=X#7R%|KI($nuON|cI(@PRqkO8v)LY1&TOjt}Pcs~e+-Y4q94Ac4(KuZ)4 z^||ft11AK@)?^^{OfUxDFAc7yPbX6(oA&9GJ*m?33cOJN=K1GuNQLdqY}8I%;Bf_x zSw+*`U&I;5%}z`o=hf3J+5YAy*SY&f43x=Y9IwKO6)30+3<>$%`?cc{w01CkGb7jD zkjSqD=GMU?BV%9JW7SU3UhYJ%g}WLI*vk)Cjmju!XWQS>f$)$E99$ab0uYL9ZwqN) z6Tj7ye84nFPK$!;Nt?a_K_Kq_B-iO@kTsZhfi_TiCZ>o82KBL!DfkIQ;CHv{*RF8y zw(wJ_YrVgobGt0g=Cs-y=Wh7uo;dZqU3td74dLNVmFH`z=iR{{d_w`b%A7?X)e8Nk#K0&u2J8hS3!zQ=?`!` zay7NXncaqky#qRbE&jIU=x^{Hvn0!(AU$aZ8zI5dloEhr%)fhaf>Z(U0a$oYcYtL6 zE5saf!oBBGisF3e+{B-8-rGcf1mECtm+_d#BaiqI%M~V3|Ijwx7U zQnV66OtnGajjO5?>Ia!F!fNlCsu&1p$AI?04ZnAYDz{hank8sr zsT+cy{$%MPg`s0I4$Y3I$@}^kk|Oa#d|o4CTkpUA^ZIjhVDoS`6<#+)*d3^2=iPVe zx$}#kp5^`c8$A2zmWmbfVDAb;Up+c$O@%Z6>$jl@(R+Fz98x+^KTr}vI8fx!slT(I>dp9FQ$C7Ml(oNc;1eJq49)oW zS^e}_>7VM>;JTNuI$9Nc#PDm_Vu`R`}bbSR>5zr zR}l^srxXX+xyP*;5#g+DdmRHU&Celr!ydD6s6Wj(Xs3_5~$=Nc90c zjp>X>alMQ`8v3tpw+qmeLLvISq@1;C@2wv88){G0#(E) zkRk|1aU)%z99rd3;#nf2a!NeP5-*e@MLd8AWqG3h@F*?pezO_YvP#Q8z3=twdENcK z={LKZ?EA_*!ElLu>&%2jwe?g=bE=5#s*=tIBPXRXC(Gv%GsT@8L>ZM!i!m>c$W8Ma zLi7RVrn*Y{!laZQH~!G%j>@(&I`o3x=+js3{Mp~Ij!OO?6e|CD#`nL?l|mmbym>21 zrCWWfgqR9Q=hl<0R;iez zitDkkTU>)1^C4xle;hID689)^{YpmG5D|{h^VlDw9;F|K`hvkMq8|16C>&xDChE~t z>nbmCbIVwXfR(t(^ZkAwrhDNk9`z7CEAdIk<_!6XAU%|Y%z>)Mg%ib7Uhu;zHJbc# z20mR59!iJW>E_)&7$e}Yij}pnK)hpRl^K9)<*@3ACJz~d#g&kNy8_@62k@ByJSo1A zM$tuwFU9U4B*Fm|TMA$}J{^Rq;(L2gef$?%j?~Bj^oHO^Auwq?OouS4U_*=o@MeldBl8$JKamC^IZhM-miE<1|%8ek$+Y4~Fh3e~4# zA(*?1V6Mx51o&c@;n7zt}M2`zq5MrIuv zgIbNhc0e_DPlNQU@`+eCM8w&CBG8q5vcxJ*w6?^A%RQp!&i8vfKEAQm!&VJXd%;Ju z*dT~T>@SCJv|cN&*R|;BUp;tXI<0l1>AD%75O7knkQumHdh8C9ZL*aoE8ROMHBcoIAQLa3-g6`pHpJ6(P?9#|MVJJSas87&Z>mt zI_%`(7zU3xEesxBLKtjy{vCs)ElVIVm#BRi3Zk$kx?-yq2$*2V8XP!JcopOAQO z8nnCNjP36wrv=JZrws~paXZ~SvJ@T^;v81g!b14Li6Q{?m}P)VIp@3xf}Wxc84P{^ zZ#CdiF$Bdjm;?iIkz-{sf_3B7k!+kA8Ne@=!B;TWg~{V#3LdPZD#~$5Od$AArG*Sk zjT;d;SW*x9^s=%ZilF*$Lt7dk07jgOCbw~Vwt-f0Fg6BCv|F)_j>TrqY=j&tS8Q#9 zLa~bnGourOL-AM>6e;M6%RSp;=iXyZYKHz{V!yPv_Qh9S*1qVivd#9oZ1|dG^)MSV z^Q_D2@etd+pZKt?>Y+b6dqX}icHd3a^P$TEYOm`eP(9pE$G!K!rwNMgaG>5v^`+|! z)fM=|8knGvT5e*q*1{#ifs59{QOMS#J9E>btN-xAwK`SYb|O{6((T*`H&FbWHRVba zo8TVpG0KxVFvWaIlAL#``SL~sL-r_0Dew{^Kp*8i#b}8K6J1?zSbH1nP$dT zmsgm9acSEndB zPeDs8qAK^rh)TGfj>Y?wYT+=q?Ncs*IBRY@sC=uym|?Waskq~a!cVe;N0bbag`XW! z#zMX|a#^o3hDL7eRRZZ5!yJxH$t#-fs9DlPKl`}8VHtflxwN$>;=%iRm4cy%D9^}# ze79F=>sU%}Ln4b=)X{SyVzBsx#YZeUX+MpuVR4GZXDl|mNOZIKlf~~WOrCKMi{o_b zM2@kT!rfvP&$D=j#PUsABOS`rwyK$;Y46E3w&B4y6jdC;x8G257L`-n;YfcXOO7in zV+zZ7!ZMbyj3X>#2uuHA={qd_hNaK2^cP-kq_KyGj2j|Ai*IbFjLY9tW_HMAKPM-V zS2%4$3QqO_w`AIl+?8pc;Fe6gi*uK04{%GS-NU)dv>kTZ+qosv?&B7x9VwByyKir5 MYHKt{zomG@U-FlTOaK4? diff --git a/doc/LectureNotes/_build/html/_images/exercisesweek41_16_2.png b/doc/LectureNotes/_build/html/_images/exercisesweek41_16_2.png index 641eb172937c996d76cc8b7f92819aadc10f6092..e5435f4eb9a2757742aaf19784747ff81ff9cda0 100644 GIT binary patch literal 22666 zcmdqJbx@U2^fr0`2?=Rw5D)?B?rudX5u_WWyHk*E1f*NKyGuHyyGyz|?mqtF`|fY< zo%!bedC!ak9?rYp{jR;%+Ru8{vrmxxM=3O9LSzU8f+iy^t_Xp^ia{VST}TMvofGbd zPVj@rUP9Gg$;!yyN!Qj8@lmV5^Yc*sl+XS$%`A&s40DZ~c(98i!BBu#>}gaZ zL>#3-zBqH1n%$eF|e_H?~Yo@q#{UTi!~~ZhQ3K=MIAf{vFC%d39%Fw%MwC+eevP4&bCLA z;&Acs^yjL+?o8xkcXV`MkdlULHM@%Bj!!x_OJ=oKjtGV@wOqr>$jBf)e=gD!PEu|( zlt?&VqS^Q|h1Wq;N9Pq5Hg+-R9S#@lqLNa%K_3?X{c)$!oob^agX8{;&$PA|$;IAuPm{};_0^)&`tfR~$)8Mk$jWw_ zm;dKNiBhfRGQBS3oeS5&B(4#9Bsd89Gsy_jur#kn0yg7e@#Pkea;GD$rpr0AnHmcs z;4uDeZNlT1txu19M#ITL@!FmQy1KeQ1>88n{aNg`Wbg0KMx4)vxH7Ar8zsYp{H#hBgO5KW_lk=rg?ne%{hfIl((V{PG^r~eL=vr`D zk@}+%`G*m4WvY~FLA>D*U#!&3TZ)bU`oQA#=q@fLwH`p`*=9E)5D!4lU748_`}4Kv@r;_bw=+SXq%fk^=)Y8m zLonuRt?&#D4cF$X&GZ%<94L5s)z0^(<$lD*e(|tyajB=Fqr;96daT=7sIQ#mg;2bG z`wr*j%fz_N&CTazWMnK(hZ^G*qynyiGc&3-XIme}D>^zvF-b`o3m#`xYb{eCuYjK$ zUkYk_-sC`D2|k=FjaPtB2?FkJb9?@Eyh6b35(z@_=8Yr{E^a~`SWPtu1_1$qqsK>V z>W}Q|f>ulXFv7`vPQ&{%+HMEcgm)%WMG4LuQBtP+cBdPCM)P5$0^pLPmb;SK(~l{< zL5!LWKU23iHjp5ng<3^?5fb9iNO(W}?&%5n_6@euL-20Dl7fatTBF7N3lh1wklB0j^Ic|g8A1b;3Me5OZT>WMur>R!~p~3=RF=7efsLk&uv>Dc45? z{)LHyV=%|a&W=MV70x~%U%r)N%7zVDa64+w1Iry|lmVWAoRM+(oS&BVxp#)pCuwQv zu+47PSys~tn#yewUVH1Ei?~pHmX7`Ua@o!R^wRQ$u{+hfdrphFXU$p>YioK?_pQ4- zY{bOE`gVG1JHB4hcqnRP!%}0lY*{nnc37X=eYfDcSA6|=cf_LKjcQ@IJF#>s@(Kz*J3Bjs^UB(ef5)h}#L=bWl5KKu;*VCV20m6*0L$5!p`{@wfcHV?NB8V&Z(fwNt&_@b{I z9a&x0?Ugh_Ab3n#>~0>iva(?wEl-bk&VO^_%Umx^QGxYWS6A@`T&s#`@dNqM?ocsl zRTUMZ^T*HIeBd&s_fEW?uDq_dlB}4G2JsBg)Ij1SuWO<|$B` zuoG@_5g_h7lO*w>+KDxBr?>}O6~e%aLF9L^-fNXtMH`G z@qn=9;ZnWQ;;3%@1;pRGr~sHdGcT{VO6z$dmsNPP+f^dNe3>p>iFWH@+*Re}&Behy zUQ0_0*sI!s8Oq(REbVtjVL-eWo|JtGQAx_nqv5~Z$pXtv{DMp{6y)-{+p@qWEHnQ= ze(5a9FlK04yeRdOP*Wo$b=@Hc4hRdp;U~8ZMRzEHFUW-V>ts*Dva+G$AE=(LdxWe( zz~~*XwEyI^AUt;!SaRKCm;fe-XVT`h-~xeyO2Ui7)O?PGjDqr~(aCDuq+&RQPyhb< zq=fgJmq^Hy|MBsvb$wDrTjJ^Q!DgimhF+}-38ZOD7a?F@R8oF?kUc?I!9zy|2}$pA zfA*KfOGb@AL66&XtK}BwtpwxICKo%6Mn^QTJ$KeFdzwv~)PYQ;1M>OKXa*eA*1m}7 zYhWW625D#TRu?nM0pJw=!HvF{a+5z4O^>&GP>Z~g{po#w?+(qb*H^7iVJ{ifbih+{ zd)!vdhD~FFF}eYqIO(S=U1_;H6tlNyfAcXpFp0}5@jxl-kIu#Jmr%6AW4HB+ zf&zBEC!#0Gs^u$Zk(MP$(iFf5<@SFSo6d&$>Mo|#Prze~6izm5KBRhFegOz#y?#4Y z%+pgaIwq#v@j&hTaB;rsL!;wCnb|ZW)b4F`rA^gnsRuCKS;5-C3uGagBm5EcEl&;=fsf_h_Xi$YLv$>L5$f*FU9 z5V`GGm(yfacxwzG#V7&r^ih$KIt>wxA#cBt>yNAYBB1@li7xm~PByxTrvE26^8Ygc z{eQo3);Hrr5~uD)Z&YAd7=WnlV3CV0??6Tr0jt{n4L&+H0vN6-X}=w$I!s>2{XmJ3 zmy->PP-oaHZKdGk{G1sLwJ_mzpQbkeUb-`7y499;TZ07rU=sq%LB{NUZ5{MZ5=_GM zmD^Ax1BiQk;QU(dClarzsRuNP!Ly&TR!pPLo&wO&J~DznB5;+wSPHf(5s<9@y6Ea= z@C8G!*Ao82A=dhENd%37ocHmfS$}388tUz~Dd_13&%rKYtxpRUt2c(07k{qFh3)k0 z>`&EKC6JY&qf*PI{;v8u4h@*X(j*?cH^|7yvJoJx{~~_?gOf`988U!+ZMul>Aapy$ zf&RzuId)MCBQrAwNco41q~J+iV1Uu~rc2ksZue`OhlgjT(ij~I1;L%zEf;3Y-MqZK z0EEc`hE>Fig<3CizkL*hK8y8=@c3E2QZ6in)MW#cUbErTFGZ;B)Otx#(eRleqDYOk zLN;rDcgWC!q9AMM#RT{%e)#{X>VS^$|IZ8iNKq~3s-6RMA#QF?&rXQ;xm3$SP37}v z|9CCe=Lhq(QlPHDAR-C@AQB%$X>4g5Fvfu!Le`RNkP>$~Nr zaLq(?ecfUYit|$EUp-DDD>#@%bB-lticS&+W&Z#o4}m`9jbgP7;!wOl&?=)^60O z3rZKTiBr8Lf!>d`3sJ0FcxUHNR`1}TIN0_#8NqZhT`>QjeHs%O5x^&?m7paY*yK)6 zPazP1K9G=*A`54rW~DM9Q%j4D{q6&YIHmg7OBtavRrCc^NLAMjpi)J}XKpLGS{Zc( zK|Yd|m~jDzfGTWp^7Gr+D{$W^ywjh548SPjhi(7om33e0zhvGNsfBL7gqqBU`1?1+ z;|{i^#Wud5;$JPkq4xK0+t~yj5W7QJ(ET7Q zg9M$Y=k_lB$|(PF9ieM;hGg&9C$(-vrC<0pN*Mq7b`sZg5oWM?9oDI=)+O z@mJ6%4BNaQL<9T5%tw)byMRnPoYWVd!RcvcchWop41zQ!)%3bV=6^Ro+{(x*N{&uM zc0WVIz%y>)7hEdS@Nx0~x1;qg5)&A5=y)4+*(ObV5-z;>*`n}|hFBO9lln3lR9f2e z%<I5q+4%uONKQXF?Gg{_AHVP4Gk|lW5wb@%as&Fqh;$+OQzzFlHjKI7!QKy;dulbH^dG+Tq*C z|DY$?{W|(m(YYUT`ERxyR%x!CpRxLOaZ*{mq0CDZUB2!vnv|(44mXP#6wU+&YV<|r zbMePgatM${{_h{s2bb~06r5hbx7_wq-b(#rWo)T9WSbS#v1GDv>C7WI*~a#Kis*H2 zY&%=AxX4+di(61wz-8Cma;b(L)=hc)XU2db$Uqdf%r++@t4;tXvN=&~4=nm_#~8+K zcNm(7FFWB`_{0+Pg`{$RzW3)ncPyFpyvE&>p|Gq&!KZ}_!y0b_sFx%g9vE4oek0^U zVAL$oNR8A%^5ah@3!DFY;ZOL=EMN%JOZ`e{ z`7C$IIEfd&;=VU#i?`S+cmCTvhUGgk zZX3#Czu)aBxbz#s{Ij@mo-R^z<$hns!>nC-1az?kU$$&`3GJ(9$Q4r*6M04n`R_#9vH@)AM;WwqJ#YetZ06>zJmNPpNN zH4i>Vg_&7qpDBpl)Q~ti@!!mntZy-Y*}LT93Qz?;r}@t=2T>#_ivVgFR>db`|Le4; zdqhx$O22>KsU#;rWvBqGJV=0zuD1J{z6axWj+g%ZmzPqB7>KB4KMV6jP0G&3Nh}$D zMP;6%eq|>tQmaPJl8Qip5DR${GpN`62He(Yy`Ay6qgwGxkh6b#J)V(;-2Fo$v0A$z z(*uy9lM2Gy7Tv6~C+Cy;Fl8G?l?*NhfgMr`kAD4fq@+I5n62%gVD4IB*Gw5RQ3Ed5 z$wAZp%d|V#b6Kd7 z<=QMh;E%fcCSTcrJ!>6-xxN&ukrL9O{q zP%I}WXQs}E5?TWRCR1GeweOtm^$dmXa8`5&mVrkk+TtluFZaw#%(>CCQ>^r_gw~lwfh-lrWA(z*0pE)uK zJzLD(&bZS?^<=WtuMy-qrjc~ufjd~o+}db7 zs6MAT&l%G!V5EVgQI}H(j8Lad)W6AF`2^GAWh`XRyV9uCM-hhFlYa+{8)j7c8 z?utb*XJ1ecmt)Xb1DDhn7?^kXBhu%K1wA~GgE`i~!v#I-7TNd1?c3gl1yVyK=Higk zzMkIC0qG<}etf^Gq^zB-4-D-@IL-49m!W$>FR$A-Vq-H1zVM_biIA8A`SIPfRQlZp zF{@`-M@iDwjn^E)J&eV+h6$NjC}{-M{Pa@~H*P>Rrq$?lK{f9L~)jUt(qTCNDZCCVbA#qz+Y;52G+z#HC2giFWc;lV1N z@6Y+ThwCF0`Oq0+DQa$LXUY$nI6?Tk&SLN~|voCzs!WSD_ zm>Kd_li5;7+8)^C9m`tRYj&Ak`C6_@r=8Y`*)p?sC^{OPj9aZUjl_QW+3mEo;7pgm z46?si%SVk<&DC~tJXgrZH$rgxRD>?Fm2*kcW%0}513Mn`X`I;T5|OtEQLk7muEf4M7{DXOzvkTvSz{<6U$ zYQ`mt#Jk@+tJ>>DRmw+EK5}9KGC6-M@1zQadA4)yZ{{=MI?x`;md2vHLN$W$@EaUA zIAW>^t=ashI^raue#!0%(VYtHC?zePo_GY@oiAQORUV8YeD$<*OOvqP*dE@*h9je1 zT!x*FFaKk1R%cz_Fl}Qw;ggWwNxwB|Z%U_wShVS3txoi_E0NlF5!KYuHWHtPPjLN` z@Np8*4pOM_Z}il~bE@K-+##qUn_SDPCEx9IIn7mc!PK%HC+|iV9FshTh~W^pwcuW< zULISH-t)lzDS7zqiN7D)+zZ*3p* zMYYK-vR$8F(6P+Zj^i5nt0%xI52XX`!j5G_Z%< zaxEHt#|1TAH7f$u}#>T*F zlIM(&sFV)!y55WJF9j(5XOpO|XIOOhK3{FjMzID&oH$!>j1W{(5b>$Q#U(vyuqPJL zv?2)&kN8^}@=OuSbx{48sba+Fs>_n$tP-=-+c@V8{EMS}S3Y^E+1*7DzCK8>H;*4d zX3g(gRrw{?qNxN!7{4t$1XLRcmzNo{4U--zejXkN?=3Uo0y9JfJ*GYO)4(u)W9I*cR zh9vU->wU*?1n&I&*sOtFRX2y7#`RGTYvcxou<{32)@N_|5UFodzSVfVs6r3O7#XKM zM%i7T8P>cZ;i)JsnCEp9q}{lOb_ug3NqM22QWE z+ghp3{W-T(#MxmaM-F_br0&+Dk$S9)+A{;c^b((uGbY#h95LDVunpYRb7H{m-!bAb zK3no?y|f5ju4UWyuiTCiD2@51-cvyPEMN*7^9%U}h7%R*i=0}{g_b$_+s?i45Em!I z;H8XK6tr`rB+j!T+^6Y%2OBo}u@enG2g4Dkzr9xngY~QXHwK#yikk#_Yy_AJnle1% z3ncu__YSeK@TkNlc9n85OPy|Bp}#Z6;*16wpON|1Y`d7Gg^M7jd5nfO*BZq{gamA; zgW+hE5lp2;65n0%`G`!d{yv0H8 zoI-vspod1pon#hJ6b;H3Xn{Ih;q=m8k&{n~ok~KhD>MZ<&^%&c1jz>(ZGxY=R6@#i zbvfAJgRj~3rJt}wUl%tM(C6)%&>50=>JA7B#tSN|MW==T#yV#9i~$utazo~A6oQ>`$;RV|Iqx` zMiu)WL2{ws*jO^%URp3paM#t-40)<$t-|lyWRCf2rvBgF{*AxgvMPU{gyrs@3p(0t zoUs|z*PIKe_1aoo-8HT^$zuR;0ABN#(cUoLMqf6ejtNC1u=M#q=*$E+q7%MqhrKuY^>Alz&Bz#V`8P8$0$bg-t7C%R z#w}~vkL=xt#(E;UE`r~^cPUewXLiaTGWmv4;GrJRFDAZ`lAQcq!)AfSZ<&NAIyt3! z;W`c%w(-#oqx51#G`t-GW_WohK{X1hOa-k{hVvhnE{4wir_K~aO}bGbXt^FQbPM65XXD2);p=>+KfYl zXDAl$NJ4;UDN-W%To?<|hUj|!e4u;BGoHC-+2yz9EV}zKj1IY2)yDEyO(7xe(@{jspsZSS`R&FJ|+;Vv|p2DU0o-)7SJmW35vd+#^7F^572TAg`+t!XX zbLN3k8An-u+J_|u=AOYJY}%w`M;f2Ec`uL3B|ahT-<&cVp%042NBWw~vAv9G{Tq?S z=p?~&ABA&_Xmmc!DMCJ7GuTh4MA>{|uJ+&Yi*qP-n$6ydD$C>6eQ zx2qytXu3?9<&$lF%hRHS=jrLtfjZ&v>slwTsfid!R64w#?zBNuko?UXgb2Y~8ZDPi z-0SNZmGUl~K+5iH@lk87s7|;uIUYa%i zL~-i*BHUb&0a1!GWy$6R!CAzs^<38(>wLKWg7c@Znf2aLwZz{pmmsLF83LjduG}hb zq>>so?mud>u!b7sUMFT?Qc8k?8yTnxI2jtZQ{6B?-xzeII!Zjsi~^;*e%ude_8H#A z_5uO@B-O1GkzgZirIZMM&e7#F2#++F; z5~ktHA?CF^o{KJcvw=;_WBUxKKe~@vpTYs50Bxbz;)MnB`zU(V(>Z?|I$g6hf21L5 zU_y>6XTs#!1O+MraLjQ!doqBA#h_>y)ePp1FYgTm9v#!uc&^Q)pwZG^XR}@ez-aa}Dk`d9+km7{#EA{;6`b0tW;If*nY`*k z<9PQ!QL{Z~F-pe=)bKf!gOnV6mS%=bMc#?O&HI37EYkSe%VwXimYUHW<|8K*D`4{a zDC1gZXMm~oH?)-uR3RH127s(URQe?=0vLE`Gb5xl0r1vFBdH8FGC_g+I&^%T5dNFj z7%z?LZ+gCSyxYD^mg=4l$WSK>O=Gebrga5@W5TE>KHxhV{=97kPf?y}tnX3CL05L= zXRM(!#DBzZNN+$92ZCWquh#r5i%K@FTS{kr4f!kC1)Lw)$$ z9Y)0AKYDk2o0*x}v1uox@D9eGW&V_9-U~RjK7}snanr_Dqdjie07AjXtCX z3iVsTSciP|h;Y42Kk&eulR1$l{DVc9w)K&WFe+EkotfQsLmJ3c5J7)H!q%1*DwAwK}lhoOxf98h`^((>o`*Td7^~R)0vv6A$C(WDaP-8X4cnAVVw2wH?yNJ z>Vu-j=U@F&3cm2b%J*CI%|I8thJaXHX0cfl-`L)!1Ogj5feRchj|=7c5XlV>ex1D9 zo=T2VWryxpJu}AL{w{Mv&edhq??%U~=r!yJI@QVRgnjuxu=_7$NIBjr5Yv4P zcJdZ6N2_X!G&^D~9lbonPhlB6FI^lrWx&>%MS$K$BvY){{Mf zjv0Jyy`a>gHgQswaX=tu(WYnDaq44z17At5av z1|x*X+fUZxckfRPriQCaTMFu%cEz$-+^OH)$%btwkpnmuB3sli^ zkv zB$dBMj`p!~Byt?k4VqZe?W^a8IowL{s2;pAI;_K;bs*G}5AzvD6(9+%eaF)hwzOn~ ziUyx!zo{$i=+6O~A5w|kT_?8~h>=l0Ur#(W=k{b~W)ti@-ci8ea(w#yI8MNOb?C19 z4}B0mi+k0g0xKzi9q~e6O>AAizBICvzuHCW-Q`Cdv-fI*@&gkJ(WgK5ng{{H`FKHa z3zRv~4m@bIz#cVUks{FS_*VM0W4NI5SYCHuRdG(J(~9^fdktz%Nd4W~OuGKtY`)X- zw!Kzro3Z|AiCte2b!#(z`xhh020#_GegB;=`mpIIU{<%2NmM16<)^tKlTOw^3g9 zdf8QR*;P^!q#h{rV2a_PYj=!M*Q^}Q90ZzZ_$XK{1b0c@f~kn$BQuxGGO3;{eAeK0 z!4}fk_Yb1GZKTG4-Qa2ESI`_G4?~caW_~vGPS>hJPAdAFD`swwIx;!4K`#bWkO6i8 zK_J_4lTBoQ4)#z{6O%l;0qG6GRAyM25~3EHyxJUvHz+S@vS!7@g|IkWx@|m0@5hmHOE?^oDu}CuvArN4bXl%>k z;5@)_mv5R9QrdsVNAva^w}dv0Z9}k?|9kWH+_d&Izf>~8EHy4&*2`Fah)7gc-`e_m z*H0Gx-+V_+lr`qF6u}`OX6B%CNgS1&yk7y^0P9O08)N%SQPY<(-|9L%nol+QG@?Gm zr*r-}ig=Y=>a3p7k6=E+hc`>D)bEpLqW2nDCu7G(n5fFHG-B=&t$*aSDj>gD!687M zrDS4~yS~1zbFFpg(2?%SCjPivkp4cub?FByv3h~fmg6ttIkDq!4Fpex&+N)$1-q)Ue4FX_JRL z{J9El^u^r?c}qL~Ct-b3jIZqee-&dn^?ET&_*?N+qXK{&dFeyJYW7lcCtz9bY6toY z9{lq_+V!LNz!Sx9iJ(=26i*#+jnna{oGi}YW!z06?tP?QCu~TVn(X0NAgD#3i&CI5 zZN&-&x1E^iybR^I!khz;0J!_8G=kif!K`_VH<%w*{U9~%3pmzx5 ztBtpcuW{IoY)IL#IC|D^hmhf=->ljl#s6r zzfT?`;uX3Rj(F@9ZCxRe-o^K0EDaMckd2=&Q}AZ?VZJ!VgXY=x z8#{7ZY5^*jS-ybSknM)Iy$l$1sdo~gW;GIis|B-+z6!4&XRS->NXN1d?XqQftWpYR zd8`tp-`jb8X>xdERD2eZk|Z0X%CsXs3=hJd>|^ofxzZ zd=7J6dz&U;{>*$Y>(go+B(5kypGe&+`z z5*tfaJUwPG`Xdad-gtsjS*_PkxQAZx@4}bU0cG38WY*4J1fH}9;X^wi$oMr@*w(~z zA9K?^idbA_O%RtM+S4OZZzh`@4%4e%rZIf3KOu-7HoRQSIhO^6&qESgj%bB&8 zEM(0EYP3lm!bT$6od43fU*|RqUPY(PAFi&PJ|3#Fz+cuwp%5!sz5JSDV>&|R{^^8$ zO^0+woSe+*DB(LN*Ols0LgCpQzLXe&Z@?})p_o#dBKTcuv#TqCDI&tj0}`ETnHNOJ zJu08XX`Q}WZ}Ta=TEPNR>UD|)V*PHmAh9%z?vBw~wKX$kF*d+zo6P5bqtEHEwrxgh z1qlB#wdo-#s-K1P-S#{yGMLMc19~A~s+h{{My$5s zCn~!MZ2p2Ulg9L1wv%};RU%$f1Za*lhLbHXA};pZ77fY#7q^X%Q;#>7(S^?gN-I8b zwWT1s#D*qARt>kl1pKijOsA>ihHPFyZ_=ty7Tm1p3_LJ~j-)wf9v*G)Mu{85H#Of} zU#5tSK4AEzo${qWi?wtAZpNrDz6N7*bkZ4_Pn$>PQFuVokeNS#ZEC9_arl*sIR8(S z=_jHnBEY&$rc^61NR~Dmsv*E8qWrFf~R`e#iJqX zsv;`yewUVp>3MXEQk2n;p<)%6FHPJNClAmB^2aL{HXbo`tb~duK6Q$rRXc3N0)>l4 zPs)Sqk2ss@&c!-sIA{mqFiElKhVnU{gx`Ph-yqa}=lw0loTqAt6PScidOh>&$5*b2 zDY+0F-*KBd`4l19$3Ha@jZfBYVjuBUY>%4;m%U)XkqM**2N+ea7Pw$cbG2z{JNV9| zqkv0GZPb*wZ=*BvwBc=cb+=aEqdlJ;AHC}HCdrHa=3=qGefZYHY={mMv&|PBc6HTX zXvXv!&SKle<@)YF`vt2rjtuayu_Q4`cblR~w#0KMXrtSIajpZ-qfU{UBKRIZ_p%&F zS{SabJUdk^B7h}Mvy&?3z^sv0&at|0vFFv9Wj)hY(?`ob{T3yvSzJYOK#}S ztMFUZHhw>pZe_r{{$uCy*B%uW$$WsB(SU~Y1G zIi$@4#Y#+doEZ;q3=ZE6tuT$U`}~DNpOazGLg#W&-Z0Lx&uww-5@`Ly0ui&G+7vj7 z({S|D?yxSRk?on=-cV0BPri?^^_L8fJHv7L;NE~krce8X~3db}Z2knLd0B1?nD<_0cUHvp$B8Y z0fvQLv#sHjkg_u7aY}OXj4jFV;d=eQJlhLV0r89Oj3mvWBTp6Zr5{`LrZ3w|Wx0rX zM+Or2AEM4WQ2d`uBfcoQ`@~X`sOJ~Bu|7pA!w60uFu7jr8rGPDBPW?aH~CpxNkfDF zKUJ~|i6mvADb~dfah#4F54(klBrMoi3*(sMNwM)nypg|h2p)^gwvA|cO&kA^B~W)Y z&dL4}GOs^LE>Sy-v&k{>xb^b$ivNwimKnx zP%bIf2a{WRc4T=1}Z42y(-s^{iX4K+dw(>$NRpN<%sH6ZVTKi zDNd*(BoAj>hdeETz2t*z=ebW0M_wHxBXWQvk|Gvx{d5l$_qgQbNoO!$Y;LY`PrAm{fB&p2&J;u*dQmHg+y#DL3(2hweBZ-3-I5iJ1)5I$ca?U= zC1mP1KegP;FYQL=C>e?m4Jj$&qY4saPdLONWky4UgULMD;M}2vo*o7C>=bpH``F>M z-IQwrjbXP17hm}%yZzB4jHVHsdBYs(?OOsmJ&$4CPxD!$;VA8G+jEp&%NVbqCvnB)3!J?L##NV>k(PA~2CL&@Vn*-_>5n3MJ;NK0viUix8*6{zD9&XqB)9YD7+AjH-BH|D7wkk$NI~YoJ zl5dXYuMnC?NkNmNgn^5IS(QAK7l`hx-WZkfY+|aot;_&+5Vw z;u}WhZ(^cDZddT z?sP7Zzp5mqZL>)EHAOW39cq1~-Z%34?Ig7pV&@f@yP6Nu@{(!f5NWx9I%8A_%!k-6 zTrWX4)F=O~xVZo3$}3XoyQTjIa1Rjn)7pA6ji%y_3Ju^l5wpjw~bgGBypPlV@^Q-8?XIkB@C4i25e>x!% z?D-xmc_RKu2kmIi$*46waewRcH8Nj_Gl}SidkM zt(|M~Fu3cs(02s+(H5C7ud8Xg%so(AV@4f&eJ)r1cOE_gqMM&tvX+A^KC1fF%;#-m z+AXM&@xwvU+66D>J-r?L2k1I3#yv(Enqe20wzxk}Eto$PUtEf~%}bb2cV#X1f}+BN z{-`%*CNaY7)?Unu-q=^?{Uc|&aFO(`ave6gWX+N!xI7r$DA2?hOycqJ+cTb>j=~cA{ z3YY&ttb)HBh8}D)KJdIaxJLL#_KV#c($mgH2hJ>l>7>ZMO?gE2f>sh+74^l)KaS@=;G{3^vdC% ze#QMyd(|*mPF?c}(64;*Qy5pHY;og*9K5E*tH+Pw!NO$0S44%Et+ifVktlMxdu6|j zxYE;fSr?bzrpy;uF^FWx#z*H3rc znuD0G?vB}@`J7vI4olc>{C2nEv^O;ebRcD(d!GwE{2ynmu^PVf zj9QonGQb}w_<%J&X)$Jb`SLfj$0Uy&k~W8ASoT4$xO->BUws+GBhLOE__AsC@8gA5BpSt#f;QZ7{y4$4*rM z6SJQ94z(}u+?AFU@9?|j4VnS5`FA$l14t7xSySj^Z-@8F6M6o7=G%*Dh}FmPW-+VX zPlJEJfwI?_2x3@`t`(5wp?So`T0-}y@mp3BPy)lE`oFd|ohR7YA_K%94X4)E2wSMs@xYEWOO4DQ%9K93yFKIBSGGe` zluc;+%LFdU0a5A$IFz$Z-JQo+#Kot~@@*q^NbH0596YIS&A?Z{@(Eu_&9(P1_1_Ld zuH^pnx-RajB?+j=6{_=%(-iCWiQ~>GORQr&;?h{@t|LxL5hodFjEef=6OrYYrpeKod8HJLPBq( zGVbaHD;R5~2taZR{$K1JRL^SdEH{nUrkoPYFv&XEog`TRP82Dxvb2wauTp>(tZU#K zEINs-n#gDGf{}fimx=!|pB5271S|uA=F0y;*m?8X>%|3E3yM~+Lg%!R!~X_9k^L){ zKRQ`BIAcGH>JP2x6czPcwNzDiM%`i;X*#zeu0#NL$9h@Y7IfOr)54zDW|0Bf!fpgv zsTRSUooW!1)t%K|sZy>9q*)@QdcABy;Njm~#F?wW7dq_ERil98+dJ8Ljm**B{>!rmZ`auqY5eO5)bU+t&Vx! z43N4Go?vIx2LkvLBMf)*GpRrRQUB0jgqt0lNMa*h^ZVbv|~x(R8v*eED6-)0l4l>)5+_@)MKm(%Ro z3edMqx0tVio_&vuj@Gjy>qf7vx8nS`LsvVU4lA&G6i{$mc)n3hcs(oMP)@7u zr%LZHREM1k8 zp-t?_;%rfI`J_tFO(+PcH-ff!!tVxBmwn!EUtC|_7dxMxc?KS0&^kqJL?xP};KRKaRt4-r^q>T7gC8cNQzcK-Y-+#A#J>*cKBAz`USX zNrxcIWo2$@w7@*G74Q`m{WNm9&OeHmm6Ixcsh%n|rfYx!{*e5+aBz4JtTjI1kZ|3M z9k%z6sw-=kV<}xifc)IFUFZL*=G?=fT=zasS+Yy9Tg9LpJ5h;3WK!E9wO6f5Xc|dT zImajwVV1k)MJcZF{>5|g%()|=MTX~6MS&-S7$Geq+<8KePS;rFlhwO}6@X-?w@V#Z!|W z6mBP7d~msBsNgXt?HPv>S1e$cJldw)jp$WP2{!3(s}Z&iq-NeU5Q66zf8kz=K*lC?iHIUHKSy132cKvbParwoNPGK|hS)A5^$l2rX zJUzZU>W#9x`6Yw!+4KK3Ib(kA(VD+BXKBn2{j;N&BVDigc%+6N$G z4Pi(u?Zy_z%1V0JX>}L-o4@}>K~i++w(zcA^;?YV_b7c>TPd8KMBb>2Us5r6`RuQY zwH`{LmrW^>znTqwE5HYf?HmjU?Ox-!_6(YTUg`1OfnMI7=uK6TS<|EHbvz8f*B?gc zeIq~D3JT8F75V#wgocvcI=H`{0$tOiDT98!@F&<~;R-Ilx97*d1x%e!vnx>qmV>hS zqy&t^-I^%fuzyF#<$fu8#bKtFF@~BZc#60r)j8&ku4a29F$kD=JlP2|I3UNCU#%T zEv@82KtphA&H8F&WW+iz+mh&^N>6XbElQQ0&T?6^KOrI_LelM3PIB{336VJk)4GFj z(GVNF5oM|IaqQ;Na$S}KY6J?%I-hIgU*YSFW{0-=`uaN!Z>8nsuM`$iMRw9?l;BI3 zPHE11g}3o0TqK%BP$rcWAJzB;znK)Yi+# zQVldDus(jZ)j_|GddjPWT;)o0;5VOd`{dlu6-q&F^w^k~kh&yu2TZs0?CfYX7Pft1 z>;tSod}xCP=>V4Hga@xh@_KA+CqN*-Tvaitj+K(zECwvt^<+yDog1gSHJKZMl?geP zVQy&|(>e+!3Ur-EF8;%szHp%kMRhN^49TZc9Iiqp1Y&ZqN@o9N%#yE)AREp=a<$MB zu3mi|n?-JFiqLBy)jY#5!G1N1CGl}`viZ?h&tAO9IB0WH2L{Bwx3@KoO#>MLtdSfH zaXrmahn(k-7)%WMNDZe)^D8QfY~zC2ogo#XK00mg~huz zpZ1@QWS=GyP8N$AZ!Tscq6O{U-gy1GKDj5$SK6C(v#;N|^pFkjBg5d`0MxYk|G#rPuPCB}Z zJRWbzXjz!PmjHMGndrB*Kbf57U*J!CMxfHELr`-z=q0=h@c1{V!h2nzXMmxfKQR%$=Opsj8`I`;9rRFuM5iP5-_8r`t6tlL&0>Q_q$aPLEc-Eb`wv`C%{| zV2}=Uf=nK9U)uV#U4~o79>G7ia!BxBvi@+oj(fH{Urzv~B*B9O&V2SEh#`lHC|*X% z7mcP9t=+v0a*4z`j5md~2Tm;pIjkI(Wdi%j9wax9I?CRTX1k}qimUG@*cB$Fq-XfR z`Z1l|e4%Ti$g{&ZyQ`+A#?04Of2e5USoUDdmjK!2%YVXYXgN;TZ2A6GT_MieR?^p08ATR!~PxaoHR^V?Samb$(w=O zQ{xrK-IX(t{4ilDNLxDFl?>0P<%5A!!;#x|?omFlPPUePPtK0zZ*<0!4*=RYZ$JI8 z`WsV>1*unhWug>)X5n4wM+@w|6J0(QAAU?-zL8Y`YY#wph~XS4jJrgi31L z7(ub-*7l^S(-pd6Ylo?yOu`6}4^*^NZw1$>m|I&aY;8frfjQdRA&U$4NfL5`6&+oH zO@5c@te8W#QCu`UVeYN;5qt;iL$)`r6@?}O<*BK%KD~RGFNaX#2CqHV?%nZgOWu0l zs&U%`2Sh}2zb(^f(j7YZb1g4i7VIk5YHOwC%dH%&{gW^xh4XLRxY5d55z(5*+? zy?Zvch zAsJESnoT6#cl36EVa5gCq;98Ztc0eH+FHH=x54fleA|>4IS9DIr&A2iAwUYkoD^|e^A$TjN;FVx$#&r zDx-LEAy`By-ZlW;of{U~YL~3)^AcE%5*UDU-n~$$KjEjey(O=&twAi!e)G3WwXDB29KV1y-$AP(eZW4$|9tuA!BM{GccLT zYdasuYZ=2x@btruFCW#Oc=wA318dc>y_@CRaapz;bdz#~;pLK&5&~A+%SUnB1P%V->Gz2<%N9r}E}NPDZO7%r#Kf1y z0o?8i$H=6L+p)20puj9gFE!LdtRD>*Sjkl`spHAE>T-}9Khz(?|i z+PFM0`7TQf{r{zIqmu7R2n^WqzIqFYNqYgsW8co(dPbn-uGXSE#Q6EDwDCm{o9-gJ zRh5-@o_kx*bE65>qN%Er6T=>y0Bh@5f=C4WMY<+#t1NDS5g8B&P~crC-OJkB?Q-1t z%>$hl3(cdrK{H?G?ToCz!S=6C!(@Ngx#0o%P#x!bQ%SkarYJa8WolW`Y89VBefl1v ze!}Lg1DCGu;eI6`z+TBujd6x;BvjIm6=`5r%EPGb!U)1Rr4aV5jiE=;_~iMq{Gy&e zUf)nBkh}HT^QFIu-JnhGDE(75lMKQs-3N)65|EJpiy7zWZlt+6@So4)4IJnn%D>)! z2W|x7`^`LQ+U=~rRqoFhR;h?>^X>~FgB$=D1iSfVc;<@~Mi29&N8<%NHC3t3wLYQ% zf?y9t3vyWSf5bC0GimvrDtaEm>YZ4(KLtf*)QQahAVVENuHHqHddY^dsL}xbU8|VH zAnysd9-yG6W@f(vqcwVf&|RW2InV@lM?@*`ql$GJ?Ypa2r3uW@OE&zELk$?6Vq{Z` z*eZad!!!4lPke@>$bf)!y$-5u_X*k-OzwM7REgRG2^<#mx!>+V54adu(Gcim#CZlqg6QbM}Bk&>3~l5s4q~bf3f9IB&U$u65E(rO8w+a(i!b_QPDXb2U#zWI8Q2+^-;tR*IM~?pFfv;H z_Zt|j?MxVF^iEsAAV@YJ)a)S;3_a+-X9a@!Umy^rB1zHriY{pfi_RW6Mr-iLCV!Bq zsf2_HF{4S`A|^h>Rr+ClmJ|AP#0SUblWvm+lit@a`{wI!HFQPP>=*5DxNnd$ef(f| zCLvh?!!)ojVu$YT3}&fQEk+V&zi-{$Y~=8=^4<+wCAyv}OCpjBiHeH;kn>7sfM8)^ z#n3XNLND3>cP{;-e{!YBC1Y1<$;cpMV`DD&C%v}!*S1j!=9`1b(Nz5gWk+bAzVpCI z#vWhJTe~;D7B$R)$m02g3~E#wBBijK2X%G|-=7XJe&cuNU}0gg+33Rx2o82{bP*L5 z@YM_X(DMQtd#u7h0wQ#@)RHx6#%$1oTCCkdxZV?SX0y{5_cbgGttLoRk=ufX@|5CM z*WqMMtg99bDxJ&%XE|RhrmBihK|v86A0NPOKBef=N+tP?Ne`y=dJTomdg)bGR+i~_ z9@h*4beL2QG$bS>L}X-P3yXI>QKV5soL2b6)0yv| zqY|*dnopOCH8~x~<$lBk!z~=oNhL9eoox<%t}#<`I9woTaz3iP_1aFwW@TYHUa%j@ zaypnRP%3&UFE4NNcz=UDEnvSnh`ePwn)xi*MWoTefnEdco%$_?~bA ze?LE%jm=H{Um;ipYE?AZIXNePq!_d6>+3sRrKF^o-7hUBic~Pj$;r28DkwQD=M-1# z*L$N3CJH`>golgT*f6DVT1Q?jdoOQ)8yuAW5F5bQdJUtHC;c9*$j{&3cI_9^LZc%J zW6Svq@Pql{gRgSv%T8_* zCJ|8>uk)cU*pCmAk{z+sQcT8!_&N5)8g=MEFr9m4ZINb^g?fhz4KCNK!M5kypV=&C zFd^k%#%WNAd2l2pC9ijj$}+*uIv;B0V8TO$5mAXaP*XW9JFCBpkLE~V?9bO>uo@4x zM-uav8}y>XA|Mb&KCMRyGFi^CNoNQU>*?uzV>gG26#9kSQ+WG7u&vmd!g z5E(Boky4>z#ceC!*&r)Ep9|BUKYya*;{20zya;3kZm2k{m-dg{9|l=R$f&8|bUZI` zD=RCHN4y`gsi~>C+|FNvp^xj@9?-zn|I)B-3Hzyt;MY0j~`T!_AHTLo2Q4X9PJi2m#y#4a&=Z(#X4;yjLpX|rJ4S1N4vx!a1yZWrvU^;E{U(x( zVpgrvFcd=Obhz*a=)ahkSL^jjFR9pKqodeJI=`5$ZN=3SMgR;9;hXV^gXm@W4HGd!=sLagM(jNrrn|r!Cdyd z`Yv-cel{X#UF``Z0^?I}v+6fiGxCi&r;~ekx{R?Wl2~Ik4V(588;{jYxgLzqH%{yH zvCCS^`LCA;^F$;jCMGBl;{$<(hhH0)73^N^3Z_eA<>n@sEK=d*i~Rak*wB#bQ-%N<?r-c-qfTk9KUF(}ApM;OH#s@E-t(@u zYg+n;BC3ce%jL~hhQV~H)(n7=bk9q*R{|dRloF9_JT(0L#FXOULg2_J(rW|}^E&B* z+pY(69{oByJCV1Fm5P)DEjv0of>O6H_NG6ptAA~D+*9T%y{|1&DWd@J?zlU_JjWpU zVt1-UBkLy(1x4q!t(;tR_d(uo>yJ0)e>jJfXz*tglokH6T|F)~*duUSFZ}|-`YbQ+ zceUh>0d_-N&>tQR2BO(u*S&oM%mwc7&0*8gT7rsp$L?fNOj=qv03LAq2XhpdFkOi* z2`FMKHiuG)cw}g4X+?@A*WzRaI_j3a!oY4lhd|d65CB`OTG45Wo|&CZ5vkha3C%(k-{MBT;$BM&BR{n* zCZIT_u-_UMb8+F)c0XVTFaR^UNCq%F+$z4Ip@BvsZdO<@g^r(pv7m=iP>|HDW^Q{% z!1ER|3RhXFT&fug(7nrx8)^Z7@|#p!0_y?vCr?UyWZ`Zaz~A-V9VHtZPJe%Y-|yeT zK!<=i>_ryLGdp<~`t@t4f-HYv45h@{_E=86<6dGFV^|+;g>gt<7*yo}wp{lLKKfQy zv+><*#No3TBK{d4Ke;~}F}OZn?d$LFXnT6F7L}0TT~Itd@_r)15V$70z1RzWqmU;A zZhBcf97(in2D3XI>sj}*^9EtTw6`gML zvX&qKd8?yYBC6Gd8pH4tedHz#pfdFFAo==@F4Tfl0uF>q!^ zHJpGIemq~+x!)1%h5~qRd|HUWp`nn~%OD3Ac{Z^6|J6lokW~>J=(DYn9Jh;In*1tS z@R1uVVKShP%*@QkXZBhT5fq)HH)mT|q@+hX`k25Wd~RoFhlz)`Re457fvQxdP3&_x zRQx$7C|F7a_>Z+<_e4BAnpXu5-+o0Dxy`E}WH)1idXlaLD$cfg2xkAwS^b}w`2Xcw zqJp!aSeh$OPD2A9OQmd?NeddDy_VsHa0Ji0(V-#V% zCBUO>d%UI7*VkWAWP#4y4|u7%EA76(o@aI&41ebh2DV2R90A}zl&5|a2O{{ma*{%B z{tJP?l9rUT^)(wh z4UA~Vq0ytZr^rAQJpG+NxxioE+!{(|MF1X6P{#GO3tnPuNJvO?a&gxvFfBGaf2g63 z-m_=Vprh`L=QA7q#$huZZQno3lSzdK7V;XPgso0iXh=w3QD0-S#rgKw_IzF0Snadt z@VejyKBraM>=qmX0wovM%w#tuSSjhs36sOwrc4@_ZRar;aFyJz4#h-8VF4fq1FJ?r zOp1>m0**)am+`zqhPPneH)KG{;Ji|DbI%^ToNn|(d;lUr7eMkB7ySKAU~iWk@Ycx# z%5Sa}@;^0{GC>IkSLLCQ4EWE688B4fwdw!+muLS{oc;i16pMLy&3cHa#B+W($m3%= zL&Cs6dS^^^6c|JBKf#^R7NC#p@=Ga+l%t@`rJe0 z-?x)uVLa~WF^SBZ`58XdE%t5^to;asN)m-nB-jrAp99C_?VagtEt}MNFe44s(XTzw zC;dOZY@RSx18<-}@$Ii)zl36`00WyVFRQP|FKa$UhWb9ho1y?G&Y&l}1Aqv>iZ0Ns z(>Ej-BEWft60Dc>>WX^H;AobcjF2?n?iS5dnP31@WV=7Z%y&L2Lh||zRI~mA-}ohC z%grX=LOp?fX22qZw}!vl-kyH}+CP$aw)yuj`MYLKi|hfJG)L(NO5+$B~3(tEGK1)Hm!JY$^Lx?7z z*5C&x;{Qh%`u1@+GUz08Ct>DmpW!ipfPzpIiBDTwzLe6le@@RUSIKB5I(}l86S0;3 zS@-$1HJ?Bf-*}vngaKHNIG{lNGHyJ;k%~@34JXXKv-XE?JXj**C&m|8;6i-X-eBK& zz|w^N&r#(*sU-XCt6Wrs^&)#s;GuRxanY8g1A17f@U-!%-p+uN98D*MNJcB+oF@H` zVe1dXgAYY!(6l+UwQBz#cZNhd{m*Y~kBM-aNykbbB~g(HX#bB-SNQ`RGBk!6NZNbc zi)kB6}O2hav@<^O;zd!hX5A+(MP8@EiF7nh3xa#K^mj38yGV=8g=f25%){xLD5B|22X>A-+!&LF3_8h2_T#o&gG~-^@5i3=Ws~6-Os!JgIZvEd}et~K);Ks`RR0O=!mr7E##jR${ ziyYQ?I4u+~YsH`PaDZ3#boe9iE2vUX=&YcCStQVBEXKcSzrSgGx{7u6I)5e`zqf}I z?>tM-cyz*~C@1Fw0w20#*=$zgxXvhS2eubmiI`aVa{2lk)l3W>ZN(0gd0 z;f=Fk{fNLF>gUg&KS)V+RgDPj4QIc=x`F3*C^zz^?k!d`n70LbODO>(68yW=-$POl z$?N9mSwUOH2*5zE@GfizaB%~H`{uuZ+#1px2zq&}5!t3mNIjkFYnG|#X9??8K;?C#@o@{mdz<|wl|efgI-%U*$#fE%0j&dvVV z&KLXF8)Oq1I>EP5F0UHK5rsUv9yj09W|^fvpPWIY;vawU_@OW^+FnuYyF2H`v#oAQAH@a&p%lrM>G%qeSwn{?dgDyJNIFyYjztD7V1 z8=I0t1ZYzuf`}I>@*duWaHXN{XE1P?`21a0B9nBag`sGp+rHuuLM6UXdhjehft0~m zz&@ecMZ{sjWYJ{5g$@n;+#R(ocd~|t^cBYAtW3NiqZFCO%Z*It)=J}ESQ>vw7>wEL z}{Oh(HT#_O;mwUvlqNp0e5Af=H#r2jfI$0x*iJOwo-&w zyMFppW5%I`UtZ-xI0s=@L*QqF(&2!h6Yi?s&CLx39i5b+kr5I^f2r9O`XWuhQyr1~ zm-pitDb~xEG{Dw&16}Lxi=h;AaHs~}d({m)8({>54E!o$@DJ&0GBQNWYNA(v?C&dB z*o%)x#KNNuph^~Kqe8+WE#n>5QZAiH_-Vntw&pO;FZrZBd)lDtjzM>FlZcZLVtMpL zuDugWt`19Db{wDgp0-rx)y=E?rn>4;PyN z8N#no(g z=7GN-f8;LmCPic%)$wnJwPH1ik$nw!nv5?E`+VX3a)9=cqBNuNbHiR`4$ZLEm9-=y zhU21B&i@XgWA06Bg#6*BrmKDrI~_8)%YH)qmW&ktC7FqivWt~+-hw`Z+i1Y@?-_ky zKvjqcOyy_fMUzn~CZfWr{47E(?8S5$QK1jiL~+&Xx|bGO8F{DYHGY51)_~IkBuN0^ z+lMx#jE|o@b3vkZmW4F_P2NlWmb;s;t6h%4@!ZYlhdKQ&2>hLwB9rUzirBk3{XVb| zq=Yu~_S+CHj1lH;s5Rr+44Uul-tmhr8$zbaAZ*2B(8`tri& z1&UdluRw|e>>|VX`&nG`uGv$Pq@={WCgbvC5GCU49v@OUTstaj+Id`lN*3Ha>HSU= zFbF3jl{2^GMWk9G%!#3R1IW~Ki}|3=uGyKI3y#D?E8m)^nqSnm*2Av_O~*=lo)t9e z1e?oGN9TZAiR?Sf}$B;kUHle)gXaj7}V>xhf!=F|K8k*5Pm&vV3Qor*)JjfbE_ zfNoaae6?8MU80#6iRZ+r{n2Iao1q22MU(8z$7Q1eXNmQw&OFHB(C7lw3Y%hRekP$3 zF@L(0s2n>s9ecgIC6~Lo>jHPLA_3Gk|ByZ;lrbKV$LGLbKEi()hJYINkSQjA;VmE5QFiSR%b_+h#9qvsniuL}#IQ7&vnA)SN+#K>vWYlu=n3t=FM$8T zZ2HlD!fI~r7JI<%3Xw|6=bB8 zcAjqntT-*&i0|cUsCoz1w%JvT1F{<45Us5nu^K&x`fP9FnrKq0D-y*Zn9(Z;pN&&t zC1E<-ZZRL^c~nYY`FKtjV+ff~K?V|^sgy48PAwUi#N#X)er5Sy*)j5uKX{7oSt4dp zd~#XOwS~sqra?q0J$1Kj=4FQ&=DKRV;-s`LiIIEF^tb{@_-)vVCg;y!HjW`#yJxcd*x>ngrpRfObuOTj6UwtYtf!2 z=hU`HHsQ$HH$Hhm58n$(enk%_W!;)z7?DL*nJCeV()pysxXCB4zimrQMT=~Y0Svc0z!N~p|Fm)6tYIk z_zUdYw*(%WuheBlMNgyCwJQ?ayNbf+MS!ej1<^0OM?_k3IK1dgpFPvcUk;9m6#M3b zA5S2Li;sY+g;;&@7}=4Kox!aBOqCVjdecFaHenG1q~Ge^Qg5lgg;C$9#jx3q{{`Jwzr zYLFd!N9Ex1Zyt_@31zKQ8g|#l_f+R{qcN|7q~(BHIgzxtUr;kE^t_wi250R$U=`+5 zj(I7vUc*f|77t#MNN7W;W8bS1WoK;8$y6akErpL}g;oU>j2yW$JVX__>uH!YWv^Pk z9xZdDUR*t@dY4k4j&+nX;s*)SQw$nn1j zX#E*lK&UqPFfDG?Apig}J?}gZN2&^IPeM~oJ+dQGK*E`4Daw+R#D|BTboV*hu}Qxt zgSl3kmZluh5?k1M}F4hw^Gb8z4*P`sS$%ZCDHGG$U8j%=hMD<_eyX4=JH zd<)djWr1p(<*kfg8Kwc2+rIMGl!#(3nU?|uw+o%oct;{FCr1Vi|g6suJX90!-b~ARH+O@hA)h5IytRA z$Xf^RSpV|b$-_|zrx{;Pn=T%kl#Ab@kApF*!MxaezBMc&+^rGe71oV}!OuS(lk|ya zhYso!*v}>dXUVtq4K>G_QWBe%@}U-=HS1E3uBi6AFp! zHLk(%kS|2e?3JrD0(s_I%`EG5OqCjujB0J##^j6%*y$7i%g3%NR|L!|D0*K7UKnZEOmUg_FRs!2}+i@v==aiM7kb-t*pz{ z2qH`>)QsNzWInzkwLjYQ-i|IEoZ9yHqt_e@T~vBMC{Ie|9AH)G161+@dhw*N>Ut1C zMVZNRd(;{F`;wQ}tI|>nn3iaFFt!LSl$Rn29@rw+xtvL8rkl3HCToD?Sa=>`G%vit9`btOk@@~R)x1BZjdiEU%F>Yb$V5Q!;o+}CQ|=PmAD2;Jp2C-U1wVekK7k^F z=;&ylw@QVXAo=0)Z~;x~?e1h_y@^sTGG9||)x6SqT;J!r-ON1Y)RLH)4HmN(_s3WxEcBV%DBZP7OMuXDcY8RJF6^3gv>TK0#-u;%wxfCVYIKP~cg~ zx$@%&B>&S+qJX5-_yZ^J{6!7*Fsgo})2Y+n5N?|oI+RgYGo|gpbwHBcu zfNZc(Z;Ob6(iO(oy1lc8^#*}9-JV`*KxAehNIefb^^?H?RJcDQOQtolpnOy8!!%Pt z2RY!IdhI_F5sRjmPAXOPfp}G%^*MXha**gW?zV~sTKjzV?@-Y|!Uz!cYmom&n8^ zF?d4BE$uQ1u_J$&s8f*r8g5I_Vpm*93d+>j^EZqrV?eaz5O55C9eak60#tP{^x<7`=JH83KZIhM(4~xTwD$fAyk(r*kFSs=ssLQaDF? z(t^$I+m5!`Nx@foGO6%bV_duaNp#ubb>oxQ#=K{J$PvKWR5p#fmGE34!>C04s&r(! zwC)9d(4l&(M?*+h7&fRR!MnRWz|Qb~YyjaXOi(7newPLcAP~2W-8pad@G0zs)Ke_= z`XcAlGfWt`xXzl1IFT!Cb4I;drT3*CM5Pa!KUX6PXs;T4A#{*$o?sTSaCI(w-Kw=e zvzJnob#rSzJwf<3i{sD4QOM7$8>>F0x6Xm&vsVOPqoR5zekw3~-Me(vaxS?%A4sI{ z0tr)Tf&793L=Ykl>UDK>4T*{}0r@nEna0z4m^;>Q8$pqqt|n*4WrqxoI}C>MTlawdu*n>EU>#bfn! zWOm@;r+5()K6d)YX^`<{X&IHSk(9i2S%n)wNto+g`Ye~O88tZ0$FBcr)sQp@FUx2k5oC!wn_bV2liKdP$Hge+;iW`ciIZK1Rn#?mqWwC=gNhnAPj8E-oWK<3`%63Mq{lbNzR=v8{CU|$BfDi^~f61 zBG^T8i8%G9e|{)P()7K(GTo=MFsp9+-2SCN{kz|8DB<>rCIyVhb1g+(6pNC-Fb*~T zXPeLBXt>*^MwgIYYn98}p8EHh-4E>OLX!tP ziX*)_vzbBB_i5zDM! zm+tesms6#^@VV5v*D~Wc1F6HJr6DYH&M$58kFLmfYf1vqtPeU8?lC>S#|4aqH9-mQ zmUbBHcD_RNy9v4O?q}oqO=Z$P2jnG{DA}=VGn3M_o_9{tDQrk!J++caI`c<= zG=8&Su{tq~vAtW`QI}x=n|xaHL)_jGzS7rym6A44Y2k7)sUl`-T7b`C@r?_h%iovq zw&bPivKv&j40F5mdy=y*{LY2JVSnk3L!Fe+m1Y*nR>Hr{@F?7~nbf`h&3Jl_%dI0B zidkix{3Oj^5%PNaSRNI`>koEW6&Xacyq_Mg=a(OYj#}@~LqkKqu^1tro}GP9nh5!z z{dSyL3F`k(OR6zgG?P5t@8R2;(hx2Ppd#gdD6A#5z8v}Wc)osJ^&0)?aSY`l&q+v* zeV)eef``=G!mX**n1+3_<)Kqv-bW$dA*bihABU%*VdDr)?!nSALr~+=1L~cip>t^U z5UATQU2J5BRz89p^x6Ppn<%JygQn*|h2WTy5eXvbskUg znr}8!U3P!w+pM%d%g0L$;Tr@RQXAd>f%Nm+=mZ6#2*15dw=vx7j?;_lX9dbONRy?+ z&*Y}*jpE^`8B;!f)w|*onc{mmABXM^F#{%6|F^a_tJ+m8%6;!rROPxh&jSvQHh0Kw znYF>eSPz#w%x(Q19@YZUSBAFP~W@98Z#md6=vsknB@N& zAW-UReOn*s0`?mV2yu>yIUtt*E@ezmnbQC68%vG$<#aVEI4!Qi&hB9r818#Jp zyv<;nyr5CjZ@0{G?6M*c0PgwiZE9;P&Bk6C!PmF`D8;dZ%wUw0GNpO7RGq%iu1!Yb z=5WWOSH8EsLiY~jSa9{6zUH_K!pj8@auavE;POAxz=ir zrs>UcV}r$Ljt&`}L+9|G?b6h#wBK@=_iSNIuJX@B@%9c$^Cd2jY&fUXEPkl@jm2=q z_0!(=vo=<3vo~b-FK3p(1Y&-Tt@z!%3OB0KR+t<=cHm`BN;2ugU*wOZHygj-!yWFY z4ezjcz(~YFOc)xmN*=;ftcslui!!zlG?7Nkdt2Ggc=Fs>Zl3)~f zH}fOfHKN)<3o2G_+mye{h(C~*{u^otuYs;=_GO=ldsnM2&YCaJUDmEWk%;_}h)0q! zB!wVD$jZB4gXjhpl)g8P2o+tFq!!j8y#JK+9v$%QBibC@m6s%?VpzE_!P85YkGIq? zyr&x3)zW7w@ypbxRt`9Y5`LrB@)U*QPAuLm+>g}OUpC^FYRrX}TU)0wy61!2-Q9;? zx<<-D{+rvslO0`EqWMNtGYzxRyU|h5*0%AW)%5R2a;pAow`YqSl6JF>%Wvu_Iffs! znrAo^*igBYR{zciyuy0gO(*wySbmm8KQ-sI79Rd}T7Q?8vWt4!DCXxfJ!jhyN!AlF z-IMz!+VtD4Wm>zCro-h|GU7{8U-rH>xb|I5u1_C#HFwFC#T^@blG-32ENA>LVTvEB zz1oIQLi>8JH#hegr3B9Q&9AzME}0|8Zx0{mbtVHq5Vn(5;Zf+Z#VE2 z4@N}TOF4K1Ct!Q#M_R!J9FOP-vS{*Av5}9r@qz|;z*>2Lk$Ro~g8lI?+&}vi^ zW9p_XVkF9+v%AvfI>lGp-b4c`e}B6CT+Z9}`L5@MZ82BJHXFTvl*r`aD@EB!;Uru7 z6;dkytG+)tNa^VUz5}(GuCUWI_7p+nq`4DB@yRg)aN{N-p5<5*%SiV&d2pp+HeH8c z8D$~haJC{%hM~obvMxP`bB@+D&cB?(QWn(?{|BT!zR6q5Ih%iExUa^TuZ>@8LufJx z%cHM0Qg1bvRAGL-%A_drz^rR0H4zebbJY5CE`!~CgWc0F-@G6MC+OcH()_ICr~|2I zPWs;$2)3bLke+ba<;RTu&*@fqk|CX1CY3w;I}V$R!kw*aGlkb!1U4Ynt#RWb0ZpNL zd2D5t-t0NpYhqiX-oeO)r>}xDn1C_)3*Pixh!PSpm@$Y|ik`YjGg8gw2(ywpPKy~M z0kEKdw0|f+%j*bdLZi@N??U-?$3u`O)*p6MGaJOhEH8YfpVXbZHFY*Lbj5JQDp%7L zY_54F9$#)@DNYeVK*_x!Gf&iAqR9O5cAs#M4t7W%CE&sPtG`lWo2y(^1&@FpRbLA z{eC0`tRdIeOdsZO52T72&EK1JBkP_TPBS{oC#w^ipWVGKU?jj&ic|^60>!|q(28aZ z!F!+iI_n(CI2vdWVk}DpK^8CKX{FImb6J6QBHqw?$k%N(L(W9GE780}E}W{X)n|XL4*9K7Q#KeM@M{V~yFosro{QY!DSp=rnk*h5 zrIqaIeb#6ht9as~W4PyTG;*_Xn{I5V_%7*ZMmTDWGlQ(h-5)3B+A)sL8jTj!cUT_u z3?DxayN|qzNi?3XnQ>`J$a`8C@V+z>yo!CXXr7z9^Qa-Of2&DNjq6Q2kijajbbl85 zL3zK?Tg4BAJ%Gz5W@c81FW^yMppYMF3d-`Xw{xQ23FMcT%bBtfcFBJF6lrOl_us{H zbv4lgIWex`6vaf2;0Rs~a%o;-)F1Gf%~nL$8=2Bo$&cI_nZeBn{;5k$YW?J{FJVee zabtkrNXNyc3K~+vKy_Fszx!oKcNkt6=n^=YHOWZ!90sMkus+CwFPEj=t$IE_Axz_T zh#emNjQG13i24lCR!6t?+k}9Kg_lWGy@HK|ww|ocOY`?zsn*5QGh9uYwG)r3`sO7n z>M8aEpF|ltm>g7ebu&S)2+JG?sCFK!F;}S?u`Mv}OHZx%^VH!eW)pMgt}aheJywxD zA>B|NEn130{b;=+ZtJor`MHpu-K%w>Go4;W;dVXkv%xxpoqI-Tf&2n)&^_O{LcbHJ z$2T3z4jiimg=y=9$*jg1*r1jTRQ2LNs2Z6|$azZWX`NqgCJP;0)Novm$bEf~e`!dfHG-jMu!ST`i%zVA`E)W-q^#&ys=F~mP(R%T zYOo_}LGJ=8Xi;!JM47c`tu=xT&%Kdd=vES$u=Ffzy?^0yXF0E}Ky&ovi{u+8Pbb7( zYL(1Ke!@HCRG3kOpvZy)=jT-qI$|y-En~{D4S{+x5#d!m-}M-&#W-(==8i%*>79YW zB68*Os6TYh+dqn}S-lqhp~+C%u#Y25K>RqbpzN_qzOnJWbi-!59-0B}VZQic1 zyRwY$TbdXym#mB(T!h;R3e=57*b8~w1TsQ0&E8)oG`!PTCgPWB(-9R#HlBWH0)ay5 z7>)LdU^L39tR5sTN8}LMIvrvINFp8gf5heGQhUQWAuK{7$AD13JB8#G#{G zY4P6y-_JS4q?~#%$9I*&opgp|&joJL#f9Vj8CBg)>CA!;Dhj!i%8xbD70jdjxNQV` z%lE`8Z11lxEnf6^Ef71VOgqUWL(q@FkSrE7&n*s}*Kp5eB&LE2c&ly-Eh6Sl*4ukY zn;fzx=cla<#{C|+8XXYwHh!pk3mc`v5@$VqhmoF6aUDOx!HNkkABo0R^I-iudeuG4 z=SbE!Yek9UHM)jFNcM7T1%b7#=j0^)Zh!wE9Hc$P@q^O( z)>3y$(R&X!4~Z(`L~>u__NjY;O=HkMu#TDW9B_Gg>hfeS$1dn=^1@qe9#?@p`HtP| z#z^;2lb5k4w7G#*08FCdc}-J&QCCINEKgH;mFmtQD!EVEt3_L5;lI!<`3*=KdwUX@ zM{)Et{Mm%05M4T#x_FFR{6^ zV#NqEqxL(&7B%dFy;=O1Vv1V#6>G02NVR-!r+H?S zMqm6#qPigEyN{VDE>+toGC6ybx98JS>0t%wYn zeoisgszaH^P=b*8Q%@(q5Fu;Vj-aqjEN3W3hU}($=CQGLZctKG)GDXgHRv}yxsdbv zR8%7iyUr)gw8|i%J@es2#yW2=vInYgp}-r*kL2%#I$5bn*Brj^D|XQHDPE~~@EH>g zn`r&A=G0i5lxcwy*vk=^gMpzmP(c6kH=zuCrm)U=WlkF8Z{$5Q`|V)ljj!m>b`bR8 zx;!cyHF!b@d4Y#^H%vzIlxW=Ere;teuGsOMkt+M6DDGDLJoXtVS$CLltpb z;&5oK{4E>LWgy;dP&|mC7_SmAcy%e#k`37viLenTLVz6mzvM4RTl90vvON>3PXB{< zkZ!uuT+{Y@9X1#gG>3}pEy_rGev}44PZ7W%7f%r3xU*v9A^7xqLJ)Q(|BT)in;0!P zc!lFu9K_Fc$b+P zrp1g+t-)7O=N-eT^yH(9<-Bu@cp@pU{LNetZ=1gX2K`-2(S|OKxlEoq6&GqU2L7nU6#eyq}k!$PWy?C=Xe;bpn;yf~0x_t)`3dpQ29EwZ+sE9&v3 zg_nW?12ompvJeGrco|f(3(crM*W3F;Nh6JRhlvJX(+(xa)BVHhYz@=VT<)GcI+{n3 zA$`w*1&wE~7RXz;XSXBa$w)74%A%nKr9V55^O?R@?l56!s_(Lw|niBQ8UT{vK1z4;<9N`pg{Yhn%;K%v&DjnYPLo1s;a+4 z0TxJHpy{BeTk&tYmxfuPUTfxBO3eXXFxC55s_T}z(MQ7YbB9bX&+(jz!T1q_G=5u3 zT0bg^)3?8Og$~fdjMY)Nj3k_ARiB@Xcag5d6-Un4)IPr?N3Y;Q5S$t1+3hoZ*M9kF z&Q9%Z*DN-t+n#8&-O)4vREpn)1gG$qY!x%ARpp{uM9XP1ooJ#f?9J#%oo+aV3J9Qa zC=L~4ptP*H4WAd4Lq!H$yU+x=~c z9-CK?+ebF6S2%?oMLA!v*@IxFb+NWG-iUrMc@2z&A{EM2E%3c+WXtUGoR{*S5lYv# zd2~47{hR-oeYpFLq4KboIU!w*1^Gx}aJ+Lsd)zb9GWK^zbdl-0C&H30jFO$>l276j zJJoF{(f68v#(L{?2^~x9_b%%OLju7^tFGN6&L1|?9;ZCR**t$vp0)NM#tX9?B2Y<2 zLts6wwYv!sRW83&TyfhKlH2zDiYVpFpqm+gM|bt;Br1w7KgB1)ke(0mv8S1Daz}qA z^wvII9`a|Aw1w!squi)DlRmm-fJ5n^486dT$Cil-gO%CAf}356$%p<##_0>JN*a1J zeC|INAQ=DF{|vPuHV2w>uZxvIpRTgjbrshdEPH?-Mp;*XsSu&Z9#%%?v~Ci;Ia1|0 z2Z7GY!Ky{A3IuWS12)<9g z;8r_pFg|2bf2emgM7wEsITb)h$* zCO}j);n!cTw7z3wuM;@4aDw&5i);%EyHSP*7{TQa0k>g9az{l`2Hi;FcN(x6K7|Kr z1wG=Kd*k%0ZJw!?m zN70o^fbCDXHIgdON8tUe?XmHOAZb8umA5$X_c0fy^C+FZV9&-k}|E82%B&L^Y_z(EWf8Yw^q9P+&{ey=3kqdQF z&ih=}(zo1AZ!=@N52mOTkyg`ZqOO7_D#WlyOD{xZZ@}Kr>U$G$KAg0(9lS37dAjQ| z>kP{dS#0_jq^Hco+V9K1ZQREhRjqc=O%^7&Q0MDhyX@FSMHw;&#|#r^xXr{t8a=#M z0CqUNhO4Lww%vM4I-L8Fuu*UsWXqib;wmYt_gD8P#~L7@=jDdXC@||Aett3Dg~=wt zJLy@!RxEe9Ca>25>S_bE({+xUCJN`QgwwV5e_h*MR|C4rL1{6ra_wA~h4E=31YANTKR&!5A}>38j^a8QB#{A3~M0-L$wGYP~t zA9B1E5V2F$_6MaM;^2V0ZIh=?hyCVF4YtnTZ=Vqt%(3cobntFvU%IW~M8{o3@Q%-P z9(vb&CPx$b;DDTghgzp;us+CMU#ea6pems~{U;!PsTR7R7_@jLR#;U{#@&e#lPqnU z7rWtRea%zI-5*%^O7a|@Ki?w`_(;9l(NB+=KKiMSlAqXg;(5JY_xT<-FV!nStL2l+ z=2H4Igq_qqY2seJ8DQ@M0lc;@jPe~2(|c*SA@1g?WG!KbJs0cobR$GC7MZ+dQHdJq!>N*&A&dvnA3mzvy0>!6t0NctX2vdu zUR!;B-VPI{c%7tE;Q%-`6j^=51USGq{vhNzc5FA~yOD-d;YhOlaC#u>HGd`v^L2CiJqeQ30jh)2nTJJjPXTqpi4KO%fUS7~{uQ`*i-C3@e!(|3v|6L>Z`a&9b zc1W7f8R}v}Mn)9qh9I&8U*+%$`t>6qfB^^6Ysw>fmqQ!(Ji{gf@1}q-Ic!w$V;@Fu zK^LS7A|L3D7b{V(u|O7nIm_Di>1Zjzot~OWWx(k$&5Ad59xN=#aM`3Um#Z!E4CFZo z$rW%TZY_WQoZ`)cR+}d8n+Hkv4-PsEheGct2Mrh@&GD7yLI3$x7v|QqEy+|R(1Ij+ zCwv(2x2pfRQ{|Gtt}z}5pnA|1yf1{xtj*n0ni1g9i$hM7FA;bj*{4nZ_59tjbHzCb>WSg`C88Vpy2szn`TO2 zv@b7@=K}SKr4Az3iTgilzyuAbR0M=Ss-ufIo!gkfqJ__2;3F3r0Si}bl z>rfH+fkDoQ&G_~zYgMB+@N3)>oZ)M!`L)H*Z*r3;(xj?lh{YGmQf{##SkaqOBWiMcj&DU9ljG$m%Iz%MLM!OckeWvKV%8 zlqeR1fCy?86$>s1vIw#yI6#I)0coKEkp$TiM0OLFu=M|8Pp8u}GiT13`7$3liPyWl z?{nYW`}}_nSxl%O1U*3lUKEgx|ETO`Ru&bCs-@ z_Pg#Ett~6j#v8n$MLQvJ-I=Fd)d>x(P`dj1^;h-0v6pxzuzjkcva&e)68>qIWy$?3 zo>Sw)js@Pz5i=7

}p00RMD&r1-Lwzm7eY|`QZ`UKBUKo-c; zgp#{OXzmnJ1$&<4@9yHD@8mcqlaZJ+*A9^8rcol!(V<#KT*}&p6VkjR20xe0&&Gdq z*}bN21zIZRbvXXdRd9yMcuqXK8Me0jg>t3&>??ZBYN$6I^tZ}PA7rbv>DYn#Ce-{9 zma#JuwNXx)CmE85e!VdeHB(E5me>?}tpADk`8nrd`1u{&ZY*`WEK2vXdSD*rScloy zi`%~jAh`u1NRGM3?X2)Gz?DK5)_uIcaXMEUSD7q4E&bbC28$>9=;S$8Rl_>Z1(q^?38(sKOt5#@WRS; z)0^`wAl`tCZn{>=aLGq)#PXZ70$rPPa2`TQnh{g-_Z#>kTu@cc3MWWt>icl6qI`OYK z(YS)6J6Yw!OZ~kSUtuWKgdb4HU7z&==kO2diBG=q3q_ajv9*E<=rQ8UkbhQBmyQ(f`{VqAOfrRnUR-3(*YgZ zz=-Zzn9GcF6?@|o)sc4Jibu0YKpnECt_6U_5>6L0J?JZfQXAG7&k&8{jAIxms!e}b8h z8HiH6@x!2IcXvHMiQuJpA1iRZwo1VZcOIit`sHjjYbNiLo}DGH7A8u_9jv_Hdla~m|7cD|m|%RxILgck9}99Fbfm%Fea%`` z8(FHZdWSV^M>;|HAtTOo?pNVU{W4}wJU+=j^#cgMq>(<1NFFQ`uV*gD#vrJvi4RB{ z=8VI=;R1mrO5G2NKw5Md=1@8A>X zAGmidcgsT0pxz1hYO?g=inoUdXX(7?W>Sr+hu|V?UHue9gW&30u>&#<|C8742*x%~ z2Fg8bqMBd=uY_BC<3A^9z4uuXEk&2YwtCB=#X|)HVQ)`PHg(4AtB~TGz_;Bg_^BFi zyO*i_f3j3!ksDTuN?%n&{%Qy&G$?aQ6OBII-|m$cL_j4ulAPGQ;3u+F%Abx7khK~L zcPR5z5pzaB{e`FE5#B1-bpR2?zamiaP+ih_**A{)>0MFWMU=CMX~AP+p@1A>h0$Ke zPwCqt8#X+Q2tq*ltFkGYCLRufX)y$`nfh}kHoWW^`-0b}w1+;#9sNhUi*Xr`Qdm4; z7GIlB8?fAOD6O9!Hs?OGy+-^`8Zd4sfDCA`52Yz$z7**jIpho8cQ&*6@`PgEu!uQl z9d7fOR$m*Y$LycctlDzw8r9i79J4f@oMP3BNT?wvDmqy)rG!B+z@0$&Nip|4aed?c zHz|K&)i+(;%5gS!PkMt4ngL^@X=myX=YV$Ap;X~<>JPfh(W3CvHToOh@=r2k@1bs_ zZ8vvM8zg-P%GaP!dn5DllOWaQ4l_BX`i!HRI2Oz}x9Fbp9vF zam*X}vrnPODcAa6q-%P*`%T%vX2-;EPAVu>ZhV%Env@717*_YPsnc)%5-%lNh40m#)uH<+Q1}xI_b-Uya%Ul|-u3XPpn}m} zB^!aDVY<&|<7U_N_eUuUUjK&Mel?mTwQ?-~QJBQnIAu2BH~mL4_ekl@d+-za?{WDm z_;BWg$BX zd$n9A1Kn#(7X4}|jsvcW}^5v~eq7*omyXg|z6uF;1R8M?K;e9rk zR$5A`kWY6NV`HCJwQ}Y8;Icd}=N-l+?Ani4}fdKHDpz1w~R1EG5pI>;Fn6I@cuq*R7qC`F*iUf?fjzq9I}aCD*H zgMy=`^2pJKQ}oqt+{X)GrRUC=$bKGavHHDQq!#!aGMsTCO3^YVzK+Ws!eeVkud-4n z?AEaUoNdqHdbeh(_AQStdik-{ISUQDxA}GduN3W0K!&fj_!gqW5gmEtI3p=% zdzTfXbb@e0Vf8aM*>L@%J++Kj8o&GwASE;E-QuBMQgPA))lSUl*f~18oe?DD8)a>V z_HnwbcoET(dg3~n1%ySEG>kMohgac3XD7(|tO@y$aX9{&<~ z3wl`19SK_J((Ip`=w2Q2er<39rK`CUFd|<2>(P+m4KA$!y#NELKr_M!xw=F6V%f<+0IPM#xv((PbtDL=)!Id_!Y)y0-IS_J>CTwU<=Ghtw)`625@bgf-r|{=t2EcN9cIo{iUD%zmTX6T2Zd14H12+&&7t z^b=4>S_NrJQIHb(?fK*ZO>$>sWW;mZ<}&C zL=%D5h(JD@3Dl_|LT+w+Dy7pr zSpN3;9i%wqu3>@)(cwxkJ#`*;fx6mZr2i<)R_tfQ$F!!z#Ctj@FM`}N8^t8%zazX9 ztuPz{g<)zRbYVh1CwY(<2&k-NOB%_TG(~`b9}CLTWOu)EUuG!0$au1|+saYcvD(>L zWXL!LGXQ_bATV=jnNd@34#O!w>$(fy$I2qR3i?~CXDdni7JD~+qj^;MI1WrhJ1GKk9KL2KJ) zWLdhdj#u0#mp^zr1G)u+(6N%RN>NLKnLoL9K8tb;YD{~owWB6BeT?FFO}yXFFSb`! z%uI5kMV4%abFi`bJ&W!Fidi7{r`9C*za^pB$a*A9Y8iI8Zxbafh!Q_SgQB$p;QrUc z56OMHuKUIAg}e56?WL7B_vjaW;=pWdO7?y4ii01u_$+jmS2*M>9_DA8Eg`fN z2CDQYi>^l*?su1RVWNW-QDgUqZx8d>wyHiwdew^ChYqhn+Lx}mCvQR!b)T17ccR+4d_ zCQ77_bd@F;b(K%hF>{%>JQvOH>zM9gXJ$BbJvoV53JmUHob^yJN_tvf{P1Detq3pG z-A_xxQBPtsOR-mck*Gv!lh9d)kI;O;GBz;9iU{jzJAvjeVhYC{>ln*1Cv$^l&dlR2 zj7{NotUlW6;4|8mUgx-w+uyV8ifK!cR#d=aV2}FkqM=Tq!Cq_})<_jgWfl@_r=AvE z$US{L6qz+s+vc|M%`;kG_lJl)+JrEF7tkGH)|L5Pv&yUVE3Taa0#nFGAo1l#njfJ? z3{O@b@lvo7L@Iq&wq+;9OBpvMFwNss!m1{1UQCm(LjnYm9D<1bhAhJohlD>nymkq5 zORrxGCNwhn7D5^gn^T&`nlT~8cX4AeZCnnvQ)gFKT_GL3go`~AhH^(=)f#Q-eF^tG za_+#Os)y>g=BCrTv^i3e&ajxJgN4L{92`h+BKiRfX5qLQ_47PK!t((6xy z331RJw1H!PqlcL#vu{c@*W}8X>TzqbzPY&?qpIBoGV2TK9B~oKtO?;&SFgt2WC}0$ z-j2^)A37Uf`sj^Zh~|+nK^o9~`J&UY+Ye2>BJ_os3{+evf=jjz$mSOBxB96(9C6a; zC}yRnYOHkbLE-5dWG#*Xm}MoDa}iqn``M`@J{{3d+b6pI3L1c=;k>u2L>S%$p>W81 z#KmqUQL>glZ@zdh4tQ-Z#>#D*RC7GleTi{`bHpJ*J1e|Fw+rVxeJ-2I2Q7t#5OTlL z?+$4L1)k5JIW}07eEyF{<@^VKYufMs6BbNT_%RJ^fmZ!(<*E0IX>J7e6MZKEO zGL^XaeZbJeQ>c9iJBn~?iU2bn-Xcw77P8K|7q8Ad^8N!^&mru(9%?w%I|hbskX`?o zni|Hr=mh8O?H$kKKnr$)zsm)Me3fQkQDPtM+D`@N)x8|9Okon&3mapBYq&&W0)3rN zu2BzT9?tSLJigI)BGy+Sq7#<5`wfc5wO5b)0zzdLNoUtWboALoB8z~k#r8r&&B+wB){gK= z2js1OWoNH|Tqpx$Q5LRWFZn$43L$q-*9zN}|I3-meKxi^;j-d%xR3G!wWX+*x)Kw5 zzmVT`1mtRxm+SjnU>0kmNXN^c!R2Jbto6)&mQ7pP?4y&srNHwu2f!pxP$hc0943}Nrj;=1&lFNtZwI1irWq#TV8;%QCG)9*U8USesG8^cFxIE)T zOMa@uU8}}BpCN~I?Dne5c)#qq;4XaR&pk8wzwcf;xZ~9sz(yE=fS~UCJL+Wetyx?i z)q5ATuvLcZEJ8SZ!teDh*t;|`V=hj1kP}OKG6+M05CsN^&q`Vi(M%ldo8HKF)t$+= z@g=JW`MwMg*J2ecYPRC^<6l5U!K`=6NVj(JRwc7d6=9Xfj6nF9%FRbEvP8xdw&x$E|4K5^+PIF~F>K+t^Bz;pyVqlKPR_5@b)pDsN=m#C&`y6>+giYCMJY-mZvyIJzfc z{|L(#cGuEbB4PeHKas_=7RWn(2p2b1L{YC}Dk)jlGLL~}iVn?F9IRW_Iy~DF{OVkz zDAvlbi+|hOHvUjF(yzxdA<51-t1eZDqknJvkoS{40|KH!*0UF5>b5Uguym;;ItLqP zxD*7!s3qLqp+{S)8aEHax7t8LC-uPwKEH(KWgky%!Hmm+!`-XRlhQ2StMIY{{Wd37 zz2f|==h{UvIO^=(YaQC|OHNe%H5|$r`*O-*)k>Jr?%EdDgDi<1WypoT%;;A)g1r0W z%Usqx=PJ~>ad+cKcA~|2@9?8QFr$K1-PL%Qoa~fvm=(l`NEW7b zjw-=c*u>t3`UuTD_44j?MEWOkKnw;$+hSOqGV_}Jd?qe9fDnY2 z>v^;f25wdP8|$3hqmAy^i76Q~4)hosApDw^cX-{AL?qVlUNHBr<(uRFdo5<+aQC`^ z-uHk}h+*fXCs$W>RB`32EN)kadd7b$XRf7KlWC$)wxJSsg! zHRGHZkPH$P{Z!N0?B>Weo|W6dGE#ENV7JJkgxhRftrOs~9=}TTiCMBVG}}vA-Wq() z@0dzOM$LpAQQlW2-qwwNCA76R<4pnaBDR-M{<^%F_ro}jFmU+kifMPhZ_+<}gz}GS z{}_ggmR-ny@7k0O{myB`RLz_$MvAszM%=aZs<|`1u?E9_18o`BOAf~T5y$$b{3fMw zLA5^u!)2JG0+e2FoEsnlBDv!uUJWi)k2)#CbChJ7xTaXh#PQ1cO0oX>Mh4q)9{;0A zTDo)ygHy#mxal^RbcCS4)YEg)I_7*!qLh$L0zd!aRfS>S-qpFMcZg19IX zls&%yFd4^^PT?dH1b`Xpo2_?tg!7byw*~Q!=9Oq4==m2e!X-=MQW-?ei+0R#iAq|O z7r{)Mi+A^kaHvI{>&C_EQ@?#SxYrNAwi`&v3|u14L4!+)$1GPgd(~Hhko8)^VspjJZnTK^ROjs$(soCoKBJeYU`D9Q%MIWBA5E`_Ri4UKip> zisU?+DX=T%|E2S}Zs$JOYnlZyA;Ar-x26}S?yRXru7xdloNo7(}(S z2vth7Oy;qPiI19Km8qunWD)GeW&@s8;jb2_73bBVa+Zw)gUh5WGYGxest*F5J(>HmX<}+T03k_?J zcSj#YMd9o1cfJECf6L!H5cdFd*y#Euw(XnPVo|?D|ALiCCffqr9wSX7))HBEQqj8x z>@>k9g7C^~R2kutjHl?Z>ybqYLK=$~(7-KQrZu06yA%jBZ5>#%fltXqVv`pXkl^5?F=Q=?No9wo*9nV{XAmw zj!vx%0TY#y z>2|IB`3Ja3_7JN}{y#Yf;%z&7Gd6W_;;$RgUc(QPg*1^jA&U&7d@a;afjmd6@$i&d z8JN7z{vOacRLmc#MZ&}+4?rkA26N!27yxP)FXsOGC2Cxyu}06yInDp3tbgF*4IjNj zx}%MehVA#_lmJ%N1K#FD*|VA;%fLa(*)NVY(qpv8oE0K-@G01yd#N;zjW+Vp3v_lR zjn!on+}sSZElrh50o|eee`w~(zG;;z#l-EElGDpPF+OpiD-S5X$)j8{dP_@-bnv%| zb#@AXl7HpqYW`1w_mS**_ew`~Ma^bg>}*I!yO&0lbmBMrh_UOE4y;DjcdwG{f-}U7 z)|&g@wS*_*hc_JN8*Y62HW95fUGw&x)DneZXv1AI&DTp~*|zr->VOdsw-+5Cl_Oo9 z!sq;ID3Se4A+W&Oke~9yNqB+#zQu4Q<$8%4OoT1*FoVVq9Ra~G`rM?Ig~ku^so#uP zM4`#BPmj2_m2cj)G!))U{v8}%w9HXx-yd^iD3B5*+MIHs#<>R0GC;t2L0ca>^A&SD zLB@?1;HBvWZq_lAMphzBIpmZ*8%(vybxKQ0-P|>6cDJ6D*Km&uk1L2t7xku=Nk|{X zQ@(;7PE0A#@3lD@X-@cZ<=PT(s_-mLQH~RIh$Ix$=kRf}Hl{9``cXtO%dtmE3Lw8A z?d%RE0Emao=cuUI7Jn---l-Io?LDTtuq+HKdnz@t*QHRyWo5s>LK%tRCoON((t2Fd zh~VDVS@k`x5p~yMuXAOx3|a~G#IoZ5NjdBmxA)hKDZ1Fy8HUtw$acZ*ZFaL&Gwz@4 zR~&%`0ifLLMul9r8eULiIC!Z9DLlNT_0KdlC8D)|O?FqYwz}cUB38=d?}Nk>)gXGi z5!|DBgub_V_w48;m2q`rUop9;Z%wpwjfonf8Q^#%{h_!_dpM>?neT>BgTO{SOtIaVn=B#f9(f|t zaO4$QiSB@T`{cu?i|&xwRAgO_*t-%?74w;8Y$1jRc)9um^)QW$_t=L!l#4{Svcs&> zZ5aQoT5QK|AcdD+@25+KlV#fB`%lFtDYWmTB)PhxVD>LB)YUp+A@VS~)u zH!qib)o(_Gg^1l~F(FEj_FRo^HOs(gQ}srSFMa$4no4m2jecMbiFuf-J(YJ{n~*AnNUU z1^aa68GBT!AbBS;nN;LEc(O*S?TUh)^En;m!Be|u+)3%;1(~S#&I4gWw^tS2Vb`d* zC_^jLy0D{QLbbFl4mP4zv-ty|=M!(4afHamg^7x=;YJ#r119$5z8#m-Dcl@CANLhD z#tmqM!zsV(tE>`~cUWDW5mlKy_(?OIQo(Y)@WQP*yG>E56a=;)p$TC9lqI+@R8@7R zjYZ47V&=_97OijIKVLqhM_5dB4G!p)L>7syHC3yM-Yhs_`b2tswncs1|C8>##1%Ip zaOL{AQ2fw+^lWRv)uSMlb88Vm(_p8mDt_g#x0-JhgHb1NHaBCEdfm>LI6OSgfVWu; zQ^|2yievw>cB30st8u$K>W)P9Db>mKke-a}88foF!a{pcHPXwo;gD9M!$y}CApsB| z1%@sm>hBT1vBu;Nxiihc{gFiY-NhQZy8`1G(BMu+c!^nxP3C7Vw&2|=vZ{DJQ@*TPR@#VzcX=C>79bN4rgb@2uL1HQe3SY*KD#M8z& ztN-U)?f8$!>~uDxg$H<|3}SsYd&BOUr}lKV+ULmInd2-Nv^vnWNi8AQqDZ8f`oT5z zY*0G4bmWV3;Uj8icl~~o2lhi7bU%~&`YE~kv_ zCmi2ZIp&70{vOA`dl7`Nn3hJZfMQMG=PxU?r~27nOr_eXP8h1Wq@Yw0R!7S){2Aw0 z95Br1pl6U>tTGW@f1O%@_XW4SGd2gq>aneK=SO|Lrbgn1Vr*>i(b9w1;6W4(0B|rh zXbQKgGiNErUOTpVe9EM^8FB#CgR8dv-L1y@>Dk3{$&{uQfVv1AD!5~LFKR$8=S%9C zUed2I-g|R)d*EmKIHB}#Yp}Sjra6wjxvR9>Sn%*U*eZ_5*RTmyXQQ%>a;&X(1dZps z&=YqTq>4OPuq`I((@)KI&HH3#d2f4TMx13z&ju4NV`TaZlAe0-jd;25?xgIzzmSo= z#Py>sH2K2?pg|_{d7o|tFBflrw0JZjE2m@3;~Fa4S?v3^*Bkqt;AhC ze?CEuaOhr7->&IstCvANL4tDF z^MO6LlT44i$84!o`Xt^NP1h>>{QF!~60&kQqx2GK)Tr)*zhAG`zt;tHrTq-s*pMTI ze64L*fuSRc@r_zaZ9Dn1>15&gD$>wFT=zhT^Yve(4ma7>lreEczqEyuHuJr`t5K1h zugum)v-53Je+#=qx&HjUv-{-d{7|B2vMB5UPLgy^jq^MI3Qj22k}PSsOQflcruTHn(!(B*8b7DJ4vLuG?e9* z5eq2Rp{N&-)kkMC`=@$sel((fUE@VHBQN|vq#hI_qyo{vyZV;zfE>8cajcn3Y5e<; z{S3_R2Rjt+uOc zwnfPLf5Zj-1?j5!rHWy_U*}V$_lrA^D)KjC4VxOhj<)eeK>&>$rq_$#anGsDJM(vp zaclo-t88aTCu3HdV2;sIh{gr)YO>1#IaC1lq6{R!77%4#VJ=u>7~r6Bh69W*8xyiR z$cpIcwR%3<8JYOS$D7`5Y+LU9E3~;e;Sr#TuE|TjgZ%D(IDx5?Fu5X_K%44H&kuZF zvNR`xBf@bqbxH!D*2;hgYWTJmxEh}+pTACh*I6SK21@f!#q12AqS9pb&>?>{38w$A zVrG+Ck5nET?mB|41oH{rif0WDdj0j^V<#4Nk2XaerOyY+)UYq0Po46Br(~xDwoP$0ieW)5hJq9`^F7xDT$Q|>iJwZx zD+q;C(Y3&c26%#6V7(FnfYnJGl=pDx)F7b!OTEI7+wnVNGlY!%A~;1hKK+SPfM|8V zKKW@kT_$&?Y@e=L=ivM7UXMI3g5tDRYXV-z^1mwz5w*{QKT~NU(krDQl#b` z_J)_o@jH(8C}WlNPGp~<%^_ju!`0ft)4R$YHV2++>;02_!%Jy52|!@j@)!S_aYWGg zeLyr#j6%R+zfWP+sHd0m&HW6Av!-c@k0ZuDabgFJmkGZW2NU)YjK$v>jyu6Mi`*+n-c} z(*o8&|1Z@Xm0W5FhsEFJS)(+uOq7?&e+m5z2O-@d%qWC~s(WVQrjfCTA;ebhE#%&9 z1ej<%3bLw*-34D)pi>O$lEkqpR4q+aUj~sXYI{eA1(L9%^BT%SvF)<8vcI;gUkEj& zv(@T**MS$cR`9sg0-)6a?WbEBY259#zWZptF69J2pBdA*!v5f-CbFlPv4+P5jXLqC?LWPnz#Ymu za0Y#KcCBfTzjUq!@u9aRr4XWUOu_1#7a3uzPy)O2)3)Phleb7NoZ(2x;|##X6W>qG z;Nvzf?5`V_DJEv18Q5Oo{dirI;G@mEeAzM7EfL45pX~WSvD) z-s)XWvOmMSJyGIZZ(=bLcj0D%%033Ss5-j{CbfpPg#A3%a{p`hXWPFh28J|aKB&*O zCq!s3{=--PV(Lc{iJf81vNNSUzS)}mM&{Th!8p7P`m@%Vkwv`RS$UQ`1&?QqVz25< zzrVLa`!@x2zl?r!3r7I!7p!dBpTy0|P~y>0NFquh(DO-1Y(jb&_GV&S$e{PC zcP;w0A0jejUTtWT4fO|L>M7UPZ|Sl49Zc5+S%6wyU`}D-!GqzWzd1j7p5m+ z`ro5j(UV3J3<`=Dd)YR)e1ME|%*c|j{o6nEJj8 zFckC<3ur&K6%LfjZa(WBqreI0AZ1gTgh`1WG2q0R^JWgQ7*RALu|i#3X|A?VoH zh8OXF{wRRFE50WK9i6>v9dtFR6id=73Fxo@4j~Q_;t}!j#uv2+FR@A3*e0BUgM-g> zX#j;JWDO>zIl#os|5mHyhr8-L~VnEZA;haEGab|v&3-!Kf9=9(<{88Cw1?;!w_ZOSy zq_UxW(ZN_gfSp(emI<8LVEpG-VBaN`Od^S(;L@u5|5C}BM>Tb(VI0L#%3uKnL_u&Z zS^-56nPT9SMQIh0wt_Ygt1Ma&A|N3pY@$+>ZO~yC(NY8tnuv@92_cG-2zBeQ31|WY zWiu>7SPaWNUv0;k&gnTb{KMhoa?kzl{odu~eV*TMw$c5?jdPzG?ZVOL7ToJD`+D8>E`RkpYsE4ZO0iw=@GhfV_HfNd%*|ZBj#HZu8sBvw{~=JqVp~`y}#b{+Er?l zp*zau5tEx~;k|1CMpT6n z5P?1|_#*2CoWIW_*E34GE8w9urqzRw;ha2jtC@vx*5UA=#S?mU4TTT>-s0$2nX<7` zAmaxf_%6DQ^`h#{OxbuvS8!`^C3IjN;Um#&W9Os@hJEF2)Ei_1w8wMA3O^Uo$7A zvU1ybs*_W^k!kHmV>IqvGVNerg@0cdSv3*9ky`e!D?B751S-uq#h^gaWpz~`c64;? zX}G#LedB?^`r&^qF<>xM@4@smektk{EKog&Vrp#QMFMu=C8&uJT#l};m|rnpQ%t?D z9DZ`Kv(_ljqNVAIvz{4T)(N6nso|^!CJ|;WWA_)k!~+te7j3XL@IpD5H_pjRfzDwL z-Cf}Mm0x!Y>qR=y6T1O2kxYz$pW}#FDn8qzGe!&Z^}V9Bf=%Q5$uE4)=D}>y+Ywv2kN1aw-KIN?%r(q)HXM%~W=qyI7J2*SDftK~-6)s;W9qiGYua zMa({mX>s;tDmSnLlbPzLm+hU))R%vv#S0rOW9Cs%H?9(FWCR zCX@&zD5t=)j>BCY(J?Jk4UUMmwtqZGcOOa{=eiaDDaLQfL3snq!|fmjvLq+@7B_B% zW%TG?)=B8J6GRyq8B%=m{zBw$`#Je=*Gq*-=7Ik8R~BNbe45lg>_vjd0>|T6U&H#0 zbct)SM;M4)Qs+sWamoGbjeiBMkYy)q4_Wk=sRxc4t z9>2jw{%3`@a^Z`7O7(a6pdfY~Cic_pWKP8kaY*>dd>;>f_!gq6104l5vAUceHYol@ zq}C0?{$+$U6MTwcp&q@Q-M;%~cLg3o66COY(F65`>PUjat^S;Y?RQRmm|IWPH<5yh z1*MpBq5-AVo998JvnJ~lZLY!5(QWrK#FAuO+&E#SfmPBDFiG+7J`#L;&3{Y31$@v= zO20ZnNI}CBF)>QumbtSMZ-sa2eDHC+2g&0Rlna06z+&e#;x=>W{yUe>h+8hyt^wW4ila8xw!>~q{EJj-#?UL3qP z-`m%Bm8E4_s~1IXkg-=68_$lUG@qYz&XcVDDWC=>;zE}^8(&d0N+ij~Ko1pDgsp#} zJWB1KKPu5Ra?U;lg*jxAH-#ciJHoq&KYKQ~;vu`eC)7PHH#Z>Ix$14W^4p)6;Y32O z6pEWv>LimhP9aq-Upqd|Eq)-ImZ{wq2u^EcS_Z(VzxhU_g0W`Jng*s}3SSg3;Af(l z7de&%yp)z<#Lx+=@X;ceU(<`eEKDwOpN2T~J{0dsqS>)F`VS0QYiDm^o(|YV+T>vJ zPY0qV3x+dMuW6`r2_%Jeq9N?Got;ckQBlzV>PE3Xua4mI+9J_|A3>mxtUNVX_50ktuxn-} zs_$wcXaPkJ>gqO6@=Z)lEe)jC$ID+=|5d}TQr<-U0jYb{x^+&+Wvz|g`^5PvHXqMl zxXe2^!p$umQJSEls=5d?q|V$hv6*!@%HPVbxq&8ljE>;w>=Ju?aqvl~`Z5bArA<7_ z+n#)(7qDV$QO`e)jg56c*w!HF)Igd*VLFzfA^~f&?(4rFS!riy=KwmHBbwnF052Xs z?)As!v-99FoB@d2d2L@wb>}3ClwRC!s)8?X9Ov?zWg7)QUYMOkBm zJKN%y74lpGw0Z-LCoH!)uC14O{9 z<)+WGTmDN(ofyRpJ{T@7)W~2q6(r>HO1#-G}NR#3SmE9nwryD}i^k_HmZ^Vd5Hjm}R~IMcVC^lj>QkfjEwgQTMige61e>=Xs(aPCMA3M|= w@03g|W_T}q2D|eAh1K}OyZinuve`M2i^5Ai47b+;%&GL5<8BAG-8ZrS1g0v)&;S4c diff --git a/doc/LectureNotes/_build/html/_sources/exercisesweek41.ipynb b/doc/LectureNotes/_build/html/_sources/exercisesweek41.ipynb index 5030d4af7..341ad034c 100644 --- a/doc/LectureNotes/_build/html/_sources/exercisesweek41.ipynb +++ b/doc/LectureNotes/_build/html/_sources/exercisesweek41.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "59b40432", + "id": "e3354581", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "0c67e680", + "id": "8d5fc499", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "c36ec93d", + "id": "d3ef3596", "metadata": { "editable": true }, @@ -82,7 +82,7 @@ }, { "cell_type": "markdown", - "id": "38303814", + "id": "9940e21b", "metadata": { "editable": true }, @@ -92,7 +92,7 @@ }, { "cell_type": "markdown", - "id": "f68b9c20", + "id": "6559d6d2", "metadata": { "editable": true }, @@ -105,7 +105,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "4dfe5e82", + "id": "021b66d2", "metadata": { "collapsed": false, "editable": true @@ -184,7 +184,7 @@ }, { "cell_type": "markdown", - "id": "9671e6bc", + "id": "d8e7110b", "metadata": { "editable": true }, @@ -197,7 +197,7 @@ }, { "cell_type": "markdown", - "id": "1d74a9cd", + "id": "74a7859a", "metadata": { "editable": true }, @@ -212,7 +212,7 @@ }, { "cell_type": "markdown", - "id": "8abf1570", + "id": "619df8e8", "metadata": { "editable": true }, @@ -224,7 +224,7 @@ }, { "cell_type": "markdown", - "id": "17a32c59", + "id": "c759cfc4", "metadata": { "editable": true }, @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "2956cf09", + "id": "0a4571f9", "metadata": { "editable": true }, @@ -261,7 +261,7 @@ }, { "cell_type": "markdown", - "id": "9c55e40e", + "id": "9bebfdd9", "metadata": { "editable": true }, @@ -273,7 +273,7 @@ }, { "cell_type": "markdown", - "id": "b60fe832", + "id": "c9e635e8", "metadata": { "editable": true }, @@ -283,7 +283,7 @@ }, { "cell_type": "markdown", - "id": "51c2673d", + "id": "eb544f8b", "metadata": { "editable": true }, @@ -297,7 +297,7 @@ }, { "cell_type": "markdown", - "id": "1801af52", + "id": "d088ad85", "metadata": { "editable": true }, @@ -317,7 +317,7 @@ }, { "cell_type": "markdown", - "id": "c0c6253b", + "id": "937063d3", "metadata": { "editable": true }, @@ -332,7 +332,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "dcd56458", + "id": "e08215a6", "metadata": { "collapsed": false, "editable": true @@ -392,7 +392,7 @@ }, { "cell_type": "markdown", - "id": "6502c1ea", + "id": "623ad923", "metadata": { "editable": true }, @@ -403,7 +403,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "fa89613b", + "id": "b7fe53c1", "metadata": { "collapsed": false, "editable": true @@ -467,7 +467,7 @@ }, { "cell_type": "markdown", - "id": "ac5271c6", + "id": "749000b3", "metadata": { "editable": true }, @@ -478,7 +478,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "0def25cd", + "id": "e7b4abe1", "metadata": { "collapsed": false, "editable": true @@ -527,7 +527,7 @@ }, { "cell_type": "markdown", - "id": "4a8fec1d", + "id": "d47c2b1c", "metadata": { "editable": true }, @@ -539,7 +539,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "00658ea8", + "id": "e2b04ba9", "metadata": { "collapsed": false, "editable": true @@ -623,7 +623,7 @@ }, { "cell_type": "markdown", - "id": "584dbef3", + "id": "f6d7455a", "metadata": { "editable": true }, @@ -634,7 +634,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "2908775e", + "id": "40a68e4f", "metadata": { "collapsed": false, "editable": true @@ -712,7 +712,7 @@ }, { "cell_type": "markdown", - "id": "d5b4691f", + "id": "d1f7f38d", "metadata": { "editable": true }, @@ -728,7 +728,7 @@ }, { "cell_type": "markdown", - "id": "9e0f6972", + "id": "b85cc96c", "metadata": { "editable": true }, @@ -739,7 +739,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "5c39eaa6", + "id": "3ced9e13", "metadata": { "collapsed": false, "editable": true @@ -798,7 +798,7 @@ }, { "cell_type": "markdown", - "id": "234e9738", + "id": "ed1fa9e4", "metadata": { "editable": true }, @@ -808,7 +808,7 @@ }, { "cell_type": "markdown", - "id": "53f908ed", + "id": "787b2b5e", "metadata": { "editable": true }, @@ -824,7 +824,7 @@ }, { "cell_type": "markdown", - "id": "ab2867c0", + "id": "ac61b6e0", "metadata": { "editable": true }, @@ -835,7 +835,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "cb5dcea3", + "id": "5febac4f", "metadata": { "collapsed": false, "editable": true @@ -900,7 +900,7 @@ }, { "cell_type": "markdown", - "id": "4c415477", + "id": "ee8a6301", "metadata": { "editable": true }, @@ -916,7 +916,7 @@ }, { "cell_type": "markdown", - "id": "5bf0aa76", + "id": "b2d0f16b", "metadata": { "editable": true }, @@ -927,7 +927,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "17bd80f0", + "id": "59349e6f", "metadata": { "collapsed": false, "editable": true @@ -997,7 +997,7 @@ }, { "cell_type": "markdown", - "id": "f16e27bd", + "id": "1d490115", "metadata": { "editable": true }, @@ -1013,7 +1013,7 @@ }, { "cell_type": "markdown", - "id": "279eb2a4", + "id": "3bc7785a", "metadata": { "editable": true }, @@ -1024,7 +1024,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "a88c09b3", + "id": "f1090d5e", "metadata": { "collapsed": false, "editable": true @@ -1041,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "cd958e85", + "id": "ac6bf976", "metadata": { "editable": true }, @@ -1052,7 +1052,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "41d78257", + "id": "ed55121d", "metadata": { "collapsed": false, "editable": true @@ -1097,7 +1097,7 @@ }, { "cell_type": "markdown", - "id": "4755b5a9", + "id": "4a994430", "metadata": { "editable": true }, @@ -1108,7 +1108,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "a74afe50", + "id": "863db98d", "metadata": { "collapsed": false, "editable": true diff --git a/doc/LectureNotes/_build/html/exercisesweek41.html b/doc/LectureNotes/_build/html/exercisesweek41.html index 3f9567d98..ce03ed498 100644 --- a/doc/LectureNotes/_build/html/exercisesweek41.html +++ b/doc/LectureNotes/_build/html/exercisesweek41.html @@ -789,15 +789,15 @@ regression.

Own inversion
-[[3.97594511]
- [2.99866581]]
-Eigenvalues of Hessian Matrix:[0.39890447 3.73456649]
+[[3.83505053]
+ [3.09726322]]
+Eigenvalues of Hessian Matrix:[0.27717261 4.34154132]
 theta from own gd
-[[3.97594511]
- [2.99866581]]
+[[3.83505053]
+ [3.09726322]]
 theta from own sdg
-[[3.94814932]
- [2.97879245]]
+[[3.77589027]
+ [3.07286416]]
 
_images/exercisesweek41_5_1.png @@ -919,14 +919,14 @@ first example shows results with ordinary leats squares.

Own inversion
-[[4.09527217]
- [3.02622906]]
-Eigenvalues of Hessian Matrix:[0.34998197 4.32265589]
+[[3.81651921]
+ [3.10399758]]
+Eigenvalues of Hessian Matrix:[0.30971881 4.52950417]
 
theta from own gd
-[[4.09527217]
- [3.02622906]]
+[[3.81651921]
+ [3.10399758]]
 
_images/exercisesweek41_16_2.png @@ -997,73 +997,73 @@ Eigenvalues of Hessian Matrix:[0.34998197 4.32265589]
Own inversion
 [[4.]
  [3.]]
-Eigenvalues of Hessian Matrix:[0.28837459 4.42584543]
-0 [-15.52856208] [-17.65196615]
-1 [-0.3842967] [0.3228044]
-2 [-0.3592571] [0.30177145]
-3 [-0.335849] [0.28210895]
-4 [-0.3139661] [0.26372759]
-5 [-0.29350903] [0.2465439]
-6 [-0.27438488] [0.23047985]
-7 [-0.25650679] [0.21546249]
-8 [-0.23979359] [0.20142361]
-9 [-0.22416937] [0.18829946]
-10 [-0.20956318] [0.17603044]
-11 [-0.19590868] [0.16456084]
-12 [-0.18314387] [0.15383855]
-13 [-0.17121077] [0.1438149]
-14 [-0.1600552] [0.13444436]
-15 [-0.14962649] [0.12568438]
-16 [-0.13987729] [0.11749517]
-17 [-0.13076331] [0.10983954]
-18 [-0.12224317] [0.10268273]
-19 [-0.11427818] [0.09599224]
-20 [-0.10683216] [0.08973767]
-21 [-0.0998713] [0.08389064]
-22 [-0.09336399] [0.07842458]
-23 [-0.08728068] [0.07331468]
-24 [-0.08159374] [0.06853772]
-25 [-0.07627734] [0.06407201]
-26 [-0.07130734] [0.05989727]
-27 [-0.06666117] [0.05599455]
-28 [-0.06231773] [0.05234611]
-29 [-0.0582573] [0.0489354]
+Eigenvalues of Hessian Matrix:[0.28641189 4.39287528]
+0 [-15.65565751] [-18.44347438]
+1 [-0.02618169] [0.02215597]
+2 [-0.02447466] [0.02071142]
+3 [-0.02287894] [0.01936105]
+4 [-0.02138725] [0.01809873]
+5 [-0.01999282] [0.01691871]
+6 [-0.0186893] [0.01581562]
+7 [-0.01747077] [0.01478446]
+8 [-0.01633169] [0.01382052]
+9 [-0.01526688] [0.01291943]
+10 [-0.01427149] [0.0120771]
+11 [-0.013341] [0.01128968]
+12 [-0.01247118] [0.0105536]
+13 [-0.01165807] [0.00986552]
+14 [-0.01089797] [0.00922229]
+15 [-0.01018743] [0.00862101]
+16 [-0.00952322] [0.00805892]
+17 [-0.00890232] [0.00753349]
+18 [-0.00832189] [0.00704231]
+19 [-0.00777931] [0.00658316]
+20 [-0.00727211] [0.00615394]
+21 [-0.00679797] [0.00575271]
+22 [-0.00635475] [0.00537764]
+23 [-0.00594042] [0.00502702]
+24 [-0.00555311] [0.00469926]
+25 [-0.00519105] [0.00439287]
+26 [-0.0048526] [0.00410646]
+27 [-0.00453622] [0.00383872]
+28 [-0.00424046] [0.00358844]
+29 [-0.00396398] [0.00335448]
 theta from own gd
-[[3.81114345]
- [3.15863713]]
-0 [-0.05446143] [0.04574692]
-1 [-0.05091289] [0.04276619]
-2 [-0.046531] [0.03908546]
-3 [-0.04218461] [0.03543455]
-4 [-0.03813208] [0.03203047]
-5 [-0.03443175] [0.02892224]
-6 [-0.03107818] [0.02610528]
-7 [-0.02804715] [0.02355925]
-8 [-0.02531037] [0.0212604]
-9 [-0.02284019] [0.01918548]
-10 [-0.02061094] [0.01731293]
-11 [-0.01859922] [0.01562311]
-12 [-0.01678384] [0.01409821]
-13 [-0.01514564] [0.01272215]
-14 [-0.01366733] [0.01148039]
-15 [-0.01233332] [0.01035984]
-16 [-0.01112952] [0.00934865]
-17 [-0.01004321] [0.00843617]
-18 [-0.00906293] [0.00761275]
-19 [-0.00817834] [0.0068697]
-20 [-0.00738008] [0.00619918]
-21 [-0.00665974] [0.0055941]
-22 [-0.00600971] [0.00504808]
-23 [-0.00542313] [0.00455536]
-24 [-0.0048938] [0.00411073]
-25 [-0.00441613] [0.0037095]
-26 [-0.00398509] [0.00334743]
-27 [-0.00359612] [0.0030207]
-28 [-0.00324512] [0.00272586]
-29 [-0.00292838] [0.0024598]
+[[3.98706221]
+ [3.01094846]]
+0 [-0.00370554] [0.00313577]
+1 [-0.00346394] [0.00293132]
+2 [-0.00316561] [0.00267887]
+3 [-0.00286972] [0.00242847]
+4 [-0.00259385] [0.00219502]
+5 [-0.00234197] [0.00198187]
+6 [-0.00211371] [0.00178871]
+7 [-0.00190742] [0.00161414]
+8 [-0.00172117] [0.00145652]
+9 [-0.00155308] [0.00131428]
+10 [-0.00140139] [0.00118591]
+11 [-0.00126452] [0.00107008]
+12 [-0.00114101] [0.00096557]
+13 [-0.00102956] [0.00087126]
+14 [-0.000929] [0.00078616]
+15 [-0.00083826] [0.00070937]
+16 [-0.00075639] [0.00064009]
+17 [-0.00068251] [0.00057757]
+18 [-0.00061585] [0.00052115]
+19 [-0.0005557] [0.00047025]
+20 [-0.00050142] [0.00042432]
+21 [-0.00045244] [0.00038288]
+22 [-0.00040825] [0.00034548]
+23 [-0.00036838] [0.00031174]
+24 [-0.0003324] [0.00028129]
+25 [-0.00029993] [0.00025381]
+26 [-0.00027064] [0.00022902]
+27 [-0.0002442] [0.00020665]
+28 [-0.00022035] [0.00018647]
+29 [-0.00019883] [0.00016826]
 theta from own gd wth momentum
-[[3.99083639]
- [3.00769731]]
+[[3.9993736 ]
+ [3.00053008]]
 
@@ -1116,17 +1116,17 @@ theta from own gd wth momentum
Own inversion
-[[3.83190841]
- [2.9998542 ]]
-Eigenvalues of Hessian Matrix:[0.27971414 4.455592  ]
-0 [-12.5786304] [-15.41021561]
-1 [-2.79550688e-15] [-2.24968001e-16]
-2 [-2.2941718e-16] [-4.20820528e-16]
-3 [4.95697233e-16] [5.72742343e-16]
-4 [4.95697233e-16] [5.72742343e-16]
+[[3.92351924]
+ [3.025027  ]]
+Eigenvalues of Hessian Matrix:[0.33104875 3.95055425]
+0 [-11.75315452] [-11.48461009]
+1 [3.84783351e-15] [-1.7484672e-15]
+2 [-4.8897518e-16] [-4.48356153e-16]
+3 [4.61653285e-16] [3.79106945e-16]
+4 [-4.8897518e-16] [-4.48356153e-16]
 beta from own Newton code
-[[3.83190841]
- [2.9998542 ]]
+[[3.92351924]
+ [3.025027  ]]
 
@@ -1215,18 +1215,20 @@ beta from own Newton code
Own inversion
-[[3.93988393]
- [3.06578047]]
-Eigenvalues of Hessian Matrix:[0.34100913 4.27547557]
-theta from own gd
-[[3.93988393]
- [3.06578047]]
+[[4.08928088]
+ [2.79578306]]
+Eigenvalues of Hessian Matrix:[0.31588332 4.45642521]
 
-_images/exercisesweek41_22_1.png +
theta from own gd
+[[4.08928088]
+ [2.79578306]]
+
+
+_images/exercisesweek41_22_2.png
theta from own sdg
-[[3.92648983]
- [3.07020234]]
+[[4.10188623]
+ [2.87242312]]
 
@@ -1308,15 +1310,15 @@ theta from own gd
Own inversion
-[[4.12998822]
- [2.78886274]]
-Eigenvalues of Hessian Matrix:[0.3303366  4.33020191]
+[[3.84094234]
+ [3.01300561]]
+Eigenvalues of Hessian Matrix:[0.26776828 4.97262227]
 theta from own gd
-[[4.12921833]
- [2.78951443]]
+[[3.83774539]
+ [3.01544605]]
 theta from own sdg with momentum
-[[4.10156593]
- [2.7748567 ]]
+[[3.8186717 ]
+ [3.06511966]]
 
@@ -1391,9 +1393,9 @@ theta from own sdg with momentum
theta from own AdaGrad
-[[1.9978254 ]
- [3.01066976]
- [3.98914003]]
+[[2.00019432]
+ [2.99888222]
+ [4.00105497]]
 
@@ -1475,9 +1477,9 @@ theta from own sdg with momentum
theta from own RMSprop
-[[1.99984215]
- [2.99767262]
- [3.99944037]]
+[[1.9996357 ]
+ [3.00788598]
+ [3.99589367]]
 
@@ -1563,9 +1565,9 @@ theta from own sdg with momentum
theta from own ADAM
-[[1.99988325]
- [3.00072412]
- [3.99932732]]
+[[2.0001042 ]
+ [2.99949077]
+ [4.00048049]]
 
@@ -1638,7 +1640,7 @@ It provides composable transformations of Python+NumPy programs: differentiate, return asarray(x, dtype=self.dtype) -
[<matplotlib.lines.Line2D at 0x11df37280>]
+
[<matplotlib.lines.Line2D at 0x1268ba940>]
 
_images/exercisesweek41_39_2.png @@ -1677,7 +1679,7 @@ It provides composable transformations of Python+NumPy programs: differentiate, return asarray(x, dtype=self.dtype)
-
<matplotlib.collections.PathCollection at 0x11de12520>
+
<matplotlib.collections.PathCollection at 0x1162c32b0>
 
_images/exercisesweek41_41_2.png diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js index eb2ae388e..00162d200 100644 --- a/doc/LectureNotes/_build/html/searchindex.js +++ b/doc/LectureNotes/_build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","exercisesweek37","exercisesweek38","exercisesweek39","exercisesweek41","intro","linalg","project1","project2","schedule","statistics","teachers","textbooks","week34","week35","week36","week37","week38","week39","week40","week41"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","exercisesweek37.ipynb","exercisesweek38.ipynb","exercisesweek39.ipynb","exercisesweek41.ipynb","intro.md","linalg.ipynb","project1.ipynb","project2.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb","week38.ipynb","week39.ipynb","week40.ipynb","week41.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,28,30,31,32,33,34,35,36,37],"00":[0,1,5,6,9,11,30,31,34,37],"000":[1,3,37],"0000":9,"00000":9,"000000":[5,11,30,31],"00000000e":[5,31,34,37],"000054":30,"0001":[1,17,37],"00012934":31,"00015239":31,"0001539814498783133":9,"00019998":5,"00021438167895478945":[],"0002364":31,"0002382102844775691":34,"00024087":5,"00029012":5,"00031535148309577417":6,"00031535148309580783":6,"00034944":5,"000417932":2,"00042089":5,"000464088":2,"00048325":31,"00050694":5,"00058016":6,"00060705":6,"00061058":5,"00062595":6,"00063364":33,"00063862":33,"0006527":31,"00066668":6,"00067395":[],"00068088":33,"00068734":6,"00068946":6,"00072412":21,"00073541":5,"00075597":33,"00076495":6,"00076905":6,"0007698473260556325":6,"0007698473260556343":6,"00079129":6,"00079910":33,"00079968":5,"00081564":[],"00083346":33,"00084705":6,"00085889":6,"00087697":6,"00088573":5,"00089187":33,"00091628":[],"00092647":6,"00092904":33,"0009485400848532":[],"00096314":5,"001":[1,2,8,13,17,34,35,37],"00100519":6,"00104613":31,"0010479245926411787":[6,33],"00105081":6,"00106677":5,"00107405":6,"00111756":6,"0011526":6,"00115999":5,"00117627":[],"00118508":6,"00119699":33,"00128479":5,"001323":6,"00134327e":[],"00137818":6,"00139705":5,"00140849":33,"00148709":31,"00149311":6,"00149956":6,"00152117":6,"00154733":5,"00154860":33,"00156376":6,"00168251":5,"00170724":[],"00172452":31,"00174276":6,"00175331":6,"00183869":31,"00186347":5,"00186362":31,"001880":5,"00199495":[],"00200":8,"00202624":5,"00202679":31,"00202756":6,"00203959":[],"00217499":6,"00219194":33,"00219624":31,"00224413":5,"00225484":31,"00225909":[],"00228742":6,"00229911":31,"0023548":6,"002381316302584886":6,"0023813163025848865":6,"00242398":[],"00242954":33,"00242999":6,"00243186":6,"0024401":5,"00245177":[],"0024598":21,"00249435":6,"00249831":[],"00266858":2,"00270244":5,"00272586":21,"00274989":6,"00289724":6,"0029114":[],"00292838":21,"00293838":5,"0030207":21,"00305172":27,"003100":30,"00310113":2,"00312361":6,"00315593":6,"0032153180657605116":[6,33],"00323332":6,"00324512":21,"00324969":31,"0032542":5,"00325450":33,"003301":6,"00334743":21,"00335936":[],"0033955154592040923":[6,33],"00341073e":[],"00353823":5,"00354492":31,"00359612":21,"003620":30,"0036237":6,"0036367":6,"00369758":6,"0037095":21,"00375475":5,"003755":5,"00379522":[],"0038332550504751595":34,"0038335":6,"003909404072811221":[6,33],"00391839":5,"00392139":[],"00398509":21,"0039987":6,"004":[5,32,33],"004091940707753925":[6,33],"00410387":6,"00410478":6,"00411073":21,"004113634617443131":[6,31],"00411363461744314":[6,31],"004113634617443147":[6,31],"0041559863458613296":[6,33],"00420072":33,"00424909":2,"00424967":6,"00426027":5,"00426531":31,"00433417":11,"00440346":6,"00440395":0,"00441613":21,"00443743":6,"00445655":11,"00446979":31,"00451679":[],"00455536":21,"004579219539673834":[6,33],"00458878":6,"00460304":[],"004610275230656182":[6,33],"00462287":6,"00465099":33,"00471782":5,"00472199":6,"00472512":6,"00472549":31,"00474485":31,"00478655":31,"00480366":[],"00480371":31,"0048938":21,"0049544":6,"004999999999999994":0,"00504808":21,"00512927":5,"00517114":6,"00526348":6,"0053018":6,"00542313":21,"00554552":6,"00556826":6,"0055941":21,"0056799":5,"00579953":6,"00588657":6,"00595615":31,"00598615":[],"00600971":21,"00607783":6,"00611979e":[],"00613258":[],"006162":6,"00617499":5,"00619918":21,"00620347":[],"00627535":31,"00630331":6,"00631057":[],"00642221":6,"00642268":[],"00642935":[],"00646613":[],"00651112":[],"00660427":6,"00663699":[],"00665974":21,"00669662":[],"00672607":6,"00673407":6,"00676387":6,"0068011":6,"00680794":[],"006829400694106674":31,"00683748":5,"00683964":6,"00686806":[],"0068697":21,"00687175":[],"007024126888938144":[6,33],"00703355":[],"00712321":31,"0071642501586093735":27,"00719176":6,"0072675":[],"00727646693":[0,30],"007315":[30,31],"00736955":[],"00738008":21,"0074331":5,"00754534":[],"00759119":6,"00761275":21,"00769731":21,"007785":5,"00778523":5,"00781918":33,"00784393":6,"007891914573161948":31,"00798988":[],"00799998":31,"00803064":6,"00805074":33,"00813803":6,"00817631":6,"00817834":21,"00823002":5,"00827728":6,"00830822":[],"00831018":6,"00834567":6,"00843617":21,"00844667":30,"00848904":6,"00851512":[],"00858536":31,"0086649156":[0,30],"008675369724975977":5,"00868983":[],"00894639":5,"00905423":6,"00906293":21,"009163470508352218":5,"009164545680330616":[6,33],"00917248":6,"00920609":[],"00929251598272297":[],"00934327e":31,"00934499":6,"00934865":21,"0093869":31,"00952586":31,"0096208":6,"00976647":31,"009855809602167547":[],"00989896":[],"00990475":5,"00992331":6,"00996754":6,"01":[0,1,2,5,6,9,11,13,17,21,29,30,31,33,34,35,36,37],"010018312644139219":[6,33],"01004321":21,"01006401":[],"0100706":6,"010331721306655165":[6,33],"01033856":[],"01035984":21,"01038358":31,"01050849":[],"010516485576646504":[6,33],"0106014":23,"01066519":6,"01066976":21,"01076611":5,"01076733":[],"0109":[],"010902":30,"01097423":31,"0110":27,"01103246":[],"01107621901137467":[6,33],"01112952":21,"011225":2,"01130932":31,"0113104":6,"01135167":31,"01148039":21,"01179792":6,"011917343246903285":31,"01191824":5,"012073649469946107":[6,33],"01214101":31,"01219292":6,"01222822":31,"01223198":6,"01231917":6,"01233332":21,"01257265":[],"01265755":31,"012658":31,"01267006":31,"01268892":31,"01272215":21,"01288591":31,"01290811e":[],"01290947":6,"01295356":5,"013121574062587286":[6,33],"01318643":6,"01344196":30,"01347636":31,"01347916":6,"01348565":6,"013623165903312745":[],"01362461":[],"01366733":21,"01367553":6,"01372375":31,"01397146":6,"01405935":6,"01409821":21,"01416528":6,"01420034":[],"01424197":31,"01432847":[],"01433809":5,"014436800088896381":[6,33],"01449782":6,"01458337":6,"014586":31,"01458611":31,"0146081":6,"01463049":6,"01463052":31,"01477821":31,"01492":31,"01502518":31,"0150723888951771":6,"01507238889517717":6,"01508632":31,"01508966":31,"01514564":21,"01521658e":[],"01529503":31,"01531845":6,"01537557":[],"0154222":31,"01542292":33,"01549377":6,"01549939":33,"01550546":33,"01552289":31,"01558197":5,"01562311":21,"01566461":[],"01594452":33,"01600491":[],"01603602":[],"01619664":[],"016285782696017142":[6,33],"01633913":6,"01640891":6,"01655318":6,"016587414993045335":[6,33],"01663866":[],"01667827":[],"01671556":31,"01678384":21,"01691985":6,"0169643":5,"01704432":23,"01708781":6,"01708852":6,"01713366":6,"01722502":[],"01724499":5,"01731293":21,"01735584819559331":[6,33],"017355848195593312":[6,33],"01762067":31,"01765474":31,"017665":5,"01783414e":31,"018232":[30,31],"01831050e":6,"01831207e":6,"01859922":21,"01865187e":[],"01866537":6,"01873344":11,"01873869":5,"01881546":31,"01882522":[],"01897575":[],"01898855":6,"01899119":[],"01905883":6,"01908936":6,"019140656913589":27,"01914066":27,"01916913":31,"01918548":21,"01919702":23,"01931743":[],"01963611":6,"01969145":6,"01975416527168255":[6,33],"01975848":6,"01989299":31,"01989549":30,"02":[0,3,4,6,7,12,30,34,36,37],"0200568":31,"02024701e":[],"02024962":6,"020404272938413143":9,"02044454":[],"02054837e":6,"02061026":31,"02061094":21,"02068067":6,"0207306":31,"02073509":5,"02079171":31,"02098261":6,"02123176":6,"0212604":21,"02126208":31,"021592704588021174":[6,33],"021592704588021178":[6,33],"02178583":[],"02183021":30,"02186131":[],"02198702e":6,"02198703e":6,"02208512":6,"02228115":6,"02229529":6,"02231445":36,"02252765":5,"02284019":21,"02288816":[],"022999498260366198":[6,33],"02308518":30,"02348765":6,"02355925":21,"02365049":6,"02400359":31,"02416381":[],"02424794":33,"0245528":6,"02468681":31,"02492265":5,"02498832":6,"02503753":6,"02511518":6,"02522069":6,"02531037":21,"02536494":31,"02542246":[],"02546675":33,"025709":[11,31],"02574735e":[],"02586427":6,"02593026":31,"0260906":6,"02610528":21,"02622906":21,"026250840755899812":11,"02625193":8,"02635835":31,"026605727637184554":[6,33],"026605727637184558":[6,33],"02702978":31,"02707227":5,"02723445":6,"02760977349102238":[6,33],"027609773491022394":[6,33],"02761736":[],"02764023":[],"02790465":[],"02804715":21,"02809859":31,"028389":[],"02838933":[],"02845284":[],"02857":4,"02892224":21,"029":6,"02944425":31,"029483":5,"0296969":31,"029733":[30,31],"02976145":6,"02992852":[],"02994311":5,"02f":[6,24],"03":[1,6,31,34,37],"03025391":[],"03032441e":6,"03060273":[],"03063575":31,"03065428":[],"03074083":[],"03077640549":4,"03099776":5,"031":[5,32,33],"03107818":21,"03113051":[],"03119091":31,"03172365":[],"03195835":31,"03196357":6,"03203047":21,"03251863":5,"03256632e":[1,37],"03267527":6,"03279636":6,"0330308045183219":6,"0330308045187757":6,"03308408":5,"03338173":[],"03365768507152769":[6,33],"03370315":31,"033790755027115954":5,"03389964":[],"034047":30,"034169230664804":30,"03443175":21,"03447512":6,"034557":31,"03543039":31,"03543455":21,"03543958":31,"03562355":6,"03568439":6,"035909":30,"0359565":5,"03616508":31,"03630548":6,"0366352614656884":[],"03707133":11,"03717939":31,"03727597":[],"03728183e":[],"03735403":[],"0374748":[],"03774822e":[],"03781367141738902":[6,33],"03813208":21,"03814292":6,"03815288":6,"038300":[11,31],"03856554":23,"03868779":[],"03894328":31,"039":6,"039039":5,"03908546":21,"03935519":[],"03946221":[],"039967668952797":6,"0399676689527975":6,"04":[1,6,11,34,37],"040102":5,"04010697":6,"04014929":[],"0401585":30,"04058784":[],"04063602":6,"04084872":23,"041":9,"041050166905828786":[],"04111096":31,"0411487294305088":6,"041148729430523":6,"04191629":13,"04193203":31,"042044382097756156":30,"04218461":21,"04220758":6,"04223754":30,"04225015":31,"04259402":31,"04276619":21,"04292593":0,"04295757":33,"043":9,"04310095":[],"04314342":31,"04315108":5,"0431531":[],"04346721":5,"04355837":6,"04362":9,"04362755":31,"04372783":31,"0437499":2,"04389027":6,"04423486":6,"04426647":31,"04426744e":31,"044334":[30,31],"04448923":30,"044613":6,"0447389":31,"04537385":6,"04543942":6,"04547353":31,"04555073":30,"04566964":6,"04574692":21,"0458":9,"04584982e":[],"04648335":5,"046531":21,"04669463":31,"04683565":5,"04690007":31,"04720848":[],"04778116":27,"04784395":6,"04816611e":[],"04818727730430286":[6,33],"04869126e":[],"048920":30,"04892055":6,"0489354":21,"04909093":6,"04912436":6,"04926746":33,"049462":30,"049556996627824":6,"0495569966278269":6,"0496375":31,"05":[1,4,6,13,24,31,36,37],"05009826":6,"05024857":[],"05056463":[],"050663":[],"05066303":[],"05091289":21,"05100875":6,"05126901":31,"051418":5,"051649":[11,31],"0517473":5,"05183886":[],"05227921801205679":[6,33],"052305":31,"05234611":21,"05238712":[],"05263":9,"052992":[],"05302":9,"053417":31,"05357244":[],"05364854":8,"05383795":6,"053849":5,"053944":[],"05412502":[],"05432856":23,"054375":[],"05446143":21,"05447415":6,"05459089":31,"054617":31,"054655":31,"054954":[],"05505310046363":2,"05515143e":[],"05533":9,"05544019":[],"055676":[30,31],"055734":31,"055910":31,"055987":31,"05599455":21,"056030":[],"05614483":5,"05623":9,"05648":9,"05651951":6,"05667":9,"056683":31,"057124":[],"05716368155342902":[6,33],"057179":[],"057219":[],"057300":31,"057393":31,"057406":5,"057418":31,"057457":31,"057722":31,"05781491e":[],"057835":31,"05785343":6,"05789007":6,"05792524":[],"05796251":6,"05807125":6,"0582573":21,"05825965":[],"058435":[],"05852973":30,"058552":31,"058556":[],"058645":31,"058738":[],"05883":9,"05884":9,"058854":31,"058952":31,"058996":31,"059031":31,"059182":5,"059427":5,"05966593":30,"059736":[],"059807":31,"05982961":23,"059830":[],"05989727":21,"059951":31,"05999":9,"059993":31,"06":[3,4,6,31,35,36],"060001":11,"060037":[],"060083":31,"06020587":6,"060254":31,"06026294":31,"060278":[],"060300":[],"060334":[],"060349":30,"060387":[],"06043581":6,"060567":5,"060716":31,"06072551":[],"06075426":11,"060756":31,"060872":31,"061013":[],"061034":5,"061084":11,"061092":5,"061163":31,"061239":[],"061264":[],"061359":31,"061443":31,"061452":31,"061614":31,"061642":[],"061679":30,"061775":5,"061836":[],"061915":[],"06200174":5,"062016":31,"062082":[],"062082386342319454":[6,33],"062100":[],"062221":11,"062292565":4,"06231773":21,"062337":31,"062351":[],"062470":[],"062599":31,"062624":31,"062749":[],"062797":5,"062874":31,"062967":5,"06299237e":[],"063000":[],"063019":31,"063055":5,"063061":31,"06307625":[],"063080":31,"063081":5,"0632":33,"063260":31,"06331463":31,"063325":[],"063407":11,"063436":[],"063443":30,"063653":31,"063716":[],"063724":30,"063760":[],"063822":[],"063832":[],"063894":31,"063912":[],"063927":[],"06397412":[],"063982":[],"06407201":21,"064074":31,"064294":[],"064412":5,"064420":[],"06444":9,"064501":31,"064532":5,"06453579006728322":[6,33],"064602":5,"064606":31,"064609":31,"064634":11,"064699":31,"064793":31,"06481015":36,"064856":[],"064874":5,"06488406":30,"06491736":6,"064987":5,"065006":[],"065026":30,"065077":31,"065089":[],"065158":5,"065214":5,"065249":[],"065378":31,"065390":31,"065410":31,"06547790180152352":[6,33],"06547790180152355":[6,33],"065517":11,"065588":[],"06578047":21,"065801":[],"065815":[],"065872":[],"065910":[],"065982":5,"066042":5,"066066":31,"066077":[],"066344":5,"06637":9,"06638817":23,"06642248":31,"066438":[],"066453":11,"066474":31,"066500":31,"066612":31,"066647":31,"06664867":23,"06666117":21,"0666807":2,"06668613e":[],"066762":5,"066787":31,"066804":[],"06682268":[],"0668226833598415":[],"066837":[11,31],"066854":31,"066999":31,"067009":5,"06724062":5,"067328":5,"067409":[],"067419":11,"067437":5,"067440":5,"067611":5,"067630":[],"067637":31,"067707":31,"067745":[],"067748":[],"067826":[],"067832":[],"067915":11,"067979":[],"068":[],"068083":[],"068241":5,"068264":31,"068307":31,"068403":11,"06842111e":[],"068441":31,"06844519414009444":[6,33],"06844519414009445":[6,33],"06853772":21,"06855126e":[],"068606":11,"068629":31,"068727":31,"068734":5,"0687531":[],"068757":[],"068816":5,"068906":31,"068974":5,"068987":5,"069028":31,"069033":11,"069055":5,"06915522":[],"069213":5,"069257":5,"069296":[],"069365":11,"069384":11,"069388":[],"069452":31,"069584":[30,31],"069594":[],"069629":[],"069630":[],"069739":[],"069746":5,"069766":5,"069803":[],"069822":5,"069939":[],"07":[6,31],"070042":11,"07004211":11,"070043":[30,31],"070067":[],"070107":11,"070146":31,"070157":11,"07016":9,"07017":9,"07020234":21,"070213":31,"070220":11,"070228":5,"070275":5,"07039":9,"070441":[],"070457":31,"070569":5,"070582":31,"070597":5,"07062318":6,"070737":31,"070769":[],"070795":5,"070811":11,"070889":[11,31],"070986":[5,31],"071062":11,"071138":[],"07115":9,"071191":5,"071258":11,"0713":[0,30],"07130734":21,"07136324":[],"07139233":[],"071423":5,"07145103":11,"071452":11,"071498":[],"071554":5,"07160048164232538":[6,33],"0716004816423254":[6,33],"071611":5,"071773":5,"071788":[],"071801":[],"071872":11,"071879":11,"07188255":[],"072000":31,"072009":11,"072111":31,"072128":[],"072132":31,"072168":[],"07226292":[],"072310":5,"072369":[],"072404":5,"072476":31,"072621":31,"072624":11,"072790":11,"072805":5,"072830":[],"07285":3,"072914":[],"072931":11,"072953":5,"073008":5,"073088":11,"073152":11,"07321674":[],"07331468":21,"073354":11,"073362":11,"073422":5,"073444":[],"073445":11,"073494":5,"07358383":31,"073598":[11,31],"073630":11,"073634":[],"073644":31,"073708":[],"073716":[],"073728":5,"073802":11,"073853":[],"073858":5,"073972":11,"073980":5,"073984":11,"074067":[11,31],"074084":31,"07410236e":[],"074108":11,"07420079":[],"074201":[],"074210":31,"07421084":5,"074323":31,"074327":11,"074330":5,"074419":11,"074439":11,"074457":11,"074509":11,"0745177":[],"074545":5,"074560":11,"07456491":5,"074686":[],"074772":5,"074780":11,"074879":[],"07490892":6,"074969":5,"074970":11,"075058":11,"075249":11,"075342":11,"075513":11,"075521":11,"075523":5,"075582":11,"075587":11,"075758":5,"075779":11,"075816":31,"075889":31,"075980":11,"075984":11,"075990":[],"076012":5,"076105":11,"076125":5,"076127":11,"076136":5,"076150":31,"076249":5,"076266":11,"07627734":21,"076354":5,"07641937":33,"0764924":6,"076504":11,"076587":11,"076592":5,"076662":11,"076721":[],"07678":9,"076820":[],"076825":11,"076833":11,"076857":11,"07692307692307693":9,"076938":[11,31],"076950":[],"076996":11,"077168":31,"077171":11,"077219":[],"077226":11,"077460":31,"077542":5,"077549":[],"077613":11,"077650":5,"077705":11,"077710":11,"077756":5,"07777777777777778":37,"078":[],"078029":11,"078110":31,"078187":11,"07820":9,"078329":[],"078336":31,"078412":11,"07842458":21,"078467":5,"078540":31,"078545":5,"078593":5,"07864":9,"078656":5,"078707":5,"07871":9,"078845":11,"078868":11,"078974":31,"078986":31,"079121":11,"079124":11,"079165":11,"079226":5,"07929472":13,"079432":[],"079434":11,"07944154":[23,30],"079455":5,"079581":5,"0796891867672603":[6,33],"079878":11,"07988085572440823":[],"079882":5,"079946":31,"08":[9,27,31,35,36],"080105":11,"080163":11,"080181":[],"080256":5,"08030109":27,"080406":5,"080411":5,"08043851":5,"080473":[],"080505":11,"080616":31,"080690":[],"080764":31,"08076969085177746":11,"080773":11,"080933":11,"081126":11,"081246":5,"081276":31,"08131003":6,"08156108":6,"081570":11,"081584":11,"08159374":21,"08165104":31,"081655":31,"081680":5,"08174081":27,"081772":11,"08185315":31,"081916726599974":[],"081955":11,"081976":11,"0819836":[],"082189":5,"082205":5,"08221578":27,"082255":11,"082347":11,"08238863600759742":5,"08245909":23,"082506":11,"08251519":6,"082517":5,"08256285":[],"082577":11,"082653":31,"082760":11,"082781":11,"082875":30,"08299273e":6,"083000":11,"083066":[],"083096":11,"08318298e":[1,37],"083317":[],"08333333333333333":[9,37],"08336233266":4,"083527":[30,31],"08352721390288316":30,"08376632":[6,31],"083766322923899":[6,31],"0837663229239043":[6,31],"083853":5,"08389064":21,"083988":5,"084075":5,"084076":31,"084247":5,"08426840630693412":[6,33],"08426840630693413":[6,33],"08449894":[],"08455":9,"08474":9,"084764":5,"084809":31,"08481871":31,"084843":5,"085023":11,"08505008":30,"085235":[],"0853136633465326":34,"085391":11,"085454":11,"08551306":6,"08551338":[],"08551625":[],"08576932":6,"08593216":6,"08611111111111111":37,"086441":11,"086518":5,"086843":11,"086864":[],"08690":9,"08703034":30,"087247":5,"087250":5,"08728068":21,"08758":9,"087603":5,"087642":11,"08770809":[],"087887":30,"088155":5,"08815506":5,"0881981":5,"08823":25,"08844723450419088":23,"088697":5,"08871404":5,"08881497884574564":31,"08888888888888889":37,"08902":9,"0892144853354966":34,"0895387":31,"089539":31,"089710":5,"08973767":21,"08996":9,"09":[1,31,37],"090365":5,"09076319":30,"09149148":[],"09166666666666666":37,"0917":9,"09172409":6,"09179697e":[],"092":6,"09251":9,"093":6,"09308274":30,"09327269724691106":27,"09336399":21,"093408":5,"094082198961999e":6,"0940821989652176e":6,"09444444444444444":37,"09527217":21,"09599224":21,"09609807":5,"09744":9,"09760094":[],"09780":9,"09791":9,"09858511":[],"09861229":[23,30],"09903804":8,"09919198949274803":[6,33],"09951287404314545":[1,37],"0998713":21,"0n":[0,30],"0s":4,"0x118f6d610":[],"0x11de12520":21,"0x11df37280":21,"0x11fdbfd60":[],"0x127a38670":35,"0x127e425e0":13,"0x13002a640":[],"0x1305bb1c0":[],"0x13eaa7490":35,"0x13ef4e1c0":34,"0x16c9a8880":13,"0x2800bca90":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,23,25,26,27,28,29,32,33,34,35,36,37],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,21,23,24,26,27,28,30,31,32,33,34,35,36,37],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,21,23,27,28,30,31,32,33,34,35,36,37],"1000":[0,1,2,4,5,8,11,13,14,21,22,27,30,31,34,35,36,37],"10000":[2,5,6,10,11,13,27,32,33],"100000":8,"10001":10,"1001":[9,27],"1002":27,"1003":27,"10030":9,"1005":27,"1007":32,"10077114273548984":[6,33],"1009":27,"101058":23,"1011":27,"1013":27,"1013904243":27,"10141413e":6,"1015":27,"10156593":21,"10160394":[],"102":[3,31],"1023":27,"10230":9,"1024":3,"10247463629935179":[],"10251317e":[],"1026":27,"10268273":21,"1027":27,"103":[1,37],"1030":27,"10340":9,"10354083919795562":[],"1037":27,"10378326e":[1,37],"1038":27,"10391807":6,"10398646080125036":[6,33],"10398646080125037":[6,33],"1040":27,"10405456":11,"10430":9,"10440776":30,"104411":[30,31],"1047":27,"10520":9,"10555555555555556":37,"10572":33,"10589577":5,"106095":[11,31],"10638925":[],"1063892533225306":[],"106431":30,"10683216":21,"1078":33,"10790125813226321":31,"108":[6,9],"1089452":[],"10913":6,"10927588":11,"109276":11,"10931453":6,"10954867e":[],"10960":9,"10983954":21,"10m":4,"10th":9,"10x":[0,30],"11":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,21,23,24,26,27,28,29,30,31,32,33,34,35,36,37],"1100":27,"1101":27,"11022302e":[5,37],"11022363":31,"11039573e":[],"11078018494378859":[],"111":[1,7,12,34,36,37],"11100":9,"11197884":23,"11202337":33,"112383":[11,31],"1124":9,"11352187":30,"11388888888888889":37,"11390":9,"11427818":21,"114550":33,"11462415":5,"11482289e":6,"11507992e":[1,37],"11547777218876518":[6,33],"115822":6,"11590":9,"11660":9,"11666666666666667":[1,37],"117":8,"117430":30,"11744554e":6,"11749517":21,"11780":9,"118":2,"1182":33,"118318":[30,31],"11837308":[],"11837671":23,"1184":4,"11840":9,"11890":9,"11896755":23,"119":2,"119936":2,"11m":4,"12":[0,1,2,3,4,5,6,8,9,11,12,13,21,23,27,29,30,31,33,35,36],"120":[2,3],"12011393e":[],"12023635e":[],"1203":9,"1203284":8,"12044974":31,"120450":31,"120508":11,"12050822":11,"1206":8,"121":[8,9,10],"12129289":[],"12155548":30,"1215pm":[28,30],"12182967":6,"122":[2,8,9,10],"12222222222222222":[1,37],"12224317":21,"122282":30,"123":2,"12318726e":6,"12330033":31,"12333649":6,"123711":6,"12380":9,"124":[0,30],"12400":9,"12552073e":6,"12568438":21,"12591227":31,"12594172":[],"126":9,"1261":9,"12618549":5,"1265":9,"12695501":30,"127":4,"1271":6,"1277":6,"12777777777777777":37,"127812":30,"12790":9,"128":[3,4,13,35,36],"12814914":23,"128664":6,"12871842":31,"129":2,"12921833":21,"1297":9,"1298":9,"129963":33,"12998822":21,"12m":4,"12pm":[28,30],"13":[0,1,2,4,5,6,9,11,12,13,21,23,27,30,31,33,34,36,37],"130":9,"13003291":6,"13055555555555556":37,"130694":31,"13069442":31,"13076331":21,"131":9,"132":9,"13220608e":6,"1326":9,"1326197715":30,"13280":9,"133":[7,34],"13404683":23,"13410999":11,"134110":11,"13422946e":[],"13444436":21,"1345":33,"1346":33,"135":9,"13535942":6,"13542726":13,"13646574":5,"13661243e":6,"13679863":6,"1371":6,"13740":9,"137400784702911":31,"13749148e":[],"13759245e":[],"137652":[11,31],"1377":[3,4],"1378":[3,4],"1379":[3,4],"1380":[3,4],"1381":[3,4],"1382":[3,4],"13827006":[],"13829298":23,"1383":[3,4],"1384":[3,4],"1385":[3,4],"1386":[3,4],"13865173":5,"138775":[11,31],"1388888888888889":37,"1388976715362099":23,"13890":9,"1392559585048734e":6,"139255958997547e":6,"13925918083728273":[],"139431112903922":33,"1394311129039245":33,"1395084586525954":33,"1395235273363669":33,"13987729":21,"13m":4,"14":[0,2,4,5,6,8,9,10,11,12,13,21,23,27,29,30,31,36,37],"140":[2,9],"14021063":6,"14023656":30,"141":2,"14100":9,"1412":[21,35,36],"1416398":6,"14174745":6,"1418":9,"142":9,"14250":9,"14277718e":31,"143":[2,7,34],"1437":[1,37],"1438149":21,"14400":9,"1440501043841336":[1,37],"14440":9,"1446729567":4,"144993":30,"145":2,"146":2,"14629156":33,"146704":11,"14670413":11,"14697721":[],"14710":9,"14722222222222223":[1,37],"147400":[11,31],"147420":[11,31],"1479":9,"148":[3,4],"148009":[],"14812206":6,"14859":6,"149":[3,4],"149294":[],"149299":6,"14962649":21,"14g":[6,33],"14m":4,"15":[0,1,2,4,6,7,8,9,12,13,15,16,17,18,21,27,30,33,34,35,36,37],"150":[3,4,8,9],"15005476":5,"15047127":23,"150726":6,"15098090e":6,"151":[3,4],"15130074e":6,"1513237":[],"151515":[],"15183857":[],"152":[3,4,9],"15200":9,"1520039":23,"152701":33,"1527777777777778":37,"153036":[30,31],"15313054":33,"15383855":21,"15384615384615385":9,"15443469e":34,"155":9,"15553403":[],"15649598":[],"15673992":23,"15693449e":[],"156956":5,"15697121e":[],"1575":9,"158":9,"15863713":21,"1587":9,"1590":9,"15962297":13,"15975618":30,"15990":9,"15990395":[],"15g":[6,33],"15m":4,"15pm":30,"16":[1,2,3,4,5,6,8,9,10,21,23,27,30,31,32,33,36,37],"1600552":21,"1603":3,"16087734":[],"16111111111111112":[1,37],"16168603e":[],"16211139":5,"16220":9,"162246":5,"16231451":4,"1625":9,"1628":9,"162999":30,"16304863":31,"163049":31,"1630775253":37,"16342407":5,"16343471":6,"16356503":33,"16384":3,"16456084":21,"16500":9,"16521791":[],"16570701":[],"166":9,"16762223e":[],"167787":5,"168":9,"16805821e":6,"16921883":[],"169219":[],"16933554":[],"17":[1,2,4,5,6,8,9,18,21,27,31,33,36,37],"17006020e":[],"17022089147584388":27,"1709":9,"17121077":21,"17136288":23,"17144765665252978":[],"171525":31,"1715252":31,"17174962e":[1,37],"17222222222222222":37,"17257288":27,"1726":9,"17275391":[],"173":21,"17300":9,"17305512":23,"1731":9,"17362603":[],"17440757e":[],"17446471":6,"17451":[],"1752":9,"175300":[30,31],"17540272":30,"17603044":21,"17615838052499":11,"17641709":6,"17647619":6,"17733642":30,"17777777777777778":[1,37],"17801022":5,"17861098":6,"17917768":5,"179404":6,"17949575":5,"17953942":11,"1797":[1,3,37],"17m":4,"18":[2,4,6,7,8,9,10,13,19,21,27,33,34,35,36],"18029127":5,"1803":25,"1807":4,"1809":9,"181":9,"1812":9,"18128852":[],"1821":9,"18314387":21,"18333333333333332":37,"1836":33,"18383522":31,"184":9,"18409473e":[],"18433544":30,"184519":[30,31],"18474816e":[],"18488944":[],"18489312":[],"1849":[3,4],"1850":[3,4],"1851":[3,4],"1852":[3,4],"1853":[3,4],"1854":[3,4],"1855":[3,4],"1856":[3,4],"1857":[3,4],"185713":5,"18571316":5,"1858":[3,4],"1859":[3,4],"1860":9,"18611111111111112":37,"18613217e":6,"18624242":[],"18660":9,"18670072e":31,"18673098":11,"18726877":27,"18780801":30,"18807824e":[],"18824315":30,"18829946":21,"1887":6,"189367":30,"189496":[30,31],"189622":[30,31],"19":[2,4,6,9,13,21,27,33,36],"19003":6,"19166136":23,"19166666666666668":37,"191963":30,"19207979":5,"1921649":[],"19220":9,"19343949":23,"1937079":23,"1940":[0,31],"194042826649355e":6,"1940428268204826e":6,"1943":[12,36,37],"19431161":5,"194312":5,"19436962e":[],"19463967":30,"194861702085775":[],"1956":9,"19569961":[6,31],"19590868":21,"19652884e":[],"1970":[23,30],"1973":9,"197370":[11,31],"19740":9,"19743643":27,"19769458e":[],"1979":[6,33],"19800":9,"19825288e":[],"19888258":27,"19983530":6,"1999":[25,33],"1_1":[12,36,37],"1_2":[12,36,37],"1_3":[12,36,37],"1cm":[0,8,10,27,30],"1d":[1,2,3,37],"1e":[1,2,4,13,14,21,35,36,37],"1e10":14,"1e4":6,"1f":1,"1k":23,"1n":[0,30],"1s":4,"1x":[0,30],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,22,23,24,26,27,29,32,33,34,35,36,37],"20":[0,1,2,4,6,7,8,9,13,21,27,28,30,31,32,33,34,36,37],"200":[0,2,3,4,8,9,10],"2000":[0,31],"20015436":6,"20017452":[],"2004":[13,34],"2006":29,"2008":30,"2010":1,"2011":[1,37],"2014":4,"20142361":21,"2015":1,"2016":[0,30],"2018":[0,6,31,33],"2019":[8,9],"2021":[6,14,31,32,34],"2022":30,"2023":[3,4,15,16,17,18,19,20,21,25,30,32,33,34,35,36,37],"2027":9,"20272874":[],"20277777777777778":[1,37],"20289224":[],"20355156":33,"20371418":[],"20484434":[],"20500":9,"205231":30,"20594513":23,"2060":9,"2069":9,"20695722":30,"207545":[11,31],"207888":30,"20820528e":21,"20833333333333334":[1,37],"20867052175003364":[6,33],"20916295":31,"20956318":21,"209789":30,"20980":9,"21":[0,1,2,4,5,6,7,9,12,13,15,21,23,30,31,33,36,37],"210340":[11,31],"21055226":13,"21058097":5,"21059098":23,"21110005":33,"21130":9,"2116753732":4,"21169159e":6,"213103":[11,31],"213743":[11,31],"21401303e":[],"21460652":11,"214607":11,"21546249":21,"21596432":6,"216290":[11,31],"216683":[11,31],"21710121":[],"21879159":30,"22":[0,1,2,4,5,6,9,12,13,19,21,23,30,31,33,34,35,36,37],"22001043":30,"22044605e":[5,31,37],"22092934e":[],"221":8,"22103874e":[],"221180":[30,31],"22130126":30,"2216":9,"2218":9,"221805":2,"221921":5,"22209775e":[],"222400":[30,31],"22241171":27,"22328509":30,"22368396":30,"22416937":21,"22467274":33,"225":4,"22574374":30,"226296567359957":27,"22690428":5,"22729927":23,"2284246870217162":[6,33],"22847924":5,"23":[1,2,4,6,7,9,12,13,21,23,30,33,36,37],"23002365e":6,"23047985":21,"23076923076923078":9,"23110543":[],"23167717":5,"23192074e":[],"232435":[30,31],"23257415":[],"23333333333333334":37,"2338675":31,"233868":31,"23392132":30,"234":6,"23528337":33,"2364":9,"23643365":33,"2379":6,"238":33,"2397":9,"23971032":31,"23979359":21,"24":[0,1,2,4,6,9,13,19,21,23,30,33,36,37],"24005098e":[],"24085321":33,"24140":9,"24159785":31,"2416":9,"24175744e":6,"2419":9,"24251681":[],"24280599":[],"242806":[],"2430":9,"24390":9,"24444444444444444":37,"24569547":30,"246":2,"24602503e":[],"2465439":21,"24829908":5,"24906604e":6,"24968001e":21,"25":[2,3,4,5,6,7,8,9,11,13,15,20,21,23,24,30,31,33,34,36,37],"250":[2,4,7,9,34],"25000":[0,31],"250636":30,"25084316":[],"25139357":23,"251879":[30,31],"252436":[30,31],"255":3,"255001":[30,31],"25561567":27,"256":[2,4],"25617654e":6,"25617658e":6,"25650679":21,"25663096":23,"2572":9,"2575":9,"25844504":[],"25872167e":[],"259153":[11,31],"25920793":37,"2597":9,"26":[2,4,6,9,13,21,33,36],"26037366":23,"2619":31,"262638":5,"26263837":5,"26291451":27,"26292364":33,"26297455":31,"26301436":5,"26372759":21,"264":4,"26409315307910025":6,"2640931530791004":6,"264377":[],"26437713":[],"264421":30,"2650":9,"265109911":4,"26514544":23,"2654":9,"26666667":13,"26710969":5,"26780278":5,"268":9,"26803966":[],"26931499":13,"2697447":5,"26995402":31,"27":[0,1,2,4,6,13,21,31,33,36,37],"27092910":6,"27424746e":[],"27438488":21,"2750":9,"27547557":21,"276263":[11,31],"27650338":30,"27693602e":37,"27700":9,"27760":9,"27793476":11,"277935":11,"27859357":[],"27924636":5,"27971414":21,"27n_":27,"28":[1,2,3,4,6,9,13,16,21,31,33,35,36,37],"28008933":23,"280179":30,"280573":5,"280647":[11,31],"28081221e":[],"28096517":30,"281930":30,"28205578e":31,"28206156":[],"28210895":21,"282259":30,"282727":[11,31],"2830637392":4,"283078":23,"28336218e":6,"28390":9,"28391978":31,"28443039":33,"28475098":8,"28490569":30,"28566769":37,"28607817":23,"2861":27,"28621796e":[],"28638913":36,"28662669":[],"2871":9,"2873":9,"2882":27,"28837459":21,"2886":27,"2890":[0,30],"28908491":23,"2892":27,"29":[4,6,7,9,20,21,33,34],"29135778":5,"291358":5,"2915":27,"29153991":30,"29167186":5,"29199381":23,"29228133":[],"29275129":23,"2931":30,"29350903":21,"29384004e":[],"29401213":23,"2941718e":21,"29454955e":[],"29496954e":[],"2953":[3,4],"2954":[3,4],"2955":[3,4],"2956":[3,4],"2957":[3,4],"296414":30,"2968":30,"2980":30,"29822833":6,"2990":30,"299748":[30,31],"2_":[12,36,37],"2_1":[12,36,37],"2_2":[12,36,37],"2_3":[12,36,37],"2_i":[12,36,37],"2_m":[6,27,33],"2_t":[13,35,36],"2_x":27,"2b":27,"2c8f433990d1":[35,36],"2cm":8,"2d":[1,3,11,12,22,30,36,37],"2e":[6,33],"2f":[0,7,9,10,11,12,30,31,34,36,37],"2g":2,"2g_i":2,"2k":3,"2m":[6,33],"2n":[0,2,3,30,31],"2nd":9,"2p":27,"2pm":[28,30],"2pt":4,"2x":[0,3,8,13,30,35,36],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,22,23,24,25,26,27,28,32,33,34,35,36,37],"30":[0,1,4,6,7,9,10,13,21,28,30,31,33,34,35,36],"300":[21,36,37],"30000":[0,30],"30010":9,"30119421":8,"30170017":37,"30177145":21,"302":33,"30258509":[23,30],"303":6,"30335380e":[],"30442964":31,"30447937":[],"30466214e":6,"30478013":30,"30494363":[],"305":[0,30],"30567713":23,"306":[0,30],"30630294":27,"30677003":[],"306770031113352":[],"307":[0,30],"3072":3,"3073":33,"307631":11,"30763135":11,"3076923076923077":9,"30787294":6,"308":[0,30],"309":[0,30],"30940":9,"31":[4,12,23,27,30,36,37],"310":[0,30],"31022577":13,"310579":31,"3105791":31,"311":[0,30],"31113868e":[],"312":32,"3123314713548606":[6,33],"31276579e":6,"313":32,"31318084":5,"3139661":21,"31415359e":[],"31457796":5,"315":[6,32],"3155":[0,5,6,32,33,34],"31579721":23,"316":32,"31650694":6,"31705377":30,"31718909":11,"317367":11,"31803769":13,"3189":33,"31896852":8,"31927572":23,"31995103":[],"32":[3,4,6,12,13,23,27,33,35,36,37],"3200":[1,37],"32149601703519115":[6,33],"3214960170351912":[6,33],"3215":9,"32265589":21,"3228044":21,"32341247e":[],"324":2,"3245":2,"32450054":31,"3250":[1,6,37],"32577534":[],"32584888":23,"32615859":27,"326238":[30,31],"32632463":5,"326325":5,"32708194":30,"32941592e":[],"329492":30,"33":[2,4,9,12,23,28,33,36,37],"33020191":21,"3303366":21,"33066907e":[5,31],"33113018":[],"33166055e":5,"331939":[30,31],"333":[7,34],"33333333":13,"33408606":[],"33534416":27,"335849":21,"33746734":[],"33746734412664":[],"33860497":30,"33903511":[],"33995567":23,"339961":5,"3399612":5,"34":[2,4,9,23,33],"340071371496255":31,"3403":9,"340583":30,"340782":[11,31],"34100913":21,"34114547":5,"34149655":5,"341497":5,"34158540e":[],"342680":[30,31],"3436":[0,30],"3437":[0,30],"3439564710454786":9,"34412923":31,"34447052":23,"34517495":23,"34569596":5,"34685874":27,"34998197":21,"35":[0,2,4,6,9,17,24,28,30,33],"35140":9,"351636":[11,31],"35182854":5,"35412147":33,"35470445e":[5,31],"35533773":6,"35564856":[],"356399":[30,31],"3568919":[],"357508":[30,31],"35771826":6,"3581341341":4,"35825829e":[],"35846425":33,"359":[5,32],"3592571":21,"3597516959642966":27,"3597517":27,"36":[0,1,2,4,5,6,24,27,33],"360":[1,37],"36051635":23,"3613":9,"361556":[30,31],"3616476":[],"3621311":5,"3632959111950474e":6,"363295916323784e":6,"36420967":37,"36434588":[],"3655222":5,"367":2,"36789460e":[],"36795972e":[],"369139":[11,31],"37":[1,4,9,19,24,30,34],"3703468543933255":23,"370782966":4,"37112277":23,"37239927e":31,"3729492":23,"37388140e":[],"37396662":6,"375694":30,"3765":4,"376547":30,"3770":4,"3773":4,"377372":31,"37737221":31,"37853034e":[],"3786":4,"3789":4,"37900111":6,"37917253":30,"3795":4,"3799":4,"38":[1,4,9,24,27,30],"380":9,"38020451":5,"380205":5,"38088413":23,"3812":4,"38135733e":6,"3814":4,"3816":4,"38165546":[],"3817475779":[6,33],"3821":4,"382187":30,"38259375":30,"38319502e":[],"3834":4,"3836":4,"3837":4,"3838":4,"3838917029":35,"3840":4,"3842967":21,"38461538461538464":9,"38461539":35,"38465596":5,"38511413":27,"3853":4,"38533185":6,"3856":4,"386":9,"38629436":[23,30],"3865":4,"387":32,"3873":4,"38764522e":[],"3877":4,"3878":4,"38787447":30,"38831624":23,"3886":33,"38916861e":6,"3893":4,"38962192e":6,"39":[0,1,4,9,25,28,30,36,37],"3901":4,"3907":4,"3907408":[],"39078751e":[],"3919":4,"39197698":31,"391977":31,"39214397":31,"392144":31,"3923":4,"3928":4,"39300201":23,"39308683e":[],"3932":4,"3944":4,"39457095":23,"3948":4,"39483726":23,"39541528":[],"39572825":[],"39579407":5,"39612983":27,"39644178":[],"3970":4,"39706038":5,"39730396":24,"3975":4,"397700":[11,31],"39789527":[23,30],"39890447":21,"39895173e":[],"39931051e":31,"3996":4,"39965905e":[],"399836":[30,31],"3999":4,"3d":[2,3,4,6,13,24,33,35],"3f":[1,3,9],"3n":23,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,24,30,33,35,37],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,23,24,25,27,30,32,33,34,35,36,37],"40":[1,4,6,9,24,25,28,30,33,37],"400":4,"4000":[9,30],"4014":4,"401842":[11,31],"40216748":11,"4033":4,"40362053":[],"40389562":27,"404":31,"404130":11,"40413036":11,"4050":[29,30],"40500157":27,"405890":[11,31],"40620066":31,"406201":31,"40629059":[],"40644745":23,"4066":4,"4082":6,"4087":9,"4087793":5,"40892146":[],"40927184e":6,"40contain":25,"41":[0,1,2,4,9,23,25],"41021561":21,"4107":9,"41097603":[],"41219619":31,"41246325":23,"41291861":[],"41371745":[],"41433969":5,"415066":11,"41506637":11,"41511965e":[1,37],"415201":30,"4155":[2,15],"4166666666666667":9,"41771755":[],"418506":[11,31],"4187996":[],"41882037e":6,"42":[1,2,4,8,9,10,23,37],"421120085426022":[],"42138688e":[],"42172457":30,"42198678":5,"421987":5,"42239354":23,"4230769230769231":9,"42441033":5,"42450":9,"425564":[],"42556446":[],"42578415":30,"4258049":[],"42584543":21,"426":[6,7,34],"42800148":[],"428741":11,"42874148":11,"429":33,"429345":[],"42934502":[],"42967903e":[],"43":[0,2,4,7,9,23,34,37],"43043913":23,"43054282":5,"4310":30,"433":33,"43330971e":6,"43425860e":[],"43490863":30,"43496417":30,"435163":[30,31],"4353":4,"43579948e":6,"43639284e":31,"436462435":4,"43766686":11,"43809274e":[],"438136":[30,31],"439230":6,"44":[0,2,4,23,37],"44089210e":[5,31],"441182":[],"44118245":[],"441264":30,"442600":[11,31],"443217":[30,31],"444":9,"44407741e":[],"44418822":27,"44520102":23,"446033":33,"44624525e":31,"446453":30,"44729805":23,"44732200e":[],"44842116":36,"44921888":23,"44970586e":[1,37],"45":[2,9,28,30],"450":9,"450257":[11,31],"4504":9,"45065211":[],"45073476e":[],"450m":4,"45134965":23,"45207509":30,"452553":30,"45255977":13,"45281756":27,"45308692":23,"45405253e":[],"455173":33,"4555094":[],"455592":21,"4557763":11,"455947":[30,31],"455m":4,"456":9,"45610021":30,"456m":4,"457":[2,4],"458027":[30,31],"458078":[11,31],"458m":4,"45915671e":31,"45922756e":[],"45960079":5,"46":[2,9,28,30],"4600624385659884":30,"4601":9,"46022436e":[],"46153846153846156":9,"462":[7,34],"462m":4,"46313714":[],"46383925e":6,"46383926e":6,"463861":30,"4676059":31,"467606":31,"467818":[],"46781836":[],"468m":4,"46984697e":6,"47":[2,9,28,30],"47042744":5,"470714":[30,31],"47075725":6,"47116868e":6,"47125748":5,"47132891":5,"47176716":33,"47176783":33,"47179152":33,"471874":11,"47187428":11,"47202442":33,"47313680":33,"473m":4,"47430124e":[],"47447472":23,"475405":[],"47540513":[],"47610036":6,"47701204":30,"477m":4,"47815203":11,"479465113":4,"479m":4,"48":[2,4,9,33],"480":30,"48134747":30,"481401":5,"48140137":5,"48145226":23,"481979":6,"48240312e":[],"48243352e":[],"48257387":[28,30],"483257001":13,"48336413":[],"483m":4,"48418018":[],"48423285":30,"48464841":23,"48476997":11,"484m":4,"48598711":[],"485m":4,"48629506":30,"487m":4,"48815255e":[],"488m":4,"489502":11,"48950243":11,"48994188":5,"49":[2,5,6,9,11,24,31,35,36],"49078463":[],"49152":3,"492m":4,"4940954":[0,30],"49555885e":[],"4959161509357395e":6,"495916150936645e":6,"495m":4,"49616116":23,"497":[3,4],"4974810657432664":[],"497m":4,"498":[3,4],"49865980e":[],"499":[3,4],"4990":27,"4992":27,"4997":27,"499m":4,"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[28,30],"4s":4,"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,21,23,24,27,30,31,32,33,34,35,36,37],"50":[1,2,3,4,6,7,8,9,10,13,21,30,31,33,34,35,36,37],"500":[1,3,4,6,9,10,13,33,34,35,36,37],"50000000e":37,"50000455":5,"50000553":5,"50000718":5,"50000855":5,"50000969":5,"50001063":5,"50001142":5,"50001207":5,"50001261":5,"50001306":5,"50001343":5,"50001374":5,"500014":5,"50001414":5,"50001422":5,"50001439":5,"50001454":5,"50001466":5,"50001476":5,"50001485":5,"50001492":5,"50001498":5,"50001502":5,"50001506":5,"5000151":5,"50001512":5,"50001515":5,"50001517":5,"50001518":5,"50001519":5,"50001521":5,"50001522":5,"50001523":5,"50001524":5,"50001525":5,"50079895":27,"500m":4,"501":[3,4],"5018":27,"50184628e":[],"501m":4,"502":[3,4],"50227564e":6,"50274255":23,"503":[3,4],"50321091":5,"504":[3,4],"50427787":33,"50462474":23,"505":[3,4],"50519365":[],"50562981":[],"506":[0,3,4,31],"506553":31,"50655336":31,"50691065":27,"50697511":30,"507":[3,4],"50721349":30,"507d50":[9,10],"508":[3,4],"50837888e":[],"50846111e":6,"50846112e":6,"50j":[13,35],"50x10":[1,37],"51":[2,10],"510":[1,37],"511":[3,4],"511888":5,"51191552":6,"512":[3,4],"51374050":33,"514219":[30,31],"515m":4,"5177783846":4,"51845286":23,"518895":30,"52":[3,4,35,36],"52015514":[],"52204004":23,"52209178":[],"5222222222222223":37,"522836":30,"522m":4,"52362157e":31,"52400486e":[],"52482437":30,"525054":[],"52518625":30,"525739":11,"52573941":11,"526744":[11,31],"52775466":33,"52795454":11,"52856208":21,"52874252":5,"52944573":11,"529446":11,"5297947920715131":[],"53":[2,3,4,9],"5303329":11,"5305555555555556":[1,37],"531280":[30,31],"5320148":23,"53250091":30,"53278871":5,"532789":5,"5340022":[],"534362":30,"53542722":27,"53703498":6,"53738247":33,"53755010e":[],"5378811":11,"53811172e":[],"5384615384615384":9,"539261":[11,31],"54":[2,3,4,6,9,27],"540":9,"54039921":5,"54041041e":5,"541605":[30,31],"54285633":27,"543939":31,"54393936":31,"544439":[30,31],"54637219":33,"55":[1,2,3,4,9,37],"55086461":30,"552042":4,"55315304":27,"55328795e":[],"5555555555555556":37,"555m":4,"556m":4,"557795":[11,31],"55854694":11,"55868255":[],"5594":6,"55955126":23,"55972302e":[],"56":[1,2,3,4,9,37],"56033697":5,"56171141":30,"56198284":5,"561m":4,"56240703e":[],"56288861":27,"562888614232874":27,"563167":30,"56364308":30,"56366546":23,"56399029e":[],"564":9,"564374":[11,31],"56465688":23,"56477354":[],"565":9,"56536":[0,30],"56570797e":[],"56589683":33,"566":9,"56636537":[],"56636616e":6,"567":9,"56740132":[],"568":[9,33],"568587":5,"56858701":5,"569":[1,9],"56912044e":6,"56939714":5,"56965674":33,"57":[0,2,3,4,8,9,28,30],"570":9,"571":[5,32],"571105947979344e":6,"571105947979394e":6,"57201944e":6,"572069":30,"57285536":[],"573029":[],"57302926":[],"574465":[11,31],"57572321":23,"576":33,"57670824":23,"5769230769230769":9,"5786304":21,"57952471e":[],"58":[2,4,9,10,28,30],"5808118":[],"58193124":[],"581m":4,"58268575":[],"5828247":27,"5829913":30,"5833333333333334":9,"583595":[30,31],"58492636e":31,"58742004e":[],"58818643":23,"58841019e":[],"5888888888888889":37,"58948138":27,"58948347":23,"59":[2,4,9],"59004971":23,"591317992":4,"59222238":[],"5944444444444444":37,"59446603":[],"59511582":23,"59589728e":[],"596m":4,"5974862":[],"59895188":30,"59916814e":[],"5cm":27,"5f":[8,35],"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,23,27,28,30,31,32,33,34,35,36,37],"60":[1,2,3,4,9],"60000":4,"6019067271":4,"60293962":5,"603636":30,"6037092":30,"60383004":30,"60420593":5,"60543038":31,"60673226":11,"6067329321734374":[],"606760":5,"6071713":[],"60815105":6,"60943791":[23,30],"61":[2,7,34],"61043964e":[],"6111111111111112":37,"61197218":23,"612939":[30,31],"613579":[30,31],"61394448":23,"614808":[11,31],"61504341":30,"61532006":[],"6153846153846154":9,"61585143":27,"61702282":6,"61775176":33,"618982":[30,31],"61971639e":[],"61992828e":[],"62":[3,4],"621102":30,"62373464":11,"625":[7,34],"62554614":[],"626635268":[6,33],"62841921":[],"62862896":23,"6289054":30,"62894215":5,"62919818":30,"63":[0,1,3,4,6,7,31,33,34,37],"6300745149331701":31,"63025821e":6,"63162342":31,"63180447":33,"63249532e":6,"63277911e":[],"633949":30,"634715":[],"63471545":[],"63498144":5,"63567272":23,"63677721":[],"637129335071195":31,"63849228e":[],"63875295":[],"64":[1,2,3,4,7,13,23,30,34,35,36,37],"64012627":5,"64111239":[],"64147722":30,"64158883e":34,"64291044e":[],"64292493":[],"64299732":30,"64316192":33,"64316482":33,"64391062":5,"643m":4,"64502836":27,"64550753":27,"646283":[11,31],"64742912e":6,"647473":[11,31],"64846973e":[],"649382":[11,31],"64969451":5,"649695":5,"64x50":[1,37],"65":[1,2,3,4,7,8,9,34,37],"65036493":[],"65196615":21,"652187":11,"65218729":11,"6536392":31,"65408703e":[],"65442354":31,"654424":31,"654m":4,"65571174e":31,"65599456":31,"65628888":30,"6568551":23,"65704027":30,"657041":30,"65720414":27,"65743689":31,"65833132":31,"65885453":5,"65891389":31,"658914":31,"66":[2,3,4],"66051179":[],"66064822":31,"66080313":31,"66204648":6,"66219404":6,"6628996975186953":31,"66294408":31,"66323494":27,"6638":9,"6652177":31,"66545355":[],"66560":9,"66562658e":[],"665m":4,"666597":30,"666897":[],"66689729":[],"667":9,"667239":30,"66798429":[],"668172":[30,31],"67":[2,9],"67035174":30,"67047975e":6,"67189384":30,"671m":4,"67264685":[],"672721":[30,31],"67314874e":5,"67347822":[],"67432237e":[],"67554897":30,"67640036":30,"67671601":[],"6780674":[],"67890723":23,"68":2,"68192193":5,"68286725":31,"68419351":5,"684194":5,"68534263e":6,"68542204":5,"685643":[],"68564345":[],"68592431":33,"6860597312101988":[],"6869":9,"68759903e":[],"687m":4,"6887363571":4,"68929213e":6,"689345":30,"689519":[11,31],"69":[2,7,9,27,34],"690":9,"69009002":30,"690617":[30,31],"69069n_":27,"690710":[],"69071035":[],"69111133e":[],"692":[33,37],"692268":5,"69226802":5,"69230769":35,"6923076923076923":9,"692m":4,"69484813e":5,"69504801":6,"69582036":27,"69634577e":6,"69695259":5,"69714468":[],"6980":[21,35,36],"69818111":23,"69873514":23,"699":2,"69908626":6,"6999536":11,"6n_":27,"6pm":30,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,15,21,23,24,26,27,29,30,31,33,34,35,36,37],"70":[1,7,9,34,37],"700":2,"70037324e":31,"701":2,"701370":5,"702":2,"704":2,"70573539":[],"70653767":4,"706833":30,"70710678":[5,31],"70832814":5,"7086067479626619":31,"7094664":[],"709698":30,"71":[1,37],"7100524":[],"71142161":31,"711422":31,"7119":9,"712018":[11,31],"71269506e":[],"71285447":30,"713163":30,"7135487":11,"71375273e":[],"71424969":[],"71437567912473":27,"71437568":27,"71467081":27,"71504681":[],"71640333":23,"71737253":31,"71761101":31,"718165":5,"72174172":11,"72228205":30,"72271878e":6,"72328506":23,"7236674":5,"724":3,"72742343e":21,"72859758":5,"72981762":8,"73":[6,33],"731000":[30,31],"73231305":[],"73293298":30,"733096":[30,31],"734107":11,"73410729":11,"73448544":23,"73456649":21,"74":[6,33,35,36],"740":9,"74081822":8,"740m":4,"741391":5,"7413913":5,"741m":4,"74280244":23,"74384949":31,"74401372":[],"74462857":[],"74577867":23,"74607851":31,"74724767":23,"74818082":30,"74829661":31,"74840212":5,"7490462":27,"749765":[30,31],"75":[2,5,6,8,9,11,24,30,31,33,37],"750445":[30,31],"75050135":31,"7506274061293645":11,"751699":[11,31],"75170092":5,"75268791":[],"75269037":31,"75282841":23,"75354069":[],"75457798":[],"75576555":31,"75627883":11,"756279":11,"75631027":30,"756352":[30,31],"75719828":30,"75770568":31,"75823753e":[],"75963425":[],"76":[2,9,28,30],"76004012":27,"76010633":23,"76077707e":[],"76084455":30,"76174289e":[],"7644":4,"764997683364458":[],"765":[7,34],"7651068":27,"7664107":30,"76771975":30,"7692307692307693":9,"76936315":5,"7694444444444445":37,"7697":33,"77":[2,9,28,30,35,36],"770204":3,"77025447e":[],"77152076":5,"7718":9,"77265448":31,"77343022e":[],"77448317e":[],"7748567":21,"77632628":[],"77636e":[13,36],"77646856":30,"77714169":8,"7779287093124035":[],"77794957":23,"7782028952":4,"77856932":[],"78":2,"78009660e":31,"78156479e":5,"78177713":[],"78184120e":6,"78299706":27,"785061":30,"78524451e":[],"78556129":30,"78882958":23,"78886274":21,"78941903":5,"78951443":21,"79":2,"79072516":[],"79111643":5,"79125269":[],"791809":[],"793167":[30,31],"79328516":[],"794282":[11,31],"794906":[],"79490641":[],"795225339396409":5,"79550688e":21,"79675445":27,"79787771":27,"79896478e":[],"79909592":33,"79914677":27,"7993408651198877":33,"79934087":33,"7995707762668065":33,"7d7d58":[9,10],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,23,24,25,27,30,31,32,33,34,35,36,37],"80":[0,1,2,5,8,9,31,32,33,37],"800":[4,7,34],"80152684":23,"80189569":[],"80228781e":[],"802550782087107":[],"80354994":6,"80460179":33,"80469739":5,"80540415e":[],"80548430e":[],"8055555555555556":37,"80609615e":6,"80609616e":6,"80625657":37,"80802836":30,"80847477e":6,"80861057":11,"808611":11,"81":[1,37],"81048318e":6,"81071342":30,"81114345":21,"81160425":5,"81333804":6,"814":[7,11,34],"81597834":33,"815am":[28,30],"81633628":11,"816454":[30,31],"81664404":[],"816847":[30,31],"81753152":23,"81784973":27,"8182":33,"8197":33,"82":2,"82102668":[],"82139086e":[],"82198978":5,"82296251":23,"82410428":30,"82651934e":[],"8265786":5,"82909728":23,"83":[2,30],"8305555555555556":37,"83146596":33,"83190841":21,"83298727":[],"832987270767667":[],"832m":4,"83384573":31,"83443698":[],"83488328":23,"83512277":5,"83657122":30,"83752888e":[],"83770406":[],"83793362":30,"83870794e":[],"839818":30,"84":2,"84082439":30,"84159521":23,"842436":[30,31],"84290819e":[],"84355903e":[1,37],"84359332e":[],"84380376":23,"84443254e":[1,37],"84444399":[],"845716766413386":27,"84571677":27,"84575663":27,"8461538461538461":9,"84638256":[],"846383":[],"84666445":36,"84780262":6,"84846601":[],"84858":32,"84859258":13,"84923989e":6,"84927263":11,"84929103":23,"84942247e":[],"84994524":5,"84m":4,"85":[1,2,9,37],"850164":5,"85035714":[],"85263220":6,"85278920e":5,"85288931":[],"85297050e":[],"853835":30,"85514104":27,"85548858":27,"85601992":5,"85615662":30,"85714286":34,"8574":[],"858":9,"858185":30,"8583333333333333":37,"85888897e":[],"86":2,"86012593":23,"86015267":30,"86117291":5,"86134827":5,"86145244":11,"861676":30,"86221134":23,"86252988":6,"86341536":30,"8635085":11,"8638888888888889":37,"86452742":[],"86619181":30,"86630":9,"8666666666666667":37,"86666667":34,"86810":9,"869":[0,30],"87":[9,31],"870":[0,30],"8702784034":4,"87072815e":31,"871":[0,30],"8722222222222222":37,"873":[0,30],"87381451":5,"874":[0,30],"87403627e":[],"87458904":30,"875":37,"87533278":13,"875794":27,"8759":[13,36],"876":6,"87627342":33,"87795661":30,"878123":30,"8784267":31,"88":[0,2,13,35,36],"88046261":5,"8805555555555555":37,"88168312e":6,"88182591":31,"88305878":30,"88323026":31,"88336879":5,"884399":27,"884669":31,"88529063e":6,"88613493":31,"88744469e":[],"888577549915147":5,"8888888888888888":37,"88908909e":[],"89":2,"89126914e":31,"8915573":[],"89288636":11,"89410423":5,"8942133":13,"8944444444444445":37,"89609007":23,"896911":5,"8969113":5,"89793609":23,"89823921":37,"89996783":36,"8f":[6,33],"8g":[6,33],"8n":23,"8x8":[1,37],"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,21,23,25,26,27,28,30,31,32,33,34,35,36,37],"90":[1,2,9],"90075537":5,"9011":6,"90220243":5,"90223115":30,"90266948":5,"9027777777777778":37,"90297441":37,"90325763":30,"9036573":23,"9040":9,"904648525660773":27,"90475506e":6,"9054":33,"9055555555555556":37,"906747":5,"90803422":13,"908736":[],"90873644":[],"91":[28,30],"910":9,"91050344e":[],"9111111111111111":37,"91128596":5,"912":[3,4],"9129629":30,"914":[3,4],"9142491":30,"91492986e":6,"915":[3,4],"91538877":[],"91650774":[],"916508":[],"9165822":27,"9166666666666666":9,"917":[3,4],"91760278":5,"91784246":[],"918":[3,4],"91812702":5,"918992":[30,31],"91966064":[],"92":[6,9,28,30],"92067658":[],"9208878":13,"92103867":[],"92236466e":[],"9230769230769231":9,"923602":30,"92405283":[],"925":37,"92507116e":[1,37],"92578916":5,"92579609e":[],"92648983":21,"92651068":33,"92717417":30,"92729959":30,"92772833":23,"9277777777777778":37,"92857143":[7,34],"92930426e":[],"9295763474254684":11,"9305555555555556":37,"931":[0,30],"93155188":5,"93158979":5,"932656":[],"93267138892912":[],"93267139":[],"933":[5,32],"93420126":37,"93492130e":6,"93500562":[],"93528653e":[],"93571082":27,"93601008e":31,"937":27,"937082":[30,31],"93799826":5,"938":27,"93820524":13,"9387":9,"93884803":27,"939":[0,27,30],"93944615e":[],"93988393":21,"94":[7,27,34],"94226022e":6,"94230225":[],"942422095469182":[],"94256677":[],"94260358":11,"942604":11,"94273542":31,"94284104":5,"94320205":5,"94338159":27,"943439":5,"944":[3,4],"94433302e":[],"9444444444444444":[1,37],"94484047e":37,"945":[3,4],"94591015":[23,30],"946":[3,4],"94639099":11,"946957":5,"94697839":30,"947":[3,4],"9472222222222222":37,"948":[3,4],"94814932":21,"94815131":27,"9481513127527335":27,"94822514":6,"9482527":5,"94854992":13,"94866246":23,"949":[3,4],"94938706":[],"95":[1,7,9,11,33,34,37],"950":[3,4],"95008046":6,"951":[3,4],"951109":[],"95117099":30,"95190644":30,"95231424":5,"952387":31,"9527777777777777":37,"95284275":5,"953065564":[1,37],"95327702":23,"95329348":[],"95351665":5,"95355327":[],"954":27,"95429024":[],"95508909":[],"95511792":31,"955118":31,"9555555555555556":37,"95558642":31,"955820c21e8b":4,"956563":[11,31],"95684892":5,"95686268":[],"95697233e":21,"95703":[13,36],"95763525":[],"9578":6,"958228616652075":5,"96":[1,6,7,11,33,34],"960":27,"9601304850035702e":6,"960130485007504e":6,"96024953":5,"96033509e":[],"96046928":27,"96084663":5,"961":27,"96183456":30,"962":27,"962990":30,"963198":23,"9637117593816477":6,"9640435":5,"96461989e":[],"9649652536":4,"965548":[30,31],"96611032":30,"96631321":31,"96688672":5,"966899":30,"9674916":5,"96750421":23,"967809":[11,31],"96804366":27,"96841776":13,"96890557e":[],"97":[7,34],"97005689":5,"97062694":27,"97069774":11,"970698":11,"97108e":[13,36],"9716":[],"9722222222222222":37,"9723":[],"97243128":5,"97300836":5,"97488151":30,"97497404e":6,"975":37,"97507735":5,"97514104e":[],"97594511":21,"9764":[],"97644118":5,"9765":[],"97690235":33,"97705827":5,"97758848":5,"9777777777777777":37,"978":32,"9780387310732":29,"9780387848570":29,"97804446":13,"9781492032632":29,"9783319210079595":11,"978553":5,"97879245":21,"97898392":[6,31],"97906022e":31,"97926491":5,"97948913":23,"98":[0,1,7,9,34,37],"980":9,"98004227":23,"9805555555555555":37,"98091621":5,"98127617":27,"981321":[30,31],"98139097":5,"98215566e":[],"98275501":5,"983310":[30,31],"98404993":[],"98413059":5,"984182":11,"98418221":11,"98430782":11,"984308":11,"98454786":5,"984601":[],"98460101":[],"9849967686928113":34,"985":27,"98566191":5,"986":27,"9861111111111112":37,"98620879e":[],"986699":5,"98680716":5,"98686102":[],"98694705":27,"98716878":5,"9871776311306221":27,"98808176":5,"98822371":6,"988835":11,"9888544725633199":[],"9888888888888889":37,"989":27,"9890348":5,"98914003":21,"9893447":5,"98947894":31,"9898ff":[9,10],"99":[1,7,9,11,13,21,33,34,35,36],"990":9,"99009525":5,"99051150":6,"99083639":21,"99084226e":[],"99088801":5,"991":27,"99106686":[],"99115119":5,"99176998":5,"992":27,"99215828":30,"99242921":5,"99265097":5,"99268332":30,"993":27,"99316252":5,"99371056":5,"99389612":5,"9940253773173835":[],"9943201":5,"9947756":5,"99492986":5,"9950597269547777":31,"99528218":5,"99539415":5,"9955500279779226":[],"99566069":5,"99578809":5,"996":[5,32,33],"99608161":5,"9963311287748658":31,"9963961":5,"99650061":5,"9967458":5,"9969332511584248":31,"99700706":5,"99709215":5,"99729756":5,"99751458":5,"99758326":5,"99767262":21,"99775587":5,"9978254":21,"99793613":5,"99799099":5,"99813653":5,"99828624":5,"9983295":5,"99845267":5,"99854557":31,"998577":5,"99861053":5,"99862019":31,"99866581":21,"99869482":31,"99871521":5,"99876945":31,"99881845":5,"99883628":31,"99884384":5,"99884409":31,"99891093":31,"99891873":31,"99893323":5,"99898558":31,"999":[9,21,27,35,36],"99901896":5,"99903755":5,"99906023":31,"99911427":5,"99912709":31,"99913489":31,"99918546":5,"99919837":5,"99920175":31,"99926459":5,"99927642":31,"9993237":5,"99932732":21,"99933188":5,"9993511":31,"99938942":5,"99941797":31,"9994385":5,"99944037":21,"99944272":5,"99949266":31,"99949306":5,"99953381":5,"99953475":5,"99956735":31,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":31,"99970988":5,"9997332":5,"99975913":5,"99977849":5,"99978365":31,"99980002":5,"9998161":5,"99984215":21,"99984732":5,"9998542":21,"99987324":5,"99988325":21,"99989476":5,"99991263":5,"99992746":5,"99993978":5,"99995":5,"999955585168597":6,"99999985":[],"9m":4,"9x":[6,24],"9y":[6,24],"\u00f8yvind":[6,31,32],"abstract":[1,20,35],"boolean":4,"break":[0,4,6,11,14,30],"byte":[23,30],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,21,22,23,24,25,30,33,36,37],"catch":[0,30],"class":[0,1,3,4,6,7,8,9,11,12,13,27,30,33,35,36,37],"default":[0,1,2,4,6,7,13,16,23,24,25,30,31,32,34,35],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,21,23,24,25,31,34],"ekstr\u00f8m":4,"export":9,"f\u00f8470":[28,30],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19,20,24,26,27,28,30,33,34],"float":[0,3,4,5,9,11,13,14,23,30,31,35,36],"function":[2,3,4,5,9,14,15,16,17,18,19,22,23],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,17,24,27,33,34,35,36,37],"int":[0,1,2,3,4,5,6,11,13,14,21,23,27,31,33,35,36,37],"long":[0,1,3,4,12,13,30,34,35,36,37],"m\u00f8svatn":[6,24],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,21,23,24,30,31,34,35,36,37],"null":30,"public":[0,22,30],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,21,23,24,27,30,31,32,33,34,35,36,37],"sch\u00f8yen":[6,31,32],"short":[4,5,24,25,32,33],"super":[3,5,31,32],"switch":0,"throw":[3,6,27,33],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,23,24,25,27,30,31,32,33,34,35,36,37],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,22,23,24,25,27,30,31,32,33,34,35,36,37],"var":[1,5,6,10,11,13,18,19,24,27,30,31,32,33,35,37],"while":[0,1,3,4,5,6,7,8,9,11,12,13,27,30,31,32,33,34,35,36,37],A:[2,3,5,6,7,10,11,12,13,16,18,20,22,23,24,25,26,27,28,29,31,35,36,37],AND:2,And:[0,3,4,5,6,9,13,20,22,24,25,27,37],As:[0,1,2,3,4,5,6,8,10,12,13,16,23,24,25,27,30,31,32,33,34,35,36,37],At:[0,4,6,13,24,30,35],BE:[0,30],Be:[2,22,30],Being:[13,35],But:[0,1,2,3,5,6,9,10,25,27,31,32,33],By:[0,3,5,6,12,13,17,23,30,31,32,33,34,35,36,37],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,24,25,26,27,29,30,31,32,33,34,35,36,37],IF:[6,32,33],IN:29,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,21,22,23,24,25,27,30,31,32,33,34,35,36,37],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,23,24,25,27,29,30,31,32,33,34,35,36,37],Is:11,Ising:[5,12,31,36,37],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,23,24,25,27,30,31,32,33,34,35,36,37],Its:[1,2,4,11,37],NO:[7,11,34],No:[3,4,6,9,30,32,34,36],Not:[0,1,5,6,30,31,32,33,36,37],OR:27,Of:27,On:[0,3,15,26,27,28,29,30],One:[0,1,3,4,5,6,7,8,11,12,13,17,20,21,24,27,31,33,34,35,36,37],Or:[0,1,6,24,30,34],Such:[0,6,12,16,27,33,34,35,36,37],That:[0,5,7,10,11,12,14,19,24,27,30,32,33,34,37],The:[4,10,13,14,15,16,18,19,20,21,23,24,25,26,27,28,29],Their:37,Then:[0,1,6,8,9,10,11,12,13,14,23,24,30,31,33,34,35,36,37],There:[0,3,4,5,6,8,9,11,12,14,23,24,26,27,28,30,31,32,34,35,36,37],These:[0,2,3,4,5,8,9,10,11,12,13,14,15,16,23,24,25,27,28,30,31,32,35,36,37],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,23,24,25,27,32,33,34,35,36,37],With:[0,5,6,8,9,10,11,12,14,18,23,24,25,27,30,31,33,36,37],_0:[5,8,10,11,13,31,34,35],_1:[2,5,6,8,10,11,12,13,14,23,31,32,33,34,35,36,37],_2:[2,5,8,11,12,13,23,31,35,36,37],_3:23,_4:23,_9:[13,35,36],_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,18,19,21,23,24,30,31,32,33,34,35,36,37],_________________________________________________________________:4,__call__:[3,4],__class__:10,__doc__:[6,33],__future__:[8,9],__getattr__:32,__getitem__:2,__init__:[1,2,3,32,37],__main__:2,__name__:[2,10,32],__traceback__:[3,4],_auto10:[6,12,36,37],_auto11:[6,36],_auto12:[6,36],_auto1:[2,3,4,5,6,7,12,13,21,23,27,31,34,35,36,37],_auto2:[2,3,4,5,6,12,13,23,27,35,36,37],_auto3:[3,4,5,6,12,13,23,35,36,37],_auto4:[4,6,12,13,23,35,36,37],_auto5:[4,6,12,13,23,35,36,37],_auto6:[4,6,12,23,36,37],_auto7:[4,6,12,23,36,37],_auto8:[6,12,36,37],_auto9:[6,12,36,37],_base:8,_build:[0,17,19,22,24,29,30],_build_call_output:[3,4],_c:[1,37],_call:[3,4],_call_flat:[3,4],_check_optimize_result:[7,11,34],_compon:11,_decor:[0,30],_depth:9,_distn_infrastructur:34,_eagerdefinedfunct:[3,4],_fraction:9,_handl:[3,4],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,19,24,30,31,32,33,34,35,36,37],_inference_funct:[3,4],_interpolatefunctionerror:[3,4],_j:[0,1,2,3,5,6,8,13,17,19,24,31,32,33,35,37],_jit_compil:[3,4],_k:[13,34,35,36],_l:[12,36,37],_lambda:[6,30],_leaf:9,_lock:[3,4],_logist:[7,11,34],_m:10,_make_vjp:[2,13,36],_maybe_define_funct:[3,4],_multilayer_perceptron:37,_n:[2,5,8,11,13,31,34,35],_node:[2,9,13,36],_notokstatusexcept:[3,4],_num_output:[3,4],_p:[5,8,31],_process_traceback_fram:[3,4],_r:[3,4],_ratio:11,_sampl:9,_select_forward_and_backward_funct:[3,4],_split:[6,9,24],_src:21,_stateful_fn:[3,4],_stateless_fn:[3,4],_t:[13,21,35,36],_test:[6,24],_trace:[2,13,36],_unpad:2,_valu:[2,13,36],_varianc:11,_weight:9,a0:3,a0faa0:[9,10],a1:[0,30],a2:[0,30],a3:[0,30],a4:[0,30],a_0:[0,21,25,30],a_1a:[0,30],a_1x:[21,25],a_2a:[0,30],a_2x:[21,25],a_3:[0,30],a_3a:[0,30],a_4:[0,30],a_4a:[0,30],a_:[0,1,16,23,30,31,37],a_h:[1,37],a_i:[0,1,2,12,30,37],a_j:[1,12,37],a_k:[0,1,12,37],aaron:29,ab:[0,2,5,13,14,21,30,31,32,35,36],ab_channel:22,abandon:1,abbrevi:26,abid:27,abil:[0,10,30],abl:[0,1,4,5,6,7,10,12,13,16,24,31,34,35,36,37],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,22,23,24,25,28,32,33,34,35,36,37],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,23,24,25,27,29,30,31,33,34,35,36,37],abovement:[6,33],abscissa:[13,34,35],absolut:[0,2,5,6,13,30,31,32,33,35,36],absorb:[31,32],acceler:[13,21,35,36],accept:[0,3,6,9,24,30,31],access:[0,3,11,27,31],accid:[4,6,33,34],accompani:[0,30,31],accomplish:[8,9,13,35,36],accord:[0,1,2,5,6,9,12,13,14,15,16,27,30,32,33,34,35,36,37],accordingli:11,account:[0,3,5,13,15,27,30,32,33,35,36],accumul:[12,13,21,27,35,36,37],accur:[0,3,4,6,10,13,33,35,36],accuraci:[0,1,3,4,5,6,7,9,10,11,12,25,30,31,34,36,37],accuracy_scor:[0,1,10,30,37],accuracy_score_numpi:[1,37],achiev:[0,1,5,6,8,12,23,30,32,33,36,37],aco:27,acquaint:[22,30],acquir:[1,22,30],acr:[0,31],across:[1,3,6,9,22,30,33,37],act:[1,3,23,37],action:27,activ:[0,2,3,4,9,26,28,30,33,34,35],actual:[0,1,4,5,6,8,11,16,23,27,30,31,32,33],ad:[1,3,4,5,8,13,15,16,23,32,33,34,35],ada_clf:10,adaboostclassifi:10,adadelta:[13,35,36],adagrad:25,adam:[1,3,4,25,28,30],adapt:[4,6,13,29,31,33,34],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,21,24,25,27,30,31,32,33,35,37],add_outgrad:2,add_subplot:[1,7,12,14,34,36,37],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,21,22,23,24,27,28,29,30,31,32,33,34,35,36,37],addition:[12,13,34,35,36,37],address:[1,9,11,13,30,35,36],adjac:[3,12,36,37],adjoint:[5,31,32],adjust:[0,5,12,13,34,35,36],admir:[0,30],advanc:[4,6,12,29,30,33,36,37],advantag:[1,3,5,6,10,13,23,32,33,34,35,36,37],adversari:30,afecionado:30,affect:3,affin:[0,3,8,11,31],afford:3,aficionado:30,aforement:14,african:[0,31],after:[0,1,2,4,5,6,9,11,12,13,15,20,21,22,23,24,25,27,30,31,32,33,35,36,37],afterward:[0,30],ag:[0,7,26,30,31,34],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,21,24,25,27,30,31,32,33,35,36,37],against:[1,4,7,10,21,25,34,37],agegroup:[7,34],agegroupmean:[7,34],aggreg:[9,10],agorithm:10,agre:[5,6,27,32,33],agreement:[13,21,35,36],ahead:9,ai:[0,25,29],aid:[11,20],aim:[0,1,4,6,7,11,14,15,16,22,23,24,25,31,33,34],ainv:5,airplan:3,aka:[5,32,33],al:[0,2,4,15,16,17,25,29,30,31,32,33,34,35,36,37],alarm:[5,7,32,33],algebra:[0,3,5,13,21,22,31,32,33,35,36],algorithm:[0,1,2,4,5,6,7,8,13,14,22,23,24,27,29,30,32,33,34],align:[0,2,5,6,7,8,13,24,27,30,31,32,33,34,35],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],allevi:[1,13,34,35],alloc:[3,23],allow:[0,1,2,3,5,6,8,10,13,15,16,22,23,24,30,31,32,33,34,35,36,37],almost:[0,1,6,8,11,13,21,27,30,33,34,35,36],alon:[2,9],along:[2,3,4,5,6,9,10,11,22,23,30,31,32,33,34],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,27,30,31,33,34,35,37],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13,35],alpha_k:[13,35],alpha_m:10,alpha_n:3,alpha_opt:[13,35],alreadi:[2,3,4,5,6,10,12,22,23,27,30,31,32,33,36,37],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,27,30,31,32,33,34,35,36,37],alter:[1,37],altern:[0,1,4,5,6,7,8,9,11,13,23,24,30,31,32,33,34,35,36,37],although:[0,1,5,6,8,10,13,16,21,30,32,33,35,36],alwai:[0,3,5,6,12,13,16,21,27,30,31,32,33,34,35,36,37],am:[4,31],ame2016:[0,30],american:[0,31],among:[0,3,5,9,10,12,23,30,31,32,36,37],amongst:[5,32,33],amount:[0,1,3,4,6,8,10,14,22,33],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,19,20,21,22,23,24,25,27,28,29,31,32,33,34,35,36,37],an_:27,anaconda:[0,1,15,22,24,30],analog:[13,35,36],analys:[6,32,33],analysi:[1,3,4,7,14,15,16,17,19,21,23,29,34,37],analyt:[2,3,5,6,7,12,13,15,22,24,25,30,31,32,33,34,35,36,37],analytical_gradi:21,analyz:[0,1,3,4,5,6,16,17,24,25,27,30,31,32,37],andrew:[1,37],angl:[0,3,9,31],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18,27,30,31,32,33,36,37],anim:[4,12,36,37],ann:[12,36,37],annot:[0,1,3,7,8,30,31,34,37],announc:30,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,23,24,25,27,30,31,34,35,36,37],ans_vspac:2,ansatz:[0,30],answer:[0,1,3,5,6,23,24,25,28,30,32,33,37],antialias:[2,6,24],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,27],anytim:[28,30],apach:1,apart:[11,13,34,35],api:[1,22,30],appar:2,appear:[0,1,3,13,16,23,27,30,35,36,37],append:[1,3,4,8,9,13,21,30,35],appendix:24,appl:[3,4],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,24,25,27,29,30,31,32,33,34,35,36,37],applic:[0,1,3,4,5,6,7,9,12,13,21,23,24,27,29,30,31,33,34,35,36,37],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,21,22,27,29,31,34,37],appropri:[2,6,9,12,13,22,27,33,35,36,37],approv:30,approx:[0,2,3,6,10,11,13,27,30,33,34,35,36],approxim:[0,1,2,3,4,5,6,7,10,11,13,18,19,24,27,30,31,32,33,34,35,36],apt:[0,15,22,24,30],aq:27,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],aragorn:30,arang:[1,3,4,6,7,9,10,12,13,24,30,34,35,36,37],arbitrari:[1,4,6,8,12,13,27,33,34,35,36,37],arbitrarili:[0,1,11,30,37],arc:[6,24],architectur:[3,4,12],archiv:25,area:[0,3,6,9,24,29,30],arg:[0,2,3,4,13,30,36],argmax:[1,11,37],argmin:[4,10,14],argnum:[2,13,36],argnum_0:2,argnum_1:2,args_with_tang:[3,4],argsort:11,argu:[1,13,35,36],argument:[0,2,3,5,11,12,13,21,24,30,31,32,33,37],argval:2,aris:[0,6,12,13,27,30,33,34,35,37],arithmet:[0,13,23,30,35,36],arm:[6,32],armadillo:23,around:[0,1,4,5,6,11,27,30,32,33,37],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,22,24,27,31,32,33,34,35,36,37],arrang:[3,30],arraybox:[2,13,35,36],arriv:[0,6,9,11,23,27,30,33],arrow:[12,36,37],arrowprop:8,art3d:[13,35],art:[0,1,15,22,30],articl:[0,3,4,6,10,18,25,30,31,32,33],artifici:[0,2,7,12,29,30,34],artificialneuron:[12,36,37],arug:[13,35,36],arxiv:[3,4,21,25,35,36],as_fram:31,asap:30,asarrai:[0,2,6,9,21,31,32,35],ashort:20,asid:31,ask:[5,6,11,12,32,33,37],aspect:[0,6,22,24,30,31,32],assembl:[0,3,30],assert:4,assess:[0,6,24,30,31,32,33],assici:4,assign:[0,7,8,9,12,13,14,26,28,29,30,31,34,35,36,37],associ:[0,6,9,12,14,27,30,33,36,37],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,23,24,27,30,31,32,33,34,35,36,37],assumpt:[0,3,5,6,9,11,18,24,27,30,31],ast:[0,5,6,18,24,30,32,33,34],astronomi:[30,31,32,33,34,35,36,37],astyp:[4,9,10],asymmetri:[0,30],asymptot:[4,6,33],async_wait:[3,4],atla:30,atom:[0,30],attempt:[0,4,6,7,8,10,30,32,34],attend:26,attent:[0,23,30],attr:[3,4,32],attract:[0,10,30],attribut:[0,9,13,25,30,32,33],attributeerror:[13,32],audi:[0,30],audio:[3,4],august:[15,16,30],aurelien:[0,15,26,29,30,36],austfjel:[6,24],author:[0,1,10,27,30],authour:30,auto:[9,10,27],autocor:27,autocorrelation_tim:27,autocorrelform:27,autocovari:27,autoencod:[4,22,30],autoencond:22,autograd:[22,25,30],autom:[0,22,29,30],automac:23,automag:30,automat:[0,1,2,3,4,11,16,22,23,30,37],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,20,21,22,23,24,25,26,28,29,30,33,37],averag:[0,1,3,6,9,10,13,14,21,27,28,30,31,32,33,34,35,36,37],avoid:[0,4,5,6,9,11,13,21,23,30,31,33,34],awai:[2,3,6,31,32,33],awar:[2,10],award:[28,30],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,23,24,25,30,31,33,34,35,36,37],axes3d:[2,6,13,24,34,35],axes_grid1:6,axessubplot:31,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],axiom:[5,32,33],axlabel:[0,30],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,21,27,28,30,31,32,33,34,37],b_0:0,b_1:[0,2,12,13,35,36,37],b_2:[0,13,35,36],b_5:[13,35,36],b_:[0,1,23,37],b_group:9,b_i:[0,1,2,12,30,36,37],b_ia_:[0,30],b_ia_i:0,b_index:9,b_j:[1,12,36,37],b_k:[0,1,12,13,35,36,37],b_m:[12,36,37],b_score:9,b_valu:9,bachelor:[26,28],back:[0,3,4,5,6,8,9,10,15,23,25,27,30,31,32,34,35,36],backbon:23,backend:[1,4,21],background:[29,30,31],backpropag:[1,37],backtrack:9,backup:23,backward:[1,2,4,12,23,37],backward_pass:2,bad:[6,31,32],badli:27,bag:[9,22,30],bag_clf:10,baggin:30,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:[6,33,34],band:23,bandwidth:23,bar:[0,6,11,15,16,24,30],barber:29,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,22,27,28,29,30,31,32,34,37],basi:[5,7,8,10,11,12,13,23,31,32,34,35,36,37],basic:[2,6,8,12,13,14,22,24,27,30,35,36,37],batch:[3,4,11,12,13,21,25,34,37],batch_shap:4,batch_siz:[1,3,4,37],batchnorm:4,bay:[7,34],bayesian:[5,22,29,30,32,33],beam:[30,33,34,35,36,37],becattini:28,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,30,32,33,34,35,36,37],beccatini:30,becom:[0,1,2,5,6,7,9,12,13,21,27,30,31,32,33,34,35,36,37],been:[0,1,2,3,4,5,6,11,12,13,22,23,24,25,30,31,32,33,35,36,37],befor:[0,1,2,3,4,5,6,7,8,12,13,14,23,24,25,27,30,31,32,33,34,35,36,37],beforehand:[0,27,30],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,23,24,27,28,30,31,32,33,34,35,36,37],behav:[1,6,13,33,34,35],behavior:[0,1,13,30,34,35,36],behaviour:[12,36,37],behind:[0,1,6,8,13,30,34,35,37],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,27,30,31,32,33,34,35,36,37],believ:[9,23],belong:[7,8,9,13,14,34,35,36],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,23,24,25,27,30,31,32,33,34,35,36,37],benchmark:10,benefici:[1,13,35,36,37],benefit:[0,1,4,11,13,15,22,30,34,35,36,37],bengio:[1,21,25,26,29,30,31,35,36],benign:[1,7,9,34],besid:[4,5,32],bessel:[5,31,32,33],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,24,25,28,30,31,33,34,35,37],best_estimator_:34,beta1:[21,35,36],beta2:[21,35,36],beta:[0,1,3,5,6,7,10,11,13,16,17,18,19,21,24,30,31,34,35,36,37],beta_0:[0,1,3,5,6,7,13,30,31,32,33,34,35,37],beta_0x_:[0,30,31],beta_1:[0,1,3,5,6,7,10,13,30,31,32,33,34,35,36,37],beta_1x_0:[0,30],beta_1x_1:[0,7,30,34],beta_1x_2:[0,30],beta_1x_:[0,30,31],beta_1x_i:[7,13,31,34,35],beta_2:[0,3,13,30,31,35,36],beta_2x_0:[0,30],beta_2x_1:[0,30],beta_2x_2:[0,7,30,34],beta_2x_:[0,30,31],beta_2x_i:31,beta_3:3,beta_3x_i:31,beta_4x_i:31,beta_:[0,3,6,7,13,30,31,32,33,34,35,36],beta_i:[0,3,5,17,30,31,32],beta_j:[0,5,6,13,18,24,30,31,32,33,35,36],beta_k:[13,34,35],beta_linreg:[13,21,34,35,36],beta_m:10,beta_mg_m:10,beta_n:3,beta_ol:33,beta_p:[7,34],beta_px_p:[7,34],beta_ridg:33,betaol:33,betaridg:33,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,21,30,31,32,33,35],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,21,24,25,27,30,31,32,33,34,35,36,37],beyond:[0,1,5,6,8,13,21,24,30,31,34,35,36],bf:[13,14,23,27,34,35],bgd:[13,35,36],bia:[0,1,2,3,5,8,9,10,12,13,19,25,30,31,32,34,35,36,37],bias:[1,2,3,5,6,9,12,25,32,36],big:[0,1,2,5,6,14,18,30,32,33,37],bigger:[1,6,31,32],bigr:[12,36,37],bike:9,bilbo:30,billion:[3,12,22,36,37],bin:[0,7,27,31,34],binari:[0,3,5,7,9,10,12,25,30,32,33,34],binarycrossentropi:4,bind:[0,31],binomi:[22,27,30],binsboot:[6,33],bioinformat:[0,30],biolog:[1,12,36,37],bios1100:[22,30],bird:[0,3,30],birth:30,bishop:[26,29,30],bit:[1,4,23,27,30,37],bitwis:27,bivari:2,bk:[0,13,31,35,36],bla:[23,30],black:[8,9,14,21],bledso:30,blob:[19,20,24,30,34,35,36],block:[6,10,22,23,27,30,33],blogpost:4,blue:[0,3],bluntli:30,bm:31,bmatrix:[0,1,3,5,7,8,11,13,23,30,31,32,34,35,37],bmi:[1,37],bodi:[0,1,4,12,30,36,37],bold:1,boldfac:[0,5,16,31,32],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,18,19,21,24,30,34,35,36,37],boltzmann:[12,22,30,36,37],book1:29,book:[19,24,25,29,30,32],boost:[1,9,22,30],boostrap:10,bootstrap:[1,13,19,22,24,25,30,34,35,36],borrow:30,boston_dataset:[0,31],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,22,23,24,25,27,28,30,31,32,33,34,35,36],bottl:[7,34],bound:[0,8,12,31,35,36,37],boundari:[2,4,8,11,12,37],box:[2,4,9],boxed_arg:2,boyd:[8,13,34,35],bracket:[4,27],brain:[1,7,12,34,36,37],branch:9,breast:[5,7,11,25,32,33,34],breat:25,breviti:[13,21,35,36],brew:[0,15,22,24,30],brg:8,brief:[24,25,31],briefli:[0,30],bring:[0,5,6,10,25,30,31,32],broad:[0,3,4,30],brought:[13,21,22,30,35,36],brownle:4,browser:30,brute:[3,5,11,31,32,34],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,23,27,30,32,33,34,35,36,37],built:[0,1,3,4,6,31,33],bunch:11,busi:[0,31],c1:[8,11],c2:[8,11],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,19,22,23,27,28,29,31,32,33,34,35,36,37],c_0:27,c_1:[12,36,37],c_2:[12,36,37],c_3:[12,36,37],c_4:[12,36,37],c_:[0,8,9,10,13,21,27,31,34,35,36],c_i:[12,13,35,36,37],c_k:27,ca:[1,30],cach:10,cal:[0,8,10,12,13,15,16,30,34,35,37],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,21,23,25,27,30,32,33,34,35,36,37],california:[25,31],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,21,22,23,24,25,27,28,30,31,32,33,34,35,36,37],callabl:[3,4],callback:[3,4],calor:[0,31],cambridg:[13,29,34,35],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,27,28,29,31,32,34,37],cancel:[0,13,30,31,35,36],cancellation_manag:[3,4],cancer:[5,10,25,32,33],cancerpd:[7,34],candid:[8,9,10,35],cannot:[0,1,4,5,6,7,8,9,26,27,30,31,32,34,37],canopi:[0,15,22,24,30],canva:[24,25,30],cap:[5,32,33],capabl:[0,1,8,13,22,30,35,36],capac:[2,28],capita:[0,31],caption:[24,25],captur:[4,11,12,36,37],captured_input:[3,4],car:[3,4],card:[0,7,30,34],cardin:1,care:[11,34],carefulli:[13,35],carlo:[0,6,22,27,29,30,33],carri:[2,6,7,24,33,34],cart:10,casella:29,cast:1,cat:[3,4],categor:[0,1,3,9,11,30,37],categori:[0,1,3,7,10,12,14,30,31,34,36,37],categorical_crossentropi:[1,3],caus:[0,5,6,27,30,31,32,33],causal:0,causat:[0,30],cax:1,cb:[6,30],cbar:1,cc:[0,1,3,4,5,13,25,30,31,32,33,34,35],ccc:[5,12,32,36,37],cdf:27,cdot:[0,2,6,12,13,14,23,27,30,33,34,35,36,37],celebr:[13,34,35],cell:[0,1,2,3,4,9,10,13,15,24,30,32,33,34,35,36],center:[0,1,6,7,8,9,11,14,24,27,30,32,33,34],central:[0,3,5,6,8,16,23,25,30,31,32],centroid:[14,27],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,27,30,31,33,34],certainti:33,cg:[13,35],cha:[0,31],chain:[0,1,13,22,27,30,35,36],challeng:[35,36],chanc:[1,5,13,27,32,33,35,36,37],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,21,23,24,25,27,30,31,32,33,34,35,36,37],channel:3,chap4:37,chapter3:[0,19,24],chapter:[0,6,10,11,18,21,23,24,25,29,30,31,32,33,34,35,36,37],charact:[0,3,5,8,30,31],character:[8,9,10,12,27,36,37],characterist:[0,1,3,10,13,21,30,35,36],charg:[0,30],charl:[0,31],chase:4,chat:30,chd:[7,34],chddata:[7,34],cheap:[5,31],cheaper:[1,13,35,36],check:[0,1,3,4,5,11,13,23,30,31,35,36],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,19,23,25,30,31,33,34,35,36,37],choleski:[5,23,31],choos:[2,3,6,9,10,11,13,14,24,25,33,34,35,36],chosen:[0,1,2,6,8,9,10,13,16,21,25,27,30,33,34,35,36],chosen_datapoint:[1,37],christian:29,christoph:[26,29,30],cifar10:3,cifar:3,circ:[1,12,37],circl:[0,8,12,31,36,37],circuit:3,circumfer:9,circumv:[1,5,13,31,35,36],ckpt:4,clariti:27,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[3,4],classic:[7,9,13,34,35,36,37],classif:[0,3,5,6,7,8,11,12,22,24,29,30,31,32,33,35],classifi:[0,1,4,7,9,10,11,25,30,37],classificaton:[1,37],classifii:10,clean:[1,37],clear:[1,5,10,12,13,21,35,36,37],clearli:[0,3,5,6,7,8,18,27,31,32,33,34],clever:[1,10,37],clf3:0,clf:[0,6,8,9,10,30,31],clf_lasso:6,clf_ridg:[6,30],clip:[3,27],clone:28,close:[0,1,2,4,6,8,9,11,12,13,14,24,27,29,30,33,34,35,36,37],closer:[3,5,13,31,35,36],closest:[8,11,13,14,35],closur:[22,30],cloud:[22,30],cluster:[0,1,4,6,11,22,30,33,37],cluster_label:14,cm:[1,2,3,6,8,9,13,24,34,35,37],cmap:[0,1,2,3,4,6,8,9,10,24,30,37],cmap_arg:6,cmb:26,cmd:9,cmu:31,cn_:27,cnn:[12,36,37],cnn_kera:3,cntk:[22,30],co:[0,2,3,6,9,13,21,30,33,35,36],code:[3,4,6,7,8,15,16,17,19,22,23,24,27,29],coef0:8,coef:[0,30],coef_:[0,5,6,8,9,13,30,31,32,33,34,35],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,23,30,31,32,33,34,35,36],coerc:[0,6,30,33],coin:[10,27],coin_toss:10,col:[0,11,30,31],colab:[22,30],cold:9,colinear:[0,31],collabor:[24,25],collaps:8,collect:[0,2,6,10,11,21,22,27,29,30,33],collinear:[5,31,32],color:[0,3,4,6,8,9,10,21,24,27,35],color_channel:3,color_cod:6,colorbar:[1,6,24],colsample_bytre:10,colsaobject:10,colspec:[0,30],column:[0,1,2,5,6,7,8,9,11,12,17,23,30,31,32,33,34,36,37],columntransform:9,com:[4,6,19,20,21,22,24,25,29,30,32,34,35,36,37],combin:[1,2,5,6,7,10,27,32,33,34,35,36],come:[0,1,3,4,5,12,13,14,15,25,30,31,32,33,35,36,37],command:[0,1,30],comment:[0,4,5,6,15,16,24,25,30,31],commerci:[0,15,22,24,30],commod:[0,30],common:[0,1,3,5,6,7,9,11,13,14,24,25,27,30,31,33,34,35,36,37],commonli:[0,1,4,6,7,9,13,14,31,33,34,35,36,37],commun:[0,12,24,36,37],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,30,31,32,33,35,36,37],compair:0,compar:[0,3,4,5,6,11,13,15,16,21,23,24,25,30,31,32,33,34,35,36],comparison:[2,4,13,25,35,36],compat:[7,34],compet:[0,30],competit:10,compil:[0,1,3,4,13,15,21,22,23,30,35,36],complet:[0,2,3,4,9,12,30,36,37],completenn:[12,36,37],complex:[1,5,8,9,11,12,13,15,16,19,25,30,33,35,36,37],complic:[0,1,9,13,30,33,34,37],compoment:31,compon:[0,1,3,4,5,6,7,9,14,16,22,30,31,32,33,34,37],components_:11,compos:[9,12,13,14,21,22,30,35,36,37],compphys:[0,6,17,19,20,22,24,26,28,29,30,31,34,35,36],compress:[0,30,31],compris:[6,34],compromis:[5,31],compulsori:[22,30],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,21,22,23,24,25,26,27,29,30,31,32,33,34,37],computation:[0,3,6,9,13,27,30,34,35,36],computationalscienceuio:30,computerlab:[24,25],con:25,concat:30,concaten:[2,4,6,14],concav:[1,9,13,31,34,35],concentr:[0,10,31],concept:[0,2,22,30,31],conceptu:[12,13,34,35,36,37],concern:[0,1,4,7,30,34,37],concic:30,conclud:[0,5,13,21,32,33,35,36],conclus:[1,37],concretefunct:[3,4],cond:2,conda:[0,1,15,22,24,30],condis:31,condit:[0,2,4,5,6,8,9,11,13,27,30,31,36],conduct:[22,30],condwav:2,confid:[0,5,6,7,8,18,24,30,31,32,34],configur:[3,21],confirm:[5,12,32,33,36,37],confus:[5,6,7,10,23,31,32,33],confusion_matrix:9,congruenti:27,conjug:[4,8],conjugaci:[13,35],conjunct:3,connect:[0,1,3,4,9,11,12,13,23,30,31,34,35,36,37],consequ:[5,6,8,10,12,13,31,32,33,34,35,36,37],conserv:[5,14,31],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,19,21,23,24,25,27,30,31,32,33,34,35,36,37],consider:[0,1,5,13,30,31,32,33,34,35,37],consist:[0,1,2,3,4,6,12,13,19,21,24,25,27,31,33,34,35,36,37],constant:[0,2,4,5,6,8,12,13,27,30,31,32,33,34,35,36,37],constitu:[0,30],constitut:[2,6,33,34],constrain:[1,3,5,7,11,32,34,37],constraint:[5,6,8,13,17,31,32,33,35,36],construct:[0,1,2,3,5,6,7,8,9,10,11,23,27,30,31,32,33,34],consult:25,contact:[0,30],contain:[0,2,3,4,5,6,7,8,9,11,12,13,17,19,21,23,24,25,27,29,30,31,32,33,34,35,36,37],contemporari:30,content:[1,22,23,30],context:[3,4,6,10,13,24,33,34,35,36],contigu:23,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,18,21,23,24,25,27,30,31,32,33,34,35,37],contour:[9,10,13,35],contourf:[8,9,10],contrast:[1,4,9,10,12,36,37],contribut:[0,3,5,13,21,27,30,31,32,35,36],contributor:[0,24,30],control:[0,1,3,9,13,15,22,30,35,36,37],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],convei:30,conveni:[0,5,6,12,13,23,24,25,30,32,33,34,35,36,37],convent:[12,31,37],converg:[1,2,4,5,7,8,11,13,14,21,25,31,32,34,35,36,37],convergencewarn:[7,8,11,34,37],convert:[0,1,4,5,9,11,13,23,30,31,35,36],converttomatrix:4,convex:[4,5,7,31],convinc:[13,34,35],convolut:[1,4,22,30],cool:[4,9],coolwarm:[6,24],coordin:[5,12,14,31,32,36,37],coorel:[0,31],copi:[0,1,2,14,31,37],copyright:[25,33],core:[2,3,4,10,13,30,36],corel:30,coronari:[7,34],corr:[0,5,7,11,31,34],correalt:[11,22],correct:[0,1,2,3,4,5,7,13,23,27,30,31,32,33,35,36,37],correctli:[1,2,6,7,10,25,37],correl:[0,1,3,5,6,7,10,12,13,21,22,27,30,32,33,35,36,37],correlation_matrix:[0,5,7,11,31,34],correspond:[0,3,5,6,8,9,11,12,15,16,17,22,23,24,27,30,31,32,33,36,37],cortex:[12,36,37],cosin:[3,6,33],cost:[0,2,3,5,6,7,8,9,12,13,16,17,19,21,24,25,30,36],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:[13,21,35,36],could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,23,24,25,27,30,31,32,33,34,35,36,37],coulomb:[0,30],count:[0,2,9,26,27,28,30],countor:[13,35],coupl:[4,5,6,32,33],cours:[0,1,3,5,11,24,25,26,28,31,33],courvil:[21,25,26,29,30,31,35,36],cov:[5,6,11,23,27,30,31,32,33],cov_xi:[5,11,31],cov_xx:[5,11,31],cov_yi:[5,11,31],covari:[0,7,22,23,30,32,34],covariance_matrix:[5,11,14,31],cover:[0,5,17,22,28,29,31,32],covert:[0,30],covxi:27,covxx:27,covxz:27,covyi:27,covyz:27,covzz:27,cpu:[1,3,4],cpu_util:[3,4],craft:3,crawford:30,creat:[1,2,3,4,5,9,10,11,12,13,22,24,30,32,34,35,36,37],create_biases_and_weight:[1,37],create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,31],credit:[0,7,28,30,34],crim:[0,31],crime:[0,31],criteria:[0,4,9,10,14,27,30],criterion:[9,10,13,34,35],critic:[6,24,30,31,32],critiqu:[24,25],cross:[0,1,3,7,9,10,13,22,25,27,30,31,32,35,36,37],cross_entropi:4,cross_val_scor:[6,33,34],cross_valid:[7,10,34],crossvalid:[6,33],crucial:[1,27],cs231:3,cs:[26,28],csr_matrix:[23,30],csv:[0,4,6,7,9,30,33,34],ctnk:1,ctx:[3,4],cubic:0,cumbersom:[5,32,33],cumsum:[10,11,30],cumul:[7,10,27],cumulative_heads_ratio:10,cup:[5,32,33],current:[1,2,3,4,13,14,21,24,29,34,35,36],curs:[0,31],curv:[6,7,10,12,24,34,36,37],curvatur:[13,34,35,36],custom:[6,14,24],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10,33,34],cvxbook:[13,34],cvxopt:[5,8,31],cycl:[1,12,36,37],cyclotron:[31,32],d2_g_t:2,d:[1,2,3,4,5,6,7,8,9,10,11,13,14,23,27,28,30,31,32,33,34,35,36,37],d_f:[13,34,35],d_g_t:2,d_net_out:2,da:3,dagger:[5,23,31],dai:[1,9,22,37],damp:3,daniel:[28,30],darget:9,darkr:27,dat:[0,30],dat_id:[0,6,7,9,30,31,33,34],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,18,19,21,23,25,29,33,35,36],data_handl:[3,4],data_id:[0,6,7,9,30,31,33,34],data_indic:[1,37],data_modul:31,data_panda:30,data_path:[0,6,7,9,30,31,33,34],data_url:31,databas:[1,37],datafil:[0,6,7,9,24,30,31,33,34],datafram:[0,4,5,7,9,11,30,31,34],datapoint:[1,5,6,7,11,13,31,33,34,35,36,37],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,19,24,25,30,31,33,34,35,36],datatyp:4,date:[15,16,17,18,19,20,21,24,25,30,31,32,33,34,35,36,37],daughter:10,david:29,davison:33,dbh:[1,37],dbo:[1,37],dc5e85cd93c3:25,dcomposit:23,ddot:2,dead:1,deadlin:[16,17,18,19,20,21,26],deal:[0,1,3,5,6,8,11,13,14,17,18,23,24,27,30,31,32,33,34,35,36,37],dealt:0,debt:[7,34],debug:[0,5,6,32,33,34],decad:[0,3,30],decai:[0,13,27,30],decemb:[26,28,30],decent:10,decid:[0,2,3,5,6,9,24,32,33,34],decim:[0,30],decis:[0,1,8,11,22,29,30,37],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,23,30],decompos:[5,6,23,31],decomposit:[0,6,12,24,30,32,36,37],decompost:[5,31],deconvolut:3,decor:[0,30],decorrel:[10,13,21,35,36],decreas:[1,2,4,5,6,10,11,13,32,33,34,35,36,37],deduc:[0,30],deep:[3,7,12,13,21,22,25,26,29,30,31,35,36,37],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,22,30],deeper:[0,3,4,30],deeplearningbook:29,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,24,27,30,31,32,33,34,35,36,37],def_covari:27,def_funct:[3,4],default_tim:4,defect:[5,31],defici:[5,31],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,31,32,33,34,35,36],definit:[1,2,5,6,7,8,10,11,12,13,17,23,27,31,32,33,34,35],defint:27,defun:[3,4],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,19,24,27,30,32,33,34],del:1,delet:6,delimit:4,deliv:[26,30],delta:[0,2,3,6,8,12,13,14,21,30,35,36,37],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,23,37],delta_h:[0,1,30,37],delta_j:[3,12,37],delta_k:[12,37],delta_l:[1,3,37],delta_momentum:[13,21,35,36],delta_n:[0,3,30],delug:22,delv:[0,30],demand:[13,34,35],demonstr:[0,3,5,6,7,11,12,22,30,31,32,33,34,37],demystifi:[36,37],den:4,denomin:[1,5,32,33,37],denot:[1,2,6,7,13,27,34,35,36,37],dens:[1,3,4],dense_1:4,densiti:[0,2,6,27,30,33],depart:[25,28,30,31,32,33,34,35,36,37],depend:[0,1,2,4,5,6,7,8,11,12,13,15,21,22,23,24,27,30,31,32,33,34,35,36,37],depict:27,deploy:[0,15,22,24,30],deprec:[2,3,13,24,30,31,35],deprecate_nonkeyword_argu:[0,30],depth:[0,3,9,10,23,33],deriv:[0,1,2,6,7,8,10,11,13,16,17,19,21,22,24,30,36],derivati:[13,35,36],derivative_fn:[13,35,36],descend:[5,9,11,31,32],descent:[0,1,3,7,8,12,30,31,37],descent_i:21,descent_x:21,descr:31,describ:[0,2,4,5,6,8,10,11,12,13,18,21,23,24,25,30,32,33,35,36,37],descript:[0,8,9,25,30],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,18,19,24,25,30,32,33,34,35,36,37],designmatrix:[0,30],desir:[0,2,4,5,13,14,30,31,34,35],despit:[1,12,36,37],destroi:23,det:[5,23,31],detail:[0,6,11,13,14,23,24,25,31,34,35],detect:[3,8,12,36,37],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,23,27,30,31,32,33,34,35,36,37],determinist:[7,13,27,34,35,36],dev:1,develop:[0,3,5,8,10,11,12,21,22,23,24,25,30,31,32,33,36],deviat:[0,1,2,4,5,6,19,24,27,30,31,32,33],devic:[3,4],device_nam:[3,4],devis:[12,36,37],df1:30,df:[4,8,11,13,30,35],di:[0,31],diag:[5,8,31,32],diagnost:[1,10],diagon:[0,5,7,13,18,21,23,24,27,30,31,32,34,35,36],diagonaliz:[5,31],diagram:10,diagsvd:6,dice:[6,27,33],dict:[6,8,34],dict_kei:31,dictionari:[0,31],did:[0,1,5,6,7,10,11,14,24,25,30,32,33,34,35],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,21,22,23,24,27,29,30,31,32,33,34,37],different:[],differenti:[0,3,16,21,22,23,30,31,34,37],differential_oper:[2,13,36],difficult:[0,1,6,10,13,21,24,27,30,33,35,36],difficulti:[0,1,13,30,34,35,36],diffonedim:2,digit:[0,1,3,4,6,24,25,26,28,30,37],dilemma:[13,35,36],dilut:1,dim:[4,11,14,23],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,23,30,31,32,37],dimension:[0,4,5,6,9,11,13,14,19,21,22,23,25,30,32,33,34,35,36],dimensionless:[0,3,30],diment:23,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,21,30,31,34,35,36,37],directli:[1,4,5,6,27,31,37],directori:9,disabl:[3,4],disadvantag:[0,30],disappear:[3,6,33],disc_loss:4,disc_tap:4,discard:[6,11,33,34],disciplin:[0,3,12,30,36,37],disclaim:27,discord:30,discourag:[13,31,34,35],discov:[0,30],discover:[5,32],discret:[1,3,5,7,13,32,33,34,35,36],discrimin:[4,7,10,11,34],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,27,29,30,31,32,33,35,36,37],diseas:[7,34],disguis:[6,31,32,33],disord:[1,7,34],dispai:[36,37],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,24,27,30,31,33,34,36,37],displaystyl:[0,5,17,30,31,32],displot:31,disregard:[0,30],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,27,31],distance_list:9,distinct:[3,7,8,9,10,14,34],distinctli:8,distinguish:[0,4,7,8,27,30,34],distplot:[0,31],distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,22,23,24,25,30,31,34,35,37],distrubut:[0,15,22,24,30],dive:[0,8,23,30],diverg:[1,13,34,35,36],divid:[0,1,3,5,6,7,8,9,11,12,25,27,30,31,32,33,34,36,37],divis:[6,8,9,13,21,23,27,33,34,35,36],dna:[7,34],dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,30,36,37],dnn_kera:1,dnn_model:1,dnn_numpi:[1,37],dnn_scikit:[0,1,30,37],doamin:[32,33],doc:[0,6,17,19,20,22,24,25,26,28,29,30,31,34,35,36],document:[4,7,11,13,31,34,35,36],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,21,23,24,27,30,33,34,35],doesn:[3,9,12,37],dog:[1,3,4,37],domain:[5,8,13,24,25,32,33,34,35],domin:[0,30],don:[0,1,3,5,6,8,11,13,15,21,22,24,25,30,31,35,36,37],done:[0,2,3,4,5,6,9,10,11,13,17,23,24,30,31,32,33,34,35,36],dot:[0,2,3,5,6,7,8,9,10,11,12,13,21,23,24,27,30,31,32,33,34,37],doubl:[3,4,23,30],doubli:1,down:[0,3,6,9,11,12,13,21,30,34,35,36,37],download:[0,1,3,5,6,23,24,29,30,37],downsampl:3,dozen:1,dq:[6,33],drag:[13,35,36],dramat:11,drastic:4,draw:[4,6,10,13,33,34,35],drawback:[0,1,3,13,31,34,35,36],drawn:[1,4,6,7,11,27,30,33,34,37],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,21,27,30,31,32,33,35,36],dropna:[0,6,30,33],dropout:4,dt:[2,3,13,27,35,36],dtype:[0,1,2,3,4,14,21,23,30,31,36,37],dub:[0,30],due:[1,2,5,6,8,10,12,13,28,30,31,33,34,35,36,37],dummi:[0,31],dure:[0,1,3,4,8,9,11,17,20,22,24,30,33,35,36],dwell:[0,31],dwh:[1,37],dwo:[1,37],dx:[2,3,8,27],dx_1:27,dx_1p:[6,33],dx_2p:[6,33],dx_mp:[6,33],dx_n:27,dxp:[6,33],dy:[1,8,27],dynam:4,dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,21,27,28,30,31,32,33,34,35,36,37],e_:[0,2,30],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,22,23,25,26,27,28,30,31,32,33,35,36,37],eager:[3,4,33],eapprox:[0,30],earli:[1,3,4,13,21,35,36,37],earlier:[0,5,7,8,9,11,12,13,20,21,30,31,34,35,36,37],earthexplor:[6,24],eas:[6,9,14,33],easi:[0,5,6,7,8,9,10,11,12,13,18,21,22,23,25,30,31,32,33,34,35,36,37],easier:[5,6,8,9,13,25,27,30,31,33,35,36],easiest:[13,34,35],easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,23,24,30,31,32,33,34,35,37],eastern:[28,30],ebind:[0,30],eblock:9,econometr:30,economi:5,ecosystem:[22,30],ect:26,edg:3,edgecolor:[6,33],edu:[13,25,31,34],educ:[0,24,25,30,31,34],eff:27,effect:[1,4,10,13,27,35,36,37],effic:[1,37],effici:[0,3,10,13,22,23,27,30,34,35,36],efron:[6,33],egrad:[13,35,36],eig:[5,11,13,21,23,27,30,31,34,35,36],eigen:27,eigenpair:[5,11,31],eigenvalu:[0,5,8,11,13,21,23,30,31,32,34,35,36],eigenvector:[5,11,13,17,31,32,35],eight:[23,30],eigval:[23,27,30],eigvalu:[11,13,21,34,35,36],eigvec:[23,27,30],eigvector:[11,13,21,34,35,36],eispack:[23,30],either:[1,5,6,7,8,9,10,11,13,15,16,24,25,27,30,31,32,33,34,35,37],elabor:27,elarn:3,electr:[0,3,12,30,36,37],electron:30,eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,20,21,22,23,24,25,26,29,31,32,33,34,37],elementari:[10,13,23,35,36],elementwis:[3,13,35,36],elementwise_grad:[2,13,35,36],elessar:30,elif:[2,3,4,14,21],elim:23,elimin:[3,8],els:[1,2,3,4,7,9,12,13,23,34,35,36,37],elu:1,elus:[0,30],email:[26,28,30],embed:[0,11,31],embodi:[6,19,24,33],emit:27,emner:29,emphas:[0,10,22,30],emphasi:[0,22,29,30],empir:[1,11,27],emploi:[0,1,5,6,11,13,24,25,27,30,31,32,33,34,35,37],employ:[0,30,31],empti:[6,10,33],emul:[12,36,37],en:[22,29],enabl:[11,21],enbodi:[6,33],encod:[0,3,5,9,11,14,17,30,31,32],encompass:[0,24,27,30],encount:[0,1,5,6,7,13,21,27,30,31,33,34,35,36,37],encourag:[24,25],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,23,24,27,28,30,31,32,33,34,35,36,37],end_box:[2,13,36],end_nod:[2,13,36],end_valu:[2,13,36],endpoint:[3,6],energi:[0,4,6,31,33],enforc:[12,36,37],eng:29,engin:[0,1,3,4,22,30],english:[24,25],enorm:3,enough:[0,6,13,30,33,34,35],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,21,27,31,32,33,34,35,36,37],ensure_initi:[3,4],entail:30,enter:[5,6,17,31,32],enthought:[0,15,22,24,30],entir:[1,3,7,9,22,27,30,34,35,36,37],entiti:[9,12,23,30,37],entri:[0,5,8,11,12,23,30,31,32,33,37],entropi:[1,3,7,10,13,30,35,36,37],enumer:[0,1,2,3,4,6,8,30,31,32,37],env:[0,2,3,4,7,8,11,13,21,27,30,31,32,34,36,37],environ:[2,21,22,24],eo:[0,6,30,33],eol:[0,30],eosfit:[0,30],epoch:[0,1,3,4,12,13,21,25,30,35,36,37],epoch_num:[3,4],epsilon:[0,5,6,7,13,19,24,30,31,32,33,34,35,36],epsilon_0:[0,30],epsilon_1:[0,30],epsilon_2:[0,30],epsilon_:[0,30],epsilon_i:[0,30,31],eq:[3,13,14,23,27,34,35],eqnarrai:[3,5,6,32,33],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,23,24,25,27,30,31,32,33,34,35,36,37],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18,19,21,23,24,27,33,36],equilibrium:[2,12,36,37],equiv:[3,13,23,27,34,35],equival:[0,1,5,7,8,11,13,21,22,23,30,31,32,33,35,36,37],erf:27,eriador:30,eridg:30,err:[0,10],err_:[6,33],err_sqr:2,errat:[13,34,35],errno:9,erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,21,22,23,24,25,27,32,34,35,36,37],error_estimate_corr_tim:27,error_handl:[3,4],error_hidden:[1,37],error_output:[1,37],escap:[13,34,35,36],especi:[1,3,9,12,13,24,25,35,36,37],essenti:[0,5,6,9,10,12,14,24,25,27,31,36,37],establish:[0,6,10,11,15,24,25,30],estim:[0,1,5,6,7,10,11,13,22,27,30,31,34,35,36,37],estimated_mse_fold:[6,33,34],estimated_mse_kfold:[6,33,34],estimated_mse_sklearn:[6,33,34],et:[0,2,4,15,16,17,25,29,30,31,32,33,34,35,36,37],eta0:[8,13,34,35],eta:[0,1,3,8,12,13,21,25,30,34,35,36,37],eta_:[13,21,35,36],eta_t:[13,35,36],eta_v:[0,1,3,30,37],etc:[0,1,3,5,7,8,9,11,12,13,14,15,21,22,23,24,25,27,31,34,35,36,37],ethic:[22,30,31],etsim:33,euclidean:[0,14,31],evalu:[0,2,3,4,5,6,9,13,24,27,30,31,32,33,34,35,36],evaluationform:[20,24,35,36],evaluationgrad:[20,24,35,36],evalut:[13,35,36],even:[0,1,3,4,5,6,8,9,10,11,12,13,14,22,23,27,30,31,32,33,34,35,36,37],evenli:4,event:[5,7,10,27,32,33,34],eventu:[0,5,6,11,12,13,24,25,28,31,32,33,34,35,36,37],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,22,27,28,30,31,32,33,34,35,36,37],everyth:[4,12,21,37],everywher:[4,13,34,35],evolv:[0,30],exact:[0,2,5,11,12,13,23,27,30,31,35,37],exactli:[0,3,4,6,12,22,24,31,33,36,37],exam:30,examin:[6,33],exampl:[5,11,12,13,15,16,19,20,22,23,24,25,27,29],exce:[1,12,13,21,35,36,37],excel:[0,1,4,5,10,25,30,31],except:[3,4,6,8,9,23],excess:[0,30],excit:[0,30],exclud:[1,6,12,24,31,32,33,34,36,37],exclus:[0,1,3,6,27,30,33,34],execut:[2,3,4,5,13,31,35,36],execute_with_cancel:[3,4],executing_eagerli:[3,4],exemplifi:[13,35,36],exercic:[28,30],exercis:[5,22,24,25,26,28,32,34,35,36,37],exercisesweek35:17,exhaust:[6,33,34],exhibit:[0,5,6,8,30,31,33],exist:[0,1,2,3,5,6,7,8,9,13,18,23,24,25,30,31,32,33,34,35],exit:[5,23,31],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,21,24,27,30,31,32,33,34,35,36,37],exp_term:[1,37],expand:[5,7,11,13,31,34,35],expans:[0,3,5,8,10,12,13,30,31,34,35,37],expect:[0,1,5,6,7,11,12,13,15,16,19,21,22,24,25,30,31,34,35,36,37],expectation_value_of_h_wrt_p:27,expens:[6,10,13,34,35,36],experi:[0,1,6,8,13,22,24,30,31,33,34,35,36],experiment:[0,3,4,6,9,27,30,33],experimental_get_tracing_count:[3,4],expert:[1,9],explain:[0,6,9,10,11,13,19,24,30,34,35],explained_variance_ratio_:11,explan:25,explanatori:[0,30],explicit:[0,3,6,13,21,23,24,30,31,32,35,36],explicitli:[0,4,21,30],explod:1,exploit:[0,3,12,13,30,35,36,37],explor:[1,4,6,8,13,22,24,25,34,35,36],expon:[1,37],exponenti:[0,1,5,6,10,13,24,27,30,32,33,34,35,36],export_graphviz:9,export_text:9,exporttext:9,expos:[22,30],express:[0,2,3,5,6,7,10,12,13,16,21,23,24,25,27,32,33,36,37],exptmean:27,exptvari:27,extend:[0,2,7,11,13,17,22,30],extens:[0,12,15,22,30,36,37],extent:[0,1,6,29,30,33],extern:[3,6,9],extra:[1,3,5,28,30,31,37],extract:[0,3,5,6,7,8,11,13,23,30,31,34,35],extrapol:[0,30],extrem:[0,1,4,5,6,7,8,9,13,16,23,31,32,33,34,35,36],extremum:[13,34,35],extrins:11,ey:[0,5,6,13,14,23,30,32,33,34,35],f11:[0,30],f12:[0,30],f13:[0,30],f1:[13,35,36],f1_grad:[13,35,36],f1d:[13,35],f2:[13,35,36],f2_grad_x1:[13,35,36],f2_grad_x1_analyt:[13,35,36],f2_grad_x2:[13,35,36],f2_grad_x2_analyt:[13,35,36],f3:[13,35,36],f3_grad:[13,35,36],f3_grad_analyt:[13,35,36],f4:[13,35,36],f4_grad:[13,35,36],f4_grad_analyt:[13,35,36],f5:[13,35,36],f5_grad:[13,35,36],f6:[13,35,36],f6_for:[13,35,36],f6_for_grad:[13,35,36],f6_grad_analyt:[13,35,36],f6_while:[13,35,36],f6_while_grad:[13,35,36],f7:[13,35,36],f7_grad:[13,35,36],f7_grad_analyt:[13,35,36],f8:[13,35,36],f8_grad:[13,35,36],f9:[0,13,30,35,36],f9_altern:[13,35,36],f9_alternative_grad:[13,35,36],f9_grad:[13,35,36],f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,19,21,23,27,28,30,31,32,33,34,35,36,37],f_0:[3,10],f_1:[10,13,34,35],f_2:[12,13,34,35,36,37],f_3:[12,36,37],f_:10,f_d:27,f_grad:[13,35,36],f_grad_analyt:[13,35,36],f_i:[0,6,12,16,33,36,37],f_m:[3,10],f_n:3,f_vec:2,f_wrap:2,face:[13,34,35,36],facecolor:[6,8,27,33],facil:[0,15,22,30,33,34,35,36,37],facilit:[12,36,37],fact:[0,1,3,5,9,11,12,13,30,31,32,33,34,35,36,37],factor:[0,1,3,5,6,9,10,11,13,23,27,30,31,32,33,35,36,37],factori:[13,35,36],fade:6,fafab0:[9,10],fahimeh:[28,30],fail:[0,3,4,6,7,8,11,13,28,30,33,34,35],failur:[7,34],fairli:[1,2,27],fake:4,fake_loss:4,fake_output:4,fale:25,fall:[8,9,26],fals:[0,1,2,3,4,5,6,7,9,10,14,23,24,30,31,32,33,34,35,36,37],famili:[0,7,8,27,34],familiar:[0,3,5,6,8,15,22,23,24,27,30,32,33],famou:[6,12,37],far:[0,3,4,5,6,8,11,12,13,14,30,31,34,35,36,37],fashion:[0,9,10,30],fast:[1,3,6,10,12,13,22,27,30,33,34,35,37],faster:[1,11,13,35,36],fastest:[13,23,34,35],favor:[7,34],favorit:27,fc:3,featur:[0,1,3,5,6,7,8,10,11,12,13,18,22,24,25,27,30,32,33,34,35,36,37],feature_nam:[0,1,7,9,31,34],feautur:9,fed:[1,37],feed:[0,2,3,11,22,25,30],feed_forward:[1,37],feed_forward_out:[1,37],feed_forward_train:[1,37],feedback:[4,20,30],feeddorward:4,feedforward:[1,4,12,37],feel:[0,5,6,11,13,15,16,21,22,24,25,28,30,32,35,36],feet:[0,31],fei:30,felt:[24,25],fetch:[6,24,31],fetch_california_h:31,fetch_openml:31,few:[1,3,4,5,9,27,30,35,37],fewer:[0,9,11,30],ffnn:[1,12,25,36,37],field:[0,3,6,12,22,30,36,37],fifth:[0,6,15,16,24,30],fig:[0,1,2,3,4,6,7,12,13,14,24,30,34,35,36,37],fig_id:[0,6,7,9,30,31,33,34],figaxi:27,figsiz:[0,1,2,3,4,6,7,8,9,10,30,31,33,34,37],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,21,22,24,25,30,31,32,33,34,35,36,37],figure_id:[0,6,7,9,30,31,33,34],figurefil:[0,6,7,9,30,31,33,34],file:[0,2,3,4,5,6,7,9,13,24,25,30,31,32,33,34,36],file_prefix:4,filenam:[30,31],filenotfounderror:9,filepath_or_buff:[0,30],fill:[5,9,31],filter:[3,4],filter_traceback:[3,4],filtered_flat_arg:[3,4],filtered_tb:[3,4],financ:[0,30],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,21,22,24,25,27,30,31,32,34,37],fine:[0,14,15,30],finish:2,finit:[3,5,6,12,13,17,27,31,32,33,35,36,37],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,21,23,24,27,28,29,33,36],first_moment:[21,35,36],first_term:[21,35,36],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,21,24,25,27,31,33,34,35,36,37],fit_beta:[6,31,32],fit_intercept:[0,5,6,31,32,33],fit_mod:9,fit_transform:[0,6,8,9,11,33,34],fiti:[0,30],five:[0,9,17,24,30,31,34],fix:[0,3,4,6,10,11,12,13,21,24,25,30,33,34,35,36,37],flag:4,flat:[12,13,21,34,35,36,37],flatten:[1,3,4,5,23,37],flexibl:[1,6,8,10,12,25,30,31,33,36,37],flip:[28,30],float32:[4,9,21],float64:[4,21,23,30,31,36,37],flop:[5,23,31],flow:[1,4,12,36,37],fluctuat:[5,32],fly:11,fm:[0,30],fmax:3,fmesh:[13,35],fn:[3,4,7],focu:[0,3,4,5,6,15,22,25,29,30,31,32,33],focus:[1,6,7,23,31,32,34,37],fold:[6,9,24],folder:[0,1,4,6,13,24,25,30,33,35,37],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],font:[0,7,27,30,34],fontdict:27,fontsiz:[1,6,8,9,10,27],fontweight:1,footprint:3,foral:[8,31],forc:[0,5,6,10,11,30,31,32,34],forcast:4,forecast:[4,12,36,37],forest:[0,1,9,22,30],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,21,22,23,24,25,27,30,31,32,33,34,35,36,37],formal:[3,4,14,27],format:[0,1,2,3,4,6,7,8,9,10,11,22,27,29,31,32,33,34,36,37],format_data:4,formatstrformatt:[6,13,24,34,35],formul:[4,6,11,14],formula:[3,13,27,34,35,36],forth:[4,12,36,37],fortran2003:[22,30],fortran2008:[24,25],fortran90:27,fortran:[0,15,22,23,30],fortun:[0,11,31],forward:[0,3,4,6,22,23,25,30,33],forward_backward:[3,4],forward_funct:[3,4],found:[1,2,4,5,6,12,13,19,20,24,25,30,31,32,33,35,36,37],foundat:[22,30],four:[4,5,6,8,12,23,24,26,28,30,32,36,37],fourier:[0,30],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,30,31,37],fp:7,frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,23,24,25,27,30,31,32,33,34,35,36,37],fractal:9,fraction:9,frame:[7,30,34],framework:[1,8,10,27],frank:[5,11,21,25],frankefunct:[5,6,11,24,31],fredli:[28,30],free:[0,6,11,13,15,16,21,22,23,24,25,27,28,29,30,35,36],freecodecamp:22,freedom:[5,32],freeli:[0,24,30],frequenc:[3,4,6,7,27,33,34],frequent:[0,8,9,13,30,34,35],frequentist:22,fresh:10,fridai:[16,28,30],friedman:[6,18,24,26,29,30,31],friendli:4,frodo:30,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,22,23,24,27,28,29,30],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,30,31,32],fulfil:[2,5,12,31,36,37],full:[0,1,3,5,7,9,10,13,27,30,31,34,35,36],full_matric:[5,31],fulli:[3,6,12,26,27,33,34,36,37],fun:[2,13,22,30,36],fun_nam:2,func:[0,2,30,31],functionali:11,fundament:[0,6,22,30,33],funtion:2,further:[2,7,9,30],furthermor:[0,3,5,6,7,11,12,13,17,22,24,30,31,32,33,34,35,36,37],futur:[0,4,8,9,30,31],futurewarn:[0,30,31],fy:[15,24,25,26,28,29,30],fys4155:[24,25],fys5419:[29,30],fys5429:[29,30],g0:2,g:[0,1,2,3,4,6,8,9,10,11,13,27,30,32,33,34,35,36,37],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,7,9,10,13,31,32,33,35,36],galleri:[0,30],game:4,gamge:30,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,21,30,34,35,36],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,30],gamma_i:[0,8,27,30],gamma_j:[13,35,36],gamma_k:[13,34,35],gamma_m:10,gamma_x:[0,30],gap:8,gate:[4,12],gather:[0,1,12,31,36,37],gaug:[12,36,37],gaussbacksub:23,gaussian:[4,5,6,8,14,27,32,33],gaussian_point:14,gaussian_rbf:8,gave:[13,35,36],gbc:[26,30],gca:[2,6,8,13,24,35],gd:[1,25,34],gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:[13,21,35,36],gdregress:10,ge:[1,5,7,27,31,34],gen_loss:4,gen_tap:4,gender:[0,30],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,19,20,21,23,24,27,29,31,32,33,34,35,36,37],generallay:[12,36,37],generate_and_save_imag:4,generate_imag:4,generate_latent_point:4,generate_simple_clustering_dataset:14,generated_imag:4,generator_loss:4,generator_loss_list:4,generator_model:4,generator_optim:4,genom:22,geodes:11,geometr:[0,13,30],geometri:[5,32,33],georg:29,geotif:[6,24],geq:[2,5,8,9,13,31,32,34,35],geron:[0,15,21,26,29,30,35,36],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,20,22,23,24,25,27,28,30,31,32,33,34,35,36,37],get_dummi:9,get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,gibb:[22,30],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,22,30],giter:[13,21,35,36],github:[0,6,15,17,19,20,21,22,24,25,26,28,29,30,31,34,35,36],gitlab:[0,15,22,24,25,30],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,22,24,25,27,30,31,32,33,34,35,36,37],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,23,24,25,27,30,31,32,33,34,35,36,37],global:[6,7,13,24,34,35,36],gloriou:25,glorot:1,gnew:13,go:[0,1,3,5,6,8,9,11,12,13,24,30,31,32,33,34,35,37],goal:[0,7,9,30,34],goe:[0,1,2,5,6,13,14,18,23,30,31,32,33,34,35,36,37],golden:[13,35],gone:[5,31,32],gong:[1,37],good:[1,3,4,5,6,9,10,11,13,17,21,22,27,29,31,32,33,34,35,36],goodfellow:[4,25,26,29,30,31,32,34,35,36,37],googl:[1,4,21,22,30],got:[1,6,24,37],gotcha:21,gov:[6,24],gp:29,gpu:[1,13,21,22,30,35,36],grad:[2,13,21,35,36],grad_analyt:[13,35,36],grade:26,gradient:[0,3,4,7,8,9,12,22,30,31,37],gradient_desc:[3,21,35],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradients_util:[3,4],gradienttap:4,gradual:[1,14],grai:[4,6,24],graph:[1,9,11,12,13,34,35,36,37],graph_from_dot_data:9,graph_funct:[3,4],graphic:[0,1,9,30],grasp:[0,30],gray_r:[1,3,37],grayscal:3,great:[5,13,34,35],greater:[1,7,27,34,37],greatli:[13,35,36],greedi:[9,34],green:[0,3,9,27],grei:4,grid:[1,3,6,7,8,12,27,31,32,33,36,37],gridsearch:34,gridsearchcv:34,grossli:[13,34,35],ground:[0,30],group:[0,6,7,9,14,22,24,25,26,28,30,33],groupbi:[0,30],grow:[1,3,9,10,37],growth:[0,30],gru:4,guarante:[0,3,4,13,27,30,31,34,35],guess:[1,4,10,13,14,21,25,34,35,36,37],guestrin:10,guid:1,guidelin:[20,35,36],h1:2,h:[0,1,5,6,8,13,16,18,21,24,27,28,29,30,31,34,35,36,37],h_1:[2,13,34,35],h_2:[2,13,34,35],h_:[0,13,30,34,35],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,23,24,25,27,30,31,32,33,34,35,36,37],haa:[28,30],habit:[0,31],had:[0,1,6,7,13,30,33,34,35,37],hadamard:[1,12,13,21,35,36,37],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],handi:[3,24,25],handl:[0,1,2,5,9,11,22,32],handle_unknown:9,handsid:[12,37],handwrit:[12,36,37],handwritten:[1,5,30,37],handwrittennot:[19,30,34,35],happen:[1,2,3,4,5,6,10,13,27,31,35,36,37],hard:[1,7,8,10,13,34,35,37],hardcopi:[22,30],harder:[0,1,31],harmon:3,hasn:37,hassl:[0,15,22,30],hast:[22,30],hasti:[0,6,15,16,17,18,24,26,29,30,31,32,33,34],hat:[0,1,5,6,7,9,10,11,12,13,17,18,23,24,31,32,33,35,36,37],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,24,25,27,28,31,32,33,34,35,36,37],haven:[1,37],he:[7,34],head:[0,4,10,27,31],header:[0,30,31],heads_proba:10,health:[0,31],hear:[0,13,30,35,36],heart:[0,7,30,34],heatmap:[0,1,3,7,30,31,34,37],heavili:[0,30],heavisid:[1,37],height:[1,3,6,31,32,37],held:[13,21,35,36],help:[0,1,4,12,13,16,21,24,25,30,35,36,37],helper:[4,14],henc:[0,5,6,8,9,10,12,13,18,24,30,31,32,33,34,35,36,37],henrik:[28,30],her:[7,34],here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,27,30,31,32,33,34,35,36,37],hereaft:[0,8,12,30,37],hermitian:23,hessenberg:23,hessian:[0,2,5,13,16,21,32,36],heterogen:[9,10],hi:[7,34],hidden:[1,3,4,12,25,36,37],hidden_bia:[1,37],hidden_bias_gradi:[1,37],hidden_layer_s:[0,1,30,37],hidden_neuron:4,hidden_weight:[1,37],hidden_weights_gradi:[1,37],hierarch:[5,31,32],high:[0,1,2,3,4,5,6,9,10,11,13,14,21,22,23,24,25,30,31,33,34,35,36],higher:[0,1,3,5,6,8,13,21,24,25,30,31,32,33,34,35,36],highest:[1,2,37],highli:[0,3,4,10,18,22,23,25,29,30,31,32,33],highwai:[0,31],hing:8,hint:[13,16,25,31,34,35],hip:22,hire:[0,30],hist:[4,6,7,27,33,34],histogram:[0,6,7,27,31,34],histor:[7,11,34],histori:[3,4,12,36,37],histplot:31,hitherto:[5,32],hjorth:[28,30,31,32,33,34,35,36,37],hobbi:27,hoc:[5,31],hoff:29,hold:[1,3,6,13,14,21,33,34,35,36,37],holder:[0,30],holomorphic_grad:[2,13,36],home:[0,31],homepag:[24,25,30],homework:[6,13],homogen:[1,3,9,10,13,21,35,36],honchar:2,hopefulli:[0,11,27,30],horizont:11,hors:[3,7,34],hot:[1,9,37],hour:[1,22,26,27,28,30,33,37],house_pric:31,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,22,23,24,25,27,30,31,32,33,35,36,37],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,23,24,25,27,30,31,32,33,34,35,36,37],hspace:[0,4,8,10,27,30],hstack:[1,31],htf:[26,30],html:[0,7,11,17,19,22,24,26,28,29,30,31,34,37],http:[0,3,4,6,7,11,13,17,19,20,21,22,23,24,25,26,28,29,30,31,32,34,35,36,37],huang:[0,30],huber:[0,30],huge:[1,3,4,22,37],human:[0,1,3,6,9,12,30,31,32,36,37],humid:9,hundr:1,hungri:1,hybrid:26,hydrogen:[0,30],hyper:[21,25],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,30,31,32,33,34,35,36],hyperplan:11,hz:[3,4],i0:[0,30],i1:[0,6,8,12,30,31,32,33,36,37],i2:[0,8,12,30,36,37],i3:[0,12,30,36,37],i5:[0,30],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,28,30,31,32,33,34,35,36,37],i_1:[5,6,32,33],i_2:[5,6,32,33],i_:[13,34,35],ian:29,ic:[1,25,37],id:[7,13,34,35],ida:[28,30],idea:[0,1,2,3,4,6,9,10,12,13,23,24,25,30,31,32,33,34,35,36,37],ideal:[0,2,6,8,13,27,30,31,33,36],idem:[6,33],ident:[5,6,12,13,17,23,24,31,35,36,37],identical:[32,33],identifi:[0,1,7,9,11,12,13,14,30,31,34,35,36,37],idx:2,ieor:27,ifi:29,ifs:[22,30],ignor:[0,1,3,9,31],ii:[23,27],iii:[23,30],ij:[0,1,3,6,8,12,14,16,18,23,24,27,30,31,32,33,36,37],ik:[0,23,30,31],illustr:[5,7,10,12,13,14,22,30,33,34,35],ilsvrc:[35,36],im:6,imag:[1,3,4,6,9,11,12,14,25,29,30,36,37],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,30,31,33,34],image_width:3,imageio:[6,24],imagenet:30,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,22,30],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,21,24,25,27,30,31,32,33,34,35,36],impli:[3,5,6,7,13,23,31,32,33,34,35],implicit:3,implicitli:[11,27],importantli:3,impos:[0,6,11,12,30,36,37],imposs:[0,5,30,31],impress:[0,12,30,36,37],improv:[0,4,5,9,10,11,13,21,24,25,31,36],impur:9,imread:[6,24],imshow:[1,3,4,6,24,37],in1:2,in2:2,in3050:[29,30],in3310:30,in4080:[29,30],in4300:[29,30],in4310:29,in5400:3,in5550:29,in_out_neuron:4,inaccur:[13,34,35],inact:[12,36,37],inadequ:[0,30],inch:[6,31,32],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,20,22,24,25,27,28,29,30,31,32,33,37],include_bia:[6,9,33],inclus:17,incom:[12,36,37],incorrect:[1,37],incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,21,24,27,30,31,32,33,34,35,36,37],increasingli:27,increment:35,ind:6,inde:[0,2,4,5,6,13,30,31],indefinit:4,independ:[0,5,6,7,8,12,13,27,30,31,34,35,36,37],index:[0,1,3,4,10,14,22,23,25,27,29,30,31,37],index_col:[0,30],indic:[0,1,3,4,5,6,9,10,11,13,16,21,24,25,30,31,35,36,37],indispens:[6,33],individu:[1,6,7,10,12,27,30,31,33,34,36,37],indu:[0,31],indx1:2,indx2:2,indx3:2,indx:23,ineffici:[3,13,35,36],inequ:[8,13],inequaltii:[34,35],inertia:[13,21,35,36],inf1000:[22,30],inf1100:[22,30],inf1100l:[22,30],inf1110:[22,30],inf3000:30,infeas:9,infer:[0,1,4,6,29,30,33,37],infer_nrow:[0,30],inferenc:1,infil:[0,6,7,9,30,33,34],infin:[5,6,7,11,18,31,32,33,34],infinit:3,infinitesim:27,influenc:[6,10,33,34],influenti:[1,37],info:30,inform:[0,1,3,4,6,9,11,12,13,14,21,23,24,25,29,30,33,34,35,36,37],infti:[3,6,13,27,33,34,35],ingeni:[13,34,35,36],ingrad:2,ingredi:[0,9,30],inher:[6,33],inherit:[23,30],initi:[0,1,2,6,10,13,14,23,25,27,30,33,34,35,36,37],initial_epoch:[3,4],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],inner:[0,13,31,35],inp:4,inplac:[13,35,36],input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,21,24,25,27,30,31,32,33,34,35,36,37],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,31,37],insert:[3,5,6,8,10,27,31,32,33],insid:[0,4,7,31,34],insight:[0,1,5,21,22,25,30,31,32,33],insist:[6,13,31,32,35],inspect:34,inspir:[0,1,12,25,30,36,37],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,30,31,33,34,35,37],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,21,23,24,27,30,31,33,34,35,36,37],institut:[1,37],instruct:[0,1,15,16,30],int32:10,int64:31,int64index:30,int_0:27,int_:[3,6,27,33],int_a:27,intak:[0,31],integ:[1,2,13,14,23,27,30,35,36,37],integer_vector:[1,37],integr:[3,6,27,30,33],intellectu:30,intellig:[0,14,29,30],intend:[10,30],intens:[1,25],intention:14,interact:[0,6,9,12,22,24,25,30,36,37],intercept:[0,6,8,11,13,16,24,30,32,33,34,35],intercept_:[0,6,8,9,13,30,31,32,33,34,35],interceptol:33,interceptridg:33,interchang:[5,12,23,32,33,36,37],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,21,22,24,25,27,30,31,32,33,34,35,36,37],interfac:[0,1,23,31,37],interior:[0,9,30],intermedi:[23,31],intern:[1,10,12,36,37],interpol:[1,3,4,6,12,24,36,37],interpr:[5,31,32],interpret:[0,1,6,9,10,12,13,17,19,23,24,25,27,37],interv:[0,3,5,6,7,13,18,24,27,30,31,32,34,35],intial:[13,34,35],intract:[0,4,31],intrins:[3,11,23,27,30],intro:[22,29,30],introduc:[0,1,5,6,8,10,12,17,23,24,27,30,33,34,37],introduct:[1,2,4,13,17,20,29,31,34,35],introductori:[0,4,23,29,30,31],intuit:[0,5,6,8,12,13,21,24,30,32,33,35,36,37],inv:[0,5,13,21,30,31,32,34,35,36],invalid:[8,37],invalu:[0,13,15,22,30,34,35],invari:[1,37],invd:[5,32],inver:[8,36,37],invers:[0,3,6,13,15,16,17,21,24,25,30,31,34,35,36],inverse_transform:8,invert:[0,5,7,10,13,21,30,32,34,35,36],invh:[13,21,35,36],invok:[0,8,31],involv:[0,2,6,7,11,12,31,33,34,35,36,37],io:[0,17,19,22,24,26,28,29,30,31],ion:36,ip:[0,8,27,30],ipca:11,ipykernel_18986:1,ipykernel_19041:[],ipykernel_19107:[],ipykernel_19139:[],ipykernel_19152:[],ipykernel_19176:6,ipykernel_19181:[],ipykernel_19201:[],ipykernel_19294:13,ipykernel_19329:24,ipykernel_19344:30,ipykernel_19367:33,ipykernel_19394:35,ipykernel_74401:37,ipynb:[22,30],ipython:[0,5,7,9,11,14,15,22,24,25,30,31,34],iq:[6,33],iri:[8,9],irreduc:[6,33],irrelev:[5,31],irrespect:[0,30],irvin:25,isbox:[2,13,36],iseffici:[35,36],isn:[5,32,33],isnul:[0,31],isomap:11,isotop:[30,33,34,35,37],issu:[1,9,23,31,32],it_arrai:[13,35],item:[0,13,30,35,36],items:[23,30],iter:[1,2,3,4,6,7,8,11,13,14,21,27,33,34,36,37],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,23,24,25,27,30,32,33,34,35,36,37],itself:[5,6,12,19,24,25,27,31,32,33,37],j1:23,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,18,19,23,24,27,29,30,31,32,33,34,35,36,37],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknif:[6,22,30,33],jacobian:[2,13,34,35,36],jacobian_shap:2,jakobsen:[28,30],jason:4,jax:[22,25,30],jax_descend_i:21,jax_descend_x:21,jax_enable_x64:21,jax_grad:21,jensen:[28,30,31,32,33,34,35,36,37],jerom:[18,24,29],ji:[12,23,37],jit:[13,35,36],jj:[0,5,6,30,32,33],jk:[0,1,6,12,23,30,36,37],jl:[0,30],jm:23,jnp:[13,21,35,36],job:[2,8,10],join:[0,4,6,7,9,30,31,33,34],joint:[4,5,32,33],judg:[13,34,35],judgement:[6,24],julia:[22,23,24],jump:[24,27],junk:4,jupit:30,jupyt:[0,15,19,22,24,29,30,33],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,25,27,30,31,32,33,34,35,36,37],justif:[0,30],justifi:[3,10],k0:[7,34],k1:[7,34],k:[0,1,3,5,6,7,8,9,10,11,12,13,14,22,23,24,27,28,30,31,32,35,36,37],kaggl:[6,24,25],kappa_d:27,karl:[28,30],karush:8,kate:30,katrin:[28,30],keep:[0,1,4,5,6,11,13,14,23,24,25,30,31,32,33,34,35,36],keepdim:[1,6,10,23,33,37],kei:[0,1,3,6,12,31,36,37],kept:[4,6,14,33],kera:[0,4,22,24,25,30],kernel:[0,1,3,22,30,31],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,30],kevin:[29,30],keyboardinterrupt:[1,2,3,4],keyword:[13,23,24,30,35],kfold:[6,33,34],kg:[1,37],ki:23,kick:[1,13,35,36],kiener:2,kilomet:[6,31,32],kind:[0,2,3,4,8,12,13,14,30,31,35,36,37],kj:[6,12,23,31,32,33,37],kjm:[22,30],kkt:8,kl:27,km:[12,30,36,37],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,22,30,31,32,34,35,36],knowledg:[0,22,30],known:[1,3,4,5,6,7,8,9,12,23,24,25,27,29,31,32,33,34,36,37],kondev:[0,30],kp:27,kpca:11,kroneck:14,kuhn:8,kvalsund:[28,30],kwarg:[0,2,3,4,13,30,36],kwd:[0,3,4,30],kwown:[0,30],l0:[7,34],l1:[0,1,3,7,30,34],l1_l2:[1,3],l1regl:5,l2:[1,3,37],l:[0,1,2,3,5,6,7,8,10,11,12,13,19,23,24,27,30,31,33,34,35,36],l_1:[7,34],l_2:[7,13,25,34,35],l_:23,l_j:[12,37],la:[13,35],la_i:[12,37],la_k:[12,37],lab:[20,22,24,30,35,36],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,21,22,23,24,25,27,30,31,32,33,34,35,36,37],label_prob:[35,36],labelencod:[7,10,34],labels:[6,8,9],labels_shuffl:[0,1,31,37],laboratori:[26,31,32],lack:[0,30],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,18,21,24,25,27,30,31,32,33,35,36,37],lambda_0:11,lambda_1:[5,8,11,31],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,31],lamda:1,land:[0,8,31],landmark:8,landscap:[13,21,34,35,36],langl:[0,6,11,27,30,31],languag:[0,1,4,8,15,22,23,24,25,29,30],lapack:[23,30],laplac:[5,32,33],laptop:22,larg:[0,1,2,4,5,6,8,9,10,11,13,15,22,23,24,27,29,30,31,33,34,35,36,37],larger:[0,3,5,6,8,10,11,13,17,27,30,31,32,33,34,35,36],largest:[4,8,11],lasso:[0,7,22,30],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,17,18,23,24,27,28,30,32,35,37],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,7,8,12,13,14,15,22,24,25,30,34,35,36,37],latest:[4,22],latest_checkpoint:4,latex:30,latter:[0,3,6,7,8,11,13,16,17,23,24,27,30,31,32,33,34,35,36],lattic:[12,36,37],law:[0,30],lax_numpi:21,layer:[0,4,13,21,25,30,35,36],lbfg:[7,9,10,11,34],lcc:[5,6,32,33],lda:11,ldot:[0,6,11,19,24,30,33,34],le:[5,7,10,13,17,21,27,31,32,34,35,36],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,23,27,30,31,32,33,34,35,36,37],leaf:9,leaki:[1,25],leakyrelu:4,lear:[13,34,35],learn:[3,4,5,6,7,8,9,10,12,18,23,26,28,29],learnabl:3,learner:10,learnig:30,learning_r:[3,8,10,21],learning_rate_init:[0,1,30,37],learning_schedul:[13,21,35,36],learnt:[24,25],least:[0,2,7,8,10,11,15,16,17,19,21,22,23,25,27,33,34],leat:[13,21,35,36],leav:[0,1,3,5,6,9,11,30,32,33,34],lectur:[0,1,5,10,11,12,13,15,17,21,22,23,24,25,26,28,29,35,36],lecturenot:[0,17,19,22,24,29,30],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,19,23,24,27,30,31,32,33,34,35,36,37],leftarrow:[8,12,37],legend:[0,2,3,4,5,6,7,8,9,10,13,30,31,32,33,34,35,36],len:[0,1,2,3,4,5,6,8,9,10,11,12,23,30,31,32,33,35,36,37],len_index:[0,30],length:[0,1,2,3,4,8,9,13,16,22,30,31,34,35,36,37],length_of_sequ:4,leq:[0,5,7,8,13,14,17,27,30,31,32,34,35],less:[0,1,3,4,5,6,8,9,13,22,27,30,31,32,33,34,35,36],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,23,27,30,31,32,33,34,35,36,37],letter:[0,16,23,27,30,31],level:[0,1,5,6,9,22,23,24,25,26,28,30,31,33],li:[8,11,30],lib:[0,2,3,4,7,8,11,13,21,30,31,32,34,36,37],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,21,23,24,25,27,29,31,32,33,34,37],licens:[0,1,15,22,24,25,30,33],lie:[0,6,11,27,31,33],life:[0,1,8,12,30,36,37],lifetim:[13,35,36],like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,21,22,23,24,25,27,30,31,32,33,34,35,36,37],likelihood:[0,1,5,9,30,31,35,36,37],lim_:27,lima:[28,30],limit:[0,5,6,7,8,11,12,21,23,24,25,30,31,37],lin_clf:8,lin_model:[0,31],lin_reg:9,linalg:[0,2,5,6,8,11,13,21,23,27,30,31,32,33,34,35,36,37],line1:8,line2:8,line2d:[13,21,35],line3:8,line:[0,1,2,3,4,6,8,9,10,11,13,15,21,24,30,31,32,33,34,35,36],linear:[1,3,5,6,7,9,10,11,12,17,18,21,22,24,27,33,35,36,37],linear_model:[0,5,6,7,8,9,10,11,13,30,31,32,33,34,35,36,37],linear_regress:[6,33],linearli:[5,31],linearloc:[6,13,24,34,35],linearregress:[0,6,7,9,30,31,32,33,34],linearsvc:8,lineat:32,liner:[1,3,37],linerar:10,linewidth:[0,2,4,6,8,9,10,24,33],link:[0,4,9,12,22,24,25,28,30,37],linlag:[5,32],linpack:[23,30],linreg:[0,30],linspac:[0,2,3,4,6,8,9,10,13,15,16,21,23,27,30,31,32,33,35,36],linu:4,linux:[0,1,15,22,24,30],liquid:[0,30],list:[0,1,2,3,4,9,22,24,25,30,31,35],listcomp:2,listedcolormap:[9,10],literatur:[1,7,14,29,33,34],littl:[1,3,9,12,37],live:8,ll:[0,27,30,31],lle:[0,31],lloyd:[4,14],lmb:[0,2,5,6,32,33,34],lmbd:[0,1,3,30,37],lmbd_val:[0,1,3,30,37],lmbda:[13,34,35],ln:[1,13,34,35,37],load:[0,1,4,6,7,9,10,24,31,34],load_boston:[0,31],load_breast_canc:[1,7,9,10,11,34],load_data:[3,4],load_digit:[1,3,37],load_iri:[8,9],loc:[0,3,6,7,8,9,10,30,33,34],local:[0,1,2,3,4,7,12,13,30,31,34,35,36,37],locat:[2,3,8],lock:[3,4],log10:[0,5,6,32,33,34],log:[0,1,2,4,5,6,7,9,10,11,13,23,24,25,30,31,32,33,34,35,36,37],log_:[0,30],log_clf:10,logarithm:[0,5,7,23,30,32,33,34],logbook:[24,25],logic:[0,1,9,30],logist:[0,1,2,8,9,10,11,12,13,21,22,31],logistic_predict:[35,36],logisticregress:[7,9,10,11,34,36,37],logit:[7,34],logreg:[7,9,10,11,34,36,37],logspac:[0,1,3,5,6,30,32,33,34,37],longer:[2,3,8,10,14,23,25,27,30],loocv:[6,33,34],look:[0,1,2,3,4,5,6,7,8,9,10,11,13,18,21,23,24,25,27,30,31,32,33,34,35,36],loop:[1,4,6,10,12,14,22,23,30,33,37],lose:[1,37],loss:[0,1,3,4,5,6,7,8,10,11,13,23,24,25,30,32,33,36,37],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,31,33,35,36],low:[0,6,9,10,11,24,25,30,31,33],lower:[0,1,3,6,9,10,16,23,31],lowercas:[23,30],lowest:[9,13,27,35,36],lr:[1,3,4,10],lstat:[0,31],lstm:4,lstm_2layer:4,lstsq:[0,30,31],lt:[6,33],lu:[0,5,30,31],lubksb:23,luckili:2,ludcmp:23,lux:23,lvert:[1,37],lw:[0,30],m1:[3,4],m:[0,1,2,3,5,6,8,9,10,11,12,13,21,23,26,27,28,29,30,31,32,33,34,35,36,37],m_1:14,m_:[9,12,37],m_h:[0,30],m_k:14,m_l:[12,37],m_n:[0,30],m_p:[0,30],m_t:[13,35,36],ma:11,machin:[1,3,4,5,6,7,9,10,11,12,15,21,23,26,29,31,32,33,36,37],machinelearn:[0,6,17,19,20,22,24,26,28,29,30,31,34,35,36],mackai:29,made:[0,1,3,4,5,6,7,9,11,12,18,24,25,30,31,34,36,37],mae:[0,30],magic:4,magnitud:[1,6,7,13,31,32,34,35,36,37],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,21,22,23,24,25,27,31,32,33,34,35,36,37],mail:[26,28],main:[0,1,3,4,5,6,7,9,23,24,25,29,30,31,34],mainli:[0,5,6,7,9,30,31,32,33,34],maintain:[6,31,33],major:[1,6,9,10,13,23,30,33,34,35,36,37],make:[1,2,3,4,5,6,7,8,11,12,13,21,22,23,24,25,27,29,32,33,34,35,36,37],make_axes_locat:6,make_classif:[36,37],make_moon:[8,9,10],make_pipelin:[0,6,10,31,33],make_vjp:[2,13,36],makedir:[0,6,7,9,30,31,33,34],makeplot:[0,30],malcondit:23,malign:[1,7,9,34],mammographi:[5,32,33],manag:[0,2,3,15,22,24,30],mandatori:[28,30],mani:[0,1,3,4,5,6,7,8,9,11,13,14,21,22,23,24,25,27,29,30,31,32,33,34,35,36],manifold:11,manner:3,manual:[6,31,32,34],map:[0,1,2,6,7,8,11,12,14,24,27,30,34,36,37],margin:[0,5,8,30],marit:[0,30],mark:30,marker:[0,7,21,23,30,31,34],markov:[22,30],marsaglia:27,mass:[0,1,5,13,31,35,36,37],massag:[0,30],masses2016:[0,30],masses2016ol:[0,30],masses2016tre:0,masseval2016:[0,30],master:[6,19,20,24,26,28,30,34,35,36],mat1100:[22,30],mat1110:[22,30],mat1120:[22,30],mat:[22,30],match:[0,1,4,5,13,14,30,31,34,35,36],materi:[4,5,7,13,17,23,28,35,36,37],math:[3,7,12,13,21,23,27,29,30,33,34,35,36,37],mathbb:[0,4,5,6,7,8,11,12,13,14,17,18,19,23,24,27,30,31,32,33,34,35,36,37],mathbf:[0,5,6,7,8,13,18,19,21,23,24,30,31,32,33,34,35,36],mathcal:[1,5,6,7,13,19,24,32,33,34,35,37],matheemat:3,mathemat:[0,6,11,12,13,17,22,23,27,29,30,32,33,34],mathemati:30,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,24,27,30,31,32,33,34,35,36,37],matmul:[1,2,5,32,37],matnat:29,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,22,23,24,27,30,31,32,33,34,35,36,37],matplotlibdeprecationwarn:[13,24,35],matric:[0,1,3,4,6,7,8,11,13,16,17,22,31,34,35],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,18,19,21,24,25,27,33],matshow:1,matter:[2,3,13,31,34,35,36],max:[0,1,2,3,4,9,10,12,13,21,28,30,34,35,36,37],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13,30,34,35,36,37],max_iter:14,max_leaf_nod:10,max_queue_s:[3,4],max_sampl:10,maxdegre:[0,6,10,31,33],maxdepth:10,maxim:[1,4,5,7,8,11,32,33,34,37],maximum:[0,2,3,5,7,8,9,10,13,14,30,31,35,36,37],maxpolydegre:[5,6,32,33,34],maxpooling2d:3,mbox:[5,6,18,24,31,32,33],mccorduck:30,mcculloch:[12,36,37],md:[11,20,24,35,36],mdoel:4,mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,27,33,35,36,37],mean_absolute_error:[0,30],mean_divisor:14,mean_i:27,mean_matrix:14,mean_squared_error:[0,4,6,7,10,30,31,33,34],mean_squared_log_error:[0,30],mean_vector:14,mean_x:27,meaning:[0,4,7,30,34],meansquarederror:[0,30],meant:[2,3,7,10,13,34,35,36],measur:[0,1,2,5,6,9,11,12,14,19,24,25,27,30,31,32,33,37],mechan:[0,4,27,30],median:[0,30,31],medicin:[12,36,37],medium:[4,8,13,25,35,36],medv:[0,31],meet:[0,28],mehta:[0,25,30,31,32],memori:[3,4,11,12,13,21,23,30,35,36,37],mention:[0,12,13,24,25,27,30,34,35,36,37],mere:[0,15,25,30],meshgrid:[2,5,6,8,9,10,11,24,31],messag:[5,13,35,36],messi:2,met:[0,3,8,30,31],metal:[3,4],meteorolog:9,meter:[6,31,32],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,22,23,25,27,29,30,31,32,37],metion:[6,24],metric:[0,1,3,6,7,9,10,14,15,16,30,31,33,34,37],metropoli:[22,30],mev:[0,27,30],mgd:[13,35,36],mglearn:[22,30],mgrid:[13,35],mhjensen:[2,3,7,8,11,21,31,34,37],mi:10,mia:[28,30],michael:[25,37],michigan:[30,31,32,33,34,35,36,37],microsoft:29,mid:[1,37],midel:4,midnight:[16,17,18,19,20,21],midpoint:9,might:[0,1,2,4,6,9,13,31,32,34,35,36],mild:9,millimet:[6,31,32],million:[0,30,31,35,36],mimic:[12,36,37],min:[0,2,5,8,9,30],min_:[0,2,5,14,17,30,31,32],min_samples_leaf:9,mind:[0,6,13,24,30,31,32,33,34,35],mindboard:4,mine:[22,30],mini:[1,11,12,13,21,25,34,37],minibatch:[1,11,13,37],minibathc:[13,35,36],miniforge3:[0,2,3,4,7,8,11,13,21,30,31,32,34,36,37],minim:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,17,18,21,24,31,32,33,35,36,37],minima:[0,1,7,13,30,34,35,36,37],minimum:[0,1,2,6,8,9,11,13,31,33,34,35,36,37],minmaxscal:[0,31],minor:[13,24,27,35],minst:1,minu:[7,34],mirror:9,misc:[6,24],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10,31],mistak:4,mit:29,mix:[1,2,30],mixtur:[13,21,35,36],mk:[9,23],mkdir:[0,6,7,9,30,31,33,34],ml:[0,1,10,13,23,24,25,31,34,35,36],mlab:27,mle:[5,7,34],mlp:[1,36],mlpclassifi:[1,36,37],mlpregressor:[0,30],mm:23,mn:[12,27,36,37],mnist:[1,11,25,37],mod:27,mode:[26,28,30],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,19,21,22,24,27,29,31,32,33,34,35],model_select:[0,1,3,5,6,7,9,10,11,30,31,32,33,34,37],moder:10,modern:[0,6,7,22,30,33,34],modif:[2,12,13,35,36,37],modifi:[0,1,3,5,7,8,10,12,13,30,31,32,34,35,36,37],modul:[0,7,11,23,30,32,34],modular:27,modulo:27,moe:[11,31],moment:[5,6,13,21,27,32,33],momentum:25,monitor:[13,21,35,36],monoton:[5,12,27,32,33,36,37],mont:[0,6,22,27,29,30,33],moor:[5,6,32],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,22,25,27,37],moreov:[0,3,30],morten:[28,30,31,32,33,34,35,36,37],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,22,24,27,30,31,32,33,34,35,36,37],mostli:[1,11],motion:[0,13,30,35,36],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,21,24,27,30,31,32,33,34,35,36,37],mpl:[0,7,30,34],mpl_toolkit:[2,6,13,24,34,35],mplot3d:[2,6,13,24,34,35],mplregressor:[1,37],mse:[0,4,5,6,9,10,15,16,17,19,24,25,30,31,32,33,34],mse_simpletre:10,mselassopredict:[5,32],mselassotrain:[5,32],mseownridgepredict:[6,32],msepredict:[5,32],mseridgepredict:[0,5,6,32,34],msetrain:[5,32],msg:[0,30,31],msle:[0,30],mt:[7,12,34,36,37],mu0:27,mu1:27,mu2:27,mu:[0,6,11,13,27,30,33,35,36],mu_1:31,mu_:[6,27,31,32,33],mu_i:[6,31,32,33],mu_n:11,mu_x:27,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,23,24,27,30,31,32,33,35,36,37],multi:[0,1,3,7,22,30,31,34],multiclass:[1,7,34,37],multidimension:[11,12,30,36,37],multilay:1,multinomi:[7,34],multipl:[2,4,5,6,7,12,13,27,31,33,34,35,36],multipli:[3,5,6,11,13,23,27,31,32,33,35],multiplum:8,multivari:[0,2,10,11,22,27,30],multivariate_norm:[11,14],murphi:[11,29,30,32],must:[0,1,2,5,6,8,10,12,13,14,27,30,31,33,34,35,36,37],mut_add:2,mutat:[7,34],mutual:[1,3,6,13,33,34,35],mx_:27,myenv:[0,2,3,4,7,8,11,13,21,30,31,32,34,36,37],myriad:[0,15,22,30],mz1:27,mz2:27,n1:23,n2:23,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,30,31,32,33,34,35,36,37],n_0:[12,27,36,37],n_:[1,2,3,8,12,27,36,37],n_boostrap:[6,10,33],n_bootstrap:[6,33],n_categori:[1,3,37],n_cluster:14,n_compon:11,n_epoch:[13,21,35,36],n_estim:10,n_examples_to_gener:4,n_featur:[1,37],n_filter:3,n_hidden:2,n_hidden_neuron:[0,1,30,37],n_i:27,n_input:[0,1,3,31,37],n_instanc:9,n_iter:[34,35],n_iter_i:[7,11,34],n_job:10,n_k:14,n_l:[12,27,36,37],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14,33,36,37],n_split:[6,33,34],n_step:4,n_t:2,n_x:2,nabla:[1,13,34,35,37],nabla_:[2,13,21,34,35,36],nabla_w:[13,35,36],nag:[13,35,36],naimi:[0,30],naiv:[7,34],naive_kmean:14,najafi:[28,30],nall:[0,30],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,22,23,24,27,28,30,31,32,33,34,35,36,37],nameerror:[10,15,24,33,34,35],narrow:[13,35,36],nary_f:[2,13,36],nary_op_arg:[2,13,36],nary_op_kwarg:[2,13,36],nary_oper:[2,13,36],nation:[1,5,31,32,33,37],nativ:[22,30],natur:[0,1,4,8,9,12,13,24,25,27,29,30,34,35,36,37],navier:[12,36,37],nb:27,nb_:23,nbconvert:30,nd:14,ndarrai:[2,6],ndef:13,ne:[9,10,23,27,31],nearest:[1,3,6,11,37],nearli:[13,34,35],neat:30,neatli:35,neccesari:[6,33],necess:2,necessari:[0,1,3,4,8,14,30,37],necessarili:[0,4,11,27,30],necesserali:[5,32,33],neck:[7,34],need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,23,25,27,31,32,33,34,35,36,37],neg:[0,1,3,5,6,7,10,13,23,27,30,32,33,34,35,36,37],neg_mean_squared_error:[6,33,34],neglect:27,neglig:27,neighbor:[3,6,11],neither:[4,13,35,36],neq:[13,14,27,34,35],nervou:[12,36,37],nest:[2,9,12,36,37],nesterov:[13,35,36],net:[2,4,12,36,37],netlib:[23,30],network:[0,9,13,21,22,29,31,35],neural:[0,13,21,22,29,31,34,35],neural_network:[0,1,2,30,36,37],neuralnetwork:[1,37],neuralnetworksanddeeplearn:37,neuron:[1,2,3,4,12],neutral:[0,30],neutron:[0,30],never:[1,3,4,6,9,27,33,37],new_box:[2,13,36],new_chang:[13,21,35,36],new_hobbit:30,new_root:[2,13,36],new_trac:[2,13,36],new_tracing_count:[3,4],newaxi:[0,3,6,9,33,34],newli:[0,30],newton:[1,7,8,13,27,37],next:[0,1,2,3,4,5,6,8,9,13,14,21,30,31,32,34,35,37],next_guess:[13,35],next_input:4,nf8_grad:13,nfrom:13,ng:[1,37],ngini:9,ni:14,nice:[0,1,5,11,30,31,32,33,37],nielsen:[25,37],nimport:13,niter:[13,21,34,35,36],nitric:[0,31],nlambda:[0,5,6,32,33,34],nlp:29,nm:27,nm_n:[0,30],nmse:[6,33],nn:[2,5,6,12,23,32,33,36,37],nn_model:1,nnmin:2,node:[1,2,3,9,10,12,25,36,37],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,19,24,30,31,32,33,34,35],noise_dimens:4,noisi:[1,6,19,24,33,37],non:[0,1,3,4,5,6,7,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],noncommerci:[25,33],none:[0,1,2,3,4,5,9,10,13,27,30,31,32,33,34,35,36],nonlinear:[3,6,8,9,11,12,33,36,37],nonneg:[6,9,13,33,34,35],nonparametr:6,nonsens:27,nonsingular:23,nonumb:[3,7,8,13,21,23,34,35,36],nonxla:[3,4],nor:[1,4,13,35,36],norm:[0,1,5,6,8,11,13,17,30,31,32,33,34,35,36,37],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,21,22,23,24,25,27,30,31,32,34,35,36,37],normali:[23,30],norvig:30,norwai:[6,24,25,30,36],notat:[0,2,5,6,13,14,21,27,30,31,32,33,35],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,19,22,23,24,25,27,29,30,34,35,36,37],notebook:[0,1,3,9,15,22,24,25,30,33,37],notesexercise5week452022:30,notessep14:[19,34],notessep28:35,noth:[1,2,5,8,12,14,27,31,32,36,37],notic:[4,5,12,13,23,27,30,32,35,36,37],notimplementederror:2,notion:3,novel:[3,6,10,34],novemb:[1,26,28,30],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,22,23,24,25,27,30,31,34,37],nowadai:[0,1,3,9,22,30],nox:[0,31],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,21,23,24,27,30,31,32,33,34,35,36,37],npr:2,nprint:13,nsampl:[6,9,33,34],nt:2,nthi:[0,30],ntrained_model:6,nu:27,nuclear:[5,31],nuclei:[0,27,30],nucleon:[0,30],nucleu:[0,30],num:4,num_allow_arg:[0,30],num_coordin:2,num_hidden_neuron:2,num_it:2,num_iter:21,num_neuron:2,num_neurons_hidden:2,num_output:[3,4],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,23,24,25,26,28,30,32,33,34,37],numberid:[7,34],numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,21,22,23,29,30,31,32,33,34,35,36,37],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,24,27,31,32,33,34,37],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,31],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:27,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,21,23,28,29,30,31,34],obei:[6,11,13,31,32,33,35],object:[0,1,2,4,8,10,13,23,30,31,34,35,36],obliqu:[5,31],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,27,32,33,34,35,36,37],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,21,23,24,25,27,30,31,32,33,34,35,36,37],obviou:[5,6,11,27,31],obviouli:30,obvious:[0,4,5,6,21,23,25,30,32,33],oc:31,occupi:[0,31],occur:[0,6,8,9,23,27,30],oct:25,octob:[20,21,26,28,30,36],od:0,odd:[0,3,7,30,31,34],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,19,27,32,33,35,36,37],offer:[6,11,22,23,26,28,30,33],offic:[28,30],offici:[26,30],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,22,23,27,30,31,33,34,35,36,37],ofter:[23,30],ol:[0,13,15,16,17,18,25,30,31],old:[1,5,10,13,32,33,34,35,37],ols_fit:33,ols_fit_beta:33,ols_sk:6,ols_svd:6,olsbeta:[0,5,32],omega:[2,3,6],omega_0:3,omit:[0,5,30,31,32,33],on_train_batch_begin:[3,4],onc:[1,6,9,11,13,33,34,35,36],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,19,21,22,23,24,25,27,28,30,31,32,33,36],onehot:[1,37],onehot_vector:[1,37],onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,21,23,24,30,31,32,33,34,35],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,21,23,24,25,27,30,31,32,33,34,35,36,37],onlin:[11,26],onto:[5,11,31],op_nam:[3,4],open:[0,1,4,6,7,9,15,22,24,26,28,30,33,34],oper:[0,1,3,5,6,10,11,12,13,15,22,27,30,31,32,33,35,36,37],operation:27,oplu:27,opmiz:[13,35,36],opportun:[0,30],oppos:[6,13,35,36],opposit:[1,5,8,31],opt:[1,5,25,30,32],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,18,19,21,24,25,32,33],optimis:[1,3],optimizer_v2:3,option:[0,1,3,5,6,7,8,11,21,23,24,25,31,32,33,34,37],optionalxlacontext:[3,4],optmiz:[1,8,13,21,31,35,36,37],oral:30,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,23,24,25,27,30,31,32,33,34,37],ordinari:[0,2,3,7,11,13,15,16,17,19,21,22,25,33,34,35,36],ordinrari:33,oreilli:29,org:[0,3,4,7,11,21,22,23,29,30,34,35,36],organ:[6,7,10,23,33,34],orient:[1,5,27,31,32],origin:[0,3,5,6,8,11,12,13,23,30,31,33,35,36,37],orthogn:[5,31],orthogon:[0,5,6,8,11,13,17,23,30,31,32,35],orthonorm:[5,31,32],os:[0,1,4,5,6,7,8,9,28,30,31,32,33,34],oscar:1,oscil:[3,13,35,36],oslo:[0,15,22,24,25,26,28,30,31,32,33,34,35,36,37],osx:[0,15,22,24,30],other:[0,1,2,3,5,6,7,8,10,13,14,15,19,22,24,25,26,27,28,29,32,33,35],otherwis:[0,1,4,7,13,21,23,25,30,31,34,35,36,37],ouput:[5,7,12,32,33,34,37],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,21,22,23,24,25,27,32,33,36],ourmodel:0,ourselv:[0,5,6,8,11,13,30,31,32,33,34,35],out1:2,out2:2,out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,21,22,23,24,25,27,30,31,32,33,34,35,36,37],out_fil:9,outcom:[0,7,9,10,12,27,31,34,37],outdoor:9,outer:[6,12,13,37],outfil:4,outgrad:2,outlier:[0,8,30,31],outlin:[6,10,11,33],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,23,24,25,27,30,31,32,33,34,35,36,37],output_bia:[1,37],output_bias_gradi:[1,37],output_shap:4,output_weight:[1,37],output_weights_gradi:[1,37],outputlayer1:[12,36,37],outputlayer2:[12,36,37],outsid:4,over1:[13,35,36],over:[0,1,3,4,5,6,9,10,12,13,21,23,24,30,31,32,33,34,35,36,37],overal:[1,10,37],overcast:9,overcom:[12,13,35,36,37],overdetermin:[0,30],overfit:[0,1,3,6,9,10,13,21,33,35,36,37],overflow:[1,5,32,33,37],overhead:[12,37],overlap:[3,7,8,9,34],overlin:[0,5,6,9,10,11,14,23,30,31,32,33],overst:[0,30],overtrain:4,overview:[3,34],own:[4,5,6,8,12,13,21,22,23,24,32,33,35,36,37],owner:[0,31],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6,32],ownypredictridg:0,ownytilderidg:0,oxid:[0,31],p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,23,27,30,31,32,33,34,35,37],p_:[2,4,8,9],p_hidden:2,p_i:[5,27,32,33],p_j:27,p_n:27,p_output:2,p_x:27,pack:[0,30],packag:[0,1,2,3,4,5,7,8,11,13,15,21,22,24,25,27,31,32,34,35,36,37],pad:[3,4],page:[0,22,30],pai:[0,1,9,13,35,36],pair:[0,2,3,9,22,27,30,31],pamilla:30,panda:[0,4,5,6,7,9,11,15,22,24,32,33,34],panel:30,paper:1,paradigm:[0,30],parallel:[3,4,10,13,21,22,23,30,35,36],param:[2,4],param_distribut:34,param_grid:34,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18,19,21,24,25,27,32,33,37],parameter:[0,6,10,24,30,31],parametr:[0,6,15,16,30,31,33],paramt:[3,5,32,33],parent:2,parent_argnum:2,parser:[0,30],part:[0,1,3,5,6,10,17,18,21,23,26,27,28,30,32,33,36],partial:[0,1,5,6,7,8,10,11,12,13,16,27,30,31,32,33,34,35,37],particip:[22,26,28,30],particl:[0,4,13,27,30,35,36],particular:[0,1,2,3,5,6,9,10,11,12,13,16,24,27,29,30,31,32,33,34,35,36,37],particularli:[5,6,8,11,13,21,27,31,33,34,35,36],partit:[1,4,9,37],partli:[6,30],pass:[2,3,12,14,34],password:[24,25],past:[10,27],patch:[6,27,33],path:[0,4,6,7,9,15,22,30,31,33,34],pathcollect:21,patient:[7,34],patter:4,pattern:[0,3,4,12,26,29,30,36,37],pauli:[0,30],pc:[11,22],pca:[0,7,22,30,31,34],pd:[0,4,5,6,7,9,11,30,31,32,33,34],pde:2,pdf:[0,3,4,5,6,9,19,20,24,25,29,30,32,33,34,35],pedagog:[0,30,31],penal:[6,31,32,33],penalti:[6,13,24,31,32,33,34,35],penros:[5,6,32],pentagon:[13,34,35],peopl:[0,1,9,13,22,31,35,36,37],per:[0,1,6,26,28,30,31,33],percentag:[0,10,11,28,31],perceptron:[0,1,7,30,34],peregrin:30,perfect:[0,1,13,21,30,35,36,37],perfectli:[4,6,33],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,19,21,22,23,24,25,27,30,31,32,33,34,35,36],performac:4,perhap:[0,5,13,30,31,32,34,35],perimet:[1,9],period:[1,4,27,37],permut:11,persist:[13,35,36],person:[5,6,7,26,28,30,31,32,33,34],perspect:29,pertin:[12,25,37],petal:[8,9],peter:29,phantom:27,phase:[6,12,36,37],phenomena:27,phi:8,phi_k:8,philosophi:[13,35],phone:[28,30],photo:4,php:25,phrase:[0,30],physic:[0,1,4,7,12,13,25,27,28,29,30,31,32,33,34,35,36,37],physicist:25,pi:[2,3,5,6,7,9,12,13,27,32,33,34,35,36,37],pick:[1,9,10,11,13,14,35,36,37],pickl:1,pictur:[0,30],pie:[22,30],piec:[11,14],pillow:[0,15,22,24,30],pinv:[5,6,13,21,31,32,33,35,36,37],pip3:[0,1,15,24,30],pip:[0,1,15,22,24,30],pipelin:[0,6,8,10,31,33],pippin:30,pit:4,pitfal:[6,31,32],pitt:[12,36,37],pixel:[1,3,4,37],pixel_height:[1,3,37],pixel_width:[1,3,37],place:[0,4,6,8,13,23,24,30,33,34,35],plai:[0,3,4,5,6,8,11,22,30,31,32,33,34],plain:[8,10,12,13,14,21,25,34,35,37],plan:[6,9,28,29,30],plane:[8,9],plateau:[5,32],platform:[3,4,22,30],plausibl:[12,36,37],pleas:[7,11,13,24,25,28,30,31,34,35,36],plenti:1,plethora:[3,12,36,37],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,21,22,23,24,25,27,30,31,32,35,36,37],plot_confusion_matrix:[7,10,34],plot_count:6,plot_cumulative_gain:[7,10,34],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10,34],plot_surfac:[2,6,13,24,35],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],plu:[0,3,5,7,30,31,32,34],pm:[8,33],pmatrix:2,pml:29,pn:3,png:[0,4,6,7,9,30,31,33,34],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,21,23,24,27,28,30,31,33,34,35,36,37],point_1:4,point_2:4,poisson:[22,27,30],poli:[6,8,33,34],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly3dcollect:[13,35],poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10,31,32,33],polygon:[13,34,35],polym:[12,36,37],polymi:24,polynomi:[0,5,6,7,8,9,10,11,15,16,17,19,21,24,25,30,31,33,34],polynomial_featur:[6,33],polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,31,33,34],polytrop:[0,6,30,33],pool:3,pool_siz:3,poor:[1,13,21,34,35,36],poorli:[0,31],pop:2,popul:[0,5,30,31,32,33],popular:[0,1,3,6,7,8,9,11,12,15,22,23,24,27,30,31,34,36,37],popularli:[0,30],portabl:10,portion:[11,13,21,35,36],pose:[0,4,5,6,11,27,30,33],posit:[0,1,2,3,5,7,8,10,11,13,14,17,23,27,30,31,32,33,34,35,36,37],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,19,21,22,23,24,25,27,28,30,31,32,33,34,35,36,37],possible_gradient_typ:[3,4],possible_gradient_types_non:[3,4],possibletapegradienttyp:[3,4],posterior:[5,32,33],postpon:[0,30,31],postscript:[24,25],postul:[5,32,33],potenti:[0,3,5,6,12,13,30,31,32,33,35,36,37],pott:[12,36,37],power:[0,1,5,6,8,9,12,13,30,31,33,35,36,37],pp:[5,6,18,32,33,34],practic:[0,5,6,7,8,24,25,27,31,32,33,34],practition:[0,1,3,30],pre:30,preced:[1,11,12,27,36,37],preceed:4,preceq:8,precis:[0,2,5,11,13,23,24,25,27,30,31,32,33,35,36],pred:[6,33,35,36],predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,22,24,29,30,31,32,33,34,36,37],predict_prob:[1,37],predict_proba:[7,10,34,36,37],predictor:[0,5,6,7,9,10,11,30,31,32],prefer:[0,1,6,8,9,11,13,15,22,24,25,30],prepar:[0,6,23,24,25,30,31],preprocess:[0,4,6,7,8,9,10,11,32,33,34],prerequisit:0,prescript:[24,25],presenc:[13,35,36],present:[0,5,6,7,9,12,13,21,23,24,25,27,30,31,32,35,36,37],preserv:[3,11,23],press:[13,29,34,35],pretrain:[1,4],pretti:[0,4,8,9,15,22,24,30],prev_centroid:14,prevent:[13,27,35,36],previou:[0,1,2,3,4,5,6,8,10,11,12,13,21,23,24,25,27,31,34,35,36,37],previous:[2,3,9,10,27],price:[0,4,9,13,31,35,36],primal:8,primari:[0,7,30,34],prime:27,primit:2,princip:[0,5,7,22,30,31,34],principl:[0,6,7,8,14,30,33,34],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,23,27,30,31,32,33,34,35,36,37],print_funct:[8,9],printout:[0,30],prior:[0,5,6,30,31,32,33],privat:[0,30],pro:25,prob:[1,27],probabilist:[0,29,30,31],probabl:[0,1,3,4,6,7,10,13,22,30,31,34,35,36,37],problem:[0,3,4,5,6,7,8,9,10,11,12,16,17,22,23,24,25,27,33],probml:29,proce:[0,5,6,7,8,9,10,11,13,23,30,31,32,33,35],procedur:[2,4,5,6,8,10,11,13,21,24,31,32,33,34,35,36],proceed:23,process:[0,2,4,6,9,10,12,13,15,21,22,23,24,27,29,30,33,34,35,36],prod:29,prod_:[1,5,7,32,33,34,37],produc:[0,3,4,5,6,9,10,11,12,13,22,23,24,27,30,31,32,33,35,36,37],product:[0,1,3,5,6,7,8,12,13,16,21,22,23,30,31,32,33,34,37],profess:[0,30],profil:[3,4],profile_util:[3,4],progag:25,program:[0,1,4,5,6,8,12,14,15,16,21,22,23,26,27,28,30,31,33,36,37],programm:23,progress:[1,4,14,35],prohibit:[6,33],project1:[6,24],project:[0,1,2,3,5,11,13,17,18,19,20,21,22,26,28,31,32,33,35,36,37],project_root_dir:[0,6,7,9,30,31,33,34],promin:[12,36,37],promis:8,promot:[28,30],prone:9,pronounc:[13,22,30,35,36],proof:[0,11,12,13,30,33,34,35,37],propag:[2,3,13,25,35,36],proper:[0,2,6,7,24,30,33],properli:[1,6,8,10,13,21,24,25,35,36],properti:[0,1,3,12,13,16,17,23,30,33,35,36,37],proport:[0,1,5,9,11,13,16,27,30,31,35,36,37],propos:[1,4,6,10,24,25,30],propto:[5,13,32,33,34,35,36],proton:[0,30],prove:[3,13,34,35,36],provid:[0,1,3,4,5,6,8,9,10,12,13,15,21,22,23,24,25,27,30,31,32,33,34,35,36,37],proxi:[1,13,21,35,36],prune:9,pseudo:[23,27,35],pseudocod:[24,25],pseudoinv:[5,32],pseudoinvers:[5,6,32],pseudorandom:[6,27,33],psycholog:[0,30],pt:[13,35],ptratio:31,punish:[0,1,30,37],pure:[3,9,27],purest:9,puriti:9,purpos:[0,3,10,12,14,30,31,36,37],put:[1,30],py:[0,1,2,3,4,5,6,7,8,11,13,21,24,30,31,32,33,34,35,36,37],pycod:30,pydata:22,pydot:9,pyhton2:30,pylab:[0,7,30,34],pylint:[3,4],pypi:22,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],pythagora:[5,32,33],python2:[0,15,24,30],python3:[0,2,3,4,7,8,11,13,15,21,22,24,30,31,32,34,36,37],python:[1,2,3,4,5,6,8,11,12,13,14,16,21,24,25,27,31,32,35,36,37],pytorch:[0,22,24,25,30],pywrap_tf:[3,4],q:[5,6,8,11,27,31,33],qp:8,qquad:[2,11,13,23,35,36],qr:[5,6,23,31],quad:[1,13,23,35,37],quadrat:[0,8,9,13,15,16,30,35],qualit:[4,9,24,25,27],qualiti:[0,9,15,16,22,30,31],quantifi:1,quantil:10,quantit:[0,6,9,24,25,30,33],quantiti:[0,2,5,6,7,9,10,11,12,14,16,23,27,30,31,32,33,34,37],quantum:[4,12,29,30,36,37],quartil:[0,31],quench:5,queri:9,question:[0,5,6,9,11,12,13,24,28,30,31,32,33,35,36,37],qugan:4,quick:[4,27],quick_execut:[3,4],quickli:[1,3,9,11,13,34,35],quit:[1,5,6,9,10,12,31,33,36,37],quot:[4,30],r2:[0,5,6,25,30,31,32,34],r2_score:[0,30,31],r2score:[0,30],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,21,22,23,24,27,31,32,33,34,35,36,37],r_1:9,r_2:9,r_j:9,r_m:9,rad:[0,31],radial:[0,8,12,31,36,37],radioact:27,radiu:[0,1,9,31],rag:2,rain:9,rais:[0,2,13,30,32,36],ramp:1,ran0:27,ran1:27,ran2:27,ran3:27,rand:[0,4,5,6,9,10,13,15,16,21,23,30,31,32,33,34,35,36],randint:[6,9,13,21,33,35,36],randn:[0,1,2,5,6,9,11,13,15,16,21,30,31,32,33,34,35,36,37],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,21,22,23,24,30,31,32,33,35,36,37],random_forest_model:10,random_index:[13,21,35,36],random_indic:[1,3,37],random_st:[0,7,8,9,10,11,31,34,36,37],randomforestclassifi:10,randomizedsearchcv:34,randomli:[1,6,9,13,14,21,33,34,35,36,37],randuniform:34,rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,21,23,27,30,31,32,33,34,35,36,37],rangl:[0,6,11,27,30,31],rangle_x:27,rank:[5,31],rankdir:4,raphson:[1,8,13,37],rapidli:[0,30],rare:[1,13,30,33,34,35,36,37],rate:[0,1,2,3,4,8,9,10,12,13,25,31,34,37],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,23,27,30,31,32,33,34,35,36,37],ratio:[4,7,9,10,11,34],rational:[0,30],ravel:[5,6,7,8,9,10,11,13,23,31,33,34,35],raw:3,raw_df:31,rbf:[8,11,12,36,37],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,27,31],rcond:[0,30,31],rcparam:[0,1,3,7,8,9,10,27,30,34,37],re:[2,4,13,34,35],reach:[1,4,5,6,7,9,10,11,12,13,14,32,33,34,35,36,37],read:[0,2,3,4,5,6,7,8,11,12,16,21,23,24,25,26,27,29,32,34,35,36,37],read_csv:[0,6,7,9,30,31,33,34],read_fwf:[0,30],reader:[0,6,23,27,30,31,32],readi:[0,1,5,6,8,10,11,12,23,24,30,32,33,37],readili:[1,37],readthedoc:22,real:[0,1,2,4,7,10,11,12,13,23,31,33,34,36,37],real_loss:4,real_output:4,realist:8,realiti:27,realiz:[1,12,36,37],realli:[0,1,30],rearrang:[13,35,36],reason:[0,1,3,4,10,13,29,30,34,35,36],reassign:1,recal:[5,6,9,10,11,12,23,27,30,31,32,33,34,35,37],recast:3,receiv:[1,3,10,12,27,36,37],recent:[0,1,2,3,4,6,9,10,13,15,21,24,29,30,32,33,34,35,36],recept:[3,12,36,37],receptive_field:3,recip:[0,6,7,23,24,25,30,31,34],reciproc:[5,32],recogn:[0,4,5,10,30,32,33],recognit:[0,1,3,12,26,29,30,36,37],recommend:[0,2,3,4,5,6,8,13,15,18,21,22,23,24,25,29,32,33,37],reconsid:9,reconstruct:11,record:[10,20,24,25,26,28,30,35,36],rectangl:[9,13,34,35],rectangular:[5,31],rectifi:[1,3,12,36,37],recur:[0,22,30],recurr:[0,1,22,30],recurs:[9,22,23,30],red:[0,3,4,6,8,9,21,33,35],redefin:[0,10,30,31],redefinit:32,reduc:[1,3,5,6,9,10,11,13,21,30,32,33,34,35,36,37],reduct:[0,10,11,22,27,30,31],refer:[0,1,2,3,5,6,7,11,12,13,14,20,23,24,25,29,30,31,33,34,35,36,37],referenc:2,refin:[12,36,37],refit:[6,33],reflect:[0,1,4,5,24,25,27,30],refresh:[22,30],refreshprogrammingskil:30,reg:[10,11],regard:[1,9,13,35],regardless:[12,36,37],region:[3,4,6,9,12,24,36,37],regist:[6,24,27],reglasso:[5,32],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,21,22,23],regressor:[0,7,10,30,34],regridg:[0,5,6,32,33,34],regular:[0,3,4,5,6,7,9,13,17,25,28,30,31,32,33,35,36],reilli:[0,15,29,30],reinforc:[0,8,22,30],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,27,30,31,33,34,35,36,37],relat:[0,1,3,4,5,11,13,14,23,27,30,32,33,35,36],relationship:[0,4,9,30],relativeerror:[0,30,31],releas:[1,3,4,13,22,24,25,30,33,35],relev:[0,1,5,7,11,15,21,22,24,25,27,30],reli:[0,6,8,30],reliabilti:[24,25],reliabl:[7,27,34],relu:[3,4,25,37],remain:[1,2,4,6,12,23,27,31,32,33,34,36,37],remaind:27,reman:2,remark:1,rememb:[0,8,13,23,24,25,30,35,36],remind:[0,5,11,13,23,27,31,32,33],remov:[0,4,5,6,30,31,32,33],render:[0,30,31],reorder:[5,7,31,32,34],reorgan:[0,30],repeat:[0,1,3,4,5,6,9,10,11,13,14,21,23,24,25,27,30,32,33,34,35,36,37],repeated:30,repeatedli:[0,6,10,13,33,35,36],repet:3,repetit:[6,30,31,33,34,35],rephras:[13,34,35],replac:[0,1,3,4,5,6,10,12,14,15,16,21,22,24,25,30,31,32,33,34,37],replica:[6,33],repo:[24,25],report:[20,30,35,36],reportexampl:[20,24],reportsampl:20,repositori:[0,4,24,25,30,31],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,25,27,30,31,32,33,34,35,36],represent:[0,1,3,6,27,30,33,34,37],representd:3,reproduc:[0,5,6,9,12,15,16,22,24,27,30,31,37],repuls:[0,30],request:[0,13,21,30,35,36],requir:[0,1,3,4,5,6,8,9,11,12,13,17,23,30,31,32,33,34,35,36,37],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,24],resampl:[0,7,10,19,22,30,31,34,35],rescal:[0,11,12,31,36,37],rescu:[5,32,33],reseach:[6,24],research:[0,4,13,21,22,29,30,35,36],resembl:[6,27,33],reserv:[1,5,6,27,32,33,37],reshap:[0,1,2,3,4,6,8,9,10,15,16,23,30,31,33,37],residenti:[0,31],residu:[0,5,13,30,35],resiz:[5,31],resourc:30,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,21,24,27,30,31,32,33,34,35,36,37],respond:[12,36,37],respons:[0,7,9,12,30,31,34,36,37],rest:[0,5,31],restat:[0,12,30,37],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,30,36,37],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,21,22,23,24,25,27,30,33,34,35,36,37],retail:[0,31],retain:[5,6,31,33,34],rethink:33,return_data:14,return_sequ:4,return_x_i:9,reus:[1,3,6,18,19,20,24,25],reveal:[0,12,30,36,37],revers:[1,23],review:[22,23],revisit:[14,37],revolut:30,reward:[0,4,30],rewrit:[0,3,5,6,7,8,10,11,12,13,19,23,24,27,32,34,35,36,37],rewritten:[2,6,8,10,27,33],rewrot:[13,34,35],rf:10,rgb:3,rgoj5yh7evk:22,rh:[6,33],rho:[0,10,13,21,30,35,36],rho_1:10,rho_2:10,rho_m:10,rich:[0,30],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,21,22,25,30],ridge_fit:33,ridge_fit_beta:33,ridge_sk:6,ridgebeta:[5,32],ridgecv:34,right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,19,23,24,27,30,31,32,33,34,35,36,37],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,27,30,31,33,34,35,36,37],rigor:[0,30],ring:6,rise:[0,30],risk:[0,13,15,16,30,34,35,36],rival:4,river:[0,31],rm:[0,27,31],rmse:[0,31],rmsporp:[13,21,35,36],rmsprop:[1,3,4,13,25],rnd_clf:10,rng:27,rnn1:4,rnn2:4,rnn:[4,12,36,37],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:27,rntrick2:27,rntrick3:27,rntrick4:27,ro:[0,13,21,30,34,35,36],robert:[18,24,29],robust:[0,30],robustscal:[0,31],roc:[7,10],role:[0,2,5,6,8,22,30,31,32,33,34],roll:6,room:[0,28,30,31],root:[0,5,9,13,27,30,31,32,34,35,36],rot:30,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13,31,34,35,36],routin:[13,23,30,34,35],row:[0,1,2,5,6,7,9,11,23,30,31,32,33,34,37],rr:[5,31],rrr:[5,31],rug:[13,34,35,36],rule:[0,1,5,6,13,24,30,31,32,33,35,36],run:[0,1,2,3,4,5,6,8,9,11,13,15,21,22,24,25,30,31,32,33,34,35,36],runtim:[1,6,14],runtimewarn:[1,6,33,37],russel:30,rust:[0,15,22,23,30],rv_frozen:34,rvert:[1,37],rvert_2:[1,37],s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,22,23,24,25,27,30,31,32,37],s_1:6,s_:[3,6],s_i:[6,7,34],s_j:6,s_k:6,saddl:[13,34,35,36],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,23,24,27,30,31,32,33,34,37],said:[6,9,13,34,35],sake:[0,5,7,11,30,31,32,34],sale:[0,30],sam:30,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,23,24,27,30,31,32,34,37],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,19,21,22,23,24,27,30,31,32,33,34,35,36,37],sample_vari:14,sample_weight:[3,4],sampleexptvari:27,samwis:30,sastri:11,satisfactori:[0,30],satisfi:[1,2,3,6,8,13,17,23,27,33,34,35,37],satur:[1,6,33],save:[0,4,6,7,9,13,21,30,31,33,34,35,36],save_fig:[0,6,7,9,10,30,31,33,34],savefig:[0,4,6,7,9,27,30,31,33,34],savetxt:4,saw:[5,31],scalabl:10,scalar:[2,5,6,10,13,31,32,33,36],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,21,22,23,24,25,28,30,32,34,35,36,37],scale_mean:4,scale_std:4,scaler:[0,7,8,9,10,11,31,33],scan:[5,7,32,33,34],scari:[5,32,33],scatter:[0,1,6,7,8,9,14,21,30,31,32,33,34],scenario:[6,13,34,35,36],schedul:[13,28,35,36],scheme:[1,13,34,35,36],schrage:27,scienc:[0,1,10,12,13,22,26,27,28,29,31,34,35,36,37],scientif:[0,15,22,24,25,30,35,36],scientist:[0,30],scikit:[3,5,6,7,8,9,10,13,21,22,23,24,25,26,29,36],scikit_learn:[0,16],scikitlearn:30,scikitplot:[7,10,34],scipi:[0,3,5,6,13,15,22,23,24,30,31,32,33,34,35],scl:6,score:[0,1,3,6,7,9,10,11,15,16,24,25,28,30,31,33,34,35,36,37],scores_kfold:[6,33,34],scratch:[1,13,36,37],sdg:[13,21,35,36],seaborn:[0,1,3,6,7,21,25,30,31,34,37],seamless:[0,15,22,24,30],search:[0,1,3,5,9,13,30,32,35,36,37],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,22,23,24,25,27,28,30,31,33,34,37],second_mo:[21,35,36],second_term:[21,35,36],secondeigvector:11,secondli:[12,37],section:[4,11,17,23,27,31,32,34,35,36],sector:[0,30],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,21,22,23,24,25,27,30,31,32,33,34,35,36,37],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,21,24,27,30,31,32,33,34,35,36,37],seed_imag:4,seek:[1,2,8],seem:[1,3,4,35,36,37],seemingli:[0,30],seen:[0,1,3,5,10,12,17,27,30,37],segment:[13,34,35],seismic:6,seldomli:[0,30],select:[1,5,6,8,9,10,11,17,24,25,26,27,28,29,30,31,32,33,37],self:[1,2,3,4,5,21,31,32,37],sell:4,semest:[7,26,34],semi:[8,13,34,35],semilogx:6,send:[5,12,13,28,30,35,36,37],senior:[26,28],sens:[0,4,6,8,24,30,33],sensibl:3,sensit:[0,5,6,9,13,30,31,32,33,36],sent:[2,33],sentenc:[4,12,36,37],sep:[31,33],separ:[0,1,2,4,6,8,9,12,14,15,22,24,27,30,33,36,37],septemb:[16,17,18,19,20,24,30,31,35],sequenc:[2,3,4,7,9,10,12,13,22,23,27,30,34,35,36,37],sequenti:[1,3,4,10,12,27,36,37],seri:[0,1,2,3,4,5,6,10,11,12,13,23,30,31,32,33,34,35,36,37],serif:[0,7,27,30,34],serv:[0,1,2,3,5,7,13,21,24,29,30,31,32,33,34,35,36],servic:[24,25],session:[1,20,24,26,28,30,33,34,35,36,37],set:[1,4,5,6,7,8,10,11,13,14,16,17,21,22,23,24,25,27,28,32,33,35,36],set_major_formatt:[6,24],set_major_loc:[6,24],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,30,34,36,37],set_xlabel:[0,1,2,3,7,12,30,34,36,37],set_xlim:[7,12,34,36,37],set_xticklabel:1,set_ylabel:[0,1,2,3,7,30,34,37],set_ylim:[7,12,34,36,37],set_ytick:[7,34],set_yticklabel:[1,6],set_zlim:[6,24],seth:4,setminu:[6,34],setosa:[8,9],setosa_or_versicolor:8,setp:[6,33],setup:[1,4,6,8,21,22,25,30,31,37],sever:[0,3,5,6,7,8,9,11,12,13,21,22,23,25,27,30,31,32,33,34,35,36,37],sgd:[1,3,21,25,34],sgd_clf:8,sgdclassifi:8,sgdreg:[13,34,35],sgdregressor:[13,34,35],sgn:[5,31,32],shallow:[13,35,36],shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,23,30,31,32,33,34,35,37],shape_bas:2,share:[1,3,30],she:[7,34],shell:21,shift:[1,6,12,27,32,36,37],ship:3,shire:30,shortcom:[13,34,35,36],shorten:4,shorter:27,shorthand:[30,33],shortli:[23,30],should:[0,2,3,5,6,8,9,11,12,13,15,16,21,23,24,25,27,30,31,32,33,35,36,37],should_sync:[3,4],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21,23,24,27,30,31,32,33,34,35,36,37],show_shap:4,shown:[0,4,5,7,8,11,12,13,21,23,31,34,35,36,37],shrink:[3,5,6,8,11,24,31,32],shrinkag:[5,6,31,32],shrunk:11,shuffl:[0,1,3,4,6,13,21,31,33,34,35,36,37],side:[0,2,5,8,12,13,23,25,30,32,33,34,35,36,37],sigh:[22,30],sigma0:27,sigma1:27,sigma2:27,sigma:[0,1,5,6,7,10,11,12,13,17,18,19,23,24,27,30,31,32,33,34,35,36,37],sigma_0:[5,31,32],sigma_1:[5,31,32],sigma_2:[5,31,32],sigma_:[5,23,30,31,32,33],sigma_fn:[7,12,34,36,37],sigma_i:[0,5,30,31,32],sigma_j:[5,17,31,32],sigma_m:[6,27,33],sigma_n:[11,27],sigma_t:[13,35,36],sigma_x:27,sigmoid:[1,2,4,7,8,10,12,25,34,35,36,37],sigmundson:[6,31,32],sign:[1,2,7,8,10,27,28,34,37],signal:[1,3,10,12,36,37],signatur:[3,4],signifi:4,signific:1,significantli:[1,13,21,27,34,35,36,37],sim:[4,5,6,13,18,24,27,32,33,35,36],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,22,23,24,25,30,31,32,33,34],similarli:[0,1,3,5,8,10,13,20,27,30,31,32],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,19,21,22,23,24,25,27,33,37],simple_rnn:4,simplepredict:10,simpler:[0,1,5,6,7,13,16,19,21,22,24,25,30,32,35,36],simplernn:4,simplest:[0,1,3,4,9,10,12,14,30,36,37],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,22,23,24,25,27,30,31,32,33,36,37],simplic:[2,5,6,7,8,9,10,11,12,14,31,32,33,34,36,37],simplicti:[5,31],simplifi:[0,6,9,15,22,24,30,31,32,33],simplist:[3,6,27,33],simul:[6,33],simultan:[6,33],sin:[0,1,2,3,4,9,12,13,21,23,30,35,36,37],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,21,23,27,29,30,31,32,33,34,35,36,37],sine:[3,12,36,37],singl:[0,1,2,3,5,6,7,8,9,12,13,23,25,27,30,31,32,33,34,35],singular:[0,6,13,23,24,30,32,33,34,35],sinusoid:3,site:[0,2,3,4,7,8,11,13,21,24,25,26,30,31,32,34,36,37],situat:[0,4,5,7,13,21,27,30,31,34,35,36],six:[3,27],size:[0,1,2,3,4,5,6,8,9,10,11,13,21,23,24,25,27,30,32,33,34,35,36,37],sketch:10,ski:9,skill:[0,30],skip:[3,4,11],skiprow:31,skl:[0,6,30,31,32],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,30,31,32,33,34,35,36,37],skplt:[7,10,34],sl:[6,32,34],slack:8,slice:[2,23,30],slide:[0,3,15,16,24,25,27,30,31,33,35,37],slight:[6,13,33,35,36],slightli:[1,2,3,5,6,7,10,27,31,32,33,34],slope:[8,11,12,36,37],slow:[0,2,8,13,31,34,35,36],slower:[5,23,30,31,32],slowest:23,slowli:[12,37],slp:[1,37],small:[0,1,2,3,5,6,8,9,10,11,12,13,21,22,23,24,27,30,31,32,33,34,35,36,37],smaller:[0,1,2,5,6,8,9,11,13,27,30,31,32,33,34,35,36],smallest:[0,4,14,15,16,30,34],smallest_row_index:14,smooth:[0,3,6,9,13,24,30,34,35],sn:[0,1,3,6,7,30,31,34,37],sne:11,sneak:30,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,21,22,23,24,25,27,28,30,31,32,33,34,35,36,37],soar:6,social:[0,30],societ:30,soft:[1,7,10,12,34,36,37],soften:8,softmax:[3,7,34],softwar:[0,8,15,22,23],sol:8,sole:[0,6,30],solid:[0,7,30,34],solut:[0,1,2,3,5,6,8,10,11,13,17,18,23,24,25,27,30,31,32,33,34,35,36],solution_ev:35,soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,23,24,25,30,31,36,37],solve_expdec:2,solve_ode_deep_neural_network:2,solve_ode_neural_network:2,solve_pde_deep_neural_network:2,solveod:2,solveode_popul:2,solver:[2,7,8,9,10,11,21,23,34],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,27,32,33,36,37],some_model:[6,31,32],somehow:4,someth:[0,1,3,4,7,9,11,24,25,27,30,31,34,37],sometim:[0,1,11,12,13,14,30,31,35,36,37],somewhat:[36,37],soon:[23,28],sophist:[0,30],sopt:[13,35],sort:[5,6,9,11,27,31,33],sound:[3,5,32,33],sourc:[0,1,3,6,15,22,23,24,25,27,30,31,33],space:[0,1,4,5,8,9,11,12,13,14,21,27,31,32,33,34,35,36,37],span:[0,3,5,9,11,23,30,31],spare:1,spars:[3,6,23,30],sparse_mtx:[23,30],sparsecategoricalcrossentropi:3,sparseobject:2,sparsiti:10,spatial:[1,2,3,12,36,37],speak:27,special:[6,7,10,12,13,23,27,30,31,32,33,34,35,37],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,22,23,24,25,27,29,30,31,32,33,34,36,37],specifi:[0,3,5,6,7,9,11,13,14,21,24,27,30,32,33,34,35,36],specifici:[0,10,30],spectacular:3,spectral:1,speech:[0,1,3,4,12,30,36,37],speed:[1,2,4,13,35,36,37],spend:27,spent:[24,25],sphere:[0,31],spin:6,spite:[0,30],spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,24,27,32,33,34],splite:0,splitter:[1,10],spontan:27,spot:3,spread:[0,11,27,30,31],springer:[18,24,29,30,32],spuriou:[13,21,35,36],sqquar:32,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,21,27,31,32,33,35,36],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,19,21,22,23,25,27,33,34,35,36,37],squarederror:10,squaredeuclidean:14,squash:[12,36,37],srtm:[6,24],srtm_data_norway_1:[6,24],stabil:[5,24,25],stabl:[0,4,5,6,7,9,11,22,30,31,32,34],stack:[2,3,4],stacklevel:[0,30],stage:[5,13,21,24,25,35,36],stai:[0,2,4,5,11,17,30,31],stand:[0,5,9,12,30,31,32,36,37],standadscal:31,standard:[0,1,4,5,6,7,8,10,12,15,16,17,19,21,23,24,25,27,30,32,34,36,37],standard_basi:2,standardscal:[0,6,7,8,9,10,11,31,32,33],stanford:[13,34],start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,20,23,24,25,27,28,30,31,33,34,35,37],start_box:[2,13,36],start_nod:[2,13,36],start_tim:14,starting_point:21,stat:[6,31,33,34],state:[1,2,4,5,6,7,8,10,11,12,13,22,25,27,31,32,33,34,35,36,37],statement:[0,7,23,34],stationari:[34,35],statist:[0,1,3,4,7,9,10,11,12,13,14,18,23,24,26,29,31,34,35,36,37],statu:[0,7,11,30,31,34],stavang:[6,24],std:[0,4,6,30,31,33],steep:[13,21,34,35,36],steepest:36,step:[0,1,2,3,4,6,7,9,10,11,12,13,14,21,23,24,30,37],step_fn:[7,12,34,36,37],step_length:[13,35,36],step_num:[3,4],step_siz:35,steps_list:9,steps_per_epoch:[3,4],stereo:3,still:[0,2,3,5,6,11,13,17,27,33,34,35,36],stimuli:[12,36,37],stk2100:[29,30],stk3155:[15,24,25,26,28],stk4021:[29,30],stk4051:[29,30],stk4155:[26,28],stk5000:29,stk:[29,30],stochast:[0,1,5,6,8,11,12,15,16,24,30,32,33,34,37],stock:4,stoke:[12,36,37],stone:[0,7,24,30,34],stop:[1,4,7,9,11,13,14,21,34,37],storag:[5,31],store:[0,1,2,3,6,11,13,24,27,30,35,36,37],storehaug:[28,30],str:[1,3,4,37],straight:[0,6,8,13,30,31,33,34,35],straightforward:[0,2,3,5,6,8,9,10,13,23,30,31,32,33,34,35],strategi:[0,1,9,30,37],stratifi:[6,33],strength:[0,5,14,31],stretch:11,strict:[8,13,34,35],strictli:[8,13,34,35],stride:[4,23],strike:6,string:[1,37],stroke:[7,34],strong:[3,6,9,10,12,23,27,33,36,37],strongli:[0,8,22,23,25,31],stronli:[0,31],structur:[0,1,2,3,6,9,10,12,22,30,33,34,35,36,37],stuck:[1,13,34,35,36,37],student:[0,24,25,26,28,29,30],studi:[0,3,4,5,6,7,8,11,12,13,17,19,21,22,24,25,29,30,31,32,35,36,37],studier:29,style:[0,7,9,23,30,34],sub:[9,12,36,37],subarg:[2,13,36],subdivid:[0,23,30],subfield:[0,30],subject:[6,8,27],submit:30,subplot:[0,1,3,4,6,7,8,9,10,13,14,24,30,31,33,34,35,37],subplots_adjust:[8,27],subprogram:[23,30],subract:[0,31],subroutin:[0,30],subscript:[1,37],subsequ:[1,4,5,6,12,23,27,31,33,36,37],subset:[1,6,9,12,13,22,30,33,34,35,36,37],subspac:[0,8,11,31],substanti:[9,10],substep:11,substitut:[3,6,12,23,33,36,37],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,17,21,23,24,27,32,33,35,36],subtre:9,subval:[2,13,36],succeed:[0,4,30],success:[3,7,9,13,27,34,35],successfulli:[4,9],sudo:[0,15,22,24,30],suffer:[0,1,2,5,10,30,31,32],suffici:[1,6,8,11,13,33,34,35,37],suggest:[1,13,25,29,35,36],suit:[8,12,36,37],suitabl:[0,27,31],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,34,35,36,37],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,23,24,25,27,30,31,32,33,34,35,36,37],sum_i:[0,2,5,6,8,13,17,19,24,31,32,33,35,36],sum_j:6,sum_ja_:0,sum_k:[6,8,12,23,37],sum_logist:[13,35,36],sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,25,32,33,34,35,37],summari:[1,3,4,10,21,25,26,32,37],summat:[0,3,16,31],sundai:[17,18,19,20,21],sunni:9,superconduct:[31,32],superfici:3,superscript:[1,12,36,37],supervis:[0,5,6,7,9,12,22,30,31,33,34,36,37],supplement:[7,34],support:[0,1,9,10,11,13,22,30,31,35,36],suppos:[0,5,6,7,8,10,11,12,13,23,30,31,32,33,34,35,36,37],suppress:[5,13,32,35,36],sure:[0,1,4,6,24],surf:[6,24],surfac:[0,6,24,30],surpass:6,surpris:[0,30],surround:[3,22],survei:[0,5,6,30,31,32,33],svc:[8,9,10],svd:[0,6,11,17,30,33],svdinv:[5,32],svm:[8,9,10,11],svm_clf:[8,10],swath:[5,31],sy:[13,34,35],symbol:[1,5,11,13,22,27,30,31,32,35,36,37],symmeteri:1,symmetr:[0,5,8,11,12,13,23,30,31,35,36,37],symmetri:[6,9],sympi:[0,15,22,24,30],synonim:27,syntax:13,syntaxerror:8,system:[0,1,3,4,6,7,9,10,12,13,15,22,23,24,30,34,35,36,37],systemat:[4,6,33],t0:[3,6,13,21,35,36],t1:[2,13,21,35,36],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,24,25,27,28,30,33,34,35,36,37],t_0:[2,9,13,35,36],t_1:[13,35,36],t_:2,t_b:10,t_i:[1,2,5,12,25,31,37],t_j:[12,37],t_k:9,tabl:[9,24,25,27,28,30,36,37],tabul:[0,30],tabular:30,tackl:4,tag:[2,3,4,5,6,7,12,13,14,21,23,27,31,34,35,36,37],taht:[0,30],tail:27,tailor:[2,8,11,30],taiwan:[0,30],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,22,23,24,27,30,31,32,33,34,35,36,37],taken:[0,1,3,6,10,13,23,30,33,35,36,37],tan:3,tangent:[1,4,12,13,34,35,36,37],tanh:[1,4,7,8,12,34,35,36,37],tape:[3,4],target:[0,1,3,4,5,6,7,8,9,10,11,12,25,30,31,32,33,34,35,36,37],target_nam:9,task:[0,1,3,6,9,11,12,14,20,24,30,33,36,37],tau:[3,5,27,32,33],taught:30,tax:[0,31],taylor:[2,13,34,35],taylornr:[13,34,35],tba:35,tc:8,td:[1,6,13,24,30,33,35,37],teach:30,team:1,teaser:0,technic:[0,5,6,13,15,30,31,35,36],techniqu:[0,1,8,10,13,22,27,29,30,31,33,34,35,36],technolog:[0,1,30,37],tell:[0,4,6,10,11,13,27,33,35,36],temp1:1,temp2:1,temp:1,temperatur:[0,9,30],temporarili:1,ten:[3,17,30],tend:[3,5,6,8,9,10,12,13,14,21,31,32,33,35,36,37],tendenc:[0,30],tension:[6,33],tensor:[3,4],tensorflow:[0,2,4,8,14,15,22,23,24,25,26,29,30,31],term1:[5,6,11,24,31],term2:[5,6,11,24,31],term3:[5,6,11,24,31],term4:[5,6,11,24,31],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,24,27,30,31,32,34,35,36],termin:[0,4,5,9,10,13,15,21,30,31,35,36],terrain1:[6,24],terrain:[6,21,24,25],test:[3,4,5,6,7,8,9,10,13,17,19,21,23,24,27,33,34,35,36],test_acc:3,test_accuraci:[1,3,37],test_error:6,test_imag:[3,4],test_ind:[6,33,34],test_input:4,test_label:[3,4],test_loss:3,test_pr:[1,37],test_predict:[1,37],test_rnn:4,test_scor:[7,10,34],test_siz:[0,1,3,5,6,10,30,31,32,33,34,37],test_split:9,tester:32,testerror:[0,6,31,33],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,21,23,25,27,29,30,31,33,34,35,36,37],textbook:[17,21,24,25,31,33],textual:9,textur:[1,9],tf:[1,3,4,13,14,34,35],tfe_py_execut:[3,4],th:[0,1,2,5,6,7,9,12,13,14,15,16,23,24,27,30,31,32,33,34,35,36,37],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,22,25,27,30,31,32,33,36,37],thank:[4,6,31,32],theano:[1,22,30],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,23,24,27,31,32,33,34,35,36,37],them:[0,1,3,4,6,8,9,10,11,12,13,23,24,25,30,31,32,33,35,36,37],theme:[0,30],themselv:[0,27,30],thenc:[6,33],theorem:[2,6,7,31,34,36],theoret:[0,4,10,30],theori:[0,1,3,8,9,12,13,18,22,24,29,30,32,35,36,37],thereaft:[0,5,6,11,12,15,16,17,23,24,25,30,33,37],therebi:[0,5,7,11,30,31,32,34],therefor:[0,1,2,3,4,6,7,8,11,13,27,30,31,33,34,35,36,37],therein:11,thereof:[0,6,13,30,33,35,36],theta:[1,4,13,21,27,35,36,37],theta_:[1,13,35,36,37],theta_i:[1,37],theta_linreg:[13,21,35,36],theta_t:[13,35,36],thetaand:[36,37],thetaor:[36,37],thetaxor:[36,37],thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,23,24,25,26,27,29,31,32,33,34,35,36,37],thing:[0,1,2,4,5,7,9,27,30,32,33,34],think:[0,1,3,4,6,9,12,13,14,27,30,33,34,35,36,37],third:[0,3,6,13,21,28,30,33,34,35,36],thirti:[7,34],thorughout:30,those:[0,3,5,6,8,9,10,11,21,23,24,25,26,30,31,33],though:[1,2,3,4,13,23,27,35,36,37],thought:[6,14,24,25,27,33],thousand:[0,1,24,30,31,35,36],thread:[3,4],three:[0,1,3,5,6,8,9,12,15,23,24,26,27,28,30,31,32,33,34,36,37],threshold:[1,3,9,10,11,12,13,35,36,37],through:[0,1,2,3,4,5,6,8,11,12,13,14,22,23,27,30,31,32,33,34,35,36,37],throughout:[0,4,5,14,22,23,27,30],thu:[0,1,2,5,6,7,8,10,11,12,13,21,24,28,30,31,32,33,34,35,36,37],thumb:[0,6,24,30,31],thursdai:[28,30,35,36],tibshirani:[6,18,24,26,29,30,31,33],tick_param:6,ticker:[6,13,24,27,34,35],tif:[6,24],tight_layout:[1,7,34],tightli:11,tild:[0,5,6,7,11,15,16,17,18,19,24,27,30,31,32,33,37],till:[0,4,7,8,9,10,12,23,30,31,34,35,37],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,21,22,23,24,25,27,30,31,32,33,34,37],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,21,24,27,30,31,33,34,35,36,37],tmp:[13,35,36],tmp_log:[3,4],tn:[2,3,7],to_categor:[1,3,4,37],to_categorical_numpi:[1,37],to_numer:[0,6,30,33],todai:3,togeth:[0,3,6,8,11,13,21,22,30,31,35,36],toi:[14,35,36],told:[13,35,36],toler:[2,14],tolist:4,tomographi:[12,36,37],too:[0,2,4,5,6,9,11,13,15,27,29,30,31,33,34,35,36],took:[8,30],tool:[0,1,3,6,13,22,31,33,35,36],toolbox:8,top:[0,3,5,6,9,10,18,22,30,32,33],topic:[0,5,6,7,8,22,24,25,31,32,34],topograph:24,topolog:[1,3,12,36,37],toposort:2,torkjellsdatt:[28,30],toss:[10,27],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,23,25,27,28,30,31,33,34,35,37],total_loss:4,totalclustervari:14,totalscatt:14,toward:[1,2,7,12,13,24,34,35,37],towardsdatasci:[35,36],town:[0,31],tp:[4,7],tpng:9,tpu:[13,21,22,30,35,36],tqdm:6,tr:31,trace:[2,3,4,13,36],trace_stack:[2,13,36],traceback:[0,1,2,3,4,9,10,13,15,24,30,32,33,34,35,36],traceback_util:[3,4],tracer:[2,13,36],tracing_count:[3,4],track:[3,13,14,23,34,35,36],tract:[0,31],tractabl:[0,30,31],trade:[5,9,19,32,33],tradeoff:[0,5,19,24,30,31,32,34],tradit:[0,1,4,6,30,33,37],train:[2,3,5,6,8,9,10,11,12,13,17,19,21,24,25,32,33,34,35,36],train_accuraci:[0,1,3,30,37],train_dataset:4,train_end:[0,1,31,37],train_error:6,train_funct:[3,4],train_imag:[3,4],train_ind:[6,33,34],train_label:[3,4],train_pr:[1,37],train_siz:[0,1,3,31,37],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,30,31,32,33,34,37],train_test_split_numpi:[0,1,31,37],trainabl:4,trainable_vari:4,trained_model:[6,31,32],trainerror:[0,31],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:[13,21,35,36],training_gradient_fun:[35,36],training_loss:[35,36],trainingerror:[6,33],trainpredict:4,trainscor:4,trainx:4,trait:[0,30],trajectori:4,trajectory_i:21,trajectory_x:21,transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,21,22,23,30,31,32,33,34,35,36,37],transit:[6,12,36,37],translat:[1,4,6,10,31,32,37],translate_vjp:2,transpos:[1,5,11,23,31,32,37],travers:[0,5],treat:[0,1,3,6,12,13,27,30,31,32,33,34,35,36,37],tree:[0,1,6,22,24,30,37],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:27,treue:7,trevor:[18,24,29],tri:[2,3,4,9,13,34,35,36],triain:0,trial:[0,2,4,6,13,27,30,33,34,35],triangl:[13,34,35],triangular:23,trick:[3,4,8,11,13,21,27,35,36],trickier:27,tridiagon:23,trillion:22,trivial:[0,1,5,11,27,30,32],troubl:[0,8,12,31,37],truck:3,true_beta:[6,31,32],true_divid:37,true_fun:[6,33],truli:30,truncat:21,tucker:8,tuesdai:[28,30,33,34,35,36,37],tumor:[7,9,25,34],tumour:[7,34],tunabl:[1,21,25],tune:[4,9,13,21,23,25,30,34,35,36],tupl:[2,13,36],turn:[0,1,5,6,7,8,9,10,11,12,13,19,23,24,27,30,31,33,34,35,36,37],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,27],twice:[13,34,35],twist:11,two:[0,1,2,4,5,6,7,9,10,11,12,13,15,16,23,26,27,29,30,32,33,35,36,37],tx:[13,34,35,36,37],tx_1:[13,34,35],txt:4,ty:[13,34,35],type:[0,1,3,6,8,10,13,16,23,24,27,31,32,33,34,35],typeerror:[2,13,36],typic:[0,1,2,3,4,5,7,9,10,12,13,21,25,27,30,31,32,33,34,35,36,37],typo:[24,25],u:[0,2,5,6,8,10,11,12,17,23,30,31,32,36,37],u_:23,u_i:[12,36,37],u_m:10,ua:[0,30],ubuntu:[0,15,22,24,30],uci:[0,25,31],uio:[24,25,28,29],un:14,unari:[23,30],unary_f:[2,13,36],unary_oper:[2,13,36],unary_to_nari:[2,13,36],unbalanc:[6,9,33,34],unbias:[0,5,6,30,32,33],uncent:[6,32],uncertainti:[0,5,30,32,33],uncertitud:27,unchang:[1,3],uncorrel:[10,27],undefin:[5,31],under:[0,1,5,6,10,13,15,16,22,24,25,30,31,32,33,34,35],underdetermin:[0,30],underfit:[1,6,33],underflowproblem:[5,32,33],undergo:[5,32,33],undergradu:[26,28],underli:[0,1,9,13,27,30,35,36],underset:[4,14],understand:[0,1,3,5,6,10,13,14,21,22,30,31,32,34,35,36],understood:[8,13,35,36],undesir:8,undetermin:[5,8,32,33],undo:4,unexpect:[6,33],unexpected:27,unfair:[6,31,32],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,24,27,30,31,34,35,37],uniformli:[13,27,34,35,36],unifrompdf:27,unimport:[13,34,35],union:[5,6,32,33,34],uniqu:[0,2,6,13,14,23,30,33,34,35],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,27,30,31,32,36,37],unitari:[5,6,23,31],unitarili:[23,30],uniti:27,univari:27,univers:[0,1,2,13,15,22,24,25,26,28,30,31,32,33,34,35,36],unix:1,unknow:[0,23,30],unknown:[0,1,3,4,5,6,8,10,13,16,21,23,30,31,32,33,35,36,37],unknowwn:[12,37],unlabel:1,unless:[0,3,6,11,13,24,25,30,31,33,34,35],unlik:[1,2,3,8,13,34,35,36],unnecessarili:9,unord:3,unravel:[1,37],unrol:[3,11],unseen:[0,7,9,34],unstabl:1,unsupervis:[0,1,4,12,22,30,36,37],unsymmetr:[23,30],untak:2,until:[1,2,4,9,12,13,14,34,35,36,37],untouch:0,unusu:[12,36,37],up:[1,3,4,5,6,8,10,11,13,14,16,18,22,23,24,25,27,28,32,35,36],updat:[1,2,10,12,13,14,21,35,36,37],uploa:30,upload:[22,24,25,29],upon:[0,1,6,7,11,23,24],upper:[0,8,9,16,23,31],uppercas:[23,30],upsampl:4,upscal:4,us:[4,5,6,8,9,10,11,12,14,15,16,17,18,19,23,24,26,27,29,32,33],usa:[30,36],usag:[0,8,22,30,31],usd10000:[0,31],usd:[0,31],use_bia:4,use_multiprocess:[3,4],usecol:[0,30],useless:[1,37],user:[0,1,2,3,4,6,7,8,11,15,21,22,23,24,30,31,32,34,37],usernam:[24,25],userwarn:[3,21],usetex:27,usg:[6,24],usr:27,usual:[0,3,4,7,12,13,14,30,34,35,36,37],ut:[5,32],util:[0,1,3,4,6,7,10,14,25,30,31,33,34],ux:23,v0:27,v1:27,v2:27,v:[2,4,5,6,11,13,17,21,22,31,32,35,36],v_0:11,va:1,val:[13,35,36],val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,21,22,25,27,30,31,35,36],validation_batch_s:[3,4],validation_data:[3,4],validation_freq:[3,4],validation_split:[3,4],validation_step:[3,4],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,19,21,22,23,24,30,35,36,37],valuat:9,valueerror:[0,2,30],valy:4,van:[0,18,24,30,31,32,33],vandenbergh:[8,13,34,35],vandermond:[0,30],vanilla:[0,6,11,14,31,32],vanish:[1,4,13,27,34,35],var_x:27,varabl:8,varepsilon:[5,6,18,24,32,33],varepsilon_:[5,6,32,33],varepsilon_i:[5,6,32,33],vari:[0,1,3,5,6,10,15,16,30,33,37],variabl:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,21,23,30,31,32,33,36,37],varianc:[0,1,5,7,9,10,11,13,14,18,19,21,22,23,25,27,30,31,34,35,36],variance_i:[5,11,31],variance_x:[5,11,31],variant:[0,1,6,8,12,13,30,31,34,35,36,37],variat:[3,4,11,30],varieti:[0,3,12,15,22,24,30,36,37],variou:[1,3,5,6,7,8,9,11,12,13,16,18,21,22,23,24,27,31,32,35,36,37],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13,34,35],ve:[24,25],vec:[6,33],vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,21,22,32,33,34,35],vector_mean:14,ventur:[0,8,15,22,30],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,24,25,27,29,30,31,32,33,34,35,36,37],verifi:[3,11,23,30],versatil:[8,30],versicolor:[8,9],version:[0,3,4,10,13,14,15,22,23,24,25,27,30,31,35,36],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,30,31,32,33,34,35,37],vert_1:[5,6,31,32,33],vert_2:[5,6,11,17,31,32,33],via:[0,5,6,7,8,9,10,11,12,15,19,22,23,24,26,27,28,30,31,32,33,34,36,37],vidal:11,video:[0,1,12,22,26,28,30,31,32,33,34,37],view:[1,3,5,6,12,13,21,27,29,30,32,33,35,36,37],violat:8,virginica:9,viridi:[0,1,2,3,30,37],virtual:1,viscos:[13,35,36],viscou:[13,35,36],visibledeprecationwarn:2,vision:[0,3,30],visual:[0,3,11,12,15,22,30,31,36],visualis:1,viz:[6,8,27],vjp:[2,13,36],vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:[2,13,36],vjps_dict:2,vmap:[13,35,36],vmax:[1,6],vmin:[1,6],voic:3,volum:[0,3,30],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vs:[0,2,4,6,31,33,35],vspace:[2,13,36],vstack:[5,11,23,27,30,31],vt:[5,31,32],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,23,27,30,31,33,34,35,36,37],w_1:[8,23],w_1x_1:8,w_1x_:8,w_2:[8,23],w_2x_2:8,w_2x_:8,w_3:23,w_4:23,w_:[1,12,36,37],w_hidden:2,w_i:[1,2,10,37],w_ix_i:[12,36,37],w_j:23,w_m:23,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,17,23,24,30,31,32,33,34,35,36,37],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,23,25,27,30,31,32,34,35,36,37],walk:9,walker:27,wang:[0,30],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,22,24,25,27,30,31,32,33,34,35,36,37],warn:[0,4,8,30,31,37],warrant:[6,33,34],wast:[3,35,36],watch:[3,4,22],wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,31,32,33,34,37],weak:[9,10,14],weather:[1,12,36,37],web:[22,26,28,30,31],weblink:25,webpag:30,websit:[6,23,24,26,30],wedg:[8,27],wednesdai:[28,30,33,34,35,36,37],wee:11,week:[0,5,6,7,24,25,26,28],weekli:[22,24,28,29,30,36],weight:[0,1,2,3,6,7,9,10,12,13,24,25,27,31,34,35,36],weigth:2,welcom:[8,22],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,19,20,21,22,23,24,25,27,29,30,31,32,33,34,35,36,37],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,27,30,31,33,34,36,37],wessel:[0,18,24,30,31,32,33],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,22,23,24,25,27,34,35,36,37],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,21,23,24,25,27,30,31,32,33,34,37],whenev:[13,21,27,35,36],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,24,25,27,28,30,31,32,33,34,35,36,37],wherea:[6,27,33],wherein:[1,12,36,37],whether:[0,3,5,7,9,24,25,27,30,32,34],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,30,31,32,33,34,37],whichev:[1,3],white:9,whiteboard:[19,31,32,33,34,35],who:[0,26,30],whole:[1,3,4,5,9,11,13,32,33,35,36,37],whose:[0,6,10,27,31,33],whow:[11,31],whrn:33,why:[0,1,3,6,13,21,24,32,34,35],wide:[0,1,3,6,7,12,15,22,23,24,30,33,34,36,37],widehat:[6,33],width:[0,2,3,8,9,30],wieringen:[0,18,24,30,31,32,33],win:10,wind:9,wing:[28,30],winther:2,wiothout:[6,31,32],wiscons:[7,34],wisconsin:[10,25],wisdom:[6,32],wise:[0,1,5,12,13,31,35,36,37],wish:[0,2,5,7,8,11,13,14,23,24,25,30,31,34,35],with_std:[0,31,33],wither:6,within:[0,2,3,4,7,9,12,13,14,27,29,30,34,35,37],withinclust:14,without:[0,1,5,6,8,9,11,12,13,21,25,30,31,32,33,35,36,37],without_trac:[3,4],won:[0,30],wonder:8,woodi:30,word:[0,1,3,4,5,6,7,14,27,30,31,32,33],work:[0,1,4,6,7,8,9,13,15,21,22,24,25,26,27,28,30,31,33,34,35,36,37],worker:[3,4],workshop:30,world:[0,8,30,31],worldwid:[0,30],wors:[0,1,3,4,6,30,33],worst:9,worth:9,worthi:[24,25],would:[0,1,3,5,6,7,8,9,10,11,12,13,23,24,25,27,30,31,32,33,34,35,36,37],wrap:[6,23,30],wrap_util:[2,13,36],wrapper:[0,30],write:[0,1,2,3,5,6,7,8,12,13,15,16,17,20,21,23,24,30,31,33,34,35,36,37],written:[0,2,3,5,11,12,13,16,22,23,24,25,27,30,31,32,33,34,35,36,37],wrong:[1,8,37],wrongli:10,wrote:[5,11,31],wrt:[2,10,13,21,35,36],wth:[10,13,21,35,36],www:[22,23,24,25,29,30],wx_1:8,x0:8,x1:[4,8,9,10,13,35,36],x1_exampl:8,x1d:8,x2:[8,9,10,13,35,36],x2d:[8,11],x2d_train:11,x2dsl:11,x3:8,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,30,33,34,35,36,37],x_0:[0,5,11,23,30,31,32,33],x_1:[0,2,5,6,7,8,9,10,11,13,23,27,30,31,32,33,34,35,36,37],x_2:[0,2,5,6,7,8,9,10,11,13,23,27,30,31,33,34,35,36,37],x_3:[8,23,27],x_4:23,x_:[0,2,3,5,6,8,10,11,13,14,18,23,24,27,30,31,32,33,34,35],x_center:11,x_data:[1,37],x_data_ful:[1,37],x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,23,27,30,31,32,33,34,35,36,37],x_input:2,x_ix_:[0,30],x_iy_i:8,x_j:[0,2,8,9,12,16,27,31,36,37],x_jy_j:8,x_k:[12,14,23,27,31,36,37],x_l:27,x_m:[6,12,23,27,33,36,37],x_n:[0,2,3,6,8,11,12,13,23,27,30,33,34,35,36,37],x_new:[9,10],x_offset:[6,31,32],x_output:2,x_p:[3,7,9,34],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_small:[13,35,36],x_test:[0,1,3,5,6,7,9,10,11,30,31,32,33,34,37],x_test_own:6,x_test_scal:[0,6,7,9,10,11,31,32,33],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,30,31,32,33,34,37],x_train_mean:[6,31,32,33],x_train_own:6,x_train_scal:[0,6,7,9,10,11,31,32,33],x_val:1,xarrai:[22,30],xavier:1,xbnew:[13,34,35],xcode:[0,15,22,24,30],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13,21,35,36],xi_1:8,xi_:8,xi_i:8,xinv:[32,36,37],xk:8,xla:[3,4,13,21,22,30,35,36],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,24,27,30,31,32,33,34,35,36],xlim:[6,10,33],xm:9,xmesh:[13,35],xnew:[0,13,21,30,34,35,36],xp:27,xpanda:[0,31],xpd:[5,11,31],xplot:0,xs:9,xscale:[0,31],xsr:9,xt_x:[13,21,34,35,36],xtest:[6,33,34],xtick:[3,6,8,9,33],xtrain:[6,33,34],xu:[0,30],xx:[0,23,30],xy:[0,6,8,23,24,30],xytext:8,xz:[23,30],y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,27,30,31,32,33,34,35,36,37],y_0:[0,5,11,23,30,31,32,33],y_1:[0,5,8,9,11,13,23,30,31,32,33,34,35],y_1y_1:8,y_1y_1k:8,y_1y_2:8,y_1y_2k:8,y_1y_n:8,y_1y_nk:8,y_2:[0,5,8,9,11,23,30,31],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,23],y_4:23,y_:[0,1,5,6,10,11,23,30,31,32,33,37],y_data:[0,1,5,6,30,31,32,33,34,37],y_data_ful:[1,37],y_decis:8,y_fit:[0,31],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,18,19,23,24,25,30,31,32,33,34,35,36,37],y_if_:10,y_ix_:[0,30],y_ix_i:[7,8,13,31,34,35],y_iy_jk:8,y_j:[6,8,12,19,24,33,36,37],y_k:[12,36,37],y_m:23,y_model:[0,4,5,6,30,31,32,33,34],y_n:[8,13,34,35],y_ny_1:8,y_ny_1k:8,y_ny_2:8,y_ny_2k:8,y_ny_n:8,y_ny_nk:8,y_offset:[6,31,32],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,31,32,33,34,37],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10,34],y_scaler:[6,32,33],y_test:[0,1,3,4,5,6,7,9,10,11,30,31,32,33,34,37],y_test_onehot:[1,37],y_test_predict:[0,31],y_test_scal:33,y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,30,31,32,33,34,37],y_train_mean:[6,31,32],y_train_onehot:[1,37],y_train_predict:[0,31],y_train_scal:[6,32,33],y_val:1,yand:[36,37],ye:[3,6,7,33,34],year:[0,22,30],yet:[0,1,6,8,11,13,30,34,35,36,37],yi:[13,21,35,36],yield:[0,2,5,6,8,10,12,13,14,23,27,30,32,33,34,35,36,37],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,24,27,30,31,32,33,34,35,36],ylim:[3,6,33],ym:9,ymesh:[13,35],yn:0,yo:[8,9,10],yor:[36,37],yoshua:[1,29],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,19,20,21,22,23,24,25,27,28,29,31,32,33,34,35,36,37],young:[0,30],your:[1,2,4,5,6,8,11,13,17,19,20,21,22,23,24,32,33,34,35,36,37],yourself:[11,13,30,35],youtub:22,ypred:[6,33,34],ypredict2:[13,21,34,35,36],ypredict:[0,13,21,30,31,34,35,36],ypredictlasso:[5,32],ypredictol:[0,5,32,33],ypredictown:[6,31,32],ypredictownridg:[6,32],ypredictridg:[0,5,6,32,33,34],ypredictskl:[6,31,32],yridg:30,ys:9,ytest:[6,33,34],ytick:[3,6,8,9,33],ytild:[0,6,30,31,33],ytilde_test_ol:33,ytilde_test_ridg:33,ytildelasso:[5,32],ytildenp:[0,30,31],ytildeol:[0,5,32],ytildeownridg:[6,32],ytilderidg:[5,6,32],ytrain:[6,33,34],yx:[23,30],yxor:[36,37],yy:[23,30],yz:[23,30],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,23,24,27,30,31,33,34,35,36,37],z_0:[23,30],z_1:[23,30],z_2:[23,30],z_:[1,2,12,23,30,37],z_c:[1,37],z_h:[1,37],z_hidden:2,z_i:[1,12,36,37],z_j:[1,12],z_k:[12,31,37],z_m:[1,37],z_mod:9,z_o:[1,37],z_output:2,zaman:27,zaxi:[6,24],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,23,24,27,30,31,32,33,34,35,36,37],zeros_lik:4,zeroth:31,zfill:4,zip:[2,4,6,13,36],zm_h:[0,30],zn:[0,31],zone:[0,31],zoom:30,zx:[23,30],zy:[23,30],zz:[23,30]},titles:["3. Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Exercises week 37","Exercises week 38","Exercises week 39","Exercises week 41","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 13 (Midnight)","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Statistical interpretation of Linear Regression and Resampling techniques","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization","Week 39: Optimization and Gradient Methods","Week 40: Gradient descent methods (continued) and start Neural networks","Week 41 Neural networks and constructing a neural network code"],titleterms:{"1":[0,15,16,17,18,24,30,31],"12":37,"13":25,"14":33,"2":[0,15,16,17,18,25,30,31],"2023":[24,28],"21":34,"23":34,"3":[0,15,16,30,31],"31":31,"34":[15,30],"35":[16,31],"36":[17,32],"37":[18,33],"38":[19,34],"39":[20,21,35],"4":[0,31],"40":[21,36],"41":[21,37],"5":0,"7":32,"9":24,"case":[8,10,27,31,32,34,35],"class":34,"do":[1,30,32,33,35,36,37],"final":[12,21,25,31,32,35,36,37],"function":[0,1,6,7,8,10,11,12,13,21,24,25,27,30,31,32,33,34,35,36,37],"import":[5,21,23,30,31,32],"new":[4,32,33],A:[0,1,4,8,9,21,30,32,33,34],AND:[36,37],And:[21,30,31,32,34,35,36],But:[21,35,36],In:28,Ising:6,OR:[36,37],The:[0,1,2,3,5,6,7,8,9,11,12,17,22,30,31,32,33,34,35,36,37],To:[30,31],With:[4,32],about:[30,31],abov:32,activ:[1,12,25,32,36,37],ad:[0,6,17,24,30,31,36,37],adaboost:10,adagrad:[13,21,35,36],adam:[13,21,35,36],adapt:[10,21,35,36],adjust:[1,37],advanc:21,adversari:4,again:[3,9,34],ai:30,aim:[8,9,17,18,19,20,21,30],aka:[30,31],al:21,algebra:[23,30],algorithm:[9,10,11,12,21,25,31,35,36,37],algortithm:[13,34,35],all:8,an:[0,4,10,30],analys:[5,31],analysi:[0,5,6,11,22,24,25,27,30,31,32,33],analyt:[0,16,17,21],ani:[13,34,35],anoth:[9,32,33],appli:22,approach:[0,8,14,30,33,35,36],approxim:[12,37],architectur:[1,37],argument:[35,36],arrai:[23,30],artifici:[36,37],assist:28,assumpt:[32,33],august:31,autocorrel:27,autograd:[2,13,21,35,36],automat:[13,21,35,36],avoid:[35,36],b:[17,24,25,35,36],back:[1,11,12,37],background:[22,24,25,33],bag:10,base:[13,21,33,35,36],basic:[0,5,7,9,10,11,23,31,32,33,34],batch:[1,35,36],bay:[5,32,33],befor:11,beta:[32,33],better:[8,36,37],bia:[6,24,33],bias:37,binari:[1,37],bind:30,bird:10,boldsymbol:[31,32,33],boost:10,bootstrap:[6,10,33],boston:[0,31],breast:1,brief:[30,33,34,35],bring:[12,37],build:[1,3,9],c:[24,25,30],calcul:31,can:[21,30,33,35,36],cancer:[1,7,9,11,34],cart:9,center:31,central:[13,22,27,33,34,35],chain:[12,37],challeng:34,chang:10,channel:30,chi:[0,30],choos:[1,37],cifar01:3,classic:11,classif:[1,9,10,25,34,37],classifi:[8,34],clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,21,25,30,31,32,33,34,35,36,37],collect:[1,3,37],come:34,commun:30,compact:34,compar:[2,10],comparison:32,compet:[21,35,36],complet:31,complex:[0,6,24,31],complic:[6,35,36],compon:11,comput:[9,35,36],computation:33,computerlab:30,con:9,concept:27,condit:[32,33,34,35],confid:33,conjug:[13,35],construct:37,continu:36,contn:30,convex:[8,13,34,35],convolut:[3,12,36,37],correctli:[32,33],correl:[11,31,34],correspond:[34,35],cost:[1,10,31,32,33,34,35,37],cours:[22,29,30],covari:[5,11,27,31],cover:30,critic:25,cross:[6,24,33,34],cython:30,d:[24,25],data:[0,1,3,6,7,9,11,15,16,22,24,27,30,31,32,34,37],dataset:[1,3,37],deadlin:[24,25,30],decai:[2,35,36],decis:[9,10],decomposit:[5,11,17,23,31],deep:[1,2,34],defin:[1,30,37],definit:37,degre:[0,31],deliveri:[24,25],delta:33,dens:[0,30],deriv:[5,12,31,32,33,34,35,37],descent:[2,10,13,21,25,34,35,36],descript:24,design:31,detail:[3,30],develop:[1,37],diagon:11,differ:[8,25,35,36],different:21,differenti:[2,13,35,36],diffus:2,dimension:[2,3,8,24,31],directli:[35,36],disadvantag:9,discret:27,discuss:34,distribut:[5,27,32,33],distrubut:[32,33],doe:[31,32,36,37],domain:27,dot:[35,36],down:1,dropout:1,e:[24,25],each:34,economi:31,electron:[24,25],element:[0,27,30,35,36],elimin:23,energi:30,ensembl:10,entropi:[9,34],environ:[0,15,30],equat:[0,2,12,30,31,32,34,35,37],error:[0,10,30,31,33],essenti:30,estim:[32,33],et:21,etc:30,euler:2,evalu:[1,25,37],exampl:[0,1,2,3,4,6,7,8,9,10,21,30,31,32,33,34,35,36,37],exercis:[0,6,15,16,17,18,19,20,21,30,31,33],expect:[18,27,32,33],expens:33,experi:27,explor:[0,15,16,30],exponenti:2,express:[17,18,30,31,34,35],extend:[34,35],extrapol:4,extrem:[10,30],ey:10,f:[24,25],fall:28,famili:[1,30,31],famou:23,fantast:31,featur:[9,23,31],feed:[1,12,36,37],find:[33,35,36],fine:1,first:[4,12,25,30,31,32,34,35,37],fit:[0,10,30,32],fix:31,fold:[33,34],forc:3,forest:10,format:[24,25,30],forward:[1,2,12,36,37],fourier:3,frank:[6,24,31],freedom:[0,31],frequent:31,frequentist:[0,30],fridai:34,from:[5,10,12,21,25,31,32,33,34,35,36,37],full:[2,37],further:[3,5,31],g:24,gan:4,gate:[36,37],gaussian:23,gd:[13,21,35,36],gener:[4,9,30],geometr:[11,34,35],get:21,gini:9,good:[0,30],goodfellow:21,grade:[28,30],gradient:[1,2,10,13,21,25,34,35,36],grid:34,group:34,growth:2,ha:22,handl:[23,30,31],happen:[32,33],have:30,heard:30,hessian:[31,34,35],hidden:2,histogram:33,homework:[34,35],hous:[0,31],how:34,hyperbol:[36,37],hyperparamet:[1,37],hyperplan:8,i:1,id3:9,idea:11,ideal:[34,35],ident:[32,33],identifi:33,ii:30,iid:[32,33],illustr:[32,36,37],implement:[1,37],implic:[5,31],improv:[1,35,37],includ:[13,21,34,35,36],increment:11,independ:[32,33],index:9,inform:28,input:2,instal:[22,24,30],instructor:28,intercept:31,interpret:[5,11,30,31,32,33,34,35],interv:33,introduc:[11,13,21,31,35,36],introduct:[0,6,22,23,24,25,30,36,37],invers:[5,23,32],invert:31,iter:[10,35],its:31,jacobian:31,jax:[13,21,35,36],job:[36,37],julia:30,jungl:10,k:[33,34],kera:[1,3],kernel:[8,11],l:37,lagrangian:8,lambda:34,lasso:[5,6,24,31,32,33,34],last:[31,33,34,36],later:[5,31],layer:[1,2,3,12,37],learn:[0,1,2,11,13,14,15,16,21,22,24,25,30,31,32,33,34,35,36,37],least:[5,6,18,24,30,31,32],lectur:[30,31,32,33,34,37],level:10,librari:[22,30],likelihood:[7,32,33,34],limit:[1,13,27,33,34,35,36],linear:[0,8,13,23,25,30,31,32,34],link:[5,11,26,29,31,32,33],literatur:[24,25],logist:[7,25,30,34,35,36,37],loop:[35,36],loss:[31,34,35],lu:23,machin:[0,8,13,22,24,25,30,34,35],made:[32,33],mai:30,main:27,make:[0,9,10,15,16,30,31],mani:[10,12,37],manipul:31,margin:[32,33],mass:30,materi:[26,30,31,32,33,34],math:[5,31],mathemat:[3,5,8,31,35,36,37],matric:[5,23,30,32],matrix:[1,5,11,12,23,30,31,32,34,35,36,37],matter:[0,30],max:31,maximum:[32,33,34],mean:[0,30,31,32,34],measur:34,meet:[5,10,27,30,31],mercer:8,method:[6,9,10,13,21,24,33,34,35,36],midnight:[24,25],min:31,mini:[35,36],minibatch:[21,35,36],minim:[30,34],ml:30,mle:[32,33],mlp:[12,37],mnist:[3,4],model:[0,1,4,6,12,30,36,37],moment:[35,36],momentum:[13,21,35,36],moon:[8,9],more:[3,6,21,23,24,30,31,32,33,34,35,36],multi:[36,37],multilay:[12,36,37],multipl:[1,3,37],multipli:8,need:[24,30],network:[1,2,3,4,7,12,25,30,34,36,37],neural:[1,2,3,4,7,12,25,30,36,37],neuron:[36,37],newton:[21,34,35,36],noen:[21,35,36],non:8,normal:[0,1,33],notat:[12,36,37],note:[21,31,32,33],novemb:25,now:[1,9,13,21,32,33,35,36],nuclear:[0,30],nueral:34,numba:30,number:[0,2,21,27,31,35,36],numer:[2,24,25,27],numpi:[21,23,30,35,36],object:[3,37],obtain:11,octob:[24,37],od:2,off:[6,24],ol:[5,6,21,24,32,33,35,36],one:[2,12,34,35,37],ones:[36,37],oper:23,optim:[1,8,13,22,30,31,34,35,36,37],order:[13,21,35,36],ordinari:[5,6,18,24,30,31,32],organ:[0,30],orient:37,oslo:29,other:[4,9,11,12,23,30,31,34,36,37],our:[0,4,5,11,13,30,31,34,35,37],outcom:[22,30],output:2,overarch:[0,4,8,9,17,18,19,20,21,30,31],overview:[10,30,35,36],own:[0,10,11,15,16,25,30,31],packag:[23,30],panda:[30,31],paper:24,paramet:[30,31,34,35,36],part:[13,22,24,25,31,34,35],partial:2,pass:[1,37],pca:11,pdf:27,pencil:24,perceptron:[12,36,37],perform:[1,9,37],period:3,perspect:1,plan:[31,32,33,34,35,36,37],plot:[33,34],point:4,poisson:2,polynomi:[3,32],popul:2,practic:[13,21,28,30,35,36],pre:[1,3,37],predict:4,predictor:34,preprocess:31,prerequisit:[3,22,30],princip:11,principl:3,pro:9,probabl:[5,27,32,33],problem:[1,2,13,21,30,31,32,34,35,36,37],procedur:[9,30],process:[1,3,37],product:[35,36],program:[2,13,24,25,34,35],project:[6,24,25,30,34],prop:[13,35,36],propag:[1,12,37],properti:[5,27,31,34],python:[0,9,15,22,23,30],quick:8,r:30,random:[10,11,27,34],raphson:[34,35],rate:[21,35,36],read:[9,30,31,33],real:[6,24,30],recommend:[30,31,35,36],rectangular:32,recurr:[4,12,36,37],recurs:[35,36],reduc:[0,31],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,17,18,24,25,30,31,32,33,34,35,36,37],regular:[1,34,37],relat:31,relev:[29,31,33,34,36,37],relu:1,remark:3,remind:[6,8,30,34,35],repeat:31,replac:[13,35,36],report:[24,25],repositori:33,repres:37,requir:[2,22],resampl:[6,24,32,33],rescal:[6,32],residu:31,resourc:2,result:[31,32],revisit:[13,34,35],rewrit:[30,31,33],rewritten:34,ridg:[0,5,6,17,18,24,31,32,33,34,35],rm:[13,35,36],rmsprop:[21,35,36],rule:[12,37],s:[8,10,21,33,34,35,36],same:[13,21,33,35,36],sampl:11,scale:[31,33],schedul:[26,30],schemat:9,scheme:2,scienc:30,scikit:[0,1,11,15,16,30,31,32,33,34,35,37],search:34,second:[13,21,35,36],select:34,semest:28,sensit:[34,35],septemb:[32,33,34],session:32,set:[0,2,3,9,12,15,30,31,34,37],sgd:[13,35,36],should:1,similar:[13,21,35,36],simpl:[0,4,9,13,30,31,32,34,35,36],singl:[10,36,37],singular:[5,11,17,31],size:31,slightli:[35,36],soft:8,softmax:[1,37],softwar:[24,30],solv:[2,32,34,35],solver:13,some:[13,23,30,31,34,35],specifi:2,split:[0,15,16,30,31],squar:[0,5,6,10,18,24,30,31,32],standard:[13,31,33,35],start:[21,36],state:[0,30],statement:30,statist:[5,6,22,27,30,32,33],steepest:[10,13,34,35],step:[25,33,34,35,36],still:31,stochast:[13,21,25,27,35,36],stop:[35,36],strongli:30,studi:34,subtract:31,suggest:30,sum:33,summari:[28,30,36],superposit:3,supervis:1,support:8,svd:[5,31,32],syntax:[35,36],systemat:3,t:[31,32],taken:21,teach:[26,28],teacher:[28,30],technic:32,techniqu:[6,11,24,32],technolog:22,tensorflow:[1,3],tent:30,term:[33,37],test:[0,1,15,16,25,30,31,32,37],textbook:[29,30],than:[34,35],thei:30,theorem:[5,8,11,12,27,32,33,37],theori:27,thi:[17,18,19,20,21,30],think:31,thursdai:[31,32,33,34,37],time:[35,36],tip:[13,21,35,36],togeth:[12,37],tool:30,top:1,topic:30,toward:11,trade:[6,24],tradeoff:[6,33],train:[0,1,4,15,16,30,31,37],transform:3,tree:[9,10],tuesdai:32,tune:1,two:[3,8,22,24,31,34],type:[2,4,12,30,36,37],uio:30,understand:33,univers:[12,29,37],unsupervis:14,unsupport:[35,36],up:[0,2,9,12,15,21,30,31,33,34,37],us:[0,1,2,3,7,13,21,22,25,30,31,34,35,36,37],usag:[32,33],valid:[6,24,33,34],valu:[5,11,17,18,27,31,32,33,34],vari:[21,35,36],variabl:[27,34,35],varianc:[6,24,32,33],variou:[0,15,25,30,33,34],vector:[8,12,23,30,31,36,37],video:[35,36],view:[0,4,10,31],visual:[1,9,37],vs:3,wai:[9,21,33],warm:21,wave:2,we:[21,30,35,36],wednesdai:32,week:[15,16,17,18,19,20,21,30,31,32,33,34,35,36,37],weekend:34,weekli:[26,33],weight:37,what:[0,30,31,32,33],when:[35,36],which:[1,21,35,36],why:[30,31,33,36,37],wisconsin:[7,34],wrap:[31,33],write:[4,11,25,32],x:[31,32],xgboost:10,xor:[36,37],yet:32,you:30,your:[0,10,15,16,25,30,31],yourself:34,z_j:37}}) \ No newline at end of file +Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","exercisesweek37","exercisesweek38","exercisesweek39","exercisesweek41","intro","linalg","project1","project2","schedule","statistics","teachers","textbooks","week34","week35","week36","week37","week38","week39","week40","week41"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","exercisesweek37.ipynb","exercisesweek38.ipynb","exercisesweek39.ipynb","exercisesweek41.ipynb","intro.md","linalg.ipynb","project1.ipynb","project2.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb","week38.ipynb","week39.ipynb","week40.ipynb","week41.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,28,30,31,32,33,34,35,36,37],"00":[0,1,5,6,9,11,30,31,34,37],"000":[1,3,37],"0000":9,"00000":9,"000000":[5,11,30,31],"00000000e":[5,31,34,37],"000054":30,"0001":[1,17,37],"0001042":21,"00012934":31,"00015239":31,"0001539814498783133":9,"00016826":21,"00018647":21,"00019432":21,"00019883":21,"00019998":5,"00020665":21,"00021438167895478945":[],"00022035":21,"00022902":21,"0002364":31,"0002382102844775691":34,"00024087":5,"0002442":21,"00025381":21,"00027064":21,"00028129":21,"00029012":5,"00029993":21,"00031174":21,"00031535148309577417":6,"00031535148309580783":6,"0003324":21,"00034548":21,"00034944":5,"00036838":21,"00038288":21,"00040825":21,"000417932":2,"00042089":5,"00042432":21,"00045244":21,"000464088":2,"00047025":21,"00048049":21,"00048325":31,"00050142":21,"00050694":5,"00052115":21,"00053008":21,"0005557":21,"00057757":21,"00058016":6,"00060705":6,"00061058":5,"00061585":21,"00062595":6,"00063364":33,"00063862":33,"00064009":21,"0006527":31,"00066668":6,"00067395":[],"00068088":33,"00068251":21,"00068734":6,"00068946":6,"00070937":21,"00072412":[],"00073541":5,"00075597":33,"00075639":21,"00076495":6,"00076905":6,"0007698473260556325":6,"0007698473260556343":6,"00078616":21,"00079129":6,"00079910":33,"00079968":5,"00081564":[],"00083346":33,"00083826":21,"00084705":6,"00085889":6,"00087126":21,"00087697":6,"00088573":5,"00089187":33,"00091628":[],"00092647":6,"000929":21,"00092904":33,"0009485400848532":[],"00096314":5,"00096557":21,"001":[1,2,8,13,17,34,35,37],"00100519":6,"00102956":21,"00104613":31,"0010479245926411787":[6,33],"00105081":6,"00105497":21,"00106677":5,"00107008":21,"00107405":6,"00111756":6,"00114101":21,"0011526":6,"00115999":5,"00117627":[],"00118508":6,"00118591":21,"00119699":33,"00126452":21,"00128479":5,"00131428":21,"001323":6,"00134327e":[],"00137818":6,"00139705":5,"00140139":21,"00140849":33,"00145652":21,"00148709":31,"00149311":6,"00149956":6,"00152117":6,"00154733":5,"00154860":33,"00155308":21,"00156376":6,"00161414":21,"00168251":5,"00170724":[],"00172117":21,"00172452":31,"00174276":6,"00175331":6,"00178871":21,"00183869":31,"00186347":5,"00186362":31,"001880":5,"00190742":21,"00198187":21,"00199495":[],"00200":8,"00202624":5,"00202679":31,"00202756":6,"00203959":[],"00211371":21,"00217499":6,"00219194":33,"00219502":21,"00219624":31,"00224413":5,"00225484":31,"00225909":[],"00228742":6,"00229911":31,"00234197":21,"0023548":6,"002381316302584886":6,"0023813163025848865":6,"00242398":[],"00242847":21,"00242954":33,"00242999":6,"00243186":6,"0024401":5,"00245177":[],"0024598":[],"00249435":6,"00249831":[],"00259385":21,"00266858":2,"00267887":21,"00270244":5,"00272586":[],"00274989":6,"00286972":21,"00289724":6,"0029114":[],"00292838":[],"00293132":21,"00293838":5,"0030207":[],"00305172":27,"003100":30,"00310113":2,"00312361":6,"00313577":21,"00315593":6,"00316561":21,"0032153180657605116":[6,33],"00323332":6,"00324512":[],"00324969":31,"0032542":5,"00325450":33,"003301":6,"00334743":[],"00335448":21,"00335936":[],"0033955154592040923":[6,33],"00341073e":[],"00346394":21,"00353823":5,"00354492":31,"00358844":21,"00359612":[],"003620":30,"0036237":6,"0036367":6,"00369758":6,"00370554":21,"0037095":[],"00375475":5,"003755":5,"00379522":[],"0038332550504751595":34,"0038335":6,"00383872":21,"003909404072811221":[6,33],"00391839":5,"00392139":[],"00396398":21,"00398509":[],"0039987":6,"004":[5,32,33],"004091940707753925":[6,33],"00410387":6,"00410478":6,"00410646":21,"00411073":[],"004113634617443131":[6,31],"00411363461744314":[6,31],"004113634617443147":[6,31],"0041559863458613296":[6,33],"00420072":33,"00424046":21,"00424909":2,"00424967":6,"00426027":5,"00426531":31,"00433417":11,"00439287":21,"00440346":6,"00440395":0,"00441613":[],"00443743":6,"00445655":11,"00446979":31,"00451679":[],"00453622":21,"00455536":[],"004579219539673834":[6,33],"00458878":6,"00460304":[],"004610275230656182":[6,33],"00462287":6,"00465099":33,"00469926":21,"00471782":5,"00472199":6,"00472512":6,"00472549":31,"00474485":31,"00478655":31,"00480366":[],"00480371":31,"0048526":21,"0048938":[],"0049544":6,"004999999999999994":0,"00502702":21,"00504808":[],"00512927":5,"00517114":6,"00519105":21,"00526348":6,"0053018":6,"00537764":21,"00542313":[],"00554552":6,"00555311":21,"00556826":6,"0055941":[],"0056799":5,"00575271":21,"00579953":6,"00588657":6,"00594042":21,"00595615":31,"00598615":[],"00600971":[],"00607783":6,"00611979e":[],"00613258":[],"00615394":21,"006162":6,"00617499":5,"00619918":[],"00620347":[],"00627535":31,"00630331":6,"00631057":[],"00635475":21,"00642221":6,"00642268":[],"00642935":[],"00646613":[],"00651112":[],"00658316":21,"00660427":6,"00663699":[],"00665974":[],"00669662":[],"00672607":6,"00673407":6,"00676387":6,"00679797":21,"0068011":6,"00680794":[],"006829400694106674":31,"00683748":5,"00683964":6,"00686806":[],"0068697":[],"00687175":[],"007024126888938144":[6,33],"00703355":[],"00704231":21,"00712321":31,"0071642501586093735":27,"00719176":6,"0072675":[],"00727211":21,"00727646693":[0,30],"007315":[30,31],"00736955":[],"00738008":[],"0074331":5,"00753349":21,"00754534":[],"00759119":6,"00761275":[],"00769731":[],"00777931":21,"007785":5,"00778523":5,"00781918":33,"00784393":6,"00788598":21,"007891914573161948":31,"00798988":[],"00799998":31,"00803064":6,"00805074":33,"00805892":21,"00813803":6,"00817631":6,"00817834":[],"00823002":5,"00827728":6,"00830822":[],"00831018":6,"00832189":21,"00834567":6,"00843617":[],"00844667":30,"00848904":6,"00851512":[],"00858536":31,"00862101":21,"0086649156":[0,30],"008675369724975977":5,"00868983":[],"00890232":21,"00894639":5,"00905423":6,"00906293":[],"009163470508352218":5,"009164545680330616":[6,33],"00917248":6,"00920609":[],"00922229":21,"00929251598272297":[],"00934327e":31,"00934499":6,"00934865":[],"0093869":31,"00952322":21,"00952586":31,"0096208":6,"00976647":31,"009855809602167547":[],"00986552":21,"00989896":[],"00990475":5,"00992331":6,"00996754":6,"01":[0,1,2,5,6,9,11,13,17,21,29,30,31,33,34,35,36,37],"010018312644139219":[6,33],"01004321":[],"01006401":[],"0100706":6,"01018743":21,"010331721306655165":[6,33],"01033856":[],"01035984":[],"01038358":31,"01050849":[],"010516485576646504":[6,33],"0105536":21,"0106014":23,"01066519":6,"01066976":[],"01076611":5,"01076733":[],"01089797":21,"0109":[],"010902":30,"01094846":21,"01097423":31,"0110":27,"01103246":[],"01107621901137467":[6,33],"01112952":[],"011225":2,"01128968":21,"01130932":31,"0113104":6,"01135167":31,"01148039":[],"01165807":21,"01179792":6,"011917343246903285":31,"01191824":5,"012073649469946107":[6,33],"0120771":21,"01214101":31,"01219292":6,"01222822":31,"01223198":6,"01231917":6,"01233332":[],"01247118":21,"01257265":[],"01265755":31,"012658":31,"01267006":31,"01268892":31,"01272215":[],"01288591":31,"01290811e":[],"01290947":6,"01291943":21,"01295356":5,"01300561":21,"013121574062587286":[6,33],"01318643":6,"013341":21,"01344196":30,"01347636":31,"01347916":6,"01348565":6,"013623165903312745":[],"01362461":[],"01366733":[],"01367553":6,"01372375":31,"01382052":21,"01397146":6,"01405935":6,"01409821":[],"01416528":6,"01420034":[],"01424197":31,"01427149":21,"01432847":[],"01433809":5,"014436800088896381":[6,33],"01449782":6,"01458337":6,"014586":31,"01458611":31,"0146081":6,"01463049":6,"01463052":31,"01477821":31,"01478446":21,"01492":31,"01502518":31,"0150723888951771":6,"01507238889517717":6,"01508632":31,"01508966":31,"01514564":[],"01521658e":[],"01526688":21,"01529503":31,"01531845":6,"01537557":[],"0154222":31,"01542292":33,"01544605":21,"01549377":6,"01549939":33,"01550546":33,"01552289":31,"01558197":5,"01562311":[],"01566461":[],"01581562":21,"01594452":33,"01600491":[],"01603602":[],"01619664":[],"016285782696017142":[6,33],"01633169":21,"01633913":6,"01640891":6,"01655318":6,"016587414993045335":[6,33],"01663866":[],"01667827":[],"01671556":31,"01678384":[],"01691871":21,"01691985":6,"0169643":5,"01704432":23,"01708781":6,"01708852":6,"01713366":6,"01722502":[],"01724499":5,"01731293":[],"01735584819559331":[6,33],"017355848195593312":[6,33],"01747077":21,"01762067":31,"01765474":31,"017665":5,"01783414e":31,"01809873":21,"018232":[30,31],"01831050e":6,"01831207e":6,"01859922":[],"01865187e":[],"01866537":6,"0186893":21,"01873344":11,"01873869":5,"01881546":31,"01882522":[],"01897575":[],"01898855":6,"01899119":[],"01905883":6,"01908936":6,"019140656913589":27,"01914066":27,"01916913":31,"01918548":[],"01919702":23,"01931743":[],"01936105":21,"01963611":6,"01969145":6,"01975416527168255":[6,33],"01975848":6,"01989299":31,"01989549":30,"01999282":21,"02":[0,3,4,6,7,12,30,34,36,37],"0200568":31,"02024701e":[],"02024962":6,"020404272938413143":9,"02044454":[],"02054837e":6,"02061026":31,"02061094":[],"02068067":6,"02071142":21,"0207306":31,"02073509":5,"02079171":31,"02098261":6,"02123176":6,"0212604":[],"02126208":31,"02138725":21,"021592704588021174":[6,33],"021592704588021178":[6,33],"02178583":[],"02183021":30,"02186131":[],"02198702e":6,"02198703e":6,"02208512":6,"02215597":21,"02228115":6,"02229529":6,"02231445":36,"02252765":5,"02284019":[],"02287894":21,"02288816":[],"022999498260366198":[6,33],"02308518":30,"02348765":6,"02355925":[],"02365049":6,"02400359":31,"02416381":[],"02424794":33,"02447466":21,"0245528":6,"02468681":31,"02492265":5,"02498832":6,"025027":21,"02503753":6,"02511518":6,"02522069":6,"02531037":[],"02536494":31,"02542246":[],"02546675":33,"025709":[11,31],"02574735e":[],"02586427":6,"02593026":31,"0260906":6,"02610528":[],"02618169":21,"02622906":[],"026250840755899812":11,"02625193":8,"02635835":31,"026605727637184554":[6,33],"026605727637184558":[6,33],"02702978":31,"02707227":5,"02723445":6,"02760977349102238":[6,33],"027609773491022394":[6,33],"02761736":[],"02764023":[],"02790465":[],"02804715":[],"02809859":31,"028389":[],"02838933":[],"02845284":[],"02857":4,"02892224":[],"029":6,"02944425":31,"029483":5,"0296969":31,"029733":[30,31],"02976145":6,"02992852":[],"02994311":5,"02f":[6,24],"03":[1,6,31,34,37],"03025391":[],"03032441e":6,"03060273":[],"03063575":31,"03065428":[],"03074083":[],"03077640549":4,"03099776":5,"031":[5,32,33],"03107818":[],"03113051":[],"03119091":31,"03172365":[],"03195835":31,"03196357":6,"03203047":[],"03251863":5,"03256632e":[1,37],"03267527":6,"03279636":6,"0330308045183219":6,"0330308045187757":6,"03308408":5,"03338173":[],"03365768507152769":[6,33],"03370315":31,"033790755027115954":5,"03389964":[],"034047":30,"034169230664804":30,"03443175":[],"03447512":6,"034557":31,"03543039":31,"03543455":[],"03543958":31,"03562355":6,"03568439":6,"035909":30,"0359565":5,"03616508":31,"03630548":6,"0366352614656884":[],"03707133":11,"03717939":31,"03727597":[],"03728183e":[],"03735403":[],"0374748":[],"03774822e":[],"03781367141738902":[6,33],"03813208":[],"03814292":6,"03815288":6,"038300":[11,31],"03856554":23,"03868779":[],"03894328":31,"039":6,"039039":5,"03908546":[],"03935519":[],"03946221":[],"039967668952797":6,"0399676689527975":6,"04":[1,6,11,34,37],"040102":5,"04010697":6,"04014929":[],"0401585":30,"04058784":[],"04063602":6,"04084872":23,"041":9,"041050166905828786":[],"04111096":31,"0411487294305088":6,"041148729430523":6,"04191629":13,"04193203":31,"042044382097756156":30,"04218461":[],"04220758":6,"04223754":30,"04225015":31,"04259402":31,"04276619":[],"04292593":0,"04295757":33,"043":9,"04310095":[],"04314342":31,"04315108":5,"0431531":[],"04346721":5,"04355837":6,"04362":9,"04362755":31,"04372783":31,"0437499":2,"04389027":6,"04423486":6,"04426647":31,"04426744e":31,"044334":[30,31],"04448923":30,"044613":6,"0447389":31,"04537385":6,"04543942":6,"04547353":31,"04555073":30,"04566964":6,"04574692":[],"0458":9,"04584982e":[],"04648335":5,"046531":[],"04669463":31,"04683565":5,"04690007":31,"04720848":[],"04778116":27,"04784395":6,"04816611e":[],"04818727730430286":[6,33],"04869126e":[],"048920":30,"04892055":6,"0489354":[],"04909093":6,"04912436":6,"04926746":33,"049462":30,"049556996627824":6,"0495569966278269":6,"0496375":31,"05":[1,4,6,13,24,31,36,37],"05009826":6,"05024857":[],"05056463":[],"050663":[],"05066303":[],"05091289":[],"05100875":6,"05126901":31,"051418":5,"051649":[11,31],"0517473":5,"05183886":[],"05227921801205679":[6,33],"052305":31,"05234611":[],"05238712":[],"05263":9,"052992":[],"05302":9,"053417":31,"05357244":[],"05364854":8,"05383795":6,"053849":5,"053944":[],"05412502":[],"05432856":23,"054375":[],"05446143":[],"05447415":6,"05459089":31,"054617":31,"054655":31,"054954":[],"05505310046363":2,"05515143e":[],"05533":9,"05544019":[],"055676":[30,31],"055734":31,"055910":31,"055987":31,"05599455":[],"056030":[],"05614483":5,"05623":9,"05648":9,"05651951":6,"05667":9,"056683":31,"057124":[],"05716368155342902":[6,33],"057179":[],"057219":[],"057300":31,"057393":31,"057406":5,"057418":31,"057457":31,"057722":31,"05781491e":[],"057835":31,"05785343":6,"05789007":6,"05792524":[],"05796251":6,"05807125":6,"0582573":[],"05825965":[],"058435":[],"05852973":30,"058552":31,"058556":[],"058645":31,"058738":[],"05883":9,"05884":9,"058854":31,"058952":31,"058996":31,"059031":31,"059182":5,"059427":5,"05966593":30,"059736":[],"059807":31,"05982961":23,"059830":[],"05989727":[],"059951":31,"05999":9,"059993":31,"06":[3,4,6,31,35,36],"060001":11,"060037":[],"060083":31,"06020587":6,"060254":31,"06026294":31,"060278":[],"060300":[],"060334":[],"060349":30,"060387":[],"06043581":6,"060567":5,"060716":31,"06072551":[],"06075426":11,"060756":31,"060872":31,"061013":[],"061034":5,"061084":11,"061092":5,"061163":31,"061239":[],"061264":[],"061359":31,"061443":31,"061452":31,"061614":31,"061642":[],"061679":30,"061775":5,"061836":[],"061915":[],"06200174":5,"062016":31,"062082":[],"062082386342319454":[6,33],"062100":[],"062221":11,"062292565":4,"06231773":[],"062337":31,"062351":[],"062470":[],"062599":31,"062624":31,"062749":[],"062797":5,"062874":31,"062967":5,"06299237e":[],"063000":[],"063019":31,"063055":5,"063061":31,"06307625":[],"063080":31,"063081":5,"0632":33,"063260":31,"06331463":31,"063325":[],"063407":11,"063436":[],"063443":30,"063653":31,"063716":[],"063724":30,"063760":[],"063822":[],"063832":[],"063894":31,"063912":[],"063927":[],"06397412":[],"063982":[],"06407201":[],"064074":31,"064294":[],"064412":5,"064420":[],"06444":9,"064501":31,"064532":5,"06453579006728322":[6,33],"064602":5,"064606":31,"064609":31,"064634":11,"064699":31,"064793":31,"06481015":36,"064856":[],"064874":5,"06488406":30,"06491736":6,"064987":5,"065006":[],"065026":30,"065077":31,"065089":[],"06511966":21,"065158":5,"065214":5,"065249":[],"065378":31,"065390":31,"065410":31,"06547790180152352":[6,33],"06547790180152355":[6,33],"065517":11,"065588":[],"06578047":[],"065801":[],"065815":[],"065872":[],"065910":[],"065982":5,"066042":5,"066066":31,"066077":[],"066344":5,"06637":9,"06638817":23,"06642248":31,"066438":[],"066453":11,"066474":31,"066500":31,"066612":31,"066647":31,"06664867":23,"06666117":[],"0666807":2,"06668613e":[],"066762":5,"066787":31,"066804":[],"06682268":[],"0668226833598415":[],"066837":[11,31],"066854":31,"066999":31,"067009":5,"06724062":5,"067328":5,"067409":[],"067419":11,"067437":5,"067440":5,"067611":5,"067630":[],"067637":31,"067707":31,"067745":[],"067748":[],"067826":[],"067832":[],"067915":11,"067979":[],"068":[],"068083":[],"068241":5,"068264":31,"068307":31,"068403":11,"06842111e":[],"068441":31,"06844519414009444":[6,33],"06844519414009445":[6,33],"06853772":[],"06855126e":[],"068606":11,"068629":31,"068727":31,"068734":5,"0687531":[],"068757":[],"068816":5,"068906":31,"068974":5,"068987":5,"069028":31,"069033":11,"069055":5,"06915522":[],"069213":5,"069257":5,"069296":[],"069365":11,"069384":11,"069388":[],"069452":31,"069584":[30,31],"069594":[],"069629":[],"069630":[],"069739":[],"069746":5,"069766":5,"069803":[],"069822":5,"069939":[],"07":[6,31],"070042":11,"07004211":11,"070043":[30,31],"070067":[],"070107":11,"070146":31,"070157":11,"07016":9,"07017":9,"07020234":[],"070213":31,"070220":11,"070228":5,"070275":5,"07039":9,"070441":[],"070457":31,"070569":5,"070582":31,"070597":5,"07062318":6,"070737":31,"070769":[],"070795":5,"070811":11,"070889":[11,31],"070986":[5,31],"071062":11,"071138":[],"07115":9,"071191":5,"071258":11,"0713":[0,30],"07130734":[],"07136324":[],"07139233":[],"071423":5,"07145103":11,"071452":11,"071498":[],"071554":5,"07160048164232538":[6,33],"0716004816423254":[6,33],"071611":5,"071773":5,"071788":[],"071801":[],"071872":11,"071879":11,"07188255":[],"072000":31,"072009":11,"072111":31,"072128":[],"072132":31,"072168":[],"07226292":[],"072310":5,"072369":[],"072404":5,"072476":31,"072621":31,"072624":11,"072790":11,"072805":5,"072830":[],"07285":3,"07286416":21,"072914":[],"072931":11,"072953":5,"073008":5,"073088":11,"073152":11,"07321674":[],"07331468":[],"073354":11,"073362":11,"073422":5,"073444":[],"073445":11,"073494":5,"07358383":31,"073598":[11,31],"073630":11,"073634":[],"073644":31,"073708":[],"073716":[],"073728":5,"073802":11,"073853":[],"073858":5,"073972":11,"073980":5,"073984":11,"074067":[11,31],"074084":31,"07410236e":[],"074108":11,"07420079":[],"074201":[],"074210":31,"07421084":5,"074323":31,"074327":11,"074330":5,"074419":11,"074439":11,"074457":11,"074509":11,"0745177":[],"074545":5,"074560":11,"07456491":5,"074686":[],"074772":5,"074780":11,"074879":[],"07490892":6,"074969":5,"074970":11,"075058":11,"075249":11,"075342":11,"075513":11,"075521":11,"075523":5,"075582":11,"075587":11,"075758":5,"075779":11,"075816":31,"075889":31,"075980":11,"075984":11,"075990":[],"076012":5,"076105":11,"076125":5,"076127":11,"076136":5,"076150":31,"076249":5,"076266":11,"07627734":[],"076354":5,"07641937":33,"0764924":6,"076504":11,"076587":11,"076592":5,"076662":11,"076721":[],"07678":9,"076820":[],"076825":11,"076833":11,"076857":11,"07692307692307693":9,"076938":[11,31],"076950":[],"076996":11,"077168":31,"077171":11,"077219":[],"077226":11,"077460":31,"077542":5,"077549":[],"077613":11,"077650":5,"077705":11,"077710":11,"077756":5,"07777777777777778":37,"078":[],"078029":11,"078110":31,"078187":11,"07820":9,"078329":[],"078336":31,"078412":11,"07842458":[],"078467":5,"078540":31,"078545":5,"078593":5,"07864":9,"078656":5,"078707":5,"07871":9,"078845":11,"078868":11,"078974":31,"078986":31,"079121":11,"079124":11,"079165":11,"079226":5,"07929472":13,"079432":[],"079434":11,"07944154":[23,30],"079455":5,"079581":5,"0796891867672603":[6,33],"079878":11,"07988085572440823":[],"079882":5,"079946":31,"08":[9,27,31,35,36],"080105":11,"080163":11,"080181":[],"080256":5,"08030109":27,"080406":5,"080411":5,"08043851":5,"080473":[],"080505":11,"080616":31,"080690":[],"080764":31,"08076969085177746":11,"080773":11,"080933":11,"081126":11,"081246":5,"081276":31,"08131003":6,"08156108":6,"081570":11,"081584":11,"08159374":[],"08165104":31,"081655":31,"081680":5,"08174081":27,"081772":11,"08185315":31,"081916726599974":[],"081955":11,"081976":11,"0819836":[],"082189":5,"082205":5,"08221578":27,"082255":11,"082347":11,"08238863600759742":5,"08245909":23,"082506":11,"08251519":6,"082517":5,"08256285":[],"082577":11,"082653":31,"082760":11,"082781":11,"082875":30,"08299273e":6,"083000":11,"083066":[],"083096":11,"08318298e":[1,37],"083317":[],"08333333333333333":[9,37],"08336233266":4,"083527":[30,31],"08352721390288316":30,"08376632":[6,31],"083766322923899":[6,31],"0837663229239043":[6,31],"083853":5,"08389064":[],"083988":5,"084075":5,"084076":31,"084247":5,"08426840630693412":[6,33],"08426840630693413":[6,33],"08449894":[],"08455":9,"08474":9,"084764":5,"084809":31,"08481871":31,"084843":5,"085023":11,"08505008":30,"085235":[],"0853136633465326":34,"085391":11,"085454":11,"08551306":6,"08551338":[],"08551625":[],"08576932":6,"08593216":6,"08611111111111111":37,"086441":11,"086518":5,"086843":11,"086864":[],"08690":9,"08703034":30,"087247":5,"087250":5,"08728068":[],"08758":9,"087603":5,"087642":11,"08770809":[],"087887":30,"088155":5,"08815506":5,"0881981":5,"08823":25,"08844723450419088":23,"088697":5,"08871404":5,"08881497884574564":31,"08888888888888889":37,"08902":9,"0892144853354966":34,"08928088":21,"0895387":31,"089539":31,"089710":5,"08973767":[],"08996":9,"09":[1,31,37],"090365":5,"09076319":30,"09149148":[],"09166666666666666":37,"0917":9,"09172409":6,"09179697e":[],"092":6,"09251":9,"093":6,"09308274":30,"09327269724691106":27,"09336399":[],"093408":5,"094082198961999e":6,"0940821989652176e":6,"09444444444444444":37,"09527217":[],"09599224":[],"09609807":5,"09726322":21,"09744":9,"09760094":[],"09780":9,"09791":9,"09858511":[],"09861229":[23,30],"09903804":8,"09919198949274803":[6,33],"09951287404314545":[1,37],"0998713":[],"0n":[0,30],"0s":4,"0x1162c32b0":21,"0x118f6d610":[],"0x11de12520":[],"0x11df37280":[],"0x11fdbfd60":[],"0x1268ba940":21,"0x127a38670":35,"0x127e425e0":13,"0x13002a640":[],"0x1305bb1c0":[],"0x13eaa7490":35,"0x13ef4e1c0":34,"0x16c9a8880":13,"0x2800bca90":[],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,23,25,26,27,28,29,32,33,34,35,36,37],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,21,23,24,26,27,28,30,31,32,33,34,35,36,37],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,21,23,27,28,30,31,32,33,34,35,36,37],"1000":[0,1,2,4,5,8,11,13,14,21,22,27,30,31,34,35,36,37],"10000":[2,5,6,10,11,13,27,32,33],"100000":8,"10001":10,"1001":[9,27],"1002":27,"1003":27,"10030":9,"1005":27,"1007":32,"10077114273548984":[6,33],"1009":27,"101058":23,"1011":27,"1013":27,"1013904243":27,"10141413e":6,"1015":27,"10156593":[],"10160394":[],"10188623":21,"102":[3,31],"1023":27,"10230":9,"1024":3,"10247463629935179":[],"10251317e":[],"1026":27,"10268273":[],"1027":27,"103":[1,37],"1030":27,"10340":9,"10354083919795562":[],"1037":27,"10378326e":[1,37],"1038":27,"10391807":6,"10398646080125036":[6,33],"10398646080125037":[6,33],"10399758":21,"1040":27,"10405456":11,"10430":9,"10440776":30,"104411":[30,31],"1047":27,"10520":9,"10555555555555556":37,"10572":33,"10589577":5,"106095":[11,31],"10638925":[],"1063892533225306":[],"106431":30,"10683216":[],"1078":33,"10790125813226321":31,"108":[6,9],"1089452":[],"10913":6,"10927588":11,"109276":11,"10931453":6,"10954867e":[],"10960":9,"10983954":[],"10m":4,"10th":9,"10x":[0,30],"11":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,21,23,24,26,27,28,29,30,31,32,33,34,35,36,37],"1100":27,"1101":27,"11022302e":[5,37],"11022363":31,"11039573e":[],"11078018494378859":[],"111":[1,7,12,34,36,37],"11100":9,"11197884":23,"11202337":33,"112383":[11,31],"1124":9,"11352187":30,"11388888888888889":37,"11390":9,"11427818":[],"114550":33,"11462415":5,"11482289e":6,"11507992e":[1,37],"11547777218876518":[6,33],"115822":6,"11590":9,"11660":9,"11666666666666667":[1,37],"117":8,"117430":30,"11744554e":6,"11749517":[],"11780":9,"118":2,"1182":33,"118318":[30,31],"11837308":[],"11837671":23,"1184":4,"11840":9,"11890":9,"11896755":23,"119":2,"119936":2,"11m":4,"12":[0,1,2,3,4,5,6,8,9,11,12,13,21,23,27,29,30,31,33,35,36],"120":[2,3],"12011393e":[],"12023635e":[],"1203":9,"1203284":8,"12044974":31,"120450":31,"120508":11,"12050822":11,"1206":8,"121":[8,9,10],"12129289":[],"12155548":30,"1215pm":[28,30],"12182967":6,"122":[2,8,9,10],"12222222222222222":[1,37],"12224317":[],"122282":30,"123":2,"12318726e":6,"12330033":31,"12333649":6,"123711":6,"12380":9,"124":[0,30],"12400":9,"12552073e":6,"12568438":[],"12591227":31,"12594172":[],"126":9,"1261":9,"12618549":5,"1265":9,"12695501":30,"127":4,"1271":6,"1277":6,"12777777777777777":37,"127812":30,"12790":9,"128":[3,4,13,35,36],"12814914":23,"128664":6,"12871842":31,"129":2,"12921833":[],"1297":9,"1298":9,"129963":33,"12998822":[],"12m":4,"12pm":[28,30],"13":[0,1,2,4,5,6,9,11,12,13,21,23,27,30,31,33,34,36,37],"130":9,"13003291":6,"13055555555555556":37,"130694":31,"13069442":31,"13076331":[],"131":9,"132":9,"13220608e":6,"1326":9,"1326197715":30,"13280":9,"133":[7,34],"13404683":23,"13410999":11,"134110":11,"13422946e":[],"13444436":[],"1345":33,"1346":33,"135":9,"13535942":6,"13542726":13,"13646574":5,"13661243e":6,"13679863":6,"1371":6,"13740":9,"137400784702911":31,"13749148e":[],"13759245e":[],"137652":[11,31],"1377":[3,4],"1378":[3,4],"1379":[3,4],"1380":[3,4],"1381":[3,4],"1382":[3,4],"13827006":[],"13829298":23,"1383":[3,4],"1384":[3,4],"1385":[3,4],"1386":[3,4],"13865173":5,"138775":[11,31],"1388888888888889":37,"1388976715362099":23,"13890":9,"1392559585048734e":6,"139255958997547e":6,"13925918083728273":[],"139431112903922":33,"1394311129039245":33,"1395084586525954":33,"1395235273363669":33,"13987729":[],"13m":4,"14":[0,2,4,5,6,8,9,10,11,12,13,21,23,27,29,30,31,36,37],"140":[2,9],"14021063":6,"14023656":30,"141":2,"14100":9,"1412":[21,35,36],"1416398":6,"14174745":6,"1418":9,"142":9,"14250":9,"14277718e":31,"143":[2,7,34],"1437":[1,37],"1438149":[],"14400":9,"1440501043841336":[1,37],"14440":9,"1446729567":4,"144993":30,"145":2,"146":2,"14629156":33,"146704":11,"14670413":11,"14697721":[],"14710":9,"14722222222222223":[1,37],"147400":[11,31],"147420":[11,31],"1479":9,"148":[3,4],"148009":[],"14812206":6,"14859":6,"149":[3,4],"149294":[],"149299":6,"14962649":[],"14g":[6,33],"14m":4,"15":[0,1,2,4,6,7,8,9,12,13,15,16,17,18,21,27,30,33,34,35,36,37],"150":[3,4,8,9],"15005476":5,"15047127":23,"150726":6,"15098090e":6,"151":[3,4],"15130074e":6,"1513237":[],"151515":[],"15183857":[],"152":[3,4,9],"15200":9,"1520039":23,"152701":33,"1527777777777778":37,"153036":[30,31],"15313054":33,"15383855":[],"15384615384615385":9,"15443469e":34,"155":9,"15553403":[],"15649598":[],"15673992":23,"15693449e":[],"156956":5,"15697121e":[],"1575":9,"158":9,"15863713":[],"1587":9,"1590":9,"15962297":13,"15975618":30,"15990":9,"15990395":[],"15g":[6,33],"15m":4,"15pm":30,"16":[1,2,3,4,5,6,8,9,10,21,23,27,30,31,32,33,36,37],"1600552":[],"1603":3,"16087734":[],"16111111111111112":[1,37],"16168603e":[],"16211139":5,"16220":9,"162246":5,"16231451":4,"1625":9,"1628":9,"162999":30,"16304863":31,"163049":31,"1630775253":37,"16342407":5,"16343471":6,"16356503":33,"16384":3,"16456084":[],"16500":9,"16521791":[],"16570701":[],"166":9,"16762223e":[],"167787":5,"168":9,"16805821e":6,"16921883":[],"169219":[],"16933554":[],"17":[1,2,4,5,6,8,9,18,21,27,31,33,36,37],"17006020e":[],"17022089147584388":27,"1709":9,"17121077":[],"17136288":23,"17144765665252978":[],"171525":31,"1715252":31,"17174962e":[1,37],"17222222222222222":37,"17257288":27,"1726":9,"17275391":[],"173":21,"17300":9,"17305512":23,"1731":9,"17362603":[],"17440757e":[],"17446471":6,"17451":[],"1752":9,"175300":[30,31],"17540272":30,"17603044":[],"17615838052499":11,"17641709":6,"17647619":6,"17733642":30,"17777777777777778":[1,37],"17801022":5,"17861098":6,"17917768":5,"179404":6,"17949575":5,"17953942":11,"1797":[1,3,37],"17m":4,"18":[2,4,6,7,8,9,10,13,19,21,27,33,34,35,36],"18029127":5,"1803":25,"1807":4,"1809":9,"181":9,"1812":9,"18128852":[],"1821":9,"18314387":[],"18333333333333332":37,"1836":33,"18383522":31,"184":9,"18409473e":[],"18433544":30,"184519":[30,31],"18474816e":[],"18488944":[],"18489312":[],"1849":[3,4],"1850":[3,4],"1851":[3,4],"1852":[3,4],"1853":[3,4],"1854":[3,4],"1855":[3,4],"1856":[3,4],"1857":[3,4],"185713":5,"18571316":5,"1858":[3,4],"1859":[3,4],"1860":9,"18611111111111112":37,"18613217e":6,"18624242":[],"18660":9,"18670072e":31,"18673098":11,"18726877":27,"18780801":30,"18807824e":[],"18824315":30,"18829946":[],"1887":6,"189367":30,"189496":[30,31],"189622":[30,31],"19":[2,4,6,9,13,21,27,33,36],"19003":6,"19166136":23,"19166666666666668":37,"191963":30,"19207979":5,"1921649":[],"19220":9,"19343949":23,"1937079":23,"1940":[0,31],"194042826649355e":6,"1940428268204826e":6,"1943":[12,36,37],"19431161":5,"194312":5,"19436962e":[],"19463967":30,"194861702085775":[],"1956":9,"19569961":[6,31],"19590868":[],"19652884e":[],"1970":[23,30],"1973":9,"197370":[11,31],"19740":9,"19743643":27,"19769458e":[],"1979":[6,33],"19800":9,"19825288e":[],"19888258":27,"19983530":6,"1999":[25,33],"1_1":[12,36,37],"1_2":[12,36,37],"1_3":[12,36,37],"1cm":[0,8,10,27,30],"1d":[1,2,3,37],"1e":[1,2,4,13,14,21,35,36,37],"1e10":14,"1e4":6,"1f":1,"1k":23,"1n":[0,30],"1s":4,"1x":[0,30],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,22,23,24,26,27,29,32,33,34,35,36,37],"20":[0,1,2,4,6,7,8,9,13,21,27,28,30,31,32,33,34,36,37],"200":[0,2,3,4,8,9,10],"2000":[0,31],"20015436":6,"20017452":[],"2004":[13,34],"2006":29,"2008":30,"2010":1,"2011":[1,37],"2014":4,"20142361":[],"2015":1,"2016":[0,30],"2018":[0,6,31,33],"2019":[8,9],"2021":[6,14,31,32,34],"2022":30,"2023":[3,4,15,16,17,18,19,20,21,25,30,32,33,34,35,36,37],"2027":9,"20272874":[],"20277777777777778":[1,37],"20289224":[],"20355156":33,"20371418":[],"20484434":[],"20500":9,"205231":30,"20594513":23,"2060":9,"2069":9,"20695722":30,"207545":[11,31],"207888":30,"20820528e":[],"20833333333333334":[1,37],"20867052175003364":[6,33],"20916295":31,"20956318":[],"209789":30,"20980":9,"21":[0,1,2,4,5,6,7,9,12,13,15,21,23,30,31,33,36,37],"210340":[11,31],"21055226":13,"21058097":5,"21059098":23,"21110005":33,"21130":9,"2116753732":4,"21169159e":6,"213103":[11,31],"213743":[11,31],"21401303e":[],"21460652":11,"214607":11,"21546249":[],"21596432":6,"216290":[11,31],"216683":[11,31],"21710121":[],"21879159":30,"22":[0,1,2,4,5,6,9,12,13,19,21,23,30,31,33,34,35,36,37],"22001043":30,"22044605e":[5,31,37],"22092934e":[],"221":8,"22103874e":[],"221180":[30,31],"22130126":30,"2216":9,"2218":9,"221805":2,"221921":5,"22209775e":[],"222400":[30,31],"22241171":27,"22328509":30,"22368396":30,"22416937":[],"22467274":33,"225":4,"22574374":30,"226296567359957":27,"22690428":5,"22729927":23,"2284246870217162":[6,33],"22847924":5,"23":[1,2,4,6,7,9,12,13,21,23,30,33,36,37],"23002365e":6,"23047985":[],"23076923076923078":9,"23110543":[],"23167717":5,"23192074e":[],"232435":[30,31],"23257415":[],"23333333333333334":37,"2338675":31,"233868":31,"23392132":30,"234":6,"23528337":33,"2364":9,"23643365":33,"2379":6,"238":33,"2397":9,"23971032":31,"23979359":[],"24":[0,1,2,4,6,9,13,19,21,23,30,33,36,37],"24005098e":[],"24085321":33,"24140":9,"24159785":31,"2416":9,"24175744e":6,"2419":9,"24251681":[],"24280599":[],"242806":[],"2430":9,"24390":9,"24444444444444444":37,"24569547":30,"246":2,"24602503e":[],"2465439":[],"24829908":5,"24906604e":6,"24968001e":[],"25":[2,3,4,5,6,7,8,9,11,13,15,20,21,23,24,30,31,33,34,36,37],"250":[2,4,7,9,34],"25000":[0,31],"250636":30,"25084316":[],"25139357":23,"251879":[30,31],"252436":[30,31],"255":3,"255001":[30,31],"25561567":27,"256":[2,4],"25617654e":6,"25617658e":6,"25650679":[],"25663096":23,"2572":9,"2575":9,"25844504":[],"25872167e":[],"259153":[11,31],"25920793":37,"2597":9,"26":[2,4,6,9,13,21,33,36],"26037366":23,"2619":31,"262638":5,"26263837":5,"26291451":27,"26292364":33,"26297455":31,"26301436":5,"26372759":[],"264":4,"26409315307910025":6,"2640931530791004":6,"264377":[],"26437713":[],"264421":30,"2650":9,"265109911":4,"26514544":23,"2654":9,"26666667":13,"26710969":5,"26776828":21,"26780278":5,"268":9,"26803966":[],"26931499":13,"2697447":5,"26995402":31,"27":[0,1,2,4,6,13,21,31,33,36,37],"27092910":6,"27424746e":[],"27438488":[],"2750":9,"27547557":[],"276263":[11,31],"27650338":30,"27693602e":37,"27700":9,"27717261":21,"27760":9,"27793476":11,"277935":11,"27859357":[],"27924636":5,"27971414":[],"27n_":27,"28":[1,2,3,4,6,9,13,16,21,31,33,35,36,37],"28008933":23,"280179":30,"280573":5,"280647":[11,31],"28081221e":[],"28096517":30,"281930":30,"28205578e":31,"28206156":[],"28210895":[],"282259":30,"282727":[11,31],"2830637392":4,"283078":23,"28336218e":6,"28390":9,"28391978":31,"28443039":33,"28475098":8,"28490569":30,"28566769":37,"28607817":23,"2861":27,"28621796e":[],"28638913":36,"28641189":21,"28662669":[],"2871":9,"2873":9,"2882":27,"28837459":[],"2886":27,"2890":[0,30],"28908491":23,"2892":27,"29":[4,6,7,9,20,21,33,34],"29135778":5,"291358":5,"2915":27,"29153991":30,"29167186":5,"29199381":23,"29228133":[],"29275129":23,"2931":30,"29350903":[],"29384004e":[],"29401213":23,"2941718e":[],"29454955e":[],"29496954e":[],"2953":[3,4],"2954":[3,4],"2955":[3,4],"2956":[3,4],"2957":[3,4],"296414":30,"2968":30,"2980":30,"29822833":6,"2990":30,"299748":[30,31],"2_":[12,36,37],"2_1":[12,36,37],"2_2":[12,36,37],"2_3":[12,36,37],"2_i":[12,36,37],"2_m":[6,27,33],"2_t":[13,35,36],"2_x":27,"2b":27,"2c8f433990d1":[35,36],"2cm":8,"2d":[1,3,11,12,22,30,36,37],"2e":[6,33],"2f":[0,7,9,10,11,12,30,31,34,36,37],"2g":2,"2g_i":2,"2k":3,"2m":[6,33],"2n":[0,2,3,30,31],"2nd":9,"2p":27,"2pm":[28,30],"2pt":4,"2x":[0,3,8,13,30,35,36],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,22,23,24,25,26,27,28,32,33,34,35,36,37],"30":[0,1,4,6,7,9,10,13,21,28,30,31,33,34,35,36],"300":[21,36,37],"30000":[0,30],"30010":9,"30119421":8,"30170017":37,"30177145":[],"302":33,"30258509":[23,30],"303":6,"30335380e":[],"30442964":31,"30447937":[],"30466214e":6,"30478013":30,"30494363":[],"305":[0,30],"30567713":23,"306":[0,30],"30630294":27,"30677003":[],"306770031113352":[],"307":[0,30],"3072":3,"3073":33,"307631":11,"30763135":11,"3076923076923077":9,"30787294":6,"308":[0,30],"309":[0,30],"30940":9,"30971881":21,"31":[4,12,23,27,30,36,37],"310":[0,30],"31022577":13,"310579":31,"3105791":31,"311":[0,30],"31113868e":[],"312":32,"3123314713548606":[6,33],"31276579e":6,"313":32,"31318084":5,"3139661":[],"31415359e":[],"31457796":5,"315":[6,32],"3155":[0,5,6,32,33,34],"31579721":23,"31588332":21,"316":32,"31650694":6,"31705377":30,"31718909":11,"317367":11,"31803769":13,"3189":33,"31896852":8,"31927572":23,"31995103":[],"32":[3,4,6,12,13,23,27,33,35,36,37],"3200":[1,37],"32149601703519115":[6,33],"3214960170351912":[6,33],"3215":9,"32265589":[],"3228044":[],"32341247e":[],"324":2,"3245":2,"32450054":31,"3250":[1,6,37],"32577534":[],"32584888":23,"32615859":27,"326238":[30,31],"32632463":5,"326325":5,"32708194":30,"32941592e":[],"329492":30,"33":[2,4,9,12,23,28,33,36,37],"33020191":[],"3303366":[],"33066907e":[5,31],"33104875":21,"33113018":[],"33166055e":5,"331939":[30,31],"333":[7,34],"33333333":13,"33408606":[],"33534416":27,"335849":[],"33746734":[],"33746734412664":[],"33860497":30,"33903511":[],"33995567":23,"339961":5,"3399612":5,"34":[2,4,9,23,33],"340071371496255":31,"3403":9,"340583":30,"340782":[11,31],"34100913":[],"34114547":5,"34149655":5,"341497":5,"34154132":21,"34158540e":[],"342680":[30,31],"3436":[0,30],"3437":[0,30],"3439564710454786":9,"34412923":31,"34447052":23,"34517495":23,"34569596":5,"34685874":27,"34998197":[],"35":[0,2,4,6,9,17,24,28,30,33],"35140":9,"351636":[11,31],"35182854":5,"35412147":33,"35470445e":[5,31],"35533773":6,"35564856":[],"356399":[30,31],"3568919":[],"357508":[30,31],"35771826":6,"3581341341":4,"35825829e":[],"35846425":33,"359":[5,32],"3592571":[],"3597516959642966":27,"3597517":27,"36":[0,1,2,4,5,6,24,27,33],"360":[1,37],"36051635":23,"3613":9,"361556":[30,31],"3616476":[],"3621311":5,"3632959111950474e":6,"363295916323784e":6,"36420967":37,"36434588":[],"3655222":5,"367":2,"36789460e":[],"36795972e":[],"369139":[11,31],"37":[1,4,9,19,24,30,34],"3703468543933255":23,"370782966":4,"37112277":23,"37239927e":31,"3729492":23,"37388140e":[],"37396662":6,"375694":30,"3765":4,"376547":30,"3770":4,"3773":4,"377372":31,"37737221":31,"37853034e":[],"3786":4,"3789":4,"37900111":6,"37917253":30,"3795":4,"3799":4,"38":[1,4,9,24,27,30],"380":9,"38020451":5,"380205":5,"38088413":23,"3812":4,"38135733e":6,"3814":4,"3816":4,"38165546":[],"3817475779":[6,33],"3821":4,"382187":30,"38259375":30,"38319502e":[],"3834":4,"3836":4,"3837":4,"3838":4,"3838917029":35,"3840":4,"3842967":[],"38461538461538464":9,"38461539":35,"38465596":5,"38511413":27,"3853":4,"38533185":6,"3856":4,"386":9,"38629436":[23,30],"3865":4,"387":32,"3873":4,"38764522e":[],"3877":4,"3878":4,"38787447":30,"38831624":23,"3886":33,"38916861e":6,"3893":4,"38962192e":6,"39":[0,1,4,9,25,28,30,36,37],"3901":4,"3907":4,"3907408":[],"39078751e":[],"3919":4,"39197698":31,"391977":31,"39214397":31,"392144":31,"3923":4,"3928":4,"39287528":21,"39300201":23,"39308683e":[],"3932":4,"3944":4,"39457095":23,"3948":4,"39483726":23,"39541528":[],"39572825":[],"39579407":5,"39612983":27,"39644178":[],"3970":4,"39706038":5,"39730396":24,"3975":4,"397700":[11,31],"39789527":[23,30],"39890447":[],"39895173e":[],"39931051e":31,"3996":4,"39965905e":[],"399836":[30,31],"3999":4,"3d":[2,3,4,6,13,24,33,35],"3f":[1,3,9],"3n":23,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,24,30,33,35,37],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,23,24,25,27,30,32,33,34,35,36,37],"40":[1,4,6,9,24,25,28,30,33,37],"400":4,"4000":[9,30],"4014":4,"401842":[11,31],"40216748":11,"4033":4,"40362053":[],"40389562":27,"404":31,"404130":11,"40413036":11,"4050":[29,30],"40500157":27,"405890":[11,31],"40620066":31,"406201":31,"40629059":[],"40644745":23,"4066":4,"4082":6,"4087":9,"4087793":5,"40892146":[],"40927184e":6,"40contain":25,"41":[0,1,2,4,9,23,25],"41021561":[],"4107":9,"41097603":[],"41219619":31,"41246325":23,"41291861":[],"41371745":[],"41433969":5,"415066":11,"41506637":11,"41511965e":[1,37],"415201":30,"4155":[2,15],"4166666666666667":9,"41771755":[],"418506":[11,31],"4187996":[],"41882037e":6,"42":[1,2,4,8,9,10,23,37],"421120085426022":[],"42138688e":[],"42172457":30,"42198678":5,"421987":5,"42239354":23,"4230769230769231":9,"42441033":5,"42450":9,"425564":[],"42556446":[],"42578415":30,"4258049":[],"42584543":[],"426":[6,7,34],"42800148":[],"428741":11,"42874148":11,"429":33,"429345":[],"42934502":[],"42967903e":[],"43":[0,2,4,7,9,23,34,37],"43043913":23,"43054282":5,"4310":30,"433":33,"43330971e":6,"43425860e":[],"43490863":30,"43496417":30,"435163":[30,31],"4353":4,"43579948e":6,"43639284e":31,"436462435":4,"43766686":11,"43809274e":[],"438136":[30,31],"439230":6,"44":[0,2,4,23,37],"44089210e":[5,31],"441182":[],"44118245":[],"441264":30,"442600":[11,31],"443217":[30,31],"44347438":21,"444":9,"44407741e":[],"44418822":27,"44520102":23,"446033":33,"44624525e":31,"446453":30,"44729805":23,"44732200e":[],"44842116":36,"44921888":23,"44970586e":[1,37],"45":[2,9,28,30],"450":9,"450257":[11,31],"4504":9,"45065211":[],"45073476e":[],"450m":4,"45134965":23,"45207509":30,"452553":30,"45255977":13,"45281756":27,"45308692":23,"45405253e":[],"455173":33,"4555094":[],"455592":[],"4557763":11,"455947":[30,31],"455m":4,"456":9,"45610021":30,"45642521":21,"456m":4,"457":[2,4],"458027":[30,31],"458078":[11,31],"458m":4,"45915671e":31,"45922756e":[],"45960079":5,"46":[2,9,28,30],"4600624385659884":30,"4601":9,"46022436e":[],"46153846153846156":9,"462":[7,34],"462m":4,"46313714":[],"46383925e":6,"46383926e":6,"463861":30,"4676059":31,"467606":31,"467818":[],"46781836":[],"468m":4,"46984697e":6,"47":[2,9,28,30],"47042744":5,"470714":[30,31],"47075725":6,"47116868e":6,"47125748":5,"47132891":5,"47176716":33,"47176783":33,"47179152":33,"471874":11,"47187428":11,"47202442":33,"47313680":33,"473m":4,"47430124e":[],"47447472":23,"475405":[],"47540513":[],"47610036":6,"47701204":30,"477m":4,"47815203":11,"479465113":4,"479m":4,"48":[2,4,9,33],"480":30,"48134747":30,"481401":5,"48140137":5,"48145226":23,"481979":6,"48240312e":[],"48243352e":[],"48257387":[28,30],"483257001":13,"48336413":[],"48356153e":21,"483m":4,"48418018":[],"48423285":30,"48461009":21,"48464841":23,"48476997":11,"484m":4,"48598711":[],"485m":4,"48629506":30,"487m":4,"48815255e":[],"488m":4,"489502":11,"48950243":11,"48994188":5,"49":[2,5,6,9,11,24,31,35,36],"49078463":[],"49152":3,"492m":4,"4940954":[0,30],"49555885e":[],"4959161509357395e":6,"495916150936645e":6,"495m":4,"49616116":23,"497":[3,4],"4974810657432664":[],"497m":4,"498":[3,4],"49865980e":[],"499":[3,4],"4990":27,"4992":27,"4997":27,"499m":4,"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[28,30],"4s":4,"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,21,23,24,27,30,31,32,33,34,35,36,37],"50":[1,2,3,4,6,7,8,9,10,13,21,30,31,33,34,35,36,37],"500":[1,3,4,6,9,10,13,33,34,35,36,37],"50000000e":37,"50000455":5,"50000553":5,"50000718":5,"50000855":5,"50000969":5,"50001063":5,"50001142":5,"50001207":5,"50001261":5,"50001306":5,"50001343":5,"50001374":5,"500014":5,"50001414":5,"50001422":5,"50001439":5,"50001454":5,"50001466":5,"50001476":5,"50001485":5,"50001492":5,"50001498":5,"50001502":5,"50001506":5,"5000151":5,"50001512":5,"50001515":5,"50001517":5,"50001518":5,"50001519":5,"50001521":5,"50001522":5,"50001523":5,"50001524":5,"50001525":5,"50079895":27,"500m":4,"501":[3,4],"5018":27,"50184628e":[],"501m":4,"502":[3,4],"50227564e":6,"50274255":23,"503":[3,4],"50321091":5,"504":[3,4],"50427787":33,"50462474":23,"505":[3,4],"50519365":[],"50562981":[],"506":[0,3,4,31],"506553":31,"50655336":31,"50691065":27,"50697511":30,"507":[3,4],"50721349":30,"507d50":[9,10],"508":[3,4],"50837888e":[],"50846111e":6,"50846112e":6,"50j":[13,35],"50x10":[1,37],"51":[2,10],"510":[1,37],"511":[3,4],"511888":5,"51191552":6,"512":[3,4],"51374050":33,"514219":[30,31],"515m":4,"5177783846":4,"51845286":23,"518895":30,"52":[3,4,35,36],"52015514":[],"52204004":23,"52209178":[],"5222222222222223":37,"522836":30,"522m":4,"52362157e":31,"52400486e":[],"52482437":30,"525054":[],"52518625":30,"525739":11,"52573941":11,"526744":[11,31],"52775466":33,"52795454":11,"52856208":[],"52874252":5,"52944573":11,"529446":11,"52950417":21,"5297947920715131":[],"53":[2,3,4,9],"5303329":11,"5305555555555556":[1,37],"531280":[30,31],"5320148":23,"53250091":30,"53278871":5,"532789":5,"5340022":[],"534362":30,"53542722":27,"53703498":6,"53738247":33,"53755010e":[],"5378811":11,"53811172e":[],"5384615384615384":9,"539261":[11,31],"54":[2,3,4,6,9,27],"540":9,"54039921":5,"54041041e":5,"541605":[30,31],"54285633":27,"543939":31,"54393936":31,"544439":[30,31],"54637219":33,"55":[1,2,3,4,9,37],"55086461":30,"552042":4,"55315304":27,"55328795e":[],"5555555555555556":37,"555m":4,"556m":4,"557795":[11,31],"55854694":11,"55868255":[],"5594":6,"55955126":23,"55972302e":[],"56":[1,2,3,4,9,37],"56033697":5,"56171141":30,"56198284":5,"561m":4,"56240703e":[],"56288861":27,"562888614232874":27,"563167":30,"56364308":30,"56366546":23,"56399029e":[],"564":9,"564374":[11,31],"56465688":23,"56477354":[],"565":9,"56536":[0,30],"56570797e":[],"56589683":33,"566":9,"56636537":[],"56636616e":6,"567":9,"56740132":[],"568":[9,33],"568587":5,"56858701":5,"569":[1,9],"56912044e":6,"56939714":5,"56965674":33,"57":[0,2,3,4,8,9,28,30],"570":9,"571":[5,32],"571105947979344e":6,"571105947979394e":6,"57201944e":6,"572069":30,"57285536":[],"573029":[],"57302926":[],"574465":[11,31],"57572321":23,"576":33,"57670824":23,"5769230769230769":9,"5786304":[],"57952471e":[],"58":[2,4,9,10,28,30],"5808118":[],"58193124":[],"581m":4,"58268575":[],"5828247":27,"5829913":30,"5833333333333334":9,"583595":[30,31],"58492636e":31,"58742004e":[],"58818643":23,"58841019e":[],"5888888888888889":37,"58948138":27,"58948347":23,"59":[2,4,9],"59004971":23,"591317992":4,"59222238":[],"5944444444444444":37,"59446603":[],"59511582":23,"59589728e":[],"596m":4,"5974862":[],"59895188":30,"59916814e":[],"5cm":27,"5f":[8,35],"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,23,27,28,30,31,32,33,34,35,36,37],"60":[1,2,3,4,9],"60000":4,"6019067271":4,"60293962":5,"603636":30,"6037092":30,"60383004":30,"60420593":5,"60543038":31,"60673226":11,"6067329321734374":[],"606760":5,"6071713":[],"60815105":6,"60943791":[23,30],"61":[2,7,34],"61043964e":[],"6111111111111112":37,"61197218":23,"612939":[30,31],"613579":[30,31],"61394448":23,"614808":[11,31],"61504341":30,"61532006":[],"6153846153846154":9,"61585143":27,"61653285e":21,"61702282":6,"61775176":33,"618982":[30,31],"61971639e":[],"61992828e":[],"62":[3,4],"621102":30,"62373464":11,"625":[7,34],"62554614":[],"626635268":[6,33],"62841921":[],"62862896":23,"6289054":30,"62894215":5,"62919818":30,"63":[0,1,3,4,6,7,31,33,34,37],"6300745149331701":31,"63025821e":6,"63162342":31,"63180447":33,"63249532e":6,"63277911e":[],"633949":30,"634715":[],"63471545":[],"63498144":5,"63567272":23,"63677721":[],"637129335071195":31,"63849228e":[],"63875295":[],"64":[1,2,3,4,7,13,23,30,34,35,36,37],"64012627":5,"64111239":[],"64147722":30,"64158883e":34,"64291044e":[],"64292493":[],"64299732":30,"64316192":33,"64316482":33,"64391062":5,"643m":4,"64502836":27,"64550753":27,"646283":[11,31],"64742912e":6,"647473":[11,31],"64846973e":[],"649382":[11,31],"64969451":5,"649695":5,"64x50":[1,37],"65":[1,2,3,4,7,8,9,34,37],"65036493":[],"65196615":[],"652187":11,"65218729":11,"6536392":31,"65408703e":[],"65442354":31,"654424":31,"654m":4,"65565751":21,"65571174e":31,"65599456":31,"65628888":30,"6568551":23,"65704027":30,"657041":30,"65720414":27,"65743689":31,"65833132":31,"65885453":5,"65891389":31,"658914":31,"66":[2,3,4],"66051179":[],"66064822":31,"66080313":31,"66204648":6,"66219404":6,"6628996975186953":31,"66294408":31,"66323494":27,"6638":9,"6652177":31,"66545355":[],"66560":9,"66562658e":[],"665m":4,"666597":30,"666897":[],"66689729":[],"667":9,"667239":30,"66798429":[],"668172":[30,31],"67":[2,9],"67035174":30,"67047975e":6,"67189384":30,"671m":4,"67264685":[],"672721":[30,31],"67314874e":5,"67347822":[],"67432237e":[],"67554897":30,"67640036":30,"67671601":[],"6780674":[],"67890723":23,"68":2,"68192193":5,"68286725":31,"68419351":5,"684194":5,"68534263e":6,"68542204":5,"685643":[],"68564345":[],"68592431":33,"6860597312101988":[],"6869":9,"68759903e":[],"687m":4,"6887363571":4,"68929213e":6,"689345":30,"689519":[11,31],"69":[2,7,9,27,34],"690":9,"69009002":30,"690617":[30,31],"69069n_":27,"690710":[],"69071035":[],"69111133e":[],"692":[33,37],"692268":5,"69226802":5,"69230769":35,"6923076923076923":9,"692m":4,"69484813e":5,"69504801":6,"69582036":27,"69634577e":6,"69695259":5,"69714468":[],"6980":[21,35,36],"69818111":23,"69873514":23,"699":2,"69908626":6,"6999536":11,"6n_":27,"6pm":30,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,15,21,23,24,26,27,29,30,31,33,34,35,36,37],"70":[1,7,9,34,37],"700":2,"70037324e":31,"701":2,"701370":5,"702":2,"704":2,"70573539":[],"70653767":4,"706833":30,"70710678":[5,31],"70832814":5,"7086067479626619":31,"7094664":[],"709698":30,"71":[1,37],"7100524":[],"71142161":31,"711422":31,"7119":9,"712018":[11,31],"71269506e":[],"71285447":30,"713163":30,"7135487":11,"71375273e":[],"71424969":[],"71437567912473":27,"71437568":27,"71467081":27,"71504681":[],"71640333":23,"71737253":31,"71761101":31,"718165":5,"72174172":11,"72228205":30,"72271878e":6,"72328506":23,"7236674":5,"724":3,"72742343e":[],"72859758":5,"72981762":8,"73":[6,33],"731000":[30,31],"73231305":[],"73293298":30,"733096":[30,31],"734107":11,"73410729":11,"73448544":23,"73456649":[],"74":[6,33,35,36],"740":9,"74081822":8,"740m":4,"741391":5,"7413913":5,"741m":4,"74280244":23,"74384949":31,"74401372":[],"74462857":[],"74577867":23,"74607851":31,"74724767":23,"74818082":30,"74829661":31,"74840212":5,"7484672e":21,"7490462":27,"749765":[30,31],"75":[2,5,6,8,9,11,24,30,31,33,37],"750445":[30,31],"75050135":31,"7506274061293645":11,"751699":[11,31],"75170092":5,"75268791":[],"75269037":31,"75282841":23,"75315452":21,"75354069":[],"75457798":[],"75576555":31,"75627883":11,"756279":11,"75631027":30,"756352":[30,31],"75719828":30,"75770568":31,"75823753e":[],"75963425":[],"76":[2,9,28,30],"76004012":27,"76010633":23,"76077707e":[],"76084455":30,"76174289e":[],"7644":4,"764997683364458":[],"765":[7,34],"7651068":27,"7664107":30,"76771975":30,"7692307692307693":9,"76936315":5,"7694444444444445":37,"7697":33,"77":[2,9,28,30,35,36],"770204":3,"77025447e":[],"77152076":5,"7718":9,"77265448":31,"77343022e":[],"77448317e":[],"7748567":[],"77589027":21,"77632628":[],"77636e":[13,36],"77646856":30,"77714169":8,"7779287093124035":[],"77794957":23,"7782028952":4,"77856932":[],"78":2,"78009660e":31,"78156479e":5,"78177713":[],"78184120e":6,"78299706":27,"785061":30,"78524451e":[],"78556129":30,"78882958":23,"78886274":[],"78941903":5,"78951443":[],"79":2,"79072516":[],"79106945e":21,"79111643":5,"79125269":[],"791809":[],"793167":[30,31],"79328516":[],"794282":[11,31],"794906":[],"79490641":[],"795225339396409":5,"79550688e":[],"79578306":21,"79675445":27,"79787771":27,"79896478e":[],"79909592":33,"79914677":27,"7993408651198877":33,"79934087":33,"7995707762668065":33,"7d7d58":[9,10],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,23,24,25,27,30,31,32,33,34,35,36,37],"80":[0,1,2,5,8,9,31,32,33,37],"800":[4,7,34],"80152684":23,"80189569":[],"80228781e":[],"802550782087107":[],"80354994":6,"80460179":33,"80469739":5,"80540415e":[],"80548430e":[],"8055555555555556":37,"80609615e":6,"80609616e":6,"80625657":37,"80802836":30,"80847477e":6,"80861057":11,"808611":11,"81":[1,37],"81048318e":6,"81071342":30,"81114345":[],"81160425":5,"81333804":6,"814":[7,11,34],"81597834":33,"815am":[28,30],"81633628":11,"816454":[30,31],"81651921":21,"81664404":[],"816847":[30,31],"81753152":23,"81784973":27,"8182":33,"8186717":21,"8197":33,"82":2,"82102668":[],"82139086e":[],"82198978":5,"82296251":23,"82410428":30,"82651934e":[],"8265786":5,"82909728":23,"83":[2,30],"8305555555555556":37,"83146596":33,"83190841":[],"83298727":[],"832987270767667":[],"832m":4,"83384573":31,"83443698":[],"83488328":23,"83505053":21,"83512277":5,"83657122":30,"83752888e":[],"83770406":[],"83774539":21,"83793362":30,"83870794e":[],"839818":30,"84":2,"84082439":30,"84094234":21,"84159521":23,"842436":[30,31],"84290819e":[],"84355903e":[1,37],"84359332e":[],"84380376":23,"84443254e":[1,37],"84444399":[],"845716766413386":27,"84571677":27,"84575663":27,"8461538461538461":9,"84638256":[],"846383":[],"84666445":36,"84780262":6,"84783351e":21,"84846601":[],"84858":32,"84859258":13,"84923989e":6,"84927263":11,"84929103":23,"84942247e":[],"84994524":5,"84m":4,"85":[1,2,9,37],"850164":5,"85035714":[],"85263220":6,"85278920e":5,"85288931":[],"85297050e":[],"853835":30,"85514104":27,"85548858":27,"85601992":5,"85615662":30,"85714286":34,"8574":[],"858":9,"858185":30,"8583333333333333":37,"85888897e":[],"86":2,"86012593":23,"86015267":30,"86117291":5,"86134827":5,"86145244":11,"861676":30,"86221134":23,"86252988":6,"86341536":30,"8635085":11,"8638888888888889":37,"86452742":[],"86619181":30,"86630":9,"8666666666666667":37,"86666667":34,"86810":9,"869":[0,30],"87":[9,31],"870":[0,30],"8702784034":4,"87072815e":31,"871":[0,30],"8722222222222222":37,"87242312":21,"873":[0,30],"87381451":5,"874":[0,30],"87403627e":[],"87458904":30,"875":37,"87533278":13,"875794":27,"8759":[13,36],"876":6,"87627342":33,"87795661":30,"878123":30,"8784267":31,"88":[0,2,13,35,36],"88046261":5,"8805555555555555":37,"88168312e":6,"88182591":31,"88305878":30,"88323026":31,"88336879":5,"884399":27,"884669":31,"88529063e":6,"88613493":31,"88744469e":[],"888577549915147":5,"8888888888888888":37,"88908909e":[],"8897518e":21,"89":2,"89126914e":31,"8915573":[],"89288636":11,"89410423":5,"8942133":13,"8944444444444445":37,"89609007":23,"896911":5,"8969113":5,"89793609":23,"89823921":37,"89996783":36,"8f":[6,33],"8g":[6,33],"8n":23,"8x8":[1,37],"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,21,23,25,26,27,28,30,31,32,33,34,35,36,37],"90":[1,2,9],"90075537":5,"9011":6,"90220243":5,"90223115":30,"90266948":5,"9027777777777778":37,"90297441":37,"90325763":30,"9036573":23,"9040":9,"904648525660773":27,"90475506e":6,"9054":33,"9055555555555556":37,"906747":5,"90803422":13,"908736":[],"90873644":[],"91":[28,30],"910":9,"91050344e":[],"9111111111111111":37,"91128596":5,"912":[3,4],"9129629":30,"914":[3,4],"9142491":30,"91492986e":6,"915":[3,4],"91538877":[],"91650774":[],"916508":[],"9165822":27,"9166666666666666":9,"917":[3,4],"91760278":5,"91784246":[],"918":[3,4],"91812702":5,"918992":[30,31],"91966064":[],"92":[6,9,28,30],"92067658":[],"9208878":13,"92103867":[],"92236466e":[],"9230769230769231":9,"92351924":21,"923602":30,"92405283":[],"925":37,"92507116e":[1,37],"92578916":5,"92579609e":[],"92648983":[],"92651068":33,"92717417":30,"92729959":30,"92772833":23,"9277777777777778":37,"92857143":[7,34],"92930426e":[],"9295763474254684":11,"9305555555555556":37,"931":[0,30],"93155188":5,"93158979":5,"932656":[],"93267138892912":[],"93267139":[],"933":[5,32],"93420126":37,"93492130e":6,"93500562":[],"93528653e":[],"93571082":27,"93601008e":31,"937":27,"937082":[30,31],"93799826":5,"938":27,"93820524":13,"9387":9,"93884803":27,"939":[0,27,30],"93944615e":[],"93988393":[],"94":[7,27,34],"94226022e":6,"94230225":[],"942422095469182":[],"94256677":[],"94260358":11,"942604":11,"94273542":31,"94284104":5,"94320205":5,"94338159":27,"943439":5,"944":[3,4],"94433302e":[],"9444444444444444":[1,37],"94484047e":37,"945":[3,4],"94591015":[23,30],"946":[3,4],"94639099":11,"946957":5,"94697839":30,"947":[3,4],"9472222222222222":37,"948":[3,4],"94814932":[],"94815131":27,"9481513127527335":27,"94822514":6,"9482527":5,"94854992":13,"94866246":23,"949":[3,4],"94938706":[],"95":[1,7,9,11,33,34,37],"950":[3,4],"95008046":6,"95055425":21,"951":[3,4],"951109":[],"95117099":30,"95190644":30,"95231424":5,"952387":31,"9527777777777777":37,"95284275":5,"953065564":[1,37],"95327702":23,"95329348":[],"95351665":5,"95355327":[],"954":27,"95429024":[],"95508909":[],"95511792":31,"955118":31,"9555555555555556":37,"95558642":31,"955820c21e8b":4,"956563":[11,31],"95684892":5,"95686268":[],"95697233e":[],"95703":[13,36],"95763525":[],"9578":6,"958228616652075":5,"96":[1,6,7,11,33,34],"960":27,"9601304850035702e":6,"960130485007504e":6,"96024953":5,"96033509e":[],"96046928":27,"96084663":5,"961":27,"96183456":30,"962":27,"962990":30,"963198":23,"9637117593816477":6,"9640435":5,"96461989e":[],"9649652536":4,"965548":[30,31],"96611032":30,"96631321":31,"96688672":5,"966899":30,"9674916":5,"96750421":23,"967809":[11,31],"96804366":27,"96841776":13,"96890557e":[],"97":[7,34],"97005689":5,"97062694":27,"97069774":11,"970698":11,"97108e":[13,36],"9716":[],"9722222222222222":37,"9723":[],"97243128":5,"97262227":21,"97300836":5,"97488151":30,"97497404e":6,"975":37,"97507735":5,"97514104e":[],"97594511":[],"9764":[],"97644118":5,"9765":[],"97690235":33,"97705827":5,"97758848":5,"9777777777777777":37,"978":32,"9780387310732":29,"9780387848570":29,"97804446":13,"9781492032632":29,"9783319210079595":11,"978553":5,"97879245":[],"97898392":[6,31],"97906022e":31,"97926491":5,"97948913":23,"98":[0,1,7,9,34,37],"980":9,"98004227":23,"9805555555555555":37,"98091621":5,"98127617":27,"981321":[30,31],"98139097":5,"98215566e":[],"98275501":5,"983310":[30,31],"98404993":[],"98413059":5,"984182":11,"98418221":11,"98430782":11,"984308":11,"98454786":5,"984601":[],"98460101":[],"9849967686928113":34,"985":27,"98566191":5,"986":27,"9861111111111112":37,"98620879e":[],"986699":5,"98680716":5,"98686102":[],"98694705":27,"98706221":21,"98716878":5,"9871776311306221":27,"98808176":5,"98822371":6,"988835":11,"9888544725633199":[],"9888888888888889":37,"989":27,"9890348":5,"98914003":[],"9893447":5,"98947894":31,"9898ff":[9,10],"99":[1,7,9,11,13,21,33,34,35,36],"990":9,"99009525":5,"99051150":6,"99083639":[],"99084226e":[],"99088801":5,"991":27,"99106686":[],"99115119":5,"99176998":5,"992":27,"99215828":30,"99242921":5,"99265097":5,"99268332":30,"993":27,"99316252":5,"99371056":5,"99389612":5,"9940253773173835":[],"9943201":5,"9947756":5,"99492986":5,"9950597269547777":31,"99528218":5,"99539415":5,"9955500279779226":[],"99566069":5,"99578809":5,"99589367":21,"996":[5,32,33],"99608161":5,"9963311287748658":31,"9963961":5,"99650061":5,"9967458":5,"9969332511584248":31,"99700706":5,"99709215":5,"99729756":5,"99751458":5,"99758326":5,"99767262":[],"99775587":5,"9978254":[],"99793613":5,"99799099":5,"99813653":5,"99828624":5,"9983295":5,"99845267":5,"99854557":31,"998577":5,"99861053":5,"99862019":31,"99866581":[],"99869482":31,"99871521":5,"99876945":31,"99881845":5,"99883628":31,"99884384":5,"99884409":31,"99888222":21,"99891093":31,"99891873":31,"99893323":5,"99898558":31,"999":[9,21,27,35,36],"99901896":5,"99903755":5,"99906023":31,"99911427":5,"99912709":31,"99913489":31,"99918546":5,"99919837":5,"99920175":31,"99926459":5,"99927642":31,"9993237":5,"99932732":[],"99933188":5,"9993511":31,"9993736":21,"99938942":5,"99941797":31,"9994385":5,"99944037":[],"99944272":5,"99949077":21,"99949266":31,"99949306":5,"99953381":5,"99953475":5,"99956735":31,"99957911":5,"99961294":5,"9996357":21,"99965056":5,"99967865":5,"99970894":31,"99970988":5,"9997332":5,"99975913":5,"99977849":5,"99978365":31,"99980002":5,"9998161":5,"99984215":[],"99984732":5,"9998542":[],"99987324":5,"99988325":[],"99989476":5,"99991263":5,"99992746":5,"99993978":5,"99995":5,"999955585168597":6,"99999985":[],"9m":4,"9x":[6,24],"9y":[6,24],"\u00f8yvind":[6,31,32],"abstract":[1,20,35],"boolean":4,"break":[0,4,6,11,14,30],"byte":[23,30],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,21,22,23,24,25,30,33,36,37],"catch":[0,30],"class":[0,1,3,4,6,7,8,9,11,12,13,27,30,33,35,36,37],"default":[0,1,2,4,6,7,13,16,23,24,25,30,31,32,34,35],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,21,23,24,25,31,34],"ekstr\u00f8m":4,"export":9,"f\u00f8470":[28,30],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19,20,24,26,27,28,30,33,34],"float":[0,3,4,5,9,11,13,14,23,30,31,35,36],"function":[2,3,4,5,9,14,15,16,17,18,19,22,23],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,17,24,27,33,34,35,36,37],"int":[0,1,2,3,4,5,6,11,13,14,21,23,27,31,33,35,36,37],"long":[0,1,3,4,12,13,30,34,35,36,37],"m\u00f8svatn":[6,24],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,21,23,24,30,31,34,35,36,37],"null":30,"public":[0,22,30],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,21,23,24,27,30,31,32,33,34,35,36,37],"sch\u00f8yen":[6,31,32],"short":[4,5,24,25,32,33],"super":[3,5,31,32],"switch":0,"throw":[3,6,27,33],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,23,24,25,27,30,31,32,33,34,35,36,37],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,22,23,24,25,27,30,31,32,33,34,35,36,37],"var":[1,5,6,10,11,13,18,19,24,27,30,31,32,33,35,37],"while":[0,1,3,4,5,6,7,8,9,11,12,13,27,30,31,32,33,34,35,36,37],A:[2,3,5,6,7,10,11,12,13,16,18,20,22,23,24,25,26,27,28,29,31,35,36,37],AND:2,And:[0,3,4,5,6,9,13,20,22,24,25,27,37],As:[0,1,2,3,4,5,6,8,10,12,13,16,23,24,25,27,30,31,32,33,34,35,36,37],At:[0,4,6,13,24,30,35],BE:[0,30],Be:[2,22,30],Being:[13,35],But:[0,1,2,3,5,6,9,10,25,27,31,32,33],By:[0,3,5,6,12,13,17,23,30,31,32,33,34,35,36,37],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,24,25,26,27,29,30,31,32,33,34,35,36,37],IF:[6,32,33],IN:29,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,21,22,23,24,25,27,30,31,32,33,34,35,36,37],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,23,24,25,27,29,30,31,32,33,34,35,36,37],Is:11,Ising:[5,12,31,36,37],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,23,24,25,27,30,31,32,33,34,35,36,37],Its:[1,2,4,11,37],NO:[7,11,34],No:[3,4,6,9,30,32,34,36],Not:[0,1,5,6,30,31,32,33,36,37],OR:27,Of:27,On:[0,3,15,26,27,28,29,30],One:[0,1,3,4,5,6,7,8,11,12,13,17,20,21,24,27,31,33,34,35,36,37],Or:[0,1,6,24,30,34],Such:[0,6,12,16,27,33,34,35,36,37],That:[0,5,7,10,11,12,14,19,24,27,30,32,33,34,37],The:[4,10,13,14,15,16,18,19,20,21,23,24,25,26,27,28,29],Their:37,Then:[0,1,6,8,9,10,11,12,13,14,23,24,30,31,33,34,35,36,37],There:[0,3,4,5,6,8,9,11,12,14,23,24,26,27,28,30,31,32,34,35,36,37],These:[0,2,3,4,5,8,9,10,11,12,13,14,15,16,23,24,25,27,28,30,31,32,35,36,37],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,23,24,25,27,32,33,34,35,36,37],With:[0,5,6,8,9,10,11,12,14,18,23,24,25,27,30,31,33,36,37],_0:[5,8,10,11,13,31,34,35],_1:[2,5,6,8,10,11,12,13,14,23,31,32,33,34,35,36,37],_2:[2,5,8,11,12,13,23,31,35,36,37],_3:23,_4:23,_9:[13,35,36],_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,18,19,21,23,24,30,31,32,33,34,35,36,37],_________________________________________________________________:4,__call__:[3,4],__class__:10,__doc__:[6,33],__future__:[8,9],__getattr__:32,__getitem__:2,__init__:[1,2,3,32,37],__main__:2,__name__:[2,10,32],__traceback__:[3,4],_auto10:[6,12,36,37],_auto11:[6,36],_auto12:[6,36],_auto1:[2,3,4,5,6,7,12,13,21,23,27,31,34,35,36,37],_auto2:[2,3,4,5,6,12,13,23,27,35,36,37],_auto3:[3,4,5,6,12,13,23,35,36,37],_auto4:[4,6,12,13,23,35,36,37],_auto5:[4,6,12,13,23,35,36,37],_auto6:[4,6,12,23,36,37],_auto7:[4,6,12,23,36,37],_auto8:[6,12,36,37],_auto9:[6,12,36,37],_base:8,_build:[0,17,19,22,24,29,30],_build_call_output:[3,4],_c:[1,37],_call:[3,4],_call_flat:[3,4],_check_optimize_result:[7,11,34],_compon:11,_decor:[0,30],_depth:9,_distn_infrastructur:34,_eagerdefinedfunct:[3,4],_fraction:9,_handl:[3,4],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,19,24,30,31,32,33,34,35,36,37],_inference_funct:[3,4],_interpolatefunctionerror:[3,4],_j:[0,1,2,3,5,6,8,13,17,19,24,31,32,33,35,37],_jit_compil:[3,4],_k:[13,34,35,36],_l:[12,36,37],_lambda:[6,30],_leaf:9,_lock:[3,4],_logist:[7,11,34],_m:10,_make_vjp:[2,13,36],_maybe_define_funct:[3,4],_multilayer_perceptron:37,_n:[2,5,8,11,13,31,34,35],_node:[2,9,13,36],_notokstatusexcept:[3,4],_num_output:[3,4],_p:[5,8,31],_process_traceback_fram:[3,4],_r:[3,4],_ratio:11,_sampl:9,_select_forward_and_backward_funct:[3,4],_split:[6,9,24],_src:21,_stateful_fn:[3,4],_stateless_fn:[3,4],_t:[13,21,35,36],_test:[6,24],_trace:[2,13,36],_unpad:2,_valu:[2,13,36],_varianc:11,_weight:9,a0:3,a0faa0:[9,10],a1:[0,30],a2:[0,30],a3:[0,30],a4:[0,30],a_0:[0,21,25,30],a_1a:[0,30],a_1x:[21,25],a_2a:[0,30],a_2x:[21,25],a_3:[0,30],a_3a:[0,30],a_4:[0,30],a_4a:[0,30],a_:[0,1,16,23,30,31,37],a_h:[1,37],a_i:[0,1,2,12,30,37],a_j:[1,12,37],a_k:[0,1,12,37],aaron:29,ab:[0,2,5,13,14,21,30,31,32,35,36],ab_channel:22,abandon:1,abbrevi:26,abid:27,abil:[0,10,30],abl:[0,1,4,5,6,7,10,12,13,16,24,31,34,35,36,37],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,22,23,24,25,28,32,33,34,35,36,37],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,23,24,25,27,29,30,31,33,34,35,36,37],abovement:[6,33],abscissa:[13,34,35],absolut:[0,2,5,6,13,30,31,32,33,35,36],absorb:[31,32],acceler:[13,21,35,36],accept:[0,3,6,9,24,30,31],access:[0,3,11,27,31],accid:[4,6,33,34],accompani:[0,30,31],accomplish:[8,9,13,35,36],accord:[0,1,2,5,6,9,12,13,14,15,16,27,30,32,33,34,35,36,37],accordingli:11,account:[0,3,5,13,15,27,30,32,33,35,36],accumul:[12,13,21,27,35,36,37],accur:[0,3,4,6,10,13,33,35,36],accuraci:[0,1,3,4,5,6,7,9,10,11,12,25,30,31,34,36,37],accuracy_scor:[0,1,10,30,37],accuracy_score_numpi:[1,37],achiev:[0,1,5,6,8,12,23,30,32,33,36,37],aco:27,acquaint:[22,30],acquir:[1,22,30],acr:[0,31],across:[1,3,6,9,22,30,33,37],act:[1,3,23,37],action:27,activ:[0,2,3,4,9,26,28,30,33,34,35],actual:[0,1,4,5,6,8,11,16,23,27,30,31,32,33],ad:[1,3,4,5,8,13,15,16,23,32,33,34,35],ada_clf:10,adaboostclassifi:10,adadelta:[13,35,36],adagrad:25,adam:[1,3,4,25,28,30],adapt:[4,6,13,29,31,33,34],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,21,24,25,27,30,31,32,33,35,37],add_outgrad:2,add_subplot:[1,7,12,14,34,36,37],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,21,22,23,24,27,28,29,30,31,32,33,34,35,36,37],addition:[12,13,34,35,36,37],address:[1,9,11,13,30,35,36],adjac:[3,12,36,37],adjoint:[5,31,32],adjust:[0,5,12,13,34,35,36],admir:[0,30],advanc:[4,6,12,29,30,33,36,37],advantag:[1,3,5,6,10,13,23,32,33,34,35,36,37],adversari:30,afecionado:30,affect:3,affin:[0,3,8,11,31],afford:3,aficionado:30,aforement:14,african:[0,31],after:[0,1,2,4,5,6,9,11,12,13,15,20,21,22,23,24,25,27,30,31,32,33,35,36,37],afterward:[0,30],ag:[0,7,26,30,31,34],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,21,24,25,27,30,31,32,33,35,36,37],against:[1,4,7,10,21,25,34,37],agegroup:[7,34],agegroupmean:[7,34],aggreg:[9,10],agorithm:10,agre:[5,6,27,32,33],agreement:[13,21,35,36],ahead:9,ai:[0,25,29],aid:[11,20],aim:[0,1,4,6,7,11,14,15,16,22,23,24,25,31,33,34],ainv:5,airplan:3,aka:[5,32,33],al:[0,2,4,15,16,17,25,29,30,31,32,33,34,35,36,37],alarm:[5,7,32,33],algebra:[0,3,5,13,21,22,31,32,33,35,36],algorithm:[0,1,2,4,5,6,7,8,13,14,22,23,24,27,29,30,32,33,34],align:[0,2,5,6,7,8,13,24,27,30,31,32,33,34,35],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],allevi:[1,13,34,35],alloc:[3,23],allow:[0,1,2,3,5,6,8,10,13,15,16,22,23,24,30,31,32,33,34,35,36,37],almost:[0,1,6,8,11,13,21,27,30,33,34,35,36],alon:[2,9],along:[2,3,4,5,6,9,10,11,22,23,30,31,32,33,34],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,27,30,31,33,34,35,37],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13,35],alpha_k:[13,35],alpha_m:10,alpha_n:3,alpha_opt:[13,35],alreadi:[2,3,4,5,6,10,12,22,23,27,30,31,32,33,36,37],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,27,30,31,32,33,34,35,36,37],alter:[1,37],altern:[0,1,4,5,6,7,8,9,11,13,23,24,30,31,32,33,34,35,36,37],although:[0,1,5,6,8,10,13,16,21,30,32,33,35,36],alwai:[0,3,5,6,12,13,16,21,27,30,31,32,33,34,35,36,37],am:[4,31],ame2016:[0,30],american:[0,31],among:[0,3,5,9,10,12,23,30,31,32,36,37],amongst:[5,32,33],amount:[0,1,3,4,6,8,10,14,22,33],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,19,20,21,22,23,24,25,27,28,29,31,32,33,34,35,36,37],an_:27,anaconda:[0,1,15,22,24,30],analog:[13,35,36],analys:[6,32,33],analysi:[1,3,4,7,14,15,16,17,19,21,23,29,34,37],analyt:[2,3,5,6,7,12,13,15,22,24,25,30,31,32,33,34,35,36,37],analytical_gradi:21,analyz:[0,1,3,4,5,6,16,17,24,25,27,30,31,32,37],andrew:[1,37],angl:[0,3,9,31],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18,27,30,31,32,33,36,37],anim:[4,12,36,37],ann:[12,36,37],annot:[0,1,3,7,8,30,31,34,37],announc:30,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,23,24,25,27,30,31,34,35,36,37],ans_vspac:2,ansatz:[0,30],answer:[0,1,3,5,6,23,24,25,28,30,32,33,37],antialias:[2,6,24],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,27],anytim:[28,30],apach:1,apart:[11,13,34,35],api:[1,22,30],appar:2,appear:[0,1,3,13,16,23,27,30,35,36,37],append:[1,3,4,8,9,13,21,30,35],appendix:24,appl:[3,4],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,24,25,27,29,30,31,32,33,34,35,36,37],applic:[0,1,3,4,5,6,7,9,12,13,21,23,24,27,29,30,31,33,34,35,36,37],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,21,22,27,29,31,34,37],appropri:[2,6,9,12,13,22,27,33,35,36,37],approv:30,approx:[0,2,3,6,10,11,13,27,30,33,34,35,36],approxim:[0,1,2,3,4,5,6,7,10,11,13,18,19,24,27,30,31,32,33,34,35,36],apt:[0,15,22,24,30],aq:27,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],aragorn:30,arang:[1,3,4,6,7,9,10,12,13,24,30,34,35,36,37],arbitrari:[1,4,6,8,12,13,27,33,34,35,36,37],arbitrarili:[0,1,11,30,37],arc:[6,24],architectur:[3,4,12],archiv:25,area:[0,3,6,9,24,29,30],arg:[0,2,3,4,13,30,36],argmax:[1,11,37],argmin:[4,10,14],argnum:[2,13,36],argnum_0:2,argnum_1:2,args_with_tang:[3,4],argsort:11,argu:[1,13,35,36],argument:[0,2,3,5,11,12,13,21,24,30,31,32,33,37],argval:2,aris:[0,6,12,13,27,30,33,34,35,37],arithmet:[0,13,23,30,35,36],arm:[6,32],armadillo:23,around:[0,1,4,5,6,11,27,30,32,33,37],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,22,24,27,31,32,33,34,35,36,37],arrang:[3,30],arraybox:[2,13,35,36],arriv:[0,6,9,11,23,27,30,33],arrow:[12,36,37],arrowprop:8,art3d:[13,35],art:[0,1,15,22,30],articl:[0,3,4,6,10,18,25,30,31,32,33],artifici:[0,2,7,12,29,30,34],artificialneuron:[12,36,37],arug:[13,35,36],arxiv:[3,4,21,25,35,36],as_fram:31,asap:30,asarrai:[0,2,6,9,21,31,32,35],ashort:20,asid:31,ask:[5,6,11,12,32,33,37],aspect:[0,6,22,24,30,31,32],assembl:[0,3,30],assert:4,assess:[0,6,24,30,31,32,33],assici:4,assign:[0,7,8,9,12,13,14,26,28,29,30,31,34,35,36,37],associ:[0,6,9,12,14,27,30,33,36,37],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,23,24,27,30,31,32,33,34,35,36,37],assumpt:[0,3,5,6,9,11,18,24,27,30,31],ast:[0,5,6,18,24,30,32,33,34],astronomi:[30,31,32,33,34,35,36,37],astyp:[4,9,10],asymmetri:[0,30],asymptot:[4,6,33],async_wait:[3,4],atla:30,atom:[0,30],attempt:[0,4,6,7,8,10,30,32,34],attend:26,attent:[0,23,30],attr:[3,4,32],attract:[0,10,30],attribut:[0,9,13,25,30,32,33],attributeerror:[13,32],audi:[0,30],audio:[3,4],august:[15,16,30],aurelien:[0,15,26,29,30,36],austfjel:[6,24],author:[0,1,10,27,30],authour:30,auto:[9,10,27],autocor:27,autocorrelation_tim:27,autocorrelform:27,autocovari:27,autoencod:[4,22,30],autoencond:22,autograd:[22,25,30],autom:[0,22,29,30],automac:23,automag:30,automat:[0,1,2,3,4,11,16,22,23,30,37],automobil:3,autonom:4,avail:[0,1,4,6,10,11,15,20,21,22,23,24,25,26,28,29,30,33,37],averag:[0,1,3,6,9,10,13,14,21,27,28,30,31,32,33,34,35,36,37],avoid:[0,4,5,6,9,11,13,21,23,30,31,33,34],awai:[2,3,6,31,32,33],awar:[2,10],award:[28,30],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,23,24,25,30,31,33,34,35,36,37],axes3d:[2,6,13,24,34,35],axes_grid1:6,axessubplot:31,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],axiom:[5,32,33],axlabel:[0,30],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,21,27,28,30,31,32,33,34,37],b_0:0,b_1:[0,2,12,13,35,36,37],b_2:[0,13,35,36],b_5:[13,35,36],b_:[0,1,23,37],b_group:9,b_i:[0,1,2,12,30,36,37],b_ia_:[0,30],b_ia_i:0,b_index:9,b_j:[1,12,36,37],b_k:[0,1,12,13,35,36,37],b_m:[12,36,37],b_score:9,b_valu:9,bachelor:[26,28],back:[0,3,4,5,6,8,9,10,15,23,25,27,30,31,32,34,35,36],backbon:23,backend:[1,4,21],background:[29,30,31],backpropag:[1,37],backtrack:9,backup:23,backward:[1,2,4,12,23,37],backward_pass:2,bad:[6,31,32],badli:27,bag:[9,22,30],bag_clf:10,baggin:30,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:[6,33,34],band:23,bandwidth:23,bar:[0,6,11,15,16,24,30],barber:29,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,22,27,28,29,30,31,32,34,37],basi:[5,7,8,10,11,12,13,23,31,32,34,35,36,37],basic:[2,6,8,12,13,14,22,24,27,30,35,36,37],batch:[3,4,11,12,13,21,25,34,37],batch_shap:4,batch_siz:[1,3,4,37],batchnorm:4,bay:[7,34],bayesian:[5,22,29,30,32,33],beam:[30,33,34,35,36,37],becattini:28,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,30,32,33,34,35,36,37],beccatini:30,becom:[0,1,2,5,6,7,9,12,13,21,27,30,31,32,33,34,35,36,37],been:[0,1,2,3,4,5,6,11,12,13,22,23,24,25,30,31,32,33,35,36,37],befor:[0,1,2,3,4,5,6,7,8,12,13,14,23,24,25,27,30,31,32,33,34,35,36,37],beforehand:[0,27,30],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,23,24,27,28,30,31,32,33,34,35,36,37],behav:[1,6,13,33,34,35],behavior:[0,1,13,30,34,35,36],behaviour:[12,36,37],behind:[0,1,6,8,13,30,34,35,37],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,27,30,31,32,33,34,35,36,37],believ:[9,23],belong:[7,8,9,13,14,34,35,36],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,23,24,25,27,30,31,32,33,34,35,36,37],benchmark:10,benefici:[1,13,35,36,37],benefit:[0,1,4,11,13,15,22,30,34,35,36,37],bengio:[1,21,25,26,29,30,31,35,36],benign:[1,7,9,34],besid:[4,5,32],bessel:[5,31,32,33],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,24,25,28,30,31,33,34,35,37],best_estimator_:34,beta1:[21,35,36],beta2:[21,35,36],beta:[0,1,3,5,6,7,10,11,13,16,17,18,19,21,24,30,31,34,35,36,37],beta_0:[0,1,3,5,6,7,13,30,31,32,33,34,35,37],beta_0x_:[0,30,31],beta_1:[0,1,3,5,6,7,10,13,30,31,32,33,34,35,36,37],beta_1x_0:[0,30],beta_1x_1:[0,7,30,34],beta_1x_2:[0,30],beta_1x_:[0,30,31],beta_1x_i:[7,13,31,34,35],beta_2:[0,3,13,30,31,35,36],beta_2x_0:[0,30],beta_2x_1:[0,30],beta_2x_2:[0,7,30,34],beta_2x_:[0,30,31],beta_2x_i:31,beta_3:3,beta_3x_i:31,beta_4x_i:31,beta_:[0,3,6,7,13,30,31,32,33,34,35,36],beta_i:[0,3,5,17,30,31,32],beta_j:[0,5,6,13,18,24,30,31,32,33,35,36],beta_k:[13,34,35],beta_linreg:[13,21,34,35,36],beta_m:10,beta_mg_m:10,beta_n:3,beta_ol:33,beta_p:[7,34],beta_px_p:[7,34],beta_ridg:33,betaol:33,betaridg:33,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,21,30,31,32,33,35],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,21,24,25,27,30,31,32,33,34,35,36,37],beyond:[0,1,5,6,8,13,21,24,30,31,34,35,36],bf:[13,14,23,27,34,35],bgd:[13,35,36],bia:[0,1,2,3,5,8,9,10,12,13,19,25,30,31,32,34,35,36,37],bias:[1,2,3,5,6,9,12,25,32,36],big:[0,1,2,5,6,14,18,30,32,33,37],bigger:[1,6,31,32],bigr:[12,36,37],bike:9,bilbo:30,billion:[3,12,22,36,37],bin:[0,7,27,31,34],binari:[0,3,5,7,9,10,12,25,30,32,33,34],binarycrossentropi:4,bind:[0,31],binomi:[22,27,30],binsboot:[6,33],bioinformat:[0,30],biolog:[1,12,36,37],bios1100:[22,30],bird:[0,3,30],birth:30,bishop:[26,29,30],bit:[1,4,23,27,30,37],bitwis:27,bivari:2,bk:[0,13,31,35,36],bla:[23,30],black:[8,9,14,21],bledso:30,blob:[19,20,24,30,34,35,36],block:[6,10,22,23,27,30,33],blogpost:4,blue:[0,3],bluntli:30,bm:31,bmatrix:[0,1,3,5,7,8,11,13,23,30,31,32,34,35,37],bmi:[1,37],bodi:[0,1,4,12,30,36,37],bold:1,boldfac:[0,5,16,31,32],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,18,19,21,24,30,34,35,36,37],boltzmann:[12,22,30,36,37],book1:29,book:[19,24,25,29,30,32],boost:[1,9,22,30],boostrap:10,bootstrap:[1,13,19,22,24,25,30,34,35,36],borrow:30,boston_dataset:[0,31],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,22,23,24,25,27,28,30,31,32,33,34,35,36],bottl:[7,34],bound:[0,8,12,31,35,36,37],boundari:[2,4,8,11,12,37],box:[2,4,9],boxed_arg:2,boyd:[8,13,34,35],bracket:[4,27],brain:[1,7,12,34,36,37],branch:9,breast:[5,7,11,25,32,33,34],breat:25,breviti:[13,21,35,36],brew:[0,15,22,24,30],brg:8,brief:[24,25,31],briefli:[0,30],bring:[0,5,6,10,25,30,31,32],broad:[0,3,4,30],brought:[13,21,22,30,35,36],brownle:4,browser:30,brute:[3,5,11,31,32,34],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,23,27,30,32,33,34,35,36,37],built:[0,1,3,4,6,31,33],bunch:11,busi:[0,31],c1:[8,11],c2:[8,11],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,19,22,23,27,28,29,31,32,33,34,35,36,37],c_0:27,c_1:[12,36,37],c_2:[12,36,37],c_3:[12,36,37],c_4:[12,36,37],c_:[0,8,9,10,13,21,27,31,34,35,36],c_i:[12,13,35,36,37],c_k:27,ca:[1,30],cach:10,cal:[0,8,10,12,13,15,16,30,34,35,37],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,21,23,25,27,30,32,33,34,35,36,37],california:[25,31],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,21,22,23,24,25,27,28,30,31,32,33,34,35,36,37],callabl:[3,4],callback:[3,4],calor:[0,31],cambridg:[13,29,34,35],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,27,28,29,31,32,34,37],cancel:[0,13,30,31,35,36],cancellation_manag:[3,4],cancer:[5,10,25,32,33],cancerpd:[7,34],candid:[8,9,10,35],cannot:[0,1,4,5,6,7,8,9,26,27,30,31,32,34,37],canopi:[0,15,22,24,30],canva:[24,25,30],cap:[5,32,33],capabl:[0,1,8,13,22,30,35,36],capac:[2,28],capita:[0,31],caption:[24,25],captur:[4,11,12,36,37],captured_input:[3,4],car:[3,4],card:[0,7,30,34],cardin:1,care:[11,34],carefulli:[13,35],carlo:[0,6,22,27,29,30,33],carri:[2,6,7,24,33,34],cart:10,casella:29,cast:1,cat:[3,4],categor:[0,1,3,9,11,30,37],categori:[0,1,3,7,10,12,14,30,31,34,36,37],categorical_crossentropi:[1,3],caus:[0,5,6,27,30,31,32,33],causal:0,causat:[0,30],cax:1,cb:[6,30],cbar:1,cc:[0,1,3,4,5,13,25,30,31,32,33,34,35],ccc:[5,12,32,36,37],cdf:27,cdot:[0,2,6,12,13,14,23,27,30,33,34,35,36,37],celebr:[13,34,35],cell:[0,1,2,3,4,9,10,13,15,24,30,32,33,34,35,36],center:[0,1,6,7,8,9,11,14,24,27,30,32,33,34],central:[0,3,5,6,8,16,23,25,30,31,32],centroid:[14,27],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,27,30,31,33,34],certainti:33,cg:[13,35],cha:[0,31],chain:[0,1,13,22,27,30,35,36],challeng:[35,36],chanc:[1,5,13,27,32,33,35,36,37],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,21,23,24,25,27,30,31,32,33,34,35,36,37],channel:3,chap4:37,chapter3:[0,19,24],chapter:[0,6,10,11,18,21,23,24,25,29,30,31,32,33,34,35,36,37],charact:[0,3,5,8,30,31],character:[8,9,10,12,27,36,37],characterist:[0,1,3,10,13,21,30,35,36],charg:[0,30],charl:[0,31],chase:4,chat:30,chd:[7,34],chddata:[7,34],cheap:[5,31],cheaper:[1,13,35,36],check:[0,1,3,4,5,11,13,23,30,31,35,36],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chen:10,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,19,23,25,30,31,33,34,35,36,37],choleski:[5,23,31],choos:[2,3,6,9,10,11,13,14,24,25,33,34,35,36],chosen:[0,1,2,6,8,9,10,13,16,21,25,27,30,33,34,35,36],chosen_datapoint:[1,37],christian:29,christoph:[26,29,30],cifar10:3,cifar:3,circ:[1,12,37],circl:[0,8,12,31,36,37],circuit:3,circumfer:9,circumv:[1,5,13,31,35,36],ckpt:4,clariti:27,class_nam:[3,9],class_val:9,class_valu:9,class_weight:[3,4],classic:[7,9,13,34,35,36,37],classif:[0,3,5,6,7,8,11,12,22,24,29,30,31,32,33,35],classifi:[0,1,4,7,9,10,11,25,30,37],classificaton:[1,37],classifii:10,clean:[1,37],clear:[1,5,10,12,13,21,35,36,37],clearli:[0,3,5,6,7,8,18,27,31,32,33,34],clever:[1,10,37],clf3:0,clf:[0,6,8,9,10,30,31],clf_lasso:6,clf_ridg:[6,30],clip:[3,27],clone:28,close:[0,1,2,4,6,8,9,11,12,13,14,24,27,29,30,33,34,35,36,37],closer:[3,5,13,31,35,36],closest:[8,11,13,14,35],closur:[22,30],cloud:[22,30],cluster:[0,1,4,6,11,22,30,33,37],cluster_label:14,cm:[1,2,3,6,8,9,13,24,34,35,37],cmap:[0,1,2,3,4,6,8,9,10,24,30,37],cmap_arg:6,cmb:26,cmd:9,cmu:31,cn_:27,cnn:[12,36,37],cnn_kera:3,cntk:[22,30],co:[0,2,3,6,9,13,21,30,33,35,36],code:[3,4,6,7,8,15,16,17,19,22,23,24,27,29],coef0:8,coef:[0,30],coef_:[0,5,6,8,9,13,30,31,32,33,34,35],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,23,30,31,32,33,34,35,36],coerc:[0,6,30,33],coin:[10,27],coin_toss:10,col:[0,11,30,31],colab:[22,30],cold:9,colinear:[0,31],collabor:[24,25],collaps:8,collect:[0,2,6,10,11,21,22,27,29,30,33],collinear:[5,31,32],color:[0,3,4,6,8,9,10,21,24,27,35],color_channel:3,color_cod:6,colorbar:[1,6,24],colsample_bytre:10,colsaobject:10,colspec:[0,30],column:[0,1,2,5,6,7,8,9,11,12,17,23,30,31,32,33,34,36,37],columntransform:9,com:[4,6,19,20,21,22,24,25,29,30,32,34,35,36,37],combin:[1,2,5,6,7,10,27,32,33,34,35,36],come:[0,1,3,4,5,12,13,14,15,25,30,31,32,33,35,36,37],command:[0,1,30],comment:[0,4,5,6,15,16,24,25,30,31],commerci:[0,15,22,24,30],commod:[0,30],common:[0,1,3,5,6,7,9,11,13,14,24,25,27,30,31,33,34,35,36,37],commonli:[0,1,4,6,7,9,13,14,31,33,34,35,36,37],commun:[0,12,24,36,37],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,30,31,32,33,35,36,37],compair:0,compar:[0,3,4,5,6,11,13,15,16,21,23,24,25,30,31,32,33,34,35,36],comparison:[2,4,13,25,35,36],compat:[7,34],compet:[0,30],competit:10,compil:[0,1,3,4,13,15,21,22,23,30,35,36],complet:[0,2,3,4,9,12,30,36,37],completenn:[12,36,37],complex:[1,5,8,9,11,12,13,15,16,19,25,30,33,35,36,37],complic:[0,1,9,13,30,33,34,37],compoment:31,compon:[0,1,3,4,5,6,7,9,14,16,22,30,31,32,33,34,37],components_:11,compos:[9,12,13,14,21,22,30,35,36,37],compphys:[0,6,17,19,20,22,24,26,28,29,30,31,34,35,36],compress:[0,30,31],compris:[6,34],compromis:[5,31],compulsori:[22,30],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,21,22,23,24,25,26,27,29,30,31,32,33,34,37],computation:[0,3,6,9,13,27,30,34,35,36],computationalscienceuio:30,computerlab:[24,25],con:25,concat:30,concaten:[2,4,6,14],concav:[1,9,13,31,34,35],concentr:[0,10,31],concept:[0,2,22,30,31],conceptu:[12,13,34,35,36,37],concern:[0,1,4,7,30,34,37],concic:30,conclud:[0,5,13,21,32,33,35,36],conclus:[1,37],concretefunct:[3,4],cond:2,conda:[0,1,15,22,24,30],condis:31,condit:[0,2,4,5,6,8,9,11,13,27,30,31,36],conduct:[22,30],condwav:2,confid:[0,5,6,7,8,18,24,30,31,32,34],configur:[3,21],confirm:[5,12,32,33,36,37],confus:[5,6,7,10,23,31,32,33],confusion_matrix:9,congruenti:27,conjug:[4,8],conjugaci:[13,35],conjunct:3,connect:[0,1,3,4,9,11,12,13,23,30,31,34,35,36,37],consequ:[5,6,8,10,12,13,31,32,33,34,35,36,37],conserv:[5,14,31],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,19,21,23,24,25,27,30,31,32,33,34,35,36,37],consider:[0,1,5,13,30,31,32,33,34,35,37],consist:[0,1,2,3,4,6,12,13,19,21,24,25,27,31,33,34,35,36,37],constant:[0,2,4,5,6,8,12,13,27,30,31,32,33,34,35,36,37],constitu:[0,30],constitut:[2,6,33,34],constrain:[1,3,5,7,11,32,34,37],constraint:[5,6,8,13,17,31,32,33,35,36],construct:[0,1,2,3,5,6,7,8,9,10,11,23,27,30,31,32,33,34],consult:25,contact:[0,30],contain:[0,2,3,4,5,6,7,8,9,11,12,13,17,19,21,23,24,25,27,29,30,31,32,33,34,35,36,37],contemporari:30,content:[1,22,23,30],context:[3,4,6,10,13,24,33,34,35,36],contigu:23,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,18,21,23,24,25,27,30,31,32,33,34,35,37],contour:[9,10,13,35],contourf:[8,9,10],contrast:[1,4,9,10,12,36,37],contribut:[0,3,5,13,21,27,30,31,32,35,36],contributor:[0,24,30],control:[0,1,3,9,13,15,22,30,35,36,37],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],convei:30,conveni:[0,5,6,12,13,23,24,25,30,32,33,34,35,36,37],convent:[12,31,37],converg:[1,2,4,5,7,8,11,13,14,21,25,31,32,34,35,36,37],convergencewarn:[7,8,11,34,37],convert:[0,1,4,5,9,11,13,23,30,31,35,36],converttomatrix:4,convex:[4,5,7,31],convinc:[13,34,35],convolut:[1,4,22,30],cool:[4,9],coolwarm:[6,24],coordin:[5,12,14,31,32,36,37],coorel:[0,31],copi:[0,1,2,14,31,37],copyright:[25,33],core:[2,3,4,10,13,30,36],corel:30,coronari:[7,34],corr:[0,5,7,11,31,34],correalt:[11,22],correct:[0,1,2,3,4,5,7,13,23,27,30,31,32,33,35,36,37],correctli:[1,2,6,7,10,25,37],correl:[0,1,3,5,6,7,10,12,13,21,22,27,30,32,33,35,36,37],correlation_matrix:[0,5,7,11,31,34],correspond:[0,3,5,6,8,9,11,12,15,16,17,22,23,24,27,30,31,32,33,36,37],cortex:[12,36,37],cosin:[3,6,33],cost:[0,2,3,5,6,7,8,9,12,13,16,17,19,21,24,25,30,36],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:[13,21,35,36],could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,23,24,25,27,30,31,32,33,34,35,36,37],coulomb:[0,30],count:[0,2,9,26,27,28,30],countor:[13,35],coupl:[4,5,6,32,33],cours:[0,1,3,5,11,24,25,26,28,31,33],courvil:[21,25,26,29,30,31,35,36],cov:[5,6,11,23,27,30,31,32,33],cov_xi:[5,11,31],cov_xx:[5,11,31],cov_yi:[5,11,31],covari:[0,7,22,23,30,32,34],covariance_matrix:[5,11,14,31],cover:[0,5,17,22,28,29,31,32],covert:[0,30],covxi:27,covxx:27,covxz:27,covyi:27,covyz:27,covzz:27,cpu:[1,3,4],cpu_util:[3,4],craft:3,crawford:30,creat:[1,2,3,4,5,9,10,11,12,13,22,24,30,32,34,35,36,37],create_biases_and_weight:[1,37],create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,31],credit:[0,7,28,30,34],crim:[0,31],crime:[0,31],criteria:[0,4,9,10,14,27,30],criterion:[9,10,13,34,35],critic:[6,24,30,31,32],critiqu:[24,25],cross:[0,1,3,7,9,10,13,22,25,27,30,31,32,35,36,37],cross_entropi:4,cross_val_scor:[6,33,34],cross_valid:[7,10,34],crossvalid:[6,33],crucial:[1,27],cs231:3,cs:[26,28],csr_matrix:[23,30],csv:[0,4,6,7,9,30,33,34],ctnk:1,ctx:[3,4],cubic:0,cumbersom:[5,32,33],cumsum:[10,11,30],cumul:[7,10,27],cumulative_heads_ratio:10,cup:[5,32,33],current:[1,2,3,4,13,14,21,24,29,34,35,36],curs:[0,31],curv:[6,7,10,12,24,34,36,37],curvatur:[13,34,35,36],custom:[6,14,24],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10,33,34],cvxbook:[13,34],cvxopt:[5,8,31],cycl:[1,12,36,37],cyclotron:[31,32],d2_g_t:2,d:[1,2,3,4,5,6,7,8,9,10,11,13,14,23,27,28,30,31,32,33,34,35,36,37],d_f:[13,34,35],d_g_t:2,d_net_out:2,da:3,dagger:[5,23,31],dai:[1,9,22,37],damp:3,daniel:[28,30],darget:9,darkr:27,dat:[0,30],dat_id:[0,6,7,9,30,31,33,34],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,18,19,21,23,25,29,33,35,36],data_handl:[3,4],data_id:[0,6,7,9,30,31,33,34],data_indic:[1,37],data_modul:31,data_panda:30,data_path:[0,6,7,9,30,31,33,34],data_url:31,databas:[1,37],datafil:[0,6,7,9,24,30,31,33,34],datafram:[0,4,5,7,9,11,30,31,34],datapoint:[1,5,6,7,11,13,31,33,34,35,36,37],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,19,24,25,30,31,33,34,35,36],datatyp:4,date:[15,16,17,18,19,20,21,24,25,30,31,32,33,34,35,36,37],daughter:10,david:29,davison:33,dbh:[1,37],dbo:[1,37],dc5e85cd93c3:25,dcomposit:23,ddot:2,dead:1,deadlin:[16,17,18,19,20,21,26],deal:[0,1,3,5,6,8,11,13,14,17,18,23,24,27,30,31,32,33,34,35,36,37],dealt:0,debt:[7,34],debug:[0,5,6,32,33,34],decad:[0,3,30],decai:[0,13,27,30],decemb:[26,28,30],decent:10,decid:[0,2,3,5,6,9,24,32,33,34],decim:[0,30],decis:[0,1,8,11,22,29,30,37],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],declar:[0,4,23,30],decompos:[5,6,23,31],decomposit:[0,6,12,24,30,32,36,37],decompost:[5,31],deconvolut:3,decor:[0,30],decorrel:[10,13,21,35,36],decreas:[1,2,4,5,6,10,11,13,32,33,34,35,36,37],deduc:[0,30],deep:[3,7,12,13,21,22,25,26,29,30,31,35,36,37],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,22,30],deeper:[0,3,4,30],deeplearningbook:29,deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,24,27,30,31,32,33,34,35,36,37],def_covari:27,def_funct:[3,4],default_tim:4,defect:[5,31],defici:[5,31],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,31,32,33,34,35,36],definit:[1,2,5,6,7,8,10,11,12,13,17,23,27,31,32,33,34,35],defint:27,defun:[3,4],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,19,24,27,30,32,33,34],del:1,delet:6,delimit:4,deliv:[26,30],delta:[0,2,3,6,8,12,13,14,21,30,35,36,37],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,23,37],delta_h:[0,1,30,37],delta_j:[3,12,37],delta_k:[12,37],delta_l:[1,3,37],delta_momentum:[13,21,35,36],delta_n:[0,3,30],delug:22,delv:[0,30],demand:[13,34,35],demonstr:[0,3,5,6,7,11,12,22,30,31,32,33,34,37],demystifi:[36,37],den:4,denomin:[1,5,32,33,37],denot:[1,2,6,7,13,27,34,35,36,37],dens:[1,3,4],dense_1:4,densiti:[0,2,6,27,30,33],depart:[25,28,30,31,32,33,34,35,36,37],depend:[0,1,2,4,5,6,7,8,11,12,13,15,21,22,23,24,27,30,31,32,33,34,35,36,37],depict:27,deploy:[0,15,22,24,30],deprec:[2,3,13,24,30,31,35],deprecate_nonkeyword_argu:[0,30],depth:[0,3,9,10,23,33],deriv:[0,1,2,6,7,8,10,11,13,16,17,19,21,22,24,30,36],derivati:[13,35,36],derivative_fn:[13,35,36],descend:[5,9,11,31,32],descent:[0,1,3,7,8,12,30,31,37],descent_i:21,descent_x:21,descr:31,describ:[0,2,4,5,6,8,10,11,12,13,18,21,23,24,25,30,32,33,35,36,37],descript:[0,8,9,25,30],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,18,19,24,25,30,32,33,34,35,36,37],designmatrix:[0,30],desir:[0,2,4,5,13,14,30,31,34,35],despit:[1,12,36,37],destroi:23,det:[5,23,31],detail:[0,6,11,13,14,23,24,25,31,34,35],detect:[3,8,12,36,37],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,23,27,30,31,32,33,34,35,36,37],determinist:[7,13,27,34,35,36],dev:1,develop:[0,3,5,8,10,11,12,21,22,23,24,25,30,31,32,33,36],deviat:[0,1,2,4,5,6,19,24,27,30,31,32,33],devic:[3,4],device_nam:[3,4],devis:[12,36,37],df1:30,df:[4,8,11,13,30,35],di:[0,31],diag:[5,8,31,32],diagnost:[1,10],diagon:[0,5,7,13,18,21,23,24,27,30,31,32,34,35,36],diagonaliz:[5,31],diagram:10,diagsvd:6,dice:[6,27,33],dict:[6,8,34],dict_kei:31,dictionari:[0,31],did:[0,1,5,6,7,10,11,14,24,25,30,32,33,34,35],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,21,22,23,24,27,29,30,31,32,33,34,37],different:[],differenti:[0,3,16,21,22,23,30,31,34,37],differential_oper:[2,13,36],difficult:[0,1,6,10,13,21,24,27,30,33,35,36],difficulti:[0,1,13,30,34,35,36],diffonedim:2,digit:[0,1,3,4,6,24,25,26,28,30,37],dilemma:[13,35,36],dilut:1,dim:[4,11,14,23],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,23,30,31,32,37],dimension:[0,4,5,6,9,11,13,14,19,21,22,23,25,30,32,33,34,35,36],dimensionless:[0,3,30],diment:23,dimnsion:4,diod:3,direct:[0,1,2,4,11,12,13,14,21,30,31,34,35,36,37],directli:[1,4,5,6,27,31,37],directori:9,disabl:[3,4],disadvantag:[0,30],disappear:[3,6,33],disc_loss:4,disc_tap:4,discard:[6,11,33,34],disciplin:[0,3,12,30,36,37],disclaim:27,discord:30,discourag:[13,31,34,35],discov:[0,30],discover:[5,32],discret:[1,3,5,7,13,32,33,34,35,36],discrimin:[4,7,10,11,34],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,27,29,30,31,32,33,35,36,37],diseas:[7,34],disguis:[6,31,32,33],disord:[1,7,34],dispai:[36,37],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,24,27,30,31,33,34,36,37],displaystyl:[0,5,17,30,31,32],displot:31,disregard:[0,30],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,27,31],distance_list:9,distinct:[3,7,8,9,10,14,34],distinctli:8,distinguish:[0,4,7,8,27,30,34],distplot:[0,31],distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,22,23,24,25,30,31,34,35,37],distrubut:[0,15,22,24,30],dive:[0,8,23,30],diverg:[1,13,34,35,36],divid:[0,1,3,5,6,7,8,9,11,12,25,27,30,31,32,33,34,36,37],divis:[6,8,9,13,21,23,27,33,34,35,36],dna:[7,34],dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,30,36,37],dnn_kera:1,dnn_model:1,dnn_numpi:[1,37],dnn_scikit:[0,1,30,37],doamin:[32,33],doc:[0,6,17,19,20,22,24,25,26,28,29,30,31,34,35,36],document:[4,7,11,13,31,34,35,36],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,21,23,24,27,30,33,34,35],doesn:[3,9,12,37],dog:[1,3,4,37],domain:[5,8,13,24,25,32,33,34,35],domin:[0,30],don:[0,1,3,5,6,8,11,13,15,21,22,24,25,30,31,35,36,37],done:[0,2,3,4,5,6,9,10,11,13,17,23,24,30,31,32,33,34,35,36],dot:[0,2,3,5,6,7,8,9,10,11,12,13,21,23,24,27,30,31,32,33,34,37],doubl:[3,4,23,30],doubli:1,down:[0,3,6,9,11,12,13,21,30,34,35,36,37],download:[0,1,3,5,6,23,24,29,30,37],downsampl:3,dozen:1,dq:[6,33],drag:[13,35,36],dramat:11,drastic:4,draw:[4,6,10,13,33,34,35],drawback:[0,1,3,13,31,34,35,36],drawn:[1,4,6,7,11,27,30,33,34,37],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,21,27,30,31,32,33,35,36],dropna:[0,6,30,33],dropout:4,dt:[2,3,13,27,35,36],dtype:[0,1,2,3,4,14,21,23,30,31,36,37],dub:[0,30],due:[1,2,5,6,8,10,12,13,28,30,31,33,34,35,36,37],dummi:[0,31],dure:[0,1,3,4,8,9,11,17,20,22,24,30,33,35,36],dwell:[0,31],dwh:[1,37],dwo:[1,37],dx:[2,3,8,27],dx_1:27,dx_1p:[6,33],dx_2p:[6,33],dx_mp:[6,33],dx_n:27,dxp:[6,33],dy:[1,8,27],dynam:4,dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,21,27,28,30,31,32,33,34,35,36,37],e_:[0,2,30],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,22,23,25,26,27,28,30,31,32,33,35,36,37],eager:[3,4,33],eapprox:[0,30],earli:[1,3,4,13,21,35,36,37],earlier:[0,5,7,8,9,11,12,13,20,21,30,31,34,35,36,37],earthexplor:[6,24],eas:[6,9,14,33],easi:[0,5,6,7,8,9,10,11,12,13,18,21,22,23,25,30,31,32,33,34,35,36,37],easier:[5,6,8,9,13,25,27,30,31,33,35,36],easiest:[13,34,35],easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,23,24,30,31,32,33,34,35,37],eastern:[28,30],ebind:[0,30],eblock:9,econometr:30,economi:5,ecosystem:[22,30],ect:26,edg:3,edgecolor:[6,33],edu:[13,25,31,34],educ:[0,24,25,30,31,34],eff:27,effect:[1,4,10,13,27,35,36,37],effic:[1,37],effici:[0,3,10,13,22,23,27,30,34,35,36],efron:[6,33],egrad:[13,35,36],eig:[5,11,13,21,23,27,30,31,34,35,36],eigen:27,eigenpair:[5,11,31],eigenvalu:[0,5,8,11,13,21,23,30,31,32,34,35,36],eigenvector:[5,11,13,17,31,32,35],eight:[23,30],eigval:[23,27,30],eigvalu:[11,13,21,34,35,36],eigvec:[23,27,30],eigvector:[11,13,21,34,35,36],eispack:[23,30],either:[1,5,6,7,8,9,10,11,13,15,16,24,25,27,30,31,32,33,34,35,37],elabor:27,elarn:3,electr:[0,3,12,30,36,37],electron:30,eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,20,21,22,23,24,25,26,29,31,32,33,34,37],elementari:[10,13,23,35,36],elementwis:[3,13,35,36],elementwise_grad:[2,13,35,36],elessar:30,elif:[2,3,4,14,21],elim:23,elimin:[3,8],els:[1,2,3,4,7,9,12,13,23,34,35,36,37],elu:1,elus:[0,30],email:[26,28,30],embed:[0,11,31],embodi:[6,19,24,33],emit:27,emner:29,emphas:[0,10,22,30],emphasi:[0,22,29,30],empir:[1,11,27],emploi:[0,1,5,6,11,13,24,25,27,30,31,32,33,34,35,37],employ:[0,30,31],empti:[6,10,33],emul:[12,36,37],en:[22,29],enabl:[11,21],enbodi:[6,33],encod:[0,3,5,9,11,14,17,30,31,32],encompass:[0,24,27,30],encount:[0,1,5,6,7,13,21,27,30,31,33,34,35,36,37],encourag:[24,25],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,23,24,27,28,30,31,32,33,34,35,36,37],end_box:[2,13,36],end_nod:[2,13,36],end_valu:[2,13,36],endpoint:[3,6],energi:[0,4,6,31,33],enforc:[12,36,37],eng:29,engin:[0,1,3,4,22,30],english:[24,25],enorm:3,enough:[0,6,13,30,33,34,35],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,21,27,31,32,33,34,35,36,37],ensure_initi:[3,4],entail:30,enter:[5,6,17,31,32],enthought:[0,15,22,24,30],entir:[1,3,7,9,22,27,30,34,35,36,37],entiti:[9,12,23,30,37],entri:[0,5,8,11,12,23,30,31,32,33,37],entropi:[1,3,7,10,13,30,35,36,37],enumer:[0,1,2,3,4,6,8,30,31,32,37],env:[0,2,3,4,7,8,11,13,21,27,30,31,32,34,36,37],environ:[2,21,22,24],eo:[0,6,30,33],eol:[0,30],eosfit:[0,30],epoch:[0,1,3,4,12,13,21,25,30,35,36,37],epoch_num:[3,4],epsilon:[0,5,6,7,13,19,24,30,31,32,33,34,35,36],epsilon_0:[0,30],epsilon_1:[0,30],epsilon_2:[0,30],epsilon_:[0,30],epsilon_i:[0,30,31],eq:[3,13,14,23,27,34,35],eqnarrai:[3,5,6,32,33],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,23,24,25,27,30,31,32,33,34,35,36,37],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18,19,21,23,24,27,33,36],equilibrium:[2,12,36,37],equiv:[3,13,23,27,34,35],equival:[0,1,5,7,8,11,13,21,22,23,30,31,32,33,35,36,37],erf:27,eriador:30,eridg:30,err:[0,10],err_:[6,33],err_sqr:2,errat:[13,34,35],errno:9,erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,21,22,23,24,25,27,32,34,35,36,37],error_estimate_corr_tim:27,error_handl:[3,4],error_hidden:[1,37],error_output:[1,37],escap:[13,34,35,36],especi:[1,3,9,12,13,24,25,35,36,37],essenti:[0,5,6,9,10,12,14,24,25,27,31,36,37],establish:[0,6,10,11,15,24,25,30],estim:[0,1,5,6,7,10,11,13,22,27,30,31,34,35,36,37],estimated_mse_fold:[6,33,34],estimated_mse_kfold:[6,33,34],estimated_mse_sklearn:[6,33,34],et:[0,2,4,15,16,17,25,29,30,31,32,33,34,35,36,37],eta0:[8,13,34,35],eta:[0,1,3,8,12,13,21,25,30,34,35,36,37],eta_:[13,21,35,36],eta_t:[13,35,36],eta_v:[0,1,3,30,37],etc:[0,1,3,5,7,8,9,11,12,13,14,15,21,22,23,24,25,27,31,34,35,36,37],ethic:[22,30,31],etsim:33,euclidean:[0,14,31],evalu:[0,2,3,4,5,6,9,13,24,27,30,31,32,33,34,35,36],evaluationform:[20,24,35,36],evaluationgrad:[20,24,35,36],evalut:[13,35,36],even:[0,1,3,4,5,6,8,9,10,11,12,13,14,22,23,27,30,31,32,33,34,35,36,37],evenli:4,event:[5,7,10,27,32,33,34],eventu:[0,5,6,11,12,13,24,25,28,31,32,33,34,35,36,37],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,22,27,28,30,31,32,33,34,35,36,37],everyth:[4,12,21,37],everywher:[4,13,34,35],evolv:[0,30],exact:[0,2,5,11,12,13,23,27,30,31,35,37],exactli:[0,3,4,6,12,22,24,31,33,36,37],exam:30,examin:[6,33],exampl:[5,11,12,13,15,16,19,20,22,23,24,25,27,29],exce:[1,12,13,21,35,36,37],excel:[0,1,4,5,10,25,30,31],except:[3,4,6,8,9,23],excess:[0,30],excit:[0,30],exclud:[1,6,12,24,31,32,33,34,36,37],exclus:[0,1,3,6,27,30,33,34],execut:[2,3,4,5,13,31,35,36],execute_with_cancel:[3,4],executing_eagerli:[3,4],exemplifi:[13,35,36],exercic:[28,30],exercis:[5,22,24,25,26,28,32,34,35,36,37],exercisesweek35:17,exhaust:[6,33,34],exhibit:[0,5,6,8,30,31,33],exist:[0,1,2,3,5,6,7,8,9,13,18,23,24,25,30,31,32,33,34,35],exit:[5,23,31],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,21,24,27,30,31,32,33,34,35,36,37],exp_term:[1,37],expand:[5,7,11,13,31,34,35],expans:[0,3,5,8,10,12,13,30,31,34,35,37],expect:[0,1,5,6,7,11,12,13,15,16,19,21,22,24,25,30,31,34,35,36,37],expectation_value_of_h_wrt_p:27,expens:[6,10,13,34,35,36],experi:[0,1,6,8,13,22,24,30,31,33,34,35,36],experiment:[0,3,4,6,9,27,30,33],experimental_get_tracing_count:[3,4],expert:[1,9],explain:[0,6,9,10,11,13,19,24,30,34,35],explained_variance_ratio_:11,explan:25,explanatori:[0,30],explicit:[0,3,6,13,21,23,24,30,31,32,35,36],explicitli:[0,4,21,30],explod:1,exploit:[0,3,12,13,30,35,36,37],explor:[1,4,6,8,13,22,24,25,34,35,36],expon:[1,37],exponenti:[0,1,5,6,10,13,24,27,30,32,33,34,35,36],export_graphviz:9,export_text:9,exporttext:9,expos:[22,30],express:[0,2,3,5,6,7,10,12,13,16,21,23,24,25,27,32,33,36,37],exptmean:27,exptvari:27,extend:[0,2,7,11,13,17,22,30],extens:[0,12,15,22,30,36,37],extent:[0,1,6,29,30,33],extern:[3,6,9],extra:[1,3,5,28,30,31,37],extract:[0,3,5,6,7,8,11,13,23,30,31,34,35],extrapol:[0,30],extrem:[0,1,4,5,6,7,8,9,13,16,23,31,32,33,34,35,36],extremum:[13,34,35],extrins:11,ey:[0,5,6,13,14,23,30,32,33,34,35],f11:[0,30],f12:[0,30],f13:[0,30],f1:[13,35,36],f1_grad:[13,35,36],f1d:[13,35],f2:[13,35,36],f2_grad_x1:[13,35,36],f2_grad_x1_analyt:[13,35,36],f2_grad_x2:[13,35,36],f2_grad_x2_analyt:[13,35,36],f3:[13,35,36],f3_grad:[13,35,36],f3_grad_analyt:[13,35,36],f4:[13,35,36],f4_grad:[13,35,36],f4_grad_analyt:[13,35,36],f5:[13,35,36],f5_grad:[13,35,36],f6:[13,35,36],f6_for:[13,35,36],f6_for_grad:[13,35,36],f6_grad_analyt:[13,35,36],f6_while:[13,35,36],f6_while_grad:[13,35,36],f7:[13,35,36],f7_grad:[13,35,36],f7_grad_analyt:[13,35,36],f8:[13,35,36],f8_grad:[13,35,36],f9:[0,13,30,35,36],f9_altern:[13,35,36],f9_alternative_grad:[13,35,36],f9_grad:[13,35,36],f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,19,21,23,27,28,30,31,32,33,34,35,36,37],f_0:[3,10],f_1:[10,13,34,35],f_2:[12,13,34,35,36,37],f_3:[12,36,37],f_:10,f_d:27,f_grad:[13,35,36],f_grad_analyt:[13,35,36],f_i:[0,6,12,16,33,36,37],f_m:[3,10],f_n:3,f_vec:2,f_wrap:2,face:[13,34,35,36],facecolor:[6,8,27,33],facil:[0,15,22,30,33,34,35,36,37],facilit:[12,36,37],fact:[0,1,3,5,9,11,12,13,30,31,32,33,34,35,36,37],factor:[0,1,3,5,6,9,10,11,13,23,27,30,31,32,33,35,36,37],factori:[13,35,36],fade:6,fafab0:[9,10],fahimeh:[28,30],fail:[0,3,4,6,7,8,11,13,28,30,33,34,35],failur:[7,34],fairli:[1,2,27],fake:4,fake_loss:4,fake_output:4,fale:25,fall:[8,9,26],fals:[0,1,2,3,4,5,6,7,9,10,14,23,24,30,31,32,33,34,35,36,37],famili:[0,7,8,27,34],familiar:[0,3,5,6,8,15,22,23,24,27,30,32,33],famou:[6,12,37],far:[0,3,4,5,6,8,11,12,13,14,30,31,34,35,36,37],fashion:[0,9,10,30],fast:[1,3,6,10,12,13,22,27,30,33,34,35,37],faster:[1,11,13,35,36],fastest:[13,23,34,35],favor:[7,34],favorit:27,fc:3,featur:[0,1,3,5,6,7,8,10,11,12,13,18,22,24,25,27,30,32,33,34,35,36,37],feature_nam:[0,1,7,9,31,34],feautur:9,fed:[1,37],feed:[0,2,3,11,22,25,30],feed_forward:[1,37],feed_forward_out:[1,37],feed_forward_train:[1,37],feedback:[4,20,30],feeddorward:4,feedforward:[1,4,12,37],feel:[0,5,6,11,13,15,16,21,22,24,25,28,30,32,35,36],feet:[0,31],fei:30,felt:[24,25],fetch:[6,24,31],fetch_california_h:31,fetch_openml:31,few:[1,3,4,5,9,27,30,35,37],fewer:[0,9,11,30],ffnn:[1,12,25,36,37],field:[0,3,6,12,22,30,36,37],fifth:[0,6,15,16,24,30],fig:[0,1,2,3,4,6,7,12,13,14,24,30,34,35,36,37],fig_id:[0,6,7,9,30,31,33,34],figaxi:27,figsiz:[0,1,2,3,4,6,7,8,9,10,30,31,33,34,37],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,21,22,24,25,30,31,32,33,34,35,36,37],figure_id:[0,6,7,9,30,31,33,34],figurefil:[0,6,7,9,30,31,33,34],file:[0,2,3,4,5,6,7,9,13,24,25,30,31,32,33,34,36],file_prefix:4,filenam:[30,31],filenotfounderror:9,filepath_or_buff:[0,30],fill:[5,9,31],filter:[3,4],filter_traceback:[3,4],filtered_flat_arg:[3,4],filtered_tb:[3,4],financ:[0,30],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,21,22,24,25,27,30,31,32,34,37],fine:[0,14,15,30],finish:2,finit:[3,5,6,12,13,17,27,31,32,33,35,36,37],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,21,23,24,27,28,29,33,36],first_moment:[21,35,36],first_term:[21,35,36],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,21,24,25,27,31,33,34,35,36,37],fit_beta:[6,31,32],fit_intercept:[0,5,6,31,32,33],fit_mod:9,fit_transform:[0,6,8,9,11,33,34],fiti:[0,30],five:[0,9,17,24,30,31,34],fix:[0,3,4,6,10,11,12,13,21,24,25,30,33,34,35,36,37],flag:4,flat:[12,13,21,34,35,36,37],flatten:[1,3,4,5,23,37],flexibl:[1,6,8,10,12,25,30,31,33,36,37],flip:[28,30],float32:[4,9,21],float64:[4,21,23,30,31,36,37],flop:[5,23,31],flow:[1,4,12,36,37],fluctuat:[5,32],fly:11,fm:[0,30],fmax:3,fmesh:[13,35],fn:[3,4,7],focu:[0,3,4,5,6,15,22,25,29,30,31,32,33],focus:[1,6,7,23,31,32,34,37],fold:[6,9,24],folder:[0,1,4,6,13,24,25,30,33,35,37],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],font:[0,7,27,30,34],fontdict:27,fontsiz:[1,6,8,9,10,27],fontweight:1,footprint:3,foral:[8,31],forc:[0,5,6,10,11,30,31,32,34],forcast:4,forecast:[4,12,36,37],forest:[0,1,9,22,30],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,21,22,23,24,25,27,30,31,32,33,34,35,36,37],formal:[3,4,14,27],format:[0,1,2,3,4,6,7,8,9,10,11,22,27,29,31,32,33,34,36,37],format_data:4,formatstrformatt:[6,13,24,34,35],formul:[4,6,11,14],formula:[3,13,27,34,35,36],forth:[4,12,36,37],fortran2003:[22,30],fortran2008:[24,25],fortran90:27,fortran:[0,15,22,23,30],fortun:[0,11,31],forward:[0,3,4,6,22,23,25,30,33],forward_backward:[3,4],forward_funct:[3,4],found:[1,2,4,5,6,12,13,19,20,24,25,30,31,32,33,35,36,37],foundat:[22,30],four:[4,5,6,8,12,23,24,26,28,30,32,36,37],fourier:[0,30],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,30,31,37],fp:7,frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,23,24,25,27,30,31,32,33,34,35,36,37],fractal:9,fraction:9,frame:[7,30,34],framework:[1,8,10,27],frank:[5,11,21,25],frankefunct:[5,6,11,24,31],fredli:[28,30],free:[0,6,11,13,15,16,21,22,23,24,25,27,28,29,30,35,36],freecodecamp:22,freedom:[5,32],freeli:[0,24,30],frequenc:[3,4,6,7,27,33,34],frequent:[0,8,9,13,30,34,35],frequentist:22,fresh:10,fridai:[16,28,30],friedman:[6,18,24,26,29,30,31],friendli:4,frodo:30,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,22,23,24,27,28,29,30],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,30,31,32],fulfil:[2,5,12,31,36,37],full:[0,1,3,5,7,9,10,13,27,30,31,34,35,36],full_matric:[5,31],fulli:[3,6,12,26,27,33,34,36,37],fun:[2,13,22,30,36],fun_nam:2,func:[0,2,30,31],functionali:11,fundament:[0,6,22,30,33],funtion:2,further:[2,7,9,30],furthermor:[0,3,5,6,7,11,12,13,17,22,24,30,31,32,33,34,35,36,37],futur:[0,4,8,9,30,31],futurewarn:[0,30,31],fy:[15,24,25,26,28,29,30],fys4155:[24,25],fys5419:[29,30],fys5429:[29,30],g0:2,g:[0,1,2,3,4,6,8,9,10,11,13,27,30,32,33,34,35,36,37],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,7,9,10,13,31,32,33,35,36],galleri:[0,30],game:4,gamge:30,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,21,30,34,35,36],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,30],gamma_i:[0,8,27,30],gamma_j:[13,35,36],gamma_k:[13,34,35],gamma_m:10,gamma_x:[0,30],gap:8,gate:[4,12],gather:[0,1,12,31,36,37],gaug:[12,36,37],gaussbacksub:23,gaussian:[4,5,6,8,14,27,32,33],gaussian_point:14,gaussian_rbf:8,gave:[13,35,36],gbc:[26,30],gca:[2,6,8,13,24,35],gd:[1,25,34],gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:[13,21,35,36],gdregress:10,ge:[1,5,7,27,31,34],gen_loss:4,gen_tap:4,gender:[0,30],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,19,20,21,23,24,27,29,31,32,33,34,35,36,37],generallay:[12,36,37],generate_and_save_imag:4,generate_imag:4,generate_latent_point:4,generate_simple_clustering_dataset:14,generated_imag:4,generator_loss:4,generator_loss_list:4,generator_model:4,generator_optim:4,genom:22,geodes:11,geometr:[0,13,30],geometri:[5,32,33],georg:29,geotif:[6,24],geq:[2,5,8,9,13,31,32,34,35],geron:[0,15,21,26,29,30,35,36],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,20,22,23,24,25,27,28,30,31,32,33,34,35,36,37],get_dummi:9,get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,gibb:[22,30],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,22,30],giter:[13,21,35,36],github:[0,6,15,17,19,20,21,22,24,25,26,28,29,30,31,34,35,36],gitlab:[0,15,22,24,25,30],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,22,24,25,27,30,31,32,33,34,35,36,37],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,23,24,25,27,30,31,32,33,34,35,36,37],global:[6,7,13,24,34,35,36],gloriou:25,glorot:1,gnew:13,go:[0,1,3,5,6,8,9,11,12,13,24,30,31,32,33,34,35,37],goal:[0,7,9,30,34],goe:[0,1,2,5,6,13,14,18,23,30,31,32,33,34,35,36,37],golden:[13,35],gone:[5,31,32],gong:[1,37],good:[1,3,4,5,6,9,10,11,13,17,21,22,27,29,31,32,33,34,35,36],goodfellow:[4,25,26,29,30,31,32,34,35,36,37],googl:[1,4,21,22,30],got:[1,6,24,37],gotcha:21,gov:[6,24],gp:29,gpu:[1,13,21,22,30,35,36],grad:[2,13,21,35,36],grad_analyt:[13,35,36],grade:26,gradient:[0,3,4,7,8,9,12,22,30,31,37],gradient_desc:[3,21,35],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradients_util:[3,4],gradienttap:4,gradual:[1,14],grai:[4,6,24],graph:[1,9,11,12,13,34,35,36,37],graph_from_dot_data:9,graph_funct:[3,4],graphic:[0,1,9,30],grasp:[0,30],gray_r:[1,3,37],grayscal:3,great:[5,13,34,35],greater:[1,7,27,34,37],greatli:[13,35,36],greedi:[9,34],green:[0,3,9,27],grei:4,grid:[1,3,6,7,8,12,27,31,32,33,36,37],gridsearch:34,gridsearchcv:34,grossli:[13,34,35],ground:[0,30],group:[0,6,7,9,14,22,24,25,26,28,30,33],groupbi:[0,30],grow:[1,3,9,10,37],growth:[0,30],gru:4,guarante:[0,3,4,13,27,30,31,34,35],guess:[1,4,10,13,14,21,25,34,35,36,37],guestrin:10,guid:1,guidelin:[20,35,36],h1:2,h:[0,1,5,6,8,13,16,18,21,24,27,28,29,30,31,34,35,36,37],h_1:[2,13,34,35],h_2:[2,13,34,35],h_:[0,13,30,34,35],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,23,24,25,27,30,31,32,33,34,35,36,37],haa:[28,30],habit:[0,31],had:[0,1,6,7,13,30,33,34,35,37],hadamard:[1,12,13,21,35,36,37],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],handi:[3,24,25],handl:[0,1,2,5,9,11,22,32],handle_unknown:9,handsid:[12,37],handwrit:[12,36,37],handwritten:[1,5,30,37],handwrittennot:[19,30,34,35],happen:[1,2,3,4,5,6,10,13,27,31,35,36,37],hard:[1,7,8,10,13,34,35,37],hardcopi:[22,30],harder:[0,1,31],harmon:3,hasn:37,hassl:[0,15,22,30],hast:[22,30],hasti:[0,6,15,16,17,18,24,26,29,30,31,32,33,34],hat:[0,1,5,6,7,9,10,11,12,13,17,18,23,24,31,32,33,35,36,37],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,24,25,27,28,31,32,33,34,35,36,37],haven:[1,37],he:[7,34],head:[0,4,10,27,31],header:[0,30,31],heads_proba:10,health:[0,31],hear:[0,13,30,35,36],heart:[0,7,30,34],heatmap:[0,1,3,7,30,31,34,37],heavili:[0,30],heavisid:[1,37],height:[1,3,6,31,32,37],held:[13,21,35,36],help:[0,1,4,12,13,16,21,24,25,30,35,36,37],helper:[4,14],henc:[0,5,6,8,9,10,12,13,18,24,30,31,32,33,34,35,36,37],henrik:[28,30],her:[7,34],here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,27,30,31,32,33,34,35,36,37],hereaft:[0,8,12,30,37],hermitian:23,hessenberg:23,hessian:[0,2,5,13,16,21,32,36],heterogen:[9,10],hi:[7,34],hidden:[1,3,4,12,25,36,37],hidden_bia:[1,37],hidden_bias_gradi:[1,37],hidden_layer_s:[0,1,30,37],hidden_neuron:4,hidden_weight:[1,37],hidden_weights_gradi:[1,37],hierarch:[5,31,32],high:[0,1,2,3,4,5,6,9,10,11,13,14,21,22,23,24,25,30,31,33,34,35,36],higher:[0,1,3,5,6,8,13,21,24,25,30,31,32,33,34,35,36],highest:[1,2,37],highli:[0,3,4,10,18,22,23,25,29,30,31,32,33],highwai:[0,31],hing:8,hint:[13,16,25,31,34,35],hip:22,hire:[0,30],hist:[4,6,7,27,33,34],histogram:[0,6,7,27,31,34],histor:[7,11,34],histori:[3,4,12,36,37],histplot:31,hitherto:[5,32],hjorth:[28,30,31,32,33,34,35,36,37],hobbi:27,hoc:[5,31],hoff:29,hold:[1,3,6,13,14,21,33,34,35,36,37],holder:[0,30],holomorphic_grad:[2,13,36],home:[0,31],homepag:[24,25,30],homework:[6,13],homogen:[1,3,9,10,13,21,35,36],honchar:2,hopefulli:[0,11,27,30],horizont:11,hors:[3,7,34],hot:[1,9,37],hour:[1,22,26,27,28,30,33,37],house_pric:31,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,22,23,24,25,27,30,31,32,33,35,36,37],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,23,24,25,27,30,31,32,33,34,35,36,37],hspace:[0,4,8,10,27,30],hstack:[1,31],htf:[26,30],html:[0,7,11,17,19,22,24,26,28,29,30,31,34,37],http:[0,3,4,6,7,11,13,17,19,20,21,22,23,24,25,26,28,29,30,31,32,34,35,36,37],huang:[0,30],huber:[0,30],huge:[1,3,4,22,37],human:[0,1,3,6,9,12,30,31,32,36,37],humid:9,hundr:1,hungri:1,hybrid:26,hydrogen:[0,30],hyper:[21,25],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,30,31,32,33,34,35,36],hyperplan:11,hz:[3,4],i0:[0,30],i1:[0,6,8,12,30,31,32,33,36,37],i2:[0,8,12,30,36,37],i3:[0,12,30,36,37],i5:[0,30],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,28,30,31,32,33,34,35,36,37],i_1:[5,6,32,33],i_2:[5,6,32,33],i_:[13,34,35],ian:29,ic:[1,25,37],id:[7,13,34,35],ida:[28,30],idea:[0,1,2,3,4,6,9,10,12,13,23,24,25,30,31,32,33,34,35,36,37],ideal:[0,2,6,8,13,27,30,31,33,36],idem:[6,33],ident:[5,6,12,13,17,23,24,31,35,36,37],identical:[32,33],identifi:[0,1,7,9,11,12,13,14,30,31,34,35,36,37],idx:2,ieor:27,ifi:29,ifs:[22,30],ignor:[0,1,3,9,31],ii:[23,27],iii:[23,30],ij:[0,1,3,6,8,12,14,16,18,23,24,27,30,31,32,33,36,37],ik:[0,23,30,31],illustr:[5,7,10,12,13,14,22,30,33,34,35],ilsvrc:[35,36],im:6,imag:[1,3,4,6,9,11,12,14,25,29,30,36,37],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,30,31,33,34],image_width:3,imageio:[6,24],imagenet:30,images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,22,30],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,21,24,25,27,30,31,32,33,34,35,36],impli:[3,5,6,7,13,23,31,32,33,34,35],implicit:3,implicitli:[11,27],importantli:3,impos:[0,6,11,12,30,36,37],imposs:[0,5,30,31],impress:[0,12,30,36,37],improv:[0,4,5,9,10,11,13,21,24,25,31,36],impur:9,imread:[6,24],imshow:[1,3,4,6,24,37],in1:2,in2:2,in3050:[29,30],in3310:30,in4080:[29,30],in4300:[29,30],in4310:29,in5400:3,in5550:29,in_out_neuron:4,inaccur:[13,34,35],inact:[12,36,37],inadequ:[0,30],inch:[6,31,32],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,20,22,24,25,27,28,29,30,31,32,33,37],include_bia:[6,9,33],inclus:17,incom:[12,36,37],incorrect:[1,37],incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,21,24,27,30,31,32,33,34,35,36,37],increasingli:27,increment:35,ind:6,inde:[0,2,4,5,6,13,30,31],indefinit:4,independ:[0,5,6,7,8,12,13,27,30,31,34,35,36,37],index:[0,1,3,4,10,14,22,23,25,27,29,30,31,37],index_col:[0,30],indic:[0,1,3,4,5,6,9,10,11,13,16,21,24,25,30,31,35,36,37],indispens:[6,33],individu:[1,6,7,10,12,27,30,31,33,34,36,37],indu:[0,31],indx1:2,indx2:2,indx3:2,indx:23,ineffici:[3,13,35,36],inequ:[8,13],inequaltii:[34,35],inertia:[13,21,35,36],inf1000:[22,30],inf1100:[22,30],inf1100l:[22,30],inf1110:[22,30],inf3000:30,infeas:9,infer:[0,1,4,6,29,30,33,37],infer_nrow:[0,30],inferenc:1,infil:[0,6,7,9,30,33,34],infin:[5,6,7,11,18,31,32,33,34],infinit:3,infinitesim:27,influenc:[6,10,33,34],influenti:[1,37],info:30,inform:[0,1,3,4,6,9,11,12,13,14,21,23,24,25,29,30,33,34,35,36,37],infti:[3,6,13,27,33,34,35],ingeni:[13,34,35,36],ingrad:2,ingredi:[0,9,30],inher:[6,33],inherit:[23,30],initi:[0,1,2,6,10,13,14,23,25,27,30,33,34,35,36,37],initial_epoch:[3,4],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],inner:[0,13,31,35],inp:4,inplac:[13,35,36],input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,21,24,25,27,30,31,32,33,34,35,36,37],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,31,37],insert:[3,5,6,8,10,27,31,32,33],insid:[0,4,7,31,34],insight:[0,1,5,21,22,25,30,31,32,33],insist:[6,13,31,32,35],inspect:34,inspir:[0,1,12,25,30,36,37],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,30,31,33,34,35,37],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,21,23,24,27,30,31,33,34,35,36,37],institut:[1,37],instruct:[0,1,15,16,30],int32:10,int64:31,int64index:30,int_0:27,int_:[3,6,27,33],int_a:27,intak:[0,31],integ:[1,2,13,14,23,27,30,35,36,37],integer_vector:[1,37],integr:[3,6,27,30,33],intellectu:30,intellig:[0,14,29,30],intend:[10,30],intens:[1,25],intention:14,interact:[0,6,9,12,22,24,25,30,36,37],intercept:[0,6,8,11,13,16,24,30,32,33,34,35],intercept_:[0,6,8,9,13,30,31,32,33,34,35],interceptol:33,interceptridg:33,interchang:[5,12,23,32,33,36,37],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,21,22,24,25,27,30,31,32,33,34,35,36,37],interfac:[0,1,23,31,37],interior:[0,9,30],intermedi:[23,31],intern:[1,10,12,36,37],interpol:[1,3,4,6,12,24,36,37],interpr:[5,31,32],interpret:[0,1,6,9,10,12,13,17,19,23,24,25,27,37],interv:[0,3,5,6,7,13,18,24,27,30,31,32,34,35],intial:[13,34,35],intract:[0,4,31],intrins:[3,11,23,27,30],intro:[22,29,30],introduc:[0,1,5,6,8,10,12,17,23,24,27,30,33,34,37],introduct:[1,2,4,13,17,20,29,31,34,35],introductori:[0,4,23,29,30,31],intuit:[0,5,6,8,12,13,21,24,30,32,33,35,36,37],inv:[0,5,13,21,30,31,32,34,35,36],invalid:[8,37],invalu:[0,13,15,22,30,34,35],invari:[1,37],invd:[5,32],inver:[8,36,37],invers:[0,3,6,13,15,16,17,21,24,25,30,31,34,35,36],inverse_transform:8,invert:[0,5,7,10,13,21,30,32,34,35,36],invh:[13,21,35,36],invok:[0,8,31],involv:[0,2,6,7,11,12,31,33,34,35,36,37],io:[0,17,19,22,24,26,28,29,30,31],ion:36,ip:[0,8,27,30],ipca:11,ipykernel_18986:1,ipykernel_19041:[],ipykernel_19107:[],ipykernel_19139:[],ipykernel_19152:[],ipykernel_19176:6,ipykernel_19181:[],ipykernel_19201:[],ipykernel_19294:13,ipykernel_19329:24,ipykernel_19344:30,ipykernel_19367:33,ipykernel_19394:35,ipykernel_74401:37,ipynb:[22,30],ipython:[0,5,7,9,11,14,15,22,24,25,30,31,34],iq:[6,33],iri:[8,9],irreduc:[6,33],irrelev:[5,31],irrespect:[0,30],irvin:25,isbox:[2,13,36],iseffici:[35,36],isn:[5,32,33],isnul:[0,31],isomap:11,isotop:[30,33,34,35,37],issu:[1,9,23,31,32],it_arrai:[13,35],item:[0,13,30,35,36],items:[23,30],iter:[1,2,3,4,6,7,8,11,13,14,21,27,33,34,36,37],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,23,24,25,27,30,32,33,34,35,36,37],itself:[5,6,12,19,24,25,27,31,32,33,37],j1:23,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,18,19,23,24,27,29,30,31,32,33,34,35,36,37],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknif:[6,22,30,33],jacobian:[2,13,34,35,36],jacobian_shap:2,jakobsen:[28,30],jason:4,jax:[22,25,30],jax_descend_i:21,jax_descend_x:21,jax_enable_x64:21,jax_grad:21,jensen:[28,30,31,32,33,34,35,36,37],jerom:[18,24,29],ji:[12,23,37],jit:[13,35,36],jj:[0,5,6,30,32,33],jk:[0,1,6,12,23,30,36,37],jl:[0,30],jm:23,jnp:[13,21,35,36],job:[2,8,10],join:[0,4,6,7,9,30,31,33,34],joint:[4,5,32,33],judg:[13,34,35],judgement:[6,24],julia:[22,23,24],jump:[24,27],junk:4,jupit:30,jupyt:[0,15,19,22,24,29,30,33],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,25,27,30,31,32,33,34,35,36,37],justif:[0,30],justifi:[3,10],k0:[7,34],k1:[7,34],k:[0,1,3,5,6,7,8,9,10,11,12,13,14,22,23,24,27,28,30,31,32,35,36,37],kaggl:[6,24,25],kappa_d:27,karl:[28,30],karush:8,kate:30,katrin:[28,30],keep:[0,1,4,5,6,11,13,14,23,24,25,30,31,32,33,34,35,36],keepdim:[1,6,10,23,33,37],kei:[0,1,3,6,12,31,36,37],kept:[4,6,14,33],kera:[0,4,22,24,25,30],kernel:[0,1,3,22,30,31],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,30],kevin:[29,30],keyboardinterrupt:[1,2,3,4],keyword:[13,23,24,30,35],kfold:[6,33,34],kg:[1,37],ki:23,kick:[1,13,35,36],kiener:2,kilomet:[6,31,32],kind:[0,2,3,4,8,12,13,14,30,31,35,36,37],kj:[6,12,23,31,32,33,37],kjm:[22,30],kkt:8,kl:27,km:[12,30,36,37],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,22,30,31,32,34,35,36],knowledg:[0,22,30],known:[1,3,4,5,6,7,8,9,12,23,24,25,27,29,31,32,33,34,36,37],kondev:[0,30],kp:27,kpca:11,kroneck:14,kuhn:8,kvalsund:[28,30],kwarg:[0,2,3,4,13,30,36],kwd:[0,3,4,30],kwown:[0,30],l0:[7,34],l1:[0,1,3,7,30,34],l1_l2:[1,3],l1regl:5,l2:[1,3,37],l:[0,1,2,3,5,6,7,8,10,11,12,13,19,23,24,27,30,31,33,34,35,36],l_1:[7,34],l_2:[7,13,25,34,35],l_:23,l_j:[12,37],la:[13,35],la_i:[12,37],la_k:[12,37],lab:[20,22,24,30,35,36],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,21,22,23,24,25,27,30,31,32,33,34,35,36,37],label_prob:[35,36],labelencod:[7,10,34],labels:[6,8,9],labels_shuffl:[0,1,31,37],laboratori:[26,31,32],lack:[0,30],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,18,21,24,25,27,30,31,32,33,35,36,37],lambda_0:11,lambda_1:[5,8,11,31],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,31],lamda:1,land:[0,8,31],landmark:8,landscap:[13,21,34,35,36],langl:[0,6,11,27,30,31],languag:[0,1,4,8,15,22,23,24,25,29,30],lapack:[23,30],laplac:[5,32,33],laptop:22,larg:[0,1,2,4,5,6,8,9,10,11,13,15,22,23,24,27,29,30,31,33,34,35,36,37],larger:[0,3,5,6,8,10,11,13,17,27,30,31,32,33,34,35,36],largest:[4,8,11],lasso:[0,7,22,30],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,17,18,23,24,27,28,30,32,35,37],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,7,8,12,13,14,15,22,24,25,30,34,35,36,37],latest:[4,22],latest_checkpoint:4,latex:30,latter:[0,3,6,7,8,11,13,16,17,23,24,27,30,31,32,33,34,35,36],lattic:[12,36,37],law:[0,30],lax_numpi:21,layer:[0,4,13,21,25,30,35,36],lbfg:[7,9,10,11,34],lcc:[5,6,32,33],lda:11,ldot:[0,6,11,19,24,30,33,34],le:[5,7,10,13,17,21,27,31,32,34,35,36],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,23,27,30,31,32,33,34,35,36,37],leaf:9,leaki:[1,25],leakyrelu:4,lear:[13,34,35],learn:[3,4,5,6,7,8,9,10,12,18,23,26,28,29],learnabl:3,learner:10,learnig:30,learning_r:[3,8,10,21],learning_rate_init:[0,1,30,37],learning_schedul:[13,21,35,36],learnt:[24,25],least:[0,2,7,8,10,11,15,16,17,19,21,22,23,25,27,33,34],leat:[13,21,35,36],leav:[0,1,3,5,6,9,11,30,32,33,34],lectur:[0,1,5,10,11,12,13,15,17,21,22,23,24,25,26,28,29,35,36],lecturenot:[0,17,19,22,24,29,30],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,19,23,24,27,30,31,32,33,34,35,36,37],leftarrow:[8,12,37],legend:[0,2,3,4,5,6,7,8,9,10,13,30,31,32,33,34,35,36],len:[0,1,2,3,4,5,6,8,9,10,11,12,23,30,31,32,33,35,36,37],len_index:[0,30],length:[0,1,2,3,4,8,9,13,16,22,30,31,34,35,36,37],length_of_sequ:4,leq:[0,5,7,8,13,14,17,27,30,31,32,34,35],less:[0,1,3,4,5,6,8,9,13,22,27,30,31,32,33,34,35,36],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,23,27,30,31,32,33,34,35,36,37],letter:[0,16,23,27,30,31],level:[0,1,5,6,9,22,23,24,25,26,28,30,31,33],li:[8,11,30],lib:[0,2,3,4,7,8,11,13,21,30,31,32,34,36,37],liblinear:[8,10],librari:[0,1,2,3,4,5,6,9,10,11,15,21,23,24,25,27,29,31,32,33,34,37],licens:[0,1,15,22,24,25,30,33],lie:[0,6,11,27,31,33],life:[0,1,8,12,30,36,37],lifetim:[13,35,36],like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,21,22,23,24,25,27,30,31,32,33,34,35,36,37],likelihood:[0,1,5,9,30,31,35,36,37],lim_:27,lima:[28,30],limit:[0,5,6,7,8,11,12,21,23,24,25,30,31,37],lin_clf:8,lin_model:[0,31],lin_reg:9,linalg:[0,2,5,6,8,11,13,21,23,27,30,31,32,33,34,35,36,37],line1:8,line2:8,line2d:[13,21,35],line3:8,line:[0,1,2,3,4,6,8,9,10,11,13,15,21,24,30,31,32,33,34,35,36],linear:[1,3,5,6,7,9,10,11,12,17,18,21,22,24,27,33,35,36,37],linear_model:[0,5,6,7,8,9,10,11,13,30,31,32,33,34,35,36,37],linear_regress:[6,33],linearli:[5,31],linearloc:[6,13,24,34,35],linearregress:[0,6,7,9,30,31,32,33,34],linearsvc:8,lineat:32,liner:[1,3,37],linerar:10,linewidth:[0,2,4,6,8,9,10,24,33],link:[0,4,9,12,22,24,25,28,30,37],linlag:[5,32],linpack:[23,30],linreg:[0,30],linspac:[0,2,3,4,6,8,9,10,13,15,16,21,23,27,30,31,32,33,35,36],linu:4,linux:[0,1,15,22,24,30],liquid:[0,30],list:[0,1,2,3,4,9,22,24,25,30,31,35],listcomp:2,listedcolormap:[9,10],literatur:[1,7,14,29,33,34],littl:[1,3,9,12,37],live:8,ll:[0,27,30,31],lle:[0,31],lloyd:[4,14],lmb:[0,2,5,6,32,33,34],lmbd:[0,1,3,30,37],lmbd_val:[0,1,3,30,37],lmbda:[13,34,35],ln:[1,13,34,35,37],load:[0,1,4,6,7,9,10,24,31,34],load_boston:[0,31],load_breast_canc:[1,7,9,10,11,34],load_data:[3,4],load_digit:[1,3,37],load_iri:[8,9],loc:[0,3,6,7,8,9,10,30,33,34],local:[0,1,2,3,4,7,12,13,30,31,34,35,36,37],locat:[2,3,8],lock:[3,4],log10:[0,5,6,32,33,34],log:[0,1,2,4,5,6,7,9,10,11,13,23,24,25,30,31,32,33,34,35,36,37],log_:[0,30],log_clf:10,logarithm:[0,5,7,23,30,32,33,34],logbook:[24,25],logic:[0,1,9,30],logist:[0,1,2,8,9,10,11,12,13,21,22,31],logistic_predict:[35,36],logisticregress:[7,9,10,11,34,36,37],logit:[7,34],logreg:[7,9,10,11,34,36,37],logspac:[0,1,3,5,6,30,32,33,34,37],longer:[2,3,8,10,14,23,25,27,30],loocv:[6,33,34],look:[0,1,2,3,4,5,6,7,8,9,10,11,13,18,21,23,24,25,27,30,31,32,33,34,35,36],loop:[1,4,6,10,12,14,22,23,30,33,37],lose:[1,37],loss:[0,1,3,4,5,6,7,8,10,11,13,23,24,25,30,32,33,36,37],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,31,33,35,36],low:[0,6,9,10,11,24,25,30,31,33],lower:[0,1,3,6,9,10,16,23,31],lowercas:[23,30],lowest:[9,13,27,35,36],lr:[1,3,4,10],lstat:[0,31],lstm:4,lstm_2layer:4,lstsq:[0,30,31],lt:[6,33],lu:[0,5,30,31],lubksb:23,luckili:2,ludcmp:23,lux:23,lvert:[1,37],lw:[0,30],m1:[3,4],m:[0,1,2,3,5,6,8,9,10,11,12,13,21,23,26,27,28,29,30,31,32,33,34,35,36,37],m_1:14,m_:[9,12,37],m_h:[0,30],m_k:14,m_l:[12,37],m_n:[0,30],m_p:[0,30],m_t:[13,35,36],ma:11,machin:[1,3,4,5,6,7,9,10,11,12,15,21,23,26,29,31,32,33,36,37],machinelearn:[0,6,17,19,20,22,24,26,28,29,30,31,34,35,36],mackai:29,made:[0,1,3,4,5,6,7,9,11,12,18,24,25,30,31,34,36,37],mae:[0,30],magic:4,magnitud:[1,6,7,13,31,32,34,35,36,37],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,21,22,23,24,25,27,31,32,33,34,35,36,37],mail:[26,28],main:[0,1,3,4,5,6,7,9,23,24,25,29,30,31,34],mainli:[0,5,6,7,9,30,31,32,33,34],maintain:[6,31,33],major:[1,6,9,10,13,23,30,33,34,35,36,37],make:[1,2,3,4,5,6,7,8,11,12,13,21,22,23,24,25,27,29,32,33,34,35,36,37],make_axes_locat:6,make_classif:[36,37],make_moon:[8,9,10],make_pipelin:[0,6,10,31,33],make_vjp:[2,13,36],makedir:[0,6,7,9,30,31,33,34],makeplot:[0,30],malcondit:23,malign:[1,7,9,34],mammographi:[5,32,33],manag:[0,2,3,15,22,24,30],mandatori:[28,30],mani:[0,1,3,4,5,6,7,8,9,11,13,14,21,22,23,24,25,27,29,30,31,32,33,34,35,36],manifold:11,manner:3,manual:[6,31,32,34],map:[0,1,2,6,7,8,11,12,14,24,27,30,34,36,37],margin:[0,5,8,30],marit:[0,30],mark:30,marker:[0,7,21,23,30,31,34],markov:[22,30],marsaglia:27,mass:[0,1,5,13,31,35,36,37],massag:[0,30],masses2016:[0,30],masses2016ol:[0,30],masses2016tre:0,masseval2016:[0,30],master:[6,19,20,24,26,28,30,34,35,36],mat1100:[22,30],mat1110:[22,30],mat1120:[22,30],mat:[22,30],match:[0,1,4,5,13,14,30,31,34,35,36],materi:[4,5,7,13,17,23,28,35,36,37],math:[3,7,12,13,21,23,27,29,30,33,34,35,36,37],mathbb:[0,4,5,6,7,8,11,12,13,14,17,18,19,23,24,27,30,31,32,33,34,35,36,37],mathbf:[0,5,6,7,8,13,18,19,21,23,24,30,31,32,33,34,35,36],mathcal:[1,5,6,7,13,19,24,32,33,34,35,37],matheemat:3,mathemat:[0,6,11,12,13,17,22,23,27,29,30,32,33,34],mathemati:30,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,24,27,30,31,32,33,34,35,36,37],matmul:[1,2,5,32,37],matnat:29,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,22,23,24,27,30,31,32,33,34,35,36,37],matplotlibdeprecationwarn:[13,24,35],matric:[0,1,3,4,6,7,8,11,13,16,17,22,31,34,35],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,18,19,21,24,25,27,33],matshow:1,matter:[2,3,13,31,34,35,36],max:[0,1,2,3,4,9,10,12,13,21,28,30,34,35,36,37],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,7,8,11,13,30,34,35,36,37],max_iter:14,max_leaf_nod:10,max_queue_s:[3,4],max_sampl:10,maxdegre:[0,6,10,31,33],maxdepth:10,maxim:[1,4,5,7,8,11,32,33,34,37],maximum:[0,2,3,5,7,8,9,10,13,14,30,31,35,36,37],maxpolydegre:[5,6,32,33,34],maxpooling2d:3,mbox:[5,6,18,24,31,32,33],mccorduck:30,mcculloch:[12,36,37],md:[11,20,24,35,36],mdoel:4,mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,27,33,35,36,37],mean_absolute_error:[0,30],mean_divisor:14,mean_i:27,mean_matrix:14,mean_squared_error:[0,4,6,7,10,30,31,33,34],mean_squared_log_error:[0,30],mean_vector:14,mean_x:27,meaning:[0,4,7,30,34],meansquarederror:[0,30],meant:[2,3,7,10,13,34,35,36],measur:[0,1,2,5,6,9,11,12,14,19,24,25,27,30,31,32,33,37],mechan:[0,4,27,30],median:[0,30,31],medicin:[12,36,37],medium:[4,8,13,25,35,36],medv:[0,31],meet:[0,28],mehta:[0,25,30,31,32],memori:[3,4,11,12,13,21,23,30,35,36,37],mention:[0,12,13,24,25,27,30,34,35,36,37],mere:[0,15,25,30],meshgrid:[2,5,6,8,9,10,11,24,31],messag:[5,13,35,36],messi:2,met:[0,3,8,30,31],metal:[3,4],meteorolog:9,meter:[6,31,32],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,22,23,25,27,29,30,31,32,37],metion:[6,24],metric:[0,1,3,6,7,9,10,14,15,16,30,31,33,34,37],metropoli:[22,30],mev:[0,27,30],mgd:[13,35,36],mglearn:[22,30],mgrid:[13,35],mhjensen:[2,3,7,8,11,21,31,34,37],mi:10,mia:[28,30],michael:[25,37],michigan:[30,31,32,33,34,35,36,37],microsoft:29,mid:[1,37],midel:4,midnight:[16,17,18,19,20,21],midpoint:9,might:[0,1,2,4,6,9,13,31,32,34,35,36],mild:9,millimet:[6,31,32],million:[0,30,31,35,36],mimic:[12,36,37],min:[0,2,5,8,9,30],min_:[0,2,5,14,17,30,31,32],min_samples_leaf:9,mind:[0,6,13,24,30,31,32,33,34,35],mindboard:4,mine:[22,30],mini:[1,11,12,13,21,25,34,37],minibatch:[1,11,13,37],minibathc:[13,35,36],miniforge3:[0,2,3,4,7,8,11,13,21,30,31,32,34,36,37],minim:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,17,18,21,24,31,32,33,35,36,37],minima:[0,1,7,13,30,34,35,36,37],minimum:[0,1,2,6,8,9,11,13,31,33,34,35,36,37],minmaxscal:[0,31],minor:[13,24,27,35],minst:1,minu:[7,34],mirror:9,misc:[6,24],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10,31],mistak:4,mit:29,mix:[1,2,30],mixtur:[13,21,35,36],mk:[9,23],mkdir:[0,6,7,9,30,31,33,34],ml:[0,1,10,13,23,24,25,31,34,35,36],mlab:27,mle:[5,7,34],mlp:[1,36],mlpclassifi:[1,36,37],mlpregressor:[0,30],mm:23,mn:[12,27,36,37],mnist:[1,11,25,37],mod:27,mode:[26,28,30],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,19,21,22,24,27,29,31,32,33,34,35],model_select:[0,1,3,5,6,7,9,10,11,30,31,32,33,34,37],moder:10,modern:[0,6,7,22,30,33,34],modif:[2,12,13,35,36,37],modifi:[0,1,3,5,7,8,10,12,13,30,31,32,34,35,36,37],modul:[0,7,11,23,30,32,34],modular:27,modulo:27,moe:[11,31],moment:[5,6,13,21,27,32,33],momentum:25,monitor:[13,21,35,36],monoton:[5,12,27,32,33,36,37],mont:[0,6,22,27,29,30,33],moor:[5,6,32],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,22,25,27,37],moreov:[0,3,30],morten:[28,30,31,32,33,34,35,36,37],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,22,24,27,30,31,32,33,34,35,36,37],mostli:[1,11],motion:[0,13,30,35,36],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,21,24,27,30,31,32,33,34,35,36,37],mpl:[0,7,30,34],mpl_toolkit:[2,6,13,24,34,35],mplot3d:[2,6,13,24,34,35],mplregressor:[1,37],mse:[0,4,5,6,9,10,15,16,17,19,24,25,30,31,32,33,34],mse_simpletre:10,mselassopredict:[5,32],mselassotrain:[5,32],mseownridgepredict:[6,32],msepredict:[5,32],mseridgepredict:[0,5,6,32,34],msetrain:[5,32],msg:[0,30,31],msle:[0,30],mt:[7,12,34,36,37],mu0:27,mu1:27,mu2:27,mu:[0,6,11,13,27,30,33,35,36],mu_1:31,mu_:[6,27,31,32,33],mu_i:[6,31,32,33],mu_n:11,mu_x:27,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,23,24,27,30,31,32,33,35,36,37],multi:[0,1,3,7,22,30,31,34],multiclass:[1,7,34,37],multidimension:[11,12,30,36,37],multilay:1,multinomi:[7,34],multipl:[2,4,5,6,7,12,13,27,31,33,34,35,36],multipli:[3,5,6,11,13,23,27,31,32,33,35],multiplum:8,multivari:[0,2,10,11,22,27,30],multivariate_norm:[11,14],murphi:[11,29,30,32],must:[0,1,2,5,6,8,10,12,13,14,27,30,31,33,34,35,36,37],mut_add:2,mutat:[7,34],mutual:[1,3,6,13,33,34,35],mx_:27,myenv:[0,2,3,4,7,8,11,13,21,30,31,32,34,36,37],myriad:[0,15,22,30],mz1:27,mz2:27,n1:23,n2:23,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,30,31,32,33,34,35,36,37],n_0:[12,27,36,37],n_:[1,2,3,8,12,27,36,37],n_boostrap:[6,10,33],n_bootstrap:[6,33],n_categori:[1,3,37],n_cluster:14,n_compon:11,n_epoch:[13,21,35,36],n_estim:10,n_examples_to_gener:4,n_featur:[1,37],n_filter:3,n_hidden:2,n_hidden_neuron:[0,1,30,37],n_i:27,n_input:[0,1,3,31,37],n_instanc:9,n_iter:[34,35],n_iter_i:[7,11,34],n_job:10,n_k:14,n_l:[12,27,36,37],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14,33,36,37],n_split:[6,33,34],n_step:4,n_t:2,n_x:2,nabla:[1,13,34,35,37],nabla_:[2,13,21,34,35,36],nabla_w:[13,35,36],nag:[13,35,36],naimi:[0,30],naiv:[7,34],naive_kmean:14,najafi:[28,30],nall:[0,30],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,22,23,24,27,28,30,31,32,33,34,35,36,37],nameerror:[10,15,24,33,34,35],narrow:[13,35,36],nary_f:[2,13,36],nary_op_arg:[2,13,36],nary_op_kwarg:[2,13,36],nary_oper:[2,13,36],nation:[1,5,31,32,33,37],nativ:[22,30],natur:[0,1,4,8,9,12,13,24,25,27,29,30,34,35,36,37],navier:[12,36,37],nb:27,nb_:23,nbconvert:30,nd:14,ndarrai:[2,6],ndef:13,ne:[9,10,23,27,31],nearest:[1,3,6,11,37],nearli:[13,34,35],neat:30,neatli:35,neccesari:[6,33],necess:2,necessari:[0,1,3,4,8,14,30,37],necessarili:[0,4,11,27,30],necesserali:[5,32,33],neck:[7,34],need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,23,25,27,31,32,33,34,35,36,37],neg:[0,1,3,5,6,7,10,13,23,27,30,32,33,34,35,36,37],neg_mean_squared_error:[6,33,34],neglect:27,neglig:27,neighbor:[3,6,11],neither:[4,13,35,36],neq:[13,14,27,34,35],nervou:[12,36,37],nest:[2,9,12,36,37],nesterov:[13,35,36],net:[2,4,12,36,37],netlib:[23,30],network:[0,9,13,21,22,29,31,35],neural:[0,13,21,22,29,31,34,35],neural_network:[0,1,2,30,36,37],neuralnetwork:[1,37],neuralnetworksanddeeplearn:37,neuron:[1,2,3,4,12],neutral:[0,30],neutron:[0,30],never:[1,3,4,6,9,27,33,37],new_box:[2,13,36],new_chang:[13,21,35,36],new_hobbit:30,new_root:[2,13,36],new_trac:[2,13,36],new_tracing_count:[3,4],newaxi:[0,3,6,9,33,34],newli:[0,30],newton:[1,7,8,13,27,37],next:[0,1,2,3,4,5,6,8,9,13,14,21,30,31,32,34,35,37],next_guess:[13,35],next_input:4,nf8_grad:13,nfrom:13,ng:[1,37],ngini:9,ni:14,nice:[0,1,5,11,30,31,32,33,37],nielsen:[25,37],nimport:13,niter:[13,21,34,35,36],nitric:[0,31],nlambda:[0,5,6,32,33,34],nlp:29,nm:27,nm_n:[0,30],nmse:[6,33],nn:[2,5,6,12,23,32,33,36,37],nn_model:1,nnmin:2,node:[1,2,3,9,10,12,25,36,37],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,19,24,30,31,32,33,34,35],noise_dimens:4,noisi:[1,6,19,24,33,37],non:[0,1,3,4,5,6,7,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],noncommerci:[25,33],none:[0,1,2,3,4,5,9,10,13,27,30,31,32,33,34,35,36],nonlinear:[3,6,8,9,11,12,33,36,37],nonneg:[6,9,13,33,34,35],nonparametr:6,nonsens:27,nonsingular:23,nonumb:[3,7,8,13,21,23,34,35,36],nonxla:[3,4],nor:[1,4,13,35,36],norm:[0,1,5,6,8,11,13,17,30,31,32,33,34,35,36,37],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,21,22,23,24,25,27,30,31,32,34,35,36,37],normali:[23,30],norvig:30,norwai:[6,24,25,30,36],notat:[0,2,5,6,13,14,21,27,30,31,32,33,35],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,19,22,23,24,25,27,29,30,34,35,36,37],notebook:[0,1,3,9,15,22,24,25,30,33,37],notesexercise5week452022:30,notessep14:[19,34],notessep28:35,noth:[1,2,5,8,12,14,27,31,32,36,37],notic:[4,5,12,13,23,27,30,32,35,36,37],notimplementederror:2,notion:3,novel:[3,6,10,34],novemb:[1,26,28,30],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,22,23,24,25,27,30,31,34,37],nowadai:[0,1,3,9,22,30],nox:[0,31],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,21,23,24,27,30,31,32,33,34,35,36,37],npr:2,nprint:13,nsampl:[6,9,33,34],nt:2,nthi:[0,30],ntrained_model:6,nu:27,nuclear:[5,31],nuclei:[0,27,30],nucleon:[0,30],nucleu:[0,30],num:4,num_allow_arg:[0,30],num_coordin:2,num_hidden_neuron:2,num_it:2,num_iter:21,num_neuron:2,num_neurons_hidden:2,num_output:[3,4],num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,23,24,25,26,28,30,32,33,34,37],numberid:[7,34],numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,21,22,23,29,30,31,32,33,34,35,36,37],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,24,27,31,32,33,34,37],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,31],nvalu:9,nx:[2,13],nx_test:6,nx_train:6,nx_train_mean:6,ny:27,ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,21,23,28,29,30,31,34],obei:[6,11,13,31,32,33,35],object:[0,1,2,4,8,10,13,23,30,31,34,35,36],obliqu:[5,31],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,27,32,33,34,35,36,37],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,21,23,24,25,27,30,31,32,33,34,35,36,37],obviou:[5,6,11,27,31],obviouli:30,obvious:[0,4,5,6,21,23,25,30,32,33],oc:31,occupi:[0,31],occur:[0,6,8,9,23,27,30],oct:25,octob:[20,21,26,28,30,36],od:0,odd:[0,3,7,30,31,34],odenum:2,odesi:2,oen:0,off:[1,3,4,5,9,13,19,27,32,33,35,36,37],offer:[6,11,22,23,26,28,30,33],offic:[28,30],offici:[26,30],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,22,23,27,30,31,33,34,35,36,37],ofter:[23,30],ol:[0,13,15,16,17,18,25,30,31],old:[1,5,10,13,32,33,34,35,37],ols_fit:33,ols_fit_beta:33,ols_sk:6,ols_svd:6,olsbeta:[0,5,32],omega:[2,3,6],omega_0:3,omit:[0,5,30,31,32,33],on_train_batch_begin:[3,4],onc:[1,6,9,11,13,33,34,35,36],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,19,21,22,23,24,25,27,28,30,31,32,33,36],onehot:[1,37],onehot_vector:[1,37],onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,21,23,24,30,31,32,33,34,35],ones_lik:4,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,21,23,24,25,27,30,31,32,33,34,35,36,37],onlin:[11,26],onto:[5,11,31],op_nam:[3,4],open:[0,1,4,6,7,9,15,22,24,26,28,30,33,34],oper:[0,1,3,5,6,10,11,12,13,15,22,27,30,31,32,33,35,36,37],operation:27,oplu:27,opmiz:[13,35,36],opportun:[0,30],oppos:[6,13,35,36],opposit:[1,5,8,31],opt:[1,5,25,30,32],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,18,19,21,24,25,32,33],optimis:[1,3],optimizer_v2:3,option:[0,1,3,5,6,7,8,11,21,23,24,25,31,32,33,34,37],optionalxlacontext:[3,4],optmiz:[1,8,13,21,31,35,36,37],oral:30,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,23,24,25,27,30,31,32,33,34,37],ordinari:[0,2,3,7,11,13,15,16,17,19,21,22,25,33,34,35,36],ordinrari:33,oreilli:29,org:[0,3,4,7,11,21,22,23,29,30,34,35,36],organ:[6,7,10,23,33,34],orient:[1,5,27,31,32],origin:[0,3,5,6,8,11,12,13,23,30,31,33,35,36,37],orthogn:[5,31],orthogon:[0,5,6,8,11,13,17,23,30,31,32,35],orthonorm:[5,31,32],os:[0,1,4,5,6,7,8,9,28,30,31,32,33,34],oscar:1,oscil:[3,13,35,36],oslo:[0,15,22,24,25,26,28,30,31,32,33,34,35,36,37],osx:[0,15,22,24,30],other:[0,1,2,3,5,6,7,8,10,13,14,15,19,22,24,25,26,27,28,29,32,33,35],otherwis:[0,1,4,7,13,21,23,25,30,31,34,35,36,37],ouput:[5,7,12,32,33,34,37],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,21,22,23,24,25,27,32,33,36],ourmodel:0,ourselv:[0,5,6,8,11,13,30,31,32,33,34,35],out1:2,out2:2,out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,21,22,23,24,25,27,30,31,32,33,34,35,36,37],out_fil:9,outcom:[0,7,9,10,12,27,31,34,37],outdoor:9,outer:[6,12,13,37],outfil:4,outgrad:2,outlier:[0,8,30,31],outlin:[6,10,11,33],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,23,24,25,27,30,31,32,33,34,35,36,37],output_bia:[1,37],output_bias_gradi:[1,37],output_shap:4,output_weight:[1,37],output_weights_gradi:[1,37],outputlayer1:[12,36,37],outputlayer2:[12,36,37],outsid:4,over1:[13,35,36],over:[0,1,3,4,5,6,9,10,12,13,21,23,24,30,31,32,33,34,35,36,37],overal:[1,10,37],overcast:9,overcom:[12,13,35,36,37],overdetermin:[0,30],overfit:[0,1,3,6,9,10,13,21,33,35,36,37],overflow:[1,5,32,33,37],overhead:[12,37],overlap:[3,7,8,9,34],overlin:[0,5,6,9,10,11,14,23,30,31,32,33],overst:[0,30],overtrain:4,overview:[3,34],own:[4,5,6,8,12,13,21,22,23,24,32,33,35,36,37],owner:[0,31],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6,32],ownypredictridg:0,ownytilderidg:0,oxid:[0,31],p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,23,27,30,31,32,33,34,35,37],p_:[2,4,8,9],p_hidden:2,p_i:[5,27,32,33],p_j:27,p_n:27,p_output:2,p_x:27,pack:[0,30],packag:[0,1,2,3,4,5,7,8,11,13,15,21,22,24,25,27,31,32,34,35,36,37],pad:[3,4],page:[0,22,30],pai:[0,1,9,13,35,36],pair:[0,2,3,9,22,27,30,31],pamilla:30,panda:[0,4,5,6,7,9,11,15,22,24,32,33,34],panel:30,paper:1,paradigm:[0,30],parallel:[3,4,10,13,21,22,23,30,35,36],param:[2,4],param_distribut:34,param_grid:34,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18,19,21,24,25,27,32,33,37],parameter:[0,6,10,24,30,31],parametr:[0,6,15,16,30,31,33],paramt:[3,5,32,33],parent:2,parent_argnum:2,parser:[0,30],part:[0,1,3,5,6,10,17,18,21,23,26,27,28,30,32,33,36],partial:[0,1,5,6,7,8,10,11,12,13,16,27,30,31,32,33,34,35,37],particip:[22,26,28,30],particl:[0,4,13,27,30,35,36],particular:[0,1,2,3,5,6,9,10,11,12,13,16,24,27,29,30,31,32,33,34,35,36,37],particularli:[5,6,8,11,13,21,27,31,33,34,35,36],partit:[1,4,9,37],partli:[6,30],pass:[2,3,12,14,34],password:[24,25],past:[10,27],patch:[6,27,33],path:[0,4,6,7,9,15,22,30,31,33,34],pathcollect:21,patient:[7,34],patter:4,pattern:[0,3,4,12,26,29,30,36,37],pauli:[0,30],pc:[11,22],pca:[0,7,22,30,31,34],pd:[0,4,5,6,7,9,11,30,31,32,33,34],pde:2,pdf:[0,3,4,5,6,9,19,20,24,25,29,30,32,33,34,35],pedagog:[0,30,31],penal:[6,31,32,33],penalti:[6,13,24,31,32,33,34,35],penros:[5,6,32],pentagon:[13,34,35],peopl:[0,1,9,13,22,31,35,36,37],per:[0,1,6,26,28,30,31,33],percentag:[0,10,11,28,31],perceptron:[0,1,7,30,34],peregrin:30,perfect:[0,1,13,21,30,35,36,37],perfectli:[4,6,33],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,19,21,22,23,24,25,27,30,31,32,33,34,35,36],performac:4,perhap:[0,5,13,30,31,32,34,35],perimet:[1,9],period:[1,4,27,37],permut:11,persist:[13,35,36],person:[5,6,7,26,28,30,31,32,33,34],perspect:29,pertin:[12,25,37],petal:[8,9],peter:29,phantom:27,phase:[6,12,36,37],phenomena:27,phi:8,phi_k:8,philosophi:[13,35],phone:[28,30],photo:4,php:25,phrase:[0,30],physic:[0,1,4,7,12,13,25,27,28,29,30,31,32,33,34,35,36,37],physicist:25,pi:[2,3,5,6,7,9,12,13,27,32,33,34,35,36,37],pick:[1,9,10,11,13,14,35,36,37],pickl:1,pictur:[0,30],pie:[22,30],piec:[11,14],pillow:[0,15,22,24,30],pinv:[5,6,13,21,31,32,33,35,36,37],pip3:[0,1,15,24,30],pip:[0,1,15,22,24,30],pipelin:[0,6,8,10,31,33],pippin:30,pit:4,pitfal:[6,31,32],pitt:[12,36,37],pixel:[1,3,4,37],pixel_height:[1,3,37],pixel_width:[1,3,37],place:[0,4,6,8,13,23,24,30,33,34,35],plai:[0,3,4,5,6,8,11,22,30,31,32,33,34],plain:[8,10,12,13,14,21,25,34,35,37],plan:[6,9,28,29,30],plane:[8,9],plateau:[5,32],platform:[3,4,22,30],plausibl:[12,36,37],pleas:[7,11,13,24,25,28,30,31,34,35,36],plenti:1,plethora:[3,12,36,37],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,21,22,23,24,25,27,30,31,32,35,36,37],plot_confusion_matrix:[7,10,34],plot_count:6,plot_cumulative_gain:[7,10,34],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10,34],plot_surfac:[2,6,13,24,35],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],plu:[0,3,5,7,30,31,32,34],pm:[8,33],pmatrix:2,pml:29,pn:3,png:[0,4,6,7,9,30,31,33,34],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,21,23,24,27,28,30,31,33,34,35,36,37],point_1:4,point_2:4,poisson:[22,27,30],poli:[6,8,33,34],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly3dcollect:[13,35],poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10,31,32,33],polygon:[13,34,35],polym:[12,36,37],polymi:24,polynomi:[0,5,6,7,8,9,10,11,15,16,17,19,21,24,25,30,31,33,34],polynomial_featur:[6,33],polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,31,33,34],polytrop:[0,6,30,33],pool:3,pool_siz:3,poor:[1,13,21,34,35,36],poorli:[0,31],pop:2,popul:[0,5,30,31,32,33],popular:[0,1,3,6,7,8,9,11,12,15,22,23,24,27,30,31,34,36,37],popularli:[0,30],portabl:10,portion:[11,13,21,35,36],pose:[0,4,5,6,11,27,30,33],posit:[0,1,2,3,5,7,8,10,11,13,14,17,23,27,30,31,32,33,34,35,36,37],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,19,21,22,23,24,25,27,28,30,31,32,33,34,35,36,37],possible_gradient_typ:[3,4],possible_gradient_types_non:[3,4],possibletapegradienttyp:[3,4],posterior:[5,32,33],postpon:[0,30,31],postscript:[24,25],postul:[5,32,33],potenti:[0,3,5,6,12,13,30,31,32,33,35,36,37],pott:[12,36,37],power:[0,1,5,6,8,9,12,13,30,31,33,35,36,37],pp:[5,6,18,32,33,34],practic:[0,5,6,7,8,24,25,27,31,32,33,34],practition:[0,1,3,30],pre:30,preced:[1,11,12,27,36,37],preceed:4,preceq:8,precis:[0,2,5,11,13,23,24,25,27,30,31,32,33,35,36],pred:[6,33,35,36],predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,22,24,29,30,31,32,33,34,36,37],predict_prob:[1,37],predict_proba:[7,10,34,36,37],predictor:[0,5,6,7,9,10,11,30,31,32],prefer:[0,1,6,8,9,11,13,15,22,24,25,30],prepar:[0,6,23,24,25,30,31],preprocess:[0,4,6,7,8,9,10,11,32,33,34],prerequisit:0,prescript:[24,25],presenc:[13,35,36],present:[0,5,6,7,9,12,13,21,23,24,25,27,30,31,32,35,36,37],preserv:[3,11,23],press:[13,29,34,35],pretrain:[1,4],pretti:[0,4,8,9,15,22,24,30],prev_centroid:14,prevent:[13,27,35,36],previou:[0,1,2,3,4,5,6,8,10,11,12,13,21,23,24,25,27,31,34,35,36,37],previous:[2,3,9,10,27],price:[0,4,9,13,31,35,36],primal:8,primari:[0,7,30,34],prime:27,primit:2,princip:[0,5,7,22,30,31,34],principl:[0,6,7,8,14,30,33,34],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,23,27,30,31,32,33,34,35,36,37],print_funct:[8,9],printout:[0,30],prior:[0,5,6,30,31,32,33],privat:[0,30],pro:25,prob:[1,27],probabilist:[0,29,30,31],probabl:[0,1,3,4,6,7,10,13,22,30,31,34,35,36,37],problem:[0,3,4,5,6,7,8,9,10,11,12,16,17,22,23,24,25,27,33],probml:29,proce:[0,5,6,7,8,9,10,11,13,23,30,31,32,33,35],procedur:[2,4,5,6,8,10,11,13,21,24,31,32,33,34,35,36],proceed:23,process:[0,2,4,6,9,10,12,13,15,21,22,23,24,27,29,30,33,34,35,36],prod:29,prod_:[1,5,7,32,33,34,37],produc:[0,3,4,5,6,9,10,11,12,13,22,23,24,27,30,31,32,33,35,36,37],product:[0,1,3,5,6,7,8,12,13,16,21,22,23,30,31,32,33,34,37],profess:[0,30],profil:[3,4],profile_util:[3,4],progag:25,program:[0,1,4,5,6,8,12,14,15,16,21,22,23,26,27,28,30,31,33,36,37],programm:23,progress:[1,4,14,35],prohibit:[6,33],project1:[6,24],project:[0,1,2,3,5,11,13,17,18,19,20,21,22,26,28,31,32,33,35,36,37],project_root_dir:[0,6,7,9,30,31,33,34],promin:[12,36,37],promis:8,promot:[28,30],prone:9,pronounc:[13,22,30,35,36],proof:[0,11,12,13,30,33,34,35,37],propag:[2,3,13,25,35,36],proper:[0,2,6,7,24,30,33],properli:[1,6,8,10,13,21,24,25,35,36],properti:[0,1,3,12,13,16,17,23,30,33,35,36,37],proport:[0,1,5,9,11,13,16,27,30,31,35,36,37],propos:[1,4,6,10,24,25,30],propto:[5,13,32,33,34,35,36],proton:[0,30],prove:[3,13,34,35,36],provid:[0,1,3,4,5,6,8,9,10,12,13,15,21,22,23,24,25,27,30,31,32,33,34,35,36,37],proxi:[1,13,21,35,36],prune:9,pseudo:[23,27,35],pseudocod:[24,25],pseudoinv:[5,32],pseudoinvers:[5,6,32],pseudorandom:[6,27,33],psycholog:[0,30],pt:[13,35],ptratio:31,punish:[0,1,30,37],pure:[3,9,27],purest:9,puriti:9,purpos:[0,3,10,12,14,30,31,36,37],put:[1,30],py:[0,1,2,3,4,5,6,7,8,11,13,21,24,30,31,32,33,34,35,36,37],pycod:30,pydata:22,pydot:9,pyhton2:30,pylab:[0,7,30,34],pylint:[3,4],pypi:22,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,33,34,35,36,37],pythagora:[5,32,33],python2:[0,15,24,30],python3:[0,2,3,4,7,8,11,13,15,21,22,24,30,31,32,34,36,37],python:[1,2,3,4,5,6,8,11,12,13,14,16,21,24,25,27,31,32,35,36,37],pytorch:[0,22,24,25,30],pywrap_tf:[3,4],q:[5,6,8,11,27,31,33],qp:8,qquad:[2,11,13,23,35,36],qr:[5,6,23,31],quad:[1,13,23,35,37],quadrat:[0,8,9,13,15,16,30,35],qualit:[4,9,24,25,27],qualiti:[0,9,15,16,22,30,31],quantifi:1,quantil:10,quantit:[0,6,9,24,25,30,33],quantiti:[0,2,5,6,7,9,10,11,12,14,16,23,27,30,31,32,33,34,37],quantum:[4,12,29,30,36,37],quartil:[0,31],quench:5,queri:9,question:[0,5,6,9,11,12,13,24,28,30,31,32,33,35,36,37],qugan:4,quick:[4,27],quick_execut:[3,4],quickli:[1,3,9,11,13,34,35],quit:[1,5,6,9,10,12,31,33,36,37],quot:[4,30],r2:[0,5,6,25,30,31,32,34],r2_score:[0,30,31],r2score:[0,30],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,21,22,23,24,27,31,32,33,34,35,36,37],r_1:9,r_2:9,r_j:9,r_m:9,rad:[0,31],radial:[0,8,12,31,36,37],radioact:27,radiu:[0,1,9,31],rag:2,rain:9,rais:[0,2,13,30,32,36],ramp:1,ran0:27,ran1:27,ran2:27,ran3:27,rand:[0,4,5,6,9,10,13,15,16,21,23,30,31,32,33,34,35,36],randint:[6,9,13,21,33,35,36],randn:[0,1,2,5,6,9,11,13,15,16,21,30,31,32,33,34,35,36,37],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,21,22,23,24,30,31,32,33,35,36,37],random_forest_model:10,random_index:[13,21,35,36],random_indic:[1,3,37],random_st:[0,7,8,9,10,11,31,34,36,37],randomforestclassifi:10,randomizedsearchcv:34,randomli:[1,6,9,13,14,21,33,34,35,36,37],randuniform:34,rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,21,23,27,30,31,32,33,34,35,36,37],rangl:[0,6,11,27,30,31],rangle_x:27,rank:[5,31],rankdir:4,raphson:[1,8,13,37],rapidli:[0,30],rare:[1,13,30,33,34,35,36,37],rate:[0,1,2,3,4,8,9,10,12,13,25,31,34,37],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,23,27,30,31,32,33,34,35,36,37],ratio:[4,7,9,10,11,34],rational:[0,30],ravel:[5,6,7,8,9,10,11,13,23,31,33,34,35],raw:3,raw_df:31,rbf:[8,11,12,36,37],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,27,31],rcond:[0,30,31],rcparam:[0,1,3,7,8,9,10,27,30,34,37],re:[2,4,13,34,35],reach:[1,4,5,6,7,9,10,11,12,13,14,32,33,34,35,36,37],read:[0,2,3,4,5,6,7,8,11,12,16,21,23,24,25,26,27,29,32,34,35,36,37],read_csv:[0,6,7,9,30,31,33,34],read_fwf:[0,30],reader:[0,6,23,27,30,31,32],readi:[0,1,5,6,8,10,11,12,23,24,30,32,33,37],readili:[1,37],readthedoc:22,real:[0,1,2,4,7,10,11,12,13,23,31,33,34,36,37],real_loss:4,real_output:4,realist:8,realiti:27,realiz:[1,12,36,37],realli:[0,1,30],rearrang:[13,35,36],reason:[0,1,3,4,10,13,29,30,34,35,36],reassign:1,recal:[5,6,9,10,11,12,23,27,30,31,32,33,34,35,37],recast:3,receiv:[1,3,10,12,27,36,37],recent:[0,1,2,3,4,6,9,10,13,15,21,24,29,30,32,33,34,35,36],recept:[3,12,36,37],receptive_field:3,recip:[0,6,7,23,24,25,30,31,34],reciproc:[5,32],recogn:[0,4,5,10,30,32,33],recognit:[0,1,3,12,26,29,30,36,37],recommend:[0,2,3,4,5,6,8,13,15,18,21,22,23,24,25,29,32,33,37],reconsid:9,reconstruct:11,record:[10,20,24,25,26,28,30,35,36],rectangl:[9,13,34,35],rectangular:[5,31],rectifi:[1,3,12,36,37],recur:[0,22,30],recurr:[0,1,22,30],recurs:[9,22,23,30],red:[0,3,4,6,8,9,21,33,35],redefin:[0,10,30,31],redefinit:32,reduc:[1,3,5,6,9,10,11,13,21,30,32,33,34,35,36,37],reduct:[0,10,11,22,27,30,31],refer:[0,1,2,3,5,6,7,11,12,13,14,20,23,24,25,29,30,31,33,34,35,36,37],referenc:2,refin:[12,36,37],refit:[6,33],reflect:[0,1,4,5,24,25,27,30],refresh:[22,30],refreshprogrammingskil:30,reg:[10,11],regard:[1,9,13,35],regardless:[12,36,37],region:[3,4,6,9,12,24,36,37],regist:[6,24,27],reglasso:[5,32],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,21,22,23],regressor:[0,7,10,30,34],regridg:[0,5,6,32,33,34],regular:[0,3,4,5,6,7,9,13,17,25,28,30,31,32,33,35,36],reilli:[0,15,29,30],reinforc:[0,8,22,30],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,27,30,31,33,34,35,36,37],relat:[0,1,3,4,5,11,13,14,23,27,30,32,33,35,36],relationship:[0,4,9,30],relativeerror:[0,30,31],releas:[1,3,4,13,22,24,25,30,33,35],relev:[0,1,5,7,11,15,21,22,24,25,27,30],reli:[0,6,8,30],reliabilti:[24,25],reliabl:[7,27,34],relu:[3,4,25,37],remain:[1,2,4,6,12,23,27,31,32,33,34,36,37],remaind:27,reman:2,remark:1,rememb:[0,8,13,23,24,25,30,35,36],remind:[0,5,11,13,23,27,31,32,33],remov:[0,4,5,6,30,31,32,33],render:[0,30,31],reorder:[5,7,31,32,34],reorgan:[0,30],repeat:[0,1,3,4,5,6,9,10,11,13,14,21,23,24,25,27,30,32,33,34,35,36,37],repeated:30,repeatedli:[0,6,10,13,33,35,36],repet:3,repetit:[6,30,31,33,34,35],rephras:[13,34,35],replac:[0,1,3,4,5,6,10,12,14,15,16,21,22,24,25,30,31,32,33,34,37],replica:[6,33],repo:[24,25],report:[20,30,35,36],reportexampl:[20,24],reportsampl:20,repositori:[0,4,24,25,30,31],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,25,27,30,31,32,33,34,35,36],represent:[0,1,3,6,27,30,33,34,37],representd:3,reproduc:[0,5,6,9,12,15,16,22,24,27,30,31,37],repuls:[0,30],request:[0,13,21,30,35,36],requir:[0,1,3,4,5,6,8,9,11,12,13,17,23,30,31,32,33,34,35,36,37],res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,24],resampl:[0,7,10,19,22,30,31,34,35],rescal:[0,11,12,31,36,37],rescu:[5,32,33],reseach:[6,24],research:[0,4,13,21,22,29,30,35,36],resembl:[6,27,33],reserv:[1,5,6,27,32,33,37],reshap:[0,1,2,3,4,6,8,9,10,15,16,23,30,31,33,37],residenti:[0,31],residu:[0,5,13,30,35],resiz:[5,31],resourc:30,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,21,24,27,30,31,32,33,34,35,36,37],respond:[12,36,37],respons:[0,7,9,12,30,31,34,36,37],rest:[0,5,31],restat:[0,12,30,37],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,30,36,37],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,21,22,23,24,25,27,30,33,34,35,36,37],retail:[0,31],retain:[5,6,31,33,34],rethink:33,return_data:14,return_sequ:4,return_x_i:9,reus:[1,3,6,18,19,20,24,25],reveal:[0,12,30,36,37],revers:[1,23],review:[22,23],revisit:[14,37],revolut:30,reward:[0,4,30],rewrit:[0,3,5,6,7,8,10,11,12,13,19,23,24,27,32,34,35,36,37],rewritten:[2,6,8,10,27,33],rewrot:[13,34,35],rf:10,rgb:3,rgoj5yh7evk:22,rh:[6,33],rho:[0,10,13,21,30,35,36],rho_1:10,rho_2:10,rho_m:10,rich:[0,30],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,21,22,25,30],ridge_fit:33,ridge_fit_beta:33,ridge_sk:6,ridgebeta:[5,32],ridgecv:34,right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,19,23,24,27,30,31,32,33,34,35,36,37],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,27,30,31,33,34,35,36,37],rigor:[0,30],ring:6,rise:[0,30],risk:[0,13,15,16,30,34,35,36],rival:4,river:[0,31],rm:[0,27,31],rmse:[0,31],rmsporp:[13,21,35,36],rmsprop:[1,3,4,13,25],rnd_clf:10,rng:27,rnn1:4,rnn2:4,rnn:[4,12,36,37],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:27,rntrick2:27,rntrick3:27,rntrick4:27,ro:[0,13,21,30,34,35,36],robert:[18,24,29],robust:[0,30],robustscal:[0,31],roc:[7,10],role:[0,2,5,6,8,22,30,31,32,33,34],roll:6,room:[0,28,30,31],root:[0,5,9,13,27,30,31,32,34,35,36],rot:30,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13,31,34,35,36],routin:[13,23,30,34,35],row:[0,1,2,5,6,7,9,11,23,30,31,32,33,34,37],rr:[5,31],rrr:[5,31],rug:[13,34,35,36],rule:[0,1,5,6,13,24,30,31,32,33,35,36],run:[0,1,2,3,4,5,6,8,9,11,13,15,21,22,24,25,30,31,32,33,34,35,36],runtim:[1,6,14],runtimewarn:[1,6,33,37],russel:30,rust:[0,15,22,23,30],rv_frozen:34,rvert:[1,37],rvert_2:[1,37],s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,22,23,24,25,27,30,31,32,37],s_1:6,s_:[3,6],s_i:[6,7,34],s_j:6,s_k:6,saddl:[13,34,35,36],sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,23,24,27,30,31,32,33,34,37],said:[6,9,13,34,35],sake:[0,5,7,11,30,31,32,34],sale:[0,30],sam:30,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,23,24,27,30,31,32,34,37],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,19,21,22,23,24,27,30,31,32,33,34,35,36,37],sample_vari:14,sample_weight:[3,4],sampleexptvari:27,samwis:30,sastri:11,satisfactori:[0,30],satisfi:[1,2,3,6,8,13,17,23,27,33,34,35,37],satur:[1,6,33],save:[0,4,6,7,9,13,21,30,31,33,34,35,36],save_fig:[0,6,7,9,10,30,31,33,34],savefig:[0,4,6,7,9,27,30,31,33,34],savetxt:4,saw:[5,31],scalabl:10,scalar:[2,5,6,10,13,31,32,33,36],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,21,22,23,24,25,28,30,32,34,35,36,37],scale_mean:4,scale_std:4,scaler:[0,7,8,9,10,11,31,33],scan:[5,7,32,33,34],scari:[5,32,33],scatter:[0,1,6,7,8,9,14,21,30,31,32,33,34],scenario:[6,13,34,35,36],schedul:[13,28,35,36],scheme:[1,13,34,35,36],schrage:27,scienc:[0,1,10,12,13,22,26,27,28,29,31,34,35,36,37],scientif:[0,15,22,24,25,30,35,36],scientist:[0,30],scikit:[3,5,6,7,8,9,10,13,21,22,23,24,25,26,29,36],scikit_learn:[0,16],scikitlearn:30,scikitplot:[7,10,34],scipi:[0,3,5,6,13,15,22,23,24,30,31,32,33,34,35],scl:6,score:[0,1,3,6,7,9,10,11,15,16,24,25,28,30,31,33,34,35,36,37],scores_kfold:[6,33,34],scratch:[1,13,36,37],sdg:[13,21,35,36],seaborn:[0,1,3,6,7,21,25,30,31,34,37],seamless:[0,15,22,24,30],search:[0,1,3,5,9,13,30,32,35,36,37],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,22,23,24,25,27,28,30,31,33,34,37],second_mo:[21,35,36],second_term:[21,35,36],secondeigvector:11,secondli:[12,37],section:[4,11,17,23,27,31,32,34,35,36],sector:[0,30],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,21,22,23,24,25,27,30,31,32,33,34,35,36,37],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,21,24,27,30,31,32,33,34,35,36,37],seed_imag:4,seek:[1,2,8],seem:[1,3,4,35,36,37],seemingli:[0,30],seen:[0,1,3,5,10,12,17,27,30,37],segment:[13,34,35],seismic:6,seldomli:[0,30],select:[1,5,6,8,9,10,11,17,24,25,26,27,28,29,30,31,32,33,37],self:[1,2,3,4,5,21,31,32,37],sell:4,semest:[7,26,34],semi:[8,13,34,35],semilogx:6,send:[5,12,13,28,30,35,36,37],senior:[26,28],sens:[0,4,6,8,24,30,33],sensibl:3,sensit:[0,5,6,9,13,30,31,32,33,36],sent:[2,33],sentenc:[4,12,36,37],sep:[31,33],separ:[0,1,2,4,6,8,9,12,14,15,22,24,27,30,33,36,37],septemb:[16,17,18,19,20,24,30,31,35],sequenc:[2,3,4,7,9,10,12,13,22,23,27,30,34,35,36,37],sequenti:[1,3,4,10,12,27,36,37],seri:[0,1,2,3,4,5,6,10,11,12,13,23,30,31,32,33,34,35,36,37],serif:[0,7,27,30,34],serv:[0,1,2,3,5,7,13,21,24,29,30,31,32,33,34,35,36],servic:[24,25],session:[1,20,24,26,28,30,33,34,35,36,37],set:[1,4,5,6,7,8,10,11,13,14,16,17,21,22,23,24,25,27,28,32,33,35,36],set_major_formatt:[6,24],set_major_loc:[6,24],set_tick:[1,8],set_ticklabel:1,set_titl:[0,1,2,3,7,12,14,30,34,36,37],set_xlabel:[0,1,2,3,7,12,30,34,36,37],set_xlim:[7,12,34,36,37],set_xticklabel:1,set_ylabel:[0,1,2,3,7,30,34,37],set_ylim:[7,12,34,36,37],set_ytick:[7,34],set_yticklabel:[1,6],set_zlim:[6,24],seth:4,setminu:[6,34],setosa:[8,9],setosa_or_versicolor:8,setp:[6,33],setup:[1,4,6,8,21,22,25,30,31,37],sever:[0,3,5,6,7,8,9,11,12,13,21,22,23,25,27,30,31,32,33,34,35,36,37],sgd:[1,3,21,25,34],sgd_clf:8,sgdclassifi:8,sgdreg:[13,34,35],sgdregressor:[13,34,35],sgn:[5,31,32],shallow:[13,35,36],shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,23,30,31,32,33,34,35,37],shape_bas:2,share:[1,3,30],she:[7,34],shell:21,shift:[1,6,12,27,32,36,37],ship:3,shire:30,shortcom:[13,34,35,36],shorten:4,shorter:27,shorthand:[30,33],shortli:[23,30],should:[0,2,3,5,6,8,9,11,12,13,15,16,21,23,24,25,27,30,31,32,33,35,36,37],should_sync:[3,4],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21,23,24,27,30,31,32,33,34,35,36,37],show_shap:4,shown:[0,4,5,7,8,11,12,13,21,23,31,34,35,36,37],shrink:[3,5,6,8,11,24,31,32],shrinkag:[5,6,31,32],shrunk:11,shuffl:[0,1,3,4,6,13,21,31,33,34,35,36,37],side:[0,2,5,8,12,13,23,25,30,32,33,34,35,36,37],sigh:[22,30],sigma0:27,sigma1:27,sigma2:27,sigma:[0,1,5,6,7,10,11,12,13,17,18,19,23,24,27,30,31,32,33,34,35,36,37],sigma_0:[5,31,32],sigma_1:[5,31,32],sigma_2:[5,31,32],sigma_:[5,23,30,31,32,33],sigma_fn:[7,12,34,36,37],sigma_i:[0,5,30,31,32],sigma_j:[5,17,31,32],sigma_m:[6,27,33],sigma_n:[11,27],sigma_t:[13,35,36],sigma_x:27,sigmoid:[1,2,4,7,8,10,12,25,34,35,36,37],sigmundson:[6,31,32],sign:[1,2,7,8,10,27,28,34,37],signal:[1,3,10,12,36,37],signatur:[3,4],signifi:4,signific:1,significantli:[1,13,21,27,34,35,36,37],sim:[4,5,6,13,18,24,27,32,33,35,36],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,22,23,24,25,30,31,32,33,34],similarli:[0,1,3,5,8,10,13,20,27,30,31,32],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,19,21,22,23,24,25,27,33,37],simple_rnn:4,simplepredict:10,simpler:[0,1,5,6,7,13,16,19,21,22,24,25,30,32,35,36],simplernn:4,simplest:[0,1,3,4,9,10,12,14,30,36,37],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,22,23,24,25,27,30,31,32,33,36,37],simplic:[2,5,6,7,8,9,10,11,12,14,31,32,33,34,36,37],simplicti:[5,31],simplifi:[0,6,9,15,22,24,30,31,32,33],simplist:[3,6,27,33],simul:[6,33],simultan:[6,33],sin:[0,1,2,3,4,9,12,13,21,23,30,35,36,37],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,21,23,27,29,30,31,32,33,34,35,36,37],sine:[3,12,36,37],singl:[0,1,2,3,5,6,7,8,9,12,13,23,25,27,30,31,32,33,34,35],singular:[0,6,13,23,24,30,32,33,34,35],sinusoid:3,site:[0,2,3,4,7,8,11,13,21,24,25,26,30,31,32,34,36,37],situat:[0,4,5,7,13,21,27,30,31,34,35,36],six:[3,27],size:[0,1,2,3,4,5,6,8,9,10,11,13,21,23,24,25,27,30,32,33,34,35,36,37],sketch:10,ski:9,skill:[0,30],skip:[3,4,11],skiprow:31,skl:[0,6,30,31,32],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,30,31,32,33,34,35,36,37],skplt:[7,10,34],sl:[6,32,34],slack:8,slice:[2,23,30],slide:[0,3,15,16,24,25,27,30,31,33,35,37],slight:[6,13,33,35,36],slightli:[1,2,3,5,6,7,10,27,31,32,33,34],slope:[8,11,12,36,37],slow:[0,2,8,13,31,34,35,36],slower:[5,23,30,31,32],slowest:23,slowli:[12,37],slp:[1,37],small:[0,1,2,3,5,6,8,9,10,11,12,13,21,22,23,24,27,30,31,32,33,34,35,36,37],smaller:[0,1,2,5,6,8,9,11,13,27,30,31,32,33,34,35,36],smallest:[0,4,14,15,16,30,34],smallest_row_index:14,smooth:[0,3,6,9,13,24,30,34,35],sn:[0,1,3,6,7,30,31,34,37],sne:11,sneak:30,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,21,22,23,24,25,27,28,30,31,32,33,34,35,36,37],soar:6,social:[0,30],societ:30,soft:[1,7,10,12,34,36,37],soften:8,softmax:[3,7,34],softwar:[0,8,15,22,23],sol:8,sole:[0,6,30],solid:[0,7,30,34],solut:[0,1,2,3,5,6,8,10,11,13,17,18,23,24,25,27,30,31,32,33,34,35,36],solution_ev:35,soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,23,24,25,30,31,36,37],solve_expdec:2,solve_ode_deep_neural_network:2,solve_ode_neural_network:2,solve_pde_deep_neural_network:2,solveod:2,solveode_popul:2,solver:[2,7,8,9,10,11,21,23,34],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,27,32,33,36,37],some_model:[6,31,32],somehow:4,someth:[0,1,3,4,7,9,11,24,25,27,30,31,34,37],sometim:[0,1,11,12,13,14,30,31,35,36,37],somewhat:[36,37],soon:[23,28],sophist:[0,30],sopt:[13,35],sort:[5,6,9,11,27,31,33],sound:[3,5,32,33],sourc:[0,1,3,6,15,22,23,24,25,27,30,31,33],space:[0,1,4,5,8,9,11,12,13,14,21,27,31,32,33,34,35,36,37],span:[0,3,5,9,11,23,30,31],spare:1,spars:[3,6,23,30],sparse_mtx:[23,30],sparsecategoricalcrossentropi:3,sparseobject:2,sparsiti:10,spatial:[1,2,3,12,36,37],speak:27,special:[6,7,10,12,13,23,27,30,31,32,33,34,35,37],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,22,23,24,25,27,29,30,31,32,33,34,36,37],specifi:[0,3,5,6,7,9,11,13,14,21,24,27,30,32,33,34,35,36],specifici:[0,10,30],spectacular:3,spectral:1,speech:[0,1,3,4,12,30,36,37],speed:[1,2,4,13,35,36,37],spend:27,spent:[24,25],sphere:[0,31],spin:6,spite:[0,30],spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,24,27,32,33,34],splite:0,splitter:[1,10],spontan:27,spot:3,spread:[0,11,27,30,31],springer:[18,24,29,30,32],spuriou:[13,21,35,36],sqquar:32,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,21,27,31,32,33,35,36],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,19,21,22,23,25,27,33,34,35,36,37],squarederror:10,squaredeuclidean:14,squash:[12,36,37],srtm:[6,24],srtm_data_norway_1:[6,24],stabil:[5,24,25],stabl:[0,4,5,6,7,9,11,22,30,31,32,34],stack:[2,3,4],stacklevel:[0,30],stage:[5,13,21,24,25,35,36],stai:[0,2,4,5,11,17,30,31],stand:[0,5,9,12,30,31,32,36,37],standadscal:31,standard:[0,1,4,5,6,7,8,10,12,15,16,17,19,21,23,24,25,27,30,32,34,36,37],standard_basi:2,standardscal:[0,6,7,8,9,10,11,31,32,33],stanford:[13,34],start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,20,23,24,25,27,28,30,31,33,34,35,37],start_box:[2,13,36],start_nod:[2,13,36],start_tim:14,starting_point:21,stat:[6,31,33,34],state:[1,2,4,5,6,7,8,10,11,12,13,22,25,27,31,32,33,34,35,36,37],statement:[0,7,23,34],stationari:[34,35],statist:[0,1,3,4,7,9,10,11,12,13,14,18,23,24,26,29,31,34,35,36,37],statu:[0,7,11,30,31,34],stavang:[6,24],std:[0,4,6,30,31,33],steep:[13,21,34,35,36],steepest:36,step:[0,1,2,3,4,6,7,9,10,11,12,13,14,21,23,24,30,37],step_fn:[7,12,34,36,37],step_length:[13,35,36],step_num:[3,4],step_siz:35,steps_list:9,steps_per_epoch:[3,4],stereo:3,still:[0,2,3,5,6,11,13,17,27,33,34,35,36],stimuli:[12,36,37],stk2100:[29,30],stk3155:[15,24,25,26,28],stk4021:[29,30],stk4051:[29,30],stk4155:[26,28],stk5000:29,stk:[29,30],stochast:[0,1,5,6,8,11,12,15,16,24,30,32,33,34,37],stock:4,stoke:[12,36,37],stone:[0,7,24,30,34],stop:[1,4,7,9,11,13,14,21,34,37],storag:[5,31],store:[0,1,2,3,6,11,13,24,27,30,35,36,37],storehaug:[28,30],str:[1,3,4,37],straight:[0,6,8,13,30,31,33,34,35],straightforward:[0,2,3,5,6,8,9,10,13,23,30,31,32,33,34,35],strategi:[0,1,9,30,37],stratifi:[6,33],strength:[0,5,14,31],stretch:11,strict:[8,13,34,35],strictli:[8,13,34,35],stride:[4,23],strike:6,string:[1,37],stroke:[7,34],strong:[3,6,9,10,12,23,27,33,36,37],strongli:[0,8,22,23,25,31],stronli:[0,31],structur:[0,1,2,3,6,9,10,12,22,30,33,34,35,36,37],stuck:[1,13,34,35,36,37],student:[0,24,25,26,28,29,30],studi:[0,3,4,5,6,7,8,11,12,13,17,19,21,22,24,25,29,30,31,32,35,36,37],studier:29,style:[0,7,9,23,30,34],sub:[9,12,36,37],subarg:[2,13,36],subdivid:[0,23,30],subfield:[0,30],subject:[6,8,27],submit:30,subplot:[0,1,3,4,6,7,8,9,10,13,14,24,30,31,33,34,35,37],subplots_adjust:[8,27],subprogram:[23,30],subract:[0,31],subroutin:[0,30],subscript:[1,37],subsequ:[1,4,5,6,12,23,27,31,33,36,37],subset:[1,6,9,12,13,22,30,33,34,35,36,37],subspac:[0,8,11,31],substanti:[9,10],substep:11,substitut:[3,6,12,23,33,36,37],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,17,21,23,24,27,32,33,35,36],subtre:9,subval:[2,13,36],succeed:[0,4,30],success:[3,7,9,13,27,34,35],successfulli:[4,9],sudo:[0,15,22,24,30],suffer:[0,1,2,5,10,30,31,32],suffici:[1,6,8,11,13,33,34,35,37],suggest:[1,13,25,29,35,36],suit:[8,12,36,37],suitabl:[0,27,31],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,27,30,31,32,34,35,36,37],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,23,24,25,27,30,31,32,33,34,35,36,37],sum_i:[0,2,5,6,8,13,17,19,24,31,32,33,35,36],sum_j:6,sum_ja_:0,sum_k:[6,8,12,23,37],sum_logist:[13,35,36],sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,25,32,33,34,35,37],summari:[1,3,4,10,21,25,26,32,37],summat:[0,3,16,31],sundai:[17,18,19,20,21],sunni:9,superconduct:[31,32],superfici:3,superscript:[1,12,36,37],supervis:[0,5,6,7,9,12,22,30,31,33,34,36,37],supplement:[7,34],support:[0,1,9,10,11,13,22,30,31,35,36],suppos:[0,5,6,7,8,10,11,12,13,23,30,31,32,33,34,35,36,37],suppress:[5,13,32,35,36],sure:[0,1,4,6,24],surf:[6,24],surfac:[0,6,24,30],surpass:6,surpris:[0,30],surround:[3,22],survei:[0,5,6,30,31,32,33],svc:[8,9,10],svd:[0,6,11,17,30,33],svdinv:[5,32],svm:[8,9,10,11],svm_clf:[8,10],swath:[5,31],sy:[13,34,35],symbol:[1,5,11,13,22,27,30,31,32,35,36,37],symmeteri:1,symmetr:[0,5,8,11,12,13,23,30,31,35,36,37],symmetri:[6,9],sympi:[0,15,22,24,30],synonim:27,syntax:13,syntaxerror:8,system:[0,1,3,4,6,7,9,10,12,13,15,22,23,24,30,34,35,36,37],systemat:[4,6,33],t0:[3,6,13,21,35,36],t1:[2,13,21,35,36],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,24,25,27,28,30,33,34,35,36,37],t_0:[2,9,13,35,36],t_1:[13,35,36],t_:2,t_b:10,t_i:[1,2,5,12,25,31,37],t_j:[12,37],t_k:9,tabl:[9,24,25,27,28,30,36,37],tabul:[0,30],tabular:30,tackl:4,tag:[2,3,4,5,6,7,12,13,14,21,23,27,31,34,35,36,37],taht:[0,30],tail:27,tailor:[2,8,11,30],taiwan:[0,30],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,22,23,24,27,30,31,32,33,34,35,36,37],taken:[0,1,3,6,10,13,23,30,33,35,36,37],tan:3,tangent:[1,4,12,13,34,35,36,37],tanh:[1,4,7,8,12,34,35,36,37],tape:[3,4],target:[0,1,3,4,5,6,7,8,9,10,11,12,25,30,31,32,33,34,35,36,37],target_nam:9,task:[0,1,3,6,9,11,12,14,20,24,30,33,36,37],tau:[3,5,27,32,33],taught:30,tax:[0,31],taylor:[2,13,34,35],taylornr:[13,34,35],tba:35,tc:8,td:[1,6,13,24,30,33,35,37],teach:30,team:1,teaser:0,technic:[0,5,6,13,15,30,31,35,36],techniqu:[0,1,8,10,13,22,27,29,30,31,33,34,35,36],technolog:[0,1,30,37],tell:[0,4,6,10,11,13,27,33,35,36],temp1:1,temp2:1,temp:1,temperatur:[0,9,30],temporarili:1,ten:[3,17,30],tend:[3,5,6,8,9,10,12,13,14,21,31,32,33,35,36,37],tendenc:[0,30],tension:[6,33],tensor:[3,4],tensorflow:[0,2,4,8,14,15,22,23,24,25,26,29,30,31],term1:[5,6,11,24,31],term2:[5,6,11,24,31],term3:[5,6,11,24,31],term4:[5,6,11,24,31],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,24,27,30,31,32,34,35,36],termin:[0,4,5,9,10,13,15,21,30,31,35,36],terrain1:[6,24],terrain:[6,21,24,25],test:[3,4,5,6,7,8,9,10,13,17,19,21,23,24,27,33,34,35,36],test_acc:3,test_accuraci:[1,3,37],test_error:6,test_imag:[3,4],test_ind:[6,33,34],test_input:4,test_label:[3,4],test_loss:3,test_pr:[1,37],test_predict:[1,37],test_rnn:4,test_scor:[7,10,34],test_siz:[0,1,3,5,6,10,30,31,32,33,34,37],test_split:9,tester:32,testerror:[0,6,31,33],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,21,23,25,27,29,30,31,33,34,35,36,37],textbook:[17,21,24,25,31,33],textual:9,textur:[1,9],tf:[1,3,4,13,14,34,35],tfe_py_execut:[3,4],th:[0,1,2,5,6,7,9,12,13,14,15,16,23,24,27,30,31,32,33,34,35,36,37],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,22,25,27,30,31,32,33,36,37],thank:[4,6,31,32],theano:[1,22,30],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,23,24,27,31,32,33,34,35,36,37],them:[0,1,3,4,6,8,9,10,11,12,13,23,24,25,30,31,32,33,35,36,37],theme:[0,30],themselv:[0,27,30],thenc:[6,33],theorem:[2,6,7,31,34,36],theoret:[0,4,10,30],theori:[0,1,3,8,9,12,13,18,22,24,29,30,32,35,36,37],thereaft:[0,5,6,11,12,15,16,17,23,24,25,30,33,37],therebi:[0,5,7,11,30,31,32,34],therefor:[0,1,2,3,4,6,7,8,11,13,27,30,31,33,34,35,36,37],therein:11,thereof:[0,6,13,30,33,35,36],theta:[1,4,13,21,27,35,36,37],theta_:[1,13,35,36,37],theta_i:[1,37],theta_linreg:[13,21,35,36],theta_t:[13,35,36],thetaand:[36,37],thetaor:[36,37],thetaxor:[36,37],thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,23,24,25,26,27,29,31,32,33,34,35,36,37],thing:[0,1,2,4,5,7,9,27,30,32,33,34],think:[0,1,3,4,6,9,12,13,14,27,30,33,34,35,36,37],third:[0,3,6,13,21,28,30,33,34,35,36],thirti:[7,34],thorughout:30,those:[0,3,5,6,8,9,10,11,21,23,24,25,26,30,31,33],though:[1,2,3,4,13,23,27,35,36,37],thought:[6,14,24,25,27,33],thousand:[0,1,24,30,31,35,36],thread:[3,4],three:[0,1,3,5,6,8,9,12,15,23,24,26,27,28,30,31,32,33,34,36,37],threshold:[1,3,9,10,11,12,13,35,36,37],through:[0,1,2,3,4,5,6,8,11,12,13,14,22,23,27,30,31,32,33,34,35,36,37],throughout:[0,4,5,14,22,23,27,30],thu:[0,1,2,5,6,7,8,10,11,12,13,21,24,28,30,31,32,33,34,35,36,37],thumb:[0,6,24,30,31],thursdai:[28,30,35,36],tibshirani:[6,18,24,26,29,30,31,33],tick_param:6,ticker:[6,13,24,27,34,35],tif:[6,24],tight_layout:[1,7,34],tightli:11,tild:[0,5,6,7,11,15,16,17,18,19,24,27,30,31,32,33,37],till:[0,4,7,8,9,10,12,23,30,31,34,35,37],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,21,22,23,24,25,27,30,31,32,33,34,37],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,21,24,27,30,31,33,34,35,36,37],tmp:[13,35,36],tmp_log:[3,4],tn:[2,3,7],to_categor:[1,3,4,37],to_categorical_numpi:[1,37],to_numer:[0,6,30,33],todai:3,togeth:[0,3,6,8,11,13,21,22,30,31,35,36],toi:[14,35,36],told:[13,35,36],toler:[2,14],tolist:4,tomographi:[12,36,37],too:[0,2,4,5,6,9,11,13,15,27,29,30,31,33,34,35,36],took:[8,30],tool:[0,1,3,6,13,22,31,33,35,36],toolbox:8,top:[0,3,5,6,9,10,18,22,30,32,33],topic:[0,5,6,7,8,22,24,25,31,32,34],topograph:24,topolog:[1,3,12,36,37],toposort:2,torkjellsdatt:[28,30],toss:[10,27],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,23,25,27,28,30,31,33,34,35,37],total_loss:4,totalclustervari:14,totalscatt:14,toward:[1,2,7,12,13,24,34,35,37],towardsdatasci:[35,36],town:[0,31],tp:[4,7],tpng:9,tpu:[13,21,22,30,35,36],tqdm:6,tr:31,trace:[2,3,4,13,36],trace_stack:[2,13,36],traceback:[0,1,2,3,4,9,10,13,15,24,30,32,33,34,35,36],traceback_util:[3,4],tracer:[2,13,36],tracing_count:[3,4],track:[3,13,14,23,34,35,36],tract:[0,31],tractabl:[0,30,31],trade:[5,9,19,32,33],tradeoff:[0,5,19,24,30,31,32,34],tradit:[0,1,4,6,30,33,37],train:[2,3,5,6,8,9,10,11,12,13,17,19,21,24,25,32,33,34,35,36],train_accuraci:[0,1,3,30,37],train_dataset:4,train_end:[0,1,31,37],train_error:6,train_funct:[3,4],train_imag:[3,4],train_ind:[6,33,34],train_label:[3,4],train_pr:[1,37],train_siz:[0,1,3,31,37],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,30,31,32,33,34,37],train_test_split_numpi:[0,1,31,37],trainabl:4,trainable_vari:4,trained_model:[6,31,32],trainerror:[0,31],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:[13,21,35,36],training_gradient_fun:[35,36],training_loss:[35,36],trainingerror:[6,33],trainpredict:4,trainscor:4,trainx:4,trait:[0,30],trajectori:4,trajectory_i:21,trajectory_x:21,transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,21,22,23,30,31,32,33,34,35,36,37],transit:[6,12,36,37],translat:[1,4,6,10,31,32,37],translate_vjp:2,transpos:[1,5,11,23,31,32,37],travers:[0,5],treat:[0,1,3,6,12,13,27,30,31,32,33,34,35,36,37],tree:[0,1,6,22,24,30,37],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:27,treue:7,trevor:[18,24,29],tri:[2,3,4,9,13,34,35,36],triain:0,trial:[0,2,4,6,13,27,30,33,34,35],triangl:[13,34,35],triangular:23,trick:[3,4,8,11,13,21,27,35,36],trickier:27,tridiagon:23,trillion:22,trivial:[0,1,5,11,27,30,32],troubl:[0,8,12,31,37],truck:3,true_beta:[6,31,32],true_divid:37,true_fun:[6,33],truli:30,truncat:21,tucker:8,tuesdai:[28,30,33,34,35,36,37],tumor:[7,9,25,34],tumour:[7,34],tunabl:[1,21,25],tune:[4,9,13,21,23,25,30,34,35,36],tupl:[2,13,36],turn:[0,1,5,6,7,8,9,10,11,12,13,19,23,24,27,30,31,33,34,35,36,37],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,27],twice:[13,34,35],twist:11,two:[0,1,2,4,5,6,7,9,10,11,12,13,15,16,23,26,27,29,30,32,33,35,36,37],tx:[13,34,35,36,37],tx_1:[13,34,35],txt:4,ty:[13,34,35],type:[0,1,3,6,8,10,13,16,23,24,27,31,32,33,34,35],typeerror:[2,13,36],typic:[0,1,2,3,4,5,7,9,10,12,13,21,25,27,30,31,32,33,34,35,36,37],typo:[24,25],u:[0,2,5,6,8,10,11,12,17,23,30,31,32,36,37],u_:23,u_i:[12,36,37],u_m:10,ua:[0,30],ubuntu:[0,15,22,24,30],uci:[0,25,31],uio:[24,25,28,29],un:14,unari:[23,30],unary_f:[2,13,36],unary_oper:[2,13,36],unary_to_nari:[2,13,36],unbalanc:[6,9,33,34],unbias:[0,5,6,30,32,33],uncent:[6,32],uncertainti:[0,5,30,32,33],uncertitud:27,unchang:[1,3],uncorrel:[10,27],undefin:[5,31],under:[0,1,5,6,10,13,15,16,22,24,25,30,31,32,33,34,35],underdetermin:[0,30],underfit:[1,6,33],underflowproblem:[5,32,33],undergo:[5,32,33],undergradu:[26,28],underli:[0,1,9,13,27,30,35,36],underset:[4,14],understand:[0,1,3,5,6,10,13,14,21,22,30,31,32,34,35,36],understood:[8,13,35,36],undesir:8,undetermin:[5,8,32,33],undo:4,unexpect:[6,33],unexpected:27,unfair:[6,31,32],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,24,27,30,31,34,35,37],uniformli:[13,27,34,35,36],unifrompdf:27,unimport:[13,34,35],union:[5,6,32,33,34],uniqu:[0,2,6,13,14,23,30,33,34,35],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,27,30,31,32,36,37],unitari:[5,6,23,31],unitarili:[23,30],uniti:27,univari:27,univers:[0,1,2,13,15,22,24,25,26,28,30,31,32,33,34,35,36],unix:1,unknow:[0,23,30],unknown:[0,1,3,4,5,6,8,10,13,16,21,23,30,31,32,33,35,36,37],unknowwn:[12,37],unlabel:1,unless:[0,3,6,11,13,24,25,30,31,33,34,35],unlik:[1,2,3,8,13,34,35,36],unnecessarili:9,unord:3,unravel:[1,37],unrol:[3,11],unseen:[0,7,9,34],unstabl:1,unsupervis:[0,1,4,12,22,30,36,37],unsymmetr:[23,30],untak:2,until:[1,2,4,9,12,13,14,34,35,36,37],untouch:0,unusu:[12,36,37],up:[1,3,4,5,6,8,10,11,13,14,16,18,22,23,24,25,27,28,32,35,36],updat:[1,2,10,12,13,14,21,35,36,37],uploa:30,upload:[22,24,25,29],upon:[0,1,6,7,11,23,24],upper:[0,8,9,16,23,31],uppercas:[23,30],upsampl:4,upscal:4,us:[4,5,6,8,9,10,11,12,14,15,16,17,18,19,23,24,26,27,29,32,33],usa:[30,36],usag:[0,8,22,30,31],usd10000:[0,31],usd:[0,31],use_bia:4,use_multiprocess:[3,4],usecol:[0,30],useless:[1,37],user:[0,1,2,3,4,6,7,8,11,15,21,22,23,24,30,31,32,34,37],usernam:[24,25],userwarn:[3,21],usetex:27,usg:[6,24],usr:27,usual:[0,3,4,7,12,13,14,30,34,35,36,37],ut:[5,32],util:[0,1,3,4,6,7,10,14,25,30,31,33,34],ux:23,v0:27,v1:27,v2:27,v:[2,4,5,6,11,13,17,21,22,31,32,35,36],v_0:11,va:1,val:[13,35,36],val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,21,22,25,27,30,31,35,36],validation_batch_s:[3,4],validation_data:[3,4],validation_freq:[3,4],validation_split:[3,4],validation_step:[3,4],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,19,21,22,23,24,30,35,36,37],valuat:9,valueerror:[0,2,30],valy:4,van:[0,18,24,30,31,32,33],vandenbergh:[8,13,34,35],vandermond:[0,30],vanilla:[0,6,11,14,31,32],vanish:[1,4,13,27,34,35],var_x:27,varabl:8,varepsilon:[5,6,18,24,32,33],varepsilon_:[5,6,32,33],varepsilon_i:[5,6,32,33],vari:[0,1,3,5,6,10,15,16,30,33,37],variabl:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,21,23,30,31,32,33,36,37],varianc:[0,1,5,7,9,10,11,13,14,18,19,21,22,23,25,27,30,31,34,35,36],variance_i:[5,11,31],variance_x:[5,11,31],variant:[0,1,6,8,12,13,30,31,34,35,36,37],variat:[3,4,11,30],varieti:[0,3,12,15,22,24,30,36,37],variou:[1,3,5,6,7,8,9,11,12,13,16,18,21,22,23,24,27,31,32,35,36,37],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13,34,35],ve:[24,25],vec:[6,33],vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,21,22,32,33,34,35],vector_mean:14,ventur:[0,8,15,22,30],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,24,25,27,29,30,31,32,33,34,35,36,37],verifi:[3,11,23,30],versatil:[8,30],versicolor:[8,9],version:[0,3,4,10,13,14,15,22,23,24,25,27,30,31,35,36],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,30,31,32,33,34,35,37],vert_1:[5,6,31,32,33],vert_2:[5,6,11,17,31,32,33],via:[0,5,6,7,8,9,10,11,12,15,19,22,23,24,26,27,28,30,31,32,33,34,36,37],vidal:11,video:[0,1,12,22,26,28,30,31,32,33,34,37],view:[1,3,5,6,12,13,21,27,29,30,32,33,35,36,37],violat:8,virginica:9,viridi:[0,1,2,3,30,37],virtual:1,viscos:[13,35,36],viscou:[13,35,36],visibledeprecationwarn:2,vision:[0,3,30],visual:[0,3,11,12,15,22,30,31,36],visualis:1,viz:[6,8,27],vjp:[2,13,36],vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:[2,13,36],vjps_dict:2,vmap:[13,35,36],vmax:[1,6],vmin:[1,6],voic:3,volum:[0,3,30],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vs:[0,2,4,6,31,33,35],vspace:[2,13,36],vstack:[5,11,23,27,30,31],vt:[5,31,32],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,23,27,30,31,33,34,35,36,37],w_1:[8,23],w_1x_1:8,w_1x_:8,w_2:[8,23],w_2x_2:8,w_2x_:8,w_3:23,w_4:23,w_:[1,12,36,37],w_hidden:2,w_i:[1,2,10,37],w_ix_i:[12,36,37],w_j:23,w_m:23,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,17,23,24,30,31,32,33,34,35,36,37],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,23,25,27,30,31,32,34,35,36,37],walk:9,walker:27,wang:[0,30],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,22,24,25,27,30,31,32,33,34,35,36,37],warn:[0,4,8,30,31,37],warrant:[6,33,34],wast:[3,35,36],watch:[3,4,22],wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,31,32,33,34,37],weak:[9,10,14],weather:[1,12,36,37],web:[22,26,28,30,31],weblink:25,webpag:30,websit:[6,23,24,26,30],wedg:[8,27],wednesdai:[28,30,33,34,35,36,37],wee:11,week:[0,5,6,7,24,25,26,28],weekli:[22,24,28,29,30,36],weight:[0,1,2,3,6,7,9,10,12,13,24,25,27,31,34,35,36],weigth:2,welcom:[8,22],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,19,20,21,22,23,24,25,27,29,30,31,32,33,34,35,36,37],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,27,30,31,33,34,36,37],wessel:[0,18,24,30,31,32,33],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,22,23,24,25,27,34,35,36,37],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,21,23,24,25,27,30,31,32,33,34,37],whenev:[13,21,27,35,36],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,24,25,27,28,30,31,32,33,34,35,36,37],wherea:[6,27,33],wherein:[1,12,36,37],whether:[0,3,5,7,9,24,25,27,30,32,34],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,30,31,32,33,34,37],whichev:[1,3],white:9,whiteboard:[19,31,32,33,34,35],who:[0,26,30],whole:[1,3,4,5,9,11,13,32,33,35,36,37],whose:[0,6,10,27,31,33],whow:[11,31],whrn:33,why:[0,1,3,6,13,21,24,32,34,35],wide:[0,1,3,6,7,12,15,22,23,24,30,33,34,36,37],widehat:[6,33],width:[0,2,3,8,9,30],wieringen:[0,18,24,30,31,32,33],win:10,wind:9,wing:[28,30],winther:2,wiothout:[6,31,32],wiscons:[7,34],wisconsin:[10,25],wisdom:[6,32],wise:[0,1,5,12,13,31,35,36,37],wish:[0,2,5,7,8,11,13,14,23,24,25,30,31,34,35],with_std:[0,31,33],wither:6,within:[0,2,3,4,7,9,12,13,14,27,29,30,34,35,37],withinclust:14,without:[0,1,5,6,8,9,11,12,13,21,25,30,31,32,33,35,36,37],without_trac:[3,4],won:[0,30],wonder:8,woodi:30,word:[0,1,3,4,5,6,7,14,27,30,31,32,33],work:[0,1,4,6,7,8,9,13,15,21,22,24,25,26,27,28,30,31,33,34,35,36,37],worker:[3,4],workshop:30,world:[0,8,30,31],worldwid:[0,30],wors:[0,1,3,4,6,30,33],worst:9,worth:9,worthi:[24,25],would:[0,1,3,5,6,7,8,9,10,11,12,13,23,24,25,27,30,31,32,33,34,35,36,37],wrap:[6,23,30],wrap_util:[2,13,36],wrapper:[0,30],write:[0,1,2,3,5,6,7,8,12,13,15,16,17,20,21,23,24,30,31,33,34,35,36,37],written:[0,2,3,5,11,12,13,16,22,23,24,25,27,30,31,32,33,34,35,36,37],wrong:[1,8,37],wrongli:10,wrote:[5,11,31],wrt:[2,10,13,21,35,36],wth:[10,13,21,35,36],www:[22,23,24,25,29,30],wx_1:8,x0:8,x1:[4,8,9,10,13,35,36],x1_exampl:8,x1d:8,x2:[8,9,10,13,35,36],x2d:[8,11],x2d_train:11,x2dsl:11,x3:8,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,27,30,33,34,35,36,37],x_0:[0,5,11,23,30,31,32,33],x_1:[0,2,5,6,7,8,9,10,11,13,23,27,30,31,32,33,34,35,36,37],x_2:[0,2,5,6,7,8,9,10,11,13,23,27,30,31,33,34,35,36,37],x_3:[8,23,27],x_4:23,x_:[0,2,3,5,6,8,10,11,13,14,18,23,24,27,30,31,32,33,34,35],x_center:11,x_data:[1,37],x_data_ful:[1,37],x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,23,27,30,31,32,33,34,35,36,37],x_input:2,x_ix_:[0,30],x_iy_i:8,x_j:[0,2,8,9,12,16,27,31,36,37],x_jy_j:8,x_k:[12,14,23,27,31,36,37],x_l:27,x_m:[6,12,23,27,33,36,37],x_n:[0,2,3,6,8,11,12,13,23,27,30,33,34,35,36,37],x_new:[9,10],x_offset:[6,31,32],x_output:2,x_p:[3,7,9,34],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_small:[13,35,36],x_test:[0,1,3,5,6,7,9,10,11,30,31,32,33,34,37],x_test_own:6,x_test_scal:[0,6,7,9,10,11,31,32,33],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,30,31,32,33,34,37],x_train_mean:[6,31,32,33],x_train_own:6,x_train_scal:[0,6,7,9,10,11,31,32,33],x_val:1,xarrai:[22,30],xavier:1,xbnew:[13,34,35],xcode:[0,15,22,24,30],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13,21,35,36],xi_1:8,xi_:8,xi_i:8,xinv:[32,36,37],xk:8,xla:[3,4,13,21,22,30,35,36],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,24,27,30,31,32,33,34,35,36],xlim:[6,10,33],xm:9,xmesh:[13,35],xnew:[0,13,21,30,34,35,36],xp:27,xpanda:[0,31],xpd:[5,11,31],xplot:0,xs:9,xscale:[0,31],xsr:9,xt_x:[13,21,34,35,36],xtest:[6,33,34],xtick:[3,6,8,9,33],xtrain:[6,33,34],xu:[0,30],xx:[0,23,30],xy:[0,6,8,23,24,30],xytext:8,xz:[23,30],y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,27,30,31,32,33,34,35,36,37],y_0:[0,5,11,23,30,31,32,33],y_1:[0,5,8,9,11,13,23,30,31,32,33,34,35],y_1y_1:8,y_1y_1k:8,y_1y_2:8,y_1y_2k:8,y_1y_n:8,y_1y_nk:8,y_2:[0,5,8,9,11,23,30,31],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,23],y_4:23,y_:[0,1,5,6,10,11,23,30,31,32,33,37],y_data:[0,1,5,6,30,31,32,33,34,37],y_data_ful:[1,37],y_decis:8,y_fit:[0,31],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,18,19,23,24,25,30,31,32,33,34,35,36,37],y_if_:10,y_ix_:[0,30],y_ix_i:[7,8,13,31,34,35],y_iy_jk:8,y_j:[6,8,12,19,24,33,36,37],y_k:[12,36,37],y_m:23,y_model:[0,4,5,6,30,31,32,33,34],y_n:[8,13,34,35],y_ny_1:8,y_ny_1k:8,y_ny_2:8,y_ny_2k:8,y_ny_n:8,y_ny_nk:8,y_offset:[6,31,32],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,31,32,33,34,37],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10,34],y_scaler:[6,32,33],y_test:[0,1,3,4,5,6,7,9,10,11,30,31,32,33,34,37],y_test_onehot:[1,37],y_test_predict:[0,31],y_test_scal:33,y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,30,31,32,33,34,37],y_train_mean:[6,31,32],y_train_onehot:[1,37],y_train_predict:[0,31],y_train_scal:[6,32,33],y_val:1,yand:[36,37],ye:[3,6,7,33,34],year:[0,22,30],yet:[0,1,6,8,11,13,30,34,35,36,37],yi:[13,21,35,36],yield:[0,2,5,6,8,10,12,13,14,23,27,30,32,33,34,35,36,37],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,24,27,30,31,32,33,34,35,36],ylim:[3,6,33],ym:9,ymesh:[13,35],yn:0,yo:[8,9,10],yor:[36,37],yoshua:[1,29],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,19,20,21,22,23,24,25,27,28,29,31,32,33,34,35,36,37],young:[0,30],your:[1,2,4,5,6,8,11,13,17,19,20,21,22,23,24,32,33,34,35,36,37],yourself:[11,13,30,35],youtub:22,ypred:[6,33,34],ypredict2:[13,21,34,35,36],ypredict:[0,13,21,30,31,34,35,36],ypredictlasso:[5,32],ypredictol:[0,5,32,33],ypredictown:[6,31,32],ypredictownridg:[6,32],ypredictridg:[0,5,6,32,33,34],ypredictskl:[6,31,32],yridg:30,ys:9,ytest:[6,33,34],ytick:[3,6,8,9,33],ytild:[0,6,30,31,33],ytilde_test_ol:33,ytilde_test_ridg:33,ytildelasso:[5,32],ytildenp:[0,30,31],ytildeol:[0,5,32],ytildeownridg:[6,32],ytilderidg:[5,6,32],ytrain:[6,33,34],yx:[23,30],yxor:[36,37],yy:[23,30],yz:[23,30],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,23,24,27,30,31,33,34,35,36,37],z_0:[23,30],z_1:[23,30],z_2:[23,30],z_:[1,2,12,23,30,37],z_c:[1,37],z_h:[1,37],z_hidden:2,z_i:[1,12,36,37],z_j:[1,12],z_k:[12,31,37],z_m:[1,37],z_mod:9,z_o:[1,37],z_output:2,zaman:27,zaxi:[6,24],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,23,24,27,30,31,32,33,34,35,36,37],zeros_lik:4,zeroth:31,zfill:4,zip:[2,4,6,13,36],zm_h:[0,30],zn:[0,31],zone:[0,31],zoom:30,zx:[23,30],zy:[23,30],zz:[23,30]},titles:["3. Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Exercises week 37","Exercises week 38","Exercises week 39","Exercises week 41","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 13 (Midnight)","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Statistical interpretation of Linear Regression and Resampling techniques","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization","Week 39: Optimization and Gradient Methods","Week 40: Gradient descent methods (continued) and start Neural networks","Week 41 Neural networks and constructing a neural network code"],titleterms:{"1":[0,15,16,17,18,24,30,31],"12":37,"13":25,"14":33,"2":[0,15,16,17,18,25,30,31],"2023":[24,28],"21":34,"23":34,"3":[0,15,16,30,31],"31":31,"34":[15,30],"35":[16,31],"36":[17,32],"37":[18,33],"38":[19,34],"39":[20,21,35],"4":[0,31],"40":[21,36],"41":[21,37],"5":0,"7":32,"9":24,"case":[8,10,27,31,32,34,35],"class":34,"do":[1,30,32,33,35,36,37],"final":[12,21,25,31,32,35,36,37],"function":[0,1,6,7,8,10,11,12,13,21,24,25,27,30,31,32,33,34,35,36,37],"import":[5,21,23,30,31,32],"new":[4,32,33],A:[0,1,4,8,9,21,30,32,33,34],AND:[36,37],And:[21,30,31,32,34,35,36],But:[21,35,36],In:28,Ising:6,OR:[36,37],The:[0,1,2,3,5,6,7,8,9,11,12,17,22,30,31,32,33,34,35,36,37],To:[30,31],With:[4,32],about:[30,31],abov:32,activ:[1,12,25,32,36,37],ad:[0,6,17,24,30,31,36,37],adaboost:10,adagrad:[13,21,35,36],adam:[13,21,35,36],adapt:[10,21,35,36],adjust:[1,37],advanc:21,adversari:4,again:[3,9,34],ai:30,aim:[8,9,17,18,19,20,21,30],aka:[30,31],al:21,algebra:[23,30],algorithm:[9,10,11,12,21,25,31,35,36,37],algortithm:[13,34,35],all:8,an:[0,4,10,30],analys:[5,31],analysi:[0,5,6,11,22,24,25,27,30,31,32,33],analyt:[0,16,17,21],ani:[13,34,35],anoth:[9,32,33],appli:22,approach:[0,8,14,30,33,35,36],approxim:[12,37],architectur:[1,37],argument:[35,36],arrai:[23,30],artifici:[36,37],assist:28,assumpt:[32,33],august:31,autocorrel:27,autograd:[2,13,21,35,36],automat:[13,21,35,36],avoid:[35,36],b:[17,24,25,35,36],back:[1,11,12,37],background:[22,24,25,33],bag:10,base:[13,21,33,35,36],basic:[0,5,7,9,10,11,23,31,32,33,34],batch:[1,35,36],bay:[5,32,33],befor:11,beta:[32,33],better:[8,36,37],bia:[6,24,33],bias:37,binari:[1,37],bind:30,bird:10,boldsymbol:[31,32,33],boost:10,bootstrap:[6,10,33],boston:[0,31],breast:1,brief:[30,33,34,35],bring:[12,37],build:[1,3,9],c:[24,25,30],calcul:31,can:[21,30,33,35,36],cancer:[1,7,9,11,34],cart:9,center:31,central:[13,22,27,33,34,35],chain:[12,37],challeng:34,chang:10,channel:30,chi:[0,30],choos:[1,37],cifar01:3,classic:11,classif:[1,9,10,25,34,37],classifi:[8,34],clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,21,25,30,31,32,33,34,35,36,37],collect:[1,3,37],come:34,commun:30,compact:34,compar:[2,10],comparison:32,compet:[21,35,36],complet:31,complex:[0,6,24,31],complic:[6,35,36],compon:11,comput:[9,35,36],computation:33,computerlab:30,con:9,concept:27,condit:[32,33,34,35],confid:33,conjug:[13,35],construct:37,continu:36,contn:30,convex:[8,13,34,35],convolut:[3,12,36,37],correctli:[32,33],correl:[11,31,34],correspond:[34,35],cost:[1,10,31,32,33,34,35,37],cours:[22,29,30],covari:[5,11,27,31],cover:30,critic:25,cross:[6,24,33,34],cython:30,d:[24,25],data:[0,1,3,6,7,9,11,15,16,22,24,27,30,31,32,34,37],dataset:[1,3,37],deadlin:[24,25,30],decai:[2,35,36],decis:[9,10],decomposit:[5,11,17,23,31],deep:[1,2,34],defin:[1,30,37],definit:37,degre:[0,31],deliveri:[24,25],delta:33,dens:[0,30],deriv:[5,12,31,32,33,34,35,37],descent:[2,10,13,21,25,34,35,36],descript:24,design:31,detail:[3,30],develop:[1,37],diagon:11,differ:[8,25,35,36],different:21,differenti:[2,13,35,36],diffus:2,dimension:[2,3,8,24,31],directli:[35,36],disadvantag:9,discret:27,discuss:34,distribut:[5,27,32,33],distrubut:[32,33],doe:[31,32,36,37],domain:27,dot:[35,36],down:1,dropout:1,e:[24,25],each:34,economi:31,electron:[24,25],element:[0,27,30,35,36],elimin:23,energi:30,ensembl:10,entropi:[9,34],environ:[0,15,30],equat:[0,2,12,30,31,32,34,35,37],error:[0,10,30,31,33],essenti:30,estim:[32,33],et:21,etc:30,euler:2,evalu:[1,25,37],exampl:[0,1,2,3,4,6,7,8,9,10,21,30,31,32,33,34,35,36,37],exercis:[0,6,15,16,17,18,19,20,21,30,31,33],expect:[18,27,32,33],expens:33,experi:27,explor:[0,15,16,30],exponenti:2,express:[17,18,30,31,34,35],extend:[34,35],extrapol:4,extrem:[10,30],ey:10,f:[24,25],fall:28,famili:[1,30,31],famou:23,fantast:31,featur:[9,23,31],feed:[1,12,36,37],find:[33,35,36],fine:1,first:[4,12,25,30,31,32,34,35,37],fit:[0,10,30,32],fix:31,fold:[33,34],forc:3,forest:10,format:[24,25,30],forward:[1,2,12,36,37],fourier:3,frank:[6,24,31],freedom:[0,31],frequent:31,frequentist:[0,30],fridai:34,from:[5,10,12,21,25,31,32,33,34,35,36,37],full:[2,37],further:[3,5,31],g:24,gan:4,gate:[36,37],gaussian:23,gd:[13,21,35,36],gener:[4,9,30],geometr:[11,34,35],get:21,gini:9,good:[0,30],goodfellow:21,grade:[28,30],gradient:[1,2,10,13,21,25,34,35,36],grid:34,group:34,growth:2,ha:22,handl:[23,30,31],happen:[32,33],have:30,heard:30,hessian:[31,34,35],hidden:2,histogram:33,homework:[34,35],hous:[0,31],how:34,hyperbol:[36,37],hyperparamet:[1,37],hyperplan:8,i:1,id3:9,idea:11,ideal:[34,35],ident:[32,33],identifi:33,ii:30,iid:[32,33],illustr:[32,36,37],implement:[1,37],implic:[5,31],improv:[1,35,37],includ:[13,21,34,35,36],increment:11,independ:[32,33],index:9,inform:28,input:2,instal:[22,24,30],instructor:28,intercept:31,interpret:[5,11,30,31,32,33,34,35],interv:33,introduc:[11,13,21,31,35,36],introduct:[0,6,22,23,24,25,30,36,37],invers:[5,23,32],invert:31,iter:[10,35],its:31,jacobian:31,jax:[13,21,35,36],job:[36,37],julia:30,jungl:10,k:[33,34],kera:[1,3],kernel:[8,11],l:37,lagrangian:8,lambda:34,lasso:[5,6,24,31,32,33,34],last:[31,33,34,36],later:[5,31],layer:[1,2,3,12,37],learn:[0,1,2,11,13,14,15,16,21,22,24,25,30,31,32,33,34,35,36,37],least:[5,6,18,24,30,31,32],lectur:[30,31,32,33,34,37],level:10,librari:[22,30],likelihood:[7,32,33,34],limit:[1,13,27,33,34,35,36],linear:[0,8,13,23,25,30,31,32,34],link:[5,11,26,29,31,32,33],literatur:[24,25],logist:[7,25,30,34,35,36,37],loop:[35,36],loss:[31,34,35],lu:23,machin:[0,8,13,22,24,25,30,34,35],made:[32,33],mai:30,main:27,make:[0,9,10,15,16,30,31],mani:[10,12,37],manipul:31,margin:[32,33],mass:30,materi:[26,30,31,32,33,34],math:[5,31],mathemat:[3,5,8,31,35,36,37],matric:[5,23,30,32],matrix:[1,5,11,12,23,30,31,32,34,35,36,37],matter:[0,30],max:31,maximum:[32,33,34],mean:[0,30,31,32,34],measur:34,meet:[5,10,27,30,31],mercer:8,method:[6,9,10,13,21,24,33,34,35,36],midnight:[24,25],min:31,mini:[35,36],minibatch:[21,35,36],minim:[30,34],ml:30,mle:[32,33],mlp:[12,37],mnist:[3,4],model:[0,1,4,6,12,30,36,37],moment:[35,36],momentum:[13,21,35,36],moon:[8,9],more:[3,6,21,23,24,30,31,32,33,34,35,36],multi:[36,37],multilay:[12,36,37],multipl:[1,3,37],multipli:8,need:[24,30],network:[1,2,3,4,7,12,25,30,34,36,37],neural:[1,2,3,4,7,12,25,30,36,37],neuron:[36,37],newton:[21,34,35,36],noen:[21,35,36],non:8,normal:[0,1,33],notat:[12,36,37],note:[21,31,32,33],novemb:25,now:[1,9,13,21,32,33,35,36],nuclear:[0,30],nueral:34,numba:30,number:[0,2,21,27,31,35,36],numer:[2,24,25,27],numpi:[21,23,30,35,36],object:[3,37],obtain:11,octob:[24,37],od:2,off:[6,24],ol:[5,6,21,24,32,33,35,36],one:[2,12,34,35,37],ones:[36,37],oper:23,optim:[1,8,13,22,30,31,34,35,36,37],order:[13,21,35,36],ordinari:[5,6,18,24,30,31,32],organ:[0,30],orient:37,oslo:29,other:[4,9,11,12,23,30,31,34,36,37],our:[0,4,5,11,13,30,31,34,35,37],outcom:[22,30],output:2,overarch:[0,4,8,9,17,18,19,20,21,30,31],overview:[10,30,35,36],own:[0,10,11,15,16,25,30,31],packag:[23,30],panda:[30,31],paper:24,paramet:[30,31,34,35,36],part:[13,22,24,25,31,34,35],partial:2,pass:[1,37],pca:11,pdf:27,pencil:24,perceptron:[12,36,37],perform:[1,9,37],period:3,perspect:1,plan:[31,32,33,34,35,36,37],plot:[33,34],point:4,poisson:2,polynomi:[3,32],popul:2,practic:[13,21,28,30,35,36],pre:[1,3,37],predict:4,predictor:34,preprocess:31,prerequisit:[3,22,30],princip:11,principl:3,pro:9,probabl:[5,27,32,33],problem:[1,2,13,21,30,31,32,34,35,36,37],procedur:[9,30],process:[1,3,37],product:[35,36],program:[2,13,24,25,34,35],project:[6,24,25,30,34],prop:[13,35,36],propag:[1,12,37],properti:[5,27,31,34],python:[0,9,15,22,23,30],quick:8,r:30,random:[10,11,27,34],raphson:[34,35],rate:[21,35,36],read:[9,30,31,33],real:[6,24,30],recommend:[30,31,35,36],rectangular:32,recurr:[4,12,36,37],recurs:[35,36],reduc:[0,31],reduct:3,reformul:2,regress:[0,5,6,7,9,10,13,17,18,24,25,30,31,32,33,34,35,36,37],regular:[1,34,37],relat:31,relev:[29,31,33,34,36,37],relu:1,remark:3,remind:[6,8,30,34,35],repeat:31,replac:[13,35,36],report:[24,25],repositori:33,repres:37,requir:[2,22],resampl:[6,24,32,33],rescal:[6,32],residu:31,resourc:2,result:[31,32],revisit:[13,34,35],rewrit:[30,31,33],rewritten:34,ridg:[0,5,6,17,18,24,31,32,33,34,35],rm:[13,35,36],rmsprop:[21,35,36],rule:[12,37],s:[8,10,21,33,34,35,36],same:[13,21,33,35,36],sampl:11,scale:[31,33],schedul:[26,30],schemat:9,scheme:2,scienc:30,scikit:[0,1,11,15,16,30,31,32,33,34,35,37],search:34,second:[13,21,35,36],select:34,semest:28,sensit:[34,35],septemb:[32,33,34],session:32,set:[0,2,3,9,12,15,30,31,34,37],sgd:[13,35,36],should:1,similar:[13,21,35,36],simpl:[0,4,9,13,30,31,32,34,35,36],singl:[10,36,37],singular:[5,11,17,31],size:31,slightli:[35,36],soft:8,softmax:[1,37],softwar:[24,30],solv:[2,32,34,35],solver:13,some:[13,23,30,31,34,35],specifi:2,split:[0,15,16,30,31],squar:[0,5,6,10,18,24,30,31,32],standard:[13,31,33,35],start:[21,36],state:[0,30],statement:30,statist:[5,6,22,27,30,32,33],steepest:[10,13,34,35],step:[25,33,34,35,36],still:31,stochast:[13,21,25,27,35,36],stop:[35,36],strongli:30,studi:34,subtract:31,suggest:30,sum:33,summari:[28,30,36],superposit:3,supervis:1,support:8,svd:[5,31,32],syntax:[35,36],systemat:3,t:[31,32],taken:21,teach:[26,28],teacher:[28,30],technic:32,techniqu:[6,11,24,32],technolog:22,tensorflow:[1,3],tent:30,term:[33,37],test:[0,1,15,16,25,30,31,32,37],textbook:[29,30],than:[34,35],thei:30,theorem:[5,8,11,12,27,32,33,37],theori:27,thi:[17,18,19,20,21,30],think:31,thursdai:[31,32,33,34,37],time:[35,36],tip:[13,21,35,36],togeth:[12,37],tool:30,top:1,topic:30,toward:11,trade:[6,24],tradeoff:[6,33],train:[0,1,4,15,16,30,31,37],transform:3,tree:[9,10],tuesdai:32,tune:1,two:[3,8,22,24,31,34],type:[2,4,12,30,36,37],uio:30,understand:33,univers:[12,29,37],unsupervis:14,unsupport:[35,36],up:[0,2,9,12,15,21,30,31,33,34,37],us:[0,1,2,3,7,13,21,22,25,30,31,34,35,36,37],usag:[32,33],valid:[6,24,33,34],valu:[5,11,17,18,27,31,32,33,34],vari:[21,35,36],variabl:[27,34,35],varianc:[6,24,32,33],variou:[0,15,25,30,33,34],vector:[8,12,23,30,31,36,37],video:[35,36],view:[0,4,10,31],visual:[1,9,37],vs:3,wai:[9,21,33],warm:21,wave:2,we:[21,30,35,36],wednesdai:32,week:[15,16,17,18,19,20,21,30,31,32,33,34,35,36,37],weekend:34,weekli:[26,33],weight:37,what:[0,30,31,32,33],when:[35,36],which:[1,21,35,36],why:[30,31,33,36,37],wisconsin:[7,34],wrap:[31,33],write:[4,11,25,32],x:[31,32],xgboost:10,xor:[36,37],yet:32,you:30,your:[0,10,15,16,25,30,31],yourself:34,z_j:37}}) \ No newline at end of file diff --git a/doc/LectureNotes/_build/jupyter_execute/exercisesweek41.ipynb b/doc/LectureNotes/_build/jupyter_execute/exercisesweek41.ipynb index 6dfba1160..4a84c43ea 100644 --- a/doc/LectureNotes/_build/jupyter_execute/exercisesweek41.ipynb +++ b/doc/LectureNotes/_build/jupyter_execute/exercisesweek41.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "59b40432", + "id": "e3354581", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "0c67e680", + "id": "8d5fc499", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "c36ec93d", + "id": "d3ef3596", "metadata": { "editable": true }, @@ -82,7 +82,7 @@ }, { "cell_type": "markdown", - "id": "38303814", + "id": "9940e21b", "metadata": { "editable": true }, @@ -92,7 +92,7 @@ }, { "cell_type": "markdown", - "id": "f68b9c20", + "id": "6559d6d2", "metadata": { "editable": true }, @@ -105,7 +105,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "4dfe5e82", + "id": "021b66d2", "metadata": { "collapsed": false, "editable": true @@ -116,20 +116,20 @@ "output_type": "stream", "text": [ "Own inversion\n", - "[[3.97594511]\n", - " [2.99866581]]\n", - "Eigenvalues of Hessian Matrix:[0.39890447 3.73456649]\n", + "[[3.83505053]\n", + " [3.09726322]]\n", + "Eigenvalues of Hessian Matrix:[0.27717261 4.34154132]\n", "theta from own gd\n", - "[[3.97594511]\n", - " [2.99866581]]\n", + "[[3.83505053]\n", + " [3.09726322]]\n", "theta from own sdg\n", - "[[3.94814932]\n", - " [2.97879245]]\n" + "[[3.77589027]\n", + " [3.07286416]]\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -215,7 +215,7 @@ }, { "cell_type": "markdown", - "id": "9671e6bc", + "id": "d8e7110b", "metadata": { "editable": true }, @@ -228,7 +228,7 @@ }, { "cell_type": "markdown", - "id": "1d74a9cd", + "id": "74a7859a", "metadata": { "editable": true }, @@ -243,7 +243,7 @@ }, { "cell_type": "markdown", - "id": "8abf1570", + "id": "619df8e8", "metadata": { "editable": true }, @@ -255,7 +255,7 @@ }, { "cell_type": "markdown", - "id": "17a32c59", + "id": "c759cfc4", "metadata": { "editable": true }, @@ -273,7 +273,7 @@ }, { "cell_type": "markdown", - "id": "2956cf09", + "id": "0a4571f9", "metadata": { "editable": true }, @@ -292,7 +292,7 @@ }, { "cell_type": "markdown", - "id": "9c55e40e", + "id": "9bebfdd9", "metadata": { "editable": true }, @@ -304,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "b60fe832", + "id": "c9e635e8", "metadata": { "editable": true }, @@ -314,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "51c2673d", + "id": "eb544f8b", "metadata": { "editable": true }, @@ -328,7 +328,7 @@ }, { "cell_type": "markdown", - "id": "1801af52", + "id": "d088ad85", "metadata": { "editable": true }, @@ -348,7 +348,7 @@ }, { "cell_type": "markdown", - "id": "c0c6253b", + "id": "937063d3", "metadata": { "editable": true }, @@ -363,7 +363,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "dcd56458", + "id": "e08215a6", "metadata": { "collapsed": false, "editable": true @@ -374,9 +374,9 @@ "output_type": "stream", "text": [ "Own inversion\n", - "[[4.09527217]\n", - " [3.02622906]]\n", - "Eigenvalues of Hessian Matrix:[0.34998197 4.32265589]\n" + "[[3.81651921]\n", + " [3.10399758]]\n", + "Eigenvalues of Hessian Matrix:[0.30971881 4.52950417]\n" ] }, { @@ -384,13 +384,13 @@ "output_type": "stream", "text": [ "theta from own gd\n", - "[[4.09527217]\n", - " [3.02622906]]\n" + "[[3.81651921]\n", + " [3.10399758]]\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -457,7 +457,7 @@ }, { "cell_type": "markdown", - "id": "6502c1ea", + "id": "623ad923", "metadata": { "editable": true }, @@ -468,7 +468,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "fa89613b", + "id": "b7fe53c1", "metadata": { "collapsed": false, "editable": true @@ -481,73 +481,73 @@ "Own inversion\n", "[[4.]\n", " [3.]]\n", - "Eigenvalues of Hessian Matrix:[0.28837459 4.42584543]\n", - "0 [-15.52856208] [-17.65196615]\n", - "1 [-0.3842967] [0.3228044]\n", - "2 [-0.3592571] [0.30177145]\n", - "3 [-0.335849] [0.28210895]\n", - "4 [-0.3139661] [0.26372759]\n", - "5 [-0.29350903] [0.2465439]\n", - "6 [-0.27438488] [0.23047985]\n", - "7 [-0.25650679] [0.21546249]\n", - "8 [-0.23979359] [0.20142361]\n", - "9 [-0.22416937] [0.18829946]\n", - "10 [-0.20956318] [0.17603044]\n", - "11 [-0.19590868] [0.16456084]\n", - "12 [-0.18314387] [0.15383855]\n", - "13 [-0.17121077] [0.1438149]\n", - "14 [-0.1600552] [0.13444436]\n", - "15 [-0.14962649] [0.12568438]\n", - "16 [-0.13987729] [0.11749517]\n", - "17 [-0.13076331] [0.10983954]\n", - "18 [-0.12224317] [0.10268273]\n", - "19 [-0.11427818] [0.09599224]\n", - "20 [-0.10683216] [0.08973767]\n", - "21 [-0.0998713] [0.08389064]\n", - "22 [-0.09336399] [0.07842458]\n", - "23 [-0.08728068] [0.07331468]\n", - "24 [-0.08159374] [0.06853772]\n", - "25 [-0.07627734] [0.06407201]\n", - "26 [-0.07130734] [0.05989727]\n", - "27 [-0.06666117] [0.05599455]\n", - "28 [-0.06231773] [0.05234611]\n", - "29 [-0.0582573] [0.0489354]\n", + "Eigenvalues of Hessian Matrix:[0.28641189 4.39287528]\n", + "0 [-15.65565751] [-18.44347438]\n", + "1 [-0.02618169] [0.02215597]\n", + "2 [-0.02447466] [0.02071142]\n", + "3 [-0.02287894] [0.01936105]\n", + "4 [-0.02138725] [0.01809873]\n", + "5 [-0.01999282] [0.01691871]\n", + "6 [-0.0186893] [0.01581562]\n", + "7 [-0.01747077] [0.01478446]\n", + "8 [-0.01633169] [0.01382052]\n", + "9 [-0.01526688] [0.01291943]\n", + "10 [-0.01427149] [0.0120771]\n", + "11 [-0.013341] [0.01128968]\n", + "12 [-0.01247118] [0.0105536]\n", + "13 [-0.01165807] [0.00986552]\n", + "14 [-0.01089797] [0.00922229]\n", + "15 [-0.01018743] [0.00862101]\n", + "16 [-0.00952322] [0.00805892]\n", + "17 [-0.00890232] [0.00753349]\n", + "18 [-0.00832189] [0.00704231]\n", + "19 [-0.00777931] [0.00658316]\n", + "20 [-0.00727211] [0.00615394]\n", + "21 [-0.00679797] [0.00575271]\n", + "22 [-0.00635475] [0.00537764]\n", + "23 [-0.00594042] [0.00502702]\n", + "24 [-0.00555311] [0.00469926]\n", + "25 [-0.00519105] [0.00439287]\n", + "26 [-0.0048526] [0.00410646]\n", + "27 [-0.00453622] [0.00383872]\n", + "28 [-0.00424046] [0.00358844]\n", + "29 [-0.00396398] [0.00335448]\n", "theta from own gd\n", - "[[3.81114345]\n", - " [3.15863713]]\n", - "0 [-0.05446143] [0.04574692]\n", - "1 [-0.05091289] [0.04276619]\n", - "2 [-0.046531] [0.03908546]\n", - "3 [-0.04218461] [0.03543455]\n", - "4 [-0.03813208] [0.03203047]\n", - "5 [-0.03443175] [0.02892224]\n", - "6 [-0.03107818] [0.02610528]\n", - "7 [-0.02804715] [0.02355925]\n", - "8 [-0.02531037] [0.0212604]\n", - "9 [-0.02284019] [0.01918548]\n", - "10 [-0.02061094] [0.01731293]\n", - "11 [-0.01859922] [0.01562311]\n", - "12 [-0.01678384] [0.01409821]\n", - "13 [-0.01514564] [0.01272215]\n", - "14 [-0.01366733] [0.01148039]\n", - "15 [-0.01233332] [0.01035984]\n", - "16 [-0.01112952] [0.00934865]\n", - "17 [-0.01004321] [0.00843617]\n", - "18 [-0.00906293] [0.00761275]\n", - "19 [-0.00817834] [0.0068697]\n", - "20 [-0.00738008] [0.00619918]\n", - "21 [-0.00665974] [0.0055941]\n", - "22 [-0.00600971] [0.00504808]\n", - "23 [-0.00542313] [0.00455536]\n", - "24 [-0.0048938] [0.00411073]\n", - "25 [-0.00441613] [0.0037095]\n", - "26 [-0.00398509] [0.00334743]\n", - "27 [-0.00359612] [0.0030207]\n", - "28 [-0.00324512] [0.00272586]\n", - "29 [-0.00292838] [0.0024598]\n", + "[[3.98706221]\n", + " [3.01094846]]\n", + "0 [-0.00370554] [0.00313577]\n", + "1 [-0.00346394] [0.00293132]\n", + "2 [-0.00316561] [0.00267887]\n", + "3 [-0.00286972] [0.00242847]\n", + "4 [-0.00259385] [0.00219502]\n", + "5 [-0.00234197] [0.00198187]\n", + "6 [-0.00211371] [0.00178871]\n", + "7 [-0.00190742] [0.00161414]\n", + "8 [-0.00172117] [0.00145652]\n", + "9 [-0.00155308] [0.00131428]\n", + "10 [-0.00140139] [0.00118591]\n", + "11 [-0.00126452] [0.00107008]\n", + "12 [-0.00114101] [0.00096557]\n", + "13 [-0.00102956] [0.00087126]\n", + "14 [-0.000929] [0.00078616]\n", + "15 [-0.00083826] [0.00070937]\n", + "16 [-0.00075639] [0.00064009]\n", + "17 [-0.00068251] [0.00057757]\n", + "18 [-0.00061585] [0.00052115]\n", + "19 [-0.0005557] [0.00047025]\n", + "20 [-0.00050142] [0.00042432]\n", + "21 [-0.00045244] [0.00038288]\n", + "22 [-0.00040825] [0.00034548]\n", + "23 [-0.00036838] [0.00031174]\n", + "24 [-0.0003324] [0.00028129]\n", + "25 [-0.00029993] [0.00025381]\n", + "26 [-0.00027064] [0.00022902]\n", + "27 [-0.0002442] [0.00020665]\n", + "28 [-0.00022035] [0.00018647]\n", + "29 [-0.00019883] [0.00016826]\n", "theta from own gd wth momentum\n", - "[[3.99083639]\n", - " [3.00769731]]\n" + "[[3.9993736 ]\n", + " [3.00053008]]\n" ] } ], @@ -609,7 +609,7 @@ }, { "cell_type": "markdown", - "id": "ac5271c6", + "id": "749000b3", "metadata": { "editable": true }, @@ -620,7 +620,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "0def25cd", + "id": "e7b4abe1", "metadata": { "collapsed": false, "editable": true @@ -631,17 +631,17 @@ "output_type": "stream", "text": [ "Own inversion\n", - "[[3.83190841]\n", - " [2.9998542 ]]\n", - "Eigenvalues of Hessian Matrix:[0.27971414 4.455592 ]\n", - "0 [-12.5786304] [-15.41021561]\n", - "1 [-2.79550688e-15] [-2.24968001e-16]\n", - "2 [-2.2941718e-16] [-4.20820528e-16]\n", - "3 [4.95697233e-16] [5.72742343e-16]\n", - "4 [4.95697233e-16] [5.72742343e-16]\n", + "[[3.92351924]\n", + " [3.025027 ]]\n", + "Eigenvalues of Hessian Matrix:[0.33104875 3.95055425]\n", + "0 [-11.75315452] [-11.48461009]\n", + "1 [3.84783351e-15] [-1.7484672e-15]\n", + "2 [-4.8897518e-16] [-4.48356153e-16]\n", + "3 [4.61653285e-16] [3.79106945e-16]\n", + "4 [-4.8897518e-16] [-4.48356153e-16]\n", "beta from own Newton code\n", - "[[3.83190841]\n", - " [2.9998542 ]]\n" + "[[3.92351924]\n", + " [3.025027 ]]\n" ] } ], @@ -688,7 +688,7 @@ }, { "cell_type": "markdown", - "id": "4a8fec1d", + "id": "d47c2b1c", "metadata": { "editable": true }, @@ -700,7 +700,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "00658ea8", + "id": "e2b04ba9", "metadata": { "collapsed": false, "editable": true @@ -711,24 +711,30 @@ "output_type": "stream", "text": [ "Own inversion\n", - "[[3.93988393]\n", - " [3.06578047]]\n", - "Eigenvalues of Hessian Matrix:[0.34100913 4.27547557]\n", + "[[4.08928088]\n", + " [2.79578306]]\n", + "Eigenvalues of Hessian Matrix:[0.31588332 4.45642521]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "theta from own gd\n", - "[[3.93988393]\n", - " [3.06578047]]\n" + "[[4.08928088]\n", + " [2.79578306]]\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { - "image/png": "/Users/mhjensen/Teaching/MachineLearning/doc/LectureNotes/_build/jupyter_execute/exercisesweek41_22_1.png" + "image/png": "/Users/mhjensen/Teaching/MachineLearning/doc/LectureNotes/_build/jupyter_execute/exercisesweek41_22_2.png" } }, "output_type": "display_data" @@ -738,8 +744,8 @@ "output_type": "stream", "text": [ "theta from own sdg\n", - "[[3.92648983]\n", - " [3.07020234]]\n" + "[[4.10188623]\n", + " [2.87242312]]\n" ] } ], @@ -821,7 +827,7 @@ }, { "cell_type": "markdown", - "id": "584dbef3", + "id": "f6d7455a", "metadata": { "editable": true }, @@ -832,7 +838,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "2908775e", + "id": "40a68e4f", "metadata": { "collapsed": false, "editable": true @@ -843,15 +849,15 @@ "output_type": "stream", "text": [ "Own inversion\n", - "[[4.12998822]\n", - " [2.78886274]]\n", - "Eigenvalues of Hessian Matrix:[0.3303366 4.33020191]\n", + "[[3.84094234]\n", + " [3.01300561]]\n", + "Eigenvalues of Hessian Matrix:[0.26776828 4.97262227]\n", "theta from own gd\n", - "[[4.12921833]\n", - " [2.78951443]]\n", + "[[3.83774539]\n", + " [3.01544605]]\n", "theta from own sdg with momentum\n", - "[[4.10156593]\n", - " [2.7748567 ]]\n" + "[[3.8186717 ]\n", + " [3.06511966]]\n" ] } ], @@ -927,7 +933,7 @@ }, { "cell_type": "markdown", - "id": "d5b4691f", + "id": "d1f7f38d", "metadata": { "editable": true }, @@ -943,7 +949,7 @@ }, { "cell_type": "markdown", - "id": "9e0f6972", + "id": "b85cc96c", "metadata": { "editable": true }, @@ -954,7 +960,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "5c39eaa6", + "id": "3ced9e13", "metadata": { "collapsed": false, "editable": true @@ -975,9 +981,9 @@ "output_type": "stream", "text": [ "theta from own AdaGrad\n", - "[[1.9978254 ]\n", - " [3.01066976]\n", - " [3.98914003]]\n" + "[[2.00019432]\n", + " [2.99888222]\n", + " [4.00105497]]\n" ] } ], @@ -1034,7 +1040,7 @@ }, { "cell_type": "markdown", - "id": "234e9738", + "id": "ed1fa9e4", "metadata": { "editable": true }, @@ -1044,7 +1050,7 @@ }, { "cell_type": "markdown", - "id": "53f908ed", + "id": "787b2b5e", "metadata": { "editable": true }, @@ -1060,7 +1066,7 @@ }, { "cell_type": "markdown", - "id": "ab2867c0", + "id": "ac61b6e0", "metadata": { "editable": true }, @@ -1071,7 +1077,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "cb5dcea3", + "id": "5febac4f", "metadata": { "collapsed": false, "editable": true @@ -1092,9 +1098,9 @@ "output_type": "stream", "text": [ "theta from own RMSprop\n", - "[[1.99984215]\n", - " [2.99767262]\n", - " [3.99944037]]\n" + "[[1.9996357 ]\n", + " [3.00788598]\n", + " [3.99589367]]\n" ] } ], @@ -1157,7 +1163,7 @@ }, { "cell_type": "markdown", - "id": "4c415477", + "id": "ee8a6301", "metadata": { "editable": true }, @@ -1173,7 +1179,7 @@ }, { "cell_type": "markdown", - "id": "5bf0aa76", + "id": "b2d0f16b", "metadata": { "editable": true }, @@ -1184,7 +1190,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "17bd80f0", + "id": "59349e6f", "metadata": { "collapsed": false, "editable": true @@ -1205,9 +1211,9 @@ "output_type": "stream", "text": [ "theta from own ADAM\n", - "[[1.99988325]\n", - " [3.00072412]\n", - " [3.99932732]]\n" + "[[2.0001042 ]\n", + " [2.99949077]\n", + " [4.00048049]]\n" ] } ], @@ -1275,7 +1281,7 @@ }, { "cell_type": "markdown", - "id": "f16e27bd", + "id": "1d490115", "metadata": { "editable": true }, @@ -1291,7 +1297,7 @@ }, { "cell_type": "markdown", - "id": "279eb2a4", + "id": "3bc7785a", "metadata": { "editable": true }, @@ -1302,7 +1308,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "a88c09b3", + "id": "f1090d5e", "metadata": { "collapsed": false, "editable": true @@ -1319,7 +1325,7 @@ }, { "cell_type": "markdown", - "id": "cd958e85", + "id": "ac6bf976", "metadata": { "editable": true }, @@ -1330,7 +1336,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "41d78257", + "id": "ed55121d", "metadata": { "collapsed": false, "editable": true @@ -1347,7 +1353,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 11, @@ -1408,7 +1414,7 @@ }, { "cell_type": "markdown", - "id": "4755b5a9", + "id": "4a994430", "metadata": { "editable": true }, @@ -1419,7 +1425,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "a74afe50", + "id": "863db98d", "metadata": { "collapsed": false, "editable": true @@ -1436,7 +1442,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 12, diff --git a/doc/LectureNotes/_build/jupyter_execute/exercisesweek41_16_2.png b/doc/LectureNotes/_build/jupyter_execute/exercisesweek41_16_2.png index 641eb172937c996d76cc8b7f92819aadc10f6092..e5435f4eb9a2757742aaf19784747ff81ff9cda0 100644 GIT binary patch literal 22666 zcmdqJbx@U2^fr0`2?=Rw5D)?B?rudX5u_WWyHk*E1f*NKyGuHyyGyz|?mqtF`|fY< zo%!bedC!ak9?rYp{jR;%+Ru8{vrmxxM=3O9LSzU8f+iy^t_Xp^ia{VST}TMvofGbd zPVj@rUP9Gg$;!yyN!Qj8@lmV5^Yc*sl+XS$%`A&s40DZ~c(98i!BBu#>}gaZ zL>#3-zBqH1n%$eF|e_H?~Yo@q#{UTi!~~ZhQ3K=MIAf{vFC%d39%Fw%MwC+eevP4&bCLA z;&Acs^yjL+?o8xkcXV`MkdlULHM@%Bj!!x_OJ=oKjtGV@wOqr>$jBf)e=gD!PEu|( zlt?&VqS^Q|h1Wq;N9Pq5Hg+-R9S#@lqLNa%K_3?X{c)$!oob^agX8{;&$PA|$;IAuPm{};_0^)&`tfR~$)8Mk$jWw_ zm;dKNiBhfRGQBS3oeS5&B(4#9Bsd89Gsy_jur#kn0yg7e@#Pkea;GD$rpr0AnHmcs z;4uDeZNlT1txu19M#ITL@!FmQy1KeQ1>88n{aNg`Wbg0KMx4)vxH7Ar8zsYp{H#hBgO5KW_lk=rg?ne%{hfIl((V{PG^r~eL=vr`D zk@}+%`G*m4WvY~FLA>D*U#!&3TZ)bU`oQA#=q@fLwH`p`*=9E)5D!4lU748_`}4Kv@r;_bw=+SXq%fk^=)Y8m zLonuRt?&#D4cF$X&GZ%<94L5s)z0^(<$lD*e(|tyajB=Fqr;96daT=7sIQ#mg;2bG z`wr*j%fz_N&CTazWMnK(hZ^G*qynyiGc&3-XIme}D>^zvF-b`o3m#`xYb{eCuYjK$ zUkYk_-sC`D2|k=FjaPtB2?FkJb9?@Eyh6b35(z@_=8Yr{E^a~`SWPtu1_1$qqsK>V z>W}Q|f>ulXFv7`vPQ&{%+HMEcgm)%WMG4LuQBtP+cBdPCM)P5$0^pLPmb;SK(~l{< zL5!LWKU23iHjp5ng<3^?5fb9iNO(W}?&%5n_6@euL-20Dl7fatTBF7N3lh1wklB0j^Ic|g8A1b;3Me5OZT>WMur>R!~p~3=RF=7efsLk&uv>Dc45? z{)LHyV=%|a&W=MV70x~%U%r)N%7zVDa64+w1Iry|lmVWAoRM+(oS&BVxp#)pCuwQv zu+47PSys~tn#yewUVH1Ei?~pHmX7`Ua@o!R^wRQ$u{+hfdrphFXU$p>YioK?_pQ4- zY{bOE`gVG1JHB4hcqnRP!%}0lY*{nnc37X=eYfDcSA6|=cf_LKjcQ@IJF#>s@(Kz*J3Bjs^UB(ef5)h}#L=bWl5KKu;*VCV20m6*0L$5!p`{@wfcHV?NB8V&Z(fwNt&_@b{I z9a&x0?Ugh_Ab3n#>~0>iva(?wEl-bk&VO^_%Umx^QGxYWS6A@`T&s#`@dNqM?ocsl zRTUMZ^T*HIeBd&s_fEW?uDq_dlB}4G2JsBg)Ij1SuWO<|$B` zuoG@_5g_h7lO*w>+KDxBr?>}O6~e%aLF9L^-fNXtMH`G z@qn=9;ZnWQ;;3%@1;pRGr~sHdGcT{VO6z$dmsNPP+f^dNe3>p>iFWH@+*Re}&Behy zUQ0_0*sI!s8Oq(REbVtjVL-eWo|JtGQAx_nqv5~Z$pXtv{DMp{6y)-{+p@qWEHnQ= ze(5a9FlK04yeRdOP*Wo$b=@Hc4hRdp;U~8ZMRzEHFUW-V>ts*Dva+G$AE=(LdxWe( zz~~*XwEyI^AUt;!SaRKCm;fe-XVT`h-~xeyO2Ui7)O?PGjDqr~(aCDuq+&RQPyhb< zq=fgJmq^Hy|MBsvb$wDrTjJ^Q!DgimhF+}-38ZOD7a?F@R8oF?kUc?I!9zy|2}$pA zfA*KfOGb@AL66&XtK}BwtpwxICKo%6Mn^QTJ$KeFdzwv~)PYQ;1M>OKXa*eA*1m}7 zYhWW625D#TRu?nM0pJw=!HvF{a+5z4O^>&GP>Z~g{po#w?+(qb*H^7iVJ{ifbih+{ zd)!vdhD~FFF}eYqIO(S=U1_;H6tlNyfAcXpFp0}5@jxl-kIu#Jmr%6AW4HB+ zf&zBEC!#0Gs^u$Zk(MP$(iFf5<@SFSo6d&$>Mo|#Prze~6izm5KBRhFegOz#y?#4Y z%+pgaIwq#v@j&hTaB;rsL!;wCnb|ZW)b4F`rA^gnsRuCKS;5-C3uGagBm5EcEl&;=fsf_h_Xi$YLv$>L5$f*FU9 z5V`GGm(yfacxwzG#V7&r^ih$KIt>wxA#cBt>yNAYBB1@li7xm~PByxTrvE26^8Ygc z{eQo3);Hrr5~uD)Z&YAd7=WnlV3CV0??6Tr0jt{n4L&+H0vN6-X}=w$I!s>2{XmJ3 zmy->PP-oaHZKdGk{G1sLwJ_mzpQbkeUb-`7y499;TZ07rU=sq%LB{NUZ5{MZ5=_GM zmD^Ax1BiQk;QU(dClarzsRuNP!Ly&TR!pPLo&wO&J~DznB5;+wSPHf(5s<9@y6Ea= z@C8G!*Ao82A=dhENd%37ocHmfS$}388tUz~Dd_13&%rKYtxpRUt2c(07k{qFh3)k0 z>`&EKC6JY&qf*PI{;v8u4h@*X(j*?cH^|7yvJoJx{~~_?gOf`988U!+ZMul>Aapy$ zf&RzuId)MCBQrAwNco41q~J+iV1Uu~rc2ksZue`OhlgjT(ij~I1;L%zEf;3Y-MqZK z0EEc`hE>Fig<3CizkL*hK8y8=@c3E2QZ6in)MW#cUbErTFGZ;B)Otx#(eRleqDYOk zLN;rDcgWC!q9AMM#RT{%e)#{X>VS^$|IZ8iNKq~3s-6RMA#QF?&rXQ;xm3$SP37}v z|9CCe=Lhq(QlPHDAR-C@AQB%$X>4g5Fvfu!Le`RNkP>$~Nr zaLq(?ecfUYit|$EUp-DDD>#@%bB-lticS&+W&Z#o4}m`9jbgP7;!wOl&?=)^60O z3rZKTiBr8Lf!>d`3sJ0FcxUHNR`1}TIN0_#8NqZhT`>QjeHs%O5x^&?m7paY*yK)6 zPazP1K9G=*A`54rW~DM9Q%j4D{q6&YIHmg7OBtavRrCc^NLAMjpi)J}XKpLGS{Zc( zK|Yd|m~jDzfGTWp^7Gr+D{$W^ywjh548SPjhi(7om33e0zhvGNsfBL7gqqBU`1?1+ z;|{i^#Wud5;$JPkq4xK0+t~yj5W7QJ(ET7Q zg9M$Y=k_lB$|(PF9ieM;hGg&9C$(-vrC<0pN*Mq7b`sZg5oWM?9oDI=)+O z@mJ6%4BNaQL<9T5%tw)byMRnPoYWVd!RcvcchWop41zQ!)%3bV=6^Ro+{(x*N{&uM zc0WVIz%y>)7hEdS@Nx0~x1;qg5)&A5=y)4+*(ObV5-z;>*`n}|hFBO9lln3lR9f2e z%<I5q+4%uONKQXF?Gg{_AHVP4Gk|lW5wb@%as&Fqh;$+OQzzFlHjKI7!QKy;dulbH^dG+Tq*C z|DY$?{W|(m(YYUT`ERxyR%x!CpRxLOaZ*{mq0CDZUB2!vnv|(44mXP#6wU+&YV<|r zbMePgatM${{_h{s2bb~06r5hbx7_wq-b(#rWo)T9WSbS#v1GDv>C7WI*~a#Kis*H2 zY&%=AxX4+di(61wz-8Cma;b(L)=hc)XU2db$Uqdf%r++@t4;tXvN=&~4=nm_#~8+K zcNm(7FFWB`_{0+Pg`{$RzW3)ncPyFpyvE&>p|Gq&!KZ}_!y0b_sFx%g9vE4oek0^U zVAL$oNR8A%^5ah@3!DFY;ZOL=EMN%JOZ`e{ z`7C$IIEfd&;=VU#i?`S+cmCTvhUGgk zZX3#Czu)aBxbz#s{Ij@mo-R^z<$hns!>nC-1az?kU$$&`3GJ(9$Q4r*6M04n`R_#9vH@)AM;WwqJ#YetZ06>zJmNPpNN zH4i>Vg_&7qpDBpl)Q~ti@!!mntZy-Y*}LT93Qz?;r}@t=2T>#_ivVgFR>db`|Le4; zdqhx$O22>KsU#;rWvBqGJV=0zuD1J{z6axWj+g%ZmzPqB7>KB4KMV6jP0G&3Nh}$D zMP;6%eq|>tQmaPJl8Qip5DR${GpN`62He(Yy`Ay6qgwGxkh6b#J)V(;-2Fo$v0A$z z(*uy9lM2Gy7Tv6~C+Cy;Fl8G?l?*NhfgMr`kAD4fq@+I5n62%gVD4IB*Gw5RQ3Ed5 z$wAZp%d|V#b6Kd7 z<=QMh;E%fcCSTcrJ!>6-xxN&ukrL9O{q zP%I}WXQs}E5?TWRCR1GeweOtm^$dmXa8`5&mVrkk+TtluFZaw#%(>CCQ>^r_gw~lwfh-lrWA(z*0pE)uK zJzLD(&bZS?^<=WtuMy-qrjc~ufjd~o+}db7 zs6MAT&l%G!V5EVgQI}H(j8Lad)W6AF`2^GAWh`XRyV9uCM-hhFlYa+{8)j7c8 z?utb*XJ1ecmt)Xb1DDhn7?^kXBhu%K1wA~GgE`i~!v#I-7TNd1?c3gl1yVyK=Higk zzMkIC0qG<}etf^Gq^zB-4-D-@IL-49m!W$>FR$A-Vq-H1zVM_biIA8A`SIPfRQlZp zF{@`-M@iDwjn^E)J&eV+h6$NjC}{-M{Pa@~H*P>Rrq$?lK{f9L~)jUt(qTCNDZCCVbA#qz+Y;52G+z#HC2giFWc;lV1N z@6Y+ThwCF0`Oq0+DQa$LXUY$nI6?Tk&SLN~|voCzs!WSD_ zm>Kd_li5;7+8)^C9m`tRYj&Ak`C6_@r=8Y`*)p?sC^{OPj9aZUjl_QW+3mEo;7pgm z46?si%SVk<&DC~tJXgrZH$rgxRD>?Fm2*kcW%0}513Mn`X`I;T5|OtEQLk7muEf4M7{DXOzvkTvSz{<6U$ zYQ`mt#Jk@+tJ>>DRmw+EK5}9KGC6-M@1zQadA4)yZ{{=MI?x`;md2vHLN$W$@EaUA zIAW>^t=ashI^raue#!0%(VYtHC?zePo_GY@oiAQORUV8YeD$<*OOvqP*dE@*h9je1 zT!x*FFaKk1R%cz_Fl}Qw;ggWwNxwB|Z%U_wShVS3txoi_E0NlF5!KYuHWHtPPjLN` z@Np8*4pOM_Z}il~bE@K-+##qUn_SDPCEx9IIn7mc!PK%HC+|iV9FshTh~W^pwcuW< zULISH-t)lzDS7zqiN7D)+zZ*3p* zMYYK-vR$8F(6P+Zj^i5nt0%xI52XX`!j5G_Z%< zaxEHt#|1TAH7f$u}#>T*F zlIM(&sFV)!y55WJF9j(5XOpO|XIOOhK3{FjMzID&oH$!>j1W{(5b>$Q#U(vyuqPJL zv?2)&kN8^}@=OuSbx{48sba+Fs>_n$tP-=-+c@V8{EMS}S3Y^E+1*7DzCK8>H;*4d zX3g(gRrw{?qNxN!7{4t$1XLRcmzNo{4U--zejXkN?=3Uo0y9JfJ*GYO)4(u)W9I*cR zh9vU->wU*?1n&I&*sOtFRX2y7#`RGTYvcxou<{32)@N_|5UFodzSVfVs6r3O7#XKM zM%i7T8P>cZ;i)JsnCEp9q}{lOb_ug3NqM22QWE z+ghp3{W-T(#MxmaM-F_br0&+Dk$S9)+A{;c^b((uGbY#h95LDVunpYRb7H{m-!bAb zK3no?y|f5ju4UWyuiTCiD2@51-cvyPEMN*7^9%U}h7%R*i=0}{g_b$_+s?i45Em!I z;H8XK6tr`rB+j!T+^6Y%2OBo}u@enG2g4Dkzr9xngY~QXHwK#yikk#_Yy_AJnle1% z3ncu__YSeK@TkNlc9n85OPy|Bp}#Z6;*16wpON|1Y`d7Gg^M7jd5nfO*BZq{gamA; zgW+hE5lp2;65n0%`G`!d{yv0H8 zoI-vspod1pon#hJ6b;H3Xn{Ih;q=m8k&{n~ok~KhD>MZ<&^%&c1jz>(ZGxY=R6@#i zbvfAJgRj~3rJt}wUl%tM(C6)%&>50=>JA7B#tSN|MW==T#yV#9i~$utazo~A6oQ>`$;RV|Iqx` zMiu)WL2{ws*jO^%URp3paM#t-40)<$t-|lyWRCf2rvBgF{*AxgvMPU{gyrs@3p(0t zoUs|z*PIKe_1aoo-8HT^$zuR;0ABN#(cUoLMqf6ejtNC1u=M#q=*$E+q7%MqhrKuY^>Alz&Bz#V`8P8$0$bg-t7C%R z#w}~vkL=xt#(E;UE`r~^cPUewXLiaTGWmv4;GrJRFDAZ`lAQcq!)AfSZ<&NAIyt3! z;W`c%w(-#oqx51#G`t-GW_WohK{X1hOa-k{hVvhnE{4wir_K~aO}bGbXt^FQbPM65XXD2);p=>+KfYl zXDAl$NJ4;UDN-W%To?<|hUj|!e4u;BGoHC-+2yz9EV}zKj1IY2)yDEyO(7xe(@{jspsZSS`R&FJ|+;Vv|p2DU0o-)7SJmW35vd+#^7F^572TAg`+t!XX zbLN3k8An-u+J_|u=AOYJY}%w`M;f2Ec`uL3B|ahT-<&cVp%042NBWw~vAv9G{Tq?S z=p?~&ABA&_Xmmc!DMCJ7GuTh4MA>{|uJ+&Yi*qP-n$6ydD$C>6eQ zx2qytXu3?9<&$lF%hRHS=jrLtfjZ&v>slwTsfid!R64w#?zBNuko?UXgb2Y~8ZDPi z-0SNZmGUl~K+5iH@lk87s7|;uIUYa%i zL~-i*BHUb&0a1!GWy$6R!CAzs^<38(>wLKWg7c@Znf2aLwZz{pmmsLF83LjduG}hb zq>>so?mud>u!b7sUMFT?Qc8k?8yTnxI2jtZQ{6B?-xzeII!Zjsi~^;*e%ude_8H#A z_5uO@B-O1GkzgZirIZMM&e7#F2#++F; z5~ktHA?CF^o{KJcvw=;_WBUxKKe~@vpTYs50Bxbz;)MnB`zU(V(>Z?|I$g6hf21L5 zU_y>6XTs#!1O+MraLjQ!doqBA#h_>y)ePp1FYgTm9v#!uc&^Q)pwZG^XR}@ez-aa}Dk`d9+km7{#EA{;6`b0tW;If*nY`*k z<9PQ!QL{Z~F-pe=)bKf!gOnV6mS%=bMc#?O&HI37EYkSe%VwXimYUHW<|8K*D`4{a zDC1gZXMm~oH?)-uR3RH127s(URQe?=0vLE`Gb5xl0r1vFBdH8FGC_g+I&^%T5dNFj z7%z?LZ+gCSyxYD^mg=4l$WSK>O=Gebrga5@W5TE>KHxhV{=97kPf?y}tnX3CL05L= zXRM(!#DBzZNN+$92ZCWquh#r5i%K@FTS{kr4f!kC1)Lw)$$ z9Y)0AKYDk2o0*x}v1uox@D9eGW&V_9-U~RjK7}snanr_Dqdjie07AjXtCX z3iVsTSciP|h;Y42Kk&eulR1$l{DVc9w)K&WFe+EkotfQsLmJ3c5J7)H!q%1*DwAwK}lhoOxf98h`^((>o`*Td7^~R)0vv6A$C(WDaP-8X4cnAVVw2wH?yNJ z>Vu-j=U@F&3cm2b%J*CI%|I8thJaXHX0cfl-`L)!1Ogj5feRchj|=7c5XlV>ex1D9 zo=T2VWryxpJu}AL{w{Mv&edhq??%U~=r!yJI@QVRgnjuxu=_7$NIBjr5Yv4P zcJdZ6N2_X!G&^D~9lbonPhlB6FI^lrWx&>%MS$K$BvY){{Mf zjv0Jyy`a>gHgQswaX=tu(WYnDaq44z17At5av z1|x*X+fUZxckfRPriQCaTMFu%cEz$-+^OH)$%btwkpnmuB3sli^ zkv zB$dBMj`p!~Byt?k4VqZe?W^a8IowL{s2;pAI;_K;bs*G}5AzvD6(9+%eaF)hwzOn~ ziUyx!zo{$i=+6O~A5w|kT_?8~h>=l0Ur#(W=k{b~W)ti@-ci8ea(w#yI8MNOb?C19 z4}B0mi+k0g0xKzi9q~e6O>AAizBICvzuHCW-Q`Cdv-fI*@&gkJ(WgK5ng{{H`FKHa z3zRv~4m@bIz#cVUks{FS_*VM0W4NI5SYCHuRdG(J(~9^fdktz%Nd4W~OuGKtY`)X- zw!Kzro3Z|AiCte2b!#(z`xhh020#_GegB;=`mpIIU{<%2NmM16<)^tKlTOw^3g9 zdf8QR*;P^!q#h{rV2a_PYj=!M*Q^}Q90ZzZ_$XK{1b0c@f~kn$BQuxGGO3;{eAeK0 z!4}fk_Yb1GZKTG4-Qa2ESI`_G4?~caW_~vGPS>hJPAdAFD`swwIx;!4K`#bWkO6i8 zK_J_4lTBoQ4)#z{6O%l;0qG6GRAyM25~3EHyxJUvHz+S@vS!7@g|IkWx@|m0@5hmHOE?^oDu}CuvArN4bXl%>k z;5@)_mv5R9QrdsVNAva^w}dv0Z9}k?|9kWH+_d&Izf>~8EHy4&*2`Fah)7gc-`e_m z*H0Gx-+V_+lr`qF6u}`OX6B%CNgS1&yk7y^0P9O08)N%SQPY<(-|9L%nol+QG@?Gm zr*r-}ig=Y=>a3p7k6=E+hc`>D)bEpLqW2nDCu7G(n5fFHG-B=&t$*aSDj>gD!687M zrDS4~yS~1zbFFpg(2?%SCjPivkp4cub?FByv3h~fmg6ttIkDq!4Fpex&+N)$1-q)Ue4FX_JRL z{J9El^u^r?c}qL~Ct-b3jIZqee-&dn^?ET&_*?N+qXK{&dFeyJYW7lcCtz9bY6toY z9{lq_+V!LNz!Sx9iJ(=26i*#+jnna{oGi}YW!z06?tP?QCu~TVn(X0NAgD#3i&CI5 zZN&-&x1E^iybR^I!khz;0J!_8G=kif!K`_VH<%w*{U9~%3pmzx5 ztBtpcuW{IoY)IL#IC|D^hmhf=->ljl#s6r zzfT?`;uX3Rj(F@9ZCxRe-o^K0EDaMckd2=&Q}AZ?VZJ!VgXY=x z8#{7ZY5^*jS-ybSknM)Iy$l$1sdo~gW;GIis|B-+z6!4&XRS->NXN1d?XqQftWpYR zd8`tp-`jb8X>xdERD2eZk|Z0X%CsXs3=hJd>|^ofxzZ zd=7J6dz&U;{>*$Y>(go+B(5kypGe&+`z z5*tfaJUwPG`Xdad-gtsjS*_PkxQAZx@4}bU0cG38WY*4J1fH}9;X^wi$oMr@*w(~z zA9K?^idbA_O%RtM+S4OZZzh`@4%4e%rZIf3KOu-7HoRQSIhO^6&qESgj%bB&8 zEM(0EYP3lm!bT$6od43fU*|RqUPY(PAFi&PJ|3#Fz+cuwp%5!sz5JSDV>&|R{^^8$ zO^0+woSe+*DB(LN*Ols0LgCpQzLXe&Z@?})p_o#dBKTcuv#TqCDI&tj0}`ETnHNOJ zJu08XX`Q}WZ}Ta=TEPNR>UD|)V*PHmAh9%z?vBw~wKX$kF*d+zo6P5bqtEHEwrxgh z1qlB#wdo-#s-K1P-S#{yGMLMc19~A~s+h{{My$5s zCn~!MZ2p2Ulg9L1wv%};RU%$f1Za*lhLbHXA};pZ77fY#7q^X%Q;#>7(S^?gN-I8b zwWT1s#D*qARt>kl1pKijOsA>ihHPFyZ_=ty7Tm1p3_LJ~j-)wf9v*G)Mu{85H#Of} zU#5tSK4AEzo${qWi?wtAZpNrDz6N7*bkZ4_Pn$>PQFuVokeNS#ZEC9_arl*sIR8(S z=_jHnBEY&$rc^61NR~Dmsv*E8qWrFf~R`e#iJqX zsv;`yewUVp>3MXEQk2n;p<)%6FHPJNClAmB^2aL{HXbo`tb~duK6Q$rRXc3N0)>l4 zPs)Sqk2ss@&c!-sIA{mqFiElKhVnU{gx`Ph-yqa}=lw0loTqAt6PScidOh>&$5*b2 zDY+0F-*KBd`4l19$3Ha@jZfBYVjuBUY>%4;m%U)XkqM**2N+ea7Pw$cbG2z{JNV9| zqkv0GZPb*wZ=*BvwBc=cb+=aEqdlJ;AHC}HCdrHa=3=qGefZYHY={mMv&|PBc6HTX zXvXv!&SKle<@)YF`vt2rjtuayu_Q4`cblR~w#0KMXrtSIajpZ-qfU{UBKRIZ_p%&F zS{SabJUdk^B7h}Mvy&?3z^sv0&at|0vFFv9Wj)hY(?`ob{T3yvSzJYOK#}S ztMFUZHhw>pZe_r{{$uCy*B%uW$$WsB(SU~Y1G zIi$@4#Y#+doEZ;q3=ZE6tuT$U`}~DNpOazGLg#W&-Z0Lx&uww-5@`Ly0ui&G+7vj7 z({S|D?yxSRk?on=-cV0BPri?^^_L8fJHv7L;NE~krce8X~3db}Z2knLd0B1?nD<_0cUHvp$B8Y z0fvQLv#sHjkg_u7aY}OXj4jFV;d=eQJlhLV0r89Oj3mvWBTp6Zr5{`LrZ3w|Wx0rX zM+Or2AEM4WQ2d`uBfcoQ`@~X`sOJ~Bu|7pA!w60uFu7jr8rGPDBPW?aH~CpxNkfDF zKUJ~|i6mvADb~dfah#4F54(klBrMoi3*(sMNwM)nypg|h2p)^gwvA|cO&kA^B~W)Y z&dL4}GOs^LE>Sy-v&k{>xb^b$ivNwimKnx zP%bIf2a{WRc4T=1}Z42y(-s^{iX4K+dw(>$NRpN<%sH6ZVTKi zDNd*(BoAj>hdeETz2t*z=ebW0M_wHxBXWQvk|Gvx{d5l$_qgQbNoO!$Y;LY`PrAm{fB&p2&J;u*dQmHg+y#DL3(2hweBZ-3-I5iJ1)5I$ca?U= zC1mP1KegP;FYQL=C>e?m4Jj$&qY4saPdLONWky4UgULMD;M}2vo*o7C>=bpH``F>M z-IQwrjbXP17hm}%yZzB4jHVHsdBYs(?OOsmJ&$4CPxD!$;VA8G+jEp&%NVbqCvnB)3!J?L##NV>k(PA~2CL&@Vn*-_>5n3MJ;NK0viUix8*6{zD9&XqB)9YD7+AjH-BH|D7wkk$NI~YoJ zl5dXYuMnC?NkNmNgn^5IS(QAK7l`hx-WZkfY+|aot;_&+5Vw z;u}WhZ(^cDZddT z?sP7Zzp5mqZL>)EHAOW39cq1~-Z%34?Ig7pV&@f@yP6Nu@{(!f5NWx9I%8A_%!k-6 zTrWX4)F=O~xVZo3$}3XoyQTjIa1Rjn)7pA6ji%y_3Ju^l5wpjw~bgGBypPlV@^Q-8?XIkB@C4i25e>x!% z?D-xmc_RKu2kmIi$*46waewRcH8Nj_Gl}SidkM zt(|M~Fu3cs(02s+(H5C7ud8Xg%so(AV@4f&eJ)r1cOE_gqMM&tvX+A^KC1fF%;#-m z+AXM&@xwvU+66D>J-r?L2k1I3#yv(Enqe20wzxk}Eto$PUtEf~%}bb2cV#X1f}+BN z{-`%*CNaY7)?Unu-q=^?{Uc|&aFO(`ave6gWX+N!xI7r$DA2?hOycqJ+cTb>j=~cA{ z3YY&ttb)HBh8}D)KJdIaxJLL#_KV#c($mgH2hJ>l>7>ZMO?gE2f>sh+74^l)KaS@=;G{3^vdC% ze#QMyd(|*mPF?c}(64;*Qy5pHY;og*9K5E*tH+Pw!NO$0S44%Et+ifVktlMxdu6|j zxYE;fSr?bzrpy;uF^FWx#z*H3rc znuD0G?vB}@`J7vI4olc>{C2nEv^O;ebRcD(d!GwE{2ynmu^PVf zj9QonGQb}w_<%J&X)$Jb`SLfj$0Uy&k~W8ASoT4$xO->BUws+GBhLOE__AsC@8gA5BpSt#f;QZ7{y4$4*rM z6SJQ94z(}u+?AFU@9?|j4VnS5`FA$l14t7xSySj^Z-@8F6M6o7=G%*Dh}FmPW-+VX zPlJEJfwI?_2x3@`t`(5wp?So`T0-}y@mp3BPy)lE`oFd|ohR7YA_K%94X4)E2wSMs@xYEWOO4DQ%9K93yFKIBSGGe` zluc;+%LFdU0a5A$IFz$Z-JQo+#Kot~@@*q^NbH0596YIS&A?Z{@(Eu_&9(P1_1_Ld zuH^pnx-RajB?+j=6{_=%(-iCWiQ~>GORQr&;?h{@t|LxL5hodFjEef=6OrYYrpeKod8HJLPBq( zGVbaHD;R5~2taZR{$K1JRL^SdEH{nUrkoPYFv&XEog`TRP82Dxvb2wauTp>(tZU#K zEINs-n#gDGf{}fimx=!|pB5271S|uA=F0y;*m?8X>%|3E3yM~+Lg%!R!~X_9k^L){ zKRQ`BIAcGH>JP2x6czPcwNzDiM%`i;X*#zeu0#NL$9h@Y7IfOr)54zDW|0Bf!fpgv zsTRSUooW!1)t%K|sZy>9q*)@QdcABy;Njm~#F?wW7dq_ERil98+dJ8Ljm**B{>!rmZ`auqY5eO5)bU+t&Vx! z43N4Go?vIx2LkvLBMf)*GpRrRQUB0jgqt0lNMa*h^ZVbv|~x(R8v*eED6-)0l4l>)5+_@)MKm(%Ro z3edMqx0tVio_&vuj@Gjy>qf7vx8nS`LsvVU4lA&G6i{$mc)n3hcs(oMP)@7u zr%LZHREM1k8 zp-t?_;%rfI`J_tFO(+PcH-ff!!tVxBmwn!EUtC|_7dxMxc?KS0&^kqJL?xP};KRKaRt4-r^q>T7gC8cNQzcK-Y-+#A#J>*cKBAz`USX zNrxcIWo2$@w7@*G74Q`m{WNm9&OeHmm6Ixcsh%n|rfYx!{*e5+aBz4JtTjI1kZ|3M z9k%z6sw-=kV<}xifc)IFUFZL*=G?=fT=zasS+Yy9Tg9LpJ5h;3WK!E9wO6f5Xc|dT zImajwVV1k)MJcZF{>5|g%()|=MTX~6MS&-S7$Geq+<8KePS;rFlhwO}6@X-?w@V#Z!|W z6mBP7d~msBsNgXt?HPv>S1e$cJldw)jp$WP2{!3(s}Z&iq-NeU5Q66zf8kz=K*lC?iHIUHKSy132cKvbParwoNPGK|hS)A5^$l2rX zJUzZU>W#9x`6Yw!+4KK3Ib(kA(VD+BXKBn2{j;N&BVDigc%+6N$G z4Pi(u?Zy_z%1V0JX>}L-o4@}>K~i++w(zcA^;?YV_b7c>TPd8KMBb>2Us5r6`RuQY zwH`{LmrW^>znTqwE5HYf?HmjU?Ox-!_6(YTUg`1OfnMI7=uK6TS<|EHbvz8f*B?gc zeIq~D3JT8F75V#wgocvcI=H`{0$tOiDT98!@F&<~;R-Ilx97*d1x%e!vnx>qmV>hS zqy&t^-I^%fuzyF#<$fu8#bKtFF@~BZc#60r)j8&ku4a29F$kD=JlP2|I3UNCU#%T zEv@82KtphA&H8F&WW+iz+mh&^N>6XbElQQ0&T?6^KOrI_LelM3PIB{336VJk)4GFj z(GVNF5oM|IaqQ;Na$S}KY6J?%I-hIgU*YSFW{0-=`uaN!Z>8nsuM`$iMRw9?l;BI3 zPHE11g}3o0TqK%BP$rcWAJzB;znK)Yi+# zQVldDus(jZ)j_|GddjPWT;)o0;5VOd`{dlu6-q&F^w^k~kh&yu2TZs0?CfYX7Pft1 z>;tSod}xCP=>V4Hga@xh@_KA+CqN*-Tvaitj+K(zECwvt^<+yDog1gSHJKZMl?geP zVQy&|(>e+!3Ur-EF8;%szHp%kMRhN^49TZc9Iiqp1Y&ZqN@o9N%#yE)AREp=a<$MB zu3mi|n?-JFiqLBy)jY#5!G1N1CGl}`viZ?h&tAO9IB0WH2L{Bwx3@KoO#>MLtdSfH zaXrmahn(k-7)%WMNDZe)^D8QfY~zC2ogo#XK00mg~huz zpZ1@QWS=GyP8N$AZ!Tscq6O{U-gy1GKDj5$SK6C(v#;N|^pFkjBg5d`0MxYk|G#rPuPCB}Z zJRWbzXjz!PmjHMGndrB*Kbf57U*J!CMxfHELr`-z=q0=h@c1{V!h2nzXMmxfKQR%$=Opsj8`I`;9rRFuM5iP5-_8r`t6tlL&0>Q_q$aPLEc-Eb`wv`C%{| zV2}=Uf=nK9U)uV#U4~o79>G7ia!BxBvi@+oj(fH{Urzv~B*B9O&V2SEh#`lHC|*X% z7mcP9t=+v0a*4z`j5md~2Tm;pIjkI(Wdi%j9wax9I?CRTX1k}qimUG@*cB$Fq-XfR z`Z1l|e4%Ti$g{&ZyQ`+A#?04Of2e5USoUDdmjK!2%YVXYXgN;TZ2A6GT_MieR?^p08ATR!~PxaoHR^V?Samb$(w=O zQ{xrK-IX(t{4ilDNLxDFl?>0P<%5A!!;#x|?omFlPPUePPtK0zZ*<0!4*=RYZ$JI8 z`WsV>1*unhWug>)X5n4wM+@w|6J0(QAAU?-zL8Y`YY#wph~XS4jJrgi31L z7(ub-*7l^S(-pd6Ylo?yOu`6}4^*^NZw1$>m|I&aY;8frfjQdRA&U$4NfL5`6&+oH zO@5c@te8W#QCu`UVeYN;5qt;iL$)`r6@?}O<*BK%KD~RGFNaX#2CqHV?%nZgOWu0l zs&U%`2Sh}2zb(^f(j7YZb1g4i7VIk5YHOwC%dH%&{gW^xh4XLRxY5d55z(5*+? zy?Zvch zAsJESnoT6#cl36EVa5gCq;98Ztc0eH+FHH=x54fleA|>4IS9DIr&A2iAwUYkoD^|e^A$TjN;FVx$#&r zDx-LEAy`By-ZlW;of{U~YL~3)^AcE%5*UDU-n~$$KjEjey(O=&twAi!e)G3WwXDB29KV1y-$AP(eZW4$|9tuA!BM{GccLT zYdasuYZ=2x@btruFCW#Oc=wA318dc>y_@CRaapz;bdz#~;pLK&5&~A+%SUnB1P%V->Gz2<%N9r}E}NPDZO7%r#Kf1y z0o?8i$H=6L+p)20puj9gFE!LdtRD>*Sjkl`spHAE>T-}9Khz(?|i z+PFM0`7TQf{r{zIqmu7R2n^WqzIqFYNqYgsW8co(dPbn-uGXSE#Q6EDwDCm{o9-gJ zRh5-@o_kx*bE65>qN%Er6T=>y0Bh@5f=C4WMY<+#t1NDS5g8B&P~crC-OJkB?Q-1t z%>$hl3(cdrK{H?G?ToCz!S=6C!(@Ngx#0o%P#x!bQ%SkarYJa8WolW`Y89VBefl1v ze!}Lg1DCGu;eI6`z+TBujd6x;BvjIm6=`5r%EPGb!U)1Rr4aV5jiE=;_~iMq{Gy&e zUf)nBkh}HT^QFIu-JnhGDE(75lMKQs-3N)65|EJpiy7zWZlt+6@So4)4IJnn%D>)! z2W|x7`^`LQ+U=~rRqoFhR;h?>^X>~FgB$=D1iSfVc;<@~Mi29&N8<%NHC3t3wLYQ% zf?y9t3vyWSf5bC0GimvrDtaEm>YZ4(KLtf*)QQahAVVENuHHqHddY^dsL}xbU8|VH zAnysd9-yG6W@f(vqcwVf&|RW2InV@lM?@*`ql$GJ?Ypa2r3uW@OE&zELk$?6Vq{Z` z*eZad!!!4lPke@>$bf)!y$-5u_X*k-OzwM7REgRG2^<#mx!>+V54adu(Gcim#CZlqg6QbM}Bk&>3~l5s4q~bf3f9IB&U$u65E(rO8w+a(i!b_QPDXb2U#zWI8Q2+^-;tR*IM~?pFfv;H z_Zt|j?MxVF^iEsAAV@YJ)a)S;3_a+-X9a@!Umy^rB1zHriY{pfi_RW6Mr-iLCV!Bq zsf2_HF{4S`A|^h>Rr+ClmJ|AP#0SUblWvm+lit@a`{wI!HFQPP>=*5DxNnd$ef(f| zCLvh?!!)ojVu$YT3}&fQEk+V&zi-{$Y~=8=^4<+wCAyv}OCpjBiHeH;kn>7sfM8)^ z#n3XNLND3>cP{;-e{!YBC1Y1<$;cpMV`DD&C%v}!*S1j!=9`1b(Nz5gWk+bAzVpCI z#vWhJTe~;D7B$R)$m02g3~E#wBBijK2X%G|-=7XJe&cuNU}0gg+33Rx2o82{bP*L5 z@YM_X(DMQtd#u7h0wQ#@)RHx6#%$1oTCCkdxZV?SX0y{5_cbgGttLoRk=ufX@|5CM z*WqMMtg99bDxJ&%XE|RhrmBihK|v86A0NPOKBef=N+tP?Ne`y=dJTomdg)bGR+i~_ z9@h*4beL2QG$bS>L}X-P3yXI>QKV5soL2b6)0yv| zqY|*dnopOCH8~x~<$lBk!z~=oNhL9eoox<%t}#<`I9woTaz3iP_1aFwW@TYHUa%j@ zaypnRP%3&UFE4NNcz=UDEnvSnh`ePwn)xi*MWoTefnEdco%$_?~bA ze?LE%jm=H{Um;ipYE?AZIXNePq!_d6>+3sRrKF^o-7hUBic~Pj$;r28DkwQD=M-1# z*L$N3CJH`>golgT*f6DVT1Q?jdoOQ)8yuAW5F5bQdJUtHC;c9*$j{&3cI_9^LZc%J zW6Svq@Pql{gRgSv%T8_* zCJ|8>uk)cU*pCmAk{z+sQcT8!_&N5)8g=MEFr9m4ZINb^g?fhz4KCNK!M5kypV=&C zFd^k%#%WNAd2l2pC9ijj$}+*uIv;B0V8TO$5mAXaP*XW9JFCBpkLE~V?9bO>uo@4x zM-uav8}y>XA|Mb&KCMRyGFi^CNoNQU>*?uzV>gG26#9kSQ+WG7u&vmd!g z5E(Boky4>z#ceC!*&r)Ep9|BUKYya*;{20zya;3kZm2k{m-dg{9|l=R$f&8|bUZI` zD=RCHN4y`gsi~>C+|FNvp^xj@9?-zn|I)B-3Hzyt;MY0j~`T!_AHTLo2Q4X9PJi2m#y#4a&=Z(#X4;yjLpX|rJ4S1N4vx!a1yZWrvU^;E{U(x( zVpgrvFcd=Obhz*a=)ahkSL^jjFR9pKqodeJI=`5$ZN=3SMgR;9;hXV^gXm@W4HGd!=sLagM(jNrrn|r!Cdyd z`Yv-cel{X#UF``Z0^?I}v+6fiGxCi&r;~ekx{R?Wl2~Ik4V(588;{jYxgLzqH%{yH zvCCS^`LCA;^F$;jCMGBl;{$<(hhH0)73^N^3Z_eA<>n@sEK=d*i~Rak*wB#bQ-%N<?r-c-qfTk9KUF(}ApM;OH#s@E-t(@u zYg+n;BC3ce%jL~hhQV~H)(n7=bk9q*R{|dRloF9_JT(0L#FXOULg2_J(rW|}^E&B* z+pY(69{oByJCV1Fm5P)DEjv0of>O6H_NG6ptAA~D+*9T%y{|1&DWd@J?zlU_JjWpU zVt1-UBkLy(1x4q!t(;tR_d(uo>yJ0)e>jJfXz*tglokH6T|F)~*duUSFZ}|-`YbQ+ zceUh>0d_-N&>tQR2BO(u*S&oM%mwc7&0*8gT7rsp$L?fNOj=qv03LAq2XhpdFkOi* z2`FMKHiuG)cw}g4X+?@A*WzRaI_j3a!oY4lhd|d65CB`OTG45Wo|&CZ5vkha3C%(k-{MBT;$BM&BR{n* zCZIT_u-_UMb8+F)c0XVTFaR^UNCq%F+$z4Ip@BvsZdO<@g^r(pv7m=iP>|HDW^Q{% z!1ER|3RhXFT&fug(7nrx8)^Z7@|#p!0_y?vCr?UyWZ`Zaz~A-V9VHtZPJe%Y-|yeT zK!<=i>_ryLGdp<~`t@t4f-HYv45h@{_E=86<6dGFV^|+;g>gt<7*yo}wp{lLKKfQy zv+><*#No3TBK{d4Ke;~}F}OZn?d$LFXnT6F7L}0TT~Itd@_r)15V$70z1RzWqmU;A zZhBcf97(in2D3XI>sj}*^9EtTw6`gML zvX&qKd8?yYBC6Gd8pH4tedHz#pfdFFAo==@F4Tfl0uF>q!^ zHJpGIemq~+x!)1%h5~qRd|HUWp`nn~%OD3Ac{Z^6|J6lokW~>J=(DYn9Jh;In*1tS z@R1uVVKShP%*@QkXZBhT5fq)HH)mT|q@+hX`k25Wd~RoFhlz)`Re457fvQxdP3&_x zRQx$7C|F7a_>Z+<_e4BAnpXu5-+o0Dxy`E}WH)1idXlaLD$cfg2xkAwS^b}w`2Xcw zqJp!aSeh$OPD2A9OQmd?NeddDy_VsHa0Ji0(V-#V% zCBUO>d%UI7*VkWAWP#4y4|u7%EA76(o@aI&41ebh2DV2R90A}zl&5|a2O{{ma*{%B z{tJP?l9rUT^)(wh z4UA~Vq0ytZr^rAQJpG+NxxioE+!{(|MF1X6P{#GO3tnPuNJvO?a&gxvFfBGaf2g63 z-m_=Vprh`L=QA7q#$huZZQno3lSzdK7V;XPgso0iXh=w3QD0-S#rgKw_IzF0Snadt z@VejyKBraM>=qmX0wovM%w#tuSSjhs36sOwrc4@_ZRar;aFyJz4#h-8VF4fq1FJ?r zOp1>m0**)am+`zqhPPneH)KG{;Ji|DbI%^ToNn|(d;lUr7eMkB7ySKAU~iWk@Ycx# z%5Sa}@;^0{GC>IkSLLCQ4EWE688B4fwdw!+muLS{oc;i16pMLy&3cHa#B+W($m3%= zL&Cs6dS^^^6c|JBKf#^R7NC#p@=Ga+l%t@`rJe0 z-?x)uVLa~WF^SBZ`58XdE%t5^to;asN)m-nB-jrAp99C_?VagtEt}MNFe44s(XTzw zC;dOZY@RSx18<-}@$Ii)zl36`00WyVFRQP|FKa$UhWb9ho1y?G&Y&l}1Aqv>iZ0Ns z(>Ej-BEWft60Dc>>WX^H;AobcjF2?n?iS5dnP31@WV=7Z%y&L2Lh||zRI~mA-}ohC z%grX=LOp?fX22qZw}!vl-kyH}+CP$aw)yuj`MYLKi|hfJG)L(NO5+$B~3(tEGK1)Hm!JY$^Lx?7z z*5C&x;{Qh%`u1@+GUz08Ct>DmpW!ipfPzpIiBDTwzLe6le@@RUSIKB5I(}l86S0;3 zS@-$1HJ?Bf-*}vngaKHNIG{lNGHyJ;k%~@34JXXKv-XE?JXj**C&m|8;6i-X-eBK& zz|w^N&r#(*sU-XCt6Wrs^&)#s;GuRxanY8g1A17f@U-!%-p+uN98D*MNJcB+oF@H` zVe1dXgAYY!(6l+UwQBz#cZNhd{m*Y~kBM-aNykbbB~g(HX#bB-SNQ`RGBk!6NZNbc zi)kB6}O2hav@<^O;zd!hX5A+(MP8@EiF7nh3xa#K^mj38yGV=8g=f25%){xLD5B|22X>A-+!&LF3_8h2_T#o&gG~-^@5i3=Ws~6-Os!JgIZvEd}et~K);Ks`RR0O=!mr7E##jR${ ziyYQ?I4u+~YsH`PaDZ3#boe9iE2vUX=&YcCStQVBEXKcSzrSgGx{7u6I)5e`zqf}I z?>tM-cyz*~C@1Fw0w20#*=$zgxXvhS2eubmiI`aVa{2lk)l3W>ZN(0gd0 z;f=Fk{fNLF>gUg&KS)V+RgDPj4QIc=x`F3*C^zz^?k!d`n70LbODO>(68yW=-$POl z$?N9mSwUOH2*5zE@GfizaB%~H`{uuZ+#1px2zq&}5!t3mNIjkFYnG|#X9??8K;?C#@o@{mdz<|wl|efgI-%U*$#fE%0j&dvVV z&KLXF8)Oq1I>EP5F0UHK5rsUv9yj09W|^fvpPWIY;vawU_@OW^+FnuYyF2H`v#oAQAH@a&p%lrM>G%qeSwn{?dgDyJNIFyYjztD7V1 z8=I0t1ZYzuf`}I>@*duWaHXN{XE1P?`21a0B9nBag`sGp+rHuuLM6UXdhjehft0~m zz&@ecMZ{sjWYJ{5g$@n;+#R(ocd~|t^cBYAtW3NiqZFCO%Z*It)=J}ESQ>vw7>wEL z}{Oh(HT#_O;mwUvlqNp0e5Af=H#r2jfI$0x*iJOwo-&w zyMFppW5%I`UtZ-xI0s=@L*QqF(&2!h6Yi?s&CLx39i5b+kr5I^f2r9O`XWuhQyr1~ zm-pitDb~xEG{Dw&16}Lxi=h;AaHs~}d({m)8({>54E!o$@DJ&0GBQNWYNA(v?C&dB z*o%)x#KNNuph^~Kqe8+WE#n>5QZAiH_-Vntw&pO;FZrZBd)lDtjzM>FlZcZLVtMpL zuDugWt`19Db{wDgp0-rx)y=E?rn>4;PyN z8N#no(g z=7GN-f8;LmCPic%)$wnJwPH1ik$nw!nv5?E`+VX3a)9=cqBNuNbHiR`4$ZLEm9-=y zhU21B&i@XgWA06Bg#6*BrmKDrI~_8)%YH)qmW&ktC7FqivWt~+-hw`Z+i1Y@?-_ky zKvjqcOyy_fMUzn~CZfWr{47E(?8S5$QK1jiL~+&Xx|bGO8F{DYHGY51)_~IkBuN0^ z+lMx#jE|o@b3vkZmW4F_P2NlWmb;s;t6h%4@!ZYlhdKQ&2>hLwB9rUzirBk3{XVb| zq=Yu~_S+CHj1lH;s5Rr+44Uul-tmhr8$zbaAZ*2B(8`tri& z1&UdluRw|e>>|VX`&nG`uGv$Pq@={WCgbvC5GCU49v@OUTstaj+Id`lN*3Ha>HSU= zFbF3jl{2^GMWk9G%!#3R1IW~Ki}|3=uGyKI3y#D?E8m)^nqSnm*2Av_O~*=lo)t9e z1e?oGN9TZAiR?Sf}$B;kUHle)gXaj7}V>xhf!=F|K8k*5Pm&vV3Qor*)JjfbE_ zfNoaae6?8MU80#6iRZ+r{n2Iao1q22MU(8z$7Q1eXNmQw&OFHB(C7lw3Y%hRekP$3 zF@L(0s2n>s9ecgIC6~Lo>jHPLA_3Gk|ByZ;lrbKV$LGLbKEi()hJYINkSQjA;VmE5QFiSR%b_+h#9qvsniuL}#IQ7&vnA)SN+#K>vWYlu=n3t=FM$8T zZ2HlD!fI~r7JI<%3Xw|6=bB8 zcAjqntT-*&i0|cUsCoz1w%JvT1F{<45Us5nu^K&x`fP9FnrKq0D-y*Zn9(Z;pN&&t zC1E<-ZZRL^c~nYY`FKtjV+ff~K?V|^sgy48PAwUi#N#X)er5Sy*)j5uKX{7oSt4dp zd~#XOwS~sqra?q0J$1Kj=4FQ&=DKRV;-s`LiIIEF^tb{@_-)vVCg;y!HjW`#yJxcd*x>ngrpRfObuOTj6UwtYtf!2 z=hU`HHsQ$HH$Hhm58n$(enk%_W!;)z7?DL*nJCeV()pysxXCB4zimrQMT=~Y0Svc0z!N~p|Fm)6tYIk z_zUdYw*(%WuheBlMNgyCwJQ?ayNbf+MS!ej1<^0OM?_k3IK1dgpFPvcUk;9m6#M3b zA5S2Li;sY+g;;&@7}=4Kox!aBOqCVjdecFaHenG1q~Ge^Qg5lgg;C$9#jx3q{{`Jwzr zYLFd!N9Ex1Zyt_@31zKQ8g|#l_f+R{qcN|7q~(BHIgzxtUr;kE^t_wi250R$U=`+5 zj(I7vUc*f|77t#MNN7W;W8bS1WoK;8$y6akErpL}g;oU>j2yW$JVX__>uH!YWv^Pk z9xZdDUR*t@dY4k4j&+nX;s*)SQw$nn1j zX#E*lK&UqPFfDG?Apig}J?}gZN2&^IPeM~oJ+dQGK*E`4Daw+R#D|BTboV*hu}Qxt zgSl3kmZluh5?k1M}F4hw^Gb8z4*P`sS$%ZCDHGG$U8j%=hMD<_eyX4=JH zd<)djWr1p(<*kfg8Kwc2+rIMGl!#(3nU?|uw+o%oct;{FCr1Vi|g6suJX90!-b~ARH+O@hA)h5IytRA z$Xf^RSpV|b$-_|zrx{;Pn=T%kl#Ab@kApF*!MxaezBMc&+^rGe71oV}!OuS(lk|ya zhYso!*v}>dXUVtq4K>G_QWBe%@}U-=HS1E3uBi6AFp! zHLk(%kS|2e?3JrD0(s_I%`EG5OqCjujB0J##^j6%*y$7i%g3%NR|L!|D0*K7UKnZEOmUg_FRs!2}+i@v==aiM7kb-t*pz{ z2qH`>)QsNzWInzkwLjYQ-i|IEoZ9yHqt_e@T~vBMC{Ie|9AH)G161+@dhw*N>Ut1C zMVZNRd(;{F`;wQ}tI|>nn3iaFFt!LSl$Rn29@rw+xtvL8rkl3HCToD?Sa=>`G%vit9`btOk@@~R)x1BZjdiEU%F>Yb$V5Q!;o+}CQ|=PmAD2;Jp2C-U1wVekK7k^F z=;&ylw@QVXAo=0)Z~;x~?e1h_y@^sTGG9||)x6SqT;J!r-ON1Y)RLH)4HmN(_s3WxEcBV%DBZP7OMuXDcY8RJF6^3gv>TK0#-u;%wxfCVYIKP~cg~ zx$@%&B>&S+qJX5-_yZ^J{6!7*Fsgo})2Y+n5N?|oI+RgYGo|gpbwHBcu zfNZc(Z;Ob6(iO(oy1lc8^#*}9-JV`*KxAehNIefb^^?H?RJcDQOQtolpnOy8!!%Pt z2RY!IdhI_F5sRjmPAXOPfp}G%^*MXha**gW?zV~sTKjzV?@-Y|!Uz!cYmom&n8^ zF?d4BE$uQ1u_J$&s8f*r8g5I_Vpm*93d+>j^EZqrV?eaz5O55C9eak60#tP{^x<7`=JH83KZIhM(4~xTwD$fAyk(r*kFSs=ssLQaDF? z(t^$I+m5!`Nx@foGO6%bV_duaNp#ubb>oxQ#=K{J$PvKWR5p#fmGE34!>C04s&r(! zwC)9d(4l&(M?*+h7&fRR!MnRWz|Qb~YyjaXOi(7newPLcAP~2W-8pad@G0zs)Ke_= z`XcAlGfWt`xXzl1IFT!Cb4I;drT3*CM5Pa!KUX6PXs;T4A#{*$o?sTSaCI(w-Kw=e zvzJnob#rSzJwf<3i{sD4QOM7$8>>F0x6Xm&vsVOPqoR5zekw3~-Me(vaxS?%A4sI{ z0tr)Tf&793L=Ykl>UDK>4T*{}0r@nEna0z4m^;>Q8$pqqt|n*4WrqxoI}C>MTlawdu*n>EU>#bfn! zWOm@;r+5()K6d)YX^`<{X&IHSk(9i2S%n)wNto+g`Ye~O88tZ0$FBcr)sQp@FUx2k5oC!wn_bV2liKdP$Hge+;iW`ciIZK1Rn#?mqWwC=gNhnAPj8E-oWK<3`%63Mq{lbNzR=v8{CU|$BfDi^~f61 zBG^T8i8%G9e|{)P()7K(GTo=MFsp9+-2SCN{kz|8DB<>rCIyVhb1g+(6pNC-Fb*~T zXPeLBXt>*^MwgIYYn98}p8EHh-4E>OLX!tP ziX*)_vzbBB_i5zDM! zm+tesms6#^@VV5v*D~Wc1F6HJr6DYH&M$58kFLmfYf1vqtPeU8?lC>S#|4aqH9-mQ zmUbBHcD_RNy9v4O?q}oqO=Z$P2jnG{DA}=VGn3M_o_9{tDQrk!J++caI`c<= zG=8&Su{tq~vAtW`QI}x=n|xaHL)_jGzS7rym6A44Y2k7)sUl`-T7b`C@r?_h%iovq zw&bPivKv&j40F5mdy=y*{LY2JVSnk3L!Fe+m1Y*nR>Hr{@F?7~nbf`h&3Jl_%dI0B zidkix{3Oj^5%PNaSRNI`>koEW6&Xacyq_Mg=a(OYj#}@~LqkKqu^1tro}GP9nh5!z z{dSyL3F`k(OR6zgG?P5t@8R2;(hx2Ppd#gdD6A#5z8v}Wc)osJ^&0)?aSY`l&q+v* zeV)eef``=G!mX**n1+3_<)Kqv-bW$dA*bihABU%*VdDr)?!nSALr~+=1L~cip>t^U z5UATQU2J5BRz89p^x6Ppn<%JygQn*|h2WTy5eXvbskUg znr}8!U3P!w+pM%d%g0L$;Tr@RQXAd>f%Nm+=mZ6#2*15dw=vx7j?;_lX9dbONRy?+ z&*Y}*jpE^`8B;!f)w|*onc{mmABXM^F#{%6|F^a_tJ+m8%6;!rROPxh&jSvQHh0Kw znYF>eSPz#w%x(Q19@YZUSBAFP~W@98Z#md6=vsknB@N& zAW-UReOn*s0`?mV2yu>yIUtt*E@ezmnbQC68%vG$<#aVEI4!Qi&hB9r818#Jp zyv<;nyr5CjZ@0{G?6M*c0PgwiZE9;P&Bk6C!PmF`D8;dZ%wUw0GNpO7RGq%iu1!Yb z=5WWOSH8EsLiY~jSa9{6zUH_K!pj8@auavE;POAxz=ir zrs>UcV}r$Ljt&`}L+9|G?b6h#wBK@=_iSNIuJX@B@%9c$^Cd2jY&fUXEPkl@jm2=q z_0!(=vo=<3vo~b-FK3p(1Y&-Tt@z!%3OB0KR+t<=cHm`BN;2ugU*wOZHygj-!yWFY z4ezjcz(~YFOc)xmN*=;ftcslui!!zlG?7Nkdt2Ggc=Fs>Zl3)~f zH}fOfHKN)<3o2G_+mye{h(C~*{u^otuYs;=_GO=ldsnM2&YCaJUDmEWk%;_}h)0q! zB!wVD$jZB4gXjhpl)g8P2o+tFq!!j8y#JK+9v$%QBibC@m6s%?VpzE_!P85YkGIq? zyr&x3)zW7w@ypbxRt`9Y5`LrB@)U*QPAuLm+>g}OUpC^FYRrX}TU)0wy61!2-Q9;? zx<<-D{+rvslO0`EqWMNtGYzxRyU|h5*0%AW)%5R2a;pAow`YqSl6JF>%Wvu_Iffs! znrAo^*igBYR{zciyuy0gO(*wySbmm8KQ-sI79Rd}T7Q?8vWt4!DCXxfJ!jhyN!AlF z-IMz!+VtD4Wm>zCro-h|GU7{8U-rH>xb|I5u1_C#HFwFC#T^@blG-32ENA>LVTvEB zz1oIQLi>8JH#hegr3B9Q&9AzME}0|8Zx0{mbtVHq5Vn(5;Zf+Z#VE2 z4@N}TOF4K1Ct!Q#M_R!J9FOP-vS{*Av5}9r@qz|;z*>2Lk$Ro~g8lI?+&}vi^ zW9p_XVkF9+v%AvfI>lGp-b4c`e}B6CT+Z9}`L5@MZ82BJHXFTvl*r`aD@EB!;Uru7 z6;dkytG+)tNa^VUz5}(GuCUWI_7p+nq`4DB@yRg)aN{N-p5<5*%SiV&d2pp+HeH8c z8D$~haJC{%hM~obvMxP`bB@+D&cB?(QWn(?{|BT!zR6q5Ih%iExUa^TuZ>@8LufJx z%cHM0Qg1bvRAGL-%A_drz^rR0H4zebbJY5CE`!~CgWc0F-@G6MC+OcH()_ICr~|2I zPWs;$2)3bLke+ba<;RTu&*@fqk|CX1CY3w;I}V$R!kw*aGlkb!1U4Ynt#RWb0ZpNL zd2D5t-t0NpYhqiX-oeO)r>}xDn1C_)3*Pixh!PSpm@$Y|ik`YjGg8gw2(ywpPKy~M z0kEKdw0|f+%j*bdLZi@N??U-?$3u`O)*p6MGaJOhEH8YfpVXbZHFY*Lbj5JQDp%7L zY_54F9$#)@DNYeVK*_x!Gf&iAqR9O5cAs#M4t7W%CE&sPtG`lWo2y(^1&@FpRbLA z{eC0`tRdIeOdsZO52T72&EK1JBkP_TPBS{oC#w^ipWVGKU?jj&ic|^60>!|q(28aZ z!F!+iI_n(CI2vdWVk}DpK^8CKX{FImb6J6QBHqw?$k%N(L(W9GE780}E}W{X)n|XL4*9K7Q#KeM@M{V~yFosro{QY!DSp=rnk*h5 zrIqaIeb#6ht9as~W4PyTG;*_Xn{I5V_%7*ZMmTDWGlQ(h-5)3B+A)sL8jTj!cUT_u z3?DxayN|qzNi?3XnQ>`J$a`8C@V+z>yo!CXXr7z9^Qa-Of2&DNjq6Q2kijajbbl85 zL3zK?Tg4BAJ%Gz5W@c81FW^yMppYMF3d-`Xw{xQ23FMcT%bBtfcFBJF6lrOl_us{H zbv4lgIWex`6vaf2;0Rs~a%o;-)F1Gf%~nL$8=2Bo$&cI_nZeBn{;5k$YW?J{FJVee zabtkrNXNyc3K~+vKy_Fszx!oKcNkt6=n^=YHOWZ!90sMkus+CwFPEj=t$IE_Axz_T zh#emNjQG13i24lCR!6t?+k}9Kg_lWGy@HK|ww|ocOY`?zsn*5QGh9uYwG)r3`sO7n z>M8aEpF|ltm>g7ebu&S)2+JG?sCFK!F;}S?u`Mv}OHZx%^VH!eW)pMgt}aheJywxD zA>B|NEn130{b;=+ZtJor`MHpu-K%w>Go4;W;dVXkv%xxpoqI-Tf&2n)&^_O{LcbHJ z$2T3z4jiimg=y=9$*jg1*r1jTRQ2LNs2Z6|$azZWX`NqgCJP;0)Novm$bEf~e`!dfHG-jMu!ST`i%zVA`E)W-q^#&ys=F~mP(R%T zYOo_}LGJ=8Xi;!JM47c`tu=xT&%Kdd=vES$u=Ffzy?^0yXF0E}Ky&ovi{u+8Pbb7( zYL(1Ke!@HCRG3kOpvZy)=jT-qI$|y-En~{D4S{+x5#d!m-}M-&#W-(==8i%*>79YW zB68*Os6TYh+dqn}S-lqhp~+C%u#Y25K>RqbpzN_qzOnJWbi-!59-0B}VZQic1 zyRwY$TbdXym#mB(T!h;R3e=57*b8~w1TsQ0&E8)oG`!PTCgPWB(-9R#HlBWH0)ay5 z7>)LdU^L39tR5sTN8}LMIvrvINFp8gf5heGQhUQWAuK{7$AD13JB8#G#{G zY4P6y-_JS4q?~#%$9I*&opgp|&joJL#f9Vj8CBg)>CA!;Dhj!i%8xbD70jdjxNQV` z%lE`8Z11lxEnf6^Ef71VOgqUWL(q@FkSrE7&n*s}*Kp5eB&LE2c&ly-Eh6Sl*4ukY zn;fzx=cla<#{C|+8XXYwHh!pk3mc`v5@$VqhmoF6aUDOx!HNkkABo0R^I-iudeuG4 z=SbE!Yek9UHM)jFNcM7T1%b7#=j0^)Zh!wE9Hc$P@q^O( z)>3y$(R&X!4~Z(`L~>u__NjY;O=HkMu#TDW9B_Gg>hfeS$1dn=^1@qe9#?@p`HtP| z#z^;2lb5k4w7G#*08FCdc}-J&QCCINEKgH;mFmtQD!EVEt3_L5;lI!<`3*=KdwUX@ zM{)Et{Mm%05M4T#x_FFR{6^ zV#NqEqxL(&7B%dFy;=O1Vv1V#6>G02NVR-!r+H?S zMqm6#qPigEyN{VDE>+toGC6ybx98JS>0t%wYn zeoisgszaH^P=b*8Q%@(q5Fu;Vj-aqjEN3W3hU}($=CQGLZctKG)GDXgHRv}yxsdbv zR8%7iyUr)gw8|i%J@es2#yW2=vInYgp}-r*kL2%#I$5bn*Brj^D|XQHDPE~~@EH>g zn`r&A=G0i5lxcwy*vk=^gMpzmP(c6kH=zuCrm)U=WlkF8Z{$5Q`|V)ljj!m>b`bR8 zx;!cyHF!b@d4Y#^H%vzIlxW=Ere;teuGsOMkt+M6DDGDLJoXtVS$CLltpb z;&5oK{4E>LWgy;dP&|mC7_SmAcy%e#k`37viLenTLVz6mzvM4RTl90vvON>3PXB{< zkZ!uuT+{Y@9X1#gG>3}pEy_rGev}44PZ7W%7f%r3xU*v9A^7xqLJ)Q(|BT)in;0!P zc!lFu9K_Fc$b+P zrp1g+t-)7O=N-eT^yH(9<-Bu@cp@pU{LNetZ=1gX2K`-2(S|OKxlEoq6&GqU2L7nU6#eyq}k!$PWy?C=Xe;bpn;yf~0x_t)`3dpQ29EwZ+sE9&v3 zg_nW?12ompvJeGrco|f(3(crM*W3F;Nh6JRhlvJX(+(xa)BVHhYz@=VT<)GcI+{n3 zA$`w*1&wE~7RXz;XSXBa$w)74%A%nKr9V55^O?R@?l56!s_(Lw|niBQ8UT{vK1z4;<9N`pg{Yhn%;K%v&DjnYPLo1s;a+4 z0TxJHpy{BeTk&tYmxfuPUTfxBO3eXXFxC55s_T}z(MQ7YbB9bX&+(jz!T1q_G=5u3 zT0bg^)3?8Og$~fdjMY)Nj3k_ARiB@Xcag5d6-Un4)IPr?N3Y;Q5S$t1+3hoZ*M9kF z&Q9%Z*DN-t+n#8&-O)4vREpn)1gG$qY!x%ARpp{uM9XP1ooJ#f?9J#%oo+aV3J9Qa zC=L~4ptP*H4WAd4Lq!H$yU+x=~c z9-CK?+ebF6S2%?oMLA!v*@IxFb+NWG-iUrMc@2z&A{EM2E%3c+WXtUGoR{*S5lYv# zd2~47{hR-oeYpFLq4KboIU!w*1^Gx}aJ+Lsd)zb9GWK^zbdl-0C&H30jFO$>l276j zJJoF{(f68v#(L{?2^~x9_b%%OLju7^tFGN6&L1|?9;ZCR**t$vp0)NM#tX9?B2Y<2 zLts6wwYv!sRW83&TyfhKlH2zDiYVpFpqm+gM|bt;Br1w7KgB1)ke(0mv8S1Daz}qA z^wvII9`a|Aw1w!squi)DlRmm-fJ5n^486dT$Cil-gO%CAf}356$%p<##_0>JN*a1J zeC|INAQ=DF{|vPuHV2w>uZxvIpRTgjbrshdEPH?-Mp;*XsSu&Z9#%%?v~Ci;Ia1|0 z2Z7GY!Ky{A3IuWS12)<9g z;8r_pFg|2bf2emgM7wEsITb)h$* zCO}j);n!cTw7z3wuM;@4aDw&5i);%EyHSP*7{TQa0k>g9az{l`2Hi;FcN(x6K7|Kr z1wG=Kd*k%0ZJw!?m zN70o^fbCDXHIgdON8tUe?XmHOAZb8umA5$X_c0fy^C+FZV9&-k}|E82%B&L^Y_z(EWf8Yw^q9P+&{ey=3kqdQF z&ih=}(zo1AZ!=@N52mOTkyg`ZqOO7_D#WlyOD{xZZ@}Kr>U$G$KAg0(9lS37dAjQ| z>kP{dS#0_jq^Hco+V9K1ZQREhRjqc=O%^7&Q0MDhyX@FSMHw;&#|#r^xXr{t8a=#M z0CqUNhO4Lww%vM4I-L8Fuu*UsWXqib;wmYt_gD8P#~L7@=jDdXC@||Aett3Dg~=wt zJLy@!RxEe9Ca>25>S_bE({+xUCJN`QgwwV5e_h*MR|C4rL1{6ra_wA~h4E=31YANTKR&!5A}>38j^a8QB#{A3~M0-L$wGYP~t zA9B1E5V2F$_6MaM;^2V0ZIh=?hyCVF4YtnTZ=Vqt%(3cobntFvU%IW~M8{o3@Q%-P z9(vb&CPx$b;DDTghgzp;us+CMU#ea6pems~{U;!PsTR7R7_@jLR#;U{#@&e#lPqnU z7rWtRea%zI-5*%^O7a|@Ki?w`_(;9l(NB+=KKiMSlAqXg;(5JY_xT<-FV!nStL2l+ z=2H4Igq_qqY2seJ8DQ@M0lc;@jPe~2(|c*SA@1g?WG!KbJs0cobR$GC7MZ+dQHdJq!>N*&A&dvnA3mzvy0>!6t0NctX2vdu zUR!;B-VPI{c%7tE;Q%-`6j^=51USGq{vhNzc5FA~yOD-d;YhOlaC#u>HGd`v^L2CiJqeQ30jh)2nTJJjPXTqpi4KO%fUS7~{uQ`*i-C3@e!(|3v|6L>Z`a&9b zc1W7f8R}v}Mn)9qh9I&8U*+%$`t>6qfB^^6Ysw>fmqQ!(Ji{gf@1}q-Ic!w$V;@Fu zK^LS7A|L3D7b{V(u|O7nIm_Di>1Zjzot~OWWx(k$&5Ad59xN=#aM`3Um#Z!E4CFZo z$rW%TZY_WQoZ`)cR+}d8n+Hkv4-PsEheGct2Mrh@&GD7yLI3$x7v|QqEy+|R(1Ij+ zCwv(2x2pfRQ{|Gtt}z}5pnA|1yf1{xtj*n0ni1g9i$hM7FA;bj*{4nZ_59tjbHzCb>WSg`C88Vpy2szn`TO2 zv@b7@=K}SKr4Az3iTgilzyuAbR0M=Ss-ufIo!gkfqJ__2;3F3r0Si}bl z>rfH+fkDoQ&G_~zYgMB+@N3)>oZ)M!`L)H*Z*r3;(xj?lh{YGmQf{##SkaqOBWiMcj&DU9ljG$m%Iz%MLM!OckeWvKV%8 zlqeR1fCy?86$>s1vIw#yI6#I)0coKEkp$TiM0OLFu=M|8Pp8u}GiT13`7$3liPyWl z?{nYW`}}_nSxl%O1U*3lUKEgx|ETO`Ru&bCs-@ z_Pg#Ett~6j#v8n$MLQvJ-I=Fd)d>x(P`dj1^;h-0v6pxzuzjkcva&e)68>qIWy$?3 zo>Sw)js@Pz5i=7

tf(tFx^=5EixvFZD6DrLR@jT-kkGjV&3_^=vC@IxJ6#L?{vu z%8Kv(iEN@4b>NJAGQI-lCJHExy1IH$kvaKjA3h>4n?V);2UvjlXXfp#CG{y1pFmuO zeS68FbF10)Xlhztu*E6o18Y6eB}+m3ix3>=V7dN2di9R@OY{wmj3`D%Mvxg6dUEq?e=@;2Lj-)en+NCoa&t>d&b!{9;t~_1RP;hf z`hB;5PfYrEBuGrNT4p3|y|V18*1@8i;S%vUo;AyH2`q%>LN^Q&`;?TVq_dA6eU9g= zkcY|>P1a%48;~$`5%1hbA9(dwl5{6=H?Ki{sX@LEf8f^F-=$#d2O zQ4^DIW?}-u<7L-xk@<`U4=LfY^<<1LoDSzUU2x1p7|bl^f&Mzh&YZRR)?tl>CQH|ud+Mdmk(0;ClS%F)Esifh#L{`?OaZ4NxQ!uDarmW9?1+5@wqo`>(U+%g-v5lskNbTZ#9&_P}Cs5$o`e za~IqpZh9^`Zk#z6ME_$vyeILWjg^jJmweB?XBR6IAc`TUczC#jvz+Nv=(o-}&*K!P zcb-QB<$?V}Kf7V&BlUsl>FKGir4e}kzWC3LcTd4X0)502CPTz9ioYXcfF8t5_9w;7 z{%tU9)@Su1m}Xiz(JGj3w6VTYG638~fjP{m5B+0Ov`H{tHpb=ki4zA4STFlE_&%Xo zTn9EEn9<&JtLq0?A%Uc81FjI{rn^mo!cN_Rz<)Emt2=XZbGLfD_!K_8lRNsNk~0vMgAU`F0#KFg`$_3?@VHHer(E=uX_ zjBb2F!mY3GT}({;CV+}-@B6y!!_*YK5};G#E#I=dS*d2R3I}b#WywjxhDT{nd~Y>~ zdb+x>4x_~CPu^`f?l)T^DC7K|GPLcwE`7zxSqc9_KH#%2fdw^n4U>SKF`B?)^7SNd zb8iE0VN~L9QRU&O>)n?Y2EMa8qP5*)Kg<#_Ov? zj8Ccp1F-gn%||I?i2k2Zx9C8RCBut16rA*-A^HJpI<~S$rnR13?%TytEaiXG;@39! zcU(PpC7W*~eH@m>JVV^FIB&NOOfp05YF}V~hY+4j#XZiHD;XP%g~f6$tPbkeXG#W# zo=Uytu@pHR&WhNrbSt`lSJ5*KO-;~O5mB50Z(d0>uEAO@t;N8V?hPgVu)(gUi2L~4 zvqGT+DJI5y47E+dmp@Kc}>pstMe}4U^Hl@OW5nixB871Km zgf@m3G?#KjPlwy+e7A{_ZmeRl>r3VD;(4Q2p&7c-8>+S9JXwBO+ z`L6dgYy=E=QN5%rN){zWbqE~UDz7AopkLZ`JVN)hc0{T2Ygz2-2nN191+iLFg!|)? zlRd<{>EV^EBVRCc)GfA!Y(8`MQElsRcL6ul%Gx(C2A#K+c$<@bq*ej*LLr|H80%p1 ziJf}}fMB&2_{0*M2~B31qcSuLF_n(hcthSXoAOS~Sggp~`wRG{Sl%n^q^Iw8{u^fR zZ9qt*=dIy{&qPUoHzuH2uw;y@!hSb>;!;*v>4q7vloa5LG9u)3za1Heztwo(?pepyp1NLdCbfWfe!0dF-j#MjjWgx5!!=dbWwB|pxeojHs0xpw2ms*Y?wNy+=OLoQ@)5O=J2TUfV553k9H zrc+f_Wk{ud&vAc$S$|i(P3I~%$?SId$H&KirZfu->=r7r^rA(1K`{^muC0A3C!9GP zhNiTOmoGDrN_PoYUh@GF8-zmP{-l=GO00nqfN?RI)eZ(ehT6`Z7119DVW2%^GhgZZ zn2~bz6>nzx#0notgaf1CWNDN)4_CwE9k=hk6raG0q)}gbLhqD$-LTKBLT^&jF0}?d~3+ zc1zK-*I_U_5xYBV{LwfZyR{Swr2@;ywutba=Fqld$BqH?GAx;$k#u0RF;WO=h={U( z8e!x(cztYQZ-1FsF>q$&;o>~tX4NZ&W`#m5JPZ!1qdD8Xr{#8M%ai&1FWV5!8=C1u7QCo0?E-C8Jp)BKEI}IP5!`7FWEI=V}CDb@2mJjK|g;` za3je992lTWI-#QS0raM3(l9P!6yE?qEtL#SKK+}UHsROT%qVbU7{F{^5qm^udMZyjEKs$;ce92E3K$YT{_!Fw>uf3j7ec}8B_ z`;|P_qf1r8-^Epr2A2ySs_J+RjQ#9T%17zMH0Wn}yG}&tj)V@#@_lSxE;8KglvCjw zlg{q^v5m3}OPNja4kD5=RrA|L@-Y9IED?d)70k(4nLH0(x}T=qRNEF zKy)r{zL&eanp!bnv2!KPXyiXW)V_BLGgXKaO2{MHxo`$lfrroy&6rAXHB4-6FU@^$ z9ue!VMDg2}(>zva=kyrA(!n)63cMYG_-<&eSQ@+r&YN16|C`25i&XZk0vN=BWd_MX zHsDR;N92~O6Ci9yJ|r&54LRE2MBKG*VR#5zayQIK__GT6OW;VNk)I4+Jx3k25!1OG mDb?QUU_f(kP&WbT>#0JxVu-0us`l(%mI3ARsxU2m_2FFw}r_ z!+pQs-e=!)_SyHIegC_En9TRh8|z)`S!+Gd8?3DOf)MW>9t;K}l$DWEg~4zoVKAJo z>sP`5Y&|*a1b+xRNozZ)AuOC+O&rW&3MNjkZ4pkkR%pDx95cWJAd>mYl=q#O_ zUONhLa@zgl0~`nkIOh+O?H2Ho8?R+_9APjb6X+LCfq1?Z3?^SJEA>>}EfqWK>7_o= za&d96&?h=W{0z5UbMX~P`3Ld<)*MY1^4laIEhkJ#IPcm86kXB1y_ip`S3{%7UZeWw zxl~d9gSg8TAEe(N?*;zE3Hvsvhx_m?!P-I36GAcU=6BSKL{ZQE64B0q zbF)(9@uLK;?&~nvmrU;HSui#~vj^n3Fj)BW$CqI+s*lFtM^Emx--5wj^ZMV1!G2m^ z25a(Vh1jJ=hL$_ql?in3LbS0ja(w} zQ{^-vXE~Q07#;g90vvvqjvLI&HDih~420A|>h|?|YWa#2(Tws=*xE^^24|VP&LE-_ z4?>(8f=)9DysfLxn_M^d?S$R_eA@W@`z9gP6J>XI_tlw(>Z?RFC1gfkTtBxs66EV= z975AQR$2DeCY9`_Yer<5({d6FJy?vE-aGkuSF1NLDtOqjC8`%kHSW(9uH7M5D6}cqQ^+W(R}RYV$c8ud~xj zd(%zfu~u5&(MmJ->uXUF>#Wn5!s>Kwaih~p*7ml8_x=Tu?}vesj3>L;%ynq07>KPpWpDotNN3+_7So_~{8jOz6a{fltR z?l6kgiQ)v^TI<{~MPY^VmVMnXJ}Cl-@1NiN9&hnkZ))*X|!I#r#2lUgXp_k1UVm6LO_*?q@pZ$j&Y`uAdj(f3B@ zwcQl->2vIK?O2IUwbND?nax<9g3wZ;DT6E+ZSwPv_j23cU0Ykp&xl81zk|=5`ahQC z?zY@r9`OJh&THOxH!ePYHO+NyWV}#qubUFF{83;|84Mh8adC<2&x+ z^vNtPYm{TtEctL$+j@SyreSDUmY?CHOUZ9LT<){S#>dNR3C0b*-S=$LcO~QEG@r)n z&r=doQtQziS)Ygu9(cIN!A9v+HGJ(`6n!$EO+3fvpSY#^4XW?15ydmKT%4Z>t(8=d z7i)2fp8n}%efV&=%DmqRWmmtlgA|_xb2|$c1d}DC5z$r>*?P~-%?)j!LNc$clIULS zM$@KPn%8!((CeRmbKVCA-e4uUGK7CVx$1`Wk|eEqG5pO-fgoST%jvZkR_@E)H7S?;5wqr9@Rp?bT?G6N=h`p$t=!LfR~ z;ZINVDk_G(PO$Z@cFxYudB7O*wkEsT%9~#?BK1pD?}_1om;=??P1 zj*X3tM_O7sudeRgk3u24l+80n;BX)R zd`E;EE@=DXaV-Kp=PE2NZZzBEI=PQUG0I-MNi__tTOAk*I59{2Ht5!t=iyWt)OaM>lXOao#Q3OY(x1!FD_hJ@$gRFrmeQ`mgbR6|6`OLeXd?i*2Tit5c zcN&rQsc*4s{L_JdsqUI*x^g+XNTYbcr3vzxE&J0pjfeB06L|`hz#I>Kd`^GUt^rr2 z+vHM;=HhHvi1xz>{tn~Wjqp8{jA2&Nbat+7J=;emA}L<8`rrT3eSSRIWPQWrwyW!uj8%ALXb$)@9*DJq7e102BddkT+{?hsBXuBsX>?=b~Y^7sUOu~EMX94vD$ zaU@@z+tw=(48FLwQ9}U(c*8AJ-K#DE*R98$}xI!POiYaA036IS0M@3&5wF=u#Hv9hw32+K%2U5I8)y?%F4IHIUk5hxbZk1VZowuxkkZjq!g0 zHvgZ|>HqvdGz~$iZmk@EPUP5s+9xoWgonJxW2c{A zaMGMcWs`Z}iq$9VI#p5tCFSAa;}ef_1AKg0r`P_=6*B!#_#B@HRJ7@ zuyr43)r^eFkB>dj*v7_2H(o**EC)yLfS?6h-OBypkyw(I^$e5Y+lsEMs^ZpASBH)O;nC-r8GV2oyPMp>#|Rlj$*0?V+W<J&eL^y`Db|0VhOpSSm) zvX%dzA7BTo1cE!S!-5PrQGJUJR=v@TttSB5mq5`@{IHz}N+rP0Rzbl14jf*5^Hp$= zY(CGbI@i`%Mq%nvX|Wbydmu=tD73-=oEh`aRtU;Nz5?>CATa?EMU~cjH_B%_CW9d} z7o0NgxHwhWU|!oqUi(yxt86gb)4w5%i|H5go<9hS_?*q3MzUW7&A-YDG2^LOHrP|tBC_Rxb1$)g^SQ6VE7L^=G$B}?J*g?uKF5YPJVQzsx)CC^{ zdEzQS72mv9*VZ(&v@i!?__klL@%C+^k8eeX+owF?%9ONVAt8Vq9{?;+(vtk~7JMkR zu(??Tt@P&28(h5`FxWHQ7Tx3BvEc(s`iXJ3efh}P8-dU|^>eoAgTplfOmA+zRW0wO zik)5QW`15C)6-Ir)DBKJj7^_Cij1p(TfYU)+h+Yo<#eNSv1W<(ZI_wH0s>kM4GlM} zse#pLN6>uVfa9PJ2;47a4yFjKLHHgdYtidW!0~Cv#mh-czlh0AacIbye}(k95xtw9 zd3JJO15SG@3gi_N-5)6@05E~l0RTL7+k9FKJysY&Py~sOd^Chv78e#6il@MdB27vf z&5rP}h-uJ24<4U`S?$~Y^~SES1A_GGSiaJ5kA{YZ6*w-pMX#x? z;lL`A`s9!$Ro%VgU0vxC1S;d)&B@!oaD)#J2X z6UbdDCnc%A&lcG-JGpEPGJ3avk^DnGn2z7X;$1EtbO>*?7(4rigos=rX)7jOlAkwo=m}@vcm^`t3vqq#D0=fpM?JEV=pVK zSEvcxzr7|YDSc%})mUPoMby(pZi4c!!H=+TCZzisu1<~lda6XhJwqlavX&o!7a6)Y z@LJy`DZqhA;On&HNIyvU_H7_G@a9KkCGiKaN`7XQ9IubLSv&4aIl4Sb(+*dPBJc_f}@CWk!NJgWD{)CPp3&M)uX4JuR3<)k1ALb z5Cs!uNS=__&G~hQB3KHFXj#y=-s6ahl7WW*|MEj_ZSZ6=J9zSC=`|Q#l4=94b1K+G zg)3mwqI*{v*+4`&f!BQ;iI z>e|``0QuVhgY(#IIfx$92JyuOL`|p?!JOt4y)=+Syn7C^z?G;MG$W~kjv)6F0;zx{ zKx-hcGV<30WwlY2Q8Me6pZ@qx?N`Vyw;;*0p|lvJu$u1f4Gb%szDJ?kJ3Fj$*)qq$MgJnSM35T z?BZ6JFDqfTW?b;;lSDMG$6J8Xh==vYwLv8UK$)MAbIbbaB43Z@pdfb3a7BF$w&F6g z0G|g52$bz_FZO$*ph`&`o7QSc^^n}FelTsv|8hjS7`^$YKwea9-cO3gmg?18|L*<> zm9jkcR&#@inO6Zwo~-PlDF(<-^8oGJ2I2iTzq=VLC%_CF(u7NA%LVQ0nG2>H)K*6% zS=r;bdGvf{t}}{~L-i0QT#zK{LD@M#jODzR!*ng+ zFV-LjsY)h*N!UhvjYP;n{*g@1JQx0?>7O4ROh_UI9&e*MR72MS`_$B$da{}CJ( zh;U%h*$tuRuC=?ii$|E;eomq^;spoy={9GZb(}PTr%hH5w`Um&8{5t`+(}5@wD}MN z$8ZZ_!g1_z?!I;@D}MJ`fHlIDL#uxp>*ATW9P~||J6cRrfV#K^d>AG4_8!bHHX%$$ zhrN(+T;H>Wn|kOs96Q)gvPEbCAIE z(V0s}C&U!!=%_liC`$&_l~9}PqYkFTN)vZl4|H0PF~eHnKu-15?UnV4QB~wVwXpxe4>!1ZTzp-#g68h(*B^8AgfD8g zk`#3JCucnt2g7yMge3^?Ei{Si1@SfvZaU|C#tV(VNW_ozlaPTNARYHd&$s-D_&f!C z0@7x8!H;kqa|;jL94=Flw^F}*+~6^T>2?Y&_t`w0vn)3^Tn|Y5>!SbkFA-PAyf55?!QK;>kQE4~3CknJ)+j=@uL`z@ ztLU%acvOMinJuUHc+Qx%)Wp)QKi53%4=$~U5?nay(i{_;5uQdA~XzoY4M+xQQ7<8%9R?ViqAg@g+(Ha+W@ z-8sk2;^S;w(fx@h6NTAmj{KT)3G+*?#p_k!_q+^z7i;=&h$uSO!aaO>^*JU;NLdj* z;h&A#D8N>Is_e#*KiC+xtM3x4`AyC5xvx`bGnxH#_($cIUSM|f4Dp}K{qT@aWUP<3 zjvU%fc6jzJrFvhmvN>8EzW+V$?RPP(tvoUmyK~i^NQ6#9UFzTm`7qCAn4eZnr%6=b zz;4D+`UmqT57qU*Q+HAs>k|f)tj^U9Mnt_uv0=NMcaB-Ge?;1QCtwGvxH4 zSQ2)lmHk!Mv;5maH5ZZRdwBUN=dVB!IbAGzFRNn<@j zRGIlji$cF<`V*P z9s`yRfiw0Ep8KlZ8%Y1MMQ14vtm<2f^a=_3=k?W0TY|kZpXzP_R6zHLErf)BaB-?h zt8u+5F=Fb;*3k}O#n@K(mgq)3}KNv^d`xbBzWIsF$)A5UhZE{JWKW9SL+gz zeBPp-UC%tAc5$ujrqNbILwbuHiu}9=TCALu*Yff;W)#;Cc@@0GvfHJ2(KbIL>r|Uk zmt65Cs_RXI;KHJw@xXWZxye|}JLISpXD9h9JaGB&6_ec}?7gdEb`4Je6`J1i9&(Mv zjKXgOM++ySHWJo%WV2>BHztZ5`K_k76AWj4^ml@h;=+iv4$pAw=pmvDQ^lPSsPsf}_L>v^n;eUpg^TP-^0lqq&UhE@E7G35Qh8z(2=HODw}RV zDzbG{@Z~G!7D)#2{p8i3F68G54;%s?0gRZ#BD_?i9rf9kIddq#kRdf=F&G(aTo0RD z0*KV_^?Kr1^oL&`rS?hR3uWZpQ6_loHor5nfPvgbCYRo)z({s*j%5s721cTE(?8Fo znlXfWA~8h1kv``;!zVgk_m$-49h;}P{I0d%^1Ewc{^n_MEyEkZSTm+jxP{!&Q4|*C zkKceL&d}>C!)fmP>t%|G{_E6tP?eoyY%v3SMf0!kBi?jj)J-w4xprGx0;mH5(8e(e zeVzxvRv{?PHZCRGK-I8^^z`&ogO?(0S46G|{)p6m82pXzhU@(Vk+(lE83LY((6Hyy zz)C#5A3jddG}Phn43-fRHaP2w_Ra(K*QMM9LvD~o@qu@xT1}RvB>|ZKwWpx8lrQ?F zot+((9v)rcy?bGWMcfv@o*_2_1I_9S%t<-e<*#?cxw6^-f1%tG-kDXkjvE3t%IxR{& zI+aNTN~yGMIV&_aBcmKtDo5+F(efNBDg1W3<7!IMP6T=1FUhd{$}@WLAYFC>Davf{ zCLllUDS3i?knrMKlp5JG?Zw8n!MtPL=K0THBsr6}3bNZL17eiC6oSgD} zH400i`O?BrgLgj4EF$rT7EGVwf&g=Q`N3>i zak0FV8qSw{nlFpPF`7X@Oj;$M_rRditL1uKGOaafKO%(N>tOI z-()i>rWSN`Jo`v1F1BoH0aEgnv3%ywxfSeGnFmm z-AyGGM|>^#^^SZ>3|{d0vo@5|zrR83g@U?QP-6iU#7%~KF0WCra&R!gzXh*XB@5pA zX!-qe=+};bbgGPpSIQ3`nSU#_V^vYYDhJxuTuq@)fIkh5Y_VH_2IeWSh?wK6D2iXk_@7QlK}k)#aOfKm0#n3o`wPYh3fHO zag;&bir4rH%e-01NsF_O;#1v>hd|4lkqgf3+2g>o1CrJeZ#JEoL6dj(Xhsm z>S&>RLw?y>AJRRqqh&(XBQiEx4h&mBn+B@Hf|8&!R6m|tM3#(~fWSueD1(WEfb~Z6u678)9t;2l{El(c?BnBk+%eXg-gR0+Amw$e; z7y4RAIjam^M+Bjy1&L5n+27p(XwGhZyf2y^`lle;)E{`d8Fyj6oevWn&5T^;-YUZX z`Zc&l;<4F%|NGan;MWz$mgg@NT+-v)CRF+jt^de-?e`&nWZ!0_Ei4(x{Y4zEc7QYc zjEXlb{wnvc5c%%p4{5A#m5XY4g0Dl~X+h$b#cu|iI{aw*K~AA|;*8(=TT>wtOfQ?aRDF=QX1%;1L1#*J)ix7iq2b%(?P$jdN-q#S^AkE1ua&Z(ng`b(s{GKScIfQy?X6Dt3_%BX07 zuGU6)toeX9wIHw;B!JnVAcH9?EF1x(0f-0CU2PX{k~r{->ij<9c2lcMR1KTq(Zd^e zC%KD$=4Ph)C`|FdbU7?~U{G#EmdN~(pQjW0o zGsDjninu1>BegyT>|03zIdr6DgV0lPO8&8Wv|AL}4ct z!d7;KeMJ&X+J1WaRI?Y=QkUBZ3DbKx^_P#RIfmsmh3OXwEhTI3kNWY4gTn!}mP!m; zreCH$88I_6O9T~Q9;;CXH7zZ;`N^ZFk1tEzALaaZd>n5?K0m^N5MFm0u`-*yK$)I< z{I+&9?_JAFu~Cw6Y|UtyczO7=R>uRGVu2p=zG0{LvgEp1n3ek{6AdMehnjn_-A!pD z6)W%@F1@RgzMz3QsN{RBw)2km^oyCfc@p?uN6<%30p;Tf5zv5L3KBofWMO6H2L0bq zEl<;De;-Mifu4`ahZjxFMl*YR-DVd2Z3v4zc-xaAv=%~Bq_Ux$y@pR!( z7^}7oO`BKl(PwKlWD^ zmR#DKG!nQ*L__cc4w^X@z$?b{4dY#wl(_rg%)e%}!`K=6cG=Tn*B$ZtB*6sDl&B*c z1>uP+B8x1gXaTjWT1l%@lrPU(53ibrn`$VT06wi%iO?neFb-+Sukc^;T9KKdqefu41YaGG-; z5!I@K+vG{S(bXe02$MS4n5_lfz+xhNIu$v2Q6s<1R=O0^mxs?hx2(0sNTy3mOva@C zgdpE}9RPUGagokFXZc5ecb_JHhMz?xvW%Oj^yGrfN;LOmW9L+ghjF&grQ3hLMvT3r zhvwU&!^(^!vi7(FcBkv)3JdkwvoOsZvPetb$ueW3nYo`Vl`G83VegtYgZblYekj!w zu-csa6H!{UeVJm59QS(lGtV!rrrmDm)a&JQ7Om^=w7kSv0n#sDLjBN|*D`xC|DI9~ zuls7Jyo&sOq`~z^<8?A7s-*#;aIPi}w3yq5R7+$)Quq(YsiV0Pq;ySADi2qaUw1U@4^-o*+ z$F0j!;wMSF*!py;0GXzF`V~7X`>l!1I~v{qZyQqU%7mP^%Lo3jGmg%a4-h;^`!npgq#U z*p612bF?&`JpoBfi!d5Fmsiz_(%>(u4g6b5`T*gp7Nv+mgr#SW$Ka}sj$ILzlqjm+ zk{gb{&d>g2+AzGkMR2aIG39Fb$ZnmNK&@|Qsqc55wFtY|LoZ$!-b)DN-!W*C49;Wz zWW@r@xtW)fPYn(0I$uf5M)ikREI*bVWI=tQRM*{~o)hs?+lbZ~(NCgVknhZ^MV|$7 zTq&NNZ;Nv1i)+Er>*v7AD+ zY!AzZVpZ(1le}UVM#h2$R74z#Ee7TEn?^qxco-fThOznI$G=UW^M%7mB>Jq)E6aet zL(av`?p0bKRaigc-a3nESj}&qhVj#_u$)c3K%$y#+P8Ix8#g6^?vpnH`IgbZN7MNhWn^lr}lN_i-W3%$wY>9D3`# z2X+07pxT<+5Wy&LD_W$yy@%E_ME&aTmJdp)%QuXF{c`amYwj=z*=C_L{?w~Rc zDWjp56yW9!R*#WIr1@8MC;Pm0jd;!K53UaWcKGDiGf$;)6sWHj%eEomX~d2XHF=vp0C23H{~VY!7~Ez zMcYc<*w=G1@Bi_(+PIJ?I`s`=yyJXkkw`EYT4OKQ%vL&$EpM0cFl}^-!oxq?WMhp^ z_x{dv*>qw!d)6@Jc{nfC$Z?zZrzG-bza1JB(8~y#XCGj` z;^Xt+#_oFjHB!!zt2^x825;%UQ9RpOSGAg;j16G(%_wNQN`Honu4aCn`MlWEA^LQh zYT8%kBKageUR00LvkTL`CU&JCVX*tQjSUHRGFQ* z5-%nH+6EgfQzpf*N1Hve?p$-JnZ`%DzqY$aMKka~_mP<3zJtr*e5Ita#Y-onpY7AB zNfhoKmO1l>)8qe);uii1#aV6b9BD_5Q&}00)Y{mREx6T8aS)T;=~DDv{-OyiCl9yQ zETX98L#n}CxpG`QrB-{KzY@jG+*}eTb`LwqT)N?)L}KK+7AGKVt$>B`EnD92w51-6 z4BuRN0smgKo=hXO6>S<9W&Q>)OQSzosM?Psz*Q37CWjTg8Nh1=x3B6`OeNIcxqQKD5u*@`69-uG)mQLo7(o* z%-T+rtj^x{UER=}GNOrloRZG0xYUzc|GS=1Cr<>;E!y_4Ua}L6c*Qt#} zmKNA@sZid@o}z<(ye&&d24C&U5Kr5~?1}wv6jjQ@Ts>}s-zyq(#7kn9SNdeXoxG-X zNvS7mMr_ckm=E=$jH{f!ZL(BrAOc-6HIpHEvY<>=rK=jK&vCuIXhRaLSQN@bMW`~GXSEOkHGC;Iqk;{xEHxV_o3DwR?` z+h@MDY)=Gt+t&+#%jMhb7IKYW8mi3`s+|zM6wGnmGNCJ0?Z#1-Wk*B1vPjYXcCHzs zSG(@PO|s`GkY_QDUy+Y)JsnL3t>Pz5xxqh1Dz>Jb>b}yJUS}#hQzSjw9a9>N(=xOY za^0}it+%&>7y>)r^$^mhhmo_knyzr+Qf1vD*(Ik%Qbh_y%PzR^hl61yAwsxtp>8dS zTZ<}Qry2SP>Ij*AyG01dbr**{;t(U%`*f=ZYU}qC+3y))`Sl(XD=;{w)jotjyrSeK zmV8Q;c(^Xk8^1k2)t_uHddWqv9=WkBD|riKw0|*X$;fQxn%!IN7#SJAi@uGUodP?Y zp+M$F0IGJ&HTyqFGMbokOK;pp;%hb%!cpd2i|XxQRvr88!=t(K8k(AU@|-Q|Y+7aN z$aGO>kTtCZQrcfXN(9syK=3=UpPZQByI{~HIi8ni;bY*=$fmH$IGnk&)oh$=iu6-> z=cP9vp?R5j^63-&g{7rrDAfV9+iIUPj~&4LN(5xiq_)#V&ik}H&a3M5EI*k|@N1{d zxm140owa&Y&;Qz6DtoG7VZ26!t9tjJvWu#e6#cD%O*u^J?fB{s1o)kK1fgp_R3JXA_R#A)%udd)R>(3X=Mid zU)_y~c10wP@AtIH`576Cmb0)yy&k*EnV?5_Vh3m*8Kj(sRR5_KlH7AoIQ(wHS9t!_ z?_2kdO`cFj+XeQU5P`)HB%sIw9Q`A^ljZD)aX?bM6#={RvkA8NEnm21@!eI8GPY6i z^VzOr@GvL#PB}iQAb;dxHi;N0d4S?v+K|xNBZ%H;+7mv}c5#N7ecefzEbLlV*1X;K zAv~(0R^jJ$BV>C1y61)}>XN57%33`KwO3%M>>l|Q<5DSldrhG$L(Oy6?=EPY*JIz^ zm-Sf5O@R2_c5}@-fJix#BO8;Prttl4`z_rpPZS>Drj0zhY3^87f;tPwuYaf8Q8NqxZCBo#?=Ur92?75-ujT z%qFx|Wqd2pr%_;9ba<+-Wu<@FE|^K;#>9pU*@Ij;4p-Pn-I6RQr~JwLEHD3dzYkyUX)cUP3NDJ0j}r37#@jjAWG@mq=w;J*MU*y32oS@KyA$_jTII>%B9uV{4q= zBqJuY7mhY9XA0u8Z59PXE#9BtE1{N`q!E>^>7r)`9~mWrdC{0DxTquopUlGtF)K$G zyODKd3X=$plAtb>a@Epnuy%d)RzXCIkcheCCw9Nt-Q)C&8}-P?>Aa-XLh3%{8)%#pw>LCY6%LFOmDOc5f*-B{d0)|c1GWe9MY zO8e;OpPmrLipuSyY!Z_{br=afzK41}W|PZth8K(pVJ~YswJP`h-1`rW-bk;vhfH+Z z%MkU_WL>5DVEi!E%vnp%Ju{54LUumj_;pX&ZLI52h3N6;Rbo3a^(@LdG~48SmxHvh zSKI*2 zzc5%!&SxG}Vs!t0x*gn8v#otenvQ1u&ZkTKUmU1hj1xAj5k7MAUCD}ww%nWb z<#+riDXKne^$DoQeZb&$Y~56ep!j{m%m2#qLNrc%7Q8^vWradc+P=Q^bPc^Xhvv7Q zXfoIhnoY2-$2)a7`sYYyNw)js2Bp}m0z8-KPxr0A43RTcD~CD;E|-OWgL>}e4Vx=t z%;#mlQZ5Q`vD>p+*$))HUlLOO;~hs>sx|eIQOLrwoS}|X2Iunf>n9*bt6lD5$jH$F zJDskQKCd$^Dr1cC_YgGV4Pxq)Dl8AsM;gx8OLn(KF5c3 z6i2jZ@m|>u-W($KQ2#+8!yk#>vL(QsAoxb%P|zKW#JVCz)QXgiN2?hc#w&hWnHvf6 zpFU0Uz6PtfB`8^;4yvGYeUW-7|AF)9*5cFk=&Jk~76Ttyvn~o2(rYjouFH~EtfOBs zl;H-2^Uk-+BB^DE?oOoQz*qu}zuD_5o7o*SdG4*ID(Kb?G0U_U{J)}_Lu7IfW- zIb_o)_Y3mHMqEgaSj7?y#w3{y9ZI;X8td1OWIe9Jo{+ak5<=Ux{ou#uuaRQsQ(7fq z-K{A(2GL6}su1IcH?X<@Umwec*!k0N@gV0O7)yIv}&0F2GgV? z5AkOt$w&!tN(!}%@05|w3{l+p@oVbb0D83K`Qy9K9fOgoAnd<;M#b{pjXfwzuH$Z6 zY(Jwy>M{kZ**5~1F_(WPQ6m~eQf397pKUJ0w6fxqW)bKEl~3_&({jF-hF{Hr;FrFp@aRmeO3vkZ*0`GtF~R6 zB?JCe`+KD;3ZpAi&4XKZyuSenWSq~BFl((R8#XTJ|AhQxqnFO%ul1XzMxSx-xc2pn zj$vX%)vv=|$Hra{O!qmqDm7{|go??Q7fC#DYake_6gR195O(>tS1DJOe~dB#Yx(mb zfIP*Z*#NB$Bq7l#*1Roh@t-KvQs?jE;?m9LOgeMk{1$1GmlHvi{y=Xu9|@0+cu{k1 zy8;^YxBco~z%I`U*5k6F*dsNGh-#T*Xmv)JjI76SFm9 zC=c%D%5kbz2uXHz^(L(n!CvP`4Kh`GKZbbsfX_XPK-EqfLfyXAvZjqupl`ahPky^4 zaYT`YsNUCf?p1)QHM>+Y>sv}7rR1tT7sjIMiLSd%*Vz?w7&J=Vy)OM|nq@JngnzTv zG{~u!F>|we?OD#kCJ=yr*%y?&L5z*vw#FEMA9r1-e0fvtx4V&0`$=Lm1pA~Y=?PE zy-hD|=ruInx(iime)8FpR@zii`$$GhSbM9G8V)!aky0;9mF^D>K13fO6T`%3bayL+P2@-fP+8dpdC0eiZmv!9okriY zug`}+)X>Vj21v#ZnvZw$#oZm=*V*qa;7Y44L@olpt&IE-ULZ%yIM46?lnN?^D9KF+ zNFq`C#M8RPRraHdRtCI*z>SOT7Hl-I+9NR8x;f`LgEq&dXlCCMKusK){ro0#vI)5D z%kXQG(af&PQ}C3F;`BxCpBg$VI+JBqh*uSR8!#BlTVt7RKu9@rT0Z%>RpLejcWe^v z5_}i;>U!-QHSEj&^}uF8&?e>FU$}LJ$JyG0FyJ5jaRIVFe>BVO#o7kQ?_hE0uG}Wz z(=_A&(p`lNn$vS93cULmM*b+K;TTII7)yZh!^DfDjGw46lZWq96Mjf1ODJWD!gB8V zXXcH%L;n@O760lF2WIqc@IEXu`g&lp940f;>E`a8%r`87c{ouAfG{~uiR*V)^6|L3 z5K%ym{sgefC%%6#k_@^TCH~le>~~4Y?f|Pz>PrK_YkRNCHw@N0EwLP}@_^i-$cbG@iVxW(se;zgrM1;|^ynse_Rll1&X8pO8>E>L^ z>Rd~cW|@AW~b7_|SET?;9hCrlK#17^Q8}76TlIjLS=q{} z5Yi=kZ}&3y+TR0P|AxafOxA_IgM!yGQc-a6?%7s^@9tlv1t6U*1tt*a?PXw)w!OU# z5lsMp`D=9{P?0@H@|T^I-Y?I|DtK-6k*EPD3b!IuM-#xfxLOaQXB zGf-Hc)NvZM>SsUyh<6P2#DOa6sx7j=-*MdcK{;58*K;>J+=cNm*hh+@n_*#xc~4Mc z{pu!K)SBa0E}=nt#d;n?&Cp(Pc{%#t-dE# z9KJZ;yeM+rocsIMu-qn)9R;+2k`zR%U|!GC(vmgMEI$nz8m0Kh6mT%q=pDu2tWfCg zidQFp`xBBO{MSnzYGMfjX?#!LfaCT8DBwm5^V5qainRoqF8bowoL39;ffh*X`>m;Y+q{VuI72@Os z1OxyIKG06e{^-f+#0XFCC?+6XYcOdX8Jm_!VFNMrzxJ1R_um8`hUM!&-UX^|%lWUt zjVBvTwI-ccq1yud@i~S8gX@md1>n%H_K2TX0%iwEPv|!XYP}^?Jl>|OY4iYa-^1%-V3_ugqIYgGk%*%|N;^Qqwtp0VAWSWW z?j{FvN*em!68#451+n1cuzYnS@D@S4`zVCX*AKUSP%pyBGx==3U-ljV`perDzCbPv z?f_t?29n|_?`PCJBd-KEA+lE%n9h|)F7>__KH#F{)Dxb5BLE(WxmX(&qJl}*FO^}exYw)FKk?Ue0qB7r-6k64~f%7VBl46kY)^S5U(Z%llHp{?EUE^TKn?$ z(mi395`-R*NI|7}y#l!|S2-Z5|Td z6amK4SFhCAh8A|+7#Ba^A~Ntj+w(zT&;QdvAC3OnnNN+76{{1T%>{0@a7B?5SFq2VE7ZU695DM(`w@&{6tIVO=R-M*0J3Ps!qeUJhD3H= zqOtcS1D9jf6h~;!|6DseKWM8j`^A2D(4E%zbW7;`@V9q8pt_U*jkhSEz6gP9BVGwv zRDGT91`?5CQ1FE?3VL7Ny)8Qq982xoV~p^X*84~t5+nem%Ncn(t zliMS3#!hP_B_-jE%mGC;Zq~DMe}Df^CvbD~LcsU@$9j5-?hNoW0*Ux803EA9wU2N? zhlLTO`5dp*9m!`gVrG9N!P8e<6<1DuC{1?(Us8vJgru*x*UH7HsRdmr6ZH2jWi8x4 zvJZAT@&t)muaiMp&@&h4CS7eHQGaZ+oxS_gM5>gkQyFjo1J12T+hMf7V1F$t~+DF z_SIuf0rCNxsiS*m@gmiH&@C!}jLEUS^8w>{WBhzMZcnZWhZ3g#*SO9O92dHwbCC7j?ml6_! zhd#eJ@V$To-(m_Fz8NV%`h$k}QB1)4{}+Z#t_ITrfK^OfoH>o>I#;zLMiGsKZnQx`Z(RbNA}(MHl~WZa?;5~G z6AD0;><)S>#6CWmQl4{=upBz^#$w0I^gDpfnG6O-DQmGc-_`03yxcx?W5B?tr|$r{ zo@8zloYy4KGD-x$$Yqy+P>c&ekH>&FDbSs>`OhvM#Wo?17MOL4>Fw|50TM``3q%{Z zoB%D>3tWc&W3w=>2+{q-mD#5H-rioW{8Wb!bWJl*NTvWG{3PN6KuAXrMGSv116mZI&Zy0L;R34Jb67O&5QBgXu#Z)#S#DA6LEm$c{49H25w`CiHR`< z4H=8)VdN%&X&Cc`C*&nB<_ui@k-X`>>6r)OVjd`0ECCbc=WIK5_`)@YJ>&0AEN?rX zhAuuCND~%V-ctQ_wy&6WbMJ!RK>Q!hd=pq?&-R4~a6j!sI?+i0vLZ6fyt@t1d_eK| zB}$bQ4&BIP4QUkq+f_^d7Sznikq#v-1VfyzGz~(a0B5Zny7U0xDp^|!KlM&PmQs!8 zdJbK01dt!l#AO2-?;7CT#X#8wIGapB<*h2CSw#thRlaV}Pv$ZWgl>BP%wN&t)wT^CT_(B*m^EhgOKHv2Fnh@k>4mWz7CNr6hXI?&8(8M-qDmtKktft09z n*-;VzV*T3}TK(Tv`9d7&Btv7xIwKCS6--uIQL5~jvH$-9!{weT literal 0 HcmV?d00001 diff --git a/doc/LectureNotes/_build/jupyter_execute/exercisesweek41_5_1.png b/doc/LectureNotes/_build/jupyter_execute/exercisesweek41_5_1.png index 43447c4d578ee63172d7135a7ccd91433e389381..8c31b59a83b7b5bb94afa644c0c8f834c1ca2c45 100644 GIT binary patch literal 20071 zcmdqJbyU^ww=TK>X^>87kdPLoOBzHF5Co(fq`OlZX+i0d?hYyGM!Fm6?p*g>-~Bu1 z>@)V>v z)&IPJ&Bor8eMbMZ89W5lRz|}C0>RRU{e#OF$uoyQ-c86#y!qgoaI^)eM(5+7HSm{6C0-+dS^eqFmiX%&(YA(z{eAQwZk{!7Ac8BEh-@) zVWf;%Z4JS}!HG#A#(@1Q;3TF2KPrYC;9H5@ZoLrjBmcD>8+`eLG=Lg>_wqH8IP6vn zj3Dq`?*zDUXS7hYNUuVjtZsDleP>V4dhNV*2Yc&%mPXUxk#wx^uB_R;XYK6)$oduP z$AerWW{dbVv5X(~kg#J+nLn0F++7|hDJl8cwA>&miafkJJv}`>8xhHNJNv826BWY9 z$U#gqRxz9^kZn4W2J!VnK>lq}W3cqgO})vPHCG|E&~8uWt*WYOq>eZZ8b)wm2u3Fb zF}Z;AU`0t*7JQZIh*X{RA~p$0XnsE9`OY{pA0HpvNS!*%cTPj3CGR^c$L&$Lug`d- zrc1R?PI@St_V4-_(lb8QS)*WKNz2KF_2{REg`pW48Bsldj;OD%FC#DC37&JZmF~lT zFrEAESp*p$E~U>sXQRteq|{f^O!45Sk<&Ug76kl`+rISgk}^J)>C7}b6-{4t2&a5c zObos|Y{FvItQK{2d^I*UX1mdgljx8x;?pv~Iah5Sz@(B}Pv-D&dr`kv+JsF`{?%kC zNq;Oyme=7ghMb%nhxG!lmix}nkf^90aV()Pg@rE?*QX{XR(A5zrHa%_z+U;K33;p) zm9^N<9wq8}w|_y!!^Xo4I6k(8O%-fR<+$)OZcE=TgZ6ow)~~ZwrnH=#IIF9xytXTl z;WVM}UCMG7ZzoH*L;JaV$hZYyJlpRsx%pNPE(I7Cfusnfixov)nwEFh#8?VzY zK85=>H61XRPqt|x z0lVH|oT!Zix!x@*i%v=k6ZX1YS#((roV4hQef~DZp96v|rZ@PV^PlfyV*DN-?hL^m zedn>E;I>(c7)s`$6%<^kfMSW<`$j}y45kVY#l*y@m+QfSMU4hGl(pQVp%bxv0rSj` z5)O-@mChj0gQ!Pfxr@HR3 zpKp~^R05vAP0+hOUY)78qrE-fL4eFunPQbT9r9OOOrnhl-?6N%tsUQNrLRBU9rc9b zF>u%{3FaA^7#U?KrVFdLc=D0HGV}fZoj4~iZ~dTdxm)D%1k3SgiQIHJrTuWR$?kMR zwsj=6*YOF?&T#)XW<*GZ@c^Ncs_OIpfq^d5bT4}F{LYJMUG~DlLP6oW#zxH#s;Z%_ z4+l0`9#@A7QE=E56%|><#Xv=JawJ}vjf%2pR`*sM%zZ8+Kt)AeTWD~Iv@$j}rg`x~ zZsKvI8}>*@2$&Ra^RUNJGXo@qfLV>Vw#Ir<^OePf44JU!Ooi3fa4NhnkV+yjN;^y4 zCg&0emA!+*^Jc~I+;F?h`u;TSLiP_7PJhpThg%7@Ei&{to_7xcf@N zB?ZAA5xPnlzqDR#3ZpC&JB5$jQmc z>$r^#SsDDn#mLAgs;Nl|UQTxR+G-9zTk5Mle?s%t&r1$G$o(d}&zm^;mz*o=qZ&}!8-d5|j} zErW6D)o8+OB20vNmOZ&hd8{LLcP)Aja+9saBqb4REoavp2R~UibZt7hU+e|~yNM50 zu^mjn_Hco(b>v5HG0Za0e6nc{^!JA^)@`M@T5!O+JX{PvS?>`zh)YfVYPa4^4HWEi5dsiHNo;br-D|6w@Tk%osIm zEqAIH4JxSE*oKYs>0i9)-|<#gS8twQtXWQN+%lp}LZ{<6{#kN3x3lvg;PWV`kS_c+ zjzKZ2v5}O$`5YJQ$F^hBPHr*;!l001>+bF8`D=hv*YiYD@OC>JX4;W3NxuM-4R%s$ z92Y}Esw0IOY~^TX0Ij+EXvUjz%@Wu3uRO=A!ITF3GZheDmnAo3V6|M2ny*qUAgXF= zw--skNCbBoypfd+9WZpNla!Xu2Cr|0J~pX{(tQz?l|?OW_)FS4m+=J{$GW3X<%ZX3 zOF-l}wCwwyo6VF{i;0PG*sV#(rwcD0a4IV+ryMpFolNA&;<2cgL(mCX+A0it$eJa9 z1pFQmfwGMBVI%TgV&IVU0t+_!%gy2b;mAk&-8)RkJmO0hmcbn{4Q1suXYL>Pm$O>4 zv$G096q}oy*W1}qDVNQwLC+vF@Rf6FWjbHEOow?XrUSUG=JbHcQS~|KX;LPgIcoR@=*z?qJXADuuQb-hT8#qQLCTo!bhi$zvv@t*$%*S)}!8$U&c=20BQ7G{G+O;)U zF3o+HX#p%V@k=8VlaVycqRFtXaH4G4IC^0A;|*J>#e?*KQo5f1kycVu3u^JY<2Q+O z0+tGoK_Px`0)ZPWp5RF*-u2xwG!hO0NpB=gNWIpQgoc)uz^yqt8XJS;<&&MAo&17= zc3@6n&p<>cCTBZc%mJ)U@o}Sv1@!CQtz0PBDW^Jc+JXob7$wJw* z8#92XFw^A14m-@j!Q8`y6&@l8To@w`u#BCR#skOT2r{_8KKah?^dgc{Byw{gaa|XB zOT^Z+{}SjkaxfO9bK~)?L2ooQOzz`M6@XWH{k>UOO5>Hm&VfB|4wMImFT5-(PMq`9kn)kZXIgh-k?N>Xnn5`{LA{ z%Vba#=kUx33d`9__p47p8d~lS1?cGL@+V%xyx)NLCC@lKuWd0Xg?}x1g@uQ68g^rN zKHh8rXX1+-D=oN&YxI|CZ*o!+seB4A4ooQcopy7a9KiB1_L?nmZ43cH#{q}U-BGLV zsly9qW+e@coqAn0wOomD*hMJYjizSvwN|b`2Vlaa&O+EX@~PSk2Ph4B-NuFy;wM?K z*;2WCdW<3>ls!?D(lECVJQ29xWc-dOFqb!(+e%QFot75i=g*&!pOlnh+`rO;v5Eh= z;F#?U#p856*2}Z%2*T`u{o%CxA!-C2c)PBy^nlYb*k{x6Se%fd3d$U(Z|pd0OEh7Z(Rd342VCc&^cj8CdO&`t-E4r;zW0ZZFkJ zG=C};!6b(TYy#3#G8F1B8xL3%g85p8uumNwQ$^pwB=^;Sh${Ziw)(#j$7tqHVN${7 zXj}t-bJO-GThvoC+0ZR}9{2IGY%DBhB(M2_roDb{+I*hB{yk_4d`bL{T7N;a2liRW;^`$p1t`GQw&_CDJk|(>?q1CPS46d3gW&_~xcmNUR1G z4xeE5avb%asnVrqOK&bJBL3@&latfKJotZo^Y~y@)y+b974?Zl)V|V6BvtR9cVih?IkV8(EN z-*SJsl`>m8YAWL=Satje7BQ4eC)#}$LUdqO0)XDRF63ooK$_hzeuIz;#GuTwJ*>>k z;zmYva&O=M0jB4N=38*5obui+dErb9fwHD18qjxOS|`?pLFAHOTY$8_8FTK4oJ*<3u8eM8Y%wuAR>4||;{oAT;F$k#muhV|! zi^F6PY>bU5_mt%4%l!Q3vOmNI--`%u1r9+$G7x3GsEGs{5Fvln z9xa4@yP2pP4MIYoR3*t^6cTSF&h)myDF$LO-*sLqIN@$nD{7%w&(uTOa}FTMfU%n>EM5vOZacTu?Co7 zkippaZGm`t=9ew)ckPLS#tZW-PJH*_4t|r`{ z5GMXIB9&Es6^5w@)DT9tTC0)asa$P*SSkZ2Mp(V1mV%mEi?Yfl`Sn08WlY4seY~;N zbcr%a|K$A#qxmQqsXU3DKidEa#&ph&uZYVC#F{Z-K~d38}2Kgd%yY*~)~J1jE^4hU{M@vc0~Kj-W<# zvloEnTZH;x5kTBut<;x%DbH8RnZ!f{USy`4ui`!;fJ+ZOASR${^-$!J^ZgGG; zx?7k`>8i~3&Q^j03GvWgNwfBebt}2dJIpXT?ZqN?PX6Aw`B^StbQ#_VldUG?X~p9) zSaz7?DR5#dC)K6NG{nt2aX%RZGm=sC_vHN@ND?5@91}~-YHHu~G}xB}EYpr`G?sKd z$EV{w9_0Wf(Xi33`0ZWO=>j-Owb?C zyA$X!w*jMP{DxH^&*9^T_WFj{bb%z`#I8CZ_h$ zOmXu0-yI#CdTkKTyMsE4^p6@Ep_P>{^Pb_v=s)2n)2Cyp&S!n?LGv6*=d-RzkUnc| zmZbfY+!lAMl`>|((tym^SX_vxrDgH>B^Y3j;US39Q9zC(@{_%NW!3>5O{_Lm2ac3s z?uw$#1cp@e6P?%PD?D`T3BP_^uNf(RpvL(4iUs4|>G`M=hmmQ)SvM-RR_$cMzq3|5 z^td>EBf?~y-oFl(^$y87Rltr~AZ8Q6v%_T^`kG-{PM;&6kh$|bpoRzAw2eR?2<8=X zde7!`%+k0%qyrBCQcIC_t-1IaxFIe(tc9%qX5+%@qC!H9Hf-3?5ZPFV)OO}o5O*Qp z$k{qfM-HWilhj{fL%YQUgN(G~bA@NAkeZMN+ltsRMdkAnh|=?vlfuE=&+hed7O`)!^#2v7{XTGyO>m58kK@Ts z=+Sym+RyD*7o^o>d{21HX3h%!YmY{w%0z$lcOY=OSm$c3!UNHXvOsM7okQP0s04UT z;srK~tg(UlI5QWk-Wx0;VJWN?Gv1{LzTw&Y2fw`~E$Wsz+~x4yp(S`?zYnKNE1b+I zFsv3E2?CHX?H3dk6_FwGX@VrcN&8J3CFt+4HLMSg%9uh77EzEPsj+y8 zgF_P9B&in{YZ=-xD2paDIs3xW-JId_*CVF)&1?K73Db>i5esa1bc@lv9qXJ+fxw9$ zC8O5Y#t^pg#y)F}FSZ|NsO#gueWQN)5*IjrW>dvKriOqO(Y=|kGSq#{Jp4HFLY~mCk6-)YU%qQFs;7j)h>dR+xBb*AG3}tNGCA%?0ynPozkIL^vbEc%nQ?;(*8LwzyN~_@l6qdsPPJ&sI*&LF zP$uc&!vVYAxu>E65b#EGM`GghrmcWU9n(RGA3e-2jxp#GUOKw8Z_0-(5g*?!`m7+8y>Mn$4&*L zv`@ICqA)w6&x=Ou1A}YY{aL`2Ur`cl7V^z#%eg8sOHn;{JBbiRT$B-z*^t;!gE# zVU=pHj}wpm5}Wv;V&baaMHk}0;xzOmK&XM-meS0g`$r4R{d~#Tz*bM6FM5y!btqWp zoW4(Q+lBHnl7aEZ;=tyPz@=neESBjz^ctF%b}Q1sju4G|{5c5|_B8vhG~(snU&O_q9~E7C z3@@gj)UE$`!KPZ9i#%xw7);=VO#HraQ1Up^%j_*xSa&P3K?Dml|472FfMY@WTzgOH z!{MhX1x_}{FmcXXgDKS|gd2+6dg9`VTaj$jYO%ZI`(h}b#CPEBw|@m!;B9N_X`V6U zqn>*(+Vw>bh4UE9#s{(8h~V%BXWBJ!xX-vnc*^+QQ$Ds+qk>^7r_1vZ(s9w2ogON_ zr|r3VzZOePl8)IXb&i-}@Q4LniH-oyc@A6E(=KAaC~@J&RmHS8t>q5%9-OYO^7@99 zsW$%(ncwB37sQhf#}2zdZpSXV1rIwtxRfc{7Tk?wITlo zIk*|Q@NjQ7m=qHio6|HTWa2qzkJzaskLQ_y#i3tP`zvlUBMYZ9+m|EQoA6wTwze;sWq4xy^w`duQuxMkq5~~ZJs0kXC zFZ5AdQJm8xF2SV9mqed1wza(`@hH<5(Rh`WV!cF`K2befiqb^q9O^`KdcagP;AMS5xiq`F{47(Wg; z3_?tyd8+_j`NF!{d?hzQCRol*a6U%=0g=X+`bl_VvC{q#8`I4Jc*W+yh^y6G2VBQaVYO=M1x-o(eSK_h3Z*w9`eqR3 zTUyGG1|n>V#iDlt?gqB*A76!`hM=l~*TS>DkwfKHH6PpN5hOJxB98{80ZGMf$q-1Iqi9nE-*dhiDhycJcsf z5?BeYP+Sg6(uj`3wfxF(a}zF4VaLSpBh#J_-xjo2R4(efW-~V$GNZMwqF7mqNIf?R z4i1xefBbgS5t4;P4tZHU@pmriai%Hb;DO^C2N7!1cbLL_8;y_C(KFgI%}SXUtvQz= z1>bCoo!y?$4hf(8f;ci}R^|t;*J;lA`nPzqmtBpndrBL^p9i3Q0&WDu*-`5igb8@W zPF*@Vk(eDT8mWKiq}st_N^NpYepk%F$t}(XBXz)h-m1R-${~Z;w`YIbD1BU)*}3qD zMV5{dabAmw+=%!d@rhb&oz2Xftx!CB8i#{}h~BIny^*%d@*Mm0%t`yqr}T;KbBN-N z2;3C(B(O{pd9t+Pr;}KdA54anV=35Wme2_Lhk6RvlKw(nRRqcxtEA@~EVdv8-$vF4 zj>+x5M})|5%1y_gs2-r-u(v|a{x)2`?|rw{(D)bnMS#L#2&$Cv7=?cb|A}c~=&4F& z-TSXh_b*l_-2Ykk$(;lLjYBaCa;v*K=SoLqT-(DGtHNI*iNX1d^9~1s@)ef}(D7P* zYUQT6DQIj8G~38`m8rZWO6^T>QXmmQH%L*_WCQt6)EOJ0Nl0VcxXdtahtIH@4~LUb zh`jqn$h73M?7ZrN7wtL#-SO&ElsRx2YrUs@9!$H(EV&Yzu(yx+CrRHzABYeggKn^L zd<&Iq0n>T+v*BiZ3{0KecNy~*F zc}FXpNnhzpUYOW^s!IdNzX9a-ZA&aVf1 ze0zq&_NgjzI4z7*aNrmTn)(C?>B?ZL+tk0IEM}#P8Y8L9f4ec#gD!X=3 zFTI2D&fY(MJhnH9P?SwWRIoVg9E(?$pI6X{xjf{e%T!rV2{XIxj zOXVq~mOJgK$*1xY0B_rM#SgjKngWL;RqKYnW#cjbn_}$$G)VCi;;P;`Wa&ax&-gxD z950It9S7IfhZI@fh_oovigf1-u}W!k6+5$+$Z@qfQDRsv{URwSD1en7AsO$IxqJKj ze}g*MYikl5lC+c?dS&+75fQAxl!9SISqoq1y90{(Y>USzk%|5&C65!824brr4xi6_ zh%#60?_0ee%E6FfX_AjRZqL21SCKs*E~eER9Sf%3(b8ncaV<;iN@|pdqC`_<{LJNl zv^lsHY4~I?F$6scPHN_sIxy!%^P#8emAGmjg;hvF4x`#;8AQL-u;R+?P9A4VTG!*h z&rnLKg!Y={T&Ca?&7;juy1-4WzYpt#loU$acs?vV-T0*)l(P788mbfkd;A{k@fLi2 zvVS7zNQ{h)LvwQIV!nNQ?tC!!e93)}6^DS}IY36I6^Dmw z{L&@^^`|{$8C!wuh*Mnj-rLftPh-2glSFv6pKA)b4RBujy0&bNXEkibt2ofwszrn? z(ky-dB^!V5s+H_~C%$up&eYRkQ}N;FUfp3pCU`YS>AuXfQWUy~H=8a^?b-V9;X}y3 zvNj-*7BjZ-J?7`e$-)Wu+ur3_J@+QYCO38;@z{EjBJyNSb#Ee-(iys`!C4vwN`Vq9 zk3LVqL9`Fd#A6Q}v!H_hC*uu5o)uU*P{}yCP66elFTueco+%+l^e%{cHEIi`HfBY_ zOR+^xFXQbwp$ur0>G$lUt8{C2_|iC0p65NAm_8li+C19~(BQ$h>lQPOy7^B1@l3FC z`Uxn@W~$^V%v2a6AGX|C!>V*$Kwh7d2cXyBGRYhw%GRi_Oe|s~0Off1c6!zzagt!N z*Jraw^G2jEvd3Zz8j+S3amk~N^cEpJs08z+92@?#{r%QE{u?V}2n}4Rrml`oBtx1j z{O76Sc2GBhm9@dI^&=ms!0+F`>Bs}X0{L&~P=6{SsN2)&4GZ@ZI6Qv*H7K8vhDvT> zTM8Y=@d^1G*|UG)BZVaprG!-{ZMl^|TKmCt14AcXi*br&U+A|lEtT>=3#I|WoeIYt zWrd#%W6TX7d#47%=I!jpF30mdmUW;ER|8V&K3U;!AJStIk0f{1G54U`sVVK@njMYp z!{f!G1lz*kG)RqWf-fgzwr*oih!xl82fRhJQ;w;l6`SE`t)8>)@xTgav6{TbH)zl&VA ziwhcB(I;(7f3h19lR>)}0fu))`r2{t_ihhVM&2ta;l#$pH6O`H{H1oOc=I}(NbaUc z_ywBTgiOtIVqggy|2b<4Odr^7{310Rv^I1$b=W%^@riZ+uJTwfs0%(`udkh(8%}1d z6kbTYh;Ew6Anii`NvM5)`c`reiJXm>MyJ6lyS}39iUxx~f&Jj)1EtODr2Rl*uab0p zjGR(?=&-<8B*TS3d}7{)1|n-s>9R0poEOM5xE{A7!!Qkb>E5J3YE;?e;&4FH>jTYI zdH7fduZBk37u2PzIJfTa{|Xa4dADwZ9v~|ZSANKpAL< z(q~Uy%$KEP)-AcCgXk61y;zU$&qfS0hI`(CY*5Un7k@n%)1U}41Hqw@ND3*(-o<)D zb|-|tW^Q7M{+h_ukMvO0O*DG*9JhoQf!d)y^zniCwFSOZ1hF3s3WEHUEV>CC4gHnu zMiwX7uIjL~_cB*^e^mT>!1+);?dG%2S8P4dp~FZb=cl6jPRtT3WK!LpQPT{Y>%CYE z$5uD0Fu!h_(D;F?CrmO#1O?H#mSTuhDkpuIS4`C1~fT;}F& z4Gv?45pOYHI#tq>-wfxaWP;+)`QhTc-5z+zfPX#!w@8?n&^sS3v3eLjbOGlh?!@y2ihU8);$GdfQ+JP~MJ6 zY!MwvX(fIa9i{?Cu#L6u`f4Gcaphuq2nPi&1=R!+gcxD2v zqzaW;9Gq5Z=if%(4SH`BS8YMRteY6Ei$@?*rI==H8~=@-MC4)PE;QKY&^Yc-I>Y*{V!WZD%?@J)}ElBA0jBlhYJ=2haPl3!T%+cwt$Li#OG5 z9D1as6sv!;i&aP*u)~glKc71@==@gypibIe^EmPiQu+h}V(V_n@`dB3t@Yc+_yAnb zR3-W=Tn4GmA9}exdLc4z-4EP2cjXpvO;u8@h(i^}cxYWp2-3;+H!2^eSH6QZgW+?j zVe8;}wwfvE?Fgay!DyvaR2f%4yte7PuX;LPr&r`T98?@Duu@m%jB?((>rnRR@3E?W zoS#~;ziNTcLc;DL?F>UnIq`ZZn=A@6n^lG$g(qH#LTb-kw^G}tHO^|0lE@}pF~?vE z4t%m|y;eQ9Ms*FAT1i=B9qbP;3&J%_Of1G*ZnaQee%^h8pr-zXfY6Rh4P7*ZnUpYW zR_L@dH_7hMNy2Hsyq>LK|$9(CbNs}zoSDHEd11)dOdYv}QkNsfk zSmHxHaT|oOcoOdsmui)~!)+FAWjFIC!1Ai9>StP-qZ~WdsueLobZtc7RM{IxIFPBX zUXji!E8PF=>{is874V{KQ@a1;rm88XD%TmLB3`u_*2C!<$W$Husc@llzdvKYHgys4 z=dtlC()KD!`5Y5LA){PgM@Fve@8)x63)UzL9mLn>Z;pi6FG^;O^H%q1r*B0{_k6x8 zd=AO1y33RuEN|11w-CL(KRZMqWsUpuAd8j|J5eUZQFbLl%$N^ij4^*4cb$E4R+r@i z%{KNIa+A3erO>#hpU=^T9pP>5i1)*SkYnaHsg&~=%O4Xbe5((m<5OeYd2=rH3UCJZ z9=thf5Pzt3sNEvwmr{75vTJ)9X0EO4~wH#J3 zyO28A2C3@+KYt`pBab(!nJa`hHJ*K}VeovBxx zGAK`zK*Axh@9$l;kT$-Eh#QJB#r~ccN(DWK8`bY;v!af~ZVi>_nR5sqR}3;N7@q%+ zm-)3YDCeJ$N;roNtB#{8lwjFgy!&_=98b#RZq+JR6BJfQPEZ!P%xGFC8- zSI?U|v-I5zMx>D?zSc;csEp@qNrI(KST^@@FAu@*PNOENFl9smDF=V2G<&jYoxo4K zy0hqnkh86~dqT?M2d!;}2EKi9ezelNih38v6!Uvf{MIT8t|$>WQQqfFQ;>4V_1UaX zrrYg@K!sjRRu8o%xVvXx<0W=}(UH?bh%pu`iqd-HwjT2TL~L{*t~~@nZr%*Y*U{NEB+O&I5_! z&AZD>Nl8A%iq`V624V*;=dz`vipP;J(JnETld@mQS;HyiG82y+slFA3VuZD0lf*6M zF~2Q{QRZnome>hTkEhC1qFota_gnAL{~Gz`@$hZTS=4xMLrwnUt;o;UZREIf8B(K# zS8KuUw+eSE4N1Li#27K0JIz$d@mXP4%UFZSTMz0zk+blGKObKv;?j``M|>@Nh~TMp zZZ3cP=+M)#n%@@vU7J{_7(ScABC4M4qqgT^5RJLj`*rxT#55ws^T$+rGy|4KncKew zdYL$Am2S+1ye_2&&}l0lZ7kvZh26it8{yDXtgK@NeUW?WB-%N9+&Fe9DG;{yK0`H6 z$6}&G_dWMcr%*fZ*a!Hd9WquzDn5-=^j~T2Iu=zvJ(=J;!r}<`U(Hy~Bv*a70Q$9*`nCsq@-8Qki8)o78(2upvZ^}zkq>urp z1$Cf;e5ebN-i}$;GvD6oZESLoSE#*k%;!`6q^Q!Mw}{pzTsaNx(=c?}fG$K>dZK)aUctxiBca=VZZ;{dmm8cU zCV`YOb&-rZkt3oxc>Bj)BPtr3id${2#hdP$Vphk0!Ss?Ac+1zjS8Tjd!jU~$tPFql zD~a*7YOtq0>o9mVJx@Z3az_VFDYlJ+VkvSX_qmhfc;^!xYfwTdXyWDD?yCm5dBW?HGj7eZVL6F}J8Q>QgYC-`{ z*T@4kL2>3wvH{vC4JU?=TWM6!tq7$@AyjtC|<;Mp@wc{&E1H29qxY_MRC3+4Wclq#n~awo6_Yl9VYWU8{+958M(S6&cz7w zMCG4Y8*w!FnP)gZzhPA`w#hU+|5@7ClJ+C>qtrtQ7!c;z)8`EXcDG|i9YHC@Pm1B0T#l;wXeSLpXgU&TO zB+8mO_?bFQN1%MC=@;Ma_E90f&B>aOd=cByM;_6K#`9h*QP9wo6cAwS2%BzC>-uy7 z>}^=B)%+TOob@zcErkQD5~WS^MMBTkzb`?Cu};D1#`;g@)ZLQ_pt|wP@l`fIDO>dB zgl$H*Z?|@6ufhRHVOzK%BR3Zb;1xT62cpA4V5<*G!e2h> zdJzCzoBdr1Kyw4+v%ulJN07XD*_&XBJiPf}#uv%}He?&BRGd}a7e zzaiJSC^bDQ9!6Ome|Gu=u_BKW*o4MULtJEd8N*KikVXn*TL6@@ z!e&`G&+6{#NP2Io$%OC$LCi{>;aITJuC!UpggL z6KWce*rj=(9uXBH!`-Nu!N$ng<}|Gx3~-Km3-xx_00M3|t?i=U6-H41a5?{+yknxO z4{{Of|8qFZZkiU495Y35r?Cw8K$WrmzV{N>^L!uXG?zi0DqLOylS#`yA3pI(jMMQ_ z)eLt$=dpIj(is$(2|qM>qa(ner4j&`EeViaX3H(j>J<|lS&==tLEehSL>nea1Jd zeCorGJSEixDj^=-2A*?z)Dko*AfxIRW0spNi{oTo3y(-{aQaoK-f z>~^&_y11Dc96eWqT@aVN-q^%X{VFTn$BL7d7Lf>T-J#vfLB`cMm&U17k$(1pROeKtGPPwiE4>dF%yYh1PayX&(oS>u~owG zWdch_t9!h~)I|RrEGe&`Kr7$~!mq8BTaxq8j0t$dXuw-Hg!U$W916&Nt!n|dt(%H z>6_UM#U;WFIdYJiwR1L1bhjt8bwbLT`CrmuPU}GTj;9G+Rew8_{_qmYkfO@@@E8%l zUicvNO4BxT+SoEg#*U0$B`GFW8sVq@sA(BA?(Qf9Dw=gyOl<# zJvd}bgeX~}{UhyL804OB^?w^I+PE4GX_w?sh0@cM5o0iQnQ^JSI_%@uwkJ&&xyzou zXqC#X6ZhnyoPwem?Y5?Xx2o1QlYe~ivo#olEkvdV+#|X3oPHzsjpEdw)Sl=&=q0s_ zHm&Eyooaq@&Ev=TO?;``{WrU;nZ!vHE4R9jPbYhC(t0(b`V!aC;3TA*6fnEy9dtB zqIoP{-9W7W^R=e9RHpeTsGtqs2!a18ir@+q3kp^>KV+z_d&o%8aZQoL#{B&p$D~mw zJ*+A9a#Gz6=zR&)0c1#P(`a{m>#jDMuY40&zs3+-M&Bw)NH~K+caA$p&XlBdsF=6+ zB~|@js08mnbsha#bUrtCMe8Qa-u{=;PIfdjm>k5hF@^2XNdq>FH4A=U^oG42MUS;|-9*_`EBkPIaS_=00aJZcu=o ztqLyAa_1yQi;qWlwzAiuGA=Zxvv_jpc`mZ?%Ts;nR>W^Zak36SNM-#sal%VY*jx*V z@bVE>t+*2fTIjjnuJ&M*15c!(N%>d=>%xcaFZ5a+$}q|VRgUZUtg_bZBwcU|Ko}ce zP$#5TSY2|spC<}Mt834K4NkV|>XF-o0vMd=-_j=df%MZn!}p z@UmDU87!{0$V0)PsI=MO6n3Lt=t=jd%Bs}(dnTWt?-OJR$`OtcO;0_&w+uu{=XqA7et-c`p638@#0h~f+ zh}NpBR>iG|vvOSOULpJUVjIRn?vmi2g6F*e)?mj$jP@mdA!c)c0QJj1EoB;xzfJ)uWkaze#UX1{N(HYG+iDLuA8fcZz ze54eA;d>qJu;@NUm3h9?(kXANqlys+5|={-b~$Fp|9};m_c3l!rup!RavpO$bREm% zFn%Jlvev5k2rOj|E|NIEZR5tP7FTN?d$o`2alfDP78pNbt=!>~UM>`TvW{`~R5Jl^ zB659>92_vYrO2LFU|24wU#nlO1Yr5jTUQ~f9GbmGObZFgr_hQNe|~u8!v+q*KU4~s zj;NSzgxFu7Z8a_?8Ujeio8~>90BXcp;At#B;_->pmqIs_pzG_my7s5F!%6IWRyP%D zqyT8Et(82O;g|@e{Z^;>Mmb@$+|bwrU`())#9tl@KzpVojGxPv5YRb^ChM2-6C1iqz56e0}Dy7Bp1T9)&rlCc$a zPE+UHc=9&wbO8CJhEVd1Y7%5j?LZED9gx?gK~-qdZ76np=H=gX?79VbrTrAexDbQl zZr1BxP?7h)N}epI9!B)E5Qiufe4I!}(O%BVy|k(_aZ5`p#rG(oT3H)p7bqbTFBzba zpBl2OM2?%CovRKH3Bl;&XdeX_TTX*c6bwKt+iL-6U`A$UhelZ^$1Tp{dP6*^PJAl* zCI8NpMCz4Wsn@UMx#6wiSvbzqv713rt)GY!4pL6CI+Y9jbGb&c%)91FFnpu@g#MH1Y7XRag zxC`Up@H_UJ&rcMn{Auy>fN{097iK+H#XJz-X5jml`2TEv9NDhM#z^)efcX~}p_he& zOYlTYsy{wgF+dQ8dp2VUmY6Pn0K~yzIs648sDV16x+c9c_XiMYS-;H8Q@`o_z$YG*r6xrF^fjKsj1r>aQk)h^6pv~nTQ0Q19TPm*p&5?`*Ke@odvxq zfWGr_5RY;FjLmPDVFHgu02ytS7okc2Jma6QJaB88*BrHBfZ_c+v@1FCL@)pYz?U(&Txzus!T~R!zYth|Gp@K%!VG4SQpFO21d1mOJt#n9*zNK0wa3+N+JP3 zxqL+Xdn*H!FAerahp zzysU;9V979{>vh=TqB*&P3@aSGw%%>*|WwGlH2{Nk(9$Stp;4cHJz!odIlr2e%0LU z{*!%rC=ISE9QES(@X_3y2|@+fmj640;g@zuRHBOrSVrZ*!{9y(JTWREA#%VW7YD(g z&|w|0LlRO_{MH~R(9cuq<1=5(`R`Eau-)i*-#!YcmgS$P*+8j&vPl=P1OYaKye=z? zX7d>lu0gUeRy~r$<=xxF$|V@4a2PNllK33x0mU~45EycDa@?;l0f(r{WGKbDQ06Uy z@IAK7KhkJ4KgO>(5hqfT#eFAb%QVFW$aIP*&0KO9FyU1>*O2 zpbYop$B*8=KGAMigQiVs}8O<@h|s0wdT9IPZ&s;w>j&z};WY+i3E9 z1y^AV(|p0!8G~C=%<{p6D3Ys7+2grp?XEk8JX0bpV@TNs5;w`W=ZP{v}E z9d#XJzzbw#VF0lIz}Dn4;yCYTE`xQ#0MFn4lZ||OcDA?Z19(obKfspR&Kf7`-<)o; z-4*LJlY%xJ5+L`+@4O!ZRGx9tv-QS)2@s!Qd}6>L4+X6)GC|9OYk($5z0?3LGgt`2 z2SD2nu^p9@Q1-26{SKtMt#hyu0tZBv=~wYgDhp{Y0G>s5N4$Er^dER%a9t-+CTZTY?apmyHK!f6Ez)dlP-BO#0WN`0&SrW_6l3DZYB zg4I2@t<6nT$QmFrAG^wPc`gA+5e{LvB$=S=XvGjpx{DR06U=*ekwM*ixki@H#wFtV zuJm0$Y|omweT0wnuD#HyI|2F#bhWTsmx{W}zj(&;;Xk($jb6ilhmy4~DY-3)YpoZ< z0MO9=>cmmL=Eh;kX>wu$@PihNE1CdvKHF(;3J{ln1G2mJW95W0)z)IOhYPG(P0%xI zQP4bM+|cCu*Rto?J6J&QQ?4mZ#Kz}I$I+*!QukiSzk6G4_@00PR#)RgcD28#mMqt2 z`e*)|U1}^=qkQ&kud=XN8}u2Ne<&&{vIDyNzXl?7w_gQo-qH=ix0xy6H5Y5vpn-Ng z0Q)BHH#Rn?=;^yFnq7{Twilb~*1dsqV|Ow6 zas6ka&Tl|aVbtwF*cfoD`#k;hV6Mht;b=S$D=aJw*3D<-cCYMe@4Mzn-B%dH1>6t@ zydz#Kp8l~j1R&M_P5SJ3 zmMB5BrTyt>sX29+>AQ#x^^-?{k<$mefP#)*OXS4<%vw z3Q+%Jl9R&$HInZ6^U0<%%~m^cL_pWnhnX^llWoF4`6L9`tWeNjh_`ZgYw!mxy+X?N3=~vv2!QGnVhLYo zfUYx9uAu5930$o%(Bfu$W(&ZrZ~#hiEggEF2YM!yU2lm%nZ(4!yAoJGeGm~*^b|T8 z9Fzz2^cOnbH^z47+e$qLptFVJJ{J&^lUdXBP$+0=VE|@iuscye^XkX?DQPrM)~_W`}{2KwB4DNC>FF2wb9ekIWx}ZWGv`Z$rtvA?fNF8#_D9oxq0u zgLFEK2r+7ehG#ILUBWLmAM#117iv?*@_u-71MW^nAx3!424;%0vXVHVed?Ym*;!o%sGD zQ+iU()qI9+CL_$|o&R5Ze2F{$T=jtlMy7_-xu2e#?5hPC*OFNPcp6s8o5ff2?-VU; z1U6J$mZhu!tteMg+DX>ITxgBdHsH>%R^af0h`6}*w!6RskX~F`$_;G2nC1W%AM;*U zQ&w^oasnNE_2T}1dtiD19mVmW*ZkfAAbY}$87oRZcbsr=+6p`|Y@$7I7xuimUzt6! z)?&Z|gFr_W02__x9XdK{fJ-fujJ5zL5T)$@ei7dH;}JKHgn`5BX95!$LHksAUW4Wo zfk}!7c$NroSL52*&Ms_6L3)+|tD)ov2O2AWKAryY-R}3GJ$OHW17lnA!~`V;fa`@$ z6!6K}0FTLWOE@>j5>(}anibjWcCrC$OJ`uS6}(8Bry8g*z;CWqEAVWMN5Hb_IIvav z?8ZFc0aK?=dDVQonJ%@hucHUDb$+H4P0pnF_McJN$+~ORw#yN~L*E!YUHx3vIVCg! E0IinQ8~^|S literal 21515 zcmeFZWmHyQ6gT*gDw2YvkNxMT^VZdKo1Tk(6As7Ujes|+G z*y0W8jO=Wgr6pq043kKXZ-y)*S7&|Ccvuq}qu7R`u9RMo!Uup4R{zKx0tp!z*(sGD zDYz)G{Xe<9(5NzftwbAhf{l*um6!LH?|S(Mm&0!KbU(Y*B43^oZ7F{Q$*pMLyY=XZ+dTbSY;;%g5~YN|W*9lOEzMi@EB&&kY z4iER&DE1T2dLPH|S-wz(zS3fD>UyS7rC4~b+Tv5L?3?rbSl$5X@FKb#dii!sJ8(+VE?X(f2I$CL>=;Py)?s|1NQ*Dtn zYm+OR((dyD6CDG?dwE$G%naMA=_0m|SzTRSK40njdM*59kadIvtf#H5jm!O(Ehsqn zq^9Ko<;9B^&tJTFucn4u|LrJjvQTyU`W_>Ks6_$2PeN7}6_T!8sM2kbot<54yMY9q z2b3l?mJ97u#hMX`i9vv=s}UcFn7MlZDa)*u1RBr(NabnPFksVb_%Q2tFLwrF8ZS0- zLv#U=aM?|mdfvnPDp6Z_qdhj**#xpcQS7`LdwR5b+$F~!PJx%$}GUtl}S|{U%=;z5rLOg z8llO_gcAkIh22{lfayKG5#$lEv3~ROTK5k}o;@9Cf*}WUHN5v)f{)j05;8JfMrrPT z`}^kiXK7EO&d%Jj$z0xmU-uWKo?T#>zpYn2POeYH{hf{cs<{gih-@^!riirhgW|FO4I_yoofPCrjL*d|; zQ_PWOo^3WBBZCoI-`Ggdx(jA(Hg*g%97+uQK5yYCW= z7+mtX0pD}DuMY!KB;fhu85)Nr0f%{fKxpV|jpC{Gx41gh;fzTpfnCwhB!Ys-j&jx-tTt5^%9MopgbDvl`4e zTB;*BQLKpr0|WCM8M*Trv748EPgp_paZ#qK2Q8C=;-Kw8-vvl z*>t)j^z_tr&7v~^1F9nzn_OjvZ*m16`u1&HF82dVTORT4HV5CUs9;+zHtrm=W753t zK#%ZoKOg%rQ)5M3ZM76eo$3VJ6ZWR#`eaQetgpAXwbo`09TW41oWKn{bTc)(-yLrW zKH*VPQW|a{qoHxmVS~MOkKW{RK?^?Ucz7m`T9X!Wj5^{%LJ)jTOY`#2*$SjAEPsmf zsp#ki*SFHs(@kqMXV75 z;AAYx#X}$vt$O>u^~X=2J{fMgt%Y(P?^ld`S*Uja8b%yw9`SIZgGn0PfOS82zW|CN zu${YQ$NT#FfbzdS@_Y&g>fjaN76QcWw2xXsLZTH&r1U0)mY&{Wn;A&U^O%pmKw(z6 zE7$k}H45I2!>G;nLR9$q`qoy~hj1d)n6@|HfBc{qpg!Ey)IYd+iG(B!UXOu```pvh zQ#zRo18Dgwr!b)PqtfVyPLzN$A50S@208{9mwUY;%8!zgZ6|9zpY51M1;W@xL|Mv# zoU@tFpg-MCx5$6`1S9kWgNKD>aQZ$WEzQb?ErA|6tB!?*McS0FM5iSzlz=ml&~=3W z3Nrevy#LSm_$MVLgLy`TlarI{jW`|YYKx`jH=LI9)&pzmu8)YwxDYU}iIUF*fC|0C z!{UIaV@X$MTUS?zp*g@e;@TOQ!{%FHjo;Fn&9Up((OhR2g| zPZD~16g0tmrU_GaFcYS){a7Jyc(Lp1>YQ#i;xJyn-mq5e8(?e+aXo6n5%EKAV;$jx zOOf^WeTkDPo5BP1eb7lQsfeHMOqrh3<*d;sHMIa>q3}LLIqdvFz@(P7pUmd9SnUjS zTJgm>F74wuzb{vz(y%X>d@DLCXoURtWowPhXpbaH)_5feR`f#2* z3QgM;8IJ{iZ>qTCY(y~p8IcntA|fK5P@$sr9tE>zi82om#(k4G(m{!41J$aw9=1-k~o)Q7RgW+Jj_xJCx zl~zkcNgNi!EglacJ(XtDsLxOdTcNZDMvMqd(Ref+Mx)x?WS>(hs^O@a00?nwB&C$R zmR3l7JTBj9FS*lU-PXMAXVGQ}N+0w^26$j3B5KM;fPu%L!SDFLyd;us;uYlOwE||! z1ML+&K8pzkIDbxR{c!65j9JIXi2DU+&~p(S1}z~it>l{E_dxrh_6`k+nVT2Q4VMNm zDS_u8x6~DY=h_S?;Jve%VD&aOHr*pO-#&@rvap3tmg=PG0pC)>aDJi7_f1|P`0p65 zAM`K(?_C;+{2UMG1EZs{z`8`T74*Q)Rta}s4Wv$2$SF`%|9lSZ)Vz&6p2DRU~+_t~` zKZ*kqeO$gs%t%yHQql#Ie+|ra*yX{TYXcYfYF)okn^h?akerN!1j1@KSau@-9H+PR z^z4sXYHHhInNTL8{j?t%l@omM`8p7*H(8(z+%t|PtG4e5&rwj=7gtwT=hZ%fxkR!` z`e%G@aLh zmm)xlF^GsPZQXQrNyx~_$Lbx-2DYLA-l8s!zBJQkxR^*MGVMOLDHJyr5K7${~fu!WVBoL+wO<6@AJEl6j55JKXP~7AQdAd}E6@Tr?`X(5W?BWr6DTY1N&Syf zQlB(5Oz-Q;%0}V-Z5QrS7uE#+j~_oW84VLk$1`R8^{EB!B^VCh3aAMpI!dTW2Aa3a ztE=M?xgEa;yJq>IW~tQ8(r6y%%#avlgS!8$xUT}k6>YqWtX}Jvi@9s1^TU%@3q5AmxlJfB2 z1E--2c*p5u#_8ibKhx6CAW$Kfm;YH41eHpG_C1lkit_TGK&Y!9#y${tH9DXD{P|P& z!~+DT5+6U7?=W*!rUL2qz+$ZwprLs&xxxHG<_CCGR6v3ws}Bf%z`Qq90|sD){@=a~ z?M3~YIo^(aYsqIJZKCB2W%B>DCO!*`R|2cI-4@?%*}tu_?v97oI`i8LCwApa8Z>M_ zWk`|LAz#nFkidiL+1>`n17LjAzW#UjXJ=<^cc*`W{b@Q_eHRyL; zjX9*iO}0YWczG}Pra$Cq99)iAO(6sNM`YR{nu6~l5gB@*HYBKPg9}Vd;&(0KGw?MH ze%u-~>masfO9;OGWvmtU;~%*OY=9914|Ah}Zx#3$dRDameI-HFSVs7a`ZERi^Um?r zv&hKvCq}ySUXk*Ikbe&X?@M%DASRIy{dG1m`})z*fdWQ?E_4xBWtH28=0zS8@}>n> z{gj-@(Uv`iEMVIF9hphWacW$i+AaL#9lRTnNg>E20z?wBh*Z*}PXxpxTO(auiC}mw zsoZf-T}@51kJ*2w(Kpt6EBrbX+1aO5Y&Zuy&Nku%bUHTk|66#3*<|H*4!V$K$sJ?Yj&&adVt2It6jlRR}31-09OZ>#o#$` zMGsdZUtvVZm}=N7X2Y(op7%(4)5|C*<~UX7bWf$%+SBkVHh2MD4}#hg;CmC~WAk{w zAcdMyzN>jV5G;#*`9daee=GvrPI7wsp_kc|WSRKNHQPBWTiH_CVUHaF`V0z^d(0`tG>x|Ck<4eUPZ9NP9Ye|eZ7hn7=<^s7ppxNqo#Ju5 zf7Lvi>HVRfWM_j5SXG#9vw%$6rcvMr8dizLApED~4mN<2Bi1#J#OGBZHmBv3QAXv- z&%f2Dr)T~$b7bn5?)ccaLB-kuAFHqvVwv@)U18ttj)^U8p|zX*MK4Xu%hu1`4{t|NQ9%k`U&z

}p00RMD&r1-Lwzm7eY|`QZ`UKBUKo-c; zgp#{OXzmnJ1$&<4@9yHD@8mcqlaZJ+*A9^8rcol!(V<#KT*}&p6VkjR20xe0&&Gdq z*}bN21zIZRbvXXdRd9yMcuqXK8Me0jg>t3&>??ZBYN$6I^tZ}PA7rbv>DYn#Ce-{9 zma#JuwNXx)CmE85e!VdeHB(E5me>?}tpADk`8nrd`1u{&ZY*`WEK2vXdSD*rScloy zi`%~jAh`u1NRGM3?X2)Gz?DK5)_uIcaXMEUSD7q4E&bbC28$>9=;S$8Rl_>Z1(q^?38(sKOt5#@WRS; z)0^`wAl`tCZn{>=aLGq)#PXZ70$rPPa2`TQnh{g-_Z#>kTu@cc3MWWt>icl6qI`OYK z(YS)6J6Yw!OZ~kSUtuWKgdb4HU7z&==kO2diBG=q3q_ajv9*E<=rQ8UkbhQBmyQ(f`{VqAOfrRnUR-3(*YgZ zz=-Zzn9GcF6?@|o)sc4Jibu0YKpnECt_6U_5>6L0J?JZfQXAG7&k&8{jAIxms!e}b8h z8HiH6@x!2IcXvHMiQuJpA1iRZwo1VZcOIit`sHjjYbNiLo}DGH7A8u_9jv_Hdla~m|7cD|m|%RxILgck9}99Fbfm%Fea%`` z8(FHZdWSV^M>;|HAtTOo?pNVU{W4}wJU+=j^#cgMq>(<1NFFQ`uV*gD#vrJvi4RB{ z=8VI=;R1mrO5G2NKw5Md=1@8A>X zAGmidcgsT0pxz1hYO?g=inoUdXX(7?W>Sr+hu|V?UHue9gW&30u>&#<|C8742*x%~ z2Fg8bqMBd=uY_BC<3A^9z4uuXEk&2YwtCB=#X|)HVQ)`PHg(4AtB~TGz_;Bg_^BFi zyO*i_f3j3!ksDTuN?%n&{%Qy&G$?aQ6OBII-|m$cL_j4ulAPGQ;3u+F%Abx7khK~L zcPR5z5pzaB{e`FE5#B1-bpR2?zamiaP+ih_**A{)>0MFWMU=CMX~AP+p@1A>h0$Ke zPwCqt8#X+Q2tq*ltFkGYCLRufX)y$`nfh}kHoWW^`-0b}w1+;#9sNhUi*Xr`Qdm4; z7GIlB8?fAOD6O9!Hs?OGy+-^`8Zd4sfDCA`52Yz$z7**jIpho8cQ&*6@`PgEu!uQl z9d7fOR$m*Y$LycctlDzw8r9i79J4f@oMP3BNT?wvDmqy)rG!B+z@0$&Nip|4aed?c zHz|K&)i+(;%5gS!PkMt4ngL^@X=myX=YV$Ap;X~<>JPfh(W3CvHToOh@=r2k@1bs_ zZ8vvM8zg-P%GaP!dn5DllOWaQ4l_BX`i!HRI2Oz}x9Fbp9vF zam*X}vrnPODcAa6q-%P*`%T%vX2-;EPAVu>ZhV%Env@717*_YPsnc)%5-%lNh40m#)uH<+Q1}xI_b-Uya%Ul|-u3XPpn}m} zB^!aDVY<&|<7U_N_eUuUUjK&Mel?mTwQ?-~QJBQnIAu2BH~mL4_ekl@d+-za?{WDm z_;BWg$BX zd$n9A1Kn#(7X4}|jsvcW}^5v~eq7*omyXg|z6uF;1R8M?K;e9rk zR$5A`kWY6NV`HCJwQ}Y8;Icd}=N-l+?Ani4}fdKHDpz1w~R1EG5pI>;Fn6I@cuq*R7qC`F*iUf?fjzq9I}aCD*H zgMy=`^2pJKQ}oqt+{X)GrRUC=$bKGavHHDQq!#!aGMsTCO3^YVzK+Ws!eeVkud-4n z?AEaUoNdqHdbeh(_AQStdik-{ISUQDxA}GduN3W0K!&fj_!gqW5gmEtI3p=% zdzTfXbb@e0Vf8aM*>L@%J++Kj8o&GwASE;E-QuBMQgPA))lSUl*f~18oe?DD8)a>V z_HnwbcoET(dg3~n1%ySEG>kMohgac3XD7(|tO@y$aX9{&<~ z3wl`19SK_J((Ip`=w2Q2er<39rK`CUFd|<2>(P+m4KA$!y#NELKr_M!xw=F6V%f<+0IPM#xv((PbtDL=)!Id_!Y)y0-IS_J>CTwU<=Ghtw)`625@bgf-r|{=t2EcN9cIo{iUD%zmTX6T2Zd14H12+&&7t z^b=4>S_NrJQIHb(?fK*ZO>$>sWW;mZ<}&C zL=%D5h(JD@3Dl_|LT+w+Dy7pr zSpN3;9i%wqu3>@)(cwxkJ#`*;fx6mZr2i<)R_tfQ$F!!z#Ctj@FM`}N8^t8%zazX9 ztuPz{g<)zRbYVh1CwY(<2&k-NOB%_TG(~`b9}CLTWOu)EUuG!0$au1|+saYcvD(>L zWXL!LGXQ_bATV=jnNd@34#O!w>$(fy$I2qR3i?~CXDdni7JD~+qj^;MI1WrhJ1GKk9KL2KJ) zWLdhdj#u0#mp^zr1G)u+(6N%RN>NLKnLoL9K8tb;YD{~owWB6BeT?FFO}yXFFSb`! z%uI5kMV4%abFi`bJ&W!Fidi7{r`9C*za^pB$a*A9Y8iI8Zxbafh!Q_SgQB$p;QrUc z56OMHuKUIAg}e56?WL7B_vjaW;=pWdO7?y4ii01u_$+jmS2*M>9_DA8Eg`fN z2CDQYi>^l*?su1RVWNW-QDgUqZx8d>wyHiwdew^ChYqhn+Lx}mCvQR!b)T17ccR+4d_ zCQ77_bd@F;b(K%hF>{%>JQvOH>zM9gXJ$BbJvoV53JmUHob^yJN_tvf{P1Detq3pG z-A_xxQBPtsOR-mck*Gv!lh9d)kI;O;GBz;9iU{jzJAvjeVhYC{>ln*1Cv$^l&dlR2 zj7{NotUlW6;4|8mUgx-w+uyV8ifK!cR#d=aV2}FkqM=Tq!Cq_})<_jgWfl@_r=AvE z$US{L6qz+s+vc|M%`;kG_lJl)+JrEF7tkGH)|L5Pv&yUVE3Taa0#nFGAo1l#njfJ? z3{O@b@lvo7L@Iq&wq+;9OBpvMFwNss!m1{1UQCm(LjnYm9D<1bhAhJohlD>nymkq5 zORrxGCNwhn7D5^gn^T&`nlT~8cX4AeZCnnvQ)gFKT_GL3go`~AhH^(=)f#Q-eF^tG za_+#Os)y>g=BCrTv^i3e&ajxJgN4L{92`h+BKiRfX5qLQ_47PK!t((6xy z331RJw1H!PqlcL#vu{c@*W}8X>TzqbzPY&?qpIBoGV2TK9B~oKtO?;&SFgt2WC}0$ z-j2^)A37Uf`sj^Zh~|+nK^o9~`J&UY+Ye2>BJ_os3{+evf=jjz$mSOBxB96(9C6a; zC}yRnYOHkbLE-5dWG#*Xm}MoDa}iqn``M`@J{{3d+b6pI3L1c=;k>u2L>S%$p>W81 z#KmqUQL>glZ@zdh4tQ-Z#>#D*RC7GleTi{`bHpJ*J1e|Fw+rVxeJ-2I2Q7t#5OTlL z?+$4L1)k5JIW}07eEyF{<@^VKYufMs6BbNT_%RJ^fmZ!(<*E0IX>J7e6MZKEO zGL^XaeZbJeQ>c9iJBn~?iU2bn-Xcw77P8K|7q8Ad^8N!^&mru(9%?w%I|hbskX`?o zni|Hr=mh8O?H$kKKnr$)zsm)Me3fQkQDPtM+D`@N)x8|9Okon&3mapBYq&&W0)3rN zu2BzT9?tSLJigI)BGy+Sq7#<5`wfc5wO5b)0zzdLNoUtWboALoB8z~k#r8r&&B+wB){gK= z2js1OWoNH|Tqpx$Q5LRWFZn$43L$q-*9zN}|I3-meKxi^;j-d%xR3G!wWX+*x)Kw5 zzmVT`1mtRxm+SjnU>0kmNXN^c!R2Jbto6)&mQ7pP?4y&srNHwu2f!pxP$hc0943}Nrj;=1&lFNtZwI1irWq#TV8;%QCG)9*U8USesG8^cFxIE)T zOMa@uU8}}BpCN~I?Dne5c)#qq;4XaR&pk8wzwcf;xZ~9sz(yE=fS~UCJL+Wetyx?i z)q5ATuvLcZEJ8SZ!teDh*t;|`V=hj1kP}OKG6+M05CsN^&q`Vi(M%ldo8HKF)t$+= z@g=JW`MwMg*J2ecYPRC^<6l5U!K`=6NVj(JRwc7d6=9Xfj6nF9%FRbEvP8xdw&x$E|4K5^+PIF~F>K+t^Bz;pyVqlKPR_5@b)pDsN=m#C&`y6>+giYCMJY-mZvyIJzfc z{|L(#cGuEbB4PeHKas_=7RWn(2p2b1L{YC}Dk)jlGLL~}iVn?F9IRW_Iy~DF{OVkz zDAvlbi+|hOHvUjF(yzxdA<51-t1eZDqknJvkoS{40|KH!*0UF5>b5Uguym;;ItLqP zxD*7!s3qLqp+{S)8aEHax7t8LC-uPwKEH(KWgky%!Hmm+!`-XRlhQ2StMIY{{Wd37 zz2f|==h{UvIO^=(YaQC|OHNe%H5|$r`*O-*)k>Jr?%EdDgDi<1WypoT%;;A)g1r0W z%Usqx=PJ~>ad+cKcA~|2@9?8QFr$K1-PL%Qoa~fvm=(l`NEW7b zjw-=c*u>t3`UuTD_44j?MEWOkKnw;$+hSOqGV_}Jd?qe9fDnY2 z>v^;f25wdP8|$3hqmAy^i76Q~4)hosApDw^cX-{AL?qVlUNHBr<(uRFdo5<+aQC`^ z-uHk}h+*fXCs$W>RB`32EN)kadd7b$XRf7KlWC$)wxJSsg! zHRGHZkPH$P{Z!N0?B>Weo|W6dGE#ENV7JJkgxhRftrOs~9=}TTiCMBVG}}vA-Wq() z@0dzOM$LpAQQlW2-qwwNCA76R<4pnaBDR-M{<^%F_ro}jFmU+kifMPhZ_+<}gz}GS z{}_ggmR-ny@7k0O{myB`RLz_$MvAszM%=aZs<|`1u?E9_18o`BOAf~T5y$$b{3fMw zLA5^u!)2JG0+e2FoEsnlBDv!uUJWi)k2)#CbChJ7xTaXh#PQ1cO0oX>Mh4q)9{;0A zTDo)ygHy#mxal^RbcCS4)YEg)I_7*!qLh$L0zd!aRfS>S-qpFMcZg19IX zls&%yFd4^^PT?dH1b`Xpo2_?tg!7byw*~Q!=9Oq4==m2e!X-=MQW-?ei+0R#iAq|O z7r{)Mi+A^kaHvI{>&C_EQ@?#SxYrNAwi`&v3|u14L4!+)$1GPgd(~Hhko8)^VspjJZnTK^ROjs$(soCoKBJeYU`D9Q%MIWBA5E`_Ri4UKip> zisU?+DX=T%|E2S}Zs$JOYnlZyA;Ar-x26}S?yRXru7xdloNo7(}(S z2vth7Oy;qPiI19Km8qunWD)GeW&@s8;jb2_73bBVa+Zw)gUh5WGYGxest*F5J(>HmX<}+T03k_?J zcSj#YMd9o1cfJECf6L!H5cdFd*y#Euw(XnPVo|?D|ALiCCffqr9wSX7))HBEQqj8x z>@>k9g7C^~R2kutjHl?Z>ybqYLK=$~(7-KQrZu06yA%jBZ5>#%fltXqVv`pXkl^5?F=Q=?No9wo*9nV{XAmw zj!vx%0TY#y z>2|IB`3Ja3_7JN}{y#Yf;%z&7Gd6W_;;$RgUc(QPg*1^jA&U&7d@a;afjmd6@$i&d z8JN7z{vOacRLmc#MZ&}+4?rkA26N!27yxP)FXsOGC2Cxyu}06yInDp3tbgF*4IjNj zx}%MehVA#_lmJ%N1K#FD*|VA;%fLa(*)NVY(qpv8oE0K-@G01yd#N;zjW+Vp3v_lR zjn!on+}sSZElrh50o|eee`w~(zG;;z#l-EElGDpPF+OpiD-S5X$)j8{dP_@-bnv%| zb#@AXl7HpqYW`1w_mS**_ew`~Ma^bg>}*I!yO&0lbmBMrh_UOE4y;DjcdwG{f-}U7 z)|&g@wS*_*hc_JN8*Y62HW95fUGw&x)DneZXv1AI&DTp~*|zr->VOdsw-+5Cl_Oo9 z!sq;ID3Se4A+W&Oke~9yNqB+#zQu4Q<$8%4OoT1*FoVVq9Ra~G`rM?Ig~ku^so#uP zM4`#BPmj2_m2cj)G!))U{v8}%w9HXx-yd^iD3B5*+MIHs#<>R0GC;t2L0ca>^A&SD zLB@?1;HBvWZq_lAMphzBIpmZ*8%(vybxKQ0-P|>6cDJ6D*Km&uk1L2t7xku=Nk|{X zQ@(;7PE0A#@3lD@X-@cZ<=PT(s_-mLQH~RIh$Ix$=kRf}Hl{9``cXtO%dtmE3Lw8A z?d%RE0Emao=cuUI7Jn---l-Io?LDTtuq+HKdnz@t*QHRyWo5s>LK%tRCoON((t2Fd zh~VDVS@k`x5p~yMuXAOx3|a~G#IoZ5NjdBmxA)hKDZ1Fy8HUtw$acZ*ZFaL&Gwz@4 zR~&%`0ifLLMul9r8eULiIC!Z9DLlNT_0KdlC8D)|O?FqYwz}cUB38=d?}Nk>)gXGi z5!|DBgub_V_w48;m2q`rUop9;Z%wpwjfonf8Q^#%{h_!_dpM>?neT>BgTO{SOtIaVn=B#f9(f|t zaO4$QiSB@T`{cu?i|&xwRAgO_*t-%?74w;8Y$1jRc)9um^)QW$_t=L!l#4{Svcs&> zZ5aQoT5QK|AcdD+@25+KlV#fB`%lFtDYWmTB)PhxVD>LB)YUp+A@VS~)u zH!qib)o(_Gg^1l~F(FEj_FRo^HOs(gQ}srSFMa$4no4m2jecMbiFuf-J(YJ{n~*AnNUU z1^aa68GBT!AbBS;nN;LEc(O*S?TUh)^En;m!Be|u+)3%;1(~S#&I4gWw^tS2Vb`d* zC_^jLy0D{QLbbFl4mP4zv-ty|=M!(4afHamg^7x=;YJ#r119$5z8#m-Dcl@CANLhD z#tmqM!zsV(tE>`~cUWDW5mlKy_(?OIQo(Y)@WQP*yG>E56a=;)p$TC9lqI+@R8@7R zjYZ47V&=_97OijIKVLqhM_5dB4G!p)L>7syHC3yM-Yhs_`b2tswncs1|C8>##1%Ip zaOL{AQ2fw+^lWRv)uSMlb88Vm(_p8mDt_g#x0-JhgHb1NHaBCEdfm>LI6OSgfVWu; zQ^|2yievw>cB30st8u$K>W)P9Db>mKke-a}88foF!a{pcHPXwo;gD9M!$y}CApsB| z1%@sm>hBT1vBu;Nxiihc{gFiY-NhQZy8`1G(BMu+c!^nxP3C7Vw&2|=vZ{DJQ@*TPR@#VzcX=C>79bN4rgb@2uL1HQe3SY*KD#M8z& ztN-U)?f8$!>~uDxg$H<|3}SsYd&BOUr}lKV+ULmInd2-Nv^vnWNi8AQqDZ8f`oT5z zY*0G4bmWV3;Uj8icl~~o2lhi7bU%~&`YE~kv_ zCmi2ZIp&70{vOA`dl7`Nn3hJZfMQMG=PxU?r~27nOr_eXP8h1Wq@Yw0R!7S){2Aw0 z95Br1pl6U>tTGW@f1O%@_XW4SGd2gq>aneK=SO|Lrbgn1Vr*>i(b9w1;6W4(0B|rh zXbQKgGiNErUOTpVe9EM^8FB#CgR8dv-L1y@>Dk3{$&{uQfVv1AD!5~LFKR$8=S%9C zUed2I-g|R)d*EmKIHB}#Yp}Sjra6wjxvR9>Sn%*U*eZ_5*RTmyXQQ%>a;&X(1dZps z&=YqTq>4OPuq`I((@)KI&HH3#d2f4TMx13z&ju4NV`TaZlAe0-jd;25?xgIzzmSo= z#Py>sH2K2?pg|_{d7o|tFBflrw0JZjE2m@3;~Fa4S?v3^*Bkqt;AhC ze?CEuaOhr7->&IstCvANL4tDF z^MO6LlT44i$84!o`Xt^NP1h>>{QF!~60&kQqx2GK)Tr)*zhAG`zt;tHrTq-s*pMTI ze64L*fuSRc@r_zaZ9Dn1>15&gD$>wFT=zhT^Yve(4ma7>lreEczqEyuHuJr`t5K1h zugum)v-53Je+#=qx&HjUv-{-d{7|B2vMB5UPLgy^jq^MI3Qj22k}PSsOQflcruTHn(!(B*8b7DJ4vLuG?e9* z5eq2Rp{N&-)kkMC`=@$sel((fUE@VHBQN|vq#hI_qyo{vyZV;zfE>8cajcn3Y5e<; z{S3_R2Rjt+uOc zwnfPLf5Zj-1?j5!rHWy_U*}V$_lrA^D)KjC4VxOhj<)eeK>&>$rq_$#anGsDJM(vp zaclo-t88aTCu3HdV2;sIh{gr)YO>1#IaC1lq6{R!77%4#VJ=u>7~r6Bh69W*8xyiR z$cpIcwR%3<8JYOS$D7`5Y+LU9E3~;e;Sr#TuE|TjgZ%D(IDx5?Fu5X_K%44H&kuZF zvNR`xBf@bqbxH!D*2;hgYWTJmxEh}+pTACh*I6SK21@f!#q12AqS9pb&>?>{38w$A zVrG+Ck5nET?mB|41oH{rif0WDdj0j^V<#4Nk2XaerOyY+)UYq0Po46Br(~xDwoP$0ieW)5hJq9`^F7xDT$Q|>iJwZx zD+q;C(Y3&c26%#6V7(FnfYnJGl=pDx)F7b!OTEI7+wnVNGlY!%A~;1hKK+SPfM|8V zKKW@kT_$&?Y@e=L=ivM7UXMI3g5tDRYXV-z^1mwz5w*{QKT~NU(krDQl#b` z_J)_o@jH(8C}WlNPGp~<%^_ju!`0ft)4R$YHV2++>;02_!%Jy52|!@j@)!S_aYWGg zeLyr#j6%R+zfWP+sHd0m&HW6Av!-c@k0ZuDabgFJmkGZW2NU)YjK$v>jyu6Mi`*+n-c} z(*o8&|1Z@Xm0W5FhsEFJS)(+uOq7?&e+m5z2O-@d%qWC~s(WVQrjfCTA;ebhE#%&9 z1ej<%3bLw*-34D)pi>O$lEkqpR4q+aUj~sXYI{eA1(L9%^BT%SvF)<8vcI;gUkEj& zv(@T**MS$cR`9sg0-)6a?WbEBY259#zWZptF69J2pBdA*!v5f-CbFlPv4+P5jXLqC?LWPnz#Ymu za0Y#KcCBfTzjUq!@u9aRr4XWUOu_1#7a3uzPy)O2)3)Phleb7NoZ(2x;|##X6W>qG z;Nvzf?5`V_DJEv18Q5Oo{dirI;G@mEeAzM7EfL45pX~WSvD) z-s)XWvOmMSJyGIZZ(=bLcj0D%%033Ss5-j{CbfpPg#A3%a{p`hXWPFh28J|aKB&*O zCq!s3{=--PV(Lc{iJf81vNNSUzS)}mM&{Th!8p7P`m@%Vkwv`RS$UQ`1&?QqVz25< zzrVLa`!@x2zl?r!3r7I!7p!dBpTy0|P~y>0NFquh(DO-1Y(jb&_GV&S$e{PC zcP;w0A0jejUTtWT4fO|L>M7UPZ|Sl49Zc5+S%6wyU`}D-!GqzWzd1j7p5m+ z`ro5j(UV3J3<`=Dd)YR)e1ME|%*c|j{o6nEJj8 zFckC<3ur&K6%LfjZa(WBqreI0AZ1gTgh`1WG2q0R^JWgQ7*RALu|i#3X|A?VoH zh8OXF{wRRFE50WK9i6>v9dtFR6id=73Fxo@4j~Q_;t}!j#uv2+FR@A3*e0BUgM-g> zX#j;JWDO>zIl#os|5mHyhr8-L~VnEZA;haEGab|v&3-!Kf9=9(<{88Cw1?;!w_ZOSy zq_UxW(ZN_gfSp(emI<8LVEpG-VBaN`Od^S(;L@u5|5C}BM>Tb(VI0L#%3uKnL_u&Z zS^-56nPT9SMQIh0wt_Ygt1Ma&A|N3pY@$+>ZO~yC(NY8tnuv@92_cG-2zBeQ31|WY zWiu>7SPaWNUv0;k&gnTb{KMhoa?kzl{odu~eV*TMw$c5?jdPzG?ZVOL7ToJD`+D8>E`RkpYsE4ZO0iw=@GhfV_HfNd%*|ZBj#HZu8sBvw{~=JqVp~`y}#b{+Er?l zp*zau5tEx~;k|1CMpT6n z5P?1|_#*2CoWIW_*E34GE8w9urqzRw;ha2jtC@vx*5UA=#S?mU4TTT>-s0$2nX<7` zAmaxf_%6DQ^`h#{OxbuvS8!`^C3IjN;Um#&W9Os@hJEF2)Ei_1w8wMA3O^Uo$7A zvU1ybs*_W^k!kHmV>IqvGVNerg@0cdSv3*9ky`e!D?B751S-uq#h^gaWpz~`c64;? zX}G#LedB?^`r&^qF<>xM@4@smektk{EKog&Vrp#QMFMu=C8&uJT#l};m|rnpQ%t?D z9DZ`Kv(_ljqNVAIvz{4T)(N6nso|^!CJ|;WWA_)k!~+te7j3XL@IpD5H_pjRfzDwL z-Cf}Mm0x!Y>qR=y6T1O2kxYz$pW}#FDn8qzGe!&Z^}V9Bf=%Q5$uE4)=D}>y+Ywv2kN1aw-KIN?%r(q)HXM%~W=qyI7J2*SDftK~-6)s;W9qiGYua zMa({mX>s;tDmSnLlbPzLm+hU))R%vv#S0rOW9Cs%H?9(FWCR zCX@&zD5t=)j>BCY(J?Jk4UUMmwtqZGcOOa{=eiaDDaLQfL3snq!|fmjvLq+@7B_B% zW%TG?)=B8J6GRyq8B%=m{zBw$`#Je=*Gq*-=7Ik8R~BNbe45lg>_vjd0>|T6U&H#0 zbct)SM;M4)Qs+sWamoGbjeiBMkYy)q4_Wk=sRxc4t z9>2jw{%3`@a^Z`7O7(a6pdfY~Cic_pWKP8kaY*>dd>;>f_!gq6104l5vAUceHYol@ zq}C0?{$+$U6MTwcp&q@Q-M;%~cLg3o66COY(F65`>PUjat^S;Y?RQRmm|IWPH<5yh z1*MpBq5-AVo998JvnJ~lZLY!5(QWrK#FAuO+&E#SfmPBDFiG+7J`#L;&3{Y31$@v= zO20ZnNI}CBF)>QumbtSMZ-sa2eDHC+2g&0Rlna06z+&e#;x=>W{yUe>h+8hyt^wW4ila8xw!>~q{EJj-#?UL3qP z-`m%Bm8E4_s~1IXkg-=68_$lUG@qYz&XcVDDWC=>;zE}^8(&d0N+ij~Ko1pDgsp#} zJWB1KKPu5Ra?U;lg*jxAH-#ciJHoq&KYKQ~;vu`eC)7PHH#Z>Ix$14W^4p)6;Y32O z6pEWv>LimhP9aq-Upqd|Eq)-ImZ{wq2u^EcS_Z(VzxhU_g0W`Jng*s}3SSg3;Af(l z7de&%yp)z<#Lx+=@X;ceU(<`eEKDwOpN2T~J{0dsqS>)F`VS0QYiDm^o(|YV+T>vJ zPY0qV3x+dMuW6`r2_%Jeq9N?Got;ckQBlzV>PE3Xua4mI+9J_|A3>mxtUNVX_50ktuxn-} zs_$wcXaPkJ>gqO6@=Z)lEe)jC$ID+=|5d}TQr<-U0jYb{x^+&+Wvz|g`^5PvHXqMl zxXe2^!p$umQJSEls=5d?q|V$hv6*!@%HPVbxq&8ljE>;w>=Ju?aqvl~`Z5bArA<7_ z+n#)(7qDV$QO`e)jg56c*w!HF)Igd*VLFzfA^~f&?(4rFS!riy=KwmHBbwnF052Xs z?)As!v-99FoB@d2d2L@wb>}3ClwRC!s)8?X9Ov?zWg7)QUYMOkBm zJKN%y74lpGw0Z-LCoH!)uC14O{9 z<)+WGTmDN(ofyRpJ{T@7)W~2q6(r>HO1#-G}NR#3SmE9nwryD}i^k_HmZ^Vd5Hjm}R~IMcVC^lj>QkfjEwgQTMige61e>=Xs(aPCMA3M|= w@03g|W_T}q2D|eAh1K}OyZinuve`M2i^5Ai47b+;%&GL5<8BAG-8ZrS1g0v)&;S4c diff --git a/doc/LectureNotes/exercisesweek41.ipynb b/doc/LectureNotes/exercisesweek41.ipynb index 5030d4af7..341ad034c 100644 --- a/doc/LectureNotes/exercisesweek41.ipynb +++ b/doc/LectureNotes/exercisesweek41.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "59b40432", + "id": "e3354581", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "0c67e680", + "id": "8d5fc499", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "c36ec93d", + "id": "d3ef3596", "metadata": { "editable": true }, @@ -82,7 +82,7 @@ }, { "cell_type": "markdown", - "id": "38303814", + "id": "9940e21b", "metadata": { "editable": true }, @@ -92,7 +92,7 @@ }, { "cell_type": "markdown", - "id": "f68b9c20", + "id": "6559d6d2", "metadata": { "editable": true }, @@ -105,7 +105,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "4dfe5e82", + "id": "021b66d2", "metadata": { "collapsed": false, "editable": true @@ -184,7 +184,7 @@ }, { "cell_type": "markdown", - "id": "9671e6bc", + "id": "d8e7110b", "metadata": { "editable": true }, @@ -197,7 +197,7 @@ }, { "cell_type": "markdown", - "id": "1d74a9cd", + "id": "74a7859a", "metadata": { "editable": true }, @@ -212,7 +212,7 @@ }, { "cell_type": "markdown", - "id": "8abf1570", + "id": "619df8e8", "metadata": { "editable": true }, @@ -224,7 +224,7 @@ }, { "cell_type": "markdown", - "id": "17a32c59", + "id": "c759cfc4", "metadata": { "editable": true }, @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "2956cf09", + "id": "0a4571f9", "metadata": { "editable": true }, @@ -261,7 +261,7 @@ }, { "cell_type": "markdown", - "id": "9c55e40e", + "id": "9bebfdd9", "metadata": { "editable": true }, @@ -273,7 +273,7 @@ }, { "cell_type": "markdown", - "id": "b60fe832", + "id": "c9e635e8", "metadata": { "editable": true }, @@ -283,7 +283,7 @@ }, { "cell_type": "markdown", - "id": "51c2673d", + "id": "eb544f8b", "metadata": { "editable": true }, @@ -297,7 +297,7 @@ }, { "cell_type": "markdown", - "id": "1801af52", + "id": "d088ad85", "metadata": { "editable": true }, @@ -317,7 +317,7 @@ }, { "cell_type": "markdown", - "id": "c0c6253b", + "id": "937063d3", "metadata": { "editable": true }, @@ -332,7 +332,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "dcd56458", + "id": "e08215a6", "metadata": { "collapsed": false, "editable": true @@ -392,7 +392,7 @@ }, { "cell_type": "markdown", - "id": "6502c1ea", + "id": "623ad923", "metadata": { "editable": true }, @@ -403,7 +403,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "fa89613b", + "id": "b7fe53c1", "metadata": { "collapsed": false, "editable": true @@ -467,7 +467,7 @@ }, { "cell_type": "markdown", - "id": "ac5271c6", + "id": "749000b3", "metadata": { "editable": true }, @@ -478,7 +478,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "0def25cd", + "id": "e7b4abe1", "metadata": { "collapsed": false, "editable": true @@ -527,7 +527,7 @@ }, { "cell_type": "markdown", - "id": "4a8fec1d", + "id": "d47c2b1c", "metadata": { "editable": true }, @@ -539,7 +539,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "00658ea8", + "id": "e2b04ba9", "metadata": { "collapsed": false, "editable": true @@ -623,7 +623,7 @@ }, { "cell_type": "markdown", - "id": "584dbef3", + "id": "f6d7455a", "metadata": { "editable": true }, @@ -634,7 +634,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "2908775e", + "id": "40a68e4f", "metadata": { "collapsed": false, "editable": true @@ -712,7 +712,7 @@ }, { "cell_type": "markdown", - "id": "d5b4691f", + "id": "d1f7f38d", "metadata": { "editable": true }, @@ -728,7 +728,7 @@ }, { "cell_type": "markdown", - "id": "9e0f6972", + "id": "b85cc96c", "metadata": { "editable": true }, @@ -739,7 +739,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "5c39eaa6", + "id": "3ced9e13", "metadata": { "collapsed": false, "editable": true @@ -798,7 +798,7 @@ }, { "cell_type": "markdown", - "id": "234e9738", + "id": "ed1fa9e4", "metadata": { "editable": true }, @@ -808,7 +808,7 @@ }, { "cell_type": "markdown", - "id": "53f908ed", + "id": "787b2b5e", "metadata": { "editable": true }, @@ -824,7 +824,7 @@ }, { "cell_type": "markdown", - "id": "ab2867c0", + "id": "ac61b6e0", "metadata": { "editable": true }, @@ -835,7 +835,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "cb5dcea3", + "id": "5febac4f", "metadata": { "collapsed": false, "editable": true @@ -900,7 +900,7 @@ }, { "cell_type": "markdown", - "id": "4c415477", + "id": "ee8a6301", "metadata": { "editable": true }, @@ -916,7 +916,7 @@ }, { "cell_type": "markdown", - "id": "5bf0aa76", + "id": "b2d0f16b", "metadata": { "editable": true }, @@ -927,7 +927,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "17bd80f0", + "id": "59349e6f", "metadata": { "collapsed": false, "editable": true @@ -997,7 +997,7 @@ }, { "cell_type": "markdown", - "id": "f16e27bd", + "id": "1d490115", "metadata": { "editable": true }, @@ -1013,7 +1013,7 @@ }, { "cell_type": "markdown", - "id": "279eb2a4", + "id": "3bc7785a", "metadata": { "editable": true }, @@ -1024,7 +1024,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "a88c09b3", + "id": "f1090d5e", "metadata": { "collapsed": false, "editable": true @@ -1041,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "cd958e85", + "id": "ac6bf976", "metadata": { "editable": true }, @@ -1052,7 +1052,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "41d78257", + "id": "ed55121d", "metadata": { "collapsed": false, "editable": true @@ -1097,7 +1097,7 @@ }, { "cell_type": "markdown", - "id": "4755b5a9", + "id": "4a994430", "metadata": { "editable": true }, @@ -1108,7 +1108,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "a74afe50", + "id": "863db98d", "metadata": { "collapsed": false, "editable": true diff --git a/doc/LectureNotes/figures/adam.png b/doc/LectureNotes/figures/adam.png index 9d8d91caca0dcdac675dc885f772d197e4e532c9..a3a39f025d837094dce25f6b64b83c6105e6ba95 100644 GIT binary patch literal 159202 zcmbrmbyywA);)~7OF|&Hy9IZ5clQw7-O0fvxVr=h?j8slAi)WCa0pItm#>+*Gn4z? z`Tg~s=Q-)-RF_xp+O^i&iBMLQLPf$yf`EWPm5~-#g@AybhJb*&Mt}o;$@t#o2LS;o zY$Yb9EF&gHqU`MO*2>lb0)i&q%-9%9nt|r4iHWiC*YEVSNX{Or;o;G$#sLG}1KnfY zU%J0_XQk=uui{~>LaX;c6smk_wn2#|xvgXRTEXH!aiq?LIT2Nb4D-#G@t$R-5TYt+ zdflAl0X`f%5jj#84-XGJ(01!I0ScoX_Uj8;C|;zmIgq9$Vskda2NVc*5ZVgTaqMw^ zK$`TZv^->8F2p>qjP&}hv~6i8N%zr_rS1A_#qMJBz=Y{YER4e}BW0bW^c06LsA?3HZ`c^7GVHJLnwr^Iq`{)$ zWemo~tMH*SO=qwX5)qE@EdFM+itL=hHC|bGc-p@no}P42ceaL5Py(p$pPqaso}L0; zLVxe-?RF$VhbTJKJ6ZLta0G@l(n4G2t%3ps9dM5T0RxE-0Snwg0$)K$g1_%2A!#6> z|M(pW0wT-`0_H!@C<52#PaN=l&hzILIw2GS9{39j_Pw)cw&p$Jhk^J$9tBnAewt_N= zn1izg2`3W^6APIj5(xgveL%P7N0eXE6smph{Q4f2Qj{)&8FNpN#y>&prQbB>o)c zKYj(qSrCbz`R_RsM54;!!T_f6wUxM%I&cLR+4Bd|7x;(f&ns{bsg4Ejnr{aIAq*iS zE~4%Ud5{g;VykiUG+Qi&ACHBC5szgBQv`!}lNd~*9~2gsbOa}Z2pK_4VgS`s_(nSH z&7>D%ar@Lw_1NUEn$b3!v4hUBZ#*ueek;9}na=asEr4 z&q>q5-3V@|;|$^d)+pcs(89u>Rs2u0m7yWYr#Xb{N&YA0&#Ex3ZJ_@>Nf;F-T6q@Y zd+`6GH$X>G{~t;Je>!R`jBt@^rKs`o`r&tZ~q4WDBEM%DcA2( zhYHz!#ii7f+6Wmw$v1{UYMurl~tEG!S!- zwQ``c<6j4yP$aJe;bKP1=tb4McJ$WlgTPNBuT9J_5$>S{o9aWVG-IfT#(fO2z^2F35$1NT zWlwV76eE8xuA9xoD|1@^n-QZn;>Y7K`&0w>vTUJ+BV^_djA7X)s?WcCxA_`32xK8w z0-pS?sskSAqiv?I?$5@4z0I)tn6D0!^?Ep;Qp$9D_?hX@CPSS)%~;!qmAuX}_It-r z;GhJ=N{#$3G`J2Mrr=P}1h0*o_p91ddNyi$(Fhc*gm#M(!5=g2b?JPWy}ZvSq?TU0 ze4F@&1-gb8x)wPLNG6VA{@l`j@k8$pCMX(lLl8~u0KMACtY@{XBnK(->Kpsm!OwI{ zA}-Uua9v8C%Q>^9Ab6r3&J|ym=5K5xEizQ;6!QEmWxX&kxlRMG1|PPCo)B|u2k_~y zX%pwRa|4b(KVDR)p6Kpu1MAGaew4Rd&pciN3@nNH^Q+bO=xwdrIqf%HTK>YpWr;&n znG6^`PJ@Kanm^Eh<;K$bvHR|z{==fjirtCwC&OmFg*bv!N1FDknZQs?T95e1MF%lZF-?>V!QqnnX;zBgFW6VY@UzH|n0=L9D=XYT)6DR5;^40I>{}^| zuKHgZy}755VUMPsEz70gTd?AVb|+z(hg9$BzkIf$N=H?=gb}TL#m%{C{;lJr+*|o?{Ifcr0<~ z;&qYdr`yMR3Z9RPeR)`qVm`vwq}YF6S1w&zk1T5>U=rzvWT0%pKCX|L){cvBGwnp@ zeX^CyD^-61FR5SC@T*j=Ipg;gnf8W`Utse)BuhiW4N(8yEb?YCcMwGhtL>#Rjf{g} z=}ek`X4r5hU+2q~l7^S$`g=oLoKCAL*|AK-B^Ji=(j~dclTBCrnBu&5pL|Ub1FTZ| z7O{#b#}T-5u7_6e+eMW-`nD?IXNd{(U-e`Hz$$pVw18<1bz@f(gRR70tK^BPsafZv z@D+Qmvg34EL0;&3^}WA^3or#}PB9T6??FNj6pLSOq6)C}`=-;SDj{y)nWEi68AId? zV|3*es(2rGez)`EatP-z`GzJTxEaG9^5(jB=<*`3(LlV6YDZmM@-tv0{bc2?>-DHs zny|jk{ug=-4ecIt~+hqsX(B#FGD|2#&bY*oRyO z)q%gvcKQo3AERXK>vUALP~~5>gG8vYVttb%poQEsyYZLRKp)=vvCK~pvx+X=>3v?D zVNMJ=5M>ixLZfxz`g@}Y$`9?%!?xCZL-MAguh>%O#z^xM)*hISik?A9=)rY_0&!5M z>r-FkS#^T`g7XwE?3?7PWuNM`$^fniSq)Kz8`Fq0oRtp&E-Be{r!r^XpY#QBiJCQ! zPPKmSRlepLQP5j^?aTnYo&HmVS;I)%>Q({E5SpCfTnI0~ohmhOi=*X8?TFlb*@ z*oPOzF1_$(tc)Ow+G$ zHzzO3-#>Ld96FE+#$&7toqc1^Jh5+@f2$B2oGDmwyOTH)cJCCT?DFV6!q{xPF6<51 za(kB08ToHd-MOb#+$@|DevY9!Tir2)aI5cy>*kvj{b=~PRmN7ewMdGG!>aUbYbDaa z-N!FMsduaT5;W9!n>A(<#KF=$s!&Fps8mMRn?)%3AN@K2i|-d)URn44JwH*v{Yi{P zssSgStEr7+`4G|VD?BH(OirXPC)L^e*a1sI#t53SxtEn~bUh@BBV9yv=MtyQ=aX_= z+J_&bD-k#j4#qR6~+X!)^pqYo2^DOP9NaqJ$R2C1zo%ROcfN#I8a^X zuK^(@$8asTe8I%&Dc+vns{WSTX5N@%27Nv+@zUUpe3LPHp7es<&A=#>TgzsG94F_z zdE!9s)BW}UU=fJc;d~Z2HxwDBuh94oFlwOKPkZ|mcugerr%BsIyMIPd=O8$3s4K8zfynj`9Vn>Bd3uEl4}&^;O?xJ!}SN3Y_m)2oe<)mzS2>)U`5G!51-^N-+W}_o$FKe7^Y!2U2`gSr>Y| z-gv7?3Y#Q%M3Y}pr}{bMrD2N~u?6OrcN$q}YwPu^G`BRD82tS*zThcpDyZS`duLd= zDw-jhs!f@rK7wuHtyhzzU>vk>BxYIr0>DbV+Z^nY>Ub48<09?eQO97R93WpC)LVAE#4G$Q#7Ngn{;@Fe& zB2~7Y+OKRjOyfWMWr-fzFt=RY1hd<-CwQ&zf3syWlZ}XQ>ePoRRW$$ZZlz0&?;Lg% zPVDk)`RD^XoFK5%&vQp2aBNUMMBE!21+tEIT~71AFsO5uS)6n!rZ%S zVOWCRoEeF>tKN|iEfCBNIG7uYZZ|F3@3Xu2Z+E`xEhVQy4}V|#{^_70$IvGy5Kd2jF z^1IK=8fb?z-OAu5fvKuluS&ytPy1U-^kQ(!;Qb=B=2 znV(|PlZ0ShVfI>Lea4Ckb0~oK=PG(Z1i_6owb`4X_k4XRoX}0aHM=DFw$~AejbLuo zAia6Um1~9lP^a{}==ienWv30X+!)j~E7LGeMIZAz@gC12$5up{oBHzKy?F@)6uSH$ zpCl^8>w9Qmbt4ti8Os36t|dWBR8=OuHW*V`SX+ZsS+hy&@e?mZ!@p&~vSveTXmwx@ zqaayCvwW%!H(Bgv4?SNo*=s#oE6(MYQ)t8BmK>v8l=)Y5$xc&~%yMwc05*PY7h9JV zwR}zANq<)v`KaoZ7B_v&sRDSH&N5&lw)ZMkxkL&(T<_u)@yl@@r{VV}P3kzIGN85| zbCmM;w7@dU*xLd8R{}=w@D>C;`<_UMIF@y3L^p8PIwH&fM)A=f~#LWMpNEGhIaDYLQ-B29`v++Wyr_W>tZ8CztGa(KU z4$+T-suIjROmFXo;HJyfz*OQ97r=5lqPtZ=JI$^WZHa|P{=CJFZQA8nz zk+e*MR_E-@$}lCo7<_hzzsw)kN#(r24hHr`wSbGMS5wApTnDMFC}P z&xhPJ+Yu#iM!K;3i!kLuigH_D*8EZ0I@_!0kte|0rQQ3<;cm%M7b^^waOOEf6`6SA z_V+Kj(B|m8?r<+@irYRNHxkVz@7AS^HfrqGG;j<${t2otYpEy5ud3ll#g$m_ypN#P zU(cqIl`0P_G7>*;&=8=U?t?`9FfuG4-A1+VY-b4Koz0my5HY+i0>!s%rPyq@yhMb_ z!u^r7I!IqsF;Jo^t}5ZbaS~c{kU;t&i!fG#k128i!hhyys)lTO7cC2D(#tK}=1+iE zfK;}VF4Cn$Ni}_f)Nrq2@0c&}vA{sY7Mkn#18*K3)O*QN(jgk|EV^|fXMH+zCM1dgq*5yPs<%JfWBJ}d~5gmID` zVn36$4C9-BHij2j-^(}qiiHksK*GNskA6=aNo{CxwDILh#h}PSD^pghYU)_F5L@rF zi(BDI17W_RhfJJOW5oG4PJ78xkuQD!oT~Q7SZF{Q8n0-VX_8t$;Ak04C8srXSBAgq zh{5hh+EBoIosb}b-+Ji3pc%pU!zPL%HjI4^i#8CXl&pRuQ(ZY6wBioK9iw#ZMED8h z{q%5!P7%bmIVw{hqazL_#1q2TU%V3l*3_NxQn{wPx|1s%vUwh*{1-Q-8ubJ{!$gUi z5@cf9(+anrn6tl>pyL9DDwKOypYb7zkdjxhz#rI zz=U0oj!6*7a2~EZ9dj$ivaYyJc*-I}r9vpr)IA(gFcg004EO1g;I`ah`G(=!obIy1 zD;m+tv-Z^~R1<3WM0E+QT!CfaynN@09W*?X&i?|_8q@7ov&}&NK^(+e(g;Oudkcgt% zR~FG!gHRoE0j{Z37v2x3ZFodEPKy5Qj-%q}QM+*lcbW06n=tlOEXSv{RlH^jlQ ziVHmx86JtZJ^G{Hsi@2CGO0mD)67itbR^O$OUm#UMLblvPYHrs2Pz?~b`R%Gmc%)? zgIKb%+(ZdOWz*xCEZKcgA~CN}BtbQvH6@wgb&L_@44u3|a}e3ItxGY#Z$ohA&sT+p zWg@N9N=IE^ohNK^aU{zF&!O$+2V<@<=pD2Sy^1@oT8HWU+qU$!!{@)mMH)KwW1=Hi z%TwsZH`!zCr5%{u2&K%uBX;Yx$uTu^k)TLEoXs$Y87uJC(5=NimMWbkgh$= zOjfH!CJpg2^+@X%o2pi-@;K4F;)X;)7(U$LeExxQ=Ig{i#)6|rbT=PDj^sXx9rtF7 zR~^yK7O{0Ft2&%;YnuK&D5T;VDM}NYC*$A?^P+h>t+u>Y&iZV6qnw(Tty^e@J7JXO zP3y;=O zHanJ@&e;o-bu^~4C)&BhA~C<+-Olyd4WBFaqGaZk#ZUjQmhQ5y+pb$%uqXA&0F1=a<@8=*Ti?9i7Ef zTH;VV(i`5tL#B&-Q^5GsiNAG)=6v_k0p}o1-OTmiQ+XBArWg{PQ@-oK_6t^|qGS%R zihA;u=Uo|Hg$B=N7~rlh;~%R%rsKt#RB5kmb&&545o;Z95+P9|F?BT>;CM6*IXff; z;NtyC-Qp_mjD)sG^8rz!`I}M5AL+N2%o2+fTobp~?`2lK8Q7w~Wkl}llMqZt35q*4 zX;j>TI8#?1-QcgG)249ZGj*$(3SR%fVX29@aoMYBOvSHV`#rmulDI;2@>2c9Ug9Mp z>D#Txs`ex6^=?_di&8CCOil4D+<-9tH=LtlZCODa;Ix&kr2_;^YlUJkz1SO zgOla!2^eG$r@dvIrp_{)5S4Y(%h(UAxu=cT!%|Pw48I^}TTKRdVslIVCR0h%Y(Ko+ z=Q`50Dv{S#nngoBt>CQYcY-A!U~LLUHro2&GMk|v8N;s1*%=$_(J3cQZl|_MdnnXE zIzTx|gdpfGk7PFWwMI!& zny=0$__9?}%mSRZha=&f0W|mG1p7`Y0Go*tt|ByFSd6LI7c-W>c7|6|Q6ptK_Y~G7 z5sJA>f5RC=^HD`rt-P^9&Iku`V4u>Fta`q}rZQxosb+%uYi^ zO%IZvBY8HSkALE97EUsub7rP5*^y@gtaFUe9u(IC*&#v!SwgBDSLaIy6DlIVxgVKG z=5j~+GidLaiYfO1VoJYhf)?K-$xecQ|Guvzn^vB}7zGup zntPr8ktFj(;DJgI)UlIOwW+Zw=xKc-K`8PfA`JZjyG}kcbk#}}G68WSv6i#AxO^FR zj4%Dmhr6T?mr8fxXEKi@Ikn?(Bo{3~nN-L!MjOTVHd^l|e{k64?rM_-aIN^(7a(b! zincjh9;mn5XmIV8qvI0Y(|mXw)N&Ml6M@ryLeP_~2sf;BYh8~K@AvBO{V|YKIj|ey z$Vb9-ZWzEEe%|jn(c~Hty7?Cm$M7AstaVX;8m(^P?xH*FC^p?ru5etb7UxmoM`Aqz z%>l51=O}$xh(BD<7y87}L?o_W6!sQOa!C~N1cCU0yI)RzbNQ6sinU*2>&Ld` zI1ke8+M8QPMH+nNl!KX^3ZYSQEOm50$o04N+K zws7<>_u%w7Ff_S>r2n#vkwM^dP+R|a@bRD12Y{;yKVjfqf^OHsh}}mR>Z8pTONDax zI^r3cr&Z-b>=JB!%zbuowe;8S`LcU29h#Kt5(I`Q63@|fknNt^DEtz`m?0C`7Qx&b z(b(>j_va--ZW|wj{MjjEYp&0BMss1^Q}vxA^z0gEGVCvV|M5tlNuqiL6dzGkeVV-G zxReck4j4Y_<#9!BoA2(!;8)-E@!Bn)tLQc+2|R>%K>6ln^JwC0R(zYea{qC|x2d_{ zu;YYp8?~*K_+dxteY}9&)NiE+vBCwh1}hIX?p6--I=F#N=Bz7f2avWuvI>U8vts{& z5QXAHJ4C z1Xe+2{5x~W0t}oU!T%kw|CD4+Vhn17d-vkEbIgC$A!=v$+c5r~R2l^Ei}-mu82{dz zZiL3h=MLauz%2V+88pwo&1`*-E;#3Rx41$S_l6PkIn4zFkHb1?(R;sg2>=iNFej`f ztD35R78xWWVJwX3Ryg6P#D495C8zF#dPOzqzo8^%SC z?pB^2zq;M)XZj#xA=2!Omvrw0ifI@ScA?p>Nshv_{iSl1&ra;!gp9=+fV0Z8;?ru%}G7|}uq`_(9E zchOSe2f@9n)}Q##w$Yu*G-~LtHAW*0jLrr782`rGbc>YWicN=rZN3#J`l^-!J)6o# z@H3kv8I2cz#V!7;KwFeTr6(>?NpRk-Ziq^(;Z30>fpf#|$ILc4=FaKLuE$$@fSyB% zJYRXdsucWLdsT3%#qSq(k{%5g8R{(QTGiBiuuef9b7Xnz3ThT)l9Z394N&$MI~ zqbvYK9}@sPo1<91BRqv6AhXXB0RJD5h>}aix&j1aCtw)|MKkA3qZmb>=AP~BqC?jq zRj%);FO+*TJwhNCA2NjnmDpDE%temRkrOgQjqub+f*jMXeal+t&!;vaJT3o=a-)!1 z*kJ$bwJ^Sg<$23o1Fm7&HT$+*Dk&Wb`pSj`a-~i(dHp4??d+pr`f68zbTaIY5Ck^M zjhSK7?CU*{%1?lV4G7^~0*ExQN7tRf(vgcrw1soV5DL{NJFF^n{>#BX2RM%a!4uZ1 zdlP88ou}!{GXRfo81y#1?PlJ-{jkSRsp1c^V*@}T9Xx|)TnB#v?A7G4Y^obo>!gfW8-oRV0N80Tgzat#u@LqITPDWpWBSK6tpWn(&T~~_52YG{99NE$Q&8K7 zyR`ek>TZtiszp&DfxXhg47c&2b3?DKl`{%^& z@TEzK=~Ahu=ZhZ1&3ct6ESB2b&VY8=UMJs%t~^X|ZzZYWxBvR=V+K&(XvAIYMb33@ z>*d&R757IU2S~$SW1T8xv&A+ggb{huObgh}{%t>YIH7DyUgPjQ6FRc^=+a%mao^!# zUVHf6BUx?;J>4k%_@&&j+w8+NBKay^8;{8uSazT~LdR~%d9s`2NUF6_OzSQSb{e1g zZn5)^I0Ad#EebC-KW+A+3!#7pezkq&;krKx8JAQ}bAcKPg$Yc>+^fdWwaj+IFUfXa z(Bf*lj*^j&>B?4=#Foz{ndTS!T4L0RGH=ed`pi^;eb2sUkGd~jr@f(KmH^?`b$x*& zXox9MBk~-*UNS_@$vr7*Sn(S_<}2#q-fu2TRjg9wv9*i@1nie`;nFY3op?x$J5cP`pqlM&&b}t6%GU?pO)0+WpZ0&b zMCZssqc+l%^=j@R89NP;l*RVVOYZdPkzNGyFq+yXA$jA%pCUm^aJCcQFs%bFowTv` z$QVKw{buaw>xu;Z0PO1Ji>H%8V)VnW2p0jQr%g0aM3SXbyZ za`8WJC>I7E7D$&qTlMoZ-=Mm4f-y#maR_yG{9PdMnG=R{8t4%i4c$)+6%&akn0@2> z`eoPDaV?*HZ4dTS>_c(a{(9Vi+C^7$6Fv^d=wQ==;#Zv;*Z!cx@oBEelA&>Nhy-~; z?_QS>*gU({Fvf3{3+%&>!uCr=)tbq?CZ9e+N&?2ywfh@_o6)&=DLhu{XP)alpj(|| zf_I=>0sw=mP4Z8{Ucj;UweNbk%t{r!+UwJzmd_P`x+C`-1DGn#APl6#IZo*~Zn@fih<-zJ}V zG}Nbzx5wpH%~(wyqmm{~&~#-tcr zU0S4*CO(uFM|Tu9QV&g|IVu^i@Wjg8R>V+V?kqsV@`Zak!=`GUW}#s5n{Na$FR_du z?O@}qVP>}SYDFOx*1gS)=tEftXvt+vAd|Rhu%xGG;927{06-1+2;8CLbE=4+u^cp7 z){NSxjh#c2T^tlTPxi{IIq&z=@NFt;C0hnlCfY)SyQA2Brjad*bI|#ZyB%jzJd$`v zzb3+iH#A;6>6X2HwQ)MoHDtug`UMj*8hJu9-S=6Fg-;WINM#R_n@F}xG5&t3bE-TT zm~lG@NSX|i{qLr$9J;^N^m-ypoQX`97ujf}}XiH-(#Pi_W&6EJ<&BNuQQuD#z zn49bCpd6}cTRU;u6sVqyaPn9h7!h=(`+O2%K~h%lG?!dY4EgA zU-)4Uf@PzX93A;)aNGMgK`%{IxMi@#BsDex$Oq{pGD(C;IcI)P-WLNNg!p23R6sD! z3(>9eE(w<`O66ItR?U+yzP!PHStOTpBfLP%XP55T4U=G~L827LzD^?W6(*5C%dCp- z(_I=$iIZ{wo`mXrtEvMYNdY?BL~>+6v1V>tQ3V#2OsOR%OjVgOdJ<|vgsEaCR>a3q zk}ZAGcL}^E!#|YfFMBDV?B3tPQHK}a!fH_wQ%;j(M_r#)TOwlzuTqKT5Y^^AjqC}+ zZB_wFE8)Ob)#hcnEqe$*mMq|*`7qCw2App5+-WvrVUzkl)P6X{CibG}>IwNAWBmHV z?WO`|ob9k&?x2tzsFwG|0Cj&DasPYbukN;fkA2um(eFc7ctlZkD2;j&>*#a!i9J_? z1W!td69f|l+$1bVUj2#`Kg=C!aaVn|=*~Ce*9IxdXVI`-`ggOs5+(^GMK zMM)qTtx^?3<>l)<-(qpx;2G-+jP;^0M)Yx4+)TSb@V3kCZV8tQcA^q^as~oNDP#j5 z+nP+oDY-7(N4_)}p-92052SkpPw1*VB|tUpEQP3X&5f=q*;!lr@}|187zplsQCxav))1+?`C0AdiY%OG+r)`jTt=X@m-ILr}5{mff$ zKrNqqTejezW)5Absh9aG>{tw3%c9fm#}a5ROOgQ|Q^*qj>a?MzLGmU8LYlGleLaG| ztmmiI5`L=@4{-G+93s`zd8c;MlKY|~aY8224faGdV&lElJ)>MHZmfpo>7@NgGs^86 zmqDkdzC~4>+d4^?L;){U@85I8{+S`43T=;tOK^L=+2^k_rZ6GQCmU%u)gchj=t#7_ zDD?6#-i`$b$5w7=i95}6rctZtU2zra%CR`qn+9YO!Hzs^QC-(=gtYksgb5YCKM@*} z^zJtiILx)zT)d3=>cOph+4&d@Nfckhlb+hRm1E;`#AyjNFZgIHWSu_p8eXXA+9tm3 zr%7Q0-3B8wA>4$(6ocgGv5PRfsp3Z2Skf$jhe(E6tJ1Dx2c)+>|s5Z0heCA>yd zgL$&7NUC;ckZv_KIeM)=;GL2lCGDJfGZiOS;ru{UEB61?l z(m)R2aW=8n(-hI@9W1Jim2Pw~t#A4LC!MHLCI2v&#g&$xxS|TJQ;#`Oi${N>ac-D9 zuSByyhh=Dxb}~stVwkr}D`#z0?--2IET2LLjUyEtiHtiJB(vP3a^{B`Hzx3M_np)> zV(7Qg##w$ux(a(RPJq!lEam^shEy?Q>+`qT=go}rK{OKOLAwA zNg{?)h)$<{i=ZsIX6H#rK&xC(jZIpOe3uKrZBEl`9{Qnmi=P`GlG)T%G^OP31Gs4T zoQe}+Bp#>k4qg}+v)YgCf+Pq$HtgOR4F~X;0ri^hFw@#p+fO0$Xik@YTrHX*;|`Q3z*GM~=2W4XiivY_{+h+A zW^#D`P+gZ6kQ(#Yuai9CSw~S)akp#_kNOSAFDeob7O$*|c(*FG*%_MX8t5F7Gc}zz zCAhYG@1@qs&0Ef}rSO7y4I^TkeQk=dz>_lJpG-deP@1`%idBy42n?vQ3#8sMr{^lT zta@S{xc`V+W>92b`RMXiZ%vh~+>uAr09UAAqB{j`=`C=V!gqVBNSEeTtGf?`UZnV zxe)|58a(nOw`y5F3g4&kXZ6=;f+9f``^u-}Xc<)R^wPG5# z!h@z@Ifiwm^5EFZe#^f(jy!CHbN>7v^YpX=60*65nx};puLY&Q`^!Qm%9(`DXzyaMrEUfE7wE*65l%L5zJUYQiiH5X7*i;uLR) z(3;!SEY(2I<`(;|bCtyikz6UHHGq=LN@Rv>*-;-M6ZhAqqTF68T6&1$h9>hTnhT)W zGBDmb$~KJ>NRTfADC3BAVq=b3u1@a=g-d&{Dhsp|3O7+q9BMG(6 z#tPHneC`6Z?R2o*2=A>Puf)X|W2X6viVo)xYtDgjp}y{0=thj{e56n3DO9~K{!Fp( zV(HW8^uUNpuPEj1y?9TrlFB{VYOt!egq9|hOZ9@ODO5p5LYrn}S5v&|N9|f_yM=g^ zw?nF)ZK%AX{;J<3U?AMF)-`AIBZeF z)Sq)a9f9La#o|0ry6*ZPWA}k7;oS(<0AZ&MR}PJNFax#mr(=Axs9U;UE1J1q`)BrY z+-+A zTyj+g0;=EcYs_@)JiMzyR|J;l}3BJrvV`Yz(~iy}@+xKhhr z_+h|>PIGbXIF)aa9xL33Pt@RLm}e&CZV^ngA~Z-DTdUl~t3&LCP}vuruQXRTI|h9i z`g=;j#Iy$$I>qd!(78Pnr$17ybh@e&2vh(1jU)x%J^y`R&Qs88N4esZoP>W zFqD5z*Hvrkmr=tofRy%LdW1vX3~wP`sgs!Z%|_;xm@GWZzR;U78tod6(}PS3I6Rhq zsQDyyt*3ju4@Qra2&v#kTRSA8=(At8q#5!V*@Q>5kKMG1(7`pVTx5@B)!KB-@v?G za-`uHt`fy+SZyf3sPu-64EXtYjbbH(S3RRRqIhl17EVY@^|zDNjDe>t`dt>Xx@)}< z7lD?tqV20fbzs5x{SPs9e-(ReFEa^P(U9P9VM7&&%@6S0i`*)&=h0;N<91!|NH=9n z!qM4+O=a+wW;vuvbuQxgKAjRW4ef~> ze>+sYKtr$kf&Ww*fxJil_Jl|BRO;2c=9V(wzLGi&;x)|SAU37;Leym3(@Natxj1|; z0GD4Ps4YIPbF!|Zt9;MRZ?O)o*uljoP|X-MQ&y++Iw|>5>^cpBt+gQH1vpJVidthw zO;$^5vV>@NWlmGNSTU{cLaph6M#($o<%MFdX+{3$+Hq!+MvcW}($#1Vgo`1?EW4(8 zNyFY`CoF~?ms(Q3&M`f1RzuwRj2&!~bE#h>9|KAs>aadVQ1*Z4Caf+^1x`ut$zRYh zdrlI+S*|J8F@s6O7=|{3IRrf_5|OOOEqLy?FCTYnQ$Z3>D(7x;ZEBgpJ=kx4jVD!H zpxz_^Q%;8r%L~pkO58VGXulB&Txn4n@E?Bs7!wHT6`Na~6w)NN0$-xdZCT~3>QOrl zY&m$7=AyCe*C&1Kc4-mfw;W?tWD`s;77~7cwc(PKZ6svSt*U5V^N(Mw1rgJ0;AA=K zIz{%ba|xV<)b;fyYKYLPfJ|_ai%B$Jm?@_RSCb6mMV>a$0CO+n4Z*_6+5zsM=kbT3-5FKyq1b-Jz6|v%pT?``aXD%Y1_1L2;NZ9JmJD zJ+UIT*u)dKZ&p(0ax8_!B0o(TZVWWIe<}F-hG)LfMpRsB2-IV+I5sQy$q;%JOQDo! ztJ4Fy-i&{yrB4))$9Q)@^^m5`X4QL*9=e&`B%v4dZfbkOl@?i&eZ%KA`*T9HbD80> zn33E*3|NMJ`=hf)E8EBN`*TR!m^k=b1N#J!JGx}cJ|HePoViBOjvE8RAEX`7 z0pj2jG5-HD8X|pDy3FIoHQkLWcZNUSId{^+LC((fLCr5e6p-*LO{ zDiOZE&BS$BT6iX0?Dxt_+znaX{FA?ULE-Gh`Q%8q5Iq6y3Xzba+S5mzxL#<^8ys;n|icIHO-UIvW%6Ko`2N$$aLaFSEN=^vqMb#+BVpevq{jNab|8naK^j(0BR1MU~^Zp4F^+ zRcdrQrKTjX1<*bf6Ft`&w%gR&!I{+GNeu!(y*Dyg+lcYcp=`1jE?t?uH_2SjVgyiI zk)c2tT31Py^YHjfnH6k;X96sw?J3~t*HdeY|2>`GyIgQdm$&mKzf3hQ72~_|+pV3=azWmjm1z5eC4rCvf*e<6RdmvcTPQG%Sn=lES4q~#bbR4u~TXO z9A9|(uU$DWTaR0PrlY9qNWszUqiJW8Cq79Vz<7tXuZ0poJ^EiIo)z&#d8PO5KSQ_a z9Yy}#sg`huD4qXkKX+b0iA5@VAcNdbG)boq*V(SVNC<=QO}Cmi(e2+31WrF_I&F^y z@&-irRJN=~zSlLCX6u`Bc@6MK;3_=jDxd*Lu_0j)oA_MU>l@%n%&mQqN|yf{K`U zUWSXXjHYL}zJ#1d>i#-mJOU7f1bf6A>bqXPUAT=wxaOnQ&OfvVV)sC=4xDvwL%Y+W z1EUXSYAIQ%Hr`tNCzh%-EU;3!IgMy7`jFZGBd}gejO@yzJ^lcm}FX?#=;fY3!%h85*?;ZyUf?E_fvz9Ce&2ZpR3Q)Zb@?Y=K+2 z#D8{7Fm1>5UGQM*QOob5q)P#v+`)s&ngaOQ)@&}Q-RB6z*nS(#zhMChfLLb|9ay*8sRRtl^A^`68SLqYm{WwC~7Nh?)XPhcC>*T)lctQV-V7N zZ8p*HTH5H0{?Oscw0)4wM$Hp2)Z>IOETzo=T-F})Lia0`Y&&#q|9=qMI1xZO3Ww8f z0q`(OA`s=vS$2I$ZGUb=+2Vm*w$~m?d{0Ejijp=?e>ag4lSOn1i^%28-@$1Ar5iW} zdN8_S>hZ6#2$Y}{AlV-A0}uYc>m9rR?ZCEEZTnw7)PHLtgyn$bX3*g4|3~5cz#2Vk znKSr{+xSgM5Q+o!%y%w5PutrZK-gpYEDZs|UuXUGJ(k>#3Zj^tr3l@UG97ymeHeX; zPucT886J>AfRJeoP~SLnO^9Q+0!ks)j;Ge_mHeZ>lmHAJd}q%(0A*%H_NQqNgIW)< zS&1sHUV*3kvm-z?_0Io?j%9Y$x!r<()(gL=26>bqO@xlyy>ei&jJkXfxJ)<_Sp>xinZ@z#oIvu{EFwuH~SQww`J-B z&w5Hn>qSR_rD zZd*6>TKuc|F~&8(?koW+_SMosfC?Q_5V)9r7?xjf0K$iR7Y++GB%g&Cf5c;-Oy)*p z3u4aannZL1im*-KO*3i%!~jh4pAUdo9s6akZ8w0y|5f9&j531MAj*O1dHe-_36Ndv zYZ|y|JZl`del4Pl8P{N}b{;>^VdfBX`$63i(0RK@Vnrc<)P3!7_MNL8kd!Wb=h@DB zulok!0_-w&sK~op)Z@z!L^wS&^eFW6&)R^yE#`n%R7uFt=e=t{C(!3!d++3j)B>@W z^!7PkKb=OHyMTH9#*X}OQSn}j6JGvaUSk7@!LZW@&I>WXw5Dy1{Iq-)*Iqp|fd+u+ zu{mxaq>KPC1m07GUF8*ZvKxRTfuQCdOOEB;dzQO}(2xRFj6 zpc^W38m29IvvCe;vmGCPyf>GB&u`;f_Bsf*GzQ|~@^aCkn$SNFdJ+wYOZ^#|+h=o~ zjT+Ok#Lk(HVg$1g6V$1B%I0TN+yBBQ)+f5PlgU56c+G?H(wmbp;6Z#92!6KR^T<)Y zVsBbT8Lb!R9R#{Au#>LuxfVhIn06~p;%L-pT>dLSqLLd*y@Yxy|M&oM=9Hhw^zY|6 zx9eH}Z#oyvD&B*{zrwGDX4E`*EBB2Fz9Aq^_5`w6oI>@1h-dutFu`UEIZOmpwt9^(Xg@n!)6K%JuQocf3y2<%nkPu?Pt2p7*hg=--$K&dy_)_p?R zmGJQ1El!nmsdk2DBKON35?*JJD{XX{bwIC9*vz{l!~$j5A*;r=x?9Wj0J1o;n7TK;!&@pI^u-uu6TOe0>N=HmT|YR!xnzeG*^+5=Z{t@v_(R z9^FOzvr};Y58@rdxPHAmppHL#vT^6gxf||&eg21W_J%8YBXDebU-F6Q?>>1VgkJL* zT3cFlv@Cf z<9WV(|FvTQvCr$I&h{g63euapA@thNaB-mWqZ>dU&A@qZO^Lif(5Vx^(8!D!=Yv?L z41mYuW#{E?SR{m7c2(qQ8$FO~fGS0&fFSDIDZucZ0mr{C3k+!+89u~&TW z?Zno8-rg6W4EaUk#@DR0bstM&PV@p|DX2&rq5M!NqmVf!SOYKD5VCo!@Xv=>eATye zcoGgq+Ig}LOMsUZV@zz6Z>Jj!{=Lv5=0mTI^U8!9{5^ySJ8pSbW5$=j1y_hu1nWX< z?q{TxB4JNg?7ow$GL-=l6ba$Tp}MW|trNgE;@n{_cACg7nfWxI`+_q>QkC!kZ^glR z9jK)|q~Eo{c*quPf*r1KFO;+3%V zR21U{aEjR?2bhM0vZNURAeL!ZPIDnk%z*~HvGC^G&9k()FB!OVJ%jE8%r%BA8Gl|t z;B>Qi5C{tLvg(7suwEwqIQy;dfOaWfgg#`4-t>k(SUwNy|)P17d174UmuPs zOCp><)&7YR{Mr)&dEW_nGrcS|h#JvfGLlocK4{jwi#q*dcjdWC@g0gErcH1cdsmaE z+8Z72_Z3f0eblt~Oyw7Yc8!*UI(t_Z%l*tH@rw0c=ea|62(inIm{@8ty2vfqxjKRN zbf_W25~hRx_qD!M9;;xY#|s)FgxFqH5)MgF7FC$9@C&~51u<*OI4Q?3sU7&35~Es8 z&Zi#YDUQ1j!94#sP7-RMcU2m=i~1v4Xt+>S?j(3s{6DV3k?nHrL4Dn47tee0WZ#^~ zAyw?#e&9XxxDIj7(P58W@0^=QiCxsaAZ%}tihsR}{AWgBpbihO^6qgURlq3!uF^0P zpsNazYmy3O1rbpWtAbdxEt;s<3qHB4*!Q&>iRAG-z3!UyVswk>X$Xjb!xUnw*UK_WVd6 zgeURH+s3^NAuW>d4kAMhy4-hKdGg0*R{a4zphOKMIPn2~ z4SX-DQPt;NYQLN>-0N5U-SP}ci`X@AcEb!vs3KyReFHwCFRofyFZq@FziJoYEziT| zu{+^TbL0O~WX?hMagA2hr`!Zjka4K_O^4Iceo+yna zo?)}hdc!`P%DReuw$c8KNQkV%VUI>B>HFx`$6#4AQ> zGfbc8mq1cS)y-Xb?|PSy^So#FuLnv{f?xk2R}D1CSKj1)3_6xJ921U|ZCB2fzf^oJ zow7!cQqr-NJ}jtN=~D2iv@11veDq_jKWN=UG^6D)|3Z}F0&KjVOr)SA=50B^Dqx zDiTrL zcfZmqEVZ-E!qfe8VHg!w2K^~XbSoZS#DuJ&e&!5^=33%~5(Bq2-)iUw88X-dUrg03 zUui2P$8(kv-JaI8-q_Oru_K2Wm+tlyP;FR*QBW;lkepqHkD}il`>KJz#U^)h`kB9A z8=6Tf`s2KvRee2>x^-CuNs!#t-{J0Jgz)FRP?1N_!qtzoz@KVkGq~2}8wMjsxY1v^ zA2U*OmFKd*?(!gEkVaGkyD#omE!ErRI%$GFz4$h;@qq@MJJk5g!v)Kj1-TN`vj}qfVu>M@=31bzyoxu}FFT zcCKDb`DbsMv9odXx>YNuNZmxK$od1B-+@QU498l_Q+erB18Eq4-(BmP?&DBfn_L+@ z;a6Nx;@?&$(48u&mW#xo!Sz^6CYFs|I}N&Ha8_Mdut2T{c?@Tib`cKf%~|*YEUgW znRk#%+yI`ikAA&zb9Ts@L-DVxcoJI3Di|v(y$%k%NQI4UO{f$Od=_58nmdQNF zJcFJm zmkg#`;~7<0hcx}g$4_lu|3`1e+lID3eZ+Nj-RL`h#k8-od@!`EyhLFAKw+8BSPn&| z#G61G9Xm#`#2(a^nKtBkG~}?|C;5dDGC)4r@|)*l9S>!v0!<;h_H8$3$mpBK6rZx_e6B@T5Y``#uAG zuTQGwNm|sABXAJ0<(1zb807bqDsfv+vx2aHS0AJJRR=YRWs=p9?~v3k3^plzUVlw!M0wUNr#Utfco+N|j0meT1!%EhD^m-y0r`h!9`7fa+(S znY9GAbQWaO_~n45oefEG zlo#QV-Zj*!h}nir@jUSC;$zFMQYAEuIY)iFl;lbGtzuH?= zhRtVx$d)3y>Q-@i9-blwy-ce?=TJSUygUk!BvCE2x_oOhi85LQcueA2)p;~$^7mm| zfN;dwWOaSMfxYyk8HvHC@DBl){;zS%HDf*=enx)LxAG_#$39YYGFOZHz`sSg%joY@ zK`$;MKA&jOSC7NGvrL(a32(E0ObZpqQ;2AR%GAmtikQ))Ag;&04C0efwl#@te-7Y? zsrB$_gDfjNiab*isDC82T^gZtG{uwe$w7uK=L5~IioaXR1XKFr?>FUXFz>`5x(ben z@y@w1>`e9Z8A_#oYXq(WY3~n`Lq8s27}1+2kCOk)zf(<1bKDXW-MB*-2jl7WAueV8 zEcIA3F#D#;iHP?Yz8g85NHk?ELBJ_TURBXmQA^J~0fU_BAr;F#6y*d=il&Ksp$Ae+ z=k!Ks>|m^aif2@DxDzq#!~rUbo34DPm{h2_`{hroQ$PtjMhU?nJf8W;;l zaFrL;=s14*kgrUW7p@S*PZFCXt!VEOTREie#*K@(m;G(7+svBlB}}!{1jo>h4%Ah7 zqqI}Ov4N%h%zqoz+gYJW+&}8xajA3~#!&gY9D1e3Venq-^M6f;5*Ipj{JKFLsx;v$ zIqQqWaRmYKbvwo6Tl>%E`DvqNnlp5oGOO#UUev1lInpEhf$>nse4ZMVDH zNtMZQlrH3j;o9|vlgd_yu{))bEvTP0GG$#(+NkjDh<1db1lC`QVTnXFCQ$R#05dN& z)b5wL)R@|L<&bkNL@p#E&)DKH+bx<6JV{~c=YJD8_&*GI5V=mJuKNkvvw$8DJGp6- zlt`H)N6x&eg~1TJ<)YF>@gWKvjcUDQrS4>rU#?9ZxQJsciJW_|uZnka1hem%mslc_ zeC?<#2%FEZKzor1q^H6R7#Lnn2LYiwpB%=PtODdWXl-`&S^=^}W5G#a0p^`O`2wG5 zWu0p+pwOr(A{R$hQz#Bojl9CS*4_!nt@4Pn;(A#iThMx>_N)X3ky)n9+3b_=xa>L` zSYN=t?nEBAcg#dA)LFf*Uas94iGN$xkA8|*yUCH7UlSWp=1@-TOHr~@@#t|LahI@J zWWQ89aSN?V@#7;E#+*}N;$>4WxaLR!?{k9EWr|0?^n==veiH?&y@uryL!PrXQc?hM zimrIJ0!1kyUa`i3Z;a~j@VlMS30~n>>Ii>KvoEDZ%=w^oH+s_bm{I`6i)t;yJ~ti> zpK{nz2{Hcmvf~BeQ|M!($Vhy_I==ht?5F+zVrCd|I9qqVe!k5V3)Wy;CuyfC#4jIy zR#y)$5aRhq77^zkh}AX?`m@CEFq=8Fks1}l3^vTTl1Q_oND1pO;RnjL}4NSq4im(}ymR z<$<+>w7ji9^5CX#M_Qew@S1H(LNPM>amq#}^O^e*HaYyHUi zB?pktd^k#y9YW<;z}z}19Wa~(G~Guw`E!xlGp15HLHshdxJ_qT1H~FadJeNae=Osz zV8e)E>l;7%0q1DH+JE{ab}SG$Af{3*w6bAzn-?A9Pw7fe;SY-&MWDtF!7%|l^k8v4 z8_$qi+f0|s47tlqRG>upidSr925BMrcgCnUA~&A+xOozkk!-jK95c{lEKjc# zjNP+1*D~iz5C0vSEob+v*#$)2XHr(LEhis-4Cis&KwO;@Vfte-?JMJo$Aj2(mvBj4~}Qvg$)H?W-{9&|8t` zvym!WBr#)0!c>kf#fe9yyUwy!l8Oibb$l|1G{1VQg+&$*7=z|GRj11p?&ld|y zltC1{u`uO8<&?CGQ8ZZb)T?swZ>l(lI3!^X#4WbXii7YA^o!0ip1qbk+qC+k^tQJIEx%@!N3L|rLxJ}?(Cxn-*+n)Yp%PgW z+!~0plwF0^rn<0xbbUm-hU>v*HP{=iB(W5NKjAUmkaAcrIc)(Np!`F8%(FhEY3=q< zQ5f_my*$j3t!8jQX?n6iIBiJdp!>mY@z5n(7?-eWf>?&EI|JuBHnvw5y|CGDx5qjKpQK%qOMm4Cm;yqM`ctA*|jWuNI7gj)1a4rtDWR{B7Df zHhKug&UvdCh$H-NoGt^>lmlf6tKTfhjMuZ^U7PP1pc`g_2f3YBh4Voeu zCWFm}Vl4GI$wd}pGcooLd;jh95zH^V)@ zbiNfEieo3Dtne>qGG1Qy-z26Cb&PCe7Zusr!VHe({W;CID5JSUlH3JWth-1@Yx87b z0@7mDWe-zP&$4g0`Q%+LxXB(m*Q$CD3I7L7f@y**35XfiJ1NY3=EjN)ebnL@C(F6K z?&UZ`Z8F>a{qD_-uwIq6NB?!~KAgeSdUkswJ(JScifmIWIueB) zTv(-$p`*f}M42H91g<0NZxlDBz9kK3_4>)1ijDDb|8|w7+6x%n`pXHU!E?L9Tj~2;@3!~A%q0u(^&>T?VljyO4 zR@P6yYq!D{$2lgS3{0m0!QsRfc^P2IIm}bsB=;7C+oxs{FtGfIF7X&Ptb2h)=p1a@ zKu`LwE)i1L;%DN)&26=!q?H8{$lGW;@TV~y!ylGTsV$&Xih{EXoXhaLIS0c(&Gijgn9Ek*aJr$ zP$lo;y&k?3Zx8-LL#t{T;+-dWq;TQAn0|-7gorMS z$3#GXQ{HJg9GVq zI2RJt1pZ}OMr}vU4g6+)Dn*omcDA}WbkFEDQtNsqjiW#Y*HC}dXVGf~5lOYkWD^{? zUk-BxjDNq&(Ns$E%E1d>JC+z)9V(`LB41cAQ)C_~+-Rur#e&wnBS%~1oW|HGWtun%)8AN>%<)5@}mi-tLLj^ax_CM>R_EZ>=n zR$M7LRts!25x$qOu<=eN?&or2^F<&`F#9VtyDxkyr(WU!QJg74Y6*{W zPhh{+zsh}qtyLAmBDIs}*Ya~@l5bdlCKr!ZE)S;st2ju`oJ1nis}jYeVY0)dGZ(ujj&qRVsWgR6cSV4GLkK zlb4oA`)LU2ov-Kl`6rVU#W7-EwWv?3>g?x)$hbl5#G%^(@9HJUG~4*Zl>}{LlfF@R zCm|Md7`i4923A-=Tv>*GNaO3r52^rdiEHx5TmA(K>AkpEzexj%%09c+=rKvv%k~fJ z7Z;rm`tI0WQ^>rykMm@s{SbYgYwb-y*T2%AOoPm%s!#Tl*vdwZer)QH?-7`ic*^Ad zfKFRah>cP&%9#w8DDXtR`JHt)wF!GTe^U^DXOwvT5UDqrHSZXuZPiOqtkAB`$-}o0 zfg*`eyreCk=_2z57LA`=>~TqgK3d_`3?;dnUVDVm&cCrIjp05V{&O+zFtXDQ@j*)f z)O~3V*?jBGyZfY{q92RoykxaiPK>b+BR98XIu9@6ADAAED&zXZwO2v(ahf1)TAF3q z-nZ`HKvPM4FT6eG_t`X zpXb<13BMT*kPnofAolJkZ68nw))7_S?J``4?hSo?8pNgsZgl*H*WApEM{Fl++0A%; zvLJz4Lf33Acy(L%!BdIy?OnLL)th=ue=V}}A6akI(T-EYiN}U)NKXy-O*@om&Ku_y z?t@)QzhD!!1<$Cay|}`N_de~-pnHwRTT*Mn%#km zX|rP*ATf=TbI8bT4F&tmLi3jvia}WLWL2)p3=2*W$M9AE6k+CUe%T{yF34!6b|!IV z)=LVYb#9wys!AZL`H<9fGBP2Hkj61}ZXb)OMjNR#4+VG3d=OZWHOVE4HxWyDL})7UgR_@*l;i zjHoG!hrxGvw4f#Bg|R|OwP9IAk@fA>)3Sgq&1rIq)b7B^D{j>7V-qz?gCX3R4TEvx zD$W1cEM}$WxTkf%@~UnZ^er= zy2TGAew5SfLS)5@*{L-l!qsB!4_^nzzn~=+K_E2LG-m4t0Ce&THy`Brr&1AAZx#~H z7A^N}+JMh=gxrKD*eN|c%>({3&-{rd_zkqIn9@KIa3Vd)Num}HJ)TBB$WkbB^FLvwe| zurQU&Vzs@N^&JsP;^ihUji{_jC1S zL&F(xeN56nTfg&Pn#>skm?viHP~}7IV=!gR>$=*3ubchkNlo$%5loHwS1R&c zez|6pEn>gh1<(emXgt(jRgu?kx}1(#{ln(1_EDN#K~V(M3x@gaW)XWfMq`7wScx~* z>IunZcr0*gr`c4XTYo$n2s9v$eBFe6ZpZhV(q;OZ@gf2T%+fRy0kuwLJX$W`KMcchiI}r>amAS!gzWS+V7-s{4&aC4W z*68RkFTk5dyLpQ4kmnlml!G=pI=aL1!1;}% z2IJ}5&i*5MSX4fob_wwaYtPPsg4`UAWpASWo6)B9t*pG1?#L1;DbaUR!YGUQ_2bcb zf9l`6`OVoH-^lt)X<3Sbee0S5V&LzmLdLk%@$W*2R{fegol?FWO)?^orQ`# zndoHSI8@PH{GJECnOm1@orC{r7XQD{QQFXVO@TX?Tg#T|rV(^wup}@>aelH~!=FMb z@bgJ3xGeAgS5FtdCcuQE(?6xO{C^y1{{csPRHb?lu2rk~#+(1wALo%92YpxFZXWnw ziP8{y04NQ$nbht2Uw;gT8^9K#dZ~N_+(h@hUC;+2wNU*ZrwOn=g!cf=j$idgcN(DpMB-wi-F)ZYn&9c(|lWPfj_fMC%$`Mum9 z+V3Z8pUH}OsB8kH+#8%cbv|_gkfM_i=AM9rx8xOF=8gVN-~mI^oJ*N{M?N#z#pXX) zSA-JaOL6}4_)lO%t`g!6{3dsfNluOK-F4fBN$~%zhq@6Ej{FZ}YwSV6`WNvUFmBe>T~iIem+J$-%zBpd6oD-G|L1%PpsWU72YmWgbI-^f0l=dj z2&rjJ9|64dyEj0v$-(Q(Q=0e1=sI8sT8n}v2OHf3kttxH!rXa#ji^K30cs;LNBd-ZX~)`(@KV%jk_3{^$4F{?>*8#!_J1 z22zTOSEY(3#l+75{nJ}?ObY;n@+#{5BBy$fTjG|_Xsizu(JyagPEP%s!A1Wy`=W=# z1W>emm39X}tyTb^Ex+$RL#NhD*U1HRTor_0-}AV6)M{BEs6TeWp$P*b+PH*K-PJ#s2Zb_y+%a zOI6~w0P>(z(Q{PY8I_K2%L-#`eml^RZvdc|gf}2pvI?^YW*+*Rs`O4-(uh6=_(O{m zkX{t(B9zaJ;tVjhJa4F?_-(ICUhUkQ`M-V0x-|Ru`5yDrtv)M*Wh8ge_cvJ#p&`WH zwyqbBtP6<2soWm@vd`;9CR+M11jHMCtUJdR`>(Kl?uX~JrMITV0u~0Tfc-9 zmDKm632;6I$@Z&+aOU{jtk`BD5Ep(-zZKq3;z{MW`O-%| zfJ<^rn$P$p&HK|oj3b>l(Ae=6ke-A&G(T6rOb-wwq9y?3HS+)fjgBAvj_bH7bpUor zA*lD%_@=G@x*q#{{7?#@oLCqd-H*|rPh+Pz1Mdx>CLfOpzY&$O%1_r^W6*LO0MmLk zKL-#lj(!in;#lBbv&EkKN10Ep03;QeTg?lyDE`l48bA)i-w%M2qyvvY!-|{-#zo$A z_~s5VNzWU$I>iTW2R_aZQi=s5F&Mn}a%Im=kE-y%S#}ZvbWdq_9}*g*k-Yv{snFH~ zWT3x4Na~Dm)+t@~{QEAhwxDUyXH1KG^X19xTm|1jARpZuL+aGK1#s6rwxAY^xIV%G zF*RVQOz>F!&=BB=Yrr8=1X+oX68aD^MTvm0=T?EA#P)1K^y=t)buhymD1*-*guY9ra@p-dqGXUa-j*U8`K7j7x2#NL+dO1=W7TUUJH_(dz}p z4g2Kk4khOoVc6o=#X-?v0;UGHLU!o)LI>JY06WGcu4D+*74@uqM&`rP+3Y&_|M}?o zkv(-(3t7mLbWZ^O*zjw&+5^r#N#5aX5^qxS;?dHwrv1+|>yRHA$!!y`4&R5sl!TD7n-fhAi^WqcS77Cdf0Z|J(H z75G}fk)2gaEex^=tynlE1gJhsT7kp}J`*e~TPq2vT}vY6!v(}k;QeMmd7H=b#%Xt# z>2Ijldt8ggiREZ{1eBpPBf7xXOR$o7^=KEc%(g54W{mppEwcyTzo)M8;uO)k?%-tf z=Vc|EVJx9R-QF`0NGHg9&QIN4Kx~+ttao_@GpNKlEBRKN^!@`(eSb&*ao+h@G2pD7 z_k_kUtPI`-)~daZ3w*=v?P+8#&pVSChT1 zTvNGxs4tyrc*BqF&jkGLfC-Sl``cn;%xUt41(C?}kxHQJ7ND@&1=_ydUM9YJ1TO$n z7Msz41rRSz5z>$8DZ(l+)|(OE0hFZs$O->R6*gnl_dug5?21)TSEu@)4oIQ#zGnno z34-T3&>#T@7UK^;|2}$VT^~5CjsVO5pC`}xtq%(GFI9#kggJFEURwe1{M|l_CY}VC z%s_A3uQedvtY3(A=z%AtveozWtC90YSnL|`NEkfuHeKxvuHED#Zlj%WV zX!?Aw$UaIrN@&a~dzV5~O=ZB^4v-z3~68V?7eOCwC zal6J@>B3-g5kT;od zR8&4mtPNqc8cDgoRhGG*qCQ+vFm`cJ-z~1j;hDjbR>cG!I{02@8k@JPY`s1oxomE^ z+JA2lTlJMqSb}|1_>#Fk_^wL7rdA)oetoie1$uM}GJ#&JO#7!il}mn#fm-8GhL5~x-Sy*l}}aTKOnwk@(EjuW*BsBJ$KO0ko#0q9w)2=p%>iX4bXZ3 z)!tU}Z(Jzm)k3ni35HLeJ+$_Kk3G&RtW9v~2cXWu-U+Wj5x^kG(G%{JcnG5J*wro76VMkZczZriE(3Tva!c7#q3iZc|TGbjT~y!(H;y> z)o*$tj=KZ^qRQXK1+<*nCHpuvw(egd=}g=KuH2Z(3)p-e9&Y9BB`PKKaBH#OG9?gG zzRQK4X5v>|4A4|5|1=%;)Iz+6)FOYagT+2sdXqP@mPqN0g~!oEHB_}8WRTTv4fy#8 z9)Vo8$8`BYU+*2Iv#-q6@R9qna-#+lC+dFXEQ+&I3e`G>o`We^T&Glrf3FG!*nb9A z8Pus@=I*Bpr9kI_Y$S%4oQ`0Z&WlB3^CjS~U8BG9L-*LQ;#)nk+V=(FVk6!P(jo4X zt7IK%wU%A#$c8Rzu~G}4C)_Q`!SXas?F@0@UIY}^f_42E8g;#62`>ptkAuY~3v0(vL@FpgVWwoHHn+v91p75_ z!|Aa9=G+ZyNlCDYHmk`SdlS%jey~T^#NW?fOzx`SxNfwJ!S#<{Rqf#Fnm4PY$wzI{ zU@@`m1B5+mwhBd~Q*1eGSVHJpZr86B=3~{Wz=l2Q^FZQRxT)}`UGPyh z6Wxq6rBfpwYP^@dCFNlFe{wFaNTBx{=QqaP$BFKfgU|hKU4=6cREeG<>@EW;;45n| z2ua$?MO%vA0b;9{qO4*-Z$(6QQGfo4MoE|FhG9_Ykl!Q?=aVoUO$3U0&Z9i3RKzQ7 zM|s|#Fx7FTlmIdqsU2-x=!)dcFjLOVgML(rI#h<%-C`M;a|s)S0( zu_VFetk!+cSFT@ayTPHVVxOt_uo!p{e)bK3VzfRavD`+G>lVZy{@M`)TH!LCj&o|N zFMg12>o)FZvd@!f#K+gBslNK%Ou^W1=0Ch%Qmx2Ser;mRrwxt>t3qUwCGVOouzmik zE3uNwh#6svD0Pn*Uo3gAPagC$C7~+(XZ!1Aj(5!_pvyhk_-83}c>O)+q^)*Eq#>K* za02D|9V0C%GTwRunmh%`7^q-gS%9fHkTlX~lw}j+3uK)1enQR%=T=#fkLukrw;~uT z1K_Hs1%!uCkX=xOX~dt((J zWat%hQrk8W#^~Rl=63l4tu!SLj0q8NTusu|9?8PHu~c|jE=;&fe0s+&9a{WJvpJt9 zmy6u24jbKuyf2)A;0|x5(doXOVhe#6I;Lk&%D9D-4XUoJ-M6&H%F4myVE`wxeg}~v5X45qR-AGl zN7{%SGzn{CU5lB(L>9G03ME{s+@A$h26W76IQVP|de$^dX%>yx@;o2-c|X%;Sg&qH zyQMK$gJ=B@V4Rh|@1c?_ZHK|NOSbW};PxkmCWE3Hp zdP-(iK+NLIDjzuU_s!VullQUCe%s_FLhw!yha`4JhBXjVT2?YyRtYXgjT)TbtJ@w5 z>~@3ZO*4KWoD?YzKyhK0{bH3`(UEMD^ws&yU}FEgUD~K){CxL+4MZ6yo0y}&uJOeL z%|Ew@(DNvZC8VXfisf@tHv!DDL0;#%pH$Wg3Vj--CSOcL2~5H@nJ03K^WhjkTWk_C zfdL`!#C3iypgB`b`WQ;@h#`yXJ@tM$YBcfHug+G|C|TlrZ}ptC!FEDz$Qc2^XapiD ztk`>m`?PA{*HrLs*VtGq0Y^9uOo6u(ESz%RS9>|pv{|gOYVLT6%AWTYq)POCQVc_h z9q#f?%*zF;q&Sm@+Oo)^V+x}Qq(nb8X}*By&S&LkvyVyza@*--HeI9ce1V@ z3E4K-4K@giCne6aSR48D7;=%IZ%iw~NU4VR0@#Mhee56hzLUYAy;!l37FPy*?P9vuV|TgOb}^7mbpbQs7yamfHX44T zu)YY!B_elq>iu8oqS2($zZkuB$wiu!^mrbp#0i%7_4%tv{oG-Qpk#V5(>f4PlBuZ? z&@w(}TIbC4ablwx_hR8Bprrobh!3j5BhteEpRX{l2&b5)1M@UMQFI2W6I^ zxLV{lQh^oB)JF>jQ<`JK|1~)*3$+$sSZ6}t1C{Pq1;dEV_)EqTe;oHMX$Y=w9~nIjSY>p>j;SnPi`UPxanh*W}3x4h)|Po^cn4&t({EX@8tn* z%CdO~_eM$_0C|=fsOyhBh7WlU&fB6SkuvT5sZ(vz!>lFt;%7?Sv8PgP;H`RCaeiShrh1w8S603x00iR4j&XK@9t220u%s7Oxd@y}j&x@hNF+X?j$ z)rT?@WfKe56^)K3i*Bc`W`!e{kJ4U(3SL~er8x+5Ss+_PjlUj)>Qr}Y8eS)93~A&+ zNMRQ}f@bz>5kt)Kj z&!xo8_YT)JgHVm}A8Cf<@iWmE?W|3({Q`;J<|xP3{V4pDHW3(-YDOUz!nvg%AoPrkn_LmE)&&;ZYOvwj{Eyd*%yG`8! zsDZ4Ct9$t|VTls<##tuz-|XIRe<88r3Nd{^peP_pnVs>SX?q`w5UR^n;(T*Xp}fEp zk5+cHu&2M8)yCfhud(9ds>g)?dl5Y}k{FO%Yt>my6s;nz=4UlFCnZ+%EsP^U_jL*PLWXiCPY)^iR^T?45(Z$`0$#(O@Hh1R+wkGkE>Kxqx+xv z-oE!O1jWxV)J3Az60XN+>-qecq@c zwwL<8RWl_pI)6p25;0gNDX!xagA{ifLjCt&5mDhxdazH|1pf_iL@-R_*CSdCQHbQ5!|RVbDC$T8pI1IV+?=zdNu7Qz zve$`HdtSc7v@y4@_@}WeY|4mpjPG*)^}0yt2QK~|G$F5i+6X#E;VV{5hi+eP-Ly*1 z!59OWe^wcrCz3y?0gpgl!|UHKT5)jG6qRZ!-d3YdPnWeq;4xv5m@pl(m%j6yt8?q` z#K5XD_@Pv97P@O`?^f7=Dmp8TdmSENoGuohL4=hY_awk3+KY=qfc$Mv%lAs<>;24; z2Llt+uIR?}oznA4aNb)nSwTp7JVcx$zNy5?B2{%aR?gdqyRg2q&Vq~-<{abkP`F?kq`wbXD@9!oB{K9Sq%v)oq^O8ryI#qx$p5#|&#kQO1%H973`m{o6C%5g1@sZC*(J z>~L1bH!=1TY1ZFIM{l{;56r#zLs(?fHZZ*kc7x0ab+QGp*mH%%^5bI$Z8xk8K`$Lb z;rUWwg$5@x%*mnL3LOYRtn=iY%Z=DyugSKFUs)?U6DA(*J`T{C6f}xTwtw<@q3sU) z2|-2C-NQPXfNm^Vkf4EqlOHF^ft!lLKEBPunsngo-9seP+g^?cNT*x=LAo1wOc0XY zl@BqE^9ghc5X?ty9OwddrQ#)yw2z4yH4Tts+usa)Z$k1%^vQv3%aR7FRr{ArDQR6F zRk#PiYkyrw<-m{n)uNLg<{v1mjrNd3Tnip{_PVMVuscHKgFU>I3%Lw}M9*yJoGI&o zH%Izz>c2ZGp*cK>N%tLz5lmO?kh-+ya-uN`>-==wUfMYB$_GJ6ZD$p$!Qc8R#BHTM z>ib}}cu~t|b+{m;Ck&o_Y2$$fL7Fr^lW;g3u?$uOb*!IZq1|&i?SjIOgaNP?k#}V( z7f@(7dgOz4{bUP0#y^P9f(ixGE+PxFgNIA2TFhB&Q9G}pmf*_p<6Hq;!=@{r+go!Pim7W>EvXA?qBGy zb@?@KLE1L&8mYYr70`tThMcbWxaQPo&wM+!s;BZ*xj%dj1OtqzehdB zb$V9_ip0Q05`S+fe>>t8-sqq%Lxq=41$Wf9%y8g%dhXQH1g^)uatV+Y)#HYRM^D6-3b5>rFVP8Q9zsx-ZRln z)W=2)*vs?Z&0So-XwJjMUB8z`$KL|?gBCh17Nk8CNc`o*dW!eb&k_p`oZTq#5am;N z6zLzdET_4?QltjXlUy3F$JBOXa-SiRukX&{XKTlnl)RB7h-ap)=bKn$LWCqwo$J!* z6>F!(uA<9|RhIpyfw&$l;fwfKmuPfzAQR_AVqvEALGLXI8wVjXCZ7VgMEkG8_9I`@ z+;89x^=M%UUq8QPIrD+*v~vAr{m4VXuM}A zFpJ?r!`9g>fdQ>cj9+nNHXaf80rk3WE9UPLg?`vARJanA5a<6&Yw>gW@3#beTo`%i z>#{Fjeo%d6QVU_+la5Sj^uJ2XeJZL>urU!fw8Jk*7S%TaC;rdzg@my<@`BT}nT~m~ zmN@t}rE#)QxAV>Q9`+b5!Rd@LTh*3^+h}doI%`#!9d`S{ov0+esU@xK|NM(uFhD9! zQ_$b88U_UzM?ILrr}iLf-?DbzMpbXG3(MydJ7F00ubM2 zf9M6C3t$V(lYpUa6h*~*yHj{yl3*1gqu~{K#7^x~>$QF&4j#^$&|#y%Hi;p+#iVf_ z^?0zl+oKU7XhST#dpi10o!NwG+>S{-gW&fjjv2G<_|7=cc`K%`G316gWPi4^afmSu zMsVtOS$5y_k?8orX7UV(-dd^^DLmew3{=Qp|3=nL(5Kt~tjer(m}%$GT#vQ?4{v7~ zR`s&J|1HvubeDj1cS?6lH!3A9CAsKE8tD#^Qo3^~AiY3bfHVk7OG^A_?X%Ch&OX2W z`u~!PYkk+6@60^&%*=g%p0#^QkedK-9kx+v!1tSY-I|Bq;$u1(?Xy3fpK~)m-vJT; z5dPdFfIy(@iBt!M9?BW%pYxpx!W;L;Hh+DKG|Tww6$!kGeS&CV@zM|CB7~uP`ai!y zVI6r9nD3Cko!0u4U1sl@X#TY!NtEG7X6}^HSbal9V6kqVPH#axjh#f`xsKoH`^pi{ zJ{CSv#8bn3<&p@eRzf;*=iAqrp`vU{H&C$zXMGOcM!6SVCIGoUfB<9R z*U`UViT>^W*WP^tT^$pWEw&{v;~SwHZMda=%yzye{;%v2B=0g95Wv-87-T=}hgIpR zjo*&_tFw9u$Rc}72`Zz~7p4Eq@&7yp``2FTuNFwstsr^ft@vsG>$m+Y{{1J_8IB9V zf~B_XcWwN;!TNx>?x*sGsga5W4* zAna(1|o$hAe@q31ouRc-y5Xhg7L5+DUhQR#Oyr$XTN0sdJVtOAPC#F z+r%X(WC1Tgmm~r0C*wztuapS{sGtaN^ zCwWaE?g(u9@2L!VUbeyt{G( z_YhG%KpbY>bvpM$Ag|WH=`I>y z0|<^6Y93Qka6Fw`9|~#seOwW`Ce!_zo125+0*^@T8=yXOh~IeM^A(_`NOf~6x}+~R zQmvuncGw8CmR3y20z&O@dz{%5ju&(oW?hmXgb6~Nrh)@X_>YRw?RPr zFaXpkEra*_54vvlT=CR6oAj4suRbv*A>R(F)qMd<-2L{Y7v(33}cPLFy3@|=lN4HT&MOo@L9_gre& zfahsGe7Bt1UnPNVLo%brb_NFm+DeN8^TaW}yN*-ohe^*@6$L?8uleMM9xJ)uf?#G3v^GKsjEN$}h%!3{)(dZP6hG|0 zjc-0W2I3pxZqQ6&Fo0VWpN=n}^PY8@0m@ueejNa`Jqz;$TPOe_rX={huBM*KU#1&YcX-&h{Qsm zQy=a3B})T1IMj(^t2Yu_r!z)AhTH6b%P|Kkk5BYZzJ7cwqmf^-_3kMDypv^f78BOW zORg9fy0L{M7%f17SXYBBq4Rf$eov@;vS(Ub>5BY)SP|5C(q=SCEfrdhlNqz2uoV~K zGx!NKDm&-kvRd>j9d*m5xkFjHZk|rk1Q=b>8DXOG&e6Y=WDEDt$&jpcM!#9PC-S{y z)2^PtKLf0cQ~YbwF^v*qAEA;O9)#@btq=)k=!;4BqaYwR68`q9Tv$-mui%lywEYwL z>gJic0N%Mpa3!U3DQEekMP_Us0R}VN>!d|$fDr*P3q68M--XzdAYU2 zM$n`VA#aPOvVKp^E28XW%TMVBgJG$8-$k1IHhV+yC;uEOjI`R{s}WQbVUo5rE@VCc z#5JE0J1*^Y=v)5Hmyq_U=;v`5SZ?G_gEmxzZawy+oGt3l_Uv+RMivU!r$X(ykpu%{ zf;`t^SjvAE2Z{mKALZ0TkIAp+7r(?L}pkh-@yzWW_dN8`SxD=V=sVFB%8?6%I7iU+q8H>9c&S>K92hXb@X+w^1P!|Y)W0|NWKId!h`MkihSCwsYFup(hlU?s06AG= z69b-r^n0pZg+dFU@gfZBxftR`%{EL5a6`9x{u$|$vQvd~%u^IWd&nz%+vpK@xI;x* z_hglfhOdB~SNY`FR(XTA&z=p%gb{fryc&?ScxKr%keRZTC3LF-!mj6B7Iy4t>gggZ zsncXQ)jkEG!)%>{oCP)OKqVh8ZJ!0BveiQOV?(=Rjq9u@BeYs)tIcv*GcXN-v3~xk z`5WcqQ45;2#zEn;$RFHzQEg$1zFVu#W}VxsHR3LVEbkAl3|@K1$+6aIb~kXRT)_bv zJR5bO01Ku;Pa&N6UWCkv{B|lSC=G5SjpBG^DG|ak6h~sirz4H*s8N6OE_GNR&0_A3 zq0n34Uk%)?Cxw`}r{#|!@21=(-wG+KE46c!{Su&kPp4fRGsu`eBK*mtNQ7jm^N0BX=F#9NzPRi$`54_aG3VJ;4bYDW z4yIPzS6Y|TVa(qT?*=SGS)yw>qQ)8b%SB;IlwCIf#C#Zxs6#3%a8L76op!Cq9`ix5 zpVrkS;LC-BD;}w`y4DgI>L8GTu=vzIy;|IsB3+ZJVB6CW`ub2FD$(Ydpf1tpseJKh zzO0(GHJ_E{RzD(+rKF;I2z?$0cQN4tY?PW}lP*eBoJN#d?$)dsb{skS^=RGeo?d)X zl1izCH@JIv8Nq%TF0c11wSN&dAuV-62IV?iiSnzxD(~+uiY;{(9z4PzW{P> z+BF7+_VGWc42_===cu2K6Pv@RFNTKRyd*Y|AYyJJSmPr2!Z?(ws2BJVC4}B$&6;Ob zj`m7Bnt6FgHJ(0^`nu3uI|;0m2T0Fi{WWC;!c@MXr|;WVU@toPfh}V=xGQGi0K%A6 z{(?*Ok+>A5{MI}1RrLHR0a1Cv1(}6-_RduxB*8+^n=$3Yw<-A5+@rBquE07cvIxTD zs#l%AIh);LM_TukQY!-+mqbJ>on8~|>Af`uOS6clRjFcy)H>(x4>W>*O#n!!NO~Bb zHc5TOPYH!zbwD>O#xoZ}Ky;21*&34m4P-)d`UN{mXm{V)-6>T?0EqJb%_X2XY8tAz z57F)bfVP11N9dE#MxPOAIyuk{`drnZ_v*N`@@r0ODU>4cwc?YgfuwbTGz1RzB|`b_`bb(~(*4_>YL~`HbX(*}2>uBgbA9Vey#m9SrNTR8yZB zYIyvx9q0o4!6eOuh9PRw4n_)w$o{>)!SJn!~RGdV${z0*ZOkMo-*+}(P z2>m@Q=}JN<+ZERQM+K-%!FD?(+|(>h#gN)#%(64aMj5+twiT(MmWYwVCuOFN4(hq9 zdMdi~a;8iw+|*pUtUK$DEUxWsL^Z04572ulpMSkwL6cVYi&a<2{?N@Hq%`;DQHe#U9=r(dFoKZzMOQiIr>OihVB(=eA{YPU#*Hlxf6(GX=+2Y_L~o zLIw9d!DZ9UG7;&QPaGisTm@*v7rP7I z$e>|CgS{;q{(ZCPnI;4wb*HGc^hT}PxB`-cM{{2blEX|G1cEbIC$C)q3&wpmJ??yN~$L(@9A0+DOE4?bFZVXRVTP_vo;LFCAcF0rVtdre#WM>MwVx|8K^6ORGBix0;`_t<|fm$^(`5N5cE4yhDFpas=_#Ub<2 zpt=W;l&jntYite9KETnH(;#m=9;Oi!=%V70Gc8^8%dw`s->RD^q9a(Wox*`hgtnI; zLJ!bUd16hEzlO6^fb(*+PAilmH+O<(MpIv1AeQ|hPjU+>sS4%bgJ=-{r)F<|OkIq- z-V6cjU1#3hJ^w>5OfGk&d+bd`twyseugIni^E`VCqTBUp^u6n0EiScoYj7zj+gco! z6DuqH&00mEw`{VXv(;JDDVF;N9J`jZ(F@I+0V)S*Y(GolWsM!h8|l~9MugSuCyyq4 zhtfr1o1mI>#z(I#g4L5S$ZmX>-djQ_cl6n4Rcl%p zyQh7{FN}Bb7m7hUXbkV1qS1tJL35ACy=1TE_AQ)u!`UgHu%spPMzP$`arr)JA>EjJ z>}R@pjYqJTobEe>)m*GAy$LhCqS=cV8gB|qi;$yuY^X= zDuuQ0t2JixHSWD4gF7d|;1>QKZ!t|T@j7D;81tTp!V=FpmLWXC_g;R+GCfzVCMvBP z(rAOC?UpuQmg*V&7;U{U62!Y&;C?)mocN^gKZp1vzUe)wxCxIp=`O^=AbEoss1BF zO^yJbIb%q6SV?r)(KsJaD|%Z0Fy4!hQWkF)c|= za#t%YIy1*KWYH#6GG9_)j|~^?2ja6D{V$h`GtNs*VXS`I3!@8X<~~d5$MO;{Mn52r zKM*s1{T`;a+d0&I8MFEr$A&ynxrZ0@1gX&Tl@EW{{0W+>4uHNQnBiY-SbKlZ>sic0#Q5 zp<=i6nLACgri3yLqQrg8;MwWdGHuG7cK=!;G)ZS|WoAMQnF3@+i+=64q;adE3Z z;+_0@588fuJRTCFs7;uAxS^8&hRidTnH%Fg<+YkwtXx=kKfm7^bR~19JjW$_5g(o7 zYu{(S@nil+5IAPhC7t6!1&L0hh#t$Q`YSdwj&k+rD+`K70bWxq9Kg0o$Fr~}_Xuz{ z4maKT>P%gaE=z9DEqX$uL6mChKoB9(INF*Hu3zlKRSHx%3tp5xR>I$joXmgVqf*E$ zHJfMNFzcJa-*ORk)Ql9}xNHByGvySwdH~;90f|4}BF5_VCp~ju&S&a*HzCn%O zBMa2-bn^B(G5ky%4t-%_52g$}R%Kkq^4}63r(o%DNK|Qhphk(z8mJ)&-sIK`C5=Sw zRW#pj)V_MUO2>jxFM3kh@L)@*!al~ zxuk^T3+%#8%*EgPeO`{>x5c0s%l(dJGMJWgoY{iXb^<#!-1suChVI|b`Z3I{e}U`l z#Qf>UQwhtlk!AHlW|z(3IciVyZ!W7?57jr~-V8Fn5UUZ7aEfF-`ZCtjh%utgvSM#x z)me{4-u27*cm`MHBIMj5>eXtpDpHeggqd88ANAsQGzL)c-d(EJn-F!3-C^=0$C+x< z5uOi;GTIa^d9{9iidQv>bCdFr(W5*2b+y5H_`9z3{_i;?p?!?ow1)#1Z-1Te%B}~A zpR`On330s?M?}EniszROhK0{_Lk;aDsNw{kqc}p!BIOy&8`8t6$tV_2qokP!ueJ6i ztm_ArcRRvK%4#YMGLMAeNP@D@slDRl%mc!%a8u(kVwmOJHly!yA8KcksnvYXAX97f zeLEweiK@}q;%ClS`AB_{B@L}QZ}Mn9)`6Vl&1IniBkI=&4I)+=Pna%j-kK^k`j3PT zzf&e8SyuZThbk_fY_rRx{)u+0z&`0IQU;!5MvOswnO%!lVP9usZ)laEA14OuMv*zR zCe1Q1HKX#SbAh^EO@`qr+%LB8hkRki4%ue;?PTIW8n0q;nSproXWtl|*Ucfm_ADkM zD?U;U)f|n4i$B7tE}hQwb4CT7jL7kQ9MrV~*u>q9Qe<%W7uc&bKVf~=)C|~8YG7n( znl9s3df5?!xFq`2E!@Z!NCnX3tb`-xq|d(Dr6 z(|?dcITE-7?)x+~iCKTBr6%YmcgTHsz;WDwlfa8zJh9=$m8-g5F@5j8n_^adxJ;2k z;UZ3Ozqsp!5H6?3CW$c^KaMVJv((OU&e{yeTvG9k_?;fR&HM1av_>#C%wcZ{O;%6z z6+5UaGQ0CKyY^ceKfK`lktVj8{BF2q`YmDQdeD40Mu3M!rkAaPu(bfmmxT2P#g(R& z%QrfKu^t)9aQjoy4#`IczcIPhV%kxtF4-k#X^xM+UJ>7Vf7^R`YY;F7jd1x`<+3e! z4C9b?#A14uG{R4lZ);JQA*2>oyu`>FVokR>o_gcDNML%-@}VVw)@P|#I0GDrWE2@v z5p^$Xy}_9s8ZBgkX1)3lPh|a2dwUM6RizM$EyBW1we4~p>7c+9{xxFQx;MR0Rf@y5 z@~{lU+@&Uq1pF4k*8--GbVLjUXUEr9pIu4(WS!B9OLztYC1Xm5aM-oim9mw~s#(~Z z;Li(N;l!0k%No@7JV|KIti!us)s_47I^s=9MRZ>xj=%FpYY?h3CIjsT)3(OPEUA zto^h}@jBS($`RAKcC79~hm{4fK`5%Lav%D_#jJG{ye9bTe1c{yE&QXRWM-7kqRI?H^Z&TEFZr^u-YZu>y!OTI|Dmmdyj z=(7X{AEhdGhsewBt<<1Ma_DggvIkeUsXS};vRmKEt6{n*q4{Z0v}h^p^@Xdv>@u@! zXQZd8_R|TIbo0co>6Vj=A3;CVqjKvSZhsFkdNF7(D4;giMw7XQ6Ps#rco8bb@eCSM z_`rGu4bD5Hcacxqf4!O5$$>MldD^H?{7?>R2kOYV9WAei(gub5U?eP#K~XOMwIDHe zJ-?g^SVd}bEFZAr`kWEYTnvkSE%qu8Rk^z5VkW=Nz}V)Xc5PE-fK#UqscGqp*>tVf z`>1S`$mcK|Tp=mu&na)pPG|PT(a?Ez1R0qJOF+kb{jFk%`hd)&Td8@bn(feTJ zzAzN>aJkKrL9;aGmt_mF4#_>!dgcAtLN%XiKV@d|MHuF09KA>KatN&>tc)R?@ywDt ze2@J|y|}UPqMER>?@R54w<%f|_EvV~JMWlTKR1V{$?3{K?fl$_FEZhp`z^mZOi`0M zd*f|IOC%l@wD%_skp_;QlV=?F(->cJx1Bfxjoe7`L1v?0gI}YUh}SMG?fjZfg0gw( z+~r63MTc{B%~cih?zF{CicCUbQ9H+*h&gNedlOtEvzJe7VsTZ z*YPQ)D)yi_PNUGC8GC$xgY1+3k+13E$+tA_?oB{Os9#Z{icf;2LX|Pd${I|4g$L9! zDBH@r$xGmlF1p6fOFCQx&Wb@lL$OTwDa#kyozV1-b+dz?jceS#ut@WfOb>Q?`%P`x zptB~Q12fq>uQ>8BY$JJB09HDBNwI-bRB%a_FSFO&h(51DhO9ST8J8sDxoa0pv~1p@ zoL5o98`n^n_zHA8t{O?Es@6?kqGaCqa%}b2*2z7Q*}YE1{OrvN%|fmt6SifefJ8qW z!8{$DWEM2Z=s!%+qKq``J`gjj8V3Q@vqQ2Y)myW_kGikZBiI%JR5?t?o57UR;U>A{-|M;LMm&2dj;Xp~{|~p;H^Tm|1}x!(ip`otmLHng zPE@Y6HNiO8%GSM9MG`zx(|*xXL#T*k;n4TMN3FjPQ!p>l>5NARo>6922#xJeTpA-2 zq)ZBAk=Xmp^=mb8@>4(kvk}gRaB{g)h3D4dE&G$L@iH3ibNx!bdKqFVP<~5&SA$yv zPra)BG%2jAY*&v2v(ER-OOHa9Ep}_E)m2Ia?o1+-m)f`+iPMuM-~DUHbxOo-V3(+Q z@%UKz=v9aQSpc5kPH~N0_nOv)HffgRLU)9vPK7m$w4TgaA?$mSZaD94licSDtH*bB zB^JnztR0n^V!FZgNM02uEo&}9T$L_j)D`V{Uq0!5xK2ZMjV!7Cb8QEjL69Ms2i$t!`B^2)NF#%f>a6<&v^~Pbh$$4lpk?u zF%RWhC2mATrl(3KzfYH0;>10hBsxy13*Gi}+!jua$hvxd>(!cKaJ*@ly%FS4>BYyr z`2h|3I)6zC(>A&Z>2q79K+$Lo@eD(7Sw)t@u{@2c{56l+YqDK2=Y(f;94_icj<$P_ zm2C{@k!;^YB{)oNlz;AiSo&dGLuIcfMpu(5W-pYbRtb`cr}+nI1-BeF+zhEM9ms?# zRF_guF+$$`@=# z=jUGWtS-lDFDt1E7#O4$ZV!bGkR209%k;J*%&TgecPn=9^3Y*6`Kq3A^$KdEUV#i4 zzTwUa6o&6)mUddp^{%WBJswz4oQPbguG0tofa}mC-EhVccJwm)Y@tHC%s$LIVp}I$ z7}Y;YPraf;5)5*_!8&*lEFQcLp9KLTJV9W$S zsy2l0%27z*xqDi31yFQ$Z6C2MTYWBch#Hv8NURH*-bRzu?6o2$d$d_E&a7o z5dm@Ko61R}V-{w8ocwh3wy)`?-2qm7vI}tP`Ci9y&%i3JCIqqbr%6$Vp(Y zh{|y|qa6{_vQQ70eRrfQ8~yN5`-jZK#T|V0Y3xD!1K8siR6LL@WqKJ8zG`IE>q7T? zQ2;_gmsdH`VXlzoAA|#O)&|!gbkE(nsL!6w*l(L>+Zo*MDjOoDlVR+YaqynDOSe2t zG4grzM!oP+1w8(E2q}Iy+IxhU-hi;s-$LyRb)hlK3+kC-f!+LRi46*ZYyPYUbp~II ziFBn-yyJs4Y~HIouKM+cct=bVB%hW-I)w?k`DO zz~yREi+(V>HYtP)65Q0jlzF{)!V*vLtRXwt!IMDw75$s741<}rrI44GAF|1y($J3S z(5Oa2$8C;U{QRS&MvvkoNEAH2KNFei+FsqUIlG`D`OctYA_8w@Ktw&rIgqvU>W>={ zOR8y-qUq4L{Vl)s15+~}RB1jmGLkm=$;pdsg8gW=>5AAr6S1P{Uhcj_%~DGl&$*lY#f;sdsg)-d-N*Y~ii}3iIBCXk7}RSE2_DUKgeSTlU+~;h??b!o zehJkEFD-YY5BX#4UBqb3eh_`P680&HxYAuuyo_6?LezmbX2?hl?2;(8KKLZuD@%Pt zthsrRp)@V{=CYs18NKs@J>l^$Cinvq^3Mc*Il8w$Kg{q9s*oLPi^-=SgG2iaq z0EVt}JFGl=%xUa6EC)BdBwzkea#7nFqdQm3z8P=nigxE54C0!?lF0ia*zhY`n+d#b zx?D1hi1ipt11rv{n5pm6I+2_8(wwxm`tV~vD7m$Z{G ze)*a_cgZgNP$97L=iq=N<9(hmX)IKVi{AKqvZt6Qk2IK9+b}iQXS{nub-w&Dx`wg& zJd_^0JUJ_8Eeb-j_cq)gPK@1^MKe89s%W$}^5)tg3vz#lkfu-lvVS8tf|_`X{DE0l#oar0ntDN&Q%%I#yj6i%7nYC&9C-Mr(J3UQIG$R&npf z)gkgO>WGOdHHyp_HOROV8*l2CwCNsaK7PvkXx5?^Jb!={YR)%I+p2|SQi|OFIJMU6 zfoP!8sUoFSKz|Q$Wu>jgrwno=SB#pCC}|Q7=XnDr)L^Ld!q%fy!Q?X9sg}zRwh}iQ zB47Er?d#$z8gY*0Z?r$=&2jrxbWH`n00szWOf_VTy3(P?Z1w_`gansFQq4(xwDt{u z_+0S?6+OQpszF-MGx#Uh16?Gw6(h2Q^6GwNhLvX$X6CKQ7mV zhhFl~@M~(tms=e>llh0{P%_gwaF#`hXB&?0%yE;?myAlmd1%|0=pAlp9Xf~1p@yX% ztEI(zIOqrNiGO(ZM<@t&4|Ezk3P$2r91k;u9N+VfpPinZthGnW@Jo|PFvx1IMp2%w z*wayjH=AphjJY4O`E4fMYA#Jx(AQTYE?x4%eb!2AWa3?^3Yj8Fgmr|yD(Y)^p2b%z zIboM_PS)+MC46>c?crhRiKSd5Zz&A=<-FN7t0(LHp@x0wSXtGSBx9vmG}`-tIO-aarmapGPl zvWIhre`pm=8AftHuJMhkR(z*eZT`#JcD)K?-Vb@^*1z-@IRfZ@B?}Sa_M`ZP>V!R3 z0EIO^v!0f#7$1F)>HS1kxqKE=IK$eb;L#}@bO_0bmx>iUbc?WAQR zETbRzKccRULx+(muU~WLkG+$4F@K%c9Ver8*+DRWeDN!1*i4pB%MID{Dk|^Au(*lB zqV@QW7P>;CF|Q8QXCsR9dLeDoqQIl^jl3@een|XeG}Gk;{aMGFizYCFts0UGeZ~9- zb3_JO@C>HUM~$yluN)85-?m}UV&TMolp1!eD2-sH#5;&5)V?+EArRr9&#IE@jk+F? z32W**cc!TmxUI6>Jm|}W-51dbX>0o9L72<>l=ylHQ(%i$hi~Mv z_eVkG05b0c>c-$>Rq`yYHh-er?;U&xHBL%Qdr4!$2fwV36C!Z@$^#uVk#eTzC&$V9 zWr;nLk7GCS05F%oKsluN1GwQc68fT^Kl?ZH=38uCZY|kJ!}tKvxVrQ?KC_ zyPD3(!U?Ms{F?<0axjf0;KxyaX7l#tsXR|Zcs=vyzT|7&q()Xwn$;f5z=iUqpLq?j z?e7@jX2KFF2}vj(>6y3vi&2rYT=5|}?|4@Y71PC*OT4R>g=KD7QR*O$S5aHwUxGjLJCd8A}&^R6lG-O5wWU+4?C4OwME zs&&gkW~dUxtk#$zC&Iw@0UZ=T4K z%Smfzk7mGcY}oDHvv4bCQaUW$bkyz(rw>yOJB%5K>6Gss9TaET;TvZY+mIU(Y4MR^>mC$Me4IB} zFDk$ZD()o~EX?lOvJRu$5^PGg7%y=!n0wrzK@XXC&&{U8$D_cSx)#2Sh8N-+j^S$gMPkyhk0~VY-FpJ$e=VNX-xbsMo$+Wc5x&X>(f+4$i#?QU`EYzZK`d}7=ijRVZV4k!D;Rmm@!cS=_+ald zr~a*o{<9%g`uNdNA`w9BC`#qC=q|@WtHi`#$3%e_hSjppsz2Sd-_y^}9@Q@^H8h38z`}ZTNJI+}K-y8x0o5W|J>FiSY zS@e$|M@dOxZ)_YXAv0HDjlMVN>O-d5LA0NC0$x5>w7WgYkGfOUfBBb8^`{VT)2 z4cULcdtL~5N{K!Wf}=Np02AMC2j5nV^a1HG;TEWP{Lsi1h<;{${?8csvn^!)=&dr6 zs$P6RNf@COutvCAnyN{W5(XHXd)C`|KDYpN=XDwg-Z$1k(0Rwe^BiY`z>~iO`TwIs zpHcwtQm3C50(8w=i~r@>X93m zxepxz|3}4ZK%cN!SwJ99GC*BO>jrb6$Y$j>wD5a|AW=rP{YLx8SDCC}C5s6|h{jtH z2s4Cx!VU11BCBiL**Jju7@?_t5xY;?eHh^eY7~cqUgzcL`Zc|JeKLVZY8l`@4}?Z~ z5*qh?R((P3xrlTFlPb)%!+xwNAaN4jY`U_ykUDuY5$;sm#!PJ`v>wk-K^pA!Z!`LT zk1a9>gxT~a(WjG90;o_`9t8o-cnaN;YN6C>IAK2^(@|=I;;Qwa`kw(X)d_8VRibj2 zhc9qM1p~IF%0=MO5b0^vjwdkqVCJ}X`vJR?>ahjZp=vR2=CPLC8Csw@vDO^5i3Ja3@aww`Z6^pt$ctjbk1>>L8hg zt{=4>kw8o;^clz(N~|x(ibaX_t6SB2Ul$Y(cy_N z7+U=Z+m?6~7@16+`(AZw%&S?E;(r;A|Lz5e#|6PyX%Qi+L1Mia(;e?3*wVK`wk#qimK-CO~cg~fF|NX&#{e_JU zQQ_9^0kwXuf%sSB56>MhfGfKk6%?`2vRkSw|89zUWyC-o zu!8#&;r`euYy`r^+OXIAvwvH{5Q{r#X`vAdXFJs%elJNX7q4uK6JuGTlmu~+ zq^^DB2Jfmx00xAYS|TeU_fhk5KOX$s9{b8<9h1qhEw6`n~# z4tS>kTSkZ|wLCSRSn&@Z?k$xEpEcT>mT?7;R|sL3C)~ayp&xi4X>rAW*4KlnwKdLo zYs&l`!G7%r$^@~s9skgOTxaRkeIXR|z8|uOmjBHHIA8Ml)1cCNbG8uYb(`69&Ge`5 z21ulFf&mwAAdOXzEqIYo60|W2I5)%)Dpu=c1(K>o#UIZQwW?Wi-DF!qfSi6}T9S^Z z_2vJ*N09aPh7(n`v1k7-6YcW{s|GHDF#UEtj;s9i$KhKwN{)csjnG#`5 zzeSjpg09zTqlCM5G={F^7p}o7!qR6#bCGa3mN!FtH5t_p_`<7h!%Ugspx!fYebg0* zoS9#A0;K@Z$r=&b(~`Sj|2*PK!VoR+#78u=<0wg||vMBl)#D^L9dmfz_W z_>Q}-d%nj1`9M}ZB3;pZ>kXCw3=p`zTR~tLcn5F_njU*!|8i{p_jg#Wfeigrq;df< zee(pytsM@0KZ-*iCrZZs!%qj^BC|poG_L@#+D4XTn6PoY|HQCP*OIUBe|`z@AESYY ztd;ocOjqnb9>4#Z^}onL?)V$KQfd32CLZ8;fE3jO_91inf8NQz=Jy0>=aQX_q}V@v zF%@JOk@KaNQC$ZQB+m?ag$P>{=-e z1u5-v1h8VWPJU}Iv%J|gvEFhu3zk%nAi6^UMHX*52kFiNYdc6Q zg%L^F&dpz0lAUzQk;vZ{Be;x}Jc^@$FEC&^AehVpfSgRFDY}`)76(iMwhywVEP9Sd z*jItlSq+{E&>@A#CkO{*E--hmCb$OJo;r8-fcm_G*6B|Ss$v^}qbd>v)Y>b_Z4Z=di-FX({&($daiQ5~C8Az7 z=?hE8sxk^4I_@j#B-#=g;nDziYikLT5{LYfkT)YDV9^pf{ZfTsmReYoYFNhgmAqbz zrube=NxROV#prmUE1~0L@uQ9~suewLEe^?xrEl>d1mAuZ6*cX}a!FZD_qOCg6bmOy@AB%W*57~HJw~2l3P<+o0x$rq<2aiurHcH%0gvC?<+EoI#0KbJEQ142 zF>tuD7h`1YtF%N`!w-QZp5H;Zj5qJm<^s?c_k+PO8s#jd6dW#O_ny!VgP1JgfO=8G-i zo;Pcz{(DUWV8WfSxim|60#l(@58Bkk+wklE*}I}6t;-gE1CN^dX0sUpY+>lYQVy(z zp7D%4%8+*BsggM^M7V-TP6J!hbN83)TS#8Ql{n0w?VBJ$nTng*otc(Feh8=QDSv(a z(-uJquymRiuxcypa{oPya1xM_A_-={5P%mW?4&=z5Vwm7%#;Iu>lnU{M55INP~!c@lV_EM^(jLb15WXaWxV=v5}i!LoI_OUbf3 z!8gkBf6h3_@R4+6D2W|?@JNIHz9HbUWBTv9A9S5-1|zJp z6z&kl%LKG#!L@#MRmN<4VO)^+vEg9#-@$YQ2r@IRCwz@eR6AxQ zVF+(OqlvA65OCz`mxDB*mY``Vp_MKf&aea3TcJdFKkEf9@gph~&3ql}?L;um6IwZo z3A6%S>b0aR5OKUp-3nLgNUQ^j0N@e{(b&(5fb1j+dFSCiIDg{U^aGAx=XU^;UWKh= zo4r>0;yQ3!eA!_zwMvfy)SzbyAw4C*`{JnGLwEW*0=&DoorCxLA{#RSI=|~N^mSgRi&?0ok~s!3+A|^_x}Z4X7Q7D?-{)y& zz{O;cq--IsyaVfwpwPTk82vuFT(NJ(QT-v$!C;g$A^4TX z654HQNIcf~kw$}mFotW+ippBWv=dhn>=SJ0Gn0__GUQ9-@1}W2Q^rX(;;6aP`d-m! z^}E*N%UKZA9%)$?a+<6a3Uz!BDb#GUw^WtRCa9pxgW_;e#h3Yl6VEJtF5JMlZIsgX z!G!nS;Ot_UJC4ojGZM+=&H(HK-LC29ZgveJLSexqNDnKU7f_?qBB-fz zKO*79*&RJS#4JD<{L2z#H0}%mK=IcyBEmV`3ztxyFQaN?hqeWS)VE4X#5Xx$Jqab& zn>E|V(C9(NSvsL#UxGA=?tef|f1L-RLU97jFZm5s}iM=k*88f_%$AXVsi z5Rabf)IdN-^aW%v21B+HT8mTYCZTT(MDh&^p|qbxF4Jk*wb^Nqnc7StCi_SG^CL@` zFb}0Hecv230m~~cjaMxqbP}vw`76uZKz&IpE&Fy_F+`q>h+bwjl1`T)TywEThBNp9 zUv}Pcf+c6`1`yH`yEDoZ5fkrh_#v04oVA!jvM=_k4$#XQxz+5ehY7u0mnJWcsUkp(Wq2@%^Tgz@&*xRG40ky)kX z2w|&kFo|W`tmIxO^*V8A&y5^^9p51$hx<`{eDL?RFHq6yGdk>25|$PEz5>PV58wriOQzt#h6mXw6zLNjYP@^|p@QyN^EK z7Bb<}Wd6o&;TMy3iFHkh%esM-8in4ONGdn-T<+6`5IUEbX05D)zytp?&sQyRe0;y5 zMd>mLTe%`XuF~OLzsnR13b{CSS0+r7=&t#iE1iE-U6@GD-VOshyC}%5f}T*XD*=*h z@a@9iHXVg`=<&u769onP5S0x)=yZ15NYbp$2yOYh%YwDl7=zE*kQ0q;%c1Iu&jLsM za3rt19WK8;60~$rZ7mEYFWETaNDmEWzmyPB3M9duR4xP5pQ6m%4}RL?{d66#vP2R@ zi%9=u!m)94FX0zBc*%uJ-3+ir)?Ck!Ne~ia!GN{Jh}{PLURW-_ z1=015WtiyZ$Zw&ZOU;{lVGGdP1~f4(L@Zt!o!)(qk-W_PnVp+c@DqLamcg-k_L)6< za7})*D}K_M=YrdG@p@u<%>P`ze4^(8x;IVCW^C5q5}qkBW!LW7_$>TiZk9YoIay<` zts23OUN}kYh6YGGwwAnLoVZ>`r$78budVZx}CGqH-ika&WouBL186X$=7-_v`I zyF`Hl$rhNMo1&4E5C%)mFY3KV%p+m}8bLW2uruurqN2+$&WjHW)H0Y5mh;H$uzvl- z>)iXPv(|M?5P0*wGf_fU6+J1A_g|!x3sJY9BY(@4(ll-87u>fOp&;Bhvo&GS{$U~@klaQdz@@!#v*dNu6jw!p57ei*85;ggXiYl; zFPjCGKN-B*B}Ml&Yh!v$>ElqTmaP?WAhZwO$cBQfL-&NmC5NOMQj_z2IBotx7uQgk z>x0TE`^;z*N?e`BaQul2S+ZTmWkstSxDT@HEbYW%=)k@LcLJvn*T2!Xf9=}8OCupf z>ZmH}Wtvkcm}FnT(V9>Z!xnY$n1B)$L-rz-=nuGWtM!GBr}P$0=lB~ z7mosBcJ?;3`5IsUsZ^!)mmFq6GUvaicDoRm2*y_#(q^B$iTsV5U|N~jJ)`o*%XIVb zSp($#Pl_^4NXF&?LSxSl0Nj^(KYZranX}gD!^-trR?Sp{1=|MXz1pRjMb*N6CYPq6 zAp1(z7R{I2ZtukyH2gmqR|{E@&OQx%{V@T$*j!|Q)YNR@7HF)AIr=zi4?nbZH>qLd z!Or}Vnr+eP`u~KRFa@j6Sg>3p_Q(_#3X$a6Itc5QfO&^yTG*h6>}Yf|!9Bxlnx)xl z0gqHwWVf~>zwj=qhiK+r5uNIMw@{+UOYKfk_+bu4;k;FnHhOwfxRLbBw&Yce#MS2$vIG+fho-^bN)C%lSD6Hc^H4>e0(e>>{o~wLrqZ=K`L4m5SIeM- zA{CYrhg-}`>5xds^jVl@o|9l1AvZAJfaS}$FHIBgqe)oT$=oZ2z;;bJPDpk~lbZa^ z9CfbI@x;;^TMO}(G1=6)?r-j)&E>yuqp#u+d?EXe*4tQV-eVi|sfWX37J>sEv;8Y~ zV5gvLQn{IF+1=Ntz^4;A)g&v3%~BCHfNe{mB7r^wPV#2(iM$NC-3e*qMNL?pG^+wK zfQ2B`L#cjEn`wXenI&7#|6}W`!>Y;_z7>#=Zlp_)M!LH@q(cxSB?T!dIka>NNU3mW zBqXF81Zj|N1f;wD)}C+X-kJN(Kl42E%)mLUy;uEmEsxRA1B}LilB=kj>Ci7!-||bL;J(r`|asYD+*QdDU-Gw zPoU7f2a@TdaXPQCklQiMiP`8$1;@|qib^H`v3ILceXqg`icl{M~DKF zt48|M_?snp@tufhiLBJanYgH}u{Vpx-@0fCe`x7`3U)`nJ-Ukf8lL`YfR@-cfqe!? zpyrNof$)fCI)m?J8s{@fi8lh~WuPu0WbUd2aSA>PVT(%$Vyw>sFwc$b#*z0UW0|#I zAUVI=OJH;!7M)sDx`z0-afSy*8~KHF%Lx*yw>uOYi6$3%^9KtNHj^ElR1=hD9bbri zuYfmvnEAfPpJ~>APHAveqhr=+M~y%m!w(^q)AvVh&_$Q7Lu0%vx8%7@90H7x94ag- z4TLzj5jd7RXf1r?Z>ZjsU?Pr2<1n&4vIS3VIWR}QrRL&;3hLvFCF^s^*pPxRw`@eH z)TkovyQqK6cbr#D+_kj(XHvST*%*t3LhIog-AU44UVEdUgf(oW`_h^v5ee@n)SzJD zRhsYE4%D3lUiWs8(WLQxculQP`98otqJ`KT#5P)>ekV`O7XWwTBhw|-3p90K>O?In zeZGCnmwWNAl4S|{YtX(??F8|~Y>I{M6garb3nOGzRq$msq!4KdMUk;YiJ1D0a_j`! zO<*JB_UG()%p2g8yFmdrlUka(`{u8+u~Xm%WU>C!wCK)TzdIC7EPSO*q*-lNy+)mU zG}4gly0DhBDO=vx+A6zG-04%^?A4brR*GSa#B*FXk^0vBcUTW%;%EwbGNRBUNK0|5 zjRJoH7@3MTXo_n=lluXnYrk-|V{lg;vtVnQp~qcdLQzAP1ovP#_gaoA?``3zx~#eX z;O1Ii0xSor)9V#7?Rw9}87R@AV-M5@m~@JFm`jM)x0*{BJUFm<>b?01hj+<5*}w`7 z010|}o1+Z5U0hHQfjKBAELzTH!*dc37a1|N`BimL+d`1*Oa(gsfQZ&*tOKP_#gy%Y zt}N*7%zE{Ek3Rh1SsY>>!{rf2GBW{swJm}B%{!JKHW<@ZLhljjQ`dE}Ap|xCZ;^k*ol}hI7Uh>WONk4^s9niOS^vlPmfk z;^YP*x*0sXd;;1*9S+IzZ4b`bIzyI=xMf&AeQ2#bZwG#GIt)lmvbm9dFymlXq5mpt z_PbAVW*6!y`vjQp1--fOcUg&d|9K39(DCU%ezihpdr%v=_ZwfBJ*|F}SwXQ(BX_x} zE}w0UG=Di!lXvskOJ>{Oda&`IryB@;e#-_RY)36Bat(sAdPOmiGif-9$Jg5T-dmn} zzLjG6L|K}4`3}o;=D+-?D1?6dxGxL-^P>FMG)952cP!@K%8h@F_@4wZ=P86}Z;yxn zp{w}6BTWu6>;Mo?KbZS>!1u4icgqiHFs7gN7&Gbqf!h5kF$i=C0EqWWcD%^H!S(_O z7T5r6?>2q!8U24g7#h{Cy9fzN*-(i^+o-y@iO#olkVwS|HVB<&#yxONtl&Dq8X5^A6zx@67evoil1`|K=`mqEz^!a&*D>;9%cAfZB4u?f5c z;W4OCf1ZQtYrt+{gQkL~B|gGfsGA*+!K)7|^WCvG2fx;l@du|ks8F&ypWE{z26cM* znMfc016(gd4Swx|ey5dN{2Y^}J`R6G&wz~3%5nf&VY-khivz6eHw?mR0G|0u0UgnT z$?3!U6c8;Z0>OMbeBQR-psRU1Xz3$@NO?$TktbFO@;gI8eo9k>zXrz*Yj^hH#zFK` zB%C+c0A?!RuJ{(h;k&6UN@xktP^HMEh}A#U9_fA)V(+L<7yN(s-ITXup+kTMz|=28 z??e*4wE&@d&27t(9GUAQ5cS}Xrm~;9Xbp*9_5m2j1ekjAC5k;y`BZ?4GkO*@dj9dY z9N!J>qR$3>e(=wL1K_1K-h_%>ZRzY>ue1&Ua|e$&0~!|QE`Yaq@a0a_Zgh2n0V|BK z0E~6P$z-XtY?~k>=X#~izqT>;`mT=Y#-{J&s$Pw(5Y7W^!WFu1+gqSW= zj2E(BCJzPBc>^S$EN;^lq6X1EJks#Upmo^>07R5c!7vm)I39*h90eCuK9F_rSOIj& zj=*;{#N!X-@AEcqf8mB9D6XuhJC&Ysem7o5cy2fN_U1UnbOR8kPEd7;&g-|8J9sP2 zmv#j38O-(DX_-Z^l9%m|iwq`wb^uusFJ$h19Y|%!uYsOVl*5;)Ji8g9cI?-Sh*7l~ z;(~z(T7P6s4lw}jw*SgJRKk_Q5D5?bWpCgJ3IOf!>H*^r=|V>@kLflX6@z+)TBGu8 z4pr_`7zg-U2|zE)?Qy>N``KKEuLN#mO@UM-<>z;;(#EcsG-?VXHCbM#pedVel_{>#gM8ice#-48=h1ZBp zZs>~v&ojz^8i-zH!O)}>_;UkH#7*TvIDs%#h7d`c=PRZYT|kzuAt&JH3wWKmC)o_t z35GlurBNTWLv7aI_Zi{ApMvbpE=V`DPVyE!T*0O63M?thL^Dv4Iw6wyL?-LM=L$WKxYrVsg?S~s#F^4*42zL#vf66tFY=qrn~k9Og~JQBdXs(?H3H^jF<@vX?e45h^``^L#KT_2bC=Z>rn<(4;FU$IvgN{&>nkuwLbR5Ft)WUm)KSg8N)i zv9~EJlINC^8Y?8z8yQfcvEJ@^WGKhFsrT(bG8@qcrDH(tC5pwobFv2Qq&TmYE~-gi zoNE6ie!&1yp;?C%j6)FuOqYPWMju`kc0Mc$(`KXN&MHk^hG~=z3xRA!saZWzfRktJ zgJe%ynWM?_KcXVf^jk-c07H2nqKND72mgAqEVfe)$diXP3F=~k9lgx&;R7gYqtREj z@nrdodw_-u9F?z=3r>huOmBvgqs;-qtay9Op*FEeunr~Zi7xDi@WVXI^@VgqcKMTQ zXa>QyA+YvPeC;Yb2&=GkeA)64!ozh0mVblzDx(|rMwx`oa-dqmbXg{F;Y5sqViNC) zFAnt9H^!=sNBO|pfq28^wKh`X@(?LiEpKeWzk zi!~o6l|lK^t;i+wbqG6vEx&)z0w42h<+HPF0|%H?wa3wI8bS_D_lK5)e-#3C8wad* zoZ7ifgt6Xm8Z4vjn(`D$Vu1&cu&e8tAlMxLXfzd30!x4?HY4#w7EsXSvhe1Q{SoE?5h@*Hro}y(vO8qF5 zTjH#PXD%S=3&|SB?ph%21TMVA&X5ru6gk2O*AuU;4&YgS6~$xfqC;vi0**$k946zM zB44Rr@A)h!uTbE++!%_Cl}99qKxwGsd-cT5pG4OQ26{#}4_@b&xI__HkmjE^gJ4%| z`{K`X^$4YNw{AdT6mqrKEIxh)^m!?liw~?b;<~cIKOb*{`M7Dv+(qAYcN+O7wCc#! zZ6rnqaMx)?^%cC(AzW6!wloo zj_i&HX*(447V;<&xl7$~G=RhG^-`k8Y0e{7Ua_J~M+1cCt|K(Px z1gID(pBdLv>P5$j*}*5R_l`Z*^%Nq1E3GDgmM$&8`5;ot)vz;avJB%c%7BSwY!RX9 zSAKRisVIkZ9Ac1c}f~5Sa!;kbSi=$5>)SZ@$G4zXqTqv3!CSe_}`T2 z6Xr#lAQhpGzRDu2>U$yHq~IV0TEroNovKk%8)hcrAN#~*0R?XY-edVl3kUE~bNNI) z>R@QLk@U&YCAB*Z)JEp9Pi3n_xdPe{8|NRSUW9x*6S7~u8n1T0lGzmGwq&X~87UIC&ER;NU&q1zNY6qr|91@U zGN)|y!^{P6SBNmE^4s9Pp}jUXIEsm@`a74|9HLSLsmV&B*E z+fU!q<_JD;`eQ#(;X|5Ty{aaaR~YYTqwk?Hr%ff9HH%h8l8*UG2w%evB;tqVTOn}= zG#lTMGg}l^$q>asl6$wO^2SBSOMlEAftS)emT&?YcJch+&P#FJwnU^Ssmw5&IFfL9 z(s=%{Wt&c>&tozqr{x0SwRATFn;ylt;G$nwV?=!T^ej;$7Tp~0du`sse7Ir}Ol*r) z+#ua4@g#8DS$O9z5;|7c=MH!0`;+Q{hPLrpv*fRflMyB3uMa~t9KwD5!Gt%fupt&1 zQ{Q+hSdgiVQWM_WKcJGn)cz*sP{9;ugKe{~0*DzV{2XOe_3nqZSRAP>5VTWPx9g-@ zc~QTeR+*pB=b`p*Ond#y(t-0+zu;$^mfR2`I@n9boA7&Rkq<4fCL0c-?n&aVBq1#t zXYYcXDxKFC`r$L+jGTGcq92>msFuC^(NCD-s7G7)BYuyU;Yi!P+V!>1x5sJ}Lu$4Q zbGMrQp9EEHH*9~tIMmz9Ki3gndKZHkQ8dbk5{E~%KJ-QXAS#&YurV z+%tKBt!<$8b4-?5vm!+J^cW|GRjLp} zZQ~co!(|)2u+i0Y^s!Szb`n%vQpdG|Dvn}yu{OF@Jff~?JQYWFm}_B1jCW0}wy<^r}3%2VfB-7UGeXU0B8E>W1U^!9)Gf#&op_RevZe>UxnXua*0>Q9-Q!#f1BdMFQ31(ApeKknZ9!{_I|h zN2&_RdPbEEjOr5paNGcm>XO8~cqqTT9wj*_S>|KOxsro~g?eUk+v-Ai&Dg~GJO@ZM zI{qS>5VGF{SJ$sW!U^a z+Dn>iVl|Xii-d0HSw)k@!7$ci4zszAH`+D+i^-GbOb%=^@ZVqPG-`~ZwY*Qsyy#7) z6Nws=u%l26jhBQY`FHSi$)IPj{-*xRyPttxS{J~gR-k^d6#hK)&)am12Dn1|VPdmr zv=gk-m#EotF+Engzfg)Zsd6VIF4~8Y@VPhbi}1Q<2;U0~UV}-Z(!@rUP{E+p|C_bb zx3?D)zXq?jLu}WYRj}ryBuN5<6B_AVtk7#6B5@-o+_!M3-lYHGXj0WjZq-~oZN$cH zjH-PhqtdRCd$sXcScpY@}@T}aHXo^^kZqTwlr-$7&&zJuxo3!8Dl>;!SRagMYk)iJ``mS&?5zTc)FI@1xbdrx^m0r?qS|H>#j_ z|Hb9NJa2PB$?%stvdrLzDi_L;N(0MeX#D-#Nl!EDo`)Wq-6X0Zq%^B#x@38csNo|^ zn%e%jz_G{U>8wrZdapJ@mbmZ=$&QVn=&k#XpN7}5=O0cA5^MlP+!(SM1lC)oJzO8S zpHaAo_kq6VRdB5p0;fwHJHv!cZBOKBFjw#ALBV{hgK@MmJ}jOCJe$Y%-xS}FZ?-r5 z^q*EvPVZPh;JGR}{-x6N*sH5U6~8eP#!@l_)}VnydVbi6=Y}R?D>@BU$P)*cNRomS z)>XqxDKeE?Kn9N*G#P0>CDXk+zogM%5l#L6`f*#HAQDw{KVhJ{y zVuP!sUQUF^5_lxL#o%D0H3uIo&Odt;L;WC(N_PtBj0ls?GAT<=5c<^U7ie zZ!|Y|G@M9hTU9S`8Gh7Yyt9%L6q!1dx!hDj*MrYb@x_%!?YF)BDlXk!m0l|2Fdp7%=k zSKQB%rwG+mzfvi*ldb5@9axj3-=Kxctc^v1G!`Y{K5W`5mtPWDLgrs!F(9RdvO7LR zDD#f#<4U2Pq4k{I#!(^KOrby_s-mrt{^noX_jumppi~aaAKm-rc$Lt#Izr>f$FWsZ zCoyMV59Zjka+KsNGD*ek-8?_x2S=<}1M?471RFF{nSXmH6G^6Z^5Z!|;q<}W7nVL+ zYK9`Zf+X5kszltyAG`2-<5kWR4@+OMh@{5S6_cE)2Tjw;Lb9Vkyg|@n%7I|sB)L)g6Z8425jGR#=CWD(gWdZ&}A+* z@kcsStKb4h{@!Uot(FN!IOkQMGYxXzu6w5uyGFapOk=?N`+|6QzqZ18u4pvARgs4X zF)mMLO4LPlx}p|=h1QPcBG9KTfYEkXU4U>(i~F?@Ftigz2gOc*vhsSwHjm>3Vw?IK zV79^+EpHHCZ*Y)Hgve2`HGDF?Ot_@6@Ze@f8@o}cQOlk{c(ju85RKs#wtN1`%x0?f zC`TiAlZ9L~a37DrUv_y=c*;|(AL%f$H<{zMPSCWyy6TpCYZ3-mj@(P5>!CYehsja# z-#q3xO=wYfIkJq))06r($My>Lp>Za7%Id=WDsI5vcG$6~VTK8osmiG@mPp}}9bGp7dsOx8^zmZ!#RJj zM6YIax5u94p_Iept@!4fFJ64tBVXsZ5}XnO#|qziJha(H`$@__BD6u}OIPcLtNKU_ z+o3LL1|VK#yMqefz(JMyLyk!Lsk(aS%W_Hr;o0H6Y|IhaAL|IOF24dh2&3Sr0q&2b zA@09gSb9*d{(nl?+y)eV^A-{fpmc4n0 zC9_UKKqGiS{bFFJ`i4QYqcU8Ds}|OfjQkX%G_|B=gqNc@{hDG~F@yTba5xThlumXa z>rcJL@3ozo>=UzMfxy%I9OAQR!f7%zVnO7$au0GbG~_hYC#djA%>4FSQPi2~V8V`@ z)M{Fl1LI|nEgpV;GXGeba|K(3UPZ`Os#`6hCqt2SwwyGjhS=deOe5t~BeG-W%bWcw z#*_+Eq1mvzZl!F)L@2mh4aIT4KPs-Jls}kFnMUZZM_pAq&!x@!_GBxe$CM+&ViC@cRgQZ~=3p$Ri$YRpSP5+b7A zm_LB^AX?6!XuL8B2}-ixH%LfYIDeQ2<7##A3TutFXXxl)hL9A0cFo2L4Qk~K+IDrv zvTLHvDPA4Qk!E;^gFpK$w3c&`mR$?eVvp3LXKU32*?!iCEs4Lty^?ew^D)feRg*GX zQXuoBXPC$b%A6SJ#!qr zz>Kczo)M0S8lynMh<%jqnZTe>HTyUqa23}Y74M=%Qph7V-XBK@>7@dh(P`{m3T->6T*uPYt69I)L(D$MR> z@MtR5>o<-nZU(_vnhT0n>HLcWls4o)@^;MIpk2uL^}YQ`O_VO1= zeP6`O#qOmxW*{h+Hr5YhRx~nA+)iowOxm}K=5o&i*=76cLxUt~7`m0v+wfN7Om@HD zP;~l_q<&Osgy>?4cy`?xYKz6T)o31$Rrw})9lzB zk~PhHE_Wd#Lvs9{kz_^@Ei4Ud@|iOep}`hDzP#@Aew=9M0Xp(JZ^B_&88$ zzPhKf{rG`SA-YN)r@08(DyZiu#f~6o66wWf7~>I4%D=b6{K*8Lyzc#%h2!@yX~7;w zx9Qoa^alIZ1P5HOK@+XD1ml*=vr#X$OQez4q$7)+%2 zI*j7!4`{CnXvbFRR{I%V=U!lRz>s9yV_watTb5B zZOCLVIPYeOaJBcKUw34|U2url3<;L0o3R-1LUHu6Ab+xB-o!=4mq z9;#>(%>sw~4QPNJy-jS)A3!J*(04kqXV}8WO|z>VYpu1Tq}&fc`S>N9H;w{h=Fnq^ zuS~Ce)r)?TMlCk)))shdFVCTGR!FH#ct zT&;0yK~q#4R3OCA@bd+&sQI7&kxsS+?L=Y8eel25ZZl)tFrWR=zSkns=Efg34*q0O zNnV0q8{>uSb^Kp$((D}7*nM1wX15w!q}tc!Jf}A1&)@r!;x6OZOVLnK-@knev_Oz< z%nPOJ(@;7J_V)j`C(H!bS!#}uspelzMvJH<;G@Ynum9CU*n+ze5rDr{s!%8TZdn-Pa~GhR5B6wSp;$7<_R;t3 zRW{`!%iVU#xQBWT$OZJDS^j?KfFz)V<|ZYusiSPgME=iM4Z&J67{-*2L0Uv=*b11f zqxl@Km(Z6AfSF1|H=m{m67?LO!SK}{;Wa>3_i!5yg9;hVwEgSRtXl%ex_s;agu>W> zJl#S%^7Fq2fd&|5-s44W`C=!aMb%ZRv6ILM_J_0UDDw;>cGM*SGESBhmR0mIcfujT z=@KXxQ?Y_tifRXaceShdQ^Zc0rB_lXpiZ_W(LFEqLLUIpt_jF}j>g9~mu7_dcAXMozWB^qom1<2DxFl6QOzeyJiG#Uf=;YgJc;bprnF+Lc)olqcaLi71e zb(wF;h6jDG4tY88z&XiyRgr>Yg1F0g!?3A1vUP@w+#yG4xvDGVe|lJ18!y`Xf?O=1 z6QZ?9k|0)<={9cliDq!~@VqhChE7P=NkllkRlf$zWeaopq zCMxdOx0}MF_!gK+)Hsi*{^!-agW4ZSXlI2Bj8<9BfY^R(sdE}a=7?I{ zZX<9FdQ%nr$sDSNVV-jF6l!7@tIi{ejKRRb_wvo34CQ}jfitv<)nagJKy)u6^Ct(G z_m5#4y0LaF`_xT>5egcJpoN2%Q~ zKyCOf$%|hOf27X>6mYl#;PJjMz0A6rrGNQ9aRZ#qV0{y9yS6^D2Q~=RP;$YXUCiSF z{)LRwVo+(;>@MYtV$5w2;{8*<67$d*?0da!kQuQYTwM5#G9?qB61b)Jd#|m5k(r_m zgqsL5F$k^3h>m@<1-nD0W%qxV(m$S9|5K!O(VX?f-I~T7hs}tBg_~Uu#d|`#H!4Ls z;JwUm2Xt79ZW;8_;G9vaKVov(doFa2&ifpBh8!s*jrUCuf66hh1;&*D!n;D`|{2zgoPIT~oJ$}$GMS-Rjl0hv@rR=N*jk z(`=3cjl#Pg>fiZ6F>g6IpdYIVkQ*ZF8l!i~bb`%2w*NbLz7qAl*tZ&$3y`0Tf0jla z0C2W5IlYF_?&}j0Ta(9_Kg;M!>n&}+<6#wn@$Dslrd|nHU z?M>nLl}X4c`lKmUfx0BdXLbdl@Hf1^c?r{L!#G5%ZTCEs`5FcAlKbE}FfIiZ3aq`F zH1Q}Yq43_wS(>&lQzf|pi!vtpNO$iQS23-_4wPl9^0P|uhjG#e zu{8~AY@5B|SA3M4D;U3hCMq+NMq-5c?dIyr?QQ~4M5ui;IZzhYNY0)9v7-eNA+3MY zJ=ANy9N!F}!D^^z3p8`#G?B&APM5D&4yC zNilX+BrKayI;DG1*j~jE_lW2wlD_hla;h$^t*RsCL74m#$V*xT47e*gA}%7IB5Mzb z%TSBnL!4RUYSSec50lPOcoDQQ^g2F?E7|$d*de;X%YHvp1XuUqV350oPiS*_RpDbTP4|&lQ%K z#9R&;*AOpquEUW`CYa}218R@X`mM#dlROU7f=*0ND^fn~Et2o?l+B%Z-~H{W_3BdF zE01-P?0}4)X0OGptnrjtjxBzJG+$uqN!1F~e-BU4IhO9u}XZ9Q4z8zs_%$}ieYpRd4j$T9T|jTedVEJF$}Mph+7%t~&_^}1Qq5E)rfiB{F|be@lTpe7{M3S~6m|EyiM zi}G%Y3^SQ@?c;Z8aay)Ss}`wAAlKBE$QsqQ!kMm(5Nq9rYO)UTbL}6NGE6RY-tVxStDfwipmzl&!rvR@PtA z&B!e*6`LGn_+5Udx6`3XYM{@xY1y}jCUor8hqRYF%@0XWzp~m8zSG(D`-q;?C4TXg zcFZs-`0Z5h-C5a_6;l4N<|H^#W7Ig(mh$;r;$+D}^KH|uY@N}HL6fP{EB$){>(3S7Pad=aU`60rH z3i+0f<11={<=DN$T6#z(@IJX#G}p58A5zyv)P4)F2`$83Bx|IM8OyRmVO%QA?6j;O zsK=0y6(g>mF~YtTf+pto$X70VKasfo!Zy}e=2Llb?Z#d@Txz%w+QwYsPB0EHi>~>qmi+pmc#o^v*DV2NgaJ!Ds}V?YT*h@ z-iy>@SVpGwd5&jL{$T_gHT(Y@4g#RN1ci-C3%+2cOteGYkCt;(Y{ttyp_ME?%pohl@C#b8$^AVg^}{!81n?0 zp;eDfDl)o!8|`&!N?_a$-J?|ru}Kf;Ny~gVG9RfC$+?13IO0WaAj%k>NWsE93e2zS zJ3lXP0KHh+YbkEGFpchb<}jHVJr((dy94n@#N*Lq^z!E;?fLC%qrEVn-ukrX*|RBAqmX)mu@&|iY; z*)tcN!Zl{Nj(gSpDxyDNeNA7KY{yR8WRNOJvRWoof9ACR{LuQ-PjI)+d?8@<6tdUB zCK6}07_(%J^(yN<)h90$COGB@Yml(5DBS3WX?+R{J z;*|z28#1$~BI$QLZmvMDslN;ptt(bBbe&nH+MPz_4SgLhv5FFLU{p9F#6Ts%$8HYo% z%f8EmGmnsO5Eo4Iw^%3*10BnWC(Wh;g$uveu5mQqZUSjg@c?ywv2#TP8}8@Nx4jrA zCfBeAL-SxVt>`JxLFgDYas>`z8dFK)y3wDFgl^J&GL`c~)DL;CvV8*U43(rZ*HElC znc;Xjx~4x1N6#l^*JjjI7LnT&g)S;(sJM~F9Z>yByMFuUCH$5?-!F1Ip9A`_^nQWo zMkAjvK0k}ff*Z{wnP0T_E+uNS(2iXMzWlMY>U90#?Q!MSKnM2j_V`nI3iq*(H#2;c z+&86MPYY*^AIf`&e0tA0YJ0N(&pk0DvL%CY3}*mbhRoV%Ok=ToFqkv8WuG^fo-%QJ zTIncRqT~(~QY~Dpm~r+~e=WXr(TGD{1&Uu)cc50)i&aEB+h4{K?g$p`!Fh@+bIMq$ zl&7PifOTeSKUg?cZxBV)E9IWNr*+Rt2cOp<&U(x~h212rtrO~*&NUSc#-Vf@l63c` z);2VsPp7kfa2W{*w=D8uYL5+PJB)OQHwAZv_ zu~uy@*su!4wEZI6PGJMqYvH4Q?u4&Uv`#O9j&GaobiT>{vuSY`3L@L2(_mU>5b%<> z_X&+|>LC9g_vV&sIWskUyB;>g=Qon%)b}q}>S+tazeQ)p-jT61SU7>bm=caUd2d~s z*)REQVm9-&@9o7;b0;ndnd)W&sJ7NfjOIf~5NTX(B$!PzG)eYAzf1byrJ|44_0FEi+5<8D%5{`OhIE{peZlXE(?EZ%WLYGo@wL3`B}zGVuwup9W|+k zIUxmWOJMIERp-D^tTnPT9?$E4LLqrnf%lLepv1G&$t?oOEq2@(jCVqxj@7imGkb_O z9NR^f_XR*N%s(aR7T$yv_4Y1YwqrDCyj||IiqNC~tsN~%zeQ6>8miFK1|USC=f6WX z?|LRoD7xvfq7bELq(Nq|j}2=CSnX&ns#1P3bD9*-!us|oKU zYLTC3E#uF(Kn4?z4lt<%t zpRPxLSBwpVC=2# z1T?463xKqo?6GsqqFi4L`im6<@Z|29E+p!7hSEx*xT;NV52QVCxrg53iizvF|35m} z>PVo6zTyv!@hpgV>|KLGI-x^_n6JyPzyEo#MVNPh);_2Y=5087zn8HHPN>(Gp7TeU z{7XhBbD?oiyhD1M;kbpfDH| zws`W-Y}jlTF!o<*pKpJzaB00qOuzg|a*8QG14>E6wkWzGd{YiQ0_x>%U}X;0(KUGJ zYjN)y3Qh7{AzRR&d7vldJ1k2a48@YU&;CLk%uRugjpilQ6H1SvI@xxRsU#HnOgsbr zs&(-Xd=>ac+KG%_JkF31z63Jl*AKU=M%8*x(HJvuOb_Ez+}s4ki*L@m#nlop01xpF zAC1yI-4(zhAA9>DrS{Sq%v+6sOda;uBF#w$%?*TYXzPH2MiQ_w`t@CQ3s|NUH++GT(zYsmE8^naLfj0D~=WT*< z%bPaZsjylgF3#F_l@eu)h+=H}YhI<|g2|wM_Y|O^V&x-&7*cS9O}~Y!d144C44G_L z=aqHebzvMU)~`Uh27Vj#%6A$Gq1$@adqN3hM>^i-<%42Z^g2_U3}dU^z_@@T;E}yh zd4FBn)DcL03ozfI!@TRK6QT6iB>)>eWu{bv|CDAs;Q7zo{2&RAhy)-!A?;>xJBaej zTj8AB4S8`=Qvm-BqDhHvH>BI&>gW*if&4zVfO!?1t-6q(>aR&_<_9Dd-uEw@z|DK*9*3vo4jGGWM*o}+H48csYpP`Lvm0 z-={u)z;~<0ncdfy^Rx$)T%QB=egn-ma1w0R+;q1-+w-3MI+70|LV>?@Vj)M3Ep_Lu zrlJ}=Yahn=asRv6)%HHXDfta7vQF-zkaKPtvNlz6Bzn4(Kgd^t(Cd`RlS<;8TY#`U zh!#El@kiY61!E|j%T?=Kc>W-|C5iI}^{P!AfPM78Zvha2GNwockRRCK>vitH_BYf4 z;1Kv^TK?M>NgItOT$MKcMTMe%y_>Cf&F>bx7ybZIeK-GCA@L_3Pp!A8y3uh zFyr6d-asq^1T_|lC;kExj#UH%Bw;{`4&RgX!^qL3-ZKcC--KEg@*B4yNUj|uou!SO z0%D_3t-Z+fq)^dIz4l{L`zm$HA4!qzl&9qc45S1^dVOcm6R*!GpLRiQGWdu{bJXftvL^LXU zv261TbwzmLLaonYnqUk4A`;q)DB-G~%@gN)m8Y@4tZOX55nre-;mBf9jp-PuGA~q> zL7BK(SJD@;8YngvPl0Pr-EQW2ch-M59!_!Mm`9$?br~nG z<#J>DI1WCML)I}J`cfTwf!;C*i0;MiL)>ho^oPm53&STn;qOx>Lw4b!UUQ&V?ZtGL zx)?lyP;uC~+(_a+LZ!f6?atA5?P;{EDwe_A2v@@1=M*stINGytj|h(EY-%5$#PyFa z^mH4;M{Dn*k6}WXnvItWK$I146|fkL%hYO+^o95W5iLGBxqhc$a}HE@jSU+nu7YRUc)kBfoSXY zkTkaHMNz$KT`u|B8>-q*jc-u`KQ)9U&~6%K{7{*=a?n2HRB8s()G3eW5yzve1Ln3w z2BTfheAS-ddZ%wD889WUu;xW-|1*H!*Q@;W`#a*EdW8zB%jzhMV4*o#MA0&n4YEd- z2YI`dyh?kqeEmv@_R8?j?bMG8?@jn|wv1=9%sUwSPb!NnedXIr(U693w@}c&xYt%# zzGC;8*Ur~k1B0peVJRiUZ|X5!YE~G&PSeg$v^^KXM^n8kVV`R8GWtmpjRe7kZ`9-3 ziW)$(84sl*4a9l_8*9@tXSo!e!BZ@p0d{ z0k3CCq-SqWw+!>WO*J-K#LC%_r>3pVe_<3})LXsaLim~QjSZ6uu0I3wIe@FG%v&r` zPYdu>@$~Y3DHg&TIa{Z}DQS9j{#oF?p5kR>FAJ?;*G?*YJUsJv_;wJGOVBIpsj=rU z*OB>9Io6A%a3;3ZFBlDR96eJLKl}8JK+iT9$dcwGE*l{pa|GM0h^kIuyTUOqH^7SJ z=TaJkvo!UJ*b)C2)G-!SU+A@%WLq6pV-EyGy4gwat{wwn(zxRQv% z;s{acm-K1F>yS%SgPtM->0H8&fL_E46k^&ERx z)A*R8jT`w_J zbSr%&EQ!aXVz4dFmVA>Hnlw>6?W^vs614<%P*-D$x=P3qg*bIzPtbbQ*1cJ8d~Z#!3iW1CXb zQTx%QR42k)IQKuZlxtaxx1d%_pcQ7n2DY@L6Wg{?Jl(Nd*TA9Pg^ULCNxToxfVv!} zCuPPfG!pp0D_-Fi)UF`AUw~Zdl8CG11Z~k0@kV3-DTn(wmQAo?Yj{&XQvugosq0)?@~Fw>X&Lhj~$t!ozU+SuW>g;A{N0(w+Jv zatv$_`t`V72JaK!8b}RzsIKbsT34aLSeQTGL@;QlF=#2>hHFSiOn<}-GKEdsk!i3W z9`-mj1trbd&#*KTEa2r#)MO;~VyZjnQNI94-+>0-m0%-!SpnYGh-JozJ=zI)z3xk? z3dcsGx+@mFd5QmMG#NneNAJVy8$^b_#4{GZHd-QcOq(XKuQ_%M7r9ORlD1eHrGc(J z%fI8%jjc*;?xf*>eEm1oL*P^-1dYO%xi*HMiahul@6CLrzvHK*dtPPDmq{>}`juM| z{^^T~H%V&6&)Us09sx&{Cp?Qd+{ir`^t`nX$-{<#B1E9IpnqpE1r04uZ8^kfXXgFl zc{CMm*ef%(kr_GoFi*=~hJHjj53b!vsPOH!j5OK1Dp-AD2!j-b`fK$iiQ*}{7D_kW ze$;d~e$|P@wjutVff{@qE_?3?>fE#$1_u)GqXnznOSHx`EGDuSoqQpDxSLfhW3-)S zBlOehDzgN7+kFm-$`YQcNg64jhR+_YdYMZ>Nal8%(ylK_)gGVk!b5>WAZeLRYGBKk z-EbIOUl0$UP#*4Z*7;n0)k}Z2lRQ66tywE_#762mDhGGRLfloJmOX68+kzAi|44sL zm4_tDs+n9rMkOKl1OYmG5Q*xoD%ttevI5Tud4i#8^in#R&QlnO9mP; zW)&M+i>d8C`YX~{`|_Ae&xDOJdjN$T0Muh2})ofT=d#Qj3 z)-#4;>V*tv)9JI);~G&-7sfq}XQFq|4b+xBc3xaL}Q;h2&IemGNb$@MeYN>wG8 zq06)7JVm#C6H|4WXWfAs>JKRjEs`}Vtqm9(`IodVOT9}k?RSoq;X0vAMSvP>JSjXe zdEPUjI+Ir=)YPuwhr{>0nf}W_zM7%=)0*i?h8>h?xv3?CG@Ek2%dh{v81<_ntrO;0 zJuRTPb5J^J_ki4%SLc-y3d__p&IFiYs5(>WDJL(Pysia}$VIEkMD)CSSh8r9sud~u zPn0U##fUoCxF6PuWR+`h;|Mb$ibXHBavOoE*pLp14SA1=pHwBPq1x@5u8-Z(_#PjZ z;G>)nm~#tZTa)=$YomkBvj=-YrQclq;HlTou!{$d%yH~WsX&op8H{tgu<#URrWbc= z9G^DQyH@6c7d0oD0qtP9k)Af=Vo7gB2A&^}<;X~VlPr*H-gaVf)5nR%i|;lvyT}?6 zuYq-_NICv1kMGl}`t87%fx6!n-(+&82OHk!sKz}w80Mp{TkAc=np%4IG|Fb@9|K|n z4G05S2{RR}4=b?>TO){GSwTs*1#3Fb2b=c*7ni1~IAEPQ6HaVTcm_l@Ob^Z5_;Kxu zzSy#HZdB!;Kg%0mgT$v_B1D6`a|~<{ak@t&={ObF{dA148;iRxH{j6};;3(zy!e zg&%r;DOki7kq9mfgGW2}>y?Uu{#YzdTZ@%?|f>y~9QK9L^=~jb#6nw2f5P-2(Xd(y`Feu2zA@tPxOE`4FTV2mzSjE{K^<3^0v5B>Juia2QdqlCkE?Y{P<=P&+H?Bnjr=MintP)A z#?x1uxt#dJ+V{&FG7kgdaop6C1(7-MEiUttk6SRtSYa6FM0Roy1A4OrORrQXE(Wnz z9L$v}=B0Sdb#GsAnNdWK9~P?p9!{k>t1+dI`Wmlnzx&3NeBx<=E5Iq+@^%;7l>2`O zU*3y>|I9WtUWe$`Cx#5(-A{fwvAO8BeCURmg@Q9rhhF&K{Aldcc%*L5vyH~|wRXtU zZWPGxO74Uc#iVWeU;LP@^_)TfP(bF79JY9mWI*ozz)(uc##-kq)m7)KxDIcNUf8XN zViugO@*L*@_N1PUL>gbM6-*M<;bgeV5HtqoD3-%)nM{YRqFz@|L}ye*U+LX?4@?qR z?L+5QQF+o?h&zt8>;oAwe{krbNZALD*e7N=8yLX{G6DVWjQ0wugRlK#1j(X)a3LE7 z(qK_@9d8xtSjX!e25(_<2hlM+U;nmBQ;OA`B_{n(MUsU#srnJGqTFI#WD7X({JA$p?M&ToZR(|^dpPWQH z_Wo(KIB}9{wRK~^;80syN9FN<=cxbD&!9mgNmvj{j4%YllJp$bF z?RQlf4@2bRugTXxjsM7Ba0Lq3*Bc$2J#l?TRAmqOJm?>_v^P2}$bRgg)3Au}&+^iK zIVh=?Rktjy{nQ!0wG8Z=NU}6-gJ79^JeJ8&2M%mDhIE1$^vNuU{2)1cvftl{H^gMD ze~(Kk3!|MCWo`+Y6V^@`q5lS6RzHS5YPm$$1U4w*Z{!H8*O)1!%>GRDW?1jVo;n4G zmWEnJRH_aPR}eWs5I5+E7V3uKoLw8eq2jNr3tb6l-YR)SU^-(^e9vth-bZs)-G;7f6>+pmA9f{O|V|sKopxV`V|SY8l?vNL<7G zd7K;uB+riAR^Ox%#IO&68lGTq3j)Z8yRqHo)pkGY?T+xd|G!df3Nes@Md)-ahZkQ1 zm4jC$pBJ(B%i7)_XpFzI%`gn2Pa`WTc5>u$_@*$*?+$XHs8Kt!s#>MH-&e$mNvFRZ zR*Lg%$0~(5J!JpSe*T~GM;HyHe#Nf0V_hQe_<@t1cnJsf-By&JD8B<;&-?WEvkM9s z;ooYzW702kYS;+>iUu_FvzGu4lcbD&lW_Qb5KK;TgXpn6=e+&cJDQ%>M!GWFaTma^ zM#n0S8iE-Q`$`XNR8t?*911=jN=0K`*wNbYMM1MZ2e8o)nQ1 z_d?8=Py0Q}Ye|`-Z#14K?QM%%1d6Dk^-?{DoS8Reb1$3eV1?rnG$3y>}(f`j~ zzQKnkEE^Io(SBZxw2>P4(tL!|XAr6-c$RMM1V5Tl=U|6^0+GD(NX#2wgL0bN^-fy< z%D=uuAC=Swa9RT(#VH&0J#cXPr52(Kl6`p$yzMu=EO29~ws->2N`o173;(cG?q&eE z`90C+Ws~{QK3p&nn}BS$(a#p`h7d*8~~}0LbzZtBkyh? zsu{ZlAXe{c2J%+PohO5RgqrPfWe*70dkVW4B42O%;#l<5c)tf3n@huEvj102_)pRi z(HjEAIRqpagT*RitS`?zdpR*(KnFnpNp%N8O8oqQV=v7e5Ubw|ia^sS-6(|-n0L*49z_mBL0umaG%ay+*vNF*t* zA!r};6^NUSXgEsou$EQj2baZR-T0Z-(m#IxsA*TWnVk{A*y=U_`O%U@fo(tiK1AdS zDg0}Geeie%`NgkW(zarY^^#Z(o*y77`%_RT;AsH^j|#jtzPNx~aB3aY=`mY6s5udf zw7CPNAJT~KFHlfk2N}rkOEA@dPDqmhLC&AHKi{|8Z)65RQpI%P5PS=CAT2+r!yy4a z>NPsL1B)BkDbWADJ&J6CG#xxS%3s-chU3c+)o$gY(ylRc&b8&rlFwwq zCo}^t@>7U_w`Gfp1@Uh~|NAb8+e*zic2~8{de={Cc+OSa*4+>5AQ3O~s(A2%+3yap zSP;;@Ep&H5RNN435vS|+>b+2=<-nRu_g*4 z5>xx?(oIkV;8hKv1>#BNo?!4d>>*3jZq||&R|`K#-e;gcFT5QwtN9LQP#KKd`(hrR zq77-A5C{{EJKOfWBha_QkmP;=(U|F2h9II}>9TitjgwH;K1b8Lw=!vQF%>Fp&C*^eQj?eQUqM7>F``Qd!H zbTX_h=F1J*-hmo~M>ucpqqG9F;0N=el~p8t^jy`nY@km=kRA?>LmN`0py}ZsYg4m* zS;p=JKC-amOKi(qMS=R?psWlM6dvn5ra7`Yv+#JzOAin}XMtp1qkmZTGcutUU#bEu zttCEkO#h}(!5^(8!}H9-h)5-^4*dl0edz&*YY;NGCB3RHJ-ouohop`Q^@8q`?`^rF zbOs#w7n}2!nf>tPAeLhEx}7uAg7p(9-gytVK2 zB<~xcFb-&U&w@MTRAATfOLnQS5MYF2cre0o&hwLv;+g0q+xi7b!qfkLe5a&vZX@p1 z0Sa;_vEwo@2^g@8yW8#z_A^Y>MN3A6OFjVQSmV}1K|F~w8l5yM_WZW0CoH;OXGk|; zw+-U)as>hEiRRjvHs`Ft5J4SwRf1IK?>oI zQW9jpNVw};6e`frNs<(K?`*j`l2c*{?yq@|oJBg5J>IBUjb-ms0mM*+_vi6T6Y&e? z+icrK2d9Xy!(jk-JP zrTVNA&69ERt zP*DP}tvf%`hUw!}`!U4I3V#<7eMq-wd|74)w%L@51O&Dh^o?)Y_EzDFQs);se8@VW z@_n|8Ts?Exa6p*^5eE*!32=Eq1x1ZNT@bI@jo|vdFWulkQXL_xEQJVBtQ;_e@#K*> zLu#JTYRo+!`E<}Q2)4Jxk4__SkKcvmzsb9Qv*}ILX!{}sBBvo6!^v;PYV0CQM<<5Z zu1Gp93-ly)#zsKIc6(-zF8abvfsvLrchL~9pB^P_tN`s?n7oxE7vSv&U&i0P3Q=Y} zuCw&tWY}~eB2ttUE`VJ^bS36B=xmjTCoqkHn0KX?HLh6@v+983#Sd4ymIhOvHEQA! zY>3e>da&(4C6EUVV>)Svqu1h#@aM8y0acD;VhcL%kTm5CnbQQK=`lSe3Z&BBP5kXp zp@lrivOcRw;l(hd)yH5noLhDttLMEC*^r(310He|gT!2~ zY3(0B9a2Ci+P}o%`C2tdO@{ho+R^bEzofyLZX3$j+mf~p2&G+$^m{4BEZ-}`5Wa^8mFSB!#OcVYCHTf=v#t?VcFYmD`37QvD!2z zIAp-DOc|$9=C9e}VtWIQcW-FN*9g%NKW#%U>o(!&)04)p)#mO>&tm(mQiK(Pd=<+8 z?|LqtZpT71pJ4NW%-VqeHJgEyZh{f$pOkqLk2{gvj^au@5brPpQRUKvzQTGf0b z2G{j~+*F;>;135Ta^v8pxnib$m7NVE%OY;=1mEX;08I}1LreM4AVP_GI>Wti3G9Vk zy}1Yu3%F~_Yvj6cnzIM62m+`0JpO6jj6F&0hjD=Rz!u@xI}1_EaegGIVcJc0ensRGUDZ8h&-|Hg zn^v7FpVIA@40X_Zd!;co_Z@jZ|6xaR(I`xaK#E{or*TH~j&2|Qi0)A_fg!hId{(GN z=WHUYqt?G6KaxB=+F?f6dGN$@Sog?v7|Ah`i}qLzx!&2&B? zu*vdn<0j^bUn*_j=IX(2p3$Aslh}p12B!?a+_t!MowCs`B14frJcVC%Tca&EAMX*L zVrlM>{RDj7hHI6=EZ;EL_maE3E%N}aSSmevOy39WhnTOtif1WnP-+6T^QGFz!hXH! zCIZMkz!Tt74RSxSrs9G z4X|DPZh^E%gJ=2n%g3g=%0at_{=}#!ue&oqFy^17Sb|>CU&8PEaXD_tGR<%B*3`$a z-Afh8kUBq!)+Bx7u}OuJ5}Tb_rfZ*zW~290`n9Uqj~J6ub&Qe7>Buy*CRt&FiW8qW z+-uY7ML|?W#f6(eD_nN1g8k2ZvpNkFjIvY-75Tz}S_Wf|!Z(A?vi-B2@FQ7qQ=rS#a$TZfNUm9q9WCOD}VT?sM%?`jiNXiP2! zMG<+TQ4N9!av7X(s^<12AG_agdtKV_AbO%xy9(=q@bs&UNwk&fnwZ<7y??8c>^rKY zUOrqt{{*cNKhnlOGjb1k=^wk2+Y}-&R1p;F$w^`pa&)SIZf$0@(pN|4Y*Owq`?ozN zvpEgn7eReFJcHgrUxz9>^Zu}I@dA>{Y}vpL1yA#Dtkv|9HAFL5ODH3>+_45r#HZQJ zgG5IT4XIpef89WBbvQmAh-yyC$NB|tS78alKhZowoN4F>ttYc*4ntE0 zKVboNZvu2wLrPSt;n~hgDWWdaD|*~gdC zezg@VfD#a^N+0|xf~wI$**#y0E||z+J0GJslfC25DFFlhVS(-zIs2;;xacZT8WHyb zE7#3mVg-(Jj%9NLq_5lU;@{SMBrJ!KC5#bp(Hbj-P0x=J7*W{ zp&ARB-=j}67S`#rPJc#@xJj?i#((n`%16R@T$bmIC@cIM3fIk?)Y1^)d`)y zEO!o+y_oA~8seLXMg&wC5(cmZ9em%@@vYK@$rN7lDRWf|QF{u9V!a*M`jleBgMNLJ zEtsWkIVH69H43s`Nd>Gu+PYYdx~&cb;m(w}#+;me~ zF)N~B=OzA4S=AZVC3f0#*7lY&_e0=D#L`?7`j$T^amaR!CBR>4is&dX)*aSV-t?tA zG#ScVTZF)y=!rx1r{^D$BvNS{)SY6pv);PEnoTY_hx586-I4RN>Ql>Mk|B1_1p%2W z7-%d1Ues+OthL()f@Vf(bX=|Utw0y(m=-0B{o*@uzP>)WS+e4yG3W5j3tMC?*PeMy zi$e;qF8Ri&-T9m*vOa(_@Uuw9(=(8!dcA{zH)&KBvd$faKcbIas3Z!MAX>$%*zQVy zGqS61H+g7lE>zU{g59vuESI@lej)ozL9~0M1$1RmGktRQe5QrK9NolE&n7;~Lxzx>&hgP~l zU?-X9G9U6R0y{!A`41Q99#cJA{S1j+Oyz?ooeP5=H1ns<_!A6dO z2&X4LZsNy4hUb39(QC3t)x>DE8`r=vRaBFiPVEjj_8}QbvlP~RvC1XuRz!I81(s26gmBOvM*LCc9G2)T%xt8s|%60Na-bqdL+OQt6 z+~RuSS5_CNA$Hw(VJ{Z%Xb@=6B*=82qy^Em!G z4~{Fo40Y9|<#TvJD=kuP*Q5#O^V~sXzL_KbW4mI35RQo*=?@$VA2n)yxG4=Y2fYp zQ4}bP!uU%oANz93OV^i&FErofe8!6{Lx$OL0eMZ*66+mS=a3qkwaazdM}?xQJ5;BF zL3G*aH0LTUH$^gAt>jtbZRBc99DMoMAh~6)0w(^XZThF4Wm%g9u>`HR@4ei&MJPfw?c1929TLukOsJ&oo^MNe`{+$1V+E%4 zO(VZWr~J^nCa_K5O;de#%&)D@kMN3E3Wy})(@HlqdK_3aCx~Uq9elI>UGhK(pE6dX zPG-WE8>I=Z@OymA_MSf>{ckfg^~xo}YrYfm8CL?zZ^&L-Uv-_O9F<`7mA~0TA>DpR zoAgTmicFa(lqLPP5b9dSw|qs<^Dn)9(YzHEEh4>BPqsNUEO$tA+Q^#^>9HH8?T%EO zMJGDTKAz`eeffK>dLm4pmCwIUc(y8k-2SeW(GHjdv8$@1ddEv(yL`xz%eUJ0sIL=X z?b{Wv`2Z!DB=nh)a+Fw#18(r7%((ou-ae;s^v$FRmf&3lmv_q!))yxqVnL3%>{0z6 z2}ee`P6=GiHTqLHo?rTm@UMzER0og7W>>>V3P^6}xR+GVeFa&6ur7{VGd6cnvELJZ zd{Tb~Iz;zA&PJ}B+G2n7KI^c_y%=yn3ekbxv|tVHYhLriNrVj#ch4fOHo)3E2)Yrwne)sn*))pHTQSX0T^48REV zjqp^Zh3ln^%%C!mVXrMvWI#EqXk7}`-O8(5SpUF)LB22-%mMQW#&#ddmV)IDW9B(F zuO;G)zDp!Sf(vK&x;Q>nHV>#)X!VQL%zTUzsesR5|?k{k;8m zdo1hX4?%*(OJ}EXh~Lco`F5x<7hVgtfu+#8&x!TQPcF#6$&rb0Z*_U8Cj#Xf#Xxfd_6vLwZXl_~cq3YJ5Z%=uO9628aaH$0HF>i7k# zu;!M&QEp%keQ-_+^Qz$-OlV=0t9ySt%zAEGRsQ^pl#>{|ta~dbIF=~29V!sY#vN2~ z>LZx^`g2!0TY)V~%m9KpP3lzPRyXBLZY9iBAW!@Voa6=VFOc|0*HP6zB5mCYzaG(7 z6EU8k$9$Qf!Cn|z;A=rKlZ!`=u|JjRNe|}1^HsG@IGy9d{uM%u@Z1S00*`VSNXMzj9 z8yiC@uf-LWn)B%6z<2w##HrX6$6M=R@j|9(65pA2g{XRFKg}btHoa0YRpk?Px_xqF zJNeQ;8|J8TZ*t{}p@2Ppt z6D#%Hzo6BcOZH37`KX0a4DwQWv2-oQzT$h8?|igBkNf3@(2oeeoBgWr$(a=xVq$21 ze6@+Fy0jo}A<1ZvN#u+C0}@;)xetm@(H=1@?Ron1D-a0d-(jc{6yoyVW8XP;S!(?{ zoF8vAT8(EXT3P&hm-j=kwQD0veqS_Yg3J7{V~gkU9ag(<2!}u+H-ZQJpWnNg@6%YI zbg5*-RzQ=@1y@~ZhMfq?ki9moSHYM1V7SM4qbxTmL#ghBacxZz8LG-}>m1eE`v~G6 z3bw!gri(?WRn|*UW?!}$8YQ(Mr@vjJqnSw#8+fFB{6f$%iY-#=9Wly26HRA-SX;l( z@$RPy&J=0{2W^F4GMs94Y!~BrHsa# znm<)dWi`)*6@yF6c3OumC`_enMB2gj<)DsUyqZX=Yw8JZm;%tmB{OXp!F1e@tlySgtyqM(C=`tgW;J zxBWED#@1<2>ZyiubM|voi#-cxW8F=Xpc?7<7-mu@%w`prc-1ggh1CkA0tqlkFx=sy zR6qG8e=4|Hp0zrNc(wRJMKNE6Jv$K#n85zT+hKY6%;tpQ7;C@eGy5s*b9~JI{w{2d93uAgm<}3 zl*#U7(hRKw;kC=xWs5p+o{a?p6Lj0g>f2gG=sXH@7qS9>V^$p+lFjRjkLQ?=WPjtZ zMrF5V9g~;TMYs2m(d>liwO^H&DiLD;R3(nVIqH6mLsgX}I`Rqr{UFg+q%ic6lV@xA zVS&txdFH9&5g_m#V%aZByHs3ACWL`6UgrSQohT!h+na7J^c;86c~lRH)si<%+NJKj z>-3;?ebM)Y@2?c`RJ51w+-qBJd7$fapIqrZr)VUGBjTu*Nd{Iu)7PY0M?b*WhZp~| z>$0FVUuyA$tR)=oo_^dXipgHfzE1k;%Ijz;{M5Sjm$uz8sYT@`hwh}?NYyQ3>cri+ z`gPkr=Z$4^Tv_o(N*|w{)KWqFt#eZ3v{L;^0SU>+6^@9{o&MJnS?A*oQMS@p-fFG0 zE+3CUF3+vD()uwL%OZ4_&|_ZOY`Fx-nL^RqQ34qSrTtd)eSe6oc`x#YXt$-@!fcU* z7QE)t1x4J+6nz$N#uTx-iFPm&HXTigcDtWO8#$#)>_ZVHU|2~TkHWX&z_ez=g+6oG zHPViaKvO6yH=oegfBkOxA^}V4&`f_CsNwjBK2TQVRL$e0uf$!q+33ICV;M!De;hH{ z$$H<-HO})Eqy1(WUL+Q=js1lX&*^~fOUkLt^WxUBeQi2iKYx;2dd8x3Zsjc^rH%{*T}`{q-Nc&_`ERF((2adsDzcoa zW&lou{;_FFV_y)g9}J5l+nO`$e~yqbs+Zz3D%1`$@C!E0ZPVowIC0e31>b5^21svz z)gI=)aC?}(DcvKsXl@e6%OXT#h+`P9_>%Gq`New zNRlEh?f7A{dS&J5c>ZgRe-P6Cjq2ve-C%PNsjCqG?#0a9sZ5NhU4C#%-4RC>-?UuX z>(vw0$~qVJ9VORV>(p&ZnNXaYVmG11v0O`ndZc~bn zoX_eUjdr%0xYI^CuqD%F$!|u4jFJ9mU9v#mJydwN&gc7Lgu|xiD*`@4kHh&$;*>B3 zT9>G!r~#%N$_A@xM}8+)S~IU(v4Dh&1OBVXPkkdl;3$x_jX!SYK(S)`TrSSatt-2U ztOa3xcRCHq$cg@l%}*MN%(myU?1zPH9=1(GM5R9QQ)yj;GXYNw+h;7(yAuX?W;m=b zti}sVZj{T=6Ij#C{ry$vFaEC5RyZ7eB?yTKCp-~u44vp$t&Tx)D{1QMSx$BQP%70% z4%&TB^o=FDsJNVNp}QCRi7K{CG8!R|I3cOst$qy88aGhhM^)haKNsQl_;wam)VM|& zirnH-pO^0yULf$;sv4&>Sg;zI+Trori03Pxci^>L1PA0*96CQ>mgP#mi9VWgbS${= zhM}+UlhGMg3AI+g<=czlr7Tu2c_K%iGUMhTHQq^dpXKCi_^A`M+a|TqMTxi95ed>D zFodWY%1=MIy2M$hp{x_xG4i1>oFL7MOGGgwY~7^@oX3f@nVWGEqw#j-E&X9t)GF*N z>w?>ozT#8jzt8&V+xKC=&|)o37YCy)8OIquwP_dtnfSDnt~ZYrF?T|+i6JVoyP2~fWj>-!{cO|5)GMI z>z#fmFV6E`5t&Q@-)ywbei%b0pUYqk8hhCZR!K6N1i zn1mO>xw>a>>fW8nx6ICQ`u_|jI9#q&kMW3;I!xFPcAPI?tqBitUKWX`#;qK#BQkdz zU~&~o88&chvLuwDyh7uO*u4H-ERBk(w`6EwI1J-bz@I>!@iyP;;7;)&^LWQYO^ZOv z-CVEcJc7jO@CEMV8#MO5{nnvb(l^M%qgzzo2DkkEk3XS|KSV;m#Q6Dx?ez19PcZ6b zCWCzVa1$Jq7TRRA4W{uyP*Fj=t9UCSb1Dl*F@0L>;oxA1TygkfF1Z??nhbe_)EBw0 zfd8)VgPXp-Ymv`vH8LV z6T>WGSbpcH*Ms%hh=%aAUp7MB-4!&aO1Ug3(1^Kx7%0(d+bmaUk9&73>E4N4Qt_wDiN`3kRI}ySW%6l@w5fa`;Ninvog0OxyNc4sRNQXLZ1$~TVtGZUc;Zul8eZ^ zGnEhV7-HGmPPL9!9OhO1 z<)O;Xd1v~@ClUorg0K60XVgz-FBjSPhxqAw8J_dJNo*-(kgcd>u39a%^xv8d@%hgl zAR4HqZ{Th#Zu{{t2p(eHH(oB6C$P#tPtN_}zQU;SmNBW}_PvwjUDOpzgM~RII}Wpr zt#{A&)U~8;wsSxH`k;R(<^dyh_i7*adtK^)O#AIG)$1+Og!~6{@|l}X_0Y=#cX=8z zD8_&S>ptWXGeIl8-&CmC72Qsx8{H)LVasAMVPWldS;}_(TU1XwNRm{|k9RU!pWeZ$ z-PKVWtRM?h6L%3au~p3XB%Fuxs!g4noqx+~cczQ+?THS4H}r+s>N~Xfa{U16%153h znwSgKrKN>B&!Kcq!$+3h=>YDS6WIcIv5ZCDQcc!O!&Pz^7ZXeQdvCM9nDjghKDSQUx zO8XsOZ0W>J?M?1S6(^SscvsG_bHm4@yRpppIA;_7e9@(;SJBjZ$*?0DL?j<|0x2Uc zGP$O&eBkk^%FMJQyL zce}~RU&X9;(|&u5!tHyN^jJ|=t(bt6Md0;@od)%K>? zlI&8hqUY7QectFjUCd(-He=47$*;-zxVmh0KAqLT#Xct#`=%o%(vE>AogFf0K&G?~ zqE{g+`V&yV#)pP+N(pQsJ9sG2YiS`EV{G!DsJ1p7V+vOd@1X5by%T`GgzO6nqV0jg zg2S{-=w2w+nE`OhM6`|L?U78+N?W{nTQ=t3P=&Yg$}#Ahuc;xX<|bh+au+b?#LCK( zEpD}Cr_?)ks&Do$aD4kkfxy*$$1REQoficvknsgU5u2W*$w%5ByQ~0NEoqs2U_l;k zmZou#76KtU5H2Qugx$a+A^XCFWLqo;QQT=G-vWv3rz`f~j2IiL(f?e(Xd1n2_JY~h738dsY7qPa381-s<&ZrM(@G7*%Wyds3RQFcXCpyIS@y_)leqbI&b-+1bQSObpQjPSesBc&7x+RyQh zV_C{==w}k{+Mfr(7X-Asg$_u^9UP=K5H>GU-2!Hh16^3vg6`KuTi`u+pPB=eAe^t6)0DWfq$K{w%W0b4G^hhB zrRStrgny8!)x_T5ZcD|s5Q77^a-lvv{rV1>b~AJc;aG%!QlQ6oTx7)(Z$mg;a+~Wo zLspEJ7(Gt4k{d`SCdKpv+{3wHU}v%<*)2}a=0fp825o$)n9jV)(ZA9m0-nR0vOg4; zOzC>jb<};uFS`L4;V(u2N4hS%iRmFRnlX~un~~hX;xn<9XLUemC8^dp@tMtVX&BFO zfItYUi@eifU;J~Q_Hf<+%Rgpyi_*IT{flBb*4N`Z4a*J=9^z6AzelhZ z?s|qej9H0?R8y^v_w$zth=4j;Jh1fs@L#wX)=&&Dd3)N={D|**rYomkJu=EhhYWibC}Sn72}fksg$Ak z1}PA&uL1BMMh57YZxFKda!FItzqHF891uk@e&==OKVo%s=u~`&S4Tbr>!r*%(E7rc zajyTCJPsA-K@L*7X>2nAywVtz@Bdcuj*xlr0Enc^unK>&H1`deJqL=Tux>KTuF{~l6Nga^SFFJ3%9TdHY&{cm#T zVcN?E%HFH%@v4de>IPVKeQ$m5-d`|`6%EW|O5Y=Hbl&-GpZ@1}(jK!%aZ}T8-hA0BsnnogGJS+M&;dgAq^B3-g2R9w z%mChcrBZ&AY1uHQu%l z|NA>S(9MXUKNh3}=H|})L~sYPB3*)kKR^sc%}`qN1DTMgLe$c*_lq;E(~7OQ>sc@E zHZU7LRGdK*xDkRdj0XWTfg$B_)o^IW44`BE^peV&OyWOVq?~CmUz=p{? zlgz~{rI1$)(H9Ru0N?S<)bxqF#Gprst?!ND0DzYm8u5J?YMb%x01J?zdXy_A)os5J zd$Rpz14+Yfkjl6x2*VEe5e@^!%L)}T#zHRpq!`v9Ae+;IrK0r#|NlQw-!NE3ezm%2 zeX$OD;dcwn;-fy`>dYiCQ_oO{N5leE&+IB6P#YNm&GnaVO=X-tFa-&~+j!NIm*M0x zU5};p@`v6^B5TmK1K@>%%%c$mfN5Jn5O^C9puC91r){1`xi~di|Gh!w6E-!66GO%)@()qc4s!? zkf33bbX_7OUj)R%n#69qWJzC|_I!$44-NnbnG`gTwQz?Y$0q;uPj}e}-UjO^2E5m^ zvKD}vE0hqJLfEZ({2c_1`A4*7Lmm0Eb4r(#LrtH@Scm5dbJStB13GZoow~9{fRLHUg(L z8<_Lq?F2n$h+^GDPZRj5Y|m+Zjgu3&6{Ajbm>OXXWvmLSF#GJsi$&aQ23h?7xwcR} znZ94sa%NrF5|OusU(>H);&`;9KhKY=&sP>Ak6?BYOvYVC`droW2hao`)<#d|_>MRh zLAOHF>lA+ij&ZXBvSG#uqi72pr-=y?pa{~LszCbhZ~w20{0j8K*gx)Gva_&)=8t?!Mhz&Fo4T3FhWzMh3s#W9#PpIqe#7{c_c)mjTX)^u@-0n60Myt3S z_a(iN?fq=<%we*6xSZj-lVqG7&h-O8?-@~dF4|7Jkc>gpv1d2V{69bLpMfO-1540@ zUoA}t^LDQ{)gHJ7pQXEjM%c#@b`x;J7$*)vhW5Z{@CH2P{U2_-o|%*p(PQ2Bg|PqLd?kDx^$*(!Z5y z1L5;i%QEO@Smrw-e*p4NxyJpX;s*>R@J0+{q1YCyhQo=y=!7SUt^e&deDYowAnak~ zmS(qrUOWoClJtIi-dp2wm_?N@gOH1=dW_c+-+HD%!4BZxzbUDocON=}m4!`cqvN)h z+ok*GC60PW%9I_8oQ=tc)&fDu;%=uImTjL5ow4w;g6Qg!yUF6V9N|dl?K60|4#BoxqzZgOzLi?y#a8 z_7F$U-S#`l$(}@Xo8-No!{mo^P?x>o0b*oRyGw;T-}qJulI!5t5AYv(Fq;8q+OK6! z-4NxO&nd(SsNwGqrlr}#Px$;$jDxA-Pc=;|BK_;~+s{U_U1_XJ22Cc7fDL#oO@{jv zNd|VlLHoa-@Fol>XV_55Gz1><1ZmD$&8) zt6o03!7v1KL&0;(@ms-k!50Hk+lcZ9$K%GAewVu0+ho?~IZR(c2UHJ}Vvf2G!Oi(z zi(|g)j)!etSFpYQ_A@Qbcm3@7RCAjT%1g;k&P(#EazvGK_xTh}!R#_+2zq%LjsEa@ zH2WX#8y`E&+c#ZZL7NPwGjdXSGoSO~AElbF5YOi}S$_MOXr~$8^IISg%-v?53Y_lX zY&$JcyiPJnrn3ztGXMUfSbo>gZ<-6?{zt&31{^_GAGGQcjahpME3o;_lM^hlOpSQt z`d>S62l_5CEYI{z4k|3^3u*Tx9zg(d!KR}PcFyuKoWBiG0j#9J#=GGKL_~b3>7NU92(osvr`W1+@<}5oj z%-+8J_p)*Yank%GT$Dx{M|10lj-pp=mbr3_v~&m}q|eO>u^4wnK%N9n1SD8G_3yl3L5B2HMJ6MWzgQ*-j zdbpY1BdzivpSZv}66#%7Xjy(14OLQCTlFxQZZ_NVsj7p2Z`q^59SDv@JZznFlI%NE zwXosL>xMDMtm(;XS=gu_Xik8V-@>JF_^;-AETbZ7TmSc-z#xOR@PfUXIVHg~rLvIL z-+oLY1&eAj_(hXQ!D_X=(4}e;+OhJc<~KErJxCwUMyFdaRo@mR$S2Ur6$GQov<(uZ znuW?Ukj&-I{U!HH<{%9m8%(1KMK{}^`)w9eEq0=I5LpEI!^N0VkAZiuizPH||9Gyj z+{&aItWw%B0dzK-N8;%RF(%R)<|g>m26a!`>lOHAi*pbe(lBlrX- zy8eGr0v3o84qo7!8u9*&7}c!);ah^PE7MWk#Ur;WAT2!<+hKIni#%P3Eh~vCn-=nF zNtdJgaDMLY94|pZ(uxy>^P52Mu%`tqQ+*y{x@*=|muq|orbTK^Z08H8*Z#m3WTD^@1Z!%5YjaOp0G<$rj;@B6o_x;d@>`+QanjvYFt_j}Q*=(UXN670?tgw`(ry2IEC&T4ce3BQjQ%C#R1{yb}YHXkrsFw16<^D8*f-b>e?P|7X z7pu(EQSP__7ETv}vx@}lpM8pnSL4vLJ~;pJwPfSG$AhYbUI5Hf4?>*J4ksST5|_E) z(JlDY1wk_I=K5uKfz`BXe+Tk` z?`DYlhvauNxe??ZnESZTGF>f)j*TRm3c&WPON3}bIw99c_er!gN^V_ChVH@C=3bdh7)|YUPtQoC|+!YGGZDrVsr%R zqsr`}taS-odtEBAC?P7|EhKM|i%?oTGOJzI&^!G+X^popRTVIc)%}tcW?lNOrW-&s zSkjMP{l{kV#b+@$7eTdB0mpv(8eX1Ffd&iy(@BrPm1dBNV?Yqt_EA5_oeMpPjpTW# z%*Tr{2qIpxvVkEvR*=QPZkRW7y$qrsO^{;^yb(p+yy(KN*33}<7=^?0(|ZSjZa?2A zPxAs-5dYqMM{<2#x9Z`A((n8Ffe3s>*bdZUpS%VbHb10Y} z(PSoHhi2JSD`3l5;P_eaMoI4db|jS2$mMTw5)WmD!ua3wy%a-+pZ_&(6TGlib+e>( z=t@*thvi#*e$q782IuGkzobTpm1aTf6fc)(1kEn5f*QM>OuZQo3fkEOo6zr|$Ul~| zhZv|a`Vurt>H>)6{cb<81FQnF{E{mmXQIe%zjWRo@YEd|n(i_%(;5||jK*X{ZPh{O z7ByEAG`%8%WL$}U2Pda7Y<@l$EZ3_)1d_FneWA<)m&B*^D`8Od64N~cW4RQGaiEk5 zq%}Gc+8dBBbJ2Y(m|a)NCfBoIj05xoMA~Otm$wG9(2qtwLmi<}_e@tOT-DF%32r_~ zXhaG=-MnVMgSy&?akJn*4~x`enBwl{-Bo=h!+x2iSBDn3r+Oce3xi~CpwmJ9P`YzI zJ7s>=%09-^Ehuh#U&E^>^}pXP-faOwg7k;fIn*fRr=SNt_+p;{{B1V!8`ew<3)yD6 zalz-7Fu*w9pk95dw(!GQaac09-IB~pGQm#*^kxRT8<5}V#c)poCRV*ku*0C~om`fH z0g&6Q6Dq`Vm_-ASF~t3P&3D{2fx%%@*xSB08v_B)B?F{?0x#f>rtOkHCINdhdlAk* zY>qikkjSSTw=e>q^AjOiY%q25fL{4*M0jiuQ`W$&njTZc!VpM3=uX1#lE?`@*0jrJ zH2wYktvC94YO%2t?i?V_@44Q5Z8>Ax^!25vVjJVxys^O_z!3jQ=z7MX{oo1`Q=xp{ zH3aP19wgHhAkZw>Jx{(s3hn5;jx=XqR2axVA3F$8B?vQQ)>F$yc-!tC# z_xasVT<>3AfH0ppXP>>-UTf`$D6ppGh)19wO?2L)q9983fLBNw$(Js!I?Zo)k_g2F zUo>k#BLM8BlO3=3xDjG_Z9`br6(>&W(s3~eteb~7q*I*zwtn*=Av-vUJ5EUSS`qyV zkwC<=(?=lpy6{ukUE(#s+9qXG)G)@7^t&knfcY|ecda2}Y+0viB0r16?DTh=J^TB5 zlE0GAXQECE%RvR|#%eN5ZkuTC0tWR~_*AY{(Zs3=C!5ykP}>--v+mcdT)pSDtSPM9 z&cA(yifpAJyxyjyp#to7{(T={B7g&*A`NNBL}iv9zbx$r{d;6T5Ch5Bfz@K{B)Xj{w4K5| zT(E;D2>UArj5&a#SG^|Ws#|NB zFAw!iRO9z=`n8K;h1s1kWpfw!Zu{y_YQQ~vP*6;n6zI5a(fsZv-T8H~xM;pL_Z3e| z+7V!;L3RrpJD;6cjvTw|dx74O0w6mH+SPLZMDCt=3-|z7NnmuiD4%wATHF;=*2-M}>&Lld0AD=Q zH)i>NRTlYuZ&1=rzRJ@yPH|w}zdgVXWjLa0W$~e1!(Er7^FF1k%u3qY> zr*a*_g!dTU+!?w+SlX`vczGwXKUX2s0C@WzrXKmDlWZR}gK06hx%{D-E7SZ@v&hf7 zs#wY~|0I_7_~63pQBC{15s%TEmi!RB-F}cl?(?@=m$p87f4LTS!7Dr%;Z9sJX+gmJ z?!yxz&cc~qP8xm)I+%({?)7v@jL334n!N(M7W5?602ULaAId|!! z_f~*yH8eZX?BxtVhv)M0Rq+0-Dc*bFHIa-!RV4m=Sw|_)l;lrmG9=07_;l30T2zwYD#ez+aO?Ipnq24-e!pg z#l7}^)3sIYLDRJXAhDrYpZ&a0(G6Z}xrYiNM|fCS&7C=~72WysqAKa{?LX8Xee)oB z%kVt_j%lr`xMsjSzbJ43F#vqkI1(UuG=pmZ`hit9FY*^$B{&izO=<)ajO&cBoXi7p_<0^ejzaav>kBd*a{m?y0y? zAW~KM1m=gI2pDIpA0Vx9vIv>90qFdm;J|6(G+8fye8j*u?%HhUHWr?UtZ?)DATD$r zEjxYy(5}Y@@jt-}@$3ce@9zxi?-MR^nQjDh+d5<V}t^?G1zT1Je%eT#(-1vNF zr3f5^0b_hQmx7n8QH0dL43a-^V^_y4pNrA;Ln@#~cn8hDJ(nxfP=1ykM$pLG?e1WO z*{SRHYbs$&32vl7=j0!0S@gbS`$agq2VLnmm^dyi>T>=%?;302 zYJ3QGh>VG3rGLW*XZ4eEktpoPQ3;4a6uOjL0H3|I5z7^UN3H^?`zb89ui!kWDHF%| zN|kQ}{`@%sm`GRQ`jpwcec!)XTR4O>?nvSq9o56cyZ`33Sh9XrtTJH%DIRTAFkOnh zqKFF%qe!;I0ce|BJul)eH_IRS5E}zf)rDq3=gIz_Pgqp$TEpBY=o#8Bs2C=twZGd? znWB3$?A1QKfSss)PxWg4Y`a_5?HZYg>&Ff86w*T^e%t|dUj9L7m0>3@Q?u93UEMTW z)0W;y|l5SB^C9}!bx{0heXV}Bx;qc}KzKQgetU+p>d)$E4` zPPk~ly&*_1en6`CgRenFyHe-HJpej}9dNOv8|{2Je?dFJ|6a9@$??mx#+U%;%U z=s8rn-@i(_z*jU8Ak_`hoNB|RxdRz@;WIAB``BVk@=S&Gi4`g<2W*n$48iUaN6C4Uv78Yas8jtPDHmaP#i_;tTAqTNnKJp(vQ z;c{pLG%gI`b=Z-CI^lO{9a++8F|z|Q#lwn`7jXm&(dx<0#E>0wzZgZ5n(doSbnsM~ zW=v+9A{w_NVVEE8hD%vE{N8vEuOz<9%9KK`?@F>#9P)m|ojJd@2=(g_TGL3iM~dP*j}0Cj#)i>M$ZpuL|gxa*$jqm<4R2S!e+IT^DOh z0@>fxeRu?i#9!@x*=Gzc$* zP$x^EHcmz66s%ztF$~3d^ge~|$H)`mLCS|NTVzAF5Z+?!N26&p+<0rZASk3d)bE?S zd|Sz%cO&h-(L6Xx$O&1Cez;$Ml3;GAzA3P#8cZ-%!G6`?)`JmLJ-nU% zig{8BF?GIaK{Vze;m}_l+RY%4R~1)Gv^S19GcZtbr?)1&g%BsSMKCtJVX-tQA80C8 zqq6BDFs25RTv9F|{cwK|+1)ce$_mi;r2&RszEjw_Vm^{=wxIcR1aAP%@*nVr-ts*} zQC!KDAmf1OvbH^VfRO|JP;(B9(UAh%P8)P-M=IDL;WlAeDa zC2N+88YObe?Fi}bK>z-nDv^M;6fvAw@jRD+;Z77D-;SbS-(VB4YABmd|F-g+>?d1< z;gSIuY;&v@-t`b)^9O&uK6VcafBNUf_5f@LBcC3+v%!3&XBbMawq*r&T{^~&fZtlY z0hZZu*1(U}2d@g`A~>%LP045{cIBuoovbY5iw?+a(v|)II`d z;1E<@)j7bJeH8NSrx4?&w7XBhD|44>t0ERXA&wHn(Tz=Bmd%;M2are?Nh0c$KD{}>1%4=G! zyJ(Z~yV}@^UKTH_F%$17<-IAEd=DLkAgE(=R;PBRmn>%KSY7buaUbrDhx$IEeFNyfEhYcR>|)Y!ql zo541P&z!-)AjVf;|C7d>`Z(NX<*7q%s8?p1qQEbGtWR}uF|05%2`Pf07w_A1@ zX|7s=0a0{;atpsGr_L%L@gr$1YOM}k&ZYk-((3PYCXp&&nQUOJUB%XUl*)tiSGDK8 zjR*vxa{F4z;ajK&peXG{Q(g7j9}ylS2y*o{q$D!C9}i__`TWE^qfx<|&txVZSrhcJ zUHiRWqV)1!JdONfD{?IM=FGXzqp~8Mxy(?wt1(>O{8`E!KRE1QOTB*r+T?JTinD%< zN?=$jUrc+f=sa)M+lCS+@n|f2`~|y{zO8WCUDe}B6bFgAN^7{O5}ua*kMEmm!+@8r z)1GlD+i;PwATiFV;0DAJ#MuGiF=Hl6WWR;g%d+DYmtc-wv zC2o0utwZ<_!SK=6Ut+?;BP5_}bBgiPC0-#txQFLa(Uxn(sR^C<=`Q?J{d+&}^2;YV zZUa>}!4VCw+5}04klQcJGJ@KIQO^R;HD-e!YB3O{r9TWd>o^mbyq8`{s6QyZXo={L zYnT6BoO=_4YI)<1(oT7*ai28CNtLUwWPH=Kh$3-z&I4}k7n2@p>awo(XRoMT6KNC8 z`%(-a^{mFZmC-7$WK^vQ;1o`?6~)p8$?q6skO~jNqxddSIiAC4J9B2U6xxpo5>30@ zj>!8~?GV$=6h;rEkS_p9s|O})s(jMPMmR9V0An@XeG|t z?fb$Ld-JQsCrSB3a4twfaCCA=1MOl1%&>%I2rGealD2wZCi{^d3I{g?9sUysuR@u5 ziAhc$FDI}0MJ9~?tzBu>l3Tkm76XUA6xLp)YmAY%3WW-e z!?ziodg|&UEWD)R=3m;YpKhZyRl#ioOVx)8yL?N_=IK2B?9)SkQYC+RBK)k&22V?G zkNrZqJ=s`bFvGZE{*&{|crN@ceL{f)oKeZzv#?u|$3gzCVRD5T`2qXt#uO#mOY?aL zHd;b7)~O+wZj~pxGs~h;`)z7pQQ0&3w>t-x|H>m?{5e3s2#284*PcD54v#ag>ct|I zX=Coi5bc%2ix>}pbiBah$9N?zoeSq3qE-#t`^;AskQtjZ1Ba#buj*!HM~PM`Q>6P1 z_+`-g?xqZ4(~M6*86=~6l^TRHW=WtmA|w2TSt)dZmI}fok*9^C$Q%ztdK=fHCUWe3 zw1zSyv>Uf;i*fiu0MAKoZyYu4@8EHp;j0X!=RvA`m?B*FPrAG)#yyd8v ze&%lj4XPTCM&dI!RVve@Acm`^2m#ih>@92|9y>0x$GWPCoGCSFIzLl_FvJg~J7OBb zC7V=6uKoROPz>uYAA9AXeo7UFk+QN>Q6!R`7Vc_^{8%QJay5Aso7>K3X`Wy0(MS%5KpADMnCnnt7}N5Aj1_Jqej#M8d5kV9(@}7C zx3l_rx=I_=BR<;K`ADn(shm4U+O#D4nq?MR`xWOEiDhIpPFmR`x&^`Bj?zzM>y*o&Cp>!G&ve71B>M|vMoO23a@k{if{EQ{k@HZ63{njr zcD67x(>zIt!@5fWZLn@xjKfw9_BJ+ZS?;!c?h=5Ipl<19OC0Cf z5kElsJ;O&7ZAB-6dty}EvT9=V*jRn;#~1CL?iv+oW@|ckwjNItThYYyTCO#DbFzJ1 znOK^6Zx#)$=l56VJN^RMKJx;!s9+_^4Sx@niRku_T}zBvRT;a`fW=%eF*^@O@%S+Z zis^+kUn5W&;j1YVS4Gv5b9u_ZZ{)zlfIE>DGg54RhY>UthH`!dSvD#U8oCfI% z%@879nT7_O6gRjO)h7{&PZ7H1FH1^UH#PH*a%j3&fbyNCSBha9qB zsb=p-zwUlis>HzI;k{T@IhOoDi2F+Z`EKhfuh$jS|6=Fz+X>QZW8GW`MG;+dA-Cv- zoPI{Xu*|MIG)25ig;m|fcWQiqZ$X2|Z{%P*8k0WF%x3}#4{cTef^D8;$N(?>5oMA{3klNt}tY3jk+hk&TZ!mwzXL0`XzMzZqlV^>DKhTA`Ta7 zqg>Igr_Q~^kff61J2a|TF_ASXAO%gVl3CV|8rO{7C?sfO>(bU3%}nExmWZ>B!odps zgsqX9z?XhdDint+wn!!_N#`=mg}YH$L~P6RHb}cj)|C%?Yx`bdHNn)fuK+QJkyhAA zw%n>^3QBtBPIU00z~b5Em*hI;EReTkW=x_%&=2G2MEkOAj~rgt{tRM( zZ=!Zv@@wtzOZoh>JTt;=nB}wekxi$b=yU%<1~iH#BbIFKrD@*drG!0c zY;1IgTNUY7B#Fbzx+zV?Uh%(u^s5-q3=bzB=E9674M(X98HEiQMmtPdv`xr@(a7x)Zuu?QiLwXjOM&cIgFajO;6P~M?6X)tZM;H?axsYO$SAG@Lh*1*QMOVPp|)kdH;(GvBV>4RdtDuebN&MV0Ev1ZV9TpzpTf2t({bhB zrDzB=`_XkDZMy}?<-~Np1q#yz?QXPQ4V`3!|lO*dMxvd<06Y8;c3^s^suVUiL2;yrSsEn z#VoV{5i+DCu^!BC8>b1Vbp2UjoKgozGoKzsIeJ@^eu@M_;4`uG;@P3r(pX2rCzXqs zqz$J`7C~lN#m_@$bAn6+g0czx+7qcft=g|4o3^R1Zs{tmAh+p;Yhf$rYHwEve`&UN z=yREF3#?K8G$XK&pmUVZyI7ICVz$JxWbbxigP~uXemCC^lYFJ0!?-`J69kJnT6l!2^#iS+Y~PT*Jo-s!Y56zzNe`!V0+J4#@?0E>rV3+*;1Z(%Oqp|{<%WP`e;m?M`QQYo zdBR9}hNuY6TQPf`T)o`1RqscSqFUwK2MiK8hi#&DD_@22q*~-s;kWtH9zhdZG;CX> zxto>yMe3iUEKNVfEjHJPr2U0jgkvc)&qAdd0+~gp-7@o(NZLBGdY1(g+wNQquO9Y= zn|TB_i6kiq^xY8{Z?qta3|;PCICk~5KXqA3SPp)VN4x2iD3BKYm5}FUWHWY6;YPK@ zjVxN`M$^a4^Q4A4xKYoMfEo#o1RZhv@o2uIR%88G9FgUe+2!gy>QElWwR+J(G?&~n z>!0*5w>wz*s!LQf9hT$1BKJJY^d!zj9YR~7nv_UCPjm|=P*-8C>KiV+h7i6a@Bn?< z0^0uRt~TpwfpIkB#HDFv4lJjrBJr%&dRA$hmwASLFz(*K_L`CdM+UM3;l#b|;k*9|`m7Hl5O> zZ2C@JqUT{ej54HI%jza``v^L%gY0Tm0uR@1NpC_^C~-|iMl;Abq>87#zGe6=XT(QT z$Kr;#W(qgoW9plagNveGSz^gBqrMB|dBgWqYxP6?>xLcN9*9T$M&oYnplvFjF<)5S zVaN2K&lBpZ!jGlgd*#g(PVevqf+j|X_s|U`id=O{s_&DAF@adWe<1Q!lG@Yp_WFrPORXKXg<}M?OqkiJ@h#8OC;6A4V$MtSWsrOLILeiU zP+5n2AMcYO3*v>tFm zVPaLV64SONtbBzkX42D&cii1UG)OeZbE@8|_raI`irt_9>zFVuebV|WPmh$beE8tZ zHNh@;6hjq9Q%_WSkzK-OX&s49ID@3%Ml7_d+OF)5=-fD=#zglcOH$XNZ2qmNs|Evx zaYu0v4h%ed_2k0y)X~!Ozv)5 zeYow_?vQ7eokJ&sMKu^RKCB=;vSU0eGp zt$Qx2-$g=VuWUb~8zR5cw5kGor8>0z>93I3*z!~$MG<%mN9lhGw?q!l5bN8yXy>R1<+341L(BX5HPTkK%^0+r>S0oB8{IGdY1wTDiN14Og zL2mq3p*b#TRCKdlTcSa4rp`VdRo(fA$@=*#f)Vz$+9Kslaj2p(LB2p$rSh>$#=?|s zrO~JW^5(40Q6ujTdl%X(^VtIXdl2~)j}5--n8$Z2o#^Jr=Cg7QgP zV^cKrRUJxRuHvIUbr+L2s>WX3n`em3WIUW0#hjEv?MHV=l&CG86q=^O$m^&l;R}3^6qW>=GG&=$?FDQ06Nr_4`D8@hSaX48T3>#f`s2y*7D5KURADkP6B{j(ED{J_bB zZeFT_i!ZJmZ}sv;YgQcsRziA2e6Oeubvjy4y()d*r1DtUSFt@vKw)Vcy2|Z~#e^E%UoDcc;f$^8F&W z!DK(*^~^0OWLZ?wo34>8snVlWy7TQIO#7vvk{AqL5KPDY*BP$DmBmZFkD^x)i29n3 z$&$uL0iBZ4+&dHptDUsf9382@b~-a*d^h))CrjruVm}y9ZsDpQIj7~OJ-JG{EtCKB zMN$s+8^3z#=iC2l-gIJZipz85CY{-P$ld#ZqJOg_1~^*0YI`L`!>*~#zwWJ}CSUN(=Z1&;X{P4=2DB6`oup%amJ?>{o| z+v*7VHj~8d^<-X*Q`BL^&as`(yj=Swfqp`q{X$zi*?E_fy zi>4=}d^PFB-+ewoYJT_#Fr*G1brF>qxmx|s=hkDgQfU3H5DMvSGXkCDbKB%~7%^6y zBwY$Sy_s}L?aHH0Q|8Xg@0iAZsq1SJ@z(m{`G$btBvCST;@c!l_CDxI?T`ZhmZK_h zHa#G%n43CU*{Tz_;&$PDy=XS_Jd5sCC;K!edu8TvD$a2!>bma8>-jFK!T3l=?W ziFo`?mkZtCzP$fe&b1Kk~G?ufPjXz%+<5Arq94`JR z^(WjLY_ccvyODpk+}?*4sxUrEgsO}iV{tjuMmnex@HczFln^f4YrQq6=IfN^P?Rme z#bEfhQd;BDww$aP@akB$i_pA~J=J3?@XoBe4UuuOZO2|x3_^S<4sEKB9r(vb3ek~+ z@Pz~G?L+9*Jh1OhywUgB4ega;X?a61=5#*i*LDWDUPA}Jx(!^v@oYS?p1UA^FwOhp z+aTV?PkK7I)<0z;7g@b3*j0+pe3>#quR=LXF%ng!f_4Smom1 z{e{2(nE{XYTUTc>;lJ_I{`Fv#5zRVW()xd=p8kuMYXJB*yhQl*W`Ff4|MmU9fB&s0 zsA!a(ca2_A{vpW##t2>VMBS(qeU&~|5%k}$1bj7&gb75HaIss^3||Eth-g5+5(8lL z2yNCho8%9YpV3OP5%Z37GPG&#$Eh#g$QCbpUKcfhz z^#P;a?-NM{+38XIyh)GoMCen&JR(-%dCYvgnZH1ue+VuK5x1O)T=x^qK?z9)yPzD9 zL;HXiz!?0g8*Kn$T8LN(Ar04pvwnN_xJk6vNz!5um^wi#;*V~bE39@$DBtU%e(}#T{}3J_=uP`? z5Jjnp7htilc0N`5`Ie9-14wuLr`9t(v^>rxh#=~mCOo~HS$$?*?O>ZURRx6R}sb3c4t3kdKulGq2tJ77-wS>9(YF~27S%NOX^WHh%7 zRpW}syA?xyNM!EhKr?3*5P$Zt5eS!7!QwcNIH=oUbOD4R13vu?pUwiqV&&wV`dfYK71Oh;9tD2=pWG8?!iq}Kc0pi2P>D1wABiQB9 zQkP%_;UJ%ByY0~cCb4~9&DkTP-$&rtE@!3zr~6wwAhL++rA>kYRvr_Pbwe4XtOMJD z#`^#7Q;94J5i@Cy!L9ZJi7SM@xJFMa@3la{HDIQ?p`B$#$--25&%_>I$aw)y0Giuc zHZizXOSB;4|Jq$C2x{OXSU$m;5Q zns)!~w0_t`oW#?9WQPZze*G8C&s!UzUwxEViA8w@Ufxwj>REgdAns4SdSL#U+w^U6 z77+dFZ5_aLPNz#)*VlK+HY6aS-F?{X^N^>zfB{rX+JAJfX;>IFX7W=~+ySIxFY&(? zsy!EY@I*rHpqm{7wZbgNFn}W8QN`~952PnXcf zyvp%CVw6>0;EsS9$~BO`(xHF8&q`#lo6+tRyg3B~ln7iEwRC$av;AK{8;p{;t>rlL z#hy?ds|(2V55BzG(RSYhoQeoQ@cOR9SnqWOHbo4A0wz29yK9wb!-)89H3&_Hegyi# zEDa|W14+t^gz3fiLg!iklltgwB?7iZio6%7MN^rv`KdDiRV*9Ichtdp`*Q_f>Jqd< zqd}B_71wRQY#nn{KltIxnum?dvw&TNgj2wzZ_nv?!|K|nZyn^NhS8+{W z#h(+=!e&Ob`mfhcf_PE9NfxU;5x2?f;h%1APKHI*WgfzSyoF)B$&bwB!T$OzMXFmgtvTGy<)1pJVQN;g~{QsZwKMKTR zEn{;MFpp>J4TL<6^)ps{SM+ zpq|c%m`XV2*+Q4d^8awHX~t@J=5#~LU%u4JZ@Bt z1CxdT@E&kj&!_d{WEjyFErfpo^14eA*EFQ@bX0&Wxn#*SrE&H?5;|1oa7=g_|Gz>M z^8?r?#AUR0QcMk}i>!eKb80N^1=!Y}WcF0+v+=N%&0X;5FT`ah)GHN74j&0vOf!4k zOuSW+p#if>QcL`KU(&~@Vb;vR6EjeQ|qpnKIodAG6*NK!vzI{Q_9Z|NJow0aV9|SP=Xxefj5SoQfe5<}Q^g-aq}r z|IAe?iNS?2_)oL`d2;`}VZ`CJ83LZ!$cs9 znkUkj*f#jbmKOSmj39E91IBI-!d9YUfK~cq-dXV`U?ImNl-%XOndZDWP~8&T>}PiH z0n#Fq9BqKv1px|lW!DujoGt{IKX7jy0KTnIb_YF|+uK{v0 zzJTEME}OdPml%T|E#5LiITI*NAQ~J4V$HSd&5q9RNCd$a9H3L%7IT!pR4SK%+r|qF z{?l;2tIbSd9W7u)V-O*V7Xe62U=WOj@86GT)8zqzj;#)uqlO5HIwH0WH8=%P3W6M4 z{hjy2)lXER;eZa-WWtV$IK&z;!83MXf0<@`1dJ|D zG?h-D7(&2t87GJXs=e#Q_u!mIroKjSt|e&`vIvtM zhcHc~AE?>CIvo}<1bp9uXKr)lr7F)wK8s)?=EJT5#^)a{GHv`jpYMv9%-ld=adXn$ z=Ajdb$RZF*{^lR0AP2qplCPl!xb5U`$XW7;?&kcGSqDV?j-{>NAl1rV%>jP&kqh9= zNeL$AVNEbEu65@&7Kq{Yi3gMIn6%nBPwpAoCiYaihstv?xLib@IheqFl(Dat{K+Cg zu0UDjPc^PAth!K#7((f6m7aNQgmh!3LNuysoMg!vCOVBF;RQbDWU3w~4G0jJY-hvJ zO}v{FIvlOTU~Ayqogdw}0XiAW9kFW=!y|#AKzUKWi7(p&#-^WozoGmfnk2jf_#syS z)od?N?xYPcw?7fs1?|REg6gk21~<0Zivb#y`+Lejzz8V&==UP+<{9zdyz3@$I%UFs zGzNP=$T9V^6yb|d^jW4+aER~Zr@IK{gvlfDpgfn^cSC5EUN&h^T%0`@$ps_Byso$* zuHOMS^2@P#PD@Dj5_l^+wl=XixD!6|^u-`?w(4wDx&7f{3p-LV(lw0}`aD0Esd5RF zJ5LsyxBB-4@(h>E01=a6gcoldvq${Ht!L{){8gmf6?D635ViT#o#q|b^y?YaZe6Gb zN_E>uMQ56%a_1)@Vg78_-#YpkLD?g8@Q43usp%&lM#?|ioJBZLZhs2c&!ZUUgVf_D zbM;B`C&zxz;wZ*HoPku0?%iVVs0mSB(L>T#mFQ)kN80P!61=*u zvX$UMO)k~=?9ij7rkd-i4!?m2FrRy|a5MfmsB^>!L7M*2y$O6l_}C;Da1qI{>revU z^&w)Gt!q(wdzCR||5pt~3xvR#jt5Noy-|ldCl=8tk&2}pgkO`ZT%)=C(B`BN5< zOsL3mFFiQGy#eI>(}g1cCj^whFDm)RQEg(w>8SMbxoMCcB_*IuXAYrSueAGP;BSnJ zCp(r0#aVAK%iJD?c{yAE0Ddr~P@rDEjSmJ-xgbb&sA5P!gRyRt(&dLYk~<4=8Q#V5 z;UZ8;S|E;f1e$~^YX5C|6(|a#!H`(tM^B!Se|xLh^2EBq&@k{twnW%a9oU*6u3JSQ z3`V}+>e&`-EuTB65{rnX#%a6eb;s&|<(6ja8kWIE7~J3*AMXnChy|V=BJZng)jy43 zAz_vx6H}I+ejWjatNYYrmeb_;1HOn))C_lJN-%IN)&SoRN)qY=h!?e0Ng9aJL;~m@I5**l z(V36|6)@_vZ4b$ZW(wau6eE5mb_)!jl4~T3hsE)M&5*k1<(eVz z(Geis^2YIqGu{I;4l^x)2gL1+1P*%BxU1)J-v{FbkcNN1P?}B31byO{d>4ae7&1{q zu(gTO!Cj`=Zj<}7Z49Tq>|@ZC3Nr^C+i#sWKYM?^UeqgG0Cp0He0C!LN^YaM_3JB3 zA8tC?au9j14sKS|hgo+-y9oK{1dn^DmJ5Au2wG0@a~|%#?;shX*1qDJvtUcGDDPzt zs1w{$1?WO5S$(R89uOjqY~WbjNAf`*2&BDerk353h$207{irw*yX9|SHU`Y zR${~6GT5oil|>G+T_Grg`^cyyn^#Gm4Po_-i`qJai@0&4qGz;2KStPRtszQiJHk|k zE|V_wg^3`hrW!9V!_Kb=<@|6qGJ8zwMQaD)g#5}tTjSeCe~Bs4hL6voMa&}(4_e)j zoVtm=z(NWqpzKH>el=ixJfD_%dXuUq9@=mr##GBxBikAO>)9nnttmnsv7pi$|u}!1(gt& z&v1-$mmxE>aNQbsdI?~N@4jrSM=^zIZ_Ca+#Sw3yZ=0O+!woRFX;H^<80Ym)sm4z; zdtAJiB{|GQa#y;l7lEHFhklnrSe%6kF3tBZA|ZU;+?yT5+i9%IdRBV0E%)fS2W@eJ z*>#qWzXA{-YYO=FN(|Pm)9o!I+szioPnYG8?U5~ft`f8vWPn_jhCaFG%r2Y_BOW=3 zjMJc&{0{GnOS$?%LJ~F*h+~;Ae6563L>F3NgATvX)7Nv-Ujfx3**cLuLPq608eASt%FkL*FQaixR%O!08GPzCYZHjlKTUHW9cmT9RZ zHcn>kV|Rr|U48O4Z@NzW&I7N5sg~@14zLZuTXDogJ(@F`hvitpCXe7{Ozs#qk9|Uq zxPvVGa)%zKvMtbArBk=2r|SjJIPx!tGM}3Ms7TL&8z(#7tH=!H?Gr4xN;V2X35kum zy=&EAyonUrK?lg)&Ve*Trc|RAXjM&Y1Yd)sa!hjxN~RBF>Y4pB1zBTHh>%jx`bNab z_Qrb5mDcYpsjcBn+|<8bRKIc`;i~V?k!*CRat13dSpkx)kONEb(N5UxY+w|$I?w1%b-A|&B^Ttt!!KhwRW_@I`Y9fqoH+}>8claosjjqB zSoZnSh&?n`EndM^g-n3|ijmt^Gxc%zRs_BmWB{&seu>gA^!suD9Udx-?O2*YlQ7mb zOHr>Sg7G5?>T#IP9>$O1;3na^M4g%t;cl*DTNOy6$5r0Kc|n5viki$=C_V?sd{h@> zWl`g^2_{o~GsQ$v2!A~%Hg;GFuj@RBq;z3j7@aZ+O2uB_aUC~QLrOK>?!3-SxaST0 zciK9&@m`$PRlGNSE^S$26Y(YDLF)&{msD4wd(r&k2<<_)pk|NZz&Iz$T>cYuM8z#f zwSz2$_x|*ku)xwiIv03W;>IGPcH~7x;4{^#706Zl8hW2YBw0jP*GfL}N7=^!_=lm9 zRIZ6V7=3x^fsdQXIs0HZ+|R`@VgUvx9R0kt+ycSVN?*I_W6g*fD81EnPkHVeC9_ZO z9f;!ai3k4Xq28A@h#l?k0+#FCssky#gxWIjyIPjs4R0$C$9>{a>KZn zk#$NS!X$e3AXUwp`N2byUgCp``nb&BkoGxrK={3QvJoctsDh?cC%9x&}qI$?y zq+)g1FQ|qOvOdERA43bX?6?vw=?*g0tqpXy=1gDbmnMpfkfj`lCTK;;jE#0x@0>nl{BXPZmCdihHFbupY8nt0_U=3;DmaSbW)=|N)Mwr z9{n(*Pb6fb9XIJ=R(LE)wdI${1{KlI6U{yIjZww#v;Y}kXjJi)1`0 z?CE&rxKfN4vY`ZP1x9s|jWtLMa1q z%$YfYBVV_{hZH4@Dz^LWgou0OA^ALLVQd8(mwC#MI=}DD1OPp9%~x$ac{u|vhjz@T^TR} z;ec$pMf@yL9o-xAuC$Xhh5W>A--HW^26Eub$MmyKQLI`pkMC?;$DI4${7_*V1a7v;if=@;igZ|6#(T3T zljN>UW4Dt1isD*KFRRkhLqbJS944ijWvzsTNz80l9%eIJ?tNT>(^2!7u;`W5sp@PsbIs~uI-|yd%2^z6jUw=P$ful4#okQre~uD-Id)4T zmmi=MB=1kVk`*;^t4T+8Y~@>8gCo$r~Dj8W!VkF{u$m7%e!KJmdORbkOOF zToo!~xQ*>M2&$nytpWBiscHe23-t zv(^ZRNDjbHT+@tZoP*RkvCInoP(w*9;UYJ!_6dFdw){jkLT%C~lj$lUte*qACk3G`m(S$sq4Xi7+ffSmo_2eh!}zrTYa4>bk!Z+Z$I<;}7D+@8FLH+Qp)EdexRQx1 zM|J?=u87s7HVAv0bx%RgMPua8);h(t)E{_-t4cc{6$+4E=Eb-cnpi&JB7Hhk`B@AC zV^=9P@+bHzRZ#cs$=D1-B|GcoWAu#T!JqVr&3;O#(Gbl%oHZ(F>bOX*WYEzYhE!qV zOYKvV-jjI$gr*DUjWyq1*k*q|-O_VayrqH1B~yeH;cUcLbfjcUaV~q4Q(I z`^mcEs3~xRtK6wi*Ragag3*^+iJ7D0Ma-1L>ryvzR0vLIUP$HkSBfVbSC=>2)1`Nrrkp=SmU+&Sj=qSh4ktt- z(k~4>Z+8}KTCkp=gR$Kpms*N2NY`{_P}03N@t7#jhVneqnQ-UqAFqbO&fp~cuJ*9o z!XkRL0{LdOif8M}erh8_>f=co$Pb1va-d?I$Gd`j#SS$>4uHup%)S97D9c1Nbm-xDQHZP^NX0iT0W zz2kd4tKlLy)=-W1pQfLGpu*aiJ#FYO%sCW=s5w&BA3l=;G-4FzUCXE%=xy%(Y#j*g zp>RhsLq9zJFkGsQ&DOvt%MdL9f9b6WJu-!&HIW%iR6s*Ccj7It^mV=muj6gTulVbi z5caY<9kE2o++N`9<`SgMT|eqcV#eHN{G#B-5asX1?*&qe9ZN)JX6QAtQJbh#ZUku> z?&8gUr-dDqh_};`@P2E-Rm=T{%Uf?7->v67tvu?f!xtxA*A3iN#Ufc%Ufu8yHFZ5b zwytN$;?qaySxm7kL?v`3+~`5+;|$*!zv#X#=&6ZbV|&vcL!shI`M|{}gsyJ$9$tu4 z1qw&#%5x`z5dn>`UMKJ#P>2}w;dIvFw7(Pqv`i1)GuDXohO7IciUx;;eT|0_5L)#mJ?}&n z!=j&TWy1Yf%{A=58summ#$$H*_}lfpA=+G3Zr>ER7=EFiYxxBK`KONotfoiZK@sPl z_u?To46Ae@L4R@Uz7H9k^hyPm7l5oV~ecT$g>;-(yG&hEP zjbutB$&|k;cl#mF_yZiqp_$~aAVCM6#Kc+ui=cS-ZoH=yEC$E8L8L@a zQn`|Xcr-^8c<>k3H{&lq3cMoLdMeE}n`z>rF{3m6xcwwSG&gBp)!t_yHbLIRODlLx zRH8DC`{kR`w$H)3i|syCnhy*{J~H3<1`#J>pe6@jrW@G-vuKpWs%amwm8X~Eo>EQm z75;4*8Q^$x)2)Fm#+c~IjHmc0qnA-%*Fv#q1wZy#S+uFs83Cqwi_6zh{GVgK zoP**FYp0%*Y$dvT2p0J)KFGIaOo)0CWP?@JbbSL?K9Yw?sR^UmCRAD_IAwM}o zmM_Yv)5N-=_P}JIRs7IA9x5AV13^cu8bFj|ps?NPS_d=k>E?8EgV@fiWKD)E>@pB~ zpP!5H-RTjD02669sZ@hED<#v{HL>}!3Dv-ijVaw{Wz32bKhet;sJenWN(?dO6NDTL z@x)?t_>~ zoOh}mGP)Rb@!9QrSvKEiTOz7i1`81-DRq z%N0m0`f7|asL-DQ35W=*E3rL7$! z-YO#&2SI(E;;+-)B#-Rowl;5bO@`s&!q7AC#2|CVy`AqTVY&7O7*WygQdftRx}M|V;%1Eh z@erFt`^`;gvhCBxfWHrU9Vs-?Y3tBY$BB=te&d-%*om58yAs(W@hGLO_fiULT{b7z zz-pp{VjGX0hG(8~-br?NA^IU7k*|t&(_Y)uysc!M`(+Y`U*v^#R&ji6!Wqep)EmD? zWotR9M2?={z2pUQm|%%dEs-sKzr$G9S&au5R>?!)#H?Wq0=5)yzOou5p&!83dLR);~1En)OT6lZ8}tI`RB_&0&h4U z{tjZ`U0|u&!Gg68MR$q=Ch7Mkd#?Knxrx_6WC537 z|IgdbWppPbqpW@{Yrr3n00wVYxqrYd3B{G=pyMG~^Ld5%sRH+arVj@Q563}>ezcV?DHB({G@^em@tc;@!aBC5U>EFT^j_oP$MsI z7FHhU$99qgf*C-Xp{W^(4lciD1;imLqWqw9aH)P3!^0K4Bqc5duku~brU~XYQ<8OJ zqJZ0l6&*~|i!FHM*cJV14aIo+W`OGNm7F*qx2M_Dshu@K=hsKSx;seQTH$6Et}z>w z969Co8ud$Xm<-NSH6xL_7Pc6CB)DWG+LT_*uNJ^sCAi#=0ECbG6Ofc%D9i@OflT~w z(dPe7ZoAV#G94S!1u6@hEBV&ipmW9%`MsYHFm_|TKq__!h*|w1`gRNS%xsubCKoR# zTn)Q>^|`!jO}v{<{U;yJ5NyI2#tf>pkfIxJfyKk~vA;nAZkN$W7EO*)S?ijvq%N)x zrmt&<=wF?BE(pE`DLE z;;3PMTG(B$?AxvE1$alFBQg%k6!0W5aOPr*iqJOXWvQu6Z(+l%1w@m#a@7Kj4&VEQ zFz46mMe?ndt~G-+F_CT-%wv*fviC%A>AkF4>im=3h!9eUADk zmwUPJ=LEOE@M-?$oQyZOpryo(GGkaypH6?3Y$q!j^OQondN)I*WY2-2SI&Fe(M zQ}$0;B(}AU7t6@~u{^k4JxtE~vY)MHFMTc8e4ErS1Yrn0C?w1i+1 z2+vR2|EGHbCPQKxr>j-aCu+ot-}ycDJg20HkEL?tz&|ylzZc-B$HKmI!~d;#hX-dE zAU2c#CxUXr2b%i!-L2vNKO%Sk14{hoWmg7{jdkhs{JS^)Z_XsBBMvl2$I^q2&;R+h z5S+zja3TEm@AmmufBuSM1USqS!1xWpG1J9RA3OX17eX>cYR~`0K5eSKxPJ*!d3&2dq|pj~5334bKv|;|zLkuHQv^ zMg5c_7Z8pt-k#n?1f~n3*FeA8PxRsZOTZ9Zd=5^-do(&G`a9e8G(MUpSOWk_Dlq!! zy?mat0DzDp<7n&6f8Dw&?a_oZ)(}Xj(F3(Odu59&01XcU-<6G?iaOWypLYE1K*UO z6W#9BsSdC)o~80te1Ey*?F>U@sL;Dp{8%Vl*VOi&1j2ej@&0!nTpCk5_PV_yLx)28 z(rh93$;-%Q``ZmEGHf)7=g`OzNe$@_k*MJ zuGad8^^;#nh&#^oc_sn(=XfRN&eks+is1r&SMQUlXa3%8i~Eu9t_&p&>C~Gmclp>o zB5ZcYsYuhQvHaZE42l?>8y&qJQWBzQ{Gw_=RgvAodo@m!zraUj?z>ez%;O0Jp3|-c zVMV^m>JJtYok5eN;90}Hz4ZQpdcxP>1rSwb?oKB}gpYSD0{GgT@-h%t00@=GM8%XzoYh9fK zz|J-i5j>Ae=a7d`c@8HIdf;eBI$`#bn$idi+ZGkVSMUb=dxv}}u%Yn~H}gaT!JnuF zniibhExr)&*P6bnJ)G|`#M^zxVX8k0+u5rzQPQARrlD2; za@fRyFArQ?!@b@ISy=6`b*K<}%3ovY>uLalJ{(E~IghzI1*u(2#tZG1!ijKsxYN^} z#NYN)Fl?_*Dglp^^xee(uDh(6d3Z^ipD8&#=*B+7a=w}JCbER*|k&N0mF zHKO}+hiLIwlwtqUUn2|lZF1=IQ8sthEjJ(utFV}81(%0S6i8V8dfY>%w^O~3wC|;E z{)b>4$19nj0ykdl#`Z8xz6tU%)eSoxZi_agBD|kGA*b{Yx!>m7n%IWpid6;5qnOq% z=20n4%cC*{hNaNi=&1b8)JbF4D}enMaX>7V9G$Z8e*If8OL=|yS?U{UBAeL&8_I~wCu3g|;Kf96$aZb? zYcHmjo!~Xx&*#>XnbPamq@QjP%`~-M2N(Nv-7;TZFIh0%8!vaiZDEP0rX2_VF*BAUHHKp(Mno7( zh$>D%chmLh<{g7vP9h~`HymkVmvt}BUQ;UD0K`@r0D06F(dAS1EKm>aW-xzKHgQgY zG0HL4tFV|u9pL^GUd99F{~YHe&Mf~gC78TU%QodBzHm&cK&UIz^5+p0)VRtfC8|Y(=tcnMHk|leQ$?_-88t?2 z8D6#ILs&8ns#^NjE?j{dIK+As|A2ziDQ?mxyt%(E=kU@IN+OV0nk${P#E?1@>S(F-xmxgsm=D$ z6W@u(GlZK~wDoUru4iW2j_J;-pD~Aa1DGPU$GVizB&Xz$lQ^P04gCv#!X}cCwW4?{ z2%(9eAz;t#&%-1h5Nt39Pyblf*~8QuC>`H7e{1ebjBBIKnx@x(_tT2yliO|a{cY5G z*qQABs8M-_*~2}|jf1w{2d@nxf3;DO_&QbJ`uH9R3wG9^cF=xlBHjoz`K`HtDsEU4 zT0jX0aPGR#r6Tg$X6?9Idq`iUc$w4YOx&q!=*SC?4f|#isEDBauAhQM;lv(_(272f zm$>m{I=8^sfHE#;%c@olGB@Qcjn$2lARZ|lT2sp%>A|A%Uj`p z1=R!>ybLt1-=&{^K)!dH)z&>fkl-Jqvk}DiJo`T(-&$N(^b<ZM5B`Xen^mPD)E@kL$b<|EoTp#kFVm}vh~IW;`; zIrW#-Rv4=}w0@M9FcUy+cd$BCHl%jS`Pbn4In@nIkT4d3eOzoO?>!#9zi6NsVzi-|Icf@W!^LXee~5U zC6Y7Ie!m-4wmjA8+)1xFTBu*$mzGFQ(}}mIJA`M<`DN#Hmr!Y-r@j;=@s-5NGqpnc z#6DTgf!BNJk3@Gb4gM46Y&8j73s+J{sx%@dyd||oG~)~>fe&~uMQ1E1@zHue)Nbr| zPZIGZ1&K@!B^ruWpuivyJ8repk4&_^)a-cYUPsn%heS=3R8F-LD>B6ULPIWnby)1Q}HB5@MO{V8w6x+t}Rmr4sQdtw`G~(Ni`r1)eG&Q-B zpo&3J-yJ(LH{U1b`V}ZIp3~ft+8G{gSy3rAKU-s^gBdbKp$rv2F-wfR`!Pp=jxMse z{)MtkhrWFP5uvV5jWdsS{7QCQDp|z^CMIcgQ_EiZ;u`I_2riZdvZR)|Yj9f^!RT?@ zXWaLKHnkLrKezc<5$=Up5jJAE)S6h;xxPn&#LYGax!zTj>_GRASDuL{$9sR8@p0|H zN#7y}^xo?prhtfZ`E^*50)_6-fIhPA#SX*$X9GiQ>;e0XcWuz!`UtU(X`>Rma1Wc+ zQp#>~y3KrJVlo1^s^bUq3YYJ=Vi0Gr(PuOq#r};KAgo@X$b?>}%`wj=Wu5lXELo<-@hPPPV(1;2EznfE4Mr*0ec;@Vw zcGXTC&T@MXw!s%WwLi#W*xf&JSiV~%;*_4_>T~N6VDp!ruiGkGT))TC-)e{Xh`mw) z4DG0^;M0+-(YgYwn3XS~x>hLWdZGL;5L@tqZmg4+^kIDC<@%u+QI${eUobs^3|22= z@p^x0zc6?&nuEyXE`-t-nvqsnO!D-zxrt&V51W_+&hF7>Tt64#>~6Am(8q8UeArEd z-5)d;ft~dZT#{@T+bnFi$RIRCIahN@sW3~aW`7`=yjygZL= zUs~y5s8S*Z<`$jiAXG`VA0@qnr>rzt>#}pXRcy}x!fmX5JIm*gyXySC=(ylzmT1NO z&)dEBITMF3*-b2V3F#t=1!3=Es+Dr0<)IrH>~?1)jHglc=^_0*r%|Ok+fhl44x2HL zN^WNBgmjNXbr`o%E8C`C4l1BJzBq*T7QWtEIQC8tAwD}7nRRa-xWy0qoyac6xd~MFkj)FOZenD}4VXs<96~Yq(4!=+xYD>~R!M zp{h!B6`K%VyJtsRTQ4!*bD{T(XoWJh3pt!fR9m~qdPz=9qP<~$R)R-b)Dx&I1l^Qs zpUInIZG9TOJ;Tas>Ml9>8WxNykc?(;rYU1P8|o;u^Fe~k@8-;WQZI;JrHVT3+TrJh z@az`mt9ls1aUoJ74_f*8QRs)1r24N)6`E7Qx>em;#Hb;Knf^Uxoap_6$M-nM=8Oz> zaxc6Id9R&XkDukuTx>CAUT7blM5zl)q-D0Oq!Z$FA&!tJm4szh*`;b?zD9szY%#R{E>rn?Lj!oN+gzk8d?J+qF9 z>t~)S^z+0^{oDbsk8>cuhx99As$PIv6U#ko-jk* zo9UU$;A)K@PLKeCpcX1eSzp&8%sTAB*Mzaxc%8Uv(??5)yY7im?$Nus+aMVXoA!PG zb?)kAyBW;_i(Qc9`Qo_4Bt(J1UqA5qUz+Zotf4;7Ybnm1<8PY_Iy_@V_mL+D4B@d9 zRsl!DS$TV+uWzl1X9Gedaso(m;wMJD2fFKY393mL*WehUUIPx0$E>7$-I zxniH)=Fey|O22s{qsM93jE8lXe3ZvV5be`RdxWj2pi`1>II{g`htS%UipKN*>`T41zf6 z{aL9W8*XWt=BD<>hp@qW+|n4YT{<-)yHfpZqE6YdVJ*Fedo9jaVftaOzTlQlBcZi( z;Ff0kHZ6H!uV^FL)3<0dRCsi9532-(?>t-KUumn3P(794@LJP8)C_8g>|};`h|fnu zEdvT&WY>FtJXYW=qg5*(x0aOD!&kmbxqSA88P7La-(lvPX@>dK>$^X6jI-Xl5eaZB zuQ?r1W0%d;1IXec1Vl;u#0TG>Y+JmN_){W8SXluQ( z%J_*xl_0}-)>Q3~rvznxfG{LP=96!@@SqWc+B|g2mgeK(w~?43MYnX#WM)W17G4p; z7sRLa{Z?A^Y9oS3w}zUJlijuGpS)2z(CDs~m;Uytbf|-nWS9_Z_-gOMC@G99$N=Wr zF>eSy&Mg#-3^7*xD)Fr={H53&CnwGl5KEvjIYKUD@BR?VrhyJAJj>g*V@wT z6MJn)#ayXUqz}30c*2V1pE2Q78_H-i}g<55W)_OSKeXYo5 zr=dz>X`^+&KcwU5XVA|^+$Ep0srs943rp+4KGQs}wplB?_~?AE)?NtlzzM*O6xz>Y zx9{{IGW{ibpZXSS>8nI`yj*nJW!&8pWckf+m+J#*2oGuOrIX)B8qaymL+WuJF|7b8 z_DQ;^oHco~WLb?2;^n(@M?7|he%pG-9U4vh*^f>`q;%neruX=zn-Vd{t;}&mK^ezs zH_DZ0+Ar-A?b7T-PdZfES=!G&`<{wUWk|!O0cxN9GU`$}RHH-t=6ca)u(}tWa-!;| zcy_!4Qumq^v;(i|>#TMQ=eJuGh_Cw1!zj*gWC*+3Wh4#DSVkm1W~AMT(&DgA9Is%q zT5A6~Wsu5sA_ln&vbPJn?+R>=Jnl{+_ zjTmISZ+JcT_1#)o)CW38*Pj+-!5LS|VXbFm>}#F>X}k~>h=0U*H^sQ4w}s`^Si|b6cOpw?5 zba8H$` zc3OYi$CaG)D&>T=B6tLC zPEznF$A%JwCg?QG>&Hbs6jSZ*r;yOrKFJdBp@hvKdqlVlpNjacm14@X&{ZOaSWhB8 z#bdY%{!hDFcTGLgE%ZY`=1k%ZI+8RSLl*XTc-u|V&omSjJ-RdPIiDm%agiLf5nw+5iXfyT3 z9i922t4yZJ*)?f`n2tvKVPRH09`atqscN#=^juthuXuYE&b%_;5!!yALXErV;k-8I z9Ez%T54>}wFN)mG(3+m)9J0ZVU=Y$lr9kP=pi2~^NY2vbyfzC?$`~J(LGONKj%S|g zI~B!=j?Psi^J_{9GLJc$9-XBad05M`NlW#hk?_fOpJzzoiYSrDq#Ca9|@F1F84qU@4{v`n(A zLN?MH^Dk1~OUofBU2DW((ko8|b|(>r*?LYpYN*^7LNND{B-KKmOQD! zC=6RED~24-77jIqPB19){%Nz3qRo>AgDKl9U*s1x)_T1*qOIMjUj0WG*$!Lt>H7p< zQ<0Lm;yXnNo8Ur6qI$M@krjH^D@#{N$Jnc~9(JCzWSqsT1HodM6*0%;`s8=BhmB}h zdNz^b^iD@5?~yI-)S-`#jp32)8qt(h)3df+&zE2O(6>I&Tus81*s(p=6HZE<=^g6_ z46?|z3@7!Z{0#~pA$ZL~9<5;LO+A@LFT%MPrtdI1ehdHRn9<2ZDS9(Y4OfS063x}hxlZ}|*!)zsSj6Zd^C99IvhuWT zieX4dt!+9&P!LiO6o@|KCzY*$Oll!!FN8Llk5hg1>-tY42X;_&v%9@l>{hfItVIMI7%#669jKJwDXSD2)Uu?yGrxn$Y;Rm-*&dlQs#xfF-#eWrgW^mYn4ERO1!j*LOHd%@B1br8g$?1jM z{L)p@qs)_WQJ&I9n1D11G1*`YpNt>3nA*!5t6>>KdEUQAGWR8pA^uS|g4D4gI6FyC zS1>JKC00xQRe{!4vU$&2bv6h*3D}{L(7!4kw<0vwIw-b#7hTd`p+^YRm&9tEeqVMq z+K%of6QbMBINnrlt=6DSt?4~f<#t~C+pgc|gN&G%#mB?zechXaL=}U}4b|2yvf;~D zp6iv0?Ipm{d8%U%Fne-2QjQY zIm(=HS~aA{M5X1Qv}iG;2(sx17C67=Aq<60=5O%qd@qD@qBOY6+v0u34Q9@0bB6_P z5$}`CzqYeEJ)5Y&-*=O-G<>-sJHJEsm60_`Vk-5bm{BRo#(e@hd~OMO!Z#zy{<~z; z=A2v-Vo@8%`zT|Q`8l{M3RBA^-SR||=LVKh>@Jla@Q`pM9An9ekqL4OBP26^2 z3JHr)9_srsfVo0P!Fj@b!pTBEQRU^6Y#a5PkQ=Adwo4XQ~Z=Jt$gg$ZX>k!Gh z{t>afllCHG`bfeTQ;&U*8S`hSStBeBn4i929}P}KDbdI#{7K-1txNcJBJwikw*&TX z>=_2MJO$aVBQDZcG{CO=kmXV%Zf@#3p7ecM`$Y#Hb}o4GBapy0YxlkMn5 zlhrCld39EklU)I^#bbPBKb5i~!kAE%_%2)OUyyTK>fB93IyD=~yAs-8C<2i9K=2Za zhltIHt@WA!L@Ic)Z4XZIXeUnMdM)H|#!*hJVoqgO%SEOyqEtw)n0I1RINQJbCB08O z*G?=pO~t7nn3>548q%{vO>r@_bzN}4 z!-hu1R!|GYaX~;DOSO9Tr&+mIH_w-X(KwsKe_suJMdN%d097L>$UGte0)mb63LtE* z-%UP&w19>SR2g%KbD1(x>yMW!I_ygXQ)%CTJW@C7DNHrsW||W&lVqhMe3JUTT|Xui zB+(iyukNgp-oy3gL+nZ{g}GT`MTUO(k8;t7@w@%0UW;aVQa6Kkd)OIJjg)(}*!UjN z&4jF2C0mH~!B&)Wq@#M6xx9BTohnm;V)Wy4xJ65MBk7Ymk?6zGWDz6xNm+A{*dk%m z5nUOI?~+$I$WeU(fi|1Bj8eXKh&jgMK30`L1OTHcgT0RBgFKBqeH*VTl- zA;k=vkG@y7nEDw-_5CxCmxig~;+}|4;sPB?_t7boYefgmLEe(0AHot=(Fu-tK-AlHhU@%lD$AV%G2pB zMPQlnh-&n)bu&<`3(k&ICq;J@Bz&YN@WW)A^RVqS956XNcjJHWRPC~APS(Z)9^AZu zcw6vwe5Ao|KvZxT1df7>w+xfrw){v7`X90FBk1l%=+9wLu$(1+vGVVW3#8@j$7u$2 z_`%*vSX-FFqrjohGHaoxj}lTQ*ozJg6!wt&1r*jW8O>8o-tQa)iH3rXi-8Dc6l6#_ z!|s1O&;R<3lVE4`K7Xz{Z5;mC|L5ud=f&(92o#E9>xruWt6Bc@#=jaVDjqCyc?3e24a?X8w}#801>hlPdWpVMgP5|-z4B3eZpOAAwVd>s2Nxo_W%Jh(i~tNS$#6h z5&;Zjge#iYqW9g3I&YT_`?(R|^#OT__qt3FI424N(r6_9Kp|(KlfP{h6Q^ei0a~1tX~kNO2JQpA}GrfzNQl+juqm(ANeEBD_$z)w;HRmj1u*!K@9myhpA*w&bBS z)s5O!HIc9hdVq243fom=M*x@~V3Nob_&UZO zv(>;6G|qPUbw6ZW$Iy{r;dwI{*1U@VwlxREtxp-UT%@k92E@hIM7+b}1F;2wR8SAl z$iU+RES3wS%&9lIou6y0cxp)hq5c5~e?3(=g)_P%^nsPYS*`jU{75XEJLtVU zbm(Y(K>We=58$)j7|npPhL-d1O&tw!ZrP!4f@u2-a{5X40YjX~KR?a^3Z`(Z4oeH- zqrFu#`6|!BsAxD9+bK+XN&aO8v>;pEfh|B73SzoA{EuV4!xxy(O3)+ng;fCf5M2uZ zfNlNoi~o6f!SI}|wNtQruNja~c~fVO9(Mc_;9bl9Tm1j+@|;{Kp@~D*Yg=ytj@BQA z0h_Ek8{<9EH=Sax2C?{RpGq` z*#PQ~oT13vZt>%PPtrOuyv6kWImeE^oea?I14-IRE{BhVD|_;nR7pr~9RFF(CQu*q zUpMM2XmTmLn{jYhFBP+)6wB^FXF36h2v>885I$_1TMa9{>SCaoO0pqwI_Z6b&6B$X{;Hg7iNb_|h6qpnViejIgI*!xF5oj5r;O zHIycr0oQ-*QDmvaSMG{vBcH(9oka{js&w{qkP!5$^}zmRcnwB3i5U3QTohk%&l>G7 zpi)XYXFVA!e6=O80bswE%AXE&IFgP<9SLo`iyN>26S-6>WmfKQKJ+{d11{c$K2uT6vTpkC}JH9pDxs6s6_9WUfuu_~xZt8J{{Dl#9V0*hJ9Zov?SSw6(4fxfF zy&T!N1=3jwBDSv}ei5jNY;`8K7}y=`^4oz3Pi?dMZRL2-OZ37oJ1*O$^7aSLm@2r03d9N= ztM7v*|C|B?VItmEVBJ?290sJ@SU*X^Vl&p`-{2DPF55B)h;6#%-Wurvw;<*S2ZlHN zjSM0gRc@iU17BSBh>DxNK8>N)nem)$y(du%A>6hEG`?Qa;tE%<^`+w#F)Dl@m3T4UB8eJz!niQgvU0+GQrT} z_=$tLdnctb-_$DT0Vz6&A*b!(%2hvqewm=--QS19zZSyGLo|(>@NYdv;a57l9(xBg zudBhr)lhI`?9z*O1&o<626LSe(FrOZ1JSm)QmaL?5KIe^d8+-LXqKu-xs>CjfIUkp z7Ewsqf~P@$h#)DtnR2!Tjgsl>2c-G7bv9B=M#@5Jk+sfEHs`2Ia5(ZgYm95uI|D>p z7?=TAEatyhKKl7oy0c3s6z&{s!0v*v3V8Wz=sw&`x#AFCJiE$l_+2JItp!Gbc3pOG z{7+AGwtBUzedhqO+jkvQk(zXGI(_asIImUy*o+ePlKf|1K#vOvN&CrQ{nYesji}&d z*Sr+^z-tf2^WqAxw~b+q3-q#V^(~;*yYLdxZWw8&3}X-hd5# zZ#{}7MCXpy_+hWK`l1fLs_dVAUY3_uCQ-h!U;X`Ul+uvCx?br=tT)vA`oo42cAWVT zRomP5V9CpWvP8c(S^i?VxI6I3i-5n|LmppPk-0b|B?vW@EsIuNm!7U)z=Iqi9eb85 zkF}pxe3%Ay{Q)&_-_whaFYmei54dn%DjP(sj`#-d-CE)nOlq6W+yaC0Ex|d;J93dF#R_BW1gu2E7O( zun^S38Wnk}JXfe{C7M_Ep zC_qn$OH<|-=YYZfrP5J~xSVS`VO>}{-8d&YzBXnF5@h-vvwhn~b~`S+X;-r&>Y%{& z6b)F`$0HPDrWeQS-knMv3Nc|3$=Gk6qi`K7p?1d#$U+)+K@n1dQh|(ltN>Vj4nJ(8 zoSg?#5?v)N$D-AE#Y1R>fNjpSq4o%d|C;+edU_?1KTq8EZM@{Fz|6r1Vs zG%Np-I@X>AKXHyK8N zxetff`B{o3voR<|uYSoKYRbl>=$S-54^g^ZVHftxjg-Z>TICp!F^{gA$+o+(6d`;< zkG7hUOM7t?da&{DJ-Gm+AO>vdF^|*UC7_yc*dWtZEB@G6oTK^p1kce#5f^4X3Z3+i z-HKK4S6qStD~Z?VU}vmQ(C@Q3{+cKlD{Q=Bf9h?)Pelc*y)=n9GcB2^d764^XrvxS zpv~2w0%^C1GLLz$`LRT(#31(+f0DImylyDLlxkQi^<$ws?0)dvIc1M50vr@`uSacY z#J>h+gfq1s(y8Iec^J{Dz2eTaK%iv4g>OLDX&JXe)gtM6ia<~qhEB~ffX;%L664JA z-0lUAh^B_H*=kW_wHmeZ?ts$9g5<;$%NO564jrubHpQ*`0xgoiwna%D)t3&Fy|TSN zRrN}oqF7*J=y9xc)Mj%-5zbM35<M>xW;Hi;|8)XDsr< zA;rqV@*b2A#9KFkFq9vz>8?AUjn zF&5F8M|j$vfg{dhWB7|%o?_RQC0(4-64hKWRua@_tVc6N{wOohej;_?>lwuhsoNik z+d4(bwyn`54V7?QE}LduYbOlp5@xV-b8}>oqVUKzL}u(D)JF*!YGfp^j+sYVA#;sx zjFnG{CuuG{@KkJb68YWwdO=!I8)=tEMf^ZN3o$8Q{OEH*wzYX7W46D@^qPhE@SffO zoap{JK)>wD{`hn6Gio|E1>d4e4>7@jk+q7RAPG6|Y8RS~cySrJHDEknt*RAAj#dcm zfr7YWFZOA=hLAx?OdFI;>B7mfn++H2)3}E|m*U(%_;9vSh&iC~ zc8`}%B7#bYFGh%8(n@bI-8zFwj62BnN1|*oFGlfBjLJ6`@>D!8xMm;D^c}@mlS^SL z?#iQ;;B?C2zdDM^;7#lIhVbd6ONA{uxkZUz zL)eF_xOyu0=I%U7zht(2nTRNX>4LWVPeL|7*XwZx64&FlKrLD(#ZqNOD z0wz{R?7w{9_1krPS*^VEO4oCRVJxs-Ty3lDYm~bI*M1Fs=ggf>hE0~ON50eQ4=km5 zS%X#);|taDMYxRoL(5qck9pY;fAP*&1t&YmUq9-S*H)zV!FB;(l%FgNc}%Gl5F~{| zMTh7Id+&E`wU`{LYUtFJRBJT4n39HH>Q!3@SQ=|QWGi)C0@lEM2rXf9O3jjfDQe=x ztx)yzEOLo^Cgga8XU5LwFj@6RWkn0eWJ)bl0-gqzCEcAFZ5h;0$DQO4SNO^}`}B|g z`;_n-Fs-Xl4cyXTdSoAJp}t#}^wphIJKg6m!#bYYQEZvPTxsy7J^GfxfAaf_gx}M- z77?>DDZ!fL!6rNRHGl|k@;3F&y}0LhoUb>(^E(QmBCmBUHudrn`uEweOGdg&xx=Sa z{X)z>KSE6>j5F%xqv;%3RNSxnt{H^EkFTF47Zwh2CT*$Au#qo+Q0T(<(7! zdtumCYgnfN>ip)7RT9RR!eI$cBBlFaV!6(lLPAKXqtX?uLFidbd%TlbBx&ASmT_tM z4(+ks_BOw6oOohS4R3xFR(MowRNA+Hca_o*u!eX{48v%Q^4eeLr=siYPh6-XB8$9> zDI}o9JcyCMB{>z%%fJAr#RvkQ$c9OJA66UnsFctRN_R`F-W&OL<5!Fdml9mATLJ|_ zbU`gjv?J=K$sytgvR04=a>Z^_e-T0{t{q!y1UZ8#7eYIN28OSr-YH&8Eh;=gq&9Z4 z24=%!O^~Xc91ql(vIs|>lx$Z1XqOFraNko&jm`2C>!LbH_HH}D|Gn)daNAfzNcMue z)BLIidaqqX=AR9Y&My!X3fk4x4Xxkidum^IuRJ~v^>i!w`>ZRN2Fjz4=#D}0pFq?v zaX40I`Kk*;E6Hxm>_7&JOWVAer0cE3{#GdLnsWz_gCA6e&wtx!RTQZ2+vwqC5b<`y zAcW9|7OUG4+Cg1MLmP$9`QnQc&otSnlCD2z_#M*)k(w6{p5dKZoYdSGN8^66O$)QU z3FeOWj$dc0Ph?U6orf~XaDjuW$IagrN4?l++8CcbfF4;6&Y;_~EjKWOQmt{wla@(}!W49vzx6&vi+NN6VFrh<;z; z!0(z!B!4D#x#R-fZw>KT2po;5zh*u(O6Qh6;4nm93;tl@SUPYOlfSV`Z|NhM@wp)- z&#Ynm`6@l*WS~hdz)6gghF*@sLyJZHqS9`j@;{MD=o|R+jUbidO#I4$cYbF}#Pbu* zw&P2kqH_J@_MV~CY@>~tAbd5UsH~6+f`7IKpNE8!OzCenk~C&rdZ{^5g3exl96RRR zyB-_gn?2T28q^GW6okFXGb@wSF}j{kUVv(yKPuD4t`LaGai!QWtc2E$i2jITMds!x z|Fp&%tADDufSM?NC%sjPZz!bph*EX;PK8Kq>WGyxvWX_IxgrY%b1F0m%lb^HC06K> zp}yn<;X&K!So4>}zEH4@xK`T!zXl*EQda3U`#e<#!mG0PT_t1t;Q@%Y z6ak1^xV@_(@2ExOP3d=RN2ifkQGeG9qP|3VW&2s*Of%hQvQDw$5shn5>9PGRd7Cj*`uMU2_*?9!Lw5cFy@eR!Su(oMv%->YI_{ zRp2WZe&M`X(pg4-Ue$3>w-mz)@W4Jdx_y02h8`tC*@^Rm zdNzPG+~yZErrk~a?Hvj);S+2wJK-60k76XUQBTc%_tBXL>X{O6O=Q`9mDN)RhBg5f z!R_=F+q9yx@fFLI#3`UhPO%^;qG2-JCyK6SmpOeAEFub%hEWG3d33Lw@!b%>8BcPxa30^HoER-^vK-2C|Bk>y3yf`J3+;+ zhLh$MZ3RbZ$Ru`YAML#v9t(EgW%+-@X7vXCZ&JV6-Y9%8UBh`r9`ri+6*S=Cx@X?u zi|8I>VXcUA9sYV|BOAP2*&K+*v!V-CZ!;sv_5A2VuAAH z*CImYR95SZ&!*Y?3ycXtfu)MRr{93OYH<|0X0Z~<+j=5z=ufv+_FnRmUlYPs_F(;NA|GeG12AHv=`EUIpe8sg|%Z#5!Bi3j{AR^?-cmbC5s-;sV)Xb=SMZ?8| z6}UVu1d&D7CW8jMQg|b!V*ph8Z;w5R9-u2ig+ec9|Fct>T+?%XM&{ozal#iw=DPrb z;=_X^ds6rQP>Ga=0pV>+MIJ9C=Yc;9ypP6XfM;kR&zJp+Q^D&oLqTC}!0H?S7K1l~ zU|pX6ALxrJ677hH(6&H&3Utv?Ce$k{9wh-OZ*!%b$~^YLXVE`s2p)o!Lgzs9cjL7B z)RczyN~N~{yR<9l(fbM$ht4`qHTt^MTm)mT?{mUAKbSOldSuT!L=Hdc9sg7sL%sI4Vy=O3#>Z`-i4ZsK@%C8 zPLKRa^_ec2Ozfe^ry##&gQJya2_v3HpUB^fim zZsEmkr~?O>h+bw@Yca@4aP%&xu9)zGp_HSM>OFvC+?sTjRkU7){rUJJCZ9ZblIv4$ zDu2c%jR-jzbxRHl68TW5%vT_trgSOd^m^0DeFS!h1sKGWH4#~W zT<Bc=aboe#HP6Yv=!ECL#OrbP}Q3-w&H zt@`l}2RJ}`%t?C!^OBBokSVd}06NX>WyQdFeEXdjLVkTW^Lg59>E*vrfh0SCyo%7` zFy8%X5GT;>1NEn$^=P&~FclDAbX6%|^u>|OLF93z(ww|~4wBwmfwc4J*muwjM> z$~fL>n9#SuQ=CQHqH{PW`1=S2z+;#U=wtZ%7|ckJc2nhWJi#062k;URm3W>f#}83;*c@cnU*S2+KE!GZssPLqDju*GsfJQEt^VXOHz+(dh z8#Yy=kdQeu{yc;sGB8@da6(gp{`|{d>=JR(HJ3(A6P*90(4?a=<+LZzK;qeZtWdUMvwj`gm}7kX27ykdThqV%dUzHf zSWovt$WeLc5hXJ!0xGMVo!Ij_tF!u5JEo}|_VhGmkX&vN7%<=?aC#vi2W>$llmrM< zQ%nerz6XLLY@ot-b?r5nCvMtU4&lT{L=>HmrrzEa2Y6#ZxaW=;Lu=^9^54-RLfpTW z?1NR$pVGA065v0z*Z@#+e_imq@NKCe9$x3R(OInn$T00t!~nJt0FNvI33VsTXThm` zz;uB|{4g@S9Op9li3dFucpr8be!NB`nn>OUp@4RJppRdNMmu~4;35^FpJ^Xk5P%Oz zImjXEpXJ3_0{JPJsW&?>XVpEHaEviAs2n7(suon#P^XmZ2gR@a!UX4qu)`4E+jk+1 zjQ8oTuNHpe7kvGuqzA%OR*=U)_zNv5Pz-YcbDy^M02Bf!*RS?Q0QD?CJ~VId?%n;* zeR5$DSqYznHh~zJQJz2!b{lbal4JesgZrP?5nAEc!mTRX!{PTg+s3r5@seT>`^?V| zKp zJM0E|G$#{4MK1CA8Gd)KO594z1_E(hy$A=m_W3oUBOb94wT6Lwk|S}msb@$UNR)yA z`Z^ad$KS2$Y@^VgONOACGyYjJOnB%PAqxVmR!Tb!<_P4`;B}1!mz`W^Cc*-x{YV_} zB?c5<9)>AiBjd0Up3R%y&PQ_{%>&Mz^z$hDzI)TN1CCq>#Bp>7gLDt9xp*MbNe})q z#SJ|+ka3OzNu`0i!6j;MKnU-WeW8k-%^xv39|w9y?LXYfMr0y*gep=`FUx;?3jOrw zwdQg}Fopwb=Ri-T1q1`po~bB5*ovL|vwOU1t00<#)&j=IvRQmlerWkeBKu0(WWPJWW+O1q>rH6D=NxT7O z0O+$hWEJGVD8OiJX8c#ZTv~K zsn@noT=|~=o*wifWsIP@^2dVE|Vw%KJ6|N9pFI z^R{5_>&I;3ixi~#mhl!X$D5-op5xx2ca#!;Fy{$uZ2|#GFBnU)OJI428-~aj2LJu>LYj?uwCM26q0F| z`W5P7gK}8U$`#nfqn2GhUa+NP0>hf4r18@|qy42>zi_Z3asbx_WhH@Sk)ED*SFg8uVD_EqyM~jZt_7m@(9Pp;@Uk#pS?TOg72(_uHM~ z4jbVl`#+0AnmwjUHr~n&+cw$v^Y)+7?JVj3X5U0WWDO@C4#!Ia0Y}>(fQ!SP__o4! zWT8bPhWhBPH|q%KS5AMHe=$$%)W^+EqLVI7e!fKgl%LAf@!`h|&gI#MJnJugC1(rX z{i+!sn0h@eoXK6UDsCXqYny0oDw0lz zcblnTbiM%;9(#Qu=JX<4d)H8{&QdrQ?{Iwh{ueg-q`8KpN9 z6ZI>(2p1xYcUN@Fl_o_jxNtsBH7+iRE?lVLDj9isObMIcteb9L`m#=PS)OpOra+cbiD_mPKcA z3fTe-5r|=jYdLjN^O98$spX3VD8uu^B54msV4P&lMtQJnRjH>#wd9C=2in5A$0T|p zU$;!jEmdU^qI2*AKtIB4vqlHp?DlPel`>wCyB+oCMvHiCc?=F*KH`litx5T(1ghJZ z^5)0)wzSS0$6XvMGT;FvnS02F?vF~+UjKC0Cc8$boGD1InES?X^@7}MBS+|Icj}%$ zpS8_O{C-ezWuM^g|G-m~#{E)O0Uw0vLP#D$6fuz+2wU(r;c~C_cvRlIb;?9_hhowN zZd^OwjkE617nx||%fg<>zpsXan!Rh=xfbxY8>P4?L7^oOvYu^0NlatvvyX|(%uTdb zW6e6+S+Vy>JxWLXi*$+X;wp8ErIJdQ8$PXY9*2{UT+}w$gIpBuqH;nO{(^vySNR3+ z<;FBxTQltK+b5_4Fl)4JsE7=-sF4j z4!3{KRz8j3}z!YGAI9jL=fR+E}Pw{DT zUPCRqSt1rffFWykDeIPl3`gaK^&`>xZ6uXX(d}~UYqX4rkG9jdkG{Y+)kF&Kh7O)f zqa+efZBzS(2Jx`|{??A+C$ubZFSm4AecnxUvW0xlE+k;;)8tbV<=LGF`%)2P;j%ND zsLJzYdi43T5`@Ky)I`Pkl6Y!Kc>Ty~oNaEC(Q!^WbSE*;)B91;K>6wl%mi;ZOndveCpjyH6SXzm^uU2bhm4J5w0RZR^ zszFWO^}5d{QkO~Tt-G*Tv3Nsj;bE+Ew=n){^S%X^*m*e8VyYYa}F@obQ>9^UmC zzr|dMSj06@j`oWda#oS`Im?+g>el9H4uLW@ufw^CPY%8|`^R0gu+5G8x@(Wv8+V(- ze9`Oob1Ksv44XSny{Ztl9_R2w!dPgJ0;GxUb&#fMA*Ovr#n|2F3C|9Dx1VjkT1p3~ zf<0&EV0vN+v%bS{-EkeoUGZc7Ro!xJ*$GUzPsr9OL7R=Hd|LsFI!Pt1j6oXb5|za- zZ34s5c3D#8zGwQlx{r)WIrK`@--AxUlMuek16^HdBY$Ipl|LsAA!N`B$uSpLv3?AZ z2}D$ya%(@?W;b+&DMmfoj&fD?Fafn#mrHBq=Y9v|#@~9e-U`rlgFBt#CkmR9`kyawg0grsb4OXYhuhzeOt!?vVm~k0$ z%!MLbd<=-#OWTNtu_)$!9bcfu6O#P_5(lCYKw^*sallGGNK+LPSwJ%2B3kov-gl=0@BP3q zN`#)qlg@M5%Jm}qmo-WRy9g@P1plK7|Lg6V?5|PG? zb+DVbvjh|U6+{y?>tF1^u#^Y7?DBTJaWtP3_H$X)qZDFz9-#UXJch-$<9CbxHccoi z84%fS>y&NLr||*=PuP4EGl>N&{j4wl^1 zDki82tW{!`uSRs8Y55_;@XS}Tu$10t%A+2{8sm;u7)-!x$Dyoc z+2~4Cti;o*dKSA}8sCuRtf1E2qtZAXqWtV!`K%{4-lMEa=N#VQiOCAr`HZg?@?dKK z#!R^mg+aMFCux5C3pYOHzR0FteF)uxduXlCAsIcRDF04H@Z(39U#`HZ?0TDZPousdY)}DGjyV&OBkqE7La_mny1_+!c?gXG|%UR1>%w5qGe!2KES$J8HS?Xc*y=4y!g{M9UFREX?=ilH zVDj+BEEqvhaF9>jzmw6#gJID<*F9IlkJXPIVp8)#GnS1+?$rO2rhWAsStMklMm+<| zq!_sZYN7?3yDB~R5%d%6;?pVZ!rwW%#MPF4^>XtjyBUYvhOWwnlY=v zrrq*|JpiLfm~P4eflszkOe>Wsw1ztPcZi(?u&OfP_sXzgjwM$srO7dw@We(9gtSNM zD_O-c(|Y9i?YB8W57M(#vA#sOe4|;+W#b(TAA~<3BeLk>{~^0{_>$_kjFGHSW0tUL zLk(-=elA0sa$1ol`j%0Moa}u8SRyj5FvjSx-J)Un5X!th`HM)DIp!*8SAn6S-4j=j zm+Sk|^@%w~rB1~gZKIF1YSUVr+++qDYL4)IQr| zhU}dye?O2~V(_^yCCq4@JGvLm<$Q_JB3Q_9N#ZahD6fxcP$P>y$b|8-^X#L-6KBcV z8wi_|LaN!X4&>pGvvL&h zoks6YW=ixDP>&qZgk}ZHOAqkg0wcuocNg%TNDPZ5>XfmIWRA4VrDsq=d)dd1qDwpI zQcn{c4x2-b=Kb?fN@66H4XQzdH)B&c1Pc_o#=WQSerhE{`DY* zgmr}Jxarb7-CaN0f`8FM;;0oSC}h(d=n@UiIj`@(*-7Y8f4g?op;b@Xq44pI^%oqP z)x1=fq>cV6tYLg>dFTcK(#L&$rk{f1Jf4i4eYQ)9m#CCIU*B8eAn7Sj<&uV% zmn@3Dpu?q;knny^O6|9cvDw8pvc2lu7*}7;^rd$1QDL?tz*KCvF-P)kF3%$&Gu0Q1 zLG@e#4&ETUIh2nwCG}4)2sC{!c_}w>SXV@eAmdhi{EAYNQ?4svD{l2rGvuHMbvdhy zDP<)+$Z-M}{hieoW^0>~cq0p?0%(4KmaD6zJ3JPNj#%p@mIik3y(m-IfG>uhcndvz zbz_H^v{~?;P>>T~obTt8e$kfd{TSi59?SCrzb7V`qLWqe1HI|F8uy5pZ!RWXB%f$14&60{u+M#0HTb>`o0xbzNOC66)ad3K}t8WF~=aYRb6rYyeOV? z8Eq-p)wu`JmyuHml7H6hSIaqTgN1~;Bo?A7ONzyY?jva0tc8PV^<%VKd^d{g zg7yTT`TMo!dmZjwBpl?PJI0GoJW3)SeOPwlGrBi&@aj_z>#U?6+vwi0(yULHsONxK zJ)Od*OaE}vzQb$6*X4tP-f=YDx>?>o<*BVk#e_IX%2zjZK$jP7l)MRZ{!7fO)lEa-hd+K#2Uad_>STJb>Yj~BoYJM6p5 zpRRt#edJ$jvzB*n9u_RRwh_xeSh67Bo3#O*?UIa$oinR9$ku9OBYbyDbXEN?ardoN%61 zE6&43E2aaS-pVVl#deEU@ZOOhoRS!rjr8|8tUkl22qd-0>YtiEaeoEy5lQu-c9 z>_%5wSjmC0bHi|A8CDX?*;eR=-BwclJ{N9kWilO2H$P~-RBYEpOl!Cbjhsi{D}DW2 zJytDeW7Tx#==}MST^Q>0izl{|$B#bJLzjxb^{|+w+aZWWq4K++)U(=SQ1x&>#;Rl@ zvlZ=Ec)54+SGwkjKqDHZHnINx%LyrbHfq&ryZ$0kq~VXDL2{FQFG z)NTbuY-8jPO5utSo*Fl|?EUQxD*7}jV2-Uz)4>&8xEAo6ul4-EqZWXt0t}MX*Ukca z-Qa;qn1zAOa?JwhVxDF;&Ex!w>~NKWhU)tl<2iAEQN*8rp-q{8piOEr(khfvPxPZV zM_NRE!-iZExXm6Eel_a}tZ=7B6ZfgQ!`=TPM?ejTGiFvOmqh#LOl8u9`Ib2Mz}b}M z2t}MEpYZlkUx?eWY}!5my55(V;byE)Lvywr^*~1Q^1SO2JuP7g!ra*9q+uAg^B0h7 zB9{S=ja!d-04VSN#RC)&*yfJC_;L_~Z!%mx*dM`P4*)kfJ-ajsxbxK#GcZG(_y3}s zQ^NtxFl(E@6Ux6=21SVYT#Ljue*Ag3Rv!QqTPyWOI$goR^7q?X&P&RLbGhT64G38a z5Cm8%Q2qW(CJogEunSEw|Axok4nH0dd8VW%@cQ=y?#M5?BK4@Sf_3dhH$-U~s(=e{ z2gBV#px7~a+5XR&3H0PdP$W2t=?wpiEHlZ1`_#0$_WygE+(c7A0?>jWA)w8HROX^$ z|Nr*C|LJ#g?*c`SC>22HfHxlitwcoV>HskDPaVELruD=hq5KlzLPR>ZfT)6TT`ws2 z--i$ZwnH(6w_s*DJK)g9qm~`MM1(w&lZeOQ0`i{l8=Q6)}c-#dI5g$w%M_p9DA(ra%XV%b5ID za|-mJS)DwA&1t(+0r$NH=gH@+okt)3fR{~Hh;Oi({IKy?w5vi0F6z<;g9a1Pm(J1@ z1IJ)faM;74s_>UCLjd!dP=dd`u23|@G{C7?g#N{IN$&Viznh|af6!5*cdw=O%zgeS z#cB%?H0}=szcosH|2;{EQXoFftGyKZ_tPtsNK`PoyDNTQDa8P_eHeNjA&nnAFao5a zStY=aI$#ART4eAP2)+LO$p7OzqELJg(y&+AfjT`?Tt=!pOw~ue! zze|b<{R8j-WO8LWKmMI_YJ@-mb4w(YAF@*SMg+(MTfspL{y!4eCOBfAavSgu!2f*c z|G-@JcQBq;~#g2K?{W!ZQ(XlOpSU$RE&Bfbjg6%XdnEI~6%}(FKO$1tj78 z=S}l5#q>BWOAYf9uLM}E>E3noD&nDuPyPm)E3(($Z%!S+%NziNaV%c0U_pPUhoBe$ zsWFw4+2L`AU?ca}k``>wfge$n;h6Q{eMjQ#M2Kcv5V|TZuzmRhh`|O*npF(_4&a)9 zCh#7>BwGN!IPNrq$p+8`r#3LB;_wmR9s-(suQo~Y6Ax+T_a8wl8dY@v|1F1ouk1n9 zCJw>~TEG-Jm=XY%!55BArDa0Th!(H+L83f8Osmfs5z;UvAO4WW8vwFqv;%tG@QZB0 z24=R3F-;URA1IJ)8n^TO293<1mEmY+E%ew_Mrb8bHK1p-iq0Rv97Yrw{rd%GZEbnC z=fc>K*>f5nm?Xd61|16f-dDvZ36u5NC#O~48%{Q#c-K~(Oc+!FhPx*%P)e&tq?ok%2ryt&b)CR3~f6@8qee5jtJ=We(SD1i3f;mZ-#R$ zY=YeJd7wHPt^&IE~hvMG$5}QJ^ zzh0Wvzq>DriCf!nFXkAGkC81wsID4N@M6{;*f^n{=OTo+9Rxchspm4iI_iNBEemQ3 z8%}3f)mC?t#>oc&xrDF+h+~b*ZP(m?wkjTPgG+I?0agRSb{W7-#m*l3?s8D#x5wRY ze8Cs{ff94M{9G52ckFcNO2eiPR0@Ga^oGc0zLb2OPXu!gl+dL#efnwrAL2*aU#?%& z-PqF4!_nk=`D_XiU@}Rmt61FTAAv8M>dSDk)1X~H@#VPh*A~`7-owVID$27o1#f&V zLEODrotpT*55ckE%J1w`Ffm0Z1aE|$C9HfdjelS2ZUZ)nb)3yNP%>B-2@vlVekB@h zj6ZYP%II0XJPHm5yM@@qc2=Cx%r7fW5O@L0o4&1nr$?3>_*izs+%i>~R_&WHf=Osg z3oOUttzOV^&jWq}{-=*Iex?vL=ZZ0Kae4+!@+dtrl5P2wekXuaq!)f8(t2Q7AfBitiI?yjqiF3*d-m`o~-+~sh#wip8$ZF6YtG(Fr(b{c_rg}17)mNu@EAHzGG^H?$lpU}YB@~32yK9LK-3!s`;8;IVgWW-#H>E|- zdyQ{LXrP*S%FjMqb2I(;?`4r=cB*=7Tf{1>V11;{sd7-H)aDINqO>PicM)?dOiNSH}R_&*K`9 zaXkkkDyFYi@~8_4KJ>zd@Ijr_c6l-AJ^xsFjqe+#LSzKam_xImXD77_ZqgU5+NI-M9FjuPVPM=}>=@D7O>B}fwgmOREp|6hO_#&+j=~-5E`B@9v zmhR$<;(J21k~gV0)`&Yur3QC!-%Q2ynWx--M8`(~--#M*PXxeV_etn_E$SBn=HESI zdm|hMMYgg8_#tOypO4u#pc915zR+Ascu5j7b*5ZrPSg)BJ}2poQd>@X(pimvTU!5niif)5x|A>uot#kZ(QH-9+mTci5!CA`wyXOILj+#?A4`ViDBE+5FM4!+ z-HwZr`s#q-y#x?$DppwOJMEIe8ny&@o_LlW#Q(_u0a?u-R25%5S4mABC+)LeF99Bp z-6DA)koofJy(HtP{h7Xhv*#_L0&D>gAoZtC(LPXD`Itc(0e0Eua4lfUFhwtkkfugE zL$^X!420-?SD1wGO+btTR(3ZIV1_*T$d1~!!Yu%*282~e`ARS?jQ9bKyfxg-PP7l~ zh_rn*Dk@|~!mZ&97-|1t*%q+iWqXpZ4EEP>aLNBz4j{_HbG6^L4+yeruqCdh2bUv7 zAh>8wMt4g!;jeY~ZCW@_M(<`sGj4r)+caL^7-$ju3}Oo$GY&8rN7XQHfq1)?PpO{q zcL-;r5Il{@cF+X+DQxAPUk?3L)t?`-*pBZb3O(iGv+aJxulWT1zINF@+822Sy% zOjOU2ryq(=(MwtD5QrVCyS7r!4|zRtUkdsf-PEKLw~_&Pt5Eow!sYvxg;@nMD@53t zOWTaf>c{xTKu}=6ZtH0Tuz9<9=&i38QuOw;@wr={%X##Y z@ahU-CQ&NkE8oZqgI>*ThzqVVJ%XW{8>TNT>+xNZ^2Xp+3JGL-2}AY@jBj31IVsS- zNJ?jyJdUaqBHioW4xoG;w1Vw1@)E(BICy?p9LMdP9dC&pYJ9C>jCeU)IqG(Z4;i9z zpN!^qinp;@El;(R*C9?XjtOQw+v?+9DQ^;see?)I8$z%8WOG9h(LFTw?T*P*QaLrB z&eQOhVqE+9`{JaMT&8s3LINBBtuX~VC@vzRi7kA2Gyfu-Jpir4Jg6Kdv>c?z*vEj7 zI-B6ceHv+;ps)#&5$?zFO3DD-6<)`$IpHRaW{ms{{?5t(5qM_%qz^;lv@|@1 zhH)wy25XS=X0AZGehTLvLRmah7ggDz|wt7VVU_J@fu@@-*;8DkJjE+8Y zrRsV;;Smzd#%y4$u;DpyO(T-nn)X|mO4SJ8k{Gd%cblGUJgtCFCcDg299ZJ3QU2l^ zL@39Ro%G7GS+8|Q4$p5;5lW7;4J#1LEaO=<4P3@tfm_~9pyvsRy00qzlUiy zCsE;Xe3uoHQcz`ZwDc$aES3Y=DF@X{9XuAxfW2P+XaIdER#h^+mG-V0FY(qQWIP`Ex)fkd@InilRk2Tp)!e)zfl2#+Gg(_K>8%? zmzW+5K1sl;jP!0S7I~VJDu`6s9!ujXJ%(n6b0uQU*{5tJx@hKm5aE?{snTiN;Z@l< z_6hjJk@35SNOo`aUkouN9^v&mK4#-y_ePX)ROlp;_W<5)$%x>=IuB$4FC@9(G z!owPQhHe%|`t70s~UK`u-i*?Wq^1QGw9T{k_a)OCi zGwg>fYAw}aResVsQKIHmqz_LzY#2*ck>Vfrb-6uPJCtZxNvK+b+TV1j#O>v6(k@6g zl4q66Z?Q1ikC_g;h-i9bUJMm4hKU=WE3~R)x-j4 z&BQF1sz;pFQ5kf)Ulv|JkCZI*2p7NnNzO@@yA9(XW4_?^TEnr$w9F5O0CVkAwP`;4 zo>~1LHQiv#n(IjBBRZC03)QfkL0a&tg*RVIo%r)MM!#S3IgLF0K*%~b3au{Y(d}Ki zdlSn^x5Z^=5Up#Wf@U-_G!--8>}E7E-&AZRnyrSRFe+H^0nXXtq9o#65QX4EQjr|%<>soKAfp|aa5#IHLBxg2B&Ie< zPkqr7+_%7I+Tk>9?Q(HpZKB+)V5VioCtC=VcB%`4Av@57*V+axzlFzwnKA&GzvTrtW2t z6HOQI&99?dd1uUGVY)jZv}|*lBU2GL{eH~ux-Y+ep-P^4c#-CuGv|!9mA(7?B(<^v z;zYvM_tf~}1xLuU_npgnYMLsUb|ni?F4B-d5AI@sXyb^za<^L78aYo2*I1OI?8(b* z81`a9QKFe~R7$Y1B0?%4Y~dO7DUKeI#dYAIZ||h<_&a*nD#`e)N2-eRK^ObILE0XN zFFwb7Mo*%b(p+~@33&6O1kyl{mjN-qkWsbH{3!L>lHKc)U468)#hya0l2)v-s=@t5 z*+>QRcU7+R3>|mo#D`|c%5Zw01Vy3~^jrFoXu15K3VFa!`ztormpu4-idSzp$LJxONehsbS+jmPBkLS-i*H}#kG-wq-@_$Ih@ zvNJ{4w6MEYB__+su(*|~c9JiDv6zMNRV*e{QLiz~Z()zA&bmiR{xE<28CD>>D=p+> zrUsm+XNIKq)Al$8oqxqis@6>PNZn*RsUEISccR1G^N#HLp*=@bg$tLKnqJ#;ITmIubIh;v zoxjwdyQM9dO6Oj#n6wSMqaWUR!Jq5ODLW-3T`Hj*as+D%@aI0 z9w9I}i6&lPgT`W+VTUw@%k~0RamJlOasO(oj88#a_4f4YI15G{W9hZSXK?JXeb_0f z(UC+);kQdxma>%b-Higwv1KviuiDhHb_QDR>9(6KVKY|Rc+Njc<(y~^RjVFgG87Sa z{qLY*kICXB66fxL9$k6$L8C(2ub4nXR%N+YWX`CsNF%2z6%1G}qvZ7bKTnG}e|0(6 zmpmV@%Dl!hs65x1AdM$0pw)P9c!92&DwBY5$gy{Ijz^l=n)E#g-b)hq-XUQQ(Eup9 zogU2yzdM>C;wSl#PA{1bzXnjad{^V}Uu|JV>)ba+b{c;C6!DQffd#qh^4&>f9DNrbU;VVZ zj6~w2M~?j+n#Aj@`cl0wwb{E+%PYwf@EYC?ytX3I>pZ^f>=8?-GaB8L_n_L%bl-S7 zA6frOs!TcJ2?8{D^s-m-=0ML7?*fIQA z)`ql2yc@2oHR}f*dGe#IaE^>@WarUSqp=A;o8%fr7Im^1RiJ5B&vuYSK6&7(UKb%* za4p(DP98F@^Qp*9LQ3MpM0|<_bLSaTPIO&*bT_FmJ$w4 zpCelr#frLU-~Um>q`-t?(3}JjL|$V!UG2!y+_ZSz+c{DD;Z80}OyGtZc~69P9VcwS;P6Ej?OpDE|n5ePUxWS4|{7^jVJ*1fpj;a9#%8&#BkY8-1Uk=pBseIlkQL)qFl0OS2sa2DOL zLr^$uPRIV*ia0*bV1eE4X;dQ=_i_1*uv(9d>LmorJTtKBM}DTFAo63PVFDJFU&Rb$ zxfEoh4U=1Ont1$PG$ZXOhit@%ZHyFa3{&iWjvrEpS7;rJG)FX(p_l4*gPKI~<@Q65 zSBc7v=f#)IB)Ju0bhOeUSlkwSe)2J;a{8-kH`-c0`mW=4d$M+g-E)}>{~4gJ*`jsF z%{k8Gf?;DiJ+hm%5YuvRQpG$BRHOPv8yF*9%)*v@&y1CZJA>M<)wqKoS(W}PKGNPn z>0b==zr}mKYzX*I7WrxrD`Mc~%f+!Ro!f)hN4+Mgzwi{r#7TDv=%}4vTwoN#=u*uI zb98;~=h(~mQaB=HHxck*p*AnHGZMPg7 zEiZoS!jQ-rrD-Ed=f0W;Oe7ujtN{pR0THE+16|LE{q<%;_c^jPaoL<@w*sd zPhN`@x-=Mpw!u)(jP;s7sVa*2?&Gz!2FMn4P|PWN;r>BIZr0nn=hk&&vZE3@Om zKMuDy+z-*B)S`ZQtpje0Lb<%CR-?tnQsoYGc;tKj&CBm@RAI;E-qn4*f{-F&@e&9N zy{Na)L=Gekdo@oiI40uad25AJmHwT zRI%dBc?3`R$2MK&2e~U0($;h79PYFxnLpE6=Vc&R81xcXP4rT8U5BMS4ZP4RI`7lY zWh5oh()__A*qyiYJh?Q$pZajExKBPTDQO&}_RP$O%;-neD1JxVlG<0F;Hd2%Kdcm?^imW9K}&OX`^GO$A&TCbef|cf4{NVF}JnU0e&|2XdP<-5iE zq%ceJ33@~3fA*4u4AEu$YM?WIPJXeSeb6!&=EF`~&!_$baOQ-&H?a=h*!hFJ86+LB zT++M(#5dhXjH+Ef4Kv$ST1!4FJR@3t(~^g>cW74o_7}_EC%*NOrkv{sU$c$+ht&wb zcTw_RjSWF#@sx znL2}S$9XURypU^iRhyjq;w62g8o6~2?z@Ip_b85=d}}+FldH0LjQC;PxV!I7R zBtOTM(Bu1_nbSW*RzJPY&5~M@O#G63mpvViW$++^1NJ>Pu>5=P#RL&IW}llxpZ$!0 z^-xacSh@Y@iKMsItip8r>-v_B&t1Dzh3^TDzh1Y9cveY@TEeI3FXkrPxh&K6P@)R8 z6&%|&eG>M!XfK7cSyUlI^e3BnQA`c3c@OHfspAq(kBAAo3aqXIU{BL&pA_C%)bb@U zFnu#Juf8Q*WvE^gg8GU*c6DzH#xJrE=O3N)bHiFRx~7O%bL7>?Jow{CzNp}myN~_t zr}E1C-$7i6+V>Dp(7f|$O4N+0(ZAo=)8K$c(EmJ$ahHEk)Y>~_hSHP#;L|l~q`;b% zcL!9l2Y*IZjcQoVK$+~H!}3CVfJM^oS42A$;Ys0P=( zY&8;|k#?u@o)$j^$S=%dS>!JepUpd6i&BBzZ3%oe8%eEv;;cjU8KW;AH@S7~r>dni zJtiN`3wg=MXhko~TgJh^Rz((Sp51|}`Ise&3LG?sXg~UuAMk9iC!-6E2SQSCG1;cL z)Q9F}W<~=oP(KRF&#lg&$6#FZb3gKgsE)OoRW9gc`d}MPkxb*n2p~QLM8d1YBHhu+*jTMREJydCve zEF&4W-a9u`U{7`MQo0&FQ+Iy-IK|dfp;K&ssH($IG5c3EP8J$64@_0uM>T6&WtRX~NeN-@VDCE39d`>$Zc=KuVyH>af}@gS#6n(iENg z`b_m=7mdL+eP@4wHiTfYXEkJlMM9TdrHK(GaR#-8t~!0#a`BER7hSSPb3n5?4pF9} z*sD8F4oq9HWBur;U8P&q&DUk92_dOgS)1B5llcz%>)B`W08xx!q*GX^UBF*?5%iRtw3o38onvnZjlG;Abje(!jCS;t54Lrb7X^2bn7wWa{O z-slsu_@r!T_L=IH8`jwBVB}Ln3f7XYFAZF3(eY~}v4{INqqJJIBhgy0r$T|ccGN`Z zwJ*dIIS#jlb)&JE$0=;cC;4+E7t`mL;t$kAMtef+UO49|xyNaz91iohXZOtcaeYcO zVkU@&jc&SMD(tJKZiXVQXWG1KlbOFOoQPJ97T5lgozwWqGynA>!VXU-|aC*fU7 zeSp2s#oYxI3$`r@jn&-Uf>ev5WPPRe>(VqNH6Gf*g{!@8|E3`#t2Z&853(%O+sd&> zxRPQ_mXnJ7oO|!~qv|X8*^6{VLR7oTb0U$#?){{v`x+`(Zv1tktQMPwa0UfJW+hmj zpU}z337NFsNDf@8;!@)$mR-shFX*+G;PMshQJfvReOy>AZh8NX&XWIgeSCCm2bJXT zgOth-jkD>gpR8EQ$Ns<4JN!Jm%V0E%cdt3lz76RyMM`U)A2rnjTaR zpf+f^XNbM}Qq)yn%JidlkZ_%lbWxr}r*bn?fbJ<5Q9*4)b1WWTqs96-%aiYy5Wae= zpv!TA^V{6Lr(A(AXXJAnVYm3~8aZ4n?$gc@W-M#StU(@&F{Q-@VlfB#8_t&(pk3$D zVRR|(x+O!Lo7G^Ml=ht}`1boRJ?Yf;$DuP1^`Bkhk@mm0rd=E@KE<~$Kl18V6&Zg% zT^G6N^Um0!NTHt9Y4eby2WCIj4_(Jt>CC!O`=zPy@uR}eS>&qm=PUYUuC#C*XU zx{V*+;ZIO4eeG-r)nJk`i-10jV<}E;+s-~U{RO6kgbdR_V!G`jI_E?dsKLud!-UMC z@v5@5wUhd{0HlNbDxqd0MHK$b5y1rUwMNBmJsKiS@r^&~6w31XMyAYGD#Nv%RB}3F z(>vfw5i*722RolBRZu8O_}AVxLGO(dw8)VR^{7-2D)6{s%N2-!4h31JgK`m zAEA4R=+Df|cC1$+#AlSoH(LsHi@WK5ot*{IN`^W2QX`8^H~mFWp@mP%?4GP-0OQN zFr`S-45JNQh7sIp<-L3`r#JlMXPyC^9Pb(v1U<00M(iI`T!+$VPXL??LXrIvvh4X82wzx5FTt zm@2xK-P$rWdr5d&+D^1#*)NZ>`@ryi_*J@DRc+SV9<@(*z?~JUf&Mqf0#SGv zoO|l1hSGK!K~Z6ul`$zd9>PG|QH;&o&!=_ks(Je^6k<`~{sj-|2tv72-){ng`3h6w zth>IP%7@N;LqM7EkFh2x&t|K?D4Owm1C>Aix+D|a&3bN67{Ju1qBeZLQU!7(o2hWo zNH}H>4iiPdB|FZR@-{=I1JCL=#F}BaAv35>Eu@IR2yXD*_rKYg_~tJxx^Fe3oMHOTB)Qk^1IJUC1#f`fa^vU3-~#QA8sv2 z5auwM1#dV@{^3!b5CWflR$ppU;_N4>H2&Kl#r-9`m0MJRIUzEEY?m&W#0Avx&GjvE zbYvvLvvm}GqK+Pxog;1g*%$c0>GUF^dNUj(&H1(tM{DkvgCY zOa%F(i~0e+ZaqxIPFlaq6Ph z@v$SoZpsUFcdC<_suP?_5z2l1V3?#`rwp2?mT*@=N%Ah`&fJMf_M%3RTv-^Y8^Cz+ zc3S0nlWm5kY-~GKD$YW(T>q+*JLS z%Jw(&>OcNlK8it2z@wiMP@r67NF3_5%!)!^+SjAIh{#|1k*EdDSNilN`TOT-*rsJE+R4F7zzBw)tz+4e@L=T=8q*|9fYuh>#*$mITp!G3lcw= zZHMc?tjS&_Gxl)gyXc6j?rX3IRwGT1Km3nfyb$sY;*j8#zG?jrO`1!QP;xsYB4qvI zca;ldNMC#H_d@yuWmY;>DRjk*Bn1O2!pK~qv=_lBOz9l#(PQS;@lO9=d*2z>RMti- z3L}c5QWXR&^g1d{5D=_%kWK_f5h(#;Kzh?4AR-9Tq!$MWCG-$VLK9GW2_zDFlNx$J z`rVnCZ$9<@z4zbeuRNT`WS@QBv-i8#yWX`BHd>Q!1p_Z?MU6Y%uYG{8eH8Kjnru|O zVC1DY$A#SYcdB+2rfWJYz_O0ptlsol^4eNJn|BmWcPhrZR8RNs^ixawNjO58mRXhS z$(V)h%s`@{P7%Vh@eQkE!|OA3xfp`|&R(uRlKY1HGlx6QJcm!eI7EBl5DmR#{2@eT z_skc18v2`m4DqE34Ffh}suy4h4T3N*l6W00Vibs5ly_Y)hLKc`y+(auaXJKso=ULe=&PyziP( z7fWNRxxoHV*B`TCN!ZZQJjTE-{+zVtQHP+@V*IqeOV!44REwAl_Ds1jZ$&?wdD*rn} zF7IDJ1iXgYl7;~hzK2~OwrBs1#9_3%I@KCE_9-aHwM>6(q&%55r4=$4NoA~Z1N=AfJsZsvzXV7636{da*)w})TNoQq~H_&ynP1rN?qktu)cWVJjn{7O219^pyV z)H<&wgyi!!El%AB5;)BBn1(*U(~I|5;0BSP|HtgaO{oB zMq@z($87l*HJmG%ls*p>lAZBbP~Cy?r!0Gtt*6`yYe!OL zO{6$Ef%5di*P_t&VWjueT!PeMl%AF<(E2y365WDtEc8FhGY4~_vjL1@-iMjlTjl3I z_Ttx+JeZR3Yvv^$=(1&fB$zN$-|K${HYe~RH9tkSTWGyLH&z#==MCN=JbN!-i|5T; zZTWj(87#fUXGx~S7*V8^t`v<6u$Ad`UjPsYR??iX(ezs%K592K8}rboq)ZBvN?@@! z$r5Wgz_36wfM#|Hex-LI&U<;d8t<;a&f~MLt9Xp~?}~8fFdcnfme)Sr8=b?4L0>=I zdAh^p+S4}r49Z+zD_F(VJ0RZ&u^wy338@ab*ilA^jO|Y5;!u^m17=E0dlC4U&<{Ye z&mTM>|8|NyQD_3l>$(oV)QR5&?0Pt-ec?;I&r*1^51{C}0H1F-IBWhnKUm?+Um(uy zyO+*aEl;|hm%QYXLD~kiLQrB!?ACD{yWPNVs$z(D?ShUgMchWbd?HAt|bN79)}?&Ro9xCwz-}FUb)oK#d(RH72=_ z2X}O)H}kFy+bpN0oFO5kEuvsaS+yn+ZiKae} zgS2fA`(2V4HD3;N3Gsc6a27<>5lXcr+?h=xa4#69-0ME%nWBZ;^RrRK=0YjH#cx}- zdEenydqrBy7hCn5(`MTOM0=flpRgHgZzmtO)qSwb*A zfB+LNptTkCX0=YnvKA@;O>0(YK>^@Ab`gxhwO9F+ zPmBG!>7CzMa*WdNt}wB0NjK{zj`MP?!i&~W*wmOH*C~9^3t9J&C*>9i%fG`P5TjtB zMJ@Y)3eUmLrC2yq-E`GAChyc6=v=(F&uyLS8~C%+er#Emw{WVtw}$7qT8Q^DoC2NJ z#YR%TG4&41ah)Y>&@^_QzyJC7{qR`W2>dfwY-R}@1;sM#@kB~QLVpOe1CUF^&Zx?g zOY!ejhQr&(k?ebwDhoIniR~!u$DQVZd+R+Ky5Ig3lxPr(FezV4_L*nuEzXQ@{0{iw zA6Z$$)MLd@9@Yp8xh*9X78r7`)|dM>^ShNfgx(4sd=-VwE?=OqYgsB;q1$)1FXB0|O1 z=|V}+$>32foPY7Z3%%XNS`NDdw*KB!sW(HFF3!U%?>HrGbTZ4qQdAepqog>9_q-3$ zOHiGZC8zJTL1&<$ z_RPGEXsm5_tg#VN`$_JJgmk?Fs%Aqk=hOC*ij{B#oT75QB+zue0qqF-p4?o`2aTm3 z?R}>*6QAvY-KRX?tSS>O*KO)n)Mx4pBeyopsz95iw9uhwcAG~&Tj#73#~Lc5>dr#q z?53&SE3sqcKxAIFNargEiciKtA)fo)a?2oDl1Eu?@W>1TQok25Q!~NSiIp9NCR62z zl7bU*Vf#m3du{YvLs5{4Jj#~&Yc`FNl_t(Apu-g~UHk{)und|Xa$qzGonn#D#b?UhDU#GLCqTIQ}c(tk-L6+06OyXtPj#n1o0;9Do zIkZL0vF`9tQHlxDfn3^j%j%n-=WqJ&2!^q8XZ^hR(Sb^gtBdw@<_(Ny)ZejXzI^`U8asIechXBF@35)6*p+;4Wf;{$jUyV;0z4&kB zUC_Bflj+UgnL~)Wd@oF6y~hj^t|x-avui0nhVwRM#coQR2x4by2=M8GmTzwO3|q@L!_Tb1;y~Yai31Q2{ZSCD~p9WIG~% zdjuF-NkXq6JioQYjRip1^gJpEatkEUG21$q#IqqP2oj9KI+p`G>EZxBwzI6ZA{^`T z>WVptYw27kOXu9j_#j_*vh=+n7Qu8%6 zT3XT3W1I3FERPVR0%FG?hM}fR9xFMG8fm1rqqJtqLU)AGY2lZ}b91Xd_6d!}oO1Hb zjNKufov9vY7c~y=dneP;2-Ev54ERR~vcmjAs{@Sa+8FId)b%gb-sv z8W!DnYd;(-MK^@Nn(d%-#;&^ZXY2+b@}l7TDz+TXol6m1+d2Dl{>tauuI9)Vb-=P% zvrtRBfIoPG(o4DcvHB_phedw%)PRASvRIJ+xJ8}|iS+oIYLrpQ3DKD)BhU>s;&^`j zW!t{CF82G651ZpIIGX-$F7=?b#TuUmy?s~4KEA;GAp^M;iZES?4~#oi*8V;-rinW% zx`P&-Iq=P2GjBn4#T}nm%iU9NP&t zYsd*9*bS5c+jYogPvF5}vbv5$kJ-KREqU6mw)EL>4=b<;wpWq%%kPGU&*|T7NC9xk zMRV>bu@juqqL%%!bPrtEif`Ky{1s&zCZyaJ2bag5f*cRpC25~K5*8nWIwg_=;b9WJ z|FF@^CsyTQ_Cd})2Z?)v)+6KlQ4e%l)kG!cJ=r){@g-se>HL+W)yDRpd7iDG`Lb%$ z>G@*<@d=!;I6Fj*ZTOfpSX5_hYphMu*OUnlO_F$DEle5Ad+;5y46zkOPSxHgvhn6c z8L50p^fyTi<3~o{#Roei70i{{j#Itz68R$NbQxbq-6IoAyUP{ek9`gmmJy$Fh2e=V z`RqQ-O~tQGyP{^?tM~!UvWVkot3Y>N_6$GAllE&7A4bO2w;CUKP}YXy@t0giRxlc}vy?3vy|8cRU+vJz*mkveVSeIu+57{AqCVaFrp$Qt7YS0v zmKR##`=0_5)BDdF*i1Y-bci)f^|rG9Bt}zRUVk$9sjRUHfD<&IT*2(WMu{$F(3e@6 z>^@3knIah6t=MM6r0F9_d3b4Q&Ff8mN2!3Y+%TYlr=PlAMlf@E%PAwi$T zPo3&B){CFd3hHJ_Hz+4pqZC$(%4TO;a<>g!g%GlFA9}Z+P@Ji%yN_iY-(~iER<>t> zjYC#8>Tcq36YoyL6_cQ-64BAe>2i$*TYTIoF+Rl0KxTI+2Puk zM~0BP9~0S!_=L0rY))B|LxwWcV+%ho11#>$#!jE_C(x8fOd@eFS=#UDc!?CPjbC{7 zV4qvTvwVX*z}_d`HzwwqwhIoDK{rS;{n{T-QL=}@IlfP@6%v=U>N_nz(%i5mMCsW0 zv*Y%6hK$X_QVqFeG~EG@_E%WB!$4U_NGIvNRI87YUY$n>b^xH;iE|Pz%Q4@7*P@zz zs+&E>O-Z?pv{AA|Or7o|vMw@R-4+NR#vGlhJwuU%dl* zntQ%wY0KAq8)*M<%W_ndpCh1JSsYpj_S*<}4Nfr_dpcH(@4fOKK){qT9@S9}|rSo_%D}Q+4 z1q8kW#owO0#_uf)YzV6(;+V`e4(=cM7svQ(B>&)x{a>80)6*RDP6kl~dMN6d8CBQ$ znJ+^&hblJ6LLk@4(*IS3o8crDFP24V1aP5Wp^i)$HuD>v1B%*dJG!JSpU2!eGR^Vd zx%>-yyiR`s*{WQTEH{Z2<{EX@>89)D6%P`M)3_vo9#4K$d3{XvfT0FT!Mf|Ej%|RkE@P{-1 zUr$mj34qNimwVH09o+<`s2ON=eQ}dwUR-`}GicboEMwh~s6h!~6LU(Eb7>jOomb&G z=DD#jI}B9T!|i+iRCS#E5@8zyI;bTSh|QpbZI&u()TSW*L!44SmOiJ(YADdKRhR_b z>8@1tB#^C?MOkcqCC{W}@N1E!-c zcpVR2ZhuIIuEu&ZwdfZ}ugb%dP%FLRTs27*sSR)>L2^ci>)&1{sROucjA zdA&pnKcCa>0N^d22g440zI%m6IZ62w-A}Ql!w2#<*7HcaGrd6VI&7YVhN`MwM5@1u ztp90hULHSfEI>yAh%y@%3Iouz%O!yJbmG64ISf>~bF72^Hw0P_Q<~VlRzYuhrL+U- z)nwl#JOdj9Nea3=O^h`&zlnNUAvf zs10;+utH0#j775D6#7A;eDtuu5`itha!xqQr3UT}Ag@6n+ceh{$~ir$V?W!IanTb9 zqrgGmdf)(n@Fyl`x90kCKW#snig;mI4Ju?AD# zcy1&0w${%)0nz39@ouOSfbp=7KcQx}w&p-Up)u~tap4B)bpn2XV z>l&9l)x7HceYuOLkKE{U)pz&12Chl{b1<_&U~vN!bP@+2oDPp66O{yV4N+=qzPl@* zo2gcFF{oX&lvBe(CYf)&cY)mZ`=*f44|_nb{(e4owPk&u=IHrw_Ygltkso1S>beGY zuV~=MYdDU{RHOTVvF9JQi?^kUG(-tr0<*I9RrfrbRq)X*aP7T0L;yj@xhhtTAay5%D zKzQ0X@`Z*g*&!|M53uelqYDj$47a|FAwZ9&DU%~BM77K)qTKt=zHdmcByyOw8AuU4h0 z_9RbMzeJX$IB_j{tdO6!$Fp`!u|kruV!**ztfL^dtaV**sc*Q*uzbVNM4*5WdhC?a zZs7n>*}~`fwij{AJ-1md+yhPR72;-llE3MsNWwaK!h34=igEm`mdo$ z@pMGk3hNvNVw(Xk&S_n9ALdAbrTQ)R+?XoW$>p+3=v%@ZZIucAbtc6SH*=F$#p?OR z`MTzqtU(3U0(?A*uuN1X{V#XXqM6#qU`IByAJ;LoBr7GIA~C7ihJk~JhQ8<< z&f-ARfCk2H-k4Z1NQ{uz*6NfhRxFmp25XL1eb~?l>^DAa==pS$W@W!XT-z=#72VLv zbym-{te``0r;Fk8P6l9KhZGPRT1jDg#k(``lRssNQT{h`&2N$EOz4347&_j4W92ZNi%>e!R_C)rvMPQ9yQZ*LHSs!o7I=-3cy0^3G zHXLCjs5hSu(vovMbAjwHsI~M*?PWc}?jp}B_l;I2KEHDt0s0t8?36{|G~!fHv+sG| z`oR6n`IfUc+zW^7x>o*5O-;SNOl;yh@_1^Ns&^9I%-P28hMk|~*NoRMv_F8?QR`rf zfXHxvf+_++L_uV-q-KPPUJRXuD~v7m9MBA~_kUa?IBfzQg?8JMRfrV6(NZ?k6$Q_A zdLJrnXOL%qIq39~5`Q_hU;_(vHHD#4zhAr+C<`+?MQo9OHhOb2y1=_p0T8AZK~%eN z$vvmHB!FZ#Jkal#y*nzhR_-E_uGb6U>dRv{t>9<&*Pg!R zly|k4V;p9RPZp`cq{;=~XK)fM10E5t)US(2x?>9es5?BpnafxYVXR}}z2LVRnNrTP zJ9=~xRKhCwPTmW)?d$$5BuPoWyyZtkBsyP9DG%M6@qekSB2iisyUpch$p0 zO-luhYZ)l00GXt3|CaLqicVB`t(*`NGA7%@_iH9EcnzEi;$G@;{gl#C(^$|pI7he= zwto2MF@v2|8b7&~B(qrvg1*?c* zRE5|7J;*+_KS1*B*sUoMl4@SzlraEQO$LGe`#}1mF485eZ=z(5TYyd}ARy(D}G%#+Y+FT=0%WS|Ky^nJQF@k0gWulrAZ0KO~wk~Z$w soBrRA{BOE`iHZM3*Z-^cWb}Z>r}m?}|H?7SA@EQ2j@Ipbl|K;w2ct|36aWAK literal 182545 zcmeEu1zTLpwjdz{2@VPFPH+j7wuBuhLs+O-+guPRd#ePoq90>^tTV4*Rj)e5A2?+^#1RWLe zhOQMw1_|lO8*3@4ck)tFH18b27S^`rNJuPkrbb2ta_lSv#>PfQ1EXxL&mG;=Lqj9g zjr{sL`Z~rtIy*)>GE(&PmPzoIpT6%x%2Vrve8P&Pxvl0LDC72>ID9XNKM_%mi8A8N z0q6dehg6<8y=q2tj}}UpfElhpLPA35Z@Y0CkBry+Y=DRrS>*XZ))SK=so76&_8HLc zkhGNLV)+-E~8_8d;e^_#Y~Ly8U0gwdQ{YR?o#jla8N?%^JYndv>xbCQ6nm_uto^+Oyv1U zN$MfI+;WSOp(X4_M$2ele$}5n3zH7BN8|Q2WmVx5_+06cK|-Q+bpQCMjlI1wh=t|H z41av|ns|KlBYryC-rZqOgNu}ZpnJ0HUS^M2(r|Mvc?)G_q*sVCIugngGNfmS(i6lb z{)GHL$}&$_ke>ea9vKNK#2N|ZA8k|+_dmZ_#Pz4o-}k5SUy#rcPXvg|JqP)pt)DgJ zJpE@Gc?401^j1SkULJARFm*IHw{x-rJMV>w4Io}%*vn}n!8*7=SX%=|CknHf?R)UxOh0Zx&8w-qO0hiw<7PX-OX*afz}|z znjyvz7vvET{j2@|QS+Z8{!34-|Ln=bFYsTw{!7*W-t~i%xuX;qgc#FV{6F{WALIUO z-^VS#6pWd7v=hoO%s1EC{})m*hdO$pz3?X9f4(keorhAe^~y$ zBg#*{2y;Gr&_Y6bgCq}p``-P@ekR7W@2}ZMH-1*h-sWvC>HMYV*ar9&sX%qs>KEE_ z_+(av0W4n$u;bO^p0|GCuL6>W6Ab>8i&vK{c;EDR=i~@2x0LY8UTGV@$7+XN>Fjx2 zHjdA&xsAho4qAyxffxj|G$=v-czDQ?Z_v@7{M(1K7Xi{h=kciwjoRSNJW-*4NWt@!_I_g`@O{~hmgKIVFHlLXxz zwM&Q|cRZEU{J#;$Kgnj31UZ7eT29ORq<2fJtS?3d47~EWf)d-c-E7+5?i7Wvl{c8c zQwGugEs6aT3W5^1Uk3C`Je(Lm-d`R48gE?IMgWp{ycs{rZ#pm;IN8{WlLCN_3Tz3T(lAV?w4(ff;d?o>SXQ^;e5d zstvchrQJUuOCt1fA8G#k(Vx)%qzWiVHV`R;EO{PKju57|5KYGojz|r z466DP7@Wo@2escHfLDaaJyaSH!20^E_kKWdlJ#A+8&P(%~tjj=>`Sjio2Uc;4U6}Uay3Ne5z;_Sag}u*QoYC_Pbkv zsdyAoOXgrBTV}dwUa#Q#&Gy-tTgFKfVJLFcyN%=A$;_n~mg(-BrKGE5DE;u>7b{Bd;ZoQcG?le5Z?F zA91<7S1{SibcGWO!szVp4j>KE)V{T|M;OKCEHVQD)^ww_QC|C1{mbW5suick6|I+KTCH2U4Ap3wT!!bl z#L8z!2pskUQS91Zz_K3UTOZ9$bdWrG^3e61Mqkgt^V!)W9k(*waF!k}A-KP_OrtvO znhyj*F^^lj-stY{1&Hq%uRLtp!-*EzE%qFy_m0B6p7Zt{ z)?MQL3|<3R?-Kr*tspAFOM+_aYF=B5JlX31jj=I>zDdb}{b-3^SS!NLa9USj8_!@I zAV+tmce6!`X3brAvO%SokWwGi-%D&LI_tUsLQ^W9A98EIgLaa`uKU8@AA9uFgdWzj z;Gn7z+E)%TrJD^muRPCc-me~}u^EJ1xnrfP-F?D)9fYRpcRN+|%OPS)BkMFVT#1T4 zrEID=P9z6(^KjKJF^kxS!eHvxW2o)7zba5;DVH5qf{Afdgf|j9WhHJW!mlf@jV0ah zm(e5!zN{I>8+5g-$1A?#h20sCLlzw)+$MK~ZG2S}(H;)l?hXTsjl~)eOM}`&`<2V@ zW?0ItHmpF1!Vi8jHKbb35v^1F(qb#y&-X(XJIJDsl19q5Gr9c_iUt-R7_6L*Sc*H5 zP%pOZD1*sj4ddtD(j4ND07nlxONz2Y^p0r^=j-ok2=@kq(+Cn1x5OE#(B7|5*7=|z z*vL{Pr|3zT>OLRI%`bl>%$VO6#(kN=*qlv1g&Y<b5wA=Y#tcCw!{dY(H4b-w=xz3?N~s5nba&Z2ar z@rc)wnLYSPgn__GWRB(Wf7HHX2xOLho2X(U8gQvqcpFIZzy6S$u`ey@u93HtZK@_ z`PsJ3fdRh1;8q&4lgE~4f`Akz;mwrMT2@oG}1_!dS%6bgy3x&5=K}c9 z*{hvT5gdoEP?s5Fp`iXToWXs%Ww#6VvI8zm9nA+GVT%%Zp;ynF^%vgzMTUhQG9}*K zXI)D8!PltCpOU=JzNa&9DgDNiky?o)PkGc+^5E@pKX&Ev5B(|u8(lx6)u3>#fjGwr}{4OLgEtZHaoREld% z=%IjB6gUKfd_D9Rd9A}<(CvC1_)dsV1Utq_oI~6~y-@w_+Cp3U-~??#yxQRG{T0kl zL39DHJqeY*sr|Z_OXVbwW5xEtsG5=@qwV3M!i}!!zKTa#XJ1@&Y@De@V2ASM0z$ZX z%}ZK-jMAdE6pM-R4?RTVG3$(_k7+{)atQKEkkM{L=%J?lD25_?i!VZoRYd!)S``TJ z+K7AQrst(?e&#liYV>yqyy&zLpfol)i6JKcXeXR&-i99WD_;Y6-1L2Xxi2J zZTH)qzZIK+K{^DAK$zuh{SQWCeD+OEiwuBnZs@|8DH!6Gc2b4)__YokM?h!DTU&3y z!~RD7yuWJ;mWQ->U8_}m;%%SDB0W{^T zm|y*&{Rl4zL}y& z@QdN0m~at(n%r*dIC<-JsI)ujz_3&Au&OTNTHu0W!|o|rhdD7CY(iz4wP2uQ0Ti6@ zgxxI(o`>8zAVk^k9@kywXphcOgdo%Ou~Kw~A(W(U?l3{iW5`!>yM}L$0PEa4$|Lvw zL?OHSISWu8ix=UWH;6@kS2FxtCUpBS8s_c5qar@;lAHc)8qwKJE1Gp2L}a!_k5IWe z@>LOASK<-A^*N|R=wSPEP~apT%3t)IAZzqH)K1m8K=%$b89L{RX^!yy>Tr zg(bIH!gkNw6QQYzo0~j8#G7+L*52JC2HH_0cdp%UcqAwbuzHSO8lzh}brbD65Z8qV z^y20bK==skJly;SLt1c&^@oW^G*Cfolx`N*y(gpEZ=Pqy| z;f>c{J#m%~*{_#H%*m^4WHTCYC{$*;h6mLrT4uLR^h)Dg4j$fb>k`e_QoN0a8Yqp?38TZHB#Si%cA{}%*%JM#|M5u0r8^v z=yG}uovPTy^pg{i7eBJE z7mE$$9bdX|MKhOtU1zB56wix9Mb4_#&D44#S(FkErJ!py1#_0g$)u<88fV#5>J)pz~GK@!~Of z(K`zlC@6PSGcK+%ZyF6O1$3F|<)*uSA9kNfM!j9pwQDrjAs=}$Ua1$&Ye-V6f zADL|MZ0MFS>o{mgMU)Fb;jtbkb=LrM9OejVm-Puv7&`tLBJP}a)=)`ca1#FU{gJiB zDzaoK;b>(Kfud3kV27B?_avg*t?exH70K=qg1%;7$?eMNg_6w|Q1~DW5VD7IuTb4~ zDTYhQ4D^q`y_@?nhsM8`mg{Uu|7EfkS1@O}o6LId{a|ZW_1V?v{_s)%gP5#|5Cy_k zkd`RsQwy{ha+_a@K^R&Ayz?QE;T#)G@s}F&W5sVtR&y<1{wThnRuNhW`o8$ib=Ca) z2LRFQDJce4Nl^pFo?%HTJr<0(hVtD70PJS$k5|Av;pMmju3AEy&4N#}3ZU(B{?kVn zuWoF?k*2x^JhX>ZpwJ>hkN*H58E>svb=gd{{PM^5@WC7XQ>M#rjB(H3HC>8^x0989 zWS`9L5BALUj7o2j=gmItv2K-Cw0XK8dBMo7w&vyZ)+sIpe?JH`MnsgZIA!1Ig+>&A z@X$B^`r&)+lxClF?01}>AA5WIzJ2^7y+5Faa4mMf{HUjPp?boS_lvXbgs^|V=9x(LWBXE$~Wgmg%Hp>8yXPVP~t1|lThfdkL9>*aPaN3@loe;Z0 z%UkNxm@B44-Ca|Lo5J%5Z@>FJL&LAuH4!(VvZ8eRO?%}Jzm8LD%NsY-et}_}6RNxd z;h4oAwDYpw$*grfa<@sTKHPUS&>0--e^oU!T!L>3h9GS1=3QA;@tbw~K2pmdx!Vse zsCqkYozpQ@EbWnMB*_yh9QCs%AGDEc5O=yVgfqhWnEt-7r7w6ZSNE24UTBEeyoRB6 z_&3_b*sU>$!9$WkqSTR+_&4&#*CqwAZy71_%_`Z}la}IluI{Bj>YtyiZoHBpaf-E6 zQ=|32(fRb_!&j&ITXlfN3Hgkk-~B~*ZUm=@xsof)=jy{oq@%SYrSM_H+Wyvyga*DZ zp~-5RhlSqka2l?0v8%z7dd$bW_D5ZN((f&%N{SN32Nd_;3IxeYf58Y;n%@OSqHt>>4*FXS!i0=#}4bzrm_bSX`2C zN!_Zjw*;inP6C>M)Fz<#I@Ma?KOVW9k;$xgT-LZ&vbme>S0+Pz58Rs1(8w!3cO$U< zV{f2i#-(trWvywXiy{H>R`(EFg(!SPOM-I=+ixwY>BZp1a{%}LE2p|lvN{;;y;?~g zS&Wvh$&F&Gf#V=!>Fs@(syAJ%YoBwB$A~HNJp+i(htIqth__cLQyeJ+;jWqcuJRL? z=g5XFFLA1YzV^GRz*v>@J8|o~5{VJvlk`jXlV0MA&CZbnmYV7I_kAGQ&PeyU2FwKa z*3+*QWqlapEoWnZ3LD*G>RF!VNX%4RFYAQg4R1(ELSkd`zcvcFWL$cb6eN*(_6r3F z3p!zKo}b73PMY$a^i%kU4MBwGznx{xbD&zw_OtEH&#}-1PPr>x7;2gl^|Z=~r{U46d0$@iOG znL>?}zA;ZvR%+(no-On&)E!wA_G9F%*uk1otZZlGRr2l-#!D zYrZ9I|DY>aE&S<{ErmNZ+QA23Z9VSJAX8-_Q}6en^76Q=8%2F9`u)n|lTBnwSDxCh z@AJq<*@nVzNCzuqD(C_<8c&1*vTr8xpD3p%l-@NIQ5M?f1nU&l&Ab>?tLzy@lotb1XA{VdO%-0d`+A#z0-Qqu-%QO};3Q^P+-VAY#zwCi;3FYWfC9e`NmweDG zqssMAZL2Bmg7+|F$jfKQeK1zz{He~MFH7k%ohXEtErbD%lq8O_<0ln!t%b!IkzVW5 ze-Un|Okh&M3u(yrA-m|liis;G>j{p2%V1gBHgT&3AITI{_1oitSh}kA3|js=d}o2h zb!T_=qLO@Q$s@tt-53({xOA@Mt=M%)?Gz){CzZ&$Bt2=6yq6KYjM32%pBayptT0Wa^@(8P}ezAL3?C%UXcL*6Bi!ZHS< zU-UrIg}ve!sAQP0GTn?qfxSVtDF|!Z`2zZIkveXWm(DvzGBoed=eLdqYV4(qByCnv z?+_4VqJQL|vbe3vjnP2Nwols?gYseWci*$Tw+v&2ktYhx(R5Y1y_mLErlf)T2tPsK zA8+3W2@8kbb#h7aH5kN0<_y4m&W7+BZvB*SO`jZd#3Ef|JxkBC_V$Z1)VvyrPCXxw z48G1hvn@^DQ(2?y@*iI4Og-%)y{V09+wXZcxNr9? z=0<3P{}rbBS$bPKWoLfEZHUv>1`R83FTdImn9~8XR+sU%9Ob6AIqGHSYi!tGq z7_v@`E>q|oaMj^bU5=)^_8oKoT&HDhItf9T1M3(GE`&_Vi4pw!4WGf9UkVGbO?c{X zRn#;pHAs}+j8HR;w%PJtL%&1P|%Vudup!~IliSwveTTnz1b}BF%u&YtgC(%BulC~{#)QP3Op^; z4!+J(p!bk}RQ##7Q(yjwbC!U5h|25>Zgzca90YVBbMTCnM{U|)VYe*sIUcRQ|QX?#R1+xf|e>eZd>n=}p zA-L8kPNlG8?g~2}O8B|)c%A^djN<{a<}(?D2W8ZO*S~Uz&#t2090a?Po6Ib7SE&SZ z-{+#r1{WY(Q`U_aQV;?gnGVjG&rf34iExr+YZh^H=O>ih>%?~siGx*(&8lrW|hYE0dXw^6Zv zks*_L?dq%LCR+Oxpq`wPx6MUo^9G*f^o7L?QsEgku7`Duz0# zzIfswPrVNJ;kwJ&_^16hy`&dtEX|wk;FvNhliOh7Q1i#pET@gMUR71Ptwb;!`FT(q z@v0ITjR;3{N?}=-Bs(boQ3l@fGwbd|%KF>lcplA8*(fvi`coGw3LmZWl1M^tF*@7Z z#6&9;wB3}Oy|vj*56(Ibp9?_k$vG(N`k7(6Q>D>P|KfUZHg2w!8Kypqpu4f?=HOwx zB(7Z_N6~Vp!)GEe8@)^i-6~e?iorS8(t#dYg*z zho)g?@CmML^eL9=a=+m;efza^GyOjtBdM}RePMP3ANE9*6NciWet-2*R34~R3kn17 z60g5eNx>>`6($sU$rMo{hKgKvT&*yY!|a{G;WcIh!9X?$)qD8Y>c$QykJ2+ z#o2mh7UQGJe0)8c)6&lZbCV;aB7o>H(2CW4hiGx1|a7KtW*4&0vt&OF44t za&U5LgRYm+q3ByAH4TEvHH?!{#;X0SAsP)%9<|@-w`MmOEORwC8 zRTSDJ!c}8eE2%w(R_7GQF0q%w@^`>pya=C?cYQwOlNX|=)9vSwnag0{fc$q#^r{5H z0g~=l5GxZqZ?9|us73#X!|5C$w5OC)0#Q+8DIL6+YeSw(KG_esiIjFi zRx>*wEi|;R^LR>@?qWg=^~haVxC*BzIH`qz$9=b+_$KyT1>^OX_y-qE3^6zBDZ%YX zZbiAy2RFYsrq_R4D$fS5&ub7Fk8+Kur9UW#>GOI6_r> zQWYziY56dvBLY<8w_{&>2ziJqD8dXJVHaYAS?>coyEsyXK?CJ0X+9Dq3f)pqSzj_u z_)1#Z{nW`wyvATzdE0d(5fLajAwp%To=o2)pRMYp5AbJVa@8OW-tNP#|C%eD`Wu{W z@wf;K*J)9=ZKW=-TzxZdO}-%K>5Sgblk)B%mB0Gv9ilIu0OQFzIcPpVKYE*KWD%dKgvpgW zcj3rCZ+tXPGD&92hVe*rCj_wcn&bFgcGV2?#Hb1-yjFq;q}Zi`Rr67Y{lW*!b%Oo1 zF;93V>hkWw>v=vHIJtIyG&?a?@lJaG#<#g7D@DMIFwA-d^4hW{^YlR3@E&JJW$R0$ zwA4P&R%P|)FuaQt<(_O8b04{Ct3KFQ^CTxFnJ3$a-! z!c&@A_?41~v8sOHl=B1d)+Vnt)DrpsK$o0;sfPZTP!gXiN!HNOAZW6b-u#oMDWYev~t z!w-H$FmZsvHknB^7eFmDov)+sP5yPekE07E%}H5%-~asyS&((=Nm>JLQ`Q5_G{S2Y z>n8QCTVj4)T~`=-g$B!C=S`SqsxsweSI&CJ(pcwY_?DhMM96bR^GBKi$1&J5V^5)la-dAz~Fh(NG9fCEl2snOMx#S8x`z{_Oea zk;Q>sg>cKn94i+fMfS+L+2SFOM=L)Gx)L*dHnp%;H8K?FSDr|{&a z57xQZW1%SMwzi7x<&OaQew5ZCbjBIn0gM`iM4|+^I<2Sn{=)TU=K$5`Z_4>`kAzW+ z>XP8O<;jIhO)ZNn8-`6=g)2q}aVl#av$=Vsz);gLD`L3QP$hjo8+*iM!O|miXWVS* z&*u$;dQ~u@TjU01BV=tpuQaGnGF|CFtVwo$Ye&p5*wfj@$m;9&a*{!^;O3P&vP#QL z%#69@UB4zHQt5YvZbQMsj=u>5T?k9`G8B%i*d~W}(6eik=WWi0O(W75*O&IAZ9E-Q zxpxPIFuM(HwII-$ebd4XUda7oe*wqNGKSRrs)==w5y6iy z*H+$pFc9OM)K|-Us-Ku%2t2GT#mLS#$&d4^5GN1nO1Ks+ZUi06sp>BzI?ZfC|Hc-% zn*Q2DIq_R5Hs%x;C&?EwEzm_C5}#xZ!!3p9no0ex?Gsu54q@EWahn1mGt)UvM(PH)Y}UmB_>sa^O?XgN1wQjjJff(C<3%VJFVwEFse2=`j}ggN_T&2 z9^pOxzB7n$W{!6qqhRN|k*|;tOd9z$hJBC0Jg_4V2o;dvnYv@0zn)tHFK6SwW=ceDFI2!60gT1*5{ z3p;Fj<^{h5UiFcKZ9C1CVOvU{w=IgoDwubAt7YC#f>Xu(dY;AAi!A2%hCt_Nn$l16 zBADo`Nj}WuL9a8L6Z%}I5j-T;AW1c49b+wc($MoL{1=*^bKuo@)(&AKGc#m+<)rE~ zuvs9;!4n1jK#TS8a%nXvb!zq8^g`soIl@gu^A+W=$>r#|tSEl6UiR9SPUPJb-%%9S zk!gn2$!Q@oXZo&m_Q7=iE#>59ziJ~Ka$bapV3ecREC8KVb2B`1n|JK+D>g)7VTXm8 z3R&A@2O`y?-H45v_*wHOE`SKlBG?Atm*_=cC+E0}tlj!Dg2mj0<@d7ASW~-9t7)Jf z&2oT*RbK0izy!8x3lm(NFiF3LQ;VjzW}xcta$b3H;zM1`d<=nZGu-u1*98jOZa2QS z&UcEJ1K?9w!XgnV)2mn)-(%25_sHS|>1JEhP7DjT1dpO+#~Sm=sp~=N;0QxcLKT9F zR+q=~7=87}@hsId=~s>c&>v4aO-(?WI|L(~KtTqVk09sCodu+dPD_XL!hWI*CS~U> zelZ_!cNwqIp%)el^hlF~mUgtpFLD8llnSzL1v^%EcWj0?3U$rhTjU!QKZ?#-3PdCp z2%rnLHKTZj^UWEvjpfU@-{J`66tY!gML-NL$w?=*ML-*_ zP6KDXvC+Xx*;+EapHOoy|^Zu)is zqcOks#*piUiXtQ$6+=eL1vT6ng%vy*WWHw@-7I{Gy)uUQWc_e`bs%xO>m~=`$|E*# zH^vWlE>nXH{BzUOgKtH?wdjfsj;6Niw#$hVzivvO+(n>(G&4R_eCvY!4<|_RK(Pqg z-V`<6L+O8=&Sb(GBtv#%?_}wm4uD^|rfN;3I*1FEZu%NoT<&W6Pl47p3soX!S54C7 zH~U5+xY}mRu#_d-`wYU2$VG}hj?FN9M+;@#pweI;e5g+d4#KEjT0qOp z=i2HZZCSaQ7YQrO%}7IcgHBT>DmK|L{kL{UwyHA{`XXSR z!G#9jS*={B?%0$9r`nQ7pl&dq=UF@Tw~5=FHyWN?xqz6F{4hJoi**+B5jk6cQ+B3; z^}}tjq#W@PXLdXq?AEosmalVhT>5k0szCUhW*&LFHSzrkN-baFGkQry+2re%9%U$$ z2{hTk!?<{{Mm%vWh|p*x$&$A>_pcm!V}AJ^2U7EUCfiU$7}2JB&nF8yeQEi{Rxzuy z8i5P0jXXSI&m^*KbdYwP-rA|(;|!)_0^O)L-UHp#wI1&^fNoU8tuO!R0VC3XHudu9 z3#M2lh4cpnom?!d)b-l0L8;gJ~VX9iC0f#6dzR2!Erq=|j6no;bL#)h?!cC3M} z%RtNh^=K*XX5~$WP`fepMayg-8~G0s{@i7^Oy4Z&B2#IaXz#G-N1D>xeSGh9hez)l z0#_5Ax&6||76iPOf@;%)+=i(b){N2<7sydGcCMya~H3o?&)dl0f-o)DTbz9<6^s*z`d!lj;$Peu*ioRvgMI#VNJSsHMVlzsk6 zVf#eO6`54N;0z9e3o~)t(-;`(OA*$-=Htc)h!=|G>| zS3U^K!KtJ$zn2+$Vt(Yb*_AV)+@zrt+4Ciqp6h^405(3)IBg}Z&N*NI3(?l)W-<6@ zdITA?(ff&|?llWO)C&2|Q(-BZjy3=y(cJ2C49BkvZu}k7p<13 z?HXd-8KkV@FY!fVha)U;{w8KM70Zb2tSHx7MV)(!YI);Mh@wcIS4NVg-CqIvJX&st z-1N>ukaX|4F8*F_BvH%}1N=>lqUO9pG&`qt`}}XMF3G1c!*6Gs#)7Dn(Z)*F(24jt zN%0`ciky^KoasT_-c24d8m!E|$B|;bF|QJ6nxayEOqHEKMOTD`9(r@$o`rON2Wj^R zwvXaL7_n*LX2=m1?>zb6kg=7nC4p01`mw$e`OngcVVsz;JAmkS%vF@)o8<^6eDquR zhu3;@=J?mIHRBQPjsw+?Z=J?ge*@XQY#sPMhT45{3MEXl2BEBWPDZ6JFo{2(7@c5U zf;AsDl`1>i99(0PTGuEx2Srv^9*=4aX?YfcbffHCUn1ORPbgllEWB9#T+d?WprI`{ zzVzc0ANx{@_(5Zv9YXx{R5&}UDD2+y7mjDe>b#5Ltm40Wh?2%8Qe*)?EP~oe&>DNR z5_+BY3oO0T+e_w{C-jrY_0d}!6`TY0o31~B6vDPu`e6lCGHF~p;8TcQRlF-|l%Is_ zsD9rP(78q~xt@7xyy@f<+14Z&F1Uyg@A;$qrj8hv3R)U27;(AbxN2w> z93hecHhvnOWk)onF(f}MYI?#?0xi4b(Dsy#Z;pIBf((^qpIrw~UOHrl>r?eIlr#7u z84HDNkLA@N(#(}vH41|hAYvCk;+}kQh^7f-ISu@{FKP9a0h$|mFQV*#E`SM3pPrEq zWi~~K%n%C4fkYvJUxEBf2(|6B*j0q52pf&E0E&x?1^tDy zUeTNKbr*=S3h}q<5<8NIlbg|l+AAIr$;5_vPDIP_E;7RT_oCvB4=i=r4^$uW01$ud zKBG)Re5mky)TgSGael5 zCl;&HZ4h5Vy*{RYiO|}Cg1+nPR^#x$BJBe-&@uhJab-ln`Q>FfrQy}vFip}H2K&rK(w`^*2y?v1XLv3Ie^$A>FG?ceuQtNobe`~UF z;iI9?MIvt?w5gLZnY+MOP`OWG$NFpuB8Bkm00@7trcOm##O2g>2OZQU-id&`#t2?N zj*jS)ZA@+N=~8xD%O)>#c`Ug)#8yTQ^l$)l|8VpBMoDLO}I z{nLK!8Q~M4TY5FHVUxL#ImGD!;*o5?pOns>CXuB?<4suaEJfvEt>~QhA=FSfe(r8& zlk{}>SbjWov{ChBOY-!7!KCJWiLABnO=kj^2l*!fRms)>;LMv|mnrFlC*Vc+~o zAtg25nkJQFvx8`TWBsSIQNaq%)&;Y@s?aaG$RCC?{pHU(mX^& z{-{_85i#E_`v|yfdHh|p#a(t$yw=Zok*k`UZl#h7>x9kGHQjL*`DVS_ZI|O(UFc&% z_%;vb4ObywrzRJJuiriV813+d>Y?1}PwsA&Om3r!h5eUo z?$s;bcJduwi+#U-g6#VmANs&c9#PYdHJZ&c;NSX(3p~i>0b-IerEP?a>$Tx05yB0u z%4YE24%9L`@ysTv&HDt%qRhTV)(^?6@lLRd%$W=ex_AO6;m65?A3cPp)5HDZmsQ`h z3NK(>@4u<(67WZO`>f4z5o|2pxi6y~*a9W*Vb(wN6GV}X*%oPqRZGL zbgsXOViS@Y`$!~1sAguz?E@I-sAGs=hlTR};D&tAN40l-m!4odd5{Abqz8b}cW2#lmF6d&Z%5JD~#SQ9KBE=H!@(3d^!oQ7mw#vn{m6#G!f=aIrHOKiWJoN z_G7&`9L^8ntH@4C0;>xjCKbqbZ-)hZ z1?F}TEXA&fY2ql>fUVR>3&Jg>3pRhw2Qm6|U2so&Z>w_4UewlVN^F&R9bvQQ>bM$m zB?y{Izg27pa1^;*pqnY81$poGwf({e z^_{R>b$RX zk>+wo01|Tb_NnM62N_Odr17YH_^5>Jin0oDd_g8E?+Ws35jkBk&(-e9aWfi5)00TY zx{Kess;u;Phs|Ifim7NmztOS?3G+o?b;9JmArO_Gp$a(4w9+SeTa zWC0T}(PjB}gG53t-_kH<7SoGIC5ALPao)Sy%m<28)x>d7E~l3!T*nbW8v=@lzT#pg z3{smV-@x)6k_gHh{si?$o0pVo*Em#C+D6MTg9M<276{u@Ice57Zi+fYO^{U{k?py0 znq1l1#{zPO_C~tw$hE7*cmtGMhvV{PaNL{O1=K%=;ogTQ*S51;b4ey?TzY4%XLWv& zwhpao63tT|7@S>Ke=!~$?3JX2Kq`3ClEh+K@lV$s4GGM!y<={qy{b2s3Y+40u zE9{r!DP#>}=8@CzY-?(y_nsQySK1rOG@Q=QNaVNcoS(s8ys6c>_DS8bBZkFXb9<9R zYgvw@TVw+g-8;&Sl#fP82uX!Y= zQnKhRy~%rKIhbV}HOAnxi_K!o{!blMO5I%LL1AWvVrMtY3k))P`d$Z0jFh z$v6_q9CjI3oCi=g17BY-U#0sl%t*NEZ}f2Y_}MpeF7^JDQD;Qoq)kX{{HbyQJ$g6h zbF=z+GydAUOIg415`^ojxR%g1#Og9WBRqc_|0mH&V^R+?j3?o(({!0!J11@+OhH2L z1z47bazrIG=YRD`95?JsVw87lQ)&|by87+vPryGQm^8p3%&z|AS|#T^L#2EQOODx@ z(GTt=BESV=T4_*?VU}n9C>|*=9^2*Xf4J7ex1LX3mX_TkNNl z#thkoD-gdpPLNlP&QQIlJt(oiF|y&hTEMM!ggG5)*}t`*!=mSRJUKoZxDyZV&2xSy z>#nq{EoAihfZ57BPs!n2KJ$&{t@~M|MB`xQRR~54hpqcn585ds#~R#jGW_@f;v++! zpwE!ib8@nh+7zDIG@MB@&;mf0UQhwavdl7SV>Qvj9B%@sy#tFCgL|K1(tlLd-lx}7 z9ZK=xyHRQ0#Xy^pRVsk>C!?kM+X2p!DmJ}Yy3`{%Y zyTYkXfbxl}Y)X*mrfFl95{Ai%mXY*iO#41y*n-B!18;3-At- z%l#3!TzCEXqdX=Xu}r!f`>XWF6s0Dbr>xnr?1^YgPAHgKp3RpdlBg)pbu=3(U*}_< z;&q9>9P4=PH=o9inmms;R1Pk!#KaFs627mVL0QYKb>4cqK{>)o+<5(yC>FPbD77Hs z6!(ib&L-|gAXxYZfXG>_YGf7F`fUXHRY?-Rc~I^8(CbUq>_QIZhgc?6-&-LyiAeUq z;#D`!hjn_N08pJp2nr%H5Mh)|$z3n><}Tw?a~RqQov*SiJxQOwQu{kuA;zj+id7BB z+Q8yed7OCZ*_WaMv{gabOSe(W(?F;lW2BGo&lrt1N7q4BZoAzY4j)Fs&#a7#KJ%<@ zn&Jw+*H>8sC->2iwQOs!kFZQ&ib#Js>Rv?{E=m5?mv>A)dL{jlP}(*Y=0B&0g7IAk zKB^ks2_5gpl+ldVUa>FXhna;Gf8ID77!RMHb^>J?AHTvk0 z2PAx2saHEj_>m1;FHD>2^Q=j0Fc&alPRKywDEuz|ml4;;;(`*WZl7eE^IafNSGK~h zB2t;PjXXoIBHubTuYz>k} zSYl8!5xO9gn)s#+B8{5%<@d#IQN;?P#h@lKvse_~4WeGkGtPK2?$&w^ zrdz+qfFuTroyYW9)*>W5mmEsxDJ@0jORL6A4U%cRKWzz6*C~eI!X3tG#AQzt;cxTW zqR|=0UFXb`11R&}omx&`J+P}N=EO=(|MPzV_?2VR_~2!_bVWZiEVLH19R{S3YiBfz z{_YasgS>_yA{IcaKv zp-aE-_`u(4iVS|3N$sch^G^8q%gyzDB2&t;{8BAzOx8B4lPlI6i$Wm+%OM5g)8Y@3 z8I1ETY!R$7J!qry^hvD({H_PHF^kb5(_BN17(fw12}Q2i3GtuxbJQqU>sIA{rpP)3 zw=zW0qAROwlGJ7gp1Wv12@qY+v0rcDxrd31vtEYn-q(0`52u1Psvdbhm&hxYFh!r6xL;5cB;~iJCg{*C=T}_2^Cs7d<&r7-v7MM$*4Mgl+Y) z=Ot;}f{)w|Q>%j$i4t4WDJG&8I1gAZHH>Xj7K9aNr#lfROpJ%1Na8Am4oi$b3Z!2h zalz3f0UNNQ@mhc~fbm~2`%4F%Pz3ggB-ckh2kFq#DO#MK5UrjM*OiF;>5veyedBI7 zQQ#y?Pp5P!P(3uwaRrg$opzc@eO)ucJFMiD?d5>T(G8Z93>Ff?Q1v}c=r)PqNU9M4 zFRA5sFyL57QbekDgO?c0sATx#%V|~MrS0V479P=EwV3axMqfW@VhnS&!y}8f5eG!j z)c|ZjM`qw>u`1!l@_bS;{o>ge3h~g| zIO4o79y29veB7V&09Kh}hy&&HK=qnx)jJ~Qf?s?G28&GwH{@X%c!N=Y(&1|_-6$dw zRafy}U;i)S-ZCtzw|)1QP(WH#nxT5vxbP`U*i$)S-FX(=fIhXEx;rMr=omTm?H z=^S!~+-v+k&p!5VAJ2b3FaIw&m|1JqTK9e3*L_{*`B@6A7wv$amkxowQgx8~&=UnX zbjhONh!}oZy$^HFwdPTO0#`p)JfMvHey(#Ed-~{}4by8q;$kJCZ|^$}l-HQ{NChl>Woyr;c=HB~h3+ zemH3ve3b)}m3x%kqnccP7p*eaRd-gT9r(H&9^Lu;aaKXI3bQp8LXh#f)R5Gy@byQN z*F{?7wwcf5>M*8xuSsJLo{C@0#S5y%H)LwN-(<`oT@SvahL5QTcQ*RL7rev~y4zvm zF%WX$&aUbM1Z8X87VSb|_!>m^RLUzun6eMd3GCl;tC#?zRl;|)s0Xa>)`PDx__l&; zC;fblPDVhnC&GS8H0QogGvz-$-+GK?EqHx|&=S>7W|$o*@vs&VQTG6XYTRRT2_|** z?Vwd?5_tKF*JYScm)izqO8PHF;|=+NlFzsi38b*&Qrn>aerM$`oEZD3<7CD7J0G>a zD}Moe=yeqg3GoEFwspn&GZcT%hxLzp@88UU-**Adz)eK-gjMNa+@v?<;8vZobZ0JA z#OEH~w@fbObk~!i{{;AfVBClHIZ{~()QFF8E{YY1fxh=$kyV~g3$N&zU%l(8O#SX~ z^`Fl{iOt+_6ZhvR>#S+Z2pgwno0TDM&sQ)`g4A53Ju?0nD41brBOWv%;Taq8lw~A7 zTwTJPiqfvNUKS9IpOslBKl)^QZgo|5nKq^>|IZ8f*LR)C$VRSQQ^Y+|DpfVbEh!W_ zhAt}3Bq-hi0u#bnN9XxBV*i%?)W@}9j4VLWS;`>siL5uU(3yH= z@ik_PXJ;NIgO1XB#--j{)|WC_7?{C&W9)_q_TBm3*xvfT&C>s9z8RSrb1vXrZwaOT zdIrX{;dQ)-}WF_g|Y5_3hq0ONjG^v$lROIe5C8o4H2mkv34trO{mIeu?^FCUs{Y4=`}>E$ z9ANg$+NIM${nt-E1g2ikJMH-YFb4j|ajj~|$wp-6Bt9Sf*H7{Q*OPENo9;h8z5nBa z+MHN^(~evL*o81aVa{RZzgxXLY3d5w_2m4ox8f<85g=H{ctz5hU^jC9EDb<%xaf9u zG8M@ZFV1|qp(^+3=GUX!|L^M$xlI(3`oe@W6VgphX!K2CBXy$%C_Qx`dqAL|^Ra9` zw5@^Kd z0R{vm)f8NSf?65W~0epbCp@;%#BUFFcLzs;3FUh5>{ce}R zH85W9Iu=*IFnV2-|K9sp{y+R)dr-(<^bC+Z-kq`x4nzgt?B9d~F-(f51%;T2S^y@) zvSI7_^T%QV^D7LLFU-9rFqTG#-K~E;%yAY0!JG>qbMu&Xu3g}|S1NlKT^hsJ@al77 zFhGO3|H8s=6=U5C!_Q4hk+l~x}EaT`IKuXCt$RrS_W+D$<&H=m2NwMD21U z3ImUc1V~I`0^*3j{FreWd?XNeM@@IH&=>*UOeZ9&bOaL%C)KTMwvJXUoWp1&9 zcA^7^M4S;5FCOqkkRvfLk9G_gM7Ozk{^}2h905nBn?kBfnb;-ZZBC0^NstTTXTOKbQ19ZB|ga0$Mbt0dP^TDFbfJG>j z%B3`z768vI9dwX_lr*QKJN>MW?`w<&ya6yYl>!Qaae0h1!7f45pNxDB#0c!)OPa24 z#u&Bk;6{@fJtF^{P*$@5b@l5vefUf|<<-9@q6ab7nvPSM6no}R8E_9+=-G`b(RHypUA! zwPQ9N&nP_ldV+7nF>sPN+{f(dzcFAuy{QjG@<&?E+RHg0R(cZ;cD~5G9Z+J> z>lvY0H%cW9SiVK3T1 zu`W)-dT(KQTwj~MXFGgx7x1i-PXdG+#aA(Rm6y|PZZ1cIR?!3c+0L7bwhJJcgQo$MotBY8n0}4M%rF z)G9WL;NFW=>qJz@UbQ2oT-(KUJ&U_V6!dKfJApU2qOp1|$9bJZ%mR|He^cVqz++wko6 z5nE#%uSGiHyBA_oQ)godxm2O=KU^_uuBh1`D zS<>X1Y%(z@`lvUaY$N{d)(fA3hwPMe`ZgXlUkPBElJ7O_do7ZVXV6+kjmT6f3>!xsng?dl~XOwS79`vwVw?OL@s!Gy+zs z1H`ySPi+&8g^uullNy0PdIV}CO}dc4jK`U~~y2+Fw5II2^} zcCZco61cL!uH4WFQ0LHf9~$Ei z*x{}{7y+nui9w4zu<*xeA%^o0HE^W`HK_p_hMeRJg)0avCVj4O=gIL8AX@Eck81;_ zC{vFA!x$isGR6&#$184-=n;N80M}U@1DY7+pW_cmGrkj#Q7iyK#iiIhkd8ED zU3y&tI8>-kNqAe6iWRvHh@hStpuQQuG!aL}?j1~&26@e1%*XgjE1-@Gv%j%e?Lhs5>0tbxug;;?=WQy>O->y2-v3xtwHAwF>ubVL)`O6$&_(e>r1xr(M^8iUq2ubi}ei}p2 zcmJrg_YuB#j8i!0 zRzaAhWLTawdUQQ7G}uLAsx0LfNm;pueyS3=*O*-gtf{ayDh(12)DfH9r|?EJGvZVo z2GuepLxe*=7RxdI(v8~loeX5;A5)$wQTyC#r6KT5?saJaOG$$SJw-D(@|IWPbvDw} zWoTq5t==vMxd^NXCWE)_x$ToT&g{8)Jp|_=7v!TNL-YAzYEuNE69^Y1N-^t3X=bUy+*-?A4I;kK9tLwj!4L>Z^&_be<_HE&pOALvR##nlAwAJ#- zANqiUpUV{4sLnDhjopgTb0Eu+ee$`M$%xvD0n$mn94kEZ72o2i6F(+v=m0pGRNes5 z&|39qcB(}*({C+{ zfPs?$ObE0czrQht4;azvhiU~N32)Z|v_uzuSGFz^f{t^`fOVNTnrugiAih>S5*T5M z%A?f8bAhKb9G!#$?u&-|Mr2W@c#6^q&95R!f5f^1sD%eJO4C3F25o1Gq`UXfG5~4f z6BsZLa03hSzLdtF0C`o=XQI`^kskm1aV~eBEP0&HIFKF@&oh=!TKMnYZS`d8jsy=& z1XUX>i)}_8Tbuggc(IS3=_NSje zX<^w>5ks-&WiE4B4c@Vwru5t#iRK>2tc5S5G`WV{+x=ZD$&BtZ_a%8>*b zLz3G+xOkB~*WZTa8#6>BTB6_FPvAQo`W8N8*m9VvzgUfyx5xs3j1RK%$cfsREu2h= zr(J=HSJ}<=h2d&M3lbAJQ~6W&4NyUSoP}XP-pM6^s=ba5$jKTz)k}M(aC6wjA0*fr z6BF6URHjZ}MNhQIdxd3J$BGm$_@?n&R;MJ2)S1LcZ|%_;rf}ZtSGvF1Xq<8lB)2bk zeHB~orHKLb)`@qzr6JYFu`L*e79`4{{l(REML!=crs7Pt|A+v{Kf%x8jjuf|fzsY{ zhMW-6HGH(HlwxaEe~+1`w$yIbw^GJ^qu=svj)RY3E3$?Ld*t+pH-%!xk&wH0rZ=sW2-K%)t9WAG?<>3^M`sh&56N`BIuG9Jj$Jr zebpH#&wri$2=kuhl->nvt5@3RwCcXZuuCJZ5>HZN`w__K=ThC$Z_A}t=({tk%E$S) zBC^%X=JtLok`|w>M~`yup5Ax}hAsGfK?Twsc3W*rv`>CO#(lJ4KX0Mz zn)YJpCe}eZch)#+^Y(5p2D%e+{mwhJC90livvixZ2_zj1pjZe2POi(u^_QqHfqi-F zNVKxn2%e_qxe{%M(c%ZvV>T4dVpY*V?e%u+HMjIx{c!Q6jYhJ56m>1!)`10*GibZh z0ScrCA68CkiH36zWR8;5kt){Kc>~$Eo zVbL6EFsh>i%i2<4cG-8q9^KjhyHuR4^zs(r)-AtYWkyJaaFt?^L;Mp_2KCC3xH&0dT3L2bvj47veVCZBB3?@%{7HM!IZU< z>jod*SnhC$2I3CG@0z1{?}Up7U$+;tpZ!s0eU$(Q(~_$-ThFi9%)FHZ z5kzBojrUPst6*C{kxHgGg!g>eL<4)YUO)Zj+-sAJ{LD@@1Y^=hD3CBfPz*oRodZTz z;z0;pw_6PPRZ120xd|(#33)q9KotZnp!LTg6aTqaPd8O!N)gZ;rH@{iealID+-xt$ zr(m$l;r!rada)H5=StV9W<0{*msqQ9SvzIn|2(MqVqw2zOFRfEdym&RxZAmuIZ-UO zv`gx7z0RDvStoZxw9?z!*>htrVY%zq#8!kciBG=G;`Up1r^gxxni@<6SK;SWrq=yR z;Z=tq?Z_V7{&pG@^fo9#Qq{Z?H8!boSadhpckIq+uoI9~rkbAo^w5mEO_r&|6aUeyIe z@JFq{Y9dfm9V1U4OVd@jtN424_bLrP&DQ82X-%%sig8kWmpkJYR3GwBpC!8>KF;Qc zS~K?NJ@~S0_t~D9mOgbq%vX!8}4}$ zvxspBp#;A*o|)!AB|DZD5ymDwHdZga)0>oczu34-k2t%eTjf#kNP20PO%Ufe3D8zc z7iwNU4JA!hQ!~HhL8K_gzyXjd#4DHzuk7hu+SldB2S|-x+R=NDsUt(bnn}daeAAzO zmq~va{fS|MRc7yis+%Cd>7G)c$|VBoTA34J@Hk48nWR>Fu2TlKr0@>?=HBCIuA8yo zs*ozvmff@EHy6q8ajeaJ7Q7VcqJ74B=RD>4u%g5kSUKpf%xX z1<`jnUhi6BLMl@o2EIB=5|PNoiVyOh3f3Pb`$ffODixPup?_xYt8(U^E<#g^GIc)k zl#m^R1H;>D_w&k$XOamE_vrn)b7I0nsUMeq6S{2P4|ILf+?z<~6?BRu9(^xD0qUa; zbmj_5Y(rS8dXAl*zoGSU%eNr8{PPj1qJ4@f8R?)1=tY#|Vc~&s0>aYC9==0}+ z3j$V1j)jh;o=t?161`B905!bKE%Rfm$WT7~8#K8H8X@LPu=4Woz2x$o8N2{VU-7aa z48pq_flT7po-`a~A1io+yerA`qsu%d)%2ly;Dt*4387jGKk|A;*n=nr$65R+)_}2T zfW%iXK_9#&g=zV5Y8`Z(!K+L^8d|NarU58!fdB+~LepV(p|tSBT)A>o#qT|~L7!g% z{KsQF>9dFiv|@I*u-~8c_f>3Jw+iSr?B;_K%1Iy<(2?NPw6XN;zjq& z3W~0%?XH)~j|qbw;h@EIdeUpDT(87u^9pi1JOkPT zbypnKCRco5^ReDkT;`68K@SSBBaYNQpQ@*6x`gvPx)JA7!A*gto731kSnY4S7c(*n zj&cDyrifGllb&DFrF!+gyGb`0*263@=p8&Y9hR%S%46$8GcH1w+rQg&O>?AN9O=4K zVyA_P+|jl!8Mll%60YXkK#hweINuDY=ukD-n#b(OQ-{!vc+-!C zdEfJ{@UfhXl2nU2d7&NqRZz~Kp@Db4uHhM-M|*97TF2CwaqLX-t9qrct@$6w71an7 zB}m9u{@f{B(&HFss)W`s6*a1LhS0M<3~It-CU$=-8Wq@cY{%td2eS`Oq2#$n3j~M< z3^RM5 zT`fU&6Zn41KKm8P9Udj>5f!NN!qf2EoZOBn3o~TrW-&PIM-R8T0|OYjnq{(zv_CKv z<#1F84M_fIIEL{M6@a;R15Qj1YF=e^r&z^LQ#X!AkgZ=^(Fu*E_3-=<3c>OyK!3cVg*qC$mFS;tc-Z;Bc232Tk&fZn9ffK z7I?9G6L`!LIBb5-nQqS3F+r<3m<+ZDhpxKbm1lzmQ z!g=R;Y+1UZyiW1e8ERlfPhqMf^zIQ4<&70aG75%8v?whfX)5=M6{K!A z>X@FRJHZMNO#F*^0WS>&yj!6D41v4@Dm}43Z5vaCcCW z?ip&l*>K^9V&RO3*MOcC*LY3-HK&Ptd0yiE9O$c-RW>m{U^5HnrB}Y7azPRg>?VS2^mZrTO_9G{8)25jis$+ zjko(glj>(Etl%~%J92tofiVwfB4y(cas=Tgo*xW?3ORdU#N*7V5C;!r-l4Yk!2LM0 zLNw6Aw(B}=F{>gC*0>ahN^u0aS$u=94b?7yp|0L~WBjj2MAtnb^45Av4y-CmCDj^k=ak?l6KmY!1ig46tG$qu8`l? z`P9k%cACV^bmz56lk1@=9BAkJl7$#^GUZ+u@*IW{HN-z1)?vo! zK{2uLZddr6OZ3SsRh``}gCw+)rx>wLAdSAWtJ_jkEIX3o&ioUlRa{~PcDbSm+aZ_i z{Y%zxRDRmnczF04bEm^xE1mIp#QkFjXw5=j>g3PN?l=y$B9L>~8+@(HFZtc2ewv)AnC{rbq2L|xi= zc$d6lZ4{WdXsH=ZpA%e7Y+xfrMfYp&=Z29gnkzly7iAa0v@uOdo@1`k^ z>irC9_KY21%4EvO6|C7GnZA1Ud$C}alpj13yh8D#`{+8fxaRu}*~4Effgkj6D`#j1_vmrhK6hCwe43Rle$-> z=zzSNMW9z-cva5$Td9hQBrqe$J%#0+`!dir+=S?pIcui-2WTXZuRn%+NPTrjI$pTU zpT2jSCU^;P2>8H1pin3{Wt~refK`-xlq_y-fI^A0cihW*7TadE8dBL93 zxL>c4c3Rkf`SVE5`QfEL-R!lNPw*OF?I3!Ul25nqWMxom;@W#+>N~jbr~m+y*SmfnY5II`K{GAgILN9X%!_1Lbbo7z>1cUyTsWBu zv|mF(j=+oV?~_Oq7lLr5n&MlqV`G5Kg>2uW?`!lP&)-fMlaAxp^Qm_(&SC`s5|z$F zE6*DY2;z97?pnGq4*bTB95@O3gV=}r-78iydvjr))qKZ$ZzCxs#UWB*PVP{eBNMCV z)=>5^9z&-5fWq4z9+_*_li_u1Xyv=+3(wD6t@*>|cfM)b&0fevi=z$^38fWo89e^6 z(TZ?HG<~1C;TPvG&d)9ws2lv+xeVBUhwB) z+rPm#afI+KkvmmtB_H5y8QHR&m>3=6(?a=LVsyl9BN|I%$^ z1uw$6)6sO9;gIoxc2W)Ot$fotDlgRakdjy3HIk67`3~jm>a{;j>2WQ;f2Eq|*qu0T zr~OlB^3GN3NP5v#Jqo#7fQz=U_N`c#mmbbUfza;CW8ksIWVD?Fuj4wDe-Wei;(C^@ zRiq2j4+5sRq^rb95)2fir$Cdwgr;YDg)*iApfkeAbTu`OkXY)vV~(@5F_O%eW@Gd? zf7EG_6vuQ~oFkaRR1MPm6TKWkZa{2fc=P^gAM;L+uLU=QJ09Xgt6KEd8tPXC**Ya5 zHQr>jW!+XTsF?6OV443etn68s=2qj(-!?VtqY$RfQ5s>7DY213 zBrf39HN)5EXi4nWq{u+1X%e!qz1?aL9T)Yn_nu%ZJ_;6X&8O*h=F5B3HRagxR)5Uq z83pGruFB;&W62fiI8uj5KOc!*aZ7dp-+Jv%eR*bD&4_67rbtc$dM2!KCSF(>33DQZ zy)iSa4Oefok7HRj7jT@|2Ebxy0zb-}i_f7XTlbsQhz+29RSADs5p6ax+2Th;@jRy} z4|3zT$knMH$9V_sf@VrCwf!f_;e~oUv&E$os9 zX^@bu0AHhPSWaY`pSTswQN$$d8v^!nb|*OHV{nV9+1M$gPtyxv>TNynDt5V6Km`$P zQ-0xb*_=-Djpb&@1!j)NRhD)SDGnH5+Jw^*ApT4N3W07 zJag|0@SVMV7Z&F#*hn_9NtYhLv+Hz+1GCI7kf&2BiHYG~M0CpK7VB_qe&m?1VfwXw zIS+IM3cDhYJm-GpMekKDvo-@LrrP?eg@fKir00)7f;_2EBp{cllf0M5A3TRjwzwS2 zV=`VZ%vMTHSh=^bNrLq&QWSf0bK8usRF$dWN&>a%trP4?2n*h{8A(z(1LRa`&G(%} zqg|?sW#WONn;|W#a3o^s1r98_3 z>m=>Q;GefCHTrX9Em7W|c}HOPjx&)K%paa9iLLtKHS=;U0d z^ct8-op(veY|MD0+G2F+-b25N7*XDCUIdmU6@UH%yi=@@`fXEyX+Wf}OdcJ#r_ zoqDYE?4}!O&u03hP+wi*BiMV~jU|p$an}NDiC%gO&M{bjIC9MNX|aT<<;=nHewyXP z<(=?H8dK&J0rq|MmB65y1v{g(y_!G#S6@iy_GdM(K>6^apsKiJ%V`c5FG%}M&Giub z$bzbzP&6j9b_MQ7u=Ks2hwrH5A%SB_koK^}v1}r^JtAssDD6z8#yzW^ zn+Dry13Ua1Mj%wWyy!1xda7B~>|ulJE152MR!?~1e*MHu;l+7(OmW*5yaXa*Y-X^X_~(+%s1QQZ1e#F%{(^Ld@%8FJ#pZ&ZBWzeEB>2MW72pQ`I`iMhI&! z$9b=V`b47nD~pe#7j5g9yC~m?W_p&Hi+X#df^+)Ehtbk%CaO*6p8i7J+1%@Rv0+dt z{n1NgGT+Xp&-EGKxq%Q`_{q_WlFe9BAS3)mrjFP)TQF+tsV5#;IAJ!uumMr zxALN)L&V$Ny1B>xvItqNN0zCqGVEo1TBzl#;xUVCU;_W|ZB=2ikU2-z7$fO6ZaDAu z+_O9$55CIKUacDTWh2e*d-W`)m^E}w=wT1v?(kQoGcBpzmp_R$*I@OKo!<&Ec)o-Q zGCqCPsh*drGO0l0?>9g8jdjHNiP$#Om1w7aP!w9lBv_j+v5U*%V^pp@`jctTJs?86gfTvX_E5E50rx9=p^1 zD#E`W5KKnGd3MuHovTx8MUf7O#E+!jY@QF`1WEC-Q7%vM6Np1ACDn$*r2+9`#blt_ z-2Ay_bG7e>Y@$nzQFAJ<)pyS5HPQltb++{(*P|0~!SDvV%XM9hXd~71Lp)itCNP4s z^3xq~5c5mQUC1P#QMuPx%&;P`crn}d7(hlgoO&O@FGe3+*{8ut}7&Yw6i?{_u4PPB(V$U1zq<0af*`1i!6ca6YB8M^{-1X_ihhfcoRIkaHOGvc|IPyi9(4 zB{71Xzh&^K~V+PZ&YVK3$mp2@Q^;D7_$uf z6vNWkayj4ExO=!mX{Fog$Q@K`J4YYreDzTV$fp^UmgEM06EWK07`WCjHAI^{qx%H1 zpt$d!x$6jbB8#%Gf*(4-w}(nzDmbv>osLz09COy5wtkx`H5uaTXEWR`CKkXSy{|D~ z-dob@`*X*J0Z_}ZaZLEbTo(t(h4Ot*PO^BTvgW@y37}tdzxv{TmRA_Pp+Ye{s_D!2Me(seXJTpt5=Xvu zI(b&TUul6grI&Yh@?m5Z!!;mNqYvuP((=eYK=zOdlsSemoUn`GAEw7wpgt7L-JCWO zJX^0qpGKoZ!RZRqw!_&md(l#}T}i*~mnW~q-3gYT-d)UBs%@pp=lD)MHziDrstgIOD z33D9YY~Y$$0l#)t5BTE47?UKq4kq6{qCO&gf0Ql`eE4%)bLnV z98cse(F_BByK88M3yuno+bED!Ftl5kCJLEvkuoV6(GZ&; zD2<*Ki8xZVT}|SidT4$;hQuL!*PBXBg6vXCifY|Q| z)qKw>n$`z!|{V@eMMg$Mt-$yu0Z~^VF<==~YnA(T>de zCl50@+X2CKRJ`e!n3xwdKh)Oc<#$NthX3&V+!A+t5iK&qd(t}1TPb<-(~HBg!s^XA zG4uC7`4uPcrxo~j_$Dmfl+E#V@c5HTA3O<%P>{ANY0e2NL8lMn*Yk$xfEPLD%Un8r zJELk-TKFZLalwF~t`gX`XC=+$wFOh>T~p^>EwzS@xze_?Uu}w&bb&vx(7vT9BAxNXnHrl>Fa2{AKbCvyl0eSuQavT$8yKgR{gH`8<0RZoU80ZF-?GGf7FPn8?} z_}kS6i|heDw^z)EpCWX$=n&t&Dp&r`6VJo0yKJrxzih39wr+mauk0`1WlQsbx|D=1 zCB670OJwm1P!Hujv`K@Ufz<01iOT!~0<3+b=N{iAx-K8cJDv?{@`0|Z{f^d7R`IUO z?Rh{po;nAr;lurth~5#gyg}{uS`^9_>T9(Z8JNd|CiO)qWt3OEpkx4j{1c*$v+f+n zN~;Op3y?Ur7UcRBLmBj`zSe>G?q#T-OW*ey?QoZ@>M9oO##rw&yHu^zW5pQh+9q}< zn)me)X>mbFZ|akus@O2v*oMOhAv-7W$-p*0vCzypAxe}cs(wTTwJz6Erhb(yJRrH; z0-}$Wfuq|3`vPD8;y#?NwD!K+jq7*Aq})R0aJiD;4qa2HiMWBeh^hvfJ2U|R`GL`| z!a>d&JE8=6xlw=LKqVw7x=G%h;zNU1wrg@TkuTBQ0>~^35x>V7#cC%rtRaJ%1nai6 z%kw+aiKt3;+14?wM_HPdK05o*FHIi&=6juc7iV{x+;a%6p^pSMeqa-F_`GDz%`er` zU~y_!qSDqpFX0#l^N@7tSeEO4?J9K%dt^5vH$1(bv1-cgKxMtw>PKbp!M{NBPq*A+ zZ&CfyJHoy?>q3{cPXum7ZPM@0x#Cz_$IhFzbo%OH8;@n66l`a~dt^U~=RNYSpKjl7 zi42ff1k5LutJ5|~vMlC+_h61sb@qWQ5nLj@!J+M)wxzzRokSUhz1E zCP~guO?b6SSQ8!Y9p{jMk9OaSOuB;;{>=htu}JUa+l|V!&L$jAITv-i}TaME3~V_tely4np>4PvHKtT@Qj}PL1QZ6=q^=KP;1b* zD7N=&vM_3yRk^PN2@Nc?A4bTEg+*kq9uXZyI^zF$friKwf38=VpNj>7!Poknhu9UA z52rG6(kZ$JiB-2(tK&XhHqX~bTena?b{MvFq;XCzNGs>d}m}GmpZS?4+_G6dX3XFnjj}l zQ6Ir@eO@g{4n}{r!{znc4R`#Qfdt`8u-j)x5D&|OS^1-cLH4m$R$=9o2gbDG99Ao> z*;y)YUQPcb6eJexE+ApCLX(qz^o~D8K2?3N7x%qZarRes0co);E4ozOrIV?~)g{-lGyC_d(cHjy0fd@RCil ztUSI%x9dyPFZfOVaA{Zm-qSau)K3;$`PNgw>8LxA;SNN;ciipzFV7qSg{O)f>~0F^ zRIN-X#%+@pfl3G*O@ylK!EaCJ>xU+0u)h>O=XF56svY7y%Dw|SB~JtYHpcnf|25r= z%4_QD{-wJyk2N+SLdiDDt5c01*;h=FIjK7BNW*JHnb5H9DWa>r%pW}7Fsd#O&NX8D4S&0>XAJ2iy z(kWVUG%zO?fqp!2-go&!YF3EzkDa-yEo`o2>colR_k-u(Wo{TM&+fy80wNEbpENIR zxACcy=I`fP6MKH%ZS(KlBJe*IcaQUDKNq@)^qj6--90Q}TR3&r>|xxm$~2cOEHWG$ za%-V%zSZr~BRLvCTX{_D)!LQ3Pd3Y0MEz%>x7Kjs0$Me4T1Gw@rVU%!CRCS$Fz*f+ zs1rlZ;CKUlEH~7<(NV8X7%oQ#d;L_Chabkv-6LI0ZNmBLu)Nu-*lga%xNIZ#m?Ch0 znH28U!mwr<`3AQ<>ny5Siv07K`;#}ErVk5Cz{(mNyqiZ>o2&H|u9k}wolIwg;emBJ z>tfa6`WE%@WWR*;V7G&l?w50XD5;SO)$7NQm3qb?s>PV;>V3X`y!by7!;;t>5r>+7 zMcjqcgI;0Cp-ST@lsW?l&^UJ;C43&Pm$BWv#i6uqP+2C9h^R5&^LNW}&XC{AmY*fP z{p2h`p5Y@P2cbOFRBmnq!8tkvT7;t=;?H3Y9~{YCD8q}HgL1{Lj0?v%bwwhmCFFxp^kzZ;z;6m0xljp(K9k`% z&_N?BK96qNpnPp|#bod7tc)UTZPIvUK3qhB2}7&OhD1S9Yo&6BLW<(~3Yz|d%`!vI zgJN>+gF7EwvN@XW@2qf5{VwhAiH=QKRerlP7%ATug+d~hSOmo0cN{5JEwSLs{W8VP zET~voh(F9sm~9|MiZpl5oe3TB=+=-G>a7&E8Os)^_E`-bNDID8l-6E2fF3?sDIt{0 zqHLGX>pV!R4LAr&et}zP*1;XeLQE$Y&UX^2E0>35tMFl_JdU#7Fip0yKha&7JUL$c zG-y_W#mhZ{B}ujp3EX>>w#K*Z%0gwNszt-Gh3<9x9>YIX z#O+%!dOnG0Yb-2Tc`NzB;WpnX!>O02eqHE%u59mP7lO2z*ZAx$%l43Uqgo5G&4Li9 zqt!}0iO1HgXh&n3_@6`i0(^6?-2TYtmepN}>meeMklAl#M>@V!_)t1b_!;9$pcTGQ#dCRW1Bd0dPo{S$( zxv#r@w-p5zMK4Aig#$U_G}PR+Sp8u_pkt$#Cingik<5A5kJ5h{WqkOXU-Yo0rFl)U zA2A5ZMb3B&%5mtOz5*4-j>4tk>7H`&;|#6NlWfEOdo8Uh94fG7f9O87D|`qX`RUiz z!W3`d>pk&FUNwotnt^|o#cXz|^$U)`5?>OieblEp`S`q|BH4A*%y=xvT7;O(sKci- zLl=>2Mo6MLIa$aJi$J8}kGAfiPD+=kTq1=ZzKTwl;V3;)z`5#f1hB|}f8KdUy0`L1 zf4NsX$UW+TmJ#qiLOl0ullTV)Q6M&^AXIpMnni>A1%`qU#Xo*Xv%COgBCGo~$*6Jz z)YUJRgfL}Fa}kX6nHck;#7!Pikq+M4dA(~b?Ma{y`2OnnS_4fl$N1ip50FqU1BeIv z#L0|%wY{C8p2}YeA2lLZggO&W5Arx|=PjZ@cW^F}C4DcEJ&JVY)QG5qzwnyJQ)ZP+`FFa8!pT(E!X!M_ zL>i#)q2p3bE57_ll4Y5)NfXBtnHa#*r?a%sE}f{h1oq+(e#b*MVqu;hN#{$)CPak(zn`W4zBOF2H%RBNmHB#Na<<=%q0(D$#T zz9p82Non^_3U1#oWQcrpetR(v_5lSSrueE%jXpxw&VaD>6=9T;ct%K+T zuYJH-WsnlwlFwmd)1!f;BcF5<6^MDKhT7B)Hfbu&LD9c3gLIW^33(BryU##gL|zjw z=j=PMg@CC6VRZiUU|4p4cDmj;XgCW%YFJ0JeSEa#wdH-03lo?dc)7^ZZ3Co=8D^(E z3+D0Tgt}pTt>wNESx1@co)AfEsbp}!hWPJz5@0{DS1Ia}<~kp5VfX_H(-aTz$VKZ= zj%7VPVf0X$KnMZ_T$7c5Nk@Ktd3ZZYk*;8bM%0N_TVka`XF3X zXv+xMgToiJ!Qi|9`RdTcxQ)&hvAv5@kPpr`*=vn~xszChfFiHh&6~u>*IhXF3a=slH%xyv}d!~=^YcY>GZU|Df zMf!4AIHT#S8I0uGYbzqwJAYRlulU-`fSj*G%T3{=U75=VKoB?^tMAF` zwtpwTYNe!ANUfqvB~T!U+aHCs9QSdQgiR2eUbc8IoNJbBD3mM4ii#zveA0OsC}xIa z_7CbgPZ+sz)ymz+{MXA|MBlSXPNBy<2<_(@Oyqhl_|ad z<8oeW%gF(@2y(ZU5Qag+YpRpdib)_k_l^)Id{6Fa%!_yNVi2ZgYm z#6p}&Jp|hi8n-fR4e$w?;4k*Qk`T!E%0+7xr<>qWy3%zjiR1l^k;dq-g#4K$)u)(Jh$OuOt zYsw3tv`<4Iw)ANWa9&JKh(D3zg)4!|`Q&JKIcCG!ANJ0U>`9cWf_zHS=`xdRt;*8>d$UQXNjh<`7I zpgQtD2Ohr~luIr?xDmDKf%afuQXl%ccVlBd^`#cs>@(PcR%1*WB4( z5jQ+}s>7UDI{L~VyJoZIGyo9Ok>+x`h2-~qAfCoFgx>9Ot9{S}(uoMElb419J^iZU zT;mSilJbEK5ckMf@*L0{&FO1RT~DwfXKi`CM|fcEqf@0ccNe>P6oP62$?{fd!0BG5 z76Wvj|M^nJ0#9kbjGoay7IrAtRZLh6M{0w8s{b9zF%;VjBX2$?t@qis>gqy-<%zjN zm5$TGUcVZT@TYN?*)W8I#s^^{Lhx|^Zzu1JFkd&<9$b)vL<6g1mL4~gNxhxTW`qxfU1bqV73m<|GsE($CwH%s7tU?@gbg51Ca8NVz`OR zQ)LISMM<9mNr{5dS6}?es+Z)aDY{*n{m$N}yJ3Lgwk^=;kgNw==d&%q%Cv4!htrTk z^h!54x*z`gY`6PXfpX`ATaqNSo_oD*^T1eLs0w1q==Mkaz&_h>uEnK0{t2%K5^36J zKjOs@(CU{4A_G{v%BA3TJjbE8N%1;ao(Ah07jSH>n=XI{O`F|bFFX)zcAxC^q|M2E z8g5BTj05!)c|D~GrRq~i>F9WOF>q0G)3unR&|58RQmB~!#Rs;(Zk&&fvZ1N$AryhO z`eJKPIZOKIE6)P0OGmPf9$?1COZW^`EeK5m3TM8{cW|D8;519^Rir=S&~J4lz`l*V zuN+(5AOF^y1Q}sZ1ML7@C9V>!-fggAslx6SfHpbTTE$|r|CKjE(#{*>k$xu0jHP*n z&6Eel5`7d-m*}6=y;&Cu|E3Y=_a6(R=Uube6;4D^vC!&1t4$&4{j=3>ZO7)C}2;SPe-Mk znTh~Ks&1d#Vv=(JV1u$lf;re1?l!`>pbx3%FdGI70AfCsoJF>P zU3*QS*YsZt9C~9oNEC$si(P<-wn3Z28z_Frn;ZevH-}9?@JBR-9T(2Wyg0Z3S{1_R zp-wjpNQp9r!^4b4l|KK)Scvgsf3A6#&z*qAzWRvz=MbC5cLmUm=~`;){a7vXy!cnX zPLLAblX|gfKjO8)pAkd44k{GF<7RS(ahNVnuC&I8Hr{F)+}d!FnV_AKw2Po5vuY6N zYHlA6PY)m#K?r%!)TMPE*X0%@$j#FeIhqc{ zovzm&%lqYA?yiJ=O z8yxB8jwp*NAic$wa`4_EsSv~<9;l+Ry?2dq>-Am~Z_KW!lb_pY&z-{$=)eD4TqrpI7nH(A}Kca0?VQ-MZqS2}_mj;>#&BpP> zr=8p2_E{JT<|qsJAi*B~0UQn&NW4%83mJWL38|-H}e)_hkoekWD`(G$Xozz z3OwYs>OK3_&2mvS!_Im@SQk12(kxtqq~_Ms+^gg;*9(v~ik$(~D$X;|w{WbN#pN16 zBsDkudS;-P=XsPyR-I#i2{v`j!f0%z;EaHIc|t~whLap9%r*d-pvcL4F-)#q4$1w_ z=U^L9g2dCbk4-RVfkc3wpp^!ea-sPitqm=R1v5eC*^=uPO?yv^)lO`|Ehqrw(tz@- z#!&ZV{pl>9%{@v;{e#4{e(49R^l_`d`;I9H=`T?UlXCYB_l(3crAlC*r)Jqu-AUqQ zMVLKWHz%T5@#fth3%rQoj>q$ri7y#RQAApVSPq>=NFHc^>I$J^b+WJ5pxJb35r0(K zK!~131IaKl#}~`ncw(thtB{_qL1<350Z4K7^cL&cvlDMSO*jstZz&WTgY-LfI*Bq35 z;}Yf@1JIiG+^NzV_cZH41+npnWMz=C<#s*an^G8*06mQp7PpdWRPdYh0D`^*fDs2j z&)o3XCsoPTF6WLLXiNT^2Tv z{VxWct_Hd$0(TWiifG-VWO9rgR1_#~9{_=4@^I0GICcZ)sxLj~pu@&L4q|#!mhGR$ zPy|67gzX;2et%;Wl4`L7SDSR+Phsc=mDOXElNC_iDN%-`7VcLV3RGMkr(Ck1&AEU= z=^3SK^e;%TpedkW_;3N_X`FJR-eKWXwcD$p1*VxduO!kq5k3c7OTcT#_XO%<>jUz0|v#IjbgH6(&wS!t_`~fzf7iz1{HuJ;NdohpF_|6P2_YHi) zhS^fE{eX1ed9CqCV19y&YQR+*qR{V|RoWHPi2)K+XZ9&#p}aXJ+B0uUqS&QH1>(yI zxm^_{44dhO2uZr6FV7guIr7UH3ksQZD_R!nd0bnS>VfKzI<;rw@ZCd8gVX2g0l5Z5 zzjDZOeTPX3zc6$NbW0R#8^m~G^F|kf>s7XeOFP*!a`54s2eSu&T5o>2=E_>2^9_dT zSgXCfxX_q7&dpAytl3T4B#e;IEkOjLc0(VtYQ(UM4{%ux2QIZ(k+of+`5{_N{|gXChh<@# z6+kcUQ1p9K$x!u%qx^*nE~+SQdPImJp8vGVxu)Od1H9%^3Iv}3DD9U|GTfwDAz8tU zS_;^UrKMXOr7Y(N1uC)$ynCLkAWIq~TD<$(^)VI=#S@tEe=!%EcY=>n^&erh-7m=>2vvrQ{ z+MJ1Y2g3sCynu2LiC}d}jl<3z@75_G-S~;DDSHw$IC^%?Qg(-VHysl6%K?C(U1Tmf zd%!DpN&+D@;iT$G=>K+xw%eKH+#Ts#lk7b>i`tw7LJ7T;9i|kIW3{W!wx4`+d&1*{ zeaDL3;7<6+G3bj7lEI1vde4HA!bZv;>!;g|r6;p`c(pL+xB*zB0Z%Y%X2S5aW+Qtr zuNehB4N#DLrVc+^oCDp4%@A)lAGE(%OCR<1_%siBqdYSIPdjcT4Q}dM>`9s_2?^Zr zzQ+h-EX4?P@7c6#7^53ca8C8`v5tNOhCx$^(Sl{uYz!Sz`0>b?Gx=cAI-!Szi{TV z!7vCgnc{GCa?S7CB%LupNE0jpoZC;FO+y2P*}B({v@@h{PLqD~^t9fdsnk>Wt3_g1 zh3%Icn(rxcViMJ(;!C$3a!X~ixoh@i6Kz-$cYwnCiejcTy~H#fWO$JA;kq_!-fdX1 z30x`}5YTxJAz|eDDUsXNgu==>Z<(C$8O!DuB7u(c;Y?0a@I&K^{-9P0Oc6?@BZSj> z95LD`#DxZ4xi`{{GZFM8=n7KMBgK>QGDeCrBIwDTQW^`pj2l;*HpYmEekLT6hZA<~ z57gCx4y2fQ?y1qm#ywO&c?eU^J>#25IQHDbYlE@KovV{EQkcn!GW6l;MZv1n#qE5g zcYkuUQF$W=G?#gth;FPU(?GT4BfB8KSbaB(-ron)f;ba{M-k~6H)W>WA3i6N?c|{Z zV~E(YK4+<%qn<^X1zBC$?4@^Yl62AgBKHbfimd~7MNHB|VNNr7*p(B`)OW7QSti@^ zJbo;7q(VKzFDs8o+Mat@J>OX{a~nakM=0gdLbu3rrJ3lP)Ud2+ft#;O@70IrKV7Ni zpA{;Jc~Z^ARUtZE5Fno+whD81n1$ip&vvDWk+nJ%hMaVfjPTu z2B`O^D2<_=1h==UH*GzVSoqdP?;ruY( zz=QR;%TCPy_~McHLszno-ouKu%S+^Y%g4QdUL>Oxt~VuA)v`2P#JhUKw2`PQlcvUh zbL$fG6B8+pTsS^vQID%G&hTUf!oIFGMI{L>}#}=0% zvY_0)@mr#uid2TLwjCWpH~K<#?rs+z+isMY1h<+ts{BL*sY+Fk=V$I;p8IyXdOQpOoCEO|#7yWFCyOBUpblJgITmfzTGCI>M zYxxX_a`qxvX$qgX92|OkVczvxRJhM~PXs@9DhQ!zjlMZ?ho`YZa6|CO{sz&=S{DB3 zfE2zB0G%nm`_#L&%pEN-Dn4^a3{O9$w|2bhV2{T|+PE0QZJ-55sSyEvf|`Op#7@17a1 zIpLU$J7r{WNGo{Q(MNAfD7ajwhVNMLZMLts%REJ_Zl^q7AbqtmAe?rS%q*?TC6#Pi z9N`fkt|U31x976JsT^J*7PhHb9OV_2nXF+OKOqAbIvo)_B8o*QRew7xC1@(o(4Rk% z^9J&)bZoP#Sez_F1Y4U}E7k@Zoa@xf)KNr#bzsTqFa%_m4(Ot-7l9@s*=d$^>GT1U zQO9N0a;~z9u)EV9lgG=TV|6+6Y-_P5*}Wg{wNOm{Af=#axyjaarVT|~dKM>8-U#cuU0 zJQcgwd1fg1B{R%KlZg_hcl~Ya&56EHAmAqHw-xs^t9aIrR6Sjep@xqBSlNKY;AO8X7* zmNPah+qdez3uJHwxE3Et-H~N2$5!7QuoO+&vf6FUjkHJF zt5>V(P=3a+A)_G4+Hou;QXvWh=N3uwlRPKap{%osr*h`RmIQ zczrI18|Y;BRI1+8&ZAzB#tG;5@nc2;53l#i3}(_f>1w2kvzC(w3Z}%L=p#Jf4BgMV z=%Zg$W%N^eGf^{4eb3S3)39;JfF>Oeo+pzz-t#94_fEG+{#{0Tx@R{BWENj z%mAF)k=>Tk@Z8dJ<%0`3015SFnN5j8Q`}teDjllGD7K^wYo%}5qk#u%cWrgtz9rW; zF3xC^ukG4AW=?segI~cMfv&PVd(X@{G0=2WlB(196K_hT=33$i%8_M#uHBOi^|tnS zv$nr)Q@pqz1sOv>ItU%ke{tb!rkx}GG3MmeP1fobDeR|ok(cCRRFd$@?#g>Y-=(em zL=SSv{=4w}jys`ZiSp$yV-ciFu`(WR;w9~qdbK{Bxg8mP@oC$*d2mPYQlyB*ip&@L z_k_^fjoG`XG90mF6|qq&TIDHgfl%|kwJwp_&^%%VH-UL+8j24k5@{h(r0CVb-*?fW z+&k3dM1!X2o3}Oj(h^+y%1y<@5}y5Xl*QwJ<@v7Joj4oquD_H|CA2h=MeV@k7}!Zq zDp$!}EK?OoLw2@1FHm-zx&0_RYO#@`coi-@_-k4}&-(dfW{_p`CliG{=e4=y{5k zaj~h%q!c5Jv4Nw-l8v#>kPN*Q`uc~p4%T-bqUUHV-@_=(3%1tpSG2`*Z^N9yRp@74 zTbWU1m4Cq+)s)-bd*HT}RBa`=+J1G>ag(qJjZ9Mdso9b0;oASNPoIrLJ0_Kz}!-Fs$8*y>#-JUsVw^j{4jgY=@30i#{ zATr9`*vb7sS5v4_!9FOgv(J;bmaY85{(TayA|$Sm0nIOA517-e9tKd?)lLq+c=1cnZpU(7)*rgTd@dqcY@HMHj^AOr<_E- zWGkkus%dINJR*JQ0m;v{RiwE>5Toj`xTH@fpvykhSJlB6FlfKe&ssHRjIf@fNtRE} zO*{s08M>L!(3%(OiMK%EqC2&pi{^bOIakXy(#dL-xtZ*HCtfF=F~st=%vpS@ zT9vJ0v_qha>XpY`6*v~}&xSAl4`|`f)Ia=+?4edXIcJ*N{5NaB12WmuS_z+0N!RC6 z@w(^U6_G!5hFVKZ$Y=W4&#X>)z6oXy^AP2QRm{?-57=*v;I;ur!G8IdTT=B}r;CS)GjYdX@0*Ws6D^C`_ynZheppO9 zWUQfZ=)~2RR$g?wlOKQN?>;yGo*4mK%&2aiGhYz2-Wi`8;@xzlnOBYrohd~LG-R~C zgPS{#10eu(z<%iLR1O?fO!C(IqVJr*%6e5K?#KHfXVX^vc7brc6#2En1;kX^?*MfL8oJ+?w*T%mcJu9FZ~aMAUP3{~_x{=E;yKQL_O(Zl$RqPTW?#d@^7gRozO|I{gCyHTrI=HhIJ z5SwiwmSz?kfm^gK^1|Py@oRoF>|Ge$n??F#nQO0DYzgnCo;Hro+^<;&eg6-LAeH)= zoQ*#Gc0KKp-@~RiEUI9~n$EV2vSr>~4j3B+6d7+`>OHp~3Z#jRXG9f0T{R6O8_jVT zRlbL6(YbA{O1Y`VVn8LSYE$Hz=RGN6`}|fMf7IwA%<%|Cg)?z3$_sXH!ZY_O3)h&7 zVN~r5j5*8WI5Xdh_|c0%(Zw%h=rJ)H`;C4}>rF~O>q}i!t^hVuxc;~D;!JJA?P~8R zQopg8&3?{$lkdbAjA)YDFgp z`JMcbI+9qb&sGYG*+i>GS?1#)&#>eeTizACc|)IY-gV=Z0#WSpZ8Sxsb%&@^{C0nH zuF4XyzDakl@iHSeqYIP~yW)V1e_69|_6i+C>^mIyt;>a|qc34hxwz|`?VEFMAm>@U zRGNF%V8vF#&D612?=}i5U6bFkG-C%`i~h!wLQz82vfBW2qXh;C2Skdqk%LrVGNxnX zf6|o96OMNh7itkwdpIUNiz3em5GpSNE#JYbSRGE^1-ER9Mie@JQYn1wbIGjj?}FE# zbs(goo^yEjvztyeqQ3w97bXQ7(9!u65~BMj=GN2WO(s+~Vn~;xACIGmes+3pkPk6) zNsn`JBPHh(f7Mu~-$7H*m>`SN$&61JNqC0g)qs;zF`%Nl6mHp?HTcSVvC*aRtr3Ns zbBtV&<)hM=2qXXa69FoJ8)BN3EE8vs=qB0qp>k{!i3AZ+v5RDT!BK5Rc z`}WO-+ZwtiyFXccKUvs_HlK5S%qyF;bRWv_B_77B4mk!6D^K2Ld#W+GoF2if3C5Tc zOOM>8LCMp8O}cHevdkgo#kNJzYD_E*={L7uUphvAh9gq~9vwAi=H`nX&qXPnIwrV< za~ADr|6O&nVK&Pyna>4XK0a6sJ?Nq!u3OF0X3B8nQw}l9_((VMBie-ytBXjRvxCLE z+U`xIQN$8UzQwrt#~vCO>q-by`d7%mL^zdWv-gULmS=u1oT)84B{$nQRG8;l{9LQZ z%?aTT!$;d|E++Vc)Xr-qILa)eahIUfNjR*r-x#uKu8A*Sw(M>ss1$xUJ28%DPp!2S zP8IT`?UTWfyB1zmt)9Ql=8fitwuogC^s?ReohE_drhe}ZDi|*3G*_W%B*{Xer;;(BN8}ReW zue3YUYGnX9>Bx%u?j+>+c%8hz;&e?=t`8g7T4;ztG2wkTo4G+n-mHv zy94y?sI^&sj@SJP^}eX+eov`~w=4lh^Ps|dTPwOVRe`*wT&YXDE(t#$F(*H^UY_-A zd%k^^|HWkVjA~BG-Bf$nDdPbnV#YkptYV``(75ZC9)u43=PS+&`!;8;HW|cJaN`yQYieNj;kj`L;1h!+OwZ#Cm#H{|h_G{{XcL)=gyYAvK3ex% zc$&QD{U}^&vZqMN>eVfnO69fu(`hE2_`OClr`r8%WT&BchYOI^kZZRC828gum9UGJ z*_&)H-DWfUv8L8y9&M3Ln4Vo-7*Fbmv?Pw}8zEIW?tH0X@}su{Y*7TntLuJ@`pnTh$^h_QH9EEhQygk@C$o63{m>&J+Td4-6b zj;sXoqN+C)sWmplv)Cl+{vNYQvz>A~zbfhG#)qUErB%qh&Vi`zGJ~7WiO3E&H7bKM zp_*@$<}$!~bcKO#5`{Z4`+Tv!$2$S#+9h!)(|x{BQ;JG7*sN%+1%%lu&Tr9S!Vlu- zbWAnp22id;^!%rbzKHTx`h2(3P_}~r3Z@IMF|mop6oe@20Jv%Xou?!9%-=K{Y6QnO zjn5Xs%YAr|%Bz*!UihzAzkd5T8Bx<9lkk|}(es0UPoxbO2$v2%h-Dm&!i%Myh|oAv ztemsm;}s4Zg(jUkyO;I2Je(VRZoWkKohHInG>a{iwS8}%f>G;J=0sGmnA4G68GANq z`!?2_D*x4patr>NNb`-Awc1s^&9(sKfI9q_D0}|yw5^u|^?n~SrW?Tikfo1!mN%xW z$~EDq(^}ZYC!n6QGli`uOD|Ab9Kjw%#SEb`%(<;nZVBS8;xXlToQw)r?XJp~;oO!Y zC{@jAYG~t4!WVrI_@*hOb6vv$4B$Q-7CwXVQyUG3v=5&H7X|~DmfbqG7q;YYEvHK* z)h6|Z9Oz<8nS(VVne;RrweTPi(fg~MD++nXf)V$)A%g^FZvCahX$LPr0giDR+X?UW zj_ICLOezd(EC{(jC^++O(Z_C?x|2eB{rtD@t$b}hqL2HI)zdnM^|~+M36jrpFONhc zJ@%0la}pCrJY^J_WRcUjmEUP?aHD#6V`h}pblh`f^q_dnPud(Z^wg>EkbiqispLpU zOp^%i&+zxOT^ECi7=0{)XpFfmj!^cVdoVI)^c>YStOeg3?5cKI9LhOhG9dhPE{Jky z$KvXLVQoqgc2L|cRmu4Mmyi}TB`x}4bHVqfy9LX;zc<%B*5ri=(_#$1aJ5mR;l2Au zyf5z-=0?&Lx&TY2=<(|Ex8jt0F|4H?*EPr1Kayc_Qp>Sb+S+(fJ1p)lbgs?@dP9Y7 zM1X)Xjdv)ayhw?QeTUEt_SDR51WH>u)5zM6PHJ(P?W>>^1U+iPU#%O8N15O6- zq!2PB9^%YfV6M?%R*jIdhz!@d(i^ZKQFhUq@^Bhc55~_~2G#V;=d7%+b=ooiCO*K@2x%)x-05 ztpNGkPD!z^=#SA8pJ+_=8Wh(vle#k!R7$Gtx?!wC$4r|JQ_Q)wCtQC&I1V_W%1a6l zOK!EugsaqV9*o(h>_^?QkRhe+tGp-3$R-D!5dx2QI$7_(EGoLhKUR`oCP-&thGbPt_qXNd+HLtX@%8V5txm3 zQ*Rv*t!@!d6QsT+xFP+yXUy!QP z&0P;oGCZaG?epxi7)kaS0OB730oZg{JupMX1UPSCI|{a)e=JD8c3cI)=j@sMxojGO zanr6Nx0O7P${*WU_bcpBRYuB&S1`;9n7?9&a5D0F zsI0?cn-j7w`50DwMVjcrSq&D7jd6oN7YBLh&qFIhU)dnkL><7oS||A4fnvW z0lueCJ80o;>{eC>ouDz>swQ@xTkIgA9Ugk9GZemo-cfg+@V@i}z{an|Pu-KckaV_G zb9L^4ws*e3T_>xt#d@9bH;ro%SC~R_-N~P*B+bJ11N6o^IK_HAv1na^6DEShSSV=< z;ykOTJO&C?w7fymW~1I5&qV{Umb>t&>%LxYG;k-yH2T^{(D|ZJ>fE8y8`*tFS9zt@ z?SSq#Ps*Vt1>B$c?}t(X+RYr4+=sD%Iw0ojaRagE{j49O_Cu<*8O($nJBLA@`t~mG!j^&5b_Htl)RpUV7-?ma64&}@9g1jWYN#cz{QD#)+);! z-zCocSp`YB&gw~+tmm7T318H543_DYS2MV`ZAa&JfOk`CKkr)nkl+p*yU2-x!jgdYK!7mxY>#z$`3IBLe zUYx834hK=NNtQ>fiUdHoEe5Zx0A_$EqCd=?7wHt1lM!uHP=>5vIm%KFzGwRnYqNhN zngpXRy$c)hx5iG>hrs^h_8mP`@7DOD6bv%&&MY4O`NvWcG{GQT+P#DRQ-OJB68HZm z)Lmz$l^{ccHYYGb`9q(3N7f*CLvGY<*;l5-m`3@&SoLJ#gcqg2-7~GZXVI%Er7=GkyLO^iDHB zPyevZwv$~T!!+R0Tp?41{ioq5pc{Ph!T!;?RM2!aA%cly^9yM70Zj&g8T0j%&e7|m z^8YbIQwg^7JKOU#qRPbbm4xsSGTngX&GM5>u`&hqe2Wn042r zyRe*>X<_l)D3YDj7<66SmiP+L`3%AR*N&&TG*h;`!qdFzHwqirAeP-^+vDz8w(S{F z|7X-bQmF;Pqc79bq~4~FHYAEV1W?xICpV2qHNl+M3^`X&HE*9ix5&)zGE@7z9>n{@ zB)ef%te%+HleDiz2J&46g*w~`Bjx%8uJILq5|CHssG)STa?w;}BmqT(o3G4_J|0syS7Ys4wQy0*&Mf*;WUVME`#-;D*!N#IQ#C{C$n zST@XbwWB-$xRK4Pc9v!noAZz@+f>oio!mc zK`3Nh;8=R&M;9^Ao+dz^-^3|c=D^q1MFLH7+<#KgRlIu zVnjZCck6bfA<9*~bM5KGRsgKZ2v7498(;#tU;s&p=fgloELh1aY9I0xhj3=oAXz5> z_@Hv5shua$9D8{jQT_jm7tI z8OTOpI=zzMkA8I!3b+8WsI72V3?Nn&VW{|$0#11L;qTNy+IzwYXTS@JRR5qT_WIyl z4X77`3BE$LoCr61DQz}Ruu13d=d=Uj1--#D`6@feux}0;^_yb_2!J@o{pK;xQ7x1N z&P(~459BRoba8eZ#!yVaj_(E?+yXb@O}d|9RJv{*a{#elmtABS=U} z|9((09sw#4#>eePfB*HLJgk2;zdG(fU#z5hkLEwV_+KQxf4nJpefwQc^=tF0_kX9C z|MekyjADO4QW|+5^(gSK1NmP+$@vL9-8`QtzM1~b4Exs+{m+{^D+aL8O6M~A{w{_7 z*H7ZIf#(DFWi!Xf|8@MlFQ7ZfC7O%+@1Obm=<5D|bjkQ;y8(LC4mhPBkoo|OAe#he z+JdI8c!02ZAGZ{3Lx7A-d5_}v1Y#k)5SA9KqY z-XSVK7`1GG>_lebe~dcJo@3qv zunbx_AwOe?%SP)3pw8DRf3?tgdoY_!fj!gD`?Sm(7qSJ76F{hH1G@daL-@W40C3*~ z_-&hINv57b0JYyaEKrpK3IYBAM_0MGk&_;N6T&whyOXd&6xDLz3s(;zG9jbR7?}Z_ z2{nmrxj%lif{zQ&K%=)r!~hJ!l*+)qJtF%%5>AT)QS$g2rkUuDAC9mKa?2i~2H1<4 zHxc$?S?RP{{eFk_z^=y3poAGIeY%78K?OV&u*;rfP?0i01uC+`fMf0 ziAu5QPI?0CZ*t`II2(}t*R5_20h`9%TF_!Ggs8BwZ|;@Z0_!LX9aWPsp+UBo!vZ$Q z)bDFLx)z|%{Xq^_^m4$F)W;c^HU|$^fiWM+n_7SIw%MtRgR+7iS=(vRh*cK zcVfR_^L~6@&pM9sp}@jy+U_(V0J2{YLT<~(EOCdC=uq2m0K87yNrEpP11<##fynPG zwtD|DMTEkQ0zG#FLlmLQJcmK+=-qh(d-pc4X7xcc>L4}Um2{!C@(lR&pVsIXy<$7a z<)$7aQ0s%y)X#LxKJcHhp@ssE!Gl}={ji>_reHAHCaBJekuX-9t=*FZoh@O3%nfEd z102W#hv9y`Y*cs-CxNn|*s9T_%7G1_h14OxIq*(&YwJ~^JdH7pvD|pL8=l6HwkeOF zrjsF>KF}JoZumYf^p$LT^Pe=Gpt_^mJwY48MT(s#tKaCnz}d&dnjFL|YP#0j-^*)h z|2d!JJXzti{)&!Ofwz$QAql!+CWL3hRw!8jy)1n(D;>Q2oAVd{hX8yj9pM|Au(Sks zkO^$o1Gn`K3zwnFNm3}AozcCNGZZE^+*KUA;w+|s5_q4GnUK~)BMi*gyK=INRhOw1 zb*SU&P=gH+2f?tJ$UKe-oqb9{B|<#+De^U4s_mU`fMC5A8V$L^HWe|OM=-U|RqbW+ z?8l4kTCHk$-=0vasxEN zbs?My6KxlBooHrMcM%?qjJ?$PvRWWe1}U4_h3J+A!24S(|CkQ)WlQ= z;|7}hAp8 zBiYW6!faKnox*0^5FmuiOhIoVCbNF9Jo&GH%)1M=>aIEU(Z?V2 zh0p@(U#bNGnbfXNk@dr2w#JhAXWj*NHP=TJ7xb*NrKnawqa_FA@px#d;=k`u9PtG5 znHY(I72LW!dPvO#8DwiFImyurdlF z+-H|tkng-vuRPhhL-S!9Nc^aQm1PR4l08(U5qrT7U8Nd$wxrtl;sJKX@c6x$10d%7 zk%IUz26;pufex1r2$BDla|on>txTELkrX|$xBbyFA4hQf*nKHAupXkjyyk5R2p4=L zy&K<+DQs3b8!jGvV;CX|8_(^7#vEOYzT2|$QtH+&NDes$LmPoaz00SqQ;4-IzEN(n zeB(0y{pnX*PYzuGRiAfMh2mV=^g2&|ahI48;0|*0oI`!L@fTH!4WR2_!0G*_R%HRQ zi;onheAjqucMTye{>ShbN=FOTwWHj9qRi- zbc<;~gZ-?#x?_?aCVZ31rrc=oUONn8%5t4u07S1=RxIcOUkjUqe0f)$_{m1%qAZ4| zj=P-OI>m_2^^fYwZnWLfEF{x0jqH-4cYFU0G>|!5MsIuq{A_`GOa0xCTi*bVL%ya2 zXV7Zk1UO}Wjg$Nhv-a!_(I*+k`w%7z)s2s;03}z=AKbGqE~-DpFW71`!p>j~9hkyc z#U5E!JBN+LY9v&R+!b^0%}YeQcA`=^&q@%DZ9CRw6Hl$0+qMA#oU8A2)!-7X-2jGY zo;Jc?A(o*CkYc#W@KyqliBt5Wabm8yjg3t{#ToM2s+t7~VJ;4;61h}WAWpo17+V@y zoqgD4Ao!2H_?md@9!f21{0tN&xDcVWeyH|hzb5xAx&k6}e<)}8z5%M5`I6QFb{Bhy z&I=Vf5Z{rf{p{YCJPj*65Mx*Up_)yeRg>bAxCIC9)}kwV1HD=gIuYBpcYRX{ zJdWE9^sRE>=PwY$0}#L7Ufo;6CU?`-hP>0Q?kW~ZH&HjOBehYXuz13|(OuDpl54ZP zBQEZ>_Oh^j@;7%ec)PcXllSw|^s}nA){68U5-9d48ft;SN=Z&Fn_4s%p5rd$Dt^Dk zVd6BSK;*Y{<0^=bUvs3ZG!@u2S(dIatGTl3f_BV@{ajbXV-^sv$u?0>lP`f5EZ0%? z+fy)eqeupH?(Eq1DPY~q8f=@jBP%gIQn}kDe$EUPRevYzq1SwdU%ywxmg7T{?dG2; z*~CiE2Bq|cmtCd+_Et4p>4EXJVlw$g+JiLm(J_#8JUUgsyWT_;l4)=;x7BcqXWi8s z%6x3UIyVx*P1jvv7ZNw0kRGZBwWFtOD%bBF^wDj49aiExtM9GI`(%(^ztkr&a8s{i zKcAHdX3Ong+Z_JHIUygJ-`zz8O52?pHMOpdK+wU-)0?^JaLQy`WuU&cj2nx4c|LVH z5i%oh1iN`G@0N}|eA*KzH4uWKiA<6RulF82m*Y_=EZjb~Rc|@8B(k3DH z=UnYE8H{>Wo+zJ8es40_eM4uM`P(#+cyOCXix-KuyZY-j+>{-oi_De*dy-E@PHzpO z-ZH*i&R-u%w5mvz$XtGT(kU?ADYr_}M!g^9FE5tPHYR?)*YA!zj^^jV=5eAvp>N;K zH#34XBzI!bb@lF`W{B#X>f61l+R=?RA(;avnHMW-&%HF0*N^8%GB>0F-`4%eY@g8U z@w49sU5#DQRwB`kD?CT)WDp=fQ_|}aqLo%rWzd#x1rpirhA?eXn#g-zyEfA~1#GP! zS0NxD_*kcMS_F#=Ptl^Ugh`?A=Q5B2#~3|!a@jD>c8aJfJW{VEXs-gGGmdi=;5A-G zEqv{XAFs=t-v)?TU*_)X62kkNU+E5JGGfpNH1;-oBAJxi zIsAOT7kYqliKPDBh|fH4Xt&Z1w-6H3fP!a-tLx6guUcL$`-&WI?6{NXGI36@VYxDd z3go5Vo8zzQ$aIESATb@6@nuir5y>M;O+{Ku%~#E0i;|@RMN<>L&wksKV+=n~W+Zf- zj;K1kfN)3EA{s>x$&&6)HWC#x6Q9Z9wZ@BlNhLh3{vC9lDDybO;p&e;?V0>m6zOz; zx=oIIUd`{NSqg-Z)&^3V%bhq^GpA)HXzo3h@sn2Vu{Ok^hk+t=< zEA!tuT?!KjnvKZI>F;Hk(WIWd!R221AtEFJ!;Yy@rr*;%WDrbnQ9`J^a%p)y^zlVs zg1}M3u7cEwhdg~2ZK`UZL!zkGiGK?6uFLcU{XQ>20I6-t9UjyRx3UrQgh^0Et$rol zWD#5MAm|ox)J|GH3El3}VGh1ruuY8A*zU`w5SLhu61u1e7pT6u>4MOqK8qBS2-oMH zbhUtcP_IjlKsKZJYUVaKDUv)@7(w{GBLy8El31B#>GhqS zX~7{tqR5UyUKZ>jZ!yzsCqTbq&R|n+QMn=C^Ew1E~13+dMAOgRa9z!`^kiK9fIa+bkOdE#d=Xna*U0#(FiGdGr z-2TR=a!ciS{(2jFKtj)q+O?*S0LGcs{fLHYH@dea#zy?P=Zg3dHVy1v&n_?#5I^%2yT@v>WZLS#+Cbhc%Cyh=id;S=#Me97-fIYFt^&cesQ>@4_m)vr zu3sCk0t!gGknR)#>Fx$80hLApDS<_olt@cUNTZ}hcXxMpcP&afJomHTf4ax}j`Q`5 zaXz7Yu$RxepS$LqzjQ?PgGd`gQs)d`f6+WLwgx_PZR!LED>l)ul~A9yG2 zTriz9->(YPhO;1|@v5pvn7jlCQ!@kyhnALwmLl+#Q0*e($t6ko6e-`CnRNP(I}! z;a!oW%XEi0Tj-Fj4JVhv21BYSf(7=GYqMjF_uzYoxzS?Dq)7|8BFYM8MoI0h0QPv& zgyavjK`F{>zLZz5CM){FjNtZ3)$1}Jt7N?&A+0aP-^&lB$>Z{R%}iTXd!VsEY^}q1 zm*(n>9?xF!=|X+Nh|)~xPor`btyXxI0pIvm&qJ^bVo532 z!K{d()qNaz_4S9UhsVNRw<;VRw&O0e!}Qc_W8lE#i!$zyqa4KBEwT4HeGTucuqZ4% zH(OPfx~fJ5j1@~>p$=AeX1?bj$M%gcdrMR=OKzj(#8HRIwM}hSGmt&MD;`=rEn^84+u)jGC}E;qfe+?)si~2l+=Z$(ZAM zN*hCqX}saeaI?U{X#i)FY+en9f*83o#(O~E7+*{@1ganyn%&tV;}c zre!@Xozj>qp8YdPKH5j1smXEPwi(Omg*#}xS-;N_Wxsq)oHdXVE@%R4e+=pGuyym8 zFqwG}SD!6~IK22^sX^^{Ian(kQ8`J-YuPlWl^3=@Z!@s?UQ0QUNEmn6(_qx;R(!p| zM%(P?>|BbxBb)dG*;@#stFPu~>vK5PpzGh_hoZn?xcOVgOwzYwtgNH-H{Zy`EZdfz zmD4G1IhXxDai=6A4fkToBSRL;=&UAfdw8bjTJ>iRRS;?S(aJ_sYN4p=iw)Bfhv)<> zNxtEAJk2Zfmm~{l1wh?KK?dL4sIgW;I$B~!rvk*EKU#9Edv~9GWvs8d8D-6S1z514 zTOps9{IOh%g)uUOJbjauIW(5LwZ|=PzEOGwV>SJl?%{MA|1}*FnQ^}==}Orj!QkUW z=8x!%BTaKL5GFqff{#5uF{ywD1V!Mif2&Ro;`z=Q*Ot|7)0MPd0aOQ`Cv$ut!v>Nu zimPugd{txwt0z3h9F`|d6|ntYR*MD=D2s4>CC;RvcwSQtnvKYv*AmQ5=*yKiOf_B^ zcSjXe*TKp_8*AHf%_YsSEp^Hr3B3-Cgx|CaLbe`Wg=|vM3TAc*)7e?y6R(Cr{p+7> zC-euOO;8XOYBrEObtZoF+a(w;@>|CT+a3S0wCf$S2Wp?kitFczq`8S(9?#LHy7B$w znB!HR$C!l??@q+cm0hA4Z{l0|F~?1ab8{}Y3ir<=-0gC=xxF1MEv+)r^mJ23gN{dF7}N4Q`q+=O0zxReD`r)|i# z>gI&>*GE&ft!ajs9jvEjAOtJxQX(D-JnM4eVi`9UM#Zbz=6%5H?I8Cu=LY0JJG7bd zz#0UE?w0Iw(?Mpm%2vqUXONo?`$dlsWlhF0uKX!VW&D zFV}Oe$KI7EO^-w=5rLshm|}3G%OaWKVw%m^vqrV;>Ej{S(p5qyt*vb9 z{MgPGHTWL`Ckq4^T>^FiiLR7&f>rtq(`~^A^}{6)dNW{Xtu-1csO%56V2DXd0l5;^ zZ5+bk)yF+FG~dvLox_%?mYg)JzXg?zzR*3VVqOnA@tQ@9SPz>z&(R9vX{Ep7yerxk zKX~L65cL^!{G<@5RHC|Sd&AZ4a% z()sO)EapD#?pcN&m4|BV; zx`TkY_|H61Lp;!&P3iny|t+wOa{ zF3t%7c}qMuj)j+iK6tUS$Ur`5Zda5ga58B|S^bO*Na`JNVmTQlx-@i{`Qh>|Cx3MV zMvq zY8EQ^r%RgvR#M-V6TDxn?6>m>9{yy5!K*DXmpA@^f5r>bf$PL z#BsT|>MbVDMh{n5OUTq07 z*8DD5tz{2Y#?q$gXewU@S(F9eVK=&l>i)Bd!fzQu<30l=F_Bb%WaIu)K;}AMZj~T; zVjX5tv!Bs6q4%?sy{V7n6_gK6{CQ&DkvI#L)&}z^?VLdh|M?Cl35K^h%32QuO>-vC z1i@i`tdE^&n~Ci<Pl#iFA&2&vvNZB!9{% zdJxQEp# zzX%`h9orG~;d`(*c>)Fk}YruG8md+F$dlcXVq8IkC0P8X0e zdA4(*j51t7W$Na=Ej{em%q?h?7&`wB4rx3T3x2RS_Brz~VY&L_zq8#|67KK}KI@H=DM8;#7|D@Z~07n!n5= zM=s8p9o0;Syj>($U)M2$Z^Q%(fC~teurFL82 zM2AJ$dM_)_tDn~$RKa(Roxm1j8oenr9crl|=QRe?|3g7Fo&!|B7_|*)Qg~eX%dAg+ zft;wOv;Z3?-Q20Um0NvM+%3bH0vj!^CuN;fPm|`q)pH+iXIn4l*hteFWs=rp8IjPc zI~e7JH62UB6uqhLQ*C4!`G#?qyYdB}GgZ&D1+kDDdD;CWwf+!U1w_DNogFfsYZSK0 zD(AR0bXYbec64-%u(7Q)vNOgtMehq6Cq3ymHCaicl-T&x*`N$ZRy+I{wS5+HJwlay zsaC{tESVsW6^iCtKNH|K!KjKBD3%)QI8q)FGP$f(-X`e9**h~$Z?heW{?zn0_$v9u zQyIdEBH2~FtMHR_Lh+C|WqRl$ib1R8uDjRLmykrY6gv%31S)!x4 zterko8V0<}ir{>~x9yi@+e1P7cw3MPl?lVKBtDHSDei9JnaWy+6^zngxca@VRe*nG z;rdLw5B)2TO0Mb=yPb>%o5QXoM~!9)l$*!L`(Kw*?#*WA!UNFvP>m&0v@}%~hgON3 zDNMS@tJ}#OFh5;}j&k^QpEj~%_NQgFheJgG_L@{Dul?&LOuXfms69$SznXK9`O+)& zt)02-um0Nx*8>WXLTflnw~?#_?+aMdQRkhl(uIR)+^F{n+pR>>JPywpS=e%T)K8E^ zbhe1(upg5BLQ}w*E3(cOrjN2aQ?i+4Q&))_-TN{wP286KK;XeWZDeAfmWZ$1<$k>) zVpFkdD$Z%Nr;}&6i(zWt*;fQ<%&RDJE4iX#@d7IP4_tRGUrtK}NqlYGDH&D~sUPt@ zZ^iqv0l-MsoxzRMQ+~NK(+trYhz>BSeRfE1;(l|!PUw~S8~23=nRWyb$EROQ<*gxV zeU-|6>c6MFq60<6_~jQ~ht?rL_%5fg3D|@NIyAP{B|FMlvC2Bhbc^1_eISQ`ckq9ztkj0}F*G*)f%xcB<7+=<6!iu8^l9xf3uCQlZ)ttMgyGu-sP1^Ru}8u1x7z?I6GJZhl)% z^Aw}-gJFjZAmp~0zN3>s)dQ7yYN6EGT8XeTD@H}Dm{{>$@7;*2te;xM%*aGT=m#YQ zS~&H+XQkzKa*WvIsv{92x-VpjVt0h1b|$~%EqgX{oq)<-<&fK(gNDaW#Qh;`nxb(1 zZ9@mHpRP&XWXc=aKL^mw`;VX|?vYMN@OTg8M8BeqJK_#EMkY$6aX6^v#E7)-XZ(DM z$gjV-Fk0&e)pzX`HmB#a0ljPERC3*_-Nla;uQ8W?TNQU(kug)Yh0>;wjDUFPMsVE` z$n@kFhlLFNr*t}?y;4B6GrrlNqc8v`>`W+01PZSVP9F%=}Z3C;imY4UQ zPa9WmUVWQq_bGgzL8Wp~NffiMa2YGitv>lfIS!X>g|^gSL_nOzxw>zVyej zpMmZ`0|hS0SSQ@fMw+U~a57q=vR=Igu|tBWv3~A-Jv>S6ldN8<`_bWo*#w{T^w9fd ztD5Hn(}Z&L*zXGfOOb$r51-Qv`mf7`<%gf#P`9lwg;#u7h!1z=`JKz+;>J5%x-9n` z{&3o>{xp!M`<3Vr_1ck@nK$S zcee#u!x&Q@cuaTv*UboIoW*cWj|HToisZW;fWBx!8;PZ# z41xA*It91CJVU6-mNt5EC zPK!nuAQAajSR~_g9Zcs6qg_XMeArlO6FBVQ88#sW89^jVvdMSYQk8GyA&F3t&5E$^ zGYf1MP%Za^nMnBe6i2;n;mOkc3X44=mQ2^#!YEDKx;WC7|~@6#Vzq`aiGP;Li>0AcCg2D|7w_4e|$}$!-m<9jc^n@38zgjPvKOVFFwwP(sb? zj{*4OuS%pKEFBIoxc$d<^p9Wr|A+0rU)KKzhV92~?+q!+dxZLqYG_F zKrq?kurt;&`rHn%ssTWumKO5qfCTq!cTmi~T0S8jk$JdZ~o}@W+ zS6l!VCs;s_R234;nQ$CdZU!VR5d{6*A?)DJzABrBV}QWL>6y_U;Pt4C0+tsCh7m+r&fY$l}XB#-%3JheE@hQb_GBqX49Ok zgHHn~_XlnMNJpwcrZD%uNADj2$VE;4dB+LTy*4q`mb(5zG+0#vZ}F zaG+q!xd6!jFHX-+foZ}0vKjksTM)koK%NYaLc^-h5T^&op;!B~LdIrKwB8MLbIMW8)pOU~H_jR+~=9rdgK_#xhp$DUrj9_hTk2xg%T->?!_ zsoRiZ`aXcJ>|hK^MCmDEyFI{ltcX?bnpUPEf-v3P|G^7eK+$G{r0O&`opYMR0-!UU zNv#Sb4hTLbaawU+p?PfU&fCjTxV^?>ua=oR&U1NCufeCO?-Z*GCiN^B*0nJ`hu)ZI z9}m-2I8|{Lw|YE}Aix)9fD1&NFm3v;WxE^u$n8xavifFudqKu~GktxP2uoRtWeV*F!N-%$_1P(n8l=%KYoula-EMweiOs=#G( z`nvx2>F*hc?CG*zUXIc+#t7?wghkS$Nfs9Nqr}Mz}H}Lat zSda8?vvd!aJzdCW6}S{2&W1Swt{Wgl1B9LHtD*Ga#q;TF-MK>oJ`e?$h$vpan&#y^ z>ftJ{RRJSlT@nR4OporlRJZ{~eFiv-5G-+m7l?X9TllgSb!!c5P=OG=H+2%|JOL)< zgOa$|VX$HHR0SVV-t42E0txyG##Gm)UeU`P1XRW?Al5_8FY9nTLv~;VAg?Z(Zp}Me zi&7mpu+58=TfCO^~*S*qI%CRfjZVt)1E_D*rXGjQ&(Sd?Q6LTJA9935m(pO^C$20MIX^00aE zp1koClL0V}N?Ep*j5<(q zS0L^T_Ew-Ay&?O22`;VzSHBxjMHdJ_XSh=6PT}8{77 z7GwDzE&*jcz6+Adtu~&;!26^UY%A(wZ>slVHf{hmx(B63T|kPr{5;3oc3>GCESqJM zrli*u+wR;&ssgL{E&!^9WZv@k_cAE2zv|kxK4@NQfR4JdeqSbgP`s^xZuAJ?y5rKK z|Jvscfi38rjJ;yX0|;wsbA7V75p>`;_P+%Dk3X0EFR&4f$>R8K|~-oD_Eve)k`Vr?A6^BchYI%DdnC>xF;FY%+gYE`fjcg@5Xt({#_@(jNLc?BGoK9D6$;Q)$L+U4D#mZY43h&)HK97zdKa) zC{KtKSd5Vzl4!*)-gK6 z+Au1irUeCK*Is{d;MoQ7l-8B>hVcfBcjA>VwWqS!mc?wv8y6t{A8AbH!*ByyYVuzC zyKf2XZu+6akQk}fk6ve;1fC=~2iF;aW*M7q%H2K$)_-i#e{I;W zl4%x7wcATwhw@j8>kj)>t#rMNG&lQTv(~O}o47B-7`LZp4x3?brDohEGo8Q$E)%BK zt2v@`>sAfY^%~L?rX{~R0Y<+!hYheGYq(RD$Y9EqEX7;vaq9WE_D>9OD&OXwjzO)8 z)bp-IKUNv5Syd@YuU?n#UIR#Y=y2r_w_ecA7RVS9PFPhe2IN8}QVUCr8?35jCBnhl ze!J+kG(oBWcy4tFQ$@_F&V|@4ld7VX3cKN5(e4RzObUW+R97QM#X2fyiP6=yi0!6k zHF%*ZtYUSm^HUrne+c)}HDR@>3!sfPyq0RKzSQZ%>#|hN2oy15F!mnG`El7TwZt)A z-8)@y22^-XjkTM7sV$?I{Wa9x)l$ni8VzSuO`SQ!z-LvB_dA8`Ms&cXL)Q`_(q~|( zUB{kXm3b#KR|yF|*h`RP-8_wJe73YpDE_@B|M~_1?#x&86hOMmdK(mV-|PYs z^0sjk9R(yFvY5kI8e&7IqQ{ix6~#P4UiXD!^As|;*!Ml#Ubo*Pbo{_xae#44!DUIb zPCeCOiBK7-?htErDtaRqoD6}iU0;QBLM=9VbCtVNuus7q-1=PRJ1$$n6=W@NI90^D z#eJ;M70y^)y!$bRQXxt2Ixhi8h>_u5Wv77pPp@uj4{K91`I#${hTOO1%f+v%vr97M zFpn)gr|KCF_M7G^w-v&7I$n*XtPxj|rrmoN=+}pkH^q|bG`Gc2W@OrsN>nP;6c&4~ zP`}ad`Ovn(yS`)SFyu=v)IHjI1R9uruDX1}??jl0unJq-E)z0IUI!h8oxJlh0z=NW zrMM&O_31cPTIST^5bK&j%L5d3u{5_n)+}!khUyNj@yLe@@ch>W1I%6@j?i1Cq-~|* zEPpwswIrmLbiKZ3kEGsfNm5$VW>s-IW$t5ppHDAA$-Va{!RvPf`TnzqQw!G7(rEhf z{8z#BGLBMh9j{Y5#q97JamaBH)C?L(UsibDAqT^}hb_~mE#cU~gnpmm@QJbU`i|f& zmaYVbQm#2D>M8`-++UV>E_4i%_^u?b?x|G7u3y}{9eF=LSln<-8pK`-$6}P&l5HyWHxLaOZ-a*>o$~0Z!9~vOM$i`6ojqAQ@osUva zC)AtU#A?!I8Aqtni21vf%_dr~CIhh;w{9?9WIMl!<%S(azZgmAhZkZn@cAlOeBq27 z-P#(<`u1w@ujM!o{NI(5iPVv=S>$&BAZop5oKEUeC2XljrFtxc(DsuL<}(~f50}@g zk#$Mp>f(GIUlT!SSfyYYZO<6>hQ6))pIQKiLJ#g4g%>62yjo5eq2JH0YeS-lc|br; zZ>?AR!txAD;QLYX9aidbyYU})V!g(53>H>hT=7?ftMU)hal*S3`GWD9X9xH6D9%&R zsj*93>?kBYKe^JPiu32q@0}q)ol+NpN0w#w4*tHO+B-JNoY&`RNig_qq^6RodHn3k z(%uA<_E?;K@rgSbMo4v)$T*@q2tIqai;o5EX2bxv`**$!Ri*9+f&5=2UTT8QhdiX0LCu^^0sg3+ z$U)o5;srrMc`KS9gxB5C9F%!K3nWKZ?6?l|3FNRgDlUEDiCm80HjJhLA5n7LqMFwt zA|rel#$e>|nj1qx@S5rU{UMpA*Jig-?nz#Evl^hFV%=C^Qt^FrDHI>umhr(qkDXG! zeLLJWnpj3q9w)@Q@bd#Ui?CqCL@q7xB_Z#=kGrqkgI(NfAWaWssjmdHikMRjvLGavsN*NlT^ud2EQ9{;0kKtW=NiizKghJd$l`V^|G{OE~2-;vmk~IOt^`!7Lk7!Hx zhZySZEv!0ACX#8a@XA9^Z86=oPqkcsTjz!T@9<_Hi5U;cGpK*dEi{LByH|2jE1|=z z5;|g)ZO?h-95Z<0h8^QrNAKh0nXF(f%6qIN8Q{&{Jguj$z*9^6nncv#jd&3D(Vrj zd~5SWk6NCn(MS1qHB897Al;`^CN#v*>@0L_K?BW{+ znX(`>S`5oAay1a_s?-OqzZ7F%y^)>yR675*5$W_7Bh$e;IsVO}iX|*(hR<_s`(gyA zM)v*2-FE&6`;a~se8p6URiWDGC+op^&A;@S3<-lzaCVQAp>&S_^vseO<1sg(!K8z8 z(1xqSOP&`E^&>_udAp4zT4Z-aT1}ebS#Gkwr!gJ%&k_F_`7}&G0oFsd(iEixd5ODi z_mfa?%P0E7{H;q5Qx)tIR)XMwms-M!XTJJmJ0Q;-?S(h1gQ2tZQTJBl*_U2M_^J-i zV62UX=1$HBF&3m43ygGuGLR|Asj=8BiLuz)j2PsME2v!K7C+__J8Q)GU_kOIADYCT|1kuEL^c)JGhDY+H_@8KTaD4hMwe$j(_3dr2&=9rTJEo7x z=B%R=a7RQ^RX>lL6u$r`OkJxTIhwh!WreN97`Dkcs4OsSjqbeBEuFNj5al|XUHW~d za9X14uBJ27v*5WejeM27dgJAsNGXT8%aOFYKbB(M=esX}CH!5V4Hec$=-CH(IYokm z#&p$EEo^zexIV5wm$s`x`}9UAAY@}~QU0pCjpn1N=VKp_Pn`Pq$6aRD2ryb~Dzlg3 z)Suv)34Z1_f-imA#kXV2h} zc-{`rj83MyZ;2i`O7}9cGg>Hvef1oqi^7x2bh}+ZhAGZ#cH<`AINTxx+0CE$wmj>O zi=|rfQ$V&2@X2itdYj zN0TEDXIP`c==MWKrdJl=RIBc6jbL{aw4Yiuv14-2*(MD1jzd2g7))-db9-XM`86-Q z^lVf$opieEBc&d&j^jkNVCu@8~tZfuNYinu%?GFucoAWkZqM z)GjIJG7oWNFqY%B$b%-$cP*_laVPxR)KX*iPtGgvy+QsX|S z&(Jg+k_IqB`r3&#!znRJq7@&CD^{?oP0y50nqH=KH+W+V=BU8;dRc)n<=I6}@U6P- z09U`7E>`IUzCEf;sCk=HOK4~#t{D@Z(d<4wHa-{K`v>Frw=;s_N<|}4kn2zHd`wvq zLzM%s|8hY|?>ZTWz6}2xF&>U~YFiUdx5E`0Wr1`dUj2_ps>WU*@LNgd@uG-!HQ#Ze zPQ{2{`Ce*H4R`B% ztpST%dSSCW8u%3CszQPXrYN(55RZ%;B7+d|1q4co1{_$!VXu&%NB33k7p|uaIWp{I zlg!3{8CV>l4>wk)FU>OeRQ&yrs-hM3dlt6Mj^D-@Z-|1;7H+|#CbgxG=dju5baLeB zLS<=boW2<@aB;8L$=EUA;1_X@r;iOawT_;%Y%?%;YXs_;ik+}sC^$;7Y?i3=PNt}> zNBDmxI)xAGJV#{iGW0oZ<4tVs*=PH52Va18LCz%lW(7wV-89E4_uz3V+*uPh{PIo{ z-qIgIh%?N4T?#1|KBU-hR9LOBPzTBPLeu+jPX*OKZKy4Eao`ww(eB)wkAriW(+A-?C< z_)0srYq6iN+>+?1ukyx4UXdu5oO^}jzpru56umNY+d(-PPQVE+0ZygeR8z+;6E5Ld zu=FHk+|qg`(r+oavmipZIO3B*dX5(^=m~bp1Jb1Fk0(&mHmfz?Cn~OX+^OU>=^ETrBS4GF|W`Fw7Dxoh+cQorh6>65BO`ZO+@ZM3gzXi!% zp=g)HTQTTFsL!`@%OIAnX`HNs5xyemdGSlUsB16zdY1oeP{lEa0W#UPOzx?>X~Rd; zsV&^c%r&)sD|NUI5-dR}nr|E((1@qZ5@W_+Yo;`lqvMB(1f!0F_ApC%J+Qw)w`^W- zNcVvHX3O3{6In#GAeNI<@xkKP*;C(*a2#AckQLO4$NiFL&*lnq2K8&9J(ep*GPDf1 zbacJI$I_nP;5r9|lNOi1FFxxJedtBNGp9>l#8yM`9WY!nb$)b{sMYdI`ibK#C9||k z{r-2FD(x%Zj-S(@yOZ|#C!FF~JwpgS?>@M;aTs4TNIpJ{Pw>2d>5kAA-`Qvs{$Orz zeJ~~2A(M5X-nh0Ixtso5&XNYj#;!ehTtDqSmUkadMC5dFhOGykNsfgDsV z;O$W-X}C`?F~&oE%P#k532NGo+;Eh1gw>rT4S&d`A#;+xkZ{bHL}kKUMB~V}F4N#; z*KRg?CWb;<_8w;(`hER7!>s4iis?x;;}|pt)TK;Axe80w%9hV7Gg7x}1`}^g4n~9| z9WRdgoD@a|GY4ncYQ6`-nNYu#JvE;DRR>1r;|4=`)z!%Crbb-ZqjaIX922kAIR%Q1 zizd&$kxwU#GLAXU_=Wpqm%#T>dLHJjc+JQ0w@cwc7&tWP&+~gpTVRi{-weIC_&5=E z1?M~`*_A#87$PSMYKQ*>L4KRcywqdg>N1DC`SHs3U#JrqcKQrD!;iB(b8&d2G586r z*kIU!FF!!}8tct`se3KFiyA0aj9|kQXOj!(qpw=_9X%7Jf9{uYlT9hjXY#nO_|r?T zN&eRzx7UStkc*WRPk|6+X@8w!=~TsUS>nwuOe8p}xL! zF$gWQSzx|B`a%q{?d;lU3rVd!sd*eMm>7icTJ#Sl-K4DC(&u>H0eY}W=Uj$yGC9k@ zh=H?tQF%z$N&IU|lGh!f5vJj%i5qzus;&Lm<1tJ{P~l}LsY;s93;nTumdG~}wgLD? zO^i+TteScPyTgB0TK*?rjvN6Eo;ICywo>}a2L@Xfh|-EgCq*Qb7{V%`S(SwTFtO)- zte!^n0TC?7jJkIKbMKko#vHK4WUj@Xu4ZCYUSc^gYoZLn9k~!djaDEzJ1OdZJe(hW zs>5Yn+{>$2H7M;uF7(Zh*={|NHWXat+Ihc=dPF*|S#fHDEh-9ZQ9KHS+hlQ_U+iMiv@)vZrTHeFq%fv9 zl~_6@FnU&==)r7^TOAeZ_dj&rxZ0@_5O&#GG5hg&kMz>c20T?!e_f2C?L z=?07QpbJ{)T-g0VQGBt4(Pn098|WX-b>UH{j-0y2zohpp@Mz{Ssq)+V6%Mm|Ici{k z5>OG#Eaal}pCyie7Ch3cGcm=RHi8S4zS_fht?xGx4Uo?r^Bu;!vB!^JmRj^&(iO+mbybNgk1bg z!ND2?FYMp*CNmtBB&3{?Dm%iwerkW4ZKt~d9^g4I%V#Yw7veuM!K}2(uG zeLbpTtp-Ib$DwJ&G153t%b7n>`7N%Y8JMQaGBnR!x##3bf?bnWxt3T)_k`H+p!kzI zUxc}o6Gc{^ZKP|f$%~{Skeew78TcmEt&lnN%vn1eJQerkV$^vBk+9~km%5f2zUT*C z$NeRDO1epeD*IUthSwK!Dwey#i7t|22Cz5Dxhfc6Iv_N>Cb<4xdiuwEA*x0r8q|*} zzt~qu2wG+Mnz(>pj+@|wBGfxkUJJC7rWriWkZ<=0-MnrJBfjev$C-rG*ypYsGzZE9 zt$c5rREcnXm(m!71R_7Ir`NJ$(r%}uyH}y$QIRcg zw(Bxli#zKFzOJQduqlVKWIWURgfoke+rW;L<-IAMpNkc1#GU)kDP08yr+wSt4lIy~ zYtnC%6LaJAqylOiV`{5hYPrcqOmP+NK`ev#Fa?Vh$vJcT+j`v{M#|2(r1u+|QYs?ySA?Yb-GbWOwcpyG#fk)G4x?aCU1ahRY(2DF zWGiKdl`{j6Bj+8N6TS+|`y{ysoP&lwrQ!MJbH$MlFi_YJ2t%oLHE2*6OlaU-w)xHN z`3x4TmsP7OY4q=$Ss2`mzL1YpYiwZHOJ30L>Omwz^6(h3S@Pi8i*n}4h&Oc`nx0!c z26TaU*c+`tY80-xC`)RM-(@}B{Mehjla?vxzSvZBa*GM?c(_KniQxn9Zz11!<>cWr znb^1t6rg|gnEO*e(R$?6h-Tw^=G{bt9-jqMY9WT!W4^OS{-rMFe6peTeWmhPk3e^& zb@_RTv~E{FQRT~S7boY?*sQ_-Eo}Wz6IwdSpqvtS<6VF}g!{8XpFJGL-bSF)q4O&%~9Pa0j2YCBjku%qcJP z0FeLZnh5!F3u|=*ol+id z&ns1rMvJKu3q!+5&UXR?>~SUX+9UH05tV6r)5?ZhR<6S{6z7-LJ1t0_4Z5LJVM)!mtIjJ1(fZYY~d6z0WLAI0>v*_+rd&Vl9w z$4bs)+9}raPAwlVag6yw`G@fH)K;<~EQ#>3@|e!#N~Wvr?9{EZky$7AfD7oE^;mR!Gjk0CjxJl~0k0 zNXt1@{eZHm<_^JW->%oVk(b5QN z;}&wwAR-aFP{#Og?D0Q;Z>oBK%*3p;U%>a{EBksb8jjq8MB>1N)lZ!|>e{gK$(Cw^ zDqG_E-R>sMAK7o>=h2mFxq}0b9KrUPVD-aIC&V=3JJg*Hlf_VnwJhB3yr)3# zJ+k@CjV|TYw4#rAhWK|#cjKu5%ON)r4$v@0$ggaDg z(_xPoqSZa~Y!oX=UoK0ZhRS63RVyXShOjfY@cOA(y0PaKS?gLV2HV8L+xnO1OHiGr zkb3Om!*YY0801A-feXXr0(FQ`q!0lw`5m=#4;wf!l0pJkwcYT1LEx4CBP!8Ux&m|TAAHMCa@OFYXd${KVtHY_YH8m;?F*(C;o#f>U?=i-1Zh*XzL#hWRLgdSW@Z^2Ow>qyM z?)#s(&;9T5ZT~DDI~lhu6H@(n=QLH=HkAtJ)Bwh@Afs*Y=3CYbBrs;0Y}Yn*6CNX_ zs$LD4Q#zDAbhrzsUfxx*KcIejB^iK>+J&|htg}wYVV~xBJY%UQq-x}UC}!A%vfgQP z3Rz|`i(MXbOq|VNmuZYrE!P^Jrs3TEs>nY`GWL3F2VMrR`wM=+& z#POadlTu=Nms0f=6m1e+Zg!Vr<#jy27+ZZmkanS51NAG`5u&7f`MafmtLleJ05XNb zH{p!}i94EkI;s809?OOT4bNaLz z*OiqkKr0%n`5V52ndv~MIRdA%7TzjuiM|<!RLw`y1n9HM|p%tgq`jV z>Z@!$@y}$<#mQe8A;Zw(?F@B2VZ$)XpM|ni?X~1ufe9pkXJr0)fdrMTL0@nm&tS}F z$zCS%f#kpYD9MO%_XB_2A?=?a-Fs1Y*2*U6Jz%omMme(K1)^u??bRT!dceU8c@O9Y zHJ4ZnCyQMbyzuxXiL|B{4*D>4<`ZcDb|?Cef3Z;uynAvI(pQM9T z;sCV;;lrUqe)&NgX<)Njk~!;gBdE3$Ujd>}mt309`I}50Ana{jX;A}sjy11{I=2BY zwKmXG2mS{sZlLDG>;kmJ%y6PsBPStAH+Jo&+i_5o7x# zndPrWHDAs`TJTPg_ueHCta{LsX#1HlaRzPe$;pg^YGBGCq=C)NFui2;x4r+LPt{N% z3&zGS*lNjLg#Z5yWx9Xli24opjf(L3hrLlQ-80({|7lGiwC}ZM0!urS1|d+ zUC_k6jH^t5V&ZNe?d8m z-Fx77Q6CAhaQ<^_{`E2cdSm}uZ^{tD$7HlN_kTR;Kfdh$iwDj?_W@dLjSvGz?tOIt z2RfM>f?KMh=b5@dZ)+Cd7mMIZH&W`o);J-(0HO~UK&C`jgB39g5w$eIdPc$YGl2Nq z%2rNVGflL}#tZhn^9IcvY&&D-6Se>QzQKc60m6e>;6AtvxC>+#a5hwfYi{A%r`0|H zWC@+l1NAHT*2p*b;Y#Of`0j3n)B;3r>4FvxU;v}P4zD{mJ?&KWvX^G(2dvaAP;8w# zIuxS`E);J^f!=ViRf+V!hV74$ZLp=;2d$b_4_;_BdIDV79`u>zLdVS`UomiY%mA{8 zu^d<-$5eTO3+sDlerX1;d?=zr?5>_k-ctSz)XPSpz6v-%DkukAR1-K`$$`NUl>Ko4 z(9&K|TPqSD7=$v;zrVtNK8rXqih<|x^KyWbRswvoMLA7$mKB(TPUeFqAMYxVpzGcR zwM+zHlT2*K-;@?1R$D{Z>VPxaU_=#AiOWX-z`+6do2S(jZS%`6_`y_cA^72}S+7qX z!^90dxig`jtxq*jyq^X4df_3pqWyLbXl#~y$}|54-u+|Ni94W3XPkWY#kPki;vwIR zaKSEefH)xz+9@dy>#zrVNIGRntAghcP+1C=^k`^V;*!xu zQ1*B*Ob9z$I^z-~O&lP#a!wX^eoE8yDJKF*@>nDJ>W@iBI zJw?FRb1d$)zV#%@_|g!~5vm;NzcWkw-%cy>J-joZ)w!kuxV6*hv@1GuX)!P-sd2GA zW&lX;PWcL%5(>d_`8tH@h9bW?1PP>;EL!aK8@|`j)!+ap}u=cce&&kGp zdK$v{G`bnCY-x@`ouU#Q#^Bfb6;Mq>z1+h})UI2Q-2??<9<+s3fiwR-A_>=WmCFbWWB9Z(zYdXYy>Ix8+ zE+FDEno!}tDlEVS5YuNEN<0e`sl!2j;a=c}UNEL9uEz8KSXIB!ZYy~Kd{Gp!`spRM zD5RE%8OV`NTnpNGDu9Y|tsFJaX+ULpyvf;7+V2_jo^htZ-o}`T^}9GFQ>d+aG7i6X zLg2XZ!fr)EOF^_Vkai_^PW8c$m-Bf*iWLF2l{eF#;v$B8NW3*{fW4#H!13Dmr4|{n zfJuGUgsvUTbe9V_(`qO4-oL3&Y6@BbD92n0%0dl;>{LXTX3QOcbD9Z^57lQ&0}P(6 zAiL%bQHd~^eh6gBGw}j%US|zB)Aj=-$1zO?U0?>~gfD=6Oc<3_*sElnA%Qls8+R|5Z`2;}b_%0B+F2?LiC98(b}Lm3?p2D?_Ni zGWOE@`pGT!Q!YTo(#_U_1&;ui@t(SM+L*^`Nai#^t2k&H;IKv2IPpS_CKkgCfHW-y zh?VF#UA)~M!3_>3@eeL%s9bX&Ve#oP*o6*&_{8aJuzj7ul5`=`QsBM7l_zM~v`hiz zj9ds{WPKT_dqeeMDP?a(C)FIIzSgtgwqoak98^SjSb$$s`S$&reOfVWqm9xBIx)X- zyw93*foN;RDvxO(&nSfS>W*+Uou2&CF<7>dKTD-jh@-C00#ABy@oKkpT*YWbHJS1_ z^6a+kHb6$b<=61^}98_I3(Ff8NTuHV;^(_8a~?u%l$( z5tDWU63fqZu4Dlu>Rkf5H23_S^}D`^t&|)Wr(OTtj}Vvw{SC8+46;q9zxwB_RJQ+0 z2WIcAfrE~D>3qsE-y{VNiYfj=YtzPRL}J5%aA1{?3&dJ8auiy`I;A|b<|+1!GTLu5 z-!^c_S}iS+@;MH)Dyhj<;|wqmDl&J?d`dc);`jX*bqfK4MW63eR7IapO-hq9syrnhB9Hm}GC+ORwKCPF;+N!uIALeq(q|iS!UlzS3A! zIEd!R$;P3=?pGD{UrO5VdOt4>5n*0_#zTSzqEg?N}?|E}#*@*_<3IbKjNL zJJN*8KyB;e1?ZNE@Rw2cawk2L@CiJioI&d+VjGQuP;vh>DED^)n^Tz3BMu3p_gNVa zIjdzj(k`j^eRC-#3gNtW;(nzp>w_4n;Ql_45v_dq8CS{#iRp2oA2%kq7DEbc!^#s9 z9oj0P_QFpu;lMgsCN+}J3*#AEZT_$B>AO}K_22b2Qiyz&9Df6WJ4_Ot*jv9EeUvae zR0;0O7SDKH?#i5N+0-6?$SkmBunxAE!7rHTeJCx?b}ND>U3ZWBpsX@vW^nm?a*@R1 z1pE=+MrQpWiDgMvhQ46qtEWRhUHBsj=hn6gWUVusDaTr{ZC}mRNKDM~>*-woMR3^R zCr0`{F!REZYk+*5NYY|9zZ}!>F%xp zB!(WkL68RDo9}-1KKAi@pXYBmV7zCob+2`;>pVY&OB5&CCS1#ch9q>eB76KVS83#i z0tXl^dL)Dqn4~IrZPk;BMp!<+6H3GjVAhmK#VGHL(#qP1cFK9SJRc zzp@fW`AJeH7gNA9gTh;GDfx2sz`jPC-`1BciZaAh%Cq9#oot-_qF_s)SF3=u^jSme zCt4XtRF1+{{Exb_&*Jx>K)iyCKYd1*Z{X}-evu(DbLOL66&U8Z=7i`!A!Y1Yeiqiq zr1ar1sl#1)qD(Iwf41mCzar`bTHbT9AL9v+>T^qb}}d-&)i5!@{4V?722 z)s1Nf>;p6YrH?VWgs~oN0{tdf)51W5X(4+4gqRmbX|&r-Z^oQB#v!n0!Q6g{fKiX$?C@CHPaQz`=rd?GWMM=-7;WA4!)h=j}K-!2a@Ct2FeNQJNUpHgHZ(>?CAeDQPVTvkX%sfAb7#_;49bjj;R9?|PKk60dcGIpjYJG(oqjXS+z4CWh zx=y7y=5FOQV4lymm8u0rsfYadHFZqTPfWcZH{tC^*)^2%MBQWPUpyL;Gm<^t3Bqp) z3*Ks67}`%%RpG=%Q*lV^fy^`ZKr2TY)R^qpnn;4&9m8=B5hu^L;1=<5QJzJCmwaJA zY=CVdD{%%$zqc>8276@%4-r67dM7&^>dD>+ej{G7W}5cKcnMjF#2=$f;Uek^0)Bp# zUrzmJ6X8o?aj~@XS}>&2v-i1YU$}cji0G>r?_-QoOLMH{K4LH=+ackL!v)kV6hB$3Ye?T4f3SNfpW<3Z_5VBW>9m3Cn zAoB*!a9|JzQh9&RS@{k7RUjI|s&b&DC}Us|(N_m{!twovrZ^UakB9BgUyybsul+%=%%RB`&atAb? zlgueJHB62#iZdkC8aX%&1&vJ8Me!#mi=O{{zD@S?1S-J;)zAPE$YY?>bKb_QIpx7p zs7zzVHW$gtU+r?lbqsVh8>yxraH^N90oVLG`HNy78wrfJd)R4kT<>zQyKe z2v`Nqu>DO5Eqr>BC#AVQjM??Q;u{u^4}jhb%j2U2rS>0QGZ8Q@m){E33fAGYNJ*Vz z)Y#7~j>s-`Su(ueovaDNx34vfp6OPq^r$09SYLGZ*35a4aqMp zvWYr3hnY0xRycDNk{TsJtiw%~2Y_t3OI&9&@HU(;kZfGcxo0v@UH+TsUraQHGlT}hOXhP0w6!^xd76}a;s(uz`gDuIfheZW3N zfC*O5uk9F@*R1@{sU3T5{*Px+HUs`n=t))EZv|QJ(rh3=Q{;DoS{_4I00+~q){<+d z1+$5qE|Oy(CeWu01-RgxHJMbFHE;$`$jvfvhzsrXJDq$*A25pU9?F@GyN1#VsN|vQ zGT&_1gVolCR1fZ-NyX(|2LRW>uz*9F)n?B>K7(&ur@P+5K7Qei5Y~=Aatc(siGC-x zM12mY7z%Z2TrfkGUCK&CWo^p07M&Ej7<(%^6byvzw%&Y9kj8fg3Yy;MOAZEI;}mtI zBk0>m=cuf3uF!za;veWG&!=7QV_co8hTY%hzzNeOiB2^&@1z@v!tF_I7uMKO;131h zt3O3fsyTeXyHg_Law)EtOVryPz=zzvQ8e?s4u5jWP;;=!1Lx$&YC70ZMDiYY1Et4p zYovC>^yk9hg$Kq8Z|CiJ!&7QN-c!=m7XiU%pzsN`arPWIq6+sZ|1BcD&oPm{ms{uy zZE*$eTlrPjLph(GA;I(A$X{v$`?xlN&rbAX!`}fweGJ(dMtj`87MAHohe@Q*J#2m( zTfzHxQ$_gCESA+74jg=7x^Y*O$1RW~;1<9Msqq22i(N!Vup9F=s(ZV^?4X z2@LRFif^&qxTqS-h$J?yk9nDw6{o)T&&x|*x6o+APkuIJt~}!gY9E}X1SNeH^Y$9c zTYwsw^H3wT;Y66!w=HqD`z#{M^a5mg=nLqfc`W|`kka``#YW$od>z9B{Z_ZeDD<26 zk-XJC7|#9fIT_6+$s^QdkT6pu>h~_@AD3j>fr)2aZVA|^N_x-QY;`PgP;Y1dP*|ih zcp|)>0cjf5KZgx?*5zraHcbE<5z}Shl!76!2GsQ<*)f<%9D%Ktfd6tQP?RnhHxb$$ zR@=o3?eU7eO74hSTg9-qKHb(IkPg6ZvsYq1JutEfCbXU6-4jt5h@UA{#k2_aJoTAx zO?-CIxy??#SaF}k`NyK9cvhpx1_J~V)4o!gpMU(^^hRK=QX(m!Y)Q3r+Zg& zt1~AvPk8`x7jsWD5FR~_ZL`+5R(=Td3gO*3Eki8FfQ|#LyoGyHiLRu9AY7B^?xrMu z!;0|%{b5J5?mH8 zG+>|~+105!hwLuzb~jISmQ5IAp5n`^hZio-CG3GD{vfVIj{)2jQ-f63rTq(F4-T4j z?L5o6G|TngaR$n)n(4Cad2%T3_JB1NvpOB~&?C}E$^R1dqeEr=+-vViLI@jvm`A7w zA@ifzw+mDZhms6S#xEuhs8_2y0o`=xobN=on;R!rdBWF;Bm&_|!@DZFg|XQ9UhKTR zlpT|{zP~l^7|r$_`>NVD{DNvdvd`?-I6(_+)pMv4D1?@5quLw-Cw9qA!ut_C49qT7 zQ8}AiI4Pals~n%&ue*Ymsd@R9k2`{7bj?l!b&Li%{T|t>5ty@5DcRRiY?F z^P}|PFVz#h1@F6OOe#^!`QZ%RixXp^Fp>SwFI*B94E}W@z4DH8#{y|dgFZ64)q6zN z{c53EVk4~*#TqTz%(C?X@xnfHz(C0M0VbD3@h$4w(9ky_Q2DJBz&R2upoAIlvk+#> zk?db3eUG0{pTPFa-LktKRzp@9JFj`EL}b#MVrSmde#)K%nPy6av1yNJF}sh@ZWIZh z1AE{`>1JHfNL2;;3Yd&>#YkwfeaAU&(p+C8Zm_6{1kw4{2X##6;Cn`8QbSf@^?5U` zY>&@ZVlbJzhnJd+3~=Vo+PhzcA=x!KUu*g(YD!OB6S*rUl2KM69a~Zd=qE!~ix_F6 z)GD_p#qn&@tMP2PH=mqu*zBuG=OmV0ph(b|_4t-5;4Vivif8*AsJXs&59f)!8xWV% zoBEtDT)aZ-Ul-W-=W<3B)4tk6F-ut&%o?G8wD$-^U;LWz@i`^XjdGD}djPj?qa;nS zA_vS8+#zGbSWh+Py|iB*%a4#v(pS{RU$^yA++jhT8myB%VR3Z2NyKh9+wzS-Kg;d` z!Gm7z9s`v4p-ZHo>gOyTKOkx*q@ox?^{`amsRzAVE9D*)s!c%4<4J8&M~uLHq_9VN z+Vk2OX&R6pEK(?HO%h72d7z=Mqga>t8#91opK08M;jTHDC3GOQ7gsN8acws~9>f1! z5_rqDtww(y#Yu*$zuaxS>_m=g&v#=Ut`4RC9bPNV3@mD}o8(8-{5w1ho8-$4OdFa>a64Y-u%h8yms}j2)1Y`ZLjs4W4iDZmjWfVE3p}xFr*Z#s zc67Ll`%K5stE2e)y>Z5ML^Ecm(+bZ#mS^;g_2wb6xz}wh8I47u@)7%hO61tD^NZ&y zFH8zUW~;sKuaP*-Z1rrqw9pyY2U}IuY;u~KTMOb!&r!Gg2_c#L-UW?u?6C6Fc^K~y2MJq-qB z25r|+(#m)923$=sbipkUpxwOFiI(e`Pi<=oYDUQQ~QER2^TE#;JZfa9^HhfI+$%7nb47Cl&crz5oaTC@%1u_X3R+HH5Fm^px*C}Ol2v_xg4(X;WTZN_1A zzV%E6U8;d4IHjW_Ofq&YXIdo z^l+Zc7eAY}2|7#LH4xN|SLzS9!l65xZt|)eP;2NnqOb@>A-4a)+6acHVqv~Qu1dCo z${A9WRk!0SpG}ALStvoj@)_$On5|;b_2 z#;d=31TfD&)w_2O`KojF5g5rLp*JWfUwns5*=a>#K8K$9Z}utCIq7Nr<2Cg{7J5~O z3X`Wie|Qz$>n&e|=biTr+g{fHQQh(sTAu^RfEK}V^B%LqcjvFz#g-U%iLQM9nDfi4;uI=Qj7-=>+#2kke zitA5fd+%oSqO~Y*-E<_}th0%JO74C7690qQUPr3~65G!?y`ktAku~dlPzHJ>*Enm) zj`Neej^cNlW+;K2{R7P;gC;|PV^SOB9H+5P{Wp0bFR1?#MsbeUlOm!9m8i-LF@=2S z+!P@Yjg+O+#`mK=0XqC+P(cKH*HU|@m)Y7q>jDtmpf)QiF;Tj|nvdZ5EsT?I6o|#Y5x!|oizcMi`O+8lnSWRn4?C=V`BJL_16*{3?7N?(+WGQ#C2OZFYdkYcam zp6ZgJZnw~c)&{1~p3Ki}PyDDWl!x^SEs`V~m(bd?t_aH3gabus=Tr7__Jw(V!8`3;{DBbYA64PlZ+=Y^m$Z~KfMh(fn?9;o*IHOx?<>Z27{2%dnz=F!}f@rVe91gO{ z$VXvu(3EO?YH(hl}oW~IK}dbed!znvZP2FXC<4;gEJ~! z8kT0b7!NieAJPY_r;C9$gzZT)PqT2?ba`jG_##67Lt`PG+j`C?Bw93lY+AA{O_hVh z&&{WYLgAN`tV$tRIT$sY{HGbn13c9k3km`?R1CyY)<_4JTwMv`Tqm1w>N#FJ%X|HV zclFCA3M!U#53^En9{Sf&O2}qkGWq0)8LFG5^_TZuTlc@6bRKG2>L&6b9|f^#0MU*cS~C+E5a7{=o?>k$tH zH(Ta|%WJ4`CI>OsK}WN`6|v1HSw0$84?OrRXT5ECb&)LNljCRZX_FEC@ur0$ z2E`ZlefT5PWf=7iYh^MOh$~b%YW>;ENq0#%{nRJb=%BeL`mxmFh(Pc+*iZaLvD7K_ z4X5aKRoWzF4y_S0>m1&j7h8hRwyy%a${JDx}BE@ZDoh$);o7H?BM%Toc6)d!bIt`8Vpa zeJ4B$h8D2#~B*n??Pet8R@k)8=gFrRIF6O)+Nl+tWWYI)Ll^0z;3)&QZO4#wmlU>HB% zZ?2Y00uiR?Pl!O;s&o)5W-qBii*P}ZP~s_VDCMG@dDWqGk@4+Q;^!N7XO+m@Z=11U z%mk|3KWOa>gVKK|Sz!smQsHzm*r&ij1lP@Q_1y29MzJ$}@M=DVYU~=?S>`i$oVNyS z8I#H^Ix07OLDxg#H|+xPxsF!~eERN679CPhKLWr^E!!I5s@bDbt>Y=Ew?=8B0;r^! zLIn?lh4OZ1O6VHjD!%Z$^UaCP1$YSThY_Z*j|dp9gt7B0$^6P?6>Vn;H| z>{pU14MdHngOxW;#Z_sMMskJGqX?n^of>`pHZIgHUzizJSBxB`P`~kby<$+v8V;gb zSXn(S7btELW=(xC;!hE3ILoB>{(|~vFo3RC_#>Su^qQ*xK=#s#Ay8c1vP+M`d z-&<0ua`Qrc+l(D3ZiiJi>$#QCch7;}g_Swz1l{w z;ZB&f(I{6lOxxjv(O*(U9~ea|e}y5-e82KZ?Ak%HOqSz8S<}!jtn(Y_|Kf zLA?D#;O!&)cD~)JY_r8tpAHM%kxL0nL!6_{#V4whD1x0 zQ+k)iiwuN)`Hm{~<=rE6MRWQSS8&Cg-jI!n94EJ~mduO2W7d$o=`bwOKkM1z_8CK6 zFGUaIInhjL9t|{^F0?{GOx4rYo3a@m_|Ee*xEDhrJpXn9EEx)<0K+q>$+|G>au<|! zQ#NX~*!K!YVOLhyPk^>%bcB}7XXOky-o&=DrfCu9`<2>b;ZO(|vFMR}Mv;5%TZiPP zN6*H;|8cr;{xxX8d~yLo|&#z@OTrvpMf(42#!3|fOZ&M+kz zRzk=zqs=u@pnn(U0v6X39ui$byvvOul)BCddZ>BTX_yf=Z~_)#n#<&0kCpC-dng0V zVRR|@hT5)uEutY6AF|IxL6oETQGW_w-s{#WS;Sz@@8|Gs&U67k^Ai)x zIai~EEGb#f#T4mz;XZ#ZuuHBNFXIO1?t4^zf=fDe_oh-U4{6Y=JCW1>M8$Ol|3%4Z zJu}lQ){Q@E)8MK#=}G3kw3eP^xAu(6K~u0#=F^dkUQ4&wyv?-syPY>jFrFU-=1;(w z?Ac-T?yk@Bn+b@0f74kFzM^z_~dGn~nn5g+(Y zG@*gL%5I}CMbF`u7Ph|j33hNcCUK)WleHGutNY(xQvmm>iQlH^W$eCwm#BTl8-fFQ;a!~g= z#UuzO)+v2PEtH|S$4(T*xs%)mJOf%Y#&^ZhB`Z;)2Ckb1%h!o}tXWZV`VxNS%nW;O z(IvjrEwY*pkB$aJHB&)@WE`)w1P=IgzjLcxE_F@47>?v2)A%)YFi>Ep_!Yz!VVqF{ zAI`NACi-D(R7zFARsZ<%`rK3{1W)l-pSJA;jx6yur)dq-zRizg)@`fm3pPBNlMH|s z=l=lm+5Y(*0_MW9Yf6;|_K-YPEHJ)+mCa_Tw=yxNTMN0>L^8A`Uvu0Dt1Ny)Z z0qYP^6?M+vCe3`RX556vsa)t_9&}@TN%x~-Ge;j`?2#$0KI)KfjTLRNw{lUVbzTHu zuyu;Z_+*MIhPUR=YhufvdzCwq$M%6jJEorvrCCrs_C)hW2lgpA_-csQ^+$bHxa8<(6P3kj}wtSJWLU22BT8xWj$%_un!2P{$p6tc3Je6*yGP znt~-29rnMCptvJ%H|>)WB*l)vnw>7F94_hKlewz&%3f@XKE`r5Id~c}7XSFhZxF>? z#s|*jU`sd`YBf7h5Ng;(%lMHK?fy94EQz9iM%TeX@HvCkn{A%2I^*znpSLAmRhhhtBQnp)g3vQ(Nxs#} zSy@qj!>MCImD;2xGqpU0d&2lb3^(2)1o?bQsxf;kH!6>{72xvz+#;Ez6Ju$ooEvR% zd~6^OlnWTaL(^H09L^@SbkEiPb6rc3xi^vVdV0y=O67N+?c&@nz*Q6VGAAzJmoCg#;Bj`8}H}s&1*)jM5EX1@0$bD?gZ>XeU-FlX@{5BDz%*9yOrE1 z(5=}42Oooe%>Zoljdv9u3(=;ui+>lzQfN6477a}t)_ziLd>t(A6URxg-C$QmGC4_a zOaC&mrb+T|Uk{qAz)p#>w4L&`EnK;cpA(z;vVh>C*n2)twQheYp+wAT3d9kC8NdsE*db$x=0zvq$}-rg8&|OrLY}Air171x>UYkZ zB^7HOW^FPspmsQ-1Ttp{mN#vAExX*H<#)cvslLMJj9lHIwF0uDP1ebZDj&bpPmZ!J z*;@U^ou@$G$(rrMh~1YD*elfh9*2nVhNU)nnF?%!(H6&Iq}4{-Sy!Imo^XR%e;{{M zyOH*itoB2`itLPUPm%C^`oMJ`8%X4j4(YY~o#FD-Q+%!tUy$ZJUmJQ~W2fS%6r_g5zea2xP{^9A2|G$v;KPq} zSaB)=#rxD`PVdcaA@HH^Hq;vJ8ka|JsZPnQ{wk0-8hT~g;)hi3K7}H35ijWkQ zqzI9%HB?pme3ad0KFGDIHN=-V)3;JM6lU?Lz$WWYOi-5pc$OWv0ox^u^jUvdQW}-y z$RES+k5W;5RW2!G0}2UnlJd(8xmUu92xPm9BO~e0B2*Iw`_T1ErR#VoywZl{aN{%I zRD7)f!zJI=h~@Tj^zVX%179e*%k@r^@nk-u9KRmW3@v? z#5$C02Ts7j;x)N|u=0uSrL;WC7isf~QycTWYAJ3A87>#BWVk+0sxcOc#-vRyo!EEZ zF>`t5wDb-?r&ReNYNha4z9Td?n0e$?l>8&s4u3R3Iw}vxpP9p^ zDMa8PiNs zqE6Z2t}ku~u|l$*p=~E@)WTj#ZwpAzQz~*&p?3e^Ho_U%4LrdPj$v_EIytGHZb-tx2IBj_IJys0o+%vB`xz zehX8Z|A@4o07livE2z>(7G6WmZ1?;7(SsnF)orfrBH@QT{oZV$RG=G~vo(G0W3)B# z3dfJD)@tOTZbU#9thMR1z$)7x`R=pz4fk-b2`%r20``iX|3{M7nfiJMiCS2%Tg=ib zGe^I^JJHOn6z~(?|6ar&rAtVL37V{Zuk6RarFyS!$wPV7IB{M4dwE@WJ0C~!7tt|s_0Kw0!z0KfTG`g(nxA3igj8I z8W4TgZOwUGg=?8Y($2ICcww2{tKPMY)GhEYtCs#8;qkD^hbYFV;w_T<>)qihdn^W^ zl~L;>$s<|R9h?zYzU$$27Eb7LmEw&ew^sUO!`U=TTtaQrBDJ(Ox%hj=J6&%Katc&m zL2oQR!r!7de_!H<{%`=7cg8)=na2u9H7?jEx4g2^q6KR%yDBd>lJ2{FNI`t;0M0Uj z)wO$Jd*qR|S>PfPG(g93|ITvukI*j+IiKb$U^WB8K_sdZjN%gHooTdePQX%9E!C?! z*u3O>_k(i@GB#P)ZX+xbm6vw>RE|5zSeVspl|-iH-ZN`X=uheStMOUh9VM-OME>($ zHg4q-!?alt8a}h`!j!qIx3-5ge4YMS{olK6{Kw@JBmy|1A_e|U=&X?a%q#>1 zeuJNRH&f<&U{t!D8!FKKdexNgRg4`=#QnnKKx9+3M9)I(OP9~Aq!uEzjtF)-}qXB>P=hfoBMu_Rmldajy zZ6Iw;X0RQ2i;pD`K~*cGDLu^G*Q5hxj|cblHO+;D$rZ+}Cl;Q!-U7}+KGz*3>3r?1ek9)nnz zg&RH^G7(YfJKeQ~A@_~z+@gm1sbKyiW#YB zUpjx%EDC_NUql&LN)ssm5&blX)4?ZmM#^s+=mMG)R@CYVLER9_Kx<7{+e|=&Wk(Z> zZE0O<6VKsW8pTDGmt>X)NM8$k%T)Sy)ANI{d%t!0V^j-U*Q|Cn>+XVZpW zsz{k+(+sL4nh?-93+m7!2Ki*spZs~7HPHUAa-E;ay>AA409Dn4dj*kJY3IDNje^?+ zi-j62i^Ow}eTwZ04%pcaPijWctO5DQ;o>P!b+J(5;s~6s?WXi)}`J~qm+>seBwvz)CFEeSt z%n+3bu+mm?2G$qme$0b5kwEze5=?EI)2^WNMW@%B7GxsM`N~ndx-H6|tp^Nonb4Zj zIyps7k~LKrmW!E5^X17W#SyAO=2C`Xe;!mHh*9S~WXzet)^AG1BODmvh^;K(edR$Z zYRDWQSgj$Aa8oHxDM;m}SpH2<+RMqV*tJ@j#ssLAK{pUE};hQ#^Vh;%UpM(!Uq)Ikdd1CuJ_aFZ1xL zeVf;4Xp`jTE2E2rE`r!}PMKtX+_b@_6<)Us4e(iPu<3w6cQqR8ja{ncIbiV$txd1s zsT`ev;;T`b^K^Qm!-Y*Z3ER&D7yU>>-;I&^@8%*9wI!{oB@-WXFeey zhR9t|&9VhNe+#l9A3n42BztZYSrc7|Eq*i=foH%=qQcpAsJ?XF3S1-%VFy19Lf2Xz z)+d3M!Q2>}W7a6!I`J|d!a{=)v+v#Xt=c}$ay7B}bDzEg%B@$}k*CVMD{tC9uPpJ#J3 zq}?T3z|`$;Z#&$E|FI*<)mCSkj%O=`{T@Yy5;0s6sml8A_5o&CvSbdJjJ(y zdfj1dDBPF~SgQI#14AQNk^eU9rsRm+GfCEh#+b3=oNHS4mdfFw7MJFiWsMlM17V+u z1TC%73HOQ8+dGDqHZ>4%3&ZkrvhrQ0d__ch%y5DXtZE{qJG&u4g&Yh@WzNMys)-wR zKUnVj`^#%Xcz-k!5KYvr$+nP8_N`=8&|95%&DzT4mS=jy zHc4KCe4Fu@T06orS)UcKL*~$utwpVcq!3fXIPAl%@k^lSP&**CH@EgP+lX|NIfRq; zZj2CCT(4pwWGKtewC#D4LGC+G+fpy_Vt+&ME-5`9N2%$6pVS<^{bv}5n!`j=)OEhF zl}i2$6Y+^MtW24GLwm8Ub8OA%ruRmD;A>y8osk}Xnod-j%ea{j8APxLK_BW(W3--n zUFMNg+i=83r`%p8=|0U#@8IUkivygC7H3ZbBa$mnLlF+D-dCOvuf9Rh2a$?q(%*{bKto){4@XdQ(5pHrf#ZN@i9SJn~|j2T$Q)?cv*yjh=|Endp{eWaY=F(mS{ z@m!XalH2_3+cAS1=&ZWiFNk0Iba=M&@9=pj!4QC zweV|Y8mu(dww#(~70ME&E@Zww(pcsuPt1R#^-yZ(^o?T45Hj_dJIx0``RGRJHWaep zEd>nDWgE#XyhD5qWuPy=-3GUO!({CfMaDzKsH^q)EOx7iE>N~sm$VfQ7O$#9i8ndd zMR`}0<{oA!iW1BOUy`lHR<|_!GSaU?-e1@`sINaRdl>(=<0QrJ7bXIZOaGgIJsMhB|bX71izcCBe~#N1c-$CoqG~^4e*M*v0q2y`tm*@0BxOyBAn18I;R$yfgJcM;GfV+$qe{7C+wcBA6D48>ZnkW#s7sqgqMaGG!Qjck(%wHN8ZP7H~Ag~M~oSMV+Y!_5E7Yjr| z<3k}ZS;UOiRhEc_&zJXe0UuTdpNhI= zv&8ik`Av`B+9N%_oYZ_N&l-@BHdgjcG`=%FS0j7`UxPura52`nuIMr)TK+tV!@C+# zR|wK9D+ zRNGACvp?Et<8=h&{if^Z-E-U`f08oq7Jd}k#DnhMkad<-%u-_yv}jy=tyP>i+=xP} zT25jRAn4~z=E4J>0@d89P(PH-Sw>Tl^utN-T;hujx(jOt*~|MeX?k2Ay1cIuGkajL*vrcY&J_4Xa*?_khACZl@VId$r}Y?QAFl=1&w`h&44y>n81=X z)lU~Z^p^_6DZp{6HOAm$4?~H_$3mh(@c>+c4%sc;ldt+xLtWW|xup#rs0Bm5$o7nZ zvB@7{$ulF-!$I$b2#>%aDaNpb5o(a$ma&2>$F}ybpGI58T7-AP4H}v{dsc;InpQ7g z1ogfU3(RY=qWs)PyvER2SgF%!AmLK-0GXthl*@7HHsQx_@SIkU{}2*NpnEyBp=LQU zQhcMBO%=Jnb$RWAX~Ptrr6zMJ7UaqQ67lHrh2lf7&UYLTZ}TwQWLZ@0C3PH(J@dhG zBgik&?T|@_t9t_71)MXt)_1KDo7q=3#uDs>5-c>a%@nZ5;;7|N&wz}$YhCu!OI(NH zIOzx9ocCZCORk%I3$pP+-HkNqmcO4e%Sp*d-IL0ayX6MTv7n(zWH~`j|FqM;?>i@+sLcv7B!C}S5qIcyT%o8A_WZi@|f=xk(HZcJ&j=5Do&%B6PN4Rz}r|Rf4;{g zA@f+|Zh9az6*OgJEs^M`A!y>d5&LVm#SmNNQ_~FNjwR9GU4-1IHkvh;3#rFSR@@fm zq4p1)(`(L{3}n}p53zXDnbFvrE73TZ{uXeq--pm>`sgM;zQ8(L>dap2I2IDu>l;x0 zkW>BsWYzc7eburE7~1#CKswR3pZPw3;_x@l>De{|sV(1}jNLDQUSL5{bvFZm1CZH8 zf+&V@(beE_6}`1U1!-Mg%oceGv~Q6?71zh zz<0#3-$0#?Pt}@F^)md%?_raILWAI2ZvZFW2+Hw8K8iV#s5fI_akxjD`NKNW@rw{-D$?#elu>ca7v79blZ;zSTuIu{Z0)Cb-n;x7Wf0B zfM9Dh{_jFYuD*egv|>kLJX2s>VakQzF07vr5vy{@?qWCk(rprLO9%1z}BQ}vm`r2K+lO*nXto=b{C*DofO|Uba^N9WC zm7pi!Z)pbbx5hfdKd%j`Cc~IwlgSR4U43_+%qwFKtYkquD#3Sk7VJ($UBzeT(iSJ?=^rk@)FOdJ!Zv+OQ{ zJ?>b5xnJSR6^+tF>Y8wrqr+3jcfp?zkoEFtswzttvU3x-t0D@QkCT>by!AL7WJ6GL6_P z7IKS%|5&TavAf;}i!$@@h3ti$RWUJruaRIcis0uS>&@Vn?aIU3>bS@`4Z(cm$2b9y zH@lNae@NI1%l)YXnbw7^zgS&hrYMakKl)w!%)e`>tt33pvN4`-gIZ#MVy5DVTrje~ z3eO`s9`Htw-UfFJsKA(M|MMW=5gztWyF0*sUmkZsJlETTt^Z?J;oHRw!q}w@3KdNrqRLUS@ywquld;_nQBO1@`w}pAt~PYM@E=~7c|uQw{m zu?)m$=7^##3j=qw)E-7-Q#vtubm_`{sU1Udi+ibO#{wSD5A0}bJ6&}cAk_BxgiZ)L zZ>0I?#c;;NwMaF33SP7nB>z{2z`)y=N?21oeW}d)+tPdp=;L6|_CrGtr$9AzfSy;$4_ zmq)5%H%;`?_@;-TCn#CwZNuguRp3$E-d5L)N8XWkDe^K9RQSx}v5N4{2)ugZF+&U3 zdpuF{{YCtc{hmoezz5@E^SLdL+eV{|#MkEEVyb8lgoS`MzzmlH3Jx{FkmdRxv$J(< z7oN7k#y^6k`?bF!erQ3DfNQ9OvaPn;A1Ix)0{9MZo3TmIt7U*7KLnC46{(xEdJX-~ z0eBT5nhJ0dx9f||+{n~zJ`?_)Jt%bCPXXTp&YmOwfNV^cf0RUVB6r{P0se2`lLiux zAw36c=fm$4z?g#UTnF!m#8V+-(FY8altms9>T#2Q(mQQnRJ}Gd&jyr#+*Luf(Jzwf zhLh;RgNt4Evw<0S3d-a5%VBnH0 zId--mv)W6RUQis(tpJju*O)*g;cm^|SrDdQzLzEMHnPy)hYJTFUJjjS$FcR8C!FPD z(qBqSkYX$l3ajRbp0**q4p0{!%pLiV7$=OE*MM~C=1itfg5>A3RLAn?9FFC`AM}3< zrlu4TjC}TKuK{0S6JYqMPFu}1#(v4W>=X=qrpIMqnKW)QH8lnNZm3%{sAwQ>gsBKw zl7MHYng`XEVO%w@b&G3mB$*h$-|d7qC-8y~YXz9r*DMYaR^n0c)_}{Ydm}13lzRto zfccJD)zVJ=?-DRVe`FKITi}K4oc{GWNPETj@7;XOD8c;*2$+8C0$A%)lenrv9M+D2 zfw0Hn89M}7#jKN)-SR@sY^1KOM>(RZ|8I5If2J@AFc=%VO-29xwf(=bXa6l-d;ZzD z2GXB5|CdAQzobufRKSu)LVDHv@BbcQC$iJo3;<=V06vG)IUVzu0Ws#zfcm{01%ux%cd#^z}dg$UcGX1-STDUNe1P7r89JY<~9r0C8M) z#Sud1eYhBAe!wfw9Y|QUb``W3dE*H*+P6GjElnN+J3af;|0U@3pJ6q{_WZF4e(e0` zyI_Bf^-LnJJVz3edv9U$`ro-V0=tH^fjfXP^o(L{`Q{7Ig)4v&cndJ@xA9z8ei*d} z`e9DKpt3s68wa*O>n4|0moWd22SxELRlsx0$AS7Gt&qV+af#18i?f zZ3pn-R{%x9`MLwp%kiB3x)tx38*pdS2rN0xukdxcR)B@X0ho4VumSS_o+JNdLu;1; z{C`G;HUa<1!6`xx0v69@mLEfJPlQjsRj2j<6f(oM{|PXgA)j5y%I4`mpP~pYsImb%k^>k#f+E7=Pl|;AzgBku zuinbD_b$t(B*SOF{np}to8czN|No&$f&5IThsr020@k*ZoKrumNnF5QRnZEhAdUdq zPmAZg$)o1KI|cvyP@)7LIg8xFFJNd2$gBgRAa`KvR{|_~yQEu0fy<7738>pme2{!8 z9GG`gya;?!E=kJ&A75`BR#msP4=aLzfRvPUcT1;qqafW4q9DyC1?dg}0cjAB?goWT zcO%jrN+U>qb3MQJIp@63>-qlSx^TPqUaU3em}A`I9{0`b012Hz(cxv_@x^XgQ(f~q zYfViRrob9j9i+AJ2H4ww)HV6=U(_jqvKLrdh&-2&qsA;2|HW1gY4BKQB`~$WUxjk$ z^jieXNr}g>0|{@tzW0oKKz^yMxv~iS1t&y)_Fk*RdtlNP(}m9^Gxs5x-U2j0KMz(0 z@xu>uAPXg-`33e;K^jKGG_qDJh}CwGwdeoON`O={4KuBM2oY9E{D2ZyrwG_Jdm!_2 zfHaVxC4G;|Lh1|*v2P~ozAQv&fZTiy9D8Xy?VG^K=66F?4#!cfhwOYwea@HdfZS^D z{jP_Rkh~wz!SdPz!YfV_yO7A<-=clPKHcHq6>jUdPPdRu9Y};D^!|%_XyzugEu7>A zC4oQ}H3#g-+zpN`i-^@1vInd(=Ye`+#T~TEFEglQWe9d)2tGmxXb5&OBYG?H<^BjF zwj-=g0v3dwt%2OL!s*MmRc>S)T94+*$&PhQpJKS?e0^*-!H^iD&EfirGAxXc=PSc~ zw7Yro>cx-nLad+oXH!TZhSKsr@t?s8C_s6Pi1y1LPdf5)ko)(L+l>f4 z>>HO$Mw(9C;zv)*mQ#r&A}50;*TJ7YXM6MW#X41U+0xD=x# z@WT#BR$WcUfq3y#Kb7~j(w3bcwm8YlmFKA=E%X391yCt$2?10r;Ruj7OYUrbY z3AMa%C3Y8fEx6{#jx2`FGuSt|DQV7Q@_V2>bC@=8OC#nom#g`aX!pmfV?&^Go(>#* zKy;TnMm7^aOQ&ipT<7n)_x4DpepTz!UPfM(f&xv0#1CKNEkkihgT4#y=jZi(FKLY>+)CgqZQy$FP{Frj ztLm(T;W6ufuYElacqQOfqO>milONy4BT0pLUzkgr>87{c-ZXu;&WUV~1Rk^Bp)=7I z*J)@-aF+$LV-A?uZ@XQ14dg=v1QhM}Asbq-P#ijfG2Of`f3Yf8Gymse{nz49rUKs; zFJ9}+19VMgvDzWMT*!W7a+1Ww3*1$cdtZQpotVqyp&KKBRKyyfDi%5_dE7!VZb95eT9- zQho{uu%0eWqmDqFiWs4Nb<{h9ja`-Xu-14PfFSO@P|h=f)3UL z-#b&Z$wRQ<8-mF^7~oIW_0flgOw%hz7gdCQ($sNBqezCJh2S`C4k;f~ut55zdq9cO zg;dB@X@57KRxz>ua=&fS8%UroV`klZp6hwG_mz1+URBfqq#E8Kj1hO_Nc4HVz60mw zxw5vK9XoJ)pFMOi*fH*?k|pQC}2)DikylCPiWXd#74=;uChbu_a&<-q%X@dff zo3(gVNPU&LnO=%A!Y#6HAF?4nw>B}<3dyJ0m%LyY5CbOBSb9myVIoHo(Q>xRD9r_Tto?RTe2=1qc0H-J*Kb?}yk)Rv{X;6)$#YM7Xmu&IXayX&8I zi)8hRqI*D$+m3RB3uXl1vu?|G5n2o5K-dS{9m-Kk!76WToO25JDj!c5cqT96Ui9D+ zGAKfc1naqon8R3Hp0t^J!KH-P_vVU&K3_E>JxX?G2AG$0ct-6CU7w6gDy^N1P7ky| z1y#lI&E-Dw)7VQ634W{NHU;AQyj;UJ^t=+LOHU)+hwHyvroL_`u_&gD;j%}8L1kaA zG)#41lqFTf)77|BSdy@N34T@t&;^TTpdrZ4=ddEh2a<*IyV<4jzaUn$H}im=#7p=u z;F}z@Pre^w6)PYQ+n`>=XdND)PcPI7iW#;neKqzu@~l^Qf3Bgb)xc3DgQzSTcH)$Gt^fBqNoeGMr}T!1PATj z>=Sf`^@BfK2$pf!Q39KRg|vKg`NwmNuW`?FWM~cNly=+J;uLY%m69e`JENaOp9JO* zT;i}lqpwzNF=S9ZcKF#shRZJV>C9P&-I`XE?A1zV_OpfX@3g=1*$wrlFxd_13}aM} zM~&FcX$|ivM+xo}oU{@+_V+nPxn%<8IJ7g{{&7jSt_0&mm^Uc($% z57XhvE~A*+8KO4;oeedLK(R4oP=vfv4{mZrj@rk=-zA^!qykk`nBz(){imM?rLa9< zWiNafjXm4&gl^K1;w@2?;THO~;Rwd{LF#-UCnM}yLRsJ9 z8_(-4x9-c6aMJC$EH)T&gx3Cb$~jWv$R1dMTAD_&!~^%X&0=%Nk{W#$%1+W6mI4RO z!7f}TJ!s9dYr}efZp5{fy$z#27A{%yrGJNvsq#G_mcRhF?M~bRZd3#*`x;%2Y_!UF z^N4{O=^{3Hld$rcsqYGbKTg}5B2sc-K6Wa4SGUGI#z!7Tv$mP4 zK6tJoH*Xk$xd>}rg>=n2v&ntVO>~FY@m~zshW;U#8Y4cYTzbs-$|6q9(jBjR>Z z3+(IW?kW|9VI%L;$!Z@~2CBZ1HXz?ctDNNXMruhqV0uG@q@zk+v`>?3-z4pU4#yx) zWdnUS?VP)P#c%%M(6d?9KqH%52uty91GBgaUD*C9_)YdetgXH;&K6%;DmNE1#HZq` zApYEOfZaZfr0YIH%}K&V6}n6_0rq(Ba080}0&Y|8hci?5?QS5=^dhd5ed$w1cm>5q ziN^xV}bZJ{~M5BxERC_+gv?e^63I(&O9s+#=l7r_MiAxFRYM&Gw7RF4W7`EYCFnGiF4GGDJZFeMv)h~+{l&QUHgj5Gfa3Khq-?E%N zV=tH@DX(vi@Sm8+hFnzQTRS&>?07zFNy$EZUK&@XBf+7{r&N1e9W%ayL& z*Z-XTj(NiJEkUo|YvFMM9sO+da4yjem}U*_nY-`WaEcKv(a-ijK8tsVAb-a)<_>2! zY8A#K#kzkKp!(BKsTJUK^|{3Ex=tBlYjZw zA}b9IN7ZnXgbR5}k&PnMc?ZIHcam+Dtr)_9^d2r&>vq43DkaY}Ej^B2CZnH*EfQ`& zXqBzAS#Znj(?{(ee@LKh(b^X#;Ed<>`uM9_)Eft_0!HP?GPLTFX61g|PdKCpbSk!{ z_E$mN9oQFf#AAU)d>9kOia#0FmGLQEdy9<JM`epW3#@+38Lz!dGt;=K?c zYm|B5oe-pQ7S85e>K!Wl#_$m3iZi>Kj2_!zsrQ3>BIWEZmbBojkQ0(ocI zOm`KwhK|2{ie|a#siJhYOdgV45RO0KTkAc3ILxfK=F=j<=fa(|MUI98qssebw>eD) z-Mvyis{!Jq3S{pqw1?YCWUCQ*FF$P(E&9#8#B2PfC*Ji?_M*cr;p~woR~1DP!KK)q zY@RLLneeD3ZXYL0%2{kp*!C$?djHsdGbi?0AchEIhlEX4glMmS@x$Na#TO-He=OcO z{k&Z0his-<6)5oi4k}B#PlCKdxTPa9Hp4^O4?!n^f%y|sx$ts%@yM+mT*3|8BqWBp zQPrKUs={o+s2NmY(jgtqTY>`J;n>TMZxWQy=3$&=t4D$X$SYO6v+r9ca4y7ylY7xj zG6VOT&zDYU@w+Pn?0y#NO*pw2pw1sf@n{K5Q@Jj>k2oj22?lNJ@YSB$~C>Zr?-XCIJ}IZx$_awV9~=U`WJ zUX-DcVTF1%R^}04N2;Fcdh#g~C2Gvo&>F)=kK9E-s*q)TSkP^6u9#)nkS9w>Wf*sA z_5MkdZSM%JL(_%saK3O>>eVbUzpVr6{n?KCID!Vdw!~wZK)dEJ&~d3IkYB1tA9#A0JN2)wtD4i+(QbP6@sh+Z@g45!Tm3$=vkY072{Z4-w8G(RtQ` z^D8gPBkGV(eYWqocFIir2;ye&@Ua@MNpE^+-V1PB{toA3W8d@E6lk*gBVP3!f&>)G z<<|*Vv}3}gQ1IZBCEZd=*-=!fbYn8jg$A1L_gS5%kK)~Trn8mP`4vThV=#Yuo}sF4 z`}2`j-T-f2SE)M_SpwF<98|g8;4$>-@am;D{6=1auRUv{Q-JeRcLb3-)f`TTc3T@2N!UgqopY4~9DjU9H9+~>?CYz!dWYW3r|;Cd4hCoMiEDQ*0(I|=Jf)hPbZ(UGii$hD zChY+yyvJgSG<0y>0qoXwqV*mp-f>!ItNk$94*?Y-zabvk~}d zwEZ=;1Rp6tkPK#rn`inRWN+mq&JLD4I*vIvu#ZmLk;BR0rs<#(zX|~~S~}E%qYQ|#vn74rHQ$=p_SUco2YolQwd)l{ja zJC2d=_=>lmQRfHLMUvn}0>Ac>F8EinN(qWy9{Nn5uBAnj2ymsj9i@rK40FNVda1jk zNQEpdSiPc=f;~Et4*C;3`tkQNEuQ=dU5a@M_7^(CtyWz%N7$046pMDN7i(NfDxF#t{v8oOqD4j_HUc>Bm z#J4_oIf9~*@g2Z0k~9p8Mo8^H%fem{i(bB(B^zLdH7E#3AZ(pI@wsxBXAP#&BG539UfS0=Y!LJ*z*g!tA|K?ddb#~J%Rr9TCotdhou8{A5UHy6HH?H9Hs8*J1~ z6+7U?mp)wr#aAK!=2#n`K{S-x>Ak9uwg5f1LN9;<%g+H*B-Y=ozps`teHjMKY9=)m z`{zJWpL6Ik&-=|h-uh#4ynXYbOp2HbD>Johl+rjWARi?_h$aW4OHKr6r_qG=b815_ z2n{y3z#JpjB9dIJRdo&k^7JjOz$fmsfh--8_8mK)SOy%M;xGx{65#D>L$X2;I)p0> z9M*EIX65aGX5U)O(%KH4l7z#%-BPs?{t26tC>-^laaI=vrE&piMaZ zGgs*{vROp)+I}y628)u2*ZBd>4Pc*)(?cFMDI0jZR$cSJX5hmoq2mGW`16QJDuJDX zoVa?3aPxd3rF3^QatSmM*`Ma)RlDT9HZ&6x{7aceT|VHd@v3Idn3`7 zj{#6BlVb=vls3)efDbpyuR{-k2v1l~uYspq0$$CI@ad-;i3P~EKx4Xt9BTqD0v^b? zqJ*>hrZB=o9Qi)K517)ps!NFSA8E5HO$I)2juucl2m$cST3E#gbi@-NLSe}&pz*{K zY0WBm9--WvE&7TLM%Pmku_Jv1@TN^O)zLnHBvn`AHX%EdZ&H%8EcFCHccD0rZhxU3 zV2tBl$02(_7o8(i_M0q;gA`KSDF9AYZk`pdC1AgPMoJGcK&nft!&|4?uSsi7;33!= zHkBcJ(6Qe6ZVun%V}O)f%bCEsq8NlgCn&NtzHT~G#n z5s;Qb*ST_Kg2D(Ui_S4xRx0ms&;Z#UQ!@EYds&=h=7_K}HdBGV$~0bu5)izzz4^L8Q(H$saao zigInj{swv*rm)9VpMx0mfmff}6(;}E+wzNT`-5zsqdMS^l0V)44&sg22(L&wb|D77 zs|}l+Digc`lW7{0T5F+!_GI!f(9zSHTvqkHh##ulIR{R^MPZ(R>Y!mTE%xNOf=GRt zsYDu5QE?0>;%G$nI#6)$*KmaQF$i{Fmn0B2l4~b_siBk%dSP*V(1EEnc?o`&H4b6+ zSX`6D{NhZnKl|+s2$~vswrir%3A7dp3;|CRkls`2v~yz&(2_E1nV!YQ%)$FBuO^4d zH6^w-8Gq9Mgs!=o2}nqJdb38ZVLp4&du#zL@WZ)?^i9pcw=(+ zYdd*>n-Yaobx}B25dsyJSHMFlPMeX;X@HY4>md>9GQk5ob_(TcjT$V>_mR68b5zFO zgb&QQ?WC$bAId9+SU?nC9Sd*L4a&AcZp4J#Zk{eMCds6Io(?Rldo-*3;)075a1)bo!z~_OhX9RLXsbtsV^PoQ5u~4qJ=O8G$sL9HW z1Nbn{5g0Mh{T}t*iO!RX>-XeSp`%#Shk9>q^T@H%Gf3I^KQJV*sn9hU?s7q#M9+{_pJ78!!@b$?&}Q)gYJ#{L0Y_}5 z0Kv^E@~+jK>$dCR71#f8;r{daLQJJFKniR^$$Dte?QsY`Jv?pz>rM<0lwp|sq*MA3 zBab7ISbicJZjHliqs$MF0twOgd@`)Oiu&aSD)ON?PPl*+^P1xal>VAZ*19Q6B&d*Q@(WcyUZvFV~ ztq(xtxvEC+zY3O!cKLGB6o?WC-LERvpm^y+Ce;o1bP zC{9g0jjtcWmw5DIC5L>BFx#kf+-T)NPVA-r&e!@8!jg)v$Dv$OZxF4@qa#V*6Y4ym zOn(Pa4i#n{Z;!!wT&qd^AK`LZuZkIED6&;$zFd!MBUNJ`A|SyegbH)$S1rW{UT+Q%hnasWL_^x|l^)(O91MVJ;N60>tZy`4hMV?8$R3ZDP8SvAo zn}-(fLY;8wRh$>x+Kx5%LJ@kKq!fC7Vx`{x&bW10$Z((BUhW7M+LtNV`3UT#{=TaJ zb*c9s0InkD`}A5@-hj7sjc2pA?0l93AA*jm;AzrtMIRM;6<^s_d}!Os4*%$u6aVCn z>GWmR{wp&U07+teGPdssnNruyfW-t0Mn< zYyR*3`b8Y#*!fL-pPFjKo&o*iIUolfpW97-2u?&DH^ap8V-(y)rH)GG`%NmXU3k}upZUD643aUy9Ybf6;qVax# z>}!F+^4g~!kVful8p77$DK+?Y1aS-PL)35CSFx#OXz+Bv;0cLOQ{Xdn+wS{O5EqwN z#KRdl7xX-GB&hVvL`!XglF3jsoN_{*m+w1xl&0uXz+^*`5XkJ+9OpFUuB;GE1|t!~ z5%r&!w}6DIm#&~#>I-=z$|_b|s{4NldSAq4p?fKcP<)+?0?|GKQ&sjLi%l?1Gc?e_ z=FEoxDDlBi-y8BijeqfI9f??dMd$*}=v-pu_=D|gceE-VDKg0$afyi)+;0#|Kd`r= zn=CbE?xWvZ$juVhVkA49Z3mn~2Eja6pw=K&ph6@c2Sz_?+mYh&QrB0DAjGc#_9{1@ z%~t^#B;NS~Je~ynEM+ zY|&%4BZJxQzQ(|xl0qoDd5{C|X3sXv5~TnA9e?-@9Wq5G8=1F{W_pD4K7Vu>KA`{+_RKh6C*j|RMCN0^#hYJscHykGZ$OnC4O#Qf zt%S4h0cW7cX9L{BFJ!OI%0TdLf(SbvgDQU{{GO0OpKO?+6Z!8?rVuvfUrTi_i zm`}4Fu&j8cXlKBzhh~$aeHd`g>Ok6wEHLvg2K0ZPVSa|t%{JT< zDQfz6#zKSA44iuGz{>v16pLJnDM3NPxee@iy95nQ2jE_3o5Ane{-+g`SqDAmy3660 z_J5`u|BJL7^yMwIYVV36qTl)ZIsfOC{jUSegBV(rO}E9r{_s%${gKc@LU)HA@qy%* zJOAY{{EtQX*Tu?S?gK`xGke=rWhzK=FM+Ah991~WO6$dB8J$V7Jp8YL1K>S}-}Gwp z?>GDTyt}jC4dA3f2qCfq2-7y-&z%>Nz{A?N!DjqZL$uh<%wOXpz$n-&|Fh}(A0BQ@ zD2U_9BhHI~pm6R5BPpGGz}YF%6WGAy;05$7K;F$D5p?1M)My$9u!*_rpeO_xPqzT? zwNYo+vH$lBG70^lA`x<1bOiWSkmT|?pk34Y=Ey`k3jHXTbhwY7V}UZl4x(V?U!$0y zG*3!=hvU9Al4S=-rmoPmfyctbBkZ?xtv@RJ=Kv}FCj>%$?y)Vd2qNY*4Y*u5Yt?dD z0EFiM^8`lZ!5!bDxuEUu^4|e~U zO*;knm#NxyM5C+>Ix`Fi*}|ZZiH1Ckud2%t5rRxmV;VUg>~Xva=LFzBTtWLY&CQ(u~UGecd$b2Af{P)xTuh8V9dFNY-T9BtV6_vH>`qYZ( zgX|jj$3x+RFSSVq_I~q0CM`b+d$ys;yIlN^G>S&g?c~ug2S>>EE?wk8#O>zyW)nd5 zL|7l1{sKp6nCEgJ!I)D$zm9E5&Df&r0XgDd)_KsttcaiQF`zuN>d?~BgMg=VR#WD! z>_eyEqF)3au>Q7y&>wbvCN6|^piU^h4-LnbdqmlA$Qiai3kKvmaSCtQ`@s8F0i8ef zNh|g|<0AtY7!S#ns`xr~!POU`!n*>z{z|?Bd-X9UaYsph7YWD{nT9yW;GAbBjiwR zkLDSRkqPioZ#S@sKh<20XWYC$|E{9?UU&r8i@H(Ke=5sb+Y#`M7J4f$?C2Z)wm_%( zP21)CK91wN!&ycc(8?ga+3}17o{;E5lWr}BY;dMEiZRsers;H|!5#bJYS;z@c5CRY zw3-8-`vSpkOx~=CQrOazIW_ym$fF zk|H(y>b?dy{Uey(Fdm)vajsN^le6Qew8%MI)%BI0ARwgCH6rhDo1JWpvN@|)18kVi zF2i(nqwV&x4L1WchVaz1ky5Xa@0L7Dssae36IekdSH%ykK>qc45wb2^(Jk3ANAqE+ zoiXiI;QPg@1ClS@XZ{xd8bAD3*lU5R7K15IP!BIchj}_1YM0o?$@aLdqYe(QeDSx4 zt%tGO>5Blt^-G0Hlm|qk2717#&~woVgfbxE$UDR0ii@>HGb-{dg9z$2OvLd;pTj$Q zA#7`MwO%*{lz>G;Jgdm~H}#HyRhfe`%{16kH3|D`c5+;quY@T`R|E4W)YJ zxQlo$+I~V_q<;1Lp9xA!JNzmE6z8}tvV!4=EXm+TFkn~l`5u`5lXL?Yp^-K& zCgD4#?+KP3j@Y=MA$Js%M|IO>f!2fk3RfNxtX41@8j9}Ic)Sj=kx_NXnTe+<>#;^F z!RgfmKzq52m%SCB2=tre;`uut`=6z9fdSGUHyy3YyX#L-@g90ulJz!SH9# zGVx>IG2KdDC7L0CwQMFDdf1SP2+);*uu(GnTSi6vq_nb+Ngf}JANoV-*yG+(RvSR` zzgZJ_jGt&l=?g;IUr2z4JV;q<;2Ca{z4%vK!%}BpI&Whp8cFd2%$~422qkR>Ux9Q) z3GY$;rp+&RyQgP5iT~LB;{8yLwT_jmbQzoqq6!U62&W$oHMP~$ztcy}M; zvw{%RA+9QFX++wGs|~(3hpP%~y4FqUDSanpDBtQCegZ$j8>3Jp zOp1VY1u`US*A9QMYF_r_eQ$KVqqWU{AGr&W@_ebu^~X$w{31lomrvaq2c-jN@278s zP&=wODCB*hP!Qw?{PhhuwhBGc-}tKA@5%BWz-hnowH`*AtG7WGg*Le){7aHLdw5-9 z-2iS6ZUV9FbEf&nqXEi?+cf&1K8dTyq2`vEIf!+DXRI}WHPZx;8CoJeXcY2tmHhU@ z3GL57XDOogbDCk@HL!I+-hRCwe;K-oB$`I4L}c~KvgcZ#c@$$0>Tm9;hde_(dohbYIc=)Yr zY%7M=jMbOp$jt=&bV}IbgNi3VXP2tRrTEU4LF$^=%>5?#7=%c=2NnxebI4$_qV2Ms zpfz)u#RU}YeDwP^kGOT+?GG?;TRYtC4}ZkFQS2)&n3xEsC6WF!hTTK(3zMIwSVEl) zBX{1;$auwDVz;1BaI}>ZZMm`O?W`%>kn~=;A)Wv8vkZWCylA!!sa63_!m^!u?WeuL z%`WrnGx1~cUaEw2)4zYB)`!s}jva;U%CFL>sv2v6WVwZ=l>R-F&zSaMYLtdBXY9s) zXp88&Q+vFW4GE*s(XTZ%$4IZMfMza`XoeZROzS$+RL2t=jo8>_-5GZmG-~r|RrT7> zfAV-bo>jx4MRnU+IIT_elYJ!|*9WgGK<+pvTG&tjFf6!FaJM)<9r>M1CvJj`Pos}d zN2RFFWiRXrH29%^=(EY3KBriEyM!!O;BNb)4>XC>yYj^dtFqjw_#$)qhlPG2zWJbh zbO~TZt99__s~kghCDQ^|^-Ab;AAlBO($AzMJLA(eU~=;vjx9Xy(p`=8PsfErHWMi1 z$x6Pw0V%jD#|iO~Mgk1XhtOMiWY@NP51ucA-Vu{e)%QLivliEdwBNibsj-UYV=jXB zh2qg(1D2$Z=NMgt?x8}wwf^2F)KQTjmh1nJ|N4j|_6nAmfTv2R(Ok*MIvlT^0KlBO zN-)d$X_$3?Hf!hGmi+nLj|TceH18!m)m{<_bV=#t~~iiET2tFo^c90@`8fkVEpbv+~*xZv1SYP zPCWq)$W-@py&6FXlbi`FmU836T#Qb=6wPJ}D{?9k8Rs@IW{Y<;A;q{J{5qKbw3Kg5 zEV&t%z+c;FmC%%*Zb9M+B}ZQ5LUt3=V{vb% zOkKjf%ME(tpX=w!)MPKXgETb!gwkgCH@gcxK-d>aIJlRTOJLrT-15_NV(q}VS7H` z9KR5?y1B8F&IaoPCo1bR8()6E_s+AGjXjR?@gLS8BtenaTVh|3y7O&40QG<1%Bon~ zmV$ZdLlhot5}bKKvTiKTv9kpvMR$P<;`T?K0lEEDvlQWh6jV}_Bj}?6#t~an796}@+M4jBcBlL-V!DP>5s+|zd5DF zENnZU%31e&YClR>(<-j%CC*E6%a8x~unno9G=n{B#b~GNvg>~oX8wf}5pJQZafAJu z##=|8^pMMha)3HMRfFf}%bbviJSFAK?a-uBRqI0}fseGa3SqpfK@^JBd9Kzb#Gk&3 zgc-}Hg-hvea4nzQc<0E&S&?9Xq%q5*fL(hUqp4l1K%8{a|Ea=#5a%a8P4vmI0=ZDx zWogKkC>VtvYgDt+pEeKeBIIIK-Jxu(xWJo3F~hG_qhmv%v75Rs*hgJ?>G+6?e60P_ zG&-tKhT}x^dtQpSgh+bfIAFhB!een~R~9b`633NMD`p6;P>vD(pRM3y&!@!DVc1b0 zNv$e*X-Wk6Q;EmlXs>Ug!W$=&ICf!jWV2)O^_<~GnhIN2<;FwtDq`Ht_IvOIv|%z$ zF1V)A+GN|5t#I8F(MS@$@xd@dyt@xuXmn$zQPOhQ@d|rFiM?Zf=qCDh> z&7%j!78d?e1*nb1&6Mpl7`e|P=1@ZSgnjd}I;|2jUhS;%4Jh7}yECCzA`U-l7g#iBDurwXpNqk)9Tr>bJMZR&00b}F=Qx}ke^ z?v^NIrvbA}hHnrQi><3}PPnzlupEu}m>8&_3AgIuBTc*~x|+;m-I_UXF@`5tgljr0 zyKn-`6^a6#J*wpbnK<6 zXgEt;J!rlIA(k~~yAX@)3EFV*^|^>~33D;27{rSO92xk2UTA zJ`(JC5${pIBPzCKCLW^2*p|cHs4VO3CM6$1?;?%~#l>*VCz&X56{D}hC*FMAsSWNv z#hI5LMqrf1y{P8%s^wxs3T{rIjUzYF$tK>l(xfkMuuJbp65$2*EydwGP9U`;{UuGG zPUQXgc?T*be_k|7cvn%Y8!hSZfed0hw*T|ZL4M;rl$*Klr%CIgIj_DSOtXL3!XmKH z;qtyXv3~rEpit|X;DmqjT)wtqlCoCy3U$$*gcO>n&R(svN6V2C@7AN@Z}d`VQvCav zKWCNOZgc0F9ir3>SMV4YUB0>gC9U-z9fcDu2;$04w~#MZ(xx$|nnpLtCeTHZz>*h; zS+EH3qQNkER@E1y%x$BEPxKw!LHw0Qa*BXtW20{*4pU_a)PNbkIrKZ zM>PLhGccnKT*{WzN3f7TCyR6b(fh1S+|f4aMVwWBdvSuS#cV#G+~nynb)Y1{i#Rsb zr)gRQ??vNei#i-uyVf=GhIx2Nrd(DoGb60Ecz@veqnH?;hy-79QXaW{s~D`yV{0T& z-Hwwzs{5z#&KA#Kw~Y)fDUo|L6x;Un1(9!*c4jC?));PKr8x(#cUlzf@2mhsNq2+W zDR758VPh||h2{vkYdNjzu;#TN?)tp_VV3NZEcX5}?56qnLfohb+%GD0U3urK(flq9 zwJdZ?xXC;5p6F*!Mh(`c1(d!sq4SIy$bCSB=x~lEhJ$&k0+5K~_PfzO3C?g^l}b{KM_M&PXzk%k3tTp6n|y z8c7_j>x`9(U8J8ikag57$KI`9f(d^XhSZ%Z? z+v{XlapEq_x*`}8^zD@tzONDI543bi;=m^dD7p6Q*NDhd_=Q5--4uCRf^W>lw1!rM%ti+LYzdNN}@pSbvsl7(?ih{vDni zQLpcE#Hjh6b*vUr_Qnxh{vwFaD7-+kBCxk+?0H{M&k*hrz1=qr1{mxc&p%o^nPQOW zTheK^VNl;%V6RsWv6V?n{~Aa2>{RXp++r>qwoQnMc}cUYk?je@8VXWox{7lIrJbV* zIjO!ysDGK#G>gFHu&=8Q%Y98Z8i~Y5%pDf6T35VYnj0OMvegQjQ)bV(hHD;30);&Z z9{?z5%`fUQK5av-km{jpu*gLRZ#o1rLN5};uE}t(mF(Vc?R8nn6c1VqRW!<+VRpmV zVkl@k&b1A4mR^6_8hr17otuC^$dZo-+s0G#*I2NuepSnKNHZ|opN)5#ApBk0dDpW^ zu8_)wI$~K6%#4%L9&0Bt60WW=D4v|HfG%`Z_BYr+ZiBHnBm_m^TK5ZY&^*7#vAzKH zoQ5_dMt`(F#-ab2jD&n4jc!8Ihx?1@-!ZPhlf3YRkps@NI+(+s$U1Kg6B&YZ+v;!S-(JrAGvhB5>y?;_Q zcB-Y+POYRPwH^9nn#ArhM8-!@%MaUYzB5N{y$;noX&z9p-~4wo^RHyi?w{HKs2M6DL;Z|7RVo{C(zY?tiyLyY{E50NTr`u3yXXL zk|%YJ2}B3YlsEAbW8H`Z9C7`xgmZVI|Ek%^mwT8>{nWl9j9ti{ zL?-t{i_iK`T%P-+e3*0n{@N+W);GW8Xw-Y;De`GyhoR@sgjZzw?AE)p!bQ*0HUQRI zhEBwli{oTvCRHc%`QjXWMOh=}=Q7RPvEdx5l}}{Zsh)Csy@Ud#mlZ4mdA)5c*?LK6 zuteIqcr`JJimg`AosK_Vrt?eL+DovK(fr>3ahl&>^_4Hm(NoUMj7T``YwmQI&gsO1 zC0rGLN@iWHG^k%z)J4p{>`F~{A)?$Yd}X$s3M(~`;+xtTo61&>b-6sL3O!kNONuIr zHY>vCkm?L%r z<#b{4f9WYQzrKq?r*mVQe9*VXXP<{YnXs}S>EdbQIkeWm+ z)N$78z-5X#>XG@W-hiLoB==M%vVD+_GFoyp@xz?G^cl+QQT!QBkY^ae46(Z2bE-uj zG@!-?qKuN-12?96#-+( z=O(f?WBgV#27<*^FoW!f_lY6pG%Q4Ol0DJBDa5V?At2JUzpvnVj#}}Tx?;FjX7?{~ zO0ku&?C|m}9a@(qgYN6k^Sr%0X#Z!;`a^4WF8&;U3ip>uN6_R8Jzha-k+mm2jb_<= zxlENFo`7>YcERE23Ggm69ZhH9zG0?RcnTI<%A+0SbW{A~My}cHRIg-0OL@8TXd-Sp z=9ki!qC-_jV|FHAC}a$GC3xqZ#~*zk*%z3)TJtlqW5s$s+lNiQ3iD4TIzl}jR*ZL3 zz7%Gw+?paj#B1pN>X_znR0kx3)-fX?n|Xg~iqPy=3moPL1D0XG#=q(CN= zthkcTNviJ-IVkoLSY$$v2D$Acf}R`UuUwiOEL9hj>}3a!5hK==Q4UFQLkLJQ>%?F< zy2=k2NfbMdW#hMC#CzM9uAqHf@ng)%LrMMYLlbU@U5Sz~Xef-GEPn+`S2}@r+48ZT zTL((H7Wze2_wEkrvSq*I`@4v zO{e5juHWv@{2qw%GJP9Sqf_8qoQvClSl}toP)(?(UFtzkL8Eh!`T?bSo|i@9ZuybULhO6ArH2gy&>((Lz!cZJHQ;hZ$i>Dd7lC6|(VE8&4G z4>F!TBST@7zF@7Lp_<*7aKxpzM1rUuFA^|ybi%6TEo)ZX}64_5w?)uDo8AIj%< z8?wIc4J*oE=cGz&9XU<#Shb{Al!!~*tT{1vE~n&xBq|IzigCHR#B@NQ>TeFXM@BRFq_x=8<9?o&k ztovT~wXW-Po~H$$@`UhIt?K?$eiCih?PM;m;P9X1Ea;?64X@R{N%pa;O(gXpaN?=f zPp*g0R?{C`UMOp)6?KVZt+RADiZ9C>#{U{922h9tmV{!1Da<%+j`Q4zs}Geh z;T3~wkX94;2X#E?kA5wEakt(|>%%u`hoBFy7GPnl76P;fy{P&=Jysh`=(SJ01ez5m z=v1gB_QjQTl`OXEv{b?;IoBjbtku+()flhXdJuGyxf#zV$c<5d!>h!RZSIS{we6;w4te^skDsrN+iP)G&507i1Nx=X>f)SN(N#P4gi3TTzk`VIo|f+`m9kI`=O_-Pp9&N~ zN#QkYtDcJ5!PKl2R50TwV-J&rt8oL44V!v>OSd^ZOvry=2MA4>yd5MVp~V~e$zsCy zdP|kDZ0VIqQrt#?@70o5z?(;O}aTP@QN~ zLO0K&xeS3UkffB^|HUymB`eg2D3sW=qAm_Kj0wZoaaDJ~A2D$S{G7^YFyuQ@&5As- z#I)ixScUS0B)(bc9t7cEASNwWwYnWrzoWZr&S z@_W#a0u7@g#9rd@lhh8$4Yw;31!9MAE+)7rY9-U_cArYWk5`fbxtLZ(r0b}pN@4x3 z5`@9p7NWz!h;_bUR?jbo1LHeyz@8@k=2PC1%q*y6{nSkokwVEnSWqIj%Ur{ z&HYTGFUJlbvBKU=iR)%rB?Sn-c9yF+$%pcUR!mDr8UvFL3KhYG4qE*MT+w|)ItIICDLVKq z?-B#vzTs$FN)dU)CDcLJ&*9R)#qk_`=AN9j{QdCdi{%$!bwXX;GU8KCmI{9y-L?{46|jmR*G5dgTqChfa41J0ko8>m2nCFSHf3;lSb@of&)aGzbLTGf`u3@ua^(GDQ`DFfc96~=N>Vf}X zCS!KOc-Ds7Tqwr5w>x)lRX?lmd&c0obs(!-)o#B1^!PN9F=O7n^->RMzFG)Fa?(Tg zov9OP4Sfbv!b8nFY;%e0v9%T|vm3pK$7$3g-fAqp(*!GafMrY=Pg@f6HTQV1wR+yK zg+wPVex_n-J>c-*8u!ePzT8yt-!cbNPh$AQ6@o<8FIk-Hk4K1;znc!}8S#Mv@j6>W zqKLf+)&ZI4!+pD@A7O9$0DqU@BME6aTOLIfibN_1Rz0P3TLZh1pv-7pMPlA57S}1@ z$mkY5k2~A}T9kemwr2egp7%eTNx)4EsL-yPL(wfRpO5bNYQJdB^LR^R1nAET5Z1Qw zXIB#6sqD69OdENOr$))7Y3T6!ZvS6Z!&kfwWn|$z&;R$w0g17TdjmS+3QqMQd>0^Rd3K80YN=*c z;3{m9TDmXow!tJQdhgyYTDOBQuT#|jv8*Un{lDAa&rlms0Fc(0ONziBlraQyQAfXy z2D%@}fw>;=#T{gCKja2(q7SL}OAN02&T+^R$F3Rd!wpWfuPWR>&1xY2Ya{#z&aK7+ zpR0pWW;U;n`u%G(4%!TYAomiCe4wlj$e|(W_#ilo;n<3#nOh)1xe*Q2@9(28F9A5{ z3YN&ZlJouRpWub%2Il*JajNr+C=tQ`1v30km+mXzKLH3jwRBxy55PqCrGiAQ0Evh+ zur-U>Q#$~A;6^Y`=B*tA;?h8GaD;VU`7Zsxe$@ZrzBaOviy?aHD)z++h~#$1pd5p? zm-k6+e%{BWcu(5H4k$RWQ|f*2_x0dW>o%Inqz7C>s^D7Et4j7C|9xQpXVS3IgZ$iB z!Rhq>(<%F(9}ZmfS23jfYrshVl+6F@D*u7hE;x~N@5)e3!T$s8{`V()hKKZcr#h~z z8U4S=+kdVUe0G2zl2W>^b1t>~_y7OTC60)oid-MRLgoWD0$yzah>2xmqDPQEyQga$ z{`JN9KtAr&L+<`QBR2 z2R9B6-z5+PyGw>XbVWj5AQe!1aFZ?I-)lVn%YNG6+OqT?!Cb?`06>clC}oSxBN3%t zpd(P&atB~&qq?SE&GwcR5f}J5f6+LAD{BCHh z?nb5bzpA(dw8;k2Gk$fZ```gb)6cTH

L9Bq=fv-a#u!&C&4sTSAS8W09Y>4 zacDyucfNOEh?I{fW!HJm0Ib8A`V2^|*Zcq;_kyqxN%uq`SEUiCZ#36?7~A2-IA{r|A=t@*$Ad||GwWo=wXPtEQ00?=H0uPcLQnwxkujx(lpBSKRaOu z3{mX^I+LybG#gk|no9SmLD`aZ;*ox|zB|?i&H#MO`T@Z0Ie$O`g5aVd*?H%K8gB4Jy%9^xXqp`0JgC3CP^?%99{DjnAm|T|OoWtp>ZT$K1bH`*5Twi= zAc9APZRYTW|L+Y?tQpxSx;(9`?7Q78}3B~k}}u&CsXgv62X{&SvN8SZyBzM%Rf^A!LUAfY)U ze9vYIGycb7uie#W|20+v`OkL?XKN4mHgyE!d%Fg@0x4sc4RBdq=6M+a0 z170TUlmSq=Vpi0FO0Tx$Td@<>DY9;*Z;3iVyPBVpya*sCZT1CZ@I&Ytpvr{LTfXAg z${|H%LAq=a(*xVU+SU>@^#E)pH|HXjv{ZI4Fz(A0&^aj1w!7Z&*MdGW<5btl#625_ z45YPqEjX_+63-9r--4)sq)wDe5JjO}QiIe7WU$#)4f1Z*H@yQRhe=!D3@@Jqd}{kk zYo@e4M}IisKw%Y!x7!A{vkB36X9gaL4j>W!1QAPUhZELaZ{6w-K@!X~?X?05j|d;Z zOhPy>KzI~~YVK!G4vnE}*h7&s!_Yu%{HI(EGe``&0ifR8X-A5gFL<~w0}2ekp|-RC zvz1=s+_jfC9;3xL3%6YZ{`{ZLNWHb zJUJiyP_Oc8kWg43(pDL%v13`VDp@Z5!ZP;}sfde<{)#l^XlcAMPnvmTUAG)w_Iw!O zZo)d`?Nk|}%`1u=^2`;^XIWTViTgl>fDJFv-q9B>i;)i^YnWwzCUpgHourwK(U08Q zG_F`3z`K>mEW`5}IJ_(M9og}-fcdYRd6PD~NB{n6v$$|Gy?yY(D&I8p#|bDziOtv9 zGRB35_*bIZ&vqgl03%Pg^V7Qqf%IWeUo4Z}R2EoE%8NoeJu_KB%e`;Mi0n7B|Bzny z@?*A63Lj`6l!b6@FPFX_Z#kB7H*dOe5br)m=6*B?EEpEL=$7-#RUFHRq-{1CmsbJ? zoWXaU2s`cIci`W*9`M&EMk%W;7JO#C?dzx!fT<3W5xZNw)euSH}( zuLc9JlSB_6!&`7(P`GoHaZa~hXO0B4qG_p4VRCuMP=d5Hl?>j}WwyJC@{?dk<64

rWwwDtd;Wb%`HR!m z+h&^1QbR9L2oMw305@|6S4qrKrAnXyqCYt#RUp>b276$sn8vsrHrEsA+_<#F?E?)T zMt6y;Uum1}wG(K;?a*n65&yrY%qHH~>2J`wnlZ^7eZB^YHC zu1UPas-F&AcB;xN9a|5QAX{f(@q8qap6s-`J?%lGlR zIb9x;<7TWK{<)nnQ208Rbk#ymiKd3|Qk`OxD~`=-0t~~{T^qX^mE>E?^C|pj2aBzq z`PEUby`Wxv=()_dq`2%pt0oMb(sW7r>~zOOcE@QRNs?{eoPdDko+X5R6bf-c&iyI7R3ioFTh{ASqsSbh|=$GqQei{Gw=Pj;@) zjt|>xb5|hQ+`|gtdZI=4PleU`*JSn&9b71V^_NMDMr)iO@D~3V7Yin-jn!4RdTeqi z7exrJkBvIq4pyOPaf&U6z`f=nKUK8s71xbsBZ>6fosk$&^dmA#EM2#`P_?CjQB|tC zd%U_0%;WQbu4R650_P&z)Lg@ET>c?h!am4u8Bx`CYXYf&3}z|xj2U{5!Xz!Za~9{y zn5BPeh-dB9gOKa_R?E=~Ei-6yhqm@P^9qM(5LGf;e>1Qp7{#E3wZ z*Ic!e;3B&1^Gnnbm^_SobN6yVPLKYWv`(g<7)5=#qEr;D-tII_ zFg3f)=MZ#zQ;=2!<&+(LMQ5C^L}8ZK%KD_w(9rSkswm**uOZL(L@oJ)yG)c_LCf}y zQ(IP0eA)(U>GI}-iv9d@Ag18hjfNLsMhfMU)=Gf4zvc4cA0Se&ss0{Q=nuRv5)Q1S z+fuwSxLCt6&=Q^HzgwnYbi`c46rE=L$>V;Izef@+zu)(=9SCb8Ou+ zV|Y@HuX%=1q$Pv?3>DshKeb{mGiUUC+^ZS3LjcvCg`bvnxIWrbA>l@bbVWd6OHj;k)KZlS-aZU~o@T4xYDHPt4`6Uk0v*+tBn1Gpq_nL{`$U8>Z)vu&_KXv9-*2ctogBi7(Y7d!R?R z49}k@Z6=;98QnI1TLlI=ECgI6miKOO6BUz@$c&b zNmGTm7dV+PocamFGozE|(k1|LVyRwL+5priYk9G=%}aXC!XP08J%5kj9DW9}cMR;^ z^fHyNt`!8WspXHJ7F;(YlM_5uty>sYA+8iJTr37RgTo|ezK0pIMMmOftpg7>2eb#X zsfNA-3^P8^N_nq%p32{gVwYhCG7fDtzFJcka34)AqhPvBn+;e2!fQngzIEC>!Dnw` zc~uA%B9EZ=*4Nvw;IMS)7-bi?JOMIah7}abZ8M+l?FOQHOrwwLv&h%_mT6kgEEg%g z3T%{>v9Ewy-(UUNL|{PIKLRB$a^$0cKsS?MqpVdFdrAcH`^*G54Rac9zzdDR38JSQ zsR|$GLNA&~r1)6xSydQX^4uu;r12Y(oP#8_>V`VgB0s^t9BQxS9}1Cn46!>_uk_IY z82(DVMA<8C!w(FLS@AFw!!WxvZS*fQe3f*GIqNAfoIpRMaCH!bhUtv0nrpj8=GHw% z)T1e8)h^Yd4i^C%3Rv!O#%J}L`mSb_y)~Ka2TUa2h48HnZ>obic2!q}?6y2qeucX| zP}{3|-0$5tc@npW8)niXkJobVK$yJyoyB@u8snkg@ku_OJ&Lo>-&yGtPS3&G{O z^*WpwC*O`~Bmz}*nCaO@ESHpXs)1sFO!LvgWySM}`Y4OQTD>wDgHrnIN750;m`h;9 zskP*r#t2$5(D6h4{sw!He}c$s?QcNM-BEkoA{qy#DzCLl(-}cJlzBp#M&y|?^OM6_ zH{C4r#@ei@qE3e3SuVh9d!5ogCU~2;6TIz(d$fLBE<0HeV;Sb+2s_T4~Pzb|0g`x zIO0+Cq?E0S%ipqb-6~8woHjvzO8L+6_@jw;7hK{fmymkE+o#mYzj0asL@e4=H{RY_)n#vs>uwG4L)V8EUz53Kazk zkJ|AcmPnF_a(9U|c0iX;w-I zvdqK*eW~VPFE5O0va3W=_+lWPkei`SC6(}K&Z1WA4^pV@J4?ND_wn+xnfzuOr>SDE zWw=70+42HqF#Sbc%3Glo5z_(rjQT>4`}F)nzHz=`6jgR3h-em^0uK_y#6xa+;hR~o#vx1Bj`LaY)-POOf7A;z9Wzq+*I zge+v?lbWezql?vd19ke~c-Wh-N~sd8@tss^Bup{+PR0FcsCYCE5g*IfVja7)uZZ7g znq!o4qw+!0Nr|prAL*{) znl-Kto~0ZG;n_%w)YfEFY3nI`Ym7Xs7?F-=&FvK~$_`?>#^CX?aXv~a!UeXB} z<(M* z_Ww$LjBA2zNl%@&XmvdSofKyCH}6^zv5XSJwW(y`$L?^pbh8z@7`L5ev_p&lVIm9QuDNN_xE2%=3S{*_3(xNDc=Znv8d=X%uV01vl@WRH<4V(`& zx{_VA9)^;7ON4B_h~p*v_88GFiBuqQ=g_M_l=5`jKkw8LwV}w|JQo;P6&r$Lh?68D z?ISAlG!^Aw5W&gzp!nWTy0VU=*f}B+`+?b64u)o-Cn-tcxl*X~=<99xM!7gSk!y%f zMnZ`MPI1y>9)=O^R79WaKGqs&2&|T#8}_vUB$UDs9Zdy z$0GiYANwqJBjhc-j?})%k#e!fYfL%Ak~CnpTWOjwxI(NwHK5lNUK=^pu@!cF zmLe#*cM|>R5M9MOgq|>kkzdnw=K>O)n}3`KSQ2lj5W1tb)^LA2rOtynyMhlBDK9<> zm8u7cG2kvln@L}G57XQnyN6B0+e-ww*St@BHq4c_{^Fp|r>9RaeI2qF4O(Fwo)3Fk zj$FLEb~3aswyc*pBQ%R@gPKbEB5v-(k557>_687MhC)bm2rHcvjwDVvJ_3$h~VL~5+C5=QeFJwf$Y9Wb~8VlY#&vnsF@qA#09F_ggFimXl zFT(T$CKn_=P_6xZrX5|60+VXW*601NNj6^Uw{nq~Q)-8*5NcCb#cDIxczcBktP~+f z(Kz}#(>RYHPd}3iL~~{rlGv-y(nZQ4!jT)9$oAm6c*u`TTl1w{)heJ2(qMd>%~5mE{%3ZtaBG z`?)RVIOE1)cp*BP(4rmq%}5t`l^jXBN@P{Q|bk z*}kbfKzU=WmlUX$JdF;`MPVOQ8k0h`HPm3h2WBKL8acPyV1D)uK0WAQL^40q|LHB~OZtw{=SdP&#R8b+W)(s!0{ zjL#)f)sp#*a@%GZUXNY|(#2WO1p2ZNdo)FYivntow=_#O?7N%XCeq8h{uiS((7ebXoPs56N1cSc-il#;^t5rxk*rfQS~w&X)nr52X_ zrbR=1ky7x=WB$lT^L6K=CgSiYs291_1Hmm84Xqb3HWzfR0~vGM6~Z9yEK@1lg!;+1 zT8&&%Rt~t#_~JzQWNuH(&##BKkWtgHPL35?QP$Rdp_`Uqu@8#{my?eeN+re0wGwUy zUTr8S<;6a&`PIEB*s@*UTDN|}9h`h0VP{!W$>?(v@J`>7)^;~PZawpukvd|{9CJ}3 z!F|eIx!G*!41`vX7nYrl{c#-GzaviuLde) zXuFVFz#uU_dq3nzieTRCYP(WO@vYx+kg9q1r(M3v#4~tWD$AfAhDeQ`?v=%gp;cpZrB58N5q?fs8#;)IT zY|>zs{(MT`AbDHLwK-563gIiDG|rQhb6L@5gg%d%6ZNDaFzG8z-Wckyotf6k6esU! zZ5pJn2~-$cvjtfvnKK@mv7Ecm#3`CP;<=oKDv=0`uJlIu`bz{6!e*3}-c;xSyIc64 zDgB-*@0e|kg>=QlJx!BlmeRvv911V>P#g1k?Dy5l+`e)7bVIDrg-bKtKsga1bn5Ta zN>y}MH+gWR`=3}tS~oXr=>AK9H}C1xY!{IrkYRa-6&U#*;MLU z*Yp!VYoH}kMCL$26s&c9w+M}o|7LPZ({%n2zBzN4iQ_q(86P&E%qPp#N9&gPrp3@8 z()($qrXV49gODKaKaLe(J`5gA=K~w2+L4B|*nWs;Ee_G~UT1n3WMw7JRMBqrBiQlE zf~ELwYO16dBof|a)r2tos=`nLs;YTBEHf#Qs3Isa$sC)Mdzj-WmjN#nKg#kAEe&1V zYD)6-&$f5tT#<9ZaiI(i*3>H0Y!zbW_;A@LnBrp12VGw$0=BsugC^zKVMK^|oFFN5llbDM^JcmY%7R{F< z4k$Cd$%obuL-Ie?S?aY+%pJnGR&D4dO5Zp&FjPf4$yiBTgzFep{i-EDCrs{A=TQiq zdZ|7=0V@-CyX1#vn4>v855{6j@6gdoekyBipJr-&H~0NGp#z(X+h}l{!!}L^J(iMh zOJ3u3@`ON1Z?= zkl#L9!?i4nG7H-!>$l4S%5$Zg9ee*Dp3q;bwT#V~w_(cVX5?|h5)ast^#71ryij2& zY!&bT6Y;qS*0R*BBhwF;SL>qLH&f`yXu= zd&(bG$OM)|Z!$Hp=|r2QYmuxJOUgwMaCmhY6V=@(p5K)fy->~OzX+;*>j(lWR6LEx zJSFI_$tgzAk!K>6^%ME0%qw3T2OOY~3MsEimFM$d{(f>?OLnI8ER!)JAscw(RUc_c zIx#=xGJhf%wm4E%>^q7oz(_J3Rf?g4W z%qp|0k-&6@2xywp-UD z*o5*>UQTkv9B_k!e1T`XNK*E{;euU9Zwf^kecplgr(xoP%l9lGN;5S7=<4q;8B8z4(?AUsQjsV!b zM~7*mJ>9A(vS6FCk|lN}LWdM#vL+&)Jv{9JEwA+^8U#z3JMIe7n6cQo=4QY9L2oVQ z;%oh)6%Zd9qg}N@u*gc2z}bHp(_&R~HW_0Fe3&*~DK1fmyfZUvgs(cC3W9HF^U4=Amwt>-((q^*s>IIMol=QsM|2(pkr3TioGMKe~l zdeOtT2yEvDP2V4o^8?^vI!T|#yUX;#w|g#3AR+wU7t=8wN|$b3m&Ie096>D6D3(F( zSrAPf$_PErV}tC_`kx<}e%9^7sR&GX9#kiYL0@f(S-!nE3*I^jLT%~NePvy_jW$2p zqd858{pXEG$=Qjzo<3#mm_BYsF8Z<$v@FH$M2{T1}<9Z+fDt_$Wtle(5v#MDjO0PU{@mj~lWH60! zHsTT4QQl)nLzisfZg#H7n8r>*S(KSSg@zVzKBYJc+`G3)S_*_@fU?eav%|-lQ4X62QeBru+3mV~gG>jYv8kkz4rvXPl3tkw*8e z+w(;K>`qEv&!wXly}-%3pET6NyFyDaR!90(a-9+oFfztxE%Nd;dP`cqB4*Ve*eEGX zVXjI2mC?+C7M0#$N{zTnD#JD(d?QIo*m!rda;$5}n>LW}UbFZcNLeOe{{AK)cO}2- zf<8#L1x<2n4a8uyM&pMLgq|)m??}UJQv4I?d1~f<2IU>XX4DMK#V8W);)qiX4Q9BsAA~-Kp`lPQji&H{B*W0GyO8g(#5XEH3m|o;BQVYy1`W|6Q&Yi=)HUr^8ANLtfbM zgD!(4d&aV=G#Z5-gRAAoY_}^dc5v(1)biaC^oldzki4yO6eIdm$`|7+`R+xH#kqg8~FT z1rPE|H(AFPH+->1p<6SlDDA=RLFRR?0kcp=#1~ZAE9Y*9Bp(+h0*^6srD7MKm}|A& z2zT3;Ad`hocA8Jd#X37`B4@yNS}`}{&xX>G6}`P2r9xqtot!Si*UY35N-p1YX&cpH z^7dhL(7wA5t#$4s-rK(?}|5%r9z*{tQCGq(Q3vV@wh&^tG_K(EJ z1{yeWI_H^Y;T)`nbnHemdwhE63#|Z*)5st2V}FrJ=A9DQ``s3P;)+}Z;{R(A)~N_c z&K)3?WbDOv2#61{FvXNmldtQrQ|b;KNfgTQ=hH0)wZG^*7%iRmCWH-H26CHk%FkEl z2I5qk`rvhs1znE~EG`oV-n^0cpvV2;b%0MH!ALL52oc44dn>r|)1pk(qmhql4z3kKZuTn4a1Uz;SWeL zf+|g#cTw1kBE&$grG?2io=)0tl%>j)0GzqYBNq8`Y3a!C{LGcgVr#l=%biD2Wu()l zP}O?Pp(-cmeaPGN@F?N({i!ptXCa^ckkbs_FP&o@-i5>$ACHS=S7*dUgrI$4cmry@ zIdKI{x%n!`t_T~G++^vKxRWPP(-_}0Hc9-8$>?810#^5_8 zpY1L(sG6oC77-68c2-l@r4>IHd@B)dXj)r%<7G?Jzrr<(y}#hZ!OHg}nwU1^aFKGE}Hk zdVR;P`hI={<$1ndl`&{8B&-_L#m>qGu-gzb1u<~(ThS!dvYUe;jPU7!j|w3L{%H>&ik z_{sLFmVa|*E>WQ~xVRsDKLT&z@`MF7)q3N?`MoRd1`$odecI3)szbj5z5np$9`VNb zPTB;$RMZ*V&qJ(>0*`g z**+sHp)a6FgVW~}2a!NGdBt7bREW)Rlw)=a91O;}Qu$L3m34&Sk>{Ha+Mg`3xMKF?*}SHc;?pn>%gPH>kN+vEHJxK2(DJ4G0pG_wh#XmS znmLJ&Su&cbJ5wo5!%25?H8UZh1WfAA_5EGom}66vtuALZ&qwy4o?t4)TXuzgld4;r z{;Vcto#XOeYBl;@3~FlM{Oq-v#C7*tn;nl>h1LYoh%TV$D{kkO%U;(NMBP^S1Np$7 zWDt4c%(@kd65qJw zXG)yoowV4_Ie6#pz3zC8bX}i#oCeYQ>;anGli53d94!v-Dit-=WNcIG-&ruy4L6xxtaKt z{(gOf5tty7wHCaf){b;YOaUTO=@qj~Q~b^zMoJqP<#DAr-a+b!IEra6@Q_aOn>dWm zUSm}4p{R($aH_TBg5wiVj|ftI^5jG*+Z82>%nFw{VW^y z2@?&(F`nuK=Q=Ag7{{-^#$uagY}rIer8Cqh)n7jyVXc+&is3s~PP-jg*sews+} zMUTV%SHm;XAx63@(+QY9zx^gMT!@vD@>Q6*`vaj{Ir64`xWSjsfGNgNVQj4^An+-2 zr!BdYi*|Ks`f2XNKx%v3r8R&Cq1$=eGL*GyR98&6WKX;qcEqX7CzV9SG@jE?lN8J= z#g`+3au5*rJJCs$(0*stZkK^cEr?QW){0*ek<}OjXz{l<`*z^)(GAOmt309IZ5MjE z3QafH`WjgoAS9XZs^zw@2h16HOQ!)eoAQ{anIVGA5_b=66^O5tkHByuFcU-J?zPf8 zBe8PK6|q?cqte|;i4r^8uV4AHR#}bC1~pjCCsYnu4vEU6>E${E(Q=z8!fjUvE?)=j z2~!8=`{74C3h3PF`b>-_X)&oEE10d{`EBc;t<*&jNh^8chI5#nhXpZ>XT0eu#yzLE zlc(A_{Kg08+X`PXY*khLz4Bz6+x8%p&q!pqZe=Xid5bO27*VD;k!Ks^iHc01(jnsO z52ahP07Bymu^3n!XTW5l7(8R0?R+BRb$mHqUW2WK{-&F_!)mw&zu1{opc2B#w3U&*LfF>II z=tPK4&n%^4b#P-=-OJn5*frdSjhNZX;Kl@da8{qYenbo5}E(7xf3xhhf3V~BY6Hx8xH`&2Ed7(paog_Vjhi@24 zso!m;MQN$YdgUB?GR+VUZU3(ZlJpKHt8h4DV$3fGhF#&GqKazivKBpDjGV)Nje= zfgAQTz9#6XNy=HNRDgEd{1%kzFo6nMb!v^$jhPP+mZGR7B<;6K`tzbdGhtgoR=Vz&+$sH% z_}hPo$j1$G?6oiCS+!j#js;LwYletuC7XwNL!n1b9d1A99Mrs2uBCJ=w*6zGU}5w80v$ zoXO6kwYg7?2hZ`hCUdQq?tv-LX1a67bYR(9J)`54%WiD-Qv8r+ z^)ki&&GK`}Rni2XNK~jl%!q+q`l(~{2}qV>yia>bp7*2I5pg|HD=No^6|#Rxv+Z3Z z`qS9B zAe0k@gt)P6n6q9QIgeb3jP#I>aNzAKx?6P64Pdq7q75N`gBYMp;8E+!fzDcle z963cjfTxZaaIzXP2q?ZdL}j(rmEMqlpClW`btn7lAReNi##Pu%VocnppVAj)q2gj= z@($Q83C#>fY%c5%7`qjb6xvpy^>@KJe{0kyS4@dRJj}% zO}pZcU_p;t5R%4PW6#*1!vj_7j1ZmE)P1y4gxnX}9`9=hvhw$ys*D9{W;G@=zbc^X z6isv-tCa*W1MUZlgd0!Jw^R4>bUSLYmonwR0Qe8PwTHnskCLw0_nfiD@y~@mnwTWH9SXNy zMti+!&Uo7Paom!mKV+Rgn9<}hDjc*}FyT|J3(UL>eo@q2%>m|5lZ}uO9ziv2L#5aODAVsoIW$a67n5gqRpNbHIM*a_uN4 zAMu#huDCvT+jJs1WVa2s#HBCLhiROzGl0MCf+XRCMw@mf&S+|<_!Lj#>IXYxwoW>T zOm)afSLI8cl8;p1(hWl`tPvQcK3IX^*5C&I#ODgZN=EsHXd%DEz^b2NqU%cs@orQDK}m<<=!zu zllm<{ZOcRuL7yK*nKZ_Usad`+Wcg)3hG6YU-4Vh%G;I4p)?FH*2c8SBDChjbol;MY zIWYSCH(xERoJ1`A_y{xoFz4K)qhuv1c2SeHS2C+mEXr#)V)}d13%8%*X-z}XyS%Pw zoL%`!!p&-?KSNRhbH&%ZTe1~@lA@WOSaA%h{m0^zAgem{Z`v*7(qdq0b1m#%-7c)g z-=A%Es9r*!7RQk{Et2V-x2Z8mA$g}ASNioMqi6}0?&=^!_cP|uJEuITdJ_8NheK=2vxRusTlKg#D$4b5&McvJ0#_9U~H## zFe^rLyza+ct-jnq^YrtQ#JjQnp!F5 zw{}u(BflH8fL!J8F5*j3P}EGvX6FAkMg@L=`Dyabcw&}R1b=8yI3bUmpku#mUpy_S zS_}~@#jv>T$GeYM{)XQ?E7r}3MV@GkYC6u|rl}k7mNt*q^b7IKvuNw9iYxNqAdJ;7 z$9J*9^znqJ@^-a~KMsuh8`4eF`+&PXeO7Ac3x?>>4j$x!y3>Ln!!Xj2epp~%{Bu@{ z+sCU7BJmv76Z7#^A*0FIPI}aP8h3i@D@{H1Nt~ijITUCPyOUGp1yHH%V6d@Ijk!+w zlaIHN_(G3jsm6Mp?z_&|9lb-#yMo^8R+$TLP3?YyrA@>v=O|mW)b*d}@opj|S zaN`;)Z`Vws8^$f2^e}0jJ<<{Z?^4Kcsv+V&5l^Eo%K{3gvugX9@sBA%&14poyUT}k zuhT1XQESb)D8A;U(ZG*a4Yn`q(oQz=o1{owkV!CRHL8YT-u%01+R}*1lV&Xj-0s+@ zSC}NH+U>&1VWI6GEN;;D~&6bI%z;smEtI=2wOE*QQlmFP=PRB;kn#t z>tf^Li_*r{OYGAH=fXYr(&_C>;q|Plp5cWzxY=NKf!*oNvq^dH^Zm;aE=-h_;vgzs zhG3u0fq-zJ(MApW7U$KM+@WS7E=WM5+_=&bF@MgFsJI|a#CH0?gnoeq2afa>`1rQ% z)UJQtk>$$plZ^>r<5QYOG&|Zj_V@=z>oO|8*V6ejLY2~>ctu7$t&}q_3iOdxhYTu3 zZhF;1oR6pro{UIP@GgB7*leY`Je1nA_?n0NG`AA(D~$@D6mcxmsmIbM(gPgl)bCM+ zWHSL&uFfNe&Yh2BgZ3i4KDsx)mS=pExX)(X@=1M(G?`awmdPgVsMOg!kT;xek9x9k zeyTb>)@|Os;p>Q9)34!wb-)epz>hrNHYu@l4@Hrs0JP-t^m4p?&eH!eYA+F z$#u+zWpDg_dKnHMK8*|HI7=Nas?b%d8XJ z|9TIdh2ve;lYK(LT5XfZ+(Z>4B2dAvG%y9E7bZei%_#5c_=sdDV}iWC;9<PsgYT>=M57CuQ(5ALoQ1(S!zocI8)A22lwVJAe?PdIbz8;!r zgKLgnqMValVIK8fUm(57)+k*j9c21mB-Zvb(KlKRj_LPk~hZeovN#qo3Lyv6kW8)2!2`9#09nrlZ-4A&zIL zd<*7zf~#?o?-@<{XrDa}5zD|hlW#!^V5__s+dS|MJGnh&uTQ=Nk!vRY!P9b`RG$YP zHk(Z$RYz`SvZzkr3)X|cMNT1fYn8rehbll92$oy!HMxC0dVo*6fIEB7KCsu5Z2Dr^v$zZP2 z0?#=hUdgCD7!us$x6keO)S17_p`YOH?~s>a28X53O`X5n8?=rKJ?y>wvK3{o)p2NU z`hNPQ@)zOjp+tiZPJZHaKK{VZ%kGImO#(v;tTnOwuP`6rzh~cNo%jR%)6jVr(_cwB z=iCGmnTM;MpN@dwUhB!aQtGpu-r>);`>3tR!KwuB70SD#Us@r;P`KaUgI&V`pyE7D zEl2r?ey4S3Ue9GzI+#QoWD8_2a_Mh$>uX59#auy#-hItvC7`3O!ECcv#|@%gT|x?7 zfkZpY>TU+BgV69Tzm=D1tmX7;$GBjjYI5vvIp zrR0_^fIPec4Ee_Oe;SO}j;lEWj|-hUKBp&utU`=%7kOR;mHd8cjx?abdXBKv9}g|m z^911&wo4*&=;2UFsA(F-F~0^3-iV{A-bw4~1Adel^~THB7aP~rc)oHy6lJbU<#|ZO zquFOub*}bw*o!=mX5R!ravv>B){=b}t=q}tHqL)J9RYjl84zQ>9&$$xT<@Y(4lD3i z1HT1+>k4YzDc7A2$b=Jk$I4s+7BiD65M0LFe zdUpYV_+9T~W~l}@5XG!j%!>a^LLe5|lXt7L;2yEV^HBohNFJnOc7R7-ttlk}r-;oB zS1%}NuAhQqSze$DGD8zzg|za85lb_WELSx+ANEDy682CYhPlYTAWY$3qidYn;iOZ4)7TRXO(dCOVv7R-059_kfdCYg1+~zDn2~Sws&aK!>OT zbnu;zmcT{Fjk`rygtqXf9VX{nO*v=#V_56mC(xgK!>^ z<#2w*RF4iAded?+7{46cZ+~?c@xotn8;fU#t>uPFKu_QL!$ae)=*0orE}O_8kW!>h z1Ej->i6u!={JO}?+36PpExY64LY2*s1yT1pbv1P@UT{`!cH)zGk)}E&*(%hXaKv@ zHMNZdy`o7j^z%pYNZEasxQtUTOPoqou8*4 zc!QESGx0s}@oH+TCH3I*H`b9W04wcGRu;N0#`%0As+EV@84ufGNvQ{LAqB4~n0|k! zBs=cV#6}CH29_KV+Ca~+^B(eN#V@{Bynkx}{Jj+aC>^X*gCy|`*CMp%?*K%?cSx)%5cC_IxDDl7Ilg!^-98mxL6vXMnwVH-8Nb-iKLA zx@a63O3fGa-AQ7|Kr_)vl?>3q!=?e*y`|X)P$SIUO#W||&rK*(yksxO{hRcSAf^{a zeMk8>uuiWA0FOc|AdBY&T!pSWh!H>Q{Qa^1SwlAD%TP!Iq_k$62MpNQomAQRMk*#x* z?LHbH+C!=+2TPqeqS4G)f4-d|8gQraw*5<<0|*q%fGDs7{M~}LQ{cyUeSr@RbV1ib zUTr!c_)9vS-E|6W|9kiTwbtKopxYL8a4Yx_Y*HI2^q_5?FMV=GC3jFFZ`L9f^JxN= z?*=4J(Mf1?dwbp~#8>f16(_zgkr zZ(BGq$X!@rX(Ig1e>mW54#-pKQ3L)lYR&aQB!=Ck;@@p2#I+G8$0Cp6;+690SVy zJ$eO&7Z=O>P6H-7pFJ+;~>M=cp)jQj9Ld)R{uH3e{Dct zU+9GUvZhC&dw`=n1JaC%W5jRp>GGE&h* zIW!}xW?cr8q&|@lKa(KRS*BM=j$b+S+;jix4tRJabFD50CyvA~e+>zQp>dL6LCQH* zUx5uZ#GAF>#%7EL8Q}OqC(SP8kz7O^v|22!3^eVwwXl3aE;S1|Q9`bzXs0!K7aZz; zo&&JhO*R0Ad}b4?s`}&;&pZY}um@`PJl6PuskU-l#?Ch^5#VDmD+Dld zyC4=jQ(kmQkr@eYYh9_mWqch|?Bm1yN?)ClWkdH~;skSpeb%QMpk?qf!z8C0dMbLd zNGcvcR>&Te!sXl5rg|gE_2=@}S$OgO^vHiX(fU(fQzh39Ze7A+BeA__!0PNm)>%TA zuur0%y%@WIPuY0YXYyjH=pks_AFVwvUHkVl%eVus(4e2V?W-$5)JO9SnCZ>z05c~| z?1ue7)+%7T{Orn-Cxg=03m*=tsSKV6_OXTUF65f$IlpcfD@ z3e*vj!xpjd-nIXVp?AAT)YwHhrX?{B?C0?Eb}6DsOGwQ|z1&VTYSyBU=ud%Z=eH;Y zW*|!Pnyovq1l6f?Qomy&0FEpKmbUc*ANaJnOAms&WiR6SD)DsSSp8yg@@u%uNaQNg6)`#x& z{h>Dn9Tp|%uqfRh_9g&!?bn?^M%iO`?)Pma@L=>>%T9IM6y_A24~ERd6Fx@>ly0p{ ze0wX-bIJxWXKe`T~d^S+2)yV!%azVEB6B!6ziW zKqf$1VhiASwa}TiH0cH+a%p+XwxEEv0y=2TeSJmA2awo7H8_u)BgK0_smp5gwR(Q6 z`p!DAQ`VxYV>f9*_#QvW{*O4;U#S7HAc$Ln;zl8aJpiG&Q5J$v&nTxR{$r~3{+WdO zwh?d(DzgG%lhsb`9NQkjf^tRa8}J@@P*eUTpLP%(cC(sf{Q(Wwjdy&eg~0aYLE#}I zK#T?;&ozx7#*?Gta(@yy4E`&E1H}@G29$1Vo`RHEDW;8$N3a{)6G&2$A9stsx8 zOk0hN^9_Hwhwx3yt^zI4SA@7NNo0s;5ytkaY^h8+DMfTJK=|d<1 zU@30HhXla3rut(gGw`Ntx4%8h&Q4ji>C-Jo+F3NX{kuki(i>u9C~Bn-8Hl#DEd!+~ z+ppKl3}QXhosc&;Gm)vv4bT%a?LDQ+904|s4>;e%H`%)h`pLus@+@*v5~)>{{>E~k zOe>i26P9^a6X}aK>)Sw1z+5xXyNR-&N zhV1epS&Q`FN!3sZComUdaTCtiDrGE(Fm1p=AwL87fFsLfqCR!9sck!;LR$rS*jM_> zOQ}3@9#n4MZtzU)&%m?(@NMw@qD>1>6`WRXa20h`5*qwYW32_L_VA3pQr(dHD{%nf z)OGmT%@P!FgQVG;A*uh;W1mOHuGoUdg9T(H5_JMQeGWBcYQC1kU}Qdh$;uYcA8^NPeS@#(0F?pS=V^8V@-}1Ea|ZJh2!J|XoT6l`3e$eHm9_`HsXLk>PXHMQ=zwJKUFwS@!7xsXdCmY$Gy(}%>+YMY7t;9*EaJ2pVTBm z;Ec*5aAv6ANYy(qB?WEA5+K7Y}+{+qf9$PVb?`1Q|Yz%tR>%TzB{h( zE5r6l9^P4i#C58L**UseYfLDXPpX*{<{LgC*Rxa~xeu*kJsswv zANHG)kKX{Xw{Y4BUYb1f5lThmwGXg3U^9ERG5gEPnHzT16zcdnSQ@qwUw;ZhxN zmL>rK>`W{HS7vwMmzl_gst8ogVkF)+Xw8XN+-4U{^)k}Dfv2i5;qnuIV9{LbM zIfdUi7#G-VznQbEzQ0EFzBW~=P$wy?bSo+sE%SzMF6G{hpI#DZ)sb`-U7Yb7CT=o1 z_9q3Ky+?goHSZ@oc{nw$={+v%dayJ2MS9XEYepvYnCmj7;jEVQNfwLKGSQ`|2gGQ; z{*f_vER{LHO6+hy!sQmEQ*#=icuFdw_Gr{2z09wYAD=i!d57Nd&miZ2`U2!s^L+c} zy6(X~k*c`q#a;Xl*~AdbX#i8ioO_ZQvrvb>rFOiphyDZ-36TwbU&#&&*Dll?->2s$(Y<1@@2v+E??ftV z!*qpfU4th{gRU$#etpP?Dmf>h4*fN2+Zu2`ePr6-!tM)A4fSo^sv?21^n@cGT=dcv zYvQg^ZlImt`j1+2smP3PzDe zw8_|2Dy;9&BqXve`SvX<;&5=mw>mTCoN9V;?~^q(Jp-s!TWCLtZsO4s91G|#NE7QmAGL-ZRKZjcorDQoLUwu&T@xI2Cmm_CAp(Z30 zr&GjL6+IOr7Sm{7ln*f6ZKqsjL&SSBP~}EIAwTP=#m9ovr66zTe#9YfyFtnPV%@Hv zwx%5?(LMSTO**N(f$iF_#^5tN^|Glpa--yE7lhDLy4Q`@PJ7JEErz~yic|T80aCSD zy%?fsD!Eo^`Ju)7QsDx_>hgrjA1=wyY(4X6^S8IDEsA`|NYr3+&v)!(9R!W25nw06 zmrn^lz1zO12f{vFRAsmgK@(WDSv4#-R5gxYJwUzhm@GkC^Ba}gfOb+uSo<0jXutPX ze#4d3vkH`h^3Xz`FEZ$oh2NC&OU?AeN%Y1FO-aM8KDt{E(PCE|^V~x}mpb@HS^}=v zfc=w2=e&c#)sBlS%YNyL>c$iF7L4OX@zKz;Zp1!d?7pdoJKVUnd4`$4$@#t)zb$g5^K!dz z_>dQz&QgaAUmbckGkSjM1%6DKN6el6u>W^ z=nFFs-yZ5@63VpcFsPfgIwt7dO6^B8(fvTv+C6;p){JxuAB{gSo1rW2BR$!|zJ*jl!~OdZ&Xd z84_+$4mhl;pCQ`D(6l29mr35c|B(51iW>Wd+Fi4u>+7r& z%fjXs7%RnA6Jg2TG{m{re^V{f%iJs0bk>oRoLlEK5VlW;JFA=>pUGTEYg3JD#5|+d z;KZ9X3Q7>nL{^zs55YSSq^?ynDrO z_*Pfz2w-d034duHYKt$E&O`QEw1WKhQetF=9BK<_|2(7Y2{Y?Zg@ zQkKh>dnF-@RP23|mnoq#sl@j3~g zSKg1kwjt&7|MV=BAc>_sgHfI@c17}09UKIBf*~eF`IdS)_&8Av{&oep&Ju_T{ms!9 zX`?hT_gWq&J^tn!T)#+D+gndnqZ))Hn_8x(_3-J0B_U=gJ@*ZL4a_vi26UVZBq#Vj zdl(qJIczC69U8^9{m!rz@HX2rn``U2Ln#4F>(Di^Euiq1TWo@LNQf1-{Ld$jaj2oH zHGLX#j|qkty*8<8PR>}T3MI@2iN!KIfo;NWsJMCigQ)ABk@0kw+5>EwAa0Q6q8WQ; zCNJM}Di$_>igT`sN4`kRma5$+N)w;ye$P83>hxVzc-B)abg zT0Pazt&#w8R&n9?`hFj3?u)}&NM~8cGuHG%Em2j zn7p7hN|M^lP{o6jG+W&xuV)p*7`hS|dnHxWj>Xa$8jHh5pDW!ZH=_fX#%Zt&;cFkS zXpFFA6gOr0V@-^uYfbu?Y`fzEo1U~dM+`~k;qNiWx`ZBTtb}aDAxTV1y3j+t-Up>566xizcPAj^&aK@y@Xm7z>rdA`3V5{z=H!wY# zuaP{s^AjlJs5mM?AL*W+(Fi;uD;v(Tvdi)!yfL$XE-`h8?*-%H)`?zI%h>}Zd9OWT z>XtQucgh5dRi!{#HlLZ#E2bDet{P2`;duS2jPG);Iq;l5A5#!ps%i9{LjriV#hsG} zVl~4Qh&&c~RT|lqzfJ2kSH2xDNukUY$V@d0eS2Iu}vf_4p#O?CPOpIQtxpPrfE4 z3hB#<`!48PT`^<%5qx|g5#3VJBWgiLkE)H&kUiQHK+X{T!ZUy9L(y;qyHsAf^T`Hp zXhYfv&7GjnNq=s1J+u*jVfLigie!YcsA$0*^ofR%d=lPnq(Vr$9P)(n_;_CY_~zNm z2X=_wZs|`wtB__(QB3g&pL};se;!1W_zA|q@KKDDukB*3@ zqXtTu!h+6)mjzVW5~=Qo)l}m)M?7IO%fh77$v;n%PqQ?aDnmydn$C4dTF=fmLrMB! zwV}$G$47Vzx?xA#+J^e2(#N7mMgzpTaufOtCjlr68iS9=mr!g&0S9WtEYV*=Z&3iu zJ`U4+Q+r)BhaQio+taok0cr2CF6|L~o?LSQD;kBK2I);L_~hO z^DvX>-%n0>>1!VSd@^3sBj(+T`|5ROlDPB7$GOq;I~~Ehzta&k=}(jk7*$zGYWenH zbfY)j`a$GsCi{X|FZbwt44*`w|3vKXl9p*Cq){=G5sYaUyd2i;28Dg%=;RaQXFWrs zmg%+3w_c4z)3C#vFA4rI4DZ)h8lJqi?}M;HMe!RO2vh9wnS|#Hb*^S&5yai21Z@}@ z2y@@5G;GV=KL{;B<)7Ay(`XK;TO}`3m~ecGSeB?}|EFDClZME*_+KPUk16WZH%^k*D)rThb&sZ1wF1BWzrv0-EDOta1RaqP^xbWOdt=JB$#+M20kEeBp!a0jw+(wk8jEvqGI#-Y$j6cZc_HU!El)z6y zddH(AtAc?iv3gHM-{D9Tcp{^(QU;%ubm_8F&&tBL!)^WHyf!K}%op`o})cPDY3LF1txI zgCi^Aa=XF6pY3VlUZ_Lbl*OuLDxrP2wA|T75OW}q6am4>hN%Q!7;<3qpO8-Xaa38G zq(|N>eF6)2%7}0;i+>8!nwltoioe6Hn4uk$hFj7IhKw;Ht9bAMq2C_<5=1N|Xtd|x ztOp{GCBndjQdZT~(e81Q!pl*2aQhEDMZiuP7Jq<&U|JV5{)5I9*-W>2q)0q97dO8y2G^N&@iJjC67VJR<;r*Sq=3S&AS72aRxhzQWTUIx;k0px`f%oUw ze-%J4KvXHf>75c2rA5KdeLdYcg^Yw`-4~h}5E6;mSFQGFL=p6uv)N9Xb#OnJR>z{# zaZRlVf<*|Z`oWu>ZoIkg3E4aWG6$o!s1FpRNA&_4>Yq_! z$b;i)YRcgYvA?9zlS9h-0c#e{Oe3uo+SLR}Jj;kx{JiF({yem9oF=@uqGh;5P)abB zKY!iM>Sf!uAX_r3KGT^vXm_q{Vc-c=vHKUPc8vTw?$g;Zt-7n|Z?bgY3OfeV=jY+W z9lxN?718tlFjaovQqmWZM_+JQc1{80lYh$P;(!^c17lqoWmP>G=}A^WOKasB*LI*Y zM0jv>KZl3DHJN}BXM_;{G#nMx@O+3^0RzDE}i^Y z_e{k0`gHn_3BRvCgb_htVSz1!hI!uONmHLrq>Z|6go?!SX~=D(T11Sn=Nko<49j71 z(V)gt8vlT{IRFH4z@4loYm(7$)mp_>KUl_4d8+vCs!w9W|2vV~VV7V?5K=-LOMpSD zsij%j?9nnXBkXOVo#EinpbY*n<^sC!j`{leaK9jWxe)CNbTNe-H05w_3v6L0jJ8wu zVtpnTTNc_Ns!3a-pu%C@6J5?+s?wrg@>;yhaUO@iG6{7)wnSK_t0nw&$`GImMN!>k zLiR}AS74=!8?~nHMQiM0!QhC#TlPD&k4hwfKy6md1OA!Jwhhl!6MY~{E~Ivws?TXN zPrRTJYiiX>)`Bp&4(p>PrseGS?}h91FY-UIcrx;eeqQm+iGLc+hdH}_+C^}K74p@K zRlLnC&bo5FHvDGfAnCk`ZWd)kVPfd^gjL zJ9T(8c6GyH4-@UTde9C|9HOz>V*3SINd|C|0ntd>Mawe;jP?@$r`!W-TymCUGKZmu zQp{k$Bz;cb7XD^q?}s$&)wd@b>^y%awwN5CUdPecV5{y(_Qmvj7(it9BqzGCob6FE zkniPN;S?}fq}q*V%ffyVfc9W#VMH8BRF%FeAW(4fep(Z^-Qqm!r$~NKUX&aQ%XT1V zDuiYxnSWf5lcNN}^P2Hh?eqqz+tq8S@>Z%^IiQD-U-8~9v^yd;*tjH<$4Dq9BtNxi zkx=vzHwMi@sSAQFt$y@pjmJpj^e2oGhoMe&PN8Oa^nPtod=s*3g51r%R|4t&GKHB5 zOpY{<-u0HmSx)5IEKdUY)9L$#3jQ-O-kW4o$;|iK92Hv@Ki;iBUvg`IpuRrdePtEb z34jH0S%D$;Ju@&!@nTv03iJ@=v*Ut9pGv<-_?bgTKRAi~wM9YNs%0s%RKxVQ19>L% zA>FJB<#_YN+uD=YP7G*w-yBU9@b)`-ZM8oOv5)L~hi3bx0&QGjcI#A3J7#z@znZ9LEJZB(mpcU^;Rmr+8ef_R~&yd01zoNDSRLn%; zznkx$=S_|6^{EQpk7C|#{C$g67TB)nVI_`(_;tm-xwy4Lnnwvra_Z0(>OkTM<1?- zeSt>pyCZYhVxQkmzYrY+&FPUtHqaNT3J-M)MhNyrdS4=MuL!F51YUEX`&-;s#lyXS z$;Q6JP=1cEA?(&pzWR6~ktx#^)`CQ$ShHP(q>w@-D7P=s`w@=dI_>kw`*mTYE?<50 zZaS0JtHk4UY!yX1&*HcHa}LAur8UvA+Lb+GNvYK2%&&^z2_f9e6ekb*mIBERh3mgK z`R>JA2eU0+FMO@b;T#Ko>0Nmqbe*G6ROCNa8S7eC>T`^jqstsq<=VloY4Z*Nxkao6 z-}%jjLhf%y%O$5RCZmESDnVCEy&rYjp4sxf(sj^KK^rUEe7F4t*Le=%uNp#IQiM*e zV$q>eX^Dp=Y}KILGFs_%_8D`F%Iw1#ti(z@4qYGHAw7E?$c@qxX`RANf8u#0IA}c_ zbdaLzl<_*VAll@xH_qvk-Ae6J7(QW4R=6}HRjhsnk#}!j%HSuT`Zo0w+2`4@6g@+q z-3HE{c)Bn-GGT|d`vCngw&lPBMW#?BTaD}Ny%^h9uiv!k#7X#oi$7Oj>e-*|z7G)7 z4mGoEFgwcEdb7tcP42i&x}}LS#`(fObK%7!GDB45xJ13hHSM`ewI1!^XY`o3ac+q8 zW(yw)spx5YkntBW-kys_pZm?nm1Pde3Ya!;S)TG?UFzD5W=kBqd*Ubuo3>~*j-N%Q z0CE-qf8~_mnQ3$S!>=?oF03SZ6EDJVIvSTO`{l9+?}ft;NHGVWM0ZmJ1-y5Ddwcjr z6n(#VmRpKOoD{JGDGscqnM?=>HJln?Lpsi{I*%t~2AK3Zo&f8-uL~m9lOtO72i)GI?zftRtPr z+=~4Eyl+-2mC?qJNBmW(KVj4;c0v%e6^~2epy2xs>JJC0|IN#ss zlph6;`&4AP{m*>WS6@<(EaVL7DS_BGbOgoV=Y`d)*$KuZkZ)qG1fgb|JbU|nd8;0; zbC&%67_I)8ek*`5bM|_-Yz$Ch9M-h6S35Pk;HtJyHFVHT>U1sXmIv8wGkjG2?anM{ zxK)8UfB8n?Xjw#XSual4@POCpvo$Wq86W|(Ex=C9Mx$jt+bjrNBdCQyHLC6O=xfTy zuOrV3CpYWD9oHBdfDa9JtnPym3f`1>gZ*6S)7k7^P9o(Y9G>&9>myqq2Y zTf*z`>nLrH3vjIL->37|CGGzOaB1>$n2lSp=T|vc37)5uTVd%tMSS^%mQrtE84L<= z03FAh3WPkW(hFyw0|@Vy2A#8)NTG971>P_KbP+We)loQ2==UeJ-%A^0xF{tin?s-L zlx522OvhsW7*XeL2m1v~Y!;@U*i9EYd*RU>!&4tS&8FHZ#)!Bx?l2qNi5bJ)$N0Pp zpdv1-A-68T2GhO_?gbmW(2=wPBO)xv0ahjBU9IXg&(i=~V*hgq@iihhtphOhb;fw! zc=U54nnse<=;icP=y?;v(m&l-lh6owrP|C1hq{=H=zFX}PZUp8yMJ_nSI zarHkAn`t~=Jxm_Iw6a?zLJ)mBb3Ewv@Ai%ZWW+}I7F#l~5+MFA_jzJyJ zOZY@n$yi?#;~oKX*%*u0nh!td-jLG?&hdsGjzG*57-W!YHB)7a&BOfuqV;EM3*m0v zhjM;k5b<6+Q%t{U&kp^7XhoUOyNtBaeZaNU@-hnkZ?N!)5BREFKBgkjSDmLR0vwlG z0K4sRoi0ppG8r9FNalrIuq-uKTYBYwOssx}eEI1PzuZJV4UJaup?lfe$#S+<%xApT zlFez1_zp=eihPfpF8rmuo&1hgTeWa9n@~fABZp#f5(k;(G6Paf zzFzd1wCtkHy2rffPa2edj%Brog4Jc>WG=$z{E{j`W*9(j*Xz1}7;-Y(4gYp0py{WS z-Of(7>&dKDqXfILp#N(je%(Qe$aeyD<}$&^y^?kMz542=B5f6~>Cr#3d;sC6fXY== zDGUhSd-py<*HdX$dbnv)`MWVmIm%;$tKU8?X5Adf9}sKFgvcI zF4|^eabd>Z z*vnr$EV#X6RSAHwJc3K8B+Iu&gV}2mp?Br6cY^+AMEvClDGYTl;2egl&EWfhP-b!T z?hAo_Ua7_S(_W<0xk~U!=P}*k0Kg@gK;#bfh>-kz#y&#GW4N*uITsZpDS!6_ppK*n z`Ak{@faz`v1}ho=!#%2;0|n$R?dLI>{(3-#FYB$-q>+Eh9!RLCE|BO-oe!|+*iV0! zM>ar+T6bjjJ)9yZsK;>{MrvVV@U=cJa3%ZB-D^|>qz*K#>$F2F;L14u$&d7*)H>1a z;DVlsj!@};josWJRxJe?%Y6u0rGz}e9cIj3@h%G7KI{`G$$)AT&FBT@VPtLb@yz-y zUO>B~3V^*C;L~Eze_%#_m#<+#X0SDpS&6o8k6loAC|e0W+$lGL7;(~UNYT{$yg)It zt-iaSq}fVrEdCwdF#X|eWMMHa@uc62KC0Lq0goBTSduMm!P7x4(H5eVKeIaxS`N{9 zOGej^{SkCKpOJlwpy%NyEz_G?2Dr#_YZ3o<|LU=iKou&r}FlGD45w z*>ztf*kqV^h-7ct4Zq4f(Mp}z9`mE00@=Xcn1%sXB`Ec4Hgdk|Hda87kQfn}>OkDz z9dr?#=5BVKgQ!L`ctRkW8VHTUh~2-M<16^-8-EsGh25Ae19UN_vE-qSx_4`H%(jAG zfJDYQaG&#dG?0mMX3A7LEhGH~4L)g{#B!Zq)N(Ivz;M9@a_hXmYie^0h<-J|QFN;r z6Vm{l{RokJzG)8sB{N=;CcyT$OuXY)*fcEW6WERA>toe9nnI{_?ax*UI zFz^Kzps+Qr9%?7RgD%|yq0m}LP(PkvUA~X-yQuzoC@l;`P+ zL!Z#nd_QE1KqefL8_9>vKL;*zv>*-$ex+}sO1_{){AY3cSL6T`oinP>AG5muxQl$1 z{qBU~#9LN@n-&hzgi>X9=>;l6qN$E#Ro{oPAk!=W-7s)a7FMR!fe}He+ zXx9LQ;|w~^*$~GP4j`nnl@1zh|5+9#O7IKDgR%l4z1_Z&J0mBW)<|E4=wzx_Upjji0(eD58F~Nn14bB4RKD;+8sIMblq( zEwLw>-r*(^<$2S3@5JMtC_H$^cQzKL|8H@?xnx2F@Zzj#02-ZvSdF(e2{^#gCZr(n zFCt0Px|ol|1i%%xKxC_3Kru>90&rBxxAamX5uj!s67>K^mNNiB%zt(@_j?vHsJ4PA z;*{6(sI6Rak7fiemSe2I9jI7eVe)^x|1lPV^e(hvcUviMi>`qAx)llBlLX1F8y}FL$YpRB$nW>{&NCDm3#+qpi;I?2oU~fRd+a59p;=l~v1{XaH zTo?*gJ&ZY+R=40%r~-_hr$V$#_ z0c|O$Sa8X`<035gFV|7Cq0EM?ywTtweT#EI-b60&y&xbyLY*}&NChS@`Noqoq=*?L z2u|cF;Ic>~zXY9a!5>F_VF}OD-O*%sK%Y_SJQyNpXOE=s+$sL`ZC}y*QkCkMs%aw` z!drs`-|!6f$!i3HaP5Y^y-o*@cXkZ|cV)9}2T`+W;l_hwHv^SVH2e^KMH^6Vr35HP z{t`f5(*COd;bF^X9l~6>4;a1x%`Si|Y5PO-dor)>yXy(BzcRu>9%Q8t-z@onm1XOB zRPjpZi&J)J&{qvE{8=bNSlDl9cr-{uL4XE%-lWZ@72PSWh5{|!9Jm#bS0iX9f#WY6 zEFK?Cn6<|eX>;4JV4~Y*$O#&X9CxD$QHr2B!^+Q`fe-o?XqrJKZyZ;+)r;w*E}Fg0Pfh0~{=0m`@WB{hO--Hw&o;<)!<9_}QT0 z9u$ht6&~Gq)B-ApP!Rpi=fU4J^YXG>*9v|eU%*@;yJo$c&c6%V+P=ObO-w4BAOeQ} zOgS`EX(gCLih1#}YeIM)c+y(_1f;Mu3b*#;RO2a1dcs8=;9BHHQYfKDj!>96x?j6Y z;nTgm&*@;FDO^T#V>2_S0h458@x)KAikrtENX#E}Qd(~suG>%@{^$avyd=Dt!-Iz~9hBVs?}5=d2g31aEIrI8frlZ(&nw1!)hU_ZfFbi*>q#WR2sv&0%e2jEq{do$ zreV;1SL1QhT_#MUX1k9jY-$bIEt*#jKx_?DqJ||Z1IHJ9Q>GEIRYvB9V-)~@do-2O z2>|%!MwV)Lu$_VYo*DMfF92bb?^9g|?xi62&*%sBMd0W^XmeXKE{oWjPC+`md$Onj zQSb(5*@%LI*dAg+{k$+c;;4^Mb55R)hrEJEk)uTihGb3Lm>UCp+R*ZE8;_=oHjZd$Oh&uvZLIFj9`e zTMVhmI!XbjL2caAK7y&cvE_L16tSlSMEhj);Z}D2exEB39^76du*Egu<_pl)Fg1^= zO3l(6jD0>c*f(&@$Z5BXdWb0I?;}LaW1h6mRIjs}E#!U2XbGZ}2(O~58bL;*F`{U$ z!N1vlmxBz83taoDzI{QDe!!{#r>ev*k8d@Xfaf7A2~3CK2OJ~s3G5f*J;&a!f^3mT zK3<=&@?syuyt1=c3mGgtW1o$CV#Xr2!}Wec6@vs4Wgci3cwo=|W$N8b3N zQp7*%opyBu0oF4Fa4XOeFy}(EpOZko_8Ea(q^a*JI-DJ|$>x#jFl%5; z;S$>+uYyX-=A3SFf7&X^?it`9RD*8JD3nQAePqlwbsHa`g#31SIb+1e@T@zU0DtJK z9mwn|l7Mp~T<+Pg<#p7X0_io&%Ma|M&J9N?^J7e2RUq&Fg*}F8irFC~gysB_r99Rh zVyFVmh3z_>`BVnEj?mO~C%~?k8d$1C(-!k-wY|AeZB~VWZy7k{K7K<+s`hK=V(sf5 zZx=yv>*Kt1Knvq8*n8TL5^xKMZ_f*(DE#*M`(}XLI9$eNwGtaSY>Sc^nHO0U`_u6X z>8>`HCjOeVTBCdhzofB^SLsUN;pzZq4L>UpY!G2Ue|X)B>kK+Hr8Nd5@ci^~&$FA6 zsp1;g&7mdN-3DbLWot6vn3L}Y;6Ol^rz;+5*rkKP~GS8=Eg9V%RpjL0v8|&YCMFd{PPYD+XYgRU*bGLibDxK;;`V|{w)PK^|3hz*w(wzKN;$vfaX!y zD*ALR#vH>47jGUD?Gjrq7PICWgoXFQDlxMF+FYH#JPS@{0!_%A;J6y`YOXG_VII%D z7x9+c&^HO*_4+pFmMrN|8KGJG0_Z&xRqvjc+Il+M#4 z-J|gchYTyFPgfF>Wq!?IOfU@GPDxvKPO z0pa5VJJWbERXt5jb7_+JYX*Z>r=IGRYX@0}%4gpDl}{i2tp#AtU=2TQP>QX*iZm%?@?(?swr?)8HnmVEa? z%FiUwf=o&+KQcHORd>GKr#J&GiDkDlroevZ_x%Kg{feB=oV`dtXhR(d@-~5KSSEqH zIK)8*CGL0&Yl`0BaF>WJM*$gP{ysOI~c1ID3EYWG(!9(xIfN| zbz{&{fvC9wjab|hO^|kkrpD#ns|fH0Z@UN<4%SFjA@Vw(kP=J*4({14uY=IHoYjw5 z8j9`bA1{*XID=kB4O3y=5FE5n0lZ!4YI2|k2b31_1JYYx8jiEFO%6Um!Xb(i0d;}^ z%Cf+9I$2D#Qf@r+Bd>tO-Rz=rJkzeBbl@Z?Tueyc%uO)`pL%X$;@Gg{CX;Sah?~k9z;HG(PR6a< zu^gpl@H;+hTWtt*KiCfGu`ie)%WP1s{QfL6WD68j6b-btq4hT)3+M%ToMUsnz}hAb z+;&23)bHkHZce}sdeb)7oWM>5;ZViAABOR#qN7i67d#;iC$D+j9>~VrL6=lX_jN;b zCCEUyJYISzF2`&EDVr1_&Yz5An;eeP27cZ}b#wicW^rQIAx2OILJLul24)z!< zWlBwkP&P8>k>^A#s82MdvWdMCSO)^Xb0}+rOVOERmFtiUTspAZS@voJT}rB!aU%^Y zTXBDt=iUx{$mxjXhz0gk?`1=h=x@mzsEnAo|Eq_oa2s-3$GhnRE#BoORqvzZ7@sSv zE?{7Ww@pF7?dS+fr7cNL9h?}qJ?D?l73ZHfe#hNxhiJ*yqV?J)DUMSWVv4_866i(@ z@HVlXu%W>O5fKq1sx432aUOf1m9nPgV*jLnuMg8;;+5#bPNEVO3^IcY8c1NHMIi2AycI`??2_h^>XN$yWn}otjs#D~ z2Z@b-_i;0?sbUzs|2q7l>@9I$PuStRv1JC|4fDn|858BAKn*FUw}r|nh4k8^JEkcG=sM-;>4lPPK|z2SM-)kog;33-KUDi zu`$H#o48vLP_$qOrZkCcir=i*&(^|1G&U*5I~O_|1z9%g)a>Hd+V_@us-BHsk5x82 z`Xu>A9jN)(e7MWn^r=Bvd^O60A+-)?MbiFc5{F>eQH)tpj=pNKR1pugsh6e%< zRqalZxL1!dQ}~jI2wkJu33kGTaCruD1@}-8Z&oH*oWk#r$TjqpHu9BQKyLJ+I}d== zJQBqs{VZUfy)b>1;xHt$(B>vX_=E0hJrFS9XQ3Co7U!O}>Nx`aB=OeIaQ7C0gu5-qc}!lONE7>Qk_N!p9xGq) zQw6_Mp-KrL$J4h$I$V;xXDP3TSf>26u92T@L~v%`K28!iK-Lp0Lq2%<&=tRafq(eJ zo@vSc6nr;tNj^(nD8}x-kSXr^+2yP=-y(DESRB!2QQPZmSpF{*uAbkxDp%)I+au%qVY=pB`mc^W~EAk?k_l!YVRu zs0F?B3!0q~PGeC{YNcb;4*j(^JrbO(l0T?9c(WRK)qO^qI5 zC?oLLWLc6)reSw!AoQ7b3i{%1N2qoPWUz=Ol|Oh66p8%aULUc9uoyEEbzo{0tugH# zj}ovQB@tW81(zQg{&5T4dwwU8{EhCeV;nMg=L`x|Hq0y(a1zs9uVcbSobCa|NEBrQUNak)$#D0&;Vu2S>>E3yzOFY(b7B09?v262 z-#prW0pDV>OXkZ05MiGQn1r=!BwLGi6jud#KOWwdppAd_%Hce$wfP;;W9d(Im&nKC z&pA3rbRy>9rv7@2QbmisAQ>Dg;A(`1WmZ*a|3-*rzYXcqyW4$slxdx-EF>b9f3=QA zSDBheE`jKE3ewAX-RCR;=&9S0$A(V4mHzClpiMP$pK?!SNG3%-kYT{^T6U^uGwHn8 z+!>d+`-uYs1x7g{q8CcZMr)?nPT*jdG%X73%apE62EA2XhcGQYrgRQa8^;Rwn6FyX zB`J*GeuN3H7O5cMzI}HUqPs;O`t?i~$r_o{YxJ31e|(j+*2x3>kCO7CZ_UhQ#oiAs zsmHZ)pS#=v{JQ7I|Btb^jH~kL_WuPzR2mUP8l+p0PHCjOyStH=k`hF^dxNwzY`VKs zLb_AB`Op5|_c`Z2=lA6QWWV46n``EpS+i!X&w8&AW*0Mwx2uh}uUnqY?`_DvLedR* z@5y*X>Yxb!qOgy!X4xvMBfgJzM}H;z6)7J$-_%s|{Fz+hPRRAjKbOo?evE2+>B304 zw>uc#{f;t>!W$)Q{R{2M%7>D5m5Fl@HyYl36@X=(3kf{>3YVbYUek%4gh;e1CYRe9 zz%Yz4agq-95Kcg@?&qN?%3A3!>uK86T+f~(KPL;J(b){a#kUFMn6W6KSN{(FFqY5vOzE!At~5ZC@!OU$L8lu&vXl&TNv6I{uC`lh@uk{U<+p89B7grt z`qjQ#RT1aPR?-)taPpmq@3NjeT^aqvi&K2+EU!{ z)HaVi_`9wmSwdp_R)UGsBjiX_s^zIZ{PqSV&wDd6mw|Nsu7N|G{5U$@)St`^P|$oy zcjC{0kiZw`6vM+BT@UM%&e{#&lPcfi&Ix!orqf+uw5En|yH8m? zY44Ls7IFBlO^=n&gvRY9a};9PWx_y5J4kHjMV`G}M-o<(q7;?xJ7^A>G-a3j>QJun zb-T@2r)(J+kaG|Q6IpkQ)VlUGr5meGNd&NcImY^SD#7;5_`Us>RQ^%{M&2-SKor@J zHY}HKK>_N!!{O=9-6G|k2eoY`vn+L^0n`rUGfcpVO`30n<{}A9#$fLduf@L=`GH2G zRO-G%WrHCz2g-5_rHTu5RK>?ONf?_;xPyeUhJ_Vo%^5?rnv=+ORPjlk(vP<-CkdIS z3vNq#)Ngv{TqW3HyI~BKGyfewhkhHisY~wZ zvlX@(k{g7m1{5h9gqp-;Ra{WiR~*{m{mOT>Kqi!cs6Y2?m59<$fBKdDjW1;&4dwxz zz42eMaQeY4LW+;Rphd!g2qvWvRJv}a)1&weiS1Z3s|7k7WwMumG{)W=s;Y#r$7@6Q zPxYG&A0J0dJl!fXXZqk%m!i|A^a=vbWZXL$cwTm;X=`lbg=fEh8rH36gqhOFyC*6X z(yXippGD^qUK96_F9H3ax~p1eB2qhCM6Ky3PBa$bAGO?-$VgdF!CTT8mHg;pWljB8 zt!X-rcr~UT|7zXBd4|jP6AktH5R<~2D90G9KX=k}d)Nna6Aff%pIN%oS)w}o)Hx}V zLwXpDS|$l19LfW`K0?6e`IjyrvTJ22AJ)5GLniTgJf`n` zHu8~&3fuRp&>^hRx~#;ynRk z=dbPRvcbSG{b+rH=;P!jZ0P?+rC3Z$WVuwnLj|2QU$ zF=gx8!)A+muJ#btZhEcKj&7c0{NG4$5c@yE6nwwyyn<7~^M;Oo@Yaa1@?vTu) z)^>Z5+Iol{%LW>B;9oA7`~!DxnT#QMR*$ZQ6oSaZ#}ZmCZ6Clz#qgIbKTt^wWt+MG zkhF1qJ}b@Zj};?oiaxu@FN5;;-#f|m9CUDO2>(b56uq!2ai`?zIwt=MZc1zg!gv-~ z!vDZ|L`>el#K35e^r$#ZTDAqi#|_XHJ^80eBvYI(7p7Q9Ts-=02`?{pCk#l!UWhNl(IpJ-~g4!-ubhr z6QT6auzB86O7;xgBjuT$$tAj%aPH%Wb^J_?v?Gu-$`<#A?`I3&+=bGa`N>n28zA?w zLw+0Hx*qT76-q-wLB<9&g;pyG!91$M<#0Vfg{13Cd+8-ddKb zRLxeg!=*`uVSqp4O__VgFugfg855!9nN@k zQTTyc9Akv&#%m?Z(Yp1P47ZK48VjmT6}!bOMuM?es%AT}Zv^uxGZ%Zqo&9r}M4hc- zD9klgF>OY0otQPxY@dc?@*cdyA^*%&$HFNgsd3XKmmfgH$4M$<-6k9AHBsC>!+=$z zuZZ0&Yo~EL8^JCpm)yUa;FZZo<~~3UbtsZt<1Lx2Ym)Ys!?NRXA)o$3jsGpo_1X2O z1KFr5=hJ?71b?O-@vGt0J}ldxR^@`-dv@>bu&{57PVjBy_(JmtiP*=M2;Qi&G-RLd zqa(l6FfIP__*qD1VOP|aPco_kaugBd7|+nQS{hkNz503I%@?D!n|8@a*SAm!F^TG) z(&wxc?trnmM_TB$Bhy8XT~mz6uHM*Z_*b7+WlL2~6T*CFGbA&_>ywm)1z%ZDX7R@G zdp!Jj-}lpKuUkFzxZ!mvQLu}YvlUN=S2#_CRz%$N_*8Nuw~WhoRF^xGOP3AtRT^-p zu=q|G)$*E`-VbyQ8oS*T}&D?02z3$_^`-9r=Qk5Ud8cWmV%s$y8qF5#W?ln&gE)LrQ6 zR3UQz>PblztybzzS6esL={05yU+eLuOQbGr`|F4ADAR;$fdBMnts=mys@owg=4HuB z`i#3lSWpFoTw0O?6q>!ClC(4|8bpcA)j%id`#zm%_J#hu&N>M1)>^v#bpP!uJ&hX* z8DLOIq|U#PG97?asa3CD(q=<$QJj_bgQ(Ak9aZ+EZ87{zq~+v9Iw>cWY?! z`Qw=5HN^VKWzB^eC63iL%l^B_z!8;84e7HRQpcKr^!05IvLzFRj4X8aLDr6OsXwi{ za$b^8!wC}ob~g0#H>uwEZohaFsIQRr>f2d8#`_mSN@xVDk_6t*8(y7V4989vrT>)R zb({)*;y5hW(0-MpwJ{M-Te1H~zycT9r@K8$O5*){Hor!x^%6O=h=y@wQoBO9SaDY!{kt-c(CQqR!7kjL@hHcxKrvMD>h#oG*>lfhfB+k;hNVL zl>ev_uPb`bG(H3w^fA zh&EK3t)_shu{-{1Tlm+IY)Y?x1rFO|wR6t!?s5H$lw?|Z1WvF`ixy1ZFnzpRXl1Rm z*ByAvd;7D5GEn7Fo#*>kq1Ax1QnEmDpSnEmtU62@P0|?=x8KG&I@vrU&1$K7O{mF{ z>=aOk1FEqSHDsD#kWeo7n-=>+9E`r}NJkr^++{geecbK@$zdoek@at6U9l% zk7Sngs|+&HrB`p~17Z+UKQAi;Hw|TD8LS3wPZ&CwCzDG}s=^eCx8&AY;KOsX0)ZpzC3wr28{m zMT9Av^_m0~QaUBzThhO9xn{uUwCoL2Ze{dBrhZ2 z&urKT8r^gIW;_|3_$0bX5jR333Q6DE_9;n&HD?c1G6&_;lb}N| zxyEC>70SJZpNkQgVGV`xe36Ga1Yu0dUZ1T+c^yDr3fr$dvF@k?B4=Yp_!&a@q;>`vwfLT`Jv*_G1 z`VmN1$q3TjQOyB#X75AOci*e86YfJ<`{lK-K(NOay6-kN1cKlDcNgL?Odbwb(OF~# z1+V1o#k}27BaPo6(*_rS({Q&y_wK&Xc$V5heD-yz`-Tbe`GOXJgu?YD_GNL(aLLp?2Z@?c%VE!i~#kpVsBOFC?Dpp|%`A zjA7bRwD8%p&URYEY$(;k#;K>4WYva_$M;SCDc#2JTH2%Cx|(ra^Wyt2f7}&GIbOKb z!g(bC#itMsaov@l@&(V)CeZZOoxbf@sh-(&fuV$)-lpq;TlKJ28x#;x$@h@W@nIMr z4xnk}87EbotN~`#Su?Z)y_uqLoX&=P$+2YvNEMt}flxWb__K`;2MB0>|2+J(rFWnA zH`X6_o`_-e=nik5N06!D7w5SGA~7I_H6-I+WuSp8zkvO=Bx^V15m=iJ(xHur+r@J*Q94#zwyz1!nT^6 zuB0mZDbI=aJFiL@SyGJCz`FlUwL~M^ImJ$pL`~3f{Xs3R9lqdE`RtJI$XzZb zL$#Y%@48=Y0pP|6=lpcPp{8IZUn!{hIFFvKoo$88Y@_k|`z%FVwUaW$Qw>X^#_0uWsF{RTLGno?`HG%SMK#V_;zizhKaR& z=#{@}&-u6dyHe7$;swvL%;m<91}FD0SZHJ4$bOpI7f04%PNS=X*CZcrSL3kT2^9Ke zN8HRCR^StRm}_ZbXr1(1QdsSgvGjBkbx9|#MQit6ICiaZt{xYe(bWL~yn|^@cTPWs zpL7}jWenU$!Llbev}3)MuNN(&y#wa;twJTdW|iWAvSljSE*E{MUfnRF_^Rol1aJvt zn4)d1oNv2BL^Jl8Trh$dGkh$a_ntONIK{mlC$r{p&qwbiXPDdfH=heVSWxC&?EN%m z$&6&U>v$0}rCcG#J3*DSrYBv#%{_S9_>@B&LH#(B`hHG}N3&tBW#P6@@N4KFv2W~8 zk`wP-K51GoK}*JTCZCyWjmA3t#*u0JWMy#cm%&TqAPN$h%Nkr5NWnsur}Fz`%k_5= z&qesm^KG}QvhmoyW#7JNE08vlXZ!84c=Yb*EGCg^JXum@K1p`9WS&Wr%b(OnQKhXk z@2Z26U>-0d*`DG#!@^K5@%eJw4~eNLy37y2WRTpsXtppXcZJSXA`7 z@wce*dCDYGk&>O_Ta$u1K1rPBiOGg+vjPuIW4Y;lr|%+4b3L@17RN)jsBH1UkcZO} z4=fMkZXU084KaU07s3NkG)+@os_ZRVlP$BV9CsZy)o3({5CuG?xP;{{Tcu5e$2{GnN~x?D9!>omE2u|M4vdFzHfh(+@sAr z4yPix@wfVzQjK>oOG#XfT08^3SUBI7=|_oJ#s6SjTIOkixONsg(OHPagv3c!sa8+d z=zcJP$Xc;(1s&C1!h}Lho(DE9T&ky4RoPiw5^opHw{$_$QA4#=hD~%MT2zC zd`ic2%~~H4oM?acr^zqLigUB47SaC(C$d`eHxSWB%Fnm^W@sDYu z82+VuTVE$!X$HubKh$z|`)g(O!Z)qPWaEYU+1?KN@Hox$yc}(ZC8G$>v#opH9uO|^ z-@jO@)H6o+R>vbUN5ck87%*r4IvQqeW8Y|x@Wty~C$ z!$9?5NxG-I;W$h=vRZvoonq9{A9^Ja?6NN2qmeg8I1;{_7;b5st@d`2rB=bEC$F2f zd1gt!j19WRMeOv38301iE`Ca!VfaS7<4hhqkQdxagZkp41nJ*=>u{LP8Jzb__CRM5}TX)t?~ zjIoWHVOw71|E0!hJ)Da`b~@~FmO)cC5Om0OC}bYF7Tzli+ZJv(P8ip<5fxUl>bTI# znSa#_w6gtgRvR@2$hG*~T_%guchiJe!kO5NK?ii(yJfad=yMd$ zFC-+jw2xNToynQr-p)4TCOf?4vF=sHL`xcf;N8J!EYB{@sLWn0z=r4r>(oF;RxEQF z&eL}7>&!%TPe|!*ee_?YZ~RvK-eJDwMt2Z2%}6uBX)B)c^C#-DvBXz&&bZ%SvFWSg ztEOqAF15L$q<@LO!qoDh>6_T@Zf157`o!b%w1im_X=b)N9nDw%NZ`Cc?!$(k*J$^8 zC_!{c!@8PSxNz8-PZh2Omgi+U%Au6=*~%n~U2+lRc#U6gx1Qr524A+H|59Bb zS89{n+#ap)tn#5JvGbIPk1Awww?53=*$9^qRbx(u!R340yM0*1g=R_TH)ru+34ax< z-5;v!z6Mt(>qK0$Kd0O$IUUnRhm!`e!0#O+l1Q1Oi?BTzypmoO-K$j^`)AE)C7o6$ z3#>#VkarJM3EfRM^q*@-vlgu{Zz|vSeG2%t_nha$MP}q@#3A0JtOz5wd`2ZM;bMFj zcG>4V+=x`J0V!wbeybD3HwmRIgq1V)z5E#b*!;?G%UngD#SlnjZY&3&+lJ+D|DyW4 zb)d^}?WZ3KdA({WA98p_^75HE4d&{1M;h+sppM$yA8T_j$I`gR-khkv`WaY;Z(r6I zD|HxRhGF82rqb^bxaE(8BIfLKJ@oOV1w9WzF}^#^-n;V`V;-I=LO31Mo_*viR$~Y> z^L4X|YLuzt2M05hi}4V>c2j#&i`BQp?{+>AblifLCc2I5x=GC2zj6s_=OWYa)sdMR zyM>e*MRi?LR5-?TAgH4o^x<%#I~zK9V+>D~+M1u+E$Xi72G$7SB(7_KKnwqJ(1Dvu zU{I`T$SAEr%^szRB1!t}r&;TsSi6X>ueL7^{GrF-&U zpyB)~stUf6Bkc8FaOl~|OgZH0m1|Bh&=555Z^gKa5)G#fhq#y_MgKS{nVYV8+w#q< zDc-(Fx6)O3msqViiT7_!OeK`oM|~D=VAXBhBoT!c?Y{Vtg_53Aa&e_UkwUJDhL{w} zrB2}cKoCG_2W?^`8|hMtE61{Jcx{X4&akttxfvgT_#yA_8_i(I5m%zd$P|=?ee$nL zQyHBAmLA^NV#KvpOUR)sn%Y*%YJ+r=%+52AJFnC2ub8mXo__dNq5qMF9d)~UrP40U zwKszc+o!fdpJC0hc?f$9wYHVum$h|4pL>}GAxX&T80tf325XGLvKxuZ%ckq2Cw`AZ zu{_T^8>hcNN%n=F4w35)7+z2!edMH3#7R*}rY|vcQjK9Z|C?t#8gfV*^UkL7h4k5O z?r_emBgA^W)8=0Huskb&pzPbbRW{bL@&!%O6IZ!DUO-EsFZN}{ZY|61BF4JA-jq3I{$6}VKux$!e!EAC*hX~M0+&? zH$6~cFucm3%Z_U1^SE-=^Bi1iO;YHd=l$%TUn{o`(c4V@-0jc2s`1!}dbY}^qKQ^`dm z9^4IiOBV+{w}j`G%+d##QtkL#S4g3+^usAmQnJy|BgK;W;yp%#ig}6!NBB)@V=Tlq za{b`T-}(AVSFt(#Isf<8zhva*CEdS?{RY4gR_!o}dEKqF`X3xi)7w=Kthj~m8OxFd zV&CUJjE=kxC2|vll2q6u{LK}8HLfx@UI+{BYKiIYHOAGOq;?t>FDEDa?i|tQ8meW2bmv3(cjBk+f z)AD#*Fd4$u7KrD{YBjWQO?))!Y^s@&sY{)JEVkOo=armQnmFm>eZoy!`luPAG@gyS zw^v%(2{D0zej5KEHEU>nm+ z#fTF{#Vk^cCVI=jvY45TQaeX@c)HqMP8s;3Qi8F5J(}K!a#=JRNj>n>RumP>%1C?+ zuK}VG^Ov*XS2j4$E=>Zc_$*FbM^gM>M~r;7m(s9s#5+hN%lbjZ;BY1Cqv@W{gVy$Q zcfIPcaof*|$PW>Yd?#0l7Avim7u8ivEZwQZ^r&xZA^)CuSe)rH16S;$W z0R5l6Z*nB!DQQ23G;11Z+3ZIje^s|B^SNoUn$is=Ff3Qg=F3A3mvyzoY)$@Y{G2I% zidFAKb3VVt>JR&_T$FWZY3Gp7NL7Y>Bd^*N0Oh2FqPj3 zg);@cnW(GeA;oD*EOr~{JlwsDc!A#bvA=Zqcn>W+NUE*8UsbnX?G^GBgjd9Ti`4f- z1ZVS|Y-!YH`7agi8~$At4(Z`ehsdBM45TVn7@+A5$1u>5W!-5=m=XNmB~H$bRiPp~ zz}!3!>&`FfCS9|7Ug#=fCli0u@9#$c%`dk!jHmP)ZrD3rUM4cHuy(w4H_dt37>s*a z)*VBX8H;-}l#ll%pU&PWq4|CaI}yi=cE)jo(w5;=7(l8RVd-|sNNQVh6{ zH;hs%3 zekEBF7N#d7y^2$b;tm#LooELqL_^4o3Ki=RR21E}i^cRkJ6vZHCE4}!s~f;4k+?bc ze~OwjeTK;}tX!X?L4nHeAXE$y;TGusrIj3Kc%*ou&4wWd$c~Mj#*%-Q;}Owx@=tL% z5qM4zr$?v;&!dQU;g?d@GYHY41Qa8Q!6XC^&OLNTV}GKV>niASB+lG0QPn%}bM2b@vutIw6-&qhw|;LN)^Tp7BtkL(9O5ItuSMd&hcz2W&& zBGhP}WgbmPCU+t}r}Wt^IWpF_$)v*iFY89j%*Zw|1f@QYk}aCDKfVjc9zy)uYitwq zFH%6zR)MR+f)|kW_TEXoNhZj@pPD}jr)k9w0A6{EgCe*Jb2qVkfjXs2GrSx^!73yKv zc6dPeFtrQmbI)lrQr*c-QMd~pC+E4V|5mpn)`9ox+OU_mpEL~dO<-CawHVP5fAP8>Tp$ZS4u9>ng1H8 zmCp{>NavKJ{YS+HZ8%#&<6b?UZS`00ech3Ahm;-z=9wr5l*6B_e-qPw1+90ZN^zDm zk4!J=k9l#XpLU(raqheJoI7wHJVgGL3?ko@Y7K5_o!&_%OEzX zVz$P+?GsTSEa?l7P7N(rYGH)g>aQHVmQg&eB}`WP;=Tqx6QazMW-c=47K+_2F-Mu! zPzV$;)M}bF$S%*$fz>UE<)(ZlL8*FyX0cp{m4`ApR@%W3Sn5iCX^t8?&GMJkVj8um zjywZJObO{l*HiktDAy34XUxu~=CqcuuHP?LvijU9rL1ekc+iKW+Y~4RVG9UfQ?ekG z>m7>$c%);c&f@~<-$kyjW>oJi)g)`(xzT~EwCatU0y(f z*w>*4{Y9>flf+#8dx?Hlw^moa-I_YHCy|?x7&#_ynWA0mrTErw`|&5k=Aos_B`prt zM<1b;iK1K*_mQ{{y{t!y!O`0ludH`1pPC=Bk&4d?d5}IMy<4|eZPwx&BO@F~+YT5o zj6t2mpOZW`!(h-NdBLG;9n%Q0#&%QW=nZ~|AN9x^jwb3C+NC`gjp>EThTuyY@wQFd z?ltD~OQbqdFqv!bcy!lhBwTP$lsM{{)+*iDy$E-F6G67bwpJvB zDNz`~K1Y2wAE-CEJA&4! zjyxFY-LuQGyrcdiBA-tdDGRiJ#>{3`^)mdc;_GxpA=`a8nE$3>U>0D93OvCTM(+2i z>`8~L)oy4yG4k}ctfUyHQ9b&!!KK6uNi7nGzSj#DW;+Sna*1o34yfO1O-jXYrJF{L zFki&bEg_wXb-&j<&d1&RJHq&)oAQj<-1{^FQ;hdnn>5DSpz`7x-jPTax+vyz^%tM= zQHcVp20lyWm&G_Vq2(`nYJ8?_GQ8wQ`!x7&0 ze+XS?N#|*aJH(7g|8D76Bt~5cf+7uzH`R-ku{`NxtzE$K7e`{{7kBR2OT2ozkL^wz zT;N;jPraUk_Wc&b`k7E{jckY=g4q?MsF|8P7!PS;vJaF3Me{!f50Qx6?a+n8p#(NC z7}_P?V8!&Stl4rfxo>1SNF3PeFC%cJZe>7wmmw0!3R@A!B)*3JO5<>2adX4TxGh&} z-s!*K({Ee{*q$n`WDSX@iUwTAw#a6b8~F+8^L`;^ppO+g?w{6b6Dg&!hAuv1=G?@1 zwHur(T*_+{9ccbh`;SvZE!9V_ZJU}ohQv%b>f9gJ4Y(YRv&x0QQsPHlqFgE6qurxe z(C(U%bR{)1D^PPQGshjuX873=UF7n0w@h3W-n4*h!bfjX)DE(Jl zG}B#_ctMV~#+8Ice-|e+jX^ot6b=TOw@-R#4k!KXA~!sS*s^p34|V(JkKOj)Vl)Z$ zMtxZsDfPa^oP9LPckjf;yXW@)HK}p)t_rR?^xf(vI)};Hi<-F@xn9bUxC$2ieE01H zUya6RF^TrOYRS*aACPhM5q_j_GzX&OEs6C86RDl><#)FN-QyG<vEaR*jMZQ{BG56^kObGdKUmPZu4$=;(B;-2neEWf@jdb>v}G@%S>ZbXE5`$m@qBe!iAjDoef)Q)`1Q; z;|$R4?0>44ctV?5QPr=5o^ybV4-^uw*?(OUNy;mC!`uGQ!0ZBD|KemURP<1p=$J_?GI5Lhqa#Xb~N8)32x(*w|E4%cp$R= zFMK@HaG6hy3v;w#oo0YGdLYOybMc!z)17{=yJGkC)27snRO9oUMdt9kA3iOG2fDuZ zF10|U4+XVkCB5z^X;e>Bi8!s8^#6}oYZoz6D;Dk@Q ziI=bs^yr%`pMr)HPU&6_bftCKr!{<)>!4N2t6}u2kI9lncN^7DV@c1^QF!Yy`@gvA z&spRTwXb*Et)QNV+1Y?NqlHJp&6vgFXMpJGs1?!%AqRVNt&@|euok@$^8h`M9f~d7 z8v+|T8#Wu4mQK0JkG>*FCmhlrc{bhNa<<5CnWnpMGBc8(7aV=}QrNoEZS#fo@k+;V z1NF-$8}v%L>Bq>vK5pV6-+g!&oGpo3+<7PApN5Hv9v?FVxFCAXM)r*S zks3?1s|RZ`#6Jwx>lZEprf--O8xH;5ei$O1hyn`<2{pTj!oH#K;^Xxoli7P#o(8w0 zriM#f_l&Lj{o%nR)~!ZU+Z7(O7NZ-DeOn(yBP|f$OvxVDWzxxG1Oj?QA82G_Pnvoj7a@9+mxhUulR=X|bJKIPr7Y${7HW$qtq zp*Itw2Yrt{JCE;f1iZOoyB~CxMp^1K9@`#&oZbuQc~2ba-lHn)zX|lo+c}c$`l;;f zz2~V?PFFJV7=Bg_%4sI8Lb~cqUA(D%)@%n;QbaV$)|Be6;1QtVc2eOcBpCNk2NuUz z6EccWJVbFZsO{j~-1x87GOcDxg}xLvdZx6v-J$dzb*Lg>2$Ilb;zOYBSzmrps>B-A z1DMJX1n>C+D{wHOa_~vFZ#?YDML0nDmNG}p0+p2imkQhXpXn(YriT+Yh>LHEtrnm! z3R28(Mx2{h`7Lk}HgjAS^1TNk{$ZtsJC{(JvQSbe<|e=Q?_!)d`+HpcpUS>;afOS9 z-!m>S1fTdBKCg>y-{kLl%LaK-07}L6Sdt+T-OuX;p3^*6P7^#Mcd~sZKNayEj&$@5 z9OR=E9shS*QsNQm`Igk_zpR<5!_T~hp7=>&9CLkf;xn$*?#?`W;;|X#SPLa_y;3l^ ze9W5lgiI;CrPZx_5{jCOODC;*R$j$vZEZ9Fd}#=1eIhJWn%Hudg+P4NrfVnqF?)@Bnrj5NvR6OkYb>HeAy zXB0n5EPHf~m;BMCc%IPP{R!Q=ROd~{^d$bg{O>v+C?RsMP$`ZKuJED~f+L=jd=Zpx z-4I0Ow=Kexguy|rQ*h2giHGW@dOUTS^_-Y}yc8kc z{mEmEjeyZ>oF|ilGo0$!^8NjH{u}e&)stDId0S8mZ?8kqvSKDkk->Kp`2=2uVHtj* z?dS>L6^F*zlfrdji}Osz1ai((&^6SI@3S&Gu9N%Em?7o63gq5ypWxlgZBQ|v{DF}# zRb@U}kFnNVRY%p>Klq&o9iK=!msIoK(q#{#UFC2Ak!fjgP97hE0(!|rK6-zB?5-U| zv07_59)KATER_V&C1;M9IYNus;rg8?`%T1!GHDTDeKME(&JI`9G>CCsDw*DURFtN; zD8Du`!FbLlBKX*M@t8DOR*=Fs+P@6BP{Oza45Wc=v4Tg!9DTRyxDGTPdV&n%T2B%$ zX6b}lo}3hfLxY%d?!tU*N>FZVR_%c8!pk4B&(AQr-nQa3(?Y!7`-42-beE_#-l6i` zXlpkA=UDv=DiJZ;O#RF|e@D81t=;$(;(MVda0rcG#=UP^kYM7EmgJfD7$l=Q$u zvBd@J>&^oxml7Pi6)=99z+F1b9eb{Wy3~=YN9|n!yW}*rzMu@aIIoLs9{A^M313V} zckJ>(B8RI8SxwK|<<|iqH=xuIIt{X{9AO;fED;|1eQ#smD2{wUji>WR;bp9Hi8u;bZ;yj z>3irGV7odI&ThqgU+vgYUyfQiWqb~|G0VC}eD2Kg$d!o%Geecnw@GzNG^;J+jhy7c zaqz@%^#%2lJw+=7Aqzh2KJP$wuUY%joH|L48h}7aNrAjYfV|F>iHF@LKKJJMPcwe- zyWiw!c~SH(;5R6p53fHXY!ki$4T-q-epi~QCvZH+COZaw(vnKa6Eue?<|IGA z$}=sI-e3ae0AI@l&;+vT<-X40nWY*qa=6Wwm^06B6mxK}^3CR{Aqr{MSmRA^pu)qR zcLNy)=55O@f4IL*dH9nRoAJc&@Pvoz>^U6l>Hqog^GDFOwdT3m&M|Tk|4wAX7$<10 z<0w=qzbL#m2$}f>6V%jmS#iDXoDfU60S(L#>1gdslZJJm&IPQ!hnFj_{c>CHu1^mh z?^_;m7wQW3-cC2mxZL0R>~4NHO}jk-N|-rNUAl`aGjIqOR|C*0!F!(rz;u(y6T;tU ziD$S@4BY|8wUYapN>C2ib3s&bq@=L-K?3_wZu!E`KVNO7#sl7MKo!|xR(o6K;?s9B zmD*0;mOXr*IVHN7jk-}%_&jTDfXQ?*+!1i@2u4TW1HCPEgfe-x+wc*R)iY_zd{Jd~ zR5WXC2_qe2WZ27-Sk1l;G{W{h>_u+kl8i3iZG9p7=b!%TW7Hgu&&dFodm*0Wox)gT ziwyvNspj{-K^S4E2kU*J(75E&u(68IuIs^^$&?Wy{1AnF|DK+a;^8su3P|t=#?r_U zi+Gvf{?CBHc!rn+GaIf);Q0PM{jmR@IR-DscdmRaDDWXS7&@#*>4>IJL)`(2vr!oe>N?Tw6K{?B() zC%1xroW`J~x#8#^(BToC2T;F_Y;IG#&)q}D0U^S0vB3>}eoXjUERq0Rm!A1KVp4aV zANAxl7BjWnRp_CdIEbG*1>^tgjll*$2?p?cn~VA1?*}$jU9Ur)LE?n3095Z6IC~M0 zuE9$$R?3&X0CIreNW@~rSiTEF!D7_{p~RRLkfA06_0 zA$h9A5ws+p2cyMOK z0T~7rnytME*kwugz=gN~5XKMmA@HK$dqq?rX%?5w|dikcT?9Dk?$SO@kU!FYSkCPM;QU(w6(+ezz zIA1h8xc^vw8t^T5C*dx;lYN^*DP~~r*9rwZGnq0#grA~qJ=ZHSi+A|fgGXtB$*{$* z`Hwv=5B47abuO&eIJ@;MvzE{G2Av1JGm+oTOZ)p7wQo27wn8<)a`yB4o)P`eJpQkr ze!7DP`{4WH32ce}$M^sDugd?wzTvgk3s|2=c3{x(!C6&py9o6c|2Tswn5hg8(ojK7 zz^>E)b(|(Rtv|UWCR?~Y++AM)Go#fLNoWI!Q!Pw#VEyN4`p>89*8$_M&&VRUS30(g zQ&D|UgGS81@C@~BY>w%9@pK}ryM$Jixx(=|ID3BQ1Em^W@h|_ORIW;oXPTts0Ny3H z4@9FVBRyLgzC@|t*=^=#t1KpHjj^YG4*}1s=PMeaCFuQ~$e{jfSY#b80Pq(N^R%X`t!C^A?J5vA z2a{ecya6CBs`d!5Lu~D1{sN*1^2`Cq<6eO746GeI*en0fqsqWc`p!_eW2cVm?=BdY z>lXte^!0J+W`%JdmM18I-3Lsl+6V%!_XGldhnrk`0{3T17^Bns216J=z}X3i#Mrh? zKh2WkcHWyF%9Bld>zXN-!S4#F1_*HK-b(-zhO@$s*kCr4YyxbTVO=E0-9H zX5F6&IGXioUMGDulZu~y&z2jN=(YIxDCw8!b0GfbBKYUPPZkF&;k1rp_a|t0T3Q0& zDdp_3P!SqwOGqQ22G+ockR24@Bs9ARRK+TAVtf}8Po^6!Nf7{M{8yS|Kg|&OcqiXy z;En8~`(6bMrSWj^o&eI3Dd=b*U`X?!>JYTGHdEgM?dyM$3V#h8XuKBi1I=>gNP`Km zJ}G5uoB&<5v_x#5v42KK#ib~XtSfNcTYBmKpKZgI1y%rMC*yS1S5*A?*Qw(@JFlOV z#bs-BzWiATX6&J|^!EZks+bc3^h1N!Z&c`J$$GSw;>tKBvC!^;t7`;S~}d7yA~lB-BiX>zsuv zkZFG%fOzCg3WDGk`gq|TpsO)V8JOe#pLz8Q!vY3UA%E|Ydmi#Bfn=kVGQ}FJ@rIN- zE;M6fe@11G4)|T%l~R6Ldx{V)_{B=I5q58ZNyAJnbm7SWsvJ?){Ww>0jp!Zr*p^#B zrjb@H`fV~a{s*+av;qDH%ToxG#Z0M=bsEkYhSX50*Cc@$af?oNZO29h=%kc2^eaWdWzn!CCGW`#y?SW7;0DZGpKfUZ17x&k z=|al2rh|5Wdsz#nk1;OS^YZYbm;8I+eDW^kcR3+ekF)LLtWE=}|8^h#%Qgx|yu{cp z{q?F$Ki%I0rd7l^)&AFIFpBI&7vT*}f{v@2j9gH4J^{wdtp1Pm*z@Wc&hWEWcSA&5#_JQeR zA8J=-7Ddm5(VE&7c!AGc1GdrEfvKCXf^P0;*zW_wST*72RI;tb3Gbi?co>uvvr``0@r%TRW2X?X|Cz6|%Ajq*B zCZJw%tZoK>rfXKi;%B?qdJVq3*k-;4W-z9#^uhaOfgJxuN23?ZyzL?Otpd@CHf%P= ztqK@mAJM>xk8SL`Fpbn%!FO|a&``catJZc*CBml+$(T03dUyaR>8-tQFKnDsAlA!( zu2~E2J|nT=JentvXGt7(={A5pG`8F3SzQg{za}M2n_*y{n1EG=MLibeHNXVf0IFl< zbcxm$L3(PQbdn+H#4RSt&lPprYW*Kx8EnWux&9ewKP*lH1AQF?;p+Z^@qD+h0aDNi zW*#|TB5v`6p5FfO3@>}Bt6Q^0!~K~M@y~rgcl&B^xXqnm-hunz$O9nzA?ks_X4wD~ zn2^3g0aa_nF}KHL#59Bxv0g9=G#M_mNy91*&NTSgm(0ex59U==#zzf zfyDJ@>fD1+z{d+?{YR14IYfW13s=v&$>Th%8uGi$uJNzfXGY~qAYHEo6&gb|U_O7@ zDqVd=x*fqstZ~i(TwPt3jZig(FB&sh{DieD2nU>Dhzm#fVzsSo=jB4 zh8%&Mw^R0^uG3E`Tw<6tfEVASY&P|2KEHtI@VB<#AvJvPQ9jOI&{) zK73MJ08+5cHYejT@gjrQk!@?>dG;3D(k%?+ydZGXz1Z2C>N2fi;E6=^S-*Q|b*K(s z3QuRLSq4{qunwPiOsC`WFz=JP+__FG(}HRt2f29UH^PZarc1Oy$BC1hJLR-c(Dh&^uU~jx`oT!V2qmLLE ziW;sXk~==XyYS(;9e25$L6Z@3F@#u0Qh^v^M^J%jLv#N|8)od zZ)+7s3!K8AsSqn^I9|k;ro*X8E*Jvy^GH}{yF?-JDojgZk};HB{#Yu%2TuE=8Xo*AJ^V?F;=`9POd7c7G_ zbP7V`meHgfCYf3sdv{z@N2Ge$0&4dzZ<@+~>?t9^Vvk<08p;0q#`CX5Cl5QBL^tSV zjQD>+T8&DhQ%kr^2NShblxCH9Cv*7$rYAF7^4YetfkZ0O1tSP>5(OeK(I!OjQ z)r-rn;b)VDia{eRukL5+-w}r{&P>4qge4Py*)|Kh6?nz@bX>XsucpK)b}VV+8h-Im zsL-InQm=A5MpVd^SY3%Qt;GvM>Sv2+e1COTxW}bd500n~=t~c(aNCpKPiq&f{V^_K z^>^T0{CXc6nMHaO&efp0HNKQN_8|w~K2F|oh}Sm6tT}_BtIE7zu-2By9T`%kI2NJY zGTgH3$?nmi)KWXn?=DZnAsFV~Y>xb2X769iA=3glVH^=oIg#1UI4>zdMIZ&&yyP$~ zEI{QnEi)g5l9&g%kT}FeU7&4^V?V7?KA5H&E%6b5+9T!iqsTl3p8b$Cs=kozvo~9p z7+4nD`$sn*edX{cwy+DS>@4}{ib$Bo_KqJ6eJrzlcdMUJ@c{lkjb;_tF@!45jE=)zlCJL!LEM0Gc@_BSpQ#pUmg$j+Qywa=pfap2%(-% zglMsaEF~&L_QqP-mmzy$WGO9{6jH`SX|j)6pQfcYVh{? ztfylilpHBk^2ID;X5;7UgZ08+h-~Ru4ruS3RUFWyI8PQNW@y;Bf4(4G>EE+O93%OE zv4kF?7yD-B621GQsqq&^JOmlI5tg08#S?i8z3S`Ck zce?8_MCZ`J*ko_W`I>Al>WZtR zh=$nAD><$iC6;{gPG&L=n5HeU+b0|_S`*U>4{WxdM@45QZ~0Gc$) z_|Us^8j*Zo;_yz15x;@Wui6Rbr8y6tP>axf5-INxOu`xd<96ASO=%@v#4mYp7@&@m zY}TxN@(Fw1Q_Y~A3NDn2KTz^j&77KsuTtDs3ZICZveaolIg$%`JrzvHnjRG5P%7(d z4q)WOb3gj86t^_Z3Gf4rU9aohoLz*xa(eKbxzMuiRH2KAKZJ1#2zC%Mu*Z>R>uI_` z?+L+pT67<2X zoZ2%x54ez)Y-!YDS7)5%(-SriCZTg@z;XXJId74Z6+_D;x5Uw7ajtTwbOLVOl(BKk zuMU~H2|Lxn$f=nU>ua%7#9XgR*N|<@Avu%-<62+=po1r90 z6xL4Ii@iGG^3@vVbJX@T`SdC|;%7O)%I!SQwPe~SXgKL#sAPWpVP>Eyn%#e7Uog9t zZJTlA*tOmGS~)04u9%Ny`N(`fjO-a*@TmUWQJtk>F@%FWX)!ew{AtNsWLYMWWIH=b zR&y;Suqb#>Je3X@y4z&vsdytLw9&VzO@{X42ffD@Mf^Qo*LDgMcmzN)$*j^`ygS6DnzLe#_gZGJF3)K;?BXwUbWSo2njBpK(8hlU?ZdsD z2gjwvQrH}Vs?6lly=KIG2P&v3LoKfLdq)7{5;*sX0bRv-Tg;*-Gwv4q?ph~8j4*PF zG;PoDT{FB{!(J1Sm``SLwkN0*e~yH<^u`gEvQ6%L))ljTO9(AyjJzLl(4gh5kk3Cf z+SOs$c!hbF+4zIthY1{C9YSqL`)|9xIlwdqkpHJ(0k*?JnrRfYeUhmp8zxXa8;021 z+5+xYF5loUZgZc-mB!|IPS87UY9+41r#b2L3*8s8JK28qEH&V{TAJrG#_8^UF3TTq zlL>u`#lbnVj&PT_W#NI(iytHLN!T(@wwrrxoJVXeE-5+o`MeueI7goOy6^}s@<3B? zcfiZDy?44jMbwnXsjq#$XD|7CW-a=z70S89NEs(Fkam~6WdcUeGDiK{){nF-i2R73 z1?d53A%S-}NHxki&s4Ik^wtS_vp!@#_#EIjdB4w5foTGPBO!{uhDl;5c&(~idf1+b zE>1DBu4D+*rr0R%&W))Y8s&V5oni`$pBrVQbX;R4(&Sxh`1TTcE*alvF_2D{&DsZz zbaUOtUPP5V(CJG4&QMu^3x$7T%6+BEJB)>B-Z)Z5O02$og( zVX{}DtB5l5W6I9rypqj5O{ZqG>NU6=5(mGpl4d_^epn`w)&8W({)%goVn9EmnMS== z1ez%PewCzF&N=Z~xqaKJcAtor;E5uLy?K_YeC2&$tBVkAPexBD3$g9Oy6$qSE(vu% zZHv=;4V>mJt%mqU!{a(Mg2e7-dnFx){-3!iouH*jo-c5;ESfK4W3L zxyxc}*tSML5cdq+>~Sa4T;n%)C90MQYcv+^JS6x;%}twY)~xao_q`j_t-e?kDv)xS z!4H!|kEaY4etj7Iwmb}!WtyR88^N}1x!;!5y3GOiS?gL^_ASiH_fIY9TwXnZ&hrb%_H7Hd7jT=Kf)JQ?e>yn5~*)s#dsR5ku6dm~p^Nb`?GabZ(CwcR>W58ZdvI`Ik0LzKYgnqZ+Fm z-rx}Svs2nYP{j8eo z=1@jXKF2y>{N60zwou!$b|ho>ZzS<`BG7y(UXmVFJa)Ie<}kBB4B5oUsIIoeMdFO4 zo&ei*hv66=uS@6}fTUFC7|nE*{9Rb(4+UxwNa&*B)c+o zH#IIm@NDAt7fwez7PLNBrW~4{Oj{kU#yp?kuKN!}{U;q2dkEo&8;xgQn6D`_$i~du z#zo2dU-lU@L{1Kr?N(`KSYKe#k`6O0d5FoWElx3J<}A!2cpjElKTf@fO%s@m>&+;; z!=)^vXiX5Q%enf&y*DZ{V}F>j*#R}dWq_$ z$i~Z;3+iXbkFAbpWDh%^k;HpNUpVbPw+`HVHLAFi4}!E>=n zUH99<%E{5#13Zq=H>C!YZpUi@+xWMkgK2@q&oP%I$~yqErR^Kj--Tpg>9KF6R7s@7 zv%Cu4&c}9{^^M$Nsm9Lue(C&S>xP7z&zQTfAIG=831q*AD)pW`!z}xu9T|6WrHlDU zz2d$WBQrNO4<;8?{S z_J)Q~^z3GUNkE96^XhPTgQR6<_EnnVmZ4Fc@`Gx2d7=Pdg%*G%J zp2sGS!cRDY&+WQN=IPz0=nb;QSIQFj+YVgr?py`!u7K*#Q~TE1&3wbp#EVkp8^%nF z4uiB)l>55e*yLkPiC>k}z6k6#9ZI&j@q=A#-HnJyj-{k$$8tOs-4m>5D^(Pe-a}j- za#uI)BVihbN{b#HJV$|!sRHz`0xJ%81${lTMtK#U0}P}Z;fer3fs1vAgXAsCrC5a zZ60S(<?~-SKL_Pl8prm-v6dKQT**O1rEdGDoh=6;* z59aRDK3R^4YY?rFCI8zZmmUhRceaz1!mzCDk9PpR=CQ>NVH`lK^^RsWfC6}JUTd7D$ zf7uRPnkzDNs4*8A=+~a6pOQcov-tr0hZA^j(?&X%M*`dBbr4zB$Uh10RrH;`msJKg zMhM@w+}KBVw1jq{zKU=B=5`~H{iQU~)CD-s6lQL-D+rbRN8WI@l4Fydbnk7k;ig1a z0L@*Fd6=A@vKARW39=g}BncO&@SPjC0hz$VtVDUQ^oYI3E2OrVO-0{P@zJ|&v!Nxh z?E-6ls^8Z3*?9nHQ)L+m{7NU(fLPH)F)!?zo}bouGgMy;%UPv_(WzojaGmR(+aLczjiuQn|P0iIxyYX+*49;`Qb*VMI``E!V)Ik z8^jG?e<6AWaR{91lz`%*Zzf~ySy;ICFt1s)hDCoNder3nh!^~Ex`LJw-&2M%oY1Wc zqJtol0=fyk)|o{}j#x{I6+A~TU7`ZeU8`fYkzGhjzzb79x(RZ}ZJr$qCjb<-JU)K# zZyw>#pZmA+3!C11CJC$JV`$mW!MVZtPI?VM{fJx-$YL@Y5|#Ug8*xsEPDUKKsnaG8 zAcX2Px_tG{DZhAeRNhB858M+e3*_n2zSTyg^!s{j$?x-)^X!JT%*)vz>aeC>vel4!r_x_^kkVK3#~+%*lr|!VYaLXvR79cEotw z1mvP=499g)eH`nG?VN_$05OHGnP+M%VA~%fg9J~|U#qo~bY&xIdQM(&2r}IGL#J$# zB%0rD=H@;aMJ>6`#yr3xXCrGhdEZHbvPyxhU;F$r4zJe)U0#4K)J zUD6LBx%|GBvsz*2n$;RCEZ$syQL@Q3bMmrUasTEX#KR4a`-&&JRq=R(1gEv+A;UWl z!U&VHfK|{11i6&LJe&%7VVvhc^(lW`k&$gbWSk`j6naNC01r)UznRbCa zIfHOEg6@Jyc65`~QFTwmt!RZgkV-LksJ62dS1=PNK~SJY-JO{+6;2n?f87Za)2t9B zDz&xni;LM)TX&}?#L}9bRBy5xcNchcZoK3L@hIOzHKcr$tUx8 zT<}2;n8o>VyhP=OIxV>pA6wlWz?ggnT9{)-9p>ksL7jn2LM4cjr@}Q=chbi?9Z%se?Bl#6fwr31jwHsTXSwJbEUBHW>zE)KrXQr`SO) z;arktJefeGhpLQzVZ7w|P8kkvA~DJ{Y(<@fifpqOL=Y;TIi}E!e{jF8?F=Q{MVV@m z--{s1^Z~tU>(90(PQy1%$Z{l@_;w=x&=ljVWtdzt6`xo$O_oN$){n$F;4f@uFKp>! zeHSUHtYmbTc|&KPuB)>2NJRU6LqG)c);+&_N@jades3{)gDOk&>d_j{^v3MhJKb53 z2jU02$!M;RZ6ra=tZr4q`N+18X-GFd$8)xeyt_Z8I_ot*(IvOwP#s!Ou)oIOcM^~u zav3@hs=BGxVz9cTj>gmq)rmqV>QcXF>RA2BLu503F=v9%IM!W)w>I=gf_g4;pnGO#neB zNEAnwD*NXEmda7xt|(PRhXXAwTPjn)1`N@$tE`oqel*yD2tyfZhX{e zNcapdy;EpN&Sy;Z8to;!#GWv(Ns2Tv-CmB^0T;{><)Hzi-Z`^M#eS(L9cCjGyk(6c z?kC=yq;lxoSXkQvT=~K>TiS7L^+0EiJNKqEUBX~QEIslDpp~Ts~dmF zJ`qY?#RAG|)25&P;EaZe$)jt7quK&g=862})Yc>9m-||Kk1dT0tnp;=Vlmmzro3Vc zczV2WRBOTU6XI>*bQm+1LL6kg3OW_Tswf|dQ2Ui1y*E4?q9#x$DDkhSz-}q#G_Os^ zmA%O-sYB+ddYt~0QvnTdt>Pp2#T~#qFLN?Lhnw7XZOWX&-l8>VPv#f~V?05uU7nwG zlIY|&Ee0k7%N|wLju)4z40qx07}_BlA&WxNKZtTTjY(=^Od7fYAYln6p(qoxqKe+9N1-8a}6c2{GaF5EwH7VGw>NSkE%XLi5S(m^( zy~i2X>fB3~$1|*GX2iWtZRv(T3t$bxHU+u(2vG|hcCiy=W(P%6<&j{F?hr&b6Omhq zyu(6Vpt>r1Y=1Ia%ADZKM;D^2}D2FS%yS?S!paC9kCt(=xErV7-DtGs^ zYo9UR9^9W{h+5n&3dn{XeK8;c^N&r)hUXTvijY}q4>cp-qCjDSz@$k?U+K#CoBD61 z-dy$GFhNSmkgTVQ3MPCc3Mm95}!Ccl<2O+%{xl(%1;sL@G02m z-FbCbpkS|g>@o==86XbAOFR$d2G|eJgM>4fw9G@1xOhJc`rQ_RQt#6^@vaC9ljTqw zl(S@opdBQ;trS-64v077o=lx0x&jvAN*ohXfN^0j&Dnc9Wc!K;Q$$;m9slh;|MW`W zsSudL#V7Cc<|+WM3Si#VD{@L+Ob{JZ$4~1<_-Vf*fBqAnMYR> z0TiqU3Cd2Yp~HFg2woeF)t$JZ=Lu;9Rud8kL%gBo+p~F*!2>aCDzW=U;p$&UBSC zUz&FT^)LxHRTx17lgI@UqvQf@oIJkWb)ps#|7oB6ayy{`vT*sW))^IlmgzifYdhlH zuwu04GNfJxEq$+1J;V*%ll*EPA1bOpQD?mkDVjs-tL(Dum^X0bP>>244i&cqXiD|& z#fT>m5s079BInuEjgGf2fS@L<$A6~5d%8v#0p6~8X@E%Uy$5LQ!})bqAuhSxs%WXMJBv7$oP8m*bXPco&Hf z9T$#;M)=3F;G>+nrt1Ew_C|8wJ%{>(A4prmBrE$q-Xk)_ek(xXjhUD_A1a=>{Wb!JcB-16a8V*!4(lc)kAEE zElkuje{A&5o@O@wDATI;gW}T@w7tMz>tsPd&aiE3DEr9G8z-&?(GXIu zdzgNOS)#c}OYEnWtBHo?T9+H%)H9FIprvJffEkb}Ljn(l<`dL9C9>uCmRDLGFKV-w# z0gm3jd84PpYq}O{|%iOuvUr|MI_-ytx~cGr>3rQBOD8 z<3o{IqnXCp7GFqgzaKRzsNVf=71A7xYTinP6Um*~;wSq7`k;MuncPb`Z8DSP!&X8XqV7Z zS5j&=v=P`QpftwU5T|ce-VMoei}AM2eKR9X#RdH?muucF0jxEF1OPc24mL4;3MNqe zVvPU>IgUv4GKwEaafADbM&7h`aTCRp1d8q>8Wb(^zP&Y`mQs)5-TzJN^>1#Hlat6C z(kLs_j>uX_*kD&bJW~sv{j3)+n1BCo7 zLyIC@Z-h?D( z_1dC*z{(Aew9C%)?vgJ=e^&$J?Iz}qY4~YFtBnz}Jy1TQ@JYm=e-TpPV{x~-kSd&C zLX!=p^E-x6GR*15Kn9P#?q3Bnu|qOS=XaZ{p+%UMb5DPH$i@6y(#e<6>S4BDgtky9 zgswpZlQP=Y>oosna}C?$#;3;*a&;Rq<89?Yu0Q$IDl+%Eq94olFZGTevo7s7vyxB) z9LY6U>JZyo+DSyQ-OEGi)!m-h3PaD_gc%}&4Z9yckSpv`wq9X+sjSv#k!J8dcea|oPn-?H#gO%d}C@I1w}>`cdsvd`34R~9Z+4l zHsJ;S+8gKrmXXUMmXEhj7zlEn`liBwNvgd5YzK-Yf8t5f00G;qlj*K5hE@j+6gon> zy_)SZcc)ggQA_3|ptJQ*k#C3Sjjl=h0SGX;zs$$vt`rHf&lI$1tvs{So+QHuF^I?> zt-tgdIz@}?CzV2(#Z6lKSM@}BHCeeo+9N>qnbV`7;~SwUt#1%)v~1H}r44TvfIi0n z`V?E`_TosS0yQ7Ai(1=g0mvQk2k29EbW`Ytm=qEg z5Mh-X$|19Y8{N?Gy;L{At)v5(j`{y=m7fuScA4kZ`i5}_VCE4BZuOl#@XOCu8H+$u zpPTlt{#cOnA28X`432n&^Xos` zY+h)X`tSGw(5O;K=Fo8Vq#J90`gW#w0d*(s{H?!ys3TW>KGi;mjuea7Ha$l}PDi|$ za5DE%&o!T)>?<@dVRz1}5i*q1ErFkeQkY7}!%FvezPtXV;u@nx;3uCnP-W*YoG1GO z|5c!8adEde6taAPQj9;r@_(ePg-AWGQKQtrh9NHOf4Tu|eeCngp-8`yjh@o_04&Hv zt|ffe&n!p}-i@K}H6E^wAF%(D81in0v?R5EvK2`hh>4Bex4FFG3c$p&5HciIvf<>< zUY;mYl#3UBa`k6q$p1Ft&-eSkjriY2{QaE&zp#k+>#U}{vC8ZRon\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "03c74797", + "metadata": {}, + "source": [ + "# Exercises week 41\n", + "**October 9-13, 2023**\n", + "\n", + "Date: **Deadline is Sunday October 15 at midnight**" + ] + }, + { + "cell_type": "markdown", + "id": "ba796602", + "metadata": {}, + "source": [ + "# Overarching aims of the exercises this week\n", + "\n", + "The aim of the exercises this week is to get started with implementing\n", + "gradient methods of relevance for project 2. This exercise will also\n", + "be continued next week with the addition of automatic differentation.\n", + "Everything you develop here will be used in project 2. \n", + "\n", + "In order to get started, we will now replace in our standard ordinary\n", + "least squares (OLS) and Ridge regression codes (from project 1) the\n", + "matrix inversion algorithm with our own gradient descent (GD) and SGD\n", + "codes. You can use the Franke function or the terrain data from\n", + "project 1. **However, we recommend using a simpler function like**\n", + "$f(x)=a_0+a_1x+a_2x^2$ or higher-order one-dimensional polynomials.\n", + "You can obviously test your final codes against for example the Franke\n", + "function. Automatic differentiation will be discussed next week.\n", + "\n", + "You should include in your analysis of the GD and SGD codes the following elements\n", + "1. A plain gradient descent with a fixed learning rate (you will need to tune it) using the analytical expression of the gradients\n", + "\n", + "2. Add momentum to the plain GD code and compare convergence with a fixed learning rate (you may need to tune the learning rate), again using the analytical expression of the gradients.\n", + "\n", + "3. Repeat these steps for stochastic gradient descent with mini batches and a given number of epochs. Use a tunable learning rate as discussed in the lectures from week 39. Discuss the results as functions of the various parameters (size of batches, number of epochs etc)\n", + "\n", + "4. Implement the Adagrad method in order to tune the learning rate. Do this with and without momentum for plain gradient descent and SGD.\n", + "\n", + "5. Add RMSprop and Adam to your library of methods for tuning the learning rate.\n", + "\n", + "The lecture notes from weeks 39 and 40 contain more information and code examples. Feel free to use these examples.\n", + "\n", + "In summary, you should \n", + "perform an analysis of the results for OLS and Ridge regression as\n", + "function of the chosen learning rates, the number of mini-batches and\n", + "epochs as well as algorithm for scaling the learning rate. You can\n", + "also compare your own results with those that can be obtained using\n", + "for example **Scikit-Learn**'s various SGD options. Discuss your\n", + "results. For Ridge regression you need now to study the results as functions of the hyper-parameter $\\lambda$ and \n", + "the learning rate $\\eta$. Discuss your results.\n", + "\n", + "You will need your SGD code for the setup of the Neural Network and\n", + "Logistic Regression codes. You will find the Python [Seaborn\n", + "package](https://seaborn.pydata.org/generated/seaborn.heatmap.html)\n", + "useful when plotting the results as function of the learning rate\n", + "$\\eta$ and the hyper-parameter $\\lambda$ when you use Ridge\n", + "regression.\n", + "\n", + "We recommend reading chapter 8 on optimization from the textbook of [Goodfellow, Bengio and Courville](https://www.deeplearningbook.org/). This chapter contains many useful insights and discussions on the optimization part of machine learning." + ] + }, + { + "cell_type": "markdown", + "id": "59ed943e", + "metadata": {}, + "source": [ + "# Code examples from week 39 and 40" + ] + }, + { + "cell_type": "markdown", + "id": "34d80618", + "metadata": {}, + "source": [ + "## Code with a Number of Minibatches which varies, analytical gradient\n", + "\n", + "In the code here we vary the number of mini-batches." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "43d8de2f", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "# Importing various packages\n", + "from math import exp, sqrt\n", + "from random import random, seed\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.inv(X.T @ X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 1000\n", + "\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = 2.0/n*X.T @ ((X @ theta)-y)\n", + " theta -= eta*gradients\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "xnew = np.array([[0],[2]])\n", + "Xnew = np.c_[np.ones((2,1)), xnew]\n", + "ypredict = Xnew.dot(theta)\n", + "ypredict2 = Xnew.dot(theta_linreg)\n", + "\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "t0, t1 = 5, 50\n", + "\n", + "def learning_schedule(t):\n", + " return t0/(t+t1)\n", + "\n", + "theta = np.random.randn(2,1)\n", + "\n", + "for epoch in range(n_epochs):\n", + "# Can you figure out a better way of setting up the contributions to each batch?\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (2.0/M)* xi.T @ ((xi @ theta)-yi)\n", + " eta = learning_schedule(epoch*m+i)\n", + " theta = theta - eta*gradients\n", + "print(\"theta from own sdg\")\n", + "print(theta)\n", + "\n", + "plt.plot(xnew, ypredict, \"r-\")\n", + "plt.plot(xnew, ypredict2, \"b-\")\n", + "plt.plot(x, y ,'ro')\n", + "plt.axis([0,2.0,0, 15.0])\n", + "plt.xlabel(r'$x$')\n", + "plt.ylabel(r'$y$')\n", + "plt.title(r'Random numbers ')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4677c5e8", + "metadata": {}, + "source": [ + "In the above code, we have use replacement in setting up the\n", + "mini-batches. The discussion\n", + "[here](https://sebastianraschka.com/faq/docs/sgd-methods.html) may be\n", + "useful." + ] + }, + { + "cell_type": "markdown", + "id": "2d5248ca", + "metadata": {}, + "source": [ + "## Momentum based GD\n", + "\n", + "The stochastic gradient descent (SGD) is almost always used with a\n", + "*momentum* or inertia term that serves as a memory of the direction we\n", + "are moving in parameter space. This is typically implemented as\n", + "follows" + ] + }, + { + "cell_type": "markdown", + "id": "4bb0612d", + "metadata": {}, + "source": [ + "$$\n", + "\\mathbf{v}_{t}=\\gamma \\mathbf{v}_{t-1}+\\eta_{t}\\nabla_\\theta E(\\boldsymbol{\\theta}_t) \\nonumber\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "id": "d5b889d0", + "metadata": {}, + "source": [ + "\n", + "

\n", + "\n", + "$$\n", + "\\begin{equation} \n", + "\\boldsymbol{\\theta}_{t+1}= \\boldsymbol{\\theta}_t -\\mathbf{v}_{t},\n", + "\\label{_auto1} \\tag{1}\n", + "\\end{equation}\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "id": "b7a2cc6e", + "metadata": {}, + "source": [ + "where we have introduced a momentum parameter $\\gamma$, with\n", + "$0\\le\\gamma\\le 1$, and for brevity we dropped the explicit notation to\n", + "indicate the gradient is to be taken over a different mini-batch at\n", + "each step. We call this algorithm gradient descent with momentum\n", + "(GDM). From these equations, it is clear that $\\mathbf{v}_t$ is a\n", + "running average of recently encountered gradients and\n", + "$(1-\\gamma)^{-1}$ sets the characteristic time scale for the memory\n", + "used in the averaging procedure. Consistent with this, when\n", + "$\\gamma=0$, this just reduces down to ordinary SGD as discussed\n", + "earlier. An equivalent way of writing the updates is" + ] + }, + { + "cell_type": "markdown", + "id": "7f0d00e7", + "metadata": {}, + "source": [ + "$$\n", + "\\Delta \\boldsymbol{\\theta}_{t+1} = \\gamma \\Delta \\boldsymbol{\\theta}_t -\\ \\eta_{t}\\nabla_\\theta E(\\boldsymbol{\\theta}_t),\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "id": "4d7fd3b5", + "metadata": {}, + "source": [ + "where we have defined $\\Delta \\boldsymbol{\\theta}_{t}= \\boldsymbol{\\theta}_t-\\boldsymbol{\\theta}_{t-1}$." + ] + }, + { + "cell_type": "markdown", + "id": "c1115897", + "metadata": {}, + "source": [ + "## Algorithms and codes for Adagrad, RMSprop and Adam\n", + "\n", + "The algorithms we have implemented are well described in the text by [Goodfellow, Bengio and Courville, chapter 8](https://www.deeplearningbook.org/contents/optimization.html).\n", + "\n", + "The codes which implement these algorithms are discussed after our presentation of automatic differentiation." + ] + }, + { + "cell_type": "markdown", + "id": "34dcaf8a", + "metadata": {}, + "source": [ + "## Practical tips\n", + "\n", + "* **Randomize the data when making mini-batches**. It is always important to randomly shuffle the data when forming mini-batches. Otherwise, the gradient descent method can fit spurious correlations resulting from the order in which data is presented.\n", + "\n", + "* **Transform your inputs**. Learning becomes difficult when our landscape has a mixture of steep and flat directions. One simple trick for minimizing these situations is to standardize the data by subtracting the mean and normalizing the variance of input variables. Whenever possible, also decorrelate the inputs. To understand why this is helpful, consider the case of linear regression. It is easy to show that for the squared error cost function, the Hessian of the cost function is just the correlation matrix between the inputs. Thus, by standardizing the inputs, we are ensuring that the landscape looks homogeneous in all directions in parameter space. Since most deep networks can be viewed as linear transformations followed by a non-linearity at each layer, we expect this intuition to hold beyond the linear case.\n", + "\n", + "* **Monitor the out-of-sample performance.** Always monitor the performance of your model on a validation set (a small portion of the training data that is held out of the training process to serve as a proxy for the test set. If the validation error starts increasing, then the model is beginning to overfit. Terminate the learning process. This *early stopping* significantly improves performance in many settings.\n", + "\n", + "* **Adaptive optimization methods don't always have good generalization.** Recent studies have shown that adaptive methods such as ADAM, RMSPorp, and AdaGrad tend to have poor generalization compared to SGD or SGD with momentum, particularly in the high-dimensional limit (i.e. the number of parameters exceeds the number of data points). Although it is not clear at this stage why these methods perform so well in training deep neural networks, simpler procedures like properly-tuned SGD may work as well or better in these applications.\n", + "\n", + "Geron's text, see chapter 11, has several interesting discussions." + ] + }, + { + "cell_type": "markdown", + "id": "61718b10", + "metadata": {}, + "source": [ + "## Using Automatic differentation with OLS\n", + "\n", + "We conclude the part on optmization by showing how we can make codes\n", + "for linear regression and logistic regression using **autograd**. The\n", + "first example shows results with ordinary leats squares." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "69f28955", + "metadata": {}, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients for OLS\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "def CostOLS(beta):\n", + " return (1.0/n)*np.sum((y-X @ beta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 1000\n", + "# define the gradient\n", + "training_gradient = grad(CostOLS)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = training_gradient(theta)\n", + " theta -= eta*gradients\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "xnew = np.array([[0],[2]])\n", + "Xnew = np.c_[np.ones((2,1)), xnew]\n", + "ypredict = Xnew.dot(theta)\n", + "ypredict2 = Xnew.dot(theta_linreg)\n", + "\n", + "plt.plot(xnew, ypredict, \"r-\")\n", + "plt.plot(xnew, ypredict2, \"b-\")\n", + "plt.plot(x, y ,'ro')\n", + "plt.axis([0,2.0,0, 15.0])\n", + "plt.xlabel(r'$x$')\n", + "plt.ylabel(r'$y$')\n", + "plt.title(r'Random numbers ')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a803b75e", + "metadata": {}, + "source": [ + "## Same code but now with momentum gradient descent" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4b035828", + "metadata": {}, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients for OLS\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "def CostOLS(beta):\n", + " return (1.0/n)*np.sum((y-X @ beta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x#+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 30\n", + "\n", + "# define the gradient\n", + "training_gradient = grad(CostOLS)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = training_gradient(theta)\n", + " theta -= eta*gradients\n", + " print(iter,gradients[0],gradients[1])\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "# Now improve with momentum gradient descent\n", + "change = 0.0\n", + "delta_momentum = 0.3\n", + "for iter in range(Niterations):\n", + " # calculate gradient\n", + " gradients = training_gradient(theta)\n", + " # calculate update\n", + " new_change = eta*gradients+delta_momentum*change\n", + " # take a step\n", + " theta -= new_change\n", + " # save the change\n", + " change = new_change\n", + " print(iter,gradients[0],gradients[1])\n", + "print(\"theta from own gd wth momentum\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "a6cd3976", + "metadata": {}, + "source": [ + "## But noen of these can compete with Newton's method" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bb1d1307", + "metadata": {}, + "outputs": [], + "source": [ + "# Using Newton's method\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "def CostOLS(beta):\n", + " return (1.0/n)*np.sum((y-X @ beta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "beta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(beta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "# Note that here the Hessian does not depend on the parameters beta\n", + "invH = np.linalg.pinv(H)\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "beta = np.random.randn(2,1)\n", + "Niterations = 5\n", + "\n", + "# define the gradient\n", + "training_gradient = grad(CostOLS)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = training_gradient(beta)\n", + " beta -= invH @ gradients\n", + " print(iter,gradients[0],gradients[1])\n", + "print(\"beta from own Newton code\")\n", + "print(beta)" + ] + }, + { + "cell_type": "markdown", + "id": "75f73e7a", + "metadata": {}, + "source": [ + "## Including Stochastic Gradient Descent with Autograd\n", + "In this code we include the stochastic gradient descent approach discussed above. Note here that we specify which argument we are taking the derivative with respect to when using **autograd**." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7dd791d5", + "metadata": {}, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using SGD\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 1000\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = (1.0/n)*training_gradient(y, X, theta)\n", + " theta -= eta*gradients\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "xnew = np.array([[0],[2]])\n", + "Xnew = np.c_[np.ones((2,1)), xnew]\n", + "ypredict = Xnew.dot(theta)\n", + "ypredict2 = Xnew.dot(theta_linreg)\n", + "\n", + "plt.plot(xnew, ypredict, \"r-\")\n", + "plt.plot(xnew, ypredict2, \"b-\")\n", + "plt.plot(x, y ,'ro')\n", + "plt.axis([0,2.0,0, 15.0])\n", + "plt.xlabel(r'$x$')\n", + "plt.ylabel(r'$y$')\n", + "plt.title(r'Random numbers ')\n", + "plt.show()\n", + "\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "t0, t1 = 5, 50\n", + "def learning_schedule(t):\n", + " return t0/(t+t1)\n", + "\n", + "theta = np.random.randn(2,1)\n", + "\n", + "for epoch in range(n_epochs):\n", + "# Can you figure out a better way of setting up the contributions to each batch?\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + " eta = learning_schedule(epoch*m+i)\n", + " theta = theta - eta*gradients\n", + "print(\"theta from own sdg\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "4ffca685", + "metadata": {}, + "source": [ + "## Same code but now with momentum gradient descent" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e204d159", + "metadata": {}, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using SGD\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 100\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = (1.0/n)*training_gradient(y, X, theta)\n", + " theta -= eta*gradients\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "t0, t1 = 5, 50\n", + "def learning_schedule(t):\n", + " return t0/(t+t1)\n", + "\n", + "theta = np.random.randn(2,1)\n", + "\n", + "change = 0.0\n", + "delta_momentum = 0.3\n", + "\n", + "for epoch in range(n_epochs):\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + " eta = learning_schedule(epoch*m+i)\n", + " # calculate update\n", + " new_change = eta*gradients+delta_momentum*change\n", + " # take a step\n", + " theta -= new_change\n", + " # save the change\n", + " change = new_change\n", + "print(\"theta from own sdg with momentum\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "8d01366d", + "metadata": {}, + "source": [ + "## AdaGrad algorithm, taken from [Goodfellow et al](https://www.deeplearningbook.org/contents/optimization.html)\n", + "\n", + "\n", + "\n", + "\n", + "

Figure 1:

\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "002a3fb6", + "metadata": {}, + "source": [ + "## Similar (second order function now) problem but now with AdaGrad" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "01052f97", + "metadata": {}, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using AdaGrad and Stochastic Gradient descent\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 1000\n", + "x = np.random.rand(n,1)\n", + "y = 2.0+3*x +4*x*x\n", + "\n", + "X = np.c_[np.ones((n,1)), x, x*x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "# Define parameters for Stochastic Gradient Descent\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "# Guess for unknown parameters theta\n", + "theta = np.random.randn(3,1)\n", + "\n", + "# Value for learning rate\n", + "eta = 0.01\n", + "# Including AdaGrad parameter to avoid possible division by zero\n", + "delta = 1e-8\n", + "for epoch in range(n_epochs):\n", + " Giter = 0.0\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + " Giter += gradients*gradients\n", + " update = gradients*eta/(delta+np.sqrt(Giter))\n", + " theta -= update\n", + "print(\"theta from own AdaGrad\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "9ef98b6c", + "metadata": {}, + "source": [ + "Running this code we note an almost perfect agreement with the results from matrix inversion." + ] + }, + { + "cell_type": "markdown", + "id": "6d8c41b4", + "metadata": {}, + "source": [ + "## RMSProp algorithm, taken from [Goodfellow et al](https://www.deeplearningbook.org/contents/optimization.html)\n", + "\n", + "\n", + "\n", + "\n", + "

Figure 1:

\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "ccc367e5", + "metadata": {}, + "source": [ + "## RMSprop for adaptive learning rate with Stochastic Gradient Descent" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7c672270", + "metadata": {}, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using RMSprop and Stochastic Gradient descent\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 1000\n", + "x = np.random.rand(n,1)\n", + "y = 2.0+3*x +4*x*x# +np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x, x*x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "# Define parameters for Stochastic Gradient Descent\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "# Guess for unknown parameters theta\n", + "theta = np.random.randn(3,1)\n", + "\n", + "# Value for learning rate\n", + "eta = 0.01\n", + "# Value for parameter rho\n", + "rho = 0.99\n", + "# Including AdaGrad parameter to avoid possible division by zero\n", + "delta = 1e-8\n", + "for epoch in range(n_epochs):\n", + " Giter = 0.0\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + "\t# Accumulated gradient\n", + "\t# Scaling with rho the new and the previous results\n", + " Giter = (rho*Giter+(1-rho)*gradients*gradients)\n", + "\t# Taking the diagonal only and inverting\n", + " update = gradients*eta/(delta+np.sqrt(Giter))\n", + "\t# Hadamard product\n", + " theta -= update\n", + "print(\"theta from own RMSprop\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "4e933539", + "metadata": {}, + "source": [ + "## ADAM algorithm, taken from [Goodfellow et al](https://www.deeplearningbook.org/contents/optimization.html)\n", + "\n", + "\n", + "\n", + "\n", + "

Figure 1:

\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "dba60a0e", + "metadata": {}, + "source": [ + "## And finally [ADAM](https://arxiv.org/pdf/1412.6980.pdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "dded64ca", + "metadata": {}, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using RMSprop and Stochastic Gradient descent\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 1000\n", + "x = np.random.rand(n,1)\n", + "y = 2.0+3*x +4*x*x# +np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x, x*x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "# Define parameters for Stochastic Gradient Descent\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "# Guess for unknown parameters theta\n", + "theta = np.random.randn(3,1)\n", + "\n", + "# Value for learning rate\n", + "eta = 0.01\n", + "# Value for parameters beta1 and beta2, see https://arxiv.org/abs/1412.6980\n", + "beta1 = 0.9\n", + "beta2 = 0.999\n", + "# Including AdaGrad parameter to avoid possible division by zero\n", + "delta = 1e-7\n", + "iter = 0\n", + "for epoch in range(n_epochs):\n", + " first_moment = 0.0\n", + " second_moment = 0.0\n", + " iter += 1\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + " # Computing moments first\n", + " first_moment = beta1*first_moment + (1-beta1)*gradients\n", + " second_moment = beta2*second_moment+(1-beta2)*gradients*gradients\n", + " first_term = first_moment/(1.0-beta1**iter)\n", + " second_term = second_moment/(1.0-beta2**iter)\n", + "\t# Scaling with rho the new and the previous results\n", + " update = eta*first_term/(np.sqrt(second_term)+delta)\n", + " theta -= update\n", + "print(\"theta from own ADAM\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "cfcf6b3f", + "metadata": {}, + "source": [ + "## Introducing [JAX](https://jax.readthedocs.io/en/latest/)\n", + "\n", + "Presently, instead of using **autograd**, we recommend using [JAX](https://jax.readthedocs.io/en/latest/)\n", + "\n", + "**JAX** is Autograd and [XLA (Accelerated Linear Algebra))](https://www.tensorflow.org/xla),\n", + "brought together for high-performance numerical computing and machine learning research.\n", + "It provides composable transformations of Python+NumPy programs: differentiate, vectorize, parallelize, Just-In-Time compile to GPU/TPU, and more." + ] + }, + { + "cell_type": "markdown", + "id": "3154e001", + "metadata": {}, + "source": [ + "### Getting started with Jax, note the way we import numpy" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "10302ddf", + "metadata": {}, + "outputs": [], + "source": [ + "import jax\n", + "import jax.numpy as jnp\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from jax import grad as jax_grad" + ] + }, + { + "cell_type": "markdown", + "id": "b502e49e", + "metadata": {}, + "source": [ + "### A warm-up example" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "96d0b51e", + "metadata": {}, + "outputs": [], + "source": [ + "def function(x):\n", + " return x**2\n", + "\n", + "def analytical_gradient(x):\n", + " return 2*x\n", + "\n", + "def gradient_descent(starting_point, learning_rate, num_iterations, solver=\"analytical\"):\n", + " x = starting_point\n", + " trajectory_x = [x]\n", + " trajectory_y = [function(x)]\n", + "\n", + " if solver == \"analytical\":\n", + " grad = analytical_gradient \n", + " elif solver == \"jax\":\n", + " grad = jax_grad(function)\n", + " x = jnp.float64(x)\n", + " learning_rate = jnp.float64(learning_rate)\n", + "\n", + " for _ in range(num_iterations):\n", + " \n", + " x = x - learning_rate * grad(x)\n", + " trajectory_x.append(x)\n", + " trajectory_y.append(function(x))\n", + "\n", + " return trajectory_x, trajectory_y\n", + "\n", + "x = np.linspace(-5, 5, 100)\n", + "plt.plot(x, function(x), label=\"f(x)\")\n", + "\n", + "descent_x, descent_y = gradient_descent(5, 0.1, 10, solver=\"analytical\")\n", + "jax_descend_x, jax_descend_y = gradient_descent(5, 0.1, 10, solver=\"jax\")\n", + "\n", + "plt.plot(descent_x, descent_y, label=\"Gradient descent\", marker=\"o\")\n", + "plt.plot(jax_descend_x, jax_descend_y, label=\"JAX\", marker=\"x\")" + ] + }, + { + "cell_type": "markdown", + "id": "276504df", + "metadata": {}, + "source": [ + "### A more advanced example" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "461c3059", + "metadata": {}, + "outputs": [], + "source": [ + "backend = np\n", + "\n", + "def function(x):\n", + " return x*backend.sin(x**2 + 1)\n", + "\n", + "def analytical_gradient(x):\n", + " return backend.sin(x**2 + 1) + 2*x**2*backend.cos(x**2 + 1)\n", + "\n", + "\n", + "x = np.linspace(-5, 5, 100)\n", + "plt.plot(x, function(x), label=\"f(x)\")\n", + "\n", + "descent_x, descent_y = gradient_descent(1, 0.01, 300, solver=\"analytical\")\n", + "\n", + "# Change the backend to JAX\n", + "backend = jnp\n", + "jax_descend_x, jax_descend_y = gradient_descent(1, 0.01, 300, solver=\"jax\")\n", + "\n", + "plt.scatter(descent_x, descent_y, label=\"Gradient descent\", marker=\"v\", s=10, color=\"red\") \n", + "plt.scatter(jax_descend_x, jax_descend_y, label=\"JAX\", marker=\"x\", s=5, color=\"black\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/src/week41/exercisesweek41.ipynb b/doc/src/week41/exercisesweek41.ipynb new file mode 100644 index 000000000..341ad034c --- /dev/null +++ b/doc/src/week41/exercisesweek41.ipynb @@ -0,0 +1,1144 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e3354581", + "metadata": { + "editable": true + }, + "source": [ + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "8d5fc499", + "metadata": { + "editable": true + }, + "source": [ + "# Exercises week 41\n", + "**October 9-13, 2023**\n", + "\n", + "Date: **Deadline is Sunday October 15 at midnight**" + ] + }, + { + "cell_type": "markdown", + "id": "d3ef3596", + "metadata": { + "editable": true + }, + "source": [ + "# Overarching aims of the exercises this week\n", + "\n", + "The aim of the exercises this week is to get started with implementing\n", + "gradient methods of relevance for project 2. This exercise will also\n", + "be continued next week with the addition of automatic differentation.\n", + "Everything you develop here will be used in project 2. \n", + "\n", + "In order to get started, we will now replace in our standard ordinary\n", + "least squares (OLS) and Ridge regression codes (from project 1) the\n", + "matrix inversion algorithm with our own gradient descent (GD) and SGD\n", + "codes. You can use the Franke function or the terrain data from\n", + "project 1. **However, we recommend using a simpler function like**\n", + "$f(x)=a_0+a_1x+a_2x^2$ or higher-order one-dimensional polynomials.\n", + "You can obviously test your final codes against for example the Franke\n", + "function. Automatic differentiation will be discussed next week.\n", + "\n", + "You should include in your analysis of the GD and SGD codes the following elements\n", + "1. A plain gradient descent with a fixed learning rate (you will need to tune it) using the analytical expression of the gradients\n", + "\n", + "2. Add momentum to the plain GD code and compare convergence with a fixed learning rate (you may need to tune the learning rate), again using the analytical expression of the gradients.\n", + "\n", + "3. Repeat these steps for stochastic gradient descent with mini batches and a given number of epochs. Use a tunable learning rate as discussed in the lectures from week 39. Discuss the results as functions of the various parameters (size of batches, number of epochs etc)\n", + "\n", + "4. Implement the Adagrad method in order to tune the learning rate. Do this with and without momentum for plain gradient descent and SGD.\n", + "\n", + "5. Add RMSprop and Adam to your library of methods for tuning the learning rate.\n", + "\n", + "The lecture notes from weeks 39 and 40 contain more information and code examples. Feel free to use these examples.\n", + "\n", + "In summary, you should \n", + "perform an analysis of the results for OLS and Ridge regression as\n", + "function of the chosen learning rates, the number of mini-batches and\n", + "epochs as well as algorithm for scaling the learning rate. You can\n", + "also compare your own results with those that can be obtained using\n", + "for example **Scikit-Learn**'s various SGD options. Discuss your\n", + "results. For Ridge regression you need now to study the results as functions of the hyper-parameter $\\lambda$ and \n", + "the learning rate $\\eta$. Discuss your results.\n", + "\n", + "You will need your SGD code for the setup of the Neural Network and\n", + "Logistic Regression codes. You will find the Python [Seaborn\n", + "package](https://seaborn.pydata.org/generated/seaborn.heatmap.html)\n", + "useful when plotting the results as function of the learning rate\n", + "$\\eta$ and the hyper-parameter $\\lambda$ when you use Ridge\n", + "regression.\n", + "\n", + "We recommend reading chapter 8 on optimization from the textbook of [Goodfellow, Bengio and Courville](https://www.deeplearningbook.org/). This chapter contains many useful insights and discussions on the optimization part of machine learning." + ] + }, + { + "cell_type": "markdown", + "id": "9940e21b", + "metadata": { + "editable": true + }, + "source": [ + "# Code examples from week 39 and 40" + ] + }, + { + "cell_type": "markdown", + "id": "6559d6d2", + "metadata": { + "editable": true + }, + "source": [ + "## Code with a Number of Minibatches which varies, analytical gradient\n", + "\n", + "In the code here we vary the number of mini-batches." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "021b66d2", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "# Importing various packages\n", + "from math import exp, sqrt\n", + "from random import random, seed\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.inv(X.T @ X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 1000\n", + "\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = 2.0/n*X.T @ ((X @ theta)-y)\n", + " theta -= eta*gradients\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "xnew = np.array([[0],[2]])\n", + "Xnew = np.c_[np.ones((2,1)), xnew]\n", + "ypredict = Xnew.dot(theta)\n", + "ypredict2 = Xnew.dot(theta_linreg)\n", + "\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "t0, t1 = 5, 50\n", + "\n", + "def learning_schedule(t):\n", + " return t0/(t+t1)\n", + "\n", + "theta = np.random.randn(2,1)\n", + "\n", + "for epoch in range(n_epochs):\n", + "# Can you figure out a better way of setting up the contributions to each batch?\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (2.0/M)* xi.T @ ((xi @ theta)-yi)\n", + " eta = learning_schedule(epoch*m+i)\n", + " theta = theta - eta*gradients\n", + "print(\"theta from own sdg\")\n", + "print(theta)\n", + "\n", + "plt.plot(xnew, ypredict, \"r-\")\n", + "plt.plot(xnew, ypredict2, \"b-\")\n", + "plt.plot(x, y ,'ro')\n", + "plt.axis([0,2.0,0, 15.0])\n", + "plt.xlabel(r'$x$')\n", + "plt.ylabel(r'$y$')\n", + "plt.title(r'Random numbers ')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d8e7110b", + "metadata": { + "editable": true + }, + "source": [ + "In the above code, we have use replacement in setting up the\n", + "mini-batches. The discussion\n", + "[here](https://sebastianraschka.com/faq/docs/sgd-methods.html) may be\n", + "useful." + ] + }, + { + "cell_type": "markdown", + "id": "74a7859a", + "metadata": { + "editable": true + }, + "source": [ + "## Momentum based GD\n", + "\n", + "The stochastic gradient descent (SGD) is almost always used with a\n", + "*momentum* or inertia term that serves as a memory of the direction we\n", + "are moving in parameter space. This is typically implemented as\n", + "follows" + ] + }, + { + "cell_type": "markdown", + "id": "619df8e8", + "metadata": { + "editable": true + }, + "source": [ + "$$\n", + "\\mathbf{v}_{t}=\\gamma \\mathbf{v}_{t-1}+\\eta_{t}\\nabla_\\theta E(\\boldsymbol{\\theta}_t) \\nonumber\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "id": "c759cfc4", + "metadata": { + "editable": true + }, + "source": [ + "\n", + "
\n", + "\n", + "$$\n", + "\\begin{equation} \n", + "\\boldsymbol{\\theta}_{t+1}= \\boldsymbol{\\theta}_t -\\mathbf{v}_{t},\n", + "\\label{_auto1} \\tag{1}\n", + "\\end{equation}\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "id": "0a4571f9", + "metadata": { + "editable": true + }, + "source": [ + "where we have introduced a momentum parameter $\\gamma$, with\n", + "$0\\le\\gamma\\le 1$, and for brevity we dropped the explicit notation to\n", + "indicate the gradient is to be taken over a different mini-batch at\n", + "each step. We call this algorithm gradient descent with momentum\n", + "(GDM). From these equations, it is clear that $\\mathbf{v}_t$ is a\n", + "running average of recently encountered gradients and\n", + "$(1-\\gamma)^{-1}$ sets the characteristic time scale for the memory\n", + "used in the averaging procedure. Consistent with this, when\n", + "$\\gamma=0$, this just reduces down to ordinary SGD as discussed\n", + "earlier. An equivalent way of writing the updates is" + ] + }, + { + "cell_type": "markdown", + "id": "9bebfdd9", + "metadata": { + "editable": true + }, + "source": [ + "$$\n", + "\\Delta \\boldsymbol{\\theta}_{t+1} = \\gamma \\Delta \\boldsymbol{\\theta}_t -\\ \\eta_{t}\\nabla_\\theta E(\\boldsymbol{\\theta}_t),\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "id": "c9e635e8", + "metadata": { + "editable": true + }, + "source": [ + "where we have defined $\\Delta \\boldsymbol{\\theta}_{t}= \\boldsymbol{\\theta}_t-\\boldsymbol{\\theta}_{t-1}$." + ] + }, + { + "cell_type": "markdown", + "id": "eb544f8b", + "metadata": { + "editable": true + }, + "source": [ + "## Algorithms and codes for Adagrad, RMSprop and Adam\n", + "\n", + "The algorithms we have implemented are well described in the text by [Goodfellow, Bengio and Courville, chapter 8](https://www.deeplearningbook.org/contents/optimization.html).\n", + "\n", + "The codes which implement these algorithms are discussed after our presentation of automatic differentiation." + ] + }, + { + "cell_type": "markdown", + "id": "d088ad85", + "metadata": { + "editable": true + }, + "source": [ + "## Practical tips\n", + "\n", + "* **Randomize the data when making mini-batches**. It is always important to randomly shuffle the data when forming mini-batches. Otherwise, the gradient descent method can fit spurious correlations resulting from the order in which data is presented.\n", + "\n", + "* **Transform your inputs**. Learning becomes difficult when our landscape has a mixture of steep and flat directions. One simple trick for minimizing these situations is to standardize the data by subtracting the mean and normalizing the variance of input variables. Whenever possible, also decorrelate the inputs. To understand why this is helpful, consider the case of linear regression. It is easy to show that for the squared error cost function, the Hessian of the cost function is just the correlation matrix between the inputs. Thus, by standardizing the inputs, we are ensuring that the landscape looks homogeneous in all directions in parameter space. Since most deep networks can be viewed as linear transformations followed by a non-linearity at each layer, we expect this intuition to hold beyond the linear case.\n", + "\n", + "* **Monitor the out-of-sample performance.** Always monitor the performance of your model on a validation set (a small portion of the training data that is held out of the training process to serve as a proxy for the test set. If the validation error starts increasing, then the model is beginning to overfit. Terminate the learning process. This *early stopping* significantly improves performance in many settings.\n", + "\n", + "* **Adaptive optimization methods don't always have good generalization.** Recent studies have shown that adaptive methods such as ADAM, RMSPorp, and AdaGrad tend to have poor generalization compared to SGD or SGD with momentum, particularly in the high-dimensional limit (i.e. the number of parameters exceeds the number of data points). Although it is not clear at this stage why these methods perform so well in training deep neural networks, simpler procedures like properly-tuned SGD may work as well or better in these applications.\n", + "\n", + "Geron's text, see chapter 11, has several interesting discussions." + ] + }, + { + "cell_type": "markdown", + "id": "937063d3", + "metadata": { + "editable": true + }, + "source": [ + "## Using Automatic differentation with OLS\n", + "\n", + "We conclude the part on optmization by showing how we can make codes\n", + "for linear regression and logistic regression using **autograd**. The\n", + "first example shows results with ordinary leats squares." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e08215a6", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients for OLS\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "def CostOLS(beta):\n", + " return (1.0/n)*np.sum((y-X @ beta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 1000\n", + "# define the gradient\n", + "training_gradient = grad(CostOLS)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = training_gradient(theta)\n", + " theta -= eta*gradients\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "xnew = np.array([[0],[2]])\n", + "Xnew = np.c_[np.ones((2,1)), xnew]\n", + "ypredict = Xnew.dot(theta)\n", + "ypredict2 = Xnew.dot(theta_linreg)\n", + "\n", + "plt.plot(xnew, ypredict, \"r-\")\n", + "plt.plot(xnew, ypredict2, \"b-\")\n", + "plt.plot(x, y ,'ro')\n", + "plt.axis([0,2.0,0, 15.0])\n", + "plt.xlabel(r'$x$')\n", + "plt.ylabel(r'$y$')\n", + "plt.title(r'Random numbers ')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "623ad923", + "metadata": { + "editable": true + }, + "source": [ + "## Same code but now with momentum gradient descent" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b7fe53c1", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients for OLS\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "def CostOLS(beta):\n", + " return (1.0/n)*np.sum((y-X @ beta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x#+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 30\n", + "\n", + "# define the gradient\n", + "training_gradient = grad(CostOLS)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = training_gradient(theta)\n", + " theta -= eta*gradients\n", + " print(iter,gradients[0],gradients[1])\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "# Now improve with momentum gradient descent\n", + "change = 0.0\n", + "delta_momentum = 0.3\n", + "for iter in range(Niterations):\n", + " # calculate gradient\n", + " gradients = training_gradient(theta)\n", + " # calculate update\n", + " new_change = eta*gradients+delta_momentum*change\n", + " # take a step\n", + " theta -= new_change\n", + " # save the change\n", + " change = new_change\n", + " print(iter,gradients[0],gradients[1])\n", + "print(\"theta from own gd wth momentum\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "749000b3", + "metadata": { + "editable": true + }, + "source": [ + "## But noen of these can compete with Newton's method" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e7b4abe1", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "# Using Newton's method\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "def CostOLS(beta):\n", + " return (1.0/n)*np.sum((y-X @ beta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "beta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(beta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "# Note that here the Hessian does not depend on the parameters beta\n", + "invH = np.linalg.pinv(H)\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "beta = np.random.randn(2,1)\n", + "Niterations = 5\n", + "\n", + "# define the gradient\n", + "training_gradient = grad(CostOLS)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = training_gradient(beta)\n", + " beta -= invH @ gradients\n", + " print(iter,gradients[0],gradients[1])\n", + "print(\"beta from own Newton code\")\n", + "print(beta)" + ] + }, + { + "cell_type": "markdown", + "id": "d47c2b1c", + "metadata": { + "editable": true + }, + "source": [ + "## Including Stochastic Gradient Descent with Autograd\n", + "In this code we include the stochastic gradient descent approach discussed above. Note here that we specify which argument we are taking the derivative with respect to when using **autograd**." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e2b04ba9", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using SGD\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 1000\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = (1.0/n)*training_gradient(y, X, theta)\n", + " theta -= eta*gradients\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "xnew = np.array([[0],[2]])\n", + "Xnew = np.c_[np.ones((2,1)), xnew]\n", + "ypredict = Xnew.dot(theta)\n", + "ypredict2 = Xnew.dot(theta_linreg)\n", + "\n", + "plt.plot(xnew, ypredict, \"r-\")\n", + "plt.plot(xnew, ypredict2, \"b-\")\n", + "plt.plot(x, y ,'ro')\n", + "plt.axis([0,2.0,0, 15.0])\n", + "plt.xlabel(r'$x$')\n", + "plt.ylabel(r'$y$')\n", + "plt.title(r'Random numbers ')\n", + "plt.show()\n", + "\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "t0, t1 = 5, 50\n", + "def learning_schedule(t):\n", + " return t0/(t+t1)\n", + "\n", + "theta = np.random.randn(2,1)\n", + "\n", + "for epoch in range(n_epochs):\n", + "# Can you figure out a better way of setting up the contributions to each batch?\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + " eta = learning_schedule(epoch*m+i)\n", + " theta = theta - eta*gradients\n", + "print(\"theta from own sdg\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "f6d7455a", + "metadata": { + "editable": true + }, + "source": [ + "## Same code but now with momentum gradient descent" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "40a68e4f", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using SGD\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 100\n", + "x = 2*np.random.rand(n,1)\n", + "y = 4+3*x+np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "# Hessian matrix\n", + "H = (2.0/n)* XT_X\n", + "EigValues, EigVectors = np.linalg.eig(H)\n", + "print(f\"Eigenvalues of Hessian Matrix:{EigValues}\")\n", + "\n", + "theta = np.random.randn(2,1)\n", + "eta = 1.0/np.max(EigValues)\n", + "Niterations = 100\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "\n", + "for iter in range(Niterations):\n", + " gradients = (1.0/n)*training_gradient(y, X, theta)\n", + " theta -= eta*gradients\n", + "print(\"theta from own gd\")\n", + "print(theta)\n", + "\n", + "\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "t0, t1 = 5, 50\n", + "def learning_schedule(t):\n", + " return t0/(t+t1)\n", + "\n", + "theta = np.random.randn(2,1)\n", + "\n", + "change = 0.0\n", + "delta_momentum = 0.3\n", + "\n", + "for epoch in range(n_epochs):\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + " eta = learning_schedule(epoch*m+i)\n", + " # calculate update\n", + " new_change = eta*gradients+delta_momentum*change\n", + " # take a step\n", + " theta -= new_change\n", + " # save the change\n", + " change = new_change\n", + "print(\"theta from own sdg with momentum\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "d1f7f38d", + "metadata": { + "editable": true + }, + "source": [ + "## AdaGrad algorithm, taken from [Goodfellow et al](https://www.deeplearningbook.org/contents/optimization.html)\n", + "\n", + "\n", + "\n", + "\n", + "

Figure 1:

\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "b85cc96c", + "metadata": { + "editable": true + }, + "source": [ + "## Similar (second order function now) problem but now with AdaGrad" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3ced9e13", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using AdaGrad and Stochastic Gradient descent\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 1000\n", + "x = np.random.rand(n,1)\n", + "y = 2.0+3*x +4*x*x\n", + "\n", + "X = np.c_[np.ones((n,1)), x, x*x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "# Define parameters for Stochastic Gradient Descent\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "# Guess for unknown parameters theta\n", + "theta = np.random.randn(3,1)\n", + "\n", + "# Value for learning rate\n", + "eta = 0.01\n", + "# Including AdaGrad parameter to avoid possible division by zero\n", + "delta = 1e-8\n", + "for epoch in range(n_epochs):\n", + " Giter = 0.0\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + " Giter += gradients*gradients\n", + " update = gradients*eta/(delta+np.sqrt(Giter))\n", + " theta -= update\n", + "print(\"theta from own AdaGrad\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "ed1fa9e4", + "metadata": { + "editable": true + }, + "source": [ + "Running this code we note an almost perfect agreement with the results from matrix inversion." + ] + }, + { + "cell_type": "markdown", + "id": "787b2b5e", + "metadata": { + "editable": true + }, + "source": [ + "## RMSProp algorithm, taken from [Goodfellow et al](https://www.deeplearningbook.org/contents/optimization.html)\n", + "\n", + "\n", + "\n", + "\n", + "

Figure 1:

\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "ac61b6e0", + "metadata": { + "editable": true + }, + "source": [ + "## RMSprop for adaptive learning rate with Stochastic Gradient Descent" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5febac4f", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using RMSprop and Stochastic Gradient descent\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 1000\n", + "x = np.random.rand(n,1)\n", + "y = 2.0+3*x +4*x*x# +np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x, x*x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "# Define parameters for Stochastic Gradient Descent\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "# Guess for unknown parameters theta\n", + "theta = np.random.randn(3,1)\n", + "\n", + "# Value for learning rate\n", + "eta = 0.01\n", + "# Value for parameter rho\n", + "rho = 0.99\n", + "# Including AdaGrad parameter to avoid possible division by zero\n", + "delta = 1e-8\n", + "for epoch in range(n_epochs):\n", + " Giter = 0.0\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + "\t# Accumulated gradient\n", + "\t# Scaling with rho the new and the previous results\n", + " Giter = (rho*Giter+(1-rho)*gradients*gradients)\n", + "\t# Taking the diagonal only and inverting\n", + " update = gradients*eta/(delta+np.sqrt(Giter))\n", + "\t# Hadamard product\n", + " theta -= update\n", + "print(\"theta from own RMSprop\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "ee8a6301", + "metadata": { + "editable": true + }, + "source": [ + "## ADAM algorithm, taken from [Goodfellow et al](https://www.deeplearningbook.org/contents/optimization.html)\n", + "\n", + "\n", + "\n", + "\n", + "

Figure 1:

\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "b2d0f16b", + "metadata": { + "editable": true + }, + "source": [ + "## And finally [ADAM](https://arxiv.org/pdf/1412.6980.pdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "59349e6f", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "# Using Autograd to calculate gradients using RMSprop and Stochastic Gradient descent\n", + "# OLS example\n", + "from random import random, seed\n", + "import numpy as np\n", + "import autograd.numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from autograd import grad\n", + "\n", + "# Note change from previous example\n", + "def CostOLS(y,X,theta):\n", + " return np.sum((y-X @ theta)**2)\n", + "\n", + "n = 1000\n", + "x = np.random.rand(n,1)\n", + "y = 2.0+3*x +4*x*x# +np.random.randn(n,1)\n", + "\n", + "X = np.c_[np.ones((n,1)), x, x*x]\n", + "XT_X = X.T @ X\n", + "theta_linreg = np.linalg.pinv(XT_X) @ (X.T @ y)\n", + "print(\"Own inversion\")\n", + "print(theta_linreg)\n", + "\n", + "\n", + "# Note that we request the derivative wrt third argument (theta, 2 here)\n", + "training_gradient = grad(CostOLS,2)\n", + "# Define parameters for Stochastic Gradient Descent\n", + "n_epochs = 50\n", + "M = 5 #size of each minibatch\n", + "m = int(n/M) #number of minibatches\n", + "# Guess for unknown parameters theta\n", + "theta = np.random.randn(3,1)\n", + "\n", + "# Value for learning rate\n", + "eta = 0.01\n", + "# Value for parameters beta1 and beta2, see https://arxiv.org/abs/1412.6980\n", + "beta1 = 0.9\n", + "beta2 = 0.999\n", + "# Including AdaGrad parameter to avoid possible division by zero\n", + "delta = 1e-7\n", + "iter = 0\n", + "for epoch in range(n_epochs):\n", + " first_moment = 0.0\n", + " second_moment = 0.0\n", + " iter += 1\n", + " for i in range(m):\n", + " random_index = M*np.random.randint(m)\n", + " xi = X[random_index:random_index+M]\n", + " yi = y[random_index:random_index+M]\n", + " gradients = (1.0/M)*training_gradient(yi, xi, theta)\n", + " # Computing moments first\n", + " first_moment = beta1*first_moment + (1-beta1)*gradients\n", + " second_moment = beta2*second_moment+(1-beta2)*gradients*gradients\n", + " first_term = first_moment/(1.0-beta1**iter)\n", + " second_term = second_moment/(1.0-beta2**iter)\n", + "\t# Scaling with rho the new and the previous results\n", + " update = eta*first_term/(np.sqrt(second_term)+delta)\n", + " theta -= update\n", + "print(\"theta from own ADAM\")\n", + "print(theta)" + ] + }, + { + "cell_type": "markdown", + "id": "1d490115", + "metadata": { + "editable": true + }, + "source": [ + "## Introducing [JAX](https://jax.readthedocs.io/en/latest/)\n", + "\n", + "Presently, instead of using **autograd**, we recommend using [JAX](https://jax.readthedocs.io/en/latest/)\n", + "\n", + "**JAX** is Autograd and [XLA (Accelerated Linear Algebra))](https://www.tensorflow.org/xla),\n", + "brought together for high-performance numerical computing and machine learning research.\n", + "It provides composable transformations of Python+NumPy programs: differentiate, vectorize, parallelize, Just-In-Time compile to GPU/TPU, and more." + ] + }, + { + "cell_type": "markdown", + "id": "3bc7785a", + "metadata": { + "editable": true + }, + "source": [ + "### Getting started with Jax, note the way we import numpy" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f1090d5e", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "import jax\n", + "import jax.numpy as jnp\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from jax import grad as jax_grad" + ] + }, + { + "cell_type": "markdown", + "id": "ac6bf976", + "metadata": { + "editable": true + }, + "source": [ + "### A warm-up example" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "ed55121d", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "def function(x):\n", + " return x**2\n", + "\n", + "def analytical_gradient(x):\n", + " return 2*x\n", + "\n", + "def gradient_descent(starting_point, learning_rate, num_iterations, solver=\"analytical\"):\n", + " x = starting_point\n", + " trajectory_x = [x]\n", + " trajectory_y = [function(x)]\n", + "\n", + " if solver == \"analytical\":\n", + " grad = analytical_gradient \n", + " elif solver == \"jax\":\n", + " grad = jax_grad(function)\n", + " x = jnp.float64(x)\n", + " learning_rate = jnp.float64(learning_rate)\n", + "\n", + " for _ in range(num_iterations):\n", + " \n", + " x = x - learning_rate * grad(x)\n", + " trajectory_x.append(x)\n", + " trajectory_y.append(function(x))\n", + "\n", + " return trajectory_x, trajectory_y\n", + "\n", + "x = np.linspace(-5, 5, 100)\n", + "plt.plot(x, function(x), label=\"f(x)\")\n", + "\n", + "descent_x, descent_y = gradient_descent(5, 0.1, 10, solver=\"analytical\")\n", + "jax_descend_x, jax_descend_y = gradient_descent(5, 0.1, 10, solver=\"jax\")\n", + "\n", + "plt.plot(descent_x, descent_y, label=\"Gradient descent\", marker=\"o\")\n", + "plt.plot(jax_descend_x, jax_descend_y, label=\"JAX\", marker=\"x\")" + ] + }, + { + "cell_type": "markdown", + "id": "4a994430", + "metadata": { + "editable": true + }, + "source": [ + "### A more advanced example" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "863db98d", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], + "source": [ + "backend = np\n", + "\n", + "def function(x):\n", + " return x*backend.sin(x**2 + 1)\n", + "\n", + "def analytical_gradient(x):\n", + " return backend.sin(x**2 + 1) + 2*x**2*backend.cos(x**2 + 1)\n", + "\n", + "\n", + "x = np.linspace(-5, 5, 100)\n", + "plt.plot(x, function(x), label=\"f(x)\")\n", + "\n", + "descent_x, descent_y = gradient_descent(1, 0.01, 300, solver=\"analytical\")\n", + "\n", + "# Change the backend to JAX\n", + "backend = jnp\n", + "jax_descend_x, jax_descend_y = gradient_descent(1, 0.01, 300, solver=\"jax\")\n", + "\n", + "plt.scatter(descent_x, descent_y, label=\"Gradient descent\", marker=\"v\", s=10, color=\"red\") \n", + "plt.scatter(jax_descend_x, jax_descend_y, label=\"JAX\", marker=\"x\", s=5, color=\"black\")" + ] + } + ], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/src/week41/figures/adam.png b/doc/src/week41/figures/adam.png index 9d8d91caca0dcdac675dc885f772d197e4e532c9..a3a39f025d837094dce25f6b64b83c6105e6ba95 100644 GIT binary patch literal 159202 zcmbrmbyywA);)~7OF|&Hy9IZ5clQw7-O0fvxVr=h?j8slAi)WCa0pItm#>+*Gn4z? z`Tg~s=Q-)-RF_xp+O^i&iBMLQLPf$yf`EWPm5~-#g@AybhJb*&Mt}o;$@t#o2LS;o zY$Yb9EF&gHqU`MO*2>lb0)i&q%-9%9nt|r4iHWiC*YEVSNX{Or;o;G$#sLG}1KnfY zU%J0_XQk=uui{~>LaX;c6smk_wn2#|xvgXRTEXH!aiq?LIT2Nb4D-#G@t$R-5TYt+ zdflAl0X`f%5jj#84-XGJ(01!I0ScoX_Uj8;C|;zmIgq9$Vskda2NVc*5ZVgTaqMw^ zK$`TZv^->8F2p>qjP&}hv~6i8N%zr_rS1A_#qMJBz=Y{YER4e}BW0bW^c06LsA?3HZ`c^7GVHJLnwr^Iq`{)$ zWemo~tMH*SO=qwX5)qE@EdFM+itL=hHC|bGc-p@no}P42ceaL5Py(p$pPqaso}L0; zLVxe-?RF$VhbTJKJ6ZLta0G@l(n4G2t%3ps9dM5T0RxE-0Snwg0$)K$g1_%2A!#6> z|M(pW0wT-`0_H!@C<52#PaN=l&hzILIw2GS9{39j_Pw)cw&p$Jhk^J$9tBnAewt_N= zn1izg2`3W^6APIj5(xgveL%P7N0eXE6smph{Q4f2Qj{)&8FNpN#y>&prQbB>o)c zKYj(qSrCbz`R_RsM54;!!T_f6wUxM%I&cLR+4Bd|7x;(f&ns{bsg4Ejnr{aIAq*iS zE~4%Ud5{g;VykiUG+Qi&ACHBC5szgBQv`!}lNd~*9~2gsbOa}Z2pK_4VgS`s_(nSH z&7>D%ar@Lw_1NUEn$b3!v4hUBZ#*ueek;9}na=asEr4 z&q>q5-3V@|;|$^d)+pcs(89u>Rs2u0m7yWYr#Xb{N&YA0&#Ex3ZJ_@>Nf;F-T6q@Y zd+`6GH$X>G{~t;Je>!R`jBt@^rKs`o`r&tZ~q4WDBEM%DcA2( zhYHz!#ii7f+6Wmw$v1{UYMurl~tEG!S!- zwQ``c<6j4yP$aJe;bKP1=tb4McJ$WlgTPNBuT9J_5$>S{o9aWVG-IfT#(fO2z^2F35$1NT zWlwV76eE8xuA9xoD|1@^n-QZn;>Y7K`&0w>vTUJ+BV^_djA7X)s?WcCxA_`32xK8w z0-pS?sskSAqiv?I?$5@4z0I)tn6D0!^?Ep;Qp$9D_?hX@CPSS)%~;!qmAuX}_It-r z;GhJ=N{#$3G`J2Mrr=P}1h0*o_p91ddNyi$(Fhc*gm#M(!5=g2b?JPWy}ZvSq?TU0 ze4F@&1-gb8x)wPLNG6VA{@l`j@k8$pCMX(lLl8~u0KMACtY@{XBnK(->Kpsm!OwI{ zA}-Uua9v8C%Q>^9Ab6r3&J|ym=5K5xEizQ;6!QEmWxX&kxlRMG1|PPCo)B|u2k_~y zX%pwRa|4b(KVDR)p6Kpu1MAGaew4Rd&pciN3@nNH^Q+bO=xwdrIqf%HTK>YpWr;&n znG6^`PJ@Kanm^Eh<;K$bvHR|z{==fjirtCwC&OmFg*bv!N1FDknZQs?T95e1MF%lZF-?>V!QqnnX;zBgFW6VY@UzH|n0=L9D=XYT)6DR5;^40I>{}^| zuKHgZy}755VUMPsEz70gTd?AVb|+z(hg9$BzkIf$N=H?=gb}TL#m%{C{;lJr+*|o?{Ifcr0<~ z;&qYdr`yMR3Z9RPeR)`qVm`vwq}YF6S1w&zk1T5>U=rzvWT0%pKCX|L){cvBGwnp@ zeX^CyD^-61FR5SC@T*j=Ipg;gnf8W`Utse)BuhiW4N(8yEb?YCcMwGhtL>#Rjf{g} z=}ek`X4r5hU+2q~l7^S$`g=oLoKCAL*|AK-B^Ji=(j~dclTBCrnBu&5pL|Ub1FTZ| z7O{#b#}T-5u7_6e+eMW-`nD?IXNd{(U-e`Hz$$pVw18<1bz@f(gRR70tK^BPsafZv z@D+Qmvg34EL0;&3^}WA^3or#}PB9T6??FNj6pLSOq6)C}`=-;SDj{y)nWEi68AId? zV|3*es(2rGez)`EatP-z`GzJTxEaG9^5(jB=<*`3(LlV6YDZmM@-tv0{bc2?>-DHs zny|jk{ug=-4ecIt~+hqsX(B#FGD|2#&bY*oRyO z)q%gvcKQo3AERXK>vUALP~~5>gG8vYVttb%poQEsyYZLRKp)=vvCK~pvx+X=>3v?D zVNMJ=5M>ixLZfxz`g@}Y$`9?%!?xCZL-MAguh>%O#z^xM)*hISik?A9=)rY_0&!5M z>r-FkS#^T`g7XwE?3?7PWuNM`$^fniSq)Kz8`Fq0oRtp&E-Be{r!r^XpY#QBiJCQ! zPPKmSRlepLQP5j^?aTnYo&HmVS;I)%>Q({E5SpCfTnI0~ohmhOi=*X8?TFlb*@ z*oPOzF1_$(tc)Ow+G$ zHzzO3-#>Ld96FE+#$&7toqc1^Jh5+@f2$B2oGDmwyOTH)cJCCT?DFV6!q{xPF6<51 za(kB08ToHd-MOb#+$@|DevY9!Tir2)aI5cy>*kvj{b=~PRmN7ewMdGG!>aUbYbDaa z-N!FMsduaT5;W9!n>A(<#KF=$s!&Fps8mMRn?)%3AN@K2i|-d)URn44JwH*v{Yi{P zssSgStEr7+`4G|VD?BH(OirXPC)L^e*a1sI#t53SxtEn~bUh@BBV9yv=MtyQ=aX_= z+J_&bD-k#j4#qR6~+X!)^pqYo2^DOP9NaqJ$R2C1zo%ROcfN#I8a^X zuK^(@$8asTe8I%&Dc+vns{WSTX5N@%27Nv+@zUUpe3LPHp7es<&A=#>TgzsG94F_z zdE!9s)BW}UU=fJc;d~Z2HxwDBuh94oFlwOKPkZ|mcugerr%BsIyMIPd=O8$3s4K8zfynj`9Vn>Bd3uEl4}&^;O?xJ!}SN3Y_m)2oe<)mzS2>)U`5G!51-^N-+W}_o$FKe7^Y!2U2`gSr>Y| z-gv7?3Y#Q%M3Y}pr}{bMrD2N~u?6OrcN$q}YwPu^G`BRD82tS*zThcpDyZS`duLd= zDw-jhs!f@rK7wuHtyhzzU>vk>BxYIr0>DbV+Z^nY>Ub48<09?eQO97R93WpC)LVAE#4G$Q#7Ngn{;@Fe& zB2~7Y+OKRjOyfWMWr-fzFt=RY1hd<-CwQ&zf3syWlZ}XQ>ePoRRW$$ZZlz0&?;Lg% zPVDk)`RD^XoFK5%&vQp2aBNUMMBE!21+tEIT~71AFsO5uS)6n!rZ%S zVOWCRoEeF>tKN|iEfCBNIG7uYZZ|F3@3Xu2Z+E`xEhVQy4}V|#{^_70$IvGy5Kd2jF z^1IK=8fb?z-OAu5fvKuluS&ytPy1U-^kQ(!;Qb=B=2 znV(|PlZ0ShVfI>Lea4Ckb0~oK=PG(Z1i_6owb`4X_k4XRoX}0aHM=DFw$~AejbLuo zAia6Um1~9lP^a{}==ienWv30X+!)j~E7LGeMIZAz@gC12$5up{oBHzKy?F@)6uSH$ zpCl^8>w9Qmbt4ti8Os36t|dWBR8=OuHW*V`SX+ZsS+hy&@e?mZ!@p&~vSveTXmwx@ zqaayCvwW%!H(Bgv4?SNo*=s#oE6(MYQ)t8BmK>v8l=)Y5$xc&~%yMwc05*PY7h9JV zwR}zANq<)v`KaoZ7B_v&sRDSH&N5&lw)ZMkxkL&(T<_u)@yl@@r{VV}P3kzIGN85| zbCmM;w7@dU*xLd8R{}=w@D>C;`<_UMIF@y3L^p8PIwH&fM)A=f~#LWMpNEGhIaDYLQ-B29`v++Wyr_W>tZ8CztGa(KU z4$+T-suIjROmFXo;HJyfz*OQ97r=5lqPtZ=JI$^WZHa|P{=CJFZQA8nz zk+e*MR_E-@$}lCo7<_hzzsw)kN#(r24hHr`wSbGMS5wApTnDMFC}P z&xhPJ+Yu#iM!K;3i!kLuigH_D*8EZ0I@_!0kte|0rQQ3<;cm%M7b^^waOOEf6`6SA z_V+Kj(B|m8?r<+@irYRNHxkVz@7AS^HfrqGG;j<${t2otYpEy5ud3ll#g$m_ypN#P zU(cqIl`0P_G7>*;&=8=U?t?`9FfuG4-A1+VY-b4Koz0my5HY+i0>!s%rPyq@yhMb_ z!u^r7I!IqsF;Jo^t}5ZbaS~c{kU;t&i!fG#k128i!hhyys)lTO7cC2D(#tK}=1+iE zfK;}VF4Cn$Ni}_f)Nrq2@0c&}vA{sY7Mkn#18*K3)O*QN(jgk|EV^|fXMH+zCM1dgq*5yPs<%JfWBJ}d~5gmID` zVn36$4C9-BHij2j-^(}qiiHksK*GNskA6=aNo{CxwDILh#h}PSD^pghYU)_F5L@rF zi(BDI17W_RhfJJOW5oG4PJ78xkuQD!oT~Q7SZF{Q8n0-VX_8t$;Ak04C8srXSBAgq zh{5hh+EBoIosb}b-+Ji3pc%pU!zPL%HjI4^i#8CXl&pRuQ(ZY6wBioK9iw#ZMED8h z{q%5!P7%bmIVw{hqazL_#1q2TU%V3l*3_NxQn{wPx|1s%vUwh*{1-Q-8ubJ{!$gUi z5@cf9(+anrn6tl>pyL9DDwKOypYb7zkdjxhz#rI zz=U0oj!6*7a2~EZ9dj$ivaYyJc*-I}r9vpr)IA(gFcg004EO1g;I`ah`G(=!obIy1 zD;m+tv-Z^~R1<3WM0E+QT!CfaynN@09W*?X&i?|_8q@7ov&}&NK^(+e(g;Oudkcgt% zR~FG!gHRoE0j{Z37v2x3ZFodEPKy5Qj-%q}QM+*lcbW06n=tlOEXSv{RlH^jlQ ziVHmx86JtZJ^G{Hsi@2CGO0mD)67itbR^O$OUm#UMLblvPYHrs2Pz?~b`R%Gmc%)? zgIKb%+(ZdOWz*xCEZKcgA~CN}BtbQvH6@wgb&L_@44u3|a}e3ItxGY#Z$ohA&sT+p zWg@N9N=IE^ohNK^aU{zF&!O$+2V<@<=pD2Sy^1@oT8HWU+qU$!!{@)mMH)KwW1=Hi z%TwsZH`!zCr5%{u2&K%uBX;Yx$uTu^k)TLEoXs$Y87uJC(5=NimMWbkgh$= zOjfH!CJpg2^+@X%o2pi-@;K4F;)X;)7(U$LeExxQ=Ig{i#)6|rbT=PDj^sXx9rtF7 zR~^yK7O{0Ft2&%;YnuK&D5T;VDM}NYC*$A?^P+h>t+u>Y&iZV6qnw(Tty^e@J7JXO zP3y;=O zHanJ@&e;o-bu^~4C)&BhA~C<+-Olyd4WBFaqGaZk#ZUjQmhQ5y+pb$%uqXA&0F1=a<@8=*Ti?9i7Ef zTH;VV(i`5tL#B&-Q^5GsiNAG)=6v_k0p}o1-OTmiQ+XBArWg{PQ@-oK_6t^|qGS%R zihA;u=Uo|Hg$B=N7~rlh;~%R%rsKt#RB5kmb&&545o;Z95+P9|F?BT>;CM6*IXff; z;NtyC-Qp_mjD)sG^8rz!`I}M5AL+N2%o2+fTobp~?`2lK8Q7w~Wkl}llMqZt35q*4 zX;j>TI8#?1-QcgG)249ZGj*$(3SR%fVX29@aoMYBOvSHV`#rmulDI;2@>2c9Ug9Mp z>D#Txs`ex6^=?_di&8CCOil4D+<-9tH=LtlZCODa;Ix&kr2_;^YlUJkz1SO zgOla!2^eG$r@dvIrp_{)5S4Y(%h(UAxu=cT!%|Pw48I^}TTKRdVslIVCR0h%Y(Ko+ z=Q`50Dv{S#nngoBt>CQYcY-A!U~LLUHro2&GMk|v8N;s1*%=$_(J3cQZl|_MdnnXE zIzTx|gdpfGk7PFWwMI!& zny=0$__9?}%mSRZha=&f0W|mG1p7`Y0Go*tt|ByFSd6LI7c-W>c7|6|Q6ptK_Y~G7 z5sJA>f5RC=^HD`rt-P^9&Iku`V4u>Fta`q}rZQxosb+%uYi^ zO%IZvBY8HSkALE97EUsub7rP5*^y@gtaFUe9u(IC*&#v!SwgBDSLaIy6DlIVxgVKG z=5j~+GidLaiYfO1VoJYhf)?K-$xecQ|Guvzn^vB}7zGup zntPr8ktFj(;DJgI)UlIOwW+Zw=xKc-K`8PfA`JZjyG}kcbk#}}G68WSv6i#AxO^FR zj4%Dmhr6T?mr8fxXEKi@Ikn?(Bo{3~nN-L!MjOTVHd^l|e{k64?rM_-aIN^(7a(b! zincjh9;mn5XmIV8qvI0Y(|mXw)N&Ml6M@ryLeP_~2sf;BYh8~K@AvBO{V|YKIj|ey z$Vb9-ZWzEEe%|jn(c~Hty7?Cm$M7AstaVX;8m(^P?xH*FC^p?ru5etb7UxmoM`Aqz z%>l51=O}$xh(BD<7y87}L?o_W6!sQOa!C~N1cCU0yI)RzbNQ6sinU*2>&Ld` zI1ke8+M8QPMH+nNl!KX^3ZYSQEOm50$o04N+K zws7<>_u%w7Ff_S>r2n#vkwM^dP+R|a@bRD12Y{;yKVjfqf^OHsh}}mR>Z8pTONDax zI^r3cr&Z-b>=JB!%zbuowe;8S`LcU29h#Kt5(I`Q63@|fknNt^DEtz`m?0C`7Qx&b z(b(>j_va--ZW|wj{MjjEYp&0BMss1^Q}vxA^z0gEGVCvV|M5tlNuqiL6dzGkeVV-G zxReck4j4Y_<#9!BoA2(!;8)-E@!Bn)tLQc+2|R>%K>6ln^JwC0R(zYea{qC|x2d_{ zu;YYp8?~*K_+dxteY}9&)NiE+vBCwh1}hIX?p6--I=F#N=Bz7f2avWuvI>U8vts{& z5QXAHJ4C z1Xe+2{5x~W0t}oU!T%kw|CD4+Vhn17d-vkEbIgC$A!=v$+c5r~R2l^Ei}-mu82{dz zZiL3h=MLauz%2V+88pwo&1`*-E;#3Rx41$S_l6PkIn4zFkHb1?(R;sg2>=iNFej`f ztD35R78xWWVJwX3Ryg6P#D495C8zF#dPOzqzo8^%SC z?pB^2zq;M)XZj#xA=2!Omvrw0ifI@ScA?p>Nshv_{iSl1&ra;!gp9=+fV0Z8;?ru%}G7|}uq`_(9E zchOSe2f@9n)}Q##w$Yu*G-~LtHAW*0jLrr782`rGbc>YWicN=rZN3#J`l^-!J)6o# z@H3kv8I2cz#V!7;KwFeTr6(>?NpRk-Ziq^(;Z30>fpf#|$ILc4=FaKLuE$$@fSyB% zJYRXdsucWLdsT3%#qSq(k{%5g8R{(QTGiBiuuef9b7Xnz3ThT)l9Z394N&$MI~ zqbvYK9}@sPo1<91BRqv6AhXXB0RJD5h>}aix&j1aCtw)|MKkA3qZmb>=AP~BqC?jq zRj%);FO+*TJwhNCA2NjnmDpDE%temRkrOgQjqub+f*jMXeal+t&!;vaJT3o=a-)!1 z*kJ$bwJ^Sg<$23o1Fm7&HT$+*Dk&Wb`pSj`a-~i(dHp4??d+pr`f68zbTaIY5Ck^M zjhSK7?CU*{%1?lV4G7^~0*ExQN7tRf(vgcrw1soV5DL{NJFF^n{>#BX2RM%a!4uZ1 zdlP88ou}!{GXRfo81y#1?PlJ-{jkSRsp1c^V*@}T9Xx|)TnB#v?A7G4Y^obo>!gfW8-oRV0N80Tgzat#u@LqITPDWpWBSK6tpWn(&T~~_52YG{99NE$Q&8K7 zyR`ek>TZtiszp&DfxXhg47c&2b3?DKl`{%^& z@TEzK=~Ahu=ZhZ1&3ct6ESB2b&VY8=UMJs%t~^X|ZzZYWxBvR=V+K&(XvAIYMb33@ z>*d&R757IU2S~$SW1T8xv&A+ggb{huObgh}{%t>YIH7DyUgPjQ6FRc^=+a%mao^!# zUVHf6BUx?;J>4k%_@&&j+w8+NBKay^8;{8uSazT~LdR~%d9s`2NUF6_OzSQSb{e1g zZn5)^I0Ad#EebC-KW+A+3!#7pezkq&;krKx8JAQ}bAcKPg$Yc>+^fdWwaj+IFUfXa z(Bf*lj*^j&>B?4=#Foz{ndTS!T4L0RGH=ed`pi^;eb2sUkGd~jr@f(KmH^?`b$x*& zXox9MBk~-*UNS_@$vr7*Sn(S_<}2#q-fu2TRjg9wv9*i@1nie`;nFY3op?x$J5cP`pqlM&&b}t6%GU?pO)0+WpZ0&b zMCZssqc+l%^=j@R89NP;l*RVVOYZdPkzNGyFq+yXA$jA%pCUm^aJCcQFs%bFowTv` z$QVKw{buaw>xu;Z0PO1Ji>H%8V)VnW2p0jQr%g0aM3SXbyZ za`8WJC>I7E7D$&qTlMoZ-=Mm4f-y#maR_yG{9PdMnG=R{8t4%i4c$)+6%&akn0@2> z`eoPDaV?*HZ4dTS>_c(a{(9Vi+C^7$6Fv^d=wQ==;#Zv;*Z!cx@oBEelA&>Nhy-~; z?_QS>*gU({Fvf3{3+%&>!uCr=)tbq?CZ9e+N&?2ywfh@_o6)&=DLhu{XP)alpj(|| zf_I=>0sw=mP4Z8{Ucj;UweNbk%t{r!+UwJzmd_P`x+C`-1DGn#APl6#IZo*~Zn@fih<-zJ}V zG}Nbzx5wpH%~(wyqmm{~&~#-tcr zU0S4*CO(uFM|Tu9QV&g|IVu^i@Wjg8R>V+V?kqsV@`Zak!=`GUW}#s5n{Na$FR_du z?O@}qVP>}SYDFOx*1gS)=tEftXvt+vAd|Rhu%xGG;927{06-1+2;8CLbE=4+u^cp7 z){NSxjh#c2T^tlTPxi{IIq&z=@NFt;C0hnlCfY)SyQA2Brjad*bI|#ZyB%jzJd$`v zzb3+iH#A;6>6X2HwQ)MoHDtug`UMj*8hJu9-S=6Fg-;WINM#R_n@F}xG5&t3bE-TT zm~lG@NSX|i{qLr$9J;^N^m-ypoQX`97ujf}}XiH-(#Pi_W&6EJ<&BNuQQuD#z zn49bCpd6}cTRU;u6sVqyaPn9h7!h=(`+O2%K~h%lG?!dY4EgA zU-)4Uf@PzX93A;)aNGMgK`%{IxMi@#BsDex$Oq{pGD(C;IcI)P-WLNNg!p23R6sD! z3(>9eE(w<`O66ItR?U+yzP!PHStOTpBfLP%XP55T4U=G~L827LzD^?W6(*5C%dCp- z(_I=$iIZ{wo`mXrtEvMYNdY?BL~>+6v1V>tQ3V#2OsOR%OjVgOdJ<|vgsEaCR>a3q zk}ZAGcL}^E!#|YfFMBDV?B3tPQHK}a!fH_wQ%;j(M_r#)TOwlzuTqKT5Y^^AjqC}+ zZB_wFE8)Ob)#hcnEqe$*mMq|*`7qCw2App5+-WvrVUzkl)P6X{CibG}>IwNAWBmHV z?WO`|ob9k&?x2tzsFwG|0Cj&DasPYbukN;fkA2um(eFc7ctlZkD2;j&>*#a!i9J_? z1W!td69f|l+$1bVUj2#`Kg=C!aaVn|=*~Ce*9IxdXVI`-`ggOs5+(^GMK zMM)qTtx^?3<>l)<-(qpx;2G-+jP;^0M)Yx4+)TSb@V3kCZV8tQcA^q^as~oNDP#j5 z+nP+oDY-7(N4_)}p-92052SkpPw1*VB|tUpEQP3X&5f=q*;!lr@}|187zplsQCxav))1+?`C0AdiY%OG+r)`jTt=X@m-ILr}5{mff$ zKrNqqTejezW)5Absh9aG>{tw3%c9fm#}a5ROOgQ|Q^*qj>a?MzLGmU8LYlGleLaG| ztmmiI5`L=@4{-G+93s`zd8c;MlKY|~aY8224faGdV&lElJ)>MHZmfpo>7@NgGs^86 zmqDkdzC~4>+d4^?L;){U@85I8{+S`43T=;tOK^L=+2^k_rZ6GQCmU%u)gchj=t#7_ zDD?6#-i`$b$5w7=i95}6rctZtU2zra%CR`qn+9YO!Hzs^QC-(=gtYksgb5YCKM@*} z^zJtiILx)zT)d3=>cOph+4&d@Nfckhlb+hRm1E;`#AyjNFZgIHWSu_p8eXXA+9tm3 zr%7Q0-3B8wA>4$(6ocgGv5PRfsp3Z2Skf$jhe(E6tJ1Dx2c)+>|s5Z0heCA>yd zgL$&7NUC;ckZv_KIeM)=;GL2lCGDJfGZiOS;ru{UEB61?l z(m)R2aW=8n(-hI@9W1Jim2Pw~t#A4LC!MHLCI2v&#g&$xxS|TJQ;#`Oi${N>ac-D9 zuSByyhh=Dxb}~stVwkr}D`#z0?--2IET2LLjUyEtiHtiJB(vP3a^{B`Hzx3M_np)> zV(7Qg##w$ux(a(RPJq!lEam^shEy?Q>+`qT=go}rK{OKOLAwA zNg{?)h)$<{i=ZsIX6H#rK&xC(jZIpOe3uKrZBEl`9{Qnmi=P`GlG)T%G^OP31Gs4T zoQe}+Bp#>k4qg}+v)YgCf+Pq$HtgOR4F~X;0ri^hFw@#p+fO0$Xik@YTrHX*;|`Q3z*GM~=2W4XiivY_{+h+A zW^#D`P+gZ6kQ(#Yuai9CSw~S)akp#_kNOSAFDeob7O$*|c(*FG*%_MX8t5F7Gc}zz zCAhYG@1@qs&0Ef}rSO7y4I^TkeQk=dz>_lJpG-deP@1`%idBy42n?vQ3#8sMr{^lT zta@S{xc`V+W>92b`RMXiZ%vh~+>uAr09UAAqB{j`=`C=V!gqVBNSEeTtGf?`UZnV zxe)|58a(nOw`y5F3g4&kXZ6=;f+9f``^u-}Xc<)R^wPG5# z!h@z@Ifiwm^5EFZe#^f(jy!CHbN>7v^YpX=60*65nx};puLY&Q`^!Qm%9(`DXzyaMrEUfE7wE*65l%L5zJUYQiiH5X7*i;uLR) z(3;!SEY(2I<`(;|bCtyikz6UHHGq=LN@Rv>*-;-M6ZhAqqTF68T6&1$h9>hTnhT)W zGBDmb$~KJ>NRTfADC3BAVq=b3u1@a=g-d&{Dhsp|3O7+q9BMG(6 z#tPHneC`6Z?R2o*2=A>Puf)X|W2X6viVo)xYtDgjp}y{0=thj{e56n3DO9~K{!Fp( zV(HW8^uUNpuPEj1y?9TrlFB{VYOt!egq9|hOZ9@ODO5p5LYrn}S5v&|N9|f_yM=g^ zw?nF)ZK%AX{;J<3U?AMF)-`AIBZeF z)Sq)a9f9La#o|0ry6*ZPWA}k7;oS(<0AZ&MR}PJNFax#mr(=Axs9U;UE1J1q`)BrY z+-+A zTyj+g0;=EcYs_@)JiMzyR|J;l}3BJrvV`Yz(~iy}@+xKhhr z_+h|>PIGbXIF)aa9xL33Pt@RLm}e&CZV^ngA~Z-DTdUl~t3&LCP}vuruQXRTI|h9i z`g=;j#Iy$$I>qd!(78Pnr$17ybh@e&2vh(1jU)x%J^y`R&Qs88N4esZoP>W zFqD5z*Hvrkmr=tofRy%LdW1vX3~wP`sgs!Z%|_;xm@GWZzR;U78tod6(}PS3I6Rhq zsQDyyt*3ju4@Qra2&v#kTRSA8=(At8q#5!V*@Q>5kKMG1(7`pVTx5@B)!KB-@v?G za-`uHt`fy+SZyf3sPu-64EXtYjbbH(S3RRRqIhl17EVY@^|zDNjDe>t`dt>Xx@)}< z7lD?tqV20fbzs5x{SPs9e-(ReFEa^P(U9P9VM7&&%@6S0i`*)&=h0;N<91!|NH=9n z!qM4+O=a+wW;vuvbuQxgKAjRW4ef~> ze>+sYKtr$kf&Ww*fxJil_Jl|BRO;2c=9V(wzLGi&;x)|SAU37;Leym3(@Natxj1|; z0GD4Ps4YIPbF!|Zt9;MRZ?O)o*uljoP|X-MQ&y++Iw|>5>^cpBt+gQH1vpJVidthw zO;$^5vV>@NWlmGNSTU{cLaph6M#($o<%MFdX+{3$+Hq!+MvcW}($#1Vgo`1?EW4(8 zNyFY`CoF~?ms(Q3&M`f1RzuwRj2&!~bE#h>9|KAs>aadVQ1*Z4Caf+^1x`ut$zRYh zdrlI+S*|J8F@s6O7=|{3IRrf_5|OOOEqLy?FCTYnQ$Z3>D(7x;ZEBgpJ=kx4jVD!H zpxz_^Q%;8r%L~pkO58VGXulB&Txn4n@E?Bs7!wHT6`Na~6w)NN0$-xdZCT~3>QOrl zY&m$7=AyCe*C&1Kc4-mfw;W?tWD`s;77~7cwc(PKZ6svSt*U5V^N(Mw1rgJ0;AA=K zIz{%ba|xV<)b;fyYKYLPfJ|_ai%B$Jm?@_RSCb6mMV>a$0CO+n4Z*_6+5zsM=kbT3-5FKyq1b-Jz6|v%pT?``aXD%Y1_1L2;NZ9JmJD zJ+UIT*u)dKZ&p(0ax8_!B0o(TZVWWIe<}F-hG)LfMpRsB2-IV+I5sQy$q;%JOQDo! ztJ4Fy-i&{yrB4))$9Q)@^^m5`X4QL*9=e&`B%v4dZfbkOl@?i&eZ%KA`*T9HbD80> zn33E*3|NMJ`=hf)E8EBN`*TR!m^k=b1N#J!JGx}cJ|HePoViBOjvE8RAEX`7 z0pj2jG5-HD8X|pDy3FIoHQkLWcZNUSId{^+LC((fLCr5e6p-*LO{ zDiOZE&BS$BT6iX0?Dxt_+znaX{FA?ULE-Gh`Q%8q5Iq6y3Xzba+S5mzxL#<^8ys;n|icIHO-UIvW%6Ko`2N$$aLaFSEN=^vqMb#+BVpevq{jNab|8naK^j(0BR1MU~^Zp4F^+ zRcdrQrKTjX1<*bf6Ft`&w%gR&!I{+GNeu!(y*Dyg+lcYcp=`1jE?t?uH_2SjVgyiI zk)c2tT31Py^YHjfnH6k;X96sw?J3~t*HdeY|2>`GyIgQdm$&mKzf3hQ72~_|+pV3=azWmjm1z5eC4rCvf*e<6RdmvcTPQG%Sn=lES4q~#bbR4u~TXO z9A9|(uU$DWTaR0PrlY9qNWszUqiJW8Cq79Vz<7tXuZ0poJ^EiIo)z&#d8PO5KSQ_a z9Yy}#sg`huD4qXkKX+b0iA5@VAcNdbG)boq*V(SVNC<=QO}Cmi(e2+31WrF_I&F^y z@&-irRJN=~zSlLCX6u`Bc@6MK;3_=jDxd*Lu_0j)oA_MU>l@%n%&mQqN|yf{K`U zUWSXXjHYL}zJ#1d>i#-mJOU7f1bf6A>bqXPUAT=wxaOnQ&OfvVV)sC=4xDvwL%Y+W z1EUXSYAIQ%Hr`tNCzh%-EU;3!IgMy7`jFZGBd}gejO@yzJ^lcm}FX?#=;fY3!%h85*?;ZyUf?E_fvz9Ce&2ZpR3Q)Zb@?Y=K+2 z#D8{7Fm1>5UGQM*QOob5q)P#v+`)s&ngaOQ)@&}Q-RB6z*nS(#zhMChfLLb|9ay*8sRRtl^A^`68SLqYm{WwC~7Nh?)XPhcC>*T)lctQV-V7N zZ8p*HTH5H0{?Oscw0)4wM$Hp2)Z>IOETzo=T-F})Lia0`Y&&#q|9=qMI1xZO3Ww8f z0q`(OA`s=vS$2I$ZGUb=+2Vm*w$~m?d{0Ejijp=?e>ag4lSOn1i^%28-@$1Ar5iW} zdN8_S>hZ6#2$Y}{AlV-A0}uYc>m9rR?ZCEEZTnw7)PHLtgyn$bX3*g4|3~5cz#2Vk znKSr{+xSgM5Q+o!%y%w5PutrZK-gpYEDZs|UuXUGJ(k>#3Zj^tr3l@UG97ymeHeX; zPucT886J>AfRJeoP~SLnO^9Q+0!ks)j;Ge_mHeZ>lmHAJd}q%(0A*%H_NQqNgIW)< zS&1sHUV*3kvm-z?_0Io?j%9Y$x!r<()(gL=26>bqO@xlyy>ei&jJkXfxJ)<_Sp>xinZ@z#oIvu{EFwuH~SQww`J-B z&w5Hn>qSR_rD zZd*6>TKuc|F~&8(?koW+_SMosfC?Q_5V)9r7?xjf0K$iR7Y++GB%g&Cf5c;-Oy)*p z3u4aannZL1im*-KO*3i%!~jh4pAUdo9s6akZ8w0y|5f9&j531MAj*O1dHe-_36Ndv zYZ|y|JZl`del4Pl8P{N}b{;>^VdfBX`$63i(0RK@Vnrc<)P3!7_MNL8kd!Wb=h@DB zulok!0_-w&sK~op)Z@z!L^wS&^eFW6&)R^yE#`n%R7uFt=e=t{C(!3!d++3j)B>@W z^!7PkKb=OHyMTH9#*X}OQSn}j6JGvaUSk7@!LZW@&I>WXw5Dy1{Iq-)*Iqp|fd+u+ zu{mxaq>KPC1m07GUF8*ZvKxRTfuQCdOOEB;dzQO}(2xRFj6 zpc^W38m29IvvCe;vmGCPyf>GB&u`;f_Bsf*GzQ|~@^aCkn$SNFdJ+wYOZ^#|+h=o~ zjT+Ok#Lk(HVg$1g6V$1B%I0TN+yBBQ)+f5PlgU56c+G?H(wmbp;6Z#92!6KR^T<)Y zVsBbT8Lb!R9R#{Au#>LuxfVhIn06~p;%L-pT>dLSqLLd*y@Yxy|M&oM=9Hhw^zY|6 zx9eH}Z#oyvD&B*{zrwGDX4E`*EBB2Fz9Aq^_5`w6oI>@1h-dutFu`UEIZOmpwt9^(Xg@n!)6K%JuQocf3y2<%nkPu?Pt2p7*hg=--$K&dy_)_p?R zmGJQ1El!nmsdk2DBKON35?*JJD{XX{bwIC9*vz{l!~$j5A*;r=x?9Wj0J1o;n7TK;!&@pI^u-uu6TOe0>N=HmT|YR!xnzeG*^+5=Z{t@v_(R z9^FOzvr};Y58@rdxPHAmppHL#vT^6gxf||&eg21W_J%8YBXDebU-F6Q?>>1VgkJL* zT3cFlv@Cf z<9WV(|FvTQvCr$I&h{g63euapA@thNaB-mWqZ>dU&A@qZO^Lif(5Vx^(8!D!=Yv?L z41mYuW#{E?SR{m7c2(qQ8$FO~fGS0&fFSDIDZucZ0mr{C3k+!+89u~&TW z?Zno8-rg6W4EaUk#@DR0bstM&PV@p|DX2&rq5M!NqmVf!SOYKD5VCo!@Xv=>eATye zcoGgq+Ig}LOMsUZV@zz6Z>Jj!{=Lv5=0mTI^U8!9{5^ySJ8pSbW5$=j1y_hu1nWX< z?q{TxB4JNg?7ow$GL-=l6ba$Tp}MW|trNgE;@n{_cACg7nfWxI`+_q>QkC!kZ^glR z9jK)|q~Eo{c*quPf*r1KFO;+3%V zR21U{aEjR?2bhM0vZNURAeL!ZPIDnk%z*~HvGC^G&9k()FB!OVJ%jE8%r%BA8Gl|t z;B>Qi5C{tLvg(7suwEwqIQy;dfOaWfgg#`4-t>k(SUwNy|)P17d174UmuPs zOCp><)&7YR{Mr)&dEW_nGrcS|h#JvfGLlocK4{jwi#q*dcjdWC@g0gErcH1cdsmaE z+8Z72_Z3f0eblt~Oyw7Yc8!*UI(t_Z%l*tH@rw0c=ea|62(inIm{@8ty2vfqxjKRN zbf_W25~hRx_qD!M9;;xY#|s)FgxFqH5)MgF7FC$9@C&~51u<*OI4Q?3sU7&35~Es8 z&Zi#YDUQ1j!94#sP7-RMcU2m=i~1v4Xt+>S?j(3s{6DV3k?nHrL4Dn47tee0WZ#^~ zAyw?#e&9XxxDIj7(P58W@0^=QiCxsaAZ%}tihsR}{AWgBpbihO^6qgURlq3!uF^0P zpsNazYmy3O1rbpWtAbdxEt;s<3qHB4*!Q&>iRAG-z3!UyVswk>X$Xjb!xUnw*UK_WVd6 zgeURH+s3^NAuW>d4kAMhy4-hKdGg0*R{a4zphOKMIPn2~ z4SX-DQPt;NYQLN>-0N5U-SP}ci`X@AcEb!vs3KyReFHwCFRofyFZq@FziJoYEziT| zu{+^TbL0O~WX?hMagA2hr`!Zjka4K_O^4Iceo+yna zo?)}hdc!`P%DReuw$c8KNQkV%VUI>B>HFx`$6#4AQ> zGfbc8mq1cS)y-Xb?|PSy^So#FuLnv{f?xk2R}D1CSKj1)3_6xJ921U|ZCB2fzf^oJ zow7!cQqr-NJ}jtN=~D2iv@11veDq_jKWN=UG^6D)|3Z}F0&KjVOr)SA=50B^Dqx zDiTrL zcfZmqEVZ-E!qfe8VHg!w2K^~XbSoZS#DuJ&e&!5^=33%~5(Bq2-)iUw88X-dUrg03 zUui2P$8(kv-JaI8-q_Oru_K2Wm+tlyP;FR*QBW;lkepqHkD}il`>KJz#U^)h`kB9A z8=6Tf`s2KvRee2>x^-CuNs!#t-{J0Jgz)FRP?1N_!qtzoz@KVkGq~2}8wMjsxY1v^ zA2U*OmFKd*?(!gEkVaGkyD#omE!ErRI%$GFz4$h;@qq@MJJk5g!v)Kj1-TN`vj}qfVu>M@=31bzyoxu}FFT zcCKDb`DbsMv9odXx>YNuNZmxK$od1B-+@QU498l_Q+erB18Eq4-(BmP?&DBfn_L+@ z;a6Nx;@?&$(48u&mW#xo!Sz^6CYFs|I}N&Ha8_Mdut2T{c?@Tib`cKf%~|*YEUgW znRk#%+yI`ikAA&zb9Ts@L-DVxcoJI3Di|v(y$%k%NQI4UO{f$Od=_58nmdQNF zJcFJm zmkg#`;~7<0hcx}g$4_lu|3`1e+lID3eZ+Nj-RL`h#k8-od@!`EyhLFAKw+8BSPn&| z#G61G9Xm#`#2(a^nKtBkG~}?|C;5dDGC)4r@|)*l9S>!v0!<;h_H8$3$mpBK6rZx_e6B@T5Y``#uAG zuTQGwNm|sABXAJ0<(1zb807bqDsfv+vx2aHS0AJJRR=YRWs=p9?~v3k3^plzUVlw!M0wUNr#Utfco+N|j0meT1!%EhD^m-y0r`h!9`7fa+(S znY9GAbQWaO_~n45oefEG zlo#QV-Zj*!h}nir@jUSC;$zFMQYAEuIY)iFl;lbGtzuH?= zhRtVx$d)3y>Q-@i9-blwy-ce?=TJSUygUk!BvCE2x_oOhi85LQcueA2)p;~$^7mm| zfN;dwWOaSMfxYyk8HvHC@DBl){;zS%HDf*=enx)LxAG_#$39YYGFOZHz`sSg%joY@ zK`$;MKA&jOSC7NGvrL(a32(E0ObZpqQ;2AR%GAmtikQ))Ag;&04C0efwl#@te-7Y? zsrB$_gDfjNiab*isDC82T^gZtG{uwe$w7uK=L5~IioaXR1XKFr?>FUXFz>`5x(ben z@y@w1>`e9Z8A_#oYXq(WY3~n`Lq8s27}1+2kCOk)zf(<1bKDXW-MB*-2jl7WAueV8 zEcIA3F#D#;iHP?Yz8g85NHk?ELBJ_TURBXmQA^J~0fU_BAr;F#6y*d=il&Ksp$Ae+ z=k!Ks>|m^aif2@DxDzq#!~rUbo34DPm{h2_`{hroQ$PtjMhU?nJf8W;;l zaFrL;=s14*kgrUW7p@S*PZFCXt!VEOTREie#*K@(m;G(7+svBlB}}!{1jo>h4%Ah7 zqqI}Ov4N%h%zqoz+gYJW+&}8xajA3~#!&gY9D1e3Venq-^M6f;5*Ipj{JKFLsx;v$ zIqQqWaRmYKbvwo6Tl>%E`DvqNnlp5oGOO#UUev1lInpEhf$>nse4ZMVDH zNtMZQlrH3j;o9|vlgd_yu{))bEvTP0GG$#(+NkjDh<1db1lC`QVTnXFCQ$R#05dN& z)b5wL)R@|L<&bkNL@p#E&)DKH+bx<6JV{~c=YJD8_&*GI5V=mJuKNkvvw$8DJGp6- zlt`H)N6x&eg~1TJ<)YF>@gWKvjcUDQrS4>rU#?9ZxQJsciJW_|uZnka1hem%mslc_ zeC?<#2%FEZKzor1q^H6R7#Lnn2LYiwpB%=PtODdWXl-`&S^=^}W5G#a0p^`O`2wG5 zWu0p+pwOr(A{R$hQz#Bojl9CS*4_!nt@4Pn;(A#iThMx>_N)X3ky)n9+3b_=xa>L` zSYN=t?nEBAcg#dA)LFf*Uas94iGN$xkA8|*yUCH7UlSWp=1@-TOHr~@@#t|LahI@J zWWQ89aSN?V@#7;E#+*}N;$>4WxaLR!?{k9EWr|0?^n==veiH?&y@uryL!PrXQc?hM zimrIJ0!1kyUa`i3Z;a~j@VlMS30~n>>Ii>KvoEDZ%=w^oH+s_bm{I`6i)t;yJ~ti> zpK{nz2{Hcmvf~BeQ|M!($Vhy_I==ht?5F+zVrCd|I9qqVe!k5V3)Wy;CuyfC#4jIy zR#y)$5aRhq77^zkh}AX?`m@CEFq=8Fks1}l3^vTTl1Q_oND1pO;RnjL}4NSq4im(}ymR z<$<+>w7ji9^5CX#M_Qew@S1H(LNPM>amq#}^O^e*HaYyHUi zB?pktd^k#y9YW<;z}z}19Wa~(G~Guw`E!xlGp15HLHshdxJ_qT1H~FadJeNae=Osz zV8e)E>l;7%0q1DH+JE{ab}SG$Af{3*w6bAzn-?A9Pw7fe;SY-&MWDtF!7%|l^k8v4 z8_$qi+f0|s47tlqRG>upidSr925BMrcgCnUA~&A+xOozkk!-jK95c{lEKjc# zjNP+1*D~iz5C0vSEob+v*#$)2XHr(LEhis-4Cis&KwO;@Vfte-?JMJo$Aj2(mvBj4~}Qvg$)H?W-{9&|8t` zvym!WBr#)0!c>kf#fe9yyUwy!l8Oibb$l|1G{1VQg+&$*7=z|GRj11p?&ld|y zltC1{u`uO8<&?CGQ8ZZb)T?swZ>l(lI3!^X#4WbXii7YA^o!0ip1qbk+qC+k^tQJIEx%@!N3L|rLxJ}?(Cxn-*+n)Yp%PgW z+!~0plwF0^rn<0xbbUm-hU>v*HP{=iB(W5NKjAUmkaAcrIc)(Np!`F8%(FhEY3=q< zQ5f_my*$j3t!8jQX?n6iIBiJdp!>mY@z5n(7?-eWf>?&EI|JuBHnvw5y|CGDx5qjKpQK%qOMm4Cm;yqM`ctA*|jWuNI7gj)1a4rtDWR{B7Df zHhKug&UvdCh$H-NoGt^>lmlf6tKTfhjMuZ^U7PP1pc`g_2f3YBh4Voeu zCWFm}Vl4GI$wd}pGcooLd;jh95zH^V)@ zbiNfEieo3Dtne>qGG1Qy-z26Cb&PCe7Zusr!VHe({W;CID5JSUlH3JWth-1@Yx87b z0@7mDWe-zP&$4g0`Q%+LxXB(m*Q$CD3I7L7f@y**35XfiJ1NY3=EjN)ebnL@C(F6K z?&UZ`Z8F>a{qD_-uwIq6NB?!~KAgeSdUkswJ(JScifmIWIueB) zTv(-$p`*f}M42H91g<0NZxlDBz9kK3_4>)1ijDDb|8|w7+6x%n`pXHU!E?L9Tj~2;@3!~A%q0u(^&>T?VljyO4 zR@P6yYq!D{$2lgS3{0m0!QsRfc^P2IIm}bsB=;7C+oxs{FtGfIF7X&Ptb2h)=p1a@ zKu`LwE)i1L;%DN)&26=!q?H8{$lGW;@TV~y!ylGTsV$&Xih{EXoXhaLIS0c(&Gijgn9Ek*aJr$ zP$lo;y&k?3Zx8-LL#t{T;+-dWq;TQAn0|-7gorMS z$3#GXQ{HJg9GVq zI2RJt1pZ}OMr}vU4g6+)Dn*omcDA}WbkFEDQtNsqjiW#Y*HC}dXVGf~5lOYkWD^{? zUk-BxjDNq&(Ns$E%E1d>JC+z)9V(`LB41cAQ)C_~+-Rur#e&wnBS%~1oW|HGWtun%)8AN>%<)5@}mi-tLLj^ax_CM>R_EZ>=n zR$M7LRts!25x$qOu<=eN?&or2^F<&`F#9VtyDxkyr(WU!QJg74Y6*{W zPhh{+zsh}qtyLAmBDIs}*Ya~@l5bdlCKr!ZE)S;st2ju`oJ1nis}jYeVY0)dGZ(ujj&qRVsWgR6cSV4GLkK zlb4oA`)LU2ov-Kl`6rVU#W7-EwWv?3>g?x)$hbl5#G%^(@9HJUG~4*Zl>}{LlfF@R zCm|Md7`i4923A-=Tv>*GNaO3r52^rdiEHx5TmA(K>AkpEzexj%%09c+=rKvv%k~fJ z7Z;rm`tI0WQ^>rykMm@s{SbYgYwb-y*T2%AOoPm%s!#Tl*vdwZer)QH?-7`ic*^Ad zfKFRah>cP&%9#w8DDXtR`JHt)wF!GTe^U^DXOwvT5UDqrHSZXuZPiOqtkAB`$-}o0 zfg*`eyreCk=_2z57LA`=>~TqgK3d_`3?;dnUVDVm&cCrIjp05V{&O+zFtXDQ@j*)f z)O~3V*?jBGyZfY{q92RoykxaiPK>b+BR98XIu9@6ADAAED&zXZwO2v(ahf1)TAF3q z-nZ`HKvPM4FT6eG_t`X zpXb<13BMT*kPnofAolJkZ68nw))7_S?J``4?hSo?8pNgsZgl*H*WApEM{Fl++0A%; zvLJz4Lf33Acy(L%!BdIy?OnLL)th=ue=V}}A6akI(T-EYiN}U)NKXy-O*@om&Ku_y z?t@)QzhD!!1<$Cay|}`N_de~-pnHwRTT*Mn%#km zX|rP*ATf=TbI8bT4F&tmLi3jvia}WLWL2)p3=2*W$M9AE6k+CUe%T{yF34!6b|!IV z)=LVYb#9wys!AZL`H<9fGBP2Hkj61}ZXb)OMjNR#4+VG3d=OZWHOVE4HxWyDL})7UgR_@*l;i zjHoG!hrxGvw4f#Bg|R|OwP9IAk@fA>)3Sgq&1rIq)b7B^D{j>7V-qz?gCX3R4TEvx zD$W1cEM}$WxTkf%@~UnZ^er= zy2TGAew5SfLS)5@*{L-l!qsB!4_^nzzn~=+K_E2LG-m4t0Ce&THy`Brr&1AAZx#~H z7A^N}+JMh=gxrKD*eN|c%>({3&-{rd_zkqIn9@KIa3Vd)Num}HJ)TBB$WkbB^FLvwe| zurQU&Vzs@N^&JsP;^ihUji{_jC1S zL&F(xeN56nTfg&Pn#>skm?viHP~}7IV=!gR>$=*3ubchkNlo$%5loHwS1R&c zez|6pEn>gh1<(emXgt(jRgu?kx}1(#{ln(1_EDN#K~V(M3x@gaW)XWfMq`7wScx~* z>IunZcr0*gr`c4XTYo$n2s9v$eBFe6ZpZhV(q;OZ@gf2T%+fRy0kuwLJX$W`KMcchiI}r>amAS!gzWS+V7-s{4&aC4W z*68RkFTk5dyLpQ4kmnlml!G=pI=aL1!1;}% z2IJ}5&i*5MSX4fob_wwaYtPPsg4`UAWpASWo6)B9t*pG1?#L1;DbaUR!YGUQ_2bcb zf9l`6`OVoH-^lt)X<3Sbee0S5V&LzmLdLk%@$W*2R{fegol?FWO)?^orQ`# zndoHSI8@PH{GJECnOm1@orC{r7XQD{QQFXVO@TX?Tg#T|rV(^wup}@>aelH~!=FMb z@bgJ3xGeAgS5FtdCcuQE(?6xO{C^y1{{csPRHb?lu2rk~#+(1wALo%92YpxFZXWnw ziP8{y04NQ$nbht2Uw;gT8^9K#dZ~N_+(h@hUC;+2wNU*ZrwOn=g!cf=j$idgcN(DpMB-wi-F)ZYn&9c(|lWPfj_fMC%$`Mum9 z+V3Z8pUH}OsB8kH+#8%cbv|_gkfM_i=AM9rx8xOF=8gVN-~mI^oJ*N{M?N#z#pXX) zSA-JaOL6}4_)lO%t`g!6{3dsfNluOK-F4fBN$~%zhq@6Ej{FZ}YwSV6`WNvUFmBe>T~iIem+J$-%zBpd6oD-G|L1%PpsWU72YmWgbI-^f0l=dj z2&rjJ9|64dyEj0v$-(Q(Q=0e1=sI8sT8n}v2OHf3kttxH!rXa#ji^K30cs;LNBd-ZX~)`(@KV%jk_3{^$4F{?>*8#!_J1 z22zTOSEY(3#l+75{nJ}?ObY;n@+#{5BBy$fTjG|_Xsizu(JyagPEP%s!A1Wy`=W=# z1W>emm39X}tyTb^Ex+$RL#NhD*U1HRTor_0-}AV6)M{BEs6TeWp$P*b+PH*K-PJ#s2Zb_y+%a zOI6~w0P>(z(Q{PY8I_K2%L-#`eml^RZvdc|gf}2pvI?^YW*+*Rs`O4-(uh6=_(O{m zkX{t(B9zaJ;tVjhJa4F?_-(ICUhUkQ`M-V0x-|Ru`5yDrtv)M*Wh8ge_cvJ#p&`WH zwyqbBtP6<2soWm@vd`;9CR+M11jHMCtUJdR`>(Kl?uX~JrMITV0u~0Tfc-9 zmDKm632;6I$@Z&+aOU{jtk`BD5Ep(-zZKq3;z{MW`O-%| zfJ<^rn$P$p&HK|oj3b>l(Ae=6ke-A&G(T6rOb-wwq9y?3HS+)fjgBAvj_bH7bpUor zA*lD%_@=G@x*q#{{7?#@oLCqd-H*|rPh+Pz1Mdx>CLfOpzY&$O%1_r^W6*LO0MmLk zKL-#lj(!in;#lBbv&EkKN10Ep03;QeTg?lyDE`l48bA)i-w%M2qyvvY!-|{-#zo$A z_~s5VNzWU$I>iTW2R_aZQi=s5F&Mn}a%Im=kE-y%S#}ZvbWdq_9}*g*k-Yv{snFH~ zWT3x4Na~Dm)+t@~{QEAhwxDUyXH1KG^X19xTm|1jARpZuL+aGK1#s6rwxAY^xIV%G zF*RVQOz>F!&=BB=Yrr8=1X+oX68aD^MTvm0=T?EA#P)1K^y=t)buhymD1*-*guY9ra@p-dqGXUa-j*U8`K7j7x2#NL+dO1=W7TUUJH_(dz}p z4g2Kk4khOoVc6o=#X-?v0;UGHLU!o)LI>JY06WGcu4D+*74@uqM&`rP+3Y&_|M}?o zkv(-(3t7mLbWZ^O*zjw&+5^r#N#5aX5^qxS;?dHwrv1+|>yRHA$!!y`4&R5sl!TD7n-fhAi^WqcS77Cdf0Z|J(H z75G}fk)2gaEex^=tynlE1gJhsT7kp}J`*e~TPq2vT}vY6!v(}k;QeMmd7H=b#%Xt# z>2Ijldt8ggiREZ{1eBpPBf7xXOR$o7^=KEc%(g54W{mppEwcyTzo)M8;uO)k?%-tf z=Vc|EVJx9R-QF`0NGHg9&QIN4Kx~+ttao_@GpNKlEBRKN^!@`(eSb&*ao+h@G2pD7 z_k_kUtPI`-)~daZ3w*=v?P+8#&pVSChT1 zTvNGxs4tyrc*BqF&jkGLfC-Sl``cn;%xUt41(C?}kxHQJ7ND@&1=_ydUM9YJ1TO$n z7Msz41rRSz5z>$8DZ(l+)|(OE0hFZs$O->R6*gnl_dug5?21)TSEu@)4oIQ#zGnno z34-T3&>#T@7UK^;|2}$VT^~5CjsVO5pC`}xtq%(GFI9#kggJFEURwe1{M|l_CY}VC z%s_A3uQedvtY3(A=z%AtveozWtC90YSnL|`NEkfuHeKxvuHED#Zlj%WV zX!?Aw$UaIrN@&a~dzV5~O=ZB^4v-z3~68V?7eOCwC zal6J@>B3-g5kT;od zR8&4mtPNqc8cDgoRhGG*qCQ+vFm`cJ-z~1j;hDjbR>cG!I{02@8k@JPY`s1oxomE^ z+JA2lTlJMqSb}|1_>#Fk_^wL7rdA)oetoie1$uM}GJ#&JO#7!il}mn#fm-8GhL5~x-Sy*l}}aTKOnwk@(EjuW*BsBJ$KO0ko#0q9w)2=p%>iX4bXZ3 z)!tU}Z(Jzm)k3ni35HLeJ+$_Kk3G&RtW9v~2cXWu-U+Wj5x^kG(G%{JcnG5J*wro76VMkZczZriE(3Tva!c7#q3iZc|TGbjT~y!(H;y> z)o*$tj=KZ^qRQXK1+<*nCHpuvw(egd=}g=KuH2Z(3)p-e9&Y9BB`PKKaBH#OG9?gG zzRQK4X5v>|4A4|5|1=%;)Iz+6)FOYagT+2sdXqP@mPqN0g~!oEHB_}8WRTTv4fy#8 z9)Vo8$8`BYU+*2Iv#-q6@R9qna-#+lC+dFXEQ+&I3e`G>o`We^T&Glrf3FG!*nb9A z8Pus@=I*Bpr9kI_Y$S%4oQ`0Z&WlB3^CjS~U8BG9L-*LQ;#)nk+V=(FVk6!P(jo4X zt7IK%wU%A#$c8Rzu~G}4C)_Q`!SXas?F@0@UIY}^f_42E8g;#62`>ptkAuY~3v0(vL@FpgVWwoHHn+v91p75_ z!|Aa9=G+ZyNlCDYHmk`SdlS%jey~T^#NW?fOzx`SxNfwJ!S#<{Rqf#Fnm4PY$wzI{ zU@@`m1B5+mwhBd~Q*1eGSVHJpZr86B=3~{Wz=l2Q^FZQRxT)}`UGPyh z6Wxq6rBfpwYP^@dCFNlFe{wFaNTBx{=QqaP$BFKfgU|hKU4=6cREeG<>@EW;;45n| z2ua$?MO%vA0b;9{qO4*-Z$(6QQGfo4MoE|FhG9_Ykl!Q?=aVoUO$3U0&Z9i3RKzQ7 zM|s|#Fx7FTlmIdqsU2-x=!)dcFjLOVgML(rI#h<%-C`M;a|s)S0( zu_VFetk!+cSFT@ayTPHVVxOt_uo!p{e)bK3VzfRavD`+G>lVZy{@M`)TH!LCj&o|N zFMg12>o)FZvd@!f#K+gBslNK%Ou^W1=0Ch%Qmx2Ser;mRrwxt>t3qUwCGVOouzmik zE3uNwh#6svD0Pn*Uo3gAPagC$C7~+(XZ!1Aj(5!_pvyhk_-83}c>O)+q^)*Eq#>K* za02D|9V0C%GTwRunmh%`7^q-gS%9fHkTlX~lw}j+3uK)1enQR%=T=#fkLukrw;~uT z1K_Hs1%!uCkX=xOX~dt((J zWat%hQrk8W#^~Rl=63l4tu!SLj0q8NTusu|9?8PHu~c|jE=;&fe0s+&9a{WJvpJt9 zmy6u24jbKuyf2)A;0|x5(doXOVhe#6I;Lk&%D9D-4XUoJ-M6&H%F4myVE`wxeg}~v5X45qR-AGl zN7{%SGzn{CU5lB(L>9G03ME{s+@A$h26W76IQVP|de$^dX%>yx@;o2-c|X%;Sg&qH zyQMK$gJ=B@V4Rh|@1c?_ZHK|NOSbW};PxkmCWE3Hp zdP-(iK+NLIDjzuU_s!VullQUCe%s_FLhw!yha`4JhBXjVT2?YyRtYXgjT)TbtJ@w5 z>~@3ZO*4KWoD?YzKyhK0{bH3`(UEMD^ws&yU}FEgUD~K){CxL+4MZ6yo0y}&uJOeL z%|Ew@(DNvZC8VXfisf@tHv!DDL0;#%pH$Wg3Vj--CSOcL2~5H@nJ03K^WhjkTWk_C zfdL`!#C3iypgB`b`WQ;@h#`yXJ@tM$YBcfHug+G|C|TlrZ}ptC!FEDz$Qc2^XapiD ztk`>m`?PA{*HrLs*VtGq0Y^9uOo6u(ESz%RS9>|pv{|gOYVLT6%AWTYq)POCQVc_h z9q#f?%*zF;q&Sm@+Oo)^V+x}Qq(nb8X}*By&S&LkvyVyza@*--HeI9ce1V@ z3E4K-4K@giCne6aSR48D7;=%IZ%iw~NU4VR0@#Mhee56hzLUYAy;!l37FPy*?P9vuV|TgOb}^7mbpbQs7yamfHX44T zu)YY!B_elq>iu8oqS2($zZkuB$wiu!^mrbp#0i%7_4%tv{oG-Qpk#V5(>f4PlBuZ? z&@w(}TIbC4ablwx_hR8Bprrobh!3j5BhteEpRX{l2&b5)1M@UMQFI2W6I^ zxLV{lQh^oB)JF>jQ<`JK|1~)*3$+$sSZ6}t1C{Pq1;dEV_)EqTe;oHMX$Y=w9~nIjSY>p>j;SnPi`UPxanh*W}3x4h)|Po^cn4&t({EX@8tn* z%CdO~_eM$_0C|=fsOyhBh7WlU&fB6SkuvT5sZ(vz!>lFt;%7?Sv8PgP;H`RCaeiShrh1w8S603x00iR4j&XK@9t220u%s7Oxd@y}j&x@hNF+X?j$ z)rT?@WfKe56^)K3i*Bc`W`!e{kJ4U(3SL~er8x+5Ss+_PjlUj)>Qr}Y8eS)93~A&+ zNMRQ}f@bz>5kt)Kj z&!xo8_YT)JgHVm}A8Cf<@iWmE?W|3({Q`;J<|xP3{V4pDHW3(-YDOUz!nvg%AoPrkn_LmE)&&;ZYOvwj{Eyd*%yG`8! zsDZ4Ct9$t|VTls<##tuz-|XIRe<88r3Nd{^peP_pnVs>SX?q`w5UR^n;(T*Xp}fEp zk5+cHu&2M8)yCfhud(9ds>g)?dl5Y}k{FO%Yt>my6s;nz=4UlFCnZ+%EsP^U_jL*PLWXiCPY)^iR^T?45(Z$`0$#(O@Hh1R+wkGkE>Kxqx+xv z-oE!O1jWxV)J3Az60XN+>-qecq@c zwwL<8RWl_pI)6p25;0gNDX!xagA{ifLjCt&5mDhxdazH|1pf_iL@-R_*CSdCQHbQ5!|RVbDC$T8pI1IV+?=zdNu7Qz zve$`HdtSc7v@y4@_@}WeY|4mpjPG*)^}0yt2QK~|G$F5i+6X#E;VV{5hi+eP-Ly*1 z!59OWe^wcrCz3y?0gpgl!|UHKT5)jG6qRZ!-d3YdPnWeq;4xv5m@pl(m%j6yt8?q` z#K5XD_@Pv97P@O`?^f7=Dmp8TdmSENoGuohL4=hY_awk3+KY=qfc$Mv%lAs<>;24; z2Llt+uIR?}oznA4aNb)nSwTp7JVcx$zNy5?B2{%aR?gdqyRg2q&Vq~-<{abkP`F?kq`wbXD@9!oB{K9Sq%v)oq^O8ryI#qx$p5#|&#kQO1%H973`m{o6C%5g1@sZC*(J z>~L1bH!=1TY1ZFIM{l{;56r#zLs(?fHZZ*kc7x0ab+QGp*mH%%^5bI$Z8xk8K`$Lb z;rUWwg$5@x%*mnL3LOYRtn=iY%Z=DyugSKFUs)?U6DA(*J`T{C6f}xTwtw<@q3sU) z2|-2C-NQPXfNm^Vkf4EqlOHF^ft!lLKEBPunsngo-9seP+g^?cNT*x=LAo1wOc0XY zl@BqE^9ghc5X?ty9OwddrQ#)yw2z4yH4Tts+usa)Z$k1%^vQv3%aR7FRr{ArDQR6F zRk#PiYkyrw<-m{n)uNLg<{v1mjrNd3Tnip{_PVMVuscHKgFU>I3%Lw}M9*yJoGI&o zH%Izz>c2ZGp*cK>N%tLz5lmO?kh-+ya-uN`>-==wUfMYB$_GJ6ZD$p$!Qc8R#BHTM z>ib}}cu~t|b+{m;Ck&o_Y2$$fL7Fr^lW;g3u?$uOb*!IZq1|&i?SjIOgaNP?k#}V( z7f@(7dgOz4{bUP0#y^P9f(ixGE+PxFgNIA2TFhB&Q9G}pmf*_p<6Hq;!=@{r+go!Pim7W>EvXA?qBGy zb@?@KLE1L&8mYYr70`tThMcbWxaQPo&wM+!s;BZ*xj%dj1OtqzehdB zb$V9_ip0Q05`S+fe>>t8-sqq%Lxq=41$Wf9%y8g%dhXQH1g^)uatV+Y)#HYRM^D6-3b5>rFVP8Q9zsx-ZRln z)W=2)*vs?Z&0So-XwJjMUB8z`$KL|?gBCh17Nk8CNc`o*dW!eb&k_p`oZTq#5am;N z6zLzdET_4?QltjXlUy3F$JBOXa-SiRukX&{XKTlnl)RB7h-ap)=bKn$LWCqwo$J!* z6>F!(uA<9|RhIpyfw&$l;fwfKmuPfzAQR_AVqvEALGLXI8wVjXCZ7VgMEkG8_9I`@ z+;89x^=M%UUq8QPIrD+*v~vAr{m4VXuM}A zFpJ?r!`9g>fdQ>cj9+nNHXaf80rk3WE9UPLg?`vARJanA5a<6&Yw>gW@3#beTo`%i z>#{Fjeo%d6QVU_+la5Sj^uJ2XeJZL>urU!fw8Jk*7S%TaC;rdzg@my<@`BT}nT~m~ zmN@t}rE#)QxAV>Q9`+b5!Rd@LTh*3^+h}doI%`#!9d`S{ov0+esU@xK|NM(uFhD9! zQ_$b88U_UzM?ILrr}iLf-?DbzMpbXG3(MydJ7F00ubM2 zf9M6C3t$V(lYpUa6h*~*yHj{yl3*1gqu~{K#7^x~>$QF&4j#^$&|#y%Hi;p+#iVf_ z^?0zl+oKU7XhST#dpi10o!NwG+>S{-gW&fjjv2G<_|7=cc`K%`G316gWPi4^afmSu zMsVtOS$5y_k?8orX7UV(-dd^^DLmew3{=Qp|3=nL(5Kt~tjer(m}%$GT#vQ?4{v7~ zR`s&J|1HvubeDj1cS?6lH!3A9CAsKE8tD#^Qo3^~AiY3bfHVk7OG^A_?X%Ch&OX2W z`u~!PYkk+6@60^&%*=g%p0#^QkedK-9kx+v!1tSY-I|Bq;$u1(?Xy3fpK~)m-vJT; z5dPdFfIy(@iBt!M9?BW%pYxpx!W;L;Hh+DKG|Tww6$!kGeS&CV@zM|CB7~uP`ai!y zVI6r9nD3Cko!0u4U1sl@X#TY!NtEG7X6}^HSbal9V6kqVPH#axjh#f`xsKoH`^pi{ zJ{CSv#8bn3<&p@eRzf;*=iAqrp`vU{H&C$zXMGOcM!6SVCIGoUfB<9R z*U`UViT>^W*WP^tT^$pWEw&{v;~SwHZMda=%yzye{;%v2B=0g95Wv-87-T=}hgIpR zjo*&_tFw9u$Rc}72`Zz~7p4Eq@&7yp``2FTuNFwstsr^ft@vsG>$m+Y{{1J_8IB9V zf~B_XcWwN;!TNx>?x*sGsga5W4* zAna(1|o$hAe@q31ouRc-y5Xhg7L5+DUhQR#Oyr$XTN0sdJVtOAPC#F z+r%X(WC1Tgmm~r0C*wztuapS{sGtaN^ zCwWaE?g(u9@2L!VUbeyt{G( z_YhG%KpbY>bvpM$Ag|WH=`I>y z0|<^6Y93Qka6Fw`9|~#seOwW`Ce!_zo125+0*^@T8=yXOh~IeM^A(_`NOf~6x}+~R zQmvuncGw8CmR3y20z&O@dz{%5ju&(oW?hmXgb6~Nrh)@X_>YRw?RPr zFaXpkEra*_54vvlT=CR6oAj4suRbv*A>R(F)qMd<-2L{Y7v(33}cPLFy3@|=lN4HT&MOo@L9_gre& zfahsGe7Bt1UnPNVLo%brb_NFm+DeN8^TaW}yN*-ohe^*@6$L?8uleMM9xJ)uf?#G3v^GKsjEN$}h%!3{)(dZP6hG|0 zjc-0W2I3pxZqQ6&Fo0VWpN=n}^PY8@0m@ueejNa`Jqz;$TPOe_rX={huBM*KU#1&YcX-&h{Qsm zQy=a3B})T1IMj(^t2Yu_r!z)AhTH6b%P|Kkk5BYZzJ7cwqmf^-_3kMDypv^f78BOW zORg9fy0L{M7%f17SXYBBq4Rf$eov@;vS(Ub>5BY)SP|5C(q=SCEfrdhlNqz2uoV~K zGx!NKDm&-kvRd>j9d*m5xkFjHZk|rk1Q=b>8DXOG&e6Y=WDEDt$&jpcM!#9PC-S{y z)2^PtKLf0cQ~YbwF^v*qAEA;O9)#@btq=)k=!;4BqaYwR68`q9Tv$-mui%lywEYwL z>gJic0N%Mpa3!U3DQEekMP_Us0R}VN>!d|$fDr*P3q68M--XzdAYU2 zM$n`VA#aPOvVKp^E28XW%TMVBgJG$8-$k1IHhV+yC;uEOjI`R{s}WQbVUo5rE@VCc z#5JE0J1*^Y=v)5Hmyq_U=;v`5SZ?G_gEmxzZawy+oGt3l_Uv+RMivU!r$X(ykpu%{ zf;`t^SjvAE2Z{mKALZ0TkIAp+7r(?L}pkh-@yzWW_dN8`SxD=V=sVFB%8?6%I7iU+q8H>9c&S>K92hXb@X+w^1P!|Y)W0|NWKId!h`MkihSCwsYFup(hlU?s06AG= z69b-r^n0pZg+dFU@gfZBxftR`%{EL5a6`9x{u$|$vQvd~%u^IWd&nz%+vpK@xI;x* z_hglfhOdB~SNY`FR(XTA&z=p%gb{fryc&?ScxKr%keRZTC3LF-!mj6B7Iy4t>gggZ zsncXQ)jkEG!)%>{oCP)OKqVh8ZJ!0BveiQOV?(=Rjq9u@BeYs)tIcv*GcXN-v3~xk z`5WcqQ45;2#zEn;$RFHzQEg$1zFVu#W}VxsHR3LVEbkAl3|@K1$+6aIb~kXRT)_bv zJR5bO01Ku;Pa&N6UWCkv{B|lSC=G5SjpBG^DG|ak6h~sirz4H*s8N6OE_GNR&0_A3 zq0n34Uk%)?Cxw`}r{#|!@21=(-wG+KE46c!{Su&kPp4fRGsu`eBK*mtNQ7jm^N0BX=F#9NzPRi$`54_aG3VJ;4bYDW z4yIPzS6Y|TVa(qT?*=SGS)yw>qQ)8b%SB;IlwCIf#C#Zxs6#3%a8L76op!Cq9`ix5 zpVrkS;LC-BD;}w`y4DgI>L8GTu=vzIy;|IsB3+ZJVB6CW`ub2FD$(Ydpf1tpseJKh zzO0(GHJ_E{RzD(+rKF;I2z?$0cQN4tY?PW}lP*eBoJN#d?$)dsb{skS^=RGeo?d)X zl1izCH@JIv8Nq%TF0c11wSN&dAuV-62IV?iiSnzxD(~+uiY;{(9z4PzW{P> z+BF7+_VGWc42_===cu2K6Pv@RFNTKRyd*Y|AYyJJSmPr2!Z?(ws2BJVC4}B$&6;Ob zj`m7Bnt6FgHJ(0^`nu3uI|;0m2T0Fi{WWC;!c@MXr|;WVU@toPfh}V=xGQGi0K%A6 z{(?*Ok+>A5{MI}1RrLHR0a1Cv1(}6-_RduxB*8+^n=$3Yw<-A5+@rBquE07cvIxTD zs#l%AIh);LM_TukQY!-+mqbJ>on8~|>Af`uOS6clRjFcy)H>(x4>W>*O#n!!NO~Bb zHc5TOPYH!zbwD>O#xoZ}Ky;21*&34m4P-)d`UN{mXm{V)-6>T?0EqJb%_X2XY8tAz z57F)bfVP11N9dE#MxPOAIyuk{`drnZ_v*N`@@r0ODU>4cwc?YgfuwbTGz1RzB|`b_`bb(~(*4_>YL~`HbX(*}2>uBgbA9Vey#m9SrNTR8yZB zYIyvx9q0o4!6eOuh9PRw4n_)w$o{>)!SJn!~RGdV${z0*ZOkMo-*+}(P z2>m@Q=}JN<+ZERQM+K-%!FD?(+|(>h#gN)#%(64aMj5+twiT(MmWYwVCuOFN4(hq9 zdMdi~a;8iw+|*pUtUK$DEUxWsL^Z04572ulpMSkwL6cVYi&a<2{?N@Hq%`;DQHe#U9=r(dFoKZzMOQiIr>OihVB(=eA{YPU#*Hlxf6(GX=+2Y_L~o zLIw9d!DZ9UG7;&QPaGisTm@*v7rP7I z$e>|CgS{;q{(ZCPnI;4wb*HGc^hT}PxB`-cM{{2blEX|G1cEbIC$C)q3&wpmJ??yN~$L(@9A0+DOE4?bFZVXRVTP_vo;LFCAcF0rVtdre#WM>MwVx|8K^6ORGBix0;`_t<|fm$^(`5N5cE4yhDFpas=_#Ub<2 zpt=W;l&jntYite9KETnH(;#m=9;Oi!=%V70Gc8^8%dw`s->RD^q9a(Wox*`hgtnI; zLJ!bUd16hEzlO6^fb(*+PAilmH+O<(MpIv1AeQ|hPjU+>sS4%bgJ=-{r)F<|OkIq- z-V6cjU1#3hJ^w>5OfGk&d+bd`twyseugIni^E`VCqTBUp^u6n0EiScoYj7zj+gco! z6DuqH&00mEw`{VXv(;JDDVF;N9J`jZ(F@I+0V)S*Y(GolWsM!h8|l~9MugSuCyyq4 zhtfr1o1mI>#z(I#g4L5S$ZmX>-djQ_cl6n4Rcl%p zyQh7{FN}Bb7m7hUXbkV1qS1tJL35ACy=1TE_AQ)u!`UgHu%spPMzP$`arr)JA>EjJ z>}R@pjYqJTobEe>)m*GAy$LhCqS=cV8gB|qi;$yuY^X= zDuuQ0t2JixHSWD4gF7d|;1>QKZ!t|T@j7D;81tTp!V=FpmLWXC_g;R+GCfzVCMvBP z(rAOC?UpuQmg*V&7;U{U62!Y&;C?)mocN^gKZp1vzUe)wxCxIp=`O^=AbEoss1BF zO^yJbIb%q6SV?r)(KsJaD|%Z0Fy4!hQWkF)c|= za#t%YIy1*KWYH#6GG9_)j|~^?2ja6D{V$h`GtNs*VXS`I3!@8X<~~d5$MO;{Mn52r zKM*s1{T`;a+d0&I8MFEr$A&ynxrZ0@1gX&Tl@EW{{0W+>4uHNQnBiY-SbKlZ>sic0#Q5 zp<=i6nLACgri3yLqQrg8;MwWdGHuG7cK=!;G)ZS|WoAMQnF3@+i+=64q;adE3Z z;+_0@588fuJRTCFs7;uAxS^8&hRidTnH%Fg<+YkwtXx=kKfm7^bR~19JjW$_5g(o7 zYu{(S@nil+5IAPhC7t6!1&L0hh#t$Q`YSdwj&k+rD+`K70bWxq9Kg0o$Fr~}_Xuz{ z4maKT>P%gaE=z9DEqX$uL6mChKoB9(INF*Hu3zlKRSHx%3tp5xR>I$joXmgVqf*E$ zHJfMNFzcJa-*ORk)Ql9}xNHByGvySwdH~;90f|4}BF5_VCp~ju&S&a*HzCn%O zBMa2-bn^B(G5ky%4t-%_52g$}R%Kkq^4}63r(o%DNK|Qhphk(z8mJ)&-sIK`C5=Sw zRW#pj)V_MUO2>jxFM3kh@L)@*!al~ zxuk^T3+%#8%*EgPeO`{>x5c0s%l(dJGMJWgoY{iXb^<#!-1suChVI|b`Z3I{e}U`l z#Qf>UQwhtlk!AHlW|z(3IciVyZ!W7?57jr~-V8Fn5UUZ7aEfF-`ZCtjh%utgvSM#x z)me{4-u27*cm`MHBIMj5>eXtpDpHeggqd88ANAsQGzL)c-d(EJn-F!3-C^=0$C+x< z5uOi;GTIa^d9{9iidQv>bCdFr(W5*2b+y5H_`9z3{_i;?p?!?ow1)#1Z-1Te%B}~A zpR`On330s?M?}EniszROhK0{_Lk;aDsNw{kqc}p!BIOy&8`8t6$tV_2qokP!ueJ6i ztm_ArcRRvK%4#YMGLMAeNP@D@slDRl%mc!%a8u(kVwmOJHly!yA8KcksnvYXAX97f zeLEweiK@}q;%ClS`AB_{B@L}QZ}Mn9)`6Vl&1IniBkI=&4I)+=Pna%j-kK^k`j3PT zzf&e8SyuZThbk_fY_rRx{)u+0z&`0IQU;!5MvOswnO%!lVP9usZ)laEA14OuMv*zR zCe1Q1HKX#SbAh^EO@`qr+%LB8hkRki4%ue;?PTIW8n0q;nSproXWtl|*Ucfm_ADkM zD?U;U)f|n4i$B7tE}hQwb4CT7jL7kQ9MrV~*u>q9Qe<%W7uc&bKVf~=)C|~8YG7n( znl9s3df5?!xFq`2E!@Z!NCnX3tb`-xq|d(Dr6 z(|?dcITE-7?)x+~iCKTBr6%YmcgTHsz;WDwlfa8zJh9=$m8-g5F@5j8n_^adxJ;2k z;UZ3Ozqsp!5H6?3CW$c^KaMVJv((OU&e{yeTvG9k_?;fR&HM1av_>#C%wcZ{O;%6z z6+5UaGQ0CKyY^ceKfK`lktVj8{BF2q`YmDQdeD40Mu3M!rkAaPu(bfmmxT2P#g(R& z%QrfKu^t)9aQjoy4#`IczcIPhV%kxtF4-k#X^xM+UJ>7Vf7^R`YY;F7jd1x`<+3e! z4C9b?#A14uG{R4lZ);JQA*2>oyu`>FVokR>o_gcDNML%-@}VVw)@P|#I0GDrWE2@v z5p^$Xy}_9s8ZBgkX1)3lPh|a2dwUM6RizM$EyBW1we4~p>7c+9{xxFQx;MR0Rf@y5 z@~{lU+@&Uq1pF4k*8--GbVLjUXUEr9pIu4(WS!B9OLztYC1Xm5aM-oim9mw~s#(~Z z;Li(N;l!0k%No@7JV|KIti!us)s_47I^s=9MRZ>xj=%FpYY?h3CIjsT)3(OPEUA zto^h}@jBS($`RAKcC79~hm{4fK`5%Lav%D_#jJG{ye9bTe1c{yE&QXRWM-7kqRI?H^Z&TEFZr^u-YZu>y!OTI|Dmmdyj z=(7X{AEhdGhsewBt<<1Ma_DggvIkeUsXS};vRmKEt6{n*q4{Z0v}h^p^@Xdv>@u@! zXQZd8_R|TIbo0co>6Vj=A3;CVqjKvSZhsFkdNF7(D4;giMw7XQ6Ps#rco8bb@eCSM z_`rGu4bD5Hcacxqf4!O5$$>MldD^H?{7?>R2kOYV9WAei(gub5U?eP#K~XOMwIDHe zJ-?g^SVd}bEFZAr`kWEYTnvkSE%qu8Rk^z5VkW=Nz}V)Xc5PE-fK#UqscGqp*>tVf z`>1S`$mcK|Tp=mu&na)pPG|PT(a?Ez1R0qJOF+kb{jFk%`hd)&Td8@bn(feTJ zzAzN>aJkKrL9;aGmt_mF4#_>!dgcAtLN%XiKV@d|MHuF09KA>KatN&>tc)R?@ywDt ze2@J|y|}UPqMER>?@R54w<%f|_EvV~JMWlTKR1V{$?3{K?fl$_FEZhp`z^mZOi`0M zd*f|IOC%l@wD%_skp_;QlV=?F(->cJx1Bfxjoe7`L1v?0gI}YUh}SMG?fjZfg0gw( z+~r63MTc{B%~cih?zF{CicCUbQ9H+*h&gNedlOtEvzJe7VsTZ z*YPQ)D)yi_PNUGC8GC$xgY1+3k+13E$+tA_?oB{Os9#Z{icf;2LX|Pd${I|4g$L9! zDBH@r$xGmlF1p6fOFCQx&Wb@lL$OTwDa#kyozV1-b+dz?jceS#ut@WfOb>Q?`%P`x zptB~Q12fq>uQ>8BY$JJB09HDBNwI-bRB%a_FSFO&h(51DhO9ST8J8sDxoa0pv~1p@ zoL5o98`n^n_zHA8t{O?Es@6?kqGaCqa%}b2*2z7Q*}YE1{OrvN%|fmt6SifefJ8qW z!8{$DWEM2Z=s!%+qKq``J`gjj8V3Q@vqQ2Y)myW_kGikZBiI%JR5?t?o57UR;U>A{-|M;LMm&2dj;Xp~{|~p;H^Tm|1}x!(ip`otmLHng zPE@Y6HNiO8%GSM9MG`zx(|*xXL#T*k;n4TMN3FjPQ!p>l>5NARo>6922#xJeTpA-2 zq)ZBAk=Xmp^=mb8@>4(kvk}gRaB{g)h3D4dE&G$L@iH3ibNx!bdKqFVP<~5&SA$yv zPra)BG%2jAY*&v2v(ER-OOHa9Ep}_E)m2Ia?o1+-m)f`+iPMuM-~DUHbxOo-V3(+Q z@%UKz=v9aQSpc5kPH~N0_nOv)HffgRLU)9vPK7m$w4TgaA?$mSZaD94licSDtH*bB zB^JnztR0n^V!FZgNM02uEo&}9T$L_j)D`V{Uq0!5xK2ZMjV!7Cb8QEjL69Ms2i$t!`B^2)NF#%f>a6<&v^~Pbh$$4lpk?u zF%RWhC2mATrl(3KzfYH0;>10hBsxy13*Gi}+!jua$hvxd>(!cKaJ*@ly%FS4>BYyr z`2h|3I)6zC(>A&Z>2q79K+$Lo@eD(7Sw)t@u{@2c{56l+YqDK2=Y(f;94_icj<$P_ zm2C{@k!;^YB{)oNlz;AiSo&dGLuIcfMpu(5W-pYbRtb`cr}+nI1-BeF+zhEM9ms?# zRF_guF+$$`@=# z=jUGWtS-lDFDt1E7#O4$ZV!bGkR209%k;J*%&TgecPn=9^3Y*6`Kq3A^$KdEUV#i4 zzTwUa6o&6)mUddp^{%WBJswz4oQPbguG0tofa}mC-EhVccJwm)Y@tHC%s$LIVp}I$ z7}Y;YPraf;5)5*_!8&*lEFQcLp9KLTJV9W$S zsy2l0%27z*xqDi31yFQ$Z6C2MTYWBch#Hv8NURH*-bRzu?6o2$d$d_E&a7o z5dm@Ko61R}V-{w8ocwh3wy)`?-2qm7vI}tP`Ci9y&%i3JCIqqbr%6$Vp(Y zh{|y|qa6{_vQQ70eRrfQ8~yN5`-jZK#T|V0Y3xD!1K8siR6LL@WqKJ8zG`IE>q7T? zQ2;_gmsdH`VXlzoAA|#O)&|!gbkE(nsL!6w*l(L>+Zo*MDjOoDlVR+YaqynDOSe2t zG4grzM!oP+1w8(E2q}Iy+IxhU-hi;s-$LyRb)hlK3+kC-f!+LRi46*ZYyPYUbp~II ziFBn-yyJs4Y~HIouKM+cct=bVB%hW-I)w?k`DO zz~yREi+(V>HYtP)65Q0jlzF{)!V*vLtRXwt!IMDw75$s741<}rrI44GAF|1y($J3S z(5Oa2$8C;U{QRS&MvvkoNEAH2KNFei+FsqUIlG`D`OctYA_8w@Ktw&rIgqvU>W>={ zOR8y-qUq4L{Vl)s15+~}RB1jmGLkm=$;pdsg8gW=>5AAr6S1P{Uhcj_%~DGl&$*lY#f;sdsg)-d-N*Y~ii}3iIBCXk7}RSE2_DUKgeSTlU+~;h??b!o zehJkEFD-YY5BX#4UBqb3eh_`P680&HxYAuuyo_6?LezmbX2?hl?2;(8KKLZuD@%Pt zthsrRp)@V{=CYs18NKs@J>l^$Cinvq^3Mc*Il8w$Kg{q9s*oLPi^-=SgG2iaq z0EVt}JFGl=%xUa6EC)BdBwzkea#7nFqdQm3z8P=nigxE54C0!?lF0ia*zhY`n+d#b zx?D1hi1ipt11rv{n5pm6I+2_8(wwxm`tV~vD7m$Z{G ze)*a_cgZgNP$97L=iq=N<9(hmX)IKVi{AKqvZt6Qk2IK9+b}iQXS{nub-w&Dx`wg& zJd_^0JUJ_8Eeb-j_cq)gPK@1^MKe89s%W$}^5)tg3vz#lkfu-lvVS8tf|_`X{DE0l#oar0ntDN&Q%%I#yj6i%7nYC&9C-Mr(J3UQIG$R&npf z)gkgO>WGOdHHyp_HOROV8*l2CwCNsaK7PvkXx5?^Jb!={YR)%I+p2|SQi|OFIJMU6 zfoP!8sUoFSKz|Q$Wu>jgrwno=SB#pCC}|Q7=XnDr)L^Ld!q%fy!Q?X9sg}zRwh}iQ zB47Er?d#$z8gY*0Z?r$=&2jrxbWH`n00szWOf_VTy3(P?Z1w_`gansFQq4(xwDt{u z_+0S?6+OQpszF-MGx#Uh16?Gw6(h2Q^6GwNhLvX$X6CKQ7mV zhhFl~@M~(tms=e>llh0{P%_gwaF#`hXB&?0%yE;?myAlmd1%|0=pAlp9Xf~1p@yX% ztEI(zIOqrNiGO(ZM<@t&4|Ezk3P$2r91k;u9N+VfpPinZthGnW@Jo|PFvx1IMp2%w z*wayjH=AphjJY4O`E4fMYA#Jx(AQTYE?x4%eb!2AWa3?^3Yj8Fgmr|yD(Y)^p2b%z zIboM_PS)+MC46>c?crhRiKSd5Zz&A=<-FN7t0(LHp@x0wSXtGSBx9vmG}`-tIO-aarmapGPl zvWIhre`pm=8AftHuJMhkR(z*eZT`#JcD)K?-Vb@^*1z-@IRfZ@B?}Sa_M`ZP>V!R3 z0EIO^v!0f#7$1F)>HS1kxqKE=IK$eb;L#}@bO_0bmx>iUbc?WAQR zETbRzKccRULx+(muU~WLkG+$4F@K%c9Ver8*+DRWeDN!1*i4pB%MID{Dk|^Au(*lB zqV@QW7P>;CF|Q8QXCsR9dLeDoqQIl^jl3@een|XeG}Gk;{aMGFizYCFts0UGeZ~9- zb3_JO@C>HUM~$yluN)85-?m}UV&TMolp1!eD2-sH#5;&5)V?+EArRr9&#IE@jk+F? z32W**cc!TmxUI6>Jm|}W-51dbX>0o9L72<>l=ylHQ(%i$hi~Mv z_eVkG05b0c>c-$>Rq`yYHh-er?;U&xHBL%Qdr4!$2fwV36C!Z@$^#uVk#eTzC&$V9 zWr;nLk7GCS05F%oKsluN1GwQc68fT^Kl?ZH=38uCZY|kJ!}tKvxVrQ?KC_ zyPD3(!U?Ms{F?<0axjf0;KxyaX7l#tsXR|Zcs=vyzT|7&q()Xwn$;f5z=iUqpLq?j z?e7@jX2KFF2}vj(>6y3vi&2rYT=5|}?|4@Y71PC*OT4R>g=KD7QR*O$S5aHwUxGjLJCd8A}&^R6lG-O5wWU+4?C4OwME zs&&gkW~dUxtk#$zC&Iw@0UZ=T4K z%Smfzk7mGcY}oDHvv4bCQaUW$bkyz(rw>yOJB%5K>6Gss9TaET;TvZY+mIU(Y4MR^>mC$Me4IB} zFDk$ZD()o~EX?lOvJRu$5^PGg7%y=!n0wrzK@XXC&&{U8$D_cSx)#2Sh8N-+j^S$gMPkyhk0~VY-FpJ$e=VNX-xbsMo$+Wc5x&X>(f+4$i#?QU`EYzZK`d}7=ijRVZV4k!D;Rmm@!cS=_+ald zr~a*o{<9%g`uNdNA`w9BC`#qC=q|@WtHi`#$3%e_hSjppsz2Sd-_y^}9@Q@^H8h38z`}ZTNJI+}K-y8x0o5W|J>FiSY zS@e$|M@
dOxZ)_YXAv0HDjlMVN>O-d5LA0NC0$x5>w7WgYkGfOUfBBb8^`{VT)2 z4cULcdtL~5N{K!Wf}=Np02AMC2j5nV^a1HG;TEWP{Lsi1h<;{${?8csvn^!)=&dr6 zs$P6RNf@COutvCAnyN{W5(XHXd)C`|KDYpN=XDwg-Z$1k(0Rwe^BiY`z>~iO`TwIs zpHcwtQm3C50(8w=i~r@>X93m zxepxz|3}4ZK%cN!SwJ99GC*BO>jrb6$Y$j>wD5a|AW=rP{YLx8SDCC}C5s6|h{jtH z2s4Cx!VU11BCBiL**Jju7@?_t5xY;?eHh^eY7~cqUgzcL`Zc|JeKLVZY8l`@4}?Z~ z5*qh?R((P3xrlTFlPb)%!+xwNAaN4jY`U_ykUDuY5$;sm#!PJ`v>wk-K^pA!Z!`LT zk1a9>gxT~a(WjG90;o_`9t8o-cnaN;YN6C>IAK2^(@|=I;;Qwa`kw(X)d_8VRibj2 zhc9qM1p~IF%0=MO5b0^vjwdkqVCJ}X`vJR?>ahjZp=vR2=CPLC8Csw@vDO^5i3Ja3@aww`Z6^pt$ctjbk1>>L8hg zt{=4>kw8o;^clz(N~|x(ibaX_t6SB2Ul$Y(cy_N z7+U=Z+m?6~7@16+`(AZw%&S?E;(r;A|Lz5e#|6PyX%Qi+L1Mia(;e?3*wVK`wk#qimK-CO~cg~fF|NX&#{e_JU zQQ_9^0kwXuf%sSB56>MhfGfKk6%?`2vRkSw|89zUWyC-o zu!8#&;r`euYy`r^+OXIAvwvH{5Q{r#X`vAdXFJs%elJNX7q4uK6JuGTlmu~+ zq^^DB2Jfmx00xAYS|TeU_fhk5KOX$s9{b8<9h1qhEw6`n~# z4tS>kTSkZ|wLCSRSn&@Z?k$xEpEcT>mT?7;R|sL3C)~ayp&xi4X>rAW*4KlnwKdLo zYs&l`!G7%r$^@~s9skgOTxaRkeIXR|z8|uOmjBHHIA8Ml)1cCNbG8uYb(`69&Ge`5 z21ulFf&mwAAdOXzEqIYo60|W2I5)%)Dpu=c1(K>o#UIZQwW?Wi-DF!qfSi6}T9S^Z z_2vJ*N09aPh7(n`v1k7-6YcW{s|GHDF#UEtj;s9i$KhKwN{)csjnG#`5 zzeSjpg09zTqlCM5G={F^7p}o7!qR6#bCGa3mN!FtH5t_p_`<7h!%Ugspx!fYebg0* zoS9#A0;K@Z$r=&b(~`Sj|2*PK!VoR+#78u=<0wg||vMBl)#D^L9dmfz_W z_>Q}-d%nj1`9M}ZB3;pZ>kXCw3=p`zTR~tLcn5F_njU*!|8i{p_jg#Wfeigrq;df< zee(pytsM@0KZ-*iCrZZs!%qj^BC|poG_L@#+D4XTn6PoY|HQCP*OIUBe|`z@AESYY ztd;ocOjqnb9>4#Z^}onL?)V$KQfd32CLZ8;fE3jO_91inf8NQz=Jy0>=aQX_q}V@v zF%@JOk@KaNQC$ZQB+m?ag$P>{=-e z1u5-v1h8VWPJU}Iv%J|gvEFhu3zk%nAi6^UMHX*52kFiNYdc6Q zg%L^F&dpz0lAUzQk;vZ{Be;x}Jc^@$FEC&^AehVpfSgRFDY}`)76(iMwhywVEP9Sd z*jItlSq+{E&>@A#CkO{*E--hmCb$OJo;r8-fcm_G*6B|Ss$v^}qbd>v)Y>b_Z4Z=di-FX({&($daiQ5~C8Az7 z=?hE8sxk^4I_@j#B-#=g;nDziYikLT5{LYfkT)YDV9^pf{ZfTsmReYoYFNhgmAqbz zrube=NxROV#prmUE1~0L@uQ9~suewLEe^?xrEl>d1mAuZ6*cX}a!FZD_qOCg6bmOy@AB%W*57~HJw~2l3P<+o0x$rq<2aiurHcH%0gvC?<+EoI#0KbJEQ142 zF>tuD7h`1YtF%N`!w-QZp5H;Zj5qJm<^s?c_k+PO8s#jd6dW#O_ny!VgP1JgfO=8G-i zo;Pcz{(DUWV8WfSxim|60#l(@58Bkk+wklE*}I}6t;-gE1CN^dX0sUpY+>lYQVy(z zp7D%4%8+*BsggM^M7V-TP6J!hbN83)TS#8Ql{n0w?VBJ$nTng*otc(Feh8=QDSv(a z(-uJquymRiuxcypa{oPya1xM_A_-={5P%mW?4&=z5Vwm7%#;Iu>lnU{M55INP~!c@lV_EM^(jLb15WXaWxV=v5}i!LoI_OUbf3 z!8gkBf6h3_@R4+6D2W|?@JNIHz9HbUWBTv9A9S5-1|zJp z6z&kl%LKG#!L@#MRmN<4VO)^+vEg9#-@$YQ2r@IRCwz@eR6AxQ zVF+(OqlvA65OCz`mxDB*mY``Vp_MKf&aea3TcJdFKkEf9@gph~&3ql}?L;um6IwZo z3A6%S>b0aR5OKUp-3nLgNUQ^j0N@e{(b&(5fb1j+dFSCiIDg{U^aGAx=XU^;UWKh= zo4r>0;yQ3!eA!_zwMvfy)SzbyAw4C*`{JnGLwEW*0=&DoorCxLA{#RSI=|~N^mSgRi&?0ok~s!3+A|^_x}Z4X7Q7D?-{)y& zz{O;cq--IsyaVfwpwPTk82vuFT(NJ(QT-v$!C;g$A^4TX z654HQNIcf~kw$}mFotW+ippBWv=dhn>=SJ0Gn0__GUQ9-@1}W2Q^rX(;;6aP`d-m! z^}E*N%UKZA9%)$?a+<6a3Uz!BDb#GUw^WtRCa9pxgW_;e#h3Yl6VEJtF5JMlZIsgX z!G!nS;Ot_UJC4ojGZM+=&H(HK-LC29ZgveJLSexqNDnKU7f_?qBB-fz zKO*79*&RJS#4JD<{L2z#H0}%mK=IcyBEmV`3ztxyFQaN?hqeWS)VE4X#5Xx$Jqab& zn>E|V(C9(NSvsL#UxGA=?tef|f1L-RLU97jFZm5s}iM=k*88f_%$AXVsi z5Rabf)IdN-^aW%v21B+HT8mTYCZTT(MDh&^p|qbxF4Jk*wb^Nqnc7StCi_SG^CL@` zFb}0Hecv230m~~cjaMxqbP}vw`76uZKz&IpE&Fy_F+`q>h+bwjl1`T)TywEThBNp9 zUv}Pcf+c6`1`yH`yEDoZ5fkrh_#v04oVA!jvM=_k4$#XQxz+5ehY7u0mnJWcsUkp(Wq2@%^Tgz@&*xRG40ky)kX z2w|&kFo|W`tmIxO^*V8A&y5^^9p51$hx<`{eDL?RFHq6yGdk>25|$PEz5>PV58wriOQzt#h6mXw6zLNjYP@^|p@QyN^EK z7Bb<}Wd6o&;TMy3iFHkh%esM-8in4ONGdn-T<+6`5IUEbX05D)zytp?&sQyRe0;y5 zMd>mLTe%`XuF~OLzsnR13b{CSS0+r7=&t#iE1iE-U6@GD-VOshyC}%5f}T*XD*=*h z@a@9iHXVg`=<&u769onP5S0x)=yZ15NYbp$2yOYh%YwDl7=zE*kQ0q;%c1Iu&jLsM za3rt19WK8;60~$rZ7mEYFWETaNDmEWzmyPB3M9duR4xP5pQ6m%4}RL?{d66#vP2R@ zi%9=u!m)94FX0zBc*%uJ-3+ir)?Ck!Ne~ia!GN{Jh}{PLURW-_ z1=015WtiyZ$Zw&ZOU;{lVGGdP1~f4(L@Zt!o!)(qk-W_PnVp+c@DqLamcg-k_L)6< za7})*D}K_M=YrdG@p@u<%>P`ze4^(8x;IVCW^C5q5}qkBW!LW7_$>TiZk9YoIay<` zts23OUN}kYh6YGGwwAnLoVZ>`r$78budVZx}CGqH-ika&WouBL186X$=7-_v`I zyF`Hl$rhNMo1&4E5C%)mFY3KV%p+m}8bLW2uruurqN2+$&WjHW)H0Y5mh;H$uzvl- z>)iXPv(|M?5P0*wGf_fU6+J1A_g|!x3sJY9BY(@4(ll-87u>fOp&;Bhvo&GS{$U~@klaQdz@@!#v*dNu6jw!p57ei*85;ggXiYl; zFPjCGKN-B*B}Ml&Yh!v$>ElqTmaP?WAhZwO$cBQfL-&NmC5NOMQj_z2IBotx7uQgk z>x0TE`^;z*N?e`BaQul2S+ZTmWkstSxDT@HEbYW%=)k@LcLJvn*T2!Xf9=}8OCupf z>ZmH}Wtvkcm}FnT(V9>Z!xnY$n1B)$L-rz-=nuGWtM!GBr}P$0=lB~ z7mosBcJ?;3`5IsUsZ^!)mmFq6GUvaicDoRm2*y_#(q^B$iTsV5U|N~jJ)`o*%XIVb zSp($#Pl_^4NXF&?LSxSl0Nj^(KYZranX}gD!^-trR?Sp{1=|MXz1pRjMb*N6CYPq6 zAp1(z7R{I2ZtukyH2gmqR|{E@&OQx%{V@T$*j!|Q)YNR@7HF)AIr=zi4?nbZH>qLd z!Or}Vnr+eP`u~KRFa@j6Sg>3p_Q(_#3X$a6Itc5QfO&^yTG*h6>}Yf|!9Bxlnx)xl z0gqHwWVf~>zwj=qhiK+r5uNIMw@{+UOYKfk_+bu4;k;FnHhOwfxRLbBw&Yce#MS2$vIG+fho-^bN)C%lSD6Hc^H4>e0(e>>{o~wLrqZ=K`L4m5SIeM- zA{CYrhg-}`>5xds^jVl@o|9l1AvZAJfaS}$FHIBgqe)oT$=oZ2z;;bJPDpk~lbZa^ z9CfbI@x;;^TMO}(G1=6)?r-j)&E>yuqp#u+d?EXe*4tQV-eVi|sfWX37J>sEv;8Y~ zV5gvLQn{IF+1=Ntz^4;A)g&v3%~BCHfNe{mB7r^wPV#2(iM$NC-3e*qMNL?pG^+wK zfQ2B`L#cjEn`wXenI&7#|6}W`!>Y;_z7>#=Zlp_)M!LH@q(cxSB?T!dIka>NNU3mW zBqXF81Zj|N1f;wD)}C+X-kJN(Kl42E%)mLUy;uEmEsxRA1B}LilB=kj>Ci7!-||bL;J(r`|asYD+*QdDU-Gw zPoU7f2a@TdaXPQCklQiMiP`8$1;@|qib^H`v3ILceXqg`icl{M~DKF zt48|M_?snp@tufhiLBJanYgH}u{Vpx-@0fCe`x7`3U)`nJ-Ukf8lL`YfR@-cfqe!? zpyrNof$)fCI)m?J8s{@fi8lh~WuPu0WbUd2aSA>PVT(%$Vyw>sFwc$b#*z0UW0|#I zAUVI=OJH;!7M)sDx`z0-afSy*8~KHF%Lx*yw>uOYi6$3%^9KtNHj^ElR1=hD9bbri zuYfmvnEAfPpJ~>APHAveqhr=+M~y%m!w(^q)AvVh&_$Q7Lu0%vx8%7@90H7x94ag- z4TLzj5jd7RXf1r?Z>ZjsU?Pr2<1n&4vIS3VIWR}QrRL&;3hLvFCF^s^*pPxRw`@eH z)TkovyQqK6cbr#D+_kj(XHvST*%*t3LhIog-AU44UVEdUgf(oW`_h^v5ee@n)SzJD zRhsYE4%D3lUiWs8(WLQxculQP`98otqJ`KT#5P)>ekV`O7XWwTBhw|-3p90K>O?In zeZGCnmwWNAl4S|{YtX(??F8|~Y>I{M6garb3nOGzRq$msq!4KdMUk;YiJ1D0a_j`! zO<*JB_UG()%p2g8yFmdrlUka(`{u8+u~Xm%WU>C!wCK)TzdIC7EPSO*q*-lNy+)mU zG}4gly0DhBDO=vx+A6zG-04%^?A4brR*GSa#B*FXk^0vBcUTW%;%EwbGNRBUNK0|5 zjRJoH7@3MTXo_n=lluXnYrk-|V{lg;vtVnQp~qcdLQzAP1ovP#_gaoA?``3zx~#eX z;O1Ii0xSor)9V#7?Rw9}87R@AV-M5@m~@JFm`jM)x0*{BJUFm<>b?01hj+<5*}w`7 z010|}o1+Z5U0hHQfjKBAELzTH!*dc37a1|N`BimL+d`1*Oa(gsfQZ&*tOKP_#gy%Y zt}N*7%zE{Ek3Rh1SsY>>!{rf2GBW{swJm}B%{!JKHW<@ZLhljjQ`dE}Ap|xCZ;^k*ol}hI7Uh>WONk4^s9niOS^vlPmfk z;^YP*x*0sXd;;1*9S+IzZ4b`bIzyI=xMf&AeQ2#bZwG#GIt)lmvbm9dFymlXq5mpt z_PbAVW*6!y`vjQp1--fOcUg&d|9K39(DCU%ezihpdr%v=_ZwfBJ*|F}SwXQ(BX_x} zE}w0UG=Di!lXvskOJ>{Oda&`IryB@;e#-_RY)36Bat(sAdPOmiGif-9$Jg5T-dmn} zzLjG6L|K}4`3}o;=D+-?D1?6dxGxL-^P>FMG)952cP!@K%8h@F_@4wZ=P86}Z;yxn zp{w}6BTWu6>;Mo?KbZS>!1u4icgqiHFs7gN7&Gbqf!h5kF$i=C0EqWWcD%^H!S(_O z7T5r6?>2q!8U24g7#h{Cy9fzN*-(i^+o-y@iO#olkVwS|HVB<&#yxONtl&Dq8X5^A6zx@67evoil1`|K=`mqEz^!a&*D>;9%cAfZB4u?f5c z;W4OCf1ZQtYrt+{gQkL~B|gGfsGA*+!K)7|^WCvG2fx;l@du|ks8F&ypWE{z26cM* znMfc016(gd4Swx|ey5dN{2Y^}J`R6G&wz~3%5nf&VY-khivz6eHw?mR0G|0u0UgnT z$?3!U6c8;Z0>OMbeBQR-psRU1Xz3$@NO?$TktbFO@;gI8eo9k>zXrz*Yj^hH#zFK` zB%C+c0A?!RuJ{(h;k&6UN@xktP^HMEh}A#U9_fA)V(+L<7yN(s-ITXup+kTMz|=28 z??e*4wE&@d&27t(9GUAQ5cS}Xrm~;9Xbp*9_5m2j1ekjAC5k;y`BZ?4GkO*@dj9dY z9N!J>qR$3>e(=wL1K_1K-h_%>ZRzY>ue1&Ua|e$&0~!|QE`Yaq@a0a_Zgh2n0V|BK z0E~6P$z-XtY?~k>=X#~izqT>;`mT=Y#-{J&s$Pw(5Y7W^!WFu1+gqSW= zj2E(BCJzPBc>^S$EN;^lq6X1EJks#Upmo^>07R5c!7vm)I39*h90eCuK9F_rSOIj& zj=*;{#N!X-@AEcqf8mB9D6XuhJC&Ysem7o5cy2fN_U1UnbOR8kPEd7;&g-|8J9sP2 zmv#j38O-(DX_-Z^l9%m|iwq`wb^uusFJ$h19Y|%!uYsOVl*5;)Ji8g9cI?-Sh*7l~ z;(~z(T7P6s4lw}jw*SgJRKk_Q5D5?bWpCgJ3IOf!>H*^r=|V>@kLflX6@z+)TBGu8 z4pr_`7zg-U2|zE)?Qy>N``KKEuLN#mO@UM-<>z;;(#EcsG-?VXHCbM#pedVel_{>#gM8ice#-48=h1ZBp zZs>~v&ojz^8i-zH!O)}>_;UkH#7*TvIDs%#h7d`c=PRZYT|kzuAt&JH3wWKmC)o_t z35GlurBNTWLv7aI_Zi{ApMvbpE=V`DPVyE!T*0O63M?thL^Dv4Iw6wyL?-LM=L$WKxYrVsg?S~s#F^4*42zL#vf66tFY=qrn~k9Og~JQBdXs(?H3H^jF<@vX?e45h^``^L#KT_2bC=Z>rn<(4;FU$IvgN{&>nkuwLbR5Ft)WUm)KSg8N)i zv9~EJlINC^8Y?8z8yQfcvEJ@^WGKhFsrT(bG8@qcrDH(tC5pwobFv2Qq&TmYE~-gi zoNE6ie!&1yp;?C%j6)FuOqYPWMju`kc0Mc$(`KXN&MHk^hG~=z3xRA!saZWzfRktJ zgJe%ynWM?_KcXVf^jk-c07H2nqKND72mgAqEVfe)$diXP3F=~k9lgx&;R7gYqtREj z@nrdodw_-u9F?z=3r>huOmBvgqs;-qtay9Op*FEeunr~Zi7xDi@WVXI^@VgqcKMTQ zXa>QyA+YvPeC;Yb2&=GkeA)64!ozh0mVblzDx(|rMwx`oa-dqmbXg{F;Y5sqViNC) zFAnt9H^!=sNBO|pfq28^wKh`X@(?LiEpKeWzk zi!~o6l|lK^t;i+wbqG6vEx&)z0w42h<+HPF0|%H?wa3wI8bS_D_lK5)e-#3C8wad* zoZ7ifgt6Xm8Z4vjn(`D$Vu1&cu&e8tAlMxLXfzd30!x4?HY4#w7EsXSvhe1Q{SoE?5h@*Hro}y(vO8qF5 zTjH#PXD%S=3&|SB?ph%21TMVA&X5ru6gk2O*AuU;4&YgS6~$xfqC;vi0**$k946zM zB44Rr@A)h!uTbE++!%_Cl}99qKxwGsd-cT5pG4OQ26{#}4_@b&xI__HkmjE^gJ4%| z`{K`X^$4YNw{AdT6mqrKEIxh)^m!?liw~?b;<~cIKOb*{`M7Dv+(qAYcN+O7wCc#! zZ6rnqaMx)?^%cC(AzW6!wloo zj_i&HX*(447V;<&xl7$~G=RhG^-`k8Y0e{7Ua_J~M+1cCt|K(Px z1gID(pBdLv>P5$j*}*5R_l`Z*^%Nq1E3GDgmM$&8`5;ot)vz;avJB%c%7BSwY!RX9 zSAKRisVIkZ9Ac1c}f~5Sa!;kbSi=$5>)SZ@$G4zXqTqv3!CSe_}`T2 z6Xr#lAQhpGzRDu2>U$yHq~IV0TEroNovKk%8)hcrAN#~*0R?XY-edVl3kUE~bNNI) z>R@QLk@U&YCAB*Z)JEp9Pi3n_xdPe{8|NRSUW9x*6S7~u8n1T0lGzmGwq&X~87UIC&ER;NU&q1zNY6qr|91@U zGN)|y!^{P6SBNmE^4s9Pp}jUXIEsm@`a74|9HLSLsmV&B*E z+fU!q<_JD;`eQ#(;X|5Ty{aaaR~YYTqwk?Hr%ff9HH%h8l8*UG2w%evB;tqVTOn}= zG#lTMGg}l^$q>asl6$wO^2SBSOMlEAftS)emT&?YcJch+&P#FJwnU^Ssmw5&IFfL9 z(s=%{Wt&c>&tozqr{x0SwRATFn;ylt;G$nwV?=!T^ej;$7Tp~0du`sse7Ir}Ol*r) z+#ua4@g#8DS$O9z5;|7c=MH!0`;+Q{hPLrpv*fRflMyB3uMa~t9KwD5!Gt%fupt&1 zQ{Q+hSdgiVQWM_WKcJGn)cz*sP{9;ugKe{~0*DzV{2XOe_3nqZSRAP>5VTWPx9g-@ zc~QTeR+*pB=b`p*Ond#y(t-0+zu;$^mfR2`I@n9boA7&Rkq<4fCL0c-?n&aVBq1#t zXYYcXDxKFC`r$L+jGTGcq92>msFuC^(NCD-s7G7)BYuyU;Yi!P+V!>1x5sJ}Lu$4Q zbGMrQp9EEHH*9~tIMmz9Ki3gndKZHkQ8dbk5{E~%KJ-QXAS#&YurV z+%tKBt!<$8b4-?5vm!+J^cW|GRjLp} zZQ~co!(|)2u+i0Y^s!Szb`n%vQpdG|Dvn}yu{OF@Jff~?JQYWFm}_B1jCW0}wy<^r}3%2VfB-7UGeXU0B8E>W1U^!9)Gf#&op_RevZe>UxnXua*0>Q9-Q!#f1BdMFQ31(ApeKknZ9!{_I|h zN2&_RdPbEEjOr5paNGcm>XO8~cqqTT9wj*_S>|KOxsro~g?eUk+v-Ai&Dg~GJO@ZM zI{qS>5VGF{SJ$sW!U^a z+Dn>iVl|Xii-d0HSw)k@!7$ci4zszAH`+D+i^-GbOb%=^@ZVqPG-`~ZwY*Qsyy#7) z6Nws=u%l26jhBQY`FHSi$)IPj{-*xRyPttxS{J~gR-k^d6#hK)&)am12Dn1|VPdmr zv=gk-m#EotF+Engzfg)Zsd6VIF4~8Y@VPhbi}1Q<2;U0~UV}-Z(!@rUP{E+p|C_bb zx3?D)zXq?jLu}WYRj}ryBuN5<6B_AVtk7#6B5@-o+_!M3-lYHGXj0WjZq-~oZN$cH zjH-PhqtdRCd$sXcScpY@}@T}aHXo^^kZqTwlr-$7&&zJuxo3!8Dl>;!SRagMYk)iJ``mS&?5zTc)FI@1xbdrx^m0r?qS|H>#j_ z|Hb9NJa2PB$?%stvdrLzDi_L;N(0MeX#D-#Nl!EDo`)Wq-6X0Zq%^B#x@38csNo|^ zn%e%jz_G{U>8wrZdapJ@mbmZ=$&QVn=&k#XpN7}5=O0cA5^MlP+!(SM1lC)oJzO8S zpHaAo_kq6VRdB5p0;fwHJHv!cZBOKBFjw#ALBV{hgK@MmJ}jOCJe$Y%-xS}FZ?-r5 z^q*EvPVZPh;JGR}{-x6N*sH5U6~8eP#!@l_)}VnydVbi6=Y}R?D>@BU$P)*cNRomS z)>XqxDKeE?Kn9N*G#P0>CDXk+zogM%5l#L6`f*#HAQDw{KVhJ{y zVuP!sUQUF^5_lxL#o%D0H3uIo&Odt;L;WC(N_PtBj0ls?GAT<=5c<^U7ie zZ!|Y|G@M9hTU9S`8Gh7Yyt9%L6q!1dx!hDj*MrYb@x_%!?YF)BDlXk!m0l|2Fdp7%=k zSKQB%rwG+mzfvi*ldb5@9axj3-=Kxctc^v1G!`Y{K5W`5mtPWDLgrs!F(9RdvO7LR zDD#f#<4U2Pq4k{I#!(^KOrby_s-mrt{^noX_jumppi~aaAKm-rc$Lt#Izr>f$FWsZ zCoyMV59Zjka+KsNGD*ek-8?_x2S=<}1M?471RFF{nSXmH6G^6Z^5Z!|;q<}W7nVL+ zYK9`Zf+X5kszltyAG`2-<5kWR4@+OMh@{5S6_cE)2Tjw;Lb9Vkyg|@n%7I|sB)L)g6Z8425jGR#=CWD(gWdZ&}A+* z@kcsStKb4h{@!Uot(FN!IOkQMGYxXzu6w5uyGFapOk=?N`+|6QzqZ18u4pvARgs4X zF)mMLO4LPlx}p|=h1QPcBG9KTfYEkXU4U>(i~F?@Ftigz2gOc*vhsSwHjm>3Vw?IK zV79^+EpHHCZ*Y)Hgve2`HGDF?Ot_@6@Ze@f8@o}cQOlk{c(ju85RKs#wtN1`%x0?f zC`TiAlZ9L~a37DrUv_y=c*;|(AL%f$H<{zMPSCWyy6TpCYZ3-mj@(P5>!CYehsja# z-#q3xO=wYfIkJq))06r($My>Lp>Za7%Id=WDsI5vcG$6~VTK8osmiG@mPp}}9bGp7dsOx8^zmZ!#RJj zM6YIax5u94p_Iept@!4fFJ64tBVXsZ5}XnO#|qziJha(H`$@__BD6u}OIPcLtNKU_ z+o3LL1|VK#yMqefz(JMyLyk!Lsk(aS%W_Hr;o0H6Y|IhaAL|IOF24dh2&3Sr0q&2b zA@09gSb9*d{(nl?+y)eV^A-{fpmc4n0 zC9_UKKqGiS{bFFJ`i4QYqcU8Ds}|OfjQkX%G_|B=gqNc@{hDG~F@yTba5xThlumXa z>rcJL@3ozo>=UzMfxy%I9OAQR!f7%zVnO7$au0GbG~_hYC#djA%>4FSQPi2~V8V`@ z)M{Fl1LI|nEgpV;GXGeba|K(3UPZ`Os#`6hCqt2SwwyGjhS=deOe5t~BeG-W%bWcw z#*_+Eq1mvzZl!F)L@2mh4aIT4KPs-Jls}kFnMUZZM_pAq&!x@!_GBxe$CM+&ViC@cRgQZ~=3p$Ri$YRpSP5+b7A zm_LB^AX?6!XuL8B2}-ixH%LfYIDeQ2<7##A3TutFXXxl)hL9A0cFo2L4Qk~K+IDrv zvTLHvDPA4Qk!E;^gFpK$w3c&`mR$?eVvp3LXKU32*?!iCEs4Lty^?ew^D)feRg*GX zQXuoBXPC$b%A6SJ#!qr zz>Kczo)M0S8lynMh<%jqnZTe>HTyUqa23}Y74M=%Qph7V-XBK@>7@dh(P`{m3T->6T*uPYt69I)L(D$MR> z@MtR5>o<-nZU(_vnhT0n>HLcWls4o)@^;MIpk2uL^}YQ`O_VO1= zeP6`O#qOmxW*{h+Hr5YhRx~nA+)iowOxm}K=5o&i*=76cLxUt~7`m0v+wfN7Om@HD zP;~l_q<&Osgy>?4cy`?xYKz6T)o31$Rrw})9lzB zk~PhHE_Wd#Lvs9{kz_^@Ei4Ud@|iOep}`hDzP#@Aew=9M0Xp(JZ^B_&88$ zzPhKf{rG`SA-YN)r@08(DyZiu#f~6o66wWf7~>I4%D=b6{K*8Lyzc#%h2!@yX~7;w zx9Qoa^alIZ1P5HOK@+XD1ml*=vr#X$OQez4q$7)+%2 zI*j7!4`{CnXvbFRR{I%V=U!lRz>s9yV_watTb5B zZOCLVIPYeOaJBcKUw34|U2url3<;L0o3R-1LUHu6Ab+xB-o!=4mq z9;#>(%>sw~4QPNJy-jS)A3!J*(04kqXV}8WO|z>VYpu1Tq}&fc`S>N9H;w{h=Fnq^ zuS~Ce)r)?TMlCk)))shdFVCTGR!FH#ct zT&;0yK~q#4R3OCA@bd+&sQI7&kxsS+?L=Y8eel25ZZl)tFrWR=zSkns=Efg34*q0O zNnV0q8{>uSb^Kp$((D}7*nM1wX15w!q}tc!Jf}A1&)@r!;x6OZOVLnK-@knev_Oz< z%nPOJ(@;7J_V)j`C(H!bS!#}uspelzMvJH<;G@Ynum9CU*n+ze5rDr{s!%8TZdn-Pa~GhR5B6wSp;$7<_R;t3 zRW{`!%iVU#xQBWT$OZJDS^j?KfFz)V<|ZYusiSPgME=iM4Z&J67{-*2L0Uv=*b11f zqxl@Km(Z6AfSF1|H=m{m67?LO!SK}{;Wa>3_i!5yg9;hVwEgSRtXl%ex_s;agu>W> zJl#S%^7Fq2fd&|5-s44W`C=!aMb%ZRv6ILM_J_0UDDw;>cGM*SGESBhmR0mIcfujT z=@KXxQ?Y_tifRXaceShdQ^Zc0rB_lXpiZ_W(LFEqLLUIpt_jF}j>g9~mu7_dcAXMozWB^qom1<2DxFl6QOzeyJiG#Uf=;YgJc;bprnF+Lc)olqcaLi71e zb(wF;h6jDG4tY88z&XiyRgr>Yg1F0g!?3A1vUP@w+#yG4xvDGVe|lJ18!y`Xf?O=1 z6QZ?9k|0)<={9cliDq!~@VqhChE7P=NkllkRlf$zWeaopq zCMxdOx0}MF_!gK+)Hsi*{^!-agW4ZSXlI2Bj8<9BfY^R(sdE}a=7?I{ zZX<9FdQ%nr$sDSNVV-jF6l!7@tIi{ejKRRb_wvo34CQ}jfitv<)nagJKy)u6^Ct(G z_m5#4y0LaF`_xT>5egcJpoN2%Q~ zKyCOf$%|hOf27X>6mYl#;PJjMz0A6rrGNQ9aRZ#qV0{y9yS6^D2Q~=RP;$YXUCiSF z{)LRwVo+(;>@MYtV$5w2;{8*<67$d*?0da!kQuQYTwM5#G9?qB61b)Jd#|m5k(r_m zgqsL5F$k^3h>m@<1-nD0W%qxV(m$S9|5K!O(VX?f-I~T7hs}tBg_~Uu#d|`#H!4Ls z;JwUm2Xt79ZW;8_;G9vaKVov(doFa2&ifpBh8!s*jrUCuf66hh1;&*D!n;D`|{2zgoPIT~oJ$}$GMS-Rjl0hv@rR=N*jk z(`=3cjl#Pg>fiZ6F>g6IpdYIVkQ*ZF8l!i~bb`%2w*NbLz7qAl*tZ&$3y`0Tf0jla z0C2W5IlYF_?&}j0Ta(9_Kg;M!>n&}+<6#wn@$Dslrd|nHU z?M>nLl}X4c`lKmUfx0BdXLbdl@Hf1^c?r{L!#G5%ZTCEs`5FcAlKbE}FfIiZ3aq`F zH1Q}Yq43_wS(>&lQzf|pi!vtpNO$iQS23-_4wPl9^0P|uhjG#e zu{8~AY@5B|SA3M4D;U3hCMq+NMq-5c?dIyr?QQ~4M5ui;IZzhYNY0)9v7-eNA+3MY zJ=ANy9N!F}!D^^z3p8`#G?B&APM5D&4yC zNilX+BrKayI;DG1*j~jE_lW2wlD_hla;h$^t*RsCL74m#$V*xT47e*gA}%7IB5Mzb z%TSBnL!4RUYSSec50lPOcoDQQ^g2F?E7|$d*de;X%YHvp1XuUqV350oPiS*_RpDbTP4|&lQ%K z#9R&;*AOpquEUW`CYa}218R@X`mM#dlROU7f=*0ND^fn~Et2o?l+B%Z-~H{W_3BdF zE01-P?0}4)X0OGptnrjtjxBzJG+$uqN!1F~e-BU4IhO9u}XZ9Q4z8zs_%$}ieYpRd4j$T9T|jTedVEJF$}Mph+7%t~&_^}1Qq5E)rfiB{F|be@lTpe7{M3S~6m|EyiM zi}G%Y3^SQ@?c;Z8aay)Ss}`wAAlKBE$QsqQ!kMm(5Nq9rYO)UTbL}6NGE6RY-tVxStDfwipmzl&!rvR@PtA z&B!e*6`LGn_+5Udx6`3XYM{@xY1y}jCUor8hqRYF%@0XWzp~m8zSG(D`-q;?C4TXg zcFZs-`0Z5h-C5a_6;l4N<|H^#W7Ig(mh$;r;$+D}^KH|uY@N}HL6fP{EB$){>(3S7Pad=aU`60rH z3i+0f<11={<=DN$T6#z(@IJX#G}p58A5zyv)P4)F2`$83Bx|IM8OyRmVO%QA?6j;O zsK=0y6(g>mF~YtTf+pto$X70VKasfo!Zy}e=2Llb?Z#d@Txz%w+QwYsPB0EHi>~>qmi+pmc#o^v*DV2NgaJ!Ds}V?YT*h@ z-iy>@SVpGwd5&jL{$T_gHT(Y@4g#RN1ci-C3%+2cOteGYkCt;(Y{ttyp_ME?%pohl@C#b8$^AVg^}{!81n?0 zp;eDfDl)o!8|`&!N?_a$-J?|ru}Kf;Ny~gVG9RfC$+?13IO0WaAj%k>NWsE93e2zS zJ3lXP0KHh+YbkEGFpchb<}jHVJr((dy94n@#N*Lq^z!E;?fLC%qrEVn-ukrX*|RBAqmX)mu@&|iY; z*)tcN!Zl{Nj(gSpDxyDNeNA7KY{yR8WRNOJvRWoof9ACR{LuQ-PjI)+d?8@<6tdUB zCK6}07_(%J^(yN<)h90$COGB@Yml(5DBS3WX?+R{J z;*|z28#1$~BI$QLZmvMDslN;ptt(bBbe&nH+MPz_4SgLhv5FFLU{p9F#6Ts%$8HYo% z%f8EmGmnsO5Eo4Iw^%3*10BnWC(Wh;g$uveu5mQqZUSjg@c?ywv2#TP8}8@Nx4jrA zCfBeAL-SxVt>`JxLFgDYas>`z8dFK)y3wDFgl^J&GL`c~)DL;CvV8*U43(rZ*HElC znc;Xjx~4x1N6#l^*JjjI7LnT&g)S;(sJM~F9Z>yByMFuUCH$5?-!F1Ip9A`_^nQWo zMkAjvK0k}ff*Z{wnP0T_E+uNS(2iXMzWlMY>U90#?Q!MSKnM2j_V`nI3iq*(H#2;c z+&86MPYY*^AIf`&e0tA0YJ0N(&pk0DvL%CY3}*mbhRoV%Ok=ToFqkv8WuG^fo-%QJ zTIncRqT~(~QY~Dpm~r+~e=WXr(TGD{1&Uu)cc50)i&aEB+h4{K?g$p`!Fh@+bIMq$ zl&7PifOTeSKUg?cZxBV)E9IWNr*+Rt2cOp<&U(x~h212rtrO~*&NUSc#-Vf@l63c` z);2VsPp7kfa2W{*w=D8uYL5+PJB)OQHwAZv_ zu~uy@*su!4wEZI6PGJMqYvH4Q?u4&Uv`#O9j&GaobiT>{vuSY`3L@L2(_mU>5b%<> z_X&+|>LC9g_vV&sIWskUyB;>g=Qon%)b}q}>S+tazeQ)p-jT61SU7>bm=caUd2d~s z*)REQVm9-&@9o7;b0;ndnd)W&sJ7NfjOIf~5NTX(B$!PzG)eYAzf1byrJ|44_0FEi+5<8D%5{`OhIE{peZlXE(?EZ%WLYGo@wL3`B}zGVuwup9W|+k zIUxmWOJMIERp-D^tTnPT9?$E4LLqrnf%lLepv1G&$t?oOEq2@(jCVqxj@7imGkb_O z9NR^f_XR*N%s(aR7T$yv_4Y1YwqrDCyj||IiqNC~tsN~%zeQ6>8miFK1|USC=f6WX z?|LRoD7xvfq7bELq(Nq|j}2=CSnX&ns#1P3bD9*-!us|oKU zYLTC3E#uF(Kn4?z4lt<%t zpRPxLSBwpVC=2# z1T?463xKqo?6GsqqFi4L`im6<@Z|29E+p!7hSEx*xT;NV52QVCxrg53iizvF|35m} z>PVo6zTyv!@hpgV>|KLGI-x^_n6JyPzyEo#MVNPh);_2Y=5087zn8HHPN>(Gp7TeU z{7XhBbD?oiyhD1M;kbpfDH| zws`W-Y}jlTF!o<*pKpJzaB00qOuzg|a*8QG14>E6wkWzGd{YiQ0_x>%U}X;0(KUGJ zYjN)y3Qh7{AzRR&d7vldJ1k2a48@YU&;CLk%uRugjpilQ6H1SvI@xxRsU#HnOgsbr zs&(-Xd=>ac+KG%_JkF31z63Jl*AKU=M%8*x(HJvuOb_Ez+}s4ki*L@m#nlop01xpF zAC1yI-4(zhAA9>DrS{Sq%v+6sOda;uBF#w$%?*TYXzPH2MiQ_w`t@CQ3s|NUH++GT(zYsmE8^naLfj0D~=WT*< z%bPaZsjylgF3#F_l@eu)h+=H}YhI<|g2|wM_Y|O^V&x-&7*cS9O}~Y!d144C44G_L z=aqHebzvMU)~`Uh27Vj#%6A$Gq1$@adqN3hM>^i-<%42Z^g2_U3}dU^z_@@T;E}yh zd4FBn)DcL03ozfI!@TRK6QT6iB>)>eWu{bv|CDAs;Q7zo{2&RAhy)-!A?;>xJBaej zTj8AB4S8`=Qvm-BqDhHvH>BI&>gW*if&4zVfO!?1t-6q(>aR&_<_9Dd-uEw@z|DK*9*3vo4jGGWM*o}+H48csYpP`Lvm0 z-={u)z;~<0ncdfy^Rx$)T%QB=egn-ma1w0R+;q1-+w-3MI+70|LV>?@Vj)M3Ep_Lu zrlJ}=Yahn=asRv6)%HHXDfta7vQF-zkaKPtvNlz6Bzn4(Kgd^t(Cd`RlS<;8TY#`U zh!#El@kiY61!E|j%T?=Kc>W-|C5iI}^{P!AfPM78Zvha2GNwockRRCK>vitH_BYf4 z;1Kv^TK?M>NgItOT$MKcMTMe%y_>Cf&F>bx7ybZIeK-GCA@L_3Pp!A8y3uh zFyr6d-asq^1T_|lC;kExj#UH%Bw;{`4&RgX!^qL3-ZKcC--KEg@*B4yNUj|uou!SO z0%D_3t-Z+fq)^dIz4l{L`zm$HA4!qzl&9qc45S1^dVOcm6R*!GpLRiQGWdu{bJXftvL^LXU zv261TbwzmLLaonYnqUk4A`;q)DB-G~%@gN)m8Y@4tZOX55nre-;mBf9jp-PuGA~q> zL7BK(SJD@;8YngvPl0Pr-EQW2ch-M59!_!Mm`9$?br~nG z<#J>DI1WCML)I}J`cfTwf!;C*i0;MiL)>ho^oPm53&STn;qOx>Lw4b!UUQ&V?ZtGL zx)?lyP;uC~+(_a+LZ!f6?atA5?P;{EDwe_A2v@@1=M*stINGytj|h(EY-%5$#PyFa z^mH4;M{Dn*k6}WXnvItWK$I146|fkL%hYO+^o95W5iLGBxqhc$a}HE@jSU+nu7YRUc)kBfoSXY zkTkaHMNz$KT`u|B8>-q*jc-u`KQ)9U&~6%K{7{*=a?n2HRB8s()G3eW5yzve1Ln3w z2BTfheAS-ddZ%wD889WUu;xW-|1*H!*Q@;W`#a*EdW8zB%jzhMV4*o#MA0&n4YEd- z2YI`dyh?kqeEmv@_R8?j?bMG8?@jn|wv1=9%sUwSPb!NnedXIr(U693w@}c&xYt%# zzGC;8*Ur~k1B0peVJRiUZ|X5!YE~G&PSeg$v^^KXM^n8kVV`R8GWtmpjRe7kZ`9-3 ziW)$(84sl*4a9l_8*9@tXSo!e!BZ@p0d{ z0k3CCq-SqWw+!>WO*J-K#LC%_r>3pVe_<3})LXsaLim~QjSZ6uu0I3wIe@FG%v&r` zPYdu>@$~Y3DHg&TIa{Z}DQS9j{#oF?p5kR>FAJ?;*G?*YJUsJv_;wJGOVBIpsj=rU z*OB>9Io6A%a3;3ZFBlDR96eJLKl}8JK+iT9$dcwGE*l{pa|GM0h^kIuyTUOqH^7SJ z=TaJkvo!UJ*b)C2)G-!SU+A@%WLq6pV-EyGy4gwat{wwn(zxRQv% z;s{acm-K1F>yS%SgPtM->0H8&fL_E46k^&ERx z)A*R8jT`w_J zbSr%&EQ!aXVz4dFmVA>Hnlw>6?W^vs614<%P*-D$x=P3qg*bIzPtbbQ*1cJ8d~Z#!3iW1CXb zQTx%QR42k)IQKuZlxtaxx1d%_pcQ7n2DY@L6Wg{?Jl(Nd*TA9Pg^ULCNxToxfVv!} zCuPPfG!pp0D_-Fi)UF`AUw~Zdl8CG11Z~k0@kV3-DTn(wmQAo?Yj{&XQvugosq0)?@~Fw>X&Lhj~$t!ozU+SuW>g;A{N0(w+Jv zatv$_`t`V72JaK!8b}RzsIKbsT34aLSeQTGL@;QlF=#2>hHFSiOn<}-GKEdsk!i3W z9`-mj1trbd&#*KTEa2r#)MO;~VyZjnQNI94-+>0-m0%-!SpnYGh-JozJ=zI)z3xk? z3dcsGx+@mFd5QmMG#NneNAJVy8$^b_#4{GZHd-QcOq(XKuQ_%M7r9ORlD1eHrGc(J z%fI8%jjc*;?xf*>eEm1oL*P^-1dYO%xi*HMiahul@6CLrzvHK*dtPPDmq{>}`juM| z{^^T~H%V&6&)Us09sx&{Cp?Qd+{ir`^t`nX$-{<#B1E9IpnqpE1r04uZ8^kfXXgFl zc{CMm*ef%(kr_GoFi*=~hJHjj53b!vsPOH!j5OK1Dp-AD2!j-b`fK$iiQ*}{7D_kW ze$;d~e$|P@wjutVff{@qE_?3?>fE#$1_u)GqXnznOSHx`EGDuSoqQpDxSLfhW3-)S zBlOehDzgN7+kFm-$`YQcNg64jhR+_YdYMZ>Nal8%(ylK_)gGVk!b5>WAZeLRYGBKk z-EbIOUl0$UP#*4Z*7;n0)k}Z2lRQ66tywE_#762mDhGGRLfloJmOX68+kzAi|44sL zm4_tDs+n9rMkOKl1OYmG5Q*xoD%ttevI5Tud4i#8^in#R&QlnO9mP; zW)&M+i>d8C`YX~{`|_Ae&xDOJdjN$T0Muh2})ofT=d#Qj3 z)-#4;>V*tv)9JI);~G&-7sfq}XQFq|4b+xBc3xaL}Q;h2&IemGNb$@MeYN>wG8 zq06)7JVm#C6H|4WXWfAs>JKRjEs`}Vtqm9(`IodVOT9}k?RSoq;X0vAMSvP>JSjXe zdEPUjI+Ir=)YPuwhr{>0nf}W_zM7%=)0*i?h8>h?xv3?CG@Ek2%dh{v81<_ntrO;0 zJuRTPb5J^J_ki4%SLc-y3d__p&IFiYs5(>WDJL(Pysia}$VIEkMD)CSSh8r9sud~u zPn0U##fUoCxF6PuWR+`h;|Mb$ibXHBavOoE*pLp14SA1=pHwBPq1x@5u8-Z(_#PjZ z;G>)nm~#tZTa)=$YomkBvj=-YrQclq;HlTou!{$d%yH~WsX&op8H{tgu<#URrWbc= z9G^DQyH@6c7d0oD0qtP9k)Af=Vo7gB2A&^}<;X~VlPr*H-gaVf)5nR%i|;lvyT}?6 zuYq-_NICv1kMGl}`t87%fx6!n-(+&82OHk!sKz}w80Mp{TkAc=np%4IG|Fb@9|K|n z4G05S2{RR}4=b?>TO){GSwTs*1#3Fb2b=c*7ni1~IAEPQ6HaVTcm_l@Ob^Z5_;Kxu zzSy#HZdB!;Kg%0mgT$v_B1D6`a|~<{ak@t&={ObF{dA148;iRxH{j6};;3(zy!e zg&%r;DOki7kq9mfgGW2}>y?Uu{#YzdTZ@%?|f>y~9QK9L^=~jb#6nw2f5P-2(Xd(y`Feu2zA@tPxOE`4FTV2mzSjE{K^<3^0v5B>Juia2QdqlCkE?Y{P<=P&+H?Bnjr=MintP)A z#?x1uxt#dJ+V{&FG7kgdaop6C1(7-MEiUttk6SRtSYa6FM0Roy1A4OrORrQXE(Wnz z9L$v}=B0Sdb#GsAnNdWK9~P?p9!{k>t1+dI`Wmlnzx&3NeBx<=E5Iq+@^%;7l>2`O zU*3y>|I9WtUWe$`Cx#5(-A{fwvAO8BeCURmg@Q9rhhF&K{Aldcc%*L5vyH~|wRXtU zZWPGxO74Uc#iVWeU;LP@^_)TfP(bF79JY9mWI*ozz)(uc##-kq)m7)KxDIcNUf8XN zViugO@*L*@_N1PUL>gbM6-*M<;bgeV5HtqoD3-%)nM{YRqFz@|L}ye*U+LX?4@?qR z?L+5QQF+o?h&zt8>;oAwe{krbNZALD*e7N=8yLX{G6DVWjQ0wugRlK#1j(X)a3LE7 z(qK_@9d8xtSjX!e25(_<2hlM+U;nmBQ;OA`B_{n(MUsU#srnJGqTFI#WD7X({JA$p?M&ToZR(|^dpPWQH z_Wo(KIB}9{wRK~^;80syN9FN<=cxbD&!9mgNmvj{j4%YllJp$bF z?RQlf4@2bRugTXxjsM7Ba0Lq3*Bc$2J#l?TRAmqOJm?>_v^P2}$bRgg)3Au}&+^iK zIVh=?Rktjy{nQ!0wG8Z=NU}6-gJ79^JeJ8&2M%mDhIE1$^vNuU{2)1cvftl{H^gMD ze~(Kk3!|MCWo`+Y6V^@`q5lS6RzHS5YPm$$1U4w*Z{!H8*O)1!%>GRDW?1jVo;n4G zmWEnJRH_aPR}eWs5I5+E7V3uKoLw8eq2jNr3tb6l-YR)SU^-(^e9vth-bZs)-G;7f6>+pmA9f{O|V|sKopxV`V|SY8l?vNL<7G zd7K;uB+riAR^Ox%#IO&68lGTq3j)Z8yRqHo)pkGY?T+xd|G!df3Nes@Md)-ahZkQ1 zm4jC$pBJ(B%i7)_XpFzI%`gn2Pa`WTc5>u$_@*$*?+$XHs8Kt!s#>MH-&e$mNvFRZ zR*Lg%$0~(5J!JpSe*T~GM;HyHe#Nf0V_hQe_<@t1cnJsf-By&JD8B<;&-?WEvkM9s z;ooYzW702kYS;+>iUu_FvzGu4lcbD&lW_Qb5KK;TgXpn6=e+&cJDQ%>M!GWFaTma^ zM#n0S8iE-Q`$`XNR8t?*911=jN=0K`*wNbYMM1MZ2e8o)nQ1 z_d?8=Py0Q}Ye|`-Z#14K?QM%%1d6Dk^-?{DoS8Reb1$3eV1?rnG$3y>}(f`j~ zzQKnkEE^Io(SBZxw2>P4(tL!|XAr6-c$RMM1V5Tl=U|6^0+GD(NX#2wgL0bN^-fy< z%D=uuAC=Swa9RT(#VH&0J#cXPr52(Kl6`p$yzMu=EO29~ws->2N`o173;(cG?q&eE z`90C+Ws~{QK3p&nn}BS$(a#p`h7d*8~~}0LbzZtBkyh? zsu{ZlAXe{c2J%+PohO5RgqrPfWe*70dkVW4B42O%;#l<5c)tf3n@huEvj102_)pRi z(HjEAIRqpagT*RitS`?zdpR*(KnFnpNp%N8O8oqQV=v7e5Ubw|ia^sS-6(|-n0L*49z_mBL0umaG%ay+*vNF*t* zA!r};6^NUSXgEsou$EQj2baZR-T0Z-(m#IxsA*TWnVk{A*y=U_`O%U@fo(tiK1AdS zDg0}Geeie%`NgkW(zarY^^#Z(o*y77`%_RT;AsH^j|#jtzPNx~aB3aY=`mY6s5udf zw7CPNAJT~KFHlfk2N}rkOEA@dPDqmhLC&AHKi{|8Z)65RQpI%P5PS=CAT2+r!yy4a z>NPsL1B)BkDbWADJ&J6CG#xxS%3s-chU3c+)o$gY(ylRc&b8&rlFwwq zCo}^t@>7U_w`Gfp1@Uh~|NAb8+e*zic2~8{de={Cc+OSa*4+>5AQ3O~s(A2%+3yap zSP;;@Ep&H5RNN435vS|+>b+2=<-nRu_g*4 z5>xx?(oIkV;8hKv1>#BNo?!4d>>*3jZq||&R|`K#-e;gcFT5QwtN9LQP#KKd`(hrR zq77-A5C{{EJKOfWBha_QkmP;=(U|F2h9II}>9TitjgwH;K1b8Lw=!vQF%>Fp&C*^eQj?eQUqM7>F``Qd!H zbTX_h=F1J*-hmo~M>ucpqqG9F;0N=el~p8t^jy`nY@km=kRA?>LmN`0py}ZsYg4m* zS;p=JKC-amOKi(qMS=R?psWlM6dvn5ra7`Yv+#JzOAin}XMtp1qkmZTGcutUU#bEu zttCEkO#h}(!5^(8!}H9-h)5-^4*dl0edz&*YY;NGCB3RHJ-ouohop`Q^@8q`?`^rF zbOs#w7n}2!nf>tPAeLhEx}7uAg7p(9-gytVK2 zB<~xcFb-&U&w@MTRAATfOLnQS5MYF2cre0o&hwLv;+g0q+xi7b!qfkLe5a&vZX@p1 z0Sa;_vEwo@2^g@8yW8#z_A^Y>MN3A6OFjVQSmV}1K|F~w8l5yM_WZW0CoH;OXGk|; zw+-U)as>hEiRRjvHs`Ft5J4SwRf1IK?>oI zQW9jpNVw};6e`frNs<(K?`*j`l2c*{?yq@|oJBg5J>IBUjb-ms0mM*+_vi6T6Y&e? z+icrK2d9Xy!(jk-JP zrTVNA&69ERt zP*DP}tvf%`hUw!}`!U4I3V#<7eMq-wd|74)w%L@51O&Dh^o?)Y_EzDFQs);se8@VW z@_n|8Ts?Exa6p*^5eE*!32=Eq1x1ZNT@bI@jo|vdFWulkQXL_xEQJVBtQ;_e@#K*> zLu#JTYRo+!`E<}Q2)4Jxk4__SkKcvmzsb9Qv*}ILX!{}sBBvo6!^v;PYV0CQM<<5Z zu1Gp93-ly)#zsKIc6(-zF8abvfsvLrchL~9pB^P_tN`s?n7oxE7vSv&U&i0P3Q=Y} zuCw&tWY}~eB2ttUE`VJ^bS36B=xmjTCoqkHn0KX?HLh6@v+983#Sd4ymIhOvHEQA! zY>3e>da&(4C6EUVV>)Svqu1h#@aM8y0acD;VhcL%kTm5CnbQQK=`lSe3Z&BBP5kXp zp@lrivOcRw;l(hd)yH5noLhDttLMEC*^r(310He|gT!2~ zY3(0B9a2Ci+P}o%`C2tdO@{ho+R^bEzofyLZX3$j+mf~p2&G+$^m{4BEZ-}`5Wa^8mFSB!#OcVYCHTf=v#t?VcFYmD`37QvD!2z zIAp-DOc|$9=C9e}VtWIQcW-FN*9g%NKW#%U>o(!&)04)p)#mO>&tm(mQiK(Pd=<+8 z?|LqtZpT71pJ4NW%-VqeHJgEyZh{f$pOkqLk2{gvj^au@5brPpQRUKvzQTGf0b z2G{j~+*F;>;135Ta^v8pxnib$m7NVE%OY;=1mEX;08I}1LreM4AVP_GI>Wti3G9Vk zy}1Yu3%F~_Yvj6cnzIM62m+`0JpO6jj6F&0hjD=Rz!u@xI}1_EaegGIVcJc0ensRGUDZ8h&-|Hg zn^v7FpVIA@40X_Zd!;co_Z@jZ|6xaR(I`xaK#E{or*TH~j&2|Qi0)A_fg!hId{(GN z=WHUYqt?G6KaxB=+F?f6dGN$@Sog?v7|Ah`i}qLzx!&2&B? zu*vdn<0j^bUn*_j=IX(2p3$Aslh}p12B!?a+_t!MowCs`B14frJcVC%Tca&EAMX*L zVrlM>{RDj7hHI6=EZ;EL_maE3E%N}aSSmevOy39WhnTOtif1WnP-+6T^QGFz!hXH! zCIZMkz!Tt74RSxSrs9G z4X|DPZh^E%gJ=2n%g3g=%0at_{=}#!ue&oqFy^17Sb|>CU&8PEaXD_tGR<%B*3`$a z-Afh8kUBq!)+Bx7u}OuJ5}Tb_rfZ*zW~290`n9Uqj~J6ub&Qe7>Buy*CRt&FiW8qW z+-uY7ML|?W#f6(eD_nN1g8k2ZvpNkFjIvY-75Tz}S_Wf|!Z(A?vi-B2@FQ7qQ=rS#a$TZfNUm9q9WCOD}VT?sM%?`jiNXiP2! zMG<+TQ4N9!av7X(s^<12AG_agdtKV_AbO%xy9(=q@bs&UNwk&fnwZ<7y??8c>^rKY zUOrqt{{*cNKhnlOGjb1k=^wk2+Y}-&R1p;F$w^`pa&)SIZf$0@(pN|4Y*Owq`?ozN zvpEgn7eReFJcHgrUxz9>^Zu}I@dA>{Y}vpL1yA#Dtkv|9HAFL5ODH3>+_45r#HZQJ zgG5IT4XIpef89WBbvQmAh-yyC$NB|tS78alKhZowoN4F>ttYc*4ntE0 zKVboNZvu2wLrPSt;n~hgDWWdaD|*~gdC zezg@VfD#a^N+0|xf~wI$**#y0E||z+J0GJslfC25DFFlhVS(-zIs2;;xacZT8WHyb zE7#3mVg-(Jj%9NLq_5lU;@{SMBrJ!KC5#bp(Hbj-P0x=J7*W{ zp&ARB-=j}67S`#rPJc#@xJj?i#((n`%16R@T$bmIC@cIM3fIk?)Y1^)d`)y zEO!o+y_oA~8seLXMg&wC5(cmZ9em%@@vYK@$rN7lDRWf|QF{u9V!a*M`jleBgMNLJ zEtsWkIVH69H43s`Nd>Gu+PYYdx~&cb;m(w}#+;me~ zF)N~B=OzA4S=AZVC3f0#*7lY&_e0=D#L`?7`j$T^amaR!CBR>4is&dX)*aSV-t?tA zG#ScVTZF)y=!rx1r{^D$BvNS{)SY6pv);PEnoTY_hx586-I4RN>Ql>Mk|B1_1p%2W z7-%d1Ues+OthL()f@Vf(bX=|Utw0y(m=-0B{o*@uzP>)WS+e4yG3W5j3tMC?*PeMy zi$e;qF8Ri&-T9m*vOa(_@Uuw9(=(8!dcA{zH)&KBvd$faKcbIas3Z!MAX>$%*zQVy zGqS61H+g7lE>zU{g59vuESI@lej)ozL9~0M1$1RmGktRQe5QrK9NolE&n7;~Lxzx>&hgP~l zU?-X9G9U6R0y{!A`41Q99#cJA{S1j+Oyz?ooeP5=H1ns<_!A6dO z2&X4LZsNy4hUb39(QC3t)x>DE8`r=vRaBFiPVEjj_8}QbvlP~RvC1XuRz!I81(s26gmBOvM*LCc9G2)T%xt8s|%60Na-bqdL+OQt6 z+~RuSS5_CNA$Hw(VJ{Z%Xb@=6B*=82qy^Em!G z4~{Fo40Y9|<#TvJD=kuP*Q5#O^V~sXzL_KbW4mI35RQo*=?@$VA2n)yxG4=Y2fYp zQ4}bP!uU%oANz93OV^i&FErofe8!6{Lx$OL0eMZ*66+mS=a3qkwaazdM}?xQJ5;BF zL3G*aH0LTUH$^gAt>jtbZRBc99DMoMAh~6)0w(^XZThF4Wm%g9u>`HR@4ei&MJPfw?c1929TLukOsJ&oo^MNe`{+$1V+E%4 zO(VZWr~J^nCa_K5O;de#%&)D@kMN3E3Wy})(@HlqdK_3aCx~Uq9elI>UGhK(pE6dX zPG-WE8>I=Z@OymA_MSf>{ckfg^~xo}YrYfm8CL?zZ^&L-Uv-_O9F<`7mA~0TA>DpR zoAgTmicFa(lqLPP5b9dSw|qs<^Dn)9(YzHEEh4>BPqsNUEO$tA+Q^#^>9HH8?T%EO zMJGDTKAz`eeffK>dLm4pmCwIUc(y8k-2SeW(GHjdv8$@1ddEv(yL`xz%eUJ0sIL=X z?b{Wv`2Z!DB=nh)a+Fw#18(r7%((ou-ae;s^v$FRmf&3lmv_q!))yxqVnL3%>{0z6 z2}ee`P6=GiHTqLHo?rTm@UMzER0og7W>>>V3P^6}xR+GVeFa&6ur7{VGd6cnvELJZ zd{Tb~Iz;zA&PJ}B+G2n7KI^c_y%=yn3ekbxv|tVHYhLriNrVj#ch4fOHo)3E2)Yrwne)sn*))pHTQSX0T^48REV zjqp^Zh3ln^%%C!mVXrMvWI#EqXk7}`-O8(5SpUF)LB22-%mMQW#&#ddmV)IDW9B(F zuO;G)zDp!Sf(vK&x;Q>nHV>#)X!VQL%zTUzsesR5|?k{k;8m zdo1hX4?%*(OJ}EXh~Lco`F5x<7hVgtfu+#8&x!TQPcF#6$&rb0Z*_U8Cj#Xf#Xxfd_6vLwZXl_~cq3YJ5Z%=uO9628aaH$0HF>i7k# zu;!M&QEp%keQ-_+^Qz$-OlV=0t9ySt%zAEGRsQ^pl#>{|ta~dbIF=~29V!sY#vN2~ z>LZx^`g2!0TY)V~%m9KpP3lzPRyXBLZY9iBAW!@Voa6=VFOc|0*HP6zB5mCYzaG(7 z6EU8k$9$Qf!Cn|z;A=rKlZ!`=u|JjRNe|}1^HsG@IGy9d{uM%u@Z1S00*`VSNXMzj9 z8yiC@uf-LWn)B%6z<2w##HrX6$6M=R@j|9(65pA2g{XRFKg}btHoa0YRpk?Px_xqF zJNeQ;8|J8TZ*t{}p@2Ppt z6D#%Hzo6BcOZH37`KX0a4DwQWv2-oQzT$h8?|igBkNf3@(2oeeoBgWr$(a=xVq$21 ze6@+Fy0jo}A<1ZvN#u+C0}@;)xetm@(H=1@?Ron1D-a0d-(jc{6yoyVW8XP;S!(?{ zoF8vAT8(EXT3P&hm-j=kwQD0veqS_Yg3J7{V~gkU9ag(<2!}u+H-ZQJpWnNg@6%YI zbg5*-RzQ=@1y@~ZhMfq?ki9moSHYM1V7SM4qbxTmL#ghBacxZz8LG-}>m1eE`v~G6 z3bw!gri(?WRn|*UW?!}$8YQ(Mr@vjJqnSw#8+fFB{6f$%iY-#=9Wly26HRA-SX;l( z@$RPy&J=0{2W^F4GMs94Y!~BrHsa# znm<)dWi`)*6@yF6c3OumC`_enMB2gj<)DsUyqZX=Yw8JZm;%tmB{OXp!F1e@tlySgtyqM(C=`tgW;J zxBWED#@1<2>ZyiubM|voi#-cxW8F=Xpc?7<7-mu@%w`prc-1ggh1CkA0tqlkFx=sy zR6qG8e=4|Hp0zrNc(wRJMKNE6Jv$K#n85zT+hKY6%;tpQ7;C@eGy5s*b9~JI{w{2d93uAgm<}3 zl*#U7(hRKw;kC=xWs5p+o{a?p6Lj0g>f2gG=sXH@7qS9>V^$p+lFjRjkLQ?=WPjtZ zMrF5V9g~;TMYs2m(d>liwO^H&DiLD;R3(nVIqH6mLsgX}I`Rqr{UFg+q%ic6lV@xA zVS&txdFH9&5g_m#V%aZByHs3ACWL`6UgrSQohT!h+na7J^c;86c~lRH)si<%+NJKj z>-3;?ebM)Y@2?c`RJ51w+-qBJd7$fapIqrZr)VUGBjTu*Nd{Iu)7PY0M?b*WhZp~| z>$0FVUuyA$tR)=oo_^dXipgHfzE1k;%Ijz;{M5Sjm$uz8sYT@`hwh}?NYyQ3>cri+ z`gPkr=Z$4^Tv_o(N*|w{)KWqFt#eZ3v{L;^0SU>+6^@9{o&MJnS?A*oQMS@p-fFG0 zE+3CUF3+vD()uwL%OZ4_&|_ZOY`Fx-nL^RqQ34qSrTtd)eSe6oc`x#YXt$-@!fcU* z7QE)t1x4J+6nz$N#uTx-iFPm&HXTigcDtWO8#$#)>_ZVHU|2~TkHWX&z_ez=g+6oG zHPViaKvO6yH=oegfBkOxA^}V4&`f_CsNwjBK2TQVRL$e0uf$!q+33ICV;M!De;hH{ z$$H<-HO})Eqy1(WUL+Q=js1lX&*^~fOUkLt^WxUBeQi2iKYx;2dd8x3Zsjc^rH%{*T}`{q-Nc&_`ERF((2adsDzcoa zW&lou{;_FFV_y)g9}J5l+nO`$e~yqbs+Zz3D%1`$@C!E0ZPVowIC0e31>b5^21svz z)gI=)aC?}(DcvKsXl@e6%OXT#h+`P9_>%Gq`New zNRlEh?f7A{dS&J5c>ZgRe-P6Cjq2ve-C%PNsjCqG?#0a9sZ5NhU4C#%-4RC>-?UuX z>(vw0$~qVJ9VORV>(p&ZnNXaYVmG11v0O`ndZc~bn zoX_eUjdr%0xYI^CuqD%F$!|u4jFJ9mU9v#mJydwN&gc7Lgu|xiD*`@4kHh&$;*>B3 zT9>G!r~#%N$_A@xM}8+)S~IU(v4Dh&1OBVXPkkdl;3$x_jX!SYK(S)`TrSSatt-2U ztOa3xcRCHq$cg@l%}*MN%(myU?1zPH9=1(GM5R9QQ)yj;GXYNw+h;7(yAuX?W;m=b zti}sVZj{T=6Ij#C{ry$vFaEC5RyZ7eB?yTKCp-~u44vp$t&Tx)D{1QMSx$BQP%70% z4%&TB^o=FDsJNVNp}QCRi7K{CG8!R|I3cOst$qy88aGhhM^)haKNsQl_;wam)VM|& zirnH-pO^0yULf$;sv4&>Sg;zI+Trori03Pxci^>L1PA0*96CQ>mgP#mi9VWgbS${= zhM}+UlhGMg3AI+g<=czlr7Tu2c_K%iGUMhTHQq^dpXKCi_^A`M+a|TqMTxi95ed>D zFodWY%1=MIy2M$hp{x_xG4i1>oFL7MOGGgwY~7^@oX3f@nVWGEqw#j-E&X9t)GF*N z>w?>ozT#8jzt8&V+xKC=&|)o37YCy)8OIquwP_dtnfSDnt~ZYrF?T|+i6JVoyP2~fWj>-!{cO|5)GMI z>z#fmFV6E`5t&Q@-)ywbei%b0pUYqk8hhCZR!K6N1i zn1mO>xw>a>>fW8nx6ICQ`u_|jI9#q&kMW3;I!xFPcAPI?tqBitUKWX`#;qK#BQkdz zU~&~o88&chvLuwDyh7uO*u4H-ERBk(w`6EwI1J-bz@I>!@iyP;;7;)&^LWQYO^ZOv z-CVEcJc7jO@CEMV8#MO5{nnvb(l^M%qgzzo2DkkEk3XS|KSV;m#Q6Dx?ez19PcZ6b zCWCzVa1$Jq7TRRA4W{uyP*Fj=t9UCSb1Dl*F@0L>;oxA1TygkfF1Z??nhbe_)EBw0 zfd8)VgPXp-Ymv`vH8LV z6T>WGSbpcH*Ms%hh=%aAUp7MB-4!&aO1Ug3(1^Kx7%0(d+bmaUk9&73>E4N4Qt_wDiN`3kRI}ySW%6l@w5fa`;Ninvog0OxyNc4sRNQXLZ1$~TVtGZUc;Zul8eZ^ zGnEhV7-HGmPPL9!9OhO1 z<)O;Xd1v~@ClUorg0K60XVgz-FBjSPhxqAw8J_dJNo*-(kgcd>u39a%^xv8d@%hgl zAR4HqZ{Th#Zu{{t2p(eHH(oB6C$P#tPtN_}zQU;SmNBW}_PvwjUDOpzgM~RII}Wpr zt#{A&)U~8;wsSxH`k;R(<^dyh_i7*adtK^)O#AIG)$1+Og!~6{@|l}X_0Y=#cX=8z zD8_&S>ptWXGeIl8-&CmC72Qsx8{H)LVasAMVPWldS;}_(TU1XwNRm{|k9RU!pWeZ$ z-PKVWtRM?h6L%3au~p3XB%Fuxs!g4noqx+~cczQ+?THS4H}r+s>N~Xfa{U16%153h znwSgKrKN>B&!Kcq!$+3h=>YDS6WIcIv5ZCDQcc!O!&Pz^7ZXeQdvCM9nDjghKDSQUx zO8XsOZ0W>J?M?1S6(^SscvsG_bHm4@yRpppIA;_7e9@(;SJBjZ$*?0DL?j<|0x2Uc zGP$O&eBkk^%FMJQyL zce}~RU&X9;(|&u5!tHyN^jJ|=t(bt6Md0;@od)%K>? zlI&8hqUY7QectFjUCd(-He=47$*;-zxVmh0KAqLT#Xct#`=%o%(vE>AogFf0K&G?~ zqE{g+`V&yV#)pP+N(pQsJ9sG2YiS`EV{G!DsJ1p7V+vOd@1X5by%T`GgzO6nqV0jg zg2S{-=w2w+nE`OhM6`|L?U78+N?W{nTQ=t3P=&Yg$}#Ahuc;xX<|bh+au+b?#LCK( zEpD}Cr_?)ks&Do$aD4kkfxy*$$1REQoficvknsgU5u2W*$w%5ByQ~0NEoqs2U_l;k zmZou#76KtU5H2Qugx$a+A^XCFWLqo;QQT=G-vWv3rz`f~j2IiL(f?e(Xd1n2_JY~h738dsY7qPa381-s<&ZrM(@G7*%Wyds3RQFcXCpyIS@y_)leqbI&b-+1bQSObpQjPSesBc&7x+RyQh zV_C{==w}k{+Mfr(7X-Asg$_u^9UP=K5H>GU-2!Hh16^3vg6`KuTi`u+pPB=eAe^t6)0DWfq$K{w%W0b4G^hhB zrRStrgny8!)x_T5ZcD|s5Q77^a-lvv{rV1>b~AJc;aG%!QlQ6oTx7)(Z$mg;a+~Wo zLspEJ7(Gt4k{d`SCdKpv+{3wHU}v%<*)2}a=0fp825o$)n9jV)(ZA9m0-nR0vOg4; zOzC>jb<};uFS`L4;V(u2N4hS%iRmFRnlX~un~~hX;xn<9XLUemC8^dp@tMtVX&BFO zfItYUi@eifU;J~Q_Hf<+%Rgpyi_*IT{flBb*4N`Z4a*J=9^z6AzelhZ z?s|qej9H0?R8y^v_w$zth=4j;Jh1fs@L#wX)=&&Dd3)N={D|**rYomkJu=EhhYWibC}Sn72}fksg$Ak z1}PA&uL1BMMh57YZxFKda!FItzqHF891uk@e&==OKVo%s=u~`&S4Tbr>!r*%(E7rc zajyTCJPsA-K@L*7X>2nAywVtz@Bdcuj*xlr0Enc^unK>&H1`deJqL=Tux>KTuF{~l6Nga^SFFJ3%9TdHY&{cm#T zVcN?E%HFH%@v4de>IPVKeQ$m5-d`|`6%EW|O5Y=Hbl&-GpZ@1}(jK!%aZ}T8-hA0BsnnogGJS+M&;dgAq^B3-g2R9w z%mChcrBZ&AY1uHQu%l z|NA>S(9MXUKNh3}=H|})L~sYPB3*)kKR^sc%}`qN1DTMgLe$c*_lq;E(~7OQ>sc@E zHZU7LRGdK*xDkRdj0XWTfg$B_)o^IW44`BE^peV&OyWOVq?~CmUz=p{? zlgz~{rI1$)(H9Ru0N?S<)bxqF#Gprst?!ND0DzYm8u5J?YMb%x01J?zdXy_A)os5J zd$Rpz14+Yfkjl6x2*VEe5e@^!%L)}T#zHRpq!`v9Ae+;IrK0r#|NlQw-!NE3ezm%2 zeX$OD;dcwn;-fy`>dYiCQ_oO{N5leE&+IB6P#YNm&GnaVO=X-tFa-&~+j!NIm*M0x zU5};p@`v6^B5TmK1K@>%%%c$mfN5Jn5O^C9puC91r){1`xi~di|Gh!w6E-!66GO%)@()qc4s!? zkf33bbX_7OUj)R%n#69qWJzC|_I!$44-NnbnG`gTwQz?Y$0q;uPj}e}-UjO^2E5m^ zvKD}vE0hqJLfEZ({2c_1`A4*7Lmm0Eb4r(#LrtH@Scm5dbJStB13GZoow~9{fRLHUg(L z8<_Lq?F2n$h+^GDPZRj5Y|m+Zjgu3&6{Ajbm>OXXWvmLSF#GJsi$&aQ23h?7xwcR} znZ94sa%NrF5|OusU(>H);&`;9KhKY=&sP>Ak6?BYOvYVC`droW2hao`)<#d|_>MRh zLAOHF>lA+ij&ZXBvSG#uqi72pr-=y?pa{~LszCbhZ~w20{0j8K*gx)Gva_&)=8t?!Mhz&Fo4T3FhWzMh3s#W9#PpIqe#7{c_c)mjTX)^u@-0n60Myt3S z_a(iN?fq=<%we*6xSZj-lVqG7&h-O8?-@~dF4|7Jkc>gpv1d2V{69bLpMfO-1540@ zUoA}t^LDQ{)gHJ7pQXEjM%c#@b`x;J7$*)vhW5Z{@CH2P{U2_-o|%*p(PQ2Bg|PqLd?kDx^$*(!Z5y z1L5;i%QEO@Smrw-e*p4NxyJpX;s*>R@J0+{q1YCyhQo=y=!7SUt^e&deDYowAnak~ zmS(qrUOWoClJtIi-dp2wm_?N@gOH1=dW_c+-+HD%!4BZxzbUDocON=}m4!`cqvN)h z+ok*GC60PW%9I_8oQ=tc)&fDu;%=uImTjL5ow4w;g6Qg!yUF6V9N|dl?K60|4#BoxqzZgOzLi?y#a8 z_7F$U-S#`l$(}@Xo8-No!{mo^P?x>o0b*oRyGw;T-}qJulI!5t5AYv(Fq;8q+OK6! z-4NxO&nd(SsNwGqrlr}#Px$;$jDxA-Pc=;|BK_;~+s{U_U1_XJ22Cc7fDL#oO@{jv zNd|VlLHoa-@Fol>XV_55Gz1><1ZmD$&8) zt6o03!7v1KL&0;(@ms-k!50Hk+lcZ9$K%GAewVu0+ho?~IZR(c2UHJ}Vvf2G!Oi(z zi(|g)j)!etSFpYQ_A@Qbcm3@7RCAjT%1g;k&P(#EazvGK_xTh}!R#_+2zq%LjsEa@ zH2WX#8y`E&+c#ZZL7NPwGjdXSGoSO~AElbF5YOi}S$_MOXr~$8^IISg%-v?53Y_lX zY&$JcyiPJnrn3ztGXMUfSbo>gZ<-6?{zt&31{^_GAGGQcjahpME3o;_lM^hlOpSQt z`d>S62l_5CEYI{z4k|3^3u*Tx9zg(d!KR}PcFyuKoWBiG0j#9J#=GGKL_~b3>7NU92(osvr`W1+@<}5oj z%-+8J_p)*Yank%GT$Dx{M|10lj-pp=mbr3_v~&m}q|eO>u^4wnK%N9n1SD8G_3yl3L5B2HMJ6MWzgQ*-j zdbpY1BdzivpSZv}66#%7Xjy(14OLQCTlFxQZZ_NVsj7p2Z`q^59SDv@JZznFlI%NE zwXosL>xMDMtm(;XS=gu_Xik8V-@>JF_^;-AETbZ7TmSc-z#xOR@PfUXIVHg~rLvIL z-+oLY1&eAj_(hXQ!D_X=(4}e;+OhJc<~KErJxCwUMyFdaRo@mR$S2Ur6$GQov<(uZ znuW?Ukj&-I{U!HH<{%9m8%(1KMK{}^`)w9eEq0=I5LpEI!^N0VkAZiuizPH||9Gyj z+{&aItWw%B0dzK-N8;%RF(%R)<|g>m26a!`>lOHAi*pbe(lBlrX- zy8eGr0v3o84qo7!8u9*&7}c!);ah^PE7MWk#Ur;WAT2!<+hKIni#%P3Eh~vCn-=nF zNtdJgaDMLY94|pZ(uxy>^P52Mu%`tqQ+*y{x@*=|muq|orbTK^Z08H8*Z#m3WTD^@1Z!%5YjaOp0G<$rj;@B6o_x;d@>`+QanjvYFt_j}Q*=(UXN670?tgw`(ry2IEC&T4ce3BQjQ%C#R1{yb}YHXkrsFw16<^D8*f-b>e?P|7X z7pu(EQSP__7ETv}vx@}lpM8pnSL4vLJ~;pJwPfSG$AhYbUI5Hf4?>*J4ksST5|_E) z(JlDY1wk_I=K5uKfz`BXe+Tk` z?`DYlhvauNxe??ZnESZTGF>f)j*TRm3c&WPON3}bIw99c_er!gN^V_ChVH@C=3bdh7)|YUPtQoC|+!YGGZDrVsr%R zqsr`}taS-odtEBAC?P7|EhKM|i%?oTGOJzI&^!G+X^popRTVIc)%}tcW?lNOrW-&s zSkjMP{l{kV#b+@$7eTdB0mpv(8eX1Ffd&iy(@BrPm1dBNV?Yqt_EA5_oeMpPjpTW# z%*Tr{2qIpxvVkEvR*=QPZkRW7y$qrsO^{;^yb(p+yy(KN*33}<7=^?0(|ZSjZa?2A zPxAs-5dYqMM{<2#x9Z`A((n8Ffe3s>*bdZUpS%VbHb10Y} z(PSoHhi2JSD`3l5;P_eaMoI4db|jS2$mMTw5)WmD!ua3wy%a-+pZ_&(6TGlib+e>( z=t@*thvi#*e$q782IuGkzobTpm1aTf6fc)(1kEn5f*QM>OuZQo3fkEOo6zr|$Ul~| zhZv|a`Vurt>H>)6{cb<81FQnF{E{mmXQIe%zjWRo@YEd|n(i_%(;5||jK*X{ZPh{O z7ByEAG`%8%WL$}U2Pda7Y<@l$EZ3_)1d_FneWA<)m&B*^D`8Od64N~cW4RQGaiEk5 zq%}Gc+8dBBbJ2Y(m|a)NCfBoIj05xoMA~Otm$wG9(2qtwLmi<}_e@tOT-DF%32r_~ zXhaG=-MnVMgSy&?akJn*4~x`enBwl{-Bo=h!+x2iSBDn3r+Oce3xi~CpwmJ9P`YzI zJ7s>=%09-^Ehuh#U&E^>^}pXP-faOwg7k;fIn*fRr=SNt_+p;{{B1V!8`ew<3)yD6 zalz-7Fu*w9pk95dw(!GQaac09-IB~pGQm#*^kxRT8<5}V#c)poCRV*ku*0C~om`fH z0g&6Q6Dq`Vm_-ASF~t3P&3D{2fx%%@*xSB08v_B)B?F{?0x#f>rtOkHCINdhdlAk* zY>qikkjSSTw=e>q^AjOiY%q25fL{4*M0jiuQ`W$&njTZc!VpM3=uX1#lE?`@*0jrJ zH2wYktvC94YO%2t?i?V_@44Q5Z8>Ax^!25vVjJVxys^O_z!3jQ=z7MX{oo1`Q=xp{ zH3aP19wgHhAkZw>Jx{(s3hn5;jx=XqR2axVA3F$8B?vQQ)>F$yc-!tC# z_xasVT<>3AfH0ppXP>>-UTf`$D6ppGh)19wO?2L)q9983fLBNw$(Js!I?Zo)k_g2F zUo>k#BLM8BlO3=3xDjG_Z9`br6(>&W(s3~eteb~7q*I*zwtn*=Av-vUJ5EUSS`qyV zkwC<=(?=lpy6{ukUE(#s+9qXG)G)@7^t&knfcY|ecda2}Y+0viB0r16?DTh=J^TB5 zlE0GAXQECE%RvR|#%eN5ZkuTC0tWR~_*AY{(Zs3=C!5ykP}>--v+mcdT)pSDtSPM9 z&cA(yifpAJyxyjyp#to7{(T={B7g&*A`NNBL}iv9zbx$r{d;6T5Ch5Bfz@K{B)Xj{w4K5| zT(E;D2>UArj5&a#SG^|Ws#|NB zFAw!iRO9z=`n8K;h1s1kWpfw!Zu{y_YQQ~vP*6;n6zI5a(fsZv-T8H~xM;pL_Z3e| z+7V!;L3RrpJD;6cjvTw|dx74O0w6mH+SPLZMDCt=3-|z7NnmuiD4%wATHF;=*2-M}>&Lld0AD=Q zH)i>NRTlYuZ&1=rzRJ@yPH|w}zdgVXWjLa0W$~e1!(Er7^FF1k%u3qY> zr*a*_g!dTU+!?w+SlX`vczGwXKUX2s0C@WzrXKmDlWZR}gK06hx%{D-E7SZ@v&hf7 zs#wY~|0I_7_~63pQBC{15s%TEmi!RB-F}cl?(?@=m$p87f4LTS!7Dr%;Z9sJX+gmJ z?!yxz&cc~qP8xm)I+%({?)7v@jL334n!N(M7W5?602ULaAId|!! z_f~*yH8eZX?BxtVhv)M0Rq+0-Dc*bFHIa-!RV4m=Sw|_)l;lrmG9=07_;l30T2zwYD#ez+aO?Ipnq24-e!pg z#l7}^)3sIYLDRJXAhDrYpZ&a0(G6Z}xrYiNM|fCS&7C=~72WysqAKa{?LX8Xee)oB z%kVt_j%lr`xMsjSzbJ43F#vqkI1(UuG=pmZ`hit9FY*^$B{&izO=<)ajO&cBoXi7p_<0^ejzaav>kBd*a{m?y0y? zAW~KM1m=gI2pDIpA0Vx9vIv>90qFdm;J|6(G+8fye8j*u?%HhUHWr?UtZ?)DATD$r zEjxYy(5}Y@@jt-}@$3ce@9zxi?-MR^nQjDh+d5<V}t^?G1zT1Je%eT#(-1vNF zr3f5^0b_hQmx7n8QH0dL43a-^V^_y4pNrA;Ln@#~cn8hDJ(nxfP=1ykM$pLG?e1WO z*{SRHYbs$&32vl7=j0!0S@gbS`$agq2VLnmm^dyi>T>=%?;302 zYJ3QGh>VG3rGLW*XZ4eEktpoPQ3;4a6uOjL0H3|I5z7^UN3H^?`zb89ui!kWDHF%| zN|kQ}{`@%sm`GRQ`jpwcec!)XTR4O>?nvSq9o56cyZ`33Sh9XrtTJH%DIRTAFkOnh zqKFF%qe!;I0ce|BJul)eH_IRS5E}zf)rDq3=gIz_Pgqp$TEpBY=o#8Bs2C=twZGd? znWB3$?A1QKfSss)PxWg4Y`a_5?HZYg>&Ff86w*T^e%t|dUj9L7m0>3@Q?u93UEMTW z)0W;y|l5SB^C9}!bx{0heXV}Bx;qc}KzKQgetU+p>d)$E4` zPPk~ly&*_1en6`CgRenFyHe-HJpej}9dNOv8|{2Je?dFJ|6a9@$??mx#+U%;%U z=s8rn-@i(_z*jU8Ak_`hoNB|RxdRz@;WIAB``BVk@=S&Gi4`g<2W*n$48iUaN6C4Uv78Yas8jtPDHmaP#i_;tTAqTNnKJp(vQ z;c{pLG%gI`b=Z-CI^lO{9a++8F|z|Q#lwn`7jXm&(dx<0#E>0wzZgZ5n(doSbnsM~ zW=v+9A{w_NVVEE8hD%vE{N8vEuOz<9%9KK`?@F>#9P)m|ojJd@2=(g_TGL3iM~dP*j}0Cj#)i>M$ZpuL|gxa*$jqm<4R2S!e+IT^DOh z0@>fxeRu?i#9!@x*=Gzc$* zP$x^EHcmz66s%ztF$~3d^ge~|$H)`mLCS|NTVzAF5Z+?!N26&p+<0rZASk3d)bE?S zd|Sz%cO&h-(L6Xx$O&1Cez;$Ml3;GAzA3P#8cZ-%!G6`?)`JmLJ-nU% zig{8BF?GIaK{Vze;m}_l+RY%4R~1)Gv^S19GcZtbr?)1&g%BsSMKCtJVX-tQA80C8 zqq6BDFs25RTv9F|{cwK|+1)ce$_mi;r2&RszEjw_Vm^{=wxIcR1aAP%@*nVr-ts*} zQC!KDAmf1OvbH^VfRO|JP;(B9(UAh%P8)P-M=IDL;WlAeDa zC2N+88YObe?Fi}bK>z-nDv^M;6fvAw@jRD+;Z77D-;SbS-(VB4YABmd|F-g+>?d1< z;gSIuY;&v@-t`b)^9O&uK6VcafBNUf_5f@LBcC3+v%!3&XBbMawq*r&T{^~&fZtlY z0hZZu*1(U}2d@g`A~>%LP045{cIBuoovbY5iw?+a(v|)II`d z;1E<@)j7bJeH8NSrx4?&w7XBhD|44>t0ERXA&wHn(Tz=Bmd%;M2are?Nh0c$KD{}>1%4=G! zyJ(Z~yV}@^UKTH_F%$17<-IAEd=DLkAgE(=R;PBRmn>%KSY7buaUbrDhx$IEeFNyfEhYcR>|)Y!ql zo541P&z!-)AjVf;|C7d>`Z(NX<*7q%s8?p1qQEbGtWR}uF|05%2`Pf07w_A1@ zX|7s=0a0{;atpsGr_L%L@gr$1YOM}k&ZYk-((3PYCXp&&nQUOJUB%XUl*)tiSGDK8 zjR*vxa{F4z;ajK&peXG{Q(g7j9}ylS2y*o{q$D!C9}i__`TWE^qfx<|&txVZSrhcJ zUHiRWqV)1!JdONfD{?IM=FGXzqp~8Mxy(?wt1(>O{8`E!KRE1QOTB*r+T?JTinD%< zN?=$jUrc+f=sa)M+lCS+@n|f2`~|y{zO8WCUDe}B6bFgAN^7{O5}ua*kMEmm!+@8r z)1GlD+i;PwATiFV;0DAJ#MuGiF=Hl6WWR;g%d+DYmtc-wv zC2o0utwZ<_!SK=6Ut+?;BP5_}bBgiPC0-#txQFLa(Uxn(sR^C<=`Q?J{d+&}^2;YV zZUa>}!4VCw+5}04klQcJGJ@KIQO^R;HD-e!YB3O{r9TWd>o^mbyq8`{s6QyZXo={L zYnT6BoO=_4YI)<1(oT7*ai28CNtLUwWPH=Kh$3-z&I4}k7n2@p>awo(XRoMT6KNC8 z`%(-a^{mFZmC-7$WK^vQ;1o`?6~)p8$?q6skO~jNqxddSIiAC4J9B2U6xxpo5>30@ zj>!8~?GV$=6h;rEkS_p9s|O})s(jMPMmR9V0An@XeG|t z?fb$Ld-JQsCrSB3a4twfaCCA=1MOl1%&>%I2rGealD2wZCi{^d3I{g?9sUysuR@u5 ziAhc$FDI}0MJ9~?tzBu>l3Tkm76XUA6xLp)YmAY%3WW-e z!?ziodg|&UEWD)R=3m;YpKhZyRl#ioOVx)8yL?N_=IK2B?9)SkQYC+RBK)k&22V?G zkNrZqJ=s`bFvGZE{*&{|crN@ceL{f)oKeZzv#?u|$3gzCVRD5T`2qXt#uO#mOY?aL zHd;b7)~O+wZj~pxGs~h;`)z7pQQ0&3w>t-x|H>m?{5e3s2#284*PcD54v#ag>ct|I zX=Coi5bc%2ix>}pbiBah$9N?zoeSq3qE-#t`^;AskQtjZ1Ba#buj*!HM~PM`Q>6P1 z_+`-g?xqZ4(~M6*86=~6l^TRHW=WtmA|w2TSt)dZmI}fok*9^C$Q%ztdK=fHCUWe3 zw1zSyv>Uf;i*fiu0MAKoZyYu4@8EHp;j0X!=RvA`m?B*FPrAG)#yyd8v ze&%lj4XPTCM&dI!RVve@Acm`^2m#ih>@92|9y>0x$GWPCoGCSFIzLl_FvJg~J7OBb zC7V=6uKoROPz>uYAA9AXeo7UFk+QN>Q6!R`7Vc_^{8%QJay5Aso7>K3X`Wy0(MS%5KpADMnCnnt7}N5Aj1_Jqej#M8d5kV9(@}7C zx3l_rx=I_=BR<;K`ADn(shm4U+O#D4nq?MR`xWOEiDhIpPFmR`x&^`Bj?zzM>y*o&Cp>!G&ve71B>M|vMoO23a@k{if{EQ{k@HZ63{njr zcD67x(>zIt!@5fWZLn@xjKfw9_BJ+ZS?;!c?h=5Ipl<19OC0Cf z5kElsJ;O&7ZAB-6dty}EvT9=V*jRn;#~1CL?iv+oW@|ckwjNItThYYyTCO#DbFzJ1 znOK^6Zx#)$=l56VJN^RMKJx;!s9+_^4Sx@niRku_T}zBvRT;a`fW=%eF*^@O@%S+Z zis^+kUn5W&;j1YVS4Gv5b9u_ZZ{)zlfIE>DGg54RhY>UthH`!dSvD#U8oCfI% z%@879nT7_O6gRjO)h7{&PZ7H1FH1^UH#PH*a%j3&fbyNCSBha9qB zsb=p-zwUlis>HzI;k{T@IhOoDi2F+Z`EKhfuh$jS|6=Fz+X>QZW8GW`MG;+dA-Cv- zoPI{Xu*|MIG)25ig;m|fcWQiqZ$X2|Z{%P*8k0WF%x3}#4{cTef^D8;$N(?>5oMA{3klNt}tY3jk+hk&TZ!mwzXL0`XzMzZqlV^>DKhTA`Ta7 zqg>Igr_Q~^kff61J2a|TF_ASXAO%gVl3CV|8rO{7C?sfO>(bU3%}nExmWZ>B!odps zgsqX9z?XhdDint+wn!!_N#`=mg}YH$L~P6RHb}cj)|C%?Yx`bdHNn)fuK+QJkyhAA zw%n>^3QBtBPIU00z~b5Em*hI;EReTkW=x_%&=2G2MEkOAj~rgt{tRM( zZ=!Zv@@wtzOZoh>JTt;=nB}wekxi$b=yU%<1~iH#BbIFKrD@*drG!0c zY;1IgTNUY7B#Fbzx+zV?Uh%(u^s5-q3=bzB=E9674M(X98HEiQMmtPdv`xr@(a7x)Zuu?QiLwXjOM&cIgFajO;6P~M?6X)tZM;H?axsYO$SAG@Lh*1*QMOVPp|)kdH;(GvBV>4RdtDuebN&MV0Ev1ZV9TpzpTf2t({bhB zrDzB=`_XkDZMy}?<-~Np1q#yz?QXPQ4V`3!|lO*dMxvd<06Y8;c3^s^suVUiL2;yrSsEn z#VoV{5i+DCu^!BC8>b1Vbp2UjoKgozGoKzsIeJ@^eu@M_;4`uG;@P3r(pX2rCzXqs zqz$J`7C~lN#m_@$bAn6+g0czx+7qcft=g|4o3^R1Zs{tmAh+p;Yhf$rYHwEve`&UN z=yREF3#?K8G$XK&pmUVZyI7ICVz$JxWbbxigP~uXemCC^lYFJ0!?-`J69kJnT6l!2^#iS+Y~PT*Jo-s!Y56zzNe`!V0+J4#@?0E>rV3+*;1Z(%Oqp|{<%WP`e;m?M`QQYo zdBR9}hNuY6TQPf`T)o`1RqscSqFUwK2MiK8hi#&DD_@22q*~-s;kWtH9zhdZG;CX> zxto>yMe3iUEKNVfEjHJPr2U0jgkvc)&qAdd0+~gp-7@o(NZLBGdY1(g+wNQquO9Y= zn|TB_i6kiq^xY8{Z?qta3|;PCICk~5KXqA3SPp)VN4x2iD3BKYm5}FUWHWY6;YPK@ zjVxN`M$^a4^Q4A4xKYoMfEo#o1RZhv@o2uIR%88G9FgUe+2!gy>QElWwR+J(G?&~n z>!0*5w>wz*s!LQf9hT$1BKJJY^d!zj9YR~7nv_UCPjm|=P*-8C>KiV+h7i6a@Bn?< z0^0uRt~TpwfpIkB#HDFv4lJjrBJr%&dRA$hmwASLFz(*K_L`CdM+UM3;l#b|;k*9|`m7Hl5O> zZ2C@JqUT{ej54HI%jza``v^L%gY0Tm0uR@1NpC_^C~-|iMl;Abq>87#zGe6=XT(QT z$Kr;#W(qgoW9plagNveGSz^gBqrMB|dBgWqYxP6?>xLcN9*9T$M&oYnplvFjF<)5S zVaN2K&lBpZ!jGlgd*#g(PVevqf+j|X_s|U`id=O{s_&DAF@adWe<1Q!lG@Yp_WFrPORXKXg<}M?OqkiJ@h#8OC;6A4V$MtSWsrOLILeiU zP+5n2AMcYO3*v>tFm zVPaLV64SONtbBzkX42D&cii1UG)OeZbE@8|_raI`irt_9>zFVuebV|WPmh$beE8tZ zHNh@;6hjq9Q%_WSkzK-OX&s49ID@3%Ml7_d+OF)5=-fD=#zglcOH$XNZ2qmNs|Evx zaYu0v4h%ed_2k0y)X~!Ozv)5 zeYow_?vQ7eokJ&sMKu^RKCB=;vSU0eGp zt$Qx2-$g=VuWUb~8zR5cw5kGor8>0z>93I3*z!~$MG<%mN9lhGw?q!l5bN8yXy>R1<+341L(BX5HPTkK%^0+r>S0oB8{IGdY1wTDiN14Og zL2mq3p*b#TRCKdlTcSa4rp`VdRo(fA$@=*#f)Vz$+9Kslaj2p(LB2p$rSh>$#=?|s zrO~JW^5(40Q6ujTdl%X(^VtIXdl2~)j}5--n8$Z2o#^Jr=Cg7QgP zV^cKrRUJxRuHvIUbr+L2s>WX3n`em3WIUW0#hjEv?MHV=l&CG86q=^O$m^&l;R}3^6qW>=GG&=$?FDQ06Nr_4`D8@hSaX48T3>#f`s2y*7D5KURADkP6B{j(ED{J_bB zZeFT_i!ZJmZ}sv;YgQcsRziA2e6Oeubvjy4y()d*r1DtUSFt@vKw)Vcy2|Z~#e^E%UoDcc;f$^8F&W z!DK(*^~^0OWLZ?wo34>8snVlWy7TQIO#7vvk{AqL5KPDY*BP$DmBmZFkD^x)i29n3 z$&$uL0iBZ4+&dHptDUsf9382@b~-a*d^h))CrjruVm}y9ZsDpQIj7~OJ-JG{EtCKB zMN$s+8^3z#=iC2l-gIJZipz85CY{-P$ld#ZqJOg_1~^*0YI`L`!>*~#zwWJ}CSUN(=Z1&;X{P4=2DB6`oup%amJ?>{o| z+v*7VHj~8d^<-X*Q`BL^&as`(yj=Swfqp`q{X$zi*?E_fy zi>4=}d^PFB-+ewoYJT_#Fr*G1brF>qxmx|s=hkDgQfU3H5DMvSGXkCDbKB%~7%^6y zBwY$Sy_s}L?aHH0Q|8Xg@0iAZsq1SJ@z(m{`G$btBvCST;@c!l_CDxI?T`ZhmZK_h zHa#G%n43CU*{Tz_;&$PDy=XS_Jd5sCC;K!edu8TvD$a2!>bma8>-jFK!T3l=?W ziFo`?mkZtCzP$fe&b1Kk~G?ufPjXz%+<5Arq94`JR z^(WjLY_ccvyODpk+}?*4sxUrEgsO}iV{tjuMmnex@HczFln^f4YrQq6=IfN^P?Rme z#bEfhQd;BDww$aP@akB$i_pA~J=J3?@XoBe4UuuOZO2|x3_^S<4sEKB9r(vb3ek~+ z@Pz~G?L+9*Jh1OhywUgB4ega;X?a61=5#*i*LDWDUPA}Jx(!^v@oYS?p1UA^FwOhp z+aTV?PkK7I)<0z;7g@b3*j0+pe3>#quR=LXF%ng!f_4Smom1 z{e{2(nE{XYTUTc>;lJ_I{`Fv#5zRVW()xd=p8kuMYXJB*yhQl*W`Ff4|MmU9fB&s0 zsA!a(ca2_A{vpW##t2>VMBS(qeU&~|5%k}$1bj7&gb75HaIss^3||Eth-g5+5(8lL z2yNCho8%9YpV3OP5%Z37GPG&#$Eh#g$QCbpUKcfhz z^#P;a?-NM{+38XIyh)GoMCen&JR(-%dCYvgnZH1ue+VuK5x1O)T=x^qK?z9)yPzD9 zL;HXiz!?0g8*Kn$T8LN(Ar04pvwnN_xJk6vNz!5um^wi#;*V~bE39@$DBtU%e(}#T{}3J_=uP`? z5Jjnp7htilc0N`5`Ie9-14wuLr`9t(v^>rxh#=~mCOo~HS$$?*?O>ZURRx6R}sb3c4t3kdKulGq2tJ77-wS>9(YF~27S%NOX^WHh%7 zRpW}syA?xyNM!EhKr?3*5P$Zt5eS!7!QwcNIH=oUbOD4R13vu?pUwiqV&&wV`dfYK71Oh;9tD2=pWG8?!iq}Kc0pi2P>D1wABiQB9 zQkP%_;UJ%ByY0~cCb4~9&DkTP-$&rtE@!3zr~6wwAhL++rA>kYRvr_Pbwe4XtOMJD z#`^#7Q;94J5i@Cy!L9ZJi7SM@xJFMa@3la{HDIQ?p`B$#$--25&%_>I$aw)y0Giuc zHZizXOSB;4|Jq$C2x{OXSU$m;5Q zns)!~w0_t`oW#?9WQPZze*G8C&s!UzUwxEViA8w@Ufxwj>REgdAns4SdSL#U+w^U6 z77+dFZ5_aLPNz#)*VlK+HY6aS-F?{X^N^>zfB{rX+JAJfX;>IFX7W=~+ySIxFY&(? zsy!EY@I*rHpqm{7wZbgNFn}W8QN`~952PnXcf zyvp%CVw6>0;EsS9$~BO`(xHF8&q`#lo6+tRyg3B~ln7iEwRC$av;AK{8;p{;t>rlL z#hy?ds|(2V55BzG(RSYhoQeoQ@cOR9SnqWOHbo4A0wz29yK9wb!-)89H3&_Hegyi# zEDa|W14+t^gz3fiLg!iklltgwB?7iZio6%7MN^rv`KdDiRV*9Ichtdp`*Q_f>Jqd< zqd}B_71wRQY#nn{KltIxnum?dvw&TNgj2wzZ_nv?!|K|nZyn^NhS8+{W z#h(+=!e&Ob`mfhcf_PE9NfxU;5x2?f;h%1APKHI*WgfzSyoF)B$&bwB!T$OzMXFmgtvTGy<)1pJVQN;g~{QsZwKMKTR zEn{;MFpp>J4TL<6^)ps{SM+ zpq|c%m`XV2*+Q4d^8awHX~t@J=5#~LU%u4JZ@Bt z1CxdT@E&kj&!_d{WEjyFErfpo^14eA*EFQ@bX0&Wxn#*SrE&H?5;|1oa7=g_|Gz>M z^8?r?#AUR0QcMk}i>!eKb80N^1=!Y}WcF0+v+=N%&0X;5FT`ah)GHN74j&0vOf!4k zOuSW+p#if>QcL`KU(&~@Vb;vR6EjeQ|qpnKIodAG6*NK!vzI{Q_9Z|NJow0aV9|SP=Xxefj5SoQfe5<}Q^g-aq}r z|IAe?iNS?2_)oL`d2;`}VZ`CJ83LZ!$cs9 znkUkj*f#jbmKOSmj39E91IBI-!d9YUfK~cq-dXV`U?ImNl-%XOndZDWP~8&T>}PiH z0n#Fq9BqKv1px|lW!DujoGt{IKX7jy0KTnIb_YF|+uK{v0 zzJTEME}OdPml%T|E#5LiITI*NAQ~J4V$HSd&5q9RNCd$a9H3L%7IT!pR4SK%+r|qF z{?l;2tIbSd9W7u)V-O*V7Xe62U=WOj@86GT)8zqzj;#)uqlO5HIwH0WH8=%P3W6M4 z{hjy2)lXER;eZa-WWtV$IK&z;!83MXf0<@`1dJ|D zG?h-D7(&2t87GJXs=e#Q_u!mIroKjSt|e&`vIvtM zhcHc~AE?>CIvo}<1bp9uXKr)lr7F)wK8s)?=EJT5#^)a{GHv`jpYMv9%-ld=adXn$ z=Ajdb$RZF*{^lR0AP2qplCPl!xb5U`$XW7;?&kcGSqDV?j-{>NAl1rV%>jP&kqh9= zNeL$AVNEbEu65@&7Kq{Yi3gMIn6%nBPwpAoCiYaihstv?xLib@IheqFl(Dat{K+Cg zu0UDjPc^PAth!K#7((f6m7aNQgmh!3LNuysoMg!vCOVBF;RQbDWU3w~4G0jJY-hvJ zO}v{FIvlOTU~Ayqogdw}0XiAW9kFW=!y|#AKzUKWi7(p&#-^WozoGmfnk2jf_#syS z)od?N?xYPcw?7fs1?|REg6gk21~<0Zivb#y`+Lejzz8V&==UP+<{9zdyz3@$I%UFs zGzNP=$T9V^6yb|d^jW4+aER~Zr@IK{gvlfDpgfn^cSC5EUN&h^T%0`@$ps_Byso$* zuHOMS^2@P#PD@Dj5_l^+wl=XixD!6|^u-`?w(4wDx&7f{3p-LV(lw0}`aD0Esd5RF zJ5LsyxBB-4@(h>E01=a6gcoldvq${Ht!L{){8gmf6?D635ViT#o#q|b^y?YaZe6Gb zN_E>uMQ56%a_1)@Vg78_-#YpkLD?g8@Q43usp%&lM#?|ioJBZLZhs2c&!ZUUgVf_D zbM;B`C&zxz;wZ*HoPku0?%iVVs0mSB(L>T#mFQ)kN80P!61=*u zvX$UMO)k~=?9ij7rkd-i4!?m2FrRy|a5MfmsB^>!L7M*2y$O6l_}C;Da1qI{>revU z^&w)Gt!q(wdzCR||5pt~3xvR#jt5Noy-|ldCl=8tk&2}pgkO`ZT%)=C(B`BN5< zOsL3mFFiQGy#eI>(}g1cCj^whFDm)RQEg(w>8SMbxoMCcB_*IuXAYrSueAGP;BSnJ zCp(r0#aVAK%iJD?c{yAE0Ddr~P@rDEjSmJ-xgbb&sA5P!gRyRt(&dLYk~<4=8Q#V5 z;UZ8;S|E;f1e$~^YX5C|6(|a#!H`(tM^B!Se|xLh^2EBq&@k{twnW%a9oU*6u3JSQ z3`V}+>e&`-EuTB65{rnX#%a6eb;s&|<(6ja8kWIE7~J3*AMXnChy|V=BJZng)jy43 zAz_vx6H}I+ejWjatNYYrmeb_;1HOn))C_lJN-%IN)&SoRN)qY=h!?e0Ng9aJL;~m@I5**l z(V36|6)@_vZ4b$ZW(wau6eE5mb_)!jl4~T3hsE)M&5*k1<(eVz z(Geis^2YIqGu{I;4l^x)2gL1+1P*%BxU1)J-v{FbkcNN1P?}B31byO{d>4ae7&1{q zu(gTO!Cj`=Zj<}7Z49Tq>|@ZC3Nr^C+i#sWKYM?^UeqgG0Cp0He0C!LN^YaM_3JB3 zA8tC?au9j14sKS|hgo+-y9oK{1dn^DmJ5Au2wG0@a~|%#?;shX*1qDJvtUcGDDPzt zs1w{$1?WO5S$(R89uOjqY~WbjNAf`*2&BDerk353h$207{irw*yX9|SHU`Y zR${~6GT5oil|>G+T_Grg`^cyyn^#Gm4Po_-i`qJai@0&4qGz;2KStPRtszQiJHk|k zE|V_wg^3`hrW!9V!_Kb=<@|6qGJ8zwMQaD)g#5}tTjSeCe~Bs4hL6voMa&}(4_e)j zoVtm=z(NWqpzKH>el=ixJfD_%dXuUq9@=mr##GBxBikAO>)9nnttmnsv7pi$|u}!1(gt& z&v1-$mmxE>aNQbsdI?~N@4jrSM=^zIZ_Ca+#Sw3yZ=0O+!woRFX;H^<80Ym)sm4z; zdtAJiB{|GQa#y;l7lEHFhklnrSe%6kF3tBZA|ZU;+?yT5+i9%IdRBV0E%)fS2W@eJ z*>#qWzXA{-YYO=FN(|Pm)9o!I+szioPnYG8?U5~ft`f8vWPn_jhCaFG%r2Y_BOW=3 zjMJc&{0{GnOS$?%LJ~F*h+~;Ae6563L>F3NgATvX)7Nv-Ujfx3**cLuLPq608eASt%FkL*FQaixR%O!08GPzCYZHjlKTUHW9cmT9RZ zHcn>kV|Rr|U48O4Z@NzW&I7N5sg~@14zLZuTXDogJ(@F`hvitpCXe7{Ozs#qk9|Uq zxPvVGa)%zKvMtbArBk=2r|SjJIPx!tGM}3Ms7TL&8z(#7tH=!H?Gr4xN;V2X35kum zy=&EAyonUrK?lg)&Ve*Trc|RAXjM&Y1Yd)sa!hjxN~RBF>Y4pB1zBTHh>%jx`bNab z_Qrb5mDcYpsjcBn+|<8bRKIc`;i~V?k!*CRat13dSpkx)kONEb(N5UxY+w|$I?w1%b-A|&B^Ttt!!KhwRW_@I`Y9fqoH+}>8claosjjqB zSoZnSh&?n`EndM^g-n3|ijmt^Gxc%zRs_BmWB{&seu>gA^!suD9Udx-?O2*YlQ7mb zOHr>Sg7G5?>T#IP9>$O1;3na^M4g%t;cl*DTNOy6$5r0Kc|n5viki$=C_V?sd{h@> zWl`g^2_{o~GsQ$v2!A~%Hg;GFuj@RBq;z3j7@aZ+O2uB_aUC~QLrOK>?!3-SxaST0 zciK9&@m`$PRlGNSE^S$26Y(YDLF)&{msD4wd(r&k2<<_)pk|NZz&Iz$T>cYuM8z#f zwSz2$_x|*ku)xwiIv03W;>IGPcH~7x;4{^#706Zl8hW2YBw0jP*GfL}N7=^!_=lm9 zRIZ6V7=3x^fsdQXIs0HZ+|R`@VgUvx9R0kt+ycSVN?*I_W6g*fD81EnPkHVeC9_ZO z9f;!ai3k4Xq28A@h#l?k0+#FCssky#gxWIjyIPjs4R0$C$9>{a>KZn zk#$NS!X$e3AXUwp`N2byUgCp``nb&BkoGxrK={3QvJoctsDh?cC%9x&}qI$?y zq+)g1FQ|qOvOdERA43bX?6?vw=?*g0tqpXy=1gDbmnMpfkfj`lCTK;;jE#0x@0>nl{BXPZmCdihHFbupY8nt0_U=3;DmaSbW)=|N)Mwr z9{n(*Pb6fb9XIJ=R(LE)wdI${1{KlI6U{yIjZww#v;Y}kXjJi)1`0 z?CE&rxKfN4vY`ZP1x9s|jWtLMa1q z%$YfYBVV_{hZH4@Dz^LWgou0OA^ALLVQd8(mwC#MI=}DD1OPp9%~x$ac{u|vhjz@T^TR} z;ec$pMf@yL9o-xAuC$Xhh5W>A--HW^26Eub$MmyKQLI`pkMC?;$DI4${7_*V1a7v;if=@;igZ|6#(T3T zljN>UW4Dt1isD*KFRRkhLqbJS944ijWvzsTNz80l9%eIJ?tNT>(^2!7u;`W5sp@PsbIs~uI-|yd%2^z6jUw=P$ful4#okQre~uD-Id)4T zmmi=MB=1kVk`*;^t4T+8Y~@>8gCo$r~Dj8W!VkF{u$m7%e!KJmdORbkOOF zToo!~xQ*>M2&$nytpWBiscHe23-t zv(^ZRNDjbHT+@tZoP*RkvCInoP(w*9;UYJ!_6dFdw){jkLT%C~lj$lUte*qACk3G`m(S$sq4Xi7+ffSmo_2eh!}zrTYa4>bk!Z+Z$I<;}7D+@8FLH+Qp)EdexRQx1 zM|J?=u87s7HVAv0bx%RgMPua8);h(t)E{_-t4cc{6$+4E=Eb-cnpi&JB7Hhk`B@AC zV^=9P@+bHzRZ#cs$=D1-B|GcoWAu#T!JqVr&3;O#(Gbl%oHZ(F>bOX*WYEzYhE!qV zOYKvV-jjI$gr*DUjWyq1*k*q|-O_VayrqH1B~yeH;cUcLbfjcUaV~q4Q(I z`^mcEs3~xRtK6wi*Ragag3*^+iJ7D0Ma-1L>ryvzR0vLIUP$HkSBfVbSC=>2)1`Nrrkp=SmU+&Sj=qSh4ktt- z(k~4>Z+8}KTCkp=gR$Kpms*N2NY`{_P}03N@t7#jhVneqnQ-UqAFqbO&fp~cuJ*9o z!XkRL0{LdOif8M}erh8_>f=co$Pb1va-d?I$Gd`j#SS$>4uHup%)S97D9c1Nbm-xDQHZP^NX0iT0W zz2kd4tKlLy)=-W1pQfLGpu*aiJ#FYO%sCW=s5w&BA3l=;G-4FzUCXE%=xy%(Y#j*g zp>RhsLq9zJFkGsQ&DOvt%MdL9f9b6WJu-!&HIW%iR6s*Ccj7It^mV=muj6gTulVbi z5caY<9kE2o++N`9<`SgMT|eqcV#eHN{G#B-5asX1?*&qe9ZN)JX6QAtQJbh#ZUku> z?&8gUr-dDqh_};`@P2E-Rm=T{%Uf?7->v67tvu?f!xtxA*A3iN#Ufc%Ufu8yHFZ5b zwytN$;?qaySxm7kL?v`3+~`5+;|$*!zv#X#=&6ZbV|&vcL!shI`M|{}gsyJ$9$tu4 z1qw&#%5x`z5dn>`UMKJ#P>2}w;dIvFw7(Pqv`i1)GuDXohO7IciUx;;eT|0_5L)#mJ?}&n z!=j&TWy1Yf%{A=58summ#$$H*_}lfpA=+G3Zr>ER7=EFiYxxBK`KONotfoiZK@sPl z_u?To46Ae@L4R@Uz7H9k^hyPm7l5oV~ecT$g>;-(yG&hEP zjbutB$&|k;cl#mF_yZiqp_$~aAVCM6#Kc+ui=cS-ZoH=yEC$E8L8L@a zQn`|Xcr-^8c<>k3H{&lq3cMoLdMeE}n`z>rF{3m6xcwwSG&gBp)!t_yHbLIRODlLx zRH8DC`{kR`w$H)3i|syCnhy*{J~H3<1`#J>pe6@jrW@G-vuKpWs%amwm8X~Eo>EQm z75;4*8Q^$x)2)Fm#+c~IjHmc0qnA-%*Fv#q1wZy#S+uFs83Cqwi_6zh{GVgK zoP**FYp0%*Y$dvT2p0J)KFGIaOo)0CWP?@JbbSL?K9Yw?sR^UmCRAD_IAwM}o zmM_Yv)5N-=_P}JIRs7IA9x5AV13^cu8bFj|ps?NPS_d=k>E?8EgV@fiWKD)E>@pB~ zpP!5H-RTjD02669sZ@hED<#v{HL>}!3Dv-ijVaw{Wz32bKhet;sJenWN(?dO6NDTL z@x)?t_>~ zoOh}mGP)Rb@!9QrSvKEiTOz7i1`81-DRq z%N0m0`f7|asL-DQ35W=*E3rL7$! z-YO#&2SI(E;;+-)B#-Rowl;5bO@`s&!q7AC#2|CVy`AqTVY&7O7*WygQdftRx}M|V;%1Eh z@erFt`^`;gvhCBxfWHrU9Vs-?Y3tBY$BB=te&d-%*om58yAs(W@hGLO_fiULT{b7z zz-pp{VjGX0hG(8~-br?NA^IU7k*|t&(_Y)uysc!M`(+Y`U*v^#R&ji6!Wqep)EmD? zWotR9M2?={z2pUQm|%%dEs-sKzr$G9S&au5R>?!)#H?Wq0=5)yzOou5p&!83dLR);~1En)OT6lZ8}tI`RB_&0&h4U z{tjZ`U0|u&!Gg68MR$q=Ch7Mkd#?Knxrx_6WC537 z|IgdbWppPbqpW@{Yrr3n00wVYxqrYd3B{G=pyMG~^Ld5%sRH+arVj@Q563}>ezcV?DHB({G@^em@tc;@!aBC5U>EFT^j_oP$MsI z7FHhU$99qgf*C-Xp{W^(4lciD1;imLqWqw9aH)P3!^0K4Bqc5duku~brU~XYQ<8OJ zqJZ0l6&*~|i!FHM*cJV14aIo+W`OGNm7F*qx2M_Dshu@K=hsKSx;seQTH$6Et}z>w z969Co8ud$Xm<-NSH6xL_7Pc6CB)DWG+LT_*uNJ^sCAi#=0ECbG6Ofc%D9i@OflT~w z(dPe7ZoAV#G94S!1u6@hEBV&ipmW9%`MsYHFm_|TKq__!h*|w1`gRNS%xsubCKoR# zTn)Q>^|`!jO}v{<{U;yJ5NyI2#tf>pkfIxJfyKk~vA;nAZkN$W7EO*)S?ijvq%N)x zrmt&<=wF?BE(pE`DLE z;;3PMTG(B$?AxvE1$alFBQg%k6!0W5aOPr*iqJOXWvQu6Z(+l%1w@m#a@7Kj4&VEQ zFz46mMe?ndt~G-+F_CT-%wv*fviC%A>AkF4>im=3h!9eUADk zmwUPJ=LEOE@M-?$oQyZOpryo(GGkaypH6?3Y$q!j^OQondN)I*WY2-2SI&Fe(M zQ}$0;B(}AU7t6@~u{^k4JxtE~vY)MHFMTc8e4ErS1Yrn0C?w1i+1 z2+vR2|EGHbCPQKxr>j-aCu+ot-}ycDJg20HkEL?tz&|ylzZc-B$HKmI!~d;#hX-dE zAU2c#CxUXr2b%i!-L2vNKO%Sk14{hoWmg7{jdkhs{JS^)Z_XsBBMvl2$I^q2&;R+h z5S+zja3TEm@AmmufBuSM1USqS!1xWpG1J9RA3OX17eX>cYR~`0K5eSKxPJ*!d3&2dq|pj~5334bKv|;|zLkuHQv^ zMg5c_7Z8pt-k#n?1f~n3*FeA8PxRsZOTZ9Zd=5^-do(&G`a9e8G(MUpSOWk_Dlq!! zy?mat0DzDp<7n&6f8Dw&?a_oZ)(}Xj(F3(Odu59&01XcU-<6G?iaOWypLYE1K*UO z6W#9BsSdC)o~80te1Ey*?F>U@sL;Dp{8%Vl*VOi&1j2ej@&0!nTpCk5_PV_yLx)28 z(rh93$;-%Q``ZmEGHf)7=g`OzNe$@_k*MJ zuGad8^^;#nh&#^oc_sn(=XfRN&eks+is1r&SMQUlXa3%8i~Eu9t_&p&>C~Gmclp>o zB5ZcYsYuhQvHaZE42l?>8y&qJQWBzQ{Gw_=RgvAodo@m!zraUj?z>ez%;O0Jp3|-c zVMV^m>JJtYok5eN;90}Hz4ZQpdcxP>1rSwb?oKB}gpYSD0{GgT@-h%t00@=GM8%XzoYh9fK zz|J-i5j>Ae=a7d`c@8HIdf;eBI$`#bn$idi+ZGkVSMUb=dxv}}u%Yn~H}gaT!JnuF zniibhExr)&*P6bnJ)G|`#M^zxVX8k0+u5rzQPQARrlD2; za@fRyFArQ?!@b@ISy=6`b*K<}%3ovY>uLalJ{(E~IghzI1*u(2#tZG1!ijKsxYN^} z#NYN)Fl?_*Dglp^^xee(uDh(6d3Z^ipD8&#=*B+7a=w}JCbER*|k&N0mF zHKO}+hiLIwlwtqUUn2|lZF1=IQ8sthEjJ(utFV}81(%0S6i8V8dfY>%w^O~3wC|;E z{)b>4$19nj0ykdl#`Z8xz6tU%)eSoxZi_agBD|kGA*b{Yx!>m7n%IWpid6;5qnOq% z=20n4%cC*{hNaNi=&1b8)JbF4D}enMaX>7V9G$Z8e*If8OL=|yS?U{UBAeL&8_I~wCu3g|;Kf96$aZb? zYcHmjo!~Xx&*#>XnbPamq@QjP%`~-M2N(Nv-7;TZFIh0%8!vaiZDEP0rX2_VF*BAUHHKp(Mno7( zh$>D%chmLh<{g7vP9h~`HymkVmvt}BUQ;UD0K`@r0D06F(dAS1EKm>aW-xzKHgQgY zG0HL4tFV|u9pL^GUd99F{~YHe&Mf~gC78TU%QodBzHm&cK&UIz^5+p0)VRtfC8|Y(=tcnMHk|leQ$?_-88t?2 z8D6#ILs&8ns#^NjE?j{dIK+As|A2ziDQ?mxyt%(E=kU@IN+OV0nk${P#E?1@>S(F-xmxgsm=D$ z6W@u(GlZK~wDoUru4iW2j_J;-pD~Aa1DGPU$GVizB&Xz$lQ^P04gCv#!X}cCwW4?{ z2%(9eAz;t#&%-1h5Nt39Pyblf*~8QuC>`H7e{1ebjBBIKnx@x(_tT2yliO|a{cY5G z*qQABs8M-_*~2}|jf1w{2d@nxf3;DO_&QbJ`uH9R3wG9^cF=xlBHjoz`K`HtDsEU4 zT0jX0aPGR#r6Tg$X6?9Idq`iUc$w4YOx&q!=*SC?4f|#isEDBauAhQM;lv(_(272f zm$>m{I=8^sfHE#;%c@olGB@Qcjn$2lARZ|lT2sp%>A|A%Uj`p z1=R!>ybLt1-=&{^K)!dH)z&>fkl-Jqvk}DiJo`T(-&$N(^b<ZM5B`Xen^mPD)E@kL$b<|EoTp#kFVm}vh~IW;`; zIrW#-Rv4=}w0@M9FcUy+cd$BCHl%jS`Pbn4In@nIkT4d3eOzoO?>!#9zi6NsVzi-|Icf@W!^LXee~5U zC6Y7Ie!m-4wmjA8+)1xFTBu*$mzGFQ(}}mIJA`M<`DN#Hmr!Y-r@j;=@s-5NGqpnc z#6DTgf!BNJk3@Gb4gM46Y&8j73s+J{sx%@dyd||oG~)~>fe&~uMQ1E1@zHue)Nbr| zPZIGZ1&K@!B^ruWpuivyJ8repk4&_^)a-cYUPsn%heS=3R8F-LD>B6ULPIWnby)1Q}HB5@MO{V8w6x+t}Rmr4sQdtw`G~(Ni`r1)eG&Q-B zpo&3J-yJ(LH{U1b`V}ZIp3~ft+8G{gSy3rAKU-s^gBdbKp$rv2F-wfR`!Pp=jxMse z{)MtkhrWFP5uvV5jWdsS{7QCQDp|z^CMIcgQ_EiZ;u`I_2riZdvZR)|Yj9f^!RT?@ zXWaLKHnkLrKezc<5$=Up5jJAE)S6h;xxPn&#LYGax!zTj>_GRASDuL{$9sR8@p0|H zN#7y}^xo?prhtfZ`E^*50)_6-fIhPA#SX*$X9GiQ>;e0XcWuz!`UtU(X`>Rma1Wc+ zQp#>~y3KrJVlo1^s^bUq3YYJ=Vi0Gr(PuOq#r};KAgo@X$b?>}%`wj=Wu5lXELo<-@hPPPV(1;2EznfE4Mr*0ec;@Vw zcGXTC&T@MXw!s%WwLi#W*xf&JSiV~%;*_4_>T~N6VDp!ruiGkGT))TC-)e{Xh`mw) z4DG0^;M0+-(YgYwn3XS~x>hLWdZGL;5L@tqZmg4+^kIDC<@%u+QI${eUobs^3|22= z@p^x0zc6?&nuEyXE`-t-nvqsnO!D-zxrt&V51W_+&hF7>Tt64#>~6Am(8q8UeArEd z-5)d;ft~dZT#{@T+bnFi$RIRCIahN@sW3~aW`7`=yjygZL= zUs~y5s8S*Z<`$jiAXG`VA0@qnr>rzt>#}pXRcy}x!fmX5JIm*gyXySC=(ylzmT1NO z&)dEBITMF3*-b2V3F#t=1!3=Es+Dr0<)IrH>~?1)jHglc=^_0*r%|Ok+fhl44x2HL zN^WNBgmjNXbr`o%E8C`C4l1BJzBq*T7QWtEIQC8tAwD}7nRRa-xWy0qoyac6xd~MFkj)FOZenD}4VXs<96~Yq(4!=+xYD>~R!M zp{h!B6`K%VyJtsRTQ4!*bD{T(XoWJh3pt!fR9m~qdPz=9qP<~$R)R-b)Dx&I1l^Qs zpUInIZG9TOJ;Tas>Ml9>8WxNykc?(;rYU1P8|o;u^Fe~k@8-;WQZI;JrHVT3+TrJh z@az`mt9ls1aUoJ74_f*8QRs)1r24N)6`E7Qx>em;#Hb;Knf^Uxoap_6$M-nM=8Oz> zaxc6Id9R&XkDukuTx>CAUT7blM5zl)q-D0Oq!Z$FA&!tJm4szh*`;b?zD9szY%#R{E>rn?Lj!oN+gzk8d?J+qF9 z>t~)S^z+0^{oDbsk8>cuhx99As$PIv6U#ko-jk* zo9UU$;A)K@PLKeCpcX1eSzp&8%sTAB*Mzaxc%8Uv(??5)yY7im?$Nus+aMVXoA!PG zb?)kAyBW;_i(Qc9`Qo_4Bt(J1UqA5qUz+Zotf4;7Ybnm1<8PY_Iy_@V_mL+D4B@d9 zRsl!DS$TV+uWzl1X9Gedaso(m;wMJD2fFKY393mL*WehUUIPx0$E>7$-I zxniH)=Fey|O22s{qsM93jE8lXe3ZvV5be`RdxWj2pi`1>II{g`htS%UipKN*>`T41zf6 z{aL9W8*XWt=BD<>hp@qW+|n4YT{<-)yHfpZqE6YdVJ*Fedo9jaVftaOzTlQlBcZi( z;Ff0kHZ6H!uV^FL)3<0dRCsi9532-(?>t-KUumn3P(794@LJP8)C_8g>|};`h|fnu zEdvT&WY>FtJXYW=qg5*(x0aOD!&kmbxqSA88P7La-(lvPX@>dK>$^X6jI-Xl5eaZB zuQ?r1W0%d;1IXec1Vl;u#0TG>Y+JmN_){W8SXluQ( z%J_*xl_0}-)>Q3~rvznxfG{LP=96!@@SqWc+B|g2mgeK(w~?43MYnX#WM)W17G4p; z7sRLa{Z?A^Y9oS3w}zUJlijuGpS)2z(CDs~m;Uytbf|-nWS9_Z_-gOMC@G99$N=Wr zF>eSy&Mg#-3^7*xD)Fr={H53&CnwGl5KEvjIYKUD@BR?VrhyJAJj>g*V@wT z6MJn)#ayXUqz}30c*2V1pE2Q78_H-i}g<55W)_OSKeXYo5 zr=dz>X`^+&KcwU5XVA|^+$Ep0srs943rp+4KGQs}wplB?_~?AE)?NtlzzM*O6xz>Y zx9{{IGW{ibpZXSS>8nI`yj*nJW!&8pWckf+m+J#*2oGuOrIX)B8qaymL+WuJF|7b8 z_DQ;^oHco~WLb?2;^n(@M?7|he%pG-9U4vh*^f>`q;%neruX=zn-Vd{t;}&mK^ezs zH_DZ0+Ar-A?b7T-PdZfES=!G&`<{wUWk|!O0cxN9GU`$}RHH-t=6ca)u(}tWa-!;| zcy_!4Qumq^v;(i|>#TMQ=eJuGh_Cw1!zj*gWC*+3Wh4#DSVkm1W~AMT(&DgA9Is%q zT5A6~Wsu5sA_ln&vbPJn?+R>=Jnl{+_ zjTmISZ+JcT_1#)o)CW38*Pj+-!5LS|VXbFm>}#F>X}k~>h=0U*H^sQ4w}s`^Si|b6cOpw?5 zba8H$` zc3OYi$CaG)D&>T=B6tLC zPEznF$A%JwCg?QG>&Hbs6jSZ*r;yOrKFJdBp@hvKdqlVlpNjacm14@X&{ZOaSWhB8 z#bdY%{!hDFcTGLgE%ZY`=1k%ZI+8RSLl*XTc-u|V&omSjJ-RdPIiDm%agiLf5nw+5iXfyT3 z9i922t4yZJ*)?f`n2tvKVPRH09`atqscN#=^juthuXuYE&b%_;5!!yALXErV;k-8I z9Ez%T54>}wFN)mG(3+m)9J0ZVU=Y$lr9kP=pi2~^NY2vbyfzC?$`~J(LGONKj%S|g zI~B!=j?Psi^J_{9GLJc$9-XBad05M`NlW#hk?_fOpJzzoiYSrDq#Ca9|@F1F84qU@4{v`n(A zLN?MH^Dk1~OUofBU2DW((ko8|b|(>r*?LYpYN*^7LNND{B-KKmOQD! zC=6RED~24-77jIqPB19){%Nz3qRo>AgDKl9U*s1x)_T1*qOIMjUj0WG*$!Lt>H7p< zQ<0Lm;yXnNo8Ur6qI$M@krjH^D@#{N$Jnc~9(JCzWSqsT1HodM6*0%;`s8=BhmB}h zdNz^b^iD@5?~yI-)S-`#jp32)8qt(h)3df+&zE2O(6>I&Tus81*s(p=6HZE<=^g6_ z46?|z3@7!Z{0#~pA$ZL~9<5;LO+A@LFT%MPrtdI1ehdHRn9<2ZDS9(Y4OfS063x}hxlZ}|*!)zsSj6Zd^C99IvhuWT zieX4dt!+9&P!LiO6o@|KCzY*$Oll!!FN8Llk5hg1>-tY42X;_&v%9@l>{hfItVIMI7%#669jKJwDXSD2)Uu?yGrxn$Y;Rm-*&dlQs#xfF-#eWrgW^mYn4ERO1!j*LOHd%@B1br8g$?1jM z{L)p@qs)_WQJ&I9n1D11G1*`YpNt>3nA*!5t6>>KdEUQAGWR8pA^uS|g4D4gI6FyC zS1>JKC00xQRe{!4vU$&2bv6h*3D}{L(7!4kw<0vwIw-b#7hTd`p+^YRm&9tEeqVMq z+K%of6QbMBINnrlt=6DSt?4~f<#t~C+pgc|gN&G%#mB?zechXaL=}U}4b|2yvf;~D zp6iv0?Ipm{d8%U%Fne-2QjQY zIm(=HS~aA{M5X1Qv}iG;2(sx17C67=Aq<60=5O%qd@qD@qBOY6+v0u34Q9@0bB6_P z5$}`CzqYeEJ)5Y&-*=O-G<>-sJHJEsm60_`Vk-5bm{BRo#(e@hd~OMO!Z#zy{<~z; z=A2v-Vo@8%`zT|Q`8l{M3RBA^-SR||=LVKh>@Jla@Q`pM9An9ekqL4OBP26^2 z3JHr)9_srsfVo0P!Fj@b!pTBEQRU^6Y#a5PkQ=Adwo4XQ~Z=Jt$gg$ZX>k!Gh z{t>afllCHG`bfeTQ;&U*8S`hSStBeBn4i929}P}KDbdI#{7K-1txNcJBJwikw*&TX z>=_2MJO$aVBQDZcG{CO=kmXV%Zf@#3p7ecM`$Y#Hb}o4GBapy0YxlkMn5 zlhrCld39EklU)I^#bbPBKb5i~!kAE%_%2)OUyyTK>fB93IyD=~yAs-8C<2i9K=2Za zhltIHt@WA!L@Ic)Z4XZIXeUnMdM)H|#!*hJVoqgO%SEOyqEtw)n0I1RINQJbCB08O z*G?=pO~t7nn3>548q%{vO>r@_bzN}4 z!-hu1R!|GYaX~;DOSO9Tr&+mIH_w-X(KwsKe_suJMdN%d097L>$UGte0)mb63LtE* z-%UP&w19>SR2g%KbD1(x>yMW!I_ygXQ)%CTJW@C7DNHrsW||W&lVqhMe3JUTT|Xui zB+(iyukNgp-oy3gL+nZ{g}GT`MTUO(k8;t7@w@%0UW;aVQa6Kkd)OIJjg)(}*!UjN z&4jF2C0mH~!B&)Wq@#M6xx9BTohnm;V)Wy4xJ65MBk7Ymk?6zGWDz6xNm+A{*dk%m z5nUOI?~+$I$WeU(fi|1Bj8eXKh&jgMK30`L1OTHcgT0RBgFKBqeH*VTl- zA;k=vkG@y7nEDw-_5CxCmxig~;+}|4;sPB?_t7boYefgmLEe(0AHot=(Fu-tK-AlHhU@%lD$AV%G2pB zMPQlnh-&n)bu&<`3(k&ICq;J@Bz&YN@WW)A^RVqS956XNcjJHWRPC~APS(Z)9^AZu zcw6vwe5Ao|KvZxT1df7>w+xfrw){v7`X90FBk1l%=+9wLu$(1+vGVVW3#8@j$7u$2 z_`%*vSX-FFqrjohGHaoxj}lTQ*ozJg6!wt&1r*jW8O>8o-tQa)iH3rXi-8Dc6l6#_ z!|s1O&;R<3lVE4`K7Xz{Z5;mC|L5ud=f&(92o#E9>xruWt6Bc@#=jaVDjqCyc?3e24a?X8w}#801>hlPdWpVMgP5|-z4B3eZpOAAwVd>s2Nxo_W%Jh(i~tNS$#6h z5&;Zjge#iYqW9g3I&YT_`?(R|^#OT__qt3FI424N(r6_9Kp|(KlfP{h6Q^ei0a~1tX~kNO2JQpA}GrfzNQl+juqm(ANeEBD_$z)w;HRmj1u*!K@9myhpA*w&bBS z)s5O!HIc9hdVq243fom=M*x@~V3Nob_&UZO zv(>;6G|qPUbw6ZW$Iy{r;dwI{*1U@VwlxREtxp-UT%@k92E@hIM7+b}1F;2wR8SAl z$iU+RES3wS%&9lIou6y0cxp)hq5c5~e?3(=g)_P%^nsPYS*`jU{75XEJLtVU zbm(Y(K>We=58$)j7|npPhL-d1O&tw!ZrP!4f@u2-a{5X40YjX~KR?a^3Z`(Z4oeH- zqrFu#`6|!BsAxD9+bK+XN&aO8v>;pEfh|B73SzoA{EuV4!xxy(O3)+ng;fCf5M2uZ zfNlNoi~o6f!SI}|wNtQruNja~c~fVO9(Mc_;9bl9Tm1j+@|;{Kp@~D*Yg=ytj@BQA z0h_Ek8{<9EH=Sax2C?{RpGq` z*#PQ~oT13vZt>%PPtrOuyv6kWImeE^oea?I14-IRE{BhVD|_;nR7pr~9RFF(CQu*q zUpMM2XmTmLn{jYhFBP+)6wB^FXF36h2v>885I$_1TMa9{>SCaoO0pqwI_Z6b&6B$X{;Hg7iNb_|h6qpnViejIgI*!xF5oj5r;O zHIycr0oQ-*QDmvaSMG{vBcH(9oka{js&w{qkP!5$^}zmRcnwB3i5U3QTohk%&l>G7 zpi)XYXFVA!e6=O80bswE%AXE&IFgP<9SLo`iyN>26S-6>WmfKQKJ+{d11{c$K2uT6vTpkC}JH9pDxs6s6_9WUfuu_~xZt8J{{Dl#9V0*hJ9Zov?SSw6(4fxfF zy&T!N1=3jwBDSv}ei5jNY;`8K7}y=`^4oz3Pi?dMZRL2-OZ37oJ1*O$^7aSLm@2r03d9N= ztM7v*|C|B?VItmEVBJ?290sJ@SU*X^Vl&p`-{2DPF55B)h;6#%-Wurvw;<*S2ZlHN zjSM0gRc@iU17BSBh>DxNK8>N)nem)$y(du%A>6hEG`?Qa;tE%<^`+w#F)Dl@m3T4UB8eJz!niQgvU0+GQrT} z_=$tLdnctb-_$DT0Vz6&A*b!(%2hvqewm=--QS19zZSyGLo|(>@NYdv;a57l9(xBg zudBhr)lhI`?9z*O1&o<626LSe(FrOZ1JSm)QmaL?5KIe^d8+-LXqKu-xs>CjfIUkp z7Ewsqf~P@$h#)DtnR2!Tjgsl>2c-G7bv9B=M#@5Jk+sfEHs`2Ia5(ZgYm95uI|D>p z7?=TAEatyhKKl7oy0c3s6z&{s!0v*v3V8Wz=sw&`x#AFCJiE$l_+2JItp!Gbc3pOG z{7+AGwtBUzedhqO+jkvQk(zXGI(_asIImUy*o+ePlKf|1K#vOvN&CrQ{nYesji}&d z*Sr+^z-tf2^WqAxw~b+q3-q#V^(~;*yYLdxZWw8&3}X-hd5# zZ#{}7MCXpy_+hWK`l1fLs_dVAUY3_uCQ-h!U;X`Ul+uvCx?br=tT)vA`oo42cAWVT zRomP5V9CpWvP8c(S^i?VxI6I3i-5n|LmppPk-0b|B?vW@EsIuNm!7U)z=Iqi9eb85 zkF}pxe3%Ay{Q)&_-_whaFYmei54dn%DjP(sj`#-d-CE)nOlq6W+yaC0Ex|d;J93dF#R_BW1gu2E7O( zun^S38Wnk}JXfe{C7M_Ep zC_qn$OH<|-=YYZfrP5J~xSVS`VO>}{-8d&YzBXnF5@h-vvwhn~b~`S+X;-r&>Y%{& z6b)F`$0HPDrWeQS-knMv3Nc|3$=Gk6qi`K7p?1d#$U+)+K@n1dQh|(ltN>Vj4nJ(8 zoSg?#5?v)N$D-AE#Y1R>fNjpSq4o%d|C;+edU_?1KTq8EZM@{Fz|6r1Vs zG%Np-I@X>AKXHyK8N zxetff`B{o3voR<|uYSoKYRbl>=$S-54^g^ZVHftxjg-Z>TICp!F^{gA$+o+(6d`;< zkG7hUOM7t?da&{DJ-Gm+AO>vdF^|*UC7_yc*dWtZEB@G6oTK^p1kce#5f^4X3Z3+i z-HKK4S6qStD~Z?VU}vmQ(C@Q3{+cKlD{Q=Bf9h?)Pelc*y)=n9GcB2^d764^XrvxS zpv~2w0%^C1GLLz$`LRT(#31(+f0DImylyDLlxkQi^<$ws?0)dvIc1M50vr@`uSacY z#J>h+gfq1s(y8Iec^J{Dz2eTaK%iv4g>OLDX&JXe)gtM6ia<~qhEB~ffX;%L664JA z-0lUAh^B_H*=kW_wHmeZ?ts$9g5<;$%NO564jrubHpQ*`0xgoiwna%D)t3&Fy|TSN zRrN}oqF7*J=y9xc)Mj%-5zbM35<M>xW;Hi;|8)XDsr< zA;rqV@*b2A#9KFkFq9vz>8?AUjn zF&5F8M|j$vfg{dhWB7|%o?_RQC0(4-64hKWRua@_tVc6N{wOohej;_?>lwuhsoNik z+d4(bwyn`54V7?QE}LduYbOlp5@xV-b8}>oqVUKzL}u(D)JF*!YGfp^j+sYVA#;sx zjFnG{CuuG{@KkJb68YWwdO=!I8)=tEMf^ZN3o$8Q{OEH*wzYX7W46D@^qPhE@SffO zoap{JK)>wD{`hn6Gio|E1>d4e4>7@jk+q7RAPG6|Y8RS~cySrJHDEknt*RAAj#dcm zfr7YWFZOA=hLAx?OdFI;>B7mfn++H2)3}E|m*U(%_;9vSh&iC~ zc8`}%B7#bYFGh%8(n@bI-8zFwj62BnN1|*oFGlfBjLJ6`@>D!8xMm;D^c}@mlS^SL z?#iQ;;B?C2zdDM^;7#lIhVbd6ONA{uxkZUz zL)eF_xOyu0=I%U7zht(2nTRNX>4LWVPeL|7*XwZx64&FlKrLD(#ZqNOD z0wz{R?7w{9_1krPS*^VEO4oCRVJxs-Ty3lDYm~bI*M1Fs=ggf>hE0~ON50eQ4=km5 zS%X#);|taDMYxRoL(5qck9pY;fAP*&1t&YmUq9-S*H)zV!FB;(l%FgNc}%Gl5F~{| zMTh7Id+&E`wU`{LYUtFJRBJT4n39HH>Q!3@SQ=|QWGi)C0@lEM2rXf9O3jjfDQe=x ztx)yzEOLo^Cgga8XU5LwFj@6RWkn0eWJ)bl0-gqzCEcAFZ5h;0$DQO4SNO^}`}B|g z`;_n-Fs-Xl4cyXTdSoAJp}t#}^wphIJKg6m!#bYYQEZvPTxsy7J^GfxfAaf_gx}M- z77?>DDZ!fL!6rNRHGl|k@;3F&y}0LhoUb>(^E(QmBCmBUHudrn`uEweOGdg&xx=Sa z{X)z>KSE6>j5F%xqv;%3RNSxnt{H^EkFTF47Zwh2CT*$Au#qo+Q0T(<(7! zdtumCYgnfN>ip)7RT9RR!eI$cBBlFaV!6(lLPAKXqtX?uLFidbd%TlbBx&ASmT_tM z4(+ks_BOw6oOohS4R3xFR(MowRNA+Hca_o*u!eX{48v%Q^4eeLr=siYPh6-XB8$9> zDI}o9JcyCMB{>z%%fJAr#RvkQ$c9OJA66UnsFctRN_R`F-W&OL<5!Fdml9mATLJ|_ zbU`gjv?J=K$sytgvR04=a>Z^_e-T0{t{q!y1UZ8#7eYIN28OSr-YH&8Eh;=gq&9Z4 z24=%!O^~Xc91ql(vIs|>lx$Z1XqOFraNko&jm`2C>!LbH_HH}D|Gn)daNAfzNcMue z)BLIidaqqX=AR9Y&My!X3fk4x4Xxkidum^IuRJ~v^>i!w`>ZRN2Fjz4=#D}0pFq?v zaX40I`Kk*;E6Hxm>_7&JOWVAer0cE3{#GdLnsWz_gCA6e&wtx!RTQZ2+vwqC5b<`y zAcW9|7OUG4+Cg1MLmP$9`QnQc&otSnlCD2z_#M*)k(w6{p5dKZoYdSGN8^66O$)QU z3FeOWj$dc0Ph?U6orf~XaDjuW$IagrN4?l++8CcbfF4;6&Y;_~EjKWOQmt{wla@(}!W49vzx6&vi+NN6VFrh<;z; z!0(z!B!4D#x#R-fZw>KT2po;5zh*u(O6Qh6;4nm93;tl@SUPYOlfSV`Z|NhM@wp)- z&#Ynm`6@l*WS~hdz)6gghF*@sLyJZHqS9`j@;{MD=o|R+jUbidO#I4$cYbF}#Pbu* zw&P2kqH_J@_MV~CY@>~tAbd5UsH~6+f`7IKpNE8!OzCenk~C&rdZ{^5g3exl96RRR zyB-_gn?2T28q^GW6okFXGb@wSF}j{kUVv(yKPuD4t`LaGai!QWtc2E$i2jITMds!x z|Fp&%tADDufSM?NC%sjPZz!bph*EX;PK8Kq>WGyxvWX_IxgrY%b1F0m%lb^HC06K> zp}yn<;X&K!So4>}zEH4@xK`T!zXl*EQda3U`#e<#!mG0PT_t1t;Q@%Y z6ak1^xV@_(@2ExOP3d=RN2ifkQGeG9qP|3VW&2s*Of%hQvQDw$5shn5>9PGRd7Cj*`uMU2_*?9!Lw5cFy@eR!Su(oMv%->YI_{ zRp2WZe&M`X(pg4-Ue$3>w-mz)@W4Jdx_y02h8`tC*@^Rm zdNzPG+~yZErrk~a?Hvj);S+2wJK-60k76XUQBTc%_tBXL>X{O6O=Q`9mDN)RhBg5f z!R_=F+q9yx@fFLI#3`UhPO%^;qG2-JCyK6SmpOeAEFub%hEWG3d33Lw@!b%>8BcPxa30^HoER-^vK-2C|Bk>y3yf`J3+;+ zhLh$MZ3RbZ$Ru`YAML#v9t(EgW%+-@X7vXCZ&JV6-Y9%8UBh`r9`ri+6*S=Cx@X?u zi|8I>VXcUA9sYV|BOAP2*&K+*v!V-CZ!;sv_5A2VuAAH z*CImYR95SZ&!*Y?3ycXtfu)MRr{93OYH<|0X0Z~<+j=5z=ufv+_FnRmUlYPs_F(;NA|GeG12AHv=`EUIpe8sg|%Z#5!Bi3j{AR^?-cmbC5s-;sV)Xb=SMZ?8| z6}UVu1d&D7CW8jMQg|b!V*ph8Z;w5R9-u2ig+ec9|Fct>T+?%XM&{ozal#iw=DPrb z;=_X^ds6rQP>Ga=0pV>+MIJ9C=Yc;9ypP6XfM;kR&zJp+Q^D&oLqTC}!0H?S7K1l~ zU|pX6ALxrJ677hH(6&H&3Utv?Ce$k{9wh-OZ*!%b$~^YLXVE`s2p)o!Lgzs9cjL7B z)RczyN~N~{yR<9l(fbM$ht4`qHTt^MTm)mT?{mUAKbSOldSuT!L=Hdc9sg7sL%sI4Vy=O3#>Z`-i4ZsK@%C8 zPLKRa^_ec2Ozfe^ry##&gQJya2_v3HpUB^fim zZsEmkr~?O>h+bw@Yca@4aP%&xu9)zGp_HSM>OFvC+?sTjRkU7){rUJJCZ9ZblIv4$ zDu2c%jR-jzbxRHl68TW5%vT_trgSOd^m^0DeFS!h1sKGWH4#~W zT<Bc=aboe#HP6Yv=!ECL#OrbP}Q3-w&H zt@`l}2RJ}`%t?C!^OBBokSVd}06NX>WyQdFeEXdjLVkTW^Lg59>E*vrfh0SCyo%7` zFy8%X5GT;>1NEn$^=P&~FclDAbX6%|^u>|OLF93z(ww|~4wBwmfwc4J*muwjM> z$~fL>n9#SuQ=CQHqH{PW`1=S2z+;#U=wtZ%7|ckJc2nhWJi#062k;URm3W>f#}83;*c@cnU*S2+KE!GZssPLqDju*GsfJQEt^VXOHz+(dh z8#Yy=kdQeu{yc;sGB8@da6(gp{`|{d>=JR(HJ3(A6P*90(4?a=<+LZzK;qeZtWdUMvwj`gm}7kX27ykdThqV%dUzHf zSWovt$WeLc5hXJ!0xGMVo!Ij_tF!u5JEo}|_VhGmkX&vN7%<=?aC#vi2W>$llmrM< zQ%nerz6XLLY@ot-b?r5nCvMtU4&lT{L=>HmrrzEa2Y6#ZxaW=;Lu=^9^54-RLfpTW z?1NR$pVGA065v0z*Z@#+e_imq@NKCe9$x3R(OInn$T00t!~nJt0FNvI33VsTXThm` zz;uB|{4g@S9Op9li3dFucpr8be!NB`nn>OUp@4RJppRdNMmu~4;35^FpJ^Xk5P%Oz zImjXEpXJ3_0{JPJsW&?>XVpEHaEviAs2n7(suon#P^XmZ2gR@a!UX4qu)`4E+jk+1 zjQ8oTuNHpe7kvGuqzA%OR*=U)_zNv5Pz-YcbDy^M02Bf!*RS?Q0QD?CJ~VId?%n;* zeR5$DSqYznHh~zJQJz2!b{lbal4JesgZrP?5nAEc!mTRX!{PTg+s3r5@seT>`^?V| zKp zJM0E|G$#{4MK1CA8Gd)KO594z1_E(hy$A=m_W3oUBOb94wT6Lwk|S}msb@$UNR)yA z`Z^ad$KS2$Y@^VgONOACGyYjJOnB%PAqxVmR!Tb!<_P4`;B}1!mz`W^Cc*-x{YV_} zB?c5<9)>AiBjd0Up3R%y&PQ_{%>&Mz^z$hDzI)TN1CCq>#Bp>7gLDt9xp*MbNe})q z#SJ|+ka3OzNu`0i!6j;MKnU-WeW8k-%^xv39|w9y?LXYfMr0y*gep=`FUx;?3jOrw zwdQg}Fopwb=Ri-T1q1`po~bB5*ovL|vwOU1t00<#)&j=IvRQmlerWkeBKu0(WWPJWW+O1q>rH6D=NxT7O z0O+$hWEJGVD8OiJX8c#ZTv~K zsn@noT=|~=o*wifWsIP@^2dVE|Vw%KJ6|N9pFI z^R{5_>&I;3ixi~#mhl!X$D5-op5xx2ca#!;Fy{$uZ2|#GFBnU)OJI428-~aj2LJu>LYj?uwCM26q0F| z`W5P7gK}8U$`#nfqn2GhUa+NP0>hf4r18@|qy42>zi_Z3asbx_WhH@Sk)ED*SFg8uVD_EqyM~jZt_7m@(9Pp;@Uk#pS?TOg72(_uHM~ z4jbVl`#+0AnmwjUHr~n&+cw$v^Y)+7?JVj3X5U0WWDO@C4#!Ia0Y}>(fQ!SP__o4! zWT8bPhWhBPH|q%KS5AMHe=$$%)W^+EqLVI7e!fKgl%LAf@!`h|&gI#MJnJugC1(rX z{i+!sn0h@eoXK6UDsCXqYny0oDw0lz zcblnTbiM%;9(#Qu=JX<4d)H8{&QdrQ?{Iwh{ueg-q`8KpN9 z6ZI>(2p1xYcUN@Fl_o_jxNtsBH7+iRE?lVLDj9isObMIcteb9L`m#=PS)OpOra+cbiD_mPKcA z3fTe-5r|=jYdLjN^O98$spX3VD8uu^B54msV4P&lMtQJnRjH>#wd9C=2in5A$0T|p zU$;!jEmdU^qI2*AKtIB4vqlHp?DlPel`>wCyB+oCMvHiCc?=F*KH`litx5T(1ghJZ z^5)0)wzSS0$6XvMGT;FvnS02F?vF~+UjKC0Cc8$boGD1InES?X^@7}MBS+|Icj}%$ zpS8_O{C-ezWuM^g|G-m~#{E)O0Uw0vLP#D$6fuz+2wU(r;c~C_cvRlIb;?9_hhowN zZd^OwjkE617nx||%fg<>zpsXan!Rh=xfbxY8>P4?L7^oOvYu^0NlatvvyX|(%uTdb zW6e6+S+Vy>JxWLXi*$+X;wp8ErIJdQ8$PXY9*2{UT+}w$gIpBuqH;nO{(^vySNR3+ z<;FBxTQltK+b5_4Fl)4JsE7=-sF4j z4!3{KRz8j3}z!YGAI9jL=fR+E}Pw{DT zUPCRqSt1rffFWykDeIPl3`gaK^&`>xZ6uXX(d}~UYqX4rkG9jdkG{Y+)kF&Kh7O)f zqa+efZBzS(2Jx`|{??A+C$ubZFSm4AecnxUvW0xlE+k;;)8tbV<=LGF`%)2P;j%ND zsLJzYdi43T5`@Ky)I`Pkl6Y!Kc>Ty~oNaEC(Q!^WbSE*;)B91;K>6wl%mi;ZOndveCpjyH6SXzm^uU2bhm4J5w0RZR^ zszFWO^}5d{QkO~Tt-G*Tv3Nsj;bE+Ew=n){^S%X^*m*e8VyYYa}F@obQ>9^UmC zzr|dMSj06@j`oWda#oS`Im?+g>el9H4uLW@ufw^CPY%8|`^R0gu+5G8x@(Wv8+V(- ze9`Oob1Ksv44XSny{Ztl9_R2w!dPgJ0;GxUb&#fMA*Ovr#n|2F3C|9Dx1VjkT1p3~ zf<0&EV0vN+v%bS{-EkeoUGZc7Ro!xJ*$GUzPsr9OL7R=Hd|LsFI!Pt1j6oXb5|za- zZ34s5c3D#8zGwQlx{r)WIrK`@--AxUlMuek16^HdBY$Ipl|LsAA!N`B$uSpLv3?AZ z2}D$ya%(@?W;b+&DMmfoj&fD?Fafn#mrHBq=Y9v|#@~9e-U`rlgFBt#CkmR9`kyawg0grsb4OXYhuhzeOt!?vVm~k0$ z%!MLbd<=-#OWTNtu_)$!9bcfu6O#P_5(lCYKw^*sallGGNK+LPSwJ%2B3kov-gl=0@BP3q zN`#)qlg@M5%Jm}qmo-WRy9g@P1plK7|Lg6V?5|PG? zb+DVbvjh|U6+{y?>tF1^u#^Y7?DBTJaWtP3_H$X)qZDFz9-#UXJch-$<9CbxHccoi z84%fS>y&NLr||*=PuP4EGl>N&{j4wl^1 zDki82tW{!`uSRs8Y55_;@XS}Tu$10t%A+2{8sm;u7)-!x$Dyoc z+2~4Cti;o*dKSA}8sCuRtf1E2qtZAXqWtV!`K%{4-lMEa=N#VQiOCAr`HZg?@?dKK z#!R^mg+aMFCux5C3pYOHzR0FteF)uxduXlCAsIcRDF04H@Z(39U#`HZ?0TDZPousdY)}DGjyV&OBkqE7La_mny1_+!c?gXG|%UR1>%w5qGe!2KES$J8HS?Xc*y=4y!g{M9UFREX?=ilH zVDj+BEEqvhaF9>jzmw6#gJID<*F9IlkJXPIVp8)#GnS1+?$rO2rhWAsStMklMm+<| zq!_sZYN7?3yDB~R5%d%6;?pVZ!rwW%#MPF4^>XtjyBUYvhOWwnlY=v zrrq*|JpiLfm~P4eflszkOe>Wsw1ztPcZi(?u&OfP_sXzgjwM$srO7dw@We(9gtSNM zD_O-c(|Y9i?YB8W57M(#vA#sOe4|;+W#b(TAA~<3BeLk>{~^0{_>$_kjFGHSW0tUL zLk(-=elA0sa$1ol`j%0Moa}u8SRyj5FvjSx-J)Un5X!th`HM)DIp!*8SAn6S-4j=j zm+Sk|^@%w~rB1~gZKIF1YSUVr+++qDYL4)IQr| zhU}dye?O2~V(_^yCCq4@JGvLm<$Q_JB3Q_9N#ZahD6fxcP$P>y$b|8-^X#L-6KBcV z8wi_|LaN!X4&>pGvvL&h zoks6YW=ixDP>&qZgk}ZHOAqkg0wcuocNg%TNDPZ5>XfmIWRA4VrDsq=d)dd1qDwpI zQcn{c4x2-b=Kb?fN@66H4XQzdH)B&c1Pc_o#=WQSerhE{`DY* zgmr}Jxarb7-CaN0f`8FM;;0oSC}h(d=n@UiIj`@(*-7Y8f4g?op;b@Xq44pI^%oqP z)x1=fq>cV6tYLg>dFTcK(#L&$rk{f1Jf4i4eYQ)9m#CCIU*B8eAn7Sj<&uV% zmn@3Dpu?q;knny^O6|9cvDw8pvc2lu7*}7;^rd$1QDL?tz*KCvF-P)kF3%$&Gu0Q1 zLG@e#4&ETUIh2nwCG}4)2sC{!c_}w>SXV@eAmdhi{EAYNQ?4svD{l2rGvuHMbvdhy zDP<)+$Z-M}{hieoW^0>~cq0p?0%(4KmaD6zJ3JPNj#%p@mIik3y(m-IfG>uhcndvz zbz_H^v{~?;P>>T~obTt8e$kfd{TSi59?SCrzb7V`qLWqe1HI|F8uy5pZ!RWXB%f$14&60{u+M#0HTb>`o0xbzNOC66)ad3K}t8WF~=aYRb6rYyeOV? z8Eq-p)wu`JmyuHml7H6hSIaqTgN1~;Bo?A7ONzyY?jva0tc8PV^<%VKd^d{g zg7yTT`TMo!dmZjwBpl?PJI0GoJW3)SeOPwlGrBi&@aj_z>#U?6+vwi0(yULHsONxK zJ)Od*OaE}vzQb$6*X4tP-f=YDx>?>o<*BVk#e_IX%2zjZK$jP7l)MRZ{!7fO)lEa-hd+K#2Uad_>STJb>Yj~BoYJM6p5 zpRRt#edJ$jvzB*n9u_RRwh_xeSh67Bo3#O*?UIa$oinR9$ku9OBYbyDbXEN?ardoN%61 zE6&43E2aaS-pVVl#deEU@ZOOhoRS!rjr8|8tUkl22qd-0>YtiEaeoEy5lQu-c9 z>_%5wSjmC0bHi|A8CDX?*;eR=-BwclJ{N9kWilO2H$P~-RBYEpOl!Cbjhsi{D}DW2 zJytDeW7Tx#==}MST^Q>0izl{|$B#bJLzjxb^{|+w+aZWWq4K++)U(=SQ1x&>#;Rl@ zvlZ=Ec)54+SGwkjKqDHZHnINx%LyrbHfq&ryZ$0kq~VXDL2{FQFG z)NTbuY-8jPO5utSo*Fl|?EUQxD*7}jV2-Uz)4>&8xEAo6ul4-EqZWXt0t}MX*Ukca z-Qa;qn1zAOa?JwhVxDF;&Ex!w>~NKWhU)tl<2iAEQN*8rp-q{8piOEr(khfvPxPZV zM_NRE!-iZExXm6Eel_a}tZ=7B6ZfgQ!`=TPM?ejTGiFvOmqh#LOl8u9`Ib2Mz}b}M z2t}MEpYZlkUx?eWY}!5my55(V;byE)Lvywr^*~1Q^1SO2JuP7g!ra*9q+uAg^B0h7 zB9{S=ja!d-04VSN#RC)&*yfJC_;L_~Z!%mx*dM`P4*)kfJ-ajsxbxK#GcZG(_y3}s zQ^NtxFl(E@6Ux6=21SVYT#Ljue*Ag3Rv!QqTPyWOI$goR^7q?X&P&RLbGhT64G38a z5Cm8%Q2qW(CJogEunSEw|Axok4nH0dd8VW%@cQ=y?#M5?BK4@Sf_3dhH$-U~s(=e{ z2gBV#px7~a+5XR&3H0PdP$W2t=?wpiEHlZ1`_#0$_WygE+(c7A0?>jWA)w8HROX^$ z|Nr*C|LJ#g?*c`SC>22HfHxlitwcoV>HskDPaVELruD=hq5KlzLPR>ZfT)6TT`ws2 z--i$ZwnH(6w_s*DJK)g9qm~`MM1(w&lZeOQ0`i{l8=Q6)}c-#dI5g$w%M_p9DA(ra%XV%b5ID za|-mJS)DwA&1t(+0r$NH=gH@+okt)3fR{~Hh;Oi({IKy?w5vi0F6z<;g9a1Pm(J1@ z1IJ)faM;74s_>UCLjd!dP=dd`u23|@G{C7?g#N{IN$&Viznh|af6!5*cdw=O%zgeS z#cB%?H0}=szcosH|2;{EQXoFftGyKZ_tPtsNK`PoyDNTQDa8P_eHeNjA&nnAFao5a zStY=aI$#ART4eAP2)+LO$p7OzqELJg(y&+AfjT`?Tt=!pOw~ue! zze|b<{R8j-WO8LWKmMI_YJ@-mb4w(YAF@*SMg+(MTfspL{y!4eCOBfAavSgu!2f*c z|G-@JcQBq;~#g2K?{W!ZQ(XlOpSU$RE&Bfbjg6%XdnEI~6%}(FKO$1tj78 z=S}l5#q>BWOAYf9uLM}E>E3noD&nDuPyPm)E3(($Z%!S+%NziNaV%c0U_pPUhoBe$ zsWFw4+2L`AU?ca}k``>wfge$n;h6Q{eMjQ#M2Kcv5V|TZuzmRhh`|O*npF(_4&a)9 zCh#7>BwGN!IPNrq$p+8`r#3LB;_wmR9s-(suQo~Y6Ax+T_a8wl8dY@v|1F1ouk1n9 zCJw>~TEG-Jm=XY%!55BArDa0Th!(H+L83f8Osmfs5z;UvAO4WW8vwFqv;%tG@QZB0 z24=R3F-;URA1IJ)8n^TO293<1mEmY+E%ew_Mrb8bHK1p-iq0Rv97Yrw{rd%GZEbnC z=fc>K*>f5nm?Xd61|16f-dDvZ36u5NC#O~48%{Q#c-K~(Oc+!FhPx*%P)e&tq?ok%2ryt&b)CR3~f6@8qee5jtJ=We(SD1i3f;mZ-#R$ zY=YeJd7wHPt^&IE~hvMG$5}QJ^ zzh0Wvzq>DriCf!nFXkAGkC81wsID4N@M6{;*f^n{=OTo+9Rxchspm4iI_iNBEemQ3 z8%}3f)mC?t#>oc&xrDF+h+~b*ZP(m?wkjTPgG+I?0agRSb{W7-#m*l3?s8D#x5wRY ze8Cs{ff94M{9G52ckFcNO2eiPR0@Ga^oGc0zLb2OPXu!gl+dL#efnwrAL2*aU#?%& z-PqF4!_nk=`D_XiU@}Rmt61FTAAv8M>dSDk)1X~H@#VPh*A~`7-owVID$27o1#f&V zLEODrotpT*55ckE%J1w`Ffm0Z1aE|$C9HfdjelS2ZUZ)nb)3yNP%>B-2@vlVekB@h zj6ZYP%II0XJPHm5yM@@qc2=Cx%r7fW5O@L0o4&1nr$?3>_*izs+%i>~R_&WHf=Osg z3oOUttzOV^&jWq}{-=*Iex?vL=ZZ0Kae4+!@+dtrl5P2wekXuaq!)f8(t2Q7AfBitiI?yjqiF3*d-m`o~-+~sh#wip8$ZF6YtG(Fr(b{c_rg}17)mNu@EAHzGG^H?$lpU}YB@~32yK9LK-3!s`;8;IVgWW-#H>E|- zdyQ{LXrP*S%FjMqb2I(;?`4r=cB*=7Tf{1>V11;{sd7-H)aDINqO>PicM)?dOiNSH}R_&*K`9 zaXkkkDyFYi@~8_4KJ>zd@Ijr_c6l-AJ^xsFjqe+#LSzKam_xImXD77_ZqgU5+NI-M9FjuPVPM=}>=@D7O>B}fwgmOREp|6hO_#&+j=~-5E`B@9v zmhR$<;(J21k~gV0)`&Yur3QC!-%Q2ynWx--M8`(~--#M*PXxeV_etn_E$SBn=HESI zdm|hMMYgg8_#tOypO4u#pc915zR+Ascu5j7b*5ZrPSg)BJ}2poQd>@X(pimvTU!5niif)5x|A>uot#kZ(QH-9+mTci5!CA`wyXOILj+#?A4`ViDBE+5FM4!+ z-HwZr`s#q-y#x?$DppwOJMEIe8ny&@o_LlW#Q(_u0a?u-R25%5S4mABC+)LeF99Bp z-6DA)koofJy(HtP{h7Xhv*#_L0&D>gAoZtC(LPXD`Itc(0e0Eua4lfUFhwtkkfugE zL$^X!420-?SD1wGO+btTR(3ZIV1_*T$d1~!!Yu%*282~e`ARS?jQ9bKyfxg-PP7l~ zh_rn*Dk@|~!mZ&97-|1t*%q+iWqXpZ4EEP>aLNBz4j{_HbG6^L4+yeruqCdh2bUv7 zAh>8wMt4g!;jeY~ZCW@_M(<`sGj4r)+caL^7-$ju3}Oo$GY&8rN7XQHfq1)?PpO{q zcL-;r5Il{@cF+X+DQxAPUk?3L)t?`-*pBZb3O(iGv+aJxulWT1zINF@+822Sy% zOjOU2ryq(=(MwtD5QrVCyS7r!4|zRtUkdsf-PEKLw~_&Pt5Eow!sYvxg;@nMD@53t zOWTaf>c{xTKu}=6ZtH0Tuz9<9=&i38QuOw;@wr={%X##Y z@ahU-CQ&NkE8oZqgI>*ThzqVVJ%XW{8>TNT>+xNZ^2Xp+3JGL-2}AY@jBj31IVsS- zNJ?jyJdUaqBHioW4xoG;w1Vw1@)E(BICy?p9LMdP9dC&pYJ9C>jCeU)IqG(Z4;i9z zpN!^qinp;@El;(R*C9?XjtOQw+v?+9DQ^;see?)I8$z%8WOG9h(LFTw?T*P*QaLrB z&eQOhVqE+9`{JaMT&8s3LINBBtuX~VC@vzRi7kA2Gyfu-Jpir4Jg6Kdv>c?z*vEj7 zI-B6ceHv+;ps)#&5$?zFO3DD-6<)`$IpHRaW{ms{{?5t(5qM_%qz^;lv@|@1 zhH)wy25XS=X0AZGehTLvLRmah7ggDz|wt7VVU_J@fu@@-*;8DkJjE+8Y zrRsV;;Smzd#%y4$u;DpyO(T-nn)X|mO4SJ8k{Gd%cblGUJgtCFCcDg299ZJ3QU2l^ zL@39Ro%G7GS+8|Q4$p5;5lW7;4J#1LEaO=<4P3@tfm_~9pyvsRy00qzlUiy zCsE;Xe3uoHQcz`ZwDc$aES3Y=DF@X{9XuAxfW2P+XaIdER#h^+mG-V0FY(qQWIP`Ex)fkd@InilRk2Tp)!e)zfl2#+Gg(_K>8%? zmzW+5K1sl;jP!0S7I~VJDu`6s9!ujXJ%(n6b0uQU*{5tJx@hKm5aE?{snTiN;Z@l< z_6hjJk@35SNOo`aUkouN9^v&mK4#-y_ePX)ROlp;_W<5)$%x>=IuB$4FC@9(G z!owPQhHe%|`t70s~UK`u-i*?Wq^1QGw9T{k_a)OCi zGwg>fYAw}aResVsQKIHmqz_LzY#2*ck>Vfrb-6uPJCtZxNvK+b+TV1j#O>v6(k@6g zl4q66Z?Q1ikC_g;h-i9bUJMm4hKU=WE3~R)x-j4 z&BQF1sz;pFQ5kf)Ulv|JkCZI*2p7NnNzO@@yA9(XW4_?^TEnr$w9F5O0CVkAwP`;4 zo>~1LHQiv#n(IjBBRZC03)QfkL0a&tg*RVIo%r)MM!#S3IgLF0K*%~b3au{Y(d}Ki zdlSn^x5Z^=5Up#Wf@U-_G!--8>}E7E-&AZRnyrSRFe+H^0nXXtq9o#65QX4EQjr|%<>soKAfp|aa5#IHLBxg2B&Ie< zPkqr7+_%7I+Tk>9?Q(HpZKB+)V5VioCtC=VcB%`4Av@57*V+axzlFzwnKA&GzvTrtW2t z6HOQI&99?dd1uUGVY)jZv}|*lBU2GL{eH~ux-Y+ep-P^4c#-CuGv|!9mA(7?B(<^v z;zYvM_tf~}1xLuU_npgnYMLsUb|ni?F4B-d5AI@sXyb^za<^L78aYo2*I1OI?8(b* z81`a9QKFe~R7$Y1B0?%4Y~dO7DUKeI#dYAIZ||h<_&a*nD#`e)N2-eRK^ObILE0XN zFFwb7Mo*%b(p+~@33&6O1kyl{mjN-qkWsbH{3!L>lHKc)U468)#hya0l2)v-s=@t5 z*+>QRcU7+R3>|mo#D`|c%5Zw01Vy3~^jrFoXu15K3VFa!`ztormpu4-idSzp$LJxONehsbS+jmPBkLS-i*H}#kG-wq-@_$Ih@ zvNJ{4w6MEYB__+su(*|~c9JiDv6zMNRV*e{QLiz~Z()zA&bmiR{xE<28CD>>D=p+> zrUsm+XNIKq)Al$8oqxqis@6>PNZn*RsUEISccR1G^N#HLp*=@bg$tLKnqJ#;ITmIubIh;v zoxjwdyQM9dO6Oj#n6wSMqaWUR!Jq5ODLW-3T`Hj*as+D%@aI0 z9w9I}i6&lPgT`W+VTUw@%k~0RamJlOasO(oj88#a_4f4YI15G{W9hZSXK?JXeb_0f z(UC+);kQdxma>%b-Higwv1KviuiDhHb_QDR>9(6KVKY|Rc+Njc<(y~^RjVFgG87Sa z{qLY*kICXB66fxL9$k6$L8C(2ub4nXR%N+YWX`CsNF%2z6%1G}qvZ7bKTnG}e|0(6 zmpmV@%Dl!hs65x1AdM$0pw)P9c!92&DwBY5$gy{Ijz^l=n)E#g-b)hq-XUQQ(Eup9 zogU2yzdM>C;wSl#PA{1bzXnjad{^V}Uu|JV>)ba+b{c;C6!DQffd#qh^4&>f9DNrbU;VVZ zj6~w2M~?j+n#Aj@`cl0wwb{E+%PYwf@EYC?ytX3I>pZ^f>=8?-GaB8L_n_L%bl-S7 zA6frOs!TcJ2?8{D^s-m-=0ML7?*fIQA z)`ql2yc@2oHR}f*dGe#IaE^>@WarUSqp=A;o8%fr7Im^1RiJ5B&vuYSK6&7(UKb%* za4p(DP98F@^Qp*9LQ3MpM0|<_bLSaTPIO&*bT_FmJ$w4 zpCelr#frLU-~Um>q`-t?(3}JjL|$V!UG2!y+_ZSz+c{DD;Z80}OyGtZc~69P9VcwS;P6Ej?OpDE|n5ePUxWS4|{7^jVJ*1fpj;a9#%8&#BkY8-1Uk=pBseIlkQL)qFl0OS2sa2DOL zLr^$uPRIV*ia0*bV1eE4X;dQ=_i_1*uv(9d>LmorJTtKBM}DTFAo63PVFDJFU&Rb$ zxfEoh4U=1Ont1$PG$ZXOhit@%ZHyFa3{&iWjvrEpS7;rJG)FX(p_l4*gPKI~<@Q65 zSBc7v=f#)IB)Ju0bhOeUSlkwSe)2J;a{8-kH`-c0`mW=4d$M+g-E)}>{~4gJ*`jsF z%{k8Gf?;DiJ+hm%5YuvRQpG$BRHOPv8yF*9%)*v@&y1CZJA>M<)wqKoS(W}PKGNPn z>0b==zr}mKYzX*I7WrxrD`Mc~%f+!Ro!f)hN4+Mgzwi{r#7TDv=%}4vTwoN#=u*uI zb98;~=h(~mQaB=HHxck*p*AnHGZMPg7 zEiZoS!jQ-rrD-Ed=f0W;Oe7ujtN{pR0THE+16|LE{q<%;_c^jPaoL<@w*sd zPhN`@x-=Mpw!u)(jP;s7sVa*2?&Gz!2FMn4P|PWN;r>BIZr0nn=hk&&vZE3@Om zKMuDy+z-*B)S`ZQtpje0Lb<%CR-?tnQsoYGc;tKj&CBm@RAI;E-qn4*f{-F&@e&9N zy{Na)L=Gekdo@oiI40uad25AJmHwT zRI%dBc?3`R$2MK&2e~U0($;h79PYFxnLpE6=Vc&R81xcXP4rT8U5BMS4ZP4RI`7lY zWh5oh()__A*qyiYJh?Q$pZajExKBPTDQO&}_RP$O%;-neD1JxVlG<0F;Hd2%Kdcm?^imW9K}&OX`^GO$A&TCbef|cf4{NVF}JnU0e&|2XdP<-5iE zq%ceJ33@~3fA*4u4AEu$YM?WIPJXeSeb6!&=EF`~&!_$baOQ-&H?a=h*!hFJ86+LB zT++M(#5dhXjH+Ef4Kv$ST1!4FJR@3t(~^g>cW74o_7}_EC%*NOrkv{sU$c$+ht&wb zcTw_RjSWF#@sx znL2}S$9XURypU^iRhyjq;w62g8o6~2?z@Ip_b85=d}}+FldH0LjQC;PxV!I7R zBtOTM(Bu1_nbSW*RzJPY&5~M@O#G63mpvViW$++^1NJ>Pu>5=P#RL&IW}llxpZ$!0 z^-xacSh@Y@iKMsItip8r>-v_B&t1Dzh3^TDzh1Y9cveY@TEeI3FXkrPxh&K6P@)R8 z6&%|&eG>M!XfK7cSyUlI^e3BnQA`c3c@OHfspAq(kBAAo3aqXIU{BL&pA_C%)bb@U zFnu#Juf8Q*WvE^gg8GU*c6DzH#xJrE=O3N)bHiFRx~7O%bL7>?Jow{CzNp}myN~_t zr}E1C-$7i6+V>Dp(7f|$O4N+0(ZAo=)8K$c(EmJ$ahHEk)Y>~_hSHP#;L|l~q`;b% zcL!9l2Y*IZjcQoVK$+~H!}3CVfJM^oS42A$;Ys0P=( zY&8;|k#?u@o)$j^$S=%dS>!JepUpd6i&BBzZ3%oe8%eEv;;cjU8KW;AH@S7~r>dni zJtiN`3wg=MXhko~TgJh^Rz((Sp51|}`Ise&3LG?sXg~UuAMk9iC!-6E2SQSCG1;cL z)Q9F}W<~=oP(KRF&#lg&$6#FZb3gKgsE)OoRW9gc`d}MPkxb*n2p~QLM8d1YBHhu+*jTMREJydCve zEF&4W-a9u`U{7`MQo0&FQ+Iy-IK|dfp;K&ssH($IG5c3EP8J$64@_0uM>T6&WtRX~NeN-@VDCE39d`>$Zc=KuVyH>af}@gS#6n(iENg z`b_m=7mdL+eP@4wHiTfYXEkJlMM9TdrHK(GaR#-8t~!0#a`BER7hSSPb3n5?4pF9} z*sD8F4oq9HWBur;U8P&q&DUk92_dOgS)1B5llcz%>)B`W08xx!q*GX^UBF*?5%iRtw3o38onvnZjlG;Abje(!jCS;t54Lrb7X^2bn7wWa{O z-slsu_@r!T_L=IH8`jwBVB}Ln3f7XYFAZF3(eY~}v4{INqqJJIBhgy0r$T|ccGN`Z zwJ*dIIS#jlb)&JE$0=;cC;4+E7t`mL;t$kAMtef+UO49|xyNaz91iohXZOtcaeYcO zVkU@&jc&SMD(tJKZiXVQXWG1KlbOFOoQPJ97T5lgozwWqGynA>!VXU-|aC*fU7 zeSp2s#oYxI3$`r@jn&-Uf>ev5WPPRe>(VqNH6Gf*g{!@8|E3`#t2Z&853(%O+sd&> zxRPQ_mXnJ7oO|!~qv|X8*^6{VLR7oTb0U$#?){{v`x+`(Zv1tktQMPwa0UfJW+hmj zpU}z337NFsNDf@8;!@)$mR-shFX*+G;PMshQJfvReOy>AZh8NX&XWIgeSCCm2bJXT zgOth-jkD>gpR8EQ$Ns<4JN!Jm%V0E%cdt3lz76RyMM`U)A2rnjTaR zpf+f^XNbM}Qq)yn%JidlkZ_%lbWxr}r*bn?fbJ<5Q9*4)b1WWTqs96-%aiYy5Wae= zpv!TA^V{6Lr(A(AXXJAnVYm3~8aZ4n?$gc@W-M#StU(@&F{Q-@VlfB#8_t&(pk3$D zVRR|(x+O!Lo7G^Ml=ht}`1boRJ?Yf;$DuP1^`Bkhk@mm0rd=E@KE<~$Kl18V6&Zg% zT^G6N^Um0!NTHt9Y4eby2WCIj4_(Jt>CC!O`=zPy@uR}eS>&qm=PUYUuC#C*XU zx{V*+;ZIO4eeG-r)nJk`i-10jV<}E;+s-~U{RO6kgbdR_V!G`jI_E?dsKLud!-UMC z@v5@5wUhd{0HlNbDxqd0MHK$b5y1rUwMNBmJsKiS@r^&~6w31XMyAYGD#Nv%RB}3F z(>vfw5i*722RolBRZu8O_}AVxLGO(dw8)VR^{7-2D)6{s%N2-!4h31JgK`m zAEA4R=+Df|cC1$+#AlSoH(LsHi@WK5ot*{IN`^W2QX`8^H~mFWp@mP%?4GP-0OQN zFr`S-45JNQh7sIp<-L3`r#JlMXPyC^9Pb(v1U<00M(iI`T!+$VPXL??LXrIvvh4X82wzx5FTt zm@2xK-P$rWdr5d&+D^1#*)NZ>`@ryi_*J@DRc+SV9<@(*z?~JUf&Mqf0#SGv zoO|l1hSGK!K~Z6ul`$zd9>PG|QH;&o&!=_ks(Je^6k<`~{sj-|2tv72-){ng`3h6w zth>IP%7@N;LqM7EkFh2x&t|K?D4Owm1C>Aix+D|a&3bN67{Ju1qBeZLQU!7(o2hWo zNH}H>4iiPdB|FZR@-{=I1JCL=#F}BaAv35>Eu@IR2yXD*_rKYg_~tJxx^Fe3oMHOTB)Qk^1IJUC1#f`fa^vU3-~#QA8sv2 z5auwM1#dV@{^3!b5CWflR$ppU;_N4>H2&Kl#r-9`m0MJRIUzEEY?m&W#0Avx&GjvE zbYvvLvvm}GqK+Pxog;1g*%$c0>GUF^dNUj(&H1(tM{DkvgCY zOa%F(i~0e+ZaqxIPFlaq6Ph z@v$SoZpsUFcdC<_suP?_5z2l1V3?#`rwp2?mT*@=N%Ah`&fJMf_M%3RTv-^Y8^Cz+ zc3S0nlWm5kY-~GKD$YW(T>q+*JLS z%Jw(&>OcNlK8it2z@wiMP@r67NF3_5%!)!^+SjAIh{#|1k*EdDSNilN`TOT-*rsJE+R4F7zzBw)tz+4e@L=T=8q*|9fYuh>#*$mITp!G3lcw= zZHMc?tjS&_Gxl)gyXc6j?rX3IRwGT1Km3nfyb$sY;*j8#zG?jrO`1!QP;xsYB4qvI zca;ldNMC#H_d@yuWmY;>DRjk*Bn1O2!pK~qv=_lBOz9l#(PQS;@lO9=d*2z>RMti- z3L}c5QWXR&^g1d{5D=_%kWK_f5h(#;Kzh?4AR-9Tq!$MWCG-$VLK9GW2_zDFlNx$J z`rVnCZ$9<@z4zbeuRNT`WS@QBv-i8#yWX`BHd>Q!1p_Z?MU6Y%uYG{8eH8Kjnru|O zVC1DY$A#SYcdB+2rfWJYz_O0ptlsol^4eNJn|BmWcPhrZR8RNs^ixawNjO58mRXhS z$(V)h%s`@{P7%Vh@eQkE!|OA3xfp`|&R(uRlKY1HGlx6QJcm!eI7EBl5DmR#{2@eT z_skc18v2`m4DqE34Ffh}suy4h4T3N*l6W00Vibs5ly_Y)hLKc`y+(auaXJKso=ULe=&PyziP( z7fWNRxxoHV*B`TCN!ZZQJjTE-{+zVtQHP+@V*IqeOV!44REwAl_Ds1jZ$&?wdD*rn} zF7IDJ1iXgYl7;~hzK2~OwrBs1#9_3%I@KCE_9-aHwM>6(q&%55r4=$4NoA~Z1N=AfJsZsvzXV7636{da*)w})TNoQq~H_&ynP1rN?qktu)cWVJjn{7O219^pyV z)H<&wgyi!!El%AB5;)BBn1(*U(~I|5;0BSP|HtgaO{oB zMq@z($87l*HJmG%ls*p>lAZBbP~Cy?r!0Gtt*6`yYe!OL zO{6$Ef%5di*P_t&VWjueT!PeMl%AF<(E2y365WDtEc8FhGY4~_vjL1@-iMjlTjl3I z_Ttx+JeZR3Yvv^$=(1&fB$zN$-|K${HYe~RH9tkSTWGyLH&z#==MCN=JbN!-i|5T; zZTWj(87#fUXGx~S7*V8^t`v<6u$Ad`UjPsYR??iX(ezs%K592K8}rboq)ZBvN?@@! z$r5Wgz_36wfM#|Hex-LI&U<;d8t<;a&f~MLt9Xp~?}~8fFdcnfme)Sr8=b?4L0>=I zdAh^p+S4}r49Z+zD_F(VJ0RZ&u^wy338@ab*ilA^jO|Y5;!u^m17=E0dlC4U&<{Ye z&mTM>|8|NyQD_3l>$(oV)QR5&?0Pt-ec?;I&r*1^51{C}0H1F-IBWhnKUm?+Um(uy zyO+*aEl;|hm%QYXLD~kiLQrB!?ACD{yWPNVs$z(D?ShUgMchWbd?HAt|bN79)}?&Ro9xCwz-}FUb)oK#d(RH72=_ z2X}O)H}kFy+bpN0oFO5kEuvsaS+yn+ZiKae} zgS2fA`(2V4HD3;N3Gsc6a27<>5lXcr+?h=xa4#69-0ME%nWBZ;^RrRK=0YjH#cx}- zdEenydqrBy7hCn5(`MTOM0=flpRgHgZzmtO)qSwb*A zfB+LNptTkCX0=YnvKA@;O>0(YK>^@Ab`gxhwO9F+ zPmBG!>7CzMa*WdNt}wB0NjK{zj`MP?!i&~W*wmOH*C~9^3t9J&C*>9i%fG`P5TjtB zMJ@Y)3eUmLrC2yq-E`GAChyc6=v=(F&uyLS8~C%+er#Emw{WVtw}$7qT8Q^DoC2NJ z#YR%TG4&41ah)Y>&@^_QzyJC7{qR`W2>dfwY-R}@1;sM#@kB~QLVpOe1CUF^&Zx?g zOY!ejhQr&(k?ebwDhoIniR~!u$DQVZd+R+Ky5Ig3lxPr(FezV4_L*nuEzXQ@{0{iw zA6Z$$)MLd@9@Yp8xh*9X78r7`)|dM>^ShNfgx(4sd=-VwE?=OqYgsB;q1$)1FXB0|O1 z=|V}+$>32foPY7Z3%%XNS`NDdw*KB!sW(HFF3!U%?>HrGbTZ4qQdAepqog>9_q-3$ zOHiGZC8zJTL1&<$ z_RPGEXsm5_tg#VN`$_JJgmk?Fs%Aqk=hOC*ij{B#oT75QB+zue0qqF-p4?o`2aTm3 z?R}>*6QAvY-KRX?tSS>O*KO)n)Mx4pBeyopsz95iw9uhwcAG~&Tj#73#~Lc5>dr#q z?53&SE3sqcKxAIFNargEiciKtA)fo)a?2oDl1Eu?@W>1TQok25Q!~NSiIp9NCR62z zl7bU*Vf#m3du{YvLs5{4Jj#~&Yc`FNl_t(Apu-g~UHk{)und|Xa$qzGonn#D#b?UhDU#GLCqTIQ}c(tk-L6+06OyXtPj#n1o0;9Do zIkZL0vF`9tQHlxDfn3^j%j%n-=WqJ&2!^q8XZ^hR(Sb^gtBdw@<_(Ny)ZejXzI^`U8asIechXBF@35)6*p+;4Wf;{$jUyV;0z4&kB zUC_Bflj+UgnL~)Wd@oF6y~hj^t|x-avui0nhVwRM#coQR2x4by2=M8GmTzwO3|q@L!_Tb1;y~Yai31Q2{ZSCD~p9WIG~% zdjuF-NkXq6JioQYjRip1^gJpEatkEUG21$q#IqqP2oj9KI+p`G>EZxBwzI6ZA{^`T z>WVptYw27kOXu9j_#j_*vh=+n7Qu8%6 zT3XT3W1I3FERPVR0%FG?hM}fR9xFMG8fm1rqqJtqLU)AGY2lZ}b91Xd_6d!}oO1Hb zjNKufov9vY7c~y=dneP;2-Ev54ERR~vcmjAs{@Sa+8FId)b%gb-sv z8W!DnYd;(-MK^@Nn(d%-#;&^ZXY2+b@}l7TDz+TXol6m1+d2Dl{>tauuI9)Vb-=P% zvrtRBfIoPG(o4DcvHB_phedw%)PRASvRIJ+xJ8}|iS+oIYLrpQ3DKD)BhU>s;&^`j zW!t{CF82G651ZpIIGX-$F7=?b#TuUmy?s~4KEA;GAp^M;iZES?4~#oi*8V;-rinW% zx`P&-Iq=P2GjBn4#T}nm%iU9NP&t zYsd*9*bS5c+jYogPvF5}vbv5$kJ-KREqU6mw)EL>4=b<;wpWq%%kPGU&*|T7NC9xk zMRV>bu@juqqL%%!bPrtEif`Ky{1s&zCZyaJ2bag5f*cRpC25~K5*8nWIwg_=;b9WJ z|FF@^CsyTQ_Cd})2Z?)v)+6KlQ4e%l)kG!cJ=r){@g-se>HL+W)yDRpd7iDG`Lb%$ z>G@*<@d=!;I6Fj*ZTOfpSX5_hYphMu*OUnlO_F$DEle5Ad+;5y46zkOPSxHgvhn6c z8L50p^fyTi<3~o{#Roei70i{{j#Itz68R$NbQxbq-6IoAyUP{ek9`gmmJy$Fh2e=V z`RqQ-O~tQGyP{^?tM~!UvWVkot3Y>N_6$GAllE&7A4bO2w;CUKP}YXy@t0giRxlc}vy?3vy|8cRU+vJz*mkveVSeIu+57{AqCVaFrp$Qt7YS0v zmKR##`=0_5)BDdF*i1Y-bci)f^|rG9Bt}zRUVk$9sjRUHfD<&IT*2(WMu{$F(3e@6 z>^@3knIah6t=MM6r0F9_d3b4Q&Ff8mN2!3Y+%TYlr=PlAMlf@E%PAwi$T zPo3&B){CFd3hHJ_Hz+4pqZC$(%4TO;a<>g!g%GlFA9}Z+P@Ji%yN_iY-(~iER<>t> zjYC#8>Tcq36YoyL6_cQ-64BAe>2i$*TYTIoF+Rl0KxTI+2Puk zM~0BP9~0S!_=L0rY))B|LxwWcV+%ho11#>$#!jE_C(x8fOd@eFS=#UDc!?CPjbC{7 zV4qvTvwVX*z}_d`HzwwqwhIoDK{rS;{n{T-QL=}@IlfP@6%v=U>N_nz(%i5mMCsW0 zv*Y%6hK$X_QVqFeG~EG@_E%WB!$4U_NGIvNRI87YUY$n>b^xH;iE|Pz%Q4@7*P@zz zs+&E>O-Z?pv{AA|Or7o|vMw@R-4+NR#vGlhJwuU%dl* zntQ%wY0KAq8)*M<%W_ndpCh1JSsYpj_S*<}4Nfr_dpcH(@4fOKK){qT9@S9}|rSo_%D}Q+4 z1q8kW#owO0#_uf)YzV6(;+V`e4(=cM7svQ(B>&)x{a>80)6*RDP6kl~dMN6d8CBQ$ znJ+^&hblJ6LLk@4(*IS3o8crDFP24V1aP5Wp^i)$HuD>v1B%*dJG!JSpU2!eGR^Vd zx%>-yyiR`s*{WQTEH{Z2<{EX@>89)D6%P`M)3_vo9#4K$d3{XvfT0FT!Mf|Ej%|RkE@P{-1 zUr$mj34qNimwVH09o+<`s2ON=eQ}dwUR-`}GicboEMwh~s6h!~6LU(Eb7>jOomb&G z=DD#jI}B9T!|i+iRCS#E5@8zyI;bTSh|QpbZI&u()TSW*L!44SmOiJ(YADdKRhR_b z>8@1tB#^C?MOkcqCC{W}@N1E!-c zcpVR2ZhuIIuEu&ZwdfZ}ugb%dP%FLRTs27*sSR)>L2^ci>)&1{sROucjA zdA&pnKcCa>0N^d22g440zI%m6IZ62w-A}Ql!w2#<*7HcaGrd6VI&7YVhN`MwM5@1u ztp90hULHSfEI>yAh%y@%3Iouz%O!yJbmG64ISf>~bF72^Hw0P_Q<~VlRzYuhrL+U- z)nwl#JOdj9Nea3=O^h`&zlnNUAvf zs10;+utH0#j775D6#7A;eDtuu5`itha!xqQr3UT}Ag@6n+ceh{$~ir$V?W!IanTb9 zqrgGmdf)(n@Fyl`x90kCKW#snig;mI4Ju?AD# zcy1&0w${%)0nz39@ouOSfbp=7KcQx}w&p-Up)u~tap4B)bpn2XV z>l&9l)x7HceYuOLkKE{U)pz&12Chl{b1<_&U~vN!bP@+2oDPp66O{yV4N+=qzPl@* zo2gcFF{oX&lvBe(CYf)&cY)mZ`=*f44|_nb{(e4owPk&u=IHrw_Ygltkso1S>beGY zuV~=MYdDU{RHOTVvF9JQi?^kUG(-tr0<*I9RrfrbRq)X*aP7T0L;yj@xhhtTAay5%D zKzQ0X@`Z*g*&!|M53uelqYDj$47a|FAwZ9&DU%~BM77K)qTKt=zHdmcByyOw8AuU4h0 z_9RbMzeJX$IB_j{tdO6!$Fp`!u|kruV!**ztfL^dtaV**sc*Q*uzbVNM4*5WdhC?a zZs7n>*}~`fwij{AJ-1md+yhPR72;-llE3MsNWwaK!h34=igEm`mdo$ z@pMGk3hNvNVw(Xk&S_n9ALdAbrTQ)R+?XoW$>p+3=v%@ZZIucAbtc6SH*=F$#p?OR z`MTzqtU(3U0(?A*uuN1X{V#XXqM6#qU`IByAJ;LoBr7GIA~C7ihJk~JhQ8<< z&f-ARfCk2H-k4Z1NQ{uz*6NfhRxFmp25XL1eb~?l>^DAa==pS$W@W!XT-z=#72VLv zbym-{te``0r;Fk8P6l9KhZGPRT1jDg#k(``lRssNQT{h`&2N$EOz4347&_j4W92ZNi%>e!R_C)rvMPQ9yQZ*LHSs!o7I=-3cy0^3G zHXLCjs5hSu(vovMbAjwHsI~M*?PWc}?jp}B_l;I2KEHDt0s0t8?36{|G~!fHv+sG| z`oR6n`IfUc+zW^7x>o*5O-;SNOl;yh@_1^Ns&^9I%-P28hMk|~*NoRMv_F8?QR`rf zfXHxvf+_++L_uV-q-KPPUJRXuD~v7m9MBA~_kUa?IBfzQg?8JMRfrV6(NZ?k6$Q_A zdLJrnXOL%qIq39~5`Q_hU;_(vHHD#4zhAr+C<`+?MQo9OHhOb2y1=_p0T8AZK~%eN z$vvmHB!FZ#Jkal#y*nzhR_-E_uGb6U>dRv{t>9<&*Pg!R zly|k4V;p9RPZp`cq{;=~XK)fM10E5t)US(2x?>9es5?BpnafxYVXR}}z2LVRnNrTP zJ9=~xRKhCwPTmW)?d$$5BuPoWyyZtkBsyP9DG%M6@qekSB2iisyUpch$p0 zO-luhYZ)l00GXt3|CaLqicVB`t(*`NGA7%@_iH9EcnzEi;$G@;{gl#C(^$|pI7he= zwto2MF@v2|8b7&~B(qrvg1*?c* zRE5|7J;*+_KS1*B*sUoMl4@SzlraEQO$LGe`#}1mF485eZ=z(5TYyd}ARy(D}G%#+Y+FT=0%WS|Ky^nJQF@k0gWulrAZ0KO~wk~Z$w soBrRA{BOE`iHZM3*Z-^cWb}Z>r}m?}|H?7SA@EQ2j@Ipbl|K;w2ct|36aWAK literal 182545 zcmeEu1zTLpwjdz{2@VPFPH+j7wuBuhLs+O-+guPRd#ePoq90>^tTV4*Rj)e5A2?+^#1RWLe zhOQMw1_|lO8*3@4ck)tFH18b27S^`rNJuPkrbb2ta_lSv#>PfQ1EXxL&mG;=Lqj9g zjr{sL`Z~rtIy*)>GE(&PmPzoIpT6%x%2Vrve8P&Pxvl0LDC72>ID9XNKM_%mi8A8N z0q6dehg6<8y=q2tj}}UpfElhpLPA35Z@Y0CkBry+Y=DRrS>*XZ))SK=so76&_8HLc zkhGNLV)+-E~8_8d;e^_#Y~Ly8U0gwdQ{YR?o#jla8N?%^JYndv>xbCQ6nm_uto^+Oyv1U zN$MfI+;WSOp(X4_M$2ele$}5n3zH7BN8|Q2WmVx5_+06cK|-Q+bpQCMjlI1wh=t|H z41av|ns|KlBYryC-rZqOgNu}ZpnJ0HUS^M2(r|Mvc?)G_q*sVCIugngGNfmS(i6lb z{)GHL$}&$_ke>ea9vKNK#2N|ZA8k|+_dmZ_#Pz4o-}k5SUy#rcPXvg|JqP)pt)DgJ zJpE@Gc?401^j1SkULJARFm*IHw{x-rJMV>w4Io}%*vn}n!8*7=SX%=|CknHf?R)UxOh0Zx&8w-qO0hiw<7PX-OX*afz}|z znjyvz7vvET{j2@|QS+Z8{!34-|Ln=bFYsTw{!7*W-t~i%xuX;qgc#FV{6F{WALIUO z-^VS#6pWd7v=hoO%s1EC{})m*hdO$pz3?X9f4(keorhAe^~y$ zBg#*{2y;Gr&_Y6bgCq}p``-P@ekR7W@2}ZMH-1*h-sWvC>HMYV*ar9&sX%qs>KEE_ z_+(av0W4n$u;bO^p0|GCuL6>W6Ab>8i&vK{c;EDR=i~@2x0LY8UTGV@$7+XN>Fjx2 zHjdA&xsAho4qAyxffxj|G$=v-czDQ?Z_v@7{M(1K7Xi{h=kciwjoRSNJW-*4NWt@!_I_g`@O{~hmgKIVFHlLXxz zwM&Q|cRZEU{J#;$Kgnj31UZ7eT29ORq<2fJtS?3d47~EWf)d-c-E7+5?i7Wvl{c8c zQwGugEs6aT3W5^1Uk3C`Je(Lm-d`R48gE?IMgWp{ycs{rZ#pm;IN8{WlLCN_3Tz3T(lAV?w4(ff;d?o>SXQ^;e5d zstvchrQJUuOCt1fA8G#k(Vx)%qzWiVHV`R;EO{PKju57|5KYGojz|r z466DP7@Wo@2escHfLDaaJyaSH!20^E_kKWdlJ#A+8&P(%~tjj=>`Sjio2Uc;4U6}Uay3Ne5z;_Sag}u*QoYC_Pbkv zsdyAoOXgrBTV}dwUa#Q#&Gy-tTgFKfVJLFcyN%=A$;_n~mg(-BrKGE5DE;u>7b{Bd;ZoQcG?le5Z?F zA91<7S1{SibcGWO!szVp4j>KE)V{T|M;OKCEHVQD)^ww_QC|C1{mbW5suick6|I+KTCH2U4Ap3wT!!bl z#L8z!2pskUQS91Zz_K3UTOZ9$bdWrG^3e61Mqkgt^V!)W9k(*waF!k}A-KP_OrtvO znhyj*F^^lj-stY{1&Hq%uRLtp!-*EzE%qFy_m0B6p7Zt{ z)?MQL3|<3R?-Kr*tspAFOM+_aYF=B5JlX31jj=I>zDdb}{b-3^SS!NLa9USj8_!@I zAV+tmce6!`X3brAvO%SokWwGi-%D&LI_tUsLQ^W9A98EIgLaa`uKU8@AA9uFgdWzj z;Gn7z+E)%TrJD^muRPCc-me~}u^EJ1xnrfP-F?D)9fYRpcRN+|%OPS)BkMFVT#1T4 zrEID=P9z6(^KjKJF^kxS!eHvxW2o)7zba5;DVH5qf{Afdgf|j9WhHJW!mlf@jV0ah zm(e5!zN{I>8+5g-$1A?#h20sCLlzw)+$MK~ZG2S}(H;)l?hXTsjl~)eOM}`&`<2V@ zW?0ItHmpF1!Vi8jHKbb35v^1F(qb#y&-X(XJIJDsl19q5Gr9c_iUt-R7_6L*Sc*H5 zP%pOZD1*sj4ddtD(j4ND07nlxONz2Y^p0r^=j-ok2=@kq(+Cn1x5OE#(B7|5*7=|z z*vL{Pr|3zT>OLRI%`bl>%$VO6#(kN=*qlv1g&Y<b5wA=Y#tcCw!{dY(H4b-w=xz3?N~s5nba&Z2ar z@rc)wnLYSPgn__GWRB(Wf7HHX2xOLho2X(U8gQvqcpFIZzy6S$u`ey@u93HtZK@_ z`PsJ3fdRh1;8q&4lgE~4f`Akz;mwrMT2@oG}1_!dS%6bgy3x&5=K}c9 z*{hvT5gdoEP?s5Fp`iXToWXs%Ww#6VvI8zm9nA+GVT%%Zp;ynF^%vgzMTUhQG9}*K zXI)D8!PltCpOU=JzNa&9DgDNiky?o)PkGc+^5E@pKX&Ev5B(|u8(lx6)u3>#fjGwr}{4OLgEtZHaoREld% z=%IjB6gUKfd_D9Rd9A}<(CvC1_)dsV1Utq_oI~6~y-@w_+Cp3U-~??#yxQRG{T0kl zL39DHJqeY*sr|Z_OXVbwW5xEtsG5=@qwV3M!i}!!zKTa#XJ1@&Y@De@V2ASM0z$ZX z%}ZK-jMAdE6pM-R4?RTVG3$(_k7+{)atQKEkkM{L=%J?lD25_?i!VZoRYd!)S``TJ z+K7AQrst(?e&#liYV>yqyy&zLpfol)i6JKcXeXR&-i99WD_;Y6-1L2Xxi2J zZTH)qzZIK+K{^DAK$zuh{SQWCeD+OEiwuBnZs@|8DH!6Gc2b4)__YokM?h!DTU&3y z!~RD7yuWJ;mWQ->U8_}m;%%SDB0W{^T zm|y*&{Rl4zL}y& z@QdN0m~at(n%r*dIC<-JsI)ujz_3&Au&OTNTHu0W!|o|rhdD7CY(iz4wP2uQ0Ti6@ zgxxI(o`>8zAVk^k9@kywXphcOgdo%Ou~Kw~A(W(U?l3{iW5`!>yM}L$0PEa4$|Lvw zL?OHSISWu8ix=UWH;6@kS2FxtCUpBS8s_c5qar@;lAHc)8qwKJE1Gp2L}a!_k5IWe z@>LOASK<-A^*N|R=wSPEP~apT%3t)IAZzqH)K1m8K=%$b89L{RX^!yy>Tr zg(bIH!gkNw6QQYzo0~j8#G7+L*52JC2HH_0cdp%UcqAwbuzHSO8lzh}brbD65Z8qV z^y20bK==skJly;SLt1c&^@oW^G*Cfolx`N*y(gpEZ=Pqy| z;f>c{J#m%~*{_#H%*m^4WHTCYC{$*;h6mLrT4uLR^h)Dg4j$fb>k`e_QoN0a8Yqp?38TZHB#Si%cA{}%*%JM#|M5u0r8^v z=yG}uovPTy^pg{i7eBJE z7mE$$9bdX|MKhOtU1zB56wix9Mb4_#&D44#S(FkErJ!py1#_0g$)u<88fV#5>J)pz~GK@!~Of z(K`zlC@6PSGcK+%ZyF6O1$3F|<)*uSA9kNfM!j9pwQDrjAs=}$Ua1$&Ye-V6f zADL|MZ0MFS>o{mgMU)Fb;jtbkb=LrM9OejVm-Puv7&`tLBJP}a)=)`ca1#FU{gJiB zDzaoK;b>(Kfud3kV27B?_avg*t?exH70K=qg1%;7$?eMNg_6w|Q1~DW5VD7IuTb4~ zDTYhQ4D^q`y_@?nhsM8`mg{Uu|7EfkS1@O}o6LId{a|ZW_1V?v{_s)%gP5#|5Cy_k zkd`RsQwy{ha+_a@K^R&Ayz?QE;T#)G@s}F&W5sVtR&y<1{wThnRuNhW`o8$ib=Ca) z2LRFQDJce4Nl^pFo?%HTJr<0(hVtD70PJS$k5|Av;pMmju3AEy&4N#}3ZU(B{?kVn zuWoF?k*2x^JhX>ZpwJ>hkN*H58E>svb=gd{{PM^5@WC7XQ>M#rjB(H3HC>8^x0989 zWS`9L5BALUj7o2j=gmItv2K-Cw0XK8dBMo7w&vyZ)+sIpe?JH`MnsgZIA!1Ig+>&A z@X$B^`r&)+lxClF?01}>AA5WIzJ2^7y+5Faa4mMf{HUjPp?boS_lvXbgs^|V=9x(LWBXE$~Wgmg%Hp>8yXPVP~t1|lThfdkL9>*aPaN3@loe;Z0 z%UkNxm@B44-Ca|Lo5J%5Z@>FJL&LAuH4!(VvZ8eRO?%}Jzm8LD%NsY-et}_}6RNxd z;h4oAwDYpw$*grfa<@sTKHPUS&>0--e^oU!T!L>3h9GS1=3QA;@tbw~K2pmdx!Vse zsCqkYozpQ@EbWnMB*_yh9QCs%AGDEc5O=yVgfqhWnEt-7r7w6ZSNE24UTBEeyoRB6 z_&3_b*sU>$!9$WkqSTR+_&4&#*CqwAZy71_%_`Z}la}IluI{Bj>YtyiZoHBpaf-E6 zQ=|32(fRb_!&j&ITXlfN3Hgkk-~B~*ZUm=@xsof)=jy{oq@%SYrSM_H+Wyvyga*DZ zp~-5RhlSqka2l?0v8%z7dd$bW_D5ZN((f&%N{SN32Nd_;3IxeYf58Y;n%@OSqHt>>4*FXS!i0=#}4bzrm_bSX`2C zN!_Zjw*;inP6C>M)Fz<#I@Ma?KOVW9k;$xgT-LZ&vbme>S0+Pz58Rs1(8w!3cO$U< zV{f2i#-(trWvywXiy{H>R`(EFg(!SPOM-I=+ixwY>BZp1a{%}LE2p|lvN{;;y;?~g zS&Wvh$&F&Gf#V=!>Fs@(syAJ%YoBwB$A~HNJp+i(htIqth__cLQyeJ+;jWqcuJRL? z=g5XFFLA1YzV^GRz*v>@J8|o~5{VJvlk`jXlV0MA&CZbnmYV7I_kAGQ&PeyU2FwKa z*3+*QWqlapEoWnZ3LD*G>RF!VNX%4RFYAQg4R1(ELSkd`zcvcFWL$cb6eN*(_6r3F z3p!zKo}b73PMY$a^i%kU4MBwGznx{xbD&zw_OtEH&#}-1PPr>x7;2gl^|Z=~r{U46d0$@iOG znL>?}zA;ZvR%+(no-On&)E!wA_G9F%*uk1otZZlGRr2l-#!D zYrZ9I|DY>aE&S<{ErmNZ+QA23Z9VSJAX8-_Q}6en^76Q=8%2F9`u)n|lTBnwSDxCh z@AJq<*@nVzNCzuqD(C_<8c&1*vTr8xpD3p%l-@NIQ5M?f1nU&l&Ab>?tLzy@lotb1XA{VdO%-0d`+A#z0-Qqu-%QO};3Q^P+-VAY#zwCi;3FYWfC9e`NmweDG zqssMAZL2Bmg7+|F$jfKQeK1zz{He~MFH7k%ohXEtErbD%lq8O_<0ln!t%b!IkzVW5 ze-Un|Okh&M3u(yrA-m|liis;G>j{p2%V1gBHgT&3AITI{_1oitSh}kA3|js=d}o2h zb!T_=qLO@Q$s@tt-53({xOA@Mt=M%)?Gz){CzZ&$Bt2=6yq6KYjM32%pBayptT0Wa^@(8P}ezAL3?C%UXcL*6Bi!ZHS< zU-UrIg}ve!sAQP0GTn?qfxSVtDF|!Z`2zZIkveXWm(DvzGBoed=eLdqYV4(qByCnv z?+_4VqJQL|vbe3vjnP2Nwols?gYseWci*$Tw+v&2ktYhx(R5Y1y_mLErlf)T2tPsK zA8+3W2@8kbb#h7aH5kN0<_y4m&W7+BZvB*SO`jZd#3Ef|JxkBC_V$Z1)VvyrPCXxw z48G1hvn@^DQ(2?y@*iI4Og-%)y{V09+wXZcxNr9? z=0<3P{}rbBS$bPKWoLfEZHUv>1`R83FTdImn9~8XR+sU%9Ob6AIqGHSYi!tGq z7_v@`E>q|oaMj^bU5=)^_8oKoT&HDhItf9T1M3(GE`&_Vi4pw!4WGf9UkVGbO?c{X zRn#;pHAs}+j8HR;w%PJtL%&1P|%Vudup!~IliSwveTTnz1b}BF%u&YtgC(%BulC~{#)QP3Op^; z4!+J(p!bk}RQ##7Q(yjwbC!U5h|25>Zgzca90YVBbMTCnM{U|)VYe*sIUcRQ|QX?#R1+xf|e>eZd>n=}p zA-L8kPNlG8?g~2}O8B|)c%A^djN<{a<}(?D2W8ZO*S~Uz&#t2090a?Po6Ib7SE&SZ z-{+#r1{WY(Q`U_aQV;?gnGVjG&rf34iExr+YZh^H=O>ih>%?~siGx*(&8lrW|hYE0dXw^6Zv zks*_L?dq%LCR+Oxpq`wPx6MUo^9G*f^o7L?QsEgku7`Duz0# zzIfswPrVNJ;kwJ&_^16hy`&dtEX|wk;FvNhliOh7Q1i#pET@gMUR71Ptwb;!`FT(q z@v0ITjR;3{N?}=-Bs(boQ3l@fGwbd|%KF>lcplA8*(fvi`coGw3LmZWl1M^tF*@7Z z#6&9;wB3}Oy|vj*56(Ibp9?_k$vG(N`k7(6Q>D>P|KfUZHg2w!8Kypqpu4f?=HOwx zB(7Z_N6~Vp!)GEe8@)^i-6~e?iorS8(t#dYg*z zho)g?@CmML^eL9=a=+m;efza^GyOjtBdM}RePMP3ANE9*6NciWet-2*R34~R3kn17 z60g5eNx>>`6($sU$rMo{hKgKvT&*yY!|a{G;WcIh!9X?$)qD8Y>c$QykJ2+ z#o2mh7UQGJe0)8c)6&lZbCV;aB7o>H(2CW4hiGx1|a7KtW*4&0vt&OF44t za&U5LgRYm+q3ByAH4TEvHH?!{#;X0SAsP)%9<|@-w`MmOEORwC8 zRTSDJ!c}8eE2%w(R_7GQF0q%w@^`>pya=C?cYQwOlNX|=)9vSwnag0{fc$q#^r{5H z0g~=l5GxZqZ?9|us73#X!|5C$w5OC)0#Q+8DIL6+YeSw(KG_esiIjFi zRx>*wEi|;R^LR>@?qWg=^~haVxC*BzIH`qz$9=b+_$KyT1>^OX_y-qE3^6zBDZ%YX zZbiAy2RFYsrq_R4D$fS5&ub7Fk8+Kur9UW#>GOI6_r> zQWYziY56dvBLY<8w_{&>2ziJqD8dXJVHaYAS?>coyEsyXK?CJ0X+9Dq3f)pqSzj_u z_)1#Z{nW`wyvATzdE0d(5fLajAwp%To=o2)pRMYp5AbJVa@8OW-tNP#|C%eD`Wu{W z@wf;K*J)9=ZKW=-TzxZdO}-%K>5Sgblk)B%mB0Gv9ilIu0OQFzIcPpVKYE*KWD%dKgvpgW zcj3rCZ+tXPGD&92hVe*rCj_wcn&bFgcGV2?#Hb1-yjFq;q}Zi`Rr67Y{lW*!b%Oo1 zF;93V>hkWw>v=vHIJtIyG&?a?@lJaG#<#g7D@DMIFwA-d^4hW{^YlR3@E&JJW$R0$ zwA4P&R%P|)FuaQt<(_O8b04{Ct3KFQ^CTxFnJ3$a-! z!c&@A_?41~v8sOHl=B1d)+Vnt)DrpsK$o0;sfPZTP!gXiN!HNOAZW6b-u#oMDWYev~t z!w-H$FmZsvHknB^7eFmDov)+sP5yPekE07E%}H5%-~asyS&((=Nm>JLQ`Q5_G{S2Y z>n8QCTVj4)T~`=-g$B!C=S`SqsxsweSI&CJ(pcwY_?DhMM96bR^GBKi$1&J5V^5)la-dAz~Fh(NG9fCEl2snOMx#S8x`z{_Oea zk;Q>sg>cKn94i+fMfS+L+2SFOM=L)Gx)L*dHnp%;H8K?FSDr|{&a z57xQZW1%SMwzi7x<&OaQew5ZCbjBIn0gM`iM4|+^I<2Sn{=)TU=K$5`Z_4>`kAzW+ z>XP8O<;jIhO)ZNn8-`6=g)2q}aVl#av$=Vsz);gLD`L3QP$hjo8+*iM!O|miXWVS* z&*u$;dQ~u@TjU01BV=tpuQaGnGF|CFtVwo$Ye&p5*wfj@$m;9&a*{!^;O3P&vP#QL z%#69@UB4zHQt5YvZbQMsj=u>5T?k9`G8B%i*d~W}(6eik=WWi0O(W75*O&IAZ9E-Q zxpxPIFuM(HwII-$ebd4XUda7oe*wqNGKSRrs)==w5y6iy z*H+$pFc9OM)K|-Us-Ku%2t2GT#mLS#$&d4^5GN1nO1Ks+ZUi06sp>BzI?ZfC|Hc-% zn*Q2DIq_R5Hs%x;C&?EwEzm_C5}#xZ!!3p9no0ex?Gsu54q@EWahn1mGt)UvM(PH)Y}UmB_>sa^O?XgN1wQjjJff(C<3%VJFVwEFse2=`j}ggN_T&2 z9^pOxzB7n$W{!6qqhRN|k*|;tOd9z$hJBC0Jg_4V2o;dvnYv@0zn)tHFK6SwW=ceDFI2!60gT1*5{ z3p;Fj<^{h5UiFcKZ9C1CVOvU{w=IgoDwubAt7YC#f>Xu(dY;AAi!A2%hCt_Nn$l16 zBADo`Nj}WuL9a8L6Z%}I5j-T;AW1c49b+wc($MoL{1=*^bKuo@)(&AKGc#m+<)rE~ zuvs9;!4n1jK#TS8a%nXvb!zq8^g`soIl@gu^A+W=$>r#|tSEl6UiR9SPUPJb-%%9S zk!gn2$!Q@oXZo&m_Q7=iE#>59ziJ~Ka$bapV3ecREC8KVb2B`1n|JK+D>g)7VTXm8 z3R&A@2O`y?-H45v_*wHOE`SKlBG?Atm*_=cC+E0}tlj!Dg2mj0<@d7ASW~-9t7)Jf z&2oT*RbK0izy!8x3lm(NFiF3LQ;VjzW}xcta$b3H;zM1`d<=nZGu-u1*98jOZa2QS z&UcEJ1K?9w!XgnV)2mn)-(%25_sHS|>1JEhP7DjT1dpO+#~Sm=sp~=N;0QxcLKT9F zR+q=~7=87}@hsId=~s>c&>v4aO-(?WI|L(~KtTqVk09sCodu+dPD_XL!hWI*CS~U> zelZ_!cNwqIp%)el^hlF~mUgtpFLD8llnSzL1v^%EcWj0?3U$rhTjU!QKZ?#-3PdCp z2%rnLHKTZj^UWEvjpfU@-{J`66tY!gML-NL$w?=*ML-*_ zP6KDXvC+Xx*;+EapHOoy|^Zu)is zqcOks#*piUiXtQ$6+=eL1vT6ng%vy*WWHw@-7I{Gy)uUQWc_e`bs%xO>m~=`$|E*# zH^vWlE>nXH{BzUOgKtH?wdjfsj;6Niw#$hVzivvO+(n>(G&4R_eCvY!4<|_RK(Pqg z-V`<6L+O8=&Sb(GBtv#%?_}wm4uD^|rfN;3I*1FEZu%NoT<&W6Pl47p3soX!S54C7 zH~U5+xY}mRu#_d-`wYU2$VG}hj?FN9M+;@#pweI;e5g+d4#KEjT0qOp z=i2HZZCSaQ7YQrO%}7IcgHBT>DmK|L{kL{UwyHA{`XXSR z!G#9jS*={B?%0$9r`nQ7pl&dq=UF@Tw~5=FHyWN?xqz6F{4hJoi**+B5jk6cQ+B3; z^}}tjq#W@PXLdXq?AEosmalVhT>5k0szCUhW*&LFHSzrkN-baFGkQry+2re%9%U$$ z2{hTk!?<{{Mm%vWh|p*x$&$A>_pcm!V}AJ^2U7EUCfiU$7}2JB&nF8yeQEi{Rxzuy z8i5P0jXXSI&m^*KbdYwP-rA|(;|!)_0^O)L-UHp#wI1&^fNoU8tuO!R0VC3XHudu9 z3#M2lh4cpnom?!d)b-l0L8;gJ~VX9iC0f#6dzR2!Erq=|j6no;bL#)h?!cC3M} z%RtNh^=K*XX5~$WP`fepMayg-8~G0s{@i7^Oy4Z&B2#IaXz#G-N1D>xeSGh9hez)l z0#_5Ax&6||76iPOf@;%)+=i(b){N2<7sydGcCMya~H3o?&)dl0f-o)DTbz9<6^s*z`d!lj;$Peu*ioRvgMI#VNJSsHMVlzsk6 zVf#eO6`54N;0z9e3o~)t(-;`(OA*$-=Htc)h!=|G>| zS3U^K!KtJ$zn2+$Vt(Yb*_AV)+@zrt+4Ciqp6h^405(3)IBg}Z&N*NI3(?l)W-<6@ zdITA?(ff&|?llWO)C&2|Q(-BZjy3=y(cJ2C49BkvZu}k7p<13 z?HXd-8KkV@FY!fVha)U;{w8KM70Zb2tSHx7MV)(!YI);Mh@wcIS4NVg-CqIvJX&st z-1N>ukaX|4F8*F_BvH%}1N=>lqUO9pG&`qt`}}XMF3G1c!*6Gs#)7Dn(Z)*F(24jt zN%0`ciky^KoasT_-c24d8m!E|$B|;bF|QJ6nxayEOqHEKMOTD`9(r@$o`rON2Wj^R zwvXaL7_n*LX2=m1?>zb6kg=7nC4p01`mw$e`OngcVVsz;JAmkS%vF@)o8<^6eDquR zhu3;@=J?mIHRBQPjsw+?Z=J?ge*@XQY#sPMhT45{3MEXl2BEBWPDZ6JFo{2(7@c5U zf;AsDl`1>i99(0PTGuEx2Srv^9*=4aX?YfcbffHCUn1ORPbgllEWB9#T+d?WprI`{ zzVzc0ANx{@_(5Zv9YXx{R5&}UDD2+y7mjDe>b#5Ltm40Wh?2%8Qe*)?EP~oe&>DNR z5_+BY3oO0T+e_w{C-jrY_0d}!6`TY0o31~B6vDPu`e6lCGHF~p;8TcQRlF-|l%Is_ zsD9rP(78q~xt@7xyy@f<+14Z&F1Uyg@A;$qrj8hv3R)U27;(AbxN2w> z93hecHhvnOWk)onF(f}MYI?#?0xi4b(Dsy#Z;pIBf((^qpIrw~UOHrl>r?eIlr#7u z84HDNkLA@N(#(}vH41|hAYvCk;+}kQh^7f-ISu@{FKP9a0h$|mFQV*#E`SM3pPrEq zWi~~K%n%C4fkYvJUxEBf2(|6B*j0q52pf&E0E&x?1^tDy zUeTNKbr*=S3h}q<5<8NIlbg|l+AAIr$;5_vPDIP_E;7RT_oCvB4=i=r4^$uW01$ud zKBG)Re5mky)TgSGael5 zCl;&HZ4h5Vy*{RYiO|}Cg1+nPR^#x$BJBe-&@uhJab-ln`Q>FfrQy}vFip}H2K&rK(w`^*2y?v1XLv3Ie^$A>FG?ceuQtNobe`~UF z;iI9?MIvt?w5gLZnY+MOP`OWG$NFpuB8Bkm00@7trcOm##O2g>2OZQU-id&`#t2?N zj*jS)ZA@+N=~8xD%O)>#c`Ug)#8yTQ^l$)l|8VpBMoDLO}I z{nLK!8Q~M4TY5FHVUxL#ImGD!;*o5?pOns>CXuB?<4suaEJfvEt>~QhA=FSfe(r8& zlk{}>SbjWov{ChBOY-!7!KCJWiLABnO=kj^2l*!fRms)>;LMv|mnrFlC*Vc+~o zAtg25nkJQFvx8`TWBsSIQNaq%)&;Y@s?aaG$RCC?{pHU(mX^& z{-{_85i#E_`v|yfdHh|p#a(t$yw=Zok*k`UZl#h7>x9kGHQjL*`DVS_ZI|O(UFc&% z_%;vb4ObywrzRJJuiriV813+d>Y?1}PwsA&Om3r!h5eUo z?$s;bcJduwi+#U-g6#VmANs&c9#PYdHJZ&c;NSX(3p~i>0b-IerEP?a>$Tx05yB0u z%4YE24%9L`@ysTv&HDt%qRhTV)(^?6@lLRd%$W=ex_AO6;m65?A3cPp)5HDZmsQ`h z3NK(>@4u<(67WZO`>f4z5o|2pxi6y~*a9W*Vb(wN6GV}X*%oPqRZGL zbgsXOViS@Y`$!~1sAguz?E@I-sAGs=hlTR};D&tAN40l-m!4odd5{Abqz8b}cW2#lmF6d&Z%5JD~#SQ9KBE=H!@(3d^!oQ7mw#vn{m6#G!f=aIrHOKiWJoN z_G7&`9L^8ntH@4C0;>xjCKbqbZ-)hZ z1?F}TEXA&fY2ql>fUVR>3&Jg>3pRhw2Qm6|U2so&Z>w_4UewlVN^F&R9bvQQ>bM$m zB?y{Izg27pa1^;*pqnY81$poGwf({e z^_{R>b$RX zk>+wo01|Tb_NnM62N_Odr17YH_^5>Jin0oDd_g8E?+Ws35jkBk&(-e9aWfi5)00TY zx{Kess;u;Phs|Ifim7NmztOS?3G+o?b;9JmArO_Gp$a(4w9+SeTa zWC0T}(PjB}gG53t-_kH<7SoGIC5ALPao)Sy%m<28)x>d7E~l3!T*nbW8v=@lzT#pg z3{smV-@x)6k_gHh{si?$o0pVo*Em#C+D6MTg9M<276{u@Ice57Zi+fYO^{U{k?py0 znq1l1#{zPO_C~tw$hE7*cmtGMhvV{PaNL{O1=K%=;ogTQ*S51;b4ey?TzY4%XLWv& zwhpao63tT|7@S>Ke=!~$?3JX2Kq`3ClEh+K@lV$s4GGM!y<={qy{b2s3Y+40u zE9{r!DP#>}=8@CzY-?(y_nsQySK1rOG@Q=QNaVNcoS(s8ys6c>_DS8bBZkFXb9<9R zYgvw@TVw+g-8;&Sl#fP82uX!Y= zQnKhRy~%rKIhbV}HOAnxi_K!o{!blMO5I%LL1AWvVrMtY3k))P`d$Z0jFh z$v6_q9CjI3oCi=g17BY-U#0sl%t*NEZ}f2Y_}MpeF7^JDQD;Qoq)kX{{HbyQJ$g6h zbF=z+GydAUOIg415`^ojxR%g1#Og9WBRqc_|0mH&V^R+?j3?o(({!0!J11@+OhH2L z1z47bazrIG=YRD`95?JsVw87lQ)&|by87+vPryGQm^8p3%&z|AS|#T^L#2EQOODx@ z(GTt=BESV=T4_*?VU}n9C>|*=9^2*Xf4J7ex1LX3mX_TkNNl z#thkoD-gdpPLNlP&QQIlJt(oiF|y&hTEMM!ggG5)*}t`*!=mSRJUKoZxDyZV&2xSy z>#nq{EoAihfZ57BPs!n2KJ$&{t@~M|MB`xQRR~54hpqcn585ds#~R#jGW_@f;v++! zpwE!ib8@nh+7zDIG@MB@&;mf0UQhwavdl7SV>Qvj9B%@sy#tFCgL|K1(tlLd-lx}7 z9ZK=xyHRQ0#Xy^pRVsk>C!?kM+X2p!DmJ}Yy3`{%Y zyTYkXfbxl}Y)X*mrfFl95{Ai%mXY*iO#41y*n-B!18;3-At- z%l#3!TzCEXqdX=Xu}r!f`>XWF6s0Dbr>xnr?1^YgPAHgKp3RpdlBg)pbu=3(U*}_< z;&q9>9P4=PH=o9inmms;R1Pk!#KaFs627mVL0QYKb>4cqK{>)o+<5(yC>FPbD77Hs z6!(ib&L-|gAXxYZfXG>_YGf7F`fUXHRY?-Rc~I^8(CbUq>_QIZhgc?6-&-LyiAeUq z;#D`!hjn_N08pJp2nr%H5Mh)|$z3n><}Tw?a~RqQov*SiJxQOwQu{kuA;zj+id7BB z+Q8yed7OCZ*_WaMv{gabOSe(W(?F;lW2BGo&lrt1N7q4BZoAzY4j)Fs&#a7#KJ%<@ zn&Jw+*H>8sC->2iwQOs!kFZQ&ib#Js>Rv?{E=m5?mv>A)dL{jlP}(*Y=0B&0g7IAk zKB^ks2_5gpl+ldVUa>FXhna;Gf8ID77!RMHb^>J?AHTvk0 z2PAx2saHEj_>m1;FHD>2^Q=j0Fc&alPRKywDEuz|ml4;;;(`*WZl7eE^IafNSGK~h zB2t;PjXXoIBHubTuYz>k} zSYl8!5xO9gn)s#+B8{5%<@d#IQN;?P#h@lKvse_~4WeGkGtPK2?$&w^ zrdz+qfFuTroyYW9)*>W5mmEsxDJ@0jORL6A4U%cRKWzz6*C~eI!X3tG#AQzt;cxTW zqR|=0UFXb`11R&}omx&`J+P}N=EO=(|MPzV_?2VR_~2!_bVWZiEVLH19R{S3YiBfz z{_YasgS>_yA{IcaKv zp-aE-_`u(4iVS|3N$sch^G^8q%gyzDB2&t;{8BAzOx8B4lPlI6i$Wm+%OM5g)8Y@3 z8I1ETY!R$7J!qry^hvD({H_PHF^kb5(_BN17(fw12}Q2i3GtuxbJQqU>sIA{rpP)3 zw=zW0qAROwlGJ7gp1Wv12@qY+v0rcDxrd31vtEYn-q(0`52u1Psvdbhm&hxYFh!r6xL;5cB;~iJCg{*C=T}_2^Cs7d<&r7-v7MM$*4Mgl+Y) z=Ot;}f{)w|Q>%j$i4t4WDJG&8I1gAZHH>Xj7K9aNr#lfROpJ%1Na8Am4oi$b3Z!2h zalz3f0UNNQ@mhc~fbm~2`%4F%Pz3ggB-ckh2kFq#DO#MK5UrjM*OiF;>5veyedBI7 zQQ#y?Pp5P!P(3uwaRrg$opzc@eO)ucJFMiD?d5>T(G8Z93>Ff?Q1v}c=r)PqNU9M4 zFRA5sFyL57QbekDgO?c0sATx#%V|~MrS0V479P=EwV3axMqfW@VhnS&!y}8f5eG!j z)c|ZjM`qw>u`1!l@_bS;{o>ge3h~g| zIO4o79y29veB7V&09Kh}hy&&HK=qnx)jJ~Qf?s?G28&GwH{@X%c!N=Y(&1|_-6$dw zRafy}U;i)S-ZCtzw|)1QP(WH#nxT5vxbP`U*i$)S-FX(=fIhXEx;rMr=omTm?H z=^S!~+-v+k&p!5VAJ2b3FaIw&m|1JqTK9e3*L_{*`B@6A7wv$amkxowQgx8~&=UnX zbjhONh!}oZy$^HFwdPTO0#`p)JfMvHey(#Ed-~{}4by8q;$kJCZ|^$}l-HQ{NChl>Woyr;c=HB~h3+ zemH3ve3b)}m3x%kqnccP7p*eaRd-gT9r(H&9^Lu;aaKXI3bQp8LXh#f)R5Gy@byQN z*F{?7wwcf5>M*8xuSsJLo{C@0#S5y%H)LwN-(<`oT@SvahL5QTcQ*RL7rev~y4zvm zF%WX$&aUbM1Z8X87VSb|_!>m^RLUzun6eMd3GCl;tC#?zRl;|)s0Xa>)`PDx__l&; zC;fblPDVhnC&GS8H0QogGvz-$-+GK?EqHx|&=S>7W|$o*@vs&VQTG6XYTRRT2_|** z?Vwd?5_tKF*JYScm)izqO8PHF;|=+NlFzsi38b*&Qrn>aerM$`oEZD3<7CD7J0G>a zD}Moe=yeqg3GoEFwspn&GZcT%hxLzp@88UU-**Adz)eK-gjMNa+@v?<;8vZobZ0JA z#OEH~w@fbObk~!i{{;AfVBClHIZ{~()QFF8E{YY1fxh=$kyV~g3$N&zU%l(8O#SX~ z^`Fl{iOt+_6ZhvR>#S+Z2pgwno0TDM&sQ)`g4A53Ju?0nD41brBOWv%;Taq8lw~A7 zTwTJPiqfvNUKS9IpOslBKl)^QZgo|5nKq^>|IZ8f*LR)C$VRSQQ^Y+|DpfVbEh!W_ zhAt}3Bq-hi0u#bnN9XxBV*i%?)W@}9j4VLWS;`>siL5uU(3yH= z@ik_PXJ;NIgO1XB#--j{)|WC_7?{C&W9)_q_TBm3*xvfT&C>s9z8RSrb1vXrZwaOT zdIrX{;dQ)-}WF_g|Y5_3hq0ONjG^v$lROIe5C8o4H2mkv34trO{mIeu?^FCUs{Y4=`}>E$ z9ANg$+NIM${nt-E1g2ikJMH-YFb4j|ajj~|$wp-6Bt9Sf*H7{Q*OPENo9;h8z5nBa z+MHN^(~evL*o81aVa{RZzgxXLY3d5w_2m4ox8f<85g=H{ctz5hU^jC9EDb<%xaf9u zG8M@ZFV1|qp(^+3=GUX!|L^M$xlI(3`oe@W6VgphX!K2CBXy$%C_Qx`dqAL|^Ra9` zw5@^Kd z0R{vm)f8NSf?65W~0epbCp@;%#BUFFcLzs;3FUh5>{ce}R zH85W9Iu=*IFnV2-|K9sp{y+R)dr-(<^bC+Z-kq`x4nzgt?B9d~F-(f51%;T2S^y@) zvSI7_^T%QV^D7LLFU-9rFqTG#-K~E;%yAY0!JG>qbMu&Xu3g}|S1NlKT^hsJ@al77 zFhGO3|H8s=6=U5C!_Q4hk+l~x}EaT`IKuXCt$RrS_W+D$<&H=m2NwMD21U z3ImUc1V~I`0^*3j{FreWd?XNeM@@IH&=>*UOeZ9&bOaL%C)KTMwvJXUoWp1&9 zcA^7^M4S;5FCOqkkRvfLk9G_gM7Ozk{^}2h905nBn?kBfnb;-ZZBC0^NstTTXTOKbQ19ZB|ga0$Mbt0dP^TDFbfJG>j z%B3`z768vI9dwX_lr*QKJN>MW?`w<&ya6yYl>!Qaae0h1!7f45pNxDB#0c!)OPa24 z#u&Bk;6{@fJtF^{P*$@5b@l5vefUf|<<-9@q6ab7nvPSM6no}R8E_9+=-G`b(RHypUA! zwPQ9N&nP_ldV+7nF>sPN+{f(dzcFAuy{QjG@<&?E+RHg0R(cZ;cD~5G9Z+J> z>lvY0H%cW9SiVK3T1 zu`W)-dT(KQTwj~MXFGgx7x1i-PXdG+#aA(Rm6y|PZZ1cIR?!3c+0L7bwhJJcgQo$MotBY8n0}4M%rF z)G9WL;NFW=>qJz@UbQ2oT-(KUJ&U_V6!dKfJApU2qOp1|$9bJZ%mR|He^cVqz++wko6 z5nE#%uSGiHyBA_oQ)godxm2O=KU^_uuBh1`D zS<>X1Y%(z@`lvUaY$N{d)(fA3hwPMe`ZgXlUkPBElJ7O_do7ZVXV6+kjmT6f3>!xsng?dl~XOwS79`vwVw?OL@s!Gy+zs z1H`ySPi+&8g^uullNy0PdIV}CO}dc4jK`U~~y2+Fw5II2^} zcCZco61cL!uH4WFQ0LHf9~$Ei z*x{}{7y+nui9w4zu<*xeA%^o0HE^W`HK_p_hMeRJg)0avCVj4O=gIL8AX@Eck81;_ zC{vFA!x$isGR6&#$184-=n;N80M}U@1DY7+pW_cmGrkj#Q7iyK#iiIhkd8ED zU3y&tI8>-kNqAe6iWRvHh@hStpuQQuG!aL}?j1~&26@e1%*XgjE1-@Gv%j%e?Lhs5>0tbxug;;?=WQy>O->y2-v3xtwHAwF>ubVL)`O6$&_(e>r1xr(M^8iUq2ubi}ei}p2 zcmJrg_YuB#j8i!0 zRzaAhWLTawdUQQ7G}uLAsx0LfNm;pueyS3=*O*-gtf{ayDh(12)DfH9r|?EJGvZVo z2GuepLxe*=7RxdI(v8~loeX5;A5)$wQTyC#r6KT5?saJaOG$$SJw-D(@|IWPbvDw} zWoTq5t==vMxd^NXCWE)_x$ToT&g{8)Jp|_=7v!TNL-YAzYEuNE69^Y1N-^t3X=bUy+*-?A4I;kK9tLwj!4L>Z^&_be<_HE&pOALvR##nlAwAJ#- zANqiUpUV{4sLnDhjopgTb0Eu+ee$`M$%xvD0n$mn94kEZ72o2i6F(+v=m0pGRNes5 z&|39qcB(}*({C+{ zfPs?$ObE0czrQht4;azvhiU~N32)Z|v_uzuSGFz^f{t^`fOVNTnrugiAih>S5*T5M z%A?f8bAhKb9G!#$?u&-|Mr2W@c#6^q&95R!f5f^1sD%eJO4C3F25o1Gq`UXfG5~4f z6BsZLa03hSzLdtF0C`o=XQI`^kskm1aV~eBEP0&HIFKF@&oh=!TKMnYZS`d8jsy=& z1XUX>i)}_8Tbuggc(IS3=_NSje zX<^w>5ks-&WiE4B4c@Vwru5t#iRK>2tc5S5G`WV{+x=ZD$&BtZ_a%8>*b zLz3G+xOkB~*WZTa8#6>BTB6_FPvAQo`W8N8*m9VvzgUfyx5xs3j1RK%$cfsREu2h= zr(J=HSJ}<=h2d&M3lbAJQ~6W&4NyUSoP}XP-pM6^s=ba5$jKTz)k}M(aC6wjA0*fr z6BF6URHjZ}MNhQIdxd3J$BGm$_@?n&R;MJ2)S1LcZ|%_;rf}ZtSGvF1Xq<8lB)2bk zeHB~orHKLb)`@qzr6JYFu`L*e79`4{{l(REML!=crs7Pt|A+v{Kf%x8jjuf|fzsY{ zhMW-6HGH(HlwxaEe~+1`w$yIbw^GJ^qu=svj)RY3E3$?Ld*t+pH-%!xk&wH0rZ=sW2-K%)t9WAG?<>3^M`sh&56N`BIuG9Jj$Jr zebpH#&wri$2=kuhl->nvt5@3RwCcXZuuCJZ5>HZN`w__K=ThC$Z_A}t=({tk%E$S) zBC^%X=JtLok`|w>M~`yup5Ax}hAsGfK?Twsc3W*rv`>CO#(lJ4KX0Mz zn)YJpCe}eZch)#+^Y(5p2D%e+{mwhJC90livvixZ2_zj1pjZe2POi(u^_QqHfqi-F zNVKxn2%e_qxe{%M(c%ZvV>T4dVpY*V?e%u+HMjIx{c!Q6jYhJ56m>1!)`10*GibZh z0ScrCA68CkiH36zWR8;5kt){Kc>~$Eo zVbL6EFsh>i%i2<4cG-8q9^KjhyHuR4^zs(r)-AtYWkyJaaFt?^L;Mp_2KCC3xH&0dT3L2bvj47veVCZBB3?@%{7HM!IZU< z>jod*SnhC$2I3CG@0z1{?}Up7U$+;tpZ!s0eU$(Q(~_$-ThFi9%)FHZ z5kzBojrUPst6*C{kxHgGg!g>eL<4)YUO)Zj+-sAJ{LD@@1Y^=hD3CBfPz*oRodZTz z;z0;pw_6PPRZ120xd|(#33)q9KotZnp!LTg6aTqaPd8O!N)gZ;rH@{iealID+-xt$ zr(m$l;r!rada)H5=StV9W<0{*msqQ9SvzIn|2(MqVqw2zOFRfEdym&RxZAmuIZ-UO zv`gx7z0RDvStoZxw9?z!*>htrVY%zq#8!kciBG=G;`Up1r^gxxni@<6SK;SWrq=yR z;Z=tq?Z_V7{&pG@^fo9#Qq{Z?H8!boSadhpckIq+uoI9~rkbAo^w5mEO_r&|6aUeyIe z@JFq{Y9dfm9V1U4OVd@jtN424_bLrP&DQ82X-%%sig8kWmpkJYR3GwBpC!8>KF;Qc zS~K?NJ@~S0_t~D9mOgbq%vX!8}4}$ zvxspBp#;A*o|)!AB|DZD5ymDwHdZga)0>oczu34-k2t%eTjf#kNP20PO%Ufe3D8zc z7iwNU4JA!hQ!~HhL8K_gzyXjd#4DHzuk7hu+SldB2S|-x+R=NDsUt(bnn}daeAAzO zmq~va{fS|MRc7yis+%Cd>7G)c$|VBoTA34J@Hk48nWR>Fu2TlKr0@>?=HBCIuA8yo zs*ozvmff@EHy6q8ajeaJ7Q7VcqJ74B=RD>4u%g5kSUKpf%xX z1<`jnUhi6BLMl@o2EIB=5|PNoiVyOh3f3Pb`$ffODixPup?_xYt8(U^E<#g^GIc)k zl#m^R1H;>D_w&k$XOamE_vrn)b7I0nsUMeq6S{2P4|ILf+?z<~6?BRu9(^xD0qUa; zbmj_5Y(rS8dXAl*zoGSU%eNr8{PPj1qJ4@f8R?)1=tY#|Vc~&s0>aYC9==0}+ z3j$V1j)jh;o=t?161`B905!bKE%Rfm$WT7~8#K8H8X@LPu=4Woz2x$o8N2{VU-7aa z48pq_flT7po-`a~A1io+yerA`qsu%d)%2ly;Dt*4387jGKk|A;*n=nr$65R+)_}2T zfW%iXK_9#&g=zV5Y8`Z(!K+L^8d|NarU58!fdB+~LepV(p|tSBT)A>o#qT|~L7!g% z{KsQF>9dFiv|@I*u-~8c_f>3Jw+iSr?B;_K%1Iy<(2?NPw6XN;zjq& z3W~0%?XH)~j|qbw;h@EIdeUpDT(87u^9pi1JOkPT zbypnKCRco5^ReDkT;`68K@SSBBaYNQpQ@*6x`gvPx)JA7!A*gto731kSnY4S7c(*n zj&cDyrifGllb&DFrF!+gyGb`0*263@=p8&Y9hR%S%46$8GcH1w+rQg&O>?AN9O=4K zVyA_P+|jl!8Mll%60YXkK#hweINuDY=ukD-n#b(OQ-{!vc+-!C zdEfJ{@UfhXl2nU2d7&NqRZz~Kp@Db4uHhM-M|*97TF2CwaqLX-t9qrct@$6w71an7 zB}m9u{@f{B(&HFss)W`s6*a1LhS0M<3~It-CU$=-8Wq@cY{%td2eS`Oq2#$n3j~M< z3^RM5 zT`fU&6Zn41KKm8P9Udj>5f!NN!qf2EoZOBn3o~TrW-&PIM-R8T0|OYjnq{(zv_CKv z<#1F84M_fIIEL{M6@a;R15Qj1YF=e^r&z^LQ#X!AkgZ=^(Fu*E_3-=<3c>OyK!3cVg*qC$mFS;tc-Z;Bc232Tk&fZn9ffK z7I?9G6L`!LIBb5-nQqS3F+r<3m<+ZDhpxKbm1lzmQ z!g=R;Y+1UZyiW1e8ERlfPhqMf^zIQ4<&70aG75%8v?whfX)5=M6{K!A z>X@FRJHZMNO#F*^0WS>&yj!6D41v4@Dm}43Z5vaCcCW z?ip&l*>K^9V&RO3*MOcC*LY3-HK&Ptd0yiE9O$c-RW>m{U^5HnrB}Y7azPRg>?VS2^mZrTO_9G{8)25jis$+ zjko(glj>(Etl%~%J92tofiVwfB4y(cas=Tgo*xW?3ORdU#N*7V5C;!r-l4Yk!2LM0 zLNw6Aw(B}=F{>gC*0>ahN^u0aS$u=94b?7yp|0L~WBjj2MAtnb^45Av4y-CmCDj^k=ak?l6KmY!1ig46tG$qu8`l? z`P9k%cACV^bmz56lk1@=9BAkJl7$#^GUZ+u@*IW{HN-z1)?vo! zK{2uLZddr6OZ3SsRh``}gCw+)rx>wLAdSAWtJ_jkEIX3o&ioUlRa{~PcDbSm+aZ_i z{Y%zxRDRmnczF04bEm^xE1mIp#QkFjXw5=j>g3PN?l=y$B9L>~8+@(HFZtc2ewv)AnC{rbq2L|xi= zc$d6lZ4{WdXsH=ZpA%e7Y+xfrMfYp&=Z29gnkzly7iAa0v@uOdo@1`k^ z>irC9_KY21%4EvO6|C7GnZA1Ud$C}alpj13yh8D#`{+8fxaRu}*~4Effgkj6D`#j1_vmrhK6hCwe43Rle$-> z=zzSNMW9z-cva5$Td9hQBrqe$J%#0+`!dir+=S?pIcui-2WTXZuRn%+NPTrjI$pTU zpT2jSCU^;P2>8H1pin3{Wt~refK`-xlq_y-fI^A0cihW*7TadE8dBL93 zxL>c4c3Rkf`SVE5`QfEL-R!lNPw*OF?I3!Ul25nqWMxom;@W#+>N~jbr~m+y*SmfnY5II`K{GAgILN9X%!_1Lbbo7z>1cUyTsWBu zv|mF(j=+oV?~_Oq7lLr5n&MlqV`G5Kg>2uW?`!lP&)-fMlaAxp^Qm_(&SC`s5|z$F zE6*DY2;z97?pnGq4*bTB95@O3gV=}r-78iydvjr))qKZ$ZzCxs#UWB*PVP{eBNMCV z)=>5^9z&-5fWq4z9+_*_li_u1Xyv=+3(wD6t@*>|cfM)b&0fevi=z$^38fWo89e^6 z(TZ?HG<~1C;TPvG&d)9ws2lv+xeVBUhwB) z+rPm#afI+KkvmmtB_H5y8QHR&m>3=6(?a=LVsyl9BN|I%$^ z1uw$6)6sO9;gIoxc2W)Ot$fotDlgRakdjy3HIk67`3~jm>a{;j>2WQ;f2Eq|*qu0T zr~OlB^3GN3NP5v#Jqo#7fQz=U_N`c#mmbbUfza;CW8ksIWVD?Fuj4wDe-Wei;(C^@ zRiq2j4+5sRq^rb95)2fir$Cdwgr;YDg)*iApfkeAbTu`OkXY)vV~(@5F_O%eW@Gd? zf7EG_6vuQ~oFkaRR1MPm6TKWkZa{2fc=P^gAM;L+uLU=QJ09Xgt6KEd8tPXC**Ya5 zHQr>jW!+XTsF?6OV443etn68s=2qj(-!?VtqY$RfQ5s>7DY213 zBrf39HN)5EXi4nWq{u+1X%e!qz1?aL9T)Yn_nu%ZJ_;6X&8O*h=F5B3HRagxR)5Uq z83pGruFB;&W62fiI8uj5KOc!*aZ7dp-+Jv%eR*bD&4_67rbtc$dM2!KCSF(>33DQZ zy)iSa4Oefok7HRj7jT@|2Ebxy0zb-}i_f7XTlbsQhz+29RSADs5p6ax+2Th;@jRy} z4|3zT$knMH$9V_sf@VrCwf!f_;e~oUv&E$os9 zX^@bu0AHhPSWaY`pSTswQN$$d8v^!nb|*OHV{nV9+1M$gPtyxv>TNynDt5V6Km`$P zQ-0xb*_=-Djpb&@1!j)NRhD)SDGnH5+Jw^*ApT4N3W07 zJag|0@SVMV7Z&F#*hn_9NtYhLv+Hz+1GCI7kf&2BiHYG~M0CpK7VB_qe&m?1VfwXw zIS+IM3cDhYJm-GpMekKDvo-@LrrP?eg@fKir00)7f;_2EBp{cllf0M5A3TRjwzwS2 zV=`VZ%vMTHSh=^bNrLq&QWSf0bK8usRF$dWN&>a%trP4?2n*h{8A(z(1LRa`&G(%} zqg|?sW#WONn;|W#a3o^s1r98_3 z>m=>Q;GefCHTrX9Em7W|c}HOPjx&)K%paa9iLLtKHS=;U0d z^ct8-op(veY|MD0+G2F+-b25N7*XDCUIdmU6@UH%yi=@@`fXEyX+Wf}OdcJ#r_ zoqDYE?4}!O&u03hP+wi*BiMV~jU|p$an}NDiC%gO&M{bjIC9MNX|aT<<;=nHewyXP z<(=?H8dK&J0rq|MmB65y1v{g(y_!G#S6@iy_GdM(K>6^apsKiJ%V`c5FG%}M&Giub z$bzbzP&6j9b_MQ7u=Ks2hwrH5A%SB_koK^}v1}r^JtAssDD6z8#yzW^ zn+Dry13Ua1Mj%wWyy!1xda7B~>|ulJE152MR!?~1e*MHu;l+7(OmW*5yaXa*Y-X^X_~(+%s1QQZ1e#F%{(^Ld@%8FJ#pZ&ZBWzeEB>2MW72pQ`I`iMhI&! z$9b=V`b47nD~pe#7j5g9yC~m?W_p&Hi+X#df^+)Ehtbk%CaO*6p8i7J+1%@Rv0+dt z{n1NgGT+Xp&-EGKxq%Q`_{q_WlFe9BAS3)mrjFP)TQF+tsV5#;IAJ!uumMr zxALN)L&V$Ny1B>xvItqNN0zCqGVEo1TBzl#;xUVCU;_W|ZB=2ikU2-z7$fO6ZaDAu z+_O9$55CIKUacDTWh2e*d-W`)m^E}w=wT1v?(kQoGcBpzmp_R$*I@OKo!<&Ec)o-Q zGCqCPsh*drGO0l0?>9g8jdjHNiP$#Om1w7aP!w9lBv_j+v5U*%V^pp@`jctTJs?86gfTvX_E5E50rx9=p^1 zD#E`W5KKnGd3MuHovTx8MUf7O#E+!jY@QF`1WEC-Q7%vM6Np1ACDn$*r2+9`#blt_ z-2Ay_bG7e>Y@$nzQFAJ<)pyS5HPQltb++{(*P|0~!SDvV%XM9hXd~71Lp)itCNP4s z^3xq~5c5mQUC1P#QMuPx%&;P`crn}d7(hlgoO&O@FGe3+*{8ut}7&Yw6i?{_u4PPB(V$U1zq<0af*`1i!6ca6YB8M^{-1X_ihhfcoRIkaHOGvc|IPyi9(4 zB{71Xzh&^K~V+PZ&YVK3$mp2@Q^;D7_$uf z6vNWkayj4ExO=!mX{Fog$Q@K`J4YYreDzTV$fp^UmgEM06EWK07`WCjHAI^{qx%H1 zpt$d!x$6jbB8#%Gf*(4-w}(nzDmbv>osLz09COy5wtkx`H5uaTXEWR`CKkXSy{|D~ z-dob@`*X*J0Z_}ZaZLEbTo(t(h4Ot*PO^BTvgW@y37}tdzxv{TmRA_Pp+Ye{s_D!2Me(seXJTpt5=Xvu zI(b&TUul6grI&Yh@?m5Z!!;mNqYvuP((=eYK=zOdlsSemoUn`GAEw7wpgt7L-JCWO zJX^0qpGKoZ!RZRqw!_&md(l#}T}i*~mnW~q-3gYT-d)UBs%@pp=lD)MHziDrstgIOD z33D9YY~Y$$0l#)t5BTE47?UKq4kq6{qCO&gf0Ql`eE4%)bLnV z98cse(F_BByK88M3yuno+bED!Ftl5kCJLEvkuoV6(GZ&; zD2<*Ki8xZVT}|SidT4$;hQuL!*PBXBg6vXCifY|Q| z)qKw>n$`z!|{V@eMMg$Mt-$yu0Z~^VF<==~YnA(T>de zCl50@+X2CKRJ`e!n3xwdKh)Oc<#$NthX3&V+!A+t5iK&qd(t}1TPb<-(~HBg!s^XA zG4uC7`4uPcrxo~j_$Dmfl+E#V@c5HTA3O<%P>{ANY0e2NL8lMn*Yk$xfEPLD%Un8r zJELk-TKFZLalwF~t`gX`XC=+$wFOh>T~p^>EwzS@xze_?Uu}w&bb&vx(7vT9BAxNXnHrl>Fa2{AKbCvyl0eSuQavT$8yKgR{gH`8<0RZoU80ZF-?GGf7FPn8?} z_}kS6i|heDw^z)EpCWX$=n&t&Dp&r`6VJo0yKJrxzih39wr+mauk0`1WlQsbx|D=1 zCB670OJwm1P!Hujv`K@Ufz<01iOT!~0<3+b=N{iAx-K8cJDv?{@`0|Z{f^d7R`IUO z?Rh{po;nAr;lurth~5#gyg}{uS`^9_>T9(Z8JNd|CiO)qWt3OEpkx4j{1c*$v+f+n zN~;Op3y?Ur7UcRBLmBj`zSe>G?q#T-OW*ey?QoZ@>M9oO##rw&yHu^zW5pQh+9q}< zn)me)X>mbFZ|akus@O2v*oMOhAv-7W$-p*0vCzypAxe}cs(wTTwJz6Erhb(yJRrH; z0-}$Wfuq|3`vPD8;y#?NwD!K+jq7*Aq})R0aJiD;4qa2HiMWBeh^hvfJ2U|R`GL`| z!a>d&JE8=6xlw=LKqVw7x=G%h;zNU1wrg@TkuTBQ0>~^35x>V7#cC%rtRaJ%1nai6 z%kw+aiKt3;+14?wM_HPdK05o*FHIi&=6juc7iV{x+;a%6p^pSMeqa-F_`GDz%`er` zU~y_!qSDqpFX0#l^N@7tSeEO4?J9K%dt^5vH$1(bv1-cgKxMtw>PKbp!M{NBPq*A+ zZ&CfyJHoy?>q3{cPXum7ZPM@0x#Cz_$IhFzbo%OH8;@n66l`a~dt^U~=RNYSpKjl7 zi42ff1k5LutJ5|~vMlC+_h61sb@qWQ5nLj@!J+M)wxzzRokSUhz1E zCP~guO?b6SSQ8!Y9p{jMk9OaSOuB;;{>=htu}JUa+l|V!&L$jAITv-i}TaME3~V_tely4np>4PvHKtT@Qj}PL1QZ6=q^=KP;1b* zD7N=&vM_3yRk^PN2@Nc?A4bTEg+*kq9uXZyI^zF$friKwf38=VpNj>7!Poknhu9UA z52rG6(kZ$JiB-2(tK&XhHqX~bTena?b{MvFq;XCzNGs>d}m}GmpZS?4+_G6dX3XFnjj}l zQ6Ir@eO@g{4n}{r!{znc4R`#Qfdt`8u-j)x5D&|OS^1-cLH4m$R$=9o2gbDG99Ao> z*;y)YUQPcb6eJexE+ApCLX(qz^o~D8K2?3N7x%qZarRes0co);E4ozOrIV?~)g{-lGyC_d(cHjy0fd@RCil ztUSI%x9dyPFZfOVaA{Zm-qSau)K3;$`PNgw>8LxA;SNN;ciipzFV7qSg{O)f>~0F^ zRIN-X#%+@pfl3G*O@ylK!EaCJ>xU+0u)h>O=XF56svY7y%Dw|SB~JtYHpcnf|25r= z%4_QD{-wJyk2N+SLdiDDt5c01*;h=FIjK7BNW*JHnb5H9DWa>r%pW}7Fsd#O&NX8D4S&0>XAJ2iy z(kWVUG%zO?fqp!2-go&!YF3EzkDa-yEo`o2>colR_k-u(Wo{TM&+fy80wNEbpENIR zxACcy=I`fP6MKH%ZS(KlBJe*IcaQUDKNq@)^qj6--90Q}TR3&r>|xxm$~2cOEHWG$ za%-V%zSZr~BRLvCTX{_D)!LQ3Pd3Y0MEz%>x7Kjs0$Me4T1Gw@rVU%!CRCS$Fz*f+ zs1rlZ;CKUlEH~7<(NV8X7%oQ#d;L_Chabkv-6LI0ZNmBLu)Nu-*lga%xNIZ#m?Ch0 znH28U!mwr<`3AQ<>ny5Siv07K`;#}ErVk5Cz{(mNyqiZ>o2&H|u9k}wolIwg;emBJ z>tfa6`WE%@WWR*;V7G&l?w50XD5;SO)$7NQm3qb?s>PV;>V3X`y!by7!;;t>5r>+7 zMcjqcgI;0Cp-ST@lsW?l&^UJ;C43&Pm$BWv#i6uqP+2C9h^R5&^LNW}&XC{AmY*fP z{p2h`p5Y@P2cbOFRBmnq!8tkvT7;t=;?H3Y9~{YCD8q}HgL1{Lj0?v%bwwhmCFFxp^kzZ;z;6m0xljp(K9k`% z&_N?BK96qNpnPp|#bod7tc)UTZPIvUK3qhB2}7&OhD1S9Yo&6BLW<(~3Yz|d%`!vI zgJN>+gF7EwvN@XW@2qf5{VwhAiH=QKRerlP7%ATug+d~hSOmo0cN{5JEwSLs{W8VP zET~voh(F9sm~9|MiZpl5oe3TB=+=-G>a7&E8Os)^_E`-bNDID8l-6E2fF3?sDIt{0 zqHLGX>pV!R4LAr&et}zP*1;XeLQE$Y&UX^2E0>35tMFl_JdU#7Fip0yKha&7JUL$c zG-y_W#mhZ{B}ujp3EX>>w#K*Z%0gwNszt-Gh3<9x9>YIX z#O+%!dOnG0Yb-2Tc`NzB;WpnX!>O02eqHE%u59mP7lO2z*ZAx$%l43Uqgo5G&4Li9 zqt!}0iO1HgXh&n3_@6`i0(^6?-2TYtmepN}>meeMklAl#M>@V!_)t1b_!;9$pcTGQ#dCRW1Bd0dPo{S$( zxv#r@w-p5zMK4Aig#$U_G}PR+Sp8u_pkt$#Cingik<5A5kJ5h{WqkOXU-Yo0rFl)U zA2A5ZMb3B&%5mtOz5*4-j>4tk>7H`&;|#6NlWfEOdo8Uh94fG7f9O87D|`qX`RUiz z!W3`d>pk&FUNwotnt^|o#cXz|^$U)`5?>OieblEp`S`q|BH4A*%y=xvT7;O(sKci- zLl=>2Mo6MLIa$aJi$J8}kGAfiPD+=kTq1=ZzKTwl;V3;)z`5#f1hB|}f8KdUy0`L1 zf4NsX$UW+TmJ#qiLOl0ullTV)Q6M&^AXIpMnni>A1%`qU#Xo*Xv%COgBCGo~$*6Jz z)YUJRgfL}Fa}kX6nHck;#7!Pikq+M4dA(~b?Ma{y`2OnnS_4fl$N1ip50FqU1BeIv z#L0|%wY{C8p2}YeA2lLZggO&W5Arx|=PjZ@cW^F}C4DcEJ&JVY)QG5qzwnyJQ)ZP+`FFa8!pT(E!X!M_ zL>i#)q2p3bE57_ll4Y5)NfXBtnHa#*r?a%sE}f{h1oq+(e#b*MVqu;hN#{$)CPak(zn`W4zBOF2H%RBNmHB#Na<<=%q0(D$#T zz9p82Non^_3U1#oWQcrpetR(v_5lSSrueE%jXpxw&VaD>6=9T;ct%K+T zuYJH-WsnlwlFwmd)1!f;BcF5<6^MDKhT7B)Hfbu&LD9c3gLIW^33(BryU##gL|zjw z=j=PMg@CC6VRZiUU|4p4cDmj;XgCW%YFJ0JeSEa#wdH-03lo?dc)7^ZZ3Co=8D^(E z3+D0Tgt}pTt>wNESx1@co)AfEsbp}!hWPJz5@0{DS1Ia}<~kp5VfX_H(-aTz$VKZ= zj%7VPVf0X$KnMZ_T$7c5Nk@Ktd3ZZYk*;8bM%0N_TVka`XF3X zXv+xMgToiJ!Qi|9`RdTcxQ)&hvAv5@kPpr`*=vn~xszChfFiHh&6~u>*IhXF3a=slH%xyv}d!~=^YcY>GZU|Df zMf!4AIHT#S8I0uGYbzqwJAYRlulU-`fSj*G%T3{=U75=VKoB?^tMAF` zwtpwTYNe!ANUfqvB~T!U+aHCs9QSdQgiR2eUbc8IoNJbBD3mM4ii#zveA0OsC}xIa z_7CbgPZ+sz)ymz+{MXA|MBlSXPNBy<2<_(@Oyqhl_|ad z<8oeW%gF(@2y(ZU5Qag+YpRpdib)_k_l^)Id{6Fa%!_yNVi2ZgYm z#6p}&Jp|hi8n-fR4e$w?;4k*Qk`T!E%0+7xr<>qWy3%zjiR1l^k;dq-g#4K$)u)(Jh$OuOt zYsw3tv`<4Iw)ANWa9&JKh(D3zg)4!|`Q&JKIcCG!ANJ0U>`9cWf_zHS=`xdRt;*8>d$UQXNjh<`7I zpgQtD2Ohr~luIr?xDmDKf%afuQXl%ccVlBd^`#cs>@(PcR%1*WB4( z5jQ+}s>7UDI{L~VyJoZIGyo9Ok>+x`h2-~qAfCoFgx>9Ot9{S}(uoMElb419J^iZU zT;mSilJbEK5ckMf@*L0{&FO1RT~DwfXKi`CM|fcEqf@0ccNe>P6oP62$?{fd!0BG5 z76Wvj|M^nJ0#9kbjGoay7IrAtRZLh6M{0w8s{b9zF%;VjBX2$?t@qis>gqy-<%zjN zm5$TGUcVZT@TYN?*)W8I#s^^{Lhx|^Zzu1JFkd&<9$b)vL<6g1mL4~gNxhxTW`qxfU1bqV73m<|GsE($CwH%s7tU?@gbg51Ca8NVz`OR zQ)LISMM<9mNr{5dS6}?es+Z)aDY{*n{m$N}yJ3Lgwk^=;kgNw==d&%q%Cv4!htrTk z^h!54x*z`gY`6PXfpX`ATaqNSo_oD*^T1eLs0w1q==Mkaz&_h>uEnK0{t2%K5^36J zKjOs@(CU{4A_G{v%BA3TJjbE8N%1;ao(Ah07jSH>n=XI{O`F|bFFX)zcAxC^q|M2E z8g5BTj05!)c|D~GrRq~i>F9WOF>q0G)3unR&|58RQmB~!#Rs;(Zk&&fvZ1N$AryhO z`eJKPIZOKIE6)P0OGmPf9$?1COZW^`EeK5m3TM8{cW|D8;519^Rir=S&~J4lz`l*V zuN+(5AOF^y1Q}sZ1ML7@C9V>!-fggAslx6SfHpbTTE$|r|CKjE(#{*>k$xu0jHP*n z&6Eel5`7d-m*}6=y;&Cu|E3Y=_a6(R=Uube6;4D^vC!&1t4$&4{j=3>ZO7)C}2;SPe-Mk znTh~Ks&1d#Vv=(JV1u$lf;re1?l!`>pbx3%FdGI70AfCsoJF>P zU3*QS*YsZt9C~9oNEC$si(P<-wn3Z28z_Frn;ZevH-}9?@JBR-9T(2Wyg0Z3S{1_R zp-wjpNQp9r!^4b4l|KK)Scvgsf3A6#&z*qAzWRvz=MbC5cLmUm=~`;){a7vXy!cnX zPLLAblX|gfKjO8)pAkd44k{GF<7RS(ahNVnuC&I8Hr{F)+}d!FnV_AKw2Po5vuY6N zYHlA6PY)m#K?r%!)TMPE*X0%@$j#FeIhqc{ zovzm&%lqYA?yiJ=O z8yxB8jwp*NAic$wa`4_EsSv~<9;l+Ry?2dq>-Am~Z_KW!lb_pY&z-{$=)eD4TqrpI7nH(A}Kca0?VQ-MZqS2}_mj;>#&BpP> zr=8p2_E{JT<|qsJAi*B~0UQn&NW4%83mJWL38|-H}e)_hkoekWD`(G$Xozz z3OwYs>OK3_&2mvS!_Im@SQk12(kxtqq~_Ms+^gg;*9(v~ik$(~D$X;|w{WbN#pN16 zBsDkudS;-P=XsPyR-I#i2{v`j!f0%z;EaHIc|t~whLap9%r*d-pvcL4F-)#q4$1w_ z=U^L9g2dCbk4-RVfkc3wpp^!ea-sPitqm=R1v5eC*^=uPO?yv^)lO`|Ehqrw(tz@- z#!&ZV{pl>9%{@v;{e#4{e(49R^l_`d`;I9H=`T?UlXCYB_l(3crAlC*r)Jqu-AUqQ zMVLKWHz%T5@#fth3%rQoj>q$ri7y#RQAApVSPq>=NFHc^>I$J^b+WJ5pxJb35r0(K zK!~131IaKl#}~`ncw(thtB{_qL1<350Z4K7^cL&cvlDMSO*jstZz&WTgY-LfI*Bq35 z;}Yf@1JIiG+^NzV_cZH41+npnWMz=C<#s*an^G8*06mQp7PpdWRPdYh0D`^*fDs2j z&)o3XCsoPTF6WLLXiNT^2Tv z{VxWct_Hd$0(TWiifG-VWO9rgR1_#~9{_=4@^I0GICcZ)sxLj~pu@&L4q|#!mhGR$ zPy|67gzX;2et%;Wl4`L7SDSR+Phsc=mDOXElNC_iDN%-`7VcLV3RGMkr(Ck1&AEU= z=^3SK^e;%TpedkW_;3N_X`FJR-eKWXwcD$p1*VxduO!kq5k3c7OTcT#_XO%<>jUz0|v#IjbgH6(&wS!t_`~fzf7iz1{HuJ;NdohpF_|6P2_YHi) zhS^fE{eX1ed9CqCV19y&YQR+*qR{V|RoWHPi2)K+XZ9&#p}aXJ+B0uUqS&QH1>(yI zxm^_{44dhO2uZr6FV7guIr7UH3ksQZD_R!nd0bnS>VfKzI<;rw@ZCd8gVX2g0l5Z5 zzjDZOeTPX3zc6$NbW0R#8^m~G^F|kf>s7XeOFP*!a`54s2eSu&T5o>2=E_>2^9_dT zSgXCfxX_q7&dpAytl3T4B#e;IEkOjLc0(VtYQ(UM4{%ux2QIZ(k+of+`5{_N{|gXChh<@# z6+kcUQ1p9K$x!u%qx^*nE~+SQdPImJp8vGVxu)Od1H9%^3Iv}3DD9U|GTfwDAz8tU zS_;^UrKMXOr7Y(N1uC)$ynCLkAWIq~TD<$(^)VI=#S@tEe=!%EcY=>n^&erh-7m=>2vvrQ{ z+MJ1Y2g3sCynu2LiC}d}jl<3z@75_G-S~;DDSHw$IC^%?Qg(-VHysl6%K?C(U1Tmf zd%!DpN&+D@;iT$G=>K+xw%eKH+#Ts#lk7b>i`tw7LJ7T;9i|kIW3{W!wx4`+d&1*{ zeaDL3;7<6+G3bj7lEI1vde4HA!bZv;>!;g|r6;p`c(pL+xB*zB0Z%Y%X2S5aW+Qtr zuNehB4N#DLrVc+^oCDp4%@A)lAGE(%OCR<1_%siBqdYSIPdjcT4Q}dM>`9s_2?^Zr zzQ+h-EX4?P@7c6#7^53ca8C8`v5tNOhCx$^(Sl{uYz!Sz`0>b?Gx=cAI-!Szi{TV z!7vCgnc{GCa?S7CB%LupNE0jpoZC;FO+y2P*}B({v@@h{PLqD~^t9fdsnk>Wt3_g1 zh3%Icn(rxcViMJ(;!C$3a!X~ixoh@i6Kz-$cYwnCiejcTy~H#fWO$JA;kq_!-fdX1 z30x`}5YTxJAz|eDDUsXNgu==>Z<(C$8O!DuB7u(c;Y?0a@I&K^{-9P0Oc6?@BZSj> z95LD`#DxZ4xi`{{GZFM8=n7KMBgK>QGDeCrBIwDTQW^`pj2l;*HpYmEekLT6hZA<~ z57gCx4y2fQ?y1qm#ywO&c?eU^J>#25IQHDbYlE@KovV{EQkcn!GW6l;MZv1n#qE5g zcYkuUQF$W=G?#gth;FPU(?GT4BfB8KSbaB(-ron)f;ba{M-k~6H)W>WA3i6N?c|{Z zV~E(YK4+<%qn<^X1zBC$?4@^Yl62AgBKHbfimd~7MNHB|VNNr7*p(B`)OW7QSti@^ zJbo;7q(VKzFDs8o+Mat@J>OX{a~nakM=0gdLbu3rrJ3lP)Ud2+ft#;O@70IrKV7Ni zpA{;Jc~Z^ARUtZE5Fno+whD81n1$ip&vvDWk+nJ%hMaVfjPTu z2B`O^D2<_=1h==UH*GzVSoqdP?;ruY( zz=QR;%TCPy_~McHLszno-ouKu%S+^Y%g4QdUL>Oxt~VuA)v`2P#JhUKw2`PQlcvUh zbL$fG6B8+pTsS^vQID%G&hTUf!oIFGMI{L>}#}=0% zvY_0)@mr#uid2TLwjCWpH~K<#?rs+z+isMY1h<+ts{BL*sY+Fk=V$I;p8IyXdOQpOoCEO|#7yWFCyOBUpblJgITmfzTGCI>M zYxxX_a`qxvX$qgX92|OkVczvxRJhM~PXs@9DhQ!zjlMZ?ho`YZa6|CO{sz&=S{DB3 zfE2zB0G%nm`_#L&%pEN-Dn4^a3{O9$w|2bhV2{T|+PE0QZJ-55sSyEvf|`Op#7@17a1 zIpLU$J7r{WNGo{Q(MNAfD7ajwhVNMLZMLts%REJ_Zl^q7AbqtmAe?rS%q*?TC6#Pi z9N`fkt|U31x976JsT^J*7PhHb9OV_2nXF+OKOqAbIvo)_B8o*QRew7xC1@(o(4Rk% z^9J&)bZoP#Sez_F1Y4U}E7k@Zoa@xf)KNr#bzsTqFa%_m4(Ot-7l9@s*=d$^>GT1U zQO9N0a;~z9u)EV9lgG=TV|6+6Y-_P5*}Wg{wNOm{Af=#axyjaarVT|~dKM>8-U#cuU0 zJQcgwd1fg1B{R%KlZg_hcl~Ya&56EHAmAqHw-xs^t9aIrR6Sjep@xqBSlNKY;AO8X7* zmNPah+qdez3uJHwxE3Et-H~N2$5!7QuoO+&vf6FUjkHJF zt5>V(P=3a+A)_G4+Hou;QXvWh=N3uwlRPKap{%osr*h`RmIQ zczrI18|Y;BRI1+8&ZAzB#tG;5@nc2;53l#i3}(_f>1w2kvzC(w3Z}%L=p#Jf4BgMV z=%Zg$W%N^eGf^{4eb3S3)39;JfF>Oeo+pzz-t#94_fEG+{#{0Tx@R{BWENj z%mAF)k=>Tk@Z8dJ<%0`3015SFnN5j8Q`}teDjllGD7K^wYo%}5qk#u%cWrgtz9rW; zF3xC^ukG4AW=?segI~cMfv&PVd(X@{G0=2WlB(196K_hT=33$i%8_M#uHBOi^|tnS zv$nr)Q@pqz1sOv>ItU%ke{tb!rkx}GG3MmeP1fobDeR|ok(cCRRFd$@?#g>Y-=(em zL=SSv{=4w}jys`ZiSp$yV-ciFu`(WR;w9~qdbK{Bxg8mP@oC$*d2mPYQlyB*ip&@L z_k_^fjoG`XG90mF6|qq&TIDHgfl%|kwJwp_&^%%VH-UL+8j24k5@{h(r0CVb-*?fW z+&k3dM1!X2o3}Oj(h^+y%1y<@5}y5Xl*QwJ<@v7Joj4oquD_H|CA2h=MeV@k7}!Zq zDp$!}EK?OoLw2@1FHm-zx&0_RYO#@`coi-@_-k4}&-(dfW{_p`CliG{=e4=y{5k zaj~h%q!c5Jv4Nw-l8v#>kPN*Q`uc~p4%T-bqUUHV-@_=(3%1tpSG2`*Z^N9yRp@74 zTbWU1m4Cq+)s)-bd*HT}RBa`=+J1G>ag(qJjZ9Mdso9b0;oASNPoIrLJ0_Kz}!-Fs$8*y>#-JUsVw^j{4jgY=@30i#{ zATr9`*vb7sS5v4_!9FOgv(J;bmaY85{(TayA|$Sm0nIOA517-e9tKd?)lLq+c=1cnZpU(7)*rgTd@dqcY@HMHj^AOr<_E- zWGkkus%dINJR*JQ0m;v{RiwE>5Toj`xTH@fpvykhSJlB6FlfKe&ssHRjIf@fNtRE} zO*{s08M>L!(3%(OiMK%EqC2&pi{^bOIakXy(#dL-xtZ*HCtfF=F~st=%vpS@ zT9vJ0v_qha>XpY`6*v~}&xSAl4`|`f)Ia=+?4edXIcJ*N{5NaB12WmuS_z+0N!RC6 z@w(^U6_G!5hFVKZ$Y=W4&#X>)z6oXy^AP2QRm{?-57=*v;I;ur!G8IdTT=B}r;CS)GjYdX@0*Ws6D^C`_ynZheppO9 zWUQfZ=)~2RR$g?wlOKQN?>;yGo*4mK%&2aiGhYz2-Wi`8;@xzlnOBYrohd~LG-R~C zgPS{#10eu(z<%iLR1O?fO!C(IqVJr*%6e5K?#KHfXVX^vc7brc6#2En1;kX^?*MfL8oJ+?w*T%mcJu9FZ~aMAUP3{~_x{=E;yKQL_O(Zl$RqPTW?#d@^7gRozO|I{gCyHTrI=HhIJ z5SwiwmSz?kfm^gK^1|Py@oRoF>|Ge$n??F#nQO0DYzgnCo;Hro+^<;&eg6-LAeH)= zoQ*#Gc0KKp-@~RiEUI9~n$EV2vSr>~4j3B+6d7+`>OHp~3Z#jRXG9f0T{R6O8_jVT zRlbL6(YbA{O1Y`VVn8LSYE$Hz=RGN6`}|fMf7IwA%<%|Cg)?z3$_sXH!ZY_O3)h&7 zVN~r5j5*8WI5Xdh_|c0%(Zw%h=rJ)H`;C4}>rF~O>q}i!t^hVuxc;~D;!JJA?P~8R zQopg8&3?{$lkdbAjA)YDFgp z`JMcbI+9qb&sGYG*+i>GS?1#)&#>eeTizACc|)IY-gV=Z0#WSpZ8Sxsb%&@^{C0nH zuF4XyzDakl@iHSeqYIP~yW)V1e_69|_6i+C>^mIyt;>a|qc34hxwz|`?VEFMAm>@U zRGNF%V8vF#&D612?=}i5U6bFkG-C%`i~h!wLQz82vfBW2qXh;C2Skdqk%LrVGNxnX zf6|o96OMNh7itkwdpIUNiz3em5GpSNE#JYbSRGE^1-ER9Mie@JQYn1wbIGjj?}FE# zbs(goo^yEjvztyeqQ3w97bXQ7(9!u65~BMj=GN2WO(s+~Vn~;xACIGmes+3pkPk6) zNsn`JBPHh(f7Mu~-$7H*m>`SN$&61JNqC0g)qs;zF`%Nl6mHp?HTcSVvC*aRtr3Ns zbBtV&<)hM=2qXXa69FoJ8)BN3EE8vs=qB0qp>k{!i3AZ+v5RDT!BK5Rc z`}WO-+ZwtiyFXccKUvs_HlK5S%qyF;bRWv_B_77B4mk!6D^K2Ld#W+GoF2if3C5Tc zOOM>8LCMp8O}cHevdkgo#kNJzYD_E*={L7uUphvAh9gq~9vwAi=H`nX&qXPnIwrV< za~ADr|6O&nVK&Pyna>4XK0a6sJ?Nq!u3OF0X3B8nQw}l9_((VMBie-ytBXjRvxCLE z+U`xIQN$8UzQwrt#~vCO>q-by`d7%mL^zdWv-gULmS=u1oT)84B{$nQRG8;l{9LQZ z%?aTT!$;d|E++Vc)Xr-qILa)eahIUfNjR*r-x#uKu8A*Sw(M>ss1$xUJ28%DPp!2S zP8IT`?UTWfyB1zmt)9Ql=8fitwuogC^s?ReohE_drhe}ZDi|*3G*_W%B*{Xer;;(BN8}ReW zue3YUYGnX9>Bx%u?j+>+c%8hz;&e?=t`8g7T4;ztG2wkTo4G+n-mHv zy94y?sI^&sj@SJP^}eX+eov`~w=4lh^Ps|dTPwOVRe`*wT&YXDE(t#$F(*H^UY_-A zd%k^^|HWkVjA~BG-Bf$nDdPbnV#YkptYV``(75ZC9)u43=PS+&`!;8;HW|cJaN`yQYieNj;kj`L;1h!+OwZ#Cm#H{|h_G{{XcL)=gyYAvK3ex% zc$&QD{U}^&vZqMN>eVfnO69fu(`hE2_`OClr`r8%WT&BchYOI^kZZRC828gum9UGJ z*_&)H-DWfUv8L8y9&M3Ln4Vo-7*Fbmv?Pw}8zEIW?tH0X@}su{Y*7TntLuJ@`pnTh$^h_QH9EEhQygk@C$o63{m>&J+Td4-6b zj;sXoqN+C)sWmplv)Cl+{vNYQvz>A~zbfhG#)qUErB%qh&Vi`zGJ~7WiO3E&H7bKM zp_*@$<}$!~bcKO#5`{Z4`+Tv!$2$S#+9h!)(|x{BQ;JG7*sN%+1%%lu&Tr9S!Vlu- zbWAnp22id;^!%rbzKHTx`h2(3P_}~r3Z@IMF|mop6oe@20Jv%Xou?!9%-=K{Y6QnO zjn5Xs%YAr|%Bz*!UihzAzkd5T8Bx<9lkk|}(es0UPoxbO2$v2%h-Dm&!i%Myh|oAv ztemsm;}s4Zg(jUkyO;I2Je(VRZoWkKohHInG>a{iwS8}%f>G;J=0sGmnA4G68GANq z`!?2_D*x4patr>NNb`-Awc1s^&9(sKfI9q_D0}|yw5^u|^?n~SrW?Tikfo1!mN%xW z$~EDq(^}ZYC!n6QGli`uOD|Ab9Kjw%#SEb`%(<;nZVBS8;xXlToQw)r?XJp~;oO!Y zC{@jAYG~t4!WVrI_@*hOb6vv$4B$Q-7CwXVQyUG3v=5&H7X|~DmfbqG7q;YYEvHK* z)h6|Z9Oz<8nS(VVne;RrweTPi(fg~MD++nXf)V$)A%g^FZvCahX$LPr0giDR+X?UW zj_ICLOezd(EC{(jC^++O(Z_C?x|2eB{rtD@t$b}hqL2HI)zdnM^|~+M36jrpFONhc zJ@%0la}pCrJY^J_WRcUjmEUP?aHD#6V`h}pblh`f^q_dnPud(Z^wg>EkbiqispLpU zOp^%i&+zxOT^ECi7=0{)XpFfmj!^cVdoVI)^c>YStOeg3?5cKI9LhOhG9dhPE{Jky z$KvXLVQoqgc2L|cRmu4Mmyi}TB`x}4bHVqfy9LX;zc<%B*5ri=(_#$1aJ5mR;l2Au zyf5z-=0?&Lx&TY2=<(|Ex8jt0F|4H?*EPr1Kayc_Qp>Sb+S+(fJ1p)lbgs?@dP9Y7 zM1X)Xjdv)ayhw?QeTUEt_SDR51WH>u)5zM6PHJ(P?W>>^1U+iPU#%O8N15O6- zq!2PB9^%YfV6M?%R*jIdhz!@d(i^ZKQFhUq@^Bhc55~_~2G#V;=d7%+b=ooiCO*K@2x%)x-05 ztpNGkPD!z^=#SA8pJ+_=8Wh(vle#k!R7$Gtx?!wC$4r|JQ_Q)wCtQC&I1V_W%1a6l zOK!EugsaqV9*o(h>_^?QkRhe+tGp-3$R-D!5dx2QI$7_(EGoLhKUR`oCP-&thGbPt_qXNd+HLtX@%8V5txm3 zQ*Rv*t!@!d6QsT+xFP+yXUy!QP z&0P;oGCZaG?epxi7)kaS0OB730oZg{JupMX1UPSCI|{a)e=JD8c3cI)=j@sMxojGO zanr6Nx0O7P${*WU_bcpBRYuB&S1`;9n7?9&a5D0F zsI0?cn-j7w`50DwMVjcrSq&D7jd6oN7YBLh&qFIhU)dnkL><7oS||A4fnvW z0lueCJ80o;>{eC>ouDz>swQ@xTkIgA9Ugk9GZemo-cfg+@V@i}z{an|Pu-KckaV_G zb9L^4ws*e3T_>xt#d@9bH;ro%SC~R_-N~P*B+bJ11N6o^IK_HAv1na^6DEShSSV=< z;ykOTJO&C?w7fymW~1I5&qV{Umb>t&>%LxYG;k-yH2T^{(D|ZJ>fE8y8`*tFS9zt@ z?SSq#Ps*Vt1>B$c?}t(X+RYr4+=sD%Iw0ojaRagE{j49O_Cu<*8O($nJBLA@`t~mG!j^&5b_Htl)RpUV7-?ma64&}@9g1jWYN#cz{QD#)+);! z-zCocSp`YB&gw~+tmm7T318H543_DYS2MV`ZAa&JfOk`CKkr)nkl+p*yU2-x!jgdYK!7mxY>#z$`3IBLe zUYx834hK=NNtQ>fiUdHoEe5Zx0A_$EqCd=?7wHt1lM!uHP=>5vIm%KFzGwRnYqNhN zngpXRy$c)hx5iG>hrs^h_8mP`@7DOD6bv%&&MY4O`NvWcG{GQT+P#DRQ-OJB68HZm z)Lmz$l^{ccHYYGb`9q(3N7f*CLvGY<*;l5-m`3@&SoLJ#gcqg2-7~GZXVI%Er7=GkyLO^iDHB zPyevZwv$~T!!+R0Tp?41{ioq5pc{Ph!T!;?RM2!aA%cly^9yM70Zj&g8T0j%&e7|m z^8YbIQwg^7JKOU#qRPbbm4xsSGTngX&GM5>u`&hqe2Wn042r zyRe*>X<_l)D3YDj7<66SmiP+L`3%AR*N&&TG*h;`!qdFzHwqirAeP-^+vDz8w(S{F z|7X-bQmF;Pqc79bq~4~FHYAEV1W?xICpV2qHNl+M3^`X&HE*9ix5&)zGE@7z9>n{@ zB)ef%te%+HleDiz2J&46g*w~`Bjx%8uJILq5|CHssG)STa?w;}BmqT(o3G4_J|0syS7Ys4wQy0*&Mf*;WUVME`#-;D*!N#IQ#C{C$n zST@XbwWB-$xRK4Pc9v!noAZz@+f>oio!mc zK`3Nh;8=R&M;9^Ao+dz^-^3|c=D^q1MFLH7+<#KgRlIu zVnjZCck6bfA<9*~bM5KGRsgKZ2v7498(;#tU;s&p=fgloELh1aY9I0xhj3=oAXz5> z_@Hv5shua$9D8{jQT_jm7tI z8OTOpI=zzMkA8I!3b+8WsI72V3?Nn&VW{|$0#11L;qTNy+IzwYXTS@JRR5qT_WIyl z4X77`3BE$LoCr61DQz}Ruu13d=d=Uj1--#D`6@feux}0;^_yb_2!J@o{pK;xQ7x1N z&P(~459BRoba8eZ#!yVaj_(E?+yXb@O}d|9RJv{*a{#elmtABS=U} z|9((09sw#4#>eePfB*HLJgk2;zdG(fU#z5hkLEwV_+KQxf4nJpefwQc^=tF0_kX9C z|MekyjADO4QW|+5^(gSK1NmP+$@vL9-8`QtzM1~b4Exs+{m+{^D+aL8O6M~A{w{_7 z*H7ZIf#(DFWi!Xf|8@MlFQ7ZfC7O%+@1Obm=<5D|bjkQ;y8(LC4mhPBkoo|OAe#he z+JdI8c!02ZAGZ{3Lx7A-d5_}v1Y#k)5SA9KqY z-XSVK7`1GG>_lebe~dcJo@3qv zunbx_AwOe?%SP)3pw8DRf3?tgdoY_!fj!gD`?Sm(7qSJ76F{hH1G@daL-@W40C3*~ z_-&hINv57b0JYyaEKrpK3IYBAM_0MGk&_;N6T&whyOXd&6xDLz3s(;zG9jbR7?}Z_ z2{nmrxj%lif{zQ&K%=)r!~hJ!l*+)qJtF%%5>AT)QS$g2rkUuDAC9mKa?2i~2H1<4 zHxc$?S?RP{{eFk_z^=y3poAGIeY%78K?OV&u*;rfP?0i01uC+`fMf0 ziAu5QPI?0CZ*t`II2(}t*R5_20h`9%TF_!Ggs8BwZ|;@Z0_!LX9aWPsp+UBo!vZ$Q z)bDFLx)z|%{Xq^_^m4$F)W;c^HU|$^fiWM+n_7SIw%MtRgR+7iS=(vRh*cK zcVfR_^L~6@&pM9sp}@jy+U_(V0J2{YLT<~(EOCdC=uq2m0K87yNrEpP11<##fynPG zwtD|DMTEkQ0zG#FLlmLQJcmK+=-qh(d-pc4X7xcc>L4}Um2{!C@(lR&pVsIXy<$7a z<)$7aQ0s%y)X#LxKJcHhp@ssE!Gl}={ji>_reHAHCaBJekuX-9t=*FZoh@O3%nfEd z102W#hv9y`Y*cs-CxNn|*s9T_%7G1_h14OxIq*(&YwJ~^JdH7pvD|pL8=l6HwkeOF zrjsF>KF}JoZumYf^p$LT^Pe=Gpt_^mJwY48MT(s#tKaCnz}d&dnjFL|YP#0j-^*)h z|2d!JJXzti{)&!Ofwz$QAql!+CWL3hRw!8jy)1n(D;>Q2oAVd{hX8yj9pM|Au(Sks zkO^$o1Gn`K3zwnFNm3}AozcCNGZZE^+*KUA;w+|s5_q4GnUK~)BMi*gyK=INRhOw1 zb*SU&P=gH+2f?tJ$UKe-oqb9{B|<#+De^U4s_mU`fMC5A8V$L^HWe|OM=-U|RqbW+ z?8l4kTCHk$-=0vasxEN zbs?My6KxlBooHrMcM%?qjJ?$PvRWWe1}U4_h3J+A!24S(|CkQ)WlQ= z;|7}hAp8 zBiYW6!faKnox*0^5FmuiOhIoVCbNF9Jo&GH%)1M=>aIEU(Z?V2 zh0p@(U#bNGnbfXNk@dr2w#JhAXWj*NHP=TJ7xb*NrKnawqa_FA@px#d;=k`u9PtG5 znHY(I72LW!dPvO#8DwiFImyurdlF z+-H|tkng-vuRPhhL-S!9Nc^aQm1PR4l08(U5qrT7U8Nd$wxrtl;sJKX@c6x$10d%7 zk%IUz26;pufex1r2$BDla|on>txTELkrX|$xBbyFA4hQf*nKHAupXkjyyk5R2p4=L zy&K<+DQs3b8!jGvV;CX|8_(^7#vEOYzT2|$QtH+&NDes$LmPoaz00SqQ;4-IzEN(n zeB(0y{pnX*PYzuGRiAfMh2mV=^g2&|ahI48;0|*0oI`!L@fTH!4WR2_!0G*_R%HRQ zi;onheAjqucMTye{>ShbN=FOTwWHj9qRi- zbc<;~gZ-?#x?_?aCVZ31rrc=oUONn8%5t4u07S1=RxIcOUkjUqe0f)$_{m1%qAZ4| zj=P-OI>m_2^^fYwZnWLfEF{x0jqH-4cYFU0G>|!5MsIuq{A_`GOa0xCTi*bVL%ya2 zXV7Zk1UO}Wjg$Nhv-a!_(I*+k`w%7z)s2s;03}z=AKbGqE~-DpFW71`!p>j~9hkyc z#U5E!JBN+LY9v&R+!b^0%}YeQcA`=^&q@%DZ9CRw6Hl$0+qMA#oU8A2)!-7X-2jGY zo;Jc?A(o*CkYc#W@KyqliBt5Wabm8yjg3t{#ToM2s+t7~VJ;4;61h}WAWpo17+V@y zoqgD4Ao!2H_?md@9!f21{0tN&xDcVWeyH|hzb5xAx&k6}e<)}8z5%M5`I6QFb{Bhy z&I=Vf5Z{rf{p{YCJPj*65Mx*Up_)yeRg>bAxCIC9)}kwV1HD=gIuYBpcYRX{ zJdWE9^sRE>=PwY$0}#L7Ufo;6CU?`-hP>0Q?kW~ZH&HjOBehYXuz13|(OuDpl54ZP zBQEZ>_Oh^j@;7%ec)PcXllSw|^s}nA){68U5-9d48ft;SN=Z&Fn_4s%p5rd$Dt^Dk zVd6BSK;*Y{<0^=bUvs3ZG!@u2S(dIatGTl3f_BV@{ajbXV-^sv$u?0>lP`f5EZ0%? z+fy)eqeupH?(Eq1DPY~q8f=@jBP%gIQn}kDe$EUPRevYzq1SwdU%ywxmg7T{?dG2; z*~CiE2Bq|cmtCd+_Et4p>4EXJVlw$g+JiLm(J_#8JUUgsyWT_;l4)=;x7BcqXWi8s z%6x3UIyVx*P1jvv7ZNw0kRGZBwWFtOD%bBF^wDj49aiExtM9GI`(%(^ztkr&a8s{i zKcAHdX3Ong+Z_JHIUygJ-`zz8O52?pHMOpdK+wU-)0?^JaLQy`WuU&cj2nx4c|LVH z5i%oh1iN`G@0N}|eA*KzH4uWKiA<6RulF82m*Y_=EZjb~Rc|@8B(k3DH z=UnYE8H{>Wo+zJ8es40_eM4uM`P(#+cyOCXix-KuyZY-j+>{-oi_De*dy-E@PHzpO z-ZH*i&R-u%w5mvz$XtGT(kU?ADYr_}M!g^9FE5tPHYR?)*YA!zj^^jV=5eAvp>N;K zH#34XBzI!bb@lF`W{B#X>f61l+R=?RA(;avnHMW-&%HF0*N^8%GB>0F-`4%eY@g8U z@w49sU5#DQRwB`kD?CT)WDp=fQ_|}aqLo%rWzd#x1rpirhA?eXn#g-zyEfA~1#GP! zS0NxD_*kcMS_F#=Ptl^Ugh`?A=Q5B2#~3|!a@jD>c8aJfJW{VEXs-gGGmdi=;5A-G zEqv{XAFs=t-v)?TU*_)X62kkNU+E5JGGfpNH1;-oBAJxi zIsAOT7kYqliKPDBh|fH4Xt&Z1w-6H3fP!a-tLx6guUcL$`-&WI?6{NXGI36@VYxDd z3go5Vo8zzQ$aIESATb@6@nuir5y>M;O+{Ku%~#E0i;|@RMN<>L&wksKV+=n~W+Zf- zj;K1kfN)3EA{s>x$&&6)HWC#x6Q9Z9wZ@BlNhLh3{vC9lDDybO;p&e;?V0>m6zOz; zx=oIIUd`{NSqg-Z)&^3V%bhq^GpA)HXzo3h@sn2Vu{Ok^hk+t=< zEA!tuT?!KjnvKZI>F;Hk(WIWd!R221AtEFJ!;Yy@rr*;%WDrbnQ9`J^a%p)y^zlVs zg1}M3u7cEwhdg~2ZK`UZL!zkGiGK?6uFLcU{XQ>20I6-t9UjyRx3UrQgh^0Et$rol zWD#5MAm|ox)J|GH3El3}VGh1ruuY8A*zU`w5SLhu61u1e7pT6u>4MOqK8qBS2-oMH zbhUtcP_IjlKsKZJYUVaKDUv)@7(w{GBLy8El31B#>GhqS zX~7{tqR5UyUKZ>jZ!yzsCqTbq&R|n+QMn=C^Ew1E~13+dMAOgRa9z!`^kiK9fIa+bkOdE#d=Xna*U0#(FiGdGr z-2TR=a!ciS{(2jFKtj)q+O?*S0LGcs{fLHYH@dea#zy?P=Zg3dHVy1v&n_?#5I^%2yT@v>WZLS#+Cbhc%Cyh=id;S=#Me97-fIYFt^&cesQ>@4_m)vr zu3sCk0t!gGknR)#>Fx$80hLApDS<_olt@cUNTZ}hcXxMpcP&afJomHTf4ax}j`Q`5 zaXz7Yu$RxepS$LqzjQ?PgGd`gQs)d`f6+WLwgx_PZR!LED>l)ul~A9yG2 zTriz9->(YPhO;1|@v5pvn7jlCQ!@kyhnALwmLl+#Q0*e($t6ko6e-`CnRNP(I}! z;a!oW%XEi0Tj-Fj4JVhv21BYSf(7=GYqMjF_uzYoxzS?Dq)7|8BFYM8MoI0h0QPv& zgyavjK`F{>zLZz5CM){FjNtZ3)$1}Jt7N?&A+0aP-^&lB$>Z{R%}iTXd!VsEY^}q1 zm*(n>9?xF!=|X+Nh|)~xPor`btyXxI0pIvm&qJ^bVo532 z!K{d()qNaz_4S9UhsVNRw<;VRw&O0e!}Qc_W8lE#i!$zyqa4KBEwT4HeGTucuqZ4% zH(OPfx~fJ5j1@~>p$=AeX1?bj$M%gcdrMR=OKzj(#8HRIwM}hSGmt&MD;`=rEn^84+u)jGC}E;qfe+?)si~2l+=Z$(ZAM zN*hCqX}saeaI?U{X#i)FY+en9f*83o#(O~E7+*{@1ganyn%&tV;}c zre!@Xozj>qp8YdPKH5j1smXEPwi(Omg*#}xS-;N_Wxsq)oHdXVE@%R4e+=pGuyym8 zFqwG}SD!6~IK22^sX^^{Ian(kQ8`J-YuPlWl^3=@Z!@s?UQ0QUNEmn6(_qx;R(!p| zM%(P?>|BbxBb)dG*;@#stFPu~>vK5PpzGh_hoZn?xcOVgOwzYwtgNH-H{Zy`EZdfz zmD4G1IhXxDai=6A4fkToBSRL;=&UAfdw8bjTJ>iRRS;?S(aJ_sYN4p=iw)Bfhv)<> zNxtEAJk2Zfmm~{l1wh?KK?dL4sIgW;I$B~!rvk*EKU#9Edv~9GWvs8d8D-6S1z514 zTOps9{IOh%g)uUOJbjauIW(5LwZ|=PzEOGwV>SJl?%{MA|1}*FnQ^}==}Orj!QkUW z=8x!%BTaKL5GFqff{#5uF{ywD1V!Mif2&Ro;`z=Q*Ot|7)0MPd0aOQ`Cv$ut!v>Nu zimPugd{txwt0z3h9F`|d6|ntYR*MD=D2s4>CC;RvcwSQtnvKYv*AmQ5=*yKiOf_B^ zcSjXe*TKp_8*AHf%_YsSEp^Hr3B3-Cgx|CaLbe`Wg=|vM3TAc*)7e?y6R(Cr{p+7> zC-euOO;8XOYBrEObtZoF+a(w;@>|CT+a3S0wCf$S2Wp?kitFczq`8S(9?#LHy7B$w znB!HR$C!l??@q+cm0hA4Z{l0|F~?1ab8{}Y3ir<=-0gC=xxF1MEv+)r^mJ23gN{dF7}N4Q`q+=O0zxReD`r)|i# z>gI&>*GE&ft!ajs9jvEjAOtJxQX(D-JnM4eVi`9UM#Zbz=6%5H?I8Cu=LY0JJG7bd zz#0UE?w0Iw(?Mpm%2vqUXONo?`$dlsWlhF0uKX!VW&D zFV}Oe$KI7EO^-w=5rLshm|}3G%OaWKVw%m^vqrV;>Ej{S(p5qyt*vb9 z{MgPGHTWL`Ckq4^T>^FiiLR7&f>rtq(`~^A^}{6)dNW{Xtu-1csO%56V2DXd0l5;^ zZ5+bk)yF+FG~dvLox_%?mYg)JzXg?zzR*3VVqOnA@tQ@9SPz>z&(R9vX{Ep7yerxk zKX~L65cL^!{G<@5RHC|Sd&AZ4a% z()sO)EapD#?pcN&m4|BV; zx`TkY_|H61Lp;!&P3iny|t+wOa{ zF3t%7c}qMuj)j+iK6tUS$Ur`5Zda5ga58B|S^bO*Na`JNVmTQlx-@i{`Qh>|Cx3MV zMvq zY8EQ^r%RgvR#M-V6TDxn?6>m>9{yy5!K*DXmpA@^f5r>bf$PL z#BsT|>MbVDMh{n5OUTq07 z*8DD5tz{2Y#?q$gXewU@S(F9eVK=&l>i)Bd!fzQu<30l=F_Bb%WaIu)K;}AMZj~T; zVjX5tv!Bs6q4%?sy{V7n6_gK6{CQ&DkvI#L)&}z^?VLdh|M?Cl35K^h%32QuO>-vC z1i@i`tdE^&n~Ci<Pl#iFA&2&vvNZB!9{% zdJxQEp# zzX%`h9orG~;d`(*c>)Fk}YruG8md+F$dlcXVq8IkC0P8X0e zdA4(*j51t7W$Na=Ej{em%q?h?7&`wB4rx3T3x2RS_Brz~VY&L_zq8#|67KK}KI@H=DM8;#7|D@Z~07n!n5= zM=s8p9o0;Syj>($U)M2$Z^Q%(fC~teurFL82 zM2AJ$dM_)_tDn~$RKa(Roxm1j8oenr9crl|=QRe?|3g7Fo&!|B7_|*)Qg~eX%dAg+ zft;wOv;Z3?-Q20Um0NvM+%3bH0vj!^CuN;fPm|`q)pH+iXIn4l*hteFWs=rp8IjPc zI~e7JH62UB6uqhLQ*C4!`G#?qyYdB}GgZ&D1+kDDdD;CWwf+!U1w_DNogFfsYZSK0 zD(AR0bXYbec64-%u(7Q)vNOgtMehq6Cq3ymHCaicl-T&x*`N$ZRy+I{wS5+HJwlay zsaC{tESVsW6^iCtKNH|K!KjKBD3%)QI8q)FGP$f(-X`e9**h~$Z?heW{?zn0_$v9u zQyIdEBH2~FtMHR_Lh+C|WqRl$ib1R8uDjRLmykrY6gv%31S)!x4 zterko8V0<}ir{>~x9yi@+e1P7cw3MPl?lVKBtDHSDei9JnaWy+6^zngxca@VRe*nG z;rdLw5B)2TO0Mb=yPb>%o5QXoM~!9)l$*!L`(Kw*?#*WA!UNFvP>m&0v@}%~hgON3 zDNMS@tJ}#OFh5;}j&k^QpEj~%_NQgFheJgG_L@{Dul?&LOuXfms69$SznXK9`O+)& zt)02-um0Nx*8>WXLTflnw~?#_?+aMdQRkhl(uIR)+^F{n+pR>>JPywpS=e%T)K8E^ zbhe1(upg5BLQ}w*E3(cOrjN2aQ?i+4Q&))_-TN{wP286KK;XeWZDeAfmWZ$1<$k>) zVpFkdD$Z%Nr;}&6i(zWt*;fQ<%&RDJE4iX#@d7IP4_tRGUrtK}NqlYGDH&D~sUPt@ zZ^iqv0l-MsoxzRMQ+~NK(+trYhz>BSeRfE1;(l|!PUw~S8~23=nRWyb$EROQ<*gxV zeU-|6>c6MFq60<6_~jQ~ht?rL_%5fg3D|@NIyAP{B|FMlvC2Bhbc^1_eISQ`ckq9ztkj0}F*G*)f%xcB<7+=<6!iu8^l9xf3uCQlZ)ttMgyGu-sP1^Ru}8u1x7z?I6GJZhl)% z^Aw}-gJFjZAmp~0zN3>s)dQ7yYN6EGT8XeTD@H}Dm{{>$@7;*2te;xM%*aGT=m#YQ zS~&H+XQkzKa*WvIsv{92x-VpjVt0h1b|$~%EqgX{oq)<-<&fK(gNDaW#Qh;`nxb(1 zZ9@mHpRP&XWXc=aKL^mw`;VX|?vYMN@OTg8M8BeqJK_#EMkY$6aX6^v#E7)-XZ(DM z$gjV-Fk0&e)pzX`HmB#a0ljPERC3*_-Nla;uQ8W?TNQU(kug)Yh0>;wjDUFPMsVE` z$n@kFhlLFNr*t}?y;4B6GrrlNqc8v`>`W+01PZSVP9F%=}Z3C;imY4UQ zPa9WmUVWQq_bGgzL8Wp~NffiMa2YGitv>lfIS!X>g|^gSL_nOzxw>zVyej zpMmZ`0|hS0SSQ@fMw+U~a57q=vR=Igu|tBWv3~A-Jv>S6ldN8<`_bWo*#w{T^w9fd ztD5Hn(}Z&L*zXGfOOb$r51-Qv`mf7`<%gf#P`9lwg;#u7h!1z=`JKz+;>J5%x-9n` z{&3o>{xp!M`<3Vr_1ck@nK$S zcee#u!x&Q@cuaTv*UboIoW*cWj|HToisZW;fWBx!8;PZ# z41xA*It91CJVU6-mNt5EC zPK!nuAQAajSR~_g9Zcs6qg_XMeArlO6FBVQ88#sW89^jVvdMSYQk8GyA&F3t&5E$^ zGYf1MP%Za^nMnBe6i2;n;mOkc3X44=mQ2^#!YEDKx;WC7|~@6#Vzq`aiGP;Li>0AcCg2D|7w_4e|$}$!-m<9jc^n@38zgjPvKOVFFwwP(sb? zj{*4OuS%pKEFBIoxc$d<^p9Wr|A+0rU)KKzhV92~?+q!+dxZLqYG_F zKrq?kurt;&`rHn%ssTWumKO5qfCTq!cTmi~T0S8jk$JdZ~o}@W+ zS6l!VCs;s_R234;nQ$CdZU!VR5d{6*A?)DJzABrBV}QWL>6y_U;Pt4C0+tsCh7m+r&fY$l}XB#-%3JheE@hQb_GBqX49Ok zgHHn~_XlnMNJpwcrZD%uNADj2$VE;4dB+LTy*4q`mb(5zG+0#vZ}F zaG+q!xd6!jFHX-+foZ}0vKjksTM)koK%NYaLc^-h5T^&op;!B~LdIrKwB8MLbIMW8)pOU~H_jR+~=9rdgK_#xhp$DUrj9_hTk2xg%T->?!_ zsoRiZ`aXcJ>|hK^MCmDEyFI{ltcX?bnpUPEf-v3P|G^7eK+$G{r0O&`opYMR0-!UU zNv#Sb4hTLbaawU+p?PfU&fCjTxV^?>ua=oR&U1NCufeCO?-Z*GCiN^B*0nJ`hu)ZI z9}m-2I8|{Lw|YE}Aix)9fD1&NFm3v;WxE^u$n8xavifFudqKu~GktxP2uoRtWeV*F!N-%$_1P(n8l=%KYoula-EMweiOs=#G( z`nvx2>F*hc?CG*zUXIc+#t7?wghkS$Nfs9Nqr}Mz}H}Lat zSda8?vvd!aJzdCW6}S{2&W1Swt{Wgl1B9LHtD*Ga#q;TF-MK>oJ`e?$h$vpan&#y^ z>ftJ{RRJSlT@nR4OporlRJZ{~eFiv-5G-+m7l?X9TllgSb!!c5P=OG=H+2%|JOL)< zgOa$|VX$HHR0SVV-t42E0txyG##Gm)UeU`P1XRW?Al5_8FY9nTLv~;VAg?Z(Zp}Me zi&7mpu+58=TfCO^~*S*qI%CRfjZVt)1E_D*rXGjQ&(Sd?Q6LTJA9935m(pO^C$20MIX^00aE zp1koClL0V}N?Ep*j5<(q zS0L^T_Ew-Ay&?O22`;VzSHBxjMHdJ_XSh=6PT}8{77 z7GwDzE&*jcz6+Adtu~&;!26^UY%A(wZ>slVHf{hmx(B63T|kPr{5;3oc3>GCESqJM zrli*u+wR;&ssgL{E&!^9WZv@k_cAE2zv|kxK4@NQfR4JdeqSbgP`s^xZuAJ?y5rKK z|Jvscfi38rjJ;yX0|;wsbA7V75p>`;_P+%Dk3X0EFR&4f$>R8K|~-oD_Eve)k`Vr?A6^BchYI%DdnC>xF;FY%+gYE`fjcg@5Xt({#_@(jNLc?BGoK9D6$;Q)$L+U4D#mZY43h&)HK97zdKa) zC{KtKSd5Vzl4!*)-gK6 z+Au1irUeCK*Is{d;MoQ7l-8B>hVcfBcjA>VwWqS!mc?wv8y6t{A8AbH!*ByyYVuzC zyKf2XZu+6akQk}fk6ve;1fC=~2iF;aW*M7q%H2K$)_-i#e{I;W zl4%x7wcATwhw@j8>kj)>t#rMNG&lQTv(~O}o47B-7`LZp4x3?brDohEGo8Q$E)%BK zt2v@`>sAfY^%~L?rX{~R0Y<+!hYheGYq(RD$Y9EqEX7;vaq9WE_D>9OD&OXwjzO)8 z)bp-IKUNv5Syd@YuU?n#UIR#Y=y2r_w_ecA7RVS9PFPhe2IN8}QVUCr8?35jCBnhl ze!J+kG(oBWcy4tFQ$@_F&V|@4ld7VX3cKN5(e4RzObUW+R97QM#X2fyiP6=yi0!6k zHF%*ZtYUSm^HUrne+c)}HDR@>3!sfPyq0RKzSQZ%>#|hN2oy15F!mnG`El7TwZt)A z-8)@y22^-XjkTM7sV$?I{Wa9x)l$ni8VzSuO`SQ!z-LvB_dA8`Ms&cXL)Q`_(q~|( zUB{kXm3b#KR|yF|*h`RP-8_wJe73YpDE_@B|M~_1?#x&86hOMmdK(mV-|PYs z^0sjk9R(yFvY5kI8e&7IqQ{ix6~#P4UiXD!^As|;*!Ml#Ubo*Pbo{_xae#44!DUIb zPCeCOiBK7-?htErDtaRqoD6}iU0;QBLM=9VbCtVNuus7q-1=PRJ1$$n6=W@NI90^D z#eJ;M70y^)y!$bRQXxt2Ixhi8h>_u5Wv77pPp@uj4{K91`I#${hTOO1%f+v%vr97M zFpn)gr|KCF_M7G^w-v&7I$n*XtPxj|rrmoN=+}pkH^q|bG`Gc2W@OrsN>nP;6c&4~ zP`}ad`Ovn(yS`)SFyu=v)IHjI1R9uruDX1}??jl0unJq-E)z0IUI!h8oxJlh0z=NW zrMM&O_31cPTIST^5bK&j%L5d3u{5_n)+}!khUyNj@yLe@@ch>W1I%6@j?i1Cq-~|* zEPpwswIrmLbiKZ3kEGsfNm5$VW>s-IW$t5ppHDAA$-Va{!RvPf`TnzqQw!G7(rEhf z{8z#BGLBMh9j{Y5#q97JamaBH)C?L(UsibDAqT^}hb_~mE#cU~gnpmm@QJbU`i|f& zmaYVbQm#2D>M8`-++UV>E_4i%_^u?b?x|G7u3y}{9eF=LSln<-8pK`-$6}P&l5HyWHxLaOZ-a*>o$~0Z!9~vOM$i`6ojqAQ@osUva zC)AtU#A?!I8Aqtni21vf%_dr~CIhh;w{9?9WIMl!<%S(azZgmAhZkZn@cAlOeBq27 z-P#(<`u1w@ujM!o{NI(5iPVv=S>$&BAZop5oKEUeC2XljrFtxc(DsuL<}(~f50}@g zk#$Mp>f(GIUlT!SSfyYYZO<6>hQ6))pIQKiLJ#g4g%>62yjo5eq2JH0YeS-lc|br; zZ>?AR!txAD;QLYX9aidbyYU})V!g(53>H>hT=7?ftMU)hal*S3`GWD9X9xH6D9%&R zsj*93>?kBYKe^JPiu32q@0}q)ol+NpN0w#w4*tHO+B-JNoY&`RNig_qq^6RodHn3k z(%uA<_E?;K@rgSbMo4v)$T*@q2tIqai;o5EX2bxv`**$!Ri*9+f&5=2UTT8QhdiX0LCu^^0sg3+ z$U)o5;srrMc`KS9gxB5C9F%!K3nWKZ?6?l|3FNRgDlUEDiCm80HjJhLA5n7LqMFwt zA|rel#$e>|nj1qx@S5rU{UMpA*Jig-?nz#Evl^hFV%=C^Qt^FrDHI>umhr(qkDXG! zeLLJWnpj3q9w)@Q@bd#Ui?CqCL@q7xB_Z#=kGrqkgI(NfAWaWssjmdHikMRjvLGavsN*NlT^ud2EQ9{;0kKtW=NiizKghJd$l`V^|G{OE~2-;vmk~IOt^`!7Lk7!Hx zhZySZEv!0ACX#8a@XA9^Z86=oPqkcsTjz!T@9<_Hi5U;cGpK*dEi{LByH|2jE1|=z z5;|g)ZO?h-95Z<0h8^QrNAKh0nXF(f%6qIN8Q{&{Jguj$z*9^6nncv#jd&3D(Vrj zd~5SWk6NCn(MS1qHB897Al;`^CN#v*>@0L_K?BW{+ znX(`>S`5oAay1a_s?-OqzZ7F%y^)>yR675*5$W_7Bh$e;IsVO}iX|*(hR<_s`(gyA zM)v*2-FE&6`;a~se8p6URiWDGC+op^&A;@S3<-lzaCVQAp>&S_^vseO<1sg(!K8z8 z(1xqSOP&`E^&>_udAp4zT4Z-aT1}ebS#Gkwr!gJ%&k_F_`7}&G0oFsd(iEixd5ODi z_mfa?%P0E7{H;q5Qx)tIR)XMwms-M!XTJJmJ0Q;-?S(h1gQ2tZQTJBl*_U2M_^J-i zV62UX=1$HBF&3m43ygGuGLR|Asj=8BiLuz)j2PsME2v!K7C+__J8Q)GU_kOIADYCT|1kuEL^c)JGhDY+H_@8KTaD4hMwe$j(_3dr2&=9rTJEo7x z=B%R=a7RQ^RX>lL6u$r`OkJxTIhwh!WreN97`Dkcs4OsSjqbeBEuFNj5al|XUHW~d za9X14uBJ27v*5WejeM27dgJAsNGXT8%aOFYKbB(M=esX}CH!5V4Hec$=-CH(IYokm z#&p$EEo^zexIV5wm$s`x`}9UAAY@}~QU0pCjpn1N=VKp_Pn`Pq$6aRD2ryb~Dzlg3 z)Suv)34Z1_f-imA#kXV2h} zc-{`rj83MyZ;2i`O7}9cGg>Hvef1oqi^7x2bh}+ZhAGZ#cH<`AINTxx+0CE$wmj>O zi=|rfQ$V&2@X2itdYj zN0TEDXIP`c==MWKrdJl=RIBc6jbL{aw4Yiuv14-2*(MD1jzd2g7))-db9-XM`86-Q z^lVf$opieEBc&d&j^jkNVCu@8~tZfuNYinu%?GFucoAWkZqM z)GjIJG7oWNFqY%B$b%-$cP*_laVPxR)KX*iPtGgvy+QsX|S z&(Jg+k_IqB`r3&#!znRJq7@&CD^{?oP0y50nqH=KH+W+V=BU8;dRc)n<=I6}@U6P- z09U`7E>`IUzCEf;sCk=HOK4~#t{D@Z(d<4wHa-{K`v>Frw=;s_N<|}4kn2zHd`wvq zLzM%s|8hY|?>ZTWz6}2xF&>U~YFiUdx5E`0Wr1`dUj2_ps>WU*@LNgd@uG-!HQ#Ze zPQ{2{`Ce*H4R`B% ztpST%dSSCW8u%3CszQPXrYN(55RZ%;B7+d|1q4co1{_$!VXu&%NB33k7p|uaIWp{I zlg!3{8CV>l4>wk)FU>OeRQ&yrs-hM3dlt6Mj^D-@Z-|1;7H+|#CbgxG=dju5baLeB zLS<=boW2<@aB;8L$=EUA;1_X@r;iOawT_;%Y%?%;YXs_;ik+}sC^$;7Y?i3=PNt}> zNBDmxI)xAGJV#{iGW0oZ<4tVs*=PH52Va18LCz%lW(7wV-89E4_uz3V+*uPh{PIo{ z-qIgIh%?N4T?#1|KBU-hR9LOBPzTBPLeu+jPX*OKZKy4Eao`ww(eB)wkAriW(+A-?C< z_)0srYq6iN+>+?1ukyx4UXdu5oO^}jzpru56umNY+d(-PPQVE+0ZygeR8z+;6E5Ld zu=FHk+|qg`(r+oavmipZIO3B*dX5(^=m~bp1Jb1Fk0(&mHmfz?Cn~OX+^OU>=^ETrBS4GF|W`Fw7Dxoh+cQorh6>65BO`ZO+@ZM3gzXi!% zp=g)HTQTTFsL!`@%OIAnX`HNs5xyemdGSlUsB16zdY1oeP{lEa0W#UPOzx?>X~Rd; zsV&^c%r&)sD|NUI5-dR}nr|E((1@qZ5@W_+Yo;`lqvMB(1f!0F_ApC%J+Qw)w`^W- zNcVvHX3O3{6In#GAeNI<@xkKP*;C(*a2#AckQLO4$NiFL&*lnq2K8&9J(ep*GPDf1 zbacJI$I_nP;5r9|lNOi1FFxxJedtBNGp9>l#8yM`9WY!nb$)b{sMYdI`ibK#C9||k z{r-2FD(x%Zj-S(@yOZ|#C!FF~JwpgS?>@M;aTs4TNIpJ{Pw>2d>5kAA-`Qvs{$Orz zeJ~~2A(M5X-nh0Ixtso5&XNYj#;!ehTtDqSmUkadMC5dFhOGykNsfgDsV z;O$W-X}C`?F~&oE%P#k532NGo+;Eh1gw>rT4S&d`A#;+xkZ{bHL}kKUMB~V}F4N#; z*KRg?CWb;<_8w;(`hER7!>s4iis?x;;}|pt)TK;Axe80w%9hV7Gg7x}1`}^g4n~9| z9WRdgoD@a|GY4ncYQ6`-nNYu#JvE;DRR>1r;|4=`)z!%Crbb-ZqjaIX922kAIR%Q1 zizd&$kxwU#GLAXU_=Wpqm%#T>dLHJjc+JQ0w@cwc7&tWP&+~gpTVRi{-weIC_&5=E z1?M~`*_A#87$PSMYKQ*>L4KRcywqdg>N1DC`SHs3U#JrqcKQrD!;iB(b8&d2G586r z*kIU!FF!!}8tct`se3KFiyA0aj9|kQXOj!(qpw=_9X%7Jf9{uYlT9hjXY#nO_|r?T zN&eRzx7UStkc*WRPk|6+X@8w!=~TsUS>nwuOe8p}xL! zF$gWQSzx|B`a%q{?d;lU3rVd!sd*eMm>7icTJ#Sl-K4DC(&u>H0eY}W=Uj$yGC9k@ zh=H?tQF%z$N&IU|lGh!f5vJj%i5qzus;&Lm<1tJ{P~l}LsY;s93;nTumdG~}wgLD? zO^i+TteScPyTgB0TK*?rjvN6Eo;ICywo>}a2L@Xfh|-EgCq*Qb7{V%`S(SwTFtO)- zte!^n0TC?7jJkIKbMKko#vHK4WUj@Xu4ZCYUSc^gYoZLn9k~!djaDEzJ1OdZJe(hW zs>5Yn+{>$2H7M;uF7(Zh*={|NHWXat+Ihc=dPF*|S#fHDEh-9ZQ9KHS+hlQ_U+iMiv@)vZrTHeFq%fv9 zl~_6@FnU&==)r7^TOAeZ_dj&rxZ0@_5O&#GG5hg&kMz>c20T?!e_f2C?L z=?07QpbJ{)T-g0VQGBt4(Pn098|WX-b>UH{j-0y2zohpp@Mz{Ssq)+V6%Mm|Ici{k z5>OG#Eaal}pCyie7Ch3cGcm=RHi8S4zS_fht?xGx4Uo?r^Bu;!vB!^JmRj^&(iO+mbybNgk1bg z!ND2?FYMp*CNmtBB&3{?Dm%iwerkW4ZKt~d9^g4I%V#Yw7veuM!K}2(uG zeLbpTtp-Ib$DwJ&G153t%b7n>`7N%Y8JMQaGBnR!x##3bf?bnWxt3T)_k`H+p!kzI zUxc}o6Gc{^ZKP|f$%~{Skeew78TcmEt&lnN%vn1eJQerkV$^vBk+9~km%5f2zUT*C z$NeRDO1epeD*IUthSwK!Dwey#i7t|22Cz5Dxhfc6Iv_N>Cb<4xdiuwEA*x0r8q|*} zzt~qu2wG+Mnz(>pj+@|wBGfxkUJJC7rWriWkZ<=0-MnrJBfjev$C-rG*ypYsGzZE9 zt$c5rREcnXm(m!71R_7Ir`NJ$(r%}uyH}y$QIRcg zw(Bxli#zKFzOJQduqlVKWIWURgfoke+rW;L<-IAMpNkc1#GU)kDP08yr+wSt4lIy~ zYtnC%6LaJAqylOiV`{5hYPrcqOmP+NK`ev#Fa?Vh$vJcT+j`v{M#|2(r1u+|QYs?ySA?Yb-GbWOwcpyG#fk)G4x?aCU1ahRY(2DF zWGiKdl`{j6Bj+8N6TS+|`y{ysoP&lwrQ!MJbH$MlFi_YJ2t%oLHE2*6OlaU-w)xHN z`3x4TmsP7OY4q=$Ss2`mzL1YpYiwZHOJ30L>Omwz^6(h3S@Pi8i*n}4h&Oc`nx0!c z26TaU*c+`tY80-xC`)RM-(@}B{Mehjla?vxzSvZBa*GM?c(_KniQxn9Zz11!<>cWr znb^1t6rg|gnEO*e(R$?6h-Tw^=G{bt9-jqMY9WT!W4^OS{-rMFe6peTeWmhPk3e^& zb@_RTv~E{FQRT~S7boY?*sQ_-Eo}Wz6IwdSpqvtS<6VF}g!{8XpFJGL-bSF)q4O&%~9Pa0j2YCBjku%qcJP z0FeLZnh5!F3u|=*ol+id z&ns1rMvJKu3q!+5&UXR?>~SUX+9UH05tV6r)5?ZhR<6S{6z7-LJ1t0_4Z5LJVM)!mtIjJ1(fZYY~d6z0WLAI0>v*_+rd&Vl9w z$4bs)+9}raPAwlVag6yw`G@fH)K;<~EQ#>3@|e!#N~Wvr?9{EZky$7AfD7oE^;mR!Gjk0CjxJl~0k0 zNXt1@{eZHm<_^JW->%oVk(b5QN z;}&wwAR-aFP{#Og?D0Q;Z>oBK%*3p;U%>a{EBksb8jjq8MB>1N)lZ!|>e{gK$(Cw^ zDqG_E-R>sMAK7o>=h2mFxq}0b9KrUPVD-aIC&V=3JJg*Hlf_VnwJhB3yr)3# zJ+k@CjV|TYw4#rAhWK|#cjKu5%ON)r4$v@0$ggaDg z(_xPoqSZa~Y!oX=UoK0ZhRS63RVyXShOjfY@cOA(y0PaKS?gLV2HV8L+xnO1OHiGr zkb3Om!*YY0801A-feXXr0(FQ`q!0lw`5m=#4;wf!l0pJkwcYT1LEx4CBP!8Ux&m|TAAHMCa@OFYXd${KVtHY_YH8m;?F*(C;o#f>U?=i-1Zh*XzL#hWRLgdSW@Z^2Ow>qyM z?)#s(&;9T5ZT~DDI~lhu6H@(n=QLH=HkAtJ)Bwh@Afs*Y=3CYbBrs;0Y}Yn*6CNX_ zs$LD4Q#zDAbhrzsUfxx*KcIejB^iK>+J&|htg}wYVV~xBJY%UQq-x}UC}!A%vfgQP z3Rz|`i(MXbOq|VNmuZYrE!P^Jrs3TEs>nY`GWL3F2VMrR`wM=+& z#POadlTu=Nms0f=6m1e+Zg!Vr<#jy27+ZZmkanS51NAG`5u&7f`MafmtLleJ05XNb zH{p!}i94EkI;s809?OOT4bNaLz z*OiqkKr0%n`5V52ndv~MIRdA%7TzjuiM|<!RLw`y1n9HM|p%tgq`jV z>Z@!$@y}$<#mQe8A;Zw(?F@B2VZ$)XpM|ni?X~1ufe9pkXJr0)fdrMTL0@nm&tS}F z$zCS%f#kpYD9MO%_XB_2A?=?a-Fs1Y*2*U6Jz%omMme(K1)^u??bRT!dceU8c@O9Y zHJ4ZnCyQMbyzuxXiL|B{4*D>4<`ZcDb|?Cef3Z;uynAvI(pQM9T z;sCV;;lrUqe)&NgX<)Njk~!;gBdE3$Ujd>}mt309`I}50Ana{jX;A}sjy11{I=2BY zwKmXG2mS{sZlLDG>;kmJ%y6PsBPStAH+Jo&+i_5o7x# zndPrWHDAs`TJTPg_ueHCta{LsX#1HlaRzPe$;pg^YGBGCq=C)NFui2;x4r+LPt{N% z3&zGS*lNjLg#Z5yWx9Xli24opjf(L3hrLlQ-80({|7lGiwC}ZM0!urS1|d+ zUC_k6jH^t5V&ZNe?d8m z-Fx77Q6CAhaQ<^_{`E2cdSm}uZ^{tD$7HlN_kTR;Kfdh$iwDj?_W@dLjSvGz?tOIt z2RfM>f?KMh=b5@dZ)+Cd7mMIZH&W`o);J-(0HO~UK&C`jgB39g5w$eIdPc$YGl2Nq z%2rNVGflL}#tZhn^9IcvY&&D-6Se>QzQKc60m6e>;6AtvxC>+#a5hwfYi{A%r`0|H zWC@+l1NAHT*2p*b;Y#Of`0j3n)B;3r>4FvxU;v}P4zD{mJ?&KWvX^G(2dvaAP;8w# zIuxS`E);J^f!=ViRf+V!hV74$ZLp=;2d$b_4_;_BdIDV79`u>zLdVS`UomiY%mA{8 zu^d<-$5eTO3+sDlerX1;d?=zr?5>_k-ctSz)XPSpz6v-%DkukAR1-K`$$`NUl>Ko4 z(9&K|TPqSD7=$v;zrVtNK8rXqih<|x^KyWbRswvoMLA7$mKB(TPUeFqAMYxVpzGcR zwM+zHlT2*K-;@?1R$D{Z>VPxaU_=#AiOWX-z`+6do2S(jZS%`6_`y_cA^72}S+7qX z!^90dxig`jtxq*jyq^X4df_3pqWyLbXl#~y$}|54-u+|Ni94W3XPkWY#kPki;vwIR zaKSEefH)xz+9@dy>#zrVNIGRntAghcP+1C=^k`^V;*!xu zQ1*B*Ob9z$I^z-~O&lP#a!wX^eoE8yDJKF*@>nDJ>W@iBI zJw?FRb1d$)zV#%@_|g!~5vm;NzcWkw-%cy>J-joZ)w!kuxV6*hv@1GuX)!P-sd2GA zW&lX;PWcL%5(>d_`8tH@h9bW?1PP>;EL!aK8@|`j)!+ap}u=cce&&kGp zdK$v{G`bnCY-x@`ouU#Q#^Bfb6;Mq>z1+h})UI2Q-2??<9<+s3fiwR-A_>=WmCFbWWB9Z(zYdXYy>Ix8+ zE+FDEno!}tDlEVS5YuNEN<0e`sl!2j;a=c}UNEL9uEz8KSXIB!ZYy~Kd{Gp!`spRM zD5RE%8OV`NTnpNGDu9Y|tsFJaX+ULpyvf;7+V2_jo^htZ-o}`T^}9GFQ>d+aG7i6X zLg2XZ!fr)EOF^_Vkai_^PW8c$m-Bf*iWLF2l{eF#;v$B8NW3*{fW4#H!13Dmr4|{n zfJuGUgsvUTbe9V_(`qO4-oL3&Y6@BbD92n0%0dl;>{LXTX3QOcbD9Z^57lQ&0}P(6 zAiL%bQHd~^eh6gBGw}j%US|zB)Aj=-$1zO?U0?>~gfD=6Oc<3_*sElnA%Qls8+R|5Z`2;}b_%0B+F2?LiC98(b}Lm3?p2D?_Ni zGWOE@`pGT!Q!YTo(#_U_1&;ui@t(SM+L*^`Nai#^t2k&H;IKv2IPpS_CKkgCfHW-y zh?VF#UA)~M!3_>3@eeL%s9bX&Ve#oP*o6*&_{8aJuzj7ul5`=`QsBM7l_zM~v`hiz zj9ds{WPKT_dqeeMDP?a(C)FIIzSgtgwqoak98^SjSb$$s`S$&reOfVWqm9xBIx)X- zyw93*foN;RDvxO(&nSfS>W*+Uou2&CF<7>dKTD-jh@-C00#ABy@oKkpT*YWbHJS1_ z^6a+kHb6$b<=61^}98_I3(Ff8NTuHV;^(_8a~?u%l$( z5tDWU63fqZu4Dlu>Rkf5H23_S^}D`^t&|)Wr(OTtj}Vvw{SC8+46;q9zxwB_RJQ+0 z2WIcAfrE~D>3qsE-y{VNiYfj=YtzPRL}J5%aA1{?3&dJ8auiy`I;A|b<|+1!GTLu5 z-!^c_S}iS+@;MH)Dyhj<;|wqmDl&J?d`dc);`jX*bqfK4MW63eR7IapO-hq9syrnhB9Hm}GC+ORwKCPF;+N!uIALeq(q|iS!UlzS3A! zIEd!R$;P3=?pGD{UrO5VdOt4>5n*0_#zTSzqEg?N}?|E}#*@*_<3IbKjNL zJJN*8KyB;e1?ZNE@Rw2cawk2L@CiJioI&d+VjGQuP;vh>DED^)n^Tz3BMu3p_gNVa zIjdzj(k`j^eRC-#3gNtW;(nzp>w_4n;Ql_45v_dq8CS{#iRp2oA2%kq7DEbc!^#s9 z9oj0P_QFpu;lMgsCN+}J3*#AEZT_$B>AO}K_22b2Qiyz&9Df6WJ4_Ot*jv9EeUvae zR0;0O7SDKH?#i5N+0-6?$SkmBunxAE!7rHTeJCx?b}ND>U3ZWBpsX@vW^nm?a*@R1 z1pE=+MrQpWiDgMvhQ46qtEWRhUHBsj=hn6gWUVusDaTr{ZC}mRNKDM~>*-woMR3^R zCr0`{F!REZYk+*5NYY|9zZ}!>F%xp zB!(WkL68RDo9}-1KKAi@pXYBmV7zCob+2`;>pVY&OB5&CCS1#ch9q>eB76KVS83#i z0tXl^dL)Dqn4~IrZPk;BMp!<+6H3GjVAhmK#VGHL(#qP1cFK9SJRc zzp@fW`AJeH7gNA9gTh;GDfx2sz`jPC-`1BciZaAh%Cq9#oot-_qF_s)SF3=u^jSme zCt4XtRF1+{{Exb_&*Jx>K)iyCKYd1*Z{X}-evu(DbLOL66&U8Z=7i`!A!Y1Yeiqiq zr1ar1sl#1)qD(Iwf41mCzar`bTHbT9AL9v+>T^qb}}d-&)i5!@{4V?722 z)s1Nf>;p6YrH?VWgs~oN0{tdf)51W5X(4+4gqRmbX|&r-Z^oQB#v!n0!Q6g{fKiX$?C@CHPaQz`=rd?GWMM=-7;WA4!)h=j}K-!2a@Ct2FeNQJNUpHgHZ(>?CAeDQPVTvkX%sfAb7#_;49bjj;R9?|PKk60dcGIpjYJG(oqjXS+z4CWh zx=y7y=5FOQV4lymm8u0rsfYadHFZqTPfWcZH{tC^*)^2%MBQWPUpyL;Gm<^t3Bqp) z3*Ks67}`%%RpG=%Q*lV^fy^`ZKr2TY)R^qpnn;4&9m8=B5hu^L;1=<5QJzJCmwaJA zY=CVdD{%%$zqc>8276@%4-r67dM7&^>dD>+ej{G7W}5cKcnMjF#2=$f;Uek^0)Bp# zUrzmJ6X8o?aj~@XS}>&2v-i1YU$}cji0G>r?_-QoOLMH{K4LH=+ackL!v)kV6hB$3Ye?T4f3SNfpW<3Z_5VBW>9m3Cn zAoB*!a9|JzQh9&RS@{k7RUjI|s&b&DC}Us|(N_m{!twovrZ^UakB9BgUyybsul+%=%%RB`&atAb? zlgueJHB62#iZdkC8aX%&1&vJ8Me!#mi=O{{zD@S?1S-J;)zAPE$YY?>bKb_QIpx7p zs7zzVHW$gtU+r?lbqsVh8>yxraH^N90oVLG`HNy78wrfJd)R4kT<>zQyKe z2v`Nqu>DO5Eqr>BC#AVQjM??Q;u{u^4}jhb%j2U2rS>0QGZ8Q@m){E33fAGYNJ*Vz z)Y#7~j>s-`Su(ueovaDNx34vfp6OPq^r$09SYLGZ*35a4aqMp zvWYr3hnY0xRycDNk{TsJtiw%~2Y_t3OI&9&@HU(;kZfGcxo0v@UH+TsUraQHGlT}hOXhP0w6!^xd76}a;s(uz`gDuIfheZW3N zfC*O5uk9F@*R1@{sU3T5{*Px+HUs`n=t))EZv|QJ(rh3=Q{;DoS{_4I00+~q){<+d z1+$5qE|Oy(CeWu01-RgxHJMbFHE;$`$jvfvhzsrXJDq$*A25pU9?F@GyN1#VsN|vQ zGT&_1gVolCR1fZ-NyX(|2LRW>uz*9F)n?B>K7(&ur@P+5K7Qei5Y~=Aatc(siGC-x zM12mY7z%Z2TrfkGUCK&CWo^p07M&Ej7<(%^6byvzw%&Y9kj8fg3Yy;MOAZEI;}mtI zBk0>m=cuf3uF!za;veWG&!=7QV_co8hTY%hzzNeOiB2^&@1z@v!tF_I7uMKO;131h zt3O3fsyTeXyHg_Law)EtOVryPz=zzvQ8e?s4u5jWP;;=!1Lx$&YC70ZMDiYY1Et4p zYovC>^yk9hg$Kq8Z|CiJ!&7QN-c!=m7XiU%pzsN`arPWIq6+sZ|1BcD&oPm{ms{uy zZE*$eTlrPjLph(GA;I(A$X{v$`?xlN&rbAX!`}fweGJ(dMtj`87MAHohe@Q*J#2m( zTfzHxQ$_gCESA+74jg=7x^Y*O$1RW~;1<9Msqq22i(N!Vup9F=s(ZV^?4X z2@LRFif^&qxTqS-h$J?yk9nDw6{o)T&&x|*x6o+APkuIJt~}!gY9E}X1SNeH^Y$9c zTYwsw^H3wT;Y66!w=HqD`z#{M^a5mg=nLqfc`W|`kka``#YW$od>z9B{Z_ZeDD<26 zk-XJC7|#9fIT_6+$s^QdkT6pu>h~_@AD3j>fr)2aZVA|^N_x-QY;`PgP;Y1dP*|ih zcp|)>0cjf5KZgx?*5zraHcbE<5z}Shl!76!2GsQ<*)f<%9D%Ktfd6tQP?RnhHxb$$ zR@=o3?eU7eO74hSTg9-qKHb(IkPg6ZvsYq1JutEfCbXU6-4jt5h@UA{#k2_aJoTAx zO?-CIxy??#SaF}k`NyK9cvhpx1_J~V)4o!gpMU(^^hRK=QX(m!Y)Q3r+Zg& zt1~AvPk8`x7jsWD5FR~_ZL`+5R(=Td3gO*3Eki8FfQ|#LyoGyHiLRu9AY7B^?xrMu z!;0|%{b5J5?mH8 zG+>|~+105!hwLuzb~jISmQ5IAp5n`^hZio-CG3GD{vfVIj{)2jQ-f63rTq(F4-T4j z?L5o6G|TngaR$n)n(4Cad2%T3_JB1NvpOB~&?C}E$^R1dqeEr=+-vViLI@jvm`A7w zA@ifzw+mDZhms6S#xEuhs8_2y0o`=xobN=on;R!rdBWF;Bm&_|!@DZFg|XQ9UhKTR zlpT|{zP~l^7|r$_`>NVD{DNvdvd`?-I6(_+)pMv4D1?@5quLw-Cw9qA!ut_C49qT7 zQ8}AiI4Pals~n%&ue*Ymsd@R9k2`{7bj?l!b&Li%{T|t>5ty@5DcRRiY?F z^P}|PFVz#h1@F6OOe#^!`QZ%RixXp^Fp>SwFI*B94E}W@z4DH8#{y|dgFZ64)q6zN z{c53EVk4~*#TqTz%(C?X@xnfHz(C0M0VbD3@h$4w(9ky_Q2DJBz&R2upoAIlvk+#> zk?db3eUG0{pTPFa-LktKRzp@9JFj`EL}b#MVrSmde#)K%nPy6av1yNJF}sh@ZWIZh z1AE{`>1JHfNL2;;3Yd&>#YkwfeaAU&(p+C8Zm_6{1kw4{2X##6;Cn`8QbSf@^?5U` zY>&@ZVlbJzhnJd+3~=Vo+PhzcA=x!KUu*g(YD!OB6S*rUl2KM69a~Zd=qE!~ix_F6 z)GD_p#qn&@tMP2PH=mqu*zBuG=OmV0ph(b|_4t-5;4Vivif8*AsJXs&59f)!8xWV% zoBEtDT)aZ-Ul-W-=W<3B)4tk6F-ut&%o?G8wD$-^U;LWz@i`^XjdGD}djPj?qa;nS zA_vS8+#zGbSWh+Py|iB*%a4#v(pS{RU$^yA++jhT8myB%VR3Z2NyKh9+wzS-Kg;d` z!Gm7z9s`v4p-ZHo>gOyTKOkx*q@ox?^{`amsRzAVE9D*)s!c%4<4J8&M~uLHq_9VN z+Vk2OX&R6pEK(?HO%h72d7z=Mqga>t8#91opK08M;jTHDC3GOQ7gsN8acws~9>f1! z5_rqDtww(y#Yu*$zuaxS>_m=g&v#=Ut`4RC9bPNV3@mD}o8(8-{5w1ho8-$4OdFa>a64Y-u%h8yms}j2)1Y`ZLjs4W4iDZmjWfVE3p}xFr*Z#s zc67Ll`%K5stE2e)y>Z5ML^Ecm(+bZ#mS^;g_2wb6xz}wh8I47u@)7%hO61tD^NZ&y zFH8zUW~;sKuaP*-Z1rrqw9pyY2U}IuY;u~KTMOb!&r!Gg2_c#L-UW?u?6C6Fc^K~y2MJq-qB z25r|+(#m)923$=sbipkUpxwOFiI(e`Pi<=oYDUQQ~QER2^TE#;JZfa9^HhfI+$%7nb47Cl&crz5oaTC@%1u_X3R+HH5Fm^px*C}Ol2v_xg4(X;WTZN_1A zzV%E6U8;d4IHjW_Ofq&YXIdo z^l+Zc7eAY}2|7#LH4xN|SLzS9!l65xZt|)eP;2NnqOb@>A-4a)+6acHVqv~Qu1dCo z${A9WRk!0SpG}ALStvoj@)_$On5|;b_2 z#;d=31TfD&)w_2O`KojF5g5rLp*JWfUwns5*=a>#K8K$9Z}utCIq7Nr<2Cg{7J5~O z3X`Wie|Qz$>n&e|=biTr+g{fHQQh(sTAu^RfEK}V^B%LqcjvFz#g-U%iLQM9nDfi4;uI=Qj7-=>+#2kke zitA5fd+%oSqO~Y*-E<_}th0%JO74C7690qQUPr3~65G!?y`ktAku~dlPzHJ>*Enm) zj`Neej^cNlW+;K2{R7P;gC;|PV^SOB9H+5P{Wp0bFR1?#MsbeUlOm!9m8i-LF@=2S z+!P@Yjg+O+#`mK=0XqC+P(cKH*HU|@m)Y7q>jDtmpf)QiF;Tj|nvdZ5EsT?I6o|#Y5x!|oizcMi`O+8lnSWRn4?C=V`BJL_16*{3?7N?(+WGQ#C2OZFYdkYcam zp6ZgJZnw~c)&{1~p3Ki}PyDDWl!x^SEs`V~m(bd?t_aH3gabus=Tr7__Jw(V!8`3;{DBbYA64PlZ+=Y^m$Z~KfMh(fn?9;o*IHOx?<>Z27{2%dnz=F!}f@rVe91gO{ z$VXvu(3EO?YH(hl}oW~IK}dbed!znvZP2FXC<4;gEJ~! z8kT0b7!NieAJPY_r;C9$gzZT)PqT2?ba`jG_##67Lt`PG+j`C?Bw93lY+AA{O_hVh z&&{WYLgAN`tV$tRIT$sY{HGbn13c9k3km`?R1CyY)<_4JTwMv`Tqm1w>N#FJ%X|HV zclFCA3M!U#53^En9{Sf&O2}qkGWq0)8LFG5^_TZuTlc@6bRKG2>L&6b9|f^#0MU*cS~C+E5a7{=o?>k$tH zH(Ta|%WJ4`CI>OsK}WN`6|v1HSw0$84?OrRXT5ECb&)LNljCRZX_FEC@ur0$ z2E`ZlefT5PWf=7iYh^MOh$~b%YW>;ENq0#%{nRJb=%BeL`mxmFh(Pc+*iZaLvD7K_ z4X5aKRoWzF4y_S0>m1&j7h8hRwyy%a${JDx}BE@ZDoh$);o7H?BM%Toc6)d!bIt`8Vpa zeJ4B$h8D2#~B*n??Pet8R@k)8=gFrRIF6O)+Nl+tWWYI)Ll^0z;3)&QZO4#wmlU>HB% zZ?2Y00uiR?Pl!O;s&o)5W-qBii*P}ZP~s_VDCMG@dDWqGk@4+Q;^!N7XO+m@Z=11U z%mk|3KWOa>gVKK|Sz!smQsHzm*r&ij1lP@Q_1y29MzJ$}@M=DVYU~=?S>`i$oVNyS z8I#H^Ix07OLDxg#H|+xPxsF!~eERN679CPhKLWr^E!!I5s@bDbt>Y=Ew?=8B0;r^! zLIn?lh4OZ1O6VHjD!%Z$^UaCP1$YSThY_Z*j|dp9gt7B0$^6P?6>Vn;H| z>{pU14MdHngOxW;#Z_sMMskJGqX?n^of>`pHZIgHUzizJSBxB`P`~kby<$+v8V;gb zSXn(S7btELW=(xC;!hE3ILoB>{(|~vFo3RC_#>Su^qQ*xK=#s#Ay8c1vP+M`d z-&<0ua`Qrc+l(D3ZiiJi>$#QCch7;}g_Swz1l{w z;ZB&f(I{6lOxxjv(O*(U9~ea|e}y5-e82KZ?Ak%HOqSz8S<}!jtn(Y_|Kf zLA?D#;O!&)cD~)JY_r8tpAHM%kxL0nL!6_{#V4whD1x0 zQ+k)iiwuN)`Hm{~<=rE6MRWQSS8&Cg-jI!n94EJ~mduO2W7d$o=`bwOKkM1z_8CK6 zFGUaIInhjL9t|{^F0?{GOx4rYo3a@m_|Ee*xEDhrJpXn9EEx)<0K+q>$+|G>au<|! zQ#NX~*!K!YVOLhyPk^>%bcB}7XXOky-o&=DrfCu9`<2>b;ZO(|vFMR}Mv;5%TZiPP zN6*H;|8cr;{xxX8d~yLo|&#z@OTrvpMf(42#!3|fOZ&M+kz zRzk=zqs=u@pnn(U0v6X39ui$byvvOul)BCddZ>BTX_yf=Z~_)#n#<&0kCpC-dng0V zVRR|@hT5)uEutY6AF|IxL6oETQGW_w-s{#WS;Sz@@8|Gs&U67k^Ai)x zIai~EEGb#f#T4mz;XZ#ZuuHBNFXIO1?t4^zf=fDe_oh-U4{6Y=JCW1>M8$Ol|3%4Z zJu}lQ){Q@E)8MK#=}G3kw3eP^xAu(6K~u0#=F^dkUQ4&wyv?-syPY>jFrFU-=1;(w z?Ac-T?yk@Bn+b@0f74kFzM^z_~dGn~nn5g+(Y zG@*gL%5I}CMbF`u7Ph|j33hNcCUK)WleHGutNY(xQvmm>iQlH^W$eCwm#BTl8-fFQ;a!~g= z#UuzO)+v2PEtH|S$4(T*xs%)mJOf%Y#&^ZhB`Z;)2Ckb1%h!o}tXWZV`VxNS%nW;O z(IvjrEwY*pkB$aJHB&)@WE`)w1P=IgzjLcxE_F@47>?v2)A%)YFi>Ep_!Yz!VVqF{ zAI`NACi-D(R7zFARsZ<%`rK3{1W)l-pSJA;jx6yur)dq-zRizg)@`fm3pPBNlMH|s z=l=lm+5Y(*0_MW9Yf6;|_K-YPEHJ)+mCa_Tw=yxNTMN0>L^8A`Uvu0Dt1Ny)Z z0qYP^6?M+vCe3`RX556vsa)t_9&}@TN%x~-Ge;j`?2#$0KI)KfjTLRNw{lUVbzTHu zuyu;Z_+*MIhPUR=YhufvdzCwq$M%6jJEorvrCCrs_C)hW2lgpA_-csQ^+$bHxa8<(6P3kj}wtSJWLU22BT8xWj$%_un!2P{$p6tc3Je6*yGP znt~-29rnMCptvJ%H|>)WB*l)vnw>7F94_hKlewz&%3f@XKE`r5Id~c}7XSFhZxF>? z#s|*jU`sd`YBf7h5Ng;(%lMHK?fy94EQz9iM%TeX@HvCkn{A%2I^*znpSLAmRhhhtBQnp)g3vQ(Nxs#} zSy@qj!>MCImD;2xGqpU0d&2lb3^(2)1o?bQsxf;kH!6>{72xvz+#;Ez6Ju$ooEvR% zd~6^OlnWTaL(^H09L^@SbkEiPb6rc3xi^vVdV0y=O67N+?c&@nz*Q6VGAAzJmoCg#;Bj`8}H}s&1*)jM5EX1@0$bD?gZ>XeU-FlX@{5BDz%*9yOrE1 z(5=}42Oooe%>Zoljdv9u3(=;ui+>lzQfN6477a}t)_ziLd>t(A6URxg-C$QmGC4_a zOaC&mrb+T|Uk{qAz)p#>w4L&`EnK;cpA(z;vVh>C*n2)twQheYp+wAT3d9kC8NdsE*db$x=0zvq$}-rg8&|OrLY}Air171x>UYkZ zB^7HOW^FPspmsQ-1Ttp{mN#vAExX*H<#)cvslLMJj9lHIwF0uDP1ebZDj&bpPmZ!J z*;@U^ou@$G$(rrMh~1YD*elfh9*2nVhNU)nnF?%!(H6&Iq}4{-Sy!Imo^XR%e;{{M zyOH*itoB2`itLPUPm%C^`oMJ`8%X4j4(YY~o#FD-Q+%!tUy$ZJUmJQ~W2fS%6r_g5zea2xP{^9A2|G$v;KPq} zSaB)=#rxD`PVdcaA@HH^Hq;vJ8ka|JsZPnQ{wk0-8hT~g;)hi3K7}H35ijWkQ zqzI9%HB?pme3ad0KFGDIHN=-V)3;JM6lU?Lz$WWYOi-5pc$OWv0ox^u^jUvdQW}-y z$RES+k5W;5RW2!G0}2UnlJd(8xmUu92xPm9BO~e0B2*Iw`_T1ErR#VoywZl{aN{%I zRD7)f!zJI=h~@Tj^zVX%179e*%k@r^@nk-u9KRmW3@v? z#5$C02Ts7j;x)N|u=0uSrL;WC7isf~QycTWYAJ3A87>#BWVk+0sxcOc#-vRyo!EEZ zF>`t5wDb-?r&ReNYNha4z9Td?n0e$?l>8&s4u3R3Iw}vxpP9p^ zDMa8PiNs zqE6Z2t}ku~u|l$*p=~E@)WTj#ZwpAzQz~*&p?3e^Ho_U%4LrdPj$v_EIytGHZb-tx2IBj_IJys0o+%vB`xz zehX8Z|A@4o07livE2z>(7G6WmZ1?;7(SsnF)orfrBH@QT{oZV$RG=G~vo(G0W3)B# z3dfJD)@tOTZbU#9thMR1z$)7x`R=pz4fk-b2`%r20``iX|3{M7nfiJMiCS2%Tg=ib zGe^I^JJHOn6z~(?|6ar&rAtVL37V{Zuk6RarFyS!$wPV7IB{M4dwE@WJ0C~!7tt|s_0Kw0!z0KfTG`g(nxA3igj8I z8W4TgZOwUGg=?8Y($2ICcww2{tKPMY)GhEYtCs#8;qkD^hbYFV;w_T<>)qihdn^W^ zl~L;>$s<|R9h?zYzU$$27Eb7LmEw&ew^sUO!`U=TTtaQrBDJ(Ox%hj=J6&%Katc&m zL2oQR!r!7de_!H<{%`=7cg8)=na2u9H7?jEx4g2^q6KR%yDBd>lJ2{FNI`t;0M0Uj z)wO$Jd*qR|S>PfPG(g93|ITvukI*j+IiKb$U^WB8K_sdZjN%gHooTdePQX%9E!C?! z*u3O>_k(i@GB#P)ZX+xbm6vw>RE|5zSeVspl|-iH-ZN`X=uheStMOUh9VM-OME>($ zHg4q-!?alt8a}h`!j!qIx3-5ge4YMS{olK6{Kw@JBmy|1A_e|U=&X?a%q#>1 zeuJNRH&f<&U{t!D8!FKKdexNgRg4`=#QnnKKx9+3M9)I(OP9~Aq!uEzjtF)-}qXB>P=hfoBMu_Rmldajy zZ6Iw;X0RQ2i;pD`K~*cGDLu^G*Q5hxj|cblHO+;D$rZ+}Cl;Q!-U7}+KGz*3>3r?1ek9)nnz zg&RH^G7(YfJKeQ~A@_~z+@gm1sbKyiW#YB zUpjx%EDC_NUql&LN)ssm5&blX)4?ZmM#^s+=mMG)R@CYVLER9_Kx<7{+e|=&Wk(Z> zZE0O<6VKsW8pTDGmt>X)NM8$k%T)Sy)ANI{d%t!0V^j-U*Q|Cn>+XVZpW zsz{k+(+sL4nh?-93+m7!2Ki*spZs~7HPHUAa-E;ay>AA409Dn4dj*kJY3IDNje^?+ zi-j62i^Ow}eTwZ04%pcaPijWctO5DQ;o>P!b+J(5;s~6s?WXi)}`J~qm+>seBwvz)CFEeSt z%n+3bu+mm?2G$qme$0b5kwEze5=?EI)2^WNMW@%B7GxsM`N~ndx-H6|tp^Nonb4Zj zIyps7k~LKrmW!E5^X17W#SyAO=2C`Xe;!mHh*9S~WXzet)^AG1BODmvh^;K(edR$Z zYRDWQSgj$Aa8oHxDM;m}SpH2<+RMqV*tJ@j#ssLAK{pUE};hQ#^Vh;%UpM(!Uq)Ikdd1CuJ_aFZ1xL zeVf;4Xp`jTE2E2rE`r!}PMKtX+_b@_6<)Us4e(iPu<3w6cQqR8ja{ncIbiV$txd1s zsT`ev;;T`b^K^Qm!-Y*Z3ER&D7yU>>-;I&^@8%*9wI!{oB@-WXFeey zhR9t|&9VhNe+#l9A3n42BztZYSrc7|Eq*i=foH%=qQcpAsJ?XF3S1-%VFy19Lf2Xz z)+d3M!Q2>}W7a6!I`J|d!a{=)v+v#Xt=c}$ay7B}bDzEg%B@$}k*CVMD{tC9uPpJ#J3 zq}?T3z|`$;Z#&$E|FI*<)mCSkj%O=`{T@Yy5;0s6sml8A_5o&CvSbdJjJ(y zdfj1dDBPF~SgQI#14AQNk^eU9rsRm+GfCEh#+b3=oNHS4mdfFw7MJFiWsMlM17V+u z1TC%73HOQ8+dGDqHZ>4%3&ZkrvhrQ0d__ch%y5DXtZE{qJG&u4g&Yh@WzNMys)-wR zKUnVj`^#%Xcz-k!5KYvr$+nP8_N`=8&|95%&DzT4mS=jy zHc4KCe4Fu@T06orS)UcKL*~$utwpVcq!3fXIPAl%@k^lSP&**CH@EgP+lX|NIfRq; zZj2CCT(4pwWGKtewC#D4LGC+G+fpy_Vt+&ME-5`9N2%$6pVS<^{bv}5n!`j=)OEhF zl}i2$6Y+^MtW24GLwm8Ub8OA%ruRmD;A>y8osk}Xnod-j%ea{j8APxLK_BW(W3--n zUFMNg+i=83r`%p8=|0U#@8IUkivygC7H3ZbBa$mnLlF+D-dCOvuf9Rh2a$?q(%*{bKto){4@XdQ(5pHrf#ZN@i9SJn~|j2T$Q)?cv*yjh=|Endp{eWaY=F(mS{ z@m!XalH2_3+cAS1=&ZWiFNk0Iba=M&@9=pj!4QC zweV|Y8mu(dww#(~70ME&E@Zww(pcsuPt1R#^-yZ(^o?T45Hj_dJIx0``RGRJHWaep zEd>nDWgE#XyhD5qWuPy=-3GUO!({CfMaDzKsH^q)EOx7iE>N~sm$VfQ7O$#9i8ndd zMR`}0<{oA!iW1BOUy`lHR<|_!GSaU?-e1@`sINaRdl>(=<0QrJ7bXIZOaGgIJsMhB|bX71izcCBe~#N1c-$CoqG~^4e*M*v0q2y`tm*@0BxOyBAn18I;R$yfgJcM;GfV+$qe{7C+wcBA6D48>ZnkW#s7sqgqMaGG!Qjck(%wHN8ZP7H~Ag~M~oSMV+Y!_5E7Yjr| z<3k}ZS;UOiRhEc_&zJXe0UuTdpNhI= zv&8ik`Av`B+9N%_oYZ_N&l-@BHdgjcG`=%FS0j7`UxPura52`nuIMr)TK+tV!@C+# zR|wK9D+ zRNGACvp?Et<8=h&{if^Z-E-U`f08oq7Jd}k#DnhMkad<-%u-_yv}jy=tyP>i+=xP} zT25jRAn4~z=E4J>0@d89P(PH-Sw>Tl^utN-T;hujx(jOt*~|MeX?k2Ay1cIuGkajL*vrcY&J_4Xa*?_khACZl@VId$r}Y?QAFl=1&w`h&44y>n81=X z)lU~Z^p^_6DZp{6HOAm$4?~H_$3mh(@c>+c4%sc;ldt+xLtWW|xup#rs0Bm5$o7nZ zvB@7{$ulF-!$I$b2#>%aDaNpb5o(a$ma&2>$F}ybpGI58T7-AP4H}v{dsc;InpQ7g z1ogfU3(RY=qWs)PyvER2SgF%!AmLK-0GXthl*@7HHsQx_@SIkU{}2*NpnEyBp=LQU zQhcMBO%=Jnb$RWAX~Ptrr6zMJ7UaqQ67lHrh2lf7&UYLTZ}TwQWLZ@0C3PH(J@dhG zBgik&?T|@_t9t_71)MXt)_1KDo7q=3#uDs>5-c>a%@nZ5;;7|N&wz}$YhCu!OI(NH zIOzx9ocCZCORk%I3$pP+-HkNqmcO4e%Sp*d-IL0ayX6MTv7n(zWH~`j|FqM;?>i@+sLcv7B!C}S5qIcyT%o8A_WZi@|f=xk(HZcJ&j=5Do&%B6PN4Rz}r|Rf4;{g zA@f+|Zh9az6*OgJEs^M`A!y>d5&LVm#SmNNQ_~FNjwR9GU4-1IHkvh;3#rFSR@@fm zq4p1)(`(L{3}n}p53zXDnbFvrE73TZ{uXeq--pm>`sgM;zQ8(L>dap2I2IDu>l;x0 zkW>BsWYzc7eburE7~1#CKswR3pZPw3;_x@l>De{|sV(1}jNLDQUSL5{bvFZm1CZH8 zf+&V@(beE_6}`1U1!-Mg%oceGv~Q6?71zh zz<0#3-$0#?Pt}@F^)md%?_raILWAI2ZvZFW2+Hw8K8iV#s5fI_akxjD`NKNW@rw{-D$?#elu>ca7v79blZ;zSTuIu{Z0)Cb-n;x7Wf0B zfM9Dh{_jFYuD*egv|>kLJX2s>VakQzF07vr5vy{@?qWCk(rprLO9%1z}BQ}vm`r2K+lO*nXto=b{C*DofO|Uba^N9WC zm7pi!Z)pbbx5hfdKd%j`Cc~IwlgSR4U43_+%qwFKtYkquD#3Sk7VJ($UBzeT(iSJ?=^rk@)FOdJ!Zv+OQ{ zJ?>b5xnJSR6^+tF>Y8wrqr+3jcfp?zkoEFtswzttvU3x-t0D@QkCT>by!AL7WJ6GL6_P z7IKS%|5&TavAf;}i!$@@h3ti$RWUJruaRIcis0uS>&@Vn?aIU3>bS@`4Z(cm$2b9y zH@lNae@NI1%l)YXnbw7^zgS&hrYMakKl)w!%)e`>tt33pvN4`-gIZ#MVy5DVTrje~ z3eO`s9`Htw-UfFJsKA(M|MMW=5gztWyF0*sUmkZsJlETTt^Z?J;oHRw!q}w@3KdNrqRLUS@ywquld;_nQBO1@`w}pAt~PYM@E=~7c|uQw{m zu?)m$=7^##3j=qw)E-7-Q#vtubm_`{sU1Udi+ibO#{wSD5A0}bJ6&}cAk_BxgiZ)L zZ>0I?#c;;NwMaF33SP7nB>z{2z`)y=N?21oeW}d)+tPdp=;L6|_CrGtr$9AzfSy;$4_ zmq)5%H%;`?_@;-TCn#CwZNuguRp3$E-d5L)N8XWkDe^K9RQSx}v5N4{2)ugZF+&U3 zdpuF{{YCtc{hmoezz5@E^SLdL+eV{|#MkEEVyb8lgoS`MzzmlH3Jx{FkmdRxv$J(< z7oN7k#y^6k`?bF!erQ3DfNQ9OvaPn;A1Ix)0{9MZo3TmIt7U*7KLnC46{(xEdJX-~ z0eBT5nhJ0dx9f||+{n~zJ`?_)Jt%bCPXXTp&YmOwfNV^cf0RUVB6r{P0se2`lLiux zAw36c=fm$4z?g#UTnF!m#8V+-(FY8altms9>T#2Q(mQQnRJ}Gd&jyr#+*Luf(Jzwf zhLh;RgNt4Evw<0S3d-a5%VBnH0 zId--mv)W6RUQis(tpJju*O)*g;cm^|SrDdQzLzEMHnPy)hYJTFUJjjS$FcR8C!FPD z(qBqSkYX$l3ajRbp0**q4p0{!%pLiV7$=OE*MM~C=1itfg5>A3RLAn?9FFC`AM}3< zrlu4TjC}TKuK{0S6JYqMPFu}1#(v4W>=X=qrpIMqnKW)QH8lnNZm3%{sAwQ>gsBKw zl7MHYng`XEVO%w@b&G3mB$*h$-|d7qC-8y~YXz9r*DMYaR^n0c)_}{Ydm}13lzRto zfccJD)zVJ=?-DRVe`FKITi}K4oc{GWNPETj@7;XOD8c;*2$+8C0$A%)lenrv9M+D2 zfw0Hn89M}7#jKN)-SR@sY^1KOM>(RZ|8I5If2J@AFc=%VO-29xwf(=bXa6l-d;ZzD z2GXB5|CdAQzobufRKSu)LVDHv@BbcQC$iJo3;<=V06vG)IUVzu0Ws#zfcm{01%ux%cd#^z}dg$UcGX1-STDUNe1P7r89JY<~9r0C8M) z#Sud1eYhBAe!wfw9Y|QUb``W3dE*H*+P6GjElnN+J3af;|0U@3pJ6q{_WZF4e(e0` zyI_Bf^-LnJJVz3edv9U$`ro-V0=tH^fjfXP^o(L{`Q{7Ig)4v&cndJ@xA9z8ei*d} z`e9DKpt3s68wa*O>n4|0moWd22SxELRlsx0$AS7Gt&qV+af#18i?f zZ3pn-R{%x9`MLwp%kiB3x)tx38*pdS2rN0xukdxcR)B@X0ho4VumSS_o+JNdLu;1; z{C`G;HUa<1!6`xx0v69@mLEfJPlQjsRj2j<6f(oM{|PXgA)j5y%I4`mpP~pYsImb%k^>k#f+E7=Pl|;AzgBku zuinbD_b$t(B*SOF{np}to8czN|No&$f&5IThsr020@k*ZoKrumNnF5QRnZEhAdUdq zPmAZg$)o1KI|cvyP@)7LIg8xFFJNd2$gBgRAa`KvR{|_~yQEu0fy<7738>pme2{!8 z9GG`gya;?!E=kJ&A75`BR#msP4=aLzfRvPUcT1;qqafW4q9DyC1?dg}0cjAB?goWT zcO%jrN+U>qb3MQJIp@63>-qlSx^TPqUaU3em}A`I9{0`b012Hz(cxv_@x^XgQ(f~q zYfViRrob9j9i+AJ2H4ww)HV6=U(_jqvKLrdh&-2&qsA;2|HW1gY4BKQB`~$WUxjk$ z^jieXNr}g>0|{@tzW0oKKz^yMxv~iS1t&y)_Fk*RdtlNP(}m9^Gxs5x-U2j0KMz(0 z@xu>uAPXg-`33e;K^jKGG_qDJh}CwGwdeoON`O={4KuBM2oY9E{D2ZyrwG_Jdm!_2 zfHaVxC4G;|Lh1|*v2P~ozAQv&fZTiy9D8Xy?VG^K=66F?4#!cfhwOYwea@HdfZS^D z{jP_Rkh~wz!SdPz!YfV_yO7A<-=clPKHcHq6>jUdPPdRu9Y};D^!|%_XyzugEu7>A zC4oQ}H3#g-+zpN`i-^@1vInd(=Ye`+#T~TEFEglQWe9d)2tGmxXb5&OBYG?H<^BjF zwj-=g0v3dwt%2OL!s*MmRc>S)T94+*$&PhQpJKS?e0^*-!H^iD&EfirGAxXc=PSc~ zw7Yro>cx-nLad+oXH!TZhSKsr@t?s8C_s6Pi1y1LPdf5)ko)(L+l>f4 z>>HO$Mw(9C;zv)*mQ#r&A}50;*TJ7YXM6MW#X41U+0xD=x# z@WT#BR$WcUfq3y#Kb7~j(w3bcwm8YlmFKA=E%X391yCt$2?10r;Ruj7OYUrbY z3AMa%C3Y8fEx6{#jx2`FGuSt|DQV7Q@_V2>bC@=8OC#nom#g`aX!pmfV?&^Go(>#* zKy;TnMm7^aOQ&ipT<7n)_x4DpepTz!UPfM(f&xv0#1CKNEkkihgT4#y=jZi(FKLY>+)CgqZQy$FP{Frj ztLm(T;W6ufuYElacqQOfqO>milONy4BT0pLUzkgr>87{c-ZXu;&WUV~1Rk^Bp)=7I z*J)@-aF+$LV-A?uZ@XQ14dg=v1QhM}Asbq-P#ijfG2Of`f3Yf8Gymse{nz49rUKs; zFJ9}+19VMgvDzWMT*!W7a+1Ww3*1$cdtZQpotVqyp&KKBRKyyfDi%5_dE7!VZb95eT9- zQho{uu%0eWqmDqFiWs4Nb<{h9ja`-Xu-14PfFSO@P|h=f)3UL z-#b&Z$wRQ<8-mF^7~oIW_0flgOw%hz7gdCQ($sNBqezCJh2S`C4k;f~ut55zdq9cO zg;dB@X@57KRxz>ua=&fS8%UroV`klZp6hwG_mz1+URBfqq#E8Kj1hO_Nc4HVz60mw zxw5vK9XoJ)pFMOi*fH*?k|pQC}2)DikylCPiWXd#74=;uChbu_a&<-q%X@dff zo3(gVNPU&LnO=%A!Y#6HAF?4nw>B}<3dyJ0m%LyY5CbOBSb9myVIoHo(Q>xRD9r_Tto?RTe2=1qc0H-J*Kb?}yk)Rv{X;6)$#YM7Xmu&IXayX&8I zi)8hRqI*D$+m3RB3uXl1vu?|G5n2o5K-dS{9m-Kk!76WToO25JDj!c5cqT96Ui9D+ zGAKfc1naqon8R3Hp0t^J!KH-P_vVU&K3_E>JxX?G2AG$0ct-6CU7w6gDy^N1P7ky| z1y#lI&E-Dw)7VQ634W{NHU;AQyj;UJ^t=+LOHU)+hwHyvroL_`u_&gD;j%}8L1kaA zG)#41lqFTf)77|BSdy@N34T@t&;^TTpdrZ4=ddEh2a<*IyV<4jzaUn$H}im=#7p=u z;F}z@Pre^w6)PYQ+n`>=XdND)PcPI7iW#;neKqzu@~l^Qf3Bgb)xc3DgQzSTcH)$Gt^fBqNoeGMr}T!1PATj z>=Sf`^@BfK2$pf!Q39KRg|vKg`NwmNuW`?FWM~cNly=+J;uLY%m69e`JENaOp9JO* zT;i}lqpwzNF=S9ZcKF#shRZJV>C9P&-I`XE?A1zV_OpfX@3g=1*$wrlFxd_13}aM} zM~&FcX$|ivM+xo}oU{@+_V+nPxn%<8IJ7g{{&7jSt_0&mm^Uc($% z57XhvE~A*+8KO4;oeedLK(R4oP=vfv4{mZrj@rk=-zA^!qykk`nBz(){imM?rLa9< zWiNafjXm4&gl^K1;w@2?;THO~;Rwd{LF#-UCnM}yLRsJ9 z8_(-4x9-c6aMJC$EH)T&gx3Cb$~jWv$R1dMTAD_&!~^%X&0=%Nk{W#$%1+W6mI4RO z!7f}TJ!s9dYr}efZp5{fy$z#27A{%yrGJNvsq#G_mcRhF?M~bRZd3#*`x;%2Y_!UF z^N4{O=^{3Hld$rcsqYGbKTg}5B2sc-K6Wa4SGUGI#z!7Tv$mP4 zK6tJoH*Xk$xd>}rg>=n2v&ntVO>~FY@m~zshW;U#8Y4cYTzbs-$|6q9(jBjR>Z z3+(IW?kW|9VI%L;$!Z@~2CBZ1HXz?ctDNNXMruhqV0uG@q@zk+v`>?3-z4pU4#yx) zWdnUS?VP)P#c%%M(6d?9KqH%52uty91GBgaUD*C9_)YdetgXH;&K6%;DmNE1#HZq` zApYEOfZaZfr0YIH%}K&V6}n6_0rq(Ba080}0&Y|8hci?5?QS5=^dhd5ed$w1cm>5q ziN^xV}bZJ{~M5BxERC_+gv?e^63I(&O9s+#=l7r_MiAxFRYM&Gw7RF4W7`EYCFnGiF4GGDJZFeMv)h~+{l&QUHgj5Gfa3Khq-?E%N zV=tH@DX(vi@Sm8+hFnzQTRS&>?07zFNy$EZUK&@XBf+7{r&N1e9W%ayL& z*Z-XTj(NiJEkUo|YvFMM9sO+da4yjem}U*_nY-`WaEcKv(a-ijK8tsVAb-a)<_>2! zY8A#K#kzkKp!(BKsTJUK^|{3Ex=tBlYjZw zA}b9IN7ZnXgbR5}k&PnMc?ZIHcam+Dtr)_9^d2r&>vq43DkaY}Ej^B2CZnH*EfQ`& zXqBzAS#Znj(?{(ee@LKh(b^X#;Ed<>`uM9_)Eft_0!HP?GPLTFX61g|PdKCpbSk!{ z_E$mN9oQFf#AAU)d>9kOia#0FmGLQEdy9<JM`epW3#@+38Lz!dGt;=K?c zYm|B5oe-pQ7S85e>K!Wl#_$m3iZi>Kj2_!zsrQ3>BIWEZmbBojkQ0(ocI zOm`KwhK|2{ie|a#siJhYOdgV45RO0KTkAc3ILxfK=F=j<=fa(|MUI98qssebw>eD) z-Mvyis{!Jq3S{pqw1?YCWUCQ*FF$P(E&9#8#B2PfC*Ji?_M*cr;p~woR~1DP!KK)q zY@RLLneeD3ZXYL0%2{kp*!C$?djHsdGbi?0AchEIhlEX4glMmS@x$Na#TO-He=OcO z{k&Z0his-<6)5oi4k}B#PlCKdxTPa9Hp4^O4?!n^f%y|sx$ts%@yM+mT*3|8BqWBp zQPrKUs={o+s2NmY(jgtqTY>`J;n>TMZxWQy=3$&=t4D$X$SYO6v+r9ca4y7ylY7xj zG6VOT&zDYU@w+Pn?0y#NO*pw2pw1sf@n{K5Q@Jj>k2oj22?lNJ@YSB$~C>Zr?-XCIJ}IZx$_awV9~=U`WJ zUX-DcVTF1%R^}04N2;Fcdh#g~C2Gvo&>F)=kK9E-s*q)TSkP^6u9#)nkS9w>Wf*sA z_5MkdZSM%JL(_%saK3O>>eVbUzpVr6{n?KCID!Vdw!~wZK)dEJ&~d3IkYB1tA9#A0JN2)wtD4i+(QbP6@sh+Z@g45!Tm3$=vkY072{Z4-w8G(RtQ` z^D8gPBkGV(eYWqocFIir2;ye&@Ua@MNpE^+-V1PB{toA3W8d@E6lk*gBVP3!f&>)G z<<|*Vv}3}gQ1IZBCEZd=*-=!fbYn8jg$A1L_gS5%kK)~Trn8mP`4vThV=#Yuo}sF4 z`}2`j-T-f2SE)M_SpwF<98|g8;4$>-@am;D{6=1auRUv{Q-JeRcLb3-)f`TTc3T@2N!UgqopY4~9DjU9H9+~>?CYz!dWYW3r|;Cd4hCoMiEDQ*0(I|=Jf)hPbZ(UGii$hD zChY+yyvJgSG<0y>0qoXwqV*mp-f>!ItNk$94*?Y-zabvk~}d zwEZ=;1Rp6tkPK#rn`inRWN+mq&JLD4I*vIvu#ZmLk;BR0rs<#(zX|~~S~}E%qYQ|#vn74rHQ$=p_SUco2YolQwd)l{ja zJC2d=_=>lmQRfHLMUvn}0>Ac>F8EinN(qWy9{Nn5uBAnj2ymsj9i@rK40FNVda1jk zNQEpdSiPc=f;~Et4*C;3`tkQNEuQ=dU5a@M_7^(CtyWz%N7$046pMDN7i(NfDxF#t{v8oOqD4j_HUc>Bm z#J4_oIf9~*@g2Z0k~9p8Mo8^H%fem{i(bB(B^zLdH7E#3AZ(pI@wsxBXAP#&BG539UfS0=Y!LJ*z*g!tA|K?ddb#~J%Rr9TCotdhou8{A5UHy6HH?H9Hs8*J1~ z6+7U?mp)wr#aAK!=2#n`K{S-x>Ak9uwg5f1LN9;<%g+H*B-Y=ozps`teHjMKY9=)m z`{zJWpL6Ik&-=|h-uh#4ynXYbOp2HbD>Johl+rjWARi?_h$aW4OHKr6r_qG=b815_ z2n{y3z#JpjB9dIJRdo&k^7JjOz$fmsfh--8_8mK)SOy%M;xGx{65#D>L$X2;I)p0> z9M*EIX65aGX5U)O(%KH4l7z#%-BPs?{t26tC>-^laaI=vrE&piMaZ zGgs*{vROp)+I}y628)u2*ZBd>4Pc*)(?cFMDI0jZR$cSJX5hmoq2mGW`16QJDuJDX zoVa?3aPxd3rF3^QatSmM*`Ma)RlDT9HZ&6x{7aceT|VHd@v3Idn3`7 zj{#6BlVb=vls3)efDbpyuR{-k2v1l~uYspq0$$CI@ad-;i3P~EKx4Xt9BTqD0v^b? zqJ*>hrZB=o9Qi)K517)ps!NFSA8E5HO$I)2juucl2m$cST3E#gbi@-NLSe}&pz*{K zY0WBm9--WvE&7TLM%Pmku_Jv1@TN^O)zLnHBvn`AHX%EdZ&H%8EcFCHccD0rZhxU3 zV2tBl$02(_7o8(i_M0q;gA`KSDF9AYZk`pdC1AgPMoJGcK&nft!&|4?uSsi7;33!= zHkBcJ(6Qe6ZVun%V}O)f%bCEsq8NlgCn&NtzHT~G#n z5s;Qb*ST_Kg2D(Ui_S4xRx0ms&;Z#UQ!@EYds&=h=7_K}HdBGV$~0bu5)izzz4^L8Q(H$saao zigInj{swv*rm)9VpMx0mfmff}6(;}E+wzNT`-5zsqdMS^l0V)44&sg22(L&wb|D77 zs|}l+Digc`lW7{0T5F+!_GI!f(9zSHTvqkHh##ulIR{R^MPZ(R>Y!mTE%xNOf=GRt zsYDu5QE?0>;%G$nI#6)$*KmaQF$i{Fmn0B2l4~b_siBk%dSP*V(1EEnc?o`&H4b6+ zSX`6D{NhZnKl|+s2$~vswrir%3A7dp3;|CRkls`2v~yz&(2_E1nV!YQ%)$FBuO^4d zH6^w-8Gq9Mgs!=o2}nqJdb38ZVLp4&du#zL@WZ)?^i9pcw=(+ zYdd*>n-Yaobx}B25dsyJSHMFlPMeX;X@HY4>md>9GQk5ob_(TcjT$V>_mR68b5zFO zgb&QQ?WC$bAId9+SU?nC9Sd*L4a&AcZp4J#Zk{eMCds6Io(?Rldo-*3;)075a1)bo!z~_OhX9RLXsbtsV^PoQ5u~4qJ=O8G$sL9HW z1Nbn{5g0Mh{T}t*iO!RX>-XeSp`%#Shk9>q^T@H%Gf3I^KQJV*sn9hU?s7q#M9+{_pJ78!!@b$?&}Q)gYJ#{L0Y_}5 z0Kv^E@~+jK>$dCR71#f8;r{daLQJJFKniR^$$Dte?QsY`Jv?pz>rM<0lwp|sq*MA3 zBab7ISbicJZjHliqs$MF0twOgd@`)Oiu&aSD)ON?PPl*+^P1xal>VAZ*19Q6B&d*Q@(WcyUZvFV~ ztq(xtxvEC+zY3O!cKLGB6o?WC-LERvpm^y+Ce;o1bP zC{9g0jjtcWmw5DIC5L>BFx#kf+-T)NPVA-r&e!@8!jg)v$Dv$OZxF4@qa#V*6Y4ym zOn(Pa4i#n{Z;!!wT&qd^AK`LZuZkIED6&;$zFd!MBUNJ`A|SyegbH)$S1rW{UT+Q%hnasWL_^x|l^)(O91MVJ;N60>tZy`4hMV?8$R3ZDP8SvAo zn}-(fLY;8wRh$>x+Kx5%LJ@kKq!fC7Vx`{x&bW10$Z((BUhW7M+LtNV`3UT#{=TaJ zb*c9s0InkD`}A5@-hj7sjc2pA?0l93AA*jm;AzrtMIRM;6<^s_d}!Os4*%$u6aVCn z>GWmR{wp&U07+teGPdssnNruyfW-t0Mn< zYyR*3`b8Y#*!fL-pPFjKo&o*iIUolfpW97-2u?&DH^ap8V-(y)rH)GG`%NmXU3k}upZUD643aUy9Ybf6;qVax# z>}!F+^4g~!kVful8p77$DK+?Y1aS-PL)35CSFx#OXz+Bv;0cLOQ{Xdn+wS{O5EqwN z#KRdl7xX-GB&hVvL`!XglF3jsoN_{*m+w1xl&0uXz+^*`5XkJ+9OpFUuB;GE1|t!~ z5%r&!w}6DIm#&~#>I-=z$|_b|s{4NldSAq4p?fKcP<)+?0?|GKQ&sjLi%l?1Gc?e_ z=FEoxDDlBi-y8BijeqfI9f??dMd$*}=v-pu_=D|gceE-VDKg0$afyi)+;0#|Kd`r= zn=CbE?xWvZ$juVhVkA49Z3mn~2Eja6pw=K&ph6@c2Sz_?+mYh&QrB0DAjGc#_9{1@ z%~t^#B;NS~Je~ynEM+ zY|&%4BZJxQzQ(|xl0qoDd5{C|X3sXv5~TnA9e?-@9Wq5G8=1F{W_pD4K7Vu>KA`{+_RKh6C*j|RMCN0^#hYJscHykGZ$OnC4O#Qf zt%S4h0cW7cX9L{BFJ!OI%0TdLf(SbvgDQU{{GO0OpKO?+6Z!8?rVuvfUrTi_i zm`}4Fu&j8cXlKBzhh~$aeHd`g>Ok6wEHLvg2K0ZPVSa|t%{JT< zDQfz6#zKSA44iuGz{>v16pLJnDM3NPxee@iy95nQ2jE_3o5Ane{-+g`SqDAmy3660 z_J5`u|BJL7^yMwIYVV36qTl)ZIsfOC{jUSegBV(rO}E9r{_s%${gKc@LU)HA@qy%* zJOAY{{EtQX*Tu?S?gK`xGke=rWhzK=FM+Ah991~WO6$dB8J$V7Jp8YL1K>S}-}Gwp z?>GDTyt}jC4dA3f2qCfq2-7y-&z%>Nz{A?N!DjqZL$uh<%wOXpz$n-&|Fh}(A0BQ@ zD2U_9BhHI~pm6R5BPpGGz}YF%6WGAy;05$7K;F$D5p?1M)My$9u!*_rpeO_xPqzT? zwNYo+vH$lBG70^lA`x<1bOiWSkmT|?pk34Y=Ey`k3jHXTbhwY7V}UZl4x(V?U!$0y zG*3!=hvU9Al4S=-rmoPmfyctbBkZ?xtv@RJ=Kv}FCj>%$?y)Vd2qNY*4Y*u5Yt?dD z0EFiM^8`lZ!5!bDxuEUu^4|e~U zO*;knm#NxyM5C+>Ix`Fi*}|ZZiH1Ckud2%t5rRxmV;VUg>~Xva=LFzBTtWLY&CQ(u~UGecd$b2Af{P)xTuh8V9dFNY-T9BtV6_vH>`qYZ( zgX|jj$3x+RFSSVq_I~q0CM`b+d$ys;yIlN^G>S&g?c~ug2S>>EE?wk8#O>zyW)nd5 zL|7l1{sKp6nCEgJ!I)D$zm9E5&Df&r0XgDd)_KsttcaiQF`zuN>d?~BgMg=VR#WD! z>_eyEqF)3au>Q7y&>wbvCN6|^piU^h4-LnbdqmlA$Qiai3kKvmaSCtQ`@s8F0i8ef zNh|g|<0AtY7!S#ns`xr~!POU`!n*>z{z|?Bd-X9UaYsph7YWD{nT9yW;GAbBjiwR zkLDSRkqPioZ#S@sKh<20XWYC$|E{9?UU&r8i@H(Ke=5sb+Y#`M7J4f$?C2Z)wm_%( zP21)CK91wN!&ycc(8?ga+3}17o{;E5lWr}BY;dMEiZRsers;H|!5#bJYS;z@c5CRY zw3-8-`vSpkOx~=CQrOazIW_ym$fF zk|H(y>b?dy{Uey(Fdm)vajsN^le6Qew8%MI)%BI0ARwgCH6rhDo1JWpvN@|)18kVi zF2i(nqwV&x4L1WchVaz1ky5Xa@0L7Dssae36IekdSH%ykK>qc45wb2^(Jk3ANAqE+ zoiXiI;QPg@1ClS@XZ{xd8bAD3*lU5R7K15IP!BIchj}_1YM0o?$@aLdqYe(QeDSx4 zt%tGO>5Blt^-G0Hlm|qk2717#&~woVgfbxE$UDR0ii@>HGb-{dg9z$2OvLd;pTj$Q zA#7`MwO%*{lz>G;Jgdm~H}#HyRhfe`%{16kH3|D`c5+;quY@T`R|E4W)YJ zxQlo$+I~V_q<;1Lp9xA!JNzmE6z8}tvV!4=EXm+TFkn~l`5u`5lXL?Yp^-K& zCgD4#?+KP3j@Y=MA$Js%M|IO>f!2fk3RfNxtX41@8j9}Ic)Sj=kx_NXnTe+<>#;^F z!RgfmKzq52m%SCB2=tre;`uut`=6z9fdSGUHyy3YyX#L-@g90ulJz!SH9# zGVx>IG2KdDC7L0CwQMFDdf1SP2+);*uu(GnTSi6vq_nb+Ngf}JANoV-*yG+(RvSR` zzgZJ_jGt&l=?g;IUr2z4JV;q<;2Ca{z4%vK!%}BpI&Whp8cFd2%$~422qkR>Ux9Q) z3GY$;rp+&RyQgP5iT~LB;{8yLwT_jmbQzoqq6!U62&W$oHMP~$ztcy}M; zvw{%RA+9QFX++wGs|~(3hpP%~y4FqUDSanpDBtQCegZ$j8>3Jp zOp1VY1u`US*A9QMYF_r_eQ$KVqqWU{AGr&W@_ebu^~X$w{31lomrvaq2c-jN@278s zP&=wODCB*hP!Qw?{PhhuwhBGc-}tKA@5%BWz-hnowH`*AtG7WGg*Le){7aHLdw5-9 z-2iS6ZUV9FbEf&nqXEi?+cf&1K8dTyq2`vEIf!+DXRI}WHPZx;8CoJeXcY2tmHhU@ z3GL57XDOogbDCk@HL!I+-hRCwe;K-oB$`I4L}c~KvgcZ#c@$$0>Tm9;hde_(dohbYIc=)Yr zY%7M=jMbOp$jt=&bV}IbgNi3VXP2tRrTEU4LF$^=%>5?#7=%c=2NnxebI4$_qV2Ms zpfz)u#RU}YeDwP^kGOT+?GG?;TRYtC4}ZkFQS2)&n3xEsC6WF!hTTK(3zMIwSVEl) zBX{1;$auwDVz;1BaI}>ZZMm`O?W`%>kn~=;A)Wv8vkZWCylA!!sa63_!m^!u?WeuL z%`WrnGx1~cUaEw2)4zYB)`!s}jva;U%CFL>sv2v6WVwZ=l>R-F&zSaMYLtdBXY9s) zXp88&Q+vFW4GE*s(XTZ%$4IZMfMza`XoeZROzS$+RL2t=jo8>_-5GZmG-~r|RrT7> zfAV-bo>jx4MRnU+IIT_elYJ!|*9WgGK<+pvTG&tjFf6!FaJM)<9r>M1CvJj`Pos}d zN2RFFWiRXrH29%^=(EY3KBriEyM!!O;BNb)4>XC>yYj^dtFqjw_#$)qhlPG2zWJbh zbO~TZt99__s~kghCDQ^|^-Ab;AAlBO($AzMJLA(eU~=;vjx9Xy(p`=8PsfErHWMi1 z$x6Pw0V%jD#|iO~Mgk1XhtOMiWY@NP51ucA-Vu{e)%QLivliEdwBNibsj-UYV=jXB zh2qg(1D2$Z=NMgt?x8}wwf^2F)KQTjmh1nJ|N4j|_6nAmfTv2R(Ok*MIvlT^0KlBO zN-)d$X_$3?Hf!hGmi+nLj|TceH18!m)m{<_bV=#t~~iiET2tFo^c90@`8fkVEpbv+~*xZv1SYP zPCWq)$W-@py&6FXlbi`FmU836T#Qb=6wPJ}D{?9k8Rs@IW{Y<;A;q{J{5qKbw3Kg5 zEV&t%z+c;FmC%%*Zb9M+B}ZQ5LUt3=V{vb% zOkKjf%ME(tpX=w!)MPKXgETb!gwkgCH@gcxK-d>aIJlRTOJLrT-15_NV(q}VS7H` z9KR5?y1B8F&IaoPCo1bR8()6E_s+AGjXjR?@gLS8BtenaTVh|3y7O&40QG<1%Bon~ zmV$ZdLlhot5}bKKvTiKTv9kpvMR$P<;`T?K0lEEDvlQWh6jV}_Bj}?6#t~an796}@+M4jBcBlL-V!DP>5s+|zd5DF zENnZU%31e&YClR>(<-j%CC*E6%a8x~unno9G=n{B#b~GNvg>~oX8wf}5pJQZafAJu z##=|8^pMMha)3HMRfFf}%bbviJSFAK?a-uBRqI0}fseGa3SqpfK@^JBd9Kzb#Gk&3 zgc-}Hg-hvea4nzQc<0E&S&?9Xq%q5*fL(hUqp4l1K%8{a|Ea=#5a%a8P4vmI0=ZDx zWogKkC>VtvYgDt+pEeKeBIIIK-Jxu(xWJo3F~hG_qhmv%v75Rs*hgJ?>G+6?e60P_ zG&-tKhT}x^dtQpSgh+bfIAFhB!een~R~9b`633NMD`p6;P>vD(pRM3y&!@!DVc1b0 zNv$e*X-Wk6Q;EmlXs>Ug!W$=&ICf!jWV2)O^_<~GnhIN2<;FwtDq`Ht_IvOIv|%z$ zF1V)A+GN|5t#I8F(MS@$@xd@dyt@xuXmn$zQPOhQ@d|rFiM?Zf=qCDh> z&7%j!78d?e1*nb1&6Mpl7`e|P=1@ZSgnjd}I;|2jUhS;%4Jh7}yECCzA`U-l7g#iBDurwXpNqk)9Tr>bJMZR&00b}F=Qx}ke^ z?v^NIrvbA}hHnrQi><3}PPnzlupEu}m>8&_3AgIuBTc*~x|+;m-I_UXF@`5tgljr0 zyKn-`6^a6#J*wpbnK<6 zXgEt;J!rlIA(k~~yAX@)3EFV*^|^>~33D;27{rSO92xk2UTA zJ`(JC5${pIBPzCKCLW^2*p|cHs4VO3CM6$1?;?%~#l>*VCz&X56{D}hC*FMAsSWNv z#hI5LMqrf1y{P8%s^wxs3T{rIjUzYF$tK>l(xfkMuuJbp65$2*EydwGP9U`;{UuGG zPUQXgc?T*be_k|7cvn%Y8!hSZfed0hw*T|ZL4M;rl$*Klr%CIgIj_DSOtXL3!XmKH z;qtyXv3~rEpit|X;DmqjT)wtqlCoCy3U$$*gcO>n&R(svN6V2C@7AN@Z}d`VQvCav zKWCNOZgc0F9ir3>SMV4YUB0>gC9U-z9fcDu2;$04w~#MZ(xx$|nnpLtCeTHZz>*h; zS+EH3qQNkER@E1y%x$BEPxKw!LHw0Qa*BXtW20{*4pU_a)PNbkIrKZ zM>PLhGccnKT*{WzN3f7TCyR6b(fh1S+|f4aMVwWBdvSuS#cV#G+~nynb)Y1{i#Rsb zr)gRQ??vNei#i-uyVf=GhIx2Nrd(DoGb60Ecz@veqnH?;hy-79QXaW{s~D`yV{0T& z-Hwwzs{5z#&KA#Kw~Y)fDUo|L6x;Un1(9!*c4jC?));PKr8x(#cUlzf@2mhsNq2+W zDR758VPh||h2{vkYdNjzu;#TN?)tp_VV3NZEcX5}?56qnLfohb+%GD0U3urK(flq9 zwJdZ?xXC;5p6F*!Mh(`c1(d!sq4SIy$bCSB=x~lEhJ$&k0+5K~_PfzO3C?g^l}b{KM_M&PXzk%k3tTp6n|y z8c7_j>x`9(U8J8ikag57$KI`9f(d^XhSZ%Z? z+v{XlapEq_x*`}8^zD@tzONDI543bi;=m^dD7p6Q*NDhd_=Q5--4uCRf^W>lw1!rM%ti+LYzdNN}@pSbvsl7(?ih{vDni zQLpcE#Hjh6b*vUr_Qnxh{vwFaD7-+kBCxk+?0H{M&k*hrz1=qr1{mxc&p%o^nPQOW zTheK^VNl;%V6RsWv6V?n{~Aa2>{RXp++r>qwoQnMc}cUYk?je@8VXWox{7lIrJbV* zIjO!ysDGK#G>gFHu&=8Q%Y98Z8i~Y5%pDf6T35VYnj0OMvegQjQ)bV(hHD;30);&Z z9{?z5%`fUQK5av-km{jpu*gLRZ#o1rLN5};uE}t(mF(Vc?R8nn6c1VqRW!<+VRpmV zVkl@k&b1A4mR^6_8hr17otuC^$dZo-+s0G#*I2NuepSnKNHZ|opN)5#ApBk0dDpW^ zu8_)wI$~K6%#4%L9&0Bt60WW=D4v|HfG%`Z_BYr+ZiBHnBm_m^TK5ZY&^*7#vAzKH zoQ5_dMt`(F#-ab2jD&n4jc!8Ihx?1@-!ZPhlf3YRkps@NI+(+s$U1Kg6B&YZ+v;!S-(JrAGvhB5>y?;_Q zcB-Y+POYRPwH^9nn#ArhM8-!@%MaUYzB5N{y$;noX&z9p-~4wo^RHyi?w{HKs2M6DL;Z|7RVo{C(zY?tiyLyY{E50NTr`u3yXXL zk|%YJ2}B3YlsEAbW8H`Z9C7`xgmZVI|Ek%^mwT8>{nWl9j9ti{ zL?-t{i_iK`T%P-+e3*0n{@N+W);GW8Xw-Y;De`GyhoR@sgjZzw?AE)p!bQ*0HUQRI zhEBwli{oTvCRHc%`QjXWMOh=}=Q7RPvEdx5l}}{Zsh)Csy@Ud#mlZ4mdA)5c*?LK6 zuteIqcr`JJimg`AosK_Vrt?eL+DovK(fr>3ahl&>^_4Hm(NoUMj7T``YwmQI&gsO1 zC0rGLN@iWHG^k%z)J4p{>`F~{A)?$Yd}X$s3M(~`;+xtTo61&>b-6sL3O!kNONuIr zHY>vCkm?L%r z<#b{4f9WYQzrKq?r*mVQe9*VXXP<{YnXs}S>EdbQIkeWm+ z)N$78z-5X#>XG@W-hiLoB==M%vVD+_GFoyp@xz?G^cl+QQT!QBkY^ae46(Z2bE-uj zG@!-?qKuN-12?96#-+( z=O(f?WBgV#27<*^FoW!f_lY6pG%Q4Ol0DJBDa5V?At2JUzpvnVj#}}Tx?;FjX7?{~ zO0ku&?C|m}9a@(qgYN6k^Sr%0X#Z!;`a^4WF8&;U3ip>uN6_R8Jzha-k+mm2jb_<= zxlENFo`7>YcERE23Ggm69ZhH9zG0?RcnTI<%A+0SbW{A~My}cHRIg-0OL@8TXd-Sp z=9ki!qC-_jV|FHAC}a$GC3xqZ#~*zk*%z3)TJtlqW5s$s+lNiQ3iD4TIzl}jR*ZL3 zz7%Gw+?paj#B1pN>X_znR0kx3)-fX?n|Xg~iqPy=3moPL1D0XG#=q(CN= zthkcTNviJ-IVkoLSY$$v2D$Acf}R`UuUwiOEL9hj>}3a!5hK==Q4UFQLkLJQ>%?F< zy2=k2NfbMdW#hMC#CzM9uAqHf@ng)%LrMMYLlbU@U5Sz~Xef-GEPn+`S2}@r+48ZT zTL((H7Wze2_wEkrvSq*I`@4v zO{e5juHWv@{2qw%GJP9Sqf_8qoQvClSl}toP)(?(UFtzkL8Eh!`T?bSo|i@9ZuybULhO6ArH2gy&>((Lz!cZJHQ;hZ$i>Dd7lC6|(VE8&4G z4>F!TBST@7zF@7Lp_<*7aKxpzM1rUuFA^|ybi%6TEo)ZX}64_5w?)uDo8AIj%< z8?wIc4J*oE=cGz&9XU<#Shb{Al!!~*tT{1vE~n&xBq|IzigCHR#B@NQ>TeFXM@BRFq_x=8<9?o&k ztovT~wXW-Po~H$$@`UhIt?K?$eiCih?PM;m;P9X1Ea;?64X@R{N%pa;O(gXpaN?=f zPp*g0R?{C`UMOp)6?KVZt+RADiZ9C>#{U{922h9tmV{!1Da<%+j`Q4zs}Geh z;T3~wkX94;2X#E?kA5wEakt(|>%%u`hoBFy7GPnl76P;fy{P&=Jysh`=(SJ01ez5m z=v1gB_QjQTl`OXEv{b?;IoBjbtku+()flhXdJuGyxf#zV$c<5d!>h!RZSIS{we6;w4te^skDsrN+iP)G&507i1Nx=X>f)SN(N#P4gi3TTzk`VIo|f+`m9kI`=O_-Pp9&N~ zN#QkYtDcJ5!PKl2R50TwV-J&rt8oL44V!v>OSd^ZOvry=2MA4>yd5MVp~V~e$zsCy zdP|kDZ0VIqQrt#?@70o5z?(;O}aTP@QN~ zLO0K&xeS3UkffB^|HUymB`eg2D3sW=qAm_Kj0wZoaaDJ~A2D$S{G7^YFyuQ@&5As- z#I)ixScUS0B)(bc9t7cEASNwWwYnWrzoWZr&S z@_W#a0u7@g#9rd@lhh8$4Yw;31!9MAE+)7rY9-U_cArYWk5`fbxtLZ(r0b}pN@4x3 z5`@9p7NWz!h;_bUR?jbo1LHeyz@8@k=2PC1%q*y6{nSkokwVEnSWqIj%Ur{ z&HYTGFUJlbvBKU=iR)%rB?Sn-c9yF+$%pcUR!mDr8UvFL3KhYG4qE*MT+w|)ItIICDLVKq z?-B#vzTs$FN)dU)CDcLJ&*9R)#qk_`=AN9j{QdCdi{%$!bwXX;GU8KCmI{9y-L?{46|jmR*G5dgTqChfa41J0ko8>m2nCFSHf3;lSb@of&)aGzbLTGf`u3@ua^(GDQ`DFfc96~=N>Vf}X zCS!KOc-Ds7Tqwr5w>x)lRX?lmd&c0obs(!-)o#B1^!PN9F=O7n^->RMzFG)Fa?(Tg zov9OP4Sfbv!b8nFY;%e0v9%T|vm3pK$7$3g-fAqp(*!GafMrY=Pg@f6HTQV1wR+yK zg+wPVex_n-J>c-*8u!ePzT8yt-!cbNPh$AQ6@o<8FIk-Hk4K1;znc!}8S#Mv@j6>W zqKLf+)&ZI4!+pD@A7O9$0DqU@BME6aTOLIfibN_1Rz0P3TLZh1pv-7pMPlA57S}1@ z$mkY5k2~A}T9kemwr2egp7%eTNx)4EsL-yPL(wfRpO5bNYQJdB^LR^R1nAET5Z1Qw zXIB#6sqD69OdENOr$))7Y3T6!ZvS6Z!&kfwWn|$z&;R$w0g17TdjmS+3QqMQd>0^Rd3K80YN=*c z;3{m9TDmXow!tJQdhgyYTDOBQuT#|jv8*Un{lDAa&rlms0Fc(0ONziBlraQyQAfXy z2D%@}fw>;=#T{gCKja2(q7SL}OAN02&T+^R$F3Rd!wpWfuPWR>&1xY2Ya{#z&aK7+ zpR0pWW;U;n`u%G(4%!TYAomiCe4wlj$e|(W_#ilo;n<3#nOh)1xe*Q2@9(28F9A5{ z3YN&ZlJouRpWub%2Il*JajNr+C=tQ`1v30km+mXzKLH3jwRBxy55PqCrGiAQ0Evh+ zur-U>Q#$~A;6^Y`=B*tA;?h8GaD;VU`7Zsxe$@ZrzBaOviy?aHD)z++h~#$1pd5p? zm-k6+e%{BWcu(5H4k$RWQ|f*2_x0dW>o%Inqz7C>s^D7Et4j7C|9xQpXVS3IgZ$iB z!Rhq>(<%F(9}ZmfS23jfYrshVl+6F@D*u7hE;x~N@5)e3!T$s8{`V()hKKZcr#h~z z8U4S=+kdVUe0G2zl2W>^b1t>~_y7OTC60)oid-MRLgoWD0$yzah>2xmqDPQEyQga$ z{`JN9KtAr&L+<`QBR2 z2R9B6-z5+PyGw>XbVWj5AQe!1aFZ?I-)lVn%YNG6+OqT?!Cb?`06>clC}oSxBN3%t zpd(P&atB~&qq?SE&GwcR5f}J5f6+LAD{BCHh z?nb5bzpA(dw8;k2Gk$fZ```gb)6cTH

L9Bq=fv-a#u!&C&4sTSAS8W09Y>4 zacDyucfNOEh?I{fW!HJm0Ib8A`V2^|*Zcq;_kyqxN%uq`SEUiCZ#36?7~A2-IA{r|A=t@*$Ad||GwWo=wXPtEQ00?=H0uPcLQnwxkujx(lpBSKRaOu z3{mX^I+LybG#gk|no9SmLD`aZ;*ox|zB|?i&H#MO`T@Z0Ie$O`g5aVd*?H%K8gB4Jy%9^xXqp`0JgC3CP^?%99{DjnAm|T|OoWtp>ZT$K1bH`*5Twi= zAc9APZRYTW|L+Y?tQpxSx;(9`?7Q78}3B~k}}u&CsXgv62X{&SvN8SZyBzM%Rf^A!LUAfY)U ze9vYIGycb7uie#W|20+v`OkL?XKN4mHgyE!d%Fg@0x4sc4RBdq=6M+a0 z170TUlmSq=Vpi0FO0Tx$Td@<>DY9;*Z;3iVyPBVpya*sCZT1CZ@I&Ytpvr{LTfXAg z${|H%LAq=a(*xVU+SU>@^#E)pH|HXjv{ZI4Fz(A0&^aj1w!7Z&*MdGW<5btl#625_ z45YPqEjX_+63-9r--4)sq)wDe5JjO}QiIe7WU$#)4f1Z*H@yQRhe=!D3@@Jqd}{kk zYo@e4M}IisKw%Y!x7!A{vkB36X9gaL4j>W!1QAPUhZELaZ{6w-K@!X~?X?05j|d;Z zOhPy>KzI~~YVK!G4vnE}*h7&s!_Yu%{HI(EGe``&0ifR8X-A5gFL<~w0}2ekp|-RC zvz1=s+_jfC9;3xL3%6YZ{`{ZLNWHb zJUJiyP_Oc8kWg43(pDL%v13`VDp@Z5!ZP;}sfde<{)#l^XlcAMPnvmTUAG)w_Iw!O zZo)d`?Nk|}%`1u=^2`;^XIWTViTgl>fDJFv-q9B>i;)i^YnWwzCUpgHourwK(U08Q zG_F`3z`K>mEW`5}IJ_(M9og}-fcdYRd6PD~NB{n6v$$|Gy?yY(D&I8p#|bDziOtv9 zGRB35_*bIZ&vqgl03%Pg^V7Qqf%IWeUo4Z}R2EoE%8NoeJu_KB%e`;Mi0n7B|Bzny z@?*A63Lj`6l!b6@FPFX_Z#kB7H*dOe5br)m=6*B?EEpEL=$7-#RUFHRq-{1CmsbJ? zoWXaU2s`cIci`W*9`M&EMk%W;7JO#C?dzx!fT<3W5xZNw)euSH}( zuLc9JlSB_6!&`7(P`GoHaZa~hXO0B4qG_p4VRCuMP=d5Hl?>j}WwyJC@{?dk<64

rWwwDtd;Wb%`HR!m z+h&^1QbR9L2oMw305@|6S4qrKrAnXyqCYt#RUp>b276$sn8vsrHrEsA+_<#F?E?)T zMt6y;Uum1}wG(K;?a*n65&yrY%qHH~>2J`wnlZ^7eZB^YHC zu1UPas-F&AcB;xN9a|5QAX{f(@q8qap6s-`J?%lGlR zIb9x;<7TWK{<)nnQ208Rbk#ymiKd3|Qk`OxD~`=-0t~~{T^qX^mE>E?^C|pj2aBzq z`PEUby`Wxv=()_dq`2%pt0oMb(sW7r>~zOOcE@QRNs?{eoPdDko+X5R6bf-c&iyI7R3ioFTh{ASqsSbh|=$GqQei{Gw=Pj;@) zjt|>xb5|hQ+`|gtdZI=4PleU`*JSn&9b71V^_NMDMr)iO@D~3V7Yin-jn!4RdTeqi z7exrJkBvIq4pyOPaf&U6z`f=nKUK8s71xbsBZ>6fosk$&^dmA#EM2#`P_?CjQB|tC zd%U_0%;WQbu4R650_P&z)Lg@ET>c?h!am4u8Bx`CYXYf&3}z|xj2U{5!Xz!Za~9{y zn5BPeh-dB9gOKa_R?E=~Ei-6yhqm@P^9qM(5LGf;e>1Qp7{#E3wZ z*Ic!e;3B&1^Gnnbm^_SobN6yVPLKYWv`(g<7)5=#qEr;D-tII_ zFg3f)=MZ#zQ;=2!<&+(LMQ5C^L}8ZK%KD_w(9rSkswm**uOZL(L@oJ)yG)c_LCf}y zQ(IP0eA)(U>GI}-iv9d@Ag18hjfNLsMhfMU)=Gf4zvc4cA0Se&ss0{Q=nuRv5)Q1S z+fuwSxLCt6&=Q^HzgwnYbi`c46rE=L$>V;Izef@+zu)(=9SCb8Ou+ zV|Y@HuX%=1q$Pv?3>DshKeb{mGiUUC+^ZS3LjcvCg`bvnxIWrbA>l@bbVWd6OHj;k)KZlS-aZU~o@T4xYDHPt4`6Uk0v*+tBn1Gpq_nL{`$U8>Z)vu&_KXv9-*2ctogBi7(Y7d!R?R z49}k@Z6=;98QnI1TLlI=ECgI6miKOO6BUz@$c&b zNmGTm7dV+PocamFGozE|(k1|LVyRwL+5priYk9G=%}aXC!XP08J%5kj9DW9}cMR;^ z^fHyNt`!8WspXHJ7F;(YlM_5uty>sYA+8iJTr37RgTo|ezK0pIMMmOftpg7>2eb#X zsfNA-3^P8^N_nq%p32{gVwYhCG7fDtzFJcka34)AqhPvBn+;e2!fQngzIEC>!Dnw` zc~uA%B9EZ=*4Nvw;IMS)7-bi?JOMIah7}abZ8M+l?FOQHOrwwLv&h%_mT6kgEEg%g z3T%{>v9Ewy-(UUNL|{PIKLRB$a^$0cKsS?MqpVdFdrAcH`^*G54Rac9zzdDR38JSQ zsR|$GLNA&~r1)6xSydQX^4uu;r12Y(oP#8_>V`VgB0s^t9BQxS9}1Cn46!>_uk_IY z82(DVMA<8C!w(FLS@AFw!!WxvZS*fQe3f*GIqNAfoIpRMaCH!bhUtv0nrpj8=GHw% z)T1e8)h^Yd4i^C%3Rv!O#%J}L`mSb_y)~Ka2TUa2h48HnZ>obic2!q}?6y2qeucX| zP}{3|-0$5tc@npW8)niXkJobVK$yJyoyB@u8snkg@ku_OJ&Lo>-&yGtPS3&G{O z^*WpwC*O`~Bmz}*nCaO@ESHpXs)1sFO!LvgWySM}`Y4OQTD>wDgHrnIN750;m`h;9 zskP*r#t2$5(D6h4{sw!He}c$s?QcNM-BEkoA{qy#DzCLl(-}cJlzBp#M&y|?^OM6_ zH{C4r#@ei@qE3e3SuVh9d!5ogCU~2;6TIz(d$fLBE<0HeV;Sb+2s_T4~Pzb|0g`x zIO0+Cq?E0S%ipqb-6~8woHjvzO8L+6_@jw;7hK{fmymkE+o#mYzj0asL@e4=H{RY_)n#vs>uwG4L)V8EUz53Kazk zkJ|AcmPnF_a(9U|c0iX;w-I zvdqK*eW~VPFE5O0va3W=_+lWPkei`SC6(}K&Z1WA4^pV@J4?ND_wn+xnfzuOr>SDE zWw=70+42HqF#Sbc%3Glo5z_(rjQT>4`}F)nzHz=`6jgR3h-em^0uK_y#6xa+;hR~o#vx1Bj`LaY)-POOf7A;z9Wzq+*I zge+v?lbWezql?vd19ke~c-Wh-N~sd8@tss^Bup{+PR0FcsCYCE5g*IfVja7)uZZ7g znq!o4qw+!0Nr|prAL*{) znl-Kto~0ZG;n_%w)YfEFY3nI`Ym7Xs7?F-=&FvK~$_`?>#^CX?aXv~a!UeXB} z<(M* z_Ww$LjBA2zNl%@&XmvdSofKyCH}6^zv5XSJwW(y`$L?^pbh8z@7`L5ev_p&lVIm9QuDNN_xE2%=3S{*_3(xNDc=Znv8d=X%uV01vl@WRH<4V(`& zx{_VA9)^;7ON4B_h~p*v_88GFiBuqQ=g_M_l=5`jKkw8LwV}w|JQo;P6&r$Lh?68D z?ISAlG!^Aw5W&gzp!nWTy0VU=*f}B+`+?b64u)o-Cn-tcxl*X~=<99xM!7gSk!y%f zMnZ`MPI1y>9)=O^R79WaKGqs&2&|T#8}_vUB$UDs9Zdy z$0GiYANwqJBjhc-j?})%k#e!fYfL%Ak~CnpTWOjwxI(NwHK5lNUK=^pu@!cF zmLe#*cM|>R5M9MOgq|>kkzdnw=K>O)n}3`KSQ2lj5W1tb)^LA2rOtynyMhlBDK9<> zm8u7cG2kvln@L}G57XQnyN6B0+e-ww*St@BHq4c_{^Fp|r>9RaeI2qF4O(Fwo)3Fk zj$FLEb~3aswyc*pBQ%R@gPKbEB5v-(k557>_687MhC)bm2rHcvjwDVvJ_3$h~VL~5+C5=QeFJwf$Y9Wb~8VlY#&vnsF@qA#09F_ggFimXl zFT(T$CKn_=P_6xZrX5|60+VXW*601NNj6^Uw{nq~Q)-8*5NcCb#cDIxczcBktP~+f z(Kz}#(>RYHPd}3iL~~{rlGv-y(nZQ4!jT)9$oAm6c*u`TTl1w{)heJ2(qMd>%~5mE{%3ZtaBG z`?)RVIOE1)cp*BP(4rmq%}5t`l^jXBN@P{Q|bk z*}kbfKzU=WmlUX$JdF;`MPVOQ8k0h`HPm3h2WBKL8acPyV1D)uK0WAQL^40q|LHB~OZtw{=SdP&#R8b+W)(s!0{ zjL#)f)sp#*a@%GZUXNY|(#2WO1p2ZNdo)FYivntow=_#O?7N%XCeq8h{uiS((7ebXoPs56N1cSc-il#;^t5rxk*rfQS~w&X)nr52X_ zrbR=1ky7x=WB$lT^L6K=CgSiYs291_1Hmm84Xqb3HWzfR0~vGM6~Z9yEK@1lg!;+1 zT8&&%Rt~t#_~JzQWNuH(&##BKkWtgHPL35?QP$Rdp_`Uqu@8#{my?eeN+re0wGwUy zUTr8S<;6a&`PIEB*s@*UTDN|}9h`h0VP{!W$>?(v@J`>7)^;~PZawpukvd|{9CJ}3 z!F|eIx!G*!41`vX7nYrl{c#-GzaviuLde) zXuFVFz#uU_dq3nzieTRCYP(WO@vYx+kg9q1r(M3v#4~tWD$AfAhDeQ`?v=%gp;cpZrB58N5q?fs8#;)IT zY|>zs{(MT`AbDHLwK-563gIiDG|rQhb6L@5gg%d%6ZNDaFzG8z-Wckyotf6k6esU! zZ5pJn2~-$cvjtfvnKK@mv7Ecm#3`CP;<=oKDv=0`uJlIu`bz{6!e*3}-c;xSyIc64 zDgB-*@0e|kg>=QlJx!BlmeRvv911V>P#g1k?Dy5l+`e)7bVIDrg-bKtKsga1bn5Ta zN>y}MH+gWR`=3}tS~oXr=>AK9H}C1xY!{IrkYRa-6&U#*;MLU z*Yp!VYoH}kMCL$26s&c9w+M}o|7LPZ({%n2zBzN4iQ_q(86P&E%qPp#N9&gPrp3@8 z()($qrXV49gODKaKaLe(J`5gA=K~w2+L4B|*nWs;Ee_G~UT1n3WMw7JRMBqrBiQlE zf~ELwYO16dBof|a)r2tos=`nLs;YTBEHf#Qs3Isa$sC)Mdzj-WmjN#nKg#kAEe&1V zYD)6-&$f5tT#<9ZaiI(i*3>H0Y!zbW_;A@LnBrp12VGw$0=BsugC^zKVMK^|oFFN5llbDM^JcmY%7R{F< z4k$Cd$%obuL-Ie?S?aY+%pJnGR&D4dO5Zp&FjPf4$yiBTgzFep{i-EDCrs{A=TQiq zdZ|7=0V@-CyX1#vn4>v855{6j@6gdoekyBipJr-&H~0NGp#z(X+h}l{!!}L^J(iMh zOJ3u3@`ON1Z?= zkl#L9!?i4nG7H-!>$l4S%5$Zg9ee*Dp3q;bwT#V~w_(cVX5?|h5)ast^#71ryij2& zY!&bT6Y;qS*0R*BBhwF;SL>qLH&f`yXu= zd&(bG$OM)|Z!$Hp=|r2QYmuxJOUgwMaCmhY6V=@(p5K)fy->~OzX+;*>j(lWR6LEx zJSFI_$tgzAk!K>6^%ME0%qw3T2OOY~3MsEimFM$d{(f>?OLnI8ER!)JAscw(RUc_c zIx#=xGJhf%wm4E%>^q7oz(_J3Rf?g4W z%qp|0k-&6@2xywp-UD z*o5*>UQTkv9B_k!e1T`XNK*E{;euU9Zwf^kecplgr(xoP%l9lGN;5S7=<4q;8B8z4(?AUsQjsV!b zM~7*mJ>9A(vS6FCk|lN}LWdM#vL+&)Jv{9JEwA+^8U#z3JMIe7n6cQo=4QY9L2oVQ z;%oh)6%Zd9qg}N@u*gc2z}bHp(_&R~HW_0Fe3&*~DK1fmyfZUvgs(cC3W9HF^U4=Amwt>-((q^*s>IIMol=QsM|2(pkr3TioGMKe~l zdeOtT2yEvDP2V4o^8?^vI!T|#yUX;#w|g#3AR+wU7t=8wN|$b3m&Ie096>D6D3(F( zSrAPf$_PErV}tC_`kx<}e%9^7sR&GX9#kiYL0@f(S-!nE3*I^jLT%~NePvy_jW$2p zqd858{pXEG$=Qjzo<3#mm_BYsF8Z<$v@FH$M2{T1}<9Z+fDt_$Wtle(5v#MDjO0PU{@mj~lWH60! zHsTT4QQl)nLzisfZg#H7n8r>*S(KSSg@zVzKBYJc+`G3)S_*_@fU?eav%|-lQ4X62QeBru+3mV~gG>jYv8kkz4rvXPl3tkw*8e z+w(;K>`qEv&!wXly}-%3pET6NyFyDaR!90(a-9+oFfztxE%Nd;dP`cqB4*Ve*eEGX zVXjI2mC?+C7M0#$N{zTnD#JD(d?QIo*m!rda;$5}n>LW}UbFZcNLeOe{{AK)cO}2- zf<8#L1x<2n4a8uyM&pMLgq|)m??}UJQv4I?d1~f<2IU>XX4DMK#V8W);)qiX4Q9BsAA~-Kp`lPQji&H{B*W0GyO8g(#5XEH3m|o;BQVYy1`W|6Q&Yi=)HUr^8ANLtfbM zgD!(4d&aV=G#Z5-gRAAoY_}^dc5v(1)biaC^oldzki4yO6eIdm$`|7+`R+xH#kqg8~FT z1rPE|H(AFPH+->1p<6SlDDA=RLFRR?0kcp=#1~ZAE9Y*9Bp(+h0*^6srD7MKm}|A& z2zT3;Ad`hocA8Jd#X37`B4@yNS}`}{&xX>G6}`P2r9xqtot!Si*UY35N-p1YX&cpH z^7dhL(7wA5t#$4s-rK(?}|5%r9z*{tQCGq(Q3vV@wh&^tG_K(EJ z1{yeWI_H^Y;T)`nbnHemdwhE63#|Z*)5st2V}FrJ=A9DQ``s3P;)+}Z;{R(A)~N_c z&K)3?WbDOv2#61{FvXNmldtQrQ|b;KNfgTQ=hH0)wZG^*7%iRmCWH-H26CHk%FkEl z2I5qk`rvhs1znE~EG`oV-n^0cpvV2;b%0MH!ALL52oc44dn>r|)1pk(qmhql4z3kKZuTn4a1Uz;SWeL zf+|g#cTw1kBE&$grG?2io=)0tl%>j)0GzqYBNq8`Y3a!C{LGcgVr#l=%biD2Wu()l zP}O?Pp(-cmeaPGN@F?N({i!ptXCa^ckkbs_FP&o@-i5>$ACHS=S7*dUgrI$4cmry@ zIdKI{x%n!`t_T~G++^vKxRWPP(-_}0Hc9-8$>?810#^5_8 zpY1L(sG6oC77-68c2-l@r4>IHd@B)dXj)r%<7G?Jzrr<(y}#hZ!OHg}nwU1^aFKGE}Hk zdVR;P`hI={<$1ndl`&{8B&-_L#m>qGu-gzb1u<~(ThS!dvYUe;jPU7!j|w3L{%H>&ik z_{sLFmVa|*E>WQ~xVRsDKLT&z@`MF7)q3N?`MoRd1`$odecI3)szbj5z5np$9`VNb zPTB;$RMZ*V&qJ(>0*`g z**+sHp)a6FgVW~}2a!NGdBt7bREW)Rlw)=a91O;}Qu$L3m34&Sk>{Ha+Mg`3xMKF?*}SHc;?pn>%gPH>kN+vEHJxK2(DJ4G0pG_wh#XmS znmLJ&Su&cbJ5wo5!%25?H8UZh1WfAA_5EGom}66vtuALZ&qwy4o?t4)TXuzgld4;r z{;Vcto#XOeYBl;@3~FlM{Oq-v#C7*tn;nl>h1LYoh%TV$D{kkO%U;(NMBP^S1Np$7 zWDt4c%(@kd65qJw zXG)yoowV4_Ie6#pz3zC8bX}i#oCeYQ>;anGli53d94!v-Dit-=WNcIG-&ruy4L6xxtaKt z{(gOf5tty7wHCaf){b;YOaUTO=@qj~Q~b^zMoJqP<#DAr-a+b!IEra6@Q_aOn>dWm zUSm}4p{R($aH_TBg5wiVj|ftI^5jG*+Z82>%nFw{VW^y z2@?&(F`nuK=Q=Ag7{{-^#$uagY}rIer8Cqh)n7jyVXc+&is3s~PP-jg*sews+} zMUTV%SHm;XAx63@(+QY9zx^gMT!@vD@>Q6*`vaj{Ir64`xWSjsfGNgNVQj4^An+-2 zr!BdYi*|Ks`f2XNKx%v3r8R&Cq1$=eGL*GyR98&6WKX;qcEqX7CzV9SG@jE?lN8J= z#g`+3au5*rJJCs$(0*stZkK^cEr?QW){0*ek<}OjXz{l<`*z^)(GAOmt309IZ5MjE z3QafH`WjgoAS9XZs^zw@2h16HOQ!)eoAQ{anIVGA5_b=66^O5tkHByuFcU-J?zPf8 zBe8PK6|q?cqte|;i4r^8uV4AHR#}bC1~pjCCsYnu4vEU6>E${E(Q=z8!fjUvE?)=j z2~!8=`{74C3h3PF`b>-_X)&oEE10d{`EBc;t<*&jNh^8chI5#nhXpZ>XT0eu#yzLE zlc(A_{Kg08+X`PXY*khLz4Bz6+x8%p&q!pqZe=Xid5bO27*VD;k!Ks^iHc01(jnsO z52ahP07Bymu^3n!XTW5l7(8R0?R+BRb$mHqUW2WK{-&F_!)mw&zu1{opc2B#w3U&*LfF>II z=tPK4&n%^4b#P-=-OJn5*frdSjhNZX;Kl@da8{qYenbo5}E(7xf3xhhf3V~BY6Hx8xH`&2Ed7(paog_Vjhi@24 zso!m;MQN$YdgUB?GR+VUZU3(ZlJpKHt8h4DV$3fGhF#&GqKazivKBpDjGV)Nje= zfgAQTz9#6XNy=HNRDgEd{1%kzFo6nMb!v^$jhPP+mZGR7B<;6K`tzbdGhtgoR=Vz&+$sH% z_}hPo$j1$G?6oiCS+!j#js;LwYletuC7XwNL!n1b9d1A99Mrs2uBCJ=w*6zGU}5w80v$ zoXO6kwYg7?2hZ`hCUdQq?tv-LX1a67bYR(9J)`54%WiD-Qv8r+ z^)ki&&GK`}Rni2XNK~jl%!q+q`l(~{2}qV>yia>bp7*2I5pg|HD=No^6|#Rxv+Z3Z z`qS9B zAe0k@gt)P6n6q9QIgeb3jP#I>aNzAKx?6P64Pdq7q75N`gBYMp;8E+!fzDcle z963cjfTxZaaIzXP2q?ZdL}j(rmEMqlpClW`btn7lAReNi##Pu%VocnppVAj)q2gj= z@($Q83C#>fY%c5%7`qjb6xvpy^>@KJe{0kyS4@dRJj}% zO}pZcU_p;t5R%4PW6#*1!vj_7j1ZmE)P1y4gxnX}9`9=hvhw$ys*D9{W;G@=zbc^X z6isv-tCa*W1MUZlgd0!Jw^R4>bUSLYmonwR0Qe8PwTHnskCLw0_nfiD@y~@mnwTWH9SXNy zMti+!&Uo7Paom!mKV+Rgn9<}hDjc*}FyT|J3(UL>eo@q2%>m|5lZ}uO9ziv2L#5aODAVsoIW$a67n5gqRpNbHIM*a_uN4 zAMu#huDCvT+jJs1WVa2s#HBCLhiROzGl0MCf+XRCMw@mf&S+|<_!Lj#>IXYxwoW>T zOm)afSLI8cl8;p1(hWl`tPvQcK3IX^*5C&I#ODgZN=EsHXd%DEz^b2NqU%cs@orQDK}m<<=!zu zllm<{ZOcRuL7yK*nKZ_Usad`+Wcg)3hG6YU-4Vh%G;I4p)?FH*2c8SBDChjbol;MY zIWYSCH(xERoJ1`A_y{xoFz4K)qhuv1c2SeHS2C+mEXr#)V)}d13%8%*X-z}XyS%Pw zoL%`!!p&-?KSNRhbH&%ZTe1~@lA@WOSaA%h{m0^zAgem{Z`v*7(qdq0b1m#%-7c)g z-=A%Es9r*!7RQk{Et2V-x2Z8mA$g}ASNioMqi6}0?&=^!_cP|uJEuITdJ_8NheK=2vxRusTlKg#D$4b5&McvJ0#_9U~H## zFe^rLyza+ct-jnq^YrtQ#JjQnp!F5 zw{}u(BflH8fL!J8F5*j3P}EGvX6FAkMg@L=`Dyabcw&}R1b=8yI3bUmpku#mUpy_S zS_}~@#jv>T$GeYM{)XQ?E7r}3MV@GkYC6u|rl}k7mNt*q^b7IKvuNw9iYxNqAdJ;7 z$9J*9^znqJ@^-a~KMsuh8`4eF`+&PXeO7Ac3x?>>4j$x!y3>Ln!!Xj2epp~%{Bu@{ z+sCU7BJmv76Z7#^A*0FIPI}aP8h3i@D@{H1Nt~ijITUCPyOUGp1yHH%V6d@Ijk!+w zlaIHN_(G3jsm6Mp?z_&|9lb-#yMo^8R+$TLP3?YyrA@>v=O|mW)b*d}@opj|S zaN`;)Z`Vws8^$f2^e}0jJ<<{Z?^4Kcsv+V&5l^Eo%K{3gvugX9@sBA%&14poyUT}k zuhT1XQESb)D8A;U(ZG*a4Yn`q(oQz=o1{owkV!CRHL8YT-u%01+R}*1lV&Xj-0s+@ zSC}NH+U>&1VWI6GEN;;D~&6bI%z;smEtI=2wOE*QQlmFP=PRB;kn#t z>tf^Li_*r{OYGAH=fXYr(&_C>;q|Plp5cWzxY=NKf!*oNvq^dH^Zm;aE=-h_;vgzs zhG3u0fq-zJ(MApW7U$KM+@WS7E=WM5+_=&bF@MgFsJI|a#CH0?gnoeq2afa>`1rQ% z)UJQtk>$$plZ^>r<5QYOG&|Zj_V@=z>oO|8*V6ejLY2~>ctu7$t&}q_3iOdxhYTu3 zZhF;1oR6pro{UIP@GgB7*leY`Je1nA_?n0NG`AA(D~$@D6mcxmsmIbM(gPgl)bCM+ zWHSL&uFfNe&Yh2BgZ3i4KDsx)mS=pExX)(X@=1M(G?`awmdPgVsMOg!kT;xek9x9k zeyTb>)@|Os;p>Q9)34!wb-)epz>hrNHYu@l4@Hrs0JP-t^m4p?&eH!eYA+F z$#u+zWpDg_dKnHMK8*|HI7=Nas?b%d8XJ z|9TIdh2ve;lYK(LT5XfZ+(Z>4B2dAvG%y9E7bZei%_#5c_=sdDV}iWC;9<PsgYT>=M57CuQ(5ALoQ1(S!zocI8)A22lwVJAe?PdIbz8;!r zgKLgnqMValVIK8fUm(57)+k*j9c21mB-Zvb(KlKRj_LPk~hZeovN#qo3Lyv6kW8)2!2`9#09nrlZ-4A&zIL zd<*7zf~#?o?-@<{XrDa}5zD|hlW#!^V5__s+dS|MJGnh&uTQ=Nk!vRY!P9b`RG$YP zHk(Z$RYz`SvZzkr3)X|cMNT1fYn8rehbll92$oy!HMxC0dVo*6fIEB7KCsu5Z2Dr^v$zZP2 z0?#=hUdgCD7!us$x6keO)S17_p`YOH?~s>a28X53O`X5n8?=rKJ?y>wvK3{o)p2NU z`hNPQ@)zOjp+tiZPJZHaKK{VZ%kGImO#(v;tTnOwuP`6rzh~cNo%jR%)6jVr(_cwB z=iCGmnTM;MpN@dwUhB!aQtGpu-r>);`>3tR!KwuB70SD#Us@r;P`KaUgI&V`pyE7D zEl2r?ey4S3Ue9GzI+#QoWD8_2a_Mh$>uX59#auy#-hItvC7`3O!ECcv#|@%gT|x?7 zfkZpY>TU+BgV69Tzm=D1tmX7;$GBjjYI5vvIp zrR0_^fIPec4Ee_Oe;SO}j;lEWj|-hUKBp&utU`=%7kOR;mHd8cjx?abdXBKv9}g|m z^911&wo4*&=;2UFsA(F-F~0^3-iV{A-bw4~1Adel^~THB7aP~rc)oHy6lJbU<#|ZO zquFOub*}bw*o!=mX5R!ravv>B){=b}t=q}tHqL)J9RYjl84zQ>9&$$xT<@Y(4lD3i z1HT1+>k4YzDc7A2$b=Jk$I4s+7BiD65M0LFe zdUpYV_+9T~W~l}@5XG!j%!>a^LLe5|lXt7L;2yEV^HBohNFJnOc7R7-ttlk}r-;oB zS1%}NuAhQqSze$DGD8zzg|za85lb_WELSx+ANEDy682CYhPlYTAWY$3qidYn;iOZ4)7TRXO(dCOVv7R-059_kfdCYg1+~zDn2~Sws&aK!>OT zbnu;zmcT{Fjk`rygtqXf9VX{nO*v=#V_56mC(xgK!>^ z<#2w*RF4iAded?+7{46cZ+~?c@xotn8;fU#t>uPFKu_QL!$ae)=*0orE}O_8kW!>h z1Ej->i6u!={JO}?+36PpExY64LY2*s1yT1pbv1P@UT{`!cH)zGk)}E&*(%hXaKv@ zHMNZdy`o7j^z%pYNZEasxQtUTOPoqou8*4 zc!QESGx0s}@oH+TCH3I*H`b9W04wcGRu;N0#`%0As+EV@84ufGNvQ{LAqB4~n0|k! zBs=cV#6}CH29_KV+Ca~+^B(eN#V@{Bynkx}{Jj+aC>^X*gCy|`*CMp%?*K%?cSx)%5cC_IxDDl7Ilg!^-98mxL6vXMnwVH-8Nb-iKLA zx@a63O3fGa-AQ7|Kr_)vl?>3q!=?e*y`|X)P$SIUO#W||&rK*(yksxO{hRcSAf^{a zeMk8>uuiWA0FOc|AdBY&T!pSWh!H>Q{Qa^1SwlAD%TP!Iq_k$62MpNQomAQRMk*#x* z?LHbH+C!=+2TPqeqS4G)f4-d|8gQraw*5<<0|*q%fGDs7{M~}LQ{cyUeSr@RbV1ib zUTr!c_)9vS-E|6W|9kiTwbtKopxYL8a4Yx_Y*HI2^q_5?FMV=GC3jFFZ`L9f^JxN= z?*=4J(Mf1?dwbp~#8>f16(_zgkr zZ(BGq$X!@rX(Ig1e>mW54#-pKQ3L)lYR&aQB!=Ck;@@p2#I+G8$0Cp6;+690SVy zJ$eO&7Z=O>P6H-7pFJ+;~>M=cp)jQj9Ld)R{uH3e{Dct zU+9GUvZhC&dw`=n1JaC%W5jRp>GGE&h* zIW!}xW?cr8q&|@lKa(KRS*BM=j$b+S+;jix4tRJabFD50CyvA~e+>zQp>dL6LCQH* zUx5uZ#GAF>#%7EL8Q}OqC(SP8kz7O^v|22!3^eVwwXl3aE;S1|Q9`bzXs0!K7aZz; zo&&JhO*R0Ad}b4?s`}&;&pZY}um@`PJl6PuskU-l#?Ch^5#VDmD+Dld zyC4=jQ(kmQkr@eYYh9_mWqch|?Bm1yN?)ClWkdH~;skSpeb%QMpk?qf!z8C0dMbLd zNGcvcR>&Te!sXl5rg|gE_2=@}S$OgO^vHiX(fU(fQzh39Ze7A+BeA__!0PNm)>%TA zuur0%y%@WIPuY0YXYyjH=pks_AFVwvUHkVl%eVus(4e2V?W-$5)JO9SnCZ>z05c~| z?1ue7)+%7T{Orn-Cxg=03m*=tsSKV6_OXTUF65f$IlpcfD@ z3e*vj!xpjd-nIXVp?AAT)YwHhrX?{B?C0?Eb}6DsOGwQ|z1&VTYSyBU=ud%Z=eH;Y zW*|!Pnyovq1l6f?Qomy&0FEpKmbUc*ANaJnOAms&WiR6SD)DsSSp8yg@@u%uNaQNg6)`#x& z{h>Dn9Tp|%uqfRh_9g&!?bn?^M%iO`?)Pma@L=>>%T9IM6y_A24~ERd6Fx@>ly0p{ ze0wX-bIJxWXKe`T~d^S+2)yV!%azVEB6B!6ziW zKqf$1VhiASwa}TiH0cH+a%p+XwxEEv0y=2TeSJmA2awo7H8_u)BgK0_smp5gwR(Q6 z`p!DAQ`VxYV>f9*_#QvW{*O4;U#S7HAc$Ln;zl8aJpiG&Q5J$v&nTxR{$r~3{+WdO zwh?d(DzgG%lhsb`9NQkjf^tRa8}J@@P*eUTpLP%(cC(sf{Q(Wwjdy&eg~0aYLE#}I zK#T?;&ozx7#*?Gta(@yy4E`&E1H}@G29$1Vo`RHEDW;8$N3a{)6G&2$A9stsx8 zOk0hN^9_Hwhwx3yt^zI4SA@7NNo0s;5ytkaY^h8+DMfTJK=|d<1 zU@30HhXla3rut(gGw`Ntx4%8h&Q4ji>C-Jo+F3NX{kuki(i>u9C~Bn-8Hl#DEd!+~ z+ppKl3}QXhosc&;Gm)vv4bT%a?LDQ+904|s4>;e%H`%)h`pLus@+@*v5~)>{{>E~k zOe>i26P9^a6X}aK>)Sw1z+5xXyNR-&N zhV1epS&Q`FN!3sZComUdaTCtiDrGE(Fm1p=AwL87fFsLfqCR!9sck!;LR$rS*jM_> zOQ}3@9#n4MZtzU)&%m?(@NMw@qD>1>6`WRXa20h`5*qwYW32_L_VA3pQr(dHD{%nf z)OGmT%@P!FgQVG;A*uh;W1mOHuGoUdg9T(H5_JMQeGWBcYQC1kU}Qdh$;uYcA8^NPeS@#(0F?pS=V^8V@-}1Ea|ZJh2!J|XoT6l`3e$eHm9_`HsXLk>PXHMQ=zwJKUFwS@!7xsXdCmY$Gy(}%>+YMY7t;9*EaJ2pVTBm z;Ec*5aAv6ANYy(qB?WEA5+K7Y}+{+qf9$PVb?`1Q|Yz%tR>%TzB{h( zE5r6l9^P4i#C58L**UseYfLDXPpX*{<{LgC*Rxa~xeu*kJsswv zANHG)kKX{Xw{Y4BUYb1f5lThmwGXg3U^9ERG5gEPnHzT16zcdnSQ@qwUw;ZhxN zmL>rK>`W{HS7vwMmzl_gst8ogVkF)+Xw8XN+-4U{^)k}Dfv2i5;qnuIV9{LbM zIfdUi7#G-VznQbEzQ0EFzBW~=P$wy?bSo+sE%SzMF6G{hpI#DZ)sb`-U7Yb7CT=o1 z_9q3Ky+?goHSZ@oc{nw$={+v%dayJ2MS9XEYepvYnCmj7;jEVQNfwLKGSQ`|2gGQ; z{*f_vER{LHO6+hy!sQmEQ*#=icuFdw_Gr{2z09wYAD=i!d57Nd&miZ2`U2!s^L+c} zy6(X~k*c`q#a;Xl*~AdbX#i8ioO_ZQvrvb>rFOiphyDZ-36TwbU&#&&*Dll?->2s$(Y<1@@2v+E??ftV z!*qpfU4th{gRU$#etpP?Dmf>h4*fN2+Zu2`ePr6-!tM)A4fSo^sv?21^n@cGT=dcv zYvQg^ZlImt`j1+2smP3PzDe zw8_|2Dy;9&BqXve`SvX<;&5=mw>mTCoN9V;?~^q(Jp-s!TWCLtZsO4s91G|#NE7QmAGL-ZRKZjcorDQoLUwu&T@xI2Cmm_CAp(Z30 zr&GjL6+IOr7Sm{7ln*f6ZKqsjL&SSBP~}EIAwTP=#m9ovr66zTe#9YfyFtnPV%@Hv zwx%5?(LMSTO**N(f$iF_#^5tN^|Glpa--yE7lhDLy4Q`@PJ7JEErz~yic|T80aCSD zy%?fsD!Eo^`Ju)7QsDx_>hgrjA1=wyY(4X6^S8IDEsA`|NYr3+&v)!(9R!W25nw06 zmrn^lz1zO12f{vFRAsmgK@(WDSv4#-R5gxYJwUzhm@GkC^Ba}gfOb+uSo<0jXutPX ze#4d3vkH`h^3Xz`FEZ$oh2NC&OU?AeN%Y1FO-aM8KDt{E(PCE|^V~x}mpb@HS^}=v zfc=w2=e&c#)sBlS%YNyL>c$iF7L4OX@zKz;Zp1!d?7pdoJKVUnd4`$4$@#t)zb$g5^K!dz z_>dQz&QgaAUmbckGkSjM1%6DKN6el6u>W^ z=nFFs-yZ5@63VpcFsPfgIwt7dO6^B8(fvTv+C6;p){JxuAB{gSo1rW2BR$!|zJ*jl!~OdZ&Xd z84_+$4mhl;pCQ`D(6l29mr35c|B(51iW>Wd+Fi4u>+7r& z%fjXs7%RnA6Jg2TG{m{re^V{f%iJs0bk>oRoLlEK5VlW;JFA=>pUGTEYg3JD#5|+d z;KZ9X3Q7>nL{^zs55YSSq^?ynDrO z_*Pfz2w-d034duHYKt$E&O`QEw1WKhQetF=9BK<_|2(7Y2{Y?Zg@ zQkKh>dnF-@RP23|mnoq#sl@j3~g zSKg1kwjt&7|MV=BAc>_sgHfI@c17}09UKIBf*~eF`IdS)_&8Av{&oep&Ju_T{ms!9 zX`?hT_gWq&J^tn!T)#+D+gndnqZ))Hn_8x(_3-J0B_U=gJ@*ZL4a_vi26UVZBq#Vj zdl(qJIczC69U8^9{m!rz@HX2rn``U2Ln#4F>(Di^Euiq1TWo@LNQf1-{Ld$jaj2oH zHGLX#j|qkty*8<8PR>}T3MI@2iN!KIfo;NWsJMCigQ)ABk@0kw+5>EwAa0Q6q8WQ; zCNJM}Di$_>igT`sN4`kRma5$+N)w;ye$P83>hxVzc-B)abg zT0Pazt&#w8R&n9?`hFj3?u)}&NM~8cGuHG%Em2j zn7p7hN|M^lP{o6jG+W&xuV)p*7`hS|dnHxWj>Xa$8jHh5pDW!ZH=_fX#%Zt&;cFkS zXpFFA6gOr0V@-^uYfbu?Y`fzEo1U~dM+`~k;qNiWx`ZBTtb}aDAxTV1y3j+t-Up>566xizcPAj^&aK@y@Xm7z>rdA`3V5{z=H!wY# zuaP{s^AjlJs5mM?AL*W+(Fi;uD;v(Tvdi)!yfL$XE-`h8?*-%H)`?zI%h>}Zd9OWT z>XtQucgh5dRi!{#HlLZ#E2bDet{P2`;duS2jPG);Iq;l5A5#!ps%i9{LjriV#hsG} zVl~4Qh&&c~RT|lqzfJ2kSH2xDNukUY$V@d0eS2Iu}vf_4p#O?CPOpIQtxpPrfE4 z3hB#<`!48PT`^<%5qx|g5#3VJBWgiLkE)H&kUiQHK+X{T!ZUy9L(y;qyHsAf^T`Hp zXhYfv&7GjnNq=s1J+u*jVfLigie!YcsA$0*^ofR%d=lPnq(Vr$9P)(n_;_CY_~zNm z2X=_wZs|`wtB__(QB3g&pL};se;!1W_zA|q@KKDDukB*3@ zqXtTu!h+6)mjzVW5~=Qo)l}m)M?7IO%fh77$v;n%PqQ?aDnmydn$C4dTF=fmLrMB! zwV}$G$47Vzx?xA#+J^e2(#N7mMgzpTaufOtCjlr68iS9=mr!g&0S9WtEYV*=Z&3iu zJ`U4+Q+r)BhaQio+taok0cr2CF6|L~o?LSQD;kBK2I);L_~hO z^DvX>-%n0>>1!VSd@^3sBj(+T`|5ROlDPB7$GOq;I~~Ehzta&k=}(jk7*$zGYWenH zbfY)j`a$GsCi{X|FZbwt44*`w|3vKXl9p*Cq){=G5sYaUyd2i;28Dg%=;RaQXFWrs zmg%+3w_c4z)3C#vFA4rI4DZ)h8lJqi?}M;HMe!RO2vh9wnS|#Hb*^S&5yai21Z@}@ z2y@@5G;GV=KL{;B<)7Ay(`XK;TO}`3m~ecGSeB?}|EFDClZME*_+KPUk16WZH%^k*D)rThb&sZ1wF1BWzrv0-EDOta1RaqP^xbWOdt=JB$#+M20kEeBp!a0jw+(wk8jEvqGI#-Y$j6cZc_HU!El)z6y zddH(AtAc?iv3gHM-{D9Tcp{^(QU;%ubm_8F&&tBL!)^WHyf!K}%op`o})cPDY3LF1txI zgCi^Aa=XF6pY3VlUZ_Lbl*OuLDxrP2wA|T75OW}q6am4>hN%Q!7;<3qpO8-Xaa38G zq(|N>eF6)2%7}0;i+>8!nwltoioe6Hn4uk$hFj7IhKw;Ht9bAMq2C_<5=1N|Xtd|x ztOp{GCBndjQdZT~(e81Q!pl*2aQhEDMZiuP7Jq<&U|JV5{)5I9*-W>2q)0q97dO8y2G^N&@iJjC67VJR<;r*Sq=3S&AS72aRxhzQWTUIx;k0px`f%oUw ze-%J4KvXHf>75c2rA5KdeLdYcg^Yw`-4~h}5E6;mSFQGFL=p6uv)N9Xb#OnJR>z{# zaZRlVf<*|Z`oWu>ZoIkg3E4aWG6$o!s1FpRNA&_4>Yq_! z$b;i)YRcgYvA?9zlS9h-0c#e{Oe3uo+SLR}Jj;kx{JiF({yem9oF=@uqGh;5P)abB zKY!iM>Sf!uAX_r3KGT^vXm_q{Vc-c=vHKUPc8vTw?$g;Zt-7n|Z?bgY3OfeV=jY+W z9lxN?718tlFjaovQqmWZM_+JQc1{80lYh$P;(!^c17lqoWmP>G=}A^WOKasB*LI*Y zM0jv>KZl3DHJN}BXM_;{G#nMx@O+3^0RzDE}i^Y z_e{k0`gHn_3BRvCgb_htVSz1!hI!uONmHLrq>Z|6go?!SX~=D(T11Sn=Nko<49j71 z(V)gt8vlT{IRFH4z@4loYm(7$)mp_>KUl_4d8+vCs!w9W|2vV~VV7V?5K=-LOMpSD zsij%j?9nnXBkXOVo#EinpbY*n<^sC!j`{leaK9jWxe)CNbTNe-H05w_3v6L0jJ8wu zVtpnTTNc_Ns!3a-pu%C@6J5?+s?wrg@>;yhaUO@iG6{7)wnSK_t0nw&$`GImMN!>k zLiR}AS74=!8?~nHMQiM0!QhC#TlPD&k4hwfKy6md1OA!Jwhhl!6MY~{E~Ivws?TXN zPrRTJYiiX>)`Bp&4(p>PrseGS?}h91FY-UIcrx;eeqQm+iGLc+hdH}_+C^}K74p@K zRlLnC&bo5FHvDGfAnCk`ZWd)kVPfd^gjL zJ9T(8c6GyH4-@UTde9C|9HOz>V*3SINd|C|0ntd>Mawe;jP?@$r`!W-TymCUGKZmu zQp{k$Bz;cb7XD^q?}s$&)wd@b>^y%awwN5CUdPecV5{y(_Qmvj7(it9BqzGCob6FE zkniPN;S?}fq}q*V%ffyVfc9W#VMH8BRF%FeAW(4fep(Z^-Qqm!r$~NKUX&aQ%XT1V zDuiYxnSWf5lcNN}^P2Hh?eqqz+tq8S@>Z%^IiQD-U-8~9v^yd;*tjH<$4Dq9BtNxi zkx=vzHwMi@sSAQFt$y@pjmJpj^e2oGhoMe&PN8Oa^nPtod=s*3g51r%R|4t&GKHB5 zOpY{<-u0HmSx)5IEKdUY)9L$#3jQ-O-kW4o$;|iK92Hv@Ki;iBUvg`IpuRrdePtEb z34jH0S%D$;Ju@&!@nTv03iJ@=v*Ut9pGv<-_?bgTKRAi~wM9YNs%0s%RKxVQ19>L% zA>FJB<#_YN+uD=YP7G*w-yBU9@b)`-ZM8oOv5)L~hi3bx0&QGjcI#A3J7#z@znZ9LEJZB(mpcU^;Rmr+8ef_R~&yd01zoNDSRLn%; zznkx$=S_|6^{EQpk7C|#{C$g67TB)nVI_`(_;tm-xwy4Lnnwvra_Z0(>OkTM<1?- zeSt>pyCZYhVxQkmzYrY+&FPUtHqaNT3J-M)MhNyrdS4=MuL!F51YUEX`&-;s#lyXS z$;Q6JP=1cEA?(&pzWR6~ktx#^)`CQ$ShHP(q>w@-D7P=s`w@=dI_>kw`*mTYE?<50 zZaS0JtHk4UY!yX1&*HcHa}LAur8UvA+Lb+GNvYK2%&&^z2_f9e6ekb*mIBERh3mgK z`R>JA2eU0+FMO@b;T#Ko>0Nmqbe*G6ROCNa8S7eC>T`^jqstsq<=VloY4Z*Nxkao6 z-}%jjLhf%y%O$5RCZmESDnVCEy&rYjp4sxf(sj^KK^rUEe7F4t*Le=%uNp#IQiM*e zV$q>eX^Dp=Y}KILGFs_%_8D`F%Iw1#ti(z@4qYGHAw7E?$c@qxX`RANf8u#0IA}c_ zbdaLzl<_*VAll@xH_qvk-Ae6J7(QW4R=6}HRjhsnk#}!j%HSuT`Zo0w+2`4@6g@+q z-3HE{c)Bn-GGT|d`vCngw&lPBMW#?BTaD}Ny%^h9uiv!k#7X#oi$7Oj>e-*|z7G)7 z4mGoEFgwcEdb7tcP42i&x}}LS#`(fObK%7!GDB45xJ13hHSM`ewI1!^XY`o3ac+q8 zW(yw)spx5YkntBW-kys_pZm?nm1Pde3Ya!;S)TG?UFzD5W=kBqd*Ubuo3>~*j-N%Q z0CE-qf8~_mnQ3$S!>=?oF03SZ6EDJVIvSTO`{l9+?}ft;NHGVWM0ZmJ1-y5Ddwcjr z6n(#VmRpKOoD{JGDGscqnM?=>HJln?Lpsi{I*%t~2AK3Zo&f8-uL~m9lOtO72i)GI?zftRtPr z+=~4Eyl+-2mC?qJNBmW(KVj4;c0v%e6^~2epy2xs>JJC0|IN#ss zlph6;`&4AP{m*>WS6@<(EaVL7DS_BGbOgoV=Y`d)*$KuZkZ)qG1fgb|JbU|nd8;0; zbC&%67_I)8ek*`5bM|_-Yz$Ch9M-h6S35Pk;HtJyHFVHT>U1sXmIv8wGkjG2?anM{ zxK)8UfB8n?Xjw#XSual4@POCpvo$Wq86W|(Ex=C9Mx$jt+bjrNBdCQyHLC6O=xfTy zuOrV3CpYWD9oHBdfDa9JtnPym3f`1>gZ*6S)7k7^P9o(Y9G>&9>myqq2Y zTf*z`>nLrH3vjIL->37|CGGzOaB1>$n2lSp=T|vc37)5uTVd%tMSS^%mQrtE84L<= z03FAh3WPkW(hFyw0|@Vy2A#8)NTG971>P_KbP+We)loQ2==UeJ-%A^0xF{tin?s-L zlx522OvhsW7*XeL2m1v~Y!;@U*i9EYd*RU>!&4tS&8FHZ#)!Bx?l2qNi5bJ)$N0Pp zpdv1-A-68T2GhO_?gbmW(2=wPBO)xv0ahjBU9IXg&(i=~V*hgq@iihhtphOhb;fw! zc=U54nnse<=;icP=y?;v(m&l-lh6owrP|C1hq{=H=zFX}PZUp8yMJ_nSI zarHkAn`t~=Jxm_Iw6a?zLJ)mBb3Ewv@Ai%ZWW+}I7F#l~5+MFA_jzJyJ zOZY@n$yi?#;~oKX*%*u0nh!td-jLG?&hdsGjzG*57-W!YHB)7a&BOfuqV;EM3*m0v zhjM;k5b<6+Q%t{U&kp^7XhoUOyNtBaeZaNU@-hnkZ?N!)5BREFKBgkjSDmLR0vwlG z0K4sRoi0ppG8r9FNalrIuq-uKTYBYwOssx}eEI1PzuZJV4UJaup?lfe$#S+<%xApT zlFez1_zp=eihPfpF8rmuo&1hgTeWa9n@~fABZp#f5(k;(G6Paf zzFzd1wCtkHy2rffPa2edj%Brog4Jc>WG=$z{E{j`W*9(j*Xz1}7;-Y(4gYp0py{WS z-Of(7>&dKDqXfILp#N(je%(Qe$aeyD<}$&^y^?kMz542=B5f6~>Cr#3d;sC6fXY== zDGUhSd-py<*HdX$dbnv)`MWVmIm%;$tKU8?X5Adf9}sKFgvcI zF4|^eabd>Z z*vnr$EV#X6RSAHwJc3K8B+Iu&gV}2mp?Br6cY^+AMEvClDGYTl;2egl&EWfhP-b!T z?hAo_Ua7_S(_W<0xk~U!=P}*k0Kg@gK;#bfh>-kz#y&#GW4N*uITsZpDS!6_ppK*n z`Ak{@faz`v1}ho=!#%2;0|n$R?dLI>{(3-#FYB$-q>+Eh9!RLCE|BO-oe!|+*iV0! zM>ar+T6bjjJ)9yZsK;>{MrvVV@U=cJa3%ZB-D^|>qz*K#>$F2F;L14u$&d7*)H>1a z;DVlsj!@};josWJRxJe?%Y6u0rGz}e9cIj3@h%G7KI{`G$$)AT&FBT@VPtLb@yz-y zUO>B~3V^*C;L~Eze_%#_m#<+#X0SDpS&6o8k6loAC|e0W+$lGL7;(~UNYT{$yg)It zt-iaSq}fVrEdCwdF#X|eWMMHa@uc62KC0Lq0goBTSduMm!P7x4(H5eVKeIaxS`N{9 zOGej^{SkCKpOJlwpy%NyEz_G?2Dr#_YZ3o<|LU=iKou&r}FlGD45w z*>ztf*kqV^h-7ct4Zq4f(Mp}z9`mE00@=Xcn1%sXB`Ec4Hgdk|Hda87kQfn}>OkDz z9dr?#=5BVKgQ!L`ctRkW8VHTUh~2-M<16^-8-EsGh25Ae19UN_vE-qSx_4`H%(jAG zfJDYQaG&#dG?0mMX3A7LEhGH~4L)g{#B!Zq)N(Ivz;M9@a_hXmYie^0h<-J|QFN;r z6Vm{l{RokJzG)8sB{N=;CcyT$OuXY)*fcEW6WERA>toe9nnI{_?ax*UI zFz^Kzps+Qr9%?7RgD%|yq0m}LP(PkvUA~X-yQuzoC@l;`P+ zL!Z#nd_QE1KqefL8_9>vKL;*zv>*-$ex+}sO1_{){AY3cSL6T`oinP>AG5muxQl$1 z{qBU~#9LN@n-&hzgi>X9=>;l6qN$E#Ro{oPAk!=W-7s)a7FMR!fe}He+ zXx9LQ;|w~^*$~GP4j`nnl@1zh|5+9#O7IKDgR%l4z1_Z&J0mBW)<|E4=wzx_Upjji0(eD58F~Nn14bB4RKD;+8sIMblq( zEwLw>-r*(^<$2S3@5JMtC_H$^cQzKL|8H@?xnx2F@Zzj#02-ZvSdF(e2{^#gCZr(n zFCt0Px|ol|1i%%xKxC_3Kru>90&rBxxAamX5uj!s67>K^mNNiB%zt(@_j?vHsJ4PA z;*{6(sI6Rak7fiemSe2I9jI7eVe)^x|1lPV^e(hvcUviMi>`qAx)llBlLX1F8y}FL$YpRB$nW>{&NCDm3#+qpi;I?2oU~fRd+a59p;=l~v1{XaH zTo?*gJ&ZY+R=40%r~-_hr$V$#_ z0c|O$Sa8X`<035gFV|7Cq0EM?ywTtweT#EI-b60&y&xbyLY*}&NChS@`Noqoq=*?L z2u|cF;Ic>~zXY9a!5>F_VF}OD-O*%sK%Y_SJQyNpXOE=s+$sL`ZC}y*QkCkMs%aw` z!drs`-|!6f$!i3HaP5Y^y-o*@cXkZ|cV)9}2T`+W;l_hwHv^SVH2e^KMH^6Vr35HP z{t`f5(*COd;bF^X9l~6>4;a1x%`Si|Y5PO-dor)>yXy(BzcRu>9%Q8t-z@onm1XOB zRPjpZi&J)J&{qvE{8=bNSlDl9cr-{uL4XE%-lWZ@72PSWh5{|!9Jm#bS0iX9f#WY6 zEFK?Cn6<|eX>;4JV4~Y*$O#&X9CxD$QHr2B!^+Q`fe-o?XqrJKZyZ;+)r;w*E}Fg0Pfh0~{=0m`@WB{hO--Hw&o;<)!<9_}QT0 z9u$ht6&~Gq)B-ApP!Rpi=fU4J^YXG>*9v|eU%*@;yJo$c&c6%V+P=ObO-w4BAOeQ} zOgS`EX(gCLih1#}YeIM)c+y(_1f;Mu3b*#;RO2a1dcs8=;9BHHQYfKDj!>96x?j6Y z;nTgm&*@;FDO^T#V>2_S0h458@x)KAikrtENX#E}Qd(~suG>%@{^$avyd=Dt!-Iz~9hBVs?}5=d2g31aEIrI8frlZ(&nw1!)hU_ZfFbi*>q#WR2sv&0%e2jEq{do$ zreV;1SL1QhT_#MUX1k9jY-$bIEt*#jKx_?DqJ||Z1IHJ9Q>GEIRYvB9V-)~@do-2O z2>|%!MwV)Lu$_VYo*DMfF92bb?^9g|?xi62&*%sBMd0W^XmeXKE{oWjPC+`md$Onj zQSb(5*@%LI*dAg+{k$+c;;4^Mb55R)hrEJEk)uTihGb3Lm>UCp+R*ZE8;_=oHjZd$Oh&uvZLIFj9`e zTMVhmI!XbjL2caAK7y&cvE_L16tSlSMEhj);Z}D2exEB39^76du*Egu<_pl)Fg1^= zO3l(6jD0>c*f(&@$Z5BXdWb0I?;}LaW1h6mRIjs}E#!U2XbGZ}2(O~58bL;*F`{U$ z!N1vlmxBz83taoDzI{QDe!!{#r>ev*k8d@Xfaf7A2~3CK2OJ~s3G5f*J;&a!f^3mT zK3<=&@?syuyt1=c3mGgtW1o$CV#Xr2!}Wec6@vs4Wgci3cwo=|W$N8b3N zQp7*%opyBu0oF4Fa4XOeFy}(EpOZko_8Ea(q^a*JI-DJ|$>x#jFl%5; z;S$>+uYyX-=A3SFf7&X^?it`9RD*8JD3nQAePqlwbsHa`g#31SIb+1e@T@zU0DtJK z9mwn|l7Mp~T<+Pg<#p7X0_io&%Ma|M&J9N?^J7e2RUq&Fg*}F8irFC~gysB_r99Rh zVyFVmh3z_>`BVnEj?mO~C%~?k8d$1C(-!k-wY|AeZB~VWZy7k{K7K<+s`hK=V(sf5 zZx=yv>*Kt1Knvq8*n8TL5^xKMZ_f*(DE#*M`(}XLI9$eNwGtaSY>Sc^nHO0U`_u6X z>8>`HCjOeVTBCdhzofB^SLsUN;pzZq4L>UpY!G2Ue|X)B>kK+Hr8Nd5@ci^~&$FA6 zsp1;g&7mdN-3DbLWot6vn3L}Y;6Ol^rz;+5*rkKP~GS8=Eg9V%RpjL0v8|&YCMFd{PPYD+XYgRU*bGLibDxK;;`V|{w)PK^|3hz*w(wzKN;$vfaX!y zD*ALR#vH>47jGUD?Gjrq7PICWgoXFQDlxMF+FYH#JPS@{0!_%A;J6y`YOXG_VII%D z7x9+c&^HO*_4+pFmMrN|8KGJG0_Z&xRqvjc+Il+M#4 z-J|gchYTyFPgfF>Wq!?IOfU@GPDxvKPO z0pa5VJJWbERXt5jb7_+JYX*Z>r=IGRYX@0}%4gpDl}{i2tp#AtU=2TQP>QX*iZm%?@?(?swr?)8HnmVEa? z%FiUwf=o&+KQcHORd>GKr#J&GiDkDlroevZ_x%Kg{feB=oV`dtXhR(d@-~5KSSEqH zIK)8*CGL0&Yl`0BaF>WJM*$gP{ysOI~c1ID3EYWG(!9(xIfN| zbz{&{fvC9wjab|hO^|kkrpD#ns|fH0Z@UN<4%SFjA@Vw(kP=J*4({14uY=IHoYjw5 z8j9`bA1{*XID=kB4O3y=5FE5n0lZ!4YI2|k2b31_1JYYx8jiEFO%6Um!Xb(i0d;}^ z%Cf+9I$2D#Qf@r+Bd>tO-Rz=rJkzeBbl@Z?Tueyc%uO)`pL%X$;@Gg{CX;Sah?~k9z;HG(PR6a< zu^gpl@H;+hTWtt*KiCfGu`ie)%WP1s{QfL6WD68j6b-btq4hT)3+M%ToMUsnz}hAb z+;&23)bHkHZce}sdeb)7oWM>5;ZViAABOR#qN7i67d#;iC$D+j9>~VrL6=lX_jN;b zCCEUyJYISzF2`&EDVr1_&Yz5An;eeP27cZ}b#wicW^rQIAx2OILJLul24)z!< zWlBwkP&P8>k>^A#s82MdvWdMCSO)^Xb0}+rOVOERmFtiUTspAZS@voJT}rB!aU%^Y zTXBDt=iUx{$mxjXhz0gk?`1=h=x@mzsEnAo|Eq_oa2s-3$GhnRE#BoORqvzZ7@sSv zE?{7Ww@pF7?dS+fr7cNL9h?}qJ?D?l73ZHfe#hNxhiJ*yqV?J)DUMSWVv4_866i(@ z@HVlXu%W>O5fKq1sx432aUOf1m9nPgV*jLnuMg8;;+5#bPNEVO3^IcY8c1NHMIi2AycI`??2_h^>XN$yWn}otjs#D~ z2Z@b-_i;0?sbUzs|2q7l>@9I$PuStRv1JC|4fDn|858BAKn*FUw}r|nh4k8^JEkcG=sM-;>4lPPK|z2SM-)kog;33-KUDi zu`$H#o48vLP_$qOrZkCcir=i*&(^|1G&U*5I~O_|1z9%g)a>Hd+V_@us-BHsk5x82 z`Xu>A9jN)(e7MWn^r=Bvd^O60A+-)?MbiFc5{F>eQH)tpj=pNKR1pugsh6e%< zRqalZxL1!dQ}~jI2wkJu33kGTaCruD1@}-8Z&oH*oWk#r$TjqpHu9BQKyLJ+I}d== zJQBqs{VZUfy)b>1;xHt$(B>vX_=E0hJrFS9XQ3Co7U!O}>Nx`aB=OeIaQ7C0gu5-qc}!lONE7>Qk_N!p9xGq) zQw6_Mp-KrL$J4h$I$V;xXDP3TSf>26u92T@L~v%`K28!iK-Lp0Lq2%<&=tRafq(eJ zo@vSc6nr;tNj^(nD8}x-kSXr^+2yP=-y(DESRB!2QQPZmSpF{*uAbkxDp%)I+au%qVY=pB`mc^W~EAk?k_l!YVRu zs0F?B3!0q~PGeC{YNcb;4*j(^JrbO(l0T?9c(WRK)qO^qI5 zC?oLLWLc6)reSw!AoQ7b3i{%1N2qoPWUz=Ol|Oh66p8%aULUc9uoyEEbzo{0tugH# zj}ovQB@tW81(zQg{&5T4dwwU8{EhCeV;nMg=L`x|Hq0y(a1zs9uVcbSobCa|NEBrQUNak)$#D0&;Vu2S>>E3yzOFY(b7B09?v262 z-#prW0pDV>OXkZ05MiGQn1r=!BwLGi6jud#KOWwdppAd_%Hce$wfP;;W9d(Im&nKC z&pA3rbRy>9rv7@2QbmisAQ>Dg;A(`1WmZ*a|3-*rzYXcqyW4$slxdx-EF>b9f3=QA zSDBheE`jKE3ewAX-RCR;=&9S0$A(V4mHzClpiMP$pK?!SNG3%-kYT{^T6U^uGwHn8 z+!>d+`-uYs1x7g{q8CcZMr)?nPT*jdG%X73%apE62EA2XhcGQYrgRQa8^;Rwn6FyX zB`J*GeuN3H7O5cMzI}HUqPs;O`t?i~$r_o{YxJ31e|(j+*2x3>kCO7CZ_UhQ#oiAs zsmHZ)pS#=v{JQ7I|Btb^jH~kL_WuPzR2mUP8l+p0PHCjOyStH=k`hF^dxNwzY`VKs zLb_AB`Op5|_c`Z2=lA6QWWV46n``EpS+i!X&w8&AW*0Mwx2uh}uUnqY?`_DvLedR* z@5y*X>Yxb!qOgy!X4xvMBfgJzM}H;z6)7J$-_%s|{Fz+hPRRAjKbOo?evE2+>B304 zw>uc#{f;t>!W$)Q{R{2M%7>D5m5Fl@HyYl36@X=(3kf{>3YVbYUek%4gh;e1CYRe9 zz%Yz4agq-95Kcg@?&qN?%3A3!>uK86T+f~(KPL;J(b){a#kUFMn6W6KSN{(FFqY5vOzE!At~5ZC@!OU$L8lu&vXl&TNv6I{uC`lh@uk{U<+p89B7grt z`qjQ#RT1aPR?-)taPpmq@3NjeT^aqvi&K2+EU!{ z)HaVi_`9wmSwdp_R)UGsBjiX_s^zIZ{PqSV&wDd6mw|Nsu7N|G{5U$@)St`^P|$oy zcjC{0kiZw`6vM+BT@UM%&e{#&lPcfi&Ix!orqf+uw5En|yH8m? zY44Ls7IFBlO^=n&gvRY9a};9PWx_y5J4kHjMV`G}M-o<(q7;?xJ7^A>G-a3j>QJun zb-T@2r)(J+kaG|Q6IpkQ)VlUGr5meGNd&NcImY^SD#7;5_`Us>RQ^%{M&2-SKor@J zHY}HKK>_N!!{O=9-6G|k2eoY`vn+L^0n`rUGfcpVO`30n<{}A9#$fLduf@L=`GH2G zRO-G%WrHCz2g-5_rHTu5RK>?ONf?_;xPyeUhJ_Vo%^5?rnv=+ORPjlk(vP<-CkdIS z3vNq#)Ngv{TqW3HyI~BKGyfewhkhHisY~wZ zvlX@(k{g7m1{5h9gqp-;Ra{WiR~*{m{mOT>Kqi!cs6Y2?m59<$fBKdDjW1;&4dwxz zz42eMaQeY4LW+;Rphd!g2qvWvRJv}a)1&weiS1Z3s|7k7WwMumG{)W=s;Y#r$7@6Q zPxYG&A0J0dJl!fXXZqk%m!i|A^a=vbWZXL$cwTm;X=`lbg=fEh8rH36gqhOFyC*6X z(yXippGD^qUK96_F9H3ax~p1eB2qhCM6Ky3PBa$bAGO?-$VgdF!CTT8mHg;pWljB8 zt!X-rcr~UT|7zXBd4|jP6AktH5R<~2D90G9KX=k}d)Nna6Aff%pIN%oS)w}o)Hx}V zLwXpDS|$l19LfW`K0?6e`IjyrvTJ22AJ)5GLniTgJf`n` zHu8~&3fuRp&>^hRx~#;ynRk z=dbPRvcbSG{b+rH=;P!jZ0P?+rC3Z$WVuwnLj|2QU$ zF=gx8!)A+muJ#btZhEcKj&7c0{NG4$5c@yE6nwwyyn<7~^M;Oo@Yaa1@?vTu) z)^>Z5+Iol{%LW>B;9oA7`~!DxnT#QMR*$ZQ6oSaZ#}ZmCZ6Clz#qgIbKTt^wWt+MG zkhF1qJ}b@Zj};?oiaxu@FN5;;-#f|m9CUDO2>(b56uq!2ai`?zIwt=MZc1zg!gv-~ z!vDZ|L`>el#K35e^r$#ZTDAqi#|_XHJ^80eBvYI(7p7Q9Ts-=02`?{pCk#l!UWhNl(IpJ-~g4!-ubhr z6QT6auzB86O7;xgBjuT$$tAj%aPH%Wb^J_?v?Gu-$`<#A?`I3&+=bGa`N>n28zA?w zLw+0Hx*qT76-q-wLB<9&g;pyG!91$M<#0Vfg{13Cd+8-ddKb zRLxeg!=*`uVSqp4O__VgFugfg855!9nN@k zQTTyc9Akv&#%m?Z(Yp1P47ZK48VjmT6}!bOMuM?es%AT}Zv^uxGZ%Zqo&9r}M4hc- zD9klgF>OY0otQPxY@dc?@*cdyA^*%&$HFNgsd3XKmmfgH$4M$<-6k9AHBsC>!+=$z zuZZ0&Yo~EL8^JCpm)yUa;FZZo<~~3UbtsZt<1Lx2Ym)Ys!?NRXA)o$3jsGpo_1X2O z1KFr5=hJ?71b?O-@vGt0J}ldxR^@`-dv@>bu&{57PVjBy_(JmtiP*=M2;Qi&G-RLd zqa(l6FfIP__*qD1VOP|aPco_kaugBd7|+nQS{hkNz503I%@?D!n|8@a*SAm!F^TG) z(&wxc?trnmM_TB$Bhy8XT~mz6uHM*Z_*b7+WlL2~6T*CFGbA&_>ywm)1z%ZDX7R@G zdp!Jj-}lpKuUkFzxZ!mvQLu}YvlUN=S2#_CRz%$N_*8Nuw~WhoRF^xGOP3AtRT^-p zu=q|G)$*E`-VbyQ8oS*T}&D?02z3$_^`-9r=Qk5Ud8cWmV%s$y8qF5#W?ln&gE)LrQ6 zR3UQz>PblztybzzS6esL={05yU+eLuOQbGr`|F4ADAR;$fdBMnts=mys@owg=4HuB z`i#3lSWpFoTw0O?6q>!ClC(4|8bpcA)j%id`#zm%_J#hu&N>M1)>^v#bpP!uJ&hX* z8DLOIq|U#PG97?asa3CD(q=<$QJj_bgQ(Ak9aZ+EZ87{zq~+v9Iw>cWY?! z`Qw=5HN^VKWzB^eC63iL%l^B_z!8;84e7HRQpcKr^!05IvLzFRj4X8aLDr6OsXwi{ za$b^8!wC}ob~g0#H>uwEZohaFsIQRr>f2d8#`_mSN@xVDk_6t*8(y7V4989vrT>)R zb({)*;y5hW(0-MpwJ{M-Te1H~zycT9r@K8$O5*){Hor!x^%6O=h=y@wQoBO9SaDY!{kt-c(CQqR!7kjL@hHcxKrvMD>h#oG*>lfhfB+k;hNVL zl>ev_uPb`bG(H3w^fA zh&EK3t)_shu{-{1Tlm+IY)Y?x1rFO|wR6t!?s5H$lw?|Z1WvF`ixy1ZFnzpRXl1Rm z*ByAvd;7D5GEn7Fo#*>kq1Ax1QnEmDpSnEmtU62@P0|?=x8KG&I@vrU&1$K7O{mF{ z>=aOk1FEqSHDsD#kWeo7n-=>+9E`r}NJkr^++{geecbK@$zdoek@at6U9l% zk7Sngs|+&HrB`p~17Z+UKQAi;Hw|TD8LS3wPZ&CwCzDG}s=^eCx8&AY;KOsX0)ZpzC3wr28{m zMT9Av^_m0~QaUBzThhO9xn{uUwCoL2Ze{dBrhZ2 z&urKT8r^gIW;_|3_$0bX5jR333Q6DE_9;n&HD?c1G6&_;lb}N| zxyEC>70SJZpNkQgVGV`xe36Ga1Yu0dUZ1T+c^yDr3fr$dvF@k?B4=Yp_!&a@q;>`vwfLT`Jv*_G1 z`VmN1$q3TjQOyB#X75AOci*e86YfJ<`{lK-K(NOay6-kN1cKlDcNgL?Odbwb(OF~# z1+V1o#k}27BaPo6(*_rS({Q&y_wK&Xc$V5heD-yz`-Tbe`GOXJgu?YD_GNL(aLLp?2Z@?c%VE!i~#kpVsBOFC?Dpp|%`A zjA7bRwD8%p&URYEY$(;k#;K>4WYva_$M;SCDc#2JTH2%Cx|(ra^Wyt2f7}&GIbOKb z!g(bC#itMsaov@l@&(V)CeZZOoxbf@sh-(&fuV$)-lpq;TlKJ28x#;x$@h@W@nIMr z4xnk}87EbotN~`#Su?Z)y_uqLoX&=P$+2YvNEMt}flxWb__K`;2MB0>|2+J(rFWnA zH`X6_o`_-e=nik5N06!D7w5SGA~7I_H6-I+WuSp8zkvO=Bx^V15m=iJ(xHur+r@J*Q94#zwyz1!nT^6 zuB0mZDbI=aJFiL@SyGJCz`FlUwL~M^ImJ$pL`~3f{Xs3R9lqdE`RtJI$XzZb zL$#Y%@48=Y0pP|6=lpcPp{8IZUn!{hIFFvKoo$88Y@_k|`z%FVwUaW$Qw>X^#_0uWsF{RTLGno?`HG%SMK#V_;zizhKaR& z=#{@}&-u6dyHe7$;swvL%;m<91}FD0SZHJ4$bOpI7f04%PNS=X*CZcrSL3kT2^9Ke zN8HRCR^StRm}_ZbXr1(1QdsSgvGjBkbx9|#MQit6ICiaZt{xYe(bWL~yn|^@cTPWs zpL7}jWenU$!Llbev}3)MuNN(&y#wa;twJTdW|iWAvSljSE*E{MUfnRF_^Rol1aJvt zn4)d1oNv2BL^Jl8Trh$dGkh$a_ntONIK{mlC$r{p&qwbiXPDdfH=heVSWxC&?EN%m z$&6&U>v$0}rCcG#J3*DSrYBv#%{_S9_>@B&LH#(B`hHG}N3&tBW#P6@@N4KFv2W~8 zk`wP-K51GoK}*JTCZCyWjmA3t#*u0JWMy#cm%&TqAPN$h%Nkr5NWnsur}Fz`%k_5= z&qesm^KG}QvhmoyW#7JNE08vlXZ!84c=Yb*EGCg^JXum@K1p`9WS&Wr%b(OnQKhXk z@2Z26U>-0d*`DG#!@^K5@%eJw4~eNLy37y2WRTpsXtppXcZJSXA`7 z@wce*dCDYGk&>O_Ta$u1K1rPBiOGg+vjPuIW4Y;lr|%+4b3L@17RN)jsBH1UkcZO} z4=fMkZXU084KaU07s3NkG)+@os_ZRVlP$BV9CsZy)o3({5CuG?xP;{{Tcu5e$2{GnN~x?D9!>omE2u|M4vdFzHfh(+@sAr z4yPix@wfVzQjK>oOG#XfT08^3SUBI7=|_oJ#s6SjTIOkixONsg(OHPagv3c!sa8+d z=zcJP$Xc;(1s&C1!h}Lho(DE9T&ky4RoPiw5^opHw{$_$QA4#=hD~%MT2zC zd`ic2%~~H4oM?acr^zqLigUB47SaC(C$d`eHxSWB%Fnm^W@sDYu z82+VuTVE$!X$HubKh$z|`)g(O!Z)qPWaEYU+1?KN@Hox$yc}(ZC8G$>v#opH9uO|^ z-@jO@)H6o+R>vbUN5ck87%*r4IvQqeW8Y|x@Wty~C$ z!$9?5NxG-I;W$h=vRZvoonq9{A9^Ja?6NN2qmeg8I1;{_7;b5st@d`2rB=bEC$F2f zd1gt!j19WRMeOv38301iE`Ca!VfaS7<4hhqkQdxagZkp41nJ*=>u{LP8Jzb__CRM5}TX)t?~ zjIoWHVOw71|E0!hJ)Da`b~@~FmO)cC5Om0OC}bYF7Tzli+ZJv(P8ip<5fxUl>bTI# znSa#_w6gtgRvR@2$hG*~T_%guchiJe!kO5NK?ii(yJfad=yMd$ zFC-+jw2xNToynQr-p)4TCOf?4vF=sHL`xcf;N8J!EYB{@sLWn0z=r4r>(oF;RxEQF z&eL}7>&!%TPe|!*ee_?YZ~RvK-eJDwMt2Z2%}6uBX)B)c^C#-DvBXz&&bZ%SvFWSg ztEOqAF15L$q<@LO!qoDh>6_T@Zf157`o!b%w1im_X=b)N9nDw%NZ`Cc?!$(k*J$^8 zC_!{c!@8PSxNz8-PZh2Omgi+U%Au6=*~%n~U2+lRc#U6gx1Qr524A+H|59Bb zS89{n+#ap)tn#5JvGbIPk1Awww?53=*$9^qRbx(u!R340yM0*1g=R_TH)ru+34ax< z-5;v!z6Mt(>qK0$Kd0O$IUUnRhm!`e!0#O+l1Q1Oi?BTzypmoO-K$j^`)AE)C7o6$ z3#>#VkarJM3EfRM^q*@-vlgu{Zz|vSeG2%t_nha$MP}q@#3A0JtOz5wd`2ZM;bMFj zcG>4V+=x`J0V!wbeybD3HwmRIgq1V)z5E#b*!;?G%UngD#SlnjZY&3&+lJ+D|DyW4 zb)d^}?WZ3KdA({WA98p_^75HE4d&{1M;h+sppM$yA8T_j$I`gR-khkv`WaY;Z(r6I zD|HxRhGF82rqb^bxaE(8BIfLKJ@oOV1w9WzF}^#^-n;V`V;-I=LO31Mo_*viR$~Y> z^L4X|YLuzt2M05hi}4V>c2j#&i`BQp?{+>AblifLCc2I5x=GC2zj6s_=OWYa)sdMR zyM>e*MRi?LR5-?TAgH4o^x<%#I~zK9V+>D~+M1u+E$Xi72G$7SB(7_KKnwqJ(1Dvu zU{I`T$SAEr%^szRB1!t}r&;TsSi6X>ueL7^{GrF-&U zpyB)~stUf6Bkc8FaOl~|OgZH0m1|Bh&=555Z^gKa5)G#fhq#y_MgKS{nVYV8+w#q< zDc-(Fx6)O3msqViiT7_!OeK`oM|~D=VAXBhBoT!c?Y{Vtg_53Aa&e_UkwUJDhL{w} zrB2}cKoCG_2W?^`8|hMtE61{Jcx{X4&akttxfvgT_#yA_8_i(I5m%zd$P|=?ee$nL zQyHBAmLA^NV#KvpOUR)sn%Y*%YJ+r=%+52AJFnC2ub8mXo__dNq5qMF9d)~UrP40U zwKszc+o!fdpJC0hc?f$9wYHVum$h|4pL>}GAxX&T80tf325XGLvKxuZ%ckq2Cw`AZ zu{_T^8>hcNN%n=F4w35)7+z2!edMH3#7R*}rY|vcQjK9Z|C?t#8gfV*^UkL7h4k5O z?r_emBgA^W)8=0Huskb&pzPbbRW{bL@&!%O6IZ!DUO-EsFZN}{ZY|61BF4JA-jq3I{$6}VKux$!e!EAC*hX~M0+&? zH$6~cFucm3%Z_U1^SE-=^Bi1iO;YHd=l$%TUn{o`(c4V@-0jc2s`1!}dbY}^qKQ^`dm z9^4IiOBV+{w}j`G%+d##QtkL#S4g3+^usAmQnJy|BgK;W;yp%#ig}6!NBB)@V=Tlq za{b`T-}(AVSFt(#Isf<8zhva*CEdS?{RY4gR_!o}dEKqF`X3xi)7w=Kthj~m8OxFd zV&CUJjE=kxC2|vll2q6u{LK}8HLfx@UI+{BYKiIYHOAGOq;?t>FDEDa?i|tQ8meW2bmv3(cjBk+f z)AD#*Fd4$u7KrD{YBjWQO?))!Y^s@&sY{)JEVkOo=armQnmFm>eZoy!`luPAG@gyS zw^v%(2{D0zej5KEHEU>nm+ z#fTF{#Vk^cCVI=jvY45TQaeX@c)HqMP8s;3Qi8F5J(}K!a#=JRNj>n>RumP>%1C?+ zuK}VG^Ov*XS2j4$E=>Zc_$*FbM^gM>M~r;7m(s9s#5+hN%lbjZ;BY1Cqv@W{gVy$Q zcfIPcaof*|$PW>Yd?#0l7Avim7u8ivEZwQZ^r&xZA^)CuSe)rH16S;$W z0R5l6Z*nB!DQQ23G;11Z+3ZIje^s|B^SNoUn$is=Ff3Qg=F3A3mvyzoY)$@Y{G2I% zidFAKb3VVt>JR&_T$FWZY3Gp7NL7Y>Bd^*N0Oh2FqPj3 zg);@cnW(GeA;oD*EOr~{JlwsDc!A#bvA=Zqcn>W+NUE*8UsbnX?G^GBgjd9Ti`4f- z1ZVS|Y-!YH`7agi8~$At4(Z`ehsdBM45TVn7@+A5$1u>5W!-5=m=XNmB~H$bRiPp~ zz}!3!>&`FfCS9|7Ug#=fCli0u@9#$c%`dk!jHmP)ZrD3rUM4cHuy(w4H_dt37>s*a z)*VBX8H;-}l#ll%pU&PWq4|CaI}yi=cE)jo(w5;=7(l8RVd-|sNNQVh6{ zH;hs%3 zekEBF7N#d7y^2$b;tm#LooELqL_^4o3Ki=RR21E}i^cRkJ6vZHCE4}!s~f;4k+?bc ze~OwjeTK;}tX!X?L4nHeAXE$y;TGusrIj3Kc%*ou&4wWd$c~Mj#*%-Q;}Owx@=tL% z5qM4zr$?v;&!dQU;g?d@GYHY41Qa8Q!6XC^&OLNTV}GKV>niASB+lG0QPn%}bM2b@vutIw6-&qhw|;LN)^Tp7BtkL(9O5ItuSMd&hcz2W&& zBGhP}WgbmPCU+t}r}Wt^IWpF_$)v*iFY89j%*Zw|1f@QYk}aCDKfVjc9zy)uYitwq zFH%6zR)MR+f)|kW_TEXoNhZj@pPD}jr)k9w0A6{EgCe*Jb2qVkfjXs2GrSx^!73yKv zc6dPeFtrQmbI)lrQr*c-QMd~pC+E4V|5mpn)`9ox+OU_mpEL~dO<-CawHVP5fAP8>Tp$ZS4u9>ng1H8 zmCp{>NavKJ{YS+HZ8%#&<6b?UZS`00ech3Ahm;-z=9wr5l*6B_e-qPw1+90ZN^zDm zk4!J=k9l#XpLU(raqheJoI7wHJVgGL3?ko@Y7K5_o!&_%OEzX zVz$P+?GsTSEa?l7P7N(rYGH)g>aQHVmQg&eB}`WP;=Tqx6QazMW-c=47K+_2F-Mu! zPzV$;)M}bF$S%*$fz>UE<)(ZlL8*FyX0cp{m4`ApR@%W3Sn5iCX^t8?&GMJkVj8um zjywZJObO{l*HiktDAy34XUxu~=CqcuuHP?LvijU9rL1ekc+iKW+Y~4RVG9UfQ?ekG z>m7>$c%);c&f@~<-$kyjW>oJi)g)`(xzT~EwCatU0y(f z*w>*4{Y9>flf+#8dx?Hlw^moa-I_YHCy|?x7&#_ynWA0mrTErw`|&5k=Aos_B`prt zM<1b;iK1K*_mQ{{y{t!y!O`0ludH`1pPC=Bk&4d?d5}IMy<4|eZPwx&BO@F~+YT5o zj6t2mpOZW`!(h-NdBLG;9n%Q0#&%QW=nZ~|AN9x^jwb3C+NC`gjp>EThTuyY@wQFd z?ltD~OQbqdFqv!bcy!lhBwTP$lsM{{)+*iDy$E-F6G67bwpJvB zDNz`~K1Y2wAE-CEJA&4! zjyxFY-LuQGyrcdiBA-tdDGRiJ#>{3`^)mdc;_GxpA=`a8nE$3>U>0D93OvCTM(+2i z>`8~L)oy4yG4k}ctfUyHQ9b&!!KK6uNi7nGzSj#DW;+Sna*1o34yfO1O-jXYrJF{L zFki&bEg_wXb-&j<&d1&RJHq&)oAQj<-1{^FQ;hdnn>5DSpz`7x-jPTax+vyz^%tM= zQHcVp20lyWm&G_Vq2(`nYJ8?_GQ8wQ`!x7&0 ze+XS?N#|*aJH(7g|8D76Bt~5cf+7uzH`R-ku{`NxtzE$K7e`{{7kBR2OT2ozkL^wz zT;N;jPraUk_Wc&b`k7E{jckY=g4q?MsF|8P7!PS;vJaF3Me{!f50Qx6?a+n8p#(NC z7}_P?V8!&Stl4rfxo>1SNF3PeFC%cJZe>7wmmw0!3R@A!B)*3JO5<>2adX4TxGh&} z-s!*K({Ee{*q$n`WDSX@iUwTAw#a6b8~F+8^L`;^ppO+g?w{6b6Dg&!hAuv1=G?@1 zwHur(T*_+{9ccbh`;SvZE!9V_ZJU}ohQv%b>f9gJ4Y(YRv&x0QQsPHlqFgE6qurxe z(C(U%bR{)1D^PPQGshjuX873=UF7n0w@h3W-n4*h!bfjX)DE(Jl zG}B#_ctMV~#+8Ice-|e+jX^ot6b=TOw@-R#4k!KXA~!sS*s^p34|V(JkKOj)Vl)Z$ zMtxZsDfPa^oP9LPckjf;yXW@)HK}p)t_rR?^xf(vI)};Hi<-F@xn9bUxC$2ieE01H zUya6RF^TrOYRS*aACPhM5q_j_GzX&OEs6C86RDl><#)FN-QyG<vEaR*jMZQ{BG56^kObGdKUmPZu4$=;(B;-2neEWf@jdb>v}G@%S>ZbXE5`$m@qBe!iAjDoef)Q)`1Q; z;|$R4?0>44ctV?5QPr=5o^ybV4-^uw*?(OUNy;mC!`uGQ!0ZBD|KemURP<1p=$J_?GI5Lhqa#Xb~N8)32x(*w|E4%cp$R= zFMK@HaG6hy3v;w#oo0YGdLYOybMc!z)17{=yJGkC)27snRO9oUMdt9kA3iOG2fDuZ zF10|U4+XVkCB5z^X;e>Bi8!s8^#6}oYZoz6D;Dk@Q ziI=bs^yr%`pMr)HPU&6_bftCKr!{<)>!4N2t6}u2kI9lncN^7DV@c1^QF!Yy`@gvA z&spRTwXb*Et)QNV+1Y?NqlHJp&6vgFXMpJGs1?!%AqRVNt&@|euok@$^8h`M9f~d7 z8v+|T8#Wu4mQK0JkG>*FCmhlrc{bhNa<<5CnWnpMGBc8(7aV=}QrNoEZS#fo@k+;V z1NF-$8}v%L>Bq>vK5pV6-+g!&oGpo3+<7PApN5Hv9v?FVxFCAXM)r*S zks3?1s|RZ`#6Jwx>lZEprf--O8xH;5ei$O1hyn`<2{pTj!oH#K;^Xxoli7P#o(8w0 zriM#f_l&Lj{o%nR)~!ZU+Z7(O7NZ-DeOn(yBP|f$OvxVDWzxxG1Oj?QA82G_Pnvoj7a@9+mxhUulR=X|bJKIPr7Y${7HW$qtq zp*Itw2Yrt{JCE;f1iZOoyB~CxMp^1K9@`#&oZbuQc~2ba-lHn)zX|lo+c}c$`l;;f zz2~V?PFFJV7=Bg_%4sI8Lb~cqUA(D%)@%n;QbaV$)|Be6;1QtVc2eOcBpCNk2NuUz z6EccWJVbFZsO{j~-1x87GOcDxg}xLvdZx6v-J$dzb*Lg>2$Ilb;zOYBSzmrps>B-A z1DMJX1n>C+D{wHOa_~vFZ#?YDML0nDmNG}p0+p2imkQhXpXn(YriT+Yh>LHEtrnm! z3R28(Mx2{h`7Lk}HgjAS^1TNk{$ZtsJC{(JvQSbe<|e=Q?_!)d`+HpcpUS>;afOS9 z-!m>S1fTdBKCg>y-{kLl%LaK-07}L6Sdt+T-OuX;p3^*6P7^#Mcd~sZKNayEj&$@5 z9OR=E9shS*QsNQm`Igk_zpR<5!_T~hp7=>&9CLkf;xn$*?#?`W;;|X#SPLa_y;3l^ ze9W5lgiI;CrPZx_5{jCOODC;*R$j$vZEZ9Fd}#=1eIhJWn%Hudg+P4NrfVnqF?)@Bnrj5NvR6OkYb>HeAy zXB0n5EPHf~m;BMCc%IPP{R!Q=ROd~{^d$bg{O>v+C?RsMP$`ZKuJED~f+L=jd=Zpx z-4I0Ow=Kexguy|rQ*h2giHGW@dOUTS^_-Y}yc8kc z{mEmEjeyZ>oF|ilGo0$!^8NjH{u}e&)stDId0S8mZ?8kqvSKDkk->Kp`2=2uVHtj* z?dS>L6^F*zlfrdji}Osz1ai((&^6SI@3S&Gu9N%Em?7o63gq5ypWxlgZBQ|v{DF}# zRb@U}kFnNVRY%p>Klq&o9iK=!msIoK(q#{#UFC2Ak!fjgP97hE0(!|rK6-zB?5-U| zv07_59)KATER_V&C1;M9IYNus;rg8?`%T1!GHDTDeKME(&JI`9G>CCsDw*DURFtN; zD8Du`!FbLlBKX*M@t8DOR*=Fs+P@6BP{Oza45Wc=v4Tg!9DTRyxDGTPdV&n%T2B%$ zX6b}lo}3hfLxY%d?!tU*N>FZVR_%c8!pk4B&(AQr-nQa3(?Y!7`-42-beE_#-l6i` zXlpkA=UDv=DiJZ;O#RF|e@D81t=;$(;(MVda0rcG#=UP^kYM7EmgJfD7$l=Q$u zvBd@J>&^oxml7Pi6)=99z+F1b9eb{Wy3~=YN9|n!yW}*rzMu@aIIoLs9{A^M313V} zckJ>(B8RI8SxwK|<<|iqH=xuIIt{X{9AO;fED;|1eQ#smD2{wUji>WR;bp9Hi8u;bZ;yj z>3irGV7odI&ThqgU+vgYUyfQiWqb~|G0VC}eD2Kg$d!o%Geecnw@GzNG^;J+jhy7c zaqz@%^#%2lJw+=7Aqzh2KJP$wuUY%joH|L48h}7aNrAjYfV|F>iHF@LKKJJMPcwe- zyWiw!c~SH(;5R6p53fHXY!ki$4T-q-epi~QCvZH+COZaw(vnKa6Eue?<|IGA z$}=sI-e3ae0AI@l&;+vT<-X40nWY*qa=6Wwm^06B6mxK}^3CR{Aqr{MSmRA^pu)qR zcLNy)=55O@f4IL*dH9nRoAJc&@Pvoz>^U6l>Hqog^GDFOwdT3m&M|Tk|4wAX7$<10 z<0w=qzbL#m2$}f>6V%jmS#iDXoDfU60S(L#>1gdslZJJm&IPQ!hnFj_{c>CHu1^mh z?^_;m7wQW3-cC2mxZL0R>~4NHO}jk-N|-rNUAl`aGjIqOR|C*0!F!(rz;u(y6T;tU ziD$S@4BY|8wUYapN>C2ib3s&bq@=L-K?3_wZu!E`KVNO7#sl7MKo!|xR(o6K;?s9B zmD*0;mOXr*IVHN7jk-}%_&jTDfXQ?*+!1i@2u4TW1HCPEgfe-x+wc*R)iY_zd{Jd~ zR5WXC2_qe2WZ27-Sk1l;G{W{h>_u+kl8i3iZG9p7=b!%TW7Hgu&&dFodm*0Wox)gT ziwyvNspj{-K^S4E2kU*J(75E&u(68IuIs^^$&?Wy{1AnF|DK+a;^8su3P|t=#?r_U zi+Gvf{?CBHc!rn+GaIf);Q0PM{jmR@IR-DscdmRaDDWXS7&@#*>4>IJL)`(2vr!oe>N?Tw6K{?B() zC%1xroW`J~x#8#^(BToC2T;F_Y;IG#&)q}D0U^S0vB3>}eoXjUERq0Rm!A1KVp4aV zANAxl7BjWnRp_CdIEbG*1>^tgjll*$2?p?cn~VA1?*}$jU9Ur)LE?n3095Z6IC~M0 zuE9$$R?3&X0CIreNW@~rSiTEF!D7_{p~RRLkfA06_0 zA$h9A5ws+p2cyMOK z0T~7rnytME*kwugz=gN~5XKMmA@HK$dqq?rX%?5w|dikcT?9Dk?$SO@kU!FYSkCPM;QU(w6(+ezz zIA1h8xc^vw8t^T5C*dx;lYN^*DP~~r*9rwZGnq0#grA~qJ=ZHSi+A|fgGXtB$*{$* z`Hwv=5B47abuO&eIJ@;MvzE{G2Av1JGm+oTOZ)p7wQo27wn8<)a`yB4o)P`eJpQkr ze!7DP`{4WH32ce}$M^sDugd?wzTvgk3s|2=c3{x(!C6&py9o6c|2Tswn5hg8(ojK7 zz^>E)b(|(Rtv|UWCR?~Y++AM)Go#fLNoWI!Q!Pw#VEyN4`p>89*8$_M&&VRUS30(g zQ&D|UgGS81@C@~BY>w%9@pK}ryM$Jixx(=|ID3BQ1Em^W@h|_ORIW;oXPTts0Ny3H z4@9FVBRyLgzC@|t*=^=#t1KpHjj^YG4*}1s=PMeaCFuQ~$e{jfSY#b80Pq(N^R%X`t!C^A?J5vA z2a{ecya6CBs`d!5Lu~D1{sN*1^2`Cq<6eO746GeI*en0fqsqWc`p!_eW2cVm?=BdY z>lXte^!0J+W`%JdmM18I-3Lsl+6V%!_XGldhnrk`0{3T17^Bns216J=z}X3i#Mrh? zKh2WkcHWyF%9Bld>zXN-!S4#F1_*HK-b(-zhO@$s*kCr4YyxbTVO=E0-9H zX5F6&IGXioUMGDulZu~y&z2jN=(YIxDCw8!b0GfbBKYUPPZkF&;k1rp_a|t0T3Q0& zDdp_3P!SqwOGqQ22G+ockR24@Bs9ARRK+TAVtf}8Po^6!Nf7{M{8yS|Kg|&OcqiXy z;En8~`(6bMrSWj^o&eI3Dd=b*U`X?!>JYTGHdEgM?dyM$3V#h8XuKBi1I=>gNP`Km zJ}G5uoB&<5v_x#5v42KK#ib~XtSfNcTYBmKpKZgI1y%rMC*yS1S5*A?*Qw(@JFlOV z#bs-BzWiATX6&J|^!EZks+bc3^h1N!Z&c`J$$GSw;>tKBvC!^;t7`;S~}d7yA~lB-BiX>zsuv zkZFG%fOzCg3WDGk`gq|TpsO)V8JOe#pLz8Q!vY3UA%E|Ydmi#Bfn=kVGQ}FJ@rIN- zE;M6fe@11G4)|T%l~R6Ldx{V)_{B=I5q58ZNyAJnbm7SWsvJ?){Ww>0jp!Zr*p^#B zrjb@H`fV~a{s*+av;qDH%ToxG#Z0M=bsEkYhSX50*Cc@$af?oNZO29h=%kc2^eaWdWzn!CCGW`#y?SW7;0DZGpKfUZ17x&k z=|al2rh|5Wdsz#nk1;OS^YZYbm;8I+eDW^kcR3+ekF)LLtWE=}|8^h#%Qgx|yu{cp z{q?F$Ki%I0rd7l^)&AFIFpBI&7vT*}f{v@2j9gH4J^{wdtp1Pm*z@Wc&hWEWcSA&5#_JQeR zA8J=-7Ddm5(VE&7c!AGc1GdrEfvKCXf^P0;*zW_wST*72RI;tb3Gbi?co>uvvr``0@r%TRW2X?X|Cz6|%Ajq*B zCZJw%tZoK>rfXKi;%B?qdJVq3*k-;4W-z9#^uhaOfgJxuN23?ZyzL?Otpd@CHf%P= ztqK@mAJM>xk8SL`Fpbn%!FO|a&``catJZc*CBml+$(T03dUyaR>8-tQFKnDsAlA!( zu2~E2J|nT=JentvXGt7(={A5pG`8F3SzQg{za}M2n_*y{n1EG=MLibeHNXVf0IFl< zbcxm$L3(PQbdn+H#4RSt&lPprYW*Kx8EnWux&9ewKP*lH1AQF?;p+Z^@qD+h0aDNi zW*#|TB5v`6p5FfO3@>}Bt6Q^0!~K~M@y~rgcl&B^xXqnm-hunz$O9nzA?ks_X4wD~ zn2^3g0aa_nF}KHL#59Bxv0g9=G#M_mNy91*&NTSgm(0ex59U==#zzf zfyDJ@>fD1+z{d+?{YR14IYfW13s=v&$>Th%8uGi$uJNzfXGY~qAYHEo6&gb|U_O7@ zDqVd=x*fqstZ~i(TwPt3jZig(FB&sh{DieD2nU>Dhzm#fVzsSo=jB4 zh8%&Mw^R0^uG3E`Tw<6tfEVASY&P|2KEHtI@VB<#AvJvPQ9jOI&{) zK73MJ08+5cHYejT@gjrQk!@?>dG;3D(k%?+ydZGXz1Z2C>N2fi;E6=^S-*Q|b*K(s z3QuRLSq4{qunwPiOsC`WFz=JP+__FG(}HRt2f29UH^PZarc1Oy$BC1hJLR-c(Dh&^uU~jx`oT!V2qmLLE ziW;sXk~==XyYS(;9e25$L6Z@3F@#u0Qh^v^M^J%jLv#N|8)od zZ)+7s3!K8AsSqn^I9|k;ro*X8E*Jvy^GH}{yF?-JDojgZk};HB{#Yu%2TuE=8Xo*AJ^V?F;=`9POd7c7G_ zbP7V`meHgfCYf3sdv{z@N2Ge$0&4dzZ<@+~>?t9^Vvk<08p;0q#`CX5Cl5QBL^tSV zjQD>+T8&DhQ%kr^2NShblxCH9Cv*7$rYAF7^4YetfkZ0O1tSP>5(OeK(I!OjQ z)r-rn;b)VDia{eRukL5+-w}r{&P>4qge4Py*)|Kh6?nz@bX>XsucpK)b}VV+8h-Im zsL-InQm=A5MpVd^SY3%Qt;GvM>Sv2+e1COTxW}bd500n~=t~c(aNCpKPiq&f{V^_K z^>^T0{CXc6nMHaO&efp0HNKQN_8|w~K2F|oh}Sm6tT}_BtIE7zu-2By9T`%kI2NJY zGTgH3$?nmi)KWXn?=DZnAsFV~Y>xb2X769iA=3glVH^=oIg#1UI4>zdMIZ&&yyP$~ zEI{QnEi)g5l9&g%kT}FeU7&4^V?V7?KA5H&E%6b5+9T!iqsTl3p8b$Cs=kozvo~9p z7+4nD`$sn*edX{cwy+DS>@4}{ib$Bo_KqJ6eJrzlcdMUJ@c{lkjb;_tF@!45jE=)zlCJL!LEM0Gc@_BSpQ#pUmg$j+Qywa=pfap2%(-% zglMsaEF~&L_QqP-mmzy$WGO9{6jH`SX|j)6pQfcYVh{? ztfylilpHBk^2ID;X5;7UgZ08+h-~Ru4ruS3RUFWyI8PQNW@y;Bf4(4G>EE+O93%OE zv4kF?7yD-B621GQsqq&^JOmlI5tg08#S?i8z3S`Ck zce?8_MCZ`J*ko_W`I>Al>WZtR zh=$nAD><$iC6;{gPG&L=n5HeU+b0|_S`*U>4{WxdM@45QZ~0Gc$) z_|Us^8j*Zo;_yz15x;@Wui6Rbr8y6tP>axf5-INxOu`xd<96ASO=%@v#4mYp7@&@m zY}TxN@(Fw1Q_Y~A3NDn2KTz^j&77KsuTtDs3ZICZveaolIg$%`JrzvHnjRG5P%7(d z4q)WOb3gj86t^_Z3Gf4rU9aohoLz*xa(eKbxzMuiRH2KAKZJ1#2zC%Mu*Z>R>uI_` z?+L+pT67<2X zoZ2%x54ez)Y-!YDS7)5%(-SriCZTg@z;XXJId74Z6+_D;x5Uw7ajtTwbOLVOl(BKk zuMU~H2|Lxn$f=nU>ua%7#9XgR*N|<@Avu%-<62+=po1r90 z6xL4Ii@iGG^3@vVbJX@T`SdC|;%7O)%I!SQwPe~SXgKL#sAPWpVP>Eyn%#e7Uog9t zZJTlA*tOmGS~)04u9%Ny`N(`fjO-a*@TmUWQJtk>F@%FWX)!ew{AtNsWLYMWWIH=b zR&y;Suqb#>Je3X@y4z&vsdytLw9&VzO@{X42ffD@Mf^Qo*LDgMcmzN)$*j^`ygS6DnzLe#_gZGJF3)K;?BXwUbWSo2njBpK(8hlU?ZdsD z2gjwvQrH}Vs?6lly=KIG2P&v3LoKfLdq)7{5;*sX0bRv-Tg;*-Gwv4q?ph~8j4*PF zG;PoDT{FB{!(J1Sm``SLwkN0*e~yH<^u`gEvQ6%L))ljTO9(AyjJzLl(4gh5kk3Cf z+SOs$c!hbF+4zIthY1{C9YSqL`)|9xIlwdqkpHJ(0k*?JnrRfYeUhmp8zxXa8;021 z+5+xYF5loUZgZc-mB!|IPS87UY9+41r#b2L3*8s8JK28qEH&V{TAJrG#_8^UF3TTq zlL>u`#lbnVj&PT_W#NI(iytHLN!T(@wwrrxoJVXeE-5+o`MeueI7goOy6^}s@<3B? zcfiZDy?44jMbwnXsjq#$XD|7CW-a=z70S89NEs(Fkam~6WdcUeGDiK{){nF-i2R73 z1?d53A%S-}NHxki&s4Ik^wtS_vp!@#_#EIjdB4w5foTGPBO!{uhDl;5c&(~idf1+b zE>1DBu4D+*rr0R%&W))Y8s&V5oni`$pBrVQbX;R4(&Sxh`1TTcE*alvF_2D{&DsZz zbaUOtUPP5V(CJG4&QMu^3x$7T%6+BEJB)>B-Z)Z5O02$og( zVX{}DtB5l5W6I9rypqj5O{ZqG>NU6=5(mGpl4d_^epn`w)&8W({)%goVn9EmnMS== z1ez%PewCzF&N=Z~xqaKJcAtor;E5uLy?K_YeC2&$tBVkAPexBD3$g9Oy6$qSE(vu% zZHv=;4V>mJt%mqU!{a(Mg2e7-dnFx){-3!iouH*jo-c5;ESfK4W3L zxyxc}*tSML5cdq+>~Sa4T;n%)C90MQYcv+^JS6x;%}twY)~xao_q`j_t-e?kDv)xS z!4H!|kEaY4etj7Iwmb}!WtyR88^N}1x!;!5y3GOiS?gL^_ASiH_fIY9TwXnZ&hrb%_H7Hd7jT=Kf)JQ?e>yn5~*)s#dsR5ku6dm~p^Nb`?GabZ(CwcR>W58ZdvI`Ik0LzKYgnqZ+Fm z-rx}Svs2nYP{j8eo z=1@jXKF2y>{N60zwou!$b|ho>ZzS<`BG7y(UXmVFJa)Ie<}kBB4B5oUsIIoeMdFO4 zo&ei*hv66=uS@6}fTUFC7|nE*{9Rb(4+UxwNa&*B)c+o zH#IIm@NDAt7fwez7PLNBrW~4{Oj{kU#yp?kuKN!}{U;q2dkEo&8;xgQn6D`_$i~du z#zo2dU-lU@L{1Kr?N(`KSYKe#k`6O0d5FoWElx3J<}A!2cpjElKTf@fO%s@m>&+;; z!=)^vXiX5Q%enf&y*DZ{V}F>j*#R}dWq_$ z$i~Z;3+iXbkFAbpWDh%^k;HpNUpVbPw+`HVHLAFi4}!E>=n zUH99<%E{5#13Zq=H>C!YZpUi@+xWMkgK2@q&oP%I$~yqErR^Kj--Tpg>9KF6R7s@7 zv%Cu4&c}9{^^M$Nsm9Lue(C&S>xP7z&zQTfAIG=831q*AD)pW`!z}xu9T|6WrHlDU zz2d$WBQrNO4<;8?{S z_J)Q~^z3GUNkE96^XhPTgQR6<_EnnVmZ4Fc@`Gx2d7=Pdg%*G%J zp2sGS!cRDY&+WQN=IPz0=nb;QSIQFj+YVgr?py`!u7K*#Q~TE1&3wbp#EVkp8^%nF z4uiB)l>55e*yLkPiC>k}z6k6#9ZI&j@q=A#-HnJyj-{k$$8tOs-4m>5D^(Pe-a}j- za#uI)BVihbN{b#HJV$|!sRHz`0xJ%81${lTMtK#U0}P}Z;fer3fs1vAgXAsCrC5a zZ60S(<?~-SKL_Pl8prm-v6dKQT**O1rEdGDoh=6;* z59aRDK3R^4YY?rFCI8zZmmUhRceaz1!mzCDk9PpR=CQ>NVH`lK^^RsWfC6}JUTd7D$ zf7uRPnkzDNs4*8A=+~a6pOQcov-tr0hZA^j(?&X%M*`dBbr4zB$Uh10RrH;`msJKg zMhM@w+}KBVw1jq{zKU=B=5`~H{iQU~)CD-s6lQL-D+rbRN8WI@l4Fydbnk7k;ig1a z0L@*Fd6=A@vKARW39=g}BncO&@SPjC0hz$VtVDUQ^oYI3E2OrVO-0{P@zJ|&v!Nxh z?E-6ls^8Z3*?9nHQ)L+m{7NU(fLPH)F)!?zo}bouGgMy;%UPv_(WzojaGmR(+aLczjiuQn|P0iIxyYX+*49;`Qb*VMI``E!V)Ik z8^jG?e<6AWaR{91lz`%*Zzf~ySy;ICFt1s)hDCoNder3nh!^~Ex`LJw-&2M%oY1Wc zqJtol0=fyk)|o{}j#x{I6+A~TU7`ZeU8`fYkzGhjzzb79x(RZ}ZJr$qCjb<-JU)K# zZyw>#pZmA+3!C11CJC$JV`$mW!MVZtPI?VM{fJx-$YL@Y5|#Ug8*xsEPDUKKsnaG8 zAcX2Px_tG{DZhAeRNhB858M+e3*_n2zSTyg^!s{j$?x-)^X!JT%*)vz>aeC>vel4!r_x_^kkVK3#~+%*lr|!VYaLXvR79cEotw z1mvP=499g)eH`nG?VN_$05OHGnP+M%VA~%fg9J~|U#qo~bY&xIdQM(&2r}IGL#J$# zB%0rD=H@;aMJ>6`#yr3xXCrGhdEZHbvPyxhU;F$r4zJe)U0#4K)J zUD6LBx%|GBvsz*2n$;RCEZ$syQL@Q3bMmrUasTEX#KR4a`-&&JRq=R(1gEv+A;UWl z!U&VHfK|{11i6&LJe&%7VVvhc^(lW`k&$gbWSk`j6naNC01r)UznRbCa zIfHOEg6@Jyc65`~QFTwmt!RZgkV-LksJ62dS1=PNK~SJY-JO{+6;2n?f87Za)2t9B zDz&xni;LM)TX&}?#L}9bRBy5xcNchcZoK3L@hIOzHKcr$tUx8 zT<}2;n8o>VyhP=OIxV>pA6wlWz?ggnT9{)-9p>ksL7jn2LM4cjr@}Q=chbi?9Z%se?Bl#6fwr31jwHsTXSwJbEUBHW>zE)KrXQr`SO) z;arktJefeGhpLQzVZ7w|P8kkvA~DJ{Y(<@fifpqOL=Y;TIi}E!e{jF8?F=Q{MVV@m z--{s1^Z~tU>(90(PQy1%$Z{l@_;w=x&=ljVWtdzt6`xo$O_oN$){n$F;4f@uFKp>! zeHSUHtYmbTc|&KPuB)>2NJRU6LqG)c);+&_N@jades3{)gDOk&>d_j{^v3MhJKb53 z2jU02$!M;RZ6ra=tZr4q`N+18X-GFd$8)xeyt_Z8I_ot*(IvOwP#s!Ou)oIOcM^~u zav3@hs=BGxVz9cTj>gmq)rmqV>QcXF>RA2BLu503F=v9%IM!W)w>I=gf_g4;pnGO#neB zNEAnwD*NXEmda7xt|(PRhXXAwTPjn)1`N@$tE`oqel*yD2tyfZhX{e zNcapdy;EpN&Sy;Z8to;!#GWv(Ns2Tv-CmB^0T;{><)Hzi-Z`^M#eS(L9cCjGyk(6c z?kC=yq;lxoSXkQvT=~K>TiS7L^+0EiJNKqEUBX~QEIslDpp~Ts~dmF zJ`qY?#RAG|)25&P;EaZe$)jt7quK&g=862})Yc>9m-||Kk1dT0tnp;=Vlmmzro3Vc zczV2WRBOTU6XI>*bQm+1LL6kg3OW_Tswf|dQ2Ui1y*E4?q9#x$DDkhSz-}q#G_Os^ zmA%O-sYB+ddYt~0QvnTdt>Pp2#T~#qFLN?Lhnw7XZOWX&-l8>VPv#f~V?05uU7nwG zlIY|&Ee0k7%N|wLju)4z40qx07}_BlA&WxNKZtTTjY(=^Od7fYAYln6p(qoxqKe+9N1-8a}6c2{GaF5EwH7VGw>NSkE%XLi5S(m^( zy~i2X>fB3~$1|*GX2iWtZRv(T3t$bxHU+u(2vG|hcCiy=W(P%6<&j{F?hr&b6Omhq zyu(6Vpt>r1Y=1Ia%ADZKM;D^2}D2FS%yS?S!paC9kCt(=xErV7-DtGs^ zYo9UR9^9W{h+5n&3dn{XeK8;c^N&r)hUXTvijY}q4>cp-qCjDSz@$k?U+K#CoBD61 z-dy$GFhNSmkgTVQ3MPCc3Mm95}!Ccl<2O+%{xl(%1;sL@G02m z-FbCbpkS|g>@o==86XbAOFR$d2G|eJgM>4fw9G@1xOhJc`rQ_RQt#6^@vaC9ljTqw zl(S@opdBQ;trS-64v077o=lx0x&jvAN*ohXfN^0j&Dnc9Wc!K;Q$$;m9slh;|MW`W zsSudL#V7Cc<|+WM3Si#VD{@L+Ob{JZ$4~1<_-Vf*fBqAnMYR> z0TiqU3Cd2Yp~HFg2woeF)t$JZ=Lu;9Rud8kL%gBo+p~F*!2>aCDzW=U;p$&UBSC zUz&FT^)LxHRTx17lgI@UqvQf@oIJkWb)ps#|7oB6ayy{`vT*sW))^IlmgzifYdhlH zuwu04GNfJxEq$+1J;V*%ll*EPA1bOpQD?mkDVjs-tL(Dum^X0bP>>244i&cqXiD|& z#fT>m5s079BInuEjgGf2fS@L<$A6~5d%8v#0p6~8X@E%Uy$5LQ!})bqAuhSxs%WXMJBv7$oP8m*bXPco&Hf z9T$#;M)=3F;G>+nrt1Ew_C|8wJ%{>(A4prmBrE$q-Xk)_ek(xXjhUD_A1a=>{Wb!JcB-16a8V*!4(lc)kAEE zElkuje{A&5o@O@wDATI;gW}T@w7tMz>tsPd&aiE3DEr9G8z-&?(GXIu zdzgNOS)#c}OYEnWtBHo?T9+H%)H9FIprvJffEkb}Ljn(l<`dL9C9>uCmRDLGFKV-w# z0gm3jd84PpYq}O{|%iOuvUr|MI_-ytx~cGr>3rQBOD8 z<3o{IqnXCp7GFqgzaKRzsNVf=71A7xYTinP6Um*~;wSq7`k;MuncPb`Z8DSP!&X8XqV7Z zS5j&=v=P`QpftwU5T|ce-VMoei}AM2eKR9X#RdH?muucF0jxEF1OPc24mL4;3MNqe zVvPU>IgUv4GKwEaafADbM&7h`aTCRp1d8q>8Wb(^zP&Y`mQs)5-TzJN^>1#Hlat6C z(kLs_j>uX_*kD&bJW~sv{j3)+n1BCo7 zLyIC@Z-h?D( z_1dC*z{(Aew9C%)?vgJ=e^&$J?Iz}qY4~YFtBnz}Jy1TQ@JYm=e-TpPV{x~-kSd&C zLX!=p^E-x6GR*15Kn9P#?q3Bnu|qOS=XaZ{p+%UMb5DPH$i@6y(#e<6>S4BDgtky9 zgswpZlQP=Y>oosna}C?$#;3;*a&;Rq<89?Yu0Q$IDl+%Eq94olFZGTevo7s7vyxB) z9LY6U>JZyo+DSyQ-OEGi)!m-h3PaD_gc%}&4Z9yckSpv`wq9X+sjSv#k!J8dcea|oPn-?H#gO%d}C@I1w}>`cdsvd`34R~9Z+4l zHsJ;S+8gKrmXXUMmXEhj7zlEn`liBwNvgd5YzK-Yf8t5f00G;qlj*K5hE@j+6gon> zy_)SZcc)ggQA_3|ptJQ*k#C3Sjjl=h0SGX;zs$$vt`rHf&lI$1tvs{So+QHuF^I?> zt-tgdIz@}?CzV2(#Z6lKSM@}BHCeeo+9N>qnbV`7;~SwUt#1%)v~1H}r44TvfIi0n z`V?E`_TosS0yQ7Ai(1=g0mvQk2k29EbW`Ytm=qEg z5Mh-X$|19Y8{N?Gy;L{At)v5(j`{y=m7fuScA4kZ`i5}_VCE4BZuOl#@XOCu8H+$u zpPTlt{#cOnA28X`432n&^Xos` zY+h)X`tSGw(5O;K=Fo8Vq#J90`gW#w0d*(s{H?!ys3TW>KGi;mjuea7Ha$l}PDi|$ za5DE%&o!T)>?<@dVRz1}5i*q1ErFkeQkY7}!%FvezPtXV;u@nx;3uCnP-W*YoG1GO z|5c!8adEde6taAPQj9;r@_(ePg-AWGQKQtrh9NHOf4Tu|eeCngp-8`yjh@o_04&Hv zt|ffe&n!p}-i@K}H6E^wAF%(D81in0v?R5EvK2`hh>4Bex4FFG3c$p&5HciIvf<>< zUY;mYl#3UBa`k6q$p1Ft&-eSkjriY2{QaE&zp#k+>#U}{vC8ZRon&%+;mf7d#v;`X>w6?{ z4Qaih5A~!9zr}SoBtD~pu^IDPHX-r~JKeW8>-v|MEPs&>nG~_M#H{FAIDqtsLK~N; zDC%bWGn$7K_}}X^hKY>2qy%$<#ETT#ajr%#q=KwTqGuO-5l5X_Mg>O&w z&nAE|umFfJZWnx6Z_PI6?z*Vw(m#68`UR4&6A77a)#ZP5DCE-#>KsvHImVDl04OR2 z7R0A9320v+U%KqKnW2&5xg}FPYLPcRU1vHTz6d&Yb3@GiqQiUUB2Fb zpUj*>1EAx3i_Ld)a`A~y0UZ|r@7~>7EE~7sh^CdtI!O%(Y}fsA!a#7n?MKP-_`o2D zZj{aX+aMUj_bH!-kAo4>jpD&GzYMFr&(C}yd&6~SgR6xtWM9r4G}o(En2V3stACSX zHT6d)0IoAzL6md9TcHy<3{2p2%mnx9ic|UHO4P@*F9>B#QiZs zlYu@i4u`A-{3UxWh*7DZ=>eKT)PEqHZ{fyvj=^cWRqf$IrtNg?La!7#BC&q1ExPM- z{nOCg*EA10?t-Tja%3gDB=XHgh`nRhys2|nx`SU^qYo=lO*xtYAEKm)V*7qm(t;52 zn3zf1o}~xjc+ky?-Yg0@_0f zMGsT>o!^bxw~*>I%>cvTy9U?_9xpcU`M_cmjCEqW5Qo)wSCW9sWvP#b5^JHCyZy<% zN>uQmy2L``mdkBim5Vz|{ZD0txkk;&e70F|gJO`s7u6+>BwCdq8C-V%FM(WQiDL6w z6dm;I=h&b2t{b6U-*`FH!hQxb*3;x^!0%YXlA_r7<@~RN&-@8o`<$n_TRnFO#a31iO z5|f5HvsG;CXZMP)y%6!PU7D)#_@sMi6~Ezv^5-jqc=sam!bmFr#;lM}cTwkrKfmAZ z=8z(DPhT3$(ab6Fk)`-VhS?gvvzY2_6DG7bvNz&&bmhl8t)Tz|+0fs?_kzerjcS}VQNq>}|C+0fpMG1gMDC)KJ;;#j`|D+@bswa?S5?L(YixL2|V?@E| z`(bHZSW+cGm~I>zG|`I^0QiImU{pr_)u;cYqzRzii_fBbFK+fdNH9P?BGSEoR+0_S zZbva0(Tkf6iI4!u7ku^jpOwS|w7W7b9ddEAueDMFS`hRC7kpS(UP*S<}Pdd{C zB;V^s;eS@rzuD&BZ1Zon`8V7AtJtPL{g}DxDX&_7 zr`%gYZu7C<4#yQffZPaY)~k8}EjEi)Mv-|W@f|vtr+>I-Ca{|Zxo>yzG(Mt!MP}cG zw~!vKFhipuow3s{hAVXa_6mntC+qpiqDbQv0BMBr?GC7R*}}I;`qRV$SZizY!EJA5 z0KmAy`t?P>%VKx3Wsn5r&hD^*EpyF|3WwuDr?j5e@g5g`Yx&gU6=^||p9!y|19Wid zyv}}Ket*SG(1)!Dgti6smlsCOQxP5{%X(jY(XczKR`PVz*4i2Jt%#Vk)vhawTVuBJ zpC3=3!h*?)M|I*RgotT+Vg-RUPL797 z8087a4qJ0=3$As?$q78R`dVdh;<}^d9O;QK0pvE#AvXy!jnIB(sYf8RD)U^?KjI#@ zGR{;?B^zQ8)yDm7&Bv(!p7-F&F#y&ub3f~z)6125$R2@xYeEM@yd~v;g}`yo zHqOs_Rso=vsYL(6=MwtmapwBU#T3ghk$*F{@;3Zmnk5Z1>zUn(-VR`mJp@k`mM(P| zr5Gk%qY>O{rTVfsjM0Y>S@s5ia;GAEEBX}$f<}6UrVE_ua_nSlDG`p~FaJEKX}~40 zR-)Q;YX>}x7t(Z?M}6IOHk9WXLSQz8qx0LB#zt$6GZ7zP_$7iT#o_JWF5(vf%zuLW z;`jp2q(mOXb7QmMsfXiM@g3lxGg}=gl<3$Mm zwNZ!k58s-scEv4^T>$u#2RvJ=fmh>adGLxGkXx3GrRuUm0K*4~Q+r7=r&ZOULg!@< z)BvOGR5{+c#PR&oE#H#dQZD-hMt^cs>9xbSQC6lrXqGzqry*8{)<4e{!0 z6;p-rG|Av&dsTTW*!jaexmO4Qv(|`Gvj{F*t zl*c}_E3PO%i?o3_K#Eu&4wdczs2x3Z3_KXHzE7Q*m}t$kj}{fivm9C&vw}_vl)ZyD^zCUhTN11x= z4xO_UoU5C1&3YZr5H7T*H8U3lZfR|b(qqBd*?RJecrK-R0@2f{b!N~bfLT{9W%^(g zek9UCC3sQUPIDQYhqNh{XTeJ+v2@eXiHNf`zQ{%*+X%Z%mz6W7EXc`teIa<5f8)(KIi>K1-?uMpEf5zsEHp_Ia9p zjJ|pv%auEbH}g_efQ`8D9cW5?>>Wb9^cOxjIW!iMkv4c^fquF zREOgaQT)tVmqE@#Du3k)iup>rxz;VPam8;*T~m+C>Y1+Q`@@B#Oyia?BV8RmVCd&Y zT3d^18(eP9ck>`fr;(J4*?W4jFDovOl^C%x6U-8}3LchsDd)4a$yE}-XyvAo3gh%x zE7cT(Ze}{KO}b9wOq@6EuZ*k%hL<4!NSq}uPePU)WS>orxqmW!Jh!a~4-IBsx^^5C zc5F*@1-hN;(0)hVvDbE*%wrX=EgzGA{t->!aSOTk?TTxg9IZX&Ctd`<43#plK^^7H z8Rv^4=WO5C(d*7nZK-l3g*+`Oi#^sW>2kdR!D$w+=Ym;2zKrGTWE^T`iPcv=4X-{N z?ST^^!4!RW0DoRFcNsAXX!U_$4*+VS0}Kxk=~hmmFf$)ecea}^fs$HRH|88TlZf%{ z!zEl!2g1Iu6m7e0012%!A0$ML?Nr!4q&fN4h#NX%dGnTh#Lz}0Jjv;VZ^dHx91v-V zo3ky|T@ZOWTEYpJaqF%USbxJ-$!lVAx@0F6>Tc_=AAg@ucpQjElL;TrMZ>SJ{Gy|< zQHFSE)7mh#~3 z4OxpySf3rOz-R}bUyhC z!#vRJn$x{;vjo#Pd*!!s3@=gROgC!wQ+lV5H|oe4HMLeKJd4 zKTTr$-iUj|@DkPZphM)f@@^->!FRfvwQ(7Y>85w`_Nrd>Y$CqSafi}Y@_&8xw80wj zRe#m4&{1@0kQkbt1)Z)efpviMgy8h3=SM99`(%L0%sxCpjGNd>-ZULrJg5uwT_|Ktc$&<)oUh@F686|!&lx<_VkwWPzeq8w`pNK@^IR^{GvP; z(U$n!vyVD0M%th3-`3Tg%(E;2s>l4rgMT#{e&%rgW%}ZoAckj4GYkNrdew_+pLo4% zSJ4J(F5e4i_EpdB=Iw)Vhj9qEWp3fKNOfz()9qoB{Fb0PNuswh_0YoR{kHiQFo0FK zO>Y_P-f^2E96u&)Gg9P>;9ncxL(# zvddKMa`)YW0_iruBzKg(+*M!~xLF z%I$XBYuC;fY-kJ<#LsX@h~m;7=ib{e#~wEIT4^qv$Y6XM?dvtF#0w12#(%B73CAAa zT!ppZ)XxVl^E$`{5QedILxV8C!&rFJb3Bm&eL>@I z-QSHG>0$e~Y*7TxOSA*P}7}b7Dlxqr`OVjgx)f9WMc;bNg99)A>MRT=94AJhq8-t%t zQ}ourK27Gdh^Ph45_2sGD?S`RboH)JUzGp?0B+R%lFuknR+E}chkv}rzrrn+T6!Gw z4))OSBXNwu7tLs}(zGE@^#I}0;SLN}-OyWH?^+ShO0k%~-mrs}bmGr9O;(0pi+3xC z8^Pi9HT)zG>bReSJ>*!>&AwNmRqv-Zzb$ zvO2P@5AMF{<2}Faw0}n6noJDy#t+cbE+1e^asB45g+2Q|xTi+2(gF{?rHN@DP(*5R z4_8x3m=$S;r{bK_l~G}qq@;EPB9@q`qck-GPA^MhDoy}n#%y8JRUuVaC~7*^ly2z( zDP7Hp!_vt-`T2oVoyD)ZR1#D@sAc*eWi9$Im3r< z{IXueNW^vOb-oqYAZ$|Rx(Q*z^+)P9cSOf*gKga>-bmqkYxY(d-3dcAtx0>dOiSh9ff!m%fGx zw-m>2KIbKeHyC~MT2cZK8I8WjZR$3>n@t3cBy=^N)W4Y1YnTw};S~F>M|LPNs0}68 z%Hi(;Y19`*+uSmFZ^EI2DR4hVG+^Hi(`_v7Z@q?yg?k zy@Y`thZz&0r75Bu#L|{cCd`taRqD_@uSaM zla4(?l}-{Y1-c1Eaplpv3o153Sdk1w!!G3m9d*=U%-tfwdSpz|p3B3paYG@}xHs9U zKYz!~3-C|vACyXT$|g_W6=U%_iB}7&?DpcJm640@Hdqe6`73k}0HC`U?{IpYp6eu+ z+c!nWv^3e>59^-WRRJ5a;%OCjx?vr-P>JfQl9+ij!GU)ZvS>>ydDYB)8i$r)=;oWQ zU(*7bUFVDRa7FpU?V~-edh42Zzl0W@gMUGqUeL)!#O)U6?$c142Bw{LT$Sg4LHG_Y z-OE1bHV=8N96qTB;^xa6OX12x!vv33z>~Y}JavU@#QW02m@ok>VApj1zG9i5)%)zE z>J%oZ{c!VEolQ`WvJ`1-;71X%+da9&dI|oc$+rRklv8PCmguRv+rHsmnY-%|F@M}~ zT~9>4uDLp9Vw!#{-dRIhGnVr;~T^uG9#krvA{-x&gmesJ~2$;3A_g9oco) z5E*=m{S?2uDB@&UbGw6M*szXl9#q2@`YeJA|UWILAXHW|Jpw9L`pzKk&tV{fv0 z9(*%A?^hHdosR8r5kg%OY?k+ZKYyD(FGcR9R&+kEElo#AownM}kk8mEmD^-m^JKH- zT@0ETkcr3U=Og-HnPdj2H!~t`i*F)P)Ij85t@r42{ZrK>YP`P1rLD7d*E+c_)$Xf- zWqG+n`Wh?PI#y9*Df312*00}#XVBiZl7L0&)6$mS39o3pDv+Cf_K4DHHGf+uqq{4; zh>ODVJxc~WXT|`j@&sm}m96jXARn(UcS?)*3+xs~<kay>!U7IcQr{Pk+OTL*vEsfus`q228peD|^%sV4)13}h{`$g( z_jz^iX09RPUZ@xJT4rGWZKqG73yGF_n6D9~#eDk{jjllZv;A$fD>CfHkBFUSK@COuRNxl z$aDG#r!ZP=^8dnHd4Dnk?J-0+J>7hNFcZv>#|=NLK+*Tw9UL%j2+C?!c)k>MS*}!c zxG^J6`!2r0dNT`r6WbWk6b5(U{@D*^Eiram&c~T4^uMaM1N_S-`GF}br?@1yxT+1 z5#tx5gbro5x8^O4ElSZ;Nq{s|IMfuDrMMqEbsB5ArV~ozI8kLc?X}Oe3`evh2JUO) zY;QjgCk$xZ(~e{_%rr&Zf1@QGe~SnDrFu5&B___t9DMAhx2jo^j4o>(aSam0dTQS$ zLl1K2;vfuakAEoEs)?0F=DRZzdk*j#mzJB6%3(){kF~2ZNIq`$ckuUm0g}3d3AXTj&T0rH(1v z)|j=!NCnECSJGaS$F`v~hm<-`x&o12xg2bz3a_PRNrgL6w02R>tO*7%h7o%dKK{esyly>Xn07 zeOueh!4Q_(gNOCdmA0soxO!r!9A@8HIt)5%fL)9K`1Tuzk7o|3uoX&5M$LJ0_qoWo z6I!m0DVrcvP<876)3c5EGkuoI^Pm>tS}wkP~}*_ogx; z(SI|~N#a{Gdfgq7+9hxL*hz`YJ7?Y)f6Q>~7;;PN)%M+CYq?FZQ%5t@YvVcLJZwL} z-X(hkF8@ETu3i1sF?f^ znr%%gt4EYv=V>A^-?sn+KtPz3RViyM%YVg{c|_xBhjUB|gwq=z7o(CwtE={43FQ#I zM-wwFx2VVBv1-5F!5&SwJNObHb(GPD*6-`6{^m?T^av17SGT4C%P7*S7GmvnOKJ}$ zc3N8dmTI#$JINGp#a!id`Dw0?4o6dqB2hoAe(`JAot0?;Cimc3F62y)gg!>1w|@>d zXGbjDTPXsl9S%M}#r0h&Ox19=JXDu>C}w41iP6`cD2TgaF`VzUH%iwa+$B49)ESoE ze?!;%bT{ust4f{g*$vZB7&X-|GvyHi;2K8cP}zqTG7m<#>^QlnvQIr{j&SGjS7rSH zJRs{Ak`-^zn|@6(UK3=1N5&J@et%kPHTzRCT|Hb1#!JmKD~^tbS}sc^x#AJsPxDc^ zYp&Q^^PZn<%Q<|HSeL0tkWQmi#XgH-{~iTXm3b{&`HkIs1EOZx$5(? zV~{K?D4zR_LB#};&)j1)YyITV1SrfRS`>seW7H1UOalGEReuYEDLj|0T7T*BL3oWt zU;rp>>Gg&RulE?Nm7P1hei?5xI25f}n|ijBg{QD-{Be-L8xLZnp;3##(-w;u>L4Sv zgtGMCHH|c(L2NVLIT%JQrCMT$W~n=2cRNf!U02jNhUMLx*=^lzkGZ3YwZ)a}r0}u7 z80Y6H#8Gew?vQgr-@N`N@qctXESvG&WMf4fzCtY^-8*ybzl;PvfhC+M4%6Jr6#6#& zP8a&NO4zKDQTkCGqobaFIT-IPC5CgjLREo}CYNVL;_1es_FDDPa*pb_GD9uC9x2JD zx)4nC*y+l_Qgq*XVGEhjtw3?umxUzTtNm{uKnoZ^Xe{b^^0MNyFMoE!P7y{Jdf*Be z%SMp@o59)`qnsx6UKSc=_e_LZ?e^|^dsI%c_GS4IBI3oF=v(bVKHVO}v`i~YiA{&- z>%;j5Ov-aAE)%5UeYXnbNz8BX;Md8Bs|4Og7& zZd6R-e4C~(eF#(2pnr+BI%1jGA$jo2q)!|kfVpqhRn5l{W((hR#U0eKE>)-KC>2#{ z^jtC0RJfB7I(a-H?NuJILR~wcW5%y-kq*wS0QN{HV65(pc!eH)`I8#6*u>oVlIrSJf!aWTi5et zCTRh1a!{Kkx_`F)lbrf_#Sm9R>O2N`tL&nqf9Y!AOs zsJdz{#*miha_zN65nXd=Ox0yF*9m*Hz#O=+x1L6BQ7x&kXGI4-^K3(A@rT>Ic7~#_ zQzm$&zusauk=Cm9E3e?aL3A)3E7%bmo8s3?T~{%aS$`WV!1e{4oP@VFlNUW8hKvaw;cGMFr2lA~-fzW)mMfn^I-* z&4z%^TEDoBu))W-Yg?F8x9Sh06!3|4-UvaRm*Gkg@4vXSDN}tR0q@Sl%a39`Z7r}*gxrn zUcd_GIlz!9vBzzYk;9bBxUU;1kY05vUSWNMtCBxkee7`l9G^8Kc zn14v$k68?_cJ6FL(YRkqzA@ySdmxGuu8%|wRc8oqcZ9psoGfWMo61;p7x|I%IhZJu zIKP(@?7=Du($GJ5^wP|VD|!jvYNJyPj+ighzbwGa8GaGeX7#Id*_{=9k6ugnQ@`;#u|H#sZ4;-IU5PB3z{y5N}B}dt)71X@76k zwh~v%;RT_DETPW+MnhW0IK=?CP6W71IJ-j|<(6fQrG}OfT5+E&1DYJ-``)>-f#`ff zn@~c(uGP`vt})Ae>+cccgo24#xQE6BcqIoE_Opy>nci=;Gc+H$a`6wvU@9AF za9SBc&{vk~gD%-Ipq&!5M>%?vMx(l0!XG()WjR=Pna4S=3bg% z-jjlS-qeJ19cJ+0hUFlsovv-ouCH-*X;PMbGOzvXrRh3vJI`_#kGpTDYfUh_y8t29 z3;II~vM}6v69+@I+SnrtbFBidl0E`WsscT9GPhTJhjYb(8s!Hx+aE3@X1n`Q&q$_q^d zin-|(&t%6jJV~%HLVbSgt75^6g3*V=Lyee*K(CMk`edOISAV3_suLJ#HlTf<&^!&z zaX95~ho*8{C*A}!Os`6sK^@$zHG%?M2AMap9pMaZC^tgxW&J&|Gyvr_xh!_?l6LUD zG$qy}ori%m+Buj5*uT`}M|u|tprLv=JjwnSI@f%94D_!~xDc1vg)TZ4njlLL+Vw*( z_TxcF0VVB@sDE-??3(oN%KRsladj{UeQ?5fXE2Hl>ruAPjyI(6otFpNIup4%zOUF% zhmbffbh3#(yCRb^&S!;$bi)@s3t%`p&^Q{3J^aNrDz0=!C`JJ+F z3cA@TAF5_4aG57N$GIgJatgD_@*WB#CLq}QPX%d7F5c}DakaY zZ)I8+(E8psSjbdi2V&m#{pK@1(1!%nJ5=F~5lr*mb)X5k_D{^4m^%1qG4FO6y?u zWYN@Vhrt>C9lbo}AsyQqY29Mm9dL7J#+QAn9(W4;XlbFOUtv2KcgS_rl$gVPYwoq1 zgtQycqWkuO#2%HjlwASx@42T5l$&nf9`)|1Dt`(MzI0zmh5CH@kH8>C=ibqfYH6slWHq`@cHRyw?6yB$qhKq?b(v5z<>)zMi-`5 zZ@3aIGJ`NNd^>6S`s%CnGw7Eha0gg=Tm?AQv>DmETBTZ3kDKauW8 zc{zB?+*bbz#$bQV-PHds8P0olFx%)bJ8x+q_|kK$O~P65c(qux$YZ0Xyx@4fns`l< zBsYAib5kAp^k`SEGv|a#DlCMDrl@9r%7b`5lv;Y^0Cb`Ny>9Ajb?Mtz9Dh|)SFywV z@Sk7cFMH1mqZKPw$@fX=4AX7LPBw{$(~>0CYP>t2#IOO~e;5A}jUZj1H(=Z7Df20C z3IctBjW3}ISi7uUfW@vKA$^lLt5gWEUGSM$uID;C8-dZ;I~<*5v|^v@|hF3nSZ6fPocSA75w&rQbESIL>yjsJM`(u?oxkN_9{5x|7w=< z&VXtJe5Y3mo5ZR>G~Mf#Vqi}TnTM58yq?RQG1tTScsi~m-U}4Lz)K`wr<>2wamjAu z?NVp!JM~ILzLa@gin>x^0h_#Y-KJ_OvmwP}9jcbuWKDN<0{}N@D}Qi`T;qk#1c@b@ z7&HF>a(D$jcy2tw^C`G6bR_H+*E@OyLD=@Sbi{E`LoT!!3tYW?C*cO~X?#uJ8NCV$hmn}jU?66b1_CaIQ*mHav~*bpGu)Fb9= zEuY2_&^~ycZglAa9k>etjBej8zQvaWcw5v9ZBcwoO$g(bkeksjoO)kNNX+xsD?Nm% zNEhWP;OoThBg&_Ow6t@qpeMBe8_7tZ+dHg$8T-t#*qIQWn17W>DznZyL)4Qu0meDb zmIobNC)ZzR6r07Fx@$<|r;}1ungya)a%?78fc}Hwbir0~knqJexrjIjIdK9_y4-;x z)@B)f{_dCLn3xNDEClGW%VXgpXBE;)F=&o)kjMLzu2Ng{r@)X=RtwIJnthm2HZMzM zqrS$Ddy_q#K7ZV=IsLN^R`p}qz_hz`>ocP6+eGPf@`-8#xPkM)kg5x+Vs}{`d0p~G zDx6t1>v;>gx8MVY)OIL^d_?Wp(F#Ga*TI(nqtUP|ePI(cr~^Q8=%Xv`yA(oJBL%OE z`o+D5B?EWzNVUyswCvrr?*ATfKon6()m{*0VPK->W`D!3@_v5OO19!U`rsum8~&oL z=kA~;==8JsrZZYm7{)zn5-t7G`H~U8%j%85{%3@iUHTqt>eut1_bZA_zH}LbMSAf} zdlmyC&5P0=bW|=JDvIQ_)>^Ru{b`6k9^(y}7Zt8^oX{KVxx7db@{pX-E=sG_8K!7H z8VS2@Jbx(-s%P<;vQaYlP#q21ZTfGc5}9cI3qgvnZx}k zflxtD>6VqUhR4bz^HEK>Tal|bn&bO3<+r1WJS|Ww3&K`+qxfD)B$uAG_-WqiDk#RPZ#1@8%d}m}1U&pC3{RwLB)bI>8Z|>LrOMv3UjRFowSVUEF4k*AffaMjPM@KkMvt(nz|xz-Xt8Ib z`R})69Y>4;(8h~W;s~8Jq>CbIfxZt()?(+g>7 z^0O`uy(Bd~)|)>sXZ$&d57>?T$bUh>vPBVP(cLuKSyh6Y^E|biI8-97_-dyS)Y9== zGP-#{?g0nGb!Vl81bc__(z^Lskkijkac`|;QuSSh-mg1cND|da{#fkXW26B!B`ltL zydu#zCUb~lqybL_F}9&W)JHe!es7*A)Fo=~3HX#GUV47z!Y#*7qUeY6*ndL|yXc77 z>KGb#Wg79{3$J^x&;aPEHyh(fGts=oZ>*s z;Y7#1Gqbcm!W>rb^7~qw6r#qt0PMLEMva<*cY4m`Ksc$g_-E%&3~DXW^Xg%?kFL*|-IcuRZe5SH(gi>q zaD(2u)bdPdFwAJ+bDMPGQV&3nMOLJTKF02=&Hw7=VX~PkLzY}kAdsB3G*wfrd>++s za=0Cuo7sWc#VDQQ-G6OfHmxa-lt8myT|(}CQrH_zxEXsK?hs}gA5U{Z{j|kD1bO;h zM*(#S7J#=Hv_3?NtmN>}w4A>-@IKx3B|P!<%u0nHox7a4t^q1KEaokLF7DE6C%B(; zqjF5k(SyBczZDnC53fr=r?d(Y*gPQTnQ|)^5+x3EJHpcEDt|vh<4Gi(g94I27i5Pi zzmcTLoHUKs3+gkI_>TYPwJcY186}oJ-emx+(j5Bm-AgI48HQdl#Pc%kte|=11VFDl zBgCXKZB+IkJbJO;!BQ8pYJ3qkD5W-h1a;G)AJ--%2BQxteTY`No92GBv-Eb-19S>) zSkK9?)s86}@_*d{FpyS(MsK8xPC2PRXohAp1-SvtjfKxSJ5yb@mhKzqz7^y-6G(@@ z0(yJ}y;Bm19@FZUL#Zn;BTgSAUQx+>{;~FWUFTD9Ogg0S2weEy1`qR)X?uRbwyJww z7@vz8-z8=EmNIgKiz>?OmC_^dm}LedWQB#5dwg9!fmk4);Ex8liE$yCt#~09XgT zR@G}|q61e2RkO_@Re~2s4Qiuq*2#kXltaF1i1NW83*Hn+GB|&-1 z+<#855PeCTVUD%iAX54au!IhjD-q#~snd+jail*q{!+~y;6a7Q~1 zs%{+yv|U@|gQTy+Vt4YXUi}f!fyNxB?J?5t{ieQqukcunuu@rSL%+UzAkzAdi&@aJ zF1NVaWo?-bXUH^^sb2Hp!s=)-6=ey&RZ$!50-%Ms18zG!2hTByG<8;qFhmFsQ-6X! z;hCEG`l91%;m#gWu+3H8NBCmU>vX#UQwp1r^QGibTJIR4e1Q1xL&mMq`X<)rwpQFD zyZ{LQD^ZBjA?@ZW7-li`U?I4!019zf-XEC3f2s80WRqVsUlnQMbGw6YUu-yvbl?*^0-w#~U z;3jm^gPD*7w0^maT~*VG$itUK9S!@K15?Dvy?tbgD%FE@k} z{i12XC--!~8F~$=IQYezEdQO&|4*_}auhuRpk(;rT(n{*U`BT~_+yXXl{!NEJzPcp zei{qNB4&Va&T&7sWR~^@t*Wz=!-du29`61u#eDaG>@$=;mK}0qBMNq6g~f zd6kgU`FMjw@Pv>Ma*-*}-+w@zGm`P*48TJ^Tqo?M5IL+|#Oan(m+oGi6v-zOFuy0S zH;PkTfNOzAP7z>qEs%>nzA(kTS9ieqyN|5B(icy5cPS!?RvorPkX@MKngtfnDe`O& zIDgrl__qmR@ED;pwsiE1DUj$3U^Ue%1fhNxPvD<`Q?TAwmXQBVnt%T-()gUC=My?c zYIS;KApw_+go1e9eM4WQe_#LF%M51j>|pB1!faqd{UhB6;EyyC67FB=tbdJ+t$vh`0sOfO{QT`Z zQzwAaos9S`<;7*3Os!=cRgE1?O>M-C?3{p+@JGFYRwHQujlcN4|L~TSmF+_#D-}~? zr$63*4*cOjLSpE3h<{@1(y@7F^+E107bD=Q|(A5=yD;|t`U z5@PyS!iT}QSbNwm*m5kh^O^r-U9a#SLdf-2i|9|W}Ts%L?e;(ikB#7I;t_l}l z|BuUm4pxY@6U^FFh>e?%n~$BBi<5_$ot=}Ln}d^&1B;D=6Y@ajzNm_rw2X!Xvzw8V zlLPaAL#7EqZSFf7X(_PEi{IBaX4i1k)>L3M(&Td%6aDj&xG(zGv*>RwRV+3(4u~pH zg9p(6L4OVY2Z9BQjhE+t-0Z(p!QUD$W+|#HBYs~@LDZD>k7fbS#_E4Po7w;MY{L6z z+szduEqHDJK?>!+2y|chH>47mz+&U#{2$TkZ`J;M}(SD=!D6b{xckTGy%q{RWd?a~0i)(04Xg@%;a zRp$i=yL&J(F(nx>F^H0btr^S;7>e|f#(#!}_|lB@twu(MhOJ!;cd#5>Rh~Z&Q8Dyx z{?PoP=R^I6&JQnN=<0sHaqaUZwFaa&%Jt=zS3)31Ma-?atnl7-H6Fa);5=;9PEV#2 z*1wa;+MzmFNx%KUQlB^202#5zBk4)PESq zNLupJ5gZX-z<1K!(hrb}QjtdaWu#}8q^+`RARpG(&8=o`D}2Z>c@i}cgnw=ArGXMO zCLu-n^=FJLX=-Ra?@feA(Wov_QC+^QdnYaKdm#$%a?=muUzRQxb{$n z1=*>%e4bY8f2;^VzQ!|e1K^u4F$|@A{y`)Sw@BW8}QZ;Oijy4Oa1}> zcTr#iaN?|Mr1S05QVt>Z3A};yI>%f0Plon1-cKj?XuCA`kt{lv^4(2Rue0+Q? ztn4i8>`XukCP#N0CnGl|8%L@inf#fLxT&MD1I!M@b`bD?qldQ6PC}HFSdhP6KMFE+ zgZ)*KjpHB90vgBye#64X%*yhQyus|jPx+N#Zl+dHaR4RTI09t|^M7!&07pQ$zY4Pa z_M6|nsrA?Qe7yhRO|6UHRChFW5VN%gzIGD+tGoVq`R`x;NeGsoDDi{LEPv2h7)y}l zAAKf_MVrC{YKYq~aYZ$xA6g9L6Hnj|{f|5Fi>!u^?v!TzXJ9xtlmhlUVr(Ra0BJp6AD9&UvBqkP$h4q<@v?CbE95C z7W;6G^`{#Oiexr|;)2(?uCd&i_I~4ew#>#v8zw z)+-mu_SdU7hFV{vvHgzNHwf^wY%1p;SB+e{pDl9oO>BQV^?X9;h+gwpKd)n2sai&dQD_NiWbP+Dx4j^Dikltb!c>p4sEW_mSE04T{L z`+XeYZ+afgo(gE%Iz|Xl;P2@9;RQhLWi~`J;{9)lMk@L$3uAXs(_jrekhOffTcA3S zHZfZbnJ+yIZFAVbyJm@8&aPjcM{oOF>1cBTvgwak$U|nfn}G zfGBUwmMj- zT;3*&jICp{yua2idrn&m2CXZdC6Pr2*P8e9y-yiJEC=>awtF_r5@DHXYJRfrr#tO5;D{g~vr@2v_B%OxRu>Y?$#@<%J=dn;+Z%r|p7cQ{`^r7-=~&*$-ccb# zn?U_Qko9dNDr%~I^UapiMUivN)WYUl3X<}I zOaLq~y0icJDQ;EeVoLR4ohJOA@7w4$+9bwn4fZXhq_~yEBzoLj&qYf%dY(7xUTKh3r7FTA1S)!SnVz!+B8keFz zg>@V_TV51oAZ4f@ahvmYlo!78#SnQkyImT=yqkZ9%Uu9Fd!!zNHu2e-cIKnk<`o zymHw(q33jedYX6Ph4HPFh|BvrHkCB#`yYu7I8Uf$I6~+KGPc5TY*5$n%6_9}pD6CqJ{W|gX%^Et zO~mm(45avLb~O>;@xw*P6jAq^!B|OoF{NNQl$*8EX*t)wK-~6nIJ?-N)Mv!&Cw8Hk z+}szt%16CIHXXvYt0QfkMX`IlRz7`o4kdrey#bSs^M%?IyYFF+&?9?<_9u!RDo^ly zgezKJ%)>Y8&d)OXpX}hbfJYc<->9QXORx!Z6W;kGR)0DZ%(70PLA?U{f zcVnC%P!8k{^>d%N^xdWo1-O)SarTM2(g5bw9zQeCg(c`!JEr5meMcQ6xNNgvQu^N~o0u_W>}VGnqW^XN0kJ5#hR`J{i@RwSK* zbI|!wfp0#BHLX7VGC9J~gGvU+R`9LWKs~ttlVsTK1RT|8N*jeOWH@1BO?@4HW2xKL zpNR8;Hkf&_j`otX-Jd+xsU06=iS}Q;&whXM>K#X(zXnv=vk$Kb9%*p?AG*FWD(ba+ zTaoTmLb|)8W2C!f=oaa2X&8UHQ@T^SJ0t~^Mg)fLl+FR(ne#qzp0&>Z6CZxSx^wS+ z@9Wz8qIg$1P;8-dX9WC;djMvlV`fnSJi3n2pbYEud>x3qs7cgcbe| z<?AHw#`0_1hZreP#_>rP%`DF~7OYD$ zqMd>}hGoMe4)yF6GLLVI#$yfON=DoL&E&)=uC+UV+TYil10S2vRs7f}fdHSi+1I9n zA@U7*^Pf~&nPX(0E%Sehs^)`+t}j)sB=)T)n|phG!_PN3Q=`=`aH(kV!QGFGmH?*5jv;%{)gICJeF;r)} zH-;2(E%<%?LbI|jgD}6^#G1AiMe%4@wVrLAR2sPV^bP3C!gkgR|@ zoDnYuozd-95qf@!Zzt5^`vz51)dvR)lleo=V$8o7@DjS3+BjB>klhmzI$>t=qJBH8 z$v(vMUj`T>1Lc2nudCXb`Y4pgddQeArOsO}rxp0Lk4vJfka>=eBblp_eIt0^=dM^5 z#sqOT@Z0;DtwpoW9uej}ejYmsymi_6A}W?~q`oFx3qnbW;ah3_hJ)W%yt}Yn^CPAG zV^faVtIGwcHwNz%n~kyZWEbu3hQ{ICTDKAvcwuD)L$H6&&qGj)K(>MCy~w+%%rbie zqZ-!2ai8}OC<&TK>(5eli1+S9(B~jKZRRc$XL(5XTEdza9!HK;|0e5on>To~p(SL@ z(mNg~x=)ka>?2W@j!hx#Ch^&psI+G&h&(n>)jf995(%vtjp7XSO5#XEHcfKLrlw0g z8yE3afOUVvxtZ4AgOO1xjxrE2En*1Pw)*JX$ckk4>i8C}=}6T=jwo=xVxRksDDI>ggBwBawMFX&)mX z#zq00<2~0^5q#!Ic;NKPB*@cE57tc?^Fe=@dv6^)N8q~)Bk>OP2MV%9lHWrPAC1Lf zB1(tc?t{BsMEzydbXeiRb-~Z~MWI)cWklYDxwop#nfC4FIyJv(<0q>(>r(Gw{l)t{ zF%f68hxCT1Hwu*0KApmP`Ac-$O6iCHJ#_dA+iG1@S{ltD+^~&eEXkJWMygreE}DOF z&*G_`hxT+#d+fKsAS{u~$xn&Yk6)9|gZi>Zq2pO{Rl)dl)=nL=EibAa6G>onPO6~z z)l8ff5KlX(<2J^(uI-kX7tO?0eKwj1foTT%Lh`bPIuK2_Gx#ZxD&ggeW|_13DguXGMoI;xB)=vxZd= zL2@TcZ}u)QSZE-X_f@k`?LI}m?QH}~6PRB;P;Y^C^;YRH)G7TTI-z`W#c5L_HwI(f z$~25u+52O?WS?h|V;hRxT|>p+qjV``bf)}YU!^J~8~PX!bR(71S<9i8T}z6Qth!uw zeK@A7u&x%hs&kuAsT@P1}6}@8Zz}a9=IrX^ujTS$1%()VHpUJ|1 zGq(Tci)yJ1Ubx;B5&4@*0jJU6v*r)@p>m-1zK`e?!Hm#jmT|BLjbDFBSU-oiBJ0`r zMZSpV*pNkW1NUs8zz<;;kBoXS=^_lOWYFU%fTzy_><%Ma4hFE7A_;iOWHwMr!60dz z{9nps;chHP*c91~HBs=JuT}a6Oy)4BBZRvW<53V%d}-*a!0e;U_HM{-x_phC=M!n! zsCZ0$UkDDg)9@2WI>>+2r)>7x7v^W)9ryh0Wk3!uZISls18-L@UkiqI1+RM0C?P#F zRRM!}WSET)5Oa{1?$7>#Zf9c1bS@sUFUESJ(1_#RelLv`1%ASAn#wd2WSpjr)@$8`qf5)j( z%=}m_?eu^tFYo4y(X#A~-HavNj4`bfGCUfFi-9DK0~eEnl|%OYA!7|DDgfsQK4r0@ zB6>0TBD-%Tsfql|wEsPw6Q0aTFbO#jPGbsa3En)Os{@QLZRAkTLPHL~$85Xp_^MVw zj>n3Z(}#cc7GyVjl6GXC?e7tz>M5$sY;@in$kL?o(w!1JDO!dJEjvx&Mb;3-79WYw zkeC`H_M?6(Mv z5c*{kMH3sw{Tr7t0Hl)g;ZClmYBX@w9iBf%<<^PxE9mp{;|&%~AlKHoTtkeGBpg5> zL};*h&mRobo%2$=Wx9D#C>ybXty2E$J5$XDlD<*0B%l3lSP(u~U zzpsDK`WQt@D=1pv2X)A$%ymVptl~e@hEYWcIqG^N>)Zj3aViAj82P0?KxT6(BkeBZ z0`!nlwhiv>WQ8OqLNaFD>^iz}&vO+!`BX?$-#q24li)zbNUZ*{rSQ+IKb|3iUjQ*v zmCmK6AVH~tCzAhWbO_)PLsS)<6egYri7bCAO7NAckH5cXri!Fw+u%R{PEDeHDYY)i zNUd!6Q^U3T3-{MiiK$WL_U%k9N4cUGxH8Or6wms4DX%gsV{Hb*gdQpBgA{*m zt_V!)?ZFc-aC9zR_%)6-j@v!3-9Z0Q5+qpdU7SvBw+wyu(9BfJCN&dAEs}sT+*t}@ za;XyKy}m^s-(R9_tO0xxI&jJ@$J{D-dn<~<>6hgw#4+rviWq7@YWH<&TuPupr{=FD zF{N!zy~u9S1&{yD*#!nl8ml7nERlbzfpxnwfi<&<^&>nyYXq<6BEusIcgKGXIu-S} zT_-oH0nN`?S^}wNZC#3meHw!@cZdoN%f;GeRZe=oJ5PVvQGW06$ylER{@@wDL+YMj%79VNoG>C(RY^_M6m(XmFeUNr!atBEL zZAtFdZ+RQT<$XDpc+P>LT zx6xI^i{}+LCW*oe5sc;w4^^<=CjGS*JVoOB`7abGAj#YWciVy=P~2=$+V-+)!b!Jh znS((gmA9x-KsA3GSe6}56U=F^)LG`wuxLNnY+qkwm9C4GNe1QtM-VKVie zeScudh>DO&v9`GqhJ;fIVGDS{Bf$i0R%mspH2CFu>~}pNiLp~p;KYBiE>Wm->|s9Q z%TqF5ak?JD_}#7{*iVD`a1`x~Ykj!+*wX@3D>p%FgM_8`U^QWz9ZS#T?1jTQ9@Etq z?ObY}l;7cQ=L!qMe;0py(XtE5rO`t`YS4`pm zB=t0L2(iU~9vatDjQvtV7s>x!n-K|@N{vtn&M&hu*O6z@I=M)owZNx&Vm5?WqA^9j zD`4Gm5^h^%xZJ;Xz&}d+VCH)CwW1nzO9GY2Dc^Ny_cbSKQ3`(#SnWf~jpsu-Q>CWB zR@fn|aPd^*DV;Fhq*{A@yOVlm93}A0NRf?M*AhJ(!NcSGCE_pE3G15%>t=z;O)CQZuQFD^c)j&BOr zGHKH|37NXp&IEsL#PL`FQ8uspfyQ*g+I2s(i)qO##iy@7ygo>}Mxp$){Z!p?V!hET zFLYI=#fbxy%p&k_5;H6X88x>*P1FacjBfO?aa+&-5&RUe33f3<<>MmibP9p-i)l`*g^6qH9&EsI4-O ziE&=ZTO;g*Kt06S9E4`H9p^Hip&uE;txE`cRZ|iSzOi?1Ru{Q7JbGy&cck4P)HovutX<&XJc#TSLld$I=Dpx>rNl zXC!aSU)2_gl-u)TO6s4bdYhR1&l4;X8+t-w)S1lby9$I$sB9YQjFM%5M3+-S*=ng~ z{?5Cjk%-PSN_Q6cx<$Ym7)3XCD@96aAJRj>*fT3%9^ROx#tKbNpS2v`kT(! zz$Z0zjf$p98hK7S^4m9Lk$A;G^QcW~!_kJ_9BcleYlyd!jXN~{7Q0*B0Cu=IC!8mn^BR*7##z*hJSS=u@MJo0>A`I&huU>yKGjz>L{AD7_R8k#padE{8!Guuyx44Jo zxNDV%@C&&oik!MhM2f4{z)U(cIit;Dh>ce8^e-N}+XATST zL+ty;oHU+<%GZz1-HJmkjV_rek}w1l8#x%QQEjX7e>@z=bLBf5!1G{n@ROQT;#+n- zAz8hZ9^N=A4&OU}s&w2#%K31m{!4${5GH1ObGMr-r1D9k;~GytwmrvrlyUikhSD}& zhGoIj`H|LDHvJ!1md57VLD;MBkS^PGdJ2NIgWkyjki=sK0EVwWDuK%|T$tm-&{Yl&IxT&CS9ws>N_zr&so^Kt5 z*G^=SRriWh7yo~<`)qLiIjZd4w;SU%?*x0)*CD8il#2|h8j74!jyDyC;||npmo}LH z|94-*`3bdLFwc$GvW(hCvlUm4FVb|A9m%0q~(B`LLV~ z7}k2VHsil3+IoNV z-Y3w~Uxx@~_g_0StJEiojL;-qV(FmS{q^T>u#H(Vp>7e(zZs3^J`I1lECsl2#sU1e zX=7_|FZRZB5!}D%J4fi*HO*z%U-$nnNYsFg?k$d?&ycqgpSmf`1206sGO5gO^V5A4 zO!QNqu*2dnu*jGq;26mP{fC#$lZlU6@qOkhq-4{lxuxK^^Gs+LqrHv%aZe^VK}2EZ z?TuJ3)u?}OR5bACTr)Wq5C*EJb6iN*DG-vfqmfWJ)BEyRA z=Gei1NlEl>OQMP})#&dAER+V$>}@_-V$;X;e*`=C1mL4pZ}d~NL;n#84TV9WVdAVh zWElVS`7`EA>RAyj+EmJa!qNisp`i)(fr{we0IUEr_U3)&{{eqBnq#-#ZbXfFlDq@J zV8F*qjhkV>(-f>XSTImk;rBn`bjFsHu=W>MuAxXE)th&4sRI88o`(pXf=$3Dv45N( zI&=cR5dZm8ATcswe)Y?Ye?~4jpbMu*@{eF62fQ_fF{mBU^7X(!jR^Wf+|KSF2iuEX z78rnYK%A$8{m*~1=|yg8`U}s*hF|f$F=$!%l-U-HCHmXtFV+Sb=X0Jt=30NgO)YMV}!qE$5@m9yFXAk()Wz zU(3N%Q7nJc39Y%_CjuT*Qg7PmbA6_N0-hoE$4&F@NlLsrG8^`9Ml5oDcVIQ|NQMsG zcO{wbi&he3iy_=M(1OIdala(9 zU4gx8wyNjp-hNzQ7d`TF_34_AZ(iS}4W^6D+PW5W0{uVk6*b-WdpPI~LbEsB4=0C1 z#5OE2aJ4;xKF2dHg~KQd);vrE8rhu03Y`!tjllX;Ef0}698ri<%f!0Qr~ta4mT_1- zbHRT!idFpiH_Xm1IrJRU<@%iaz`3_DBM0yaq0yMrNo=>wUFCS6IH9rBzMmOORAAe; zZ(R@Fd2R;~YQfsHgw!Df`Q5IE2`#QHSmYY;jmodvx9`)*=+H1%H6~K4bWthlFMI7~ zpNulsxWanL_C|<8o#p1-sA=}?0Z47<>8gLmKSXf(Q>Go*qvye3`NYLM+T1x~1fA}y z9d0$2@b&P&t|JMuCxTV)7If@(o~CoK1U#`};HUKVy9N7><33-N%D=#l&D+g52hX56 z*Wo`*6_wMc^1T7u9u&CesM@()Z0&mmuM&;|iq^Gkh?B$Gq0#@+ebL=FB=UE>V8?&{ zPYdNYACUbYujWfz!Y-d-s%}5Ia$Tq8B-&Zbx&6UT!y#M`%P55iXLxckRwd~r>skdQ z>|K}Y4@&lxh~4~u?8hE2 zoNeh_d;u7sBTtMa+Y=Q36AAvUhc5)xViWLur}FEMYUh57H{X~vQMxuEn=^m(*n#Rv z9eZCcP~D|O(yfofDRh^)Bat64{{PRDXp63 z0yh#0AMgd|paxslBHN9)G~0bqi?97QN=`ARCtFz>PcfTfR#@VDsZkgD!bh$(7*YlH zx%inq?!I)J_KuES3PfDr^9_HIq%o#cgUoaMcG(akC-|wzB2|Vl3dZ;VlBQFxxpP3s+ z-9DD9sZ@V(@r!x9S?&3DFyx5SGbl8>#M%N@*QV(~;J+Qgu|D~Eq@{lvnt9t$h~Xe? z(MrIqmje@xoMmVJDvhX0#i}i(w{d7v^>~`ffoJivD=N z2)g;+mh4+;`hjEZf9<4=dqBk!y5u`&$6Q||3hNH`=JoU0Fge!ocjPO7%JXIh zI5O$72i|m24>0FiB6W{hB{l^WP_l3g$T>xS}S6XJq&nX}cqVR(c3-Wm1;Bla=e#pzFx z02n5W=rq(PG9G%E6e=N>Kr;W%=k1%GnbSHU`?@~7=h(;Mp2Lm!A&sk^mS$pnp7G)4 zMdj~0cdmnh$CH1ve37LilaenI6-ht$yM!R**{y}K{-|2y9({Umzg$!UOc6BsTJlmF zCTY_91KG{!QnCyQ_e;0H?E!RJT@#`YpnDPq@v6FHzf`jC4e`ED*<<^o$w7b!mYn6Wi?)M5EhZL}Us3rf zo;;~l`|UM{=VRp&=eO3rLHrWaw6m~jo7BLPP%nCb*eoy zs5gq+dlt>SI0sAkwAXPi)gxJO{Cg4-cvJKBvu=O+C!)>sp`H;VLC$YDFQd_>fayLk zDi$$A!ZDpaNMS0)F4g$wwa&Tfa6rcW@SK*BL9$|5Qmez{jtj2C!$K$6CY1xDZldSR+#HIEr0xRbC^)M!*&}`^{e5R)nW%IbMnFW3m-s_9e4@UzDKM zL$81G%SQ@=MM6Rjr*GOXBMRB^M__HHe?y;a;zFjCW{^Tw#-9a_$0tdALq7M&cc12Q zt~nR&?%0CKH&OX5k7Au7mhkNMDjUX8llU$PhEVP?Exa`Zpx#{E@SE|1`IlpEHptzC zKjtP{()&w34h347vNIV%lM(*>`^{0ccx`{eH(e>`L$I#(tJM%a>1_s=gwtqBBlCMN z*cBPs)|?3OJo<4rBZ71Hc)g_3a`c~^o9o-a9J*OsJ4wb=xW21!>R1MNF)S5GKE-=c zO3u$|F1g%xR1T5I{-0Ghkr4351_Uncd%iWWc1dC5nuR;``# z>U_fASM`&b$%b(RZ7Q;#TB=$sWzZ~OApE!w*`moxfr)x6s6F^y;2RS)emOh|Y0a(b zjuX_g$Ye1x)trR`MIUS=5X$S(aS?yfcrO&Us)u9(swg!WTdhVQUvg!W`?^RW=kEO? zqmW&?XD@uBp(ce&Jog5L$anZ8;ViRirmqia=%r4o{)AHM3vKESgcJo>TvI8L{>8xD z_M%E$I=M0n9Qf*TRjg!;#0XR6Ox%c)af)qyO3Oq+lhI!)3)lTLaCX7>i1dHqh4%dCy}9qKI47?FV1q2N2bKEYEE{K>oFCj`T_h=Tc?J z=|0b$VJj9Pc`&Xn?i`QYi>9Y9q&vp=ZQT8q5>CABs6y^Azz$R=_usyb(lqW zzMH%?NL9UvM(ELh7#(!D`Oo7(5P5bc{-7usB&SuTW~jPyo99z3Nf0z=eTBVI6vm1* z=}M4k7XaRMx!*74bHPhe0Z-4pz*h;`B*wF*5_3wa5BF9qOF=GDavFaC>7Kv@I%Y)Z zW}RhFG;jH_)TP@>Q!d;2VVY3B)0V|Pj7H|wiiWc3kz;wQ@wwn;AK=vKD=$l0sTeYE-^AZ&yQapw>Qu2acfw(+r=eEF4$z9TdMM!zf^?S(XXg4_eTU8*bF_;% zXpaq==Az> z1bmdI$N*0$WxfCIw5g#<@h;gCuKnnlWM%GPz1Oy#)B<4UAR>il^js?i4R&JO{do90Bqt>u`;wwL> z#^Td&8Bj?DISPMpMfKdekuv5FktSC9>>xKK>p`}Vc|K~dyLcH3HGta=vh%T7l4-t& zCqK9ItHvheNHUTFuY?#Y<(*0d4X@O6ZIeC?GNf{W?t{?Skncj^i$My^cttopHCo#B z=NU=9H_LnjDC-olTm=NBU;&Y7IeIJSNC2ugm`(1@Idy*sS;)KB?nqkV1do3c9jS$YjYZbyK41)!#tVp^JXOM0UJvCOHJ~TR|JW1ZW z_{>(EQjPx$MWfj7YjdtUNO0x2mo4{0Babd#)Y(UI`z8KAuio%l=^sCh<$bKq#s%VK zGv-$Z<(_}XA8I+94Tp_le^JvLcZ#AX#8<{s6cDd6P*|p#-NM^QQ^sU=Ft0IIxzok5 zz8ChJcB1V zfM>HNpa!uuN(ooprDHqoPql6ebJeTdkgehBmgdi%kVXlm5uZ)_5kXse%Po+Yh*`C$ z9-F)tX$cdYcA8!H&=0L&>TY^W;rgHklu>~A^DziH6(_+Q(+=r1z|+REy$pq}Z4w zcs7TUG$unTUPbzGpD-h8^>3?&T~RRBl$3hGbTPXVou@$>5j6k z&$RCVK1TDp3=(KDj2L&KKSLw+I4Y+~;1?YHv&**}R<+Zk3&$UH8K2I_1nf5`o(X@g zqiE^)TX#pteMb|Pl*xySSJ%Wox2d$-8Jg%C=p0kCHD5L-x^{d%_)@R1U@^y)DhLuZ zjEHUVu_?v{Ps@dWHTn8WW$t<=RyC?Kz`xoqfPVWUGhe}V^)u%Xqy(efpvb=J$>o#Y zx;j;bqky;p0bo$G#7J#I=%`kr7Xg30kxM~TU?Lawc0Ew5eHsh05{t7DB0BA0% z#Ht48--kBq3`@^Bn{VW}HhpaVWYMOZ*u0Z&>3cAfDP|3O^gqOWOrU~z#i>Ogf<5zkFidJA-SE&w9ycx9k z55|#)hkPlV|7(GnQAA2U*N{2{(5#w@GcM0$SY0<&%J1Wk;^tG`)?*g4~ z*)Q*0x>7o(WLJU1zSHvIkz@aMF1;4aU+K3-yism`FMZdT7_3ouZ~%RQ%kV@AFVaL}HzXDLk} zUL_atHX;wp1fhOkxTTymc6cU3oiPqnr{)~o*$-} zY}Jga6v{SJb_xWcZ{2!L1VBo$X3z8)O6+4%GftVmD7G~nuViC{*6%G~nI={?zr;_S zn=IBBDOCWiA@meZGBW~;&V~rN_IHXr+*3BS7s)V|lr zargdU?Q}Ih#uz8fM_ha~haC7DOaS-&&|EiST&ILNU7%3?wz!*S@%8f8?(~3&Dz7Nj z-Gc;AuhOam`5J$)`e!LEAe>9hqNyodK}KRbFtVpPLA^w~j^1uD0sYg6x@S9v;5fBi z{t>Utc&++L0ZIk`3iKsTTV12iKOOzxIz9p8H=ZM&MN19MJ1>oz*Rl=foX$qzJJWGE z50!1W{>#|K(Ir}r;SP~@+3@8sd<Yq1se5&m8 z-kWagGJAjD{k>| z$>P3+4~vrHqkN;a!1hf?L5DAiEx%RnNs2RXRf&H!#H>Eezi0VerFs9ETnSrsXSTiu zs9#PG&jM08c;gZN@@{k+<>mv$$AS6Cyi$|J$NATKb4KGmqw#t#ll_lRWglz5%G~Pf z&CzJZPR`H~%205wX&@Ftt>rA#T1pt@gU^`j2)}HMU>_gJVJrtSK8DI6AAetuZVgA3 z6e54v&=k?+If6f4ly85nxxz^q>HZUBwO|vfivN^i{7d|5Zx=A-gyZ*JA1JrvOv16a zf=uNIm*;t8%5<*cg+N$R*)HkvQcq(_T0oHMS8dWIi(KCzXLi13!k|}r;gldqDuI6? z6cW`UN> zoq=JMVOU)_T{xe$C{jyU;G368cBZ6`85ii1f<$23=uWvtcd)>4?)6#!wcL4VU*zPc zk(xyYX7xDXb6I5SKE?Yp0qJuYBFlf4)^eYL(t2$2b)3;aE|rc#j1+?NDuR~Z@x)#$ z&=`-TuK2Rv$-17YDwto`eB+gJC!df=4Qtd~dA-WpV;jQrG)p{T~vnGC) zqpnkA{|2APMM(WXf0CvcqZ-JB0Iiq;_}WZ0JokX?VKECLCa8m>%O zoi4d?_Lk^`p@cJH!!Q~F)zr3@+0CIvq!tqs8)p=~df(bOT61A_D}jLPKqb_qR($SZ8iZKzAvPKNeR5B(p9uXM$o($ zDc&_gmkD10=iaEfL2ZA(k+el;$?(QbyD0b>G!yoGAK&wVKa+tfx?@^JD|ygu?QWT030Zp~1QbbDh;WP|!oRrJuha!29Yudfb*QTXmzP6)%slv?AJ6^r(IW)arw z)>y%GdxOX&q#&g^cwGNMUyZ+hQncPBHADo&vdP1}3(Io{e4gd+vTZ2-du9{@G$w?5Ls08IoxngtB;_ zg4Dyb2kBo@;$H`?ry8}n`pr>6u0e};nj~JN#|J6eH-CRsuhFH`6h$GO+*MilLX?G$ z8-LzD@VoA-kiNaoByd<>gaI!02j!*ihMaDGDc`){@DJj>b7Wh|pKpil2f}e!lg{y2 z#%m5*bv~sJ#)w@14)N;}KY&C!Sdt9nCYi;F{JNVH*p(}|U|u}Am;iWS0U))RFdRye z`)4xR^mTs@fNm09LG;mGbC+N~J`Pr2W_PRXnWu6~AitaPC~qh7h1cnBE;ryx-{t2v zU5@8QR*U*gnbG}>hKk7c5V1|=RNt+p?Jm7`P$vCPN&|mT|D7D}E=mHdluiE1r6;rh zE`<+9MgX-J8H$u+_LOEhk50akTg4-R0bn8R&;EbUf1cY~{UA)fmbu{4p3lx(!g4hP zbgY&Y_vK4|421wZ7!Ig@6XW1RtyF)POPSLwrt=8Wx$v998e)DPt(aVep+;*lehNa^ zsa5wTYMtOxb`7n@inC$zRkhtqoqO`lcjhB8NL8mcDTd=Q%?R!dKY8`YEv6|RvpAYL zluv*4Ur3zG3g`GBDSq$CdDC{<<~!HiEnFuMPK*6PX<7dxy?@seH3a#oAR8l?I6sEMT!?5uxt zv?ABukJ}@=zus~mMz=pCyR0rgr_os86j39pyQ|(wb zLv}>`axtG3Si~mqCR~hTJUzqp&C3PU-tSY!W8DuYBnRZ1ANIX`dI*{V2|kWnJO9!i ziah`k9XadXhxVpL2Sgvu)zNa&ZGL|;|5q(lSy(`oYD*f~dh{{7-&s@%*7$^+cGo$g z|K)tONNhk$9tn_S#`b<*Qb46(dg;2S9~qXYHhH*&sTS;bU0~9y3AR_%bT4`(9-VYv zDDTFIhBQF3Lbk!Je3CnzQ*66216Klgdi09>=;<=By(5Innt{nsX7j=A!zzCeV+U<; zi2lpJC(LIPA6mU}!58~BgeL82yQGa)`x(qwJ;q;QD>Y6e7Ww%5&p5@JQPg(Y@6%sJ z+0h1WbUUBxj6tZu+Fat{b&Sy&gQ26-X@?-W&Dv*}J0XSVC~LXhi0TM=t^1u$zT;Kh z;J-4q@nXHmZix6D=CDVh*o%LPl`Ojf)b{`Hh_WRE_-t=IRD_<%PL-u?oc=RJRvZrT zWn40scmE9VpF?LbzG>?5kF*H%z*OjGdz3f<;(z8lc)>@j?mE?V{2w*j3ee9jpy9Xw z$3GW_p3#fe-v60sghl zN1U5Qo0_&cpdRZ$)5W;Z&E=sy;NgfHM)hff8vlXEs~Uf|%~&D(9!|nNWN2Igt9-Lh z)%jHZVF*?TZ9hn$o zz|*bSaFHx&x^4Z)TgmSqPqA;$$Jm!&BE4NJ8_srL98nUvntdEqTyy|HPWu;+3pJ%- zM2x@cvCpP+BeF$t7IIA@dX@N=w_x4pTlY&c*%Z5vnwRYDSG;!JZdSbi)OxR=kD)e- z^Wb=%enVQW8zz4{1RA($!Z;3mf0nQ$jBByix=vwxm^s4Uaa4Z-(=>e|R|bp=?7sE5 z_{rB%)v~hqQ(!kMSoa8Jw-v%O-#k_dDzFu;uA@$39 zHH~QjolR)&fX!_-MojB6H*Y$+5&U9IU>ES5%h#rE@U=~>cXV49n_oilx(Dm^XI@tS zN6EFpH%7Jx9yzKv+|4WK;|-F6!_cXV?4|2_u7`h+Kux<9FL^XZG=cEV^@2riDE%_V zx#H6!$eCAhF4J#N;L@&V5xnJGG_MQ+Nq$FK56!53{H!`KA^MJlJjE0GCl(hkUusZq zA6WPjLpRdD-Y;xJDfzk8N09}cZ^8RdSEl(Tb1rL?$L)F;QjcFrS24ilh#c;c8h?~Z zY)XHvqjN0?EwWRy{TWuHy?I2JPp2W=oANB5{%+z?d~L%2$)$gS?S?rv5dBC?MO^4i zuT!GFQLRUzOiVyAln?HBsMnC$H@&+F>TN@>VdvsT_qyS3!MdV~80xHKfBm$_WQQ-h zz|s=OU_TSGmUvz=jbcUYI@iUqj=^gIJ1c+W`rI2tP(IV=c$(%uxIM*-3KGuW?dAd? zY!YR1HpMAG>sx{g%9en|3lOoRCZ~G5L&q_%Jr;>c3UNrRW)rX?RHCW(M?m?>B91j! zhm$z6K|`Y0PxOATP?fw2naAAgZu^T+_vbwKNjveM%CC!gJ{*|yZzXk$CL=e|ow|Ro z`rfR+=t;?^fioZOO`O6AZ{hMqD}FlZ_+yVAGH3N(4|YUVv1AX4Ad-#zy!t3S$lTSF z&!5F2k*{Dlg=--JP}`)@w*D*n05?F$zrK{m=l$X@(k?a5uh^)4b4T89uqc!@xy(CY z)g*4^J&@vpGVIXQW82)V75efD0ihrBQ1cOg6JvN6%bb324o6e&q5E+1v^G)CE`LwI zufsX8&l9?Jsz2aMM!td`^EWxHNaQ}JYrz%*gdFgQF6fnd-}8U9ET+tmD5CmK0Lzvr zd4$2k@Z!q~Jerba0)kOwL%e^oD(i-bzjfhN%tjh*+UbZZ@yAAf)}xCwmDLY}&o}gc zf4q`FP#|I#viW9_ zfG5%i1^@X$%9zrVXCNq}vv_GHmVYBWv_)2%PXKKm?xlm3(9w%LcA|Xym&pQ}(gA)7 z9mJ8K#pL_ZIgyXA(60%#ky`VAx9FyS;2B8sYE=Gd61To>CCVrJ-Tni|+P&Hm0cz1} z#y?p?Lmi9>r)C2W`2%e0Z8L@iZ9-M%Rl^1AQK%Q#=KXCPyyNd5x(KyWpMO5z2d0=* zc0;YEM*B8Q09+jHbLZ1m?<*`1y?PoJ#F0`@pHVXaErxy9r<`r31e&o3;l`j-+F}Z*P1X9)=8`HO~)#R71;mz z@nt3qem21cqzdvIYfb>b;I}S+Kh`1FF1r!-Z_STaVcqX9n8heNbKxD$Vt9bu)oO*( z2vO~Inhv$SOz(hw6a1U#HVakS+ zh@L#-fTuGox8VmO6Ag(F%-I&qS#?$REAe2{j5vHpV%riins$D>T6zzQ6wwrVE zlW)~^mf0XGwTE#O|lQp2L^8^Sy&FYqtdYSTV-ILw7!2VGj5P2QVLcZk$mj zSrP0dLEdoByBsx!3BratMRLr>)$C-*cCdJX(4BQt6eJ?UsZSOaSp)t!1 z$ER#)Ai6GU#_FruM>wQSjCSUoxCSYT^@f}cX9IR{3`u0kGhCN%U6x9(&rr>Pds|i%%)WQ&hc7?$-JXKg>)-+*UgSz1k{BR(5flBLD_&}u*dsg|zNgdI zm@xoh?_RvI?gNEr#?Eg+?_m90PTwkRYEqfsf66{<9wjX6oNY@b>W}yWxy{zjCl6Yf z@4jxz!|i4DCOhoim+xX&Ml z8Qkr$8N(NU+BpTRm5o02StH__`=Al>e1AYw66r!wvllIF(;IsBs_P8a>1Dp*y%Ey| z3l+87{fFuo(Z_psmtKq1pI-{Xw+nCLZGPaZ^1(vum;&~P7lB3NPx7;;7gB~}h zb57EK(IA!Zd>i%0jL1M82}$L}!@w6Iqx{%pzHwhR@)2As*-0DS}@~6sOR=@A~R9E5h%8 z&4rInHvM`gU9Ser%W7GF(9n>wU8!eKomlz8WPAc<8SL9rOnJn#% zzK6{BJk8}{TwJ5}sjVJlwl(WFJNzPYsE7_^vYE44;LK`P^xwK0_Z&Onxg@>v7(ytL zUp37tQ7VfYHnZhBL>CFWFA;q#(%LJ1yFf*LnRLlQXNKb&^At?(sJgl-?^EYWJi~ut z|GcC0QrKn>t#Y72zT!HU7<3?iZ8$0#CEKB#D}SN*Tsm%r6|JOgE4^D#z0j@TTVYpf z^6=o#QMc2!g<{6QXa4bRswuX zyu*j=QI(dB{dCq<1`l*$A4}x3;FqfN`Yu03M-@1dbbjXEN*=2ouwM za52ppU*j_kj_}aU-bxTny@>FRRXly6_BNTF06;zK8i&#Zky}uEJNinm*iEIVmJPE` z^Wz5mv$C9GnHtO8fSYDXk{I~IFVAy?`hH)-m+_*lBY?=_zPp7sQK^k}cD|na* z87xTh`?UllfC*(o-Q)>>KK+%%6Ad;&TfXH`5G5MelTb|6EMI9YHOFg;2Fsqow9eQf z;Gr|;|MB*gQE_!kw{Rf1y95gk!QI{6LSw;$ySoMV;BLVkg1dY0#@&O{xO3@qp7Xx< zj_>^bel=rkdhfMX)tXh+d#+iG*tB=2joxCWVdRuRG~%w4i5|TJ5!tI84oEnq(&$En3Wam`1rN7?w6|)Ts8snKfa-d^zr`6AuhtN|SM{t-gfR z9>a$CPlttn8v#WYhS_7bDCmN5v_0iiVM3Muf{bI>`@U$U^bPJ9)-Ek%a$!q*Hx4%tWcV!Z?u6x{n1lr4IClPVYIB&m6*bx4bBB1?3=fJEL%=euKrvZO8 zwM4u`>Lum{@G>sT1lrFg@5Q-mUYGtDoc%<9YkCqt^@3&G8)v6L&-ywzWBIHiM1JNR z3VCRsqx9@49!$H!H6phLYCOTiOKDm=|6sB?>lzQu&1=RKe(v4fN$|g zZk9)13PGyC9ZwP+J4(L58q}JRI_PmYXt&iX{+%AwPt|p39EG2Vy}d+R`X2aCd3_>( zn92UM^N>>Wub3lB@TxP)FL{~N0=)mmzJ^(JXTsB8_bEnAdWJeGo|grdU+NsBlLJrW zXYZArIeGR8wy|AiV*7xUKz>BL^3aHDq`VjnB8b?~D$}{S5AJZ-;fW;AI2~hYHeC^8 zIaY8hZZ|nr(@(BTuMB>H3MDHXRlMAP{i(lYhZ^@4W#vnH1aKN zDep(x<{1z%lqk{Kn}m;OIRa21_>py5`_W>I3l2F91)AF4h|%rWI(|xUq9RnC9;JPt z@C{GQ|N79YtK;=qxinFoDsmVGB(k_Pk4q=Jt5A;Ja+(>0IbV5%cT1B=^ zTn+4ZC>6j$ccAsquKcJoGjiiKs+b}3Bu8X@{YbT}yL!8n)%BwRzcH~N#lgv~ch)%rT;KdP*% z7{kV^OcEufV~UY*E}nn18i!w8%0ZzH@-Dba^E5Vd zPW&ut4R#nBS)gQlSs^aT9X<83m@Uu**CW>s9;Wm%Wqji)tB;%q&RGjfFBYaDGcs zHp@&UOK@Nsx1p_BX~<;yhjcN#i&h1P$H6Il(CefMWH#la((4l+aUvzK#o4jdFiL-J zgGZF8T6q@5iR@$8W*kAAli~8(Y#nRyaT5ZaPyS#0)h{Oo%{TOUIC$xK1&*ar&i1_| zsH85Y4}m8IIg6+tQvk1j&O$z)X;7Ds!n!hz7zzpQGJi}86vmMYsRK$>N+JpvQ6xYv zN4|8T<5AXC2`qp2VTh=-@o0j~%G?V)lH;j7iJdHA7PU2TcmaZ)Pi>Azph9jkEQ4eko?% z!Mi``BZ-PwLK$x9u7Dfv1@`&DXrjf$REp+u(b zsIEjYhj(BlRVB@xNLz8Ycs8h&em)(TcV3*pP4-m3_A0FxQP z*wTzY`Ym)gWO$5WDS*iTFUHBwa>ie zO1@zBeWp!+>Z+Q+0gE z3@NboN(4hFsy?2ItLokJQbKJSOe98CJQYJO)ZsZ02t8s8!>l){*Kx!JC11|}VB!7H z<$~upmAL7{Z_C6&x3rO&G)#_^I<#lctpE;$*en)*6wiqcl4Ge=Y9}dlB?&dSG`3^I zk1{2&??S)H-^<`ne`H)>ib(Xep)@6Ey0`}HM#htz3eusWc{T0_gl>Pf8(lCDkX@&- z+|h0sw^>sII`9FZKG>20d5p?yT&l@{6;%afqR1+8g<;B(*H||i+u_(1?os9(uRv0u z`V*CZNBO%E8Kp{`j6eI1Nw2Z2>hRgt9Lv7Q+GN1zYcAhZE>>?3$AMw}@V98Cs|<fGrzM&tM_x>SfK#Zp?;E2$H1uJ6(VRn(G&mwV2`q_=c#K63h#Ok?;w-O{EY6$JcEy5RY6h3we6NE5_0NHzz-h|D~Cs z{lwb5_x1B_A_rQmT02NOOu&D~{asl(03^Wik1Qa{+ZU;B9Pnp~+h#PjYbDVygc_)S zn{pwRWJQt?)JD(Zw()IJjVZ&hbXBPd=1YFxnnc(Ji5Sa?%Ee|p!7hqD5wo^81bu*r z&{J(5S~8$Ew$V&wlyHeOo!Ke_Zl};<|H^)9?&e?F)keod^^RiLudNCKF;aLe$pz)e zmRD$&jYUJ{{XB&vLZHC3PQ+{royggL1v`MxY&cS)4P5zXz|0y6?YlYgsk;s>^JXG7 zri>&sgLtK^u^Z3S`wP{AwC$$5|C+^_Lx&MT*VcdXJ3_N;X#4Gx&<@16gHIs`wy>ae znG_u1O=w9@;0=lDMY)Gs+%ovf}+Wgl&fqivYrBHalO?K+PHBag0Wkpj#9q@&4PZ6Lp=C{{Ry=Ek6A z;`1|l?O~a*gr|+;p!6iYIZO&J>h#6QrC*~DOitB|d6GjXgVUv~9#uQq zSckE#{}@~R`aPUYv1`j~Hhy(~Ef!JHeuw1wU>WkJQE~4hze7%uEoLmZ20#O?SsZIMXO>ar zW$|545lUXwGM7y8gu5K~O`z+)w(J}Wp+J$eA$AqWNy4T~eM41HC%QJGP0eM0qjJ?7 zr6{2og!jjNvM%|cR(#SF&`}`?&d`+te z9EOWL5?W3$_6`eLXR8HnYXgnEL7#jj1ucfeBs{Z~hfuw{qnj4W;x#QK9cFJio(-kx zu@j}SM2U-3V@$k%LzunY-%RQG?e_*bq)HlsVee8eFi}I$wl7*l0Bqs+W3=g@#w^#M zRz?(%zqFuc_)(%cB0LD;?pL!)fyZLO-gi?1=%5MWAyVip2>N38^!ngXY3?* z%^PKHkeL4?I{qYnrWnW=ZJ#VDKga}v%@_Huw@X6=b zg}ttg^spX(rPe3^HOyYDfs|TSTYYWA;L2@{bLkmap z+hX6My0coHqz(D{IGFPtMTxfjdT1e6YM%y|2JDt&em$;6Z>wI);(E&;EGf3rG02Y< zfIr(HVUuZY>8zp^ES+ef^q*nWYFN}7hPX`uWj+ai?m(21zArmAODsRxM`e@V-6?>7 zD4|(a>K$?pa^*M3y!m1Fs2KQk&3>bbJ%tTvU1AV81zXpBAvv!}0OdFP8Ma`)-rR*L>bl-XPNNW@KWyk5lQ>2gIQcd zj~=q+xZGmN^&+_DH=KN3lpZBxoO)oV)(({xSr4)Cl|{#MBjP8dbjG1rb(nWyXcI3o zdbD4gf8Dbsga(TzLLl${TuA+@20}{z6J=z7AK{KCtoEaT!KPoqyFyy{`}Eu1 z=r7h+Wh`!;p)?LGds-9+!apea=8hqOk_c&We4~Qgx$dliBX-E*_iC#fzGqw?QI|;Sb^uGr7QPkR1osUOoF^yOW5?HP7mw~Nfag<#@1((B_ zi(Y0Wjf_ewIr;4i%+Yb;CHQ6@EE5f22n3*pVFM9fB0IZ}(Kt7}uc#OeFz7No&v{N` zJk3NSye(Wa-9H1!vI_!9Xw9`diWS9wO=VI-GfcVQBOMs9EHCA<%#)!1kjjwd^|l?U z%hE!L-bl5nb(HGXAmDeAL7M1Oq=h2~Lz6ShY*2NdaNJ*nPmad>!8j8u$MY`I&}-O# zUB_$UrIbhNZ)2(XiRux(LSj+NpmrEY=Mw6V{33iKCnT;CnPi9s(_lCAi~huaQ--=+ zoLdH#|Hi&Z&-_3>`7;?1Xe`e-oWEXI<%4<^E8*9!KPeCv$_ zAH_^9y_1OgI9yqL;Rxc5Pb8-I1W#pDi|j!1Qw0dkfzjJ%fUE&msMMb-8+i)Tu6S(2 zh~>J3bYavs7l8z)F`RvMP;U-8`Oj;;UlY`JNr@MNJ=W+Zjkk9{3c~GwoO~&-z&Ojh zf~PK=wh&cle@~cR4%MPc|EebPWmgp04Yd-T0c)@E4V4eH-}eX+mD-4!Z9MCZ&UMZ! zbhWYo28oRPmz!WYcqr zCkQMv1-UQ{{*c7ei5pNli7{G{J=*mDC70HNjWJIWP*C#CrAnKBL84Z=Z%C)G;9|gc z+vbK`>eX$GD+}d^@XJg~Pduv5wa$1dXevc@ypPygI&$PwW4mlO--Ot61}82mO)UW? zQmrt15=;W$Gu4JC^G-@5=1|@SKi>8T(b@q*PZD$P5mM{27r#ipO^t)QZ$2D(B7ta8 zYaYX8#w#=mFPX@H(}LKSXt_6Iq@=Dd8pHH9{`K9dbPwUM-wLsZ5FNIO_L~DB9*VO` zXIpMRJS6@W{!}32C9R=!Y=C(Xxv?qLac~*;$nd0J{Kuu2! zqLhTrh3)CwWGKYz#TSVQT$iKJ|Qg^AyyR7rMpJ_{P;0yx$krWVVA0RZ;jYx{4GOWXS|{Rwn(hWsmen zb~$7@*L2x=o1@&lb*USR9J17{D~C0wqq?}q+9 zmfJ=FVv|_e2lSj45YR77)F(6$bb|cH%Q6+l7%==;dT%K)$0y z*!Apxa-|I$YP)ZiyN#1KUq+6=Y6Ht(2InHZLT*hRuBbx%c}u>T8P845Jg^{7{fYPR zr_!*Byl5C~yL&TAVs02SghVTbX%uPiZY>Sds+kFOc7e+MYSNM`Rom#Fs)d0N&WyT& zpJPf*=Pahvk~5r>nya$PuH78PghN~AT>UwJk+H1--$?t#bho+I12Bf>PB#o7K*vgc zhpxm=1VTH=6mXe3mBiOvS*%;-x8tl1MZUZ&FhveWe&sBgAX#JVR5ljqGoC#a(4lst z-N>7;Emcnc3)^;=8R9`dZX$Ts=lwip@Ny1xR&HvzgXD107!9Gx=?Q z?y^@&RMQ^{yhx{6`H1qD(-SKK1j~gQxK;yW-%%0@Kp<)=YU4Fs-_Y#_>^y+S-*S0C zt#L>=OSFvRq%M!qFqt7&utQpSsypmAuG!)H5ShsN#Xf(Q5Nf%*uIx=S`&@PZ#U)vx+#F zBA60$UM%!ddbOgTC1ktP`Sx<2g2F}RRS|gumdk0M);Va}Y#X7@;TMKOzNDMoY7(+# zp*PS4x0L{Mt)3B_heiV@wwsK9__}n)qB-U@i6XgT{$5QAp}MfGSl97%5%9PkJ#0vp z=zNV6;@f9zJ7GPDP7H>?sD53|xk~<$CG@uSEUyqbwa=akcVAhs)zi2gK^Ib<6YT1% zlVXf^)*tA^JZ5TviVF4mUTL(MBx?1n;{3zx#&nf$WbKutv{aiAmYs9D^3$60nUv6D+!X-CH=`fHeB)X! zx?*P3caBGMIiGMBt=v?9g44Cu{j!bQW&Rk(_e;oX>pAbKDC6ZX0~Avy ztAjLk`fLSR%zzn9)23l=6`5;w6Gz*e^zNb$mCr6<$s=DdFb@0QDp&z5Fc8-t?SPXW zVuoOD_6s8ysAl;TxgNPCslgZ5*PooZV&&tyh3F~r9gkf_v+)amr3NIR!0)y$CwPF# zH3fx(MRe`g;3CX6vMCgaajbyrLL+zm@DH9j@os{4`*rD2^Snx8sla|)Bv!~jjc-pI zZzy$LJF!BqpAQD(|HGG!@Ne?ldVVVGLs(bV(JI%T@42l0|>`o^H?!Ivy79`x7QZZ=!b6Fs`8&9OfgW0xr0O#y>#m-IWz6VvZ++WA8V-Do; zcv!r4*Lf$<1SW3eJnvHXY(V3FLt97XJFcjU!I=OnL7@sgPl0^bxz^qLI$j@-w_cpH zJe$Zt7}O4beyN*e>X`e1VM#Kpwr96)Cr#Mm7W5AM98#kk(r@xH-O zzRo01d?1?|?_}{Gs3|}S@Fl-^eLCk`mnjE%zu(D?ZJb@LYiG^6ZhZCsmWR6K6O8^9lS-AgUnV@ZyqL&guKCI|Lg>#N1~UxLi_y^gK&-{9bO>GMy&yrC0wynoj`~ zmG9+%Pw#Th8JYe4R%lz6+j>jdu;A0l&h47p#{S#ubE@~{$XeTZ=SmbL*{c4-N!{e? zdxp6UE+c9Xw^NN{9I88R)4{|Q@G$2${;q_)f%&Q2J5jUOTua{*THMw>iXZ%FUfgfy zG}gd>`ggCOSifeAqO`%v+QCm?-e;*U6d=>Kc?-tv?d7hGwm5T!q4R#*cF82Al4!#K z_T>A9f2KZ|Eqw0x)&@R?v5Fx_zXi~?C|s5(7#9&e>$uYcw~lEJ#?|AN*K8o8{D@uT znn!P-^PWV%f|)tlwO|DoowuyZZZ^ZNms=};Nw-DA(3ULM<Ws5bi zKI0&f+iI(d7WaR|?;s$Qs6r~+@7BGLyULap-FKp;=<=zBqa|>4v8d*n!CFtveiuEk z(eEI_+`M(BLG;udJL1=U`gmM@&I{!m+yL&X#A%x2bE}M+t?WjxaCBFaA7eRhM@_bW z?)Ua0<{e7xX&z?#?s=$SsnUBzas4kb?|(EqTu)1dIt%16A~{`+b8&&GilTQt&biey zVCDa|L5t$7`HNk~=Q|x{I`;q|;O^Klfv$BNzZ&Q&6$n_upS;0uz5~@V&C$w!(C8Fy`)OvcN0KRiHt*KR%jT6S8DUL-V4(5$ z<|TcV77hbT)FMo?$T;oBNrgD`qWdjze-=$F#mGe2#Xg2__ob zzlD*KOGT&I1-jH%T89^pwY1Hzq|EvUUtei#}Uu)Yc?R~iZ$lU zIYl0ooQ`daiTNx)ll=ei-^rkO`=}y}Ncx|0yf0>d{TzZq5>wuL3S5+^&+5v>d9(f6!NXz0lGSS10+s=aAzHoB`@>$ zKdXN=4)~0!b8fso8(%2l+41F}dZS64dN)5`jy*La7YeyN!6XEqtU_e0j@AwivQ6^W zVG+s$%tc2Cdc`D0%p%239zNuvk1~YE@gb~x`Sjk8 zbY!(3!{t=6lTrwO^L!unQUZ;n)4ZaU^Xuc8vP6`|hESka$82ZyT;|jR-+r-WWfoHj z0xUzzfTsjrXDwzldC%)?=;cr;&}DNU`EBR4X~XsPkCl5c@ZDuG>2;YJ zfT|M&Uq-d%q2=gnjfw6z-d^2?k9m(PFzG8i1NA3=Fw2$!ogJ!w+d=sTdma(AMQ|Q# z-xCy8-@zF7_sNq-=FPs{^6)$S|9$qD-NcofeXYjxod+?UY1=ye9-a$HOx`(OOY%0zot^30oNx3VJu>rj&CR|%E_9vER;3fmzW&^Ev7;HY zsh^h24<-}Rv1v%Ug5s%%(vB($LrRLZ2*6w=B5err|)E=x}RJAiDL{+QV|n)VCQ?4VPMjxwE6aO=)AG% zV(VEavg|7zzW@!E@FjJ5^j(&GOR3z4wtBXFW9q#BmEkampJDr)t8~Rn-d}AH3Np!m z?F|xN@n#8`Wpa-u_DS7YV(3IdRh4eE=N4BUsvr=M%c`Vdm7Wssu| zccHi{=D!fK-N$1pa_4PfKNMwX6zySES-X9Yq&0L~v1u}3@Olrvc8_|OS&U;>hfkuTL1 z-O?p|y+61H!`gr0FT)Imz~LU?@_t9~gvZ!#R!9ARBzfLvCiDJg zcAfHDbc0k8;KAZLoaVd?XHh$fLRD*D#7)f9ZD+c{#N0j@kpf5)2oDS7@N>(zn<^Tv z&S^F;!hFkJcR1*~y>P`?P~dN*$!zq--0(Qa!nH;Hino_Hm(*Ftc2jQ_gY6%;tlZAg zIcr=_orm1`m5nhF_3%l5BbwtGN+Iy-g&!7p$NV`ZCM&W0$bAe?PCIeBYrA4=V`sH{ znK!wWW%FRfrjTVriI8)M?UKpRthe>JYQ4-=i-Q>JVQo&{ANo(9i)&)Yz53bpF}E>)!iS{b3x8`D!E`uf z!siH^tAH}t@+vd};?`2(=7J9cLE5hcnT0{xD}`-IcnwprJ`2)P zMSR*bZVIghUsI z@9jXzn{V{15GW>p!w_FBWwz*jxpuLl=~@j{7WqcWgF(jy_q(?r5TlNp$aEJ$ru8cZ zzG0jH?fELh;V8SR^704CmR9{<2J0-bT3lRps`8uP?F5wVM&9Gw73GpFg;gVc9!+pW zSOq+TG+F2LFYA{REwQB(dh`fuc!>x2xI*y<9kQU`$?+9`;lJD7uCl$WHazyzj@Qr4 z1P*RIvyWS=mxSuF*be?6y?mgjAwk4hi${?qCmsd-npNauC=4Wt^ci8=K>H3FBYF5E zt^vlQ7oKD}v!jvLA`uGSKjz-B!_awocSW28s zX9nyA9_=INc6Hvw>FjUgiv_Oc2lcLl-j`1A$z{mfHlWwuR8SR=%XR$i%zYpc4=(&qbrmz(T(yn35%7_^xQ)HkNM?{fL>1p=Fu{I@u1>yxKc^>^+A%4 z63J`UN!7D?Wi}pcmz>rOZNlFk;u&Qidl+Z)mbnQaoMZSwvF+g@ zHTdM_r3|KJ{HqcDItSRw*2iBqJ3+HX=?!ql1@iq69GE2y%o0nQ;*H|In&0RQZC|#3 zit9BEUhe-dLzJ+yh}ipU8C?FMK6i}>y@)bhKv z2&YbClvHxYiIsPMG$m2^(knqXn9%Mf+sL^1OPMT7QE@F1r&-pJB4}0vJ4Ax2YDP`y zv!IuqBQ5b0au>L>XwB`Y=tl>O+ToBb-JM|Fus9N;T+@}|&rczj@j3=HLi7}WDmbr< zt$)dUY#(<$Nuf|)&6&t>xESW^si&obRXi)RF-qhRzXcKPE`AAUwOu9knIka%S@OQ@ zB3d`2_c@q0F`x}qK4ZaGo#=p8YF_=Y-U#{yLN`^ay@oX5Xp-m#dT%WwHz+~~sc!Vtb~vPeBq}O6l=N>I7THt1?3gG9-5T%73VZl(-mHYw3`Ho* z)0IE?a2A%GplG|@k*{6?E6DlYEDu-NZ$0e2*AWgzwZihrK4inAP)cc*1K+fI!q_kC zAI9A-{Y^!S{KxUIZy&bTONANsQwJh2WY|PklPS8dIuiX-1x5{aYzE|iF@(J2SoZqs zM$rFsEyoimNa~N}0cXX0h&@tF}4e!+3P`X*&63`*lz&PP( z{T-v{T(W9NkN#NL42lK#9sx^b`~ew7NG_&%^^~h}#;PN~29ld%!p|G+76n=gFD)`4 zAKo)vD>=Q0jm2%!$WJqWn_18z7Ovq;Buwv~&eFFe6^(yF$`p6>(=l-nrgs*n6<=os zy<|?YKBZ|E1W4A|?W!Ly___};?(D7q^wB2c_x%h><(yoxiRxqe)$v(g@&JZ$z$0Iz zF%Z|oPD1m*pWwmC@!yMW59J6IB8%B_%>7bn#h7kUVpvsap;KCaLKxLcF{*DX$guy# z3@uzLDt3+=M1)L&$qh1m{nK9+PAs{4Ry!aBw7`QG0~O4^Nlp#EfsY)Gd{_KaGa7Ya zRvOcS5!kz>i(r*TK@jS*Fekyx;{uGHGJs}B5&EK%C0r?i3Kig5iq9saS8pz|R@bEA zH84;R-6$L_Q*N_=0cUR>WHAIcQ>K=UfwMeNr0a)aYVatBr4*<5(5+uAPE?cI<1XAG zwk#|Bz)Kngp%u*>^0@|6=m+(EJx0k25fjWD7ftzXz=D=tNsd}J?^v8^Dhmp8=OF?E zjtns5sPR+O*HqI70Kr#+krxz4Ya6ND`Ne)tijr9n=X&yg&!Yf`5?xiD;ivFH?}1rs zq(l;i-M=-;joRqdL|(iM3EQ@m%5~fok8_+bmpuWNr$5<&oYkj6PC_yM|H6%gj{)$s z%E#h|@g9X`*lJ9v*MI^U&8NS+U1`D{XRXIngOs=>hKh!!%u8zR&!$}tolSCw&YvW` z_~pDfu#2;Q;bt-c*6?a4?gOfn_bX~%$EkFwWI+gFm)-ovwkr_@!8U`NF67DyRY%2D zF~?AriuaUnE=6sHtQ^KvvHX|ASR|1!E%xz=VE^Q~2O0Y1FSGB@1b$BY?kH^#zU^WKFI6Fb`6%*Ru(tTMF#?xV^dti`c0O_exD6H22)w=SLVFKJ%TzMu|@5tK<*giiw&Y>~5+CAnM~jQ4h-EWuVU4 zSQujZ1rmaNmGb9rJPK96v+wPNw)oV`dGGOY+k)e4Qz|t02OA_KBJXVo#ItZ#;$atQ z`gvY|GKp!>GAxp*k_=CMceqJkuLY!85oiM$(ec3Qh!1=+_G`A_UT0h3Zg=%pWIo)1=kShWi;!sKsfx9}(nXSByuxd-rF4_!u z^K+=7kwji6wdysde+ri2m-8~~n-UW$d4OXGAl`0y0l6L<$GRPZSB@&{VIC^jc!LU2@$1Fxf3yG~9xSe`571D5 z9(W)SbUe!x;W7}@&AV*6`b7H~|GIopM*VFEgqQik_P)#gbrqwqDf3b#u~#%AI5Sv5C!1Xq)zR z^(4R^PA`>Ln{X~fE|O;kr|;)}L3`rrMfuC)?FCb+#Hm$*t!9+U%i=w{rHO6Xx!R7P z5k1xsp7Vp%O@Y7ESLJHjVg${hxzK&AZ|DA#vZ6b^|)N-mspFZhK6o^OHW)8{%GF zZM4-JDZOx5HGB9nTHzFbLuMgtr(s_fc&SvvgybL+c;J1L1~({gdMGo0-BE<~Sdw}E@DSYh z`jN2*ZxDlY(h{mi&SroSu15M7H0De`k?h#0ZtE>GUC?X0KzN=+SibJ@6k}2-r(8Q+ z5c4b<`(iz&)eY$u(HnDFNBo~Bn@|0;hQI2C#oIpnywY@q{RSZ;Y3*Vh{(-D70*X;X z!N`sgXTwZHVIJLoWnzrmvG?r4lWK1*Mg*kMF8(0d2|U6N$?D7l8U6GLbO_+jL$2@d z1azk0Bn-EWis(1?lVRH4_IoxW_`~~TL$_v1zGthpuNe}OT0Y7!kNh|OTK0;8pL8mP z$K6eE$u0DE5ects$akv~K*_A|ZutqM}AOsM+LL)N$mvumO?MpLoiF6u-S_$Oc25| z8rPnrK|he6I+e#T90p4yof%FQ<9AqS*GzUBzu*%=0JLf3eTmW~1j?;8*?>(SDX`n% z2hmwjK7Z$zi379ABzANT`ZUB2p}?nakBp#f+mj77Z%z|>UT{5CHaV%x>XdI!rlmH zC2*(%5T0|(f97Qme@6aoHyo4(oi1><$_BqspyVOjOW~8!C`>Xw{!8lw(yAt}3fxE= zf&9;c9J{Kati_658JiAld)@ulUm{VJ7$t{tgmA+Nox_XJRhwzXwpa5b?qixgOZWvM zs|8{No1^Wj9b5!g7CAh&&qdX9=r%#uj*-Euetae~f3MH{sDJt>$rP6DZ5vcC%k8d_ zx0x7Bhhv3^{=LVkxFFSNd^72(2*IzS;Z*z)RLZd%mo3W;_ack2L+?7yeYP0vJmkW9 z9m2Hp(V$b&sK>7vSn;<4NuCW-SxrW3YHr28)ASO#t)i0|WBi&*e3lBK6BiL|e;Btz zshbq^e@b;2#8+zvOUbBZ|DrVylh2H%5?3$^gEa~+DMgCQL)OsuanUdg5&z`(vupSy z6s(kyG}hX6JtIeIsoTeY^+(MR4Zp0W8xj%e%Bl}U%z;K~Y1{WJlJQefmh19r%OerT zC}}!oD2;azzG-USqu!n4q`)22C3f&ckO_Mef8sRM?_S5EG}AJ~ z^I8e|M_&7BW{M7zoGaD?j#C1|Z_cv{DMw8fWDJD)jjUT8_uG-h_q#+;EfseIU3cZ>-F(i3^-N%s15FfjRltxlShtSq;Vp*^~BRS zGoPa8c?ev<)5&XI%y{HDEnjh!oGiVF7|%5*O{qa0>O@u)9UrCQqKNPGQ?`&KSgYTxIr%h5V(&(SAn)| z=^bV|l&{w^oypg)eudWXlho2Z;vt|`%XP`*V}igB8(^6WVG&VYLu#|1^S`SEe>`j` zS;(7`@85q=eqvAwq2HB^Os@C8PRMyKsEoHX6x6f9`;{cDW4M~|pQ>5RKok+^Flnr5 zlB6!WdY4>3p0Cvb)_M+_)nhMh;Gn^PBjJR2NsSQwQl#M@9(%1(NP<8e}x~kJ=zOwIpYQ%bWoBCR)C)+Cr|NA8 zsel)6DPoV^5&-KH_KqPlsoqf1ySLAs*qAa=nI0Zj)V;%>L-1YaU5C108@w9yE$%-t zoh93zjF1~^~K5on(r(aK&27zr^!3Y&l>o-+yg%9bc+KT@a zBr(ElP*m;03R`J}=z2T4Nu+w%Gf1)MPCIDz?w*#*bmKvjdCZkmkG8#0ngRTz|2!-P zebc`!bFp=YYLMs4+RGqsw9Qv~)p{}O4sDOUq&~1P7Fso_HFemNf5Shu`!1Y3LO?q2 zKKrbDuxgmbzWn8vyKO$m{}}~*0Cl!ISwG!HFR)ZiZsK+P-^O}3cu02vdP!)~su1`8 z{P+L!A@F$<(gk(XL;2rhgZO_w0!AYJ5rGL!XC1r$|9`nV3;`G|Np7FQItgH(m1hfn zPmh@FNe;w|{a&wff3|uNndI;E7;F16Fgu#{1f>i_KX-Gx-ppx)UQG%Kt-7w*1U&8H z>R8ua)W-VIx4&a{7MjVm=s%CYh7AB8ySATvsA@Y~&Vdua0WTICTvUm$&xX%kumrAd zeSR-f`$g|oKFN#uJ+N318=&X0$80j17}Fc;G6{Z1VAT8ee|#WRT#@a4IkFY0|Gcd^ z={oe#c36}Vf6?;;0g-ZysmojQ9pUYCUV2Wx2p)QO5d3eYWp`#tr(2!u`2H z=dAMO<=ijFe=$V)rC8|2B5L<{*OL2IFs^Dwafi^uZi3+;z8Ml&T1zS1e+A5Tc)d*N z3PSb02sF%(=0tdhI430s&&}}I4?CbfRH1LtU368=M(H|(Y9nBwJ>c1)(lfXTnvYi0 zRg1+*!w)f30d_(cpvu-Dft`G0wFk-&U2I~CG1;r{f8$|s-^S~0Q~$@_^NyEOJ5)J_ zhOZkDkHh4#P_O-RRqvtGFotLUuiSIKK$l{WL+fcon07LH{%{nB@8fI^CmH$j{rgJB zrnf$>I1CZZ-j$qMWV)?;MDN53b=LO45PUtmk511S1Z&ZukDW_XT$k&=SW4rQt1)AY z#Atp}e-gO)YCNmJrC_pZ--k@#plWeaKdTt+*7dY@c%H0dYaveB0Gg}zb?LtZ%7|{< z4|0V7CmGvLRH3_Wm#spZ8JbodlQO#Gy`ko{tttmw4zhKyuerJ&6pY_(rnIAR!}H5lQ|C=3)&{j8D0~p0W0SNFe`cd(Z(nzlhjv#st*7rhE)Pg!+Du-e zIjC3_)J-{g7U%dr{$v#&5Rr0teFrmh>$-8yX!02DU*I-70K=8E49U8)vZzMT<>eR? zSLgdQx!xVPN%H%|3LMLA`!{dUKxuY$`{k%%8o@dLObw($H!4_e@~7|PxSelZbzzWO zf4%V%SaB%jeyI1E7k%*1mG0x!u}U7>1h=vDN8Weni+B+J(1grTg@ByK9T6}%J!F0+ zP~c5ZFOL;bz8l>UWOSIMp=UwpI83U(G*l+6ke$C@0m{B>r{0@G05-GWOGf_K z-G}4|WB&w>tA6@}i*I1NN0+Fd>Qt53e?k2nkwg`^Rwma@DB#?P6dpJFWX#9S3OH$4 z&^x?~mt*8v`b^Zcr)yD|q?)A?JNfQiVab6!;x=K|QlhzMcX*HnDr4&g4l%6GUzE!y z(QX&sEsplAGp>-Y<;Iy`$qc4lm2u)Q{IH&K0QtVX+;Od67jbdOdgRdX&zP%=f0sAT zR(rF|uX-G0$vlYZA2$h)FM@@^G)~(|AR7h;r?d4}h>G)}oyfIoZp%j{DYIFalmka$ z1up{1@}^UtrWYllPt(PxRsG)GQt_j$5dLfWuH*^ZJPZ)G+{>kY&2@!R$XF|v>fGzR z!)?@zQF&*ujBU?3pmjRTG!h=se;(he--r;?zRP@!p-JB4)GYI5bR~CZ`iD6aB!^G9 zuhVuob^Mg;&yBrUk{J#^gsjjLQ(P)u*Nq|>;)RLs6j8^v#kb=^ux+6Pf9oyzUM7B2 zlsqyh)8#lsT3H^v{B#&xeqOfBl*ADp;mo%91_#uCoJlEzND^_06}ZKlOjSy6x4N(} zMH!|L%ZhOc0C%)kdZ32~E_`!RaCCZ~*!>=pUs?^GRrE8sFWjhxQ1FHvV++N=2*v$L z-DFGy87jNbZ^9#qTs^lne-}*OuKNKdm~@R;Z+kcc(?5{I(pJSb;oqS-%mX~pjKfA9 zmMw}4JEuy872Mg)T#BZ~_ls(k-A;`@O={w&ESJNQcr(w@B|}lBOY^IidIvtw+pZj% z5!ZYU)+b67W{?~9g##Mf_}XwNR<|CNF)F*QXclheI$Ua)T`D}Mf2xm?DBW%~ilxp1 z71+mn*`^m?q%X(xh_~zexo$&_nNUMp0$1Jlw`{((A8b|f+4fWaK7Rywx<-o8Rw;J= zAGW?SD6VbWIuP95U4y%8aQEQWkf6bX1$T$w?jAh2JHfTF#yvpr;P!Q&_r9uk@5wK! zsM@=iOc`_SImW7Ee@l1(S?2m=!1d=M1C=R>_+o$X6W9{I%*6R7fy~5UZ5~X7{h0@& z@XR>X#b9idYo99b~hW{3NJm;xuGR_0nMI^U(%o z6o1MivM?*ry3KXR=cIA5devGg$!^{AK-p<$GP3wx&SdH+$3d2h_GxLBv%)O24Q*6^ zrvfs{+NS?Ke?f`YMbcWsQI+?XM=7}yCFCK=pFPd7>{q)z@pVeo`SwOaB%{SQ>!91= z`yP~RUb*!Lf!2Y!!-|W*7QefG@>s)s839`SGTByW;d`V2i)j75@}H^iV<<-#KH`+Y z$CTHSPS9VW2^*8fd?G6+u1K`+0|MrLKUy`C;+JL4e=E2&w>c3>=TCklJcGUtH_pUO zpNyOY7dse@g7ar(`DmGTO?uavsUB&P;g1fIAJ@O1U2u>6sd_LqhFt7)gp~R&I26*d z)NyQdhIBD7h9M+zNjO0IG`MRklvo1iNfM`F&gp)Y zj~MpIe{oXafW{AU52*w|ny>cf4{TlCe~KnlgX)}|U3GzfbT)SSWZM?`^zn;q zVPb_&TX1qJT+7~`zKbgslNG%SWDbJuk ze?@w!NN@+qFCrwLnwO%i+IoUZ#$eC=bb99can3ES+KBE!P?^BSy>B_N1;E*%m5BR^gBq z3e86HYp8816T^^?<%xoMr0Ta$Sjv8Xf2Lyi*7=izIMwiKOMeSX|EVdA6BT4%@W;ft zMGbB7PhJNjp#`nnLs|IOUrbKK3jB}1>)$@#pSGW==*T+_k{>E@O>o=&9QqL0;66H( zOz1Kt;{H&D(4%hO!lg2+DqRGTuN9hxBQ$S8&UEW{wKwESGwG#&HJs_=p#W0*e=u;m z4Kg7zFkO$%yG8$ml;?9ID~7j{uhh&Z<=6!i8m~a)`yv%Bx*?rQnzo%-p+2yarVa%` z?xYmL%@+J%Jezn!I8{(q%@a|271r{GXd8yKVENN%#lAl!6tY+u_7LL(^3qS~ zA@SUUHe!&0VUoNKsq=(MM}(Oie@erA3v_NZ4mGoT!dwl-kjs(6wZPh!xnj{^10%8G zuC!NzsMhZx6>#$Ip@bH4x63b^@M3bFkxKFz^*x-N=TZXEWs3W%m#UdDD*~}U361w_%#2XMnw0_a0yG*4jLp-N0f3F*_&l@=S zi^I%d{JB-1`~3N6#ci_5+R={Kg{+0E+g&0!DhgQcGdTDNylH8Rxd`GrCrs~q zW@g4b>5hO;J)t`OYVp$$e_vPK<%0d1D<>=0>GaS%*`X?UM!k{)*fE-Z1uUF+T-u+( z-*ufm6fd$5qdjmGzV%K96xM*D-3RPDT$~Wt*iEKuT73d$?TDP4C$?x^=iJX%cJ_Hny*+Bcrb=93d0r?j&KCG$>m2%mfg>ZPAG3SLZ2EOJGLAfj^1ir);88 z$`)*VzZ^_of9i;)*Vb5|r*Cs`<_#{3rD`OU8cvpU%>J-Oj+T4Y*owZLZkYRheq=n&&}6tXP? z11NpF)W=OC-qX(XChQv7X%~c2jo;u3??yEw*{8nof4eYRLeEC1fpU9$luyxW`eMps zFj)Y&2M8lgdD6ITz*RJr2LX9}(67|DY2to-JG4OOsh9=^97T6(e#ahS3%?mFZ%GPb zaOr)gvru@qhH@S0-7pGeSnJRPHQi3!Yf3S(rK#){&dYYp9oz~8$ zwJds69*^1XUvoev7yo^=BcmO`Pl2U%9kL@yKPGqE_12`JnrswzgSrNm@-KoOO3pwo z)Pm*hD(tXthdwuQTxMf;kh#K%z3G-&p(J@uekc|$Fn(y-wz`#Xr`i}#oshe(;Jo}i ze@H!Z#u6vB7H(yJggr1wl7nrB{h2^At=me7L%0lILB2mf=ND!hni@%uWe?3a4 zePLRE8p(ro$;G~=&5vOhpr(=uyyRNaGZUvoaXJXzjLA%sXsw72^1O$9gA6O^&Xcw(DzRU5MG|5FD1rSmZ)h1gHAcKUrUZl2ESsW59a0$i zm?LAyK7E>#Vp0B$5t0tQe;T%|(V8?;xk9~4e$Zi6tFRw-5xU~@wBlv8={Wq7b>wDjn@qk1eYPHLHD)@H zmFG4${wmiVLl__^mV{DELr@;iBebfJ$m%=OlKd{CMhi8iH$1ke#dE=Eqz8uDuaHHJ z%Za0j*8{dfBc1`f-bb9SOpB;RiB`K| z!%Z+*Pyb}TQHZ-hcgK^1pCKo#(8@`0t-!NulpEB2_iDAHIIsk&>`d8wYay|$+O4`)UgyMiQ=|^wFxK=m7*@GOAaO_ zAX>c+6Qdh=Qau$0)DFlUwFl!BSCwj~UhsjSc_b`IU85w8yn`Ol5~C3#=p-HY!e6s! z)KUo)tA3>rC^mR}pA%MrQ*LPXG@>qhr?g6+e*|BVJ$oRCnw*%7VMF!_G2RoqAD6m*-E2<^6F%VyWS-j0Tz zz;Yf>7DR^Ke50YNBom*+l(H{&xk{QDc}x4w-^tZK0-d ze~$?DZ%zIlR`mM(o9?1@70eCTtH;44_qI1$nPWV*x`Y_+)=FyLj6zPj3F4?+D@^4o z!^q<*D&7Zib=35Y^M>rbnO>rgmLfvlMnp zXQAFY%B0l>i|0${t)lw%2{}yhqOmyd;pu_x$Hty^A=@itP z)Bv^(Bj9&z{jDo4nRe3B)UNE*&eP_G`p+!KNrHRvl_Slw-?7Vfe3ya|y`7Cye_hR` z`2gH_i!nP`1!V?h8_()Kk)5WS1Aq54bOG>nC4c zw7n;WLhOH*+aK^;0-42ZkZC`~jdGFYm>cJ%@G1rstWh)g11R<;6Q3PcF%53%>zlpF z-Pd~fQech}Qu1|3aJn{B(^2OKf5-A@htj^*N8QU za;{iBDv;I1bA!A^InD9~aZD5}_Hm0F~3>7%h2`?;goeaLQG=j9qE z5u)4PANYkcl;TVM85w07_rSYEnJ#}RiIdGLSP^DTW*#QLidOkgO|F(Z``J~rcZFoX zwewd^_*@rRON#GPI}b;@8>@$}XvLbQ{>(OC-5vWLD}`m%)V(|oe^R?rsjW!EHC2Zb zI0WMws4}}^%S5pc=n=UCyLq&4+r^GxuG{{kPaS50s2E+$l%|g5eA_U~<`)iCU1`L$ z^G?B*usSgWd;dQPiMrF`e#UzXy3wYj-;#AaC77-N82L@`Yc`x*Mf2TUPK~yn*;)1W zo_s%xdJS~r+M?lXf3@q6ungEx3m_^QuPEJkLVEG_+^G;e0{bBkHJ$VP`z~FofHrPD zxxCPk;qr9x7&onpAAT^sL9m3ul6!>%hDmf^idQ171Z7`JzM6Z zmXk&EITfUG+We>804}bhC)!+~Q21SLTVLEDzR%b#VajD6nch8H>y_O%=*H3bv(yI9 zI?o1Ie%B*l((Mz4Fmcn`t^INEUAtXH)k8VV(X8=vf_O|`ej9Uo$O3>8YKnDq{{F*L z(}^vLjisSxe@9yK_gv1iiW*LtM44__n^{=$8$IV==`ileKRFxkKCCCPb?uoW5Y%qU zl0?S=6Nlsw35x3sJox$*Q;1tjx(EwFHuf5Nc5CXan07M0zXOr=xrj?v+HB!9FEuj! zK20jWd^S#U7fJTB{l2caq1{oH!;BQ~mR%5f9<&>Of5Z(e8oMXjMa|E>C&&>$X=*@N zQYL`WoGpur<99i-^uyUOYL?3`t>TEP%ZvRA-gY!ayi^6%=iXS6?8%MDishE+6aM*= z4w;;cy;7At)(d^c4PEb8PgI_4b<}uzc#-fo2Jm6J%9i!GbV@n|Qv78h=i1_Bb1$H` z`U-R#e`e0ZxgxdF_aDtZ5ProiJDi>|qk=}=*pBJh( z?+?3UM|feFC*%L)(NF=qZFKIRZO6_JXbQlXK`ZY}A+QO--;puEXfy+YQ@cLV%0{>% zbQY*#K4}pVI55F5p~mJqJ!V?{wRxN!C5*>Te~Ga29)3qjB*0H)Ha7La?X>ySoeK_q zoX1!9%1r6pm9c3%#B*+4Bqm6(C5+#BBB*bfeuX26%sSNy(jr;j`)wh<0o_WJd8TH> ztNsP>%;)8xO&^Rc)1-o9Qs2aQCI6tN0=9$w42^pQXr2p2wa?8}*fP+@*1cHnihaFE ze>~Z-wm0m&pp;_6yrIax*tH1)9^yD3df}6C)<0XZ)5Cp~pGH||K!lP-(iQ-r=F{nx zXmRDXg+5si%@o0eAubaw2kjSa7tQk1BvIt@3_#baFgRjD*vbAy2fGCwv1J|dw(f+fAO_l>&6?M=dhs4vTIxQP7OazWTh*_M7oQkPw!M1zp>H{BvPkCPjnLz*W!(8=Rk(9he#NC}(w9Dri|f7q0@QXzygt_uh=8<@%cKB`|kHm@SFQWT`9N)@!? zO;aobgNcthXGys)%w}v`Qfdlg@IFQAmNC&4|DD1PrSCCF zohQ^&ea z2>3$lqg8A4CF29;s1?$r(5PO3EwoZ$__1cBP62l8-8j-I@KE*9tF)rOZ?Ca z#0oIfL^#7z5Guq-i!6UKd!%C_&Upuv@AAEtz~X_jPE;3ihY*<5f7}KAm_!?6R;fx- zofMvH=R9MC=l9_GCRW_)0v@a^Unrk+^D%MD(#xiGFX`#DP;-(IT9=az)*BTVyGf3q z3SlMXcW|y^&uv0%xOv!v5o8UoB!y8n1tgj6;4iSr=}G$yf7wtJkJZzt9gEYf9%3lX zq6}D_0pEWnVGl@?f1?z4=B$8Gc*=8v3WF!}pvW#8Z8wrm^72Iuuv1&x^rx_JVkN!# zG-q{Slwqm;awMk%olJmuQq0V8-6q!jF+tb;UAj`atG%qOlitQze_Jsb_uE4OGrWwXj3f1vj(HUf%XT*diKAW9gU zS+l+|`3vh;>{GJ_gu;#huI~9#ukyERV#XlJs>J+bI)_H-U>?lp>M!EoRzitbB=A$hV= zvT4f5EscNGe{P=&K_BhsSMs&M$@=Is)S2ZOw!T&vfT0Gn{0dS3RKYvYfKFOxBGp?2!oWZj}k* z%9)e+DI-BcuKUoSaM}xWft~1F3m47$HuKX$l3fmRwgz{?_b5jYYt6t4f87ikj>9c; z(iAFYQ!f>;=7<>7RRmW_#H#h~F;K;c>9{I;XDPC?Jn8p+>~;tpcT6$w|ImW4@Ce5- zJu@|4e}31`u@A@-T&f95C0_*Ihe+SN|08?JimWrFJYmT5w^G)Vav28UV2? zOVFwbeeHq#@D^;uRe6P>Z~0L`59Vf5=v@?9e*}mjI}s+@rYtiNGrwll=RGc>Qlcl5 zRnd^fdin-F_V-j$y{Qc>{sPWpPSfv;dJ{}W2Ye&EyZKKMW|i75$L7p>d#y4&~HQimOV%e8II_# zepu0u()e`-_jTIhUbz5L2dLGhkI$`1zl-hWW>M6J*( zMUOX0E)`ZLLgL?|3$t%2l3QLNRN##omO?!{SckrbUC@#wh7st&`Ra9`pwGPEH$t)G zU?ltqXUPA|{sx?(7CeH~Oq=PaMG3tw6RTaZ1bk$#Wr$6^`?_(<%FLCAQwX6Qe-Nv7 z!^H5I?UuA@;rxc|R`%Z|^28UD&otlHn+rcH^DlF;S=B_BHlSWgJ*)l9USRVq?VR!Z zEFiCFholIDSW`6kp3#cC3>)(vN3 zXKEGpog%lGhygoT^dapS4pW)6f5N(;cW#O#p!lFwBa`N|CCn9Ona`e`aKlUHU?#dAs^M^lW%S zF-k8-sQfRX+@j}ar>Co};8Q%4#ACG6nkr!BW=l`hWk5|vYK0R{=Zv0ve{nA=Ycr*k zwPlcxF4@8E+eKC4(GDbew4r!>>U^%HwN>n&qD$9oQHofmYfiRf#vK{D+3C9@iB}1m z^L+odAksfDG*q%hsjo%I+!;NZc}I;YOa1KfPojP`n0}o);Uf57skKJ?Opk9W}~0!*z+g-o>woo?(izjhl$P zIfh>LevEHyF9fysf94!NIgcV!p@z*yX~fCG`!gIc7xpK*xOx@dG;MfVO5-TQyd{wk zRi)FPM@5Mhq13uJ<4}r1XN>yv?PAfIwDvCPAZ|k!S@#&@IP6I;a0G_<=^I)n1IcG5MJ()5=AA!k+rYgBttJi%#{gHSrcc6Le~#->9hj z9LR4p4S3L^fAofQ1hh83!3wh9nGxD4r1fc5ZTAS>aQn#v<4xceL)zeXsX&;f+UkXq z^{buptjboF_9SkC@9YoYGA0Dov&6?*1v+zfX?l{NPXgB^{xWh8-HEz^D_73H;4}L; z70idxYEjwlkM>l|pY|sWS+*Hb>_*LM+=n)`T@s%_f2Bt%b})P~TSQ!Yxpk62!f6|C+U|=EJ>NfFNDOvlST^HF_NewdO6HbVUgLO_$ed${b z3!P_;_Rp;3*i^1c2zQF{lcYh{K)bLVFj%&t(aGV91i^fdx53_cWY{nku$tK z`@Y@Yu;I$Kc?ZYy*GJ=iKO^5uCqaiAW~t>aMMM4Rpj6^0?rNB$8R%NlzVH>gmERcMLC6`u;!=EM3>RO|NtI>0tD5?=GBSAJl;C#||D zf5`M^LfIj^hvy1^$gjRr5j%A6{?O*C+Tdj>kg#J&zeD7c#KA&tX$7y%rKi*7*1hr~ zsb4h0*Lcz90V0*u6^B3Q@LlO8?Ldg5ouPQtHX>|)UbkCojIyrq&R;fz5;Iw~!L?UA zWtO2PNN&>qX3_0Ivu}fEl}7CmW;GW*f1?Xrl6E_JD|!vo44c3WPVTXU9kTB$QcClS zY_GP5TO%Jq@ys91__Qe0_tL^zHO<_NR;FPHpuHTHI{8bh= z)M^VG(!!205iQv;TsENy>?!Gxf5AQwe-T2(p4uymSs^6}h=}w@1}fX|X3&Sl@U6F8 zV%}B# zmR#*7-p&DGpz|QNpLKclC9u>gtt zs*@x$xhySL4J{FR5OVXHf15#gm{DlDMFvBvJF_&uLr#Q6!23m#W?O8?IP>*H{-f8Z^B8`hHb242hi zuAdwYLL%<}UQtbS+IhR~IQ<^JxE-pd`{jZCCy7ha+XtP$_F!`afZtN6g$mKp>xT#v zza03zl#cd7RDbq!{a$Ev9qK1|=iUEhBmdKS?uF1IE~4PdxoGGTqUybky;YQ`LX;5H z-2Hq4ILLNKGjQm1f4%kruQ&3U?`?a(MW&s$&lUb(M=~P~UJms>@__r@L{*hVdPlac zmGzq@$D3tK`uzJ5`dk!9_fay}jebqn!_n3NwknEM(|_C2|NN0550Ix+%XJze+`9Nl zjt(|GO~rxM%@>H2((Bplb2s}zmP;r^49+^t0Pgp6f42KNf1$Ra)8P4^In~l{$5qY7 zn=25>lN2MjWk8*gV=pWNn~t&PCx{YdXzL^VUndYRZ7P8Tgfxw}KqSl{>&cWRIXLjr9Y6>0S#M^1f_whtiSoy8{mdBdw zVo0*KemPR>e|aBrn9Gz1-(KT`m9gkm`c$xObt@gIDeq1+7ZJXn>tDCU8bUUGj&<*# z7JfSKmw)HG6@s5Yv8IqGx)qGw*R*0!tRiv^tldj7(7yK9Wu)g6~VrS46VzRC=X-E9WFh0og?*fKY;Yy98= zHmyDgZA&N&Y?-tjr>-@MbX#emLIQsyfkdN$gR$%?q_wUHb6=b@csXlY-vR8GBhe%- zf0xFG;QWEO$`@ln!sT#MVIg({UQc2O6DEW@PWT5eAYwk(n&$aJowd?u5CMxsF!{;S8 z%qdu<8o9|s-$F#EYDXC>e$|WpHQdQye?Wf0MeLfyWjvnZVE07T?_sWgQw$us`wv8K zTmNLwbqdtAlMh@Q^Q}5cdi=@{>my!253L1nNAUfAX3Zxc*7+3JP-~YhG8_M#k^MDt zJjC@B;g<=_XJWTdp8BtQ?8JoSNAG_<0+t^Nd1Y=~rZl5maV3yX3Y~S(+?nHbf6b`~ z#eAI2N%^ZS*&--?4S0y4&nbi11-k{8_f35+=>q?f!G!#V+Tq7j02JKQKbNfA)^xgo z{3hPpsQfjLQ2#TiWo(fN?m3!W)&KQew2BaHRbdYAJthcCXkU4e^DG{*jAtaDvT=;Dr=1rq+cTz0mntWnzqqr^oM3{ z;N$OlRsK!?w{Y26KhOT=$7kd1%@GH&Q{h5oKGZwwBP(4{VMyw>Q~96w30Ay+NW zOvaY}<>8(pDe$wpC$r)Xb%S^T*qtsQtHPK*$Ti$(LceQk!LGGGN&R9#fALsLvSO`2Sh}w`=bI5L8;8Z&spQUsAiDX#e5eta~1y`aK_; z^d~WBGWxAzi-6}CR+{T82uj*$$vjM#z(4wy-p8SFUVHv_##_(#e(!D68;AWAuIVl z?U0A@bsj1YK1i)RfwKsGuRhsb%=tw29Qng^SYMdf)0X21ZE7&Fe?tdHZP)`ia;7e- z`-tAIx&R=dJt@8u_;-sd41&zeE8sFej0_1vQ*D9t!9K3vcGd1@*e)RLcNWdr>E3ww zox0>AgQKlIM02%0W~l$K!RJpn7-NV)^UwAQ#6Ojn<|sgSpH7h-3VVG0J8ari`w^iv z0uJ5|{gF)71W#Yie+{V!91R=-2#ZD-ie1=AHytpLzTg z8hRfq67`p%D|y2h=8?g>dV{lVXmN@@BlC}8svU~v9O=L9ezWaQ zvEw63ne4$|6Q}?LqB;ZXQ)mC`-&5duu33tU2>zXS2f=)ag*lx`e_ekc8L(%HzCD`x z>t-sU!N_Rk*>e+Z#rZv%Z!Skdu99Zo@V*MMF3oOAUUWKpneuz#a^zWna2#s~uoR;o zFO!hYXBF8(f548`=KOUoa~%il&uvGyQXZaQq|u-I`gHIQJq|)}92dD=1+?y^WFkmk zaYny~d3jju4rQw8;9T{&T?16N?jw;u|B~%r*?76(NYk83_`d_h#t*>6Ejt632erQn zqTGV_!Btfj!Jw+oktSd-SqDwCMCtI|lkRPFUMm)Y!ZKatN}Dn6z8q!Rs{2W%2uej}ZOOa5 zf-oSnTo?4VVjR59ukAXz4P7R90LdS;%OmR`O7Y-;TKyohZZcg^)daHH0w;WV>H9-f zzYILNhx}|AUC6ENnjQ4nUo`G!Q@glPs={ z#F!s!Z+A3RMQ|Z1#}J4Pk6*STZCCrE-x$zavc9oY=c@|_8-2=rYe`fu5O&c}oOzrG zulIF@iSmZ-(*1OpC~zZKg!ex!lM`CqpA=UR3~g&4t6vK8498`0dKks-Ol-=FiPS0B ze;!EV$P2~!ioBfw0AajB>zqRW^ih6r(&D{dEQe^88Uyf^O`>`WzpaK7{VE_P-=R{a zwz<;~R<|`iuE7p#K}gz;f_A0vT|M*1u$qU1OZvP~SX|Y0AaYg?5;iaU1%_QUT{U$> zL=V4J|8rV>Lp; zs$7+SEBJiUy^G75ub3nI-QEfyjI;Lc4L4BFo5VANe=_skK3{kGf3|_w zNn=0Q;jS3%o5VU^u4`1g;b*442S5E+?TP@sBaycbe%0K%*`9Zt$PEHK>6dT54=&Nv z>~aBZdNYL!tdMXOATm1vb7bN4WoIASm9GqyZrrLdz&BN9Ppu=>#McwTbiL-Pt^L@{ zBMcsdQ7(g;^by;Ch6xr-0(@wme~i!EpaKY;^f%Z<9`qi8BeM>kV+JQA z{fE}=Z~RuCyS;Z*gELXXUcv9zn;e-4tsyb?qO>DkZ`&Cn4|9A!Q00Ei=68k{CY)pM z7Z)my%8NjvW8|8Q3|!M*Jgoj!3bUp2{@on?SGLQha0s0W?s%XePIL@tau9S*BA2P;5;IcxH_k}w+(SJCd z;r2=M;-0TuCHMI=qs4o3e~!hs)eN$!7=6C&e)VC5_lnyiLwB|v2nzq+nFJ}2iJb!S zkqT4o9r?kqmROOs^`m)V46hA@>lpd{;NWJ(A$L?pfTfO}J7;n&yflMP^ddr)dt3f= zs$l{M=j5A6B~YCkGc^@3 z<)Hv&K$^d+uh2dx0)%k;srAjdc~>3#wMxJ+pc=DrEvAJc9z=CGq`659;eOU~-(!T7 z$ryUr)LQZ*8O5})6kw`)+ke-pij_j*c)5}(n&^dK`w&C`7l)V3YMvjAPQqXgX->yj z+nM(~=al*EDjOH{%Td(LGq#I9KlvO8ZCDQ^mTM9L;Vo(X@vrgF7j4wKUH|MRs+Ks% zJB-Q`!IOJCg3xQ&Pnw|a59EmpL}uWB={Ql=V4}Z%?-+R78`_Y%=6}A?`JVKo`}GA; z5+v}f0)w`x=-oiNjt<72+(Q`EMg^!EDlr`3m^V?IH-ppRY+32({GS#?2s7;wi_}Q1 z_S3d0A&*uj;Q&*XL_O04tt7!DSS?tU;0gl$=H1h7%36uA;9qEJvB*jUjpY*wY<#J$ zsA10SVQtWIe*_AhvVS*Gp&?O;5I5tNy@K-&5ATv`5alU?WPwNNMeRBJ*+7^W@fp|z zN=;+z9mO~6E(Q~WEAGDfSktKmH3q}N*dIaX<8FnvNlwEq8ZLdRgMN?1_ky7%1&-jh z=3wAiwJm+V-Tb0k6o65tC#=@02+a<_2-O{ULmjL#FCbwW(SL?phIxv)t3`)L*h7^g zoO6`q7ET-`+JLI)MDFoGrrPIFiy>)@S$&~ulEY7V)skqg!9+#tx#f(&RGjb z%Q}DFAU`~4nt!sU6}a%E5K_{tpU~)0mKPt-k#Zpf|Kb>N<(<=q#J2<&g=`ZSugX{I!{%LYRRyXLEz?J9Zhan8f#4 z8Gk7P97^%6PznvIV3pM>aTY%;&W!BK7!#J3U1%N&TqkPrd|ceaT~C;jgqvoAfQ-A7 z@-u|u27fk1tBMh9SBJIfyGv4G=KPaAuk3Gw<@YUD_%#ML6x^@#>fdnMN1^ye1Sq`T?A~$o3}@BV7({6_wp8(03!F`kFBXNHXOh27!ZL7{YWOGk{#wv z&ObN6K~5+^+2RKRjg=E7Z=Ssq#cyD_X2ll_&PVAg7@Ob^$>jAeiU^C&Oo%mDU0*TF zj(=fHy;$%ix)D&DFN5_QR9r9iUXFYf-$vqz(jV!aEM+_t!fNMyoK?|n=z6dZkr-qe zL&gh{Dgxm1w8a?cn{Yp+u^9BhnA}S^HU>As+A~+{CWMkzgk}YMc3}V&@?_>}yiG9^ z6Px^(r1@7^AtywP!w}-_pGjTGEM3DglYdd{77afrx(gT#VZ-J6^zpuUZtnIBb{;E>#^#iM9K{o7 zQ<>dy`JKMV{L2V^$!`HLw(|Wzx_=|*A1s4d~HT#g&^8^n**+oqik=9ir3OCeQna(r8 zUw{aj=P;2~8}7FN9UInfEA-zEljSDRJn$jO!}`p-&rmUcCWX$jK%&os_J7&6@D>cl zh`pFRqWh zz`M#Y;fn+$kxNC+cZFv6oq3q8#)w@yo`ll;hPFn88j!&~zc524Da;2>Ie$n`-qDQ; zdMo>8A_8yJ+Hvyl7wuNDv=vimA(ZpbjG#WP*r%+wiSvLO+5k`!)PIctwu8K;DD#g+ zQMo+00}Gh-EKwDMx;~zhbOTrrCEmT3eGVs+j&2n4>F&hHe*(i@41z0Yo<~|1Nxf2e z^KS5ruGNIT99K1K0}u?{ZCw88Wf)Lt>KgE^^Qn_E@LJEgU69Q3s+V`x_Sa^UzwkV@HWSg(TD z6o3As&$pj3L#s{s+R%+n#*RLEDoA7R!%i>)TaM!DMzIc;E)>o4uXp|{+yqIRjw1uJ zbeTdE=!y8_t7`%n_PLGPO_G8JoF&G>n=qktGRW5ED}T716BS?_TQ8Uqfh0IIV%nSZ zK4~_s7gA|c<+;$V&HTG1g*QDF!rj>~`>d9uv3a^wHyudS^HJCIP>Hsc&a@Ie%O40 zNuci{BY#3-<@!Fs>?EPrLF7+)l<%`zXp6RMq&f$xzHWdwC{%hacBI*;hyogqK#QJs z&H@iv7p9Kx8JxcKdXrSpf9eNyUM+l;_Gwd*WC_S;S-HYaTIXaRi&Ta|L}6d0R^Kxf(7Z8h4{kxwR! z-FqeU`tE2feM$sZMqUs6N`m~t=RI#xRX**LRyFmFb}lz+uWkC%&24|KQ73}dh8M%& z#(x}UhD%$aS^|8HzB%cIC$GF=(3Ig05QHUspE(!*!3_Sn7Gmx6zTDMJC8mr74gl&{}+-|SLVn5kCHAkER zt^gOS$*Dzedh}zgh0f*kN<`ni<$u3xpnnU(KCCK97<`ME#7r@hgNe}l?RnF1Y={bX zNkh9h#1-!4>M_1OBGYYx3g0@Bbp?aJ`Hf+@(5!kUozFuCyV-m3Kz=|?>wZS)+GEw* z<+3@*+2R(oD6^SA>YahjJluKIH%86RFplYGiS&*$BFmc!Pmu3#^K^s;ze>MTZ+|C> zE5DqO{z@{s*IB>Vh_qT97$jdHGaYEc^LZTN>zZLia(DmlQjMBXtsfy05r`d1B%|wx z(4mbi*@{RHC9~zRjUT##rNpMhq|||nfftWP>fe73zYN%_U1HALlQ_J*- zzxjcvkR6X+2jq>+eI$$|nXPs`=N!D$GGJ_m(6;l)da_%r6iM)s-R`g4RtO;i%h#F_I?zuhCfW` z>ZZu?_oxu5p$8n;U<}xvKV+~+7|Kq2u1j2;`&$w8IS3BkJH(o89-Au=MTdd2RhKEF zL9qdVxL8{+KwOXT!ph|9VKD~J79d5>0?}oHM@Q#yj;>&c6Cy+aXn#8_so2hA!Ez9b z5S}%*I&QdV>A@**B*)XY%5MTW0SDkmm5f=gscV9wSN0pT-AA!QRx$9o^|xp3iB0)w zRF3$Ox=%h9{-V#=34_JcrDz>wfez?~=!p#s7O_uo&*AhpTyd}>gnCSU(fu+b-9OGX zwW@+~yYrt1tKu+2$$#P^;v^X|YZ2mW+*IygU_jy&_+={y+s6Ms9>&3N3}{20Hp;Vq zOLIHR2V;@#x`1)Z8RmgtplcRE`+!#?yZf*6)n~|uZaR-4FaQ1!d}D&`mtlDuO(tlcM=CJ}_Ik8Wf@lRL& zb+!xo=hbq9{Xu=;y5I2L)THrU&JWUUN|}d4RoOgCnDvK+=91?+PpRL2mQ$UH|2o}` zW`Qxxv)3ReQNyWelNT+?cGF+P;_V&H{whnc-b=cDttd&g{e}sY^Or|OAgAA6uG<36 z|2~lhyD>cE?0+4Naisp&Ur)4eASc?t=Og~|ApEyudwythbSV6?pZ|}ouMCKC-P%?_Lb{P|q>=9K4(XN#NkO_~ zXz7$j5r*#W4nb-F>F(}^Z=QY5`+obJcmIK3GtV=3tbe%HwXS89=@I>pMZvz8FbVQG zzz~bBNfi-8&0pzD7x`>Z2cg+c*YzuswT{aT$$lK%29R zPULnF5PzaeR$IF+_kXm@$!2HaAZ4xSfMM=#{2Tv(fDBR5I`A%9;0O_zpJ%V+^SEz} zet%eRTrnQjq0kd$V}#hyQubrXUOM$NvJ?Yrq7* z?oq$1>OCIT86$7|zocilp%H1toNY0xGm(PG(|>vPGYG(HOhZXN%Ob;?(L4UgOzB1! z5d>g9O>QrnUqEW!ZINP#2NdN2qD8)N_0!#c=x#xFTZF$V>myTt&e_gsv@smU7j)j0 zfQo~vUm>i%y9z?M=DERm@{vgq8~j#7m;{h z&3~TnX4<>fB3ZMxCVWURWemN-+d88kH*H64ka_k|K>Nc%Q=TX?|@vp+l z%fLSBoKR9PaOIy5kzAApyTD*q8!B6ud-bzOmL_n-bzXupL!ak%raSld>4u%Ye&~V~ zMVKWhaTi|Blu4Lh5T-jc*+g)>hID^v-G3H3mUB3VrX_6k<4+jDJJL8Oglc29K(UcN z8$e8#tEP%r?vlp>sJt$xw29(&ZGh4s(vP>Q?irNM2hGQAQPzdyfcW547&3koSV-Yi z%HDl_LV@*=_qQ_a#Sh}l{N1O0%rF?a^{sTrvTL^A25T@DwxeGkFH($lZnv`?fq&5@ znm%8v53$zU?`(0v^Qc=-bCN4iOJ065B{-T;X+J7-{ZaB|^GGUfK|QcPQTBDS`L^?T z-RM3muu%=FB7A|T>VIiXj?u#8D*3N30YkV_Xd}Ua`*ykx?T=TsSWRa`jFHY%)H0~9 z<54k)*NF9s9~Kd%e}=I_e=Cl$Tz}5fMS)1>!gtzc99KwNAQ?f$%}dKP$UVJkeNm(u zqfZKwg2_()A|N~$zG@yP1`25Y#nSx#&$7pQlndcbb&3lLr&$7%3*M`G=*A#v>;cj| zh0Ihsy@$fS^!U#2xZNmK6WEZoK%WAeSf^B_T!!ci-mg#b@0U!5S>DP82!B7_tQQ{x z0*A|ZH~N~TLfRBo6EPFQ-vlj zv8ZhL_VM&YvKu8~sZcb^Nq>wt^>>Cf*+f2bEkwQXT-489KRVFd5=&-?moE;^wg{{9 z1!ImMW@ObOB18}D64+$SH7zQ^>F_W|S((#Zf{b? zZvfdNt@Zad%{X}6Saq0)>l9%>;zr)3)6V&N$ zW$dC?qJ6@A1IBGz^nY3-hjgTAr)A?XbVm!rVl+23Z(`}0?CB&l=^oHA^b2Xan6>9? zQv4l+i_tL@$h`{V_LBJAh8+>|HDz7w##~HwonUS!0~lzmeRLBU%DQFb^)!;qjQ2zS zq6?WdQ8?zCqg9sY7KV@fZ7t!)D~ZaTpYHG)C=oZk4&Hyi zCVW`2C3l%q|veXr!6 zE?AYPcX74=C4W7k<&zK|kVl0Mzoy_3PjWrQDAaB6ZqkTs-sc3N6_rh`nV$i8xF+w~ z^P!`^{v%7PWWsL6xHJ)}^BRsb8*B_9llW3(Wn{3aHCA~l${XCBW>=>BH3Hl4$E?fE zh@)RZnIvosz;=9q+C?-#yHLmGXOeico0?+I7L~Tv<9`O72$D%3{cOhD=G73Q5CBpw zG_tP%NFP15W{B zSKkLdsDF3Ndf$FQayRjsu_X5HRl#EaC%B35c0k7T=1;#c-uGKC2K2+kDnQ?L7e{}A z`;Q5%{sYA^P+(H|+BiwY2>U)Xf^>2jenR}4X4xuo5_8Sy_Xf%Nidxs^#mam z5eb5T8tT+>6TZ_=p)H(|fyv!dpMp~7C>%4wf*U~C72U3+Qo0GIZ1Kr;CpR?Y{iW~DP|DrP8>@`Cz8vV^cL&h>xNFPMN8R^w4*oH;=G?_~B1W?enl%+S3GeR}m!pY1 z-+zuy5{Nd3!N}~Td@bd3uDZsQA;#QOzI7<@3$M<6$EwntxqLx()}QgB4a1(o_N_*C znq%ATT)1V=!&tQCH;ZJ3R;;p`ci!jHkc#}O_kms>f$kLV$8tcNO?EBY(o3gTPGhVEe!5R;f6MC@Gb6TPaOKkP;T? zlePvS@3cJliN8uH^CG27@Up#$6nD|@Jm1@nzw{N05>_ichuV++IDL(?_4cH+p9ng zcuu=i=4yod2*xsNr$2b0*X|BABrkQ@SQZ*VK5e}Bhr&-?ST zSyt%hIYPYGU*8cgNIv}$DR++81{7wk3U2P9SG>>xpPcmRJKMO&&1xv)a|SId&z%E~ zG-2iy-4&%>jEFPwr{Q-|=)OA=Q(_?vV$N|n{Iyw}=df4&O4`A(A!$wIi*HqVQjt^1 zWJ4>n?gk5IN%ubQ*DnGmY=6qJW;`QB^r;;ho)$E+vb@zc<12WM;aX#ps-?+VhUN+p zx;1_~9FLTD@Xr0kB*i{#(_^$YK^ZD9$pXo4K$Ws5q+OvtDQ{U$wEa%fk2P3>PaXfo z65)nh*toAHl#!k4>7pK>Fr`c-STKoJfRl)6#szPp2jcO73M}C`0)N^KUPzm)2qULlV*PH&rzrr-6@!HLm_&5b9TP7D51a%J zU&0}yg;n;rIlZ1y34heHiO*gj_9;n*6^nm33stob_w|Qfc#|q?d_joHjxk?hmI6Y3 z_~7t}V)|@MFVGnrfO?16#*xIaox=!Sf$6Yf1cdqjU2zr;-!htlE2-&2PG0HZz(suRI-J~ zdWd{ZvNW?*q8z$CtDdaF;dC&nhF8p1XW>EPv{>3!lYg(}#EV?95jhXt2TXVzcvP)$ z3_ozF9}+}M16S#ff}EBop~7Z`cNZB@)xVu~`?!LmbP?K+i>f71=RWn}Rfl`3BEeQh zjWvku4oowpi$r!uU|KR(P|<{t9F#1XS9&9FFKVWemE5(l99|EZzFA@ooO^vyCzKF! z(zcnbe}D50JpV-9Ii0oim0J-1;r)_N#tzqFgOIco!5PlgEll9v5KGHvz4pv#PYL$v zjZh|a0;_!B+r=A+cQgopX;bp>-D46y{?EnsSW26@miD6 zqY(5ARs|w?4zaX|fIZmy(p2|tJJ3`8whS9wsDE<18g3E#KjQzY&=lGa6`fJF8)t*M zRN01|{+;~mfnE~DHfFMfDq8j7XQp1?!9i5) zdaS`7;Ug<1zWU43B+=H(X?^Y6b!zo9I1bo^*Jk#$yVQRi3~PpnE!#`x^qDzKF;+T} zX@6@ZKh!8hqExw5Tz)(qom78dzduY7Wv({IL&o?j&x!YoBCrW0H2)G3U0RV-H8_$+ ztKw^aFR`G&USEMgl(^M%gAg{xNu9UTrHS5M~HN# zkVDI2BX}-V(7-C9+qohGvGW$hk@6#JL`Xct2T8_RjTWJ2CXb2AFe&ZIS6Ux}|Vn#N9 zZZYhzIC~pX`ZAR#h!U4S!`U+96n}L)^i%b`@c7Hu5uhVBh(78u>jpNNr_pSUynoIp zTEY53UH>__!4iheIgW*P+PYyN@+z2puyT~I!18no3BrxWd5UHI&hD4o7vkOSmTmtz zh2->}ty9kX(u;k?ws)R=JxbWESs=#JF{lk1IiuzQU3%=O!FD23poP4*2MH$0ilg1P zd=e*8d@2=Xp44sA*Dxm1y1%)jP=93GeNk%;qVUehoa4cjnE(|L4e} z2k*4E_q1F}f$|5tvwzVMZv_~)LKeLw1b8Dwegtfa6YLm841FXBjhKRmexP3d zXRZCX?NVcy+M4}T5{+a_YEyfrB#AFbp^}@BDAA}Kd4VBx${Oc=(QJOxI#3MU-UMlX zdV_!cZ1;gq6!1ewZoT>}s@;n7tpS;@`LM9|_rf{vDO7*e z5Qp&7t<7YKHb(WjAQnRntu5nipm$dQoz1ukFYc^5hYvq4xPKHcIw*GTr={mx<|PbA zxtzY?7Lbj=ZO0c_pB+|W(GY1e=9ZsEcL{eCX6_seNRUU_dgYvHn78XGG)T0c(cKCz z=XX=BCRtlK+RUV*X+rQOz@PfuNjzjow$3%_S=vl7JEtkSKHv9?e>DsPD?}crQ4LVt zY=NZ7cpl%eUVkNYs5qaS$K`8_|5{}J4EoVJA3SS$YkD6y;%_tVP+a;X;%x;}uFv)S z?B*DxPanLXZum1%mmQx{T`k0#yip`h*KbHQpHjjmmX;k9A<543BQNl+3x}&3;Q$7^ zIpTf$(*BIqbGub$?R9nbw%{n=DBt$IZ|m>b`&qlEl7G|cY4_4vZF_`v!~fyxQmugQ z&=jSmz-}i|i_5(^?Ai2=lpTa9$y!6MMV$BPyNJw<_Gd90b(pqV&XCS6Z{J(yORY?t zXv5Of?OtRUhsn(J>$}oUb?jXD^a**gAa`1F0w?|5H2i6$Cl&*W#zsPJ1hzl~+fqch zsSkfx2Y<)qs%{2%8)*WEO@+ZjJVlLpKL>>fwix`@Q=?6>ZAaV%a*%Ty2h&J`nwxfZW(Ud@X3FfH^sUKGf!D2mqkAKW!lstO9J?T8SlI}Qh z#f82)Da^@JE9<`;uw$eVw|}=6-~L$V$^9_Vyno1^;Fu5yDf;S8V|{?MO~^CBzeDCr z)!>S$^j00+zAfl`J3;Q*?+&@ z?cW*F}%>Ys^Ee{)`%?cZZoTrtz14b?@euzdPT@Xl!iDv;WhjT;E zkO4L|<`W+Q9^O&RzbeX0Kd2nagZ{+I@1s`qdSs84ohXlkN{5R_E9 zeef(9&RFFMJ4XU|XSNQAag9CUhUz+c1Q;TkvL1;wf~i zCLGCn2h#oArofyO$S~s(Cinxs)pd6Qhvmu8xfhqdtU;=GY>5%+-Pr4DEq|x*;x0Nr z*CPI!J|ndt0n`PGV#3%!WcQja_cSa&R#UD-IposhK$82!PQ(YMIuw?7p$&7#8S)C- zqv2gzUYo(S^B2*}49Hq;8R4*qF|q`7=;!Gk3AC~`3-1B~H!!Ubv2IJn_}ydU{W19A zKFJa}9Lm4dQP?ElIQy#Mn1AG`bUNdHK!1!=J~5d^Dipn&7}?BTeB+RC%ywgi*tuaouwdAEY)I3 zHg+0M(apU@T`1JHO}B2>8TmnKtzO8C);dJEiiEr-|HhQEU->nCsefU1@<|0l#xL^A z@P}%9c6)TUkSdc`8JuczO**ZUa=Sqw#`ePE4J!YV0Qnu6Jg%N4YouFAzoD;nLpl$jHtx$ zm~-$`-wGiKVqK)kM1OmH_R$laMy_{yee4X?shQ4wZ@OPkJpM(WHTg}!R)EAs@`WEM zixAF^ttU&YP(07r*Die@y(Q!M^_1?xNdAh`i8PKAVlP9TGvzER>qN?Rr2&<2w8D|dM3gZm#X zVuWGHmi%ACI}Nf}{GI{n^gl_%h!QZ-C8F^xTJz*)D_tAWoU9u%Z8DmE8>0y-!i@xU zw?7IDnMwLxcYoNpdbL&dq>S<{q;Dl92`)0}2h57<%V^D=#M!o? zM!JXL?~UEM`;j?yyqvzT>Hl^X^~U0>$Pq>TwL^VxXPM;e$wyrY0Wr5X0(q^=UV;=8 zrwDGZ7C6=7(y#TiW$UBbmvm99W1B+!hh8-V5hYM6M(dbP zbcd9?pDn(AR4acV$s4IQ-8fb}c=txL2w5?o%~X(RhvK7Q)GwRPgGM z;in-sabsrP@{f^UG%b#5Ul{f+$_-@4NKF3eK08f}Ar`?WMoodC6uyoSEW?VCR?FO5?SC5P7mv8(*+OyM_eVb}Alx>7oUM9a z*0D4#l3up!LD#;%p%Es@k`!nfDrXqY2nPBakoL>lpAuUOMqtW$bsR74X!o!&(`*|c zoej36q$dFgd38BlaU>}7XYOO%<=Pb+p42lG%CY%RHj8dEsEj2Q;;dF?R>}{%2;cFv z!+#QZ3m+zwudwdS&zv@sw2v&@zIZ}dWLFoj+pbZO@mVrVxQYB#(K-UJz6l3c_PxEU zoDGZWpZ&|Tal>V(*5|HU{;jBKh1sy1pWX!w5Tb3_{zxfg`admwQXNQ_va4>R|G(GK z!~iqQ`($#+M^M7l;K$DCzpJPOpP*kG<9`Y7dGWVu=nbNQ+mt57Q7yV)t*`Y>ZbQt! zzxNZ#OFGCWp->^;zr6)gprQLB7oe(7LF&LaIQ;+Tgc)Kwi7(>P*Z*Ua(F!5~^wC6Y z5C7Oh*nznd5rDl{Cfg|VPbF9AKk^mOT)=AiKUQ3$MYW;d?JhNR_>WCSyfE<4-+uv* z^3UzfPH;_>E1)Jub%)V^els>i-dt{zo8o_ZZ~)a9F7&$%<6OM|`ON~vOpGx1<{jIG z7QFUL-Oi3(Qkp?PFZPoVzR}ZVxqmP~4_yTq{6K$T7yo_swuj+j>n*a5j)ZM1Lurah!2O3{>aKw1p|cB)d8v)MN42xQNyV3kwy(qitrVK#Cqy9Fq3Un z=-5-G$Xnl`ag$fNG8!9OkJW2DvJ3k3i;7OoE73jC29f`6%+Vp)d-5$CCv zaU&6Us|;u9GuE;SB^RLoiKel{mkiiKpc+5 zwY9{&nzhPy8h+RR)qh;`Dul=Zv82zwVKoGfOOAWl=lmpXriHfUB$zeBJRcpLUNv_& z7ApKcJOAQgPrIFv67y}Ds*DRp+jZ;lt2HhM?}6F-R-oJ^3+`?`ax0fcQQbE7f4l_B zO0(8hEN@)tCDxOdQra$l{xwU+<8j}Z3}~{9*1u5q0V7-UK7Xv?x6Aqy+1HGNJf!1E zl!b3MoF?Sxf`zUZK7ILjh4ODp4YgtoC~T@gxfhn5ynTGHk`Hj4Plg7XTl-W(vU+JUuxv`!Bi~`d0)PB(Y;<4YVjL6-19(A_M5Pi7p zam)Gd)lb>?3xCv~{!4CvtsQFLgt{KAF74*+>y<)@`Erj?FGhHlGp&+qx#lE``w7b<;Np;xmWy0kAI5An$UAu(CxXMnW9w=92$&k zQkA##&c_z~H^^KT@bkoQA!%G+iWrN&XMm%e((2GGn==}?YS+m%vTulsmNn8&_Ib10-UUUyIS6F55RC25**OlgaT`+ ze~J-r-hVFNsON7uDlPI(6hU(0KVrRE8V${epndR<=-1gdJ#_JN%nrP*0!QvDzjRm@Sp$rcQA~&5U(0!m=4JzW@{5)gmURp}xwUfI# zXIHL7@CY@^sKgWfgVTx33)OC`<1v1&qKn_E<}_K_Zq_zr7Ubj4;v`OE>svONcL&4o zxqnG_*HNCmr>nD)CSv$`Y!@3VY###<1j&7~SP@n>32q$!lRbn7xAjZwOuPMVYBzua zt);3f(8QU|Pzp;UU8Z)O;mD#4XbaN@$R549l9*i#MpNdQT5+Q9RXm3@;@@mJXItBo zUPoz_`)o4W`SYcQFW*63@qGNEEK0GgDt{x|pRSk*iVqFpJ&h4`=-P2FG*b**y4D_{9WIvFp@NuNr+GVbw=%+KaSThvnGgLew|`VG zBV|+Vs%3SGWsexqyzYU0^b%^=l()AX2*MS2{UT2k1-q`cLmWEJ zX|*8sZl0%9P{nNoNku10h6~5-_*D8FZ70PsgnRT&lJJ6csnX~|;2F`VCt>hw zJX>x6pFf2D{|N9<0{9juc`+fc%#>NA8s!W-W1Kc-Wg*5MEzHOA&3`W!3OcJ=8Q+V_ zgl9%+pDSJr_S(0Jj|{oAt@#d6ghD?5Nc(iyPD6Or%w&!GP4mbv4>`9_ zb$0OOg4E?YAx~I)5*ROQm^??T=EJWdPnNDXQGsPxQ;!6YGLsvGzMJ>9|7UPHYzB2g%W=2KswofyDHcGCOOb(vlIaII1P)#< z;{F32=vR^HLP93|z4P%l9EV@n&L-nhDi@|LId+H{`MHP8e z08iU#)E#7(K4V@Bd9JjCwT^LT^(WmgIe%sZZXN}}aaZKZ2zVDJkTRW9n&cc zN1GysSbG_iNaBV-66+IhS$I%1(C*s{?GIE8*M0f9hMaLD;P`wQnRRPQ_>V@1FboIMXVb=X_r>KG|6%eSLK7_iN%@K&uwUKo%NB|(imv31Cflz zR~#GMVyQf^=>8kW|KBY*CxB)Y?&eRfShnvQ&VQ#SX~lheFlF*y3Ng0b1_;wZKKr{T z_*2)*ZR%eJOjasT!*qqG@lgsq9*`tI+mB-9S{}0(sOW!V5m!o$&}ge)>MO{0M+5&- z5e;ns#0-$!!^)Dda_cMxj;gIj9krpShL0rEB_Lm1+ce3@qW>tn4I0Q5>pQmACh!oS zNPj<7rTC7u$7@N^I~`hW*Br;^Y?WU8>0Xlm{P>@uM;#9mz|rv(W)N>Z|1D7Pl5ejX zt1NI$kAYDMPN(Nxdlhnh(_NTQV~L`k%lrn}(HtUIs86`)213NCe$fO!J#n+%yM9MT z45xGlyXgy-v)6KoPV77gn!1=Q_M!2pW`DtHY(KLWU7c`0s|Jpu^R0W!t+h^ZMK|(k zg98gQ1$Q+=#)vWagb!;bU05d_*QAL{2bARYVZ7&lJhyBMjq=<1;=ioDuMH>5%Qzd8 zTJv4Qoqr4e2)k@lu*XQM7wC}289OJCK=|J`LNvOgg#xl*gQ7O5{R|gosB1SbF@KUZ zWZ>$izN^YEOR_pA5d+NLb>&UIl$kM^4HPK)-LT2p{8L7>AWyKZvE`K@x+iFQN4!9|MM8C4WXaD?!XNjAWV%M8RU|`)a zuZ8}^Pn60JQQ2Vq`6ScZ&cW404Ms}HZQ!Rrs~e6FKfYd6?~U}JA012?%aFK1@*d~8 zNjVsz z=&I%OHC1KNu8r(Qiy%$9QFw#mZpp{$uPimOxpd>KAa*G%hG|{Bz?|vtMnb_Dq^@IP zZeHXXdZyFzZ=E%7dSa#~pnm~{Kw~8}uKPhHt#7PwVMfreXn`Z%-7G89iK`8A#s@QW zp4)EQpP6r8cq<8;#AqsJepI?C$@l~&u#7zdGRB|550oT;qz*eQzLsKb(N{9cwFV2R zjQwnCy+SymIFBJTZ2TVd;pPZLE^326>p-$33nIX>`l0 z8jPQR{1b_4_O#%?E|j#1GPdmiGpxm<7%}_s;z!Jh^=VWHTCrEJf8lF}UMpjCIozh&gDI8h>K7!nGR&9{5%%qi<>(VtFyc<{1fX<(jaw9UaI(k&2%z`4Sy+spNn7>o!S^18?0@& z)^j(j6;dKJR5QSKx*mgFa!BD=rSc~)1&NlHqM}%%JlxoZ%g7-;%i5i-QqoiOkVxbk zIib5LE(udd;NS}-r@&COO`>Z~kB9%v{_@EJU%|aWh-aaaUb&igM2~}jxTbZen2cIH za>gjb(VeBZK7ZEDTAKb$(kglkD;^wNzUxM5QT@6$WEr7N{j3o!M!iQ-L>MYN&{b4i z#&7W)vis5_VOsV}_jjqtyQ?%oYNZD$`w$E|zj%>6x7sN!yNmK{cAQ!Yaf3%RwQ33` zor;_tx=pqvPm;AE-!SY~gMQTKrroGK#BU9`V>f@Lgnt4gC<W>G+ph6zA#xblP)`&+BxrkH9gS7D1-Ys%>?zLJHVI&NSEO5PtX6QUl!OH5`ewe znEWG)R3?WC#;&Z<(nOP+v=8^ld-?ve>*nWdYz^C->njR&`)Raha3e_u@z(JIJRDj3xXWfGiKde zfAjAv-W`$sU%jBO&=+K9d78pZtw!ugXpm^3v=hJ6`DSDqj7#hDf6#~ksitjdkesGh>`yPps4g$mkNM7M#rT8qwoMvZd`Iss~>fLzrshdbOcG`R;(an1&*cp zpnvKwj`4!u{o&vyAkqm06~eyG`+t8tXa(dIpnfu4-^SH)o_Ub(H2>zvaGj8=O#qOz)spJpMgHe!li5$4ADedbvDZo57a%#sq0VuZ)Y4npI9%Vf~Nc7M?R{A3EfDd|#RulN0^fm|~N9DhNcH2@R_ z0>lcTikbC3O^W-C39QYM;!g00)&mGrM1)Y?|^Z#-Gv2N{C|-j zL^8miJ6Ha~SD)_oyYcitzRM65xI0TK_n|qcnN%LULZZvSFglA*adqVrDS5o<7g0_? zQAlR`hK)q(mhSSKZ#!>r7+`9zZi2j&afnnv{|g9F0e1uD0B{|E&`1J0%CL^}kxbp3 zZ84yfMokA0DJS==kNi&8dROb)AAjxd1j|5Pt(VgZyA3m~M@cgN(+`$kV3Qt!t{Fh+ zQn5IbJS6R3k1TXg@8`X(}QjMt2C&%1u&Rrx4% z-8hO0U;|yq#y4GjacjHQ8mXX$=f~sh6BltIx`-&cuK!gm!-QT2m6un*Sn7(2Kooy* zuigClH-$dYM*?3g1&} z&hFAeHu_O{7BG0-bC#=LZ%G(AwB2qMqJBdLc{R-?0_v};e%H;$45Z57Z3*U6&i}oe zKg6IRB92onDD83dAc(Z?t3dA4j*Nc@q0z${{wR{T&_PSO-IJy!F87@E57&StMU1`1 zknM_z?w$o`EJgh1Sr{Mj(zTXe862t!vq<*8M#_&0de&dxIzlt=^;fJOVuwVGHW|Z< zn&gbgcucA0tz_a+WFXzn@pK4XJ{zbcwn9E`Q{{qr-kC6VLf`c{;|LF z!?D*)^F#rF2nFtI#sVERHspW3Pik_?;Or9+UEaxW;roM=#bZAnU9;@Vmk7jcyLwD* z)vSpg&J}M8Nf&Qr_mirY>$ZdT_R_3 zG1SjbkH`K95IM5bFd5LO&lX2u_ZRX2Xb|{*PUhDhK^KJ@Scx+IW0ilLPLr#RSN(Gb z)<^$~A7nHWF}9bVvd%MVt~IV2A`YPD%rT9?#3eu?Ia=^+z!ir7&+}PIyP~%Zu>C4S z?UO1ZLIxhI!L{=eXnfQq4QmmB$A5`F`Cd+S{~)~tyLv1@&sZ^e!ecj@0Mo;fd%J>v zjL!xYEL|hj0iz!F-_At6Fo%kS#Hc;d_~W7CD(TcnyH_yTFu%g4P27lIt#OK1!RoDpc_;QtmD`x-63ORB6ad>fRtv z`AaFXoAjyzhn5frPkZPZ*zu-}ip4KYzdEf?<9x}1t=h3 zPsg%8n0^0RbJl-vj(-D07U+?9%nV+$TqHG)AGvO!7C!00)c7`8-{ITRv1@_A&(8(> zc}Db0im&}nBaIcc@72&}e~ffG)zH=GgOu)Wlo}FY^~*o5S??pR3oPF%51Gy3>>=Mq z0sI-b9g+>O^)Ky|wt|@;9G;!7MC2nI?5vN_$~PxPFx8}{s(r&6*8p)?7t@*&I`$m34JG*uUJGB=q&BU6v)V6q23H@a^Zur= zVYQB$+wXr=wF*gV?WLY3@t-Nb9^9Ti0GFm*Eq?41EW1;5nz>qsUa;aLmz3uBYQe1$ zk_8bx)IVjMqd*lA-nzxIpC_`{$fg$e9ib2MriH^q_^H{l_qLZKzAnP`;lN6yxC7xMwBGhV9iwu7nLJ+|~JJF13uUs$#)*)exEE^Wu zvH$aZv8-jWEF|GgYM;iOoqJ-i?16?3=(eUnsFXX>yn)hQUgQ=>Q@xn?jjCE3rCRw~ zkK!4RvJvFy0t?}!5G4+6p*PSMm(Dfb_o3--ubA-+_1vSqG2_xl`g`mU>*-Hopmj`> zx=eqQns=}q0HO!chhTR*N&P`m-@>qoE_sF&h~S;s$v5q(l?GAW#BWE>0aP4xBR!FL z0#nWVQlodWTVoC>yM}S}dxQ(_pan^cEQZDc*gb;Pf>}B5ecbTW@<6`eM3be(_FA1I$7m40vrHfA{fU0q}o^15oxqI}G9 zBD-PcESs=T*rdBPw^(!-3Sv0zo2U67*I6x+n$a6#w!T)X zDD;CgWu&yv2 zwDb4niomUGopaDAX>McbL*T1{k~MfwGxcDXUNUSfEYok;wg8ZeGbrVudThVglSQKt z>&aL&AKU2{j08J{oTY}HbM=LH-~hUirS0eJ*8H5NFgDo{HN671MG#Nd?E8g+@1(ln zjBSI0w)lTWH4TJRmIuw|n2>*XRbvL~!6QFLcjl7u1oQ zW98;A_Izzu=L<_it@T{;!~MRI{kJS5nv#tbu@-)ckoa*0K?Gc#psD1$ZG)uqepb;E zqbuHeEJ^^;xsCFoX{NR8Djj#)fWVsZzz>P5IKt&u$2gi6Zgdox%`Sfp3VRY>SR5`Q z^{NhKcq4qNQjjrx)y-f47aeCqs31Lwnr5ds?>(bo@|B$oP`ccU0S%f+khW=O09wv?0x|ACwG*A=&_4S4=Hx?P2vZ{ZZBRl8U;r-vwemdeX zvbfT8cn8}_C1ZuU*;EH&tte7aj*rOm!}+C6*Cdt}dXX!~< z@v^Nr-r%awn1v1N@NT!0$^xYk_sIzwLZu?D@a=k=;oc6V)kw!fuxpH%xei^gya`Kw zuscY>G1IA5oi~4u`j++mRwfQRxuk^H^Y-|ry|#oI|BW!OM`9V=W^5X)>*=VSdy4P@ zQBC62LIh$hP3g43u|0t+1!M!?xmurYqdqecqp)A`cFHbE1#TG2Rw=ADDFMJw=#}{@ zp(p9<*7v4tyB8Z*X@12YvDyu4CP=SwW~4Rb`rjhD(Jy~Fk2-h7`3y+uBVH|eAI}Zg z4pxv*;7@h8C|=oWxcHwfLtfsB>3+4++0dFe<`yr#SjlQ(Lc)eG3RSXb+xY!AoWEm1 z+++#Ewy=u*#Iynzy|YkqE-(J;8`w{!(rmFGE{kfaV;j*eh0x>dFK1R@Lq|vI&KZUDGM9k%(1{s0oY>8A^ z&dvrL+k%o7?dBQVah9=ir|UBk2T@h*waGs+QbK=DRk`o^T9L~OvGyj+GbZeiE}_Tk zwYZW%Y$T$aT=ADr*l#D3RU_HXGsBx&1jp*)=}LU`SBV_b=5XxlFC4-JpAzfRR?4DO zku?^04&D3FmB>vURqf#){>FL;oQ(vaQSci3&bYDQo91{ghI^euKY6X28Y}KBoW;~; z4mp4D&pJgfg4C+*hTU>bUI)eZoGTa{@B=8+Tn#kDVPjD|OT3+h!-p#=NJw$YYa#lF z^O-9*(PWfipG}x2=B2^ooE^s*IuR9|n6?w40#65$5=7r>Kuw7uwBjTxJ}RrCC9}32 zq^?@Si0Q68O4Es5V?2i=_1GBfc3u(W-_w8QY3&K1A1&PASfw+W z5C5V5nkoZOmX)&D|4fQT!sZb)*j#p^l@W;UzSnP#Pfm&aMhzi$$*-xn<3KTefi_s( z)scY&k6Ocw)L~?Eg8Z2<)~+Jv&Ld$5Vn@qMZHQP)i+d(fC8?8!Si9(NPX{wMu#p2w z>n`IJMEgKnLcW~gWHfhOc2O^+=1hNgtowM(KpBQn&u!D4BMDa9tSy4bn_-932bVs4 zkg8Ua2kAL~Sj(4lJux&=k^ImfsH#FkQe>8_T5Y9E*UGc1eplvIc4v2Zp#atlr7xZ_ z_HVr`x-_&Hm{yw4uixe*ba({ zt`O!2F=wZ+DI>iaByYJ8bCYS2PS;wgDKl7Q_%(5L%*A1~SkPT4D{lY7n)8th`hQ+FZUjI@c*CCPiCGz!pOm7~c-}I?b+( zp2oC`2h+B=&W4$7r>5ZML;lnzKt8RD5DM{SqD{rO8=mHe zpM9;)LNz(oH1rIEYq0ZM>kUFbI{Rv+L&J_D8q>Kc6I$j}&RCszQ>3_IU0mu>CN#=b zMXcKJvc)Qf$)w>O#|67q#G(LbX;( z@emKi5<)^yIs6?X>$SiN-e4|g%k_ZelEfg9xtF(vhpC@ZKDXPyKJp3|I*DugW=Hr= zET2E`OsqA2EPv+#Vfb85;6QDOZJl){K2GGx^>1)#Oh*e91cjXoQT%ZFwfoZ0SD|vH zuGa1hS!S$YBCUVjn~>K`{w?}vXh^H+@9Ezp>eY(FKTH#U=yvQ4rDJ4{^+SSv-<3o% zzyY@nU}L~o4Lzl1N%PH6-w4(9Y)vu?r$XG{zgXKB_zPXh*v((yZUF;U;`r>4aP1}# zD(hxs-kEl~4;cGx#?e4ltOviz8V{1JMx@4~X=&E7qcwldzy*=?RJ#ltHc)=vVDv<} zwTzA0qxX1iRWT;Fi~`a1O?V?o#u4Wer}}Ll$=MT{2pf?=(_Pp?zaaeG{`LfA{=$%S zb`;DpE-4Ic*|G^G(%4YGPU~*btocufC$K(a(gTAbL$582HeV5cdr$s*rf)w4W9`N7 zA{jvan*o2})^NMzgNsKxr|jEvK%77LGwheo@E}yC)SS2qukz;T!`Jk?ImCM%yaze0 z;$9ud?X$1H_^V2`u{vTU! z85L*KY=H&|5*z{qcXubaCAhmoa0~A4?iPRC-QC^YZEy|lu6O1=_pbZB=R3b&xPmPapXj z7|%}>6UPp37)*gi&VIgEqHUF=eHyxl$`L|E^KrjnnV}dnM6+2psFy5Vd-Q^tG%c0WBb&85+2P;LxuCvfVnEfc`;z#+P zFq%bOC)~1PUFgS`v7-1XDs@&ZL;QcEof+LV=l|aw^*{I-Bycz}b6l};novl>eqRMO z#|7o^qbQoxNaG*S2DeP5FF~K-Fap??wCuChKonDPWRh{K#l$#|n%-}B!np9kfpD1Y z&sd=X-B!4iO}{Wzk9%v4#z64#uf*FDQ*lMhuG9YbUw69M`V$8Y$tquqIFWyUYHIED zm=nbvAX6|1@hosr{yr(MlTov%XprcM+*`dGA|S}sunmEv@Aq6KLL5G^*%{Riq0u8U z#|r@6(GzWW7Xc2$Ox=~z#kpqb01{u~|%^;GkcV{46^lM#-D-H#dqGuEu ze@TY-f)#2xN-R@T@4rdAC_wcq7Tp7@ayiEzY%KTy48-qyF#*Cn z4pjZTnY;_j@+gt+4Sj#{nYa1%%(xH2LCr%ftlZ<+D3BtciS1ppnkX}|5c`y6ZAw@qk|pt1qkxWDYj&EPYfKu{Xxdi z+P@2Zh=evL6-_~);*^cr5ioIDR}Is7o=q;K;p%!EV1SxTx5eTER~*S|T>ghk<#~SH zd6O6K*Q)W-#2_Zn5W8s{_$>b(udC0ee30Y>QZRwnWBz}mS3^?@uXtf{49m(aS*a_152xrSB~-N1(a6H8>~w-<3XC zUl1wIY0KYC{gqlHwBH|`NBQx+HADC~psVg+P>G-C(icgJBPcD85Sf1*L4_e4$Q{GYeg~ah-LS-N^0thc0gbMBURt8bua}a{jXGbOTnc3^NLx*XzvXF7{+1vMRj@Sm3f6g>JW`m*VuYw999;T6{dmMpAu zha!LOJBfR-iJoi4tY;++6qjxYeB{iB_P>E3dyyc_@e=TY*UPRw$b2`LS_PqYYgQBw zjp+05E!F^jGszN2`s~D)AOLUs9vK7dL-P=CFGy{rehR&}&Stweha8%16SL#+$2LdT zlk}IeksJDe=P;T|7$o=QzFrWD8$?^g=DL5s`67^Q@qW8)l(#?<#Yqg}DftJl>ohIF zxf{U(ZWL=fFE5IRu5**R#M+uA4W+F7nY{e4?#V!C+f3FSU@6ht-#iG}0v{qkI=!Hn zd7VH_tT6yVS}KghTOStr3ms>Z8sqU8R3c>#|7_HaJUF(Jw)uLHfImB?n_hxf1tWiB zZwZnyp>}Fq0F@T&V?ZD=Rcn_%oKk-zzUJqpu6N}ZoRJO4Q-;>VT!1BeJJ0JjQWo;Z zGSj$ey*JQ;O2B#JE#u@Y-I1~h1975p=cxC0Zp9lOcf|Gd5=1h4CZ>OdRr&2CQbFggR8<*-teGO5H)&9Ro$`KHMEMH> zid!wNl_Nm{t|>~FR6(T*bj-!LXpT(}`@0+@&*EMLT*7lt+0Cw-jEj6*yxqvMs?JuX zTTY_5QM~=BQ4mDERk!W+daPn5qBH*YBht}{Du|D8$;?l2?ZWHfWGTF+mSBI7n!S#a z`QvejpBf5^RSQ(4py=nB>{PY=TtiQ3A1D_;%xR&rexmarVU~6gz*VZU;QAWO|Ee#9 z_3d^DByIti0yTg%a5%()geEQOj)>=3lLB~^LtnZ|f$?)wly`b)R%tRsTXbD^$@#30 zuKfhtLW)VI`p}rnFL+!Z?sR{7NJm z#j3BsS81pUD&3ZWuGZ0aIUajJH>#{HJv*8_Qk8DN_evgBR_qed^=*G^R^X+wyZU;$ zcYl}{ooUFfNI=+gTbJKP+5uR0K~Q&`7KA3_PnSzZPKVy)d!C6d1h-kU9YR-x3pFlC z^!4EkMCROFTGEVieTnkqdRoCeNZBkm^!x&PNMI^J<9U zTo@n|!#UkUw6_krgr|Src>As>e{Cb`)7^35d66(B4UvojxpKJgL1RBpM_vjr#0B_C zGIZ3t^^@SwU`)iOOo)6i)%Hik4r!0-Bp-HyG+xf2_e|$|)tEB3)>-~k2DkzD2y;?S zUI<&bcx2O20^rg1{#?&B@dw-;w4qo$T+QDp1!caSny5;V5+8rV?Kn*Xbl!zFKch?q zCff9-L@}oXuivJH;_TFq(YJlAa4<6f!BWZi&+W5bzP|mTBk&A#>rMw)HLWXvQO4rC zVm)w?a@$ABvy z1DA!&mR~_amFItxabfP(whRQg!(_eU|2RWl<^%Ek?lcA?6Q5#0DmCN!+YqZ#8x~To zG2F#fg(e!AhBL zt1(-fxM@7$c8ip1%6OmE%Y+}~@rHD2gf>8}vCAhE?U;W(|8F%GHQ`qu5Q;vsM2W~& zXdNaN=Qgz40oA-Bdz?+Eq7LCOUF(1zd{?CSuVM=5yhwf?ToEW%*G>@^;&ryz9M3Pe z0FJNih?qetnINPYJ1F_32e+Wvhx* zdef*$^?fVz)qpz_9b@%z(nZ)$Tcw=fIwm+@Ryw$@wzlKr{bfx34Yyuu5nt*?a*5rk z64|_qohIo~aE~SHNh-vAbHuD1m*~6)KH6+fTyQR0p~U z>4AT`J(DW4!_ZAF9SKFd?an5>}Fg1tC^WXd*ZZ37kPSPjFTG{-501NGLe_d!lET zQJCl7BZ|HizI@yD#cQ$slm>#+5KUqfwV{8t^b%zvZ#GO|8`crxmqCjA~Bhxn* zJ;B!CXbYR?Sdi9FzalzXkX8Xi;o6zY^HC9WB~RZb2$}J=%`o(sWz!1_OHx^~3_K-- z*W$lo(5lHnDd$S4W7CHVnI!NdjIn;KzrtP$L4Ap;0 zD-yW@TZpHC#j;^R#qm!&GUlih={%9sG_1)vH7Nq9(%y&fek$Ki9AeRwTPpu)4AknQ zzZ=ORvxL^qD*#GDD*Hl?CAU2<+;vAaE7t}7X&>4NqbYnC;yGXFe6_J%EmRjv9ILY^0GS{ZJmBzOKltIogm^skUCmBsQwMi z=u{p-dSf=^StU!{7wz_?Y2g@j5_geqlIzj&Hb<4><5ugZ6ySR#s%HOWF*SdAh*xqk z4$wy+0LC7|LyTWVqOz(s+w>%%?by!{_hfT}N~S)`Ky($c&DKT!QGFgI(nR&jK#g`6 z+ect}_l^sq{EXVA78LgTVcFS6!;v@# zI%1>H*2OZqW95S#LyJ-ltz`d?q6{aEkiV3qugyZFsF(8`%eNWM8?L_WIH$!N^;Pw< zy%=qI!)Q3cv)rElv~DI`{27990QW=};?cbdQ_XjN!>Ok`Om+T3;jMol8qIsZJTE)z zG`DGM6uSpXkj!PN^6II~qj%p2kfB?NN}Zubzdj+I$9X;9HNNM~|DEfcQ<<%r)fo~G zchF_JQ=eV*hCeQPJrG|pj1a()#F^4=nHPShIz~RDdQ(WIDX5-W5UAI_n$GQR2y8Bj zCXS4Cm=|;&x$qj(IdgvJOiOYEcx}uy@~e6pD(cQ2^7!p0et>$ zV-1QC7T;*>2Z&vmDm@qLGL`!a>AZ*SN9pf;$`(lL5$c1riX?wKi6Yj&_2JnK6Hy^1 zxDS#Lg}fz*pJaI!N$+Ob(X81@V{d;}`6kJzGQj6aD6}br0~uty>1_^o zM1f_&^!sOPW6g-&>(HN=cc160o2(C>1rh)_Ko5XD7VC$;3Vu-AZ_V zpk+OZJR<~Y1)@W*-Zhv$!KT-2i#3nRw#l*}MZbQA=!JmL_Dv+9MZu|qH7cza)i#Ra zjOR~4nqTXNZEt3#?An1q_%e&+6?>^-i<}}8Lwf$G&qll4Cav+L2xvwX+@vH?kqgfC zKyf0KH@kn}aFtov)wEQrxcg#xmAtZwO0G4r812KY)(>XVn;akby&+kd!uV!H7?v{@ zQ9lHyfW`@?lJU%P*HitlB9v&LUr`)Wq^EpNjfmEMd3 z_cyUe&Z0z?8v2&0RM+;BYh;Dc zN^q$??dzYX?upO+;hosyJ&IR*RA*V7`l&LKgNWWB)g48=La!5?vy%KQua1h3;TMll zm^%s?jY8ffK$tLI?F+{0bF|EDG&P_6PTZv(Uc756<%(nI|BRTq9kAxcPYOZfg;N^ zI)Nh}%wELx7X|)fR0|9u1OW~32s-gT()O>_fyfpF_*J^9hN-?sf-!$S4ev>$*>ED? zKj!i0YFW$*>{-Wv{FRW;%CobV;jGW{gdgfk@$T2rYyq3pyso|wpeO%`Z~`!c$MD!k zYDuqvgkJdPA#GE8Ob6fT$XUx*)+_*q0~SqVOTfKoMC_FL9*vKu#st=pZ?Z3-WCi@r z7a1o)_Anl*KefT<53~afC5ZP6qVmh9bed_oAwt%YHIhv^* z{LBPI?v~zBx3!D3`Ivnq+1MUbqCs4qM+@S44PGCQeIb%?4g1d4B8TK_0b?>LyN{;| zu0d*J@dUnEJ(Fnn*t9s^dmP(jt_+nA$D)6RhN38+C_qp&9=B$uf#KWmrWsBGL&30=ZI5C1Cf`{#9$bUJumvrAwA%l(5uJ{ds2KkQ`xc8RLK7 zeq<)>m~=Ukv6WtEuljjiPYxCxb?6Gw{ZhKNp7!cc`nm6|nbqZRG@G!gGNF4803MgG z`Lacp`<_jWe2jyKqV+$(_)`Ra(UMN!OR_?ZTvQrWebqf?Gm3qjF-GHmu4eabKS2BK z=BuzBEfiu>uXkRdoj-TxYMaae4a(4GQt{Vkj$w z1cdD|m@NszGs^r&LScK<6^_S9@+@KUb#@}%D2$!&8lXx-Wc^yS|O@2FUy~ zgW0Djh3E@yE{u6^Yd7mrkxE4_3WIbdSfpKTNgWD) z?UKFYv729sI8B zlI5TLBe@^W7tYKPQhn*ipZfJzZzglGEkgV-j2T7xY{_09>3l&A#9c6F(m0g(4dps# z4nDHBiq;un$6n<9xSpzz(KI#c=VW!3lJH`GbCUT2EMk=7*=&C=YM>pwzSL<)QaLUk zZ()5y6fRzdcY#eyF`u_YIV<|}C5PVZQ}NADI?Ch{)MEvgJmPsku<=dAb-`o+RDy?5 zP`WbMsrORZd;78rs{&XSH5aGV&&KnIj{^l4iXJ1Pvy^8vfFrL!9(f!= z>}M1eoDxi)7xZVxUJK3j)1|2v!_6cXytNhU=fXJtj^3RZxntq9X?C;I?mf=8?`U2A zVXS;5958>L(0?}$vw1TZz;wu@Mb_Yjif`B(E3)i_5Jv5_D1C~5H-$pIB^lf%mZtvnBRLNA^ipeL}f1Bx}@0=CLBR_I{rw41U1IPOIm!yT!g%Ceq^D3z1ldr|zRb&cwim5CaA?YrGRjIBj=E3;d5cMvs0noo_e7!pD!*r`o@2Lu;_bUfma$!{@c%Y?u{!ZmUvbDrI=;k z6k`aU^R(-GzgU}DTAdwwPQS*!%*MmA9S7oNC7vG9em&kLbYys#qv!I$vSKzuJI}dB ziuRTIYeG59aM$BBPE}WFWvR)(AE046xlMu4L^fKGf1IyU=2fzg;9;Bs)Mr!+-c*vac zi#IZS5AmB0&8cQhW#^0ZXEGZYj4^o~x#z^?jj>(*L=*>Mx?Oiw6^gj%IV$+^7-xN7 zG019jg~uhJc}MW}q6NXvoV+?BPm85LEz!@Gjo%T^k1`yWX51<)r{Y3Dmu-Ku0?qwL zTDD*y(@NkY@uKIf2^6cP?ihDTzW6rkg6sGr9}B+RDPSpU0iHb?I-WSen+o1tsl8?? z#Kxi$$yN!5H@z~qBs(U4K-fo?{d4LvAhq3Ua)xaspB`TRJjRR9+seC7v3BKhv=Dsn z*n6Pta!hGge$1!3=rdGti<*DE@Gz?T+Ih_OXwjBfS+R-8i0Xac$e1EM1jD*S`hu7z@P9GpZ+sqKQg$=ciEQ!<+5sj1#vV{j_Z z=nvBB{Msdq%(cY(P8+?iM+_4%)NkX)2f4g`>{FafC|!?Z&_W5Yoh+XOI4_5FK9kO7 zUzc@M9&1ry1_Tm3QPY3E*JxyxjU$A?zVH8%ZLbeD8OF~KZQgg3ei=UtNL;(UnLm0i za4QNWa6DYpUH=$I6TF+jCpI}t+Ay;h!;BYy`UK%OM2G}VvAsI$A_k{F+zG?}zURtn z`qp+2u%Jkw2%Ne(NVAqPPDs{Lstl2&KaR0AVRJH+rD^I_*mQp_m04BBQQ1_6lKhK| zjDLn`)c}y$$qYZ=9Pi?II|oJgEq?i=Qf`b}5P7pKDoWlJysmyo42)!V&&q((InE8 z*$QzBc`2UXh>zpTW0lsB|D_b}xQ-3P1Ly!|6$sKqr5u0k)~&6*pD$V02Zq2MKdS7G zKaaG95V{KR9Nx??UP{Lc+ZBbTHJ-87a?ie0VDVeVg0=(>SY5zcmatO~1qS_@7xp6r^5ZM`3+bS%e)%lkTD(_KY?zw=zC4 z7YFPw(Gq`y<8e?V@LEPcck{s*(fw{$7G$@T+=RA5(7c^4L$dN?f1>jchQl)-xvU1D z!J9?wQ{a)QP3I_XtFt9ziJ<#UX8ZO)V9t+43`W%Zpvg|K8+aY&1TQ|UHwKD+udx-3 zL|zMl!^4RD12u_^cdptimjYSs?x`_H5SCvG~Rpg1S0DT6;`6+)C|<`zW4^v`nr1 zofv<9)|7*l(CFZg#{wH$bB=b*VW;FyFDcehceLO!0R%3hy3%_bd#@>G&W1No`_sjO1a^|b9 zW$MT3oAX{EqPxOMnuO*w+eNAY#|$KGPZTWWj_BLWwp0C$<$zq91i{ZNja0p(CSB_j zkcU5W)fdn6D;AkK+s=V*-YHC(_~f4;Y2Ic!6)A{JJD&Bzxj1*At?HlIk3$i)>QjF? z-VU6rYE5=$PPF$5Lgf^f0zSt#1z4#TF&X%U-}^O&@uA}0gcj&reQW%FCD*>N$QGCr zigUVJqZaR(D0!NE9O}4KwOJn-=DaGDM2=ZA)`(~3HcaO#kT$08)@p$(O?rpK9<_VF zQ6`0mstYjCHyDF(DdtHg&tfXFJb8asc+EaP@Kn{rk@PUrt-p>Ua60{jIr9yPW$?IT zbb;_2{Mf`EnXmp6&(K>An9+}D@XshYam<&$en>#5RT__QV?#}|lA3D~Q8t?-g@DC` zaBX6(2`wrwpT!SqvP1$CL-^{`Pm8H_*yKd;r^zls?-!qBFI;zF z(Qo`*Q@=YKU1056RU@>}ewKeQv=$ywujsAkaV6om&2MIiczPj&s^1?H)$NHH2 ziu~R5^9nQ1C=b;D%}1dxfh~zNyd|0RU5ACH9+T-Pci_SatiDR-4(7hXegG#8|0&u_ z%k64aGNatb%;H~;JCuKVUuold4*zFyt`!}T3`mGeqVovbgeH$7FC7c=Ham|~>sP%~ z5l;xo=P$>Y-i_(Q(p^vMD))OP$wjYb#Pg3mYT>uV9&!{!V6;KSR)g^6ru>$=8)S%i z)qPHcJADK%5vwBc5fNQ>xk`3Jdt~niaN=ZbZ_m=265k6ojR z`jfB2xm0JbO|RVxyPT=w{rh7>zmNW=xAX=VU2PghT>HrhpoqUw0RWa8y+$+H4Bi+9 z=7KolFJy|LMY2}7Dl{0g4K|4(T#PN`UVKd-P^md-{GNPp6}a$-uceB782hCEF4RM} zW^pnt8x|Oq)`@?Yd-p^ul4aaH1&C-<2!%OFGj(SC0V#mxQP@6?I#?x z$4DBIeK9HLOTn>FPdWB_YLvsP%AWq3KYEVuI&paUZ~>V z`q63gkBooUXO&*%udhu^gih`?8Ww^@ZyD-)Ie4Ju~lMnbtH z@X)CeiV*&r5`WN z4r`mp)i0izo3Zl9R5=;gT#L2y#WBR)-^2h_V;6t70lt@M2p284P^PTImW5RJ+^MN8 zu-K95w>*xk$AMc4?sp#&#BSKT5HNg`iwwDF`*W8yTrg3>O1a?TLd;wZqYzCPTx3vd z&QHi4ECQn6ba1w1vLM8r7W`9bS*64s%LV{JK)$~%%8p9xKhH0n4sLd&7x=Z)n7;BS zV31SvtQ5I_DLSy(4hOdFQ!WGtT4k57wRK+flivzT98Erw%-joA2;(OvmeAzM?y!eP*UtNcrH zOP8q|+ekiG_PKBU!s`Jgh&5A(#n|K&AIS)R&h*=O!ARMaNc)G{_ndQrI`s>`g)Eom zseA_z2|-<{Z$`qWf5vGK<-2O#<*A?{C#wbGrty400`;$JKyv=3&`HDEA^IWiPnyX{ z03xFRY1T%vZ(-eL{0MUK)Cu7*3UHZq3<<6)P+nh=IvgHa5y`i@pE_t>b#U+$m898! z7)M)v?jL0}V#FU+Nw+*dE?ULG1D7cl4X$`O{Wq;_IEs&)J>@SR*zf&wHFICyXl0^A zJ(CELWfzeMUY3VuounoiLsWlG#Qm9?GUdw2%z8R6ar(dLX#NlbA5a97&HYb9gq|EE zr`|qDU~$TI(q5xO;O?Y$j2`Z4a!JL1{rA6BlNmceL?$}zysZEH7%F&r^_2KaI%znz zei{htt3O891mAYi=?-F+UM+7;`8Q~p6@)0p?zzwYXB5cb>DVBxjv^YyTj{C&v1I5< zw(Sk^^Kem4_z=a%mQLfgv&ML3?|-9s#|eRBH$nD50)To4D8NCirOWnHynVHQMq{&h zRo}l1;o3`aY2VK)%1W2bGV`C+&&@uRRkl*o>a?q6y&e7geS~3N`9FR7^zmV#s%icI zF?XJ3d~PNkxVxXKtsW+ChE&t@)$<)#hoG%)rk^DC-s@ZUM_cpL^y7x?-8rx9!Bku0 z<@9|&RvkH-pFhhy!f$at*s#xk{JW8IMDJPF+PcA2By%U39ui8V2lEX)NT7-E@@9&E zto>$^2Ds~0Sa!YLr?|d9pHyAHzg&!E3;I)^+j~ZRKZtQ$R2Kzx5rw(m_aQSv!h;ES z|IbJE3(BEMKoOxSZ9(76t>qogtmp zY(-tK1~B(0xi3x?=8^aw1wb6eBh9-}G-=kIEmEA@0ouKw)veR#ImP=htRP9Zu-~cu z?}r`oK}N_q6D%evrV&?vk5ZQng9yHp=*g-79O8Ri_An2AGZ^N3IW;ik{xRA)@81n{ zKpKz|bGqAc3HnUe;|`p<-3Xace+Y`*<96`aAddAK89d5z0n3aC+K4YSJ|)mqG=E_K z?}>6pVH8^LaMAp274j+IDU>2J<_D(sd@?=xJc(#jg0iai!Y22BNqL>&Nk!A|J`E*| zBcKVApZ;cTT5!=^+-B-Bblk@2uKjTWm~odXC`vH}f{1`>Ki*$d6JBJ!pW|O2ccbn4 zQACFgr7}~2ryiMr(w?h#ulawI9Y`RS^tlJ15!hcK!Bc$6WFp_!RPpw8PnJ`21+fHl4ac#Q6>^40gMgSI7XAN_%GGiE8HiG&@+s9>9 zm12EfKnL{sA3p?rI4}TRpbgV{tRfOckDuC*oP7T4Q-VI{W+aw)t^qF7yVp zE{yS%%lM#wt7_3O694Pg#HB3v8SBdLwzJl+X@NMbQ>Mj4W3*9*vE~>~)6)d5d$HQH z)o}m$X5YZqgMCnr&-(y&=Jt?)Sh-{#)VhkKG%7sIS zf&H?i_#<$Y4_$ml2)DbP5rxy>WL4Vq{^(c(1~t8q&!aR|x7d{(4;!o88PwP^bAy&o zz}I+xFbsI>{S!IKvFYI_OgbK*Oi1@P)4fv5euC}2eYIu?f0g@;_?7?TNw(#In2KbX*&MZMUO>UY)<6G1R)#X6+bcZH#|(6!Xhu zV`!KXU6@)vUT$kkb=s=@1nfbJuj>cn&9<`U@!V#`%krsbx*by;ZFY58!-;)$vGJIF zx#(hWKWj*yo?O^Fsp?9Km*E;2%G)I5l%2DW^8R?)bibI<$JTp$==xZHs8H2${b8Jc zVuVqJwI5+PiYl?<1*Jdey9%5j8ePx3#0zLsC7|aTeLt=4gFMC1^|19OxHuAv?G%5} zb(r~a-3@{C$a!j_YGQXQ|LmXCAx3Z?`t=q1Cnsv#ZWMPw`=Xiw!UwlgnA6Ky)62=6 z6iegC|S~_hDmjFU}I6&)p(wND}`nGi1Cc!C{0vJ~5bQmFlF0;tm}l!Skz4~aj$In;)^2NI1mO0JNKdnc)xBpG$7egs6w z**xNU4P3iq(0C3pT?dne(lB|oKzAcOH^uXguE#x+Sc~NfB{_b_eu&B4hB+aB-{C_T z-4YYO2ChT$s7ul)hbK4AT46>8P%j8G(D0;DJfxc*H<49oBx8KmMPPUOxFb@yV3)Sy z@pfEO{h=(X(rZjgp>wrlAn?d= zH*q>A>h8@pzAHCE#!&xvxEsfR6#XD953dAn4AJVi-Dv)eO=l5W+ZQ#oCb`&VgD}(` zd9PVV_u{$Y-};2MQB|*w=PjQDZgukZiL9>k>8zW#gZk+d^40us9kpj@yxtGmB}3%1kAC+yu=0Vszc%Q4uY!yC``M`8BH=>3uXDsEz+aj*#CW?;X`uH z&F3RR5`L2MNa5ta8D~L%r=kpX(Ad1?ig)jA?T9~OdlTY37i<S23_zT7sVZZgH^2SWaGS+$1bLpdVFHW*o@16TjPN;%|s6a!;*{f3LK1=50 z4<}uF*OZVjB{DeKPZ>1a4GB=UQjy^r9-flzRLVf%lVGW^ZK{%gHxe^yI6X{x`}Jt( zT(-(u(6A|9tr)UM<_l5IBIGd@QaA;&#;hTj;OFrcsGg#TNt*hPxtAY&4Z59A2Wc%m z4gC1dYqse6rkdBA)?IJZl{a~&{EFqh_3Do(B0u@(JJ-#5`#YgH|)m8q>s0=rp@QTg7LI-;@$8% zzTq~jrT#3|11OG(e2 z#Gt{LP&V{}1ibh>L$FCXzM9adA0X-L<;toP{$#omDZ{pZkfN$f;zyL_)9~)i?oqXM z7xUy9)=tXaCPy?vY*?Mt;+|k2k2G})MT_@hjnMdMf|`-2Epc84!-lP~V}f$*Hkt=V z!bAiYYSJzjuYMR2{sZPt!=hsU1VSGE$10?xKW)jvRJE~O`tEfdWq${nEKd#b5woWv z$s+N*(MxrIVcK2j&kVaZCzMN*BS$0rjM!3!qDJy^4Tz*&3s_8l{5Ly`OH`d~Xd=<{? zLin1Ws&h&cqyW8za}@j=x z>N%a=U#lAC?EgX`ku<-ni;;^LrHpYn#?bg}(&Gj%H$9q|XnMOEjsxl7B~gT{6OtpZ}_kavG@h<;~e@lpMvB7cTrWmv~X z0G&|rimEhr=?q+`YQq3{g{qiVf}DxjV?AwuKirS2iMe)E6{gZ;xnwHY;!s5C&Jmn+ z({MQ&g2jTx2jYNKR>I)PkqnA(WYZn04b%8Kkqgz6=u*%ZSK=!?hrfR<6VtH$>$S%4 zB%P_hNoq$YB>jik^UviE5jw(p`c~-lW;HL$`!(oQ^J`#aNI~0ssV)Kx9*Ybc7F1|| zQ0II9SCoJTj1o>hVVf9os>JNiO|#+n)0oQ z*BKunCn`lcA?*tOU;Ei+)4}P<*4F#oY|pOkXE~XjC7glo#o`I<~y;@-*q^DUo>o14oxQsHmuFl{s`jB+CuyZec1( z8?keOJmmP>JxO8+q~W4>)lpLy>!wr+@P#6cGhWTYd5(SyMV7E&i;}%0AlZcuJ^mE2 zMSx|K0n7*Ruxf5NE@{)$hQYFby`1#DJvTgKh3fZCVffuGYBE?E>}=2Qg(D{&rD>>n z777VPirStvfflyri6Y+Vj7knvrpsy7UoP+Cz%CUxr_Fz-9d*F8L)+x#C{_izfp%Mr z+S#kRt3W54h^w`VE5d)sgiH{31Wf`3T=-FAo3O8e{P}!M??M2+PGvTKyuowNKiO^; zwj+@yhg>GfCvcHrjiDkl!(d1)6{@gWLQcp|4JoJdw03N^-Ud9G3{bdUkYfx6UXH@p z+h)%qQd6j{)cx4`a(=_Vu!6Jw%dZT7GZ8uWhx1>53ud+#EU+5zWzUCoPh5;&4i}!O zVz&jrrCTh~3!-E^EC|Sd>p}d!hy2lINg#t(a`mI8KzC5I4grUq_RQd_S1r=;tnojs z7$gu(3=HHagWx(?P0XTa220q#<@W1{lW!A!pDF*2l;ZwJCD^!SZ3)(c4Q-WpoAAtB z11IyW+^9SM>zspBjboN+QlSzrez5ycqMTx|jciHbguKRDUq9!6ywflGDaZGp(fAcT zb5mB0D}$Sgc7+_ARVkb`N8cYBXqj4|RoQHfeMypRbUi$zF!g8l;!Ki~FWg3jQ@0|G zz%!@R+lMu}3ANPaErR84knmeC)Tj80WCstHN=J$;VG5tOiN#{yn+Gs7U4k`lNibr} z7s{kIm1u8^Tc(eHAtE`$g~V3)%8wSGm1v-zg_@Op-^bYA;OMB$3s%Bj(v>ItBF#@V zV}lFKVE%Ja$B+W!{=?76yyVl!+j4NwVEQ|eyL9OFnK3A0Qq33G%ma?(T`^qfFqQZe zBKXKK3A=DGevW&rx!ic*!z36osS!zFHFgSC3 z4`8T{i~I_IHE!Ug3(aU)=WgZCcWI+GPZ8+nrWom#Zu?|2VWrkUEyVPxSGk^wC)scs z^>E>wr~E}xt)_B~NEWRPe73a3j=%UH6=iw%qrnu%Z#P5*At@vsPVy84Y}o@2U!N?2BcPla-!(IfK0A9X!34#4G(FEIrVBn zS|cL7&bkm}^ZGk6iUA>hBKAK4Cl{CT%mIEk4ELLHe5qRJ{$OUo0MS{!8VCg4Kbc;^ z3G51g_!wYHI8y4}$z9Fxw*|=l)%32LL^IpD5Jo|IK|);%9jkjIxyWbZzrfCr$ouE& zlJA-pb@_MS#nhwu-ygrSJcHfs#JidETt`If(#&%7aUH6Bk!HEg)onxyK2mv!Du949 z)7S1Mf2}yUUYIqz>tLDW?Bf@;eW~ZtmHf|t-Nm;vNPwUElsumtf%tO8BrEjhm=cJtaT>eFr@vVPC>|+x zqf`SakYhAe?Zh%TG;=cCR>{>O`Sij;@F=1I17-&v8dY8Itr1Lv-*$$BKFWs){|4WG zK%LFmrT$FudOorjV*AVNnEwune5x=@qOjQ{aETH^$y0}Qs}`an6Z+|LhZj_J>7tfL zkISlbW}puVWclCfyJWIjA2!?vVn1eAS}LHf?^mr~*uPn~Uor3c`;*i%Pjc=)+F%c( zi00tBUa@Mux;`Hjg>!qWgR@bN1eAuDRBpYcFC+k#{ZHz^IcR3jLf!!*B>&-#&ynHW>ncEfe}&%|XP2B=McWKZCg8rfqW}FW zXHT68qHS51MY0f^)7;F0{ej~%Lz#!v%h{Ooq6&Bf>cMV4LJ3Z`ayxEAsr0MbsHTh8 z6ic${?_U+ zEW|M6ST81S)4NXdwT9xLg`<+-*RTN3Z)GVmy1T=M(p1;gpb8js!+L;KF3BO#3URvZ zi!nj_->n0ge5&q>IXrXbG~nkAh++(yfr_c;1R zn$0tR9Re~?`uGb)Kb3=j2kh~u%gslz?>tUJ?_J_)%6}52b27xtq}ABE%crezC7Hx) z)n~)fRkrvVVNMN7K~L7By*jZ?FOvm&bXNuQ(LcsCEesjeEk_jPbj6j=UlDp7YQ3t3 zzq1z=)wFq`zWWZ{pC0nPhpXjftDX5@1iEt0r+o||4oh2mKU~;aOG!;enxcWxU6T%xKR$F3+;3>h(t$Pakc}YsF46VkD-IPlm4$N7`@Hu7&SK z!}64~j04G>kJC>AG0Aq1TF!<99`l64v({#WV&+iabXT)gVE>Cs6CyI1=oYY^zq3S7 zc?_Rj7@R_X9tySDm9-&%x!Fj#;ujl?@+7UCvL<5v{Ph(HchPJgH=Pgw6O(_N(&zPx zB#F&LEN3Nd-R*ASMtKi;j8Qlr{ho8jG$IE(YaAmFshqDYqF3PCcs*;8o3;)&J-n*1 z_Zm82|CYxEhvAF7tNRGyTWL6f6}W-vKdxr5G3g6`c-0`SbzlkrbCNCJ&whb1&F2@W z6a1YPekAxbk&Ob?rT-NKQ!BAR17gj{+@`q#=QJqgjl#Ip55Cfgl^tCo&T+%Zavgz3 zjq01J4nwOr1(5rl+zi2RY^Sa#h67GR(O9J#GTqB_;2yG#01{hl05*NHc_yfB{7zBu z1R^Sb8T9PK#!QnSA|q&geZ106@N_89u4W{6GtEU0abS5V$hp9Z+q2;E}lcg4Gn(+~$zLQEYCyyDV>sJt7UvHLat{yUP{}5AO92o9}Gvj+*a` z$7C2V>@Kda)D1#6T9MEJl!!B|Z09drH;SKs{GF&OMx?_RMq?kJr|y`1*(?4%LbU19w17ZktJF(fZyubb}lHjHSSZo5meG_##@TI__i0pbdXQYm1vWVu#39H2!dI z!lM3-`e}8E32jY*2$3T96kO%L-Kr`usbGG6*@i*^gmEEqY<5i->Z_!zY7c9(*Q+6a zEYZJ~y#?IvPkR2g{RDTu1wZGI52=U0!J&V@5^W?6CB8+ECcnIOlrgRu@xeHFy;jK; z)35Zz*psPLXU;po-6@r-Zz?Qr>;_h9r!Ac zBQ?0%c*gkHia2mcZec1YIM4P2E!5_J#sQrM|H}PVijl4PuzpXF-ZS~%K=)coG#I5i zauWONH6o3(19RW`nV^6ulQwR;m^#CQ&?V@w-~9fDg=^Nm-N9=nHW^*%5%5(?^e$Fm z;;3#b{iSi@HKK)S-%}LQ&&CZ%NzEr&dSYI1$8ZOhzEh*gz@Ab6KCY5u;z<5~V{ZuQ z%O+>byQE~#)4mkR=+qn$UqSw2OVAXa0xy-@)uIbt?o*~uo74I}i#<;C-Tv)XlxCNE zYsGL!7&I=Jdn0nQ9z#s~V4V7u7q=#E^-_`n2B-v@5*)Ss@m{UUK)WtGj-pd=*x$p6 zaL_V<>8Rq$ifp9;=arCkt^3}8b371_9RSy0#*?RI#oeyI7Mpbqdz|9f!tKcZBy0GgHqE9m~9| z?oT^9OKe}JqvrQ_pfk;dbf1!>1Z2T{RIZMIa?>8pSFYCSM z{yH#V@T8mGr+Xr3$#ZhU--3T#ok^&_9qJF`LQv2%j5q#{aCm+?f3Fd8T>BvGC6ews#; zTOL|YcJftO<~#Eb=wCUF{V6{VV*1)%CebY3PvtbxLiA-^p66%w0G|qD9IZEZo`&+7 zy?iQ@Wak=I<(cJbqs5&)z^_VWL`;=@pwMX6Z7U70|CKO*B)=wt#Kxx*IIb3=m<|U8 zbDbjNvq7G#jTPaXAuT^Xkzpx;{hx=-q2=62F^K*i=(r80|Dqy#{_>wNQ)MBEGF;eYLa&~Asoc~wc}WJlAuD-#n9FSIS`6M!_S zJ&L*UBb$wJ#Xxh3CXIbJks0m0&9Ag801Oi7rLcctNL{(`1xBZBUG6`PnLrQcNv(o24uAoB`}5~mxxlZrm$@Pj@A^(D<>vP5+E=h{0uAhc zQ9EeE>LahnTo$5Ck*3&XmtUht}RwTysR3tQZ$pPn~K;cE2Fh`7P97gxkv|1pU#}5rpex>etI~F<7Ab z21`|7S3!8+t#kY&kit9B7{~H7d*F9}+jD_J#VGE(A`1%o$$dpy8y8!f#Ns0ga0azL zkOTZmg7nr6s0pi~qV*HLfIC5rb^Rl(IpnZ6*P_hZa-M!c0#-b;MiD~Mpk|DM4fza) zL64)RU!XGb2C0^xp1k;l8vW+^R2u8kX>%6E3CYlCk?g}To~03Oq07D*S+{F{#s(h{ znLqwP2Da$ssaRE>h+9Q%n_V}3Dq(j!hiEOxBbtcjO|Epp70Md7QT&wrQMpKRdBUEx zOK`+5>PMosNCLve{|d=ea|s0$iYOiX7{$ZTk}kX0^RKhAHyu;-%uuF z2&o^^`w{a@F93+$FCD*$=O8y`XxK@M8tr+~MR-S87i~KDY|9i{6F^9gN3LFt9XzK#Fza1A)t*7_HSX%aF$k3l*W7(^3@x&6^Xaj)2YOJr%Xrr2v zXi^#U=RVBSO(;2(So7|G4Dv7e*ZT@UNX8^|U-u|+5L~^Zzo|l3e}?VC`8oTUFZxd) ziHcn@N-fv>34a;pja9o244!i{r@$U2aGIbMld*A}zmd^*?T-x!_$_MF$GkwFtPB<5 z2P2&C^$Bt8AWLakqL9=IlYIR27o;|Jb3Y043*z*$u1*L_Hr@$;Ab)5Lf+;JTNc2#5 z7h7g(hZZEARUXSOLq*D+#OW3q6!^3}U!_rgVG@1}J_);$jz9Lq4V2(Z{{xWc9_BP? zmzZT`8fdFi%!nYoYPT=IU?_UramdVY*A)qhVF*@SdZ3=Zs6rM((OuSEAHJD~{w~&q zb-9ws7P3t>GS{tt%kZ8z%~J_cfs= zv3!;YWM%vD$}_V`*;mkfHW5|F|N}v?l=&(9w<-Y!cY)^pu9XVVp*IM7BUuZ@l<2f6mu`o*FOtWISi$9jA*CSgic1 z#_1HAlXQKR9mGPFK-cm2!nWqfV>GvBC+&x;qAw!0cw?jWoseXs&)>hf8Az}0NbQoc zOdM+LsdkP&a`SgQ1x0aZ>lH{WSr!%>qRKu@`BU3OBuWQlCkw(}g5K%6*1|b^zvNNv zaRJkdVZqaXE^?Ja!cm3FH{D_sYiMggj^V1V%#ZV4M@?6U%0(R~6$6hJFN@7I2-`S{ zvTaF_zS%2tzRFs@Sd6ar(d;POmI0L$39Tip4sdje9U~MzdPXZO1O&uH4DBv)0S2UN zxt@KMY>tP9M)O2yT43g z^NhF(X-@8QUcGlyUYc48?v57%wC>6D$yWVoCdj?(2_EJ2Dr=e58^U-+GaSY73?WK; z#+l@QVuO$v!5eh0w;=ki+_`M!j#Hv!i*An-%Kmi+M0Ydgu_Ia3t7V@*=foccC%zhz z%M+VNh$}PM?L)S!r}gCa63n`TYZ5stQMu+E4*em?eFZgAQ{+Nncvoa$c>1~I!4C03 zmN;Va#8n&cb*0sx#d%_g#>ET3gk0khRI0ImuCOQ?5#;8#yvqVHesUMkN4$zFy8x<@D$WflY-YMD`$>a8s1AKB}Q(%GelVS7}a8O*Lq#2mJ3{zB)> z658z=Sp64|c=y+V{uB$tWURY*NgJ79R^5j~EZ@%Bhb7UcNDws<1n7K6AcQ3#Czl7| zAEwoaIQSu09+VZII|~7&!PX73b7CZas@15V0RsV<^#1#4gSd1PlRze!m_F4;(abqA zV6FJ5P*HXoL$Hmq7+LgrkpwE&i?F_?&6vqtM?c-+OliHQ-MSJyp)^O+IQ-BH??wqI zD1Co%;srDP=i1a6}%9%HT_P~(piC7dtD+|?f9V$|Ph(?;| zLDjgzBWNiRHzBLnuDY3$B|T-PAWND!EC8)1Y6ifgkWx;mx9}+>j{U*UQ7r^Utt;T&#BZTuJt(uJH%A#O4Lf{6jMUJv+&|+SIt|fdOOf7G1lLI^+Xr;TG5j$ zV@3vZ!zLS}tVxDbF zwmBc053SH-K^FwXU^U6 zY*>L5#CNOU8MctJ0QGjiC%dq*4d4mYGjRVYkn{#gYc`y>WMxia05Fde7$o|$!6!~1>aIhWAlvA0_+8|Ng4c%C4S>Rp z%kRX0r{a@qNiXOBwG9;h6=xUO{mC5T^Q>oE$$R53dx$$_&5OcD(iBSWRMY9e;H3=%v$1&?s1=c z#xH6Sxqszh6cF1W-->%?hi<mcKhrMYktu z-mgpuvco>SoO?D5)Vj!%Nx>8n;c|_Guo%Q^byG537j&#k44SPN$bOZOa4-& zQ2*w`d?&7gJ)2s@3wd5I*7H;OH(XcQOi8c1k)RRP+mpAkm#UZNJu2B4LE;oBDU!X| zLtE!b=nSyz2yWSm@oRknafsL4je+NI{FHR1=Ij!q*Ui(TOj>T63P z$0!D8rTnWk#amVz96JuQj`CJHJ`0C#rO8ICSt4z>@K(K}xC;{8&FS7N>~Rq0)%k+e zZiI}0Q7-f0h<*qt?qmrWUH3NzjN&kmK7+bFN^9lp#b#qibz`u{eo>Ks^xWVp@s=N{ z)%Lcg>GAP@1G2PWxEat_k;Y)8DH*;eq$qAf4^s2iQ$RFPP9Wuz{Kyr#!X^YXAkesK6*BCh3_DN>P>L3BRj z6tJvf$aBie1xiHLiC2+-hey?1X~q;8PJ)n3u8ci;Nu8rqnTDoWwn1A8Sx05W$yjokv61?oWRLOm5W%x61LhsKLY=-lDC{ zyv8rF(vGHoKrhC#kzZt^(Fg;~VbbqddP}G5oY;QO21)LAtw+{>jQB$=y@H#?Q0V8Xx`CHay zN@G35wD&|GIAyh-!WhcVV@rlg^l$sVCZTI%f8{Ub$p0OI#VUbj2Bh4iqQ?smHw z;Ry`0r<3SjG#Sd$^$RTQKT zStqe{>=mF*SuX}TFlog1*s>a)PGLQC4C;GewLBUz42pTmOd{c zp6T8=ii!Y#c21{1p2KFjyx;+=U~2%g0FSgzb1ZY+{5pG1$ZTHHSO08g3|@f1S9H?J7)&{ zUeQ(;eJkTVsA!>b`AjGrGC4MKfN3IK?5LiE?_#~_( zh2sN%{#QocRz`0o(a|UwWu>jNu4tTyo&`H6J+bvIbV_IiDCxSwSPnoU#8ay(0xCEm zeS1cRDuNd-SUSG$ubwO;$)y|`!n@HYE7g=E9-uZ}ypp*7BS=Y%lma7XCD>Di;#N#h zD_}&!N_!RRg~oEq->Er+=dNe+q1AM z+e+$ziK_(ACCz)=2u^!CNd`&g`OdZ448Qs_-f|ij;+zsEK&R|(^9{+FD@Kkk+>;za z*Y3BEB0UJ?#R}tibw-yp-6GRp-u=;fB_ZC6B=7R_;%Qc6R#2WmPJgIsD9Pv6cCn>@ zOjGq)wKcdgCld1$#M+ZR$TsBe!#P4bF}IDzOcTyh zUR+oNj#{Zjm+50=mlpp|Csa)MiSh@eo+rhf&BC6W=P4X!dB z6Gq*B^r6pyYUoNw@(--(MfKU-O}uZQ<+aWF!RPLJq2lI|Yc?+cpG1$}5qhPuCE1s&$*1Zq*>Ro$Y#l46qUy(63T-m_3w>tyEH8n7 z^5`{VM-?+ER59WqjFxUrQhhfO{TH zt1@+bLMgRG+xPF2+A$-^vYLxr zQdMLS;F-~X)me*p2#3~rI>?Q9bW#1|vq5r{Esq(0*B<3>K3Q0NeTSL#De}Rmn;pa_kx+qrTy1 zzM}n2SiiI^?+Mk>dKY~SS7-XeURM@K@E(bEs%$Yc{;S#44!+ijYertitJ{>va;5J- zWfakegtW?jJpRw-O&89#loC%~$~pLXswz1cFOK;wFN4`?xXkW-jv5eSzUJaj&e)p*XPwLC#a$mS1wyE5!_Am)926Q>g7t#bZR9J7|#>D)nq0-Y|%>K1%3`n zeb@YoT(A~Oy5RSJ9Z>t*Pnaov@T8lh)YRSfPXVtXi>-3oALVdBU%TmMlG!CVbrVF2 zlOV&8#>r?YS6a7*+-1Sqb+dqN7LdNVA)RPvBvoJ%%GNDiI(_EfEJpDqdcTY@Zgz_i=?gaB%Z~H0Bz<5sJf;rJ$kx#-DGr zSN|nc;YJ8mY6yxeg@G?qXRQ-vjKcX$2hk)Fq{$ptwlaJOww|gdN~>z*ww)M%UI6zT z`~aO7XYyBm1Y;g`9`NByPjuob0#p@+s)3xNADeK$L&XDw1?Ux1cU<^S0*psB7MDO^ z&|uXPqPXmTevRS}wwWo@xdEys!=(wqX}kMReCu|?Eg>!XB;#mKx?fG=h&J|MDV4sA zKlf%yUYE072R#XB45_Rbo${_U|BJE&gv|yHQK$V zDK=Au%U)m-zCerBA`gf^|Nn$@U*O>!b6|r1-#3LpDA*b|(8`&$R{pi169DHr1i4delRF&~!Ew6^#%Y{^R5oq@=KVI^H?+iCw zTJF++TEfwG7956|hSthzz1mk(b%F#=6}pM7ia67~c7mVGdD@ehrGh&TQsNNBmr}sy zhWLU1bxTnON;rJsf%^Ip^=e+YPbWVb`R#}I$+ES6BpP?QoDXQfxLWcUK6>aeb|2!~ zdSy3%Mf!Y(|M$=!!PYe+14Q?Kmx)j!*vxEy?Tp&L%Kk{70-I;gNCbKudIa5U-h(DJ zDFedzUxbWTE&r!FdKNysL)~2^#7O`7{l7od5Sw-Qti|WzdTdbYXq(MdR0(Z61~z9=pp8{mFB`t)s-$|2nV@@aYYebgf5xyxb+zc z^Yg8BKUk~pGZNVl2ScjsduW_DqCT~M_}3D<*dlfT!R-H$L$N+5M!a$sYW?-Rb!Av8 z+zKkT(mndwdPv71uRZ945Zyu~!-(m4mRyZGawg1Uea=#rdu@I#(u)UT+T@98J`pYO zxoTLxah%d|kgq$e-!qO7x{Nf65UPPzF;)DR8M;6?LA`Z9SJ{tJ;iT^vOB=s`*yr9) zKf~k|r3^JUY*6K$R!7^L*7spTh@D9KAK~U44L3_A+xi`PB5rF$U3jCt|uxmj!U(^k$})uGhsR2|%lETSL$7XVI@EclJN` zXRx&h5k2NFlIAoML_cQe{wXMbQ$yruviK-Gk3ZC1Oli}};2x3gjmfcG40uJf zdWCsMLHEd1J)v^CUpd^5Lg7id7A{~Llz8!?X+2tQ9lkg&qmJtLnBBIafyMzurjZyt z3re>adklpo^#y>kRwO4nTSz_g3?TX+7DJ?@zo?UlCZ+19QgQ=IL87M2q9(saV{ zVe5SQ_`C^j<*~9i@D+rIdZFiWKqp1v<(OZ4fo%Hc1U|N_Ss5-%ZjTPtlj<>j^eMpG zt0NW?yT)=rc_*$Do!$T6T}iBq5It#5;jh{^$g>P!EU7ir&Ho@Abay##=YesN9isr! z;J=W3d8O!cHpqkFv5`Z63V&7`j1aSbOnMqZ8i))kAo_T|-LnGOHwd})kwcrpj zz&&q`5u4YXm!R)mXI<8YtOt9XF^ZT>kbVtAb$b5&;U6+TUp+*H1afi}4)ra3@@^~B zFA|Hrt`?^So?HFkwfK~p%~UgExN`*3Kc6XO-`w1%*pdc>_w?g`axMa1@Bdo%t|Nz? zAT^JOp~p>qPf0iebRH!Ca|n14Lm=uoZ}Tgza)`gM#A|q3&!f1g>2eNZJ)Hu-$FQ{J z(cSy&wt|r9USh5y&!VHU?1oPTp;w%m`aAqlRHt{ffUSM@Q&}VM&xrG}=06##$ zzZ^mWrZD!Wd!1ySwn8qX>RQq-7?_8-$u_P3NJ#d^Ir>M?aQ^84fc z*)aP!kfYBeL6;t(xy_HIn%qit2><=MXsI$o&g6Qzwc)6_0Z|%W0rw>^Wht_a($(tJ z)4%rox%I1iG#AUVe-qR+>L1$9A2HYnorV>e^Nhh#{>+fT5r84hF7WDW;`xE-S1JEI>3o;k!TX*khJtS1i(+=ANNo0_Bg##byZq0a2{aLEjON(bh#ZJpvWqfG?PHGbx|rHWY6P zN1DyKM9|vye?ENZucQ@|J3LH2!dm+Ep=l2#2@VI zo!pGZK3??aA#iK{V>`q1UtZfC4Q`|!GU7ExT*9~8G;N>eJO9gLE+GbIX{JD(;lKQg zSHAHG4ekcEHu8TZ6itZw%cgR*Vuk;DnF*mqgHhGI`Y&2z`18>qp3kTdl=fdQgAj@8 zcyVi@fB#BG&Lt6qxm&%OpXk3`t|Em$7*pU3`#;|3uh$Ag$e_cDEuH>>1%JiNd&TYcq+b0^W7;b?Gr(nE3Qe!r*xCmJEJ zg*(vcUF&)32lc9z6uahkSVHHKg16gQV*0uU{`kgG5(H7@-Nc1VyVm~yuYwdI$JTP+ zfB9*GC{agX+i;^x2(<{DV{3i(eX;(XCOq=s*K)HtCpyB3HDM!)Z#my*+rr^zILvKI z%d8I$)oDuPQ=fi61S`xN!a?iQwaabo653 z_d$L$(I~ugW#%`bi9dvMNj zkapGKfm-z~+=N6ik)jtCa`;@ zzCL=ly&zmi$y>v8h=rrJf1sAjq7#Qv1C!>X8_htOLC2WHY_n|M;uIhvkmGKs6UI!8 zC_nkDf3?vGP>LWInrq1>9;k3Ur%TWo!@3-#oiLwoNKraF4S174HSzTVPSqGbFZYd^ zlhhZ#AQz~@EdMduQQw~A)AI{-N`gUlU=FFLJC0YVf(xqzrPaCOs5S_ld>41ROpV|YBN)|sr3gMkC-lt`(VWM;lb$P z2IDw2LS{d`d0`?Jf94!>W$L1B8E28J@Y3U;diwTc;=srjRBo1Rkz>5#Psp5_j=S4j z07ZUV({`dKaI+qRzGnIqap=z#B2I0q*|&ludo9BNm7zXhxK}AVi~YU?5JL!d;(M!a zK4>**$UPfZ;-Ofscvs`$QRQ*dzv?ye0p+H=avYWG&P3~#e|Z3cERuh#h?gAfZ6F)_ zdd;nxvS2M%JfEG4H{5QIP=S7GoJYia?X@^%N$6BR*=t%6`1$Gi0PL5xiZ!CZnSpO3 zR`p&B;+kAc@2a9_4)tHpiV&9l22P!XM_FqTkk#+m7P)Ea3cM@NkMQr?P$K zjU{ql1{AuOcuWk1k8)v%#&G4Zur_o3HnrPtUldO^(sF{U)8pkHat~{STSsJ*@Fg6F zX4d-|OJf<*UB!@Jy`dcXq|^G!uF=FK_+5^4#Be>_e>67`TorM^$ikx`xNv9n(n*6< zTrxdD&pp2<-sl&v97p$vJTBsZ8+^0VeGxv%;PYeDL-n18*HIjNi!ZAdyzdT9;jj?w z;oFZZ2cRMi+f4O9tMxyHa}pSwDeVZEk53^QRw81uX8Cse+op8xiCV3Uq0V`uk1doo zx%mWJf2ji~P9Zd_^wp2jT*8aA`jWg6=ie{o%xoF&2ZitUm$do4CZoRm@%Zy_ML74o z?x1GA(*oE3c9k#H{YxsUjSu|$kQC8=8HO}k+tLg;Mw19*dg0wiB3fr!EIo?F`K&VQb(7cu&W1&NY?))n`Q~wc>53v_ z5U+RG!lNtpy`st-@G<4^Y|-ZzlB5EXkHbP&skJgCBT|Gq_8+voZ#GP}N1(#wJHB{c z31$ZoKKEJH4F@%kv(k8&%@gk4r~O~emf$pe;YxKbC2Mrs<-Oq5pe2@k%rIzUvTSgl ze`T)6{MlSP(|I4~IB>1f(n%jY)OCN|cl}}6uxQD);Q+yBCkt*Bw_4hM3E24YGALBQ zk@xoKeobqHeNUpBSdc;Fw3lYJ$nT!0^_(#G#r~I0vSC`iTb_AqjwI`fKF*+eksXb# zG?#RWhIFq>tqjcJ_eR2N+lC=b>Kbzje~e72bFFV+XQMG<+9M*QzOj5;spD(6fg<-% zI*C;`7jFRMQB35+8$#|ma~hFD?&ux((7O1zKTEIaSmWQ5A7{FCjkr0t_$5-W#7=6` zR}MOtzqQUqbtr;|!Tl68GA-+5Z-#ODCnUhG@Q1kfpkZWoz&u49pS6Jqp&f|Rf0??? zyD^t0Ls*(?eSA#1ejzI7M{-a(6%jEjaTwc{P-z%{J4p{Dp5r>bCy9VoOI??qz0Ee zwNHh?ow=D3@ECO%;w2W&o8xw(fBi?Sbg-y(Z7`L;d@L-d52wDf>FqriX;mD4|3~-3 zu9zR?PBF2aP1txYItn22Q{|QPl&WiwP6uNpyPp}cWM|xE&_`DZjfkJNevtud=*0Mf zCga@uOj+SYn|76h+`?E=`|sNu&@4cDy9%?f@uV6V+o$FO@Pmx+Tea|F?nC5HR>K!$5l5Uwh^#EamQfJrx_P!ZNp;ZKmiMmp>e(DH@D76U zLOJzUPk;5%r({ou3!X|3)^9Q#tfD&1l_buT=TaO{Ed8h!u^(gt+?0jCy5r6%nu{PE zJ&I1yrj=QM^e3d<{w5=fe;5eHvndd}Q$;Ce2(PrqggoQx?>&Q60(HrD&J<2i(Yeog zj@QX=x>U|@`rbb?$$qt8oShLZeDgI#mSg@KXGnZP+2A2dB7`GcS?aOfE2DUyF;%d2 zMmB|mn^o`BQyICtU&;Ps_gTPY@Led)io^8)$1tP~Pb%E2C9`Eje~~R>>I72G;)!Md z(l7jkH^e$1Z}>$z#}b1rl(r2DH4L3~7FrEwJ-7H>3C)F=r8*;3W`*9e{+Li^1k82vevEVC{F_{SEk9S+7+=e8}v2FQ)5;6RwD}n;xHDS zZi`K@d7G%k@nKUKFHJL5a(?;S`Ee#{mxcbgqmfu~I@paU0EvyZRB)W`bj6!1#x9Lj zv{lSE4~J0Y8I*-a7D9>o88=t~M5%ldBCUVP1`SxZ)JnuIe`H15;%BM0&&Xir79|#c z>d^a1Ixmf2Ik&Cc66mT%IW!lq@U0{v#(kbu{zo?<9YhPAh+lb#{ltNBr9R1%b4^ozJe-gV z&U`eM;}y^obBLzW{Iet_(1;)2lA1ZKMAmm5MN_-6e=m(qn}?+1F7dffm}sJ;TkLk- zWhEi`QtLjpcj*zlJFl<&V)0harqn*_XVmkyug>pjZo>~^g(eWS2R$M>y(R+_+-UO! zuP_l2w<66Rsw}~m^9M2E6(j~XNOtnpG9q^5M@QsmYBVZQs}Hpee}u`fNvv;_eiMpu zjGNZ;e_(1NS8V1C#avx^?&o2C$vGGa32-xsS^`0c$A0XrwgL!rp&R%8?3pnGWse4) zX>a{wb6KSFM@X!RlgJfbrzxl|ZrGEJ6e=o}eP3YeO2gJTerJ7>%jw#!SBxl&K z4hvnV$jwsnL4Po9@3%o~WBDQ(!k{kL(~cXuDI`ad5T!sp0m$?9 zn&MTw`=Z#hR&n4B=k|BknsQy4@nYG-e+>+&4mj!=EQdX^;k-{$r0 zVKjs6Sg-1f7%t@BmW;{7Ec6rRy{yVFWoUK+k~x6lM)?wX7yfY?gk9Ef1{fYwa;uHT z)gx#UWT{}p^bL0=Q7Hx)GJOCpkq+<6Og3ddQAVqNx!$(^MxHYp&F`maB-Mu@e~^-> z95BVe^gHKR0H_9(F-SR~6~ee)m>tP)5cTz4kwWJM2OtACN|I|rHrmmEdf*wx(+ywa zuFN@|@2+ow)IoSwtX!edAKD?qD$=HvyD$e)(q1J%0Ut&LN8#2@z8Z4Z!oh4vNF;8D z`+SzQoA#uBF!rwL1-@uDmS|3!f1bZT8G(Yi9er>4YpRJkeO8kQI_oWaWd_XYUOPIe z315*ViisDi-I*XFv7j8qWx{L;eS>?e?u@ex<$~m0|D-GFM#|%Mbe8LS70DWre8Gze zRc{ZRwI*Tl6Qs0&!COb~mt&4HDQu=`PE#kmqGh9?DO^fwnj=q6u(p?2|JqIyqf6-W!MaG21BBxH!KHP*kp;-G{;ro1a&FBj`L z;V1AjRQ+h&4*2&77{sQ@XODa|Jub0Atuov+LIo~gH`-Xv*w+T`1?}${zm-LEG?9C6 z;#gvIpobAstt4_no_S26f9o?yyU{PpI=&^e==Pb2@~q(G1?3bedd+UgXFEnv-2~v} zSVEFLDT&MzXP4#4Z`^psJ}aT^aRhAzSYWjz=A}1WR)lwL+=FX6m2& zpe1u>fVDrL;4fhjI<0=0vqPka6rYE}gEnSM?m^nzcvj^=f1rsBj##mWZpWmNP)t{v{#Lld6!q4<7&B3G%PvC%Ggw76^3iM z3zFYv*q3_7e^WN`D4w#@`EhOUAyO%eub0}7m|;&fXd&bAJeT=bA^27Ll2|tS03vLiK8(=k8Q|f2N75gWc*WW@gFYHDhv1fGT<{ zKqnt>g9eyBA)Y4_a`KTWU5xZb@0_gfEHN;t`O0-`!@m!-4J%++d8%8f&H*hR3LNQm`NLgbOm9nZuX(+5* zlb#&a%-fQ)^aq-2`#}%6Fvr7Nc*X+2Ah#A0f4T`bJOI65B5Odq@e}#4mkl%7!XZi= zqi9!e0(LgMG!~LSM8Bvy7UpfYhgN<*E~%&%Tq*gH=f-oz_&e zI5I%HEz&Mupvu2xgJLeDYe9%HNQ}yYFFRaCnwRV*89*HOsAV?dOmel|nbZs)%)KTn ze{z6)Z}cZUxnUDEK+pw*Ovv34^jK8Ps9C7gqFMQ7Q!PMqbXaSGCj9oEQlE5k2Pt+{ zW=1l5)+5i&hut(TN)pv6$&(mEZn0J993|7jvZ3=Vko};9_;_TNXeTg4mG>%yZb4*l z2MeL^7;!^nqRR%4KNsQs0HAy_IK_UYe^;TENeh(GB1IO8&=mY4F#X3`&V35S)NZED{u(4mZ2}Tg%$|rM1e^e?J zI}%Hfgs`?m-sC5Kxw`@{e&@%`hs3-00M7DyeaU2*ygrTUF1HXp-i9%6GE3HWvv-B} zCTRa&{60m9?KuQ9Gw~VSs!LX_FaZ*WS7ijS6c=^tr(20gZ&Y0K#AwN&ld{ zEEl<|)L+$bS?L;4^+)OUlu@2yLXxEWth%W!7wOU9+FoqFv=d0ro*5Zm4 zog4{{2%@APaFtRsQ0Z?vmIlyktr+?ytN(v|{bgKRUB4|1w*iV5CpbllySux)JH?Ab zad$7p-L1I01()J2MN?dgf4lP}*FO8&_j%9$y&oWuELhY2HrJSASXAG!*NaVH^tN$4 zcPW2_OGh6Lj&L29Al%>99M~7SouSn&w?_feM21AM*_@BWB;Mp7r!zP)D&_Gk!)p+h zJhtmjj%Es&xk$Bt^!0Tw>?S4YXpUK&epajA0;b~CC);>j zq+BZNDws`qUKsj8m5K_pgB+Rl*BJf*yYrl&u!65=fywvsLTPap+R)EpmSfbE5)2IG zW6ZDyK+Ku%eu3V;k-GXg73 zO>BM8w*~RImpk)q%|ZwA$?DX1=oMvo{>zIIz6S#W5fDe(PaxLp#Xv&azA3a^F{2!q zxjm=-p@L3sW(m1sg|siIr%WGJCV|gRA4}LxC1MxT46fx*_@1HPy94^-5*whOe{}L& zdc^Tze^O-EWVCDz0(-PMTD^6xE8t;~IiIa<1q)@p)mc5Pz)U!_!wGqd2crX?SEIveK(ZZ%Ibq54!@&*?J;tb#t>r zNDodFV!cI5Pwr(Z)I)}fb^VHpOT4=XzLm20e`Z7V2AQPDA5ME;djd}O(QFw*DOCN| zD|ht&8Z{y|GrhOEM?;(drH{MfGEL3bWcw(;E~qnucm(eaftuDp83wTcjk4^nvI8vW zqFP6bJ$UG{(<`n-=3ccT+Ra$>D!RcLj@EltnQwxgeY9qV<}Ve3c(Cp!mVFWwqZ4|F ze1?Y6|G~a0ufzA*Qg15htgz#DBcmZewuP{;(iOp^pCxE+Z9{{#L4(GO)6^*U=khSgJ*Ta!%ga=qdVIV% z^vWwS$du;j;MYZ1o~<5AlqDED>CK6FfAQGXpAfX09d&kx3o|e&mitA))1RSj&3ehL z{9*wH7+A$IhU>iqppP|M)dply#bw=AWPYuC@hywHZmYQ?S*-LbD^aePVUC=JeS2h$ z^?+;-sL>^GmT6L=<8+J^Q&k0&J6~gAVrEYNbr+gN+Goc#+Vkn6#y$poisYN=f3>#j zX=K61RDJNs#_dH+um(pCh`dSZ8oU)l+mg)9)3ccAA>PAcBIj5pS$2>dUx|JxgypKC z*s;|#Hti~#W|vB0_KUo+%r1?OO}N5;5c}-+reZTU6=?7A%TtCYmll-x-W=ZC_ZNs^ zi^24wCEc1(^Ral<8n5vIW!k-(e^K%0-22ml#4@FhGwgM{A&+6bq0DoHqm;X|?5&N? z$Ye6D;t{c`8?+yJ%FE7RzuW7WD9MXzoYJMx%=#dgUvpgZUGKv~=*t-Xl8>u5t&z_yJGn^fd=)pw6-Ae_r7sZ1w#eraU)R>6uSe^~0Flx_@1I*O49I46=tcEc5)n z;9F%oA1V%yxF#Vu)1UObB&&a{622WFbQE~qYg#3-x+w9pZLXc)e*EH&rGBtjn@5#* zuj@!?N%adAn6uT~RLkq?wE^WR+N7e_d}N%4ckV|sSW(O_HS%Pte;B!%R|cC8+5No4 z(k|CMR;}#nuI>#aH0Rtp4#iSR2OTyg_)j8_V09x(In1gJ6MGoER_$L`DGz@bR_4ZV z^vs@+6aGtJKX^Cp^XagnEVX`wgr8o=aB+1rNC3LGJSt&$J|Xq60)C;II!NLPruG2) zwYI@gLh08mhViYcf1>=-7ok-BO8Tc@tRw|CS%d{33G0xty6if!i zQ?0q%&e7S{2gZQ$G?*LNeE5$jGe{vuT`$x3tzgQniK$d+= z22XWyTQ%2aSNfu1MB(7~6O_YP&qYIzv4#nzzrY`lx2MKdbSbl|H^k2R{e!w}UJXWG zt(X3@FIO;DVboK4bsBKdEstvQj31|7gLqtTqv6b2?ZvXU)SU^OoL`JTHH=ZoUwW+Y ze(Hw&9_V5@8b5)H~dX8+2Q4yN@ob>e#86AwM4KrfMUWzp<ea39{XaxDzMa0-F{mTwW92V$6TQHNJX_W!iu0$_wn+j>J zdxn|!$HDE%v9fmdF}qf)eH^6p?z!Kcpp44V(lyj@mJW@+^iXNMvslhy)cb5~Lca#( z@&9Pwe-bnkfW8+w=XeaGU-eOETQs{C*14>%SikH^^3m$Q?uKzl;=pt>Y>{!t(#PjG zBxt}lvHmaUK>_yn^r66hjB7H@)P}K@Rw2Cn^PcdlZuS7vDb_pW4kc`l<>1yQSEatt zQwyM`?aw8zo?D;4vualN%O=JgrVXLbE6`_ae;!q-)Z4nIN16XFn*1D{jo7emmF|9g z83X2jHlO}$>A(YcWZd@TV=i^pG$PX1RByhF4G`zhEE)%Nw`~FW=WO58i|lC{u2vBF zqq(y?yBl2(<$T!4S!*xaaY-8H15k&a6yp{M93G)b*Z)&^@I!Y;_?KsGP5%>nF^|#L zf640;HQ~wa=uNiFA}Zixt{6G;&l%GF6)4nW<=C6pKskg!|+F#`v@&82DZPy!dUN zFb0L0u7>*9*#2J-k~spsW=O#ceaijVf0~#w^M67A68bc?4L?FADJ_E3UkBI7bHm6O zY^mY2P_Ek02S6UhkR~F73KFq@YvO?3jS`AO0i@zQ?d1ie*7iKmbzf(JpQIqZDEsQR z73@zB4tVu@(C_^R3pb2szCT?W;Qw$?234Fv&dc+=$*5|YlVfxG(^tATe+Ucqe>oMr zzuQXi6MVU@4H$!x&q2}f?k)C-{*E>SEpO&=Hji7usmen4gSQ`ZS2VSBOAMnecmAvE z$`ofa;%H-LF^p7Yx!$&lW_P0$38Rug!|j2alzWlpDd*?w#R&qtDl&-Q$*JmjIQ$vB zEC@|z-u^>}jibi>a<{cNEbxDXe_51H6YyBYn7YnDSFQf{e~n-1pt3VBpC70{Z447S zD$IB9<@$W8C`pwI@EA|)4}qW1ckE8Vy}g_kPJ@IinrFjfu@Y zJX$v5`9BfbM8}JjV6$(yGtA?8(-R+ivm82T?+?oII*ML&cLe?#=p4%l|TPMk$ICF?3)DT z2(`(x_I{UYLJJE$q`nRLqQ@!YhgqZpJ9HkW-jrw?`!(~&Xz?)*e}i&I(Q>{M?hh4MdC~RW2m`XsLq%Agp1pQ6sCB(|Qs(#KS=Y9Oe-U_MxDsO6A5WZR z@EmjfZkDzo>4P#95h4t9k0BK_Vxor_JsoVZCgN?1o5!lNv~VDA1UhHsk(Q?4Z|2^o z2Fu@;@BYBS9yn4J7zI3EW0jdYTC&=eLJ9otypzcmUZ3`a{fG|1V@YFLO{R){J~nS~ z+uSg!(zNQ$zYn$DfA3~Fw%B{wr6fd=`$g4{*+1H>c&o4=yt>URF8;D;0=d5fK%Z$h zoc26&Ro8tr%cY2P$!)VY9!n5@*>{AhHyq$OP*!8Ij&kVupY_A1aCaO4#|upd!tdGg zotB*jP@y6_=D1N-fVbItaOn@8R@yzoGU_G_fZe(a*7I&ku>IuvG2L$ z^jlpPD_plY6(HW`u_mWNMpl~Pmkd(m8DC)HSCy>r4ouc6c(2wR--|Iw zTQ?TH_Hy=se?aJSTuQqFnCfdN;$Q#@?a08*SyNG%0HIqW0=SAkqyOrWDK`#yb{97B zKq_#ki&`P?z&PCH3W0pv)K#{H;(PS54!rQenTNeo_m(RLfOr1DD;;+4?qi0K^ zs9u9abEod@xRD)K0igqN#wQr5@NP@7uB679h?KWhwZG7#^XtD zb{S{Tf50uLj z5;oe;2MBcz>W<-#JylKr;%s4fCgW6L#tS`If1jqwv;w}Rx}s-5Wzoiz_>Yrkq!s=_ z?sxfiCU#*sqt#@)jMHx3EF+Q_S4L&=jEf;NQj+>zsS?C)RmJn};swN_NmDBFA2+!` zyp(6{ABU1@pH>pKPmv6*t1g@gcm0hN>&$un4>rzN=y|~PVcz*!-bDFmC ze@H?Zar@oNOON)v)2chwAw}n$wYZ{&^d)hGFMing8+#2~>;@$|+Z; zVDRg&fGPYe1Bi8B3}Pvd2EK*q0xGi%&^zd6m_^ghZ8bv4KAm?>*SE@6jE|-(-5xvW zn-#}2 zG~p+eRb-h|9W%sJn+4Q;l2(>Eh>bE&4a%HFA;wwc<>}=5DNQi?%G=(u0ABo9|Y- z$_;C*QldK4fDb$%*YU)U>PoyNZHO@{>(En6KDcGmj$P-&n>SzGW%Zd2ociH5v)k^r zy8pq-sIBW-~%3l{oMAWZ74CWiz0iTO83i>1%1BjW9jo_)K=J)^$5&+o)4%4?BnbhNLxeDvq41i z+f|95QgtoQpW)CzSIsIX-M2=^j-+zUC|zsr z+GOL^eo;cS>${zhbEU%dc%rD4o9#y$JlAYXirjiH2hSGbiZME+3cIUDNnBltFKh1F z!nd@T84s%O1`{jedAdWqNX-eaOSy;EsqMo-16z_kOr@Be`Ys)$+-Lq|LpKn zQ~Uao&A-!c>SeS#&DejbSHCTMMjLNs(`zl@oWv4EYvXxjb!rfOp9{7lsrz=g3yRE1!B7{-2DeGwR{BP0I==`*D&%Cov&~+c&Y9s7=9&aLad+PQ?$n6T^bvY#d#M6-8mKNSS?BCNMmLW6U zJ^K8e?y;JM*-TSy0*i0+PcEUxv*1Z*nnD@_Z70Rlx+&rHe+Yd?&F)BLqctay?3w)~ zB)jvO=hL!mU9u$1i=gnsIcUt2nUG(j%`(G06|QVWrDvPGn;mB}x7?v}>WTN|o6D>t z?!zzwC#(&27fM)e+GdUf#S^g3q>XqGPZ|01ZJxH9m`&XQ|B8ft=r&d+z;TzI4t{&{+l;H4tX%#G@MOCRf3zUsq3O^Ea zkdg2CP!EG$b#rR3w0}LepF`ug2tF-L?zNYYOdeZce+&`<7BO?%2&wz5o#z81y<{Hy za$r5W@7gw3K|)~EW~6#O+s*)`0r9a4+F{k)cn>HFej$Ww@7^-oQlS_ncD7*Vw(kq{ ziScbzna(A?9lbLyEXmWXGHaZc@9d|rQ_|c3zt%s+4Mqh-$gCYqMAQzk-rS)i;W84KM(7#s~(~SK3wjN`ii4- zsEb!m>17OHrzp*$ymg?$=n`5y@ga<8pa`dqr1RaZP!fe=eSd2Uv>|X~(zlNUajTuuWF6 zQD3kM0R#Zpu&Z2tqoo)mW5T-jJhOBe6Esp#y3|Ol$`l?7CHPipfk@4+5Z*o&%Cu@% ze-?wPFf9Jol}eJVz!D@z&?PbOEQoGpFJCsRm{ie$jAb#TeTz=T2$R5 zurQ5{Dl7#Q(|3~7V#!KQAR$qMhX$r{f7W}Xj{=xzX7HjKrq01#eK?cnUEeXid950V z<(Bri7+{|H7+|(z*;HB?RM~z-j(KG4p%CfZMM;kI|CaYiyf{Dl+lGy4`$PN@hG+0u z`!wZ%zPR!}EJ>DFdu&7(-umW%`uV$_K05k{ZRVG*^uwkIp`LkzGMjLBtBrD!e|}TS zokBxALLAqc^B2=9r(c*tD2sP7BQNClY`>DY(r=SZ-pk{Al7O72Y%u-0LATNwYz=4c zm>&G+xwbR;N;mJdpFFjPPDk19F6y}OFSB~~+cinj5 z^pDSwH2CJA;WuFnliN3D^DnDFe-`mYwjtL69!7uh<;LBT)vaeV-Q8}GkC42Q;Pt|! zGw=I}yUE5Pix_ZisI~=ysZJ<2D{Kc=(1T_2nl6ZIx>7eZGphPMHY@Erz-Zk%8mCun z_l=&nU@k1J8y~_@Xl7b8#&al>r5KM#|=g1&_-e_?|jB5eL5 zIq@89^|)f66#2%9Ay2d)GUK7X5Err@HsDeNNeHuDu1Pd2h1?tDcu0 zkGdC)>}qpb>1`4+1mudszQoiiLamxStT3uC~1+xVGNyqdB$#>xOJ$`?x5T?g0 ze_Yd2>v<1}o=teOwh?R%CdukJLCY;~Bx39EMrrLs4)~W*j`^CENi6?O- z%%$K@&g92wWAwxUV!K znE{-?#J4qveOmY2n;*Yp?K0o5#y`*7o-**2EmW`1*WGvHe`;L9NeF7^O1jo{h|%JD zL-E*CVo%kqnNK=+OymrRl}CAtygQqMq})wBWw*S!l3tJO()oD^Z6a$Fna{Z88D}Yp zp&S?31wlnH1&vG;LlbbM9GW~|WWuE8WH@ysL(I5?2ozBSQc@(->)DJWC{NY^c6X&vyxEY41vElwyZP)cMCvS^Bt1oEW|2PAeJH~sC>aP;s~0BW9WPzy|=)?VC*J3`Uw<_$dim@Yoab;{WH{_@8GKlo8QBg>8wr=l~N5^+P&S< zHvi9ERQV)hhtBg41q(O3v{^Trrx#JG{32;t9pDUHj6T>2e1)>GtQwnC&HGAnmD|ed zK2rNPrUXZlzOD^;q65$cpmz+Xev>`ttps$xaB>f5yepOMg*85;Cg$HazW?QAEd9YU zCT^H+f3Dci11t4=5A=MT9ge02{jz0H`1==YM_%apU<_m;?t-7c96>-v2Ks8E0f9A# z-j7d7O7p#iVO@p3oTM}jRWwM`jYhDC91ckhv&M^Lx=*YQ+r^SvcQQa?&1ucQg38*s zruUoaE!yR)pW$RGqEzIvb~|aw?FH5R?*SanfBQa_Cf~gnY@GA3Tse0J3=-kAsijRQ zF`R-rq?;^|7G?7_ajSSz!?uWXMEMd`1PtAqBs%6IW<&%Kt&p;eeqxj)onHw~>&j9R zg?M*}Wn`Ap##7N+P=PUd7S0nL9;ETd%4CuX1)^&(%O|MVm;XxlRH*!t&8H%zdbCd0 ze|@G#Q)G~(z7~P9IqZ z&#WQpOMax! zThU`0#su^nREgGY=nF8g+>_L+ie=_-6?SH5p8=sgS9MnmospL0(&;jmir?J%t zz8)Zb?T7h=+u%C2-wuEPoS+U;dr4pC64XZY(NDOs_gKA{D)VP+u!nAmQEt(Pd3)PQ z%Ak2)@AkzzscsYU6?&T>(d*S|yIFuNwZCrQ$5-S z(obFDX9G{tr9Ovk-;ov+_BkV?r^y)&$F*iH1f5)QDWWJD~4k@D6hu0)2%@2&M`IJ3#O{xlGE>oToeDK?U`;q%st!%+D)(OYaixIpgAZVCa93S~@}&r~=ceYVdQeAX zFCD;LcsV-VJfPS~a%=GSe_L6W3JR6VX-iR29c;y?l-m!rbXdO0x^@dcj5AH=K0W=V zr1|Nk9gzT)@`|(XQO9pP^px2 zOQ+(oRbhNO-!aYDJ}RF2rhwT{e-xu}3{HTQifJ$E zei{!3x09VshDy^Hb~U`z)7f(kV;&+T!vXw&5Q%)>aQ;yPYL(^mU2F1hr#~iQ#^hWx z)RXA|&DmHbFtxDnn}#hks8l9+;U4wX-zK|hP`&%CaH7^bo~7@QbvEH9`jJuD-*}H-e_RLjo%~~+)n>)bH^*m{ z?qYyDMgV3c-*EwxZLd4f_>bUostej$yGTyFbadKn+|xUFnVlcETO(;OFKJBWv%e-< zt~pFYnlRqbf{8s=XDOp{H)TwcCDk(V)}OBJv6!fbt()u*$klCsesdTjpbY0Ve#S1} z5s5kPq>BRve`TJhJt$TqX-e57+N9YCUi2t+(|2Ee_q`OH%M=IA&q|Z#NJZT$hN|^w zKHRTbjn)k!lg!jC3FpMy!S!#7rT1XfwExuXVEOT=1n^aTc$vi5hX*jJ+(weqPi018 zqej|XD6Eca#c}c`tE3KZkpwB-7t^;}tNffzcDJ4@e=a3BbR*BU8>UH`lQ54NCg*gX zujj9zK++O(_5_rK+w`uO#fG5Z4l$k3%wMLlt2^L)Po-PSw4baYyp~f8qvglD@yUZi zk1PHBf5xFUdb|6uL59cr_lxacHY=jOQrbH&nGptO-YJH4UJ){F_WnD0AxZ#u zzWcW@RGFIPQyx@g#WMP}J=|c|TCSBi;cE&CGL=f^f$txwkAEibBK9$c61H z-H(Y9Eh{pHqvyhrU1NpxvFudj0h(_fagU#sFBMMbg%X9VtG*oyo$6bMWTrWTq;cpf zZ+WL4g8rKeps;QEBoIXX(JQ$ur#x@QhZb)ke9m9lbi5{+o!MOX_Z4ppjgG-wnn#hF zfAE*@1;b?_yZ&cW+`0b1wYlrtc#&Roh>Jv%8OK0KN@CjpIF_QgR3Iv6Hd6_>AxJ*n zyJe%oFcZ*Ygw#>FNrL1$Y;#CDL!7GP**&sTGL_iL2AbH`=EGaU+71$Rj?5K-$TQpM zRGb!=(+Unc)zbVL5gfc$7b#dIQ)3Bye>0S7rcKj=?sBQN&vS4{oB5JBTnJ$c@a_># z7E6=_XpalSfEm7fG4CoqJf>$v><$jXe;ZXy zB&#X<%zh$zib|{9O$raaGoUxR{b$~FZ$|ehr%!3oLTih1svdG=^O^Y9qkOLgqo=<= zv68{=kq32v?Ij7QS`LdPp6xJHV)76STmUk8$O%tla-ov%mm?#=Na`FJmZmB7R5?#d zc|zS`sr;?0s+pR#v83bt#^}|Ve^RYZd}4L+R89Jsn(HBG784_kh~K&fg7cArx(|7Q zsgzxbMtnxvvaJs3{zwZ=hCRK7f*Z8P$vO3Dyr}jD$6;Ye%S^vap54;ZcGs?q+|g=X z$fb>o&51VzNzr014mD0C07yW$zc-w}kK?6pB_dsPSs9HzNpA(Qln8x4E9r7C)_}?q-1H-jro5s?II&$(gDoaxYV3ewJm-3O$0FPYaP4VK|dA zQHVG>Tbt$HBseK^dRzjz|BWe@X@9EkToem3GFyqnpE)tWGU{YTbhcdNX#@QZ1?h`g zLcaAe$C$_+FcE0fwvlvE^t0fy^y%wlM^q)BxyhgQ$>mvrMm&%sVwnQnd>GbbGdco3 zr6h_}CZ(DY;s%0~^~Z}Sn%(4W;2^VchW1LOG<@CJ;cGxu&DkrNC! zx3=?5U{Ko$POHnG#wIDA76XDG%*TS2qiK(OfO2pNzCn#?Zu4ymoPRr;j>VCV^2hOP z-xCUt`{2Q*J(0hoxUcsrJp9A7S3W29VTy6bd_?aEy%4 z6JDJ*ov5nyHNqP9s0#RMmncE3@t-20UFx2BhprGEkjFIg`U_WX&fEq-+7&wJoH8tH7%S365Y^S?-PU5d6-w$auyZP zdnaDEM_6V!L)8Z~y1bEIUb{!8k~I4@NbYPplJrRZ4HDX7pON=xyeC7jQr> zqI*|5ZGmg3aZ+mYCAzG;N(c9-aayR}VgI(T#d`8E85h}l!TzCoccUI*Zd2!_Ca?G2 z-+Jr0@PBV@uaMcd)B9uXhoVF!z1wZ&&RxRsTX~PIYPs$*o0*8Yo@mn^|^3Xh+f{x#1KlaBqR-mH8SJC}KD{R3j@a z?FBGnVY7wX90$LO(^(Lj-DIq>zGDW{Wp=rN0)Kb$j`5d2*;rj(%~W9@yGoerOKnRo zA5gZ_FeHi0rQVd%C?r|A&7_ZCn*-i)Er>Ghm+e?x6Nv)M8sa$LWX{rE$KbPF18~>M zZHRG8_|*g`&QwSK=!CKGTbLFlNfpZRX@XRQtykvY&~RnaeZK|JRcXmO&X~?PnCT`e zNq@b|u~K~qd2qPwDkpuQ_S3(AElv%?sabni^uN$9V^{-$fH8$OomB66 zcAs@Jai2NCwyj^3!6P2?2``*KdiQhr@|lmdfRfIC1{5@z> z3roXN7GPzX3{FHSQ_I0!!f`;?#&wyAynl_^w?p4YU!X=Rkd^F9a?GIGu~j>rmw5LJCn2D^llh+aI$Z%P%&UnV!YO#S*S(n}FU{i!=_7+>wPpP5= zHzrgmzR#NM58&FGEN@4jQpHO2sf^+e0uLZQ5b_d>1&dCDuJH-yXQ(|#j`hhU7JtRe zMckm7G{!W-g+{8A#G_x3Ow}msMsnpzBo3(?W(JC-OnYH zO3!|d+M>xgtJD8(4K$*$yyZz(!G9^rI>WcjvTs?I&2j&w+fOtDw}OPZn_-oUmq(k0 z*mS;L)ni-6n@aJyWy!Li;S!`A@G#E;rAe~T;=f4!)vX&7s%w?gY<~A-k>m~Kn-8%m zGv{Zgj};jE?LWyzF2wEnw{A0<{$1k&(&K4wKpkA(-D-5YD;Ia5V8QGIuWmZ6X zn`y@+$tSy*b2Rqz)!15|7GZZ-qPNn07*4Q6LG|H*zJl1q&RSvGlORrNnvMpbdm#pa zG)L$2uW#`jN-m?387_vldVi-p-a}O#pDSlrM~KvybL#^C+|Bsw6E86O=z8V|sa_G+ zJ%4bQ(oYQ+_JDmC7id?0j7+T9AUJBeWRXTZ44@CI8iaW3|1+rZeRpCeX@*}AcVQXR znNv)16GniSMWc+ag^;nOHnXJ0jwPr5(a43hXY!sWBxi+WlB3s441dQw^9||bTg$eS zj=#Ye|Xk!(hs*om&PaAr?Z7`!2jL2Knj*&jJAz%!eB22v|UvG zNx|Dy^X!%SAre3Z?|&e2dLX~M^q)C-W>gx}R3q<$lOVxR$RDD>LOcpQppyFVe-_Vw z{Kr{HX5?MCSeG^p9rph-`v1O|d_ZUu5k%J!RQ>N||$`+slz2SLFN)*wH3pYv$P_5Zzb9|j%*q#Q$o)qhf6_^)^J^AMi4sf7{k zYT7M@ldhWn^V)rUNFRN|ovZ=Vg0}{3&o?Ur)vfCUx!#8rbr<9G5zUK6{8eq6(Z{YO zy^m|B!|X87^8p2k&)T#AC{7fVq%4H*|N00X>E-U)K*boCLwG5~1^jtz%zI{lB6Kzq zrAZK9AA4U3*MFZ+JR%@7+N8xt@*4vW764D`>-0O|^?3lQjCHf-0T%tlS~KShv7`Z; zvK(Cht0K}c$Tcj`Io`-Q^|eZ8HJ3_0!9p=2@4!SM%Y`BwwBPoNi|>DJZK}%(bt^kemiOF&gD-K{BT%=EMhcp z`QN!^gw<0Lq;UGdx!7d%xV+d>^{R<~Y}!(0|WC6vIWi!vx3mBP5C3%hSvO_Y)Wv zr{zWQ(O$|~T-DbQt7yIyIw($(BB}*LW{|P*#QO3NcTr3qv;TR_FKB@Iu8@94w6fu~ zmjk@#c|2;|I<57;t}Gf~w6=5zb{jOAU~K)|Xo?(mzI4)gy6(Tr{U1ieh7g)KX1TfR za(_^gHXMZlnh66M{jSe1RkV)Ci3MllTobBheu64l)4i%l?nY>ReC$*cf+x@Io_e zjhm`leN|qYfNfOnRhCeAcGvjn*Ne1X6n`%vU4NFTvmX~D_|JsaH7|LEUC ztQ%hla@ArKSLwhe#h>q$H3W;6v$6blJ5W{W2$Q%2?j7@q#H9a-%0$pTo4{*_&STto zs1RsSqR0YcJ2F$-hjb~^Im87hG=K89X#}y9V*ZI1bJDq>J+75kX*1fQp~qUem`SC- z>Db3K6exKY@bu9kVR-7TeI)PLdEDZ(lcL=cW{2ypyXx-pKQ0nOB0uS28Jt34qJMYLvXsO7 zjSeln+Z3%{)6tGC!&exx&}KOjU9!UY#EaLb%@YKR?H1QzjfgwHw|_`8g8f36mCZ)&8je2f-NPvjASpJv%z26&}v|S5aOdv}0r}-R54X z2?yRf`d?;^)*ipcYwPbv>XSl+h4)#Bj9wsqG#sjSJ^XrI8-GB22}!)%3&YXXT@R;2 zvm>{7_p-5;%24eae{dZa_NAR!3p2FSf{^35@q*b0XT`EUH^}OIN|XfXvsj;k?}oVx zD|qdnUSCdM&G_lY$Xj-xcRfeoR=B#K`m*XgQU?iK%|&O1PJ>u?L9F^Hqj`?7$T(GR zf9aUVm0PTugnyu#2`rNyA4JpFL`tWeuLT^LlhO+UDpox7hC_G>kWCbG%*YjtKfS;$ zcWp5epwf^OlL>70?l3w=-9m~ZpR1O*7M-i#<_TdC4?u6WTxAiSwpH?VTIarU$ z31wqX`1L;h7%HY*b&4&VQ)4pzB`bo|pJ!6|^(iMfet*dWnXyUb?$|Ma@bOCzX{0*k z=U$(u9+rEhzgCmDgZTgE1yq=TkhCRg%lF1lo4_KezGX4wkx%Y4*QHgSE-hg#D^!w< zO&wO*&Qi#zsLSO3F`vIJHH3Frm?Y7ss%ujC9qX0ub^mo+0X@!ijI_(e8xryg->p#{%~rCmm-Yvq zdE#*QyUSqn%h8pFqy!6^Y?K*R7$ioy_jIjyqnciA7 zW`DLWutf-~j}@-Z(_X0Ld?u0MLap=ZGctft|4od$LU#x^$rvrE^BkA7uFak;8qXK; z#^^FH&+V1Eu&;OtUt)HX>zc?smwYdOZ1G=AR2+Kf4Z;Y3LJ*7Vm1IcQ`y~f$VE-_$ zANb5YjCNmD`rS-;5kJ2dI8VFrYC)LscYlb%F>AfR$(C)D%~R)1!ax}1M*Ec_gm)9NJOfEKRpyT{`Y#G0zt|Y9w(0Y> zlW+k+u(l-=g(x=H1KXWgM&1#Ba(_u#2LaduA1KR0(P`h#GjPvoGd3z&GjFGV@fz*S za_r$PmCj_yEHJ%8E$pVYi4 z29naFo~M0DKr~{uf~TmH`@OxoNdD~|mc5Z2CdhI!ebzsAH&)hPZVkkmvH0m4k{Qbu z4g2g&e*y-hg-tgf&$$#W$;nzArHRCuXh_U0lQ)s2N9v#iTHTGx67&lwa+nU9o{NNv zjIz&hCs_){Ylq^@DTk$!y?^C5s03w;4qb5<-q+pd>R{9E)&_;u7KWO}j$XS-#q0cI1Di=`7p$pJCg=f>a=czX(f1 zGVcoT9pvUlKjf!i5U5>%s`x)5j(_P=eenG4*XpF8CEFVdzj8_pURgg%=K`^9sGG`V zu=PvvXJmc2)z2U9>VJ-;(vQDMeNrr z<{37-aYOp}scl?c?dipc-E;KeX?k#V5kkgVXmBiJmf^sJ&VSJ@u`)^V_-*AU9&%j{ z0{fkxR>b8r;SM>Jgimy{VUr4l&%PJsSeh2om-B7u=sRKt zIx*L((*PdMh=HY&4lh0t=SClrm2hbVvZXCij{Js7Y2;)T-%-N^)430)07iR3dG8I2%O{l?d7BBGpj`5DeTr1qTtQH0y{jQJpeet6PsODqK%)D|$uXNX6iMKpZC+*7ivZvOT4p(QN+>`=Rx@78mU|jqv4+wEDfOdlch1!lvCBnXSjjKnk{Z4g< z|D(Y;jMDFIgLsdxcU(bye4CHc^XNJL8n|YjOJ*#Th=}5uFY0>E=d)VcYQh*v+=|=H^?y038zJ$LkWSl*^VnPbw`Nm?9lrJM z+jpK`SE($&)Aj&UPX#s!tL#>^N4e>-9oJL!E<9;vT4h_i7dmYGMpIap)aw*5yiu-P zh0@5sbX>J^m{yE&mmajsI@kbS{m9BbSrFI;+XU1qzFQe{pHnHqNeWLF9HSZ?d_J_+ zpntWisi#y`P_9?&qfHu@(y6lyFgH|t$x-OJU2*I+9Yac(ol`NVT8o;wa4lB;{u92; zEemiy!LeZDbDFIDpaj;yFq%`z5`jJjmLxb_nCuwU&A^=H4wr4G`T72@u6IiK1H`Q> zk&Zl)qq^suY9M~u67|)dRk=Lou0T7VJAaVtSU?3g`%;|!$mG7*uNCoozt|yQQX$4$ zpFG-XB;x6IY@~2Dfal3tKJCN7DlLO zg|S3Qy_wIIM8s^@b}nUc7L4m z^U$iWuOsQp3z}3a?7Tps(jNpMDJB(lk97LIsjbl@*-qH|Rn?WR67v4B z+ChA`FEyJRlXL+QMeMk|*8C>9-+DsaoTHzg?ztj3l$QL2;cO4J?9-}IBnLt07Mp07 z0jk`lEj1#BxBOuV4g%%J5XW+#JAVfUlhR14&07yMu$uPvAge^ww6h}f*8B_7TbsQ- zZtXbX#DRLw!YH)xsMx5qAOF2n%0nPA#C>KQL~c;f{i!e&Syy-FMi~}f;7d#~4h8B- zjLakcrC>oO$}OGB1PqtJwo%3qS{K=*7~caze@Cp&XPIt8c^cVU5jN*to_``f%AgJf ziV0QY2e*BvpYBEp^{C5M4K+G$%C((k#XmNuE0EkP|fTi1i&|LJxsq}ym?aJIaM^W4gM zI-i^bmOqS6F0bI>^4c^uj(=@E7J6vj_k-VFhkCe{y?*EmCQs+kg>^$A{&yqlk1!Ng zXD;7|qLE}XWpW~sj!DtBlcepXz~sUgcF%Hv#mxON_3QGF?M^wKrlIWtPHF)!R}@?T zRcNWI4X#bP^JHiX|20>9Y2uYSBWcq8_e{TY${+&M;?XOtOS6mm=YP^@%v$TTF!P6C z_Gqv8E!w6;T3N{AAxY9-VJ01L^>@ZlEj5@o#AXVhf|rw|0u$ZBB(!I6*dQcOiFM(= znW+L|cwMCVxKJ~I*#1Al-a0DEHEQ^ll9E5!7{ z?q=xj?rz_i^Pa;w&wsm~^?iT2)(qZrU$yJE_qC5s*LtJF8o~*9*KqyvZx{~(&V4v{ zSbCYu#S{g_r@&5TB3V+?Q>&_d2s^o642eU@6)j>3%B%G+{lqm%-Y7=7gK<|ON4_lf zP0DSKYa;OWb=P8`kDXcF+hqYr?zHbEqchb8E5nizn5$5i$A2TLMAPygai{}sc&BNZ z7Y=O&rEbj<>N<(WU2cgn1SWCzkGLw$~MF9JWj6MKovZKFFPV5FP-*nH{VpFpqDR72Y9<4 zr8HsF0bq{tJbyR*F?7PRe={_^KXLLwu1DGPnJ4xN$Anl^)4*B+X(p<1#(-D@lk|5) z=4+YCJ~^~jMD%B5OJcXj8E0kASY2ZsnE-;YorHQhu3qoo$K(pT_h16Wv111EfNIL0 zHNTQkFvfhMu#C_7>O%OQX?_$L!9Q#`8>%UZ?DT=%On-g20wi}mtxu}-x_+%gW-0Ev zD|!&?7=Lw|EL71A^2Qz+IhMxG#2n$soka185)R$`q<)sng&LNulZg}^{Glax=)lhd(Ui;saTB*=#oGY@lF|Y0m<~XY7*Mw>cu^%#WK9b`>MAFg zlF<6aw}0=EZC0VUjME-m<|J8tW>yDu{D>VZzD-eG@e~vX*+diFo8icr%$C=*z|Ure z3lcX^xx&fCzRH5o+hV#VraEO>LR2Bvjb_@*3C!^v@`ch3{D(DERtCZmlNnjFx>4te zT|bLYJX_yUFTr1JGL)Kq`Oor=qnrz(CypOCDt|foeB?+>e8Y+=X38==d_sgL&O7J) zc9PyP{!Jz?KoCz*o?-CrjAbRdf^$Z$q?Xrk!e$kooP}PY|NF6bzFj02VYx|##PRnL zNp+y<=BTQ4Rf(Kmwi)hloYoiVJGTjv3O*EZxqF=NG*s^})qsALPQqmp6Gg+p?FuM)AyGP-~e~!&&#y^g3pMyj);HZ4? zbzuAvFrMqIj4XZtUO6+TZs4Kk-AY(8jepC|A6_zui5#0y(;=JV1u1Fwbqb&>nk7Ll zy+8tOqHO?=@Cfg0k;mkvolz&1CWsYir2FMY6cZ)smmYv<+e@-YKjVZi8*U0gnhP%Y zz5{D+TF>yhpL~I;kFX@#wKTuL}PSn^kDITYtn3 zn%+uJ=B?t$l6o3?$;Nv;-n7q}mk8|BWc>!om%m&~s$ztdE9(vMZZV+qm2S}?NVZRR z)SC-d#bbx(uh!6nb?=ICjbbSX-WY=T3Mq`%XkJ5@x-viE>$skPKRUW~zgNf!L|4v{ zBl=Q7;2b|=SI@NUu{)m6Dv(5q{C^0G6zURR>2>4U4}SG}&H@0eij#S#FoG*=H?DuP zWgH|_aZOUkhl#IVbBB>;HbGam_q{>cq2sL2`zBOKgg>mwmCjOF^5?d0u@D38inaHS zuJmVv+)Dujk##ASRWmZ-O(eE{Akn87dotxR`~^=DkICHMAKX*2{D9}&(towXAe!Z zBC}^=ZAw!9g}z85k87r2uTm zpA@HQP)j<}XSuq;W>Kfj1b-7RUfhs5+vz4R=h~YWbge<~muY|Qw~CvXXCoiF{`I{5U{sVv>fZAy;D4=-$cH-akfm9g zIqT&dUebX$bb>Y`+ctcLQ=rLT7Sw z+F9w!80kUiGTFAKe-`pV!9FV7f1wJ*j3Z|!2n5p+c#9&jYrLY9-TrKys-oc zF@^4rTeQuSV{FIQ3JQy7yK%oMJ=tvQ!qAuNeLt)%^Y_%U`m{VJvA`~Fy4|H&W~!e5 z;FY30NpW9V&wditWGp*;}Szc1T_-)U@9e-AS{W9xQx|Qha6Dkm9 zMAS+zMv6mr_-ASp0mmJ93O;6#9N(=p55Z+8xr${kbctM8KdvgH&$@L7L1zPS)P^c3N3iaE z-)au3=Gs0N7OB1s^0)mrwhg16cr5pmPs-;73he55y{-_Vm0s$!7tOa5C2i(9ce5<^ zyW=+7KmGl<8+YWR;NY1vpD+mlbhQrALsA3&7q%JJVkipRCaP=N+JFCK-@kxz>0#Ztl5FUQ%hX{)iREQ)EKC@u=UI;sZG&|v z@#7^Un&g3eD`~t$3m1BHa_ZMy#BJGH4Q9rKwSOqOhNL~d6ufT5@(Xv{H=t?{*;;*C z9UR#BmBnALyKRe7pb0_$sLfpaEb(}gyP5Z~j2i=^dr$kS&gQUot4kWW?Yz4A;h=QE zVeW$VDllzeCpV2;@H8^K0{u2n!IhE}dL9mz7OY?$O@xW(tm-Y*JsvLVktjy5hCyd? zJb&Bi-fb}8<1lNMi!(UKj=mB=6^4@bux~P_=(>WggMv(IBYaoABnL*EmTedoyz>d= zUgSXwh26dV5=c!=47k5r`h!{c>$i-$(~9pJ{P@Gw5(U1NO)E<`sa;2>9|9JL<*>79 zueg5o-Kk+`Z~wvHTOAe0l=mW}g>y;^!hhz^#Aq(ahOOiB0P^XP+i&3=uNyX@mQXFlAY z#x;|g@5?*6%P9ub%)L|lg^ZU+?V8a21#VC#-AGk1vo8a6xQsE`anU&v3)0fHq<{0U zt0oy!GCBb3iV{vZA}OE5#ke@PYTKWjSP2t9*GYo=E=zZdroVTbpVSCdm@wf9DYd#^ zoc1>}7fRa|Ujhe)lmv{bcCZB0d6<+#;@2NP*my5V_KMYTB?Hs4@nVv7@qgk+gDUknKxklDT$Ec$r9*kSYrD{e7U)bt+5A{K; zzdy@?^+a$DktUm2mGu4q3VM=uwy=z0|GIh0>V>wGZVHMkIoa2{vGe~Z5NT>fm^Y#4 zPv$_#=~<`QceWfuRIjLyS>GkS;BvNn!tAGEDagrrXIj6^r z;96id9xjx?-t+=s#fVKfxVGP~4rI-3!Xv+z zJ2l~C-tFOH%HMe_g*%q$0L%EA)@?^tCn)jdz))+XLI0QE0)O9EpmM;yupIPV(5cnK~6PLk=st2n~Ym3cfBR_he*CxO~>sbAmyO(1vHA8!Pq8*EQV-0b~t}5H5>wqxwe(k5k*0X$A~ul`)}0 zpVchXu=nZcGje95tq%@Qq@WkpH4bbepsIbcR{_a{9`#=iRIhDtcL=S8u&?4j1O0+j zt?Xq4GkrEZeHanN@{Lju14Q9SrHp}PxRP8+QJDjy2+%4gYdR?a9IEBU?Mod9ui@6P1B z=;4<7(|>t3?7GQb_KB+(x#(`eafwVlBs-0~q+;Y9x_Gk1pRfBRUFN*W)=&0?HHusg z#@YkJ9zpYU=XP`_U52m0Z@zO_N)tMhi6)n=#ln|V$~;(HC`kh{M$-wax7 z@PE)|6kAw3g(!EI#iO#1CWIgVWS~r*Z#+vm3Nbq+$7%UMIHG^$vzmm*6J z*3>Fwrud9l(7mUdmRIKyitnH(u*V#Vo)T!+RH7z8T#K;oMSY4D&NP6=8 zzdJ)F+p&b^*(_}tk{Cgi=Zzy0WxyX~zOjBHi0ad6v8XF`l2x4<1IfvOX_dMv>547F`{LVI$-C6@diilpKBtAAbP z>!t}uo65|1ztXHDcrBN=rRi4NE-D1~&q-zrQ!3|wQ{Cwkx^Lz3eCSO(^5rlyUrRU+ zD5)CYKKKuws?r%0G4=b-3kb%01C&OAYs7BD*ol|0QfHI<=G-k7)f<8W@ZY+(eHmxg zrNKAZ!I6zNSwIX%N6a~}=-%-A+JB2sQk*E&<`3M=F(Sbw*Yi9^c|psHvr%hC59zKv zdaD?vD)>{hRD5}ztj$){$`bPq<^R`O`gdp zlD8=HvL{kM?W||B!r;bL@2!oO6ir0eubF3s>uU7y-=2^ieI%952mcXn$g%IpK)Z1~JGCT! z;7X-UlRwPIV|>?i)p%rS@PABVxdomCv@<+ZQ4)iJt~k!?MPnA~n2`ci+#ZBSoi>k8 z9&Z!W^RpMFv44RV^-FsQQ$lw_Y*9`Py;e_2PSDg==?6BKL08D7L4~KW*Zkw4e6@{S z0q4gG0b9}4Q_&k(d*6_wWzm&vfe&xYYDWulv)C?W(lVnzyYhq`?fJbNGD|{L?2U62`;=BG<+?J zkc2zEN9Gk0z()V)cYi0c56>#stGu#R#YJcSsW!qR%V59hps5eKvUB^dk3}K~!o_Em z5M>w3)hP?+gs@Ab$#6;vgfYO$7=!R&<__nn=s3Gvz(owG{S;ZIf7mhYs)SXsS7+}(lXV#%Vh+g$5<=3=TadLI~s?ragOZM)qmP`>0S-H*5f+<6gw8wCk1R_unJJpD?+iZtQ>#&De>cJ|K7))&np>f zo_yBKS;HAgrL-D0qxI+YL@x!;IoH)HRKzDy;yr_RFR?nzl_Wa~=@jv*D8w|=nO8`S z4pp$UAf4j)vI8GAUZ}m*!Dmu0Rs06KA1;{V_C!rhRDau72W#!$^F4@TlWWMeX7&y! z<`1(pB{sGh=C;&$i6E{WXL<7KC@u$;YAniY+s9qN2Vb-02Gh7t4uRcv36n)+5<_|x zzsUzI${s+?JNV#k51io&Cm2Co(}g!%Z^g&;8f(WP8FDSa-lDgw`ek^H3EAp%gj%DS9>VIfp^1=Hs@EVFiEZnFq(G`!ZEZOCW z+yMk}cUvpWab=dlgpx20o1*ydP;t(IRo2=7w#7K463 zj(zZ@wR}1ztV3?Y5wc*;4VH|i^NM1a>%beKZ%b2l#XMizKc=9Lx8lEFrLPone_83- z;D7O2D~gYj+zsHiYU*^8b7+PT!N`Y5I?4IA(l_UXzq1@Esc*4zBG+EVnxRQk*Aq!! zC(dKeAX07X-+T?vIz1BM2;Ei8iIn@sBe$bq?N)gRNuwK8gq^kVPv80FPaomy6N;E(O0r)T9gzw_R1XSU}GUgU#Y=Z=C9 zKl=cHclJPe+}Hf5gz+B+kVnn=me^3O{Gz>5$N$d%(NTbWoSiPRT_9>GLVe zpq->hz79O+;=ly41H1b?~gQ!Q#%yV>d?uxN)R6OQX92Z?JJ>B zYv@aQ&I=Ux_)h(x9l)il`rOtw+M>c!&JEaDnFROeOt2i z*U&V}WdHX4->K_zx`>JN)dI$!$JFd8IDw<_S)V;}`|(=#sxLOdwST-?^*X-G z4TU~l^#>+6`1S5k7%j;rC=A5PJVn0nH*WmEdXq!8{sy!g@2b2x52yW+sG^w^Yhj_s zCy(n=e6z#ZmG^re*-G}x^rkS`^n36@cRsJ}o!*zsTRHhA*2=eJvwB1;@`)^siLP6k z>^%y=C8L`tW~jM;m3|!ATYrr@-kwgwc2hhj6k!UTx76GAaay9BDe-vRrnD>vQGxYG zy2QYyHYFzp2VeZ zkdk%HJV7LIvQ{w@RksAb5~QmfHh))k?aA%K-NT_;Hh?l|)S)lBdw-w-Z@;S*)LWmT z_bFCv<;)8HjU?fF%*Psn7}W98(ia~2TSlvZH&J2uY;v+B)UzOZTnQSIqj=$|?8ujS z8#RS8L=}>ngfC;zR}i*jBQA~0DQW}MrGBt8ICnmGIVc3LEgypqfcAouV(JFr4EF6h z3Bw3J4vXQhVB2T>Re#>zCDyneZ16sg>?vC&Z!Vj+z?c`sI#aHHzD^*G72F)vtc8_X zuJ|tQyh2o;UrRFojdCMH=f3q6%3=DewpqyJ@N>ox(LhSiB~StmFp-Rt+Dm07$85uQ zaSl=Fc0|FS&wZnpIrpAHrR^u9A967-VA=-8Cp(B{WXh%5Lw{_1y96%$=;f&}`^6Yg z##3r!(j{ng*VUjcu1jyTa~2zJtUbf@O#RX#8!5`! z_La&xemFdYid=Fp(qZv28hCUq+k7IjLgh&;!b@$I2RVvnvA;!b<1V7Q#j_dVmefGe ztQAKara?C8zVen*uotd-05aG~r5PM{!H-Uz43^PoRDZ;Cnv##sv!}*mg#`p#4w|h@ zk37jc!tlS?q=qOvt(}ftD#tzz0mlsKs}4iHw7eez#;Ifb0I>iVnrw@zKmkZ}6R}FS zzq~H%CJ)~1L2Ix4%+vNGu21+IoAlN;*=U6< zb^IoUDLrfDBM94C{GBcT%Kmea4~aIXts&ZrzWE5HF~YK%HD^QonLE6}s8AzUr~mSs zB4=tQO$*nh4pxnOB8dM_3{6P(2iGXt}Q((8A# z$7xkm6+b|^p%GX<*xz;A+G4Je?NHB9YA>jPc@goHdk;gk6sAn){WjP0%4H^ntn(EO}B zdRvrZJJ>90v4=8NV19cY37oCDSq^Am@w4&hqs#A?X(uU=G*`>fDedJlrYVlmX%Qlo_{B@P(E94qct-hOVBowDFhYxDLXj{yTr%B z0dSQ~P~W5Vzlzce8}dT-5p1K3U*Fot#c$<)#S>uH`!?>l0RN|oNWXW4&t@!}K4xD` zAW=8H^mj_VYcT7WfL9(0AdH2(0__u zMY^6q?&1i1z}VJ2mDp}g<^8AP1m;zwl|U!^K3H5vLM}k^W2;Xc^PD*vW`#jpId+Rc zu)H`vD#LS6ZoO7zbQIGCNUz{Q6w3|81tx9tz1ufc)&n?n_`YX4%L=Zg5pTb*+Hq*V z8aw$MluJJ+tj+*AI+vOA?BRDC5`Sm_NCn;chT{*M-eX%;40C(Lk@u=)du&UR_5P4- z7~wj7-0Hwn2$|k+OJyl^5x8FVHW2vkW;LV8UG)2yjh^{;7fmqaXp14D2MxYRh%k3a zz4>e}mi)oS$}O$(wa7nr0gNz)H9P(jGwULTKirrze);gGaM`H?SMv3W5r5&)oOwy( zWoc$a-zf)%LWp%@;!W9x-+xRaa=vEA1sbFw$@2+ z31N%Z#k2Sc&|l~+Z)n-PW`6~(u9bbOnlXl~wb2tUxg0f)CY7TmBV6r+-)kn;{cj6hlj($~U^+z!loV&HIH+y#d>C7?|aYkRkV(R>@HzjDL zeDA{2%b>w zGx(X7{H^~p`KDyG;W8fvuJQ;yRod2HfYma~H3WgJv47;36Rhx5r?u_qU!dsOB84)( zDGG>}c4S$?Y`s_aflf77eA;*2CVDSRBeYG;*Seubn&zvuOD1V)nXBP(dtU%Q@fc+A8*&B>oQ$` zdhjnfD)ak}K5kGXkxcOvNp3;;iko+0uSb4{Ac$9h{rGku*!f&M{Wv$x{adNQi_Fa# zQ0|_sy6I2f)kUW>N($^!*yYBK7mcG~`%gfwg-{GSZLI3FLw`S>g27TSwz+RDxEes^ zl@hNQ=nKnV_k#{_W^QFl-5|6^Xf{j>{oCJkb9&UTHO$Q1|AOS{%|NgsKBr=Vt%WD9 z`(2pYvrgoTXoi%H@t?1C%(o;<*AnO3jj*y7gD_rWDbhbr$)q7_h+667C7fHX{{h8> zS;B6uNCZBNRe#g^J(239sDWzM{9F9wjn&&3!Ch1@hxv~hbWJ+{@|k{>5Ah)gF_i$c z{w2#a;?Qv_ncn+84U-jTTGtz+4VHv}G`|t6SzO}#Z~XhOcsJ`oVUIHBeaVt;*_ga}ySpww3Z%coC5UjP52 z&di9Au8%|Auwd=>j7w4FB%0GR6J}0H)0LVRb$iA28Qn)I4zskMt6cP3sQv{Y0npt+ zg;Hg*@l;!Ah*;r4%yMVekf3Dq_e0P zm00;9%YS6{-!=RNTSN5{z}E18T=-;<#~ZzV#_AW;DPNVQowrix?c63*)H>}7Szj&L zPko~AKKuT(vrJ)6FrE6o^;EPghYfwHTTf(i6j)q3TS)-w2J1ncJ#^AaU(s?Hm{$T} zJ;l00kYL*Yy>c1!K&wj*cM;xAl;I;ZMd^hV+?NCQ7{y!zIE%C5@%BsmZ6#u_6S9J;K*JWD#LjX=dvA;?G z_jR6mQm47Hm3rVqbg2K0wm>xn9@O3q&z=3E{Z}X}UKa%f)j)a=7gJa;DbOCHrcI=( z?Yx1i`i?p5KP9P#u#(iC$~~jMN>6lOP}xB3p}&6))qd06q26Kb7A7*elWq<4(6uF+ z7xVhnI!ykz5cU6+q7vAiuru_l{;=+(=gsfN$J@R3o2|5?ZeXY`nUm_j!y6%i8R&j# z-A|bT|NSRE3wD~M=@*0lftFm@*N2YHB!|#LVbcTf55e$DM*mw@>Y=z^mZycf3sx;S z%;|p}-M6m8CQWeakKM2UfmQRvr495j`{ky7qjPtH3Umi`Sc<^_`!K1U!RdJycN6Qc z(l#`=p@k@taFhnwxa5I7}GagQ2-^;3>Rq47h*UKmQcOB9TT9{=en0-(+1$I|TQBmA65+ z$jLNUoR0gAZA)1>&qti)`(x@116w}g5?pgHX2Q<{5&>|8dQZ-bG7Kw&cApPW-}&D?K{XdXJNs z0MD4)^jbH?YOnFg&AR_{$wlH+L(auzb#vpzj)F&B<;A3Cwf0rrR3!{iRl=^^pM+uM zcGtVPr9;`K)Shd}<*GTWU`wy6b_&bx{0TN>6-zC0xAW1i2+;j;`++r{D}k0xYdq7^ z&PJThBG0GrX$r(`?)>1jaG@sqLC$}v4#B8z8IRO_Gn5Jz!6wPJU1H3im-?@u?pQSp zg-^l=Y*X$5Dn6BNu=asqf_1btcP{L%@k*#TtRi<_kGxmWai?&A~v<$rFS_NV@>+O81jsoeGN$m+f}x^F8RR*qbL=Rs~vSronSsT7w*J zhlT#QzWmJ*cysJ8G@r-GaufN?QWa1ZI&&gdbk+Rl0mpo?jBt~K4`m)|LYI*bXrvE* zPZ;Yo*}SQLu%KLwN0R90FfV_C!DPHLCxN(~e+qmVH}C8x6{2bgS=yW^nhUd%5mt+scX_mBJ_y~cNA3lTzF#% zs)s-DwV{ld6p-ibLA7*-QEIcM=}+|!2|Zu8fBJX*R@n6I0AKVQUO*KrGsc(IKx&Em z>niGRnzTrI(b}+^&2fM3w9<{?)cSly(Cai5iM|SYIc>zKg&C#pLsd~?VW^>tGXKb{ zVC62R%?ohYGnl_A%75Lj^EgHhQo@k^_`|eo@qUxLJA4Fb_a_ajy1av@#^zV(2w3Hb zt>HNn`GLJCjqz}@%eOs}f@~F|U$1@fy)E&BT&DH>F;E}cDIR}IAFLD;qX9&>;qMT) zMLFNAe6kh4JI@t*$Y&W6bGnAEsDK8z^lgtB54?Kl2qx4{>bSib_E>x;yTS1rMJh4^ zecYy%+pU|-@kR1a=s^*xij2g~8%&cNu!b#$Wigl1K~bJa`LhA7&dW1`#!Hi^7qH6x zJez@fqVt>d0l0sU+0hkOZAiOn%laj+ck>kj<#~59jf&{T0>RZ;5VW-YJzGcVN9yIAu5m@d6LJm zG&w%R`)P(d;=~aw_hawUQ3;aHJe`|9H81D$;^cw)rH8}PIjj20HG0Z!%M_>#TbVU4 z!7%Q^{j2Zq$4VPsox z@}mhE?&a-XNqBeLUpZ3f45cj*j*XAYq}rP5sIaaC{5p7it7SB#pWtWS@J~~Un5kk3 zoGUuDlPr$7E4Zu#{EBXAQH@*69OPaC#cxR6ersErlOiyMH9K?cn3Y@iPH6In8rXkU z9eqtB@6bC1Lms`{;W8dt{ZT)(lEPu!JxYeu!Wkn@o(=I^gZLuZ94OBW$t+GdSr+5h z+6cSxDcfM?x^C?IgS>~`q-}y73f{}erevzX0R{mJsO~;!$YVY;!M?kLT_#Z`9!<})jlV|7%fES{=E+DaJDnm@8h0QMdc|#^11~(7))2E zI|=Jy-ivLb0o$J9gnR0jq!LectdPc#y8-dMU|8!Oa_dgp6jG7g+Mw%n%$0u_rvc7^ zIFV$>Y1MchE~c^$Ts^1;eF1CH#1Ou^Q*aZ`=!ev07*G+$vl^gIJwOF3b=F0X3mR*h zBr*>W;~hkIPtF9L4Y1q($_>|TGHBxRN^tc@z~o6!aZgF2JNUG7vcP)85_JSP&^)Ri zl;2L$VcveRPSFdXaQ%zXIGYf?QWTDHl@ECIH>1gCL zX51m@;jn?Z1%iIObW4qSy;}0NkUdy&w(eZbnB>V~a#+`qzu@b)T?a9$8njjNn+@1! zaAD>KL*qq_pPV;haD;Yee3quu-iPlBjaer+&rCI4R>n`II4%;M7-N5eNe(%NVU^?X zcIxFh^!KV`r`HdNlDcDzfb;y8csdP8fX8IugiNIrz24S-SH+0K+WQ|W-@=qylSwg{ zn#FlUq~xh=jeYTd2;>6yE1=d(eS9pcCS!x-+0gTmSb5=$c8cq+tXQ|tl&2heyqn!F zW7Hw?Uo+!O@p=sS8p?mA!!tVR)wAxiw6kqVspMbUTK=943*NE|oBA%a_#W)O$9$0* za8n|;Z>xbwPAXy?l}t#Wd|NOcy`;^8YfZXhh!@kt9#);ljAuyYeyX8ic(m9F=S5 zz0Sj;i&j>OYFGS+NNNxM!H%p8cuqbD> zTn+hqLQ{XXElDcr6dPZHB&SdsW~v0DJ6SVF9+h3O^UP%t4_$b<{Ss#hq1I{{k2kxL zOIg;b?!HYif~tRROl#jwhXt-eK#I?IL#(6Ry&O8&ukmKu)ET@Px5csULU_-Yd@_%6 zgmB6%WgcE0-54-H{z@l7n{9ie<)VSAR#8$J$NI{|SvO?jrCEQ&v=4*}tFG0f4~_m8 z_Mp(raNtEEYE`61QwiUP+%#^us?Jz)H_>q<1N1vSGv_?^9d`NR=vcm%aJV()QX<97N*7+|7jhdLR@QvgG0EBt z^gw;qaan(XBVG1%eq%)Cc5UEJS-`HQoSZ?wRKpllITtV+!ARQis5pI`TqWz`8DF0N z$u=9~tGP8S2`E-BxvDnyg;dPfqJ{ z(g+AS6}+SG^R=9jTWiz4bqhz}lGQ!G{E)6nh#H(PT;%woA#1L8T@#(KwwE~yZFTHq zqdSK7A;X;co~skZ^L+|$H&QmDkOnCYZXPYgMphI-{ywNW#z??Q$C6W^3oy*4Z(TMv z)M$Td7sh8sbsW5`yi$)^6{LJ2L&h#m8J>LFIG!RW!a3^Y_;?LI6>3~dtlj`wKXl2( z9p&#(ED1LeW>-k=(otKF>y0|{DY<6djFc>g3hG=-waaC>0Q)QWeTv!iZM|74Hb@D| z<${)8TP6nT%E;dV$#nd5?_UBEZmZNU3}}k$b~O^Q}nkL&&$Zu@7VP7 z5Kv7Cn_B(56hF5`aq3QBar%6f@){Y*Xysxw1H_EfqaFV>oa2MVE&KE`s;68ZNyak6Hn(} zQt>&m=*H9qs4FhJLC4MYgJLvYMWsTJR|O|8JCJ5oItutaCpr(y$7|f{wcCHvdMaEB z+iwkR36#v`cAZgSX%K$mOF#O9H1YUzEV$PgQD|sJ&S%N3v5iymf8wvRH9Eo07^`IH zhIG{l#~7683gz(dxR-p4uXpQ#7C1lO<}lgOM*`jO+A?n2GL96SH`YRYnu*wrD?WbC6(MqocOB4r;FWGxJ4D(83(-G){KC~`sCcl1?rp&&%Nw?3P zw@2E|IrwyuR#geK!($lupmU?o6#Vg9_o_NrNiNH>bP2?QAMEeSTB3gg&xtPZ*~N5I zdF(nl{Qa^BNnd_m{8&@rOVOclMW*la&R0b4y_83v#etbnqp&8kkeUk6XIs>>?+)urI=Ls$ zv05qL9%s+Xy-4`L7m5jw@@!m`j~2`;P2FRGLrck^H0}qn&XIp!5+j!>G;LLy&Csc3?svtmRm8srOxjm#a2<50;POK)|pjzBT8<(GR zi4lcr6Ey)XenAU#BYKT)ltXe+t+`yI==(qInB(ljWeQ^sNKJf zDw;26K`6uT!{JaYf+{L#J#O5T-RtEwda1hu1OktTb!HGNqJ-rW_lfk`{BLk}&T>6V zqzvZd(BtPOC+d zD}Mz7-0#*f1;@wLx{x{7|^($kfvP8@%16{3u<3h4Y&A&a%tRCdX**l7!$ zHC4f|UnrBXBR`d|evLv^jN9|yMME1GM^D1dJF43&uBbU_l1e{}@zDY>xt^DdsNM;Yt>2o1cE|}_usT`o-3t^B_f|P9o=1H z;AeleCpQPg_v6KVvq_x)E2Zpl29g>65|YX1Bm4%So&vzE?UMp}t;b=0-bIO4CDwtr zA59(9<``cGL?zGXgQ?v)(zl{;#^^OJ4Ab9#G@={)KB@4zuLMZ6)AxBuEiBTR&$>G9 zcdsn9Cow$=#uvFa@nRy$GjjDbxJ>zRKP6)Y<)MF~ zOM1CTXg-#xlnev9l=AhHhIL`Wp|s9|H)^vxUL)yU<6r~AU}BWhd;~DdAOWCnS9v(; z{7eP$bLh|gIC*J%buQpamYgNk!m0|eBf?>{zRqCK6PcXwEIXVjGY8%ta;ZH&>0_Q! zD@~_J5F-z7U#FO3BMyJ@+DWlKLb!kMo_}zHFnB^WsMuLZMCkiuLaD~R(LfiU$e9}N zi_Z6N+Z=FSRdV~bPa!-oY7#21B%bPhf;TIU<#$veUMQxKqCwDXO$KtqZ%|#XcV#Q> z7+Ljqk6XrQqq5PQ=$Tsw)jot%7>us#*j_94A{>awq#(Ytmx6U^F>OcpxFLUU0pI6Q z71JqFJZFe`*Xt8^`BdysL=|UT z>cr{@rS;pQT?i|8ZZ;#_m_=);A6eoYJ>@y#!@!x>-(c}+6n zC=r~(pkGR&@q%Wj@h*2CoJwWa_MCIgmEAebih?6&WoEQV><4OJ)8KVc()+ z7c?wjm$O8CQkj?iwf>V?{kS+pNVP@zsBz(RZ_DKrDGD5Q=)Nhbfg)8Q$*1dEF>oK30OA(3>Vy=H`r8Apa zVQmXO_5DaXU@L!nE5wLlji_4bW~5z_W5r3Py1|Lls*wZ7I(wtp3NwF8M&`4Z__lc-q=fjqQ!2CK z2cf>-R`JblIGNkfg*sLV^d<;s7tZ^7(0b}0Y9n_OAmcEF)lyIt0aY_C;!L?lNEwy~lwpLcBTzlycsgF48 zU)u5!j!u6K>b@S*9R+c0j;)tOv6x z#)(V1<`11VdW0`yi0M*n?olL9HG3}$&aFG zY|npx-Jn7imw0)Gi``RbdgmARA%jAp=-INe7oMixm$5~~UEXRf#oA!R&y2C_N4sI1 zd`oe@(aGCeX8h5$#q3IBpT`!VUyc>KFDZiFX6_lSRyTpP+BT_EW`%vo_T>8OOJEWsg!g^zP< zi2q2A;_l%M4CM=c;6q6C(NxttL#0o&xIAQK*&qYV*o_AOrFL5UxK#1{KG+H0qKtke zya&kXVTyKtPw!fPm%@gJcb)02=hfe+n$jE9=#-xW#$y}nw5#ZA^N|7`qLhfk{{(+} z?mX*R7V+=xNaU#9N^a*6q#tR>gy_F(aqc-z1E;pUBZTA!n{ZH@Qu4BwGjVQI6NDJ% zbRjCeql+SiIvOJs-aZv4YNfvGQ07^YbiM;66qA^t{)-rSP&>$A^ekncHJ z-?{8ElQY~MvU-?oT|}< z1EM@Xe?>VfZ^c*Q*r+u+Fq$(yL#<1TXtxl**Z zdY5XUC)F)*JW}1IC7p8^jh>AJ54;(9PD^#s!QZ4Z_G8%F{WQXTj-jh1?KX|ht`b~B z&W$A1m?ma&{}5y@OQa#V;czr5p_Y`Hb~?;!W-KW-GWT% zlKASL7j$kz0-H3rug@I6+zZd{S}c>TV7ZUTu-A;4rQ0iR$y`ToE5@(m_@Cm1OHAZjcoC+UHD$QoSRqVwfdXQ^x-B5JfQ7a^HIJ z7M+k9qg)F$LeeZ^8=xj*)Oh(BKMNqmwbidx5gjK>THy0Dg%iCtv{)YinUiR{qT!|( z88$G@G9PUlH7Scf`OGnh5vn`tIkg9000Nriv@o~A18BrflgV0aTu(+ z>Eh}07*Q3Qc!HlTsVPS=6x4Qp8sdwOs03VgHHep)N^rXR;h0-9HgfvlKnYA5C-7kK zDX<>Anx+fYz60VfzL6S5KJIRsJFj0!Xv#m=sE9!loGEz6GfTWiWI#EqDaRS3dbo@W z&>+^^@I0oIL85N~WKKB6 znJc`UvAB|Oq8JS63%1m^&zEtDQ%OA?~uS2BbF)(nOl{ zUX)JgB$R~SI|PD+-fQRt={Gs&d}q7)?%#WV?e%LtnNQXnYpgNHeCL>Bz9TM=x`40! zEvu)V`k;U7NP}ke^!b2p@}il*ioDibHa0KCtRTto#lmrMDv|mF_TI^( zjdtI9NW|~c9S7`4gM!lIyEcoKsN!Lwc`0NWvx-Fbbt*tC8oG6%n={86H zH;FQnd~|8mRW>TjMJ`55iL%`IR&HUgVXMU?|7m~tJ#{gfr_;G|d7U8ndk~3^=c9e6 ziqHxe0Y zeF;N9dGnOY68IFGukQBr?G~(u1gY)*L)JR2pbb&XGhWq8wLrx%rA(^}TmB}_@#-FR zUR8fsee`wF8ncBVK8@N#E>VPKz~PYi@6+s!SNHraFv?lrkW&glt*m=|?jw$2rhN0n z`~e+$>hP)0P9}e51-dP!r-^QYO#DS2Jb-H*s5b8`2i=9F zuAEAzBd%D=2aC|{>!oj0d+S!TO_DK{?v6o-4ebq3E#X)4rOg zkNp_u#|`BEC5J;sRY?l2_vjh-G+&0R=IYFpp*9Ys;i0aqP(3cid_(sc%ctRIQbCVhVp5hPj8^ z)gEtLkEXROTcrZ%-Sbx4|27;b-&XV>1)Jsba3kT8fvKs8tw6L57qeR0s(pYJKX^Xj zhn)xI2AQfZ$;bFl?)%C4f^S?ZjUHoxeAGkjd{es10 zccIuTHZGG#6O4_lAL@wej|+dlkTU4kiP^G-@5F>WA``AXw%0d{(wTV}2kI$DP4L|& zZZxy;esGhzZVMt7@YXx2hdbFuQc5WT+JZ#z60aFF!4|^>(B-llQphC$K+0JvC`U|rwJ)C^SPZ_`)YrV)XZnoQX`LT zWsoypa+uq0Yh(jJp5j%ZF7O)O>(I4)Zh5UbyIA zxlDUh6*FJ?A*^p{GBr}zd{-TMq%2|^@5_ku#)rosyPU&SPso47K1bpC|6jUZ~dJ8a_#d3Lih6MKEsDg;^+Y1OERSr zv7~kSrrihsA^d;94^zqBGTJ*011iGUSV`i?g!EG~mea=n94x-}nXsAo>!1p(2=0~L zFN5l>RV49L#5)udPVQ3#hCH%ueL^auE!CD+l!Rqo8{2!6Ii(e#R2t0SiZ-ygzSgMJ znFQ?n1+-~ZE#D8yj7xP?`lZ~cRP`HjD;NsH@Lf70uuy-Scg0e##YWr^3SQm+GjnYh z@`-#9nYsx6cQV?0vV8c28&SQ~5YGl|)UN*;i?W~DmmIk2+y_J032v0}5^^CPI1>)2 ze00)4E=(d5Bqe>b^G>>Nixld$LpObSzogJ?fPhqx)a*Br2B%S5#;#JA!RW=U6ZoIm za{sA$^>2UvtdJ?WnJ2bFoS)EsKxms5e6s){E;&mpAAX@#514>`?n?Ca&C$+6 zD;9ojmr#^6w3fjM6R0V$yOdIMVQ)g-&#-OYjd@*iG6wov?FD+m+UjZF?7z}6@3m9u zyJO2|z21jpRBbkpUsP`vLhcTP@YobLGfYFsg~)#vSj8T0x7}fFWI*QM)}#%+IyqiypK@RCFOhh^>}7#ZM7`D&>T*NbpKuw)$6^^u6a)k5+@if))c;* zHH#xhBZRH}BqSQ9ZdC1bJ$mgh({ET;vlxHk*8G*;t|@@JJ`awzIXcPn$!2@#^1=40 z13NL*rwb&vE)bE4#$SL`^)I!N5s^K5Gk!Ofcj7XeORD>Pl-?NL4D^HpqWJavkn1u| zYx*FJ;+3!TgVB2G?a@L;D{gx$QPSL{k|F=|s7I-!gZaAyeW|4z7lq(l8kQ=;*M=izcz{XsXq-s@@H zm_x65cAC{wuhWCYx1;g6Bqic8@QF74@ZeB1OE6W#zk3EpxKN6FG>2E9iS3{29KLNPi$GegyEK)oN7+---Y!)y~ddJ)Ioe|TG z{{Bv|SJRUf$@D3mfRzYB#wu&x%d6HK*}SetSa=Xf)%T?vWn17C%ME?LGS}{Su|W8j zOF~}(FdGA3!{IV(0ATXiCT4%v06S7@kq)-D?9)FS;jxm!b(whX4K2%FaVGxbn}G43 zwHeGOJv7rCgksb-IObAM)c-hP&yB!Oo{E5B9R*v&$!X{3nuCRe!2CWpb;m*F3*-^p8tN&t;MtZDY_3#vDQE__*+?nD&n$o6Ec2~ZT?QK& zqVgCzc=+jkZ&i!O%3zLF!in*KRVCqsu3HK%*&v}>H=y?zt&EAc@z#R8PWy# zG7g@e97$Asvp3ruo%kYNunKV_aB8u<;LX14VOWxSy4@*Ey9#d_%7`(JcU@z{Tf(b1 z%d?NfeC_wKgrvZMLX&@5^QWAvyIRVuQHb9&LCY0wFOW`HO!}(q{+I&_akO3y;!0_P zC0{%dB~APv1>q&qWFaDP1Sft~&sdJ646+29&fs*w47sDVQqa^@h{LXU+Ki?Pqel z53L6Y*N`m|()kjdHR*ehnjiV~3O;&SL-8-utH^3?Vl=%sY~n02{!!a9?`&$yZFgz9 z0ExqdHQ#?&%1*&RPXU{#@FWvj=54pmxa$20_wgU0ax2GWb9H)V2UfWCr5~YA%yt!N zW_jR5dGDG8InS!2MftPk)1%2VKPPtY<1M?TzBKhwDp&Gy=6i1*aZR?ed#|n6o}JdM z3Es|h4+L2doJobxMyv4Q>{$}+Odhoi!deP={o zBLROq?5l~4y;fToIhEcLNOC3h9i^Y(1KN`$JLDdE`i!PI$z>+6r#HQwb7umXltRO{ zzFcWs{O&1NGWj2)*N}{kYGllslgJ>*t{Mvy-EU?zNi_6)=dWQ!?0s8!%6QYyF~}b61}dt^A~+MFq-vPjA&s>o(bZ%hBNYRoF!duY2kk` z-rlyLUsKcvg!JNAaH>_&N?y5ENaD-~{KUmgILvY5VuqGc6)ffKcNo`jyv}IVQkO`t zDubY5WI#B2jK7dk#mX?L?SAauWagn7d(GWT>Y!wVGD^YoG&ZU zxS?|h9;@tNn7xCx${XIuOA1Ltln#HFM;oH5u_OIj-unl)5AI;;6i6M(p)dF6Istw&$$MdTXe*Uqfq!ouqHsy?(nzU@oFUgP?RR(gN$Z@OH) zbfqmC#sl$ot;88lrfqQX4iu3Z?e8>?^8Y0167;^pBw_O&_~mdUD7d)ebXmijiIG*V zXsM>3{ z-m}F4PYa{;Qc^?Y%jn)&9+3bqK}d(r>Ml}}2=_V_-dFDaaF0!T#q`?~&tp{UcgbKm z272b*v0vYa3>G?X##e*N_cAI;%5kNk!|IEx!sr*!o5JGBZs^%!bmak6k!XyGmun4Q z0momC-kPJ1$@+|8WH5hK?CW@yqr=2jD6^=gW@ZK671al`%gc?S+@1ln6Q0irm!S=T z87I+V>*LOo-OBzzKm>HJYxuQ;T6_yyd%|TlSRDx2sR!gFF^*5e7?TSg`%_FK`j}QE z3*oudlczX%PwfZ)atuROImY<7Y7|sEZb$D~2Ak`AMbuJ9Zn1xu^?8`bAxIGR!MJN! zU&H!Jb2Ff>QTn~Gc!Mpp7N?!tc(|cx#upCWQ2g*t!(a+#hQP=@J7+7?;qrL+AqC{2TL+gQyja**oOC+`*5aOf}1@(BeWb#pd(5O zOvnSBUJP)@jaUGofZ6=L1LFV&)zYmN=4$mMY2U??HxOcpaxTD`-W>i*L{Qv(!1Si8x8>KHZ^Ln5D#6Ay+ zGCdf3bJ3A^ltWZ^2aEt=+Wg3T>yDBuNDo6=q~m`TYxm-q4}p(8A%^L_Pd;T{2V`q# z@+XxW-PTk%NGQ4fJuo>_^`Jmav-5e}9?E@@0xNbI=$kp~PjZ@qAt~<&Ym|)QExxT~ z5z?HW{EoDo<;TdcQOOr=kutw9F6Fg-4@dy51un8d=!JI}UU5Ql;8aEla!+nf@21)b zy|#b10}fh%TLnEfHPDNHhXGlYIm3Ss!<;Y!BU->?tn1+9BbMWJVynb~x#7vqo5}M- zT4$8he}Jg3cn~F&tWzK9b(HZ&Ex)@eN0saLUIP<3rlRg0NjcOv8onVp$erB{DL9;T zTZM`O??c=cy5gpN0Swx%m1yZTjKH*2y<>mkjUYt`2DC@Nk_)=-Xp6t?rrYj>*wyFP zmoN=8Skn%AtvK;$*ou9&Gm9k)Pc=rmIr5d!o3ts)x^B-kfmG;9MloxO5OfEq;D;-( z-qDT->#Hp2fu09~0m*^g8jbf2RX*HIFUQVbonHc^)kL~oFF$QrF_cLHJr;=H(OrM> zC1>=r_?0}2koX`Q!4R`w99HQ6r^k%PBYm+r(WQ_kACg3YuyRr*wg|w z)sD{csOf!~9=f*>OyO|P7@WKoCW8=Ngibb-S?_gbN&=7g%G1K`2<7F~{21b$j;6Ht z%8WU}+*qoaVHD60>t!mKcLZ#Cv08sIu>+txs06|ACjr~d>`!NMN=hwyVLzvDXau37 zO)wJzxNkNSF=C|S5QNcDdG7QBC$5ZRUr2r=_*Bt~$)R^6ob@pGbj3%3rRzbiWN{BD zi#`jwaojC2d2MfSkK;$p112Vuf|~hJofis%{ysA%`HmROJCWy+dZpI{mNtL%_IFW} zb}YM}yG}K<5WoNY*i1_JrRhCmv6r147N|7f6D0|o_(J2?usN#eUhKQ^&+Jy;Y{=g-ORvE00O)L9{ zUFx=N%U-uX0YoEyg~i+>pl^AXMwRaQl2xsRLHdpY`n5q4=a;p4omJPn7fge!1hVJr zo((f_=11x&wk7%)B!+NhM=7BKZIcRDU{*7PT6u|g!%4L$0wR^M!)5&yvfy`~7m8rR z=By#8VaEbSPuiA}0KJ6H!ru0oF*s`4dcn0X!H#k#?)pp6+>TCdP^`&g_kXA!W zX1vO$1TlTnTbKkZhsjI!e4?hin z3an?4!ORSf-=@*cqji)j4;kQTuOOIwl(@K>REzgzLO@u0VuIEyo$?6`ZRGfkSwd)? zV)2hv&-GiMQtd7XsPJvQUNX~TbKa>(Ujw)WN(b_@&gQgpWjjuSBXX$NV{?HhkGc1u1k^Jry>Hz_37KxMazVarP$d51bqyb#H_*ulg1dkzHF-FFgp zp_v1%3O0108Ne2<{t*f}8%hP1O9Dbm1*YDmOE>Er++~9b>cX$+1_Fz9kcT;E9o)$@ zL5G`Z54YO{h}ispy~`H$edx66j8vK8f2xOM4_EpbYZ4B_*G{nBh ze9y49!)eV3>&T3kQwP(Gbbg! z<^Ot=A|aYL?AB*aBQy|f+Nv+0>T)TZ)7R4j8J6oHZ!+rd*6`&@52$+{q3Pg-arkuv zGi?pIyF7nU_xa*@w$_hC#__wn8orj47TBQi43(Io)=fqe4{F@ekXNJ0+2L>!hHb;t z=19|>zj$Zn)`yp;Y_e_@IP56nkkHVypi|m0ej(}q5F;_7@q=`4l!q-RJ!9AS1*(6r9fkD-^wQzsPrR5AL9oELMR%qRMx9O`uHj9*%WZiM8uilk%)b8~7 zz;4tQE(k!rBKcfJwsbLaKV@pygXRynh!%e&CR@203U|(*N8I6ao{!R#-cXY%Ymq6p z_dLQu_eqVktHq!?sNxtQqZNb*|6-DBWlxd}V$`BSd z!`03k-y`*YgkP^nlgljxhm}6KfBS!25Hp*Oh{Q3YOGKQxN=5JM!#&0S6%M7vH|%ZpyO90A?!@wUve%*2J{}~Gj<5|f+m?mPtQ9r#4aT3D zV2=-W#yf>;*W^xiQM(I8ZyR49;jpOHcj~(N`qS&x8*;;08tiZ^Y}CAD?udU7@vA<; zjS5Hjk)M-VFzEuMO7YHM+T+Xn{mSea71^)2;ntQXypFJ8HUmGO+s(CwTSf1o0m8Dw?a=_cWdf;Dm#ok^6_kA>*lKX! zV@laMyV?^cLiEIsp^Q#JaCLtx-=K8tSFx$~gAL?pwK%`8jF&wtZrZUFvOAU+w(Lxi(pmI^A=gMN2lw}oF< z^f@jMG^ek~c5DlgBYd?rWQPbe6izoo3K831N8kFhHb_CFea`77^#y<4`1mC?$r%Jb z;76j7r2>#}2#ghR61eLUNIo>|QPo}8fFx$~87p7hO|Hcnj z3sYJc-M8msOsd3fF<*b?hHht{?WCMl*o{|Z7};1(MsT(lX)9c(AGH6NnKPGQ3p2n_ zsGm2&?{(65vI*q$Qu}XDy7@cUhAuv|BVv3l11ISPOPp$;leaOt4#N z31(iL)3jM0$l!2G@x*~G62X3>4!yFobIS)SLwSvdZ|B25>DGThVVDkVNvF{IW+SBr zyu*4aa)VY~vc5Y(LU`~_n$^tNE=t3h5D8;6`lyAuBvZLwwK_Ic?~_DQjLD-Uzlyo7 za-vx)*u+lBnLY1&1RJ$;u;txek{+e0t>vC+x zY={FPbd6g2c|(6euyB#l*d;CDzNu2S_Q5Xod%Sfy{ZI|-CoHhVtsI{vMSY*A?q zq~-Q2X#yVZE(e}bg+*hB<+<~8p)Yp4j<;Id38m(up~o*$C?|LgGQW8o-wA#Ay(K6( z_GFg*>{$U~yJPo%l;|=`m`jki9RKj&yvhZ_>=l&}eN}e`p80|_7H-2eVI6NpAZdtb zsXbiDi>s*dJjw*q_|Zfbf7;QV5IrqJsdvtK;??;eeY?1ot+UBJ$liXpUpec5nJ-%> z7A}fMeOz9>(yRHZtXr3T2*;^uv%CUY35*|=AV%Fx){UxvRiU64gHF|jKjbv$eBfbO zR!n@^$h-25>&=WNU3A_%-4a=58gUQq(zcSGbC34amU|G4d%t>fjKI*rRF-|#7U57g zmmz}*Z3s<)*Vm6+r-Y*EOu|4gi{EwT=oY-gvje|!69Se*P2Ny|LV9HP$5e09R5Q$k zlFm?FmJgPHo=dp*R?$O77Vfm{(x-4aV;}oO*H&dV>-#8nH``vYCJl1fM602?bC|Pa z73Y*LXAS$*F=>^Rv?i{6&UKpI?aL)~dGYiSjb|Xe|@W!9iHp+3@w|%Pe*4_ zOW2)#c3YRhyZvs=U;yZAD!P@Ff3(o7Pzz?abjLS?8bo|vO|+In5JT;7H9St`FU^!( z^o~|q&6}knw+>wN$X3&=-D+Wua|4zV$0%y%sg>LUuy-*P@J>`Q0y?^1B3!m+sJO|U zZ0kFJP+Gu}owQ1lJ-l!Gj(h63+W5o^@sSn2ak4+zD-jAj_x|1LsXFclIQ5FLPed0H zxI+^{oZ2Ww&U3A#1?PElwy;@_xH50+wRWy6(D#HSdn6@0q6u zBqIdJ>^lW}3S(fMyF4316UDj}I9&toLUizd6-xQzqEYt^Br4ylyO>$}qvdAN2?khL zDP&aj#o=yP%obt4fA?u}=ZW-|sEG#+UKj{wZ*^EWgkmqpm=u&ok=!#&f_K+QndP4m z4T8dRN$|wh{&KeiG){l}rCq&@qyyoAIbPmkhs7Sd#U$qfa0>IeF%zHks8j`aRW~eu z1^3VvQ+BC5vzWnJheqR|W+5JU6%F7cFK79-w>BbDj)^B725r%=>;bGYz$LkzJ1!GU zDWFvE&4GvWWtw@c)(Jx!@XMVN!RIw82ziv3ye-(kC3LrMg~lSr$jRWl3HLai0_$QF z9IL1RtWuK{NAt!-F@w0x%-n*U18_%wN?CjQiLkU>etl`yPQh%`jX75fYj6V6_n{3a z6Iw-fe&nmA4v|}9jcjH#bxpDINt76x7gizog@@`Zfv?OZeulnH6#bmhF@k_-UiX9T z`R5417z_ibJ?i=Ere=S3uUMS6XFq0HvJK$W#j#QRP(9Bd|IOh>`aH@revBnGAafoA`|kkmXRHSF${pG4pKN$fx?a||!>x_1 zw=jb~PQ=9!_GU(HO1l#or`LPEPfM$({g@l#P3dR$6P-?u_MIof^?0;b)A6w6=D>;{ z<0ryi`rB^U0G|v0hpJP(t=ZOpQ0K|x1&Jiaz4hF@0{g<+Q@3XpXD-w%9XB4j6pdT= zZT$98!oxHbbi=v}}37CPO`+w}9?f2oeC*4-pt05_Or^*-%w`ARR$vg>vX**-=rGNMkJBb#*49pdE0ZoMe$ZSf`lNeO(SN~HH8s@!%|yog=I{2Q~3lZ`aR1WkN0 ze=R&!I`A2}JrAt@67v^-6)B+z7kJT|dg8_XJcx^E z*&Ne?Z*5(VCs6g3iHQx%7s-guVc)xC`63W$KmIhXPz;R^e#iy>h~Imi?zOivQ~(?< zNK4kq)0L|A)yeD$7RR*N7B@4*xnHl;Jh+M-g%^f*Z&YIEkfU-egU|XJKmvwkJoe)4LWFlSe-O)HegzE;O==O&m)2d>~Wv9SXXJ}RY0rczOV delta 185822 zcmV(qt2Tz@o0I$)H?+7vOPZDa@1!}Ba0 z!osK;tWT-+ZsC2a(=aA7>Y@YN7d!kv(ft6!#JdU%@LL$xFY1$D{|epR=C+p_%DTtV z3eiMDDZCkFZ`^h5aT3F;IW|hNa=S&mUUy)6#erU(sw!q3io$Okq9MY&ud^FHSBNbQ zm3l04Gk>f1lE9-ugC9Wr?jfjbx;1b;K7UrzD5$ALOauEoR=A6eLeUN*n} zO#5^cm;>_w`{H!KllD|?w(qD8dnx(72hCq2dE1eYX_jC7SBFBr9HY(>)|FuN8~B2( zl5bvg0u!I+HS&dv&o@$465TeX3Wkj0(3%DJCodEnZ?;P0o7fc7=X~tmMhtZF0}?pY zeSglPv=~NFCY>drbpY_$5-?8rXd2J-OGBA6t8&9ru4GWb~=;$q6a39!h~I$ z8rf2ubDrfQzE><%p)wuS`7EIr-zi21P>ho|*ADwn6kEBC=@C1-?z8)Prn+wGw7VP0PvRKDSzJ4v5Q^)l9*P6eVEQ<$B zg77-&^gm64VLY#r36BvlBD!ug==1Awh3DC+7i4#!`m}F3uaRu()JAo+9Klp@w0~L= z7pbZ}GzyG5BLuvJ^8z1um9c4pd zsgbqjDv*b!D1aC#EZd(Bc=qJQrR#d)!DQx%E=#uyfY}=>=zfSA?x8Yrv7`D)b12UD z8JYm}aX~O-#rNO5*Mta_>V*~{DSw1@f_dhNw=#83TFj~r=F==Es^+^S$lwzGhPVj< z+=Yly-QWuESBNbz`)`y*bjgHAp>|Y9eW7IjR{mXjpg)aBd4@0lY0PC~G=FJ5UE@>l zkIC0dlX-11A)e=Dk86iK)|Mm(VS{=XS=p(%<* zvM@Sm*U!E;;aNRmR%!_78Gm*5{uhh*P;x4FV?l4JlqVjOUg&MWs37q(Exg=OElz?9 z%w#arASCZX${M^s%jL^*lXKBJoB&sl8f4SWF3k7?1sln69|xzmxByY*|94Eq<`)(Ua ztAkyF%sFMTFH<$M&`bK(7c$JI;O&JZPm3Ud-ND^K_rpuy-)Ra229O2aZHzy+@u%B- z42Yz0moE7^kH2Xu;(tiOyj&62P|r&M+(J>WrWAb5#rcbpY$%^X5=f-6yw6Jj(2fBG zqx-w2ac)Uv0AV^VQ=4q=e6JHY7w0AYZ_hqrWPN3ut%Q+Z4$8&A!@10gzA3*MI%5N+JQ;J^E1b>R)uG z0Z6{&I>Emx>7QZq&#?Jt*!(kW{!_!IC*_E#{3`{!>#iBQ%eG0+d!=-m6}0vjNT^Sw zCIQ{(?$$yl7oa(PfV%JWnL-~`(78_4`pmDCOmGUgY_m+9?v{**C1ozoq7i962GHXb zcBl2n1!t#6s((tNea=;nk_DhiR8Fp)>`ice18){(b8TClLP^GtA|74z zavXPVe07tD?Pf5J;68*nm`SVrHMGDeQUOKkiP$&jV1JzGoEF1o=>J6E7 zJ??x;xZE_gie&0`iwKUuwVMcbqc)ba;{~C*O90Xc;@Rm{YPa;*BI$W6;>%K1nFAhs zGXem{C6=$RdmI)z5={NYD7JS7bS#-Fw-woK=i4N;+>drS@R~}-T@aG|BtH}Wp$5>w zMROW^-G4cy)Bc|}9}rmP)?Az)GERcKk}PRWd81*sl_Rn>lvi5lbIb@C)s?Twi<)CL z@tz$`oOviv<1HG5%47(6bqXG}-E>{f16N-z(MLlD3ykHr_Gf~9tux`pv1MBweC^=r zyoNl*2ai`r%e^$x2=4G7>9bVPD|D|gxT z>M=@Uj%+q(o97*?j}l_IEVb2&J&39gmog<& z#7sX;K8dWKURWJx(wv7u`y==Mr6T~WVP;Kgp5dlw826s-L4QK0P9@EFzcfn{Xx0lWgw{5ojp>12g(Zt@ zhHedzu2A!DHc?J33}AG_g_b-4pxh?!u^Im67MxlVLER3nblJACHWmto@Rm&Wsp@d> ztrRNN-`ED7@j~hkvZ<~)&IEG3fb-3~VsBfYs;e_sITi8(re7@RDGqnJ&S-fsPs}~Kg1U^WnLXZpcW8b#T>eTx#Jc<0$zB|w zwNbt58MrZ4;fPZbIS-6aF3`7DEw{?g{NN2Iz_(26iXKS|00Z7%l*(P4>1}x>Ds)bI zUl~x!P86c;3vJK7-0&{UD&nw?VSgYuL>@}?uDZEjgX3}4`qo?4FRJ*PIjg>)Lqpt} zD)}TqTvalU;ob6VL`IO|glb{^qK0K<5r)*+=}CKvRCw+FOb}m3yyxk`lmlFaDqrq3 z%PlL~ZpqpY&&Mss%Fzf9_*P5bm8}$y+(&iBuED33yQF>NIl*9LD|0o!oqyq6V{1;O zP@;<$4Z;!SXO`9*1#l7bgZ`pz0JWnh4TFvWYq}pX5fQE!cGIB3xRwI*A`s}L(OB?X zlAST^jbGhNf`Nv~ad^EY??x>tjl=YNPVT-PnpC8f)4Jq*v{J%_!@qv-`Lj_6yOm)M zy!6YmMs#~unIvbg9jW_L27mLjt^2t3$a2NF?~Rr8_eE+|(X@SB&TsW@Hr^Yttfojh zbB4~E^3PU}JEkW`(+3Oes!h*^fk#^F!?c($Z*M;Rg*_KhKZR&%RN2#O;ls?!7t_2j z@;(!4pyIzSYoWdfu0vWB$TH)mkeE7YXoN&r>R>)tkqwDTnrY{n;D5Jak$ephc7f8` zVg^)2XydKCM=nKS6EWQd{TowdS6b9FHhrGTt-B&)C;ZkO(9hz^fSFWuJ%Ru&6Wq+8;Qbw|x^KsE&#ziYf z{y|5UgqNUONj5FFAK7+UPLR1S<2L7D^3FY>_B(1M_q zgemoGLFkP2+dg{r*@-1(rnrEcDMf+nY8h>oC%`z3qO}|_OGcKkyzTS@%}lYnOC~%j z4u(2C2$5j&-hbP`STS}O)b(xhf?)RoVxkoc4-o29a!YP{&bRt>Cr1n=sk(aD-fub< zWBtG)sFB6E?hEYN7 zX|WqKjTP+>Ss5CFQHK%p_Ci=s?Pg&z5jkywog!6-`G42XFGpSXg~Q1N4`#zXt|5Mr zQP?Q`Tr_W+G1X)myahP1`Z**9@#(iwt^Eg*c3?MFOF{BeOG1 zr1yRZZW@%#zuW5FyS@Ai20X@ie9JsZJx<`J+kbk^{8DBPCyvl@?$DD=xc92tW;3l< zj@$qjG^6rlcf=^hFv?oty$pRkYLwwxIniemdbOm(j-c;@rfOAGDnp9l?d;w1H=P^sud|$iG-bSB-#n`| zhkt)nvdXg+UhE@+rldnB$_inv;5s3=JnHsY4c|He7-UADo+5{u<cH=K;}U{D1nviWDzXFz*sw!L&d9i^XYr08qW@LbZ;) z*1jWefi#=r4mA6UTSvpz{)o*8gwr%D??vb%bNI8Z0g{|X|7vl<_fj>`yoSBzxkfO6 zRj@@@G0pB#v%Cjh#M_Nfp(*hzv9BNEUu&oXn9`GSdjw(dmE!QtuZJ4JQWPZ3_kV{; zRi*m7u4uY#N~HGflqsdlF-bvX4m^T1M!=xyUKK%wC}Equrkl-$oVYkY&C#)|P4XjY zDgBUjK<1(m`bzbus|>zUdphQVfE#jj`4@(|?HXVd!_^+$da1Z7drKQ16hFtH2K!aQ6?h@!X z!?NCKMcbVoG{*PC<1Uv}WPhbry^+kS4r_cN=9kfYEf>CvSY zVQ|-Uss|Br)U4RzjNx5sy?od^r2d{T%MdpER?GWMedPYau?>7Opc0Rg`bwh+yv2Se z0xyL+|Gkd&Td9+L!bUVx%oTsE=wJZR)i^$TQwT5s58aM<9^F`JRevfn4f0B#Qm05N z$q~%k*!=@fL^1kaH=x0a-uAma@)ax^XvJ{U47|bdp$Yz?2#e_}u@$Va4R5Y~tSsAa2*~+kvKW!|6hvuc)mmoIG#i@{whwI)e+9*drbd*NyALug$7|+L2{82&?_t z^{(!&w1#xkgFElKxqr`Y+O6O_CJ@0q@qD$^OL|!o9oL=JuxCC7bXM}0nc$)~)-&z_ zf=D?^Z#jvCNuGLOJjyOb0TpISN@|5KWQv(IL|xfy7hf1rdJHHtM)Mnva!G;$VH1&t zw2Kc&X)BLy7LVu1&-Nv%O@5W7;-Kh3E!O@lZPIh0$Zey(cTilOe&Y)mm0ctrd^yEg z_fXnR@`!Ng4u2)1S@p@T?g5U#_CtmIePYR`EW@ifjpeDWDa>f<-40qw@ul?ihej9< z-L<1miMAa)_KP;}FuLc|B={gwD%~#4k1V)1>hWz!Xe-^Qeo?1aFd>oyiPr5;tWY9Q zYYVTIczgu7QFjE)>FixAbKro-iB0k0Czwi%wr!i8mCh6MP)_WfMnw(qyqmX1G-<_yO(E z)-<-EyMI!$i}f9mVf)qDC&}s_8*b2nD1PW&Z-|zkeIcSkb7H^kPF~oq&ZPrG<$`gB z#goqe`vu<6bZV3T@s+ozOQ_#0oz3kFmsr92bJc=%yv^Gb`q)eJO>)9 z;Rk^`9HHcB@~5D!gcCoZ#eX29X#a6dJvjohqJN>JN+G$xYGI==9l#IW;Ul(Lncg(O z?5--!+=dATpPWYL^TNeLio;`lRw9{~vmio?*_P@p(dMQXCt5}=qqC81OhdLE0o_IP zaB_3Zwo{b6zxyCyCAw$w^9s1*k)R#9FUF=xcz`(acXZ4r@O!PKpCU>byO zyy5uut#59P2-MuXn+107^LYntxQPNPC?clHI<>?+tb!7vb?Ve zKH#RfTW8+nBCnFcBXxyek0)LXR_GtVe}Vu#cU!q>3Ra4Crvx!#0$9MR{_JDv5-*GA z>2di9j9*=E<3_cGf2V>3X{6t0A+npDSwvbfK0^sNd;yeGW@Z%YrnJ+t=3JJw<9`}5 z(0WZv=uve;Ma0@yr-_+H%i-1sLK8B~mCAO2JJZUWt?UDjtI6g-F+7^xo669A%o|R&ZTiR})w_^}DSUlun4SoG zgT-xs{qb3kyb$R`WUGS!>LP!Gtbg~%nUpyRa(CtYvpIE1S^}!K%PsUd3{4VQ^@f#C zHyS@gpcw&~xNb}y(gjE*&_g|$;8B}Aqp`v|Li;OShm$qWl;WsxyB8KWPgfnQW!jZG zuJ{#aXZ35VAh0#e!iE#)^6AWzKY~7JZ<>k0!nA2Iu4pP}MOh+w4+tWriT3hCX2KN`(Er`mSapQi9**q* z%CzLQUy2xVF@0||-yTPl1_s!BMIc|hl0`so5Sy)4@j|Mw62vbfQuJ#dw}POCk&kM% zRGRMgA99TLOT$}=`Yjv$w||7SRLs~_Ucc;(E3~e~q$Nh|QVklyDFO-Z%Qgm)K3n-5 zKorN(uU5CcJk&GjhX~6r;kE$a*E|@0s3nhyukChve3*LLPK{}np-t{Yc^eDpSw?SI zeSPf5?mStqDwBrkEpq^fmq3CWKC7G46c320D>P|Z)u1(C4H@k&4}UQYs}0;qbKP5= zU-LYx=-SA748IrX4!xS@mvhtZi|~A`X*Omuyr_U@Z`5{1iedz`a#7j7GSk}#Xv{t% zQ2JKJlK8Tz7bM>L)bv`6dpoORBWeoFil2)Hv`sHwxk>D2O9C!zX;_q{j$Deqp^tE( z7|pi(>~TwXx!z}ryMOF>8ru07Zue~CnL)IP@)e}8rSaEVu6M-g=ZS17o{ zRm&FR7o~(2Wv8q1J+&oD{&=CUBvdfa5SA{#7dd_sX}Y2jNNqb>ZZ+Y)$GGGHZ-MvT zSHHZq^)i^iw{BNGl=X3%A^iS3HOc53T+peCne=$f%bzpxuovGerHeB-th7eeiV}!N_(aWqJ#g7DlixzwNG6Y{4W-{}F91I(22?!*P zD4JK8)PqR*ieHw|T$RPPpm@wBXz^ak6!Vux3!#)QXMd0*MxTV`zC&LmbsWuGW}D-z z1N2QEyRTpJH&rNaHlDZy-Q>y7$OeR9Kx-;0RkcFwr;d${GUTXeH9`CKUXpiYtOBqx{qB5^F>a+?!yGVV=x(h8*4v9iqNkY%5K6OdCd{|f=b3d3& zfMSKH@qaFPi;L7;^<%5$@Z-vo=QX2cwskJb6B?G4ePPo}QL5ojd1)+$N-QUO55te~ zT7&b?*r+*dgZR{CLi$Vn!w)sz18i?^2c?H~KyhHAQ0kUt`C^)+dTMk)QsLujVmfI6 zMvSCW(~|wN^ak!Mi$6AnW*t9Ssu?LaqpOH59e<<=5QEl7VfA4&?y@g6iBvzYcFK5E z)`!)-xwRAkVXoTOtAQe#!wREnh@di<-KQxq=!_0_6`sq@cQ&6-ZBStd3JM0*IdbRO z(D$Y8DsmzH^_H6&WI~BDP)UtwE;K|Hjbbz^$3UYE4aX}3i@D1OG7jbgY^JY{t*xEw zi+>4)Pu<3dZcJ-+w1%n|zUyWqB`Rr~ey9IA)wZ?Y>1~&~_cm+eP5kX@>i#YZw^926 z>t42Y=|gb)|7Ath@_K9EVHUJNvyb5yh$ja?JOnCl=M$4BTO0n9X@|8GDZAR0q{hB)PMZB+Dhf#xKw*5hn)Um12w|d_CU>Hu`o+Cq~lo* zDre;-Yjf_i<1HDRZxQR#e$xwLbJ!XUZrgUSbQ6j9>Ge@T4 z?DPmE3p0w_9)o`YzW5902-T|RGH86aj6xda1XUxH4^|BPe863Q6P1q+tB~qhwq6C(N$5Yg5#=-g!H$P zk(xr8d+r#98c@Tx7;f(mpcYXs(uXrwAG0|fq@1kEs~o|y?@jMC?X*PPR>IokNU)Rp z+*5G*=Ox4;a0~9>?x?nL&3|>Gi56G}!-uiD(kMK+DuBDUWm!)R`aOlk9Lo<--%Ar% zANZgNeP1qURK_6rq?*B2OS=S&_m&uOcc4^Bj)yvn3nBJwZ9#pd;&3TbX+(j(3Qvoa zWaE(lO!&y|(*9z2_iA1vneGigQP|XcoaL3C_Ya`C^dK}Ab~}zQoqzPkuHDYZ2txNm zfU#`&dDnGTh8bj3q4(0!FgvD0l&iLOR$Ia{6Vxxt4iXYAOo!iS5%B789iU-EEXLL! zpsx<(=rAhGDmsjkigxeJe#p%B&%M^!9}meH_bx05QmOX6Orr9IHE|%x^VJir<8Tl8 z*^WB-xV!J)YD*r#lz&yI!_5wvr?*KS{Icj1g$rQr>(%9RQ3M%+*Bx>CG|Y=0-D)io zR;+VF=&H)y&MYp?eeVYIZY5CF#4VOz1fw9P7@=Ah-2qkiP|gVbsU@y%$D~`)=&{G} ze&N&LF(;GTo)a5ajWg|}Y6DtT>8tKcl(8w0P|?tq1$9vwTYpEROP_7`$XC$3keTpT zhlRNXnRauRDQ|pMUQn#dbKV^?u45}o&Qo<>?R2b6F7ywsICxl98p1?>kTUbhuj>wN zGYYQ82l4_q8nXMYZ_YWX7b=&ZD#qqg#8mtdLB<_Prwt33aP=#WUb0UU0Miu^Ml{y_T_ zq9ssKJ{$3vhU;S0)de93?)uRU{wl6u3C)(NtTkU9&(- zM2L4X=croiSHK%>m{<_vIFo+bJbahwbfKBc&x^*)*8B@AUCFh>EG@#){Nw@F)Z&8^ zn?-wu!^T(!*AtK16LZlzWZOEm#aRyt(uHK7(hXo{Gn9^@{apjG#A=^aC%VW2yJ(a=ZL}p2C;9+M_ zC@#EPz-R}HCYc7I^GT+@Ohbxj$njbTP&|2mGgRGbv{ zPcoqk(1N-4F{BEuacZSxFlAEjYrazCX`#jae6n~;1F>HUh+rM zWylJo&QWm&2c*WSyHO;X6L$!hS{Q{G$Dqau1h0fYt_%~Z%04MwNOYwk!`blrxH%iw zuYc`V7faWJS>RD&-`0$xa=(att=~RtUl=7=8;J_~h(5T**29_lcu~#XP|Bnu|2a92 zje!D*{YM%8PON-?740)ych&T${CJPeW?H3ykhwhVi&AYWM@g=$Wxa*YYo)uxrudx- z(6A5kfWo3Z{wPXo{L5RBXL(0EIi6Y$iGTeMGW3Xa(KU^k_2hZ)fL< zd&6@GECLChw=WMBv=5u+n172HClEly%-KK8$1UC~x0kL@!}xKtg}&j?k%PCtY9r9{ zHDmE$tsSBtPFGf>4Vq*}fO?AmE`POHTO3!XTJ$X=cu_xFoOyA~B0w_5{Ce&{AA+R7 zAm^e~2k7A1R`cnxaLgEWm=4b{~JeI-j*sMpHd4gW;Q5qId zkA{mfLm6%)m+;%Y?!{36uco~S@Ayf{H7Nk()yVRf`JTMe+=C9jHBpANOn9owTvQJk zLb|5u1DD04tbJgb4!9vSCV$xa8AW--ILu=EXGd}$nh>K7b0Z_z$G{LTHL95XvSK7_ zjAK9Bdw3a917&AXs-`;t)h zF6b0&IGniL{hTk>Dz#{z^VXf%OW+x{!!<4k3gv>Geht;xu(WohH-D5r1D7w?fcC`c zy;jc&W&XJCy*O6kIQW!E$BlKp`MS7rnPR4m42Oh==}L;SaDJ8h(G5Ofm0TvT;T@&Z zkeU9T)E4u?6Zq$nF77X6zc*NE0O_bU)5QWm*lcAE%rf)6Liz+$sdBZ@$(-Ks9L$D4 z^BensYi|0;V(=3l{eQEIm)T|-052H|-i0;w~jX2Ah zu(yW4w<-y|2Vikr@wYX@kdm8o4>Z-@9|ZyQ!xWTN$>T4YZvNCFTb={~p zLt(xiUp_0P^o8^Yh8qbMMxfVkZBbeqgKzv?8W}2F5lBThye}Ny3Cc}bFOjC7Z;#^HG%~=M9wwQF;NAF zbe~lZ^n5!WxPJst($1g~`}w9x|5WC0D&uHl4BFrXaZh6uJg!06Iz3vGz_VZKZElO@ zX#KWhKkaZ>%R> zo(qhS_rwoSOOwGPB}=D9L#*b*cfsJmX`Ec09@1*3^IX+X<>>lF(BnIv=a6AE8Z#M&Z;N+ z*pI=Qmw#+?d7;#LrtOXJv*}0Rxr5i3_%x!^#vSo6(AeET0lwpOFC++Gm*lsd@&*bb z5kym8##sLNNvqB&-fgXHrhW~}N=eNE%Wd#*XX?}*Wv54?$Km39VUOHa08YQ-kRcJf z^X6=_lbECv;ezwlyx1O)|NQXp7Kg(qj&bDtc;a{$lBeLhg1E{eXEQ}Dz^gqs({6YoBs{q-t-@Vo+A1;8L z0Dn4q+|GcGkVI?)Xcy*X`PE{qJn|8zw_W!B?MuJUp#}q>%Ru>k!USMEWa~|yZ6%$(_Q58K1!(>4*br!1;Kla> zkXD@l5Vnb-X43vR$e@-BX-c;j`gTwXjDHnKoa&xUfb zsdvGGY&P;62MbAYWCAY4W#L}|Ao9>a01ei6w&r=p*B#lBz=uAPvD;SznpY?#c&W6k&|sqhKQ$AE}`%`u?aW4AUgKu7-|B!6#n z$T%rRUg)IP*h>hxu5Sj zGou|-tteDDNVN>nMh)HE+}cD(h>O+}L76)|fv7=M?K zb*0l|x1bhZo-Q@@R0vk_E70`BB+5wGSJ4Et2QF@U8pu6BPGGEKGx7P)uv$xvXOQ}WXGT!3V zE|!^za>nS!^U-pK%GiHh%74sZis59E{I-PVe1(7g6NQ|VccG|9_07O%gFA~o=^4x5 zg8!Qtirc+PAs*XZ64)eWxxy*#H{|^~8_8VFbfdK#ZVx*i%th03#BrY^2zuj@yzQ>P zM8_e!iMvCUp>5YC78);=T!e}!HGz%YzGhLrm{yzUx(ZcJt2d{;vVR7E8#IK+tt|cd zwivNR>IfqrUviI9I?!)C{>yO>LFi!64UP|VaQvXHt10j!|Jp2Q0T#G>sV4wnN8_o* z^rS1X)Y#Uk?vq~V_sOyu@eYgDR!SyzE3Upg%QuT6D3x)o$CW_s@9!6rrh;>Zp~8$S zndmp)E2Y11&O$^?rhh)AA7C_WPPlfrfos%C1hQLEXc3d{Q)pkISTE5yipZ%ZgY^TP z?NP{FmFcr6e3}O@Q*Dz3?nHqbZZ;L)bJ$pLVsIKcx-wssnjaVG+}4< zC>ZBBLl!h}9a~LKEij5QbXJkXOChB!Gx9?(W8a7|0qqBaX#>n;Ai)dGG9ghAa-taO z6q$W_tc_y2oSmtJh=_B0>=n>s7l(s|PD>>pMxfb7L0tC693?jCPJk(+pd64DHlvqX zJSRovoc^;xF?@Bks%z19>jCA z;w@OZ?ewXFMn4drOcRsgUxcM5CJP&uzZKa|^C4PgS>(-3|>!tFQC&s$|brqkDQc%3NVDn6~A|F%kF z;8w%oV1Ljx{V_>UJc~{j4;hi@yBkVOXLTCryPHc)7wWn@#{nwv^&`AbYS`1s*6ZwG zaNq|2IuB(Q@f(?i0B81XVmjLVq*ii0l-ske9KuRs`7w{2pce+OqO?90KRZ2nrvE8e zhF1)Xs7m3{DX!9QhWsEq6hWyu|5w#eWtO;GwwRL$8OnD9#^7%;8xHj^jLf z3Qy4AS@kMNL@uYTVmk}L>0{rWC=TB>fPpo2FvLqO%}<-Ll?jhRNG)bM~8 zHuuB$0{Pt}8xh5|E(#=bVf8qhq07V#(LHIhTj7LmrVh}sXe=qh?$id(@fV5@Obu_r z{eLdan0Glu%~d%y$(JPMNCcCmvVdp%e>-!^@IKuizGDZw)r{3A=Vt7&lc|$xh&k_w>aU zB{e6i+ye>ND6OSPc5*{hD*GFY6g+390DnD~rP5^wD;b_^##Fi8{a8z-Q&5R-@m*fH z$cv$zkDJoAgSx(GBl(F@1okSD`5{$6-@i&wW8=^my+4fA-EbHuC#yq`4GS#Gs+pMr zS2ZQXia*bRwvP2suG>b<)X}f%^L`JMki67E+kMDLs!a4tjM&h-w$b&S?4A7VVShAI zA#%22Q*2T6l4tvkLYxlX_oErrqHH*(@djip=qXOI2hKWCT%C!%m{#ng>K7vjhbP-hGCF|S+;uSHwvhWTb)7^pt~85 zo)6k3r|s-oamrdO*MHv5_+t?t(0?0wk^KXt^FxZmJE+yu%lS9vxT-cTQwlZVDW8N; zNk(r+(4vJc3*+suRfTM6V^!hTwvd+s{%D7 zC>VD^h;{^gXD6y2Pp&Z3MJmrxk8yF_l$^5p8@6AB(SHwQvHR(F z(BU%`5!B8K)S|yEEoZZ|8fcR_xkbEd+)%WCJtrq;I0GE3PqS6 zz@C{mJ8w!ooEK+ATlB-Hy|~J9oOZnKD|8nSW+CK}rHNFMBT|=TI}-))drIzZ=C?Aj zOWd>;eZm^8SV6J^5O{gUGJv&~#lX zng`ecCuprpCCi8g!wd(0w@48zas}jAXlY8I3wC!^&Q~W_gN-aHvV;nJzJ&C}@yZH? zv#{FZgRQ`5n;^sJXzFw7r!M-* z-|hJ|6i}960eFjE?Ng`_B9n`{@hn-#^JK@H;Mm(OJ;~$n%;DH^1rX6e5$}1ka2Av8 zJf7RvDMU0LKG+R^j&Pv(lw1fJrIiZ7<^Vp=m{m3(D|V388h?~BTlN_mO(JIR@0&20 zn-Qe&PMkVz%rIKZzuQRc8~&S9Geu-Eh%J7;Ll0=BnRLNB7ZM{=AG=2o%}KSefa;MQ z0KIMx5|K(ZQ(A-Y==EMJbM>ob{qwLv5!K@-P$vz#5p@D0F#6ELPvH;mymda@UVK01 z3L1shu4d*`seeZl_j_*x7)UKwr7P4yqlDB4R6{cu{hffpjfHo2X1bzyCB@s%dDGu* z+K(0w0a|?de|X3jKCIRugHoMqM3mA;giuU-`MK(7RpU!QL<%JD5Zw6Q0-bqCHNQOP zSk=9DjLH1E4{@p9MGTzariubvndG3y(MlcWS)%8u^MBTQ9Znp+9QUnt7(+A|w>|PY z%j0{m9Rc7r51?Rno1r`aDEn@x=MjE8=O7&45C2>k>I!bMQN65KOpEhBR@E?7E$ETs ziviF1RJk8rTpX>Yil$Vt;{+7KxW#_BM#uvu_SNb$4_iP!rIyz|oS4JX3*_i$>DL=2 zNJ7{ETz~%x4Xd4x(ZR>!!oIS}F0h zR?q97_7XBL+xcSs)hsu_Ho(4GsTg${@UW?uBJo|ezv|M+ z#u~Wnt&&Qez9Tl3QwyD3_yu+PS(Xl+P{~t36WUiOg9iib?IwWxb)9D#gK>^;`r?lJ7Y$zV(HEni z0R3X5N@@o#$jI%S=~GWjxAjr^%U$h|wj2v0mi?5G+j1u}h0V^;BtBk#O%b23oZrQ3 zqon$z-TVb;O!Byy=@jc5>B*g4uKBTXE$t#ko@?3{G0U(m)Rf-rKvjf>xTzIO&>Uz z_)V*`3Mw2{mS`{c8wN7gsOrrx4;4^S6yllXH`B}mQi#*{rp-&xk4dPZy<*5?xPRaP z1!xnVrkbNIJfa+I?-~Z%Smu6$Cjz}jyTdmww-Gv5L>{L0fdR?`u>WpkoJzHIk#47z zf=A{0S2tOX@B(z+3S%f75gt+=YLp_;Ul9i5_(7Rp_c`yS$`(@ zwh=<1Tjuk5fT|+v&4lNf`xcm0{?Xbl&5|LjgL(Q!!@H$DWtX~IUp`XR>SL%r-dw@G;Qr$Gi+_GB;4&{K z(i7CGPLB`fmkT;Md(!1|oP9IStrc*4hcdT=7x5a93px1@ z9;IZLK~CnPbz(seA+N}V#(zP3gGYBm8P3lDbn@XiYApfJWZ@u6F&)2f=lrBdUTJ{( zJ$9{5l=2*03*6on0%q4dxrocTDek?w4X)pPX6ceVf3dq=9!a?TpfQB(+!R+$uz*gH zWqok>m(z)VS`Y@^2%WN~pr22HSZ@HUDP6)3e184{{xP@&>v?Gr`F|hM{NEyt*BN>a zfo-T-n`=4}a7l^DiDut_?2Yu#^`E_rV8-?~hPKR1I=TkB=1f)=#{c;;SXfv%@7{%g zpIn?A-#%H`zJCWVRyHnn2Zc_oM%_hp@oR9l^rk>e$*RiHIfR@`19ZUFKRTPvSbylg)6@&@N_S77O}w|n_973+%;?WbH>|Hu_;YiI_L z5oT%ecNM|=U$pX{>*wna{{K+dNzzc)z|e;IKQ9OVhJXLFadB|{#Q(WiI9ZV(PXD~|p#r0xqVibzVSh%q_o z+S%DK{SSDW0Mz2Xt*)9Ji>&BU;$M4UpM>TqTo-B7cmu9kP^KwA}6fR{G(amz0<$%P3(>Tb#Gw) zN863%#7(#@|3wOge-r4w!f!|=Du%_%arb{kt3Ory{|>_uJ9?r@rN4Ij?Si%J5%3bPhJh`sJ5D zciC8f*8f;pxc<@q{-3z~9?D5v#<~FxjLTAzqJZ9pRt^m7HVi;R zL!zie6$hBzJ(!5dLn#pv$U_@TBbXU56@TeM^&daRlVqT4($#(ZxT&4~HkOT};>(w> z6d!vwd}{dA`Kjhp+o$-~nwpcuS0^th*CM@Bs3|eM^a^sA&(xH~;?cFL%!S((kd2Mn z=Eiu;()SK2JEC{m0CIx<5pH^3m&8Bb4eM&WW8rJKNcXcIR z=OHvACQ%`I664ZaWwg$Z1_GpLlou!|FJ64;B%|<9zUK$e}Bs<4tOP;jHXJ@WmXJ?*77uu`qK3PF&ee$;yICDG~+}D)NnQ zk`k0Bg2*KQx)(>LL%Q(o9$+xOFeKC;zsvpTwU8g*zkgl`dx3lZ<#iIE_?ChfxCeh`rht4)VrMEqp(gtf zB4TM{2;pR6VPc^W#DYK|{C_qEM!brm;y+#oz6ns6*x6a}GBZ0mIx;!3Gg;agGqdvW z@G!HmF|)BT0x1}6oh|Hiofs`_DZgj(M?Rv4w)!?OD-hd3!0)8T8C0p16Wq$~Av2yY=05L$$ zzyJ2hZ{Jk=_jA^}od4xjwew$nWNT<6VrdRMwiEn!fBks*&kz5g1oKa%_)cf$AA}af z;%EL>rwL+l31qJV{df~5DzA+6U5tSP1!Qn^-#>vrsNXgG%DwFiG>Gi^RJerWlG<`QmP#=yiX*<}Z?A ziuY5M%g>H%ZN{>Vg{|XV z$v@fslihzhyEm%It}MjQkJhS%K>LLIDu0pdw=eU=C;<%ll4@=npBL1!8iM64MfcqI z#)!W8lsH^W_odG+)jNLOjQ)4??JI#-qtNMw?%B!ST3=_`BoxR9w2xay=$!F>JUdy# zSx9tU)s&2z{@aOr#jAf$MT1e(c`kCb-Fst@q^sSUy858qvi4|vuga=}XMutED;>dK zQVhcj4Fef>jFD~Y1&IX)7^a|3j7Y1uwm9o==<)p11B%>kX?h>_4sLy#XYrxAEbv461 zjF(@vpRy@Q;r>m+S71V7TP+yj-{#nMJ^2XqMOV7?A+r{YA`zu&(~O3pM=b^>WhuG3 zf3oIDo?SZapZhgAK*iWb;IJz=k+24lQ!V&~DW`ntLr>MB&$&bB28yls*Hh3To%Uu} z^m8y+;}lP)vs`~EkXb_m3;{2>60PL`EuDHnl6FwEH}2}2;5hC)>{^L2l@@1#HDX!q z&b`&fUZ+ofG?@FDP~-VC96=|&0G!cvm;EVUU(=jQ&QbdTEv5XY>!4#;Ip=ip`)@9z z7$?}P>`&o%4mLb7G!7Lb!~|pTOtQTI&yaxeU8Zi~I7@$;?y04W@g6M~6j%^ynC0Dz ztA{ttV4&{!(IyhFR_={waap>KjMVzmXTLsapssOUEi>Nlj;>NJDjM$&Puxyf_gDQ$ zv0SlMrF$?JowGFUdA8^2n=Y^d>*=-|cV6&Wb6;~Ecg{3sd5mkj)2E8V>^6l>pQXVQ zk?Kcbb+ms{qIw{AFu4Z$xA8pPO3FO6nu}DGySwbuwH0Ss#p5qi}x z5jX%Im#}KO<=Z>_mU+yw`sB&V*LVN5w_eksJmY_XEU*O&avL7lA$orh37NdP60=&T1?tYSNN85YhdXKocoLNp1hzr zDo1}PT_r+m?M@Uuy^j4nCHX;9jZvJr%ICe)qcux{#%EV}GdSC1xyA}3h3uoWfi?}i zu>Shi*C^o`AB>{CFwk{5uMvzSm$RvxQ@MLXt#UzwDj!{iS!X+$NOo%t7{i|CH1c)&bUS}} z1bL23Cj52r^Ty9aI{bqUBj)H2GKO0mtB=NNNGA3h{FT?8>kD447Smn1sDN*k+e{N@ z&{{Etl~}Qy-wJusT(akMDNf! z$^Rkly`$mW;&<^xM2YB$UZQ`Ks3F=Y38S|lM061~O7!Ri(T(0qqDDj?Mhnq98AKn$ z=-sG;!JRqheDAvJ_dDyJKkr}GSns=M_THcUDSPkddE^VqzXSp{3zP7$Yb@N3)sdI( z_Y{@`xGv!Tw_ZeWYBk;E$EIgj*ZA%AhJG$z76 zIaB}AbT27TmX>`!EX8&+3T7jFIm2`Q+4@mt8?U%S<7(s*prJ#iP`@cjAqwj z@%(K&XIl_k9RHm|V?_qhx5AJJA9%XyJjSj>#KbU6Y%MiXqU(-uQP-Vc#y5l)43H}^ z2n}QAMl!fdOzuv{H70+Ome$IkhMfb1!CHQ9K*(8;2@bD5ji%!k?=-X9kdVAsgO$(< zRyXU+aI`k)xm18nx`5-MD^neF}rp^fKu#Swc_HR>N?9ti&sG&`+H zTV-T-&iG})EUQQkkZJEQHHb{*pLRiqF5O*<`0S^N@cue3l5#1|%1um!5Y9!)#3Xgc z76^XZ=On9Oh_ru%3qh50lb=r;8aR60GY&Xkl^0v1;yb9vu~0NQu&At`wRgP>` zQLN{(MP$s6@0?TTn%fnm#2LjkS09U#!=}$R-$(Q9dBQxVEW|^5M@ag2SQouccz^5) z5E<%U3rSd)s)#?n*K9KPDljH8VvjTV@+$XK7E47-e}{kOS>6?^RZH1dq3n#RTPlqE zU8UE4-utfLd%f{Xr`YwY4s1*leEI#+2tzvuCYYPA{WVDE>5qZ`*w`q+&|~N@?igv+ zxJ`W@=m~36GfUs3u9l~KZVjw1Hr*2xu_tO9>l{u9_+Fmda+XHd?_w0Nept6 z;ghk}Db{~^u{_tB)emJ!O4RP3zB+>ks!Gj~wWZ>*HMOC-1vHTbd`k}3<~58A*{#&d|`eEUFm$O{KQ!1c~*{cMnD%YAPJnYy30)fx_N9_8-s51Vm+ zw4{HZx041`X$Z2-ARRTR%Pk{bN9ScYf~E!Y0n({9$*{)^^71YHmGyKmG6^ahuv@dS z;($VNLk>GsL-E3orA1~Iop3LLK@XEpF_k}>4x43dQtEVWZJ>LWxBe7Le7dPHaQw_M zPA~%mJj15A-<>I;(q{HKh{i80g7$!>FH3)4j{nIW-;t+3%cm!%W3y1@4ArD|<;2&E z^Bae9NEG(?;+NW-bLaa?@y<0BGtjT48&mvYzy3x!k3LLmb8sEI@ZD428gpUatam}^ zNO~4|;M(*0$kh=+hr`}7S?11}8d?Lzpg!=+1+nAs3l~f%o9y!3;)?Tb$BL=y``dr2 zxx=yCD}s??HV2RtdZ&i3t^m9IOUC_=y~*NE^)uFv1>C-r&!1xk`DN+gq+-OzUL4%d zMMzU-)FVIZ?gZv#FM~LqQAetG>ui{mo3Bs{Gj*ljQR|;Ve~IsId0EuetyI8}*fVv_#XlXst?*CL(f(|y&q z)Qzf7p>bsPYVOOjRvjH-ul86&h3)d^1a6Uy)}P&WR|(&#SHkqk_s0+xax8!T!*ZDn zWyRNF{!9FPCvvaRl{%QwaXc?B&<@3lEqvtt-OJJR#$WL=yFdzcd6ah} z#V5l+{%fX@`D#N69~+q$FX4YT*CK!->Uo*r#jILZE$Neq+ek-W5u5f7VCKP>X-xj!gjO-8?3pe8LN8ofGjmox3c680v+Uz8m=9x() zK^%NFZhi}vCyAzMC+f!~1-<;`AU`4Z1X~9SyF8#w zUtHd!bQFI%B^H(|SYyS)K1-w87Viph+cRDYXGv5x3#in!M<|U8JxEsLuSP^v>V#Y>>xzw*oq>o=76+>5av?De+X&)M) z{bAdtVnz4Gib{C+9ov7#@fO_2HGVR|#zl8j<}NXVBD3iHAmag4!?*9vFSGN3*LcU? zj$vWNqKHy8Cb(J%GefbM6p2lEHc^M1LcKr!Y0+EE$ZS<5(J8KC2xaekKP_rZ@- zX?Pb)Mox`ZhV&!p(qh;7SJmG5Cv~LxS=Dd{h*nHl`-?GV9Jha;@XgGz#+RCrM-98S zQ|^PU{}e;>1iW&G%U_%oS5eC#Qmh7WnIH%g$H<=P%Con0l$l*^IY?cjdSyTNO7FSM zIBN(Lq^f@G5zZCrHk3MK!3yQ+E}UbzHIyP4UBxlkgdBSlx@1ej-Zacc<|u)N66zTR@lEv7CP~0YM&mg{#vl%|vwApZ&J{ zJPR3OHEO&S`N=(@HQNCURn(hdi@_ExOY!m~gvlAN`kc{`HiN{n-FM?3gJh2~M(@LC z?zogl^>%}*(1(L_+or<}f)on}pT!ajN0VcPvx=+UQhZp_Yw_^elM#qTvzz3Wc^l&6%od2 z^FC?T^54?!)O&5BC$02W9ING`Ap1>NJH&dxYj%GDgekOwpU#HIMDeY1CZ6ifj(mGT zgUGjeSpMyVSyOx|^!xlvPlVNXJpk3Sad~zgIVn?)u0c6@V{XEPhKj8@0Q`IeyDMOo z^l(&_R6D8Fe$KyH6VQ4(`~J0uZzr+XP*Yt48U8f_D2|l~&;!tn{;WiJtYz4I#_m1n z`4NA-&+(Wf9QB#3?NBqj7^~``d;jigciYO?yzByJ_TBq!o^`CG#K(PKIKA!qtg`V6 z!>QQhwP<5>blH+y-lcIw^fx_k6RQ-x@8EI$9)Ey_MN5CIFpUGEZNVCkE8tpueQz1QtWD@&m)wiSa+JX zE3W?>WPmFg*E0V&!}+0FPer4MzUjRw$bG4}+;Jn=Dz9~Y^{au^^uQ!V%gk&6y(WJa zj;Xbqx0JMG&R0J4(AtD5U+8(@8E<;EPk^eq+hVk7(x94r_0wp7Z#4}-g4}+Wv-0WlQ^p>O{&sgv(r_YHS_Go zY-BDyKVq3fk%-mDvNUe-Hrm=OLFa#l@5}X4+-5Iy0Mi$K~jV8=ZG|I{k>v8Ui2e@QR%b!f!GsEOq+%g(FcFAo8Mfv-57nK z{oZ1!t|n`-OK5p-_U-`k=^(Fe?D#i;X#Ll{qqDk7e?H(?z=oHx1Ie*TsbGJqu~Xyf z*i9%>ZS>zxBnDy7gv2D1DM#DUAHO%M7{ z?g0dM9=p}$(AB|NuCz-F=s|uFR{gZ;^@dh^VcT3TcYWJ5ic9*5HLlVfWQ>+MVePf;$YK|ewAoYK>OPXwWPD>LW z4=PM)6!*wJ^)4++rSs_(50(&fyT5jP44O={*h+u9TIzb?Ew=V7_{IcW(Z%Vgym{QR! zxWvN4iiYi%f`r#mYXkQTbtNJxr{DU`s05uVGISB|PK32{_$y~C6YuKAxiG8LECHeg zW+BO?Dg>D?6Jj!{io+Z^ds7N+SbF@&BT^%r|JN?hQsJ71WtKXKtKFsAnKg9zf!T1HCVS1DIT164lTT`k(E?-*-*k* z?C>Sbu%vG4LBDoY_vowUaMZ_0_5s11RMR2lMEz#rUx}W-rT_u!B6~AA7UJgNYHuXg z!aWmDyU^?6UyOg5(hw9}rFzCcnDV`~T5HQX&|U1=Dk|B^dKTLJzjfG6lo&lGlEumL z#0i~a^5bs&z^Z;I`aPWXE|Qx5y0+Hhjgrx`3da$BxBUH zAnWM}&A@-GOHbemzGGuIV+?Jxrp_->F;2D{J|^pn>U@wcrnfzBJP8@E$0mF37QA2| zDULy^Hpj768+8*o*jmztV3lY?u)BSFvequ$EA(>o%W#Od;t_!B_z4yz`dijBYiz{z zKJ7BkQC5MSUtp}6{@GAm#_?!O7%FGaDT-*i(e{7UGN+r?Tu*wkD6^vDk5vDz zrf}epy4O^7!FX$twV@erHm6%fo$m4}pb#=41I_L2M%|N-`&1AZqpGhv(pkcwt+~wF z5i~g0o^jYgdkzM*?sVPl-*LJNIu~CRc}!$=l+~KW*j|`)5iY&;Da8aagyMr-ddz!* zUzvZ}is{~-17{y*$;hTOfnDDv6{UzI>L2!_IR%zk^;S77AMA_;Ds`t1@Vf{%59P(K zD=&Y6|Gh0D_y*S+y+IKdRYek{IXBpPxd%X7dkSWJ>C&@st~+s~&IeS0Ut644Ww>7u zN*M9^bA2|El!##E3|%PaqM|`Ptv-O${tACmdaN#zFWU2<`9AAdyD+<8Z*EY*S(=TO zjKXfw3**gPYnv>`dRjbUl^|(OvQjf1=HJS%&9h%g4#-7H~D_12y!!Y8 zV2hxIrRxYVTuS&d{+_v#?+c@3{&#;a*Ui+NtZP(nAB9T*<7U2Qn_{BSLUfc=NqO;3A4uK%27kG2A*_<>l;W-^&82xiGMKf@blrnKR--80DwNgINmLB8j)7o$%X! zbZB;+^GXVz%rpY;d^gOK{_WJfV6|qL;8i}JQdkj=9b?^SF#{#Ak#qN$>ll9-zd}XA z`R<{df5^sH4UQ3OE{>*t`8cy`Su-Z?veN~1xN{Nm1Sn=fq16#Kf7Stg*9Ax5ddJ^G z{Z6gnM%gc7;{#*D#|qkX5EY|-r$DiH>@-Qtg)pMfqES%m z91*jAEk)7zHPNE%3tolNmp)93?hheiUos8^nArr$5}l%SM+$QfNKjfeB&phk7* z3;Unq1IEI};e>fADoQ}D4X2^3gvG5@t~qPwasHo2??C=qTnB%s;V)gSSs4^CI|eD9 zAbL)h0%cYA%L6yc*5t*G)*{G*R%XG>oAknJN1C-bLixw)iOOv=?YMa=s*>J^7A2$V zqHmNpb;lxK(s9!9iS{WGCD-QZ0$j?h^RzS9UaR_%F$H2qy#A5;H?vJvs;=2@j#_aW zr$qkd@lWKbyvKiwRp%lrfMVAPpTW7s-sWvQZ7x~m3I)*PX$m}#UpGS9!9a7IF#X&F zZz?9b4~?Fa_}NCkEym(dL_NHIZqYq?Ve<6-2y+#wO{GlL4&Vg3t8lk3fvq82@ND;X z^jH6=GkOM{;FvEXMt;zXvZQ*T7!Y*cA1eJ&nVz}AIW2#q!N}KqPwK@jZC#47WkTc_ z>zfLA_$?)ap!x>O;uQf;DZ7+yu4+q!N>j_L;9hF z$|Z1%EZV>HWsg7o*ooBPMB6cB>NE`4r}CYVpgM`NkEZi6#P+R|pKl%o%({2T<#2`) z)>XzYi#C5CsR`84QF7NE9a9LK&$p+~ryuKuoX04*;b_0xr7br5Q0IMzF3aOBHOxDI zZtg6Kp$G|vIFAOb-wsIbItwG~Ee#4Qf(~#s8>^$8XfC7#j{Da>yJppYU8u-&UYXUU zvKST^(#f(6n59WVzEu63m7_g0<5Y67=Vc3$s*rz@cU@W)<9zNWGeCDcPXO$$KnP?`w0sEZZ|Kd*R3E>8rGDuN z&-M28q55YFk43Nm2+8wH=6qVT3oNLJSmSKr$e+{l+4%J+Srx(MH*KZ!GSQepCl-`# zByxXiT(b^rC7zR9h|~gUECR|_BvkMbwHodPd|8)%PjzEMAPHbWsXX zRWd}Hy24MSDRW_pW0W$XbEa;xUj5${j8F2P)-h0}s6XP-{FqDg-^ z^5@rQ)G>=s%0F8g8m4cRQ`lv%a!Dy0(^bl=E*rrIX&s~=k|jNMu!vRQWeMTIrgPC z!vPD=_zqs?RZnq2hcy||U|A|hwGMyH`?aqPc~AWBdqR1iSqMet;4N;=J)0GVJEwtX zhx3x-)h-ow&I6iDbJInADI@KcAkS=Sa}IYk%&tf_HP=5kD#-5$tyk52iUh3LNg$ga za^p*EHfLYJNV`ZC!V*z6Z?<%Y%b5Z0CN!t_NHu_7E!6KKoGGC>#VL$b9MymIeTV#d zK;+&K38yOcKbLpXF)2mzhBYAn8QS4!fbfo8ZBphncYOBTd^1CTHd|AMamkVpId>#i z*^r6dEoVbcYtmYGlCPu!C1ED4Xg8qO_v(&YIbOE$6U2(>FJTR-1P`L$OIAH0?ivc{ zKQ2tRxEpDh=uRZ*G-k=91Mz374$#FOCUgSPav+p)Y*RXcFbeuY< zHe+q#!RM%9%~>Ry8teLyEMDY$c?ls&p+81&EJmY_|Q+9Sm$4CNp zh7T`Xd73oAS#9~0S0nc&cVnHKxr@BS!JPJREQrV(%3jLJyDM*o7{s|!*G&IHhnMaF zbfwSFI^4Q?va5QaWRiS=OT{CF)Kv}9qF$Yvg3jlgsJe^Uee${S&gIJoNY`}r4kp=p z5N$W8%uPvtdJHSheR6+9MH<*6d8L^r_vYX{lb#Lg^bx>O6Jn{!UEnc0-{oH)vDbt? zc;~D_4Y_g3X-*V#*%aR`AFu1a#CZe+@_sZR92nPE-%@{zniYDnwxF);y0el@ zH8k>V&7n>=Y0K+ZJ4CC|gzU3klW%OxKMr#gM%kt-sy0>OrlDVU?!eiz$Xjugj{%5w9%B81KaVeS!lN=VO)!H zzf!c4{ime{oiWZcLx>&C=H#2`DfSPn4j?5HlWu-GNG^Zcs>)DFeUX!kBcHzG&scN@ z+m`r6gtLU}BxQ&PWvOwt>b~uhvB6D(JaF2q{n4Ohbk_XJ!cLsMk86hDR-ZUgrMsFiR6l(~!Ur zgJNh7|HOY9fhU{xP+NVk1xn>7R~PRv4;1DhCv61uvg@VV`~-fMt-5?mt&IzJBX7Ga zDFe*sfgpr5DQrl}Zne7Pg%t^v!1n3{hfVjCsd{*0bqM;Zw4{VJ54kFrhq7RM`l@%Jlz`QkXB;)8xQ2crzo=A<4?-f)`T%Ik5&_=9=cZ&VQN$i1e! zzUWinSr5IlL%Wp*d|mz1hIL6~CD&$mjpC~@=M3qIk{l|=hZ%>Dhm88hijPsV)4P!3Hh4*9c?^|Zu zA`gqX__MYY@^&W*FBr$xdbJwSkmC}d*Iord?HtfuD?i&Ozj@P%ymD0v9=U&4oTHk% zF|sRJBh`tSDCqCnzqXpzux#YrA+M6@YU%u-oDv++!}_|JU#$zdMv{LO$~Q-bv{&p8H%PA}mX?w4w( zea?sQq4g?UrvH^*1So_<>^V992fUeWpiq{uZu|g z`+ZdO9UgdKJ;!!ytl!3o#o|FefP+z0$*XA7_VV(H*|}<6bLTq!DnoyH$uW14r0g68 zY|f!}n9OXpIeWUXVv+P~0;RHQo>si1BfCdhDiXXu#78m}CXDe9CfR6IpLE3vq0LD%RceUc^$m~D1uTY4y*b8p(h%fu;o z81!d*1gBoSBwDsnEqu5_OxLSXLe+;|@q4!U`P}FDGYg1+Zn@{QaI@kfrryF1IKb+cmzN=n(Vav&aIYu zqT%gf#irkRY(2*>pQwk7x26rjyx{)#ayRQQk~jFzb$tZ#0idD6NGG|I6>h5`We0#; zUXH5W^+lMRGW9-xULrpH!m|P_+&(|5@TmtO8a1O|K;LFZeTBpY3n$-YlT%YlL$!2i zz+jw?W50idIOb25si6mAn2bh_E^T9N=gg%W^e6BjgjvKV&7K*;fj{1TJXX{mz#<}z zAgal21kQOj3JFEtmCds^ytU=_!b#_fq(6%Y=*7JH3h1R{aC4;#^kSm^`S7p%vI^Kq zJ-zdQGhSUa>sr+?|GsU;3OJ<#c(&lXFYWj{nbev{AGu4RRB^KozY;|E`y$U5PdvsnA9a^jM1csKsGddRAe|}UNBj?WSyHl-; zc9j26xK!K*Z8@WpFBF?1!FXX#{>?c2zB`_P-KtKKPOz(=I*em%bMISyv)Z)Y@(~Zm zTfZ!z|JGxFOy%HKT3p!81w&fxyRCJ6fogv=>8i(ceU4`n*ku)kkIr&T*edAo&({CJ zJnL~jAND&dnhw_JciYAY#Z3;g#kurRU5I1l%`90C==17<+J3n7j6c{|KF?L9gc3&% zt^VM&3;ZpzAm-&!%v`oUyFJ0zd-n0Zmc(lEgzBkRl(gkRHp(;X!wv!QwwM%?#Mysx z%eIaHTB=5crDK3&v!AhAq%;7Z7mcaJMVh#@HEp6da$`NgYKB(~H7XYE5H-mH-|SR5 zr@s#93s?kQ^0V5D9TmEdjmWq2W2iv;?C9qpHT_xDI9`6cw%JL84!Jv^!57m_BcV(h z_#>su1XLpYv}6zsHGanX{8^!beocSgin=^p0S7VC0ief8kD6lB%g28l-yu+gMC|$T zUmS(Ee|LP-CDt}f2H_xPLBGR^wtnd&@|^BT*>b9Lx<~K*6sn+UR%t@yJ6;z@woNNd z^~7dnN~pg{i^$+|_m>%w6_kEr1yF2P>-7t_5yT{r*Vn;C_;rNSd$$P6Ogn!^Ttxd= zY{nd?%suEZlxG2sWxdmIx8Fq((c0CjHHXGjRUHiL4jA|pI~v70c|KfXCc4e=aB1!V z;!{2MI~UzI%A*VA?}d36(q(oVTb(fBr>oN4T~l@ILZo;!H{S3ih`(Co@;X+5m`aV? z`Fh^5jRwE5%OI)SeW%FAH>-cGbcPFRk~V5W@Uv0XJ;bC5_1;l6aznEhUR14^DX{5$ z2yv=T^u&t|l=U1o=~)1}*D9ygb1jTEA>Y%jk2#~o<}u;DaCpbkmC%M>V&h9lal;cv zX!y<06W;s$p$ZP|HQNb}jtFbdrio~o$UT)4K;e5)Oj)tpobAaH=zo6$2Om}2*{GZC zesiAlZ@aBu>aJ3jR}!_MnK0q}*HxN%IdcRM!gaUFo@x!OMH>Uvp7osM6dw;3-BSaK z*_h3l3wV)u>KYX78#y(u{x&2!z_XB=~nrSHAMFlgS zy5vQfFm|aqgx!71d%=|Pq_WrCGJrO_hHEE9XZ<+c36JQ zm86CXfhZ9?Yhp?zg3A&UGQ$~M`;x^)|AdGvVA8hJD=G)7ae|PBNtM_6^nT6uW9Pz) zSztEl`p`c>r^%x7wqoYyv)S)#=C#`%xU$zKSpcoop?1R z#wi=ka{+4e^F_VI)4p+QDs?BA?C>d(3kv$zc+&@a|}hB?Nj_m&$r&9j^5<8OQfc#|M;^e|%av2<0$2 zY9#t9mIU;gyZe8PIOPN|G%< zi-Ps9{ZC#$0`=^TQ+DO4qw^O1uf(Rq4rR1sVH;~T^hbGd%>p%9Yz#wY!keMnxUBFb zwzUd(hEQfHOD~3}VYe&7!e>OLH9C7@Ws@Ev2GJ|l7l{!Y{4By(Kigu6THKU))xAy@ z>1BiXH0FO}3=UR<*2fy>UYq%!BtH#-HMMi32^Iy2Y4oUW+8r%GU3>r|tT(@Elyi3r zPO1ZRZU3kp`L3pT65EZpbJ+W4N&*S=%Blf2tZ{!8bA`KIL%h>WMN+c_Gi7ttANf(% zyUR0q+o`!1=tY=GB+gt;t{#kCPOQ5(g~c68xuABJLWFiU5TRQmY0 z1rvWXyuOhpwOf7G2~gZKi!5ejCR^5La&2~zs&A}+e>5ys$$xONd3sL}WkPqyTde+N zr}WcO)O9l^uys$Q@~h86BvtmmiSIQmZ~b@;IBmI^ELj))aq?}sm;WSRD?iItGaud# zpJ8pfHt?h) z|4PXBSP$~v?BgOfxQ012R*KE9-n^e|x2XTKg~`k14bKHXTDx|4;SQ@^)7+|Y9UUQ#3hVEer&V7Z>%mb&P4yI$j>U3d>A{T+21C*T=5?D{EvbZy)H;XI+fpr3zO zFL13~005=tDAU&6S>}IH1AO0NO1+2+g+z265Ze@IaArz ztcety5;tSJ*g^%^6mUE_ z1&X;0I3_^EtNNCnMgOkZmVcCbpLB@ATN7mm|Aq6k2H8We#n$BCjDyF4>{S$uEZn^< zz+cLKGcH`Kc74EvAnJgPby; z(P$k?C~i^^0(mz*Pv{xlSF{_Owd(!6LHSA87 z8=EAgt}mKo`p;vvqI3Vg0k|kjaIETHP#tScyFT>v%W;Sir_qmvr*F#WA5cE4=X>h1 zHY&n~4*HclQ*3)WR(|dt;df+|GsKvL@3syx6b?EKc~A@Q0oIZd2hT5NiU^qxCHOix zA7}0v_jJ=P+NC#W5VC(0yi>yu_1o%c{X_29MZB~@RGatq*Q1_RnD=@PspN;7tH;gV z!D!A_+m$NrU%q%Fo4CP8H$(f$@$JNhb$(|?w`TH(0J6&UA2JA#yV-6dw264aKZrs_VU&N?SRtR(X^Vt$=5TE>9+gO^`PIX;s-HdFj_$DT7>`ZmHf@j}K;!3N zLZKqb$7Wtpo!611S5ax;HeNdcxm4X#zucAF_Rk7-5!Fpn1sY;!sO>plX4%U2XlsMW z2qX~$%6F@@#K)N~&p(Hq*yG(7(&)%?u0I-<)xg%`US)rwVxCAYA!S{k)}}@_zwtg1 z_3eQivx&m&WD%$K*(vh*bFd-GKV#F08V*7U`q9I{-21SEl7N^2@gmKhew!ZoRO<91 z^q1j-6@t;Cr>4|XP0sQ2tGCq#(YY{k4-CMjLDz=~RzIX?{7*)~p!6ugvAn5s3Dc6cupfTx!q)aj9^QYZtg9RR-Prk5Bo|~0txEmiAW20lE?eu0Ww-Rh zxw(J6z}Xxr*cI-!Z}8!THS2vg5m)5Fe&3}`Sa*T@OQnzMi*LluKkaha`W2|V9INC! z*T4996eHW%pK}&Y*uv-V@vIB~kb`d-?KBp3a1HTSWJ@w(&+S4Ymol27a+(Hn9`&^V z2o&Zt9hJDJIo{lFVu8D!2Q&MHd{YbSzC(Y+_FC)B4x6#oK)S#1xn}bgA^t4OrDoPv zwGENj?7QN+`#d8>1v2-kp19%6kUBMn@eqM(F0Zv%uL*Uc9tf zvVjWcvMM6-;8cmLnkn4ne6aiaomIvm9_mKaZ>o6GQmTxi=tI)aG9+uHt0B%3FOZ_p52RR`m@qh5vx$}%D}Tzp1glzK8@>mPOX3oac$Wc-jHtyFaGNlHveG9I_q%U z^Gy0^^E5`mdhzF%+3%Yp@sX?n8cJ+5JtpdHFO|eOs=FBwx{&3*`SFSbnX;qLB}MoM zF{M+lVVlDcm=i~gf52~$ZmX+jzm}lWRxO`D2jwRoj(PuC9xr_v)d194ZXbX0Dh{%o zXXorMp%{`b*;|3PT^UJAQ+W3IC8xh}X>SaSrInitiyjIi_w0MEWqv7sumk$>Xc&CP z9TFrQ$RQWAOorZ5n5EnzP-Q*7Id8C&ej}@;QItMxlYnF)v&j zz8vH5doHNE5Pp3?dmKI&EQgmn@~n zBXf`E{GmSX?dw$_B}`L6i6`XHXlcnGjVp!tEu)SUVh?#xBvnxh#&cr<#=?&-8Cz=6LS~@q|<-D$!?aK><|@(JcMz| zsvEl|mSr{8C>TmXL#TL`#&QK|=uTH+W|Tqsh-Ni89k z<(S{?`fTC*CqaySM*h4&=kF!YPy3p+`Ju?1t`Eg(wY&@bPjQxP;A))Htc}h0b;ROH zmA}X4%`QV?HD-CQ$MhdfEM=QrGXhdMS?X_@L1+d#g1dh?x+ST(D$AYsbdsvgHJeu4 z($Iaet7GD^&D%UvT*Vd>jG(m65EuLtIHpaB>0QWZBp zYLVr=NIo1v1ofx?o)vJ@qR~jR7*9pii_}}p=hD9)cX}hvkrV)lCByG=5fxRt>SR`K z(e^Z|8YF+cF)+wTb}ywC{-YT?z8|Dp+IHyOnI0vD+*cjt-K)7}a36C>pWUK_h8M3jxQkaT~A8+7TRs!nI$hlfk=SafBQ+7r6gfn6g}$xHzF!z+qD7+i1SjT2bc(?ZRK| zB-U~aFA9LQ-4Wpznv~DSG;Zg92^nn39b+z#f4%;0e%` z3;2IY`bX2&cMB|J7vwv?Y%RsVjH^6ffcIVxURs7#EQq+XOBNY?5TPXXmZ6esE!A`N zVdY1K2+E_!6;vpwTaf$TYkjY&mPILX1vWOsjO z3&W*WSiIGcj_f3I^KYmo%>u9Tb7W+>^Lmw%s_&gE&UH7Om1_ChSHmN_^q%Dw|5RkP zpg{mRK*qlaJ<fx;h1*xtAn$KT)`GQ!Ssu`{)L;hiL2*jnb&IjazXc4LK$CS%1uXH`{iLCNw z!fY8?Z9nzarj*%S{rh)N;1(~@|H8UqPJ;QVfd1qH zkc=c&z9o2W+N~pY?V8uw*=Afrj2MgmS^V@g@*mg{4FOilEOupw?)?vca;$<0FAbrS z@?Ajc0y54k)NMqfq~^SfOGXGQlCfl`B&6i)ukoUz>fx)kXqldv5@6NJQH)VQzcrWq8gWh0#CWDKX=dJ7Wj(tu9 zyH6@xp3b`t@^!k8G0SYKXnl_p#|j^JHf>h`(8d4G6_WJ)Iq;1AWlG-v{Fmw}E|!7e zm&5`uu0VAc1<{+W6ytw+HQf=*e&R{O?e||CBs4^ro?Eta_5K%sJBQ#LLBvMxF2hUI ze?CctS$e&nwBr7YdBwb*oD3>GC-LRrKcD2q^ape|kKtcu@BgGCabWvR554+zhcwi8 zuaOI@{j@Y`~Mk}(1z7yHY%p7nrp2z>;InRs#XyQEXSJaaV znmCz@jq}_XJLG=s2Gf1KrPj+mBCNA$I2r+z+%2U3&xvRz;Kdlp?Hb<~NedBscZq3= zl>U?41|Ktd>q;^_ssGjbODrz-HqFof;8MZ#CKwZJ&J(nMqKf{D$>jmYp_<%Mto%=N z2zc};-#1_-=`GLyeM-r2?qUpwItcpyza~GO8Ef9m=Ywc-^Th1^JByRmqWRV z6Z*?skN~UliCSj9q4|q@2%GW!#pF`eaj*N;HO5}=y)UoRH?S`)it;>u@h>e~GY9`g zJ%dRe?@gJ11^S}`Z}xA(Fg^^x+loTWM8GhMVd-_-h2AqUzxib*YJC%rKUhek&Fn*U+15$A1ONo2d^3HQe3Z&>_v5GLS%$Ktn45C5jTH!(S$cYS;?@VfPB z%SpL2F*ctK&l?5ow;a@@{p4lvns@mFSqevC$z#I(&tPJL;)uWaVMgMEnufUp(ahOpe5od30cjL9~CC z&tI*7aLE#KWq*)MajFtSn_VBKg)f6-19;n34Y0#_3kRzJ)!EOLXIy8|nltk*N#pye zJ~!e29&NWfx7U2J0(cDv9Ykg4FX+l%|J>4BO4ijR9OSK4N9{TX(w|OSf<9cIuj4Bt zUsd`3et{o`C3Lzf{0B<%GW_`je@=ukCJ2Rp&^T2F(mPbOFCKJ~G6OZHBfGpUjvuIx z`}vIeF4PLj2~~^S9HzA~01H0@FNYUgw0mq&uP6rHzv_Il+B1Yi+Ues{*8GodShZ{*|z)k)IR8{-7?nP|&)#sn-PM)5w zD3+Oo1sXkw-5d4abE}rldz{ckB;W&$E^cYL+-sKKA?v^v9jcUW1HFMa;#hK$SmeCe z&-dZKJf=)u+YOb}L$lYFiThCmerv*cgwB|(DV#}R?3v$TQr`V6r>4z=oWSRQMCMtJ z^@J`jA7HEc?@U-sZ^}cFB53PbM>Us=xz3-5J71-PhJZ{uy->P!gA`J~#XFt0U%jig zE1F3HM^Ep}-JQAj@nW+CAC9Mx-#kktu8H1jSdP0F2=0XbSQn>br+_U@=xQ{>j|GAYBJ)g3^X{!W4J1*_C-l)}k>)0ZBXNcWaQ zO6z#qpa@^gA{HNJ++%wqZhrFWDIHG2t6{{w`a~qz$HicLyo7JLpY|~ZIRCvxrx|CVRPA)FPKC3#3&Wsze-btC|QHo zDYc|rBDl_MXb1tx zz0az1Oc`rMfL7Hmy$DP=L0>1#+C*K};+$yoXGHADKrH!YY|!>wui?j>)C{^-Zgt;? zvNR<>YuNT{#MTcFU|Jw|sLGGcbC$4gZCl;ciK1TjlY4f5hSfStW{Qo9$AC@6A&Y=B z#7Q!O;i!!~(PoV4CI zN?w@uG8Oh{dv(WVdzT=W3lg>H1T2z=N%0L{SjQU*9TWa0Gce}P^Ib>g?67=y8a-vu zxmxGO{ce1JEV{u7_(#;MJ0Sfg{kTCL*Ur*k99xaixJnX2{hG||ylIAX>9ov?^yV-^ z?&03)X>fzz&2bK37sHEMx$#aP_4D2ISaWm#RCf20*YphQ_!QF7!qOCcb(i0}GikI_ z^0W87qfd!!)n6zjH?fu+62;$U@NOavb&IiztSXm(4p!WZkZ{-rfBn(;$mgQ?fF+)+FwxXt{l&)`_|k%! zwAUDahb{S5;Tp`2rO#EaJbAu;Bx~JWF&!8aWy$k>9EEZIhWLT81f@+9{lYKCq4k8{ zoJJOYLgOL6dA_xO-u@t+q=I2)djIfGd4R|KFmlU6^*Gp64y5Zn| z%%}Y$46(06^g3Uv$Mm@yixKe~1{yrU#|nsXj$lt!R(w6+n|q-h@5o=lGDymZ6UytC zKH7T^TQli$Jf(!OFv%Edn6dZbxrt!0GeMp2>HMFFaSBL3Bz#0{;pY+a2loi9f=<3K zXDZf~)v;fN(V6oB91}zr<6sN0hkM6=?$n%X@^3nnHEn++7Qcn)~2Ukgr^n{(}%EnR9Lltv$?Z8O`{SyZ1C~sfa&N>YeZ4&- zc9o^_G9f!(-$zv<{{|a%WVIBxLsG$EL;US6t}_JVn&~mBb|Y$;lEK0uDW!7Ezg|Q3 zy{G+|`6rd<%G7e(Ei?qa%Y7&>Vk>KsV5DjVMcna-zsW%wJB^NyrZ(DtL?M?j9>Hkj zt}VB1;^w(6H?N!EBKVSGLS%HYFjQ@(3YZ${)bL<^YdF$Qp)YIbgreWOUE6!QI{VF2 zo8=tHzU-@HfP%%%KgdQHnyhao(L*0p{PhZ}#7Ac+Ju=a5{`@ba-(lwpRSv4B0!L%7 zYT^RJa%7+9*0UJUS}=isdni_-g-5>;n!Rw~$Fhd*aC#>i&n2G?OV#7~nKrRZpY?Q> zrEd&QEl3q-nHCI#CBX{b6}MCa8j}&;&2A}aV!-!)f-Gl8on!$5SaFh@KZj@=eqTeZ zK45se532q4vOQ?sPfKjcdv*IVF5o1;0^^rSBguD#h+^x-BQP_6Oi_7)mUO}YY>umk zSip5j|G%j#_;>t zZLC}da#<>yY^?4@Mdv+wJs(x$fiC(z)_IBpzYVD$E!|9i=uh;BPQbzJo9At8yGr60 zoB2N)K-_hvzusQvG%=Z2N= zirbq@{k8CaHY64}llhYl^iTnVPm4n_yz`j=s{SU@FE4xYOegiF!tGHne}G_5R8&MW zONBaP4I{}C?=_B113OZ@=)1;m*;i!{GRFr7I_po)u?yz|KII2n&4x)g7;^iT*ITiT zG8Nd49{Ka>b$M{@Npu@lLkkSC>w0@VTQ$T-k6m$pCO>#WgyEl{H}K{U?&dC?ci%AO z1(U54qE)37+p~xIP29Dm_G-SDGanfImhZ415uG8ykZq6I4?jvjEO-nezwJF*yWKIr zy$~=WKMTB=%)v}Qi%dmRk;bhe=yyr`_Sg6pU$g5{vvfQhzci|8{uxOxfi7#oA+E%n zYmQ-mkKTTpPs#F}e=5BP(pImw&1--C4y#=nejR_B96f|UM!u2ilMbqsT4n6Ztf`#h z-ww}FuUOdstw>gSp}H<|a{Q$C_dOlz1xlT%V63*_8<+~XFZ8b3w%DNju#D?O(Ln*M z;)ecm`8L{4I)B~}vUPWF04ur^eDldOxed~PNU~MFL)HS24%~OkA>PRLb^3Gj6%s0N zAa5CgR@NFP(A2z8qVG0X`a*WXfx=s=DH*Q6*=fJwmOgJBE4{MPNYsVU*2Ass*uZ%s z*1O#Re@4*pwaB%wzXZH9t>IYJxHt3Jn};7>a)WG#Rjyu3TCIeDsr~6z`EuS~d}51# zlNJ)_&($m_$1(4V#i|ND+vP$!F9w8)2fqQhQRlRk*~BT6d*k*+JSht1=rTyJG*Wv) zQ1j@86GN{!zEs=p7c+=)g+1lNzHjv>lhGW9#Fk8&(C74u#;aj-T=<7rbri=mCxn){c23TJ{VV*JK8fUyEjp4ag{_?hICv@|?1F{AV3&O? z@x`0o6|r*`N^%cC!Q@jkehw!Dm4X@Tj{^}DL^1m#UEqF3AcXPv!$9$BV8Z;Lm_D$J z_?j_8!2`teu}r%Wz|}HAi1-~SVss(`eiluu7AEhoNB~}z_0#s#d1~4e2>^G0q#6Nw zItPEt0kUQKgHa+t--A}KaZQJy;<>mOkMV$AaRTt6*cB63Ten@5B0GN(nznY6;J_Dt zSu}T7n~x?Y3mFt8IZUQ8Y8}^u5^49AmtYxd@z0hpcIFIiL0WFO063Vy9a4~+Tan4t;3a2d&(QC3aq{x3JH*>}dosSt`2tRr&NEr4OA$t-^am0^b~5X zmW!)ab3u{-qDUN%sX^L*8x>s3=TeDONAUiyTWCy-HsGV%ntx-IUYOaVhG0(E48afv zFpBA?x})FtYAgVO?{bH!utuq>F+XnAIIduKd5u31Eui(+E|c($M}Hqpd{W8LD1tE( zHXrnq?4;FJj!!{vkIV7V>FiQFGRB#qN6m1Ye=xpY+q{0p%=b-yKhr>i$q7hb6_Lra(gGRc;^k`A zPEMyst$}=$#hu!hjFC$?=-pL+L?qV(R$8&b(%8^bk$PDkw>YBMc%`x{b~3~##Xk`j zl}}ItUN3r6MGx$@B=*i@%V?x0{~M)wuJ}Wm=O92|D_yL4^&*5UQBBSCiU*OT7zKBrfPp;%X$UG_ETn#05j{j|4A4(d ziqb}ZgnToRh@$(hJO3$@@hUQd=?}Zi{vk~tk)H#llE2Co0_t3y7p^A?5o3K&FTKzs zleMhy3H^~$H1gT)WMEBjjd9!F`O3%3#Lsw^CSEWPMTSVPDISJ;gS1CMY8iu#WnJf=bf4MB?IoMxVaCsIU-P(em#?SFH#B&d*y1 z;)y*1&XA-NpGBwugS7sR&jR8*5az1xlV=wn>AhSE%^qC+O+l(?Aq1_uBY9R-G;1<{ zYgx*8UKUNL`YL}k$ju$TBw`2WnY}XCu?iPbVial-poLesWTv!>j26PbLlaA&;Xp^C z)ptjqC07I=kOZi6n%@;wNy;hF5rith-*2@ zDV7#~oG(|2s`|apG2->hkN;$nCv6_lgjUSy6ZZML@wtX0`%V#~hRtF?T;&6BRppo7 zryNa0sjkBY;&18(Pn8R6j2a69)hD;FZ8|p{oqdhNh*xF#PhcuWlyDv616YlJ|9(Co zy=T!Tvr4tKx{_?weaKqFH%It&xIl9aSVAg#4WZRydEF)JQL5!I8ftoBIsa4daHgxs zFQa1F6+_nF5YL`5Ry)Ot?VA*pT+`azELWZo2Ry+;JD+9ROOYnN)|h|x!+cp4roQ2w z^vGT{9k0lm;sWm?%3aVZ3H2*~hTLG5BF!Ujfex1r?}o+?g%juOvX?%PmGc{Dlb7=x z3ec!gPxv5}?-BoUQ9*8(XIOi<;hL+~=$a2?IysPx&)R)C;zk9s$CEnXQ*}2^lW_dR zFz$FJxFyhXdlr2Urz@y$DLuXDI3IAmDI!(GqT`crrCxjBYSc%L^EexS2)#$3_KNMg zp!&q}$mAI@+uh$?uZ{Dhoa`C;lI0r!4~sidk#s#?YSFX8B(7*{r}R69TyfWn9f0Pg z2YBE0Xc$m+xSA)N$TPc;%~<1<;({Lq*Mv9@1_`PqJ-pEFgBs}5&Jh25-_{8XE+Rd) z0qv7&tavuYgf#=wHbu1;#YCXY>?2iLl2v|v7 zgTx^I{U)Zj}q;;3RD^PBJA!{Zu=zI z9QlPw6dvdC;~j2)KjvqxGT9~CUsy^C=wb`+D#FXEm%CYY)ULFKC4V-ZWbu#`fu8O8 zof;k1z0dATu8cB&cPWe;AX=ri=Mr>7J+~+ZhoD9x0f4o~8!gb+moitm8kge9ea*9) zm#YlpF){_}MyunVx`^j~FIRoq1!fE50tMc#-TI%f`Hz`i@c2H7GnCbp-RT*NhxXN) zeJyk1+u0xqHJ{KETO&XieW3C)ONQ*XtqUzr6<$}iWukz8BLJFngY2aFoF>2Rix^MX zSbj(9#|)|kkiwNg?x7Vi%imTdLc(Aqc^Z{cy{M9-M%~KBi!4bRhvnVtaw*C?pSl*- z=Iq}HEn8V6&3~mTqaxgx(lq5Fz)7EXW^HN>PiZV=Ylf8qZ3|SRZxn>?HGz z8xXTgbYJd&KcDFMvzWWGe%&1~ADm0Hvo|YTa8baK{aTFIA+|PM4W#HUOmmFhJLaLD zanE~8Cyf>gR&h>5W#N!4Ny|qV%e`j@sM}1~r{%r=!(OfF?pw+mOZ<%r-Y3v_jzHc6 zl%Lw3bxdt|m_j3_{mk{d-s%_rYNy=S_AOZej_8q}CfHl_1jCD$lk_4L>ef_&a?p7t2J`g%Kddy{QgEI=RyX*5#^6J6q$BjTl)eQNpX3^O74 z>f8~3QGKbF;TRvLPF<#}`BSY%KLFWW!YH^mBFXR)HPxyQ`>9yG0Nnn>MZ^qpONbq_ z%V+Y{l;6IaF~Whgez04`{gu6~O#b~wC^&Y`-e|eAHRm?z#a}-EV!6B+@7ydiN;qGV zXS6_Z^-0hhCyI`%^Na+JycCIKbcCVg^aE0VH|KJ#73-vcF+}uMzomx~aPLQ)F5`Gi zJIKh*T6ou#nmW3ry&+$FIMTd^eaZg?;QAN)I-h@vjGP^)tCVxYRgZ!w0f|62{R@c=xw$u@GxyUX?_Bged%xUdgb;{MwoOFPI zj*#Z2hGDKeDN{57@#uuLLPx=j{UKUD-*Tqrjc_q68%p>E$YjmAuZgxo3zvaFg4H6g z>4BLEmtqCEa#aPSESd&4gp4mLGrd`V@nUi~)zo_2xu5OJj1M)&Nmw@jT#1>hAzbIm zGP@Mp@S5=oz=cf9KSR3aJ_V1&PcD(t^`z9D%;IQkSrY7h&ZOxK$tt=F$cdOeP+%^= z`;)YJ1U?4ylP-<~K!qGVFJti*R7eAdGw;z_y5XnHt&$A4aqKzIn$4?7gEX#x#Gz7L z0WN0W;p?OIFc8$)Q)iO@!?@Un2%wd|oHzZ$Jzrnb?CSy&p7lZeu6o*@ACa@nBR7O; zl;fo6cQ#cuFW#dHqiR%8zwLZk!?H{`)FM6lz-E3~TxR|?`aC^`bb@nFlc?;eU8RIv z&zf6wVY{E+wwji!8L=uOS$NBT8Gs^_h{%0P!*}2#e}Rl44@5uLdx@e1%J9Z~A{}4= z@b0NZy@8EK&$h1VZB}gK_61w{qGEIQ%O)Cgqi9htvtwb?Bw?wx5yWV8LcwQ25OfU| zGjZT^E~}Nu+GL3TM6JoK-bsEbu_B2;&Wjsue%@9dP;k(w4!0SjN)^_Bbib@il+Ksq zi=2U+y`)-dqbNlsvo&324v{;hp7qCZWUP}3tGO4iQapT>(Zd}y`@qF`_k&T3^N}$; zEQs8jJlK${$!%fTe;uV(McO6MxLXiYU^j-SBki=?$TCa|h>C{yIl~v6B2VXO8f@<9 zC7_kufuyhe>2w{PU6vt#(VR%CdyCJN*6>LcIOR&htw)`54zAe4P=%?JQ(mJGpkDa;pN_r<6v^m zJBkBvuk#iMK>hDw!%8$_34k{(A|ZCWKn@G2tk;w}SWw<(NMNcDKXc8>1scD@=Nm5EY)$Nk3QYLp9$fC(j>Vq1cH7bOTyk^Yfxjzjz`^jwO!wrFppy4pI`IIQsXS>lIovc2f0t7T|T%WBz3 z`Y?wB7gCnvusKt3XDmxZV|&PP%JXVoik$3&R4BerLXA78)#t{Us^MN> z?U=Sw^9ww1OM~@*Ce)2t}7xGur07Ixua&9ub)QZ)P^YBP3oH~(*DwE@$9q9EYUl# zo!=Ke+{&QgOR?4AI^@}z9#DoZU+z-)YO8wt1#X;#PY#=tYMh!>YJk?nl!{Lt)HK!u zu@J&AzPG{jWyvuVM)g)zz%BHBYTG0gY^qd$62#gh@v*l*Mo`DpIN7W%lim&`I5uaO zV;a5mNyXi`IZNH;rMseRYJqcJb6mhXO1IRup(O`OSU~ifditWIjjc=0yyk;OjnuQ^ zp{vegImgFWx(xF-T3&(ceDx#fHEO=sgYVAq{O_O*X9(7>CZt%H@s9|HiSwlPzBpKa z=+zrJ51bl%kHDT3&A1OWI{z4N$)$v8rluJNSQLeNJQx!@*dAp$UKyDZPNV@G)KO6& z2qK3DB~rzOz|WG63C%chv4YIS96ur-Y7Cq#-i@1-j^WqwYIH2kW_MI~uXY?=ebb~z z6vGR-Z|=lA{2Mo7_%z@z;sEYLS*m1z^6}C%yY-&u{$@f_l3j$tg4~fbS0+yXoza{z z0;Wv)VTGW69+?~V)3FUpX!WPoOZVLE_QEmKd*3x}<}YO;#ZgCyxbiBObROU6NJTgz zl5tR7|EuFy$CsB(HCky8(N&Yc@hqqGB8NKO4zp$GHH&WP-1!Z< zjUk4Ynq9yWB>)qy>3mLq7f-H7sbHG-NwHwT_l>P-yiFupU?H|zCqdY&NBN&`?eSUC zVo3=D_R%8a)U}R3Xv{Z6bY#YVVX0>|T=okeCN715k>V?X#(|SUue|i-;Ywac=Bit& z6A~`~|N7>bshOp}YeA=6UYcCxk;~Un0CL9z?NFepV z>qQrg!@`!4f8$pO;^#Qz(uT+S@QeB4B%bw7gb?9OyGtu)1>QI~T-i%rHbp*s=d!s< z5boGxZ@j{E#QaD*p)M;(zU2Z{5aN79&8zMlLCny4k9vOX#+R=Aq@LfmTFrg(UJSRx z!I>jP&zfZfqu81bmE4_w9R>H|`XFGhhYsGKBB8xiQOswJO7FNRf;t_^zm3v)do$0_ zF47Ag0$@yB(plm(Aqx_cr5ZawR~2d}&vU++Iihsv_T@ zCZ;8rjx=xB&Ignd|2P>r{~@gGUYzPu=g8kNGw-DloA9zw9WJ4k2NeUGAgx&`U}Sj` zP$jQ_@xnGhp;@%?nQhdj)`1ns*ZrNT45oMI5b=0zV$~Fbi!^k z!0{0z{(617385}mTYR4;RXRdVlbDSoXuB(9O3cgF^AB_BaiCaxAzhy%U%`{!8T;-a z-ASvLR8N0Bt6qsQlw6gLA+w9{@sijRH|LzEgx$E(UY#3%*D@noJgE{>)%hCPV~jj- z(&H9HhzFwP*qg3{a!#VzwqSS;9K#?Wn#hMb?=m;!!S=&eHBvq3U`^a#c0`9&RF3#D zNi5G9%8kM>2)Q=XZ@*}#T~uqhSbNwYGF-oR;;Yf8vz55H&dTj6j8cBV$@W(DX`JxW zt-^Z8I2vewq_~1C>S{&jw-|zJQzB0)3spCVP9dHF5G&k#brJZkk=I()fa-mM0HsRO zvh>rq=;Sp?$X0=F&~DiWaD%;turfK5ue5z^O$+ZN?^(XUtwLZ!xB~{m7%# z=|%w+K(a&qmB(poHo-fZn<*b-Id0e4+WqW^&|AlU>nzQGhgS+%5}sV_=4x6Q23*G) zNstE_bGXNab+a&vG-@Rvknl3RM=rng71ve@ z*J2&Zubrz!a6e;lZ^W_t!monJ{hAf_R$+Pf`o?S6;Xpjn{ii=sfm8@GiodNvlCpq5 zZ~>KnXm&MOz+$*joTHQ&w@L}ydVupQLJW6nYsZAIT$QEiS^~A@`6|$zI4f|=YCJ*Z z++)Txwe_K+Sfo=;sZ6XF%tN0ZRXi7bcz!d*%Y!0nq=1nlH16nHO>caK>=Rht&i2c` zwTw}rP%1F@vrN!#4(z;3tud4@YmV~FdL|bzG@yxEQj& z?y@x+yX<+oLG3X-lf3AZl-ZpAQMJwB%C(ltO)TiVf%NcQuqaR>fcUvnF}xDY(F7`Q_L?)2q#Y zJWDNa0Z!0qk{45O${%4!omZlr2UTD752%CL7^Lpk{pG*@O15w?uXzn9gdYdg#3Y)} zayfZ`yKd`lMmfh}s&Yb+SZ3{v8IM3|%Kpc(+?q;W=5Dl6b{G$dd6ooOKSvDP7J}O? zyv~Z+##m~~z2=Q^pp7;r!oOw4K&8`v+o4jH7n(J#ZdUl-l4*kHjl`#}H_uHJ-d^-Y zm3FMhrEBo;4rj`pjoR0*)M>G??k!fr-SdUOwc_a#GY}^cQeG!pA&VhU0iDy*yWf#- z{hbh+s+Iv(LOA<*j{DuTrxLB-*u3mL=-Ve<#rVcG)3QyR)Vrz`9Me)BM@p-I8L75h zxcdtA<#2BhM2AA9bSJKmiF~^mxsB;RxG@k~oMG=l&0#1hke+sNW`~u(SSJ9LK}pa! z6%;Vf%x+L|)_MpnO8VjWHM7XuGZ{4!AIWXj-iIB=H#A`yY|f>lR_mjG>X#dLI(9F_ zf{CbXMxvY(U8%nF`){cynQfa@Vi0z-){j0%u0+Q@w-r)1!xHRFj&r(P1n7|A= z`Ws2dVW+IdS6pMioTU_=IYw;F%oFZq$Z`AX>?Ow$`~OU~)R5XQD?2#cSM`4jV|dhf z+i+}C3$iO{*UsJR>IziYJ^F zUdF1ci+q@a55r$=4-~fZqM@UtJAJS7Pkdz&vRY5fli6iBEBLffE7zryW;qxG{@-C$ zaiWkZSN0?`*$#df@6N)@0vW~4gI?fdX%|6OTHsg$cBJ{`oe0yWxl+LxJ_TF`p zYOZHBf_Hx_L=kus$H{nq4b~>RU#ZF@V{=~kac?cdFHV6wP-l|e#t|`S4U1rXn#3MH zo0mbQ@)CPDu3@LO(aor_8FD_ zs?WjXPVCvDotdG*k{;~jy?daogR_rv+n>|ZI*9Ea1Rz|0z~Uw$Ip3Km=>@M(7cLne zsq>7}hpG=E*v`cOAy2qY7px%0c(ckepMFzvCnUt30 zhJTYVTjA+B*ReE38ogx50GLrd^v&F}hdYo%Y-`|0cJQ6ivUdu0>;z|%)hUyX+Ow8H z$x_q7-ab}iT|l58f8>G2u<1ZqyLacV6_ej#CkNMmA78k<6+DqqA|ji-+U4ceXyXP9 zTe2zassn&{4HQt0!gKBI($Fs*Kdf_J8m15`^gcb!=7nT0esvH)f8c)q)%U!hIC4{k zYHUK&o8zmZsPEJGkL5(|M@r52Cj7QtnZ6NsC0coL zf2mNZzMZC!yVHBCF!e!qr}I$}dt3JU(XZy?bK$9E(4q$GgIyA4nb1~DRQCp-wcquy zKeUA}OO|m}IzPtIXV&voc6Jo#lr@H6-hUl`Sj4Yg(+|4*GCiVKokirxr#-2>B#BFj z`>FRs*TH;w!PaX1OoFxL`-i3JCx~C}@uJjD3tl|W4VeVizfl?A5xDe7WNWX6oK4%$ z6fXQDc+YF+34>#M1SAZEm3HPIxMKE)y71!PI4D94}Fz7B#3xPxQ`7f&p}=K$ zi%jo#z8I==bYQHrYc$ZjY!hogxhM=wR=`8fX68KW{>B zdaZ7bzHYCEv~PXWtsbh}<4ARbI+cYkC%ny&B{6%ihYBcoY?TT=2dFnFl2rKm`B{2L zE{NX7JFgtd+nfrYz|#YG}@XMWn5z*o(J8p%qw4i>n(Q* zePS~%H#WPGzGlpAM`O9(?n9&Z#kWZFZ=c-KKuP2BC*r{d%VMYX3?i434(ZPq&tllx zCofvHUJW*8ZHmf&K&d#+1NX^)mM*##+`QPi+ZN#`vE+Xat6rP6N|0qURRLx!@Ttx} zk|lvlq&3-fe9|`8Rkbk+pwM;=x0{_=kUD5_JA)=jF3$Y%=#sD`IodzTdjLA#`z$i; z3X1!0Er2$&v>v`aNTy{D@mSJ@nB6Wk$sK)`HP;ImTaY||-)oaA$|}DxUEc%Crk^wI zmrU}SC8gFdtzS+DQbS=y&NuQC9~Ot?2wAvx|vN#V8dKYxhM6lC`*tJ73%en-`%0S2@zE z_cNc4G4Bz7v^l;gzD7IS&C8i+r@GXLle+$83`+?KWPr}!c~5;NyYMbibFcwP`rfuU z%kx=TV(~v##fGseDaZH5%9EZBlmU|}Vd!2}GC+I4lo+n(2l7x_nKij@!*NY)^k2rw zONB*bub+?{N7xhoe2WIll;$?7EG|R?K%g7lr$@MdRn(7X((}@&`bJ1qch+iSGOk(| z8zU{-s739@%T)DZm%RvcBb_=))czo3mbl4N|ZoXoR?6tn3_c$PVdU< z*l#hAg6MI9udi*_5|2I^SjHqTs`3K@2w&Xb^-sjfNmDh3Gu>R&3Q~a3xiQ>5D;G^8R~(uZm9b^7d%r?{!EX!4%6kj< zUwoXPeZJJrw~+)&L*0uAvm^1o=V~)_b#CvxnxZ0?bw3GkrdA;o<+4SOK*jk_#6wko z_ThJD3w1-{(>dP>U+~(Y-q(*lJ?cmDQkjE027@=eh z@#sUR%{*B41UhX>vwBz^jh-=FRN5`I4x zN`@!61T69{dIFsqpE_@`=4l_8kyN~YFO3xAH~!e{FdD?1)u0EVMQhc5=N zeoD;?J^gEAs%o9JP&RYw!1Vjkn;$Z_Ox5QP;X-~9hmOx%mv=h&)X54D@-0c-bN4!Y z2eyfP&%|A0d^s%%UgHRER$6w{&FS*tt5>T+P#yTQmajYCA*-~-~-Z#6It#-v$(?RAHE1)Qq|G^3w+@+0a-8kYSer5JK zq*aO{chdFw$EU`Ri_1XD8eF`8TgMh#YmHUT=1WvPEaxL({td4-fVE+|W{vPfpSZL@ zm&4P(cME(dsqre+8&U9TBXa=FQq*ki0pAco>|cp7NnEb*BTb(Y?&8@Ik5J@jwIKwh z&IADWQ1l+h<&HJVSa03oQrgk0t`J9r*O~77y5u>g%Wvn%&y(GKejX=(&y@1OTZj5c zQ@OPR0O#r!XcLaKi@nIQ`(n3V1a*2g?{Vh$`rhv4co~K2Aj=+bbTZhe8}s@)KrX$0i@Q;<&K0D#S0ZQeMeelMjc0ha$O_4Uz~Ed zS|0AMKAZVnKGYu>owTMLv^)|aKL|k~5zA}>z|Y;siZ#n@gmS-(@iU96mSM3+nQ`+? zWJrypVTaJ8=c{FZ#B$lxUGfDzhY9t5 zhXILi@rzBmxntN!8RWwFP9t8+72sGae3`3^p>EVqm8~9%cNL~cj1@l%n3rJla1DQO zN7i;y63;6sxM=)VddDyABSlBoDxohuTHeh2p7czLS&#MspO;oP(yu7|LeLIw-pyN7 zYSu-1N?)X&u9Dk-9sTS9O4D>pwcvFdXm?V)Mve|nNVj;rweBax_Vr5DZM*yyR(Feg zlZM)Wfwkr;*IM6iUi7iqBuKW83Q#^tUFX|zW}`7s)uQ9tMi03Bh~l3q;r1??xR^$C zG#8hx21$OgyUTaRbmrl%+YqvtFFPRWM3g%BfsnIp#TLAOVNh=d+$su&+FPu~K5*Nf z7wc|L75{t0SVU;*kv|mi#=N#Sej`|fv^l>g;)mVjWEx6Bp)T+-1;9XS$h`V!1c(QJ zWl92nJjLIlh|bTZ5C1w^kD6jcn{^$wzP0NwGd7)@&JK?7m@nS45Yx~4qLw9}^{U?C z5A%W6Q6Iv8)a$P=MPgZDcJ-LAu-!Lnay>T>lAGUkLm1{QyU~T5*$jO?bu{C;;qt>; z4C53%nDG=2Vqd0&2W)Ds7gP$Uqi_R(1f172z_*>uhbEKwv%y1qv3Ccyx zc?!yL>72a>6h}|MrQvDr06##$zjCotOzn=-9Am!wZS5*te=1okzR&|&XZR>6BIDOK zY=+nW!@l@5ubM=B-SEHMVh*R&#wC}3nfC*zEhJ+>KDMBwM0UeCGZx3b9szWku**2t zcM`c_2FIIHkO$wg2}CIV?C2Zqp>~4glPLW3R&=-uL+Oxlm$$eY1YVzFe!TaRY=8Bm z?#h66fGgyYf0lvk00)6)vxm}=JKdWls*fbdTp(XGHROl0k#E)i9! zhr0g778j~aZ7PC2`b>%~l(@wsCeqDYzo>Jgr9EwEm-YGj3l+}U9Pm&{Xab}>u9e`3Uwf-q9xq5x0LZ-qo6TZ?*W zJaCdZ1kh^v=Z!w;PHDXv1aJ@UGEvg|3fZs7P)Un`9R4F-BRXSJ{lfV}`4$k&W`>eS zn>p70QMiH-NAcDf^cwEEJR2lo@Db}9z%EJN4fHLVF|dvq9ee6w!NB-BsW6P%OuPm0 zsQk%xf0xKL7~j4#tcr6|Bgj>qc9pT)jr?v6IsHaVEaF}e%jYjEM??JlyS<}fIlcIrCZg}iY@<}_Ald!f6J>4x%O|+CRysKxt4ls)#nhl8Wl>I zxX_PpWZq@wM+vD9PmAt8EM|&$a&dPl2Ak>YeKDD1mU(mr1iFx_ZKSxdh4gJTx(v- zf5YhQ#2$GZyyPy`OA2f&hsJV?-e z=Kv29k3a7gY`bxVFs1=!cKrKjO!i=Yw$U(PEZc2V!ZMO0<;k|kw&!JjmcYXByCt?h zD-2akH#y^hnZ`~LzYgVVuk;SjKF-{5e+NriN+p7ZG{k?$KET8S`_*Djsm_bBX8J#o zS(@U0Zu#g})RWmSPMO`5Xk)Y9hdn;|MBT!yB=0vUdM7F>mQ`SZFuL@&Oc|}9;a6Xi z$x`pAAVNq-134srudA$i-$==eTs|>enL$vOP*l9g&31}33T!E9jG$GeeuN7oe|>>( zmYy!pT*hkzQE?~v{XQvu4jJjygFFDHn-K6M$5kMyti-*vTRM0>Vo!WP6$C3`>+yl}o9 z;q;&wIu!#=yX4`&-eV~Zf=58$e@B>PF=B$Xw3^?RI0~%QFL!$^7twH{5+B;Y7XTTG zAr+OFS{Qcuyz?<4F7Rqq@zgjw^50wH@J~wu|3^z8_E+Kgv6A0idaEROevJP?#eW9# zo(xt|nO=WsO;-!DF{cq6*88Y(F{Hs8JR-Kh)6@D)!DOh02FF2NuaZI2e}rDRLWFoS zkzgw=WB%b25kh8#>XTUBRqB~&-V_IV&a8$duUVgstf<1tX;Uwld*A;*3xneB4eB#AOtC zXP7g9|3KpJ7jmH3Go`mFf5ua zuMV?yT!F{!H&g$T@^v(Uw+HnrS-=E33dKU!q1u` zI@YAsq++wrV`?782K+N`M9BXUc^Ov)n1&7$>L`hbxeU{axk#_4e_3~7kL^Pi9V`aI zgCQ`X>X19o2*D5DdOJj84_@Z0-=&vEpYG4~B*j3>T8;)Q(CbiYpYC7FuN?(Mo053F zWiJi+cR>OUf*%(g>q+6LK1^>@9CkU_{=JD76xb%Bug~h+Wiq{%d`emN8dhV2w^D@u zb;qQ35b1;`<^fg`fB072gq@l|Sj}v$KgQe$F?ZX6<2-^L>28*M4;UXvZss0F+euqr zQ03B)#N5e`95~o1ZVEUqkmG0F{D&~Y zwu83I@JIS4U|S`VN}6ZE*gTCD?CIU#AKMjsF?1qM_Ts&T@b5`2Dc(i5F&X8EZfx$6 zmCUtGilHrYfBQS13qovVZDrG!BpBOo`YNk?yfMbF0%^a!J|L?LzdR|_V~P4V%h4df z%+g7DQ_FuDb~G;zJ}`y*Yq#syu*Y-@?oSY`0%iD2fmcYao%J~T3tP7qL(lb-No{_y z+(qxz7&|weWHAbIod3RpLCnlwed%(!U;NuY|KBTke+4^Q(kVx3`2TJ)|Mz7 zprA5l<^OnFxaxC-^FxC{uKzq9|33^{u%Y&HBv&>eHUStlWPU?wcKC@pwD+;G!*sDB z(f>PWe`#oZ6;AhCjHQxd^PIX@7+dast;+Zan_l@*wP{jy`RaI#tU_Z%kxb?xlmE&1 z;MyB~Q_&V|mW;_{TqohxzE?Xj0R2m~D}+qef8eS!UD6I~{c^YHF@j@_I?U%VB4T#R z3Aor=!PqtNjG3=v?+v#(deG%$Tr~m%cDb&ma<T2 zBVt45z^9tKGEh5aNwiwXIQhxHkH4XY#XE&_tOq)rNNscfwrO^~tsmi7H&=vG#7|9^ ze-55$Sr=W|{!w1$U4!Xo1g4vHu9|WgM9hc7P+<97Li57T>0TSQV(DYpD;AuZd3PH(vcv9tg2;L8FUE&jXS3G*tn8yZtCpUi^}M}4Pi^;L#bp)n z!KF6$1JBx*w{~Ia=SP)|W6ZnWHmVeFe^Iv`hE0s>zg}n$^O!LO4yOwjrxm`c6!-*) z?(oA(G(7df11fI4F6=h1MWa$he~B@6cFy`c93=8XV)8pu3SqoKD$Bn%ZWA3jC{n!e=1R?aQoSC zYB84?FGN|r3gcb#{ytJ3c)jzI;n&O)of?(ZXyMV#-tml9aii)#Wrh%Sk~dwFE1^`o z)4$?oOx!eS#TIRpEYk43J$;z0>;?r|8Hw9t#SxIBxx5=lmQ5?h(X~;Y&#p|_ZD3r8 zV(+Nlb=v4hhzQ>k52uGGf80JyVf!V62oR}VCR`L_8v4(CrcX_=J0&Ncvz8H{wX%-? z0c#fIxVqopXFT7Fb5yA3usw%)mHQPy0sMjJAz!Ti-Ec-M9=SJaC4zXR%V1tGc8b1( z+HiydVn6+M(0+7O&%_rQWp2{98piKuS1ug**K=jmN@e;Raoq6+@#YgeCG zOH-VZYU$z`;z!@VyF&N3-`+1(V=3INtHE)U#c?dhiRPXl6TRaUx zg99fz6a;(E7wKdANR8s1<@bczy=tTX%GJ0uNAf;i$n2g{-WjQuR310++=2=6^rdeD z2FQ3?sc1_LIzx-ac;dJhy0MI8`=+6bb+VZ!Uqe;)D31Omf0|v@&jF`I3Gfr_ju-9* zy;h3iyIhImlegk5P0&+pAlfy<_`bqV(KCJodh{%lFNtCU%Evd-h>+bZu{M^|qSs#W zEe*Vr$qR9eL60*fg(?%JdoOIeHz5PhrVxB`x*!GHkERqGro$Wi{!$`l)+fE-S)^o1QHB6UPI>xi@&--BtO zc;vQIe*kPQ{==Q^Hys&AkjZ{CMf2zAGcB4*Biyzi5w2%*g02^QVX`zZk>W75jaTEJ zIH8cW`a->HCJ)3PK4 zjcvg;FB~t$VQx%$oFpiQL)i#8IYeVsuveFuf2-R!zvD6r?ehnaxT3eeXDZn#Cj7~> z&Sp`O$HKfSSp3ujJWzhZ(y7DOu1v`Myun_{rD?azI+f~dU>CQ14we!{+JN_9Tnzt$ zyBr}1z#tNpvO>TG0V;Jv1^&X#qSZvvUj_$w0qSY_tG_wpNWnLn58O5}^)h;v18pX* zf6bEThvh*+<23fp3&NXpK%Yw-Y?M9UONI%a8-X%B+Ehq{MnM@}?PISj%t``|b7-53 z+^%pz-Jmj&NGmcgY(Xte>`|ut#|5*TY`$Ms=l!L>(=<{%l6A9F&BOY z{PYiMpSHDMJW3}$p?-U|xRm}Hk~XjU(DJ}aHeay@_#L^#3qfSa)m7abd`>)<$V0l~ z_Y`1~B%Debtejdim8A)Gh;p1bi&Ho<{05I=EkXU1kWUt-de_5j|s&$fRjwty@X{~WRD%0F&DhI|YpPEk`xwLQ-NgUdVvH zVr1=YeuFj~gFru_-WccTzSk!9p%#b-Krd6IM{Ju;zp0#18{NuwKC1WeJZba+HhckN`maauVzRJEE!0Uhb!(zb4 z!qf)vK%KgZ#VSU#*bQf*kB20xH`$Y;yYjV#u24g z3_git_<;qTVHK0uRUA$eRFw&eiDiWCZc0v=8kDSPNq5Y}E(5pHNc+eFRsmUj>Yru` zyyWlVXZCsHLfSvGainBKFgh>&c@^Av`k9nx9}$TKLUvkR^S`|0e@}XnBX(|ab!hQE zW|B9HDC7!rbpf-U3NK6Z)(yMPOd0(%zsay+Aw5i<@!Ty-Hd?gE#&GdtO#+{i3?Q|h zLfA)B-m;5zf`S^Zbal>AFHly`QBlch+R(k)CgRhh)yCqtrOyHCA2)n>DvZj3 zkp3;$)#c?gHI$Q5iotGT-@DDci-|bwfqeOB?bcgi#Rc&Ggc4f}Cs!3qS;|p?x!9h+e zjW`+`%IrCrf9?AAmxkhA{NkLpZ|N+6f-S@27x3EQ3VwD+?`qX(s)Lzkz5kg}z&S3; z)E6z)$67sAl{F0ZKK?}*;(93VLXq0Txfk!+3{u!MGR>^Wo?n~+&dr2_PWH2|{E>d) z*asfT0qt#Hd`Zv5|No%LMqs1*4H(L8y`CSWU;jErf7z+^AjfbTbsv`VdvIf3uw$Uo zSHGj|n2J%gdD45k854ln?Cf${F{gI$t*mr}S9jx^3UVy@f0vJDRy2kqlHSm+7#CtlAA7F!>3I#bWA6U14rwz^Tz2H?n$Pt}K(bDqrET@J#bn|`! zZO83d8z*hF^;UAs>p$NP*s@_27*_deeWR8(6lL!8JZU|c(gB_dY}t*;S6FHli>#vA z)aMSp&Vt1E?jMYg*j*?g#ZCe{YaWf1~XzoWH}9KDcj}wLd9}aZfX^ zzc`xdlU~j&91ToH%7YZ=Jaq#oLO(9DAiStA{J_C2nL*=A5X?NY*X$5Ozb*aKWW%QO z-52G)FGM_v?mO{W+>f0)nL-4P(*mmjL+240F;n$V&2!(*L?U_e zf72!x3_AECMeXR>nEkeEUg>Kbqm~aw^e|CDzVD%-vfaZ>w^DQb)vQWrL%;3$Qn&l+ zKj+IZ$Vy8S));;YvL@7wgASc9_{4DdibNJQPo5Z=#}Qa`Mp>;ob}l8cf~B4!&*JMf z#9D^z&_*9KVq#pv0^C3OzU~vM6Pz-ce}8+9xH?D7<1pT6Zi#-JWt_OJ9j#m-ZZT3b9lLUg!nx28JJpP@Nj!mlv`4=H@i3gk=eL;vd26S_z6?l zF5+Q)$#P(}ge)HgRT?ySPf!*FO@NyRc69!13J<&eW)G)6G@gYO9Jf5!HjQImf1$y+ zrMqFCET&YOcnP@>ScKUi1w1@`%7!sCixway@-^Oz%-?q~mKN$ut?!-~<|z>`(3A%R zIPWetnyLQ{*PDn!ilfT{q)%-U26cj2ccbp=V7lN-uRB>{GK9m_KQ~l!=9s1D7=dFW ztg+jMJSF#l)ixT6nfS4BSo~n*e>SA_y=Dq2?V^vIUi{W7WtHIl0U&m(~Y)q*#Ai^*YPE4*F_EIc59z-dxs+g)2u6^oNU`;%f=CA0kb`IN@w#khKdM=g_ zHO_f4-M^vgnCU9=^r_;pe-6{4xQZGmV|V#+^U6TQ;yn=a0fnM}H!F(!S{G%x;-rdg zg>SI;(Dla`zkQh0UR7$z1~4o}H1-Bu1%o=G9)njSVP@%mR@C5j(v_)RSq+h{1k@!9 z%7d9f9yIE6A0$iAoPFtw!#t+*N~deN7u)lqdo_zz;jCc3QgOxmf3C54X&^!DtBGHf zAZ-sKu=mT`#o3w!TJpuzoTW7ig>eJk|^;+0?x@ zStYu8+qQ!ep3mG8f4VvEK~&}6oe~7TZN+7N6nvd=^8H6(#friLEZ-fO*(6dDyN~Rz zsNB4y11Tl`+UegBvIJMuyLFVOztvI93pRYq3NlT+)Lni6C*|Ewkd+tKGlbNiN`rM7 z+ekg!d~wXht9fcd|L+~UdN0K@JMFHfs`A;Ryj?Q#v%v$6e~v=wi)O$J^)+v7x@%Pr zcMW=E2p&DHt&{FHh2ps!5BN3_1BFXU2@0wnOUygxl-|jkH`86K6@4x5+nA0Daj8at z)0}J9-Gk-Sq1LYx^8*Xk&pUV&hd?~cl`p)Hut9-09|WS*AByoylO-b~KnBiG;<@`G z9Sss_iDS3hf0R>O1!U8siexU;eU+M@z74H!7i2svMy|V3N$loot{p9M6R5s%x0 zZpc-q;K%Xcvc{Z(`q0Vo=h{Bu#uB)1{!naVJsdP%hIOYSUHrNGWS&yb4^0{1-|~#s z2e4JowsW>4jhgCDo%2FABV6VL8I9y?s#)Qo*Drecsl-oC2>k)*^bL|K^{^(}<_=tbd@`l2O z4uZhyCtMIuk+B|-5x@LcgE@~(5~P&{mPG>FKg{MzA+g@7N9IvczBD`px6hJo-K#GH zGf5oz3Xzg;~-r2MZav=ZISS^K>k^}EmLG9QE*%*vLbwXf5e&#dR)H!7h$+Ibm zW6ETZR&)7zEqP~sp83kDYLNe*8?3xbx`cw<6XZJ>!VPB&wBR<=I#UAW-}P2j0)Wce z5o@9|%Hn*H_N+jucHxNAs{g8By;xgE%FpwFf7AbU#EHJDeW5coV_U*hjg5f~r?co% zfzH|yCyfv(Rnvy_i8`Chbcl-*bfE3e8YAF%0VAe1rfu3->2}x8LnW?3*>>;JiWNM` z*g@#p4W}F{oX#V7lDspb{!*5I;M`K;M}CZr0Ve~{?AFH~; zW5y;9KpwaJlZ2|0zE}G}pK@t0g)XTSf5v09nI9-p)y(9xh{Hx!NQYBz+Q;Pv=@lU2 z>$*>z%H0VyZF&p(TvuDE)M}fzS;7f5T#{Cv=f>CywWWuI4|Jr`PL~7~- zD21K~cg1aYIGeQ5)Sr~H?e#g*VQ(xNn(3F#IFvnbJmlXo=k+;t#tQKG){ydeKC7qc zvurt@db)6ltkhF;kiP~y;uV}N(WIf6YJ0$J_MqfvRGMk{&^HyJ!EC_Ae^OzWN&V%T z1`O44)U*8KZsB%1s;_&7j)S@~PjfD7YQMWSwz#%l`{+_N)Fm^RdnqdcN>98RSUb^> zSMA6U)5F$%z^oB&2;b?ycUN_IR*u7^%+RN6#-8EWh^&Dt4%*~+{+UZ~ZnX2bCfjKE zHz`u5M>%c_CBA1MmXqc^TyHBYoAzqVLxoiQO~9uv zKdM5gpZQuDqvYCL0h2qYNB966jcTKCwQ^H9Gwu2Q3ZU*JfA>jY0;+?)dQ(Gcd~CtI z#MyYhpq}hn<7ARdBqLUkk zVM7H{J)J~F4;)xCpQJB9SLnNEWs&n4SyluyqsOQk^vpn1f1cR}TiaupyYv0W&}C-F z&p>+nik2ccAqfPdU#}T<6{1d~h-~-DPpsTr$OzaLhczbdYt7X3TnIg1)kA+9y z`!4vV`-(BT8((-@Oq|@i55`MT`jD3oVxJO|2>tv7qqfdv>xh^8;&`bsYbe}dr*fYE z(0K88Q?KOJ(my>ho9#)-ITXx`YhU-geDA6CQcV0Ve>08coFzCJ?ZlfJu}gLEzg&9V zMNvrisw`h=(LU&lch`Cadt^j$4gId)#o@$V{EYX$dWcW|OGB$riev%4Sv*l>kKN** zJ4=whCn;Dn`fMei7ZOhM%Cz!4Bh!0cA94r(%HmD_F*7iSSigxEqc+4PSUYKrZ_KIJ z)`%c@e`+NpY<6$)w9i>L@+?m2(mP`FW0>@`aL0h~BU1y(4t2MPn1SH{Dj0A5m&1qD zti;&-cJ}m==A-F_E=E^D|BYwx5tJ11>xFc8xI=W0Eq%xOwAIN1+cyA$ixlv~fD7D*vj&F@*H5%ATf z&^m&XOTZJiFgHOyA7$g9h&0J@Lrzt2Q9ZR<%}!EXQzsHF7neKni28T$CfHs*f zYF>I4?*G$bVI&u7wn2OBYjYTsev4+&k}$}z2=!98sZhsikK7b8q(-s{IFTDE)Ij~s z(_^oxV4tVb3Fi2&lsl^e!8QlaH)4@Gx#mJTf&6~(xUz|J$X0q<8Ryp#E`7QSe*;jL zgR0le*L=m8z)`zcy9vj@Iakb;wsh83gi8`}5nxF%XJ)w5H%0!cMSe$K^g|?9jK7R1 zuwjWUchn6%Q+7f*=d5)<#UlDy^)WE!CFA{I$g=CqZ?&jGC2|4b^&)##bzigw1UMF2 z@5nghoGTY2$0?k8Yj`EjSEeorfBlUUO8?7Y!98yaa)(t;e{I7A;YWA!RUC0)|1&=h zh{|j3S+-x5aNe6;o)E=&Ft2E*L@(At0PT4_pET^fX4N4k(6GbkC1jBXq?-C;(B<$2 zxs&szbjq*K6JEAGWPN~Gvn;i(%2kgy)AN!go7?T1;x{5hpLx~J8f?v$e;>c9bJbu# zK#|V7STwg>4kK(>Hg)AiQzcoLJL9geUxEx``_3a4{kn1b7LX9@i1b9mkjLL~DD{zL zmxvj`cL@EBvun=N_5Bnh(&A^HdAl9YyOb}__b7;XSCg5Sh(IJ&yV541E*+(1UBFK< ztRGNpC(1Y8aJy1G$Uf_se_njpvfZ=~{{o88XB1O%YF+MgcvJA&htCE@VV;(VODjugSqD>2eYRTLf|y_@CsLe>qV-F$tGJ{h)=; z$hx?pM;x6o3?a@}rjTL)5ofG-!SKx6LV5e9&*yDU;XlLFwb2`(->+cSpL4b=DMdfBe#~CD4w_jx}6a_L@65 z^>xeY`5R~wRq$j=IozAFe>iPMyBdDMTkcgHE_j}*nB!M4-msHKoIR5q)JxB3YV${h zdFDt66>2>%nIP$`va17}d+u|&c|@tX6hF?GZ02cX6?)p4DH2P1niB001;frLEkWq= z!X)eKW?UM_f3Fkvd;XNzajBY8@BhuH{&mT1dZ_7B0C^IfB);P z6zls+3h2n(@^)^j&73YeiDo_V=`4iu_do!eZh}ilX;w%WtgwhSLPXhpB;f0d*f;rOIBDb6Z1^%TGu>O#f5 zQDEamnR5P2C9x4o_GmK%UElQ@scsT1F+bwJvFA5PIVVqYBnZ|9K483cqmQvI*zpx0 zvR*rRQ0HraS&|#3w`0bU3d+amRPrWF=WW2e7xRz8V;b3k*5)JjAr4?DD>{PW?*sW+jAE8VdGv2Q|O_&}bF6#$DzxYyWkS8OXB{ z#hF`*_b-vk7QhT$vw0p+Hl)GXTbNZ`7#uAnawB!QN1Av}>dWNu?v}R=**KHeR?Qu4 zf9~m&D;(8H!?w7gCtSK(QtQ_p5gp`>QjeGBW=Y+cp0C9+M!o3$W-;OSoU{pM7V3hz z-PPV3w@wXRfBSQ<6EN9X5w^+Vw>8vwvYK{Qa&{_PCrD@)FYd5f+0F7JVjCR%sBz4D zIY5=i?v#AjXH?RH@y7QC2Sjb<((BEee}%fkpz6}CJha9|V=2qtf?nOALYap!Y2lMK zdl<2W@QDsc9uXWve&n-(7$Hxu@2Q5F`RR6lxLO57naxW^)ZIsxRWliK|DJ6fiw?SM zKzwE}BVCtY2%*9;tdB66J!Av;hIXSV%eI2X#gskWiSznWK(F!cdD#z}>2toA z!%5G)M;xF<`y9Ilbd`iP{H__*-whXm1XoW#6|e~(#jnSiB?&8EJ9Ihsamk}%)UfVW zcV_bb^F9ELodRWzQ*#=pSgtb)Moo?5^G8wfnWD*KMEZ zP)Lzm*j$-P;{kT0N*SJ_(K#7-{mkaqP(Ln2&DCknv&DGrgK!KLI+F=LKg=~tHO9!j zRqt#i;V`>3q~B>L8|os<9ni2|k`8U)#fnJKI=ipYsq~&O6C_VCtyyfE`6|qLdV`&H z9zrs=WQ=MX3`&Fez~!;Zh>O*hT1dJDrlAKm07NzkmM6wYJxX0RvNc#9h4@UciJzf@ zLG?XsWxi+8yhma5oR@(!f3kBOSs)pnQQV@14xCN3ag`giw@A!ltj||t>)(rjwKp4u z1Iga-l$L*;k85dHPJ2rJ#P~?~fnDU|LT&#{kwS%@{F!32E!{a4aIwVro^Z0EYUm;E3e=gyNrqIo}dI#~A zczg857HrcD(;EgJ)z=u4;Vau;a1C^4IvnP@>3em7rOllRsPD+tRqZ6pWpQ|$ng%iE zm-IXBSB;_pfKb@9p+TT>GyK_&GyjHiUv%Oa|gG}a8 z_=nD@f$eARa~>04f3TIWfZ|M6lTm$>7Z;cy3-9jzR$dcVx{r!C;Uf)TdO)I=jqf8kZ})v-*x{~?%uS$^(V zq>etHHhzJm@h6K5Ny5;6QrxIc6G@l@e%X@{7E(YbadT0}nKcNGRKMMGV5;F=lZz|a zntT{mAitD(#oe(@3p?&q=YbShiv(OP6m2$k#aY^C>~JrQtP(y?VcZZwKugn&yEC#h zZ39m(T&6c>e-17_dD^qL7GkVPc)SigIQ;3~iPLmNO}z9R#)|LmXw@7W$r?~W+oE8+{E+ioCeS|_ICeF6> zF-O%1#YT>wW0KGDZ%M0uxm=2UKy(uZjSLmrC)=3Ve{iCb$fTOBIxP7g9*e$yP+1($ zTItwn8&X8S8Gp&*kgZ=IbmPJR*33cC z6l&5n-fsPpi$uu9r8tP8cD|MKTUJHXI&Z0jBEI#glWenfA{Ao)aO409nacXPm1lK) z+ZUR6e=C>Op=6bGWfo}b&TP1xzrwDavY0`od{=hu+lSD)sCUut9v9x)-RV+KqIbVK z_wl1rz^VYPMoTaHUt6=H^!yj80+eGTuOq_qvuvitCTQcmt)7Fe%#2xSH_)=}McS?t z6Z*xB7E<6x8HoU*!IrW@!OLyepv~$x9Kb+*f7+F3)RQ@K0N^DM6=IwTvbgX4YB~Dj z?C8*CfSqT+aYwaQ%hws@xc-RU4-C5?cLh@HaD2XeRD@M910qynx9M&l1P5RQz0c|g zWsE?>z7nO3&5fgIrxJH(&$}nxtSgX2?m6r?zH+zS$3TzeG!anBx`wY?ZgwT|(99hf ze}H|FnLjJeaSTEzSv|WyV)T6Sm+9MIx4!sRx!A{#(Rw&q_=zQprpb~NZTbiNfdS|~ z4k*Z$Lcb=?ePgyYYuDV)&p_m*>C`m8MF4pwPB<~{NUmbosnFjW$Nf&U_L};0YU{V_kbwc41*cn08{dCKuBbi>qEMqS z)Qp?k=Oo)^0J{Ptz7Mo8r#_2&x1>Q{ZTsP)h`orySKjKwaTDxG>hubb15n`d69U(9 zaqfdkT&@CPeB-y_Ckc(WC!mL8l#`Se&%7ki>duBywAZC*)B;Q?KJ)-#PULpee+Z_X zBg)Mkss-}wkL0(Nz7NjWeU;43aQ=FrE4TfesAoPl!@!>tWvtp9(>STV4#AWE{SMf6a);|7Nr-K=3w^heYqi*NV&=Cr$YFIXBKwA(!?@ zlAK%MU9EuQ`ll|=BkFsMjfr<%yWz#%f^fm|svhpN=OK>O8gsowe(IJ5VJp|(f;_F> zKh`$lb}fq9R(J}mzNSR^=)8px!pngck7R@uYiyDpChBn_P+l$j87!RhfAlY&%>N<8 zT!Zm#itg12>pD*?Y$J_C7iIQ62*BJ|(^A<#NCbp9+t(tP@>mub-<|#{9O=C?Q4eAk z9vvGMd-<}TMWdI`$?0gosocFsPxhj?+Fjl-HX3U*5sQZI>3huuT?HIfXO&jJ^vi&Q zSzQ^ITm8aa@Bh&7nQtbNe;x87!&t*W*Epk!{peokWGn#>!^~#-1!V^V2w8lkv|i$yd-$!Iim=V-1Et^o669(1pXt z*F_b#-|lMnh-6_6=ruyQ{@#@G_-N*?SI@d(cse|;aKn+IjP>pB)Kd4JKP+*^SwAI;uF4^BL(YqFK-f1jzJ6=|`{`U&*vrbPm2 zi>(TK_Y-FNMLo34LMq7+!)KSk4`BGyu(fx;S7^}dybrdW!}Qx4)-m#&I(<2RL~c4Pr-d&<)^KX3s}qyzwknaC`9EdaXcLxfPUW>Y1T!FE;4wq26f|k|9x*3b%?tJp2WKdl?w9^T+$~Rlgg< zQFCcMO^!vuYl3A<>Ixc0o2M}<0Uutc{m?72SZCAT%oE;qonGGitR>tNmONA4>fV!qhZc{o8-?zmcxD&>eZ0g2_EnblxkWy8a=}_0kTfqv{WgY!2 z44pLOE2o^F^Fo?ky2yRB_FTYn#>wBiZw49KnMElA@#fw6)sw&fv6MWKQ^5D7@gI$x z0am=IfBpU|sJq3*B2NpJiQO4|boU?m+$Y+0iDOocPvO#^g`T>+GI6e}T^4}u0#$YJ#FfB^H8(*A!M6KQi-7I6oi?g0D&aHH7 zTZ<+v4u{UMc`p7w`$uiIo9T@=OiMCxX;5w=fBL832r!L2{o?lILNQ{YnF7Q~jrk!t zZkQXkY5J3)BBqblK!J4yX{o1pI$PUarm4Thj-Q0TS?}?Cs7p1HuOe@IR1G50Re<= z@D~lX)9};h(w~v71RC#R)jKYv`?x#kf4`8Jo_?|XyO>nW$(HT6VMxoaxt3}DhgkO} zwp_x+LX>MB_38?WASh-wm;<0!3zX}Qm5#oh*@h=-;af5i^6 z1C`mqGQ(31Rs0K(Vhc7~n39_)f*T0NG)Jo}vuX+t%xLzlq!n z)7_pJI+oT%#)uUE#CwY4`^*+_V4XaiHL%_*$Nk^(m^;_+%yIrQK0LrdH$Q1i)Bbl_0L*h1 z+}#Rsp~t_(;ClCIfO?BN_-P#ujR1{?6mWkGX~lN|SKuvb8{AQ0RJzja4L`DQ_qp`= zPj)y9zf{`!Sa~3g`B7E!f35N5793xUBrnBtIcZ_&TFz36M5oc;%h8V)xO^bBDODL~ zKeRttNyf}nfT{Ge{txW-erbm%Q&hN zBqos4s5M26BiubV(M|jC9lVzq{#C>RF8`2=1nx$)zcg`v5xp8Xf1Hphk&s(f|1ZTM z2X1*l`u6;M|6a9>f5cK1zd53`LDbZ>e{WQRCl6Jy1YdWb)c&gh`#+!l`}i-`(&cCV z*BAfiQ}OQJr@`iT_D!FK{?Gr!Mo=C4E(AUGIpIn8|MZiB-*CHI}G^G0oT` zn)l%>zP$3MYq?)Gf0RMrcw-xpW(@_b!Bo=cJMHawAIZS88DtnCtG{UL>3c#JqJ0$N zF2Zkq|2Foiu&U*K%KD>e$9BA($YScBsXuX`l>yg4_v7K@e-??TXW#Q89s=Gox;Ba7 zd;HZ->QL`MR*l=WBw3dSg=x&d*)hQQHI2IeO)aK<=kZ!Beci9yj3GYzs~+$+^YV!) zw5{O0=Zv!zLIEqta2&Dej)G@Id)2s5?&B*|AAS|2xiH|Pdd0!8*2FYxR}9T7Q!%`7 zF~I!de@T%%e}ql{mO~x?AylHnC$AC(GwSzXp0{{wI5V%g8WH*kKYRfNd6?>HCA*QB z+GSbW1^T|ZfM?beH3pe@aZZ%(#)0nya_KVKL#J@-BDmExa6hdTcspa`M|q3yabeJD z;Z9{#-UlT+9p!I;#sJ!P|nS z06@Bi&NXBFSdBxQAEmX#c;B>j1hKo{l4665Fp|AVX?eb-1`arSd0UgXIoh zk|)-_f56Fl@_33*LRbY08Re_y!hqal3vyWsMnbS{hZ7d8cmdF&0$FYk@f_~<2bSH$ z6Ba#JzP!4 zu*o0z>s(t-RvnCVZDJ(Hd6Tdeym(W;(p)I)f2gKB6o=ueUXOavy!V>2OOBju8jzZy z{s0S=>s>-#9@SM0s*rra-z0ugX}m~&r}u}ammg@GS}lefi27v-BK*Rc+#bi5ty4f< z8&;Aka8xghN>9Er`Kfic@s%umbZiwPbMnjy4vsx|FlOKylp8dP#wI ze_OWZPQk`Qqg`VK%Ib6WGBi*p%7o0+5tnnMd+DshbQyTqYR{a+5a?^$bP}}2)Os|aWzKEamLMFmaa2vP& zC$^2YrD8nO1$W3fD3T3%`vRz;h4K#If8t1va}trJ3irtovqDI0ks!IYrR=8Fyv~tJ ztO~XjT<$J9hcGm2f&^IKv?lZw5pI8(MANH1dzMQJ>ioiD&4UhpS{ba+`yu*2vE=yP zU<7)yN^{_Jvz#>$clSxjHb+S)1D`fG{*vy#-zynj^9`QcZ&-QMMJt&eQ$yPqf1^au zu9BGm=(^J7l2YXQAHgy4FJWYgMpCy8fH`S?I3$2+>*2}jckrHQoTtH~*+tVURZA%< z%YDt6YhJSI5WwfO{Ir}wW~nLL1b9(lweC8TrV&$0D`dPKuR*ZvqO?!pgchFBGfGn} ze~W*|n(cbOyybLbD>@PH3fo!5e`O!X*|*$ukS}tW3=#g%f#b#_df4s$|4FJ6a z?q_ho>i+ye0g#68^I%4gq1ingU=qzx0Ww|}t{HuHOY+W~jiI-_Q6d)vQANtE?523J zt`{DFovT~i$IC4%x>@|5mz}WUz1dI4_v`_dN1E|}_qgG4lL-FTP9*6*Yp=aL?Yw~=-7Cu|E z|1P@9r|0v8{*sMnsTR@`d{>b!$;dtxe^kjn_iIiCY*ls>q=z>Mf1hB2uFfhZt)oKm z^o}Z)v2O(*M67TJoy>i;Kea;1%}~!$Tm@^}OLlgn2?uC-0AWC$zd5DGRDh1kO6!_> z#Cic627S_N%d9tx!i(H}!n%93x#s~d)(TwAy%$1xULKY(m>bG69;-QPrb2$s!B4yQZS*y*`I$@CueBEubSeV1yYjx$M6^rM=SLW6a0e8b=DNOe~v^RP{Oay5m(gFGUm85VRbn63TqyUms>34 zL=15P{%l_(9k`c}C3s!~>ge5buA6)5)YZE?X%izH7y46 zGV|)7P)X>x@Z;HvNDzJI)j6s#xeu9j+`$v+TCk@gzcAIf50|^(%J>h`jlS`I^4(`m zB2_Uc?S9$0mP@kIQbg8pY~5AX)k#(}Z|#xwjelxdwGNh}9J=Wl9O!s*rvG5OlQJsb z;&OSX{jSKiPY@pYxR!c#P-@t2`v5QHiC@rQ^&|SANSDTK{-a@5Odz(A#7qBRL+yPY z?X4?wY71ZeR=$fR`AFX4kuA*RH^Diz_%Z~X5l3zJTJ-eb=y0X;g%YzxV)rvn*Cq@7 zt$%frWRj~3nrJZB!S{#=Hg&;pq@)hNqo)ehz}{m@2}T;&Uta*@6M-GS7Ge){jWNV4{< zF7vxb-Kf7+d49A=_{i~ky=;3b-Kim4K7al7=>TA1Ky{P4m+3GeR82OQcSi2wV1L99 ze3B?GLL}nJbjsGZUuI{8pCP%I3~g=m!*Pa$0p#%hb=`gh)P{Olphf?3W6LhLj|IE~p6Dc<=&>PktWS$?$j?^@yu!;$n;7$0YInjZUH79n zF$^|p0XJ?e4j{?pww^YD@ILU#o`3Z$AZ~AwDpat%O=a-+IvfN}vU=+2jkYfIjBBbq z)`yYzHDLlU0v9?kJ?}copbZ<6G;vC~!Cs_k9P{<|NO<&NxT}cGpSVguo){eLQ&7@q znt@!4cZvM>rqq^uFS;$3@}BZB<7W^3XwF4nyb-oY?CTPV&)O1Ej`rBs)PH`#miA<# zA;Ia&TaT#amOnju(paw<>e3cxkQfD%CaAKey$(lD?Y5kuf85mI6po!2U|4I3cUpYX zxrYo&sn?yR5NlGl++Ft@`(Zv7l^fCgWy>dRFvgNaW9vnTsP}RR8ke(vEI%}*&=~1@ zV>+JCLBJN)G1L_R=G5*J2!9FwS?Q0XOVn+jrrxiJMkBQLgeAc@E$Bt|gy8odmp%{d zKGYQW@K!i;IseWn5wKX9LY=PmXIJWVBjtf82k=dgbuyK+R8Z!WR%g}owXW-S$yJ$( z;WF82KbOiesvNOL+8h)<3vo@@OMKr^v-Gp7$Fvy_<~t~>xv0)nNq>7%rGI2ooHhT6 zxJXxin&*D~*SO(gSr3F}Axz(;$gia3&)O0_Nb)%vtR&<|Rcuhyy%@3lnb7*ho6Egq z*z=o{(gc8-XB}Lx?&ESKtj%>}<)@%`Wg2;x6Jq!w+q z0|P9(M4Go2Nau}r_kYuguO`E3faCUkb;VPEHMRnlY~678beZR;p;_Pu-V1YVhoakci2-2lK>9U8@Mp1S7rO}C0QG0%2nD$%{PnpglWKZ z*-{{ipZ!_T*ng<>#sbH{pKP3~?qTv(Z|T(xK`D}d%Dn_0-&g2W_CDnJge>39c+5E$#2Hji_L*il81z>kn6IqJ2D-}G%Y z*asT2{eRpxTa0YN;V*q{E=}gaw)bC{iWgSc0OZaCWchh))@*x1H{0pDWH=9b-q5LK zMFj_Cx&=<$S#AIcq0A@#!&vRf-`h*tuXeaUvH2W1ZbpF3?SB25-FJ*0Y3M}tK)b#Z zp-((##&9ZeKY&xb?Cw{c99kWEu1R|+@!au<{eMIfqKJx?V$+|&EjRg2xPGj?NLhSe zzVVWVwYksAmzpE!{LUgNcqjMiz+H7alXK~D52sIx)f0)dQr4qer{pQPbI^PceCE;j zv*U0`;D}Bw70_}Hyfa6nexEf~M+Lax9nXB`v3NW8Q!}johe=sy;YV*^D(ls8H%(C5 z)_*DAQTsh;xRHw>I)M_}ILa3&Lz|f^J2bqwB*#}_0knA_MB>rMd$G);RJ?42Hma`R zam%aj?qygZq-=o?@(J`sI>hWJbKF>@)rJc zti7IIt;s-XMt!!cS>VZKUIJ7Q1WkM)5`XqNP~CNcK8;HyMJEI3f!>w{#OwqsQH}Rd zHLk`5j#gQ0bZm+C*@<(b3QrXJZA_Q^+lJ&figK%*Hs){L|AYw2N-}Y69xM6Rtg*l7 zU6qR0%rXAuf;RC<6rA3UJmo?;8A}cQ)p^ z&2fIrMd_yX^iMe=SpUwP2Z!830?NGqw-Dib1?}1B66-o$!%i2dIdEd5pBHxwzA&<) zaJwRr(?mG@yy%CXzyBXhpPtJds(&p%xh=k@ptZqWyKEhbANz%9-wmY?#_-k;P%;*W zfb~w@#a`&BjE&Y$OTwYXp1coY%;do-wZ3#Pb!JyX53v?fz$QDWX)u*>XrRawsr+hU z$}+IpH1Ugo(!Ck9mx3>NPBq}B>;6ovKacm4#)?gN{aJoq)0{Hg2UGDJUVn7CAzReg z1)fy#GSkqTIR2gapE|%O)u+J>D@CL1w4phjE-9Ma>%P+tg_1@>QbW~UTadUl?wkmp z=q>A97~}%1_4`}ygT@H%Rj)L&4#$G(!rQyQ3*Is66`Y|+9Vfps$I6J!Htut1@=JUB znIY%{de?MAluTHGsBsbze1BtS))xqaS6W2(7J*cftq-NEzqIpa(=%>Ej6@xI{mHu8 zZ``BqX7)VIK4+)0~8KJFpG z?6*~EXXN~~`TbS#AX&JwwuypMV2t>@N5;GRwaiofqe|@!@srMWk^!|dz2CEL-T3j5 zVH|?W=;H3MPqA7aX_wi>hKaYSmo<@SDlvPKe2`g9u{oV=4cA3;xBH3M^}5Eax#Sf1 z{d@lc{-M!*wxQ^|{(paN&|6%AdtBd1xu{^3p6v#Kq9HbXB;!kJ*9xt+Cx-GXap5GA z8y8M!t)zJ@0R#x3t$|f*cRb~{dEs33w9E6)*Ap}J>C{1-rqvzSR5bXfQAyg$OqCF} zmwFv}jxf##+T-4oZqHSKocx>G{1D{Zb~2BbeoGG^sC#1ZZhuP`^!bAsv9fkl-NN|! zJ0g9Oc6=az`o`nMDEF6P!?Ktir0d|q2Sc53I(dqb0P``A zYbh}EwXV5u1*I%y`>rXw>etZL=S8oNQS*15Re%_WA6hbdv9Eo3@)&)`g@neqE{mC! z9J>~u*FDhM@PDkmI`U(sV~h>tD`UE$l-twD*u{Hn>J9yG4ONz4n}2z&EwfTl@8z2P zPxpjWG8Nzmit^R@YYT=yL=|aHRhnwludRPIE2}0bZyDF)_~(y~Lg#_)=S4g)=;fGD zz9pD`IpY6e?<=F?*t#}@BtY;$aMutZxVuBJ07-BN5PvK{<1_>d!Gj0);2{a_jRkin zcq5Hl<2256-I;IZ`|h3ho%uU!&04Hge~Rj=efHVpp!t9}%1P1d@KE9t>v*aHk4}_a#wggH6P#&%;1dFU~FN zK_Ou=_LoUG{oLy@O+`dYuu|;UH^C$sG%U*IO8+rx;ks6 zf)`}kC>b`YF2VDiJfDWqO?w#`VFBi3Oei|`I%wd&0l&D(|} zuYc`<(ehwW(#DbH&)x6SX!zpguxLwW?TH!=9E0w0C&=A7<>^-|uAO<7ggx9>*2omB zwqK2WJoKX9osVPMLL7q-vMcyh(BDh=Xsk z2)C$HX1FA02EIkZFG)I!kM#SKf^XGTKYztd0tF#oBUVxD4{Bp@bm=?ftqv zF@#V#6=qWB;bJI9s}@G$$M>=`>GEU~L71U}+#A#-6$3nVY7bRQ%iTVaE51#m92ZUu zA$;%0Mhuf#T#F<?_kFG}$2)u<6;l@ke-(M|U_Q4#OJ&t?@YFx(*na?hr0o)y@WPkKhKcxC`1}xPl^Qm>af501i+C@%B<*w^%-APgn zssBbRXhnj81x>w4iIT0u;&f+pnWwmVcbxv4zKJ_Z)OsffREWPxQDH1kgl$dG80IuJ zy54)0Dbn%C+3)qLwd6_amqsO8U;a&drs-(Wo$oJa)VfOfOa}RK(&KXNAAf!Mi`&hw zAYE+M1C^)W_z~^veRr0~Kb_S;=;^^#E=FDsjM}E7WA^Gl;R#7oOA{oP%y-5b2-V75+ zWs@wb8x5q2=A;idyX`w-lYidj5kQI<7TvwFD@C@x1wLQr(9Nz(d@}_>Sh|nS;@W1g zT+MS?SRNhaU9s*sl7jCVs>+p|^P4ogU%eRjtXU^@*V`#{C`;_?)B^oYaEeOOvfz+? z;m1(5f^*!O*En9w0T^GdH#5N|EM3j!ljRK~;kGOZ>6uWEdCpyY(tnBd7lRB8#aQAV zQLA(?ciqO~u-ZRw4KL}~H^a{TpzukD2`i69Mo~h&+;_Z>B)e0_PTWJ{zFEcOVL{ip zS`S+9@61yP9g7@Rb+9AOUiQiHnF!NqV0Jk?iUTmbBXei%#vmf~lk~Ab$vX#zd_col`OkAe`-t7*U5VifJ6i`5`l&mm{1G`>r7g_H+AH~YyvF%@t zeRo^iujrw93eF<|B#zv?QdP`|I}|lTear43+BZvY&zS2MnQ!NOVlxy>@W`>qEj zy|QV;PRNKL2aw%TStBzCP*o30l0(Q?_KfwAHlGRc>S95%$%ncRF|}H@8pH_LHgmF( z_O6oXlPdL~z2~6lms>1;-D!EIniA?vUS=Mw>~8pt3x5~&m1-ef@uCa@+-37VbtM{Y zTP=gTbUGdUHM0X9mM=oY=O_vv0dy%y3wi}9#P*g0C%l+`H;!D)R21ilO$UrtC&beIts3_i12W&`YL^VfONS`iro+7M z8KYl)-0i~@?|^z}+OKn)-ZUuCS{o~+b@rIGOn$S+OM&fggT65cfTnpf7Q#S8L7Xq# z89T_Gx0N1PEOnB1B1ODeWHF7UOJeOPREI^uV1Fgrb(LmU%CqU)1N57e5v-C&;r$YY zfrbVm?L~cbFbl5r#Wj}Z(0AJ>1X8;=yCv5bncnb*;5S4T9NGGE(0Mxp8dQ(B(Gx>c zd!l|kS5ZEte7{1!G((s<0TQ-k=O2`o(GRxumuWxC#~+=ikE<+5#24~{MY_6Vga3V8dob43;t*V{tb!3xja_;?rg zH1l0cO921hEUkGn-;d1~!;z_OZavTU$bYc~%|}Tgz1RL=;j}^Jq;&TH+`MaSX~3cG za8OX{HzMfmx;eaW;f^#hR`J_n^O1HsN`6yB#(!f_P2oYNN38m044DF+!nF?Pr-vQ* zy7D4iyiAJ-8+)(T^rQ!73FVG@d@pPJ=w78S6}R#q?-n|&7CFi@n&(qC6_`^nYJa<$ z7e%$7$r7ph(>;;-`*3cqA)T<8wtpf>k&{zd8VB^EMm;+^Q>n)gPhqFYhD z$m@5nU3*$@Z|@`**IFAlYf^jsp}0l*%MmNfwQO3Mt>nJn>L4_&v#WY_-J*WHLksiFj=PaqudMEopHfye zmnWVk5nb=V8x~?E#d_Mow6EMDsY*3T-sx}>Z{53D(m<}z(B_!!r&w_%UYAPA5g*Uz z;Qpn-EaX!`4DVZ^-Jk-eK^n#vyP|X$Y}jtqDcMx%NslTnG&XweiD*qG8h<}K*@px- zRBSHv1TeqzY2a&|bl%JR?Reau?xxcrgMRno?C?7*^D#8P1QddGfMFq%si&*4GQLjU zL1Q^E-Pl9rij#aD`G+TH0MW*cGm>4<6Ad&0xSO)v{SI&2aR^sC;|^#=gPJanlUt1{ z0-G1EM;iZO;09Tc;oJs341WdHUi68G0~3Ae#X3_oG8;D^ddc-5jk1)-cR`V8H9GEB zOPsxjZ7h$=xMB`NId6%?CRda(`u;-ocDiFr13~X)#G$jpuafyT>^&>}~`*x=Da(`hm-`n=8Cp08l zCj&3L2y?bZJe$FpGR8mS=J7)By_E`LJ}6|Z#!4~beYf9?{~Njl8|GmDzc-9*@gHFKDsUt9;8u{Ct!C4deUEn*U)YEzJmH4qlqj>H)+?S zeJrAUtYlL359?-%am zBN1G>k|5(?C(;qk#|>=)lLr`-r9+G5jWvUyxJ zixMPy4)cD!f|s@4U72r;BpHJA*SOr@KtqN$rsvj0-{w0g(-$5Q9y=tCBbhA}lsoZ*U9+$gWsj4yTge2Vq@a$_;SJF`qb z{KkH`i0=K4FRrFrO;q?~6Ws~&+ZZ6R(Nv6NwL?a~rH)DBrbhS=jRabSdKM{^boTnW%k*s(Z^eXsn5fy zrDx?}u}IINyCWlGw=sn-OVJ*JWmm6}Mu;s@`wL3}-)@c^qF0tMo4>ZQ*tffc7BK3AWWopwLI~Fra)ZH{vZkYBfgqOhi7e zQhC5N`+A|go5C(gfkgj3lZw}0GehX9V1HXf1WM?nUSvWqae)CE%uUZ=Av0}+xfg_4 z#|cHR;eT$GCys75rKH5SRWyH8Wi`_%g@-)DBfe}r?q?5uR)5yTxy#)^reqibz{KdI zzj5}f5c3bXxDAVJ1~Dh;F^J!8YnI*MQcN@TvR$hD=|3S9!o$^?!RL<7bBrj@3xA`4 zDP}z6%2K~m1}H)$w(FyQEG%=`0=?WX))LV_GTn@J#lJQ6Xf4uvhz0><%NMGaX6uVF9vjVMi-;oz*cZ@OO+Ce4ur; z(HukONOC>ha!6pBqkljao0A{S{QI-NEg4QAa*LV0O87g_;BS8uiqf)(>KxtQ|NgcP zfc2e>c>Ui(4a0s{1FY{3TTjdX{cYUH44USV!sWlk8ZvM@Aj1w#%8w5@{(t>#ILLT1 zR7T71-~Hq#Of^bid_af^%D;m_{(rIkKPa}JDE?b=w2w)R-Lx*w%KWJTIAH%!N!_Ao zhR<`*kkkhCPhULLF z?6d0fm=Z1S^r930x< zx~XAduSi+l54E}M2NT*bawCn70Xu7^o3`hO_o9xssn9=Qvt+=Kg+Lg=%{M||OzvNt zsViCD@Zt+$wVdl{F*qiGOYQRa z7BJ!qcMXUp;u|EHaer*R-7AXLQGWLy;8SuK(qvNpclfEjs8&O|dP8w_BxArWVoB;| z&svJzs;J;7c{KCMnB(8dky^k|n8!cj4^LR7E>%4HR86#x{=x$TP}}u6d4D6X^+Yq| zG7gF!oPC_#H4?u)o#;TmxL!l+H%utUh|7{MA{dxu^VRRRmw#x+GTFGjxG2kDaltCx z0d-=^vM}p6h21YgQ0whE?=q2waE|+H1ZUmCliCHB0Vibs9sBg@T<+J7HpFKepgG`eL}_#H!<>mB^` zt&?NRWg$|q^ZZO6*)q$p2rdsw`*N8hlCSB!_PjTkKD&lXE=n|B?+LjZ6&BA*!B1Ot zgmjJF6Ah6{4MmD|W6H>NC?P(;$7&r!S5?5TogyH*7Av=4SJs>)&X{|;>U`%CySwc^ zZM^x`*nj;`EfsGRTu^u~^uN43a5=?7VT4?x+ZQdKr*E;Cr0_~#YpKOG0V84zqsHzA z`#f176*_lWh^C$}xY3HTcrN2 zA0xYe>-+W1+06#$qjx*Mghvy<8klU#ED2+(&Hvu;~ z4u8u3x@=*iA|Lc{YFI*@5K8ITwJ0F!A1BZ$U~%j1khvCAZPB%y?MW zdOOs7R^o_DNbOLl`iRyzB1dsK&92lLn1#{7$OsYO{euWJ(Tv(E9hP%7`-cME%KQ$4 z-!0EolqtG_ag0Z#G9-N=hE}PTpSyDip??yg)8bUp=pKt+*5FAkrQj6uF^Ny){EE4! zBmQ?2zB@YEF2LL%Fm^VO1}YRl@6DZuddwh|@@aKa;snxQ3P8e7Xzva&5WS2s^{iQ* z?L(5+dvKtQTTX6-QC8dQc7f)~Sv4eRh-ujL$;r0H05qjzwTTg`%oPSY zz6mBZ!JI!^MN^WaJ9q3PSdN_nP=7?xSGThxejdtRTb7;AFlKtPt+TuqaQFsCRm&QW zclWABJkmiB+Z83QFu1O%@1HRi?Ioo^aioQB%b2hUKTx)qV>6j|sLNb+l8rl3bK{%( z*6KAszsTa0U~;Xcsfsq(#54?~p9_2=;zYyc%aJkqR;kSO@P}hV_2?%bsDHj)BLi2F zoBQ7wlFKAUPHk$DdlmoKT4bohQQo=f`x7aT#u!5RcdUgLJuT=gMN-Pu{sIl7jdkMI zf`ADq{Uc6K?{(H}$;XD?A8h5tcu>i9t!ZM%zsH0C^jjdLvzRLTa_x(NPVcwg-*q|q zRv~kM2BcZhmio|mkg#=kdw<}60F*|-SKCE(mqq?gqpL{AvRylCMR{Al>&;)ODY8xs z9#bF%Xx_>W5AtYlzZ*JtJ?((~23%e3NFbX_4>hdh!1k18jw23N8k@25vly`N@|kQkw1amdWwrp-b3SUe~8^0jsSKX z0cn;U%BJhE2x~oIU4N%V1ZS<2PNAAJU~T^z{L)su{QICF$)LZadi-ThOAAuE6N{Dy z^s3P!8)V=C&N|_n0Jj3aPh-dwoSftfP#Ud0Rx$o~u@VXuTe=+n)v9iKv!mPUB6ZoP z`S}q$f?EMVpO@BC#k^;&e2zF4t$sGAiV16 zHi0^BcVrqFqJN;&rhEKFL7C)_@;#vv6=6AD_LfvHBlkO$DqU>qjyKt#e(5y*PV)G4 ztm;#~?Rw}Y^VP+8_suqog8il=0G!oqXz|J)Xwhn}Z;gtwSq@7FmF(C!bzaZ&ze zso!NVEZ6Aw)Oe1Utyi@ik7(K(`kCu)4--KhJU_PcUq`X-&Mh2w5Pg(e@RrSYM=Efw zIK5HR34fE;brH2u;?mzO5^4IfJo zQ@~M0`X$fGpX;oRoSHN>H}7lqZ=e7CHGaHyOwcOo<#c;CO*&&=zYey$>j&*)H8X^1`W?r2xkhQi7d00n99JndF@I~sy$Ej@55#$9MUiIIP^U=4A+89< z>gid@b=R~WzT6&FzrNF#oWv>|!T)MQTx;%X&{}e0Bg;t}))ycMhSjkK8Du43A3ReE z;&X;|Cb8Z;Ml5@r{n0IIa`1Agabopzxdl#lbvCp9i3hQ2W-T0J6LV^&1R;QNBL)Dq ztbZMVNM9hr=(kAxRI|o6tu8p5zfMZ>#YKjq;OKpwJE#99;K$fRM!mhBhEK1tn@L$i$l23#BlUhHnV9FV$w z;jTZzexL$|Nw#Qbxxz@*QCp62*XQE5N`H`^A(XTKyLeHg?Y3ZvdVeM!0vUrlTq^t^ z;3~fXMhhIzRdVj|pQ-dmvo==ke@&oONjJJJO`Sr)pdz>_%v|z088XZoE{!zZ9lJ5LfbInN?=Z4DAU{v4RVm4QjR(2dN^V~zU6&8x>Kv42m>!i{~f zMX>arL`;9PeBo3;<+Z-Y>m4d;*|&LIdZI=pK7 znLV{jFTKLW+!8Rn;i05KlcJy2Bj*1%XNj}8)4YFzUvF|yQ_nHxl4hI&wlwgRsoe`bp znHXF@NI6`{Y&17o*{DeooX*$J`#z;9hSUtAVi)hi8ux*@d*DB~0Dq3fo<25@u1qs{ zx0*W1d|24hjY^a7l!Thu!KnGI-36}5kCTjtob=Pq(?1_3`b`&^EU$w-iPys+Wk&KT%SIktrr`r&An2ohAr8z}r8V4-R5@oR zq*DKpf_$QXfV!HsHP!W?#5DDNpTN{82_jY*rdTSXuG>NgL#rbg7BOq*yzA0s@nai{ zx4vXiQa+N1w{m8kHhBVNLw!0f%xW+nfAP&38im<6xYnfhqJMt*^QS--NR9VVsBn&q zsV*EDQKOoMb?~-_1Y`7}h3#fYmxqa!uIYXe-}J_GRTumwk`Z6O=Q$xHQpDM&3d<3Q zU5(*4i)TPSqWY{;v$Rt}LHsz1#oYBhKemkME!*cO;|lHXtx?b)%ia!fnxJFg-r3^N z2^E7Yq^EWj0)L1v6X(=XP@+BK$rVJE@gp26zCGo#jS7d)l(1CK>}xC0rJZSD?x??1 z{<(%dO*{-Od}EQt4o<)~jvi$i!ivCpVttHNDaag~^0~r@{*{g_O&DdrNm&8yS@E=| zR_jBwQl6YyJGH|y6`Gvcveh2nQisX8Q_EZQhz%I4*ncAzSt&aBj7rj1jUC(mY|)WZ zIAb^|#fFI4W_onCPrRM?Gi>diPEG@urEE4QsNvXGU&?SJxtZ@D`@ACf6Cw1ul*PC* zi*|8Ig$-!HyMdQp4U5P=wKq}S=~7V1El(h6!YzsO&lCJo%Qf5;WuLWl6GG_St5*7Y zg128L8GmS$?Ij-}-c1$10|mO}FdJJ@NQcFk5J6K!35-UBS0nr1+eH1QQu$t!dSqz# ztO)fTdsAlsJ4GFvSz~iOBh8!kb3f-YEZBt@wO_PTg5&6CVyTA8X9+|lBD)T)teIvn z(=(r-iQON-_TeD^_dA-QJhV;d^sl$Gsh zlbZN$MZ=D$XhFz#YWHdqze(}))}tQb7?+4)4r0|T*LAVx_?MgEr5&fnY-Xh4=lJ_) z8Gk@ICwP7VX3cuWPiivj>Jhf(>1rzQ_IK-~Ikk*HvYn&T`L=hU?@5Wl}G3_peaCfR9JnLXZ* z5Nd#J0Q+kAAoe0>h!wPMATXBbsH3}A^nXQ)12w@GJ6ELkWLT`I$#%Os!FFdmW{fwf zykUc1`b0Nz%%hS#F@872@yBqnaeA*$Y+o~MIRDIm+~Dbu5dkkbVG&*;ZM`0}c=n3UHLgwzqJM4H zF?Ep%2P}`R0r~V@l{immVa<<)ig}s-N4g$tufrE}+JqVeji&2(Q8SNAR%00rf5H;I zmj*Oju<@>t%M&7vzGx>v9NW|9Eit^1sH^Wye z-xmQs$-Kr-rojsvB-ovf4TZ2I?SGd92#WR>uZ&KwH5>q2 zXSyf(LAUNwETU~A(7b}lQIt9Nz;Ql6D|#p7z!fHO9t7P=EJ+!tIp@ z;(chPY&xuITUJ`%qHPQZ*(#q%{lHYBj%L}Q!yX7iLt|DK;niyF>x$ua6Lpzev2K%4^I#%ss)R92aSO zAL5Zd*PK6qAG-TC9F+c@ufpbQovk;)b>g+Us2gNW@@e)=3`D+8aFy|HdRAZFbI$0i zk6kTfHKTm#?;3m|hty#CEIXYiyaD6$Ab=Xc9QAu2?gFpO9}2ycNPhyU@^yV?wp_~G zTD3>vTT?`CDnjp9Rai4$UloNvXxR<%3~K70|9|?+du=7{+KycghRLJ( zg@3rn-&+cR3>Tfra@8PfKWc2~L0-e}b%R2I43hRsoK2i^E^&>yBs9hY4z>Qd z9kI2s1G7@ zhY1j(+R0lQaev$$9IA8_>m(L*sm=9S;Tzq5tABB$D+-}1y0ISPGcYL3Obaa9iok?|Hm8G7vYfIP%fW2Um}3KJyT=eVzM%+7Vm!Qf|q zrpe6@JA*LH4}4hF%xrPBSuSsoZ^x3`XzCedjem4htk8ZZ0_a4cI{TcmE&DF~^LJIZ z-Hu@9NQhVt?4fQ;a)oZ)#T?=vaTWJRLhf9#cyQW-1S~R)H#;S@0G6(OnyQx-v?l6% zbt+xie~@tt6}}kLa4TW~hHTqq47S{L6Jr`QR~+J$SUG%@JKhYypb5*={ov+`Nj_(t zmVYq)UN^IY8jCneA{=A7`Fze!*$8RhfGAtgAK*QpzuR#!(M6MxEKlU6RDHVg9f}Ct zipD1}vP!iyNFm56b>Z?P@+ey$7CYd$VWq;%1Ifp?ihQjZyhny}KssrAeSh`Mc>K!{ z9F#v_{Wh@?$nSd7GpszG-=*nwp31*;gMZSp%Y$1Fe=tDwZvuON%{vwzGoJkd(VS`L ziGh~9$2PW(Q!2-(rzeO>-i*K=itPwp{D~tTD;a7Hr=>b(bEq(y*0-kiGXAI@B_N#L z*7*-5>IRg^`j{4`!(vj*j{d3lWJF4;b06M#U}A$(`LLlh(j%9W6G6rmR=YynyMOuo z3HG?I9XpNBVVhj8UcngW8eb^Zm#q%rSq~E>pj#j~s7>+v3CYZq0R02!k`owkXghYx zP1cR5W^jlw4q1n1>_Z^;0K4(>MEAk+&IHbBZ1vkkr z5&5g$3i15YX+|NPCi7+45M?LPbG#4ZpKZU+MBRXRFDdrr5zNU(yyzIc!GAL(W!)M} zaxVfKYh6p1rW<-rF=q0djadvPUKIG2;0wrO3zOJ$5#fcJegWz=4%=mNk2?idbkOZt zkp@$mODS528L}Gq=R%VCO;FxlA+5ZS<%{8}WK+Ke5|zBwsqJPHoKJe8!au+E(E2xZ z!9$Uebw-Fz9;J?4#j8SoXMcRHUn=4x7dx03dD@$>t1)1kLEq>a|9L9~jP2~->W;{2 zIB$9pE}9kw_ge`Lr`)D(*fHjL-&-{zNx2A~z|ZHcMM@0mn^)Aw4c(=`cc%M26q{t5 zc$KzQs-xL8QaGK!RtYp-#?vA4LVj2;TnZ$LDY!;KTTKa$jZiJ^RDW*Qe^yk{VgTXk zGszdK<*t2UapC|_TCrG^@YHHEqIy89(y^YU4Sr5E(uqGJBMP&o9~#9ucpbF02ww7K zZzh;;WaCtaaU5B<(?$?XUWs7Dt595=R}Q?GD2qoJ@Htcs393TIViuUTFPe7bp<>+r8by@5{*j~P|m^3>VZSroQp zUr;;!MsctmJ0GP#+oekC%W+P~*2{w|$qUWA%w)}UueNhfW%X@1HzIPh=yFqOJ^a#l z=jp6TLfY?S&mJV;KRLt*4SA)Z{k{ra-<^yZ4zFL0&NW$CI)Cs(h+T?%Kdnruk}==T z&+7J@yet6=s5HjT-4b6j`6k^QflA5c5P@lH}cVYcva9g?>$p9M2mPO4KgFDTXB zi2Q!(7ejlP?wot5i%jdFcGt@(U)hN4t+7qsY?zF)kkmEE$z!SRIq9$--6Qqc&dhwH zAlc-xyuBJra#z^|cqT2e9+)&F*68C;;gY2(dMgt^r-%lW%jVmFPZsYUtGt}v` zY15^1jeBVw-Oy}9j`1b_h68tB3cRM$hK;mZrkCVqM^(w%LNPXS?lc9%PO+X{mT%K5 zp9mS%&3}FP*{-=0v51uqb;c*u@Xn~hSW=OQ>iB+bXqOj=b<}@0QvI-cfI_TcgwteV zbET+$wLhBdDm`HoZ=0I0p4HS9uH!eu_m6cUYs4fQGmfjfI#fvwTW9&6woF_{km`;u zHZ)V$d^)Z=&*F1|hB7F2_r5)f{E=4@Z#rt*uz$CD*rG22+9mX{U6YI;5SGm%CKCH) zGq;&z8`dB6wuN5Opgf=i+JDQ_Lq#2bY^Pko`X^*;DdGXXRR`MGvh;Z{8A zvMFqzQ!i}4?hf*eaD28R3y zp?_DJZNrh);2*;^Nr_UiU6Wn3aX~Q}=rvdOAeerA6;4DZhpKwHoEE{glB2~AqK|Mf zT)-DU{N0{eA5*p_CNJz2*6pqT(d8mhA~b&j9dGU`Ux;Mqnez%)4L4C8yLGm&$DYEu zP`%v~ijpJVF|&Z0=rWtds@SL4=-fx7k$?1tIt=J6mJA?1r?QToG8WtQYsk7rHuEPB z4i+!-9O}tNoh@t^*(>IKBLInzF)>AMoiVoYwvK%^=0nStuJ4Y32~+4p?l$|~k~)y; ziXx>0algZS#|wY{K1Q~pCsK3q8J(7b)6qJ0mS#`=izA8!m6SmX`FI2@G@^qnXMg<3 zA(fl4bCbGlpV{}*Oa=p%t?0#Ay3T|y+Js^K>}6ErJ%?&_i9Vs;YMaVSGT8&3L6Yj% z17LTL$i#xNf0ed=X^O0wWl>K{xJ5OWkCz|_bT1gBsn43+M;e2+fr|%n`z$S_<{wt0 zgh1(Z-S9ObTas|rY#2*RrGOYoFMlIu}Lp7)Wb# z!fU(nK!V?znI`s3B;dhQ@Y?=EQlnAX>$m(nqgNVOME(xPpMufD+{Z(G5dd>l$_$@# zS>;nIB4}r@)S$Ao{5y?+dh;i;Fzl7=i5CgNJ@P_JPiT9Ed;NRKtKSRsMX96^x8Z-V zp|q9tQH5i#hk+|!1#*Iw;}Q(VAGSRUO*WGabhM~^*viJ2pZbuPvopp``NF+4|0v5F zKDOxQ87cCfZ2o_O^C+K2n?-Lg52p{6__CKFM!C+`K^xAbR!T7V zPSdB&cCOmi%q*7olL!fSQnj-FX>Js`g8rW`j3$u1ECY!BUBTeMLUg$XX z%7ycdG)&(H*Z-N`4iEga?Z|SaV79LTcNdAXHkvJ&w9PC|_i(lThhxmcMqz~5ttH2% zsr?H2KH%#C^nJo9;w4Is5?p_|Ms(6%sln-@PnUq{){@~4eoutjCqe5b{O`w}{fU={ z(_3^>>xPj@I7hOk6mzHiy5H9H|C*1};Id2{BvkwTQZgE?6P3c14R?e->yPK}wPYu{ zExJOT_q5IrP7-b>gfXj!%&9IUEjxtoNS;V2We{-nqA3SGACnil>}-Dvj*Vs$?~9@0 zAq_>Qna7w>BDDiOUh=}RBbGrv{aJQ<_@LNHynq?bAc9;{9CM*#!}%yhY;B^>Wt6_h zD$M?q+poQtGT+Us21w@_kEZ>3;#eBnSK%S){;IJLs^h2qm7%~~$|ba>l1!fZ3sfiC zwNal5Z_*62<+X2{RCRyuYHjX3&?bAL*&tgxj+ehfI6}uUfVZT|+0t1*)-4^~J+it~ zjp06r8s6A)UM0Eh1nE+}?vk+N{v+8$(In` z`W9IEo;z*P-Q%;nj%NCD5w!B1+RauVtoqnK+1LXs;-|T(xCeh@tB%++CaNpC<7~fY z@W#s_SG-CAPLRxC=|2*VZ-glUw0_5C+5w-kV;e;_GbVkH9cpJk_}_I?ItrH^?ZBH6CYxCNn|;)E%b&5Q?(UjShF!CKaNrU- z%i^<7;KeO|KfMo=`7eVX3+?`@nmV7hs} zWjJ@w-9;zJX=*nrkmxg^A7FvNJHbmF&@g}cF=62bo1{E0*=}bGc3NVZ z=E28OX6@*keU1oVWEQ*B^%>911(X^dr$poIr}g_%p+Zqc3!|88Qt9}8MHdO>mS9|^ z9Hk5dDd1UxrLk8Vl$I~?sS!`O`om0{+_{<#KO1_jCsNi8NvKVge|%bpF&XEznOUbr z1t}?tLe+nXZe}A?B2V!>pOup;y_RdOr|FjI_j10Ts%sHAW$g<5LfMagJ1UFKIZ2lO zxNN`XA6@-O8T804n!wZ#Diq$BHo258lLs7IDhvW+&HJ_UqK?-!tVjv4n%?f{LiMdP zpOO&i>3wfZS+0ph+ujrSik7o0@Js1A7D?&<1}=Z_Kj9h}$Or(6Vsjo&&%J<&gE7_& z^_Xv1jTQsd$4^ZhCh3`DZK|u+|9NZ3Y4btoXkk9oeUZfdqEisUFEhMA@h_f=%x900 z&y_g#ddI_!{+y5uFW38ezm97#<+Y-XH1#`kG$PCtXEQ@zq6s3qUlodUJv6gWZu95`+^xwm@ROAGQp+6r|j?7RVyluJY;u7^AwLI*mo!s(6 zX3rkG>tTMah(&KP|53xRj%wS945^#)w?3z`s2fJnl2=;>OR0?i?ibsnk)E-w7b7B= zo*Nxy(Ar6l{5%)AOI(3tLBt@SkzaSzO&NdMp_OjKx!RWQ*g}5OjC6n0@53Q$bXRIubunA4nAzdu*Q#DkDUc5-MIDJQIde8X4152 z!e1{8X8x6A-(liBM<%@ZABOdsx+PFIGhCyu$CF!Lf9d$D`eGYk=uCoyoBFL%E`5I& zcYCt$+*?0Jr-Nxu-&oTYFgISFFSu%k zW*!3^*!(Q>F#CV0H^1u@k+N~lyiK~0QCu!A%5q78Jrg5yZhJ_ILouK}?mQ$gO-wP^ zaPZdH{Y}qGWS+i>&yfQ7ay?mW+`E4RR|wt3uxK-o_U2nUx7lYy%fvSe(PHo|D`f0- zJNM5H{C_SP5h6c6CU>y%J5u?i!I;v177)utug(2o#_PF%xs)h!@4g|k5btl59Sj!# z@}vG2B#ap8;nEqb{_UImkISRS$a^uKi*fM&A07%^)By+|oB77#|KXwkcQ1dOhZR5x zs&4}@aMb=cN1!NysV&hRP07oA!;jkqP(mfD6=X;^S>wOaHY2}`%s#+k`_=J{$Q=O% z5VZ{9M&{wn3qO9A?i8x0Z&;<-77~UBKKy`bgETu+HZ#rt`a1*&>yhaJRCM>(s^H8! zG%(UPG$O;?ijCy;;o5nS7-E0v{&oqpGg%BeUh7+r-ruj6TL#cuhTi)%Pyi_iYPqyR z^lAFJ$a4!{?^Qty(?N45$5IU871BNEzzT=kSIhrP<#S>oRTP zT>`k9=Ydj4-?5N=cgk8f@S-sR;)@JeKYIwvv-p((86A9o{X+JE`n`XSro&3^lDi3>j0NJb#*5&^L zc=sQ#<%%w!cm6F9&jmmcj|b*Oi}q7{t;NBQdT42nTkyt)lr}TLS@ZAX)fYbeEZHcn zhdl<|H_p)jO(ZS4o}RvaMc0DZ(xnDsR1UuZ0HvVCT@+>e&2fKLkII4opcZ1mH6|Ur z=!L;xLK1!yinPkBTqB%a|6;Aa%Pt@I-#5y2kTW>s_nCz4BHeXo^QOcB76lX;R=7SH zn9va8?DU$oOm-jOsEWMa5Nh29hP*DbT=o}e;vd;cj z-b(s_@M3=HZbL(4ofr|HeZyoUFNM@edICJ31*Z;NZ`yZgv_J|@Ak-_a+zhF_+(;K< zfgD|DxDGp;UX3Szwh}_HtP%wP$irqt^MSjg_xwBn=hJ@~V7YN(IGfbbY``L73F`XJ zn(Z?_#6O`%@3{kvo1lR&AzBa(%t?Cf&NDj(b|nI^h_@Z#F~I`jfcF#^20ukEd=m_a zoe=HVTtRQ%QAF!`D&>VnasLlj8L*=CU_QcT?&c2B3PxsJ<}(_?Hx=asNW=Aw2t9=Z z$kail4I6)tL%$3mWt!<}vGgBkTuc--zrCsvN%(rQDV`+2mWUI|lS|&*O<`9*Yn|P! zL@$5{X{bxFyg13eU$7aRW*Zx7OPJYwgkL>}(PgCIdb$?@B1jSUsuY8TF)jeymHb7G zM?X!MN?WdW;7GIbVcu6-!b}KNu!*Z-?JL6;zTbagAicz-Es@+eT_EgWXS!a-pVvBH z^1r7)Zz}Jq9)HQ+fQBdhdyJco?An^Ww*y~lAv7h@m@C`=?$Sw=TlbEvS{$i2iNT4;>KO?o(8^DP0pUOD&IQQaI9FEf+8+C$+M6@}axYB&g5HP!32%BCj-H?0A4n zDlLDW1QuO81^{z3B&Ng7WIe`JSfB1!`&lDGet%40n6!MifF2wv2x=X3Kj=poa`)KbsFJkQ%Q|nfl+pe87$1 z>!EUGf;J;JJRBK}54LPFCcMx>wP6UQatWKah>@sl#7_}xv$UOH(KYq0xn9_moMuXK zJ|MZn$07g8=K-{9p1^IBUm&f}QB+JF;yu!QT@a-k0!T}d&muRz`*x;wnLfvTB>;bb zk<&ER@Q&^aEc0N^Aj<~3wb{2EMYV5P31}ibD<^Jh`1tw5A)^$Y`Bu$SgM@p0|BH^2 zKzzyibpfkTfj?M08&i}76yiadYGsH9Iv!JlX>w*1C4rMsyJkQ-S~OSknnv8gkLsjgtVm2s#kn)QTUCUQHHB{sBO3p%M&?)OY2qGpIP2+@wV8|-1+pCh$aeO8ry`|B`9WNymP5qiv`*p4_IS+v*K{i_^U zxVM3HbnLLpIlD5;Oi;smQn1*@yoDB-)I=z#yzNnm7`#5ONTpM%PtLbsiRQpOuLp%4 z#l*E>y{1|&;4IX>x~Wi$H^hHLtkT9a{}ts}X3&pQ`c5_?Lw`DDY}uFP{JD+9wPxNb ztQ=nL?)7~ZWq)Q!TBhfyzj~B8PeG6>VhFH%r_ZlM@5YAVj-vIx<36sPo#TdV7p6aY zmXxW`Wk>qd7J~HBfvh+s(CLz$A}N zZP^W4U@Sx~iB98tI+is33OimV6TgEL4Vz8zfs6d+LyN4Hgg88Z;fW7sx3s9waFrV@ zB*nuRPTU<`>zz*_^nWpFe;WD*8z;lL{zixj6w-SA!!~&X2zqeWkgwSewJ;&y=FZtz8EDqte3&iC!L(k-;xgNv_ zqDNxQE%BRj4Kl9L6|wW?il7TJlL!A4xKfI7m=%Ngdp3WHDkvP*Hhy4Mbj0S#Z6tZG zuLKak2lzkDNj>W{IVDDMK>e&pY3?k{yeQfyh~OPFyu(P{vic;UoksVO=Up`s^o}ki zcL-q7o%{00@a|dbk#yxy+$}OTrb2PVu70*^5w%5vOBu$`nKIaJWK>p{yu;l+;ahYY zl|>fq(IkJ`^^Ra%!Wq_?i~DU@+7quR((R%nbxHjU^p z+Hu9M%-ep2Uuc1SnEbL_`q?VL4y~5rA@>9w7Ak);f7pYhw&nVAqhmFn{T3ul;A4u3 z+!D-fRGHmwG;DsX^M`J$cdxtyF9*3(OSEkL9Oc2TgCVQf{-UlC8ou=^AQeh#cxfY? zqE<)Op@@Q0UTBUdP}=i_qr1jB+{^^0q3I|kSS(VvSfG2_jQHGyIv8U7Eq#A6pfEVl1-Fcii2(mM#@;flt#51lEu}?@ zLvb$<+$rwvP$@!hW`lILPll4++kAaI4}Z^S$MV%@`{q~9b39%58m znq#f@P=dkPz^J=j(?ouwhw1ci>KJZ>;QkRR$HD9+^%i@hmZS9OffH_ zLf*K{B4ze5gDDi-WOSBfvhjiAIL?11RRzy3j~oLHC8%5^W+P#==#^ehLkwvze#Y!p zJ}ZM>>{5w+pa<5qr%q?t%67olm6=%a{zqGy=-o;z{i*N3%`rD6{5QUOL0{ZjMUUN+P*-^*|lm-rr`f5>nV(rCHjZnY#|b=cF)%s z)P-Uzk#ZxJxdKj&k|xvRqs$`%FXt}u zo=hX#@;pPkR%(ARbn1SYbNnT0{+hrwXZ3RTA4diK5`o-FXT}`2#Iu-~vvRpmfq?q4 zikAH{;Botv$Jw}u-bIB#En$QSxDqq>cSX(`q}*QM?gehX`rp3w9DnW!D=&1SyO!qG7CS&w@t% z;faYSqOT!qvCJjXRJ%kSYb()rpXBClVIp9*qVs?8)*)bzI=~FK=g(G*%PS5cglorc zoBzWJgwsf<69TJj`>U+rU6TD}LqYs+f@U6bRsc8aj?SWMrzM-2qCTo)FU~9J2Z-CW zTF$C`D*GxZgFobY30}m7cKRJpykrU(!Ez7f$tGAuZ!L@yhrE;jVYe2nxjLw^e~0K) zT-tvDZl&mATOy&(=yK&Bogg=^FQI%mrUwH+lLu`zh& zfxRryc{A4Vm>Q7xm~{D7SOn2f_=wRsa|$m}#d_7A3MuY#%;fGA=X*n2Tp_k4LK=T- zp*)X>Cc)F4$UmC>djz(D2qyZG@!x=$x3g%@P==%S)v!!AMjTQ@z9Ea7*m8lV4Rx`L z8C>fVd?e(+bknXVkDFcs4YvRuK$V?ocW?)q_w8QEZ;}w-eo1E$8Bu?)kc(zAY?8h+6^>6ILnI2_^RaXHkP%JT4y^C zHqsf7hsplfl;XV0BDG5Yj-~{8205^Z73yCOe0reeWcr`d8qAs?|Lh z$^91LjAonU5$ZBPk|`ebcL(RfC7Gdr9MLYf2v1aHyk~4TI~KX=wz6xL7Z`ty9!ajI z0oo?@2(tmtx;!n7rg3;8V!i~gQm}rV`ic|Lz+8; zp*>!)m&qMbt1H+JHpg3r{c-_#Z4Rnz$NMI>!6bH*0=weM{qfT!8aS50p2t3Ot%)mI zsZ0{l3%eM*jwEMXo&^pU;iG?{_fynK>JW=<6Cab7ONbp#MpDN`g`@ilU(jRQ!5v+! zV8QNc>1uRf)~mBxX6@n-e#31WD5|%Nui8S<^2LjeMR@d(CM6OuJFjr`9|0flUMj9k z!=@keT*rlC?&$l&qsQ=US9@2>4s>*l32&X2z*eK&0~9)W^LOUbT}glaK?G*e-AzeC zrr!d+F8=5uPe?X@W%WMxT{RR58tLvwYi%Avf?yV=Q;nBf$|o}>Qy^8T3%Vhg)JNhpXn(W9SW+1x1Ab#dEqmfrrQ;lUMEa=upJRLiR@BeF@}3|8a}tGl zgnE#$J$(FehJg(%&ah(nYIcutxw0M5&3MZ5R(z|uabkr(e2r8(5UC`*tGrtbms9ZB z_M3BsQ8}Bt8;g#SY~Rsu8f`<*XxAcpKmHjbZh@|N4pulcEEIolVb~tPD|VR;lDlC- zY@99)2}Ro*Bw4+h%N(DYZ#yFAsd@QU58EP?jLp^;S-}|BYNBG`1qgh}Htcv#2=fnL zkuD6;{v>zsM+0Us?|qAClSm9epJLZI3kr|b1_;(7Ei zBO!K@Y(?_D%cP(2bLr!Fp1GU$H$$3e>Z7OC&s9myT2t&TdfJbs+$h&fAQ7pd%v27QH!U9yO?K!wB}kg>jU;~vmN1hhJ>C594#zq8jzx{a zm_zK{+((^kk1v;!Q2E>Y=h`gHNEXhzJKw~>+0{AUs(Y!cOJJ^veC6ZG=quokP1$`c z*r4?ScG?J?`VFioo^xs?o-_CQv-35lLlwoW^pXn%6%w-+-%{BC`79R2zjc})jQz?z zoIm!qUrK+`VDd}8SkW?re_dej#rd=bjzg7)N|u^Fh$F)AaQET7MB>l5kIyl&ew2$$ z+dZgt3q5I)11(^N_!bQh%5khU=cW7nNNJdIf~mYF{;KUa^(`*Mslg`66B@^;pG4+% zy`|LHlhd@bPke8XyUPqAyYCYJUioW=P^fE$fP{aRdJx0I>fLrd;O%M&--u{U0%jh6 zYSTNE2%HCM2h_)1ukGQcex-pz<-*n^(bVdDdZs$+HR-3Aetd^a(=Kdx?SU-Oec9c( zdI`%b`?0YYA;gxz8_q3Frqd`MN({rLZqp?vDhvm~Ym4xA5W2tNHF9k5pa#88e&8q% zP7HtWXFqVP6M?)0e*rBQJQR#;dG_TnT8R(k@ejl=^PJzLv?I4)mG=^$A9cnyG)Xn>!U5E2BH7`9LFUCUd9exUUkglLTx; zqw?2FA1Yf)FfR=zU#B=_%)KSVwoN`?$FZfK0JRf#4yhQ=b}7aoISoi>8A1hadrgW#(iOA{;j9-_q}PxRYWsRr_(b39Ij{dw9Uo=nuXU*EG2)v zWr5luSHF7X=%3Rw#4ayX7F&L^z3$0GihibQCS6YS1muIKq49BKV^e4DPk^l(@A&H_ zE!}O6h`KapfnM$2q;>r#k{w!~@$!c#c9xkO!*A5tc=7mSd78y*n4xiWnEi}C_9LRS zbDp4kYKIB48#NR(B;i&s9+pr8Q__F;lAkwUwW#AG6P4QFrqoQD?JJLgL>K}HS?upV ze*L~7jXL27pbcT@X)r1^YP*6^RJ@%t;%$my3~mAUJAAf_u}7Uj#;3%odO2MnMNG?) zt;hycw1~yrBv)ff#mltcND9Koq6$`Lcl*dkfe*YlX{~TwEx#`(NNwuQMvi|eg54|P z#L(FSOgBQ2{nJ@waf1CjPFa7mS4lCLp!S3Xfz}ApUQ+Pb(n+)dJQgM2%DL?f7qJC! zkw%OZ0TyYkwR+aSwoL;^hF=B@=Ic(Oe85!PP-1ddUE=Z{cHf_Iyzi>OOms7Adt z<^G5eIWb@Bp^j3-=g{@8ta5)g>Z2YsyGgAk>FO;I@kfzoPG~^u453%v!lSPX(G8DR z2_=*u_(%{qRG#eR(EP>-!e{K^JdrPTGG!ZdlD1LZ)SByF{x@wuUGgQb>~5hSPsw;#(0R0AmU^ z+4#v`mL3P*>!(aox^4I33RtjAd-=3W4E5~QxP5z{uQBToft@TKdX0|$)pyXGi$MbF zbKsf(dXEN+hl#;IUfUpK{T6_=Cav6X*xOJoHeGH2c`=W^#J?zr@^TVM}I&aE)_0I+!~<2zI!Ht;IK z)?8FlEU9S(8s;G*!fAmr{KD|Sf^^S?Xn^smRrdkw5yQ%;s4BnG_IuteY_KyMb8f!E z5R(Ll>vGaPvxavo`7%b1QxPQxxJ-TZd35*fv_Z5E&5fI$w3~lTHt8>!-Opd+YuOz1 zbUMJXeLPd^Dt-}JGtT>^fR~DmGsax_zo_b{|F&s|5-U2~(@!vKGkFmP!5=y|#EB&$6&Q7i{1{+rk-!)X0P*gX?C$Y-wr>I>%a-`f7nWu&6V%j)zqL z#SiT%iG;K|U#7xdiw`SOVFxvDUXk1itnN3ov03r}t))s-fh~K*1#Bbf3?7_E{1|as(;k(7=Q?dl}#UYVppit~;@;!ye zw~=usH*{*r-;;@I;|bvbRmcU!LESkVV4IPT&JNU;ZG3D1Hp_14-Gd022~hB$4b0%N zeP{J^$!sK*vhh8+93#r4NP1^g+lu`YT77!G#?*`hM&`LsD|L?U{`Ml9cQ5R^H*ie zD+^cCGLy;LpzfdZb|pyh!ZwiJ<#=r`?e>w})-RbUt6MSN&&bAk7+yuGqJ8|DDX2)s zT-ARpXSlTIqUie?<07F!{UlhAg<#OinRRaFIniDTHNJq+-h|de;-(l-F)kjr)N8O; z=APl0bfzTaC6e<%{UXnb0~PNL9hJ^en$56>vYQ>-{`nO|ER&mzcfTWIzEah^6uqF9 z(lve=DzQbE<_TZy=*QeEb1ns-jcc@XMnZpo2o#B4YV+V*2tdJDC_aabB!fK}v#N!h zb4gYY##R0IK1*3|T3((d%lqW`S$NuJM1Q(&p^icKh5j7+1aTR{xW!$bNG;;LP(N(_ z^_z$BoN?;0SGEzTy({sl#PX0>RFNOG2}Im#8ze61WgWu2^+^O;p=CcB9MQh z_l7JR0OtY1=ub65xhf~(MQxIu>;b(SRe~Ld!%0qPQ4;;!_d|{=+F@m~{QyggY!-<_ z|0}foqMswL+?CPr#_?l)7Mi)_U@<14gb38l3ZP^WS8*j~ zgv$$QRsNEO5?-3=mmR8S89zQJe!1pyR*%g6u@M`_My$bC%ivHDl>Rr#8drZ5nu?^C z!8HjABED)ys^@#(G=i7uLsar z`14O!%IJ{q^~2>6u$C>YaE@>79>hf)}2d)`tughwZd;6khk*fR}`8p z4}10484pFH7UPl)lb7a|GO`Hv9Bqh81wa|XIt(rCWza8W_ho0|Cdp$l85c|3C2e7E z@b*U8>s0*cpPEzuESumjTe{+bHyOo$*MDKw!<_pQ0b7@DiE>Ks(t4KhVo#}~l51(_ z5KF~^3FZnapEZ9Nv^7)Y;nUZVf3|zX5t26*hAVNgmM!IwG1&E7;vk*}(~SPXNSpOc zCj`J+HD$A*kl{h(JV#G(HYm>j|FQrUjfGR-@=R*7DabnC0c2g5j#w}BzQkAFQPB4j zW@s51W}x(0K7p4vv8^0wI%N5NB@Vdw)WRn02IODR6<>e()}gu?FmVd)eVVG6))2H@ z+zhGiF^<)&SoGij0DWH|LeWFW#JU>s7+ngB#e&r`7mhr4aiCWQcoJy)N z2_Sv>^4&hUUaFK2l)L9q@fj)U*xj2}qb#Jspbn;J_?edX68WpD(^_VxSFD>*)P~Vz zYtp0qT}cfS`A*FVEl^veSN`*%yg^I1^BWgDm4-(ZI9q6}m+3qpVM2QJy1(bh6Cc_&QsB%eoo5QJ$%0)MNyjXak) zMOvKS{MIYd!PA(;hv7`w`rUy@;Fjh3)Wjl=e4AD%fj{F$L*F#_u4B*jov8V^J&y|- zTC;!BO;>7wGEJyE=|--HY~9nvyuwmSeTFj$Pu@opE}J(F)(dSi1Nv7fWu{VyBZ#yU!9t(hY+g#>D9Fx$5$ZR;xVsg-LtJd;@GmTI^!gihh+d-YJ@%je71i5 z1cP{S?VD1S;5j6JrAyC#J$7gG>oOK%;ppNmo>_`W5f8xbd`dr6UIX`!-17n9xiejc2XtCCaUx8<05lGd-OBZtSn=ezcqxSi>wm@+DP=9ZIdS5-kqaE}9I^3#DY7Yt#?% z$<&q1Z!8covE|}U{g(Wpy}!Vo^;bhl7KD&1(V`K^HR(>qriDRG#_7L$z-@n_Ba;6c zrqf|7p}^u-!>y9(vhfUBN?c#Its!h|d6j7d@FUthA;%YinQBsj3q0xm?BTdQX)Hv_ z4HW6h22h|_s62!`KmI3y*=NFIW;J6(S;xLwkJCi7Mrls?;%c!=e80(u&=6xIF^GKyj=6$IsS zb0(aMwtn1K7H!zU%&5(Yc7GUamO+1a!q~x0{3V0Kn{!UED&yd9#RtXVP{sf!N{#{% z7^~Y-moBvKYQ^_J*J8UP+nkJdh$0K!{2-#iP{Dl6_FX^PKX9{33PXQrwfWd5ohk#J zgn`VT%4+@eZRxv!rEE84w_h(?l|L>jGP{`I1Za_&7;I4d1m{~%X5391N)OjXl|yrV zRvjLT?nlL@Wj+54{{*yHOntbMppf;6JomnI2dEVYsZ@s=TIr<1ac*`v8pc^s|nfR=xY8&tD&GF;u1Q>xvnk=$q~+KNMh2>K6SijHT8Ak`xY(AJlx-XnYkcb zWXJS8vbss;skaByRd~BtP0n8J$_}Z_*3XI4Vo6wJ;p2ak{`}MiJC}u@UY|toYn@4{uLXDwwA< z!6$zn%6WfYYKPUg9aug_=DAm9?pnQURpkR$h@4$#!8J58yhVez?DI8&CCyA>0B7%e zeb}xaxO%`XG+C+gYROdt)AO`7NvRQNTION!8YyLI#z7==^PQ5D6teM#w%qkM)7xs! z4g`X7Q^(nX=Y~UkABv)elapGTG?YOz>rS2(8L5A^>xOTMhD6zcNpw(`VI!og=46ZG zzCi!8_BWZU?V6cRU5(ol4TO|UQ<*FxFay584*@d<>7R8nYUCPi*Nv&$ilWU?f7bfR zQu#M$){2&+4yPs=E~stpDB;W*;-w8c0jn-INZGCLQL3-lDGP5mVD&p?;ReSSupPg_dlcKGV))P$ziR?ta+*>j%7LIw6k(6lCKP+q_I=&VgvlBT0%XldY^vPf$;| z(Tu;0a;t75!#QQmhkSK~Y2ThgvAOjAt6olk_=O(DmHVyn(&S@&uHLPZ8!sm)wg9hm zTKP_)bJ7mn8vjCNG})cCB*(*GkP&;}$dZ3F-fIXp+oH_(H^*231t~(+IJfBMALH{% za=ZR^9wLs#x2AKQz~#sVP_|MR%M*BiR#~{taTI<2W)A0jPC^^_65O3~FSDR>93Sb~ zaE7%y(2Aq&oZ{4kjZh0QcY#QX%H>Z-G|e@doUCsRzhB{{;;Vm84U2z;(%i3{HCulj zc9^OxNE8WNb}9zM`&4I6?apq#5X9PPs4>|wEsNgFB?bH2z2nr{lHMpDif;*iSMfcI zC5@t|5LHE0mITd4OGBgAN6l^egJP>@LwvC_Q!6#FAd6oeI#CZZLtnb^EIn$2r%RUU zGyVz`^ykXl<_4>@rj$L3Uz#=^xqFD_ zmvWv~W>JTf-UZKiIlmz2xW`}CM^{)5(1I95a`uk4tWea!SihS-K*MkzhuZVN>d zr(^JQUrZk~O`^Q(j8I_=>EM4SRWi`TKNOgI)6hFa4dvJtvc&Go;Gz($Tr^xTmtVRL z>#Gnhc;G5%#s0Y5%011nY%$MEJ(*h6!&fmg&zU&<`>G}%kLI|!HZuoOAetHpL=hlE zcA!%^Da*X>UonFi-&BMd{ybn74?o@7> z1M%rK`uMl@bvNlDHh+K9+TM)TDoJOrmaghN_}|9>S`KhInJ^SHHVr(DN*4dlbSqdy z?y6r1ka@fkM>x5^?F>K1<-ux&Ip1@7`?U$+6A z4&L4{S(V$A`_dj()8!uSgG~8IDbZ|R;_r?4v_C6I$gfz7ezmPf$8fG4U6D0Un%1P; zj>Nj(X3|6;@X+K!6~Bq2D|ATFM+~Ly6%bMHr3|m8W3&JJ^YC7T()uRXZh_=Op5gCo z(Nxx|HlEh>*-wAbHe}1(wU@0`XoKA-y2kE08&2~a3Vo4pzt~*!4gEG_5Lj2nTekQA zME)w%&|p7N2lrLW$Fz#fk#BEd+L;x?eqwt+3x%TeNhomu6E*ME{Dd|&?%rAP(_FSr zuRaWS0#3OLS_5STl01!z>tZ+?3idtc2}dJyPtd?ItEYeb4P{CKl%nSQ!Oz|WlPBQXRV}$!dR!3pni$B-8MWol>}BP-JB`D&F=8IEy88xylMeQQ4?|w&iJ>AuFb{ zZINAEomhYPJMEorFbX~v8M6Sqw)}*AgVp?VQ3z5C1eJBhJxqL`LdFX)GGJ#b!yJ5Rjku_PMLUK%D+LpVwRx=l(f3OvOnlD-Yk%M?t zCkWjo$UDrNqV`5fDZxuoM%V627q1@W!_Gg`tF;QY~_XucfVRO7kn9GkDlcb9FV-4{gS=_ zXE=X3)VhDNu9bP~-Ho~_17_ti?lKckpI=_cG+Y?6jrmq{=2DUoz*i;&-628msoD$T zs6XE~fWr@G3zkzCq^VvPh=?x;%4zAU`GH-EqzKqv(#5FkQ~3$k zgO{uBRr+|ZMk8R4aM>%x|LrAoAV|2b7DIpGVm4n_zN3{Du#DX?V7h`5O)(KIlob(! z(wPPYjP_*9Lyo~lidaqi4V3NlEpKbm>CT~idy&S#1IMHx&%?m!RkPBw@1q_JhA8!m zJX*M8T+ZZK9dD|NMBm16!s=~tA>+cxW_7Mykc_f@%onWKR{ zLv0IDF)HOTYnp(vTOP_C;VVc;WJ8YOC3^^0(;m-{u^~m%!qpvYf={Q?OOYtn`tz4S zKiV#@)SNur!esw;l5VK75jL}mmV^ape&KgI{&aG4v&sFK-dzPT?!n>cq2+%qcrdkP zT!-kDyCF#&UBFq^YKUWII>D6r?jybW2;yb`H{wj+`+Hz3*)EDn+y!|54jE`*wT%cA z7h}BNPg+73o&}LzBKPd&dIpBd4Qnwd1z7~)BO&7v6~0qlo7jp!cuy^>=^m?>P3>NR zpwHG(Vea*c78189fzE=KouPm4-z+DCdB9{OK2D^8yj0kQn@%|_;6)YEFLvN<`fB|w zg3>}Q4!LPQIky2wEB9%{?5jr`bDk2MNEL^YIassAZhr7r31;?^1e$+9KMhih$jLmB zN?S(yKzPoFQ8g~2A3_soqYZ7F4v4VoXkxc3sY`9*KX^m0vY`H)(rSO7sse4f3KY?L zEdmCW7?sE#Dr+;kwM^0@5tpJ09q|nRYFal)6)%-(n#Pd96h+P01$5|;0erHUU>9$) z`rH4tUFTTd$ zX=hR&Uq18Jpi~PrbW({ZE|&H=T|TXxQwN!bP!Ly_C&N% zjgOqP0h^;EFKhn>i^)c^x>u;WHG{-I8_u12;!Z(1xA1>?K1Ah$xQ0fQM61&Xca1%l z-(FXB%4kdWYKZNswWzpwE;}q=ntT31E z)Rk;W;0Axdygn|LI7-tgO_IY= z(>kY4c-;;pz-OVswgU{=(Q2$Wb*WO~hQ=$mHoZiqb#yXp5Hm@0o=Q&yp6NvZr^-B& zdd>IvX;YqR?rK+Cj3+LxZhc3~6(3WNK2EQ4J%WD?&gu$(09kFhUz^xUGtG^`KL9U4(7)n{va6FS z^kvi`2;I`dA!-N!%AWSu4oE75fHy9Jn@2WG=L zavgl_dzxjp;5o|J$Nr$sHY$}~So8vF+)gp0zZZ5B{>ZFsBph%d;g}g)PWHClwqB_u-$N2 zjqkvJncS4@4$9P|$HtV^4p#f{(!FK4$NCxT9+bR-ly+~OWwWy>B^aZQ90uO)Q~N{n z_EG%_rtoO{R1UL{4p9=B(CRUh;aV?qFzkcLx#}&Y;XU&ip+`Q==3`E~O}2z;5_M47 zZ=@ort3zEPFI~zgc&ovgb)^nRnQM$o$v5bKwE6CWM=f%L1_h^@nsJNTc!~ z*{XXjY^`7wp_{Dh;zKIWBn3-)Q~5P=Y+Pay+FwyCFfH3Is@H%f&^ljvI2{U+R7Oj>J&QhfBw#rl6p-V>~o(e z0caD7bY?OX{q`^!#ku*`n+$`#ab+)maVkC8QNATxNp#;tUJC(nTMV2hilMQ0d zdHb%;BH0!Kk>qpg+z|uMnvIEte+ER8c58FaCsY0?9ue_=C$MT`?Q+9EwQiTBq(!yG zazv*aVU=vi(R#>}!$7$jwHlH_MhE3~2)7|BhG0SLDRujEYrb#}%Qabmc^GbgM@gVX z_3D%N$L6cs!jVs6c$+RzrwgRf#XS0SNUSr>iN^G zWH2>osT$Y1?m}DV=&H%}@9TH{-+GJeO$>7(%@1P1aJcNbffUX6b90A{Lbv5 zq9&}-F*%Y(-kr3+LnM3xmz7!lQf}6=SI@S-;V!FwtvB}rY++8)rZR=R=Tqbq6WUx% zUNb?{WgfNXlsQPm&LQ+7(`9*$dTApq&60s@YV!@3*qh_g+48x9-zS=XaeiY`KU>cw z8Ck`RFTNeq1cA;PJAEQ3cQw0_EjG(|R9J*qFBV4y2bG}8WHsRw81xc)cI?`e;)@%! zq94B_%^(M!gwG?(V2dP3(RmHMay(SXS#2Nf6kd-cM+so_*p=6GLQ<(CwFG|&;==-& zvBR3QI7n=yzwmIO*r~~XMjCc7h!Tn53P0;v^L3`v&HZl7*owTLsRMr)v z;9Er+v?SK9jE;TUz!g*VPPC$TvyIQ zwh}fvRcNHN^bYYgmWMq5aTDC~1Batm0*w#_yROFPi{y<8mT>86UD9SaNUE|9J>Kk8 zAN_4%ntPbB1bQ$la&fjMXWin=^GLsPC4VvJpx(Z?>>;9?4p@rc9}I?M0tilo9)t{{ z!A$OR68<2=tSzj6wp2nyH27rFyp2#-3YJW5~#oEkz0 z#T;H-#EY~1DP9W;kgJo{ivVB?8!eqE=tFaCa=)9aQ5XCsXsko8vp5aP;%4UX7s3#( z!>Q{uQ}gSqiVQfVk>hyRUrJuuln8*Frjx+<;+SPZ7@VPh$`D&^8t3caPv5E6DfNQ< z8GAfuG}>`Nzb)~?oIk_^)cq<#C(<%wcil`6c9D_{% z?2&_9iZ^t2I&1@Fa;7m7g#&lvnD1~Yc~I2ram>_&O5&m|oBDymO8}C|Spv^?5j6|R zKy(zLihYxRSW@PaI=WJi2w@QM9m$?i zSlF$QC1t20WPbR@0rlbeg!XeKj(~);(b69h@tyIxTH(V)TFkly3$dnkh36^JN~cNO z-c>~e1tNeXrV<|`$#&^-{gZgs2QrwOzO}gy!EL*L`l{27f_}1_3qy?BG=qq2y+mn^ zj83M{x<;FsQuZf%UBZrlyuXZn0=tfzRFAS2-C_@-8-$RZYs${j@)3e$*ov}mbTum zbwR1N_48*zzn@74=CxSUeCZ`yWo|5}&}%f3b}7CGPcX?S=D2j52@y4TPQ8o&5E4qP ze?GacX*E1tbghz28@ac6e&vE=%Nm}gDSs{*pjrLp6jO6f@Zp3cP&S;>F=k;4l5q6dsJU^w^~O(5;3;!WuIU| z{`zb7q$g%3$xDlU^?=p?g|yi0g!UDG&yaFGDMaiv%JY4%1Cc*Y6h`S|q({T3y`~N+ z<2^;>G+$hISQ}$52x&2-RFw7sSFG9Tv_$!1G+*(p$!JFeN^?M3OWI`zn;(&{>&D9| z6^TrdEX(*|eSI?5;VRt5sfyce0rbhzNm< z)=(@d)Oj{2NyG5USMyG(<2H%!{Y-L21XUDu*(Y5u{MbV=@hM zxta;QiDmT{d`J?th(+sW>TI3@Oq$q8Cpv10n7OXU{@H0U##8^?G|jSYMf$Y!A~&jy ze%0kn_Mw7Y$S%_j& z;Kd)^<*I-S)}4Bj<=PQ{jst`-9FB^cfB2r??+vS5Z>z?^H&IP;#KwF}SHdSXiGl6? zmXi;KqPIb+OldQV0Qb~7u7<*{%qoSJKJ?!SLWH?QcLHOGKu?tRzCOHIrocGz$7(P z-S_&kvD1GI3L{p{&hrcPx(P}@1N^9UK7SE!Xc6*I zuq~(SBwM_I`prY;93Qp=pQSbEmJIrLkS{{S;twre$xQ%Kj32@9*(9ngQ;;&D(g;W-}NDX+s5-L72+eRM_%G{jE}I+ z$AeC3)4G!$41r8LF5rgmJv=w}&Sr$k+!+wXT~h{d!Ok$kVRY0tiZ-1e1=_F2jOLHY z&`fUnP&`+>ci#R@4G48Uv;Q?l)IaiTlxHOVxO>K~G5r1`Og+xyS0zVaMatCX`C~A=Aq4Ljy15YAmvPC;%n#V(?fw9o_rFy zhCJ#xd`Mo}{nOJ_rEfff(YdxSYP);?RW-}EpF4RO0j2b|Ec!ye;nJUOKvIS15gX5< zc;)`ClRWNfwEbRvJKjyhO{6oO=aB3ArHJRU`&_es`%@*4SjqeKuF$ z?MI7>n0;$`a`3W-+t_gjZ9HAe9Z|mbKMP8UQ6=!{hLFa&-*X($lajF?nJ8_|0u-~izZwtRu${JfB)MwKE1i(&J4 zvjN@_AmGaE4UI8 za}`Di@s0k@;8W|BnG3NqM)p@Iv#%JaVNPOXsui7qX6TA^Jd z>*Pqp^Z9M!+`7&S@$XR}1=6@wS2-Ar$Z#+D9=GR6U@nPWExFQpn2b*9#pE%jtM#UK z3@R?{rk)%LdmtXz;pSGl#!!}H$DW`ljJWe!PLN3we^g3`LaXQdvzG74|HDInp#RNt zRoqGb-c&ZjEjhs#SYsg1_5))NraXID1?=n4BtXgFH#$<8Y2Y|9BPKG!255qvrTLlp{~*TKY*pX)hBU3%%F#xiNFq; zwwiALr-!Rn*9kF!HdC{pmrEUYu!Dvr7ZtkZtl!3dr^BpOFQRGNaTnWv4JD_qHrjw1v|Cwxw75KVBr!&ywnfk{H8-i(K}y;WO~asfa@Ga_OHB z$4}C0pb{%~Ij`x6m9{RowjNIH z!Pb!vj&Z_%eig;paeX4+D^30j0oAekHH&ZcUzuMjFHC&)7_Rz%$sL<+wzI0zRx(ZT zo(n8F1;g*@VF?~4P20@P&D$?#F*fNjFah2#CL4hg6kD7q7!i$VM$2ky@@B_f9uu=&l=MDZ*O+; zJfk>Te)!&Or7g>oJ8X`N9JldbReTt6XglqPeZ}B#nllY-N8lzGR~B*pmj^|SfGXj< zAJg~`LoS(y%XW$$0mf_z#ugqtYTn6Bsp){<{PKW*#N+82uq4L=;r+T9@0c5KYugA9 zIn6JL^tzVefdmMjc9hV5s{duE+hw~VU?v5&0sjFC7or8hgXa=^?cf`j*s-_9u( z9cEB}MFV6w$7Pr~C?YH#RwQ~cqum`KV6cqf-euVqXZY;3-&p?tl_oVBqB}iQDM8}t zW&)OT>}Nee&~dw8-dbMSGHmRzV2SXXJZyg2{{G)bnFjvI*%jyiz)vVFzcy>==nhZ) zis2z|hhmd7aLKW{8>QP#YJh4n93csT7lN{XE=g+q&Ir&MB078yJ-a=qYHe)WVz00N zg(I|y+lXK-IE@SKWE+^L|1WgP{C^y4U%b6TIBGy}1#fo?DZ{7wYPV7iQGTJFy55Mn z@6SlabGDyP0f&>BVGqZFoo%({2h0QqW(*=hBZHtmZjX-41xH1|qCI|38#~pk$il+XRq2-=GN6HSz8fgU=cmJo9o! zFpv-qXwpMO|?3x=8d%sKn)eO>45y|4Mr1f35BNcEtauf9VM zZHHYW5ZQe1sLEit3U#2IFPZnnG9*#orRQt9poM_Q{967b3=lH=^ul+J#iX(^6^1Sw& z!uHQcBSFSE^TU^lxE|oT9CX-!o16DIPe^RN6Q+kwb2_J|YR4{q_poR_6;C8~)Ngbd z*!4c&o1ZVzuAIx13ezjpDE8CB9A(vSsAEveT}z1bpLboHU&c`;1H0eN)nwtYBT4^4 zBYH?}gdG0)|NP>ci_4zTSio1z3H(($ihS4obQ@pnJ#IrQ5agC98DZ{!Cy2w+$jyi@ z=7rMZjR8Cwmyfs)c_hr#BxkYhS%$_7H5-+9=U>mc9d;1v2R$R3p!->=UZ_z&QLNi| zxZ2eSnQy3%XVPo{yT7cxoEs`LZhyb`XH?=DKWrdfRMekiCB?|%f5!7agZn{?_HAe$ z_kFQ4^#L2*r_EH?hCbGRMrQ1M8mG92r9wPhh@u{03i zY0ea0Co%uX(~>F?a1fMF!D0>FWwo-X)|sRJx^Ozc^yp)-^w}VXi>U*H(Uf|hV7&Cp zcP}>u!kN(+uDHs7>wURS_)iy$P(_46pPGl0&)Kvk1Z<<0^39Qs(nyw^7xJBY?k$es z-NmYe=bnhymHz;9*w=EQ|MfWVmk+c?;;zLo=2qZu_~^jXaa6QdLh+gOW@~Kcu|#ix zSBXO`no&{rnq79zo;Gn<`GbqRGKepd` zzhGP5LBP+iV7Cv-&;o{H-yVeJ>UDj_qEyB7??L?YixL&^tT?e6CvKmcLmBKguwO1H zzcD`k!r2p;RpUp$?r%0loyQMd8BTy*To1BXFjR88hG5r?%5~>Gk(G~`HS{~XppC)AKw*`Pwk&rK#Jg>%oo>EGO9?-A~?Y^H0S0x!s>2lc` z=}=1Ir2UxY-brj(_vXvvfO012Dz))Dt?n31mQ|-lp8stb52=Tq0`|cB#ROyg5HR@q zAaeItus7>^PvL?lX%)kZ%7VKzwOmnX62Tb3xQ?5HO2;pm!TzRuV`?hSWP&b=`#W*8 z3JG<8*ZZxDUVt}U#>#l~F5BaL?>EzaoQjA&05!aV8NwgPzR=_GoHb9>pDS&>+lBzs z`}Uc={ugXLbq_=?>E2fbf*apV=fGx$&qQxN%?HFD18V?39KA%rAn;du zDkpg}?Q?%SpOa{?E#QQB8w-Hxo1?yex`n8Jh~7G3GssCWQ?qjVt#72*k@ILb0`Hy& zVjy0q2oTa0B)DQj5(?&IQb3372u%&;pulXR73y%D!J<{*HZ@B~5EEr?}I)7OQ~ErkFUs+7b0S>LehG z@EVuxEq#?rv%xEsWBc7^ay&Na+;b;wHY-{Y@{cPWnQs@uW@#@8*bMZ4Ca~BH=nSG& zj)x7|%xDcBC`Afv=by9?I`s8Av}1gw#CmbNBDT`;2Zr&p=R3b+?A`5k-uf23wTVGE zlU&^9fr*;9u3r1+^W}~-7{-XT_l!G$53_%U%COAbb6I5diO2}*Rl0d>NtBS~N0DrCoy0+fd*Vt1#M3Q-r>&Y-=uq6^a_Jxqq8{fs!z^2Uwt{hG7h8|D!E`)0iys#0Kw$(v#Hs zrGNo5U>7cv9kk>?TCu-g7;+*qx1iL=Ld9!7^j}c1lxO{82=(z=AH*);MTV2HtbIx;D|FN}2t*$CeE+l2fz?vYR~kuZETPf_{h(MpRZ zK=sOPzgf{&K1?l`vz+okjx6}Y7-`CRKj22UU&>lZSREOEEQOpKvEtlfCt(+18{i0) zG@s2>k$BW9k23cc}3Mb)T#@qr&UVy{v^315PNY|ZbKf}i zi8lKHZbdzReJ1Ukn_c-OA3WrIMkT<|`W`$>@oHTOWs>j2@k=IXw5wYVtm}=nAyAUc z&c+J%F8?h+Fn8<^*@wR9e2i3m5`R_sRJw@}XS4@ikLI_4*O>k7+=OkbOM$KVeQXKa zQf_)!`OA%FQw0K5?8AGroegu7UCh4Gmkg%&$u=bnJC9A( z;KH5a3ETqk9A$##HGQhOZM(>R2|1tr=5uk5+Y&cIlW-N5Xe?45#n=&QQ;ls?O2wzc zx|MMqB1cCoqt@SdTymb_)NAu~a}r>h9Tq2v*N({MdM9{P4~?UO9sTJ=ln z3V`4vP7GlWA}@#VX{|+Gzo~;VS`QLK(Wfs~t?Y>-CID2H#>h(ekweWop)b<8i}@j$^U*@20SS z&1h4z!l6gSI@OGW29wnWUw=wH9Xo#Eq8&yfk}WNFe<)pQb~@-tfcKi7;wqGHCrS+ z6;9`AT{fwkj$^tgMPdUD%Z_*(d$g#EA^}{q z;QVJ{iF{#OW6WDpHsdJHuKfsypl4oP`yI}RAqmkyO_Ka97rMaVYmlug-rZXc> z`zBzhVTD0JTGhR8N^GgF?w}H89DgN8DZEjLK5tJH=k{Vt84*q7pVrOEV%6q*RjKHa zs;SG~!)Ul`&@AryhgQidlNqmn)Glq7=aUap3ZhoOUVq$+4@Z0@10&|uhxfKuz_R>DIU$G75k31d5TA7DZcV=ttv=?Hi zWwx1}X}rQmPq{IOsK!>C?fwJ30ucOstdmU?tgcc{zp= z$FrKgEOMGr6fe>JNXW-|k|vPb9GmnoI+BH8JhU@CH%$w{N=49_77nFKJ5lqv{_tBN zOwS*`hYOiFjSTCYc~sn$7R#7{G_2b{Zzy+lqK%C0;6tvk8$(w6M?{4VqJ-uL9+Q42 zy3B&wN0`I}RHH?MUxd={Xg?2@3df)`jeQ(# z`@ljz@4ph$;@D3rf!h)&6ub~$v;ZA6i9E@%gr_Abz0^`5kGz^BZTS4>jaXU}J6Wvg zv&op#fw9HUROIuX^x5fX)397Pm%mvX;`N8%u8~}VJSqQ#*OB&rZuHi={tl^=cJ7Ql z^)dwS8QPHy2wLa-P;kx4RXq*}Us-7XW&VDljY<9T-)ktVR-`=ilyJ)5@KwCgM~;FX zZ^S!EhdD?|alx=zBFzFG1f!HOb2MdBZ&ML8gas>=pF^tCyKUe`O?4e7xhX=_nPWp4 z5^>s<7PR(m0YzGW&8krZ4IxUpFj&fWm+A{;ZJ{o1$CWpP9KzBo(cG#A81trGk@2(U zG7A}d5(&Y@0X#FTCOh(o!Q)@KQOtMUm6T2vNrMs#LU9MYYdy!$;7qz}-p%5?&RmHI z3JhE*Rn8e?bCMjKy%Ju_e$vEpRIeM1XIqKntKm5xayN;87k#Hb;5SU`igiAdxoUTf zKY#AQS@|-N@LF_FCdUTmM0C^~yN{b8=_I-)Wb=kGt#4$%i38_608^NuUEI1dT%^aZ z=-K6H(N!_|U&$MXuctHpp!Fn+{7VAggNl-_lR&RvE~)VJ&9LCM!$`rsS4_DmWkSnk zMML)xn7Au{j&X1_Q-g{dU1hoHf?*TD!lZ)Rn-Bv0U12!OBzN(O81qn$($ymYf7F#q zo|&&LW4KphK}kIr#yZknom&bgqzT(-LlCscYKK5G_mwUg5^d zd1qq!w6|#~m_40$bG>CSz51O^u{f{Sh{1Y;_aIKoVfZGgI*q5yO}JF4^HZ-a34{J! zKIW&F(7;S-H|n&o%d}I2(21<$)4h4YroIoYox|pT=KksqsVU8WN^?(csP=L1o&n+Hcs_?8@y!0NLo2l-P);<0eeN5JgW{m%sF=c z=|ASFe9&$L(s=D5)fa{7>gkr~HzTF){tz;?6ql3SA83&yE(TVZ*18nV{E`LCqi_M& zy}2UhWdrUEL1j4J#OmXdMw^}?TKmQ;9eAF9P)5ql3@M+DJ^JIB_PSWYdPr-+v2*~W zDb%iUw`R$f)ijhkj0!C)oUPt4Y)HRPXcGSGB8)fDKgb}wmsFwLNI_p}LkN0M1J{u( zltIwZ$Zrm&szKV=L`EPvLv+>QU-(KRBiME~Zd-qBeqSTwFp<+0=O%7@7EEcLtEFc)egh?XBnN06vjlxKQd@XM6-Rk-`_{r-ZQ_-Q<4+ZukINoj%5 zygu6<6~Hm7EYb!X`k|ha(3b1DD`7)_bt1={$#8|w{T;)8)6}T;{*MF?9hwqz=Ap-= zH(OKvLXU1vJAIg!x-Uwk5GCem)ZtXo@`Cm+yuCRnS7TQz%=dQbY_c?>hFEL| zlep-&CW>`?{DOtDUTDAV#y!i4bdNmbRh#KOu9+|uI|6evxOrI&)}%JwH6HnYyDrbd zcv;!@yfpY5E&uB7-+@O0@?~=Cgv?sep^|9$u<_z9NyW@asua2r>81jG4Y$WEPLoG* zZrhWYN@;uwBDU@ld}%obDmrcNhFW<1y?9(CAB<)2TLrOGWp@F?oUgW-jCK9Fy1qR% z2~C@}r>L9A)Hi4{7k*4~h>&i78e8c9_(2PHCnwI^ma);n&ym{|POL^Xhuf~z+Di2z zbfbXIsnVWdS9Z^XktqO2$aRg-``U8Q(l_>{y0}>-}B?m7uC*#ftg2Q zS{;j-@*EpEiq%jztw{=wNvLI4$eM>)nn#qiFnpG|qh-`(D_K zhDY5o_8C6ostSu{5~c)(I~?9`KJ&WAL`3ftEcX6o!+pl-rZy6HB~NnpOm}OiQvLL2 zyiikLc<9hS4DvlFKWldIh|X|Q{2YLL@>gGJ-{L>?FVm1akZF>f8up_!Xel43cG`)? zDbHiIx8XkKwwZt_Ss3hpcy9#c4!7A-i}R9MO_u1-z?-J}>}Brd#Lo|w+uM&hHgJwk z+fc*EVJ2w+6Tb;oYA&I3>YFotq*Jc-V^g?8yl!m(uYr(N?;FJP6*PyX(;}^m5qgUA zF1}n&?<$GQlFl>eM607Q5v7VMrDWS7!i_-T{wMl;znX9&tdReIY%lSOZzZFIu<*m7 z_vGnXYSasU&Q#ZGYTchy*=@uFW$Y6VDE?d>%W~YMZW>| z*V9+`nzdEzp-UQ)%vvp;(2+cq^w;~JA3llY4@+5MD(+QLPy zKhBW%GePU+`NfeC=dZnQ+~gSfdDIXSaDAuIexKMO7Ly!;kPvwPVgqMLM1Q00Y>lmU zCCr>oDGUaRY!hRE-6NRjc@Odv?6V{ihcu$dg=uv8CYYRm*t9EXsxk->-yHqbe)62l z3oNl|=|$gBEfI1|9WVU)p$;KBXh?-jT|o97 z@|!o3y%aHjbg#M}J*0G^L>dwII3X9uL!(4Td+dfC`t_|}zL7W@8B!pf-CJj7TE?F*bma%+Z^_y0YYbf-8%>kr7>(F_gXWA^z>U&X~UDKg- zvZyl)6SYjF;wVdHKW996qRGzSoE5Gja!C`?$DswPAk zx6HfDp4OA6fvtT199Lxt>;R;PYaXYP3qb;(<}rK8hj(p8z*$qPtEAApZf{K4TKP$ElOt^VB zmRz#48L@QGhQTIz{NrN?_3~JOT9&=X7R{}Q{R*u2D}$PQ!HkCHUj^o#QANWEoXbpq z9#td2I~H0NPzk0NyoywO^^)r)&)K}|;!nQKG!IB}*HIsvp)YJ87Ch{Yz*s)sNU@X7 zGH{tTw{D`iSwbD=)20Ux5ni*L-cGjO#p73R3!UcPi7$Y%1?rRS6xd@hVPHW<6~vv? zHieL$;mY;;e#4T&Q&~cm`%artVch?Jjbk{U(q7PZrpii4+56x(YCM=wSiDN+Iu}E% zIiu)tgm!nn=p#B1RYyt8hVtE^m%+M;>S+J&dS7KVb`z9CnU<88VXh;@nRhRWrQ2Vq zySv&M^*j#VdxRy#9wIX>^TJ*dCH8c;c2W86ZP8jhj_q4AdN2c|s-!BcWuonWmaN7Y z7L22AT@kzohV_mwa|FiU{Uu$S&-vFCM8Om2cm>w_>^83l33E)wDcR4omm!V22^(Ep zpUabJu`^E=b!>|9BQnzquBOGz-nHqwZ{=9)P&Qb@Q(YI5(xS+IbW@VUgDiUEH4Tz# z3_nRx;y&T)b4K5qbP1m=V;#7EDNgUI+8I+*v9&l$Nc?Nsgs9Z7;62uzsYC;J21;B1 zs$Xpa(oYvX_M1c2IkTl@`^6FBf8@!(pkkGH-W+y$>0AMyrXG{WpkYf2=VSWLt&&^mR8(pd^()17GP`raG(MVDT+|F1y;YJIM4ts=dFv&YNue z0_Kfa3#~{vbRq|QsR6NVcb!)s*IWw;up^g)9(E9FjxVeDT*VDmY+ux^Miz#8 z%sWr2>raZlekU(nS85`Eo{Caf6wQG=9G(`K8x{wxxQG&6-G5JgvF>EC1K>C|{|x+qf|M zX~~#0P0nMY=U{ymH{);$4RORK!!G?UIOZzGWW-|+FP4ZktheufdydVI)_Sf~+q=Rw ztsDKrMc?Th{qent2N<(eRs;!a>nL$I<6~>hN|p`5c@d_?zuo|IgEzn=dZfMh3bINh z_Wdx5K9!=YPsR^_w^8`JD!!DgDhvZGg1@}trqA#$R*Qk$v7dt>;~6pfGT{>l+e@V? z^=fRauMs<#b5uruUPMpKxFC{M9?#?yg3ZAcUu|@M!kY`Hi_t&23D zyGuC{y)R$=evMK|e$CENEOMc|qcoz-&!?ZHT&_U7iAK zfor0+Ek`CDMV@-HLmefg`r8XbOYW9Z#}w%e1B8#J#2-6<@C45pHjhqF5{_D5BGE~5 z5!j1262kfU0&t4Xsxq>px{&%D2Si2?-Q}=1`vlbC>AOhXr~Zc#7?|^{A#AJiD<;!& z_g0zuE4U-iw1*$q%j*ei(6H8VCY;YX!bJ`O)=IK_p7azFm@B0tQPWqU2oQ;_RGLT> z#nhimER#=vI7=2hd?TL@Dx+;_nf3qp9$n{N^yV9nL;8+D00ffV)D(SYuAS9-JSd3& zTq-v05NR*^=2gvG3t8P?Yzi-Lw8^M1|5S}C_f$S-f(&Akyv}DVa7ltWUy&x#zsjgf zx2C7z+N^(Oz4!z@UQCscJ*I-6@a`0K$8yeP%jNKYhLhv(DN3QB$UIucGyN|2L*UcH zV*9ZlM00}(!+4iY@msVUu6RP(iAb0gE|awqA1o38M6-G1*g55O%k@+ggRvYieo3Y^ zhi|B@0@PE(b0FN=FJr~F(=zOOj;alH zyxYouOIHroqTF+8`Tpgz_euyoXXOyVZ-HWwP9F}Md=Wyy$CX7K4=)L*d*mv+$USH@ zU|NJ-NAWEa-u0%3e5fHIKi0ZKsW*S4)&r;?WAy{YICf&4MvNzsF7`V1;t{H~ifC7- z{=$>sY;o?p#;x3x%yrm}yu!rTo4C3W0`cd6?^m)YMu;*EOGXV>o@B*b>uvw88zL$$ z?<5J~l>CHjSr!#R_LWHc31!+BFy&BwM&XtgHbNSp8S`UGoS%A&Ci~B)4qq+2FV{fu zBv$Rg(4RJT6A_qxNh1by8n=W zUWS9jh4Wh_QmKLHp`G)VP|~Up$L2qBvgpj`9cRBNkL{NFC5NzTZeM zg!mJ0yp}NxgL4z(7CuZtk(e*H(DgTei_PLp?fCbbs*AI}<7?^-|0CVN1sAHMDP%g4 z{1i*?b(XsCNpEeK1)Wfj`7XJT6L_3ZJ*cbKXyPx_ zF9!ZJ0Q=C&cS)3;rj!ZTai@o4mKNEkjSUtj8lo==h3rF`PbX;7YG1f|qxgbn|<{Mww!-b9&NAA6=CDQYM)1Ipw7<%khkJ>DCdMVGh-mJ6H!;MSzKDaODp*%(% zX%)J5(-?MX<)pIy61j~}G`JtKWRYY};58HZcjZ&xhoG3^qs)}zmB_1TGRa@MI}M<&oE&D;c+oNIYx(iVnPZK?_6rnFxQmSq_F-%-ZUt3;x7@f-xVqJ! zqk4~j2GuwexW{!<1nu6W!%ipeo|%6Mam1rnc3N<4J=WL@LF#Fgl<(ffPPxBKzqemV zcN^bYZVwXNm(Jh*e)}KwSV48%uW2eo^#{NfB0WE=vYYdjEx2j*%l=(ZLKI7cu76my8@){^^lR|^n z<|PcaKH=fxe1*1E?8@3wnE~t!1N`_khr{+|Ey$A21>4nP;?SsqVS>{Fmw zWqNc+Qx=fM-3>SRPCjXUR|wwn#szxZBcAcnn4=VG>wS9(pl`E(_}PRC=t-hm9ab^` zZR0kU+>r@^*LN;Z2((_>qh`)Oj8|HuSiQuQnrHL5?E9H}*^GjVVaFe0ldP_x-64E7 zW$M6)ZjV~I8Y!reT1oLA1UkjQ96R5!*@=k;oGFVG+d1w@y}0ZyibEhGYP%XFlpUkZ zIrOnSV=_T*9Z58Q^oBAdl3x4{G=phYE{3xop3hxQIMqD9sOY2@^xMA~qT(-fNgiw7 zYuK4n@ji+x%73(Rb2e+Y-x)!wIc{*K@oQ1QFKQ2zBpkHU)4>ngjJc32Z7})|X{f#r z{Xv7vuPiR8ru?jc!Sf50uO*Y@UCZqTVC0^L0dyUfTuo4aOBlP*Hc0)MZ54-Fng(Cn zG=lqucVocYr#4-WBf(r;Qek%|&Sz8I&m9OWJbqxLG=g9<1OvB>i2K9Wc5cN9x@6aR z=R`pO*{eFtX~^DKA{!4xAc-OCy(?=5096lNev#xaiUzb*?AR2y|KRj~iOGO-DS}jV zn}i0YeFUU`DDQz1n|~_dgZ=HSPP|C2bM`^ty*H?R8u$MBItr=Uir^K7;f46h@i&{* zt|%3JGSnBJ#Kgx|@TS2m{eYhGF7lMjT=?8J&09=Dio(h>_ zls?r-bt^(FPV)9<5peM@iXt zy$b6If79>Bq;-UVMfe0PmnU z&`yAbb9Urto{B3TouVvHg8$gF;;45oKd*zyo{up})4j1E`+61~nyvYlL| zl!S19neIP!-p47Rexky2WYOzsI4C|pKQK_%K>YV~LtAi)Ya}2jp#F0$_2&T2J^3kS z`vh%^t+Q|A-rdxrv}2%$|+mb@D$J z129?j>dP$|3a>Sn8Eg7lfLt{K`1^$IK@s=gM*J2W@eeY)0iORmxGPd5fM9Ej8wKs^ z7zg0b#mJCvP3XJopLdDg4TIGhdw{Juns!AxgJOC_^WJ||89sRlc-V8JJni`Z2@*el zNPHLX&T1iHEH$41mK+62^Uke=vF(-AZ;+h#bHU%s+?s$-2bL}AFRyv{s8Zy6I<&|MG63NuK`1wqY7hQX}KCNr86#)gZ)!*@S(7npz-5>=Kq^F z?=KJbyCw}h2EY>{NE&owi+6YXy~N#VsZYK2Xl{L!=-t#mt%$;#d1&2Lu`N-toWxC z6QJga314vC5JMS|%~V$xu-d?V;n@++=ed?Y6@7Elmg&3TA=J-qo1*eSQVtXU>xJ_c zP3Hygzh(8yfvMLtSG0Yde%k=gaBL66ER-+5IqIV)m;rad{H$H;?jB%&KmHGVZcisc z-ZCJ}&^&L)}v_ zyi$!W>#){s z#u-IB(Q>_)qE$;g%<@Wm>J?I^5I|(2Kn>%YsxoAxKx6di2KFa^d+eXWIE>r;Ve(o( ztt4w-4liIUtSa$L!!nle`B%fa=I(Fc_jO>C6EM|Od!1&IXTfdN|4+gq!I{)j8wQ)A zMnDgK3z=3=*>WIhgM3cxE2j$Ar5fqh)z0CL;++3$%^1{C~dj= zfD0X#B6J3o)=e{i4QT3keX%F|Y9kP=;>DGd<=wRZqz z@6v>?gkA40Hyh_&7lm1#nVbP3G}L1`fN;dIj!)aBxO!yK<$wbDe;?^QuwYi$*XMW^ z(#WDsOGghlJni%9QZFTMI(cWkLSTXQw)h4AS{neKb)b(ad<_Z1k$p~Cf5;KKK10}g z(SciV&(;gPZ?$IHBIR`p&OF0&eJDGC5hTlhk6dx~hAZ=|)VAIh&zgj>j4+BhNbos} zgPO=Rq*=!Ag3XOfe`R@%rk9iE#iiE)>`0_QgC20G?iQ~b_tSjtph2^&N)DC` zb55e~ur$)ko^)iB_}Y{<*T5Y;`@eBON}JDqMk0I$1oxZNrxri8V}_V}r3WjC*!Qv2 z@&%s(cr~ksU)SY-FB}EP?J+!JFn>%K`gpkln>e@ndNlp+f9u7pvdUMXAv{m&1_i%~ z3@a^%eE@XzR9r#m8+;Lwf_tA@ujlu19ljjSFhGxb=*jN3Jt7c$bWa7xU7HP9VT@}p zN6<4HC)0=rw(W|lpc~*}x4QO9iXa(O8r^aEimcdquH8`hUdMVDimN8Yy`>8vQCz@y(K3| zNU3xUsM}noCx~HIC$*~0G!HsRy2-}{rUi!8}e+0g&7D~zu>cisaiIuCJ5srWb z72gy+u>|nf&qYwWa7Cwh+YG~-xn|0wN1peLMH>KLI&b~Vt^ZeyX$Dz~{)7j>hZn(M zp2mvaDY|j8HEQFajmslfG#!q37PFPMNa1c2a_-dU{GC%;R*~wJ#|!6+-F43128>Y(NO^du1F9^bN&`*aOMz0 zYXqXeqUc_Al65c}8C{!#iFA^(4tux)h+d6B_|VjN|*nhntH-2(T#>eI^|bdg#;Z0tj?oO_yP{CYY}Qu+Z7A`BYE*RP$qf*~4@Zzg?i6H~m-rbj)mXMY3#zpG*Bb?S5~0lc~w55(%asA?0R z_Q9Fa7sw=(4a7EcdEoiMKs+(<-J?XVf4Y}RNqk0hDtHuW1|8wTn+XQ))?~u`bftjX zD2883D~p|!RP-{+5wJBK_q!a!_vR};ptzxm-Vb))Uff_px-v}zXbzY;K57L<@-Lq)tsN)m zLdG1&^53EJ53YrY4lZM;^W2&oi}R?MA`NiU6)`hVaGJ@c(=KRj8`yW??}6FL(RmXM6@)+}{ydxL^z>^qt`+~mpM8myb@BGnO z2z(W06D9pR6>R3J(Whjs?MO46!nmx34tr~^k&?lcj29n}*U{53!@5Yz+y{Rs$L z1@38|eAMjrWOxo>w7+><4kOIeT0x0I>+BbNOA^|9_?@C%j{O`#jesxv`NQn{Q9tFg zEgC(5pTw4DQFBR89mLqf($^XRn`u;2=BFjr1xq2XS1InlozU(Ee>h1Jw_VV{b=H8b z1K{@C{kZFpO%#z-N=0JJj~3mxdQ8KZd*J=%o?7r*_}=cdSG|<#0dV`C8h;abIS79al~dkK^i4= z@k#mX-I=AzQAytOe`Nr=CNyz<3OWW{B;6D9g~~b9>;2Z&>o&rcAIr?n0BPr?-?x6w zrQ>FIfQi@A?q+xRC(iZdzQTgBu~2Fv*}r|*BP8EYxyhGH=;NUjPFv~eA9;!)3-b9# zh^#1!jZH5n4WatPuS)f4d_Ui&<4{Y#Z?XxlQug>$F4Ljge|Fjv)Z{$BJ{312=cz(O zH+i{>UKdJ_JaQDgBezPUqGF^z0bZV#(0^t09??2XiBuQjh}qZ=X%<;`Y>Sh$e!*aP zbhf7I5aD^_-^2+3%}~P+sh#HoG?J8h+f8O||{<6neQ9{0YhoM2e0y{-+W%jbLb*b?3z zBXr?9hw^b&dV8DTjfyy_Y~Qy$+oKmTH_(K5d=(<~rV0iYc$`)|K+S6_c1jv^;VkGDm}vPTRDjur;m0wrm^E79u^0RcpuTti#oO!iX5->Y0Mqj zHst;^W0M*}pC#;~4|_XKT5yEWiPNFD9(VS3RT6809ZW4V@ATA( zg=8)Raf;kJUjQ4Yr_y(mX_HuY;q4Db{b8(@e^wfmG}9)$b>0lkpXzSsA#V3K!``dH zA58vD9-WY{II$j)#XPII|5FJsNuCpf)kwUwGE+sVFQR|1+H&rb+n>Z3J zw*;1U_&$%l;Y*Oyl|73MqAN@K6T@rWoMV*ChPogxFc7!15c_jmK(xtRtwWbz9Te65 ze_5wW7|bYZ%z~}d@GKj%LpNEY$=s5HN?6*d^=i8i|7c8-VLiw;i0`z7cSJO)36IcE z%W##*gpY1P{52(ePQ*fHBO{3!D=b&9G~iERFJe)&iCY&17aLbUSn4PeXFj?m+VE=u zN8p3p=9>Vs8jZ8)jeVbckMs{#A739zf3;jCzv$}Z>LpR~Py5t{?$yh`l^v%#_m;*A z3M>n*)R3~^?$^$TsCL3>Hx|ranwOMiZ=)@Y5XC-fPn+=@N_0AOx%1ZjmH||mvV`@J z%XX&fXWd+>s>~Hvpt`zWtZ0*KNRpHzA#h0z!go;?8&X5 zsoMox_*1X_VIH(~jVExt+ZQ-O^@L6MA2-syDdb4Lz8fI;{Ro!`sh$v7T!Vd>a{mXj zV&!vfZ+scuWae}4#t_K!AAUIJf3FrvbS{*m_X$@zwq5^}cWE?l-Qd9ZH1Acgnxjdb}lv0aGgMxPGqGXNI&jpJzr; zfL_(q&_QR7{fz^i<*l_3pYK=b6<= zLDmR`7Hmmv8n67f?a9IlRhcMHwT)wGi`<88`x@?LOEvY(BGmRMdrF@gk8fE9EO(9+3}e)^Id%O^uCcmcX1_HO~vhze|IoWPcb8*)OREC zOAaYfbDNGgvQ~W_TF=u|HH)fyNOO{1^WwfgYelIqNoUJgG2HIF?u7ljF9ZT@jSJYX zsXVn5iO)EVDf_A8Qq;M3KV$`m=O`-u*a}H3QL#Ei;r~uMBOl7M8u(J7D#yjjm^Amd zaHx@7YM7+%2Iun0f1OvB9E=48N{BN*!!3_fa~iFoRU=QDc+!_!?lyqCOF$EK0+*){ zEWIuXMu_YbRgN^MTIx-jg>({evZ!oRHk4oC&!L$T)Tq+2qR~JmZu9riS3WpA=cE{E zyEci6ERbeD5t+?N_7WFPD;PakZoh`b;LWToUK1vaDxsH8e-YlG9V7d_T_M1kPmZR; zgis$zt}1$Ji2M6diN)P%t#6{k8paaYcc8N5Gb3?z9ASnU@`#%&kskG zy-IiRHIAN+f56e7hxrMXL`YVN>z4!-roWx);YOdWe)4wP`rjq~LlNMF&uguE>*WoJ zmj(Z^e*UD$+}uwxAHAWdiL#9bGy84$99qbpkWWrVhh;+g$L&?#e)+!6CyXkuha=$I zRKM{93e9Pb;FQ zqd=iH;suE5JYeIiN#W|0Tq`+W(+v0eW**U&FFLVzDC224=!*;IRu-{tQE#EPQDIE$ zgzQ1we=N|*PyJ^Y4L%_$6j@c?op5Q5U^^J{GQOe$E8ME!M;iFAbu^epx-_yrW5UOn zg{nI$I`IOajoGP^wTpap+roWMs;GwdX*B)>2fy?6CQ#68$&oC_ubkKrxWx~>xJ_&^ zN=N_qy@SyYY9mQk!iWb-?maLRhfH-pJ2eK>f41E4rDKf|?9MrU|1|=Dt?anB*-e=D>*+;4xtl%>&I#0WN{P+2}CV0e^nPx6mq^Lz>Mm71=IFnEZ zO&nW}KYGF3-;)N@_@f^wE~81o^FBko`Dh`iD%&ubGHYdTv=W!KCIRs*FoOgue+?8b z{gaF=Z!t-EiWt2O(#@9f(n=GvSt>dwSv`}LoJ=$F?Av=;F}V0kS51j2Lg^X~$8|x| zRB|HJzC0Be#=J8}#+5zK(fBp+jU#KD#NUaSLBXl(s15&jcMLUC_&G=z=BqTfy8|7e zs!YT4nDFqXvo(EF+JL1@2|Xlpf4K|tSf@WdZ%f4-Y!ctcTIRJC#mkt_r$xc`|pa*V_TuHg_Io74BiK9O2KLfA7#@Cqu-f7tQ7QX^?E zGyIVy-1P4!fEn_Dj(o@zoFn3@;jpa5p4WP|UsO+Z zB>D^3`8{uz(h3$zR@@nPx0E@;?aE^7>XaQYmbzOUZtJalebqd$;}m(wlt^+cJr!yf>YThux~tm#fIe-;k`bs zg8@;6uvlx2x7A9s;Kp8=c7`*=>)9#F&#sZ?^?#r!8q4v*C15x*e={{W2(F)CRJRT@ z`?tAKgY#A~I3~%6mnzL%<23phljLhOg9BLOUy%GZKFL3ZfYX4^$R9+|W=Vm~@=g>0 zQBk)IvsKN%&a+BlkJJ18b6TW9Vr096&`|NvZt_i`?2HTUy!)dvcl%Mv^REnQA9{1u ziAaX$Yf1e-#d_fOe<{QaP1?rjV##SHAf(^qpY#5BRwv{4ag6o-%ff8$V!8&w!+z|! z517+J??1(07abw5`@-U*Efu)@uMkR(?-saC;}yBKHF%;N;lj08B4FB-#nDhulTm12 zhD+$HkR!bZ+*u-?v$CYhDMhfJ%# zf|G1!@ysH%G;Z!&W3QT-$bN!X#EHwg31(tm)9k2cdIXWV z-Ys= zyxr!%a%p_;g26+|slsRy&S6Tk3blO;mDei4$JV2{>eXl6)KNu@dEwkM{F~p^;^}I> z*Ah4=G~yW{rO?l)hDN*wz>^yL7_z-a@~1fQkuGFH_SpTyE((gU*zfJ3YAZMs;!a%& ze}1c`C%+zHDfUtO2s3n|dJr2w5-B?GJ8^#Jo&0UiW!Ba)%f=_K_-NQ`=nd*=LA!y+ zZv02`JT|MH8KJ_rsT;TFi=|JAIkRycElnkBrGH*s0FNkb!1`ILaX$jjqFTu%&rI=< z-RmLZFS#yf=FjPAWzN)1#DFHy&c&&Ue~OnQTJElP;*OW;e3KD-@s`pWvwhzu`TSHq z`k)=X;rNjr0i(6$N`q>jjy+kzQ|6;&($P!>@5>51N%@vtsOheRm70WZOt(^?CHj)Q z6Wb#bnMyIv*C&-BC(Evhk%dvFg#_%<-MGd1L?WJU8m|TaeFgiJ5A;nVtXPTYf0j6< zQsWe0{)cv0Ood|6Ys$BsY{hggWptr(|MXL2vVDj~r+sIWbkMuTYnOCBz`OXpliC|+ zxcC+tlyGhoo?~e>E$Xn=UG)^Lic>_4ciJp28%{bO9U`wL zTVGUiS^F%zgIZl0Y;;)jW}3&9f8;oFfwq%oJ04^7QMdH2T0KE#qwE{$h_(Sb$|#B9 zgl}_pQs-#4!vs?t0M0Og8en&RELuk`FFX?yP{+#FO;l}u1HtPr4 z>|ERh!35r!aeLtSdtDv@YT>ol-VLUiyxEKu?jDGYpph$fUytJfUQ=xiC!tG3Qwo;l2K~e+fOlFE_e-e>}oa{vuF&7=v2dQh3!OEi%i1DwN(gr)?Jo8SY&u54B z`6q7Hd<`Ki*tRphI25Z;zZBvl^kcX}oU78c5bOU(*jEO{xi#G;1cC>GB?NaHJU|FO zID->paCdhn5ZraJ0Ko$c5G*(Zcemi~!QJo7sk-N!`@Y{-_ZJ0Je?9fg?7h3!+P!*p z<<2zG34VQFn`4IOY3%?@0GVM}v)D_U_c zots?O6M78w=3QpQh=E~Syf?j%{B0a+Y=Ej;3fA)DcZiW2awsPxxS?-Iuxf=oa5Ux6 z7>Gd~XOam!9z=(`e|N4squCXI#+^K6RjyJRaYJoOW%*Y=zZgGXZOimJ1P485Da2MX z4-#`L%px=(TkyGBG)PFh)zbPA;P%JIp$+NHCj+Ublo~G;rpu#2dq1iTqp{x>;x`u? zeWo+FEfI@E^w=)M_VBCoJ%%y{i#c)UfxGyhXPBxI8@l*Sf9>qyCCU6V+?~nQf%nl} z+s*VRhBA#BI=h_GqV9V|h21%`y#Hl;1;05TXk_~u3N#G{{qCR@-U}ysMl0h%P;%{u zH$yAy`$M}ufGM#s)01&_RGC(WeR&~%3$6lBQ$#hOnsKRH_PtZ>8lpm@P|5cOLUhf- zXdA*Bmpu2yf0;AETV>3SCta!AxVRjWGZfTW-$&rrL---r>13yN&ddp{D7_Qa zT8jt*pk*m4lAct z*C*12J-W;`ec>fptn8E-Eu$Anp6jM`AYgnFH+*ENPY!41dnIK5%&Uc8L!W62U?6^h zPC>p`hOmfgmY!d6Hak%{OVJ}LK#_OmEYCiX)y-B%l$c zsC<%>&vae=+>7b*J{jki*qWsYVMa&xY8Kshw>-%ftWfiDN00Z zoy5Bld>GB>{_|FbRODCaA?Xf%sA1{?`;7rde?KB#yb7&SphgqyAF9}(`2h`G5!b#- zt5dVoQ<`LLWq)%+9^kiD5O&8y>QnK@?1+Zi~Lre-uBJ zFydH8K8|xdDo)0RBr^A~lQqG%%#P}dNuK>jKzk!(pPr!R4$!|Th_TEUNrb0!KyV3- zZRrqKW<@#Dcp%mvJh@-^JQx|=_bMr!bM}oQ){Z- zAZd32PgTI%JAOxz@cj%3Al7bse-GM~BD#)7>EZc3VVZf+kaf*cB7VNddpbBjSOf89 zF8j}04I8*Xz(ycmiHuefo5eFHmoED@Mf!E10wl;r;&l=#F6}u52DM&)*KJ~$hAg=j zjjdX*7*?2#HGY9V2C#a0fi3zz`le!1jHir{9(M*eUIMs>$c|5Slz?V@f6oWMUk#8y zjmK^s)6la7$=6Gy)U3XF2->WT9$=@I&$PlU4o%`_`IsUVvU?N7q2C=zNLb3?_wk&B zj0xn8A3|VUQ5TCCN{?dbu%SKZ2c5j%NKh!FM3L@DF)4D-6xN7UW8%-_2liTOp9JFE zLZ>V?G`j6meyYA*o0IAve@25lYUh2-&Nl@J4jiY`KqWqZU-d;FKmdi3<6*3F`HE@= z=Y-jo30*BXg>leBgb*v~Kec;T`sUt?`sbip77=YD63K-QxB&5jG|h!Zf}q3d6nj^3RjJ>3hP0V+2_AO1ZWd`CpchgcKLNxDc+n?p zn`D+0Kz-X8?_)(@N#j}4ub!z58gCl>7lPCk)~99M70Q(JM10;bpy2qGEj=`>(vi81fhXh*I6%A+mVnBrr zUWIB}ajyu)?Xa?q-?-$%S~7fggga{54&qlA<$jAp{AYtM>SJ0~v>G1bfp@3Lt$$iB zO6}@deNQ5!eV3GnJxUC&@>zZQhJ>E(rF$KemOr=FN;t#ae-zKAb%qt(t%|d1HQanv z#J1_?ZFlpNU150}nr;-$YuTTxPW2^Kk9`HAX~|IA&sb8IYMNH$tg<7jV994!1n(IL zL*%&~%JV=uzF({Fy57o4c5GU&46Co*?j z7eY{OyxchZf2szUe7@2JEo=)t-E3$!KYf35l|Yxi=+=6t12>$YX}Tk#XAtHM5}?&y0PHv<}Q>BQ|y z3aSP=t2@VpM}E}Zu7cm5X_n6=0c7$XN+{`@B*Jm&e;(}U=c+|?O>iPZu+7|%AZRCu zc0%m&>ezO5KGdwAG6E3qEedG4UK>N?kAQa&Yg)(Dx6$yD)XdGAlOy$(e z9_JlyEoT{Nr=gox+y9vs9;0Ch?V&jY+5GPP*nyAc$JRXe&y)s3+=#bi2x&W)hoU%+ zWluHZf0}R_Pl1p@+0fzn+wQ-#Dm(IU;5_VGp~)5cFa7*Wr|J!O^k9ZZ4`u;_3pT{L zh+nXikO}>9T;?cK>S}Ix0Db@8k9!Z-HZ&kZ?;+&h!VW1!gY#@AL{G9j+)(83lcQ^f#Ioese>Jb{l%1e zqfPB1ckMV6^hbafjKVst{}%t>gq=HC@Wl|ia}oY&dAiYeI1XYRvblRnWWDkdi}Wi| z4+~r(eMNB$`+Gg?sC666X3#`1|4iZAe@s-VWSRd@!v4>5d*IKF;hRbOADy!QU&TAz z{ndYTU|Qn;D{Q@GhpT(nhieM{7isrDKiIJ09`EGml{I7kpNC@j`@&U94|PtZ7XPgr z6GRkzI9Gws2W;FgZ(Z_%eWB4&qi~VI7 zx-0wN!o_ET3xK45o;~UR3vOoXd)2sH-|>oXus7r5aTRs2Fe{}!>{)Q-Jlu(W=3z%t zsJI?=`MR42r``R0XUrA?HZ9`yX~b!Q%Zt~ecwAKqWOr3IVC;MI61JN*?#ulita!Yy z?Q7f7m_B5NISsN)W?jG7?1W4De=nE){H|b8Y<3a0akzNyP6t@sL_=P=z(rmqr9U-? zcA5X>cYXes{j}bLMd{xSa}BTjM+EN%<+219;S#08oCp?~JvX>-ysElR&HkPxJ_qdc zZc*C9-mF26XK@m4+i45eB5kFbmDN9!8a$|7Zpr4iWU1~(B=ftkxLd{Yf7^k3#&67a zpP;igt(4WRg`3O6l_HC<9JCJaS=zbqx5pXeo;AjG+b^x9)qvJ-rNLevF4nLrt%1Ou zl5uGEKJG(RoJb-6-Yi(~&63qp4f%UPb%LG+j*xo&S7he^Z@ zaJW%&sX+JDcI=}$G!wc@g|~O(qMH=q81u-qJUuKwC8_+S5>3|iEYh-XLz-}UaiR}z zA5YAx^O*HM8*-w!o@ssD^u3#3{)krySNDX&SEW%^4XnP&MgD)ie*kEBuXb`{Ub$PZ6i$=(b!^{?hi){|6%gu+SUi=`l~FD ztyE+29%T@7l2#ntkJjhFO3&%2`6_eXvZQpOW=2;Fzg4-28gUy>u*5A6#n>8}`+7 zj?S_6LhhoH)HE41f0JP7ou|I#d>jOyAp&@3MxFt;)n9~B+0^^h@dBx6{!=NqZ8+^1 zd6mOmPLL`Pevy3FhUL3*>?b%O%eg!7@9M(~L|6z#mXg%s{J%)WU!IE1^^XQs1K%R5 znr{b+aPKe-8encu{J{{sUU|W@53On#@i}xF8g3}N@6>!_f3=kx{jr!0i-IvMbi@>p zD+&wg>hW?UZ*-iM;6}2}CPINOEVmEST6XntdwzP&)`sX)qgj(=IY4=q=U$QW9oNeI zLqWQ&jC~5bk;LTYfbZSG_ORgHpU%@K*!O>^o&q-d7dy-jNyf`vf7Jo3o^IF+>qhQjqZolLIJSaY z$$y+vCMYbkQS1v}T|-i5h4De%wWVU&O4yMf*YUZSe+r980F-!Wr@#S%wChpRnLLZX zAT~aRiT%$Hf4_M-yrNcq^=<0!{^y<7u=8&#FS!U?>9FPXt&M377PtyZs-fF)_i?gr z;ulT(3oQPXXrV`U9_O9Wf=}<<-uT@N=q*er2xVYr4gjiThi-Dtf5T`!iP|uhz*NhFStk?F5Z97^(4Xh#o7mkK8byJVF(b< zln!!aJ&hVSzuaeg|HE&SNl*I6^FqqjgP>6@Zy`Cb539pgB0;>KFsf9}8!a51BnP0f^H^1;`?W4FHVcz`jZef`<(XCy#j5{==llU zwEV)Um4Y{w1!^;g&kXKo`QBOp4IkFYo}?C>g%elHUIfJcyg$o&lAUXJdHhiOa5+ym zf8BL4`NG;h9d0dN3*&2a1dBt*Pkbi*iJb^{t083aB{lH=fOKZtsv+*(`lc^hcFj{Z zKiXbOCpI2743ySPYkG{$J7R*s6{k=8dQWrlQO{=wUkeSwCH(P%7N8DCwC7&h)!zbv z43zD)yfUxxUW1K-*>9VVd{~uoet58|e+@r?UkP68hXi2YyyIw?h0CBDxMs9DQ_o~G zK5}v1`4{N-BDS;qeO@0hpW8_rj#HsrhuLff;>v%&mNw~%>DbAlt7KXV&t9YRuqe4l zEUjGf+*fVd1bGg>f*%=Q#QVG&xG1b2ZmSIMv144aELki4$+(aU?}&?y`UN-Te`smE zH%**Sn|=?B!S)tjR3|FY+uDE@qlrS&Ddr_^(&K;2)j+rl#-z&AeGqOx#5F^Gu;Nt%h5In5E|-b#%JXg}=0(Dt zp6M+?=YBNsF6kFK zYnOkJsyLSrOxYrK`4jN3tV@7UR$I)+X0`9*pcaftf24NtdMKp2 z_O{3!JubX9{5xE)g>Sd042GqX1b1)!Cm3Ild3Kh5L%m&R3KwWaQITJPrSjlI2~txP z(z#35n4c#|Pr)J@$NDUi=rah{W5Jvr06tPyNsr*lPf9)i60hX)qkG5;EUY=ta*{pSjCBa~8)tb(iPvkXwuaD5E zhsYco2-lbg6YM@5i%Q>KwLUddc9!aU!hiq)LCq#ai`GRHbxf{uM%Rnx;*>~+Ky4ou z151U~CTuY{-hvh;#DP!fYTk5i!27M#UANjvq@XX8dO}Ba!#u*7f1}%-MzYuV=^jd6 zmua=f3U|yg*U2w4VXwa18~|KBY&?R1>M5KkfAGVInA18YHIgU`w(H-xZ$}ayl{Yg` z9bRTLlZ^(#JJY%vS;D4?nS#H(`bhtvcQK|P&9)%(&LhQ6}s^drAG*aaka(Mx(c?8REy;0Xe~~#+ zR+ShNL3b~bi)T$II&Zsf%jeCuDRmyb!)}Z%&W)|W!})|$e@Ry@;0k|w7(2x=CaL1w zq{d%ARMn-it5Ht6wLG8HmujfklFhe{Z1W?<@+*%uo>kd3w>f2j^5`gSA|6}qalyk0 z%GaVKYWClRpS4z&AZjcE?_unx?0ZW10_XwUric?>sPc4TFv-Yb z_*bG-hwns#UC7*5{7p(!8JDh4))VfUwV?I+<8zg&nUV+OedO=jH2Rx%3)1ssY%t-@ zv(>LA^HZmX>H-ojS84OWlmvqt2Rv4?mGJhViOL^oetB`GOKJ#z z+Qybqe~Vgctnc>ad2VcsD2!QFS3T)4OCj7AK{;|8wK(l9Ly%%+TTVj{U%dK29wm9t z@u=QND8BG)G#Uo_q3I?90s43k`>{`KQG3 z#{uXpqe_~tO-C(vv?j?kbm=;;Lq#n(vzHgje;CA9)I>6m>cXrF%&*iv`71P0W?qRq zE;#h$+jL(@@}RaP<_p09+~r{Li5!SO6BQ*KQCfY&7RZ7B)bE?1#XEHxYxewZNlJ(2 zoTyG>fB->tt)f;k&KkA`(vRZC_DX__?mCAvltC0M)<1%g?Tl*|T|w-UV=B~!`EsNt ze|fD;Z~OK29sZ-p^E*L9`s6u1Sy$kiUE}ngB?yPA!AiWm`K01FzdUNkmh~_SQh*x4 zpF>m&gk^t=wdKn`x-9GJ-_eDBYhiTpCzfJvJ&ieqjH5C+>28G@f&F(?V70|X%OU0r zEJ8fnP~?{jg{2S}+oHQri7elBjfl+{f8X{ z@N5Pj;DWU0AXjA_F0YRi2szl~2e&@aH^eWW(DAaPm#E>#pe?Rmc9I z1wPiN-(-B*WPVEk&YYeruqvykeP_2F<>LinzB!T zc0(XMqLPwDKP`Whk?~E5jYayaGd!6}9I+nB6CLU`Nd6*GGr?5J*uLTCs%781P1CMo z_KL0PBTQ}lq}O=50UoJxtbJ8N@Rc|H&y}A}xMsjJOv8E~ZRG;*@PWv2e>)+(g&4FF zi9U;n0(0z(R$y+7U_(WuCv^=iAg!J- z|9vaI+TtINHVxMOebv43u-L1RCJ=RJjZ_IzgtXKQ2MbafI9csxdm7Ob%=6A|Hfa^4J+!+!uoQNy2Hobajp^ zSS{>3##lrwE>^x^(XJzq?VEUa?>FGrqZ;I@&cW0Ao^fi=90w7N0(gvxuD^gn*H4vg zGQhv8g)mGe?xGirX9!&-{gR9n+U~t zm|j>`=v#0-%6g}MFd)3?CbFw;s536|(l{LPPJrTM0}Y5d2g+|+gkn)~X+LR{rqP*YdYHzSsYP7NGrT>WGo1Ms zA%)LhEW<2^bO&odVt7&0#jPufKw~|mfgh$7Wq05eSd3SM9Mob$7&V%edpHgDklms^uRf@ZD;ged35|rQC0ZPnNa$pc!h=gd4m1-cMFF9<& zBv}Un=JPh@$P8sl;mFQwm53qLF%KdbxXw@3E&l5Fc++Q`)k1BDf_*DWTg#DMD9c-T zf7Xukszj7fh=ZlARO-h|BWdoda@if!8_e#CzK>TZ7Uc46vfU-uw;{s%gA)poa&uz* zfHitnkfO4^owNX=(V-k+;m5%=JWkp=g%rHA1@l_rOL(KU&m6_U^EYd3v-!=|j?=}S zYY>@!leHzXAe!5{Gg%~e=m`RQnI-#6dem#NyPFM%n2qQ^ zN%=n?iK4UuNiU;Qpy}*t0W-UXa6E?DC5VzzVoY`He7uj_khckX8YS0~FH`}9<5wNQ zn4pOStRtP-&kCnBfhpU~pGOJs7eSXVH%oFc5hIRUi7JFesO$~Pv>Ulf2{vW zoa_vavuO0aJhq`;CInlwpLr+92+&Yx@vqK<*JPvw`cW>dwmtwD6OK5FsIG8~M166` zpPE{YPGQTh-bEw0EYBW?Zy^3#T662!Mo%p+Ww>lh)!9ZURrGh6$#y;e zx?BAK1DHI~1{02>1Anf+fB9?)f6+%utPM=W(!NQ_)9#ht>j-wbT_-jCAW;^_ntRS3EMojTf?chM{v8UcldW8@RXF-(Kw#&M%WmW zl)tWjEh^>~y4eRPr_MS)>cmy}Ga-;2FFdX~v`6!WRSv6J)XL+>FUWkScryCbc+X=V%) z=u+_}TI=psdBiFKA~ehiAbVD(H+tR|K-X8nUzFIJpF6Xe`I&$Qj!X{y!G<3A zTU{El{N|F7DfN`HvE}OL0b2bKY>Zu%Qu25!97ly3pfM`Xm53iDIhWcgG`D;+#-Tgw zp5SYG{_lKm3Q=micFj^sudy^OqY+No+AJd__g(j9PiPqLT<~3le4xZoFwqcxGzhXyur($Ai(Psp zrLFC0%kzP)q&HYbe;5|Hb!WN|v)Zq87*X8RBe~HZ8Rb|{ZV1A{NUg+eEfwWueChSD zJ<3d`Xu>w0477#kC^zFelYcCty=0gH{&VMU4)*}z!5Rp58V5DpeE9O&BBWQ6$^^*L z1K>WF5YgCUYeNa5snyup!SagU6cwQM>JwEUPN@#ZS2QmQf8_e<{RclDnHXMT- z%1M(`UahAn0%_%o!A$gatOY`MsDTt40TAtm+;s!wSTcOCoi^_Nd$IZ4)e zV>iw@dYM=*F z&zR4(5_-FJP)wU=+;c#4KJ{B_tI&QG2xLMsy$|71@W_$>pWSo zE%-K>{4tlmR5ehT7HcWWMEtIMg!1v+Ep#%@4jAZG^EH8Ogd=tP<4M1FPd{JUHsC1g z;c}kUf8$k8%bBxR*Fn0*?Vi;td$@X0ZD3PLfB54|$oWNZ#nB+tQ=gxFvs#&uar*ZB z`LcZ|X^ArO7CL)27Ik!>hpjt(h`UD#0zL9LIB_(RVJSUQrG+p;Y&_`bCdXMj*#q4q z^ezF%lCx2pV|S)cK1_owBOog>nzYYkf%$@9Tx=;2 z#SuybAdC8`NiiW9fQ3o(^%Jl+Vx^xP&qjpmpzWQc7?Z+}Pcu2CvsK+enE-;DAUuvt zf6rJJD@WA6&-jg#$!rqN`wjgYVRc|Jo_@5xgg)|tDx(0Cg3f_=5tYvBYhzDfmr3f7 zYxAh20bU!1tRN3H%~Hf{T~BM{e2WeKbv-=ufETMUdV@Qp*7!2^I|$Y>5pWD#R5ypwbI zLoOk>z{9*tbhaXe_7b_$GSbWgJhuD{ylhJ^wMjabts!7ERXXAniNg(2JeIl7sd!mm zx*Qcb!m*Lp6k@ncUg5bbr|Cea7IBQpaA5HsPj(=21dWS! zfEo*XsUGqVJ+d=}6OU#1frvk5NtIW3=@xf3?eC`T#LN z&cDKbg@E&pVuoCn5yjiyTD2S^CRT{V#PVeMR8CLJ%CFNWz?gApC+j+u5L4?h|6@y# z@VDiHyQ$Z-rJ};+8u5>VDmyZAc`@&5wz`-3TK4N(>$WdAgOXlCZ7pgl>AWBPzvx;} z*&OD_ZfBg+QG{=rqAmmD-KO2-n}1Dque1d`2JZabe8I0HEano$E8*R77U}s1OW*?3VZRjwPG4VhxL?hga+??t%4e=$xLWUs45>f z2q{l!j8z6JDGy7f(#;7bOwf;5dm#y9)4 zVIz`ugUXcD4OQNjDlb`NsD;}3mHmeZXjldSXJWXECinZ5Vrr+fcv-6kgmWgMug6O1 zc*SK9Q=61s33G_h=~Fl2f`2O#=;r!cl#s$R->bMng6e*1!&`_?i<7k{0&4)tEV3I^ z=9CFxX0pHtssl^$HO|@bhtI6Ll&GaE?`RrCpGrA)2a7`hJOyNid7@Iz>zZ_+_t6VN z9+bF7{iR7e!vnRmGa4BpBpt0yLo_u3GUJ;z0a~DpS$Fjq_Crv@G=JqYksS6yg$O80 zS6U-vTM>#6wH{-lG3GzP=oWZkOmn2fJ#JHDE?zPDLfxpDvGjBVlhji+#M*Qb<7;&i zr%!A?^)M4?>CQwuKuVAwnc_EvTov{GW1erepUtTVcz|c>1r~p7lB%aJV4a~6BQ=#4 z;6NV!$iV`TF;;&|<9|xFZpf@q*Se{j@IwtLfixl;)Y?>ORo^X0>Fu|hl-x9vKa69_ z5NhOb17W}cFDCIw()UxjW|+0;>qU6I%TVXT!)V~=WkF&*k2O_dw7__?%$i`@t$!*MIR;7GMQk(^F~P_p z5CP!=vzS|`!x)DiHwY)v!iBfH9$uv16Jr2JQ&O7AXUD--*)>WieGtv<8pv7I6J1sSPiMP6h7 zDnsqJsZZ{t7I-0cr@>(X!!SvXwXdX?M2-34B{D^(R)6!m0MCwm$FSIJa#%rqZQE{T2!wt-JrR2cTinZH4`oN{^Su;bso@BY-s5DhOI?hTBslRX}X z4C8+5<5Cd*(AwFgz~3sJO(f*&?YN}n%y%T8tA9YuyDIdUp^iZ<)GS^L*Ge%a-v)wM zo1Mpnw2uiE4<&_em9jqE2G)Ld$ov3O@Guro znCFzj`^A~o$BXk?;%hm!47%|6EJ-q->N7P_M}~JCrf>N|mq)9LeZ~-Z=?G^cOW~7= zJ%4~qyP#dIc!%=R=F2%%UTudi{9%Ru2`69Rp6_WwR$i+S^2&$1KUIav{Mq0jInUK) zeFF-jmPf6N132d$9?R)0REYYooyw_GpgRM}?CfB~8WjkzRdYyq0m9 zRc9`+j;1?r@QL~ux)a>eb6C|$j$q65mw)79*dssijETIs%&i0K2#5OiPo7RSD{ba) z2cgH4m=YEb!v%*H-4h~n-lLA zCdzpBfxGAy%bM${Xj^|If*lpvrMo32rLVPUWil!wXX-J8M?&)_m}8bFcN^5}pyZC` zE&+mY^__a&?XOjP?+?z2S{qZ%GVAxe{~#}q!h!r*V9Oa3lA)62#~z+#o`2SxA>*$n zBp;sc&t?*JDZRRkZ+*HKLV4rE{#D4sM(EP6>oR|Xkj;lC6v;TGIp=%58bSxU$zui_ zQ2E`Q8UN7k$E*m5e;-)KheA_rj9R|GJO|4<@%(LR;{9b^IgQry?NRJT1b&N#VPpJ`llRb-LXTrJHdJ}8i8LSuh^wK&aryP|`6r7R zMwc38U<#y&(-&wWi(^=yPB&Nl#;;kk-Q-|Hy+DXYe(?5_mb1}ND&1W8YvQxKH-LsN z$-={|9Kmt5gZQ#Y6F*Wl4ToSN%6OjXri1(3R}1JhnsLE4MlaTn{C}SA@D(7n_ag}) z{Bl{$62+OLO0~rWg>!{JzQrXgETF)ovPc`?g6l=v`wk(V5z!?qcE3LOBuDn*DFhxY zkhU+%r7k$-4cA#(lX^spKL=;1_ODyDJsN{leDOGFPT}vBSZ@adweBa^_X&Pkon+h| zt7k1b0aJA=loTU}{C}%pCI^}g60MRIHL-CXD?!Ci$StY)vZz&;;4vbw%tDi@ioxuX z2D#2qa*c>{3hh1*WG7Kh!0>Rla=dHUiz)!`MYD(*pe%#)pVV|H`b#_68JuNKnG{n4 z&>O2!o7V!+P>1B5shR9b5^pBD;6In9B&!On(?rQv53}XQn18T|xVfBon2;u0q+l4J zl|R61ModRtjwIwP4!=@UV}OYJ0%)>n8wzDpDGSj>X@}?B_(miG@srpg(b{&y%^c@6kAG&Y9OC5*>9%ETl64$vtMlzqx2`)U(U5lajF8&cY>cw;9IsFNt7@8-HD^$BJvuBP<5K0etBlVCZ$t zu+}|VLY{($5CI{2=N{8`r$#>El{Fn6#`vp$H3WTgfJ;k=I|{Z|lKTqCYP{J_SKm~9 zD9%@;z1FA?h76@SGgKK+nRwRXt6rS3Fx-BEf7$mpeUbtc(-hgx;X9=4hGIcOAHZyHsU_F(nE=XGula*oJCe&n%19g~6%D{Q z$x0QWzqkpo5HZ)m6W}(h%uwavsia$@`$n63&`T&}J>mTYBX>1|pdD7a=6u2%JvB@z zt$&*glQ32$eQFki*&`kuE{0x`i6b)5a4l(JW4kNkl)PYc@9A`1jd`R=B7W!D}q8A=`*dl<_bXR(@Iwt_L z+SnVrdpz)Ad~kVZafCNEWcuUWjE=@MDOlA75||Dh$68W%Qaf)L5ycBbCqfCV zG-^IXU^WOBhG8uYRGx`6q5*?UCHnZQIji#UWu6==YLaIwIbxa2O?PcMiwH_|)PI_! zN*bS7m87J+PPv<2oyFgMy>cS(DCDslcAUlD(mL1TUP}0wdtNNLF)Jd-59$xa9#rPe zjxC_i$yYdcfm$2oB#B?dUc3bvuaYt;WEmytG+Vd`UJ#4^vGO*wz3WZ33&&O%ha8mr zu)R$uZ<-EYhQ69S*htwHm;F(UwSPW->6yh0%}H<|WMVxczM3d0Z%KQTUtpD?$Ts;& zB;sGPw|bPfV;SfQW-NQC3}kWMAExh4B+&yuWO3VQs(!hb;8i6nG7;=d{l1T-1+4<^ zis#&IChL`1z7f-rwSP`^AoO^>Zlo0Nr11{K->w;IOS_iMrgWMfoL|_dr+-jz+@>o* zj!3T4f9|5|>x)~S=i^x!jpR(ov;+0tr)ap?;2dE_I+%K(AXtPC>~-lRRy8CT{-l1zK z72p87U4RAh8EJ-VJbk4lX#BV?PYzFsNyud0Y(92d&72ob&4es@-^rGrDIYbtsVZqz z*Vu!TO>P$%U1A+b8QtqMHwl8SzBf6Y;US6J>`c0}__tx@K2KDvL4UEmMdSmvlo+)) zD)g-TO7Rmdaxsc(VKzr49e zy-V0%94Q}?PZ)-9Oy-c4mO_7c zr?__QY1*}Ta_DyV_%To*>KUFRLy{g2Ly{fdw6+>ODAt#lz*ivWx2>hj9!mBo$MvK z&azA1tx0oTlf2D(_adbl`8f&&g-?Fg=4`^YTdnnhdyGtLyij;oVWwwsJEv6Ewl*K) zzRV@y8%v^I#Dx>nUI;>5E5}iZ#*JYdvyb{T2Qf{u?v#p{pp16tqG_mW(66%!-8Q+1 z>I@(H{?N|kSbv9SsWF`kkj}#w-EnH?XHgR%px4C%vV(TSX2nu6BC!z~1f8Xh{D7$K zW5H*Z2qGdb8A0(97Ev0Hr7H`i8_yup%`=~OXv>V(GRe2n8YO;*Y|FMc%uX4UNG~qB zHmR36=|9N*s|3ae*IM)4QfNllCnOtm1dFemWEkUg_J7ckS%b;WD@CwRQbt7(jQd2f z1QLBGPvf#S>6Ch?mZ6m}ZrNTD_N8n9UOa+evB%NTzuf3Z_dWv{iM9)kG`F$$5GQP* z?`F`m#X%z>pt3XW=0v%0M57ZS#(o5fh7(-rbZXs9B(_bf60&i; zdcHB=6(cd8s0oPQMp$|pz(9L_CLY!MkMCrT4nNkdMx6%UbF`y@fZMaEL^9BTlTx?y;FJbHt~PVsHxb`*oHp?W+}`ZdfyqNX zA{D0amg=ybUvUGJW~%WkqSBvVG~Y$Tb?L|~%ZIyk#`o?Z`3+YyZ8)(7))CUiMuLL; zS%170PCy2V%<~7iF9yQpsO!RWv<9VzQ@|2in_s_pGB=nEu7}i^OeYmi8Bg)cqiCc$ z_>gj%NW*M42Jb!v9tltcy(@&H!LjWAQwhS5^lj#w$@EWg<=A-*HbC87R}uS- zFtrcD*OmctP)DPOVX;uus6-mv-#-8p^}C|?jNFWMkFgw8z`dYNY9j*K(?m=F)qnJj zux#>cIYnhs7IUC~6Qx~L0zj*0j!d>Xs4=rn@hK(gmCQ>yP3gtiNKQ~)x$!K|2}NI( z7?a?4(a27M`1GdVQk;0*v9#);$u1*oTQxcUo?8q|?gdims26A`6e(3u%oAh@mXvf{SY$UZW9eM3x9Q{d#8|#8J5uSL<0lOI~^eyh&fEbw_>JQAybQ? z38i}=rYk@8$-F8n%Krnc^ECNAnk`zD<8tAFSENC5_G;$3->3g9-7Cq>|6Zhhce}YW zi7kfs4O{i5JC#~}d{&uPCW7kPb`a1KLh+}M?w(eJm%-yR>XBA+TA0&H2!Bzyeff*i zJ@K%c%&o`o;@3;)sJbm#ToC=9#!t8%HHq2ll`^1i>py&AJtmu>ok>5;rvl{5V{TYp z&5LD5rrYyNfdeB`n~q-UNbr!&U!AQwp@woCXY74F zcw|OEQXE6+Hbi;aPu|}N>VK8L-N@e7?7#BfuXN%CeT7llVKlYDc)Ee>&en?HXvdVu zZo%lAYbu4CXPwBr4qO!lLXcFc(7!rcLqJ1e3K=P(T>uZ!ob>BS5_DoIQD_oemd+SY z6wop#*+9EZfs=}86cv{KqAkwzq;Oum)j)NCqetus zF%DvxfC`fw5SbLABQaIjE*0Tfrx9?FI@w`ZEDM$FX2lVBnt=V4qRqtO!}JK48uK9- zf$megaBKx?+J>~w4}U>3+0oiaP7614osi9UMhayh(m;-vLD0|INPZ9Aao3Zu9G!p4 zE&?WZsBiUP5nfSb@jJCfo2Z=4%A>M=Nr4T?_Ol{(sTc17%TQ&waYlD#U}~gSWBHFF zR4G~6?n)A>vm=#5$>TnVZ>Un4hk~g3*D^*em7Bkp@h1#4>3?;28;-EIm1oA9S;#uP zg_I;Iu5xlmYMt{@gKG?H=xzQqsHGSSm~}YUO`&9+>1V5>8FE4Kp90F8CazugO;#V* z`4s24EGNIGrFUF$*p6@9iJVey+$GzYt-TlBAd2^nKm_@L4QN@!-#Ij2Jl-AAy`(xN z$(!$UfIdvt3V%s4qXi$|QSN&c39T5~{9~Dq3b)M9t0iwIH>?u;cp*ujfCK6722`D; z@foxS%I2gwI+(@QG?7-S&QQ1xhOi?L5;T^Lu-A*j>k;jB*!9`4h+&eF$gq*eA{pBH z)`M)T$nT5-+GmnM_ZX4d3uM_jbBsiXq>SpZGa1nG%71=5MP#zk7T=NnnkX5{@ht1t z5H_@+#znvcI4~ky_mencr5IxgzMv z^=_#ktQVR59*&MNU3-JPN*oT$#$9n|;J`O6P*FpTaWY0s63@QcGok9r?7Rh1%TMU^IB!6!;3 zoU}PLCe!Q-=E%|8ZjcUIQtj?j0IN=!K4KBlFag}vxG1q@Zd)jp-&R0<=5d7z&aLxE z;|bifftJe2O)YWnqk{R5ez9BQB7SX}`Hssn3x5P%NetMkdV08?HQ9+7v!dKK5wcjh z>-D;qbj^Kbk1>pU&!1~#l<0aY&~_K)Y1W+nt}S=Mg0N&|X2+6J4auM8sM@rycC1eS zp8RN9MV?n&kCDIN$ehe8^gSbg0wE^{>06#bNyGF52$*5a+-EMXg#hUVlZSgtHhFu7 z!GBn-C*Pi($-fGL`G#U{F;NJ#v~^d%`aQQZ+~jHHuywJy?~YpiPFI({bD{3u2zPS? zg~<<+h}Cu!gxNxz!-a)88T^ks*J{U5c?iZe4n=f1+h!6-0EcZ@CC>c;-t-eZo&F!% zZVBVRskLclV2-79icE7QY<#mdWbUK}NPkoZUvyO}YL(=Y_onHGSXkZ2E&fWyM6Oss zez8av{|2|#VxnN`J%xdxtdNl$$yyjrP^E^Fe-Q6rpMX;>$lPeHK`O@1%Qw+q#mO*7&!G^Rm0_O+x8)VA1^xVB4%xK}$>nwSTP` zgTmU~^@l|oKQdtty;gNQdY63TeN)ae10=COyc9O{xZyPUkz|SE?5OJH$NUyQkE3xn z-`1T$twKWg(KDY@@}qk!sgN!BhB>BO8M31E`|YYMtzU#M&F6xRzb!a5X~|iN3g6ab z9+k|=6bo_NjvD`&^28b-eOJ>^^nWFax)N`KL2zhqJg~%iGmZDneM;~oy-If2n7z6F}x%JC1Wi)g>6n}hev~O=a zDWe6+vrJ2c8D_$7jSPxd)+O2j$&%atD>zDRMZ;Ly3cS zOg9x+QP2p%NuQ?8ga}4s6X$4f%S!S_sxGC!<6|AT@mV!ZrELp`VZ9z~{#_~qPR!ys z+;czkQX;SeUOR%uw`@MXE2vry7A{3Ge;UAk30>>OX`U1Arb8o1Fhn$- zU};m=_Ww+k$8G$RV3sY)>b~NhBq$JNKPhu*sf2T z6Fc~cA~bw}4Y;M~G{;TXkI<(X;XM}lk(un8d%uG(lFf8sIoSbvwk*F_^zWjj~aDlPjbnZrk(JT7&-sP;+QA>}aceI}lLGt}K$ zENg48t`xC@S)J*9+NT+>sV(~LJpy3n6|-3tx0CoPcfFG~Zml$M?Lq_wPA=-(TPXGS_v+-fN%dUTe{PNG{7l zt})@DXw6BYNq;z7*W0_PO*-GsZImE(1e{=utCaOaJ@}wWT9UuZ&zm&pvAe%TsGCYuV5;m?1WS{jUtj_d|LQ0vY6DW$NTZYN7zKD zmxx0mFc3p#m3@SU_$DP?(CBFr$2aP@L2+e@)3^c*<$o+W856N*vd>~ zMGY-C7_dc${6m+b>Af4Ft@MhXkwsJNjHZh@j7|^k9ZICqCpV)UXozdS0;zcDgFHJ2 z{lch6S&##Jquu-CJ5&rs1@LJU8rGV>Laz9JmtB*BFzkQ4M7e&N5JKT@hKFa>PVICN zK$i86kAH0J4F(>i(bpzBOS>K)|Hw}a3aJ{}7o$|)>*a3A2&UyTA;PDFoE0bZiUrO( zm4fWJ)OkdsViY_pt#5W(sBTUq4$WF~ut~DYaaw5J#py7l?puk>YnY=@Ii*b6m-P$x%ubE6@Sur9*Mb^mPw~Y4krFQVRVPolMRrm z%H(g(5SRMaQR~Ldk$>>O1K@)UX`2)~KthyzRra{wAdrJG9^nm&WY*5?ue!*$MuyAT zabesu_GZd4&J-JMZI&t&pR^~rNL)pj{g8rut7%!6S`z#H_g zd4I(kkWO^;OrS=~kdX6v+34H%0FJ;1!c}5jeq6H7!UWHc`#;(3Sq>H7i|a_tdu@q@s-}C zcgoZON!v^3=TIN^`@b;U1=FQ5vqjL8F|+=MPiiKrPeyzkK#VW0zl}R%RRc*~iqcBN zwi)Ymldlxxy(lL`Xn8#EhDizAuNZmKlWu0`t#U}9p^pGdhc))NiP1Hl&Xoz=EBVi!cQQ0$Mit+-qb7br15Y;-O?MaQFE#GXU4@$YkES!C9n zU~h>OzG2~Ad|RV!o*TcO-;q|6yMLFL<~+Br*#I~tMmFr15BS3XD@0|i15|O*k`0n( z+&N3d)sRM4&=V*eAG$2c1)t^_+Xq}Aw*Umi*u%T_;D+nn!VZBW>W7Y(9*0dery-L; z9I!mMh0Ei$l=9a>zVwb0!#NbiTewlgJ>i%QqbAPpE(`5mghyQ5!s_W$+ zr<^NJe6h5Xb+@0V;Vjh}L|gKSY?*x{r4L8QEx^U97|$(Y!0Dz&u+aMi@Bawq4btjM zz!FOkvr!(k96)p&!IDA5T7M2h+-XZ3y4&5lYT~|VYk=upYZ?c zfatoJWSag3A%#i&hdA=jkU!=}H_!%hqnv5?!QH&+cTRwll}4PV*ZCy5RlCZ2mW}R6 z(rJU=hSLqxYEI+wygHA3FV6kZUlSobL0%R`A%B*hFAbKW^qOF4I)58mY2ppRBj|dE z%%P7>C8?%q9MAl5?{`Ji>D<7qP2I7;;|2AW>yKAEw{^IFa{UyQZfjMANM)0Gu(?Jz z2Rf`(-WQ9X0s*;?b|#y5gI68cF+x&aGE5W(|_}xPpHD^Sh3$;>YELi-82@UZMkTl)9HriI3PFn5u>=>wjyB% z2I2L70WDIE?jVZWsF;`i6NCUPvR9us7vW=VkL#-hsPZF~v2VnwZq`>20+IvnIQk(W zOT!c#>+*uNfEk*^CZLrsf>@D_WVNZmMLZaVL(oqZ3;yxkYJYh~vBd|l5fVjL9gCqU z)kGHQP_YmfFLumwlJN{I^Ia0CP{Gc_ea2}EntZt^Df~^s4B1%`a9P`vL zIz98syPMdQ&jx$;Zr@bcK~;{utCbFW$aHEJ~2k4^lW5RnM{U7}VK~&e9h2i;WEHpqKQVORu(NUz3&}zJ> zdahr`uIo812ZPD`(W9;pPY|yH-tA-ZF0i%VQ3>iB*aQ=s^v14^(DvF!hrl64`n=m# z+J>nWNlN0j==;U_wx!S`uL?0>ZAF-Q>;ecC*6wPwr=d$JB33`;cdTWTi**`06M zb!faL(D|?&l)MdNcQ(H3VfBfIU)-LKjKn@6NHoL+DI|hgqufdcHI2}A)-W$R%4nll z90teryMLcXTHCf7MgQYE_dj2pfbNwvGcAq(#7!cxM^*>sc}eu^d?RmRfGrQ!+sox; z`jJnMlNV-w2EE)&@35jCee=mCdgE+d(S@usd|RCB%}h)OFSQFUmgAaI|Ey_-&@Bbi z!%s@Gvu;f+)NtypREH>SpS$y(r^pG4-~Dd*{(r9)!2efkgBs8|z_ASP|BueMJgS-1 zzP5E;S5X7Bp0+$h6Mrz}cjHNa8}tGd<-RSFcag}_Bb;Rq{>@A#rl9xjW!$Ns+mo1v z_NPp>@Rh=sgQmT4+Z|kC=3Y`Yr6n5f2FElMiHsZ?;m$ zS;~89oER!BRt!8yKxC#FUe2my1I!f>^M>Dq+S`2Bx+5*zP5-;g=PrO0ui2|`{`Y!I zKZ5#^^23CxVqMGqd5QH(5TWy-$I?wV5r1NW&VQ2@2?sPlx|TlwKg}88BM!*D2q2F( z{#SFue<|D&!hiQByrs+f|0RUtOFatAqzmc~x4)m^rPLqi8aU4Is1tWkWm&p~Kdf8;rq{ZJO*S>PawZ#8s34RZFxPXO-l@R~M#9!XrJy0}N$^C*DQ z5m=sUJ+p^^sECez-wSKNtP%*HySW z7*EH}D1@2US>c-p8o@bi27lioTH?!qGvdv*l<@9osVN59iq*fZJ0bwC5XBf?8k>PX zkmf5U#2v+5QzE>PM~A)ONC0r&#dn!82r(w+$r1=?x28cJ-3%B7QUQcIglv_<>kPb{ z6}lbOcMOmGqY&4%Nafy(@juCg3o&{E=qGXwn~mK_(0+Zuc6?S;vw!%MUP0mQ)%uZh zl5v6^w$PbUd#=!z$9^d`&9mTy7Fg4vlcMllWr{^{oz}6n^}qGX{QmgjvS!7gdBV5y z0vu+{oFPUs$f+krupm$AdK{F#Nc{v0*ai$4#hN^h+E5@|<8qwUt(0R6Vrn*(;CIyL zk`gdULY;Mbh1A526MwHmj|`8Ec=ht74p+l-C!+U5V}cQ=TqKx)a!xH^J_Yb*9rm#p zW8nyJ`nZP%3V0-!5`}D*Nh@o=u-@0g^n+umMZk#?a4ki>s4u+YQ2%!@w55VWGTS&+ z)mPtyE@t%Ki3l5Mvmw{^&4`K6|6Z@Blz_FNQ0^=6tsui-Eq@OXdH4o3M8BmTVwqb2 z`r4$uaNPp$U~e`PX$Lmou@VaK!uDZoiyB_!-6|DaHQ}xB^tuJW@E(7&63G;GkK-;v zNaN|Sb|Uh=E8x4EL^_uTN0!AqE-^{DgPD*xnxh%RZ;$cm`2foG!V^+UrCrle@=}W( z_*NDhh49 zy9dP#Nmvy%?oaVuYvkQ&nj@Zia*#|!`MZbnxFACr6S3u#p*oE?{ zSBlJ7XkY6_O^@*-sLa=w`GbKvCCiTP)8rZEW{2Ew^?yh0=MlQ1vkvH!*-7`HvHA0Oc)JYQyN>H8?IB%Vz;TI#9qmOZXc6P0VWm z9eQ`@({eLt`gX09Soq=gbn8vU*57lM{RkdHLw@6QZElzf-)O>)zxga2G#oZ-Vl^KH zvDR{q2!C?kSn+04`g!9)05z4-%b-EFNa#v|MG+3915|htr{%@c)B7oc0(sP1*L5XG zM_3L^)Y1p)kb$m$ze?EBOE9G+IUNdB!!3kT#FCbinooMWpKH`_#h%h%EI5q(h*4nH zwyOHb))!Qc;@mT9&^;3fK^BG&ZO0W}&62l=^nWP4ZaIv4vq>}`G}W|P7X8oNvdskG zf#>&Aw5Gm*!Kx4j^v!yhRT7PynV$ERF)tjj_R}^**&|=e{Lu=UO>l+3Zhlte$E^8X z3ooZLKx!x?1yGy;q?^tkTT)L3iwK876}@&<4I;|>Ulj(5gXV|ga3KdY>O)In=q%3$ zJAXWP-s|;qZ53YamoQHtPg|Mxg+i+{3)k)71+?|adSBb%U}@?xAa+m(-;Z1qWryCd2J6X> z>P2zt2iq2UH(FGU?56DqKNDx!+5bwCL_+YqB_v@SM$n&ZQM^+bhDXmRrzY`hu7Beh zOj3Q{SV7>R(i)yNS?$#>u^bRADL0gU*sXOxudn)EL_3NGzS~T(2}U(dwd+ox1)A;2 zLn6Z_L>&!Po#C;bIFTF;hv%E%N$8&pzFSyA(fqj2hPOB^PKs$~=LPs~#OHn-kecZY zEm0fO%%8WOnC2h<{uG__V{|_NrGHXP)7?}Q+WjmN$$vz>hNp}b)}7Msko}jRO~D#9 zNf>?D7pd`nLOUNGx)IS)9##k%OPxj#omg}9Bw#PTe_E}Emk`mCa_@e_QK6OT^#6?7 zF&qw7&zt9``D1Jrfaf zl{fcX`UC&~EM=W|fB@Lu+;H5xY}`4!{U4lpd1;%rgSu5n2djqne~qpQkhQYL48__z z*V8?qb{V(p4C4LNJ%BejGohKv-3qpk*}w%=&V;6E+HMe=O9E45Zyf@b_V?y&Gf1yLU z_L4CDBL%_ZPPHcNIFC7hcnam35SpX*7SAzgNPN7(n3woj!o46RadXs*^Z;oc3dg!6 z1iP0P7jqURqkrAokNAjUopW`>ltVr`FR^B&AUzbf++RmGw%i@qkmH8FbKLsQaekhc zVr~B^0}hM==^8?}@BwPL+nIKB*BKJ!-L}*`T3+7>e9p<69e?&c#+#=Z&*CGV6Y=IDJFr(~ zCi=L;!$k*C$^``V=$Y2VKb`3P2yl-AK7y!4T0x_j!ggk^vCa}-?$$F`!i8=cc7GMV zt7Y_9X6V8cZX0Pos^%v39veRjwCu2m2yqQFtQg|4aOI%lIHAD;PYCej-7nqj>;RR_+PDqJyRU@x`Lf(Uwy;~nHX@DrWH)Z@)`>9o z?tik+A>r+qC^@WC$}r7o3T@=>vuX!ODJkWHhgfZ_wb$bknqzci%oe_wD**e7-<^az zM8fwRzX!DM;>l7OLCbR?kCL^cVy zbUbMxc#49?=b%IJ-CvytgmEPJ3<`r|?SBrt>5W^mnlA5eKYt?lKE1rJ#wCO{&HCHO z3eyVbK-j85Kj{nl&W#|LazTk_EI5pE4zFc2KB&!MHy^5gv_<%(Azi9OCndLHFQx!B z=Z0$6->Y=d6&^?I3?8l3(D)-Wq;Y(leuY4pJ`dQx9>0o&cly_E+}OnN-dQE0N=~DA#*9oLbU=7f&gr)SfN+ zq}N5Y^3yYyk3XYz7yk{b$f=h3k1TXOLVcrEak9#K1&GWY z4LdkeyF_#Ph@OW;_lCh?ps5pIF`3H7C`;j1*YH)!s2hu|{~+>-O8z;#4jo#w>j-?7 zH8CGxY5$$3p8CFVQxRWTdd3MCB6jVDIrGH0AjsZ-`+K8Es%UaI;>uxFa(~CtH=oieFt0=#pxF z_3)bwH9Z5oR&A&KCbo-9kAHtAXs{wp5MYbWh>MQ?xN!|zOak30{O~>gdF{Nzh){sX zu9Y0tE`Q2(-tMoGg2xq&T~ulL&QMK#x}{31N=jXEz7DxkP~mir|u{(rKTzAAmW@A5n_ zNW4j@{l=LfI|WZ=MM^l-y2L8QKwXNQJ*%Pahxzwh%zUA#b!PNPZw9eoVW*0(y&9oi ziLcr}mrdB!l}F2XFp2qy+xr-K{eN4<_lE-@N=nv|9_YKth-4t7pAafJuZ^9kN)olIt7n(bEjRj0 z9&K(2?=60m2CXVcL+;%wED%jOYfU!BVDYs*0rqijsI?5GhIDdmUZ}MldQu6*ek73P zh1{rN4bFE)aPm*N{!?TtQ8Z4;esdp{soIk8?Yu!c@6b(+pMT=+{!cPh>7vK+DAc9v zULn@~9&bmKlI5EH5Uk$sbBiG_N6vaqO+X+)r--8}b|FqAuFyA$$zv!gJ&w|~nAaCz+${}yJL&^Mh+kTj~z6(3qBla6j7OA|U-PTY`C=6Gjvq9w5rnZ&n#}$s+G61f&-F z<0S{;gy*Co)?Ynr#%Qss&v>7rT}mDQAT5W7*ubOnRhPo!(ar9wT&rR2XYu4w{^;sH z_o9X1WRJgVdt`XQ!XQFiDJ54*j4W=l(FZ7P=b@p3u3q^&S7TIylLzsO7y~`zUkSk$ z95jg<2Y)zu{VrlUyW+X>B@_wZ)nuDwJ2Oqa;ZOt3&<|IRo}+iFmYe>M(6#0$$$6>AAEOKIA;6l(7P-DirAi7a;5+m z^|9EB@3ASe9n%tR;j)*}>ojgo%2VFyrM)IOF*iFzfHuzxNX3GJk#9bKq;X z+<)&;458U~)V&sUv`|%aigteI_)sIUQ&L$+?|ht#-1S&zMCB<;nXr$N%_d3(she0s zaYurO5W$3Zm2*pNZj-fX3=RiHi`!CR)OU{~Sr&yJ=z7h*lHvYzRO!p~>*4S@S*uq{ zN5`i5mH16pf7dsmIBZ!0h($Xhi&W%fa*)O3S9b}(Y2^hh=6)KW%Q^zwbhD$c+FZ(~$f`uE#Sz=V zy?8ZFIFK9}Q1?uxyiDrhGh*iZIclssY7fok-i$?OmX+N-Q55pHIzmj@yXJV0rhgx* zmHIh*rb$!AavJ%APd9SQicdnTk_}Y_3odP%uQoB%<$vWZs8QEfnP^d%vl{e-qZL$( z;X{@`(2?{sl9OE8c*E5!%JqJvNjU3h1kB?Of-Bq!=K=3X!z-*y~=EC63gxdnVXSi{ zlIEjC;yFE8Vb;)a35%}hF}DX3(^;+!$5=EWJaCwcYT}iXy8hI;OvLQ-JlVk^f3IY_ z6m4o6V!b7Gm9#4B13&ucu#a&r}I8zhp2Gc<% zyT16K)>rK=QDg54@qZ4P<6Of}w6Ee}Nq_ZvN?`*<_)=62>iJ!A-OW?UXz>jyzkGdK4AS>=4`>ZM<1l0T<9~fF z8QWgnFJ?(bkD`sokT=;MNX`)Z)~jeNxO6;K`)EOevu~(CRWuQE)b)lmO+R1v98yUO#AuAOI8hOx zM9D4|1Q>5V{+!i7F5jy#AZ{p|TqvC;Q8R^wA~1&YU1!l|kSUh{g$o?{#4-k_I&RjC zwqEt3&VR6iNOGp~CaPncO_a8_Kfe56BZGMt@VP%Qd2vcOA2U+H6cKVMvM#8~mQ3|5 zqP`BNE$S7Uc`gQ>PSItie5RF!R3#e9*nELw%649n`Qwyd);p?X1#&Y64CjH5S2RXnPOm+-3(t~BpMNk<4v^Ge6@=EVon#H954dWMy`0W+ zpzS>UQdl(At383oTVNq*O{37?EWN9R{PJtZ;y<$}Nwm_wZ%(VY=3k`oU z41b@&#QGRsV$O3_b`x%XqGK+W9AgCQ@Zd6kZGgDUeZU53VMXJKT11$}KD;{TqpyGQ z`_*&+Q9!Q0eZRO*2hN9&IVln@Utbo)(jRn(LLagaH0jTkiy2i}NgDVM!E}>%eFh=q zYNkg*nC}nie2rekUj9ZL?v<8lA)rw)mk|PW30;4W>-ND5`{c>lS0SQ7UB>jJYs}w85sx)KC3kE z%RM^|FGmrW*NWF@3vApZuT+?EdW~3_tmg1fySP>j(I1IJBup!L z4z%!S>g>F@qB+N9vDQ(iZXB&Od|x?L+Me$I94z6&w4|7}k%|2@aQ!EZ6CT9O$U?60 zvwGaHHx8uWS}U&Gy5)UR*UNdGu}H2mSNDGjWhrChPev})q{q|G^LPR}scR(hQjk9L zD#@y#<4SHmRWWcp)r8}CEB@>#2#R6acK3R)wO%+^rJ-1|bLCh48?9C8$#ajxCSDI# zXl?URJ9=H)v{f<^UUJa(tM*}L=bX}PTuI-F;!Hj=+ZT#A`xT0}zm9khvb!aq?52OQ z3{I?w>s^K;|2&>18URj6TXR{p%p|o>*4BGE@j=IeDN#T>**KNZTO$rEfpgONL5^A* z)2!&H6|caN&e>5Om5HyxT5~g1ukj9e6tlHKnK)i134FfFvPHIV$ZX ze6I%~PbGu%Q|)C{-JI-SrYO9h^niay|B=@SSSjNY&(RUg8bQ;)Xxxwk)Iy>B14v^E z{XceBMbjjBHDX+3kUBr)k6~wN_p3}#E1ZJE9^!;dob}J%SGplVLu5V|&Ctx>Br=U1 zAd(yu+^b3(6~I0n^Geg0|DJn25#v0k)|P{n(g7dH1a_*#@`e)W&lTh!=Q)48)X)#~ znQIp8->c=RR2w_VvXX^U#?j2h>$pI;b29shpB;3zL6OGX?#`!c)`ch@WOc&_S#k*w z_%!!N9KE^BfINvgdjD%z}7@iXt7L74jr}kn(QQ)95kL|oo2PfF9 zE)I>3dv24lCVBfc|EMhGn8bfIO49ZeXp}=B`g*idAX$%S9%Vzz7k;e=zb(S#Hj^Cd0Zp|M* z86}Ae{9Y59d8*C}E~+vvq#)_fnu9hRE=tcT96SL-6uc%A&#!e^_4|Kn(61nh;5?tv zWHN%VdGf($8#1>-5TA!TnS3**_jSGTT@|9S@b&C|d=)K@wL=tDrr@|&eSXw|&DyE@ ztwW0)zdeauB}5hXM;*)IM*r1Qw=v9dGG2(Isx*@GaRc>dl%}*U7px!8KdoyyHcLUm zA3<6>+W&c%tv>?kU{YFOp)78O2(nMPVGytfsQc$N{b{(Z|$oiMg-k}0yf zp=Gp&Ux7bYw0zse>TTD#B3nMGzR;6AYJaJ1Y3Q{U$veDCbzpz&-~Eivo@vuV#bB4E z8%M+`l)k7C590J4WvP^&@0XeKm-h0(s6zVUlgdj9*JZ!oas}9m!gr30jg^$OfG^~` zT3~3cz2ZBMb;bye@1DgFtu~Kad=)GxT&zyv;Yu-Ycv(Y}RR}q1*if|SB1nQ|7J=`m z(b?U~?=I$fC*6P8c3@%>sZ;RLW~T9d?Bli;#g``8(!&9k7Z7iuaV0p1kRiT?))FK= z4?9jkiZpjPk;o4?3h!o{Q)tLR<8(_y-7=4U>n#6_N%(n+=r?C&AI=N~daNDR8 z6({KbL4hg5a*|p)s_~j8Ah2`E@SBh$&TJD|tBi)5)+Ubn@jAN7YsJqugOWP|KMCbd zdWFJ5kdiuC0u9s6tjsGHPuFYLq6XS&7dSXHC_{s%T$#%-or(;KApRlra$(xlXyOX_ zsLGK(mRNrx&gh*N>}3W_u68W6Ayl(=gdrv4y63uF1ymKKL-JaD>+zl^LpcOGU)!Us zvec4(J7)`0g+Er^WkU8$KT=?&i=VWi9zbpBWkKhNeNy=lK1d}Rh_AM&<_Sq4v+Kll z(?lD|l?!Xwry6wLEtDv3!JON)mbD}ZZN&VliD7@W`15DUHvQY8U=}Y%KCy%iul&T< zvHTc|`xm|VcbH)r-mDUx=J7T)+YOO-6UQl+t#pfzClqGJ?%&T=;dhr_$JoVAlr%Qu zHO$ppSs24WJWa}#u3glTu~>D@C;d#cKbm%b6(*0-Snsh70alWMTx6a{ZM3UaFa-3j z@_>KWJR@q{a#m9^C*dbj%-;l0q%Y|^BR}mN{*q?B`SEIpo%b(eR1SE(j;*o7R@a^C zhv82gNND~lKenWb?L}(#x3~NoT!MzHRM14WT&!1tsLu~pCM1x=ROxF2gM?xn*wGrqCTP4wBBwuRlspM{ZgdVe$EEl0 zjNzY=-4fzy^Scqu3XmzuNn&!MdGUFmJl<-iz;=DMtcPO$S&2fx0?22VY%Z1gX{Uda zV*BdXCry`Y?p@E-x2OAVtmAtCTie{AFo*sHFrav`E^z~vqLj~z4-tDU{Wj@$J{|q& zELKLlg0yw}T6Bem*@Gi_4)Y1!q6+17+l*er`A264)F+=#=Zg7;oxS(EIKv#G2S20Q zeX2&CR#@D-5ZBJ%!*`|dxjm-MY9oL9t}idFb|&A6{^^o5E(kTP%o`VScIW>BJ?!AA z7dFWy9>H{6LAG-TrK1nd6#wBw*|e@l5##J~A)yZ6BmPM!kDH1xn<$;#vx6rz6hc$2 z*z3GckIfnp{a@ALBTGGBV!fNyQ+Q4I5b%fmfpWl)!*r?FV4`5B}3 zHykZIUiE4WPNk5uU=f0bCCfu2#N=4u>bk8nurs_4?KZ2czgoMU&hq}GSH9hNe(QR# zBx56>kCdK`s%@0!S)^jcq8KGR3)V_l(A`yI%fv^x}a(XYgY0QdCBVLNE6R3#_6#S{2P zq66=d_cw&p`-5&d&;l%BHw&DlgyOk25x^xB2ld0FGW&F zqY{!kk{tL7L2#S*ec|)5BwClhDHfW=r1c^BEDK9Tk3LpMk-&(Qm#@o$BYZZ}Q?O`o|L7M_{kKT$!Ahu)@21k+22X)`N}}nZl9mG;Z?_ zL3STLe(KbTm-K}P{sO@{&VL^F1p`bwl$^@Zycj>5-F~A?xwB5`_Et)e%T++m%G(!Y zMkvbh$@;5X+Dm`eYW>>dob(tt@$QK9<||(bsOV|?k?~g1^)AI?Fa4L}D|5zV10yT3&FtfHS;tZO4S5}h3nYWR5-7RZY z!*Y3}Pa`46q!^>GV*4mU0>8NE-Jg6{g$L?HvU~zOx}twNiaYemxSuwR_8<;=d9(Iu zYMkxlR01)Qan=(QJ49uYX-4mGO)>%{E*>|S@r8NAM+#=?(wEP-{2a&L0%k~lj}&vY zcU`_nN$g+_6pyA)1e{95WxcPT&AdRMvO{QUNG1e*?D zLQ!sPT3LVCiKr5x{?-fyMTW`=dGD2#oA7vX)n{t7S@M9eCo(Oc+HQUXVEwXuP_J=Y zn4VOa4Exv;YE7V&dtY7th$@H4dk23T=@N7=`jBvBULlp;DS%6qq2H}=!g8L#bpGZo zdiE=N4wD=#b=)}^a6cRI(I`SHd0UY|K6#>bB2IsS6z23Dca47+(csi;pf*?b+Acto z<&7_>xx6^YvE9TVlKr)-tR}lNeY2~}vz;FKN%(YMh^}{a{*~t6>63-QkY3}9|3E`f z41H5lx0#n@LIU_EHb@d^cFMDNJ(IWY_r7E)8U|?%gNA`#co*-_>n2IY2^==Gi#G@L zPd-3%GMZfJaqU$>N&^X#JiBor{0B zXo*WqHSW0kUJ+rlaU+HEjKOe9*VD{VhN}u9vL&>o9$BU$t}IOEuThO2_TVADwTPAZ zSN8KIF5b8_XOQ%l&Wq{xiXc%B#sg-+vwDR0|c)$l}rpY(VyZoS5C2b zZ}|$GPpFd92`%x3pG*ME6fl2akZQe9Ylp?l{N<|ScSkz`v@y6!U?mX$i*}B(t8)9Ai2|>>OjCNf8s3nf?%wYH!&i<#H9a`8qttjCl(PMGg$)n72Ie}@W8CQd*?a;@I9-vRd zDWlSFFs)Y~WA>UlTZrPcuv@yPub8-=EW|glaur1i9cb@;@(iK(wKOX| z#4M%i^VB;z$}_{82j6z{J`UtyL_b}#E-ZeW#Mbst8k0KAPMavJcG;0UPesc|YiB-( zPZHn$#AI3wd*l}Wrj&o9eBiai{m~8%UGjt5rXtmB)4^HZ&%1wF5`%n@cP|aw+(hE- z*y@3b071CNi$qWNtBvnz!b-Dl9=8TkJ*f`E#L}Dfy;gk#02gNJlY{&faq;~l>zW&A z1Fz5;3d#C?>1f`TWcU+#tb>rhI@Cmf(+dcP(PrEKq%zCX&)@M43M(w9Uk@N%EY-lD zbQ!|~Vw!6AE{T8812`i>^7ozk3UnSrl%>eIsTfHG`er;&hth<7XRTW9E}-q`tYiYj zhgA8;3dp_MZ$LQ#`kW;*xq8mC#sO)Ea6mnGg+y23a*RpGe(}31x*6!G^+0An#4dFP z&Nwb2NG(kbGn(RqHu4@lxkWKV>PFSN%{;MwxPwi9^Cy2Lmf9w~A6?Nm)e)}v*R`8F zz^bJnV|fPPJ0;{9o(L13>d!Io=)*p9o@yBNCYI5AC5Vu$Gcl3bpxt{!2v&Q%*24gq z7YF_WGxFym4NEe^y_uXE)NKc>;>Hu%8u-Iq@F0j2r7VV(&V4Bi5;xx)eBwo#r^Ln* z(Cq^@7~g+K77^EyNO@TGRmJKKe91t@l4@lKpB8xhPVK@&@d&`FN=lQn1OXC+ zqJ_I~tmMLG(Ozu{9{arN-b)?Aw{JUDpv>#Kt?_>q!w($vC^<)KFHU^tD{2!s{-&*e z2Q{Gy>IKEK#M{!^5SGlFoLf>VHqcFfaw2w}Ul6S%r&8 z_Njl%C`0CzR{G5Tlt29(91R>!X&7SGz)Su5o%{^lmTF)Mi4c*gjwJ#-0Q=9SJE%(t z)nqnr7(i2lr^a!_zM;0nY61F|-(@!ucc$xYD3ll`?@n~oeLC7e`wISnlG&H184sQ> zMsgm*%$O?XWu!l$LS{`;SZ<3-+n;8R7_EP}0&bnppk}sb`xPVgB|dk1Z5SAaXzZtm zJj<<1c<-5UOEoQus@i8hbFI&x{MEqu10bON_#T}Lur2GqK3eC^!vfrli@Oc|NCAgh z9DS6YH(RM|_qSWZ4S=A2BL24gAi?{m2>W8$lR|(2ULSo*twl-GR3s_y>kY?2;kAF| zVZauFOeCxznjcwU2_DQ*LpXr;D+5zi@)a$jf45vy(ZC;qD&cEx-#^D%+5b^EcA`}+ zJkmnoFrh-(LwbdZfN-umRn?C;4xVbPaX@C~9RK1xd;yqI|Kv*j|Jl>}0UQz$$m+j| z6aVGQPfR!rwg?zQ{Pzd`H@*o9(9wU3e3a zgto>=QS5AH_;}asmk-pxNYH5a+7_pLN&OF6y||t$*rTA}>_^lU*dr%hv6InV0=BxRC6hY%EOwg_?uG zgs86TmOF3!U1tGcHQv`JVbg!sH-r@j{UMUHZj1X$&M@XBwgY4tZ1#ES_neCB`NmI~WXRpCt+(4h|4LprGIIDLPlYCc_9?=TY#B*cl^!Akr}z^{(3K}BRKJ;K>)ZDXZtxK{EwG4>=id8@6w#d zh=SqE2vTUIA^7LvKfHf?6clPvT-Oa?Z~(}odu`X+tt}Mfr|-VK>Qhw1>LDXRJfJz+ z&i+;pw9PgFL=YInB}3b?tZNSQSGn-`b}`1sC9?8MyPJcWkTRh)kM668f==y`j=4qWur!2|vx zfDl%WnwwvY(oo=|0-iUSi*l^q2)VP_XVBgl$5#gm;cw`~uo?xPFn{U6ScXe*Nn7d!(-{!TkFQt7~7LIS;g z-#a6+3~^bq`du;1pGo1~m6~ocM@dhxs$*3(=}uB2sYZ@ak~4YKuukH=WiqA4u5cmY zVoe3uu7R{m3R3r~)mh=A0QfFf9gm7*b2ncN+3O) z^)>=-z$DqZyos}$5*8o?$>rl7N}FAyZCk37U%ge+x+%B|C&$EKoyT?eb;o(eB!H^) z8o<)gqj@JfD3_Qs>_ASRbpzlD)j635RYjqXTCbwOCA+&b1KF@7U)}rSPr)ywiQnq%vx6J`D->&})=)UE2-bu{uqt4*A z&sP-Q#~gOVJXxd?O?8?34aU4u&yRW9{WDq~?hZeurle5Nl)@9Y(Z(!x*8J`}Z1njo zII2hW)3&aAVUfbKVB0}0>*k;W&O6cGCB4T8>^2A?pE|nWASKjwHCSU1zLE*hiK2fG zhWhSnHqON${@jzeDqMd^n)qvc!Xq;JNNf9H|Ad<3=l8b=Z1Jr)MS`^T zOl^~@Qj7G4QwcD`BSWX`{4T2)Vnp!(UtuC%ib}q z#8BNrAJ`tM;0TKw9`@7y218!_0@rS5g_qkG@^2R4^AfX?fOQytLC_0dfroz(pE?a> z2(d+<`g(uEER2iBg?v=nZAt+P7TcI&E!^Nq_iT?Kpn4H|$(Fd#=c*bh9kd!fc6M2?lNwp8LDd%b?XbJMQf*TO!{0J!&SUzH zj8tvt;A$)5kgpfNtm9>2)|8G5Px0aF=Cr{38N+XHN@6Jdj|2u67CjCjGPavFSjZ83 zl+4I{$YNOE&NfJ)+T4Gdcw5qHE%Mm{?@VmHD>i~oHb=PX1y~8eqX;7gEa39~yuxNq5md%2#?e__BEL&(uuPd0V{>IOH&#r$zHNjogs6OXB+G8&} z!?5Gm8}3NxFX{8)w8%Y=5GMh4uT}gERIj;{0oJ7`ms3?vM3ed)6A=MSC~)KT#LIEj zGGO}yz+JHPT{73$Y!N`+hsP_;I#Mv?O*e<#3Mt8u1aFAqSW>?PI21a(rvRZov*3U) zYiR6mhDIQvd6s{4h`pWyS)d!^;4WjJUSr9{VbtHk)4~@K70@C`@oinv`XYR1Ceef~ z2~DdJZ5HSv8x`_CeVb^t54=ez)cePhd+IyKnkdbNw-MXcgmuu%3Og?s+ak`160ZY` z+0;hLyxQHt0W;KrP$&YEq}NkUq-!`>$Xk2%nITlvh>3p$GQ)FfqIk`7w9hv#{>&GL zQcP`1)UkrI)#jL-=Gh5oPC?gb6)~>}4`S1FuC_L*t~aEp6mD~wu)Po9nab^og*QC1 zxr?^kSq)?rx((Zb+j-E_=_to+Yo%{DlJ6@0+c-xA$7@%DN!y``dJosrLApDXK1TtR zT(@f5PeOl0T(ldLf{uour5#w1s4p)&OkMCvY8DqH*7Ak#%mbDr#jbSScXA^E8i(ZY zz78Tn*{O`rn_mAkTj~w)BdCP;)qviUhQ)|5N}t_d zXsI^pyGbm#TDDhMiCM9jz<2QU5zNjsT}IVJQ{R79ks|St!LY-*zb@_8QP#1B)90w> z^^5frYNrE(_talf_&d`+V2#vi`kU)s#C-BNp+X|BMMkMI_tVSj45c?<;yUB z$*_MS7pIFiX|OhMB0=6MI1kRj_mBWM=QaZ0N+Mp|DO4(G@&Ceqz^8G9Ps zHj{b)*$-xMz0qgEs=j}J4WwAeEmXDIaM`LlQbhq1p3s3YjM zMd1)65Zv7Z1c%@(+@0X=9^4&*1()FN65M~?-Q8v3?(TBe+WY(W+5bH+_od#tx@*?d zu9{;!bbfdru(=2=t*=Q}@k)AB4Tm5OQe}DlSn34#F98FP`3_Cf?Zv>Yxq+RC>`Pr> z>)iZ5r{#bkKYQYH6|TqHOhMmK?YQ}U8(+tDD+qtP zg|@P72Iz58e$A=P|FS&Uf($AxWG5v~k~(e+3eB#f!N4K%OMz{?FQ>IzZ1>C6*n9P+ zYbB)>c%Bwdjf?pX9kr8p!I8rJ1{NOj8EB*%OG~%LH8*kajpOXAL#2h5Mee9+;ZU0W zVjOo@Cwd<(t)NV8Eial6Z)TgSXTpC{I=JQH%YscPMWVTs(KPZg{N18$Kcchv8rndj zmdz2*Fy?9Kh-1YPL4Jo)<3E=C&=XKWMbtrVAKv~3$^u3~d7N{1JI}!}GSGfWb>9C? zy0|Ft46f^xZG-153Tvie(;wb6y6Pqx=!VL#?&7nFG6JSCchbfGsjJcv+X#QkK-j#b zz2tY}P9CpzGWc1`s0ogLI7=A$`&PAq&xqGtN)gS&MBcI)0;ta5d^4RK;pyvsb{T`S zkqxg>7aU##>=nghq`javP~dkBXY6pRdJt=JpOFMg1P!}Ny&S=bi?>oAf4w!WBYEGlJ8A=-0v5gA$;35 z)KemKc4uc$sdOU7s)HQoap4-qCBMnl`48o|AKaGwD%7rJmf^h8AT0mUlk#oO2=y4r z1qpm`&0({~=}u5lM+&}+bRTgAah5B|26f*4pbKv1haQX|ta2oTxBh>0=D;8H9^N9x z&jczWqT+VPK|B@z%`G^K6!M`2Y?TSG99e<0Q${9OLHAE+PgnO>%?Y48&B^M%`DAH60N38U#a*ZLL*n85P(B z(LU{Hn&zc3e|tmU!AyUtwC6qkmq%dqL2vt8OS{&RO?Bu0CYEyMcKIp&L4Xc~8R`iO#?d+VYjz^<&)D2VM87ouP5fA*utD z2Up4A9+G|kCO?0JI}IDlJ(d~$ERr9EW3rg{0{ZjY-ZH&QsFjcx$AR4UdS6{b=4f^oRSI3F@pX6RS^HD94vj-pr#-@m8vTtVpz*FjxL`Qscg_{~ucAD-7;xwq+B7ZR|KtNK(5r_0Bo6%Kep364AX z(`ie?1N(n(Xtt5##rRquZpF1m@ zE4NvhzkyeP;IJ#OCJ@U(8d8TCGauyjLphC78sN#J7f!3kUFqhsk?gl*QUQvH?JOS}&ooTf*{{D!x>C}&%r`2gN*-_cw z^rv-H+3)sB8x!8+x)GEAceESPbTP1GC-M!GXznj@2WmGHo7wE}q47KAqm;IT$=Hx~ z+C~I`+OsocHruOjd;s5;;F<2Z0?a7RV;0e`o^C5NP~8;l`+fFYlsuV5+37K&x7&a4 zq`Yw=(^Iq@6;O2Z_}K;L2RmujEp!t((w10AIFGvtETTnIrK2`K*<~N(v+uCy`aJC+ zTU}^WJYc_#Ojm)FLnZ}VB?D4AS(l4G5H9mH=GNGSvoV0VSMUqr90u`);*4a5Y!KC? z@vGFz$Z^_ZwWTWx&M=J=6%l;>=g)sW&^1TB`NC&GQ$rHu(9=mPx{`U6Hf;j}>2KO$WMomC2_R2*75+26Xm!!8C{~|&7MY3UCJD_uOtdgD z*>F7zODW-BGdpStz3h)}pOVO0xNbw3oXsTgw%cAXJ7HE&_Tb8!q`#GmPRa|4Z)&QA{*2BE*W`NDZsn_#LNVQ6of#-kj>p0WzEOrz zcq4@E{-(L!Vk_TOnY}yAi=H?}4?wfZF9^K&1CgZP)6j>J0!_3nCZFFGKtF*pdz}fg zA*_IWUAOUh%0`*ryBXT`TrhvI@UUbd)H(+t!QAkuM6M$Uti^HMvbvTmUU}~7`In(t zf02e@NM$Krmk2vam5N)r#~;HBw5$aPqBA7~rHuFl;W<6&{VB(WvJejIw3?H;>B3Ez zNo9Bqe>31r%N12!P!tHPaQ}Y}7j;!!$FGQui~gh&xc%+6)B{y}&ECX{3rjS*c;`x=<4XVa z^Lae4@2%47ux&+vCPT!5F+razKD?A{%Z6-ow|wJ(6!5FsL2bmLDUrW_Al>$GqpFBg zZ5QdedR5p9!$9^mk=G7$YJMfYkuY3qf~C$=v6Pc5x35vuXs&-hrB8R7JFeRPg$G~% zV-#~p{P0#Vab~1EiAw!XDz;_s=cA&NMcIcy+7Xw)aZWxgoq_Mt<^~8zzNANqw{Q^h zzF0RX9#+VDXwo`6&zx(y8}Vkpw7YO(MC~f6i6z|6ciM!OYJU!GSHe2#U~EAlSLh28 z2%W2CK%y6Z|MP#tW>~4D>o%hgq@RHD+StZ9mFR>!0-n8vOlL4!Q){@bbk1PLk5m#M z7VnekrSh%djGbhjLOi={Shy!%L44nRp`Cnh3R=6O6qW9`mOL^U%6|9l@qFW_9_#5o zxk|F45F5f^BC7$BMwh|%Ok>q~i2&B$muL|;609)BKkR=Fq>46*Q3@xB17gVjcB45* z1O=!cPlRVW4Tx0toi%owEHO7t1$?(BUt|O&u_>!!^xP?~^celye6O=1d4HESWQeYIUTL9jW4zK+?^0Z>9*EX9^rj zdNl8Q=RJQW*-*M`9}dkpto6$-3ecVh)hOz$(PMoO zwjYuo1g$0_FSAFeNlaG9)q;r5p&dS={MzWS*O~;azXG#OMCqr$fd2E@moktV^^Dfe z_)09CZY+n8Ldcio4)II`l~S-prfIRyqYQ_{X1afa#R3_EGS!P;2IT~YsxB$)5-n`1$Er;xB8?NJ-!=WjiKZj{V>bJf87P}6c*@&iQa_w6t-fEW zwJ(1p5O2pd<3H|NI4yGdN>hK|9cNU)iE)UtTz{3JJ;69znQbMzbz>gLWRB?@R_CNh z4H=|2>YO8pw66~A#}tj_v2fMS!q#1Ow52Jewsr?_nq0-)<`rjB<#v5ycmGPEvfp(& zLdAeV9u{~-a&DO0I>DV5rWYNc6qZ8Ge_wwF03RO{YOj8E?tHtq{Pim$bTHE1oQx$NWb*_Bum{i$)**;fPr}PNZ6Hg zGK)r=L*RF-aXK{XmY_5LYJt?h*eidVWb~;^dbFLS1<(Lq=FoZ>y8tdK`YW=cKqWDR zL#B~)(ze~zoD8pZO9sR=eRh#5gX$mAedK!fI#||(>yrGXaF*rnlz{$A@+(lK#9Azj zYk?;GU*J3nj%1dA#n*e$^6v` zG1wj(WJ^f12ifMb<{G=3AY}@C_9De8#0X6@Zoo34c_oFdiH!y1?Q6KsA9pf% z+dlXX4=Rbqfj{mR!=AcoKHt1}#V5&IPBJ@>nAz0>tfg?IB?%A0_*o;Bau0Of&kzB2 zPHv)(gfjoaR(UEY*|V@Olox-G<~C@*Lb%VIH}NsH(M%R(P@7@sX!1 zw-&s`kNfR;>w0{nQ>X|DJ#RTF>!VUD4?(@C!{%@~Lj)fM!W>9d_pSJvh{zQPz!Ox< zO5pvfP^nw0V~5C)3PS-s#FMu2jecQ&tTrxE%Qsm#QCAf*Tm-p_NnU?}vaHF1&QNQ1 zThCP+WG*rIfm$5XgviD_<(sj(&A;eh+T=9WRNHHg%b1M>;?Y#ij^c3yiYT*zL*Y*T z`HZ4YmT?s3nyRSQlh}?-nzuHPA=x}<->}Ht7@L?mB_uVT`{j!Qh&us<78AHdQj3A~1~a6lGxn zbgQ`>o;W^__rE`e{~4VOsE1y*Vpb3ZJ4-oP0(!l|sUx)_6BcIXQ`@*@oud(*UripI z_r$lUK|zJtch-NXk;jB&X0SrTLcAHv;-My_0$3Qod~1`&V}jldEu<5ibezYk_fzB@ zt*|aAFr^Wa$n`AZFO_3!m;jG4ysXFd?;fwCV3da`-qp zmX8Dr7Mw_nf*FNXbI(&uL(OfdXR8Y`IG_bvkCL7siSmENCft8k}nY?|-$nl}F2=<&N>q$%w14_h?C0-+jz=sC_#O@LS3 zfPF^X*Yd5*MR$X+pqc`58A*=o+|eKNlD`Z~#}K0OHIPY$qZhKxe$(AGSq0&~SjqI< zoZ_MDX*_>Z$buXSiPYV1QpU5^^A^h?y_Egd{L%zV?RQZhwj)*cltVH6>@Sa&qXH*Y9yDZbpGh4W0y1|GJ;*jp6tZ%V z*~eIVXQbAY;rG@C=ELWt;?4K zlq-KBs6CWtpaC@{3r2X<2g?&YTe#TAXm{prTCT|rPMCG2@&H7gi_F;b>OwX9aAzHL zt=i!-Kc}(H8;h&|)`>Tj{$QNDVclP-LZ#LuT@-O$HqO(@ z1x$9RrR%jLrbe+-wAi0fO_!^|QwI~eu2uUjh^-R`BOg1^(!?ou++&8lKC^sxb9+T1Olo1^NEEu43m_jiSZKSH|3excW`*xmvHRH+L*7Kchtu zK<4acsq0BL$(EzhFk1M%+_^K3UHpFlI_=f{^TKw+*uA?h&h_gEZRJ=`EYpkgUaPDH zgQVtYMUt+Eg_7>Sa1{~8T$U#iM3lc?wI(9&Yec^Z- zzxnEFo<8}aX15!m=E*Rn#nS**ihmdo1aIU5nTwfjk%S3dr;~LWtSui@DBpjIAA{d; z!#?{90}p%<0PN+3Spn-yVUtL-uy!4|vRH{Jv~wb^ghmvSzKuQe#*RfIjjFc-5Ml%D z?rOa3NrX}DMEGAjiY*DBrneG7fj7DHs70#|o`JGuSulypM8wr9Gq(Ssjhke$;B7lq zs%Rg6=}qaI#}}~-5e^)CPQZUY`{?`a)?a%~h4;AE<631qs+H?hVS`iLw7)slqzEge zKc+V{!Va-!v}Z8%6h`z>)7*d30sqz76MWZ}NF5pBySMB-5!EN?e(GVu{RFk{en7}E zNZ`oXIg?y4z>zs&n=|aw=(z(hJ_zMLz|Ths%(7|$mMI^X7Au5utbNr$k(+`@H`&H|cjKh5^ME#v5NOg<)^U!d-& z{e6qdV#2a3SiHl)dDVZWwcH2j)Hx*t&(%prkm-(S-ni~@!qy(``}k+peLUy1x)J@T zFwLgr)OC8i2cGft^iEAM;nnp%Hla`D+)u&$dHOW}}r zYNl^o`|$#tkX3kgcJt}leEm)0xf^Q3aaK2L+F82h=GkPkpkX$i?qTgX*hsQ%O$+eF zDY~KETW+MeIBsf~(KRo7`@Qb2NXh}{+z8>7gl|)onf zJaz^{2|40r>Vbc%>Iuv47QlHE`3bx^J{ZOa42KPvAyu4f0J&8s&Cp)t4vLZ)T5IwR zht9omjtwW4an{)oV>fFZj+fKgXtxQ-&Y@GDWwdp7K;#5+Y_B)q3cR|zTV~iV5vv(sm&i;Q@e;} zoG&uTOgT0DXEC-J++)d8^4fQ$e(icT&3i)bvo`hQwB>cNkbrCLZ(g-vWJxhj1FI37 zdWkl)-#33E**Af|@i}a?|IQY=-a@y~@0)03)t%Oia?1~}2KC~grVph4%rarvlEgT` zc9tg9j}p;|d9Rxj&LU)DH>I0wtFXzTzm)o#BWr>{vCSsjo4mFfG(Lb_*A9kj<;1lw z_bmH{>O`ykthS=qhYqw!(sB9wU0geS&7&6PocDjiT|O>Lb%00jX+&*p#j=uc#ZNZ^ zF%2#CQ9;eeY3g?8_8?^O5Q)d%XCv|n|HkGhnAhO&@QY&ZD$2TN+R6muzoK;R%KQT` z_wgwqPdE|Py2B{FtP%Qv<;^6&?|#SOAMV|R&pp~|t+P8tEsy@HgLe_luN9;jWow?5 z*_(fDLI&4wV6f1(;mOkswcidb6P!kmXP6{HFWU(iJp>9Pa+9v+ty`ay2bmhF<7gc9 zJJVR~;L-GSlXXdFpF|r^ojH!JupU2vOvvi?{g}OsE4nNCaeSnk_+R57gaj%-J=07N z)nWpF#d-&<>RX0Ncr7UV`PErk(}J<3d|H2J z4#r$-D&BD!OSW6u(%{7}i-*WwG;Td^Q-cfTOR(Uto1dp-o6WD0up+$XMK*_Zxwxzm zxi4_t#WF@eS(lxG7vC;!Z;eV zZL3ufe2=GU$;2l7oP6M`o|y+X+1-Dhsczv$5tQ@zvUb47Ayit5*|sdIe3v%&rBumQ z5znN!iB}S(^!7t)G=B_X=RXR-{NxI29Y%}xZwS!+yl+ScmUwlqao%` z=uCJfilk|(OO<;-V{%|tm*=j-sv67cM7!3)+G2!1`OIWFESzB3IQU0p=68Qu%XQuk z?d;+Cz^m-y8JUuCwV3O#2?lrS*+Ww=${oatc#ERk&hD1S&%EoT878f6cj=M`jLv#> zwfy@LOVi(k^uE8{^1YnKZT*w&GBk|gES6WvKPE`_NzfUNxKeVDHS;*1kL1Qb7-md2 zK0>V^aWU%j4ESx~^iruGBVvD<_?Ka06VO@U(pTb0YatdFk|0^9TEEbs%Vts_XUTF9 zbkX<#z9_`#d1l?orFv6Wmz%>Sfd@1{&~;fh(NOJ@WtH1C;7~P(Yn91cP3wi#Z1f?) ziuGrQO#Mn$mY+KhM7|16X16GN?CnawI3=KMDjUg-)Xevrjcmgxhsl52DraNY2nA!| zO6P>nQsYg4;fLeI5;^{&ux3j`(%Jot_c<%Ka?bi8aDo$w;DWOos_Q)v$uH6O6vRxm zVMgda65g6{pSy|&6t(`8>WU{kqbRB*WGQKh_$BfSfNbg&jb4AnyAIRvELYue8X4V* zN%rAv4zWB`8gI%Umpy;9o=u{Y3IcrNAY&|SL-z>GwUGU`kA0R-3`GU3zlo`u_Rpn5 zeRge6%g(kQ1FzHd1#mnb;GiZ|v1a9jm^o$3J}MiJiSS`B~Voe^&Ey}@nN>KP+@ ztK$-x!=v%NxvAvPZC8`}O#8$$YZ4@$x9$?YeVH6Ap=-aLnONOtoDanI!kJ_`|5Z@d zXUkt)dU~LH>kcw?^VQnc5)XFcQw;!z^E6?KzGvl$JmZ{y`m4jK_+WB67De&w{WnR^XBpgkVZg!HdRrHv6&RdC@)*H@fT7qRiF|*0Dke-+JOD>PxWB^OXRvgU zigJjUWm8?}|GU9)H=K(=ZXxVriC$AK5WO`=J%GHFKFT2xrcviDvq zZxy{CBsBKI`~*zRcCsV<1!cQs7Hc*7f+z8n*KB6TXw#&4!o~QkF?(d2*G*Pw{NR^fYp#HDpJbKJI@hHTXk+lR&6e@7^6ThSf`<7a_d(< z{awbfU6Yxp?lmdxi;q5f=H9Yebg%h=EA3g(0t59dr;T{pzki6A#u9&!ITM!uV9?bi z)-BM)JZN*p$W)1=qiT6j56>PBbTBy!N&}oB%b6s2_<5**3Mb;Btpg@3@)cEDm38gzrI} zKVNE}+uRO+spPiyeK5K2hLM*l1bEyWX6|H!O^B$mB1`Wao$&1x{KtiQLuZ+@Y^UGJ>S?&u#nCDm+id-Y`#P_8!RUO>ARd(WP7_I_tS>WDoy{F&S<6F z)Ti=q#X^w}jMfRhF0_u^X~(jZ?r!cYzYR+VM4Z5X0@&`equij!c`kAyja-Wul(>Y; z@SWM^U;*6FR4xH&x5$3mvt`do70iUSi*`eND0~=v%6OG7qA+m;64`s30mwFCMTb>X zR|jXh98Z4wp#_-RzkY_CKazZfF{eh|j&`8t-VEw(%>TQy@^w0cdm86j9sOTmCB9wd zaJ}ncj}XGcW~1lo+^S^y$hbheu+Q+ssb5TZwWI=It+^pHy39k8}Q-EG~#20^UkT@8RUIp1c` znX5`*P`ql$6pcZ{38jf5N#>IDlGR|mZDju+8@Mw+83Ekv6Z(B%SnaIcoq_#aeGQ+? zU=bV=R#j{hI8Atgv)Px}zt`m}3k`UG zoe^g3iFT#BwJyTP#A+QWJXZ~IwJkJ0>Pxtz+paSv$p|z^Z)G3Mlysbuz^##F3i&!} zV$v2abpqdaf&fa}mUafR$$q7TYBZZxOdDKx`lDUV{loxhw!$kM&ESFyu4IkL`4(pO zxhs|SN?Lw2J=|$v=Dc~aH2_fq-NGqd*MBzMqh}U9r3V! ztJXHmWhjda!>6%EpMJ-oV;o}|v9XJw%F3#E*u7GNkR;@08u7g^izUur)0M>eYx~p1 zC%=#JcmQl)+d}lGRNt1HadO>J!+XjvLY&l!SZOM$bmfMQs&VY*SB1t?A?GxIao?fw|&#QBaMk^z}b&2IP$y*4_UJcUrtcytOe{m>^_(^FU!?hdz zr^Ck2JdP)%olcIog3S4#pe%0gzE;9Un^% zn1>IAqnJsgT8d1x4Yn;v>j}NTmNnRL!V!^QS90cHL>4*@u%^}Iq4tb_b-zcfSCvb+ z05F!{x8XuOlXv!W&~Zz69>{L6fp4l^M)Zf2_{zNBV5OuQjek&Vm;>KXT2;)`EI7iS z)7#<;T%vZ*eqXIN*Sd(U;IH`qu&R=kUzK!^5L@>Bcw^BHlUUU~$Y}n{v9WMi_s)V{ z@`Ir=l|TMR{`=GRpI;?mC^n>|f6pKlXCa`9cACpVmc^r@{=YLd=aEG)mRHF4C(mB!B4 z5Yh}$n#sjJIjN}aD=+~A{j{w^<@=aC@QQ8vvg{FwTTLgB|86Mq%GPeTZg7wvfiAs& z3`n1tWu4YcM@bMxL@iZ}CBma;24?3XG_DYy-)s+5QwGA-N-#9<#?tvvZi?o9Q4f?p zh@oQMnoNx2F@RQoV)}hMfo_cj^I#G{#cOfxGMVO&89C`@C#7NGfP0oqmh+d2-u_Y4 zN7KCsfYkl(c(?An?a?!^4KJZwNr%Q>>`ds)~Y; z&pniFHh)ad>#9HZ)Z{|MQ_^nw%aUo-uMR)D#K)$6S+{n7U_GTPLSR_Fmi6!V1}>|5 ziKT|3o5U4U{4~p<*^VMUi|xO5{rL#HPBKn$6)wkr8b4O!O>HfkzlR&F@>_(S5M>%` zkzYtk6QL^O2!=BT;mkJG0!XpilgnI3`_7MFBjJ#{g+?kSE>DocgQU8vM^tr3)X?D{ z3wT7#4@iA~uSKx-zsXg^>{nN*Xg~8Et8mCn^w~!RZJ>OqV*vv+;c!f_Eo$eyYDkz7 zEFTl6=Etj0k)5IL--Qhnl@E~aSi+XLh}g;|K9Bgj(na{?SA+p7BCx~0>GCj=d4=`h z?z(EO%Eh6)$*~+6A}m_GnIQ`K?G3Ln^sEMs{}h@3 z3>!DfFolV9&!w7qlq?Sm)036i#;Qed2PtEJlV~qzfrg+N6(ZXCf}ZbNk67F=%=s>( zD9N#(U(+Z)iNy1rKO|z_!YwNOgmQD91_dIYy@J4*`13~EZWbYO3jxJsaxe+OyVD@;#q@eCQ&SCp zZJxxfD{5N1K;G|eO_k7U+SSmXY->MUTM(rXL%Jkaz0tjx`s1j8zaW_)3ObwJvZ;^$ z0$F2KE8@j@zUM_9UaD(L(8m%u43XyOnm3xiFzW~0Qk|-=l;bZ&%^zW{y4XJ&y0TB6 z2EP-*GKxa=8@N0J*2@Lk%yZ0R3CZMtuf~!_MjE&l#-H&aNucz zFQDx)jndUZu^3yO*xW@!8@hNo(fr6PkgXIJu^_XZZuv#v@c{3PS>vDa*XtmE#^gJu z1YuOAyAfNcR@!i{ZHXR6W3NX6FRFG4UH%m+A`cY~vCc zv5gS_g;Z8ePvbgWCPyzer((9lbLbP<94zUJ%9PvM`KT5~n5&NN;I)Z=;PE73vOS#e zClE%EvQUPp)SO!|{;=E}VL?M7P{dHHeaRrVIyVp8w}W*0&6L*7;yZyg`I$fYC5V0P2a)0OWgR6}ntw=)u()=)@E$jRG?{&h+K)oXGr?nw zb!nF3-F+Fsp9@=Usn{&Q;FlrcwIETL?d1;11uSEjKp=%Y_R$ztUs>m@E{GK@FQ8*Dx zG$MFRb0-=%)FKyuf-h;r)4gDG(pJPLk?ugjXs&(aG0>Qmbk9AT*NYZ;(AE!e=7Ms5 zXB_*U@xyp~u*r{GMkhw}`?J!~#xCyTY{h6!RxvbghWrWxZm-0$J%tr>Xus_Ui|s=I z(&V|8@b8)eJ&fEyQBumgv)5_jLJ9u`#W`5`f!NG8pQ>Mf$%y$g_nKmjt+rouA;6##buAgFDbg}3;O-6DrMmE7pmWcy%<+!7f`-4FD^=$2aYM~zQuQ*tQt@?s zq>vjpA1lItX&qhid*Lbe1eGxI%Qte@y>gbvp_#<+3lTXfagI}ZbQxnC$yt(GB=*CY zYZhilNr&>uJNx#C5sfAl;x97oQ%0z8akLv>Zo~$DXkHd!pIl8czztB|5}SM9M52oE zz;w%??2IV`cW^I6a*#z)Vb$TJix7zd>qgzAiYnuO?AwuwfSwv|l8^f%kmoOpLMtlkJF$~Mhdjk_Ck`(5t@Z!Dn}!tq@^-(7^`t|0ZDvE75= zoH{P|Oes*bNGN!mMCA2|HXH&Wu$A7>Hu)JXZbW6rhJ(?4FUMZu%tn6`iYxsft7T}j zKmuOjAo7yL*U(>S24Xs4Wg->3^Kr*Jv+8qy=CjKvE2QF9&bWBGXuwl^r(9OGk)NPG z&u>zCx_H6Mkp-=8kqT<779b20=ROMhad5tH1&>i|pt+Ftx?^M`m5|q=b;AmMayG>G z{J&PM*c=W^$|WFAi68TT@Tl~L^oC$Tb8JS^pVG#p@SR(kDdAi$%g>hRKA(4>bM~=+ zxFipst6tS1=_QE|*^q3@^5aF=ECzkOwM!YyrTjNo}Vx*swiQ1r=Y#s{*$=fG0 zG>?<+1<3swMQl^174W^sO=!R_B2JS~Z_1a2fl@Cb?pDaC$h{8(_l?`TYEI+%TOCAw z=(p{CWDb)ZxQ3ND`60@Xgc@f3BKO08Bwvj-n7CxSW3^P6>UVf7eW<@_936oOg&Sf+ z!9;4;yhQ_DKs?%cT!tI@C!gyIL(}pwtpQPLzorQ6LkhkQ+mMMLAk9_B(wly9xsLl) z3kBIcvtE!7eA41kjd8oh^iOtC;va1dMlj7`yJ+{x{6Rjb{)gEz>~xUP+VfX`wIZ$O z5$A3D(%59F*@|`8Atks?+p zGd#J?HZ9(~`$kKC5s;hqeTVinCO>bs|CZAVESa6lZTLQ836$)nHr0%q{JNVs!2^7U z1O9Iuvob7P8zg{E;GFmKY?h0El02{TDi@f-J>7O_%_y38|8;ZrX#zOTGRb2dyoemF z>$&DGyMR)k#RTXyVO)EG2)UuXov_qwqDa!7p>H|N{jcsNKxhXGqWV)1EXPILO-n(d z=Ezfd6e*AVGk52YQ_~D*Rq(M$Fzthh3FN!a@8eAGdyNA%=M1WGO{pw@Dzx;)eLG#H zY5KY;A)CLVSoS-E(YDkPas)34$_D^}13-bCKb((e1~$`;aY>#wm}#bQ&0#diHX9i6 zlkru5$X#*Z39>ysE8X}m56Be$`q!tkK`Ax^mG1JSQwxTKb zrh&J1m*=VveFC{oC{?obb*~;Wp7ahGfu|XDVe1iAPk+DqZ!QMcO{%;S}b;;JOaWwJ-7q?>sO@9X0#9un;X zc*mmoVva;hdYLlmHQ?^w2WHuruoP9fo`n~`{qjx#2ky;1plX?*_2ukL*5WR_4ws%F zCVKx^ZAG@DE_wNX*wGWQ`W8mUjzJsJ=g)Regvm+BX z`{D^dTwW*b8p8Ib>*|a&qxGtFqt2zPX-(#PXWqtYbH$V5Te)(HOWY1^e~pj)$%+$4 zUztv;OZSJ_Er*wP_`50n!p5IFUY9zb>H&1?+KLC+w~xk_=h>;V;g7+ik8jWX-dynm z?>ZY(%uO19AKf2+Z{GOzyk{?T-w+i}aRPk`k1pi;|0z3ppLnWN)0WSEgx}Wpe5IYU z4C!w&b@u-5vtu)smL{T6xuewl_!+7t+*T^wgaqXcauhhtl9W}7;30~Q^4%7~)s^pY zC);wdLhyGnp<0MXxFpiU0|9Hhw{id(Q8FDoT}jqvn_M*6{*d*mo9Cg4rVf zIpqb%!;V~pL(r*KnWJHiO3MFtjZNae%rp(t^I2$XW6%m{-7~-qWF1 zogU12vyY!3Im^4?PV|{9yeprZl%ihXOe-OO;V5|4Dpo$jay+dI z`t%tVL%OS|!afc zt2C_JP~!2X`9V*e4m~h&8g^ms6>+56FU|rP$4S0wEP74jdWA4dDf>KDpK~r`!4(GY ze2t?#Fb`P4iyK#dt$`mJ@CiPCI4nrgO=V-?O;=fs)njNh zSJhE9_7DE%LCY&r%_Y@wvhgqoZCg80Ok`RSoL9&TrGQ*MTZBB)9Di(EpjfXpk$8&; z0rg8s09kVJf{7!vj2&XcX>P=SL|ibN1`5oRxjB4$zNMx?jO|>@_`{>7BF$MD)5rt` zmQ_UHWBC3fWv(;>FnTCf{6Uzf?^>VGiv*w}$Rcik^d#|Ol1XX= zw-i^XdrYPW8S(zIm_E1Jok(4X5TA|dPhv8^>tnlq%rRA3q?2D zxiPx)lj|h#=DnQ~X36rpmJEuhdTJ?7ndB3{cR$Ej%qJXneJdq@KTi7)>9wqE$I`x- zb}V~%_LSPo2__2DA@_Y*-SEHLyOl3~SEW&D-7^-~1NjXI#_UdeCndd3NbO%7;FY10 zh&Q(Wpq?k)G&NpovfsHz5^KhMxj##5M8Ze?XX@7-}FXRXZ|04gs>~C_xKejA8FUcCRJ7io7OCj)uDht+ccPJg5T9Y}rI`HQ_dt z=fA+f=J&SG(Fs@jEnvCzv?jdymatp+v7+^y`((M+Og)JM7K7|^*(@uif;>rcoKim1 z%EQiuv_N^WGs+tzfE5LCLKAFVx147AKP$Lq=>`mc9Ii{{=1i-5WgHwVyi0{@(1Mx` zR=5j$h@ZjVy9W;j=Izd}et&yOdtc9q&-&zdehr|yg@pir{eKO9{!rRBR)FWjJR@iE zXd-Kd1OY1@2f^B(K;fOSg2gKEg_>qAOD?>=S+S&Nnq{r(%|&^M@@= zzx=L$*QcAakGIYb?6s!i6TF2ES?9MGpX2>#(~OtvqoS;plG2J}Y}wIsh=hjs=ab+Q zw*Zj1Nq!Q3e%2Dta+w`}1tqSv+%PIZc_5n$qDmko1@8w5cu?;A&BwP|Z>a_V?QK9E z*?CS+cQz36n{2JNqxY{tUN=sOekP*Jnx3JVpj zcva@)RI}s3ra{=qUi-So$-KKZ?+~Y+&p9`K_UF&CBtJ_|He7l2d~EcB)&4V&xh}+K z;P}bpH0uAE`+I7a9N^5DvE$KjYMuXo{R$cIdf97a{gOU#=N>Xc9?fG2Y;{Fmofdu) ziy{D(OE7*8sNehVE(QzR${0IeYxEGV?Zs~#gYn(|X91L;1uP$OG5!Cf1RDA=LtqLL zgdZb0)~i6V7wXFsXw%D-isbIsJujBO5PRu^oRy2<7h)c_Djlb3Q3K%B&Y)I*rEYtV z$vVkThR+2}?`#dmKIgI=z_~*CEM11)LgN3-en|{kl=j#E^DbEBzg-QhHkP2-5ydbN zrD(G*L#Z;&Az=`zN-J7QHc@FAtFO`jOYQJjG}>V*_b7j!p6Kn&%Git_-tWaL$yI|Y zgC54~u>VYGLIzrpj2sm3fA0u?&gYMp&JRm475CH}mX?*lY@uxJMd!yl`-(ZaR+YXV zy>`=-s+M)VKXSqHTIzhc!&N`_Dj2}*vO`%UyBIpm`>pgNb-H~)({dRU158dTS}WSG zM`#xstXB((@CJqdqj%g;uuh8*eWw3oj}TBak|c4%OZ#cIHY}!Nur0iQ20c(|0M`mc z0!}7aMOt;8jogNnItwMcmbm8zd2gsNil1R8pfp%mBcVcsWk9RJN~7$22I)W2!ch1v z;EKv@@%4XMyaP%T=yOh|gpmuWR?v@f1*hLmvJzE`RVz-&EIylY1EnqA*MS{aJhg|f?$wIWotq=y_epN{b2a- zcV5Gz98Uaq0{uU0RMcN^82U28} z_VM4JKJg`hu>e5N{__H; zPt$d$S8kSQ|KA@TqXiO%4SvJ_vhklF+v9u62Xl?HTP-nZ`8@5>deAu$`8|KNds|eC zc>a&lHGn+l2%qmQ5ybym#s3=qxr088%@^*||C###fB6441Ev=onCFol;IXTtB_5Jnf9^_`U2BQeA3ldaIQtVlN z{=erQ(E+WyIV*?YP3iJif{H3!0}?Uc8Vn*{e4goD*+MdyT|%qQT;cK#6nmD7vV4Bg zmR0$Wr*qYMz-W?^KkdfJpZ35rB1{e*Wcd=MN3&b6EY(?m%+eTR%rB3FGOxiuNQA$l zdGC|y)vHJd@;}#7rQ7*uxbLT|5x}b)``oNKPC_p}$5ShvmR5FrbzRaAKs*I0Of`8F zXOCu`IcmiL;{PQt)^?D*3ON`@PzNJ$jRpx_wWk&e(`P}X5FB%Ac*lgi(n`<3s0xpwj>8~udSfS(;GnB1T0pf z@_gD$>UFj(uTKPLS_}1-i*|&zHPHKGDd=lBZrh<$J&_;_v9XK0s$bNFUp#BtiMqe+ zMP}&*U~K(gpDGJ>=||(?4t-!UXfP~S6+Ltd=4HiyevR=kn&(M*<0+WnIg)_u2LZp| z`99YP|J$t+%GAQC!8nQ!DA@^!LOHa_yvdR0b~;%YFOMo^;JoZ)pn+%Tsoy}VRyRIb7{3>XB+zxL5BSQ94fFhyUTlW{@ zIxr`&pm-|nRCyXd$c8wHCx?z z*2k-v`hh<@Llvp;pTNp=oX8HxB|WB;t)ng>y8ITujs z-Z@13e``PvNCPPQ7#4E=AmS%trq2u>VScJi$kpik`mY2evG>}F6$K&??7mFUE!#E@`a1(v1l<2_MQPFm;RK|H zUJ?jRdJQE&LX{Q>1StVYC~xn3|Mz|H;`{c-cw@Y~Kg59pcGj9}t~r0dx#pS^m6nN) z&#bOGw}}N7yyU*`*0Ljb2sNDMO>p#oUPLB@b|QT<2UTWTqd59=ceg6*#D<IITrPS?;bUyFO2Hn%)%NEQKbmwc&a@E5W^QjT%F)V@~+ zp*;93-HbzR@ReYuy5w@4_Z5?mi!!lw^iGL7ZKJ$V+wT4e&t63sfIn^=MM^k-4i`dQ zQaLwIYIY}WtIwB6z~$Dyoq-L0)$^vWRGO_$)M_Da5$^qBSknIl{EP87N1B_Uw6kYk zK?O?)_dmljQ*w3G*JpH&dl=K_oC2=)K`rbntB;O%q~?#7m2;Aeco$)n<1*eiu1zU> z&UcN-*FA5)nlJ)j&S|b!!#f*)3ub@;vL-vhFU!q9+4tz%m4Nuf; zS`vuTRh9JJB>njE?Wy4Zh7bS#P>EnUNh&NlgR=S@;tS>~p8R0}(1@l}*WR>-Kv?r_ zJL9L(P6)MhOihoACo`J*fN2hfDp#ot8N-F?F6BOYWYjQPmccA!fuIh56+Z-QxXtx& zxr&nGtbo%jVwI@r1HM}CRB0rz*9Q36^gT%E3I!iZiaC#{Nb}pk<9VobDR}_OuZLfK z3C#Yq(M9!N%<*&39D6Ya?oo}wLLAG0>67Vhe0*JP)TnnGz|0lEHVW+=qJ^sX zyi6UPKj8%?=WS&x?+G1$$w8`Y8|W(9`mK~3FW-42{1Kq`ZSj@?J0rez{DLplJCAbQ zwqm~YT*b>!Z$f0Gkogu^2O=w0XwITvzka#2S7~d+I%;m&H(3Vuth&Z9cdgIXoCQwg%lw&V{gG*d-BiMDkeg}AY zK8#oa8jK-lD`0(ZAb+fJu#0M>(_8rh%lHC*Hk_3bUnl_!>_eVPzWhY$_^evcIGSX#=zFJoaaG&1Ta0SzKBvYcS+hFw7RZ9q{?C~ZMlqJQYvuJB z>fs?05N>L~kfCuo;M@qCr*;88*t<_f1wt%=$$o*M7qe78=3eS>$T)GnAR$%MGdU%AAWcwzx6( z)>tpdWcW*eh%10E18R9SgrdOGuwd@c$WcQ$V$pzQ9S{GMM?wz{?`===F;yEH?>)eX zGoLtr@>suT`F59N?=g-o@J>nNT0uG9RMj{A6}x;JjY>{%9=59OH*V7iR_cGEV>bzF=X#9KR@rKFJ;s`m;xebu%+_Ic1lZr?5%~*eud=@xIZ;Mb-gTHy^5IB{}tR^ zd#e(ve~QsH-mwL8_9o@2y~!S&VcN& z&75X`Hnh#f823fC5T&2!z@1LZo37rLMgvGESzmrxt?SE}&WF6?XKTP+*R+DI!x<+` zTy;)M^_h@^rKYih=V)Fd4&vFrqWrCO4I z!#cuTGeMMl`%!Pr-Yr12OSf{!gkGYRq72R1VA#nZ4zLyqmrwzMBoSYp>VA3OLBvR{%)pd^@4lBLw3L0eaz`bE@xvR=1dl&w?1t>dv`3yi zYGfXQn!b8s;40%GaPh8Dw1Mh^jgTRKX8#tjH_p`zRDEO+jp*!-?x{*7Vsn1L*Js-= zK}_`}Y(n`=1+lPttDn4ncsl{j-@{K=0M0t>sexy5XG*pWX%v1MLz zUAdvv%a$3+#(VJdwZ$KQ$Og<{?9u;B&7Z%j8t9qS=R_Y`D-|K@tqVV<6v)|ieKI#R z7#19OI`(oQHHW&Z*&R=9V5^PfQNX*stBubccThnW4*m&x^?cM0<4BTf{@N_7e+$!- zC`k9#rX8Sw;9+8sD^|rP$3HHhX&VlpngY*QTw?DI<2Xe%_bJAI$+DCbqps@B_r!oF zway=TIoK6qv-fi|mn>&o4Y;T#G>flbxa)eG*36bRxY)*o z>*HiLDju)k1^WsD?j3E_gn!6$NM@9wT#l~Jm3o1YYSsYMg0#F!JBAK-pNP$EW=3r$ zt^VXy6LQ^E0;Y~jFJ4;c5aQtpgqGTHpC(NN9_%&k3lG14z-HXu3~=#%nB~@9=_XX6 zZr^;5j!a_!so&DDPA`|0AH7}+5%RD-$m?>Bu2eXYPYadgm?VmHs>B9U!0M`aKx%+#urbM zB74qD{A2uqlyrDu?YyW`+hQ#>X?1{iiG1qbrBk1O`RdYKb<{nDWo@)2YJS`it*bMq zdQPoWPP&#zq(-%L@#^l6#r6g<99{Rgi(+0)Od z#$*D2$E}~kXuC!Y%mu~BElYrqdwDMTK}2_pH*-w_+Vyk2$=oFT(FK1~2-Pr0;G=C@ z^yP*Z84Rg5sV$gkyC3lD?$NiX*R+fTma{Y4Tza8dsVg+@kk@VaKFmxnyVc_If- z?`R^9j_-$t@@0m+pjotU&ykl5k__g0>SQY{u&4aGfdM0Z@iRgqg> zwIz3wv$>2TqBjBU2zcZi`WWDG<$6`IY>u)*1GLBQ;Q$Bd9gYjBKt@;&C%8VF6W07N zLq8bznVidQ@%?q?7q9l+@xvSh>32MyA~>U@6NX1*Ms3bG1Bx+W5kMU>mhqvC74?9B zd|&+9De(or8OFcyg-}ekCC$)GmMa zqx?Z|&(T^2>_E?GR;Rm*s{p)c9LZjP+{B@LyWCaCAAoTRVC>-4%sD5rotN1*W&9Pw z%VJD)U~r!nM`8L4>OE>Z&o~RlZ|VqR+ImEX%!uW+Rz6v1udpjVw>tUc)705y0GoG! zjpHY8Z1WpfO207V+uV4bXdC~wK*DRfH*mkSdUS2x z&YP<&JQA5PBaT@vfvlA7u6HJXYh8I3ctD?I%}vYePqhE+*c8SQ1ycez=t`1v;oE|6 z@#W%H-g$lUr_QHtV2LZQGpnb5MS-7HG8<=?%{>^pW#IOh^b}mug|BCsa#!nEQd7sG z6NlSJqig-Pd)BWRVyLOOf=Ko44^gc0VSDg~&U$SWQh4rWCZ=#BOPB3`CpkNsS+65c zNfIrnlX5=!>9Xs0o5Gs)jwuG82_+}w<_SQ{?Y-^|@2cFZl!FXaVw7L8{};`&MT(uL)SeC-JN+6@C@>n#p-HE>yEb&O(qR% zw@JdOyI~5M6ug%|Ne9e-h4mVGDZa=K?eXm$k|F;((Z5)t(f`QRvs*<3S*_M?i&xpV zhrMRIbgL*G!F@V9fLu`7cqEkZ0$3OtUktc*rl`ug_@kJjqG@}sxCEa@+v8zPT zQJc8;suJmY9+~{b)P8tL-VMhr&3W;pm{eau?2QRa)E8dfLqu3g|5Uiy!Tq^q|B&`1LiR+d0~~l zXAaN+Mp(FwU3Z}S?i;>rXKjy2E5$LnI25W>_DBA7ryECD%JzDkJ5WUVRu>MK(@TDh zVg}QW1AIQp=*+NxVUHE$jQP^Lkf@Xs-yK73vHY*ysxC7uuFbTzhVZgn6VS>bz#P)e zBv}wa8YnkFm+j`e5*y^Z{l#qGGP#jiyzcRNC#>!!H2UE)3r{g6 zK8x%g9`_3T)6F=R4J>}nQq70oyC%>CXZnABi$ta;*RivIygYB~vS4TNNXco^r*>Z9 z9&Y3N_6L~IJ1xGm0U38E-i&z(sVgrLvwYT2JN{k;KYjPhQ>jMM30xyy@nyhe$6 zB)_2p(SdEDU*l)N`Yb0&;z-vkM5Chn4AnHH8t3hCpD4(c&;IM}@_zl%K{>oZ3$GM? z4bw$TfMr#GJ37u1FZ^?rUSO5S+mUUnc(ypUd5**$mAuLjoVy+jrg{Y z3qtBiiW`%gmmrU&b>H&bylDGI_JxUR%|V={fq0;QZ{bpe1&TR=RzDBewo%enQU(LE zXHCWzEcvLyxdJl8S;^EsG!wCFUzz)dvl_3Xsp`jfXO! zhaMb%=+VCFVNKrV9CfbOOw|h1?oR44jBO$e4>%(j$D4l`PU*;+`1763&&@M;Z$9^Q z&m4ekN{Hn4de0I>xBeD<{MBkmH)T4u0qs81(wr-zT!JEI>!tzHATg;)J&eFtGb2Lj z4wiFHg?UxXiA?mWFeW?0p?%8bghas1-f%X5D>kkQ6K|mv?vt5xNwLS2VyweNAG zFV!yUwLPo|<;{LV=kfp1a3g!R{CiYPO+$KeG)?NhXY4$Sm-3JLqc=pLerVo-jxxuA zMzmwE+kHyrrbLwD))S4^`BN2d)U(3W48Cb&E6=s>%{hizLxpxjv?)96Ae&=qzxJ~_R3Kt^t#u%m6Fxp_ zpT@&0JIVImf!Ce7+QRMDH5#SABm9XBo6Vb<6((dk^P4IcP#Bmmoy6nR3_Rn&!`u99 z8R;2|IWUlo7pxNmEqW2w?z&)j$ksi79{6Jqcr@SGwuz*tw6%h<9={p8;|krJh806z z61LshBD%f8{+wBq-np&`xsbVN@;F<_pzK;vjy2e31NrwgO=66oE<1{kDz~!G&L%r{ zGB4AYrA@}z5ilIO8-K6SQDw=mX^0v74zj%HECUjk>`dFc_aEAX1+!=zYzgcUT0z$5MS zIG^K9S6hVl%_NPxIeeRaSbeU!gslZNR7dt_(FbNj3bWB_ABP&}^mmqyC?UgX>HKh0 z79K^fKIXCvYcSuSNr@(lGnvePO^zRca?lN&5*?!P*_>-K1KGOU51CN%+c@ic27O-( zE3OWtI<(pZSukMA$o0(CLpp@_E3@TagP=KD9!5T!EpJ`*?+$Eyos>^#ADc%mTT8vj z_cWzkmCI9*-+;;{Weg`w2)b2BQGbF#b@wIujm1-Yp9gm$v%1>1=?xfvB&3hJ_uxO| zqXfz))36cE@=YjJO{$)YO<*>efsBC@9J6iDmPJsw5Ga$%B(d8zZ71urekPsxCK(nm*D{*KXMAsVYlT%0=29bO}3hv5s{bwBw$f=O@p=WJH-IhsnleHudM zQkdN_S;Mz9p|~(tforILV&3(6`*vrU%rqPyPnun;z$=aB&4-eGueSX8yx4>l!}L!$ zv=rIxk&`|myv(uK!e&x=R$?2@-LVdrd5?L8h=+H z(Me#k>4X8dL%k+KS;I3XFOcYpfpr;^2Yu$u-6Fqx!nr=uvgBx7idnAm?Y)-vzC%>7 zWc4@vVp1X5-lA+=zt*isr4lQnk~X^KFRF%Uqqm zoI}K21bxmI52JvBX4)03BL|)w+PGuQIn?j+^qNhzB6VcImyc#d3f|*+wT>?@nCw!gr z^O`p!q%WB~>N8;wg=%5>_6>(q?4AoBp$w~A!VB((hZv)Oi=$;&&FMLcY1>a2)S-D; zMM%*`_t>!7+DF77wJ_Zun_)6WkWG?r;4?raE$%Jlq2^ugNFw1e4^%y<2NALpZ6=i? z+yHo-pGu0_GG3L=G_y7ZNJcS-$#cJ>%RA4YErK%4 z&3o2tF4OkKuSa`l!6cIF*}15=6Q6|7h3MN!RmA3wqiJ&<8fKGNME4w~;=`4Dgy}Fo zUdnggUB@t9->=oXEvl){)gV|$@ky4yGdhnyjtKHo3aMruA?PTqJVp)PHauFd@@wGv z{we;x)DZpfJiG2BTPWJ=kFb3}cbIm6-Zq_M^EUt(^-|bcv|sLKsg`sLi-MUk=qRxd5KZe=R>-KM}QCj&5x4UWEnU|QF=w`X9$zlE89aqHt_ zW7s(nwcbO&4$S2c`%FD}Z?gD+<>izOV&D@XHd>0XqK!Tu*;ua+>$%VaMngwqg$!JN z{+O0==u4+b85_Yn8!GcvNGA?SO;G7(1%UgsmWpJGuEL5G{d>5?y6}5mMS^LiYigyA zmvs&yf;TgIyH|;x&vxPFx6Ryt5^^Di@IWxtrq-7#Y_nZbU?7gQWxd;a=#X`QA$O;) z6S$uX#N0rLl@IEd%f8Tfe^`=)3L8ivf@8W){;J^rhTl${{C&`F`-I}lzy9t2d`JUG z6vL!*Q|<1dFJL&9YXXc%It|(q`kOS3!5~2QFWzcDaq4$z8g>kf<3s*`-WRwJe*yoa zqkyw^p8AL6-NRp?lAZ)P?q$3&YU^_N3;y2{M8IF3^IgSfbZ#|($u(fEkR?w|h3hyW z>tV9p3ZXo_0QK$7XsJCB&;jxi4ef|nd7X#_z-E@S$&92ss3l7~$AeiQGEW;{r;i68 zWhQ{JrJ;RL-A9U^ZsE<`M!z?Qe_In1px!2CRnMQg@UZ?yrk{YpG^XTc;5T}e-N2?p zJ;h){KYWfsb_!9%wyCsN$r-TTW<3;6&lHv?2lKLZ?eg&<6N7Oi_G_?f4MDu_H(`N zX{x$vBQ$@jHIl~}B;mY`zSJe#nbxSNf;4$}Zp8T;jZ#O=S7Y9&_~^g3J#-0J&H#(} z$zW)x-(`lrTBj@{j@%u2F%w};7Djxr@BOT*`GIunom>ytW2{GEwZ>tifsWW7ALd1D z;_|7cUxF%97J5>-i8|>De=QA+ht3HC>}~N+xoF|fo;`9hUZlQ}^mlRta`@+x;wgx& zQSa$DTrIxo7lu+5d?E{+NsW@dx2*w}=!d7sXRUiL2s<*oU>vV5dlGf1ng#$nVF!`x zEfP%mehdu{KEZo?L>x`Z_+h$;FGvR59wLibdtUe$+Oxgr(5$Cme;R0e>P!rm^*Vzo ziIVmNfn*o`!Hu5)IbyD^RPZ7_dPF>i4)4&lK2*uYfd$i$I0A4-Hm~9Bn}7B}EpIGc zIZT26mHCyNJ8>sHS;fcDa_R*8VLLPH*m17~x$(MvT3&aW^5lF^sxz1;BUZP&u4?)Y zfKVewPoBQH?Uy8Ge^T-d*biLG+1t2v%;a7Vc=h{vT;v9r@Mz{%YYR4YDk$j?ZfH6U zuW5;usN3z2&6)vZTN=rukks!~=79Utp+xBDxcq*v^1&tUj&~x3=S2fIx@F^6FTd~b zOqCceciRL{WSl?z`o|LynWu&Bi&m}+lO63ZmOB{uQ&;)XRsm_Z?Po8Az;mK;L zL993RPcw>tO_lrp*Oi+Tn}uBu23*&t8`h`&_I=!Y6}P*pSCI)87aw~ubaYiOd`>oT zM8@fp_ZM{oe>-Z{J46m(WkEh5Ew%$3TTgxk!6^qusoCgBwEz54K+>iyI)4QW{V?2X zvuuX+y;^h7-WTcCE4U3XY!k$NyrFXD+~$BT2k~JA3fAs{H?g2DoSr-RXc;qUQQ&+{n5rGf!-}e_Q^Yjz&Q2AHha~Hz`@_c&wgm zMEm%y2adsphfg~Dh$I^Nx{r(Nei>-2;*2d8jUgyAm*O{j``dN0u)wWR`&XlN*br6+ z;zQZ-vt999Y0 z!zaTKf6tXKVZ0@&-UK1@ge?t8Kk$&t??(f(buzV2z1zZ~>iL)IBX0RCPt+@?7{@^i zH@oC3mge4a!Mpux!eDh2-Ma*U5vFwkd+T_3uq$RNgtbv#FxBfLm|aSXqku){DxCSx z^gZyyP~=hS8a*_k0|F_v>p-XbKd~TIGcXIkOoV*ESYFUr9X5ar?T_ ze=ziZqIHy_OiJ@O#%J}tmf9)G5@Uf0wQ|%h`MDncaAyEcqIu9tLmSQ9;!QLWpkD9KPgeyc-LRCo9^o$E@g!zzOEWIJm zPS{zX!mfah7EF15=eoie^4;5^p*w{4f3C_zi_!@&qD-05Z?oyQGj*PSX^NA>u2c|j zCS6^nf42;m%OoPx+ShT?V6gQYno4j+*={~KI>}rc$)~Jj6b3om-|DICd=S#9?+%E7 z96$FDFG-Xq;U5D=RVH;g@Nw;>d~XE5zUoL>37vwmUy0%THiYFvZ0fai-;W#`e_jXZ zMt>4JUa0o%s@f)eYk5>|+p#UQtc<_?@jtLoS-M=FuB#npGKHEuRY#-PHQK|%3-7af zIV)cfQh!)-tw3w=?katAF(#kW%xFrnTDO>SoMlt+)i6sRIrNU{gDrJB`qHAKp-I@G zW_}1jBi`BTWK>-b%VXgKPpk_0e@fKt)5Lq!I$$5>v#OPTjZu9hCc^CH!C5sqid<+T z++*k}JDobZ9A#h}ZMafZCS=lj%{$$%@%0}jt&f6sveN=OE_T3&p$UdQ-~KvfLM{6~ zmte_G7Pg0DKZ^7r0G^da*=pvpd=2x{9Up8nmf9E_rlR1fugVf<99z%de}3`Yh*<5) z`E&2w?)F}vGnQK>fY0Jku=Lf2!NUu4Kb-rlC82%zE33tV4SRy5Gf5&^`<-$($6g5(TQl!SAC{;lL zHng-XMz%tS)m5gl97dFJe@1vUgMqi%{m4QQjYx`v-$jhpmuKSR_r1!iy)NSOj8P-# ze* zN7K~w!?RhE4lfb1TuS>oD2mItG&pg6XNhXHuRp- z9wV5Io~8dCd^?s|e^EXZJlb#m=6&ei5H=0EFfRV*CmCnFVo~4zdO}@QL3JnCN7Ylc zwWv{UA;mf=f=A2|u+B7g`i~}#%%NwiPy*|K_N)W$#5|ykH_;umtrchS5gxP3y)9xg zYjg`9DJIqY-j!!~?xbvltO-c}0F=XSgb6AK?c@uT2|>?bf4fM>lY@G~2XOf0g203Q zh7!M#EJwT#_M=RuAK>lgd5^eWiz>35Uxa>L71o9gLM?vHuTIz6gs zOL^90bM$%VpQ?9ASgJ}e|#-2S-7uYhR37rvWcVB*)eaqD%jfhW;_-_ueS`|#TS@`sk%)XBOL(q zXZT7zA&`)zlj`J)SVSiH$EBcv_m&L`;g~wE_JRLJSjFyX;33o_0;=N zUXXqQz(1InXqil+qUd$F46M+zVzXZ>d0kuN5w{rde^RuE64yl%WwbO~XxOLhlK05d zdET<~&^Q_vKr+3zH{Mr!T`dl9nBNM4u!dl17YO1H-xgqLOBHJ^+^tLKFd-%e%ekQm zUvj}Kn4{#FwZfkLWwE~0_|@BJx9VePH}s-_!qV5w3@GcwuyF9&)Cg?j&Giis6o|z|aATVh>3i*n+j8 zyJd)7c3q!N5e*&hYeZbM)!aLkI`=sxr;yncOU0XckGZ!dZVAm^j@?&@yF>z9{{ajH z0eqT2X#l7lUGJ3O6W?Gu6wsP-@%OD12C<4)f7OG{2S>{LvUSt)cZZ8vAmXt%`vCav z!|bS<0Udq0kh%hRs_;ThL>ec_neVZw_MWsjOZ!$*dyJq{o~b&uA7}UY~ZCi@P3tjfj#6y9SHPdCZuo5DDB3jjb)w;SrN{GMOhf79XA z+Rffusbz#PnG+evde}*5oihP`ZkY?}B?!X8?(rd{@+M@6E-~)1kNR_4@u|K`In!9> z-5+W$+`rlPF#x1I@HG1#qpMU5mc;(lyq9L!p#7wKYr-)*bvJi}+?6Q#>MS<^k}ZlX zP(1Qpe+>!E0cMK?O!36JQ{Dmge;T44B+P)9+Q@4h)>Yn=)oCg1vq*8mXK86w~ubO%j4!W({KgFCwSxsdjLyHD$4g+oltd3 z1!zSx-nn5fh=q4zaR774Z@E|o*cAD``G*HBOaaqyujlXNKVab5xJ~y#f30EeUtsqy z|3{gOV-ht#LQ(;Us@mg#3-EktYBf0Vi{A8Pm zv3B197k>gj4gf%tordvcb9xisz7>p6R=iR;DJ`{ce_0T@GWPUCgS900W(&? zaFl6Q`;Uxbk*h5L@`AaBe`4IQUr|tuHyf|gB6oL!fqBCiK$ZuL*%&7`7J4hord*%2 z*Y11|mskb?K#``SZS16iDHGd88!%u{ zP2f^ab{FCz{}1h~)9#WhD_|eeXlt|K$PR$AyP>@wk1Yo#-?Y{Ie=%{8IW{ZI^24os z$S44QvI<`g2NpGyyxG$2%CR0NQv0@$HG&RMrjmo5w1Yo-YEf6zpqc-X6Z9{zXb7;? z?_I*iWg*cloSgdd-pdZ){aJA+`djX5aVxKkWB=bH=rTw`MU%$+^G{jci&&Z5*JG#5 zy4WXpf1^>!Tuhw^e}$#AkTF(H(I0u*${<*v%R_*{K9!tN72sLaT@&bhE!K>x}f%%g78^q|tH;VI-T^@kRpLyz$!((;Dl zEdyHsFZDW-h=0v%qsYN20es`~V;3#+t=U8Z_p>*l+oQVu1*Vx>>nUpoP2dIfX$S7TE z8QVHVOSN6bry5>8EDe;-d;-%5x0@C?N+1-D&Vn&1Ben_Wtt!TLmXAH3Zd~CUGlC%P zv&L_KJtH%Kg zPjDHw46LQDPAb1xJuq=DC~pjVPJ{af%|>5V+kLhSe+TTf_e_K=)4~%W%a0t(kNMbd z|4^ZmEe|gGvs|u_{Ea2aITB1^)Xn$M5P@kBD`2n)X?z>Y6Rr{M7^8vwm0l%!SHS*` zJ(zFwOww->kQINOk7<|`7GR&*FyRh)i1WF0!*{V@l0D2|Cu`D|EM}07vF(h1NydNI zNRwBWf0g@Zd4!j9an2utZyXjy8LR?Bf^|pEEB!9?xyX17EwXo_Kk#><&lbpWui>AN z`X9fGY-$1y6uM|1y?=`i5yvu0y^LL{}f}`A&ynpaJVPE9BX8JGu;DGxR1CTiwu=k{UI)1x4>t~)= zM@YN;m};0CF4oxk>JUr;FN@gqeue>@4*f9YR`G}NXFk7?>yhARtS%+(0)}#W)xcj` ze+KL{13V1FKT`XAy73u(fcG~u4N^IEjQ!SB(4S@c77x#g^+7F~GGu@As{qIW@ADe< zNX`5<^!*qRecb0Kp>KW{`hEv!kg43j`!l~=8+~AH41J$n;QZa%h=6M|r!A@TI~CIe zRc!IC?UUb4xd1!^h?DHT^}DqY1~26zKLz8T{_YImzk>L$ApR?e|7(J%KVUYy7^lp7 n#YN@_@H|l0xm$S0D&)w2pZ`Apeg6CW|MC1UOewdU0H_E6b3C*W

tf(tFx^=5EixvFZD6DrLR@jT-kkGjV&3_^=vC@IxJ6#L?{vu z%8Kv(iEN@4b>NJAGQI-lCJHExy1IH$kvaKjA3h>4n?V);2UvjlXXfp#CG{y1pFmuO zeS68FbF10)Xlhztu*E6o18Y6eB}+m3ix3>=V7dN2di9R@OY{wmj3`D%Mvxg6dUEq?e=@;2Lj-)en+NCoa&t>d&b!{9;t~_1RP;hf z`hB;5PfYrEBuGrNT4p3|y|V18*1@8i;S%vUo;AyH2`q%>LN^Q&`;?TVq_dA6eU9g= zkcY|>P1a%48;~$`5%1hbA9(dwl5{6=H?Ki{sX@LEf8f^F-=$#d2O zQ4^DIW?}-u<7L-xk@<`U4=LfY^<<1LoDSzUU2x1p7|bl^f&Mzh&YZRR)?tl>CQH|ud+Mdmk(0;ClS%F)Esifh#L{`?OaZ4NxQ!uDarmW9?1+5@wqo`>(U+%g-v5lskNbTZ#9&_P}Cs5$o`e za~IqpZh9^`Zk#z6ME_$vyeILWjg^jJmweB?XBR6IAc`TUczC#jvz+Nv=(o-}&*K!P zcb-QB<$?V}Kf7V&BlUsl>FKGir4e}kzWC3LcTd4X0)502CPTz9ioYXcfF8t5_9w;7 z{%tU9)@Su1m}Xiz(JGj3w6VTYG638~fjP{m5B+0Ov`H{tHpb=ki4zA4STFlE_&%Xo zTn9EEn9<&JtLq0?A%Uc81FjI{rn^mo!cN_Rz<)Emt2=XZbGLfD_!K_8lRNsNk~0vMgAU`F0#KFg`$_3?@VHHer(E=uX_ zjBb2F!mY3GT}({;CV+}-@B6y!!_*YK5};G#E#I=dS*d2R3I}b#WywjxhDT{nd~Y>~ zdb+x>4x_~CPu^`f?l)T^DC7K|GPLcwE`7zxSqc9_KH#%2fdw^n4U>SKF`B?)^7SNd zb8iE0VN~L9QRU&O>)n?Y2EMa8qP5*)Kg<#_Ov? zj8Ccp1F-gn%||I?i2k2Zx9C8RCBut16rA*-A^HJpI<~S$rnR13?%TytEaiXG;@39! zcU(PpC7W*~eH@m>JVV^FIB&NOOfp05YF}V~hY+4j#XZiHD;XP%g~f6$tPbkeXG#W# zo=Uytu@pHR&WhNrbSt`lSJ5*KO-;~O5mB50Z(d0>uEAO@t;N8V?hPgVu)(gUi2L~4 zvqGT+DJI5y47E+dmp@Kc}>pstMe}4U^Hl@OW5nixB871Km zgf@m3G?#KjPlwy+e7A{_ZmeRl>r3VD;(4Q2p&7c-8>+S9JXwBO+ z`L6dgYy=E=QN5%rN){zWbqE~UDz7AopkLZ`JVN)hc0{T2Ygz2-2nN191+iLFg!|)? zlRd<{>EV^EBVRCc)GfA!Y(8`MQElsRcL6ul%Gx(C2A#K+c$<@bq*ej*LLr|H80%p1 ziJf}}fMB&2_{0*M2~B31qcSuLF_n(hcthSXoAOS~Sggp~`wRG{Sl%n^q^Iw8{u^fR zZ9qt*=dIy{&qPUoHzuH2uw;y@!hSb>;!;*v>4q7vloa5LG9u)3za1Heztwo(?pepyp1NLdCbfWfe!0dF-j#MjjWgx5!!=dbWwB|pxeojHs0xpw2ms*Y?wNy+=OLoQ@)5O=J2TUfV553k9H zrc+f_Wk{ud&vAc$S$|i(P3I~%$?SId$H&KirZfu->=r7r^rA(1K`{^muC0A3C!9GP zhNiTOmoGDrN_PoYUh@GF8-zmP{-l=GO00nqfN?RI)eZ(ehT6`Z7119DVW2%^GhgZZ zn2~bz6>nzx#0notgaf1CWNDN)4_CwE9k=hk6raG0q)}gbLhqD$-LTKBLT^&jF0}?d~3+ zc1zK-*I_U_5xYBV{LwfZyR{Swr2@;ywutba=Fqld$BqH?GAx;$k#u0RF;WO=h={U( z8e!x(cztYQZ-1FsF>q$&;o>~tX4NZ&W`#m5JPZ!1qdD8Xr{#8M%ai&1FWV5!8=C1u7QCo0?E-C8Jp)BKEI}IP5!`7FWEI=V}CDb@2mJjK|g;` za3je992lTWI-#QS0raM3(l9P!6yE?qEtL#SKK+}UHsROT%qVbU7{F{^5qm^udMZyjEKs$;ce92E3K$YT{_!Fw>uf3j7ec}8B_ z`;|P_qf1r8-^Epr2A2ySs_J+RjQ#9T%17zMH0Wn}yG}&tj)V@#@_lSxE;8KglvCjw zlg{q^v5m3}OPNja4kD5=RrA|L@-Y9IED?d)70k(4nLH0(x}T=qRNEF zKy)r{zL&eanp!bnv2!KPXyiXW)V_BLGgXKaO2{MHxo`$lfrroy&6rAXHB4-6FU@^$ z9ue!VMDg2}(>zva=kyrA(!n)63cMYG_-<&eSQ@+r&YN16|C`25i&XZk0vN=BWd_MX zHsDR;N92~O6Ci9yJ|r&54LRE2MBKG*VR#5zayQIK__GT6OW;VNk)I4+Jx3k25!1OG mDb?QUU_f(kP&WbT>#0JxVu-0us`l(%mI3ARsxU2m_2FFw}r_ z!+pQs-e=!)_SyHIegC_En9TRh8|z)`S!+Gd8?3DOf)MW>9t;K}l$DWEg~4zoVKAJo z>sP`5Y&|*a1b+xRNozZ)AuOC+O&rW&3MNjkZ4pkkR%pDx95cWJAd>mYl=q#O_ zUONhLa@zgl0~`nkIOh+O?H2Ho8?R+_9APjb6X+LCfq1?Z3?^SJEA>>}EfqWK>7_o= za&d96&?h=W{0z5UbMX~P`3Ld<)*MY1^4laIEhkJ#IPcm86kXB1y_ip`S3{%7UZeWw zxl~d9gSg8TAEe(N?*;zE3Hvsvhx_m?!P-I36GAcU=6BSKL{ZQE64B0q zbF)(9@uLK;?&~nvmrU;HSui#~vj^n3Fj)BW$CqI+s*lFtM^Emx--5wj^ZMV1!G2m^ z25a(Vh1jJ=hL$_ql?in3LbS0ja(w} zQ{^-vXE~Q07#;g90vvvqjvLI&HDih~420A|>h|?|YWa#2(Tws=*xE^^24|VP&LE-_ z4?>(8f=)9DysfLxn_M^d?S$R_eA@W@`z9gP6J>XI_tlw(>Z?RFC1gfkTtBxs66EV= z975AQR$2DeCY9`_Yer<5({d6FJy?vE-aGkuSF1NLDtOqjC8`%kHSW(9uH7M5D6}cqQ^+W(R}RYV$c8ud~xj zd(%zfu~u5&(MmJ->uXUF>#Wn5!s>Kwaih~p*7ml8_x=Tu?}vesj3>L;%ynq07>KPpWpDotNN3+_7So_~{8jOz6a{fltR z?l6kgiQ)v^TI<{~MPY^VmVMnXJ}Cl-@1NiN9&hnkZ))*X|!I#r#2lUgXp_k1UVm6LO_*?q@pZ$j&Y`uAdj(f3B@ zwcQl->2vIK?O2IUwbND?nax<9g3wZ;DT6E+ZSwPv_j23cU0Ykp&xl81zk|=5`ahQC z?zY@r9`OJh&THOxH!ePYHO+NyWV}#qubUFF{83;|84Mh8adC<2&x+ z^vNtPYm{TtEctL$+j@SyreSDUmY?CHOUZ9LT<){S#>dNR3C0b*-S=$LcO~QEG@r)n z&r=doQtQziS)Ygu9(cIN!A9v+HGJ(`6n!$EO+3fvpSY#^4XW?15ydmKT%4Z>t(8=d z7i)2fp8n}%efV&=%DmqRWmmtlgA|_xb2|$c1d}DC5z$r>*?P~-%?)j!LNc$clIULS zM$@KPn%8!((CeRmbKVCA-e4uUGK7CVx$1`Wk|eEqG5pO-fgoST%jvZkR_@E)H7S?;5wqr9@Rp?bT?G6N=h`p$t=!LfR~ z;ZINVDk_G(PO$Z@cFxYudB7O*wkEsT%9~#?BK1pD?}_1om;=??P1 zj*X3tM_O7sudeRgk3u24l+80n;BX)R zd`E;EE@=DXaV-Kp=PE2NZZzBEI=PQUG0I-MNi__tTOAk*I59{2Ht5!t=iyWt)OaM>lXOao#Q3OY(x1!FD_hJ@$gRFrmeQ`mgbR6|6`OLeXd?i*2Tit5c zcN&rQsc*4s{L_JdsqUI*x^g+XNTYbcr3vzxE&J0pjfeB06L|`hz#I>Kd`^GUt^rr2 z+vHM;=HhHvi1xz>{tn~Wjqp8{jA2&Nbat+7J=;emA}L<8`rrT3eSSRIWPQWrwyW!uj8%ALXb$)@9*DJq7e102BddkT+{?hsBXuBsX>?=b~Y^7sUOu~EMX94vD$ zaU@@z+tw=(48FLwQ9}U(c*8AJ-K#DE*R98$}xI!POiYaA036IS0M@3&5wF=u#Hv9hw32+K%2U5I8)y?%F4IHIUk5hxbZk1VZowuxkkZjq!g0 zHvgZ|>HqvdGz~$iZmk@EPUP5s+9xoWgonJxW2c{A zaMGMcWs`Z}iq$9VI#p5tCFSAa;}ef_1AKg0r`P_=6*B!#_#B@HRJ7@ zuyr43)r^eFkB>dj*v7_2H(o**EC)yLfS?6h-OBypkyw(I^$e5Y+lsEMs^ZpASBH)O;nC-r8GV2oyPMp>#|Rlj$*0?V+W<J&eL^y`Db|0VhOpSSm) zvX%dzA7BTo1cE!S!-5PrQGJUJR=v@TttSB5mq5`@{IHz}N+rP0Rzbl14jf*5^Hp$= zY(CGbI@i`%Mq%nvX|Wbydmu=tD73-=oEh`aRtU;Nz5?>CATa?EMU~cjH_B%_CW9d} z7o0NgxHwhWU|!oqUi(yxt86gb)4w5%i|H5go<9hS_?*q3MzUW7&A-YDG2^LOHrP|tBC_Rxb1$)g^SQ6VE7L^=G$B}?J*g?uKF5YPJVQzsx)CC^{ zdEzQS72mv9*VZ(&v@i!?__klL@%C+^k8eeX+owF?%9ONVAt8Vq9{?;+(vtk~7JMkR zu(??Tt@P&28(h5`FxWHQ7Tx3BvEc(s`iXJ3efh}P8-dU|^>eoAgTplfOmA+zRW0wO zik)5QW`15C)6-Ir)DBKJj7^_Cij1p(TfYU)+h+Yo<#eNSv1W<(ZI_wH0s>kM4GlM} zse#pLN6>uVfa9PJ2;47a4yFjKLHHgdYtidW!0~Cv#mh-czlh0AacIbye}(k95xtw9 zd3JJO15SG@3gi_N-5)6@05E~l0RTL7+k9FKJysY&Py~sOd^Chv78e#6il@MdB27vf z&5rP}h-uJ24<4U`S?$~Y^~SES1A_GGSiaJ5kA{YZ6*w-pMX#x? z;lL`A`s9!$Ro%VgU0vxC1S;d)&B@!oaD)#J2X z6UbdDCnc%A&lcG-JGpEPGJ3avk^DnGn2z7X;$1EtbO>*?7(4rigos=rX)7jOlAkwo=m}@vcm^`t3vqq#D0=fpM?JEV=pVK zSEvcxzr7|YDSc%})mUPoMby(pZi4c!!H=+TCZzisu1<~lda6XhJwqlavX&o!7a6)Y z@LJy`DZqhA;On&HNIyvU_H7_G@a9KkCGiKaN`7XQ9IubLSv&4aIl4Sb(+*dPBJc_f}@CWk!NJgWD{)CPp3&M)uX4JuR3<)k1ALb z5Cs!uNS=__&G~hQB3KHFXj#y=-s6ahl7WW*|MEj_ZSZ6=J9zSC=`|Q#l4=94b1K+G zg)3mwqI*{v*+4`&f!BQ;iI z>e|``0QuVhgY(#IIfx$92JyuOL`|p?!JOt4y)=+Syn7C^z?G;MG$W~kjv)6F0;zx{ zKx-hcGV<30WwlY2Q8Me6pZ@qx?N`Vyw;;*0p|lvJu$u1f4Gb%szDJ?kJ3Fj$*)qq$MgJnSM35T z?BZ6JFDqfTW?b;;lSDMG$6J8Xh==vYwLv8UK$)MAbIbbaB43Z@pdfb3a7BF$w&F6g z0G|g52$bz_FZO$*ph`&`o7QSc^^n}FelTsv|8hjS7`^$YKwea9-cO3gmg?18|L*<> zm9jkcR&#@inO6Zwo~-PlDF(<-^8oGJ2I2iTzq=VLC%_CF(u7NA%LVQ0nG2>H)K*6% zS=r;bdGvf{t}}{~L-i0QT#zK{LD@M#jODzR!*ng+ zFV-LjsY)h*N!UhvjYP;n{*g@1JQx0?>7O4ROh_UI9&e*MR72MS`_$B$da{}CJ( zh;U%h*$tuRuC=?ii$|E;eomq^;spoy={9GZb(}PTr%hH5w`Um&8{5t`+(}5@wD}MN z$8ZZ_!g1_z?!I;@D}MJ`fHlIDL#uxp>*ATW9P~||J6cRrfV#K^d>AG4_8!bHHX%$$ zhrN(+T;H>Wn|kOs96Q)gvPEbCAIE z(V0s}C&U!!=%_liC`$&_l~9}PqYkFTN)vZl4|H0PF~eHnKu-15?UnV4QB~wVwXpxe4>!1ZTzp-#g68h(*B^8AgfD8g zk`#3JCucnt2g7yMge3^?Ei{Si1@SfvZaU|C#tV(VNW_ozlaPTNARYHd&$s-D_&f!C z0@7x8!H;kqa|;jL94=Flw^F}*+~6^T>2?Y&_t`w0vn)3^Tn|Y5>!SbkFA-PAyf55?!QK;>kQE4~3CknJ)+j=@uL`z@ ztLU%acvOMinJuUHc+Qx%)Wp)QKi53%4=$~U5?nay(i{_;5uQdA~XzoY4M+xQQ7<8%9R?ViqAg@g+(Ha+W@ z-8sk2;^S;w(fx@h6NTAmj{KT)3G+*?#p_k!_q+^z7i;=&h$uSO!aaO>^*JU;NLdj* z;h&A#D8N>Is_e#*KiC+xtM3x4`AyC5xvx`bGnxH#_($cIUSM|f4Dp}K{qT@aWUP<3 zjvU%fc6jzJrFvhmvN>8EzW+V$?RPP(tvoUmyK~i^NQ6#9UFzTm`7qCAn4eZnr%6=b zz;4D+`UmqT57qU*Q+HAs>k|f)tj^U9Mnt_uv0=NMcaB-Ge?;1QCtwGvxH4 zSQ2)lmHk!Mv;5maH5ZZRdwBUN=dVB!IbAGzFRNn<@j zRGIlji$cF<`V*P z9s`yRfiw0Ep8KlZ8%Y1MMQ14vtm<2f^a=_3=k?W0TY|kZpXzP_R6zHLErf)BaB-?h zt8u+5F=Fb;*3k}O#n@K(mgq)3}KNv^d`xbBzWIsF$)A5UhZE{JWKW9SL+gz zeBPp-UC%tAc5$ujrqNbILwbuHiu}9=TCALu*Yff;W)#;Cc@@0GvfHJ2(KbIL>r|Uk zmt65Cs_RXI;KHJw@xXWZxye|}JLISpXD9h9JaGB&6_ec}?7gdEb`4Je6`J1i9&(Mv zjKXgOM++ySHWJo%WV2>BHztZ5`K_k76AWj4^ml@h;=+iv4$pAw=pmvDQ^lPSsPsf}_L>v^n;eUpg^TP-^0lqq&UhE@E7G35Qh8z(2=HODw}RV zDzbG{@Z~G!7D)#2{p8i3F68G54;%s?0gRZ#BD_?i9rf9kIddq#kRdf=F&G(aTo0RD z0*KV_^?Kr1^oL&`rS?hR3uWZpQ6_loHor5nfPvgbCYRo)z({s*j%5s721cTE(?8Fo znlXfWA~8h1kv``;!zVgk_m$-49h;}P{I0d%^1Ewc{^n_MEyEkZSTm+jxP{!&Q4|*C zkKceL&d}>C!)fmP>t%|G{_E6tP?eoyY%v3SMf0!kBi?jj)J-w4xprGx0;mH5(8e(e zeVzxvRv{?PHZCRGK-I8^^z`&ogO?(0S46G|{)p6m82pXzhU@(Vk+(lE83LY((6Hyy zz)C#5A3jddG}Phn43-fRHaP2w_Ra(K*QMM9LvD~o@qu@xT1}RvB>|ZKwWpx8lrQ?F zot+((9v)rcy?bGWMcfv@o*_2_1I_9S%t<-e<*#?cxw6^-f1%tG-kDXkjvE3t%IxR{& zI+aNTN~yGMIV&_aBcmKtDo5+F(efNBDg1W3<7!IMP6T=1FUhd{$}@WLAYFC>Davf{ zCLllUDS3i?knrMKlp5JG?Zw8n!MtPL=K0THBsr6}3bNZL17eiC6oSgD} zH400i`O?BrgLgj4EF$rT7EGVwf&g=Q`N3>i zak0FV8qSw{nlFpPF`7X@Oj;$M_rRditL1uKGOaafKO%(N>tOI z-()i>rWSN`Jo`v1F1BoH0aEgnv3%ywxfSeGnFmm z-AyGGM|>^#^^SZ>3|{d0vo@5|zrR83g@U?QP-6iU#7%~KF0WCra&R!gzXh*XB@5pA zX!-qe=+};bbgGPpSIQ3`nSU#_V^vYYDhJxuTuq@)fIkh5Y_VH_2IeWSh?wK6D2iXk_@7QlK}k)#aOfKm0#n3o`wPYh3fHO zag;&bir4rH%e-01NsF_O;#1v>hd|4lkqgf3+2g>o1CrJeZ#JEoL6dj(Xhsm z>S&>RLw?y>AJRRqqh&(XBQiEx4h&mBn+B@Hf|8&!R6m|tM3#(~fWSueD1(WEfb~Z6u678)9t;2l{El(c?BnBk+%eXg-gR0+Amw$e; z7y4RAIjam^M+Bjy1&L5n+27p(XwGhZyf2y^`lle;)E{`d8Fyj6oevWn&5T^;-YUZX z`Zc&l;<4F%|NGan;MWz$mgg@NT+-v)CRF+jt^de-?e`&nWZ!0_Ei4(x{Y4zEc7QYc zjEXlb{wnvc5c%%p4{5A#m5XY4g0Dl~X+h$b#cu|iI{aw*K~AA|;*8(=TT>wtOfQ?aRDF=QX1%;1L1#*J)ix7iq2b%(?P$jdN-q#S^AkE1ua&Z(ng`b(s{GKScIfQy?X6Dt3_%BX07 zuGU6)toeX9wIHw;B!JnVAcH9?EF1x(0f-0CU2PX{k~r{->ij<9c2lcMR1KTq(Zd^e zC%KD$=4Ph)C`|FdbU7?~U{G#EmdN~(pQjW0o zGsDjninu1>BegyT>|03zIdr6DgV0lPO8&8Wv|AL}4ct z!d7;KeMJ&X+J1WaRI?Y=QkUBZ3DbKx^_P#RIfmsmh3OXwEhTI3kNWY4gTn!}mP!m; zreCH$88I_6O9T~Q9;;CXH7zZ;`N^ZFk1tEzALaaZd>n5?K0m^N5MFm0u`-*yK$)I< z{I+&9?_JAFu~Cw6Y|UtyczO7=R>uRGVu2p=zG0{LvgEp1n3ek{6AdMehnjn_-A!pD z6)W%@F1@RgzMz3QsN{RBw)2km^oyCfc@p?uN6<%30p;Tf5zv5L3KBofWMO6H2L0bq zEl<;De;-Mifu4`ahZjxFMl*YR-DVd2Z3v4zc-xaAv=%~Bq_Ux$y@pR!( z7^}7oO`BKl(PwKlWD^ zmR#DKG!nQ*L__cc4w^X@z$?b{4dY#wl(_rg%)e%}!`K=6cG=Tn*B$ZtB*6sDl&B*c z1>uP+B8x1gXaTjWT1l%@lrPU(53ibrn`$VT06wi%iO?neFb-+Sukc^;T9KKdqefu41YaGG-; z5!I@K+vG{S(bXe02$MS4n5_lfz+xhNIu$v2Q6s<1R=O0^mxs?hx2(0sNTy3mOva@C zgdpE}9RPUGagokFXZc5ecb_JHhMz?xvW%Oj^yGrfN;LOmW9L+ghjF&grQ3hLMvT3r zhvwU&!^(^!vi7(FcBkv)3JdkwvoOsZvPetb$ueW3nYo`Vl`G83VegtYgZblYekj!w zu-csa6H!{UeVJm59QS(lGtV!rrrmDm)a&JQ7Om^=w7kSv0n#sDLjBN|*D`xC|DI9~ zuls7Jyo&sOq`~z^<8?A7s-*#;aIPi}w3yq5R7+$)Quq(YsiV0Pq;ySADi2qaUw1U@4^-o*+ z$F0j!;wMSF*!py;0GXzF`V~7X`>l!1I~v{qZyQqU%7mP^%Lo3jGmg%a4-h;^`!npgq#U z*p612bF?&`JpoBfi!d5Fmsiz_(%>(u4g6b5`T*gp7Nv+mgr#SW$Ka}sj$ILzlqjm+ zk{gb{&d>g2+AzGkMR2aIG39Fb$ZnmNK&@|Qsqc55wFtY|LoZ$!-b)DN-!W*C49;Wz zWW@r@xtW)fPYn(0I$uf5M)ikREI*bVWI=tQRM*{~o)hs?+lbZ~(NCgVknhZ^MV|$7 zTq&NNZ;Nv1i)+Er>*v7AD+ zY!AzZVpZ(1le}UVM#h2$R74z#Ee7TEn?^qxco-fThOznI$G=UW^M%7mB>Jq)E6aet zL(av`?p0bKRaigc-a3nESj}&qhVj#_u$)c3K%$y#+P8Ix8#g6^?vpnH`IgbZN7MNhWn^lr}lN_i-W3%$wY>9D3`# z2X+07pxT<+5Wy&LD_W$yy@%E_ME&aTmJdp)%QuXF{c`amYwj=z*=C_L{?w~Rc zDWjp56yW9!R*#WIr1@8MC;Pm0jd;!K53UaWcKGDiGf$;)6sWHj%eEomX~d2XHF=vp0C23H{~VY!7~Ez zMcYc<*w=G1@Bi_(+PIJ?I`s`=yyJXkkw`EYT4OKQ%vL&$EpM0cFl}^-!oxq?WMhp^ z_x{dv*>qw!d)6@Jc{nfC$Z?zZrzG-bza1JB(8~y#XCGj` z;^Xt+#_oFjHB!!zt2^x825;%UQ9RpOSGAg;j16G(%_wNQN`Honu4aCn`MlWEA^LQh zYT8%kBKageUR00LvkTL`CU&JCVX*tQjSUHRGFQ* z5-%nH+6EgfQzpf*N1Hve?p$-JnZ`%DzqY$aMKka~_mP<3zJtr*e5Ita#Y-onpY7AB zNfhoKmO1l>)8qe);uii1#aV6b9BD_5Q&}00)Y{mREx6T8aS)T;=~DDv{-OyiCl9yQ zETX98L#n}CxpG`QrB-{KzY@jG+*}eTb`LwqT)N?)L}KK+7AGKVt$>B`EnD92w51-6 z4BuRN0smgKo=hXO6>S<9W&Q>)OQSzosM?Psz*Q37CWjTg8Nh1=x3B6`OeNIcxqQKD5u*@`69-uG)mQLo7(o* z%-T+rtj^x{UER=}GNOrloRZG0xYUzc|GS=1Cr<>;E!y_4Ua}L6c*Qt#} zmKNA@sZid@o}z<(ye&&d24C&U5Kr5~?1}wv6jjQ@Ts>}s-zyq(#7kn9SNdeXoxG-X zNvS7mMr_ckm=E=$jH{f!ZL(BrAOc-6HIpHEvY<>=rK=jK&vCuIXhRaLSQN@bMW`~GXSEOkHGC;Iqk;{xEHxV_o3DwR?` z+h@MDY)=Gt+t&+#%jMhb7IKYW8mi3`s+|zM6wGnmGNCJ0?Z#1-Wk*B1vPjYXcCHzs zSG(@PO|s`GkY_QDUy+Y)JsnL3t>Pz5xxqh1Dz>Jb>b}yJUS}#hQzSjw9a9>N(=xOY za^0}it+%&>7y>)r^$^mhhmo_knyzr+Qf1vD*(Ik%Qbh_y%PzR^hl61yAwsxtp>8dS zTZ<}Qry2SP>Ij*AyG01dbr**{;t(U%`*f=ZYU}qC+3y))`Sl(XD=;{w)jotjyrSeK zmV8Q;c(^Xk8^1k2)t_uHddWqv9=WkBD|riKw0|*X$;fQxn%!IN7#SJAi@uGUodP?Y zp+M$F0IGJ&HTyqFGMbokOK;pp;%hb%!cpd2i|XxQRvr88!=t(K8k(AU@|-Q|Y+7aN z$aGO>kTtCZQrcfXN(9syK=3=UpPZQByI{~HIi8ni;bY*=$fmH$IGnk&)oh$=iu6-> z=cP9vp?R5j^63-&g{7rrDAfV9+iIUPj~&4LN(5xiq_)#V&ik}H&a3M5EI*k|@N1{d zxm140owa&Y&;Qz6DtoG7VZ26!t9tjJvWu#e6#cD%O*u^J?fB{s1o)kK1fgp_R3JXA_R#A)%udd)R>(3X=Mid zU)_y~c10wP@AtIH`576Cmb0)yy&k*EnV?5_Vh3m*8Kj(sRR5_KlH7AoIQ(wHS9t!_ z?_2kdO`cFj+XeQU5P`)HB%sIw9Q`A^ljZD)aX?bM6#={RvkA8NEnm21@!eI8GPY6i z^VzOr@GvL#PB}iQAb;dxHi;N0d4S?v+K|xNBZ%H;+7mv}c5#N7ecefzEbLlV*1X;K zAv~(0R^jJ$BV>C1y61)}>XN57%33`KwO3%M>>l|Q<5DSldrhG$L(Oy6?=EPY*JIz^ zm-Sf5O@R2_c5}@-fJix#BO8;Prttl4`z_rpPZS>Drj0zhY3^87f;tPwuYaf8Q8NqxZCBo#?=Ur92?75-ujT z%qFx|Wqd2pr%_;9ba<+-Wu<@FE|^K;#>9pU*@Ij;4p-Pn-I6RQr~JwLEHD3dzYkyUX)cUP3NDJ0j}r37#@jjAWG@mq=w;J*MU*y32oS@KyA$_jTII>%B9uV{4q= zBqJuY7mhY9XA0u8Z59PXE#9BtE1{N`q!E>^>7r)`9~mWrdC{0DxTquopUlGtF)K$G zyODKd3X=$plAtb>a@Epnuy%d)RzXCIkcheCCw9Nt-Q)C&8}-P?>Aa-XLh3%{8)%#pw>LCY6%LFOmDOc5f*-B{d0)|c1GWe9MY zO8e;OpPmrLipuSyY!Z_{br=afzK41}W|PZth8K(pVJ~YswJP`h-1`rW-bk;vhfH+Z z%MkU_WL>5DVEi!E%vnp%Ju{54LUumj_;pX&ZLI52h3N6;Rbo3a^(@LdG~48SmxHvh zSKI*2 zzc5%!&SxG}Vs!t0x*gn8v#otenvQ1u&ZkTKUmU1hj1xAj5k7MAUCD}ww%nWb z<#+riDXKne^$DoQeZb&$Y~56ep!j{m%m2#qLNrc%7Q8^vWradc+P=Q^bPc^Xhvv7Q zXfoIhnoY2-$2)a7`sYYyNw)js2Bp}m0z8-KPxr0A43RTcD~CD;E|-OWgL>}e4Vx=t z%;#mlQZ5Q`vD>p+*$))HUlLOO;~hs>sx|eIQOLrwoS}|X2Iunf>n9*bt6lD5$jH$F zJDskQKCd$^Dr1cC_YgGV4Pxq)Dl8AsM;gx8OLn(KF5c3 z6i2jZ@m|>u-W($KQ2#+8!yk#>vL(QsAoxb%P|zKW#JVCz)QXgiN2?hc#w&hWnHvf6 zpFU0Uz6PtfB`8^;4yvGYeUW-7|AF)9*5cFk=&Jk~76Ttyvn~o2(rYjouFH~EtfOBs zl;H-2^Uk-+BB^DE?oOoQz*qu}zuD_5o7o*SdG4*ID(Kb?G0U_U{J)}_Lu7IfW- zIb_o)_Y3mHMqEgaSj7?y#w3{y9ZI;X8td1OWIe9Jo{+ak5<=Ux{ou#uuaRQsQ(7fq z-K{A(2GL6}su1IcH?X<@Umwec*!k0N@gV0O7)yIv}&0F2GgV? z5AkOt$w&!tN(!}%@05|w3{l+p@oVbb0D83K`Qy9K9fOgoAnd<;M#b{pjXfwzuH$Z6 zY(Jwy>M{kZ**5~1F_(WPQ6m~eQf397pKUJ0w6fxqW)bKEl~3_&({jF-hF{Hr;FrFp@aRmeO3vkZ*0`GtF~R6 zB?JCe`+KD;3ZpAi&4XKZyuSenWSq~BFl((R8#XTJ|AhQxqnFO%ul1XzMxSx-xc2pn zj$vX%)vv=|$Hra{O!qmqDm7{|go??Q7fC#DYake_6gR195O(>tS1DJOe~dB#Yx(mb zfIP*Z*#NB$Bq7l#*1Roh@t-KvQs?jE;?m9LOgeMk{1$1GmlHvi{y=Xu9|@0+cu{k1 zy8;^YxBco~z%I`U*5k6F*dsNGh-#T*Xmv)JjI76SFm9 zC=c%D%5kbz2uXHz^(L(n!CvP`4Kh`GKZbbsfX_XPK-EqfLfyXAvZjqupl`ahPky^4 zaYT`YsNUCf?p1)QHM>+Y>sv}7rR1tT7sjIMiLSd%*Vz?w7&J=Vy)OM|nq@JngnzTv zG{~u!F>|we?OD#kCJ=yr*%y?&L5z*vw#FEMA9r1-e0fvtx4V&0`$=Lm1pA~Y=?PE zy-hD|=ruInx(iime)8FpR@zii`$$GhSbM9G8V)!aky0;9mF^D>K13fO6T`%3bayL+P2@-fP+8dpdC0eiZmv!9okriY zug`}+)X>Vj21v#ZnvZw$#oZm=*V*qa;7Y44L@olpt&IE-ULZ%yIM46?lnN?^D9KF+ zNFq`C#M8RPRraHdRtCI*z>SOT7Hl-I+9NR8x;f`LgEq&dXlCCMKusK){ro0#vI)5D z%kXQG(af&PQ}C3F;`BxCpBg$VI+JBqh*uSR8!#BlTVt7RKu9@rT0Z%>RpLejcWe^v z5_}i;>U!-QHSEj&^}uF8&?e>FU$}LJ$JyG0FyJ5jaRIVFe>BVO#o7kQ?_hE0uG}Wz z(=_A&(p`lNn$vS93cULmM*b+K;TTII7)yZh!^DfDjGw46lZWq96Mjf1ODJWD!gB8V zXXcH%L;n@O760lF2WIqc@IEXu`g&lp940f;>E`a8%r`87c{ouAfG{~uiR*V)^6|L3 z5K%ym{sgefC%%6#k_@^TCH~le>~~4Y?f|Pz>PrK_YkRNCHw@N0EwLP}@_^i-$cbG@iVxW(se;zgrM1;|^ynse_Rll1&X8pO8>E>L^ z>Rd~cW|@AW~b7_|SET?;9hCrlK#17^Q8}76TlIjLS=q{} z5Yi=kZ}&3y+TR0P|AxafOxA_IgM!yGQc-a6?%7s^@9tlv1t6U*1tt*a?PXw)w!OU# z5lsMp`D=9{P?0@H@|T^I-Y?I|DtK-6k*EPD3b!IuM-#xfxLOaQXB zGf-Hc)NvZM>SsUyh<6P2#DOa6sx7j=-*MdcK{;58*K;>J+=cNm*hh+@n_*#xc~4Mc z{pu!K)SBa0E}=nt#d;n?&Cp(Pc{%#t-dE# z9KJZ;yeM+rocsIMu-qn)9R;+2k`zR%U|!GC(vmgMEI$nz8m0Kh6mT%q=pDu2tWfCg zidQFp`xBBO{MSnzYGMfjX?#!LfaCT8DBwm5^V5qainRoqF8bowoL39;ffh*X`>m;Y+q{VuI72@Os z1OxyIKG06e{^-f+#0XFCC?+6XYcOdX8Jm_!VFNMrzxJ1R_um8`hUM!&-UX^|%lWUt zjVBvTwI-ccq1yud@i~S8gX@md1>n%H_K2TX0%iwEPv|!XYP}^?Jl>|OY4iYa-^1%-V3_ugqIYgGk%*%|N;^Qqwtp0VAWSWW z?j{FvN*em!68#451+n1cuzYnS@D@S4`zVCX*AKUSP%pyBGx==3U-ljV`perDzCbPv z?f_t?29n|_?`PCJBd-KEA+lE%n9h|)F7>__KH#F{)Dxb5BLE(WxmX(&qJl}*FO^}exYw)FKk?Ue0qB7r-6k64~f%7VBl46kY)^S5U(Z%llHp{?EUE^TKn?$ z(mi395`-R*NI|7}y#l!|S2-Z5|Td z6amK4SFhCAh8A|+7#Ba^A~Ntj+w(zT&;QdvAC3OnnNN+76{{1T%>{0@a7B?5SFq2VE7ZU695DM(`w@&{6tIVO=R-M*0J3Ps!qeUJhD3H= zqOtcS1D9jf6h~;!|6DseKWM8j`^A2D(4E%zbW7;`@V9q8pt_U*jkhSEz6gP9BVGwv zRDGT91`?5CQ1FE?3VL7Ny)8Qq982xoV~p^X*84~t5+nem%Ncn(t zliMS3#!hP_B_-jE%mGC;Zq~DMe}Df^CvbD~LcsU@$9j5-?hNoW0*Ux803EA9wU2N? zhlLTO`5dp*9m!`gVrG9N!P8e<6<1DuC{1?(Us8vJgru*x*UH7HsRdmr6ZH2jWi8x4 zvJZAT@&t)muaiMp&@&h4CS7eHQGaZ+oxS_gM5>gkQyFjo1J12T+hMf7V1F$t~+DF z_SIuf0rCNxsiS*m@gmiH&@C!}jLEUS^8w>{WBhzMZcnZWhZ3g#*SO9O92dHwbCC7j?ml6_! zhd#eJ@V$To-(m_Fz8NV%`h$k}QB1)4{}+Z#t_ITrfK^OfoH>o>I#;zLMiGsKZnQx`Z(RbNA}(MHl~WZa?;5~G z6AD0;><)S>#6CWmQl4{=upBz^#$w0I^gDpfnG6O-DQmGc-_`03yxcx?W5B?tr|$r{ zo@8zloYy4KGD-x$$Yqy+P>c&ekH>&FDbSs>`OhvM#Wo?17MOL4>Fw|50TM``3q%{Z zoB%D>3tWc&W3w=>2+{q-mD#5H-rioW{8Wb!bWJl*NTvWG{3PN6KuAXrMGSv116mZI&Zy0L;R34Jb67O&5QBgXu#Z)#S#DA6LEm$c{49H25w`CiHR`< z4H=8)VdN%&X&Cc`C*&nB<_ui@k-X`>>6r)OVjd`0ECCbc=WIK5_`)@YJ>&0AEN?rX zhAuuCND~%V-ctQ_wy&6WbMJ!RK>Q!hd=pq?&-R4~a6j!sI?+i0vLZ6fyt@t1d_eK| zB}$bQ4&BIP4QUkq+f_^d7Sznikq#v-1VfyzGz~(a0B5Zny7U0xDp^|!KlM&PmQs!8 zdJbK01dt!l#AO2-?;7CT#X#8wIGapB<*h2CSw#thRlaV}Pv$ZWgl>BP%wN&t)wT^CT_(B*m^EhgOKHv2Fnh@k>4mWz7CNr6hXI?&8(8M-qDmtKktft09z n*-;VzV*T3}TK(Tv`9d7&Btv7xIwKCS6--uIQL5~jvH$-9!{weT literal 0 HcmV?d00001 diff --git a/doc/LectureNotes/_build/html/_images/exercisesweek41_5_1.png b/doc/LectureNotes/_build/html/_images/exercisesweek41_5_1.png index 43447c4d578ee63172d7135a7ccd91433e389381..8c31b59a83b7b5bb94afa644c0c8f834c1ca2c45 100644 GIT binary patch literal 20071 zcmdqJbyU^ww=TK>X^>87kdPLoOBzHF5Co(fq`OlZX+i0d?hYyGM!Fm6?p*g>-~Bu1 z>@)V>v z)&IPJ&Bor8eMbMZ89W5lRz|}C0>RRU{e#OF$uoyQ-c86#y!qgoaI^)eM(5+7HSm{6C0-+dS^eqFmiX%&(YA(z{eAQwZk{!7Ac8BEh-@) zVWf;%Z4JS}!HG#A#(@1Q;3TF2KPrYC;9H5@ZoLrjBmcD>8+`eLG=Lg>_wqH8IP6vn zj3Dq`?*zDUXS7hYNUuVjtZsDleP>V4dhNV*2Yc&%mPXUxk#wx^uB_R;XYK6)$oduP z$AerWW{dbVv5X(~kg#J+nLn0F++7|hDJl8cwA>&miafkJJv}`>8xhHNJNv826BWY9 z$U#gqRxz9^kZn4W2J!VnK>lq}W3cqgO})vPHCG|E&~8uWt*WYOq>eZZ8b)wm2u3Fb zF}Z;AU`0t*7JQZIh*X{RA~p$0XnsE9`OY{pA0HpvNS!*%cTPj3CGR^c$L&$Lug`d- zrc1R?PI@St_V4-_(lb8QS)*WKNz2KF_2{REg`pW48Bsldj;OD%FC#DC37&JZmF~lT zFrEAESp*p$E~U>sXQRteq|{f^O!45Sk<&Ug76kl`+rISgk}^J)>C7}b6-{4t2&a5c zObos|Y{FvItQK{2d^I*UX1mdgljx8x;?pv~Iah5Sz@(B}Pv-D&dr`kv+JsF`{?%kC zNq;Oyme=7ghMb%nhxG!lmix}nkf^90aV()Pg@rE?*QX{XR(A5zrHa%_z+U;K33;p) zm9^N<9wq8}w|_y!!^Xo4I6k(8O%-fR<+$)OZcE=TgZ6ow)~~ZwrnH=#IIF9xytXTl z;WVM}UCMG7ZzoH*L;JaV$hZYyJlpRsx%pNPE(I7Cfusnfixov)nwEFh#8?VzY zK85=>H61XRPqt|x z0lVH|oT!Zix!x@*i%v=k6ZX1YS#((roV4hQef~DZp96v|rZ@PV^PlfyV*DN-?hL^m zedn>E;I>(c7)s`$6%<^kfMSW<`$j}y45kVY#l*y@m+QfSMU4hGl(pQVp%bxv0rSj` z5)O-@mChj0gQ!Pfxr@HR3 zpKp~^R05vAP0+hOUY)78qrE-fL4eFunPQbT9r9OOOrnhl-?6N%tsUQNrLRBU9rc9b zF>u%{3FaA^7#U?KrVFdLc=D0HGV}fZoj4~iZ~dTdxm)D%1k3SgiQIHJrTuWR$?kMR zwsj=6*YOF?&T#)XW<*GZ@c^Ncs_OIpfq^d5bT4}F{LYJMUG~DlLP6oW#zxH#s;Z%_ z4+l0`9#@A7QE=E56%|><#Xv=JawJ}vjf%2pR`*sM%zZ8+Kt)AeTWD~Iv@$j}rg`x~ zZsKvI8}>*@2$&Ra^RUNJGXo@qfLV>Vw#Ir<^OePf44JU!Ooi3fa4NhnkV+yjN;^y4 zCg&0emA!+*^Jc~I+;F?h`u;TSLiP_7PJhpThg%7@Ei&{to_7xcf@N zB?ZAA5xPnlzqDR#3ZpC&JB5$jQmc z>$r^#SsDDn#mLAgs;Nl|UQTxR+G-9zTk5Mle?s%t&r1$G$o(d}&zm^;mz*o=qZ&}!8-d5|j} zErW6D)o8+OB20vNmOZ&hd8{LLcP)Aja+9saBqb4REoavp2R~UibZt7hU+e|~yNM50 zu^mjn_Hco(b>v5HG0Za0e6nc{^!JA^)@`M@T5!O+JX{PvS?>`zh)YfVYPa4^4HWEi5dsiHNo;br-D|6w@Tk%osIm zEqAIH4JxSE*oKYs>0i9)-|<#gS8twQtXWQN+%lp}LZ{<6{#kN3x3lvg;PWV`kS_c+ zjzKZ2v5}O$`5YJQ$F^hBPHr*;!l001>+bF8`D=hv*YiYD@OC>JX4;W3NxuM-4R%s$ z92Y}Esw0IOY~^TX0Ij+EXvUjz%@Wu3uRO=A!ITF3GZheDmnAo3V6|M2ny*qUAgXF= zw--skNCbBoypfd+9WZpNla!Xu2Cr|0J~pX{(tQz?l|?OW_)FS4m+=J{$GW3X<%ZX3 zOF-l}wCwwyo6VF{i;0PG*sV#(rwcD0a4IV+ryMpFolNA&;<2cgL(mCX+A0it$eJa9 z1pFQmfwGMBVI%TgV&IVU0t+_!%gy2b;mAk&-8)RkJmO0hmcbn{4Q1suXYL>Pm$O>4 zv$G096q}oy*W1}qDVNQwLC+vF@Rf6FWjbHEOow?XrUSUG=JbHcQS~|KX;LPgIcoR@=*z?qJXADuuQb-hT8#qQLCTo!bhi$zvv@t*$%*S)}!8$U&c=20BQ7G{G+O;)U zF3o+HX#p%V@k=8VlaVycqRFtXaH4G4IC^0A;|*J>#e?*KQo5f1kycVu3u^JY<2Q+O z0+tGoK_Px`0)ZPWp5RF*-u2xwG!hO0NpB=gNWIpQgoc)uz^yqt8XJS;<&&MAo&17= zc3@6n&p<>cCTBZc%mJ)U@o}Sv1@!CQtz0PBDW^Jc+JXob7$wJw* z8#92XFw^A14m-@j!Q8`y6&@l8To@w`u#BCR#skOT2r{_8KKah?^dgc{Byw{gaa|XB zOT^Z+{}SjkaxfO9bK~)?L2ooQOzz`M6@XWH{k>UOO5>Hm&VfB|4wMImFT5-(PMq`9kn)kZXIgh-k?N>Xnn5`{LA{ z%Vba#=kUx33d`9__p47p8d~lS1?cGL@+V%xyx)NLCC@lKuWd0Xg?}x1g@uQ68g^rN zKHh8rXX1+-D=oN&YxI|CZ*o!+seB4A4ooQcopy7a9KiB1_L?nmZ43cH#{q}U-BGLV zsly9qW+e@coqAn0wOomD*hMJYjizSvwN|b`2Vlaa&O+EX@~PSk2Ph4B-NuFy;wM?K z*;2WCdW<3>ls!?D(lECVJQ29xWc-dOFqb!(+e%QFot75i=g*&!pOlnh+`rO;v5Eh= z;F#?U#p856*2}Z%2*T`u{o%CxA!-C2c)PBy^nlYb*k{x6Se%fd3d$U(Z|pd0OEh7Z(Rd342VCc&^cj8CdO&`t-E4r;zW0ZZFkJ zG=C};!6b(TYy#3#G8F1B8xL3%g85p8uumNwQ$^pwB=^;Sh${Ziw)(#j$7tqHVN${7 zXj}t-bJO-GThvoC+0ZR}9{2IGY%DBhB(M2_roDb{+I*hB{yk_4d`bL{T7N;a2liRW;^`$p1t`GQw&_CDJk|(>?q1CPS46d3gW&_~xcmNUR1G z4xeE5avb%asnVrqOK&bJBL3@&latfKJotZo^Y~y@)y+b974?Zl)V|V6BvtR9cVih?IkV8(EN z-*SJsl`>m8YAWL=Satje7BQ4eC)#}$LUdqO0)XDRF63ooK$_hzeuIz;#GuTwJ*>>k z;zmYva&O=M0jB4N=38*5obui+dErb9fwHD18qjxOS|`?pLFAHOTY$8_8FTK4oJ*<3u8eM8Y%wuAR>4||;{oAT;F$k#muhV|! zi^F6PY>bU5_mt%4%l!Q3vOmNI--`%u1r9+$G7x3GsEGs{5Fvln z9xa4@yP2pP4MIYoR3*t^6cTSF&h)myDF$LO-*sLqIN@$nD{7%w&(uTOa}FTMfU%n>EM5vOZacTu?Co7 zkippaZGm`t=9ew)ckPLS#tZW-PJH*_4t|r`{ z5GMXIB9&Es6^5w@)DT9tTC0)asa$P*SSkZ2Mp(V1mV%mEi?Yfl`Sn08WlY4seY~;N zbcr%a|K$A#qxmQqsXU3DKidEa#&ph&uZYVC#F{Z-K~d38}2Kgd%yY*~)~J1jE^4hU{M@vc0~Kj-W<# zvloEnTZH;x5kTBut<;x%DbH8RnZ!f{USy`4ui`!;fJ+ZOASR${^-$!J^ZgGG; zx?7k`>8i~3&Q^j03GvWgNwfBebt}2dJIpXT?ZqN?PX6Aw`B^StbQ#_VldUG?X~p9) zSaz7?DR5#dC)K6NG{nt2aX%RZGm=sC_vHN@ND?5@91}~-YHHu~G}xB}EYpr`G?sKd z$EV{w9_0Wf(Xi33`0ZWO=>j-Owb?C zyA$X!w*jMP{DxH^&*9^T_WFj{bb%z`#I8CZ_h$ zOmXu0-yI#CdTkKTyMsE4^p6@Ep_P>{^Pb_v=s)2n)2Cyp&S!n?LGv6*=d-RzkUnc| zmZbfY+!lAMl`>|((tym^SX_vxrDgH>B^Y3j;US39Q9zC(@{_%NW!3>5O{_Lm2ac3s z?uw$#1cp@e6P?%PD?D`T3BP_^uNf(RpvL(4iUs4|>G`M=hmmQ)SvM-RR_$cMzq3|5 z^td>EBf?~y-oFl(^$y87Rltr~AZ8Q6v%_T^`kG-{PM;&6kh$|bpoRzAw2eR?2<8=X zde7!`%+k0%qyrBCQcIC_t-1IaxFIe(tc9%qX5+%@qC!H9Hf-3?5ZPFV)OO}o5O*Qp z$k{qfM-HWilhj{fL%YQUgN(G~bA@NAkeZMN+ltsRMdkAnh|=?vlfuE=&+hed7O`)!^#2v7{XTGyO>m58kK@Ts z=+Sym+RyD*7o^o>d{21HX3h%!YmY{w%0z$lcOY=OSm$c3!UNHXvOsM7okQP0s04UT z;srK~tg(UlI5QWk-Wx0;VJWN?Gv1{LzTw&Y2fw`~E$Wsz+~x4yp(S`?zYnKNE1b+I zFsv3E2?CHX?H3dk6_FwGX@VrcN&8J3CFt+4HLMSg%9uh77EzEPsj+y8 zgF_P9B&in{YZ=-xD2paDIs3xW-JId_*CVF)&1?K73Db>i5esa1bc@lv9qXJ+fxw9$ zC8O5Y#t^pg#y)F}FSZ|NsO#gueWQN)5*IjrW>dvKriOqO(Y=|kGSq#{Jp4HFLY~mCk6-)YU%qQFs;7j)h>dR+xBb*AG3}tNGCA%?0ynPozkIL^vbEc%nQ?;(*8LwzyN~_@l6qdsPPJ&sI*&LF zP$uc&!vVYAxu>E65b#EGM`GghrmcWU9n(RGA3e-2jxp#GUOKw8Z_0-(5g*?!`m7+8y>Mn$4&*L zv`@ICqA)w6&x=Ou1A}YY{aL`2Ur`cl7V^z#%eg8sOHn;{JBbiRT$B-z*^t;!gE# zVU=pHj}wpm5}Wv;V&baaMHk}0;xzOmK&XM-meS0g`$r4R{d~#Tz*bM6FM5y!btqWp zoW4(Q+lBHnl7aEZ;=tyPz@=neESBjz^ctF%b}Q1sju4G|{5c5|_B8vhG~(snU&O_q9~E7C z3@@gj)UE$`!KPZ9i#%xw7);=VO#HraQ1Up^%j_*xSa&P3K?Dml|472FfMY@WTzgOH z!{MhX1x_}{FmcXXgDKS|gd2+6dg9`VTaj$jYO%ZI`(h}b#CPEBw|@m!;B9N_X`V6U zqn>*(+Vw>bh4UE9#s{(8h~V%BXWBJ!xX-vnc*^+QQ$Ds+qk>^7r_1vZ(s9w2ogON_ zr|r3VzZOePl8)IXb&i-}@Q4LniH-oyc@A6E(=KAaC~@J&RmHS8t>q5%9-OYO^7@99 zsW$%(ncwB37sQhf#}2zdZpSXV1rIwtxRfc{7Tk?wITlo zIk*|Q@NjQ7m=qHio6|HTWa2qzkJzaskLQ_y#i3tP`zvlUBMYZ9+m|EQoA6wTwze;sWq4xy^w`duQuxMkq5~~ZJs0kXC zFZ5AdQJm8xF2SV9mqed1wza(`@hH<5(Rh`WV!cF`K2befiqb^q9O^`KdcagP;AMS5xiq`F{47(Wg; z3_?tyd8+_j`NF!{d?hzQCRol*a6U%=0g=X+`bl_VvC{q#8`I4Jc*W+yh^y6G2VBQaVYO=M1x-o(eSK_h3Z*w9`eqR3 zTUyGG1|n>V#iDlt?gqB*A76!`hM=l~*TS>DkwfKHH6PpN5hOJxB98{80ZGMf$q-1Iqi9nE-*dhiDhycJcsf z5?BeYP+Sg6(uj`3wfxF(a}zF4VaLSpBh#J_-xjo2R4(efW-~V$GNZMwqF7mqNIf?R z4i1xefBbgS5t4;P4tZHU@pmriai%Hb;DO^C2N7!1cbLL_8;y_C(KFgI%}SXUtvQz= z1>bCoo!y?$4hf(8f;ci}R^|t;*J;lA`nPzqmtBpndrBL^p9i3Q0&WDu*-`5igb8@W zPF*@Vk(eDT8mWKiq}st_N^NpYepk%F$t}(XBXz)h-m1R-${~Z;w`YIbD1BU)*}3qD zMV5{dabAmw+=%!d@rhb&oz2Xftx!CB8i#{}h~BIny^*%d@*Mm0%t`yqr}T;KbBN-N z2;3C(B(O{pd9t+Pr;}KdA54anV=35Wme2_Lhk6RvlKw(nRRqcxtEA@~EVdv8-$vF4 zj>+x5M})|5%1y_gs2-r-u(v|a{x)2`?|rw{(D)bnMS#L#2&$Cv7=?cb|A}c~=&4F& z-TSXh_b*l_-2Ykk$(;lLjYBaCa;v*K=SoLqT-(DGtHNI*iNX1d^9~1s@)ef}(D7P* zYUQT6DQIj8G~38`m8rZWO6^T>QXmmQH%L*_WCQt6)EOJ0Nl0VcxXdtahtIH@4~LUb zh`jqn$h73M?7ZrN7wtL#-SO&ElsRx2YrUs@9!$H(EV&Yzu(yx+CrRHzABYeggKn^L zd<&Iq0n>T+v*BiZ3{0KecNy~*F zc}FXpNnhzpUYOW^s!IdNzX9a-ZA&aVf1 ze0zq&_NgjzI4z7*aNrmTn)(C?>B?ZL+tk0IEM}#P8Y8L9f4ec#gD!X=3 zFTI2D&fY(MJhnH9P?SwWRIoVg9E(?$pI6X{xjf{e%T!rV2{XIxj zOXVq~mOJgK$*1xY0B_rM#SgjKngWL;RqKYnW#cjbn_}$$G)VCi;;P;`Wa&ax&-gxD z950It9S7IfhZI@fh_oovigf1-u}W!k6+5$+$Z@qfQDRsv{URwSD1en7AsO$IxqJKj ze}g*MYikl5lC+c?dS&+75fQAxl!9SISqoq1y90{(Y>USzk%|5&C65!824brr4xi6_ zh%#60?_0ee%E6FfX_AjRZqL21SCKs*E~eER9Sf%3(b8ncaV<;iN@|pdqC`_<{LJNl zv^lsHY4~I?F$6scPHN_sIxy!%^P#8emAGmjg;hvF4x`#;8AQL-u;R+?P9A4VTG!*h z&rnLKg!Y={T&Ca?&7;juy1-4WzYpt#loU$acs?vV-T0*)l(P788mbfkd;A{k@fLi2 zvVS7zNQ{h)LvwQIV!nNQ?tC!!e93)}6^DS}IY36I6^Dmw z{L&@^^`|{$8C!wuh*Mnj-rLftPh-2glSFv6pKA)b4RBujy0&bNXEkibt2ofwszrn? z(ky-dB^!V5s+H_~C%$up&eYRkQ}N;FUfp3pCU`YS>AuXfQWUy~H=8a^?b-V9;X}y3 zvNj-*7BjZ-J?7`e$-)Wu+ur3_J@+QYCO38;@z{EjBJyNSb#Ee-(iys`!C4vwN`Vq9 zk3LVqL9`Fd#A6Q}v!H_hC*uu5o)uU*P{}yCP66elFTueco+%+l^e%{cHEIi`HfBY_ zOR+^xFXQbwp$ur0>G$lUt8{C2_|iC0p65NAm_8li+C19~(BQ$h>lQPOy7^B1@l3FC z`Uxn@W~$^V%v2a6AGX|C!>V*$Kwh7d2cXyBGRYhw%GRi_Oe|s~0Off1c6!zzagt!N z*Jraw^G2jEvd3Zz8j+S3amk~N^cEpJs08z+92@?#{r%QE{u?V}2n}4Rrml`oBtx1j z{O76Sc2GBhm9@dI^&=ms!0+F`>Bs}X0{L&~P=6{SsN2)&4GZ@ZI6Qv*H7K8vhDvT> zTM8Y=@d^1G*|UG)BZVaprG!-{ZMl^|TKmCt14AcXi*br&U+A|lEtT>=3#I|WoeIYt zWrd#%W6TX7d#47%=I!jpF30mdmUW;ER|8V&K3U;!AJStIk0f{1G54U`sVVK@njMYp z!{f!G1lz*kG)RqWf-fgzwr*oih!xl82fRhJQ;w;l6`SE`t)8>)@xTgav6{TbH)zl&VA ziwhcB(I;(7f3h19lR>)}0fu))`r2{t_ihhVM&2ta;l#$pH6O`H{H1oOc=I}(NbaUc z_ywBTgiOtIVqggy|2b<4Odr^7{310Rv^I1$b=W%^@riZ+uJTwfs0%(`udkh(8%}1d z6kbTYh;Ew6Anii`NvM5)`c`reiJXm>MyJ6lyS}39iUxx~f&Jj)1EtODr2Rl*uab0p zjGR(?=&-<8B*TS3d}7{)1|n-s>9R0poEOM5xE{A7!!Qkb>E5J3YE;?e;&4FH>jTYI zdH7fduZBk37u2PzIJfTa{|Xa4dADwZ9v~|ZSANKpAL< z(q~Uy%$KEP)-AcCgXk61y;zU$&qfS0hI`(CY*5Un7k@n%)1U}41Hqw@ND3*(-o<)D zb|-|tW^Q7M{+h_ukMvO0O*DG*9JhoQf!d)y^zniCwFSOZ1hF3s3WEHUEV>CC4gHnu zMiwX7uIjL~_cB*^e^mT>!1+);?dG%2S8P4dp~FZb=cl6jPRtT3WK!LpQPT{Y>%CYE z$5uD0Fu!h_(D;F?CrmO#1O?H#mSTuhDkpuIS4`C1~fT;}F& z4Gv?45pOYHI#tq>-wfxaWP;+)`QhTc-5z+zfPX#!w@8?n&^sS3v3eLjbOGlh?!@y2ihU8);$GdfQ+JP~MJ6 zY!MwvX(fIa9i{?Cu#L6u`f4Gcaphuq2nPi&1=R!+gcxD2v zqzaW;9Gq5Z=if%(4SH`BS8YMRteY6Ei$@?*rI==H8~=@-MC4)PE;QKY&^Yc-I>Y*{V!WZD%?@J)}ElBA0jBlhYJ=2haPl3!T%+cwt$Li#OG5 z9D1as6sv!;i&aP*u)~glKc71@==@gypibIe^EmPiQu+h}V(V_n@`dB3t@Yc+_yAnb zR3-W=Tn4GmA9}exdLc4z-4EP2cjXpvO;u8@h(i^}cxYWp2-3;+H!2^eSH6QZgW+?j zVe8;}wwfvE?Fgay!DyvaR2f%4yte7PuX;LPr&r`T98?@Duu@m%jB?((>rnRR@3E?W zoS#~;ziNTcLc;DL?F>UnIq`ZZn=A@6n^lG$g(qH#LTb-kw^G}tHO^|0lE@}pF~?vE z4t%m|y;eQ9Ms*FAT1i=B9qbP;3&J%_Of1G*ZnaQee%^h8pr-zXfY6Rh4P7*ZnUpYW zR_L@dH_7hMNy2Hsyq>LK|$9(CbNs}zoSDHEd11)dOdYv}QkNsfk zSmHxHaT|oOcoOdsmui)~!)+FAWjFIC!1Ai9>StP-qZ~WdsueLobZtc7RM{IxIFPBX zUXji!E8PF=>{is874V{KQ@a1;rm88XD%TmLB3`u_*2C!<$W$Husc@llzdvKYHgys4 z=dtlC()KD!`5Y5LA){PgM@Fve@8)x63)UzL9mLn>Z;pi6FG^;O^H%q1r*B0{_k6x8 zd=AO1y33RuEN|11w-CL(KRZMqWsUpuAd8j|J5eUZQFbLl%$N^ij4^*4cb$E4R+r@i z%{KNIa+A3erO>#hpU=^T9pP>5i1)*SkYnaHsg&~=%O4Xbe5((m<5OeYd2=rH3UCJZ z9=thf5Pzt3sNEvwmr{75vTJ)9X0EO4~wH#J3 zyO28A2C3@+KYt`pBab(!nJa`hHJ*K}VeovBxx zGAK`zK*Axh@9$l;kT$-Eh#QJB#r~ccN(DWK8`bY;v!af~ZVi>_nR5sqR}3;N7@q%+ zm-)3YDCeJ$N;roNtB#{8lwjFgy!&_=98b#RZq+JR6BJfQPEZ!P%xGFC8- zSI?U|v-I5zMx>D?zSc;csEp@qNrI(KST^@@FAu@*PNOENFl9smDF=V2G<&jYoxo4K zy0hqnkh86~dqT?M2d!;}2EKi9ezelNih38v6!Uvf{MIT8t|$>WQQqfFQ;>4V_1UaX zrrYg@K!sjRRu8o%xVvXx<0W=}(UH?bh%pu`iqd-HwjT2TL~L{*t~~@nZr%*Y*U{NEB+O&I5_! z&AZD>Nl8A%iq`V624V*;=dz`vipP;J(JnETld@mQS;HyiG82y+slFA3VuZD0lf*6M zF~2Q{QRZnome>hTkEhC1qFota_gnAL{~Gz`@$hZTS=4xMLrwnUt;o;UZREIf8B(K# zS8KuUw+eSE4N1Li#27K0JIz$d@mXP4%UFZSTMz0zk+blGKObKv;?j``M|>@Nh~TMp zZZ3cP=+M)#n%@@vU7J{_7(ScABC4M4qqgT^5RJLj`*rxT#55ws^T$+rGy|4KncKew zdYL$Am2S+1ye_2&&}l0lZ7kvZh26it8{yDXtgK@NeUW?WB-%N9+&Fe9DG;{yK0`H6 z$6}&G_dWMcr%*fZ*a!Hd9WquzDn5-=^j~T2Iu=zvJ(=J;!r}<`U(Hy~Bv*a70Q$9*`nCsq@-8Qki8)o78(2upvZ^}zkq>urp z1$Cf;e5ebN-i}$;GvD6oZESLoSE#*k%;!`6q^Q!Mw}{pzTsaNx(=c?}fG$K>dZK)aUctxiBca=VZZ;{dmm8cU zCV`YOb&-rZkt3oxc>Bj)BPtr3id${2#hdP$Vphk0!Ss?Ac+1zjS8Tjd!jU~$tPFql zD~a*7YOtq0>o9mVJx@Z3az_VFDYlJ+VkvSX_qmhfc;^!xYfwTdXyWDD?yCm5dBW?HGj7eZVL6F}J8Q>QgYC-`{ z*T@4kL2>3wvH{vC4JU?=TWM6!tq7$@AyjtC|<;Mp@wc{&E1H29qxY_MRC3+4Wclq#n~awo6_Yl9VYWU8{+958M(S6&cz7w zMCG4Y8*w!FnP)gZzhPA`w#hU+|5@7ClJ+C>qtrtQ7!c;z)8`EXcDG|i9YHC@Pm1B0T#l;wXeSLpXgU&TO zB+8mO_?bFQN1%MC=@;Ma_E90f&B>aOd=cByM;_6K#`9h*QP9wo6cAwS2%BzC>-uy7 z>}^=B)%+TOob@zcErkQD5~WS^MMBTkzb`?Cu};D1#`;g@)ZLQ_pt|wP@l`fIDO>dB zgl$H*Z?|@6ufhRHVOzK%BR3Zb;1xT62cpA4V5<*G!e2h> zdJzCzoBdr1Kyw4+v%ulJN07XD*_&XBJiPf}#uv%}He?&BRGd}a7e zzaiJSC^bDQ9!6Ome|Gu=u_BKW*o4MULtJEd8N*KikVXn*TL6@@ z!e&`G&+6{#NP2Io$%OC$LCi{>;aITJuC!UpggL z6KWce*rj=(9uXBH!`-Nu!N$ng<}|Gx3~-Km3-xx_00M3|t?i=U6-H41a5?{+yknxO z4{{Of|8qFZZkiU495Y35r?Cw8K$WrmzV{N>^L!uXG?zi0DqLOylS#`yA3pI(jMMQ_ z)eLt$=dpIj(is$(2|qM>qa(ner4j&`EeViaX3H(j>J<|lS&==tLEehSL>nea1Jd zeCorGJSEixDj^=-2A*?z)Dko*AfxIRW0spNi{oTo3y(-{aQaoK-f z>~^&_y11Dc96eWqT@aVN-q^%X{VFTn$BL7d7Lf>T-J#vfLB`cMm&U17k$(1pROeKtGPPwiE4>dF%yYh1PayX&(oS>u~owG zWdch_t9!h~)I|RrEGe&`Kr7$~!mq8BTaxq8j0t$dXuw-Hg!U$W916&Nt!n|dt(%H z>6_UM#U;WFIdYJiwR1L1bhjt8bwbLT`CrmuPU}GTj;9G+Rew8_{_qmYkfO@@@E8%l zUicvNO4BxT+SoEg#*U0$B`GFW8sVq@sA(BA?(Qf9Dw=gyOl<# zJvd}bgeX~}{UhyL804OB^?w^I+PE4GX_w?sh0@cM5o0iQnQ^JSI_%@uwkJ&&xyzou zXqC#X6ZhnyoPwem?Y5?Xx2o1QlYe~ivo#olEkvdV+#|X3oPHzsjpEdw)Sl=&=q0s_ zHm&Eyooaq@&Ev=TO?;``{WrU;nZ!vHE4R9jPbYhC(t0(b`V!aC;3TA*6fnEy9dtB zqIoP{-9W7W^R=e9RHpeTsGtqs2!a18ir@+q3kp^>KV+z_d&o%8aZQoL#{B&p$D~mw zJ*+A9a#Gz6=zR&)0c1#P(`a{m>#jDMuY40&zs3+-M&Bw)NH~K+caA$p&XlBdsF=6+ zB~|@js08mnbsha#bUrtCMe8Qa-u{=;PIfdjm>k5hF@^2XNdq>FH4A=U^oG42MUS;|-9*_`EBkPIaS_=00aJZcu=o ztqLyAa_1yQi;qWlwzAiuGA=Zxvv_jpc`mZ?%Ts;nR>W^Zak36SNM-#sal%VY*jx*V z@bVE>t+*2fTIjjnuJ&M*15c!(N%>d=>%xcaFZ5a+$}q|VRgUZUtg_bZBwcU|Ko}ce zP$#5TSY2|spC<}Mt834K4NkV|>XF-o0vMd=-_j=df%MZn!}p z@UmDU87!{0$V0)PsI=MO6n3Lt=t=jd%Bs}(dnTWt?-OJR$`OtcO;0_&w+uu{=XqA7et-c`p638@#0h~f+ zh}NpBR>iG|vvOSOULpJUVjIRn?vmi2g6F*e)?mj$jP@mdA!c)c0QJj1EoB;xzfJ)uWkaze#UX1{N(HYG+iDLuA8fcZz ze54eA;d>qJu;@NUm3h9?(kXANqlys+5|={-b~$Fp|9};m_c3l!rup!RavpO$bREm% zFn%Jlvev5k2rOj|E|NIEZR5tP7FTN?d$o`2alfDP78pNbt=!>~UM>`TvW{`~R5Jl^ zB659>92_vYrO2LFU|24wU#nlO1Yr5jTUQ~f9GbmGObZFgr_hQNe|~u8!v+q*KU4~s zj;NSzgxFu7Z8a_?8Ujeio8~>90BXcp;At#B;_->pmqIs_pzG_my7s5F!%6IWRyP%D zqyT8Et(82O;g|@e{Z^;>Mmb@$+|bwrU`())#9tl@KzpVojGxPv5YRb^ChM2-6C1iqz56e0}Dy7Bp1T9)&rlCc$a zPE+UHc=9&wbO8CJhEVd1Y7%5j?LZED9gx?gK~-qdZ76np=H=gX?79VbrTrAexDbQl zZr1BxP?7h)N}epI9!B)E5Qiufe4I!}(O%BVy|k(_aZ5`p#rG(oT3H)p7bqbTFBzba zpBl2OM2?%CovRKH3Bl;&XdeX_TTX*c6bwKt+iL-6U`A$UhelZ^$1Tp{dP6*^PJAl* zCI8NpMCz4Wsn@UMx#6wiSvbzqv713rt)GY!4pL6CI+Y9jbGb&c%)91FFnpu@g#MH1Y7XRag zxC`Up@H_UJ&rcMn{Auy>fN{097iK+H#XJz-X5jml`2TEv9NDhM#z^)efcX~}p_he& zOYlTYsy{wgF+dQ8dp2VUmY6Pn0K~yzIs648sDV16x+c9c_XiMYS-;H8Q@`o_z$YG*r6xrF^fjKsj1r>aQk)h^6pv~nTQ0Q19TPm*p&5?`*Ke@odvxq zfWGr_5RY;FjLmPDVFHgu02ytS7okc2Jma6QJaB88*BrHBfZ_c+v@1FCL@)pYz?U(&Txzus!T~R!zYth|Gp@K%!VG4SQpFO21d1mOJt#n9*zNK0wa3+N+JP3 zxqL+Xdn*H!FAerahp zzysU;9V979{>vh=TqB*&P3@aSGw%%>*|WwGlH2{Nk(9$Stp;4cHJz!odIlr2e%0LU z{*!%rC=ISE9QES(@X_3y2|@+fmj640;g@zuRHBOrSVrZ*!{9y(JTWREA#%VW7YD(g z&|w|0LlRO_{MH~R(9cuq<1=5(`R`Eau-)i*-#!YcmgS$P*+8j&vPl=P1OYaKye=z? zX7d>lu0gUeRy~r$<=xxF$|V@4a2PNllK33x0mU~45EycDa@?;l0f(r{WGKbDQ06Uy z@IAK7KhkJ4KgO>(5hqfT#eFAb%QVFW$aIP*&0KO9FyU1>*O2 zpbYop$B*8=KGAMigQiVs}8O<@h|s0wdT9IPZ&s;w>j&z};WY+i3E9 z1y^AV(|p0!8G~C=%<{p6D3Ys7+2grp?XEk8JX0bpV@TNs5;w`W=ZP{v}E z9d#XJzzbw#VF0lIz}Dn4;yCYTE`xQ#0MFn4lZ||OcDA?Z19(obKfspR&Kf7`-<)o; z-4*LJlY%xJ5+L`+@4O!ZRGx9tv-QS)2@s!Qd}6>L4+X6)GC|9OYk($5z0?3LGgt`2 z2SD2nu^p9@Q1-26{SKtMt#hyu0tZBv=~wYgDhp{Y0G>s5N4$Er^dER%a9t-+CTZTY?apmyHK!f6Ez)dlP-BO#0WN`0&SrW_6l3DZYB zg4I2@t<6nT$QmFrAG^wPc`gA+5e{LvB$=S=XvGjpx{DR06U=*ekwM*ixki@H#wFtV zuJm0$Y|omweT0wnuD#HyI|2F#bhWTsmx{W}zj(&;;Xk($jb6ilhmy4~DY-3)YpoZ< z0MO9=>cmmL=Eh;kX>wu$@PihNE1CdvKHF(;3J{ln1G2mJW95W0)z)IOhYPG(P0%xI zQP4bM+|cCu*Rto?J6J&QQ?4mZ#Kz}I$I+*!QukiSzk6G4_@00PR#)RgcD28#mMqt2 z`e*)|U1}^=qkQ&kud=XN8}u2Ne<&&{vIDyNzXl?7w_gQo-qH=ix0xy6H5Y5vpn-Ng z0Q)BHH#Rn?=;^yFnq7{Twilb~*1dsqV|Ow6 zas6ka&Tl|aVbtwF*cfoD`#k;hV6Mht;b=S$D=aJw*3D<-cCYMe@4Mzn-B%dH1>6t@ zydz#Kp8l~j1R&M_P5SJ3 zmMB5BrTyt>sX29+>AQ#x^^-?{k<$mefP#)*OXS4<%vw z3Q+%Jl9R&$HInZ6^U0<%%~m^cL_pWnhnX^llWoF4`6L9`tWeNjh_`ZgYw!mxy+X?N3=~vv2!QGnVhLYo zfUYx9uAu5930$o%(Bfu$W(&ZrZ~#hiEggEF2YM!yU2lm%nZ(4!yAoJGeGm~*^b|T8 z9Fzz2^cOnbH^z47+e$qLptFVJJ{J&^lUdXBP$+0=VE|@iuscye^XkX?DQPrM)~_W`}{2KwB4DNC>FF2wb9ekIWx}ZWGv`Z$rtvA?fNF8#_D9oxq0u zgLFEK2r+7ehG#ILUBWLmAM#117iv?*@_u-71MW^nAx3!424;%0vXVHVed?Ym*;!o%sGD zQ+iU()qI9+CL_$|o&R5Ze2F{$T=jtlMy7_-xu2e#?5hPC*OFNPcp6s8o5ff2?-VU; z1U6J$mZhu!tteMg+DX>ITxgBdHsH>%R^af0h`6}*w!6RskX~F`$_;G2nC1W%AM;*U zQ&w^oasnNE_2T}1dtiD19mVmW*ZkfAAbY}$87oRZcbsr=+6p`|Y@$7I7xuimUzt6! z)?&Z|gFr_W02__x9XdK{fJ-fujJ5zL5T)$@ei7dH;}JKHgn`5BX95!$LHksAUW4Wo zfk}!7c$NroSL52*&Ms_6L3)+|tD)ov2O2AWKAryY-R}3GJ$OHW17lnA!~`V;fa`@$ z6!6K}0FTLWOE@>j5>(}anibjWcCrC$OJ`uS6}(8Bry8g*z;CWqEAVWMN5Hb_IIvav z?8ZFc0aK?=dDVQonJ%@hucHUDb$+H4P0pnF_McJN$+~ORw#yN~L*E!YUHx3vIVCg! E0IinQ8~^|S literal 21515 zcmeFZWmHyQ6gT*gDw2YvkNxMT^VZdKo1Tk(6As7Ujes|+G z*y0W8jO=Wgr6pq043kKXZ-y)*S7&|Ccvuq}qu7R`u9RMo!Uup4R{zKx0tp!z*(sGD zDYz)G{Xe<9(5NzftwbAhf{l*um6!LH?|S(Mm&0!KbU(Y*B43^oZ7F{Q$*pMLyY=XZ+dTbSY;;%g5~YN|W*9lOEzMi@EB&&kY z4iER&DE1T2dLPH|S-wz(zS3fD>UyS7rC4~b+Tv5L?3?rbSl$5X@FKb#dii!sJ8(+VE?X(f2I$CL>=;Py)?s|1NQ*Dtn zYm+OR((dyD6CDG?dwE$G%naMA=_0m|SzTRSK40njdM*59kadIvtf#H5jm!O(Ehsqn zq^9Ko<;9B^&tJTFucn4u|LrJjvQTyU`W_>Ks6_$2PeN7}6_T!8sM2kbot<54yMY9q z2b3l?mJ97u#hMX`i9vv=s}UcFn7MlZDa)*u1RBr(NabnPFksVb_%Q2tFLwrF8ZS0- zLv#U=aM?|mdfvnPDp6Z_qdhj**#xpcQS7`LdwR5b+$F~!PJx%$}GUtl}S|{U%=;z5rLOg z8llO_gcAkIh22{lfayKG5#$lEv3~ROTK5k}o;@9Cf*}WUHN5v)f{)j05;8JfMrrPT z`}^kiXK7EO&d%Jj$z0xmU-uWKo?T#>zpYn2POeYH{hf{cs<{gih-@^!riirhgW|FO4I_yoofPCrjL*d|; zQ_PWOo^3WBBZCoI-`Ggdx(jA(Hg*g%97+uQK5yYCW= z7+mtX0pD}DuMY!KB;fhu85)Nr0f%{fKxpV|jpC{Gx41gh;fzTpfnCwhB!Ys-j&jx-tTt5^%9MopgbDvl`4e zTB;*BQLKpr0|WCM8M*Trv748EPgp_paZ#qK2Q8C=;-Kw8-vvl z*>t)j^z_tr&7v~^1F9nzn_OjvZ*m16`u1&HF82dVTORT4HV5CUs9;+zHtrm=W753t zK#%ZoKOg%rQ)5M3ZM76eo$3VJ6ZWR#`eaQetgpAXwbo`09TW41oWKn{bTc)(-yLrW zKH*VPQW|a{qoHxmVS~MOkKW{RK?^?Ucz7m`T9X!Wj5^{%LJ)jTOY`#2*$SjAEPsmf zsp#ki*SFHs(@kqMXV75 z;AAYx#X}$vt$O>u^~X=2J{fMgt%Y(P?^ld`S*Uja8b%yw9`SIZgGn0PfOS82zW|CN zu${YQ$NT#FfbzdS@_Y&g>fjaN76QcWw2xXsLZTH&r1U0)mY&{Wn;A&U^O%pmKw(z6 zE7$k}H45I2!>G;nLR9$q`qoy~hj1d)n6@|HfBc{qpg!Ey)IYd+iG(B!UXOu```pvh zQ#zRo18Dgwr!b)PqtfVyPLzN$A50S@208{9mwUY;%8!zgZ6|9zpY51M1;W@xL|Mv# zoU@tFpg-MCx5$6`1S9kWgNKD>aQZ$WEzQb?ErA|6tB!?*McS0FM5iSzlz=ml&~=3W z3Nrevy#LSm_$MVLgLy`TlarI{jW`|YYKx`jH=LI9)&pzmu8)YwxDYU}iIUF*fC|0C z!{UIaV@X$MTUS?zp*g@e;@TOQ!{%FHjo;Fn&9Up((OhR2g| zPZD~16g0tmrU_GaFcYS){a7Jyc(Lp1>YQ#i;xJyn-mq5e8(?e+aXo6n5%EKAV;$jx zOOf^WeTkDPo5BP1eb7lQsfeHMOqrh3<*d;sHMIa>q3}LLIqdvFz@(P7pUmd9SnUjS zTJgm>F74wuzb{vz(y%X>d@DLCXoURtWowPhXpbaH)_5feR`f#2* z3QgM;8IJ{iZ>qTCY(y~p8IcntA|fK5P@$sr9tE>zi82om#(k4G(m{!41J$aw9=1-k~o)Q7RgW+Jj_xJCx zl~zkcNgNi!EglacJ(XtDsLxOdTcNZDMvMqd(Ref+Mx)x?WS>(hs^O@a00?nwB&C$R zmR3l7JTBj9FS*lU-PXMAXVGQ}N+0w^26$j3B5KM;fPu%L!SDFLyd;us;uYlOwE||! z1ML+&K8pzkIDbxR{c!65j9JIXi2DU+&~p(S1}z~it>l{E_dxrh_6`k+nVT2Q4VMNm zDS_u8x6~DY=h_S?;Jve%VD&aOHr*pO-#&@rvap3tmg=PG0pC)>aDJi7_f1|P`0p65 zAM`K(?_C;+{2UMG1EZs{z`8`T74*Q)Rta}s4Wv$2$SF`%|9lSZ)Vz&6p2DRU~+_t~` zKZ*kqeO$gs%t%yHQql#Ie+|ra*yX{TYXcYfYF)okn^h?akerN!1j1@KSau@-9H+PR z^z4sXYHHhInNTL8{j?t%l@omM`8p7*H(8(z+%t|PtG4e5&rwj=7gtwT=hZ%fxkR!` z`e%G@aLh zmm)xlF^GsPZQXQrNyx~_$Lbx-2DYLA-l8s!zBJQkxR^*MGVMOLDHJyr5K7${~fu!WVBoL+wO<6@AJEl6j55JKXP~7AQdAd}E6@Tr?`X(5W?BWr6DTY1N&Syf zQlB(5Oz-Q;%0}V-Z5QrS7uE#+j~_oW84VLk$1`R8^{EB!B^VCh3aAMpI!dTW2Aa3a ztE=M?xgEa;yJq>IW~tQ8(r6y%%#avlgS!8$xUT}k6>YqWtX}Jvi@9s1^TU%@3q5AmxlJfB2 z1E--2c*p5u#_8ibKhx6CAW$Kfm;YH41eHpG_C1lkit_TGK&Y!9#y${tH9DXD{P|P& z!~+DT5+6U7?=W*!rUL2qz+$ZwprLs&xxxHG<_CCGR6v3ws}Bf%z`Qq90|sD){@=a~ z?M3~YIo^(aYsqIJZKCB2W%B>DCO!*`R|2cI-4@?%*}tu_?v97oI`i8LCwApa8Z>M_ zWk`|LAz#nFkidiL+1>`n17LjAzW#UjXJ=<^cc*`W{b@Q_eHRyL; zjX9*iO}0YWczG}Pra$Cq99)iAO(6sNM`YR{nu6~l5gB@*HYBKPg9}Vd;&(0KGw?MH ze%u-~>masfO9;OGWvmtU;~%*OY=9914|Ah}Zx#3$dRDameI-HFSVs7a`ZERi^Um?r zv&hKvCq}ySUXk*Ikbe&X?@M%DASRIy{dG1m`})z*fdWQ?E_4xBWtH28=0zS8@}>n> z{gj-@(Uv`iEMVIF9hphWacW$i+AaL#9lRTnNg>E20z?wBh*Z*}PXxpxTO(auiC}mw zsoZf-T}@51kJ*2w(Kpt6EBrbX+1aO5Y&Zuy&Nku%bUHTk|66#3*<|H*4!V$K$sJ?Yj&&adVt2It6jlRR}31-09OZ>#o#$` zMGsdZUtvVZm}=N7X2Y(op7%(4)5|C*<~UX7bWf$%+SBkVHh2MD4}#hg;CmC~WAk{w zAcdMyzN>jV5G;#*`9daee=GvrPI7wsp_kc|WSRKNHQPBWTiH_CVUHaF`V0z^d(0`tG>x|Ck<4eUPZ9NP9Ye|eZ7hn7=<^s7ppxNqo#Ju5 zf7Lvi>HVRfWM_j5SXG#9vw%$6rcvMr8dizLApED~4mN<2Bi1#J#OGBZHmBv3QAXv- z&%f2Dr)T~$b7bn5?)ccaLB-kuAFHqvVwv@)U18ttj)^U8p|zX*MK4Xu%hu1`4{t|NQ9%k`U&z