From 21a82979eb2705185940ff3c1d33678ce535b7b2 Mon Sep 17 00:00:00 2001 From: Matt Nicholson Date: Sun, 30 Apr 2023 21:02:57 -0600 Subject: [PATCH 1/2] add new pitch codes for 2023 season --- pybaseball/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pybaseball/utils.py b/pybaseball/utils.py index c334fc55..df24ea9d 100644 --- a/pybaseball/utils.py +++ b/pybaseball/utils.py @@ -118,8 +118,8 @@ def get_first_season(team: str, include_equivalents: bool = True) -> Optional[in 2020: (date(2020, 7, 23), date(2020, 10, 27)) } -pitch_codes = ["FF", "SIFT", "CH", "CUKC", "FC", "SL", "FS", "ALL"] # note: all doesn't work in words, we'll have some special handling -pitch_names = ["4-Seamer", "Sinker", "Changeup", "Curveball", "Cutter", "Slider", "Sinker"] +pitch_codes = ["FF", "CU", "CH", "FC", "EP", "FO", "KN", "KC", "SC", "SI", "SL", "FS", "FT", "ST", "SV", "SIFT", "CUKC", "ALL"] # note: all doesn't work in words, we'll have some special handling +pitch_names = ["4-Seamer", "Curveball", "Changeup", "Cutter", "Eephus", "Forkball", "Knuckleball", "Knuckle-curve", "Screwball", "Sinker", "Slider", "Splitter", "2-Seamer", "Sweeper", "Slurve", "Sinker", "Curveball"] pitch_names_upper = [p.upper() for p in pitch_names] # including all the codes to themselves makes this simpler later From ac96369b400c8cbd5e1e20c982e5f92d9594307c Mon Sep 17 00:00:00 2001 From: Matt Nicholson Date: Sun, 30 Apr 2023 22:03:57 -0600 Subject: [PATCH 2/2] add plot_strike_zone, with docs --- docs/images/plot_strike_zone_cease_SL.png | Bin 0 -> 41451 bytes docs/images/plot_strike_zone_cease_all.png | Bin 0 -> 49182 bytes docs/images/plot_strike_zone_marsh.png | Bin 0 -> 25475 bytes docs/plotting.md | 60 ++++++++++ pybaseball/__init__.py | 1 + pybaseball/plotting.py | 126 +++++++++++++++++++++ 6 files changed, 187 insertions(+) create mode 100644 docs/images/plot_strike_zone_cease_SL.png create mode 100644 docs/images/plot_strike_zone_cease_all.png create mode 100644 docs/images/plot_strike_zone_marsh.png diff --git a/docs/images/plot_strike_zone_cease_SL.png b/docs/images/plot_strike_zone_cease_SL.png new file mode 100644 index 0000000000000000000000000000000000000000..04321b37d741d9dd932ad6141859c7bc95fa1ace GIT binary patch literal 41451 zcmd?RXFS&b`#*eA(Lz!rt5QZ88QG&EvPC4DWbeHx6`6^$DKa7}d+­?1u@p67ME z^!;DI-}QKW?_4*oTi1;qpHJdE&-ZH_$8#Ot%FBuqoW6V-gTW9;JQP*HU~oM#7@X0Q zc<_}wZG(T{KfJaNRBRP3^lcqV0V}I7@fmoLQ@h8E`&`WI2pV2nKa-fNW)F%0nYCyBMMV=ka? zK6(2*<}~`|J9y|zno>96g=`TjRx4FPSCzO}hEwJ{dAw)t(M$p`iH~0+^%_4TVZPxbH zt5?52i{P`Att(75M|tZS`dF_Vx8iM{x!G`X&8M`4(4Hfca3dRjc4umO*PQ zNq1)V&*o;qxw!cst{YuX_GjfhuCcKZ=k!VI>RzkyCYsj5?mqFd{`&Q+bgaNmmiw<5 z{(?R({g&vrNk(SvT36kP-jEF8TvdJ663uJ7IJlEFuTf%eW~U*1xJ|n-P_T9MPzPHh zt;=IIQ3S3@(h=1!Pn_9a^1wC`a1UDc&VTsu!F7M7-k*y9V_{*T^45Z*Q8UMg%Tn2( zbrW-i4UvcN?CfmmS_?m>v%C9!NJtI*c;R}x6z_yT$M)Zx){|$>@K=?Y#=Jg5#%?t( z8lR95!DV*YZFl`%2PcCtpywwd}h z7HN_(Ry?0E0jnW=ugs(@I+~JBHu|ByKHZ4hmWJ2p#65pQYypf6GqT1Yz z=CyhF@S*mva5l_^ix*dVDh@wvE(|X;X_al%>%GC6mN8NCfFS7vDakZ?dH4j zp3}+2N?Tgq=66{9GicL#gNG;l%a`j(a&dt*V}|(wv_-pfX-99oTtn2*)O1Yy&(B~u zkmQM-I!of-gj76BrE8JjEULhn@eHqf+kbztey zqMCoayDFmcT~ES`9eu>Pw9KSu^?|*nT>W__^*hsX9=%&-J@b>Fy{Y3BlVw%Xm8)xN zX8UsJ;UcPgS@YZf9reAHvFu?172!3RrsL86$z{qfqjhem^ig*;+`lnuKZ^FfYU zMn;UMPMr!UPwJrBk<(UGtn?#gj(1oZhP8)}?YP=NPf=EpD9j3%HyO_CK3ug4c!+xa z9INI#J(SrN_bEAU)Y4SKmS6bfzB@}lXTm}pn@@^;fr#*YGSB@al`u? zlF1!kT^5Uy@A2Mk4rdc#Onhu*mF@f|Sp32#O~cgp>P~lv(u)OU1tRiIjS3mtR^Lsi~514rET8IPn#q+VQR% zRI9m!AR&cj#`xd?ih$S(>C3YXU{<~qMN8gi!2b|j~DV)z}D zt*oq4Q&JwnbI8a9`1<-P9PDj9p>bV)p_*?R;fy`l>KZxRmwpz{E0XQm8`TQ;1Dy(1!jJFY$J5C~{=x27_UJ()IW$2B1U@SP72o6LIAJZf z?J;lTN>7}dyu44TcIoqO2(wD=l+)1C(kdw^ypOzN@^KdmFnX)NZT0(b~mKyrJ6k!~PcTq;cQ=j2n62WeuD4=IhLi z;iN6!K@WNsj7Q}v6hfsF`1on1rKNaVLa@)L<<;^{jlRo~(91s7&v`mIJxC zVIm*G!fvH?rM3ue4dV5zt*w3NGgW?~ZuP*c9B0mpNXSrr6Uv=Z44<8Ge)<${C2RS1 z{JnPzD~^wyor^DXn?vz<_QU@XIXQXb{Kjr3)h;zn@y5o+p^1``(oJ^u z@Aojh?Qvv@t|LL7s!&SP;^cf1ZYWlc6HPXAkLY!!DiH`NXQ=mm^6xX9g0=aSn;Tm0 zwih2dKIAa+AhV~y$pZk!eF=$Eaqhc}81sUtf)V#9jusxTKq`LR^4B}GV*XbE-4qNg zV0mr}mYVi`r<=z@?I7p1z7F*X9wk;FqPUpPeSbw9Q@%ZZhMj|hckge`z&<&VN}=V| z$fT8NVQf*AO>KRBN7@rsY+y4X72i2x;;I;j;Rd)O(#p!peskEBdYZ49nHE`RNUkt4 zzRhXjo6q_xA=ANw-Cv_npYO{__UPYKNfAkMw&SDfNRoL5cm2=w^sy|H9+vX`RVnkr zu{Zh-9`L_S>k9*9eswRav?~oczw0%;uSv?sY2jZg#T!WzblE&^7&6VLUFUl-^uq@> zqxLU&T2h%kO*3r?PxFi~=H=yiF1hRmi&K9#>B$I}raOywj4tFY6lu;GY~_n%eOWrk z0D>LUa@)8F>rc?1JFvj?^!qD>JfoVsKMmQm3X+u!4gY!Upr>~o4w%47Es4OvddD}l zf{Z%;JPvmDUU-S7kIV=mOam6vhaEylv&swqS;2tXetB1S_jlv2n=HjM*O*BCu+9%3 z{?r-qV?J==y>ji^OIVk*Iyd5R6$uQ(p?tCJ?0x9Y6t3&@Jxf{ERD8Ch{v0ip<^?vB zAD(a(;mxRM0CITs`Zb$D3nfMfyKe&srAK?M9!>xPg10XR5C|39&EwsLoebIF&U0sE zV{60mZFfgdm6mKd_7+&sNHUI(j}y9lgyYeGrG#3}q?YeLT;{Uof!*@3o$n5)trgV= z@YFPE{QdA)YkTJ!wc`N>7GpH%_V!C`_x?SL#uwW2m3wC`p_gjssX779!EpqPlBJs7 zoYCdHJDXf|xI0hIX?TvtZJk*7V4WmQIbC;srmeH5helcG=FQZqY5g4XPi^1vrDSF4 z=;@PpypMSp$4jvk{mIIld=@15M#1;{cXo_<$pY76*_P&yAevT#IJX~-A8w&dEpy&5 z{+;Y`xE3b>)d-;ze{zmDDJcvHAk1~8;f(b3EZB3HbbqVq7XTdgBFTf4Q|1{|aR1A9 zeCugEqG7qtlaSQFg^~sgnbVrqG0U^|i=zmt!Zy5IUx@=N37xcdbL5>;coJskR!n14 z(~5H$9C@0}{?9$CyKB~!E4x%TL>2YOvUqNk0q|l{&GmtL!S1qYN+%s&`RSfle<@X3 zS0l8&mRp&n_jPoxW>y^XUA=nsu=ygUt*veSZ(oQvjeB7mA0Z(-;l+y=AL!_e>GS{q zoX@1VLPwYMfPyLTfvqiPWKy>4j2_qV4s;vV+Y5b-OMlfz_Y11e&aj zj7H0U@w{FPn3n{gKfb=FNm(_2VGl;IY{s1or%#{u@$tEv*|Qc_vHzOFqBOgWtE0U= z@~@4g-WK?%lh$zZQr61LVM9ZK|2Mob}o@T$v7r zn>YFX=80tHO--M8NBMHxfu7cLJT%9sgU-BsM?a%@?&e2UE!oys!HC;BxRaBU;-#61 zw9MX-?9WeA2YJ)SI=*Zb#zwy-q33!ya@+o|3YW#Ow3yfrorEv|KEk>f9;nIX2b*dh zl@65vy50i2z^+hp=$}QO5LU=cX+&-97u5X+jCHYsE|=W`sRf-W?Sqnx*5|tX3}T($ zEH7JjXJ`!Q9eCjr{V>j3g=)%OSnjfAj(xnnqyx>|b)}9>9l+gndU|fh1>iSHU%tG8 zjp3 zJbn5!z@2$-YbmHf&-gnQ&=a4o!Yq6QxIO31OIO4i8ykVn*6HW4>DHd?PFE9$rJ*oe z``y->q^GZM4Pg6sf_Mgzi118PU zu6ju~zc^gRkHPM=dYn9Us!BKe-N%pJe`yjA5B5584CG?nHlKzncuyX>jK09%h85v~ zqFS^w6$QA7#J(hEa8MnUH%(YHx?~F=b7NW}j=&L#$;lg_^w$8Lbp*z z`thSR0On`eD&atdi7N=xm9(^$v}}~MwB+pVxz3O>X+v8(OTqQ6?NK6V4*)@$fj?D& zMlsu!_9SNkQGR?H*LUO``nOGcZ|9p0{5VD=a934T)vq0s_ZU_eaayQFpMc#QivAvz z+CBj0o)9`-eTMZq@V}=y`q1>Q!=4xZc`xM?5bzxOhiPxt3pm?*;!O2{R850LHnW38 z9MCHDprD}!=Iz!R>v6bqC=kQO#`b4&as^t)`}gn1wTSirXR+DN$hYuJoXw~>bXHJQ z{F;%WKiv}Jy4hzSb4c{-M*sy97s5218KH~T>anjZ6pVbgn)pFWXN@=0olXH{P!GVM zo}Qj|!NAiZ>l<={8yA3cq_=eKjCv8VJFgqUf>I*ZT0b$CT~AHR!0=PpjF1`YL_GeA zm(4})m0=9+0xn)BRL%HMg}GLb!<_GZrUdrgH#Y{%d*H(T@CXpIHxU9*a+8@^W_Dw@ z#vV)60IfP1)0Jn^Bc?S{;Zacxhe=6QHIn^u0Kh7RjrktAA-Aoe)TE>-AGiKoqYyqo zB1!<@*(0P=pJZwVYy!en9|FY%A#Cyhv5OQGX-6>QE1&AxuYklCk0igsG0`Bn%=r)) z7$X2y#M6|XXe26UYNm&-CJGh-T2T@cd-Gj29q67k0VR)oGl)ey+zN~vP=HgReB1>$Y|cH^Negg!kp01Y+ry z07z!wc7iI@Gc)g9UQg&PGUUFukP2E;Bfwa=dZ{PQkWy|QQukWz){@9^s!a#~?az}M z0;-=X;!W6S%7rj?vHe0S>Z>0@LOMSEMa0BuIwtuVE$xRk!^aE#d5Y694zar+ARIi0 zp4SCp&SMZKVEv6}et$OJS)DWnz=QrATEoVM^1-!LvbD{HMMTRc6T$vqa%zgpkOP>S zhE4OGqmKtHG(7y09RPzgZ))e127~?ri?~Pur|)xvMLEzZ6soGKQbCEEi!g}g)m0@+ z4BZ8?nvNjThuGK*Q?4lV^0c%f2MZP+im+Y;jrq`bfkwhh9xk>0`J=ay>2Z+Ouv9kX zt{H0V{-pR^y;oA_)qx?9S2<@vdzng(bHB#TO_tE+7+*sB>YVt4B+u99;>iiUz2L;G zuC)rU0bpH&#woQ-|7u$#gcx*OLosu67GO-T-n_A{yZGcb0QZUaPe2EDXZ^pWTZv=v zYX6_Ax;1YXJ>ea!zJ)3j4w(y3x4vEU<*A$9a0VQJ_}x3t20gwu4PN6&1<9BhS)@dZ*UWExe^yVp?kot`KU_LVc>kwAj}v2} zC11?nkqVlidJ!laZL^2rX|quHPhPF1`PeaAJHPQhH1t)oK7ZQ~F;1m%o-XHQ(3omw zZFRF%WNpI&8)-O9FM_U3xGGNdn%F}+xq54W273xE&Q;O0f8uv;J7~MJLnT|MGAHyn zoL2P!*?Iih06{fud3pI+hB&9pk$ygYE`(lAtb>zNrpA!-eQazC)EHSaGiD5M8Gfmc zOh)qM%(!t=Od7?VBdjs9;wmbafZUD+@-KeM%33Zg7>S;abqOr8na-b!?d*IE&882p z2ca^6%L5tD#&3T=B??PnSPL{Eg2RB2CCqQKDa>XeuSWs;niOl9D5z|3DCxgh4CI^9 za&m^Irrv}W-vkmti%DkLkM=|<=o`4 zcDI&V0qs)cu63(f1V=_n!V|*3ekm?4?klhR@#8!VjU0%k@TEThAptDD0o|nhUJvTVZM#iLG zcy8Ow*B<&62!j{llWS@Y>(G7%3C#eiC89KdG2-Ln3t?$_-n}s2ULJ$iVFgfSccjE? zUbq)6o0u3LKmpkpz7_b~cN{f3I5piiln?_q<)VOo@ux#h*le@x>|=IZWQOE=b{W@A zT2t8rwzM#q?@oWLq;y1WpdNwTt^;Kz*Q6&pFnTM%Q0w$jw1xLE%2*iG6Gj$ zBtjeyccypX%A>yYP*yhS(C|wH6VDgeo-smOfS+KsY)uu*3j)`ck(z&i%VWoD-m< zPE}wJSfSAh{LKRe7c^xkW3WKj4LI`OJ+ST|UQQC-<+GjnJ*o+07!Uw#Kh7wt$Icma zd+abLe;3&pV61Iy-Ub9rR^ik90flBf-j4odao-N4v+y{N!-#aXg7*;-r|vpCJ9}-avydSa2*iv}w*rua<5YyfZ_WTX2iXAA zW1XhRlVoEgfk8W$#lCy@4sU7bb1cZrAZPyqjEku>D;W9#n_L?rC)9TZ6D{Dx9;W5a ziwP1~J(;85JPuE+5A>1QjpEoFX`C}q!vc^J0T&dGG#(N4FX$T$AmppMVnH7U!LyZE zJPwZfK^4v2`}c7{>=N%9Io6R1L<$xM8csO-b6<}#UAW{#g6ro>>=$rdtJ=|z0{G+} zaplnRII#07FR&OHrrE#qLyx@;j*tGHUB6NC9iEuyAc+IAOi-HUvKT7c_qBZn{G5}WRE*0S~UVhO>(uKmTHr7c=C(7h3v z@8nFcx?p8OdGZbVxOSzhjknHT=1jR)bgZKgj>QdndT&_Rmvw$*Hhs^-tN?>?SPYkv zZVVac9cI)oQuTjSn9DLT+i{PbJ1W($3`OPT&w*}m<;IP~zR^}ab}Fv;F2LK}nObsB zpZ2Z%rNe;Ov=0i-*e{OO>rgmASOGG+K;0-+qdgF694mz>M= z5}-ypK;CR{$~cj%0_W>qN3L>a@+}62(fk4P3BV7xKq7h$_fBA=Q;}e}1PgaSI+_Rh zfVQ^lI(GXLG}uunHVGCZ<^Ghs@8KHz@2pMdIIfH*c#s^6{FK&UL;8qC)~2 z1AGiA1K)0!9r3_PC7DN|kJXLf2PCdQc)}dopRTyFC>=0BQS5oj3r~ZG;tV z_M14tvPFPVD(Jkf4aE=|WsflKB}&R)Ad-jy(kH*IjVUTBa)m;6Xk#wCJ41_i_EIHC z4zfKN8buR<{Hl58OP*;N#lE|{&WPUya1Z~K;U21mIyLQa@B*Lu3O9F{zyDcXUERy+ z&w%+L!31#xqy%|j_eP*$dymz47ZeLui!0(Q2O!7V<2EofuX~=Q@Uzp$}fYt7wyvz7{XtHj0Qyn*eqgC0DRqS=j$MuBzd7hfu{r;Zq_aon4w6c-$>*Q=^ z0q7D7x)Y11Z7=sqJKJ719n`4uI4tl>t{9e;l`xAc&`?+Zg=}JQXW62fK_}t>5dXK0G;8Z1)V@h{GO(mS~Bk z;WD+yJ#finK{f)7uKsI*hbwrTkR!M<8QQrzw`#iig#Tf{>1sVg9=h`vO@GX8zE@Li zGHJ?*uomMpYP)CFeF*K}ziDzDw)~2qU<{O#Y`uo_z!U>h%O{Bc&TKf3PfQGy4vV0Y z4)O@-Izg6IC&)e-T?UN-RM0P7c17we(sUh5?MuS!M;k_L`Im)gDdU%cN1j(;c9r)D z5B%`6e0)Ff6xA0-hd%6>aZ#y1dQ`PF;?W8x^oI{I?L!F(ozcn{N5T&Ho5!@_8KV*T zbU_jTY(iW7gF_RL_Q%08BOH!iPNI{DQvkyfIf->a-U5cj@chBP5Gs&@_B=wb582 z;Iy%Qf_IY97qJt;Pn4TJmMNLFyZ=L(2o!qPv>8UgJ<9>5uT+y21M&qeA7AA2rjI!C zj~~|pZiOnQ60!hhGX=22Y=9fo9{X0*j-xo`J5v-G_!+RSz~Dsx0?H`Xa%;$;AO-6% z;>L{#c-oW9AKJH(V!N&70u;{?+$5*J+4U+p`UDLP4W*DK5dX#sYt5{dpXIbRC8iYz zYFbCKT(Vk$`2|u^1r?Q_uTGKdXSRm3dBJi(Ur)kwGx`P221+5!fWWXe-CD1kZ3+6) zZ4enXoo8?4oAy?IcnA}M$HLmNJc98=a0ix1_S z61sF2Z>lAx3BDh_u|>=*j$K-rT3NBt6?Edv6Ie!E!UxE!Fl z03mMFa2SHNbt`LN0rM;JjvwGTODMb{5fKfb7>I*!6sR(Ss-`E-F<=b%CZRfjYnxs5LX3i1(MAds} z(k#SX9R$U{LnUDd7(Yr7g9wen?&iXLT>sfKXA+e z!3HqqMBuQ(c`$&>+}YK2XCMyNms>5Vygc@^h&Q@HASpRve_8-ohVEd~!doxQP63?? z7QP`vqa-qYD@gL+m4FgHzIpTPZuh|{&KXVt$uZjk8O%wDQ}9ej+Z4iCd~BmsgP( z&6`EI3{vq1z6*TD3GlB?><_eT;8;q#y9}L3vUc!RQhRE=)rOxWif;8s?d39*isZFvl9y6bf#P} z-&3R`O(X=xLh=LF$$`2+<`LqRsq;gkE4a8S-4@$*6!iZniB zn=5jaXU}AA-NbhYNMGQ$Jpa(tC*l^~jX3M75pc{<>Imq&9tgoGlXjMz{ZIJI3UG-* zpnonFaQQVvt-ybN4hfLMeXsF9S5W%V$1{|asy39P-O1s(kkj)#!)=AKOSYHIGvni1 z-r_1Gye!m}Xa8#Ecy_QMzPLD&f3eUD=r^R-klpMAp@G1!vN9dp;K(~cBL}RHU^N0w zutFsP&dmKUkI3M5jj`WXo|2{-=&9d+vE0baB@9|!*pzwuosB`z*Zl40HdDzQ-9~(MA6^eyp$zPejN*SdcSqp=KA$&ywB0o{>x#yDuyYCP^U?V?bUvjJGy57 zJ)_xuMD8$>FVd(52!BUa8J_4neogk#ztU~W!hgZ+)!@=+CW=z(-?LZQsT92LyUN{; zjs7YG(ZL2tKB!c<3u53XCB?_X-$yT1*IJ9?y(>WL+zCElan)7q`7ziqX1cMgYg zx*ZNmyj>^zdm;GP#@UP|zId??x=~-D)w8IA8?~R0Vx`34k`7ftIiH#8x%vfXy-?}nM?r^z&x+A#iz~I&JL}<&!Q20}`JwB^? z;X9B*Fvcb(5)k486>G+}{8TaIw(7OG?%eqRq5vvZQW%E7h@-47u3y?Pccg)z>5yCg z!x6U(=i7b#Uv5D-Vl**K6Zg}%Z~j0RgTd8V25mUx{rhTwb&k-!`-*Jn@7%cqO6+|R zk%2E}#J&I4T}6OUE0rvv$Zl))Y{lfMFJ`!vpyPoAGm0(Ms&EH|a0S>j@*g4a_!Ff; zQywKia1%9)36zfs$$y|7as-gH+oIf@4olMqrN`{{7CQ>qElp3zbo`#R1^;{v8s9tk zG;rA#JOo);mkRTkasB@DL~U~e``HHRtV2>#T_5h1l$Y-f_|%MjN=Z5C2^1O1pNxzQ z0f;F=5LtnKvIZN)rd^4Flvyp@@j-nvze>7)haldloJ45z8%|KpbBcR|vUhhDO=>2_ zP%Z=72xcU31Pb07R2X*GZA%QQ)!<^jsTmuEYCZw4`W#w;S$FwK_5ZCpn-_$HgouEp zMJjbG(8Q+CjovkMa(i{3iZMm;v}FE0z03ZE(_aKhW%u0!clQ>rUwiurSl@B#gcG|O z1XWh$qb&=jrO^YkE`mHQPc&Z&Tlv0Y)CNlVg7M}typb9Hu>>ZH->zRZZSh9l1QoO2 z-4Q$7)mXU2TFZF<2zR`=b+d*$T`jjQ?9a~KSmBuAf-zbx_B&wq(||GW&&!8u%cNu8}; zE9dC&bvh>JGm)ma#K{c*kOZf9eN}gR`ZpF;8FxD&>dAYVvl4_7Ngl2q#iDjq-?-zl z4#6}E1Bq`5+{frFAxa|1+<-2~;l963GW5aox?&|_yvmwN)HyvZ`YlturYuALvK=~I zYHdb*Tw&(uOTRSvqe@dtxhz~DTo`~SEEUEA5}rpTw@&r(e2bAq4>#DOb?A)37Ipwq37YU`X-r`aN_~aw;vFlvzz%gAYw7$Q1KX z>iXv?`D@IedDBNSa)Du52C#}K|NG+B@} z2td#=Hogh0=yA@1QKT3s^q@b10{aqNSl~YT0C@Whcfe&10m~M2YoK<6V7ncbgR>Ri zF{=W=&C3P&;sX$RCBKrE;g55F$3x7fvQM?ROL(e{X4|EyR0Dfk zvwF11fPftH4rB|TLTVNRyq>unTe4J6d-duI#AHCTXNT=^-db$#{Hhos>>&h->Nw=3 zpMj=y=mOGI4S4Q9K$1aGhg-_uM&D4FU%7eHw;_bSpwKL>>+~qm93ccqt6@zfq^0#B zSB22pyLaan3nvIcVnm%486MycZ;hZV2uLDKQFehZ|5XrQ1>dd*X>FY84Z#&65$kk7 z&+Xcbo$J<(b39Q%>o`6>ccJ|kMg>Ua10sO<$M*KNase5Hzy9{+w9Rio+BgFGLeLGV zkGBDFfs7Adgitu0zkZ1|fd?&k zh?SL*c@A1ZDfVy=Isg?0VfcOU|0dvtewcEh%?DAl6#@%t2SO(!a7mE~_m`S~r)%d` zRE?UQRv~Zn%Q@V?)GkpQ&ue{%0ehBL)u&~a_v>%aqyno20R%e@JAZ+UjAkVk^lWy$ zpYQN`AZAewQMtfN-yp|!o{~};1XaM?kWraxjYFA>+OguR`Sx$B+fEH zYDH>xBQN$n>D=aV>+|*5BLW9x`+v+W0<9VGz`A*vz!|&3!I4vCIR4p|Z%C)gOwoON z3?Gbu!o9_kgPzq@!Vx<+u+7>*7S?oKc>qQLnTG8nzd17RkfY*^Qx{+G4ywZIgm|Sb zC7zpbE2`rQDB}Y2IC$J3kV{tpCGI6V6Lo|81%Xb^#nLrdl$^%?IN#>{A2J=8 z)FxamEXk-I`@`W2b>pm6d}zFfE0&~uVjWFFfWv@_065jd!1}q;_WmF0C}w7$fE7~G zII!K+LnRK=faoXSI}E!BN2mNLxC4>r1fobAg#4Aisf>--TBm@HFlx(JG!<#m|Lx%J z7eh-(uKKDYM)d0{JUF0N+(z#j z#bw5)3&gM`UwYWltpeWGd!MY$b`=l5go z0$BN`n&%5a5i1bR<7O83$NqIM9L5`*uhWV(>PpSlerC3acW_oWkImc>q@Mg-{pf{) z@1J*iEDN@b4WAq6i<@xFzyvIXP4}k})=csk@cduU`+xe`J-Zhk1r`bq&mT9rnrl`X<{d|23 zXOp4;5Z9Y>g@lII0_$&me?uxz%EgQkXd@(Lqrvb1s}@4U1~5_rN1V#g?OYLrMKeIE zoalXKb^Bjgdly|)6xtHwSMue8q9l7{TW{7~z3YvW)e&KGvxD3|kpia_jg6!7;-aFO zU;yJJ5fO3`lOa%1sLoQpJ9i7E!hm9jahas0Lq-6_Z$O&(1*H>VWhlSMKX|OHoL|fm z(jY1={mW`D-O&F(M@-Y(Yn4c7{e%bktT(<#MZ3S4H2G|ylq3Uow1z8&uzc(d1z3H^ z5=4PE=$Mc{{qY||?+@!1h_M|B;zTcBzI-StIS&2mQ&Lirl36p@3M?AMXod!)LnJ4Jbf^&tw6`I4B3^E+9N z2Kp4((HI!diddPbUz*KGJH#--lREO~V(BLpGZl8@Hix7Xh+>V$Jt=!>ea~)|L;6 zUJxk!1)^mYgcF*m90uFQ^EI6&FD{nvnNz!O>wqoTNE;+j4LBc3n>cqN#{j-rB1q3* zS-wGr78Ep^>=r0IApSt`v1Ve0Q*{b(I-WN0X%Ju8!TQ3QfOD$@`ll=0VleBMeasjW z3nxFSIYRl}25JMb3T~(nx*#U1+qOM09V`rnt`G-;b}W>oyluBrw*L%-PYj7EYI&z+ zI*tTbefG~rm+jJ&bry#9!X5CJ28&1%F8~lR&;JX8yaU!FIWchs{Bi4pjUE~<-=0tu zS4)m{_Vr^a{;4GnY9CbWiU>}l^DtaQ2!TsbMX92i#bD+GMH=95ZXtI0VB*8`#3G6h zE+LW*IUt;fX8J%n!r50WMt*vIJ$Ion1B1^KEw_sy4YsxAB}3*Y-ids5sDXDuN5gR( ze@kCD?t5#0Nd`hHPH=9Ky9eHCJI$u+@JPtNL(9-;ULO$_#B!}vX=}E+1~xI_@8+{5 zF9i(q>FX7Hi~Q&cAlDQ4KIQ5Y3EaA_MF*HdeM`q1!8%rQ;tW>*bD7-LqJ`~ z%~=MS8(}4s=%aR?`K-TWV%lHA24WB)#F@qb4;fny&2OM7kGv`lGe{1C&hsuf*y?fX zc|*O^DoC(zlcwV=qwcEh&r4z`pjda#CG}UoLk~$6(4JQyh-e8%l7{r0(&NYHsHs~( zWV9+7LMAFuaJDEk<5ag$TUXbXp~3$>C#MKJZVKj(Jd-EG&hyN3^YhuN=@5+fw&RFMfcF+tzRB)(2(7r+xzYPYC;iY3~IvZ}kW&XhU@0vSbL!{eS z8UGzD3W0gY066+F;FRE;qoDBXGM!1k8-i z3aT!M8=+A+NXkqmMVa%Za^VL52c0Jw_2QjfraI_;Y4mv8u3v@G^cY@l--;!uf=JmW zrWL#GwrgALums0Dx(0fUBLurK$PY&!KS*%%5&|wTrZEPFzL^p~n#x3B7C4uQAPYfG z)gKJd-Hu#4R+!*}+bPonI!cfo(U1^{(6c|vG zKrLwn>S_V5_Q8v>Hk3+*%fh|gq;*&g4F`?;p=d5#-e{{IGvV|`F}8yYMQ;fGZo>;DVm*~asf~AlXIa8JPyyFNy^eqeT-_0Xf|uJTfw)_ z9dV#1`Hw|utIt6krr~>)@A7oUUpj7khGdfI4AZl1ZKBeJ(x4kOzLU9v4$XVUJ0DUS zLZFd}MDOevM!sPYINPj!w`j=m*3CzfI`9s<)z8Bf6d>L9+K}TPh*U}He5`9;MDC(Y z3PtnaB91$+3+T4jc)uwL_58Z7dlcI zk1`#ichL{;)}827;yvk?7thT}Ns|30e7UgfF=y97>|I2|#yfk}suKeZrC%S~|> zl9G^gB$=ITyY!z;8e}0-`?!>t(Rfev0H_Po=@_$aiGfxu!|b7T_3E+eLwz5z=PWTUV$%iWZ?b8f= z)BWe?$mexDs>_#M^212NNc;6myvSJ8A6i;wVb{?7b3}xMg2H(S2ti&Ep(-%b)8k+d z>OsPY;N>qc4CNISYe1uskd-z6AARudN?|E%bb& zXWsS8qZJt)v->@SmPP7j?exT#^eCSmRdQ_PXy3e2GntUj>Mkxv*~<3eEQEw_0WdN= zH=3@J{SveSXpH#V_NT!q+11KSO}$1>KV7&f6|MRo>UdU+N+(iD6Ld`7 zzGFQ2o@k5;x+ijoAl<|23KO1?qVs~;kmicRB{bI!&Vw!lh+&Q(0*s~4J=m4^N`55b zD2RLi_yw5`!!Yuy^1+(|<`#ZjFC7OpFZkL=5Z50#7J`4f0_b@y$Yb9N#`4e%0OXQU z5OM$cAq*J22ZRVJ_9;+PARK%z9kJwh@nfa4`*=&aD{WPm8JZ<@bn|q6T*Zyg2fmJEV1LSXetAB-(b&pxO zP%uwhxiGSRt0C1-8i;s%e*dlFzeL)}hhtV;&Oy?;O{-;(7c)gfYR;S9?J#15QS5XAk;hwER7LX^! zz<-rLvMPmMNYKA9SALL13#7?M-eWzsZ1{>txO&)lbUkYpT`#itIVC~Nbq()%cLWjqu)0rY3WsC>EZ zFK)?yB+w+9Sw9y+_*LX;IsGMUIQcXvphYpVzBUez-sMI3#+NZ|9`g>VW$!Y4;CEo-kOGl$G_ay88Y{rl&Bms12CIY`CT2 z%DdQ&Ae0D^y&gu@{p&@fuFvA}UAiRD*hc2>?72>AY>pJf-H+BCl%=N#bCocAz#F{q zzKy~^;A01czi7TxQhvODfK++yf^Gi)DU5)ZJD~0%r2`_3y%ioFAzNsc4~EcmxuSsC zjRK9VUa;TO+Hx)v*zA1=C9Y#K zR!$WoqY08>;Lim7gTOFfYz>QH4f9TqAde1mXg$cQh+|9FZZ4x$U4!m6JQDD zKn?;jl^7K1DT3Cxzm=4nyoM+nOj_T5_Twy?%Y!*E_?;?=5CX%X0X~>ENs@`(0Fb+a zbpRm_l(uQ`q{1-EJnt~_J|uNYOBBsH5Aqj<)V?eUJrN8ytxvYNA6*TV;^G6B>^HA+ z=Y&iwPr{Wbj3M-&%I^yn20n)}KNtv@Il{ObXz6E#vHKj1jEvqNMu0)VY@GQyPeO9` zS75T+FAd8)dPEGdg*vThCnbN2SQw?`6KQ@h#4!TDc=ca-*gn{U9g{2h5i}A9R`@>)kbBn|!ks%Ha$G+C5(%^rZ-etrOhV$-W&9lUQlym296p%sKhiKE8J7T3vrK+mTwE)F74Qj;kAnSY8e(t&x(ej=#vr4x8OEE% z_8?afIu*|&f8~*>ASk}GnyRT8XZtrchFD)2-tlUXc67b=pu}GL41vXp+s2))S_9i! zZQ~N`jx`S@&|@5VP0bcKxZo{~0q3&F-G{JuC7Ab3C`*-V)Pdqha0^lXRwTJYCtC&a zAe8&N9U%=7gIC~E#ixSmYha0YK&?gkJ0#p_fJoec@p8zyT!@ja zhvBroTq6<`X+Z&dlqyV3%NPfHH9j>p^gl%h?75j?v5mC&%q^8y(_IF~s93hLK_lJ&P9>2H(^#7`KU?3u-#iC&v4v1IAu%=x={ywU0@Lac<`(X#jv&be zVlU{BX}Ry*0I5J1Y!@`+i&D^+0>l7e{-u%WoV7)W9w`-2?calJj%XKz0fKg()(243 zqtG3!FGMC#jW{x|hMMEej8d~txm~SYs(HQ@v;64eMAMqX7hxvJdktJZ(q6<{`#OQI z6(z@39A#~}aeXy2iNZNd7wq{#qz9c%Cp&lFpnAb}6`Jm&M~@%smHeSC*OFvx-26jA z9as6T>Cn15@HGj2(7#*>48YL8Z^J#v*o1fb-W)dF`uishSpi97&Q)-44~fq2zp%j9 zdB*#*cBKQ>>@42ShWmBAkhih4;yLtUjpAnPDX2kUbeCRV0Q>ATahncZ=Vqi?sY2CEG={JAy z*0M%7J-5mK3LoPouSXuy&P=lQ5OorDxOe=W;@BRVv#OQI)YYOwEbRLiLIMJ*ESxe~ z@18Wo0kzC8>a=kc#{@rg9Q?{}eUs3DJp!r^I;?BD}7U0qtkjet5cOj85zc1lOzH!X#` zOTiN7kK>&KLknU7kVt{ohfgSe{3Hm708{v47DXK1l!cTe4-J*xxWWZLu4wt47J--%6CX=Wm=9<%syr z^l^f{dfg?@<|Ygi!XWm9eaVg4LY_rnmv~-dMA$V(K)vH%loaGeo=YHx1EO-%rk$;^>LzCll7)t4Bqpcu4E?vZH^E|dJxUPzjUg*A>lGgXyqDcXw*^6u~#&c#>kHVs-g z5A{;nPq}a7zTUGBIoCrimGuI?agc>oOmRN>Ma=&;9Qr@gN(Kirgq< z#7hVS$pthNZQGCvZtsS$p_6yZ$^v<5N<9ZA#26p6wz$oH?4!WA1Vr_Ao;#a<7V|*? zotPw}BapavXIgzIRY?VYUqD-Ajn}}}NB6${?Al)P<-R>9Xn0q`j+~6(QuA&pb7+@x zyb+)Cbs}xU`}j;vJt6(oXr~_{5*Qr{6AT*q$M>w$Zj*l#xP9;xYeKB^Xpn28yk>Ew zu#DjXNJ6Sq*BMKwU>A#hmX(K+&k)tX1AiZA`_@fbkWfwAz!G%5SAS~LCi8wr<(T#A zc6HcncR8(2{<-#NAy&mPzjk*C*sq1K>CGEG(eP&EOi^;XaNkFy0WyT~&5VgD4$djx zY#uGGe+uPGb&d~tdCD(;C&=9-qZtlXb-bA<{fUC|R@r3X6H+FIc*h(C7?N|879Kl` ze6@=>#m38XE=_--@1B_YX*#dB>nbA|`XN=KwwA{=<;e4>&+OUUQtc9kZ9cN4`u$%!VPeza_mY~=k@t-wAzQ`SRy;>Vbudtf_jM$Jv-D?ktX)adJHIEu-oPx@}Pit^tC( z2Y21LyE_Dj;O_1gJPy=V|( zM`5G|LQ;h;GsWkv;i21Ya9-gyY3iT%P(T}?8sLhQxLU6?XMbFcXlce(F+oX#KD=o7 zj=2OCwiL9GZFbMNX3T+&ljecjpGNbABnP{j?3Zhkhm$FxN*PYRSmVf7l!9poFNF}4 z&!2%Fb1)aB&W$=i;gGRZRg84pr3l6TLtAbmwGVz3VIS7o51=(KH zWTWty{@=7Mf1?Qo_j`ZS;)yu3p?+epy4GqdG@xbnVRc9sIZsShQPCNy*yO8=lX ztFFE&jX~R|HfF~f9_XeToBaI`z>pc=%B}e91?aT3G85Tdb*J&z*SH`?04G~u=XfW@ zIcXv-M*%qWP_wJhupAsjpub}$Mj=hThST5>D8LeGOzkk*7DMo7oYap>FUw2m z?rn4n^on{8)zEjkjRPgcyPD#tk!xy zA(K+($(GUoGD-U4IHB**j8FIS;sj*lE6UL8jxhzdf5?Gy5Le$D50}eQz7eZY!_dkU z#cbS)ixDIw0pRu$c-bO|lgd8N_b8KOXvZ=Jk zUfws=ZzDw=(%4R@U`nz2u=7dQDlK%>Qj7=__}6BN`tXbkFV(D}$70I3#w$mC@_i6vHKvasP@zjsbHn$h z6i93JHP6wgY59LiUzN0!C8UJp()k)uHhbT+6nd3vv0d^-7v`H<0*lv^6vEV}dG>#x z2Ne9+y(UDc>^WabwAE{Wo&KmI?U*jRPguSeOkBbeXg}KoSE;sVxzdg}j_Xb)TWtPm z)jq-R-ziw*?HsZ8+QqFRAj)&RZElW)W?4C=E%%yP^oamR#_*hwrgRXl2CCL&fD+AU zDJQ2IXplHqrbLs#uUbX z!!d^&Ptr3dCjKFIl(C9UfkE*O7+baETv4%cmO*^heb^lyDR4gdvP=P_hTlIboZ;g{ zIR3WZ*;WDFBIQylfNX^fRPy3PgpH|h`qz>7zjZBo`)@gWDb?|Z-@Nx24t)`DIiG7{ zMsZe{aeeSSJe^NuVn=Nr`N} zRzf~5G4x*v;W{H(+utcZwmei7anQ+kv_XM8l**oo9UlN;Qv(2PsC|xI)*PHX2|%S# zSD@}oHzwy14RYTn%7#roi82XlFUg1Y-!u8x^ux34q!$^`UOZUE%{z(V^vBMX5MNJtS;v&ZMP-}yq9aVUUD|LkpR z`QB#4udUl7F8mq4x=y!lpAH8Y-1d#K;(m82F-dP{$}oy@-r^2q8i^LhB_)&kR^C&)fhDW&9ek*OwIOZp=gw!#_`9IKH#Frp zz>mPpBWzsq(fnPA9R=z(DhIr$F%q+qT_u^H9dZI=%Y^<;9^-0ZvHM3*TPDJ2dla!1 z({_kUZ(*nb7a@4|&%(2jp9KD9}w$NjXZdNO;x;a^)v_k)g z7h;_|8qS1wbr|Ejg8605XH=nwk&>KkzHw-=w7A$Q*B?kZDzFn}Em;RTsSB#Sj=1>b z0qh}W8>5e0%P{QCwmQ&Nsn)gzGS&s?Tekv|Jl?tNSSr11*wwDj^ydvF@uIu@oP@LvNe_-+ywGJI4lasLT{S z(O1w!nDLyaTMhvr_g*4$L1G7g(cItAXFSbDKLP+~>YfPGR`{8lJoV-Lc|T=70tjk9 z`donhX_{`Wmev;q&8XOFx3lB!av*qMLnxxAG(D_gkbE7{PyRp^}(T@HnT=M`V4syEX+`55^x}!NXyx% zG|Zck6^%<(I%)gj{9^uvFywD`kJ0qT6$n5iM*xuC=dKK7f+SA_UEyYf2`x>%=AVnt z^}wzjK>VdRQ!WpV>`abW(=3QOO0wiVe(|>|NWJI=b>~LyUF(e_X0vuy>eIw7H5$+V zr|mWH8LsaC&7SxRM{T zh4QmOjugXGV!1gmpZN6ciHHD++BbgQvaU8@y1qc&Yqm02bLgX_Y5W*?hbP_?)NrE! zYIh7ZhcyezZ6P)S)_IO96cY{R-&@ENT%~Y%G)_&9Ijw|*`u!2HVJ|aI?Ug+JXw+vF zfA@tHqGKi?jG#rq%Xd}?E2YI$VFS5`EIIED7nBxZ7~@Q2^^bcjm(aBfNK&8%An{fQ z?4_2f)nqCle{@|IZ}1NOtD_WAAmPR~G-1cYRkh!vrWyXVHitDGmppY=s~o`YD41eg z<8c}tFVqU5xbIP!0N8xD(e?y-+6EMB_`Q_N))6W;b z!?Di906H%ZoRAjydyk2+FOCBgDP@%Hcehw3CgLiaPXUZ8Lw7pPUL`$K3o4irrsYs} zF5KF3IMqs?i%100&bM3MPwA^iLzlZQ^(Xw5OKw>&w+hSjy}y9A3&0zb0yegIOr6Qj z3o|ufBL9`G+fPr;B60XQ@A;1!oMjw2n7>|mUZHNdA0AYhncj;Ne!SYsR+0o@oqp|) zA9egz2mg6dI_+m9*K9x1a~Tf7>C z$*S#>E^siY?WV7rddk05T{(eHs`y?iG1Y2z?MwW5B-6Y+oZ9h!CH9`vHiSPt#m$&< zKO%@N97iY3up#+qQe~FVEK^Xt9Ik$omi_zJ91}rDrm=?J3=b!Rg()oxI|@2?Ng^R@ z+lw-JO3cBB*&Jo=b4(dl?cLheD;XVqR8-8TLeNPQD_o zVqqGi<*fjW-gH4?6k^XSD2I1RgTH;Zx{+QK?2VA*Ak7No-s~RAJ+=NlJ>G{$%eKJI zl&Zkn3|yfJQAK)Csc}a007pcY?V*Z^_s5StGE&@VJ7-LU)j^uXq3A_fw8vt8R`q@09*nUnt{-DF=+=87rhlMgo1sJ&4yMd1-rb!RebH2JFpH_Ojj2~8C z?Zw!1g3;-=5MKXT1CK7qoVfA?D5;7a4rG}Zj#q{`?MfX%7NEqT2&XxQC^)zmCCQ>Z zwAc%S$<#fLI=q!oSBUjU&W>z*KN8b>(|Lg^mBW%gZ0meaFLp6~45hZbw1-X4+(OZ6 zN;jnE?_P$>9a*|dR!s(ulwgG0VzHt7u(Sae!s zq?N7R0`L}->El+O%Y$;dE(8rIcoZQNN6YOAO{fmjnA0r(c1Vugj?JDsW{s`P@+@^Q z_Jr&v5*EpR)Sp(EI_*;$@iBz{%=p%KfFMuXD&L$=T5TSEdNJap#%gsc-~QsxLt?nS zcO_2qjh4%4Gu8UZl?+U8+jOE`tc=?YDR%X2uNo$R?BraId)N0BU}Blk&kqSr1+b&h zZDg}P0Mn&~;5Bm;UV1^7s;1ku%~rV zw~3UkPRTV3^TjD}nN?65D$({ljHAzhk-`6j6v+ZmeUXsz?*;TfAYnyO$= zpkAQ)DdDt& zVgW+i9C8owpUt9B%djiNMFpZ?;Em*GKY?nNYJV8Gr zcImKiP%A{sj*^NaJb&uDCXX5Y(vA&Tt}Y~i|MXPgqa6A75eyt45~x9wT@T7Mlm?o& z{g4S_W#VLcE=@G5Hx@{{Fq(EoNrLRGaB2Cow`A{p+{vD>8eC`r5bjp2n=>$J7hz4g z+g*G|O$BOjo#7{n^xh8i{yuwpZ?;jn(uRD99=hZ9%Q zwIvn(r&J9|{>07Eph$a5ntd`v*#-)JSnaBmk}K-pmG6Fs9m@Z#|B&RxGEyOOhN&p( z`manudqDiSD2EW`@m_4C?l{q=y!Bdp77izShy5+i2TZdT{xboJTmTqyi-8_6<%pI# zbO7h*H@RP2`k6D`lkz|G4l!v-c$X6p4Z)B371t8l(qC?KDm9hC-}o@<#;g@y&t9&+ zorKI7h~=EQ^SPg+Swt8qui>R)&L;f(#@9iq%Kvl9X27_z)1Xesn{j;q??R%8axyt$ z|C%}y#t98M6>s=@xB=Kz8e#0ky0wMyE}6s3{RGFt4o0`tI=Hs>%%gm

xvGYIM`X*%C39q+D&;YrF5)2Jb`uTuVd1c5-_bJ}`uVS3vRs%i!BZB|pO5C2 z`{66`?)dB1{?$M5q@AJl&vqTa8jMfFP>Pt|Qq)Z@i^FMF%%G4<*3mb5VQ;o5^a?91 zQuJVrv|p+a7BVS_23KykbZy^3Sy5N;_3oveBVD>NcS@wCT~j$U?n^_=$aV(`9M=H> z`Yy(05w+h%V@@Kemk0;e>z2`LJ-h_eN?x<^L}M2;V%x$Tk=@X!{mo^w&n>}_ya~w% zKw<+>2aGc2gD$668N+X-Cg-Cgh^bnZ1F$15;D1T}I!A!aAy3DhX@Tt2oJAWzVA6l( z_+itx?O@oDmU{IkzbA9IB&_1X@8k*)6a4-WGIe0k{MzPazIHbGprGJjFk4su|16fY z^)s${?dIz{f*@CPWNUa2r=fHcjjvPu#Xfo4$Wc#X{~-%S->OV?nrw~lPl^N$lR>%2 zL8lG~PkDd#KGFg@#dF^+OdCHbwm<%J=ORga=ZdqDR?@@*%*=TGV;+IKCW4?@co=cg zo{^0&v->RkOV>E}YWLHNR&bLGOuyOffB(_gZi)td7g1>fm`UVel#OKoq7@Ks_-nAf zIUMOhdr1GrdxDp;bhgot3>?nGSetU|me6Wo99xSI1QlezrzK`f*FxbcDQ_>(A-uJO zcXj!KlD0!jYX3o*jcw7*ax6|J^lUWBjY&(EO71*wTjIdB`0{w1F9xV|ki|y`MIc5K zN}i8qRoe_vI{OiTpf*V2d!3JjE~;2znFk1}ZU2{!08rr@w*abEdw2pdBh8gm#SCXK zT`;bX>RdF6(((A;mp6%P)uJ%h&TR$S*JUp7<6i*GiAYlhP(FC$D1R43m>^BFtS!p` zM$6T>Gy+H%O|EMLfE8wJ`O()`XLtNJnl3>IkLK+Gh;o?^JVS5b^O$ezJu1;0QG9O0JRk7}Z#`5Fx z*UWHRo#!fBlAO$~=UAw?5j4Z|>>XdAF#$lfiPgS3K>D>Hn#`)a1WxVug7A#EX-<`PBxL+cBDE^n`FP_ufB`I3vrG&!a@~)1c|fvi%Qf$=d_& zBm9TA!MS*FJeCpwvPgz3Y_bS=|1D(|Y3zhDhnOKLtnsX57tC!ra->b^Qf#-VA^s9< zj`4298q(B2Rt&&yg?ohe*=w-u)*d+kcz%UQ3mWF9PyqD&uv}ygie5FlrOZNC5f9s8Q?wlZ&&HL2p2SYY!W5*(6I2nt;GKXhG>qkCyPiWX(_9*waD&e6Ym`su!sSIt(i#-iy$^>#J6OdL z4d`S7jp+G@tGB+`e+f=;7|gIm0|gl1<3dg2H(zR0n+tD=f(YFq;qcjatpVTdE3R{@ zkCYh^D@(4QfVW2RhqFFql0L+T`%&^J4pz`!l<62$pJ(C*H=7-8BH_8DA2s5HB zgiPns^t(xaz4>0h=YlI0-<97ds(4(H)2k&cF;gw%llB*gxo>UG0u9DDg{LmVsdhPL z9B1>+!6Rj$V)M$c(jgqaB|Qo-cf<7oAS4h&8XZ636UqWX(KZXugpMRYxOCe8Iyp5d zwV%}8IfSUSOGi{V8}OsV zDe1&QaZ(pg0x!qNJ#+SIJ2(1kc`Wt3_~q}?xq;;XG<mAjPbAewHeE$XS{iGv&G z-ygtlI$LIi7tM~Au2qN?S%_-NUCBik>CK=TUTwqiCN}1x0j(HK5$pd`--jvvA0Z+k z@NDH82+eQ~a-g;%jQ?-F)^#o8n!yFirPnozVsjam1|MVkq?}^67QfY&F=s_s3O7kK z`HTVmRdM+HwoJ-l#!&Y?LM%0`wJmv#qZewC8P-&bzC@y)g04@7-QrwcIEPpdi9@_2 z2;gksF@XUvu-okV2+)5?13kas34XZ=}G#l4J7WYT@(S1%sQ*7;w81PqUjzW{Zk!KV?Akb zczN&=%vb!;l(fK*NL6{zt>_1*Ec``x%4oE0VYGMiG*T6~oozYXQLjzzoqb-8uvywI^sQM=|$&2*T%p33_EoAbox3qUF13m{#*J(njHz9e5*`yB{;Qt!Vhk5##~QwxFu0#m%!HW8h-sZwpr%^b;rZy^%f~`M zCyJ1<+yV6dHz5H9e=Ivjk93e50ZBi~GP|v!0WwD(=U&7ij)a&iMNYq@WzFFJ+P-(| zl3}#(rynwWkUAw1Q4R*IOZHx^Zwiv3D;W8r& zn+*b{Z{1g*;R~q9EbCpRiI3fENMKYoXd7ES9SmjjVr_c*UkH+=Yd^8QVYF{CZLSD# zJ_nm8y{DzH1?W1`4Pe<*&Rit~^Q1OhCEiw#!qM@nCyuBXS>JRoH^r2;9CD@(C)7Om zl&2%AJU{2dW7mF9xKxgFSPik-fbNd>1dksOG)m)c zxA?+VB^KBP$^Mw#{sDeYNDR66_QN4+Og3wZ_wBClDG#HjD-6N}-CJgmi+X+HIaum!8+e^q~F;e2D#X(u%eVe%;%6=u}eV#YAO(j47aGME5Bbciau z^kwcc5NJKVm7Rs3q^U!SYQ8_nr59_qeEW&j-lg?L+*}d^%1ZhyICbwLx!u~!3+u<@ z;Qn|XtzYw=5x?)D9F6qQeDjVOqBxm(+-xN41g{QD=^`nEY4Zl&H*~Pf%?*a*Oa1_+XEP_nlfRXFwQLuv3e>%h7RB!)uwOgpR=X}ChRvt!pW*gmQK;F?j_-T zYFPk9Hz%5=3Sv$~^xQsxy0!^Q&)mA$5QfxURO>-R(|88=3K= zV7g_cwXNeDYEiwJeFu5F){h{ckwfxZNitp*G^i9C^^(CMt&53AQF76Qlxb8oIMWcQ zUe{=-B7oJqQGX}?&v{$k=-76d5DU&HO~16r0vDKwx0&&DVwTzQ{i9&@8n$3*@^73u zpYrR6cGO``{#3CqvZPp<9_)w7=;K}{lYcQFX|{Dr!)})9PP+h+BUL+>4LgJ#uPW+xTE-D-cz_yyN@n#I_FCdt4u2P0?9Et>xf_Bq}=8@4P6`pI_d^#pul~%aH z6!#xGA&Pwc8QWxhe%twEug;$lzHLAggiIj9QRv@HhLji(dU$IJyGc=NOH!>K;a?dV zB5lHyPK5q7FHkT2oIff#$sest{S8zbmaUC7E6v06%_%}Y3Zm__sm{Pi^YVC(eBkT% zq}eGqy7a=FXHO%TyRV$bgiv3jxr$(Zs6@2Y!nJh;6RIQ#sYmHZ80zs8uz(C%?h8Sm zwi4!3TYg+6%3H5C#IQpDl$))%1~B59W&Z~rI%}R0&0W=Q{~tsyfDt&fdS`Z>O;j>o zad`)1oWrWrcU2p}!FX|N=6MTc6kf_*(tNa61S>{QG<&=N>%Zk~=7&S|e=p~f{|BxJ zv^3@$t>4Z@@ad7m2FZ~P;`Y5X8y%F%cjKe{V>jU36D<8)xBU0yC;oRHXYnw&+R^TY zA6DQWQ&&8dwy4F6aF|Pp5mTPbu4oGEy?9gT>l0Hf$2A03R|!-@G*EJ5Kd(+lQyJrW z9%oZ47gVV?!G2UQ7@8$2Zkz+JV!g$Z#ldXXJ?Azt`0=>#yuEsQ<-)g~POEJDaIjcu_GndV240)`A!i;MtYY)n6xPsfy z>?picXU;r6UHbO;S1sCaduI4|TZ~cu26URe!QhZ*nhiNc{)RL6ug1Cf*>(u-7B`L~zyAiz_J37wRXr*-e%}0WP=X)ar#(SbL%V=$ z)V+11to3E?;W`9H{=uHdTctGw&qtz}y$^Ro=2^L^ixX|H_`LkpY4%S1!{H#sp`Xsx%oveB3PyJv_^8R0+y8P z;|6w{=^h{9peOlxPxI;D#a0|9NA1N0XUP*OB{6V;vKMsVNROf$A4$S_xY$0KVv=|x zFYqOf*WuM8>nIT4N;4uQeH$KkhU>mc z`;-@P>U#mo5!#^BuZPT#4;$DL-zdudA5V?Sp3B>JZkNNA$ev;=D0_NR4zUh5Dx*Tw&u5YKlrGOaPIQfNmmYfGWvG_;VXr;@~2bJ z3@onJ>$8q)nQ8ZZg3s8&b@|#9o{NM#2teWI)a1uh&F>^gHoE&58h`e|9%;Y!rdT2| z;|{LBmAmEm@lR_isD%)e83fwmIAX9j>NJ7tHku@Qostgb5_@ZV!g9TBpy%><3EA4f zfv)Ds=Cgs#S8^#2<~?Gv)}J;lHmdX8^KGwK-7$Cht%@dwxm-NPHZrcpIgpw=HWX9k+>}n3PpXBJAi^?NR8Eq~ zr$|$jfn*3uFIl&Y%HgoQ)i7Z7>dYI!Cmg;(0*-#rH*{;FT2%38p6p-U_Q?M^(X*DR z$C}$(_1l}zM|cu@fh?&zD>Bt}M&LOhZSJt3u5Q{-LHiN;>XaQ8EOse5sZjT8FRH{K z0E7qV^qOf>Vot@Bb6AA?`LPgXsBvtt@N**Dw)58n`9G1Nor2hXF=lUC4{?EWi3!49 zD+n0R(0<1pQ`&3}N(DeOTjmoz6uhWHQjLFP4x|)}gjrm<0J zu#iIUTj0Vo3w27?I=QheB0@H68j)U2<#Ahm{fGiR*~;khl?w3{w97jN!Iv7`SXZ|S zbLKmF2?mEvAh9khm-lNIwlK3bX5JG1)NyQMY3=^Bs*FjS2efXbh7I@eJb=ciThxOB z(Qn2d9hq(=cr|}(c;WI+f9)P`&l9$sKBK8%yQ=kz@L2rUGFkf0bMJqVYFw~nn1dUQ zS^M3Jlp&MzG)b7Qt_pS*IZ-B7==6N&^c_T*TO!hMx=Ray`@dECbjCOH`79HxX(m6m zMQl=V&FLU!?TIm9ax;U+S9g~=z1jcuNgk0ia{juQmvj*qf*2J_`EHt8v#qVlPPQ8t zU-0gqRAS|qfaEa|1rDJ-w-3>2sI7>6gh3sxh_!75v!4Z!&0egSa!r3eWZ3?EDB|<~ zeCGG^0At>*6s4;jPza9lpWa>e?Aa&X(LR0 zt(nqqPmI;c?*|Cj$U@R^ejZRLAGB4_a$bD%1uiYzb#2D6oSP=aEb4>JNxunm#D=7L z@V+vxh0zK?)a1!X64`YB;j!Dezx9DNRoxI7X`-)8LUq%LYuvRTA{?;u-Xq%j9m|V6 zmz>hh5!C2+Mah5VMI>7BJtz@v_L%91W$fniqo-&trmFr$o7Xu8Swdc-%*!jSpA66t>5@kHNB zbjQWvj#)k-Pp6JmtxcZ`H{uRRYAK4Lil@ikdY^chH=YvWrukdInm4+&!q0pdWy=!M z>`=-6ZmDssfmx)^eC>*vKqhuqK~rI4$?0&jPw0I0*^Rec1U8_;*kV|Lt_NUjK8A#R z58^aSu2yXz0SlHRD5PAMiO>mQNuohhDTiLHDd3T)UMeHTvjnp(cTB9TK!4DLh+g z<;QaUJB{MjYfNc@d$^;&QhO0xSN|M(d18q#=8a*qxShOYmopSef;&GED6A((cJxYg zoGGQ;juhGWX+US)Z|TF-7=|xkSJ9!MGNUU6nwPGJ_&qXb|Nemek+8)T$t}mK38BGE zL^|R#DAS#I9J??kCV)K6E4L~JeZvbajUgLHa6s@AqOsdRHa(vMxlZokEkg1jgD=0D z;9uAHD9!QumX~K`Qtfzq70~MWk=MzZ)QGScSc6XB_5dm-kM+!E%fU$&p>W^11DTF6 z$dW`Yv-cC{D?Bq#mEA%B_aa|L5%CAc77OnAxc-hUbCkMDP9`46}uj9N*G|&+84xf9^w01?2cRYp5avs;j?qXeyuiW`M8CHtc=*C8U(P;7|(x!z^ z{YHOMCmH4~dwBtf=_X_r(Rd!A|58E_5ygS1MOTyEzfv zh-dNctxDfHvlbQEG-?P|?Yalr8MwJ(&S{0>wiMo+G^0p9FYonlg%85(`>W(HJ8M2j zE2qB5cP&b-XQ_mmawBoVJt-|wcIXo4_y1a^9nOxWh{78ou=KuU?b8N#w#4=;J}e-9 z%PAx%_bLyOQz;}M<*b00E<2{pjtKk)jItP-Zlt^Vju~+v)KCU5=CpHKRsjKv-)1UW|T|4m76?@%w89KE*ZOp1@KY2Oe*DqbvUp^{?gzd1Y=RV zP1s{ghqk!Pyuk7o?_17D$9dhyDt$`WgWc$m7D`0jVW9d#YJyaIMM0<^TECTuLqiZx zd<85o+)@%YAP$x!|F{fk5V*CK)$Qq*v9$|sYKomB&Y33z!_FjzU@+S!BgD@PgfL*R zWWjcRPN?0b>&u@k5N{A**9H_acnJ@m)WTnOr>iUP*AaK@xdPi8C{=eOHK`UQ#bnJF zgAAu{Dd0_Em}Lg`E65Q$s`TV!MbqD+17E=*Nd706(y1xrw+aDogv6>}8|F^v8ifev zF?NKxyz`ppJ1CRWKJDMONIp$6ar4K1^gfvb17m#JKnO1|(j2MWAJs$@)Hr$hfY@>>DAe)Q@)N$LaIO3hr7`-@c%u60 z)5H$&8q5{oNDQ!_l%{}_@S3>Bqx5C53|d|wF5TwbCj%1s*$gYzIuckL$DL|mLVx*o z7*o&SgEC|C4&AXZ%@EAFX97z!LXLUnS#sgPulOSGhE2a%%dD$Ql~|CQ!kiqVI@`z@ zIv0?d%LN;lZw6QzkuKu<(R@Ok;FEXb*f6IIjX3ggazD*Q_#|u|XRk!HBq>H`QYp82 z#aaXgCO@M@cGQhovQ1+fv)r4yJJy*%=$vCW|FQ#4U=|=N5Vgz|Q-?1h!GbuKaF!p; z0Ey^hQ^UehMoF1FV)NADDk`dqr~JVcj%s&C;(q;KY!IdO!QDt?o4HJ|y^kSA!{fS- zAOWUPE2cx8b4O!U81WOncut8c=?@O7r-nrN3x$|;H9|SYsYeW_a7AjSQJ*lf@ z)0HJz*i<9t zEZo_$1jXSfN+hPE3*eJ)MT&VJPmI; zouyjldX^BZvDR=Wn_buTxFah2`yoMFe1EW99Cn_0w;9NI`jUtUb7R0|iPkq58Zd*e zSu}MjJMgx0w?xSpYc2mtnvKeZ9t{^K;c5eN{I<5nBgW#4Z;rOW@Tb z*j1;%3-$y1gitq_q^PRQg3@}u0F*kGD%ZkZMY>rj$|pOR%$Fbtq7UF0>ohSPde~?j z?64&E#`n-K7b6|LMjohq5%l6q<+3>xlYwKIFLa&&J;;=#9^%#XKda3pdL{EQZ}2@2%hS2Wuo68Cjam(W$)9Cp zX=>TF*!X!O2#ETfe|HjE1a2sD`Fc2*fcHdP(3}NbU3&%t7Fv**<&LrETay#ZBH{_V zyEwX0Jv*RyPE*B)mt;#)7Ip|)j0xxHe|swk@>(m0kzZYJ_1N-Ood*49?rN<w%wM4 zwjfV|m}8A_WC|b;%GG8fqd^~OMefyhd(oqYan8^gMSdrWZ<0ilI z>TAhNM3NM?wA6?T`L~ z>N8SpgTNPzvS$^uAzl#IXq81M z8}6Cw3gJwQFdfD4R6^jP2lN6K)>YKPZy?-&xOnp&#j;z1+{bKkATKJa<#0A85iPmD z2Bou*$M3cl5$OYv#nW-Lf;*!;;DAig3)i{=@kD59YWo*|g-7VvqKE9eSvDd_IfpZY zp`jiZ;SyG>;}db#P~_+FAbxKw$i=iZktybS3Cj9%Xr?)MZ0l3-)3Xx#8L>d8Z_^Q# zf7+)bW1J2ABQ$2ROxy{0R*A4P7}I~Q6cbget6%Rq;dYz1JPyfAZP57O7cGO6^&+>+oAMp1MXq>3}otpzT)CL zwsQtga@MQ(xt;r5iA|$DBG2LcDUcVt0{A`M$e#necibU=&%H9jJ8^>NkbIXEoI<>7kGvR!C-%t)#jGDa z@&{kVGh8D`-Wv$?@F8kr4D=AaKJ!qG==Kb(bV!u2API^rSO+p9noo-LYC*5(p`7$L zMtvlmbwGT5fEaM)I8C8ifAd}krk}~S2puu)X)J$zK-JH+pQBrky-rVg4eJo8j*|c$ zv-y0zB5fB$H9SI^G`QX^;rlEPyKH9F#nD(77#VMIRr!MW>wt}IzY7ZlpJN*}Kr~R` z$jR~-()aW?_>~RkZc6z3Qk_Xw`F$Hcb32V{_0?cbq6`>udhJjXTT)-NHC(3ZOuIyS z-dnD}j@7FH|5`*8o`5AXrQHUYY{YzH`GCemW76`Dx)lt-Rgvo^-0?E4D*>M)|=Ig6Aaa`!Qp$vns_+3#ZJyS->68FV!~ZMqf1dU zU(e$CkGrD3fC+NS37V&P9wOo6@GCWLeyjSm)jh!mY~nc(8(M0{+;Ae0Y2HE@nEf#g zyi;vBIa-S+Bbq`sliQ~X-4L7-oBC5*8+2>8vQUX*(J=7001oCJgRuWN&RN2-8d!J; z{El}ZWT6;>gM+4lS;P`|X!x*mc$)xg355Xj%{IWZ)1iY4yKYx>+jhMOg9}AC@vdSc zkEqTTvp$p}ST-tjFoF$etBIT}r&tcDY!%Lm!eA^Fd_sltHw=k8*i-d+am{IM4pbdL z#a4%~edWfezie#I#s@ zEK|h{*QvRG8N=l$9cR9MTm*I|j)${il??RnZC!oH1x({t44LKC5(hzNej?TI80m}y zq>T@fJ2_1O&7J?e_wK3hd$Qs3c;6$66!Uf;V#J~D1-~njUNpFWloA_iGGK&=pv)~| zPSyxbnxNX#SNoMTK>@U)vXg5u))p_uG~jH*lsy!yah*0%(K_13rR@CAdVL{#>|au~ zgf|9t{4pf*>+!T(k=j+=US`d}J6?Mv-JEB=wm%M(mZ&qf(Cf}d@%VfoYWPg%g`^De zzIcvKtb)GFe?1!xA=A{PGqMDQbuZ)Dmvf08IyfT|N{sztH9y3&9?s}s_msT8zjSk5 zbI3R?xxEUb@-(azvV3=kVGEQtiiltt=ZG=*$Lc;Wm;*VS^xf_^S%P(lGj1dG2IA9m zJeSRu*EK2y_~R~mZ5?<=?2<^KZ=nXcl%P%sRk#x|1oea$yw(w6^STm0hJ#ADSeH|B zX4mfX7ahK}+oO{h>p9^Y?LLP?2MiDy^>y`i)5Gp>hZ!p-o(B|t6eXLtNJF45WEV8) zpnlxE-QQ4o@B{5n?5|y((UYgOF1?`X?6-+RCTkEApTQJ2E6R9t@4&l!r7LwettGnGi-B?b*6Lhvd4 z(rwhf-ZTDF2;I*EEbp)hZM;NfTes66jt6Zk4MG;^z|%KMYWsL6l4*uoTN=FCK-h$D zgAg3e|9qVBtrLP{`QINwz(+;l!JhG>i12WZ`iYbp?K&Y63Z4>5@3PTSe!qTbz}@JC zbhx)z%JiJF&fvV+A_~_Juchp}Od8QYh`io-=*>YS>A3G{cATVE3kQ`mBXHICc^0kj z1s>+jM8dBL9DU6mP>46zw_#1j>zlecM-uxTY7EmK-*F zBRm;{!g0ZX0UUGBxxAgy-o=ENQmA#hjV~RuMVvljWNr={+C_9MTF3s9NSw>Z$<7Wn z=Q1%j2Q##2AWy@`vedxL!V>uF7xmTc?VK04sB`BzGH|uu6BA0kTMnTed?s3$M%CEj z5)y}P=%kilz&PuQ;6pw*{>E4SrP`M4xCiiI{yB1^!-se>hJ+(?0n@msVr*>8ga{EK zn!75)eT5bQiP+OQKd;%AEG!Cx|29~hITvPT<^WY1C=$`OWT!nik~mpP;4k2BH7|Tp zP$#g;%*V~Xp-CvzzB2ss@0$3 z<%G_{8@FN8dV*7|i>o9;pl>90vpfIV` zI(Z=gdmF?EkX$LrRo`u`ubTi@dYk(h#7F^TO!@!*azs`^p~nHA@RgAG?FZ3sKNzV3 zeqhK9i)s`6HmJZpBAB@xYUp^hDj7lUN`7grQw&sgy1Z2c;@qBqw=Y-vh=BuY-P@9D zz2yI&_OAUK$}J2J8pJd%jZ3*Ua!HC9nNW$T980mJ8mm!+h$eKILUJD_*UCMK!I9>; zWC_XS7E^Ita?6o%&8RUmCn1;8d8c#M`LRFXtn;nCzO}yf?eG1b_u0>W_q+EGdm}TS ziQ3moO|>CL#c*mbQHankQ8jN76O!P#yeS4S274N;;otIiithPNPRy z)#TbTX;xrL`}>c~ocrxbqUGO8q{6a9@)q#2en{-U;RGhV$GSH5BuQ=yqD983Ckj?; zFTIy)W3j;6#3%fl4>-7ATgN5X(fa$3Pkj#ht*opWcLW4D3EK;HSBWo$g%yi_9ZPnu z_1lBKurPW%wQ<7q$;KtN;T%5GM*_6*@EmEdwXY8YtBWaJ9QSM;rxFa!$@&=1W~Ef?%v*BVuQr7{o*(0b$w$UMh_f+>L<3mYb?tUvDbn3Z6$6qN$eX= zlOEM+gaQl&4GkJkNoXxCt<0R97ZVd$kS~~~_vl?i`q|sjoJyi^>`P8dQ;^)!Jv)2616AN8&C zWx?Q`SDqdUTB=sL9QX6**Dv2t@Ap;sbY0cP#%6}g^_xANKv}=UZxD(8mA}Gs{-mfG zI@a=Cq=Ft&vyW~Q4)Lz4*r2`nu?Ne@(lQ|?2APnM;6|Y+N=r-I>fE(0?v;!U^7b>+ zPm`KkwoFe?*DNA77ADPMBWA&$B*WyG!MrJ%;1=d#v$Or{!- z$J0x*Q&v%FnVHc81K>O$mZuRsFnWCvf>ol6%Yl6l4wpDv<5k;W8-F7sqi~=3lo++W zg)3i|JNfL-t_!)(+sAA%R>F88fbTnV_C&!M8Sa1)_Sa{1bf8cz#8HI{Gg=*+E6E|D zHC6u z(BsM#%;e-GboPjg+LyzmGoDOjH#Hr=nVR;81cf+AnvQ!+8;=cHl#5cG1<2V3C3Y`Odra`nk#NbdpajsClN5ae|?&p}_*SZ?$5Z$Nvo8o^^;R z!C74kmd>y%iX<9TvzxUsXXRSz63>bFQT3Pf-Xm-~MRkHDf!{u(!qm(M4_FJ_!NAYc zM|`pe0!lsk7sn@le7?B2=q6Ysx0WC-pLD*%580Jj-@9CPrU*L)oL}hi(bsl%>f2Sz37Mt5flogsTdE;CfdBV2wj^`d9=9K ztznRm7%4Q7%?ZlP%4&M~Qc_V#$z8c^<*R!yj$5~z6*$0|t1F97Pgg{3*pSa)#2<5v zdsrs)yBk7uGdQiIqcc{=U->!?j`}}~bh5+5w=O)br@H5rm&-&&MS-MOE5)&No=~It zlX$d_t}YB)mHwrkyM4!vakywUn_VX$$jgl+0~GX*ZQ7MXv%%XpAxz0aStud6J4o60 z?#aA!C1B~Mz!^p|&CZLN*71kINbHX)89umMpd1JQX7;AWa!3^j-^g2nRc@*0^z?Kd zcLkb+w<0*s=wDFWnajy9C=df_`1t$#zr7hvz}O3I5*Z8z)W0x%$UxD?{Qe>AZQ}mt zX-;RoypSM@*0XZyUZphwG}h$RHL18bb+qsoxxiX(ZX2-n58}U(?gF1c;?)6L=u{Tu z1XnVw^DEeP;*HQ4Ppsfs8K{sWHwLOA+@zJT=BYp@mQWWzh;Y}126wKGJgk(@quDGF~piW_2 zhwrdl8L_xvUME; z*0Oa_)vJHf$!0Sw=9SF;@Cwb7Vnv)h?SO6q)@A}%8bhtG^pPJ{Up}QF{5Ev!<=eM! zfA*Z<4OO@A$2fFt1X#4F6*tJ})Z{EozYga-=#0?R;g8tbIX5^O2ny?ZUhwnWdLKUd6>mywYPf3AI9!)dGO@rr_iL?p{sr2;+c_NrLBnH!y) z3q(xJ%-t-0uY)P9myR9R%g`lysc30ea!ufZ1uppa?wNP-9^~qEMBP&b_(?L;tYUb%7O#?YFL!@+t-U%IUQRuewJ_r;qx+-7pw^*f2G&-PXD=#?9LrT9C%amfx> zG%nhHy!>)Fd2w!=Rxzjx{}DN^=8b)9r`OTf-`Q?|R$#ZKMdG;nT%6)AWvty3SciuA z^}jC&)j{4DbK^cv*Qk_YxXB@zlN_`Ym`%kXW0AaPc84kn4p6LmlV&|RZ^G3#|j$GtX=#U zJS`-SbeNc!@x^g2$JC@wo2U!1jtmz^U9NU}{R&HiIiw3Qwj>8|Q+!pFkGUjnScFG1 z>-%5n+n#S%;R%b1%8-$jeJ3R3PD4Ypyj}IIVwEX0Hg*EDYPH;;H-)-jI1}%g`q=W$ zr0YdhTSo`)uc{IDyOff0VQMx?C1bQW81Cm6|2!7#Yy5h*!s={wxZwT|u{UojPDk3q zo+-G&kCOCV$gVkeuzqy@GczM&W#7?8*x9)%f7p1r=gl*dy`vOY5_ADrLWSSq&jlko z^yY0UDx6G&g*~<%s_03~PMN#f+i&si*P)YAy{OtBG3pqRj9?Nbr=+BC;dWXzwQ~?LR~|!vPpgICDN2_iECL|MBBTha=zFZZDDR>DJSyPjT?@n*YQL+8<7P zZ5=svj3BkRx@!FWnMSAkjl1StF*>@sTYm(xH3>v2&eY33l9M{`;wq@ylT${U3uKtU zKE6>_R$e?178X`@Tr1jLAAgw9FQ%tQ0VmAN*C5Anqbh7`w&m`_hi`Oro+gU;%_N7Z z3sCoGj_b!cHz&OgHZN1=QtR%OwY-|F4}UaLe8M(RPCoBW44*u*)o6`YI=H; zgR=*obsFc}_}6a}xHU{a;^KdSZU-W9M(q`HOCDb)|Sfl7>#Mi-`?e5j z`sz`?-iejLoQ+N1jjZf!tbi859Q7(?XO|8BfKC@mCMG5hSb6)CwUP&H#soGMF@Qto z=La=jBZUVMw(p#rc*?W2nIg)aOvJ@+R*P?$a5*ulZ)o7$sN9Jx zLV%Z=ifXE2qZ+MNhiUp_*+`|ni;K%*UTG-@i-b{;iL*2B{rmUTT%-i7M&c!Z2oxq) z;l4-?`I(jVjw1MV4AiL@butf0fS8z=48EGx+X5TDI4L-H89SZa&vq4!$lTZ`oeCWO zM(Fpokh*5_ovbqNmDHR`zyhbYKdY%!s`z@Bk|wM@`FL+7HP(4wspv!Zlf9_PQxR0d z^|7+G>QrYsoFDM-!CET~8?&(*4P@$>K)Xm* zcUU4vE^~P)GcS4kxcaLD;v?_gQrsbeg`Yx-ajXot>l3oHy&xLtAxZ3iP|=ees{k zle(VfIm~>e>;v%WO+Og@;3|TGew*OOdi9CvSXFZDDuWI0sBv*W$B z{fp|8byvs?Gm%(TAS??US2hW$blJdHaNETA3S&vc|0*lJ%vu{#Mq}H(c5=%HhBU3#@`9H zTWrwUdZ&Y(-LX=m#wF|gKuucu2g+V88g`+5ms*8QdSjyytKRQ$tkeMwyXkA!(kSDc zK2A=!;lww>IX#tt%ZdsL*Qw$_xypf6Kh~atA?#Lg zt9z5yG;}6%9E@Du_V0Qo!9hU+vRrFh7TjVySt+; znjdtiTQ+**J|!p5(`gN2JK;7R<8V2gMt9kXn%r!qjFVPV8_$aKlKH6=r#yOQ4?x3q za+a&vU|unPQe;%gx>0k%7nx!K+>L!jN=D{RgBP~h7H3mqV4bjQp0C>;DKXekU9*s<-I8xI%EotosJ&h~i{;OE`~e#MZ)iPj5&E$YjyEzg zCci!w^kj58+|&zDvzzviQ&1={?Ei_y|7HJoB&+Xyd)N-#r1_{x$<{BjfX&g#bDNs= z;Sc>k-$5t;lIYLn1N)fUw38(ZUW|0w&=uMGmnEz-2aG9^wV7lq9En!j+9JDr;E(kD8CK?^`kGy+a97?ceE*wm6H5229Q1iA;*6Bqf^}Z||=T z_pWZ8*>~ajdZf#ye!Mt4Kvw#nxVSE019tG`(PCnNz(x`6V-Vs7Ay9k63*rVnmv+>-=GUYYLS+1&~ zp&`63=n-DjvMITa2d2QXh2-VsqjD~g{ROeX2-T_Xyw`8jkb*N_=ak0%sImHZ>I*i; z)hqPNO=s)2HQKr2FN zg>tW#et{Q1f+DaQ;$vX&2a;j|&sB2lqH4%^P)QU7y zBTuXY1`64=26j2U8gLy>;nNH8UL;xv>*L7%j2<(+uSEe~Vz*W_h&-R*WJh^9 z*M!4L)}PL)v-zE)wCrqC)_+XKN^uW4Rc-gU^IXmx06D$%dTVp4_6gw#d?RGNxmX=I z3<`}1#;B->3WP()ZrD9F355~udVU1@!VDlCOG6t7Fi3lb(y1$^6>Dr`rtDojJL10S#p|1Gv^nNb z42&itEZL|n35u+qS6kvYX?R3faL?uLbN5;pS=ws=;TQM2YH2E<*+vcmIAvk9{migjS*F4 zF}NanfXVmp@ht(~5I&%*OAh_$`LoK+D~P&I6b-;CQp?x55lktCymRgQ_u)!=%SA_5 zz_bGE75QS*aYBb`Sb_K&4cOae0OHd1@)bD7DQ1(^$o?Y0c?vxT>ufe7KK>KHe!jz= zA!7ENy6{7rxHZnq#}~`ze2kK7wItKYwL%vZ6jVCv&#nBM<2DIT_^)5TY%YjAhV;G6 z(R^^$49BjG9kv@5{d9M~%4#tqgz%&^_yk+do*hq{UO~F7BxiE}g39Q%Q)r9n(+ys< z730~66d*m{MBnQcC8d7he15bLZ-Z!kLC@PueY~SRfByVHv{(ix7G-d*Xuuo@3J&h) zT!>EO16NDWb*dZ5!Y$g-rdV9 z;}aVCPcTO0O~%WMIu7>Wz@%&YbBciUqR#05iBSAd1@&}*9j;SxhKkjEJ=X~dS8Ki0 z4=Nr%9@dEZ#eI^Yw?(DBKeohWKJ`L3Px0Oly{_1-kee=H+2zYL_en`}KqFef0a(#6 zJU!f^p`#NAsnwqG zgZpL!_$LyuO`QK`*#npCe@z*a1TrFY*jRpgdfITT)M9zV^`c@MaU`k%ByLJ~0h&b} z7#(w3?>j2U$|jmtZi$43gd}CkXArU(hdV&ei7FZ{v(&FRFg~s_I^8i^QRuC)bzd}% zlyNjkyf=ff31`6qXy!JUE#?3NB+Kg<-P$@jI{(DPbewF|xc)l6qGP27t|=4lmATtG^kP{nU~ybJ-7ejg>dyd#`vwO|m$SXe+7M zgTS+HAWP+Wgm`01i*}K+W8pJO=!#$gcx988(a!5!1)sd}+4sSfCdS*K z_bs?$yvn&}@H?l?-{&d*>gZ@%+0!Z+#kLN^3MXS90q1=2x&K@sp@sQg$c9XpUD%}o z|3v80celV82mSet;Q7oylY+Z+m;Smp+J}Kmr4NywDF%vkc;Jj74KzI?18r(R#Y}f= zrm15j4(J4WmXyia9Z|N+=WIl^f#w4a#4mqh?!$JC^LqY^BPr9WJ$V%HQ!L6<(Tn({ z_>P{!Qp9VZSpNNOuocen@%5#_kHr|(Ap+tfJw06&M1rbSw=kV*Db5EzXGdV}jJE5l zV3NlCc{K*Gi-I&0pbJmg*uLlHGB$sE&|o|1Jh*BNT18YuNVbFIx zUCxfT=EF2Tf?BvsO4@~3sizTN*U2w46%Oy}i*rYH$2C?-o~=f_E)OrSS#yp}JD&JJ zPPZ@(mx!Jo8So+{;r>yaPxei0vNQ=Q!Tb^u5<)R=B@fHB+nQlOubrrJWVT+GgGar4 z(+##z6YK>rE4TkFAhahb2JL{Fv&#yZ+p}X0ED>L zlfD3_kBXXlIQ1M66RH+X_j%3_XMs>6qyUWiJUtUnY|@F$!+q#K5+)|}M@L7HluX%F zsECt0R;i2l6O~Ch-x+`NpC2p{%L7u?{(q_;7KPVbL9o ztC75H#zTziPFuoYj*k#uTV>EIh-hc1_{M4Z_kF=|IH#qaZ{j{8*$D{=1*WZr^L1e% zdVzvzX=&vS8_&(pw_0sziv4@P1g*b*O@TPm-1*y4s>+a%kWf1H`Ig<(Cv=XL%mO=T zg-iVz_!$a06d->Ko3ks_toz^HCS<{I%c(gpZ`x7M38T%a3<9Gmcx+4++EoW8`t`xEIS|-7w;R_2UM+Ua;H6~XR>K3S=zjRR)8&G)e`$4h7f0dO=eem`%KR#)$YE~mod3RJHrM}yy= z|J)8jD}?*UIigB4SMp9E# zYl6&Nov4Zed-YV>R+I?k-$=1r9J~UEqY#V$Q<`Xb-5c%S)A=}Z>4WtUyxqy1>j@SC z=Pkwm_bKJ@H9ELqoUx^#mHU7gF0Z%|N zllE2nXplr)!Gq{jdp@Lpt3+7EZn}N#G&kdB@O7+$8^PE4SAWiUJS*9OSAJ1LkTS?X zO+5{=kDQ(!^Ir^>O_iJn@nO=<#>yI6UoVhfP*71tnxG$qi^R3OGLlNf&*;Zr8u*3X zRv?hK+Pu|`6#tAHthTQRNHL+FYj9`#e@7%CQ!@2W4Ob>eh0ro2|x_Ia{7@- zaSDLN^0lJTnLP*aLC{aF8{;X-kXYD(sN`Ag%H+aZ<=JEnf%eV8UxouqVK^f2(*|q0 z8rE)EwXZ11%jW}qy`=m0+d9DW9#z#sKFRgs95e&s zwMj}!`mR(T{e6fWJR&S~Xg6bEB=z;5@kB-h23}?!5LO7w$=w4p$hxGG-{SD{%qO%c zX-G?$+7mxu(D!=CTNpQh_E)~IAU?NTMV+6ACwg~bGi&MKv-BBMbj08b=$bvfM<1q%!FJA+yq)Zd@Xak2m&0UH}OT7_&R{u{|T zAa~)s%)A%hhRD!OD*2}vnE0Qrbr=qGyKUHp*xE^&>W6pesk{nacjG61nL$vF+rxJV_v|vd(MtHV=ks&=6iCA}61_OZcde&T=Z6I-C z>G-;I#a&5`Pby|rp`dqrO3WtDT+C*|ULxS*P13Y>D|^M)TDjaxEwfiZQkd5?uABZ0 z!9&C(L?X-OzH~aJeD}ABB3q!lZ0**-I_CtpJJL^`#Cf;7VC2XXW`y%P+W2-?R$1%a>tVcoi2#*b&3Iivnmo>36%`LmjB#s-E{lAZ3JUOb zF9w0y!`52_*D2H*47tpM^}nEF>w!UZ(q{_b+u_1**he*xqw%b_JmDP^QojkJc`8;+ zs**Iz&T8e^2@|3snRhF6FI=s@hlN?z-=N$C5*>wji|{1daTljvV1b8goGmL5t6xCE z9Jw}Hf*47;_B(pef{XBETU<|PNspkW%Rse3B#)_5Vmc4&HxJRzn#+O4>GmZr>P`gN z4?qAM@VwLSio@CUn*?F=%im|Gfl)o+cj0k88J*;S_Sf3k`4>rzL3#g8PmNvPJO-(N z7!tt6d7&M4LKxqUhRyRQvjePOh(MkVm0Qz-74{x-`7!H3wcX`@qneXvE=Mf=#G?^_ zSl)uQYc>U-r$B|}jjqMibmC8$`4<19qApeAo@*l*Bjb}rZk<#SJ;sxK@t6}&l8EQz zIOaGx@L!bhAJ>}sY+=wSsyM7HGx+z_k3qBCq9p%A3|jneZ-O@|{R#4K2*JolKnN~= zb7+h1*71S;oLpZbF5RA1kM$MLm%>%p*Wl`^j0{;S0iW*9NdKn}+q`eh{-r(}mR9UI z;BIS8PitAhe&56DdEl?5`rWs#>WS{06p_WhmD9b7cQ>&|iy(r~Z&ZH@lR!~|%f@$t z{vn?`2hqR06Js6AMp0s1eoo1|A;S0y?*G%Qi4qzzkAgyVt@=8KU7gM~Uo@S&-W&q| zZc@R~nDj2$oD150?ph2t)6YY6ulTPAd48Jz#e+KoeN7XN79c@N{{m#2x`>kn_AjRuCCzob{~;w#XjFl@~i7XV2ZLciT) ze2}|^b_3uJL54m=S8Mx4ssH?YD5bgsr1O|Lwg{eFLvQ1lO1u}Z~9NQ!sB zKioM#*|6++P08xG4xAvYpRwVtSG-@c^zv`{=~wl#zzR0w)O@!5<|2g;Y3uy z$cQr3x8PYuM#k)zW!JT-PVS94!02b-^xcMZZWgG>99)$G%p6FEZI<=|SpJ1KI&AU z%T0`;0SW;oFAx<1z6;7OAeV3jq^;i}af{(UTap?B!DBM90SmPN@U@WN&Vcramev=f zUe}n-sENt-+RpuWGDJcYv*m+V1(w?-cL5FIuDgjqLUEvYb=ZP|Q1XNT2FMFGjqK;D7YV~22%K9&@O21Rd|XfLQF zU*Hpxldiz|z7cUU-K$g%4hw4mv!gM_c4FA{5KR#VDiBcurboO6GV}7U9^V0QE+4jx zSrgO;A2MZlgC6e|V#Ps3M1x{&ZH=rMqD4`RhjLL%Mv>?va&HMtA{>rFq9k-VG&~(=?S4+ zREp76Vk}WFXYYUjNUS1`b`~t>Lly2kcrdJ|(!hvFLU6_`m3j0_M$0y;Pn6w%`5*sS zaj4jc2P;$2w}qj6@d<@wH0Y2U;5OEqmN1))6iRELf|rH{(l=5~zhHP|O;+mBzqg7P z%&NH1g<-YE)j(RAUC`Sc6Y~9gGroq?OSk}}olHRcW2)KUWPynJvr%F?E(V$Y;sH3S z+OWKGa&m?C*dU6*$O#xX)rWqc)?S5DCJ$T9pXEGiy4;?PhFM#5gta6p; zEro0tambYlKj6Z$S}c}%dt)Fjh-vka9#FOR{k2ggh>E57&sZQRSnE3r&_RmVD}-`N zQ=*mdZ)Q}3M$H9n0G+FQjmw1s@^xeotKF4Y!Es@Wr0&A08>DG*DVE%I8#juj`1jq2 zvBQFb>X97;Ls>ROe5r5gVF2$w0gzk7^S3D7B&>3={=F6q-R=_ zwpAeV{2%JC>Q+n9(HMWsW*)QRLQa)*>b(%t>k1U&<+I+rc#>Dwc5IjNMc6)JJjVK3 zxy&QUx2I!l!S*B*cQLZFtR%L5AXG(Zzmq9CQ1Z5JE`v5P<^qd(>(ra4SAEvC^BU6H zKT|q|m|_haF_+{&uidyYaN+w3qc{u*3=Xns=rOQqaLZH~Ge0YG1V)W^b!$seiJawg zO~Yh-*4~XO^3+z3G^htJFGmolz0L>4+X z6=92p#o1C0;v_4{VqurJiY-Vo*r#+I`)y{3x5PL2)m$)qO~VvoT6#0$^wy8dGHEru zvX_P=Y^)^o)sDFSX2-R|D-=0g8*clvP!vMFEWit48YfG=DiUe6V1lgLa3ir3WPc%{ zp~QdAzmf%fgCS_FuZ6!@7#=vi_R>d96;5hZs-1EB1%)%=X&=HC5=0W{-_+;yWdYUtIiPvp&`eQ*Lhn z>`M+--ftc`DbnTVtwgph8+i5z=vb}@aGY%HyS$D9LP8QjDr{!gF9fj!qCCw$qBBH^Hb=a-llmu zD{00Q4;yB^nCVQz>1y%OC1x$$mvEQ7b~)--a%y6GCAs~Og{^_X%C%w%F|qoMgB{>W z%n*djpQwR14z_IB@p6VeBy|QKK1>C;o|3^0O@Tf``;ndPuVPx}5ijV43_O4w?0_5# zny%5Gy|@++@al+fhAF68KsPf-4GawAIhqURh>?VGr8?xj%w0TawXm4AFg|OKOeVn^ zf=~1p`Yi<=-8XO?>8vLCVd#Npe@Gh%nWH4WTNBYBFm^(p!4p^5}Z zkQb;HpxD7&hsTJwplFI4JRW%tS3s~7Z$z1EMEkb>_kx*-`$7?kRI0MSDh{gJee~sX zPb21?cK?e09%bBcdzONqKn4%H>XXufyPk7;>f~}zF}Vfns8v#uX>tT9C=Lk;$#G~H z{^`bFV8W?sY2Gkp`@QZ9`VQpcOyENfWUJk(Z40G6I^F4tQsXv%Z+_r3%d!EzzYO?6 zYg^kBpuxX?i@W_XVlgbI$b0@Ci1aL~K zUCk3le}R#y6~~&LC?ntW&Q_yeOD<_CqFRi)SiwXeI*}^>w!?5YEmlPHEJlUH&u_1p zrhEt4_~U|OAX+%SfGPsk8-V z7=PlKSVSTnm|Q_}r}MLu#E=;fva{el>U2hPzA%?{nIiAS+v2DCH)n;k09$1WNB_@<=NbCK_| zYLk|@X#Q6-?zNV~Dlk68LD%S=#c)Q|NM-wstSA=n?9|>?(4danJ3D#9#)$6+gb~5e zs~D2^!5kPog<&WiVDsR|gQ1Fm;~#6_2H{ZU$eqB(-X>slLySW4NEU;d6WjiG3Xt~L z&jpH>!W1XW2Wc<m-yX$Vvs59m zN@!GGZUBn%fATxvT#qJygYlz_tl&(nm|l)xV-mmDc2@`r#=2sCE5?e=xTY2<$Bga zzV*EP_o{;1`bl>MA7r*GiZ*a!qOYFHTj+e?@i&)kqL9bSdYVIl9XH*O6!FVOmzm3e z1x*{h?N=Pf3_@{M3xGEyi6jN71dpa$%l!|gv3fh5n+oeHr@!>B(8oL8{}#26ZDT=| zA@_t^Nx#j6TNrSQ10&*486Q@1qoKD&XkO{F;|-33#P<@&{915Dl*uf@iSL{@;z}S^ z(8>IZoJ7O1)x3N=@{9H}();T-#eRy}{f*T(SB_3Pc&)#EEf_VOdnlMSR_Jl#`7-q+ zIZ_K}Ha`a5vW~B6QhnjlAjT>{D;O7_Y(Kd&mCKp7Er%*&n@b79#*5{WFv7OAwFR?B zH;%R9sFF7wssO1HR=DJi+SR5-?;zJQ?H*rA+y1!|UZP3zZ2a_2YkDiyJz;C%Z`FD% z6JpPd;#7TE$9x7i^OGm>Ja-@TEIXI)z*-)5TgLzx-n?}Sd}NNkaa>W9)ZW)HM^^5l zlM{q&)uKGW#6G1ltLZ+K2^Bd7lV^l$ups%LyPjeJc7#T z9yum?$B1F1ND^z1j0Sa4^$6a`I!q`b2?xN`D-(A^~&+qEeJ4slRGtNQz(e>Kdo0LTAGc$0fMU4%whNCP23=57R zgr{c$b%L|%T`Y|D-dZuj;^g)tj+lzd51i!HL4WRD3pgu_RLP7X-SpPz9yl|vC=lM#;3Hh( zZirD#(S|3ir$ezW!`>fj_~-M&9Y-{Eplu2Y z3#;eF<}K$y10%77fi%b)5_}O47|STu%}e5b6e4jdBP*r9h8KFXh*0`{?;wE?5gU1n z3vP%E?17Ufwy$ZOX@0u{|6}(dQ3PKRYnC7#aeixXm~PUzFESwConc(KVK<~$9r&&( zLpk#c(Z9+dA4>+Kn;Z!XIFfYaGMw}8Dq~nYy3{y#n11%>f%N=q65jHLy+-JxAyYXX z-MGX502fF17(z2l=lqk+MiVJ3nyX@qcmkKt_ru6Uu025oBMoJxZ7{Fc*d&0ofBPyA z-B7+;kEe{*6YcP$)Cl^K+XU=xiCtWT$@gH93f{M00S@jQRi`9Sf|C#kA!FmqP|zZ+ zsj=VaJ4M`Cuc-A#`F-Fdiy>%xuhz^(*l92oR2R1U3#T;CiR_5=C`mMF=e|bKsC+LA zXrEs>t@?m-urFraBFGh~FZE!Gh1?sZ`wHXE?|cnfnsMoW^d>5cK1sfp;iC|5K#2EW z_2Aa{O^Bj18l(2_277P~HL2T{{x{K;ti1dWSnR z{VUT9i26T9#t>(7uKZ3L2>fsLiSmDTyg?R5G`UjRUm2|p#OAY%+-_*hp>*zt^9WpU zP(}J19*v(%`h7^oel6OoOxn*Cbaa~(^?q%FO1V|ce^?PI)@Rh*iqs$v9MS8S50$W# zCa*7Ah>~E^O)pa9Zw2y{X0PYIUlbSN7j0W9@>`GnFM}lXrgMKod$fr^&i=bSZ_7dUiIDqi0o!&$B@N@Z zviD^}Yr!_&cQmW@mGS9*ohVpW%6)lzc>jHS@9cjnD&^nt)vL>l`kL3W8{R|y-<8Do z)_H_@O-?Kjq`I;YA)2-;mghJttP98X0z8mK>uqi z3K>)CjkkMOOeh|L(V`D(()hCD5(3*7<~FN+qb@Y z9u^VG>$@VVKKXZ1zxU60clU;$Y->7hddI)FCSkqH{u!{QV8EZ;h^T*Lc0y3{9Ts0h zOL0p{;6Fhqr>ey|y|z&TvbCF*Rkg(LxS@Aj+V9VcuKo&@xoKNFJ|FYPkMa{pY8ykE zqgPRq_yUDb5kz`r2ll`_V=dioF~lBti0$C9r=>Q`rHX~WF@B=%YtSw+X`&@H9gDYj zg?8*dLEBWo>^W8P8|7~GMbl_8J{k5tjK|7Btbogc^?Lcwd0aSeZ7*WeC92+ zT2BXIYEYD?>HmdNki0db^1v~b;(L z&u%3?p6RgWB)2{(&+2t@YW|zScMddw>A^kZF@Ffk$+7}Deq-Hm71(_Nzt8AC1RU?) z8AjRUizY0_D?g$hvEAwk_>`pieo2*a#jxtdKRx6S5xu+QoT*OSnUS~dbE9HLGvq3M zd2D__GgNg)i&?WzcWSveUB#w_ngFqJ5F;zEOE1=$YbS>gg_WGH^Na0wlleMYX6lUW z*|G!qx61Fl{I%?6^s)`o>YP?FV{U#Lx47vEEu+k~~Z93n}q+sLWTmc9A0 zCcf_BRN%FCyVG)63*l>0e}B=YgQ7NWH~P)?;>%c0`~kt@oE|2%+7ox2aVf;@D(@Ub zxzC+DOsqrElso4|9G@CuNIA->{iVX)8B@)rl_88_$uo!rntu{9O@YNMMm@%dW>#Bk z*psKS+hCSNJ9Ui=hH=L1x1O3hp5L8$(h$y+^334ITjSrfCTCpZM7Ld0pH1;FI zT&QCMwf6qJ&VF)mnPaEcdbJgkts2kQg$a$$-VM5jq?Own!HqY_3VxJd0sAs%!*qT$ z!hYZ2_eF=Ixo+N}m(#?N-UDoPdnVl?Yn}sjhU8Gz#R=Wp8yBpDzt1WEHlmJC27IZ# zyO|4J3%U+K9zNIgXY^0}-hNFam?P|4Zzj0mFMuIItwcc97#{++{^pJC=3458OjHF{ zaJD8>6sN`CBB#wB?dX%yVXENJ=xv7?vP@Nb)q!c;D?2q_X6K)LS{t*XHZ|YBY{`yL z#=h$!m23R_IlGMmzIp1=7=*TZoh}|nuGKzfY;!vs7g^JFv{KEctUFPZlV@dgeww*+ zzRx%fPYH-*^)F^pzU=(m;iB^kCJY=gG>AUK^cV0Z^8!!L0)y4=?DvT&?L+pnS3jK4 z7t~!TDGDM+e)1}2@=FCPcW|BEsUK3lLquI^FLoiwN4)x#w6=Nkm3$~2S=Zl3FU;Gx zI*971RCvB*J|8NKJ5G}`R~`tx@mjE=hFO^Z`i2>%e*b{LUzhx!YxykYopU!t(HlPC zi}es;{cozisBBI;`9DnYRa_gs9hc^w)np!v(Yx_DL(1lbi+ERPYRk8+GwD@E^~`}m z+XIQRz+mxjtgJXPs-_!tYf%yRkgs((IC-jsj{7j;tCCT*q~wVK?|YaRd3ZD9K`5T3 zx5MO9@$jk-4sIW8@8dZ>MP(VVZ&zBOrtBx`+}-3$G8lNz0X}4{d!8kaZK;mrWz@R)W;Uw%eqBwfJH7<+whtG)_?1Q;e-x13p9@7%*3~1d7!3l z71K=}2M)@rD*XOm9LPiDf2um@Q+IBB5+IsJ9_Sxd&s6ZWKZ>n%=i*MLvR`{svVFv_ zLBZ4@Jdzv#ZOzfe*CifKT@AdcZ@Jni zD@;TzL<-I1f9-l^u9KAd;q!+k)h*TQJ@;zsQ8lkOe-w^=Mv%D`lGi3H7F$D6S|?)v zidMBgtzMfTgkvT*?syEi=4qr;4_VKVPtJ%*h5;eC;gFFO6kE}2tRLUeeWz-D@Q%Kk z*)JX!<66sw@j12v=B?sT*3SY&5y-RPu*TG{^m9kl(_j-ap8qsR3V7I@g8luiOrKDBS(n2_z+5wVJ%8y|sRc()9K2(_T&w(L_c$jydqDJgyW+vEVi8 znxA#owCI@~sh2l_GoP#2&6*{wL|D<@MyoOy-0zAVdA++F)7SLLk0Zr}46QX!`y@Ok zXGJMznqHTT+6j?uVgKsD=3i4UhQ)kXgs*?&!zgK467ZMugT-e5S+V8}(F`*^r>G8o` z(pCHWx4~h#_rJoC|E8x_EZ9Hl)#{G7_nvax-K;oU^ArIZ_1ogPVh?@a(K3}86(u#@ z>;LsUv9IBuXpk0rtD){uLSe_{DdTgTPm?g?@HX8gsXpwD&)I_CUDSr!BqK!$^n*un zDT&g=9yc)jUtDrr7H}eT6vuM0M1Sn3^Ssu69XXyMfL)dlJ?7H7rMi3Sx^-u&nVVvB zZ-!{uu#(Qsf>p1e)9vM3BF6!OSHzQA9b?mMZS%}dSLINAO_xSIZW>my?tWeGHT^)u zW5US){rngHf%8i_t$V2VABCxkO!7v?7}*q8lnG&MwF5Kq{_>-Uy7Gc=n^eq*XEFQ3 zu|MgH^^%q0VAEwS!ZlijyBh&{$Xnxnn%eVf+l z{{mHLG@`$9j+AcODhN=&TTpGa4*o z-1nIJz1SYB!)jP>)A`3|7FaE#XxN_foTK>3uao(j-UxMAx|uV5&ClkGb}dG3o)#JA z`Sn#vZc#PYd$DflHPfjUZe>{={l@81z+)arUn`=`*EFpDRAm4X|p z8{#6-Oy1(&!G1dr3G}QGok7;SF7uCnoQ7lIeUY@~d@x44{b=u0|Ag!2eQ8vy&*p%^?vqtknMc1PR2L^F397TH}MiE5ZTEaG`;;uw5= zT0#@1EM*dv80yuwSvq|xeT+sD=haS9db@!!l6TV8*!9sNpOsq6!_5REu3?MekcxJd zn)J^!Qum)XzVDHM472)V!4{aegYJI4)4NSkA)}}_SS>&3+!ql)m*}dA2W3I_^QW9X ztVfPimM7i&T;VP7oZ?rnaH-HPdk5rxtSc=Pl(|~IL?x%NYA_^Ni7VAP5UrD_BRuO4xDR2S$_K9jHcwL7<@xL0NP^g53nt7t?Pv0AydCp@z zRQQQ;C!X6xnA$_Ze(Ryj@A3y3dcv}VniGrz_?f9CiMADWwD3C(&~`v|b1=+vs88;4 z;ZM3+_}Vx(@5PteT6~!6GG=G~TmD?m@#lls&7DPcSO%`h0ek_XiA$s}WcR>dD`b4a z>bbqA*Vcw6*Jp2`__-y$|1cw$aB0r*REKD$z>QTxTW*GG;Cq${tN3jq{@f<*2{(KX zE$PD_c%R5q`MjP;;o4Nq`jJGY1nNj749SX{Iy0QrpRhVksF&Rz*XTM3?f!k1=Qhd^ zUAwZcwtAR%#Y>Qqwg0PTK5njiAYV^iv32rdkt1UT?I!nKfdd0o#}5P89U6Y>4R0i! zv7!vw-_B9jOJ6Tf3D$X|_5Sb$MJYvYnhtISp$+^zLu;-H{llTRRbQ^^UqLee=X8Mx z{Hp}NiA&?_;4>0@K$RRRu?P0CcfK(0g11pY9I?d8t;bldAW%3kB0VWJYFp;9)h1St zKBRhR#ISzPC&aFxT}e0Iyo+HcP1XF=|L^aY&IC{q|Bzm={bKd*^X`*xXq*U7tiq#yBl@p@?K z{&H7naEOQ-1QeGD37xJ>Id763s4;yy{6P8DrHQ?WRWaIzN0XXAW*>Jo=XeQ&^^G&G zi>TA$(|?p*>6J8<6c4yObX|+M5=sX373LUb3i7+Cw(rF!-qrL6w}LUG&cB@4IAc^K zi2iF{x3-c>!FMew^ErkwA`(Ki?7hM3XeCBC%-4ToWJN?zxNs|`6c9HHFE&l^&M zRv;B&lJ<%nntDB*=4~J1KCLqiS-+QM?G>Qmy)cpTc}k3wPvAXWO6oTMF0<3!1_wrV ze?HubvZw&5QBk(wtPaNR5cVnZ9Et#N;udy!y^hECI^q=6eRzb0!pU++vcxMim3>3AKFg6dGAO3HPIG23nGPzYr*|u%1%!;%!ZmcTd>}zQF~roX^9>| zFZ|1$a-!Rki0y--ftiN#LC?uEr=z>gxxd?6-IEzD!!-GqS|e*s*>$kx87&F8xMXvp z#5%D#GmmsI{V~w5UsvfZnc-{d2sxxK#bkeI#4fW+-K=fLXh4x)pHFa)&pX&FMm&6N zA#mp3;QYqL@G0rXpC6?opETor5iWS&O?Ph)|E}JR2CaNX7E`LX#rwWC3Jx@_HoDsE z#3Yk%U|0bZ>CB@g8M~hyi3)aCn9(~pjO#TLn;G*CI>(#eron`Q7&WYTIIMqbrw&_Q z`VlWvk9Vd|qiH_;A{YGbQ%CGGU%Cd31?>NWu5XOav)kGY+N5zBJ87IIX>7HP8r!yQ z+iJ`ww$aA6ZQHhU?!0^N?>l>(aeieyW8}xZG}oN-!s5}~DbrQ!VI73r!NT$n64qf_ zkim+p7rU>>^VKlqLmK0ZEZBADHxwo7iyF+;x@2YDi)UEfFvdP~=fvVQXP5x$6#N-3 ztZmr9f>TPX7^T?0z9nArHeN!FxsZs+p3>wCYQDU5+0dh~1)ar?gXDr5!#$i~9Yar# zwTjf68sci-FQ4KB-tVRF6kpwglq=L+< zR{q_y0dC>`-XJ>w2rlEzhcf5|Do zD1bZ`Ul4k;bM)|>K33Hiu)&6=MrE{5Rv_KVkeFRDi)>Y5xEIOuyp~Ou`P+X zwqb)4Br_Y;G`zQxtpS{rnNm$1H=s0Rf0&Ntg3sP%W;)$k1`58R_IV$C$s?&VzL&~3 zPuMSu@0ka`wpZuWhR_r8J8Rl-v-Bn(EZ{GU*{Xn>d?UgQ3DJqxO6zz4PXb^MY z1mx)9Z2QWt%Rt#D1iBxpOcrV3bwy>zDN@pmN=; zn+Plom~2rhpeLKNC?_H5fM~e#9EO+tpY$%v14c?Xbo7{VRYUFjMXhM@Rj~~@7kz5! z`o#Rh4pJ7YpqZ0&LykAS6;)TCzy{&IZbOT|&TNL1Sd|HR;L;|Rp~D92^Zg*Jo(NW? z$Fha->@A-gP?=`0|6o{#T-a{!$t9Wh~_f= zI7Mste*9^XU;q;JuQ*?;3e<`ozkPoh<-B~Y3+X>^&nfV zmSFEh@uTp-@+_>-C_v3bT0^1_2H(SkjZzthDgc_tl z&azY3YzvD}26%ex&-Hj!*KMW{TDFUU04$pn&Ule|`qnSGT zRDj!~=7#%T>wPhyR9^g67W@C}WIg}8lO=bqzWZ+}*3U1M)O%z~vro#gZ9%>jSB1;f zaANfVDSzGOFFS3EYZZSpb3|Mse56G9Iu|E*ZS#czG6zNsA;(+~8=V1No})xLqbl83 zR*V? zPRLR^yEgC*KbRL5JWW0ud&r5ms8vzDolQrFEtq%U7#57dkW{f-#96GY?6z>%S1Chf z_P!v}fd5NoL1MotthU?=R^gS=mmrZUv(q5nw(-qAHss&EF)6kG>Wz5;f)Caep^8dP zAXcO@82T~`8y62vT$ps3`0pMiruXOty7cKVG5ZB@_f1ZIJ2EF z_u1@LcIy-WThTWyXL<1wj}dDQKm}toQZ9R}Bj~Pm&!ctrnqm>Z^eGj+7n+N=-NYtl zU7U!FJD^qXNq2SxO|hY<^iJo>ZNi*$ooKzzm&1FY91=Wkm!Ascokbt#vsBn~1fxv} z8D{xK`2+OevH`O*?)=sge_N#|9=e-+!O-!sg_q?0eO`qKdUnA-5$XF@h*>2rX|Fz8bR0-P!v&u=7O8D1s;NDKWmZ)A zj9&MtcN27&Q~vE^*nnts1=d`*r~ETr)I2ZbfXA5`N}!S4`3)?XeX8VeuJW^jW%VmN zJU-K7B&VsEX|QByudGGZ*?mOCiXmsuc=gu$CCV&szG^Yh@?*s@lQ1@Lm5 z_mprq<#hi8XG=*Rz0BgoC0I(4*Cq|p5hZnZr=E7zB1BbcSi0Vu^&XD0%o_qGau#A6*i(S z<>b`)H@CaTr%wpR2#O)m=N0JU<^=Uy!UFwGT_v!5drbP|mwd{&kKA^A9l zg#cj6#iT4>&rCrqio#D7ZB&+5;^#rX$Pjijtxa*rqH<9p2F5htzy21E)z!@km3Pue zGM7cdzB!88&7tT>XbTK32qeYK%gKHh|9Le+gWd|7z7HFx-zY!~voyi59s$TM!e}WH zB+Dq0{F&eY<~)TG7}>c^5Z*u((f=!A#Vw)IW|a%;FQ?3lTTWJ%G$lM3d{oD&mlZ!a z`3ODDu9H_@}sf$%w-ZQSWY6;EnH8;AQY)n=J+*s z2xiGWeuR^Ow&Q%@c}*E{Th%(f(wlL;d0ySKg?lz_=3?*8B;>8i*SCNIikzfgr(15T zr&6v230>Vc7DA}1V0;#N89YWqy;c`sS7-74HatJKe zHcuPA7bxn_8sg8X7iRNPlF~2r9ociinpsrqrdljIyY$2((LjGWNXWBk>-eBWSWN6l zY(cRB0cZz{c)-|vQBiTYmIyz*HZ$rDu(^tRHK#1yeZt=Xbd{)| zD8(ClgXJl^fw_D(p${OD_MDTTBbf)8{C#+1ZU-bOid{nh)TZow! zG-Q04EE&5B-Y~!_6n`e)k~JyP^r^{35Lo_p7x~&aBmP>WCX<2*52phu`zs&Rv$0EbE{Hv>X)ZGqr)CKpIIsF zi9e@WK#ZAp`sZMoq+l#g9KhYz0~|xOKMQV3d#$JY=2B`u{#4~_T#V{MpwH-wV+plU z<=80A=~O2%oNtgKrVfajqHQZZIP3L%^YpTH4)Q5mI8qZ27Y)bN0`H8T0g97)uel{FzxeQU%vcv_m==AYLJ|V3xAyQ(voO( zlJ1%S0vv=>=d)6($CA2U@YfZeA@!@B~)~f;d@H1hG#4kQ`4tG~{LbKS2LJy7&fx-F7e-ISBKgQO}Fl zLN?~q$O!kitHEV|jK49)sjqg8Zn_q3bvxzJWpazACxwh3_ZGB6{&63bkg24nh&~8Wb>BrrMSvN~jbT-sw;Z(ivH$eQsJXu3f)v;#vv%APm8> ziX%jJr)OrtJfpL*FIV2Hct#>!AF`N6C{2z_Wuzrcv`cH7@kE$_MeUGUQnaMX|0w8D zw4^S$phPy`IWoO7{dtZevcm|z*XV;8a-=BU%*Nj0giD{+ZkcwJ0SQLggVXmp-yA>K znPX3xTFPRc8Oo@|r#vtY1A*YKi1+&9OQV~xksOG2x5)`v!ZBY~<*ZMKL8mqa%dV$L zeiuV7y(Trj!lQk?CX#G$np(c8LMFWHUxIy~uEoF6%^oxHE7KE_a9cI%aWl^Inx{FF z8p17Wek=Mq&S#Xp1`X$_4w`G+QCDYN89+0JHjsaRV2wfy-O$fo zMb|=1Oj$u~Bz%IHO(R3f6@!h;l(}*@2aF$}cCa1sa4=8f#woF$pS2D5na+v~|JuI4 zilP|C>y0FIlx}HBIeUG;_mDi~SASz4&&2A8eGb7cnYKSWW67VXfNtFXc~L4-YL( z|LKDEnZos9T3dIWn-g2;WZl@Ld&lN|EIKY-6#*EbKm|BaTPw_5!mS{nN>X$;6Z<*2 zqtd^lJL>9cIdN%0Sy|$zKYjsA+8?pk?;;zRXy~2-7o97GP)y43;>y8{!a9>I%PB~7 zyrwS-Xw!3>NcV-;3c3@t;=!Qt(+n@8Q7**wJWX_ln~8&Nf&m)f%Hqx>EU`G8P(AFz;t4{}?Y(`}9TaUHaYz^(rH z1wn{`#b9T@G1>pVl~fg~s`Zh26Ge{dOF_@kqt{}G8H>Y7eeKIceTV_TM2mxnT5HcW zN#ZILn`gI;M<$p!zOvxNIlOQ?|G*7UECCRT6;2QwJ#$blV8xtb8AmdkiGi6XDa-{WdccAxrYjn#U*w9S=O;O55B1mI#&yBZ+KIle^~G>-jxGr#zoy zoTu2Kf!u?s85IuBge23zgydr+J~GaR>GVXu!qmk02zu&*MqO%kVD-8QRU=tFxfB&} ziz&O&Koseg9ruz0Zw|F&zqUytl_0JhgJRQeu*-b3Ro)4|=#}0?E z#TSasFwFM@&8|d?l1Kqzu!Tq!1>*5CYi$HZaj`?ybY@lXnKgU(smx5AoT4Ac!4T#( zR0v_c$yWq`Vpn-&)-bEiCRR*OqTNFyc5${`|BJvKP?`xKy-!8{;@4e(HLz8^`QG-h z5qaS_T6{CJIeDn#{;uNUvVYg=ovla(oO#4Wq?=v@B(9-h=U}o-%+E#8Z24$PZj{BB z$N;DWfNRD^))Cr9!sRKFLtaYf_<;IOc2fFhOGP@R8XC;#hiZ+5a47=9lyoZ`YnnzO z#k5#LrzdPQtF0lYwaofkVSDjzQi}D6un%ZM=^DRY%2jncQG-Xqe}q+U*pm9Spjcq# zic5A>Ji|v|i6%Fd&cw1U^ZEg#99<9w4XauzF#Jjsom0VNCtNVZu#iD0zE^M9h$K#0 zNvJ*~L%kj$AWnigBhcC0vKP0^JpCd6+oCa`$D{!-a#}x|gPdzUU@4*8^_Mqv+# zB9Wvk=t7b%JOH@t;=0frF0cM<`>Ue9hM&Ni39 z8r;83nT~WMs~D&N#x`3trRk515AX#Akf!5fC?)vQLDXVLAR(YsrO|Ugl!G4_n=sPtNNYTEVs3fDL7}aCh%fXXsnyGIA zL$)MVdBBQNKo;X{u3MtBVmirSf&<=_S^eh|0A1LVWyYD>tlE^4T^0PC4^WQKEQkf_7Ja$_8U!SBhGU}zn=4cqYUjHhiLs{EILi(I8JBzA1kvi z{unbNo3CLby9)I*9>$q?e43pn(dllR~36P)rPQQ7BJ^Uzdvx??$#`vsQ9VWWG#v3YBJ-Mh>$Q$ z{@9A?sXu1lr0AWZYbN|w0%uHJdZb^U26#1vVr2wbt$N{CP$+j*+KlXu?ctl<%k$`v z;423`iiC+K3>FDRVys>e~cms>v| zS#ZrPPY^Jf)?`?l9X+~vgxsfmY%tfSSR4rbt7~C3S2l(q$oKP|7ZtmQla4OTs4P` z=sQO?L?l^6!FL_bO}2h&j+wY!TbaM-PWleWlE?kyt59J}$ zt3K5cR?w)MNjINP))+mi zE=SC*(8%@*=5X&H%KAq)5PF@ZY3!8I4j&b+VKX{0?t-R2z{*e_W8eoVP>}V8l>210 zTiqAk&H_MVR?a#^V0Pi)NF)!se3J*aW-~&GC6Yz%J}%*G9!u&@e6+Z=M*p-7l-ZD? zli0~X{@vMd`F4IOz%)aA1O|v_^3VQe;hDSJe4?|waGw%Q_yCHWxE&&&!?;h-dB% zNzh}*5-KKCW5AmSHW8RnV^W5PZ2FqkeDTpQYAffJZ2u6b8uNbrT{<$_DAt$`EU32F zdopi*bIg`|isiM(^MktXlctT5uv3-jW-q&TGPpcCUb~!~t-CMZH#2pg@y@Q!isX!n zdd!H-C~-=qf6y~IpTBs5JYL@F3Ce)_`m6GmZ1}icx_Ch-6y{~K@D8IYuRdXw0cgDk zmYXFx&|Vwu+(0|Q_X#UEIJ;YqtR&@re$sHOUf7!&&=_zFb0Bz*)%Rzg1hRnaAk!1| zwOYJ!-Bw;FYtpf^zwO6lPXxpr&R8FpPN!VJ|~jDz&bfQMSEpci8K zLl|K@Tglwjtgx7iwJP53qVDOFH5;3_sE)D~MIO4Fa%)T6{Mnh|L;ITEHNnzhU{F3p z-~_E;vEATdQXNg=7+YediD7lYTjZkeiTvqe@8#QbY|H?rtm;u-^{QBN*+Z}?;G1PB z$YT=CfB#aC>tf|bZZ|thvXzn*H$9t^wK1+|owE50hd@LEl<3f7xeP9Nb2xH;342ij zWs1K8-(W0jT&A-n6pG{Yumb6 znvoOPSs539BQj6?dmJci8M~1P`_*M?+Hh*2753n$IuX@jqHe}sQj5WO7puT+y)z&X zu=Jq+pjgd>ioHOGHOs7FblFcc|A3w}T&h}^EcV*?`^<~ayKtVJ;E_F%Hjm)(F7iuT zZ=YUyd_+@#g0Q)bl@9rbl+7eRL#;zFFPTwxA z5@kCO@Qj)7A-FGhmAE}uit4k|z_#P%V`ivp4?aq(0mh2cGnf4(Vf~WT8=+F$sVDL7 z&9&i2ky7;N;BP>Rs{h5sVRxsoCzx$ zR2fSDgc~i%MKRo*0Qih?89ncQ6UV@9x}B~ucjMr96~rI6rPf%9hhM>*4A?(-4>w&b zJOhB-VbD@zd+m!Bzx7@DRKSQXITKYN8Q<}`FRE`(So~tiqgXo%bJJ~o(cL0PeiXJ$zN5T89MolkG0bP&;BG7lih`dl~*}$4zQtvs(MVbwSM0JpsK5; zYl>+i$%Xp@%*YpGml#1O+RHQPcHHG1v#M+}94Ad~0P1@4ukWYN4?hr7{fUNqCF*5a z0l}B|6SWc6dT&6a`Ssk;^R1U$v&oR1Z(FIRsxs0#HKf#;qA@=j*(Aq23fHPVh!I}4 zSWylueT7Dab>-X|Agy^Ia+jT$(mG$saLbtF61tI3v`nhJ4!&Gxa6_(`>m28G0%cM-s_@~nzvS%Sr$sKbN>3F1;G z|F(ogZ^tGWJzxENOk=jLCFW#vG%dcWt|=}W9?@O6p4_BmS*)#I8~~LOqDz8TW=k;> zJ%eRP0VIdnt3kdPxCFO?W=*PBbym6uPSp208+PzKH`R(2cFN+wr=EX=w;ja&30`pU zf+LQ8{8cr~FktZv;gWCuM;mqi1{G7yQ2@m7hUB=YwLaQsrdc9smd`;XX%c2iS>Bz4 zP+;mNkn?|^o!K#D(($?`0)aSa^? zBh*+wR%!y%>CXsD+1>h&--kA@foIteqoEM zqV&T~P6r{t`vvH-J@qu0er_jPzkOz%{^s8i{**s^bvJhS-L@kfo)E7!&H|LKwF%SF zcos+zKNVT-eSO4`DjQzCj9HW1hw_}Cp^g%s+sn!LHmMfM1Qcs5DKnn|wo{!g$qo^BUNqZ5&!WTR zFW#WBrBx9|V6pzpip4KM!_tt0loECv%|4-LQ~aZGwP&Vv?(92_A8y+^9`8B`VHj@l zaNWN{(%`w-GrQexAEit3a?v76%7-Eky1L2ey$WKh`wc=FZ7vD4S!qUic9s1~;u@5N zb6ZIXO|DP98LM}{71DKncxwq7^sjaLE5tF}jWd&^yVXCmB;eALXg$225}1V+kI=gQ zB{n*6`B*LkqsdN9N1i zV)ANnKu$(^*3#nNr&6kqUog7eICZMExx@CT2ew4IT6I_fUs;EK6@$9~3WYQEL`?6x zb>PXTsDh0>}s>0$aeK|mCoe52pDkczLO8wR*d?MEdC*{*=vaJ0vf(l2T>QwNV>rSlPpY0x|)v z?>hMv8mzO_u#md%dlw|B@WR5PXhVE20*OJBBQoXCPFm_|x8YyB^DCD-UJ*kz6WR)o z#G&0hLb-qRHTdK2<0gI|_cuVH0q6q(Ln1*<3C(@(^>-C6Abk97HvW2oTs!aA*F^h7 z0r)Hh{;;FIyK?irfgo|~s4vm!5&PYi_Mn6S%OVnGM}Ie%;dqY&PQW?yv6lH4HY5hc z@dC_2Uo9cy(qxETC`(vNmqwY=^MMZ9Iua#>=;u$Aj!Lt3w}q=CorE9e^bw_y_R5-d zv)yjU%cU4S%DMeiqX<(O=U+3%fL499hnzKt8AD7RzG=@3ma*RF{Cz6EyiY|wAQQo0fuL;+@P@4{cYp7p#Nb3Xz5$|KkM+W}V~1KR znten1XTZUY(wc<>j-C7SY6Ez&lOHWa>F9dncY|kc#{J+x&8`jteE7t2@n5DY5c&KX z>;=xhY=wfFR9V_}C+Vr@RW+p=sY^#R%3e@T{1@y^S2|WYEVaPG0M(PqzEg+D@vAL@ z!jhBR<3wGzB!OSnr&;9b5z1!DXLcG^_`FY8uyss68&h6G{nPt~Jq5T!Wt7?mrv$Ln zxYFQs@k_0`9cxB}*HYrtR*26;am0J_}6o}GL31sJ@N4ju2?<@F92FF;nSEvC}DVT6zHys^guGC z?+dfq5#J?{B2NXceGBD3Nqq|ZGdY4BjSL@!;r8@0uckCcmHsj&d1iVdevoXP3Tg!u zb5zAWM{M+QK<^YXA^(USRae@3KqrT{?UM!^)c3lzFqOIUdwXtANTA(WYLeLzygJgQ zCHD%{DS!nfeQ*@~UfkNMgvjcwpDVAG*^d3|)%FTBk3Xyp>AM2cxC79g0Yd9I1)G@_ zrN8$&oZ8D^k-SI7ME6~;0R0xjT&4Ynq++e&K--{p<1{{kE{iYWI~W&E%EGKUNP{WF zZ#~ydduOOah7*llUAyX|pVpS1gfL=LcF7)^*9BSY4qYsR1MrBYYLl#MuVpn8DQ_6( z8jdIZ!94`5*7vNL>C99BZtBFOKaW$`3J()dv5(2YKhA<3i49$&2S5w=`UsUi{Yvfv z-$_+E9ag)Njz1lknLq}dG$QV3OR8A1lbJELq{;#E1*IaHenQ{;1(5kZO>_ds6o4wX zn7O#{L;$oLIH;FqmkaV$AsZK6P0y}Re@Dk>pvm9XG)aO^YybVdQtX`dqm{I8TlT82P&ULxerZMWoRWh%!;N7=pbhpWZrAe3~D?rvW{#N+@0&0&a>KMY^C@8=nV z#p(D;5K?y79@^E^E;>Sd4Vu#=vismzral*mtI@_qi3hKs-fuHxKvw)t4d-JB;FR+2 z2dBCwO!CcdKPfM`C|!@yHZ4ICcsKLTVjf8T?qIM2#W!06!u|@ z4AShl?2a{W#&;8qG?(7wmAX;sDc{r|)~82HZz?r*p%S@dLRSaHC+g0f^uy$3I~+aU z!XM|28LEn{VO)j=VfIz2Ns<%3IrRWiFUv1{K3GZtgETr^T5qwHvftKyRb(A-^N9mGF)|qR{_rlkliH6n3wt~ z9FRhAa<<^Nn4Ggn@0E2)L-8fN{L+^o_0xs^Y!GH@}*j+VSYCex{XgIJ$U(@INXNDDhN=q(Vyw(wRJJwEqd1hAtSd4_6g6 zSK2dChk3Pc&x^Et?QH)pOwqXS6pTb7@}{2bI-fQsNBBiVRs1qSM|)OA57pTqTjpB6eC-)6IhEdPY*DT&X;-=j-U3q$regM#TSA??w!5Zu5lRil4jdE=O zVIWr6_AFyE7c(-&g@X4xR0aiyJNPSobhdq@H%&8m!XjtS7@EBjSOjMbKqBy$*apnm&rPO36UNlH@?pCIaoZhc6&F`OZOb`A+; z$qnOODu`xb`Ib^!?XLV1v$A>}Qt{=at(%k_#js}m2KTzn8a5BtG3KoY$zPD;yH<$a zJ;rs26vT?x2Q?ve<+}K(&p(;}3GP3)%BPl7)E@{;}(o zogd^^Z&}!g-MfftL79^xAs6|QikS({u3P)sS{6eQEA@g;{stLXz`n9*yU#NdDVxy5rb@#nCG2Sex%%`V%DNH$sslrch5zNwQ%> zT>(?(4OTeZlH1>oo%E4hdr6SBtTjc5PP9(dX_3g;96;+P7$fDBb4By-yBkMoegcIs zpm}-s)^X})YI(ah1kbEW3;!=k&tNH)af;AHl%Tw2$##>Mr*KB>Bk~*{B6Fc}AyL9S z@D$7{XIJF==zkdSH0DnO?=Vbi6cxQe|l)ogY7q*TuA#M!oBj zA+7epDWgZ?Pt_SHLwlO_(|k_SE2bwDW@;?goEwEn-z{UD@(}|pd+!CNz8Gui< zS`gb&NS(j(Nz}U)IIu)I$Gr1OjA|?XUP&)BPe804Xx&2Nx%Np1$^03ORXxf|^u7se zsInj3mV4?Bz93L?L^U`DTg_`irG8Hq`|@LAWh@zLxV9>ZPVC0^dLonZfGv z9x6P9Yj-x1h@kC*)q(@8lXgc7nl4=_cceMM^AQx!WyJHCYD|I3Z0I>m5C63*K5Yw+ z&0{y;gpdg#*1>JAs?G83&zo13TOeH3_-f!>%K;G|ACvbO4F;~iJ44}J{o&!AUbpGP zk2jdfR~>lnXUha%o!>VK^eDkhyJDOEgP7N1EXiV%Ddq;ue4%5PBa{LzmggLSF?mVL z{R)`Fohz;*;EgM~{iVx)B2JA6cOTr|Qj|4NeI%5akXO04t|UOQZWbEH*>;Y&a_{}4Sr{W*7(J+WXq z{HrbB$2oF_aVf!(8PY`*?&^m+7-$;U`+kE{if9fS)`9zOJiw$U~%K;)Qd9dPVxq4W>Q{rW763?!%Pe z85SQt@!~B~vYHR=Ash``jvK(zy+k7mr=C$qb~JhGU^$nE4Gl-N!~v^S&5Q;nxLuuO zOktkd4t8VoEe$%Oa0hG!j*H{Zcy9?H7n&L#-& zOY8(s%U5r;%*mh|ZyxTeh224GM5*yUbGXJ}%VOisUG=-NE)09*ial0>zCPOxXW?TJ zX40+nJ@&iCC|+h))WAbd(T7O$duhSp9~jM7zd~`3k+4`tYMXo{A;^t|RQ4hIklpjy zt?T8((40=V(}?pJFd&(>Ghje+9xri9(~SMYdpu)Z^zh<_r--fd?*p=jA4}cIa3v-V zBih@(Pc?cC+*;`?f}4{dxa!@q5x)w^l(&Y1H-zHgbVeJhoL6Z;ZQChm{o^_67MQqc z{if6Ecx*PEIJ=dhM_|=)yeK>Z z`xkOBUnt-2-R~=o#bSn|#G_m;o~t)@)shLRY^%d{yjQeeS<%ieCD3xx+&8!N`8s_j z@X(2|k+bOkBcjtoRc56vOaA->FgViHrIeRtLLv~jbt0Tr)iAfb$i}-US$yE!=ygc)*(@n{6HdP{I2p6B8aJP=j6_CD1WAcMb z3w$eioOE54zJekka8GJgCxn6$nr*jwz?_yetWp=X>hfRdXkBzItx_|Qn#bcy%&cfh zmRDk8sd(|~ptoTp`2hKarfXgNjXk~rrCjUHaA0vRH0xSXQ%g;3s*yh3NCqd^J9)387J83XAbA~F z^SNH8L4)Y zA;H5Ez#^3gdt+;>4X~zUOE8<8wKKH{^6hE_iyc@bjbJ)o4}+abV=@eVS*%Cpj;c;U zNJ=IRlqvndir}YQ$PU_4mI}=r+aBUO(f6S7-$D=LWK{}e@R%VzHvG!ZRFF2D&%J4+ zw`|~^8#$TFBgLqeWG8w0Z09Hz;$oFu-kh~(FS9ZXS=_MkJ2N8xOl>QQ8HS<4h9(h&v01G%2xx^ z_iPF+J|P9qooSz+^K;vcVNzDCjW(XlZ9MR&JzntKj}RTGgAZ9n)7FRMy-+oj>m>#L z$R-`Gcz}K5F4)8$ zqT?#TSJ7*qEYX&3Ep{JsQLD5^n$X!(rph>wA1I~N$EHHQOkKuLv4NUy5Nmd#|969ejhgWVxKWNOb)b4>=YwnsDJ?pYP5>}CE`g4Gx$*Vm5RC7NCngEng}^Z zd-Rzn44Z5S2*2-?SMcn`ORD13zQ~DM&1t@#Zrl#&EyEdYxTXu&uFG0? z82y~qN=tMr`eNM5(ZoT~=OpO`O}BoL#l^?G^->TSbj2N&AP=|3@q*9WdbU+V0IhW# zxkh{TNH6uWwb$^d(I!SJ>-(@PC5>fFl6bHotkn{xwD!88GRMYnKx)?H56KCIksJl2 zr~NMJd(l8VUjuE1%>GC}!O|sF)3)Z8(&io+ziR8I+{Plr?ZFq(Ng_pN}YHY>Q?C$M+#|etcGWVwD;jZM_=rUrvk91q01%GhsL*2P{PWPoE%d2tbF9An0+Ky&C(j~aq% zAL)p4A-Ic>7^owyr7E>&OhFMOIl7OO^cNJidSQnEcTSH`DemVilJv!ny7gSLJhEq> z{b9K@!%lZnWYvZaNB3V5v)a%(o$UzJ7D9isUZv^j=(_H%BWQy;ZiJm1^k_{RcB$kE zbb^QJUa{NMh-{ws%srmYVjO9YeZvlRO&%sG_Py4_J~*mN9F)H(S0RKOSP<~eNHL>O zVTAj4#Wh%IGf#6v`N;5^4O=75Syk`Q*{x}T#lDS;cmIML2F?N{1*a;wok)=84$Usc@29=U?9w9^sW{Vc-Yrf%up z2JZ!rr88z3(z3)3f|b#Ae-y(CcY|+On=T}-r8^U35aDLO*V`wd$`4v1AJOMtzjiF* zcUO4fx0>@wyCvE`MG-Th2MJ~3dQl}KGhY+Z@hf9>liq@#LNnojkdQ){R5 znF`dB6vOHznve)f64YO{@=n(BUT(KgyF0It=X?4SzDJa!)mxoNueY-Wr>6pJNZ80e z=>Z`WkGrdvwug$?FZ;Ryh~-BYQBi+8tnaobr~-cotHJTUZPp1V8;`{F>-S^A3P3W2 z8SLs}W7L}IHQnlGNz8t`B`*!Xzkv2@KGDm_+dHOmRh1N9y$Jh2b55lGH@fBQnH21x z*$-O#v0-Z}BjeU3Uy@S>Jh;E}pA9j?Fxg?YcD|@mqUiOo(udun&&(1C!p=HWx|MS@ zWa6@XaG=ow8zLmaprys2NYZ`~H}A_^ug41XIjP@PC+xUUql%dE;~RE9nz~m{RqxQz z&y02V!adS@RSc9O(0v)H)B70OgIvBBO;_*#g26$<+WJ~IzmG^i?iuR!a;Whw=w@aA>*r5TvKcjmE@0{Wgn z;#B>0MCoti>mhCFQcc89BRbl#v@es$xp&EW+;1&y0F{Qq(GYKn`O_0Euz7sJJ%_p( z5t^^=rh45ms_r>`6Mop*du!MG3#_S(y5CvZFp)S126!F)NJEtxe~I-XLcfkS<`Er> z7OrADp;)i!$5dDCyUZ2c6u`C0qS3p2-Y5vY3M>Fh+m0&kbZFdEN1NklLfbP9C)uW( zubVeZMa%S8mdjx#QH*M4359gxB3Xf}Rfd6mSKJdR+D;bXm;J*HqjF?+BDdXl$kjjT zN(UIL;34}QL=dlaQ^*Z29Guhpti6!Xk4za5{4{VyITkYvC@tg&ZnsZrHOPw&>%$!y-NTQ1f_$3^de0Jq)A5t(u*KndJ`1sp@S5ObRklt z_fVvFNT_$m-*d{sZ^=#SdYhoW1s1bImo^$~h}?a!a2<30pYeqg~jg9QE-s z_4~D_7a011BPRB5;>wn9h~>vojve=dCDhE5354_R-V~?n9j&G6s0>mG@n>&R7_Ycr z%VcarTE1r7p?hQlV~<`TkELJF+F)?M3G!fhvG-WrTSA5AgXMS=SA1jv9uHaF!le?k z52Ph5x61x(tlZNwMt16ESUga3Eu+i0UZTKhOSx+h_-L*xcW`qF4RhYQSO^xqI4+tA zQ3AFY!BkPYODj*Ei0*{XcuRCu_RjU0l}u^L0G17kRO@fgr@PReOh8CsLh>1Z+}Cg% z)n%FoAej)v7(L}qjy0t5`#SFBmfnm$LYJP>?nWsI*gy0AtrA!>)p@KNx??zZ`st>3 z-&1yofGEiOdag@_`mT(BJo1BDR+y9rvyOwOFsD-T4X9r`Lji_+<7$+}<1LO8*Rn>T zbv%rBD9WDX+poWq%|ax;uX!7I>=9pHq_W4$oOR*PYknL+m)}INSzufef;oJx3C zpb_bWCMwl$M1?Ky`Xu_x?EI;8>rvf}>ZnUZSNQVMj5Ar53`5T!`eo@UhH1-=Z{!Ie zVzS@(1Fk{#It(R7b_k1(>L*)OTC?GpY9HJ{Rwy6Sv1=LhGDz*y`_O7_sy3pZI~w-o zAs8h@Tk8=wlIi0Vd8B~1@TdY}u9J@as$&HEdMH$O@Oy-^jAT4yU?D^yY->7L+9&GA z*fPfg;!6Hxv7k!8KvuM$<$Miz3b%`#tQ5(esTmp5PZ6u4@U)mT;xUTIhc`&JOD7&# z4DzfG2x!`O(DzakvDa^ZexP?098F1f+!dAAvMad%D{1untGoGCyvfs4oEK9PpVVcS z#~Oam+wfr4&XdukWlYZ}@D9^1&OGog|8>aWQe}0SkAIBGQ~2`+bDVSiebSK+KSxQT zmUNlD=R!rd7J%xO^}w)~^tZ$87SroYw=~8wXi@AP?lW`PaBNlyPO5u3vB+IfS+Sdz zvYzq#Ep)11A}2fV1o@Ep`B{EY-hYvx9YDw`ANAh@7 z$NZx5mr}dSOI3?&A)HRI5DT8LWlx}RxX2zbVEQW#i#occ0(~oS24<*7vn&bv{DT=3`_#E}ni=SPY zik?w8G!&dhOM}N$B_Yn5<$Lqxc_x1%l<`Ln#0C=PADUlvsH;w7W?acGvZ8dr{$a+O zt>*~{yK>3l^bhl8b?RvIl%;nQxzJC-J%Iu<1cwRJeIKUe3y&CC#-!T!=<%eOz307a z!9x>-;$NeI$29+O5_kwOr$^-Zu8(_chE`&xD7kZ4cB~&N#jT?hNEQdPO)QdwZWOmi z7N0y1N2Wg&>By}oo(W)?t<_WPZ9I#ABhhMsAZCS#VL+SEzR{7Lw+2Q{rU2T zGh`ip!K~)pi1xZCD8gWVcRWPEuJk@@a&{=2Y*!2daZdd!-e7Ra<#w zuA(E;=iZoicVVbp7cp7%g!Fq*q-!y~*f%78YpvG5GYG$Tym}Fmwh`MWfgz;@dfX^k z^%})K!?&Ygf?Hp6U?T}R+%Z-Y^?%Z`H#Nuq+Cxi)0`%^S}V<>_e$E|j1JRR6LnvVDT6TBCd1*Sou+Zk?HYu?`aMOP{D6MHAi~j-2pc-E zIyC4k5TAyj8yR>?vn8&Mnu@M=&WEQ3dt8};vNvGgDRnryec#Za8Axfvx9dROuhk9q z2k+;RjP|33Fhx-u>c!0z1~Ia$Z6^~PP*Z@QDIw*bc1K&iYnq46Hv9e|;r^_qHuG4S z%pVnv_8g5;5;KJ=4%)_4$>U&^K!UgtC39lVH*~!OKmTfif$3h4*_rSxJezLrD@NOn zb4u>yrG$aGf%SSKRykm*il5A#Oi(PNgJl01?Nnf@!@cDDeRyOi+%R%^geM6}clViH z0S}YtaC{J(?6X&84*D-S-8E|$6C&T#f(q;Ea&+u>7sK`PD>f|Qx5Ft8Q*~9t$Lm!h z-=r-p<#Yag=qO-8`hL;T6cL)6&Dl-pFx@H{^57+dA}zkt^ml=l9aEt-_4!XWUpV!) z%U^an4BUuz{KWM*NU~8_X))M~)2%V>2ac(uDqq0^Ak3w?QhHCO~{t8{LpRjhoNitrOUf+-D?azvP0T|FX0p_rH_X> zaryZCCinKw5z{|V(}(xS&L8q$ag)ZMQj@i0F+AG3(?so;MZJ(dG1D~?4NnIJ@j>3f zm7n7XYxO}3Cq_RJD5*-q(<@uZe>+BnISHw+%FDY zeu|>2ftfxVSEQqtce!g$UqvYXQix^1lhS zUahH?@HD(XoaVEawNZQ|RWh#L-oDE>GMwb%Y9Bd@jj^EQp-IU<#-zi$T68luErPY$ zt%S@6r4!9v&^m52ryW{JS3V#7YKW(=x!c_4dO&U1m>tNHK!2SFqfDev@Z6rWW4WQy z{MS^KrCpQ)`xb4!z}1Wm#{7dY!mc-r+yp#59XOp*;bJjD=-WY!9&?01hD-ib^PZZr zV)^asZv!wWHKk;)G+1iE#;g2INR$M@n#qv?iS#zB~p9Vld<`T*K@4& z;xg#S2#VzDr7nAG62J1|MhxRRQ@fVdW*BIs&bBW6BmBIL0$6EezC!tYQ2Lx96H~=7 zT2oAe+QY2O>8xAuHd!|jl%D2xp=W`)a9T?mNCQ!TIzZKNGuxbwdv&%Q6qjZ>%W=L}>mnqa(;3 z3A|UN&k} zo@%t%0P6GWuPFy8SQ&l&u%T^DNpjA7KW$}rgp!Gj-JKJ zE-*S0lhL!_89TLaPuGuH%ru3EW`?L8x)fOlhClI38MuQ)d$#VpxBIria_L8_@8MAU zHuh|9^NlK19!aFt%G%0zx|KHOa6hwHrd1Yw?VcwN44d(p(PngV0aEfVSM`rO^q${( z^bh|nsa;xH!kR32YNa1D1e5`SOvF)9v7W2m zBvFY!zmPQO@P zg~n2}Db>1p$9)nrJ=3vG_|(b{M3dDF7W1s{&MT&wO*bkuE`x)%(Y4k}48HRqovQ z)Knj7!nifRAqu)jL8Sy07mLP3KZqjT&BerFGYMl?zj7b!O*bx9k}ZmlCoN9un(1q_ zXQbRP;KaWIML%vlSL`0=G3tUE6y|8jbB!K_TqI`{=nb@ZX?jZig`!U61PN z&!8Z9V6b!Z_PWP}gUedf!9siNCt?DW0f8)iYOVAW%X=-quw@=d+z#WUc7eBY_ZkeIxMj>?$S?fUYp5qq4Bb0Em*ai!l6s$7m{Uof=Sr?_ z!Gse8p!6lA83AUud{#G3u&5c#)tv#p8slebM%vdtH-uQje^q9EKswsPN+$VDTLeb+ zZd)j5`=y~(xVk^uv#)BJ!1I)g=fSfPOZ9X&8Kh9yUh)8dVF_`n*)@c{md`+lVAtA@E2KY>kHnuUw)ab zKfeB|`w?BfKiX?Q4`KL>7R^#)H}|Y`Ov<*j6%cv*HN|Vk%3fae^bEdp*6AR$boI%o z*egl$_T=zrykD8mddB_!0daO3zf2X=(~W?F*M@qokb5z;cUE2bnfZ*mG>4N6ewaP7 zQ&%eaGxOU~!fDdXxA(jk+fSRY6@$9@--QiED$I<8o8~CKjoaRzXgms^x@`Cwy4JSk z)BBsM{%f@_BK#=x{8;t4WA~C>)22>!(*flbc~D|Dd=~aO)MI0Sv?>01x5h7)f)t#c znHqg~&ts?g-6P*PNroP}-tjaBCvmR}QO6C&L>qNYBL!?9gZRmMF6{h3ntfLAe)N?u z^@~*%hbmMt$t0+~Z+XUnp`Aq!$iJJzpQRl-$xtrqQ9HL)^YdQVk5)2iVk zU>|p1%;)fZLukh#w zY@&%=4k`hh;lXfH5Qo?_mdU?O!;_NB;N^@Q#r*-?B^|p!>%SQSxD~mbyj%f|d_LinXYO+37&5uxfVnZUz6SHFdlb4cNj?Bf{ zSmuBd^V)aK8{21;iFCbfWs5oOH?Z!r_T^u@l&?*xrhJbgrtWWs7B#1FWc?`RNc@2b z?;CxEUy}Z?o7k{mYn(M@CF?+3gU)}qc)1O>i>C7iM8x`VT$NeT{89pibfV3CEsv~C zYWACqbFD;%>K_F>>8u}3X4{zh`)bI@M-9cjh08;K{?#`Al5p7*UehnGi1DOu?lNrt ze0eF{QyKn|1RCZ;bdItsEXHb9EewQZae!QDh7!_T*W?MT%J z3(`t*X3TmrSs!1#8tRU4iZtYSKVXz4jQr+ZR=dBhpKNMkzZ=)KA2~s&m1q!Q>p7-Goe9 zIyFndkk*Fdi2M2b>Opqw`bU@D~N zrW-atmDtd#c#~@yjfkxYUd{}=%=k*B%;6a}T&kM{%MISdZaS0ie7irq=+dhM9teU6 z;kJ`8QNOD>eOQiiMl)=+>|(L~&$n{cewIf_J*VFp6p3fEZFufjm4y01VGmtrXDp*S zmrJ}4GEyk?-8b~S2h-)A)=KDVikrqrWrX^tz^FKs(Y|<(P!}!ZZd60jR#gG!k%jBu z-ChBWJpqzn!alRaK#qvgRCi7S!*Pqqys}%z^x>V#AUlBRkp)qkPz8@q_G!yo7i>UD zy*YmbI}Hnm%Kp*GV!(`b(HTdgjVab= z(Ce0$&TRPpKZ^%J1a?Bkj11bBJmRb6ykz3|$8Xw*=md6-k(nIp^(c{vMo`Bis*xZ9 z#NO^w8Rw+C`_8NJaoftPA-Vcdj;lQP9zqw80?M$FMchqoJqj;`(FQAXInR>QMtKIsI3-%^csDXQ_oEK~Q19^Iw)3H2+Gx;e z8~%)S8J38CB72rzsA;J&?fiR^C-y{I)*dFm_Hf6Q%kpb@r*jsNh!CMP59o7Y^UIxT z@FyKR)>gOaX-%FB&{HiFi@Mw%nTCIN+VI&D?nnLNBe~_azEqbvCF-Dt>;d=wf_Ara zuj9{a$*%ShA1WlG%sCf>cbOy$E~Eg7gV5}#HTkkCYg6cvfeJ{DX3Qs!zofVn^vz)M z4ihU$FoD~yM2N|0PdOI`o;ub;hBKqq{W995YH9 zl_g)KkJrw%qQ|vz9Hx&NM!i*hPkp3i|26^yV*g~G8Y0gm$^%*`Nh83EW zJkQ*|RvROKjiCiI%9Zi)|0r2@QKvl?52n%U#hI%ltBsM~T|CN`^j~%H)9zOyJBiWf zbCJtinEmC?aFyi~dZy8vCh@t?M}l_JWLvCb8PpJau3IdkiI6eRl*G(4;sZisi8YtY znOz>!-+vQib$me zmohUqAreEf^Ia#7eOs3jiweyrxMsQrXHFezqXNJHAJdN#FY%oz(Y>g(H4LUOMe8b5 zfE)*fhGr3-KaO9_*xG8xf1U_gW@HdGkw)Sh%&(7^VO%^&k+bc^+Kdk*ewdn4#*Dz@ zcgvW2eCBK?F3zP1!X@Cq!+%+8YTsN~RMEZ;hY)Ao2GGUI$KPmfD%70CG909gr}xKu zs@hu;%%F!X6Nd$`S7`w}UWizcpB!(y!bBRmw zK|b-pr-oJ8%5e|nX#OURFz6D++M}5@>WQx&v$|VF=4fA!@1wO?@X%us3OjEFXSo2H zGZrwl0VWCgz@*P8svdC%Egk|2>RvpWx+^#kQ{wRU4IKMHQHb`^&6kn2T!@X;-^(9PRXYQAJ}J}qeNA7*P87~)gItHFR`1)EOk zI()H|svSO_9!a^F->UAwT@!y9vY>emLS37Vyz1Y2Xmqq2U8|UqO(UxIUhC$a`1^Ob z^hf`Zj{Zn<`H%5>BM&3P(IjdU{XbJ6`fYyHdxLIleFS}M>AsPC%%UQ09ceA2Il81W z>1J$2HL^S-M!YbiDuTln#}qnmIf}Qp7gNO@5q;K@B>Z<;ahCsG(fJD3$3qYpmXtg7 zOv$nC*lDAVOwR!8#l&9{@@Bk8BRAv3t@p$Mg1?4=W7 zsJDTO)8Wt$GxJersb4}d07~O`49$kK;&^M*R+vB63$=KY4V8AHf30Yv?*0cRpqH7d ze*i_KtPtsf{e2uKuoPPRC7iaTHNz3(_gL04aCP9uY$KltPZQ#^E!6UNg%@eJ;@=$9 z-8)RMXi1tt61n)2nQ_@;i>Nxoeju?+I(efHrDXn1ky*?wmNQK8SD-+_nlVa9J;bsY$9oJjjsag9u}{=qkUqc?r(qIw66&6QuR4{pULC~CJrAcY^s zv#1I)W?Zr|0KxzY*+pwry8iaQHtLzI+xEK;w@K7y7E_7FHkM_pJ2f?Nd@X2*An(h+ zblRo8hE%ZVN#r8vM&2|R@7s^=7txx;HVozJ1=;C!y}1H~Ag*&;GQ=yHBD|;`s$Uzg!q343AS@fr`rl0F1CwMDx_m`Evp!&o^DWl;x6AN4x0_QXy*(e$pVMz1DP8h+K$$vg1l-Ut7F80k)Dk%T|?QTdD7 zdZDbRcM#CO&Tv_8B6*mg%}EkEn3XNCn=_HsNlb;X{D(Em!cYd4A{+wgzySAf27p97 zxoe<<2hN;=B1Tvqceo(1B7vWTf{4cL0s=v_<1QQ;TEzc%1^C#Zfc6f=7TFcYzOuGv zuxeTKN?2HUeX`D_An7iI%MYwJbPIaqkM4*@?_sx3&XgL{w7aV9Z-!k_QBlG89RKEl zxC}a6qo`YdAR%#|>bj7S&<&z1iC*G`no^mc>*|vG`c!W*FeG`2Ll8e#K#DhXGlc=+|;;NT~0aY~KA z^OismFCbpo+qW(6Y3S?M4=L##faN<_pUUcLo&!xei)7pkWKX_2$FJdGc~4LAU^D1} zvyLQ^FSPANWmT012Nk$A2qF?!>sbnFoMxkExIX9PynB@W@cHu*+-)TC<8H%FUtd2| zKDV$CgWTi0uJ`klL;fytM$HgcihSE02;#;od=^Mjo7|3qkLS63_yQ?qAV0z zA2uJY3$31ykj67NI{n^!!43XjP+G${HMB8L?lH2w{#Z>BApsvnvN!$yX?=bk;+3nFu4`#&K@T*IZz8)i`j6i#v#XU9`LnAX z?ILA+Pj|eHqfi2vR%zz>fEpv@@AqrlhDowO+IzZpL^pNR&nit;^5x5&m?yt}|9&hh zi;OJ+)?@||(3xYv-Nu}~Ko4%OwuuN;MY_GApt?=C)#Q(O@}VQjy~5>LS|P*8WzcjL zHH35XH$_*9t&1i!yiHux22y(&n8KzeW?0R8$~^VCdC9M61;>K*?(--zQ?0bi%n zplPoRLIS}pQ5rmcJoFTu>ZT%(yG{xT1VW1om&@|Ft1&%6ZpZZbJtgHh8M%cQ;7Bd{-?+M(O&oShpI?Oyk_T&(_&>b&XZdKx z^~1&9s7+Mmq08Xr1JyTdV&fv}K8?#egDe{s2ywpR`MsWpj~`#Hwzm}s4ORZ<%d4p1 zmppVn_;ktp)X}X2wx(lGZ+1(c&5 z*geT>IC(NAgR87Hh@PH4yRa}~;&p@lV>N;uSai`wth*sz;?qut5=nT$@|RWF{qGZlI(!dl^6A7f@{77VOAU{8EsfhG)2c& zEjf|p*CJgth}!6#G%vro;=zWcSXFv;sFF;4gaP21fb!e*52i3W5Khz1y(fO6&z z_s7i}d+7L8%cTHaYB506L4$}&?+(Bf&#w6$F<_46^|1;eQPF3bnvcMtv$C=lzEI#Z z(NwtDB)_Scarc2^E!`F3wpTOCZQ7B~O_ZvACJ^ITFnL>E&L12SLeIc}+&Zdwd*U{~ zgVE%*m-!DRctrUS-}(KE79xytb#a7qesk?J3{ZwfoXR@!Ko00svPxkaG4|&6K3vbP zsEAuyvI6+Mb8-fN_nC%_eX14dQ|fS+%1K=ilef{b0aBMaRU%maME= zy)f1cmrfP2*Vm8^05xnSdwaqDB0Z@BKZ@BP>4#M{oj~6Vp&f&w%jqQ1$nVlq5jjZG zL^sy{4x}dowVYdC9@E|~5Aglv>(}|YxdGq5%K$Vl02p#JtZ3ax2HCO~v`xf)pvdN# zq3|Hx%ERMhf4>F^GOMX6BR`*wlZz|K%QNZc9t`*t2SLN_2G33FBPZNo8&F~L8wm?a zY}0m>TdZGP3el%rpU`STTttQ$UIxeStf!@;<2>7Pxuo$>e|&r#cLR-$>85;7z;Tr8 z+C8Rbfht6yKPcwmwwlzVp{dzA-RKQo9H85O#8*+RWB^gI{1Gipw_wkF0+j><4};F{ znBN}o7{5IUv3^@3F#j3wn_;(Wg!|S?7Ce8y@haZsYKNJ=YWs;lTU)ryn32JBd~y=j z_5y(JjqBW*QPtz9)kL-Z(C~1{c-guq6VQ%`73wv$Mz1k7Y%%TDK`-H&;QuCH z51l&pR#SZwepNG!8PKA0YhD{sOJqZm;&4Dt%)-KgONEE)de?(mzuL08+~={I6VNcM za9tbL7PNAZQmY}~OHj~%8LDs%vqWAGhAAf0Q=%skj{zkj#xe39#ccH~;BSJ~ec*(N zuHfOE-q^S)XZ+(gI)Dfk0#5~!?`5JWBicr*?HLXZ4hqk0o7IQiFon#S`I7%kty~a+ ziAtbdfp+o`p}K`X4*d0YVGf7{Wov78@WWCa9eLnPbB-Rr*RO+tDYiH>;J-036re3X zn6DDYZK%^Tf_vxa*DeEIOx2dM73((zJJU zTnl;>S8SoPDk(PN%5G3=QK6U9&jDB%j&hOkWQIYM?44=0)o%s7D5UKXaxzTHu6$2u zR}%S>rmT|{F!va0MZO-z*NCM z4E_DTD%-%nMZ9{xxk-%DCtyIX0Srd0xVRXwuGpSMHiIsZRJa@NEP675!vQ;c_x+AR zwVfHxopQ&k^f^#_o#Q;7|LRa9PV^#*s6a>{a>S!#-Q7iddwWU9$maL3Y|G>)XXmU& zsrD0bE}q0ec-q?9Lc+r3PH1@*8K4FH9r}{zOvuU03#zUb0mr{^I`{I;Cg(ugf+rIi zjRvdUN->j?lG;txC+I@m9uI>g$P92-&(&@MhcKX>$~CNLRZYVK>^3wq!i!b?6xtbt zv-R&?ShO63e@u};cSuKow%YMBn?dalw9}LtWsIc~h^pa0I}wR7MXMKyn-TV`E@s3@ zPwur27aQ2v*%|Wx?t~z!ailV3zJAk!D|vd_7}}F!$0}%Y(P+pcI@a3e#5i1Pf&$SG zB2%yYjOek2J?>0|ZSCyrfX_%}vfp~Isi7fbW3#fbQ@rd6e((*T;3qJ&|3gzmkkZqq zT{q!ZArRgu5Cuh^QD_{?a&Zw1lY4iw&;`^o-5HUm{MoA2?~*K6P?6c6friYwToaW$R@1%!JwHiG$-aTN{2Jex4iG zn9ZG>>>NdTd9DBR7kF$P%y@ajND1IW@az;HI-*d-#>gMEY^khgD3r;DlH4tAx1`l^ zcQ>tjXHpycohcu!t9q#xV|g^KZV4{>5pXf{WWVRXV)LFke->McT3gQU_7nPB4OorF z^8{fxB3RRj!kck*ND5bE^hQ`IMoK>D^;#|LD}0RkNi`CC(|Y}QS6qA~(bHCPUy$3j zt8#%}3717$4*vU+hU zkS_RF?tPr<8jjBR>lm?YSifuO)_MZ*$P>K0=YPDL@FrrC9Lq07lU7#7myc%j9yk@W z8FT9r5KPKo_w}2sxBdP5x3y2VwB@P*R^qT#D}T3m00B=0iiL#*mzcPX>1+e1=6J2z zPMF?Way>!7lFzjD!a3#0t;`P}-0D;DgV5zONNYWIn+#mXgKX-MI50R&@;#`?YHquIhYl7^`$7rJ|Z2=Lu|x zWmh3#WQ_Xs=@YZgkmS++dNj9Q*?|?En9H@^-rkM*L|g2fPmX=>@}HfbomOmpzpA07 z6>wSWqtUmQEQPvx4{ALG7`=BiK0hczw;cF>UvT}Y4ZVu?J@w!{ z7&t^mhg-jC1S}|Qsunq}>6KluC>8y7FLsO%rCHtH)z#YIk5OxA==|$mXhcNImnR)v zG$;ce>LgXp5?yQ0*TXDhcFlwbC)?dcUWX22p6j&}tILB03dY7PYqk52yfzwfd_3!` zs;UG}*%{3V^X_K#T9iWEnwOmF$SCPW6U%12w=(Rum>FkuM@to)~3KFW{mJXT{evD;#MMK^f@rTW>7@|`zoWTh|5#6(Zo@mRDZN|b!T;y zS~ri1<5kYE4ozZbuvv;bHpeSG+DPn$WLHK;k3TF);_kg>^}#&7rIv%~zUOB@mv_JY z_|c-k*RiIWAeR#5_a2Qwy9nfv`t1ryL!ED^p7`e4xjUqc4~KvX|zP}$jFFe zUGV&p{{EoLR2)QmfHa3c|1WZuL2`t4hE>2S+LKI7;6J}D!=$2ThcMps)QF?z~v4gc(V z*!mqo;?yiSRgcF@cnaR&=ZA;y$hN%VvR+C?M&@U=tLaw2FvYqXpy8KUnNbBfO&37i^BzDe^pTWnoa&qEm zXlOvzD?oN3_l3(+b9^UBm=s>k&ds%Snz))@f&TE}!v%dNXKO384=#N_V>tsGHfP&5 zTj^}ymz7bKkGtq)cu%@7FeLe&9lC9I3XwuSM?_rc9~{g`Pe<3vQvK?_kc?A39_4#} zJXrznD{|X3K^{YL;b1AZpwM|)=SPwVd0JW;@}#X%4B?Qg%mM6OtnG_RnDYNwHUT)#DK8`!7k_?-hn|}uK==Rpe z!(q>vFJH#9t=*-XnVsG26q=lhQDD3U*L~zRjfG0l=}VIhL9!rT(3DB})=_#kl~~Ts&YhBG z_-<#n&`_qW5zkywubZ|`joQ|KZH=U}U(PEptH@tS^<^wAEj?H%?)Iu`CMP39xuMTY zo}alQ55jNO6)2z42r2EI!s$KbkF#-hygoY}!qobwCj(he@$-}Ip$hv;Www)1@$oe4 zb(xu&6;KN{=U%C$D?~HKi@EYZsbhTo`t?+Cw`6n4vp(2~>yGnxA};b{V_{+anWz;* zl^ksU)EP8zWq9PdDquBQMu=(`j5gUvRk%>}9Ri}j~_bRX4HiBN7( zjy8J~n5NIq*3bE#^|GxWBI`;>CwRdAUXz+L6y0ib<}12%hLmoe&W}{7NwdkOCK)v8 z51E;G)#E;`+oH*;({{owEicG#L&keO!eE}6nUTA9?~SY8vu8Q#Tog0E?i=pfbhNjV zj#s-<>*W5b&inL9S?>1j7h1mJ1NjD5QK1mb$2HxYsa~w8(EUl@$!cy9k%v&pHMF(o z#-Enz-qzNBT>;O~<#v~_RBGp^Y}2X>!K-$*kE+R60!e0|ic&(>q*qnx)<9aJ`*B^n zX0=6cQ?4gWPXwRAh6+Ur{KOy<6KK*9LgNeZTU!oj(lw`hqh_BA@&?PHcA-gs)-7GK zDxdni?hCb3@KCq8H2KWi13FreY8JUo`DitvA0KUGdU|@3*`!8>{0l}258UvtGsUN{ zlT@O~UDfBg1$9>_@Pme`oO8QJ8h>O-4o**zwz<>>~uCGKxenF>lzr?(E1CZuRVFIWK=TErgNm z?kVL?>iLNRilkfe*s6HF+ICVBOeXq^0xP*j3%9+n~^IFqyhZovT*1>Q19R8NX z;DWgM35A`4k`isBMA3S@ic)C8?UIvdvTJ=|VWE6CTfSjEBZ{^({$x?j_j#jHLzVNg zSK0pR=-_dIYeV0-_u1is=VUcItvos}v~bw6a4PO5CC$GumYOl3 zkfCbV^@r=X^bFvcBn|f$`)~vk2{~1hHimt^Qr>62aijORwDV~*+!&wB%7ehbz=lO9 zk8^#;PJzNL;3I&3NA7nN6&w7}Flr1H zZr@IWz4$X)UQnJ%jPlrB!a_}S+gnN!TeGV^W4A5zIrWI3xsHHWzOU@lFBD;ZBU_|pj6G3Qq;U8&ih z@I?AJQlkWyOsxLki~jol=BhokzFCN^W~BI84S&HxB12+-Y6y#YlOt^V5A;Bi@g96N5j0zUH((!N3b(PvkCV?`znNKPghR zb$#ppa8rGYEdWQ-baK7Vkc~u5d4Jr3&I?`Evc&Mg1DZe*pLby&b5aA|TDV0RFZJg{ zS|A|UJ3sR>AsQ07!``%2kIBi&NA(vL;X&SOUr9WvwEDTRJoh^U- z>}G=er~oY?%FQ>mWF9Ixp>Z)w=-E!68nVi0C?>BBG-PkAATuEGuc0QpHwcBs{9eDN zuytLB0YY6*&$D&oPQPC_N>hCof^*Vqo6zTU_x=Uio8PKybEtyq&rjF+-rYHX9rJor zP*7mo=cynsFB8kQjaFMGbQ5qs+@zPx`-92Xg47018i^Ldi7hR1NX+oo9k6=r zt-OG)d$V$KZM=H3gSXxYW-=NnpBmR=C^!icu3G!TA|e+d_0Ul#fXolz{-Il57+Q6y zkJwomuNFcO3=8Jg)>h%;b}|I7bu|3zeEP{(hXXV0D$qgAj>F+qw+cKxi2X)VVf($`Tuolst2T#?R+_=5>Kd@+4yN zemXYb!uJ+51|A+Ax>{^X&*d{V4^@gvN=n)_8n})5X!y*3GJn>u?9IX|s;Z(j^f}Dz zu4@h<#+kxP%Q}L=M?+6<*;|4H0cy+n)kNJ==U&CfH^*M}Wqo&FuiYOxsRN85nc}%7 zva>c$H(G9MyX~I9sze4uipYPT`fDERB9<-j$4m}6-~9N1u0(E&CO8u~I|2cS_>Qcj!#41EC=Vmc=)Mdsc; zN}jp{lXb2spVOo1F0pm1zT@(iH}@Ycu98`(K7Go84B-&Tvbg@)*<4X7{tE79 zP9$~G@a$-?ekN9hr!h0`Q5X)R8|w1q%g|I?A&WMC#~FI0;&`tVwQU?Oq#_`_c{W-q zO49qNVbvw0qJn19=a?G_l%yp3`ax8%8w;w-di+%N~2nGfSwJ$w&5IBta zbw?Hvv;z3#9CsRE1PKWX!(SOKCx!@W3!}W6;LVh&`2wPi{*ppe%T!~)^(WscE-;GI z?C$O!KtTM>CYZ*Na39gugEihL?;B7_)D+#`?6Yc<=dH9Ng3!agU$z_t+P z>4Yxu1!G)_;39Fc&@5>!pK_!bKeCr^-fcnqdu%1rs-c5)l+5wvdyeWp$Gl!7N{sL>#^3FA7FbdCf)&C5R7N7SwV;1_VO% z!H`P^b=BW>ZXsu*KBgo~MOBq*wk>*pc<(Ec+Y+IG3afPUS$2@`0e%NMW%03=a*AMKF(9(EW8_AQDp zERWXv*3$^tBmorw_3{x-r2KU#Cq<9jWBDgv_LV%Q*jOAK*tjUZ>yx}FNlir+=DAj> zkmNeyE(04eH1y#5<8LIJy(+wiEBCduE+It(*^;y#^S~Z+idxTos%WXR3K+#CvMfcl zyxXD}$bC;{nGoO&h<7GRY;7azi=^|1JQ5kCNX)?EQvuaLZc(b+($*FZ)3FRN35B;y z-^9g*!nnoM zskn9fSH7J`(h1?CW+1r4EG6U!*;o>2o+FfNa?|U}T7^c9=rC?2X~o@aC#d!V3RX0Y z$@he`{_N=Le0ORzOlQ&4(Yit0e#kpsvMJ%>;WY{j>IZxcr*>SEvY;$Ok&%)*%UIQ? zIW|5s0t)Q^T?*F{jhs{?i!;!#ZxKcYe3#4pQLmNRwXaaJDZvlPL>SC)bqkkj2G~ql z0|SFXl{99!#al8m=r?Ka7OE_2v#|u?x{$)%TTi=G+iy(Wf^=?aZI#LBDHKrT2qY;S zUFEuZH2^xMygW7qzU1(LrWG0+Yr1NOO?mUG%cbkrNuk#?@`Q}MdsGmjnIg`a8>-DqU0$+E%3qm$yxF}(VIb56CT^*QG8;$sk0Q7$A?A&#a&QytG1%3&zbNPhF z)la#(wFP)Ae4cw&NQEyLoNXfDZ81yrp7-{iZH;`%hKB$!Y$AGGxc1#dL9CNH^<&cy zoUE+)WVMfoLz<_HtpP6%mD@4_#a0Mx5K0;dNec@LKBqtGNb(}2F+kzy)lp=@J)=9j zyW0>V#ADY&TSo`U!d9qD!2nn;qBh1HyN#h8LMKMMapT4YOo%wHWA-?Je6PdDt-B*Y zx#n;_QSt8G+prf?wwR@2e;1$m0C>6$-}8N68cDB;?!BKs)q!~f-s+O1zNnWkU;2@As-jRpQ4l0{4sZ<(ueu<=Vm1n-wVva{e!S~Q(v`jfTuM(sbf^`K?6Xd8|mv%dua|24*}NTOnC1b zc%5vvq1CZ2ng3OKMB{;Drv~1t1)he`^rg&`wbf3^nF$Bl2iLw6JCCsmTcC0$`flBnrvaav&^39#6r$vi{9)k!w^ ze+nWQ&dM5l5!oJA)_2CJ|BD}|bsHeCP*6EU^$W$ue`Zts%zg8c?efqQQY=iQ9o&rn$?TkIFHyC+ctMye*F;{p3emS*wcKN= z|J=I1F7dap%$<@mFhnBkp1Zrdk1ww;t)NxB+IZHvl9Cdh%Zq;W3sA+`R1TjA#Mf_< z5G7j1&_9v(u;NOWE#+JK6-xArRYH)WT?3n5aL}Z&^~5i*0r@Pbtjz$k5qcI7Ezs{H z>+7>>SMTTV44iZc9hadTAv7Sia z3f2u1S^M;n;AkPH;LhnSO9qe{U@#7ij#hv*KEIxwxS-WKhD3c{CfH`h6J0EjPh%= z+w;0}3`LlqKPDv50!TQQ29hK_BO`IF4Zta|Sjfm%@1r)IE!;?8FdQ2G*Nm&CM=1&|HWBaW-CKqpB!D3Ttf}izYlP#9_G$K@sxj7dK zq32;u5RHr??BlX#?k_i3idw_OI~-OMH5XHTj&g*IY5}{(-*|$LsA%gxF!;uFyK~%$ z_p_gEMMFJu|4sQLS&SN{RC1s`J~>vUzzqBzCe8;{PM49wifRDSZ!=5kwB0kg|9T-7 zRFTJDm+aCY%40m7bECrhb2T355acpd`}5YHIIN6Sl8d>n$=TTOwEA1;<|Fh zVlO_3fZ7DwO=x7~ZMb#GgDDIOYHAFWYLc)&EUn4G#&;nz!E4J#PxRSEJ|$;-mu}>l>6qx zsJbR|>lPZKz##O3qLLCa(JaL|zB(@?h=*mkouMgxS;?+Sm)b3fN9c9lA3+-e==17a zMy0xmUfvKPG&dgOGJ0*?S}!{}@mfC*2?}C?F1tLC*9?OYW1(m_8-yyPerVdD>;A6!ne2%SwX=ehtiAKWX zCK03f(5EWsEueWu2tK0ZGikwPV`DRdvJRxbXJWUk|0O&Yxx#Q}R#pq>iow9oBgMg~ z>MhfP-SiuQW4j^!@Q9(G{K29um_%=XF|&{OJsaG?ANgXp`qiS8^~x1|kc^)>3ON`U zFjTp&M@35>;Q|+$k$QFK*Fd-5Skd2TR>;yZIeAIpM9?>F^zd#mx4%mk9ZrYEPwqP* zo3ff!UI!R{>-Fc1_x0^>CpM*mhzH~OCeRwq<~L`62O^dZnj`kYM)Kk^w;%=a1(oKu zMB4GJ2Q%NYF3$U`H^;J}-IT{=?Mu*S-6t?vf4AYT=<^?J+=W z^jH2G-=nc9CJPnd4HaD&Jk3A5is!T70(Eey?G_j{J8<1#*{q?F1!@; z1F7B6buRq$L zLYY~VkdF|nY9FKj$msq>l32EB0B4*43&>YA6H0*v6W<#$1<~y>pmNP2tUK@#_k2hW zY(xtexu?E$`+e96lu%kc^yt$|8SKz2e`}+1C!Q~@eX7)cRvu~}3x=AkHKFg0hXl-_ zh_ZxJeba&+fxR)}ZXLX*Ngre!YsO3(56lus*LtVevm{S@cVmF0q zYHl_z)!l@2oAJkCl-AXy1vzkH?hI0%mT+NkQE>sklM3%<`cnwy9rehWMK+53!Q*#At!4I=kpx&lIl4}I&=mk(GFfBqDUz9wi7k49x zGjO@+B+9^3F@^56KkjOsp95Sm^t_Pv$4!@_#h(MSX*F3lo|S@-ENbGLm@o$NIm{`d z8epVHWL=sI*a)C+#9@-VdpEMXGVa>L=N~?>0r76MGE~Hu*lC^rDxvM~o;W(;sB26; zI}{t0CRRdE?-f608t;+ZO$HET49q#w99-5XBHLea&I0`dg*m_52N?@4U}HEqI$j5i z4^(9z-PV|mkWI~|Jd8>w2eZ+LP?+Mel;fCx7uO%r{h>>Pei*r=k)sVQm}z6ea~%yu zfsZu-!tlyOEgkZa0|kcBAa?b7-huLusCtNWgD~$r&>0X8WkH`)pq0l6qLrFO97B>> zU~MPNdQaS)Lf z^<9RaNFIYqYzid0B$r0Vf*fwltJ{9=0x*5#99;<0o8$3M`!0(nC+)eM}9j@ z!z|tmYx5lX4j~Xw*#!k5jZ=EEsgmAab*i9oyddX9p@3SH)zpj?sz7T1zG_r|A6R@6 zDyrb4Baain9tik>Q6&gSwT9|$K+SXvTlP4l(d_Y^Qb?M{`Grx_Y^dzfn#nI?FDRDjAJV?hq=)1K}2&t+ls57 zf>Cl$Qfhz5G`i8I{CFixC)c~~Ez%t6{IYWQoO(q{OcL&JAix*}`S~(2F&yT#VNO&E zqk4E)m>rm1rXXkAK0hpm`639}9MCve>4_AIoi&aAV#b>6k`(u|vHaq7&nxA9j!DXN z@l^>$poSx+fC-&j<)e|noTP(t&n?*ovxy&6OL_?p3J_dzP$0p4wH3JXM)^UW86$Hs z2%W&D)_}D}ol9JnMDlc}Pu}?qLRoTD^*rGu0GY29AN8}OG%`8o(HrRApB7PNAcO10 zfI9^=SfWHB+txboW4lT3{WKuA?=8?=H^D?yf$Fs?0>o(`Xgv}LLvUHAK(eqsItbZ- zY?`3+6*?_yA~$R%&cV%12=W||fwuuUAPpE`&(X>@2sB2kBc+J_0g)|!Bnm~3*P}K4 z&0kif6iP{E@$Hk+z`nKN$(tqPaUq_-4)xUg`Xb~eVg&K>^2)ux2AcB$XxuL#8bJ8K z1!}no#=$Z3dMHK4O@Vl35{BI=5-~7K?(8^;@AhjU(lVdx+894$ADB)MYXib>ekm^A zjP^ajD5yL7)Gg_I(9E;}32m}AR*C3Fb*FoJ;`?Kcc~v?V7nKT|lYt(({O`^8Poam- z0pEh>{GpguHaR-i==!r$I+5ZI9s(SM>y5u|DjzOmq|h_p?f2tvi=9)*!@<6bEi)@V z-8Fni<$d3pyTr||Vqa<^-{bvt1<;y+>C88ZlUeoqyGto1H^e)tPj~9fV$BpGS}Cq{ z`$bpbqni4*gv=e{46%9m`N_dUf$ws$U-fTP*TFl+s}x+_INSvnJgY(|mEX6ay7_&_ zk1;Ge{#QMfGX3)umg6VF8z7^<3N9wHV5psKG!Jx5}dTHo$gp^C*D zV0n#z#Q@FD7rLQ?Fg^kyJLgM`quq%eqJO7nf5PRNey*v>Dk6SS1W)8!Sl4sa-{M6Sk55XI9zA(>q-QJ*Z?n@)9KMJq9u_6ixSRTM*~y*hDhqR6P=Jv3sQl;e^-Xg zJXo!fIy<<8L?SpJq;r2At=7ynB60WSp84gLFQ*;q`u8pbeelz;43tmv*AgzO_7d9q zzV(tKCD8uetkI2x=LS5ehG{$LJe_j$N#Gv)j?evZef@Vrq)yOalErnoXh8KBD!#?% z4mz+K4B^VZBCq*??2bHnx|0U(VDKenYOGg1fgcLlDDG35_T=B@Dxtv6?7GPR^gW2= z2Y)i6UnV2~g-O7Id5wyILoFo&L>3ltae4q;SRkOs$+vNX>J5Pfge~Hn(=aet9XEq? zs+fyaAt5F82O%GEhyl^CpuY`LQWWT(=B2tHK75!0@6MLH_u0uIbP7N4Zt3gOpB=PG zc^Hz*7(wj^7ANRYL0b^@qfihYSCTAQ4gVH)F~Katjy>LhVGH?B*C{QY^l@8QWYXre zYQNU&D6%@gF_cv1lHWfI-T`DJ+yp5D@vEWyfU2N^y6~X*DWT8Vq1n#*Bohc>pj-#- zSHJ`SHVk}3Jz4sdyLq}lISV~uyY7*mUN~op8#uuPaL}?LV!Xvg~4>F*o>Ib z_r!k8zK!7kit(sE`9B+Qvc$Z^#9OJwYaO*pv4Jgxa>(vLC}Ot|nrB_{H7g%2g0cpz zDf))^Xu0JePm-{G)3MiBqHWy^;1{P6vknLrXeek0fLw1u5~I}OHsA?1fRn*M{WT!$ zKP)jPMYtT`aahH~s_&L|K@ox_X@e&tMhSyC2$`o5b4xs*F?v{dI3g#4pce>}5{Ru3 z;}}zT9}w@t(eCnfw+$ndw1vf$v*XG0ncDq{X4rsHZFnLo1OQXAU_u_ruv|{CJ`_uq z&+(VhWZr*Zqb`rb$;s*2%ry1vNp4QgEs%l%VbuEK6A*Y;*=cEN)=U$l5NU0u1#f*2 zf~aD(Y!pH=Y-7VN{!YpQeRz2IsQxn28DO|RwyFm165*69^m!1>0on}01tz;ryg-Bn zFx6q8Kn$h^{{+ZRJC*tMr>nL;iwPem|1oWRT`ECRT|TeqUfab|d5U|KjY}o0atsb# z&VeBz%_c=RM|`&Cl;GdTR{S(xgPbna<1lA6fFX;H!FNeNyNIM9?c&R;-3r_XPE0LP*jza+h+_L|~3a)G&DSCe#lTp!=XYW5d9Tjlrc{P7^FyGPu%2_0maxQlYuH<7y4219 zV#!eV?fGeN3^hRng863?j8euu>9>KiSiBg`0Bsxbz9LpOFzqNnPqg3pqX94k8yU3$ zHgzAJfn*gL71av9zUaU}OrRoW0p>|AEGGa{!c+B!6@h}~V-5t!^bZ#^h7yAE16Ov& z`}ZgW-Gg_g2wcb&<2DFWWo&F5FY0^+$uxLH-=Up7`_rc;aAK0u(jr!qR7dZBR^9ab zi!t;m5#ztBNi)MOHtpYf5PUKHl6HUbR8s-$-2a3aRQDgbvs($$b%9iV?coqucel7iTN{Nq!82c0$-7$xUhyM&0b0XmU0-fLw zGXx?4_3%|JY~P7+yzI&wPEDjZ0Yh{d+;UM5i=Tqvfd+2A7OnP zmP?l~z-=iD)>4!ac)k#a;v?_fdtlpTW@SY`J>G8v)1I!ALH~`|Klqm8B&0FdhOGoC zsHlK>xRqsjXu%-GbbgU(&fD)p;Rh;0%%bWQt{k4mTJJT&?_5(x%D}6D*RKX`&8Z`f zw+%EjU^M#bf=<=+q%a)XG=O1Jp~5aci@K)4^A8(rk8himY6USg zpPe3q-8>j@T5gXefNKN{!{Ud4c8r-ODoXv2nlAc=X!b@Mi#$^Rx(eD#{zrw{5d#;B z2lylz(Tx>9?9m>QS6u17%U|mG{y?jaH zGWtD`1RcDd!r&BxbgSw3q0wPS0c5kYg$yn@l@ay6ktgUmvY$YlUO3BZK_G&`^N!!o zo2Q}0_eb?x2|JaEQdCC>^(9kNNiax7erMJQ9#~0YS0>m%A%R@Of zQ)HRZOdLlF+iGws+Z;5s?_okAynGo+)}%msh_qW-y;#+ESYuh>Aj@+DOj3>eTK^qE zDQh-fPAcrzo1(H|3*t1^pBIjg_-GWT@(+1%&MfGyj9107Y<%8RwjlOfdD=oFZPO0# zE2?O&AJN=dk%(b=89G9V<4;0*7}NQz8NiuQSwf7(9qSt>Xnwjm2o(7};BalU{(@ju zUh-9TRuNO63b!(#lm7#B^*+S$Q2du>t|oR*Q4ZP4IUyO`ImV748O@ucFmXp}Vg!AV zUMtdvV%0CQWRz3>zDol~GEG*_zX{1V9}{O?WCbz?hCa>8{7M_LH^G@-ix1BzRS?mQ z4@HlHF!-hhYpCCZ6)DpP0+xC^&T zS|(q^eQ7xd1hUR?dc0w5pKgZ*?y4&2TWvWDJ1rEkR=@fy^ryTuyTID(X>(&%d`zTw zNX4+>0f@FE5TfU4ySOhf`XjsS{v|mEbX2HNi;$Q_d`8fVZ<7dqKjFG6N}x2Y#Fft@ zIms)&8HCogc)PlT>%OUZN`EmP~~~ z18G4=i}Xx z^I^eL<+?3LaWm*`(^CZkJ)~R;4MH8QM}imsMq=MQzwQwCn7Sf9TL|YRP8OWu>%%{< zls59b3auhRE=nYWJI$~AprF^W0q37`8}OEP|9k$@?y@i|J{Jq7KF|Haj+c~~n(d93 z{%8*Mh5qw z0rcYMBhOtvy$r3wM;1ywkmQ@hTY{hu=4DtbPPCcW(D=qoEB|~}D=pcrVpnQfTN+Q^ zt9rpD4EdKWTO^vt_36rU4NI$E_VRh8x9{DC&_(-nt#HI^oc0ndb++puPWBDfrLe!h zZePJ*hexfgxr}{1n~id;i7;f8^!<1A+|I!~^+qh}q^67SzlUaDH9@hZ6W#t>aP%0= zlbRM6CGVAdJ}$|4w(VSMpF6> zmQG^9sLib!9!A|DLFqS8@R3r=5XPqTP3haF(?XT*K(eLl@HCYT^mM0@C%q#c<1)C9 zL!P*fEOVq!fsB(*#Q9&vW%-W|oSXZkf{fOm|9p1&#K$+{F#f{$g`&WRGOZxF{(C?} zXoO^FE%Na=(wppD=PIOVShMg*H?8i70>lEZAf-q2O@8v#U2t&k=SkT9PH2$px6sFr z3Pt~vr_zX)@}%eOs$nqf4;LF&gzhB>W7X-v%n9^zyGxhF@c{lfzj!i53z0@n_`U+Btodu>fMlE&w`p){dCiUA7!rhVld5ljLY>)BHN_}UJ;h1mqu|tYsiZf z5B>rdIW~Tz#v!&D9;0+sd0e!AQ7qccn!u=V58f?`m)IOsbBW5Ti&w$;Avb7!mz6*h z0}Tq>+k+-e>uP`j2VfXP;!c(Z)m(DIiv}cI=zxl~w6t%?RO9HxR8&nA?Ac>82x+9) zu$~pAHS)v(p(TtholeA4{~3E*h*9RDvxH{)g`e48OyiM6zna#ZW(zB+2n6S6{f(bp z@Rx(?0XN<6Km4!q_6XOB0Js3Yg%W;!VL^vnSTH0PY02qbfoLzYF*?LdZpBnmUDgOL zCfb2DxU7Lq@y;^FwWSy8C8>rPL{k4PJeER{diq#4fxkUj8BHk``C0#WOz7Wo-hb;M z0}sX9U#yx1Hoxp+JOuDNER3HB0c;ZpfNKPN5gWI|LwobZS?c3|$e$S67hyqMU_lsO z%V+v&#!fkv@_Z99u;J3{u}0LFX4pAVE-(~meMWnuqmUbwTOw){CLrCdlm@1zi+|t9 zrUbSHjGnMHeGrjYFoQpQwR0B+362VbSp#PvD}=PY2b(@WTVgr;5y)=$`&mUs{J`X} zs?7q|Mk*~sylP&{0n6n-R3Dogza%`>Ltj-D0)6hiUOdrk$OpT-My#x&mw2!g`WrL9 z2G77UM-HItT&A?E8p|#bWe$|aNBToL73A;|X0M6t_0@z&-^5HBK>%MD_f=Ms0U`8) zQuwV@M)|T6Qc{g@NE~M}(NeO2I~o;S>|{D21R&wjzCrgWjm41sk6^k8a$LFwiyZli zGQ3ng!%PBo|Nqhl@-L>5^n7VtMb)dX_pUTNA^_t_SZFrJtTMA)euNB0B&+ES;x)-i~EG6f1GN15wfANYs_d z?i6AF^XdNde>aMAxA{&ivpFl%@^PC zG7TJ7yha~%R($%bz85f+9b3UL6R1pC;p;me_iJjlGeqNYeh`~dXn$^+=9MX@N{wgE z(zyO}<`}KSO1E^a%o~<)v$p~oK8o1gk4x7K+rg|qe*q^RWztakE)7YoMmsMwo`Gui_1Svea9TAHum+8JIRh8krbSa%E8USil1e6XW>Byc4 zFM~7|`;zR5G~}ea!Zpc)%JDVnx9&E9DExXHW_R5KU75_y6~hDX>Ifn#83YWg)M7bD ziEb!eN{IpPZ1A}`&Z0OrUvw7Q$U@7 zI4H6?^aQ38q4cof6ijR^*#!ns3Xnm9e_4Em>3pM|GZhgNkW)86g+_vj1UYKk0D60` zk5IeDf_pwMTa|NLkeqvzV?P?Lth92mi1m=^L;y5lq|>TYynp>#kw^`&9nqKc;`dsM z=vxzV{i0xyN}nQa;x{uez%nY31<#{R{izG$*#g%}15CxpVeJ{8P$zraoK%>Fji}C})fSH$<7$JB-bOy>12L-1} zLRYAwJBjc#@LnA3O8rLpWrXZaee)Mzc~FjzGRn;h?pXBG+&zAe_eK-xV{s}*LqF5F z6D}1ZN2M3VxgYlQ^kjejELUzbe&QaIkk#walv@3!o4YDGWma3aK296P$dGEuKp>le zH}6-TymcAoAYpx?fAZz=L!PX6jCw^6W#*>5*as)1l?25Zy*}s_AI`4QZ6KruF#)2RhZbNk-21=kk_{8 zAbVL!{R+EnHU=tFbJ3e>V~0vIa(>@zodW;%u_S*s5ikM5Tl_}mXH~R0xhRhd8}#c6 z|H_P)4ue_n6HKVL{WDR(mp7ARq!_vKX^<3wKgMUFkA3<4cgxLRw?oJ4`}tV~u26=q zF5+E3QtalpIKu6Aag?+(XXqceft>w>gGYANh<&S9U}?fU$8DQ#yZBUtYlkT7AnVKEeM z`_uh}0B^yp+{(DkSU+$}F0UDw<1MFl#_{P<_FQ!j-Gq~pr1-f{3Oi}tXU zPOk;pWq6KY(RiIEPnd#FDUbxQ0`87_HFqG6e^3#r5M2hC#&pLjm-^+2_5Jts-e>Rj zDbcgP?R)W7?{8aP{Lh(vY0o<9Klp5(BiH50(zm}aEy-1o;l_-;VcNMvrmumrjk9Xz zf9m`cHIwv~-0}e)+XpL7ll^nTy`PMs5ihnsYumSCtV%yYvsh>rJy4;qWl zS}aHUTVrazn50u)xrU_43Y7tp*~6-|%x8V{-DlP;m=~T%$tr4Y=jtTo6FLqq_A4V! z7#m|z`fIuVJGm95UUNCm43~IUgEBtBv?(@?q~6EQY8+b6dMy7e0g##aU7jAytHQ2 z{v@ER3X>96>ntp8!NUi%{QB!vwD7V;}fg89}{gE2nhzR%#dQu7& zQvd<-hMt7M;ttec^>OKXTi=(nn;pIyUKLNkQfZ}L!GPQOLAi*{a5PZ8_RKD~DM&93n~j~V$LH_zU$}95I{mfc z0|uU;@M@s+zcUD00QcvzYvagYvGunS`LSVscq@4@nNYcmF7C@Bpaujf&P(GnlV&K8;+$@-!zlw}?XZm^~EC%XAzpZ9WNda^c9p zBllGMcggdA5_UWo3jJV}AZynkc}q^N%>83gh{ff6(tis>+Ue*#<*ImRj^iLwN_OZkOd5)@PJsoyLDE9p@nX0+R^zQZPQ?6fipUbPd&*VqY*aaU$H3`x`v6b3 zrp0HCdEmY#pyp{o1isSLYckVE(VGqI*HgUJ3MNTrEAxX73G_sWC*Z41_-w{11PwBh z7PUn$gwpw)jUP2Hl{8JeNW(;2(7QdXl1>!d4Nv(ir{hKP>buHdp5g3%$49C^7~fui zKnF*H#|2d2Xy2QwV-L!TzZZMYT}y44cc~^NCl7!x+2|@>_b>22y3&0T*cmhkm$d{R z7CyrO)nEm)ASu0*><|_73n$uxm98EWG1;DKG!!IZ`P&>G@?kv z=7A~%`#o}0UauEAO%eRy1-6>(oSa6$BAa`owyDRZWTej0NI(?_|8DV0$vm!Ap>n1~ z$-Of8vS0!3O+IPZxLD^uHOw(dra)T-zZw#4&eCO6dSk-%h_ z2z+G$Vr-re1=5-oS-tS~jce;JOXj*EzxWdb{W@N}1IJRL5HS)F$Wgn`pIf(^*f}^@ zxw%*O32m~nB&~%VT>_`R{pT>Rr9}=|wV^Lh z25WzIuw(zoBa210s z)Ag(=xIOHRa%OkSS0V+11x_~BCG>*}%%rEPvEm(}L2_7LB1P~;2Jlr0hy@1u>I@GdG~%(N zx)^-Ea!5#29%zvZhxS&apFZV4016rrzn}22?_k@ zNnzYRD&OdG4&t^7E$KK{8Azb4^kQz~F`^({6%EfdCDEvk z!8|`yl0%zw5-svQ_er$|rB*#>C`CGIuBdl?lL$+2CQA3FT8O>kuCllPG0#YcC{8twP-9B-a>X<*m?$)(Gu zc}Q_Z2@Cl4kZM!aJKTYO|H5yXsjzEsB19ks>c4k6=I-V}(Y!)ZVXB|9{hnbtXbl2;v@Id6v!G?Ks!tCmTQkZ!N75SB z?+a{@@U1pKtB|fjbxUn}z5K+U{&wajA81>#7K*o%1c@?tGwrI9?Qpvt{qK^>Ou3!f zw>+DDX`yJnpqx0+>wbYU79DIZAZiZjR7JwAIHM!yX7Jx%ki{nIr_yElcLg$BJIzS%0kK|-!y z9AYOOC2S!UW~=HIFuU89cK?s@{SjlwQIwF8^Fs|A-VoKa01fLvowVCP*Je~j%D5Wr zzyCFsrN)HF{&2uR{@Jt3d&y%VKU8jL=sXBMyT7l{di&zfpe3X7k)o~AH+;L>-VzCYXI<;57hQcc3F z(HHo7SW&+iWlL*m!NLW>qPN=GS!>g}@nQPsl~eM!ua%!9Mj_I&o^5RqobzH96{Ibr zrE^kc_@VG4R5hZtjJG_Es{j|JuB8zms$!7gsC}mUg1g?j(N(3+^x)D`1HdD$_i*%H znLX7|07kG>#uEz4T}s7p#qF+`EDduKCfaCWS^A_VymC9)=Ya@8pFb3N_3nM_Q%N`l z26keru?kX&Vh@w*p{VrKFcK>AU{jpvw43!5rm3_9Z{&l1^Ii)XU9@o`GW|@-sg~3d zlc7N3?(>)=|9PnHbHopK^2ciVTsamKOc{Ba1d*BnA2vP^m7dwcx#=S0D^P}xWm+;@ zjk|*-6cyF{n&&$`R4Lj+)gtG;aj^l_qbC+btC=?iCxa8 zhAeV^SH-Kr!15qZXXpE$pgQWE+t&BEXEbMj&OT=>)LVUU-4bihs~)FkJR?zj0!%dP zSl-unU*sUCd{hAr)KUMh_O3k~%6yNb#8MhcQX--lOlqYJYSOqwCYO>Gt)vanAu~y> z5F#{6hi)#Jc6MCTo-XVTi)=+V_d#-tBDa<8!V>56vpst`f1Kwz|DESN$3LFO%=>%a z_xpa|-|zeTel8eHeT~!Hk)<(NxeIs|`8#c=cJ*de#P8k{1tO4*Qsawms-Ge%*gcCU z&0}1rKlFBQ>W(a)e>ru!KnGx#R-;x?VRZ>w+EbI@xJv$U889F zN!-)XBMyQkPSr)P3Mdj7hfo!q+0G`;TbceqE*EOQl#0k`m!isuSu?B+uZoVEcm8Yp zE=i4j`&}4^y6pabZUxUh9)&K$(?!GZ;r*^VnJ-s^v;aC@(Mkh{Rb?1Z8Uxw|gbH8Bnj%S+{Djgix%+CJ_t8Ag!Y3a^|sPZN=_|kmI zJnWZbRspvyioOEDEoUv7dX*h$lL%j@2Pj<$d3E4pl-R@f$IV|?H+jkL|-2VhnBK1)0ege!Ncun}LR=i?IO)wgELN-*{!5to9Pgn}lLa)YXiaYqE ze@q+}ONzO*{mepxsjm+WzpZ(xK-1RZuV?QEtz&m^E{k6gUL@Yvksl_Exxr_b6F`kVNnmeKBqa$;t4#I|I->g%Lkt#ORC5H8Am?%K}leYNs^dUMvmts2M5 zL%T*cQY2+&EkC!ZMpgEZDqY{QS+S57~QMw`7j0^ybaq=H4(2mSg(jk=esT zL90RI0Tk5iW`sR4;!Set;@SY4Yh{F00L~y#f2@jELb>+&I{?DP9X@CbtY*%YdXegd z#zW*B@u_N7~1jX!j!5!1}!FTvQEUm2y3Ka?^wpAQ{)rAmp z1S*uNZ%Cge>+{0lq90_c1DAO#O8c4s$5i0}C8daNy*_lpu#Ma9(j&i%j&a#Hwta4q`oXHj@Yu%mx&@-+p;&S3VIIboQ zj)(p4O)wT7#TI5tRFZKZIx*$xESGcO01vbmeDu{UJ?L8#^JgyUQ@ZQzTz#!3=i>Ry zhzD51!<+`p9torGhpY@a^6W}`wa$YEx$T!WIJYWJ%D;|58{K&2?MV zR9Bk=3=(iB^4(9jP1NJvc#7Xc0KZ0X9{~7$zlEmNwCL0I@ffFPDsAX0#!3XX&3oS^ zydPRqhW*Besqo9Xi`gq-?Lqt~;0AF9%&E+~JH-d?IlCOzZ_aNyv*LK-Rgt6Yg^K9- z>q6=5k4_~IY?7i}LiJ>9WXZdt7@|0avd;h(9^j|~tHRC@GzpYgw~p!<1E*W1E_kFD zfB#d6Bfb$GPYJeNGWQS8@}zB!Q-8f+KDbzskRn|}-+Y2KyycbFC2d{3Ez`LZE4q1e z`^-6H(j0$gbMe>ljXw*VbJVvgq~y6t`2V;FI=!{Go^=SO-}E{jPE-DQmV*Zxc3EcD zNqCrNwX4IFr|9{QA8#XG8c^Xe*nWn7)IU}$%l02k^Df?&m_GK)ms#0ao74E$YmKR4 z`9Gy_c8?4u90S-@3Gi%EBo7B08E=4XO8Tj%cC);-~PVwkok*v#? zg{qtM#>JKP98p&>l457lvka*!t4+D*SFwyjiq%Eove$or56D}3`>}3)5bM@G6YSOb z-l^gu*pOIAz}+J3Y;M&l=hvl;`zF^UpDC5>-bkr}la#!J?*0P@_C2}0t}nS(HZ*tQ zMQhIA{+8ltt#phiz z@-6I=G&N6Y@lf#NPtUT=HAdHy`YWiW#VS{Z)ZI-tPg=^l8i+HlH83#YAJ;2vvyxhH zE{tf$ctH)9{xWrJxF(840q&CKjA=+>$1-^`6U(1dV~c8YP{^WQvdr{p4E$7Y6D&Vg z`z*?x*vW4`=Q{7yZLqho*${nm=L6&D`g;F7?=K41$aC}v1XWoL)ov_(Hb?`2nB|sE zi7^W5Rsg+EIcA&7y@^hkO8VRq8@1m@^a9NVo2N4U=K)23!S4G4Y?)6;rX+oT-5`0M z{B7bfaqcnaeYRh0);qLW<>ke_kLhw%#q|a!0$Unf=zytPygFlb2BtKYt{EZcO=3tMoO4K)2Gqou&*qqMaI&_ zkqI&z05F2kZO(VxobN0pOr=$I1wbXY!pv+LRWa=Lg4#=O3TMkpx

s(=CV;uhv3y z$hzQF*c#YZqmFienb%rLp^8R-C)x8$x}7+&5tMA@DGBRqwPjHM!j`j{PnjuonBp9; zp?B=q0dAs3GoKv-$cDgCkh4X)%gA#AunaAPa{*2wzHMbIw?dvgvRMvqTkJNc`q!yLI(b<`J*eqjQM$ayl$=bkx{TPd6 z?)W^ZFt(nXa@41j2K7|R14=tGePsE}pajJ(?dnVfvWWq7$N)-YfItIj`82}qn>-o0 ziB6N7qt2@b2dLH<7r-5AC|^#ypxgYC;vj_*l-Zky?g^|Q5ZEI^v*wpIK5$4u%v9v0 zs8s4ncR6{ESQ5p2woqE5|2edUutl?XagmOxh=2x2n>C^sc6Rfqy2SQ* z)@|2$uup{uoRQgC`tfwn%(dKq%_ic*7`bKU`}b>shl)g?C@X)KY@;|h>Q#S2@3x(9y>oO)5bq`5RP z=)<9eRlR%H=`0K6O;#H&DicI=h!KFPTEVXwIR=LFeQ}v5K*?aHWrVjHJ&lO);d}$tz|$Ms znEo>?DB=`0`pYj4ct(PHoq=pGR>oZmzGJ!9T6Kupy1Kf`X^F8vh#>>}?eUl))gU4W z7rjMrr3RA+uP5)(_I)qd^gz6?aEw-f!WMQi%F4>{%k3X+VljuvGoizqCzyH(JzQyZ z;tO6`Y2EkkS6V$)8(kJ(3)~h|jG)RXELc$DRK!jm(ByFmOPXE`)f+hF8gT4|pugrd zyFJ^BJ`fZD_fnJS_$OaQmV1n_x_IaqxU0%@0+G}WKGNy|u%9A=To_tJnrHU0ovKpl z(ebTA?^#_6N=gqz8#R2_ldtMDibOm_923b#rz(gqf{T`GMKOrmtBg{<^FZ3&dmaWP zz)9*P0u637CAc}PSD~||VYZIBryV3HUyl93pbaYRoDdjJczSvg+iNJa5_7Lo9PA01 z?!w;hT+U`>B$Dj26!w65-Yv{{H#F?t5V92W2qm1?Ap`cWmb|nFmNC%bi=% z#Xt%plNt^=RT-{}wuQj~oMTS5D{N)5>Ewd`5k-M07$FfG<4`Zv3j)MD)9z})60gE6 z-kRAEjtF{{e|0lNkmTcHTbPe9Y>c)=Ucvnh4&wAD-d-9>WR*`+ENmT0v-uV^r47H% zB>8d6tB%})f)A{&7l*$mhCQ&`KuyGXHZFbIIvu%YeFyJGu~QXX5Yc2H@3o%Z)ZRdd9LF7h`B>SP3d`1EIHS9tRiGimOr%_}0VdN{LgI7#^MioJ`RCMAInJ zsfgkrAo^x@95^Az1WDw6`05li<|T1F(+(4)SecGnY?dvVA_;+0Zug3r-?$6>{Ad0y mWJV-o{Qubh&Crcc{}`No{!Cr(*Z7ARVp}a(% axes.Axes:` + +## Arguments + +`data`: StatCast pandas.DataFrame of StatCast pitcher data + +`title`: (str), default = '' Optional: Title of plot + +`colorby`: (str), default = 'pitch_type', Optional: Which category to color the mark with. 'pitch_type', 'pitcher', 'description' or a column within data + +`legend_title`: (str), default = based on colorby, Optional: Title for the legend + +`annotation`: (str), default = 'pitch_type', Optional: What to annotate in the marker. 'pitch_type', 'release_speed', 'effective_speed', 'launch_speed', or something else in the data + +`axis`: (matplotlib.axis.Axes), default = None, Optional: Axes to plot the strike zone on. If None, a new Axes will be created + +## Examples + +```python +from pybaseball.plotting import plot_strike_zone +from pybaseball import statcast_pitcher + +data = statcast_pitcher('2022-09-03', '2022-09-03', 656302) + +plot_strike_zone(data, title = "Dylan Cease's 1-hitter on Sept 3, 2022") + +``` + +![Strike zone with Dylan Cease's pitches from 2022-09-03 overlaid](images/plot_strike_zone_cease_all.png) + +```python +from pybaseball.plotting import plot_strike_zone +from pybaseball import statcast_pitcher + +data = statcast_pitcher('2022-09-03', '2022-09-03', 656302) + +plot_strike_zone(data.loc[data["pitch_type"] == "SL"], title = "Exit Velocities on Dylan Cease's Slider", colorby='description', annotation="launch_speed") + +``` + +![Strike zone with Dylan Cease's Slider from 2022-09-03 overlaid](images/plot_strike_zone_cease_SL.png) + + +```python +from pybaseball.plotting import plot_strike_zone +from pybaseball import statcast + +data = statcast('2023-04-23', '2023-04-23') + +plot_strike_zone(data.loc[data["batter"] == 669016], title = "Brandon Marsh's Three True Outcome Day", colorby='pitcher', annotation="description") + +``` + +![Strike zone with Brandon Marsh's Three True Outcome Day overlaid](images/plot_strike_zone_marsh.png) + +` \ No newline at end of file diff --git a/pybaseball/__init__.py b/pybaseball/__init__.py index 45d2dd1d..9d8068e1 100644 --- a/pybaseball/__init__.py +++ b/pybaseball/__init__.py @@ -94,6 +94,7 @@ from .team_game_logs import team_game_logs from .plotting import plot_stadium from .plotting import spraychart +from .plotting import plot_strike_zone from .datasources.fangraphs import (fg_batting_data, fg_pitching_data, fg_team_batting_data, fg_team_fielding_data, fg_team_pitching_data) from .split_stats import get_splits diff --git a/pybaseball/plotting.py b/pybaseball/plotting.py index 2834871e..baccec09 100644 --- a/pybaseball/plotting.py +++ b/pybaseball/plotting.py @@ -10,6 +10,8 @@ import numpy as np import pandas as pd +from pybaseball.utils import pitch_code_to_name_map + CUR_PATH = Path(__file__).resolve().parent @@ -170,6 +172,130 @@ def spraychart(data: pd.DataFrame, team_stadium: str, title: str = '', tooltips: return base +def plot_strike_zone(data: pd.DataFrame, title: str = '', colorby: str = 'pitch_type', legend_title: str = '', + annotation: str = 'pitch_type', axis: Optional[axes.Axes] = None) -> axes.Axes: + """ + Produces a pitches overlaid on a strike zone using StatCast data + + Args: + data: (pandas.DataFrame) + StatCast pandas.DataFrame of StatCast pitcher data + title: (str), default = '' + Optional: Title of plot + colorby: (str), default = 'pitch_type' + Optional: Which category to color the mark with. 'pitch_type', 'pitcher', 'description' or a column within data + legend_title: (str), default = based on colorby + Optional: Title for the legend + annotation: (str), default = 'pitch_type' + Optional: What to annotate in the marker. 'pitch_type', 'release_speed', 'effective_speed', + 'launch_speed', or something else in the data + axis: (matplotlib.axis.Axes), default = None + Optional: Axes to plot the strike zone on. If None, a new Axes will be created + Returns: + A matplotlib.axes.Axes object that was used to generate the pitches overlaid on the strike zone + """ + + # some things to auto adjust formatting + # make the markers really visible when fewer pitches + alpha_markers = min(0.8, 0.5 + 1 / data.shape[0]) + alpha_text = alpha_markers + 0.2 + + # define Matplotlib figure and axis + if axis is None: + fig, axis = plt.subplots() + + # add home plate to plot + home_plate_coords = [[-0.71, 0], [-0.85, -0.5], [0, -1], [0.85, -0.5], [0.71, 0]] + axis.add_patch(patches.Polygon(home_plate_coords, + edgecolor = 'darkgray', + facecolor = 'lightgray', + zorder = 0.1)) + + # add strike zone to plot, technically the y coords can vary by batter + axis.add_patch(patches.Rectangle((-0.71, 1.5), 2*0.71, 2, + edgecolor = 'lightgray', + fill=False, + lw=3, + zorder = 0.1)) + + # legend_title = "" + color_label = "" + + # to avoid the SettingWithCopyWarning error + sub_data = data.copy().reset_index(drop=True) + if colorby == 'pitch_type': + color_label = 'pitch_type' + + if not legend_title: + legend_title = 'Pitch Type' + + elif colorby == 'description': + values = sub_data.loc[:, 'description'].str.replace('_', ' ').str.title() + sub_data.loc[:, 'desc'] = values + color_label = 'desc' + + if not legend_title: + legend_title = 'Pitch Description' + elif colorby == 'pitcher': + color_label = 'player_name' + + if not legend_title: + legend_title = 'Pitcher' + + elif colorby == "events": + # only things where something happened + sub_data = sub_data[sub_data['events'].notna()] + sub_data['event'] = sub_data['events'].str.replace('_', ' ').str.title() + color_label = 'event' + + if not legend_title: + legend_title = 'Outcome' + + else: + color_label = colorby + if not legend_title: + legend_title = colorby + + scatters = [] + for color in sub_data[color_label].unique(): + color_sub_data = sub_data[sub_data[color_label] == color] + scatters.append(axis.scatter( + color_sub_data["plate_x"], + color_sub_data['plate_z'], + s = 10**2, + label = pitch_code_to_name_map[color] if color_label == 'pitch_type' else color, + alpha = alpha_markers + )) + + # add an annotation at the center of the marker + if annotation: + for i, pitch_coord in zip(color_sub_data.index, zip(color_sub_data["plate_x"], color_sub_data['plate_z'])): + label_formatted = color_sub_data.loc[i, annotation] + label_formatted = label_formatted if not pd.isna(label_formatted) else "" + + # these are numbers, format them that way + if annotation in ["release_speed", "effective_speed", "launch_speed"] and label_formatted != "": + label_formatted = "{:.0f}".format(label_formatted) + + axis.annotate(label_formatted, + pitch_coord, + size = 7, + ha = 'center', + va = 'center', + alpha = alpha_text) + + axis.set_xlim(-4, 4) + axis.set_ylim(-1.5, 7) + axis.axis('off') + + axis.legend(handles=scatters, title=legend_title, bbox_to_anchor=(0.7, 1), loc='upper left') + + plt.title(title) + plt.show() + + return axis + + def plot_bb_profile(df: pd.DataFrame, parameter: Optional[str] = "launch_angle") -> None: """Plots a given StatCast parameter split by bb_type