From 086c76431f21a3eed789c5499f23b8ceca0d5203 Mon Sep 17 00:00:00 2001 From: Parker Lusk Date: Mon, 27 Jun 2016 18:39:04 -0600 Subject: [PATCH] made gh_estimate3 consistent with text wording change, data is below chart added a colon added a hyphen to list-like --- 01-g-h-filter.ipynb | 6 +++--- code/book_plots.py | 2 +- figs/gh_estimate3.png | Bin 36617 -> 35325 bytes 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/01-g-h-filter.ipynb b/01-g-h-filter.ipynb index 466ff7d..84a8b45 100644 --- a/01-g-h-filter.ipynb +++ b/01-g-h-filter.ipynb @@ -1437,7 +1437,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "That is pretty good! There is a lot of data here, so let's talk about how to interpret it. The thick blue line shows the estimate from the filter. It starts at day 0 with the initial guess of 160 lbs. The red line shows the prediction that is made from the previous day's weight. So, on day one the previous weight was 160 lbs, the weight gain is 1 lb, and so the first prediction is 161 lbs. The estimate on day one is then part way between the prediction and measurement at 159.8 lbs. Above the chart is a print out of the previous weight, predicted weight, and new estimate for each day. Finally, the thin black line shows the actual weight gain of the person being weighed. \n", + "That is pretty good! There is a lot of data here, so let's talk about how to interpret it. The thick blue line shows the estimate from the filter. It starts at day 0 with the initial guess of 160 lbs. The red line shows the prediction that is made from the previous day's weight. So, on day one the previous weight was 160 lbs, the weight gain is 1 lb, and so the first prediction is 161 lbs. The estimate on day one is then part way between the prediction and measurement at 159.8 lbs. Below the chart is a print out of the previous weight, predicted weight, and new estimate for each day. Finally, the thin black line shows the actual weight gain of the person being weighed. \n", "\n", "The estimates are not a straight line, but they are straighter than the measurements and somewhat close to the trend line we created. Also, it seems to get better over time. \n", "\n", @@ -3048,7 +3048,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Back to filtering. The results of the filter may strike you as quite silly; of course the data will look good if we assume the conclusion, that our weight gain is around 1 lb/day! Let's see what the filter does if our initial guess is bad. Let's predict that there is a weight loss of 1 lb a day" + "Back to filtering. The results of the filter may strike you as quite silly; of course the data will look good if we assume the conclusion, that our weight gain is around 1 lb/day! Let's see what the filter does if our initial guess is bad. Let's predict that there is a weight loss of 1 lb a day:" ] }, { @@ -4785,7 +4785,7 @@ "\n", "I use NumPy's array data structure throughout the book, so let's learn about them now. I will teach you enough to get started; refer to NumPy's documentation if you want to become an expert.\n", "\n", - "`numpy.array` implements a one or more dimensional array. Its type is `numpy.ndarray`, and we will refer to this as an ndarray for short. You can construct it with any list like object. The following constructs a 1-D array from a list:" + "`numpy.array` implements a one or more dimensional array. Its type is `numpy.ndarray`, and we will refer to this as an ndarray for short. You can construct it with any list-like object. The following constructs a 1-D array from a list:" ] }, { diff --git a/code/book_plots.py b/code/book_plots.py index ddc2a02..edceeb0 100644 --- a/code/book_plots.py +++ b/code/book_plots.py @@ -236,7 +236,7 @@ def plot_estimate_chart_3(): arrowprops=dict(arrowstyle='-', ec='k', lw=3, shrinkA=8, shrinkB=8)) - est_y = ((164.2-158)*.8 + 158) + est_y = (158 + .4*(164.2-158)) plt.scatter ([0,1], [158.0,est_y], c='k',s=128) plt.scatter ([1], [164.2], c='b',s=128) plt.scatter ([1], [159], c='r', s=128) diff --git a/figs/gh_estimate3.png b/figs/gh_estimate3.png index 83b36b882cb4892e83c4cb1465cf0ebac2f6f49d..677a531df9a6edd15149f8cb1952ad57eb79cecd 100644 GIT binary patch literal 35325 zcmbTe1z43^*EPIpkXAxErAt6Sx}*hBy1S&iL0UQ$L_t8hyBkDGL`u4I)7^Y)d*X@j zdEWQ?|9xE^IPAFZwbop7jyc9y`|S%wY0P`X_aG1mrmT$QO9%uZ2>gDDiVXgH5&f1B z{6KUPmsLRp4{ubHF!29q_A;7I5D2y*>>pg7NUkLWLJ5(T6jO2kxIOEkgLiU=vOh7v z=4DS4|HvvnCnuOOFK>m2%+)e2X>)?*%F|n*B_u!icC;fah)n>4yZSoko$0EwS@?&{ z_%QW%>Wpb09Vr?GT1Dv8-jT&R5&fDtI@r(n?(MpEG)IWw?P?}WBNI>iChYg)W3IaHI+gtJq8eN9#mU6W*$1?;@mq}# zeqZ2=A{v^g1;YXqomA-F`MHV@$&fHQi#D>tr+ZB&YCC6f1u^D-+!S#+?_BKAk52;X zCldttaK>LD-Q8_H6zX;ys1Rjk|5gzkGR*B6&1RbyvkQL=HxGBZ78@sMtNHYkoBsoP ze>enxY4Utu3PGVa^-inuQu^*0m(v+jJ@Qh&M@?LwY777Kr+=mS8?|DlyM`vg&!+N} zTo2Ay2|wG-e>mwhf}5&}8&WCJM8F_XtK3oESs?1rs(3xYcDy@F@+w!cTHEbpOI6_m zH=1sPvzUbiLuO`X5!7rT`HkWy{tTz}?;A7qT<{18!_8i9(ypJtOsg=lDYlI6)l9G4 zmFi(S?_s&SLk2&JdWd=+NE@SQ_AW_7 zb2Bc4`%|wEUHd9c(K$>|e`F$ko?|+`awVm!9 z(y|VI=)JO11^?! zArRZDMW}#`6lXjjIr*WalvJh*bUYlItB?}#j#b-eC{0MC+6sSZdAZzfUKo1$_5nRL zBO{uutSq1RImhYV{NCrZ2e`P(5(mT5hs`>kLO7%tczBR`ZmQTSev^5V+Q;MRNLyFe+ny&uu zCw@`!zt#x+Ub;zRKbUsWkR4-+} z+vd7>0tdI+${s+u$IhmB(cG}ZBYU}wJw2gPdph;~bAu1#W@v6M?UUDZvUgYMHX`eT z2@_D~_{20{p9_6IUBA}b+s5m&s-ggR5A93_+38yKTbHEaitMJ@B<9y{jVeNd5*p}I zG31zTZf@N!DA?qZjjlU5`1rxGu{c4&!G;%yt2{O!WFDJ*!*Sl3!l#jnY%4eJAsw~> z8On;XqGIJOpIrKm)#OWIV|v*`%?6NjezxC#KnEeljQ!+uqcBoodT1K%bJb^F!ulsRz_LjPHv+hZ?&>2 zu|WT9`PE7Kh={_Q@n5}t@M*qUEd%9MTjP43jn#1=G~yFzTGO+nCfWQpA6>*NB%qz| z)b=&K!k3q8NRzkUkD6}1D)IKqjEV7n$I11|SAT7=(r-Yr*7k574eiMu{TL}qkjwVr zYQKzvLQr}-#nRFe4leGSjSUOy=^9MPj|x-yD%)A&bl*!x*PW^0&z~s;j|RBvTz9mD z&OU;SGHSAKaAo?)t!Xv^ zPyD?xq#Bh{7cU3nub_Q;@Ebd<*!Nnl6kD1qipq^wy>8@oBMMm`JxNrXosut%!m!F> zR}#*@{t)kzox@~T%cPk8?yhB%&SM%sh;BfZk9UXn=vNZIi?@4Ejo-EXQ? zz(tOH;G+;T_HB6h%Ic$`T4n){zLnlXAy<)GhWT0^vq*0WZ5hCDm&I(U~h@ti@Bb^+n#>E;&fm%cqRL! z2hNb}=;$agG&FRO)6dV3RM=aiyqO`qZuOnE{mIst+#U^YEe>)Z`p*%Yy_M4w7im2` zs>7pFKNQY~Itz=2qH=OI&$THi)ba3B;!?FObk~+L-_+JJ|NQA_P_E<0|MvZR+<00l zX6U7~4{=l&-Se5)xH$BLUL)Pz-I7qXLNPP5G?x@g$n#Xsg{f+9@F_+8y1Fh!fi7iO z;0WY5D}&(up?gu2EL6O;zqF*UPTS1WEjf%s;MTvR zxi4dSz!UTGF3fp7Pv#pAxY`|=UWrS}Ml$fHg=1u#c+K_+W#M$_Dj_D5nv7Of+{~=} zq#6DY@@p+FZC6ihX99|YNcm(eaz=*>1DVjojNq5ai&H2QuR4k-$|uDa*9}bd63kp& z6pV~!b#)f8X}kAC8^o|2^(!h6O-xp(xn7l>b{a8CIh5Z_;4i?5-cBjV#}3&(RGm6|xWT)NI@9(5q=%d) zs8h9e*boLbwy*V0>tJv8%k5=-{`@dFn67a(CB=hBqz&@9><3~(udm)lQ4ze1DY>jA zXG&aL-0Rw?k00R^eLS-#t;?^dP$3>3&s^WXlerID=gP?%R;U5lU#qzdec{-QHLbsz zxCQaw-uBjDiLYjte}`w#g~~;X=6YgTovBN<*UG-we1?b$zrS7C{qRY_LpV4BcdrPJ zRMzwPyDImCXMsj!2q+(LDbgdz1a!a#CAOZ<5p%5Y$0VuxRR)*Lo&T`Xe0oCTM6l~+ zY4uRnm(v(wrmk438eUebYDcncH_aE6*RMit{N?o3Aulv6{Aj*>3>`Kjp-UhNpltQ+ zjfck|V`^0=jqFy3qK2h7iFPxbFR$?C)gZ$GwkiE`B`6vAPdVhcRnWtFS7a7ihkU3J&i=OYtamA+^uMvz40VN zLYhFKl5+{8<}eU_Ou)t>DlX3Ed+`XHM!F9nBS!cqHJf5!MPG}^Bag&p(uxX~#L<%D zyuc5>x{N2aUy5Hg{(P!Z9S!w)^(zBD+veSIaprQ?ih_||+KbI)8Ya2W0C=>$W;Y*> zJQe9V5qd;jU1mS;7qg21RN_2*h$@C-z}Y+htHyTro)}JSVj^O*UJQUz10SBCQ&Cav zpPY1meCmXAJcOqT;z^^-01hO}@R=DML}X;6)xIQ-#I($CP!RG6W*kD1)JrVvmx7Q* zS94DVz0`z5f0U*l5)Is3?Vvd0Z~ht%IGbY@)k}jDx&GY!{S)!=4)eUf24^e-i;C|~ z3fGuGy7KH4G~mPKOLCFccsOSyY;P9Rc6hRYfB{tW%H}v{s9Mx)MZ672{n9>GZE%LH z412z9_id(Yy0^v(@h3byJ*hc4E2OR_Hmexecn%U0J?T*WBhV{fps!_+4~Xj~hc@u> z$CPnAsIi+cSe9a48;CQ9V|_jF5W(BqUtNz;vj3f9uAm?-9>Klvz^VlLXV?3I-pJ+0 zUpUoE@44>@kyTV8HC>f-;AKIys$#dlbG-W~BrpFU_B~2n!&J)}w6yRH3XQTNL^Rme zPmgbWcz|PE z^z`nJmrfWB60>Gzxo{*st#?2C5?0#!4kfC9-y{mCc`nY-%oTz1?5zOYhwo?S-EevGaTR@}krW%$i!MYkTH1 z&mx`8fEhnqF+oSkt{)jC4|%`eVr*nc9G>#KvH1n{?I}lhas@?+T3PXktg6B#^meeQ z1bO74RK6fw%V3NC-Z@Ja7B$%ON{Q$IT1q_QQ!5YTzyudCPf z({*>JT3XVHi~THiwrjfqqE7xj;zvHJrTpCR$FJ3>S}yyLf`dghl1VO4xC|FN#G7th zspu3q3>L-7-m$reU7Zrt)%POw&`3+l+~5CYOou`2>{GR|PQUn;KKuYoWmx#n#c4a; z9}U$_ts=KLxMaHi8x}$(x`k7WU;4(_7CW(z{+yGBt1WQ(<(_8>A1&HCf(d4P88)gn7M5T}ZHy*+owgpI`8n~hBmZ-2kDBrNPl=Y)DkFgn0~4G(WF zCtG$$8Q}=o@8LYtV1J;N>AXifhKbco0(bjD9osB}Z9qaOIk!D0tI_iMVvK73H{Nw~iSQTPpXw%)2@=UseYPbuAD6} zdokNGlSi?-0}aH!_ai&Pd+o^+)x6_ouNWaZ{k|rLtiz{Yutl83oSosE`9Hh7ewt4A zoHlu|?R6>s;!f>O>02XA`}}xyD?Kz z;9G9_^$%DKRW(>dK}5(X66|m0BDt@`g;P{6t*-6u>IoxD&6__(-L!B=1K))x3kad_bA5>n0r^Zc*<)yy&o{$4sm@~w83 zM9>MX@UXFoy4S&3T8@$AHJ^TfQ!hbH<|{{~qT+2iPJGITwMS)*=#CBJU6fCf2hED~ z@3^o?`C>q-M-KGgoz*t{7W?LhMS-7GQMqQNR0N?u_h)r>u9izC3L|_)W}n-7bUlw} zF}^ng8qE!drK>_g(Ex?ewEd=Dl*d+9SHZ@3@~gTKm0l4epm%h*;d}S$!>QW&pdT;D za+D~L)YT_ExATvd{C_;=qqIi+gXAe_8Xe`1Bzh1L6r>JuSN(BF91u9)(U&xoY57WD z+9l?;9WKLopS(j#w9quts-0yt`0wpK&{=+Xc*tREz=@t8HtWnhS^SXo3xA!cn|0NZ2VE1U3Ey&Z-1|itzuQ2O?J}w#wy``w%R+&hU zj#L_S1D`+0D-8utTIcWC@(KN0Y5~_CFynIFW9x_-!g#kDJlhyyz?1rPI5IF<0lYm} zVo%CnL~=AxGY|df#UEP@RFY-boGX5G&(kWsS&k7qUrV*Ao}tOS1el$5vidcl=h<#l z{;S-n;zrLCCc5Vzg4lE$D7m@ul$Djkr}zwPLNw;^|gDk@$oJTyk=( ztl=g(%k974j-urO3fX=&r>8Yu6h zp>z?7&QNUjv-lB`dRJBoGcI<+JUg?>u79o|V42DNuJxQZ%JQ{JZRUL+gkTV9^b2Jk z?kC%Wtqo14m4%_5I)~-Y6VTyYB?=f9aI`iE@z?je!4Jiz_}caML18ntGT!ImU()%* zVK{x>P1L9XOHR7n#KXIzO_U5G2vS+NcuLF6)k#-5Gd0`vBL9R24ai(HLn9&xd@eU2 zI+fb$<*!jO$HcOR^D?8q#!IVieQxOdw|4JKPEKZC9x7n;o=Hj~I`ivRpBZx0we|N~ z)Xq##<0A*|WYL{?vU+=O)0Z3^bGKPk?F6b7zKMxRofX^Jwe@dooHI+2%DOhtRaYky z6tunqXecIzL`TQ^>MN{y`wROkPq;`*2?s7L)I#v4chof>!?x}5W|oSov~h1%h0BXs z+%H=*RZ`(FjxjTnnnkbaSA#W}n&hWWbf?>s2wBRv0qOiMOvj!=U{V7BS<=zp-|x9+ zps0ui{w6LiUS`r8FSo-hBt+bYK6@ z^u1WxUsXseN=|(>_|Gm{!YXoasC+_dz01Jkl2z9Na(tNgfQW-D#rv%AL8PCOujNVPn@AOsLX1Dp*hceRMlbQYU2OE zQ!SJ)?h*(#*%xj~78aH+K!nBI-dq_^Rax>mZ{W}=ehmBdO9Mb%Y9XOnGZOZeb82$$ zeKEnyjja8HgZ$$bE>6cCEKWz3Vzt}j2+cf%eB z)R2Iw{U7^P`3@wwmJ2fykYhqKsp0rP1%YhxM~&b-;UBHCS}raeL^n{c<>+CIeeUV7^q%q28ioDt zjDA?SRuG^U$KBqCk%s)i=sQ}0ty6IUz@U-PNzk_gSh<*)ISwE4qUyQ-?2Tp~>ObZT zC61H)K{VI~G@nN-x5-)LqUllpt;$lHf|MMpm#iGM^o3s{dJdi1JTQN2$`1(wwi-iu+Hu;nslr?K_+QB+Hl^@5i)BmdEJ$ zzY8?1Y@r`fzWfTyOZ^r!FJ8RRnb)O+#MA!!E9hiNaro~I{YTv+%71tRUJPfekwj4m z2hl8p`kzpMWS_eN9~MebwaG+@?#65*Z;s+8tJ+=AQrdJyTyPcjf9bCV}ViW0Y4JFF82;H#h-P1MVD$aryBgfFS=b zd^x0T+O9P!OFG8r=JJHkegQ)6dv18WE^;TPrKOd9mj3P?LgnO3lI$0l$%6#{Wdv;o z90s!uE*4`2NwW<%S7$U&pAs!DE^-h@0copks`~YCmNYg5(0D=zYpHfiIjOb*4B-!X ztRLP(M|S|!v-Eqh-vW+e2-u|@p2rq-jg8DD0`B{i;Ju-Fc?>~8L161*^uK4XE!mrI z6#-ip0rIW4x1B!SI{*|n=dICRDxcq>O1<8_jx$~kUP|-$F)oPHXF58hpnirjzRLNm zTB!Dr&;E1u?D@emXfRqc!9E2o1$M^B=2rQ{?|WFma1SYqmW@Z$*Vm6E;l=W7Cil5K z7Sqsp$YVEWJ;KJrL(qD2NmfsZvEw|kIN2X;+~+YXV&}ionvhGPiE_nV zh*qf2bciNMeCi94cQ!H!b~#ExgoT7LK*` z^bGEPc6H-zo7J_eRLH_zTwXSF+iz&t0?cBS=09qQ+3%WEV_o-JHd9q%*48Y5 zk1^!#)88j#(-8$F1`Z+-g3*r7-sBJRvbH`=ICa%jpLD_}-OuN}YG!8SECjt~nuZx@ zbgxQur(xVzyp483Z)9YoPNU7r3f^ahS0FY4k=J2T@d=lSz4Y5|0+TE}CrI07F-!~$ zQid7%?c;{!GT-`{0~qcxFfiDbxg;8pZ{=l4N_>}yU*W-Q{+Byf*0HXEO8mZa<(JYa zPE0D&e8(lm2*?=z@81&=uxbTeUwd!QHWE(P*mVBLkbr}H5^($4xYrVKv_8~n!f818 z;fai*qLhV&MfMrEZuqOCJ`oG+7#Z34ZLF{HHKy1Wvf@u|9yQkZJ8IY4_1X0MR{m9| ze>1LmG5md}g&E_+8iy|m0=KY+z*cT+6GaVxB*@+#n?lEnK?MN<*AM6kU|icl;lR0n zA09;PKnfR%n3x#EpNPwhl8Naa08G-#%DA?TJ3K6!6^L+fa3`973bb%yFE3?+h!bB= z9D?yK(KDVXw4jLfv#1381F%bwg<$((I5gl`^0-Sg8z@;_w@-y!xEBs&iBXRfXmxlHXH<~sIYS0z^bFUB> zw)NmY3de>t3p+daqQ2g?AFpTth3#M9U!V+83|bGY#&M(!G~J0Jt)NtKqE~~p{^QgC zO6eax-wgwhV`5?gfp~j+e+K)%UV1Dc;gtp~$rD8UE2s>VN$Kvu&B)@L_1|CWj?k!g zeB`=2^S07_XsYP-Y{Qew6KE(%ah>z?t!bWrYT^$SxhNB9(e|2-uz*MzqHWiV5AsNR z5ZZ%<oPnXUKj#k%`iiuwLed3G@z_Zv=7mqBG#1Rp>u;w#9>#RY^* z)KsI|zq|kxRNUNE9W|}Dm&}=2Sq>}Ta9Ol#2E>Glgp1WyIt5e%{-udQ!5yQ|O;K4p zown-%>C}$zA)^0Wv)6Jzdn-&6BmGhN;po62Pz}nhT<}hfne#ssz>jO6(jFTlS4~0b zC6&^JZEnu8<=^j5nx`ACfB!UYs#Q!dlB?uqK~cyoB=kO=rNF<}1YnbY!u(=iB0&qm zH|Sqh1*BWU^ZiAL|HqG{k)%)W>w6y{b#!(D&P9LJX|LeB^%`6j!EYMxAH_aT`01*@ zJ&^3qfffvbknq|D4O?{OJWnmNp5!djYi`h*p821lv>Mj$NW5)+5_CeYLH^43nB{CSlSa1~u$-MEB=KoES}^Q{!kUT4UZ`oaan76na0 zf$jcab}~Sba)kofI%Z|XBq%hr(}J6tk`nTIqU2c&xe(;r8B@#UR-pyZ5&&zxKfpBv zRGZg)9)~8`XL}&AGaMc~Jb8|X^dB~3^oXEqW)&FXBADzTsjN4lp(p@Q7;vTlMcRg+QIzUrA6hnyGVu_ya)ttE$y`^FE?j+jHJo zmCYOU0EjSK`7IhiaS#5cE;+D&qqrW%Asi`5$=kRc8%kF;`FH55H*QHLO-ojE{^!vXsp$75?vHuIyV@Qdo#ZPF~~l01;GrOg6R} zALGBZAeeX&!>^;Wy&h{3=ED6>FcGw;!2h%2yl$M8l~oS*R!~R?%xe)#i)Q})V|$vA z7l*@=q(Yitz1H+6kPyPd!^_+cjGz@@ag5gnQhrsMV@FC|p!;r(=EF);WTYf0K42tK zSY-SLyEFA;Q+A#Wf;5(s>kk3b%|d{dO+$cqk&s-0eKl$!DHD$vk?pMQQSYM-7mt`) z<9}_bI0<0WJfZSwRjV3vhjq>8WA*eIHH#lEiQccQH(Ye=rpurpx#vsZA!)F@3@q&g z1-UrTBd-u^P5I6x^5Nr$0>170+N&i324 zGCzgjpMkcIWCMCl?ubB1|3y~ksJ%LblQ{M6#>{@XCTS=2a_fiHs!}V!B>j{6oq3%# ztVay3tVd-#+7~uEl@`e^ziMrgK~L*423k7h(4QA^AsQfhI!!7V^o-e!xoA@!?f=wAfZ*K*()#J{Yy{{? zQdiN?(8kU0t937ShBE8S*Vt%-46Nla3#g~Urq+t^h`}dw$YUQtpY-HkI;k~p-s&-m zTq2wj&C0Krd%(tI_%)JfW4e|dCVVR6IUKIY0yhyE*dnDpdVhkH=n)K5^Px1G+U>&9 zmI`eizgzFd&~D)70goqAph60Qfb?<8_+D4P8JDiFvKv*u@(@r37Nd{Rlm4aZ=Nz+0 z6p(;-urM(dIBS1WbX%5U${ewL@q$v+5}DDFR1D|e2mj#Q#52_41Ds(mOIp&w)n4m_ zgPoPSl$4&2+Z)QEkZzVy5NUr(7Xtu!m=n2>g7Ha7NgXC2!`f!*%$Fa{M1NJkRtLmh zgIwta_zVYVaqakXz-+-DTPeU|XP+2HBW<+&H7d!r)nQpGlK4phme=oIL{g;{yuS`4 z=K(-|#faSUwcMO)f630Ctd><$>ZzUgjQ}*B(e3qx``yhMG$U7aeSICSc-%5mg|%4C zF8R2< z4WB&tF{P*_W$^yL65@X(c}wIV$d50wFdN>&>U;gK0ADyPb)kL9&DEZ8+4unmoJc{9 zjb1`$RaW=zg+oC{FB(t#?-h#nErPhTLjjy28u07@UXF@|rKqJ*{P#?#*tt8f{a$sL z0TG}(V%_t|XZSdX|Akxl-`H6m=&M(+9{XOqJA=D>_UxJJTy0??dFHpkoR+tl{{>QF zB=oARPIPs3Q3CyO24!9;g%gQYyQT}I#WJfgrmmhIZu1iI%1H?lHX zT37>S^3{6s)jifV9RCSjIf{b5TeN!>Z1B4EG_U_xBml9rvyQMIjKdREU(=q2_`$Sx&Vt)$`&W5&!_a^2u~*ab z|D%{5OOUV&-)+lm9Y+3~6WxsA@N)XW*P z0+8O!?L}iF$--_)t!B<}7_840a0fP;{e6xpmVZ=VE@0VNHJz@Z8l#fE54J+a#A^~~ zvPa3G{96peu}2KO;_+XQb)_va>#^1{O88-aw|6MNGiavz-3waDyGY0O&B?4IeoqsM z2u3GdTIo$-U}34!)}Mu2jwIrGp`sGh9YLu5-e#_eh|BytEI18doi?zP27@^^G5JzG z3!3c5uG<>4j~BG9t%iq$3U9zOUHc@JmEmTLzSi__OhKyMvoh5c!%`iBzrc-mxzBpdWb1a;fO8TITM(^jIHI#wts#ZXX+Ri`SV52q`z zrdw3AVSlvgEXdNVOm!F%x&hfOfzyUWjcm2H*q4l6k+etK?pen~E#umtwguNil>+1S z?_|Hq427s^2*pZkZ^)ohE`o>O3;?f+NW$wIiY@F;m_XmE@!BPkfgL-0zH>A=)Mmcm zXU*b-m`e|+?(~WuMFIQ;o8+~r*Kdlr{Su?ISi4pn2NAYXr4uxCbjX!vgW@tWsNhwP z&A*c(A|b&+z{W2#>_mq0W-crkpa%GR9IY(^5vDll7M3qTm-aX;>IM-y?h})0*D~4A z^m@X;d52ghMyRp;@KWzRFo+&}C8;#zOxf>a=33a?)HJ->nfCkoGn;~%A&(^Ixfc;S zp_KYX;2E%`nr_ci#DH>^<+kT#e>SW8`XxNBY5?eJQhDvLfLy3GJ@;>@pvmKi!)~sL zct<~XB(v^U5b;NoFItrIfo&|KfAS3G-?`S9g#z^A^o z#f=t1JiLVnb~P~TAQD?TYRoE${BAE$<~-IV+`YUIAjsI{A#pV6;zmZ|NoO~pA6*8N zW_t=(Zkf;3(AburDo|>5>K(hyG++LtN*-L}pXW^)B5IW$BLq!2&{iJv+==*Hazi}6 z4pmHa`hh%%1y#3^c|PdcpyV+ohx1qQ$s>FFwskR>@HUF>xp%o?CjqHovj32X{+k5) zJ5eA3et6PIWN3(Ou>I@chlREIbA{*6+u!T^zBxY^s&n21jSH(S5Cedl97Rd+plWc{ zKSt;j@^fTlf47lhQdce|wv2+kRgeh6;kN62yysUsccL{}D z!Oz%Ns=J}$e# zG;;Q#DHMMaY`ZyMFJZ0f27Ev#s3z%YlK>GkI$K^ua{aq5ND}f;6ABLx4~@G0=i5`& z2tCnc)lZcv!>RdQw}XECXh{~nInipah-4ZXib?3>3mDPi+}hjIU%VsXyp7NP!&KzS z5iwP3+`|JT*axiIbK$2u0t-L0Bl!GoN#C*G;caeiy00c}j@N+C?yj*>driTLpLWGVvD_AhM3f9b&f;@ea%0gx zeX8faI4>hF4+wF$w%J+CT&47m0@Z$y7C0<_qVr5M5p96n0+JmiU!6cjMTPz0O1efl zH9@1>UY9gQw-!op(x#WoTqnt7%Z)jBrLfPX`sI`Ae7pHujfP_h(x>r3RaGkImpsK| zJGnVIMgz&pGBUqP>*kEg7dD1z_&kqM@83T)UhQKauCm-YeIvsPkT00r>&snu;D0Cv zlPIk+N-Zfl(A|7CXQ!*jdGHOmemM*~XaV6(Eh0iu+A54WIXMXn4foSYKW!8%P0a}o zzgwN{x#kCes*|+dW`Z30@8_oTEblMUHu})h-G+d0TU=WU`SL}w@gx+BEQk^n6>HbG zlfPhu7jk~sKjd(-g+JrtrrvaO+Q?I>xjWlP!et&}JXxUx>^m{-Jv}HAq0y3ib3Pp2 zb%L7HRhFfyo<{Gsw^@p`s!7wm4~h7l>kuIJt9_;*o7`h$RDW#RhsbTW8`nnbV>;XPV!wKA+PX-gt?w zO|!z0luzldmqr|*kzUu#Hk{;*zP8c^W`V_Zw+Am@y|Q0u6BgWWlc=uQX=-Y^hZ1P| zh<3Xt`El0%nEL#I0@V{aMGuEvkVv(6)Aw4guu!l_MFDN>CZp`@D~ya$H(>@2 z!_Y_xqABAU@}vR@vK0ZsV><)F3lBCUsqJVGF!NN@M&vWILLeL{_}pK#%omz)xLu#) zruJ{Zw4J3c2j>lYl&NZ{KbN^8;KF)xupgPDGIPb|Db7O{M)MN@kBxvFG$}Oo*?j1Q zLh31Tj)Dh~S>&iSAJUNihDmY zjO%wmM;rBCKP{5+6`jFS*8!jJH3JI)`a2d6!dE#8ZHbHz${d#6l1j3R1a@Q3e3rWQ z#^yrek)Ov+yRaN1B6W4T z1I>z1UE0|R-`>7+g?ZDU={@mOgj25nbodWR}@^Y2H zL7Z_?5`mn0)HO6vgKf98?0aF#93PLBpv;&+=VbA;hG)B<9&&Hs zrnWz%RFZp{nt18f&pHVA4S|k=VtSo$>jc@|>xzxHZ_JZg?&YRat=H(~Mmk{Tl+6~L z^I^n-Z!j;54=};q;rJR&?vKC5P{e>k3t^dIfhgEUFnV~;?+zW1W=&^vUcmMnH;b?` z_RWOz=#~^emf}a>pO7Pu1Y8U6J=FPdA+N6PA;kXjm=V(Uj+Mk=-vAy_EUkISx<-TR zsn;ntt!&4|(R$G|8rE*~%E}QqP891Rnw)%20yd|vn@h;BMGy!{Ik_q<)Ivws7x{K_ ziI=D6%QR(xItA=5p_0%O3~a%DoCX(kv0Ozr@xtO8eH%GszwG+Dy2M5-h%-MKL}REb z>D@9_Vt}h~r z`{ChjB@`8TK*|_yy=&%k*`i%qKKpFiuV(M$ROl>}eQ_~+JaqfA;KcJ0biz+{hb!9e z+5vvv`{+psCW*uHR~6&yltn&3@O|3DTKgw11Ac@-kZQAG90y9yH5i1QM~is=s+?d06wZP zd}gC^qh~CUQtHRsljvYi-v_VI%@6lrobPR_tB>@P~#yPdV!)K)Xr zQal=B9~c@cRcU2jZhPb2E#_&8M@R^MZ3fbQ*dNl*s{cNik8s|EdB=X%^BcE|S2Uj# z&2OBOfGv749)%2)AHuU)bH5Zzj|NxF5QcC*#}y99#ceyd&FIsey|T2MtzQRVx!sFNj*N54ohGz3;us zX;R6y8LuvF)r+WpeTO23!{NLkgF$@Ep;cvJ+RRe9azLp1>gKGhA;s zbko2h72ItE?7R`gT{nS%fWbdFJcNe;I!A5O1u)fsI}n0Zna!WiVEs*Z_p`dI-I8&h zH*eg4`nd=kr!unj;qvd^(znHsUwm0QF<*zPi~vM{jtM<4Ozj$Lu~NNe98%Iq&?I0$&E{8oFXN-H-~IqA2j7Fat^)@!Dx;33~XKDE(Rn-m1r<4GxO3SpCGzcQzF zw(*lUZ$1^D;nLBm?cBB>UaCC+YBty;mBXd;qL92pg?Ja%r=OpUFc zE_VbU0lYAn%B=KRg$yKwfi+xe)!`N&6bvHHs_{#4{N*8x9)~HnDL_&E_$&q!d0;g{ zn%twya}vqk$F(ek61daoUagwbW;GacYW~Ieox=rYQT3pKP1T@@&X@bq0fw^cDuXe=NIb~<)-~oMH;xTdBwiX``rbD3}x*mlA4>Fdou5L>yi1> zr|3Bdr$AcS^Tkli@%DmVllEvbul=Qn1c$quKuX#BoSZ-75}a->qVZ3f`S%v1s%)me z^G9sGeb8ewZfb76yqPNvSiDfJt2)r7Kx)n~)>c=IpyR9?vsdKM3V_FNj&vm5Fv$1; zo_2a{)Rh1x^lX0BN8JsQE15M+$z5evtw%yU^*-jKJ>~6yJt?eTU1)prtLFJ_2tF~f zmfP%lGp&5P9{DGU_O{o z0UEw!A+NOAW-XvixXq3cpeAHah=f#i2b z09wweQEKITPEF? zq@*)sBe|`5g*TKh(Q}_l@Bvd7v{gEq^es@Pldf|4VFxk+iw?w@xY)jiU3t)p?*EB6Tp_jF%)o;^%_yEZgKfuU&-F+ zrecv!Jz(|)-+Q#)Pw23YEuAG`0r0Dy4ec=HvXy#WQdwSe7O2@bE*)MPIDpSJp-4x*6p zI|ng@13ziOuL0MEQ20w6_$1anYOfv z6QQN$IUoYS=_9B)8uOOd^F!7le>lT&d1d*=o72;WBDWqOZJ{O5i=Y&%0nhu#a9A>8 zR%7V|ECC1{g-D_!jNK-#AGVEPIzv)Z1*U46n>%jyejT7gK7%yAe`2GR-7+5rf=aFA z`aZ~h%wsLuwd5N0hw`bF%aT!VDP_I4jh}aSbu9q#Sqjkj_D6%f#s^E?JW%P#hi?Ej zS;&5`*Rk6F9(LbGV2OZejsh5mV0>n^g%Kr@XMm=Ioi#>4!7}I!!AzR-laq6`c@I-E z6pPBrAVA5%si>?x_%1*(_3=^BTR>EFZH~~F+Z#I9+kh5CDw;HsS)I*zcjjVTHo!_7 z)C>YP?+3uG0nR8(D_^P`DdP?2k9uHMnKwr z$R*|bE*cba;FKt+X8p@vzgwuE*N6RlfUW}gO=t7Q z%afQg{E1&3>sTbiy#euOe;YD0#|4i)5z;)ZSO8=W$M3hY0h3RwImE4B7aN)GcRO4% znDcyo`EXSp_!ewFVIsp_C@g+_Y6tSuCyV*HQ{iqZiIBzI^d%1S@2R91;}5FI9z>-8 zUXj;kDhNm-SScwf;1Dw+1S~xfnB0yA7bx&#fGn(Sj>Qc9hnxXyPys;DXVGsV_4lqk z1Kxaatbd{vt-ii~5e8|2(#F*6m))=P?Eoenq5W-39sSs|zo@hTk_fO3!Zo_}jP>!9 z>h@PD3Lnk7&4cf3fa8HWIXU5g&RkNtOP>Ad+JQdM$$-(TQggiiX!fIMPFns!vPIEH zN6~Z8EH4+=&UN%q_*pl%v;s!f{cP5)+*)(T=N|Gmgu$*Z$@7Z~DmFGO&@{rfZjH^f z{m#@AnRpYfMn*~z6CN6xte;nPzg_O7*Tw(ta<}^43Ge|f?h)_~9*k=r#igWZF55(t z->}2@q;&5J#28`zF5CN=pj<}++9i_oLM6$pDEq5)RF9df^QJd39V=3|)61E}}^beuYs=gHq*h~eE3S1}yCbZ92cr>A3p z9Ln=s5BODKN&|YO_LW|CK5p#n-Z!JkJyBa04EpM0`GH%}ARc_Yy}@B)v)XHLI0Dw= zjQLz#T(oy~o`z_EqtigI>6o4-$z+)FS$da}@)n%PQ1Sf3IkBA^e|qW~+-@K+Td7wX z924Ucm6nG5Fsf!qZ`A6^Z@DH9&|da#6Vogs7Ks#sJ6i=n2eO$*gac0oMnu@m|C5#0>!@8w9qzI9@4x=?*`+hY1I;g~fD7%m>!i7D^le<)&3orPxD7MOxyrp}>kv z#qHzaCm582dF(ewauH%t3;-zY1_!`~Tm9~|X4O-9Y;Z_OB7nURdgRBZQwJEgREgY? zMVNUDL_01i%g|gBU`)aK!M+3}X-*p0BL6xf3=Xe0*8Js>Y~)G;=V^(E>RqS5^)iZ1 zCVT+qdLp7z?6mLw%oSHb(((Q<|Kxf+J{}(LIlrW`1)d9JK;pRz1XBd4@do8Gm@U!w zF`NI;p`>pn{>c=Xp@K3-mMbW64$>d&@Is96B?F*)hQay@UTs%e%r(`!#A;|GV?2a_ zZk$D{3Kgu>w}{sxZu2wW~CVwEiEE&6D4z*V*w)-1d=5cC2nQKlm^fRI9`Ia%2gS5KYk;NF@7k zVpkz5hz|a!OxKB2@ZlAb*8vz8_pn4&S~5`sL~%{g!tudZZ=jHvgi%XaZp!`Se(vb! z7Zj2sOBKxXe0u%H^CEuEYqxoQrT6*O%11B7ye?`P8Nq6$!l;NIq zz5*&}lufNBN(PSrr(J71D>y#N7%eVQtxcVFFjs#T@ zjyNh+5QBGiMJPuuXtV)e)7#f4UO0BCldJ-sfjupk`EpVMph_d)J{(jMxse1Ou-aKy z63`SFf?FB|r7W+I{*O<>fm3FB&;d|HGLOv^;OA)p#UDIu!Lr4q`~Gm1Mplu>xVB#d zn)zkKlHt`?hH^ly$1G5lgOSI83Bc*#{ZulFZGw^fG6jc@mKM(i|DK9x1AeGPNCUx> zP>CcBMBKO1`>`5`gm0zo5B)b}OXjG`T_T;S6b|DlHpj zb)_(IdZD04!1&Z{RV_c^iTer<(2Vr|Hcke9f{0-D9HsUa7p^mkrwT%iv(0-3GN`ZZ ziUUiY3y_m@kq5TF2ztW$3GZ2kPJLKriBvx2$QfQN5M6%)A`GCg&GH-IQ~UzVJKVN2 z$v|%y$y25w=CvIF5;`15>LB=jrng{!0?FbPAk?HB9UWUrY&e24h8d8?2^?&=iJuwa zN`lFdF#0_w&z6+AR2VebBMa8KWnUpx*0q*+f1q!i##9Xu-swJOu^?pCEh1ud|> zjk&a`16&+%@#0jYzk@n+C2aTVq4E$mwUvRN5y?b1->xY)y^_vBGQORH*>T!z(78tx zjsf_k$ldtRWkNm7fELXV&VA`EeOTBxugD|tJs2C{um>=NtONSd415=g$Gb7;2{;S_ z%X1xh1+d_eeEa!J_Wg#OOdm1v#P6!)hK7?p24aVu=lS3KE97VQn@Pdin;kewos zx2JvE7VUNXx`R|Ko8}#HbBJ5 z$q6&lLGtr&F}?oS$Sx}Qs)e0;P=Zq3@Phj_i?5By8`6J;)EXpTQ`k3zQ24ewB4Lw0 z^?v@o>23p;$LFHkMMW!Yfwo@}uL2e>CAtD&oT&+HMB6_V_XviEju*(*opu|2O- zzu*7=JlFMnuWy&GL&xX5$7|mA{c;rq1Hkv5UA+gv*IH5{EziU*ki1->rd4=3=h&_Ks;VhHDaJYzwViCaY_!Hequ%^V74|yQw{ccyWY*T*({7oqz%`8W z4%bGXIlrV#U`(8el_~lmuZdq#;8?SD&kLmTyG5VyO$mnH>%< zXnCaCKhCQ>IB-i8KWxn3!2UF+n>*`Mc2>f`)C3j7fb$nETMtLrkdXb zSlA2if`jLP;`C?q9CE~`84{Q3dzWnmgWmNyY-NraddP=f2w{u~4dpuk&qyn+!neG}p$yE)qSnrDZjrzb z$#pDVDIvYo5z7;ul;qd#eE3MSnBZYC0c-ijQ&rLe{t$TcmoKXgCc-VjQkuz>&)p!X znerP>3dqlIuBL(4%mbUUA}8$n{ilrVm<^?K@O9o&?i@;zl#bPkN_5lT<)Jh+Phx*{ zH@V+9p+BKpQ03VaPMU#0hG2+wbY$elg!V?MsZRESs>a=r=Hq;ZNxIcl%6AQsPS|*T zqa}tVW0qYhLW8wd07wPi>tOa1a#T4i&$BvDH;84?U>?Z-v!O(QadNa?yt_G*4*mwh zk<)5xmFPST@118Vbw8q=9}9n^8MyW;@LN{fL`HsOVh~s3)z#H__epuPF8DIbk^AaZ zJTc$1`&6Zr%~SJnX@)b|SVdT(cjAXXva-%to6N3|QyjLRScvt8=3MFXX{pIx_EK%y zU{U8HQa<v8G-zrQYJ zS;k@V-o3L|zWBJMYt>AFiEm6+GaL(PPg%N&g`^6Uh%?I1jC7KrRw3uQ^sB{$Q>b#~ z*_vLXg%dY}znop+>tiof6(j+jvD9o7?azySV8uzKet54oN)-%evfz54ke2|-A$C(t zEDdrqHua(|unCjBq~n$Xx?X##L_|aY_=SclW+<&FRcg<AYoGNJ&K^4SoVH-6Abs?vtzA7X&pshL`Yvs< ze9T=hfFsjAj!>_uCz2*KP@?43KJ{(d(_{V(YQx=?*m z+^p~BWqhgy2R)zz0_~!{Xg%=lT3g50+j(C7DkRuAQ5sly|J--H3MoNy_o;TW%bn!* zTBZ5-4LbLkTrS2trS_(i8s;ztbvjw5O`uqzDJq?3Q+`4RNyZ=1a%0Yj#F`q`d9P>>@-YoWrAj zk(`z`)+Zy-^PHyt)IDR=QqVfr*LV`^bA;$M^~aM?6`>QG3=8t+QcS<}edMzcruyd= zeQpwsspj{_K59WfnQ>m?L?$HYZr3kzGLbY};A<=U|Ht#0MCevb$|fy47f)BF z^fnrs=$CT^S68zB2 zrXoja)23!0E{h}$`nIYWMPX4yY{)Wg~S&Y6XQKbKglih0U9 ztq&J#z7}#|HkLLF_vhr@^b(4OC6c+Q{_`xM-nxoN%XE=#w0bh4^aMX`g8g}uW`;qX zqE5NC(B&eH?vvGLZR6F6#}Tv{-r=`?kn>ZWsn=hq7TBN=JbM4(H|5ajK3>$Fhz89J z`d2&TWNXLFj@@kEd{S;2j)nv{<10JD{lah?s-hbK= zI#62_Z_cfomcSs)>cDIsCFDLuFIusjw$fxK$xp%P$1b_ZCix~a@@VnC3&G2Wyx;fq zt`6qdZY^UPO}P>$*PXn+E53nY!L-ttOM(c#ChC59^X?k~YUBIm(jF%iuhPB4H>SDN z#h30=PN!VHb|sEy9`96Z>|-D|_rK7Pg+(#P2PdU<$2P50+1#GVmaG%KT6vcrg^w{7 zGx~Mfh4M%c3C?~xHjb#d0u)DkL}SFy#t1UI!V~hdS?zDF-pmD7$G#AF#l^P}PVHQf zxM$tq?6T~u{S50ZgFoW~a3#CDp&|&c>wX!-Y?9J%pK!ePhsYnxi6cdkB*e5=D~&km zz?HTq>t2tgbV));wUm?`K7kAKE5!&bE)++MH-Hpn1Hr!9`gF$W!54n&Bl>BVsJKvVl)n0g}`*B(`+~TY&-qbFQlH9 ze(t@pf6ZvzBL`N~5EY%jLVAh-dXxPk7 ztthn6i<$TBHI#dJ|2+TXx$v!ta{Yu;0bm+G9T>EIUL>*fC_>-O?s;9^Nnf$X+vw=m zS!z~ak!JHKyGuWmi^VkUII(?vuEq5ildP33pj>{nF}vXC^S+d;DQr5lzCU`hdN>3%ae8CW%jxfsJJ@n^xaO7|n%!C-G`h?pXn*`c%I`iQkJ%nZ2-*~_+NIbHVEvr&ASbyb zQ#dY|uPSqlnvvYw2zb>}b7-#K_6aL9%?-CXHattq$9J%ZK`cOYG*ywHmnzxP zH;ZA!Z~b~HeaGMOjFu$e^FEDoBfg;d%qGZcTsi6boOe`$7@dEjynEN&Ia7KDjy37bwv!)V-)b_>$0ZB# zX#2>7`Z+0<=Jrf}Rp_nG(MlP6H;%ShE^5bGD4MU=bpGV=FNqUPeg*6qzMON3`rW%K zBUVk`9w{CkO$kve;)mGtA90MtMls9eKYOGblx6Cbgf93O3Yw4Xi)4(+KR>TyVP!QE zIls8XGe0G&BeyL@A1E%fa!-$#|BE;)wT~^`CsEILf2v9!D03?%$+eU|nmm@M*Hl{g z^3c0NR<`c((1$aYPmbzys7Y>A-EUf{`JtduWc3x9)M||@SDT!b$PJSDv2J=TaiqL2 z&_1M+m6gP&#ZY4(5mPcq+Gp~AtLu$_nc(Jb@}4CAn$mWhj&7}2aI?fhLe$6ldl6l< z1T__=N|sr0e|9Qy-1a}Zw{X?j)z zKIMdrjF&v-nP}T@J}@a3TZ!kqWz_1t+bP~E@-kX)dAGVHS_-yAkX`);pVueT-s=9x zM-!XM`{mVUN;jDKW?xvMTot!76BLX@Mke54zlaDo@jK*9gawgLN}zQ^69hI9H()# zbwiwwOZx7;d?_{c(HFbJBZ~yjNQ9Se1zF1@lJc316Gvh6oprBuTNL5NQRHrFuD@5! z1(HiI;*UM`IOs1?Auu9CL# z9ZPN_Pj4OB^B!8Es4q&5sZ} zRE{lk$?Q>m$TvGb>a1ZS*#*d_6Hp!Tw;-Q0G$xQ=YtZG=O> z*zbzTBo}J?ej3ra`|4$DVyFV+&LbbL)XP~sp_6YWrx3Z%?(`bclvxmeb-G(^SbsdN zH-%b9dSC7}*(nH5!aKkC>+^~*Q<6^)ak(}AD?D)*o6;FAaz=hq1r_@8E7e(|uD*T# zVPGI6!a}##tE+_a)f^ae)GRVYWpW4Gd3pTkVHs?de7vPU@&- zB2Xavzq_%!W9_^yXVfua3TGf@%~8zwWUOQqjZ|FWQ{Dh11uoey5n^LVigNE7K`Hys$J0KAaYL5-#LGcf$T(H%BnHcaJ zp(d-ar*reO{@Vz4N=jdgFvaxvAicMXRkO4cjxq#qGWEUM_>G2@>o2swaGw4Ayxqb| zajGaax4&O-ZK&2jG=-Gy^x5(c`)=xHn|6pI{tj>+(Us4cW!Z^^xuy zLiQ9M;U8aa%>{I&9&oW7g_wMrJItLK~Gsva&g(Ly^>kHu@Q`CnRd6)}>|aFW=>^dBIbRV0-Y@^jSBn(F7UdZeZc2 zqm9F)R_pRs)EyC-mdKat3fRMcY%%y&Uu_@iUW6jU1CYJ!NZ>Iv8~e%#lo&^w^X<+% zlz9V79&PY@2-C{AI{HBqCbJ$;&Huq zEl^x5dQSlgc|-6^I_8yq02W&V5=XAee$g|IGw$oxBJNl1i)n%=`S)Uox1CXwheFRk zF{qF-BIu{8nEBdo`@w5M4k83Hu9dqDIJZ1Ikcm4|F;f;U0lH0-DaHof|^b@WvQ+-N5j~UlV2opbJFR#pncX|KC0*uvW_lUSZ z!;^ES|D?fjMx$Rrygl!H!)Z;&>EQGBX1$qG+RgRw5p{8!{m@oQwez)Guag-3Fa64j z5Ss(6@dx)kxO=V5%_UI7OFy3WLg{!PE|No6f>pifMrRzSVOu0LJQxVqmofY3zi^Os zlE(a)1ZgM*SQm{F1E>BylJSjcQH!cTsU*=DVFl!DtPp%;j@tF(yx?fVC0RWjEnPfU z4VfWlN2G8sU%9!+Nd*=@4a$gX1i!bZ+;w-(%GIw&k zvY&Cf6We=Q?U~YR*I5W3e?7mRU_7R^pH?)uRGwo$4zX`slclJG;J-%KRT{eg&O&49 zecD|P?4Ip=7$1audWyGic{oGis-(=yW$&wS#XMNg*6y+*Ewy%A#*c3JI;71Zuow@D z5yW(Ky&%E%WwA789%#RSvx%d&ww?L~WCtVQY^U6J>e%$>W|NC(k7dPkz1&7^Bfl?9 z*;NiFVcOM@7w`gmn;11yGR4Uerqf+QfttGR0zC+SrjdbD{Io%EHg(K=LA%JX&XV3& z-(wp{w<15xNoOg8)>%w%-pyOkpzsTq868(O61h9-kTn)+jpD-iI;VBuRn%1@O#GGA z?~9WKw^GWS15ItNcdcC<>zl=F9>Id=ml~#bogI%+MAbqUI#<-cuOBSp*01ZYI}$*^ zOjz#CxfJy5yI6Wy3^P%+HU9{6+RxZj!le@;uGT-#!=!JCOnMY5P3WKqzZ&0tsaM>5 zlFq8T?q}X}qR^IIk7r4D3-{#1#q&w5|`=6U$qGVMy3bR7pi zi7Yl=1F@2}8-6@AG@%XZ1Nv1D93A<3#m_}RR0#6}bgrPXw6l^Gp#p_LIF5NwGcN9} z9iHRIWU>tWAiN316RQdDO819!Jw7P>qc)ardF{0AsZ6M+PfEv5`&?gTQ-!9je?N4m zMY7?!vMWbXu*WriG`GvOe?!7371f)kkM0Wjg$9~)6P+Pn7?qg?)G8Arq;q24ZDlEU zF%2b9@YWpF7iljU*79_DQ+FRaNaC-^jGqL=$4C^A&c_D%d++dr-%j{cw<^{%zQePd z?j4Fm==I&v@-5qZhV;rPsAsU;FjpT~Z1vY25%c2dN(x%q9Fz>D3|b9KM1JJ99F~(n z6kiIvy#DNTs#VZ|p{Ux+qeN$ov^zWi!S62q@Zh&gUyAUPri6Hr5&GvU(LtWxgn~Cl zZ6bE$zT+m)kiOtf^n# zZ++xC$HjPoI4*IjO-~57`m(FUZ}QM)m2kf-#ea0dSX4grBUDt>bS zq1{m_HBkWce;d@ra$)&7wZ8qz%SoGSi@H7Og_>dsmXMdf3aw7sBTxC+%U; z+_{2;_FP2qJN-{`N++lQ#kKv=I z*Qw{jPitg-pUaXWeY@xPMhiAcYSDu^KU{NGPd(Xx6>FK76_^;L9P>=SK5OBhn&M%P zl@0Qz{0SG(cpJe`;3eZSHF-t%zF@I4OecYu=K9$*heZ9% zzI$lCPTAnD<)`*Iz3hKS*MC2P*sLeDSvQAv=`iHW6bhrI;tY?emyw%_V2q+RR*^_sMzbx~Vh7ExOcS ztRG=9d!1kksgtX$EJ)2Kx!igzhnl!EO8a|uM^rBo6^MORs{3%2zNqtG2Z6RU^oZB6 zxvMR2Pk<1nJTN>%b&p1JJ4ZB}UOv zc5b-dwPOBlk44G3T)o@kSPdIY9P|bB(l{6xB>%U|LPHatpZ_si$D2!`V3?44z4nW> zq$I`t)VSE#&eE5xxUuZyvgYQO1tu03I`pyekDPbcQ49cTV5+aaP_XSaWSpusz-m6;$g6(aZp7!0P^P$gQ+z6nGSXr@^oQ`-AATBvBGWNSd{3ba?Q*d91o$}56cVei?h)Dq^S%9i|w8SEp% zM|COZ8Rz~+o7&_A#0*8wB+eo!*K#ZpziT_ixw=-|7AAW*75>MTI5wAQ=H(_Wt0&6$5yaZLcrknT>yAC1rb#*8W3dAAn|c>=pLgM%#YJ>2_Xz z@Dy^2^>@vGdOeE9dd53RJe-?f&qfN(#;=njq5;LeoAfrU=o(JOAYNAPj;$EkX7|In zs2Xc^u7bbNh2x1fb_D0a_^f8RYfGarS#v4Pv~h^(zxL#V=0@@$=wD8jU@tjqq*2O` zE~j7r>V=msdSf@%X}#7qwOUcbsg6; zxu0qrxA|V)4rfy>+4ufgYbj+7bvmN2UevGBxvG{d4%t0ca#=j13F9!TTHQi^^1u8k zD0ZN)SQkOfXO?@uPKXO2lS>TfZib9VV5yuc48oGyB8UEeRAb=ZzM1-Gt|2FTer6@Y zQ%5?LI*kymBJB(v=A7+C##>jh&`F^zHfE~ghr(( z|A`$U$-FEQ^s2-0hR_Hfhh;S3<+oRRNa@o7WQ0e~m91I2AQ)Wm-#43{BA=MuFv-tz!U0sD4Ir!^`151lFA4%fZ>o2#u0eY^Ue&q^T z%5qJ$%0&MI-$5gZY%~ie=02;5en7+uVug3{YF+eyYhI#7>e+o$Rr`7F(@ z9Xl6*Wnu!NnDVJddOv>_StW)(aR23pydhGV?zFD9b9P+nhOC;sWUnjr|9QAdmMTOR zVSscR^aFwi@A~7Bc{ZIK(h8dws>K=#Qnb2naInSM1zBu?f9+R#RjlvO( z;r(&Sud{@gp(WjgT*#EuwKHR4@{5qq-;Jrq`EHKOoI{BfSfmb7A;NDn}VNu8Yjp`qj6vdt-Whok1xflZ zTS1l=F(Xndi8O6&zMz8<`kM* zi!c5{==qq8etC!lE$JHI)-yu(hYKJW0QymixKaQ_;}$1pn3C8b9Y{gmVqLvhQeq7F zdoEaxzGVkbVVASEd{uTK`vpQ)*7g<0`_|QYL?CSj>}qBl0s<6dR7XcT-S8ucJcd*N zs{xcb>EZqIO091z#IS`==36R2=;3>2Q8>EW92|L-694Kd9Egti2+5q9x~H@vuD;Ca zzncMB4N9b+9=>TA%C)<@+?&2!+Dq0~JY#rrihAX82x$8wl+SC%CuG~b;>(qLBlr0% z$Yem%6lg=nL%G)hqS>HxHu7SfkQ_0PD&O2(_R(r$|9PR-RPmA5;UX@Oa>F7cp90c7 zq&u!Xjx(83%#%AWk5%OSq||b<(hq7R%7t1^X8`^n<2>>w5clj|*9H~rpPhFIOpo_D z{R38CLC^NyjCKeVm3CHhc3|}|0G)c6U$efq-i>~Ih1#R_cZK3 z#>*VaoX*c`K>$M+QRR4F!Ecg!?nw5(5WIhAz#A83+_9hd?mDt3COQ}K$HLo+oVhAR zM-#0MF3X;6o?ou=7#U1Os5C3MeoUps#*$RKY=#c58Xf$JUm4p`cA@D> zIZXD$Os9t<1T1LxtApQFrX1?L;W+UriHr7$5}WB3&kT=R3LtAMXduf)-xauzC-;jO zTvsxVAIpDlsI)8YuiEiKc+yHKW8)3#AZl;nzWpyo@*i3;lLewN<)L8~QieUQ3!g_m zuOI!=s<0*v3L-Zf_{fTRMQoX;iIebg4iNT<8nU&AxbMBSIW2o!I{04&n8Z=?j zZ<-BeyAnG^9mwx6fv&?8fWe6gM0ek{Isx*h>lEbzU>!h2&AOc0*Lj16%f1E~eKBIw zJe=;Fre%^8w^(hAVxh=yL-kzy_F~FzvC)>$p;SmF9>8z$g1PoIgHT z>!^D~0Psp@Sy^?jdJ|un`+ot6e=&I1z{_O(YNe~lV8MlZh^m^==LSls0|r=h{09J> z%g_I6H9-ad&D!wQfkkikea~3?#SZevG+x6SEz~v_wQ-&$@}{kmzYSOo3bNai|CF6w zRWak~prGsRb^}U3J3@vl3inhmY6oT27cK79B;7SVyZk{uk(c7?<#c0kYMtd)FI?xt zDgbUu3p^Qvg|?R<3K9mjx1Ang2QUiD_2;P)?(SQfNgq|R*>dwc#!7w2omBssKM~CY zU0Yz)V+dGk#G4X~(D|f1P*qh-Kg06{5OZwdi+iOWsB1^NZV5f9o42`&828riJ;-4{ zs8Ds@j(_&}@#C~(42egNE=-DA37vvz@IJ9)2Yt20xn>3sb-+M8eU1^>xauie!;}qnR1qN#irNfeW5(hwh7J%F}KzXA8Blj49Ks;1o-W55y@9+3v z{!02N^VbKEa6#nY`{xhg=Mf9K&9pS++CyRI-z>m`>@H2oWC5uZ3_w%>g`zyMI&IeWE}M(@J@#LG)+o7}GpKoU9apz= z-GzV5;>uFW244=$SxB0$J$AP|o{xxuE34x&h4%muy_%J_ln|xd!4?My_?+ndWNqsv+>!LN0TYl=J`kz9p#5kO!835y2A z#?Mt-JK3R8ieuGI>;SUN0B_%w;#P%N0-UH35GRn+Y^titBmofHh5{sXpvu9tCslZv zt2mzxipH>lVW1&#>}2)k*45;0zec-4I^7~_>yranp!%EEM}Q&ahuVq(qKIy+&Wjq7 z`CsWiJzGGH{QGCr(2L@}V-x>Ko~`Frvpoop+>lZRTf$TAT$|qUzMwkL*hI-XM!X1N z^V1*U_PZqQ<429{;YL?ZTA%Ofh;pFf;7BQpFn!2Vo?l{5gQ}};j>~3UKpdg;RWE!52&=8lyVp1WiyHomp3dxlEJ48nsevy*{@+1l_4^laT?d#Y=F6K{kj_A&IYc$z50BcpsQWb;KZ&dzV_^^Uiw0Z-M1u;k7$~jhgyf zgb11cB69y?mKh`U=;NJv^W-l8@db*F&mc}%7ehc5n1Wj$t@o&YNBe_2kPfglvC%f!ay^l>@uV!SiUioiX`{?Ksk8luMJJsMI zv#uBI*|a#>pD2cReaog=bnf*c@@qN`M=nm#-@7e24ag4+AZcS=zwTBX1D8SQ2(_sM z^4L|!$QsSsaTG5GFk=@W+}z!mKrEmAv~Q)cg4Bldg@9XETjC(lt`qM&(S!4!hqajY za#Kh`EX&|b+d+l*A=PXUwD=P;ru}a%k=uNTrQBww2gJU?cg=$~V!Zko=rctE zqME#eBUODMyVENcYzSbt)%9pLqK1r2OnBka!|b*IIv;?nI9`R(Cy<2QvmE^rt|Xqi z$se+u?vpk*VT14x?Ij~6T|7f=*3+?`yghtcy2J?v6e=Gg(ZirizdaZ7s0uY*l$$SS zzbz&Isk2eK=sD`7&igD^b)5{wkq_m{?a}zOG{u>^i0y-U(J80N??M;;c$)MX@RZuk zUk10iZg-OEQeOW}zyM3sL#(5qSaA;2wonDSezpf+3TlNAsp!ncpD^GN1nx!~<7HU@ z^hKt_P3{2vxF$$Pb82bRmLGr=6Z+h|PHR4t(1$}GXHk!7nOb*z*!dXdh?u0LVBO+nP|{@vO|(L_mk|HSCve9d z?uavpojK&I*HdQoKTsKv0)`dnEaj&pkCpBLR~U!tp0lWU?!O9U%JXhj zwJoZ~&CO#rQxOrv)p4Yb+AKtH+LeFqP=&RKe!eH{EM#198};a1Xd+|S{9X7pX3lO{ zu}cHtlbZ$K$20O>W1)=X8poO7id7BT{p@6Ud6dYYvS7o%<%ny*l_<+%Xu`b7)hGaekwM~rk-jF*#JB9K~aLoxg!UwhPWnd+R&_*CaTv5M71E_;Q?G$j_oKA&mue*-v zQrA7Vy*ocj#n|KAsH(M!p4R$c1-7JRew!2ukc1zXvY74Ge^AY<4yS zX=vYZh7lSr08ju6n!0N=NHiMu7re_d6!@Y4`wqGQ+*ad!?z<}&8k&O6VK~~NQFL!^EQkIZ$KMXwlqPco=%Zi8|F$*54V5ehjaa<~u!4N|au_YOJc z9q(7I7u5*5Aa9^W;6akc=E2&(Qc04mkL9h>F-wqgNJMjlD<+_9&-tRlIvd<3k{8`w z7WYo+cyCOEZ<5splN!dl{t+bYK`w&}Xeu0~p_n;>^I$EMot7wrIf_?OM;Vyi4vlF}#pCZ8v zjW4lnq6u-8uX@6n2Ys!$%1S{p4h>)FXZF$_t*xzhU;e}bi`@+xgmTX({yN#$sSN&q z9}Egsa_#C{|MPcQ36{S<;7^zx`+xn&|NC&_47iF*PQlSK*VvB;rV*cfcTY86bT|nT~;ICpsuh;;4#Pt0 z{sJ>C#AZS;M&c7x6n9tp-vG-6W8~XHrxM54Q{c6MHH-xzXRHrzv!8g+p|z5a_BWnD z!U5bcOgu6UY;CD0@2VB$FfedzWF;Ry$MKoZ$Y+BpU8Z4cIQkz$MKcm+H{Ne3<2(dF zgdC(y;7}GwJM;28zz=mpvUoapri!ndQZxh6am84zGHKst01Zr$$Ma0pr)Ha9NY zmn}F9qW^q2yU(Ags0@JwiTVZr{qKVceY!DRgaQHcp~t7-+EfD@Gpwh-YZmI&*B!yf zxKcU7_yn2|Lpa1txlB-I8#ND2%u&2MRL&V#bg zHF?G-*L~(+mT3(`$tsu5=cFVlF)n}qKW_{ekRi~=dnW3%7Q5zn ze;5pF-rhPw9iEozKra3%NM)Z7K`dVYyt~RHXo>2U{Dz=+7=*0zAS!&`ZBlv!q>KV6 zhT}a|cv5%LgcfEthh%jKB&`bsk`+=#J<7+wyEzOS@m|U;XH4EDBqIhh4Hkpje&I1h z$gFyGA}|T%C5&8!LSykZ%x1bu#rF=L941Af1$!%|-3vUE?P-9%-wUO<9!NSu`^`Q= z)&RAuL14X47NF;SyRBpdqVX&l85w`Yn}Rd{fGsC~*!|?wNmHYF8N@+%20*U)n-(X8 zUfj}IQJ@$=2H#FQX`-Kimq5gc`4!L&ez9rE!O>ht6f^VkMgylK2^7Go_{z4g}wxiXYJmsv* zm*4o2>$>^@&GL)QOdZD1-=hwKSYT2=0Wlnoe;;50KxIe>m{Az!THCS`8uCDpqbO8+ z0+x7cVhvFoF=n|04GP^wDC=~B2*8xM@QrK0nr^_qH%Spx%30n#nR$_#z(6%9YP`j5^+P{g6UKF1~ms#L0tden}|VFd{>t|XvQeQshOGxmA*ZkuNpJ6c&TYd z17mj`5#g~}i#SCS;hvI6ofUE3gw%@|^q3{3rQIz>LEN{0FZ1Pod% zd+hiyh7b5u+oNQ}#F(zF4eDdy;ovpgisio z<>Z}2y?DG$905aYVj?3S0KX3{d5_i_f=yY1NZ>+&jck0nE4t&4o{ol&JEX&?wqR}v z4+IB?+xgfKsb%KpAKMgKg01&Honpj|=r%DtIoJaElsA)(g9=hQsYDOehe!$I3w3Lg z;0R@~1bZas=R>~!?)vSgs(VR2$8g2BVWCUS`stxoftO#MJy6#2fF%5+rO~?LE{unQ zXtN!z9$ubWc1(Q<)F1@WQ$&D*%eg@H-uet^YpQTaf1Q1W@hV8Pi-&s*RtzSr8RX5` zh`{^|_P>7)=J3$8VF-=Ur0ILpuD9{2_*fRSaP<~Y-nKl+-JmOkm8#h4bGDP7S)>?r z3+E-_>PR6qY}QWICa60wh>A|7-n@vM{si;7k3^(ZRYB6e5gO|-1SHQh#6A_~1=PA9 zz~aNb0JdTA*E)B6o2tb)iDJ`NQR%L}76-j>Zri)Mj6hyQcjhSAB0gP1K1DDJ%+kPHah$to!9jjH9TFcJ|H)yGmg;Mk3ZqMb5S4}J(H#X%gaY#9T?#` zWBk7)usr*86(X2B=m4v|y*)+TCk^h(Ht>x<^jH2o7<#5u0{Z3+{K{y9m2l4{4N)36 zH;%sXP@Ca(Sdy1#0t1wy56>@hb}*0Oh@4CWGWjK6Ala6JraSZkLx#N zUt$s8(tyyVHG*y#WI@1PePk)np$Df!ZSy?}JlD>!x?TzVLlA?Jf-2W4jCDi%jo?aB zMj3Bp7!Zj;YNHFvrjJcbnBc%J!tT3;t6e{YYvuTRGzyxl;ecpsoYe=D2250@hthyEIxB z_WCw_!UeEdS#Sfussf3PfZL!68+8Vi_?Wb`YYh$xQbirqh;tMdxH4LIu!R4nWvrB9W9gGaVP%bTyHI0cfo3$d8rG#v(W4T4`g2_kO1 zfB{>CI_m=Xs~oxaY*L!1M6ENf;03XvyX4R-+6uoc?>SW2nU&&j5^$eF68V$_sIb=> zzyd?v4K00BF(Cv#yhgnoWX~9wm&0>5`5! zm-_7O-rx70^Zs$xbs4}~H}|jR9CM5@@0Yh#;iOk0c1RX-*rqn&>#FcRuXOe+a z%nhfAl3RT-UvFr(eT|W6V~Allesy1xh*d=lWzpO> zWe$!cm%jXSqqZON>o93tvA>n&x-YL!;CIBM1yf@6XKU12+AkvTsIaRKOb)Pg<;T$# zBHjkBq5r=3%W@AcSs(BgSdjBPyg590L1yZeocHq3Ghg)7I~iMhvokWOYK*B$WCraq zTUP%4FHPer$kTfRCTiRmxwyKDRz^ynT)JjX3WM)Smm{>eys5I$!PiYEDoPbXDOh&w zb$WboH16%JBBLRS!DC-N-pmynAjNv=B{|PkQTnIVkSQ%h+ESN3l)pHEY`6 zoXy3&ep9V!u{WLg{Q2j%5(K8}pP|JG*)UKDSOj3=Q`B1s%zn*K+F#1fC!(M**W{+7 zOGUl%dr_|>wW7Q4)2H@DpL9fhtv=>0a2MwB5a~(xw<}Xvs^?Q4yLsaVDkcF{0J}!s z1J21pBdk3Ay3pZbQ$~J%(r&RmDiNo(;Qf7Pgyh4A49YAdG@kp0_pgnOK)miEAOmHGR7OlQFz5eWk_I55s>JZwk*NE+f(aE(C z%KA|&v|9SSqes?Ujee813Xd;hoy+&1FfMUI0a7^!6k8mM+ zqsBNja&4-E+~C;RWjsv$%E(}{m}H8$q~f`$AD2}zuPAIe640QhrOmZ7f4E<~));lU zo;3yW9D$C}>Vxv*$5u5dr9jJB3|F*76j`M;irJ|8nooZIm=i+C?c)9lpTWGM!GelQ zD4waXgQB=yLnE5mpz>+$<36|S@nP~YCH=2oy#*}2BUztK8GJ00I79b5R!b&(v~7}V zs`}A#yi)RLcdOpF7n|P#`(D1@p}{?c-d@`YRk8bJcx&HVS?3qNCs=v6$S*uiAXR24 z?|ZMtcv(O|J%UNW_2+;_hS%BAv-3v)9v2R0$H z5nQ@Ox~l1~%60d3-o72vUhV2it@gNFn?GfsFj85%SUC4c!F7(<#f?+zo4DzlH(N&f zo{!IjOXWzJvuurBYWDZ5%2OotyK-!e6)5;*BktT~ZncPc8_&o5c-LaNY|?{uXmg`6 zbk9Fv$hhKTVj`8rw*nM$a`Fd7k8lome)tp`HP6hoMk2g%$++nF_(;&O2%3tF+i%x- zdf-tC;0@*L=T9Y*K*Z|xQ6`#Gx_-JDmS)UdO_yRwhrOkHTRk_Tdj>Jr&Nbnse<~tK zCgh=Y>e@wh5d1>i!&@dOhjkMV7p?Y8Pwyg$k=W&h{5n)UJ;}4vt&Gc`F|f#VXKZF) z9Ow5G8f~5VV4;0h`6PQg+&#V{QuSie$+R-9$GsgLQWdfX6C=37>^^R*L39XQGF08F zi=5ed)Num0#HHsK)ea((+%C{^r%1i+Z80SoZ;iUVl_5hB;{Ky6zpl;n;y@10$|#m{ zqS^TAwEz5>YI0O}Exj!|mhxDldbW(DB*LU4?%9_RN~8Ua>BX^+d}-}IKExtKFDz(?R78e*eh3Si&@&~ zYek`ZR?p|4E#}*%-Kgs|tld_{j=7dcnD}#vf$RQ@PlfznCg7esR}^1=je`Tvv^yCC zVa89fzrX)LOfO%rhBw79A}NWmW&-W<fPIGd?`EJ7)_GHtMk;b=cOsi9Xm&&wO=`RQ>f1v=&--L-3!ERn-S zV?#r@B1sn?KbDcWjDhlAYk=^_kB>YQw_@foeOQ+bsB?TA3J3-pL>^!*S4dNnlZzl+ z_m9v%e$;H~EX|WnCq^+d;JIY8{jOJqdg}*48n#Yda+p$VH63<+f0ju{0;^>9Kx%60 zq6@)5b z2?;S?UfVOzJf=sF9%;|NO2XHvoWqrZeM7|Kl!vWwrA<1s??wcZPBpfCgtt-i&9`so z7yj;c zp5$6M6H2BEim)(7OA8UoB22dL*qErZi)LM(tt~oY%QR$psQ68vLd;NfwayI_6Pl+J zQRQCcvyAjoh$#$xeZHdNTTY_luDcwP>KDVKnQ3V$1r|3yld;^CTli!a)y;6(#eM(a zfPoRM!bZAcz4_yDVtCcG_sfK!fPng$&q1)9zIFbwB=@15rmwzk0njLQ+|Z{L|nlje>V{n-M)_d{sa5DH>qVlV`EIh@I5 zDs{ukF=OCWbhLkhU{IOccjaj;Ssd@dcQtf~_;?xB{+rz?$>8_QR zI}L}1Vc?=uN$7bmE{ZxklX7yqxL?A9ql2#VF~VyyY`b1^S>j=&+Y~It@<2A(MJ}Cy zAAOldb1km|UcQu4R>m95*C#|Qe$Bu|{)pw)YdSd5+3LBl2Ure&E^E9yX|ZA}vkGON zBtp2{{_@DSgmdN8`=ZQ|RnzWB%28cj zhY8Nagv_ebYFmRep>S>faIx4`r#vill*OTLUoKr`Y(l|wDKtJj%&AWp4ZH?-imV)# z72^cCX}7=6&n~Lr@2>PRu*mw4SCtAmDEgqF?R={eq`dZIgy38>Q=rKs(>biZ zePy?&4dgVR#4Z<1Jbj$cUaVR4qqwGQ{zuTqn~`7jG>mP^XB*pgDt-$S`i}rx@*>N{3Va6bDk*-6gD_cQg5k zWKvbA`HoLeB5@v+w2(YURR4@2wyH5M(Oek0b`&eb#By$bnHyikkrV|HCi?ITV_4kg zQZ`0~wUp%Ens`eas^_7CKbd|Mx7*i~ldKlADoTW;ZBbI+^|iF>(yC8B{jt}x)Nj!| zkXNu-IXK-nQWZUXAHbSSlpAw)S~X~*sh2Fu8tNWoPGAsj2gnJgUVIqhwL(7i^))IR`=R=K3XS{KQn{$ zUEjVX6^n^uGw7kSdi(C&dmZviS8s^Vrkmf#K|$G?XHklAX5h>Z%mh+goQ+xlTloGV?J=?_TuHQ(J~9qg=?4duIlwE zv>EWm#}}UCF?IO0SkbBq7&lfqPd?q z5PZ1z3U|=_S!-lSoaivF+pZZg@pRDP&rTkSXSif@4zC3T880hHDh7H#8A2C5E~u^( zw%giVNYP3Z&z15g5Pz?&@w~3imtAA7SPmVeFn*^Jn8xAT+9ad0Sfs^3eESDu#*W~=W?8g|}MTPBQdd~so_YTdRs zD>9%hnmJK8yM@~An*S;^;0&_!fHU6d^d#*u5Q}BSdF!CH@ zea~_KwTK>CoEyWYE-hV{-#a!dGc7ygrZId__ILWK#xlS8#pNH(P_fJrbs7F*f99yt z*d8{%$PEZmx~Z3pUZW?Ot?tm9udiWNnlY)OVJUw4jpXboh1GGjP4>ZqVTrOeNcY9v zu12TFqQ~1QduMAxpKS<8_L@*gY_b2aNNcxLR0zZmm?*AZl}!{sAyt0I64NXys**mS6LIQf79SeJxnS^f ziA=53Jo;!r%=RilTm>uKJVEb|{X1$RCOHHhn!k7MywR7oSCNrEZ=~z$8+_JhyL^}t zQ(-<>nTCr!+~JXtb`q6xH#4THc!Zhg>is23E+}XA@fcnBR|u!&Q;!LgIK{*wR6(Cw zw6qno-k7@Se!MA|w{mfuRWx)wHZSeEa{ z8mz8OC1jy)f7bMwS!*0WljGdE*9=^1MZYh`Ec}##o*spSMY%w;)~K04r_PhQx3`z) z5*{`_z6?O7nc3OiR4Fv2D&zK;H+M1=_lnz*m%I5PHrC0?tDt)5=garUe-SRk)YO&^ zG4eV(R3jyijT};TF>o&$)O(}Ete+h&bLT+O8Od_%${smO^pziPda>uZy=lxSLh6I> z|Gl+^cMjd!H}r-w1Dj{RdDzr9-NK{b$A%9+kByBT*lKFJ*`K3Hvi-eNx;d1(x7zmZ1NsFum8_uBh0|KESY&-GtWUxRE2@JC=VuL zk21_??=uRCU@UAZKst1cjA%+R98xLb9z2dK4*<*7UG_R!Ehm!cwf*w)c31i}F)^~V zmOhkdMN;Pf+84cbUV^^{6pYq1-}O63khMcKK67pc>W@KdQ5T6LaX))Bb3+I~qep`|$5#5GsLL&%rl+k0D62dfO-LI>m(Uu8O@GFsBU= ziHd0Uxr6l)i)G>a^XJcz)MF_JfZ*2F)^9a#f?vOW<*}ZUEHUdvt#R9X!KAPVFgk`y zSL@x$;!m25y}dF`Jt$pWYkrP3=;?`|qwjw!$-SpQXl13EZ49+43W~UZl}c@`>;9pZ zzUSKkb0VTCqwRObJkFoGyDP1L3PazoZ)~iz`m1*RRk)0;iv%SuZc~VLd*BLP|%>JA%tm3tD znI*Hr^I@Ip-0HEiT!g~&``VH;rJTd+>96wFIbA*^sAN84d#!eSfvfz&1OFruehQQb zrjH)fw%U8$jrSeQ_)$AdT346ZCSn}E4XVWzR}HCEb1oO;rt_FOE_GR1!va

RV$3CkBtF821l*DPL%?fg{&y3Od?{#H8HijA5>wLH9z_j~VXomZ2YMgrvK=Jqv@ zRt0i?if826h+jDs(#t{I)mOF~LXP?%hxj|YnzxG?a)|AtOBwvf*p%N=L5?6>kB}x% zxYe1p$Q6$JGA;i9xD1!@T9E1gMv!TthmrOC*tb=?lBCl3AE7W#Uf7wcikn4_ptYmJ zhfVRqIKC~hT2$O$C^w9pXEtfq_E%Mj*8fQM^0&Ks|#H{=A$taM#2A_Nd!&6c;@;s=;D8k_Fn~j7C zZKdLBE}JzY5RQN8O^Y-qyQAEf_!l*)L@zzrj-$gSLVttmIv;oa=Xi7|jo9gpoG*P>hUxIhi!r+DmUNu%-Ky!l6js+4Pw z;cUv)7PO3UTG|mB%sIFSe92qn#lIe|DFTdH8}n-H?k1FefmdZTnyc;gxzgcDp;@nO z_0K_4(Nkv)ULcc|`%KUQpa69f8v(O8~-G2>5zT^tY;RLoK3xJm&M zfL}lW_ReB2ns%8*p_b|AzzfdDo6W%0J|ok2CywRPy|V3DQzJ&RSQp$=LyZ2{ei`<- zga`Ov5WS(Hw5=rhD<5#9Ar;P>+;~(%m&Cz@GTY+^;|82T=gKmn&gj0+VCF@eGfD}Jw5ey5K#QfEJtIX zoOv9H<0?cHxF3AA&Gq7jFv4RwQsq4JG8Ce1%z%+nELRhWs(lk=V4uXq#G?s8TWV&S zW^;P^#AjbPnV6VhOW`2A`AoY2;0*)>2RFfGd5qggSH2aZL7+hJm~>pSU+Tv}!^EqH z6pl|wNQifdr@jcd29HA1ZW?q5$Z@*RhfJJ z=U~y)nOIpHN43LDI$s-YOp$H0FcJ$azkB!2V0DCTWxNWjwN>LyuNhL314x$cb@mL@ zpOO-f`DkJxn;9Y5FwYCHrOHRTHfQC4ir_{?m~@|pbz;p})tz9bcnA=Ni4D@ExNp(= zFI`cZJU3qHK=NcTr|B8mk@blyue}K2y=-*|=((F?c0PdjZYhnWQIp8-nLbZiE$tBorI>?(0J8elP^wWf$e+_>7d<_bfg(S=n%7zLhIcg%Wc>ialve?;)loZ z0^o5T`$Y-r*X-|%+tnY`98yA3`YFB>yyl-uR~NX38jaS?V?$C{SZFp{#t8&}u8C%7 zP>^(jfF%b2@B)Jd)OJMcRD%zvzNv}HOm=?l4H#oP{{v+Cu>>sS%UC^%7w_L+XlZYk ze(*qSZhqcyePY~sHYB#dYLX^<7rYssM%~#78Fvjo zURKuSnBCP;Csah!m$mX?C!H}A#Fqb_w7&&+`L}W_L3Am}=FqU~_mnh`FcAt08a(d% zbsOVO%hpG`mi@Vufm2gj6^@)Z%R^p1hK-ohV;_rSb_cSDB)7j4Z)}8P;hPWT`F!tW zyj|lOQnky?$%)S>N6;WRne!|&lgzyT{WE}RGga$@h7chO-0Za_{QmI*>~U4^eC1i0 ztRn+j%qJy=PWo{c0wRU)Kg|z#hbgJ46A~Huoyoa^%&MyQ3-8?nYP|A;CMlB z!rIMG|G}U#a19}B(vvFX7|Y7SlIFNN5+`UyQ+sym2507BN8HuL!Q6!VRqM4!1n`He zy1IH}K30Dsj0@DLSCk^w2DBgUWd*8A=z2q0f&xVBQ={YkA)Dz>E*#orJzG+H@bNfa zV^m%~zTQk#uj;L~<(LDuJiS|=I^yrzY|YsyCy9{bUTle#D6yKv2_oaJZ;fnzm5_jI zWo6Y~J3F(ho%d71T`14FJUk&G2&Pk-2)*RV&}N=PRHhZ8!2ZWscyjU!F5ODQwy4KF z%Rdp`{r&f~*q?A$np@>z};*?VHDY zt!vorF}bqoveSsbE^%R-nM)HMP7IX}%g=B~SQ-s@Kx;SJT?qqaD522vMDUWhd(`|& zC}3~cqUuuVy#`xzS&PHlkFysZe(%T%2$S&Tu6^J;QFA2Hzqcjs@AOb0ftc0{8_`q! zadlYH54K;3!}4HSYAPa)Z3ghkO=o8k4y_$wl_U`y1YGDxmEPC8uVEJzJRR4f5_L}1 zS&kiOruBO8y^4rh^imL1o@A9YyVRTrj%4TS2Iut}@)*9C*C_B`;74*t zw{~|oXDE?zE`R>A=I`&%3f%0&YY$Kn_p>n#=j2@os$diNcVk~(w{vEN1S;j|coD8+ zW+ql;iH!VJPV1jwMguW$V`es+s~*B}$u9D?E17lgE-T}js&MMOqE z=!Q^SBch=R-J5VDL`EYZvf4{h>LqCb9|X31^VM=rVfxasLC?v49e?#~DT7qP60H#JA+`R&nr-X*)Xa8{Ln4Z0pd>hu zb`K{lvkk{MJQz|FH8mYj>zDNz%%v^P0$WGNmV-*DyHi+PToMsF%6OH;LMRR2ZKf^iFLbiPgE{mkNTO;> ze{UtG^h5hXLM;yJ?MxM2`3PT`Ao1q4@$0WrQmk4TMXRrV?>OMrbF<8u7v{<;5rqo0 z6%MZGZro~9hM(PA`^6p_k)*+|>Y05HIv)cUW9foleY|zaVzL(NZe~}>QRNl!#~&EW zX9vvCv)yqoc2^3Y-|*m!(3H3EMIh7Jwzj6 ztwpPu0O=Fc(C}wCWQ~#%e!z5sOe}g$rzdV|+3J=^_4Q|`9`)`PuoTZ^8O!S&IkO&U zFVHSf3g$IKonkQ}GSd;?_pM^{dbwv^(Q3lsQo){Z;20WrtBswMlvIr1(G5dGLm@Zy z+Ol16=Db(WrTFwI(6cp5zfK&g;IdE+_T z@iA2w?X})!T+p4pj4cU2_}XV@$p4z7{iiD-6xccGH>u%+-1!I?eDoEUDobj=F)>1o z0kt?jI(oYLAz;>=eSLlJ zLT6|z#6(M4Iy+?m`C~u#j%Kfe&AV*C`;yJ`I!cm?&)c_5u;bR*WQIA`*^@2W8f2~|tXh@S~qj-<&14Vv|&zPUy7SzjYLS!Dmf zMSC8lh4!_msJ*(&{^4PoN#_*-2WPkT?$VT$I^(sG-I*ik7ks+;^HqHOsnhBpiNVFe%~2}}qn=cHL||xG5ZT#tI&4UhSO_|X8AEV&;E0PybJk&z zb{!7o=6uVjVL0r)pv`HjZIQ#OdL!eO_r1S zQCqcc`9M|xN%wCxIKuetHQ?Av%?D5skW=v*8XA7lJO@~FS$8uxKH+jlJ(h@%cX3>& zO^%5%`YDTsI5=R5Qyvzu|83LxFc!`bb zcFzxcryMkdt=;yUUQ)}2Pk!iCtLJc@d#|i;C{h1h@@t%&qy-!mo|qVnQM^%|<)7#BdIGph?0IEn=)f%|5nmrydHeG!pO-I*I=?s8oZhtANEMCS4f85Nr=z6>09ZES z2>R%3m_&W5l=SUD=sgj#+veia+LzPqmB*RLZ7fxP9! z8d3+$11`9Jn!w!hho7NiVZmG;%EzLcWHueEurV9>aN)IpWgyf7jZl1ov}imMcKqVu zQDey*B`V!nX(Li;wwUmqE8AUnw9L<~q1|$N+AgAK)h?2Aq#je2lfF}y15}dn+JXl3BKr11y5yiXRb?m#PqH!gI;Jr@)YL|48G@ zd^?%V?3Y_m3sHKzJHBLeSo}G^tZhgGmFVnh`Q&G)&4WPwr58UXBA^cZ3`ZG>1eN19 zFl$d;#hyR^Fr0O(C?SPOL4fuPQ`XMH#6;2cn!IyX#5&F_veP>3^z?54!@(KtUGr9W zTwNWA$=~+csg8o>aX!C?^!IxqdztHk=A2N?swzl@K@^UKRY_4SenC-I=!Pk!4_ zTjg}lB|<^r%cKwxGHx1w{Ige%kuyx<@V&c0!y9Rvm{A<3#h%uA4<(ga69>V_jg2qB zdAL9oMXsJ7`XVfhaBF+Jz;40O|Ik(q+ zW{Q2Bu=m>PG2m@f1c5${CxGXmZQbc1dnlFg^JsRB zG(E8+zKF?}nVDVROZe^(0GVa}TM};ciP$y@bMR(T_*P(;G~Qec7!XK$pcA~NN3Djm z#0Edy*LHSxp6Yqy6QjfxI2oU5+&&o2gsft4!Nw8-l@1ZjL{o-Gdy9OtUH8w=`BI3VjNC~y!3$yn%Yr&yc|C(N43V_R#hU;FyP6WF^mHhQF|9Y>Eh8d=(hnAa=s zXics&Pkx0G4HW@_K+@B*wsSTsD@$In^5KEFfO_qKebB|Qk^W-41=^T(CkQ2k;&Fk1 zS$x96xW)IUJaV-69I{R-T()Hk#r=@LeQEOS3~sJMXIa3U6t+V0FCIR7anJmU1d>2J zKB-ylx^t^7b-?^zY}!WZ-0|^t;FDe1~+IToTPPggE>FZT|!m+0;TH^{SI zXKt8K6Pjtt(FpBdB;#U|ggWTyN!-9`bq&6k)%B0cC)Fg}+)2{p8hKRSiqTg9&B35b z2Ug?yfR=Y!YyMXGQ=`4;*nPQbE^2Vkt+kvVpF$M9W`Z(;X?m`8Rz1wv#N=U1__Ir* z`h>T~yz}s!L3?I6gh%HiKm`)@%+xNU5R%r`mar9tU<$vQmzqsZ6c(o|norh}lxR&DejdNS<902Yb^++ovC8PjcH^9v z{aYXXi~5BfWtXc}de!bbhjPj(L7C+d{&hzSWU)_5N=kQilefc!4~84Zw@?>zz#8~u zvX=3o(O$zNUV4TZTJ`dHd?-_1U-Pk9eeF&;5=z~^`>eRy!)-bDvXIv)6>Moxw?+No z4b#iZ{&RCr!HF!De0FF{_5CJ}m-(`WYKcNGGb zG}8C_MUb3h>60O;hcm`dCB8A~G}u{}KxAup`MkT8Fg&h)v`bBojml3EGB7XXr&VTw zAw@JbI~#P7Q)^`SQ&M!M)%_3mJ{K8hUp4C?@_jMbxH?*njQ!3oF4Herlbb&I=|9|< zq8B)FT`jc%hbKF%qr7r;FyKcmF;nIgLAm7R>z6+QVRz<#uuYZ*kz!*z+ZS1Qm6Y7$ ze=~9+PA$K)4?&N+KeB)vzOtBpkeK5aaw&VAeIev#{u{T z7J>BCz8@gLp}X(&QsrosQsr0kp6`2C1In*lD%7(Aqhg-Nm)zamImNaj*5{3RE)}@`6m-;I*u5!R_GM{cvfhBFqQdm1J?ryFRuoUu&MQvzB_b7q_oA>X zF$qs4bZT5P#+;@KO@Dm#g9_MRRs5ivdKBh?68JwB8V~;SP+Z!#)lx@;Ob9>3zIye# z^^EUNW(BR>i??3$%Rs%&^Z08O6^B~fzZtV%eHCd(vgy53eq^$e5lj&DWHT-I_BYdG z+HD|3Kj<92Gxoic@~k$!$1HPoRPC2?;_f@?HR*Td{s%2F0oR@E{nhfMxT~{_1TjQn zbVye~md-FDH>U48d$cHXuB8S-Ch@F+a|Cutyk zL>ZvEvfW} z+eET-Za{c0aI_@F#Jl9HRl2t7G`BYHmgcsXoFVSHzaa(u8_0&LfK9KhJ=VWzY$#yY z)TC?kRfCl;Uin+K3!i$;Pft&I5;`G-_zzpi0#UgMKs?oIvi7On2sNw6 zuZ95Is7DqPt(lar)-6R{h`6*DN;}S`5Zu}?@ zQdCfA0G;GHi0b}BF5yttZF5tdGx<*^)n6JDnXua~hwIMbvx*8KaPm&Yn3uxJf{4n^()8n>0J z!8BqNf>smuib=puBVUSOY$1CY7S{Y$A@X*H;sp>|Q}1S~yw|G{Iow+h15g?3;)a8R zb4kdWE>GvFK#Gx;JKr+z8;9KtTW}e&g))q!(tTKkF_Q2#_+c z&7n(xz%)wX_wRcv526lnh%B0_swx1-rY~R8EJw=_PlzUf@%j6xZbBf zqYsXrtCGKY6CFu00tB90SOAeB6gdF#lbyS8Pf;#zKA8ALRic2IA(4EkcG=!I*_&kK z;UO~m5-e5zbR2;|_C%T2JsINCskFy|d%E0riXr8l(4nd{PY22p{$C!amr*{=g-0{w zEL^+}OZScs7E*v=;GA$-phgnYKfY$j%gaMkQQd0E37}vDIDtS})<-Za^<=8j22)?Z z$f}xL^4RTQ%NW?;>(1ZfO)W6*tg#@S7i{A-^dFi3M;Vk1R;dBzhKP*JzX2K|5PEK_ z*N%5bt=?*Obyp7S(@udgri{IP9& zg50l_yV@?3J@9Re0-1C7D2B|h31p_@JU=;#cvAX&{O-_7Y4njvon>pU&Tl*ZZ!b2| zm`&p=qIi9|ethY+BF$bEfi0nOmmky%KtsEByuOADQLiys%q{0Tt<8(nR65@mFSIyu zadD*qD9j&0m@;e$rw2)!1uPinR8_lq*X8o}yn*)V+-i%)?^({xU)kFF3dB(JJIf43 zS7$fvb?wYP2Kf4WXX}s#p}szMwy{<&<}X`@7IY09ALksg{34!2MRSh6AX^9ieXkFi zeQwLO5}vGS`QO>9nEYkAF!g%Qil_%dZF44w8@Mh?AkBzmh{?G1ZdzOOfMDw8QWXhQ1c z*KUb1XqZV5A`2zVQ+@xj!4o8<3f7roP1_@pK=5amIgox|S#uzTQrcpftz&q6xnPZQ znN821j&!vzX&IKKE02-4NEq}7vjfl0*Jk$X6Md`5<;u&0?gK|je;RiY5rD?ToEe)xNiay81;|U`&8G{$n|B$k8k=fTaf0iV^6a zLe^7=+QTLG{e4pEx0pT+OI;$N^0zw6T#D(8dw$II+L`27{OvFsDl)dysdew&@&L!e zWmTjn!{4dZ<`qcB;N!!OX*iF-#=~oZwj-sQ*^u@1j`p7^=Nk1| zP-Lx0??AQ&=h+J&7m$Sdb;lK?>H##1^;A8Ia)JOpgrwZXyz{?%JA0|E2}oGa5fYYH z>b%>?;{2#ggq~1*lg3`q%0%6s?3cZR)WH+A?UTpUYVd##&LJA z4o`Se5`XP=lvFzL)aq($@P*L7a;Lno;>4%8F)Zk6dJlpQSW99zclsH)RT1^H-xQg! zQU5z_-d>^|81P18QQ-&W+JCg`^|f|CF`L@{{zMQ*KZdit{@Z-~D`l=n%pz@HH#PEf zz$WsiH}@3@&_*v6t4g_lkCON!*@XJHm!QI96c2Cq(EqdfG;+GLMCm3b_<*X$;;Q-O@kR1?6@H6SU^!L)&!AFIq__@UEyXM&&+MA7+?{PJ=vbSbu> z%AF~azdam(dw%{G9*g^wh;MaX5>Qe>_vV1X#&g+5G~KNK!9|qV*mUcU`9YxFY3189 zUIzW;EovfLq1 z;|Fm3J`o(3K}dfav>*z!185DY1s{fs+rPDWwc{_c|JCx!V^EK1-#gk}ZQPn~?*-zF zcRlvk5ekqGf$Nd1j(sF)4x`1QBYec6SN+YL4h;ce(f94!x4c$v{~rQ#Mkkm?FeGa^ z{C{6DU@a8R3D_Yx!Hd#oi`fEFI9|xRMJ5_4B4|t7fMk5#GDTQe7?>xtWY?w39GXSw zNX!f#h{C7iBK(#k{g01+l}-!{cSs20gwz0=6j+W5ASA(&gN&+xA}Z}upz=aNL5Tw_ zjX-8|FcZ^33IYN`Idhejrw2<@(}joP^ZBEpdW)DGE|T-;kj{a)x9Ee;*SOBlqiyY$ zqvyhz9+YArlDf)rWf>)j5Nais?2uoeU)d5PVHtZs52~YQb#;QE*3e^HkBS72R65b* zeMo=QwWcN4ilk;kXP!xN82#e~5JrPH{iEq=MlhA`Fj@s;ve8PKg#iDyqB1gf$+f zDpGLaBtfU6tH+|D8T9B|7MohP8jo>kp?$x#buP8<@mOW(jkRR|>?O7i^6cGZKs4-}`Zb$kNOX`X^znn^B zM8tFOZp?xo8R__F&HT8b9JPf_NC+u|l!1{EX?y(~L}mm#GDdJ*L(c^Rsjrqi?#mfO zqTGi@Mum`1dDpjhS2;chZ~SMc8^NGjuft7QfnO@}WWFXz2o!>qy3~rTjROwom?H#> zJw9Qva}_NBzisAPh(&+)-vtA!)37HpNBiNDJ%l8AN!XU@;lqbSBqTnN$*wy{Y*G5J zetTV`{YW7KJ+ig8tSr{6#d0-lcKC_*)~(ewOHH{SmYV(!lkk)WhbVA-KG@6U_@BSI zx}IMmpl=N@ z*{T1-(-&|E(h=NzJ zQB~r^7o`7LD2SS&ngr3Dx+9)1Gp%ZgC{kh0q2wHk!vD4Wfl=fJCs-LS&O~+lQIV759@i=QHM-3r=Kos1L3!HR(o&!kcsEfmU(VH4 z1OZRDP;BY$uA9{ThgqmXP8;w#=K-lonV7sY)&zJ3Y1AKRJ_N$^XjRbH&+q;{GH{R} zU++m1cLro8yv{tTL5E!YR>=72( zIOXqwYnUI2_>i3_zne0Uv_e`SSm?=MdlGn_9+)2Q^r;F##~nD{k!Vk^#%VXZp z2HPqXAj`KR6r(xp@5RVEwj^+uUK)=a<6BEdU2{D7vwPs?glnz^E zy!Q8VKWt8qUD|ooNUyr?m_Ze30Nx!W?q^X+41kI>4M21Sm`;%eDYC?+7O}5~hfx60 znQsWipvo%c@6G)x0txxRjbe0g_;X0#X{ijliFph^p(o4(WUhx_48arMr@~cH-scL_^aze2Q}H*0rL<#~nq z_7*C26uLxByX?A?;)C6iF?i!UmYm^9Dpxe}f|-?KQh|Me~cCr}S{4n3`$cx+~FLWM_;0GkU&);)8F z(0f<>^zxmSL>@mDv8K{@mS&KrYQ7sPhWPcnkiYUoEfmLwc1QFg*Oj=aa3J65MMcNH z?|Y-5SuYRfKCB9rXL=5P{qJ2#(89QkguZ5zwPIyY$Il_cTOSF0Ca%%5(n}mv<7k&; zDmrl>e)%BbvnBb9!m6PP`KA#(IipKQM-f3cgU8=I*&TU(2(-q8IoD??o7+^RSpWVf z%1>yE(t)l-XpEUQgBpt%vrPx*l{^zz0|c6BMV%3TH`FYKHuv`A3=C2S3Zaaco^JF< zcn4l!pV^#kRxf7-o9^V~WY%)a{P`$$(@`s0TIM<1if%0|GLQ+wVW#}%tfrOYK-7ri#-M&o(>6Hi? zprMp`2ok@L{bKlmj1v%u@9$-uM^b)JXwSm>?oa#EBEYbNWat{8;^|3~!S&BS*m=x? z@SY7;Z>72sWxMx+;lM?n`SedK7M^8v{83UZOjH8OYjpszNJILYOLZyl86Jb4%J#jSVSn8 z=gU&1+r(iH5rxS5z~X=!j>|(4vaz-GTsB<_h7U0V3@>-*j>^}n!l2rRtQSn`85QYum!@?|A z6=6rKDAR69mtDLl(>*z1M=z+(Znz&)Z+CyhAer&BP3gYr+~g-nFY`t{dlSqU$VaMF z*v_8|mStQT%ncHpa7N=eddT;N!+$+%z#McG!ZQ6wE{0*WrWKXAzC<^$>3u8kDGX;c0XgZ6W86V6S$u+%rCrV?@N^9M z0Vu{v;Gs-SkXv-dIgxMw^%)`Wb1ck{0C0keGr0lAMdah9pjKP#%OnKdpb(tX8ct!q z-irJSBNakPwpu#ogy)eZ@{&lZiALN#0NB^cN^O<9S&tm|m|54J8I!jaVx@|@VYU^U zrixZcv|XiN^GR<0BokB{6Mk~EhpaV$LqdOD}9!P}sVYpKYy>vvse9*(wJd6^xbmVB=m;R&4RbA*nCoK+cIw(8V{9!t&O> z;wmWgR#xJ^MYlrQz)%OC{(D>7Agx$t(3ex_G|vfsD*Jf zuK&!@+nlts(%A5V0v-S;C5z-(fpaLQ)B~qe;g-MH2p^FQNxep94#e4L1bBNk0#a*`-U5v&CPhrQJ@ z^zWrWuE+^{t4|qeevDuyB_|Se3yr%zK;Q-GVKdmyCKp$$^4`3;ZbhHdz4}!+G?U&L z_4jrlcjYjRzOoh?pe&Lnq5E_2?o@u||0vf3PZ~|q9EbBq)&K3u3K=e)g88BFNag#0 zjVU$*(5QV~rQnc0Inn*PdWPc+XAGIYYW;t{T#z3jYlGYan}09K#|zf<{<2~vQzr`# zfLn6;eVSP?nQg#4ZiM3W;wrgJQYty?nY8{TWF*B1PidB6bW=~PRIJ`J9Dm$v~8 z7-cg5p78pRFKJdg-MDnq?al9;#~_~`{G^)d^`O7cq#*p=Gt_ZK8JnNM<@doH|Hp+| zy`9xJImbg)XSIwTE4QP}r6Haj=DvGnFI|_c$ztfw=t8p0=Z6(}nIDCDiM;C+s#G%yzItvI~uQS))&)*6)SDY^%4T> zQ_kJ|P!-8&^R^)H*+mU|&kN)$FRzfnphE_npW!hvCc7m_SqhO}=rr=15y}J1HmMNq z=ErMqLXh$8k~|~^wM{FWX^9mlk!-Y9^cJRbU;pp$!d*E~_E@zufn?_AsaHttQnv{7 zE$HBLCAb7#jsA`mL`YSf}$G$UYIVvSj18#XKrqO+dlT60J8h`9qzcjsPz75sVY|-X)RUApBpadCgXe5 z4nsS)FdIFwG>Y_9Z*b}qj1BW#dyc4A`ItV=o7@SNg3_>SbptX!G_m)iEcHK-=B;mR z)Q2<4f&iKX#jaN){`T$LjupowP+w9&Zhbd>{NJERbbo{^?^{^sO@4WnX=gi`8e=va z?IJI`4u|>iMMBN%Bj2s*iQO4FY>jT~&Y);cB+rCSnJ{U}==jLToYjF872a?-pAer1 zDI)2D+R7R_!YC=k+6a)2gq!Y{plb%OmIioAQu>#kjJ*0MbbMz|!Y?SO6L&qcqsuHO zbmF_$;FxzW*&|DRbd}?6%ma2IBh>f)EP}qw-p*Fim4Q&p{;yP@>DF{={c7z_bUwZ! zVB!fyK7@mVFvQ|ND=X(vpCF>Ij+A?Y6azuT01mAlLNC%kgDV5)S{j(-W^WlV%*ig{!w-eq%@J_0hp@bS9MmXE(k_lo zW=`)otVaLaT61==NHz&Qm3L*@B}$H-7~8=)-loG^zP{zY;Xc|5{oJhHq*&iJBiGQC z>di%3Ojq|p-C~jcYwh(oCA265P0qr#tll%)y|p7d<)yM&{0#h57NZ1$5)9vOjC+0i z;WgWyYkj)Ku~j;7uJvN>?DRxwFI)YNW3KsJ;}f^sJM1L+F)bWtDJhjkq%8BVXh5BT z6eK8pEh_MMH9^G?o|t$J93We(qjd22+AY#TTBFU?+M5}x-sKTy8^H-(qmPZJ+(K@SB!7M=G1YX;J_Xsp4N< zZxgn$nP4$YxqDlBr&r(sxlEStn_k&(bC-|*oPU*%t<4qXLQ-aXj(8z%?pDZkt}6%T zG(Y(~Mn1F@4##BA@kTv*izt2GNLGeN`?h`0nDeJ=lJ*JwWBSy-o`8^02AW|os6q6M zFal=g0*2HOQfZ46}dUh|WV={-ptyCs< z{zNa;UM7;4T&ZSVY0JTzM3~JC^Eht*0k*wI<%pQ_cxacPMv4CyTT}f z8oTb{GK&i|$W4ga&U--kxy;8$fvD;2mTBOi@P^_CC57}h{&l&#xw*yMctHifdE#L{ zPMhnWyquiDVdmgDM;hYLlH$Y@1G5*kp~kruW7NeB@O1B&rVD2u&MG|)VmU3j0Nu6( z)4SHwyYpmk;&anTkbuaMtHoIZioMY5Oq$d=`lF$Xj-P z|Gvq%4>eRXoH1v~8qu?BV9E(VZo*)}GniRk{Gy%{1chQuDFq2MWg%#Re1ouBHw=;% zs0$h&Jz+zlA-P}@zKu;bAw_ww@+K8`5;fW;n63nuY(R|X5I57xfn7Hhef;1{c8$zu zoLp6}(xWc|qa6ORue>lxeaFWa2MFj#$#RtVOIm{n`zYT>)-1cmVz)x7n$HEl7VOwju`B27YR3M)sIwKRq8Dal_;+U#1fN+STGn zbGf&t>Ws`%)TG1*0m9P0xeB9qNr>>C-&e@kz-fkgZ1vE;PT$2 z`VuJvkqYLuPr)NzzGv7?Dgv9?NdqLDCq&}ONNZ=$VfoefKFCMo{RaK2+Xzl>AY+4O zI%iUguA`fmJa&Mb`h%B*m@6U|yxhyhZd0=ksir zr(tKQgOk9}k?=d5g|Shx(Hh)QpKn*~LVixKt<5ZQhcmA)YsgQcou*bGE&VrNx9l(} zinDB(O|<;b>-nvSe^KUrsl$c~mMX@vytLQ$eCCXbP=1`+haxVufn>E0sN90WXuoF$ zvfMny3#?5fe)$XxY3gFGLXSe}8?y0tt@B(J67ISA*nib)%o6D;ZRx|_`(nTnFkIC5 zDeQUFw}`8g57<)oo?oOx7h-{>v5*Iz?b!yRHf?1mI2dzF)@1qtIU4WH~;WiGHLan_Qv zzG1~S|0%m}Nbu$cw%$CgTPK~DvXaO11wx~men$6|ql>#L$v#(Pv5Onix*KG0+;eE-=fuu8SKI$-ycfW>Z}uE%cmz>t)TO&HiiB5VvAXd0W5N-5JNp5d4@cLF* zkDAfYJ7dUedyE&om|m`-drQUYF1vb;&raIKbf=X`W{RE{399$&eT19zCrnhT=%yUM z=d(ct=||D|N+nblxfN)e%*27mcN>40kRaEhO6j@St){W4x5mxqhCj$Bt!O>6%ZLwG zW83Oq9%)wFeljNA67)!wD*=Dumu=$A3t1rt_AQ3->u8erTY6aNuuIY#jkIlUr3D~ZM((@qi$n!eONa$}I{g&>#1`Vcb1EtSyC|$a_c8wXeU@ciZ`VCkP~W(elT|H; ziXW~ns{>R=rDtppYK$;_09|?Jt4cw>Y>3IaejniDF4(m^-;jnz>ezi z>dHDv7nG|B&0Y|6R!W8E@mx`B_Zw3Zg`0~q!s^a$J1TwBm!bdIV^oQh$rnS!X9lpL zUpP{@z*;4Ee#khDt7)G~Xmc>>(c?C4TB_jl6s_yTm@28%4t|R(wZ#J0ho~!}{bWps zK6{rj*gJMU2lY8d#W>)ro^QVPYnnwoX_pnk3t1X6B}>L1A$jBeRMRK&!Tt1B`7Sdm zkj5`X<8qBPgP&8^a6sC<)RBoAeKj@I=LucdDeKN`v7{n(9Zw@i)JEG+%I1VVrQbX23BLR(%Bt^6qscUQzn|J?8GP$$T)!lE zR>_I>^1BArT*;UO`heUgo_m|O+JqFCEP4g4w)OH|M|yuw45z0pSm!>x=;yS}bh1nP z@zC9WYa&@O?120rG?6}3qvQoXykGtzZYtK_O?ycugcV6o2#$wGb$PQ)&J&>YBQG^L4_pqor_kv9OZDT?>k%{R%Ny_Rq6J=h{$jL8 zncax_bzxnyCgT;OB%1QB+5!T!e26g?qdy-RO}O^QyH5PJ-%00>w!MSL>s=+MlzPHp zHm=UnHb*p3dfYxcQ(A4SyOITm)h~6o9tpWo6dX{C=lDW|+{MSPGvQZGv!&wU*Yggk zC0Zj@ka7{Fox!W|k7{JAo6|DBG0UEHHEMVj4qCx29Ip{I)5t> zt31mUwi7(mbWxkTQP5T$qpHhpj_C`VQ19nsGBj~jczsn`WUYX~HQHwISaw?zvwM;y z_P(LJ=%P{WF>{+20Xej$k+AP!S`j!CMIrX!wt0zhr>#C$$Vjf1*5ANiK5|k--rjI) z)#8g+iDf54euQz9U(?uJg-^I)BLvQ*m)y}P^s$25G1XqN8DYejPjV?HSki_9^?D*Ro#0NfA-r1)ca2rPxp$~{d_L4 zAT6PQ=Ig|G2h%?j?}tiw>ti}FQtHuD!-d*o&$YVSiugyb?Am$P_uVHX=|WRIxMNO@ z;<9p9edTIW}90j-SlHYnS)`;B`<<@ z=1i@;(Zk5&5>kB{qwRv)N@Bg#Gd4r7J#5D>we6ff=Z;Y%T^35*)xB9c_skXD@y9E0 zxocc`x34mHv{-EgOp0`VZ1=E%>d=!nY#r*oxMQ5?qeUY7j<_TSkiEh`x=IakR zFJ_-KmI!5Z;rKPt$3y)FXr$GPP^yHqw(W8S9}$``B?HS1OBA?#Mv{d zp;Y>r zEcN=!?;sZy0ypBq%fk3q@9F7WT`|=m8nGE8Xj9YQtuus`D}!%rF}oj@G>B@@jUM07 zqdf7^X4cB@j&~>s9DIL1JmSHL-z=IqwDGFf_mPi0*Y0e1Nfn5 zXIHeCraxq6rg;U{&2KwxfuXbTd8dq3p6RDanDFFVPsyW+v6JTN(Zq;U8ku0C@}Mc@ z0vvNt%}K+Im)Cj69H{%FpO*-a!*1kffIXs_ng}Fu20E2?lz74SXutyv(}*X2@K=L_ zt$V4q`kz=GrNvLpdw#eO(l}!N}W@_%pmp-t-;M2Gt| zJykVo!1laT^A7P=>ELm>Y-nu95fPbE#b;E5#(Gz2$knk)iQ90?vlg!6@@i*$HW(RA z4~O=MsUOX~<3wLv&=)B24f=qd)yj)^FR>$9KjJO$|HftX>DPV<2T7IENj8tEZ;?xj zzQ=TvwUu6rhX{K>0=j_Rp;uZh_1nst;8`emtH*f8a?dlL`=*Z+dVm3TsUP{el2vL zjJJY2p|nyq-|6b~{fIVNbXx|Rd7Ny)fl<`XOL&Lg=;o=Bw)u^&ah3(oW3uE>yj-=$ zvQ4qz9}<-r*o<%I#a?@gb5aDg6=$5xmg7O9Gx)m`)hIQ-q3nOCdtu}*PyE-|I5YeD zN30?jl_2mJn_;7__>)S;hhqF5iS4&+qYnu^J{v9F;@57aD`-L;#AOYA<~v$Id!oJaXlP?F81ILDnb$MruOHl4Ycsg zir?rKj?%*zzx+XHHEZZC?P*pT?UFP4L$8~i_bx-0F%1sx1Um-$8lIKC+uufmn+U0jOX=80_bndW1b8t+!x}?yFZtgoiWs^CXk`Fi)As|6kpj@kiKRGXqv0k&7);3KN;8M2? zOuE|y&fU)RonAK0k~s_aw6=t+?qkN}x8mW6>UQapeu1~6`uWcZ(!P0^w+endE+Rsu ztR0XbrPe(YI-_$m0oev=ge&;YYnLv+kEe2{q=`-^&q59)PavhAP?|0-01x!S!U&N+sZ50k z;fHCX;SUPZy~;M3X=Irje6fiUly)V?k7f%G13S6d2+?LY9-h>6uQOX^$7IBparmY7 zo8Oai{Cm`o4bxT0U?s06)>m)wIh3E7%zBTNM(*bq60y-~?>iod`!r`rQLmC@jKv=* z$J*QmEruEd6-aw>;!&-h8lNLd94q?{F1kpee)d~>>~?#GTZ|Jf)KpI__F+4pN)9O8 z?zUegTu83PZfWQb`E%`|l+!e;1L-RMLX8Cb>D(F`5*;p@QaEY1I(|TKL|_hZ8Ds$>LK}gTq{lC`tyr^Lrbf-<0j7F+BW{$6O!-gr@l3^3hb+6o_mXw z^Vlyu;n#Gh6qqnmvFa?(Xq54qG!@8Xx)4G@=wM@0d8I1Kj6d;lS)X0aJ1;(=QkE|pzuTO92An7(ia zO{hj|w>%K~qMuOf{#Ym>%1*a3$maB$d%(xcKNn}UJU`?uuCCX^|$tK|fZ&%Tb&+^kuX+QrEi4D|n|2vUMAGs)UA^X6o*TzGKmslM>fdgar00@9ZkXe&DDYq2KV<*@+MVbi???BK(=#F~qJLX( zZiU2EN}(NL&+EuWelAKj^Y% z*i|+O35GGM$Dy5I3@Cj$-U0%}Ff44m6j^@~#2$s}rKN&9)H+iBss|2gP`6A6;t@9v zWdHtW>ZN%?%S((M5s*J9dH0H8J*KKJPtA|_Ux5oh&ZFxk7VQNY_w+Vv$RNKJ{$X-M z`PZ-C{8KUFj?BMv4ln(nCDu>uH7=)us+^K9B`-$i!@~xXa@;I6T={eyHVth`Nt$BQ z9OB-MIoxv*rL+lhgqOO;O&m7YDF0jZGY~AhGsWtld_>m5`DjC6CrE#)Z6&@Nv(aEp z6SDqdlz2IDSWxT&(HH4Ie;a{ykj%wR0;q*EXiOORJ2R`}^~d+Ko4|G%bM`P(HHV`Db+ z+w^?=$vi0>RKXKdX-zOE&Z1^3)+R}si%2?g8AeA0_~zykf&@XGNBd6t1;hNapFekH zx}k|Dma=5D<4By2F)I%xL_)K(KUmb;T}0taJ^Wa>GBsoKAYUf^OqyE#qJDJSCf4fLp*>)>}*b?FI{+*T6UGDuXm z{&+>&dGDo>owKA@6CcT7=nA^X1ox{h*>@rVMx@Oeh|&s0Yt^`jfU1!E;=aqXH4tAh z16B{ng9@1{iQTpC?k?cWL@7N!U;3h-1W~O5=a!-7`6?0jqY+;^h5HIIC@E4D|Ctx5 zJ?*b^N-UrKGPB|<@1y$q=BGf8Po&m8F>=RPLY68WtN^)Ni0tXl7h%n4&z?3SNs@LL zA6d|sJ5o8(M_X`^3=7*}u5ZC?N#0tsr5@dt%TXi@pK;0>^*cXmQ1}hK%W%n=$S9vo z-nq^fnHO#_)~skVz4|RaFJ|Y}?~zfJT2?MoJa_o zoE1b2R*1F)Xe4A8F9yO;2q*!>&O6J}FyTX`fFuf0RGh)azF+uUIa{|H(95(8qQW(_ zA}9>oy5o#16CMh*Vd#P1f0j#qJBh+S=NyYBRhR7N&?mb;Ryds11vyt~10b9X&@|>l z7iKjAaS}5-r6wv}6C{P+TXczwF@_d%jR`jy9wxulEaf`17XJPF)fD^nE}6iz^^zn8 z1p~(t^B149n+=AAjKRY|@A&F^lkhURA^p{T=Vxo>I?t!{Zz<~45K6AudTq9MMU=1K zeMSFcyHifgjlyWy-Anl30^cEN0cW&kODZH4#JPfUDkhp6O@F+`ujR+6gZ~RIf)uDz zTS4m5@gjy^)E3ZuT#X<>1E~8Wr8ofs1A`3e3rTbNb}QNd?WP1k0$77MK>O_rf(nt> zoxdJ(5#y0;4KwS&`Q0frJoz&{SS5KFs65~xy&oXgEW+y_CFsX{PBwk6z&Y)&_UZ7v zQ|PmsmR|ktEphTO36;x>t5I4q9fdYM#;R_G^!LK#8#S}+0(FB!DxryqcX@kGuVa{# zh`bR+$>~sDLHF@2(y4uGFL{|fL#t4-ezEUbqU6i1d21jk8W3y+{G+RQtfb9Z<$uoa zc|G;SB5rww7*EG|G9jzX-_`J|q;-sUAVc2>SC>1E|7jnHo^&c1|{d9H_- zVA&9&2=Qd=;{Yx>04H%8hiA!`SSlr!~SdHRNH_w49Gq|#PQo$W;-}Ju1(Xc)wNT2 zjwXJP!I)g-s=@g#M$8`T%%d{F6HHDFL=q?+ha&BdmsG@F!(#_;Bkk)BE9stQ_1=e|{h`)%=Ar=szx`|bzv3&!i?R=Fd;($QwdoaghY~oUTF-;8euact1&&NQ zkdN@>X*O8XpB(Rs)|?zX27Da~)zCQJ?7VhP%6vKY=i(~SXPt6FuptK_@FmfMk6D$n z|LD3n@E)R>d@hKA)_Z%&-9zz8!|+Rcp1d6RKmLp=9!ji*qL(N(MP+1$qKt%sA2~Si ztc!;+x@k@=e*NdMl?lR9{>DVYvGl-3O)bf=J(?Y0YV@RxWBBbsst}26mj?&{H{kh@ zv)C*-;fMw}MY6VAx3654@X@?3EhTjef=-k3+O|Uaop+rU?(o_(vz+4B37n#LIrweo z6^SqMovA(Eft5-LMDC|3V9t=DI$D9M;>GbmvZ3PjIB?Xw6;)IaRMJq1MOXyOO&_(- z4Iy-=hQ|lR!tRn(+7_$`f^>D11)SgRmHA0G-AO=Xh4chAwieD?(fixXxU4T`og*Xf zq3evp6&u<8AnE2SVl_bu7$y$b$yqfFp@wyFTfRf%sCz%uDwQDHtt6o*T9fR zpr>~eRafmCNF(9I4vMD~Rd&!YUPfJJ`omrF@|3(5_Tqrcq`sY}9~bp7Tay6nCiP%( z)kjaK0A6z)b1e)+&y+)@z_SEK9NF&b)erI^QV+j8BnS*7*aK6%)$zd%=qS;^t-xQdg%9Qfr63b*xbOeIkX> zBVW_r=P8d%t^5xyosKe?B_ujiTf4~dVJPBfKt{1y(KuJ;9nB?6#^_EBplO~+-1GS{ zkaK+LkbHl8;~xPjNEQF;NXddt4gFPn&O$>FREhK6)))@A22={WuOCX7wh@=-{$x@B>#$s?cAfD{*^NmH>Sw= z9`$drJfnVB5g=PoVDo)Ccn_E^@N9)59lyn2VL4RPIcn*glBX^N4>>8hb%bB)zQF)o z7v&)|?$U0CPX!1er37J0Fx981=ZH4{yy<5EmJcHsD4;2^I3KR#H=;j5l#o2O{pxtA z3u4!L{EW|hgM))*&by)eRWUIS!WBQ7^mG6EqIo7Jhz~+Oo<8T%$B*K#KeLg6h00~5V{5PPk_Vg@XDcN5s)mz^kR{(Ul8mPDNkedf5LY~9MoWsmJjSXPj z%A~4J)Sf=^c=M(}f}ulgWrzn0WjP)yd*@D2u=CU4xqZGv9oA<5|Hy|C6)}htuIWJV z@`7599CULkiDL!MmEcW?6M9L25_UUcMyN6{<4sT8;D`oYzVP!O3C6qH(ZLzdpFI=# zRr^8Q&DU{#;u5NE{3ePbuxWM&qCdUF0rkn+sU+`ixq8k}w+UZ(TwD+dLxa`a4~qoR z*JnWQ=nW!~^00z0@S*gzdfUxbr=^5XrI*R-~ zMjUuML?{|Ta{CO+Ap69;QuBNP=@Yr1C;R)X^`MTf*z#X~0z z>W90hL2k!*+6$bqQnEUyLw_af}=Mqu>kj>eVSs7~Pr)9qh z3d-iUSA)UW@P2)lls%8D5v|JksIB8y)Hib0zZr%PSt~Rn^|zcP5O1Vb;d3V8fg-x^ z|F*s{-0Z}S6TlK`29pVF3<-kwet4t{MB(dTeGqkd;w$5oon3IFl#l57;lj*N$QIFYqy- zX`7kk+l6N~_aA0glW1U=fK@Ce>~mj6u{dII%j&@c;E@;t z!2pJb=xd8~HN5I1?ACXQ)HdZh1}AQ?Yw0WuS=P(JpIBdH$`8nVV&rJa&o{Q-F((Ec zsdrh~U$(a3%Q4;g0I#1>mA9-`72k{$tDF5M_R-;1Ff{affP22Z^<{5Ha`(sE*dH^@ z7`Tb26*zAw7xtLYKXz`?M^7B>zxwnjD|D1xXh+=j00+($lb_SY%)5nX;2O#S_6tJf z@6W9_N>vR-Zhgtt*UC^r!v2SUa_4`;zP=WS-ayZZGYNWc;CVkzUA$o^6yM)%^(&GsG=!U78HyN)zQ`0rXC%jkh}GI!sNPy0&bNzT^+Qf5 ziu32Ys~m|?FrD%8T7*1tHzFp+1Hh6ppcHS5kcEY5HR%`CYKZZ$-Hxo!)A)hjm<4Ur zb~YZ~m8&AJlOc3LBODx{DWi6djI|BZCzpWeFZwGCP89eVAG8Yf{SVzvT&{zY7Jk<` z|1OSm5EOyTccu}&jwy7Nte|bZ*gpL#_5#oMe|-}9V3%m0u15SFH@SZl zY0e@JB``f9>n?z|RUmQ`w#xvlr~&2bO^NeL78YV_!+#RbBd!b4Y0&U~%S zjSXL5al=J}ZFcfb2bgVMgj(US!Avi_?!T{TSF+75vcEkV+nQ_KB}uZqo&J7NhFb&D zFmT27ES3O*oS1$9AEKg{{L=%08OS72+5Ojh%=lsdUhNc|OL?NT7Q;I+A{hQpeP%GY z!w31XY_jAr!=i>MEaG59NxkFj%a*q%N7Nu>GCuy03jVj;9BCmV`*dbIVpX&H&Jq#v zmjcC>5sqibU#Ag{Hb5hSCU_n0#*Hpa?`8Hql&va-i4Ll5{Iq_hp*XHf{IPtMC|; zphC;h%aEVTIXTf@l5p~QulM!+%kkl2qUMSE#ssG$`X_pF*Qo%Up-+F)jhLD{p;WtV z`%mMc;@!Kq-gB=>!5%5VB*U5z9Plp4>WnDEnul}1+5`rLpnT|2w^?h74&>yMla{I0 zQ*R&Fe*6T<3MtCrcw3Nr^{;U5EYtKYI58$*0TFC6AOxK^N(zL^)^k4?%m)jazvvgZ zpSr z!0Bap&SBzs8IEV@#N-EwtQo45w`xY`2R4q~8NA-^VW6+Oeyub_v%_oZ%~?`+>KkS_ zhEpxuWv|#sN?*20r>mt&d&{3CT6$wS+5od%%*Nr`p%nl#G4sT5L#-#TWYx67i!hf4 z7Uh8=Q!%j02LY)kja zZM69SJ90dN*+pvUw*}g9^OQ-r?5Z1-T!Jq{y&iHlwnYH9TAHP@Rs#r39*|AEJT+h2 zU7YW!1qQrIe5>#-?~LOmaZ<%Ah8>BOWSsAQTGH=O33PS(&&ceQmv<%V0u4dq)ws^_ zQQlECMWANXwM;4PxYa@4VPP7-{8;11zbD&kz(9 zAi{W+9KR7Z3}?{4O1PhAU3ORU4ktwy*?ogrTo=#JIK-Np=3f#GEkeSEztdAxcfM*`uXkz zva<)1(EEIu5|Z8pcj&{Q+r-<%mJenE|R9+AyI-`-wTPrLm# zGP3hU0-2h&95XpoR5;Lyg5X0nd>jhaYWM`r$aRFZ5>lM+sD@o1i@F^N!|Di+dy@M& z#Etr}u^kRBKB#`odUx7+YJFr<5##dRk39c==bs8MK+tvP7c4LdL68Ul?2v`?N@q0D zkQx{sq>_6mBC6|BT}cv9B>fX;6?s#={tXrILliFwT=oCA9dVZF3h6)kuz!B~v^4Jd zfBqea(Bb0$==T2ky>H=*2Ox+LmMd3qz>Cua4~CZhFlMeR4UjiT->|}V!3%8L@6>n# z3n6`#+@C%VOVFl5gvO+RO;}@*3(zF^-YH-zM}Szs-_;3{xXRNIE6ynCLIcz?2pA;{G{LMzvn-g#y zn-Qx%!{j)f?7Lu!qVMY^9fB^BtHE zTYxK>4*@nFu#hAy3ZV#!4W2JgSZJ;P>(hNmd~Bq10}JUpF$m(o?Z^Q!;UIlzWSt=} z1YpPGC~h_D4;z85XgK*~yPkSl3v|I~9Iye6aR1)`9^^0G48E>^=Dp;Kl>VlRp|eoV z#v?Kh*ftpg4WrBK>}Qcb9Evs~C*>fS-2SJV)8EP*G0$r(<|Sg*Mcx`ak+P!2nW%;p0)+JrF>1E`2`aJ8KPNqzR|xZ5Gu zO*o(9OJEDtRAWO!cIfNHU*8sYy`q$VOgnB&HXj9$vt);!V-Srx1uOTRs^sZr;mA21 z*bOp!xV_YhkBhqjd0l#s@}^h9Hw?Jp_hCbe7K1ZTu=e4TM>*WQ-6Ik?1ut<8Ea99@ zhTSB3z?eMwnSM9@r^cosRAJvhkKw%rgJ;j&#;r?A1N5Ez)%fSBXbogKkdqgm^im4E zsk2Wz<8C0eTLfU1du!l<+&jW_S%exJ8AX}g48(w82QPFA^7r!?KoiIP0jss31&>Y{ zvQ`B?55U;S=;$6#9$(>Ui4|9nlhgkm#Ua>wgH}0kC!$K&c#{~#!NH+fU_>B!xXiyU zuBSbEg{Li69BwBqxINTc5w;urH~OD1^b}f`BUO&)VUB{`g+W?O$eJ*K_eVW{f1A7+ zXc6!>0g{Vr{dLTkHvtf~GIsSFnC)KUD-Lb|z#AeSpg%DAgp{0+h(Vv3jFR(Vo|zsX zF(K$SA7Q|Nw+>!wSh_-x{@Zvm2AENez{WG&z+}2Wc#23&42g=m04p8h!VruC*o})t zYvEULNw}^&gSQDTM@e6~kmX1n+<2G(ovJPIaL^)O6JW%!D+&j!pAUwfT;-{Y6=%D0 z1vt!ph<}KLLDUCk1O`A7L-=(%J+CJ(8{3Q&ztBL&3~=@R6|bCWFVHM}eh!u#A;0_) z(C8w+LjU_q%CIPjE7{oz0-|%}q}Qw%g#ze;W%6OQZZ6N38+?y2_~umrrn^dw;-E-W zF@C3U`E&%j3WFAp2i8#562_b63s3;j!17fX^Z3Ee6?kyJ1;1kLVpB|238r+l zB}R@*Kc=;^`V7GrcNTIKfF$-*Ilh7hATh{K(tqnsiW}P`Km!6A6CFtsbnt}Bg8eY# zUb4#4ud<6yq_d9m5}JcBgcR?%d3xjxmTOM~n)qSFZ&bIXAiBnA?kf|q=4w`~4UK-h zjg1Y!mk=58X%TECRGkGT3Z_-Cc4W3+o%{WJbGC0p@cGK&jNmnDBZIpOn_S;HAfH;G z3+kj831>lw0#7k`2~n;;#FK9^lOv28kjr2p1S&{ztdWoeFU<8slJlAH!azVy1Dwn3 zy}UW#!T=&nA8H~RNf(C&+n6X}`0!fr{-agvn;H?sE3_X9ormF=g?5r5tY?eQ9GX_? z1vW&fb10OQpnHOPFaTyokl-#}{cW#i3t-gOv_*p$^{6;ib_gNdmB?Zvua^*2129< zQh|9}OZEYvn8bDCR9oAER9o$WrQwjyS+Z(vfvF^`l@Bp*~xuo0Yo!F@B z@O?z!`&e~H(Hl|$HWY&I6d)sJpBn#2kOq6Z#cybZCC%{y$Y-R|o)p00ANMz&X+qrv z21SGhgUN@Q1U@64pauM*d0`nyjpnkc(pjEG@;m-su!Sope1(Dl2m&U%A}Zfm6)>f7KZgoeH3eK9HPcH^kiiEg`v$b zroRsWcH|#QY+dT$?{-ETz)76{6PDxx)QtuLBCs!)t9oXjRqz}$MD5#i8=!HEXV!pDBjEsag{Tyl@`mzAV zhxU>T!gGeh*8wn)Z#aLyztU5x|Cl9t<~ z=;PM*uCA_kOl0`N7?;)IQXVLwLm_`*2C5BA4`mGvnJetqR=<-eG9`Soh66JnJ}&Z1 z!gH?)z!iiQ0K6;>KdB(BYJ3ba1nN4SvUFY!Z{g4>YA)@jQj;DpQUZcM@S)6JJHyJ7 zJ$S^{#k(+Y;7xf0W$ok~y>K_>6EL2MZ@p;N<%{&u9IXUu3MtRcst`-;?5g-6?!x8Y%a9T+X#6 zbT$5~d$=>P5Wk2TF}UUw%71HE