From 0844dd99afda6d6305af5954988c680a0344438d Mon Sep 17 00:00:00 2001 From: Julian Tatsch Date: Wed, 30 Aug 2017 16:20:09 +0200 Subject: [PATCH 1/6] Added sliding evaluation --- README.md | 15 ++- example_images/image_prep.m | 21 ++++ example_images/test_probs.jpg | Bin 77088 -> 0 bytes example_images/test_seg.jpg | Bin 62819 -> 0 bytes example_images/test_seg_blended.jpg | Bin 219271 -> 0 bytes example_results/ade20k_probs.jpg | Bin 77088 -> 98780 bytes example_results/ade20k_seg.jpg | Bin 62819 -> 94589 bytes example_results/ade20k_seg_blended.jpg | Bin 219271 -> 230917 bytes example_results/cityscapes_probs.jpg | Bin 77162 -> 86359 bytes example_results/cityscapes_seg.jpg | Bin 85690 -> 101733 bytes example_results/cityscapes_seg_blended.jpg | Bin 153981 -> 159738 bytes example_results/pascal_voc_probs.jpg | Bin 17203 -> 15886 bytes example_results/pascal_voc_seg.jpg | Bin 11888 -> 11613 bytes example_results/pascal_voc_seg_blended.jpg | Bin 34447 -> 34306 bytes layers_builder.py | 11 +- pspnet.py | 114 +++++++++++++++++---- requirements.txt | 5 + weight_converter.py | 2 +- 18 files changed, 135 insertions(+), 33 deletions(-) create mode 100644 example_images/image_prep.m delete mode 100644 example_images/test_probs.jpg delete mode 100644 example_images/test_seg.jpg delete mode 100644 example_images/test_seg_blended.jpg create mode 100644 requirements.txt diff --git a/README.md b/README.md index 71d7730..6eb064d 100644 --- a/README.md +++ b/README.md @@ -21,9 +21,7 @@ npy weights should be placed in the directory weights/npy. The interpolation layer is implemented as custom layer "Interp" -## Important - -Results Keras: +## Keras result: ![Original](example_images/ade20k.jpg) ![New](example_results/ade20k_seg.jpg) ![New](example_results/ade20k_seg_blended.jpg) @@ -39,14 +37,21 @@ Results Keras: ![New](example_results/pascal_voc_seg_blended.jpg) ![New](example_results/pascal_voc_probs.jpg) -## Pycaffe result +## Pycaffe result: ![Pycaffe results](example_results/ade20k_seg_pycaffe.jpg) + ## Dependencies: -1. Tensorflow + + +1. Tensorflow (-gpu) 2. Keras 3. numpy +4. scipy 4. pycaffe(PSPNet)(optional for converting the weights) +```bash +pip install -r requirements.txt --upgrade +``` ## Usage: diff --git a/example_images/image_prep.m b/example_images/image_prep.m new file mode 100644 index 0000000..08285c9 --- /dev/null +++ b/example_images/image_prep.m @@ -0,0 +1,21 @@ +img = imread('/home/tatsch/PSPNet-Keras-tensorflow/example_images/cityscapes.png'); +crop_size = 713; +resized = imresize(img, [crop_size crop_size], 'bilinear'); +mean_r = 123.68; %means to be subtracted and the given values are used in our training stage +mean_g = 116.779; +mean_b = 103.939; + +mean_rgb = [mean_r; mean_g; mean_b]; +mean_rgb = reshape(mean_rgb, 1, 1, 3); + +im_mean = repmat(mean_rgb, [crop_size, crop_size, 1]); + +resized_f = single(resized); +demeaned = resized_f - im_mean; + +mean_rc = mean(mean(demeaned(:, :, 1))); +mean_bc = mean(mean(demeaned(:, :, 2))); +mean_gc = mean(mean(demeaned(:, :, 3))); + +figure; +imshow(demeaned) \ No newline at end of file diff --git a/example_images/test_probs.jpg b/example_images/test_probs.jpg deleted file mode 100644 index c2e0c1a1ed618af14a665435b822ae109a673f1e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 77088 zcmeFZc|4T;|1YkUNGhhqo+2|MG$V;n*@nSvXeg=3j7XbXT9l$pw(KU!GP|v0DoILd zA(fe-QYk8hBuh%D-|HIp{rR5n_dL$I?{j{?$M1apIIfE^=CZwC+w=8&J>S>w=fB^| z&BZ&qILb|#A}2Qm4!Pei zT~kwcnaOfpy%kF}H4RszSD2b%u~?nuYiumdtxZ;8&41sLQ&O0IQC?xnlzDQ$@5<@G z51%nb_9pk|+mxx(rq7ruuP{qd2`&)Lm76+c+O(#|kb_QuRoT(EG_Vs(9k<%Vbs7H6^Aa*fr7jSh}Z z&MtT|h3e()vx&BSM_|y-U^-*p{sR$zL>`PfaWXdU)aiI;YFc_mW>$6%tFVa8;qv$b zVa4T2(Uq&$s;<}Fxm$nl{)2}NVu`e+_1W_mZ5^HO-hb%&_^G>RU~p*o+sOAHqd$MQ z$-)08Cub}7{ik6e^Z%azcLn}uE5Kb9tH~-Kxi<7Y)^fAcLTWS7Edt z`&r!Vpho=nJ}G;h=gueW&C?ygS{)_~B|d-ajhd(}dEk0qzTs6up0uMZq;}|5^czY? zS?`;n+tK~P$Y-M8a--k<$9l>({b=iKiSe%+_$?<&NPc|%_1e3wSxm)-8)M9u%$_xJ zOOB5-!f#0~|9dY1(E*n|-jmcw0gPa8qCz?m8ht8X$r7_2Tp`L7x-0QQ<{6+P~(I<`K^C4wDZA7Jgs?H~V zq>URDNyhilO%^ykZ%@2k#(cS@GFQ2x{G<1~8}aw&sJtW3QX9s8X43v=UiN=F4`F7# zVW@7|{mzDX(YVvr`hp=Z@(^Lc$iw@VWv2~hn6z1lx8)YQ4`y6vCJz7LX!3Cv_H~?F zd+d*m$~!zdmLJQkyq3B2^Q)s&|6dp_>+!T%=@HiImsJwJDQ!4Y?P903=^*NI;JZe2 z_RY8YQzCHU`*Tt~$6|s*p-{1YkcNTv7`6XpQ}>UB@z?It?A;hnDZ*uQC#C2J1&B{R7%f?ti`9{g~(F8eLlKR@J(yBg_)huT|o z2mLnPj<+q7)uKTOC8`@1$w`*QYHmI5^Zh4EBu;4-JQ3|1q^rkeEzjA$s!!+ED`vCg z@J?LGnK=a-8(*78>D;Rh(TZyCRx3HyCE9+?NmD)B6#Mz#vfgZ16-yhcReuwEB~U)? zmhji26Ahx|1-kv6-70yXI|=`qP=NBTZTI$OF!x{I;Og|*7%dZP3I*BbvW#mHpL zF{ax&_%H>!~b^fLs_-1r72w7uyvzik9yVS1ub7p2#-#5?PGl@Roynl%L5;b(_^Kmr>Ogh zgIKf_(dq+BuwuHhDJy}MAi}Q31t_~`STWN=HR!XqO4MKb@`Zm`QC0~c)l?P#mYXH4 z%4}hwZ77|B+rplo%Z`VkIHz@P)I?)?_a`r;z2?uf)3|1E-T8n*pj`2ZA1#~=-vZtV z*MBQ8<4g$b$3q58auWB37rf z*=(%D4SR=pkvnCGda@WzF2!4sATM_&R<@p8%@FM2I#@1ASN~XkLuYnrmqYfOv4-#v zT*-mg#+PT@&XE6F`=jOD?nUjJF1o%vsH#&h^>*U@xcT_gY`3bPt;6c+tK_J+#~E!6 zrB5ZdoBoZ;HcB&56cRrW#x?HK>FTPwpz?g-F}HVJ5i3Hca=)L4zwmte;a2Pl6&*( z{yFuXGgp5j*_T|Yc!uS^p58^#seAG3K*9ERE}^fSj;P*^3cP;wKYnLY0=hF*JxC{!S@Uo+oK9+?=N+5 zBQqt7>F1zuO>tMNOqab$2-rJr*ydK=1~OWZF3p$R7C?EAwT2ZVsnby!x;DZanGfD& zpfU~>_`VV-&(9t6UUi@&*e#_Z7SVwZDzvUW<9@@*HqsuGIvvy@ff5 z_A5R3e*tPHG(+h=>*%mpZ3pqs2bQ_vD>xn$=_N4z{=dK{(5wY97H(UV-F2h-?!qVh zH)ot5+wVTtz1bpmtM2icMn%**$t8jw%K;XhT@Pz6TXimr&dsLBoomnIvS+fDNyV_{ zfjEq$9(>i3=wM)2Z-6#KzH8%v(Hw`sH}tu$mdrjeShkY*Gz|M9vHlE7_kHaNml-tK*8?-*P93HvU6J zzvkh74gHpTcN-(-`30?6 z8@H&e;R!Xa!`@qd-M7NjnVRZH|B)#GJ*_5%X;;SCt(DCFw3ZoPzHLj1tyQ@}Y1sK4 z{*UuRqomP|)bSpJ0eu!&pE_Q@u^m(4Kf0?no9}yXfzfX{u0c!fSyN#pF zTJ5VL%U!&OP=PoFfA*PCY2!YP{Q;wryTU`v@PJ-d*8fWvTY{r?dNL1|8Qs0kXD%Eq zPJbG@rKh`Whvwxy7x2St4I><9Vt#0nwxuxXYGO1uMdHG4QX?|gqfe3nohh42W^s42 zB5}IduM7&#NE_iQ=Xf7CXCz(S9dWFLxv!rlz+8LF{5$_auX6UA zGc3U*ebewO{4F<^f59_8>e_hE4R)_JP>K`#J(I14r4tRN}wJjeP`9BskzFUj^ zEtgq5+DhoZtKn=v@oBtwYHz3g-i?ZV!>Badgl{1izU}FgAG^nYDCk{id-P+l?Q4|w z%kN{)z_+qKr`5J!Pya1UOot~?XHI0fVj@#aNbAILX?Z1YO?$=l};qlSUVqV@cmOaNPT28QVW5PH4 zQObqqo)_NgWUL&SzBw~%Y=(`>N7sp%wF}3)c}{stvp?n>O`=nAhoZmzQE?P!6|zq6 zsZ~9jq z8@JsM|Lh|8dk&_jEwVK$yYC>mYgUdD-#zEx3f`x{oku``T^)T2kA!5uYzI?mP&Q)~ z@zQ_ej{%rKK_**mz+G*?)tyss0y)pHei1i=ZA7dHDjal-BA?tK&T8Zgej4m<-@G!* z^@Dg(cj8E%w<;dBJcTbn!b9V zk|0@LFdkBQskQIRQ`A}aBfV68ufNG$ZsLX0YBuOM=zfR|dL5EE@;39VqfIZXcHnhJ z^}Md~k3I{dRYTKLlG8qisDJDv+|3!>meT6?YgMbsy3ULz0-;Aq2w5{{;DS97cdvMP zdsTE@&inR<-@oYFCN3Y@-}L?bla@qR?QF`&owz{b#nC4zg$uO=?SAP;2M&?qoqLp> zFONwJ!_bMi_2M+~xj07nDQxXd&X|o(5YM>W22)2nL_JwKA`na3cnk8R13UXX794HS ztr+2oQil1gThS5uq1Mq61)|>>jPXA_Y--=b;aEtj5xbuh=ti*KbA$R&)^+>g^ z7>Yp5qva5sm95ng-~uNHT%C;tj8l0H+zY+OmFY)hDsVHnC_c+tI^WkQVV=*=Q>XgA zG@o#sE0dX+akNz^spOS3;Z zEuOBPuK7PCdro#19n5et;QRGFwVTr|Hy)BFJsc1c#`|78`V1xfG5UT*W_|8&xyyc> z_F^Gpwp&^S`m?g9?~Jo&T(Z`c?DHzRln|}#<4e)GLn^)glTtht-si)+dK86u=_h$W zhl3qGnl9cx%*{*|7e;vCkH5CTn6KVX+k1CdqA{lkYh>7i*&is7mZ9J6=2(Uf^OSF9 z=zV^IKW`C5O@Gl%=EA2D@WaSrHYqPd7u{`-?si)XKSNbqw8REuK^f-fki|ti{PFQc z{`kZ~?Tl$Jiz9^O?n@8mP`vha?|pf`b;x?>L>g&BNeJs;r@xt#pnlh;afj?cw|;t(#v}hs#D@6L#37n#$2M@YR~%-9Ob)p1+85cpX%82(f#hP z4F5MeG_ux3<-JD@TNbp6{m*H7qdS^xzOY=Yvbs_}=G9gEh7cENQiuH%QxrEqTR^m7>}t`#=`teW2xs_7=n8DTY%e%SIhR@Cv~Zdyx(9PW;Kd=6rje$3%*<7`R1e2i zahetvVS@lq(y=Ec^tyC%tRaWPsRu;2L`_^NuB^+Lo&rEEs6Dv#yDTN8-~3u~r7TGD zA=r0K-LP$}`IEcPe!9gNueWGZ`FT6nJA@lD^8J#)WlB@%G9mDWIf%3VcjqdCiF{PK z@%udqnNu&}R8-sA(8idAL(f!;4{spR*7`koZ7OPf#bA|j>+{I-qvnW+C989rmah3N z7c8F0v%D`y36r78*{yx}j%|(OPVQ(zl%i+S1Y^gQ zkz#a6pVxwCNf~OH?JXqNXhsP&Wq`CSmlA^yPt9E>Sb#sTFA)1jT}+kM?T(5B@Vfjv zFMgui?bq;~)iv0reuBB=a05Xal!mNHx`RqX@^x0Id~&H6)zBi1d~4jei9lKpa^_bkmc^5v$hzvXwX#C?=eT&2TH z{KzMyTK&+XK=L@Dew&Nd>z85G*CL*L{Wz7AWSB2EV=7nGVjUG5``$*tSr%4VtWt^> zFf+V36af|eD3>zFjQaW#wcR}&U9d^eJBL9%(Z= ze6W2O&JF{HofL9C5cDscvh11J0ZopfLv2MNek0r?X>G|BD)@ExY|z|#kFV1C-Dj^- zP!}vt&0Cuhae-Lxz2IkTPE(EagjW26;>>oVmd^_F3(h(nz}0RaFfd*JB;B@ewztRj zcZb#ndK%{b+(emwFrJgr9 zaj{G9LG%kt?h32Yf=8?O9?@WlR8AkZr{D8(JK{jMfA=~_^I#@>LYaPhz`Vokqc7g} z?V3`{b%t%Z2V)$57NB^c14~`AkAF;PZMk};ax5YA{J~N~(HZ)lD|QI9-c##{(#`OQ z3J*ZKJuuS(HHofP5B@)L%zqc1lP_V=z6{pe@c_O;>5j!8LxX zMl-~zs>dhVb>$ndkXB9?!82-KW!xzf4}-h}QfC6`IBAN<)Z7_BzVj3#p&%79(W@K` z=+Jae;lW&|!(FWdk9IKDR|5)h9zrLWG81DrHYiiBRU`#2N!O{XGWM?fEoXay;YLc@ zdxLsp_1!F%TjOrNU|Rm3r_T=Ydgs2r$MMrlrnR_Co1^UVpSZ#Gx2OlhQgvMdMxWUV ze{fqLE~+fPUlVRso)lKTsp!)BTfgPzz4cP^-Tda}*uxi>$93OQpYJM&4Hw#CvNMSF z8=rVqQ|2(_`Inh%uy1pCrv+~Q#*VWbZx<8SG2T1!c2`sNg?m}CGYLLZ^U!aB$Ri5t zY}`{Ry~|NsHenJfsEhORiPyRyFDw=elM zWz=)OVY1Kt55%jdboV@R9i=FD_}u?l@$gqiyrHd! zX)4NnHY#vW|4B2n!5Hvq`G=+QSP2Vg0wkV{ttl};!Y2@!W-eER~FE3k#9}n zW*(5h5MeU*3t*LWYINg5W~tDi;TReXK;;v1Kv$Eb%(vo^3r**o9{=?vP(9 zu3Bu2)0(+$q~wXh`vRMF8Is_mCUNf--iM~nQM@{{TItY(E>9{5F`jPykMskHC)Aw( zp2^!Ie0ggYUF|6DF(c2SqH@N@m%&Z5a2s-@PgN`My`RIR}mK zufsibGB&C2t-D5@_LV#8j*eT+Z-a9=aNE`WJ zm>{|9n5Tywn8zz|WcvsmnCy8f_&-u@3oIzig$M>39}>slt?9fUv0vG9Jg!Nzb* zFHf4dHL=BkT-97~_F%$M>J$ISEerI|T3qFKR%kz?N;E8nE*t(@&{h8YM{7@W%$B7F zYe$N|-&}Wkw&SSfC!@UTfujZconuzt{t{X8(4b|vO1}X{C6G?g zKq9HfZJNsbAnJ437W*r#LIcz^=1BlE zC&|uiz{Z7nB0VYi*>mW=z{9G8Urr*VdSgTETe`i>&6<&<39-5g>KR;mOFZdkfVqR1 zhE1|mww}(GxbPox)#+SSw=f2KI4(<`-=3*D0#yKSW=ByK&My@~R6+Eoyra2!U z>zxP@i4PM)4j(Hylh(g^x;I+)!B)oBTM`*gN?~os7fV~#Cb}z3S@HHLuBqoJc-r)X z`B(FCjjw*xlBJ7E)8|b2wcHZ5X@3)$xVGHnjrh314oiniNye^DKu z-#)LK%D(!9Q4)GY5cjOD$l|8-PDmdSS1wxL+TNn%J4P{hRdXY{w33Y15v;Z+zFwdFY1=OE)E1rE{>QSY`mWK+w_MiH}TU#<*ZglHD90HqjCp zb;j;z$c2>KmPLWuo3;H#%d?!aTs|~^c)FCQAlSH0+95A;zIcdIEHA=e9HSI!Taj;E zU=USAmK*w9-;WXBkC8^#NpCud3{SM>E*asSJ|d{oVT6Mdl27g*(6V-NpC>s<=|EXJ z^tsO?ofgz#i14}l+%b~%8ZAu8m0Kevy@@t{nx)&?KM@<|czTh3>|JK9D{xGRZ>GO_ z(NKHGIaIE1OVi(Z5+&?8Dz>=Cb@yWZOZ5j&oyKKVpL-Br;hW6a@^r;GdyCPP%0)z) zGt9jX7|+aZQB{nM-RJ=Q6`Cz8UUYN=gDUW1t9?b^BF9Lsi2I5{HG&a8OF-bjB+Le+ zfPe+4xg0=nyqS}E3%+CkCw&&cZvqyYI59mgn|>1L(ID0>(=Neg`hXvLc79h?NWZf6 z{KcQy!57wyMyZEhh(Dl=vDX?jvx{z>-C4bP<=u$ye9jK?g{XGsft0DrZgc4Spw!q0 zcs>k2ZSGuhX5wgDvkP5qd;7H}kNdGNiY|L)Tt6&2vFv(l$#1!u>^qBX4|w1r8t**4 zcl*`uqo3~^TrK_l?zEf`(_@HQ&Is_6%s$9(10>T_D>8jKMpl+RP&{_`QQP0N71z{? z?7r?3=YT;EQV#BKb;rmj72m*ZemlaCt+l}f0uuK*A`DE*eMmHyuD}>zUrTp$hR}x} zV-}_s$z2jOgC}irC{_>!%;(LjH)*iG{@3AQlDm|5T4=8#vfj`~TCuJLb4T`Ic&06@ zfioy*r>@L!{UCEA50PP9uHFa-oQG0~2~Wyh%9-Uc%VVB2#ws!?-N}8h`|x$5mZi+8 z_AmOu&%=~`-6^7`0yd-e$#c995xe1^(Gr%VY!^kv{+*V}E%24ma-z8C`ufFF%2a7z zqf&Ro;w?XURsC4G8ykPu+wSw@Y0m<j4L~N|-@&S!g7hW0UGB8u}WA*AWA%U88zrvYqPhWL) zcS`cdO%le@CDMnp7G2%&>OCvodexr2FU!N0W#`?^JxUeq&i8%ES5i-|E7Ok=bTAHx zrit*-Yw4b7I}eVrs7AoW(34ms)^=`ocN`|MQ`oNpZZk&x<3w8l^kNptC=LCMbwz>v z7Z`)2oDcilXE9-xOxF@t*LeRS?ALdyO2&tKV>^`cy7G*(zhl1v-RSj9OGv$XpOLZT zBWF{R4nw4=-4dufBDkx$pEGE~A4DI%z_7l+@L1lK*1#Tw3=)~dMm!=#--g7VMVi5R z>HgBSA}i3OVRL$4dNn!%IyAExW_jG~|lFQoQhDFFkPjv7kL*ph!Xdpn?djVMj z)d(slmLZ~JAYfs%2c-8sKC1|x$r4R`Gl)FWy1%-u+adq8UKS1$NeZVp+7NN4WQkj$M$n0w zz5kAuW3zNudQ=HHqbqxc`bp)Hi9=hMmS>@Ye}Qp(qa`G%%kv@YaQ^aipXc~ zfH--1Te3m2K}vle!Hl#Bd~3R_WI)6thmwa9enIYnbmO%$5Lr!+5QAaeUphj)4=oBs zR0@T;5MOkJGdrHoN)%cE7EPhLVA8pKx0Y_{-}1+#d7h1P59l(x4%DDbwneA!A1=43 zx?1(LT!V4xSl;X6Lh*rk$%T3n^+y5=!=(h%r|3H9t21Q;9OQ%bNCO3!1j-FEIzxJgszL~QNC5i! z`b)U#$bXS&$_l_OW&|(-qLAaPHkV8`#uu`u<}JuoBgZI)+q+hh`qWTr_lQJuW_&s& zQf({oxMQJ;jteJ;?%Ry!;;tY6=NS%8{GnI9x{VU-;H zjVQkXHpCj`^ISC<5zeN_}VW!&hoNXz`4Q`M^Va~=(fY6}^?Rx6vD z4qTDUBsTde*PGA{+4UN93-KUYd)#j6-gzl9D6oPs|9~}Zpq$K zWK6tFF=13@c-gZ!D-M?9|9<_MXa#=YX-jMGwIy`4HDU1Cxy`ZA2oaH{tT^7WUjL~}>4eRyQvVoRF!+@BEp0qw) zmfqAixU7eqhYVQ$o9+-=!6p2*qV1lS_&%VPg!RWc(z0nq#%{*syNp){=reqXq$%!G zbJ4d*V)0X;zS;^H36L#W>lq6fWqs5gsltaVar08MX@JONg&Hd%iX7_-1Bh1AIT_RL zds-h*F+3uSgoVFE==XYeAxUI-u07qgAHR$z-^Fvm?9b%7FamJauI}^6C)4|eVI@gj zxtPf+k1V^ZE0h&j^%+oM!V#9l4Jy6bNpaA*>uCox_-`D4DoJDq3Cy$b5v}Tw)te%@9zanT|!G&cqOC7XYz_Q)QuNJT)^5 z3I&NobOHE5L?%*xq-{(*GQ5`|(~}ZcPj$A62ORG3hix7XD>?w-sYY}JE5Be^&|)(S zckpu<2DJFhLcO8@SSm(jqF2e_A0Aj;V@c?DS3M*-DSP5< zAe$0&Mn^>g)e9qoSrgqbKOo93!yE7pR^ALq#gtz$8z95*D7PbSP5m}UcZ1a201rE5U2q0xp-i`j)paKHq} z1W6Qhkn<>GSpm>i#0p{s1>Le9E;Z{B0=^qoOHN4ckdO07O!OXmwK|LiEitn&5KOp$ z7Ta17Ks4oNQ;bRX7-F1{lc42aCcGJ_9k?>bc?Wkf#{8Rxjj0GLLf#>*i8eN}VpFq8 zaQw@F*8omcB%46BPPyIZG7`<$5ZdSI8rnw*yfPv*e|d;%k(e^zyezN><8Yy!v#F+s znu&aLI0sKAdhBg$tUdZkV3_}GB{12w@4Pd~e?5f5Go|FHKOd0S;2Bu;JTUj8zlIO~ z8on7_WB4yCZ~QgPjgF#U`_4UgA!@_EewUF8QT~-<&65uj!jl@)S7Q?8CpD}3tiN%_ zJZe_9$p!)T7uvJKY`Wv#ArC#v!J^u|?Zq{3YP=3Ti5kKGT|Gi9zkyn|uA|&`AY5l> z>LqLA3;IUYSH}v=^xX?#Kr;nD14(t0mQ5f+&I88K9!ABf&^8uksgXJ%N0K`KRMmh~ zi$y<$(+Dcs#xO8AcTF6JEofSMkTaybGMj$*j{6*jLsSNh4Ff}DqyyKUR7^a^f36sR z49dqG%uJLLG_vdKax=_DZslYn$=&o0eQOujE+QPwUE;-bE}ov6y@f@S9X{fqRG6Qo z*JWtvJ3csqF+U~F_WVg!)WHXA=ysm_kz?(61l_r++hg7#Xu$e0Sr652I`achQqfyc z>w|5CCtH8DP@y5*qQW>`Txyt-RK<%QXwNf|FSYhlp+#0{R}SpAp?7vi*LW-pndphE z_U|X1ssHuO@P4I2_l1oUJ>fO}$VES; zXCiGF4%ONsz1NdJvzD%1d4$)VTsbB_b0I3c3LK+6ig=*k{`z;WMtM}iYcTVh8l8~u zoH2i}@RptT^b9cL zfG9v)KxZSAxnaH-;nTNesUfU7r0JqRL6S3M$Mt`9k1*jQR!Db=l#Ew}BIpDPw<|&y zdI_jPJLy~55ynLjhbjzuo=XXyqV;t}0iG37x5_EZ@XlQIJndZVbQkyeq|v-#B)GK$ zHM&=YaH1`H>j-y}uZfJy)8h>C2S2@VY>V3{ ztZ2E5=h$9{hk4x~dlHq^x!UoroY5lGfdF{is zFG~B}e?8hA<^TE0ch0W{3O_Tk-ze?#HaQ!;Q_XB8#g^ z_izs9uvkVN@ojp^&LrzR8K4sU8KH;+kfwm>2%kMgKIB!+}BtE$%nO2u7S1<4J1 zS8CemW-blF$86d|F}P5Uqg-~5>?YlZR%O`c@5lm#fC6oa(|cUk(N)o}9-!OR-Rv@6 ztY1g;N})7D?dOri%}BPE!J1Si+6+P;bVssefXG9TnM!9G!e4UFx&TU;Co{U6NY&Ws zN*cf-HXGrQY-n6B0qS2?uZEP*5yT43rF9H*z&D6AC4>Khei8)748rii^n>X)ch|@& z+-Uku$mxzh3BzIeI1m;9vV~uYw89m+^V6MNKkOlxk!Np_-a)Ny;K-;rtJ(X->9Oco z#%kJeaq$i6=8h4*x(XvcAEsSzfN>lj&i6e;t}ho^(hiX`pR{p&S28ko9T7TQ91+aS zv%%Q&RPd3KQ{UM}|63t!G~1N{a(~Z_!K%0SE;q?-$>#QLS&#QT7f%$N+Kx9#t}(n0i2?Eh6b{f0bncEi8}wbUv3GzbCjb6L2_&bx%hx6dK4XL0zvDR015#O^#s`VVer$#JlPy(-KT(n zoXKf2HbLK_93$6BkJDeuI%FBRh*bN$N7kcyokN5JMQVu1KY;%nS`Hx672{(a0gP@O za-U8)#*EZslQ8@5bKI{D3$nB`%#U}I47D>b{9(aV6@0jTx4VK3dc6wXe?=5!_o888 z|J-4rc%u!5osx_fEL$oTG%5@WNq71v?Mw19R2}+=*rP3~PJM2J6M{Nh2653aZ@PAR zwLC{do?~*m+p)RZnG!`-OvVTJGw8%_qN#SqVxFOZ%AnFRNNfsrBA1MZ4qLrAoZ-4h zEYj67a$K_IHWGb*cRDi?KmNSDCE%U*sfnK2j@x4=%dXEGWL6Y%Wlh3)NXuAcV+e#K zkSc70bI5oAkX92ksfHXVuOu-^9X$z_rJ+RJ#uhDoeFHRzcvz6D(feF)W<6pL(XD$t zY}?O`B>$CU^8Tntk zqyZSe6G<2;Q>06afE}fMoIf{QJV$=f5?WXrOkh(}B)}fP6ifqbwZ5((z_SL%wZ=`B zIA?W`bfb$E82dqVdma;rG6($xTge?cX1VR)YazU?3yPAulEGU+#rp^o&JKB29#C>3 zno|y~;mpF%&z+x`4*ZEh8=V$F3sAd?{9zrL2PoTKte|G?9UW-l)eEk&j+ut)eT=ueRS z0c^=WWE$8EmNDchLbyOrn9>YPDkwY&jt(1dN!?U9PA9q@CCKSg`ICfNmmcfE!JYu$ zrn6b}?QSLvixerrjL+IfoM3k)SE~D4i%0L}8ej`);i>5^t~b+;Xb4u57fotx)ZX(tz;80MNENxHG~JE&B1Dt;Q<_*c^p`i zbYyX|*+v93P=T{4dDP`;eJ&pk5kHXKD0fh%_lfCTHLe=Jfr22L^}U{!e1$G1@DZy? z{j%o8-~4-5vCOTX&29s z`GRz0AWd{{LP9k^LinY{%TY+GA?EZXBsX~-#8f||w$n~M?#gQV&KWw=eYkCQW!&y4 zx~v;y4;vd&qCKfkZd+iG^nz%IHyU)IJdRgAmTg8eps_-rSg-q)u8(RWATm`Kmgiuab zE|A+uWF2>(3iSsXf0=#q4~;tbNQ; zJ@gbQ>VlgA*mK#rs@f|7^|jmvz4*8=-g@jcE^AuSxQo9vR;y30BYlT1e~lw zG`hWLa=ygM*oMR0V%+uAZ26Rri?C$8+C%Bpa=RpDX6WKKSDp)oUep1IPJ$_nDeLHQ zMS2K2*i{s0mWm{N%mVNcQ#c&StZ+OcSltU&;nEOY6rfV7kjjYYAq=1ER+8@eHm%04 zkIKfm!wf~JI*p<)k0aSJ*vDF2*BRDR2$oz;vht$NyttAj#fFT! zJPgv(d>!U=$9Bi|n77a(P`R%jdh7Pl=6P5B6RVIlI6(}Zp0*oT>um?V@+M=&whG_< zZmf_;LzLWq83wku2GSi8!uE>TJ1fR=-22o8y z)#uK0(<=%@1l?RnV_=#1LOu->TQI`?PyJK2jez^6jTJf}uuf+98zf`08oB0(NfqM- zCn-C~iW2HN#wE=IflG>Ksfac)RT$Np>ssh~0C`n|f(IgZ2Vtu52GIIB8g{$SWUF;Jx2USyts>3n%xMd>NL#IV6vd4;m@Z3p}tuf2F9vG<_Df&7^J8WS$H?Gj7mis zX~Zm<2_*Ql!7OZ>0Fy2kt?%yhv>Kz#RyIA+?Y6Xy<=qzRe~#l9k9ohRh5xRYSnox$x)@K! z0G93mf#`92S$qbiGV!p{IuR;G4hv}B&U9mIV@o)2GPV>WFN+$p)FLBf(h|x6FYCa= z|7(qN*3Q#Dp>O(-h%_GonXDbq!J9#eDAo6ZG1UU0v&fw)B$aw$_K6d3N<*>L2(;<8 zgR#(CiI4OM!MT_e+gWg+K)s}hdh8YH3;T@|LfYk^1V=)@qjcgeKOk$C;x69@*aTq!?r5+kk zH;M$cgvr{*%|0SDIMr4Vc|<6GqOG`6bC|mbLP>=|KhbtJVDvhb-&wrpzSmg{=u=_< zz?aH)*#dlrHU_{uvbP(w_2(|LJk#H%7XZjY4m^gU!c%%&7zU4>sno5jV>88qh}_F3wtB_qPFIl;)p*+y_UnGs^&N37ItnRiO9 zuEbEmg9ajZD!L<*zk_z-i^xL*F~|Z4l*MSIWlMQTF!#*A98|h7V=u1QP}Dd44>B2+ zRle%2`bXTs0gZiI=tA3bf_xxMaLT@ z&!kQkGFdU@`%yq30_*Qo`sZkH+c_6J#-5}YnGcPX$Wht`33t6E(9{cQWxbwO)IXB) zBZbv>`aCDKL@UpNwg|+NDh$ZCe3}j;wos-g`kLN%gL-g*@ImDzk&p7AWU+8TRFEs_ zq(N3APoaC`ffW$O;*!FaSkynM?*wCJoJ&j+VaFQ=@h)$fH>$LEK(0Yy`BU#TJ9pwH z-sCk_Mxb8NGYRVDwAV>`b15-P-RG$j=kZnqu@&eYXe2!!cZYb{?E$T-I&3-tCW#GW%rFFg0loMax2RSLBQ6;Pz6cz#2}ZRQ z32u_Cr&0n;B+@N_5i_fZfky}T$*v59(r*BJaiG2>KOEr<)(8%lGycfvbBnAIEeReU5~M+Mkn#`7c;D64U=q77!)xFOQH+VdSF;05*F}lf$5c<=|p6MkZkJcc@6ru znVMomi&6#mHvu7sp0pS?byVV@)u#{$GJzS=WG+T}b9};mC~Vf{3~M1GrV4R_MjmFC zm6T?bAv4_pC_T>`>sn~eM?mm&h`L?ANt}mB^;AUoOOzO^N&QunzI!}bNGS+;9xN;3 z=v9QBQ;S{p3&RQP+hXQ?o7QuwJnHzj2U$M^7ke*0xEofwsJ!|9%+eLNtEI&sc0g(PTZi*;;UgTy?9=pE!_!&Tx7-jC$fx%!o>xH+`2dI$r4Oq1+VS>6*E7 z-GmXp;_16sI|WX(5cfcq5qS!QAI7_g z$bnV1QU`g@dTavm2CYzYn{ zyNL?2+3%JFnx^K-Ux9o-(#lQ}wq`Ca1cMZ4_Ti=uAQY_k-a~!9&%qF+fU0g_F(pzd zUZnRF>;)vzYT3>$JWw_%Ac|RnrzfQ~Lh-b|PDsBe3n{DEBKAD->Fzp=zY#OOldrAA zDEms?CvSrWapeGL;vC$OO{mB>e89_ks;SRPK_87Qg8{vSQ7PW4USD0M_>t9ctyU>7 z#NZ=U=>qFgnCQm*Y5P3eLOe8U*HN@{KnvEIacs1>P$Wej+>JP4-)!@2g2(K>74<3g zI<+lq&AU9UJ#X2}Ty@yvAp7yMg?1*Gy;od=%Q+~l4`W|G{^Qx=;>a77aT=aG(wajs zT1!c-I*+Q)W~eMt>%3AjzI3{ef!PI4nD3`c8)wcvN-fYz)$MTb@v-Y8DL@cf8n2zK zxDb5M^`t_Tf~Cy{$D2%gW_FXX0gMR*DOeItv|%9tEJ&HMXYeGIFhjP9MXf`oe&~?NH;@}nNL&y?&kryHAWSxlx>8e^z|?dWUzg6l zA=v|N0>W~rh=u|+N-@b;8FF8XDhZj91LFf3!T_mg2rm!Z5*H+*6d1F>ohrgP^=6sS zo3X4;-g$!eHUs@$}-ioda8(J!-6sc~oU{ek4i1-nrj zZ9n9X_k1Xi-q|J|t5Fv#rnR$Y{%g%Sm#8MY=cATg zL_G{yXA~zzc{fH(E8Y8}1=qc|zVKw;`KJACPH{^_RDJW;56f6e*myg|89wu-wB^l} zjTD#>vf+j-?jT%ciUWAu20a$Ex3HKd5S&00F=v3t5nLIDP%=w1|5SY-W`?`Z0Gva@ z3{(Obb94f<>B+mXh+^+82y?=f$8*~D>MHCj=8COU6HV`$H z+BG(<2CSoOfw+$$N{~1zMgI^-Xos4n>rrsg4wyVQ^+4yb1OInkU6{(#A zok9RJ*{BUh-6kxgvw$(WS_{w~`QpsZtK|Bp7e<3^t#>U2&Xuhcp3 zc2gI)xJBbVuV{}#$F~m^yYP#m=N2nP@@nuV3$++Go}JDg+T)d0DXZe$TBdlIEB|O}$oF`a1FRLs`{Q2Ty97nTCixDpUEbfxUW0T|H zjKu~OIIV3OKF=>7PmX#kvYq>yu}@TUdU@``&zK|2@62GUzE)j!O2GL1dHBa$&#A|0 zhR5b)=t5)z&GFa$9q|zUNN9sY82?Fl$mXAjI0oKzkvq(;bU2lxhD*eRnYr$c)<&rMe>C;N_V z*>#|Y*o>LEffcX;CT=ph1tfYyPb%z!Tk>i+-oJ2Pxo)i=3l#K+|Vhz<;6a z*vv{yk-Ehd?Z6&awqC-Uf&I#z9H%vZAbubn#OAqhD-H4^6TKswyv{oFrRo`o6mTiJ zewXXp=N{vibuuVvw;R@dTKb7m{KIR(5Hi#1yeU8Go5Fja93egEB?> zc1Jp*a#xx{;~At>9lReHmIUH2KMDYk!9{e0%n{&7^pQaXJa zs#a6+#Bs8)GjE1W0}Z`m@Sj;9@ed>$(99r+k?f2hHpF2-LIvDRGm9WS$A68e*Wlhq za1xRhbTcWJQ#^3u;EdG@9(i;Tu<1@zW3%9=H$=m9v4!MQnU7SL|(A1*2xHb z*s*MArs}ks;I_zZmIGs#M!i~Yo>AZaUMC~Co+tb*r|j#yRUYrJ8%6w}g15fDK10Ka zh+Wg?DY|GQv_*EbKC(ftd(!80wvTFJJd|go{^iM<&Z@DOvp+KL2EVUN+xu}hXTSOu z-mTH%l8V~d^0=xQPj&Zsr*3tkr8}cLx^MGeJMWlU+!(=MgFC~Ij8h6+c5PAFYR>_! zb^$u(w(GRpN9#(u*Dc(c;t}DNs=c@61&uy%D<5;*yG0Hn?YXSFLwrxN2#^9ip&+DY zLaPcIQQ$;nMFPGYB(uH5m9&s6BeaNwRVuUvTMtQN@UW*I*@pqMx<8=C3 z1CAO*vvjEM{fPd4vh73&4dkXrNd5ul6@(SA6&9@hSDujRcvGM})5Vsh)L0YI`Gx4U!HJO3-DhM6F(J5TK~h0*k9-mfMr-N% zmipHE&hufLsX}+1RXD(O=Yc)cKqkLQht_o7s%8Hc*eKy9z<1Y2#Uh}ijc!jco7R@y z+5_&;?9%Pw8>l6;pQ|OfEyoLGzjOiW-k@QF7WN*RyQG_7rh?y~FwD(%;$ZK1y2#lG z(_6QWlr$z{EsoOeS2y38Hu%hDAG;~+Lx;WxXD;KaMZ$F9tvQ`nOAb4hCg)x46W!gq zE~@zq)$teRN>)!aljmFi|FHEY05Pxa8?Y^r69!AP19tD(e)^8ul38k{Dbd&8WoeZ$S=6JOGI=@c)qtt6f}4br(6Vh{>O| zIG`T!0YB41HNmQ4mbaz$w;f z$;jo+`qH*Gk;k5F3;+- zLBHF~pVFJ%%HiMfQqG%{psS#_q}1H}9Dh;6y=CuRxaTiUcg+DmQ@6-=?}o4oHjVdF z=h6)kU;~G0pXD#|rwWx2&>m!rJe{K40*pyzT3Z0n2T2uZO5_;nj0FfZu zG!u@NymiBNQC^p9+$dOB@-bNBDZ~$>#0Pyq$`O;TzS z$PZ*^rh=m4s|~fU_CK0J>@bwz$R8W1rcmTqO2jT2o*e<*QL=H>B>T3i_>w){%~J1R z6N(D8eM9-)Gr;+A6omG5xq4Eu;2rl><0)M+$=Sf2o4L5o9Zep;m%zZ@0W?noCkEaD zmchm_4xOhuX2_gT#<=NbhPtG=+eApQiM>e00e=ra<=XP|-0A~o?|8?3X|KK2QpZjW z_Dd!~$Ik~jx&$tx_*sP&`%>4^hA+xRlgk8@JCreh%eF18m|s=n)No?+{^Zl!yv``S zwq_RVFIqBujmfI|ed5H$52qF6`lOwo7S_LPiPM9c0kyBjn#(U<7?9ORAzK3mKcGC= z4=Qc_H|Zfz1@!}vUHIt;&Gacubu=Lc2?i3h;JBD60OSJz!&j|=C8E~!DCwCcn}wL^ zAs|>(x^)@cC*r>BtGRv5o{M~m79D8#f;+@AQsqGdRy7+}1&0*7z+{pOL2RzE6U5&Ykk~f+=q29GuTNxEr0d*F1m49>ZP6(XLX6<2jl=L=}es_Dmfc)7)NW zjs}1I!r7>UURw*V^ui*mBCAr;5>XW`;V|f@at*AiqkCG0?5HB-IrRYiIu@d!cJY>k zbTF;6LmQ=crg(|xFFSwBHZL<+e0jKD@o1@$B;ucKA^S6*SbVZMRL>r=LK|5%cl6U< zfqlI%E!DiL9WHJ0w9gsU+kbBI+#@e?)93&8{QNk6TSwW@@!T$*?OT@j>$Qg30xC|# zRVc!JB>^f){>f!n+!L_kBjnrtH# zfE}Bm*~ER7*N%YoQn;*jh=b|SHEF|AHaX}rY?|lOhUW;UPea2~9dO^CLL=V{@fk=$ z!1Zogb@IcQaZ6agap^Z%`5}l)0QF+|lSpBTl#=dvovCzuL+e{k?>pVFusDgZ>D)W9-6sy0lq3?8s4N;{nrV9xd3T4`~#D zpP(w%|9ow9TT<2}_hi>_u)ASP00hFMMw!0 zHVx&;nXp6xeO7Y0Fd$+DNb40I;L^r1>|wu7s?WQMw`wwpR_sww84!aISKNamfqH}c zfE{q>HXL^qfh5CRkaS!y;ADujw?s7|dywlnKs};fBpFH4GtDMW28g-U16ygla6J=M zJ(R`ij!7R1B?3J)6ECBILq*k`43VAFlbThslG{1r&Bqn!GXSYQ_h8xEgdjU~yMNB_ zqW->fzmOuXz4&`$;fo+0kDIRx+^JQ8nWZc(CG~RW4LZ~!K8AA zO%rCvuhZ<}8m};^>hp;u)0_nHqPK@cqOx^IkqnLjof|)EOC)Cmk!}WA{EhSx0K`FB zbvYL&nQ$1#w`=>R%6@E@lZ-hb6Tpev183aVqd#Ce(tZG<+yX&P)H}AsLrMSHzXR|R zjUXTy4Mcpn8gz$cEUD{Quk^Xf^!DHD&H8O8vIOhwxdUT2c+>~lg=RiJ^GG4*HS-@> z_sQAO6{yMkpM_^GK+zJ-AKoP?C@SBG)7$5|XO7maO>6MUw?^97FKYQ4+RdjeDG_NB zi>r0JMFq|2h8uz>Unw?T>LiVbYIOn<+OrGf3KB$|TmU>oF$9OjO(R(Bf5}Iw z{&N=ln&FBYDZzR5w`A;lRfEk9KmJ&xORH)Tt18UbcGc)-yUUoy;R8o^m&ujYg{hOg z_kQ*9+!ScIcQ1eF4IK{|-H~+T{WFCE;n4p%_CL{QDkPeM<-_WuGT)Ou5N|6^9;yIbz4dK>b=DI~ck0DTggD6D%h zt}6hao#;O|09gfzY$RY-WW@vA+4!8>hiBn@WPdhQiseyrx0L9lbMDC&yr zoT+T9#5-ZGa0K(<(Nn9rInB#b`T?lw_sPrA^0B1I$akoZV$^fqb&Ja1?(Oh7``?vv zahd@0zdrBpYNXa2OJ3yd=QTQA&uhoZGvZ|qy~Fq&`nJ2gmp>S+(C6{qH}Lyab4N;8u~)WmB0&&$5&APC-dWMP~YoI$8c#@{8ABGmMga&Jzm{=6se~ zG`&#>u1#lNNZ?#;ak7=_7*H54RvaN~VKp*!)Z}5*MoHi<5WOQBB@t|o)j@HegrEd% zs_p>?tql%PAv|*-RU8ZUibt4=%WqxX!&+PG>SbTvxuWTFp5d+t^?@H9?eof z*d1|f!)Gb4=S@HA{b+pg9FF!C2v2F!Hb1ciCkCth@R@yc{PS0?dZO%h#zd#gC%1RMYFY5(ta!czV;^GLaoi4#i$V~;-L z!k#Rl2)2eqr)Wt6rHt*qa6vo36H>`%sZ(v4{feFH%APk-wPiNG-DJyNSeMzmdJbb>Q(p^qTTAvi zb351od?#78p2Vi{-1|8-?)M`KHrJd8(QxG++Jb?NCuVj9KBf%P{+~tyXd$ek02;Rk z8&xdvqZ#%*r-rmK#^$M7E3b!_@6;97&ka?#*&npq@YqX?Wo-6L>;nL|sp3!kS*rbP~+jnCZgZWVpp1w|Gr$q^Vl zr2sN4yoK%0u(SmlQ8*Mm3YR&!A_BsTCjBbpYGskuKuZm2T>x5kPU8erMc+y@9S54{ zB)gYZO)xN>T$x6uq$`|%wz~n!kK^ot(vpFuN;^^MY#65`Vi`B=IYYSXWaqeMH)+SV zlm(i+u+vVSGr7`^-Q=tjQ0G*wd~ry${meJzU(|VZrgnfV4g3w@O^WP}}ZHNC+Zwf>di@oOcAU+Z~J+Gl?G-0`gtkZcerNpmJ?@iT!#a1)L|l=X{p&=QsL3L`>E0I!^`V9FtjK%tu`l06q( zftMjfv2??InkZ?udTG0tt*nikElV71ZWr=y+4)?)N^Czyw0zxfU5tx?Bbl|))9A}4 zAO!mFQKX*XL;yyenZ&WYp(lRbd1p~rhE22I&fc>lu1y>x-{u#a?WQtpDzWjTtrk!L z&i{3<{xLmx!9QQ?f9(-D_)IuT_r=%M+*lGCB5w!O2df{;ooa7bp&6$ac%(Gtvr5Gd zFKa1PwQ&;+%uNbkQk{4QZ#Go#9ep1{m~)fqr#hrG{dwS!gS#f;BjZa~u=?jl zOZyTAgh|VSr<`dOC%4i|=?waYm`w!>|7UT2 zg5D>Qm}o4=CDqPST$s395`K60rJ5&CXm9HlG%`+$rX{cMS@Rw-(OLhTXX-eUV@6De zL`9l?Xa3K}$f`hb3nX2kC=Sizq%>Su=p~$L&oz&}!nh~gy4pQ>WXib9LBc~%cWO5j zf0kAIc2_@n`l&|Q`aWVCe+%CG<;~~Qhg=g)l@At#(N?jVV!$X)bTdgpu2n2ShLj`T zL?T(T|7rTpln2JCRPX&KVL)z8(rfZrB$2b2Vu12KfC;yr5-`yb7aS&7`=%kv1rK&| zEH<}#AKxupeGzO-2hz<3Y}*x$sdH6$vst+EJXDEn(9rf6@aZNKGqZt!P+Gh?+NapK zcnfQZ6Gn#z|i|tkXg>9k^g+=fv#iOsBcgX9hqxJ76^*k9(C2rI_E}l2gAL` zF-r87etUG!SrxFn{^gh&McFftK&DZ8TCGo(d+|td%cduE`Xl74h+U8YHIc123EeeV zpd7@VXi^%OljyCd><>YW4Bs3BKR0hf2XVxzhb1i@ZR}_?he}ZpkBCt zK~-2z+xnKv5{Dq&li#GOEkhj5h8ixuH4-kS%!mr=3$U4K@ttggwc=$wGK&34NgE^Cxf6J<& zCa|IK?@S|)2wu{Na_uSo@;Tfur)~;ctkzXngp7FknijBKg7rbnz3vlnEW{`god#n1 zsaiy453!D5NsoU@>Hb`DauND^P^_#Tv+7ojH2_kCY9`sS)j1$;4L6KQCz5j>{n2h< zWJrj@nLR_SKpI|f)$L!f0hn`UIOaAG^>H9wcGHRELj*ec$6%v}Df zb)Wo{uE2+H|2dgGN0e!ntsc9ljdOY$ZOL!u=^CZ;OZF$x3&x5S@7K+AbUpi0bpBNH zv;m>4r5{~Rf2^oobJ*N}@)bE9PR`Vz&>v~)|J9oX$O(fJ@U#3%z6Wu=rqtO7hDnv? zap{3fnwVw+9CH@La{b5f24{_;2gZ~h2uG)1Z!d?UJmW{+v^cq*wWvGCc;0VT|hKHtQmd9r<>%Z=$7w~t4=l+G1`l|8Su2QHR2Lx#(EN>jKaJU250>)^N8CmGh@u@#{C4F-Hq#(&6EhIzzz<&lsLQ+XFvquqK z3DUMmS__;d=n17tXWme!L7amyheG|y_nMHISOy*(?0gSRBNY)I4mJuo{8QV!W;X4i z3MZ1HykjjRBKE$@b4%Ks{cLf|TBXkpH0hKo(VYZ7)u}MBB+d0*x@n0LaA2_(A%6yGE*ULt3K8iM;Dr)s?Ay)h+s|{C{ zggQ`F@^*E^yJ1@hRHH(ID`w7ep{zV)wR*NDfGj)wA*xgcH)QJV`4&swi(gJV@^v8x zaOY!B(OltQ-rAy<@_}PF37Vs5%3m9E`^2!&90F3PkJyU{P>#w4Mu8j+sS$}Y(Uj)w z)Qj|&5l9DQQ}RdO04HDH>VcUC(GfWeIQb{lQG_o?Du(!6t84DKGt;?GwL9#qNo%h@ zbERl+gZxtRidT8|4T1`$SI2Wrt#EIhyp$U%+-e90s@@471a48X5m3fiLydV0fz4#5oRj_RNFWNVCmD%m8vO{+J ztHjy|r&}L$251c5|F$kRX|>bFMT>Q5tAjlaGLy*p#Gy4P#6iv^PJ}EWRv88{;3Ux< zq83#G*Mdc7q9{mCwF-eB=wAVu_!-FEaB;#(_jX&$-LO&bO{c9R+t*2ZrQ4O=?~3~R z9`&`p?21`FnZDXvFVVyr_$bGKm%mn&x zdjV~NpSc#ldC&L7Yo;j>&RfT58QX$JQJ}!ti5W+W1dWNzvIfgZQ!|8rZC|m-`4F_L z&b{|m1x#p!CLlr;dC%LHGD3US15#=y zhaCY+oF*ttW<5QMQ587S$h){;UPy3S@;TewNefm-%`W;tW7(}v-jck&pU`|O(@qozgIz((F_2DT zo;TzsF;B2X2W#ZcO4fX??>0)lW+R$8EWx#m5(b7SoJUIhVuh?rKDp#9{_|jYgV@2b zTp~Udyb((sQ`>QBqV*l$dx_is4)w3U{k*-SV4-^2#mrC3+vhrYAOfIJrzr;Bj#L4b zI1Gq(uU;YqPl_ly0 z{#hI3%qy@hE}6G6;;hb98-=NfDxjiE;p!2*e8-*Y!WSO&zXU$deS7mXY^nZ~3E8NC z2a_*BNrtROXzt=DF+kQ!>f_j6M0nH&oP?$;c2DOwukR3q4?$kSjdF&tZG20A*})JIEVKuP~MFYxlaPEoxQ(z;3l=TojupL&KVI7S4$j|Ou#2>o&mzrMhu1@XN{yB#iqhDRP zdRMYy!<5Z+7yBqrI?%s`L>MOv1R4UI5i}9s1xrdHz1fw7UZ{hp9@`IY89^n8LnP$x z8Dd93!!XfJ;1nQkLexi6C&aK$qjJtr0t&h`s+-wPyTeZqMV0uL1_S!SiJhD`QsJSr z)4cP{R#}xzMJX_O^PbEMsA=$%6cKDlm5ZeXRa^kqz?(UoUae8H=q|S~1 zZ&fK6w^XMM4Nk@G;hzuYhc14~9jCv-_}BC${mX{kaKAM-IWt-U5m7W$kfn~P_JVr9 z_k3b2$XbJNOC4PNZut3g^>9v;uz)1sz;Z9dzfjRWj^d0&HZ@5vzjplWS)R-H?9|9- zIJC?kFQt9*?003i-C`!c6&t4!OB!CZW?$6bB%;At4Vr$8J=(om2>;LZzB;#Naj{^{GI5vJvB) zAPqhXdH|$23l5K}7vWm*kqnPQt)Zu}>o-&dQAu6jl#1p*F)u5)l8Z(P6DvPB`P8UJ$s|z+ z^Ixk?JxLG=Wa_9f_DId`WTxC)cA*-UW1FKC@WytC?|GC$RUM?m&8&<5?s4K3>U_Y5_ z&3VwW><7JU?2p|d#gecg5ykzwkMJ+W#_UZW52*;V_do>0-qBG1K`whRzPmJr{e%eCy-EI)dxUT@xyo@~MfRNO|xhV4Y`? z91^KMl>>o4)x*rhuYv%PYLqiV{~4S)$!t(hB*`d*WqQB@4YV>SVk93O`>_kIbAEA} zLCPd_Ymh{o&~$3%#Pd_Grf-)%s3yJKrAnXB-0bA_xC|B^=i0sP(ywG@thL8&|Sf68?Sf6Z!4Vg2n1_ zp94D-sZT_yjA>t2faXJ9aC4855UY}!XVIT{O9F`zBV)*faAM{Oz+P|x) zv7Psch)?oV^Q_<(sL%t(J0~;ZezDtr-+S^+#h$e5PaieCIBX_ge^^U@{8H(BpY1)&`|S8tdbN9JiY^;!i*C|va8?M`Qcd=TqDPZU(vysmj{lzY0zWmbH*U@~H--@l z(((%eU~RWrgVqByL32$sR7xIl!up%A>FXBrvL+(jV^dRQy>^ zkV)MTfRiaNXvGEgwaT=h-tvTX;ukUb&JNPPPbN`dg=4@neZ1-^~H@BXE=4}x?>O&iYLz22Jls?u1H1(`f>44i3W&8b>3LAk4JfY$vK!eZWR;`}kB2Ey z2&c;C9$+S{7RHoKyv(p;c#sYf^l|#fQ9Z`krL#R(#vjQSx}&4VS#ZgX@=E2dvc>c$ z3?iGokh@MOoy2u97N6tXnZi7$*%xH?OJPMvg=Wtu7B~Vbb}za2@efMF^qbYpD~cw75G9 z$rU0=IZ!KXn;9_=$ZAld7L)xW!Hg3iwEZA}$P&wSR=13t501o$GMSG4C!a}U^HbDa zhX>EPqDU<~QXg4&*nQG>v2_TVH48JpX`e20FJ8jP zgAG(T{{!R^NfyN@M!%!7dM9?IrRBE5U7Tx@o8KRHu|1Av)Eiur;0`8?&i-OME7U+aRL#cIuz7-vw5hHJs8(#cAw;*9Zhkp`c)w5Cq{Efv^oh zH+tdGN=8b@J7tskB}S3u9+C#_2M zU7~_k^&nPnH@GVuHk$ICte^x+Y0SZ~f!7ti<8YZ%5mQri0*TOicD5WhIMYZUTmfcehzDG5WUtv$Cd3Ylx_VD%wXoc!@ zHb348E%;$1%9C*7ttF=cMq|O zE!ON%)^Ng_bVHOaprGk8DYAL}@es_B&Ib?|ZP}Y0EiY??vLnBJhxyONI0kqxVcj4FC6JOFd zF7AvvIkk6L_~{zW3n#(#FpQ2j#n*B~R~mweYSB+BI1VC^G^D-wD*y1DTwvk(Nj>$H zpJfyrRb&%r9XKwvM!X282L+^AE+w(rUlLaF`pb7sj4j9H6T7Ipb&40Fi93#5auPO2 zjE@;|v_$Uu>z-hK@YTK5xkKCC0$OH^P6Y@h*T}H2E6aAh%EEyU^3laW^EK zgoe@`uhHSsVa#L3xjxe5^K4U<%^n@E(qiYNSE3s$`15AOUQ_rU@{YayC%3RP<}=Oi z-XBGhHTgEO^W*cM9Jql_R}px|==GFos+5+ZV@_^8uQRi6l2+Xbp!0YdC?7{EA_co@ z$_pWeRQO_RZkfG@gP>ydJLVMQ!Vg^l<_We~S0U?lJTi$k@0MIFA0!W`ni>W6u{d$%I$mYP0}i}VhQIkU#QNy`eoLl3)hm0^ zI(*~mV_ThXo0Qzy*=xVV&vnZjPNqHk0-MSHCB$e6_syZ#jN5@nyJCx4eH#w^;6Aze zR@=-EY?|4j$U8!_LH%eOQ=gz=@VMA(=YXGkO{^$^x)ulyRBxcJAtGGz1H!gDpf&-_ zK%+m^sxu)6!ZGUoMHcA`v z>z6^+gxc=>1g`BmS%HO5xUlpN_wHqDzSve+<-!}<6838JJNEZeoUMU&pM4I~=FK?0 zrt!xcR?3}=x|?@Mhy0N}VAQPllO{LGXP?+Ts;pd6Me+VKPE~ zblM2-Kv!1l1I=04^v|;G8Vq2jEp_d5XxU!IZpd*xyI@abroqZ}VeAR2ttJ?WFS0=@VwJskJEPAlF zg!@ITxFM|Qpb8$)eI&C95J8bk2D44s8!FKN#DKFi14~Fsvv){T(uu_7r993MV!<~^NlUsX459Z%O@eRQh4X7v3D9y$@cl#Rn^FO@?2n(RS~34skl zXs3?t;x~n)elm(Q|Kr?TztitJ7|nKUf5ul{#|rwDT)2726aalKq#SV}5CB4YM>IzQ zSMi}4YCN2;n7PW^XsZz;-T)pgxoYxE+x zt|{cFaxoV2e*#zF}lo*{ar7mAgL*x+!Wndz^0Wn5OWrKP@yM zz4BaX5(lP10);C%%_E-EOvAJ2xn?oR7+%7+pKMYIWec5MC`^4S5PCGSDp8R{KMEB3NHeHngP6dm0$8aBY<{fDl zohd0?6xr_iLwl&ZF{PU~y-l>T)%kL{=?@Lwapb>G6RD2{3eWEToikm&1)6G2h1SSn7UB1f&Lv6&>dO9c)hxq>F78yd|A1zldX_7&ZKGzw z5S=ekIn4rv!_TDjh6@hw9$M|V>)Ju6C94c~1gJ>s4-q#;SV`4Ph*3=f^qPa|+c-JyR&@lqCOqc( zVBe3?ETS013P>e^*Z}Z&hv`JX1+o!VS|Y>1uC%b2($mCGogEXJF}RzAokL>4=*(a* zh#V?c)SO(GXJ{AoGVfAB8u!bDX6%cu(qpZjxn;|$12HvYTOV9)D&E=r`{O=`n+iJ~ z7V16wGxbn} z4p}`(derXNTD%JOfD{S@7RwlzXV2ltl%E;}ZyIt|SY_}}SeDB&6zPL_b zq8Rt#XhZi8PR56no;Rs0candl_WbLZA3pZSjnMM{^h)k~BW2$8M_)DjE7jKRqR?+s zhFxqIEo?M1`qC0xsEQ12vb}Ym_DJxSrV}{5kJ#lY{d=)JFU_Rjx>f*=AK@0L&zY)5 z8?5t=M?V}%wZUA66F5$yY0Qs!`^=dXj0E)A38|AIC5y}4356Mcn1s}52~N5i_KAep zh8wK5xu`~4ofO9n_cSP$)p{OayqP;S^)`LckcN#uo-gF9;--$3pN-m*`BR{aqO9e; z8pAWmI~H4>+*G&cqw>#3pKVTmUKBSfrFn(blD#|<_o<2K6fsDsC?U;9GDf0l6sU*; zL#T<9h4;oGNe4=mS9dazVXSZDZlpi;Xuu=E4#U~v8C1!$&psOv8K&twK38)LkIg4+ zy1dMUG%{zWUK*VxjFp~f#`DG`wKKs~XC6JZ9x|yTnNbO+(BrSO*kCg)D=16!z_C|e z&`RMLpGndcHplib?yq=Se4nv+Xp>7(O?~bth2zbDEZeNn*^k9{HEa4AzIhm9-EVO6 z+08TQbe}a&o_eqJ&dELdq}gdx+j%c5`7wIu_He3nm?t?h9os#Xj$dTeYh<^*Pf4ru zO{Gabi6+N?sFu20e;1zfbYdw2pgp`LF8TYj&S^`5ry5)aCnud8N+VCw#9HJow|YFt#DuwkvS( z8)n$;C-EKmk4H2Pzdf1lbPaN$C7Wo`BT9FU=yDRCx+R$u?=$`-?bJ|typq2Jk-#+! z6S(-0@RMO_pd-CGE0UyKrP4ucsv$SqlKp#?r=@s31|qDC0QEXgyg5SXo>-GVsVSF@ zAejRp;!1l2B2<~51c@dBee{`8ia3%%SR5VQy~}FbF3jpEu+|)JHN5Lm+fUpvcCf{n z-0BkNn|C~WWIPewnV226$&a0H`A4&#pmFlY_ue=CX_~Nz$cNJ%Th=UfR3!c`c@~Bzuoo`?C7+4r5=V`eze*MvbqZ|Ki=P6 zNXc`LMaGWFNxOIC)iZNVTF+9i%69V*UhDi*x=3rt`%xyPI zH5mhLUA9==t#J=-^HSa{TTpAP?AOg_H!7 ztEiU*+=f~k+9A2?h2b5i`#gxu@>{E!PHV2?>|E_B*)+cK1c;1;J5^}{*qOJ!<+Xlz zt!PcxsKd&&*Q`e$3~ycW`uuCBm5Y&LQX~`~EaAE5QbH2$fnsQ_DeBO?B?=yJ^o3aHE^YcGm8lF`scLJz@6524f1 z>|va}%_Kp1-;?jmV(Qy4Y#ip?MZ5mUygTfHl$cB54Pslj=Z!VnR4dl**{&EMtK$&8 zB>;#lP;Ay>ub0V&eS^K(kKrXKOOZ+&qu<9?-=?Crp~5w$%bW5GepyzS(Di=q2HOJW z*(2+O4sxdmRudW(@Mq>%UdW>=@r!RuHkVt!RBme+TQcMB!{MJj%pd->;pu*H?ZI>O z3NZ>Vr1Is_|0voZAS?@Tnk2(NIRe)xaw&vGfV&`YB0BreU#(sEiXr!`jC>BplVQihMS{|d# zdpE%egJ#IQc;$F>dp!q}k(#20?he!JpyWXp=!FSuq<3bUPyG6(*C*c#S>ZSZhqEGU z#TC=mN8V6w^qpp&dA_9A;6PzR$Et1onSOniFmiRSKoo+tIpUaqZvMAUX~O1+6YI%H z+j$1hF&XIzX^$gAkKjG*tL*DMEfXV6THLC=MYGjRjazbGiQ_w0y-)lZqSCSag{^)hxBKn%@!UMk zQGQE11N8<2YDO%Rs-6$C;@nq6+#&jU4A^(VRyBsRyzviB@>W!9Gm3M!ZfA( zkMGQAiLPjEj3_I3z<9J1YzcuZ$E^!#hchK-j@z8xr&}c|8>(6n!!4@LEdIl`@oZ3Q z=myc1GWF*TqU++CrAFpygSF=+enC#7Pe+el*qf(oRcdyX?pXK%jc(5|8|d1D>R@g< zUolz9b17?HmBPpx^oDk7IQOl5Xwa!2oz54x{HNEh?2*tQ*_A$hJbs>wm3y>*~c$V{A&AGpa_W9z=m#eJ!ZK1|&Zk0E5L4XZ0@vjmYVq*RaT&!`eC zicTLxY>0#i`+E6^(8mT@&%*e@!j2GuK68vHejQ_CF^O%crbRLa=f=r6ajv;xj&Gav zeY};}>{U=HM_xb))K$?0?TaRgG6knIB(St)Oph{S% zhLh@h5<(JG7D&=$hSP(j4JTu^FaQGro(qs@SKzY(P%fIFvKHHBHysw(X4__8&3Rt^ zt03D@pt5R86npekoJeF3K#xcYlAxbDp=tV)Q1OGZxj&I(VDOok#1fHKEbTAw5SnpX zo0s``C#IYC`8xbQExB)M(2THtwF@`dC6B4e9wxns6H=g9c`&8s#56U>gk#%uena%6 z^gw!3&9EU1l{`}XC39R-TJ4hcTbMC5msox16>);+qAe5CMzJsIt!PY)oPNwL9Ig3~ zyh$*WPL9sl_=cfC`mWj2p%@i-XOGtNgDA{>>E8w~Mx4gDp=Umwo&M82C9IRV|r0^wFM+Fq&T-G&ukiH@?>UN$*5Y~{h4 z7D2ZZa|V=T?kjRI!2HoCBjl#C^}8a@j*<_chhRJ}srd%xVgGfwUP^9;6nzGsAAJUCBu`mOG3e%r<&Rpvp% zEBRz%6uwz8sof(^p`HW5BrGu;;0dI5>~2C)iwaqUH%{aye-n(zMsG41flQP;&}$6g z5~|NTmXapjl#`rIL^X)4hPfMP8^r|OjMbcyVzf5M&p7U0)CmN4(OKm^i}Ray5MzM~ zQq*nSm2I3q>FXg(u;kF|{O&)urJIlV_zbS@b>~^#@mtM~)<$g^_==}2d*czvZ)nSf ztGVwXbP0-VIZ!*d^MpgKU!Y}U+kVxycP8C8gwM_=_TpW#{6MdBy~*Ew-1Q9`)8NWO z%Zx)Y3TMgjHs|VKuQ{5*!t8sK*R_Ycx9s8?g>9Yp zen^$r-qv{6^KUZFhrbqn(S6M>_@i;$m3j2!?WTWx7*dt}%R8B5R*|)Tl{XZ@3^DI3fCpQ#vLt+UFrU~^!4e9U#FXFe294gHsd4#71~|>yP~$w zcE6(d^9XI7q1RK*E$w>4+{IFY&p+3Ugi?R`5zEB8l3}bivIW56q>!oGha5M}%(;;w z%Zy=rZR4>d{r5d(WocTp0IL-q1b}22Mzs{~lf{41yrt$=y3~={v^(aRf{)2~a@9az z61nWdyNbNo~0=+L9e*z7Sv=RY! z;bkL|o`%}f&vtjDYGk4(QA2`?4iU>;YXN~<;oewa+`z+*|D45*iY5pjXeyc}Kq$gq zCNmL6iBI_>)SS&2BtHEtA}0oA)nrz3;%nKqCCfr*yfQZLLj_!&mBqZtTLfq7tu`r3 zYLrTxLO*f}t!n*n_@3eL?JU1kv!e2uu2?R79NCa_p*8yoE%%p(&R~<5iaGZ_XWgeB zt;QW~g*zYqz4x8#-|-OL?An1hGuADIU=-15mk_0$r%s9R8))sR=Z}pL6$!9U=h9BC9&tjwM&TA`Y8BC~W?iC4Ls|L9cUg zMk+~|xhse$Atw8hkPGDqJmBUiRvsepp4zWTmPw*j-9i^vgkCqmav`l3C$~8#+i3u- z&m~1ns)9+lGE|~y7K2G7j_+FuAvYs#l#VgHQsUvh_G!*wr@3{$YsEDeGe$M#pdP@R11DkY>W)eHbPDX8uX< zY2g^XnnRLhNKh-%4AYF$CrkSkw#`me?^N5v{oA)itekyhcD4(h@W_L(XWWQ52M0eC zfs$oh>?OedX{eQF`7}v|Rs!dA35Y+V%C<4BHhE(6RJQeml@BAlDo-hPs zT7vD_qp52q9w*9*+%jU8D!idA_)UGbW2dmWW5D0nlWUh7>jW$oR=_)MvHFWb@^Zv$ zJ7n8<4lS?UgYEt@iZ42CS+#Ieo~3bbTiRPY_j|AW0&_2>jOS_-B&0a@1AMa)N=@uxJ*g%dp3q0#Pz|sdI+Ucgfif6r$nX{g z>XB$MZ>-R=Fp5m8Mb|mRMEW9}yawqcs%+zq1D3@wLhlMZo_A803`43wOqvPuRN&l* z+a;q_Yn~REoC})tj?;VQWu@P~-$Qd%!EMVvdA4yqnujQz1p|z{_4iuhJw{2cvYmu5vs& zk;flRQhB?~qxCAv9oXC$;mz?sQ;KV`2KE0$Q7Ep>@(seo<}nT=CrU*$Oq)cHZ| zQEFX&GQrK&2OBZP4--7>X<0jRXTQ}Nx78N zgB)RD75V%(xA@uFr%<<JNq79C zIu?)IYBA@lmuMS=?lq?b-NLY5^7h_7lPdWO%$20c1qH;+P}w=x{fit8wXDl%$XR|QBD5~@ZMRRE z^F_Z-%cmGs^RglR{HL1yoAb(+xsysc{%eKw^6$IV-jj>(% zk^P5H>iR=IruJlWvvS0RHS#}UaFUULVQPd0vh&q>Puscc^Pi+g7nixi`GgmkjLKLj zu6~f+#VZZ8?s5u{x3jY_3~anG&M?^>fjYbv6|j&BoQv3tI0u*;5^VL%QcXqigv#rT$Tal+8VCCSbh(vdfGmAV3| zdv2NsO5a$hNMI6q8*C^JzgH=DndFLn&AQKy*8E{_BQ)=}U~cO_1AvLDn*`&=HAAM+ z)6~z619e%Y73qQdYNrPR|@AGiBOLD(J6pJ%eVjZN>MCQ@6=2uWCcc|IPq>?gP)z&=uk{w zmCxZf4f&G$Wy@SMFn_e?_}&R7@-3Q!)0T4IKAV`!hL!?GKGH>TdMul~G;XMD+Zg}z zL9d>SKHc}akIu6@x@}{4NB8&Fc$gO!j`HSv8(zT7BWaRG2I7~QhLAwBw&56d13LJQ z7|3^UnejqS#4j22+K_esfl%X=UG%Vqd~*)r)i4zV1^X`>r<7EGX90yGm0eJYM&!&w zr=6>MkjCF50OP#L`*Fin=m(htdx*k|tq#$`l0$z7IH*Cx+wlVZHeW4LJH*cp|rZUM9EG6Pqkw;zqky5}%^c4x1hoRyEC z@7AAiwy$yqPU@nXa!tkt5OU`!r^dIsU_uBw%^{(0v#{0m^-k6(X^x%XFr@Bysi<3K z2@8+#Kt5VuumqPD^efryh=R$<8C$*?2ab64`fK&1wJdeEyBHn}vvMGO`m&ML=Ab7UbgYS9?Z zup7bL-?PNtqjSUkWB;g0mkF+qOzgFUv%+*i+$N z)SCCWWdxX2LI&Kr>F=V$3*(o49v>Gj`*Vm?J}`rS=D=4?)lF36#_>;#!qbLM`%Rzp zG<({4)v%n9nj&NCv)jFGA)9FX)$qE;XecB6@9f`I-XoteYTmZ5VVoA%Z_!za>2A{M zTzGQO{f+hWg=mj%I@Jc}Uz9sus(~uM0tOp3 zVSE9cQYev9(oBF^i8n_T67>ZHdRefBveD!EoGX}Gmy3ScG?*56n=G9z@Pm*)d@Ehl-`-!IrE zXLgtGwmT!1&bzVOF0tEl-p#LSkF1QB-v!a#^D4cS4ZB6@DYif8XD%9(iS+Cx)^}|c z=HX~Jx72>grU`u4q=aQ{$$n}!kT!Z^>h%bYJEoi7Jel{zIC)TfGxzBcroWSklU2O4 zv!oyUszEUs{ec???mlOemvSJ_KvN}jV!X`=z?|!o5!FBcYFNHU__-DjI`g~U-?Xpc zd|nvJkMZk`Nyt}1v$_`zY0S3E-1}K(Qj@$}bTTs1=SxfJmt>zW|LMh-T8ol~T>e_K z{{A7y`)%eU+A8aJhcC5Gr~BW(@B6)>{9{7j;meSlto;izl z52LU?n)^Mrp=B9zqnKbrj65v258*q@dV{$mS=xNVF502f^2f_f=@r}qQkO2_KttJWbl&g}+ZM}ROq^^kIC0X}8Rk>-WlBI_gRdXDCp5qnbo8G^pI690Vky=cNJ+o#BiHZCw8pz3|h!StWG})z;XOj~&yw zy5heI11)5ie0WFy)2pN}?U$o_{+4Zh)W4PEU%h{~zITd~?mP?c`rF7 z(`w(pg7AzWrEeBvam~m{S%$FyQ+HQq1q9Vz5XeI(Zx}p49`ComL2+|idZ)kbkJT!{ zlly8hIs(#a4$RuARi=o-j;7p|d@`NxHrwAGVoGZG3F<0L_KGhT}8E?xz8jZQ}GMQ@1x<;nFj zGcJk_KHv=AC%?2Nb7+jZLXVX^{AQ&i(L#lCFlLn9f%uw_t^+-6ZwC&raukm5cA6ch zO7Pb%zSNv+=Bpi@%`jk{&_+yUtQsSV_KQB*CmnT_y$t$Hk~T+(r*>5a@zeJ5z0m?V zV+_PX5Uv3e@sr+vP-`o{Fj3g}m(N{o_U476jbW1V%zphZ2HEjyP6k z!dRi=#%Tw^!0J1d^9ttGKA9{kK9yI8r04rXpFfyqf0cXVe!+}G@RjJgxjLBi$wtLcM0AxnCChB_+dwn%oeZDtK$d6ZBRI$b`UyNqz{m? z$YF**pmcZ$c|I3Zi3vS<^bErN(clAX$)E$xJP|?A=;}00u!`BPvYii>MT+x z&wTa&5OyZ;Q0`&h*KtZ|(LzNbEn-SiL^4#ejeRy5+fgYql0=q?q>{*%y|FVhW0UWo~8G?r}J#@=XpQx8FSB#PK){9|NB~g*Y}sp>l9aY6MRB9t((7K zIr++aB~P9V@6b2~qS0Hp4z5+P<^W+cUpTJdR>>GuSVh+ShEnIRdWF|6V#@thu049} zYozOE(Y1Hw8WFOw+X{<)PE$tpH(YP=adBO?xAgE1Lm)e~0@>-jq41&~H6%S3OtLkX zr1D4kqfe+Y*;L_<-ga(HA}Q|f7&AkqlHc1-^T@6I*xR1Fo+`MMND3P6H;0ezeyh7w zfwdedK9ef6X=pDzu2QL{044cS>?Ljz`&@X=w`ItSsg{yix5w&$|!+e_5bWo9ba zuWh9wxW$V%D`T^__l_!TC^zl6B1lTCaWGCVo}^UL4D-4<$=?5rl1hH9nbwp3=J8#0 zqRpB57pg`q*lHu_2~{)j(ku0$F4$Yjb?I)>yXhAMKaFeW3L;y`W~b$-l__$hj2CNJ z9hj)xf*@8yfc=6z+ieoWC%AV$+mA6-Hg7w@+y5$nPfu7M#9gFs>mcr;iw4L(K~9I@|iSH@(#7lc7d65Jm^4f!NUFzGaoHQCM{0rYx5M~)d%2S85L#z z0wn|aUUEJeg+xE|5Ap--oabY1Cz8^T{$)yI$eOs$x`sUoNeL`#MqJARwo64A> z>xo*s3YZT544Kpx#OxXBI+t*l_|agU4)I4Z1Ql6`v8mMTaJ#JM1MOjL<%isD+4lu6t)v%JOjt{YJ?w3-)bhI*;IjI4elJaQ@%#D!r{3zd z{Wz_rS`0)M8(RnMz*%@n=cquxRxPiyh&;A!b+QM$8JjuiJHk#y8ej&%5kMX9rOWIwK? zx1H%6T^foZugvXY*wHpew-?(kYCVc8j&3brXY6kp5^@XX%_!{p_Ap|pIe2~YdB=ssD3C`*7cp{5nZJAL5ev(&N`TCptp;)k-q#=N3Pa9KyOJ!T*;W;soKrl zlPotRT^sk>&`ef$B*h!5fs>2K*BH#bB?mUbnY z^Zo2Ufyfvopw&%nD8&Kww4NC=^^MeLL!Uw$sM)V0j^8~%vVw#jGO0q)HN$Af_hE_X zN3>XE<+JD0kWZe_{yF5e_w@8lQ=-a#Ji1+2)vc)DJKqkf&>S+{Dvu?aJ6Eh(SR}>5rTWdRh@`3pg;pE1iObGJsD-*aWSulMVqpx zM*esN0;*SIEEPzz(z*EKiF!Hcsvn{Zf6p2tqV3DH zr1PZ4y8?IhExS;g@1{#f%k-0o9Z9eZEO}DnIAS>4`FHnjI#09CJ|HhWzFt-A`H1{HXN$$nyz;~|* zi$3iANIdyd+er3hQuN7rII|T!Wfn_a6S_J|El#3QXL%}V8!A;&*KLTnQW$Qa3ikx@ zez;;Bvdm;AeGJ28K*qVFx8X)>^Dko91Lf<>aHoIaW$YhZ`jLFTlIwp?t}`x=;hg9k z*xew<;wJT5b~QO26}HvImTc*{GmIA-f-9i?kIX~3^9FGpQ(V_|qHLAJgO}NW+?@8uDc0DTOD*vjjb}E^< z+vb>VBkqgVskfsFH|KHNXt(6#`5;_~&n@b*zK`7i(tVt(CvH^IrKWtn_<_6tA%hq}>U^Nshd3CMWH zJ}#(dshtkzaGq_JyRucG*f-E_FYqg$HR-Yc{;;=n;qeJ>dGjFDM*UM|J+qgMt#XU( z%=bNDx{UI|>G?U)-5-&I#FeMd2_JYj>b^j!L;Pb4RkxZC^Ex@t!is9K892vImTgHP z{3V&DP&MdOC|Fji_yhHw8mrP%!st=y$s4DS(WkLg!FgeBc7U~Bx`TTU!alDkOB0Qf<}AYADYK()huN*qx2c>{KZrS|N{K&_ zzUfK}DRz36Q=>3AO$gf8O3fQ^JxkYjAHCAwNdtVZB0RJ27>}8|ThRUZ<|Id1n}`p1t)3^$YJ~p23&Oe=-b8*ShGPSEF5z zLa=Tzw3KiaUzLbjogc>Tyo2Ww?ze{}105iJEoH`GwC5&FBDjI0_nq}BBCidwLc2QX ztLKDu$H$qxOf*Nm93tTkZ<7WG<79~XYQAwIqDMJ=Z&bvkQBLxtzueIIG>qTkP0~Nl zr`_=HRxr9eyUoyJajQyLmH(vZIG?xHxPR4{{D+QI6YBO^&1Uuoi-~T39P@tj#3i`i z9Ydnzh6#+K<|VlL zi#8lj)c`o}e1>Ktgow0~z|sg@1g z{r;4546x$}hD{IBy8xnBtLb6=*`@xp`cHai%w<-sv0LVYZFQi%zwmL^C%@vgxlD_b z{Z)mCgd*cD?k#zYtuvd?sNO4!khY$!3F!(_lP=Oovphq zyACu`IzpWB7jauV?`Q?e+l1vYyd#b=jR(v-3{|^X@67Fg%%!dJj+yP^bDtHc&B^gO zR^4MJkA4yMh8Y%5nqU~((J~Vz7|xuEG<+5{y4>U<_rbNqZq_=hN7I!>maRjAD~WmC z#qn!qY1D7ovmHE@#Kdl{qc~(vsX`?$L71_}V=Lxi?d>NaCEs!iQplxQRwD^MB*l9H zPCa>@WljFD6ZCdwZGqBc+^?(dV<`b8ms?w${Yst>rV{_z7kkI|<{9ZdaPd-wc;D0N_9->1t*;21{6o*2H`_p^ z(X=*x3Amx0c#HjMXomfKx7-tMmhwT>d!J^_G^&N3({0Jd4ciC4kQit~N68a2L*r}^Ofp>SK>!+ki_8@JF=wyM#^DYHlS za>qLr3IAZur`3=PIY&R2W}TDD?5R9*=UqqX_7DXP5~7l~1ztO{mGo7nnIA7{j&3As zLw_xl_4W*kUVfa_;*%>n=(B#jWUBK0*Uy|?;>+tJW6OL`Bo>&&|K;4<$D~gO{L=qy z@y?^I4rO0eS9Bg9UJf;ut~A~E801#{a<&|^ogQ)D)>b8F09P6f9(cyk0D*Q#Ye&ZS zTw!=hN8;^s4qAIbW}nBit8y2i-b~}>>d~6a$5fncB9x%d;gp&>3Vh@!k(DrWA5}Rx zPKiz*%AMEfUX|^iLK^2^O0f7!YX4q*cczc%HKv+#@CDjz|4X#lK?tSPlc+*p{n|sI zhhORH-_A)V+bg3U?>tAC^yI#3aO$~IW(J{w((UW`W(7;N;;ZDaNb7Nbi?`7XRWFs) zE1>wdP5vcIF84TK+J!$3?uCjY(BiE|HysI8Xf3W^4Sjlm)lkS^l{$km7 zBSFi{y!sW{GZ$G_-BQ&Ln~)_OgZohf@AHHBP}L9D>y)m(>uP+jM5wM!yq|zgE|$LUUV`cy{Q_y z9~O3z=R31|dDGKv=BmpM$$;F;#t1D3x-4t>p^cir=h`!yhC$+muNz846koV2k!#@F zc1lY;;F}t+3PCT%In;IpH(~La*eh5OahY)Ww&NRo|0x+tL^4{_C{k?c+r-d)mxwt^ zx&++}J>(_;Rged{#XP4JTMqyw=!!-;XT(K(wiPq}gJv@`5tA0!CdTc^M57KcZ!-2x z8!Z#oc}nxN-%1TQxOT+XZd>q67y!cCD!yf(W))6lzE9I0)cfGIT%8YuR0w~AsaIZw zmS_%s&Kb9O#vag(*|AoaUS5{)`heq#DGLlEwEOek`q-x#w$)X8;}c|#+9o>QtvZRJ zpKDL0e$)x?yXba0g35VtYjDC;wZ1?<7#l7$i8tJ5ot55@ER$b)O>3clTG>T`nPXxq zvGGAFH!+pK6f94?2c?RI@B<+08oZk{BcwF6-5HWSG6~W+*|e~|YbNGfK2W(feUa`V z_t@kDUR>~`t{xT0-=tcP@)9hMSjZ+mvhc)}0_TKqSvJWcHbg>l%tw+7Uk6Y|mpZ?e zYrnmN@r8@bBL`Tw({Ot04lX^^oS*G> z$F|u7WB_KrYJ}lN0Clb1Z4~L^ zR>djBC{*ot<56bc;Jv(;v{Pm0*vu?$LLd3c7r!4gQ{CcndY9&aRg4_A6;9m>)Gb{9QfGo>dJ0A)9)jl}U^@{p3Q)p8nOR?WtY!c3aqfMoaZW2m z4qCiPXbzngg63r3I|7BI7CL)QDW=j30*$Jx5NND<1u^P;Y(~T6x4XXx7Hv%Xdp}H+ z%G#aEXJ2paL+v`du;w`34fDgKcHMb}Bk0hK!3C<0P6fk%srGW)e6BVC7+&O9cNO2y zf`B*GjXj9fdJ3a~pQyr%pQwUHI0u&nrVA7lw$CB`5X>44qOyJ8z1;mJ%^<`Ir-UV8QP#K+g$SkKy%pQxmjl^@AnBR}MCzw#fVU4ij# zTY=WKTSxZ7piKK+>DX_jAL|1LY-q3aDJ^#erYAm^WaY@i#@3wD@UZTEG4q1V5MEq3 zZw4m(q#~BORtXN?`B2LB*_rQ8N_yAJb4xJ7GbF~tnV#cx1fGrWRxq%zzMZ;d-yej0 zIwE{)yLS<)u~6~M0_1yp=k%xu!B&9;UKVm5{#Rg8fZ~lQxWP1=Z%Lbk&gXqfx_)N=k z9O?+uk?7eEgB~DjDv!Md@L9<$4nR1v=c~!XOIN{7?PQ9ZZ@=|eyBK5~*n z$o4}7=de9bchy9{5?Khe)uzk3;?2IgKRoZX`5eBye@U@in(3N`Ru8w@j_dX|(w7OQ*U1HfYMHfJD-*4C!{d zzO*uB&0Q6qGx(hllRr|0s@{tImZvOAopQg=H+rp8^5OG3T5l|HA z_?BF{QP_ttW)a6NiD3j{xaI$^eIUJ2w^WVfiHR>_kx)?uUm06dpc9Ur3S2wMx`C=G zC8or-*7&8q)?=A0sP-v(aQeX*+j9*@q|;O6)p)20xa*P5yH}x~+Py7H#PGU9${sxF zlJa*s-54dd_YUYNLfY}R$K)ti#n0_OKxO>I%?YycL$s#xV;M>q@q$VkRYRwvgdV~c zkr99G+gUJM3G-%%$Pp}eU@{LR29hGHz$R^-m7^|C8eAK^@;X^9Cbh>~_1%3?J?<1W zFrc$vDY)N7_0aFkcvl$|qTe@P`$n$$> z$K(YY=sPqSjT`)FIqUJy$9C}yay6qkNF|~W3dQLKp->VUiR`R-$Q9eYd5~JOhM&=F z4^}Pq81Ck6V*KaGa8z7XFB-Mr4zy`qrt!AmDX=bp<~Xl-VZ4z!<#6gH((+*#zEL=% zukepS@uK-)uN2m1w=y;)jod>hjv>;#NS>+qUO8a9Lo-VpEbAKUuDML} zvMiEoQE{iynmZq)=4mt3-r4L6*NpaKn7>1#c31FIR{V0TGQpUx_xK>+bY-LQH_mR- zS zHsCP4phm_qWyOW}MUAPBb87lj2MED+5ZD&zzn|?p>ft}ZVKn}hlKE2RgRj+2lSy$g zR=#?fG`e_sQ0$wl{=`@KZ!o&B3)C}=tNgazCG@YGjFgH~;)fs9rf}7Z*6{Et*aR;6 z$DD!{mvlBR`B`nWdJTHdQ`UMXYx1&J+pwD-viG#za=ZmD$%z0e=%TQ=sgJU6HVpO8CBea*S@2lx0yPdc^?zGNgcN5wTd zRvL>GqdSrs2CO~{FxbM6qErK}#w2&q4wU`A&P0>W#L9F0aBgQRxGhC>)f%|Vk%HgJ zl&V2@LJ&M?3uT?I%IUVR@No{zHwrNbCh9Z=D@5)CixnA-RZ5QKuE{4rot# z$rzdaHZm(-@|M+MBb2*D_;ghT?%D?i9E@{IXY|}g8GhZI+upHV4GzkGN1Q40m5K-$ zWwk~(O^~AxdJ0an@+@#SKTB~uAiMy4wkED zdaUT>;u{`cQjHj6=B<#Pi6}KcI~0*P##9be?P11ytM(K}_*|MHkis1lO!SV^zkC@s z2WwZE1BnZH@7{v`rP4IE5|j_1F+j}aK4K%mVO%1yVj2$PzmQt0?I4V~xu81SjN0y& z<(ryF?c1)(2qeZoEImvrGp9UP%CUusbIEwve8g23hR~DRfF;I6CXNyLAXvX?9eU6@1C#mGiVgUWmtvz|PlJICtS0*^svcS#~da98C%C3^-mG&aLcj+ zP2$-R6+04#dD`QIXLEZPN@mD$uBm$cAjSTB|Ko38f6}MXKZ9Glt+PJOt#2E@*7Za6 zCGEuhx$YS;)1_g?q;%)A;MuPBO!vX*y3(Dz*AtXI`o?MN!i)H|w?Kc4Jk&tjV*|d6 zaiu%|eVD_0>HSe~=}7M8MkCu;od2L>R(3FG7CVc4TB&~TYQIfK)NUQWvX8H9-I+?+ zJ7~9N3Z4%}yMuGbHopH_Ygqw$T0biF8R(xk)>XGQBms$Ru<&5Lfc|FOniwk zZ%O*e+C||0MKg|zP-1HdpD**VFb)5C1#NW`+h*MNntb9Fv2s%+@fG1R+%bS8iue&A zzUvZI>=U5I5-UzQT{`U4{HV;u!JQYS`0k7k{nmMi`F$UjhPVLrn}b{@hnT`dt+5d~tI6=dlWqO5v)~Q8RpBpkGYG78$L0p?s-*c$ zmla~C{HnzX+YV}!6T!6=@#6%+*+EU9g`A)wf5anXmN_254Q3(2OIsm-RIq`0W4;bU zg}2HM8e>SmIsN;*c9uO0^_A9qSCkeoLPWRU<>t}Kzr6lwxipV~3n%t?+>N7b@3NyF z$)yoq6n{O=b({>#<=D5EnRR#1w({X+7VkR@dBy?4<#ngc3cm9Jol|QUJr`iU#3=Ez3`6^5^k2+9v% zFW1ddwQ3p?1@nhz^u8hJX6Slegt^w^nUq~1AY7++$OXuTFi2th*7`Ph7eDvea`2hM zJ>fFm3i$>=ZKQw(Ne)!~h`1lOowu=h5L?oTq?g$3onsqYVAP=Y+lWS&c>s9A%Ob{H zESh0V;W&$?N{K3+MLeL$(H%$*^|QKop}1S~k!Igrc4`m9sS$IVf1_5sw5eA2{j|Wg ztJW!bq?2QHZV=C?o#34D07s?!t<1_w}QtGK|dlW*;UOqoBqgS!y{aI+$fE+ppnV>P1XbU0{67&ZM8G?E^wp+a1tS|Wd zHFsW4ui3*kd&GJ9j3C8rY0Q&t1(hibO2Za+#2$_il}v}(W;;0mXuwSAj=ukpn!^YK zC@5{E1 zmjD{O#d_O#=-6MhTUS&?GkV z>}J)+n$h?JGY5-&NjftJ3w@94%p583J)<^rBtQH-968T=45Ei)i?w5VRG*;Y9-tB{ zM0>+9gZ10;@;QDikN4qE4~J89fR&baqw12Fs5bN>dHqx82Rw#c)T^VPW>MeW*BzKq zWw<5oKQJTx6IMFQ#fEBR*RD$+EAsEIxGc) zaTW}Xt5n?ma!B?=14GXXk&nP!kRw_lUl1s$U52<$noomD+)k*(k>USqpzP+Sk`gf? zJeAb$lW5JZ<0`2F3KVu@m3&0vTqqmrh0`a`B zvfR*I+FIBdprfA;`ltpQAYa3@SrE&5#BM3DCZdW@GTxd$cS~&|0Y3^{B~S}sqRK|J z7(Gwi4a^MC6lQ?qb8*b9xCb=rE{W8%Q|LakyI@)w2DYKDLe3Oho=-cd3HT5)L-UFu z`5LmGSsl{aXf!SPyCvVlytdT-mJ! z5SeJ04gl4m9sG_UXGeBeee5YZGT4ud_A6>$@u1r8Noi533@wx#D|5Zpi5KH-Kv#L_ z35|~DP|Q5B3)l)#n49)1WkZs%Q*J#Kq!&`dHJl? zm>=tYG^x#?cHivM|8NE4H(th^Rr7oNYOCn;+;S78(^aBRb309BuLs84+1Kut%V(!F z1Sd{>Nt)9$46%AQxI2$aV9ltigxbtfKDn>D8qusXMRi(3C$mg0x+elRuHO(Ox>Vck-p5@!C$>hrYY=UDsgj-O>smya?tEg1h^BGpnb zUI5I1R}%edgQMR5kD}lO`5o^#cpMHzyFp|uMurf5nTEn;SGf0&bDpgt1jle>VmK9# zMQ*)e{HvYWo2YJy=1q(@qc!evR+zujP|;)T1;0YHapvwN1(e%2xQl4Xar|RgcsMq0 zmA|ZI{*I#l&T&u2)wGta^8Oa`;7-kQ(OZ0qwYiIMYy?dy$@PP}MavlHOw2i<=|3h0 zCh>>k3r4x9R|8@P%OlV^UE4>`LM<6-v_u4|Tv?)5BQcF%amp)kLB$H;hl@O+c*14> zmwPT~GyF22Q(c7pGA$&BzP4eIx}CLb9VUF^X+Wx`QlJRkwJ|wrj^CMJ7!gmv5w#0Z`e){{gMhTS@*$g@0aSV{;?zb_v&SCOg{c>tpc_4 z?UQYG3$ux-vb_rDwM1ujiB9bjc`DXY99ry`2tT&i6Detjg`6k!CFDo(26`Hlpgy2$RR>GVB#-iK$c2g&1(cBxvO2gy^oW?I<5 zx;eqwDiq4q;+dj{bEuX)lC%jlPJHMmzLs3e34K;yWzTcecgom$5sxny^KBwRencp} zy7Q{L52t>!EJkhuW%jB7M89V@e%lG1R>LIkh zYX-&ciFGTCF9Z`M@OlPga~RW4cITpe8AG3v68spei?<3z`(OXAtt#{V1lnQ6gJS9{8mcTz${1R4ippp1_+(+ za#JsMb>x6=Bp60IBKDE3&=i9ktQ^Un#~QSFCk&<=CMWi=K8f&hwS>(=6}#oD9HyLB z<(`@Ea!0Um@1qvV0j~{D7L~5`{i?iH^t7j1dA%srrM#`rtNQ-6&f-MpT$B5yP8)|; z8=Njd+9_8(DZz}=EYws-Jk7zJpH1VQ+RoC|Y^_tT`C3Av}J!s8Lt zxcBD-OIvGq517ILS+xpp{AB)f3RW3V~anW6Pk}Gi?2*B8x^o3XYdW2d2rw& zXQjwl8EX#Z`C1sE+V7};)d~5BAM8|9?V6>m9$r58TdLo|s%L%Nf)-rLVVeED5=wRY z&!b{Y)o#o4K}VgmMoUy{NL9bQ*G~D^ty{j2c$s)1h)brRQGt~zX@(tgm^5D*hE3Ha zKEuUPj9u(6wqGuXNrFAO2Xz_)4^j}~^$KK!SU`iV1+#HD`?G@K2qiAW@dI3%z^A1} z5i!n!sO}HNdn7HH;lx$|ssl`D0-m@LaXPivriCQruFPJIn2G^AsqJ=3bI~(NAQ1U+ zoTVa1DH{sl)4*%M!_H&h(#X7PuW8*m9GHPk-IPYVjR# z9@#HLY0aMBa_s$k)Ct5RbfS znxKr53{)GO3i%J`l&V#7Whi%)VY$2yf*-0C{7~y%v>BT^*aHq|TCT|Xd+Io6;7E0E z?13ZabbzMW(q!THGL`hg&{8;9;Tq9OWK3`VT2g8~u4wPPZiF%SGC-6yQq0Uq896pf zc~7E%prZUuWJhTeMTTdUUx%G#sf>U?_iHT?zR%qL&+-4=R1OX157zXsRtoc{nC#`FpnYN=m)&VsQwr2ps8l3W73X+ z!sme(a^)5vG-$*E2|S(taA*Otfp8d}=q*-?Y}r3cu7v+!v^BFx9-LvJaV1d^1r96g zL07^svKJ_DQDhw;`L~}!-A^POOXgT@A<+)(E((yz5kIVUXiqn=LB-VDP2L#Yo= zX~27<@5$uMnaH-p&q^2E_xAN4OoOGXag2`)-0Wi&&!`<4^$8pVsrz^_=avO#@)&VcYc)LB*1T+lGiBrrYL-AcmVp zM9?LA;t#<(OI1jZ&EfF!>h1}0b3x({;k5$o3Df~Nm|#L)IZfv=EOq~$`zppRoo7;Q zuk;r}g4y^@6XC*e3-agY!Al{$V0R>3nlv*aYtFXWD`6vovUPcL0~$z1K3uFlLGF1J zQDeV)+iXY3Z4Zn``AvrQTN#GxF_qLhka&crQnBkCK|)}`(1l*J{cT8IAYlS1 zF1UE{`{3fG7OIVwzsh7fIW6p(@K?6xr%rhk<~@m27Um4wyBVLDe(|KFiB1I?I|fqt zH>0nh@W9M9sUfa>NX7RbL8A!ekbE7181yj}du^T=vt5Q^33U|uYRPk&xA6@NBsH1P z%?C*<3bL*=kT77%VYnEugE>e!l%!*g*ttp!)BgBl{@Eb^#T%ztT7iP*Excgh`p{;q>^6u{m5g!*6`dzi|SY$t2 zLGhft@Rd>7HSvfJ;s2a_dqqUof|R*c;%SoYZ>cbvY45w-_JD{k^(;sW240`r8!?z- z1*c<8=d9q=^85zd&JK_1PXhbLYX<$aXNM@aTX5SSjO}X1ZLb{G(m+=AO5EerA(+8O zb|DG>A9!8y;3W@`B)b+J#FhuK*-Qd-QUJoK-w*x0ZbYpPk{RToh*}M@8SXv&cHTN! zaPb*vB&7AF-Xv@@J*`@FJ1pFP_LjWzg8+(QY@8MO7euuo_kBtwlHd^iY` ztPuBc)j^tyKQ4-fBDO1~H;;DvvvBi`^0n&e+Z2DeXlGN2qVyQS=d##VizmjU50|Xw z!BusX4?x-X)WgUXv@;^8M4e_*1KBwov@VRY(_z+;dkl>-yA49-ia%oJ@Fc3^xQ-Ys zY5+$HddwlkirRip>b8aXmtj@h)?Ln2!GX{F386K$pZ~)$5U_}yr<$GOY?I#z&~W6 zq$XixVYh;R84*?%&y&>u0j#dI79noI-5=P-$m^fA4%5hB13zpD9n76$Ougp`WA4_Y zcBOb`dqLt}f9GIhRMoY;NkpyJ2?bceAaV6qN+m$+jt6Q`Gk8nR1Wk*+x3YO+LrY;k&z=q1CkA>1VN=T!-A$vAQ$^?>$9x z&f1@?XJby9d`_Oj*S%@)opZkV*)s5&Km5|yKbbkGdHchjKCs&!WzrWvpS>;eab^$3#q4=WaI)%kY^26}U<~zZ` zj2OiEsppv1cbQKNgsoZZE zZgnNJ`Zmp1F+Eq?d%HRr?fPPfV`T z8ZFfM*`7`Em;NE5mp4&zPL_8tTv?a+vf zH7d7A*R0pETd4VH{*E^5O6&mKN0DkaWI{;%_n-U-=qX9mEI`5n5E~@?wv}1Xbq6HY zIs`Xc#8N?VH_Iq*Gd>s4s&M`6srSQ&gVTQoH2(9!bi>i>ja#Y{4UCl9?;K9phFy3B zgwFZbVyoA$5Z(QlP(ojXTZqk7Bb|;R_iQP?+Gu31*`ov1hTwF~AX&GIsT+#t%NLlz z-!9TR67nyM4tP+)lK$h%2!@$kBw?*&efQbcC*5VM==@R0K3D{SYGTTe*tQh)C-+%u5c>-_24ZpQ(4@?o> z3>3J>nxJxy#sw9h#JF+ISI23oEwTSZDB>t#zQ;@p6oE zd<;XWB6s_i{YeRx!}_)R2G$Plhm~kDkRQzCO)B>(>aFOiy%(A>R!Bd!`r53ZV5TvucW57F)Ck)@L_4i%aXY>dO_&D7DFO>g)}Hx9|p1K zL+}8VQ-edWccD%vWN%_1Rd@*z_RktaG$nA4Hv6ySTXKJvcoQSP0+ya_rG&tiR4UPp z+ppmf(%-9ya?tsEdv5P2Inb&Q73%pq_R+lxjWhRGIKFe;wWqyr+ZleZ0jTSN<}^v? zmh)WVIj0dAMm@|@0ULV=QMLG+{Uy;jAtpJ<<^Bh}BC*Vngq-S#jgYM{O1zj4xT3_J z)V43OMvo4p;$V(5^OV$}Bafdj_BZV!l=m2WDwNLpPXVPX#xv36zG}`f*U6V_N2VW5 zwYzp2Z1-Ot^h=gCrz!kma_>&WlS0GvS`#yZsw+Q~^r?&bQ7)gEvk99tGm(6LEkkAf zb;yYA!CWg+c&+B;>5IjOk8h*R7&*Y+A!s8UrJcyalVi=pq z^h1k>-A~lI#rC87J~=54I&I481ZX=9bfL{#2%jk2O(H85j`fxkty@Vgxv&B^{RqSN znra>>&ayy zCD*t{Ux9;L(cc*0RP|-g`=aaEH}3<#+!^@tbbWjFN?=aA-#jEjAgnNNgyA93mJkGj zB7YT-&USU%HNLi^-1b997*3yIZ(ovuA_PBZ?%RMS`BE@*E~ zi%U1Yc)JTH9JGJRIPil!EY{E1y4&U}IV4Nxlkv3OUYL0dBu1$?vxlvu5D=yf!?<715C}0pjul^f)Nj8A5MD3{YT%X#HNXkR z8spJA@&serqEU7Y=Xhz&j*bg|~Io z+wQ7Vy9(xEcA!25^wwH`o#rdfikW^?&#cb;WD<9C8qtE2%scTyl(V-VuUz$j!ngg& zzp>i^Gebmw&sNHhNs zllYpsxaf7j-7_tO1e^}!4#*DA~nHopHvy!)hXS{a4F~~Zn`T2)T@9_#AQk1c&n+AkKpE4 zIqJ}tVi!OUB)TYE#jkd2Hk!Pow>@QG8;tKV#_0N2O=4+&z@A~fbA&Ejp|2fu;qt?Y zaO6HKF*kwsg`L|O9awB7Q)8owu*RG-R5l*S%Nr|sYh=TPSI|RNOGqG*_dV36BU@i7 z#Z4AY&3)RXL>7&OKKOnt+*VyL=2vrNILeIg_xZP!bHLVa;-;Z@`n&es5yg{TLa1vm zOwFg5GR-sV0oHx{Cgm1u{yzB?Hk!1!Mw%yZrpUZjis$WCir*X1Qa21(ys2fMZ$t#v zq74>Ozj$pW^H!1ToueHLc(_w9dOR)R1RW zirXeZaD`A1agf_+4Y1`rcBQ~_gvDs8U#r_PXuJCyU$It9^rNO7XA_}Vkq;Fc9B`1Z zP|ko$*B{^(2z3@D5f#uaTBo$4oVe14a5+o4FA%zA5eS~lq828)w&n~vLM7}IOS$iU zd?PlqJ*=tJfmUQy-iX=KTWYpFo2d7_y0<<1(n90ZIDast+pfUy`DbF+Uk4h`l8(nr zoF{z`99S=9OcH;ue3c)@tMj4AFWY8rFa(44u+RKQ4Mq~d{kyF}NcUfR-G6R+|DGT= z$vRdD{t+WQnYOqwS446-eU2D5exRc9*at-F)4t_p?6UKur`4~9tQKDya2_NFoH}p5 znW_{<;ONlvWcs=p?ZPk3eRUz#GZJTG}4|VEPqc^4eWVtkE_(B%& ziRJP5&drDMeKI1RB2`Tl=cssAlUk)|+!VUCGp$aRrmR3W*?asKO?ceiUH0;tQ;-t7tZo zmpyoa)|lQ2ei#jqfcEmUA?~h6vNuWiZIp<}1VF}S`?HoE#_>QU?nt$;TV%i3Zn1T& z1Tl+*)xPw`ke@s|$$EqvFXZmPi2*kh^ysaCfZXqnazlIj%J=^cDQSq&&erMMKE&B9}}{kE2h?Cy^2&6Lw=>_eq? zD|yCK&Q;*zyd_neBKK=qY=>FdU-Ji|x ze>=hg)I=nlK$|_Lu=w#(V)7dm=v-_;b1wg)W)C|DD;>!mK0HCfz&TcoGF(Eis7Thn z_vOad)Sr083qp23!YvC_4HdTVFjaEHHf@5~-9h8YmKsV^FHPgF-<(gHny zOBsDrGM0PKb^>h*p38(L)ds=UIoWcB>mJ?Q>+gCeDfNw@EpQED6sgD2Y@ftGiEpv4 zX3ej_GAU;l0B!}m2QM=43K|FO-e|x>)2JM?Nq*>J_Hx`sSy@@~0UHfX#(XG5NLpBN zvaYf_HA9O2ij&=`u>rdrfw|sPgeE0yYrA-o`~eLdU0?x#F<^^6pul0+flLRz29r)? z6U5d6YyKK$2H5U^jrA!2XwW?6>r?+c{x1Hz_%af;$0Nno%eaM11w>!SBo*u|nTo=j zP%okssYLX*LB~aNj;)mRRkb57doD3fkyO$IFE%iR}w4ay`781aD2Fg<6uB7K^GV}C4 zpRCZ%_H_kJ$5)NN~OCaoX? z*}~P<=qO{K#4cwOKk2O;#vUoezG;#aVv!>3Z00gysKJ2cQIOZGYwB2moV@__MD>P_ z3Yc=?^R$hCH()qowTy7zpl6v6enFsRQ$lP)=-4C4$r7g!$?XU+K}B35l!k%4A|d)g zXpcxAU~_=n5o8Y%g#VT;>Y(Ze$=RcCUAEem?pY6@3`T`UvG91T4g|gcfTm%Swt$Zs zAZ#}xbP_TI$(ki~T8=lU?I(LGn4A-Xv=I4ct2W-gsrFPav6B07v~;m2Sj(Ivwp0X` zMcb#WEh~KDo>u3h4`k~__X0=`&mMBGjv4Zdz}SsZ7zv5r|NGwbU*Ea{YXeNWw!lwC zLPpg+>uy;ARW~#zuBuaH?&Cpe$rapGNDCmpj;*h$(s-9~5oNva_QJnM+?M75RQptC ze**99j&QgcL$Cz16M5ci`yJ7J2oQr4BZ@liI+>smiA2r8=XYN*0#1i=Q@r!D6{r02 zOT=dfFrVgr>@sHNYqH9j8OF(5O zuCX{Uv*{;$L3+_7xdEzsv9i%%BE-iPqgFjHwhTBf>d*VheRf zpdPcw5oFHzle|>`8qY#{&q0EV!pJ`*S;SnU5-e44;9kZilgVZqL z=1awwlV8{;zOo7Irt5?+7YvMu$LG+tDuy{I`_8H&ao59ewl4TTZ_Fa8X9DNZ~2Eufs-;dgGYF2I^@_5IMjM zymSBeUE+UkBVeim9?qH|?FVa|bxM(M2+ppAy%8Uf-yb`a;Ip>}H1zuvWNxwlc@?wa*5+RT=Wdf~dIt82hWpn}QD#UE z(3;#RkOB3XjY=8?txE;1LNvn!Y_qTtCvGy-Zh2t*-mC#6*ucSYuGMld5?0tCM$#P{ z)UNwr8wS~IN!mIKhf2aKGn=0fL>S#Ox_25A0%6~<#024A2{0n|K)PlJ5G5oSdVqN{ zG9LlJ1bKet2cUp6fN4J<2^5iH-%S~3;B2S4Lt18vdxUsaodsm|7Jc2zd~l$#Bq33S z8Wp08XSQIiRe6O(PEWPA13?um5sB%6MGjl;?KEq#DaUhxrgDBk0NO8U(0hR>5v-p6|BDA!4#F~aM0QWafae6u-G<-{8pac?feS)Q z#D4e_w3m5~j?l&UaTc#Q6?N3j$1!fEccf%-i~r%I%jKgAnSz9z=x z0)hT&lgCE|L$PdK1Fn&I;rxKxHG65EOTyD-B2O);0pd~Uc#*Xp4&X|pfsbgx&;)U! zjVV9#2y^YXMX|0}{tsq47#-+7hb+LYQh_PYdX7JC=$B#fN3VFY$QSytXZIn>&(V(n zW=9@Kz=?3#9)UxWJXQ%d+l@)F5*sS|#-vhxq>utj28tsd#+!uT1*RtnRXGUXOTZ?Z zX(4-1J>o=+(A&fecwE7FCQBk$u+7nZirD6C)*bqiy}s>!+ZPCB`Jq=5cfy%bgC!Et zG8Jvr$8~S`k?gbDQ@)JR8>oB*KN8t|jG6gvS}0gC##{>+9yME?SnmV0G(tFqKp11= zwOPf>Gy72LgfRuTws12-vK}Y-K<-7hwYNQm{i#{{hfQp|VC>3;$W1HU6pCXuuALp4 z=|A=Qak>9=_f&grUCfc*iK3BG10xH?ra_snq$HoG{v(MmD+>_jih^4rL8g{;&0z^u z^ybGULR6+wk}=#e-~RXI)S@UU{%bL-{hkJ7#LSOxIT8FkG*G+p;k@t{ z4#!3eI0lvH-Qyk74mQyO;mHK1ByBQ4z~o8Uvu|AAE74b-pW8m?y*n~kB-&;-DDg9q z<_E+y^8YgkwvwCBcx6tOmKTdTMyo96EFR!n4aN~UVrv7DuEIQIO6tS7Aa9oqVeJcAHP`*y!qBaOA~zXWp$^EK3lh_74GiGR0}QP?0%=RkfwCQ3-$9{t&8Al zG{tn_Y)z-^Rqc(gV_1<6FUfi5X{Gd*vEHI9xg1?^x4b-LiwJh`t5)otb{!*`NOdM5 z=uHEzX(+pyu8fK9RmhX6uvABb%_r1nNgXXOiK1&Q#MT!7i9J{Y%aYYY=<3L|rq`jo zHJ)UF3f*^f!iwo{2c1^beiKjcw0YL;^7&M_j>=-0coOynTdO(avLaZ)g3-e|7w05S z`@)&@^vHkA>Ro6_Jr72d=N(UX>3T>s_Z=bx?aMhgqYwv+!*S*Y4v zvSPu+d9OOYZI7znu%@zl{k6vYYc?F&;cx4u8&AR?&TlJvX@o=Pj1S3Zf85fzr8T!t zw55hBcnCWHBlZ6QqJY?z{oj!qqHGp|$)oI2lY2A}y(zjjMXW%-I$fku=ayV-!?_2ml3tMy7|lb(NVhwo-GS&LxnVTex%sg^>|nL z-`LVFpRTjcW6S&&pJ$S%W!T212OFB&_{a|aZE9IaGZ~>0C!Jm@Sx2+Z4>;18yVg42 zTUBDU5^&{D;Mi%>y}_3bQ>jh84>_BhrN(nB450jLu%UPnn24!Cj zXZcLtWJ1FALH{lXHgt2cn{&1&fNN~siQXcy+n$R?%H$1bKxT(0ZWyeqsFqr7h#+?F zxs!GKdSHQcdQjH2R0@ib*kDEEw9frCw@>fY=h)*@S<2iGsxQ*i@TsBx7iFLE20FQT;5jU^Un0Q*eT&7_c5%n!dSy-+XRt3-h3LBkwA^LlaiS- zco0)VO}%bvsPI>I&^UHd{*BF^S~-h2jxiQ9UqmniC4YB%-8*Y(vCmNc8qR{)zV1O8 zlk$6SBY)D2&w_DQ(fd*d&0%AgIiDE8(3nFO6Sr}koAOVGhS6;2cCvhF*Nc}OI~&1l zm0g_wWHw{vhj}|HE2hkte5e1ysYiG7{}}*z?xo~e&0hmu4C{a~dKMlfWzpez8`s%N z85i=in^CB8<`N-a4sj>*w!MWUY4nx7MFQdhX9WLy;$>C#En4a^`B4{r!J3B5&lL*Z z`{P~CFD5r6fVDsO#p#Ch&waxRy+*Zf@*o)xtbG9!t?0Z=!rJHVJqlr=z~^Z6l)TJ8 z#t&`ID3Q(mQsGuo=w=~tfJ3*96Jcy8NY|!j%~}Po z;g|i#*)BhQ+CCw8-{-e&vwzp^h>Lmm^~8fm_gC7a%=b}Q_V`dbRN~tVOYeML9lzZE z;>Y?gd)^T0*cBDYhLf^i>H~0PUH$3^M8@ppm5hSD#+3{r?m%`5^BSn|!E+j+?MI2` zg5(Yo1%!iSfI#w3YHxJ=Z}3Q;A6LOc@;UI&=Zwxq$02^dP^SZ3{cJevN#&zUIttBR zQqmCf=7?I2C*iW=VK6=DfGuN`V&=<1+423|jN_%@p*Q+tj?sP2 z5(jVd!1Om!2 zIJ_LT>6Pv8_<$X13uZgi=B))(4O&Cb4hY1a+kt`ZUmNqA zK;k&(RKk#jee}4>IiUp)hIB99AE}eqJo#p9`_v5oVjsJ$h3oZFVt$evwS6D4J|Sj= zWuJL#!FIKVrs2^URu1`s^;-p+TJm`fjdpNbQHyN+_I8WjA-#{>`!=8M+vEq8-z&eF zq!3(;mwg}c$hV=ux$TYZr#gjr*B8F$P!aTuQL|NteWD}*Rx34oz+&w>_kDz37t^#z zvqyHkKxJsp_Yv=-Y`&Sx@i;7*w%r!@8ryxT`?JHg4d)^w^gcZu-U~J?U_BGf4)*LG zed>1@o)a$tffn@UUkMeJc8G>xqn+nplOc0&bG$V0MWg<)?rbB* z_fM_24bot}_T#qHp&{|5rcV&O@#{h{mHI%19f;&CDMeCRun_X>#o%p=jxcXU`NspI|9qa5X7_HMM_swK zhS6ME!^`3$2M>H|NcNcmO5tfoput?*%c5trud)Yx{|3Rv#k!J3o&ShdmuoM2-o{`5 zJL}+BCLF+~TcO(kXdHkYwM8JstyY;)EO0nS^I9D`kbaUtfL@hWiy0&AASp_iZW8!L z7S&I5_p%yRs8mBvwKKeMcC&(r{+q#Vw-Pjniv-p|haI}y7wP%3|_|B*$@g z7ekzl6q-nmoxVaeQqYh!$40W*D4}q}$(`ZFzc$0yS}ONjibxOyGDOsov^SJE-OdPm zb7`-^@zg+|W>iKGIfWErT@qF`@E(>Tplzp+pw!iTwul|{g772xFGzTuyOA3?7S@g3 zbI>?6E<^t_)jihagv2x^+r9VrPXx0;laut@XVD~0PIOWw-QVH8x4DIeqxabxxfID( z1n*I8bId=M=kzt9oqwfR)yIZM$rroQoV6#KaweZV7aEy=D{)t?=)o^5m?QVjaGI_r zVl1l6;=D7f|FT(JTRefJ(iqM>N7s{glA9vKZ-t>+sVS) zvR{erUAaD3#@)*wR+x2d#{~~w2W`CN^5{RAzm$}=%J~+!SvZ9C zr!ovgyfY-F$>$`lQrL-=y=u-d#WJLPh^px(2<-rv3c$et5@(}rF!&VvjgifY8A$Xo z5F85v9JDC)@kKQ|<~dOkXD=>am_sDr{jvwv1hNbiD!oU7=t1;J%TxSClk^$$?XzZT zwT=;taWsr&HjHPCIYgU@h0t(w&bCALHR=a=!uUUlXb%VEZ6~?@c~j(bPl|8t-S|p) z$2d%+GKlc4J6a!%s0zqmTPtZS+i3Hz^}F;ej4M~qJkGtT#SS-=_j%XzPb%lO_Hy;i zQ68|5MnpT>FWNKXQdq3GoXks%De$*pOgX||`ao5pU#u!IYgB2>i5O*D&T6m2dm6WO z!#4TuPf+Z}{u1R`dugYY?Ss3~eE$uhkvG0QM^;4SFRPx&{9sAHZev;0#_uDJ3da_U z?%m5v+o}0cCtlh*443zt)(LNDIlm9JmKxtsvx`r(k%)Hm?CQPP;dAD_rrz@5z2{D7 z4)ysy5v(~f9KN7~F(1skYR4hD-F(~Ln&{Z%mS#HDmVX~%J-JutLyNv$nrZ*Z zAqFq8w*SOrTfD@v5S3pAa~sn&Urau~^Wnt`>#v{ZeiUE!^}YDfVtvAD>88ul4G9}d zHeG%&z&_A6_40`;psU7QXv#`@Fu?S<92)L8_YJHNqh9KVJ46bz2e!!S!i0DmbMn#) zorl9L%$nrBy;UNsD)3ql9BFk<5te$jq%8R7V!9~$VTQT*ntY4s^s3B~W41mL-M>2W z7ec`til1K$8QY$pr$oIQW=n!{Mv)F%)$LQ_gi}SE>yo3#Q4Nw{lfTdx838J#K4VOU zr4yRy_6#h+BvbUiyf(1hl9L%slA#<7SS z4WOA!jK0>TQo}Qu?a$)#WpXGBNH_}EVl*VdCR>ntWd}l$kg8heZVuZ^8jR{-<%O>U zB;-2tX50zxd4I2k!fGG48p3cfA|$>=EY0aFdsv#9l2uRJc*bR?Bh*8VK!ZkC+m)ZZEK$4=E6^8=J?F6!_-U3mg{&j0hTMI-zlIrQN+PHm2`#?h- z0}Y7pyhiR*71$Mek>yt)VWqk{4eRii9G^P;)4IC13tS_-ns|e`ZfL^%lr|oS|B()YxrMLYWaBBEwf_EdZMcr!XN^s zwpp76o*KxGIEz0tOBe_=4)`du?R^Zxz7v>3Ruy`9{C3BAXjTY*k`Y~Iq1ivm@MF`g z;dODLAK%UTGRi6x0_LBy%%>dr2+1Z5_bGcqE6KgE@?#v-^$;KP<4)EudhrvYuy7my zlP84^(??;|BNTQgWr#emQvAYlt`lqkvkZ5b<2xZ>&X0sLyx^}?tae}&UY-AE!$Q-n;s8v#buQo7P2BJ|X)LL&bWiYAd4 zCHWA9Y))xy(ILZpOBOTK6IlmIV())j)Z<*qAkFdjUML)dACIFc2GaYyE3Dw@t7=%m zA53 zOx?USl-O6(V@-RWGnM(0=8jBy!2!l7NTx>#M)IG#FRXK8)s5*BZW@8uh-<16_Nk}3 z_1^CehqD4j>hT1K1~-)R!a%lj;qVWUtN0sCQrH4lOJIWZ?pA!^al2 ztUxs{8Y%0sSn=dlp;?u8+Bf-<>-~AhPl7duPR&MiYPy^GuBG8uQf(A|bE~mQhm6O05}<#9nOwY&gWY8mzk(^UDZ9=!J|+B?w^aEacj-E@8P*75Myq9t)J9pyYU z5|0_@hBOsOI9Wo)a;e8frns&g1NMW!sH1SL!|DkFI%N$=#Ptc<^b->cqgduc7`8#4UFYcH!Cl_`D!~zNay-z&E=w( zCRfdFJ{N|NhYUodC4ZG^>MQa;bTsgOi41DqDm6@np7Hg-JAywyVsgoq$7?akiQjw5D2YD7ccl@g0J+Uc*(3n4Hrx4{_w~_oYFCqMf)-ZwxzjY=4oJHBQ6nVSS zjmplzv5t7IQVW7|B!Dgh)*U2|kn576AIsW;i#GX~@QDETB#35O4pP{d>au{KL+~<) zuWE!8i|VhG>)(7=1k8?663{ixS|?(>O*`Vh)qu!!3NXbL3;U znJ>CYW$&EczIw1(^utb^3}BAROh4)HXzab{p7N zpFTjJZ2mDBrs9t8-9jH`#O>MrpAgP#=3xExj{bt*knn!Ul2PNRm6Ksa;A=zlei6Qf z^G-+xRwh>JK&!|XEZ#?%TIMBr6Js_<0{fdE#t?_~&@?1$Uv;GgjUieD8sqe%+)pAa z5UNri@;?d3*BxXW5_plnC^diJvCi1egf>S|pjcGRoL@hKo9hxLPI6r{>r|nWg32|o z&nM9|Deg29&jqn8_JP#0N_L8n_c;aY|tlVUQ~U+i*CZUEIGY*umy`no$D`+`8!f$}5U7c8t*89aLQu{zhS>X0iEkwfjUSr0iO8&} zaG7o4LF3G*n%Z9AjFOPR%j1XvD4`Wmt{Rj|hFm15Q9+FjJVT6fF%S-Dv5DCXx+Lbv zjKU4AQ{~}@M?Vhe=VaGPxCziW5OVD`%ng;r~{9kB#nbtO`sCT<)E2>b=XFP26$$oRfH8rxt!|I=|)Dm zwE*VaU%K2*lp>~_a>b!GEhOLf|KOF0WG0d`NgPCV=!70l79!k_2ar){-^JeI!&{^% z5c9j%>Ky#IJ+A)QNMyafwOY2TZ1=_o>EFhOUD(P>Kiqyj(#P#X!TRW1p3;^(jBP;`wca&aUt3>fNmw4j7^znunM;MlO<;5ZlCV++O=Bs zwOS1{j8$-g(3H3+r zR#SqQZk_*c6Gkji=sM5}fB=L79DBbOa;}oCS45H!MI7eJV6L)0((Epiofoy{uMGN^ z4E4ZxWSN7B1oe=k!*ISNW14ZjSLNQHH@ss4In;XOs*QnBH%!f!SN zznNRW#=;T|N>=zjsD2@_BH4}DEgG5^$*B}|Voaxe0)skA*haj!+^G|RDJ2V}`@46$ z^$x(W0{aVOb&(60Xe6|c|0?_8lsxFa3+a#i_H-`RbK?4dc}zgaAnl29g){4oQVRn% zE*O2IOY!fssp1O`tY+Qo_iDHwPE>xK*}I{cZ?n5qm$+b%&&%7rDJ`)D?Vl{@zLzeiDQ^9SkPpL6ph4_TUjq^L9*tnB4)RzrAX$f;E5 zC{V{!rMxBC&%|O3kl}z`{O#Zc=^nkL!?v_JVF^XYd~7z zznh$V7Q2}n{BfSEiMB{~bg2F;S*-(f3TCn7^^2s)Mw^FxcQQ`u?!uqR3cMn`lO8N; z9-6Q=(NwNV@F$~23`AKtgItn~O+efqwgBdY@ko|6D78R40XqO{k%`v!)n3TrI)!p) z&7wbL@P0ybF;ecRR4lWJV)>igj%0mzW7((!o_0H!xDJqA)((<5Hzz2U;0+*dU|B@5 zdhV$^bs~HWBO<|*NRN21>v09@q^eOryEN+=rY2%jlhI6^qr(AZd zk3Yb;kNE1l#bvAiuuAc@QU=xJ4pw^vZ8nnt>nJw(` zDN;y`F>EDzfuGL-KaQ$$`Mhs>m9Fc__5@SArrO}-{kh-Xb~|;BnwD#RJ+YtXpVglF z(7&nfR!lctNk311v8y&`$?H8;OSg!h)*cH$4YGUgdH&$4+lN!DQ=irjTn+cW?eB6d zA>7m0LB_RtQYo^CC4Ja742J}CV#!ES4iM12(wx%>^zpx=2|&n?=av*DtO%?@ia^B2e{=xG@))6>$?U18*4zH;s6bvinh zTdX&^xcT__7?_2`1bIX`c=>paE5RcsCMG>iN`2-GHP2PLt31E>=jbztoQU8PArU^_ zHP8uiJbZGzqk0enaGxjfe)s|X`3LU=KEcUTgha$7r-2iS&Vf$g;p3kmz(0ACfB-n# z6Zk)ffc)h7tK4@^T~Ib8yk<+m^E~(?(RGQu8cLP!O-9~FcHYD!7pbUeXqj#>v#_%9 z@eAA%6cWCBPf|+yzKpD@n!1LjmbQ-3V`CFjGjj`j2S+Do7gsl*7rrlFy?)~t68b(Y zJR&kGIx#6ZB{eNQBQw9Cu&B7Cw5+_guD+qM=}U77F*}3_J#iivf zBx-wScW)nkaNI6D5dNQ<1^oR}!~UvW@V#a29e_9 z0fUE64uXKD%@X~vPYyweek|XQ?|txn4*dT!2k_Lj$CN1wxIcp)hw5fc(ccNyYPL=e z2;;C5E2Yes(&ri(iCOZ(w7#Ie;@i3N8FE|9G7;Ws-@%@9_x$3+9J9p{&5Gsl5v%#m z_EMjKm8mTyvS&pfldKFjGIh=3BbG724Y1m)>99^qo5LlvTU#wTB=sP)ed7MzVNp zX#bK`#iv9+R*K~-}m#Wh{`bBj*07wznZ=VsV%tyfgi(O5?#OI z_oZrcJi#ej1ybJf-{X;Ty?VI@r^)6^jh zFB`&{5=vT+?`!N1X-^uL-WhUvViXVg9IEvsJMhc0`uj<5t~+pe%{;Z<6W32D6$4$k zdih~cQH_a~yo1nYKSf0NO22jW6icGts)&Ri%ZC%+kAKfTsMt8emg{4!e*30Y9)8BC zG~^lO=fM>71SE065h$1V2=u{kKVB$(#yjmS5)%r{lgWKtR^X{H$b7;a70x)5B@w{| zVg9@FFvl@%*ua~^YUbU{rPp^TI`aycody!VAztHX5XY>6aA|~ zOPyqoZI~NYRlI~_=1JWdv%w-Q^b%*4S4O<1q_ZZDCcm<^R=k}#lkELAj$yM&XU=9@ zcT9wxPdDiZ6ra(uiz%OpKCCQw{Yl6-iP)|aZJdO5fU$c7bs=+aw4%UL=jRfTtgR@EFe(HPk=2ikJNKS$q^T<Q86BA_HlFLJ_wRX~Zg>#?S za|#&n`UD~hWl7LKJB$qWO=?#o-YQf^LY7PQW&+^*k3MmFaC$zGyM40l;f1iNmxLd2 zQMuE82c(1-<^@G0mEyt4MHpv{_I4DEa^3~}V*%7%wETYZ%e!=Wh1SAZq~!am;JzE) zmtGKyDz|)?C45i^dHZP0MX~XrLWPX=*UvShRc`NGv6d^FdRD#}X44NR58e9@BaWvUZ8q$v)*;=07p}sQM zKV|#%iJt2wAk&ply6|Z6I>Jap+fNI1YJV;`@5ho`@Cgv?pzp`Owhvf;0_|n=Z}}Dm zgO5OFiXReV?`4yXe~h0=-BL;xuB8MxffioEbsfo#@@lb^2yqXr}kOS6s4O+|{ei$Lkf7 z?%JUTuiAC+)hicr`^Sq7gdBmG_j%Wlxx)2bMWPO#$?iE!IHgU~sBZnZ!53CcOgSkb zCzS4@(y76tNf~9ZHGbL>yZQ8Su(2u9m z_`Lq^d6I0nBf27V(?{jIo=&)RB|cswvf?hT$*_QsOEg7RiypE z%d?#Km$3$|vqk8HaNBj`HEUcl zmIWmsya8VPZ}=|gmdZ?r+_-*4I7|>@xyI!he}NYMDm`UxaNP;^d{67<;K@MEI&~Ff zHNw6CL$sLaw=VXbVfsTErh!ddq~n>}yy;vLcV%Mj7r7@Gy|iJ3_XlEn1?YTa@}qlrW@0&Jd?+#wIQfn~=(}Q{RI@KDHAhl;0F_3)Lx9hWbu# zsdK9@7^EVdk3i3nBeO7w5w|0EUV5jV@$4xQk!^ z?1-AesHC|4eCBL|(Mp3I^X)!d&n9~ox6%w9>*cnmWGHwyPX|+tQAU}pY;5?l0%x?_ z4aDU|EHCSH>?uQ;78SMG5*2fg-fsT=Jt-^7Zry!}b@@wgre9NbP*7btxa_l&Lxf>4 zxqd?T&Cp?3ZBQ#Ax*O`3pUE*k7=vL&An&}M#>D%S6wSlN6mY_v^)qI0iJ-azH5Ec# zenyz9KiQX9^`O;u2+qR_vC(n_@^$5%iM{4E$I5>MvIgihxA-d$L-$zP;ab3l0l#hd zPtRo-iiTnKM_?0SM<9}*osBa`AaUcp`cB-ni&Qudxs5mTg_=ptNlQJA%Gn=4MtKx{fc_Yz{3xsI0 zh5bQOXpC*V6>WhQt>Ut9>tG_<8Z(5ppGmk`dUCAmcu`&d2VM7b zwE$j-Bwcsp+}p=@`?Vf3)B;8mlhw5Xo%>w~W1})RhaI}Tg(ZDT$_ekbEf*Sl!(~CV zgIC59*4mAlbdV;ZHRiN(Q)|+WlG2KOhmC{#n&`!N{5fywNCeMLqs!7@HQQUalt&Z$ zCM_sVqC>v;baB<*eOMj66GG2P^F28cG*CxGjDJ0?&L=NH;k*hud~S=M1*s zUY(XSgD#eoJL#B}NFRa3RKwQLj!patP@7lv%Jp~Dl9*VkGe!?r#cu@Oh|ZF*Q1(2Oov{DU8^e3f9;w47o0$zXtks``ksuUMG?O z)0s%04s?5`2$QX1@MY$~W1q`Rv&+`PX)$z^TF$%3p6!jVmO-@KL}o3ZjZgK@eH^-p{_({0Yw6>e`;b#d-Ohp^zho0&C z489cRB`TcRYxrN4(+VmBh4o| z!@M};rxWNWL-tq|5QmOlw@gVgJCi?@yXS+$8?_?>BbN>aUWk(wsa^czeik+=?FiKQwgiiYZYCY_Dgj-8$>tD=n9|4y;RwyfiT^Kdn_ADxid3JOb@?C$)#-+#uL( z%Pg#Z(-EjkX$FG3?=?Yn1cLln5j*T>)RS!LL~Zg&tX*((T^P5^G%^6gymR-^#9$+E zCxH%$%Hd0<8`eokmW8EAbS+KPr0IIf%i$=7!Gm?P?=x0ZlIJmVjMa0TeMPV9InnN% z7!oKZn5ES5!J8MixhSPTm-`x>93DH}%;vfyM4)O0mx?DlqcoWs(d^}9v&E|;vIEAx z?8SLL1m^dnpijfF&TNLgRdqjbR=j>kQ0^nx!YpEw6^4|A{rEpMJ97b^;`!p+wm}hW z5Wvpm7h;d$pvLGi@Ub;Rw&XBvX`9&4GGm?(klJi62$zMBhtQJ-kEpo-`wADbgj8-_ zK2=AHD%Yq9rPl>IPDQTfeK-G{}QSo6RsNR=sU0%1#bi&oD&$Ww)sNeY*O*hQRKO z^LtH+#_II#CEGD$j1KXE0D`ZB#BX&%F+Z53DEl_Udb%pwFOBon8eN`L2#+*~?iuVd zOlLswi&%dUl&o=|B(UFz#Um7h_%hFu6IChlG>WSw1jOru4Dl2>0tvU57L*o2s(rgm zX|4xg-8Ap9)xu7TzaoyAw2gj{8MEdN0bC7_0iM9j?drd?sjQ6H$tTHW%YYA^;Rbpe4*S{)DQeOK*QBnh9vpsCyfPB|n?14vG z+9rUng$Md62VXQj;#e5^KKuA#S^_;<@-mzw!WpYY+#aCt|d8=mvJO+5;C8I+Xf zgH{-jrg7c60AXKM01)=Q44Gt+4gg`_Dcb-quQmF#|HWNiv@aq;NxdAMv`u#rayl?= zjjLD1KwnH_W#0QYU?p?3mr5eghx`@y2{k6kQk7^HQcN|9gt_dqm?+9ijQ687a%5l7 z%jPTlEf33Wv32V^M!b0RfOhxM+B+x7+MPw2*@Yn4p^_fHLp@iG;1idgnp}DGRUztU3Y(BdN!QTGMaQvi?|5J7j*VWVQOI`RkAlztw;Fzf*$;e); zHAWpU6+uWjrjo@In{nlkc4VbM?(xJJ&a~UGbb<1u#dZ=W-zcn|?hNIyLfTNrbAy3% zc%5IKlg)Fh8+Sc<+}Q83g>76x&ljb=^*1;uI6MM<*Z_vs)^H{{ZN>GKY%A zyz-$ASQ!e&miZUOV39)eq|+eqhOeU=ugbPLPF|KJF@5ykh4UZYY=1Sv&&^9VHZs*& z0V7)3$6ekT(_rwuYF22qD#a8WXS-C3+V{~7+h3qCGWKgrjoC9?hld}5+!3Q*R~t&v zk5IC~He+djDyzZ*4r+LuxY@s|ePCwQO>F9i)0wZCnZ+M*8n}Mh7=-H#B$hudZP}Og z%ONgpZQWTM3@z*RX`JSARM!(7eO%#{Wl|Y!8a=TzDEy>WByx8_M2qeve%BEwRNb=g z@i%mey>P;dx(gifH7-XWmDvL)=FLf*@U}_a&>KQx?3rmHyEMk&Ov4Ip7~=whAOe0-w`CRU zD6AcF2ID`mL7UZ`4wytuY|fX@cqReKE{A7~J8!p{nNK9{r_*xC`D;_*LQzva*R?|E> zCj3kgYnfM4?A>#fvQm!rY>V(=g6f9KV8hJ*$OYxnsVg5Us-S4j`hEGjAY1iIfoDlh zSM&oY86)q`d1h(XFJ2cSyb~pA2s?+satc73#hn8(|Fkuu*&$7mlNk?Qc zBI}ynoF+m3gHyYVhYlG7EWMW=oDkVd>xRZm+ut-`-Y>eOUktS?S+*-{Uatl8DET*5 z>s|i*7H3mSXTcR!HGBC_>5S)j-Ejr*|e?d*D>97)I-P9{dvLY?aZC= ze%Dni>szj$u3udKT7x+ll($8+1*Oz(jkjKqUZ6UFpae6)8KJlHom$Yr0S+27JMHS? zw3l_sT~RZ0mo*8n_Dyp-o^~Oc&WAyEK~!_4dng%hJ#yT;F_qUf8qO2rc27@MSIvPmWTFv+T8WggJ2URqbh{PUIUaf{C$`@zrWmM*^^o4F!>mR@W8gTu{R? z9_CA)V`jDPTrijEP*icYfmQ;I3jSth{-)f@&*Nz*ZMIjeWUtb#nu$^ZAtX_<+GQ7c(UH{^1mry8z?tjBQDHr<)m=j-wjM~AH$vgf4cJ zRjY~>kyff&KLVYc1)Arvg!<89JPD4x)K2OnQrc8?(@C2qIB%70j&dEAP5otRM&j&1 z57q;50-K!kh~JxunjAjOtD-FFN(olW+)z{ze4>MGUO7WC8tvTw5y z@2}ygb_oyh4Mqn#k`hPOKvDdc)?o=y%i6D}LK~HG{dZt#<2F)|W0Z1u;pwlDn*ZRM z6P4itA?p)X7)GrT@s^5yJ^ZHhQDb-cnhXIxP)BYa@U1)U z(_zNxY(r1h#=D&5e!jynrHwMD>Y9zDdHIyYV+cdY|5aI6no8LwW5dv;l_x1hPQf(` zQl*O&6i~@le@=Rq==wWzaCr#JyncRT;D-g$GMenxAhO{vyu>cLbPv}V;E)`LIvT1i zFoTTGj0cmF^94e}G56MOn2(Sj+s;6+vsuLu{s$U%hAW=#{aPQQpP-dRBUkcd8XPhj zWtSE`jp>|dt2nJ>6KyvfZQ=)xiPB#GJJq2gVb`1XM&NVN-LLA3mwfo(R|y3fSg!XX zP}y^D(k`b(_)R~7pQ%!39v0u5OPjWL&@??8XL?Gs!hwMPb8xB84xa`YZTa(l!H(%ewgf?#FD$8gR%cHgBDz2r!0<>|ZCkxJL)cE$r$CoKi7ig1 zH#$zB7kDd8ld-QeJsNehK=ih$IYe+K0Y23!22L=3>?Ey{okl?Jea0JR8*;9nFX1h3q-!buj~-b0(fRr6zTAo$!ZcNto7YbWTD`XCEpW zY;gptyH)J!B0X%ha|d-cp$ab95i)*bCoF)+&DI;=@N89h2`y{DXSx)41Aa%X1 zRNjZhOfJGHrNnAEs>nxq*86^e25_Yco6q~BCdL7c71I_%ZdKxP#(O}^^-RzGBiHcI zb?tLmXW0S<+ArTnN1#0|CH!{mMkmOhg?-q#oB`;^BTyD4O=%S9{8J%*6R@;3bnbH8 z@}fGyI}md&p^nZ@UaYE4vg^~WS(F> zBvkrU?9*K`zE>MYe<{jT)(d|#Eq(s9m4w2Vr{_&@3?{pK7;O14CWf~qkH*TzSl^Am zzyO*#=EXdtU99}3W#y1gV%yTB5}{s>(FQ^;qg|i>wPO5Ne%96rdbL_~rn8_q5;ZTy z9onhfh4iZ4$&z$1v~}Dp5=$X2MQ{!xIu;Z!(7dkc+bwl1ZEePR(jv`c={H{PoR)eN zj7{Y3PMY0m8e2(7wY(Y@JOmJlvFD_S_?I0i28#DYJoc|e*eEPsVug|V z;hMuRx{kQM&Ls*nAO<4yrtRq8e12mK$B^ zOz#;-Rt=pEEU&&Q4K;psIERzl5gk0_eQ@k9N;pJLOle%-#AV$y9B6+A8Go3DWaeK~ z)1=s6xHwoQ%X$PF>BIz*#9uMe*<-1JXhV=fU>M>3r`Fc}Ue+2+9nyU>gqt}rP_m`s z506G=zt)&nKS3?^Zs*8?Ya6!C8vFO8XhayV!|R~+=vABZCXo#mVbS_Y>+ssnEr8ap zRIU5fP`K#FN1ZfCpO(VyVCD8hc-LY&T?oS zI;2PMppc2rH`>(`tLI;xon&PrCh-FPicao0wy~tR%XjzuruZ`Rqe)%kba{onPkAH8`{oL}WYRZ!C3){a*h|S-V z#hP+cN1$`Am!80(d-~VkCjg7R>d;fzUQP3qQN)8b7GcVPI0m&t_=#O#uKcI?O& zeIa;=1oU2tml;wz%@%52S5`&hFmOI6@jyHfi#Y<3-E~vdC;$TpVpj^#UVnH9<*`{p zcoGoA)v&wYAei4n6r<5iZgc9FrSJtBmhstr)$&qQA7OWmX zB4+Xy=A*3WT2J5Pw~Fs9SR727&J9unH1TFAdiD1L-Tw~tX4zX+aQMW}3}hU0W&>5y zjO49*uf&sbJQY>z?dlqo>(f|r64Y^)Tl~JdW^FBOuI!H$HRmsnS&$s+32?l;LAU)l z8Id!vxTqiotgYPVe-v{0aq9fu24L{|=I2a=67s2>vTQEo>XfZ=Dj&#CAS1noeBGqVq( z_|%tfcFlfd^CXka9_WE@o);^Fr`4Kj-Bj5#H5~#(I6XsibYrqMCB+elO$iMU1bfY? znn@&|5^5N+w6IWPJzz2A{r+<=Ghoe^Ai)A0pUX)miR_Q|N0}2hvv-^VbW0lKW9@G& z)KC1c`q*@}yn3BUFBPLh*sL3ELj(FcEXeJ{TcH)uuBZ+!|JY)g66D~vm^g4l3w7wi ze+LosN8SSwp!`_l)nKT0$VRYIVxh0jyPorw-9>0VDkD+AueuNoo46Ll20_m!?0re= z*4&8(qMeQ%=aKpW$m30W=0_k8zyCQiL6SimjzJzypnbn~{`sn;mLQyK8WzdAt^D(^ z9=fDkKlZ?jPSvZGY!9NUs;nc;;O|#x(agC8K{4=Eyu*ewtb3*USQ0ZhGrY-2&(sd* zhqVsDCgp|ZMss#qjzE>bJ*LKx$1`4W_bZWfs1t2_w4RBGOIXw_jIeu?@3Gk;T_t6e ziqAwg)o!k=UswwGBi>3u!Cvwfg#qCjsxJu`Y-MzI{(K*r8F&33Zs*9rrC~KAD0YqY zfEKnDtz0k7EA9ckv<-R4Qs&V|Rc5xQ^hLaogX_`Q)4O@=>WSHxgl;dVZKYzvZPvXK z%Rfd>nr;sK;6<=+Dm(L&wV8I>{B;MgNx8Ri>SK1MBy6M=Qy1lYEiv`*=ENvglEFCU zFd;o1*HZ&@|5v~bbzdlH^rc_SY5~lC2dE}b20M#sHx(VhC-W=xI>c$7b=d+B{mz=qa+Z(@2TLr$fq(n3!BD z5&>M603Ps-p9O;8{q;H3$VZ!c@G}^-YbG_AnFKo)e>^Bo^Wt3v&d5Z2=uNf z0qd-UCDIh&#SW+K10izBU*;Q+K;?i-k`%EWbvX<`WRs?-4}TBHe=q;X`%u+xi4e#) zsKq`sNzE+Dc1ql3=3koKj?;4#WVZ6;(?NVm2RBos1G#eKSHH1NJ#N!HxGXg#pH@p8 z#f_cPn$}NOKtr0}tXcpFeIH$aj2K+?DU_jIY1_a1;Hc;D;v@!OJ7bXTtLhd%okh7% zOb?5cHd~KCGQsTt!|0fWqk%2)h_L}v`g7;PuX3{{{-GOL{yozZW!}n(qI8*5Z>E#J zB($deq#?3^E)=R>`;}F(qCqSvamR8S8kIx6VhhNO!@A_3N)9&NM<;7dFj9gR9^z54z>hCb_BY^ANK9X1(PEXk`s<2_L4{O!qFF}AvK&>rZ_Ax&3zL(Ykuo{ z`LC*vlK%4z!kU@}ONr<#4Ze}0Va+w?hqCLn=)76)WunR1o;T!y_!;8Q2Gl8cgI=VM z$mZf+Pkhatuc8cALOli`PS6p^lXgCVsB={v%69~k;xwAKP}S~Mq};N7@>O$79_n!!aS18mk`!|*w7~3k zqkX$as#SQ;=YF*r&1fuprh!xMTv@)!XtEL5=OfVe1#R_@A1i}boZg=PA`5@zyj5 zSurucBkUXSrQGhB&W2tKFrrwihA))Ci-VP)l-t14PoxDB&CF>gsH!L%Xn+M8ABAQ1 zIjt5#U#-~D&F&e4zj%Loca{vAqn@LEPUh0p4ecCK|JWqk3CdkMk*LPpOJDm#<^!Xv z1{Ee0s%P9(%L{0LS=1Bl%W^UjuWyr;Z7iADIr8%}VUto6>0>SzSB>x$qVumIVKDPJ1Zili~<$cr-1wB3IYQ&?0^FI{u^NOd+e6$-<-g_ zT0>024v4ce$2MclZ+y~zDR0ZmDR%ZY?%rTTT)S$kWizl<3ZsrtZSKrub2Yf8gl5{$ z@=CJ-?sTeY^6Gz;EdPCVFuo2Stn$NdGv(=_#tDZoNSsz;1sD1ym<+@A))lH$Hg-lP zCyK(UyV35HQbvYZVjlc;*6Ro{b0G+~z&J27G_Fu8?s9Qo*{I2SKlH;oFnFmM;3BF9 zb{IMk11z^$HKvwzW92(P#2y~xJNMH+2QpU4e4gzZD|$$w9+^X527B-3oONP=JSddW zEqZgyL(;phHTV`YcB~p(y%N=utsM75SfYiiGEg6&jjAQZE6cVV#2c7VmfQE-ZLV|O zWfdeZnda7HpG3Z#KU~<(ScEfhO_M6}MC9iO80=OfZgss;v(q?s{9FJ6Mp^J%78Ct& zzL1m?|BF5OEptVIo#i*%+ed85&)ATaqGRHvL_C#BPL*zzV#G-jis}_4y*RtAanct> zxN9d_-Sy=AG^eo_H|F-K^BNd?h^F5r+jpxyPN=PTi!UYo_zdIMTRhK8N$GuhA)TAs z?fQ8=Ykac}l~)9~9*gEJO>8dpQr~_WzDTTY0*2-pr~Yv!fex&crEZvfnrni5U;jWR*w-P67L|^Eh_qI*( zgwHapIk!N5v#RLh`7v@^4)G<1D>Gd?8_k%khIZc7i+a&n;7+s#u+`9iVej%~t9mWE zJbn$$1Y{1hGjRuIFZlJi9d{@~KG9sI$ZML?b@IAU8FOQ9VDzldD`uo%(~SOmTWQiq zf=OCk4(inSn`wg$MlK_i8e4UD?l`+4kQkaxEu3hhdgar1YJ<)j5G2%|ca=|RRzN>lAY#nH}qehG}m8Jbro|lwIiZ7{E(^2GnN#@t^M* zhJL3$K$Zh(+de8S{S8LoYyRdKw(IONd+&9u>6rl3bDUs$-2FQSicL3o>0j2|9e!kz zSUE9U0%Ls4R#19RrL75s7oy-WY~w43$MK=T71&54=mKh@nI z^YZD^@O5=HYA#v5+t?@fRAqUBmU)y#ErYM5Er7lx}S3 zP4wkjxF0IUYAk`6Ei`s?cEm<^Lib?(;qqmw;?gmu3?!rI+VTt3NQrf>PicqnF2)spFR_Bv$U?PyIVhu5u!+H2mJ;U5uwh-rgqW~zUChOyBtBJ{ zIKO)Qwtq%MNpGPm!Hz9@UsXwyp!w-%y0DvEo~4u{bhV*6V+=;pf%!wK^XVxxPDOyI z2R7l%u;ij}&R9I%A`s&FWwtN7<<@{Owd&RhpSa8i z7Gk{$*a4`I=(^v;fT-Y;kB5>;qQNZK>EhFz2zo>W@^kL8x{-!xx9QLvI{XrM(%Pq< z^22D)=taOpGIRdX5BI-cHFCo~j4r!`V%5t!H?&L{-Oe6?T663l`_3q2z8_5IZp(un&3GO9!2VTwQsaM;+7i z`S9JwF0d8)IumHT);)et-;S4R}wgeY3o3xf{i%lEORYVAU9dxA5j9VFg0D zaEUdu4+-me%4mE)_^p?GLr$yOSDW;MVsWlH(O^k~%whTUv^W#BoMrAG+}YtX)*}Ysgn2@-7!2>*KR`^a0<_XU}h`#^*prw!f4(8v)y_i z?CG=d0sld~r=_8@+wGDP*HgBoq%4A+2HwT1mCWFCg9QY7`1#_xX%cRvwk!I^lwtCo zGUoJTybMj$2TM(7!}#a24#)jx{hZv?!~Ec(CpMtK_9gaMBe+eSUzsFj1FMio^C+5j z->>vdc^I&Jp}*pIn%4g&>B} za;zar=kh?{ieo=yusH|o06>~zu?K$*qcW~|>qhlZKd20Rnkh069yN7Xb^Dbu*KH|} zCWA`b=M!*)uwgCpf#D}oB4)b_mm*`sulE7lR-v4+TT+)mal!^z#a3fL5JUdlBTHBl6#Wuz=V@L>LrxcT0L12DRA=9#jvK zgRA`$k#cGC2gP0rk@Jz+jqsxSmW{;4%8(^=bq>&Pdd%NMZ2l^M^ykdH->?10UJ;;w z@aO?nH#hv3@@bTD8D_=hA?t>7?ZayL%mMbx!WwTWAH;q@C$4q`aBx(g&&-ifh{f9cbS;K5J=8`YJkv6}CvRf-HWhjqM!;q~>2X{CAPMV$#Yj1L9I z+R_LPFTebd`@UCGx=S^SByS;&anPX`>RamvPU`XCyxCxaIK@&!Ac;}ro;XBw!eytM z<^`XeW*S85>j)Om^`4GU*)5IIcF>20=);)$lP znT+$zL3ONpX!fUjdkgbr=(2CJ_Kg~t|UE}>zjrZH2i~FnOr!RZQPSb4mtlW*mrG%%D&Z!4_ z+^$~_=v0P7IH)EdE!Eh$?z9kLB`*Whl`StFdOAc!UJ~Ff`Ai3J_zwsilqJ2&wSMWc zRSTn+fig8H42LYi7v;SHF%$F;_gnqa`oEw5i^K?C1n0rR5y+)?4K_0eVVIMTz}f>b zf#$o2Eo4Fv65h83LEenOx&vEllm~ER!N=o2_v#AJ%fAwSQ|t((J~(^EH7fUn;Hb!} zVI4ShU&OQ4ECiSd?I~1Lre#+pDOA1-gg;&&{2=w;j_N)hCpJx#)YXf%9?CSZ3y z@(#U)-R%|Sf`#WjN#s)RDSHc6`M$QWB$obHJbjD&>$QtwCk2>M*EDxh^)k#Z(ac1% z!)Asc3=0Mk{TVP*clX25-E9qXf1@rBBgV#h(ZSATI|{L;SrBhJ6Za*srq zM2D>`fs=h3&>U>Hk1d5?YBi>uj$WvrPM`X?29|9-7%3%I1T02;3e6@Hy1N=hQ?K@n zCbEt|oSkjq$9f>vdKxfD-<|v;+V}lC{^@!p2ciHDmJENU2tVQDqm;hX;;z}YbxLcc zZiR2puiw?#z!FH-rf?Pj57WfIl5F@j1jYAjeg?5~9T=6J9$?}9?1#V+`UK0#tNJLx zJ9x8cYp0{V3ym|en$7Qy7cb*~7NFAeh}uiew6z!nj8n?%|E*K=mk;rYWIDgV_$u&x zX|#9vW&ZMpky&6L)JJYJAV9`W;up-7fAw@Ae&CUy^ESdf4g9Q>F91#5;H2h|A_HE2 zqge{1qbqIsKIH#1Lh)6s?{}6AsK}2%r4TLL6D31nv@sZfz5Q1bcZNp8RivkMp>)G3 z`D0a8c;KMKn2O4iF$WAMJFU|KiGj>zMxBcKwRw{^zkL zJTG(eOoBFN-w$KIfBs*$(pj_JHBInOs?unyylUTt4vas1_hMlQNWOTWcX$v+dN6fA75t>z5RGdmaVzt1LG4TlWAosrBqX z&6@ZP@Aucxcson-8HBRvK$f_4)mP4F&i!lefbQO6{MT4EDi?xs91K78+w!Zk$*vuN zG`((<+R6i-PAZPprAc!;X^lP43A7VC7#M1UXFpmGBxlcvCuN9eHf~80q$%d>jzPk+ zHgDVktko8xU+(ny{T*_D)II%D6E5-D*&QZ+X`wXDI$Mq#{M_UzRGT@TP|WG`wE*gi z`Im6}7oIEkMxqqp)l(Q!Gs7^Gs-+d=B0?nukdswg-%L_5H&xcwp31X~Y3<(gtAoog zcIl5D96vA@$Lz&_>Osk;vBu0E23>gYJoNcM5$N;hC4&y7XK8-1DXL~8iu3A>GkG-L z*Faxc-(OjOQPYKcDmpavasf}wz?xm9g$v&;s~%lcTbaJv8vgynIi=cILYm8>rqUk(8FPmmaPb@UcbUieDUw3AzE8>qmT zP*il-2n`Hq)E40P3~HdE(C}Ftluh=z#Bh5QSH!TZzkt~SQYXLKAN;5!-m(mCA}7NT zb9OX|=3~_K<8JN2f))MBun|CTvM6k83daXC9*1=@U|e8t&9Oz{z=LV-K{kQ(4N(x4 zdSHi3nP*#?q{6OT0(vh3x6kJpvVilP1G@8!1J?O8@aP&N;2Aj5K#T>?E+s4s+lhH? zmQmddczVQq+Ir`3=kT5t=vdwgmWkAWs8xWYDk z6kM3zILlo4uoSMsmgHa8p5BzP7@zOVT9Uheeq*$%){7-)Ry&C=38!$o+Tnoi#7 zTi%xI#GN_6P#LJSiOr+b_0-9 z{U1*fr8gO;jUFS1+uyAFxebLhP90=Hy8S~oPB6BecvTp}s z4KezbpF2N|ZihKmI(P-)h;vviA5{U|EThAZD)yhf(jR9ZAo2R}O=tfdp?ilttZ-<8 zj&S zl6sv)>1b@&NA4r(P%vC)$9?UDJJ&KeE?nTH#@nX0v{O|F+WmUXI)yQ|isPwL(%=eA3>NP3mrC#+aLPZp{WAqG=-=}^ArKFX7%`=?|NHlv%Cu}14>&(Guv2I*ar^nn zI0yoB@=xhg9*l7qGI!0VCL53XdP;#w)j6%C91c?jD@3A>d%@w`G`9bM(ETOz@OZ8Y z$XsOPSf!L!v5by465Rkh8uj*MTTmrfL|9yyYQBCxI0;J1QJj=hL<5h{9)3|3SS`HOyYwT2AqS%cSx0i7?NY*O=(YGx1w^pGj zou7_HeBUyrmA}ptN+WD(Ip!t?YkLWt>pJmG#G}?>@O_xKu<})sdodmk)EANj&oK5eJ_hW;&`Y99-#9fgg7Z*$^>l25l9}kwE=*R;e_pD5Of4uQU0;!NSO6Q z$il)Tuqmi3G2@KlP0}Qv3F;JF&#S|Hue%sas?ZrAyHzg+(l&Ugix1SQIfIjIVN2M3 z4;c$ZGR(-92arB><}72FQoWf(Pw6ZRb;giq4-$-psbf9-9n@hZy0A_qj6?VCiVYgr zW*!*bc_=~y0FRVCUML&@ZL40}T8UZw*iyY$H$6dooog(x3g%fzV=j$`u*LHG>J3z0 zY=J19ew;ec#<14+>X0ALh(3rWeeyOaR}p-FwiGSm&b$wcI^Vv@t+|^8AggOTKW#eq z&MmG0?!|*uuflhW-qMK9c@a;{PGX?$vR}R=U>m97{SAlCiNM4Jd3s6lYOvq=-R+6c z|JUAk$2GZSYoj12Dku^JL81Z*K}32dDu&)d@1a-eO+bjfgc3SZ1P;ANdJ`hO_l^S6 ztMnEK;d}AS%sn%6X7tRQDfj!`KhTu@ww=A#de*ZVzUj!|Uq5ok{qJ?9lv?8y-u0*V z1fc|tdNu73zCbL$YD!1XUhkWRNUiRKsDM0HGf~yd6%*EW2;5zM8hF~YI-#4;>H0V)jfA_cEL;_teNZt)U2BLQRxr|n(v829YD0q`~C5p-}|3bwp4FV z4P?}Q?f_EpaCbKu&ewNI!Voye^M5L)JK-PTaZ|XOQhQyuM7dt6WD2h=WpZjB5)p4O z+yhWb!BM^8UrmFB_o^-k2Um)qtSYV5g|#ugkpM(QTnF^ef09W4r>}jiiAi!ub=R|R zcUoKX%Eo66SD|kTrMD%YZQQJR>)D9g2BJU3`Dsux?8=qLQWA0qyD00q8DKrVJwdH* zAedw&=_MEFn*W<>`!kMyQI(4@_oCP!DPSN?Z{6#wo>MU&xZM7+ZmrP)&z zucqSlAs^TgIvD|?g?>G(QMGqXKG~pfYF5h?aYB5p?-BNko|4ffFlP?`>taNHP5A`hy=nQQi~qorwTSG>O+rMw^D{E#pj>DP}T(el$KeK$;iCJ<<4x zpSoz%GLPmuCjJMux?hh)hA);JHSp*-t1lYR&d`J0~Y^g(DsE z-L?F^wf@__PZA~X4inHwvTAVa-v4MN#2X4nWOS!qa!?LvV%a&8*OtGwMZSG@XMr^# zAxY@VBw%P|`ozlsJjPU;*5m)W90o--iwCStnP3x~&mmFU=0w@*E`#J%Ar=2_pyOq8 zfm)j_WSeZx`r1jsE6?U^fL6%`F6lHC$~{U)rGILTentKN%_;efV^3rNrGtJ=C1!g}qT(2;1NgdQCDB=wyp7c)a z1$6;LG(hS7`osUm&yQK7iVvdQ0Y(;k#K@lIUJ5*8=oQYO`F`W(C7|+EE`a)j@>(3x z1bsPxT{e?tm)O5HxxeOP0W=$LEFs_#kpNTNvTwl&u&FJ8jlyKV^q_|D2wQ`1-D8Kl zm_r0wiQSJmLGE`=(rvJqZw_-2_&UU|wj?4)5na%A$<^_tdX0mT3Y|kDev>YpS*2Y6 z)r~+Yb&KPH{>)Sqf}1yOPC4?QeZ&<4m@9mMD=e3NH{`ju89}-!p%B&{eID}uB4fET z9+!ISCu2W4j^_7s_gJCr?;|es421i|wOvaLtob@|t#aE`B_sd6no6rD5x0%azQNdj zFhK%ud8x4U3MkMk5a>@yRtMrpro=}Rj&vQz?086 z7CvfJBZf;qMoR5}MheHA`*`jySs=_wZ6Zrk))4_%xJ;diHMBwt8Ks_1heTCe5z;YV zZ+4}Lc`&0QUCho1w94)rbFfiCeMzs?e!d-L@CI2WcIlBwM9o8ig)uxabpP7eH;x|Y zK&`Dcx(;dh!l5?x|>S=Mi1fG^n{bV-DPJ% zeGkArLAJ^Ympy833+x<9YuOdi@a)9jrtbbp>&(VARh524v(urM(;sVz?K*460;qk@ zzY7eN0dD-V4Wy||1wPubZum`0PJNFF{&#*)p6GnyvP_*7nB5bVv{qpI5{%BaQq=|xoZ)6~XqcwX zJslfY&RMkwcxIBU`AVZl*c%mhddw0~Y}mB}3pM$DjU*bT=cQ9^e|UiXiYeBr1gLj(*TzCK| zT+VOh^zpp?~O)0Zu|rJ1-4;4EX$U!n>U9-S%&s25dkJx>5qyfBjgDc9TULJcxx zKzlx2UQP8gW}aY@g0E$Qj@ot?LD^c@_m>D;d!MJ4Z`yIZ*|;VmwHBbck+C(b?(x9Z zynXjvu#+?`^8w7W*SS5+WCs~?NW?SiD9Vw&x+SiJAHXrZ165pqb_y}lb}eShkaAaD zyFlc5lYjReVT$L6L`wY?mpo!=Je_q1Bji(t!1VW-eX?;~+tLTR8yJawO1dFHO!=MWB5f5tWGmu^{t|9|EB1bS6v%_^xlUR$- zK@F^0QIlul4{Z9;lNpqo(htTRORxL%c`j`*Q!nl!jyq zRXEPmU1SxwXr0G0b7uIa_h%nIx_mmE z-jih>Jy&i~J-7T#2*dz4s{Wwvhxhu+0!(L@HmLxoAcbNeA4t^I1pd2D)BBEm-kC$c)$Vo4I2{PoUbEp*g79-d1UAt*{o*EMH80h?0 zf=-h8R&@Ap8^jNSq#$2|K=sZq=~Cee{O>wr)WV|5ATlXKjYF2y3?|df0QO1$rC8G_ z1obGI}=T-G{I;3J9Ro8Sk5>V-2Y7g6(; zIVBdfZ&xe;O~BNVUh|Od5gSH|U=0jc9EU3Ryt|2XluqOyj z5qd9i2ZZL;3^r~1DIq~b9Afv@OVVldCVpWjT z;4h9HFEW#tdzDrYGfuslQrCSgzlLp`Gf61kor(88CU-f4gwwDk1UIF5pXbrdV%tXn z!Z9M~mt9I-nEv|9ptNC7`(%;y>kg7&X!5;b*qkxRoyVRp83=_vKnqn}1qRjT-1ocb za?99hCx4K+g7`9jjc%hN&$|Cu^H0Ha#to75DV}yJJi3zELU?Ya8EorxEMuX_MpdS} z68( zTM2V{b*Z!P@QR`%pCKCzw42V^Sqs@wyzo?kmFh)lf2F zc7b)D7YlUJKqM3pKGq<4v6Sl<3xgzIrvb#W95+OF=IarmTy1d zARg13X?rQ=OL2cnLK*9{maI;iK5p^AyV^PA94q_<5v8>bYtCk{#!-Z({P922O|0=G zW*Ym=l)Wl{5G<~sm~_>UaukpvCQ(j5EpbiM`soouX{SF?E4`~Y2sl&w&3rFfwv0TeSJ6)aPP zT0HK8AT@w!K|wEo8XZ5|JCORc zIny{opoVc}Q(u0Xk1DE)>C6kklss+*?x3w~$j_Fv%|INb>eSA4+=p$Z;e2k?hwZLn z`Sk6K729i0q~l)=B$?Rilm{Xr-E|1`;Tf>NuDi5?VpeyUzZ_SJ$MCmrFKC6T`I2OJ zQBKy0*)j_@9WP7&;>ag{$sTAsEpn=vJ^h3bJZ4-iE?HOZKKNny0mP7qmgv|VdtZ$y z$Sm8vxts%m^D(!}m{Zf0f0|H~%qr44(31Tf4k}{F}0P zykJ^eg2_um?}a*0p*$%Kra|FIrm(QxO6D;i!fBmfsk{BDnP+{L@g=59kB|E%b0s|{ z4i}oy7|$`yBm&hDZ{q~|rD)Cpe#}0+z=j-xg@p5f8@}+29qGdQkZ=7l|8HHA{%TV#58h;A^@MBfz($x6+A-42j6%lM~A4 zJCo&h9p$>HK6xGew66hW`>XzlzxlQ!ro$aZVqxzqpJxghMonx-Jog5**; z%%d;w5sSWu?R+Z!c%RI*zt}US$oIF$+Bj?QsO>z~pEnCSU+$ozSACE5kK2jT=GyDR z(AYa*RV5k=FwbM}m)0YoY*F;7%RN3AeAW$(`|LmOiDaTYd*oeOO=R!T;&rIv0aoM4UcYz((dXSye7pbVgJ*U8 z6x?5EnGLeaNxdwOJ*)cAd)P;ka~syMGlB2eg&zbt9_(Uy2%th3qW`+lLC}jO!p6m4 zAvA^)&{^`(yxSFVqsE6srg}&p&Q_q^wse$8&_-(patQGDlJ_Ts)XFD^j;jKLT5G#H z!LjB>gvN&5zPC58JYFW(E~l9VS)(E}?A`2@h+n0w(6S!@eTe`W9NGW9hyC97QY;_1 zi{`KSw{wLnTbEmD$k)ClmFYMmwUrsF@gAcAJ`)8n11U5wG(7{A`Z(9QKiw-Dc57l4 z{1QyLnXwXoTQ%yLRn(uMB?_!qRGn?smF2n^5R6BEukh}-2y#K_^cQR z+W<27Gc{9I#-2jg=eouWc*kC*o-txsm4)xe%>;0TW`Ydwl94d>h7GH`zb|lw*iI4w z%}*SVT>8o#Oxxo-JWo@}+mI9)KIxd|*&8qymAP8*q_nD$ z$$nbDU_qWTAReYg(rH98Qe{@j5ED1aiw}K1$d%w z0UKAro~A>$wC}XXBqVlPLMm2`}VpT5nZ!fv)#stN5z30CTi; z6kq?V^wcl0(pgjEu1v-xV#PFDMcaXxpgIMEM`6)YBw^9O@=-bWTYme$HC9dFJe}G( zkINO-*6f!yuNp+BioNa0FXN$;%_T8J$#%PF(i)zX; zqb&3fASV0R8AHQsgllm+s^jzCWpPf2M7LebnZyjk%C6!cW(GD)OBD+NqzBBiCRW_fxCgx;@qPiqb9?FR)#xspi+%}}oj7d{ z5M|8h(~wrAPTS->M-D?)EGoy;WHiJX`H0D z1N^_{F43s>^}<&fh&8U7x&;Z&}^mc7q?o4 zfMbpxK2+WdRTz-4M>y8pWSRD1WgDr35b{2&Q`d#G)XNG+q1zD>QZbb;qm(ny}vzeA$KI& z=J)>zGUlJN+Wy8;KSnwD6*)T$-v0vM7D3>)UlDdee4x~#bbQAOa>iuK6WRzE8Zax~ zeVL1A?P=*cn)v~XJd^*G9geHKUg>Tx<>FrdI{@yPUyG{|0HWF6wX&NH%C?N9R4)2x z2+e=vAcOzNLFOfC$k5Rmg$7EM2xJfd03Piw_izQI$(0TvcVO7kPgfCTRxmxgKRM_Be~h zHxXQ*$$mYFnIeh&aXDj3v|dlE<`8;R{GRi*09;CB#R(Y9x#hBkuBEt|Xmdj)TT)0b zz;ZjwW=*g0H|GJOTr}ELIWrL+G@~dQ?6?E~D3Wi$&AAK@ zvu6rqC7<^Tm;$fXxv2Y2Ttv6LpyZwc>Zz|BKp}fMr?Z7U+W0^|X3Pg1*yhHy{9Vb1 zr$)Y7>;lfc+m-;vYQ?X9Z;7zox%rVI>5EDRPZ2ehcg7M;rK-J2_}75G3sI7T@YcjzYci%OZ5*;5YuD zhs;2f=hauP(@6N{5}2fA#AJ9wHSCl zpg^^>xIa_pbG0qCp-L~$h=d&v(_=5z1?&0lbPZYR9@|YxzTALwPMIPsBZE<>#t<@lU%8Dq)&6kQ9v;hDW!7>KbxM36Td}yK4HoiiU3=Kz*<~@IN;F&E!?x4q0aG_HI@%9>nQgSmuI9%RKq0 z>|K?82@+;?EzF9EC8*ad=z&PAnD!V=g-CpwE`Mr=;#@%bGo#f3u1@QL%O}rN_TTT zS7z&lYZW`wA4S*y3lvk7DST`_J#-TMX7Hvk%CA*~Sb>M}qo!zXsHRG(HXrC%7&<<& z6^ZE1f4FC0)Yvqa@#)hak(?`d_%=a9{9YSKEoLhrbzf>9``U>{27s1FXXQHqipf8P zeZee#U)FpR{Ein;LgJy#?6D6sdPXIt?_M= z6fJEk5z0aJ=N?>Mb+Q?4DY55j(5`04MOy1{Mrf`hcpB?x-`-^DP4#fo!LB3t^-Id7 zNyRq~iCn<5+Em5wn54hZi1!Y&Z{nk0y)V_HM^^}Zh?@#;^5M)BC*y6mnV~8ucsj({ zR*Bg=GO;T?{!t74pFfT(>2!lCJW^|OqBO&JUe(QRr7@WXSZ&jTheYR7LShTsZq|!k z6TesGdby6bx$@;tfIn3{bGY%*>rg;jSOuXUsj_CVyvgL461l=0o5~A#-A8u*!vFU# zLCU{Gmp{K&ks`@QX8OOipd&`NXQhNW;TnNZg=oyQURds+^(FPRh&IG>AAwAtf#P~) zL3;7J+x{lvjV!89pME(adf_;LdEfD7nhA-F4MpSGTQh4TAMuAoBp|cViVn0u7ak;o==DcF%mR)i8FiKK+C9ZQkLNgoi*( z*rQA0zZ|M^NTdq{`gA1k0HI?UYS7um{h)S^cP;PXB$48oPxgA_hKi9JEkMc+cv5#$ z!+GL^s?QQ|?|X^T4k;i`PbZ|)0o{{dgrp(O0qxPjd6Xq=-vuWWnn1&$K$b5zaN~O5 z4Y?J>l;JOifPZ=R{~3MzkVxGD*~VFc4EmermfGv{BWMAM#5D)%K(BS)$}NH<*|zN% ze*IfcbC>SsubmI@r-3$Z^!zR?;CGosRp&O+g0$vLYo@d$GTwsog0d9d8UQeQdhbu- zH8pLaNLcNf?&8~V)g1|^ww`!~*u-Q<&yHFImLiBUZU27F0(U0voYDk)`KbtFN2MJ& z@LL03EcVy{GDzK|&h~A$`ug&4^IKp#S#ZZIRDcr5=8&#Ig%cP2`*=pdby z6m$*E12T^eiJE9#H1CypXWTYA*|^1w?oXoWWFwKFWeU89nvSC}8mLlK0-7tk);wRM zoIHY}>q52uQ-b%+#T*j(ti`xz6f@49kIBtmVDG@xJ$z#&OD8qC850T?N za_s|1uM%K$e{}z5EPi)y{!X5NAH2><#S{E7o~l-f10U1&MY8u^(DB0M7adhJEcN>? z*Y#B-ofT_ct0JFt2`*8m6QsKlkP?RwSsX}&uaW-b7Q)-r;_#Ke$Vv5vy}_M&QW4F8 z)mP-mEWU+%>OxE;(N+dKZh3voOVI<%f{R90x-gSb=s0sHc8)I<`9%fkZ{7kVP@b-1 zuOH3`mxRdHFr7i)yGY`NS_NXNqr@+m<=PJqq;mrGi+J7{G4;i^r9YDGPLyB_i*9;7 z9w~cmYl|qx(1A>%zf^bS(qeI?@d0LOtx{Z?`ub;+MDOvQfz2G@<}ojiEQ&rTXKD7O z)qD#2=DZI|xz+n$?WWCpzItQNGQJv_qSLr+)TdJr!825$tG~2qpkZK=6f_-_6f`u_ zWNt3R9GetXm}=$jnN%;LwPRbqeSUynvTk7t7l9`x!Wpow@tg=xH*#uG&nUnSqDR*F zhK1cdwVJyhaap7YL>&^%U)Xkszo=?ga}yJqO|||6#6-<^zYtun(gr^@*Uk~(%~_)z z4siBHC@~kwHL+|Q!TrvS>OYC^@AKcs|5an77E2u!6H?$Rikya!pl2vZjU@fxUa#c! z%R(5M9Ev1H)LfqoSE#b2aF^ciAGFJ+u0050GZ!PG)8X$tVrI;yqbrY1l#r!iBJ zBT6?KdUvg$v2oFowxFCSZsLvBR_G8dkP{opn`zoEA&&eo0)1hM zhz}iC8|sa~=~bs27e_homkgC#F!;EB2-j%5eN}?6+Od(o*jDRkYHLkRuqF87JESP9 zohlZ4aV&e-b*{;-DWgbcwQXWPCo%3}@eI9ZF}azcn$KQ$aP@75$=w1H2oSY9t2jo| zm$|9#Ba68C-EY<(3_d{41-R_ilW*Mc5XtZLQ&UgKdWvFA`fnqQ{~8AWA)H9{WSuz5 zLK1v#4tt#&rNSj6zilMgF4{GinyKGpl!!36Pu*m1&zwQ)Ae+u4{#mnKeHnQUIVIVP z{2D>7^{B7YZ5U~>l)gPlVsltYh75To|0gCZjdyQGdC7F}uP3yE}i+&ixxr#dr zPTb^IXE{~ZZf~IWH8r|_REOVVy2#&Wo~p*g0seS!RGZwnb2de6v9MEAfHCgUXM<}p zZi82V&S_Xi0+0xiK4*z}lKkX3L^%IZxA*>zxczHUsn+}loW1jR;VC=Qc3)i-%C&V} ziWj~n0(<%^RP5hMY=H;%BBDe4*bjx8L^ zVVhn<66eaASwozuVh8tB&)mpubLu#uAp$f#PkKF<48-ko$>{m>F4Y4x>UV=SzKv1$ z^za^-DmBj6qZz%zm?CC7|g^o*2gS>%H%$hpd5un~#PT4A&o+b2zKMNF15N ze!&O%!(7-?hZ9N9`Jq*$53EgJvbL-6s`fzQHPNcRteoRL_WdpR4uiN;1IXI6h~zOG z!!V3Fa(&XgK|fJ2U8R0Teu9RUumf%{gRrAgX*AroUAnh`cJ4tVO3&vqy=49On6a%N z32o(oy@c2W9G;h;`G8$C8$l3-))&uZLHn~T)*F_QGxmfGpqM}u0?5Q*BHrg;IkLuT z@K&mFWhPHEVwc9ob$eAJs3&#u{4{}()wh$?gUrj*H#QJc#{P_t{F-PluPW`T)kxCO z#RQF=J|r5*mSvB61bf@@HF+)qe<6iIBtl~8DE;F&%1Wcz$sL<7u&Xw2_TbrZYUs+D zLn7f=)R)Y+lMuYCDZzd-cTDb9Rrf9%>`}y`1K>4%{q?_bq5al-qA2KQ>s1vf)F0o){El_PX9Ehtf8f zSWh}q)vAvoUYUM4s=byc^e;O)uh{p+7BeKNl!V)@=6)0Lpd$P3!NfMGC`&Kwafx51k#nXK8O$bn@Zo4O0L zluA+@D#+7oIKLfo8k#YMwB-nR7_=N`X^j40n06MDZzsMe=|O zF=LW~zSt!Cz06?HKz-SXC(-JI8$!!VtHHtpqcF93Pof zTqz&e=vf73S#5gM^1N04xk4vG@B_sB5a1qVixgu zv<|nJRVdsfabFzT+A!tWqsRV}1|3;iQbGo|LvW~m6y?%_EuVnPo~4G(N!lqpgdws% z-d5-_&Xi=|PvZq>d3-mH@2Ay%Tcl?X zi_MnnBgVnQ!FQ3j?p1wUk}&mQA{(vDByNDaX*IiTpl1PKNZimWNJ%VAp~cqBCnDSJ zyIv8RxPbf6IG5?HRc2c6j!E@QN7y`RbtqZz={d{CvWrnKgYq|+4Q8ECvUu~%cYbJ3 z>?mAs*x|p?0Q?`qNwr%baQs|xriE(k|CS*{)1XkJ1NeFXH~F23V6cca<|>vZuC>DUI?ZtN)dN-HFDU&ONj`-MO% z2Ko@CpWz3x_y)Ayw{26ukzwfF0rV}lsvBl>P=Ge%DHG-Jw_b)L1PD@4mhKe_Y>eBw7~Vsp;ptq-iIJr_VOmH-=-YQ*KtN4oNreR2JZg++pTK90jX`> zpYsnPIy32Yxy8%#HbCRWrpvs$vYH3e`l1oI{NrN6GxA_gOR>R8@GG5iia_6IH(#I` zIEnED^<SbO#-cV&k9}wdLx#*a9Js3rrrh+gdRiK97O+W>_Ia+Sj-{$Au zy{9rn6f(T8=dUz#zn>3uzEhg$qq`uC;*u+RCLA{3v->u*gm(!pJ9}2%%k%C@qAW4% z>TR(Io%>uOPw)4)y1lvkAe>C_Z1Cru4xx{ra+vEE$G%m*Fi)y{g!8(0J9$iD0R|*k z(OamrUL2yp*R?a*qmw_H`#JJv3OlyBT;hDaW9&odlgzorYwU@nl5`rXfl_JNLtkFb z(7c>roqkifF8x#J&eWx+XW12toVK@Va)oF)7$B*PG35JMP{v^>Hqjk06H1Pz>HrM``v=}at+(|p*ev!lR+r9ES5AO6jx+s>dQy)t9rNA` zaDM?SCZK*T#YDeQvUhSShp@B9?9G4i#j2W$tG&Q%!hXa;BUL-eJnaqI7H8GRL_}wf zb&|7U-qsqg(MGfx*eSIY?-5>=OP!T`TFA<}#|&)b9A^L<|K~W~|G>46B{|C|GVykE zDKOU4e6Tn{vjzD2RE2-uw0{t686ya(2X0@=_bA463e|2EtOyNDe|{w<;RKmq9~%|L zH*1x2+LK~9dz!?C6cr?=_io?yGlFS)Bn28xxm|Y9igM}i{uCpfMA0gI300nuXj6+{ z1R-c<#$ShG`hdtVj*DNYGg|%Vw9+qE)v-V_MNX*SY=|emo;K~jTYjHj&NA>Y-ZeZAiQG6Kz7a3XmeR6Rn{kN}rI^FIqjzj39#Ct? zQ3GDI;Dj)tcC}uG6gDXHb4tgkJx>O!uwH}xP;d-V-MK2e8uwhBI(ZJLAY5+?axEC* zSuZ=k;KT;aHz#Z&k4htKn$$+hY3|h`!RvytQg2i3jSq<^H`ux~|7VC%ZV8Eh0ln zECmRxKxVezI$jSnEh~e30f6MQ)Y~s%be5lweNIo&G!uTGhBaXyIPUwSg(5v+$@~BxngkNe81 z;h`?Uxm7A*vUYvfdNve%tbk{bZvD;i63IltM07XeLA-9xjgIfrw(QvB&imGkC$57@cBZW_-Hr1 z;iLENjHek>QWIVY@tJop3R-hTh#H1$0=8JvZ;s6I`&50GQN?+#@Pd}^`;RJ>0EgtS zolrhEQ?fv@xhRAD)UowoGBaWvlBpPqX!3bO4VGsJ4VgPhC?wX>WBaH)dUSvd++dX6 zFJDJkR@P>}WlO^%0`bymudM!-IC|6lb`;w=v#wCjAe5O4b;HXWO_seOy^~Qp4){k! z7>T25;E9OzDUB~cVD2sJgGGGYoDp0HlUhCI?!@3G1R}P|BVLzI@>(+>(EH|PEb7Fd z_nRe46SUo6lPOBcwVzhkoEZh=SmpkTe?)FIkLwd50s0+=yag+URP>rLt!`e z=o(&au(9uRRwVC5ZmQ3Af3B|<>O+uOS*{=Z8Wa@QUc!0aiXfnV2Bbr++_29V;2bOr zj*0bh?A+!XiLmg{5KqlZeeH+X!GO!=Z|o$NlT|;&-^W?BoEX7&85|OM3X6QzRq9cT zZYfE)LOQ6Z_0%yiF$AY6;=Xpg{-&?4cB;uNjvb+{0vYB7gEdDMzh85 zAE!4P31f|pW_(_Bckhc!mep3a%493m!bSN!3r}1U8(CU|yq8M`uV$vwY00=Ml1izb z@jO3Lkd8ksCfI((9r+qC8%yWD?Mo$FFL#UbrDD~)So#m?`VP~D~KGl_tWYi~YCEXYL1bH>m?jS>t)tTQM1M9R_i`^qF76ezwmxTm438U>Q zY&tA+gok_>Gy3_x`(M2Y7|+V5r&kR2T>-liEYl?6IGi^?F7F=R=9OaC%rc3mu6(Jb{`DE4eBoK~{=LM>6 ze^YOo`l1^*(=ZG`A$Vr22*XCRW2ajfo%aAfM>8SI8#O5i#A3ju2JN7;aRgCzsp#oN z0;1-S=s03VYTFK|4%8Bf{KAPxZT?ALs>KcEBR!!<$$Mt1;w@~SqR)dX0hQWzHPmEw zwJT!8zP(NuGQ0g?Y!tl#9hds!3++RqEDxmv5~($yn$sasE)N*D0pvk8yQp_84Ph(5 zGstT6pI&UC*$#=~UlX8H;K4{V9v3lAFcSs}CGilVk(1a1PpA3UJe88-Z)tO6*4*GA zS9Pp(3qE4TrQziUn~0Z)XCdK1TS6f;--xgo2SiJd2WowKOxn61&ex>szg~iI2XMrv zBK%Mn1*oBAVj2NdO%ekY6ot<@T?3<`?eC_5oi3UPMC!ntl+X@uhN(>lvNUn;&W)du zGuV<&-9Szm^}acSd768K=Ru_~2erwC0BCu9$VLbes}re7n^>G%feB;n+7{$DJ5R!PbvDJ`^5tdMDG;ZlkC@ zkD+u}G2|+tW4!M^EqivMPzCBop)oA~zbc)7^tnjc_<@Vswo4stS=x8TRp^n<*@RF(6;301jyU z*lNQ8F?3xt4zCVgeY|TzcoK(WR3bpiWC84}wSnF{oer$U7JSX8K7z$g%#shuYOhL? zZ*sb+;YZ%Q+mpRCRgCpTw!Dk3|r85+6kqO+Br~~Qb*7% z-%zuHciX4c>*_Z+-xL9}?QrgwK;r*i|Df0J?@_ogJ9L7&TY*L7^6Ez!jK`plR5o=pYi?r8 zfDC0qWQbe{%+Ks`T9H-2w-#~kg)}^S$#&IUGUdY|z#Ga84WOfk-GY9vmP)mT{)vQ; zYZ2FiLXzS37k5rjn|gMeDwD^IHXQ&5l)%d(6Kd3vraEi_Dl>!dz>Gb+{i_^C zV2rBO;KEPO!_?dIz%XvqP5XnmgO!ip?oQbe_VnRt_9}o2Jk~~y7OSfpI)Xq?|9_-a z{~Mkun)wa2*~rthsSw39yAbcBmSRU%2d-GhIx9)8FzI?-e#}lHq&w8AS$X7!ed*gB zouvHBxfiIs7?mc6(|}aE#Fy1wH4?#o53t!|s_QX|w~8Q-wvyd(o*Y5O^owtA)2OJK zOxsD4*;{u$(@?0Lx_4x$D}Szlv<<> zvwgDsw4ykxQxEr+?2;?;Pk9=C-FN>UT<)3V*%SNL$kxg=*5s;0tN4i5NtNAHDE$<_ zOUI1a#FCyTM39D1UxEaB@dE4T#IHigTM8`H7g!~AGkr_C%7Rg6Vj2CnHIL-+ukqQ( zHsLUtjVFIxvH$n~&pY>bng^1LZq*ATiDI7V9TIwzuxql$rdO-#M{zkBQA~HQ23~t5 zO4D#-4P(#VZt>)KdSPp9CJ_A-;auJ3ByBQ#38j~(BQS!Dnlsh0y18#!BBGhoKD#)t zvsND@c~l~ehSn(OS+Rdl@Lq)N%)i?s>j>{0Bte zaX$c2DP%wYn0P!Kby_`xBdK$g^H<~qwBm95g*@U9>s)rZQ=ZRheR*w z3%Uw=(h|nEhDQ+&BPsp`3#=uv{P~N!r;7X&!ciw5Ms<8W^#sO2?KdJ*@oB%~aOnR5 DRGC~L diff --git a/example_images/test_seg_blended.jpg b/example_images/test_seg_blended.jpg deleted file mode 100644 index 333825f26e8daf7ffd84e0d31b9b8dd3d63f2de8..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 219271 zcmbTec|4Tw`#yZzB}+02*@YQf*0PVKu?%6xnnadlRI*e`F_xqz+1Dvc%veK;Y}rYQ z>?%=0){rgxc&^d={rP^L?;p?W`Tg{|Gs}J7*K%LyaUSP!o|nDPd!x`Hw1Ke!L_-5X zG~ge!_Z8BIm>C(F7#WzEn3xV6U}j;3v9TUJ$jW<|ivuRWCnPAq$ImZ(TuxG0R7Q-S zAASlUBd?&WtSls{rlqQ=DW{~YNWBTofddCv53=&GvGFL1@QWz^AOGw%K%C6hnG)WLK2RUQdT*6 zN>xo=|1`?L(8w5VX=QC=Yj@V()$OADB@djZ-}M_e{cqh42)h@4KjOhdLR@@8Vp4KS zDlsdYM9#_0%P)BOs;vBVMP*fWQ*%q}+qQS@?|b|D2L?ZV{xbAqY<%M9e`?6jm<6UxM(1{zrzCm{~g%>8W$%R7cD(K9X%6uTr{-);GpBAXAn_fJgkdha`xd8 zRSaQ<>BT-PZ9E{Rg#FF!;@iV=_V5Il=O5BgvspGAPvc#yJ!1&9cER)cyl z4otS*YhA{>VhwFXizW<8k473j1E(PJ=z|+i9;wE;OrP$#d))p8|>Aw z?x7x#tg$f)l7(S(7-V4oAhN(T{pU!cwiQGDvNel99eZRqjS01{0yE&=pbOw&p!VEozgcS2 zNpavJFj7WY7`B&s3JvJH5d&;>&Xikp$v7cG$t8xr-)+T+hhTFsp5U;8k?yunjPTV% z=}k$5_9q%2c##!HaC-#iO+iN@;}t*AEDR@!}jbqOl=%N9SKwh zruU#Rcmdutz_a3lj}Xvsntm*`195~4vM?3|I2R&kIve2NB-$PWgte~+t(8t;{9x>p z7i2oko4L2e2DAI0aTS>{s2qal_E-4EvFMwiL?TJ8NLWg)4_hnj7Y5bTrUll4KfepM z2L(yMTd9u_4bKWbOt6R3{Lid`1%g4*9U&m#G=9`xmGPmeeFg8(h}xM3?1hLD`xs)h z@?p;_=i3&>;%_LYBdW3*eViCmO^mG`x)9jJhb&>$00*?c$K-7 z>CNfDITtn8M1QeD4hs*gxpUdzcwQFa0?ZvuXQ#Le3pvHKF>B|2k=lR)PY;E7NlMsPwIcqUL zJUM?tx2?#I@Akp~JI>2K>>?}HrsJk(HcyULlp z`CZBh)qIwZFjLGZcAkAJE6cYXSe073#IR|x-S^#Oa?M=z=?$)wv~Y5xB@h|FH#-2OFBV66~(-*WBY z5DW_d0~qIDe5M*d+Frp#rzt6ppaVRE1?}X%$#hD1WHNLD|Md5~ebWU_Z_xw=V>@WZ zMDQS!-hu@VgQ@_KLtya#Wnuq$z2EsJ08Uhpr7r7W7H`#@9-V_vd#HT_R&T^)fk1pP zax0B=$zjZ7Gh=JjN9CAQKW@tEglqP`STI2elk<7@-3aQGaut~Bcx4MF4U`;0;rzPl zy{sexq;HJ&$Ps~O!?HpinxMpmkHi53#Guq{l^qyelAc;b4T$R5xhM7tJb)JpnrV5S zjEow_bc7{lsUv(05D(Ds#?@>v8wT)9T`E*%18ktqc_^3=ebyeTmnciHq`@fwr}Gdc z2hY^Q63*xHwsFfG+RWU>dNreeZXaQkXE;Y&`1Q1?gMXoDm1Na`KzOT&y&|rmA7;=K z8eoMzR~RYJeMvbr=ZRjajfS;;L;mr5ieovnNf}DRGLgnbj*8xjQgwaj59o}b4FB9} zd}qPtS?I5Hy@uxzSLJaQ&0L`-ywotK)GCapao+sv!7n`Srw&%;x2iLrX_-4D;_qMN z$_y>Vn!hZMV!l-4S|+F4bwN#~>(SdgEQd23)1Qxac)pPnv_7(Z!nQQN#9{N5evbZI zqZ3ihFDT{83iqsav@I0Q{yAGylfL^_^KBD{uD#heEAg5?C7}sbq_5h1Qtw9$W%7Dq zOtI!-Dk-F}8qKYN4T-~%LT`}vDOPon;s>wT)V?%HXr`&Wt~z7aDtJ_(I?;JP=5nr> zirGTvC9_-3JrNkI?s$cB$1hzo8;{+C2FXpTo5@W5Sj9Kkl!+e^L8)Ysh|2ZxwS4&9 zqe?^ktxCeHn)!vuA@4-du^#`c4IWWF6z($*-};#HFy;Q}-h;xgnsD00*Q%*ZJ4nJc z8q0Rl9{#8cnLwPJ=5PtRfEWCp=uwp2&U4FA?Y`3TDY4(rFA+}7rfm6aS&1UD)I!~v ziVrlFprh_Q%3adFX1xco`uBDESZo__l?>Po-6BN`x?M?~sdQByD!Do){q=^zh`}pK z{hDHF^ubPPERW5$a$D&rK4Q7ViK7LUOSb#k=d>Xi$iIB5+~Zv5!F3iGF%qsJk7VPs9Gg~bJ57ByH##jO2k@fo2;iM1%^5iUn4h;B?7U~Ns z?`#DoXhD~cI+=jw`2lPJc3)Nw0q=xhE|I;H!F(v?{`*AK(L?Wn37gVWtpPzL+w|G6 zG7DOl5I~Lhoe$a`?Mn4P|6)lK@IKVVP79Vdm2K+mgU8J*z)h*hfb9hocb`py9{h97 z5a3ddWfn9#{~`?dZ4dk%gx!Y=DiOk5rI21(p9BqKIic|M1JyJufW5-IlaH#8X9m5i%X zt7FQKaJMaFWit|P9!y!y#A2rib80B(Rs&p1pPwG1I1FPYOd_|cikAt{ z5|s(S_$?(%t8>#75UMTDFRabcdXax_y@3% zruEy?=;H=)Bp2qqPLBs3S3!IL7}Y+P2xdX}5FM~Q2?=YDqjk-f+2Pd!soe1V@K=YJ z3lDhGZueJZCGc7qn5$;yNPTSLKjE36BgOyTLaB+%%u3_FA#dSZVGZo(cQY#>gDdbMDYTRR<_LUkF zAZRQp#Doapcnh>eYB*<34qfNra)@&hxH%lPE<_`*z_M^k?Ha)4i5 z}4(lxI;ubY!yoqxobn3s6QwL&4GYJwR*Oh?x#l{<)^5BPVQQa-yJ z*u_7~q?h8k5RA7EnLk?a6OXZxM?Mnk&R8O=(j~Q3?LmCd)uPE~xlfxBZj_mcAnPKI z2Um*gOy&X~M;@g^?)scX1so2F*n>*W#BozJ`PVgV66VaFyb-upaW2wG!MloU+qXyZSxw&GU%QV`cN2CbzHMtA5mp8TKBScYZb7 zznZ^zqHR%2owrURDSrJ^`W}SejO!h!ELJWu4VrWkwcL?W*t)(`p!RFB;^!yn-JcV- z-9P+fv?Yydw7a(Y*S)I}Sq-bx$Y1s#`xp#L)<6BhzXoj&r`lmQuu>D9te93R_h85d zaU81x2;r!d0c!!FP6DR$7hph4x(_aVR4xt&G$jFm2nuFN15huRMdL3$76$AY07E2p z44@44M1+sd0l+jMEVkz#00Kk=+f4<&zgPUP-zG-X=mkIu0>=uNfCUYpJJdJ`$7+fJ zp$bGIlc>$-(DoRksNqKnBLWbZzc7Rn-|rd-RKNlUqoe{NmC(d6fGc>)FoXLvje0IU zj7o!s2)h4-J%IkOI_xtUfRi*NFey+1&@doC)iju3!D!PSV^fB#MD@PVUYfEWy24oZ zkhl`qPCpcnrNegj2?89FCz|%YaJcP>Qy%VhFKG1H%vSE`oqWXXt!$~Al^EQqJY+9T zYPbrk%!ajyOGOf)d@)DdN#zLU2>TZgSb9Z6r7*$LyhelY;@_kFv5}V1%J9~s)qFOt zOJ=lBh!z73al!DfXV^@tNiGC?Q((t^rjm^5xW@#Ngh)Vm1~DeG|C-=!Zgfjc>?j`kOFN^+~8X2R&l>12H|fn60V z$1xx6P0XZs<<=hH{?*Ze9V_0A#LDJsuIA1ks(m8e#_MWhGki&sn0CP$Hk$JMr^YXj zXIEQ{J_*1*g4JkqFlf}J4x9`B1TBcqiY*aOqzb}~V^YC?W*#dZo&OD@C zJ_Q|?a^V~nZ&CxsEXOh&@N2+FslgU_W)K!EiwheCYtQ=PJ|3aH)5dwCdkxvQls_*! z`0bmj6$Eo7v>8wamM*pqj&<8}$SHmGH>XIi7VX^AYkN_W`mxZ@<}vc8)1y5o_-^ze z+sPt6lV2sRdr*V)`8qoTb@nrQ3=$>^uKj(bj`V3?#>CxVm17Ak4px!Q+-HhA{Dn@8 z2qtO`*O?xVeshaEg~@M_sCQ*Xw)n_({*|3sci!TgLqDFy=YRb)bME!Z!vtTYow=;T zb@vq?KaiV0avflifdI-S;TBoJ=w$ts>&~;%InG3~|0RKrI}Ug53+U!_OSsaNjRprj z<#PzWB@{B+C;oUW`F(Qy=NF^VuINJ{%cXSPJ58k0(GuM~=x#cj{L@qB)A+4b=hAMx zf|;WM3$SCzGkiWKP#w!p7s>fcbr&(7%OCCK@lNa*Ue55R4(l<$VC_tNI2?7Yx>@@k zULUQ~Wg1jgdnd?&l0f5V;ufSc)Vy6QWpcUGp#2qV$9v?xr_t{dQ%+&}mW0L-IwMg* z5hZhaSFcFK4_645UQ%oAXQR*f_Gp3P^uspkvuWK$QoeV}N2_J+>>}rPA$1!}-|MGL zjRcP#)>kqZd7!#`xxe`mPl5WWjvD0bR3K{`mmx~JxXWn+`LOK$yVmpQ3U328ajWR_ z^}+PjQ5q>LI~VZkHP-^k-*#$KvvEQ7esV>$9e~ zdKCK3tcWf~UupmRtV;-8po`U|=WJvuzXL1m1zgNHy_O#(^?r3C1%u+we*q|sJtHhD zE&)q33>KCM2>F3%5CVbHS8rl*F<@|aIhSF3ga`~w(NIv zzfT)Z`;vbSmCX(tY8`wpz1-7`^2KkLq$f0%*2V%4MuKakzxC;2XRol0-1AN2f9o?IQjh z&pCTFXXffpw_($}mBDlI-^x#2a9b_L9H)$YBL3PLOsba=UUjFeZ>|>KwGmYfFeBCf z_|o;LrH##aAlbY%`T9AI7q}ih{Gbp~pVBi&5em1j35t!*&u?TQN9$T0JnGw4dl%&y z_w?z{8g1Ge;`W94vfnZh9<)yj;~hp-*%AGfd2;0CXUA`7vK)%su2{(x4(uOa$}>Lr zX*v6;GoH(gGo;IM)-&!<1L44RV@NPX=qJXNh`aI>-d?1uaa{IiXmmX=L`z++Gxw-X(6-;?SGq&dYvz-|= z?TMS3LLZ+VrIYfZEQ&3YSl^5n1{i9fY(u<@&U&g;&SKF$>@USz)=>!J)QQ zvccyf@M2AKdwpj{AuOZ6`@l!t9oy&*J}l|!`kzsX6?Ceesefs!PgksB6}cN=k)7im zSl{$GWn4@$57KJeFSNi&_|23hPHjM;q>#1yWc70{B*&$SNEVfOU}c`3Jn>* z{pgNr7%MRxW5kclo@~6>VI2Nn7a!DZ7$uvY&9yn)(|~Pw^PX zNiOYtj+@ohi=TEfM(^-AOco(;zMMS2wFkxTuzA|wXEQgi)VTQFV~WCZ?@Jr>+R zn`V4_Sb<-g8+n%ciV=v$Ao}9glZKD4Qo_~Wn4Jz_bo$>$2!3>Pc zgBsKQuai!ALb`zP1yjG?M6$l=OBTn$(v$Vey|?aNAl91@j4 zpelh=GG(F?3M$tGa0&GFG~%@Ydq!UB>;1kPqvS!T+eypf0GeO`;Ld9zjO8+b4_$Uu zfRFah=X8sF#m#1=u)(ijT~Aliky$ed(YHw_(9MS-I}<`lc}| zaZ60;IK6_kIL@6oLo*fEJK@$X!%76kC>iAFy=-Tc&i3& zZb~5=XCyYf4Sj?Alt2V4mf(>~hzo;(2M3aJRD~XBR#abrA?nDUj08*?sFCtV)kxW} zN)oM0JV=}nATN0CSUljZWq@H)$97*<1o#F!gmRA388#NTF2C(Ex)Ko4 zXqORHVqWw)-wUbdy_P?BHoi@waQx_s{MBE<&<)-_h<^`~n(l@UXffRVcEgEC@+e9w z`9wLkqHT+8`R4OXkXUcK2hpvFRNsY1`p;R==$}dz@x(Z3NZ!1~X`_pUH{|5C=R+im z@??L>G@mk|SY(=0RdRbsv|qz>G7o=-FD}c@l`MUzELC>>mSE1)Lo|zXHuseCz20!3 zEg&A)N-yyo0IVF52q@liXoM$)E-k$-k+EZ+vf+ z)pz>egS0NpY?N$Rx0au~_x+-#typolck}N#hf#LzIYzyC8sef3(7&@=e+kMqVZTi~nX9nWizlZfwc-9}XTq_w|mwS9i>PR%xB zXW4w&4ae*y#uC&RGx>^>{o}UhF=@HWntbc>U$z2lqdW1*n}UNvnwQZ_nC6Wm1d#QkN zPa_UwE4O-HR3+ka?zLn^_Lzc%JOet@m1wS8WN@L+)7CkXg>a7*-U$P2+dYY(-V1Uq z)KpnxZlNCr8-{K+EuEw>W0!h8YcZfn_B(Pfq3)tBn*jyq8=dlM(&BiYl5q`VGJNw< z$V}sGZYuiag%#`=Hr883L&eHu5qm(&0bQlV&2zV}!s@fX07xvjgRy|5Fv!7yNd|h? zWH3JhS4C!wIS3e_y*{gD=^5CsZkjX7vwCovvi+n97w?m9SId)1Ha2>-;>gey}G&ztrG)^NfjlhWH?c*+!qJ{5vPD`a$#s~fWX*5$d z&do*qoY%VGetuf9#rU&fymove~wCk>7wy z*45qDKl&n-0{=Sn)MPyI?9u)k#jh8e&m~{Kbz|PnR$a4Oq2Xc#fG(TkJ`2>q<@XTO%3(=Z~BKF@%QM!|4gVC z3wk5elpQy8&hMp1s$t)j4X^VaB(uFi-t~H(qO%Gjzx(*@GN|5BD0reDbl} z@7OqhWT^B_4$g)1$*)KAXWuI#rJ9f5SX%_?UC>`e=DBForLBRtUUJhmgVS@aXB79K z6gP{ur-&iE7=_z@+%#R#a=no9Zfd#s8jhZSbSp|~x2_bA3%;!bhb zR@K*tj#4YZxXJVB^}kJERwadBz6HyPUA~R4V>BE$y|3gWV#LxOHM-|4Tn^}Twnq`q>g{v8ZiFy_D&@IH(i+l!vi%FttN~+C7$YII_^^;C zg)o-?WOQ`C6Myw}rdC!6iR!jym1)I*>j% zFh-fyVcz1)SPM;FM%Er)nZ>Wn?@pInd)+vA*?g@x`1=Td#yjiFyST-WC}y#W2kW{k zLTx+JY^xz+$pjnrfCv}AjluqvVa*ZJQ~ZgBZ})FR%ZlBW{wCTbZ146^}JqaY}t{r5=v%ZXVr)O0t<^u*4B0v}6%4va}G zl}n@Ks29Z=0B?li59p>L*qgtN-0lWkJ9f^%FfY^p2tf%&;|&}b)l*R&=e{@kZ&$e= z6J(PaqY|J5;83`fsXnMI0r*EChwN8Pu_8d@!a&eKQ?p8$F1>s}^QGpQfW$!(2E`{K zKrFOS42LC@R|Qk$8yBnM+H!F9w{Ss37>-ORC8 zmajvGVvTYIJ$XG`B?7EaKG-;vfw_v2sTVveDOD7M#=&VCdM8s59s+Id1YNUMVHk@~ z4r8m_7K(!#u4yIm%8U*BHdS7N#AXqyV9s{7%-*evJc4mgR(`G#=SAvNQm!I9M|JY% zOaj$}34A;Rrx{D&bI17^xvrQ|zb4VWGBIULR%X4WT=w3f7i8eikbw*iWON2uv+1)l z6-SRX!6IYKHUI2hKHB_8_VNWmhtwR6;q)q%ldtNwF`;ct?a_zd`8{rXvBfb(=y|L| zC%|xb((jRF+%u-vl-fGO_m?UMBwqZ!4cdw(0tf7Y7_Y^nMAAS~HC#`*M zt{1XT&hr^`^#~tplRFZGw+nY>e=R?7zN8iI26cWAd_yD|)zr|$n^|?qwv!k)!9G>1(tyRD_>MG z@mttL*|ZTY1`QsF9Zvf#L-Aajw9#;!JOh`LW-i@NCv@&mYE7o&8HD2?!{wwfIx{*I zizAMH*yo?;&Z@q$K5qAxK^a*D_nwQzTuLvelWq2skyJ4Hu&QZ2F+lgYLcTB>)A&5F z|5;bDX9AInpmMylZxKJBYM}Kb?5uzKu~^^tRf1Vhg?<;xfA8WrAR^YiEL9cHO;pRj zzBww%yTw;97q;@&YAZ^*>gbm z{p2RzU*nv~ZhNKBdN-v!Je=uqPeld#_9ZdaLeZ_LvIQ~Ua~co4KPpC$9(7a12#;`% z*;{;_Lyn3QY z=rq?w-zf8)SCW_U-zB#!O%)B$Mr6C2Z;|>soayFf_#xm695sqL>Nol}rVX`6@KWvz zx28UO8;*L=%zoI>iPj4Ux?T@g+r486E99r^%GKY*hLqQEZSq}Esk{=>NcDZpf+@&k z;LXw+uIX6pD#cuSVM3++QNsaW>#alb=OY*e4*;dV5{3j zN4$^aCdF1)jGYmNw&G`TEr*dshTQ=i@9=BWG)qtEetF({GFh+`Y~a~)i{65v>B#A3 z=zTya$i;ZJp2)Z)t$QNJm(9_#p;ekcN>!`%nm)IESgqQ*tzXwIT5U2H&1`n+#^5T( z&P`6O6&1v%C1V;k1?umf#fBlKbvrNlRZK$B_QfyC*y_G?XcsVAfRqEisV?F`hUCH+ z_nS|ff|JKI9`#mN5ci-H%O|G`ES#jBFVUV_`)Ebcs^_bgo<600D^p-x#Z!B4l$AoSy8&t6hq2>g%<1%J}J<#?9SI zNn>}7IxBblqhgrn9^}w}G5y0?!oeA#_C%dy-n8*++!24mrN1EXqbDddA6Ftz7*Hn9 zX1#7DNAD~l*L%Ps<2h^J($Qm(rzQg`y40N