From 3060c1223f82be3ad75332fb3c7478ef860c199f Mon Sep 17 00:00:00 2001 From: SevgiAkten Date: Mon, 16 Dec 2024 15:58:52 +0300 Subject: [PATCH] (#71) (#81) (#68) edit problem configuration, imports, and documentation --- README.md | 62 +-- docs/conf.py | 3 +- docs/images/alpha_cga.png | Bin 0 -> 118569 bytes docs/images/bit_flip_mutation.png | Bin 0 -> 29523 bytes docs/images/cga.png | Bin 0 -> 41589 bytes docs/images/compact_9_example.png | Bin 0 -> 10952 bytes docs/images/cycle_cga.png | Bin 0 -> 200682 bytes docs/images/f_byte.png | Bin 0 -> 23992 bytes docs/images/icga.png | Bin 0 -> 372253 bytes docs/images/ieee.png | Bin 0 -> 119425 bytes docs/images/linear_5_example.png | Bin 0 -> 9339 bytes docs/images/one_point_c.png | Bin 0 -> 130689 bytes docs/images/roulette_wheel_selection.png | Bin 0 -> 161173 bytes docs/images/swap_mutation.png | Bin 0 -> 28324 bytes docs/images/two_point_c.png | Bin 0 -> 98401 bytes docs/images/uniform_c.png | Bin 0 -> 99640 bytes docs/index.rst | 8 + docs/pycellga.example.rst | 66 ---- docs/pycellga.mutation.rst | 69 +++- docs/pycellga.neighborhoods.rst | 92 ++++- docs/pycellga.problems.rst | 63 +++- ...a.problems.single_objective.continuous.rst | 12 +- ...blems.single_objective.discrete.binary.rst | 8 +- docs/pycellga.recombination.rst | 114 +++--- docs/pycellga.rst | 135 ++++++- docs/pycellga.selection.rst | 36 +- docs/usage_examples.rst | 354 ++++++++++-------- paper/paper.md | 61 +-- pycellga/common.py | 10 + pycellga/example/example_alpha_cga.py | 60 +-- pycellga/example/example_ccga.py | 62 +-- pycellga/example/example_cga.py | 63 +--- pycellga/example/example_mcccga.py | 58 +-- pycellga/example/example_sync_cga.py | 58 +-- pycellga/individual.py | 18 +- pycellga/optimizer.py | 104 +++-- pycellga/problems/abstract_problem.py | 85 +++-- .../single_objective/continuous/ackley.py | 92 +++-- .../single_objective/continuous/bentcigar.py | 76 ++-- .../continuous/bohachevsky.py | 72 ++-- .../continuous/chichinadze.py | 62 ++- .../single_objective/continuous/dropwave.py | 78 ++-- .../single_objective/continuous/fms.py | 72 ++-- .../single_objective/continuous/griewank.py | 75 ++-- .../single_objective/continuous/holzman.py | 69 ++-- .../single_objective/continuous/levy.py | 91 ++--- .../single_objective/continuous/matyas.py | 60 +-- .../single_objective/continuous/pow.py | 77 ++-- .../single_objective/continuous/powell.py | 82 ++-- .../single_objective/continuous/rastrigin.py | 49 +-- .../single_objective/continuous/rosenbrock.py | 68 ++-- .../continuous/rothellipsoid.py | 78 ++-- .../single_objective/continuous/schaffer.py | 68 ++-- .../single_objective/continuous/schaffer2.py | 64 ++-- .../single_objective/continuous/schwefel.py | 69 ++-- .../single_objective/continuous/sphere.py | 65 ++-- .../continuous/styblinskitang.py | 59 ++- .../continuous/sumofdifferentpowers.py | 50 ++- .../single_objective/continuous/threehumps.py | 40 +- .../single_objective/continuous/zakharov.py | 55 ++- .../single_objective/continuous/zettle.py | 69 ++-- .../discrete/binary/count_sat.py | 50 ++- .../single_objective/discrete/binary/ecc.py | 72 +++- .../single_objective/discrete/binary/fms.py | 103 ++--- .../discrete/binary/maxcut100.py | 45 ++- .../discrete/binary/maxcut20_01.py | 25 +- .../discrete/binary/maxcut20_09.py | 35 +- .../single_objective/discrete/binary/mmdp.py | 39 +- .../discrete/binary/one_max.py | 44 +-- .../single_objective/discrete/binary/peak.py | 78 ++-- .../discrete/permutation/tsp.py | 111 +++--- pycellga/tests/test_ackley.py | 12 +- pycellga/tests/test_arithmetic_crossover.py | 20 +- pycellga/tests/test_bentcigar_function.py | 9 +- pycellga/tests/test_bit_flip_mutation.py | 4 +- pycellga/tests/test_blxalpha_crossover.py | 19 +- pycellga/tests/test_bohachevsky.py | 25 +- pycellga/tests/test_byte_mutation.py | 19 +- pycellga/tests/test_byte_mutation_random.py | 19 +- .../tests/test_byte_one_point_crossover.py | 19 +- pycellga/tests/test_byte_uniform_crossover.py | 16 +- pycellga/tests/test_chichinadze_function.py | 23 +- pycellga/tests/test_dropwave_function.py | 9 +- pycellga/tests/test_flat_crossover.py | 16 +- pycellga/tests/test_float_uniform_mutation.py | 16 +- pycellga/tests/test_fms.py | 36 +- pycellga/tests/test_griewank_function.py | 2 +- pycellga/tests/test_holzman_function.py | 7 +- pycellga/tests/test_individual.py | 3 +- pycellga/tests/test_insertion_mutation.py | 3 +- pycellga/tests/test_levy_function.py | 2 +- pycellga/tests/test_linear_crossover.py | 14 +- pycellga/tests/test_matyas_function.py | 9 +- pycellga/tests/test_one_point_crossover.py | 3 +- pycellga/tests/test_optimizer_alpha_cga.py | 154 ++------ pycellga/tests/test_optimizer_ccga.py | 48 +-- pycellga/tests/test_optimizer_cga.py | 160 ++------ pycellga/tests/test_optimizer_mccga.py | 49 +-- pycellga/tests/test_optimizer_sync_cga.py | 157 ++------ pycellga/tests/test_pmx_crossover.py | 3 +- pycellga/tests/test_population.py | 15 +- pycellga/tests/test_pow_function.py | 22 +- pycellga/tests/test_powell_function.py | 41 +- pycellga/tests/test_rastrigin.py | 12 +- pycellga/tests/test_rosenbrock.py | 18 +- pycellga/tests/test_rothellipsoid_function.py | 2 +- .../tests/test_roulette_wheel_selection.py | 2 +- pycellga/tests/test_schaffer2_function.py | 2 +- pycellga/tests/test_schaffer_function.py | 2 +- pycellga/tests/test_schwefel.py | 2 +- pycellga/tests/test_shuffle_mutation.py | 3 +- pycellga/tests/test_sphere.py | 2 +- .../tests/test_styblinskitang_function.py | 2 +- .../test_sumofdifferentpowers_function.py | 2 +- pycellga/tests/test_swap_mutation.py | 3 +- pycellga/tests/test_tournament_selection.py | 2 +- pycellga/tests/test_two_opt_mutation.py | 3 +- pycellga/tests/test_two_point_crossover.py | 3 +- .../tests/test_unfair_average_crossover.py | 15 +- pycellga/tests/test_uniform_crossover.py | 3 +- pycellga/tests/test_zakharov_function.py | 4 +- 121 files changed, 2551 insertions(+), 2328 deletions(-) create mode 100644 docs/images/alpha_cga.png create mode 100644 docs/images/bit_flip_mutation.png create mode 100644 docs/images/cga.png create mode 100644 docs/images/compact_9_example.png create mode 100644 docs/images/cycle_cga.png create mode 100644 docs/images/f_byte.png create mode 100644 docs/images/icga.png create mode 100644 docs/images/ieee.png create mode 100644 docs/images/linear_5_example.png create mode 100644 docs/images/one_point_c.png create mode 100644 docs/images/roulette_wheel_selection.png create mode 100644 docs/images/swap_mutation.png create mode 100644 docs/images/two_point_c.png create mode 100644 docs/images/uniform_c.png delete mode 100644 docs/pycellga.example.rst create mode 100644 pycellga/common.py diff --git a/README.md b/README.md index bacb23b..a94d7e2 100644 --- a/README.md +++ b/README.md @@ -56,45 +56,49 @@ Here’s how we can define this problem in Python using the `ExampleProblem` cla ```python from mpmath import power as pw +from typing import List from pycellga.optimizer import cga -from pycellga.individual import GeneType -from pycellga.selection import TournamentSelection from pycellga.recombination import ByteOnePointCrossover from pycellga.mutation import ByteMutationRandom +from pycellga.selection import TournamentSelection +from pycellga.problems import AbstractProblem +from pycellga.common import GeneType -class ExampleProblem: - - def __init__(self): - pass - - def f(self, x): - - return sum(pw(xi, 2) for xi in x) +class ExampleProblem(AbstractProblem): + + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) + + def f(self, x: List[float]) -> float: + return round(sum(pw(xi, 2) for xi in x),3) ``` **Usage:** ```python result = cga( - n_cols=5, - n_rows=5, - n_gen=100, - ch_size=5, - gen_type=GeneType.REAL, - p_crossover=0.9, - p_mutation=0.2, - problem=ExampleProblem(), # Replace with a real problem instance as needed - selection=TournamentSelection, - recombination=ByteOnePointCrossover, - mutation=ByteMutationRandom, - mins=[-32.768] * 5, # Minimum values for each gene - maxs=[32.768] * 5, # Maximum values for each gene - seed_par=100 # Ensures the random number generation is repeatable -) - -# Print the best solution details -print("Best solution chromosome:", result.chromosome) -print("Best fitness value:", result.fitness_value) + n_cols=5, + n_rows=5, + n_gen=100, + ch_size=5, + p_crossover=0.9, + p_mutation=0.2, + problem=ExampleProblem(n_var=5), + selection=TournamentSelection, + recombination=ByteOnePointCrossover, + mutation=ByteMutationRandom, + seed_par=100 + ) + + # Print the results + print("Best solution chromosome:", result.chromosome) + print("Best fitness value:", result.fitness_value) # Expected Output: # Best solution chromosome: [0.0, 0.0, 0.0, 0.0, 0.0] diff --git a/docs/conf.py b/docs/conf.py index 47355e2..ae8874b 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -31,7 +31,8 @@ # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output html_theme = 'sphinx_rtd_theme' -html_static_path = ['_static'] +html_static_path = ['_static', 'images'] + html_theme_options = { 'collapse_navigation': False, diff --git a/docs/images/alpha_cga.png b/docs/images/alpha_cga.png new file mode 100644 index 0000000000000000000000000000000000000000..0bec5f56a89cbf3d003495127313965b440d2606 GIT binary patch literal 118569 zcmc$^g{4Mr)$INsE^|0>#LDN!AXe99V((FV~EPZG2JGR(UZfY$;H8o4JI(x zZt9_8xv_lvRtyRz4o4Sny`qoZ_;YCI~C&mjn)FHFW{8E!?z{XoY4vyJhS9Dr)`5>cAo z$LU9%q&#g3B0#i=TnTp!+82!!2H=b?WBCL?D^21lNN3U9W{>i;m==q&Pvcb&*H7a$ z46j4_J231<9s~i<&6~=wgeaVW_0{@9hIu?~+SDscfhA9NAGS=x;v9jtEs3@&O2|uN zSUIKiAxCrLoP9)@9T2n+r!~l~GXgYg{HQU`ULAX$*rX=FdmLF)9flZV5?U=nR(A_MukaQ>ru zM0T^{mhFrY-C2gzo$*hMa%d)ktLPVAHViZ5D9SxPS5tBB%5YuKh$&$fg%*A+^Z)KDl+IZ69AT(B*PyKr652vrhx3 z2*1%DjZxMFYP{A{*ahrX2qFXkk=8^JmP3>qt>uCH{xZ(v%E$odG8O6D7%~ zP?{w4kA6zwY6v`W=IXKc;3?Ff#&{?eza#MmFXI@W>#5k1@I;ZwVbC32AwjSYzx%fq zP_?Xc zABWH}2$wOAt21d8(HSQ%J1Sl_5yvS5k}RU}Pm zPZi2}1meU-RTP4VpHKKLK~WAqO)N@Sp*xK`X8XV zxd9`Bd>=b2elvifZ>+(tn#4Y0>WN@6`p)dag<`T-w-wT$kK6}>xz~Cd@eYX_0Z+ zgPj^@4QE?+zyx%*X0|k!v+cb-TNAa7r0t$<&Gg?IPt_{@oD#=U;tHmDqaR&{FLC$g zFhi`?F8B~b7(*ySd{P-Gs>6Db<*7C5KYnVL8n}<2sCqX$rJuX5DNzqKnO$eL z{n7jr_9y4hgL&ML%TUx1BdNN`{&6OcpZVSEt%M(y-^;DjVb_xN5$y57Vcm@Le2;So z;WGXJ-XHd5GndIi@9IgNx`xmODs$9?w?QI9w`ic6Dk!9Lt8M~&L!#LGC zwz=gg-qqGWk6&FA;rj=MB^=bO+-7%qzA?x4k6CKgPc}X)AS;S1V3(~btSX9R>gG^o zVrQLkbT}(!aNa+0eS@H96FvV=N`A;Lr#CQEVKK++w$^v_pRF#vx zkbS=Ach9^#A;RqVx(S6GyPT6|3H@frgfpvE2Cs^|D#LGv>1&q$^Xn5v4m~T~=0v8s z!@Q%d$F40z^TfO;&?ufLsKi+bTM3d0@d+$L`f1G3B3S`yp?mI| zeShbh^IOxWlBa-+xg-1I@rRoGz+LNen%mW*hdA@`(f!k{&P(s>j3?5o;QqVa$%A}^ zUWiagIf%cIzaTLo7$8ZZvY;(t7NGB-J7A`eg|R=w!6WKoy2V-#U|!n!27W*Pej`2= zQ5iWHt{EYO(1Mr|&Ldrj{vG{<;#^WsN{)iCSQLxJ&T#(C=HxJIX4ou>ZH7&gP1&4g zU@}&SbT}%9q($J|vorYh$72UPH+;<3MF~GMJ2S`aoRW}|U$S|r!^-(0Pil=~jl6Ai z;b|$EjU1)Ha+_&)>g{TV>apt1O26{?{f`H2VdmV*i3^kpCJTaS8b0bZhW@1C ztKNg>T~n1URQId4(6*Wzg#)Ji z2Nz-M_h#sk&|Byl#0gwx!{uMJKB^OD$J@DsBDj3mHB8U;va>1srBd>^Oo6Y8mpq<> z1cQy+`s1D79N%z0v|b%wuA|3!m_H0C7@sQVE1NoRcM$qw3c7PH4F|m;8920>>)iBz zS#r7lvbdYz>bAFAw5wqRy_?L6)R@q+8x&w|=cl)5T{F_#BO{xAyFw6VM5z6H^C|6+LLXDg|@Y#!^Dc-!{5Ja5gpnK-#ug6^Mxw?Yfq7vS2ZqFdK^jJ zjgNxrjT=5%AZ=ltNRR}U{h|UZ-s|_a6s7T`cqRb>s6CM-_>s#S@#k{kcf_ z_I(_*V{PRZT-SE0lvI=%h1gsgFD*Xkjw;vZvdT$Yl$^W#t**09tj#Bz3lIgow}uNz zr*aQ+MSS~SK95UI#YzX8ea!oeo~eoF*smrR7zPW^o-eMuth~9+VJ9+75U27h8QgXG zJ?r)UBCWfrHEu`uE#9&EJ+a!N=IptSvwq&4>VL4u0^JkP+Hpv-Wi%Q%@v?`CM5^&& z_j1y$)H1n)3Q5u|6yxvl(6D)RLvu|-+VM@eRER0q>bkmlwXLI+rs81CSv}~)k2&!D zd&{GD%?3|by|3#dYLCd@XX*#fuCy+qNB2R7H|>shx2LLKBJCf2C!I^A>uH?}!TL7| zZ|AQsB@a`=f1YKYb*@J5)o%{!rygLgVPHxE@PjY40gz+GiZFoSbBK^{NC3!u!b)|G zgZ{qIipi!hxL2BLesL5W9>DRINT34CYeyS&?>jL-M=a2f9x%fR*cJltyKc)63y&k` z3#5m`O~GtP2gyyz!+w-iOqLiw3AIDZY2vcBzu_uTgb5eO9Pxn-j2KHDSt~_F06jPl z2Y><+0HDD+AUFyG3ICgy0@4B?|5XkF07TjXp#BY`1Wy0?lECpFoc~E7Qz8Jc;C~q4 z=u-&sA7~(`5c0qITW}pfOkG@77M!Y^yIEQ~x!X8W>X7iGfQS4N0)!v0SNl=gR_p79;ReIjt)-l{60by|AOEL z=l>~Yp&MnYgo?B^fs}D>EyFFajAFnV_466~CH<)W6Ze|AZ)PJUm?Z zSy;Tiy_vl^n4R6MS=jja_*hukS=iZ`zz|ICzD^#dK1@#Tl>gJnf7+3-bT@aib@8xu zb|U+yT~jk>PY)pqihl_G_xqoITKd@jFC{1Ue-8^hK$d@MSlF0ZS^nEL7*+6}QhpU% zA4>;a30p@n&%iWJ0;;0qKS6%ZQz5)x7J z?UjM7$U_pdK0t;A9*8*Wk1k9|hJ%HuSo%Xo^$AKM4ePV)#pr$a%lhie$J^u|koU&7 z)9$sF97T5Thwe)6^FM7IH#zS6e-w;D+w0kyRo4VipPtg$*-1`Y z8ysFPdXHtYHqbV+B63*p4;PkeY0+W_VX$Mtu+Iq&9X}F zemXMJ(W&svynXO&buOV?+rDaDR99~4p7}FK(M4-n+H{vBj*>i6EZtFR0@lm`zm<*zk|ZkVP{i`b;QNPIUaglIc zvCJ4%01dta68w1GTD10Q2YHdQpBdXICB8fX~T9j6G{u> zG?t~C*190DIoJQZ?Rt+T*ms)1)T?ck&HN|I4fXQ-bw*EGB#EEQB>xE`-`%`AHZQNw zt+qA-Z#%lfMaPA(@AFZ4xWXSA;VXFMmfGF1OY$=x$G=UowH@dD&})&TK|1%V&OKuG zC#!M&mZtDfEo)vmT1hV#J;sx~J4kyYf}2+Ju|~utRJL0B`V7*fflZ7Cttw!aQDV|4 z-4Z#~&7Tl_36W=;+es8*rpa{)MS<(N$-A(T5b-&Zt2214M@c=e?)L_{MurY|`rhn@ zA~LH4qqeT8XL;-tw*UAcCl(gs`gXT8epFs?ezYhw`q?;A?37_j;6hNh(IQ&#e%YL! z*u&Ixmq-`9j#K(A``Zul{VgVQ`AEo~uS|9M;LuQ9Dx;eH?(FjBOwDh#y|Bn8mivBQ z<@sz!>xtBLKOdiBTs8bG0{~lUYn7aO-n^g<@^eY9Biq_@Djy+}pJk zL5Sr-r*;pSZWI-10^6#w9(X$=ZFzsXBETH!e^S#jR+?e-BSgUa93;kIb78R&WRB)C zy4CoT|9XTnJfy?xOfT=l%>33s*K6Y&=MEquo&}+`q`2JDtLYDQ^NtIA>%+Q#9ivXY zC@{m_frQtu?9&MYAIQG8O$zuhMCh#1d*^YIWi^8a!Cbx_0pSAgvby`3YUUxdA9*?& zIx`sV@ZhyYwyb$BgFpLAKQfBoWiJ3h1c+7M#L4U+!1R}Ul$$>&kOja4xP+N5L7nz} zYUhhG4!cX^TyM0Doh2k_0fuPXq9{3{ZFC0GD7H6rn~|`G)QSNle*$7e@|^-7t81MN ze%WcdoHh)@a9B?w;V|iyD7V)Oe@fNFLT%Mew)c_pO7Dksa_Uy5w}c5Z1Z0T*`C@iJ z_)h%R4cx8#-u;rbkw7w5AeQ(Z2)SsA+PX5A;Bga@BeeGT^@K-g^FA?1;7q-C+oyLy zYaSYnqi_0)KErSqLm=wP(@S6s-Wo_Qk>DugWiWzXOZ%))xpjo zptQYA>bx~iZ|q^@_336Wz$URQg^rGPw~=hX?c(T~TnEKHocq^TX53ucdn%=U%>J># z_OXt}M)utPJ&f@=C4mWhx`*phgAEzzx$oKicOk3e(kmpPhJ!2AAypx!6$1e!brnKq zIkxiN5#Qs#bsqAc%J8GxTk$WZC&Rr?e+i4na8a`h#b&jV#t5SOO2~6&qAuAF`BhAo zhBV~mcWiL#ICB@=_ySmHY-tmBe+9u|AGCqX%C$z=rDqOZ?G zRyK4SbPw;3!dby95N(&QH)+&Qh5)VT3)xz@+Ic8K_ed0 z72SXFj}BrbM#(x)TJX+K3CPb>k_J*D$W~Aaeq#%4n)BYhOGdnQh@>R^M@=6_k z85nnqdTBsEQ?`YMO*kh!#Yx^TA(+uD%dqJVFxjlp&|Vn1wyd%oD{0U%<3jPV2~h*0 zn?z$L{auOvt4cNtzbTvaDG5WFi}|R6vt;x)LCaq}E5Vu;srsOiuMr$p`+MEKWzGZG zw&HTS?eT*Wp#o{2W|WLW@}IuKjNXVsf$z|UrHuOZu0lH9LwPxlKr$2l?0HrIYP%9`ex6fWtkF-j6x(THi`YE{RW45o zo;f<+E=4Lx+p$CRcns9~x)UP_fbExkj`WWH5?awjvSsEWz@H&SU-yVjUdS~;5EwMZeg*`e;Eg97n%amCOmn74+G0*hv#@E3xcPk zqf04DF$*FH)Dj~OA!Y#hV3q)XKV4Bo&wTRfkHf|x{Gc#T1TXmaE48obWI+u>iG6<( zGh~2@&_QLEVDry`jK7zl#qG=rP$V%%ONfZp_L;w)zoD#cgt<2}B4Co`TCj$?KGk|k zN&6o`tWcc)*&ydWB*(J!B)U)_wx^2M6J&c_QEYLQGT3N`&E4HA+@#_^GdVULYM9q0 zvy(J=h-a{|`P-J=EyC6kQwJH1Ek63{z$cR{-!~AuGOkfXljOe$DMh3 zVMCe3jvT`LMWanC+k?<)!KLZ2LL=dr{d0YB22dVz_j+|yBIwstOE}U_Bc1|e_*c`h zALwfW6lL+Eo6L-Hvbwr#D6BRa-?UDzCRk_Va*0V*F}dIM&y%(ys*fwL=A8KNWU15e zhi+ZMx0ti9=Ifb7vI~^DnLq4~^$jW&+s+~vzeES7-AThk%?V2JKpdg;WnRwW@)QV`R`-mIZi7uL^WBXC zRCWAvu`^`F&`(>37*odJ7(9Zt+;-y7> z$9IU4Qmuj6r14|hK&mHpiim|cLsR2w2$+<1%SShm6IK`@5%=fiiROiyciE9fx9uM2 zBX?X^qpIt=YW@Q<&pzdIM^(em<7y+JgrLHesFgopwUy4C442v$8>MP6;TJ&&(PEyA zHry)diJ(-Nqd~tlhWu4cpfnX1yA|Oyxw?oVE zB5WhYzzKLzX-d-~-+`??JYox(hA2N?T4?bV!b6Ns;TL3u={|!BWXY(Zz%-0@%_g$R z5}(rqoY8TNjoY`Y@e8{Ww%Y`WCd)7<|DhpVBU}2g03m+C&B?6d0eI;rp%go5#KZYb z2UzoLoZxumwGgl6V{RikIK7qoV*-M`3d)3}(pcP40p}jN9jOEWD|e;NH!BRXN|O}> z+`p+4$eR-Ig-EcO+>jbu)Q@)3qbQifWPFxxTxIG5ge#^T#y)IDj&6tiOzoL;uQsal z1yh*;#~i1sPmGF2O+V4-wMsRB1nZVs@*&a%(jD~xA3e;07S)MyJQyfkJ>6ugcC`Si!T{jj5R zk7SM-F4ivR$3gzPa!TUj?a^zwGlcD>^fz?b!xvwDHOw9>j}Y&5#gu9_J8t>gwm$ZX z8%dL{9ZyZ_#d<&&r>6GUN3Li402SSt;$1|TWO@46sElo+7{AJ>&-ro!i|AqeOb}C<9|IV#YK+ z4Wm$N4Los9cHu+gLrXwVZ@W58J`y&NN&0B?Mgw`_n-A}>3iB{f-D^SAwxcN1*{7WG zYhNRszRgEmaqN*_^n9%CxXnh>j8NU|k85fNt$I}Jc@3P^KDc|V94X8ue3Znt!C9FK z&H6cm^db+f*4WY~<{8?7M4CD{w{N6t45;s?K~DuY%xOQTo+)0xuhm>#5%uM6Dpn%g z0zI<(Lu-#A51S-^szy<^s;?x>kt>OW@B`C!dll?n`sU$4KP;q=;!xmvZTsiHK=Qez zFS_*F!r$DX(i)DWjz`3J`k_|b^q?zt^cgHhc+!Ltc)Ov*T^jb+{Uf(aYm`o?oT3iRY@1{UMe$w;jb^03WZ#ed1X~C`lSs~V?U}Zn)=18iY9rhj(D3KgTrNnew_TQvRE$a80Yb@jtMiN=`f6z?P0 z7zMQMSQJ}*z0q=7imK8yn5;x`8-_AJ#;o{E3R~ypH<&%Dh2-FA7f$_2G}ma$Bm*Jv z$E!6qFbhVkASOWNeij&Nh3Ns$HwPDQ&}C`4-BYRYy;2kZ{YMkDBr^}sAMO#Lz1XM> zfQny$C4zxU4m19|lWm*TKhdfnd%#HN*AwZL5X|XY&Koys$iEf9 z-v(0^W(JcS^wJ3EOb3~OC}=2IO}y``A=G@MpXrk-TE{0JB7cVjW+szx$RDjW+;!#uLasB~bAr+|F}>FV+4?yZEZkt` zm4c8WaRX4wp(hGNP(%EGJ-1CZu#7(QCP18b^b$9;t7Mm_$T};=^*a7d%aKwwq4p+RN3zcO zyh=6v#}-$qACQI#Wu`P-L0V=rqL}Kh6^*fj7Z^322;ytAB!*)(>@;5cDrAM(CLypm zHi1y9^?Lbvi!=8bu5+b~cI%7o+%!dweU9bx`pafMRj8LfluAM(9wKvA?zIgaZ86+x z(`tZ?<8Z4(%+B(mw`<+!?j%{zt!V!I2F&kazv*T}BNCTLj?JQ?6PtGRiTUHmF_I%_ zg+1}J657}psnLDE%m{hMs+yGMcBWaq4*Wtn7plz9>Q zGh>hmm#B<9L)!lEy0J&tPM+HlSYsyPfhN>>NATm}uA`22Zn?WVPUclegD80BKB z_YPhK6uf{AJccRvTvpn$jLKO?A9;0ELOi29>VTVG!c1`bxL*8BBa2kprTksPy*T6$ zxH}#{C~E1lhVg(cLnl}>5+jcb&yyn~RX}rVFBt1qHjz9Jf)|@5sC|p7nJm^^j!!!A z(^V!Py&dp@P=H(mo`cG~`ylDiniMf>K z`b2VU^|^Qj=V(By+SI{@NHSZ_+CFWODK2y75rh7`209Yqys47F!1hM}wQMP;ssi>my#pIq? z2}v75chveUg+_KToHIR|3Cv3D%nQ)NHsZsM`adoH)%P2CDc@LB}2eM^{3&c z{+1(RCo8aE#bGPEv+ck{8;2>(A;<_`Fz*5uu&r$)1vPbfRgO}#LQqzMa*;PKS1Vd@ zU%ildS}o?vn0Vc_IUu+X;xs#vYjqFOk%z0t;)wzv2OPoZh7R-dWGEa^F#R* zLOAq4Wi()mJ`~m<`;laNmo<&c^i)R++M-oA&-iuL$Hc^`5 z%354P=D4^po!aqmam&uE(-cmo+v~A%*;-AHtuj%lQZd@|Do?bF-XxnqS&2wl1q0mk&Ic#~<_Jwr~5zG@{*Y8%sJ(j?)KhYcv+OkUXpJYI48qw|iK(kI+gV;I!<;+5#m)(q|2G+2%HL|#RB4RBkt*ToBBEm{msSp zlUWAlDhN?+#}&p8|AV~iQ+4GLXzKzx>EKI~%DTT~!2QG(?OzMpa{h+tZhshZsSpsRMM6ZW6}tNQ?5~^@8+fJ>HZcII(R`zoo-pasO!qmnsOO&+KaN235(d(3g?&tW5-0Wa%#zU)v#5b~K(yv=kgUR64(SIg8P8dN;t-xjk!aj1Ad$8@T!R;J!tllVANNVc+h46zw@mket{wP8HNURW5fn(e5&PkXfMtmvJH5& zf99U8ZTum(v?cs{+0R;+I;YHsZnoz&3RzxFuwpP+SVdA1Wn0$ym+t#cllGdFC37o` z2vCV{#jdQ27mamgGmYQ{?baJ%Z0NiqlAwEZhz=iO`D62<6O% z>AKEA7Dvoi_DjiU_7deG>!@Ds7sbx;sjd5r%~zXF69U2@UD?chd%BYjNYq*R~7ju0w(cR*qWgs z)Y!7YKaiV?qsh{t{hlGQHN=LcZZlmg0^pa+d!=H7VG|*$wU;u^^ph56=cDg^tM74d zP)Aytx>QR>{xxVW&Yf2QCKz@fReI^UdAD`XKssp+NTyR- z;|H+?ye5r*C`h)25C2&;7@1l zKf#6L;+!_8B!V20llFOXbbGrHWN5`U--bS?U-cw>M#8G*81)%*DW>;= z@Xrbeg1H1lDUYSn9N|>x`riC=T0{6}%l4o-NGDRbAMOqG)YQFFQZhc@iklaI+*RPA zA!^qo5B(Z1aeeEU)$2k@hx+lz-Ko*&Sx!`zsjuKjH5a6$g$%8!-LPb zi*Adg@p}5Kh}wEDzFKG5gHKzV{#zp=DR%H-XVJbI0JS`HH(u&H$8H`@t&rZ4(2UJud zTe%#YBGK{H-rgR&dqLoCQrHH|#agfk-*yzGhjYlP{`0AMv1=wb$ijgW@P;cn+_^lgY8qQ) zyJm|h8i!3(vjEtTV-?WXl9#{pgWg%Bcj=$5*uO4CVP!sz9R0Kx_C?hydUQ(?Bp%Z7 zS5+*{zMBl40q}E?Fkl(ooOMIb zh@7FBbKH2{fF)SBQRzpv8ejv(rTr1@{6r`Ad|IlbCP|^70ij`S3odSYY+QQ8b(olD znDhhx3H;byZNRK75N(?8RnPJdXZ9mzNnG5;haJ>RiNTlC$b$+7XG@|TAb^wig>cjZihyK6leZ`bjUm`rp>|+ZlkxB&s?(*Gi0{@U(L3 zs$_YzaDFbsYzZC#OiLppf%v(%Ha?rBGu?)#G2Niv);3!vY=lzW{Y7?`O!w`IN4JAj z2VU*QZ3yCQYnu`_VUk86=~6Sdqd~NP)_k22#T^5#DYF;XVv*QS6w*Y}n8NDe5LZNr z$+O>y9WaB^3BRQYSfDd$@VFeE>3&PR@33@I^gO+hT5fgNm(;dNim+Ctpd3C<)))lf z0<{^Sd3DbtIKb`|E9QwpyJ_l5GyY>~bXFwcF^FM4Z81AQ9v%rWCkXkiQV~w-VL=YG zR@*5~ov^4b9pjjOvXN~Bxn6jT)Wu-{uLSV*aH!{oU2*Qh7}YmT6_vG47(ge6!KEIp zwW@i$Tn2p`4?S*NcY2`6_{dw+4z^ALr&Up!@~Sj_*##_GKAk0+nEQFg#r9xp6XDgb zy%EDA^wcXaKa>nT4=9;ZcDOt{`+itmnmhZAfj0_y4J-&W&6cB~6DhQ5CC-Mq zbgM6p+^RoL(>J*vkMp;$Z`#CI7Htt(2(DMKExMfB6s!zA$4gAt1d>#00ph<1sw5X} zNl9JgJ+=>RfO6pw6h zli`-2>}rFU2Dpv@0x2QPGWpT3_-ewIFuU)|X&d=0y5Vyk=bb0aZ6EIiBT_`Olg^v; zH8nKJ$|-s2Pt^6Zj0_B^<_UaKIE*@EKdmNay^(MZ+y7Y!9TyAg4ydg{s#ce;y8m!O z*?7qtnJF?yQJCp)8~t_};hSN>KD@2LODv^?D}lN^)xFplv8}GMIEvtGBBKNHErXp4kQG;a)rB_6_l*(D1gWPt(8Xl&@{Q40zg_ z*hr$ZR!;v__bQvsQ$0U}0$=CeD998>sG_1_poWx`2gB^e5@%*LS|Nnm3p)MekRG+O zU0=ZJZAT%7{q+`c_e2Vtt)e9O<7FemIq+pw%@{S^^ISdV7WTxgkZ?GE#Q5CTIFl>I8yV)l6ITS7h2tfogKdmPiJc`X;W&;xxLji zIfE|>uy3q13VL6&-yJkwqoE<{Zb>Vv4=ln!`81=7vgEq=#eA>~!<^>$lP`ExdH&AT zvxkP#jf#~$ytTy25|s;Lo;9q)H4aeSpUh*Z(yCG80eaW7&=~Dslb=J}{HhC76#3M) zVPI6k@C5`Oc*QZ81s;E>vH#^yqVi_|e4KCwD=Q}cvHsXSxrfc;aMIKJ$eRe?d)9{t z>PPO{K=os7#t1w=?4}}DCteRteJNa*FmBsuoAu zc)fjxAq)VtE4~S|v=p_z2bwF_&&C!{^2$*r!x-mLpRe5}82i3~99DJ>$x=6zrOvO6 zDwjRKIUx?^$r89*FRz5aOPsKQ-`;M*ag9s{#P%HSpp!|5Cnhu5 z#Dfr2?@c3#%fA27u4UFz086%_vP#ldr^Kfl7kBA-BQ-Oy)>}nPZilB{^SMw7$x&4* z4DB<1BtRUuKZObKJ*D$Ta?pABHed6I>JhXag0YC;(jOm#31u9GjjbI+=0w7EBbwzh zJ#2{-lCi2(tBUe)a=ky>;srp-xZVD8Ov_paR_CJ;+WATGb;3+F`rKylsFFaqxw8R& zGInMlYzOS_1?>2;ZltM^7t2~=s&yMi_1bO=1heSkrq;uzB=a}WE;0{@Y~yLtyD&Zu znKdHh=R&AdQ0_fDS4Qw%m9gm@64CiNkmvLFEz3Ki^XXtz)YiA+rv$La*R&)sqxG{( zUsK_keC1tkZ~ipMtI=*$UhU?-YV4`mJkggKdoSpL*@>uEz-sY3`yS-5toWz}-$x4c z_5E!4^&w^AX!V&^2~sE;8GIT%QAOvGaqzdh;9$J$VdoGf9U8>X$#qO2D-mr=Z2q0n zLzC|;^{ z5?_e~;b)tP*qtEQY*H=3vJ1&E$kGzu^?z@`f3}|%|G5%;tLYVd>nl$gKVHN;>&z@5 z*}YVw=O%l;`wijKk2-n#J?f}pOoYx;mMbjIoN`%*p+2{V3!{|a?k+tNn9Xw$!YVnm zA>Oub7-tmizC{4g^2GlA+Fkc!c4xVyh~%IbN0biXcn#14g~A-rSg}JBGmnGRCoQtz9sAeD6hB@JgcXqWh(!sfp9z z^X~TT(rw79@tEgFZk2#h2}mdqrhf_2>7%0E9nvYyDyvYw9Zg)#v8Mfug{o>n=Si*Y z@Is|Y&#{cDK|8G0=ga4_?J=*Xll_3U^X^Csup2Ld6#6^3^RO<&%b)w>C}Xje1B~f$ z-wSY38gDh^b9TRU75Mdnm(oeH`y6XYhEzwSVZibQQ(`tpJ&TFgkGuQ2#Nl;#XIa?i zrw725PMHZ`NXd%m20QCMS-p2;8JQiX7jW#qhAONz$;^pYvVd;le!Q8U(}N}W^wbq< zJqcp*xsK}!EAQcC(0RRK2-|0}57Y1`Owe(Vo=@2Pmg5|8u3;47tH>*GOCl3tKmc|N z?(2gkt+o{xl(9q2@t?0y?Gw1@EFR?KB$SDk1z-Nc+1cBNL81z>hTwSA``%dHxtkte ziUbw`O3(;UV>cm@QbNaBdIWn-*U9r<(xMX6u%UI7!9Iif&9q%$$73{5(94;eyG%u+ zoV|670@!8J>2DJq?*qskk|+}c?0^ZG?ciscJO0aIQQ8FOxC4&BmE)zq4OU5JVJ(Wb&e<%pv2QmqXWNj#zB~iHr#F z*;vE!-{zzb*qGEiY9(=*YZ@6V(@EEuHvIKkvpL4{*0bqfkd5<-U-*KR*j zv4J5=jrIt1(7HIJcAErb6vG%P=4iuC8Q+>h8@RP7=QSwTKU#0VEIX;O4kacK7y#Xn zTb(#xH^We2GC7EwLl7ry!IE8LWNQj(yf0(JaZ-UOAGYV#tfi#uH z84RZ;KxS+>I47lQK?Bhx;JFwq@h*@@k31rI4HB$mk^Z69_7C&pmHCh;Hc1eB^V$yb z`>LjdNjkmyEBi3Zr{;Y@2a_U#6$aPAF#Qpvn`NQF2El%p^SJl3GeEA?rJmQXY9*9h zoFOOsE>rv`)uza;{uf;>;6_{0#R6v`&kIvpRtJPOz2v_c34t$oe|MKp28%c0O> zj4)Iy=PQvDY1Bd_EtqAZB}CF-qu;%C1vA~lJn(Kj^jTU!xRhdVhc!~bTstbQhfpy1 zUJO0?x;(U9Qy!gxCq|tQlTLtXk8A1!>_DCMv+#SIXDf?=pT=~P?JvvGIfGir=spZO zW6uRmgw}pflne?mpH_HMzWe-!JXcZSyCEiV;W(Pn&VU7VtNpMSj1-$!6NcgEnxlzF zCi$2=2oou=&45w0J?=0@{7Ychhv$l|lx=#Nt+x^22HTqbU6iNU=iH1DF*Kr4AE)VZ z7%_B_z+pgik8Z5b_HQRD&L%&TC66^fXy2vlo7)EcVRO_!o22p_*b>b75V9)LenmH% z@E`{`KM=k-+U$9#fXjb97F&M(4X9;C^ux)CQo+ayd(!Xbunrj?z>-OBuvC7hE#igV zqx-YR+$n<44j+|>)RJT0>*?MK()mrNfJ`%OY2;(hvUeHAa0YYPFV{aFn+7ZT|B&^T zQEh#3_h*8;Q(TG^EACp{-Q6ir+#Le6Kyi0>cL}b=-QC^2Xqo(;|1+~@*1XM|WaZv_ z?)U8d+4~F(7mzwq4&YNToYmsdSt{AiMm;P)Ku=Klm?!VSvzuCE>4 zh8-?=T(=-F`G*w*u+?khrDJ%oR28xD)3{#T`-bH2aR}^Xch?#ysg>J}Nb%!XuD`Cy z6X#lMxyK1`L}LcMHTy4MdEKRG?Pzxe$coS@8f-UDgSv0viJ8>UJ}M(O{&qX|ydkt+ zG_M`Z$}#^YHtaDw$M6H-Au(vjR7l-*zTJ*_uanUq0#wH*3IKX&j^_Krakn)A?{e;2 zejaXf0pxgd=7j&Qg94RV-@l$g2zh3On7rCLNT31o;d$wQufR~edr|Ibgr9wq2*(W6 zMtt!Xsx8iSww@1&nS}R^jfbdum<-Sk1pCnU;M;Ynpzdy{`dEz56 zxZ?Gxok^%EfC05I`}T`w6DL&+x!$>;Wgel&x)?+reZimE|41EWe(kt;^^m+c?EIfQ zuHCIoB(prVPuq(J30GCadZk{HtNSL?*7sSa%;@=3Eq#%R1P?wfmv{d8<8OA0Tlna> zpm%iU5y1PaZU1VE1p!*_*4xw()xzQz*gq1w$AE&!->>J)HMS!O z4gnwB&i#M=DU4ork8operKxb@hn^pfOsT2D1Yge^Zf{}&e3t?CKs3HVfh2vG3C?=s zUMNNe5zpKdhMFTscv+ddj{ntrAn6maDp!4Uu(huF^6&&4o#z3=r&vV+P}gZyiWA_S ztkC;}A>Qgoyf2#wz@)x~h#%>oCxJOuN6H_~STE%0e8!gm5q+H16BL0Z96{KMT-fxz zpwjD7MCaqL6h!^~?y~G4B7X}Qy`Y_!yHXzw%n^_g@?Tvlw4Ftv3sZxc2t>>olDKXv zZu5EGae>hfFNx+mrG5U}{n0t`XB0=}wr|Gwc3w>hadGEVxCh#vnaqU<#;1qGJHKHf z{u1)?A-Ry@-ZU&kX$wT_crGzUtci{;Y}BkySxs_~eu)1_IOYBTqInb?=t9dh?PaMcefJS-Qty0@uY7$qQ*C;}m1$~} zu0(*J!CJ?J$mT&9Nbfn zPRXs*`$EBiKDjhL*lfnP9egC0Q!~rFhyR%k@zQ1KK!BMx{gJS4_vgNoD&Vi!{^OPa z4f2)&W4GVFN}8a}r-W&tq?5y2Lj9hFOp3ENc%Q8}tCYny+1mT=(6DC$T200TZPG(M zR?CQm*7#7wvo}xu@FAu6|IsciNtkfkFKCMPJWQa9*9&RPFJ(8YYTwWtm#Xw=cxZ+H z%dO}$i8z!p4{czX=lI^rJWq!T73w(tgPuTV$b?@HRAqgK++!S!A)|wQ=Rj_s9|`sy z9$Y;dD8}6-<0+%xlF)t^>&lyTQFA(U(`!WhV~RRUk;BS2a}v&!F6}h$Gbd=-+F^T+ zH7jJ&{ERo=F1qRMQYUbGY{usEXsf`0H?Dld%m)LqF)E|Pq-XzANFr{%TC30Xel}JA z<`95Uwn6a=->VSnI7Xy39D9w}Z-7B^Y*_FyC64`3Yr6>CYBewZQ>TdD(arjrQ@o|# z(vR*)PKLua=rf+7XC9bWU2{6GgV@98w5(*b^Y11DH8nLaiC~=oL_Gg1A-H`Qo$ROZ z`#+7$s4OY^zim<;5bt0v!lDS)pfl(*@jQ0^ePfYx)qIt|8lff=jMgh$G1HO^ykCTt)eDub3Hr%lsN(AJW7AfC&IO|UP&(3hCo$pzG?dFmnxeR8{m`PLKX3uD}AKd43^}2C|#H)YqZy{;P>kAp`h_SF`ym}@W1z+RSA(M)7 znN21MyyJ|unY~8JO>L@ivuH7laRvDrLhME(q3Lc*Qbd(eleTUJm&hwvjax?E z0LuLL)IfNB*<4Zr2|v+X!rWu;COT#BH13|DC)vRG8|8L3MEc`r*$%>|B1iN-vuhc( zxH}p_zk09p-5HpYw()D47j|nmIS42`%=!TJ*yI^6ggeXtMR7w`2XT0h0`C|JInj_b zePkehQ<3ehJOPji>^bjAN6f1EXReUph8uC^otey2m!H;oz?}IyTlcZXz){qxVc&e3De`ET;UwJDdN4gobjwMCEx7&=3Vsi^5_* z1@Df;a6ML(I(;y-C&Q{5ey@oj^ITV6qzgIMPbz(pQO%VRegYw zkX=(!F^7@TBcLX7^^UyKH!a#i2sbt{=yN}R(}zUBNXuN8_rqxxz|pQ3BCUMd$lcBM zx$NazXO4%Oomr$9S(LQy`RUPLE&)&OVhVC`6C^c zO(S~)HYoI6?P4<>%~logj>n10{whH^Br9f+wf^ur^|W{}By}R^6e%t3&k(ZrrU} zJin9g=K`$IpvCnnxQz);;8=7q@M?7E6*7{8BQ|L5I5hy;v;sGXY_jqR#H{D@uXLoG zgr<82tOuUCkwKG6&y6~K--sBPn(*_O=ly3pGG$WzU1*@!_3E1Tij=>!Nge4V#o})` zHj4c!#py|*%qor=Bd;(D%M#h_v9g4faK#t6$v;PNRbwPFCDh81=}4jrFThWd9UJ zOam)n(KfDLRH|tk8G7H!aWD%pe~`d`345AwKKGOTAU6X#OVNKGN&eFRY`QP@EXbKf zwA3B(YXY#fs3{|g9i?9bH2T3}1`~XLOD?-jTM9VyW+)zyeY<77UHkSf=6`c;Q{P6I za1PgCeJp`;btW-6yP-aq?>Ad0!)N3(BY`)PNT=rd&e*!y+Xit#lj|W1x!hD&;UTbv zS^bpIG6PtBLDh66(mZSMgS7HsJ%p-vHnutgw-wrL~ z;9+%UBWb4}{`0-i!7z-SPraUET@KwO=NPnn?4P!d*%FvAbXAncu#Xp%FY=w15g0J`JqmLl2 zFk}q;zb*4P=l{$f$Y>Qjx^qi%er#OqBMwEVzuF>kTQvj4B89qb$dIR?U*_k`{(3UO zKu&7NeBq`sYiNXgSVo;i`llZtOY`OM%v9o+sMNDSTm=JA68Z9|^_h@iL%!U}TUT~4Y)%#QqQ6H@VXT`Z_KiR9I+CaB*VWTF-<7VA^Wy6?1}Xk$ zg`vg9{y&e#{|h1DhinxmQ3bOI&u^?uJ|t$oKFSP(x0UMb%9~_XYd(ssd_T$xius8flw_o_)LXWdt4{dQ&!GX@Licf$7TxcbV^4K^>OO@0;XmET z)!oqj#*d}|yPKo7q$iI{|M|un@iaC{klb>DZ4dhY{7Ko7ko7|d$h6xUF=cKzNMgUd zMVEP_X8a?*3RPLZDv7J|i*?1yS4K_@c(WScRXrPSvAQNKr*s@?r@nTm`Yw1s_7pEw z{mO7f3{00+OA#l;L(?I#?(cZ#RV=uN_R8*AbVb-DI%v%U#BuN}n%9Kvv|Jy+$j99dqAgOGqv`gVGG;gm;*6DKdZ%9+Am>Kkv+r^nu@tQ7b)nsK`r(`tPsu8 zh`B2Aq+?Gi{CC)aWD^CRTrlpB)8F2jV8+?WaQHYGe){iNxYf|)8GY4SB=bRoriRg* zt_m!76G;8fXyJljUie;o!r6V#JzO)_fMcG<(_NUI@S8y;-rcxzYdnS^3P2LjQ~Yz{ zAKS$_aYs~12A;7HT3WmgOs9{IMg~e=g0y&D z^&)YTQ#7s-(+^*~7Xv;)u1Hj^eKl|3r+-~IqkC`LE+ z+g{&TqNt=q(Y8<_yK!+A0&|WYR}AwZr36zJveDLjr7`A6h90&LajmW~7R-4!6HJA) z%Kl_8N0d1S?>IIqyWiP1e4)6jKwKkZhFTxIOqnqCAaf%6PwFdqllF_@b|Jr2j5rga z%0KJ&>N`RuasMik)n~}G9YnyGqMN4pNT-)iriR&zMEVuQS4+#UsR?HRQVr9SlonZ$ zhTSz)U-bN=y)aOqoldT=tXi$liVHtXQn4F2!G{`O*;OVX^wx_Gbi^BN1qu5RP0i)F$HG;jmA<~2?ze^XkfPcQNr{xvuWt4?UC2ERvwf)f57e2G( zKi147Kg5njh)^<2=Iuu=NX0PbWJTt%dK zx8_Gl`nobl9J_6^S~g|ZAeAf~GD#;_T?W1xWmpNIbGJ6w;17xFVxZVzCj1|ERD6X+ zF`R_yFA~)B#UtJ+Q;gL;apl=~ttM}*$d$|MJi)uxY9>0?tlk5J4Lss365FxJbs?$7 z<49Ae;8qJA5!OSA(a|DAmx-Kz>vXp@+@D6$o6gMpp6aCM7p=7htsW$}IF=6;i12*n zH;!sr=j_icOvTk!^UkyTNnWN#n(N-3!B!Hs(zMVu_ss7zhckw*+onCYjDX6hYB1 z7oUkzi5eP$2UolZj@Dd}lW03t=}F83tjL=~TrLZ8aWa`N^Kav3F&W}%a{N>lZ7chp zqmj+W3k?99+hLrOVU8QRl^Al#)6%A?-$v%1u`7TG`FnP@0ck1TEX?1@XBCW(53()z zE>HjYP!va;Q=nl(_Bzu6VRmrfPx$%N?#7r8V~tWa+@ktE3rJD5ioH7xl~)Lq0M(SA z;h7}hvSn*flgxwca;PJnLVg;wN2L~ZZ8=oJjS@wsDktuh>cE)$NU$M}@Ni*}NYAzb zb29oPT6iGABv6p^CoigGHK*av6DH|JT9tlKw(+O}Rk$RUdY!_hm3)8+Qly`PKM<_J z0(fQ}Z@mpu*CXu^p3_8EEV5?B?Xx2y%SMIxFPXf$Qf*hc3hyglx(T9Y)%P1ys+PYT zy%0Itu>|6O(b%(A3feo6ZY0rn%188ob~pG85L@p@ZNtW|a~Bp!+z(40MbvICq*R+< zh$V$Fwp-tLt#i-t4OD|mReei{@xo?8v+UpP%CGZ86kk%_43cy+d8Ykc@r6^e9LHMB z)eeMT{=}Cueq?;Kj%-hYQ9E?3yKnz3q5#twmrMGNHo%Tzaa!|-KSuJ3aQ|(4ODtNj zCqxz&-+hd|2LYBeIEqo*D^w3PCUMIg2o^%o_IAo~jYpo$2iVI_YUF0USV`Y_iV}lJ zrQv~zvXbszrtrlj2&IyR$cnh2GTk2hNQT@XpM!rlNNwer<}aXVca+_cK-I4Yq~RA01$F*T!4_h-G_wL-_-DME#qw5bvh4Ailfmx<1!^x1i^To z7wBfUf`A}PV0mKW%*H$U02`dFliXL%%B&UQL5Nqgg9P5tBwRbK%u~^xVoBf6;etuE zZNq7}-c$861g6@A;)X?qrQ3v*dDkGJ=nE^_<8vnwHpX#rn`RfQ97T9-7DU_I^|PbK zMn#inUNO^b*MFVM*DDAY3zx?_aUM2NdoS=?|K zc&7h&;Og8ef8I^N?6LV^M|!#J%Q+4z+{BkZ;^h?pj))C?TRSNcG;~CFUXz?%hmKos_>r7N@a(hbe_APEPH7k2Q}aeoAg;y7u9VyCv~hkM3N! zN`OUXO1PWkSBjbC7}L`?7n0=f%6SgmaMX0Qsc^|z6q>aI;tze9YaOKh8wO;j*4h_s z<@|inHja^-N|kDA@S{A6k63>RoqLt`NSe2#JhwdGNRh$BngVX4jVWopO15blUb|gW zXI^On?TpvH>T=S)RRc|+?6{1TfWR&TBz@x`w0baD&ZpB}rugV}^);>Q@4r~vsAN;( z)m^Yw5WNVuq+*irC>Q#LvE9c!)^{HZvOj;>zCCg^?jc{`>WW1muT;xlh$%~c3q_`| z-NGY^vKwo@{Xwl+#{uQ(gqETZnM4@3(vw8FC@FoJnrll~7G8)rydTSIDfaMQ7{t+7 zd|{RLrKvRI?2NNh^s9+;#CTR&O~G*JJ@xMe4%7&p-2?i(p!yKX9INH|AkAw@;_#GV z#stb}Oi-Ptfx_wts@jO$JKf+Ho;A;F26Ewk4hnh>cPNfS|IF0z-~>ku;Thfm!^3(Q zh4w~-#g&EOQqjp?4wUx?A6GwFKhd7|jjMfg+qsc`&Qgvd4swNNX9=;3lug<59U>e? zc$YK-ofpCkH!?h{Q5ssfs_L@jwJWgLW&erE9aFnLQ`@z`LyTK~yN_6^QbO$Eyd8Qe zU?`Ar4GXSSa@QQL6-ceTFU=U{jA3IxnSdqD+9N?!5K?nPvvjh1&B4Amb-*Sf96JkT z^{N67zlrleuT3$1K!(YAg;Juh*ZZ?u75XAMSTIW{XanUZs~Ze!&16}0k8rA*`1}sQ zQ#F(_x zE%J;KOv+av?eb6QbKFKAQ5?1_R4Imz%{W6)22jSI>XyovN2BKXOXV>)k0Sw3aLNV+ zE_SH){^;-A#h-e)l=skcn6^*~947IA%6Fwte_BneHNNjHd67p}ClP(|KnVb_OP#>% zLw${4bEh0F=Hbtwa2gys*5{`TV&(jN$BTZ!;|A4oFn=*D2;<;<^Lfb5dLwQBaSeYo zLf~a!&Uw}{Iw4}_#>nTOg=+Aq3A!HB#pI`#abF&#>DkMuYh|^`xT?brFSD2>pE&z8 z@7GgJUBV#ep0qyWhUR9;E}vJs+qs-|W;`R;yv+9nW;tZ{kbW;#_w+#&asJvMi1}-| zM(!zUD~I{j0r$w+K5>p6jb(uf6u&mm0MM)Yc=-y~%vU0tpkKwRuqJMDUSd)gc}v-e zPHD?81dZxkIq}_ojxn|3kOR-*yO`4mKb!Qnvr)A)8q}14x&4w0C6Ht z#`j2H&K`Kw2TzKdUBAp6WNaaL@>EE1wW7 zIR6I<4K0s5PH6*iA%{hkB-{mA7Tg994!2Gh)%e~x$334H7BkIfr^pXY%PxrWRpmz6 zZr$z_8_B+ld~|?XP-9`i8G=TSK*|jxqnH6;p3sbvlrq}QBwVGRUYf6y?|VRx_Vj*| z(b4ovKqac(*7EY@GG@J5O+`gg!M7I`oenG3WZ0@CC$pg+UoXh5ka;cKRf{RdS$2l} zlqcS>j|u>znJGVDh0U_*g{6kDgWJR?5`zIe!E!SkD~P%i(if%HEhO3Q zt5jq@g8%x>t>uNHS`a}ch|{HwdRAJHm;K?HJfH6u`Tj`*m)S9=%XEbNHc#JV8i6>q z!+1DKe|8f6&xs1jh~4Jn+UDldIc?0}o^Fnz5eIFv;v_2`twg^>=Jv>1 z@fo_O7Gp1>X&jYpYfi$NY)kXRRHmoGY{4Y+(H#>~V;_i%7Gcr;>fH>?n6m1CN#@LD zSM*puH1I9CX|VSrI}eB9nmPw5Q(d?iTU^dbsA{!2<|P=Yacj{iZR`^IuRa9Y<4`69 zD^HGeNp4lh^cH)`yjnTGnDzE`#gmkc)ZVZ}R(dIZLk~DshgTpXvByUC=c-wp{@KUU zRvD}_JKGj^zb(OHfsi#Bqxnkwr^vh4&i0UdkK_wnjw(?=dq_KsU8B{{OS0)k{k(R` zn8KmIy=C|2r0NmFROKMVZK$9hJ_zsvn25h+X<3Hzti{_jhsft;0I|Bl8ca#5SoF}Q z>A~KJ&)!tTpd@d^Yi=y`APy1iE4S~%afAWvU}GU43gNc-Y9#Ia+JUS}>y~CM-BjYz?;2;FMM)Di zW`wR_bEJHW)7t`*Yfg!2XV>2ixahOt5In33qb!u%Ztcm?AFZWCauIsR-Q7XUsTmEt z#+x)73TyiFVxcq2lCU#chMt>hU5M^BSC>w5Z>z{8 z<*Fr%^tL|5C+CsDhcok??v&wd_Ttg~5$w3=GzZta`0v6Zm~`;C9lQc{B+NdhO@!Rt zDlewmG^ybO79EktC-6Xq8P{2$fyv5G3oh!8Ik)Q*sU1s!hb2J_)+pR*5i};8GM8w~ zT=OQQg-I5Viqvc;^6C~@J4yCVj3Yf&Ux&k$iA=tuW!@A+D!Vd)|JqXzl%_gCcAQFy zW=cGWHnM71G#)bc2`)D{SGUE@0!qns_CfoT?sbL`AU5MY#RFoWKp08$RKe#r><4Wu z*8xnaQfaS^Ha9l=budW;?YTYzk2oc=GTiX2zX^{S8!59;$rKM$rakvJ#N0;EiTDc4 zF+NY~QFed`Q|q>Gn#*C@?E$ZmxG0W`6xcK9tN2AMcZKz4uSfddQ~f+-HQ~e88+*UW z70e}BI23qvZjfF?*~xVDnqhjei?}?cUoGi&4?=cZ2lN5?=#O?N=eAaJv$kisaM6(_ z6~yu1<`XXI6#c0o;qsU%>tsjSCyPYxV7fjx`yp0(1XbTL%kzo9;6@Hq3cf91LtC-p z<;&L9h|<+Zoxbl#k@IEiQ7MlR=YS4NG`x0_pGK$4K(Lq z^zpJ}aWY$Udt4ARdcM*yv(NH#;ic)pvH|r^qe3C4d*M^5#DhWju>t zi}MVwAQyW0v^F5I(Y(LBswyc)M9ym@p8CIb;4~ggeS#kIp(2{VhO3+sAHLkV?-Z-S zl#JT^fc#(6uKxFRTVvKVIkb2a{X4K*|B`=)NQSjgP>_MFs|201(?ulfova)D?-!0H zVt~3YH?wccmK^yvih5ZS=Ia(lW|(9TK{Zi>UH#VLHoK14&G)=Zbv^22dnZ^UEJ+F9 z(_aLFIqIXtlwL)n`dNrp29^80_`gjDbL{Bz7IAp2dzGwz?2(NX-5riRFF#QL5yf$M z^xfIFF0j^Gs@9FnTt5>FgOvCeuI4eJs+Ko zM)$($`&ZgIo7@*&bv_?v%%JbXetTV+>JiATkSn?`-q`Xh09s4x<~1Op@oa+tS!xi_ z`7jHVP0Kx&J+Tq$4a=xgmGNIB0EEWybjaNed}o@)7oc_c`LZ_KGgBC`($ZF8N8D&Z zqWC2N7@dY(4c-km?)!<@3yFQfd6(3_(8N7Q?MMY|eJgw&gBY~1fGA@~M$yEm-1SV% zZ;Rjr|4*7mg(hsyzx$HlG>-?3_&Z zPeF~_k&CpU?F#ICC`M?;u^}OF|K%bYH(V?mA$iNixvH2gr19VD&SQ+XkRNEa7b|7H z<@a|&MehnS3_^qd>pPxYFivcTju3A52kAd!Ake}ch|J?(AW7Qrl?)CZ*PPP|r`H8r zN_9K#i1I>`3!H)L^AJBw@0GBSUm|at4@SQ_l9*TZuPW)2u%(T|#=m~)7EN2t2Im9W zG(NZT#FP}DwuhaDdP9|S#W(?i21aT*HR6+iaF8}5`S`|=3kNCKqfj83h=y z4;tpJGCG2nw>^3^2@0GE zHIz0;+wy_4px~?gAWMD$%~G)cV?)lu%X5^2Z~s@H-kw3D))IjAWW+3iZ0BX?U&EqT z2oQY+AEo!XrGO{}cEfWo3aJgk`#$d{2yQfsa>KQ{Pj=n*Av4b}ki-Z+E=Qw-Gxsf_ zUuRRg=8=E?(OoXWWNwQI>jqxGT}wwD%pTw+4BVR*2a{^|%>BX-wFo84nTzl*guTmi-O0RgE?`KWbN}fVs|TuUX^h!X_XXNghgj%VFWYmU zT?@*hWr#`>TGllx&*H!QY&3xiaWqj~%lP#W=;0BH2MBvN9MyZyt=?KMQ$nWj6WF#d zN_NHGr=R44*AEJWf_jyl!?bd*BI_07_sKRcAjx7~m`WaVOE9@A|2KpGCI8Fsdjxl+ zAQ(|tKGK#@%I8`=%$R+4cha$;y}#pi{+FIYf?Y~6Hw{uRtU`Q$)$?&{lt#l381`eP z-XzfYjFX8yw|!#awt%38zxdY!;a(Z=(CKK(S-*#oijlH?(Fov!!|o|_WvS}^p)A!` zjMT?R7mvSW?1Vk(ZIc%s(}@t8pU5fwY{w27S6hs7Fj)lmDL6KlJc88%?$@=R=!~%| z35K#Bv4hy(fqei&Sl7WNu`OU9kMq>JK=c%GP0A4E<9(_i_+rNU@VE=y_(j$EW6J+C z`o9;G=NH(c5v^|j>c$r8LKefqtHrs{^AYiJA{o5SNcM}B*28OlTH}Q1NH{fXMM5X? z{9w#@IYD{9B0&_(jvW_kKT!e*4gH}Y&F^oC4sNcuRO-vRL)3C|h6105t^b*nzQF9B zo*+f|M>s&%W>7+c7{uvU*RW^dk0?L~%FWhUQ)HpKZqhX_?9}0_><(#afs)2V>o(Uz zmIq^Vc(usnR}tvb_KgH$t@B|8^{e;tvgPo=PQTqVvm0u&}^2bw@6z+v)VZxFdI zX^cHHUzN%^xrz>Pq{m~r2xdk#B=^Ke0CZU zG!J|B;KCD(w~$o8s#kXPUh2b`&X3gF3?sEq$p%0jY8Ea+)F_<6NSNC5`sB?v6MDrQz!KDtHf)j5e$x5J_-eHUw0?J-Ll<$r*eYdi z#A&%E4!Qg$k$6UhTJFA01fPP!RYE{2V~-Fqj*>A|Din{G*`|6R`=29BsX*MD#9(z+ z#%Ka@QdY4a!q~zi0u|E9D*P*^`>ADP;+P z=2Ts7f(OZ8-N*c%pJU!Tk*gf>oQ!!CGQ7m}v)d;~aUG}_JIgo8x_DdfXyf4gD~i1y zYNW@Uxr5bs=_;6ynmtK&Gk@xjZ=Umqqsl+S7uMRJA7y^nfd4Y%Wn zStKv2ptiT-K46WZoErZ&R&&7lXc&LVn%cN?!Mjc>Gj9f3WblPX2kT<`6ege_i~mob zH&gE*p8mL?{~OQ2bYiCM+p1GtU_nCu@>H=|8~ndj#p!40d379Q)*tY~tTRv;cJ{I2 z?2ow3-}B4R9{GMQFj)QoD>|0Is5)2fOO7N#DXZ10QB~+u^CP_-U~=RBzV`p4JVDDI z5pbBa!uCAt>8aSNei&yxUG;q)m0v`A?;0L2LSA&cm@2-w*hWEeW>Sw4r{Pcr$-1$H z=JVv&9)mCh!qQA_|4L_Zxc;DJL*eRB#-TN{|%VBbkC zmus^^_%JaQJ~;7HbiNaxEbDHW`*!hu1;bQ$A-FlAA=_IfCc4D@T~TXmyA-bJoY1L^ za^tSF_`;T4=o6yJWycZN{hx?~i&QLX#H0*_pMO~t z6y`#D|1PmWu5`kL9+1;A`hb)B*>)Q}dVLW_zqHzZ^-k2=Jc|Sz(#1>d&C8B~NSXae zts&1soVXwy7*a4)-5gJP(s&1#YjUF+%gWW(*l#+d(DQyQ_3aB}%1>SZtRrF%HYi9j zg}XM<$<;TlIA?83CcRc_v9HM6(JU`&(z`dUISt ztR+Y_PU&blvgr861tw`sCzX$|OyV1Uvl9RFVzHhQv;6(1MOB|w_TTd@gY#OJ$5_cX zzm81b(GjHhQR}?m$uXC^Bsc-op8UPVUX)vz9_l7s9>m+`JJ+4Oj5__)XD&~Slm3`5 z-6?hD8A2OIk75alk;3V>$fedBnBVT~@O6Gy+(gZOdZYbL17JrnwmKXkmcMyxVQo4C{6=}U`i)Y{GaID$VWm}nO{ag#;css|=xIM* zqQc`i`|{H}C>W}-tJHIKk=1eXR}rOC3>2WBiWWN4494Oh)g(RwZmBZUg_Xy0Ug!N2 z7xowUQ6XYfq?_z;^cVmXmq5Z zuX@(o3~~}l&v$X(OtrmrqCbA_msP`H)Dn?zVKAJLcOHK*(6Oja(5HXu{R!Hap8jk~ zChQ8H&xB>6$0!K?Nz_TiqZqQY$b(rc4yPc6Y>$*yta(nB?J27WJ#FYY^7b*cnE_bV zP(Rr#X*ar(drT6RUX}p>r7Y)Fgh}*4GoMkQ>c!`CkRy;Qcp^l|$uX4Y3AjF>*u$}) z!a?Cg?BNCE2r>wA!(ESE%vWw(AAkKc9yZSuX-<~BtocSdH~wmDl()H6Ojhw3WvP{% zu6BQnX=OH!y5=F>7cpmsK8z#X(>2VYhAC}*BNuQf`HQ+ClK|dg)XCE^{Hy8P=jypy zfUxvQ?7NU6+LlnvKNH`bJQ9RPzYGL&MG%g%O?eNHdkr7h)>Jfd+5REqa~?g31wG|g(d{8u*sV{U9S#D@JSafo^0RuzZ zINSUYK)goGJ)%rWA0yf##D8AJ;$O(i!m>UE5QHR~+{e@V_y95)7w2Y;HzrV%f7sL( zuPV5IY;FrYar0(Kp{YkzZ0{v62MxAu{jsOH$FnE0r+N z!CRQ~A@IpdiBag}&;H`ssZ>QYH)l!3X7IQ(wiiMv2j3zwAi02 zN|E~E_|Q!?jMac=s|~I>wUkmCKWcomKWc$mT~yGbQcFcN{fbDx)Pt$TVKt-%M-nv5 zJV~Mu?S%qq+Qvqk0>0M#F&ss0K7Mpq{d?Ivgk0S*%hdTqQTk}j^(zrP^nl$c(?Q80 zy~PzwmiyHXxyX{)L@xe|@?H8YXOR`*iby}D5A-rYkAgd|5A-TY;daUdkmDPS!;4+xZ_xz;A$d=t7Am<4fnJEs^f)_$ck+twEVeH7## znIw*sAYK-Cxgl~`HSgkil-S~zHHF^k5TGPThYN-H{;`iXcDB(Lrck>mth@1$=k(>XBtl z>@#11MnZs+k(FLxsMu3>(UxOZ-ml{Bfi2=%;l^nT7i%8}RIN_}tZh?imj*T6|0-~0 z^2+=3RcghYbT~!HN&Z(n0UvGlSW^Vd)b!M_i}ugy;qXzGtpRjj7b=6^84d${e}I6T zISSOmC&?u?q&$W(#mT@IwKE1_AB=XXT^2p6{x3>*p+t1G6}G#C=(N(>wdv0#08Jjh z`}XU+Qrl8bzKv-?G{=plAV__MrIzTdZmlsyW$4Z3zVFye3|0eO#E&%-5@n!}F=A|= z+K8kWo&r5`lUTM`(XPM|!~qZV@2~1x7TwddKOevkuksY$-tT`we5N@JOlgm9kDLN~%*2%M{IrKE$ARzLG zHO_FK%vtjVqmQff_OH616`#0Ax2Q2ANw8-N)vLgXgop*2?u70n9BR*{oB4zl@I5O! z-6L&;+zF+rT_R*e(@3h~@E*v`MN+ zp#89@t4f%7Yu3QVA00{cbG=~&jo*o@SAZtgI+NHp>Q}`na>^5W(cV2zVRxDT<};50 zNsMFpt2aX$%QL}O(TyYCp|UixPdWEdD}e<=WYCwx-N?;uvj$j90B+yxtJw=E`|Q!- zX1;C5&rc63)pYHetCND z(!YWQ@vUe~3Z+4pdxwns&;qU5nb3AP!lyQ}qlvLz&bsgcggCXnpCkP~`K7vJvTZ}5 z(;gDDuE(eU))ew@ONz<~aVZD!1O{@ZsMc-n+Xe=dWzQp6fno$+Z-RgWYr#x9%w1#n zjt!{~8UOw*_pQV&BlY*Pa7l5v!iD0ykJwL^H47ggFEDRh4psqHqIj0{>R~128qq=) ziu3})E!eCEI%1f&+>8&;YY;nNG(kTSot0#aTg6p)BO}Q3zKl9KXOW{Y(GM!rZSEqq zqx0W)G}||9yiGW)J;|tXj3#MNp>nZsi@Vh%Gv-o4X)J7Wq==`#Mi)9?v#CcuNOUmm z;Ps0TypnuvlvPZj!|jO>ybJ?+>>ClRt!F@i#j4A%P&N@;V7p?iF9>qZhM9_95`~co zJg>2YWlci}b%o`H57*g_l6X_rA-*thOFE}^A(xOJR*dZi16-z9+Q}-YZiu)Ez;)(s z)FXCv(Utl0Cq|q8g&+OVNcYagkx>YWR21XOlcr)8bpfMHpV=3aSRqWT8&B(c?WI8S z%<2Nto{kOnb!dYPsWav+85D4rNQX5uBD2UHKMcRoCtxI@x~8S5J~#E^D(a$2JElMgx%u~`&1!RsMlGyH*=UqWI4^3I?M}bK4BEES!6}`=Rx<$OEvV($? z!x0%{uKm@)0wqMCak?^#srMN|Zii-_xi8ulD&|>?Ri2*381$dBrAYS=6^&LYaq))4wbm(!Kg zQ~Up7>no$`3YsnN#odBC!GgQH1Pv10HMqOGh2Tzbg1f`T9TME#2@u>J!km2X&AeH& z=1>2;oO9^vuG+P0Z$wqCF$%e3 zJw=*RPLVm5TA$vRNiQ{>$3AjI75c?UYrnF61^ozPI>d4Xrg8V3NLm7(F0F3kPK69s z%v)#jN$)@Lw0=0^raVzlY+L4-rlB1^!dquh`3Ne19fhyZZ>%>pv-M;}&3V<^CsNun z;0$?*n(dn%Hr=CM@6wc(KIT3aWH_?5X|A3KntRdk}G^Vbjt;e-&YNV5^dt;Y=m#n@rHr}o`(;LpAe zk5RQ-Llg9ucI!nMg-@mtIU4w4qD-HL#tLM@#jp6wa28S7R|F1X%NyF-~4nA!~DSymX{W)89B-=;h#2#A~NLUT9u{E z{xS-go%05rQQ7-$6Q;(G_8uhMPf_%{`nSBq*?g^YMZBZfduI*`L~pE*%p%H(IE)FuKM8?g1o>-Hej+Nc90qj)QzLa-5^da~HORtrLgr~A3`5Q_lzNijViaZ@* zaOxU)2T}MZ{a?abz`zfIG_k4rtcAA6j~RN}GnN!qBH{y42pX5|@2yIIk}aE2-e#_a zgqYYEra7MBr-<-((Dvk8)vat>XN0feE*>b5{(M4hc-U{kC!DZ7gA1|fOa`_*>z)PK zeiM8uTmn7gI~<-U%kuF_UfrNL@=wsr%r1Q^rY%hjRmI@0_;3N6#T`9|Y~B3ZkZ)~x zzKQK_x5hO#EBV+vlw|fC#MXNk7?+$E@`0?d$VfzUe^QKBDv7srg?3phR?dwWB3S#% z*e}HrMQ^t|h|+jeUOS$9crM2A9bI6EJE@=;4T(01&ljVd$IA=Q!WDGc?!PtIz1l1^ zU#eGngi$*&NV%OZQEENczON!gq|z)^mYWKcV+-EB`KYUu%jH(=y5K=&C$Af4XDPoj zv~OSWU9eyAB|`P2lT3Jge{67tr!=Ha82+BmN?p62Vq3XDJdnx`4#D`gzrvU-e|sQM zz!vMSoegfy|2KXDa`U!UQIetHTKR_y8zJ9 z`3tg3#|safX>}8#G69sJBPsh-tCmVjNDQGvL{$(d!no$p7i0Q;_) zBv^Mr<|}1WY7>JabHfBv1*n!G|GhyKSG5{uiP89K(kE~dav>@69rGp;krWT%STSy( zHOE9MbH%X?_)F3PXll=YkmMHvZJ{3HysS~&X5?(~idcjBa)hvFeKw$o#O*Zmr7W*i zAeOtzgW%euh4|km$t1fP0v7)LMC4UR6iBP`SP>w4xeo&o@J6{Jya5@yR?xEw4b$=a z#s|||@$f{WXDMTa6Sg&wVmXoorVkaxhx5^%d_=v}s3HiTlNYYQA-tfKtHZJVShVj~ zQ9L;$c)=*s6QO(iH^N3;s!dQu$do(~boQ>cV#Z-B6WFx~j%Cb4$Op(tpD{P#-~@%3 zVixM{!??OHHElL;kPNt`4T)}rG~{YM+v}UX)|-pV zMi;m|wEcW)<|!*%8O+wQnGl;0xyCq^Wm;s>8d<4+cQB~)><-5@d35b&yOWCEC!+^w zS(V`?ScmSdDM(xLvTf~0^!!_5TYvX)6GPiGW4l-ZJHrcl?GzWxS`uK5>IGsw1RGL0 zxDmM;8Q{}foiz_W8WDbRv)8w=Bg#`>yMaSd;&~E6fYi9vs7jbNg`a4oqr2?E2|wV= zE_;^eSZM7vhE(qN6jYk;C#;l)FmP&N%oAyePPvs^XwsXp50C*PFkituM2>zT&JIK{ zeP0p8ybnpVpjVr>ab)U8VH-(2TZP7z?TmVP(WR9=FW4W0eL#6Q^F_+KpBnc735MX) z=BAi+C@m;^Q;V9wv_yv96amUMGp>>9H}uu-=n2#B$U@+hW5++B@%_elz9|v0%Y8ku z@FRHfm3$+pT5M1ed~SOH7EDRXNr>TqBt@}Qp1Ow7R<{Mt#q*F>6oy(s>#(Eb-! z%7f54m`DK&w_dEab^>cl{K95?PZGHD3Yecl4~3RU)|S=C?z(E?y1%49=j}w!6H?bE z(S>ZQkAtOk#!m_=y}Kpqu&rwB{7uM#Nxw7E2p)DRuy}+Ty85p(QAA8g1R>(f^Jz=2-#$lf-9IfplIC`*^(jY_ zp7s4E6bADDzEVtxV!=EfSc&$6(zuTB3>Jib&(euZN9!u6sHg9Rui}3T&uWp4%~QZ^ zxqo_YstLdm?LdN3P3lSgZmI8>`t&_8t7k?|M@W;*5eD>tK;(0AsVqX4Xg;OlBY{o$ zt;uC8^O<|A9PHFC(IM(TiyeA!P+!Vy@A*hzWAK{TL3XN;CMFety>VaJks zaIuG*Vw^@ZhNz~H2@Jv$SFF7ulzuSRVq@H?)~=oMhnaocr%7+y#axxCMYvXoI2Syi z1Th=#|NfP9>XQ4M<+sOR_*wWVI1YY4i({h~^0j8$t{8G1AP{=-FshUmTk(;1t)@eWW>AW@`hx~6XfSTp0 z`^ouIX(AV;C8cLnm(F9RmQ8zP2Q7qJJM8juf|K_>=1m3u22d=9A9!*hh{rns)kjcY zbp&!j|uSqKY^Yxa&`vK*#~ zzq^aymm*%9uOX?B)6rxJ`TdNvA8))^r_O2LY~=bNg|Q&uQ>AqMUh5&C4&sJZ^j6 zTWy(!ntl|LRC`eq+4{BEXk99C!9BROc@DNRv`&B2$`wd$#%hdHx3T@$IO5$;rE(F# zs63uqqym-VA!APYmfw97y*K64@7jK}2Ea^xbK_~D<*4;hgXurXf&Yft{~OVlY*Y4e z;5C1B?5E%s3s@}QUXFF1Z)|T-OfKzpXb{t5ejDxXKApuL1B?052aHcq(4Q+;=dLLC z!TeMs43)MsoJ1ZMPTY6#Ei0k@Z)m!o6{n!T=%bP?!oAyr-dy7W;Ym^#Idr;Vg6`#> zC*NLT$Df}I?AFNw%$XQ+;e&X@olmF#L`cc1F*zowhOYW@`76A7HAkC92Q% z2pXH!IFcBDY1G3XbYxC*X=Bjn__4BCtPg%*1B6{r8}jc=Qu2&9Gc6$&f)a1R0H87akd_+ zR`HfQdGyRQ{a!-cMZH>@Y;|fJdR1V1DCc3PV1-kaa=yB0N33X-q704k&(PNywP8QI zhWkbEwf*v!g;@txz63s;ZoU*pmwAKxDE%;8*6VuU<+^@xh*EL z8gDZ7lYJlRTCuD-#Ulver5M7J#hvDupF>{Hf^;h{_YUmd5L1Xp0+p5foeglUcVR@! z_sO+>kT_?>e1FBQ=(DFP+ATgTILzWiPaPfk^gui$Nks!9$!iA`zMla>tS^Ar3Kk|b z!f_7f)3h)2Pv74O(kqhze_b+#{k#o|^kz~fzf!NgbW8y+E-|dI&hDBwJb)bpXt~=RUlyy!uOiGWcTxXnWxghgZP09?(c^t!Ud1+%~lQ-GF%$hcDdx-R1Cp{By0iF@J=n*TQ6IC3t zQ{xwyo;$g=Y&Sc8fgNPoRtQk+d*c|2Cu*%6p5v+SeJb=XZ!=Hl_gGf?(OK#!55{m5 zsOQ3>uYaEzq_7KMe(JPhT8lg%ss1}C)V#M$TeoPQ?T)jpXAiaMVK-nfXa-MeJe=*^ zr9R0or|Zd=SHu|wFmLeAE6+|Kg1|GQ{iD(q#*X1#nv?o^!7Q5i5?%eH`ewVYSkY?= z7wRoAr8-{Uy94n>#uSl}gl|@v`n+MMm4zJCAAb8^pcY8*Cr9KCP>>-g|bqsj@WsVHxx>v=To-Jl%myC;Q4jr_QF^r_;v)wx{R(XE|3Fq17`t7e$rFdN(*UNt5YoJ@T& z>(uu;Rk%BS>sS+CIw^t6hH6Z6}yNm{Vu&x9hv52i&#N`$0@8@Iy(lHj;M^?V)!UIi+L zHFnNT_v2?uAV=2={qf_om97m8pA3@wqbSc3F0iOtGNOKbme7Tp0V{Qv-W2)Fs0^pHH>V?v)@Sds!#u7CE! znD`QeXIH*uBlG;dENOm>Q!;Uh;bx?!=hni~{$ZXq?z`#bzV++6uJEUylp~~XGmp9- zdGvgGHR|Q*J^sg!0T1^9(WGw=`O}jkY_#4x!IVE}4<=(YUL1|*8qKwnkItrC9J(Hf zrbzK50r6*a$2O&dYV6XI66qEety=QFtTIKltU^*8+T)RHT9HRtgQL+AAXUxC$oK)! zjJf+VHZ6}As*sSK+P(&aOM+2WlF@9g-lJ^1KM6yn{Hc~PAu&RwnEVcQNl|upWkqM2 z=s8{*;8$Rcv!N!b8a%6*06yVvfH21NAf6$y@h{^WfD1a{x@tg4J``y15N$N~xt&?( z`WXJlTj$g7KbJ1(QKaxvLQa1%ryaU(&MZ%B0z`+t&2BH>)sJ#zVQKtDGwk^yZF2+o zPzZa!WJ!SPrKOZEB*P5!eQjWl+2$z1q!MRbu2CWD>+2);iSo>twZh^MW>%@2 z>uJvy#9W8e^DMIHOWqew_;aR+#Ct^;!VW?ylVH6R1a2gix=%|ZkT)Z?2q+L$dBjA5BDy;u1 z60Z_0k8%1g-Zyh$z5AAmH#4K`=6ID5jez^hqTVdc)*}w0e@SL^Er@Uy5_74&3dmj9jhqeJYkv) zH;WX&-+Qsh&ngcU8`hczk#DRehwNYAbLRI37gfF(F_6Q!|Pu*#ozuBF_fq zLoxK4YC#Bk28q!1L);G$|J#sS9bvV==T(+$46cqRM%9ClRaqh_>`^eaKKsXH*I`0X zDraod3wSx^>&HBy8x?@TBjuFz={}!GN9M%u0 z5O^|Tq33o(NfyR7)~DrVcxcB1$?mQPhk~}Ex6y%Bqb0|jEX|&ekv}XPUccOg8u~mp zG@wUn2)U6}gqJ2HI6`kZpHhK6ICbb6^w5PLi~tPLs*ci82?ata`WqYvbc{e^;hqG5 z|0N=qOuZdwQ64g>=fd9DXwdh{PPL{P94e5ZHi8en@ObhDkD{X5Td;{_SDt246td{zsW=36dpZTLIWnf^UE9`@8u? zQw8=|QTThQhE-Z)JVIU>G zy!?(MkU!HEN^$-;mC1DyJBH_7;_dJE`;ER$j^xT|W7!+d&930To@)0ctw1i z+`N1&t!Tyl1C_AGf{OGnxXp@|KxI1q_wAcZhwhCs5H*K)t|IrXlV!d^bq!HdA1#6BEIll6T0pIqUqxM{11c}XSzBc|y|xw>;N!X1#M_kJqBH|3jh0llM@JmZ|Cp!vzNb(QbWIaPm_^5;A3 z+i#v;UOB9D7U9=a%fq+(lv1x#2AKs0$F9fXFfVvL&FC(K+L4aW|a3Mq+2qQqQ-c1}`@w&|icdM#&yBxH_NeaWvC( z4a*miE~{2Dw56ABJjNSdH-#o~{f^t+_tKb~1>OKbh^=?Ifp+h@g+w~yCXdbELc%RU zeE+n2PfW?4)46zfc8U5siH*L{5@CuQ_t$^Q;+@X%f3gzz9WQaS<~x@}P^UN+EElD;iXkg72o@U0p64>!WVt7zNwop;2ew}lU4*_8%rv++!4 zUETDBws8CNS^McxMNP9jOQ+f^F7$qfkd4F0SJz#FfIxp*2OLkB8!8AWB5|Sd%1igH zolN_6Mnp?VH|is7Sn3B(hB8u9c;Abpp5lOJN$s$iT?^Xp=tAE2Am-djw7E?2L4(>w z+|6&_glse49$$g0 z-!4@U>&lR2!7b%B!HW~&o_SSJ8wj#+TeDO?d@fEM5St+RC2~gP_*7Ph4g_g#nLB$v zm3LoA;aTO&eTar$>B7ETLEx9Vbp;Dq6x7`XA6o+qNEU0;y*dMC6eW*&6gg2ZigmGv$CWs<>j_J(hA`%^33Nh4%;i;4T}_2^YT7X8?d98*mNzm z0k;eQU<0brHvbIA3UdhQ=Go_e!sy}K6GZo&G|nojW)tL00-1xaN|M5Y0+4cN8n&H% zXaQh4$?VhN!N5!fB68GAI8j}MJZd}dm5eImL5}9zFhlL@k!~G}bzI{_vGUW?qq?1M zNDMiCl|VtZc=~3rYJ$#eVB&Hx_N!ePTdwsPoTel`_?TwvP&cHR+vL{$=uq)|%#r9H zH6owq9b1V3W%%RAOu0F+ZBi^>FU{Da50OjHHl(%Zc!T1~`3c85D3}-=h0=&anNd;Q zHgeW+tr$cu=HVgN2DSw}3$Cc1uhP10aXedzx%Pa1V?#3&Y5$D{(pBlv{C#YoW}urF zSrQDVsv#>swcL4=LwTnbaSM}TKZQg8GYB{@% zSV>v*?>F%GYGu;C`f678MK5=pA)?mER~~h0mc!^W}HxD${j224+PqbOiEx zFhbNQL#6YREm6Sl&6UD}4FHA}#wFh?6vs+~q23Ose}ohD-i_foxf*5Rkzj?PRgDekRuH~>qKyr#SE+t#M@BQ%-nYmaNB%u^KyJ{w-AbS3>L#mF(dTDP>UKFsdPU2 z3v|))x&OwutU~%Xj^@YbMkpEZ%`gX$5r?o7aF8tGDLKdXM$<+e58*`~f~fSv4^#)E zC&9(n1z~&CX?iB`q@HCf+?qa(@dQCFP&(J8I0F^4uU&4f zN^$KT8w?8iTe7*2F@n0oxJ|0IklHX)MViiV@qDUn*dE)gO066eE%|(EESbeS@&N_E z)d;(j6H}uE!40G+dE3(!F8Aq=pfwx@5JdhC3z4UtBnYEA|7OL*p?&_W?a=U~99h_; zVN{^%ZXPFi{Kt&R8W@8*b|dm^y;7+Z~)7)``{p`x=dJ5_+x+R>pmN+1jrt*ebzv)EnjJ*kbx*(N>I z)K@P5`g{L(YtPNsl|>(yDho6@lp6w;Yrv?+$T_lYDdzcWJzinhSiJbxE*qGZm*E)pQx@v?&Bm{}t9+;1 zh%&#lWtV>F6;j3op&a6-VoQu_*Pho zlMS@3zXmjV>UL z&bpL;s2rb#_83kWJV`CGc>qca|FouU{udVSK?CO2UMbCO!J)BPfuYLykz<7*6gkCb zg}<^Cn@C!;{`Y5u;OlJQ|82q%L&%WHI&O`YZaU9_7PdVvM*d*D(Wi8ZWL5&!%DmQr7RY0ZeE+JVj~^y_Y32_O=%WCiN^4hC+VGg zMbLhdy!<;e^{=~gg(5cy_r&3)C;)yqk*h?{n+K)O+m}yBvAhv|t9o4JwvGgL*sTbt zn_wa$Z{^>4=Nn~oSeX|19F^zJOwZI%AF0Z=!Z$!)Ol)a-muq8cPF57@jJetk-6^^@ zJHKwKu%uz%KNKU?U;c0SIR<~TstEvZz!&LkriC;)tj593R)T;Pear!1B4&|nIcoG9 z$Kc1Lzhu_M*uSlC_CNap%!Bu>wK3=*#-L{~5ai1bqE_!z3?83L>BI5z;Xuh*;qFAs z)3+kgU4SyurSQDv{S=tOcAWsmW`lZ6o{O$ygCB2lf+veR4L&fbz5_9kaD1MPnsI!e zjrOf4gcxY_wPP`Z@uYRwsd_zwjpmN82dP#wFH|(Pi#kkVYPyY>DpE~i)P?#4QkqLE zVV=2Yr@Zpr%?&`NIzLikGr#O9i)enzu~Jv&P&@OeRo{Wd(G-6l=2~g7rJcodc67$= z`_RLm*KFx~($ zCM^d-2VcA>QS&Wdl0gnEK~oardrKi3CS33nVN?R6BST7H^kGtX|4}_LxL>U#d1lyg zJv;y^Aye82%Wg<;@Z}N;)TKXu>nTgbnXqv)guKvvhI72uhPhyENA4el<76Wf9qsvN z@cI-S-P$hm*$jtfxUB``mc7M_5UDo|A(z$ z53i?JUao&UNou|-i+nSSf=dw%Df#A5*X1jrwb!2MNu}$B~(uuKopJU;|! zpOff(ERPCHL68@9k)bF(0#!;bqc`(ne50pPj6m|jx-FYEU4Gh#2U zOE<_cM+H&h{l27+?6}tVgft_?Jl{T)G3d$Q8)VTO-hR3Aq5RKk6}^a#eg&qcs+2~f zpG{q3R2+Ot-3S}4PIy`W)5ZQ&l0O9C{c3W1EZO)h>5d(jAMH8+F?Zk{du4xp`d)I) z>p%2ftkjWEkR~smzIe08f^TpURxCn5&}pOTU81eWEG`1S+d{}Gw(5E|lq##%@Vj0Q zE1!3B1HZcmam;F~2#}4k!-{gG`_A^2K_`D%1GAxobqlx}62JVC(B{6>z?HxlpFuq~ zA~ETKJzR?#4+xO0#w`nDRy`yQbeJ2YorLS8%u36P&Jdp>B<+!-ew4fdrK0OCa ziRg>7cT1Li?8pU_v)z*rqpPt}8bddfTzdC*OXQfCaE2jt>>^~9#I{r;X)&+? z6P6%TiTxVxq}+d;H<2Us=l1|#BguY=C-HF*%l_;)&;bE>OMgk@swXgOkbSXN_(cLn zu-F1<2W*=s!WE{d>|uV|!$PWuThZh_j+!t(I%v|)7%MPd(;At6N8>p7hG7NEhA!{m zqz>!(!PYuYp)w0j;XR7(XkFxII;y4mx+LQZ9g2Kf+vQUBt>L;6{oRx?2I5Lh6iA-b zL?F=ze7&xD$F0}W&nA2r)LR?&7M}C7DiNQT;cRO3&9XDux&vRcS9xl}9=$Sc7?Zs( zH4$()yVGRUISsjb34-ds6;l(7sOTYW?F|UwX}B0bOxO#JImyo~RrL61k|mkti+$sH z=GQD^t)nfst$#0-Cc-#cbPKcuVEzk*)soN5Z2zE!s+U5u|6q|i-&%s)L!g+OIX(q? zL?$KBj^M&U`vucM;)x#6eQA1eqzYKAk3uQl9q6|cE=p*Xg#^}XXY^xh#N3D{{Zy)P z9+hO{ykNYN%8obswfb|oP&U-qicce2?Ne9`ibnKBWmaQ%N_6H)V^~p2Mzc#MHmVv< zgD<1Q-+xD7O1+e>7ZodE=GQ1jKrfPo5T*+^l*_R5AsuRbvJC3bI(%R?u&JA9b4tTl zE$PO+(TX+++nvKWlZhVgLXOZ~;1eCjH5xJ11*7CHeeZA-V&kAX7cZ?5CwvO$J~>1R z5}oL{=UIj7z8Y1R^D~_!(17?=Z5D+bKSC>2gzAPgHL90wD^aW6AKo%z zKHjUMQkBk6G^E&2yE_Zk;2uJx8eHm5_pMptTg33o zh8d!VG|OnWUf0gaqFnrLtQsa`UJ}U2{_FbeLS6#N0nG{;%Nfarve7K zVqW9;J?GG>^_~A(h^JO>9q*vVwxbUDtirqJd8H*g}orc}wceua<#jU5$%9%{qV3WvrTXiGAKm-uzZU7nM*29f-DKWZY{wc z2{lc9J=oz2Yq$xjc3Bap{dx>d0d!d~n(#B8giVf&@NW%NO9;ik5Pfx;T*tH+2$1uk zUMh)485!zM>TUbf5J+~}SOmal_%bz1ikL5So#WL$ zhH!Fmt@wZ;EYOacRR(5BvvjjNY!Vb5{!G__OiNwaZ{yF@QVna4 z?P!onv_B>0|BmdQa-Yp7w1GnMKIWIzB>BL~bMU|Jsz;j#n3*5%84vx=j(=NoQMe0K z{Y3g0bZknI-M+&z2hoy}u-V+OFM-)PJ-Qyl4V1GnKHY#Zr6JX8>Q(yT9Or$N$-Y#OY^)xx%N%LOH=jg>qU^1p z*5jRSZH%9+Vi|~?P#pq?;W@!|^n1;*s;32c!B0O%c~i8hA9hn{sgpiTzp{}y@;C$$;>!1<@aB-nHWc$c zwV9jbi{&~i_r8oHhkg2-s(ycym71({k^0?MLEI`Jabwr3uvvSVRL4u4$bOK-_rwS` zLNBjIOX=lUMlieRVP%IQ`PTEo!;GOc%!cH}PBN~~p4cUH_n&c|^-?&!JH&v}fS+-! z4xz~#4-`};4tq?blG#mF=<+2_q-bATFD1&M1;Hf`aO;X=+0CZbQ7&bmCHwN=UV)#g zkVEvC)c0!#(P_0#BJ-U;Rmgu-(iPRy_I-S8x=8@Zo6>};kmyB^2Yjn2Z)yuxp`Y(t zi;SD0=dug(z}8fIF5**UI_bgjrH^8+<{nw`krqM6sJe(XDWKa_o@H@T^M*SYWh_^l zR{NDVILpc)(=Y3qsz%F?%e`ZMaA-dmsjt;$Tshyb-#`c+dMT!qYCOTUojM}7T`ENE z(Zrp-un~~eYeyTfbOi;v;WdlN8xQDkOq6**4AMzxf|9V**)X%_Gzdca-Ytfb(R80#31igOkVe5IAAE z%^9?)J%Jj2#wXg@`lPEb2YGTCv;vr@jW1FpvhFgQbXHvHg$WWIY9BeLtjik|$Iwgo zjg~<2hXy(tE)Jjl?lC7#?^eX3u6xm3G3mp}Thk}^Q;6G;U`tbb$}yz$vRr~jTk-r= zA+<2fYD*9~+`kp|$8z9vN&MA$^}=`uJ*B{CVu@dN zW+Jyf8-Mo(>B>iNOpq<#ht=x4n)a-JghJcB%LiB6=#L1GX8LEHdvu&FqR}0NNnrko zvXlqQgp5*sx6Pj9s&S>9eWB&j_S0JL!9nX3BEgrG&@Fmrbl9ZJDJds@nt5Ui=jrYl zLS>Oog_vTa;S`Y0pl%U=BP+ZupMQ5IHZNcDWQ5EZ%*QjLKujk<0t3zRKRdtT%u>C=w0)#W_)j)%uMG+Km!X^X&_Z!(ejhbga0L|H>?b&>zj z%}I26?zaD2R>Ahr)*7f#R5V6G)RG)r)*6b%0d7Tc8PiJogyTVx`W}0GRtqsYJqjbI zN8CL}Z%Q#9J$LNNk6-_Xm=Gf?R$Hq@@x=g2BnOVTjLgYtvfLA654F+!A2<-ZN8aDGqDJl+kb?B4g zY*}yqdDePw&<>1%FF* zDWn_oD$f-=Ix*Xn$lVP`uir8wykRSMT}I~{n)QRsY_)fj3^`ttiT7E>cOw zNzf0b^r8Zr8S0dXbSlt(%GxPQ`K#I2!KI^Ggy-(j*pL-^CO+Z_98}hN;*fVkso9?s z*55(~@8)U(EYkG+Q?mW{mlq<|^S>buSwYiGG(f2>PxxueV5NkRlD?P!P{*wIVDJEN zr3~O90yagKM@Np(Gmlc|{4`?eM^>(qtfYjtb(A))3KB@MwY|ip8P+Quy=RbHspCNF zr`c-}bL!7XD(onXc@r}k{2&*yn3kpGbTYD0vORS8Nz{coD9f8J+a7av59nt`ewKqw z#0ePZXh_JD?7||*AlQ~dl$Sy_W2O;aZ$iMukNi%O=?7tyl<~I^!$S(OXCGGGlnc@g(3UTX)t)nNV%x{ME8GS;>* zefIlPf_P4H; z|2`A3^@(Z|cF~jD=+}BxlzofOdDmz)GRL2R@>P`eltDEEto(k z#zQPYpJ@@!z`dR(hwunv7)5W+8I+fCj z%C7wB>S5L{}MW4sMZGLZvf9_8L1rzuKo k&l=0`G=af19>jy;80`9n!UrGjh zg{xu&mXvTN$%a7)8BAJ4zE>h0n+ASBx5RIok4RHB$m=~T9vcyBmc9MXG>tmmL6T=N z1VVDe670-^%FY^4i7Lh_$HQoO@U=6o{g-1VcLyG7{Os1Z;GT0)0!GXV+9Lh(LTaJe8V)_xa`(UDtf_tPWhP*pN(Uh0<`j!u?>fqGBSd-|l_T+t z)C{Roc&h0VW_vyn

nS8L89#(hq^NKSms)n$M6aR}s0I9X^eo6)`dFI;wDA?+(BT ztkJ16U*&VhjiYxsnBd_^KmT$t9IH~ad9t;7;HMcgT-c{Jv-z~C%+;KtsO z@Z>}A{?|pQ @e!}lx)n&f@itCQp-_gqEjfpR@Xxy-9BZ1*N5QeVkrjh_eUsxaX4 zaI$hJ(%WL38eif9<)RD$>js>@z$808=GFSmQjvnEJ@PcanAhPZ^NKdt5{67u?DXG9$o`ggry;N$}vM%2Oys+)fUO8 ztqh?O+3gHmVlNU)V44Pfm9w#C<<5pN@jYl^L9_z-w>5g7>gDX>0ZHtG-N{n5;M2x!D^13yM(A^H zPe9g7&c@NeXE;+V!Xt=JwSVeScNcAADik6WbsP`if%*YYyV0pv947hION{S~us`?(M^kGrI-4Q)2 z+B|?FenyEsX#Zmt$Hz?BJL{K;nf`I? zZ1MCl1Vbq;4{0$Q1~8oJ`RIMW@qH+$6wZdQ)@huElN83G5f#2!rr&0-cNJ05msRn} z7vl0rj8|+!JsFA`O{pMbh=!J~@YMsa<98=Bara+-0VXK129)ofy#WX8P{KkX=aO)t zQ|So2j|o_c4pXA>cksMcae2Ho6K<;HUnK~^EXC4U;QZBkR!cLg6l>O@*Jy3pR1Fbd zUKTZ;gUfDV-a>gpc7DCuv%ijCzOssLFT^gkSCQZ`hlcuaYcPoRg@uxkt*VeWN(@!% z0@DMnzp-@dOv0G7>jwZ9RRQgRohpwu<_$A5hDGz0Hn-1cjhNwi9EE}_#>f7U`0BlK~FmIaPxWysEC zdC-R+1zn(3_y6Q3VtlVoXaCNbUU#Rl$1ldxB>H-=|7&Xo0%I*k)ki2E=s)`3V0&#M(tGD@V5g;t$5eSr7}=-_HFWZOJMTUxALSH?o?)>WXgV| zfO9n$XGTa>EW~7sP@s|Xx2L?_p=hZ!bvEVSVZCq)_PGS_OPb~H2OEEQci8i-%z1ld zRw4u|aS8o{wit<(5(56*X__3~t9UZYstEZ0INp)W|G~H&tSguk!lxGwkhnf*>-*dR z>~+F}(|3W-rw#$D)vf!4?Y9fMr_me}Q<4EjcOgmiXe2UVcXKoq9UYyMj_Zkr6b8)| zhk$3@(qvk+pqv~9ID5L{gjX2JP+mBnp|ZRnt6pT{Yo`{79|wX#&hnP~F!Kd69nu>1 z5)o*=qLqz4?g?M9iE2JJy`cb%GPmd_3&ojc0`U^8R{!J_2}f-oPQi3=7mpxtVkDx) z&c{mfQ?AXt4Cxh=4`S}WWF4T$#;5Gh%3YL|eehd|dZ=fg2&2IDsz0+z3_boNN}eDe z;)s`WS9q?liFI||IB53tQ<1~cDBy3VV!a)!_*!=kdZ~#)y>H(XquYoRW1u@G zOoS6}Maca=%2qfp;hBJ@=+md)?>tXBZLg!NdkSbnw+xd7taUxj*Q^|tlOrt*K1r?G3=jHqlY!A_(26r2l=Hn7iT+-a%0$ z3`f~+KrMTDp-T63$uw@hsjxdJ^4j~95BC}youEf%AX-p<)I`~O?5j)51)jxS(+h}K zt|{wXXa%2yTvOX!B2!?3O0!}y1qjJjRReTe0<8<8V{C@4htU{#=Sl7M>((ENW2Drl zhoWMXeEoeKUDA;D`hxj-ZeXK&Xgzi5HyDE{rEOYFJy}6WaTGmW4s-Qo94n-h>Abh7 z-5k;4vyuI^t-EF}2yJOo<8aruhJ5ACUJ8EpJu^ZcN zY};mI+je7~-TRqy=Dg1z@Mfknnf%bX{JpT&XYB>#Vj&L(QsJ_3uTD!)oD9^UDrB_i z%_xk4mpb7Mv$WB^Da~r|UVV)WL{os8J8%iNxPeqc@1`LWQB5Md{vuC$27Kw4If?TL zFlL=^(*gNRX5lq2MNbjqDgXXfl}YMoFu2>JwBO8HD`?|!nk*GtJ*a=K^43+enwMCj zp|0j|zBLTDul)s|c%KI`$D(aFG#mpSdY2n=cE6;fjDB3-j=BqIa^}a11$yWZGc+K&l6In)9K(1JmoaBK7vg&ZVEiSmnS8;F7nV|;G7>~{q~i617)HXG*f z`8LW@fXWbArr$V33R9FD-jGtrU#Xir6h{^XwbAfB7v4xU6~f%X*T8XumoNc&3_vPQ z5N)v8pp#%y`YY=2(;Xbj9Tt<|88KvGj$$`otZ=C3QW=CVFp5K(kj*sGX1N7U8>+`Ii2%DURxelmXv<2ET0+)w2tJim1^uKVKHC&ifR-$3W5vRX}8W;Pai42`uhi?Zh-r`6rUrj(mM* z{+3u%iaE^A&dQ2Rsu?T^!)Mk&Tqv7N3&&Gn#(PQc`=!DoZVm$Bp&X-xlvJp|{k#gu zlo?|fZjqhkbvwEXC&A9Xw_|%pyjh_1m|%;cW%%ls;+=D9G#lB_e%*&~L3HIFN&&R& z+%+1;%r*A>e1DYVdm15+S&ow;ZhZu2I}HA(-BVVc$<QWTRRW z)^GKqv-s^Oe$U}@fumTNo7Y@<9r3w7Zn#;Moz&;NGi1w_{VesBGEowds%zk*n;03a zjd3DkLQ=X1`>9DgM{Ig^^4cDn>~A;QlPF5^e5i-gqDrgp^L%h>fCID_S(gr(X%Zd& zy)*C+Pwvt}z-c|rukedNvg!4lG4rv=_!^YR@WX1@6NU?g@c5h6-_>R$+g zVTUHFArVuu`ooEr3VZ{M5c@Rx1YLlOqpGqpdatq;2fTx){k>$zvBBFOGEklp^`*(~wj+`|BNy_^Cg{cxEfFN0OLbdo+wM_! z&J~YTfLaVxr9qs3&2XB-`HxESI!D>H3I`?Hzj6lhIIzUem;smo1pehxX3XoG6bfzp zo&qH^SS8cz5EO_xDjLk~i5XPBILLLb_rG2cZt1%qs z|7f#kk2fvg4y_g>vW-!Gf9T4zMC93g?V)o*n@v~59M z-7Q_LTY+rk#Pz<}kKfzh#>%aGm%2ijm!8aS+5DcwNqc%)Kk#Xytb8P6a}bO(g=%Sq zghhAWEYaTI=A&QXk%5I$0$5V%*Eu(DngLF89FF^A^LhG7A~1S;^)AueEkkAzgrnEJ z&OUw8IW0!qv&SlK&UihMR9`xHR?Cp3vOk;Z-ajA zfjD)=;=v(ob$(~9`sr{1+FHUV0b=PNOx1+ln4?RBC04Zi&9e#nmv-sH_}%;dj)_6>*$Bm_MOlnwM^q~k z^6r(^3zl}v@{fv~LR->Ln6_XR$o&CJzWp_R3DR`%ChHpCfjILfV4d%_>Jny~*M4Yt zYqN2TgE&Tbr2e>!DE0OZ`SP^G&jtDQO-BiCfqA$3;-}?ZrR8(|PH5ih`{?&d>!Ws7KxhKkDf}At}Xif_~d>6ew+23 z9d)PPorx^92L1Zsf>@AX@DYsWH9l)`Z6o;V&+Om|giy7L?&8v%MQOHc#Px{?xVgB& zz)H%gB;lkn*X*9WD=ky-9olXp^bVw+|JMR(<88kvdD$go#Ah-Me>Z~xNZEpuZ$%Xd z`UZ5p#V_c9+@5t+9`%G#FCEIW4ZS41BV-MyL(oTEe*$^d=E^77>^^6r9;UmW(xvo8 z!1H>aNp<16bO+X5x8GpzdRx94!VYE{(w<)`_hKV9IcHPMoeX#mZ=2C%J-A}PW=3LO zkIaKf(#hN)uEhf&*cu*$If)3*(t&M;?P08;I;QVfN2iq50h&tKM*!w~85vA~rNW+4 z3uh!L3lDQ>73@sgEp`ih+OWSRl%B+u-(yiv`2JqN*?j$HiY55B;{eiG&F zAmZ7>v6Nv0zq;tbT94555Dw6cQjgFO*4v*DF*XegrWTDj!2?xGUKJ|gBS{{o z#Ca1*yxV5Bruh8|D5S`sQ3jPvlsQuRdPwPM?PeRZuR57Fbs_O-`6P`SErv{DR0c}Y zLPEdHwR)bmm)zNnWP)i;A>WYE@M-;>eMKHYUs^T1L5%_gkeEEqO&1o=`*xYKH1N@S=&c>Mhj5^b9h zsi!^FHF_>Btx8+bJdzR^{+21iR5SH05L1;BO$&BJ7tS>`?sGu_V%uk;%AccyFtNbHqe|hafxB&-{eh!Fr zZRi_ZS=j|N)~~#f<`pfp2qcONl!&^}+kX?;EjUd^rvimvef6%1<-^UYtA6B1ILvQ>;uu{1)tulQF#_k-P!kov`6~_&Z`UNK?Sq)CTFOv(zw!U_Y z2;xD-P;v_R(@71NZv|N5KHT;)zNpY4}IH+Z}KD zDSo`6x75jY`Mte42cKyQn}Az`7bV@7K(&UpG#oemo)U-jT2~f zjI`}-=Fy{LDHP-`f+M&%rgZ<@@}873`?6*S?C%$h!XY}M2GG(e>Ht40$ceCUe0pdW zoPJ6g91jB~x=QDGXZ(3G87r0^$JX0gKotWW>KAFD*@&fIaB)>=PnJQ#DHI7K2O=+j zBf*wt$W!!Z8KHqq^c*cf>1LDyO0&K^WI7aHdZ4S+5w@m^9D<K63en$JT}6-iw7VDtR<_<`x<4QBQnQt zOi_zq6IgWlrUHu6X_ucG3R9Q^iCOyct8zqi%;OVoV|`=y9M|ZS3!ZQ+6@AJj@9sY? zzb$1}2g26~JJ}(+IRvXBP?g{ZwZ)=`QJ~3^8+bvg%F;t>1M+dT^PHd(6FD7-j?y9Um}Qyhcbz-FE>-K1mvYTZ*+jdXxEbq~w`nb%IEPE?-#;QI zcln0z=+`D8I?}ZGX13oNo|H5UoBWpRu>0IxfrqYyRFh*svPY*^`{6>*xDBt7V1 zw5VkK^UwqFxMmb1_~R(&)q(FlpQP5-Tm?QhddOPA6aDa#6)>>wt&IV}hzJv$o}KF& z5-6qHkL(vH@lA(f!yu+p(nQSVc=mgSNee;(wD?7qP2jhbD`cCLi^XQ$XhZjIt2G6= z-_Ck#y{<#98bM8&G{rA%eKLcIk#JotMR!0Dru~SUen?AMVDWWW7O5)K?kIE>ezvBn zX%TzVzEj}t8r=)UEicPuktY>iMk@ef{0TP^+&aYzwD{Wgk3bhL5#t~8vCCCQPg>pE z>yx;e55M7^B1ercl&aufJc5&|fd8SAYud542x4C~|D(gTs_6T+wTN(X*Lmg9PT7ML zFMpMWiiez*vBz`H56S)g>%Jpe*#SIm zNOZPedKCF93zvEj4{LUqBY2q+C-{^ofZ}iz-abb4C*=1m*r|90sMJJsuvp|L;o=_1 z1yk5_L@_A)KSD%#0v=o#lbS^$!Ry`eMjq4@d!n9qGg3C29UiVcLc-k!{;C;*QiXdl zhr%+lhn0`1(fDmrCPY7PcZ!TzL)C`Bl8SPZ1Tnct!AKGmw)xYH@5mOZ?UjZ}5m`kZ zL1}UA7a3a(R~t^vy8Z{6DZo1(`K?E-yjAKeCo_Ou8$Pb=ZQ;JW3|^0XsWvBg$50|{ zF)QRUaYgB%2+8Ti>9k)$;G}`uGy(yH9vg}5;$(alL;&d@zDfms_;=-Pgg28Mi3P|S z;@AyUK*YpH1bKr{+oocQx3tqZq0$Q&weBPtjz&!L>}i;~GK4TFp9=^SP#~=oggj{l zKuooT{A_;+$*>-c@iAZ8gSb1&cETP*>M?1RuCF*MeQyV^RZZh|Yn*xmX_9@r^qM4p zdA?au8yV;jaD&99Sc-OEpEV1DJUEb+IKh?77p;QWa7Zf(`MVhrUQhNgN#C z83P(n3ln9UgHBlkic~VN#_yr2AXUEt%2u4wxgC6C#o>ljkCZv2rp594xBF&7fPi!1 z2{0dB(@?T>n6VB%l&|hy?wiCO#$j0wLwK%G0Jq)%t3g#Z8@6^t1|#meelgsQbM}>; z{86FAIwL)dp&@9UhGWk5Bar8{>_5+IE2LkN;K z1V3487M$gAD6F4%euQC^1#?c8)n!_*IbZKl8YAgp9?u%TfK@p#`|}I@I@nH_qnHPX z@FEKXfoz-c!IVw=Va4ZMpMR-eCvcdXW3oM}?(?dX47xmO#Ksr-Np=IlpK5AOI42!1 z2Bk`z7m+ArqYUT%1H9GVIX(Ru)xi7nrEwf4!#zM+fv2D;L$im!-@F7<5u_U6q;rTaa7W1_Z_b735Z=4;L6@s7V}IDN zG-fO7;>TDeeaTdTgY4*es}ZEK9Ga{tn!>?y*O-3FS!YLVh4GZX+IaU2kBcr_dlfbA zH3-wTneL2JW|)j?_H<;pzVd=!c6gXACoTIKf>8n&?6!5*9rPT|r)hecWWm^uz^uFN7f1wBh3A{E$ zg0RdjO_R1()@MznY-XzsX)roqFE*?%&KCEO^h8_>V?(=yTu>jQr)ynO59HCG^PUe9|H-OVQ~1DRS;VTmA|?VMA^;*PF$yX%8=Rq%PN1SvXXUvP_12v3W~x()YxKP$ z0!9I3v@oVyqtw6Us0@%o^y^~6jkHO(Ni^FW2q6-bRZ;JQ;pbfM!fx9@G2c6y%IBCX;m zIk5#Y`fN;u;jlQKK_F?;NOutzjD54l)U?lvYv5Kfk^QI=v`upo#;>~9X0DKV)dc7X zNE2{6|AjyYlxIk!9^R}XgpL9N6?t~AfBD=mU=nBEaLwm;ptapRR<4+nDln zfP=OS42AIx{ZzB6-kk?yAUG~ga$hb&I>RJ}hJ5-7^l>IzRhs$1UJ+PqF<30MW%`H- zt`AR-fo(L6vA#$k_F=Wy*v#=ib`t~>pC50ie*38!Z559RFIFWj-x-&t*#`7ki7v{g zHkh@WN|sAMU8++>W~fAYN_wQ6*)q+_F%No?Y${!WU|EQRrTExnZ*(ul-_XHW1-apA zX>dslBSUspQ*d7Jb-Exh1GuKIq9A1@QVcq`4qw{^1PSk8GLx>U)navX*xqmentNCx z(U#jsRt;>5E&D?(8l4J=P9lC>F&xR%^M`J^>SvfJA0K~J0`zG{HjG1TrHMvjya^<9 z5(g4#r*me3CB8B%5)~hQ^J-4cN0NKR5*0R2l2jlnS>VoE_WpL?HPUbxnJR_aGZ zYxf6T0z=D2X0|VZUn)sU`|O~=v|WCwlt9o;stC>^50tw)okeIwB^ zWl}QO2PQ|DghdstXN-~@cn7*h&EugvFo~YVFl_I5$qlOqoLb_tfiNW-;Z^{Kf@MrK z9@QJ?A8APQy&WmS*!T&&{=A|9tqyti?Rd))-|}H$fxvqgjs)X|9uJHFYdHK09b6J& zET=LS>D@Z~Qe$qwwQ`fTmHO}m74q328m(J8Zy4V90h(LTqxdaz;QKFU z6iF3wwoty?d%{%=8025U4S}1ofFkYYs;d#SN%f`&PBG zHQOYe$~HL#LIvzm&YfRZjK5lx+$p|a2;|4uH7K=IZ%(~-6|9LFE#M?Ws3 zVP6AQqr*W0>AOO}U4+NZEgYM@H>t2k8)xyTYEP1uPRSRNeUO?VM?N0ydhp*CYvf!~ z*dv#Fp(&I4K<+>pvt#zs>K_-zu(?1G8UIXNq*#d$_bIA37czSH1 zyVwo)xu|!+sUt*!tnei~=kI&a*+VX);6}K1qc!z-e(f@Jr%d>+eOp@XGi|3_<25Sf zzZEZK#Zo`*d`??bdDr#pN1eh zBpFuGf-=$HsvIJ4P+?8ERFHMof$+a)q2s@B2n$md<`u@7ga3l=vz_=+qt$VRQZ3(o zH9@e~;wRu^RKH<0rE~bF-RUUf_0nys)y!d0O$!2!r2wVL!1@?Sv1Tg5;wha=_I(DO zi$$U;bT|UbKTY?GsZ+yKAaCl-4|6#AM?CE}OC{Jz`1k!Xu5{2@`#Ex!cl5Zgk&kE? zwJORaHzvd$LSp*;aV0b=XpLk27m*R|C-SrX=L_rY&X?;!#hiPo^nkd69Hg6|8R)<~ z0pi*00b)04R{%+Wk&RkqT(|Imv&=lK%L2=48B?6qVDN6gqqYFM57P3I{1rS2Qs=ha z#LhQ}?PZFJqy4awLh`WRL`_A^$l%hy#i^oVOUUrhdF)H75L9@Z)=ZnDZDw{qyWUqn zCO$~7rOejZgVro&Yt7usl<$3|_Lg?_YS>s+zI`)f0_Dv6=aF(A~hBHx7ziIFX;spRWhqpeZrsqm){p@o zN6@)!vlR7uZie(%JDgn`1&#O%+2wcVkkDBfi*4Gm#GA{@Rn^#2)~b@Q%BZ1{Bs0oz zD_}SopH%u8=J)tj1SY>;hDOi?HYIF{!76Mf>IPP*o1^=UZ#o#)$eC3 zp7@&T7R5~5uc3emif=5|mLZB(M0E+6svNS0Y7p6Hg$+$wW5Nw;+)Yh00YM0*c*!2U zEcuGkgf!%m1u};t&S?)%>=elEqI}@_0{4de`m&7zN}16{uuB9rNIO3R^E0%ULy>mc zL?#52TO7{#cU*4?OX|IMxDg%}z7-lmf9A^KtItvVr~-4+P1P3PTJW+yDnwRxU<0P$ zGWR$H8fV_>t+V*42!JvfL<|klq3@j_RVUFPLS*h@<-_neB^PEZ@r7rZsKLyExn=*= z|J64L!QCQOJk_DUw1{#$b8i~ukA|aO8FO~xm{aH=3BRVz~!+SjX!R`V)ZAAyw(YTjmZJkKC6+z+eE{QRby2dC@xWI@w$PA(k-B^Yx zYR^hC$N~Il)L*5g{rjcGUCbcPV@E-8%ruF=YXLE-Zt)&&-=OzRE^gmFKs-gQ28E!{ z1r8sX+IF3vdOd?>p^#{IUf!=_lE-EDPYR@&Vs^j4Dm;n(xJJJ~!!18DZJ>jKh0FemE>ex6+WSc!^ zfBb4WXreYP(CG+%YWNDT?>=ymZd4h|Kcl=1vg3zy(QUoH%*MeSsdh=ENK>Y6oR>`5 zDO3I_YMJ;nS#N3uJv;Oc{9f!WJ*94y6xGOs??uYg15tAP7=CGP8!lRUIyXkYH+3&v zd2^>*<>RbRZ$@Dj6fh9Th%~Vw^)G_YaGC zCeMuk&P|#w`OjnNiRiDCUOo08Qu+mVsr=@7^-{ zZg<-yF@a<^RFssoJ51UQuqWDNQTe|wDgGM*7spI4mrkISp?`Ed|G&8)l?a*%9(@5vS;Sd*W0``_(r|-1rN%^Lw6XsYphlMermxKu(FoFB;Zo}kYKSO zO54bS1HJO&S*wa8$?Ho+O*T;QBYM~w9PH5`jM z5w!of;G{aw>+q)QUNxJopi)q~<$_LpAmrBBQgs5)iqk!3qp%6k^;E8u-&1o;@j?Yl zTm?xL*{AD^(vwS{Wffizw9G({e~qnN(s6ITbCFm8QWQb%B@YmxXCCJMA-=9o+2bHd zf9!#Xub`<7zumSZXzekks>=>U^|-nD>iJ-;)#cS1)Jy7@!xL|>an`-^_;1~NG(B$F zGJ{z`UFZv4+0^&kUtHA22Dm}hw{u+yYZO_ z^u~e-jyy_oB5b0lqN?Tz2GD+N>!K4O8I@y(DZ<DpPH>Izld1X5M z^(O;{Czh*M&Wq2TEq;FY;XDgfz8*v_o#6Y0Hwl-TMZPTruE2&;$>2J*(6Tk`|F zHGi;CiB=22D>DYllTv*7l0AKdfHF1(xiD(iW^Wi>q5BGR^Ne~<@Y?F4;qWWvtSthE z8G5Gscd_Gxr-$CZMeQD14K$;-kBhJ$48>Y(QR`z|hH5=S?d=?*Y=(cxb`$2v^pyEL z7+&D)xYRz3Kf%qrt7i$ohozR8nRDhHAi_5q@v2-*M4B0TW905k#CMTX%k_z=aG;`D zsx~%6_ukp|UMuE3eozDbM6H@OV+A!jJ0+8uy|gy95*fALf67>FqFMOgB*epd{b+4k zjpUD!7sJBd!YK=6KjE{iOOKF3k`69w=`KpBQyIHaSmBD0M%VoK_1poHHd1yv1~EDD zo-o>Wnzd(z^~I8j?Y}>6rJT$aTWwg!q)60?W`)>yiY$NzF?U;O@V_1;7&te|sy)x9 zUVlhY=o`!tP*%nWbJ2PMC+9WrR%0#La8l0loxq-iKS@(A?9)`@US~CY6$6@oiVGRsF4mSn^)3ES2A7{b=$L)9yfz2`}3scp$yrkJAI(iv|*=vKAeI?=%Ym)@cp_3bQGXb}74J z?S<@*HFrb5ThsmWi5O!|dx@3c2ITsdOJhw*`d6)aH>t_K$|ROWEL;p*xDW)`c;c<1 z)#k%lnp4%9vN&Jv#k3V8$fT%`$(MA3pzi{mVgq^&!AmBvO9&JfyoftLLru)A9DOpV zJVeaU>SN{{E z#^tzS-^Swy;IK4hRnbK{DENDFDH5A6)Qumk6&d4IbAAD4-z#z?(93Wt6`cq0a<|4^TLZVFc5`!4Ng2ukLhmMK3Z#_Sr-z9lo5;-0U zK`&W_I(jtOQ@igV=9g7t4Z3N7AA%?6=)ybSfLp7u8R1AQb#JHjbb1`n`?%Sc6fU2d zyvh{X`HFP)VKjHVqK zo2J1~il@g~(X?Vx@v7eT1zQ~ris!NS&+wV|1X$jxdx(#>v2xz(r{mqYY!fQJpBP+T zhGk5D3yM(a8Tm%qS%;xNmUeL^t+x67YaW$`8R0kRGKGu>@|7eF#t8Ke>Z>YUYNz^o z2Uw)6T)|85nWlhq{bFwrLvJ6X2VO!RRq!ZASaOi5A@RBf>l6AS!alzlDUM~n(})Mh zrG#ncwS{_##PIVJ>%S9+IR=+)h`n6^QEjhn`i}Bb{)Lj-2U_dx0W$52C5o5#83nH8 z;n{X3bkKe0I^h=;{imqN=S#!`vPP`i@d>WdPPz8BQ2SD97{g@34f@s$jUI>R%q${s zKm)1U58#kF-rYuy^z8Dm$)AuIW5da6B-)r@M-@?l)dWStz*ye=g=NrohH93wST>AdsW|Ej) z;Z@4wn*(~2Itf7}#*)cGU;NA3$a0-|o~@RN5fuzWPMgmU9fpAu%tS zgOM*I9bFwZgQfuzKKsaOi$i|zh3jK1A;bjfg*J!Aq}DL!ySm3IiIbELU$5GJMW9_b zfS7)F+tRMNd}`1vlgLA5B;jKy>%*O6#I@kwjXj%S^kH9WyfP#mULXbCNv^&t#BxEU z&&J$*`sdD7*}Y>=ht5dy1?kSM2M8Pgl5anvOt3KsQ;aOuq6=BGv4ptO1W^F9iQjjD zKN4c!9zrkzzsD?%lh6@S+|{%=2{Jgib8f5(Fw4n2*5|}D-wJB&(XP}LenJ2MpPvI9 z*8%@;{?EBLj341((!*M2g1T0&A1E&!U=)ebxBP(;h|!CkN@`>eZftZ*1np!@{&k2m zz^Mm1M+Dt%-#EV4EFsBB&%&*7mC(%e^|MPuSD;>GcJln(l2YyJ!Py1$vru04xZrtT zCfh+lbOAbZ&nq=edLHZ=bskL$&U@~(&vhJ4W$iM)@7?P;xwI~AMw7nuBiQj@Me|)= zD=RB^fcjVSy`o!Ce!IA`^4r$SO^k2Fjj6G*`6a^s>cya8~dgf8N_qyz$-PHNK!K!wBR~}>_Xo8u! zg0IPI{u|@1)`7d{TdZG}o|E5N80ovc)mjzA`qQs(Z9F|uF{Ydi2N{s-35tR%8T<@e zo~NP19?UsHf5^AH+)Bx^hN1Jp9J@#rrme?D&>EANVk^>^~nP z9X4;fH=|)LUKlw2IqOHEfj)uCml|ESNnl7VAQ`$pC#GDe=IX#%6Q~?fDUKVVZhmV5 zx-YXSF3U14H!7*lPJRSJ8&4ts%Ao>iF_J>Q$?kjxzdGPi!L-levnzY-g~0L1JA@8V zCzLyvn`w@RZ`oNiy;^9^xyj~pt9yL&Na##q;_oX5-nxCWZfEvbRa~2RfZFEd;P9Z% zv=5MNf>7(r67Xz-0P5gDFE4=Ee&YOsSRXLI1aPso-7rRoz_%1IamC~-FXh#rYYC2d_P~2?TzRM0FHb;7oU9w?JnrHZ_d;knL+>6c90aJrPv)~ zh-A0(eL}yZTi@mPBZGA;Y>S=#r%ScZ8GcAe^5QZr$<-s`~BaXPawkjY#vvz`JO%9!KM=H3#h+o z7+=N*dCvh{K9&i#$o6~11Y0#;b7hIcF+>-gA4i~C_;@AG%!1p0UL~*i2gwnhUBs#O zn4oOyH@_OS98Fzke=L%1!t;d?a4z<9_Wsw;R)t8r-x-W6Ir2Enz4ErD_!90R@I&AU@3FF(7O$}Pzc!Ea9kxw5aT<5=Fjnd zFxwyOZhjfK8&AoDxlsg5p43^+@myW(OP;4N!#|m`gw&#nxcS=-eMwZ$>zL8YruhQ7Y1M6$%N38fCbOm7{ZP zU!cvUNH=N>10OqAw(bsz*_J(T-cEXf>&;aHE9F}qtK!*^E?>!IiMPLerOI9$$!x!4 zC|JW$W#?Mdiy&zoLzwHphl^=wwA7>`1r;alAem98BM_Nax^QiNejbeMVAYw>W&XRK zjSXWx$z9zYRWAul3mm#FPW1}!K6ckKl>bZ58mNiHUH&x@4XLDo#(>lKY2oG@Ld+xf zkN00VWE6s-wQHbBw661bZWncd)<<%MWKr^}S%k3nnF!P|o05()vtW_#32NH8oNV>*6T_@SEBmftGduS)?JU+Wfz=oUX zB`L3ib-Ut$JqKpX1U*{yhP3i!-Dr_VjWCBe(zhcw_`9)g`;K z%diN<>wx0Ugu$37f!Q$v52=S++Nx}SI(Z1UA3}cWZn^laB~f`_?12^lc)p&fK->8$ z$0o!Y>h<;Gr0&nU$IVWm0o6rvRT?j7HmhGMpB)$0)utQhL4kkJZWzL(;P?8LO&w9n z%GTBjO*ca8-W0i{|AZIDXXoVmyeVDQ1R6h4cYg`>Iw5R*ZH^gRNYVY${rtynzk}x} zqM%?~s8Hj?Fd28a&SZQa(+{~xE;78`AH4<9pvQlqkuR^H0qpJa z7u{3!OG-@^E41oB=Qw{^-4H}PbpEq@Ddb#OO$|*ZP*_a-oC4pss*YRP)}0W7`RZnu zzkn}BKrIs;(v9-+awsdB@wex{2OtD|ax3VblUEr0LJ4?7MB@)i+T(LQj|H*(zh`^h z%Cx>etQ}0SO*uQ)C-qq2nCnqeVzulRN;@s6uiPGDD1Tfc%&K-#Zuh5Il*S9VmJ$AZ z!BX}bF@()2ayQPG8EUixq|nYmV3NXcOUP#)!lk{ za941Bqui+)Lq`BEym@0RXTJAnpE}}a-y<;AW_`LPVH6C^Zq^M{9Krv1f(CU&3!xaAg zcq7-5Y|-_1lJEA9osSAV#k>2%qliVAANS8Y^Z&NL6RE7}kO+O9-(n!vHl!xXfL&ONk z?ngRTq`=C8l$~{+ZwHoAN(pA)w5V=*^4M)qPAYotc{rz^H2VceopdjSqo{C6oY z?GX9T4n&?ecmDCYjy`#Lww!c$(&z+0qCM+3>3{xl4^RS}>R6$^FA0PDtlunS(@&LA zPA!A+4i;PL9ja?BVDJY_8O+5EOHjvNoY1{^ZN&_R)=FHgJz3#kwOOc_572p z(Nx|mv3(k}D(uC#26mZ?L#(=s3yHe-4V;;|lKA-w#0#5}Yh*M*t7%eNd_JOF&wxY) z0R>0ssA*uXc4=E0=0VPblKaLVLpv(CUm{fkm8AEyDKE(nP{8VF zFAPb=cIw0xU(Yuxjx1T8*7Pa8WX&GRBBf{>E{)uZTQyAy!${W*RmNAo zo(DVJSs;~7<4{PbXc&%vG8<;x`cA*e@{E2WS`NRKWe0!SYdyX3b6sH_sw=_VgGY}E z<9G15GznopBIWuAh?R$_qk_{tF3NEP85IKISYFc{A3P{1Wp3NDMB<;3n9J5@yDpX$T8z8KgZuC$&SekCTO_(9qu@Pg9(qq@X{{AVOE!5W!s3K}MsSa09 z`RA{sU}IAOTPmX0(tv3h{ap|?3})+ivXZb2TD*f~b^8fX{mS{Xc_&>DUTJBEmKy}t zsa$k4!f)>rgiR$~<81&TDr61c;x>4V@Pn z?_&YHLdABo=qMASllxfb3JvDPqvD0|sR#8MnIg2I%cmpVo9wojxZZYgZc&Q}mmSo= z?dnj<;#N>=RN~%1<1dN6szo$>y8Z{$cG@{;+u}%j3gBwJJD2%421N_23?JlrD0}dW zq7Vt-7PJvDj0u`5=T?{(%D0l*zKs_^8P&%XNx~{Mn25N)IZ+{g=W<)Nr%iiDou+(F~`aOzc35^+Cx74^UWS(Pk{o3hBx& zGb6r8^-Y2&rEs8i*mT?SK2>aFMk?2I@bp9-u<_Dl)&k|a@$!Iz(t_zsh`qs@BA39J zN@F`fwY@c8nM(!rVxlrp{{^!jh+;<{gx5>KOBuR4{qm>Wo+;s_PE8pmvZv@8-Iij+ z(WkN(DhlE$HaVN@IiGqYcXW6=Nb)W>EMAvgRheuCnjd#rELrjS2ml5&(&7WXtpF|$ z=v*dwuJ}vh*H~OiMDWL#obrjJnx!1G2%Dn2;@tIn9$y*GzOgg5Msvx|8_8Itb?|rO|Es0h{8;*uRJT z(JAVg7#Wj5@e{JWO$7zw2s|{$;(|4yZiL&H{=yD|u6_j6z455)|Mp$$W?&i%1Bu3^ zaY2VDqKWwZ0f={2X$!!;{|!vNYMR4$){?c@kJLI+ZqtyKZuzR|B7BpfPpdbRKrXCRIf6|LJ4TB|1N+N zodzD!a1+mE%+PnFtvwzc4)1a5i#=-O>jTvD+(U}$4=Ab}z-Qj9S<;*?$e=FNCU$L` z(dd3r<9R)=KLD{qPy;GWHt|bhd{PCA1{uBL2*KCBI!UUG=9ww}FeIYd*l5VjR-(rb z0Rgb>i=q6vUM=QTRqDQT)Yj4!Wt<%S#*D%uD0EoEFWqVZo;Fwbm9+px8~LDKXTY(a zz9?RMnlrBH@N}|4d3C|!Pl^E=q-1ZN`YG+6$l`T*MQ6V{spgkflTzSP`0^3HF+Csp zBemqlUYyW42;g!Bi_yeF>&BO(MVL>+SNiOsBgR)JD0xFDaU%7=1c1Le2cyO|5}g`H zgB3#<*N2CS9Ps1y@JTv`MoUbY5h7L($%#27RBY5p{0ruJ9@i&MFo_UC?ol&LyvY+@ z2CEsAC^A5xbA5XR*~JqafKV_ z?fJ3UWUdJ#aeC2EJeWdZk{-j2vG?UZdNFcGGovYSV*uOHDd+J!+xO31>;!63ZZHj; zNT5No?KeL8E0}AR0CG53Z+?d0x-u}aooMzFx`ZhCNBE2sV2eXZg6lc(phvGHeJSB^U{+I>~O|VvkI6dZ^cFVZe*E_fh4AUpSG5;U7 z-nl)_?~T`<*lz5mv2CNVZQD*7OwgpUoyMHlc4OOi(%5LS=leVM^UrhacW}>|buZl4 zd48_QVDViFSn*&uVq*EUBxlhiRG^(r5sV%DAF*9%t6-<1Dw#~W7D!-=>_4iLcW%FE z!+BVnit>IxBk3NVxq4*?7Dc)1rI5Q88X57H+ytXvgJ9l+N=RNc3N2B0G@)KfNzml9@)l5*&}N0)Aq@b7vH%+ zhd~$c8Fr2jJS~X#BYt|UKsX9~VK)IE$^DU9jcv_;zo)wNDv0bq(|gnQDe6>woH&y$ z_A%n2+JizfTkX4o?d>K#Z7M2$8ml`2aBe*Om&MIyq zP_)ve$4v?9@&%=Cue%P5_w*{=3?tpvA+Ppz4h!syJsjh|3JUS*hbQ;%YFi zEwaEeC+F#FmBq41nnC)oeF66aRQzdcv;HpydrAo6!Q&kOvPw_<&a$$l3wJ%JYBY%# zUwVVBK@ej>=q_q!&`Llbe}cz29OPpAQ-sK-GyKmOZ_{b^r=9?GSGB6lIDHr=(YLjH zJTwvk+1s$#uw-O8b4}PRAjh}DNzN0?pcQ46MPqbq;J{Zcf4Qem2r}J{^B8{}UWhl~`R_I8K!O}R zy#R1422+yr{5Kn(5y1DkXqb)lTGC6M4K&<&t2tT;;3Anihik6V+(5LyuAvzZwJ7U? zGDTH-=DaRa1ok6avS!v8cSvBWsBP8YJ<+wS{Om4~PE0H&>wIt-9$}2;;t?$2yfZNj z0iVSeoN^bes>r+V3h^7{g&M(!Af=%l+Ie`UpfBU<6~9csE~Xc*o>YzBD!{e604J*> zs+$;I)0=>X%0br$;1bdh=Gs|>N*hQye~jhHD}=*rBEJpuEMe?oE;8o4iK}jT7)p>) zSG+<3nY)6T()O`mm7NV@LAxDeKCxaUs9w$_Swn!x&I3mrlH_Y!h!g=!Se>S?r@Jp^ zVQsjI+`eA&-03NIG|h@vO+hpEFhq5+`BgRei1@unV$1S>bLEg>6U1Wfd8e=f4CsSw zyI9gYSa0y}{h6wWCR_Ep;JAYWnKF;AOpI6_h{C-Dp&cWtW~WdbW;2W#!C|gCKy?@n z5ZC<*l}(F(w;=pyl+v@!(q$?hLmU5^tTL{5mE6odr8F8+el=8zg}5Jad59a6fe+^3 zMW~1U^w8<}i`SS4vlDm$0cL&ay(r;O&chk`s|_tW1#p&LoXIcYlkUZXlajPM%nKZ( z%2v)d-t(XzqHEj}MX5?bdk6wq#R@}{O(6b?bJn0o!%o`&V*}7;>d#kof`Dj+#>Px! zS)g8ROdV=v(O9z4@hJ=CxICk}sGO>d|0N8t3>F^N+);?=Y;IPxoXn(@OJhm_XZVbO z@q~NgtmR8nj{pPO9Y71c!t2^FWO!D12a;^VMN%Lw8buuI6Eq!~>0#_|{==axrvw-! z0dnqb&yH-jC3~8PI!y=>IV;abE=YNL2rzokPw+@&N7<^Hh$4DoT~)XP5kfUJK^CV% zW`WG($8taN!hz8(%2IL8u{76#0_}AAr?BAiJ%V* zrZc@}h*_Qn_1hZVyc@(PZJ|0JPpI79qlwh^6BIOvNxrF;lqzsG;s#-J;B4=JsH-0E za(h1_CpDl=qK(wWx>Orb0zBFgHCq$hhRH4ni6vj6ozmMwnXRYepR}n7vPeqj z(a8w4qzC`r%&PKrK%3!FiUX!Xz71%}SsmcWSQ_So4CMdSEiM-6c3?a!Gk&|p>Uoxg z*#Ng0hjb3#d*fKN;;G2IaRcFQJAC!%5rP39)&n(ob^vM7eI(9ygw0QnAQL>)i(~=B z_aZ3O7bn)0*b6<2Ek^FKsLu{*rngbF!%zPYHB~j#Ldt7KsA}w)lSP@LVjbMXou)37 zsQ0&17AaLK>;pu^N@znEZRsk&aC^xjR2U9slzB;!g<*H@;waScu<&S&2(7-g*GBsxJ1q-=G~A43pEf;K=_AfvB#Wp1uSh}YCp>B@7By2?9&Y3Jm!x4oRZRv%25b%f zqQ;R41WUtb82f+;qxlilbW$Oa5{FD0#`U9K30tw3#~=^z`u=&l)dN_*#cbqmWg zqK>Jdx-8wGM|uN|KKW>a!rmektkQt;nN$nos@DnA>+HQgzRS!Q$xk;Ph9Mn-9qt2B zeBPg+t|(C0=scen;=7-5sm|+s7C) z7bb<#zY1&9T7^nS6wEp-&NE7AMroPYVgoS$YugsCR9Z4GJ+7|Jxn%14EEtfOqTPod zlW4;7C`tiUP5wJ4D#;Px_QSXN{jv_G-gn-!?XB;H&3ge) zV!gnh4htH&Xz*h-Y8|Th4PhnH6>CmS?4qada(DLYwgNEeix!CR{N|q7p$3c=n(+sw zzq-G=1P7vPSLx!(kGd12b6OInk)^#!fB$`NqSMB@0ikDHsmY_=x6&IwrH#Jy{Ug1$ z{6Igu5F3DOgLg)hxe%VkDmBs8zXI-hbhilKZ?A7J0=l#b9)lB9iy-@OzjT&Bm(q}e zI`U>w%i~wZ0KSOkY7YITo7DbYT+aBF0+j$k1a<_(s>KD!FdGRWN5CDZ_eK9^&hb@O z2dl9mzk2AI^|<{M`#c_VWwMX?7CuvLXTgPJj=Z@oBlLujIB?=^c9`{s)%ad?c=@sa zH`K-lHQ&10HYC$odDWQcV|4D#L#BkSr*7 z_W2&nFA&IFya8jeyhF;o_Sm+dpv)GSbA+AH2PgjH8nKIU3)EGFrIM0dvY9uVfzoGA zAtg8^>0xJ0JGrbzPP0PX#@$9D&#BpJmy-M{E9_u66NK27;Nvo!*zE_j3*+7@B5OdCURHOGA@R;sMqwk{S!zzA16k<#28-F8gorx2 zWk_9@0)e$jCZ=zhJRR*sT;<8;YR9;tnMyMGfrS*ewst|@nFVz2G8c8H!Kukh;OK1X>m1s?+>dffaM5WiyjC@k6~vVk7X`o z74w&{$&@R{FJA+C91r0o-JvShlPBSM?1s7LuWu3Bh+drzzOO{J`&_-jpq=#YhI4Xv zeS#|sKL~~h2QDFSje~vdP}NcOEKX(uw+CvJN~YL3{;60^^tjCPpXGZ!8m`BarhMkD zBLyu;XQNmrS@#ebiiPXe;8_+NI`J<7STJed{eg=t0An=vZ|aNVZRNJ~VhG7|yM7nwsP!6$+yT-Rq-&3mA0Dul+PWK>+PeysI`k zcvibu-h}>xfBLCm%$WzuN9v zS4cRLVtDV96nqwxt++1C>M|s&4sOW2TMrv_2H3+ehYiTgl*9-iA!+7$LqyRxi!0q06#lAfN;3J|Z%43pb$ zvgj8;a)K=(3U{ZZbWSY5ku%Zp84RT_o_O$4zky!3O(MUcn|Zd48hGiTtENW(wBes7 z@IFG}x|pIhHi&Cfxo%nFrewcKh>Q#7XwwlBXM?$BVS75Nzatmu(tz~V^CMKDWTXq# z*KM-~urHW{*+V^m6o4hJ=rk$aItKD0#cJDO1N+uOeB6~;tN{C#wJ=@{D(m$C!WN%p zP#Eb2a36mzZzs~L?2+=f>Wbm4l(#K)=74Crr}X3(+@1XPG%jLyHCqRT(Zu0g?QhIo zAF29&r`Wd-^HcG^jL%g&3&mx;w;@5Ei5ajZ;h*je{@48jTwmN;wm1J7p%wGVDFRH$;rcMD8)4n^YfP-w;2MxPefsM)s#LGi<;*9 z+odvs*bvy@CQ6Z73c^vMY#mJg7y@H#qB}E_CSs~E%GpscY|Pnab7Qyc;02zB!+5&~ zSWOB1%k}={XZGv&E+Fe#h|?WqKs|6WHuz{$jW!&KBA7P4mPYbh%u(g$b90wk(Z@;GMd#)b3{(Ibimu~X9C62Fiah6@z2=CVm*8@B@ilcBPDR!Qc zr{+a6|5djViO&hQ>#Bywd=nzn9gveUKjZd_i(u(f2EbW&lX^9=G^s{^!D+d!Ud!Y&cc-bR* z9QA*%VJI^k=jHgyFQ(rcIOHpKGa{Sw2KY|$EYE7u7y=dX_rVSVFp{v)(`wF$?uBXmC_-cDLg z+5cg%W*@;7Uir5#W>b?+C|M`E&pVuG$HI7WUg{^gRIN+y)N{j) zubz%1a)c_&Xh{U#GL)T~`pcr!vc>R}js$<)5Q(Gady)3d*<-{~i1RJQS?k?rd=oAo zZIZ|076N1#-G>aT%H2Xz5tqnc^En$Kx7vooI%2qkUZOxR>1B0D5&&>;6_*~9KpBX?2iYv z11qhMj*a^$J4%$(%cKEJkXjq{gWkWJ7{PDp56QifHi>{!2r>jy#AJZ9CoCb0-|cfQ zX$o$Rk8HQc(CO`B(nl_b85Mx!?8n+^V=v-jCH~!?4*eS%bCE^aJQbUHcg-pZIT_v3 zjxzW27V;DZ6~Nkv_T8>!*CJAYH_N}e0QX^{qovM}RN!lbg$Zv!WI4xQ{mgv4c3uIf zD)b9F>v)Osl>O4ia`-cWGa-B00uQ|2(dL@cA=H*!iGxxQNY=6a#ZsphfMm4cN#Bep zs3xWz$qL0^!iqKMMp@Xca^bVJesPGRqhmqjkhS3GOgyCx5s%w?eAOU6l7rxbg<(08@Fw^%D~1_n z#D^ovEy6cZN8?y(k%3e5j*6G2$gLc>K~b)0A*o8i*=Ld|sJ?t(r}MS&_KMa5gtezY zhmZ1tB1-Tu1mLfhx>xyBXGu#|r!a8yqWNtIL$>5Xm(qM17D+@sgKy&FG*r)9;;<+6 z4md|<=}xg*8aIpkCn*#)DAD~6wk3ne>?28qhr9jqjyvssZT_161D2Ej>Ziv7XGv-c zgPi60Z&MQck0;>nit*VU4~*`@tzaJ~{Tcj|X$%774anFRUCA_>He?J6OB%VLmq^c% zVeGc*1FUuGp-T57E#(s&^_V-buB8JWQov@)O_XP;DmLUJ=Fv|quoK89RHRd z5>7W@XUp$SA>Mf!5})TWru{P3kv7i{ivt{5(m=!l{ITu-G@61};d9*wclftqI?Nm! zeCluEaLw6N24aV2F)S>okC&I`P*rGEB|mL_iiDXKm$Rf7H0w2L&8Mfp+3Yu&@fs@_ zi-f5(sFcQ^2FuV<6w$?C!r)u~T1xuBUjIsmH?LhZ8_Vg|xf&aUk$g@GBhQJALYg2$ z*G4{hUFQSqlrb@$9owCY%K%p==vcAiBf z_GWKgf%GZ<(SMXDa45k4p@@qG<5Au!3KjYur*)$Y$?8XQkHyy)`N32zW zvr-jue9vgxPD`>5z%A61xU7-ERiK>M%J0w{{}qTdtMzH)gg;v4a|G}QgXa1h%t?P3 z^ml;)#6vLXkv6X+Y{2bQN>IeimTBLQQuN$-Q4p;BRX{3aGk2W zTklE`$kIRaJJ?GV(3!E*sFMzxf#BcG=4^UY2|bu9{Y^|)JG=6 zw_i4Fr)*@C3%ABO4-uq8uL%#Q6uuG>rhBzMi&hg&zUkM_w^K8!2G`uvlRxtnWaUMq zg0HE{+Fy7T(sBX+I%UdU!ov3Cx(DL6e4kF*qr5ojgnM3Pe6Rn;<9s3o_4t(aaAlK9 zK&*Pf;R-YRPGA4}o}q;fKn=YiwE?Doo!MjQMIigui{%`llc|hFDvGZ(Lw;L?ZKc<0 zu;vXjbGH`x;}uS8h5lM7I{12q)ghd#fH)H!O$#j(v1?cv>K`!sdVGPNlS~s*gCEA0 zm5fzaxW9{5-f{~4dtiojvADcoLns%-GbAeJDiK5sWKFM0$lu2?PeV=365Cm@mN5c` zZ`8f(bPG1S|B{S>G%DOtpUvU~snkm3Sv|O#O{pTJeh@n!PiB?U9S)%K%eNAdQ|fzt zlM3qW6riQ0O}M>vjRF2n+ak4oJ|b0lkr4N2ASdzy+s2hDHB35JF#&;>w?o_ZPXTqFy0euUcHVWZp}#ujIx|2 zo5J9wPqs6nDD6a+d-JFFZJz?T3U1yIg2Sn(eb)`p!}=qxvI4PS9c6a~8s%f=(afM; zwFqOiP=+g9vb+|tR4pQH(OE3?#h_(pQjPKZ5d^Cj%$R7M=iw9to4Z%@=N+>X8O~+dP*ZAA!)2oO#a6xWe5?gfkXzn z(cd5WcDCH61#jnbKhzh;*sZ1(T*A9YPP#Qv_T;J@)GJxkXKVCY6c^>7ce+75R6otd zoP(4SxM8@@EJ(^)*tmqa!yniI4*vKkA0v0p&$w<)+;tzPHtyGZqZ zFRoPrZRyC{J>k=xrrz4u|A6Z{R8l24g6-fW_w<0;%YJL3=ZKi`*Bj1#(lT9rmrYAKQA&Lve8h0>WHRRQA0L_GF*7e7w+_-2?Q@Lf2<8 z9{aLqFw@9nZ_Iet54o(-5KfS~~Gpkr4`p~e&n%lWT5)jnRA zd&VwS(4PM5)UlMCM}l0ofLi&-ezRR8oU?6Q*9eLU$)bknB<0l0q!`&jG4knp08Jbq z(zE@vO&_uLUD(zJb^rlQ7ZUA^vZkOw%*`zKqEKg@el%8sOnA5V3k32@vCp!;8w&Jp zZAF&9HbG@+kqg*#m?Jz>LHq4e%o`^4dOiN;xllxSP9K&az<{|IL&Q7xU#c4Mrmu2k zDz_=kJpW;`T4w|nwJ%s|n&rM|Ad$e*LI;;g66}m&n^XRyTE_lEc24k=7%B(AuyKAm zg4}3Wh}kQk|M>qZ!R3&s&Pn3K-li@z{s@D~NanAMMQbikso~9z&W1%OU5Q?zMB4u=S-SjENubo7RYrT4`W1 zT5hTN_yc;Q%dvREr&a&i6l{vMr?OovXImKfY5JA9$~J(z$Y*fcrOvE5g5?c1XnKWJ ztDC{}iJ499z}H!Jhrax!%0A*4eV1?Jd>lvo(arM?*Njxy^FICBY1|b2dO5G>f#c;3 zJrv7^Tw2xbd#=xB|BQY^{-H$qPcwY%gCXG2_%-j(BMCok{U9&gHRn*7xtMF>S7E(1 zAA@_X6qqEkuf!b-RIEcN z;hKazT?{+v#w2K60`W4Aev6;hj9db9lM^NOto86z3UkUqp&%h|m`+8+x>aPusVSf7 zwY+&d@*aL5TlsM}pZgBY-c);~@Kx>$tUHB{PU}(9V~4FE@jf;Wr$RtKT$xH?5e$CJlQ6!rDjqN-8kVU?EM%^qT=>HE-^iqR}^P6e4XfZXO7&u7x`^@ z+*RUJM%)ed5Ve`PvR?Dv(Di{0f*7P_GX?9wagNQ_td0QyhsQA9CT&K=`Kl%jYVlMuDxa(XEP|6 z%SY4qiLFA<>DfmvN12r`fLtb?U1pYiM;I}B2gnVYAYH(phShatn;H$0r8DVA-gq4a+!k4r!c60@Rsaj|^>3RH>J&bh$R|>$UPNbfY zs~KRE0jRgUE0mQ5^SpZ!$4(gobmGdN5zK7Ur{Kn%L182ty_;cUo!Zg5Lr=m$Irhro zGml@5L0I1WAzIYsR(pBv4zAD>E39*Mz!I>Uoh zL^LuutP{@$h}yM3O@ext1FJeD13-Dp8|jjOh==~3jYBg~wbH8huk{T*cXvzy<=y#+ z_$|5v72+30OM>w!i@ZeI*RSixVi*AVBv`jA@xjaa%j1k7Q&*F%)2Wa=ygO7IN#)+_ z!WW_KI=|%6#yZc4DAGS_gsDc+C|HDOxvSxICJVx=!qUq2ne7oUO2n19UNnBmNR_KPK-u_wv|0BhYhh~yBzQPb*yEo$M{kB z?4Qnxsq{BTQ`3&4Q$P#h-rqj(icY;-AJl4w_JsvyiHj%p_oBMiXoS&o0Yj`CvQ`i( zP>R#8tWHX7C6#&Mm%|Ie&e5Zv!b%C+`rXgWx?Cpij$v)8;%QGv+G6GQ^0`ArvCeQr z790Ui3RZc^KKLABS>Dzgez*g%*J;xIN8aSE`Ej&7>4d&!0^5rA38kvX4{t-xtxFqRTp7IM?6{@akVbf0K zwkdN&^Rg*rHK~W}B_ll`U9GDORs|bpR#Zwc5u9SIkYMLZ+_4$jRr)&T8hU+~=#1%I zC5>iVSZ}4kLQL-c1#d;{cF^kXw6pu$Q|;G*H$O+NN@WlJfdL~<`~@~^ReOTT#UjZh z>p;^v+x{YxQ-#Zb!Ib&dSdV)$2R}@jn4P1PqMIupPDR5P;I#AW=uVZ#+AtL$_c>gs z_YGjJ;c-qfu_6lp#!|tT^@IH!=ZE@Fvuz7| z>5Aq$Eqj&H{^gXEHIR}NYy^8Al#U*3AB{I+&n-YWicFC3OLH$_z_re%&Y108v_Pcj z)L-au^;MWGj7d9xKawdiP}8H%&3%B;sk=8@?X!!|#H$+gG%&3a6}VHN`03hyj6SvG+&Cr6jAN5@q`oy4BC zw2zo#f{5d-L=jSyrPUGC<*2HJO)&)1_Q5XhzoPvFjw(<#hqo&$OI$A6D>Uw(oTN zWUzg5(R=Xq#iHn@m-I0IVTu`7?Gf6R^pDDwbD@bk6h_%O?~uZ^q`@BF;@@942P}{^ z_gcbWL-iMg<3;1HEaOOGoKP~#`O;XjO!!E8h?FeS8I7;YuX#wJFeJYgVy~9p5V84L z&aEKUEVOq9q(tR$+B2@hFu2$3kFY5r4P?oG?|Qee&m$tQbX$eGx{Disqw`T!EG8M> z%1WgC<))b=e$&k=93%V@@X5_U6K+LVv%%lsP9vN0jpB=Juf7-!&`z?P8y>SBgW@;O z_t&`CpylqfK0{#WzKSkk=<^Kp0PKMjN%V&iut?|n5YXZ# zGzi`iK9bF&Y`8;v4W&*0d&fJn40EPQR3PE(!TxZbZ&kW-bzSb9ij8-|WcJIHh6|4_DT=7eIM+wFg zvc~6GOW462=klfW0FK}b5<5G)1MVJw_$(;_I^pNtxP#!UoN$zr^~Ss6oBVDm2tLgY zF|UT%+C~B|=pS6?@nHmuqDW>jhYP)^#x<}WGZQB%c}iyd_LicUwSGEU>8x*shMoB# zXr`z=LS^96n)o@&S*|UIJ$1}eK&k4}#v~L#?dw#yd$gTzwFg?Ta9`$!0K`h$%No7~ zMs1Rch6d%Q&;Dfn&S=k=L#?XN`2>66(x$Fr5${}u%oCOqCSg(p)c7gDD-c@0>hORy zK#34py42X+IypeD_JR0{MF3yI&LE|6QC-^Z0@bFx{ErRw)wUgO#17sr+X%_yr=ofqr( zm1IIfx6)Io&5fe4XY#k8Fe7X9Ch)myKDh~%kd6Nqe|76^9eDMctbu8 zMvheAM*l9~=2GJOq|b0JfQ8@JtF`boxnt9r+|BWT7*Jh8nP(dAwV~kkg~daO-qb73 zUwA>R$`u-Qf-ya+_m|STO}^as&=kQQHh=lHUS{%3#zp@jzeI z9PcBi+uWATuiJcg_U^|0)@Cb%v^;!GXnxvvy)`x+rsGn<=~GZU&cKcusOoLk#@&2O zyF*H{>ysIf@h>Qr;sg~uRV%!h)~04v-HP#tZ?(-!y;Z%ozDHx<8m%1FT}vc~ILNp# zH&ivouiSKzdPZR_zUc}q{BTp~dvvo=_pz7}oA1$Gq!VEg#HC{fb<7l6D(MXutn5!Q zDtq~&M$6DRn9_xVCd;G>+qoa1PYACYG0V^rL>f6wM_@lL;;ZWl!fT{T={9qS&WD~G!FqbsZ@rvOt6@|}S9Fqh zlw0eD(m0kf2o0_#33U^#MXr&lH7Q=}zt;Fdo{8o-C@I;ACW#ts>h)3Kdjar6nX`_o z2tzXC_Vd>7anIZAWcKgLmdB`{3H4GrbO{&NSt!Fv_h>wB z_7%!c`6QV}1+{pX&_O~2wDZ%RWlEs`*1vUw;HM?<721gw@AIvazKFl&_#CnoP$J0e zXF|Wp)a`IS!*r${-X2*?Y-=0N7YqL!cTdLxXKXLB8qGNG5It%gG>zI6?23hq2GLKn zm+$gbG{X~%j#Vu)EKHWt)-VfV0T9s4d|}Ln^1fU#8GU0Gn_*Za%}xsA0LiU*@mvrR zvzsx|-iJ=^b;DRPDP-Cn1E=)+|H}e+ ztP8O?0pR{DNwIapB?&?ffAnkmnl(nKfRmdgTM~oTwS^;Hrohi7Hy&Fx7u`@?f($Fe zA-ktdKjoXPtdQTFDHY`%VhchoWMa2v?NMzoX>f$=GJ?MU(F-lg*$tePXelI9v$Y$izG5e!nn|#{$Z>ITQJ4}P=Qf5;`{l{I9-V&aKbH|?Pi{! zc<@r6cz@MkBlDe5!zT99AY%ex^+|-<$hloF4C&8>p_e!iQO^<2_B_^N^FacP6Bt1u^NAdkwrVq~?4N0)cHdplDcL`wodWxI<^>@pj-Hzpsezn)l4h0sJyn=5RL)`^64=ge zhd3}xC1VQCPD_Rru`r^bm>FlNGYT~Xv-v3!dOwUBP{l$bCN?&9YJg2fyt0Y$A67+9 znz3MC?oxC?<+7i71YpDg=`8LT zrbZQa3i={$<92*IMGw)F!yo71#o^Op+_&usf?EfSx~=!5Yby+|w$Gx+ zBwft0Ko6k7PeC*5dw^1!?x}h)(|IqW%YC4?m)ePIuUI^Z75H1mhYq8PNtVV2U~y#} zE%~0m#EcjtONp}(H6C$;?2NpxeE_%;2#I6v8)3;N4e(^T# z35g8m+t$@1pVY88s@(d@sId-F8E**DSb6=osa_?$96=q10#$8Ud-E5FO4Wk^Tw_Lv zSAeOtJQ9!510s&oLN>}X0DVi-&xir^y&Ong3YzY}4fD*3)9HF|G(Xi5ut^WJq}iGL zT>2}q%tz-a`53KfAaG;2^Gd6(0_r(jplZqS3NE^g;9CDFz5PRS_LA(O5r!9ge*fAU z9@01i4)zCP=iKlPr+D~cr_ud%7>*@Qaoz5E8l#^UW(1#}>ikZTa?{Qf?7ktNwqg%x zlV8(MS;8+a_r|dkp0VcGGt_Ie0zQ?6`tG6M(*meyOv6OqV3mm)V62Wxeh*FJdj zwgfFz!)=OZdV6I$oOO52&c69Cjs(X5^CGPp+XrnZ<*K2w z1ig9aig+8GC+Ua^q-0KQkK!V3Y=NP?KlIfhfU+!$FMi4|cumbRZh)N12%+EhgQvA~ z3#mc%J`h;#PQ<9rZ#|vb;ZLLp-1ztG@r~!{*ZQBL-0nNPXxuBEJ4<@zkAI!y=)-Er zy!LpxHi1R*r`qAo?#OMrFp)UYLyY|6E{$2niO)kY#Jei4tPEpQ_4F{?7tGx zL_MY~I2s~ZewN2m_u_$0Ix(;)0}s4MiTMaJ`K0^D0?phko=aZKObGR5jy~&*qCE7v zPr+*jw3hL=*B3!1XLBw-0m5%{a#dHlUTf4~#Mso~bcJklh{a)C*t| ziSDb$xb048>&m*^bkG@01%^vBM}sjs-Lm%l9X&AuMQB2qUr2uDZZI;qMxkvC(Isg> zLn0`uP*c7k-MADLyJK4snTzuys-lVq94PT?4yhDs!w{XhPYY}kN%6>WPYuL?XB(j> z5}%w`3)_(8K?p3(BpzGu7qMU_SQe&~S^Wzl?JnV11@5O`8VE*AJkD1bvk?ti+-}6^g{2^0^P0UpmtzQs`ZB~h&opd(M zyqFTlvj__-O8`Lu2G(x8Ak;q_V4XT3D`eD{js6oTJc|{+3W42)eBG-pus{LM*WmcJ z>Fue%HVdep8W?OO7aUP!2+YU2il3&beR)T#p;x(;lwtE(+n~syEX2V^Yxx>d_UJ$;jceb1X7J z7;1WmIVgmbZRwr^#gM$E3TZGBN{MPvcvb{y2nXEvQ3iMM45a_lNx}>M@3-{-$s}ll z^4c(?Ou+T1f6fShe9;e1cF>;bkeh=ocp!#0fT2tC`thYr1jfi6sZ`Pf3bigaRY&~- z=}Scd*!{?+wTaGos+I@lu{^wfQX1}$c_xW5th>P~NyXNG-A74(w*9Gfy2+ry8pwhC zXzS+s_Q(X88g_CM_n%9GBI`k!jk$g=`(;2o5nN3x#F%$E<7P@-^N=etIhR$3WonJ% zb*#mU62jf4hekp^=23)Dc=dgvH!WbzF@v zU1-!pfwFER5p8U36Xh8+c-%*f@gogl`x&cm-ye;oc3jR4M~iWeU|c!+a$$(~+}*xdVPu*jf|v;!LDm z-m-q^@pvLa7mTVp&wMG%8%}?cS4}4vGs+YgYA6k{p*9lQfzT=+%0ViU$n{06k2xeP zwtW#Uvb^Y+YxIXg{@r|X#_-L)kpy^>{fuHv$*Q&*6>Q6GH6l$*G})gCh$n`67=$ll zwVntaykR}c?Dwf*v0dwS$a+8PgR|%hhEY{fp?!GJ#+Evse@z)@maMXN_JUOJ%>v$gP1`{Ao4uE?EVU|l%n>AS7m~yfTzmAe3t+Pnd{o<9fwo3;YY8hqcA)9-G zc&au7e#vinkP|*nNVp`0qc1I3?V~TL*nO-{Rp0}@EC+4Lr(Yhj%nZ;$xYOi!2ZY?< zKb}k)XX?@Sg3EB*^3j#g#?tIMGg9p$IF1Z78T}*s`#@ndo6=5Z>50xQh%FdDZnq;Ux z(I=}wxV#@|^|_XvArbJd&GtPjcRjCap*vX%zP#7%Z{ZRG$LJ*04n(0k^T!t&IckT? zcv0^TeRrITIqrqoSb4|0ZW4kPXLF|yam`Fz{f)q%+jrdrVb=SQm3G>Mur^sT=6b`D zZS^!<0;mA?8i8_5)COR9WT}W_?yywZKBPC$kowWt@1ukQo54RFpbzq+9i8g9Q*3*$ zA2p`}pMoQltr$Bs}(Z z5j2VID>3<0-+V;5x`t=ipQ!qvtJ}4OSTXe4^tkQV{-^kqZ2s<-S{afz-jJ6k(tQ)- zM04UgDmlK8bVK~VJtQQPs7qv1;`^u!*wX#K;x;(FCscQq1uQE2Lpc|oUT(p3pC5x#IYpa*&rzY9rvagGzhq}=_Xuy{@| zTG*9<=D6`n^nLo#i&AnA1UzlHRJ=cy*d4ZCePj`3uTwo7uB)fm2g#PMG@2r?p|e)N zCzaNjs*M(z6}g|)CBm6eE0!q^=;pRBe(4afRfLkguG)?d_~Ma(Q08v;@9!w_SC=E!1b6l9^pynB46HT3V7h{>uUR|I4>;a67Lr z-vjQAw`g2czQPzCsitmBHC911sMZ?KDmERz01}<>7p5P^-e`XnL&8a8)dx^KpsJO7 zog^3qkNHsb@{pRmI4!KdG4JS#1)~#%Gk%_M`grZu6q{_i;_HY0womRQgC3v_qR@t{ zlSZs9 z<))|*oMoh#*f%ePLIiQWw*n3?BxtGDt`oyy(x;g(QHU~)43pkMV?pITJs+s~qJH5D z=-dlQvpDBRDz<$1E=xq?GE2XEV5^M_W!+{BT@@Kl@&JSHPV-GiewDm#j)x=)hARC4 zV7xESzkl3O)AP}u?Xjd&kD@s$@EU^r&NTg1`V5>g(UR@|xca)eCEJ!t0wxM7kvrfo z0baPFr{Yfk<^SAZfmfxrPsqz^8&l5Wpo6Fw{LEUCfWdRqeE$*0MpK}rf54+nb@=v z__V{K8#OwHDMTr=*@(h!=#(3m#7P@|?dwcAinWi)OZCAHCW5;^kXWLR_w!0=E!zQl zq%%D|s5m@5+$R0dK7Z?m56TK-&p1!k{CIm66lwn-$~WBC9XgozcQsM@yxn^W$K17g zH^P$mZi{X9CQ!CVBu(XSQ5JZi@2emx7zW2PoJY+b`PEHL7#RoZ_;raaX^-5%Kw;tk(Lrzv9^E3uJ0;<+4u~ zVkf-XCQ&N(q|R;C=W~-h?<YO18 zbP!BE*ZmmI9iPG`g;q2An*LqSd*mDM^E11}_5HLo6BX^Y&vKXcGvuA~u`qP+zv?3@ zjG0wp{1Fj+>Z(~qp%?SYZ%yj+5}#cjD*|)Cvl#BJcrYz#t+e<$oCF@`8)ds`FvD}1 zAvKD+3l3L{dlaiR;YpR*YrDPphw z!-uwig9(mTThsiaeH-h^5dW*Nse0^fxs!Lx?U>|D@N=_#>&~sjcRGi2^zHip5cXD4 zadpwQZWWRW1PdPA-Q6XG;7)LNr*QWGK|_K&!QCMR1b270!rfhSEB`+G<(`N0POG+9 zGUl9p^zn7gWY3#)&3{}-S031)?my}$fMcy2T{K$p&7A+`)V~}eZyRn}c`n0o< zbTido1JP8+LRj8m>rhL9wt_+oFAPpQYAPuiy1OVMhe?nA%__%h!q+4+5Tx+cW0ZTo z1BHBr*6k{g%nF@j&|8*3Q$vHHwFW-fV_x5bezYdZ3*Cf|EhNsNylQ7>hh)zF?sF{B zf$-ygUaUh)8Cp*&c%VDhd2KB5%=>KhN#g9mh1Q1^P?Yr#X}Niab|vBorGPG=^}xx? zQP8NA%1*skSQw%`yUr2@eIQ%N;_ZbYHUZ1)&m*>#4BZ-G?@`Wzy&mK%L;>@`V+F|u zrBFp0fjGb&47oS+*>w7YW6;7K5wuUP>9iY0oXleJI~e{C_=x;}fREw{d|$~G9lNC* zeg59OY_(dBXKlB-zH$YgVxJX|lI&FYABu>YP)gIBC$dygp@NwM=N$BQTc7ik#F{fv z4%`X6(bWF*{&hp`a3}Oejw4#oHL~#PotzJ}ZC5iiJR|nM-$1U{s9jmkv7PQTpw|#o z@m{z-R6q|n7K9D1OIHgcz$Q;Ya5tT%|5LG({tx)`jk2`i3dA^sckf#559tUI0{QzC zZp+Bv)AadgQOCW~I|XSIP0UyrBvN6x6w$+Ld?X9n3VwwFQ8{Tn9oNC7^Xg5rLbu{c zytq`4@4%wZ=Mw00jA(BM=ipiq^-3Y60nbhaNU4f{!V3yulnMHIKTi;3b-IAn@1KC8 z|IdyVyzOv35?ol{NwR@ zh4O{G9sKHgcHsCuT+6@xhZQApzpS7nS9ysx=Yn|i|9 zQ2^`{L(sGBxXB}ZktRfIL_QWP%39IV`S(dS+!FNxPqVBOjxqjo=oK*>?84Zf%@?S{ zyhtz@s&gc-|BBYxC@ty5+MjFAYVqJs*68B3hwDj~`Fn3nE0*(C;Sj%?b>NW7{p$Loq!y1+1*lZ*75H0r3l_ zSNcET$#VkbD(tOQ;%zg2umC{9qpx0HXGmLl18$q>ps$vh@RbAwi+H_`qvvJWueDZd${hU> z1b@q*GVRqrVyPgrRe!AqThPLY`DV^lRQ0t^>%K@Ja}k^|(Yz)zjCzX)HCY@0GH+zL zPRR^`7d)BlwZw$^?O<=b@UOY7ZoZCH&X}LX!T;TPb?X1U^LDYz!m^O{$KClqj!KM| zS>ZVYh-_K?aQFc&*L4ODpembf+;z++)$59UAWPoN=jo+mzw0A8H`$4I`}7#DhL4@{ zjyv%lrax;OG4gXvqKjeQVO8^CDG&+r;ll@;g5y4LUZS&O%Ria`5=@PW-i4`ld4%h= z^~-zhimo4rrUI{-A8oCrhJ`?-iM9GSLpt;=*5a8q`v#B(w?2h;hoYOX9e(s2 zF4xLbtZ)&j_2=^3zC_zkzR!XvAz7BVe{#$@@a!M^6)Zhb&21I(;c>yKLKX;^b~{tQ zTjyERcS25GM|-01NH$u1_8ts+rK%)Y9dJEUJo;I`T>9Q`v}wy}M?{&SUVA|n^6>I) zVHG${pp7>Gc4iX2(Y}KL2K}4kVG9JT0*VO&%88>;e{*>+ulaTQ;Mu;myKZchM)=`| zsg4`VY_=QTeR1rs{T*c5K{vshDs}1cE|(j_eFK<_j2o7O6VNPv$WxhEe=J|856H5_ zLH#+^Ey5bFC}2o(f2HQUIL;EY$V}IyOA(~itTyqJS`Oje(>nrgRW>%Xk#~h*;yD^g zqOTX<|Cz3->RBsC^Ogfe_;-+L3R`5DyDVmkGTqbkU>PpW6_j`E7O72?57 z=n~y(C6?NQ8LaKw977%bF8=T23)$zXn4)EL58hB2f(>?E2OlZ~AsrfBgTGP7TF-^` zbF&!L=S-4Q)2h@S*Pl|)W8};ye)Sve<)ExSIPkLfzZ5G0G=DT?qS8?`9N`T&7m>zA z-mP=M(CnsVltNe4J1Pe$7ndsbVI!?RK`X+4-#@HnxG204BO@7H04xNn=<8<^1w3C| zc7iNg#CT3y{j@rI$LP{n%1g>)XblP-uJ&PcA!-;}kKZ+#_CG@Ch4RQ(>Qzrz>G>oW zSWME~KyrwC+hxzNPPY8_fr%$4K!bp>vDC<_@#KmM+acM_K9%DroOiHZDF7*b+A_x_ z6Q<)mZ{NI!KGxK|m+YF-QDaFr@X>30K4G2G(TzggpVXDKAX}HgUuZV7&6K~tj<^hU zVM&BR0^xEB@<$|q#dtqMD-tyIoI+Q;_AjJg#Q^zS?U14}+$2RbA;yy5IXSDTh5vSVAPa7#~;d1zskzBvq#F z>x-g0%M0GyNty#~ZDd>m07G7exJ16^rpkX1$ic6a)OFQ8`2=UW$||ja4+kPrtM?|+ z5}hbd8>NwPrQ(k#C*5!?x7~@uEG_c!TL2HoWaQ->HTpXb`hTDJX8tk|9g+h?e`Qb# zwPT5sjKopsz}v18I1 z3Z_Mv3*tqY5kaI3^l`Ew-Bo7Dio$We%<#;Nj9BISRIq%Wx!_3>MGWh|0!#}@2?+x* zwk!*$_heaZ=6e|AvXAYu{k%*oGB-rgz3R zDrr=w9lp^625~V)vEw@Gy-vjKZn|UAzf8x%0bfSQktireta$FV6WyQe-$|K3QRPx` z8yuMacGmp`=APG|F09J>_e5$zC{PCXdx>auyeqPSFdZ0dPp3rZ7QICKNo3_H->cs} z(ELShGP>_B@rj6Q7ab)Z|ZD*l{D%+Dfw@_br=yw1cgVMkL&*{ zx&HOD8kvTVZv69Omf;ZA-5R-z(#zKb&(SG}DebqoSaI9vD~jkWGMS!UaKvTNeu zaGs*nlHo)w4-)+{0?(tyO#VU3x483A7G*4xJP&@7J~db{l_q`i!TwoD$IuxXiI7(D z?mvEO#lhBsGX-cXx96B@77z<1YSX3uLE< zn)3W7Ed2;repF!b60X|1nf=A6ZH%Ie0Rjx(pl_CT>Js_-4*V5J5P#^cV0<(7{7p@F$qw_BiF88sg}8KBcA_&)Y*s!S;MN5EPI zob-G*OGFs5Pdq6>l^o@)KKyNSRz4gd$K@sY=vds;hwM->cgQvx2_m!AuMc4ekTj3` z#?Cm{^1cTTuIUW?;Va%Ft(#Xbt}ub}Q4>a6w$W&39NkGbcKuRe6FegiV0C@S(8-^O zg3CAl;;mRopl^;&KrU%&DNUXa{j-5ZUF1rYze&Mm1J^pB>-efaCUnHK*z6XC8=M(z zX0(DWT^pbcu_IbsT!aZI-v7|WEOJfAm)pBkOO2cFJ%2>Rz`AxmjHNL%~164@% zJ%Ptl;&B%J(t|xpV&=Z(+i1iwoiHv|m=M<-;ABh}tLtq_cd80%sh^TsuLNBuY7JsfQ zi?#?uOc&5O{QK`li`i}qAIx`W&_!)8{S~TgLYV36!$)PT#TQO^l;2c}f>@6XcqT8z z^P{p?<_0@Be)16p@L~w#lBw}$eK zsDKoaizDoDvuwD->0!P_91f0#4gMIYQq906O2ChKV{h94&Yo0ToRC~!mQ_+_@zot? z;G}!iDRJLMi92D6B6ohPBUS|~NJMdkE)|s0QxTTwnwu(=*_GIK`h7aop;TS(nn?Kb za_1Ctf(7OA#E9xfkq|S#)P~?0c>dD!IceykCSrbj)YAI=Uo(vr>7X4Jvhn}lgxxYj z8M;w0rAUh63gy`zqo4U_)LHFszD$TX#P^*f=*`P+&2cxsenjXXw6+d1nklvB!DOS9 zup0r1@oa|JS@@IKxx5i4H-Xv0<#J9l9ipFE8x2d?_6ms@)9~ z7W)wp=g?iu_5NFp{d*+_V8`;&QhqHvm0-FAB&;BpoC+uAeV`NmltWQ{57mf|_i5Ki5BwnH z<{=a*;m6F4!v?+w(#n{{a4j8nYDb+%mVZL1{>ZjDL-d4*s8NdaK%OBlNIC_j zZ*fi8{!Z}DC^PWrSDXoY5RY@UZ1n;E!&|IXKoNX_dpI63oco`R->FhCX#-;dH_Nad z0qRcrRhvCp*0iBgWUAV&p?=o59B{ZNO_wiLjyu8C70fk)JRd9D72<||BhL64K7Tb0 z*YMCDl@TL(HZ&h4M=xwv)}6=nkGA--MlKWo;eOr@tqbc9EK6e6f`S6f@{*lB6-GCT z2lLJ6?tgQANfiJ0Dc|!J1&nH_nnS5cY1%!hf^+Qi^QuN3P<}E&)p&1OIhvU6y3+6g zKp6H*jnE?TE5V`B!i-hNY_|`68!=iQ0HS*N1&4j*S;NNSP1q9$S!WWQ7HwynMecS? z8UW{lPW}X;15S^=v(UnfoTaZn;1w#rY5cGC{s}1x*#sRko;woJ?#%|U(tZ@56}nig z_Wckx1aR;`kdjf=jeo9K!N=Ti1L$=h92}mySYo4EwJIkl@b8i+*sQ}nZks^nmS(JM zU^ZUVApL2N3V8cH)l;P1c%LSYIalD{PH(0OGl*pEQPT8;8YciNKL&*Zk;KS(TI9 zn0q8n3DYiOFqW-Sz|rks-iG+M0LH|1^vxCO61kmjkf;C0o`c z(Jw0k;0eICjE(MEu&b1fhlVxPFDO@=~|}lk7zHP5^C|M zxLh%)O30&BXEB+ApOG9Bw%^}7IPo8ApRVbpjWV9x zcwuUPY`f)(juTt;c_3lYu#p`J7$ngen13bVwu2LT-r6of`jyX_DkU6LV;|Nx>+sD)CJVx9ktXM1)|o=gum^_j;c}3 z9?Z6(e90$;>+G!VQ3UAi7Y<`dW9z!Fz=Rt2=n)fDU43fCbzgNuTZr>Hlx)c?cRsbdpR@NjGF(Eh!?BaH#4PD#rE>Uu$sPAR{7e8er zA^bqTy<;L0MchmpRDBybR%nGtFkgB|GSxe)tj4L|ThdFgqoydLz2<$yya;iMmk*=i z0xqGxeSCMAHqm5`rq14HXX`CnE`D+q{1p95{9Zr_ue2D9{DGiX#H zz7R_KF%hO|FZh0wEnWc+9N+hISEqPnHfLiibP5|AUYldNY8DY4A11)put|0=@}IJK z?1KEL%d{4RbVbHWi%FisGI}e7`4*ZMg#sv`ffeYCyqZ?fVBp5br!zEGz>g^j}9=4i|xf&(wb`;VMrIy~&H5!}kL*m#GA)_2!fr zK~yPdc_zh8lk;NN%Nk0j*vllFVmI@zkAKu17Rka#(rC8&5;{nEqQ(9etT6CtFt8Q0 zEzo{=&*r9CPuk=9;VJ)*2^(mEHBgXm$Jn;#Bf#b&|HHyKVE0oXBb7V<161Sc-N+wC zw4_PY2);ziCpBWW>UeXHE}@&bzxj&LI0%PdehX;jJtM}nSbf%V*Mw|tFENO;jtc4O z17Atks-A5jfw$hzuai`g+z*mAvx#j4X}ZbFZN)u;eUHH(p-<-wRE zq~AkGTgZe?N^PxkV~U>o(+u{?7bB+!`Oh2*K`R@qH7ckO88=aekK73+rjji)?lF(q z4p?IMGn^Z5L{CN+wn0xQJ!v*>X=SZWcs(5rP-(*JR);Bc(F{1s9!)5I&~ zq%_}!xE0>Fqof~rcuiR53tWx}VX(dHi$=^*oNmiCA_6_6JQDDt{`^hPr)?RDcATh- z*q;W!OD6amkTU|WDNou7?i!v1R7s~#dU|zaiW&}6|H2}Tq3-3f?lrfcA}DZ^?H#cL z5Pfm~SOdtDt;E`ut|!)WB5WvNmzpZgvEwRQo~*uBf5(OE-21sR%10#cXYIzm{Vl=H zH#I_~uQWP|+Uv%@T8WM8>pcd0O4O)HY3UCJ;`P|1auD$gR9Do(Vno?EsEx`v@J6TD zhuF*R1(v^6E0{X}V9y>*?j!MV<=S{;@Y`7vjJIcXAgw^1gm?HO9X{OWte#Qw0~*AC{{!yBLU9))%)xEqfp3|qooBW}x@qQ(W&$HB4HxYL%4^Wh$Q|BroA?$WvDIQ-54en?4y37Z5Pb^uDHj!k~qlvu43T z+zV1etad&`CL20n47Te`p$9D0s0OwL`GsM@TdGWbHm6x_jZmR*$&avxMm)q8S^ci| z>R8PLXqI8?;xgGGa#>^8U4KkO&|+ZAqcjeITB-AIqQUp+6T>16V^R!(ywTit%zSt$ zG>$gN?$wjVv7x9xHpy*3Hhz{61QQM4KsG`^Lv|{{iI5Sy({etfrzGICqn96_hvHj{ zSDlKn13zK7Fx|ZTSQ9?)ZI;F)H^kZ@HAz>!FsFjyX`v>nkUks6V2PYW$|s$DX~h)#zLBD|c&GhXm!6uLLio+P-CH#J z{nl?6+{Wz&qF2MY-6@+*p39@U>zmc8S(=|8wTKtV``g=JzzqwNruG`I!geEgTM>$U#F* zsdt64I?XBHrDGlN3e>%{OtuPtT#_YH{FbFIAZwRTdcC0cIvoESH(dFM{_vYq1aTDW zhfux3EQq|=Ic`*UnTSIAefa0YL+17HooQzNmevr^iZBp7T^V)}=_tT7jl4j2Urs^) ztuPw02&iHCyjMtKcfO)aK>SJ5He}{_fvH{p(&gYQ-24IQljh)O+DYUBw-`MuV(BqmCi?eZm)P1B5#Y+weXfv{-jN?nKTwWlj!D+Abj6>degG zC3b=FR0(UwtQ*@LFOF34@$Hk;D_!=(4DHU+5#G=!ub&`lhh)d2BPIBP>QmZt?6?e4 z&A}jKvI48&BJ8u(hfisk9K_?nE{!S>p*sIw$srFQIKUWyCs^Oxp|D$ui3W^WAwJ|d zWRq;zCck!Bt218=f;3vgdHiZH_7nIFmq5opt)P4J2DaW6)3S zy#@m@r`7Z&;2WftOlHn$Ak-s5;6xwR1m(f)E%p2RX{h(IB7@>j;ZspWi#3{z))YfT&!IDh8k$mX%Mm_Z<*!PT<+(S_`J1~Z1$Yu ze5??uh?r{|**HKQuj{b2^8Qo{zE@v)m%`|%6I~fDOc3>jCJt3P?1sV#24QYGt=gywQdnAsV*qa2zfFWIl-wBD07zogE;q{e4~>3nGQMcPn-o=r{pBxiz>sPsz{@!W3`wcViEk zT-F?qZ#YZmnkdV9-j7ilBRKL|xoTKt2!IgTdFJO1^cyXf z;(f(CiS?B6YvPww$3=0AUoMnnYEQa?+^()(fV0Ci9WT?~|7Mjnv^AUdx6FCxR7d&7nB2A~4---Ms2^Z>e}s%ex4mx(^kwl`v1#^ssO`?G|nQ)%*3@toNTr)gv=MZpgk~xUsBy5=qAK0JZ&k-CRSv=WclcRA+kVdea9tQo752|!5TiXh*`RP}?* zJs|4J)|6+^!>g`D1zz-)-Nab>c1n3QWJ-ZlTGwkf2L8u8yw+= zQ>59UAf0{ElR>!5FUU@Ce9<+$X#E+&aqu!oRZYI-;?+_o~5 zVMM!Cj)F%s0-~JI6ce@ictNMBtHU7v(_RgcW%LQ;mj#h~Cw0(*l2 z>rLbqo~PqLiS@-tshqKHZCJee+bGwFIk~-l-;Q+$O?;{C7==(I#-O>r_$Qicya#tO zjj&`6ro#2UvrV&m`j^j?7TPU)R*w~{_~*Z}qQ^h+V##QY>)~HVa$TSt5goV7`E&%u zItLc}C`O8vz^z0J9?yVsNTq3`=Y+(6s-b4=ZM(v|0S5en8E2c6ny1lt_u*6M5#eYy z0m*~(@QHeKR(&UmCY`QLz*1RFX(=-v5$TC&Hcm)PCu@c zlR^<@T_PRB>WYDmjeYoSq{E4INc9_IX$m-nK7R`s<3Va?@>=1ufn8&6CQ7x=l{ zizr4-SZgsygi24{y1$RZbXSOiiw`F2Kyo0*2+NV46bwY^z~_Y}B@oX#(~a?(ys(V? z61^)D9nSvySex<2@2gUVdttp1zaC5C4n#7CVWZP^g}O}*gUTtfh5JBRr9GGq6zNKt zbIId!9{VIe!g-{bE0?V_X%g*E*c_fD5<>6|)QGf30-i3)I^q=$Pha3HP#SDKey8cg z0fKaY>X2p~7oswlv|O?ew-GM+i}7{K=y+w(MZm{~^EHdC5+2|@UhM%F=Q8G z%gx}&fzzf`gRV|-Cm&_P)N4jPyTg!z_0umx$)XIF4ngNA08w*EeQ-vr+q<_30O~PG zL1m7sX-^Gakcm1w8*Bb42Ed z4mn6BJJ{vdn;3P09DE_sbaIE;TT&IGXy&BPyA(M>1+Ug$BAa30L_^EktzD_(`c?Dp zjb^1fv^(SSZeh8~_EUj}+u!Xt7vImjpcTFTa>ZO{R%v6(A?VZiPVZi(K&#zf@uNh- zV^7W3Ex44V8wP1bqqb)sBYt!LiE1v%ba?*W&iP|26&7zEpq%b!+*ZfJVn-c2s>#*P zB*E|(EP5_@29dyJ)uwp&>q8qfk}>B~C=et0H&xFbT-e}tK1IAj;YI2>#)Icw<4=b_ z!q7s)*!*QMjB025iG_2c5@@bs;#68vA&s`mEXL`-z|x z;17FOzioza(8@@{J3%&sRX{S?VHNo=z!4jWy9787FQxQ}c2x*^`zdp6RlofJ_}fF^ z;kOJn7^ffJ0n_-+{Q@!Ak&UPl_DibuXXCIxRLD~o5rP)x%Klx^Yv<1hj6#hh8z2da znpE}ohq<+fx##ure2T`hMGf~TH?L$V2vjg<_FM6R-{7{5dlLRu3>iB22l4H$XXee32lm4>ga77f?SyYmH)&WTgHd$HqBPu&prz`w+^ znpzW{(sNh)Ne?taV_4fl;P**;`tW{3Du{(wADKQi?rqGdk~sa~*b5b`rzCF1f{qTRWzDq zcVnHA2f-Cn1$#-sy0&Hi0#;S^^vd-lf@%Lw&>~I*S8qsWmBY}XY#0fgV|)@h(P7jO zzM_TsQIP{)d~|jzs`iK7^vfwZ)l-|V-OI^?+}|*4XkgDxdj8^6fm}mt-5CFp#ZOgAG{`@z z2pr3vBf7vonP?iZ*g>sx^(MIT2tD9Fgs1r(3q*|Z=ibm1E!{yx!IxT#Q3B$NEU(?v zp^cwy5|eMIl{T{OLXV()(!MV@^E*4qh8k#herG<}_0Tw!@sa`-7b)IGm#JgeJBH;9 zIrAF#5n5G^FHdJYnupC9SO$gt5jyXH_u&cmfqAJ*re>730XnVGjwstk{QN4o1%{vFd5 zd(PCOD-HI`JehNPt=hFGcImV9S#IAgdlGD9*(%(Fg*Rk)Ga>pQT4RyY1?$d`h6~K7k~3ZW}$bk z^7v`xI?+Y(7i~8K>&4$+1OSJ9pX2; zrhc|~%P)2vm>wz6+S24d4exN~dg&NX2W1!|L4wc&e)tf0v^UMyES_nt8#}IHVEo*l zozH_`2@m)S(hqMrKU(jQ@&6WYeK8-W99Zv0bUI(-(Xc4@fHv`m)5_7d!JLrZP!p89 zLsY>i@pEVrkM3X>=wY<8xpW1FJ1tJ_*8k&KqpX%XuPm=&+u^g1UYb5-_nVLTt+gB8 zG;wJ7WDp`2kxzg3!3U)A5>!;2qjHrLKQT zaXCbToS>n73N0eb_c5z$s(!i-+E*VABA7+-g@vH@Y#;mbvb1ouPzWA|J{4xReiOxd<;uEj%MQ$QGowG zEup;$Gv%(aniP>H@d}82d2QMnYcU(#G#qf7XH8(N(h4+vPbsKCjcwf}A)OazQR!d8 zyEmW4c8yJS_a&HgkMB`o4z%`KpL0DN>FVMFNjC5CKJr9Kwm%Dxb_AMcVc^#0wCo*K&>iaG!@YWY119vhq z+XZ^%tm&)Ncp6(8wS8%L-B0)557L}*&|8tiYIHg3Rwr}v$CezCz*a67K1E1>C7c%0 z;xkFzFx-$i@g=jGf(q)qUFbXQFcANOp4D%Bf!wuwe$N!>gogG*Q@Jnb(k5Ky&Mt+R ztXpkdh;_XEJU7E@Zqa$SNR+waME|FzmR(zo(OAen(xuH5s*@FdwXKfolv;c&se!!5 zR3h%Lli$W{zo_Xae)*XRZ=V2p{b2l87rx)_u(#cxKc<;gulEBR^s@j#7*4wtFLA^{ z&zt!Y3^qZX^!&O8ZGk25^x9l-i%j;xn#^6}=RlGb95Y}(KnYO>aXZ+yo^ z!Edckr=}L5x0p5}@KEozOp8gDtr4%=t@{3{pv>3d*tQex^mdD_1;5pb{*2{NQu z@6Z0c9+y|VE<1(rQ&)3%)$Dg4Je<5z;=uXIDYBZ~HwPURG+750Sx3fmGUWvZ{OaAQ zaQMKsA^qSylci=W%jf!)VkJYJ(Me?MHWJ7%uX=c{F)+7 zdBCGr<>LMjo8HIR&aHm%Ne?^ErG(J2V*NgYeW^-*Nj}cgc)Bb37wuMjuG3B-{o|aV zl5@fqjnpxp8RZ*IFbhkvp3fdmVy6L(*X>xZi-8P(M=PDmAGAq9$(;=x1*H^|D~%!$ zUj@b#X#Jp_eTyGO;%N5c()n%RGGnT0+l+Up^Er`&)(5qzLBTL=v9qoKF21qh*+n-9 zV>Oz`ySWX;E^F}&JoyYzLuNcT7u`h5yA`wW9ic&U_uwb0qQyl$))NFZP>zDz)TBCV z4NWlP@n{1;8bG~EUBg8tNS%?h2o}0cX{Jl|;dcibAym>00u@GuX&I?K&L03s-PR7-+rongt-^T=(n=F#>_KLJ)4@t7i zcw83f95Y+`#E@KOVF3E1Iwbhm`x$@qJ2ocXZ2MJL|8xfe+V+#5UBP-g4!Sza1r-%o z<`$e~_3U406)C64WjP;DwkS%Z#WXGNJ1nO%&CP}vMhsg7;HHzD6vdImJfpXhW50-v zA-=`R$H_6K72Cs23QDK(u!kIG1XF-#CBMO^B5gGsObi(B;rLnVHUH(P@J>CE5{3$R z=UaMr+{mg$aQE?uXhiSh?BUA~yWoTqok}SR$s|>2u`D;*_4eV#Pxwzt=3Uv^mM3aS z#MF1&IhOxOS(^nY0BCw4%z%a6&nXaHr|DST#NdUCW-cq$p8{_4zy%L^+mu}^5{ffa zh9$kGGkqGYx+oEb;cuwqpGSh;vcL1F#384N!j!0??2Q17mg}W0=xXdeoD1*WR~tI& z!KNG^i>J^bB*C--z0W^6ymm{9wx@>i214=lgZ01T=7{nT*WQlR*X2oBS`X#5tX^+{ zH3LS7P97zDV#c16@VYs8mY)9XQ%7j5wg-W(NbiV}sE1TU!6a5Xyf>!Vd9O%g1UVJ( zb7MyGsau4Bg(@^hUy;D>Q}4#U9|;KoGD7MV$MVv>Jkxv~y2Z|V_p;*y+8zZO-GwyP zd}e&|OWJVHpxJ83DT@1>*TCIH{=^)Yn+y~1G#bLgeqv;_bZ!euE4>o1H&2hj5IQ%$ z6`Gq(zj%|$%z8(1^ZDrQ8*PSC76!!oBv}^uHGVGgzQS*URjxz;pWtAglU*+qF@l_x zvv=lVI$M>cl|Ll;vK;AS_gn}KA;i;<#4857lQ-#E-EKIZj-`O(eZBs|(d-p6$=2AG zn%1wkD1~@V#2+N<#1u+a{uop?9e*sTT40E3^J>LLIGIvyfnTu^7NBxfuE<~wl@T0a zS%WHbHOI{zTaARcGtFg6<{qdykz#gU(<~m$g5PQz?aMC>ej)h%wg`Ym0m?+{b!&pc zIY*+hY(NIT~q>Z%uk1=hTXbJ1LwjLd%|8Te5 z^=`IXTeX$Ihzo?8UCHv!p<_n42`pB2>UzL}nP6p1Pgj%iuh*UMWk+j!(lDMLd9ogi zZho~)6>i58*eh=hfD8s<)gwXC29Tg9%nT(e^f9tF(UpOd#2q<5z2WfH`-(*Y@sTb= z7o2uGyB|O&+mA63iBbd1%aoVBzO^>#q%*vxu#IYaEYC>p(rA?n46e4~;s8A4I<*@i z-OGvHgH8aQdlAjCsM}Xo5KU=hI~Qa=##5Zwp^zzL_CqnORhr2&TS{SvRSK{D&I0G* zir+9_jtDF9KAtmshgpr)BHPO=GQHT+k1!JOT@Nhi`s6}(z;Qu#@h32v8Dst9*LRaF zO_N#@Fy7_a&)Y`=>$1EE%aocvh6tco8Dm*}9lowc?xxrdmsX9c?l${?`wW*5$$c#hwxpm6D*ePJsq93|keUbBgX?sNYQg>|p%|)5WOxqlJ za*7#ml@u6*3p^8{*6Y^E8~gb*&2e8XEhZ)uL2uI5&C;Ye%Feb#jkUlO{bDNBf`My5 z2Od7M6Ub)vjr|e-5cYcE4u9{RA3ybU9_a7Ob<%l*oHyxu-!RRF?F@T&$?V+haHhu! zc~o)_dd|GLxL2G|b?uV-R~_pK`Rs@7EXs}pfVu)@<*sTqI2E^d1K^N&E|!Ls=PGrB zPPbY!P4|c*j3DhdpzUE)T}s5mZ^Llfpkn=9OevO_Y*e7j+gf2K?V{YFvW>=~bs0-? zvH3VM(j?<&HN1RdUht*NPf?3tII#bN=O7~}870sG-Faus$DifzO*ri~2(U8l=bv@> zahqWkKa`nFuHE5>K)8S5q}O_;0y^Ys&-Ou5uzj^sOy$>BCb9r9`s>pOdKTr1|(U@%xCx!tIEZ z@3@(T#4}*G zyKu~~m}uKI36QDGdD1zCw|WPna5KDv=nw}=uda8In8`-!!QgDH zS5P|I?tN@d_;O(VQ(%aNpY2ZQq0lXnqH$cX;o=%| z9~pH8Y}Ur?u4C{M6Cbcs4Gcp%tp!kS3Pnf18|ss=3w_VA_j9QDnO&n-n_)@yJzkS0 zIG4!24A%mIkN+DuqiAW-n!Q~b{t028eW8aIg^%Ll?G?`u6A3uHT?`wnlI?YZM50%H9$Nby{M|~;pQR+#! zeb3`;W1b%6GINJoLrdn|?=KY7{QEq!&wJP^K9qqefzkf?6>X|TQLZNfpltzsP~dOX zdSXudH~4U%E#mNL9FuNdwPBRHH>gLN0>Y)qYKw zgLdM)Lr>Nk9(qRlkqQ*_12!Gpq93Xp!}iQL1vrnFYZpeY&=2L??C7s)ibQIh3V<+!^Q zS99aa>TVSVF=mnX#@~Jc?+V`e{kF5tw%9}mk**5G{DHYS-UIcf=>{YjI!dG^D~grN zv6c05`S5es=F*6#ASe3PYc&Q09_12}>m@N_^Z6!~VQKBpJzNqRM*fa0!4;9;27alo zL`7!CTjEgUEQl$ObT^B{azyo+u9-h$(-ZN2fC?ZTJyq+8HF*5$eOL3{hTi!@RHR!| z7`E}o)6$Xv|Bjgp$!T9qy4hs{J@RFt6Fcz_ghf}cJV8VusC&_%a?5d6V7hfFq;24u ztdiE437fnuKZ>X}Q9ciNvvbk&^C{^Nr;;eOrUAIp_kJO-z>EwEHNUQ(Ee2G+1!` z6MXbt?~`*K!uKf-4vfYYC)t!^3@I#tPY1Dc2RDwuuT(yDGsMo`rpP%PI#!^bt_|C~ zPK`<$1CI<=U{aopKB)Mrh8>M^5%V6$L9+$_4WD*kDHePk$6g{fyz*!zcT>TR>f0X* z8=hl%Mreot-EZl`ChAA?l^?#?8=S_%vwUG>>@t?Lkc{XXw6x)zGnVO<(F!jkG_+f! zh^K*_w^+X44;lKYb-+8Ua}Cv_qeBL<6(;|`+TJRvtuE{qCTNQUhvKw26nA%bDQ?9z zxLbf0x8hE5Da9>7ad&rjiWYZHc+VN%#re4{hn1Bs#Dju=Y%n-=v7#o*1F*N4iO{D>b zKk5ckJW@6Ac1{nJo9inyd;mya5o4t=e*-F;uw8oxp~&h#tu z1q{5W!O#AK^;=UwuxPau+(u0~Z4FqpZO0!mRDIY{ zqo`xl5?F0k=B>oU)P}oVdPe=YzCitoEzb^;ch}7U+ki%X#gHY*<>eB!bi%*Hmejse z(H@!IC+5X;%PFOpn{ljOKo+jcK5vY7B0BT0rbn9ePO6Kw5EHl$324R=Tyzw9ayc4L zJ*3;Mw8_9mRx0C9zD4ruxkmX7b$@dcqZ5MOPZ#?3ZK?@fI^xRKR_;_d&av|wJY@*g z&`1q>lCCgM_XC3G)s&Dt?Q%m3Jl1t@@uH@9Y;2d>GzlBae}pLh(lFKja-&y0jJn66 z(z>}{SJk{@0-q9U5Z@H&2OcHis}?i{;H2~^ENTrElTmu9l#T~#^Q3&jj@qmFmuWV6iT<+W1*re}0It}(W=!MFa$uHa<2jD>5@u(2EBbGxU@4CcLfnkDh zum_-QZ^z8%+!lEDX14b2NAHy2(bo zS0lG`4vZafx7Sw|YNXWR-BCfYaw$CkorOZi3rP#9nIc&xC(LEOs%ngrCV zJ|=sn=b@B?SQmo0K>?o*gu|%RJZ{3g_`vNQT)dL&vHOUS(KDIVzFnAwSw4E(r3S-& zI&DY3${|?FiCmL7)7|v?R$s@TTv5Q|`G()s;%lqnmnuiq?Y5wBSKP#}h9>Dz>$f6l zEM8?JO927*8}DfbqMj{64rkGpFp;~bvk6DMo~onRWWphjI``fcrJ%AXV6eG+(nc=sh{+9FQie1p=qOt1jcm5 zeuBYig+6$y&7gPe7)3GQU}c~RM|n+Ju1Fp8NQ5qfRk{z1vNsg3v(y&#Mba%N>#15Ykq zS*yQUxL^E>4bT^Q+C(32a@ww&HrCfaE5Cjp%a&w_Np4%eR`IkCS zNUCARV=zGYI#1wY#${@SFySGY%es4W{?9~Bi`mI+u7w_wiADbJZ*QjM?r+;aGEplGy#NWPh6O8RHoebrpw>_#M@3{T zh;fm)kKEPl69uiurpSBej+M%EOLLd@ASoGgqQ-W(XMz!=U{;&%Q879f`19ciV{&1vz{mEd-Ac3TWryv=c)lL%q%`dX1vrr2-h%)}$bVeLf*#WnBM%ntbMp*m-(m4TIVOwDZd@cw;m(}I_lGJ4a6uEjTrrgq7)ToOP>jRHuUL) z&t;Bdf=-62__1TXw#|I8n-<=}!(R3~LkqA_`uI!iLnjxEnO51*{v~V+?!<}jBnl?{qrn;bF~Z1;VmuM2`jJ`$#STX|6q?GZnhy zVWD*&Wl9=c)GqE~QmeH9rzDN*Oj<@R(Vul{w8!`z+Ty?MYs}eu%9m-rd~yHniJ9@_ zz-|eFjY8|`B05-j|8qyC2%!E$f6KiW6zP?2Hzw112a7ImWY%%BaysR5twIke6Hae+_x_ z*9I+U8#XoJ-@I%X9Yh)t@o-&xOw-CsG3C2Qp3H4{he`*CdlUevslkOQ^1mnIchguHH>0 zHHk6jo5YMB>&+9PcRx*hQ}|?i-RM|@Ld0<8(mkk|VSlyUE;|TApiI3vG+dc57H(Ui zufIwkI^Sgw40%IuFv;}$?`{ilAU+&+e*>}xA82Ty5QU%P%n+X_LOB=l64;w?PaI+NLCvAqivb%+_T)N%Qs~!ze!dGx?=BK3?!el03d?TxXLFW69 z6@p}r_S;)xhs$S8@@-Dn0Rzl!LPmR0XK`iq429DXQP+2LBZF%B(J<+HY6bmrim5I^ zQNqVObiG_AUfMEQ8L@6v3r7k1pG!)>`(d&{@f`wNM-dDa9hoQ0g?~uWU1!RIA5{$C zwL*k#=RQL%O_6q*wqvIEb72gAiL5lhG?ke=PRkh*y**c9Kd)eE`nNLpyKlBP&t4e1)nML!TXq6(uAh4_kO%!5Te(oJi6<1 z_D8E|>x#55!+OFzb)@}GNR$1G-B6yF{pwixzj5eMyi`IM`X~zGI&wA+kTLHiTvk5> zA4<|2^g23Yd32Q-KG)2Ydm(%}aGUV1;2P4L@od1~_eSYcihJ)OL^~bJ5BDJ0FLFQh zd3A*yFt3SP^CDnjGaQL7*UJzqf6|;3w`^*ObvhaznQ)MqGRna8BV5`~g_`6Z(+YEN}IGJ^mNf!JoUWNas_?{$H7pjsgVy2SUC`Y{q@@C%?BW_}`6d zWwxFK0X!lDB3DcT&=oE@br5tiCEzQwHS^9yJ^Urbi@&`@9H>8-_>u1Q_%B4^}0@`V(Hp&D?-NHAt|so&hED9iTypQXHN-vyXo582_IpH9Fr0f5HCidFN%5Q&D@6HGfbRr@WZ=&Ic!*DhttdrIDoZ_{Q&ti^v9 zBLs+&_y0JDVOg~17!P-lcswqc#tvEvKQ4Y$k9YodJX-KBEo(5%GMf%v@G5SPW<=eA z?B+7-7jbs?2~Fq2`5vGV9Tu(AcJ3=waEG1jy8Xukj_DBb=Z3IVt^l!u4d3NV{$CHn ztL~j{&-uVo;e>K=)YVq{yz+|J>GsOGlCFEVlSe~u0RcuEROT9)Aq+G|Hzb@A3 z3sXwkE@__^%!DpoTyKCbg;CRk6z`)vzDOc!OtQ$ZJOB^gbw;(nEgJ?YK=-zU8hX$7ZFeF>b_&7`$*1OYu~ z)I6WX8Y_pkA8{q>oF0f>Wn~;K?G`TiLM}qv;X)s?SJ53IS)Y0ba4Q9AY)M zRLFhRj(8fIw1GVDjqlw5=)Yzy?+OPzprpO-GP{K3trwCTwPz8-2wsk`Ukobyv+aN$ zNjfk*U6D0%9#{5vULMc1bXn3B9GjWi-#Y5}|LkbC6;e;&yR-m(lb(cV_qKnncK)Xx zsb{OO<(p3xsv!H(p(Gue0Hw9d!(k1&6zy-o=3+3?ju6KubH$Q@7_IE&#(>6m{hMDt zty%!_f6MiedMAzuxV0$=>^xuO8$HQYKoE}{DTs_v@xEp9+y|jBO_+($-U-jHy zwymxEHRE^O!+%3CSkE3eYj-->+ad%>JthtIDNRa+f|R8J$AfEH0ocQjU()pOG`^I#rOyl5kU9Tl~T}Yme5^}zbXtI*ELeK zBx5BJs0q+d?Sa}1x?#BZGlP9ZXRWWJLlCzHEm;MgwqA}!H6#fBsDsA*+Db}Ff(2KC z52uTf;(mHHUu!P(q{ZC)^qQYDzKldi47h)2M^N_t7q{{65;*_3C?AWq=5-J{(eC_Q zduZf?Qqz7$8#AzC&hLNhLHu-5q>L2nx4D5~my;??<9R#TE2<~X$+jFg;%e2}xazJa z1xSfbo=0JB#fTzcmjWb%h2lkyw)(35(}9`v1<~K4sj$HZUFYCmlEMdM=uN@YUzY&? zZ9_8bmI6FG6mvj4C5W}zB%(g*epN4(0jS9ao_6OmUS>c*^CdcZ_G>IU(z2oV47{C_ zJ$W@{K!RvTFKq|4-Suk=r{}RgO2a-$hypQYx!+Fq&p*{l?BQgdoca<)0Q?BGbm?Q$ z@|E|za!8&O_IyeinI2!hBo$2unmczETpmOFlmVRezBvLkS}vi^5}`N2<$wN9#Z*UO z_;o$hc)Qsn_^91e_q;py1Y5vG2%>K?m$^}RHX6*~P5~Qhx(s8AEIj;SgKe`F8i|3P zZFJtb;Z${?tgCv#kG_gf^;@!evp=W?E?fb&!nRHUX>N^v|F~)B2cjOnFvLE>cirz6 z$_?*)Xl?5Hz6sEh<@=xO)6{SzIdu3V2C6I1ARWzgn09bSfT~pA3AybZc0S%RqLD%l zo;#;|7{RC0_+;4S0Vb@iM4$yf?hovy;3KeWckL}w>}UpwfY%FVr|JF(@Wr{iKX@-I zLy?eTV@u@IGx4{888cS{fh0{(3eWdN9`^8TJx(Oy;M=FfH!2s0?W}rI((P46RNuW znYS}ZsYX4~e82N%Y)9&tk86UnXdrkYr{1ka3$6Q?vVFTnMD5NWc3^Hhbl8LO{XIO+ zi!1+ddqxel!K~o7|8o#s?MosI&p;&cj3PkP5Bj^_&Obh~{;68oG>x;h?%feRZPN7SH6UgEf7*O50<262 z2Lt(7?)qI~5i3`{fvJ6qe6f!!yZuN>46i9|NlwI`c6-Ak;fZOKBin6P&&=B2OS^+< zep>u_F6`$hs!-`&k~n7L$00sls<#bJW4Da4>3D{^d~NXRtK&+oR=(9rW4$#8L0So% zj5gv$jet89?HnF|V)eZC$w7MwJ5;gxtWIVXc>t$xv6Um-qANM1tXA-Jh6K;> zQEhKGvFs{vT$5A?2P_Xu>U-XqPv{7>Ne7`fRj@^|O~1kHVQ>F^1@5%tps$h`k+xS*90rTG%=jQO<_O~Rnx!&5_XjHw%3#?k z82dd2fTpQLn+qwV-h<@($5Iy)VL2(y#@W%D%6-efy}q2i3Y7sopbA!9SWujCgsE{m z6KW*~C(8p>z%GD0?UVTH$lKP^k1qlAwrnD5CqMCYSgI1bdw60GCJQh@ptq zb-Rx+nxv<=ah?*+kPnXh%t8c+5$l?Zu}p*LX9O0vJDXKmEER zSBi;r#Z*4sjOzMrvLGa8p1$M9*jY~f;K!$+fcNgL7X@EY+2I=$%tHY9AD4Q*RC+Ob zZvIUOl4gw^R%D??4|vGS55{eOv6#@PW`$2*{`p&;d}xM^fJ@gflY;T{=b0*!iRi0% z@ zb(2_P(hWN*{c2|MXTm&iWrH>u!#)+YY|^S;4q)VIJ#B&>kQA%GM_ z_WeB}FA^hK;6nNa?$+;;7(x< zc!+bL4=9kHrf(C#{e$$`?*hEcU)V7QD}R?$`0OA*tGW18{2EX4>Zz~$i@xfXtgZji z?rPM25dpa&)OSlh-iXaz<-?46S;#v_d)EQ@x|Ra#M?Rg$fmrkY^_J5)@|&V{W4RartKRr{|XNGNrLMw zG03~_7Q77iXJVZp8CKz4^Y2-Hvwh*56cT1(`s*VtS*>ysS`-XKpz1|)X{ma4C10ouPgmvVS+tS+EgxrzQj+F(2>Sj&4Gq?;ZGUa&%ZgKj_VK@gIyERq-5<-oG1dC zN574HHm}n`wwDc4Dw_6*wpbW*VTd7;2+ubICFs&!r_J|1%ozeaAJ|=kntxs-Rr*qy zt}voZ?#{z8m9pLq!<}wer-I)72f7ueTR#@88ZxUPqIJnT!Ct?g_CV8HPafhnijxD| zU*4ciP0kffX+4A_XYYt_rPjW(Ui`veOV*kLrM%v5u<@FVWmYMpb&tfE4*=#1uot@n z$_qsaxqc@rjti6X8~G{mEiXaoT4`FCu}-Vtjzl9NrM@vCU1}1qcm>`)oIyq=)8A_6 zU;e>7S#&b{D^3VL)%?5Yic#W2hyPBs%i?n`R4@htdc6V4Bkbb?P%N242&pGH8aiVb z)1}`1L0XaUM(t04P9myluFJmw`0*;!ucCxD1T|wfnxzJhAsVeWltmmy$;l*o8dGw} z*m6JT7#BN&FP_npo|S~8(}yhwXV>o<%5@=X$)XN$kLSxQKK-eIi3==%3Ryze^3F96 zIUn(Q=#F2JOYl~&G~iZo5NW3&=r=bpvx5FTmAP8$nJC-+0Jiy7X26dvx>}Yqy#gHd zuYul3qTU8UR@XI(gJL5=-EKc>i;{Qyg>G0O(CT6Ht)B1@#2>Ce zF2)gbz<+nly6yJ=2~9}8bjhbFb$ekc=#@3duRd@C>MCVU_$y_HE9~Pk8|WtD2`F6f zTt&#<-P91&noUi{WwxDRs|i?#?BFGJ3F>iymMBvU+|$Yp|9C6It;E^!{ZK3{;dgiq z^nL9++HE*$qj#Y(AD+{Cp)|1nEuuGK4Od=;Cl2_+D@IG2q_89{cgru)N9q}+kbe1* zE}M^?l-6DsAZtwTMdWC2XNSYYdI#Nq=E?KF19v-N+AW43x4*tzbiknxAPJoV?1^_g z*}c3vMkzU2dxP0b3GU5B(+X`Ja=kiEqWJ{dmrVil5fSgxkB6^K)??bWO&KM6Upt=T zIY7E}(R%Z;(kLl63z08; zpw(^wzQk7xhxTXp&I*;9JAC03ubc;AXyjMYvG0j>dF%txOap^kJUUUSi4Ejat*gvQ1vV@iD51!8a`y9k=#(B%GP62PiqLex4B`8} zl3by($)4TJLL+Z&)jj7?fGDEZa*Ae+K(lOU^y{+v_$ZtThyB;W2S10-g=%Qt^t%H< z7X3ERpDde3RJBo?GXb~bkZkkp54Z)M$S9MW4Bj?nY>$uXyrS`izGdwplEY4$%6^u! z**ZjL*j57h=Z6js{0ti$<4)(kJD>aJL@S4pB$Mzq&D0XZ$#pQ>+uhlMFSkw#BJ z2xlB9@)(9+_H(DEac_kXg6M-Y0_&scf-y=%wP?wHjY3Y zgSuStJfQ8o?O$@2K(I~68crD%NzYtG$O%lu-od+hM}@#4CASPsnadcrDg9~$eY<++ zigGehrpO7eyCMdShaB#qsZEcQyK>lTD z(v;zD*Kv`j_0d^7CTJOqISEXTvf=CJmBUMa8y%UbCt1m&6gh27As0jGj2Clz^rcpI zDI{oFHTl)zORhDmcOLCGmn_7RU)?x9nP?pn?EmX0t9+!~7BF1x`yoQC9ErkOTlBxV zMXmpfS*<+sk%D(z6s9q%ICDQe7q{P@1HT=GV_?!6>6^xvFg_gwbt@5XpS#Mr-=B%Jepj!GVo;Ota~Vh7MP0GQuEaV?(T&v_0cmA<7uoxv&f0lUtDQavYRPOqSFR)Wqh{ON z=TQjz>_2kly^YC8NXVFI{Jh#2s^H`QM!8>9=qJ&kxG)dQykmKk@K8N`uQ_}#@784$AS(26-(=jjy|-UcK)M@k?ZsjVhmU0umia>m`hJuuQn!~HoHU* znkYwXz0#)1mrl63hAPYovMsC$7<;8p-VP1Wp|v}0pPZPZyS67$TVMLPOk`41*k;f$ z*EpEm%w=tL0xRMnhjarb<+e^A$@cr1>ANMpvrQ%_2^8GHpkoep#@U%#Tyz(7GV&Ve z@X>ODj=|v6chKMU|4p8b@oX$P+J8PU#qRAo=7uavAi1MQan90rI0KWpdFLCNvm71b zfMKDf@8nAEAy}v;igGKdXWqjEXx?OT8kb?L2uOQNuY=|A5=MzU`%j6_TLUy z3`%fJ!|A&x(`~UGn@pi>r%ZJD+M~8jzvjJ)*<0xjLg0m12=HUu_`@X6*jEipA6oZ2qdml}*VyPw=_9N>GDVUUo zB!;Am2H}`wrqRmP;u(@CY=6w9V{Fv@++6ye^}DIx!qNwYde^qDhC{PFp~(IWHj0&P zIVSoy#4{Z?)x;_l@f&MRZJw3pCnnas59zE|-^#d^HI&9z{|_JXAA_K-_Q){7M705X=Uins z1t#az-_;>DdZMCm{{Xqcau0l&=j+WY7$3Jj|N z;{9m1;ckZx3I2{lF9c%sIUqH%7wxp(?80B0j9;hmc(jvnG4lzQ68({JLmrL&CI74C zL;qXlgCd;W!-g}ykW}CH`=+Lc{dagr zM#`WsO-D(9!*AcJ^6L>Y>55O|A3l96hml7!`E?Yp7gzjD`Y0S^O?M-;@$!yp8a=U# zHDQuFnF!oVY{wO{mS7`y)eM230mZOs)CsX)5n(&0}b!o*BfQ;Az5(^ zPO3t~MHN|TwMB_>)n$(Uuvve)6sEeyw2IO4yF$u?Llu~sXBD%NXWif~l@fi<+e}e~ zRRWpS_P?j3BNoQJ#Tk??+-a^3a$Xpw-XKMKgkKfc4fQVPpRCGvlLZhAh7NMf%+3wT z(qvIGK#LvrM%k<{%q}a6&+@-|`N%*+6F$;~jBY{kp_$`?_|;G25q=i00Hh}F0Lvdx zhj_L7wOfZD%-KFMJynt*ur((sUU$Z)&4!089(r7Et{+yvD!@062r%`NcHhISd2CRL zVCtN#2^GY&r94ZCKXYe@6jR(UOoR?8B51qou=qF2-O4#mpmLK8^?p2sr20^qiYl7? zt*>Hs*~|#%CmMfurAq3!Kd$wc2CP*OW4<;NQNXFi5RbABqm4&zG!mBA`QF1#RsBqS%W@GWTyfAdrY-Q8vd`jdWVst=y*1ZY_>TqX(>bKGWmiGe z*GE#`!;63rkH*h=Gk~V9pAVxigh_k}PZx3_s_v8GySFY(Gptn+@3FQ@n^3GUc@_Fa zsCthAi-To)3A5UZ00^I&h{=p3AN!R{Ae4UuUfR`%cq8OwXlGPqrrs$i^-y_X>e{*T z4(u*n&HR{B@d5E+MsTxF810J%u)aY}aaUt7*Mwo^!$a<0WXIpy;i`s-==Ip_;P(J# zSl=i)UJaxw7B6%0r;!uPT9{P$`5@MWs>o^oW>d0#JrtVb;6oP2-({S3fw;i|a%ZVz z{g8B?$(*Q*7bu%h<>%YQ-j%2Xg6f)y7Qco zOfidp=R{+PCLG(&#^pD;y==CgzqR-VjCYs7>CZF8%XBu70*zN&{Ad65xSJ-=7$51j zgrj>H{Pi>CNR;Z2P7ri*lZu_8q0~2L{NM>ePCPuo+r3efI#wW?Itxgvb)p9J6cG zCvIP+5ET#IqqLVh3Dm6vUFd(e{_-e0kY-?K;ONXmlVjj6eyzw_Vby< z=xz$8L>OER?|~r+0`yLs;86X~21A8Sgg3;^xQRbE6(!(^e|@r#sK5NGRn5iy(q}a% zF;s=<_>naopEchqgBHFZd>RJ3$)?$g`g%6(2?{Iv*VM+uor*hq0*E9$tA#?)tD2C~ z|GDE{|47cd7vZOIREruuv7)=MxAdV&h2?>$Xa9|;Gj@Pksos+c^B={Ms@;yaXJE44 z&`h(KH#sjLmrwuh2e-1YN5^^8!zOhd8z{gT@I~5800vhc)N~wToNg4ts}&Y_IozMG z+>smxufDc{E|O;|wh4?tq13 zbW3}Z5-ex_Cb1)ux2*Nn8~C}SuN=bVIfFa~C3kV?R7)99sENq;O`HJ(kcqM}hF-KW z?amMBA&{M9$Wi3-JwhIp4M|8NE@xUpxTk)m9O~1z6OOu6ZaH?OF;_Wn`FP**3Y(a*1_u zb6KE1U7hD(IAMZ5U1J7S)7$|Lwq$3KfjW8*u-V%AmfyL!6>BO{yE5%_5g;D}L5oRx z=IlIZC}r_}r6}1xQEwKO5|BvbJ_FqoB{{DQk|o^w9hki*AKi-YC6;OP{E2c)Fn9k2 z^taN)nDnVDkQXcHMMkkOMKP67HhkvW8G$gVqjbIuFNGV*Z_3iI(){lcFf_fn=wC47 zCRyq`L#T;<@5VTBQT8ef(ame+RlCfrgpGFC7McuO3?jwhk!LD_S&8bMJMCmX{0nii z?vAjG8JzYwo=L^iACqJ0@8|O#qYh&y#Ebrn=#4L(smdINAEf+{gJTGW>MOTWtBJ^t5lL`+|oWSrzoLEPksR+ zXnF)&kT%Uc%%wi<3ks)5lldsL`ENJwy5u|xxQ}*Ay-qy8>+MiT_-o$*Z_qXM)yLy- z`eGtyhxpiO99mMT-EmS{QL{*;1!~@`3DLDTHEvxYH0~oST6}Q;W!|!r8p^J_m|LP0>;chGT4~cQ; zM$~*dN~;I%!qtaKUshrmE+rQ>-6$BXs39+xnG=PWDVGc0haxMK;rC73sJwP97CQL- z_;_iBi0+U;`lLx_oFUgk06@=rh{F~*{qixo7SPllu)}&kQal!CTWLhgy?%8v0sy7v zotl%h1yQLXY>hS8Z2{+s5O6(CSdTU%C$L_v;O)!#ojU%=<1xQ{|39P*OkpmUT?=wJ z#{7u7uvj40&u}VVdfZQOOS``C@(2no{oYzMiMXtV-JG{W)>F*K^i*Qn7K}oBQiFc< z`_>TUsV-a?*&7`;_Ctbv>nzmaK#lSGTMb)a%(0!O?sCDxTnUN zGsHWqzi=7(Q8b8yZhUQMP)$pmS7W#^FS|>$tgLL8Upw^iXGQlPgd@lC>LW)3ACax6 zBoV;8(LL`NToTg7~O+vjKqn_vx^H;5Wr|a@q zBW7GmCr9l!j~|2)oSMF-iE(lMxkqgQc+~m^ns7le?$d*j4N@|^pkrYglY zbxhJ=La~jd%xMsKBt{kg!bPPcnBEm;gHLu^H2wB~WzmaXW!h|IMTN zjRML_#WVLgU?Ks8Cnf6dB(@97z;nEFf{HQJY_7owqzBzi9*)MLS36MG6`sBwfWLRk zmCtsr^k1u;b8+(7rVor1{gMe^7y5~1OnF3x3n`@vX%gF1{+c+*8Akj(A=?!DvLj#3 zyyASW1?g88i|#oT@xvnYJLoa`aUeTB=fZ*n4JH|rg=qS0~R ztHaIpsFN~lu|Z&?d1xLkx7Fnnf_|^8t*!KYtwfL<=wJ!(BSWSwDZeUv3F0ZI@-*;f0>evRX2F=q3 zO33fdZV-j*ZZC7_iJXit2P2oxrjM=DIAxFpimzgR>n!~qgg65?ODc}av8&B2*`SKH>gYrE#+C@m?%E+`u9m!CV%_^#CG zCm&*&kBA^Vds1%m`=LNFlf0wN-!tFztp);}9h3g{86)4b(s6|=mXLi##QN-8h2K6C z#T%MPJsjvU^d}K&-WYE&Hd!wYH4Qa&{`Sw}4C-=6!`N}cDl;$nv)UF(rW>L&Ef~zM zu8N=ir6BA_gDPxwp0r<)CuZIs+WBuW9oGKo5UYH0shH+S5xf0$jll0K?BEO}`BYwh z&>vZ2q_A!SkFodNh|=b~oY-Vjy&lBmETc<-%XL47JK3j+ZfqOYCXJOKBY9O&N10q- zylqyKAKnDc`vs;wf;RKOx$Cqs2{R{KtD|a;tM61kXW7Tg{)mS|$wq-#d#3oYj7FDX zM*9`nC&7Hu>(#(i2(?M(*L zbg@&0LicR{KKkO}lB;$4z>mr3LvhoPtWSCfZac~+>B>`6u8AC~n?9es_f{$X5wLQ1 z#>$d!OqeK;$Y2Wac$9$j-7R`H5I-=AEZ(~yeH%KN91UOieULa#A5!d@BtOPtG{%|3 zvFeN~WU5UO;Cc1lYpYavaKDX3S?KxRg(Y;E`W{A+l&|73-ZqFp7{uLPYE4;8;GqT9 zJe|H{Cy;a}rlg+8GVe0!RKEHon;Ecw8ZqqUHa_^0`TCI~&G5}ol&0oCL(vJ0DVm+N zoA1AP#8H|K)n>1yo|uk*c)#m;i1v@)N$@&8G@-f`*uwb>`)YjLPkDfc=H z5Qc*1^B9THb5DZv;5^fhN<-INegFHyvYq^&vcN2;OCO>mBL=qBAs#H_GXYFd#@G)w zCFdu28~Tsd=>*Ith$WmksKewiPwB3Zr^`WuRXP;>AfNy|{KuDS!Om##HV+qqYHM+6 zv2p3D^N*+Ob=@jh?=JMtkw1+c7M+^=RVO}htr!rs;~~#_MxtrK3;^f$&lXl*hp~&2 zUk-6(&v&5v*-C$^c@b6nPTUE#K9C(mpRD5RMAWy+s;(sp z(56p{Rl)i_n^L&)n4X6^d%pE9KCmE4cyHWq^E3P=CAS|}%)hgL#Mi~Ku8yaB<_AV_ zlE`;wLt>*cLRZ+AB+rg*4R}b7D_;F1HJ*dijd5hM$Gnf$Ea@wlC9oe~RR7xk({PkX0MO773-+j@%^XhOq`0=cL zeVUOIf~9Y;4wXstZCp(&qg#w;lay;$i#<1ayeBi;05HJ8Tv9l)>c%j^G&T4A+ZTR? zym?m!#V}fH2*HLgkLFP_Le?spn+cB`m475LXbpv+5t%L3SqF^`O|y?)NSI=y>bhbF zj{D!#>Iyrw-CN+IhZ5_zcM<<6nypN{9-lsUiY@PMJvutt1v)l;01vg-8td%C&jyuR@9E3(H|#?#4^4*-oV}pVqX@xvZ<@rp z-m9f%lzI=B9+;FY!u=Siwpa=B7izoP_INs7Z#wqp*6guS6}f6FE_uUo_pRJ+cQ|D@ znNhFG-Sq-S%BC%3l5fx3M0Hndf`Yp6}Nl!_~ng+L+1tt-oH^x) zjk0iGi&+DxQB@N-tIW*>6PYDYFfcJC+b=hi4mul?++6c;uI9U%KGHO5YKDyRi%74h z6cy>rBwgjZRzV;-hwg9Am{0|6)jsU0a=?T7{iuUKg*1s+WsDb3 z#jny*S%x3Q=C6k-#|daZvIMPVCw;}mgU>qR!#Uu`kDuN(9m9BeO&pN@AXz0OB62gF zYJ7f~9Gwi;U8_^q+MW|QPhs8449g7K?yE4 z4G=qbYZBJ@d)hz!n_ux^TdWxpImIBPoW>@JTornwVn9*EvCFn2T@{11_Vju({}BjQ z!4U6!Tu&#DGlCr*)`nkHk_?0az{0=ac>3$EHE-T_{s|T|vU2!-We5xZ4ujkg>&_;a z8u9kq1~2recNit_KCH+kIAf5DfII5IommzAPH%^)V6rqNQSU-Og$c9<1oIojZbLs6 z`T5D%kwI}t6bx-*8Wz!`nY14hdW?u<$A)HlV(?qTMF^;;u7WWXZ)Zk;JAZS~A-y%E zfbwDG(3@EL?Mz%iu%5LV@U8h&JeH>EYo3_5GwERw8>b40-Nv;U|QJ|sV3lgQ_vpj{zT|UlLigHrARPji0%SGl#F&EC|hDE z%Yt~El)7aT^6%1=*LE3)q#546dob$#ESf`~3|qdX3hckj4!$#Zv_x!jRT!vEBn0=- z7=?IvC9smphR+fE(n`ff1!&@dVPL~UpC+fJ7sE&?E*7$bb7AixFcIgFO+;@aUe*fx z3V!JeK{1nbB<&5gj$r8%lEzCDXb{ethz!+4-olONWwIUGOR^R}xoGELHP#tNSszP9 ze9D`BuNacrD7|4mr9-uoBy^(t6QK~02InB?&&iBth!{q?%jIAo!d@1vwK8OYmrkON z6A9JF5>E!wFOE$%8wxNCJ#pI~4mBE-HwpKM7kRMsRrd~~(Ey=;@|*Pg0zXfgV2>8! zB6>Bv*;@-E_R0Sj$e~U$0i|TifzP7TufmefmU1lmYu(_hSWCC`8p4*lhtSFeD8Rd! zQ|-yU_L~5=-Y%tH`WSMw`eWcZ^yUwEa4>kP?{d(rg6t?w_w08)JZcIk8xS}{kR%&S zeF(9VxF_+yt?;QJyF|#qui_ov0y{_)!5$R~HOVQzZmMcP$1%^As1AQpARdP>Ai`dw z{hUlj`jsqzG7j~`DGKXz*)9# zy)|>FhK_KebATZ=!)JvCKKG>S5|0vG0n#z&sZP7ZF6Pj2>k2uQ6i2>95cZqiNFwqe zE}&wXRCSHVjx5~7dpk*Zicd_u(mV@;LZX3vo&87#`?WJ5u?i?FNV*fU`JhIF!DM&i zem)!>hu->rq^Cp(7xC(JMg{eBsTP%NmDm{xHT_O=*G@-PM>EO&p}usjM>?bz!!S+W z@ZS#jql?3fP++_F61SdSn5+-FLTNVo&E#F+8$OQTzi)uB8E(kHpjS3&HxIDKLl6b% zEx~j+X%vUxRPn3YQ8qFIk=%0mnLh9R{yeaau<`@@0>YmNL)70r4&kTJdHn`=s=wCv zubK!ELe!dw^MTSenAXs2-x)b!aE0JG5q%+3e`DH1tOS>r!1F@;Y_L82AcBF-Cq@t@ zWEP@B_3FbhAmx`NLW}7m8J5IN2$w{GVnNmlNFuR{mo~;zj>H#?At{NEl!SJK_6WNn z@*_D{LQs=%Q6!y(BZ#e2Lc$FhC{&q}b*9h`V-V9Qz%*xTg|-n?C`_HiGpBsQKOF@7 z8N$r0^5>J0kq#Z4Og9S?4iJpCd!*K~;;U82#3Sx}_^si&J<0fQt!42XqNVpJ4K=&oonDC6B7vtsUYWN7K4 zRs}pOk;8q~TRK~CTc%t5ThxZom&~=fq9lijCsJ!gRA{+L3N#cpWT(X0WV+-o@oNcl zLlnkljwoEgbi~;4qr+{(ltUWB6GMbl85lAVl;ja4MSt=u3QqFAsW7OtQW2JFt6Kfy zV9Uvn)0M5vn^&1oI#<#!D=SMc^C;~v4WGj*Q!72yXv@1(Jk4$ewq|o{@TuwMcPjg& zK2hKD995ft%fK9qO%Wa~sVthC9-sU=xn{}q4WG>&S2#KtR}B{tSA$J&lG<5@JCr|K zPm-~Out5Lky`}QE%5NQcf zy~X*c&<2nOxWrSDlm@j!OA;$pe${J~=$0sG02ahJl-z)}$!89$ z@)QFNhF57Vf7Jd2{>l7vZxl6PKM*!RN2nsOca+BAX>|K?BkD=+`Fvx0(6L~42z|7F zP(5Wg+hz9y4}{bAwWHSwBV8`HDy zTI@8!H^>^~9Bw{xXu_W*;6#E#azR2SNRQc!5sQhAVH^NNDd2ROzC2#$X6s}-X1j8( zX6Nw{I}1+*?ZNtSFLS|Xm1k8e6v-iEG}{}_^rbS~F_5IvGc@VqRH0Ul>Hu^FT3XtM zSB_RaSLjz}RybPL4UcOI7imG*yf9zizQXfq^R9WcdhB_9y?N;!?WP^HYSOqTJC-Vt z;-TQXW53?>vb#RJF?cL`^gf?Cv^pBSue|fwF*~EYSw6gvG8!G;JK1c%aJx!K3Z)^8_M4rZ5aFycW7+q*)*Og{6m2 z{#pLD$V5n4Xn(L;2p?P%d}=U_8B>M_Zgn6|hy30|Qf2BW3!?5p|lLHg97VHooi zvl_F45oOzrzn5PRZLsXH5kd2!o`#l&Hd~oRKZ+WqvJ(dtas(cg z>xAk!Td0GR64L5ei~XcGl5SO6m337jRqW&&bGW^Z`Yk@sIF=CP%IA*f`cg&5r6d7) zPDuqK^vBK>_KWSL&(ZCn@E|9GeS268Vut_?>Nj+~JVrL+Za>}jTL0wGtyf%C=rL>P zQ2VA6By_Mn%gL*bS7rIH6s`Dp?6fzu7oyon#q69QY~$3MIZK`v_fL$I|*x2&Ysd3M+BYYkyh*OFS)KQ5{6(mYe{bb)XQG!!uta~GQt zkBlzo@U8gst6gbVztJvn^XG2nnl+YfXKTNm%&U4~WiepgkMZs84!B{1IHx|hyBxj@ z4-{C9Z{B`EJ|VPp!#$x}eY8k5)-aQ^9$VDDUs_rXY15d?cZq1t;Vbj1Iza?2tDY-% z*$_JEANtnl*ShWV7f)$DG{Nqmuz#*GW%LiCB&iq4iBmLrf5i3PHI zu@Q3Zxm#;QTFA^ftZtXfD=N_OG27Q&7{5~=maWaCmk>6|+jV%EUZo$K8I1#T;d$IP z2lEIgvi7qCJi4ESN5v*0CHxHEXWfTSl|?eGmg94E{rIQP=GW{OUma&KV`;|-61nAd zZaX}mw0}1eR$o`?x1xF!ZkzUuEjKCKxvXKWopmO9?e8)|b$K_p9emx?8}=D{-bF?r zRDHL6KJJun8sA2S_zL8U@N&Md-MGA_yrLv*OW`l(qxUntssJvxv=vj9?vL21_#S&Q z_`KyeJ-Ah_b9B^rI6NSC2`oKP+`Dunb>KfZ_0zs;w7oe#mNyEtzIPwDFA%OJwa@th zu47)$UY?8YC;0z7Nj_;_4&SL<@7GM+f4=(sxyT#G??M9%Vx&;+Gnn5Q_>U9>Fo+zy zG8NVR-tK_X@rFQ{7s?855hN@Qu%k@@A6dqiwic-0ZvNj$eZ`h13FOa}JmmT~U__W`N}0;Z zfzf=xFkq0MaKWHHpidu_{}bN-!s4H(z##ss9~=xU)B+6hUo`R`?cXczqyFXj?-n8< z1PuD)8`?*8&jbG-YDi!n#Q(rx)*m=9Ar%oRsgG90$kD{a*2&z?`NaAV@uLIQUQ){m z3=E6>Z~Y{tOm^`hf5Adk(^*qamfOhAhQYwt&d`Lx-Nyc}957yY?hnw$#Mywz-NxG1 ziQAozDHFZf*>2tPFOJW{k{STwIJyEQ~BH^dA)TP9C<-2JZB>PNe@WjQDSyn*YYh!o>dXtpA4kf3vDN znK+8r*?f%Y%>RGv^)KdsNB)bEm+|k?|4kMDt>^#h{ZKSN953Vl8jT-Lnvea%v%v5z zL={v&+Q0DMi~XZg{j2?eNp#T9An`t0Dk)JRRrgOP+0bbiYV#oqZVKbQU}2mJfC3Dz04IbE0XH9*rD*E-*Q3VjrrESVtqe=d{1VL(*YY&B@xhY4V?asR1& zfuyp&6es$G_8*IR+y|O%$Z%UK@jo$tNK^!E@%`iQL?39&xc-4eihq!wSJUtH15)xo zmOLS}yqYkWA2^TnGzKA>$w9|LDOw|A%Q2`G1!B(W4$n z$DZ@;KdUVcESP=`;y-I$5F9Z9EV%NsmNl=%e^x8eCpbVm^nYIV4@g|H4>V#O$bI^s zeGP zez4bSvehNo@ALU5fp3P8;{xyAhl}+k#Tq6pHFISulv;Jh;l-50f${%fpl{aT9IMWW zf6|zHrz7)fOsM6*M*V}K@@T*j@^q+@$Ljl*T)(Al&p!tPtQBZRm`rVA;pY$L8 z;hD))LT3v9;FyYxA7L{G?`kUj4+L>kA0`e*+j;w^5pIP){IBD?+0TC>_`g&5tJ?po zh5!Fr!17|E>aJ6+EintDr>_J`JdVBg@K*=vFvJTAS|1)7D#&0vaQZqC(sm(mjgp_- zMil1NCWl57&|)OSEt4C>4mLA*iT?yCD;usaTq<*Jq$+x}fLQB~$kuDt&609`Ef*JW z^d3n^C)9`yUbt{MD)ACFYqWfAo3wmAeagyQ5;fE$qUVKb=2{ILrk_cpp0I@pY6@fU zc2kp#9T*%!AtubTkwfj}aNIjL77gnMUx#|c=mlZ{J=(tPfNcKJU%Xa3gmm=GM>+F8 z6o2#T0~6Dkb*=z&OH>ay%e^}X1qN$_q~?by=RJE zpcJw4wo)+rO**?MUxhYaQaU-CuqUewJ{O zA^HIyB7vSbu4S7G?wbo_?R&Too%NUyeJ=ySHnUpt#6vWDBbd%gsw+EVc+#I2K(jvhEy`V;+klu z-{6X1?rsfPshYXy)fd!Y66>uhtlV@G=tr2H@}PlgL zQYYQk1s@zD2@uP+FG$HMU(*vD4>srcmbG6QG?nSr=rjA;3|oR6(Dx7tZN51-a%-yb zIKj-D17$yiS2+w@bJ= zwoSTGS^6^Gfr%3|mFK~3gL3|KPu6g31e{bfWu;unH`k9LzbALfo-(rX@GW7wwXx{+mC)UOSHs0} z-g<_+*{RKa-ACf(dzR;Aae{}f#H>)HsQwp<9C|#5mqxS~&(I(>@9sd*R6%hOkWWPU z-IW&?+zN5*`zGU-@43yT-5SZ}sz4aKt1C=`lmsE^A;EY`(Q784x9W<@|GW$H9$+W^ z{kR0}&7`S&eBM|RsZQn{8#z{=%m$6D=+!#Jn+YVt&*z#}HirGMZ6nW@&|Chx zxGR^*@v-zg8u-uzB-ABM$qnf8!h;5@&IMMPC(n+V@opQh(Fwj|w+X)50GZQS6!1?g z$MX^IuX1Psuld>TcL6`QIIpNcoMuv2-Sl)FWv;27CZ|B*#~tXB7o9CkXFTb|6;-ZQ zt&}VWRsWMzGiI4vs|^kJ`HGYc*9W$KF+-8i?AIR<-CO(z8l>Mziwaq66rB1)#7g2yY$+RXBk(i4Q3?(g#%mWi_+8M=9FcF_-17> zsL0Z__>nf9f9OH3tAfCJ?bvQJ&U(n-RF8w?T{NNA%1W2knx<gwhY$TW_57bXs4Nae;e{d3gJ#ot`((|b_*7t}mMyBVZ zJTK?Lc(cUwEzYA!rL3cg-*jAyjomutt`6vZ9@^$BFwP?xB`*?@MMq?Q zetrV7zL2_sE%-D88G| zOH~hM1^B8+b?zt+ANrQCb>J^G``neO%HmRX(;tfw8RB)ME(Mmkfb;nP1CbMNY@4L_ zJeX9`P8MfB54_G>I!t8HpeZT)NfC4Vo}yMbvpF(Q5o`^^rgOH^T0&1_h8HvS9S~j-Fk}1_hNE1hL_=*WilMs zP-NFa;3F4QLe!nWeoWgK3}qz4Tur!vUvnxyrGKNHn9bJgS|AzpmU_XR_|CW2^^=4v z2?-hdR~{1E5(|yrU)2evPyLqPLM4|PIV9CfXwk=6Apxe>8sse7(bcxp&e;u8XYN0*h9eqYVluZ11heq#tLT`kKr?dH0^vzT$#jKk4NDtl*Wh z^s6$yKO&Wi&P-dbctFk^YkHLdsn&!~P2s;C;>}Q;t;jig-8a%rO9rpjF<)4%`Kt7V zbLUYXrS?=?MC1jPSEXc?w`m`x(r93c@HGpF98@5u_D~G6?K60*DQkZ<%?iPMpJl9c zzvR07lS{jK?wYm>?FabIhzE2q1#&Jm1nMsV5&-xa_9@)b1t;NUTcOohZ@YsdPchG8 zuinw(<2Gc&`#MBi9Z%tWw6vQq-$p8(U;M~xEV*8$Np?a-#9wf4W#A{vd=4=aoMui_ zo{B@#fF6bJDRc=N&v;}yFZJEuypDJwYhL&^kDnSL6hTjHEDp=BZLSg5m&5M%6~9GV zdfE?ZyA%$WAbQjlWP<3UZ>WzvAZRWqc0R>}b+9dN|HPYOAD7xDf0#cuC6|#(Y{+>f zdloQvr*o&W3W}BKk64^h9G)x{r>WN?#a(#W*AK0kaO@A%j zYV#8O<~78WE2imL%K|$oG9A)Mwp`{Nfg=>{gut!J<_(5?W<{EM^BBe_0A3LiQ)(0RywIP971Vg&8_0mWnb44>-IEQ=a* zf)Qi=B%DHHrD-_z6>#;0EZ_VR&>yVqz3hVab_9=)m;ZPmH0wmbV55x#j@-TT!zc1a!hXDkJ3W2ulMd1~%QOGV*$?|&Ut9oogNS8R< zTAUvT`4UpKBzjNY6Cgd5=EzZg*%u_tp`YRz{G6>peizZHxcaI5a zH^hUBJ+={W+_qtr&n`zN#g>g1+;#_8iynP(SRNt@cV>H;>1h0mvV(W8O~c)uj7*`a zPM&w<-&6irwMN|c(r@|J2!MKW16L2smxXYnvkmDeCll)NIuz{q@!TDstc>=Le4 zJ5Q}=j1wmvBv)NW?7HdXNApI13SJ{kW1%qGu$SViZRFe^!+ICyb(_^!?YgmC;Xs)| z!)kDuh4+q*NKYic*?j)_9b3a!OJz^$sSE>n*Bs96azrMR^7~N~m(4N>;S1Amv^l;E zSU9er1MKzv-0lJ5B4Q0Mi41*c-dg zq~!3^g4%%RV?oLH*%(1&d{2is>oMf`tSNNz-J!zh+l)8(lq5-q1zP*+lc=){t~ZBa z&TUzv4&xQ7%ZXf^*Kyw$>I4A?(@H4HQ=98k5JS~Imf)<+e$l>u(KpKo)u%=W}$F3bI)14c#^1K{aR)GQhK9j^K zZg$SeIfsiGV{GLTwG)$WjxaYx^-=(+PM)O9EDTO?T%|u4Di6NKsSOucrl~41m9b|l z;MmF6*Ch=Vj%N6oj`m~REmk1P_S9Bx_6JWnBcH( zAH~pIy0;r@1zRvP6G`p95~lY}98qmIk%W>qn0^8}b2HN=6yiG41JNQqfe*)b?2;1a zSnSnH`XV|_-!@FH@M~qZexQ{ziRbVu%*Z-CGtRK<5NZOCZ5=blLMbDM2;`f2;$`-m zOy|$co!ib5SKrSs(`cg7PuRQ$5!#$Ng}uQCk^?ZX2<12VA{{4HXJN|A;dXIE@;`-i z*u{h9RCVU};l=4Z1Xk#(D1S`bSi>a9L_Jhs)FfVI7f5S8TC{d)GTbmh~TUq zzS<^qBz}0l*D0>UUE3-G-@I&`-M|p6yP(c@)rYo0XqiA~^iME)8NW2F2 zYaA%w7d`1#ePki{Yf_$=E>dPQ3~ zDB4V+DTwg~2GKuMdP^fhe$yC~?`)!O`I)+&tS}vZ@3yiky#B08=clDZqa%)Xwpnq> z%4DVzI+SARcN8bF@1zhZ;nf|*eIQ6cS5b$gO>Av(Zlcwtx6!i7E0Lss)zvC#>-TK~ zCV8QBAi>~X#(r03%BqH7QrM9&lXy6^A7_u-YC|VBDeSN2nMroQeVLJfX zA*(s)%W(U~I|<;|d-!LaX!ZMEWW&xHqNqGogj3Pg$(-{JwBX8)ANI+RlHUozz2E^) zfur5LN||3ys|?UX?|Gwwd(<~V&x>wy_))6Z z)%HHMb)IsiVc#kleMyIdFHXzod#5X)A))5ccPtqb`{pvn-KB<)_bCQ5om91C zw6uo;C=GHnI8f>TkyFb%OOeIPfm@kRkZRIl%Ut3*bsQL-=)Ad`z_Za=s*BTda^%h6 zy$`^-JefaGI1TI6Vk-#TF(t!WX7|-1TP?BahLM~>RupPKH<6G`y@QsxFB=XR$5VHF z2ZQZIKaOi^Q%Cs5}JGW!#1@91a^U`tWGu{YfLVRq#Hf~#~J zR>K^!r)Hp{g;~3+_g=;M+*2LCl;z; zh>hQP?5+H%t(?=I=4u~#7Ur0=aQjw<>>$E8+vlnFC`tPN8BG#U+y0b%c& zsNE36WPrYKf`hj7<=7=GD+RMBMSi5DK;a@=2w{&qbe+` z0~BjV4^^KNUe(5I&{^-5deF)MT5d=cM`t3d4Y9LP4E$Z0Xul#;s@>B6#gXudo zM)vvqp9x?7J{}SmIiiOt@4RF;QtS1QA?&yJH#1FNKlUTNX;n~dkMg;Emcg~r@MeuV zIL#gKje63#IO3W5tcKUUHQvmTMP9qUgC&UItA_vhSZgz<3D={^IDMt!z>&a2mIoVD zDS2hYX)(OJFQy)?kUdikCK7M;0#t^nShH~#f;ehO$?f!*y*=@UW$<%|-9Cm3uJnns z?EF>@nyP9|#{K%4)g3?Nt>g z=mJ|Bt-@^jj~O;|Adv6&^#{=QaXfW95fBZOd}(k0Gw5uL9`Xt!jhK^sJW z%N+51pECJblva#e=Mt-9g)5T0cy3cX=SUOVt&L(nzZ6jKNN%>|E!AIi#U|A+-{qWM zBh>j!y=Sx|IH}Eg^yk2!lh%3E1i2%$>1RJTD1&V{jvPWhb#^C1fQJ`vL5eHnP^{o| zHpZ=iZ!}GuJi(&>%H-hU6jO`M+GkJ;Tk36yneE!jp3&Snp0H4$;boS>Y0Lv(CAZJ| zLXtuq2Ecs|I4sQ%oA=~bhh}0_**h2xyE^}FT->AQu+Br)@R%(*Z(qtn?lcSe^3x~! z1s74=oS|oTGC7yC|4y!?nPc6M4xS1x|1P~GKum z??7?>_Uf;@#oCcZ{~Rkz*Dt*F;Ud9kWCiSxvmzO%7DZOay>utv;&oB$Ga-|*(HwVO z;`vbM*o1Yk9Zt?~W|_=TMA)s}r0K&6@l>8egbh8##&^V6(hx91n&9JE6c&b0Kdmt? zrs}HIUj@dh)*|43{@LSz?_3jv;=MV5Aw8h8ByL;lhXFLCE0A$vuoiRrrSp4iPbYx6 znH2i0kpE*(!|A~C@ybY?7rPq&BgA=3C&hOrY7~idOx;Sboh9JTaRu*9LR0D`Fns9B zie>et$c~#SEhI*07`)#g9(>(TKp2Sy3o!X&b)3!O8f(Ne&I!PcmMAWl?W_jM9IEY0 zsE;YgW~6g?2~`#v7C@^&80>wE3JlG!OLb5E2zsMcne!HSkr8%@dUR1%69k;-rrUH> zH(Y;JmK$GQL9Bk?z$?}s&-0_$wd{uG(>Wbgqx`xTRUO*)8y%`^fwTJhk4z@6&?2$g zHCTHpK}ZRuP%u?4E7ZR&8*{wiGEY4CF@ zA$bZ$JbS3~BB6e=276%FBJoe{3|ZmpqQkPUU+vah@m3G#^Mi3OJQVJBKX`l*A49O& z>1w2TVis2lX(1hjd;bK7P0AMojY)(YhpnP7k#V7!>-8VG~5V9uoQ-JT29ayzz zb-}$xf2FBMsAS1})3%&h=*wYsAmsxk1&W!<$Manen@Mp}M>2jbGHV=m;=QRAQf<-w zmXt3Dslffwg?GZmG{5HqLGOz{lF~BTzrs zLb)*e!>71B5;&}gDK=~^vdYEdFXnI13~E)O#P%PQ5=v*;+P5%&vyaMSoNfHjB+jcj%SCspUL{3i#$&X09A=`#O*x` z;W8haG&e_vnRk|X6z@q%LvlcwQ(?>DH?scJzBA%&cu}R@9tQbtJgD;Q4H1l3d^&$} zc*C|*$yFQ@wms^Yq6iHlR{?u7Q19%+~^`F;#eh)}6{ z@^=sNt~S4ZC8^K(QU z!N3H;{=PGEstcWk-oNZSQ?*X+78*b#1__1w2@?auf`+7&D2yaem3n%4>inQ1Fb@M& zF@q|v;QM(;Ucghh=9_EPeaeoPY2t}#0(=n)-$nNNIRoqY`1m;gvT2S-E5{Lh_Au+*uEIH?@yTC&jDXPEY1hAQjzLqb#?2$#V2h`zf8!{aYUFc;HmFY zmQ6fRirYIBlrEzR2JG>1xz9+@f;5V~Ma> z?k29+rnb71rSUUpQita9*|r+4vnIevNFeuM3cm4bi+c^V>u_y6@k^G)UbstuCKF-bS-A=aD8a_b8NCx+AyHD5^N`hPWO@yOBB&DHEzGJ`r zD!hkUc!?k`>F5V<()Aka7{V`kC*V8f8Xi_qT02Aa_SLM*hJ9qUJzn~&Zo!<8yxZ`u zv0hz>tjm$~6)UD=lTAT_M2gfox^816wZ(a4QEZI5Yg1~n(vwYPxZ`y3o~+wF$>=Os z!ij8f#iB~-%Z6TA#@X~|Rg?ScUw`zJg%3HtDUVjk?)0Kl<-aRxFdwW>CsIx)D#8u~{63f(#y z$_b4kc@By=!Li-uo-zvzN4xJ59*7jiLtl=Fpt|nEA~$`Je3DInOs!7W-H0!OqEFMo0$j*Lu=f%o@p< zejZ6zpPe;Er76Z`Yn_+{nrkcRkZV+Ly1kMFT;uN3n)kt2VsR8&!-l{Bv%j!A?%8)0 z2qls-i($9NFuI%}#B^tL;urhdO;;rAI=w{81G75CtfY1B!njkC**`0O_)Jp8`S-O= zA>uS<`Iu(1i{o97gQ$F;;k)7I1dzQEw6ykPDNVhpiP9c@%(Yr@8us9yG=^( zwC%^J&eb8`9-A17oO}MjVP41fCFyQjiBkJ3`$jsJ)*Z{3{f@=Pgcs-F>G$UlM+pJZ zI~70kxdNu#oEYEr`F`Twb_%ayVVdPOvA;7DLT6zF$PE0#mbwyzUxYVPS!Cr2v&X;3 zX!3;?!=7c`eiRhREn5N?AbB4q7z2UM5Xp&M4+edLhB#v~sNq$*wyiFI!s zlz5>-0RVf1N1AaMKgYsW)~awwXVr_IT0G`!B&ekP#2ihI6{h%wP+&V;xad%`( z>$2m(q?fvW3JVpr-V6p@Y+b8z!oNCE{xL+yC#;%3#Sa~H8P9+)JZ{mgI^*=+MjN{7 zV>SMzE0F@NG;-jBz1YdK*JxJSmqGx+Llrsx_Yn@MOKXXtsh2BhByMk-1Fn0E2 zS#yLY9|z!G-O_sA(~soB7>;i9!zF`g-nLXm@Zb#51L@er#8qyBa4;4sOGJW>v)Z60 z4xjohG0D*hWE@7n79U`}brtnPGgvJ_)^++yK7BuCs1g}&%jvB@Ap_bA6t8<0V%HXz zYiIxBz31-ae~VuXs2Mp}Oh4&*CA-yKzo3y`dyAq`32R6}oU5ZP?0WK)UaO%m5~?yU zzZoQ?DzVc*aE{cGqwSKlma@0sBozG-Ug?K&;6QsCwQm)7rrr+>ZaOG)qOOAP zEFms>34AU!e{*g@HfK~dltKB*Ri2`}ST#0Xr0&)&X1w-5hNW%A--xwI44tz!kAq+>I zWbtWggCC{Wst8ou9dmdY*(jA>>TWUSZg2-5^Ywlb0oS-Ha;g)gB#VlCLWkqh$VMUP zOyu!}=0A3!FJbh6cqhGx%UUm%hI3J=$c0i8fGv_qgIi9uOhj$d;o0+W0?W+#vDw(4 zyg%cWCTMlwByAULRIRdCnvw&&yxb;O{i}1U=i8W_pT&HyH~oimw)@pTC0JrbrsZNQW%b^ z$0=~Z?gqv4K7DDBc zGTNDv2AXD({`zkb#;sw*-FnZ_!!ysDKe@Z;Om2eR9&UN~yAkxEuQ+sM^~H zQ*$kg`*Neen1T}eyymJmKl_pQw@AkUBxqOblatM?YM1w~g$Nu!O9$6OLd5 zI1VqMeXSm;Gn8M2CR?n63dDT2O_N?8^croLzsPl+IW|_9{!ydyct@Qcq%1A?&LV3K z6^MI|E)SUof}?DG_g)ru>Jr~7c9z-ZS1p%@plEt~l(E+%V9x4O-?Wlo@}GmDgW?o& zM?ei4M8O;k=w(#eY(TYKOb$Ol2DcvSEn>yhE%@QrD`u_bR7Y*LhhcuzPIoKiX5hji zKoLg2?+taGaibRideZ(yIlvhnx<IgK;YsXzhPb&)Ofw$HxI zI$=1Z-+TWq+_H$=Bm+u!J_R^F^92Pa@vsFDL;ct^~SD{;!~mJ-kwc=wvr zwKtcmRk}glmTl7FD1bomIFFh;Z|u%DTufQW&BJ(EpO79FlPJFlo}BWmF}%{7sa;1} z=1Yu3IQUW|0s=>!t`n0;Awj#OTC!-O@c|*#5#Vc~5IawxEQl)ZhO)z(6j$1J zF;+*){6mgY*`WL8g%k`UsZ7V=B2Jw{+x<|AKb$o9yj=)tn`!du`zj*Gs;tx~hdCdn zs4Tplp{UzsvGHOvVqnrQ?NuVjO%kBvJYC^5C2yEi>4|trknYGIFl#DD!B1UVJcep=<|jgtH>5o;t5j|Gu0r_m zr;zAgci~Jh>~`-oxDvtZ9@2DAUdg>$bSZ3{-P-UuBAqTU{My%8y6ZH;80 zxDGj8(gfe$y3y<59SsEa=)o@E_Zsd>Tlnb*+xdx>mM+Z(IMIKvz#R0A%#!BZgbkjG>rq|2Y~uz*j`fSq~M!^g5cu8)L2SO+-wj>WXPN+V8&o zS@j!`|B?b|h*k9ylxdgx-?^FAZo-v!vcA2wsMJwDyK=+_4S<*#kJG1Kde><{4BXJ5 zvEu$SvUZ_a`-8@Ir5zJv6%ChzWb?^n?9(UL3n_`kQ@`2fLkvGZ0S+nq#SiC&3Pn=P zfB3O&a+rf~%B?(|;F2)}&0J8f9{J~(y?dpuN}VH2=fkoUEi<(&jWTCSs&rxs{zrCZ za=|)NAnhi>s!(Oob>bu@!>o1Rv!Ks9Yeh=N@2_TM^t!8~)E>+H9EPJvhVY_xP<`qv zPp36X_X?xc7xWciayTNY%2Wgjeu%ONgsb_(-Z}yiQa>JlBgLKMmyxs977LBFjQE40 z1CqD7vrhG3#wuwp*-Gyb6RDZ!1uA3fSD|gsS0so&((m|Ev1;p_je+8Clc?Xqi|*0~ zk-;oxS7O#Uc5Rt|R7{1@`N!4RHr78@Ytr>5+(K=Xm;6>dOR4J;1+_WmJ<8SKFZ9&CCK5gH@gynxGj-)u}mG{d{803s*tew1L9-Gs(=d|S7bzzLAFO*Wq z{Mwn4p=YRmoI_psAfI7p}}D< zstC#Yl1*@6%8;M{;-j-gk-^6BkqwXO?F?zTU1}Sc@DEzTpFWc9Rqo<0Q}69TTCI$m zCK|nRF;F-yYi(APzKx{^t-tOHm8JE}WZ^Sm7Z;wo^5M_MD|G`;UIg5X*N{?2{l1h< ztcQYZ_Q)HDOH18coXuzJ0Z|$ON5v`x8EPwQBTk8WU8rgQEt0+$A6h)^BV~-VL`oYCzVq5%$gB zno$5rKF5$5_L_>|Aez!5)~rQCQwvA zrweCz4Er8dnHFp%XzG@5cdtg}eo2Hmo(?B~(65a7+DO02GioC?ICx76+8wO+j4G(I zB|arI_YbcWMBRSc6#vMS_M|W8Kt}wLdmFxF21$GQqW9Iai>V1_$Q~(cld*L1U1-HUIM?wosx2+e=MDeXFn*QV+Xo2gSXZH)EFU(O#vKHph+Y}g1s`q5piE~E* z4*(s(8(Jk1_Nj008SB;H`?oM$Z6nZDp|Km%vS!x}cIyr-c5iz?)DVb&ByfKOXBmRz%TRC zJb@IpUY+#+Q;+pz(o)2EOBnb=|GbOXO%?@EFKFG!#ae3;pyD-}hT-uJCi8K(1O|E( zwGNm3!PWffRKS;#n8 z28i(7k}(=}b|Yj_$T;JuRl6C6p3K9QxU1+YzFwHK5*!BP-pLrzx(<^nQg*5>t!og! zFY>99eWMtaE~0tbtEBRHWtZFAexmN1&ychK;#v8T9P!ZsLO%xDf-pZ(0DIul7V?OdO>S?_+d11oj&!J8Zun2 zw3Bth#BqgGojECMF1ECwffQtwzS7zn(Zf}RC4os{&hW}Cm(jADONsVY<93M7+|AID z}FbtDJ|X(Jex2a3cTr*?S5%A)eYXj@0SgYkEW%f;Oz*Yx$N zgZ;=>=u>|r?4teC{Q6u?4vF7~DIzMYLL{|m!)^|sm>1yChPW4jDK91;u?HjbtXQf>6P^IyRf zMOKnUtqzSPi@yLL&Y&+K@$`nNrFMkTvkvUA=}3MBf52uil(~eeHS~q*n?EH2s+aTK z9P+*e;D%km8jgxh|MG%NfyJw3^X1f9=OuCbJcVQ=_+@bI|LNq|5nxp*Y^o&yNi81r0fh+ECA;6HOH8>2uKA8~_?`>pZDaQ2^?j6bO zEL?fhqQ}b8x@QKk$L9jbC-mhCcPZE!iCof%v^hu|hpic$$)d|xosyJ)+m4 z#*^T8BprV}%*wTMOb?uE{PAt}oi7})dY2N8&tWCf^|i$`Ziv~e-_hrX>WyxOWn-%H zJ+&g_J;E>s#mx;a*F;IZD?L5iK-NlB`pQciCyFD`f- z378hWeTAVvj9f``KLzn3oj`q!er7c^ey7GJA~MNrgaVp=D}hG47-Bbcq#|lVuLx?v zm8ZNz3#qviMNHXv7C&hr9>K{WY#SX-S6 z20UmbE?W649N_#rnzV#6#&~JEa;29wP0w&P_O2U4M0YpW!F9ho`)0OS5nb=YwWDKI z+3SMnv*YGE5rin}GFEA3Md%q!-}S6IwI%T>2-k-)nyT6{sWm&G9}lc$Rhmllum4et zTq>b+Ulyw!X!b#&To1~30FVfQxUeO(oz^Vb$wx8@+t~V`l6TTL^2bx&3CiqbN-9^Zsr2$H!|Bk*t%nBBTr0$MD64nRpfCtI4KN*GKo}zE2!>%{W&|WRHd%nECQs> z9sEhey_pE;lDtUN#c|j-{q^LJ2j~NbwVeFpOXADf`K))(8hhqE%hC10!iEqtBORLx zlMWh)PO8-3_|bHkHAv%vw3$h>JNF6n-KdRsJ^Rzx(*Lkll4(CMf0i~b`RyxctQW`{ zwHwg#-o{o{7Ic*CXTG#bst7V20Xx70wE;>ku3kZ(+~~Hk?4qWq$)Z2+i|T+a$*flK z(9%wA&sZAMAkr!&?@?a8fB6A1p;Vtqz37AS;b8^cPkqh?GO4@6g|DW^Mr_oy?zR`| znD30F0W~zCE*6|f>H_g|DSBj?E4uWhD1{kQfYI`&kR(1#VZb+#(;IS}dU=Ix@~pZO zLr+uYg{dTTA7`hVeytmqXt^Zq)wFS!B(*zVDmKW8b>@0OES1mizfQrUf%S z)==0AB7(o*Vniy)8=*Kg+6dbmow;GGyT#@hNZqvyRrtVC8W=&KYDQlh4Sh=y=6*{X zd)dWF1M5sCP)AZ69Qa*pPu8Z#ZoWjUC`JpZ6eztwo`cPc=v=bZ&H21-5+3ga2agv< zOEOyL(L%%P2buF1tj#%vH2~ys&sVQ|J>;1$M+KD@L^C#9;20eSF9U!u+UdCU?OSZw z@<#?DD%@6o{G(jZiXw>L%Ld8Un6Ql4(?uIW`%ib|;()?7bcHRj-HO?mGWS7U&`0Ap z0gv*6aul*j5NMn#8H%MU=u8q4Y|Eicd^&CEdhULf1E6&`S4Fj9=J6V{1s79$hoAY@ zc2WP&1W?09Cm-B^-gmpRUgz`aLRY2zu<(btLS@K`mMIp?l?=Qo_T=3@{m2JYR@|XF zdwfZO#p~%(8Z!}HR7APtu(oUO{9u-nHk;{9-oJ)&Zd za-W;OZDWC8N}r67O818f+ozY8OnAQK&8DQJn^DjFpbHw^WV9zcajdsxhU7%7@b~+i zCj%}pEYB|iO5*tQRh|0gZkOcS%@*t3CbN6Q=Du-B?y$J68IW=2Bf=b|I`dCAg7dR? zAo1IRD7%{%`9q7amD>O$ZiaH=IlnjQV9(CeXoB7z)=>uVQ2L}ML09;6BPN$`DOCul}K!s$=&$`p% z0z0=_Du(RLZj+U$5tU{os^NHe$Z6&FP(enewtiKF{KOlcW{)jep`g1`cYANAc9Gc5 z$-YFO7}%~lzQXvCm$zzSa(%PBC*k-PYdyIII36EC8j2!i<4bX>j$K9d{)CHxF8$oeHX0*R!?`{;pIixb7W)I2iGiV<+Q}M|esL zR=3IPz4?1i|0?9ZG-D9U#$3TMW9;$QAv*W_w+A6ZdeGTL%G%jW&P8MtqW0(3nMT{a zZ3$YSEV`z#WzpMtCEmM|ikz*!3>DK2-S~++hT7kQdrYOm17jp=_uF3)?uNS6zK1$I z+EcZ6tJQ;^%op)1)@}-^tyT+P>#82oT38W2&!eACj6z-zi`(-2Zaexn^QI||fGZ~M znZGbPcWBuIenw6*5WzV9LzloEW1r<%4<>64LBp#-T- zzfDZ)RkJA#)04B6WsQBZ{**}aj79sIK)vC$4nFonj%KgL=D-HCKtZ$cb^WYTZ+LIH zeb3j8HWZYGR}%CQ>q0oo6(oob?}wRFS_i~N<}nyjwobJ`eXo>z);WF{SFb@ zC)g|x1QbsG+}qI?;O}sd4Y+v%ZIv=jGmW=$ie`O@j*P6#Ev@`COxhxip@{CO(Mo3p z0_SQ#lt{=ZM*fED91B;DlwuY;X#YE_2^lQ5SRnaz;SZMi)?g_$PfW`ntqR$c zbxl1J0ys>-s%Cl1^W_l#=iOOMm?Ul8){xu6FCfoAx+q^F)h;qwrledlDbH;dQnM4M z<_@up8DCKdEo0_W5jmX7+0q^BXp^_djpq6YcxjJlnYWWg1Wu!z{4K|))>JHWMm1AY z!N(8t{An0z(&4yo#!manW&c&xZmmYvWrn)3z{8+Ghtx z?$HqN{8BHZ(Kq&EyAj}0XP)N4CX}7PHaF_&q`rD4VkVD&NZhy5dq2R75g-(3bTAG+Z(r7B%7j!#Xcj~Q~on8*EBXdmM1G4G{ z7!`Kyi}_rYs4iIC(P`s_n%OHf%9pr#*xGTX^XG9?AGNISx>3)=9D03TVcwq^phryT z{k`&XlT+!$<&sz_A$?4;Y7%#F9oOg24D)^q^D~}^BZscq+l(ujdOb$`M2#Zd1MSm6 zF!QfEt7MsI)JuYGcwzQP;6|Y=LY}@x)O!MdJ_rwI$(AoYDDtg25uBr!inwQ>A zsC)eVMbsxs_|Aj@5vpl^6uqGRGgOSp&15$Ois>h{+LaVGphzqRhbvlAUbYFS@lUrHj|?sbfQB4 zeirw`425<$64#_#T7{x6s+F0-w3&1(<_E%6NKeAmAEuWQlf)oF6e1dV3xsrPT=rV0H~;R@-u9fM5h?PXmq=Cb zS14>{$9NUL<_;qgy-Bqr)B_5BCC$Q^Oh@0Ls{5tvY7I9{V7wEJ^*fshyWWsa{`DTx zw-|L-oFX~&-8euG>EU{n&eKh>>iI5brYn>#oQPNT!W*8AVRzzErO`AGU_m_Mj`TO% z2N!EG+w#c@JM>4}PpFi~S~eDQ(CzOheIP%guETVAnEvrZgwMhtg}^O^+A@%$hs+D;~~r&;cC zp*I{jh=Dl|iky3|4_LKm_F*54jy#p|C0OWUCw+XYD5pQ@J}^SyI_B|p${gFJ8r)Z{tU72a|PmP5l*K zz3qA?ymysq_}}yE2#8s!t)t|mmu#OI~}(0(0mQp(QwPivxZE`%Ep7)IGa`Pyd#Pi zHb9L5jN8h8p?a8Ai*zd}bHi;oP&b_EmpFOwuM<#;^Dt)B^JR$|Od=iYeTIr12!PBX(@jPyhO0sNiz4SN49Yhd28v&*4!0zc6_jm&R0yJ@w) z_(4#;?^T;rFD7MMJ$iAekPOLZ^Ksi?Y+~7KD&&z+R-Y2srUj=*WbDDT+v>uH(`qIV z9|v-rA5!s!sG-!iCPUIrn2L#mP+^&ZV-tT7iKN7Yy0bqGUr(Y$q)Rz9j`+%q0)oG0 z`l5^)7~`Zcl22$H!?GTf17TT5knNa)Nf)H{@u45r`$1qEql^DI(HUPQhk>~@N2+xG zl*Ya~zplc@FGXbIY4*L(lbANL!}8CP=1!!BtVdE4NfGA)%(OKI?`_`*A-|Vh0&I{_ z(+I8&k}tcPE~n*RiA^K$ul5)6C;*PBUxqB<42QfKYacEam(?UQkeo==Xi6IlQj3Fh z!1hmJ=b~r7fk;V&|l!rL{Rbj3{34J}-WX&7gE z!;o*;myCa_HVM#t^a)2z6t!IiI|39@9nMcNrEo!?Mn6B-o(n#IPeY;_xH`hu8Z(f^ z{OR0MYyphj5%kowM!C4%i)Ww45>u?# zV2>WWJ{dn)yGuDH71~kUWGM)r+7jNX!XL}4D)=d_m71MW?{eDqDP5ckVd9UaE4@GE zc&TQ!MMnUfREuyR{6udgv3!&KcVd@Mxk9cyx{tnrb4tS_`G&YXx{TQA>@P&K5D5hS zBDGQMQxj&9y*YjZS;O;OY72v&vN_R-GA)SMx`}}27UqwZ1!-|tMMf!&28t~U(|SGHCC>kM6xX_!P@} zN%kSJQkh!wM{slcBFO}yE&(rbI0@YDs`p*dBVxU`PTP`gDk(@whlq=-;DwF1s$4p? z_ral;%a|?u^#;w6RG2E=$0w=qkH^CB4Rr`NsVhf#RnI396)nR}`rZ6WtI}jKP|VwZ zco&Rf&YS9pr`DO>&`MO@xWA~JkIcqHLQ#HhSymj^(XZL8r&e@?J=&j`|9Gv}nbQ}t z)m5@KF3gY?(vd4&rc)SyO(>J7h#lV%zTsqWi=}C*UU)g$e$dDG6Tyq={WPy}HxxHX z#l#265JAxx*y>*y=fX$JvgeU`c5b*dwjK7??~dF0&0O>Jt`4QMJ%YUqNXqLdI6cq||Vzz(s< zr)pGr7zl~y^r7or9))9C8vl&0OJ~{PXu3qP1Jj_*TIXd_`3atuD;a-bi^Uy+@amwZsoNm7x-_Jb*Xo^fY)0dVY#6af zxU)M#K3`S>GwUif?61<2R+f{7Hy@nYj}QHz*v(0YC4U+}>{^juiwr-g7SpGK<*WJv zA9#xCbr78W=Ra?SS)@~vTaA@_aTqwgi|o^z&yyT$VfGn`rX++S7|C$ zt&T$0iZ>yj4`cU;7c8p4PMS{NhaK#ruO4_8!*m-6KYF~kTUGy=Ja--((L}F8#mT$+$ zB1lwy8Mv|tXMP1gE%RI2by}b*6QHhmrjp_fK09%C#9KpXLFGx*Qx4d!zeQ?li3TSe zIm>dsqCs>d;LEIOhh|z#ij~#l;8L+|ZjHH~b`tbvS&Z80*f2=5TKfaIgKpZxrqS*t zE6=y;C1kFJdz_~f*O}Ovjl|gwyyQPa$5;9=1H`OpKlczc*AP9g648N#G(0v`wUee zIstXvy7Pjtc~byr{UBqvCL3rMoVPvYl8E|OdS3}F{G>k${SFsSt7tS}0nOjV$0(k2j(~IBrB!+UG62ToPPC znhyyF>xVWo34N7>Qw&=~ubFH(FX%Z;S zSMCkG z;JR#M8TNu%T;~f_e4Z%sHD5!yZ;+bfD=R6aPMcw9+c%rRstGey>WtY{M;{j`S^8@H zZrG+vN!KQtOYlj2Vv!31!51XhU0>T#mF0Y4P~Ct2j)~9U6K=>Mrv&U@s7e_EuJ7;* ziHB2M*Q0dZptD%wUL69rM!5c=zL<-T$>t9aq|f(!G(6ZZXWjWNMpBxh$r_Fw`s*Y>ePq!iZdLJapGL?OxT`5gnmHqP~;9N~(GS+SI-7LRiA- z8O(jK8}`hPKw!Pi%HfEy{;Wn2T`+>-&d0>AR81Q#0Tm`38zg_vQ30$Kc7=dgf#TkY5J0K~eFZUDQv0z`WURfZ1g1s5x^V(X> z$hN3+-O~JI{}mh=WwQd}j>klt68-V$vB}8b_tICVoTsVEIj{^vgLR`-@G%P&P;WaG z&99sdnQo$HGw#GkPL1Ystp?pxPbI)Cunr2z?<8Hs3rki*-#}&{W^Qm5;9osUMJ)V7 z>ROZ2wnAr?C_fIy=Q3yH^%44*yzbGG2RC4Le{nf3c1@uW$x?yv7RL5SKQ>8eTC34+ zujN^LADZ?_Yc3H}2FUBr6>SEm!wFhlowPaphEbxnn&S#TS(dk=nhOByRsZ^~c0cH( zC%ebgkTxtmYY0~xHT$j&u3Z6BvU4_lh(ujI2fe2&N^h(I=$i2*7q=WP&b9= zgbjl)S)j?T1mA{#2#X)7#HZ%XDkbsQqfJ**{_bjen`dk?BL8-rEVPda@Mq2D%>G(c z1W+E-y3=2>8tS2Ag;N=*Tl>tI*q|ezsDv`Q)nr6TmXT%4dTT$LNSt~3rs=|VyU8Wf z%ZB7fhJ0@O!4gV<*f#+q)EY!kr0v{zGc-mo=z>*qivW#GTu_cfv(yGaK!(?OHJ@+TWkp1-yUw-^b-8a9=u}^2`SPg%2 ziVUp~)@0_vye$V`@D64YgIA0a+GsYB!=l?ZNy*Fk)Hv-Id22zlW?ZGkV}kJ$tPwT* z#EP-qzUX#nVbU^rexmQw4j1m5nLe4!0xLc^51->p+-utE{LbKBAJ@vSvmH~ch67r| z7|fRocrikJ2+W<|gokz0$aWcw)ri%w(-+dmC~}>bLh-`aTL7ud3P|&997t3nBMtAH(1c$Ee&%qXl?KaeYlN!57ZB zZ%FyzH|≠+}A2Shj>(wNxlOYD~VJ9W}m<-oRGvF9&qI6$dJr2jH>Wt1wm^xRNh^ zh^T++8PZrSq!(MGF%v>u?1xkYEZf@uZZjynxTe7BS)hr+hoi0Dpq)}LdOyP~==7EH zQxIWG*v4xaSBt?lDqF$BQ2Tt2qW1)@Jq3q{#!MLJE1x2rR)ZXxK$6=n~b%#}ah-dMYMZA95)Fx(Ky9cY_-9#yzi4gRN6% zbSjsS@GR>~;{j0xgAdYpokquiHeZNMrpP5hAWXo!xYiEUQxOMbvyZPy$l<-3b3R99 zX<#NY`6~L3fIkD&-tI^i+Rv#W{o=w=VLeDf(m8uw*M(357PxVAXZ$kdpB<)g zO?a<3dbg9e!W|HLzdC@?vcDNTz{j;3d<73mweju{C>uW51)s=f8gJw?(q%s~M%h&n zV2cF4Nj5>SO!(=Il3)YxPlKn&S}`%(HHUP8yf~Z5D+wC5Uig%IGeM6|^D4qUKvwfM zujcqvlIP~>L(@k27V zGHWz<*csuDNumiGyM<^SxljAtje6f@myyMAHzAI~U)S zHQsf>(?TLn=2t0D?cv5v$B6V7*3mknV_UcmWsj|xK%7^tdPtkbB27^^uQ-{+hbt&k z-(e6bXALW!FLTDXfg^4D+U!Y?od`^I9v1C>e7#d_@CgFECx^E4?2c5}61#X8oN*m3 zXwP?2V2~AjF9wis&YFFlNJPm@Hr)F)wR{`#|p zcJy`Pp>gF2Np0+!AnELe_uOo_2Dhl=S9QVuax+IvT-KUdv9kQIziYa@%W$8_N7D*)m**4D)8_QRu*#w*jAM&4;uThA z3+l+@iX!;E9Z7t!PK=&;hBaPsd_}YU|yO@pGe>J*A_RkNJhlAeH z@C*8_S94h-=C1k{h#czNs@$HnU>R?C23Nbv5Q)gB-P{gj2)t5*BX^774GQk9jc0Kp z!>eXS+NX1u7xA>};lq?Ehs&Q#&vBB8=;1e&A%S*(O*<>5p~Do^Ti=x#%T?~A1BZ_S zN>)!MC-a@@MdWJk-MHKP?R4O^EpidKRL+sbyym@# zI1wlE1~jN})8Ub_GL&GjzW7uYmKFP$QboVNpvh;$**>7t{8zJSR?4vLD@_8tc-`uH2Ncoirir z%((i5Z)$ptR`8ayRX@y*krG2{ZXFFMjNpXnmzlu{f7IXK3R|@5Dvfz3#hi!p=A?|H z@}Hqa?Or_~eJ%2q7?xh&#S2Hy%KdG6QD}4h?zPX8uAoEtPESbytsdln8Cx4SO9{!O zvnX|3jXngey5&dAA5~^(h&NhFu}B<6HGOS<6w7UGhl~O~DcVk5d0;yF zgh@GDS|&?6gd1Jk$D(WAFuylX%VNJs?Z~}hbI~|Kr>#$ z@{839n~Aooeh4nP8mk7V1j6GbgEnn#bn0Z>4+E>;XUt924y^hels|4G3FCF`!xuOX zBxS9ZyT565Ko8ujYQYB0xDm>@NoCy{41IW=KL4K9A_B$ykmrp}=Aoph2a|uIJU4q^ zkiJG>@~qDC5^E7!SF^ZVRjWLZhkl!gkb43(}HnN`9)r|zy- z2Q}sp<67t}KBuFZ!d5s1U#aa6oD|`F*&DpbfI6fbW~IzB#E;t5h3#Oty&_2HF#ky! z^?Zr1qFQr{<7=ohR^^!8+6yu4PEIxZ_cKRLf&LIrQU%#{ z`oARnx1j(0@PB53ma%yZVHU{b`CpIy@2CIkW0wsWls=>$eLwm#lmGSIzpvVT30~+f zUHF;u{~*qZ5EwMNUDD@m{_ko2Uk&_Q5rPo_DgJr=%UHobh--Kmw0l0i+4}Y`GlHTz zC4ZqdKcDvOD*uBxotHsQw+9ZZg#TlV|J2dT%^M7W95Lg2vvE=McX9SiRQ99T+N8Xn za_ejtGlpjU{y|?*RG6^Pd3kxxTm2x9>t)x376ddRQDV-IsM$2DO?$sTv~nV}=2_2{ zJFm6-x4Ulf|37;Ak2#KNznI#NnK6^#AFRj;y$f4;*^Mnfezw^+b^_@z@B6Dcf$3pF zGiud*KVEJ^s2NLP$aGN_HJo=#EF&IsMsNPRiC>9-|4Q|Ja{t3a`iS#PSXuQv_s1`P z#ovo=PlEwVw#FF#YZ3T2p8hw;gz{dDB<1a1@AUs4@UP*mm9|Cz!6XSf$ddv_wUiN@a@7m7-u2xMSXqNGoDO!9ZI zM))xUQ$G(z9s0Xd8o)Ae0G3fb80tzl{_Aq`0f((Rs<=Lk_Kt%ZczcHLqIyDJEY-1 z-p_l#@ALb`jTTX5l>_OMg z{Ew|P@T6|y-aEtF?b~vNM=bGJKsx9CW76+vKKL}~z?DGR<{aSX#|mX8a_KDbzVfsl zl6mF$PFO3<=$)`hSUL8uFWqkU15kiL`e2d`O4cyKM>mM}?&gq1O@|5{(IeVFA(PBp zuHpDg3i#8~l)}s=MT3uTA2J`grf$%uz6@B!(EZA*-vhI34&m`@&`w?&BBFN3Z&N{C)ttN=#I+J|!R`#X{^PCa2_MsAx>(3ZjURu3~fF&tMpg zUdB17lnsz3`x1_Cr|d@G72y=g`$gsgopEO020 z4C^Oz{4>IEPx-^%#jZ*W1z1q=IE;=Mwg9fu#-)T$uZ#sjIrL6&gDq&S5Wk z`^e1fPX@ni5Z1ZyuH=^zHT}(On$nLKt$QA_hgd{np#Urvb2S8?v><-{soq+I@)j!|p!#nz8?GNXA>fL1vv{CWVtTKKhUs#Y6TwEBh)h zFr8)w)1hhUra?$M;=Ax&A%NR}^&ukU@^gyG{U20^Mk&NUS$5hL_Q&s1ROJdk(fCdl zN%PhASQ$qQXM%v(=2QDX%=d}oxR>rqzKVl`*KC)vli|^IU)sLnTC7!$PAZh5Iifz; zX80LeYtfzPZT(e(-1vD{^;g`B1h}VSc?y@hZi-5yR=QTqsFIFZ+tU|qZhUTb%4-_6{7VUm>dm;oSW z7TFiqNe9Alq&OUau`ruP52p6LPc8ThX(6~?nUdV-s~zayma%7$r2Ft7S|a%%?^x`Q zGJDkvqDesp=G6Mwkut3MI6p%kRuDTO1kAaFF(_oPgmD5;lRAi>!Dqrs3b4cx{tE(U zNLq|L+4r&KX?SEF5cqu|x1g6)rX_s)g|1hbBL1~9J{m8cLGU{|$GC^ql$vkuNx!8l zh1>sx# zfzH-31#dM5!W4PO9I=@gA1)(QibuNj!&u1SqeXFrNOm6Jc=?m#g>pQiI`u6PGt8Wizw4_!ylZAY(POgsS zeHnc(k6qSVC+s#5n``Uk!>(iPu1LyB@-Jk4ypxvC2C}?L2lUG;gDV-W@ZMg3#TTgI zixT+Y*f3ksUoqb^$ugsJc+aQIk_8{y42VttORhkj9uyoU+5$?D|;1F3m1EDWyL3)F4@3Ucaxpu=?z4 zyk&1)U)7Ac&)i{jVy#a6IB$t!iHoCzV}@t8XZnc*WomSJziOI8+E$&sQJwSK9ouR4 z7lr91ChtuWXKnn(=K4*Y+NavA?pb{37Vd4>d|rQVj7k_64c8MFk1FNu;#-Bc(QmoF z8AYj+x7%KwA7rK*r@N)U5S~rXlDO|7I~=-tCs1@+1nWb|hjR5iHSE-eXO^R1k~sfx z(j{?l)|-%jBKY*f*vLexv9Y;#W^>kehGS-QMyPS#a;qYDihYt)9E19X8cV`Ze9ouI zXVs7T_^RtiCwsSJz1}IqmP(F_7?Z>w!J}0_*Q4EIi}SqmmwTfdj+;MD%l`PU*zGbO zPj8$?S^el;-Ck_j_c}~Er#T4hI$0T5%fReF35GvJ`30|q-$h}E)1aoH*`SZ3ouD_*N?8Qi1Y2~w3Wkag z=_qrhiMSk0#;%`kt)~okTfX8M=F#C%w_^S>@J52B`&Alsz1Xg2OW;-US@RviJCUJ3 z<$Wz3ES;Cq@{oD8D(MN`>KRh!npHAY!i}t9@8XlI`0@iEF1$O@YSJ{(dZXp~xHd!7 zZ}Y1?`lwq0Rp#T&fy@Aw=-Bt~>cn>Fr6SGx_te+&T_5hR+^b<%tx1-)C*lwGSqs^`#n_+! z%$_o=W~`oGo$NP|Tr;rHSj2NbXbf&FJ5pWa$T)o_X?IhH))Rb;R)*D2%4srL%i{f{ z-*R*5!&fO%5#lnA3rCfa_|<&HN2DD7S8Dr0o?j`xRxKI*XnF5^O>(Py<$QVg`iBtb ztuft$^P;h$nwH~b%+AQnwzPeduU>F=KHa)C;b9#jt)N^$~cTKy-mI} zh4bnfs7#q{6_mH@?`pPr!aYMQzc6m@psys6NyV( z(^uC=*Sfi7`9|}BTsJp=>K2@F#&ySkPrshVs*{?HYgoR*+oo~wqS$^gdv2d(t!Jm^ z)IVi-`s>$hc(dMkwr6BhhD4Fyr)`|cY3)6Yc4r!QvyFfXv&!3gxIMy!8e44A_mzL) zO~vm;H6=2ohZM2lA~^oh2GQwiy=qiSaxry+egZTitKLp}Z|on9Kc8JLd90!SK!WF4 z)xPyD>qgPsXi5Q1{bScwKik8UEjz1$x=buFuf^^xn!yiiAEbObFJ*ry48Bncw7ebj z?%mOpOLLr#%QOj;9NGOj_iXCgZIn2My`L&U^s(_ttM7$jM=eeH(I>Me0-xMv+t2;e z^_s4pb0l-SZ3%vBzq!!bUp6$aQ!kqK`uAV{#>1x3zIC|VYI|Hiu#5+%u9JxL^EjFZfWC~sFB=%<2TKw_^!bu9mE;ec46(#8j6w8yrGSTnj}W&X3kUMd z&Lx`A9_o;CH(irHrVEkGRNfGQ9E?aCeHB|ZHNXa4V*peb1wezYV9+56qx|1%MHmZ! z|C5daK!iO&{hvIKq4VD@7CQcx`Og_19}W=EKSJp6&O-S&Hw>8t|KDqG=pK;Kl2cKE z&RSM(Ha0HqPhCA`GvW-Oggeia4cq}BVf=f*R5Tg(q56N?YwLUHtEq}wxjJ)NSi4%< zaC$pG`&$nX_ZEdNoozfUXuX}CT--&yCFuUiAqrjpP3EGb{U?iuqXeD4ng*?$tD6n2 zASX8`H=QIVEiJ9Mo3*W|ro7_+6o>vv&^`6=cqYol<>lqY>BYzC>So8qBO)Tg#m&pb z%gX`f;BfbG@v!jbaB-*qPbL4>BX8qwI{kWko>>y`k%u8ee-_`igW#K`G0BRKWhFb z71FaLra0IC_L(Fm#VX$w)Q$J-<<+&JGc?Hl*;=4q7U=kUh7MI_x9+Ta07wHBc^PeQ z*mgPsNu=O4zT_v`8U!-hQOP`rfsS<8$^P+|&~t3&$VEOsOj{Tn zg-P2@GoDOC1uN~+ul?7~bA3V8!rePY`D&*F#~xm-#R0c^T&v!{z6dD6{@H^Rm4fae zK(tGrNdy(zJ!r>9y9XLxFR=XGhm=_tKvo=X%T`@3^6w4@LWsYa?x9hzLizYdg1ly5 z5Iy_5gN4<9vgAtB=Of`rMbZ6F({EA!?zmv)-alE0p5{UMhLjO=p3_e{{_ZeoioT$n z9J=$939~T&?zdF^?-LRd(A7x>=(Tlqzh9jn*^C$KeB9fau1^XM4u0m6f$qi1$@xAr z@Mh|`-K6=&NTd52zjyIIwMBobK-JS>I=)+>X(vAW*{0f+-@n67LG<}!d6ee&hL|s} z4!TX-1FpsW4_c>Pn)|iFV}Btq&v)7NJ{`XmStTpiDbbyay)P$@7809DTU(zd>RIe{ z*vsrk>C%ub^mHg|Oi~qd_hwwr%;$2u8jsb!C5~RnxBd3U4>Kd@`J5(&UHxdu1TMG- zguycqi}`5<&=PBxKUYV9|0EW6lE|Kq!lYTOKix9@n@>Y331ig=0Xl~SK9z_<1s4FM z6l2w{kzQQzfPgpU$KTriN#qr07@ije%J1Ar0@t8iP-h?jiNV9ZBsYN1R}?HZ{GTLT z5WLLoX*LCuo~^mFL;0_GjOa!A*&diQ5s#+l`oG1C7Nl^2rpyV&smDJ;ppK((y8lj! z3WUn8Ubrs(oA1Q^wRxK-z{fUOZYusO_wVz6`O5zweH(NT-cM+Z`ZtlGOOEim433m% zwL9?ox0U8``CneLA^=YUTf<$de-yL;XoYdLP7|rXm|EIU+w*_L50O0{i@pcs3Fvhq z{w*Ghd9(ab_M?nQgSzCod^jErXJ)`fk+JVazT5flq(>GO+2hQ)+Y84Vqrant=J4N= zavHPzNa7MYeL9>I=CLuNP&Z{ud32f`LCuyf>RIJ`d%>y5s%(SgeX*@S9I5ZNnqv3; zW15TMyn5AUv;FAD-l1$co4#b8aNMqN9IVnn8yg#5_f=J&qkbWquaU%u%P~@sx(mFg zj=yT`t*JHQpWj}e;@RA5ySZ>|-2aSa^EvcR4smCm-C%~SeP0%ZKebdq%Tq?)BhJ1Q zK4!NPHNmMbLs@bWxK*9#l*;ukvvl(|%QCqz;IR8RLwrj0CO)393tYo&vWgVG=NY-S zo>&h`oF2Dh+R!k72S#r?YC#X0AC2sZ$> z>hoqV4-|rM=U*O0TLkpst*bkZ?4%zGE#2!;G=Mu=bmi@{hMISkS~gQvZ?a{}T=p{AU`TAI^Hs zrvzp4ScQ)v0IgI!9yYSSj=^-g?+zv~|8sl|-A)|NRhoFQB`P)jyqhXN@b<>-^Bv|M zT_b0mH6Ot?3_{>x;7m4$pm|BlZJ5{A1Qxgg&)={rEVh@Eq>h`kz_HLO7 z)pEjXe%Co;T=9Krk%KRHaj1Tp1zslyrV%iIl-(mbmhc>EWqkDByQ%MJx9!qJosnGY znIVGVqyLZh9BOg9_45JKT6b92yHA{^!D@fn8f(|lfW)b>)>HAH0Tbe`mpk>RpBh&w z_R_uP4zw)~+1S`nvK8#%<1|09W`O?ZrsO}4-~dQ6ms zvQZy6oE7<*&&$kv5p6Fo;qjs1ocD6W#olO;M2+xn!?HLrLreanB*RRE3~`vAPC-F% zrq`_Jgb(Iw2B!O+QR$$eeZp_Wg@rvdO;Pi9=>+;o9&@MjfqRhJ{paTV_I8R)`LbmO zdwY2j6qEYURn1vs1dM=&fq{MUI5fM~i$v+O1C-j&ZYm#2%<1Tv{J#D(?fTO!;Hd*8 zzz5o!C)!E7J8hS{8O4HxISK&*Z3S$=b*%77M)4i-Pn7aln84dbXOUsdD{wpa)PeNy z=5qelxBcqyO@V{FV;%-3z&Aw4qjoC09YV=os2-F&0!dC!4G`cB3CH2h^QXyJ4!ys`F;DljzX>lgIepvNEJ%vImg4&xlmZu6@A+`mZcIC&ZDn~GSDeg?$ zR^I{ZE#pYao_o?%p_pG@K>q`;4kAv62KzCAS6yAE1oG|Ij&9d)xY{NkLMo0cg&~bx8W~;G@dCN6W=qntgsgk; zx0VwhfUJwgwG2O$^!;Ie*{_zPV&6%?LS^2~RnUk`$nR3FTW1*ZTa&lC_Mo2Yqw)BRpr3+6=oQR?@t-$~X@tevneR#~RvlIZ2BPA+NZI+O?dUrNS#9f?f ztzpt3zI~g_7r(I&$*!v|5~nxYh`DG_@=wRi#NLS@Qwh|`jQSzT=XnIR*+a*U6`st5OUaZz%sf*@6t8K|IItl71uylJx(in<&@f z2&4_gDN%0#+70s96*SJqmH3WmNl7aeCD6e&9oSa!huhc)8V(BpKXls4`B+sCbYOj| zTf;f5-YRdG+^{#l3vh)OkQ(-2k~@&E*5)fFNO#iUbQLh8MzI*Wp29|`zd+j`(^3x; z-N^2RmOgvufoTAo_$&rs+HdPp%ZMS1X3!nr&zJUL0*vo_%}ht9x8KknqyuR!@raK% zNOW&Gm}p%p4(Q-qj8P}^8#Avaj%qv7~dx~78zpxqSmAuG6R@QUQ~rv+yTPO3mJyfN55{Ia-#(gF~YHU zwVqYgIIo`?z<|)KM?(GiYFY&E`ic(obYcHOjI|!XKK%0fZuE-Wh~V^Hi3{Jn@Q;s! z`=LSf3S~7cD&S|<+vh@zvkhgoSkPjrY(}l!?r55%!_33dE0_kPf6nE`NQx3sbhuZ9 zO|78yj_}US+o6Hj)RR~AZ!v6!SRZ`;;p#r*43Iz1PI`g}J#fj&^qkywy2XY!#pcmL zhdlHWY1dc<=nG0T{xxl!Ur*9Gz`{pvX^#aNER;f7r6@82J*h3xDJJj?kN1?x5Ru2! zGkzjOZD+_-^@-D_Zw+b~QGxL9cUrPO=d8R|e!X^Z(4!=q)0D+5Ntn4a!z>7pBKYrD zA}TE0aVJs1)AP-e@>DicPaZDH%v^`6``2Bp&T!=WKR%;KFe>D`-KE)$KWE2)iEJ?jL(pghk9IXsCm-}&4P z=`XcvCwPO-cLA{bh7n7rDR436e6PBS79C}f&*&|F9Sr1dU!Ts?BpW85Zb8OL&3oK5 zk=Ww*0zf*S&ErUBBk1*+mHq2?&dpOOz%+nY)-tQ+4vKtRhX0=_Y6m7L?@Q5ND9GPG zlKjTlE2d7Letdn9L>kx`jCPZ2G&PM1s9%laZ<1>Y$V;_HTcO;qAUVauGe6F_s2ZiEX{emF2=*7X(*Ez_BE@SG+eZb-p zQ>Pas1Hk8w_2FE#xli(IfzIt+*Qb!nS5DFJ;7q6lm~V{aGpVHPJe9t>$@E!G=?I?| z1ZQ}dR@v`46pS6x`cC{6&B@vC7%50y*%dpx-UZ5|Q51bK56a484qis=tU*(&Wal8^ zrtfdDFAvdlFdTR~#4~ObGap6ah`OR;YCfJeMMH;yA%IUS{C1q(vnt_vtoaFoO6l#r z6yjoP50rmLl)DMPbmJwxdo24Zi?*nKLzqKm+1ykdyI``>1M) zMB?ZTKu#%!Tvimr0ge-rN=Aoh?BkFs8T5MCZz=4|2)yyRTN-wOS*yS=_vVDmUnnZ! zGY#azKC@U@MD^1sMryX+fDcM|oY6j<619&QFF9%q&1D`lQ2!@{v$N z=AQQf`PuX3Z($@$ROsOBSh?F@14x^_o}d-=c*9Zm$`M!NIPB`8Zk(!iSPC2L@4exV za$ZmjwTl>Sby2ML+iioL;oFk( zwqLm;rgioAL<>ir{S@?!CKB`{AUeS#(II$Ep`w5g8nG*5U=%%97?;RVv>r|}(-y@? z!+G-T)d$kCPUg&)bX^g6q&C7ijjHk?W%A5c8ugEww>}xxJ{&7I);42L#a81l3n|>} z{O-=%dM%P=prycQ@#LHBDw21uM?zZ}U%)MLb%dbokm0I~P5Ma?t=nS_gyDeZJJvT% zyp*EYl!6ZmjqdN?IsVAnkfPSw-8bLo+1}2EmL^gd9Cyyy6X;Fjsl#@cNfm#*^3h<1 zME@n}n1n#MoHjSU!22`_kNvbyujJ8Wj&>afn5$3Qe|&?SETq&^?f@pqkTOEM6~+ZW zCb2%#>yHX2%Q?QXw|3dvQ~(tLhT(+{GH~>kt3DXA(=|$jt6gz8vRJwA!+txKFAWnw zolTPeL?Z|o4xRhZ;VSod;c1}}xlLF$nM|@} zB~us2eRy{wh*Tw0`U?;!mq`O7-V?xU@oC~u6fSVceJGqM0x%*5PUgP;2da3%7Ce5L z)5tZE4FM0H%7izFe_eij$+agjNbQ-iS$Aj5e<6^LU&i-8wBG}va%;YO|A$TRzDBlr z0DOFl#vr;Q)p<-S zbzMrw&;8z@)AttlbOK>dtDjGoz{pfg{qt`y?QR-f1XFszW)bg;8R5pI$R9Qx>#rZd7r*tsW=>~G{b^jT4su*<*AVm|g5 znnw3rIIy`$wJ^FZ|D{`IeBTa-jF!g#Do#<>>_Gu5+0&&e4F9TY^VO&n+2it$d`Zif zCkfg0bHye&dUv_?&s{Y-!c-mXA-2J06HGCUi@NU0K zme}mtDm%t{Mh$~4mZXGSGQStVXR4iOOM)Y7H{#;kDR6)`Utrgnz-^RXwunC4LmYtJ zw5@sWHiAmdy?`z9>9jKEd_s$tq^Mz|#ph_HQi&!(B{Psyf*)@ntKG!p>v69_;=FuN zmUIwp`)0K<4Mr6L^&ZHx{HZewp<(~g4gi_wC11D_e=j8_z0&(=WM5fodJr+=J!^jc zr=&dZ_Vx8j548k8vsU*%dg{DFJKW}@|Lv%zJGnE|WxWta%08-BB&D7bnD8-vG_S(p z#{_E7g~3}G%#7pR`Pg$1+r;AmVnu%`?S41`;7Dn$e2P>e@vMaG*5Tlx2fGQqqb_HH zn9Fs6YUV}yz3DBojh|&{9z)xu(fJ&PHOi(wzZp|_ZBnDG}*pGP-NeqbaBj4zLr^lP& z;y^wNJ&pt&g-=`^ZtWZ-f?M-5DLSJo^+vVU3U6oxG$3&Xj=jzw zrL(#Tnx#ofQD!h{J@5Y8SI`O*v59DHe|YPt`!L@H9q7Xfsj|FJ*nGC*l&pV7k-MD{ z%;s+eTs~_4vqN{>`zItb(3mb)DJGtr&#u?hZbFe zX`4AJuZLC`Ovjm%@`w=uiYS|FP{37I(d5|VucfbV6dq|rD$0M)@Y`kezc}tqeJIbu z;+C)JMvQvc%F9~#fXC?W?3!PGd)&ouZbxeQM~dnB_M_jl2%EZY;l_8X&?SRJ^ZMdy_=cXq_ZLzS2ZKcI$ZXkzUbX={^7xFr?+gA zyhb>ACp6YyUJ)GTehTGmSU}mxxt=g=jgH3Yfg$dhvkiw$9n_#8Aveg>)O#_E`!ZAT zG)Hzkp7D{YNK?Piys;Iss;i$%&qqr#AAQ_*N>hT|h;&ssE%=^&(Pu}k>j#;8wIwEo z?^U`<&PPIN_z!in{~Qu;-WU6g7q{d#{$XSOYq1Rb$ntN-jM5?JMCzn09WCOt=M~@0 zQ_Dpo^BlQl9kLSp5)Ndi{-AgW*ptd4NsfH_9zy zV30vytxK%@`UXb(PIr|I=o`GxU5M2}0~ZEi0fXn?#^SR>jjC;CrfEc`lK+=!qUWG);A!$#rGb|^iZm+6Y-}*xyl3hPmY)HK9xVT7S ze!O0jq1*T+bA74u;rB>JC3vSBKShJ)4&dur=vtq*=Cqm0EJ74T3YiH4-6C6W)p|scIBD9 zW^u;?kmi$Gc~o*D^nR!5G$EM8xdf%1pH8@-qH#rVqTTa{^QUj-^Y~6>zPBxB6+#JAj z4R~(zTxchn+)p;Y*xhXISRdZEe~2Bq@U+tmj`6pRr2@{fH(fC49@O%k7r1}|1*tYh ztVzz+m-+JSJe5|>eL2l3W!ye)l;_!FE02=A0GqQM9=wc?E&F39iB?*7vqwgWJ1p(s zXBUolZ+R^~qu#|E)q1le%$4;^IP7}x9+)h!pV5P?1uRgQ7sDkUWp=%&@|FY!(?!|% z6?;rCfX`2!f!-Ad%GuC!AT;4^S~V=ssCMYRUO@f>@c30D%J-2(Ip|!-nYFPg z1v@2`wfZ4W9J4c4(u>3SeO9) zL@P8TJ?#lEm~p`p0LcM-{b8fBGFkQ|#W@>f!3U@hOR@lV$J3y(EhYAB9TLa;AL#mn ztbsJvQXv&`Jje(pOewvN&Ab_o3vyn?70V$&B@8HB;I4{RB~GtWqEWW-YDb$vi%OYrBa6NfxsRer+3|}V;ae|m8l8Y_S zQ3fb76kX7UxTAwbp{LP!7rophgVF)9C3Lxp(eV&ne%)ItvG0GmDgaa1yz7b!MsUExM~`ea$BI7w5o9F$%Wk#b7$!zG`5diQb>WI7 zM~igcn|yiHf0yQlERb9f46Q-Xw+7SW4^QVpAa`CVDNqi$G{Qf14A1rgZ`s?g|D^S$3OsuF@S*kZ?}_1eMwF5R zB5$Vc7q^KKlXEY~+CL9ewMr|Siy<&2Ym9%+pJfo(mDd%4vc4b2! zrwak(LUX9RW`>VxD9%tcS5_Vf_xJ++nx}CsQ2W9U29tTZxC8QN(dS)NeaTF>ewN|D zCmqXMv5!Jvg3iSOt1zKyAf1`%y>!P1QbbhoT8z|YNbO*H#RT zni`wP(CtFTC9CcnWE3?7P;T|gpn&Bo2(s=uJ6Og6RTMV|-85GI{6{y{n2H#pi=lV> z?!7+mCVytBivqBzUk84F$Evs)c(GA15r0NWK^l8g(S@6EbA6d6K`0XoAuy0%sY>m; zem{G%F1l_pobo$_q_f+ld%lN#pCq^31V~bvSUX(WbIJ3Sgy*eirKn9_doHV>7(Xe z*%JuX?Y-P<=PCsYIIn9s>Lz6$i~J@MxmeG&fye{CU|G5emHK&WD!|>r-IiqPs{&cn z#PkQ1W6|}MsB;i$`5WTx_?k3yF(A6|%_%QWIs}CeZSXC|>E`Gd^GL|UneUTBgLUT{ z=TMvfCHlah_QyDYdycFz1+IKk_)>qfd)nL$!Vp`pc3cDb9AuE(pNK6YVGB?LNJE35 zdB;2VX~I{M{dfEA^`09dGQlrAaf`zXK>@liF=QclByh#Fm%0K|n(P-uhE>Zl zzVifNS?*Ue1ePXHZT0L8O5MH`*=sqnhVc4$h=rAxtoJmB1M_F=HG|?us^<{(K<8^> zG^pGTQEqy<9F3mHR&!}=)=nB>)d zmm(tu?c`GkD8t2@6yt0?)})MS_$hGlXNUc-9kpHAP3`EP@j4LFVaJt4aNRUS6EKA! z@C1KIO;12j;(FuX(M2x#(pz@KrPSXSYGOVF2rH`3?YnBi!O-I24=&fUgC%h*h{kgJ zov8Ph(WRQ^(n1BL!4N2Ao%^R_wAcy{nbm%_z%_27HR z#GU(-FV}9W3+wp7)$Wuh>Cskal*DNgnh4^vb|AQToi78k&g?AJ|EmH~I@_s3Ll_lK6; zBWP)*s2zm*l%S0$h#JNsm70!L8H~Sx8We4U z5_NDt9t}8AdtYNyiSmCFWAge1ahuNAmN@NKizuLNmOD_~Bsdv9iF_3;eb~h^Y5oWX zAZEUsto*>En3mX6+Bwa+E>3K>p{o=)wOQW5S6?76<1!-aGN8s$$9e@jY6?OL#^dm8^m5w1_)x=(LOV$eDsq9;#6Mw2a(cZ zqt3pV^RbiJLUQA0`gshglU$xa1dusW&&;a~T?e4XW)1 z1%ttpc?LQ`Za+A_akboBh9Ll+(vLVXuC8#hLfGFgQJSXiQWN7WsOSETXrzs8?_B{hrU zVkyjsa09U~C6J?!rMe0`a*mqD=9M*ugANCg0LJ)hY_uCA_z`^mv zH6(A&mWPy)^r*53pAg8RljI7BIh};(w|^E5lVg{H`?RFY$9n zuz2TEN(xIIt!8wfIk`nDa87KJeo2-Bn->Zr8l{Cyp4X~DAE4kRSk*^L2#0>l`JR+D z>Swi`I$W5nV-vDRK9?e->(o6KN*{MUZBR%cyl+si1#v*1MF|(;Zba9^7n3~jQ9n!( zqK5>mrcOZIS%(k}Yx2yhj1bCahc(<)lvQwksHV(h! zhJ+d%i*G(n*iHU!CnIF~;&A2eb3<1wA2exx;bqz1_1qNfu1hk$r@QH6JJ86y4qOZ) zB^-E3p{_J^yL?CS`yC_P`v)`g-x?uRG)VKV51-FE;}_I9;vdT@O6OQOpWiTH0YHN; zJ)##e%zYK-TD0i!1ey;9scF9hZ~eN6#O|b`kKxcx;Ko&))WyO;B9Tm_d}sJD1_s00 z$o+_W@&Cwuz1f3-)FAS(LPOmPLa+0d85%S`x`1S^NZiL1j>_liq`ArJ{y<#CH12qn z{s24^K{4C!&Jg#hV!bh4Ci!{uHT&V{j zX(7*;CRsIIW)!)VKtfJ|PmuO^R!pv949MaTdE`dYvW~<^{Ly#hk&%&d@85#>wuRdm zf_IquGD3N#4CYlKzrIJfz=8L9BX0agBr$tw2$)k}7x!uG37xDs9#jrR0If0lwa-{w zm|xMjP2inb!m{`as^>pw-C<7{&{fjT-#bA9#j#qD3q!O!pz!4@45i!5UJiDEgh?~X zNNdL?P&2*Sov6#K!~sZj)OLJ)L6;ff$}%jw*Uh&#my{b)f~$jfp*bI);8>+acaA24 z=s6E2_^`f(Zq&mLG9nnf^SY2c2x3w=j`w^|RHVcMC{hcspoi)rYw%?n!n+XqCl#33 zbSE#Xj-%F24d8&NO`7=;Qdc8-$SZgt`Rs2fLKZfiN=1*6x}b7ebX9Vmz9Jfl5f9le zH7Dpe>-iZe!BB|aCASk)uNJ}q1^;%zuPPDuF(zL`AJ_sU{`-=#ciBgcAbJkY^L$CZaj)%C z^`qi6yepn!l|~+hVFXQ1avgk|`@Qo`+JwjgfI{Mcd&YjavPI%+qKG}CfRhJP9?NYURctguIr9Pq*z#F<2X z-)i{9-q78UNP<|bb%@y%atASFM$uV9yk_5Y@04A9VnqS%gHqSW2?v;T>Ll*i8p?Tb zw~@Tb4SqQ{){NFaV8Ls5P(TBxXOK!%w*$sFH?<`ceD{*rOKwMQh_qxOWc=)rWFZs} zga)uN7zrv7$SWl5tIW_HrV;(syN84EZ9=;zm?U5mMHhn% zqmq1xd!KH0c>kHqY*>ttDi@PZ#JP?0Z75`-pe1IpV9T25WB)l8h#PrTD7N12dfD0h ztw77U)nu)j2#&lJ?<B{)`UCkX99X&HSirjjP;YKOxENFcg2O?Xngdwing3#BRoTdzymO}>z zUnj!|_zOuGz}aAw_4cJ=0v}Cpk5>YH!u__L8pz~LwVYS>@2wvL$lIAm?;r3eT8x=b zhCx2lRXN4X(Gnj*`Sj7^-Msb&vnzfW5XD-yW88=MG78cs^ZHT!Jq1|b`~znU4zgD* zB=OJ4^4i3nf_+3Q8#D^_Qft& z64X=2K_yCle!e21_28-ycAByuHg`A&lUS|Ia9{+%KQx{{j#s83$SQAHDMg>cN4*jO zqi=K(XYR;@@H@2UOA5i=kG4(K1q#y?p|L~Whih0tXQ_a3bmA=E=g(kFA;^_?LyJap zoAMc=o&)lpTQDLuzDPF35*2e^U{e99P^6QK0Ul8G$fGib^I&Ep6olSB%AJ??dVkTf zU6A2hd~onPKW1=Y!;Ism6^>jPmAQ-1(6hp=ups+J672Fp1m8puzuo1y2?~%D@XYj@ zv_Q}kF$f?=@Ie+qP1b>Fg@RCfJBIwt^W#&Qdl5Kb`1-BnN7sPNsY@e#|Hny=wi4hh z^cy=!7vgl=_P-XIr$4tElfB4Y(j(Jszcv0#u3-VmvSBnR{jTMe|2SfvZxt!ody@>; zeSc|>2_z*(Y#?4O?@{~cq6oySLS*B9!lYHLF;^H6AShO# z?akky;0g%F>&fdKAAkB^$fHhkB6Iw_yc=fPBNz8;qxzZEGR6WGzTRF(y5f?N`EPeK z2^w__@BJktxS^l_;8%Ymi95n%CEznUy|wQ+0{+A$iK{`lU|wg3H3u*^=XZ#8JNW+d zRlQ;LI}(nB?*c!*vj6W#n5Gf#}&;z7Bb!1AYgkNK*tn>d?FlyS2)+Xy!HC_}m(!r)kZteVdX zC<@)no6-qetQ~Nk7W!mU(DOB&&oOd$Vxl1rEzyv_ae*$^UDy7HXkQ5PAB7QJHz}{a z4b-wUgR$%jxE9b(D(Xn9m1s*#p4qTqsOsvCVex-OEi&#|pRTsUGl6NNG1(rA#lr9) z(33c1g->a$&KG-`c^B#QKJ*tH#XHyfrCjnU3`vaSZTmhRxQ=Na=FQlI!UBO$ld!C; z@90CSp0}8wvES(09*#V)V>z;WyZlC-BSIyC={rXM^r%+u?t~_6SSZjUx$|1J`xJ`1 zPR>PHF1Nkl4jA>23b-ox_;Jq;6Oh^$Ta4h4lGwt){?8HhY83t4C^JU0L?jgKM_-+e z$Yk7)n#%~->H^i$KBxJYd znR^=Bk!x`s{xv1&;SmH>)MQrZb*}A~x;KLBu7~;P4w6@yN_m$Sv-!?qRnfseg)20oJ?-x zuxP{OL)~_1P5**?NtOp0X8l(d$C`JRCp>DnyEbu{gwIR3exI*pB)ZmCi20nVZwJN` z@w2`@NF2`IMQ&JObA%D(z$XTekBXX51FpxDY<`Wgjx?V>A1U#26)VD^@NMI6)1yd! z$w$qvfj=Z!EmVRc$puf0c*lx6q!GdTgJwwfF+)K! zgz?zKNSwZVZ=KsOvo!I+xYSL5Ckw?&3!q})kX5kl>%lw4O?A!2Aq=w%>qv>UWTZTz z=FPFAHf^DdM;C`?tGRhNUx9jJy<$5npIzTOY6?`y)_U2mk$N5-YPf&4se`N_Ec_Kk z6*?YQS4D^bo=rh0fZxWA=}F3y5Ee4Xiatq6aY%6hLm7RyiwK{k%5LjFA4I;vEJ^!6 zKN4MK`!;|nEz^Mj+U67l&Vn7%dZ@_IjMCe!RYPOwYZ83Y#wC#{yBpz(((+=# zP(su&nudp6#T2O$?jKujcg1+^{y1#}oGrRNJ?&a9ZKWJ^&tI5f!_8L)U3Ll`pCZqX z_;JCe7EA{YefB_XooxK>7d=+;97@?Z_hAtMuh-nE+nmqZ_s3#;bp6-9U6WFMY|`ZZ z8R#g2Vdo{V7JIDOEr>yo9)^KYhKyA}OYQL0*M&HO58X6(OLx_*Q8A_cqJ0@H*M&=w z%37O_jbJdH&!|M8)iv^khUdD*NpOXM8`sZn+$(V!32Xy~EV6c~c@l@B zZ+5i-C*o*G_W_YdFNTb-`qM7a)`*V*Oc&-;e5p5~cNgc=ZiQ_*I||*GXp6}*l$Y_} zS|A>uuV_h_K(T<(g#ksE@%Euw$O3USD?S;0;V10a;FFm~w)4P3!0okrkE6>w*+Z-} z4Mke85NVm40!MlSTESG?5d$nz&Ub4>0D@@{BA45IHW5@_@wSHVx|NT|*)u*Eqe)_S zkhRBM;ef*I_8?I@jx`3Rndy2E%TwBjP7Stmkq+^j{bT`cEliX=ugfR`QGI1zZM%uSk~{J|=bG z{(m&RcRbbq|Ns9u=WvegBs1$6*?WbIVFw$>cVA?wjolbv&AIgaNZes7RU&VzoSD3} zo^M)VEMeL}y697z5PbGhee=(N)+s)4@ZM~@V+y-2es?P|4qsWxJk zXOl{C6Xk7A_C1AO*ZQ>oXj$f=06zVNWWPVpz>@!Rv}JM)ly$s`=IAN)qy(_oU0o09 zctnt5{Z~2q6LvH?iD$k(&$+w%#5cE(zuJOk^PigHt%}_XZ@u4My!gku%wa(OoZ*+R z;sc!mrs_niKI(t|mQlhkOe7qS`3YT4{%U-Vu7$+|flBckSFOXIR7rH_ zD&~H$sL0QKJz=PmBFnherM42t6WS-%qlqr-ZGaJP)|6$gDz;n;Gy0ni4+{c88y<-h^wJ75Zc$yhjuqd_euwdx9 zwy)M{IhuLxjb(wwVAQ9)kU+pW^` zUJQbZS&2X4&9*Fs7HrF*3A$Mo6dt(`(I3R9AIe3MR7Xj+$e;vg5+ttN(EEDAmZYq_EJ!k}z`(%cV-N&JCOwycDc{@#2f7( zLtVUby+ou%Mf)?^xuXXk3_jk4>b6Jp@Sg%7CXiX0_4jQePj&mm()Q7cfzvZIA&m@m zB7LVrW5rXWV~A^#ACq z>Kw7CM-eC5+YoqctqBsW(bBqRWJ?VW2={IRg6|-m6gP)MmV$(+=$#V}F;PF3>~DCy z^L=GH^rD>wJNM*LLDaYq6idiOnZ!LdK;YXe4FvKHD3TUU2Q{u?D7+j+9JmjZ$(XQ+ z0kW}$!rBDaQ0et7W|Q^&^YslqKO)dOPCHF(#)e5eqi<~mRLZ%Jycxhzal$er4&I7> z+03FKHkfh?hI#FzDBN%Kb@TTIIQo*Yj@I^Qv&$9|85##k2I%0nJLfx&Fgzm5LzdAV z77(HuhxFbj?Qz?A6h&iA1 zWyQwgvIOI==zQZmrEfc0yaUT-3kA0{W1IL5NXAH++rXNju#g#KZI;WX;T4o~H?Yht zu#N_|oo$e4;wVDIXHVP__L{6$Sz9zB3tN^N-#OeKHNBv+IZ(S~V8QrFM%H$7tnA7` zofwiGL8M$4xIgYL|x)3 z4)2O$Psg&|0JqKnf%6_@;jge(Shaxt{vs@4X@^r4k3!vAq;~I%z4uky1icOEwJ{nT zWziDAQ59Z7fNu#%;K3x(x}qOSx$e^KexlWVt}^aNmA&Md-+o2M0=64ai~6;L_RekJ z_8~|@NSff2_u;w6rq_qH6!EK5@dh`xRNTL=9`1GC${XCrF!BOGk{_%d5Sl>o?i*hl z#9{5}%}$$?O#JLG?L2J#mrI?0Q>-C;GpmWQQK>)NrhDCnRz&PDf*HsaoDUDQB2>^= zg3CLHFv2N?dQhED1&y#4P2uVTKo^e?1{J?sx!TW+5@xFlZ@03JpPIe$)ene>WvzFg zg^jBn%MbHYw6imo7jmIKt=22oCAL0i_0i3sX!&!C)jqyY(d9}+o592vJ+b)y+3(IF z9iMqKvZwdAavxp)@ZqhK+r0ZAR2xMV?eVeH@t%wkuYxkMm9BnMPig*}b~R;kG~NOlE}OeE>Spg0kS7CwAI z4d|Yu!Muz&tX4;KTz%3}6-aff-!4hc0pSr;|Ah)v$@yb1Q0CCZoFqfVahs>@wsb3! zSZfk%bH>waza4?Uiz3Q~p9N(;e@pk|F+eK~V#e>w7LQfUmk@26U+m8QL=Y7%^c+NP zBMR*LrK;>+wiNRyx$b;XMx<~*8~dH8=K=a$g^9}VY=D8Tfc z8Y#&xVH>ZSXQCiS{B^#JbFA7%j}8z(6%CPyI}KYSMh_LQ2^}{N z%P(9_;0fv(AuF>0><-t;S+-UU7A2zJe#XaZ;g!UelJj)g{CWZ-HP9N5>evgQ*zyz$ zkg$KHtFbeIdb%Ol<+nD|>Bjin|Lm`zAqQ8eOTMS%Gs14$7XKOd4NO2{Arl6lrpFpn z$$E2sC~>cn(strm&`je=)(oetIj+sCZp`-zI9s%>waOp}lPw8ru-*DF3`jy1^M4%z za$8-9xfa+>ls??w&WL22(Yg=JE?)H7Q@heeWe<76IPaJ!HJ_D?xL5>$ z;27DfaTg*hJ#;TLC+|rQO>qr24(m5Ozw}P2f>B7*n22y6CB)HBajq&Lh@Vo~uKD#U zTYAqz>DrlvyVDE$qi=m&KXZrVG@i-}hb!gh_5SzY>EV!iNnXzwf1s(-D3I37(N3$;Ji!anN;d}1WUYd_eZ z5--fo&OSJ5-N90UW|X4hnM3!W`=Lgfu)Q`O_J=!cNmlY}1zum4U+fiviYQ1AKjZzA z3Oo2S&utOvEicBd@!*KjuUJ9mit~Z~!7(5cS#17nUGYCc)onHc)SL9oTt5E=_D!YE zF4tOCY2KCyIay9^ti^80NVLL63Hp6g2IKU#uoxq>p>I;N38g|Ek5vNVt?~TyZaepy z4$d*0U6N6OT0>XZxqj)(Nks#%_2+vYCrsq{Dyr=`=}rK(#j>ILji`Avun7-@d%&9O7$1rrTKG;j35%cmG>s%cNETg0hk;U^*x zVhL2!H2E6vnhAui-r30vz7Mm|tPA`;t@LMdAj0yiAPRCpB{~>Mt3ETMI2O{%Wa})H z70Q}FqgVHp7RpLY#4>|pbaf4OsX8EiAT@q-JI{VourFG00!j#frja2RA)a?OM5)hzX~>WffP?(L zoRek52b@(YOrBL~+ruu5s1zzpSB8wYYqHukou*DhFyYz+wWV~Rrt4jAPa-sv*ws7b z4e$H#p0O;zO%}X*pzMF;u=@e&-7$J$PwoBk6D##W-BvyY0?4~{$v}}}?cjkm7Ktz> z*+50J*>xNh>A**U$OsFGvUPp~S6{x_fYLGT`R0^iy|`7V)lRr^YwjgPxGWzRcuZ4g zHR=68fW7)Nze8J%`(`>{Z?SBRg*bhHh|(-X9PIW}A4Zo@fgWf6O<7U%5W;lL7;NpF zJy}j8pO%LhATvYYqw_DsdgQw*j?R82OCIv5h1T>^ekT7n679?hYOcLRY8V(9>2ZFz z))Wz$KUXob3PrjK=o|MPy(QlOqAGiM!7D9J!fVJX86IocU#ohX$<&6q7!7?91Ef%S zuK|${5FNUja(C$Um}>BnNJGT7l2?L|Nv(~KgXB3tj3z^YzjW9}?|FeIbV2G@u#hrY2 z*pHgO@*r`t|L&r2xc>bEcFI*DEw;;l2&Gg&W+w<*J`l$fE2tYaSAY&@I!KcQOF4pE4VfQ|#%H;d8H8P}E`U2pWf zd)QeK3%i$&Qr#N+RhNSXt?4zIZlCmRgqgRg_y@&$8hv^&L8na`g@!2Jf$y5Ht^9q; zlh$cj(_EPlpbcA+UeNorQ*BO?EodsuNasWJQZZ+dr>6+T5>#r26e#`b{y`0h`NcXJ8bf5$lA z>v@3*c%QP`C-!z_9`ed0eLY-$!`;xGM_^%d{L+`rj9@?f0{%YH zpOuEFm0ZTj_3Q7(f-ebB$zqNBT~0B(_OyIW?|A!N+;u|P|`yWBR!RVX(5sDXZ% zR(cjrU9-?2!AOGX%&k9HAECh6O-N8Az~jDN(33kCzzUqq4<{tN zan3~GC^HQFC{5m~z-|>*SBo73=$jtEcD=;8mxu{Q-awZH(`ROBKB28u{T2mCWLk%H zJjR$E`1NREH~>!T;wval2YT$Ttu?60BcoV_jjm#o3(tO9Ae=E*82lP!PN`n^25gu8 zv{3JiZqp>O^yb<+iiUP1^mb$1w)uNU5%@u9^C2@;Xfwqa6>!PCUbi5W z&EcQ7Ujk!#L^RyQx+v%buxarg?8Dy7sV^ykGLnGdpS|95`>Nk@3sH9O^dt7~tPl{_ z@oq0R$UcTsj$kTx#fGR$`f>bRn2-2;l9wa(gEn&qR@(?>@;J+54K0t#d=WG-;#6Kv zMopY^skGjMSXt&Gdz1STNPecCp6JKs5O@axICqKO2oj84uFruqnRz`KoR|#0N18or zULDRAf6%5i!N954I)8zTh~2y71)U~DHt_OTJ%L@GfLL6ou_ydi%c5>EaC@yqQJ6#u zYV^^??YwC`5Cvc_ZC}7(L?jkvNndedpJc&CJ*@Yd66hZtiILg^21DpA5ZTzg?_3_*or24)*vf+wo=9Xm<*g4EFwveH8-*&>UDm`1?#}_HMtI&baCQGpaV|#_xBp z0MbdSF>h?0pJ0VU@XwN?qalO)BTZ0x{|oU?f^I`=ARgbRQ-W6~hX27YJ3QZnh!lyw z2GP7?_jFi_MmHY@=-0D@U56Y(Zr?$}4R2m6#T)n^?5sYUKb!y4E0jW;agF|GP2$h+ z7k1U_WM~maCWl)ON&Y{7uw@6#W9SYR{aU5ws+m?-sCzmtg^C85NE9jH>LuFi&YlgJ z_@2g2I{QyIjlDZmOvnn`$;6!bI2&hpQ7Q50H~HI!3@xYIv&wL{@XDyBpMUcf%r+|) z5C2OD?{@d+W6Xu5V1GRI$$7Y0+5WC@YzXgt?>}7z+n$4(qhi99RcU3l#4ofr%GILJ z*zbOvd2E=v`_6*D(QUGH+H>gHCd-rDtS1-T>AAEz7kdLalrUUGC@Q%`QN7XdtNd#D{CKAS9?Mo@&?p~^R7fFIL*w=^vHLs>A>LQ8AKP) zuP2H9`}r|Mdh_3S{xjnT+5&oM1u*r^g7I&SSatP6B3%9YAw|6a3F_*FzNBbgwNM%L z!;OCUM~jmFJzu;9ZF_nIGSsxQg-uyi(|FYDDvVn98q+@ih9u?b+RJaf?d`VXBg}8y zc$N0t(o{XSFRbd8?fp*_bMe*|qyT5e?qr9^UnaBXB0Q%bT5rt#SKVLt=34o_KfS1M z-shY8<^9E?dB5G+88-#VkM&JTi_=uq*cL44H zLJuaBee%+LbXpvTyxXw>hXJ(UO@G3Y`sk)3iU_UIF1~i7Z-8ml#;{Aq38A=@zLzfN z>mcYeUzjRYvFk6323A;Omb4X!+mym^GVaIoOSSYF*QDuVz0&Vznh7oaVc#g?&}K77~YUBtHU9-Ivx&;d&!`Y7`B z=DG24m}UlkQyelIs|ykcb@N6P)Yo60Uxk2LN2nQPie2$9Xw(!49WI0f*Uw|Z89-0j z)YKKNJ!qwK*D-3>6=sPiU=B4|nq&m)vt=falv)mCRyiS?xGp~hz>*=7PWZxO5xh*$ zqSgL?HR&+*duAlvkaO{k*EzW9t8oYRXw9s1i}=TH)_6%-(1TDGJm{M^Gaf0>2ZYoc zQ=f6c{@%b_pG$QIYhTN6?r&LDJ2rUmSk9_fAV^WY|C-1bU=I517&hjo_8qGmJQ6Jw zU_}T&_Cp3OkL12+-1G8+ZeH=J#9<_HY#8RMCN}@UyML>HY4qLochM>H!!^!2s?c7d z?9w}51-}Wr&pLmh;kmGv!cY>&3fU|v#BTJ?Bqrr5lGwXB->V~Z1Z@)p=&;F=1<#&+^y<~CGB{icyW`%|`t#~% zjPr~6qe1XkuWt`ReDd3)GyPw3#i=WGndhaC6)k`4X0J>oo?hR*8J1ux?vOGS8lN1AQXilG^PBgi>3$j^EXi7g!v#K zUOdy2l=Sb*Cp5Us7r-nn3$T>EUiF^<{BH0G0EeL$j4zo zl(V>{261gFSuYK^SO5~he_Pl6%z_4iW`h8)YxV!XsB5YB6W&+O9l05;iwI&7?=!cZ zq8R?Qr}1;F3lTh<7Z`J*T;9jdBe$i6d;i3z+Af2TcJS(z`*l&NLjgZQyKo@V~x zQ=QWuQtdjEFfo{mU$jW9;Lm;POJCV$X$-J1@37f=hBuKb24R8LGnGqX)}3~Mq4GA6glHD>iS zPkq&WstT-gd_ryT;EnLG80(Xuf=Sj6xq`O5{=QMYX6|Bf1fubCym#j#&-#FPG5rn_F6pGcmKn7y&ihx*liyJ%LCpmti_m{q^P5I= zpsduB@M;}MOJa3w!;bzEhjd;f)%zu)bnJE(LPy?s-b^@ETwL03k2+to%m#>4?tVv? z>k)2$Vyv5*e2$tD9>;k8Y9fE5R=I2V`)9ytNWrb!k7T0VdrpcHIimF5j-z7*DnC}jRgveL--k?7mbc(+e$tO#TzCH*VE))@kBNQo7%dSOc#S?Mxx(b!N`Z8feiqW9el+u#F(QYJ%} z_J1yC@M-(#2ph|b$(nrc92n^)o`3kHmN|W= zvgc(4X={1Zp7~c%(;zG-?cL0OzsGVXBSdvCWh<*%=3b=Q&znno!f2UBw?oE%=D*)M z1q}%~=jZnpoZ!9@F8sxVDx-k;)iC9csTy{haE9o`nj^t%iBWd%h;yGTuYJgH{%^H; zuGKd~jv)m(O|RyX5&_i)aq{5eLRP$U!geR-o1An6zhfblz;QhEES)Ihz^H zwPHv3h&^4JeL9^fYWVr0{p!KZY#|f7L))Q2v33}@jNHhRo;J9i`%`bCp_ydM8b^G8 zWbH!n!~VH$L~x!EruXHa%|cZS_gn}j0h76uG)D}z-wbtE_?L3)QrR*e%XNARKGo}IKbN5>xF~z8buC|&a_=xo_?kg^iZLsf1l0;OgK!=U)w@v zH+ENbufE)AoiuMVxz9!&)m`(xJp7k!8z81jApssqVAG8Lm5txf0eIQ{Xih+ty2t_` z(>8n}ui2P4n}=6J_%01WCjD#j^$e6QNdjghQvw*RY%CQ!#uW`(*s0-ga=g`dx!QLRZX9pUVFCqIo~|-OLf4?WDugTJO;=uL<>rvHK61Lfp}y zHjp|X`Y330!5Dd!tXRvdgRX8&~^TMf#J4=F=wdwL6yC{Cv;jKc=qjQJx3XRNpWcO)aZtoq*US0eB%P< ztt7)(4`z`!ETG^^hwpGsy6@=iJo(2 z)bT6|&jy6~#MqJy8-`NiS#lO@IBSP)yU9?G91E-F^g zc|EPfYAY-DYq5iuI1rTG`JjPH&6b#6-Qy9VS^BoWydRuXr1)GS@ySsM}N-lG$kFdGB{PL zDIDC=j4`& z*?e3K^l#cgRxknNoZyms{|(4%)%Gy7zSnLa{^N(PJP$NO3#z+I-h z0d$Y68+RVZ5LAK|_ShDGm58GNqn9*u*Lm~g7@nx6&;v%!q{wbfIQvk5MD*riTW>%{0!S8sEMW#5x?1)+AL}T z13+9%yxGFkQF6?!4ADDgFa;4DNSV24j#{O!p~S6XDkIx?02x{`{r6Gw2U&pYFH<^l zcR`r9|J7-uvhx{F1{&O<8UT0*0qjb0;zeVor!o#m903%d0hL^|Qfv#o1v^iE>X6Zt ze8Zb-KYF5%)_E_!j8qv5-d_%E=WsU*W{3!-p7>e8tDE4u$*2Jk8YzbQ9?e4q#0$@K zbz!P?;*NMrDkVi|*e&+?VK(Ab_IgpOwDEkpII{b#_bY#PxfpgFF4p?-!NQ^Iz@vBZ zr6pmy$Qs*yv&81Vi0$)SAI7v#9yP?D=6692W4SJ~SmQSj#GPk|nH^)ES>J}JHx z%<+@VxS0TR$iFB~3SFj^>R3uD5>VL_V4sBMe)F3{jzyH~Yd3W?{PsZod>UcM&uSpB8-QQVFU23W@+BR{(N9wPC7e^m-zCCh z6@;4g0cWgBc`QZdZFN3EY}dw8UeDBChpOMfznHP=R5r;%sOHX|>wa{;JHV?8`fFG; zpf?}zm@QDWXc8xNP65eS@hA{)zE6R+bko(Xk6h|EGMik+9iK#N=t(kcScCoKrg;$>tQmPE`h&-KNO=ChlCd z_Vmbru}%Bc;rLU=&lSoY*pmSyiGyADx}Y7uhwIZB8&H>T{^z?xSrlq(|NIGb26r#Q zO`43k-}rc6T0Xj{h=?H0&(AGMUE=uEO0M@NEub`L#@l2Azi>spo zA~E#Mw5$iZXI>3J*KX22qV6yOQQ(Y6X8z25KQWi7;?Xn)h`~%l2eHtEzt;{8^pUXb zMLPx?ufJ;$_`Va!8b*^Nh+OR-;m!-U5%iM2S}0^)?&hq+bO>$VbhHF!W^ z9c_WO==6)Q8hVZz_gie~=^i^siu)eO3D(xu=AoxZ5u`slTT@+_IDg(4-mYV~PKs%K zeO9eu5_tWphGi^o3f4j71-^H8-|O!74vhGd7vk~r zm20ifsM5u6XJzDv=Odw&$5+fBNHN@{S1CXpWxQw;21M3#=g!G7^hl+lqVLm$a{cAR z?9eZ>p#+bTYm+uy{v=Roa@BIe6&tl9E4-93rq+dutP#;SGU{&>m1PArn$jY!_h!Dd z6G!Vwe^Kw!-_QWa2}a=#s9Y*Je5|I40%` z0K0nDh3VHJ{~SHfu=AlC)K_FDn}NBX8l+6lDKyPw85Ihii$s#(7wie0aWN7yEVSZq3T@6OGj>54`dL(J5Rn+cK$!j3#g8HV_9(1C=08Kw{U~w%UoYF|(fwDQ`x&7-~j_^=~ zy`AX{SFYm%fswTm!56R3qdCq!if#o3b^%+RtDqk=r{i~QOqZz zig(T)kO~~XzdWY_H5bUZyw8t}Npu3D_gCx?4$+63g$&6vzx7`X!s_SxN3JVV(8``A z$W$JVa zhYhbor1yfYEABk#);pOg$@gMa5D?BKzUPOA>=e#^&Mi9scunBIpw5Gum4Q-IUWUP6 z$U3HZh)LNi5aGxH{Rk1B9XBs!l@ zoJ5P0KK^Tb6u!C0LVf#My^SJ#V;j0zr<5}4I^|N{dI<-yMSc8%=YB;*_!1z%w)6%p z=l2(A#Z^=iteW!tTBut9^u$?P{FfmM2ndQ%#^8|(DX3k^9s8I`lgH}71d6$pBk@5c zbtEaIBeo$fe(}_~Z8Zpa9E_5;o5;P;SHFfetT;&?f5gO_rh^mPPD*Tr&ZVOtBZWZB(FO zJh7P!+gkjgbqivUOp!oPy?XtcyFnWRCkkm75rF8cSwwEyLPq3Vi$y1`)zIr_f5K>h z%z~_l^HQ&M`q{tAt0J*H1Hlgh_oS==F`4n5P3V8~>>E#)xzxiI#-N$alql2Q%}?vY z@K7y>nzaPMvPu%?RoHbcq^-V@ubT#d3pk8RFf2y@)1Rj#HopiOZhy?o4ZtHzD1r+Y zn5%iXU^-=9oW(X@am~7WlNsRuWejR6?aqs>WNSdXqjT5oU(*QIUo1mHbL7@h56b!aDP&beRV+ui5{jxwp5>nmy#;demTQG*AL!1IfO zrluRKe|U9Ih($nSpA^-u&g>vSa>-B^+TtCn2h+TpA!3v&PxG@Q)KS3lnekJ|IbIZ> z8jZiTlbHMI*c?cse`~v!#~MDe`p;<`0{JkJQy*E358|bBPP#-f)KihV4`krEHp!Lo zdEe`3SyAkmVHu3=Pn01Y01=!M<&=jCTOa48%n%5Q^oehly{v-(R12>l%ZPz&x{{wF zWO%J4se*=7Hg=yNi2t)3(@=E^iTTc$#^|V&$aN!WdZ-);yqB84a2b0-`{MNftjAC| zi2SXT*S%*1!xJcMn|VmHUOAu6Eh-d+I)jKT+;=pV&jCU0G0Jwc_!}>x_{?rfTA@hC z?pgI96~1iD>jE6jtqo)A#3v_?FAQCzlQkIpeFNE+PTivAQuC>>jfuBC2_L^7qhD_v zTV}&^_4-q~Q7kqZfb+e*jl(Ythz|j%wjWXOB2H;2L50MzSt1h(48wk$`%qn64X!1M zeT?$a%rQWVX!aN{IR%r0gi~gT+x1a3%vjD#mB2duP@cZF==rottHt8rmR@4my@5ry-Esr z&@wz%%MQ%$on&_u%>=(B%+6}BsTM%jzncHvxNZMJc`eSrAU5_WEHiDL6U!}LYcbpz z1TeQqge__Hh^?wyzy2D5VSr}IOaY;T3dT{f^so%`R+x)XMAi)PfgVt$qYbdDPYWe0 zPJ^W*O6i^t)Zcw8ztR4NAtP0+;7G{lqj?TMTxHBl|0Z2W`wRc_%X`?Xo%%x0Tp2|X z9ml9VpruMHcgy(=JT-8_A;_N>WNsq>kw`rLVOa+34Sq-XON@YzG|4>Kt^tNMCTP-d z$;VTHcsoa^ri#KZNA@U-$n^6r2dU{h_*YND&jv?AVv*(872>7 zpD#cVd%zIAglxxf)K(l12#A$@lBYIs3WQ~Fb%p{Om4Y@rlK6*Fo2ON=m)=ywn*s$7 zJxsKr2g4|&;|e@{jJxM_MHA@??44q`12Y#tUyFX?E(qv?<73NyOPbTGPofwz1Y|}G zLx_4ir>p^?Y3q9QKBtyo!lknG*id~&jUC(|JH0%5vfwE?j)ItptD~hWV8=j5gy(7o z7vRMAx%HRVz6;z^Jwwq#c`5?>jb2Fc0wg!(737)vW-L3_W#VAH+qQ-FagXf7c}$a15RX*r351pA;?ETrJ?KSe%?uxtDj$0GvX+_j2JYu7m!)wgbi$VKIy0 zKQ`355yWN67%RUd>OwI_kym5_4#tpAg&yi1e3SzCP>(Vq7Wce;&`a^ntwhY0J!zX) zym7_a=_LxJp(sA<+)^&{vf|KjUWywYhi6oIiLma7w!=O)iG^9#9|q~d)3_0ACk$Xq zf|o~^15wmb3(2=_e=#+U3uF;DZrsS({s8aloHNDm8fO%r5o_!aZ1(zQ(S`1Votmk0p@&p91)`CqXEtX`~13E;P3h9vZzc3Cc2mHP_a%JIf#l#)+XqS!f&QX;KTv?d}3iuVcRI0i?oNyFn`(*}U* zG}T5vHcl9x-*(jdw8=VzK`#+!dw)ZJ%MTtfg1y`r$eaf+$JTCUTnl4yqcSQP3c(AX zzndFl*95jOAu55*a}442$zs%@gMdYwR2P z8_1CJGR>!g8W zxFIy`#h-?{q)wD2z69Mo>>r)~k+i`b9)aKMC)}auD;nF(oQfoBwiCHkInsE=9pcq6 zJ8@`dl;b=tzj6pIFgv}1tmUo;S+auh5E!!gLMy{CF_j`qSdY~W+ODcN>qQBMZzr0{ z*x=1lp|nSvsdQ8c87OC?OgI=Go_6!T{tiKUmU!e6i6D+SE@cBM!kV;G;jT1)F1lZI0=@7a9(0d{2h7D88L@ph<1c_-uq74rM(Y9Rn}mF z)m-3a1~lK^1^guqKmMZ!@#lWq0lXbcB_$gNEI?dP0tEPk=jfa7+;3Za|M*#ApFi7H zNi8JejIK}%p3aS2u+Pc)L|zvbt(4lekngUxHy-%imXUi4Ud)w1@{`A)yLrK0Va%0gq`%b*Ia+Bf7F>$Q-r0x zI)T45g2Y!AuMET9@aBNvuOB{H#M}V~>TUoREHDJ{OCG$DuMxx*K(y!+6%`N%VDo^G znbjP%vLwt~3h-4(8YCVePmVldp5fTG(v<*SFvY zneE2iSAADrGS2vndwT<}$KL^w7WF#I7IHN4BEHeC00)mRk&XN8YgY#A4Pmxbk4ycG z!-+cetop$9G##>Pt@#Tt-t007kj7<|cW#qT-aav`4`ex-(cp^qR*JMDFhcO-?smlbW+3?uSOjj82ePfSt zITK0`+S0e0&v1e=YQW%nag}KtjgX1dr+Br7S^vDIxm8CdB%)1`n@re=J!eypzwd)8 zlLiFZ=Sob(mk5f_X&;6CDM5!tZhrnhDaxq{AAJkisDsdl^6m`u+^RXp(Y5QYjmxN- z+YLw^L{26<@ZC&^*y+f>^4I;x?EpOmF0Urj(>7{ob_Wf(?=4MT0sp)TM)-*xWbVfczlLz=gZV-SRBB^Q)d~a zXWjS}<0m|2Io7%7i{(A<-}Ux4a`|HvExu2l3}VVsE;42cP>Zy< zS(4+NYjL;wzFb*+Us;Yt+2c?kN0no?a4WyeIh?6PXxZgzN!6e3Zk04c%hx&=XUPtP zE8``6O`jJ;Z9|=cO13O|bNV8`bdBkkgEst2_8ItN9@iTL%GE?~uS9cLzPvALqhFqL zy~H9$I@j$Fh_}NvuU`%2!D$bF2i@Tf#3kmY4pIjr7o*+kCTw zEwRO$nMY$1aMZv}U$EicONgO6UWTH9A%=;%1hoz z3v;Q{EUzUCiiwd3PCUo{C+VX-ZbNBF!rM6qH(uY67IbEBfhc$6Ttd}cB0bTW2~QG} z6>nh3E&a11{HW?`1e*fgR5C5-=ss*aX{xV%ABM^nu%1&6E7g-(U*(7Rct4CL`@wOk z)}MVsscqfy|Lg8LxSCkr{v?4=LZk`OJ0d|8lr9~ls35%vNV`gJQbmMN6c8zjh^Tas z5~_j};S!LdS44UfBot{~6A~-I?dt)HkACZu@-RG8|Rc z?!Jab;WpQAOHOB2r%rLa3*CS-NaY~hMY^}IaugYK?zd~W6Ws(?AEcC>h|x7eo(G*+ z8O__d8<1g0AJ4g(-^2)L<89SH^PtBVL69;}gnG^WwlFjvvW}4`SAJmIsTip^&)kF$ z*|IS~ujAQ)`elbhw<4bs_2J|&Gk9M0vYeGIgP_xS#6<`PRytgO_gWPmMt){#X4Y&3 zK5@zyweQ{b0{2%-5|=% z&HocMI9k!X86TZ32t&K7VhbS-MErhFOXTnis*Ud+&LSpPGs^=0c{4XuQ7k)?<8NE6 zY3;_j9wDAH;}n$kUN8S?Xkdw9{(QiV929mNuBDOUSMr}8h(l7i##IGljZuMZXZ zA5`9jr};K;y827 zvk-=Uwe+Lf+4V=i=-}!}yTys1RgW}oQsv6Q&oP(m-sgqyioaWXEnXwj=!Ven6T**i z5+aHtmW^0E;m@VT1*c_|2d&U2s9woY<=ZLBLCnaa0h_03^$ohG=Sjx)&XW_b z60*W){4Txxi~0LvICJ2lud1y3#IZx6otZe#v6>9kgGH^~D{omWB5Ly^qhqD~FOpG! zp_u{bzlji_^BvvhCq%RZmNsYdp#;s z1$^EF3uLLji2&mGR&_H?hXYj$##|1tG0^%m@eUH6^g>U@pC~f|0ZTaPB5@@ow#8Ao z3rY$_eBEBjJEJ>ch?(!ng(4QC4}2<%&=lI_{G3AgIMfh`qK7HeaR2m*fOlSX3E}o; z>JA4ptFJRYI56FwYAN5|hOtF;9CQLf(UAN{8TR;>15h)JM%;k)8+2qy{5(^78`n4F=u2asFYoO|JWLe-|Nk-tT;Z>H~b)f zy(SU-f$z&qmP%P@pnq9Qa#-)B7H`R-eo2CCwmtjF=jcO=KC(VRao;0^y|?Q=;uf4q z(f*7_l5TtW2^}Ur=`i*y=RFe?QeV3{By$;`!Qw$b=nfoa{FOrpVkmV(!z5W2P!+Bc zfq7s6XYg5a`*FfY9fz9hvz>`GE+6=uZlG2t-$`Fb zQm=N2NlF^DN!M2kV%Bw)n#4_?F%i@k&yi`BR;pgF;KbGP-c!;TdI959gTGi>TJ?Ec zdRf_VH#I`Oh|p4>F2AJi595Js(I(Um1PycFrix*Bp_x+olEEHdg4~PJLV5vOjaE(6h0x=)Qs|UYMw#BUX9G}X^(Jzd1Le8}fwE%)I}*CWlQnLs zy~u{*RcRol43!t3qsb_afWxq0Nn-3wmU&=WWLOBLspp9N-;RBbt33w)3&q`$P!n%^ zjn$bUXMe}RajqoKk{Gu?&|um@m|w__cnM{ExGeNUq$9uJV@fiG(_0N2=YUfDqs{Y^ z8JpH{&muee4Mx3aGLzH}LcT!3_luB@g7SSST08;FdSkuFtGdc!h%O`q#+=gSKiW(m`#+w1WobFzPS{n@;l=#+t|+=TpEYeX_EPO zDCM`}RSKwr;5@hSuV@Pn6pUD7I$9hJ8WDI=HS2c78|&vUtnMc~LX&tQTAl^3$RfNV zabu@dpq#nd*})EC#_WWk>rz}Ja9A0w zZmS{t#HRj&vLdf$=oZKR(bP=Vo{U&DLO9-k=`;0-d1w710T##JX{w9TE>htk6k^5> z_UeSke+g=2L3mXNTXKo=0`!`;_WJm;cC?;Xc4zgX1YVpSc^M!sA^~@8nQ^|3wN=B~ z)OEvOE~tAe!{%(QWCMJI`;r0JIiBbnhj%$l{n zvN}QyQifM}U#5M}PhCf2xkTjH*tC0L%EDqT1?rY`CdIHCGSxo5L+<*@39E8t7ji4R zL=w%Wcza^-IFL%8SBuNfaR)#vvYOTXiSPK~C0Q%#WX{u_o;az}QYm_$84~L3aSb@g^(tTHk&C3nhd}-l4ao5U{VRrLR}SGT zpu5oXm)?{AFrTS%R*_CvfX+cR(DdVy(qt9`t@Q@f&RI8QtLs-1(D+wtjqjogoJK6W zs$ng57JH|8b(afSy3qD$M_Bp&G#;}6?gBQ<4H!O0T54xGa4mmekuL(6AC1P zx`8OYd2OJ?t6G9LSz`k-h$QY&Hluu+68o|_Ov_u) z*mDv_Z5Ye8vw|>a!e9a2E$lc^8+U&|1-r*)kGrmj5gqUir(}yue(G4J$2wq0iJnR0 zkl_~+{iMEWnQJ@uL%Ds+-`^o}4BZiXn6XZQFA(7BTrMxy+v{)&Qm*Jfudwz?n;O)2 zw!I&8GZshG(}9iSh*5mx8S!`q0C{uSXW8Zp_TlqUQ@|*9NOCrYO8V6ZG(g|hK4i}% ztCbw{WA>6Klj$@zpB_*oaTq?ODr4>OhprW|(j0j&2l7}zXEOgu)v3N3vHlyRzd%dK z%Bf%zGbA8~6IG*|CGNcxd;DdZWhsC;hYOH$e4!Arp+CGB0fXLL{H)l-v;?khhth+r zu&??UA!`|w;^P|*v@xxH6ohU=kNE6l@zFfDiv`<6ZZr;14$DNuuYKdypv0P0^7r1_ z4^I^bnCU2+EA~|uE(~7}vXMBWIRvND@`~;)?hvgEtM^C{(2LBeGnIWLj8v*0GX)#a z(V($yM^mf~>J8Os=C-Fw=>ZeDwLC4`Aexf$?YC!+1V>x!aw()Cd6|1#-=hH!95Ns%(yTv~Iy~yINuWfRS#TgV1KS%I+s$if zpGJj$f70lD$pqQE@+1n&$C4~h53A(EIub?Ve z08_SGTMS*r_17BXq?OR5PQ3eXcaEVtAA8Gr0I6)b(~;?M9i{*;NisrczwXX!py^|8 zZF4Mc9Zq8b%cy4)x=tFb6x>tIerWkv^F)uLJ* z&F@_B?)&Cdzx_01CjPz?%X)wbMCF!|3k)lRjCGQIwz1zzM?*>^OtV-Y-@Z`^ubo0t z+9sYoz0-7v`DDA>dW^+5iTmyVFIW}4{%L%sRmOc#&y3%}76*Yrb#>)})JU2k}bU3+Q~2ycwmpNDE$5Z6=w&xL$XjE;Yvm$ zs2RPWzms6ZwG4nBB87_ih252_3Oix1-;_Nseh5|?1(gw+f$HYfzpR43s$DZsz(zQZ zFzedEdNfbdppkvrIOz3h{KPCq{ZFZlqs5jZ^wLr#?&W#AgOibf8zCXp*=V zgF*ltX0s4%9{kPdrMA;tQ@D!6i2w!Qjm;lA3zPX1jK`t(x7UDU&sxtlA~+E34? zOR)KDNX)gH`t%GgcmexF$Jl&stee1pxhy15-{_Mn)Z2qI+3A_Sj$-kqUrP=uCOhf~asdA`lr|9{KPgFc$3yt>RTOC!A5>KZpHw*>tLN-n5;O;-S!PiM*x>^rq}8ys&2{)#~hC`tF{C67^(rk zhJP0>k|bqSVCBf*@U`jSKktJ(89BtWK@V*WQ`+}W{x`t5+4I_u9?=Qn|l22Bf8)( zM|u=9kGPGbw0M0e3yB}|c{co~p9D8Xl%{)+VxXopmQ=VeEH9=mlw*JQc}(GN>CEz& zhJ&8cM2^CJ5xLruaf$nPU*Q=%t-3^H7^MzVn%)JtFM8eKr)%YY_kAzGjV0;3@;Mx% sw3J71Us4|JUv>BT-T!~}#eb^3inh?l98$aq2Wde6tf6*=rbE>K0ZQ^g1^@s6 literal 0 HcmV?d00001 diff --git a/docs/images/compact_9_example.png b/docs/images/compact_9_example.png new file mode 100644 index 0000000000000000000000000000000000000000..c7847afc6301e9972145b841ea9a4d6867f97e95 GIT binary patch literal 10952 zcmeHNcTm&Ywhl#*BS=+Hs&Wt!X(GJ@rKun&#UNEdM35eYK&V$mYB(OGC`~|m6Omqm z(vH$Zibx=6La#<31W0*1;PJjP?~nK9zL`7k9%e#*liBUJ)?VxT_P2KQ6%#{_Uyl9) zfj~GeUeGgxK$yhnpZzT07mPQ{9q^^*r*GwF?seNQ;HIxL zM7Cs5+Bhz=Hta~e$b!$UZIP$D)k6B@M%ofKcQWDIPfjIWk^oEOIctGrfIxI8Tw>t= zQ3gf`c3?5q zt6%etpZa$84^K{t_G|CBFJYTC)HO8le>@f+7#iZMa_L7&7$vtq2u zmW5fX*LSW4&l@?!>^pF{X`u`9+<%Kpy_I>LvKj`}-X2J3$tNfzUrtl*D67Q=84$R+ zE8(+!q;^Sd?j7PXGX5HijtuZWZ%^|kR?va;mOrPWLT*_NgTdg}vS`8V?Ceb^5^9l~ zE2KvBPUEMkN=TuM_Jf1+5$@x43Z7^R@%*M;o%hYs>s2SpTecTcH3B?)($y3XifRk7 z9u$fyv#ITLO3*r-0Hq>?w1W{nUE7bsNRQ@LRzwKI{QP_pcpIU+Bc;*sek~Q^GKQa1 z^P5ia4rUUC#bV8=J#Cy&At;rQfM50sLuS)NAbkh5nSgzkFtu{p-y%5mTwG=gH`BC3 zg2?k(RM)1>=GFMl&d#f=$o08_IvRBcU*5P9lc5oi`CU;=BVZ*CGzd}n2$jq;lWHMP z%XKMzvW0*25LEGuOY>?8Y@da$Hm%`Wc2;5|S>#5UjQRZi!r5>}4%;772?|K!5^3yH z%VCuXzrj>sNd@QkPwM9L({LJ-TPEbsS(MLGX#T0Mk3>Zjw2vPjDYrwuCq+fotu!p+ z8Wzh12`(Dy>bS>-B1hmEkaR8P{jJO&Mn(=Vj+6;*XvfFL`*aBh(043iEWtrG1urhT zb%BhBQt=mSJ+MuILs@oJw|fg~(aRoQf*Zu0l}4|neT?2CAdY!kf%7yLO1QYW!^mA> z!JQ84DqyXN)Y9hWkfE&WHSV8}Oi&ZE$iK3%vUb@EL0tARFnTAKSezoXGI7QQWl5Rm zw?BfCzxo7HnOG0T1tE=$x{pj?2M2jI{FhWGoEfgbnC)D?cc=m+H&<%L8e(V6`OV2uyhzdf&;cIo;v?Q4Q zkrewNSIvzfb8)OoTO zzPHBFf2@ME6NM(lq6KQZvJ{*;>$H?1^}BYblDBfP_C*%BS~O+3t^%K*<{5(~ccbGj zCZ5P3_A4tX#RoOQbRZ`V(oJvEgdn7DN`1FGR`HO&-3jqt!Q%AbJiqDX?j9G=yl6*H zEvO(gNRdq}B}~r`lh}7%5fJQ-ZBoM$PyxS|p1|eA%EnZLZj=zl;r$)-Ks41P=+P7H zK@m-X`}glFz-M}_UfsG_YTvAm-6#*}2%OE}510(uEKCTT&r8WK6%HrBib=!AAuiRI z@_1CR2qzG>UhO-^8R|+P4e}2bn3~#N_feS)hJ$QEcv9Q@Oi4Nv7)-Kae>edrV+HJK zR>bEOwu3QjHU)q5#9(4QF#j1H7N)s9mn)97UthL`qzlty=^J$u4ZW22v2e3~txvjg3=B%prw2Et4SufGDU7YE zbTAr{NU_~T-tpkIUImxFbj8pnI-DD7e}Am#Fe-IcNvXpSx;;P|sckuQ;P7dIlv&7g zWw42Lgy{$zFR0SFy|L)DHq%=fMx*{agio6!&+O)75NZM&)PBu1WB1XQ$CSOWLg=kt zFMxesJ+oFV!GYvAqU3W;vs$asAo1{1`We2QKA{6yxMFB%xHMWRt_~9Ux36tJ;Q3@q z_rUnLkmBv0sE%0vuHPk$9N#~Ys#qW(kw~X5lyD`;I-`vNUVZ@qh7Jx6fXJjOI2q8> z7$H)n=@{KYpGau-aBE2&2qgS0K(~K1Ba?z58SvAcf?jd_4#5gDy=nYlo0kxM!E{k4 z_o$142-p?5xw+!+r#tK1hxLc;4=NRxG-_l9`WuxtAe_&drd?Z}zLML+rk~0iBQMD} zFgzi=sN!BqJk#0xAY|W^vy6<4PuFs-CGyBnVU69g4<>ATr*66`3)OLe-vX&NbP|4^ zd*;D$Fu?0&w+bRp=kNp0-+Y~%PCL}R9_xM{sia~W3!0|#8aSJre4Bpdfm${e5E%&M zH-m5p1meoP|F6ft?C}3>6TBa`Z$&JM3PgEevMPvY3a@%Jj^XDypfNNAKEY|`g;{lq zZv4VhN&BE2$Ftqg$f>H}vFpb2fQBW_d~Q~la-vn}JIi7F&blARkpC{0MJ8TL&6uE4 z$G<#?FkcidZO3BeCF9;fa{yW_C9VFe7O+Hx0K97qqRsrI!(sgdpXegTE~VvF%5+bo}%x$*0=|Djdr% zTS)XRyvj>C^omVXY`U}4s>L1T_;Va-<5yyyCSFoNzT#yuxV;TXwoSV)ArlJ{Hv_iM9yrPebKA`*A|x6X5kT`9<%u#dsEWaE{} z?q5Bn=6YkVkE$>j+X80VE^eBF677F_$Y<*pNp^M@x;G&Oy5Ty)JM(gaIkTf52sSWI z1E>3mERl+md^b(PbC~xJRpvJ5k>=$d)kIvE;Vyxx-~2J^$xGon85pvkR6|fCssimO z|32R2s6Zbb4j2GYzcL%NV^m3))wMZi1aD8fruMVn`EUq<1kY3TyERAJlogH3zxcCX z=W(6zInk3Hx~2y`SO@d$`K@$%+zOQRp}F|eQOOI<-tGOmM3w+mKL+`eA)_nvy; zkS@y{K2B}z*D}VZ3~gx!FqtEJ?_mJeb2AfjHD&_&2nDMsZ7-ew*)Kf?!eF1xw`f}D zcHJ|s?q+pKa?|g-Ye_c_he&=N!*Xe8M55#zu13RM8rnh2=mlQY0`Ir}5oZ|H@aQE=BH|?Ir{1r zjdf=mY#h9n)97PX`V6X+f7!E?jtLXZOoTarMWghN0+##JCIQH62?$OcV zf6pz$_Pxlpr<~`g%DVCwI{gO_rlS+2Pdj5Lp_8gLF%a@XE(o=*pT{$B zwoGU+-!vw$B27e*?h77lT zRhCi0HU~Q+nzeGV0oL6wtXkasZHLt5>}&lDKK}B~5z5f_0N_k0JJqzab@dL>R$B5F>$jJ ziS3FB%?NUxX3;TEaxH)7lvKrv{@TouM0~!f?Y6Z{!qHn$29rm?S;RpHWxf8&YnZ2D;l?Bn?;%8VG9l)BA*Hd&ct)(k2Ag)14=%AGC+fW7rah>p}D1p)^j%~cU zHgBK2H%ljUkry7 zthYMpiW+#{iLyfGl_YO`Y0{Uunt68JwCzB@XiOVxf~AkXF*A|(iyocU)S%4V@5%{7 zTM(`ieQC?Z(|WMXAuefHzgDPik)CFCpy?r4yWS13(SFql=guHum(8Rcmo3Y!NA8aZ z%0>yO!{Q{Bo48mvH_`{3h?{8{LEz2pPk^?~FKhX1{Mj?2?duA84$L&VsSWgIs>sNC zW(1Jy&|dP?>GH|+b%}@i!fHc;w6zk`=4;*f)6RRnua<>19XlnNF5X1oFcDaI^KA2U z>~(lPC{}o2zLI7uw0I{TAx#&3YP8nO#y1>7xrH?-$}+%#tAPAi$cdcn7{o-DTPu$# zExet|??lX^ZPb=x*}^dXs??n@>UGVU7OjSaI5I_y5^}$i@|i-&sL(#NIZ-cx^2@Y; zE$;(jJ1Xk?XaK{)#C_AV?H%1L>8FRD*7Kk3Vx_e?6VOyl)xg%rfv6}|e?Kv0N>&Z& zT|-SO`bJPsCR8ThB#SRTK5tI@BmW}+mi(DeK1xX2&e+e;7(h$snxfA|1WI1Sno9((_wV=Miq~481#?bHJtJ9?gw_ zkV~q1Kw;(*(>caTDLp2Or06_ZK6=l^ZS4gDvy*JN$id&9m=-FiQ6m&}e+PxyR_s+g z(Gg=b+ui}|jomtsFIo1a>LG=BAq~BKMe?ACR0ltGewdcDx^$|;BVg>z!sk*obEn?M z6n#CtStCPy9snWu3%Q2I?c=AoFPnEOlsTLAASc#SeN4=gVBH81(JpT%Lm?)Z9(X}J z_{4=6LJ<2z8JPYh510STlQls7aKZ>wo(oe0by#-3k_%{|A&?H#cTNr4|Dse%7bZBE zD%V;o-Q*q~tyybT*kN-5+Jznr7O<=N0cHtQ3#Tm!7*GlE`4&YMC#Fn3kBuD_78brL ztJ3LQBD+i9>?S4%bNQDQ0({#6FWXf>{vm3G9nPl3ZPP%lQS z-JQq3e>UyHJv>0yK8Ezd9=g9}y-;7NkSu3o4c@fvgvt{~Ajb4$E#qr{m>T z3IeO4i(d%%#;_qSn=#w&)RVh%#1~_d&B1$~%Srd0CZikn)B}LNh42HjhPHKoTx81K zJI5Yp-p_T{npHf<4EO`T+x5n2KrM$_+4!aUvv@1rp7OGo>}pASd?m;qDHXI6iTd>V zph3~pi-@m#)A@n1&F!?f6EyAALp5ElwNFc@%ggT__tQc3?A}rV+C3`MNw>?(PD>!3 zGm^UX?)c@2;PM!yf z#^SPEM`sqN$3B@}ZZGTUpZ(}s48A`J_u+9iezGxG{@ID2`U=ow7;?g%^Kojay%si3 z;~~r#g`_F`ID=aOYjAU$Qj7U^I5~tJ;I0z+%JqM$0rKEd2hcQb8xo zzJFIA0L{Q>j#bFvFNG#B#>7W~u^7pEG)&Vq``aRb4JJD>D8g<5hLF5~$$i*m}lwU$e8I z7q%K28u3qEYTJurVFqijUFr2Npp1he)PCSm07#XgZJlm%PUFTTn2xozH4cUGD*02d zuc57P{s+Z-*U9ukS?YgL8m!=JuYnE`p?1^a&sGZ=oY{bg{8i!ltJ3%XbraCJ9w3SB z2>Rtca0$<_$Rb8Iw8zN^Js5I07ZY^CyvZe3a1$j{U7^-3u6uW%+GQB{52i$o9 zx65kBx&ccYJmZCJa+AAhYdl(e1JstPyZ$N38;vu*b3}czPILv-d?6S0P4vpo-}u|V E0fDyB7ytkO literal 0 HcmV?d00001 diff --git a/docs/images/cycle_cga.png b/docs/images/cycle_cga.png new file mode 100644 index 0000000000000000000000000000000000000000..751e47b1885fcf8edfae9eb183467534c8b00504 GIT binary patch literal 200682 zcmaI71yo!?vH&^^HUt|;f&_Q>;O-6qf(7@WgS$HfcY-Dm2<{S`0E1g_clW{llihv0 z`~E-g-*ftO-|njJ+g;Mt)pa92C`qHgdiM$d0HDjtNT>n;2&4c2P!5FjQuC!^|;fFwlZb``<#*dlTuri&O-dNLHS zToj6EPYiSU>L)BLMuw(W-)G^l2==#PNsxAfan1xK>|RqWXx^>;2&|^Ims;Q>+In!remVv z)=4~SAv#GsdLb2P^WD9UWWGRvcGhUB88CMo*+V0M^!5IjQEi7T`5SrCtDspL7Dy;~ zT@t(?Lcl|#S2U{hEJt$=`MO8()!TO)q|w8!)dy$%>wT*5&a*=AGqcC9$Ti+lBlXdQ zkZyXDP!F#J4hn^cDKcLM+1RK+EdszBTvX(vgvTVxH=neF< zDluOXyzWr2g^VLbSC~yCd$*_@L7H%_Smx-LFfGjWcku$Oc75APHd2SDE!-TYx+CC~ z;Z*dy+{x$CKH1fu7i>q2SP&T!C&r;j<-oL84k7_OY}m%=;S^iE4o2c!MIqXYeMSW7 z%E-&px-c!$$#&c2588}q|Mou)~! z#}0Lofc39+Re>bo0*YrHs$~+uh3gK2mTi8eR*ZHu!_mamy^oT=I^~wp*4;fs7f)vc zy&HMd@7$~23-jr3(defSV@7M-2Av?U`J(~>sI-QP$Q&YE;D&3itKa?lg32dB^pI{DHqe3nG>R6>_BI+$J}oZ`F>d>i?6Jj z)}I==KZXtPyygaAG@@pP1>OHn*CQJwg6X8cou)l%mpq+%{jNHXN9Dr+UL;A6`GpKR zKl%*TTeI@^k=TKmi+FD*X-}!q(MS4wvDwh*`tG(K45OW@iCM`~L~8`bL(1vkI-}lX zcheq0d|ijGnjVb1M0gjeigXrbjda;xYFTQr6VmDiZJ%A+961~P= zwFDwM90&*J`sWYuap zVJ0hpE)V^OzE>X!%Ui&!89^9sIYO*R+Z{;I4YWmn+*9}f(l-(T?r~@Zq9--0e5nE2 zhQwNEk)m{3=+i-Rm2Yj3ISpBOK<`9RdC+|kQaj$-!!L%E6ru_s`>b-__>+QAzLB9x zkg$m|VtIAr8&L?!kYdMlllRNKONfvGBeG*^2PTnQ$IF=#sD2?7i6JkH|009zi0l!5 zLFz|-qJpL_?ec+Q@)c2RwF<_&P-vdoxPmkFr*LLT&F^nNb2cH{iYVu$juCvOxg$L4 z1r&s`v8fHgnV9G@zLM``XT`4vFmw)7S(Or7hmPL9n~u0NKCves>CkS3*X<;82Qqh9 ztfQX3b*It~;$F2lv%V2;!F*Q8#X>{5LQn?AvZlw$rb*ILC%tyXjscH!woXdAD^g;o zOIUyBU;NVFZL_Ys{%YNPU1*)o82OB?Do28RFY!=zIiD6gCrO!}+LrQ&EQ?Z)$|Zg| zVXBYX)WQ+W8^TD28$a0J+)vY|*+1GxLi_cNd?XE3BzgYOx6<#2x$o7O)tYEYet!CB zUChmy{Z&yKvYP6fviLLw)%Cu$ zsrsbe(OvTISA2f|_3dzMir8RbS^m_Ykul=2Wh>VAgq-g0#G*sqslP*ir^%^5M&~Tg z7bX;~FT+wu^4*}|+Di3(+52B#y@wIMs(+Q{gjil#v(-|6mbBcmEE}6Ib5SYL$;h|; zLG+VpQop!W?>_3v1PRJ&VUG`lVnZ>Yyi%zcD!re=3KPrJifc3r^$L|Wb!H^FRov?B zl8+shl&GP##;~+sL+V38Lm5NYCQ(p(XgHLSL``^mKaJbd3 zd4FfOVjMEr4)G_L#qY)&VxKj(AIWtq9nq?&3ap|s!HjwA0dv-JL~&+XH!f8USFZHU z($30Q)sF8*sZ_8{%#QLbG!ESaJH(=Nb@xixsG2+e+2l@P{?avIrd~NxeW!q~D6a6f zU_oI)Q8-OIgDUN9`VmJnM2XWP!y+v;z2WP%cAA!i)=kP173Wmt4_ zoqEC)dx=zuowcBKw#zq{tV==z2lWy<^|mob<_iq2KeI~oQuLCS%)BO- zhxKjR=h{pNjWTK32n8{O_m>cx)%dyG_b#?TF zfBkCiU)*2vTx43DSmge-Vti1UH^(rGD*z&XB1RSbB(Ut!wPk@XT3joU3TTOX>m+*v9Na?Wir^meYnIO@_ zB{}o!y4)Pu$$r%V41|{h&coNizXmeElOUucnjuXgULrOljiL*^6$7E5YQJ{;V$uEj z)XKx>+wr$^@zKztu$~b0P{CIXsHq{`(z#gQunx$NB|k~YkrU*JykW7@n|%Cyu$w;K zYaGrt&Zf?$Y(mpL@4L zIa~NvwOX{A=NDZ_QbJla#}7Zb)uc31E#y8Y;()`syg4pEz>ZBr3oJf-_d@6ONQF#T=rQw>$k!uIU2w$P5Y(T6om zr?X#yzsk-Pc9^oS?S(9!>Jj?_FA&R6hjE$pX6tC(RfdiC*E4&Bae3dCG2L0q{z=&W zAtjH?sYnT1>Pmd zSlmL=U2;O|OLPghZ|P8Ri^`Tk9VBtBU@K$U2FI?gsRttesF7FpLubX0<>~3Fe$^Iz zN@HqkAz}fwUU(_KapM8=ki^RE-67-Bt!1jIriG%-@Z6{C`T3>LX3eQ@E|E>yf<<2C zhv>5lA5T8C+mbjL?D4P$(Ae(*lsp&J_UeWSIdLc=J5~S739F~4y zVKP#mgUau=)|*Q*nz@rH?9q8IHYhpzMcU8!dD6ZANL4(;dLceX&rj&j@$|C&+@s^f z+gOHSqC`F=-OEX<#%Y%_%}Z1eyHIVWss8znXv0 z{M;FUsQDgvGW$GzYq)VMTj6f4^l-SrY!{xtqrP@&O==~)aq3}s)NFooye+8{ZhG!K zXqh2dPHLI*(>afMJbt*(zaAADx|6xnI_tkuJKw1sy+(o|A?17H`<-e6;0N*)kpOrjp0DLw^Do4XCnA8BsE;Q-VEjE` zT@b+Mur5O+G>D$fpBw@jMOu;el^c~uelGYql5cP;*n}vjj?3Egh^s^%B$Okw$NO@? zh&0oZHCI#w(7%*H00g*q0K}IP+)EOIBlve&3XT>4|Breg01##gK=>Do(o6pLiF-+Z zasHXZCxil!U*51^l6x-jf1nXabK(D|43v9m1Bj}L%gVmwY9@|mW_C`WAS$J10JOLGph<@V%7(RT98~z@dK$i#L94%PbczJnQSlLR>?3^h6 z*~$O(BVp!b;%I5_YzeU={oAjRF~r4LkevMQK>vRJ`JHC&mj4;a&goy%dYK^0-xd}& zW>%Je_x*w@@VA!lgQdHfjkbiP?aP|Ij3LCy!zJ(!`2SDKe@6T-Os)T5vaxdhFVz2P z`hTOUJDE9(Lu_BhbQby#z5X@se>eUMQGn&|)c|9 zzZW_ZT1qH?e92$9?C%5jLVp15Kl7I|+}9G)4M!;eKm;HwA^OoB?r=#nE=xLv=1ScC zq?L&$aCxBsKEsAXaN_XTs6mY5kI)fR$|g8}Hjey)K7{y$uVY_8x|%5A`VtM1<^Ns(zrjRvvB7l||3AGPfIb4h&ybZP{@*Yk zP{QYt|F6&ZfVJy_Ko2*50G zBbm`y6rnx+iG{{9+3*gBHxYOrVME!xKOTJ8xgZNuEhHSCrbFqRoUX^qBpLO`Q7RNt z-Q6fA#?VRGDzp3J*@ov2QA8Z{)QWhTLL>ye%9)=B2)S%NqY<%FB4HB0u^7!}nm538 zrhVqFz*Wiel>hg-dJ+Z5iCpk?*ZKd~V&CxthdBm?sR$)*sYYTa3P-)=crqi5xx?fg-Bd z3c#2;(jxa6J+lD>a?1wDckaZ9}`yOpG6)L{&|3NE#g8E_1C^ zC*kfJOPD72BdzGNXBRob?~qYN&w6o}Bfo{Prg3|H5_mez3dz@60E0K6F?Qjh$S1#e zeIEvKzm7s$+VZ@)8v5^tSs#FYBDCkP(-EK|HtU33f1vTqJY2 z*geD3)-a4B;-?QyO2*bOkO4(}{Wllc*MWZ`bWe%3rRe+@>*q-1k`WHj!;3zo*W|os zKvBx(d)s_X{8@u?=quaSVts_({lLBA*|t~7#@an3;?~K$8_L9Q(o=j{b-ZDFb|maY zTcD5)E}6EmIVRHAkoA5XyyjkDUo=7OxhQ(QQNB6n<0ckzX-2wzK);UnSl$`kzQtdEV>aqTX} zPb643KF#f{?wRAr>F!hRPo$*0Gll>7<6kp0>>z&;Ex3i+I^+Km4P7)~A?mIDW?xlh z_1b3t#BgNb#FhdwW#_2hx$2@eC`kIaok=N4#BaDs@oc?haN|t+I8w(>Ys_YFw#pjf zRM2J1%@is7x;NPtub1EtoUCC_kU9t%gV<6(43p&DMsGB;X>WwN3!+aJ5nH);{g2Go zYiQwYc~S_*!1&7I(sKKe?%%f@8ArIt7(~%4LibWNP3vv^c9DYj7;j)E)-5;lu*RLM zA7{7*K9#(&>!x$ejt|{MVx|fa=@T?Pah*X2R^eav2rsk$B}k2wFZ#hj_H-(P;XkTu z_XMPMX6V%ukw~*KSr{DD@to@C&KZ+5g)}ih9~web^HpH9<;Hcf(Nup?tzHC;fdTJ| zi091#m)#dC)a~~S*f#d|tNGRg`DbR5zfVH}Joo)`)#%0_qL@vAz~3ntgV>oftob(S zJUSqZFwJ?`nqmL9kWwDcLkV$5G`bVyn3ya`aPN=`CYnCE&kvYP4}0u1C|W0ny@qjX3YCQdA<3JRlp{ce5j`MyFpw#$sF zJJ5q8!|9z(z>VQ$FI!$Isn*9A`OlN)6upmd1m&xvVgyLM*QgbL>-ohga8$-VN7O;5r(a)X1%lBSTnrcokTXCEJ!t<CuoEoYjE{P#=(;IMW{-@_anC>aDRB`1I4;s zQA=od>zZs{_rC>muZ)eC{=VrYd8{JS6u_BO_!J!V?Kt4}UeEoHHw(jsGpjMTbc9;pxCKO)C;Q(!Jm3rrbrY-bG%ZVcjt z%+(ZdDgSDm%*{(Jo-5M2R6h~C$K=vs2ETqiu)!ajT1F(ys5~puF~p3lz3l$@Al8ir z8L3HA2SxOtnsb-%3n&Jmg_+Ics7~aN12WXiE+cxszfxjJVy_(1^r4H$_8vZArY!MY zX$E~(PQ4O*A#@R+Yw1HM2KR|{EU})i^lRgXn={-pgt@!nr^ow^)y|;k2dux_VZ`gf z4VT^|4n3sf6xw!zOHH?#{_0CxcYHr;#jhVVOrx##eaAbd3GNYr$^N^z!yl7N|6@R` z8iQANxx(a9f=Gqw7~Y1W;lCj%oqGdGF8uJYcH6LiyiftbuzEjpLI?^IpLb*{1Y-zkw!Rr*_d7axzdMpqfa< zKG^(_St%Kx8mA4S72O-plNJ`7*m#gXcXFL!_$~Sjqt!@lFZ+4sp{R)qXZwW^j7P%f zOnY_A6gF_Yh@Zg?u?r8JtFh=!pprK}TkpXw`^jMlCLr;>G4j3`m##ADjY;Ekv0~I~ zdcQrKF$2bePmW?gCUw=Q&|jJ)K?(3~yxq<)fkxq{N*wAs2Tc-G(7r52<9GX+-~SNj zjx9<5yd=w9J_hY}?_oXzhRb2knVB!*tM2KSD{90!xBEII!P1r^XeZTh7hcsNb#g?CB#u!9GpXx0MSuCU&nRtfxypn%KzT@oHKp}5{tSlqMB4ZGK zHt&lir?8>EtUjvf^8gKT+$8+olR??{zyyxh6*+R<&fOF-bFeaV)?&&felbLe8 zDzEEf^B=%!kgWavQA2N8!?Nf2t4}Ibkd-#~qq-U6Ti90g110Hk+x>B9@aKB>WFd|* zY#5xw^#DV~`^)QvbS~RZiw?a+4ueb$-I=^DrTCw1m-TbxL~1EiSN^H*a1eMX%2F$M z;xc=kFuj7zM{@MTYv1cUp1+gI zbxt<#3Bs3Jz|>tBG+}Fhp0LP}wq`y|!+)`on0zcuJxaHy9alHILxa`nokTYuHywO03Hm8!CGh-k zezu(ffo2POeRXZ$E67;?7DgN?`31*k+JLz!uEd_=;g7!C7V6eOg7DK>?AfBzC}(#} zGUoN7lQOBn1CrId*%zbS*suXoruU+q?IS>h!oDrqj&!G6@7c>UWk&K>Q_uVQ?y^<3 zK71XnPOWK3U?0j(`{v-_$y@HUGh%B#>REHRTs#r7`CBiG_s)8{)G{2$%bqD9#4U@d z1spgta(x$R`(~%SYnXysQ2)IBVb!gwAv1*4VtZ2SYAnm)@jLGp>A(cr_c+%)X>^wM zEwUM#4hzZd2*=Mqq{A@iHqv_oKCxA|3FyBuH_&rc_E3c$ZljQPg`r1la||f>kkLWk zVDEe)wdT9OG>tRU72^TXGX3y7X}vb?3PndJ`^GZzm6Kt6G-qXKe|~{Q`wyi5v6sYe zaR{M?32Ix@0UYH&X{pg(A8peuxp57>O} zRRp7jaLd!(!P#;130J)$*muFUfiu;X_%V9*JYyC4*JP|M7u%m~h1{FvSD@5n(uqQ4 zhzwDQ{OX5^4yl*p5qz_c_0eCUCnoRkcN99j9|Gi1{O){nptyK5i;jeM?Vy=C4(OJKk<5*MqI+OYq%u%3d zlTB#U^Wl8A-`a3WTvHIib%#~Jjb2#nW$z&xUQ6yB2uOahx+8`H^RTbkZuI~>`ew_V>_4^~Xul&j zyWN?>Kbe5OBV1|uc*NbK%tmHx7Uo2BBbH@b*tZh>bOQ7GU?7o|EFwFp_e-OKO3(7I z_4fm-VoUwySmJ{Nr-WSCu`D4qu8@LH-zg*=;9$lxENB0Q7nKl^GB_RWdLDSTn-|L! z+_69>z71&aUx!@=U2B$o!PVCzett-_Fm}}zg>B}!^&WAv(D^CTnXax@(i>}~ zmpwnQ<)>C0K9NT}Rw}IE*=q9|!&&+~KVJ7z#0p?@FWQTrZw8mfR_Wwk?Uz(=4W1(A z2I@H;1~m}s#U1GSmqUA!)D65a;WkkI+~2P}`SkW%?o~2x@9>yFKnr z@no8!iwz^77=W}V)CZcprg{$|bIRl1x#wsCjaTa|%T)d<2rN+kS@*mXX_f+0p9L84 zB2z>jg%=dXm=M_27qMwd4jQsUi6rqltQu4j0d-(u^o6+`OmlXJrz17ZVg&lzUvdM1 z$Am0O`osg%bFQy0KVCPi_%>@-7wOsXdcgW=@?M^F&X#cViUu?Q0wLqChD^27&V6(< z`JN(}7amUDfHuZGCUMNQuokX->QL;0-KWW+MgEP>C?6^k&*@W)vs&`?qw5(iN(tQfs0Y{c|f!6&+Ho$Z$(XHxTAsNhgD?Z&+}nEO_>P6pQ?iJ zgRgs6FduKlyvcRwOEo5AQ<-#Jmz~%bcLpX&4zinOX0pj%PG8w;>P~;RFL-dk`=?A{ z2I8UWg)VD?(8oq*c_Sv&O>eD~{xL@`omAydeAWyS5HOffy@W9{prdi(wTdx5%g!XD zjvoanwi^c(26%_bfea8YR$|Z2EN%9xPNNYbGm5^)XdwgGerc=R#6NmArU`1}TM?%C^^1Nl72dFon;$U+++nelpu!8Q8b8 zn&CVdo;mI#6Ni1h-mV)oo0lY( zpglx+e>DBNkvSNVW=vmqGl+>6cjI$is>;eW2|^sEbZqjjnJ(qzmxhF z%M4Mj)9?3<6LJ>@bE5%6|7>R1CN*5AlCz{p2Vz0}4Q~q!)9*%HyzVVNi{BuI^lBv z)l7;vnR@`~LO&MW#!814or4TNCv3y=G9JKucRk*bDp8<>rH+kTp@>^UVRXYb-bVzf4a)B~w$2i(jHm8qHRp{kc43rJ zupFAtJP#8T0w>Mqp=nwe_qBo>pJbsloAw8i@gCpTin&R&~%hUF2{VV`v(A}^ZawFtS)8C=;X9q*Sz3qweVxH;Z$NER(B zi@b2eZ`h-!HLtPJ&QDY)JG$aLNEap513zgz^dAu8YCG4Gk6#ZMVoom9%X<8g8bc9+ z^|Msm6{mW`y22i&H-!?hWkupfS?s04`cZT!_9V+&0zdM2$R(=BZ;sap_Ln?#(?+;7 zZjvQ=#J0=_JQeYy+1}<0!vcxhg5ECH#@4HH^H`UR%n!E89$VAgxt}f1I z&R;9Pi$*mEGfdUf9i|e45CQ|Mr&o}c5EGBhMqy`(bn>kGLY??t zGD_t_)|jW8Zz-$QPVG@(Fj>_BMQqWIu+LbtDD!F+lQcn!E_tc8vHS1@d~sVG2=$Ih zWUOyG$ZG`EMTK(WsXo+)#4~o%=oxJep|c|nJIe|_cBq3b)!0ny5ekm!gt|_%bZfr~W>YbVBf$0I(k+2y z(^8)OLFhvEt}BYr2jv)qbjNEg-~2n#J0IoO{AB0M9m7gV!58trdL&GzwdBRsgeL-G zmC-uJHSn$?!^WeM>iZ*#CS=mJx68<;5S6O!jTDbnyE3B<#+8G~-OlfW?^+&PM=6ow zYhZ~v51Zdn!WlUXYD&EYHC3;l6!9JJ`OP-1o8Nfwe2_`vUh%H+=uW@R{_Jo*%sXF4x77GVoGQc+8hPl;f}1kA`nb>P*hVhP|WwLi-LGARv`G# z4p2Jw#2NGhpmdsua>ac8YLzhMkPbaiTlA}llK)@ShbAq3%D{h+;qS}F`ZQ=D|HXXP^bACzk$gX(5Ix!{|eCAgy=H-{X zWBMwY)LSn&d}hds@6eW3i@nV#9lm8%3*M-1?w8EJO&4kNl@q=!fF$6c=WgX3YW4vc z)E_l=^U)ra+dpyoatR@Yq@q| zsr0_GlC_{J&d`Hm3MEMko^O*=Ca(s}zMg4jD4hx8ji4dv78+=&pDa-=wTUZz{z-+~ zCA4nPXZacd;-RN4y+vc5$+~5MUzG81vF-h`RkD3nt7>Zn04oJFQXagpy9&zqGiG{F zcapenD5w2e%E*WclFgo-%#*1mw{rW-?+y_oiwq1Xf%6tRya}er%$VOC$;wp^{cjy2OElwQ%LElvtDLuS^^0eW^EY~gN%J>4dCv28= zBPCs*;~IN`+Hm1RAiGKWs+J*>7S1kyiIcZfINm}(JM+6djvG$uKVbp^xt@5!h!KIF zaK&s>KBl0U2zUFs$7`Vh#UrQ0?`-G|Kw(w&OVu9W&%l+%=cVXrKm{@BpE z@#3qoV!h%O*fKjuJd{B?%0s`vbeVp#T-Ys95-Rk==7Rmv(dieraGXMC>&pIWvH` z_4S0_OXyN<2jlsBeBsBiZ2M%~X=YC=9j&p~&;g~Eg$3>dxtKfp9H;N2w249TpmkrbZ|4{hv~eIiWUX3>pVwULlxlSJH{F4BYD=|=T2!yMLj0`I5k1{r@HIYPNzJ7+Bx2=%sJkJTV!OuU!3 zZK3?454Eh9B;vTK-BJPf5#v#8yMhvH^2U7=HUTU!1?xM0>s&LoK>rEPnD3NUaR`RWXd;AdZjs4}G z-LPTn$Fn)Q?AFg{F6OR=McJ~$CS;9ojFsNnF_G~yeQEHomqnA6ewz` zLbwwvoB5HTZSMJ!?#f_gk}LakjT@La@{nHuyv$+#drOu&Hp%kW!lFr!m^L!<-;HKD@Lnhr3#C!r+L z1fw{g9bGIM(j*RA418BV*!2=m32LCd-%Yo6VgJS_+sp~=VffqY_azn8Q#l(_EOb@t z0-I53cZpQ7j+2QSq`TB#5<7}af9?(68V@;Lbvnp;A^%>-}KV_O~vFo4zyi^yl6Tx9-H)B_eLdY}~|w zJgyputFqPbR0e4Gx_MA88J(b^_q+lH7}J|d(pKZ48d_))h0jr4s!G?naB2i!z7&Of zgb-ZSfky^n$HC){;)fcTgcwfELZUd3@SUPPpbD-MPqiHL=xxlR*@fs@W`+uE*3ACz zao$xpWlCLCTlc|lg0aW}n^KrG#tX{%aFLF{BF zii!n_)a*g^HX0le&i7MH-rti}bZF+jaJcxKwnscI)X1dbi{9JWVwOdOh(Ph0Dd&$d z_iJM1-WS16NMB%<$k$a4_EhqQquXBU80nR77OT4|gJrS7AiyRD3F$)eu&Un%_`Z9( zgDBeu{5b1aA4z;{_Qgofz&4M_r(oC!NzJb-5{=7%7`NpD<&rd2!DFvPe_os5GmC9c z{hhu}l{m~&cOgquuM1--wAlRby&4id zFp8Wa$XzBZ8op=DUW7*}lSv7SqCWyl!EyVK=;r69zJ37TnX$Xi2#+HnuXmJi*PgEu zHU-1jR)_oOXGfr|?CKjcUel{!|Gp-NOgv?mk16bv@{c?o16!;Pta$n(r7&I|SbqgE zA+iz&FhIa@&kE{awJj0fb4HfIh=ItPNvZ^g+~YGq@g?u4?u{dO6`A1rj&X34GCl*( z5;d&W;T;b``fgFoz-lEKpJ9e)LYab6IINDqo0k}fnC5gmnI3Z&*kr|B-4_~R7~t!C zP2@pH_ZaGJTdv^2lSIfaDubR@^JC=MvvDX}=eDv*;OO@XN1<{|P*`kA?w;17Znh&^ zNehW!QE1sPFSy>|Q1}BhO-x}ZgQILNhRrrIXqit~ zb7#QP%R`=h`dtnJ1JKi?wMsJ1wA7Gglg$^8CK?w6Fd@z`CVZ{nIqXoWCw}uP7r}Id zksVqkDHB8qIVU#5=RmZD5u`@>KzT&-lTnWw2p`ievMr%*lpWP(gI~|)XQ{^2vqfeb znY5@UZm3Vi@IZ%A$r{*N@tsgw`AP;Eb(}zd!MI(s%wSB9eWTL%p#)w_6d#@_PeRASRUca_u&h5B`Gj<7-XJ@A-)r<;u=WL zr^=2BfY=XzQZ{A1K|Bc=vd_teX-CB;o#@OU5FhLGO(_We)elvbx)2Nt@7&sSVAjjTMbZ#t z)G=)wW@Wv)Fs|jrgt6Yh(oohu6fw}K==HDjI0)c5V3gby$2K_>!~rt9H7wNmNtsu> zjHq$pIy!Hs8``F7rLn>D{@In=jE$5otCeGF+V(2Ug&65#<*t+Ugs7e%U{VHdn4>ru zc|v6$mkNaEw;D+RSy;@51g;~Gi2eF(?RBhF=iMkSc(&F>lkwS5@8Rhew>+trK-<+# zYt>H^SA`s|Dv$Y|)Ab9?iy-uNfSmBn>fxMIyQp$MkNd97;ft4E-`&Nd<@Px2tV58y zN6?KidI6$OC_bpg8kex*sfiHm{|YYPP*TJ5Z9YK-!jC}ujr1xO6oU;3FV#@P(V@EB zv02+g4mG|EF!fdPg#G{0nAFYNW)clGxrt$b*F7nu!*+6SobrK^Irym$mwO9n^s#0;~k5lSP zQ#w9>l-yGNKhvu{#S1T}FYKdMLa0b5#r?!T7M+JG+g2nK)_?4)$T1u69SGaVBNeYL z5`uGbnc2A&#{RBAaLcr}Vy~?s^RDgH++6u4O#K4Vo#6V1Ww$tI;DB34ZS*DdOk(u3 z_}AZ{*mXu0qhrn zMlo>GiCDO4I||M0JmPJdTwO(sp^4v|Fr}6Enc+I^9Yyf%V#4q2Kk?vaMmsz6!bfox z$_gokdG-bUG;Ey0_vkb%3Ck6mZoUQ;+ziVjoC{L@oAy2?Q zODx~k&^zfQ3hMEI@;f-)#IZBMFvOJOjlRMODNIo@KD+4LyHN|!ZcRd}p4Y(gNo+$8 zNw!}}ZC8~$Y`ob-me<=+O8b`8R0ieq0HnI0?TddEro(1@5roCyb;&>;-$|p3gJsto zoAp<-b8(ZtF-LzL%id|Wnv?0>hp$DD7sq@l_9l7p;}hZxl-(pIm&L+j4!nXIH;26u zxms9bTFOODMxqOirvxJWfYvMc%0rb+zOxP8m>;rf6ryA2;}=GiUA!ixkVjNMRHm-( z>pzQQG~t4Y3)Q2hKO7i5-*Gqszu7Qy9-FhK!VD#|tFgdk`Jphx)r)+V`*Z{Zengh) z=yB+Zf^%>z+dDWi_o)iQ3m~Z<7B+Rz$;L6RFc8)L zB2}+^g?VWzj71IgOB<7K9Xb_O1A$83F-wS4ddVOz$QxFmx8EWw7m@T|jkUbYdG*AZ0Z-LCi)n@Xug4n?t7&kuTttL!8#s)iY8?sezruXA+ z?l8(&gEKkI+8?%92!cj=SA&ann5DN$?eTa_!VwSKr7gDQ0GIxl$g91=PY&X58pF=v zX*gI3QSpkzkC~E5QvA+v{l=4eu`HDb#I^F_p=TniT5z3ked@HVo2(A>!&>$@yuL4F zoXNQAPsZMKs;v$4&J)- zHBe=T`DXsWv#f1LAe&De<2^$_XGG#o_O#>rW)Ztn8{bgDipyX^ns&;$GHvWUAqeh3 z1hP{gIEd%GYfq-xkotJ+b=7;AKB8ImYTrGIL=&T!NSIG5Wd$ZO8?)8`5fBy7(m0vo zp_jobt;B+|am+#4xS%}74@0XAnp1W2anruPsqqRA`?;a`K~Y7==M5djg12RxCq3@8 zIa4ox%5`cYx%FXEhLffbjhNOAUS%uoi(zD~cHk7(7*1Jrx&nXuzu(HT=2xOmmfDV4a8SeEUxlv-h#s!@D6l9pvOJ0 zm3#dO4a+>$uuKIo>w%Lu`V}KeIAt+5ht{cjttd7I!7H*L%5!}D!!*ZRgwvLfK(WU} z|5chzh=^BbfRM&_m_cn(J*@d=ex?m)a6m3ZatjC?+)tck|S-xzl!Rv;R?$Rvr>|YDoLr9P;(Pbs7a^sPA+b z9WV7dd_$H#6bt)c{DiN>LA|%imgcO^rJc?*;Jo#||G)e!&47OEUAVEvdt{VUhm+pzIEJjg2X6JXdwVc`e%}@WSY@0H#v7mKpv&Rn6n=<~ZoNqohaJvvG+W;NGqF{Gg#`k_ zx(cgZNytiT?ueFgCVLlSIvMWdtF~Dr6N&lIX`v3O#$FzU&?=N$L&mFy`;k;IR@r8# z$Wodz4P5T(0?$+%aNV0ddbrQXq#Q5|Nk0-H{~6m+!2tZNMW5>`>@_%oSFt3Ie7Off zkl;v378=zcTUP{j=r$Lp-sz#i!IfzIrL;U5>BWqOL74J42wCH9*oPgOQ;MYM#p~Ox zPjC)oK(S_vcI=0PJbMZ3+0cMZtGb;z>07%8+IFmZqNhFSGflpMSMS=n>*whELMF-pLk@V=p*Alp zaG(PQZLcWtHQR1Fo-Q1lbX3(Ap*?^ReQ1vImKXR!TpsK`U6m#5h0W3ci-z6-d=IRr2cQ)?zI&HtF(WTbz`#3N_ee9W!SsA<^qMYY!5#8DaFI; zD5PoOk??*fP$tX~-DGTunU291byk%iNLZiTUjVAqEY|bTb=HHXNP4}t4#Q%8ar_O4 zQZi-X*vga2UWk1vbenQ}M1d>O5%_-IGqW5^^0aHsd~M34KNx=vgkae~MncMGn$n_Yg18j%b^i53u{j&0Wcu8H^i z@_AtIG&$)|`9x>h+{-dj}1Pe)qA{t z3Dmr^{lNKGRot-xWdP8eZ#Wkmlgv`++8v}Ek<3bYxmv6Av}T0(5RPl}JABUo_TGU% zIx zhmnoqkjau198DF`~=%`1H$s zgs@iPvI|PiKGWQir|!uxRVKWk4*&~dV+UdAv!Nb(u(j?y$o}yz&(gg*{>BwdeGDfb zf8Ld}S10&9QPwV!`ZU)oO}wSyZqg8Z(6ChI1+*A8csLsM3BKz+u9+__wKimf$V7qpF$Mz{pQF zDy$d!l^@#tdaG$_h3Fw_GW|9~XoxS25P^K`gkiuw zL$ActDG7&T`J`qckioCDSQ)#0wm9D*S}G3SMxDm1;k4lbqZTHs@|Hz_myQdDgM+ND z9|W{_mtMCW5}$OdcRvH#GY%hT>2NA_YC_?SdO+Tw=VSr5Bb5sFE?W>wQoG+G#J1Yb zMiQkD2Ta#m%XYeGDkj98xy8?%=f!=MEl^40%mEYK#@Pai#|b`JH^r^ z-03U$oi`QN*qw&b6((%HKrMWp{L4GPZtqE_?xx0UApao={P%F8KBbc$ON@@!pPj8bO60<>C# zk`9`E)=9|4Vl_biHTy;CXER`<9XP9IOsKyTNCqV;^D&I!dJZ(X2Ez5EVc$4T;^CYW zy>;|0#qf;=Hv0~T!D!M@NZ|fTY?71Co8J!uChGw31vgRJu-R>SKB~Hg%5`G)Tbfv z1+B&mmgy_p~T4FOZj{*uWL`bq?oH>CSztN1(j!UQ)1^%!LwVR zg2vW%CLeayw}@$os{(~#|5LoHL){bF>L{Q?Z=0*+CEI)!Q<4CWR;7`0xBjz3u@%ld znt0{^Lsh86pJO6p^-rF~Gm{uii5l+~j@r42A+DEWuhs`VaafC^{G`jkWtF6{RAPpsBTy zMyiA>S4JIO0HX7N+aeT4CN8i|PWP$eOZr|9lgH$)nLI(OP6zMRg(CW6j(7vTOGFtV zWF~Ebxd)rMnI9?n39J$mkn7ig+`u>*9X;f&C?H~Gbvg7|Of5g+HD4|8K9Cx09ahRn z;lRA{R&84@w8|{jgtkt8AVCkhg6&kr=!mF*WaX&IDw*6rxSgj&tnScK!TNT(is3-@ zL3qs2dmrAuD}3H%V_y{RcXLRC$k`TN@o%sX7akztc&_@)5R`XUM|uB+wZ>}YLz6h8MFr@z+UO*0{H$cdk??$h(j3^h`#GzkpE{q3LVELIg#D`@AT=D7ExU3F zF*eBRxJ(@e8cw{AlA)#nP$vA&18QI2iuW;Wprb7$RsuS*+4uB2`v zp2Jpc@b4DT)Ng}qTVA&iiJ`Ph&RyC4nhRc0)!R|$jD(W|7iqSxhab9L>$MZA z5A`G)Y*d+qZ%90@BT8|ZPfp_+4nuH9BeK`$TxMw`Di}-w6`Q}K%+_Jv6*73F9qEID zSR4`VY^$qI*cjJ%thxSDOeN8LR7&ZK{K8|rerj(;opG3!Rn>@ti9Oo^hRB&2aNnZt>&@_H0Z&dVU} z^#O2atIkz;&r~RlBZ;sg;(EVr?>!BF@KQc|O}EwZFBS!Q5iI12g&I4NT#41$wjQLle=sgOE*zaa>4JzW)yq+UVZL4^J z+f5f#dgH5Z5rI*Z_!akJ=4lHJf?QaV13?GVKw*mhQ3ABSKI-vz*cQ+T_M*A=)aL2I zxFP1M(|m|*?`B!LUo}~TdF<}FUkpWtUf`FoM=o(CyqgpUAx&bxT5RaK0nN<2|4-2~6s4oLj2pMh z8VcpKCG*BS^OlI7q3#YNY0Kgo3)dnBFH1hQ{^M#(xce+tf%QsJY)X@+(ZvgQsG0%4T61emgUqIss(wCP485?c1dRzd;^a4Xrp zmBmb!;l(f#CQ~QDbK~(ueJ;<{(9#8ytBJ6mhUs2|YtiLL-awVu!p>hq!1ROZoJO1U<*DhE@3jw@x=ZBbWy>kpSZd#0}k*eA|wJ7e1xxS z4yUvkd!5Qff;<0Z0dNqvlQF#EUP~q7BVhF3^5tp7#?WP+CPmE%3VqFqJqnvA?(FOM z*gF0h9fowI5gl@*@aR8o{gwsu zXyZHTW&<4t*crwE&?b|WuJniO_9JY&S%o(PajuW^z8jd8XL3q;Lo%bEIy`BNwGQyV zhoi#-TZkTeW7);ug}5dp5qLlLQ55yQPv7^>ZBuSwA~2(euDWa*hF+L6V*jzYdVPiI zFljj%HWGKM>{A(YHnDicKm*^it!+m0I(w2QLwcur_Lt#4=GnoY^LbVN{e|qJctSSx z$2%42C&H)SlIo8|D+^rdI=0^WJjz+!%skq5I)Ofg)J*96T(aCy-ztfT(U>q^XEq~h zSZHo0--;#ePb}H1-$p~O#LJ~=-ns3v+AA-}J~UT*^4I=pt}=ttz=prWM-K0ft|lhW(CWg zH^bps1@IKp`0i-+0go&S%U&;)LUKG0;m=aZ=-74r!5F|CT-(gMv+|W%IlNMG0+p~I z8EK}$>Bqf9HoWayP)tz3v4kJ+8%lcgUJI%XQlQoe7xQ7@Hg11ACbst%l2^djieoR`Zma(fJU&{Nc(BA_fhZ4A3^OH*J5RU+~5 zcaz{i#ADtya<+(+9dyZ7cRM^LEf0{ADK7;>i*&W3L$c6SB=ss;N#83A);V_$BaP}q z)mF=!pEUXyHQmx4eYA76y=&Og5mDXm+NkHGnU2s;h+*&F{CT^BuPYk~rII-!%LPPT zx+)p)SZZgI19GpwTVgyL2agMLn$#l?Y1aB>KJ+Tu*OsxF(YI`>8hXTVm{q*!4|pNk zcgD&b99YezKGNKarAs!Ns!XeHqFDLKyZ?;pD0E1JuOY#%N9)Z?HJZIy5=~C?{Ta6X z8M9jnvFdkle410qccUc50XDlbkw#R;687gdQg^{{ecw~dz@o?rzndcVPPlKZXDpVi zFVMZ}zEWO8FyXXrhCf#SSiJVe?^Y@Ev_>oW_oUZph^V;i{hvR5-*fA2zA)gOknrjI zu7(Ml+9ee<~L8 z)3>W7OL1#-&+rvh_T4cCAecVHklVrn7yzwR!6>HPR;D#C%1r0U`L68+g*Qtp5$#r7 z^WoV#cru^WJ2+ELTchK;jD%i=qaqp|tOV#mut=QTXeoLQw7yZE3rYga%yCx8nl0By zyew`iho4HrAj{}+$$dbU`2G@o2#=|!_m&bxChps7y5167`58*dVQT#e@$I%>PCFBU z9m`_DNfq5h^hqy?l>{RxA(6pC13h)d(?CMzg0xC@Sz&0G@`8wiu{Y(Mo(l47I**c4 zKMax}*hgRcn$z(O+P2D235ceFhhNJ&vTtCAI1m4g<&jBaCg9W;blWQN#*z5x*Bacs zRTyO@dy0sUmM2u9D-=+kWlLB1foaL<_yOHe>VDeOam7rqx5~E3JsS)zX)G&W=Auh{ z`Bi-wrMBTDB8KZnv?H%R1$Nqt7E%E1z)O+Z!3@mR&VvaDsOu{P2~Er{)A6b2`L#O8 zbZ@3G(qEc>J(NOWXypoIFQe%uLVSWN9azl28eX*((dovKW)=>re2&Jo@a&*Y^^JMq zX`N%Yz`9y9H^xOQ*YIsO1(G6HuN&GHyU*bNm1|nt+|~x4&qq}yvZLRuVw#{W$+4!2 zpg)JiON!b{&UZ`M&E-@FGqzi@oS4S6K@3%0pw!r`ToD_LaGa9WH=-?b>xS{k&Ky09 z+w8?GCAH0K)m-Q^A78ahGPb1rBX*R}bh&t)p&w&N4$}9ul3MC`tuqU4?I$R8v0j=K z4&2<~(Gg48Nfa88YO!TH|NRADnL>rsybp`VMJ@5%tV6@#bS&2!)6~Uyzo{K>Sbl1| zW)|b+Rl!wle93J>iQz9AovlKSW5tQLUd&o4wy#V+;cL-c3~;E9~EhEsSPxz48`gXbT{Omj)kzhWXB!-MH^vI zF#55Sm*g6&<<*M*jh05=Sb^}uI`!+za3BYJ8UA+Y?L!XcfKKK+jBCnnwF>3j0ND@L zrC6U8O{#^_4$^WL#wwG4KuNGL{0Dp{9}^wjR7tB`03Po8((okZCJiJL*JdstNVV0=;t(_9PLDnj z=*YC4Qmz-vF68iRLQ0H)!ZLJRl7I>D52G+K?)ImewcWmDFGif5DuG(2tIOflV?bKSt;}{5{H>y2G3?VgpB*gevDeT zxJ2J_U;7wEK)&a$dYN0%pJB-C1&TIK@;iRm z<&ncirdma>(te4w{drZEU|XVv++<3Lvh{i7>W#gGQ~bAtV+)HV=_4l;b5s08op5*P ztPPm@q$SilCBKSJxs^=WVc|xVxvJp%Nug^Q5KuJrbZ=6%yk$#jODV&*U~sBFE^b$$ z`KENV*&(2ADOIth*EQIFcI$+^lBz*b+%p=L1X+Mf*Y1^UeSH(bLX+cbSUMVY`|>X# z4eZBG$E=(eeZ)pd;s4*FA;E9pEDp#}E(^R@9qrLvL6o?d@+PkYtNfJG1pTYO7a99)6iKnHz5U;Ag;R1Dc)_;`+o6Zxh$ff z2+t!Af5zlJrNb=-NE}50_ZaNRzMX(@>F0?=x~-CD&M=yWTw|p7$8zi&>qh5`xs^16 zxDioWt~pgou!L=HOo{^Zk}av?!wEO%VXnmsbK4xn0$(%v{v0%N+aF(Ez#~@01V$On zW7m0(;+Z%^r|CVTH;9XU3ooF14bXq2cj(Wb_m1t@V`Yn)sR0V|Q*xJH;bb*(JM@YSAH zrpwk+9J%9G79O;eRZHdn76V?$W_ePy>tsy-GmVEGs$>elM}i z2z#uNJ|{bwC7@y4;LeakJDq!D@q^4Lv!U0P_g8qWXDq!DQ=HgI?8so65bksWJ`>D) zT_XjLr!Ea88M~ecytV4(u^H4@wi2YIqA0{h$#9kG4{ffEit~R5eV^QvMTpfqMZ%yg zYfT@CdFx||i7B?Fq$)tq9u3**a{Nxu9w)74zq#Z52C1cyh67fkZsiy!LlR5xQFS{)@zsk6p zl`&W=5qpNG1Bf6D#hPS^*)+jfai|91jB5VEZZw~9sCLY;cl-= zyjnt)Yh(YC4fXeuZt2#;<)>LUmN-(!%(=nhO=Qt}eyDp3Sq z`iw78mx883?SpZV82KoCbGb?AM_}LEXi^XVK`1oZJSWJTRB3tD!0dCYewHf1?bzQp zSVC^`LfG|vB%`^eQjxG1T*0rmI^{o=7>Op?j!8i68U5?8Qwd^WgF@Q8#&y47jpu@T zMDo=ht^N5J$SVRBLAKa(qn}E4avA$btqiXshnYA1xfRtxSdEoWsEAZf&gvRDWnSfx z=mB(rBYMGTw$igpsH#Kd)nDhf-CK=q)7N!k+P9ALjg{GH*A7}rX+}@&E}$XbruISD z@gIq0qo|??r@Se}uTK?+)Zcz&^;r!r2bqjXdo^zFtYAQFyV()SIbZNmZY^|6;!VA` zt%c67#bwp58#Jc6dbh1Fn-W@{(3t;HG-%SWuHu^Sb%UHxr_ zPjIF61Nw)Ko^7uSkiG0X3W3*NzB$HYWU7|F_#q&o+o(O6gB$=RY zsMRv|8e1ON4;7Gva}-L=XpFZ8T|!Zem2tBQpZf( z>RFESMvIh#Ada+zOkI|V3SP#U6*0SYF>{@jJof2&HLX+sB0d-)6{aWbVAWp=V9F2s zAP@TJf6^p1HDVF=%+DZWoD|oR?zkH(uUmVJvuci!zi7UHuoNU+ZF*w!rMCQ2)=5N} z=|Ey2Or{s`1txDUo2Hn4=n?!V2>*v9=5YEC4z8m)QSYGzM1+oB+3U|h!G1|9jY|Nm z!43m0_pisybJt88kAF3wXOli+#>ft^f?;&N^sj{q1nMw=>dY8pVuT)zVO)_1F$Jw! z(1nPZt=%@q^)#9Nih^zabvkEOUzlXWNsgbnVr?m?B9OQEL0NITT1i4!1e=hECNw1V z*iv$cF*Y7D8iUlsIHJ{|YH{25oR0E{uB7T_ zQ0i$DiT&l~LdKulm&vX2G&UnrYfyzPucL`g?HXg7#-p|VWSweVZ544R89~8j+Xgbt zS@+SbV~%wyIroWrJu=jmbO1@y6|5}Wuc5Li?ohhPbH3nV>cnY&*UZ75xArd@vN;q8 zwy#VI-labn9NT9&M7}hP3@VK+jS(LpHC#HP7vPo@FOdtGNkFx711WIpB4c;OBCE>P zGe*=5wl>7-J(o1-m`+Eoc}l$cdh4%J+0U8zw-*)kR-1}S_Nr4 zRZq11a+}REIr1zm?MCx+g>o~@eirN4Bdb=Bi+hQg=k?-Ty9$OL3Cc_U86p;k7l(0& zS91j`nSMt-&!hF~-9L)Bj|`b>dU@AmdVZs-G>rAvT!ti6=8pJ8jmoQmV-h=w3w7sQ zvP>73w%5-QPz9{F%~jsYI}3iLA~`M}y#eJa>#9CEO^N@KvY&lNz8|0rc|#;X1B~(s z&)l`HgaG0Yj;Qhiv64Q#Av$3Tr?i?PjfTnpvlvt@xj|1tv8P}f3Ej$C7cs&~?u ze~jtw7e&@A83HX_%7|^!;jj`>U;A)owvgaNG4-Cs=HHqcU;bmmTmac;#pF%F`Txxy z1283zVav2AM(#k#*{!VsR@-v=qLvvyB*|HJLAqkN- znsPJcJnmrP@AiMPKWG7)=;4n@e~1o-9rH3Zfgk_n5IW#sQ;K>vqQ@YY$A_q&=u%tj z4*Qa6WVmvb>vasMUA39BDR`CtZ2yd@%TBqr$->6A$f3%u)9~E&X}g54+{rl_vY z-}EM{rQagLze)8^rO<7xZk9W@r13l6mP`fI;L3^eR7pmsG{o$h6F9obaY)aW{xIzwq7&`4GP0GEr+?W_w#Y_U%KENNs!kN?%08+*9dev5eXQ9{Y90$LHfoLKPg zi{EaGx~NXe%Q0&QV_J*aZw<5_hJQ$+=KXZ%VTg7Mjm}HW(UbJA@09=j5>Eg%XXW>| z_x~5+b-5f;>a)J6t&1IMY2cYF(qyD9=zf%=t#)>#nkjUMdnB6Dsji?|sQufv#vPfU zWwM=v?|5|3oXl_S?5spZ^Tk3rG9|9Ndjf!dO6s6;nYeo#g?7lMN}?goP?qP)*lZ^oU-L{3}tLlW4ux)nK^ z$?O{sJ#F8&@O9%0k|3KWG#&poA3 z)&3cxpEvY9stJ=|S<~Ibg|ZLh#oBd_vbM8cuUx4Fsrcu;73V$vh#pRxMs)#Xxv$4` zKyj|Cy76l!1Y+AU8p8K+X2uqo@|UX^c>}(+8r(RlUH*o4FVC%2f&XFVKf8zj!R6a$ zy*K}#87@DQhK{=Dry(3J+R_fexTAcKf@w+x|o|^bGmLtBz zJqlnOo9?eeUMpQsC{{>IN>Vs=&P9IsIL-K_)M71dX4z`Hn#NtX<}t;>bNa(c=T zj=x0kO$W{vka?`RCc}j+$S_tCz$Wn3)&Dt00Vm4=6eoYT%ocq3e+aD4Yd?m3<3Jw; z$*49?zahx*J_bOs9XY$^+g(GB9V>NQUTc*W4d}$Qak+Yh@2gldJl0Y!uJ5l55pmhq zrdP?dhrKV35s{yGOgHDPx$-Ib1Z+3D#61s{XlYfRs+ryYMU;Kq&Tx0Tt#&s?c2C#t zyDO!M3E$mtG?S}}-#Q;}s8~u)Ow@p(bW{TFwUm-|{Jw_`S|;OD>5ltU{GGcs?2!~n zgZq3elQkbSsvaORtRR5F1!%@x=bEP)|BJG`q6G!q6pu|lr`@QwTx!!k{CjmVNn`K@ z5a2}Z`y7|KFYl$A90mvusWYj$sRC1g2SyLG6H$hDE9-~bhIib1IPTC0H!gm|Dt2R~?tK~4umVtPBfK6Fado<;sbu^b<9}81{$FPy47`Sw z?2qP>|7{%_$tM z-Lvi()!?3%Yq$GiKs{N2eAD0cHuLjuieAG;rI4?)#RzEsf)`=@ozwH@N@OJCxk}-V zrZT)CX$E0;K8L)&-2UC%4+vlB@6G@Ie4Rx|JF381dH2HI4W||}N%qZq-;AXiOyj%Z z^UK-yO~Ya~x6QeJZeTz0 z7;^VL8m!vA@jH9qTT+t!wQSUrLVoAZaHfL7rCQNN_w^3R4-qdczYKo4bjt1NJam~< z$c0Z5{s+!WBMo%dd`jQuEBrSUcta$o)@E~u|0Jr=nM%xCfby$=-E1WpkA+e=8P^KW zXsowfEbWqI@YKk0g`$s(_HsAuV)ck{s;h#dMR(Xcd2;8s;XD^xcN7I6Acvi7{GM*~ zaJt!$760sa)#DdRWEt7L>%`RUcRX!ZX4L&7S>)r%&wNxr~dp;{ilZ zNpU12|H88<@xz3R?UuWO2e@b8E(XRVp4MYjHi+%+Wyi67PxxkBzj3@G;_9`N>CunF zOwq*C&#doo|MfJ~51|gVl&1Z^(eh{LKK-bI2tYUKYy1K;+M=jr1Aw$%wS&?0qz4Q0S71E_CnH$gP_7d?ON zbupg4c>nm1p`XvZ>zti`bn+`}H9RVzlZsq4XBjBNWi-QU8(yL7!qe;GJ28V{xPbSC zwg+*y|Jq;(m$~2F^lzj{$Tz8H+|v5hc5_c#Zg=ewx#G9-jTiGghb4&%PYu~rn`*uK zb_|5izw!9sCXH{LjD3zmte5zZaTG67tFOHX^E)lMyRJQ7^r9eMF>%}|Y`mKJN$&uR zYB)fC$~FHKD+CnK!fD3@r8U|GU9m)?C;i1F9 zkS&T!Fz?3fH!3_{qN$-z1 z?ukc4k3%jt0+EN}Vy8ylKSex&QQ7kFX3F=M)|0|)YvsNjzdm`s(6wC7s`bg`bL-~VeH67YwXoYRTgY4L@DAC?1SiNE zUjZ%nqukH`QPJ%mY`A$rOyfVf%^RZHZm`@@TLD`b)@on}(*qf{(EH+c-;buG>Fj+Y zu)4}(63s=VnowtF=gyU`FR5B)=ydG}MkgIgBE#qU zmY3U>fE~0}eF8Gw;-a(Ss-pjTL$OGxCAzfOWqSdW+|FW?@S^8-(LZR&fqsxQMh{IN zCv3IX0vYH;OZh7_C|T6Yb?_^1fk#xd1KfODhiK2Pg*bl-{{3|SW^wAvEo1ck1GpFv zRW};B3c_L54N zmKw+LV!Cg-)YS0C@cu-}R*0K<&uioN#gw{gmlUDsgi%TXe|hog=@u;)nt@yX$jv}BPVXOd z;h#qj!Hwqo`l*V4gBuKxJ`ot84Y0D|_fua;LMa6tvSxx00TN|*#fTUM79n*wq9=+U zReRCC0fW1pggZwybCL307`#-Y0~!6=@^v@`|6aw5XGQ)}HgA4En>I%odz9038A3o4 zv2NhY;Tr!Br!+FPIFs}X5UJFnGkDwswA+;hx21@d%hZ;zAsg|~-YmyW}qA&QP%T}4l9!P6d!#!z9)Cf za$9Wi>BAilKrm5TLFqip$%6a`V=;f=)Ft8cvgZ8n$Vfu-X8E0aElW}CW?9iOo$zZf&26o){B=qMWFjc<$S)x@=}W%XyBAUShvMCfLo{6z#<>W; zi!&+5kyEFYlRO@+Gf7(jHqt8Ao4N5VZ!ui1zB)&~JW-iK!pV=4`fcs`g*A;RMM;+(k(p(uJ>Saj@Is zoFFjaKs&MrsJ0WCxeaFm?45?uvT$SzG|T0S47I@~ilQ!WVR$m9aXTq?XncBkZMc2SE+?BdF!gbJ2}!9{rqfVt;Iz?osinzK%&V6fly+(i}` z{AUR!D{{NAuL)ZDz}t<{FY30~``g{VOZHH6(+Mabq<2wOn9fMKb@xijY-Fx0R&!nA z&$OS6DRS^$ayXA%uIk$?we=@-rnN-ihkYA~;CadLn)r!9glMP=DU6N-J@{H}tt!~M z$o}>6`v=(ApZ8z>T>TrhWy(Op0vRA*CowWVwv>V-4_3=p+DI5}tpT_!zX_r{V!cSK zKY`_b?E)7hBG~ac^rvEyjI6Azlyq{P^gC=y?yO!TdNcx7UeHMfpOPgce_4UvwCIpWbD&PoZ1@YTYK@Gln3o zxz@tZP!;!~U5cZ)7_I)2k_Yd4|DdkAZNay}|8EJx2!%G9pizqy)L!nmDn$&|gaS7p z)XsR80k@z$k1l`I&WdyHFgud;{usMe;IgFUN{vl%VJu%Csjm^>!x18RE`<(!+hfa@o3Ris3b9~05vC!27T z)2+g1h^RoPrnU9n5r(k$$jU^Ge~K^rSS z9a8IhJ0&TT_BjmE(_O^>BK*))HffTCy6Dmark&Gtet#)`zpi~boazW$I=jfs^ktxK zsuGbY6A7*ubTcS(f;hYiET(weFfcAGHs8p0w@=dyZWsvuh3;T<6=r}7Z6)Db@RDFuugTNprbGP3wDD@?xD0{d zMRKJ@b&|NfjATLdn?5cIxS;$T^h3*F(|oe4NBF!)*QUDj{(74qaS?EP^@#AXSnX$B6BaODJ)9ut;rCzVHNRLESQtm;%N0?xu02IY+ zB4X@NkK?uO%1s`V=}@l2`-=0mLmjF=xA$Dv&!O0Ma#m83JJ*qIow%+Jwmp$?0@oZW zV|=&t%5jy}S6el=CATGhRhPcwKZaIbRg=ugH&WOeo%t9tLTycmB(WK2QM+4?sV|og zP37gHGGskZtT1Jq_I>u!g@Lay?Azi+uO4f4Iqf_`cT&S@q=ng~Kp2k4$d0&LRr5QaM$)xP;#U7&GIX*wvY-TX>x188$e||&WXxcaN9ZVY&&}{s&>#K#IH!S{ z5A3qg>KtsB17EapZinEKz7)v%JCUbO;4R>LQ~OR+^U)vF=e6SRQRvDseJ?qaFvC$o zjh=J!^UHGcRG4oZyoK$VWK)W2WVd#>rwE${uz%%8PAOF;e2OoBJFJ|_*GFUME@9wz zYF_6j^KCx&DR{s#sn=+5ea_X8NT>7H$V^$b1eI0sysNf>c8#HmVKXfvcPJKsz^FY} zN!x%vW%HWgz#;680GZ3G_D!W@nV$yh=Z6x+%4)I4#D3T7Q(L09`vk1P>-4?bAsYKa zhPCWq#%Cym>_d>1)L_Tn#6XM!>}+j0Gz{WQ5Gq{mhVKz0-ec^49yz*4$e7VWhA(|u%Tc=ekHSJ$lor>#%RP4aricO=&85GZtv&9a zZdW_KeM1+gfNSpkTl>}yZo|9ePw9aYYgBYN$TQNb-f~%GmV1(9u6~3pq1J#&Y!4#a#O zA0|S^X(}#$zjDI^V{MyN%t7H77|nfZd8yJm((g&WpqN z2zWnE;Cr_-6OBRr|9u4Bv_eq_W`}R%O~t=6pt7O}E!Prd`6Hid3xjpK;rm$Ch)(VR zqsx@ikNaO-KJ3#jp?)BW$%uIYXs}{EaQ7w{$xIpfnbe=O5vjc8Yz^Snsr&l%E2Y&D zaPLJg5G&JLvPLQ#Zb%#rA)U-ke1pxR6zW{;3kN=48s9q9*K2C-i?Np2v&9XWTblKi zHz4n@G<&n7e5Z6gvNnREYad(H&i?R~-Adz87_@+uzr&#tJ4r+;+b|NMNZZ8A&u`x) zcL=oCnoMb5gta~c$=0C|X-lI>qi9Yi$JO%UGU7hoNPi5h&c5yWo9%z!`DGRyXE^al zA#!&FEzquJW_o&q9b-6Cd_PfZxwfpZP$`m9a0LbD1_}muHkfvg^ov`K8j;7P zGF7Y(#&s#~!BEiW?8`|cmYRp=)>GPz`cYgk^o+^7fphw~z17aR!&~Y!VS~M|nhfJT z<^w1-rv^7uCKLJNgFZbY{rihEEV=_DaxMt0BS0(Ov+K)cGsV8XI!q*RBd`7F)#g!3 z{S~I5=S}$0IKI3p#W%+v0pO0=cOqygF{R40-vYQIIde)+K;ZU5+Jm=&yyz$xQ1tWZ z>G5x*L8)jMAdD3me-vnEL?tca-*;Y=K~*2T^`z)+ zF7EQae0fs?gOe3ao#8E%JylHQXiRpiI&DZ%!2P+VzgtBFqBz^q zY@zwlCF06Q?OwvK@0l*M-(`{?i((?XBTwD}>Q-ldWD{fN?10NhtZ?zBX3Y;SY?IdY zr`wdL;_a?!cBf$|PzJ1!(IlJ`jqYdO(#y%jY}kdgC=A*;Z7zkhl9?)zu7p)`1P^DL z;4Ie!-5bb1PgW|65vc4*$78#Oy-YL+*iIHVQ5{93bOIC-3*2Yt(j#EI%D>kk)Gn#} zC~<*gB)%Rpof|HfP?%;y{)$~06OZ~O;g$+|MQ%dBReD(U=`{9TXD>GbH^5U2xT&Ok zuSrAA*C=X`Jc&{9`T9WPSQ+U`B|e6#b3=F2}|gUMVqlo~4nNmM+wxi1#wI)#F{F&;6{V}MX%!i%15J!S^~^Njv{ z%qcOgW-!bJL9;en6&e7eP?f?2oHwGE-yH$<&Eek+zBC8B%Yg)|Da`FWr{w-jSA|^M z#$(R%$^-GVQtD=j0fetH>OO$d>Cl`t$1JFIL6BZFKd`n$p*I5mGV}h@p8WTIj#57r zBjJnW)kKq3%kX!zEHCoBnWQqs+~m6Ip3T7C)SxcF&7rMlyV@1>*3Wob4?)hS%I<>Wms5B}IIADAGsen5K{X4>4`9y`>&M zek`Y=5?S%NwFI~2)5ANCHa+a_^D*&8(SN@-mRc*iKAX_G>yWAsO8bp)X&il-IrTDF!+u2-!D#dt^gZUkb$yc)t*EITxXWz9gGb?z;U8)^R zdA@wag=aO6qO(Qq&ed#Ir}@Q8UAqqabjtn7=@c}W$*H-Q!KDIow!7~&4*VH4Y(PAV zE8`&SY}$t*Y(Ocb!AL=v7VqX7-&e=>$80(DZMo4Qaou``m-*({Pi}Vyr<4W7_ROH% z)(DDy#oI}l8NZEMBYZB~4I>t^R7TVCvDqCCz&~B&MAXCi&SFugz}ljCG-C7qgusQE zv6-3saGdU+U=Xn3>!Sciwjnkf!jJV|PkzGr=mPZeb&Zpn_%nBSIa+e7(ml}nqwH;c z37qXaOD#(;YEYt=&*f~ej#OVQ`*Z6sv#`W`cVvuB*9AT#P|8%wQGS`&n8vQLhE=D} z`4I~mP5P>x23>_^Nv}?g@1r(Hk`0G~^_g6qrDu#1+hF4N!nXuLWCB^4C)))Bf+tHM z_q-u%rk1SVEKwfA3HD9RzbkB+>$^H$wVQj`+kdhZa#pC`j3k{g?dd-u=RubBP{#oR zO2ICM80#X9N3;PT6tLD-N&nWVFmkZ&19?u?pTbRqxrw|%YQ;P%JQQL^oH1Lgl-a$4 z3I?smtLG>=0_!6rNW=Sr9bZur7Q_l{3Cf2p;h;?X=-(|74LCvCDUL6GLy__?Kq6pN zk~hu=3vhF^L<05_BPLuFY;RGcU9k1$atj+#R2~yZG-psfS0$nBvP*5;Aw;isf+1+WBNodCwco*wg$?Nt$x~al*BLe z3@daDHOF#uEAQzx&+CW++rC4vs3Y?=w&)iCp8hMpnL+#(nQ0ER{J1?Qusv?R{egK7SK;F|T5gS_Ev@s27V^AL-9sMXR9o>!h|0Jzzs!klo@b1N%EL|2bO6W&M zKX;ET=zktMHI$zM++@A2r@f|7tXA|JzGc0#>gp+$2^4&R_hwAEbc!5rDrbh;*{Rb& zL!SP?jdc70H$cK@ezqeRYpBg`X;Ume*@cM(^*#=}Ha~1+;eKbCjmlCAFV*RtLcz|* zzkP!@MAIFNPhqyd*aVY)@jCd#!*DG4B(6RDai2y{d`ezNnp1yU{p5Nps?X2+kbM;A z+Qa6x?6Ul7m0|t-Bq!cem;&Nb=rs3tiO0Yj3kgzoZAjd6WtdH;T|qN7^zMyx6v(#8 zLq1*g?y|~7&GD%4V~gOsz4x#5EmS!Yn)4m1pMp?+KQoU#7eYKm5GE4t#QLjZCz_S& zVonjQaq@exfImECj@EuSSxl;AnU()t8-8^Z<4MU?u65s6U$E3apirYwz4=k*EC5># zO%rfz7fduu%)G{Puu`P0IcIvWuz*Sfo?jnIWkP&boE!tn#0HZ;pV!Ox__z(l$Rlv) ziNkx5q`P?>muSP#8Y*E|fiI!u9U(|1q_uT^3tgTRFp(Ha%MJUr*UDuE#~at@#yr#N zf#vHhumAn}70IvPK-*LB0eOSO%(JOyky4Y9^R!5;m5EQMHOq%*gKN zaWX4T(T}2j+Aq*=%E3>tp(6Qg?HeiJZFtdFQcu{GuY*}AO^}5B)1#l*O!tZ%AQGwV z6Vi2TH*kkJ#Ow0_Y7j<8r{5l5bR?^OK27&=a~B0~V4exgEf$${f^z?pR=tvjz%Ys@ zU6m%)Bq6nC^j@m6h|#k~1?muUnxU3fG*`DcU$j7bSMo(rifZ^$eBAtY&S#J(K)_SEL3l#i;prKYuo z!ea?AspN8%!n#SJjnjEN56P!6t9@lLIRKUmNE(1%>$Uju-FiI-LT^)#{YKNfEFUR+ zU<)*>5n&XZi9@ed9b_`E)qESCD`{xRALk2tocjOdkx2&%@(FInwI;N6wCYhNlkY|% z1z1!>8F!7RdFV;g+)l1`Fc*}csb(qF&KK9IFr~WDkVfv`G~WqtnC|79O0^ff5;#T6 ze*CjF+FC~49zx8NhvK+5&J1HoK$jRLYt-_|yL;SGX8?#)`5v_r(Q_-NwZuJ& zv{3-w^K1rrho3WUl}CvX%UC0Fm}DZIVa_}_Zis4tkd>l}*W9CO_oHgA9yN=p#Lp}h zgn1SBaX~*Hb#yU~K!ajBcW&YCVj51P^r@_LVi z>@G}$2NTO2od~|F&PJb$w2A$zzjK@*g!9JwPpql{rZ-?YQDd8W_#-luE^-W9x3^34 zfm!|H+(rCbPWnD-0NH%7(vzOkf+x;{<$eJs)CV9wD!^6p^{W=hf3MT18ExNrHjoS0 zzHSlwlad~H2SS5fp`3>RJFRbV?Jg9GX(*RMwS*|wwsf1A>jUt8)^LF`P~H*?;zPJs z7=ZD7R?9Ej)()xY><*1i_xVh>uzzB~Ll-6aPIDS8bl&?0cjz!707gY{%Q-N7P z2;UqP5W?3r%4geB;~(tJ2$Yw_x4Y11Rl#?u^K z`p(&XaHm1p{m(o~Zh(7M#GJ<}E&QuDxRQxDt(Kc4Ivg@PTWy_mIn{KPYOQJRx?8_1 zIyT#KS+QFE6+1S5I`S5BFrN5%fDM=x`;L1oY)w?!6=BwEJK*gB3=l-mxIJY4-b4#L zm+30=4X_#ql=Hj&F#UFe_J4gfct2tFQFl=#g;|9lfPB;&leVRNj^?U+`&fm6ob+p! zD8oagjD(k)u4|*8$ISl3-$@qEMjbd+PWFldM7FVoW7nN-{`)jkbVNB|R&*9*c!1s0 z`7e_;mH{1wq?~-bdatA3No8hNf4b0&;c@bScY7asVB!NNz~A8-+)i0{3T}?+n!B2r z>spEu+o|DsE-i(hkFl~eVUd|onBm#2T{{gz$OqM>J{(pFZ|d4oo>(tOJe`f!H1PS| z=X$-&BKAi2CHF;gI3(KyWJnGI=`Wl6_8#fiy`b}0CN4B(W-?$gq1H*al*e@qe+lz< z%Fz~f=tI&`PK_HuEMg^VeDZc-f?T68wY_40{KQxpd&CIs9%Oj=o71XbwlD`rAB2cr z*5D;{pl6Z;Ts;+0Z}#&$ZaPW##Bh7hym(*1-uH-C-~CzcWJj)kdcC|iq<*kEHp)*= zr=NKVg`4akuX)_8bd! zIp%jY#sMsXiyODd0E~IqzKqzpYAL|r3+@#2!$Y5f7(vPifHBGefDNe!&r!!3xc`|2 zPzq)61x;}l%24KLl=u|%Sp?DgN0hBO^p{SNp;-KP_-%Ts>>yb)4R(5+@-ey(V9Y+hS9QNl`k#0K^SWmUmnPjMuyQHFb0zV%E{XP>iR6 zYc4iK4{2C#afRotcY*!G%$sQlQBhG*>=uA=O{DQfZ@oDf-1w)fGVU3ODQS@5tppTnV2tSJk?SYli43FHO)L`v{X8*wD$>UVV>_6{cyfknW zBFe&uq)BGHYE|Ot3&Qg=QG#T3c+Q+b#fY}hL!|}=a_V!0fpGk22#$C4Zwv4X_NFqe z^O$Z02Jc}*_Rs^=&6+6eFV#N{dZJWg*`MKRu)ky z*Bkw&|2>x|h?3V{LV=tKab3Tnv5B?G9(+$fKPo=wGAE1>%pcpc#65Ly8$98d0R4R5 zfk~lRsbH3{SEFpV_6p?P?;i{=F+F`3VjJs)AtFa1qeC!i61r0YiK7|F`(yqZAvw?8R-h-roZ zY5V&T=zCOIF8`=Ew=1*@qeAwVI_gQSyG)%Mcg93$;5a}2&ts~Cpuy53zBq0#3Iu-u zqR{5N2d8Id3n}_f!!Y{=9zcZ+w^cMX-K?nLl*e5Hw10GX0dB3gd)L1lj#G*!sx)8ee4Fi)R8Cf5CFC$z zE@mhTxy|$wNwWs#z?zFj&{55G=Vf6zSs}BCZJx0EE;NaN>JE~@SZ;SVgW~cX8OG?V z@WAlk44JyIQ6TX2DaxzS<+JOKA+a#sZNW+Rp}RkkY{es0 zyJX6SWql}tAPr&0oL^6UDi$5~B(Tei!@l`!65hCr|o6!mATQYns7?dqfw1C-`NFz zl`LLTVDGg}-Gf5*&&$i}hdh>hKy?ij8$fhQyFR=c$yfOlFz!j@H~?2G&r~2@A7<~F zlokL>_e>s|FlHf@JRpn}6&0RO^q;N3Fmv)z07Fim-tCEqnK$oWn*1|BO`amQ-iF~w zx$W^{nytHR-Ml@>y-kO`d2tFtdeN;!tt^#FytYIN2S58V=Q2KCE`PzLOh_|2S@3Xb zaI12m0A}Ca(?g4&P0_N3(boy*U5bspqy5z(TlcSmD4Gzl01yGx08uaA=x_bs`dqKg zlFt3V7R(QhVB=_g69JkH}M`boHTOSd?XS%P$pcY404%#OC83>H3(!<6P3 z@MGimXBhBC_r1?07B!2g?~}8EE!}|MuxkdbNPm;=e?eVP>DDQvneTuQ@~syil{@YD zXPfR^Y^}QTElvI9^r``&XzV{)cUEI;l0yyPjG}a9uJeNLotGoYyB;E`XNrCEwD>+$ z!%+Tbujj{Uq@m;}Af48+Y zK$sn*ZCWap4o*_Ge>rd0P1ifuD5PuMKNDo91q}?zhCY_~{Z_uhx91hbp(Bsk`SP0z z(*yJ+Z0%o$+!BKAUmS2wnLiBRcZyv}D9HQd$TC7xn}H{;@Xo|Lf3NyhWTrI$@ zAPe0Cu2#wW`gPp)yVWQmnra#Rx$JW}A}~>2sG!kUFO~AR6uzs^%3GM&`89yMcGlV! zoMq(SuaZ@+3PDt($G!GG(5MWuvshQfldg1+$VvS&NNAhFJf$x?0P&>?5USU`^sQg@ zyx1MY-y~K;Ap#=C(k?))r$CLRiHdSQ^DzV0&g2(LFqv{%VrrIDE;UfLO;Xv(_?OX5 znEx-YT5hUFGLB@n7pfUCAK`y0p2!SV?>5<1LfX;BSItjQ*zpLjL~pOaJ$S^<w=c zql^Y>4M&oOV3BgM!&xCJ%~z7QA3fdTCjEAYpu%ZYsWuN2GhnXVhG78Ix73w9t*or1 z{b-a(x@?_=H4i%*efqfjZCJIM>rwopmaq3t(Vg9t%(>D9owVm(Q=bp4zJs=Er|h5F zof#3K*lnG(a**J;ip$91@-^>aCcd)j&4bCOb`;5xZ zBG{nOP>z({recuI0gFA19^k|CMy<7TGstr)ePoub-cf4i3!Tumiv8@%fQA1n|1Qpp zAQ0r&#+f(B(`kVh(|>to>nQ)|!Fo-pHdWDfg>TtkT`{g6`g*!wqijH5i0E3+xa|_Q zBR4uQAGj0#Te6+J89OptV1THzlqGU5KJ`u18zL|-dhg%%s(A`{R@E=Dkc5Kdg8nc3 z4y^+0He3-@C`5e|`Ir18Y7=)~Hh+_A{QC_440X+RQ8Ya5SSelbH;0EwFaAGt&-NAovOTXlxBeH| z9y%TE(f_jzORaGXm5gc=HL;Ykt|vh+P;d-2R4|S{4$3qXGm(JL1ZxkS)qO?onN#-K z%wGBRQEmq7g_h9x9o$MsfM{NjSfv>aQA5LF*kvCW7+K>uZGqF~r+7bse4x1lh1fAs zVM}QU~cIo{sNmd|q*LpU!mOgssB2spue3-{Vx(Jyp_S-flgiI2=hV=Yq z7ya2bwM?JjhiUovmkoxa_iIU{n|xck3o4Jcw+{JchaZJcgwIFCQu%)&3>Ug1%vfz5XU(gVvFmOR1F^oN$*!X+ic1$_qp4$eoF2fv}bjrh(% zK8o5k@fO=3NX18jR58@rl`vEvqT(cw3iOXFL$?>@$ z3*>_>bI(ZzTP}r84Po*lgzdPR?pAlTQ(m#x zLU2%Mvn;Qz_-6it8D;%RLRa=doMT1B^Ma37!c$BIk+MUMm_X|!L*9@&nikAsp7688 zYyPHU&Sua|5M3#6^l3Z4SYxAZV%ZilGz>cX%Z>XKuxR&g#P?=r?6^8jK=KLjzA7v% ztk>r*qof8k`X&3^eD;WM7&!OoF~M`2rT+5+sufDDV&u1nuWHZZz<#G!+39p$jva@{ zD84Y8#&B+4Gy?Ja{;f=qCIEe<$<5hlcMNi@=rgAJAJwh>TJ&O+ihOr?inbtSvmrTQ z+64nf2bL&6%0NSc-7o-W$oj?x!$L)KZYG1l)4gXm(B7)$f|bcb&79rM>6#H=^NsWv z>v0N!#%E9_pOR#Aq`ngE1?F*Uc$l9)xt!=Fy&8F{mq6SW{QP_^hDX+eZZo*qAU)gW zGPAloJ>DLg6?k?b;Cb}1GNf!5m?N-OmR~YxU7JI5($zdPU%%VKO(|m=9xghzXPSjN zP`j;oYHa^k0wk}n!QKmc-WNc6=+_JnQr&qfKKv`O zJ4Ruwj1H9y=Rz5pg~9@go2CPtbk7Y91N{k0AcV_SLlgm4EHH-CciI=gGa6y{!Lylp z+7Bd5vWKtez30E1U(M@^o^HPl^;X;_(=YTJ^(XeZIF5;JEpJuAgkc3eIq&+>G^3iN zU)QiY7!&8Xb160B$t!cqXT%#xfZ~Wu!unjBh4k%0z=U`XyPct({&HZ?2UJ9C@?T2s z>F@c6oUG1PyQxvM8zX;GK4k%QG~P#CiC7t1lQjtYO@Z5lJ>Hh=zq4CN9ODZqtolEN zG$i=$T=H=9iVrh9VQ?g^12QzL>&Xu9!kv2@6PQnOsg5N*;FKs!sTP@`j&6uGoDsli z4ulY3JsuY*qCKP@LPO}?=V`G>wS*ujE$Vxhx_SCQP$wLo#II3F%W3lszI)$K%)tEz z7>wtIUwXXavzcI7{mi+(L*cW$BVa%5C`)Yo^#wk8(ONUPpHQxR>~Zg2nf zOAU@%URn9ZJxx!o>;6~|hjgv_-xVm*|MwLTv+Yd?SXmS2lLyE28gj>B&ZF~Tt@p9KmyWiV+OxfGSZCfm*Y zKPZ3vg#wGG`%46*m?4JY`yI(a4;wToFU3g7$-BWcEp3jjefVEyEGh?P#@?|Hw(IWv zd+TAUp7V+zl{^Ckm2y#E+|?pVPT>jrh6G@*`m}W*YpBO@Izi9d6@nB<7&)rl?wjCz z|Hy(PgoXgHM0_maQz4xX)sXj%Y}e*9M9Fv83`Ys_5Or914hqXN(iYZ2#Y&cN#(vhT z&L_~b2_gKwGPkqc`By!eCaoX^Ue8P^6U7@i!GNPJ_e!ZCHJ?s^C;zNq?`Z*PmTifM z?HDESz*>0{FJpfy{xE}7Yt-pEZ7Lt1{+O{JLmR0xW&UM+N=l9fUtglANReoEab_N1 zLNZ61xLuA116mU|_pjz_JNN&@eRG~8JHOX#>*`tqwzdoi2 z!u~H;tf$O}&yoTmv$!Y*ls1a;{)ffq-A``P-VizX+tTdcYu1R=5(Oj;C!?UIXIhPU zp-9Q|mGG1CHQD!z1Yesgu+pBJo0{?iP=;1GtqOtS1RTxa*heY@qm}jH0#;%XicJ3S z%>GfkDtJr{H**5%LWV2@{p>>1Fr4o4ujH?gztLieMAe!bD;4dZHA}71gP%9u6s?2`?m%VE2k!2-u92&`xk>+QR5+tTa*N)k_UB-QpfAr_m zZgBWe(d#Rs;@6&PLN$fOe4;G_Xd-@OJDA^boF+$yEFpYi4j{;ZbfGa@i}3%yZu);% zhpaCE6=&md==(BNo?lRvk`wq7Hj3Y?^zy|E{?Bj}JV-L0&fMtRSjMV;C@YurudLiv zX-=<5!8;HFu;!y8lIF<4aO`uf0?=H8Ey~*;yzvkqM;6Hhfq1!DL+h$B*|y~_h#-u3 ztc!yF!XYP0H$EqH@+CXI@5v-hOyX?j)E@{vepUPpng7${ptEpy`#2NP-0BV zu(JM&?G(tj@=v^lKlh|^_8-11)C<4D#KdfMZ3o2&-=1i6ggm~Nit^9Px-GA5+W%)2 z7BdZCKw~k59#nVQBmB}*1G?SeADfZvkvQ6!VG>X17K{;g;wLjx3l4VK3j3R;)Fm0P9h-&N5ZbReQNMJ@A+kFw6?fKe5Z4y?%2) zq9nqKg>iec@KUMF+apS`LVOD&9gE5&h z2!gIFT|*nDk7Yzolw;Ih#*Xt5_0TM-Pp0uH1?^p5Jay^mlb-l~6Vg!rI!tfKOhgMM zT$e+IHe{1Vbjd?b$s6H@?3|o#3>X0aykySaM`fRLHWOxY>8*DyuI)g7`1-wDg{rsY zt-F#8BcT0}1ZMPMuoosAv$F`}|yjVIKl16T3W=WEB9>1!0)jvt1O_Eq)i5Ii$ z{!silnXgD|YzNkQeEyo-Lm+?KflPnWhFjFv+t>hze>dWO-hG<&x6fyDOP)?e1uRQf!>qE zi%)8H7qFY=U&V#uGBx7!xjr!dCXo!vhf@Bb_>2ElB6|P`l6QuJLVW)HUnT_Jvl62q zgAgngdHeJP;0)QAOp_MyYAW^P*shDgf696S*J-#^%5? z_Ye#kJR6{@j1pTo>%~3+z0F=!#B3vKlU`Tg>eIPP86V3NhSr;z4D0pu6W!&DEkQPq z85NaJAmRJs<(QxWk!C5MKoilK39rlFfT8EP_l(%yDOYJkW;6T5`nu0ILnc6$iAJL* zm^Yy?|GL|ZO5}CWFJAo$UfvOwXDJy`&JA6WOfa$#2it7kPNaU;z~~db1m4w8c?aPq zn};ta`S5>zl&3iuF>P@6F6vDaP=EiM@wP9!-?&i7ACdTKUc&Sy8|T|c;D=(q)cV(Q z9#@5TC-wfn{z|A6ll^+zBPR(-3|)Xhi7syybx=azcEOyI@{dBYs7$7c2CIYRE;T*9 zEo3;QGMK$0NG%I)y}@$Oe|ZBM&>KW!l7w8w&+*q%IW%MR>hw+eGm|4cwS)mwS#N;L z>a;RyP5yDq02#8~&s*>=7qA8lqPql#kaS-OSRrMg_#)pGtj5(Uoy$g$1hS#hCTb+F zwo|J8U;cHqT^I|r2&dq$;aeFeJb5I~ zdK`A7?hf7ud6QelgCLegdMJZ~W zHzm6F#jMA4fAMDkOvL@%wSi3gk5+nRc;SIwb;J3nv_OfF;e5|xIhnlKPA_)3r&MPl zT(ud6XjDYM@lFDm>%zpQ7->x&%I_T<9;TZSi)sRgcgl-xe=}W@vl4OsBWt?jJYD zyUT7jU-K`RN`G&LUySMpn=Os{RJej214klyWPG;Ex4g8C;IYg`gbM{Fb`=l3L%^uryhoG+I-6NYM>AViCSQLbfHzZ&&QyL}Y5 z%>;ZusSza7$GN1|%AE}@IVvXgD5MK2g00E--R691ZxuY(k*pd?X%*pxI!XG)nzI51 zFLQfYDr|=ElC@&zn0E;|<&ZdBN=EyJ_20{cuzDcnLG!hdk&64pv?~i!0K)$zaS!*Y zIaf{at==-L?VD?CR6!S1YElvO#2{iY)BCH<4%BH5Kp8IY2_JlL3hV9Ek_>5Uf@$Ep z_rV>SCm}2b$jbSpS1aWi1Bg3xNb$La0?)9hnUEo5U~GQWVxQHyPkBiEc7;ZZ9oH|I+b404J@uL}F0% zr5ATQg)W;$xjyIZzax}VXmDaGg0%-b^#VH*%~rY-4l;DW*?(Ta;heomUb{L-Cv$~_ zoB&~qeWJcEjIzG`g~h*DG*%zI=$VYrHET=UuCQHwMaA#_k@QpR(b<6CY>ANt`PgYC z``Wg*7%PAGL0C!(yP8L%P6}x_C0ABvJbA=R>!_+PtkUi>P&IV<`(0210zlD`yA)%0 z*i@9j`kNjg%FnN}Ef(}#xgfg5;BNiEpMRIg`1+6B9vl>Rj{}l<6>FJO+-!!hB3h@& zpRjo%=8Ded z=!l(`kVIfw?lA$dU54Wptl903PRFy=a$&nrf@OMKL%{cwz2&cujZzz>pHN?P<2QbV zU0?lRl)3As5EcbFprz>{aLCI);Ta5i05*cEvw?&$E#WSnl{BNghka2S&H#s&_-wi%lmv**A2{ZO2aVDA7-G`y@Gq&HOcY_6I zwii41pC47V-vtR!0kNncpq+-1g8nj5W7r67+jJns00oi_e7?tTA~ zgB923T?zk0ED1xDy)9gDfe~9@uuxF^mT<+Q21Vdqr;W>clOfmh|G@O>v zAMT~B+Z?ETVM?s_GRZZIeDlnjbF9n1f~3D#RH9bx$2~J&y8@D5arup3U@nV%=|`lLNUvBGSRI#rt=Y4uh~ z*Umbp?^Cmj)a1^9%6s{<#)+>PtW}13ZP?7ZGsc)LZh4>44U*a7tTI_B`P-sa{)JUX z^}n}DYx9fA9vhGZ6|*tV64K+OrAaA^X+jW|HU{mnI2hGnpIUuBxsA!YDEMf<@rEs0 z!d?wp#2%29+_l)&0t8o8J$CE0BiH+zq<-2_3#03t%h48+)Da$MFtTm-;HiO)5>kBP z>|(dKk7epml9w}z1gEi?IEEf+4tu&jUfcF>#Ip=}@~h5ea~WI!lV~Cn)rr#g+#k0{ z?9mVV)04KYo|1qh3Z%qxC&MDo_#KXB*7v-&pF3?Kg=M0eb_?QeDe4JOE1dVDm#+pO>cw@CVrB&&Mch3nrcuY4qR! zGko$ZQdGpemvR+m3_^DVgMX;+fN#;h@Ly0y|Cc3E0vG{dm^UA+(`2NB9x=k;LNqT)!%Z;ViMFS2utdSRAC98 zk`tl{%=ZWH?in7{jBsYsvZ#Aj@24ERN-v(O&{RqdOgu(<*MT(Bo5!^WLgK2sqX zo*_ul&^`7m%)aU&iB3TuCg{k(yQUyYYCPX&PyTND$jkkf13oybHrP-cxskKe|i=#iD z74J6dFiqnEh>ADG{IaFbr?Z_^Mab!im^ZW>jy@7UZ#reI5qVp1WJ3DUZPr6Zk|^nSh0*dIti4h;MA#>qP|Kvg)(4RPUM9ZgiJ4is$GLHj_!4jS<1! z{HpCZ0s3jDD3iHd-`2q9XU~HF{jfV-)rLI_Di^-e)XT2qUPoQgcjH6fYu|V(Tx)Orz z5o&=(T7Xuk!g2mpnE5{XEtp?3h>3xgWf+)0I2i?EEHL?P&x*pTE*BRrEp^>OoE^3a zztayo5@|^?V&5enD6^`a^9kiCxC&Njh@G=%E!g{A=uT94#Jxx_i7ypCiT0Mh5;e_> z(kM*d5TApw==Ky=j#=d%*4b>nO`3~#8?}p7tmAF}+xS<+V=Fn+XTdER?ko&j|X^0Y%?!kY3Tk#|RWoY}D3<}(lrWhbK)#MZoRear1 z>{ZQiuA%|ZX~DvN!V(Ejy$rDsHw4qx191iwI3l8b#gS+z8llDi!5&`e$u&n1GfEJX z1w+G{B~0(zhoSMYPy(r*D4G zQN1Iz$K`k<(5SLuf9I~peuSIp+120Am_Gs?!C29*=Wo1@DK9o&;WASo;wVe2{Ax6x z;xL{C{9E_g+OX>N)hDOkEi}$bLCyu{guDyEs-(?_{`l*JCfmBc` z_cY{m4&o%G?BP@m;`}V%ptd2e4}pgC@(KWarZR;78_3c2gfjkIWE zejx2sJ@}e094S9IU<1=TS_@BT)B)2hyw!d&na; z;i5j^m<_dyD(AidmRB9Xd#}Gc2{)HfH_<7doGKhn9((LHn(?@eK3?yMO(67m_-eP- z+k;S)@`Ofs>k@VOCz--D&2zuWsY}h{po_%}ybl8B$_t@5p2l)TYki+Uy&{v(qgbm! z6-u?Xw1xGr!g~gWM8{oRb`|tnD`#XNjS0Z+5q)DAvdhqW=acBLMjw?M(9#h_zgx3} z5tOADs!~(aP3wzG8p3i*g)oDh_x}*EcmoJ^UnJNiW!;z`knR*wjx}rpzm0R0vFSY5=wr9pXOZclgLU+cEvi)OQP`ip*k6n0Z<$AT ztvSRj9Tdd};_7g*$ce;m`YL%GI#rTIO$xk0X`Y)d&aYr&;tlG%`HRci0^ZBPPU$P&S*>()De zvLEqm>UXec)}IRoxnbg*f|eMh96>+>2S8q#)-Z|A1*8^@2~i&whc#XU7;K3Ie`ct` zojioSkri=ox6NBzY9@a0v>r%_EB!G%&Wi+~0G1XPz*XjiIUm^6+nT6zszHDyN;%#v z(19kv5{{m{gRA>W{5^wp z!ejEhT!FRAsh=%(!D5M6EMJ*>Sc!{>t%7dUSFhGY{>nOL;OBuiIBVdbo!Y*0v-JBz zD>jMc&rxE?%0k7_^k|d~l>>m)`>=E*K z9GH&H*=4FuxeZF&eDjcP3FZ(Y=;T`o4Bj#Ls2h>^X&~&ySV!C#hxJqyc9UxwR0{{% zSs8{mHNFTBXx#m~6uCNi#xn2J$cJ5CI5Ta+y5xJ|0s|I!OJ{Y zddfGpRY!YK#8GW%(?TLD|Ip#n%WSVylWhQKc>=Pv90p|@c95P@i-xEoc0;s30e{?4 z39SvTBJ3_w3OI_wNALN=b&ZW$vq2r{fn821CG|E(gxggd+l_R!?^hLl_9nHCK(N_b z4y4)~=k%RSho-v(P54#Lt%TejYh^A92o)$pMusf#zE;#MH=fW;`Q+{6eAXz5rMS7Y z&~CCTSvC!iwHMtNNaiV*bgZmgJnq&w{Hd0&>cdm4(w*t zp&axi2hUYW_5 zjjZ9Ft@>SC6iSw-Dp<71>AzFYPvpF+PT#+AC^~shN){etgK41l4u9SCXL;o@?tmKy z=GyMw*7|T^Iwyjr4m#P9Tk4u;9v`-gV?rp;1FU|!icY%fPBjovIimwKVePWfhJjjD|0i@gaoEnY>#sz5w@%$ zh}URbWD!>w97fN0CB(1{K}8?Xuo0KFsKMy)Ksal*%S)g}Rz%=L-EC37_At686I#Wq z#Kx|a_NJb0kf672?sC515R)71fuqXLlJp8ZuI(fR0~%IJ%QqnogwH*eKbPt#a#V&{CqR;)%6s-qg zmTc4YnM+k@^U{n3aMZbZ)8#EaP1MA!ukbCoF|HroX{PT|gVcSn&LA7ds&D{qHJ1;=;@86IQXG1GAd@k594##asUrfW$Y!qQFW=tv za60A_a5xP*hfs2Yx-9-oqS~H`Rr<(vYhR2XCJ&rJDHTD8p#YXQhM1X|*~}yxW;Cwo zo9^9U;DbM5jIfcnVUa<5;+M0gT30+^KU^>iDdsKPPO;Ke3oslUlA_lx9fL<_Cq`W? zzq#@PKX|!e44rZLPi-pC=9;`-mKeA`moxf;)PJnMW574Y@ttZ=4Ef#ivwo|+tvdP| z|7(-y@$1#-Uw`99PU7~@ez&vyl8bxrjaflJK!AHc_fF=WU_BV-qB4k~NXjh%s0I$P z^P#Ba{SJD!fOn;A!P=G@Dq$Pr4RzvBuN;pU7_K#T}!fV)7PKfM=?b~9%SX)Ywc>gV7mbiwSvu>v^W;h?x00s zTOrJFQJY#qd{t2mnkA-3=glyms1Rr?&x4w^wo)9!pnU>)?)fLDy~VG4AGV(2&4wb>vA$WYf1}mNn&g{}O)fcd9BX^X;jl znTRG(Y4Y@+?O&Wo1JDk4gzRmR8zy$zLbyC6L+=vE8Xy{2k9|zzwrWUkRypg5XM~MG z%e)VEPRGq%pVacaS(MbSu}St`mp5>Pem0oXC4A7*0`^y!-U5BMgD3FF9^YK=-n`P< z4O6jmsfj7(Ao+f%z}eDKPU9OTy=l1(Mr1+z(tFpOqMuwSQ;~9&0pl!0f7%zfYWYpELNR`MzydzA4BY8r#Pd7c>1v z;uG&>>9&OHj_JF2fk_BOeP}|cxyQ~idUR(L3b)JTx!SCR3)gNY-YSB@DXFw)!}JEx z*|76&3VQ8(xaP{59cgFFHnl%Re&^tBzp44811fJdt}~%T^hevAaRmwq^cz1UtgMPQ zQ)$^`w^uv`d?>(m z01Tz{vsn_mF*wuV``_OZ*lvq|`eocia#u|coeGEf(hl#}$Aho@UfKi&$LlJBANV z#x=8uz8|4)EZ7g2NW<*!)>NSc695&UJ*^ZV;QHox3B%W-!rq9Eb|K zX61umZkl1t-eMSMUEMvsrTjXudyj{gSKm*XyC7oW%_K!iOzBV*sTo`zs~zqhvLXa( z3x*uRk6}1OCc$iCzQM{P*9%G9DJGUCkZUeXLI?kSXrob0a;H|y6W_`=Z!bXYRI|Ue zB)#+eI0`QBktwxi9dmGcWVb!uP5bKIm_OKW{>eqbnJ`W!&ovd7xnWR* zPhw^|^~#pu>UH^*lILt=n{v!21Y7mjk@akiUuZ3y(zFCuf z+i-H?b?~_`GcK*cTf595hHGC1^w#GY1}CGD+IFg?qa6775su}5DnL}EN4uUhyibFk z{wL2DhQgPgRf!f~=~xHJG1q#+Apl|LDnQ)HuV-JfTb*El^j(_i9O;ZX%G9njmveP> zjf$l(5f6@*$wI4wk~`^84K*xo^;aqnRalAcsEhy%Dx)e~M9;N2qZVV6l2}YSBFUna zf=n?;vA*xzJ=H1F`J6<>8j7%FwPdxfcip~YZlNU+R)IzPk+&P#de=qLP(sB7{T7R% zfqz=uO2%J8oZYD2M3Ot%D-@)#1!t-;4`ksaPu%@=cn?u^FZ?xTzp2T z1yOO5pDg4fZ0RLQ9fBM;!g(cyWp*bjJF2-|vNA?GNChU-toc=+$rYw+XMn>u{N%-z zb2i>g1e4^3f*9XC;D8oX6LY6rK%e}4aYvr0LDPwr4i(Ks6c8^AY8xod z;b*zahT3uoofoO2$_z(M)0O(W_jAaQV)@PI4_BM$Qzy zX*H47YLvg}Eq|_KsZY&X=8g(A1SE&lqj`U9g+-Ju42IlDA5+O%3Ha!%Af5_B8btFpHUBXgjvzyp8il9^A|302)|9GD*oeQE zr4tGzH;Phq833{&do^z&JU?7B>Q_W)`<#~bb2Zy`|6#$857ltPuzhYQ z##lDo1PzG`C(*(YmzkBI%1T<1Yn+iH*`OXk&45#S-nwOxdAFWgX2E>g;dJv)=-spQ z@tnDsqfQuOS+0Jm(R-sCM^`URy2<4(IuAP!f)97HoBLAx2#5wUnpnvS`vvKVj3cJto9KYpOIQwp$ z=n4g1j@{zMzw6k$1U)Qf9-M8AH9pF`m|mqBRMNMn$gF_caE&dZz;L05^zb zQJ5)>i&x>t9pEzpjUDs`i#9_!9(Bg{wDQ?Vf}jb``=7AY_@r~n&H%<1)N>Kyk3>6J z)WpNC@jRs3mhaKhSK4)kyekMBVe9v{nnV7CfQ!_i1R!Pfqax51Dp`+ZAF2dPnMkoN4Cqh%YV@&P~2e@lubcg&Br?Nc>tijZS z24x`&5bB~Ea_OqRRtE888fO zo^Y2ZKi>aeE1K7Kc1G((V1m69Rd zH9!ObNq?lYlt_rgkQ&`3qm+~qr9-4gD=iHQBb6@ce6R2Sd!9Ydz2~0uJ)dkfxjt_S zOd7|}AKM>V<^dG`#$4uH3%pKr~OJp(W=X^#< zv&KxY_W9esk<4Q3E#tUd$*a;PsDFs-9b8A#_=k_6X*}-soN>|42Njg-KPF#(1wzP2 z<3`A<->Qq%9Zi>0Oi~&Fkk}Pgf_FjqR(OjYcBWJ=m9&hqj$PLeJuPK%!R2hhw0V+wWP40y~*!1eaO+X03oT@$O>9irMWY z$Sp^aKEp-~c!QT&4by;%{`=AR=cUg@ur?@{ctw zpPTehF+iX)6PpLRbuTH1;*c{yf&g@=eR-`vPv*gHai{s4uV!A2JVBP!mj$+yaPi7F z+%_bERWd#Qe04*!+y8V~1L@E1WH2=9tB`1+XZ9bSDf@(AB~=R8Msv=NMrOC0>^-M?#&di-LO$+n~GG3fLUG)v_-o&0S?!BSy1 zHuu0|h9H+pCe5wcr&n=`6;Yoq?U)&?mjBD^{eG$HwVhYZ48k< zbZvExr9R~JAnt)N;Wg%KE@lNm=Tty^gJ;#hkcJa)m8_ej5L(F4UAv%MNTw3^n#MlV zhLAec>_CtM#z%}{O*Fg{&8S2fLSX(yzAuq&ux{qfGi@4<%2qCS_ zDfLLLGNlw>yBu92VnO~8GuNKr-XZw1(P6c)qpex*guMhoDbOP8tVJ;FrDcb<}*1v)3W)kEU+CsJYDsf zo%IU=e(6k=Q(!UBmqLSC#v-n9Qpg~xvV~C_WM|k3sLCCD2aYJmABe)G5qb-ob)xi916AVrWC5bHModO8rj%zzc+t0fwbE>u z<=^x<_e;4yjLwwwA3B;4o%|dWhUe#)O1<2b!v)YoFkGL5W?!Zc%PNSsW2J#Bv;LMO4u{rQt25P3Jdj3uqDft}2OqWii-ZJvDrKHW@=Wzy{xeiq`W_ z|7zH@W|YuM47RG2G-~lwxzZ%J1pkJj?MW1B#hi%N8vM@O>z#S~6qHP4QwZ>N9fl(! zGdM3HBk}{m%Vd#9C?dlmBd^fkBT3@Dvv@jqfh1oF@Vc2;tv9s*3S?&aHNdC<#kZOz z1r<}3b`YWuJGHPswf??7KQ^AobpEUr5%ESiLhy6T_lENm{&jU=R${$E=Z+@iS)KU1u})ZW1_nBf0BC zgR*#X_FmEANFo2Krsz0Y`q48^x~DVzdNtQRBHaHFKZ2^gssjIu&RxObT72Z58T45} zAQQ@=c}{m@kGVZNLI5(jM&~C1ky)oMIHYRzJcKNJ=2R>iA6RW!H3zI0rak2{<`$dy z&wcl;iu=jiuo;RB@Cmtbr(%HHH_j9b^0Bdl?^oex%S1r2OS{B`%!f#>xYC zB4LlHLEJifPb>teT?BNWn{5v!$Ybl1__s3ltTTylpN{neex+&tBLly1^%3~GR+!ZF z4K4^v3i>uV{J0~*L;(+4una!fCKM#3r=iE(!Ds#(J3LA_(9sYt+@pt&xoh{GYK7`c z(|w&sH2ik4#xCu8_;yvibQ*9SbqK4ZYKEXn?%h?qSjAJD5!FSNq!297-?_uSQ?kbej$@_Z!n9EUC7B@!SbDIrRCw$XdjKL9x@MyeMjd;mT>j7?r% z5Y3!(Hek=JowuU;H$Fb~`;L8h!k5CGVfl;Fe34YiJ=T7z=;-KYO!``Dqe%%IN8zml z2vA9873@ji2}?vyV0PfO&xy-?ObV4B8JZ~YM?{`X z+rH-W0#>`0kP&D?M@=nv2Pyh?TjyAkXtb>B=VrNm2?txqYLw91SM2~SFqKaJ&S+X> z5*qIhNP+Glo8XI-F}2AmOt1M15!Y2&rVPsOp3zjcMt|r(PPG60Vnt%Om1839LH`Od z!IGcSift3aaS+~wa8;ni6`_O->2FiAZ%CY&li0a14!?&#p#D;3Ea7`+Hg}l!q9bbV zJT%CI=K#2Mn5V`boQfxDrHNO0Gq)SSy*XK)G``6DX=FGxA{EEqy+L_L?n&C0bs1@v z+S1wgJ z&)ZpSLHuFA9WO zak1u+jRnd&;dKCqd*wy}>?ny~?xMe7bzb;;7JK3ju;T8S93&`LuAf5sGc%J}312jy zrwWIi6s5=Imc7EJj%z9;w^F4O1YKeHu0SQ23Ny1Wqt=yg=V^Q|IRqFIG$pNuz2xbuXN zRfv$i5-Wg)GhalL40HLSAJE2f>l8Sso+H$ggD818nLBZWprv7<803InsHYV=2T@$7 zk1*z#NR|EKc*06@dZ|_h&^|D4T)I>opD;^luG*km?A-lJZU)6tkS-t8nBfQ!wXT%7 zXQ{Mrg@ur9s)UvDgTB_?ssR~`;6$dy20{P+8C}N$+R2n@e47$5*y$%yAiS>7NE{sU z;y-b&*R_ar5i{DM4BljQjeFdD`h=fuVumnHNsogY-^}Cn}%-nlNZd<6rEh)FBL%f2b_HRliUsVQpS2V8DAsWi)`r^&9!gW3#p3Z$9jnY0F(S;DSHAPF6S}rpflOM_ytIJ3= zs`+jGC0nKUhldA4|GIlzQZt1w!3UK3kA5Hy;!&yk#BF>0^PO08tr#tY$US||A4I>s zq9sX8Wbsx3KlIQ)B4Y>P4-aSqyD%kV@cqo(ST`H*O5R<=Yt`{aN}yQ*qK$+Rme1gS zRQ4p>itW)T5q4bttIL}+sd))fbPzb2@*z^Kl*LFoxR59Sk+|p5!T6>=NKN8xl&xl4_;lAW;@Ux% zM)YH9wax8=rau;X(k`ieHGi_k9zTC8;I~Ms_28h5+9h^xcD1YI^}&4jTn7awH{Wo7 z8f%j(?NAn?aJi?k@$g5Q2VI%W!&tZ1qqDa^V}HdrFV=D$XPjld4}9?Rg);!T%22Yl=| zwXW8B_iiB>MZ(bcPk&)&@inM7)B+<|C%MG$Miao*i6=o-DzXjmtIW{to1St1(#00# zL4FP|%?6;c{sVnbS;0q&sxf;)S4Es4f-SqLii(}SwP#6^R^h=gSSFj~c<09h45vJe zVD`N_oB8Lx1&4p^aPZy!#zEibQ?2e%Yi zm`P?RIc`Q5vh$z^2EauS=ygs1QDKr20|9xUF(Z7Mr*_NxXJ}}=(m*Wr_P{Ob`PA^@UHFBeZlqcp1W{)c#;p+gBQ{%pJEyFu-U zGZZ#BSZwh!-W~cR_Ce|+{hsW@SYwV{2f^b!IE2vpiPCdFQTw9* zO4;Lm6P0p7^9Q|80+VVv@2AEuZ}5)NMoM`k{$}(S_21~YoU)Cyd;PY`geK-v8Y?(H zSXNzz<21Q60Zc~o!dI={6AVX)$M;T}3=x~^`!b^Xw z@*?U#>bre42zvMW&rpA>@~V68)<+X$W}+g={oku}UtOuGZ~5`@(%F9aHB~;BxOx6$ zf;Qg6ey*J4_N=xbKklI&#b;d z)*t1k_*iI=F$;bh3U*5VMnpr~^!323!jf>^xuBxR?^Vz%ZeT3DehK|@~Sg_ei};Lq}LmiyRg zOJoQrDP!cZngn%wV93erI~%=a-?l6N#-F?Vb-rIy{b&ROVl_*6uSQX+nAb~3o2TAi zH|!3y*N4dMZ;$ufAyGM18oVv#^=TGDBekwk*nvU>r>(L7%B3x(8wl@uut2< ziq91rfVMnOgTN3~}-*BT~V~LZ%?m=JJi@E5hEZWCxl4_%)BALq8t!>|ser!)D ztWRwtVrm-6@0)s1u!%ox&mODxoZ_h8RM9p6BI|KuU1q4@oJQ&K%y2=uUis+4EA5t4 zGeT!U`JWrD5)`W~>E%v=ngb>t`+?}?S_*n1>n~9$1knOWN+?^0xgq{6<3f-v{diiI3J>0<6V)T#K5K?t0TOY5vLB3F zS>TV^W84MpIl+|hU;^;wbSO3pfG%93>n5{YdD<=d_DsL3N&t-DR$`XszCv6a!p4|+h|r%d0p^wa9FHfaZGIP?blY_$(O%4i|>CPKeKJUkY5IBb-nL>*VOj> znM*-JOKCQ&xftjCPh05xmiv;PXQb@^AAT@NP3{1h$VI$Q74J3CvRPrekW4K6C_>?~ zJtOh`?JnHqAWo7L=)0YO7L2$}VUBJ@-qPX5W8fHtxoWExSX{Y@xPR&HgsQNqVZHyb);G&e>@~eku|AIKRzQ>3S zbCjl~q)1u9a709(5&l@nJpfq>N%(et{-;QAf&Er4&`syWHk&cWtAjEn-HRlU`9d>q z`Ivlx1)#Mg%mpK>xZ)5M*!xgW^aYDV>gM4f0cU3(sl%nQQJLpQVll9Drdr|Rwub@s zTd`@d!NcKNjl%4b)z|X~8sHu%KYEmhs8tmW@_K|;QY($Q~4TUvRRNcp{elz z{2~X6KcmnGUMhR*%WVm*p>IRpLMRu;Agv-J?KJEd_8L$vwWmnL<|e2Tnv z!yVpS4%n8Ie)68ATrUaX`YIF9Pto%@VQaC5HBMPX>OZyNU|v{W_d( z+xlPWjd9xt%DPEc9y*)*N#_=$k5e>WI1-xCUsOulxaU)m3e-i9m^`-F&OgN20oE8( zYujbCvE|;5jGIZxs;u8(!Gjvf)pK`HmixW`JH~MS7kjT(W)df9(Ra{u_njqqai_5K zYNGny;j+sYCft> z@gg`BpQ!6Tv0#(;GC|1xJJepPWE9Kt^X7Xcr~?gQYG1vKPnr`i9}kWr0yQVbpT>z~ zNP1brTwhspf7uTvrYEzr7`%V1QmVwH7KuA!-cNZyWvFzr(PHSmUjDQGBJ(6ueop&j z>`E3F&}hn}aK4srG19Y|Lrw90qk58sV(*ItoO zmhlf4#v?f7IDHq~xzrx(gka^l+XQ9W%RV9W2O=0f_OeEd=(``!P_vb=F|E%(9R2L? zbjh12zOJ$OCuwQX*+w*5OdMe483q2+D6aPF8)(Cg2Hc8&%82_l$uEWaSQCIc{61)_ zSg+mwA?$VIAk&}Jh(=CE1Sf^u$De#w+4?5On~J2!&{a|yY-Exi%T>z=WO)5^tSgF2 zyAcGP7P(iW1FHno*~ouzqWKsPo}G&Owg60i5jN|UHW}T&TjOcHFCIPfnJb%PrIbi> zHqGI8ikE86oCuZN-=B&E&7O6{?amb6lZoNkiiRbn!$^usYME zTapaW10BE<$Gkn$VC1?)zS5%YE6cg%RyT}F^hx0L@J)k7?~Vr{EwNW#5i@)(VwH#s zBc{P>gp`cpK*Km96NQuFvG~kx%#O`Aj9Ir9y9j+4W0K2*BC0PeZZ-qA3Ha9`?C1xb zwUX0gmyUr5A*1F>P0RE6W4mpTR!97ify^L$*&U?M^=DX0#0QQ=-^rSO_5;!7WBVDW zDWt%ps#j3?ZKAV3q0Nme8w?8SQ5o{@-#|HPIfieQ?@Q*KG@BOhzL9Pi;j`52dE9%@+s?sqY2w&3Q#$Q7+ zROR4l!1^`!C|ZvZ=HD;Ar@21yF8&1sqbX<@HTX~@@o<5LoD75E_?3Ko0#u~Zy(@sS zm5!~jh{Ea3p8)@g?qUIgjzCYN-hE!~m7p-Y^`K}B!9{J?vd>AZ={aOU`B(Z`&!<+yuqdH z6$%k6gb&N+2y-#_*TZn@j`PN{l0U4k&g0B*mAUyhUk=umH~Uo-8p}T?IIlX}w|v55 zuuF-1|HY$UMjW#Wc1!7NJu{<~r$mw!&6G0{aPbi^0z$@4MXR56bMa1^+F!xQDLAtXDf(|aJh*Jcr1Edk&wrc|E~x(3u- zuIF4kR-jB@95}TdJ9R(6ZTMSAV$rXEL6Di`*zxv~;%w>KEw~_rB~^CX;b__>Vf(g! zv2v+N-3tdCgR_#IursD8Ygw7eI@|wvro}VdEA2~~yz;kYO3&}^y;L4fO>*~Yt$byT z?DDS0ce&(eFQ3%?QRY6I%-(lJ!u-|j3?UR4rZ#=I(5NN~9x4JJ^+ZuT`Lz(JFddE9sa;TcReDAbP`I})cpev!G zp|EuO__d__Du?ZLaKq|MJS(no;o$mdjCb4B(dzVsDkdaNV7onPhGnnXLDyT>n;<%t zQ(!ymQBYJ75|5qh-O{#i9Mo4UC=UXslI9_j$Hre+k^puhfp=XB1%v4A(`5&V6gh%LlN-!3}$3IYgW{CmycMHQjQ{+fp1<|o7! z{|1vjSd*Zxr3>}E+~^F?w5fYKLR%PBHdFKHJSJO0c7EVL$iZOCFJ-vABdd zR6dPb#S;t;{@^O)tDaPX+n@LFTDSkf$(nU|8;d_LOu{+>*C333;W6Z?`*#=5Zo5KkOr906pM~0K@?S9L@3?* z&sHP8s`Jur4{_sH#xJT~^-mtGgxmLp4?(RbORxH>@qVZIHYJN}F;)3}zjXh05Vkrp zq)@k?!HRWz*VEkK>vB7&;u}4Ly_&exx2FN&PcmIR!0X*1$9rLE#``q-6jPi z$EcsU;piv^0eIj6ci<>rEPnNWbDDKxA36yMcwW-H7WuxmN7}YWDhE_mAlS#FAWOcu z3v*Y=HSdOznfI(v21hV@vu8P)`}m#j~kAlwT=Jt>KlB{3H&K`NcxJf1A_Te92gL(ZgmpQ1Zp*8vuL=_{`4=J{P`KIyb z+Lz@xl{rU7miHcBgb4COUzV@?vbzW)ONCTCUjVvChPJ#y?nEBxp3+vl@|@X3-PoLH zxAIfXO#YZ+r9<2nclq^fQttfWO!Mk`E1Tp}Wk~48)#H$f$ zI31VE@3TAiVwC$H_p<44T`bH!n7CFOJp0>N?ddBgI>jTH!aD*)mOS(2-yO?>D#O@I zo9eT1j2aP6f1BbJMj5Ns0OujgW%xi$&j)Gl-v}e^Zh1J{Xk{0hh1E z4g^B{Nq-iqrsqiyhO|TldI8G|2kOcWu^KzR`^EdLRmTQn@*2V zl;?mt+TAfHfihq(q`P5vc@e|!A{c+;V@c$8&~|fjGcV8`d8@R%o0s)BQPCHrqx&L>o^b?C{EgJFptMeAwWF6@!QtI9t4BMrv6j}dWB)y3*m(_d)?#cXH zgK|^JD;}MC{=&}{-LJE}(tXR9>-4W=`M78!vAXP`UYRGVFDx!X-+hT)Zxo4c(HEX{ z^=m}zXbl4QWotZr8+^9&&8Cfsna8p$t5D|k2&*=i^`3Cy`kx~0tyHi7OtTew^j*Kc za^2bNr4=wgls$FR8McRcS>l$!@`^6K62cq3M zocPKzk7U{Hm)Ey^xm-E+?K`70|KTj!(3&}7EO9woarw+bLaQ}>>ZlEdFgK#u(yCpX z4zRyT+^w(FwY;yN3xVr59GlD+%MgT#a zgN2oJ-l?h1h*JN)7ZP~c8;JOm6By7YlrJYW0MF|-%51dja}vP6(D?Yru=OBiHJ|Ou z!S%@cx8t3x%e~Z4;P>@L#q}q{kNk>86UI$sKcT^HY)+)T3E2VX>vE?ZOZG-!Zxx~0 z4taR%_gme>?BWa02N#~lZ#5|iS#jj?KjbA|fUBTJd3Zv?SVuh_xTI|V3%FF1suB(E zPW>vMSM(%XgMNf-N{N+)I(nIZeI|Xpl?PFdwhGW-eerH;|2pW{)kHtnCE;%O9Mj?X zYt{wJEs05h73KdHzI#EQqo2E6Tk(Cx!&R$mdY1Q8s~b?8Za!#t$szJpWA>_y<7;|? zY2su!srWhK`pjo5N#nv^+_PWmrMu&L_@9?zLcTi`q>(m;Y{nD{FIDR6yN-qJcjEm` z4VbH&ms=XH9BE!lXM4|fZBcxkZa!P55JgoZOnuIPv&OD1XCM z)ndfi^5+pOxs-%U|Fwfp#)p4fH%-~s)NKaEf9LT>TV%ctwII($Id_aDhX8&)bEo5p z9~2IBNMHJUk`T5J{Pshz^H_s%m^<1*iQLhuG{IK2k5;*XfJIUZ9xz4OyzLO5Xz?Cl zAN#7^9hOAw%k)CJRI6tJXRF;pnW^CbdCxnxqx;VNEZ1AZ*QFKS8Y}?Z?hSWi`D%ov zi#8!TQs2nPS~B_;QC?}M`)mU_Q`UhswYq2d*3FW|WlVrTY}IJ(P>w5^^vTjy>Q^1M z+%15MRu5yLiiKVsQe$sj$N(JA@+UMsP%LV2H}q|yO2m70DDe?7pb(PU916c zrTkLn=Oi4i+gI{^=0lxl+PIz(9Y&;%8ps)n{Vzy8QinX-O8alP4Y+iqJowc&5_Sh}UX*7{XE)pwn= zR*Lok!ptbhVa#rh_wJgt-P5&(j0L5f(6x3vJb-M2h@A)puMWUc22idg3SyPX<-fu_ zfcsrAk3E)Gd0vUGF};+N?M6TQEv2{LfSJ_Jx)iYG^49{F+tSO#BZ@iH8n9H&nVN1_ zxvU=tqF#(m1~i0mG91UEtUJf%h#5`$+coGsXyGya zjlK04`!6z&m(cD#>%|^Gm(?mPZGPHVTXqhQ+`jp^_QCe{YDMee+|IXtygm(W`ErZ< z`wN{3sTF}2Z`}`wKcCAn8nAd8!H^yY{RC+#BId76q+BMbSS*FwexWvJU6Q}6_HA0c zR);+B$OQZTDigYORas|4m`ap=^#C?T?cLVapA};v|8C5zN7L#;a=d~bfVFUPRL8Oh zg~&37V-h~uQv=Q2)2_WsQ`rTCPp2m?CCM=`531?Xf5}C{3&^UaD>ZxcD0>5DL*p5a zA4=KU?^{`fwq5qOZP~XE9$)vkUOsB$CLnm>+V5g_1>$G{XCQF;BkgvjjR28vU@Xkp zTSdk|G4$_08*mE&J}H5Qh5UY$_LgWFZlcMiL3^$K@*$JGvGq+D?xF>^DY4|yNK*K^ zR?ELzC7q?2juS6uA9JgZDDer?KXvehv|$Ct2}?G@L83m2`}sy&I$4Np8>7pFPYZyI z#B7^9lHOwXE#>oX*Mbn{W(!|5_|EZPsu|%?FYV$Eo=G-q{$W-fg@qvb(KS^L3}^XaB1?z4(*}*6|~jzcMiq+>3z7`*0Kx2CD>!q~R1VeeTDi*X{iLJwrK;gvpNxLAQ z9Mx(XY_*;$KaO~UASlJN1Ej5610D|uN@BS_w(hTM2R7DMqJI9IpX6I~_1`r0<&4u4 zr;6tlUWi#G-h^o&x0>1y?nN&O{tfz4`q*z%!{S`8ZGROU2}6X*~W5D_|yk*58?XMsnV=c%-!DZ41j{)(@IRfql3EMn2MV%czBu9;l03x|d+ zeAvfuT9u}wDUL2gO5|D+!&%sW7&8uRqb|{S(yiu=rOaQqu&)TyR5i(4|D8oF^0b$d8>JatTUHSCzN&tcx2C(s z)lpSjwbgq->P)%7$!4GBX;48=VQP7g2v3gZawDCy3v_>*&F{y1V-f-{ms>tGeXdrG zq%hlX+CSytY$(e7sP8KUu+-Y;lCpP6yKQUwcab*@Joc^*6T8AR5VE|KCjp*sCvwtm za9#+bQYjY_osi1gM^+GKr~`z#OA5C-M>)A}2fiLtNcimYS7Yu1N`_sI+Ej-xsZ6wq9H&0ud>T%aHh?KoA zcLf^a=8BSQq*=3m2EpYjM}lsdW(O24+r01b8us>k;N0uDE z(Gz0+$CcdBu$T1lBLmFox3M5OJb3+HYg)%(lBi*QS@~i-w!K}o=GisrTLiN$kAi;af=fL=-_W;F*YXap;4(l2 zr4`X@Ixr32TNMawpd&L&)tV)DwmX zv#D06@R0+&3tzz05BI2emJYrEs(7~`K`s2tF)glApP3=b~xBpS2BKu&+^KR%<^y9tAxLYRLy5?Qwj-_V%No z{Q_((9=nnz%h+t4lW!p=7_}THaXbmr>WaLLo{63#W_s+Ttqf%j8oDO6D{8wwsyGq( zAP{)gf04`s0HMkIUZMAb@2w_r60MGF%2|mAhf*^^&B5gp zfzT|}QdG-oh(8aSRrh1hd0G1jX2LrNj?nUBq6ho{!aYzcjk1^|3JG!CTCa1}Z4SDB ztnl@C*6AW&aJxZqzrLM|l+N~%DUQiiHP7;ubwi9k5A$$FwM_6t08^-q*7Zb+pzZgf z*QJaAC6+LkK~UMj4)fRx30ohyr^uL9YutxFKVc90clC4ec4w~?M>uFH#ZK8-S0BFH zhp=|Ab#%ejX;-x=?F z`}N7+3Y<9W{d^9c)B++K*#s%}AT%%^6xWY0MaD4_B(bo6Xg}*yXGd`ovIwXMEjkzd ze#S~#OQ?>mqc4Tem--CRZAn~JukL8}#17{_93G0XRL@Li@JoOWJ@mbU(et?z3w>x5 zZ1lm>Cpg2M9m{8N*602^!~S^jlgn$h=usnryEqQ4-nVU^MI+5rIsifo>C@tn|DA60 zru}6pu4G-7-f#-vskWXj)K-E<#+E=_ikM(QNw?rKZh~sfA69AW_?=+xN3sLSOW-Ah z4KpJK@sRD4PWL{P@GaR&waNs;E&Z8f4o8$P#vWmC>vz8=2*baIVMz_hXUnem#xo?b zic%2%jN5UE@>I5rh~?HsiY%z4j`#*AEfUs8xWKW{xr2mxVkv_u&O>?b6aQ#9b`Vs% zXy5c#DF$(#V)U19VU((klXP9nrkCU|vBRg$UpxTKHHqZ;(=iq6)23r#@ERX_RB||PnZZ82_C5i5h7#b&9~PlLb;bvjEWn%j6{6OLcuwT6%UO^Ohck(qWQH2IE6ro| z!WJGQTOCnet%1M1{iPyW@@FgNxpySvdZ?_4>yQ*8yQTb?Ik|6g?6?Me}MQq}t?-wPWba<_{iMeEsck74#t8M9m?;5QoQy#U|X6EStRu7g%64@Uu(0Nsw6c@Q_=&S}@M#mv-|CslRi;VikwV=GxTnH-Lg*-^zhP7P zOJv)`cV$E8!XwMK+($OX`>5^Qzj?qugFxqw-?ooSQCxKGs z@>JbishmcnHmFR#5+-IjdDY7@Wy+oDyVD@Yu9&-Ij>zGa;g~9wilJNxA7dwSNPXvb zn9sI-+rn26-eZm!9G{vGJy4-4*5Tuh0bVJ6@SDaTTc-jaJWAnYvU{IZdZO)* zIcYH^K}U=_=Br?Kb>>$%P%^hMHg*H)3Q7cs+nnq}{{O&VCQ_7Ng_ke(CatY9T$WjU z`<*;<(JqG#IK^G;=e_PoYQ^n{k%*GSW`kE(dbz<_rZ_0IN)W@p&|9tOx3+Q3)EonE zsiz0*-d%Z{1RJ~8Fw%&t6LfQ^hlmO*E2ZaWswG2ro&$ZE46phgyhcT5ADtj6oc4H+ z?-GlSX7O;hh3eVf{748GkFe__dP3t)OM0NL$oaH^P5R-t!gQbBQpQcF?H}ISzBqFP zIYNT!oz$b@C`1#3yiXN#s0vz+1JFTos~5OeUt5-7rIn;?#5Isl4V>?K4(MSoXnbu| zlyQke{pQEjS-sBj9$TyPlV#1ZD;pO}`*xBOB9(C|gxH7gpL)H|DRP-$3($#hD3lFx zX(a8>Gd?w;SBblo=e!Uh<}`VjdheWMK^cGzM@}uWuj!b|kU=Tem|EeKE!0KwgcYyb z!t`^XVr)}|->+(aNNdV;*T~Kf8R7da9R1jV`RxVFnp|bAGg4k*Dt@!=?^$(R?qmT{ z9R*2(jtl~^jzFZ5!dF5qM%6>uIpi>YxT)heBev4_m_Q(N|VP2qeqg-VED`q{K7ceAJ1bR zVw1k5uLlu2ij8mXB>~p%kgpd1B1sv(W)!!m-Gb)kj}@Y~`HEWycJQ*uv^Juu`L*#M zfx*ac(eRB7^sd>ku$e*cOuFuzuR#km9fibS^^kqWf2of1+?mKj(NKGqXib!@()YQ{ z#ECyqn`E8f+?5OQyhLHFstZd7^61{}_f_oF*=(}{u*x3-MsI>#&V$h85LR~qY{-|} z0%a)2KTLU^9V5M-&sc_AXte}L975{)Jz1jvIu8^V|FY4x9Ff-=6rj|rD85VQ%`?tKBKP}2}D;s7P(2;%{(7K+rQh1|t zF~u{&BPa@9S*#rjUJ{FukY$120V=xypE#ORksQ8=kJpzWb_EbDKs5-02?%6^306Y{ ztscon^DYEi-{)`Bb>RIl`4f*74Id>&2_2fS*aSNuB{^%M6kAqEU0Z&nKuk-^ffzKmq#u4i)EnW?@T-r-@h5~kSDRhGP9wV(2RR^C1R`t0b z4@(@|vP{@ASD^ad!LP>o--M;o5INHhzZe$RoQUV8hd93&;qXiH%D?_$@GakS`$xKW zMbSz5(y~fS>P~ARa@H~{=GSMinJ1ZU$~;c)^gWmpn?8I^v9noo;Foo+866QW))vOy z`FU~fS8sCWH5O(0YyoejAYqT0b$FgKi7J*HQYk`C8P7D&KAzou)TD{ex9y-NW`;-!q^f z2D9Rpb*=YQ{K`;~5knoP?cm(hezE=LTqoBhSv|#RQBB@o)K)T;;#4*}n0cYS<~-P} zu3}xedoJza86M37nDx47mM1TBBDd^wsH)7ag@t*<%PxGL-*@5SvA#+S=rH2AYGg}a zKdQQzebFXPvLy#jdsQc*FL}XD`+sbGWmJ^!7wrr+bc+a5(vpJGEsAt0ogyVEIrJb% zC<01%gD8!3x6IJpLpXGIbKmjz|8m#8-)1SgfcJgQv(Mi9>~kOenE*~ch5HZ&!7p^b zwG)4l`duk7C$$21Upy-qCM%m2j6tL0zB=8C!}KW@_$$^QD);WUePL8q#Fm*7ZVgF3 zB`pj6)c-V2`GV69265xZ?4;<#HG!+1Cl^I7mox{e%RoTE^>2`HJ4O7i(U2guuVz*R zzF~4o`w`KiDzF!Hg!O&(b%4p~!=!D)4C|t7Q~AExMkbwI103(&&rzD|0k_7NgSfXd zIrUmmHaN~>I#q_g1S(pCGnJ%e`NflnQi+Vy;;#U7E5Q`Qa{hBh5i(E$nSXVLlVLll zoq+KyfTY{FXJr)X@a!|c$%O8~B@af8f1jYcH^NN$%FpM7|5FCB=&-%gyB5OG@ zY#Gnk&x`<5KWcnYM)5K_rO#5`FJ(hZ2ctj?N9blAd1HKWn9wrER|=96q5IV2keCSi zUlxE_VG$PMTQI`-=`YRsl6zrdC2B@J4XeS2gFgdVA;5qd!RM;#_xuy_af7a2POp=a zvq?gAW*9XX5sxvx7usC~0y7<2h&)gz(C}7x;|Sz6k4^v%Ha>b*W^>A~!LJf)%RGW6 zPn>w9nmD3`lC)3;f0opx&Q26z5E)E*2(MP~SLG!;zY~?^ts!1>n>De_=jVbqRZlo? zJlee*4^urG2eS&K1YKbMfV_XeKVfl+=cm}Jw1TjW#9;AY%$kWpO4%Kja0KEn*__D_2Z4B-Ltt4)wKUOR9w#s5 zi=j}dvB?i6v>u{IH^I%!>2?nMJJDwLR*~e{{=XGPf8Bt;CdZLSLs`nDF`;ZK20 z;LO`SGl3@0$%>hN9}IV)I$UY2@;b6GD>f6c(Lk6ti8I= z;NO|EgoF_VnfsS|i8V%;Y|7E)X7poWk^UKx{4I=AkvLMiu3iz$)oOW(?-eU;ekh){ zl^a*AX=bVgyp&hpFL!3YVl)&0HPS;p!}wN-kp<)rjMDMyn)Y zki2(dqHMCzsXxB8FMLmP`R3xl0QNEyqnV_ZA6JaukN=8e#e!8w`)TTz&ecgbm8K>x-p zav9BYaTqz4fOPi86}qM&+2|y-$ks_vSPVWvm^p~F3S`_<^Jih-EqZ>CCv4fW z2BpaPDRVRU0*-i{eCb3^cOkvdoqwz!aL~eYJ+5?eTG!EsZg|*kZIlRRLq#f1+rhzH z#h3;K@R6oUp9i@&Cli*58RnNz=wvJIAT<6p(xF)^LIL&7Od|fYl`nnBhGP0ls&>u_?aH_@9SrC?=G;ULBVPWM~CDCe1VB=Sr?F zp$#|^U2z3dS~mSfz#^ozMmt}JMn$oa3|j|IOA=GOj)ZnSF)SP0GQA^cI^I618RH^I zss#MPjaY{A3*|{JZ!n0-J)amL2k^>@co=*u)mjExj#KO?Z78Xw(Rl3IW>(9Qa>@|> zIfBw2BoFX(qi&C6e60D??U>ZpRVCP_T0^SlIk`_g%Gz>SsVHOny1Q6reMXH%@f?P< z^zkmN9&&{f@6H+Sa%x~@cR@EssnF#*V=zgT09i7-%0h6z zY5=}X%!lxTv`EV3gT5at7Rp@bfJM}(McXk4Ytn%WnLJ>=o+$8G+JtZ)*a9NC$Rr_k zZU_r)%=rCY=E(=7Qd3sT?K3KyZh!ZfA=i`34&XwMvOc-gs^?bBIn*qtE5P7n=7^+Ci`3l6}&d zfw5CcDFWOu2F{abB%ukA3-Lj`1E`!WHYMqxaPYIJ0^;$MOI%zs#`dbKblScQCzOw( zumHZRF|9HNLq+E!INqmsp7~RnRvaWk-)}tc zc9AEb?j-AU{e_bf&o~M-kt|)eq3Y9h8gKR@Tgj28%QLEsdP-bmKGunQ|LpRTtvTfs zccs~ItfZlyxW;=07r|nlPwDXf$9es#)dz?VsxNUZuhG$92r0XaTFskzpxFA*2${I|r zFv%(p+;viHR{Zuiy2fvA&!g_3?4X16v&I4lBL}bM!}s3o=^B1d0sc^#)!LONqgV$ecNUmJqGw*%*1it;$VCcuj@H5#(+t)I7*{I*vc4jcExDg&^-&L z&(-%q7B|D$ma&nU;x2i3^LD-#W zQS&~CbbY6;RxI6zCpDcCmtyTjRce4TRle*2)G zWJezGbA~7n#vA0c@}udeCt8(YQX*Iwc{bko0q(Cl_PAm!n&^`v%%-Oj&7%GQA+Nzw3R#cSkoDb>R*R;b5<-ATP_(QOi!mwZmRI zMDXzeSSMf#lN7BInu9+8t7cBU9^~FFo=`VLpU$x4%gp3*v++g@-t5=&PY`p{f{4qZ zqy{>l&Q8GTUsHez`}_4Sv=!5zuq7k`6PP()PN&6#;yNkwnT0ql9{Cc?Z$V2Gen$O$ z=FY3)H+i=Cbkk`ZS(4FPV=#s8cbm~5?R=yrZ-Jvs82y>L5V$Xsh-5TAt~^StFToz= zpaIj-`yCH2jI?!sZ-prHg2;BYwOr;*Mp#?btV4A^#6sZMUvL<<5>C zGlzw8u(<05ksN|x=aYArre{cCR~3dF&1e(77KCR`HgLb}*YDvuikEozFz{Vjn4<$< zP^j;t0?9;&AMJe_5Ues@YTAF)yw*_zrp4f%IHMrZ_~x0%n(k(|@Nxy}M$%8wtY;kY z`p%ZXtA;qnv6++a!v)VIk3IU%`2W_M&OU6$0m-vD6V0#AG+mEA7TO7>S;>#8!H7;h z!fO70RIElyuFd2A!0VZMTF`07=|uVMTf82y$76@|3qaAl0s6iOPKbNzo9c7o-nVz)8LtI?sK*PY0Ed@!Or{e^v!~vU z&1tp|@u8@eTlTG?)vFu(7rRjL*5~Kq5+B68OO9Z2kpD{T4yBrxbHhmm3ss=^`imV;92>)3 zm5A4F%k!Iy&kmx@9nWXl?5eHk=AKay0oZqb#Km#&YuW^BDq%?A<|Lk5(e-5P_UeLg zb*N6rBXDF?3QV@G5#NQ9hA5VotS7?>4vLyHsxT3GfX-68W;@B92n$c|6<73R+ZQ(I z8b@`zo|8H)7bGVf@Jr)LK)WlK4q(KJ?6&xJ=`YvL|K{cU(GBkLQRQ>vnQmWPp0zcO zwNyd>K|eIyTTw>Fdjrt#zd~dJ2ux(4VNQtjida^qC-co}Xd2gp)4z2YQXOuWZN%~- zdyPl%HL0s3&nN8QJWwnleVEJv|CFY@o{&g?`vP&~(C-$^7p(a3$iCa- zJH6oLjAqGaZ#5~iVVM~@f?!Vwotp*&uul>7E|(wv8HsZ*2Jk?B?%j=z8A^M50N5;l z)WCpqG-ji2(T~a`->7e9r*BrH27FCUirDmnwp22>w5pe?(){0*#c4NcHlTb;p3o<) znCWzXw~`AwCYK!iUMvu0Ci-_)?TuZ3jR%M?*~{I{+eO!)Nq5?V*+uts2F{yryQm8) zAv9adfR=pxe>-pr<8SkzKfeS_!Z3$2=ANMwIt@>;b6PA3#)(2Gy^O^#GwyeUO8PXidAN4YLG|f76IT|kR~se z*pJIijT)QLt59(-T>_I)>Y`VDcMkJWipHgmt9A;8d&fLu?s_Jpp^Z}Xn#w{hfG^ZJY zEq%$z{$xJs#%*D1lj+OOAj{eA9z>;~(00)?{*LWW%82bQgg3I_V9F0w$J?}4?a8j{ z*5ditW!lNZde>(WE?_r2B4D@svBGlR*m9-*3T_c4rN!I0-|j!%tEoWu#^mBs5Fs9L zF)7Xp^>8|HzQZJmZ`k!ID{9)ya=E)XJE2wX=AK=I_%ap|SN!77P1wVc38oq4Qb~Ep z=|%!$jDU!&&ju2o-v_vt2ZM*;%=MawIZ1A#-TC)V{HvdGI{9llN@Zd;12;w}BrxQ1 zMi9^wNWy*!xHg?Sz2U#>K@eSIlJxhA$F$LgHfjsWXP~!l!C}_I(r?oJ z|27|v?dZm;dLoB731<=8FCg)Ch)51)6BqBKDrd!M=e0MMh#*fl#;zN2yL+wtchPSw z+sy6Y*Ks|-b7(3py6ere^nqxBo{5d;1Tl!QdfaALK>L5e8}IeRibA;g)J+1+^#gjw zEjzT;-6ja7H;QN+cjE~j>P<9mpP-)YUFkV}I+&^tg;z}?HA?C%9qLviA(szE3esmj z%+bqA${h{#sT_qJYSCmvLDU#x521^JpGek0iGN(dj4nJ8QCj3(Y)au}Ix6oC6lC%0 z?DBFW*F4?FL17vem%*FQ@LlOv{kiEXg7JT}e&j6S#v=1cP%n8E zZK!X_L)I`K1&3k^j7_Lss3xvaEU$f&>GEYp#tI&YJ&ZV$t`0yKZ$Y%Ml6at+NoGcl zrkyN`Qh}Pu4JtnY9EIHtC45mvm*a=$&yXA7FfRzb2^GD&lIY*BEn{G^(0GM_<1=gFEPYZ-4oxtS*)^z2K53gs= z;<|d8v-`x)e;h7e+|@{UjMu=cd1w*cs*$6!V_cIE`nye+WAT7r_FJ)Wp?h_eMlQpj zP=~Yh9J*51D$}?2);s&x5kCp#H5QVRY$?M9zDFO*OoRBb?9Fz}VtVbllbE08#E!K- z2b^NyhuN_#gn;YwvtoNRlw~H$ZSV*Vyh0j|n<2Je3P;<9_NuyqLSHQ%y1Ft{UUX&RtHw~W@#g28l+49z9ruK5Fx{tkEFL;DKkgw6RPThJw|4#XGQV+vpTE~{364&ac9O_1AHx*{6a>?^D=m`SxJ;ns7 z|D1cLHIxg!3UTBal~9zeguQ>R2sjGpxo|Us z*WMmPyLnDV=Ch$ZGVD+~R#J?z(5J9=M(N4P^umn$41ag@G|xkz%?bRXZgjdmuBD&Q z@8VaCXF!3})XwPwW(3jP@ssXL;MVHIAT`VY$ru?=7$3$tKIo1^WllE!!lYl&pehzC z?lUOM-4?d?u@{ zI?mIfXLP!E`kiBB=J?(8@7sgJKOI|e;oBuz)USZ6@d~Sx z4|R774Tw+oO|_aYzdFUKrX5yPVLrnh9-Y?&VMvI)JQ{jV!UJLObtaLIz!H(y4?lTc z!pX9nMD+EeoML!8#fx{jW%;hfv1139N#B-Zi-4|7KB@47`VBVYD~>h&x8Fz;L9d5A zDO4QTY+I;$PzF|D=qm&FtHKrSphq43dAIgJ^9LfrJ1B=j4XO8;uIau&Y;o*=JQpQt z`V?LuA2eBq{CDBJ43tH`htZGFjLhLb98&b<-;qApUL~5pB|1wWnkWBU(4fk4pU&^S zzVrG|$BiyHvG}^$O0bL?~PtIQxLO`+`6 zG59MwlC-mzPqN&EK#yWmea(p;kJTY=#3IAH z`usc+xwo8^(U?ECbSAq9=7Tu@=t%DAIx>MluKU=5QI__7ue8v%+O2;QCk^&#EKmWb zw3VvXXt3G-$;{0Cw4f*Dpw83cG*o-HV^Gg7WrRb@B;Z1PILsH9IPV}OY7#ke2&68> z9}S3?`T|Zs9`;mcInk@_N<^sCan_-IjejHZUW>MwWAnwTOD}6etX)Z6{v41|uo9Ps zr=IXuE-+IAM4>07r&Vr0U2zLUGzaHV?PBXuE6RquVAzn}S4xm0$Nq$&b;ZHv9tJAe zDr=cS1i+_3VNEQ{B26Y-JyJ{c%?Vq<=yE06FDKn!(Z=@ud|WeG2KRuw@)a#@!6TKV zcXqb~$WYG?q@17ZxkO87DJFMFjol*CM(DybzBT%{sM}a3BZLhaz2^R-eJrbft31O$ z{?~KS$^kqO4a}KvjTj^+QX}p?YI{$ug_ahDjYRpSI0Z@ zDLG?%JpdpiBJ9vR$9ejHp8JEDWiS$h&YK|5(G)U4JiXH9bS~&4PFP7tl!3nz^VWvl z9Yum%LV$3esfR{wp{LXrs1jbD8#JmR{iJw*t0!LnJ^KelpW*}mF`%FbkJ;@B;YaYH zYs$+@0Ez-|!J#!YbdOhk{&WQZO7oVzc%@tfQ4-~S;(veOff=RF>IUNy8vnAQw%2$V zIV30_Vy5c9i6=)dN`jwEnj*O*C{qo}=q&_k&nB}Y{&4Zb$d~A2+-MJ{XP5rQsPCS6 z{)iebI`e{-PY-dhQGN#zw{uA0p_rb|z7e6v(p&%v0K~Ehf=Wh53#r{xWg@&AV;OB78epY%@*YjOWTlQx#b(5lv*mk(x?%0>3l`P#mVrq-vR4=Ka(FkHI49l1&VV}FkCA}`{XOBG9zzYxp`w+;{)BVA&z6$pGpdyxB!Zj;+wZ1_Bw zG?^$5(oPKHUwI$huoOb;&4qhLR81jTwymfg`6xbGpxk+>-QVj)yaB)dV8wTfD9P&U z%7D{BI8*4uLkv*6510v1bC|I6bksV%j$d)KlswM~b{BnFuX`sIAz}a&a_ZQJhBUTc z7SxPHzV~PsQR}TQO3QRGM@fui*ksKw>u1Uf#T{R(xM$@ZuH?Xo+W|{8`R9Y*J|{Q( z?lPgdm~ObHp#`5VOrW}nP++M1Lb37RT|1h9aS7~B(+>TkC=(d&(!7;&Hs`7?t@w8~ z$ZuF4#flu}+j`!s!>z(&n-(U4YH0SHG7mkWP&-6>sGGCV_~z9GaINrz4r(n#N;kn_ zM0TY-TmzS85Si3BRHgpYweAbdU{Y)87OV~!_?;PN^z@|oZfy<{bNMq@$$El0G$SRf z%~CzN+;^W6A0KBiuqz0RcWxE{L2&N^36(Ch4mBrcpDo#2j+I-EF+gv1;fjO`<3j5ZOd*Mv&D`ZQH-6OpH&?7JWpZ^#MLM4zUS zfXo?iKZ{$&V}t)nI+_xC2L*`(AZ-a()eQ5PZr_aY_w+lJ5{DnX-#ZHFPXk1NXLn`I z(-x*Br%1-|T1{YxHG=%RGmG~&!3+z7oZEYlyy~~59?0xlKc4h08X1sS=a$m}4Ob|d z1G)bWOe!POUM!T`-~aS}{Wyx4r+p7hiNTL+u@mj%#pY{#v>0gmB2itK4) z4D2oM$A9`0{i*c-DDi;JDfQn>z66&tD~*>Rqr?TCmedD zkS#<2!~nvROUDjIa3wUj4-p6;+QC5T_8_VS1k>=?&~nD{YvzjRc?;P3A{^+SK(1Rodu*v#x^H!vCNQV7swIfzOwmf zm7Mk+|D(F~68<9(WhqT?hsQZ*v3cw*<=ntDB7jzMdWtFN@L*xs!D{n+ z60DqXGDIk?Q)BsA5z|K(^>+#kFxdBRmQ-MRJ@M^bYE{PIYjkihZ-SAFqSrLSMCadJ z78YanqP%EUFvsjGeEbQeI*N(2?myno1Nvp=L19@j?opsnT=R1D5M9L&96H>eB{x)o z&qPaRb#_(P_&??egq*b}Km$n4aHkmioZ4xixHe3LP6VDklh5Wo?_~^}48bSRY_Ayp zdc(;Q2v=E$rw7Ebb+#q-&aJSz!1D#z<+0r)dI)AMoq{d%c<1XvL$*PKwB~;$8u%W7 z5?$@&R}W&Umb!T5b-JNyxqBFAIk0SLIdT0WcmK)6@~-JD9Y_``Z1Wxh5Q3zXEUQbv z_B|f7Sl#jlmB8QLXI5O$td()-F8#9By#PnmlOaM=T)$LqZzB^_QW)NiXH{5 zQ9W{fzKD$dd-UygGM{sW^=H2yehnp%jPW=pZJ`jjfZ;E#1@C?VT1u}PoQLg`iVSI8 zq6f*l4WHSg{;|e3ls`B#8AhWjgUjBXtfn~aCj6?PFTRSoOrv6;!xnhCiR`sU15f?= zG^=imj}dGBIVbBjGwJjU{}e4Z2T&&#CaJn-3RQ8yZ;6}pAk;L#HhFPH^13F_8(Hxg z2`qtvCCPA)V;@Q7FH^GFjqx;Pc49JdXu%?I4=n5*`Jlx*FLUi=o|J(eoVT%3?dsq4 zD3Co+6zz4IurYBPet|;I`FVA5nP{SEw0N`>wgG=tocfOOS4ZcTN|amat)FT4upkv_ z(enYZt)fG;O2kmh>CwOQ0DIFTsn&T20>#|}J;2SC0JTR@YmgwJII#Pfa^lH-4z`0F z&*}^05c_Ew4V`CT3i6QBPnW?oiTf%G%G9k)OfyQ-ZfYDo?h>rdrFCda|I0whJlL&D zOG$<`xV$>0tbC7B^z$eAE$!3T@6uNfXR^i>L3kZ-NRm=RU zy=$IuGp)LXh<86jGfuD5z1|w@H?E>AZ_R&+DTj50-149_7L4_QB{jHbl+2jbHDEJuu&N{8_&F%UYe4@Ji!qInx5s@=r(99C6m)d7dq*nxdbr0 z>&C15ZE8z`WJT8m!t&C$>PuEQ_g9h?eb1A3e3okzrT&B=QJ-z3`*l5T8*y*jkDGQ%uFhzxiMxPMGwWtF-O{5U95M z)HOqm5eo$@9@>{Z2NJ=rZd9IF>J}6<9+cR1In;E{2Qk!?1mxP+Z-qEgz>g65SN>YW zVmFc~SVChyx5Qy^*5gl`Nd;J%A&GeCWH(;Z^Y;6nnK}C-@8G4^N-e3f)snQNj}ZKQ z%M0FH#W&;;cBM_#(swhJIrpaW=+@?;O66ee`6_W`9vCqQ1HpZb!x*mhz4i=426tT3 zH;u5`^*A?lxIoJJ^D#h2!dKOM#)zxVvFwTXzs zxRkhQIxw5BcfaX11e#0FmhAz*mKrH*x3O_#3?5yjZAUMF6e|);k8k>);i~}LJm{_P zvuwUYdfe75J4TKL~Z@GPQ61+ zy_m-Cn?TL$fGAr8VB6_9Y(8r$Nm4mmpg1+Q1Gw-A{$ z(bh>l$;zVZc)-eeLTIEl$o*h@%C`;s{&DM8m=wA)KC_Rw#+3zB3cd{<-yBWWhX?(xL%KIh2{4RlmTOx<^Wc$bw`|E9DR z=cHHLx4&Nd<3X9gti)?$PKL@Cl@Pe&1|F;@lQ?3iByQ5xXEeR1d}`&p+l&SIAllvw z_89`0>U7XhA;gVj=Y%U=QEX=5ovk$ImV5|2lD(=JgfnAsPRuYV)iQ1l72ji5slRw> zlg5wwznHF$Y>?iS-&3wa;SJzqdCTla3&VDPXmlf z@-kFUGc{)Grfxx2Ux=ua>3XQeyUZ{**K?ie(@8H{y`r-G|#t`R{aJ>)Q3)Tz28K7Mtv zZRnFIe)c8-@NH&a=d10Ddpob^@Wv@T7#H0Szeh-~dnc37INS16^)65HvB|PKN2DX( zFd4}r7YvgNvcpA10wv;zeQJe41W9=b-}Q$_IbleQ!9JcdI!#_1A5}v~TG!5n7CbvY zRh1s`Q+xh1bOFsIR7)nnMgm7_&bfog&!&R$=H2C=gT9W}ssezv&3&xFkHWLfM$6{BgU`o9(o`9(p)XG zCP5lqLm7J`9|zIDMW*vy1i0?<7q4}CEHPfglv_jHjrE0{e1F={R}^ly_}MW?Ra(00 zwxlgf)d>2ew`58H^Rt#dNpI3qBulyV++_4;`XeyYm&eOJ%<*uWM6j`^Le$Ya3M;Z?!WX z2R2Otv&?vJiY_Kwb4**^G;!?#qdguxQ8R&JCROj>AP2zYo5uPt4F|J2fO(Z4j$oOZ zITvO10L#~q!=UQ*9Q#8C1I{S1Bi`l-l6Pz`y#j5{^~I%jeviV@-FlF^ji9m7Je79- z90hT=ae->EqYT7Ee5AYcB&CRPi1O60=hBv|9n4Gp`&%VYu`|j0w^ZKJ ztw9>~?Y`{DpQX>&<`C`#=$R>i^h?J0*7JwSu0avQ9-Jk7$(<1phIXjFsQU}h{&I;U&C0tws*E0IvN&v38{Qbneq8zHBqfA_~E@a}n z*zAJ{If?S@@pa^c^rgHZHX7r+g77|8rW)WQSTm^L2Q(DQf|HaCURtrczui2jHg=)- ze#3^OC4EOdBm8gjqhQdP|Oy_tsP!Gma(4Y|^*A zc)P*qG*eq2Bki6uK=`ip(S{e&X?<062a97ZSpYA1s03Kn(Yc@ntCERdk|#?JtLBZO zG~Q94=B@kty_pDeY@dTs!|>gBrY~CICXwgJ5&P5EI8HvZ+g_{J*jdXf`cUsLjgzg-E?x&h6bsiw@G4fm7CMCvCO zFQ_1L@7~&(q8uvxC#Pggm?slS!Sd0FuMl(r@Bj+H@&(Pv1z9quC3;=DPhMY9?Uj`) z=OFdN_E(}g&hq=rjT?;2VO#wD9O5g9*q>@2yitlu(k`&n7)mTsXUqH44st8&39_K( zG>yfnY=#GH78aZ$IJ5O$lD?F)RKL(yk}2&Mp_NZ;$zgu66CpUjQ5tZwg|IWdnlZ7B z>rSurr+_y&aYq>+^jDM}Sfr6P`&qP`bkR5U9AV&ujAEtRWvf>&jOewW(N*>1eG*r#7ydm;UUu@HKn zpK~|+mo7ceqY_f~c223Fn;Qb2ZP^Q(T`HnwN)0Y>j7zQVF;VaRnaDOdpX|<@Z~RwW zeOpDmRt{bj_Dx4WwI-zXR<|d|d-Pk3h$U|CiG#wFWS>w2w?e)j{sqSaxSHr45ZyM* zwFbj-(DZj`{qfcA2uDaM>Y8nEQ_nE}ueB|vl;$9%o0rH&Zj8r7IV-^oLcZzL8?djKgx{$q3;miSa8BF8DpQq9NZ8#^8$!-;$)k_htiox_p zE$C*Fg}1xbsz0%vmf+8qzdQm&N&R|neQo@%YIS6leP03nt-Qi3jLIZ&rKD+RTJFt# zeu1v`5Vu$-ILnKE!e^@t+oU|5aGrw-4K(TP2ICFR_sD5 z>d@CUKCuxJ+AI}wof}l~gdm2@!ss`dcw!pM943^)sOU8}w~^k(Z_^fxSY5HK;nB8f zH;fO7{{DE*NT{Jupa@$?^YK809QIj|#DBFbzbQOtx>KR9Q>F|d0Tn8WX4 z`~9K^<^Ts;u&OjU;<2zvHog0xWP3RNn1+zoLq3J+F3%!Sdp6t3*IwFd-1qhk9Q-IR zgN1@F;Ebh3vG(qvQ72?DF3Z*Zu4(Ix`5Noi{^q|ZspmfD>KE@5w!{dDg4e^kC7fk5 z9w<}$sGEah@MuwC#H){V4BtZ)s-oG&L39)0eRz(z) zfcYjf(d6UM@mvlH%5Zf1EA8>^t(uqKc=4L9M~|9;7>3&ehg(9bSn|(>hXE_J$aM(0 zS3ZgT{$1|zJ?EwXES)O2GdMWGe(;PtwT4izYGUGDlD=p z<6A#GtTDZLUw4wfg$N{Ai)?Pm?-+2HZTi93_(Gm}O{c=;NJ*Ywlh5y9_Coavf3eY_xq9#r&*T94r4ME48xQ z{2(i`>&A++O>`}F6cc;%x@&U@TYjB)=#6Abab{))Fd5$TaUfWrC*FVkIm2ckx8PT_sb?AJ?mS|p&-YNbWCB47yN=7X=2 zr6M0Eg~#XLxx>kXsXdK-P+xTigXJXN+2R{)34;Y^ej`Os#Od8rCDgmi@+}TSan8Rm zV9~vgUc$bX+AHXJ?+rO;jF|L*c!?j=6K?skEc{OlE|de`JRSmrK8(N7JrTh160jIk zp|#d>>c*~kgn-ls<&}1S`{V6Z0*C@JX&8buFvh3a&7710K<3vZS3waa|FfB;W&2;rA01rmHtv3O|>C@?pJ-sANt zJztIn{SQ>66O9xf6}Egk?0+2gkhgC?ErX=>N4D%ZIB}JFkN@(<_Va}AomvYe6mK!` zr0lg6ON{P7%J=tI5OYCM9Io;7huQd1-uWCA+n`|IBSR!NExi{I>~?14wS%V+mr$y& zueMplp!2Y{mOFVb_xp_pfmCJ(BM2O<=cFFysEETA#^uydYBa4cKX)}1qGdJ6$3<*7 zO+wC1uZIcH#F|Z29Y+XotTa4)=;Wc-1}N;SunAy(tpvcoY*equDq?O8kXihso(`5QL-EIwNY27$Sx#*GMfMXyXRsKkeBn4> z_yjr9t#I{qzN+E3MJs5by=POuVLW7Tw}=834x@iMPn*?MgDdldsLBY>xj^NT5SCnR zU-)LdrJ*tE%;`{kebXnLU}Zc{B)zR+Gp-8L|BXjuM8a{341*u8*&|1%^^~XiO4OIV zr7k_cu3$L9FLro+i;Ksk&OTLD1wqfnvfNhulqHaAi4w=szyEoDzG7&{Vmt_q5N12v zp6t?^q<&|A*l_E}RvSAmB1_M15&c20^rd48=kG+k6G?5jhy~yj5z0z-$6#&m*(s z^JJ+7aToIf5#Q2FHxx7loD0{0k$E4~_b+#ajlSbdsN;l(nhS0-$rYPJmZ<2wFZE8e zeW&&^1fb!2#SFM$(%Bl%u$xgsgvFL{9POT0t&#ie4QiRTo|z$IYA$W7HuK@IzO0QY z4zW8?#E&>)2OcRUc&fg!zmSwkwVRKOz3H8E4c1Cs#d6gi@0W%qzSX|HQ>Mb$??c3r z%j1HKGIW@xzolC-_j~%9{1~{ucs-$+IG%emSM!^R5m<6gmWu_k9PdWMz%#ph7LRLx zxxIAFV9YkQRR^f#1Rwv21^?YO|B}@CKoXcdBS}4RhhmD$0DkL-Jk!gOgi9x_&bVP= zeYF>X54(kXl0zCN2HgGlCh_9FMCCn?*IzW2Gi$tp;SF{Z<=n6o7m|iVE(tc?&jg+G z|LG~|7;QJQV_$BEQQ_sW&qI+ke-DO!0^?AFd;epW6F*b(cLT>!i?AZ~NiX%&m`gDW zEPecQvvy`>OF=f3u6hTr^l5aq0oJFb=Br(F=!UL$r5k>X{tViv+H@%QAfIt_F=V)x zOwW(P+b%y|z@}0;4UcsLoh2rIuYDaV?lqjHoymbhvvQXLVswkb0Y}1DC^D-EW+2~1 zT80|`Cor*p0Q_OV=-_K@tGUF0j?w0-KJtsP>tvm?cv1c^2df8#Mx>usH z(YqW&YeEtRrvax)yBE9fzQx(W8!_V(^wY9qPC5HzVto#~4O2AfWq`B zxD?-biw{Hr6|p_R8^{a@LUmiuJRy1d!>bmDmYl@2VW6@da2(_o^mm75Y>`eI_lzIR z*`dX8fYEqeAk)nW644*XW%}~AqF-hGETX>~uY$%-4REA{42lShZ`GgzR)M%73{oNa z-*`xCsiPzlS!N?`gT4`ikEE6P=0Zetg?s$0n9#(y{2!Xh{wu=%IY{n76Y$Co2Mr|w zC`=OE_j)!au&|MpiIVg4CR79^3>BdtKI2g??_~uo-w!yr@AE6{8)Z$gy2NXtIe&M3 z&kfy%uNvh$GC5D{BS_ahW>9@57#E zn#d3%`1CyVw4RzoS`v{iqbcM&zX|#x<=AhQ;SWChp?>#5yHe}d zA>q#mU=U}T#kQ-tvRRdkb(UM*1o2iGSP+N+4^xDt?OKEi;`Lx^ax}2T~3Ja0T9gaMgIdv?eqwm-Mu-)Tzp>qhp3VeD*&U(ebdT;Q;jkK zz1VW6jYOHj?eWTVxdt~3#LWN#S&8+3HpDLn9pvqf ze>csD__{Yin0N^<;3uuI?3l4bFj@Nn1k%7vF}8ePFPLu4^GeF-wu1n102$=l^SSAr z*GvgbU?w)0abgrbFCI3+WctnC`uzU(RCEQGdVo@Qbx8>jwwr)-ak{uZD}C%KRZ-rj z-`JQs>d=U{uU~29jvUDTgUiXTsi7y*w>g5m9m}yCrPGab*qU@tMxIt&TRL$O08UB$ zN-@NzlH$(sotM*9f~_6E5|=LjR;#7A&tD;o$0`FI8fTKk^7;&1EG%9j1ZvfNmnoX! zK+#T4EvlL(vpeP=L&4rMUC4_xBq!RcFt&HWZ^CG>UK~N`s{Hw(?Ip?GK8fTHi&5o? z*H&C?Gvhaom-WGiw0uYjSfGZrB3}C66OtLV^b`Nh$4l}FcBXz#W!vQ%tvO)I-<7gu z=KC|1e2Y7gXBbjgZn)CfAAF5>jpu)5*dF{Rcx@6% z_tG9>F}CNzp&RU@-$II2{>ylMw9b|q(KQh$tHnv6W|;{SH~EgS3sq4vz-l}ABRxa9 zjdv*%)^fYmvdcrtec?>grcghvO-C5$-k3^(pBQ;noupQ|G)<^wU2wg!k$s*>rwgGJ zVY37=A}Dk`C%{3DvoRzI{lK*y1*D!zf$OE`d?7=!c(;9~*Do%1 zYnnCV2Nw($pd(}`$x`t;aVuAUeSS~1feLD0_t%qtX;RW4j7OK+PwMliWx^chPj=3v z4Q@9s#o=cqyF!`Iwi}0ec*6Cs#&Lc?k;8* zE4m*Q=6c)W(uzl?fufAYhy4&NHsM^0XZ5|=GTqy_THQ?ne&Bhs^fXkEQ1vg*Ew^qO z1qwk5E6#lybu%cS_)TLPb31Unv#_-rS%ujYCEjNL0)}}sf)1TXaFmvyBqN7yDPKQa zuc6Pz$+f)R`65Jm>WrP4^Q%SP#+Ro1^-$h}zhsPg$Tq+j$B4OLCi~H&_2G54Q&C{( z{i{{CbIIQ{+{)+7*J09_KpLX}Zk6!a%R?~zrdwynl`XSvX`Pz?calk9;t)vi{>MkL zX~>v5a0{AD&%z6>rYYKMyHpdTMxYjhkW0LzMEBq2-8X=@F&`5N-F+_OS- zf|yj>YE&p_ENMDoFXQegU_np>W&bEONg*CmM7lla>0%0BfJV%eg4}2S2CaClid@qzuxhL<=zq?HID#X<^`>L)*Z6WHuOukgH z^As-Z5RXkbDYx_#K=9&cIe=@q)yoJmYr864lKy}r zJ}SRD2lhkHu3@(pMAEhV{JN)V0r2bN)EQ)ZqdLDLx?)tW`uJueFFh&?uCDnwqV0IaWaM2b%fx?%Kv= zIB!*J6YP92$Y1#_-h8Ta;7Oton?%Fx3sZ$kv$l^PE*dX~Y>|L^(KNDm{1u(aPhTwTgz!yBgN7aA!cvB+eH5QFR6MyjOI?`ceOMpOd zw>x>yd(L;i`-iEbYO0=^{p`Ja_3G6vnQ3<57^p{mzc2(B;?42z32LfkW(3zW_YPHm zWbdh+wd`Pzn&nC7KD{HuX70%>EC;wQA%mr!tEtI+%L8n}AGAHFK6#w|JV!D?2t~kh zCqbYsTssrp&=f5Q`F+yLed>!}Ik0tb-#Y(qc`X-|uLbSO6{8tW+*V9RbkBd9DKD2B z_p(=^Ay52qcx!Tub_X3iuGCCQ89L4>k|idhB;HHx;F*m}QTE#i!pAY4s0J|@eV zJ?A6OV~*g+dn5iZ_bO#ZUFaj6&$`t}d%OL*mlC1>yiQF}<(D7ns!uZ#7nb5hlG{$pfJscU9&zKO^rXJm#~yjyCLUI@pb_ zET^Y_dc?tX=k(~uHXD7f4miq99ix7nqQ0C%+`RPkzdG7jO(a(4Ih5{MLOa>HuhRRp zWQP#!j^gMv*hT%gCx4GGFixRTqCL-!e)yu7EJPMx+#?Aqj||k)Be;dSWuvxlY1&&9 z?GE$Rh+^qFK(^^63qF66X^!0XF%En2bsJH27B_2PD60^aM;ncw|mD{|i!c;f}oJe=0Sj2(M1uh(&0-j=Qh z5lXtTzjxO@Q#94ibQkk48{53IAKssi88~C+SJB^yQk8>|d3Gepp~>T;%EaH~m9K>* zv|q%%W$}@E#99KVR7j$oB7hF+{0Bw6Uk$_c{5=uAOm5UH)yJy3OU=H5@ZlTy_zgcw zjOU=S3rDm<+BZhh*f4F|7`{CAH*JmiG9&ev>mhX|aE;Ku!r!C=nDm#1D^b4WWbCjM zYNcpDGHVG?Id^Cq)m5jLnGfQT(7k_l*D9`_3cFyslxzjwgAtItM-*Scj30e7*9@=rB`}yFU zLEU}j52s_uMClv)i<)}ZKN~c@*cvFpr%U3PXbuY0L-I7Mi#2xyR)bwxWup^l+|X0dv~$9COtQH9goRrNLF%d?k-$&Nnd1gq z;&-vK=G*O&tefZjuY!o*55Amr#$UZLOI#qX%cSfu!6LD*-D2=K6v9~@R2i}v1P%eygWI&Vpz*>FS!1^{Y!{lRli+@^|#SW$(UH40x;?niRVQA*bRQDYs@9km3 zMEH(^!AKw>b`jko$B$I4u7K#ApI@X7aE=m!T#r+KR=rOc*UWbl0!m6FT8lsZ#qpyB z7kaH_Ulcmsmfd-6Ell+vY2V%+Duil`;#0L$HEOLcH5>ak9r%rq^2+UU7*ga&d2FBe zPJ0@n@9y6vPaD>~lFir>&M#KflAlP~M(l&Dc#_#l16gRv=jc=T()i(O;LKM#mz}i2 zXgCx=J`IBOg1Fn48~&~V_EP_1vR5+CJR6OwJk4v zqCMGIZ>rj4yrtE*zu*3GHZER-e8ld6rtRPr0Y0l`-w?FjAbVn5Li}A-56V2)dbW{Y ztgv%CDC!MC$I+~#X;b&x{D4mhYmIl9@*y7#_qp)21~0tG&Ar}=3#3~I3L*WH4|JrJ z67|C_Gd~gACHH1|Ej4*{PFa{A-lupcEtJDQrtvJ0(>4BhxDyNgj0sL>rEnXhS!b7s z9Fb7t-M2793~G{0Ib`Go@yEevfMEU%Ak7*)5jL0*;htaZE1^w}ZAJim00;#O5~NS@ z(;u#G9{(aZ5LZ)@$s5E?Ltuh(I?e~T7h^sdlgxxNa`3-ORX$pcb-Cb3+xST@{r(Q0 zCBr#+n_%J&P#Nx9=uh|Vp)26Ng_l=CcUPT?&=(q`{S30L{2EbN`ngz$Rqljl(dXt% z$JfWehs{*%BwZn;-IYdqm4M8bu2%8^RB=I5wz-|ohGA%CkLpP??zgJ$(9Dzz#or`A z)=S%1HSdC)+X_>M6S!TK-e4^G{J!g^UvQ;BhtJ=(DG7{6Pq1b6gB=)Dv9)qL8H{fE z!1a8_b@taJt0y?}!?+G@H8mt75~pJ*rj7k|vkF`n`@|v?-;2A`(s}tw19j>m;puyD zF6NHf;%}=WWN!iI^lQ`}L}N~N`S2g4y~t@GqPCFA$8S3nE8GvqN>tV*IkJaZ@YItH7k8-R?D z2PR%93Jy71ep%D>+t$Zn>uq!9q)DCFjF~bf&yc9lf7Yp=8nF`%cAqnhi)Xlv2|5v2=tMfOKst9ADs8XLP^)KR2t2>Rh13S#gd)_*qrfgF^6CPGx)6f6 z@ML1UbP>(Q1KnDk4=Nx~6U4-i7PK3Z-ovZBO@RxAL|`^Sg)&3vxUrilCaigv(NQdytTaUm>vMpq!bN5itZyisuOJYxkZFH$HWF-p5 zPPihJ=2&0SB#9`O2%jAijL<_6bN(6%9nQd?cqDPA&Y5C#9V8whcKoWw7{{CvbJ3r@ z$2O4Sa6e|bl7@GCnWf6>_EV?zobMWy4Z)YsjR?LBr8REl6mRZRW+@kF9b%h!4?2$( zdoE;?k}8!G2EmkP-{r5H=HFsU;a}SR`PtedfyC(VM+o`l`1LaFVNYHH!yP*jU4kja z)$@05qWd4&H&!F8Wg_d2h*KCznR|gGfnjLk5C!5Q&@s`IihgDvkk9$BGZKeFFd9u* z8Hl4Fml1%LCrK{%E2?Who+j!|%0spj)IK;E9g8v&Cr8?1eW~Ka=mz8hCT6zM9rG+;!@0BdypIVPyG6U(>dc6YL+^ti78oCfkOzQOT^ zzxwz{k4k~vI;85C>JpD`Fx!&5C3FV5%o22Ja135NrHJ0sh59r9__8&BOZ)brZz}Ow zaJq@Y@?Yn9s7jrGApK?7xj2k~8o*AiSFMk$$7K3lRHpvR7e7L*F?Hn?Mce8Ht{)<6 zY2jynNfMWGBUF5Ecq3vSWrp(QsEkfIf?jsa<|ahSE}ktoxLPdf>t?y~POxX$dd54( z+!W}luCDnhyj|{im1oeR%Q&7x2NJ!2vFq1DQoOBMx;G2|tm9OA9nEXC2e^VEa$J5= zsN-K+r4fULzg^Jk<#Zz-^RJ4<;FB}^)t@6V8+Xnp*erBH6 zuleI+pc~5HZNr_Ob$gnz``NflJYg1IeRp9g(@Zm8$aX8@Y{#&W@W+ftT9Y9uhirn1 z1W|xwZ{&30*ghZ4MG4u4ZYV*j8iGd(4h6r_XLXGgR{hy%o2&tkj5bL^HLVRi4oPc! zXIm}G%uybvEVp5!$VNh2*@`SaR>gZj~`jpl0JkOR{H%CQS;%)d@1gSfoRUWROG2@~>JjVFBezpUEm zi?cPSMYc69LBWmXr;+l7i|y0ykGmvP7<%WiNNSxq$fbhOK^DhR1r;}L=bp_91XEhTuc9L40J}LHkFJWnZt;owUu0HS z%Vu%%*GIzflz;aTe2Y*a-hK5o-e)qo_1&8+geaZ7QM6dkHctbokT;17u91P_paC)k zYd|moC#AoR#xPhWhy`@>TEBXC8k`}6Mh2bkPKq2SFP9#l#gtP&4T6UJ$j*HY!wN-x z2EpTWJ_loryHd?0nvZvL8y|oB^#-V}K)!S8N+`1mfA^r>aFP3Q*gg`BD*+46c?1Ec z42?M)RAZBpQi**b^re<=8CGYbA122~j9aWybA;<9s)Km~mh>}4KMudoPWV#Vq)L|k zdi%DeWlZ@vfS&qL1fH0%D}KAW6(6ya4yniua|OVXKtIrAKE-$!xMBkTAUh9yL^X}j z^d3H3gGWXH@-c7d6f8)|7Y9#&I|ke@Lu)e6LQ_F=pcsS;`jbBp?yncq%90&Y!_dI> zK5?^tSm^eYFtP0vNO2CBvKC3o4H~#jB2|eF zx{Ap&aeMisDt}wrnWX@3@_=FBG&|Nsf*+c@BBO8`Ihr#UOeiJImIbkjk5$~(zWW@) zaWx!{IqlP!ti9>{>}!|F+8XfuG|5$etSY+fme=D63&O3|jCNlKt$`?_ubjEWwnb&* zpuYbgGHk>$eSHdOub}+`xZ~GWEOmr4ztpKctVq_jKPK^A8AdHXb3giYur886qM1m~ zR99EVBb+~YnbFI~g~Jr4Zv^Rv4^*>0r=XNz*I&U0lxc6u0%QDl*o@I#e~tL?b2uDe z2I)e`Sd~g{XL&}*#5JeUaMEWxB!3wZ4}`^!x4Hk`-Y@rOYZv&+A0;^x!oLgHcy-vkuSKY^6O_64f(FYHyHfBT0es#oaXl+-N|A3 zPD%9hBK1g61v!$g;db(2$#4(LcTq*Zx)Xa+jYK=}pBO_A@@IlhP7M)6Pi^Q{>7gLu z@c5{FLf9)9^bpZK$19z9~;l@^K`X7>7@4yvaYUq*|Cfg)zVBuqZBbit9uvd9U zo&4iK?gRn3JyOzNBu~svF^g06Dc_jll^jNhUN&!_Tt?QuL7iwnJgIr`OGM`G98%d!E{o#<6>Oez)gvyT(eThTGZ%)avnl7gX%K*q;f}qPRB`c%`fGZB?}g55X8Hi%Fdl zY>Vmsax^p7pP$>h+}9c7<_t4H$2vu~-f2|9dvAA<*Vid;+j=OVDKw3Up~7-#`;x=Q z^2p<|_h%Ak%i1NWL5G*($w)Wau`jh4AY$%Ld)nzj117sfZ`V(+IL4Mza_-yToqiYg z1^INSkfr~Dhj8fzh(jTC(lHS`(AC~`JGqsS$gk053{OeY_znc+aD5kw$5`yjfC}nZ6HFMo%7b?1e_{-O#lF7@!pL7b>ffm&b-667JjUqPq%0Px$ zHkIYYaqUUJ7dt+_edqQ9MiWhi&L+7Xll{Ziz`#HPK2mY&Pqc)Hs z;@ucS`SCX=)4&i$aNVq)Zg+fMb!v+zMMC+S#_!lc3sQcUj)#%r_)+)yH^kyf#J!|z z#6WOts^#>O6WrJMBDt}n=NBOa><#IJfrQ@40HHw<1rwQkOo!5|5Ua106Se5r3r-KmQ#B0o*u7<`_tTR}K%_T4&98JuHBSmJ0X@)S-k5;jpXZdgUSaTKtQDhJmPmw zQ5?rM=Q~aZA|m&$Q_XOKX)`=}S}Fzq1l$(>VetTnNB&(s8()aLSKq+H^N_@oGX#$x z4~({(z$Z+>g&1fptxyZ?7NtT&&@xc50BlhfXk{o9NBChI!*XxTSTk~t=QKa;OxlIod6&aC0N}08q_B>FyooaEM%UVm)ZvG7}^z*o0)3b$rCV?o@nbASy2BZnnt`Cy7pRzO*sf+WV`oQT{$1>=Z#y|Lizs zCo*cF5N&_5x;W`Da@pPWs*fY2HvuREB#T|ek{i!xiEHr%0Lkd($}*99_gIwA`$c3T z$@g#IQ^C|QJi5X7gFVqW3>s~4$f|~YPqwvLB7&{C4h2)ecvpxHH!Fz7>W^q>QL$W` zAI6|urO|UlErsP&QACN!UD3H(4}yH&H`neQU;i(selHE%jQ_NnMzQC;P_v5HZuoMD zrKo(w(SuU|k#4R0ptR)Si)j1%s*d|9)5U;}x9{5@aayGxV@(hPOXXh;2UH2KRkJN~ zq&kXnxJNYaV?f+_&+?AfrX1CR17&`3%nw zTWV_hFU?Z}EfMC3t52jd`QZE`y1qX**(CV{9qBB~1Izk+=yjxbZh{}hSdx6L+-y-^ z?r~;Gu8FhT+LmvaCdwAn*elC--x~C%s$1dy6|ly&*OOsrEb^7eB8ZsBmfEyO&~MRhY=u$ zjM-eZK~U{a_`MdS0Fjz3FtYDMbT$nsfu@lV4k9wr^~YfFT_S;=_zm6i@NtJFu({ZR zOo}Gn;ljA1Co*ce4C?7&+$s^Z-~H652V7OWHoR3@A;;@+>p@%yz7o)I9)sUlzde{z zs7Ft+x#V*+z9%2@Xp20OD|3Ysq>^`#*1fH~iDw&6ZG9D+Fu{?*IUr1E4$b4d9~s`4 z^<`dCs~Rp+elPH%WuzH-=WOl@`7B25Yej`aYGUya5C_6yw+rz2A<;85=JX^CwB z(!Xf=VH#)pt=mWCskUGZbOmwIWWDrr@aA!Z!I=!iH#PPhY_9!I;Re?oe>WgGd zg4v)Dfs7lIIUK!Lkw=~3EvZ~zmKw~r*sxtE;{RRC3Gn*;ch6jL08ue~_=0o9`Q9Vv z_`C1yi*LUn-Ko?gT?#4?n->_gO)k)e!1$Py}B)6%14~$V_{ zVXKa}l5K?rhWpaoT46AuE=k;E7=_$RoIXa5Zvqq@ztbkV)8pquUs|eX6-P-cSRnzk zV~R~MMLwS;lNw2=Nx-%F`c%&CPPX(}5o1#;`>p;bWd|zpw;anLo#FO&rJYByh|-Um z78f^>_1kH$rN0J0WLM1W$I>x<#{k=bAp*)(7+`ZMucFsTfJ+KCz-YS5AZ=*i0QO~$ z%OERagXCyt{r+bk^Mv^C15;^&>yfyhTfP_}mL{mzvH!D;VUzpQGE^}H98r2H&j*%BPpYdaP zWLzU+e`XZUxP({xx#&1KE#KHFVMpSO!W!}p4c4;e)227C?QPE&{!>|W<02q-zP`ZC zBvTE@KqTlqeJFD@UptSRtaqeZgo5wYIaLOmDmLu)c`MEBL*WCpB4m} zJ_#smN#)oC!pqh0z|fft?yPrZ2X2Awcs7$?1bdMI6w|Rcf#tr{kc{UEzLSM`LK)*1 zdSGT4?Hpo)Yi*#DX>7L+0g!JKSiAt%Q6K{Jzz}kM>_Q`PU&Pe%F}) zWV{$W^v5w&$#o&Q7{MK#qFwrA83mTBb!ym- zA_In`Jx#nv2d7}}jO$>@9pZL_Lz$(4!ZWlAz`f+?K=dV@+ncO41 zQ+#V%nbHssU1NN-zN>^mXQg6buh!ob|KTAF@r)sn4CdF0SUmY0oErQ?@SqNzRxcjj zK+{XFJ6IPhlkOG6r2>O-o4QB;n0q7VKPi0}5xiVJz}XB!$LP48irso>UXa0vHs_#H zajF$ECP|E|4m4ZnHApj||e>WWh|#LDh$aW-x4wn!*KkW^@3f#l#zRGxN? zVyQkEb5u!FHPYhVpTtONeWUUcFrS^O+O3cnxviFyK|NI-fi06kt6aF{Tbm2Rg5 zA1{(bdJ6*wj7DbsvMX1EQnl~i&b?}Lf#p2{i3ZX0^L5wyGz{CJ|l zfxUBI(%M$Pa%Z|edG!O5a^c31poSmH9N&@xbJSoexco81z}6~T7Ej5lEeA@hk|PQy zOf;bFRfXdAh=woKjNsW1e_ z<}l>PLy41S1RTw&AYtSh`#C+0^rCx@yf1W9L3dK^Hb=-4wH`?s-8`7NN6X&-rRpex z;=r~3>}y`^#rs`&GwDanljWP_1M8%ZO#NtgW4>FPEA#uzV*cZ}Uw(p}5T%r{>JgoT z+@v#TtSSl;Twwan&dxR_gK?BTb7V-&H~ubM>)W^G9_`v%=HMS%R?mP$x! z5zOZ+A}wQ2V$_N&BT9`a%TQfAr=)33Y==>N?#4q2rFwZWr*cr)i#`X-vn$hDb&aqg`sO*xZ#sC9z-)F~d+K|$aC3wP<-ZJ9Zd$H&fc&P;J^yfXZ&CO9Fsw_``nFKz2}q(GwDUj zkQ0nMU;e&)+5aF$er?upkJo_fW#!gjzOkKo-hBKoG7F@eqy*f+C)vs+q^X1b@%&`{ z&sTok_r2)%E#Cw2nIH?AnLS zw7htMQEDLtK$ivtJ%|-QBwXWBq7QyVqW$jNkHOBOUj)iW<2M9*{qd{h*OTMM#RjW@ z%`(z@FVJNGNEQUWa{jdmff`_&#@6s~vU;m|S1P^)WaLo(ps-vm8O%`m95?- zZSV2sF4_xIhNSWuHs#FXJn%*_ff!6QC7N7xXoj4DH z{?bMF!hR7+5{tNByZ}alFcTn8kb<;|>SKRQHVXkiGyzw*ZEn8|w}|f>j{;@D#0!3- z1R^pzmHJw@?m7mZ^Fv&Yy@c0jB1xg*D@}u`9Z+_fj2H@OEnFHHO(j@F2K5X974Sqv z0jc622Wyd8=jh|neaU!bGUnsSdw)P(hrR><)!PC%p zXFe2nR4+SrpOEG$E89BDZ0hi?B7L`PP~&ZiK|S8*#tW5^Y0&oq$q>uNU56q=H()(;1ySlcO;sE9LFhiMFu{r%jM%H zh#?2+Vr43oTWM(1(s__QePxZVOf$(9foL@L*N5iz0oD_LK4rM|hwt%RRSsQ=^MxVV zfmSWqB`W3_3lfM&F$>2-WzST^(WmYQ#m|)5__fJ`~aZ z4R@S7PZn@)SF#%grZyUtXhKFVr_QqzUa%1Oms67o&{nia0w7-DhQQexeUUD z;@&~5(v<@%q%?TyxHK6^%to1cXLJ?>B^i`BAuikGE=qkd>%k);3($)XWLZ@@SPKoB zaW%$eMBwbwy|M_)?u%>&YoiGO%trWT0YX7j4OOA}7{PCKK|%BGS6nV@=ONG=!UbgY z_P&+0v1QtzlYUE6yPb=Bxk|h0z$(-@n=@G|@40tCP3U4+ZnCYK#YQSy?2Zv$L*^1* zB6~iQ>vuoN>k$5sunQ7FIJ*%$%cnVi3u^$1rQZi;chkp@Y)CJ#bTV5|p@WRCzoIrH^`Ih?-( zpqaJDo7y|;*sPQE#0~t3NPf!yPsI{Q2WA575l^F)b#OsmB^r+2I!65LC(%>Ts9J-!z0cvj7Nd3DSs1h3jDH<3;$!_ z;v*RdQzZw)u)Iic2~C$csLvfsAB0qP-*b6&CnuLS@-S_f#NK{hirU_wFg-Y^VD6dA3zvo~rEd>hDk+ zjlEgebRM!->sXW;iSskw&urOC%?NSsh31U}*21Y&mDTDSr#Fo%~KOLG%GmL#nqPh&nFU|ee=X_I490 zel)fcy;ot(IiC63>YbAH^6HV%wdSLOfJ=B-QzCq*M9@@tq)0Y;y9bRL%bPJj?bs{T zQ6Hrku1UbIGO?esC4nmvo`!zh75h|~XVv>A@WPl8h*G$A-W~Jo z*r(w%uW3>cQdCo}Q~jI(phbJD9a`+(uT`zjwt-YjM?eC+v zS20g`$;Zrf<#d*tlGP_*k#D^+=+WOcgM?T`^?!|<V&rC&5!%=B~dO;JqX@h^?kV^#| zi%tqGhToV3Bh{%kai7wB7zd!moqA4v`$J4fxqxQZCn9iF5BxFp?D`*N%|8vxf`8s{ zP&B+q)=g4C47Ow@XI0vs{c~Niv4=P^&qDH2rH6!fm%V4-RMX?mIz1erP>p%aLwSdM zLgCH6hpj_Rdg8UOh>E1*2rT|mz8XcQ0|3M)VGcAoE+`5?!KYkW61u8O4KWagFfX{& z!Lap(*Xg53XoAmw(kTTVtv)gc_{QF33xNsoRGhdAX@q|S|1OdWMThH$dV0*-TQ(@k z$#>I;{zqH>M~WH;eg4mH-+~E_B!s|iJ73q!#(ll+m_2w04m+11)(ak{;ya2Wf-Gfa zmsEa~dUy3+2QxwG(M9baDx}+35>MDEyEd2*s|M>xOFbl~k5hR8=Kb2ZX$fgg8 zR$mw*-uPOSdm#Aw`-2FC-z2PmP@D*qBkx-~X$<^qs?b^NEntdJ2$@^zkwL?!Vc!)Z zmkJqR6wg?P+Fvuq5mK;Yd;A>jGyhK+{~rMcygHACqjfR%=TLO8Qm0x=lhSMD2A7FB zSM9184n@_%WUXoUgfEY6GoKPZH|W$n-qF9g;?y1aI9UEVyYDgOho3LkRkC}ghCofo z!+;T5Ptf)!qb5VWPjBg}=Bg9B?yjB_Cf2SO*F$+Zj$-hY-e*@^&5x8|N{}dKU6rYq z!*XyooupUAq;|C5-G%%gJ0F` zaC71^(!8u4p)Lb#w&PL+e;NM&**h26bB zLmLcRx2>s?DD{nN{c|+Wz(N|jUAl_}v>=p^`^ltqMZ-N}OPZ9ENcjh?a$DTt8#b-v zB#=T=O)o#`)qG9z562D`yH$OzwWr-z+nw!y5)f~_mE67yt;`P5nw3~sDQg+t69nlo zOeQGH9WP6ZY^aXRT2j7v1pjItygN}*7Mw>hE2e+J;8~D#!uqo5obqK25!k&{#A5hc zyh4z$**HrcpPH*P1kYn&BPLjGObq|fQqhDJn`r# z35A@KHtH5Ae50FOE#rQn2cg=t2P58ke?lV)2O#zwLXUwRZNeWHwu_`&YPPuk?c zjkmfs%z4|~K_^t3*@V0)spC}ZXV#C3Pod(r?pX~N3q~7?hF;_Ku+nnNTu)T`61X?I z^ygiy{R`*+{dmNHW5^HsKO^xVhN&6SqE+HXbl5vS$eJL<@O~D_F|rrBXN*SV)mT|^ z>5504u?H2koo_<9O=JTqlgIhe$EKnop>H$B2ua&GAL?^E1U0f&R*Tg# zh<@Igt@D_!h_9-#OL2d#Z1Gs5U-O4x7}RDr10MAV@bsi>o_k@-(U9r{co?E~s69M%e2{ zXkw*wHO#`gy{+_Sk+X93DLk#*tm1~{9CIgVn9pghoL)C9XE$q0ICZBl(6d|EsGM%+ z1E*_7+D^%D%ZXi2%c1Nli{tS5l3K{?nrzpv!g}8lsvjhiUYI3W#Ao8BNr<&Rs#Z!g zN@uC1v`8F`pYvi2?cr5wGpOc<(t79|8+}GXrcJ>x-0)`At0YMhw5_qg=~7}-X`9_U z`>4A-rO{RtoQP6?ihKo?*on7P3mFK&Kc80a?t$G!rc>L!M9;yA3<+55epd; zG(u6>akX606sKb0hIW(A2g)W5!Y;n@ihE@cKmlpaTXx)+fQz$ibYYvHlo^4F5g{phTY!({x|R4?ndkXcqvKI&9vB(BauLZZVJqS6#U1aZP`wmV!VK{Is$ZEL)Xtn(zqH176hM0vcpmuBH2K_55fsV8{r7Yy{0mkwlqikx zJrR+nKg*mggcHvm_cSP-U7;32I9~mFTBh**%IJBhGLkRM1q7(J$?S|cI072HoPbow-4MBrkAnC_rn!QhwItaXPqtzbQ}ynNu?N;>KuZCB~R)Q!nJ>) zVP@#OiEEVOP>B25VDvlkPRfK#tyVz+Lx|{m`zsFZs9@J`3o&`vT{( zb@2jZj;CtKLVxR2D9qTByfiOIL0WdJRv}ZTKtI2x@jDqjSQ7R=`pQxNe#XQ5zAyLe za$=1o|E-Yx3+*@r1Tro~8A%=avwA*;7cf$88HSE`tqFxy{3Scs82cYZYQ?J81NlZz zWMFkkqvO4rNrmJySo#}5m8ct%9|*mbr`)!ZAwCxb3{&1TN3mH~L`{>>p9<7M{3?_% zV$wDO08oZG4f5#~TZmQe!DRIlKLU?_QeYvcbQX`7#mU;F+hOhO$I?imbpwjZ=8=8F zr+2ZzJ2G}(YX}OZbX{L)+c9&kT!^b|C{S~&l*_0je4_54JO2EJC3~(WVTvw%v|Pfk zWqW5=$zv6PkTvQe)3BLrp7LiU5wGR+M_S~|_)us0P@K`U58ZABhL^^YnN6EMGWm;9 z0ccHbwj(S_gN;U#3#@A`+N0O@*fShtNqnUS18AWU8paoSj~p^6XlH7af`#4e#6`3r z=pd^d6K5T_Jve-u>S3p3Z}yB@xcY=;7O?F6zjn!g@iivAT<;G9A8h*;0btV-Ph2cM z8v$spSCaFqEPcl}StS*Yp;rtfg+A6&kia(Tmlowx6l2@s&MTS79@J0FF4&E>g@< zP(j#rGw1wns4n31d;``mj5pz~-fpC7x#5ZF>E+g!sCx3>Thqn%RI0CE;HgqPyx2>D znCUfER8=L{PiwKTu_e>(>=eHLF*_IDh291eFApgh5ZxZVv-L8liFwFA3Cw_V!<)g8 z@S+bEh3klL;F+{nF$k#tM5l@4@bauY| z=uQ}&E8;o&^mxBxp{wh}zWDLi@+aQ5rx>;krM?jb@w!NWRTG$vyFUsH?_&ed8d6|) z9<}#pF%?b7UBwfEMn@TsSO4!7{e|T3u}t#;9Ut;kfz+?e3MC*ME3m_bbW*A8-^&Dc zBT2~*iZllPMdmN|r|%n92_TSpdq(lv4=8gWAoz95`&7UCE5)Wcwor7Sa{#7^`Suz+ z9vEFklzSsc=s;r{4jO51C<&?Hz!5%NwQf=uiCM>EX)<*8+S|+jUwZyub<<|_-_opK zP!p-Y@K;9g>2nnd0I5Hhck{dBf$yVuJ^U%8;Nd4kx4p!jkk$kI4JGWaG;mcXf*cHF z&(Rhoo2=FapVPoKyZ*DHrKLqnNJzM06o3oq9z>GK_m!7L3k77qHAM=2gx7|g^r8!o z#YMjM#0?VW&Q#6rS zi8!PlPUmu}Cv+p&Vu(Y2BK4xcIA=xhA?$;_h={@0g8*0v8VKWcbiRM-=UlT9h;kxe}5Gj!6&59teTdl z;mBCFo&Ja_ciG6^T9wT}(r9X%o+|mjJAxw3%lMCZh6>Wy7*3}BJ3Y$pw_$?liPFW`r z-8<|@Jv#hv2&{o6&lYH}f{E&3?y5aqvzuQiT>d zbd&=Ef4ko07I!WX!6|~nNEDe*HD1n}{pgaRCS-#wm*_zOFt#89PkM0~Su_Bk!D3G( z5SAB@fdj*79*Dv*u|^6#k{|o6)Gd%jz2^CUaVFikUmoCHS9rNdv>vbW`9EZRbx@W4);6)xjeu-I8rgt!w}5m?iF9{&cZYxi z(j9_?ba!`mcXxNgcYEG*p7Xx*G0f~?hCkqr-&*ThS0p@Iy(A(*tYF8Qk&S2a!$VLz z$@v)(;9=p+UxUD)B4ESPmmw6?&f8Or870Ll1!AO#03+^T5Dd=y&I-Q{2>!FGbHi*N z1bocSRs3#gP%`t1{SSox@9qYo{jb-k`3xI6X`6oU^RfP#it~P(`3jav>YRKey503A z4>g$f26n8&?qE3mjyYvuYu>yh_Aj=?oRvIa<3!GXx(sMACnv=n9UV*kS`oL-HhQup z;x{%=z@ljl@>-s*maI!zO95~g=$Y$&MMh{mMp&pC)|v1RW2RU}B5hClfkBj7sYf?t zyw4W@2l9XwgZcZ{>GFt&!T_9p?dK2z)hnbvN<1=nWBSO98jsHiV5K%2iWnZ+diuYY ziU%7CGgn9yte+~YcjN=(yX*4~giivR(Pcs-8`GpO1!>O$sxuRvc6dEMM3m~EFuH#J zsTBu9^FU89tMCITl81JK)h5>ruOBn_uKrD<_)mR!_Wk?#&>Htr+0S|d3W8ohxNErD z>T7qiD*F0E1Vc5Ut&X>1 zf(G@%1di3|9XQZBJV~ea%a!(P*vwzQehIZ@FSr6JN6nnR6`kkjcCLU$_GTYNdW`8r zPM{(q1ZrnzH%z{7H?lJqnlk6Q5yoK)wd@B7UY(2sRg2h0Vl43M}RbjJQa|D?2 zF?pLSp@LB!+1q^GlUH?^MmRp{ZJ5meM^o`vyY#O^x;6#?Y1ZMg;Z5}>r=_~X7O{q7~EJpNgdc?wQ% zbgHKBbfG0l7Ph^Y6o((8T%`8y{Bggaq(8pp(Xb8>cL_a*dI;o)x`-ggMdr|NHKEdz zq+5hGM=Oi2e@QEh8y^?)4Q2pD+rZ;Paj`QJ|8U&!WuS_GfQ1esHNb6%q}#aYx3vU< z172}*;o!b#ih-Ht>nfcsKN#K4#CoYzij$a%$Q=_-du_Nf&P-tqMj9}Hni5;!y;4F0 zV|sF;kS1yE!?yIrhahfpeD{y#vvq(c1Mo z9~y7LwJ>9!spf*|NXrv~S{0y^12O$v2_W&_ffgC*M!v%MNSDs4Q3$kd=1JP z7~Ce-g$SKDI31~})>x%BUQMf)8}y;q-R~Fp*9tbzLi2*@b#&S#ot&JY+GAsj7u!5- z6h(!^J?v~SDisxMP5%xJkwUp%_~sR5jVb7j9-1iw`pj$snScikay4N}3k&3TI!{QIg8^nMvX zhx9RE~1_P!36(%MKOU=>;OZQh0F|ETdpwv=>ZrC=?Vq-&RW63QwBb(s7Nutx{;isrkOa;)t}7x5|b*SoEqp~N|ZU{d(xMyRv{stCEAdWTcFg%YE8 z&`7_TKUt-dM-*?R#Kz{`4IujA%d=3&UXR+-XP^z>y6yUv@>}UGIqxXDut?CK+twxv zmNMU!v3k886#rdL?(KgVF#o>xHg$jZZ&{sCu?Uo4$Onsy?IB+qp?2aA5Myx9YMXxt zn9pER{1pgpz5NeW)|&!E(a}4Uvb7T^T{O9L)Lez}KmZ~JobAR5_lM1Ujz>*EX_m*` zNFmh#%t}(_L1FP90)AvIb6oAXhF(W`2UC8))Kim_Ll2K+0ONfWASc#>(Db6U+_|%R z`M)OJ3dIwWLDMd--_Pe?#^J1K`O%s_syU7bYlIgTBIV9IPih$Sw)gB@&NQE!tmuj@ zlRKZ1ZO@L0E{ay-&%2xIEY?WOrSZvmVwx}G_UB|Q);^(x99km5*B(*E0bmgBxf>Ni z|Ifx`#gXMEcf*-tO*yySh++v_!Trh{*MNtsSG*PeZ#V2 zA@xOZyc?`9F)Xe@S;-=xc>kIZ$RsiQGRnB`st-&Xw?9lcyGPnoGX@=f@Yy}ab!?o$qe|jdg5jL5ig1m#`ijs#mLWTMN)MCG-o`bMJ zy&_JMt?EDj@2MkZgd}PcW&B3q&($)vVkZ?y{U_869K4c3`@h6S-t93n(x}?8#02Ml_$+x~ znwM`K8y#jTr#eIZknfNkB~NFUm7^$EeqpFH#+b-#D3OrXu7I-t21f+ZPE^Vx8%?!C>ziv#hsJ@x+8&w&F;7;j~@1>E;0WA-$;g%ZT6;Ce%4y508EK|g;htN5ok%chmUKc+T?gSD41m84cn3zj;1Oojd z_LviT+u#zg>lyaA;68Zq(b`lv3$6qhd;;BuuO=L+hk*=ThQBHvCA3Y94Bu<0lFMpy z^&Eg*Rmuqev=4{ytax?4{ND!F21IWSbPc2D{=1AMKg3IQJHGLYz^>tM1%Xz$?_6;7xq5vSdUV0!D8r|QO+=Lcdwsa$9g zdwJL{O@@E2Ju$UN;-Er)ua>SWh z8~ToPa;iUI#z;=$IR<>^F-->s<83iY-Z;MI!wroi6;6?F4jHWEMG}<86}ZmZ_$#`E z5QP&=Qvp;&X46HS#E({mQlpk8Uo(*3f8>8-m!S2l8A(pTU}A8A2M;ef>#bx)ezcuR zSCD^Dzrn^dVY%^(z*m*5S{Dt-0c76A+F~C?b^CoIQ4G9bY7+(ctp!-c0*uxe-DHT+ zX8)V`emTj6U&^z31^gxkcQ5OiL?y8b`9>%vnay0u)2YT=F zV$8=I@0S`t*vS^bAAk*t`Ww2}1{ZL5qKU#fxESru1L)!eMq4L|+I+`0vL)kRMZGCj z5%&@M1izO-OKB`xk^a1NVlcF?Yd_k?VtG5#eM>5PH`% zdn(tjMK%fTvIQTZa@*qSJn4KqHG{irYE^YPQtoheary7}?Xu>^@tEd&Pwm8x9l$pHLuO1V}EW;AHEK1J)?Ai9ov$nHS!DKXf`dyF1}{hUHu z1fT-Kon`@4YFY0j)BbW!&Vjf;@l`*xXRAL}fS@fUg^J>D92EpH!3}oIFTs(5A4(ki zk;7n;aQp`bV9b!%EznGCU5M4r686V&2UoKx4i%C7Iid$h#uMOmIU(fKQX&x=S2tMR zrLD7-Dh?%zA@;W)|3D)xy}dT;W?y^IbNR55Ya5Q#?)rq9k$I?4;o(pyu*{=CkvxEJ z=sacGN1*ayW+;^b_0uVT=_?pX(p;hyx@LC|@jmW$ysbvp3-Y`|%6PPn?*?h#-*Swk z(`8LnfCV{No`arPFO#b~A4dwN z=CHV5PuT(K?XSlWTOjOq{DZGk!`$?SDTm&`!TRY3V_bi7_fpowAgrB!PMZ~_-o;Ef z)$#Lpe9v`1e%}3|(>I`CR_MA{GQp7dNr_64B0o#!p)44~0fh7l6Z9gh!l6HB9-d$3VOY=n zWPFc3O(Cvf_4qlwHT%b3b%4pI(1gEM2fnhSr;KVtk533lSSf4;$6+J^hb(VUaBH&P z64OL@isNlB8W$l0f|LcgOt|I7Iz8QV?%1K(Kxi}WL`KVpJw%^Z@t-3>$^2a)orw4D#znp9C*TVL9(LN$3 z0V^%Lg2nu}54R|*q*EB?Nf+4}74|VKey9^aluERUlz2xZ%*IV|xm+R^ZI)>3p7&Lm z-R~9pruMM*_VU`+Gb-F2ol=-P_=Kz8yyA8`iFD?$ioC*S|J>Im*Vo%0d52_$thbE9 zv1p^zOR5601kH~gMKXix)O|r2XPDjtgYYz^KcP@lJes_MldP> z%1#*vurBNGW1OJLR{-hTTEssaN3J!--xp1cJr!>bl-T}*B>CQw=y;;v?;9qoy*Ql*))4UK21!)QJP|M5 zYmY?#J_(sBc-qI%yQoe*A3TqrLSHBSJofVf9`zH>eyu9T*?ZZQ*+Q#MH37zZAAXa} z_Pb@F;x(;c+^mkAFQ;W<$iQ-;5dW|-1m&whd*`bkd$hs`$X*wp=EDsK;t<4g928uv z2lIQ<%ze@rj-0}J{>wFpZ~^UdkG{_M`8|+yxbNnKArfO=dqkmN*4K58xzgqra{oXq zTxxyN?}5l%Goo;<34rmCS6mb?@3=2nR4x&&r1+yA9Ni`&)ZTAm@3^{$cO*ZtA`(!W zAkfrFx&atXt^2pWAi%)9ymaQ(vH!5eo~CcGwbeR#~g41+MgFrwzYqMCpI>}fYw5qDAsA*^>=Bv!B z09fH~GP;DMIXR*|KZ$0hi`1)h z+Td#F=;^1AYF3VI(iwIAqN1WO@$vCpO)GBNlCD~P;niBangD7mC*f@KS0*wshmlca z>Al39_qd-WK8GrLSX|yGy2mM{PLz$CHKi-(Dag8-{CnZ|Bj>*-gf5P&Bu4FHq`&jm5xk-~aRHz#?q9-B}h#w8K<7oQpfI$Q` zEv>@WuaWLrA8(>Z^g<67>dQ3p<#T2BIzuq}dwXSr-V#oh>5FCO2Ctq<&3c(FQ!?$nV zaB#4`KK%SpCMB) z6LF6w>F1VlEu|%bl`W7@@^=)!s%}kJC{A(N=BtQ(NmFVIk>~QtR|qujkBy7Wrq^s} za6Yiz=r#pllH(_zo3K(4s8|`K7s@Cc5Jz0I_*`i^aXD4ur3eg0Z0NB?7gcQ3kE@37ioK*m zR8yy#UtAm$Y#Q`1(RlU`Qu!g;=kj=gkER^! zNF<2qT82=n3jvB zui3i-UeAZU1MQc3K;?B10C)fG9jqTy2>7d-T7Fa%dW{>bUkhgs-E{HAbjgl+evzk> zreStC0bj-j#hays_l!C|!0fsMVim3uFC(@CT5zHlNkr600MQR70v1|N5~+U}NR}6@ zTZ#Y;uPJ~a%J|^0TO>S5Eu z{xSl_y_dYArxF(};Qnup?R~#;b7mUP&^Rd#4K)X7BR`*-=jD;;vR{(HbfSI=FJ7~# zr^lecS}DqI9GxIBw0{VX5`?zi7ZHgMG*M`B6+ed6w|=OxaD#k~VXV2U0x6JwBF-?nZ$nI8niK)&Sg1Q z-lfX_>E-d__+y;HUtbgqwM<__N>bp!0E7SM!Pq5feL%p7WJn04jMfDX5BU>%PCV|~ zlH&wkE&qE5`I+!Ja`szixMZKzmLCiX5Zb!0Sze|0hAfk3d|NR;~nusfXpBTLD0&o zIN7u33QiGSZd|Ri)NAHwxoIIX{;v;u_^4FM$FIOZ;M4t+DEC8hc9DP&C2vLo2m>m& zK-26QjsaDZ2CVFAbfIRv-q2%``=l#h(L})_p)!qaJ z_3eg{-#`z8_t}cuLsfi?({+H+rTF9%X?aW}f%P$1_HcZi%T=DptE%Sj^6wRD6^=DZ*2~$7 z$7}LAyn&xca zZRb88jf01Yl9CGeyTA-@Tzx*Ry^Hwb9EXF;mE0n<^}2@BFE(aElWOTT75jVNEZ3}8 za>42N!IBJBxnjc{a>3XH_V?6N#!u!4x*d!?$wS%k( ztFm(yTwUV7bI?wnu^21LCjMF?ld~%EP2zE{{`Qt|f8AWR7@KJJ#+&rxZB_GX>#XsW z{s6?<3mp;RKwS)?OFMGLwVD!%jEhpZE@6|F6^i8hq;2 zY0VyO-Ra|Q-sW*MS0(SsZG5mDLdvGU2u3-cSR#knNUajWa0q&Z-%+4sI;VQX=OHz~ zJD*8LWHmWY_y9Ej;GxO{9RSHKsqpGPuP<6|!7nuVhyyXv|JQx?>nNn&9%9N_iwSbKXmk^Zc3FkNJS<+>h1;qW6d?`C&dx~o9D>?4GMimBnpJZj3H zx6!=D0+h+v@O}(h$6^gkoTOk1UkYOX&Qz$4wh*YG>J;c^f>!{mPf0Xdv>Q~TaKvsz zSBt)QCb-vFFd!VygDF00?+fZBZd&hTqGkjW$z5C80nMO5{^MfgT3TcGEvnwZL@O$1y>3?T`=;%~_Rjx=z_2#@yR9^v!T~!AL2SOe0AG&BiR!TP=@23|uafLEnU5zaVRv9V~3uOs2vl zfb6^S->mHb*~Lk`FLxu{=E!SEqkPwe6<_qe!)fW9*lx<{Q$vwH#E%dN zj-t?{v!05T^wD6pmkNag#I2mq-5kvsfMMnen!UKbJ+?UUoQRFUY^7P}Mj7OVnj=<(~7Ku$qR8#cDF?yU&>y^*ns;Tqjv&YvNgA9AC&9otN-&atj6X>fB z+6+`ZVDLKoLC?1JaRAH4Y;Q!7@kLBx_^9ZR$$rZ5SUL420W3V%+4Y+Iv5UcrSZQ!7 z#N8HXW9wRzEsy*~JsJIlJkIiv0mJhbx!M2+V5XUyrhM#`y>`b^U;i8A=SXdx%r%uZ z`GT_`(7~NeO+&_8&quGk``WAb&qRI4mfHxkUSsn?=qu@j?AJu@i+Y}+&X!GrXkpI@ z4?1&xzl0*j#@9)ZGA9MR&o+PK@puH+5wUtMvfgi_r0n)Kp*>gOvzza^7hLu)NKVzM zqhg=N!bmj@9ffc`OsNZ=Mga~rUFbAVs`}3{Y@lDXJVp7@K~=k{TWa;|LfKBcnYPj7 z+&|#uY)G=EYFtkB;MH4*s6NSFiTe`UwfGu&?n49-S*Q~n&}XrnBNk|<5!xurdcl(a z8k+v62U13bEhI{yg+9-Y96jwyt)V$ee3``FmYM1GZJHvZm{=B3tMM}Kr*=5)wSAf) z+BWY<^XMY4v5)qtC5q;x0cBfgJ__y4yoLMv4hlt!FjX?DNgQjO#@hcj0KZQ$c0jzE zl^#H=QG`$^zIFq6qJ3>C=Xa_}{)}}75q(RPQ!8DPZ#IPVedsX%_L+lP_mBrGf>~q; z4GMJxQFz>K#cP_0V$J}P!>-5=eyf$8>%TZ>nRx%8o_*X!U6+G?gMzPi$AqY;riYDa zLxsc-s7cqrbbW?BtRI^selCp)_;ck@(v?|${wNLQI-mY+Ty?IKXW03%sIZxo)$y7D z+Z$9yriNrG<^!!or-wEDe1^yLCq2#O^a78$bcI6Psq)yh&JKDGc|K~mG3(lQyzi=D zNJ99M@4np|C_RmV#lX)j{cc%+bACo7kdPrm+cYbFrb1yy|f|-%&L>Tsl&NjSqtO9y10m!c@s{ElbPmr?FNT zRs*}hBX}x-|2-YkML;g;t4-;Zn=LO()@;AbtI1JLjLV2b3ykB#B|e)y@kccFq;SdS zU}G1JauZoj)h`7(^rSlP4RfD3V8|KxZg`T>!upPI!F|Pme)4Ut_lbqN4C=7&7&fyB z1RZX?h+u&=h)yR&eV~rZQ)&r3WcaUCsh|uXT>_)F`}?co>|=_V{EabG#l)EGs6klj zLuRd=b@ZXarNQ206^noZY3W0R%X+7b6`XOgT=l&E;=7bC02g%S@QIh7`_7CwpBS7Ne*|>v|qwfxACb zl5QUu;zS!|o;Q?1|8Gpf=82^B z)2%?~pZ)n}o+c;sNXy!}JIh{QHYjAKhuBqpXhJ=y z0BU?>R8tb7B&y(-s0il!fZ``fuLS~+YikuDocrkru?KrU_INuaek>nU=IemFls=Hn z2ua-H(j?5)H2kclnUbG>Q8v{73!JwBkcEwu?f_uPHjaoxy;ZVT>;siK678)3KZN8O z0S@FVKpZjHU%n-oV4qYmI+82%j%r0uDs)hKGIaUqGB9#(KQYmSGgbXXjJ$k!F>Iwu zD7WD9t5>2|)p6E&e<5o0_?G6Yq=n($hg;81>;OVgH5Jy)T5;X>TblvetHWuL9pw0G zEfeptJw40iX33Y8mdD)c!+HJY@FPvW+#EHoQ6$L^uMWkEk1_GzBqCPr$1D9#BpfkY z2|>5yR4thFjb^i&E|QVT`b6uBGjOHcA55?j`GB22dWf>Vyw(wviqHv|^us$73G)y^ zD&`Ps#shB?*Yo`laHf^Ah?=JZqLj?sDB1trdla*PTwb=8ZnR&HRxX#zv#II0iXW^K zGaHPgWPc8GN_@6znAHL8@Oos5pA;?^YB$%bsMam9njN}ezZCs6{B3UTynA3l8L+KI z3KrJ%0c;Us=Zt%|s;YIU!{+!{IwM}eF_Q2D)|^}UitpNMy`F%4|jIMH(tKZEf&Rq_o+011Z_bRrZ> z?m~17j!Z;OTJGnv_X>yuXtX9p2v-El#4;>&PuuW707Ug5oWN5POr*9(b`|iWUlJyn zv7-~q=osr*P$f$<;%=S!483%tZoqMhzLhA)h{8y5YRPvP*jKqfBr6?v-UAMY_ozpl z5hYgBBa}~-P0bKl?cmjWF3jx8c{#^C-pn=Q8k3hkJ4-t0sXMP|$Bw}TjZ-=CD%AB& z1hBJX=b-4*L*2UiE$Rvx5Eo+u*ZDU-oSXTl6IrpzS!^Ri;QyVq5DXxDD>(4|9nIzC zh?fz|wqnvesj4~AgQF}U?r1f*c?5*h_ZBUBU|&gBrkgf=mASovT^D$Tte0Z;c` zBgq!mhm^Vfxu$|)Z9p|O?{q$C3S^X{zT9h5)0d26{@@dYkpa62ZG=0OiqapCME(BG zc^bK{^dh7F7Tfe9kyY^$C-*Ch)r3DP?{20zi#tShJNue+z-o`TojmW0Z5xmQbBl_- z8jH*lYUsgLl8vBYE7{f#MnVyWYPrmFy&9|v`26QT4TFahTI;>9^Ycj}Oqub5QP|;% z5b9uRPBKN9lAWGMa<}FxM{R#0l>Klv7aO~H^jp*2ckB2fAbhH2Oa+OT2u|7CsYlmj zt_LhE?ek0gMs`jLS}`&Ro~D2htz7RPF>!~MuqR^MV6bZO9&4}}^yE9=b&d=L3jTF=fC4*Q0YO5FRVVWlon4Y-Fd zzSk_0NK~c+2pKTSz5v;E0HG`E$e{HX!z&cLNfKDN4AU|My!%}5dkV*Js|J9*Y6@42k`+$`&HCO;{^zChAI4kmhjnXoyJ2AUhNl_@UAhlW%X^}1%pyf`0$J4;;sQXl3wY}m28;uoP z9gX0xkm7x9?7b}vhT9P7er+Pb17R;M{PoGp0(}J2MBJ_FeG{=5yj>I>lIX%4y2(^p z9QAM|lP=f+zp|@JxA2t0h7W@T`w-D?@^A4 znjToIn?HSF5_PCKnlE}sR6JFp?V^Y~S2wJtJD&BK9%85u0^ew;EeyXOnb<=?QaoM1 zsp37Uoqk7gU?ahYlFl`A_htP$!m3POWqx1vl|8Lhu%~};uQQUVXGoc!IX07YJNiGk zqE9Q3+jB$WH}aBP$C=I>XI+e~@7QyBmc*#{Ykr;%8|3n3$+MJSQrUXk14&d>f$Hh1 zruk?Y*Cqs6l7F=#{O`=e-)@Vc>y!}V3R!J9X;ud!gsqIhu43c`aLp}~)v6nwVY z;gd%L+Rx?N2?)YB#hMO!eIt$rYa_8K6OxI)t(D@{(<)iNnSKv3uWw2E33~?os$3yZ zC7eLF00Qp(AtZ6MTH_Du5!n-EA|rIj`%2k+%c$IwcXNC4wNzPaMk7GL;Zv;i{=qek zxnIV_iMLE8GM6XaQ_OjFI`hj(KG!j5pwh!TPiyXLrY^^FmKf1X6idyIocSS7NF{G2 zW)@gF_s!1&`yi>OshRgP36YdfmdR#lXwd27I-@61I#=gxE%jQB)P@@ePpN7QFOw%0 zu_e;@dvE+;E_aI-8EcI~Qid0zq7`S2f-l{s@*>|}eW~vYQ4Zz=z9PFS?|B)}6P)ia zt5q&N4%Ao1g;04m^*l6wFhSJ_V{H8Y!2mT#!K+@rhPyw#FG&^SF!wJwzD%d|aqNC; z^K@L+W3Ieve;9i1=&96ua%!r)gnt*Kun&Y_m9P%^35rcnR~Ie3JI02X(8A56!ocoz zX(T1U4>tY|UUu0CyFYerIq+Mrs%l}!!Uc3bQ!T0nS^?m}s&toi#Gw=>O;y}IuKVeq zilwU*|C&qjxAO-UODO4aVM#K|JUz}n1*3PS;LdBm+|LZR!|+`Jn@EL7mL6;dlPyA{ zFjUpJ?<>#OHQ|gH>FdcWk2y%>y|hk}9^+-jv!%NJ7)k7&r5aT|PJ3vQ9h}wbNp41w z2X#k_jAlnYMfv}Q6aFxYvRE}Jdp~2Z$j%gN{!a4rA!4)1K2oW(m}~r875nbK!P-lD zf;?Q_NOU15z#-?GQtr%(R;DsGZ8c0x5Sz!Q2}gH`XJm4+`)A3(FNhE$5jjnbKj;4H zj&4VAmIK_GKi{T}w}-j*AMu=GWQwY*@|_0jSPCtoXe5h!O7PG9O|hV-qg0jgkR4R= zN)bH!XLSb#v--d=B|)HG=Nm+TH)l=)4AVR)*o&NB#o&frs}bg`84<#e3}c&>C9!gw zg9w?(L4eH+dmvdn-iO*OAwoV~M#$^YGakr{eq?6gZ)Za6xlG5Mn}&gG`z0O`!q)`lA2f}GX@hJu^KO86Z9COm7BzSu2W`!3 z7EtZ?eOLLbF*_mR`0FD8E1qo!9V5&wV$Yy2iY)1+pD4D)F!q=*Duaq=g0&nej|fp_ z)qJ9Up+CuVL4lCXET+QfdpAzKh9gc#VW(nS z%_ZP+gl3dh%kp%W{!;g&M38^bBYiQ%kLyh&yF{WuS zb0(z!gwT0$O%DFPzS=-tMP>K?F8<}IQi;x0p2I18qHsAcX{n^CjwHd{r|xy-HM)5X zC3VSITD0+1|MkSY4fR)^Z($RJ&fZ$6yq7u!wNFqBf$v`*Y^_!Ap55ymuN{Vxd899_ zl8Ql+ZL?UGuNN{Wy5^gW)6+cn9O=}W<@|$?Cp3^eBuc+_YsoKpnbAl%R5NO4yU!db zsK%aur@lP&GvsnO%u;nW_(*&PtWxYo7**e^*~1!lGfk5NSx0FVf7$^N6}3TpTUQoc z=is!3J|*`*fT;IAm=WmcvJG2s;M+TcxQ#+*vLdl&n^2Y!4mNroI>H-0nws=d;|k~U z$L$gCujRkgg~*bNbf80S3rTG>-#{Gp0hWKt0le=$gw$rpWiwJtLsqm9s>VVC(*6V# z=4hPrFtS%=5D1@53qQEG>e3~S<*QiyqeKsoZy&|wpxk}B*PnV;+T|l|se}yXODL;{ zN^jVY@a%ZZh=mhSG3%{<7i>^ZuJv_PP3#gX{pDHdIgukh{03nFRUBVXiWN)45<>jf zC&^?CpMj?7@lTFJ*vyhpg$6;e0+Q(5d^^WqvClE~$&T`#utvDiP=h?jNa8`TnK_z5 zH#QdZ@(dpfr_8*^VkqI07V3&~JeQF%)zE!iRlJ1#&0MmxtaZypS_mplrTGgnM#8ZJ z9B7WX^sULbO2u$KJ!i&vqcpX~RenCkLf(hG=w)W?&@1i>hgL1d;2lAwcw(V%lpUau zX-xFbO`i{6`}L6Q68~9K@?(4FN6vtzywR0Y^}rTG^iN^uBLkJ*k}W;G+_j-PxV%_N zv#+gPaIE~<(+^4}GxJD(R?@frsvm8Y?7Xu#m0eJ2a?Uj$WNn z4C}iM99?f95jxEgS}tn{V()GIb*@trC5>be4QB9~7gV$v&A*R)yt&-tCtk`*??muD zL_IsRr8m?Yt4F}P@-9Q4cUDkK|Jsk|7;V@lZl#2U%*PLI3>koDf)ghU#yJJR&ap@i zJpoonrTO@U*`kr|v&V~(23)sb$~m}ZU|&|Rf~oRLSRdB-_zKVynLQtrm<=So!<%cC zLk-{m)kYXS#YCrtm6V}~eeXWiCimnpgt({zVcPs)anE5htmgG6NU-d#i>>TDZPSY6~-e< zgag5-!SM{ux0wUA?e^T})3lyX2in+WL^fUj7t+LrU3RzafUZ7<58+R?s29I)wyd{G zWfrCC>tn|qcbXe>;ma?~o2oxz|6IAMdDPFKpyov33D~%e{TchcwAnW$LbJ#N1^5CQ zHEONybkQ7fC1kmT1W#WAvWk1!@C^`rd9yz0SWR`)s@;D zN$1P0pm>`tI_)} zO5dg-+K)Emv*b732q2N9TI|XvfMjWBbO%NsQ)vwOWaNB8ubnfa?fSVa7uD2c+tt%b zJV#WOHaN>=-BWnODxDU7;I$rKA&*9J_QUXQ6=B!@sJ@SASh7JeHfqS()L5ZLCQq{m zoe4JyXpXV-dK8~c8oM;nZ8J|To2+gq02E*%wk>1d|16mwr2OPKVi^iAx}pz{i?(p zDG#c$W79AMSbKnsCF21-{V**RYy#Xyr!u0_4`xHgf7s?R`;q@sds>arfSVS=eGT+o z3~Ej1o?X)^Q~nn@`@^^xgVd}-pSOAElzvqB(bLTIqi|my%*6dEWS8N2K%M4jK0}F5 zr8gKhD@X(1)Fu7vrv17gYenWPh5-o*6B=H>R4-WBAA=LV3dMYU_0+j;!Q+~jZ{3KHTT5IVqB8wW#L{HBL?9Hm&civ`y=srkW*xB9Q@{A8yS5vbtzXZ9+#Z$p3$}a~kNdUM;rLp7(pXRSst)M=MpD&Lb(mxGf1M8xXg9b`KhXhnsl= zH&X>8K*8^m7#Z{{DlLjGk1;W}Cnh=gK1(9t7e~B;4eBDStoGRe#S?`ul(>5^X<07| z6A9+np6M#fQ#GxiXe{pv$kF0v+tJ+CqKLKY$7d=j8^1Y7WFfyktoC(JprZVUs zq^tHUf~Z9~fmSp-Qp+rwPQ0~L=VjZ>*XzS3EFAu|VYn>aLmD-gT9rl5e!ZY+`q`b# zK()JNyQNVo0eQD9ljYXy{iw7*tUq3lq1)}BAi|d9mpu;WQdgac*QG6}WC_K7?%xN7 zluxG!6jlH&qbG5vMpWIC=MjqrT&O9|-7ve3se@>@Q9Fi(s+VablbrQlle?hl%3erv z;xu@Svtl-{+P11^owsnQQV|J@ZsPdqb*x1q!?E`&ECnmE1)KU3hXu_b!f%r$b*|IH zn-rKa-N&Q;<}&Kz!MF!NU^B}p1nwM_{BZ2Ojf0))U?tzkc64cDkE6yxjbGe{Xc z6PhyKdW}w-|LrL4LHIW=D8c_~524gx#>22sRqevjs6p6a4C`CXzgiDy zsBsHGM$#egd<@$GeR&EE3`^Bu7W(L0TOU=KbqpxF#vT&f_)sXH)%)Bp>CrZ`8u~5SUWNHLby33~zWp@lP=2+CGlucWYJM zaJIsC9s4#_A5O}d~ZFt7Qs3CojyP*A`ZDEc#& zF`+oGv)&s-!vNMLYnzw8 zJ-31B;I1wnlgqDHHwV85ulLA5W>Ye?BbSv4FIhM$*jCHs{utR^U4sLtQ;I|h4_z64 z`VtbKCu+|yG#1dRl32p&*?ZEcG@@jzwTd5=UxfNn-KfnkEgW&28-{C64(}7g-EI;cs zO&@>!#nbcMaYxg!t)fhjoLfbIrHOuN{PZ*b>bw{f44D=KBX}_BBKR1>v0Oq>0^r4& zl^}(i+g%Q6t9EJPcMNZ;AyzGN@39afVm|#CMupXAa;uV@>$w_C($j@?B|Zkly&4?W z(nx{%TJ$*coSwb*7#Uf_+uy9KrHLm)>d0g}cBU)@<@9>2O(qr#SRF{bM|FB4)d%4me@;x;&?ouXdxm(nC8#>KsB`8! zDon&Lr(CR&q5t|iUth1P+evyX>(~^}Ku|dT5|mBBBx&Vb<6UeJA!c9Z20d;A=(tC8 z`IAYH%tcfm3sQ53^Ym-9l3X@0$^Tu2r7)tAlJj*}EshFo|hydri?oGXZFA5KRJV1z~5lKb)@`m`b11 z2jeS2EAh{z8V<@GChsQ1rf~^ONk96)PQTL$>3Thl>Pp^u%bbWpp%1Hs71I-MWlrC0 zb%}JP)^smqsqzq6ZLO9Y(66^eKCL3#kBQRXhDY+5aDj}nBLJ)?RNB380^5SvOH;LD zQB^&y@+R#2{sos++55Nel+6yxD&`ec@;q}3-c2+|BcvW0&(Y_YgbuX=d97YKMMY(! z&AnYOLvgWQ-EV@tjIOZ|5WVO64OpA>%5*Wqzm1b;(5EP?fO%loY=W{~tzz%0M^ zW5u-qjy+$nQXJbdnmvf{U}GatgeyV&*ATap`9e6)wq0bdJro2xUfw-anEG|ty#_`+BtYvO z4`AJks-4ApT6G@d1<|5CiD2_6Xj3mJ`Ih%h zH=75BL{O+^cQ86AguW~egPsk@tD4|b1z~w>ONSumg+-S0q0))G)^Nm_XOU+zclcf) zeMS4G56GzAWt+cw{W-_)lpKpxMAgvZ{L^>jw^HxDe@lGS&QCc7W6TAdQw=ul4g8WE zu#w?+JPrC_G4HrD*4yceppz=L(q(>OQgmjMhd&VWDkeoty7o=no4g9jQCm)$0a4p= z9oC4a2P5zHM4dId6~jtkxup8WeidX>s8Hsv&}!ljX6ln_@%eR^evIhnPkDM%8x?8p z=_C++SN^2|{a6MVt3<;bYf&6>!X+Exmxi~aY`1&9uYt~PlY|r8$0dHNR{*>Fn`q-Y z-V$=y&a&gmD9+r!bF*JzhpZjef+UA}?R&EZKAjV4A65_V>r5t}xIOf~Q8K>CLD?)S z4gUIyHgnc4N31yUlKr7Ea`%pQu#raOa@p7FS4%@=k{&`2z<$l4&@^jVOOub1d>LTGS5o+_JI!#(AO z&yk@CIGWqoDg{IO5evfoB$uiD7o4q!bW6N9O1uF@dHyiv!s;nNnR0|i80v(INqUKN zp!gB>q@}S)SG*&1&${Y$<8<~5?5|o5sD*T752fd5;4@?Ya2RjlcnXRq^4CBN*b4hh>lGv+84et z&8wYM{K_+N?dC&M6E)XkgI7p58qwq5Oyb1cl!9eRwFx)ZF_5KoX<>c^Pm>Q(7A!3= zsUF&1_)#z5Fz_;Pm)Xd~sAd`->(N)lQbjo?(QjL7wu4PTE^Ku~Im9?PW+vBFN zx}r_z*%-bdm$5A6f+cmwR^?Z#rqfn!sy*^x{EVOEWHn+j!X7K&Pw>*VVho&+`v^=%js}G$i z#V;YHxCU#l$?%JT28}!+Yb#!kjl5AR^@X|%)octafg0^o9{h)Xts1WHN#jSV3cpM| z(^%Fft!J`Dw=ib6buoU+98h;mXC5$G1T>FCPzpJVt&`^$m63qT@7a$s8j*8Oa|MDI z6|+L~KG-dk-aW$qDd6y|wQV+(?>U^dOJFUPLqb%>GJP2Rf(cwImi-4eX0v+zqxv3KWwY=@|Zlg++e3q1d+G3U5tx}USfGpc_e zvER55(s-&p(|z%4;YZhE^H9Q}iu0`Mu=P^5gW$R5Mrfme`9VY?e~Nv6CR&iIuJXAUF8n`5=8dL3dYeqsA@fJE~==dlGLgm|okUn(z z+!I3cxl*8fO)_PsQrc$kS=?-8^B8K_E5(L5BOe)aR(Ed+jYN`71=4a4H6OEQZbLRb zB-GHi$x$2wbBTL_E#6=&LibvUS#~FxZ?%L(FaarYpE|ou)=fvd)GxH z6P{pg&Q`}>+#JlDjHvVDTd5Dl-o%YLv~>PttzJuem#PUxg-Vr(`BA%}tPz2cFK}l& zMXY2_87#5c(7s6Wx)c8G)QMsNdCql@^B4VL()#lA+;g-*FY}bnAgQQM`}LWMwOy~N ziB(RoT(B|PwaqSP0nKjaA_HE7Z*;(IvStt7jyGD;SV(!FsPPfNjWxZREu5`8C;`Gk z?)TFlzigy}b{lw)hDM)Q9cF_qbBx56LjWVb8UpuFJXBE>PWLS_XnWW#9~Lmc#sx<7 zszQSz-+=rg*a%_dewb$!a-lSdgyzdVo+-ld*?i@$Ex(fWV@su>3q)@}qg!0}ruH1u z?iC96u$I`a%V(3~-=zV$IZm}%Ol%ky{G}A^{0fsCQ9QNU7K!SCL6u!-G89XCC9=_D z=6U}PW1w~{6DLzxUonmHlmmEfK>7um6`dUH?GCEs1F-xb>Z zr;}+@&6^C3L<^2jW0>OHpQ#Y{IN~22@Q2ynpo1FEW3*~RpOORa(52PS^g6f2O$&D1 zCF<&DyYnw~?F4h|A{vM3=xVrot4cF0s%yW?7br62zwxY6eI6fis}Zd^Ng=S^5txFC z{#wsYFLx`E^!;a2VD!#`b*4f4Xz>vp_dQpae2&p6E({{Y$>HB1ww>yEZMOLqo2n7u zQR!;Q1!;vgzlI}*5|KOhxmox0-L(Q@1TS8>Hj~YEK)#DGyT3FnyN|!>U*QcDy)%py z{xe+C>k;gFjD@zY5O=0U_;|aT?bteqUsS&03nsdC!%+ax2X4gM9{KQ~>$I@WjB3gR zjbmw(R3O^lAv!0!{%RO)MVP8`vz$Htm0${Tpy!1Q)Dzl#n+c=6?zb$9@HIZ_uX{On za6p5ehZ5Ej_}>HEF#EJoH4&4{MiCfOo9bs|o~4m2i^4rUuO2&yl<0a`b2~GFlueAw zUXZ;rW@~QgzG_E#Rehuz1}`)o994PVR{FR90)@_Ef)_1aL|1ijoD3nu2Q!TdG6Qd3 zaTAJ(>^GFnX66_=2GluLC>r+y;Jl(x*a>i`vpZ%9NmY4HOR z2I@R*Ne@*Ml4#cAtoI3@=oq8-v)^n`WF1U6$#l1mzr$b>H}&srA7l)juK4Dg`ewU$ zY-n6VUg*Re8r*zIZLxfbGavQ9=N&|fMwgv5Pt+NB7pnLFSWNeG++|%fb6LM20P!Ti zw1h=AX zQL;~JfKLLhjq#+hyR6MUfRyxnIm=H(3F<&r_(XEJaEDYpe{Ds<~i;g?AFWj!#W!tsCWQgwM<@o9Puxei>(wNM6I^mdnuGR-ocy#TAtp5(GO(5Wh#m-;hk#TXKp1ut{ z#;LVm&tMk)!0{vDkb%jFrP8U4bn3jK!Z98#j9Zs~BVvxD`m=!3);45#ZDV`kP3g0B zU49J_ce(&YQz?wUjw{%L3A_qaS;ybuQ>ildiH_da58Z{VYEfZr#_2Ejlf=}2T#+!j z6Jv%cP68X;>ykMs&k!tL1!G14b2m#h-~2ixodKlSS4%K11MCtQ4!FQYG-M+AK=$z$ z2O+KC3wQy=d}R8a{xb^Prz#UP{pLAu`B6)~m%l;3Nd+B3pxV}8?|LiC(|_8QDTW4 zl$HP*6$Jj+&EL=?d;z9b)jvEtlJH(~%}0G$3q(d*!+f4fDbxX1JJ4&5OmiwdT)!#X zvAz?YHn{V`iv+D8`BMvBp3M><1_&~{X5Fh4fev{V;`~IhERB$YSbHL(OwX@mH@peJ zwk|dGKlyts;&4XV>%ynUiDR+anf|>*PqBMMP79QrX%eg9ZRv3}5rr6I5Kh|O5uVnR zJ&*($wI7%#u%s1xH1JRw!R)Rj_jnLua5}hc+y9wJhg~avqcnGLqn}Sh4AX`Kk@Nu! zc4W5LIXFSuQ1@IWR<|g1Y^ehyr?O1{=rFun)@63rRNwCJIhm$kMB3uzz>unyN#7)f zK<5A;;oC58TYip~eOP1oqL-0HbzJnS#m{+*bZT$Nt(;fH#*6V>*r^x?ZZ zT!hMYW3vG;+YVeCf&tZD2p%a(LU<5?2ujB~G)iHDiLo228K?^WKFxBn|Goa{O_`?1 z`=yVe0*W<1&u_SH2$umd5aV_t*1t<){~B!v`eXiFSzM%f%Bj=agzzU990sp7on_w` z+fsau+V$C|HFC=D_j>ofjD=_$4;qw(0Z+Y^LC4YH)SvM3@{dDmLn;D>qr{y@!J(){ z7oqg`(cQNuo^vB6P1t%~Vjo-3Av>s)e7&J?1_lNqWEiF2vGv2bwJ3q#*i`3I^^2+i ze}(qieU^3M3*k)1E$h|x$9;*nE(*Of%`2s7YoG=WwYfJRXGV{8hc zoV%L~!J}4f0jUtw=$o_ps@yc2re>5CFOVDz&`5e;jlf5lgx{tlC-0W&FZ&#w&soIUluJ?@Sd>+@C`_uB#oEYnz?EO9mbR|AMB*<7|2jHCDQ18p@iaL&Kk%Sg}kRp5GQ~vpO}`mCd`*6>-&cbV!qD zF>k;5l$-CSd*&gyllJqt85bkzYrxOXo>dy6fVnsTW1w~f0&D<&a2smuDJx;>xLfNt zPbN}<#RS9X&C8yF;NW1^eWXb^47Z?0%VNIfC6ijg$m;V@F5>}WkInj}(lyHL6{r(N z`6CW@>TXrTn>0_$Z`PvRjx<9Y%)>x;BZC_S_U#Jg3$Ne#*lX76L*alPK+rW3?d{|L zJSH_Lf7uPeOu*OZk5JM6E6I+&c*_=gz9c#GV>9PuzL-xTC}G-pLM?u)AzF)>_ST@x z->6sijfFwT<7da_W*Eb7)W&gLls8zgL28eZ@eOY_!^zX~Ma+%f+!)Nq4;v`%22~zk z?w+7TP&VX%i-Q-8@@YGdYy6{aZlQ zc=GI%&&{s;x@LRlwJ3EAm(j$TxewWwusORoCTy{)Q}=n_+Zkt$ywMl$YgGjd&LOf|<*j*Tx!T70^zGHPJifBwpdY~)(&+E}Ic$PM6qL%p#e1Z{UTW)62kAQW z%3bg`#2|Z9bCiEpb;VS5*kVW#sgT)GZ}{!_&2{F8|{gc^2h{&odQR=HoFD{sxd4c62pA1xH{ z80c*AI<2dlbBUUtevPO|&5A$=`ec%yi8F$fO*_JmdHXzP`L-bW2LC##=P>FxGQzBmkm{AvuF zOmEz>WI5=_$HhIHhPa>7E_CToD)=WBmCKyxZw$!MM~q$s!NYp}!pLcj92{AtfR{+2 zl`ITafvH*9NJ#r+e%*Vw`M$o?X|jujLuDJ?rqZG9jYBWm8;br{G05o_Q%)6QH;ek~ zP6bTaBo997LEur$o3@fop{hvY~9v1pcmnANiX7p_^we?L7&*^w-)eVfj6t zX<5y%5D~3q*lcZ{t&BdE>VS|5c3S$mFZ~REDV^%>_|{GBl89^p_V)veDPo^ z(P@KE*g)WyVnRriNMp=UI0fSs)bsrK)d;M)XWW|NWw4ANhR;FgaTqRNSr%hk_sOT> z=03QKM+@SoT-lpIwTM*8g-s5W|J=@NT0X<@)n5UqhUdw_f*pZ5xp}XjyX1x_Q#cXg z8g^^v_1k623%jXuWMeZnRjJx+FyI@uNw~`k(k95p@mqw%FtZr6FBXG{unpa+aZ9~tq_Q!}JReY5DFC#|s$B2=9vyszAgUb-! zSO4+F2*p}po}xw(4RTv|-C9@%_P+|#@@@~YQv}_*a5;6z*gqZc?TN1|){)ga0a+!j z?)Znr==+lm<97urHavzYrtdjSjy;T5qVmgSP82gVzCXjKLO91Ftt$-dem|GY%IR+? z7NGiJdPn`Z`cY73H+Jrr@#$P)en^rFr)n&Pk17z*+O z!Y7=`zRb`$QoZIlS8BK^=oCvl5V?Rz>4aor?g@5<_X^~Po;yrcFTb6oU`A+x^lP~O zQD*wf%^Q*Z<4ena+fJLjhWNc?EjQ*XcPbo&6g%7ug}3%lK*XoF(@U{1tS7z#ugK_&xuw=#fB`hNPJMtxT-_=Xg(&t($=(^`kE+sL}{Tm zmx4OOX&W>w(#kxH%QZ42XhQ9;`&u2_gmlLDkj6c^yaub2K4QBu6QlC@&Z+X)7w5DC zU-`pggG*lpA~x7;YsfFv8E=!h1+gmkOF{^3TPjN2KtN1Il;kv~j;vYH-1@t$;9PLI zZNa_~ZPC8YT3>~x)2dih1lQz{oj8VW3e5pw%AF}Xyham<1_%MV{P*wFDSS2(fPjP} zD@io9*smsQIfaOq(vnkew`)Ydyj&+Fdxg@pYGL|hM)dJ)^(!kixAL$a6=}8jv*y|k z``z!cr5(+>VdMpRO^(7!18yK8N8iWry(%*;o1S5* z?3?d4M1H9w#U&yMh{MmBt zX1OF^m^D`?tvzn;|D0hs+OwD>XHR-{i4b++4a>p@SAYLnjP2=d;Xx;Qvgmr-vk zNn`pD;>DJ13^0@r{5C5^Wrk%2(>NG;eqVig^@AGOB|jiQiL>72 z`1HbX$ohA3m#(#k(L?u40>aeDwXRmtzDF&4Ua7AVlaxQcjdNk%77zc01>#lk89%ku z05X-2&9ClE{PuzZ3`apnH^Io#l`b;Fj*AC+e`a-M!GrH^fn>@}=Yw-TKw>8;P`8Hh zzwV4jf9{M&71TqPOknEOcy$M&7!)(0btsyUO>cKHJJnSlfTjYCCIhMx?(X@Mk^25| z-Pk$K-SVMqCBx5r6kjoVvkjiDX%QiMY`u}8KGGQ=aH@t_vXIM|rVQ5;Os?|;)Mk!N zUVH2*Ui*goQi1S1AW$$chye<-EQGRxMoF-^l$1hjW31@J#Prkiy*MDo@zJ7ILuhr( z_N`uH;CfFy&J~>0x^rG3{4zh%g%H!hOFb0-&vSy|{nAo?31vN>9pt)UyC(Ck`5|&>HD>2*ftj0V$sd0h7>FRb6G4 z4*~-s5KAzEXa$es1JU|%8xiZ@<=5TY4-3;f+e=Gd+6hb3b?Y7bdV602Oe29LZYV1$ zIZdO&ffq?>n?h|XseQcs%NL`+y{QgB?$OX$o z?Lp(NnanMvSmti$ij2cMjw=<0U1Rb-k-al1G10{)RK*)EPSyxoscu@h7rD1?KI{I` zn0XIqYxCr#H~b^T@z()r$p-xHj%*II@n~R~S-@?~h;uivLBQB`ScB{|*@VptzFb;D z_&kb1|2A^awH0v?JP4-%n(@mMMv(f^&Qen0RRpiSl|sao<3ur$(Y5W`;A7O#K%ha; z8`+PD=HsZorS(1u`KAyN6LlM-Pu0!&)Kc-MVbi-8jlLjU7A{Ht|5_l0Khdg!q1}u! zke1W600X(gztjQZ z3u6OJoIiRJuIF{QE;X5%ZWx`$Ym_E{3jWRzHDQ$-!ae5ct9tkXoJFIy2Z>>Z~WL< zkCEqX6qXIzjAAO3A4Bci#q?XSkib6n$?pk|2;mx12#L#`d8Nir)M!l)IkeqcYkF7{ zft%nd3~Q{>bV*bq`ZjGTgbG6TBLx#gGJ{xLxbgRLb<mPYagik$s-qVXbS+}p3Rs1>=_obnL76SEm zrH%lt6e8dVVnHJ#BPBmEFR`9BWM39Q3g*h3hKXp;uxU4-FT9{xv^d=`yfOadwid_{ z(|<3|+<&5<8Hw+0jv@iIc|y%X(*SS1!zFI$S+0&gJJ}o;b*yd9RR?lvfhw2G|9MZr zAOE?h6v=%-qg9ZO+HLuXSON^HRh+q zfvLx^kZ>Wbt@ZEVQF!7ICoJVjkBRLEkJ>e?l(~`8tk}_!Gpxt;uM?v;U2(zb-UOpy zT%Q3F7@meqlz2M^ZgM27wQsff0^+xH?RH~F{m?Wo;(!6^Scjvh{XK~KhsgM6Cw%w) z%j6is5wjXzIRz>Xa_NkN*XdceVKIVdss_?Boz?v%6t_R&2$*#5_5%CI&Xz*tQEz5q z4e{lO)@g~7ARTJ7+qgd`NV5BBHW2^uPmb_6>HRt7#Gho)F+}W8SV>@Ti{4c4H-1En z)2=|q==o*yUE_?ac$+nisJUrc9dHT$UloRb<$S!v?Ei|Wk1!z}c*1Anuj+uL!~8Bc z36_>!E`wlUxy;4ZK&pd)c0w`crVodP++#PLC&{BtqJ(g0p!@yR<{7|xHT^x3{)b~l z;qnXjOJ_RAh3|ZsD=%i1hPVn31Pa_!R1F{i_8*U%j4$_%;m7^hw4u(_v>ln9p5*3b zo$hvdK*Wuq{;EGz3T0IaA?8ekRY1kp)yHReMu>Y~CtGmK@ix0>__nl%e9*UgrQ#P#%S%AFnxU+P>x3v9d_Oqj; z($~u1PQ_C{RH?{Kd;Ll9ebZFr*$==9#Ag7k{|J!$ z$rblSsja&_Y5QMB!#}(lQ<6U!T&QQ1j4XQjSizz_h3$142Ae4`Z7^i=c=egX_G_7* zpJQX>a^cCPjpS$_q_}5qAIzNBwSnZ*G7qM}d^bW{5B^NI-*>zt+G*u8GJc3KR6bZfV_*gW_x6y^upA9nBz zp10oS7_uHX3+LZdHPS6o`cjv5e@FdbOeqf5A<@>byk_ z6D?>K(fyly-=7RW+z#*0WJZ!q0r9=f#dFLf!&=Y8rri>(|DCD$-vlzisS5*6Vv!fF z6s)Z$jCYPB6L^c zrv|#CxMBQz*?SfE;8j4|U;^M7aM}KnJ=>WY#+CAcxh~yVE!5Sn4d}SN1B@8S_6FAo z1{`oMY7t^W8DT4QVy9NMAaP2!6|gEge`e&#@o@!!o!}L0ay|P%6#311sVRxi=KI%h zdVT6o_(IW%b{#}LjF#a#PepCdAkdB}lXfw$!`7#OJ=$ib;VVw}FJrCbI@P>0JbTD0 z=%T0}uWb?uXUQ(zyt1Xb52H+__X`3jpCLBVln4p0Mj|x6$ca#7i^fCA2fWJ@V0x!0 zlH{j;v(tedeIAD~z-h=q!>6k`3MYWBqIT09h$p^7`|mYO3INuS)tl%Syv)a1#1H-q zU6bGTSJ2nYuJ;tGLl)eA1Z_xY-A)U`(-Mk+*3fp4YO!7;x#p@JGZdjPwF=?zyL=`X z>5s|*Hx>268Z{bD6&7$l{MPP$j{7vKO00p(rvT0qL?v>oTW4?cKH39{Ub1qVg~!Jx z28?|g#k~V_v_pg5acaE>ugK-n-=6{%a8J)Bb54&PU7G1YFKVt4t6A?eB+KuG1*aSt z#Oh$SCTBd%BG2c$`tGIA9N|>N3L?a`&XOTl1?ibo$NR(i51Mz){Kd50tPXdX5xnPm zSh|!hg-a&8hqun5unyR@pG^-(M^g_6%A~&B!5^SEMKQ5BGOU8m+V59#BFl@GN>_W=cUtaMfsY#pmHIlMa+1#`5)w zxWcrQK)72dY{=-$Fl;ARGJ^n04ZwESB0YwRo4M@6>_`PD_6!Sc(z0UF96iC>%+xIu zRFGB>E*uPwhPVfpuK1U;Xjk#!;&MQkU?sWM!mZq=g>SFOM&VSWk!xTilpLT9d%tNu z&<6LPz{>x*=KczmsUb8lG(Y&tySwYNp+*QV28`+nt`Ab~xfCijR;{0xGq~;M?4|%E zwsV(p6Hufs`vhp8)rFx)*(qDljNpm&hYVi)OPaAfb**Mayy7~q+7(9f0~p#6 z7!9`7s9|F=lB#oe#)Yf|#vQve!-m$AdT5WW-_oT`5tUO9pG@(d6K_^`)v~bsoC>x5 zjl)bx9C(V$q`@hox%FA7T*rXC{JC=wdG{$tJ`t6(G%m%h#<>A}iX)4E=&I(^ascOt z@u&0!qnqM>hcwLpY&iUvU;0HF@Jj=*-Ukr0wJA0eQ33*Vzk-k_(c#7&NIj?!Xm`R@ zfV1=Q%8MPUoG2pMClHkKZ402KG7HH4zkQN35G(oN=?@X_2K(yg7x=T-N1f1=1VZR9 z!z$uu0lEB^bRZgS>*FDt*;SJZTn2<`MM@c5@9D61lvo*+YYW6Y2@8}7X*&`Ch)C%6XUhK0N*HGn+ zhkKsKv!3E=*svO4-N{k9sT25N&JOt0_)TE=V6YCCGzc6wh^G#jxxN)>$;0k?R4&ugO zx{ENCc1OJ?QXs#c!Z16XHd5*SC;#t% z$+~HOEj1bxd#u!9M-5OQ95WJXxdT1pvz+A`Oy>Vt7$qwknuc}JCi$cwidwDDS4g5G zQJ3DC#>h|?l`olk8^ z2k&4wa;cY>Z}Zilbp;?1I3)^W0yGqS0qpyxEbZMuL0$0|>$Ih7$7>rTHTXQBI`R9@ zAlM`gOa(^tM>DZMhu!Vmf__6RwwB_1|5=n~k<2&m!)F@}&YjcZ3Cqbn{yUn~{qNGQ zz1g(iPW9~Eas#fb*5-Ac%w&4H;fvbl=0)pTLh=$7uyTp?Zjz8o8NUDTgP!~FjsZg% z%~PByYD`?w)y9iOJFtdJ1j$<1X8>JqHk8a?WFb|XrEw-@06+h)uxknl@Q6zE0&?_? z?~eP~%xB7sl-OG)AhwDh27%Ek0m#rUV+UI)gpnn(CJbip={-4mQkY&RUG>-iE4K@% z9fP3Q%uF@(Mq~Q`qphxrrcWn?%Pws;MD+@ifq-PDX zfkFO8$Zc>udL-&Veu8B^Q$^+(Q?2aK)GyNzKF zQzpxR3ReY~HH!}jmn3Yg{@rrO%9^QEjIDA!1O1q)@0#aEs^$ADowpC}vqYL!@7>4* z^#0^j*xmq9%at4Vsis22M6qN>Cte$p1az3xiU+tLhMYk%k&%>v6eeu)2#F{(V?Zlx zzqZvjXgM!P!)e|o5aadMLWuj#|I3ljkzB3=G(ai?*qea)p$M-vM)0VYJK#<0u62dm zy~oWDG-ZZ+8rLK~Ur*I|ELM>a=W%<~oiYvP|FGxpCZQP2;q|=b500RRzx$y1!IK`w zZa!Rav@Ye{HTl^#aovQFWChvwel?U$pe#_Zi>T=kIh;~-F|oq8nf_DsdOcV24NuNT zpg&`9u3+8_M+?zsrmooD+emc|LuiQTue4#FvsBNoN`X626}K9Zr6n&S3cBOYNnV|D zUP!vPWcp8oqvqTW8i7i32Ng(re;pZ8bVLm`#52c|f>|SjJu5odmZcKmCd#S8j(T3- zSoMbzB;WtQ-0$Bm6ne^5rt{YGj~{Eb>+prKn7^A$J5XUFd`-VAfliio5?#nzq=b?6 zkzSZsP|zdF+ZxcTj~yRiEBj6lqHY&pOU;+-k@kTyu}+1V4<^~0e$x0AJRwA~H_?oNf2HX@z6-KjYUhGj&}H5gR>>lv9YG$%Y$ zw&ngDL|tcTGE>yBFkm;tPfzCio^M2njsW@r(mH+?%0;ZSO+jo^h3hAEuoaDZ=yK0&n`)8IStRC~f%{bN(?Q+*5wu^2Vj&i$|z)#MG)7&u`|$zvGQ z@uFE7=XP7hY^ZQ5>&1mAV`1}Le;^bw-i?Hm(;W3Noz5FAMa07uB{4@=zbo_XXQDPh zfOksOZlU`Y_=-c;jof}jT(eB7aRVtb7g-Fd4@dabLV}{K=J^InbUlUzQSg51>>s0o z(se8m>jv3+0@@T^gh)fk;m4i$4;gVq9(#J(713Fd8DY`C_QoTe^-MhzO`g1z6=R2l zQWW_=A?_F@yd)Nr@=N7adqTxpv+Pr#hP+J0;vhz|wR*FnX{f53DfVAa%jZW46(DG% zmB4(0DkH8VXK)V^gc!3zFr;*+x*hZmbMKo$2*5Ai)#2?r9FfF%ap2r7SXSERDW_}y zp?Sga`<)n(2R(B7@bz$xo)=C^s_rP4Vuh~9GAi8Xov41~HIC@*p;0zo#f~PrSd`c0 zOBygPNXqWfX2qrvN@>cH1N&+hj~8JWZ6y&8iL49p+VsNyYw2RME|L^$%dn5%kE)yR z_6DM2Jo(P24LN%ZBhqC+a7;}Di*`b&VJrxCjsW2uGZ3-+wRQ^4RpLmK1o`ks@Eb>b zZqqLYO&cnK6LV6h&(wKIk5bXpyE0i01X6cmdG{;(f5$u3T-6DSCSQ-YqJHxVXd$=r z4GD0H272uv>_qm@=MGbmpOL(cQS^dcfD{3(VuP&W+l90GZ6Bb(5q$qUEd$}g>idOLi1XLAnTmRG$0oipQ6D|P94D& z8A*W#MToJpIp*e4nYIJ)g`~u9qt`Ip1NEiqrn5qe&u#lRqcW5!PF7o8hNd$4R+KLF zSN2=LrQT)_q=ZaRzK(aIg_Ft?`&j&}i1kYF*x?R`c8r?&uFHz)PkV!w0JVgl%AUuc z-5=%YZu2&7z34aH^%d2^_O(uyn@I+QANoxnj}ci|Bw);vSYmNw4zO%Rp(gPk>#vz` zoj8d9B)ZyLGz{CDFaF71YtFkypbAgWS84_mdlBim?7FZsZ}S^k%zHm_=Vh1B+@st$ zuM}DlSlDq&suPIgkKu_O{)!~@4g464w<`&vYQSkBWhC4O27?WaS&>G)6f<;WU+}N^ zU&q(#{BvivT&8*XB<+;iPSQ*|@I17!PH0qSPHHo-KSfuR2etJNE&8sV zHUSRRhOUY0oCWU4$~m~jA}s3!+;NFJT47?#VOQ{XF?}*9zqY2DwIkGz>YWE|Yv%Ep6+>H_>1!8PY_;kQxne^(`E3Z^yAe#==-F8(c2XqyE~=VM-)hp7B=IANe^sCegwop{{8f4 zdvWKS@t)~?sGV$`6gONis4ieJI2jF)afpN9r$9bqd$qtWFZEq#^h-FcvX5D;T@;Kx zv$?Z5!g!DT4@a8>h^vFX8sy!udvLRm_;V}gfEF+nrP`twAlhm%F1X;AO zd?3EIRHqo(2>jBa?1clClKSn5CiS$~e$V{kI%TqOz*I(bC$x+@tZqP@-972r@|XH96FydNjn9EPDDeM=SV0s%75-5 z!MsXd72V^LzJU(#Wo4(u5EC;~{FYz=`wr20T_<;>H;F%!&cOGvv9qVG^r>##v(&`O zVhJvN-+Ei&Jn3t8A67s1oj)>*o9yu2*%_}~z9^DvgM2rY;gdtaPZ|0^;i)gH0iw(i z0a2n%sEgW*!32NJ`tF0kii~DtVxMg|c#+6^5K>4|1FojVu7`{DV|%>!w8GEK9knX@ zVo#GTs}#P9xSdq&2MoI>QOTbm2c;i$C3@g2qt@etV2bu2tQ3hBDQ#+ruNA|Q?+4O( zS~IH`LNXZgf1bRQ$#!eZh#Rh0v$1rS;6@@ACxv{Zx3{DKQ#HJL5<2a41>iEXnUTeP zsJqnX42PZ*-{rphhaGGA{R#nsk-dIG+)e5=LSY_^E*5q_Jw@7ugM5uGrmxo44e`9S zcgnRAT5#>6oB^5!o+=4!WiV@nYZ7Nj(zLXzHyy_@XGJo60y@rbYD<$8SVBn z#-)5L7K>Lozu+hPC-cHNo0?OCy1g1@DpXT24_N!uPQ~N7ouaSI&c1mmhe$ zsJiHm1H}9IBe?`ZE*2B_n^tDI@)N5=f5ujNhTLbVL3Df#?b>K8b|l&rXL#cpL#bjq@t+N^K;)O~z( zOHZ)SV_|FNnKB963Cbb$;Ek+sdkxsm&yjTmx#qn^?i=u!9smWTmzI&sj%D4@^;>Tg z@0!5*jnSJ}YBh|w(c8)UAKRCZ{OHila?sH7w_iyq3PJ+n<88n5lM&3pzq$T?$6*N+ zq|qR_(t^zKs?~4>( zn!>Z?aI*=1oQ&G9yU82H)ka$E4nKO1V^!YDsej9N9f?W8+Cr_L^0l9B6AbqemtFqC zLq0-2V|t%1y!kkW?Fm(dTkHHxcweuF*=Wiqc?IKPi(@W$hnic)1kZXIbi-EUegg^*sh$0lbIUf4QKx^Jf2yck7YF{Z|Dv3!Y5?%?BiAj0kjyk^ETKzhr zkYpktyu{G>s!7Rg6#GJ8f$it)QB7CI35Zh6&qdz0hudR}Z+21w($f)-!Cq*;<~_=* zJV1m%KO80B-K@^qwGLNDfBipC7!mqwkU>M3lx6q(EU~v>*Z_7`>cl6(k_?QlukB(p zF5Tb2)Wj)5zoI0^aAn9jj9*M(4_rigp8l}!A~DGTcy%0{S>qhnxjwi9dw_mpl$B)! zP6voH;P<7nz}{VfIbX*q&9{SywfB*}_MkWbHaz=EUaTO6FyjT~C$1N6x2Y8?F)}}2 z#Zl6NpCZQ(~BcC8-en}GvD=|7a(Xr)NDKA@kZPfAqamh?KSgmDiZZ6H}QN= zD34drxU6SElfK&Qa_P;_B#cciLMEc@n=GrujiOTE^qg^XhL13`pboI0!Nd@w66ff$ zwS4REZ}zH(m%W`3V%RnmEh-S~)s!dH8Qq+H%cDt=B2de@sjV5WI;=47Rqrkomn8DNu-P*a-=-+Qbu4by8%0qvy647x^P)a=Hne^IHAy zsDeG3K?NKXEL2x%&4ht`jV|V#o6GID?%_JRKsaak{F{Cohq}~K%Dor((^>voVYL^1 zVpv)0Zc8_M04K32_IVWts=Me`U@KbJs~In%F8EnWf^+X7jt}vyvfZ=K z0q@rOo2+ZP*39Z1D3#e3>}_U^7ihPR-P9GPM7U@dxOTSADPzr(IVOlbvfV-2I^(QslK?`cVFYZhJB9Q*%Zz>Hz2K~A*xleZ*e|)u;ST---S=oAn%*Vf5(tgbA z^sm&691Xf{)9>E% zriHz8o_YL{(TCG3l7Ay%;9ImGF;k$DqtcAT<$#IE=Lslzx36YZ`79f0*HBGUIhGeg zrl;+QIO^HsU1DsOK_b;>U-VqfcoHssDQ^)9PgSr=X|y58`E1E4sT`ZB6{7>9Sq>YE zUn!<9uePEcvNQS3MZX#~XTJ_yX@@>zhr-)+IIerDQ0Ux8#1y#p0m;H%`c(HdvZbC6 z@=rKG&~f$(5@F{d2PN|-6lw|zW3#W~GbYrc=`&@BUdUlkSVx$ql)Vm1R=!rVL$!xz_}sMb);vy zF6(iBB>P-ZHgl4Qk-QX8$Vgqkp;01QzdsMJ>uBINyO+etcz&{((M=|1u-&Eo>!+xi zwny$lpuVwTD&V)Avh(CwsIqQ2gW!7t;{c|jpy;Q0`?U`z#oZ28!9&6Dtw)Sp>Inv|^f~IAuRRW`i zFFT3jZO)`z$7`w6&l!drsF1TfW;xUjIzvt~MYR8Yh2Z_Uqo0iDxiBG12SPlM5nQE% z_F;f;&lYFOB}kB<8w1J!v1dm#lQ79VTLIMChZu?9-mVh;jFzEDoS-2tYe$^+NAsu* zGh`>nV2M7v4C0@7@XU9^%pN4BvNTADMh|#Jws@MwYxE-l2;MedS#UGER`C0rM2Kc4 zsy}cI*4{;${rGY#spZuDC8M%xe#>kikss!zveA6o-<+{mHOER;mEq&PMOjf8`VDy& z3FS}xWNbW~`>5;MW!Oz`2rn!j!^U&eCt&N-^3dtX*~6EO|3lY%05!FCVWT^QDlGwz zgxpP=1yrguX$GY?1*rnkrT5V8&iTLZeCNM& z?__jzhGBNre&4m8XRT+gH5GEt{Nv-`(Zw$j1zxYpoy>#Yc?~4qe$`RqPx;>44E^xC z%!>nShaGTNdQZXyV^^$$;2M?eq{T0lCAC^!fYOE?kE@`bWxWXqBH$G`rQ~7T`!7db zYaFw#ZYOWQf)I5ABYTGIZPMdkJl_EQ*=i_8> zqDAMw=y%!qVxY~JGi|i=n|f#?6gHdb%L{3qY#~vzu0YAQudzw|X^*?F4gVg5Bct;r zM(lkzqpUInd5GUdyOh4Ck`#rkf2fZbZJ-bOb`nRz22!ok< z^R}1-hA~`_;?&$sm*T%{SadveD#U6WZqs zyREj*3UkWlHtD1DK(F4-AACXeX$-(P<0sD zg%+w25*ao zi`4KmNLqmOmOmEKo*kXkDvU;mPp8_+?}Ey~IJ7QtPTO3Dl?>f6iJcXNh&3_1<_b%u z+u*lW02t{~ZqoV<*G(oFIyVWY+&N4Uz8`m?H%LlxuTRmjKSOIEo!uqt&OM*JiqX*( zFLEA?9Juk^CU+p0<2AMWIZYbpov13cq_E3#nG9+YkOK|Qrw|kxbtSL6=0S6Th$|2w z>vJqP;j`p3m@!uBQo4};t|&yx<^5Ra;3ImVnSuN&q&eR|{54f}SUyE~GWN@6JNGL? z1dZLU8$L?DS@+;B|2ErGk}?z_Uk`$fpYrjvv%_u4Lq#{yS~7 zs2h3?!i2#or5QTk0C+Om zFyBu4B9sy>4_a943Y9xVR}wEM4d|$0hfe`sKB-_{dNA*Y#n4z|oemL2UQ%K-9NBEp zH#Px0`C_0|t#U=?ys9f)msX#21}D!YAJ%>u^YZL8E!5(Szes)wKy#8YeB0{R-N*{Z!t~oRaM)5ht>T)ac0ys4D$X} z0s%OX1qKmKiHznF0KyZ*q(y^<%8Fr(-e1qa$=0&$c0Y_4|1$mO=Ffuc&Nt9VCwg)QU_!7P$xp@u?>Yj4ti1hc6@b>ONT->bg6znc~y7JwfChPM$j6B9-}nSZ0>_5Dha645JJq= z8JxTvYHg`kW>u&*VYm`2KBnAa_Z+G%;9e|_tD)u)j4bM znd8h+r~56D?UhJ?EQkAX&c2QUirj`qvnx|xdOtHgx@x3*$|izS0>Re!EeOgzvU7fyW{N3F=b z;~24wm)ZoAMF0I<1QSbuxS3YtUVwtJ^#BCctnl+$<6>^qM;QgRpcu6ZHGL6?n#?Gz zH$FV}*Q>MRg|}BWKwrTx8ScGUX$uYj@1biq>UvPdy!84_X~%0I<^B_$s*{ay>3UxF z`Zh$2_vcDk0&uVaE^m;4stjZhRX8=L##}E0n@0r1teNAU$Z-A*t6=?B>}Lgf3e<>; z4b4#$t6MI(cRtc^u%cI46h$%OW-SZN%rsS&5MzH^vNT7ndVz;MA>Hr z#rgAijqO3gk%8fgbHly#kA!s2c3P32MASVmOZP8-u@3PrwW1$JkSWTE_ce3SCiS*+ zTwvr;{YnMPS;xD5+?>uFd-Ud=1n@AceLJU=m)vs0*mB5L;Wu|j<+@KDm#e>-{h@xf zZ-vMji12LvR(Vd=vNvy$%D_sYfws{1C{m<}RCGnu9h1Cw=jnH9G@(+jpUq z3#YQy zl}AHcIT3}eIf6K-a}wEB9ro+=#b)CTK~Cd3=j~r8oQF@btr+YKSgmmq&4PzZYyN36 zY6TL>_z|!1vkIYbXKkbJTMd^4`E*gLhpU^eR-GpQ7mq1`L>RgZ^N!Rq;e2`yfIStV?)uy) zsqScMDSY+dBk-SD023!tfj^ftsK*%T+-_2R7-VmMDDhQ$H-D83%LB2=fU}x3Ly^H+7Q#Qhdd(Qo(g=NFyJp!=C?acLj`Sp6qs2?U2kUcuB zncth?C00^y-sT&>G95RMf7T2+A3dn_V)shBY^bP`>#RUI$&nYXa_*^ruV~$$gzrYk zGgOxKoz8{PP3z|cS_-MN+EFV2&2bHs0V6^eC2`Qv6G_Ab8u-{e6vspuH3J8&J&AYs6h^swlMXv7y#4(YGkneN)b)UHIymv&t0oGbFrUF{8UPXp zj6+fa#m4#JydesC_1Px*?OuL{^|k+tmSA`UdE*Ye^aSLMNJj`Y9X&g_dTXW8J!Llv&4;^H8O$>p+`@x5Ehi&AK7zM=s zBtUtQvU$_U5<0`zV?8q0=qPEvuiVuQT7T&4G2OafBwKy|C09MszS|KN@@NRgV7Rhg z?`D1^TPKQsKe~FGr7&qUZ1dU=fqNKO(*^wd%(Y(`tJ?ULB1qe1<;6 z83piLh6|!{{@lF6w~VjSK)85Jh$xK*%x$YFn#^CF&6?&DX(=c%EKKq12-w=5e=bfg z5jP1LipTv5h0muP;(s(zquH~=w)jf%kHydaUjbB|6hQf69<2^`Xol+0q7cPktt#($ z+4OTd%TB7vYd}^0_l1>{`x!?Y{ZaNWejQDn1uGQ*YF^{+?ILKpBQvWan#i`80RnukjHuQNDpc35WM@{w5T^|&4U#Sp|<`Cf!$I;nhJ)UU$r_| z#7ph(DN9$ug5&3>0z5_^_nH>kJMTZ0^4ebTc0mu(IMnWqIt`NY-Y%|j2QoRb%ZZ9u zndJ(rlOfApf=tNVRjY5WS)?aCO(?4^4?9flc4>Dw8MZ$keDHHzn~*MKJ=+hPm+4V1 z5Tu$hGq$o`J204vcCe^JE2Zqf^Gz%~I+IS4#{zCpzv^`iC=(e9x4v(&pj zNO3aj@)*m>iwg!;-Mnb++_wGa>ex>dc-)6*w^ZbeijZw&yBF42>t7X`i%g`L8n0Qt zXKP!~luyYMh(+pof7Ri8PZKJxoc)0r#WbTK=5IV{{E)>)gJm8;tMvARwTbL87 zx>WVqSkTqe`CD^PP9xohi~!ykfiD81l~wW#bdUA(t9IY4BXos=vo~#{8=|&* zBQF=mSTEE(Y#ZHW+-I{8|2h<)4am5tPvq0b$jsp0&dj#K7;Qf}c7_~09~S&-O@}nF_zaF=MO6gYq+Z2f&B!VVMY`HgubR_ zd-LKoqdbKGH-q9%pT2$e3!mmA5CHyC!$PFg5!u+I8C9h$Q%fPu250*=emY{xaBF1s zEA}lRJ*dbIfbrc2by$4Q)4 zR!!;u$~jFP+MqXji_g0=rqF*0SpvZ!^yzXrpX?#DDeg8&CTiWEV34gNM`+RpMIB6w z62zHOCG;;_w;CvXrwwQMt|m4WgABuZ6TVAo7X=~IG1P$OOQdkyHUufa*K#qek!n_A z{CfB~@0oPx zMgYnJKwnlHZQ*y<52P@J4}LJDt4MTpaV%<=K|kjXKA5JH0nCeoQcY7;t*QQc5zj{K z0@^r3boQR2q~f=eOfAzwxxBf7yF~rDXXnXlk2b{`_W41a3DC9x+*m=t*s{8rdhXdR zY*h-ra_v3*>RnqZbWepUeUj-(7 zfvYq3F06a%%q1eeQC z*&BOB`N;qN!#{HQBHTKqKR3uvH1(-<7joQy%&0L>dP0aS_A&*^dPkfp%sZb8QIKC0 zt0Gt$OH-*=W|5DoFqslBok)FQu=>NtvjI#@C5sn;f=D&HE8@pxe%($V?bTyz4vZKU zf1SsDqL*y^)f_M|Btpu$e7tRrZndY665k4gQuA&$bCDgf`%HKZOFYI%0Y`KQk05%2 zbMf^rini!vR*Q-w#=ac8+%kkRoy=_1VsRP2&F?I79s|R2x4P1JOzMj&rI}fNG9Kit zKv0(xiuoHI`sw^A<*@`8kpbJB!B7-E|9B@ekpdHmr2%G$D`mYN)J>W#8i%P5TrM{( zSU~A@t;pc>#=f2mJbVKkFzN>xie>j*=qkB_o^)&6C3IF~l;|~XrFkoqYTdk}!2i3$ zzSH-}@~F1U>2%A%wa2Br`?{uLKXw^7c(*5SVNuYeUIZehboicl%X{neVm|9^?JLM3Pzq4DTGg2V zOWo=#qg1#4DlYv2$4GhZ1s0w=^BCMmZL2x#j&0l0;W+4X27l6w3{w%x=^($}!CFB} z$#f}qJ=Mge&1m`RW$G$cWYH~wVqBZS>r?a{aU~TsZg)DKNN9G{3nkM%Ks7gKw3I zx=by1wZQe-DBhE{w>FE%M&urN`1PI`qPo~kN^mVMG^|WNNbm-FeAi1rbPQ9oQnnQO z>eWxgRQ^+OA(zAO7i@pwPryI(i2m>r%d9~k4@rP&d+aVd^XhM=+jA^)eFt3#!(j#2F2Vh{Hx66`Eb zlpQB6q@{qi`kgn zS@|r>X?fNlzYG+A;gI&JzbaUBN8;-YfCKG8M;3=#+31*qVsP(8=;1u%kK2ytDt{i? zmM+m+f4NI;@{ayKR;66qsVHUGRw3)f4-v%<;cf5dKDtgRW|k?NTV@r%yDZjUuQMjm zt!KH5w?mi+qbIF8`FoW8A{?z4WwjG|!rE66Rq4V@G`%6Vg_|EPm2 zY@>~LI1wtV1mBgYPsQL(p?l*#?Bgk3DBhkFYFRor?6ZAuD%uBkv=XrN)GWs6Wm~J3 ze81fB7KR#J^W?-pMGdz`#9bPFEk@u+tZhw1?NyA88i1Lq*9dfV-J9j!uI79#Inegze;HFm+4=XS@9m1O zAZER=kLoT$L8R8tW=reMEu>#C;mk(_sBgl(eOD8Y9)D{!^NsL{_L~tN5&12$sMf}5 z5`H-;{DYIE-C?u%anbr{tn9F%{$-#=i;Y=`KF>wS+>#Ej1m2YB0dY|xqi<7U0stsj z>+f%mCcWQONEu=nd5{0gU+dNq|MaGI%-Vbjbwya6q9~ z2dc1m^&8EVt3#srPmM9;4 z!?*R*iY&bSCVEUKughH;a5 zi+MH~Y}VQOk;lcqK+Au~m?pf%Dni@663)GM!n;F_tgXf6FC1L>^C4S^!1dt3`&rSo z+TFDjx}Q&8bFozKW~yVEC3ar9f3d!`E2v;+aQ3J8!NZ+bDxAc#9J{Bi>)#bQF+7mX zE%+O2&o|usP70x-#H9!wWvFLMq6ZOBXvtn;=?i`REKiU1h+ozwMX~9*>n^?Y$);db z0$PjvrMqb|);F-f#d-e$C~RW=K(1aS*L}}Jq3QZ;=iS%HTUU@dTdYp#w`T%eU2Zo; zh>Q;h&YmpPn*@PMkuUIC7I)q<7x;53YF;TjfF@gQNkmw8oeTA)PWJ{Okn*EO2;LOq zXv?1auD{S=*j=o}JImX@?szM>jUWFJw5ojX)I;mAX4Wsn2Lu3hOharBU7 zwhK$(0@i@NwmOmd$SL$!aiU{ds?$ zK-qSzNu0gG>TBlJO~{_RqUV#Fa$|&xZ(ar_k{>)0PD)6XtK19<_;S@U{^-JqWY)}D zPNewtg@RoPLNnmxFTW-SD$A=wsd=z|Y)bh&d{U)Emg~A09e{d2$@cBI&`Hk8yoa`1 z;wsHRvLih9eP&Un<=%%Nu~L5Ll-o-3Z2LQAQ)(yLi=32~h%tWE(LtD)MM8CGq{B<( zWEgd4z%|SN6=WSq+`8|4+3xLg3YnlQ_m#U5uHXFL+7pRHd?%>~#~7PD<$E@opp0Ge zZK>i>yOA?U4Ma7qXbq1=;O3W~;8NAdB~oP*10}FG@wI)8JHIG22rshksy$4vu%1_R zoXE7y_%WF)``lwzglHbSIbb^LjEBJNGrjJ}&Eh3LrZe+W=!Ce|=qP=p%r}k}a>q0Mq{pxYcDdr`14YU5!)%Np7cJ zti%a~w?Jo8+?mW76CIaC~b`zzv=Qs~cf5&3k}x`qVt9$)_65#jFssA>4~ z=`I}#_C<&ub&jts@m}oPp%lbl%QU1iCnb;Qr{4*l13E$lpz6Z@8adGBQ2V93=j>_P zexcvK4E+O5^ME&*>`M_MgKR4<<1E*(1}^RSWIR0z+g+aE^k8t1l)(KMQW65?>0dbI zXh;Stk_Otm^dLBXHX!#yNPKgO5Mny`2Q3EKqkOVtI7m`LDeZlT6=7~(w^!`E`i9*@ zxM39wvOO{MbqIqO}7Ckr9h1II+F>_0;Nr`v( zI__b3%${Us$NCTh4}^#8D}W)BJNWU8N;572brq!n#6uL?wvDawQ-3(&E`)OQ`Enk^!jx0fC zi0NdkFE(E5ZlPCH^|n{7=wNP!Q7@nka3WsXvIrU|@xtK)R+y-bj&mEls*V{e|Ekqc zs(>V#?rBG5jBaQS=_}?e4eq*9@KDmB6t+<59-UrG&2K`|=f_XmD>fS=igvvxrQenB zmgW(f@QlC%%k+R@t3l{z8UFnM9S?zpWVZt&QUYh-wUYs;;W}ZWloW2@^y#h^~-+g$f2F{L-;bUV$@ySAOya^vY+I~aiN3%t~@0I(a||IGSm(SNEP^}cH=rn*dP zJMClXN3Nx5KF+(qEkJ#Pm$jMtDze4#l8suP)K|7%iUU}-8g@C-7i;YEuXGtv1N>S$ zQ3;h9x}lS#uf^qP3c*33u)neD&VN`%vsdMkMA+}lee2+B`!6)*f!$dnw$eNCG0ay36?O%|JJ!BO%2G9RDeSJ(i){<{0qFlgB% z&3FQfow`N%~9b_^WAISv*Uh*XX6L78pdCm44c@Tk+EJjuA_3N#x2jX*?62;{!* z_rN5wJT1~&)V|k6cqpwZtIZCh<>G^E9!brb+86xG_r0 z@Qqa68%JFavTtlLD2sx4gu~7*i-EZ{y}%-ES&4-#9go!wi)oLDBu$UN{jFA}d|IV^lzrD-xXbo^&l?}Bai zug&(CnbY_03|1Wv{~=yyqFqkX${hXfdUVAk{rbC4ckHg~C@VB(!?#~;KTbbuT6Ns4 z|9NBY_CW2}TKo^+dAm<<3!)d-&ywgdmjbx;J&KIX0VqVBI+W7X!s|8>Tw|XG!GXQ5 z^0KQ~3n-voY~x7=woj~j4(Ck5cPq!3U1B_k;jzfAwg%TF_s?D2j;r<^D-vA2$&R-5 zgD2Wiwb*=iZF!?^KwXCOD-Byd|I7|umHK!rzlB~T4&Y0?{glDBHsJgJPS1`i$pZ1Io%EpXYmQ+HCl=-bQJmZE8Gh8S0ES}0w{l(+ z;VM%c(x9Azh%%R2$@zUgIw2=*;J2AeCj9{0irXmifU)4&jYGW)T~3%#A4pS$QV`-0oUmemj@J6j{0%?zz9i6h|rn;RBl?>>FI!%FAp zJg?Z@pLb&noQ2XpwdL{VZI%D1!>eKGrp_Mv#Sfa>ffzBv%a5Lk-mwGtakjZPwlV)`|HM!rLMgch-Rdq4)r9w2%z~z&Yvs@Q<2CeXCq6+ z)pi8L-}#p;B;E)NH~cwwy1^bIIZ{S5*7F_EW(~nEl9(XsMe3wX0J;|5G!!A;k5G!Vh`x zoylC4WINAhW^@ z{n+h0qXtx{x0l*m_-Cmoz5OM0^ zy8rN+Y8sV;?3tW+FIW8J9wzi^S-nKiZ+`A?S~_bW-&p!y7VM=IGpNX;>bo9@!XOe3A-C|vRi(O zTrCM)#@(3!&lljB)=}g~QT1xv{{&H@9xF95mp5!E{f7*pz&kPIXLK34_xH;{gJGnZ z3^oM6aE%F?Ps{bv-5#nr9zQ>Em_p#0<7Nv_SXTEqo=IqDkHp#Af5Syv9@kQ;-{n_) za?(5ama-z%r?;E_F08Bb3Vq&ZHGhJ~zCOFsS(DUC;Z#9H*(U*#EJygVjjq0<06o_$ zVwY6NVCKNt$?lrxpiCp z@@MH>^;;Q~T{Y4ouA_LX^p8aI=vxH;rL=&Ci|;0i@m-&`dmVdj3_sL~xvy_>)Afk* zWnpFYFQ z9WbNDO*Hy=?+nzHOL2m2sE6uQy>ZsmI+VP9yeJ$sG!TbuqDlaDtpQoag&IZ`5M~js z;nk|zHSaR86c75U0NcRgz%_T}++a>JJkWUh?(#6+9@0F{ox9ZO27P{72fTi^S^N^IF z!9QcAda-dBhg+P4?*c;#U@=Y`JxB6d0=m( z@b=|b8;SnxMI|rYrnFHUS!0`h>tc_#CgTJp-Evx$WXj3b*(Zx%CH& z414Lw!=8jaaTXB{+-a_O`~!b6Bed?(Yu7+#38hbu^48uHG+)}!2T$|g$dZ+OWd~Kw za)#!{%iaCjqgn+K{|q6!AhN1iUS4axdBt)5_{)+I%ds2L1`U1CyLw&kXzdV7k1N67 zzg}7a=~w7%Y(+CF*+8F~YxfKkJ4s;(>GZx$N)+;NIz3U>V+lZI>}Q#SLG@ja7Yh#q zm}o(q zvDktVRntoa>!$=6+BDSjvB)GP-~AWQFU4*qvZTUy$-^dH?P)k_hI@vWf)kA=S1!a# z$SV#u4ll`NU0wHrl2tS}e7|!~ggq}mT!rbuwq`@56!{XhkbPWYcGmO}pBo0gd}-EJ zabm{y=u!QD)A3Jkf+69B$GB5jI|~WZ&H94*fE_5X4mw}gr`)0R6za&sJk{ul4EjA(*`B*p_M`Yw}t=yAt-vJyLRrE z$^pPfhM`8~a)y8C0Ql}-6|0xaolKQ3)sxORivJu~b?^S9>wd?Mfvu)_9o?`XkI{To z&BwW%EU*ji0Knl)B*}09gY3K{I4=@_?|RbaHU6W%)3+q0H@0GeRu2zyz=Pt?5d|ta zt^+ee727>^4}lqQwe>goIYom^_p_0Q6CvLb2As`drS5m$tNGknbm z0#jLrAg0^ss(1mWdKsRl>gvB)s)EcK1ExEC^S{6UuaUP%arcG&TPMSIvA>Nx0zS0_ z8B9-*C#IVT*1PCFk3VY%(RIiO?Itvcs7dUyku81H)zRFjqla--dqTfVZ` z6HvGAK&cLdKP2*EuLxx}N&YMfQu;rlNM zYos9<8ugFGOBFfJ{!eVg@)m1eY9~mp>0xaVH^Ht}>YtInIs-af>KyLnYmLpwflryUy#x}G={G?#$Gp%ozTm=*l2eD&y~H*d41!JOTD#%VvL(oVTiuR7EJ z3bvZs3c+)Caqr;A@c`V@K~3#)jt_a9Vfws`c3o>Maauxafq|4gs26&dvMS z(dIfzO`|W?><>VduptQsfsNUM8R-xlk0RW*su}0aX&jP2{LjspA>9mSdtoQTJEW_e z+y3DVpq>Pt!)5#tcp=0kfLx9~Yy244LP325gJ=Q*s)~8!9Ar4~e``9lJbVKDGikte zT~zKwW6cl3W0129JhL?ibJKzDoZu0JN+Dbow!HjH^`mO@KR}wT1tY0nBb+q=L5}H9 zU^{dX*o7`O_MEzex|bZ*Ut0FIRk74$bU=PL!O&lyt8Q;cz;;2{OP zzwasV;0r(v<$os~{zwbhS)z`8sh}#r-?MsrS zpyk@0Lt&YeGO7F2bCET1jE_-Y?_JvDZGfTFiyg>EV87I~RT75<__S5AV%zG6w(_Gc zu>rOL{Jlo|e1-tvE+Rar$t1STP@Uo3Ai#;C2Y(U;@M~*gGjY4aR?1T;j4(J89G>iQ zX?E4WV}%XuF8cd};0FC#+W{hC^!c|N;H%w{IduVA7)D9y?wtOlD>_B%@=0KV)1yl~ z%`eU2B>FTFX!~zQ);7~mzMZ*0ZOqit&zAU$N;%c1eSggD^G@w>gXn6_Y|J5bd+`3J zhoecH!z}|~?Ui>UhZ&(V5DKbYOdLd0P*|BrYClDG6t*^3v44H57SFg4EJWF$e{~j| z94h}szCc61cH-*bT(lB!KI3__b-@dXnH@a9hbYfaZ??A0$m*xZIt=$W#$5mLkGFCr z9p?`PA@3S)0)NMGg-Z~eQ|YIRE6h-y)6?~{-~j-}eYz1b2sR+cdld`G0q$U4T8RSF zl%aoXn3Cso>g*^aO{E;I0Ot&^Am_0>-AXA^V^s7U0&of8&2)NEHSbrUSQzEqzU1fB z$Q*VAJb_VFiS9NTAHcL3I5bg`*-zNA{JH1te^mRhtJC*)R0VZ}?s{^&UkbM`^j^1_SQB+!QPOQmNPi@M3vc;g48b zn6Q^-A*u&4&(yK+@txeZ>X~x~kJQGzbe$F)LukYQ!x)#ZfMt5IF(GBfhk&Smncw=S zS$Q38>VkOkE4L+Q%m(1L^0k#YZ>vEr_mY!cN)dutNWlVM%skIt)8h#kjosw51s3e7deKh-NoghPy^?nwr=QHVNU%OQJ za%-)I^GVlNl1O(aA*EhGlD~8{@qxkJf%a7NomR|54d+O%4MJ=3xQf{|LkEShM`4vn z>KZe;37Paxf?4h1yLCv5FBJhjwJX-7HhZ*~7d!vyk7DqzP$~&((%2ypsAy_0303v3 zk{H_!rx+KyLP<y2A^ zt|mp!ruqd2j_!tcC1&F-3zIet4rhb0YIBZL_a-IXm5IMb6|TSPrt-+V)n@n7CAn(+ zNoU~m@b&bgO^a;{w>S3cpWxohKL5hfNRl(MUcB#Aavt#N zKu7lKlsNp^j<7Qw!QDga9ezn02Gx6n(6lzZoo8s6^tUJM#Xs`ChJ$gBqesYOiteolodUrFeA#}r@l@~B6qUf{LvmY@Id_)D>$cfE|uk6?Xi zJGzm_VB?oPKt>H_zpxJF8q(Zdg`Ovx?4G|cuznx?@#|yGFWz;x=LQM0OpoGzO7vi; zP6SqY>cJt>5^Apv5iTcmngR~_uN(?EvYG8TUOcB6Hq}38C+OYX-idIE2wsveJe~|# z?@mw%0h`{oeP6Dp8l1E~rtq-MLSGL{`>U4l_GPbtjqj{W5Bt#wFV~KYQ;K^(V^jQQ zv`^}-D5aOP8JpK4qRYJfOaJ7_TxOJ?!pE`QTmPU$#;3r&9wPca_H48(2)qsc+XIzx z!;G^WIl=0m@gm&WYVveOEgULpmiKEH64`eXUD#ZQ<+~%mzJ>dT6JW=$*sIIio_cNz z@rK+5>daSwi3m$C~=~E?E|knxDjJvs;0l} zlLvjUp^LxKbd^Ds_uJB&*1060|AqRVgL(cKeF3vUH>MV%nV|^K>T^@l;V3Q@3aGn_ z$S7((0?-lht$ok$)dXCCmV>Htfhs^wSDyqx{?<<#*-3sPSLRD?b+ z629$TL5pwRYaSAdA&0PS5`$amr5~Cv%3q8YzztH6#z5G~Ey|}yCk=`+F$l=-49XnA zw_3@Knyi{Wp8C(zEuM4Dy4H&GKDy8=l-)0h6T)J#$S+_^z@igt)9c8ij?zIo? zTz>V6(qA`4(t_P*`GkW2atHY2_%*F(fdHc*BGh%&^H-P~I~yWocvx%E(Jy%9}({P3%|}kV(qxLw-)_u&=quGMAwX; zl}-1L#DAE27*DPKA#hMBrB3y)A?$;wR1s*8F@<3tI#D1@my$A59oP8ssxiS~&#JEY z4kC&)o9*XHxvc9X8w=O$V#A9<7xC+(+(B*5D|xbiI4|nhtbIj;LwWpC^6FFh^L~E5 zbT6bOGR3lX1&r#30_?=5y1UVmQBgnaCA!y9>!K_S5ULl+N$( zGH$xrqJ1NuqWy7CUWAW;Q!2|B8#SDZwnpdnkIbhk|N4co8T9G8FdvmASxF{^Yjm4hx8 zA~iR7i!_3R=U|O#(8Oraj@|4{C z=xNt@{}G#rIsP-G2D&+e=?&$1Qp@JyqDEJ8V}en3Y`7zT3C6GDD;EeDl$AC*OfR;^ z7?}3?{GxPxP8yrFR9P0}GO0q?h%IbI{A~CU&V6>!o@PS{yW!;BTJmgTMu2PQn)itw zWzIz7qCN6SJ`b`fHNYC%c!joai}7rO(TuN2hH;dYcJ}f2+ooWJcq1Y$@?rs*Gqo2S zjrSXve9~TZ?;bja3ay(!mdYF?JuH4W-%p|!5C*i8xq&=>L3SbIMeK75EMSCTq~h|m zPF9BmLhg{EB&(YLRE`ydOpDJp!imNAJ;`TMhdc6aY6yl^&=wAkv(gqdOy{n`$v8WF zX;f1`Plv+A3s+&B0DWLv&=eUS#qYkKl*drY9$i;Z4MwV@&77^I{n1{}I@5V}gZr}6 zU4pZ&J%`a7iu~|tA9aLMuv#MbwqgBF$DcbPL#F>Q@5xKBmBB~QTxsI>qAL_ck{(3r zR)t<{NmJ?rByMoDvY?$Y@cp18%hd~be%^YGnlBB{WWSN!IS7*#v<-EX{e^)JysO(Ub2{%ZbV687;;ezE-c| zWHunhk4iPbDHtE+Ke8SJc)0E_dJji#22NoDoY12u9jU&>Xd7_Hx}U*vhp7y#$} z3yw;y->hTGk!Y#zj9vLBf4-v`dZ1VasJrdFF$CjK7}*Op%zH$2pB-jnXV9>>uKL0p z;!7BV+$G7V)Q^^_>jq)7dG?`ed0GQA6@vzybntm_SVNH8q(~K#6FYc;2|_#tS6<0W z77vhSw9Ij$_46_x(4mD(16)jziU_zj6=^D~XUFBD-xP9`2Oy2_%>Cp2OQhv!6{&hl z3}9rj@H9?V{c!d4xoJHgR2jG^e|EB5becfflpnmLXVsC-OsTG{Q?KtNAc7RSYCiRN z@u7Z+PDaq)&$P7^3vV;IYzUX-?rYPz#<83)!n=7Q#MKjU?A#Vuz8KPnuJ@7#UQ8a( zOWT)FZ@;!O$VAv=M<|h*Vc>L_gi^@4Y(-cxchHcslwdzL8RS(960P*b^5ERnasm4H z{Hfo9cRd8=vT0cUAEw?ipvm}c|GqYA^bn+Blz>W%R)(~Mv?w5o#6UnwqV-uE#CAK!}!pvYxIWG17Q0Ix}ai^zQZJc?~d2LC{7vg1!P_ZMe zZu0G9H@XJ?84AgIpXLzq=jOv&|F?1GwHob`X7j;^X5?!T-LH)nnnr_AICTqkyR+K$ ziq937*S5!OS2x8=^46tq%ww#TFl&Cmg9+xOKZb@0sHPJcwch}1d(wiLPQ6FQzvWBT zuXFH`!&qY@3BMw)V=HU#;IOhjVGf&9U&36> z{qHGIGlqb0*KIi!cFn0MNgh~X%jJ^WVygY>(StpuQO*!gqvkWn`Zr>2Rlg2pnzlGx zB9R2K`rU9#Fr3p<@lw_)mmygpAwsLt)gIdEwvrt8)xAu{OPaS)QEFvaX_Dp?&DU10 zsh_3zDp%txIlQ@M5TE@C3)?~?!Hh`M^C_{QW4@h141K4L?&Rm$aY5!&Fr%szS){s6 z#Xl5uj`dt}poo0uw$!>mBQPu4$WBO?#szP70ai%>5p!8tCGXdd<}>pIt=kR$PcG@d zanP=+C%Wf6HPXDvW(NccCVSN^#P8hXAiof{#gwQS*;^Ek*_jvHQAFJ3B;6TGy%H8` zj~9GPdt>0F9^YKyv#%kig^(=VP-z|4zQ(<=cf-dyoQ^1dY~Mh;=R7TWLF@2|hJzKk z+?axsVBm%={^izi#!PZsd?V*df39@X{_jV{H{XcEuDk{31`HRmz0%Y*d*(^@3U36F zmszU01Y;C7LV~*&AA-(oBeVn4oZo|_+!b$=Pd!5S6s(1@Z4ba{zfq(ovVt;F<4LaP zld~z{E3q!atDROm-&ps~Gpm1m8uVQ?#6GGdJtYRuo<-KA5`L`z1ut zRtlD6{Hbfy{QE9paeer8URD^pEJQcOtp2v&c8YKik5@G2Hl`F{U0}HF^w>S8US9wI z?)nsUU%gCFxX2mG&VEKj^5F(9oaQa9c-e4$-mo80n_Nw){(yDkdo=E9u#$JBOd0KS zgeC9^aQ*pk+e9+tZetfm)cK1Oef_0sZvr*&Q#H=c`-JX_`YzU_GX zFj9d5>DG2LpGx(ns4eXT`u!6C06$qkHdCuo(u60O3>whyl5Vi$Qnz71x5{QY{3b&} z>{W2ZGAXj_1S+oNp2izWUxo*o_(Z4PD}Ex6QkuXyk^b-@D|kp0fXgg?j1kMNwP=4# zyIVyDZ+0TQg$tudze+T32AJ4*AcXcau3&=;dGkgYjy*zY^$rN~@#})!mai_UwT7Tn zj93S4j+QNk{r}4Xu?m^>|knDD0p7@BvvbJmF9)94#-dycn#! z)Fjk2gH3u*woZLEZDvuPsH`n1QZ&=A*p#@1k?Rf+z+x;1^^c*jjCsA1;4(J$N!rM& zISHTsleNstBl&+Uk=a5O%YsIs^5mBHE@jN$(hjRDB(~KZkzY2KFBVL`HsqanGK_x8d^bOugYkWnh*cCXPiocx;NbA}=pp0WLl2v9bJm z@geK0*1*jN@Qedc&0|xNf#G1_3KETY7=KqfC_$goKI-LH7 zzsp*R>jN1*-1jGjLH8$@ZEphqj7B3)RE)j$eyBS>OLHB-w!oz0J*haJydLqtfs=SF z6*mO-w#2*Tk~;kJe$6_A9p$^kHa@zYpCJC>f2c?&J9=|aW{?t!SYj6txV$OAOL6^@ zhh+FBcp{!FL6Rvvl6tR@H1Fwyz816BjvfF{- z3B>nqZuaK%J?H8ipO4I+NS8_8fstgfj><2cw3^L!0q47uX|MYTRS;&&&51r{=WPG$ zpo+c;4#r!vzdlDX|A&7mdyo1vb@c1K-HO%X7E!B_JRZLAhm_`Du5VmMY^QZwzmLSL zsJG)6`9bAjTnG3J8>DSL5U{v3YR$B1;)VyelT7+@o?`6TW2JK0r86HnKVphh4w&J4 z)ONwN?W(9l@Pgublu-oB@axjiEisq*;La@)_QM z3nsW;yEy%As~7mk_k4$3BCj4i)wiT<>`TIV@Ucvw{aYX~UiHzFE2jO6&_8}nU(Mx7 z5R65VWju(#R;!Dx7OYVI{v>e*JouKQZL&qy<(Kzd?PXA#G7dJSKO)jM@qhmkYOWY{ zv8+Fw?{Q(qG{z0W7g!;z%ndXURlvb@7XQ@sG$yCOwjfE$OycZ?r0xv=qS=h?npq0B z(4N9ruXeUeO>mHzq&>4HQ2@&~{15=_t1Jwf`~$65uggFo9aUqX=>FgPky8-wB4tj? z`s&4f0i|s*i@c=S3J^xDGhBEWaU1UpU%IuK3dcsk8?3CB0vGk1@?O?aS31uK5Jvcy z?Qg?WySwxrZl+6l4?LzZGkA}I-6mP6yqtP;I8a^_Lg*}rqvdqA7r|5>ziDpJl744d zepaBWz?UqMZ(XZpa-H*iaVB@Y*?io&b37rsIpA`SHQuZ-IRx4CxqbsTbdQ&x)i+1iUcIQ!C2z<hevB}eC$|F+tv5-D9bzq` z5ahsp5g_?^YK!&CDQ1wTKXV%`55tXd@yG4hDu4O&o}{^ltm7mv|pJz zjMUFbrE`hVe8YBaa5}u!GE#S!so+t)sEZ;YG7RhK+@h6lxbla{{deu0)B_*~UU$lK zzvom*p#l*B-i)>EHkI#q7^MNqt-rUsOY1>6?SqiWtipjl^-E;M%%gSQe+Cci{Vs_I zCFLHCe#`Uz3LyfbuaE4mWB(v8#@e6AfOOf)|$&_Ws3S`DF z@7ze4s-mc&M&W%M4)i2{0{Qa@7nPc^#iCU@KIG_@A~vv^4P3>zU*!WHNH@F0le0ii zSYG?VE$Bxf(lE%at;clDxuyRc9u{_1Nq{AGXmW) zm8R_)2+Y>D#LHmFpOY-+^(=OzKWrPG65`J_!5+NSKKcfRia=X|F@{365rTwnLa`P& z6cAaM3W6m7xzNdN;MvE<*jwj3V>@c*Ugpu; z&qigGMjbMJj*N6s^GdFLucBM=L$&a~n32z)p^K!L9h;-+ide$(sn4G)%BMd=TfR!q z0OvTPU7^8f|a&iR16~&KG*<*XpRvvhLa_B_jggCV7(Q zQb~bX#l`#Ts!6<1oihR3cn-E2bn%!q4!jXwL4nMn9=d}TViaG+S;lYq5qa}w9Rh9d zDP6eIs#dfGdI97)wcg7z9zX#5UFEwL#Bd7`R>&mKKbUW@YR1Lf7(}Ndx&r|ggKhE{ zpEI1rrk=ENl{n)6;c73Ka6_!Q;-WW9NppU>x*UFt2|mU{Ke8~F!SQ^&uK`N4FG>R6 z;-C{rY9kz(Bc0FdxK_8AO2e2{-|`<;oG*(H0_65gEb;-Yq*_npapArxte0>WdADhN zcF^jDlpA0F(|6>;TfmN$2V-gfS?3E&<+ zW1s~EH&sWX111d2?-x|Kpj}1jaxTHDpreA?8+Y$G*jA$D>yeO&gV3)Tkq*L ztDC$y-oEhDoYd<>!|Tsr54zA)gwhNT5MTzs=l;y>4N-C&zeDL#?nBY2`{ce@ zLEvW9#;t&zdVE?4hFd1&7HBGk?N$+BcS!HdFEMaA@=J%5XqZWL{r`^;o2tIDjqr_+ zF}IyQr{nQ9LI7i#8a4J)JPT+)gu9jI2kb&$X|-$GTU~f%3D%IT&+dc_Mk}#? zY0_f@f`(=JZ^0)DUx~tdK{(yPHw~|Q+tR3`y#Pw}-`|>7xGw$WquHyHeiWoX}Xf3W*H$Zj8FiUN2kh3v zR96Zdh=(pT8{kYR)K(D>hR?}<8qxEI<8JHTS zRojmHyPtNZwegK=H4vH!dbS4B2E2nTB=Jdsd3k6}fBd_e9RI5mc|(D&2|vPi;mL1O zCv*P$y{=MH^3+Ql(g6IQ+R2#lCu9?bjQbx;GI@PHs#>#wF4OadUJRk_E(vttC)36m zw*SX&?;2(;O0d8YB9qy*%PzOK3>y2pKJj5SGEfX~^+#)Q+B6<)7&5TCo*qQug%JKt zbqPKDJVzWwh%`x3B$8gu6yThPbVHtfG}@biqqd!95b)HN6Df69WA&O)5sR)a!$5M4@={K{I8TAd^)FR6Z8xViSWYybi~y`&O^SIXnkLIQS3;hihv0BhN|SC0SXnS(OK zGtXQPvoB_~m#S_C%Nx{jQWl#A`=sEArwvb!TA@amQKg-&l03JD_iKqxyI?bq|0SM) zw38hWq+k!;J!TB>;ZK*nN|APxX%hwN%m5=0aHu6Udg;Hel5cK76pwag-ng|986}B( zM(#dCIz8Alo$LtUw#BU8&W>yKC8xNHA@^F9bAyOdt3Eg<2bs&8>6F@DqT75vDR2!&tV+B8MduPH)Fx``ZLj;mkH zMM#0$=C*%p6N{lMf(hFfNb@@0ml~gq&RAl%m9n(TK#G*?Q~;-B4V9Ta4E6jcc{ULF z=1n{}rtQ4I7IanQq)4B^cAR80$>h$OYB#<<>crE(8)vVQlU-D4WWBjXHb`g4wI1b- zY{L}Z3?=A(`rJODi)B*i^@gCB3eBh)x2^SQ$W3JeP+$UfY(T${>+Hp#Vzs???E617 z1xb-+QSbY@-9P!&4W%>W8UW*uNJgTHNf0KU$)XU<4y5RWJ`3l8Q4|={>U(ql%z0&V7}3Al zJ~SXAaK2UxJL{ce|8Yqo{GEJJR7uMoaS!8<0E~Y3h|MOs6wK~MxR|byBf9o*CWuL6 zI%wI`lnpnZXuE+7Hs?e4yDnLMCra8P56}OVmg3^R`8-U@c^f7?h)7)e6M2_iCuE+> zX)g2lhScD%-{$ey+cQ?z<-EQkiY)EkeEjqMFVBFe9)dA)JN`xMD@`|K{S3P1XFIcp zwW!j={9?iZl`oqWx;lAmuHLsXu}FgevMt$ECZd^@vkS<1#U@*l|n;ao`^dy`&1*|Har<9kUq* zXz2ueWIk}-^g6iQW!mF|vhsvnknMhbChsZqs6B3UJ!Fp^>;7MM1@blboJ&AVZaDEE z`AGV%8iON)SJ>s2UPBcA*Vy$M)L@U;ryl9s8>$y-7ZHzr{#BgEzI1>j>6&_NR(>KP z_HZB8TR47U;7#e;aCby9OMLjz;FWw0m#hU(fA=ePLhG$`x|A>uVP%&^U)$&&HF1FL zwd=x_vu0?E$K7#^(Qn&!CYM(gQS_S~X}p|EH*K8*@bjU@VBOKgeTITkZ4Htiv(ZnJ zv5=q#wU4>l!Z`vcDe;S4hw-JL@unmUADvXet-Pydv!;lGE?rHG)>m}T8hK4XX3kOH~i}l!ko^%R2LVsLZY>#Q9(cG?UeeJs) zoaMmTUlFbk7>~%WnyxWSyD66~;Z?L~VnctMehl6%7zYO@sf9IZ{)>D!iyj<1pAz@- zPx%htHIl`1)}Q_9+yaR%E)n;0%Ikj$R%YIsFlNjoxA_;~%@V-=I6!Ug(;1yy^r}>5 zjLO4)dLbO8(nJ&0hl7txpImZ23R1i~`h?KmJAW6&bL~nt+RUUQRary;n|Fi52cYoX zDL+cc6QilDJD00c^Y^+cQYMd^h4Ky0C613iA8*ze_wE0(+<&{Mm~`YdtKsUv$~iEV z)@Q=pqb)gY6{nEe_H4bY*fyU0fJVvqyx6I9vvMFz&HIfzO!-b%4LxgoYBZ$xAx z{HL?m@z)Hn_{#L7AYM`^MP1E`8B%77!GjKhut&u#o!d8AiX2by2$oX3^s)K@j;*N^_i}Vh+ zmLSrlPg{G+X^{@WD~=PqlHnbsoZf?8*f(mgDxU1Pkhj)=gT>sp1=m{6w$?WKvA27)6KGT0^w05=b^U+vzNBm*_-Qetzu4v3YZ0%+0n6w4$adDCc0 zoB|`?ZLF28#N{3N$>n8)r#eyIGotv?ZpFOA_OmyhSzkzrED*I^^|;sMp2%%}U52~l zD(4f+SX2|HftZ)vJ5toI2TmW)P}4(q{A1U=d;Ekw(Nh|7QE^(6oT+HZda0lAHyE_K zXTP<3$^Mo7ks#JxPsl92k6+R$Q5bwi4e$RApNP9pd>x3yCKSn5^f79QKgkNETpHHdniOYnF~ zsb7ofXWVW3on%(v_>ew(a3bK#(k#&nt*w!8$4u3Eg`b0JM0wOi@rZ8JGPOj+Vf)F8 zC*duBWVI^up=zkWbJvicaqsWgO1b8A{%9KmI%5;ekbV=!OixATYE649)y3PGAF zUy-Zfy6;Fv^>ppZwniu2pAb*HxvwiBfn+fBW60@=%ZM22M)yGB;+Q71%h<#Bez*R3 zqWbco zjB}^y_j6&auZ3UMt_*wQR&laP&3-+-(OxnYz{XGFdv+?@1kMFFoQz@Fy3gMKrpA4U z_GDt*^m0G-x^`sfl6-wRIzIK{FV_#Nj3jUsc}?vyParJvHGW<^MP>Tpq3J0_5;oB5 zw$_k@zcvFna6Le6I80;@0z5Fu@D_$!2tvM;6+ZU5bxLwSN5J&sXkiSbCA5C)8EX+; zyCtCU2%IgsizEIv3B+9}DLo`*?W_jW<;_}ltoL$F#FhY=9w?-1XCt;X$ zWROVhlYJPr@@_@8`_kreVnr0Ya#eHW(my%{Gevs$7%r>q2ibp(L}_&Qxf}C^G8tNy zi|$$NTXYF^H;_j6frs>0%&tj&+H0F&+9*q12EE|aj;luuyym=s#PlasoepAy%85tvKU+-G8}|@4qdw)& zeqqSV9MRrsqdhAP_jp7J)ftd=BP z4AhG3q9)j;0M=$3UzmdiKmp;#1qP~TPMPN95ZI`ovcD9k3gZ)3BL7~D8E*%j_QiQK znAgAC<(snk74|OQ>Jd`+24mAk2lunu#I5==6cAe8@`|r;ln87dIS_oskVx{!7pDqtdHG(zD_d;@wH75`=U9#p@v;fJ|OfINnoM zgRAY;EjC9EngDn|3>l65i0~cmMT&5eFg)8UO}(_fJ&1H162d8mU-1Lw>~?#wAg8Con!1OAtT>()uPy9stSa@r zd?6EVw;B~yKQ!KU!gDuzg8auPeg`A>^AEU9ZNk)Xzx6w7xhUS|fu9{eoMxhmU{HHo zqG08fWTak0P^Z=#up8<14}F^|t?iNW9A2Hk?X$uQ>|J`%GL~1)YXyXtZ=W8-B3Pe! zTM$;oGz4B!rk==uwaFb;Gnumf;Wawp;l-mW;qbzyrL}Z6PqHIne+*!&f;<2{84cly zJH$voD?a1E=vc>0#(|l6g@-HWOxw*&cOsA!l2ar6gL-+hp1T6^&dxnn%j6TU>O1w%Bx~-0blj>28q|;zR~qVTXuhwS?r6(P2z{xQ=itPUz08D6h4& zV3)}8Dk?zpf+AmYBC&Dm*AY!S1ase&^`g#AH?{2b{K}}4V(spU=8(!JzN z{471$X*fwEBHhb~{moqfc33=*3s3LJ=K-1Lt->OP11d9TlwSsxGs2%^GSLSuKuB7t zv-#&ZgRVDfIB;fvCwDy)u3wN$U(_rAMusGzLW}vBZrEZ%_BP zIp3M0ke>WiOtaLC%#<>|T{>sd`3vCVG@+#6#QiM;(>1@R!|6#6oKY3w$W~KDYxJjP zlg-QX$$N82)BbjLv20UwX`k$u8qN{ z$2?KgFeRVizJ=W0#bsWE<=|Tg->-o?ULTg>jbvlI`}E#bTGa`p>+TY+`)?V6?@0K=trA=Of?*|On{2Ce#|Z(K07{-zN-jt>sOMrns>W|M3 zfsZCZjLNwqPqZ9Ti=rX9QS}~)SiHd+!$pALG2hrDk$2xRCU57I*ff2*dP;BhOfSEaVmR`3m8L=M97GvtF3~an0_m08x2=?DOR(NS!%D$VG#+CJx$%qcJtQ* z)N?|-nT2%Pjdv2@tA*BW`QFyX@;+g8qM-teHWUSWhm*SEgQ7va&TRrfGc;>z(^#&`b~9VnU+eJcg-)M>Ip;2CYJKf!M*40u1qhfHQcqx zPAf0JdqtG&GAz$V&bEz@?57_@r{=%%F@U8*D!d~r{mNbbrqDnBV>&)ElYbLa% zXG~ZU1qRbYTzhO1s9Q^$!odHgG?Fp1Z~~rDo;KsUHFhFwx6kk)s0`dLjUaMCi?UGCa!I?5TRL?Xb|qPaE{wH?AhCI@t7Cq%&ukQi~Qr zGk@8aotj}5%7lBRqQ$68e(?`7(xc0rnaPKCUKD4H{Dc7T#avQ`*gmFH^xZGom+7UL#dLb*+ybZ8PsAx;> zg&)eeNgVs^+o{!(yY!>HH_wkAHb<_HYFMT3vLpDcROtwofwXKVoR+WwQ3aE3<9B|= zp;hyIWh4}m(^-vWca2^pa#>8z-`R0=4kmPILm5dyLM$trSHU9Dy0KrUb@5hq&*XB# zlIXIWS0EO`%|cLiG4cT91~p$kTgMg-@!Q1rUldUUSAPBS!H2NkTkrL%xkJZta(%?? zFRqs>JNmBDvTqTXBJYfv;&j#gV*FebbEm$s>fN}qz)J6XLg?g16tw*3AYM=|gB2sa z$4q9rTH%~w{=<_ORv(XI3p@`XoV0?;i_S8p^)BRwQNiB;vMSMYSAUO5lFFUE(bC>-H_kCU6gXo~5 zbuJA{ZlQ-t4W%+HDMud(5?rYjlPy}K-Ew|Saspa4(~Lvk9Rl@9jRiUHhpTd%joOUg zT{ed&BB4!!noeZVi4oc9i`FbMx{8AXvX`NA88{YGODQCuCmS*EWN#C`6t8i=Rp2P= zk0PXu^F`gz;oQVB7lNtB;7p|R&U{qX9xSH%bA&;hy{@r!5rjf!w zh~L>;oLjjrJRdlPEsFwpqvIvzR!7?g7s$H@dK(E8zYIU({AF2LE~wvlU}!^p;ioCo zX-0y>!o$a@7Zy-a4tr~e*1J5QxYX0@ zIyYQS=o)q>9rX60KQ6}sHj~$3-i3xmXVM$)Bgdx>fsths5}&_qa&0=C7i`bgCvK0U z-n`shk*(WviP@PXq7;sJ7S6TrffS6->JLH|(t9k&(t0$3X0O6}2FqZd3w5!(MO0M% z?dWNOIUJTek7dGr0uX}xw5-*_P2OW(`(I4y^0LK`fu~>8xgFw9qxw}*lsrxk3fIIfq@T~9?7z2at*lq?QPxwRgi8r2 z1pexJ{Kdp(gu3%SQ{P}S`$8xLcSN98C}q_C%|X%6UmAu_2@WY{&H@!CL{CWaMLNa~gC*!WF7QduUVn`JmqTXdCs0LbXJ6mJ5~AE_N(cSE*Zwzs3%{}m z_i0#3Z@1JsnQNL^np{|Al9R6PQdwqx0q*tB^;|9(%6C*gc(K{LrZJm8ns%R>*SpZxH5$I;|@5r%o4S+ zvYPhj&mT63-cb9cs6D^a^yg^l5E|2g=`R~>C zW!%k%f|vck`(c`&3mSfwde(_=F6OC<(uAh2N@veh^uj#!(8=ZfrOWoV#1gCg-pBdH zf0^zx-=F?1)h1unDfSOseEsJmc6`Hy!Nd*T7b8AnHQp1Kvy&f2NB)cz>m+Dnr5xV= zL;kujvF>CCLX3W&Jf4{+>#8vk~Kzd*IXZ?dmeUz2V>ju3oZM&M0+ zeXyqCQ(b_!M_MGSCmq_O;zXhIg2_&rT@b&%+oLuIc_JkEq5M~MhJ-ZPMQ#a{A}0Ek z-z<&pLqGD?l_x66J7ptQYw4uF8Lc%y!-Fv`#lNLiP38WOp?4C| zg2c(9TRE}|N==8Ar`29_zKs4}p>rJnObyd~x28jIeR9MAp)2Jz1x@cga~U?MUCONy zd@FSM{H4O=_e}90=(2oqqP}=RbDf0 z_Jo^zDK@}<6t;T8r2`(mlVkvAMp5uDJkem@6Do**w-JeVvDMBHGg2hn;-i-&x_R_) zfpl*p=e85oh`V{ck#EU}w3UqBKFr5K0bBR(7x`o#`sGsS@fs&y8`$}o*dsoXu_Bh* zm&f8=K7xeUf0Gz@oq!_bib^PCs#@E7KL{We5-lj_7&-_CBB{08WB^?6UsLN__fRLU zpatW?CL3Urb&aS!wA!F$rM<+!rEwB-2TLGJ^`*u@z{!ZjcDb)3#yP-#_a)FQVV95X zNj<5?oe59!l>}h#1B#U-TMD0$Uq5**)8NG9qo5Zn$xIeWooE5T&5G6(R`ETF@2i#d zi(zm@|HkOj&iS+Rh~EB8VZ&~B!9hQFcQ-_ssK4#(Yj-CGe^5)ZF|x;?As7Nb%d2RL zyHC)l`V)iaYGso(n+6%jx6UjrR z7lATdio1WbC8GrirAgAWA~0IQu4zi*oIlX=i>ut6BFRt9+m&SKS)bF7&WXOmkn=q2 zT;TY}!I{AN*s!cJ!fHZ(7VbtRVEa^d8E&l;lD3Q?537d?pfnN+<_X++)~_ zdc83G1rGW#+6LBA=It^)o*=rC>DnFWngJRR+1~g zXjq*8j`AC#q$>I-_%51BeYRK{PA>@RHgX28A90gOz0n-|Ddyl)C+6M#k(S;nMX#49!LeJ;(o{6H(VlA zIZwi`SZp2vYH1*}ntsR6L`y>70k@5S6w=)JF8B32K5Hc-@b3I{kq|=htvq@Hcvj?@*H`ya3x*rW{zZN!v>It}{*Ueh6TmR-iajoUm zw=_4y8=DIa{G8qOXdr${2)uq}M1iw<-od6onCr@uVuDUb*2qSg4h$$7>778~5-pQ#(A#VsHpMF#%J<96E@*@if=;jY!Lbbi|(D1<6HvSXm^}PULXywCE36zER%Y>(OpTY#= zw_#1g%Y%ULqQA(K`mowb!f zs*7iWPgyp`;3Hqb-<9Oj^3#Ep=lqQQjY$X~pmv~BT!op{Qzeds8r`eg*B={Nv3%zK zWhcN2{j82~U6?peX4Sa#3zl8Y3%_T_zl?v_@WB#}bZ*1m7a9zT@8L0>y63xqp;^D< ztZ&k<<+YbS@+A-eta*~(w=nb$;fIlL9`9rhhKtWL#jvju8EJ}QJ~(#V6O~`$*T6s@ z;^(p?WeNk-^Lal_MJ=sfqVWOKi;zg2zs&Xl$uY`+3GS1(Jfh;!L0nbRA7H%V7#YZ= zcn(S^;EQ0RW2^M6u(e|nMM=^Z7A+S_@xR>Ds7M`G}H$}Np zrMK3ZZ5TJL*~Ii3PJ8TPLG)53A9er2?Dger;pTMV#uFR#=FmuTLJBd~^KNVF{*BVL zrJ9hIq4tydzOco4RoR>I)%HArZvEd?)HMxP8w~}~MGn};@~R&k>s6m7U1BFqA9iKW z28Wv4>TP!ucspcXm)RbqkJvQf_j$22Z|{V;e$4iamvMNrF)BFFU0!X&;%uK9NfOZpH(DmD z;WDCm-nY4|KhHwz%k zjB6u%Z>Nbf+Pi1WGy^g(YqMWa!i{ERD5A6rzlATQ)X#N6`AHFv1w$w5w(|n_rNbo> zko^KXZtk4Cn1;eTb0tJE5Tf+Y;VIG$H`6#?LSUAG6l5?Xo|n3?qjek!qu-8a*l@8+ z{8er>X^4^UoK3O`><7 zJN@}_ouy80ob%gJK}$f+^4|T@gYr5jN=<2I(tPSPKX)I{ZaVY*av?s*@sLzFTu?<@ zN@f!H-cO{513=%Zc5(m$oOgI->DLig^N8;WQDm1_#|;f^X5vP$88oMq!+@i6bhRC^ z+yDmdbC%BpZTjf)!%>_GbESpuQn%R;H&uzPHuQr2=gg*L5A0(!kc z`d2|TzZ&L`#eofRM_m2E*NFnoi5oZ7ZKeo3bCD6$#=%>nRbthRHX+|EI{|8ESaU@q zbx;PmJeEj7K4t!%c9&;a-;6-!Sx=z1)5)(kL^+B7p5=z+Cawt%8>9aRVtbrbQBDCB zi0r$szoL4UL_AcOcX_~xbQLFiN9iNKfv4mE>m|SvqjH5iXAgm)$7x5zhTE%6^7O6p zx-9%TI~9M(xE|ug04x}iCUS5-hkSBB)Bg`ti9t{gkDJ)CXF<0%Qr<$c*snh2NGiU{7?S}f8)z9)m9;en=Vi@o+MnSnF&|E%t+osPQD5d%wjqvrTp$M zxOskh5mfim+H)=9Q(GDmv<=9CcCR-y{@Bx!QgnVO+AdzNJF{Hp1TH9{$lNj|+5q|q z!0)dJmqX{uU<^w#_=Po|`f z>sm0mpLzNrJ8rRScxf{)v4+zu2m;@eC2qds`-e};mxfjr|19A zq9L_Rc*PylV#{|ADF}dco3Ers#i5)wyTd(?=s**}b+H=I9G`v(fu%3`k^wLbUOxvU z#QQ!^iyi6gTj{*VKy!pW0QV)~lhan^RiPZwAH^Vj2QZkcZ2Z>YYJE-#G}S6G{chsq z1ekpZfYD$u_QWi{Ry~c+-kp!UT4WN-oBc?ZozX+{^GsIl`Zx_Kv#ixZMpQW_jQ@4~ zto*Pw58aC)6K2UP%`-smQ(&66NI56y1HLih%gZy*D?9?Fd|bSPN3ujS5orLXahM^v zZLZ=h;)GBdS0t|YvCICOe>1l#{!O*l{>*oN`QcMr?VDbxc$J2)k>yo_>FF{KON_6$ zn*bJg>_J7~6=^v+1B}dh|5CVZ>giye*{y2!X3=7bd-k71h`Zo zSUIZ&F|oYk6oCiE0_4`jvaW56MP5kgVoNH+oV7yY(!FXjX9bnj;JCl2Xr zWtL@qAA2kIcA0ZA%B6`Uu7Fa&n*gD2K$^SKK2gwoh2`5gga&O=_88Ex$1$?MIpWZGw#;3)>ebdefkas?TiCpXZ>#zaoQx-Uy9J!RgEy??{92#V& zcBO?{QS+QmxN?(~^zhDGipZU@5z$Ls+D3SFVi==#C_8QEsMuf=f5_rk(4xo$W$w~g z2>bAQktQH}-mVpe%X0QC)pwRq8a&Byrr+IrtOT%aW8$B*>*Ix*aEu{0?dIez$XNU) z-wL>rF*M2oWGw(}yN;4SMS$7HyK~6A?7V>>Fw~udsHT6%e{l8u(8uonwKpAxDBg&k zJTI9Ue04bt5W?-{?p_rCYu z_x|H&@bfvb*V%jRwVt*1^E{*4pI$w1j@!yZ3c%Vkw^$sXe97 z_7h&%=iP*iQEI?&qjz|tgo1y=Sz8~TSC7{g08iaSeTWt*f;X1jfVVGKUW34m%g)F& zb}TIi?gHWu)eI(4_>H27#z!IY1gKcIKk^9;{z+rMZhqp%e{>}&$BdzDCw5QGLnfCE zMhk$)A?D4nHu*&^H=d6H&95k;BxzfHC54il5GGHW`%^JCvWXXX&OO8sA*>l zFS2p0F#ylcQ~|GpY@V_%lLjRdd1pd=Z}N(9wxVf@WH+T`+Wn;GNJ&VFvvKq_G5@Wu zd(Rp_h7>j$?w=uLe&3up+1=yrT203ky$OLZV8~!(QgKC8^RB9Eh?f*dGhGD;*i(f~^WZ@Y6_W$5qV{WN9@A<(Bf>{163bRZ3=r|45ZAdc~X1W16 zipXJ|rvP3&qSwFZ@Gdn5V5*unsFi1Dyz@-FRVAoJN9y{4(^poDt_&4G$BrQVK#G>1 z@fn`t{udR{*U>0OOX@dd`)^%7cGIRq>}EOP()K@CCPvz++*tde`z0eUg&wCKUrqGf zyLQ0>3Baw)LSn}!AbjoQAu#0U1(V;U1~-9^Ky!$5&m$^MND#O_A32)j0RRekA|v@? z(0fSZbtmpX?= z&jZ>NDWm(3M5Ibe@qYr81hd0^L@94Tbublji-;Ym87qmVCm$r%a*MxFKk6*rRrNA{ z-(w4<>TGj9z;@&fp9uGd?Lr6ugm0~nq5B>Et9yy<*}2^M0!x8?%o_W)n(5yy@SXPV zJf%a}mB@I#fdp0HG%nqTOpJxFq~_G^rX`_Qr>=-iBOxT9ulUUz`oI~WyVSmb5R{yj zBou6=*$}15)03r%^*(iBnB+}?e8dW{{dO+DRTlH?7C@f&-A6Yx8IXY@I4g+AxLlzK z5UAK-IC;g6>(fW9j_SFK$39^Y1of-uEukalLhuoPfFoFSW@mkG>4V(B-=K~s+lXc48e9qJzukF%ku@I1 z?Wi-YyHD%To#Al%=jUMMuQ(=9%m*8bUIeI?iLAJ`eBB}2jT}SG&7o6nt-CQGISe4P zFYp0LOpGTHD*ImgWjk!bq1wBbn@oS=7?c{)EXD8q6>?Y_Kp>Z$^$y91X#hztlL@uJ zDuYh+*G>Sw=aE}nR6BOjHhyiL;6Q-deJJA4r}Arz(QN>308wN&hd!P70us+qvR4_2 zqkI6QnQHdg)_M2V3ts8Cg$^pcQwS>7v>He1WEakbTOVL=PKG2H`@~b~%SO4YE(m~LrTE*Arm0EIl!_bq zh!+UBh&R$acN>Z=$c&u>1Iq>$0ZQYnQSa!hlawpXaD(lHElyf6(w~jejE~?iSfRTZ z)EUTluHUj^cKjRjm?UU$q=f?W7(n<7mnT&x08Lh*c*p)n!r0*L@6S?clka z#T{$1gE#7_$;NzXu11O*f-6PJ(rA4H(pXHtQ==WycXbT|;v4#mG>TopFx?c68w{g& zvYr-nbvkWSAFfhH56g|hvoZKpBQQNJt$}z63?bN#<{3}o+zf$kCL$BdW%cDGeE1B< z`rsD$kc3oaUg~g!l{GOah7(lpw$nm0EYO*ZBVzxHxZ%G5QHl9i2p=g)Yo-i3`xPWN%Qlh4-RzsQc+HB&`4jGCtCu4U?k6n#!a z(T+*=XF#C8fmXA<bocf~Lfe~`1n%}0+Z$X0i?tD$Zfn9L1lcrhef43?H zbT5_K!w}qiKNo1I_b_|}g7rZo4Fog}Mi&Gk@F2K^p{5<1)k?=b+AyT)75dl#zlQ!# zd2gXF7&W3_NUZQR;@4cXQbO5y)1CKuOJa-P-a;5O@;Wz`#UnNxGP;cMqAWJMb}y~g zrlMb~b&N;b#rG^rEwlctj0~;!_7)Tm32y0^J0(CVWa0KbuR`1?jbpU&p@b-%_4&bz zN1THlvt~IGh+tn^D1^I&VEs>`M<FA866 z+{PC!QIp^mOlK7C??!~1Kp=6cn{RzxA!zu_qOHKrcv#IgjgGD4kM-{z9K6VUbpM}r z9QZru_9unv%1(e@?ivdJgizj~{8p?)ufo(W&WmO-k}3ItK3uy#<%h<-;WhJQ8URWo z7(+j2PG;bJhyzP~w~M1+!ZL&BQ5slMa=*8^xDqN~f^+&t#OSdEu&QJK>t?CvE;(uT zY!E@}qql~AdS}q!$kAgQVK`A_KOW>MR~Z=y&@6@+75>j}+9^A|O>{LxVvFejRb1nV zX<-jAxcQ~*cW1oy0mSTd0F6X_5Ic?RE5tp%p9P^{j3>h0jjRhA@EX42n#lI_?YEqN zRn6OR_ZA`2+pZNbn&O>K{4HnDV1oE`+}n<^U98?Fgt*Vlqd zK8uAgLMucw(!^mJTDWOhTR-1bLvTKlrQ&!!3HHa>=BI31egEr`D{tnN=6cvcKQ@O0k_0uR{vHEeQ@0ZZT zlmA`_=5EI!cEAsqzt*1J`7!yt7h;PEK;bru*2|uLWUhy1r|PFhop;HNeGGW_upW1x zuK=77L^MVm;i91=fZq<3J*_Xb7Qhjp0gEauT>Je~tC^O-HB`iQ|L@k;`0cTgV&}fw zeh@7)qY^n9@I(d}z$vV*)c;LbOpfAK%>MowV084SAuUE^U9AfSyTFI<-NJx9usvLb zy*?x!z-NyoAr!HBaZ{%|@ns>}1Ekb>P$0P_yF*WTtAC?z?TVTdr}b4T?{nI_#0+?1 zC2YKHv2Q|d2B^L@x4Yi+(YfNFC0fGweC#OLC9F1$%*>**8jLpS0wS1Yhr5e*zu_0+ z`i8T#CK^4w2y>OapjOS-49y8QYULZDb(Vrd8Z}TIPp+Ha1d4dy;9Zoebeh{uNYRtG z!fVHr>ymA1wKTd1h!~w%KU}jUi1QQM3psh+?;s8DgvrVg^o9W8dadO}N`?5}uNe?T zoJTd$0$PYaEqu2tD){ShUi35d--@Jg?Ya-soE>~AoGTQ$%~dy2Dp(gUk@pfHGQgMA z5LyUjYG>77fJXb-DppClrKdScCrCcri*^ota@BKg6DR7!g17;(gV$>zjYi+sc7jtYk$ow%C6ZyU2) zwdn3LoAFuLohhqwr2(Uqnkv@~^+O4RE9;o`?64KF&ql&z`38QKvSNdF_pb}w!-F%% z+KRZ*TFsmE%j$u__7{#*zjw6^d+|TmPX%U!>tzes5b;|9p{0*))F#TpVD?hl>-Ne- zf26-4>>)Vq2nXff(JjOaf@%nHsy6&v>pPcvZsB_VkfYX6XTGplNvC&}@(I04aKXT9 z2G{qfdNIBE)qvz)C@;(a8OrDkEtIDqnEn`zZiE3y9uL{L&z7g}xBXr_354T#|JI#` zCicP*a!H*lu$7zoX18$Md^enTy6C;k6Vw-xfu=8 z|6$mJ)VS%8BR*3I>mPs5MNho!TuT79k(rW~F8t2IL(ZZ;*s*zIDX)50dl+(Sclg#E zdyc^A>;cIdTPTwUy%miS7GHG5dxOnDLPkAIgtf50Ivw$KGyRKa?qQSZhFk~D&c`F- zwB+?Tx44qEX?*9(kLF~BX>)$wd(0T}GrP`zt?l}vV9He?+P9zS=6dSe)pq840V=Jp z4gahc8gBDy>D1LU9UI28kqTOB<9Tjuof?sQMXHLJ3ql35ehaNv3FE~8yUR^v(Mu^F zS!dCc^18QIEr%sQhMI>yedbn<2X0-?lbaUmha2dLAM2HFZTo0q9^S@Hra_aCipqRy z1hi}4W}k)Kpp}5h`Q{hHKQsW$$yh4r@|uSsolCcCyxFxf37a^tb!UpO68ZIS<916+ z9-VTlKdvoj=MzhQc!uu|Z*b9C5WJnr#!^L=`^e>wl_#43l;#zws+y6EP6;V0H3_Hs zb|m3^TwDS792D9a2h(xjGz#s@LaAC=F_al@v=>hm0ffeQ*S2GBRmx7CM)2RE&)M9i zcz_8vH%Ln%|E?U%Z^G4z7-RsWnx+%lx|e zWBGo|yM6!A9Tty+h%k5Bz4s5za`Tf1@6XA3w5Wy!sj~@sl_>t<@^B#~%&8qCB>8iF z%^>2p4>JWugZI}Wt62sN34Yh&vrb1)QREsXc7?R^JrPakXYjZh0~-zhh}K zGi>LLh}D<6iDZoh*EAW(Ji*)Q^lL?N{9W;;q5 zD>sdJ-^NnI^yG8iPj?sZImc)33mXxAfb&AxXca7ZQ+Ca*5(1a}>8uQgds|+|I10v9 zDPB%hZQT{ASzNFmxpa$RBONPnIJ$GTRbx8p)-xQPgdrPr24s%5T4#p0z&kneTKi!zD-KqlMHt4%PZ>^e6mhX&R|Mj6hh97nY9yW5P|w70We~gsw0;Uzi5R#@;yFBl z#g;>zv!0B@G-0^VbhXiWlc)B0Znt=|^F8lAg7HR{TIm@SNzD~St z^H^xOox(M~QLT;kJlVE4Il3d3GQfsviCZ&VNVxCi5oxz885_&;b}sGFF38valKQgA?Ezaao%Y%IOEBGhQ#0-ijV zU{)1doP5uNA zId7Ybx^GzMbJAN^7KvUo8!dFnF+EojG4T*uYff*kb#pSspc7QLZs`rXF_--u&8wdL zg-ROz9M>mS^E>lmzqltxWYeoqr*0>CH$BIiLvYf?%jK{|KT5T#=SR(6(iTVEfp*abHDNZZ#BK#OKYbUujtApVu(f4M`h#L!n%C6q!y!-6$1S{mOT6|C6>0SY! zi6b%O#6Y=GPz1R($h9ZsM~}hTPQyhWw^aeG8N-Xy4;pz5Uwyc$@bsN~bUgq}JL{fF z%z`bipzs)6u(PUVV)IMV*28%6*>U%=C3c6k&zz^94+Oy~{4TZvtTXB%?ODE|&n?GX z3HI54ZHt^I+u9v-2>(7$3QPP!#KTy=9LeYyu(>iEig2Kn`4X2#>fG{0RW6hx zC}XL?<_pI_NNTqj$6e&BJd1jT;KjJj)l_htMrB4&gbU0Fte)@nUBkjBiz4RKwyE3U z*G+Kz%)BVNHMZd8pe4qk#K}0AZHBEmA| z^=jCw^X2%2_O40LJfcTAyPHSVU*1Sz>A(+`f92}E4KO*)ktY_kp3o>|HWT08<5qlb zphekR7jn}9=!G25TvEz?$9yoy9(-@01jo&*TecDmktYfIjTteK)AWY?wFa*9_zb7S`-xfn z=%dTlcMBIbBBeMFDhsR~cl2D}wKhc?2@c|lcbQ9cdLs(p)4P*Of|pmV$=T8SUpO8F#bU+3<)yu0$kq%8DB>%G z&ty36FG+yt;Rh(o@sX~#H0NhrR#A#6GZ{Y;gb#f@Y2G*#aXz24{ZSS}-rmsN z7IZXy;Kg~C?b*nm9>9EmB2{3#f;-ER%uk-4v1ywgAWw-VGQ2V8r%g0|F3BlSeRX-( z5e~Al+Hd|?imtM*%3MFrS!&;^-S}g_+PBt`Ksr^BzM|t+``eqOl%$lc3fFHt`LZc- zysxQeQ`t-uwp_R=SPrS$ELWa27Aj4qZZ+glzPiFU2m z59F`czt`kj&YTuIeRZBu6MO7CC+l*yH7DquXo3+zGSn4P(8Z_-e@78X(LR{-1H0dI z#3nSiJ2vHMrfZfzZyvY&SSS@a|Hk04ExvHn?IM5idy!i=e&-PpSf+*8^5V-_3V9CP z)EK{_!VT)bBli2e>XTztv4b4%A`rCEL7F7{2y?C7xnuGuMt`EZNXK!(X<;ErPg_ZN zgKHt3`NFJ*44TbPg!DT-`HoxIkVF=y2e9lbURcwH`VN6DsMOMs3$nuH{!vgu*P8Qq z8O>CqL2P_)Q!DMSK^*_rEaAcZwmnKj?m1ED^Oh9J3gB=PJvPg8;t6|If`sJ-)z(eV z*|SZSJ@$n)t6XH& zK*HTGILKO6?vu?&3!U?1JfxbNVHMlX@U*>HsM7SXqpIR3DwQ1ecO}8n-W}tQx^sGD=9{rqQ)iJlSz7kFv0? zDnBppxkv%0%bAAQ5~+bEcly?{cDUG~#)ZsRBbqP+%c*LihQNh4k@q7DPRL{71{ph! zzg6T0d#ve>T3zBZP|pnn2tjm#E=iAy1G^XN4c<|EC--+R{*<3MNQ;6HJ6b?7Gc-M1 z2o>~5)#Tz~kgVCG{ZgjfU`wLMa0%k{AmrQp_}gI)Ey5&UT<6?r`l_2`=@x zEX`>JH)nPO&);n!R;lv@w-cW!iJ$z*L)UaFJt@BN#C!D1-=zdnGh_2~Clm31@^tsx zT~H-IC`6Xn{)BwB5f9N|b)Qv=6WZGgy#|qj0pv3>eoJ@=mT*Ip56^_&Pp9&JYy-3O zbNrJhffAC*LpX+h9A)za+^Iyst28>qCU3>+x19FrE3YdXm;G9ijukoP=iNdJBlhRB zfiJr7v`A5bH2UikN@op|WR_MDt_;4n{LYXix~3w3(x3=km-!BwmuIuX0!)hnNaywX zKt{$kK+18;`}(F&#UIn*7_XY;_q$m};XF1HXNkLkUdMq>OX#m?w{!_%=UIw`Fx_5v zTYQ;+-0WUDpYqvl?nJTm!lrMF6jz3O%>o@!=C^Ux`2R+>2Y+|s|B6svQNkCse0CVP z4eIaFqhMf(Kpa6nBZVQE5C_OTb!KsbKA8NWI^k4JDcZVXqBMz}cE1E00os){;$dO> z02BPirZ=b%E(WS$Zr+R>*7x%GvEMJ>A>nbrnJIdq;WDkQeD@2Z!&^&Z5qAq){gY0+ z3Lj{_|8C5blLB32!zAo%e%Cyz$X1Z0_S12@D7YOL~y(1l6l#D53nk_NTaq1LA7`Q%{jSGDCA;Z8gwZUw} zfF+63(?$NIZI6fRNObqLklAEHyZ(8Lex$0BP$r>~WVrc{)41B%krt2!T64?2aA&^p zSDC&7=amB5N)@>%Hh;bMI7_hRD}!UNXgQ)L^PrP^7!Sv^?V@~j^H>eD} z|E#rv^W_dg0WA?RG<^^9fxgGHIE|!%gqOA6f9R%086bnX#zjj`NA*#;PQe$zHKd-a z`%w6?>|s5=$mcM9+wplCKZ+R~MX1zM{b$#sm#}m!-4`)lcj~HFO&31YICG_(ZWOnt z;XAI>Ss#&NVymt|2g1|qn!3~5N1J4xYzblc=Cy<`y8V(^_VOV65xVbB*!Y$32rv3b zdTH1k)hX6931Jc4p1VEyC^F1o!oEk^I0c7{3#3H#(!`SBa`+84f7zEySYr;CxO|&- zF!TKhjqdUPoH$z&xkWt6rJT$Jp(vO zfM$keUiA5#3m}6QNcVYA|BeeOGjUb;a=@@nX)SHQ(d<6cVwgcEgyH}mU__hbba$Rc za7yoTrI9(>qDt9rv#1BMP;j|g(0<)CQ3aGMt&@Bi8>A0tia)6=s@j@urMJ0DCbs`< zgTi;rgf-5D)gl?nSB~^E)l#grb~s)6qTUq-1V@YigeFyt=0HCESj@t?YF zC%XUc%=hO=+Jm9crCz^n5!jPdnEbw6rJVV+B;}_Dd12hLe(o#2v8$sBLw+#1c@ZST}Me&HEk^u{nxGXebyv4c6v{bItQqqOdLg_90(wxxX^ z34OMVgK$Xos}clb^_@iRmEV2Y9o1)0S#@g+)WACn2fg+&nEJzr;U;O&=EdQ7UF)#O z+LwoQu9svTR!3sb55<-Xzd^9_%xYcXh6ftCb>arTfs0LCsfgk?xc*_lHdBCzoMTI=9*xG7?ZVIe~Z`uWdv0uturpz9Y2kS zBsYKopUGrl74=q z&VzdY(33@J1cc}Syx9O*nH(xZD-tBDjwb{K zV+q>Sdaabw7}8}L$_Cmu!C`am*b&j|5&%}6oJ z$Pf9V+Tj2AjeLfvl(J$Fd9uyXOQeE#5>h<#b({|r7rZ>r&KBbIH=c!w9{TMr@LWkO z9M6Xr&@oHKJgHI^J9u%?@89#O-zTWYs@+uEN?_&tYgg>{%-;4bL|=;xpV{4Z(3Q6q z5^NXw=0KIzB9>A^_^(y+{+Cr2*?aL>D0%Ax-;!c59Z=H7GNg>zL$FgD0Er+=X8g7x zCXab`7f7#Z;Gf)?=k?m6g}$$1G80EAY1GYQgMYj8Mr#gw6K!)M^rX{plsr#OiTg&* zl}7tOc+~V|C`HFgTRzVknX3^l^7lqdnDwSxP&zeFt>_mjzN4rRp$~JJn`<<+n7*=K zhe@*1xGa_YLY{nI$cq*p%Hj)K*3f(gBfK9~do)K9yBa4AJvQuDzZn}wj8ZN-?$`*W zyYB?+=j!92g3Yg6ZS4L6S!?sg&bI36JWr%9;#ACp^1d5a<^)3dBxsAdBQg(c>mm5R ziPS=O019>G(BfNQi2F~r_~?IxxZQVgwbImC<^{_=ND-_P96B~X*jVfR)H>40P|aJm zI3OU-iV2eRqq|j4x)&3G#^A|u&vnow&+q;^+zbSmsR>aNPQ$tj-*WOfypGDf)R}6w zy6qQt);ff~Flj42oSWg&B4MoWg&@){5L)D6#xG8tw65_uVf@1Nt0(%Z*xuH(8E&$+ zlVZSV7JzMoTUC9~>H4cK^?JBx|G4e&#ll>Qu6nI!UwB8+?L?iaoo;kgkLRIRK~>Y7 za>w%RT`w?JA&T$y1EhNWdP(<62TIx_SMs?Dn{_B@+E1Gou@Qf`YM(v7b8$*u{)3*e zPU^owuGs$yavwcI#=83-h%TeS?ucumqrf$(d(e6WQn~^nzOTE*R$G$6=t99EN_LGK z@8ph%7qpz{wz*jIBpC!`t2TonO#Fxd)_x*&t-b3sJYxr-T-Mdu_t{E|_GFP79r5FY zFOlWRZ(px8rx9`hv=ckqQs{}#P%_;~Fq{+Gmee&zoxk@NwLGzX7tB5hHV?e2+5ixY z$A!2dwt_N)m~2no6a8Xcm&G4T9Z|#6&$&-d4iT{+t;6A;oS*h3(J<{aUZ?ex?OUH z*3QRL89w^!W^?{F<^9)Q^F9s5d!aIOSZ-QI#est{(>0Kq##=@h$S`!xY{hwLAOrSU zw`@VWJW>i_3?Yo7UV7pR5u@Dy9uR*vOwA2|2YN#H%NIDxlPfk79r}G zVF?r?i$hD5$h0rvs?=ZHZT(io=&mIQc4ZSSdH{3K4K)WG?RC&()OQ*`&SO{`K6&i$m&FmgD-Hz*y zEJ0|@9sBd>gOdeDv-A_k9e%L!m~D3?I!CVr$z8qOXy51M@kQr+GPu1;S)%NGXr(QN zV#@LHs7FlF+D`Bf`CE)_sa!rvB}|K(gSPuVhtf{QBNu9lv)w}`rTN#SkZf#`RUhi+7wKn$I)atgX?nI%e98stOi)@ zPfvmIjkrv0-M>~k1al8;Y3@I*r0A{2`|RWKWF^-#1PVq2Cr8PEQ10yLDFaI8Oaukr z$!KZ6w`=u|t}zG=qg)+>#XR&Rk5O)&BulHD^db8wo3QELv$~$_i{-*}KdPGMx?0n( zoAL;AXtSR%Jc~MVqw=XM zMgZ{=;XsK4SCPc;aY$L-&(E>`F?(3mp=@1|=YB;a7`=g>E>84pjRTWxP+BfmYC>x5 z;OU)Kw|=}ZBP`kUOA06gWZy0&w)%C~DXul=NvjqiVRLN0hez!yu;tlqO?tvPgiTxhV8y!v!WtallbepsDN$e>yj@Q)}8#V@B(ZH6V@UN~8Y)$7FFt(a600i?f*sU)H{KYSQ5SSo|vtkKOteS?}eZUUX zXo>=m@C+ab+*68k=rG&YD*z-`!1O*2>ik#A`4g*QP_Mn}d}`}L4>wVbt?D zsA?t({_*1zcw*j~E>&eY1~07z)X=~X>L6v9gO)8G$g)^cHe2h-A14# zo-LHQJ^gt-;{v()5E^zKHQ<3yqwj9_WBYusJ%B!+6I-MbsybuEQw*9!Z*W(yKM>Lp z*Iemi{PFhd8;OUmY3I6&-V(cG7(mmU&5QVyeXBu3oeE zhG`moGU>lO+tP2#Gg58k4GrwofYN3?A-sVb9sW1_0HsRCtUt5)MhE?e`s|@sq1Nihdr4iJGiTIJ)>7aB2jnTI5mr;1FMwUvxK^n1VR+HZa`($ zKb2FYUohmEaG-TU$x96~`+|6a{7h~m8a|u!7mU_X`N%X@_Q*kGsvxb(_ianai+t7>^vID{6F$q=2Vt zy~GHYelbkHS}Nvg3xF&`l!&-P0%NQ2Uv=0K&)_J(p5FgCZ`_o06othP&?|pD7G}Tb zv)5hJPT$$`JgVZfNv|yietuT81gzF;-+Rk)Z#puto&I`dR_Cv?k_!;ZxN&~l`Qp{D z0DVAPfRc`v=h{YSJ>^Vw)ojkF|CWV?Bp>kH3P4?g?xGIVP!@Ai{{xns?qXTKlVH9C z*YBOg1)F?EKR5`Wx6Y11Y3`fjBs%s#iIUW|Iv50EpPMRyLNF<6R32u+TyT(5u4vE< zBvYt89JAmwl7pj5;OSySol62{`Q5amUKhh&c{DG~jpj#Owg#Oe-_Y%M2t+^!GEkha zOL`!v?O;=DhMt-DCT~KBaEUb$YTMMGh9_i)41=s6xxg1k*qTYiQfMMGZCOSTp0`Ls=Gg

AvN;&7ZhuzA5_Z&Z8dT_Adm<#$FeGoolSs)S6EZL($P8)b%}_YAB?} zaW|SgGA~a`=-5*?nq(w;hgv`LReD~W+K(7cs$_Q04TSWp6G;|1MnH@ImenkS4Xm@5 zrKc1fyQ3uae95ohTZsz|_?UkBnBCN)7G4>0q7_OZYC^5LdT3>;xB+O+q^{;@@(#9! zi|#(g9pRk{WU&9KhUaD?vcyV+r%(;1x}3$Yh{t!DdvjYoYaTy0-p{E2q?$@4{F=!} zZkhzyc)BhmKquAYO>clBSi%O<)d5nKt>UvSq6V8}GY$7Fy25$%VL+PYoTB}d?Jxv! ze!i)ctSva9!{qfRZ8yvJXd~?Px_X$l*E2NV!j$oJ%^|zUChrk}qKhDZJZsG>VSoHq zb$-3Kvn{*Lsy&fa%|fKb;_&g)io73;rPL0c^Dk~ZeU zMle|kR{=;WzZ(qF3X5K?FYZ<*m2=856rzQkCnXnt`X2EVjC%}!*FK8t)~zgfeLUtb z!lXe*dJvJwSfjTtK78ViFDg1fu%c|~nKf}XlWyDu0(&IjWw&)Wgqy@;EwqM7K)g3ybbA zQy334g~zxtyOvDYT}dzWb@fD>>T@qB$}#CqO_+;UgSo-mfrP0S_ZbFXUYLxUnOezN z^ehQ6k}Xu`_KTQ&+TiOb(fDN?yhG>IYXW)LocRgFREbf1V{rg{Ob8;poWq5nHP1`{ zhuFykZnd#B4}M*{`FF5jsR?Bug zGkTiAW54fZA=~dfN?&n-NA4W%Mrg{WkHlJR=Os%5W3RPK%+Kb_8uR^+B*Q(mo40CP zRTwSee$wE!PmN+0sxw9=x1c4I#h!*5(2H&UW#5R$#MV4FscY;#W)+x1}`2SxN%!{kET z=5m8YWsmKUvW4@)Xe}olBPNXafVNeBa+0j4?)bUO22%mg*@hQNXr;@Bo4ZGR){kQK zQ3UtY&1J0>ob&%c zF-DrU(@TgVH@V}-vhZ9932PWL?zMZe>oFN7@oa9hYV&Tm#Lionxt-hX5tC=bjwxe~ zk*|)FUS5#cj8rl7nu~w{dBZ}guZUZ(q_%`AEse#u@u&BfrPmtlsA34)>_W^e4&qHj zeo36-cnkThM?LNFkJg?v3V|hQ7dD7Erqv)~Dm&Hi{@auzF8kHr8;6~ zBfv#AitVf^?jzNF|91xdv-)m5_6DxqSP}AUbC@PUeCCqkJT7T`aU3|_s@ZO;MZOtS zIPP_IaWs5JX7>147?#rs6R!GMtA*>h{lr|K$ksF2wtS4(7LT_$P2_XqXB-1)UaUDm z!6}7z9BLyUD&>rMnG@P-aEx4M`f*L^*dT51^apn z>EP>i$encx{cGwx@xBArq;HHi-xIVvF0V^}%mT;lt-p!no24;~>3F#bD8om0I#b@+ zANn_Bx7kOzX`OtN5C&e)t=fV9`CzcNT%aa*E%%!wt^d?fn^8F_f^>e-Sl^^&eUa-1uF!w%GX&sD(T0C(-LgG#v-Xl3LA;l; zotr*=RN-hE2p!v5`I5pNE`Dkz_8zMaG#GrxJh;L#^4){P7he~i>^1Pwpe-0C7#%b@ z0h!)nT)M^rM!|^BPFWG4TgbHpA%vpu<2>>y|MG(w^>9jB7`IHxTN>+QhcllyXH_27 z^MCd%pVfO@Pb09~>k=GJ=fFaLgV$6VpOmH4&hN^!>0oQMu0=~)P^3wEOED$3v+ODM zV{@iOeGdWu!a5x6a1{KZzNo+x{`ibuVSVuv>m5p4hNeCuv{bK;EuXRbXVog@?;v8T z;qGQkh`q@e_9hnTNyX9sb`#>X`fOzL4csA?M^Cm0RKcTfubzUPPd^r-?Z>UkqZAV! z40edzj(Z73L}Zv`MPWyZ#iWbkwFTFr|G$xf_4ZIz;9-3Lb#v*ko_1Xrxqd4uxy1)O zjGeoq6g{X6ZVj^75RWZ_1Lxls9(EkLGK2v9fz6Z-ljrg5H(a}=By=?BHVQ^uHODz_kjBxdwdZTu}GqdYH-atAKR6&Wd=j z!hP3V)x-pQH6iu|I4gF(FaMhXuv=ETD$qN#MvH>W@w+oN#qdv1Kx7PBAuM3aV+{%a zYpjF+yU~qVU*&rIYcgTCy8DkH29P}bF*5EDX#!FHbuwI z#OeOWMH%(G&oQ@}gL!H->VoXR@HUd(x*|<<_a_@wEa-4u#&0=b?WHCN?lc;c8wsWI z|F^OJ-=_zg7m$7;EIJAVej|m3(qhpKUTJN7V3`Dfeo_DXBw7^sU_8Xl8tgm%Yr=rH zl)we>H@#9XX2gRkVz2Q+f(&H)g1~1U97W|Cf|v4M$0A|Zg-tmA)>IlG@00oWUvV$uXL0e4t9j9JztRi`{>vhFmvjZPj>(BPejdL=(4w%N27Ww z)hc#0p_&Y)N3QCAr#<*m;C!NXeLTbmPU~10c6)_U-3$G<*T#;5N)dvD*3Ww5GqKYP zTIZsr9>(v08Z1_O4?zwH&dQbIZR{t$_8gobH*YwbU}x$-(a7KX@K#aUQi6*^j@L}G zf}*jH_(%r09$+pB4z|iF{wCJICc)SjS95#)w_Wewo*w-XiV6Z*Q!7O;kLMSLv~BXn z5JyvPHn_I{5?=)OT&o}pkk=8Wtazr+c?n^c5*eb*Wi6uGN#~4 zt|@3xPpRCY?9TjV!@4Aw?YF$3*d~-dXMM_Nov~BkM6?kwm59v2g zyXp6KzfW$BJe1lG>@XLR|7X^OVv}CkFU0?^@xaX*Of%F|5ZG4i}oi-MYVNqoi^SYKuz-f{F80B+7< zxd4{a0*6jsjbuhyRfE7QcDNSrz^CSB4s}=l;}^o9us133O`;BQh6?t_4(5Pm-NoVH zwV#@GHNm#`i>OWmKS-9+EpLO36;XlAo)yQil*$@VyEWIRMI2P#lCp?t!QL2bBcme~ zZ!=c{ogxjtj)FNUt`aZk3<4Uj3xc-L;Kar@c_ofR_x?IlN6LDcv*rm9DAmNZ^l@gm zM=P63?LGpo&b9n05GvGh2HoLzu%FU;kQk87eL>OKLZK|Gf)?5WLmUnR(d~Mi(lD%8 zmk=1Ow1WwM?em=2g}*QI1cJO--%vdx4v$BK83DJzh06Lap%44%?qgH5Aq7>_N7%nI z>KOoU5E*E|U(;L+r598~Hs(vT3JYB49f-B!Zc4%B2SAo?o3~B$?btp_|6Lq1(ZbEk zzE2wFvSQx6*#44IyVit&pyFw4cdXFCZ`B;J)$DXNt%L8?*xUQDBlcJkF#(bDw1U&_ z4iJrgAMi{w0l9Dl7V}WMkM%c$T?tYD_?v<(pkeH2gRkrE{Z}C+jAD2}Gx@%t@NT+R z53LRHgH)eqo7qsr+(Chthi09p2QEw4!?~c-1e4~cP*za%*LglvP|Xm^K0n~*Eac6P zipJ_YRWESa+>vAU*v}z|7k}a%25t58gmpsu`>s7LK4mxHe%+NW@Y784;ip;o>x;EG zqz{o>7!8lEuvv)-1%cav08C6UcV+e)F+}3}A0g*@ zY;7@W*4Yy08TpVMuGH|F-cco?)OoATxvUWAW{IreN78-|T5<>diC^;U z>NW$WUD##*2!~%eKFIF}x+QxmJ-U&a(qzMZ*VZlDvbqw#L zbV&`G!amZ%wWSD0?pMX*@{iFHKIw#5#A7gVrtTWCF!+Mu&JVl}i&LWHxqoC#;Y)Ua zBsfvMpE^`q5i)|7BhRp7B}C+-3wKl&D_>Cd9)i9GJl>{<-BpVp;6q=Thv!iu zoxhqzpZw!tV94)e|NOeI;9c<|wD5xGYM1BWr+1Gcll@PYh1}xqZ*pYLAXZ4okEDQ1 zW?FQMUG0C7;F7pH>B%`nnJHqWl@GFgK=GH5s8)A;F;Gw^B@&ARy&Rt}E%2}c9n{+p z%bZn=(EJ>T#@RuncyA{;K4+8|f1j|WE{=;qj7`@FhrI@Fxcfxhf+3tUySzE;9(~8d zPSjj%x~*xGc31zOJ%tq)J^{;SKA*u~0D+;rs;hcGP_Wu$oDm_w0ygn7zhq%->e3gD zhu*b<$5U{Io>+rKL7=216$YpWTTv)QW(k$F>dMzP&g=MOIDhsL9rI;Fh2RGMPh7?WQDV%8 z$g^wf$L}02PnOg};dPT|Gs&>VQ@%C^)vYjEd<^n;D1}Y(o3L{Z7{M4L0H<-d1@Q5o z$dYD<#x1;Adh&;dB&xSzY`?f?#^AQk82dU43E5JX6l09#p-5RDiiWa8mU=AN z#u$v3ql1i-0P%kzFwb&)EJ^Eb16gYoMmW`aVFgIamERb%oMV7p{w z%)Gd=*Q+nF#y1;?SxP$;EzeN*y_z%h<31PDC=G&kR;^Y6hsg?tnn>r1pJ$oujERQ+ z{G#=0r=pZ@Sraph^h%VSOjuq@x-z9~KhbGyx`aDgs@Qv}FJ;YIOSMlx`PjKZ#Cz&$ zSXRRFk8ikegD30KUI}lB&J=9l)cl$Enheto>czevXC+h>S2yg&O- z7(E9^nHT2tkr!*tGqw5M8Xu08o4WA(XTN?WXfwF+*W2kiW^k>1Mvx1Ow(_3Ejarfg zvF26!Bc1x;G1v)@vchI?d}_8%DmCPLB==YA>vr{3$&5+}oDcZQuSYR-eYib_wVHID zY)vDZFT!Wm^9wb{c5^KIp#qQU4HJ)EnOP3t)Xut6{75g#v^L{+ieI?fKTtW$Xw}#K zlCEYFo>J3&87Gd#w6w>zv={J+f3GZCr}|vE5vQ}f`o{J=%j2Vq4D{?@rjlm%y5e6w z-Oe@le3)eoq?Yy)C7)yG)>2*+G#oLDmvp&%(r(fuGq0?QUpOS7Qt<_NdcrJj7zDn~ z-%{h+TXKbO(o=T=-x+fD2c14UX%{&b{-Qs&q-1%2-Jx-wgT3ihfr>87>D+yLF}+uR z>AUr}*{=J@pR}bSYdq)6L)Q>kuSy{i5P2xO>+il8pOm|Ev>QL4Z&NL%{LmxaT+0 z-agy@JARWL60m#d#F=^U@Zc9^)<0Ktyr|oqn@iFuUJ)a6(e_J+jIPLC|@gks4SW zv)&$~Mds6j@Ll0jj@Y5ALH~Blk8Pp4d9kM)Q&t$$X^)kGNSH|GJqx<(uARsZ?Qj~~KhZ}4=!O42XposE9viCHjzDf%#owzbimm)?ixWLLS^Jw;-mb z!+6-yz-y|mOVi>*z*HE>f{N&@S@KX2TAtPRkyKL`o^+1PcP2A(HCIg?UV#Buy|5n@ z@7RZ6E|4 zuifdCw(KJx@c=XE3s>JEZs23P*&+wWJKmEfhmL?K!8?Mj1TVUZUUZ3A?XQev<#Cb8 z{`0S{-b=fRER9&`ekJ)F$bXjV3GkNcrCGKYbivQf%Sku#-E+JJJ#fel7!O+L=i6@P zb2Yw74WIPj8kelYapGkdS0Qo?Ppe6eQw5KY=1+s8u`a~oO2h2-`SQLz#s7(8w&_04 zqM;+#uVo|ALp>hvtYjhPko^-+o^B@UKPcIRO6-4jg?c^s2U`S;hMdno({pn09qg`G zII-?t=5xYoO=#CEq+wR6({c6ZMON4S$=;IJDi z&P>pm>w06%uBt>I^@58^?c9BRs$X78kmFa};>ES~cI9U!lm}~gNZkieq#>IEFqAM> z4ql;Fc)ok7t_PwBT4P!7#9D!TBX#*1#h9a9^S$y8f>T`YsJ^ZV&$*g9euHe~%7FEA zYlut&#E=(?P={&|ux`@oK=f!lCB36w!riP93d5Mu4$vV;!Kl$Xt2eDmYr!51A-6gs z%)LiytBXe_ZFF@W4;PuBoAD01MKFqVP=Y#~&CdY;VojU)X+w0el#!apn9X#F6c1`% zUw*45ki9M}n+qHb+y=EWX*;A?9@vvaa#oXUSi{cdH-y$`su=3@y1NyQRJyv-Z6Hwo zG&fu}Y_1HGjvg}8(VHtwMLe^;8iIbeiT;ov8`=$eMpT?uC*8HR+GBzg{)+$fXLWkodNOA& zDO#neePl}a7wfzxBW|RlE+!@>T9f`ZdnF2*O58V%M;LZU!?>4XvhLq%@K;y6{=23p zDiM#|4>QgKN)XZ92xX}skDTG)B>*-A2dILfSMuZxp_sQtM_6e$u;GA4d3-u1yiMkQ zQVHhq+l;gI;IPmFd z%rA+WjQAUg;?_ioCy}@q8tb7&CWj-D+#Kc%B`mZ}XDHjp)r@|BoO9LN2G^M4_Y>iW zO{h4y#pgs6>DecPt|n!6`!#H9b@k(a(pkHkH8*x7d5Dr;9^>DhHOPcYqVBV?b{ITr zyu9a*^J3f^yS$INkWkmlZWzF}Uke!UF2QR>GXvaO#TeGI#&}nL zWsQxsXeEW@TlGxd?bTJ@IuiP-m`et(rFG!zYlAH&pFx>m@q`gx-Q{y8cr-*Ju+n=I zU5kJL@>M57g!ko2ICHU2$<(PI7MO6gEOgcoU`huluUH*zN%7n6@EgDIw1}Es?Ju0iX zFogjIuC5P;(w482PNbgNqREy)0!-Z#pk?t{O2zhuEMh^t4@D0#pedZhxU$ z#xNGRpJ0)lspcXhcdK!^*Fuf&9>vOCD#vb;9zZc~(}Yqy^Ntwpz$KYGAi**K=FIPL zp3$FC=z$w`8YI&#+N+UaaE77vrmS8dv5_7y4s{#n5g5{Cs%cdL0&SJ+h%mPcL#<75 z$w_@7D76WBEeh{%CTtC0r{df=QJ0NWw@~N~c1pr`Dx@D%q@FB)XKD!a_hBL*mi$C` z3ctm0n4`*%UpxT720x7X3Q+}C-a61y#6XSw+Rh_VtiOrp_;mzHhUOxix+GtMkWW_m zt)%=T=0RB>_=aDDY-m>IV$a76kseI$#;e>vPB;nw03N$St4s-5QQ7s&ae%rweK;E_ zntse3rD$A)(4vYc8o!%6U(HC~!v1QLhfNP_U5h@Zx^!EwxV?%dNNvb4Ki&;Y456exA&ksMljRFY^jiB$onP+0yEHk-Mub|21Ih?J!wl|4wDVIou-5a zxVQGn{yh3@v&r~npi4lm*iULCe7TMCyz~BLf219)5S74mwRyWRx zHkpRdgCa`0P`q0*U~Hqc+(mb2HTCN95;baR=VQ1Iq$Fj8GS~vUwVdEGKPiqy7B_>K z9xn%@1)Pc;UCrP$v!>(&YM1UK*ySB`5JzY7Qi=$-%R3V5D9T~84b9(Ck!9{BTy$+Rn}pvD5Zbr7yXZl%$xxFR}Q=)~=>U*J9RPdEWV4_tQ@h zUe>Z?s;#8G;znq0ZrAPR3($OxOUMF9KzPZgirowTBbd??Wc=rh9o&7pFr;?zI!#Y7 zrACkqp-mKD%CVoVjwT*I$@mSv@-}zoONj{Xml7IbBsa8Hiz&ctkcj+9hkkaINRY`kAwd`xuE+;GwJG>Ktl?qK z5hAy*2%33bIX){rT(?k+T-+Z?3?8Iu)-rkYlz%93q@Ne&QR1Nq77=WCJBojmwFax- zObX}@<*T}c5TYqpxzbLsw_3yCPFsRPi0ub(U>&o*iBzfLLQF~YnCY`h@5Z1-49|=3 z4xpY{NZr<*z2(z-iyavMt{>oj2Xf9iK~@Q!%oVPLcc1#PXOUeK-Nl`RvbxH?UEf>a zJZTVCTvn$r!mf(0MU?qUxI|Z;)HNt3 zneIICR!azK3!mE{-lv-|?K-MF4=AJgQRs=UQh*bejVr=v!gX>;lNe1C0c~?ll3|gK zIaHvJza1ecxutrEL3XIfa2G)XTy2$4c)A41zHp!)uyAGt4|$krhTr`Mq5w-$LA9tm zOgWBR-sl`rCzq)p{6RmAS6h(Lr$RMp-}XZ(1~975<*wFp7-1ENrsNr_qw^cxqcr_! z@|X4B9v#q5yDqTA{h^RNAdeSQW{5x;1IWWlczorP|H9=92DHV(;b~opN^(B}u`bl>!4ApX%tN;VkNdAsubuGNw?DeN=m~{nZ*=d;ohdc;m zTvjp~SUh^vm&-Z=`)FJ%|Im?Wt*CflKFM_ANsd}K2L#^4&{R?>x%SO12@0hEi`?4^`>PwzV|L2qfqwg>}V$s z97Smci}f-NKags82z_!w-9*>#VhcaNKT>Z9yo#P@3RDe){j-KDNw?&Uf+&))-Zl+J zkc~`1s=rp;#se5d-R&jd5T9_y|1Z_4l*qtqR_wIb7w}PP|AGVmBY+KAM>_l4!@ZTR ziqv@uIVUWB%c$zf(_&KT-)Ru#yVXbLA%ktFct`T++bSL>bsqu4b*_V5@-m;>8~LOqW)&*LSt}-*SuRQkqIil>%!Z{c%H*|tU`IFogp`#ZiA*{lNxV$bHT+(g}X^?-p zs<|tWhvR-xL(+-u)ggKO%y@SEw>#XtPUbcS=$FgWL*}nk#E2q{H=tuJH!9eTcmr`A zh@k8WbP$%RePYg!DBgkvwZd(DReKyWCi;RRC05Geop&d}toX{D%mSi!> zjv+pTMz_|`I{kF1%g?*X=pzHCSWje@Z4w@|$2q`reK~X6jfXd1!z`^p4j<9771;}e z_r&B)ojh&t^aq#kCU<2p#xFHL7}=|t#RSMXqu!E<25@^M#>~la-+pvon+(hJjnsl#EzwE7G8EOUQl=Y}?1_aPN7&_UWfiXj<23kT7UJ{P_nc>S%QzIlS zCcVAGbBGx!g7$elD!YWTB7M-7bNYOiU5RsTl9q={DO^r}zzrjCl^NGI6mi@)r0Fij zs1TB0b03bhRY7lWT`b%(%U%)TRi0!KZrI*HplL@WoB?5?FkIp$Qh?d2>gBUocYbWnft1Q>p+(mzvt}85BrBiV5*EBx%AV*Ts}(*rnbCr zfS4QMfbAr*WeHvxAU@~fp+alX?N!GIZsH+We;qc8XS&M4g||Ji$*m&EtJ)&rsDtb8 z<8@&1p*$^KJc!b3F)NxAN_I5`*<6wE!fZ~cc8K2T*R{wgsjUtk*3FFz&aVcsEap5n zVk&b<=QvsY*{FwVO~<)VnsGKuJI?oiSUGVQE2oC9sP3jI9|ZmrLJ!6Sv9$qs1Uc*+ znE9%@`0=E^qcJv)n5y1nDW(3ky8bAtz+Xle=*GqM5`rdX_)kdU#3>wnCLXW+yW5ey zEqfLsH(;*094}Upc3cpO#iLn7IQ8^lNLV3ZR1`VU*W4f+M6`~q(w&in5-u@?IgPNB zG~7rL0HBv`RM37@tqit>LGC7*`-+kG*~VTg>E3IquzNR&Hrck(LjNj~rExNawnxdX zoTeI#Ytlm~SIZl8&ZhWdH3*c?;Zao2htXLn;OB&89wuEZj1)JoxSaWTz?F-01Lb3b zM*k#XT6V>Gzk@m0vbm0z#-s$um%jwHkJ=jIO`q4}XRc|=FcnSm??%*mmX3~OH3_Ot zJznpqw7FAoVQeIvE+9p7^!bW&xlC(#o2e!+#!=5i3#+qkMBVn5X3#72*5!qeADq>( zc+VCG8PcK1DNHt(+!RcYg?*l2lnSQ}+K2!AAG(o16hO-2tS_bRxr7VK)KuOEZrHl{ zNiJSBUkd~<%Twi~RDVpnBIcujmpng04Pi4OfF%0U1M<7hZkKGmi1)-^QFN@n{j4_r zI4+i^buA9E(xgW4{>C1*i4?j3B^U^c7Ag8j8a{9COqHSsO`sI3Syz=#Wp8=mP95qU4b1Pd@p|H$$Fn z#soE)+yThLh^u1D%ADAEtC42(1^X)RQh7`L&SMmM=%oW&3;IyTQCBugb-C0xhLef9 z3!y_)nkf;8+%}+d`fUBiJPoxxN|bWLsclcVEo@FafKlnb|90(%u_vLVln2AvAQo{@ zfzfQ*NOnEQP-_1}jF}mVK_z17GzG!rENr<1me%(0ev<+$%^e$@gMp(5XqgSil73*X z7b&D$jnJc*`q+4#K|}5YaU~@h2knJ^+rj}n`cb4Q?}oK7`Q%%+C1SoU7Cqi}L@*%) zJF&SKU&D~gkY=Hr=4P$PrHm&AtV?dNP@6x0PYqknjHhtl|Rr(23!wkH{wJ_ zz~kwP(51J#s>?=mkNrFxv>Kn}E3Ciq-pZLYmV|(~RE>Vq4f^4xEmq9Hmz+zkN$RdC znnR=o#PW2k_M09C!c#b%7ERxCaRa(OqqF)$EisFvovbLPNLf=B(#hY{ za98|MR;FuyZV_s!DZ`gQ-I%;(L(0m{@%sNVB*jFCE};}*l0V?BONfVWo-j&xw#%ox zGkFIIk0MM9`VhKWB|BJGyKpX4PWSAqX&g5?-b|)EamI<=^d|ji@f%j(k1^RnQw04~ zH#X?D)X`iOu^iL&l5$+==BDJJ$s>AL8Fqmvto$B${);pz%1_g{pJ7}Olb(V}%pa>_0ms1S)yZ)_FKS$Hlrb&&4-CPsn^77JgC0zgt)Q2{D zlzy;3+k)s>&x2y`vHH9cTfzePjMq1Y$bENVh5^_%1=lrnk!tcn&`YIvxn zYKtwZTDLuSz}W}kKQS*Ju`wM}g9%%ZOZ3@^#2h1X%K`D-9&OX?J2R>!%RIo$r$rg-f!g~8qM z{dO2l{=P*Go@pbC;7C8oVo0cPWW(#+( z4M$0MkKJM>+6c*6D(}z~4vP1_$$XU7!hb3u90kpOJ*rDcT;Fh${MzNnP1|4BrYLwE zj!a5q3swC~vE0`gBt-wZw0MnkXb#)3Xqe~WY?6K_>e}fdPUe0)=9go&lAHnPR{xbV zI107&*HFj=H-EjP1%W#tZpQV%^sk*DcGP8Z2+Q%ZK#$e=7XOzU3ghesD=7~7#x`83 zQ+GDpWEKVDJ2V))$HxfyWZfwL)d-n2=39=a95?%6f2(2r=0{}~3k>dQ9FUujJ=;Gh2Uxc=Q52kP_>iFd%SG z*dR=mi5SbC|JrS!XLhyi!g8C!GB@W^6JaX{^Ae$g@UDH)oi=a`XAsJ0i_l6B4vj^$ za_W(Ka_5ujk>L!wZ`3c}E}T|)JC~);qO4P7no0;Fc+}1L`MPLKL*M#R$&_EWyYs=D zE8AQ1sNv-xFOr5|ug6x%xNOxJ2QJim^Q+oEv3;UTZ{)KWCi;gjo7eon(9ikI6Eg6EH+Kz)ZfhFVI_?W%z6A5YyWQs-4B}vp!tYFBNAPg$R}>H zK#Hfdw8E^Se%EwZ_qW5*BBycgyZO?Vn$A;YPF%+n#*B z*V_D{!SaA?S+L>B&Motl`x89=yzmlrJ<({$(o(DJ_cJ3>i!+}&rVR!tOIs`5Y1>=6 zeWPOghW0wb|G2bKArKG*aHBsO|FQ4qV=yXb=4BzNcQa1}bHU@(I;-tMUN`qy861Pt zUY=o0zDEtm8@19Se5c@(2;B;N1 z|L?g#KOuJc24LX!-h&B6hb7^OK>SHTa2LL$FfL>?nzN7- zhu8JFSo_D?3mP!f1bz#9VVRq>A7THk2k?KoM8ItrkEEzqqI)dgzbwZeTYw3f9rl~e XU$R&*O3u6z0)GB7wj@3!xKjQPSSbwh literal 0 HcmV?d00001 diff --git a/docs/images/f_byte.png b/docs/images/f_byte.png new file mode 100644 index 0000000000000000000000000000000000000000..b8a82ab0a2958a34ebb6a12ac82e1a4d757eb018 GIT binary patch literal 23992 zcmeEtg1d5EbxC#UW3>ZikBESKEqkp;5K|mlYT8N2# zlo1mn`{-b2YGG{x0U;fhqzSL3I)Ia{qe2dYATBJstAHMdDJ+Y?a2ZYZfgBNCHWE>! zCz`Qp6@-C7PuKh=e-09ZaKDT$!qAl=0`_Z?v%TKoUaG9Z-e zXNeL)FNZJH5^^;0ND#vLwT?8p6~8+AoqcS(9Rl5F@ehc4ezeuPlmNW{u$gULxC+vb{#lJ&14shzAk~j zAWX<^pPL2K5GC~87LWaBG0xJj+Kc_43DYPv z@FQTmS>q_@48FxAne_)4h8()?41^f@0phu+~+BAOY!LHfR4sIv%}v-Cn?=-M7M$-j;eKisVP%lSI=`*=6K)H+PZ6)42ez zMsD?cw;FaKUi~d<{j?FZD2=Joq0Zy%p99+{K0@3n6=+dWldP#}!pE{q6{`(EDv^&ue*>5&f+pX;Q(ouN7EkT{*jBKT3jt^9EiFPyZ;^impy z4`mkPtw~kKXw2a3Wt^9zl!xTl*wcpx(YfHL`tJ4~)XzILlXDUkuvReihmCn!@OACGYI{)c6QG?XtJ9d2G}2_6RI^lLCZ*I3+Ra_s9oQVqq<8we)3opCQ6CLM zwfMt2?TLo|4E%wG*t(Ir^6-4icB?0nYGcqy)d98Y?eOW->KrcPB_#y>;u_uBF79YB ziV%Y(gf91okNt1dh^kuAS2F@pU2_DP;kG;BdN+_4{cumA{mHP!{oP`bi$qRpS9w$X zwLg()A%~05YN5;o%6@-q4bSn3i5r1H1c@8P2PUQS?HB09ujR!^{P5nZ9JhXC2#9&) z$l|0dBJ>!Z-T0s12}+Y;Mt4&TNE5_|Nu$HEqG<;tQdq^w8WXBS5D7<96vstK!#lvc zhhCETQk*Cwt4le5d^h!mIOc~kDnW2>f$DF0r}v;xMhVUQx8@wp@HWCq1u5f%=G6B@ zM|}`Q!7MDQ!;nTsy7X`4ezG#-*F(_#9IUadAh8M_yCawhyD~iaLNVH@-3YDwliUr8 zvD0iF>GZ7|m3|=Cs@a*yOxTC7Z}1kL+IEEmjZ^wFPfQxa|p zl$dGaR{4C35d+=U>$>Z2)=k$1*J%ym&sb`5#3}X?4rP`LX)tpVl|H<;p*$kbqST{u zj$4kO?tgD==77%gm7W|oZfKxofVy9EV62~%CLLQYoSG_}qHs8`BL6U#U6oO_nTE6k zq-Isd#gUz^peJ9MJEJR!@Q5;l!fs$O!W*^+zx@hGdgzB!9mQ$SrW zuU*AE<(~G6Z@=1{J^k%SOtR=uab@B3#OOH5__8H4I}wK)foRlM0(Alu0!ir?JBw>87Vvv>35zX@%JKP1XXSF8j6$1l z#3c+<`eki;50TeKaJ|fCU+|%NF?&&ac_dR%mHR*;#R-+FWwn~cdc{hbIOtoKvqf@bS~V_xANju0 zKSwhsZ3+Ip8>w8)GC4QKz0f#(8)P4Y*wx)9ZmnYKFtN#%%ox!%Xrlgo^vAtCih`K@ z+oA>e1qGp0?F_2aw`oUgEq00=W*KIwDQOMqH`=LM;#$MCCAGIb@rDES!#@^3xi6nb zCDp0NPqUUwmfKnhSY(tvsADJ%Dxs+s;>m}ELBKn-!$34)vZ{I*PMa+!~i|UMuMw}MC7A+AS70uME6RCvXVfuJ?mXoEM z<&fpVy_A(JK<*^^J7^oxmv?~&DYHDYTB%S0Ilb|V;beCT<255i3Ik(<9)1-@)sU`^ zo={U$%fRCPlE)&$;^ZP%(~9B2_kurkbGZBnB+n#B0wDfn_h$EPPm;^WuA!fFeO3*c zH4XY^mW7&!u7k#cqJt)dNrN?kn})rDZGjs@5qv9(fQY1xcOf@s&mftMuEJ{Yy-J=l#qDK{kT+(;(8QDm>7P)RW4`sM!OpK;w zv(1hjCVU-m8N|3#b60Igef({wI!Dv4%ujzxTk^q;kIsH3?+>V!s&-*}ZbVyfNBi@~ zH8jVwrhul(3;7*}?3*uwX3zDo{Q;M-l}IDFjCyl*G;YcxhWqQ8JwmuVZz~z@tz;(R zx4%is;WBtXDx7jT_Ym~_Sl1b9O}2T$dC_>Zc{mRn;$nQ!rJ%nnohk*lUT(bk8J^Rg zajMtj3QfnRQD5z#Q)j|qUuS$Z!qIMJIb&JLp!?va*WDbPVPygpz@o}iZ9di^L72I z4a&5}^wvVy0#d!uQe5N4BibRUr7OW9{nDL9im|4dg7wHB(9Qh(QgDmrbe?l~bGAUK zXVoFf+=AN4#||4(M}s||?*=t54bT?wwj{`Wa~`4ICC}ft))b`hq+|(VgLzQAqqL*4 z6b2NCrNm^Fee-Vk|<+*YIV^ZQw{nEW>IcE=SK-aN>Ao`OBXt zhsn1wbR)zGyo$P4Z65ca&N|ZSizKB?? zzEPL#4BDys9C$E#Kj$^vx>l}mwS9NDzeVd1n!kU4b=p_wBKqn0@uBc$OmO&K`d;g7;9B)!=lj?V+&LUvp%=dIsU`&UV1WW0 zgzqtwUotWTbT(nBs@hK1&w!Fqa3I1Xbp@{&Dh?OK{+f`tJkw)K6Kv-*F@%(a!6LnzsNNna7h;8vu3WXI&-Uy4db3k~iBnqg(tahaQ+a1|*61#_hL zcmM|@+(b*pR6zma1CU05fPo}{fCW;Jz%2+#_+M#BNE!&}zurSZK!jL8!2Gk0BJh0u z#RB(hn}0l^yA-E6+R_5;E1#tS5E zOq@QGx!G9TI`X;+Q2bSc7f8RpW}+bbtBRAA0EL#qM=~)x2NN<*MrKB43c)vIWMupf z#-_X~;*$St4&($V%$=OR@G>#Ey1FvDvN75@m@%>N@bEA(vof)=G5|Fg9Nlf5KD#m4 zI==fyC;#e4+{Dqy!QzXPg`F+gYrmfj?VOziC@5YB`mf(VzSG3b;=f0-b^Iq;0D(-e zB}^=g%uN5)H_(*-^)2s53pW#MZE*`5V9tOs1X(!Q`Twf_ze@gl#D8n4^=~a%ng2)A ze=GX`o2omSIEdNV0Ao4{{`Y$QbKHL~{AWXcrdQJcZ7TjT&wsrICR*?fKhu9Ln&2C+ zEAwDr9f>T&mDGSIz-52^0B0D22Do3Jz)j;+W6Ti)JcVV%Mbz9N53}Giu_dniRxmk# zVkSq5W60$DAtLAc`DJ5ZZL&d6V~5sl`&D}e-hy5(&CSjGZ6|c5&Axi%|>le}Bm#7>kVm zpj2VTf)R%JyQ`BNLIjBz^6!d(`kf!3(7_dNa3f*=zI$}P+^>QVP-K65eR>Ot0Mhu1 z)EfYS;P-cz@VF@H|MA`E-@_qb7|MUa8j1YvXG6e{ndhPXZLh#fEeVK#Wc9Uxn!o=r z2!N<@_`jbI2$%{A2$7+(FF&>ZuQ^2k?Lz-w9cy6t<(jBBexm<-iv5IjMXWSUIF`=V z`S)kq{mvZ-{1cTBzZ?$HmC*_{upBL_Z>hfd!Y52tY%f+;GOwU;K`13s*mCd|1bVd=`7=aIP!+>eh6xfVX0XHUk?&QTpAot`1W{`+WNCm(fm zkSNGj(arO-nOtV4cvrB5p`g5!v`e$uKAdH&EsTC|tBB{cWhh=?;^8-evxlub;-lLe zgcmHht~?K;Q{-BcqSJF|t{Td(sJJ|^)J&C<=-Ha8amE65G|?Z0kE2aU7T^84zY0l) zx+`a80LokVFL%oNQMTXRwcQf0;I^wR&rUuJeQnzbb6z zdtAYrD8paroYme}u6l-`=(rS_yt@|z&51LX+4=6yB#GITR&a?~Xe=pybN<1*z2fjfAXL5JyJYM=Vj{ROiC;^A$#p7h_P&i4UTYH z9i@;~c?^GHVv1y(G)Pn@#PZ;wEjDK|HC%3JFUOZ4$)VgHmceJz=eGb`iPEensI`oH z>y0vVErOH9LZXJTHlV}Q7^Jmm}ruje~TQ>=;4bFWV6Df4@S1t_5C51-6jEan(8w_K) zBSXH!Ab!ab^F1{fPH;ySp~KG`7D5xDyD+j|6hi>@#(6f2Ab_$_W9&D`%<-j;@8HPI z-37%ZQG#+!up4#=1O3+S(D6CYpMKKV(h&sannc0!+OoV4j7ob)saeljt3=4!TZb?^1KS->~JDO;mlzKh$3>> z)k1V3xm#n6eHR1)8vLx!!++(d&wi~$yg&!D3ib91u+y4PA66A5AqjnZi&UhV^G>nY`&wwRvBR91 z1yV+&+|)HG{KX7>wPOOdnY1h`EiHOKvY^~z3$HQ@9jx5d%M%vWrM&@D2wTZ;kUY`+ z&C%jvn*;3lU^-1YuX0hZS8COfr#5a$y78RXY0%gBu6H@8J&s?# zS5_JU^i5~xcXT`o?ZbH4#&cqpW~_rdcH+C$V80rxK8^Vwwunhd*rh(I;wB56yd6}5 zk_PX0Xe<@O{6?QYs%tA|%+kx2F7=E4X;LVi7Hp%awLgS{L=-8nH|2U;`4}zRP@(=Z zQ-0z{vBQ;TF@)OvGJnDs>u{dYw91ek38;S!`Val(xR6)@8tM}GPnTCAVB=9fHT~wE z8rSjEq0*bx$$b+(#u+7H*>O;VF{(G)5&pdLqoaI*V@7@9+Rlm?!@Ns`J4xCxdMqZ` z#ri32TPa7_3TG^OPb)Aus&wVI*#uJygia0GtNw zyEx#P7xtKT^_zr+>4o9%wvK1e}AY#v9dgfYEG%5lqNP z!Unr__r&ugSfpXr-j2wc2jsq$?c&R!f?*&@;(9oGi02)!QqfJP0$$iTYfZWJvHgJX^2H>#xooQS0t zk4?=|_M^nlXP$>B)rLVDgWbkR``FCu+RdiF<g{k-5;IhZq8jyee?!*CT89(M@wlx+AwZhkfu+fz$DQT8>5Z*tHOGAQ?LMEHYy zGi>GhmE2wdu5IqpbP_F3U;a$$5UFbsQlS&%n=s6A2J@Q!5h&Of1*)@!sf}tk%y%~` z{w5`nv?37(0rKAWA3iYXlWya~R5BA)kphd*{<6+-f1Kc3c&Iu1+&3P#VJp+b|7H+# zoc5DAXmALdKJ}UZsYE{!4l|~nTRdv~faOc#;4kxK2;Az&=|7}Jf{q+#a?wr`d18LEEE38&=th~glD@+>yLqJ3PjeG1gp;i505RWhiIwhDBA3eHx5N9iDQi$vQ- z6dq?CXbOI$BV})#hJn>inMC(H~VLVs@x0yMBOm5g@*7XNu-fmQXb0uH5g_A|9=Uv`K}9w^cAp-A1b{lU>5_hz%FQ>l5| zUFr0+1%nr`|LAGYk9JwVHQq6{3R(M)>d8*sUw+du^3gm6f#9R0z2C&I7`;F0KoqgM zd$eG`S?cI@f(_7+r>`>E2S&Su?SNTxzBqpaqPn83*0v(>M!dm_9F}=A^bt}In4l*9 zU!LaiR3H$sIm4A=+1R77qZd(%Aa47wL?L7xp5#jC#J* z^jib+{IwekpBJ{0=R{DRZdd43_#GlubvC`8UEa`tAuGcDS*W9I#rW|y!OLO9wFZ`<+n>k#SBUX^8pru zVHwhSzIOJbv$}*lJh^#K_d2LZQRHC3Vr(MjC42MGkN+@pLGJ<)rC3Qg#Sg>sr{;;k zdgMCF2;XK9orUjJKJvfO^Qt*O5r~fHxE38gLaoEDh;hZN=`o7U zuJPRu3n}jiN_h|_##Bs_n=_=}!7-$s8DiIUDK6m*(5zAP*Z2L2DR-h@^bs=p-)OdfPZbUxF%SGk_I=13YNi) zvbT0tWuP~yds3W&3+rAa4KyP%^>akbO&bw-q)-I3l_8%TCdV{iOIeW1Ebkg&(; zPrs^%sm25-4oAvW%u6>?RwdUQ#lmekl}|f${`B78~5|aiYwDxglmb|06Kn z)Z_DT3OPEsbrN?DQ!ij9_$^W>DG0jMeWA({MiSR@rU;2c^959YA~FJUeUsU15Q8~R z_367O{TC&lU7|Aj6^!kpJWGt*?2v5iW>$t z6f~pT3Prx73x;C){R82)P?>+uGqbzq0_=8mM2*Q(JTsnmGgb6BaALaCE<3f=)N9yEJzEF*eFA$w zz8H-bEEX{&Buhco!Z^LbYYmg$tqO)za)Y7vHG{!qf*Z-7@r%P%4S7O+MJDhFuOv6t z8Xvb@jwBXm=JStySsbxbDd=q~)eUD2M%YCM&rNkUTb>PXpTOd9LJy^%GKPvxdsrTM zB8R&oo};|_-3Z{EbpPC~Vsq-7>B8I|G$y+xHqK$1=REx9p_Z=mFRLVw79tUL>@y5$ zVi(0qq3IrjXyvVW5GT=Lo5WB6AV^QQyq8wMSkqJHnd!^)3~}H@3P^Sp%^t@j4$x@* zhKR|LnWZUg#ONunpk$L%f;Wo)K3A@jh89%HiFoHsTsh{@{U!3W>K*6L_2zrAviGBI zXK-d0_>3z}V;D}CX}*eADv503fK^x5(GfFf^$BrAOB=pSCiWQrUi&P{?|?Mm4TL5Z zV?=tjAw=jlL_tg;@^3(`QH*xQgwp)e=EK#beNd~AWF)tAwB`)zb}Ah&=U3mAwc{8s zPEYg9mf)1>Fe4-Snqe7m*l@>u7XBcw2hnBcXFi%nyW-_-8O9!rg8^$xDm(Mc-GW+q zOgo51+luoB$E%8sw+6`x5pSsdIo8c=u^%w)5c95`_EX>O>*u!)Vds@wT?;jG4>64F z@@?T!(TLWoBVN^%nl23!gT^Gv7)o?MkKy9TROL&}>w>`nN)9|{>_g58fXUF53hBh# z_JE#|dOb90HRK)S|Gijmn|yGT$k%+Om&wU!&Ck|XE{YXGn-cVBAlor`wi;f#!Tuj< z7=31F&5tlDpDSG2DeF9^y{D=c{6)sd%wd(??gIhBTq!qbjkhfC-J3wr#jQ?qr+MsY z7p)R}cGJUO0E5_bI7k4r z%e>MCgv3lBeypVX_*SD*}^3vjv+~?a77Ovs5gMBn*#f&2G zz*MRm%o>dN3a6fWdTQTKS z1vmuZ@i(!Z1~z~{Wg(V^@iq+|?DO&9{nO4y2Vbj0I(xA)u0W(7iom=lfT1C8IcOb{aNIMF&IapP7&HB#;(ba{ORpC%%s;FWt$b4mMq@m3yW7F?TTE z#hAc*@7A;&5(TNK7qNe>G$q?hakWsc`-#vt5QsL}aBKdo zm|&c;)`|oJa93;IxKkb5b+WTu0LkWCaK37_@1L|ijQdOsdi3+P#t4#pPQClDo2vyf zfVz^OxR%jD2YX@eVlO4)fa@!s;)*&>`OHR;mPK6)3DT73>|d}e#aJd`mFv|L(Ip_m>bqM#y*Bxjh*{K~?@;s>v(uzFvv7Zitv)yOWUhp2*YANMAN^ zI3(QtRjtQtn_S=d=eCsad1o;X$CVh}MAyWf*8Aqq5c_FkM2)99 zHgPR}5iG-XwAANeFSbYjBq@Va8f1W>0Y_8_PX9+IIJc+W_j%t2Y`eEe7Tl$D$8d$m z%?tQ$#~1(-Iz{bo#d0v_z3jFs*&**hFujnDnza=YA)bZ1xE1SrLMt$u5`c?udDXh& z`f7cUTaEnje6Nv!E`b7_uenLT*D7lr9Rf5Myo*RgXPBM_F-n88y$PLn?Z3!B zv_GFB-pknh5qO>%KnELQvZm|>=c=pMBrG?ZWjZ*VKo72}`tDdy+m1Sdv11_q5i&ao z&aE>&qrX3oYJ11b?A^`ht(4+-HraY(u?+wFV6mGZitDU>vh;_S6kgC1Dvv)Z-`V_k zexg)rKm}3$@cP50I>qQ3!!1F;ZY~bsSB1&}Q0y*drehqyCI?S_OnFBcv%&86hwiQz zcFb?nDY$aqWFE}F;PE;vGWd%xUq|MRMkxuWiPIE#Q^6Dolt&lQPRIw`u&RzYI! z)zeP(xNA=P=J(al?Zh{Hl#y~H#~*frovzl?Mn@%Ep$8B(`QK{5!EYlrlAG70oID?S ztuy?A-s>*UDKM?%gGD`?eVu29?DyS-5U0E0ZWaaemEm6_`loLC*=PXQ&+G|FfAQ^r z9+d5?EcIh^%%@=4eQ=nlWBL@L>)Imn-5GEQHz`*9;S8fHQUUA)F0Y{c*nJnF?D?5n zmk)rxm^`Ngat#x~TPwU0yq9?5eb48|;yw1GCQu$Qm2yeBb?=98BF z7-#>qSzU6XZ1$=PL;$Ho{&g*-GiwjSrM31LCz-w6xT$7?#zY5H!U8nLDH0$PGr1uwZN*YJcoy4+T`uA2hs=sg| zgzDf?N4|zaf~q30zfjB!Rn4C8$62~)!iRqZ!fDeqS+lf!xDf&Hd5xDMX1<|YP#r|} zMTBLZ$cn!wM-BD9@^if!2Dhh*emy(*sP;$?Gw@isxj8I;&)}DaEQM3hHn}2;3<+H8TWg2pUI8Y5;)k6evSW-Ch{)&M zj<&;n6E(H&@@&Pfh=L=a+Igql(kSjB$?rGKA&98)HN;or+~rVryv^~mE)LM%il%p# ziSMcPh4zl%e@THpjr2g!-n{G|qSdr&3;Gg_c;8fymR3~2MaQNktk7#HZ@LEoOi$;e zIpn9)YD-X^gOhD(F@`j;{>cS!#ddG$vegPa2w^Txf6@b+ZKm!I`5YD^Rx{n6S<3iv z%nQy!p+FR`dT=zH|Em%1Usl}yrW6Q@5cdep{&`msrebDHfeT(&#NfnZ=t~t0DmlkCxrKcqc@<$8{34uoG%O zD)g+Yu3R*u?(xf=Z7iTSb%^BE0eHvMRRbVJB)khDk7%5+bi8flU0c(<18RHn9jgAM zv5!X62C<9Oxh+EC9^EZl=T%LaZV7p7I~R_y@hN{T`IHdTZM(%4nuz9|1Z~GELYtXx z&FZ`Ki&3$ktdD%ZItaCXQG|9Up`n9ye`f!Q+Q$Kx(G5+5;1;HIYB51gr>Y>h!i)?#nu2(DmOcdXPZ3$OA)(FIHT9DLprh;boeRDT@(u`MVOtut-Jl1H2cYB zxxSp2%inDtpZd8C&*l2aP0N|(IZol=1kF=tH44J*37noTFsbm)wR2GiGpAKtI3%~{ z`Bd#HM!!+ex^22OKw~r>2LM22J25XMD@iE4>l?M+h1UlOWyw_FWyHwi z*-8SDe@jInP1Q8L^^MRre_ilsXrsxOUwTkQFqKi|?Zx;^%jjE&1GDYY3P^n7TkpDv zUlru?Z>KZst0!i&9~ZHhLs&R0ZUlxg{smZ7)o%|#n`!UJs6JI_5F$UFZdri=08C>> zV6wy8vP$B12-_GFnZIEhtmgZvT2yM~6zOcz=jMaBt!r17%0V*>gRQlz^S9=PO!O*P(6b4_l_BuKGH?f^&lW$!5f9Ko8US@cjWH$Ld3=yRr2oLd*7 z%~11ESp}?eWZ9(GroE&9`}N`D1!vZ@&edpl*Uz|Ch0es>Et@yr8HI&oa_fpYNxbVU zMkwY>B@NFOT=jP|q)g8)fBixgpe>fU5U#yFP=<7YlOlCKd>69Tt^0Un%e`{Ouj$Qo=zB{`@(rR^^i?FGt~4}{@+U?PN}LYvUl<%! z4iY33WQa#A|h*G0yKJqR3hG?gTbGMQ)MraK=^^Z4bj5m=Qg`W zyj7~>;eQ}lD=7eUtqlv^i+K;tD?$nEnb7?}A@a-sIMlAMPxgS!TpOR0rGVT#EU)f| zA+SLotT1Jc0Lpi(EC+U;oXN2`@SuWe^bbBr`F>|KUWXGK$CNs}gCl$0JiNvSwz1k% zWkARxa`9E(&SK*~m`o>d#Kz;_TWda{gAc<~z;)=%g@_C4Lid4sXRMzYU>L9x+m_(| zGx&d|{XY!%A5r^{lKGE%{hx;A@(oD6Wp4~?`(p-iz}_$05^t*T!@^UWs?I!JjEe8WL{+iM6*b^rPc;a!57@|?w3L;6*JgZcw~|yZ zcB?NvkGyGU^91ucdgrU4W*h@xq=<6(r zPa>d}pMQL~IhZc#VB;*ms>~Rwvd_nZX?8xU(Af3aM0+ta-+kj+Vmi)yu#ay!71}n{ z{~1~giIM__3<45C7&!Ik2OJyx@8mDcRDPTG^ru6^Y1Zx3?=skMmE$F$2!B_V>{B`f z9K)n|9Q@yw#?n9{gTmG&xc|NT{~F290tyc-k0n9!x23}QFwEvu;kax6-`D-Kc@g5L zaaILv_rEUELLn-A=jyrG~t*XU} z`>96Jh^@T?>zHn<{_s;tn)(*du}7g8??iv53V7CA+SpVQxSp>5wCwbQRNweg^MqJo z(4k)k2A8xPH_IucGK-)P^RheT)m#6`FOpBo&-Og#;qZO-x;kz-DbsWLBXQKUlWlo> zy0+i{E~Y|e28pRPm&E&0nZs<9sLp9m#d%x=zEsKQJYj#gAV$Oc{t}TPBGeRN>fVdF z6wTDqFOddD-+k*Xhx5J~hut#&)%`(r`BB4){!zWo9=Ymt0qfWl7@ZL;QT2 zv}Sc3qw1Di7MgAxdn57lkS=aFVssu(Iyy33LWo_y2P5MfUL7sW3b?L^QG@K-?@TjT z>sXcvIIUANs`B!F?k_ggdR7RPFbu@RlK6vi(B5B>w}IjlQaXcC2rEdRPeYQAjhk)8 zULs#Ei-l|$w7z#{RBS(ioQDSdTw}y2mMUeA-Aa?%_Y4o0a zR4E^eXVU)BO(5U_rh4)y7P9YzgxA{1@ojhBh~ffeaM@LruG>467e&6oyt{@ss2OeI zeQe12B(s=Hl~$qKH1S;Gl-S$ieNfpzDO(gk^7S)tY`GF>FQ~fpLG*Jp-!b>i8ifbu zOzxJ_&NPde?`o$%hfra7CqI&NqFE40l%}DZ!?BK5U@{&PQD6c|l*vdsM|q)T$HUS| z#rC$TPRC^^gVmoOCRDR+@b@VMRwr#Y^&8g*vt#!M1}~O2^WXtcgKZXv?IO3_i-VED z!F*jgl>_1)`f0<3Xx~F#EY&ss#heRkuv&tnJTA`ly z9=GC+mId?;O|KOkxM+vuk75l2{9f8MJPlI&(eVGgN0%U#zf`DI_~!PlWv?isqNwP7 zgTdLKF`pTat7%Om|ImD$8rF)7?lcZ_#2c&Xwi$I2yAY-bxJoQV?w^bYfoOtSJ0B7% z_Z8CFOXa10ISFU`-0%Hx(kFJjzM87DR!^O1go)-}M_8D1x?KxNc{HTBVT=@!<0a-h z0w+|$FId+q^!z3`ABreIV^yJ}>1VR%J8mo>RzlVgVQS8KdEBWY!so%nrk3X1$;T?$ zy8EO;nxB%IXpgw)aZqW?cd*>n;yg%OthMs6d_<5SI7HVrbN*RvTikN{Uwk6vmpM-X2v7r6%E28ax;p9lwZer=xu9I7-h>wLPubB6cCpWGbMNbI zmk7##DLd0?6gg*ePr_9iyxh-LVe(`t{V^TM-D04ItGon7UOO8*AIww&bmM`Epf?*j zo@}h&)hpe@QxLRun6dR`-cx^U z4#AU(wP2=JObmc&vZ*93?0iM9eXq(5lDe%9ay0<5H~uHtfOt#-;;{u1{HJ($VU~BO z*ey2xo_J1OdJcFzeHvyP>#i~S9unO+K`ag)+lcUX1dMDX0!0 zY+-veEV(#t2wu+_jaqop@lLh4o`lb~#XXII_a=)ynQHAqg%fuIX}y`%V7tZ1$W$e_ zc)r~46>C1is`EWITtcDPdM4c#NJhQM(!pMG2)a17mo9AK7+5N-aH5UXp@OoXccMzm z9Akn^xJUnHmu}#2rS7mN<<>z5DDC#Sx9p`lHAt#vP|W5%jd?G3W4;wJ-iJn1Z(>B~ z;Km8!qlx)uwi$ziQ}jJbH%Y)I zmzTYd<2Rl3BsgC3uH7U{kU%6E6N}HOq>|KjZj+KzmaEUanPO*TB zH%{+P=dhZf_o=#w#|`41OYWe~cKekbu>ZteYC4Wt{6x&_^!;Q(S&G<%Z^!51sKIe0 z@R!bv5HKt8^?1FxR6fqF9`7#J0|WHaXQQYE-Hh>maOv9jyghb~+vzxtqI+Pq{xhJd zAwZc*g$}T$Ea~tJoJAcvx{&i{T;16E9dK8S&t*a0kFYWwicD7}n(p3rX`8kx$!Fmd z%$WY%HoPjql!NS$lYcFgg)l5lraa!?e-k4#y$2+iz}*q zuF7YsT8=GUWqbNY#`DA~2NI~^t7NI=+zi~-zN)`aR$@J$r*y#dX7M-{y_!|I%n{zK z&nMU8VrUF9)LoN-0g>ys&o>=*#O|AM_4F)1`rlZX<#@Yndj-KJb+nC!UD%l2r#uoc zi4^5}oQQA)YK-q|{?bp@&*HW>?6LT8q;7DIBGs7&xBe>1$-Xp=k-yH1vBa8OWvya= z%Vmoxw*PoK@qN*$8-LzYG>oNAB}d=+Yi6ckXl1at55IRUy6}13o^sYk6#O+Q8KGEV zpW<6&w8PYJ@;ER;7mBO~Bm2{+V}k_6_cBaL)Ut5DZ1%_5t_a^>-Yk3C9THII0UWGu z2IXKe9-rr{e^7d3q;hS-qwo?+jUTlUvm>zVzLUjZe|!v+CP@kR-i}CnX%!G@uoRs8 znC3zUAc@3r$JeAUw;|IVzP_6EP8IMd1e+u`M+;mN(o9@|yvsZX6}8rihS;%jHkiK% zz}q7kJJF+MPGf>srApcnI1FV*0aw~}G+A)=6UR2L`B>+=78VxvPlg^DjPe|LCmS`KQ(_<#KGxbCHi% z&TCuptSvLhcKXaFRIN^z09*+DfewG5A3-}_C;G|PaOxb6#m7xZ@#)OK>rBGV$<-j) zAgNJ7K_QvjFGX2*T}-5i=GLUY1`o8^e8B}kH_hb3(BBnCebKg{(!ijrgV~mMG2+qP z?#E3#hgOddv3}f}SeybLm*1D&Hc)Wov;t?QH4SVAx(3o5@SI*YGk22_cYJLj|Hxzt zPbmf>GaUb^EnXlY&O$G^lfc#6%ubnRrcKl$M zME;Fq@B=+TfOPj(j{*Quo?Q z($uYCO&_9du{HstuZcnZK(4xF!er!H@p42={tm}L9jCSM0?2{RkM%_v>MXVO(}gvr zg0uPie*4WD8(%1UUKG}m?@dijg-1LdWY1O4fRfd$Tn$3RlAR#&xm{D=$niQKpgJ=t zBP1t*Oc)DkyhpEoU#J+^`E;{#QvVYG9eI|?@0}xDmDH!g^w?jufA@#T)iN0Q`n@uI zdlp=n_^A+X?@8Ux@&eKDs7^jl*>>o80tl8btHKK*c2vkR`x@W)BRm9C;22mW-2!iO zF-Sq9QYEzlx2u6|zYo3BkPdWjYeUeJ3+ofHfr)n$?4Aypw-i2PN9;GZF3!4_(tj9= z3$nethy`G*h+4dm*{jYRm~Cz3DV#2fkmEMsPy+ph;(+r|-`bAq7Z%(7FENbkCC0gm zkp=OYKMBh$0#r3roXZ?&Xa~azDRaRwoVjl}skG^6SB{g~Ht!X6HnNh=5N0-k4O`Dc zKq#Pf>OLLDKOML05l@CgM57UTRsAAf^G*jdBbH`3$G^IdqCe$lU*E_N>Vpjy>H4$Owx^t zpyN5>)YF}~D{&{dM=!QZM+?7FmF;-Qw~XjQWI_4P1ft=s)=A>! z3bkUUR!snFfvivL_4Ng*$1XXa52#ta<_l~adQa}Oh}K?)77mEZR@qEXKrD)&CWU~< z`qQ5)kP;XSrV)@Wqfa{y{cyBUwAre`|1GIzGn42M@HEvuKq7zKd0a<0W)rhq*H-|T zw0}9NqzPCD^^Lw5rih!Hju$;**F}4iojO&wtF$pM;H-CvazSFYt(t?rFIhR@CAV#6 zz6dM1s(9clzwC(;y=+noDW~YUr0LDFjq$5m_)_~{&5-8pqxs$jdMfZuYI?kteYo|5 zM*ZkPQ{u@m9DORdUsAAGa?P8%I87TXmi(+f&yu1_9a6Uh5Ua5}jNqSkgy}VC_ z#P^{zN2*$@A~rqS*`cj6#+jsb|Ab0#+>PF@4aS^1L~Apd>*6}Z*jmDWrI6a&1Z_H{ z(5+#V;1+EXT$%DIk}v}{))b}oN6sioVMyQ>&4RTz{7o6P!#=3Y_m}3ZGljSD;8AsF z!}Nzg@yW&A&chAJ#Dh!f4b`S7(OjU#Mv)p(NU!0#B#odR9t47;0&$nM60|1*ry@JD zoEnbnj8V`=S%C(g0?p>;xR7MbeiE>; zUdkZkGYqC94;kmEi*m<_O70jXzm}ZzxW^wwb^E3oQa%O$xRi~cE51hH*E=P<_o#D| zDHW5dcv^QPnISgt&DV0R^?{H>!+hm~5oTWYq2C_&lgKq)mTp??09A1I|UNuli8xP=QfL161X?)8N|aU3$TBPI5ApewQ0dO9YObvy}` zg$J;bGF;_N+x2Q&r4ykVJt#lxtNAj^67eFi{)jzgSj{4}A7Zr^Lvpki8R%VjK z^2HwU%VI$05&rIY8>9GMGHRnLd&`(jOhfYf^=>M;_CWLX13wS&sZ1PVwD6mP-;w+- zvqmomB^TUVKj^d;xi7DMQa0EjD7hhUJY4rylIyw zIXEx-jeq-l^V#d|wJ=yPmxc{?PX&s8HghTs+lbnxq7Z{PT%q8&_(cSL;&`g3D1P&{ zKcLaoPfveHzy3vlN|jZ<9^e6b`NU^!D$_f4@MO2z(yJq#C1qI@dpo;}V_a>sbuFvg z(ZCI5aHw0jZ1hrIiW^+(YlMgwXKeY_t$n(+-EP;>IToxKF7BY$WQ#RGynDGy2joiW zQ+@ZX)H=$qj$-airln)GSi`>l+N`%Fg4OdwfU+jDpx=23@mzN$GQjS z&Y&RGfWe=D{0%PL(J%nFuv%OEz zufWE&Zsi`#ANtU;pLGy_c`Ml#Avn!sOp4(8OYI==I{<~Qzs&#zK>oCx8O+R{h-Zj&N)~`>N{3r@OS0yL2Ui=xSHuU|NhzJaac-Kd2 z4u!1UkmI%A?&H{s8@?g=9GL0=PUt%+HpzDZjo-6`aDS6IKUgJ^mDktEU+UYX(zbnp z-72H3+xcPXry6Nyn_q&rHtdq#sUTo#oSyugKg_(PpzB3wFh{I37^cFuxOFeb1 z654zHXqdqlNtm8Jc(IY?RXbw9`qVjHlU`lwLO-{ZqNs5CtZQP#`j6=b;+2@Hwli9K zQRkX^AI#&JgKZ_`YuKZKEzu_ItmR1+^L;{@cGz=9?Y-;f-laxP^?d9Wy$!ko*4R{+5Fq zj}}bDrTeL8G+qvWf2YD2e;6hI%oF5%l6xo`5A{uVp%z<6t!5lWIRWZb%~?sk2L40O zE7vIL3YZucDw-B|gWL+RA!iCenyvJ&yr(cXYLlj8VsnE4eX`WX3D-wGs8Sa(2a7wG z`_VjmSte1j!Bx}lvfw9Kia|&X?3(DAD1qi*@V%2b< zAYlZ1pj=5vA=c~rVzDqW5zMBd&!`KUtky*A=oL$F5PHkMx_0CW^v=5%Zb2lOJ z3l*QRz^0dYk&Y7uaH*3?9p z{t%5jclca-%x^xrT9^*)&plM?HOA7|m&1vG&gJx14(V}qOO33dR7bocZ~{3$ z6h8Yd>1!cI4md-|HT__JY`6b*yVC1wk^nfHd_b6F43XBWu)Si1MOD`qf zEHZ~NFT)~vWg4!`aZywW8Gy7#6^$@5UGjZ|K-ZbMJx@rIL{=X*oOQyaoWwjMH}NQ& zkkp2*7OdzOQ)z_clj8Ok%O5k9;gscEs-9Bc@Ng;Fw9IUlL6*qJ1)eG{JZV?pS2%P9 zWEn5VmGab}n!g8zna9{N434paXH|NPOf|_n*fhPEAn}|+k<*^PUkvt(BT$L6srZwF0&M)K}gxyK{{h{$Lwk~u}$Qqa%({oJz8bKY@`MSWS#zH58 z#~f%HGgbeLJv;BFBZR&c;+rnJyC1usO8}5^pI4E610{papPUJpxAmXRPb<+1+g}W* zL8mC=zf(;HvpPL~X5xRWRRx0_v;DG7RZKQ^1^giwH{BL5THeyE`%m-vmpj~!3;|4# z2_%oG2Ab`1&Bx7PRQdqewX4pF<&paJw!c4ofypV*k;C>&0TSoxzq7SU?C-Z`Ym@#| zL#aWc2oi~OSz0s`-#s}B?DVQs3u)SqpCvjq1$Rl;>~1crh?yCLS(_~Kwi5o~oBxW5 z6Z*Rrd=Gcwuh)N%aSyl>wI|FvV2M{U?Eeq{HFNO)g#CNNSE8DWwA>jRm*}B$F2pR> zs@VxO|8_5uw4FHEnlw_RVM{AH)(~)c>)sud1Rr54viaE7dD{wX7s8o{G3BQ4gm&HWvV!!0< zd_wkZ&{COgVU1U{H<-abJzW)w+Yf6=&Cuby z-_4&9(Vuc4_MpSNBN;S792jene)AiAcOY2<23J~dMuB%<6#xcTj1D91b{{@zkpi$o zLr3C&r*hb6l4k&5N6d@&-2bkZpHKtU0K)n%EY7j}sxB~XbD40-dUsI!4uloceTZxK zRcZD-jkrf;=&qO*WeS9KKf>UjK=%v&3=;S3CkZ$|g6w{*+y}xMKYJ0h`)Ul3%Y4qv u(qA9;&#xHgZ_a^aiyhg06}Ws5A97yV#A)L58DMT~kD;!~#WL-yq5lQygW@g# literal 0 HcmV?d00001 diff --git a/docs/images/icga.png b/docs/images/icga.png new file mode 100644 index 0000000000000000000000000000000000000000..7ccc2045b7ecb519c27c2d2789804b82b0786bd1 GIT binary patch literal 372253 zcmeFZbyQVd7d}czC{iM*w1gljEe+BjAl;yJ9~urFN_R?wv{L5)hc4-s?n8q#(#_rY zeXqXb{@%EEj625t=R0GZy*GQWy<)C8pZUzW)* z6ZJqy8lCYloSg3IT^#AqyTWbZOvUq>xVQ}THTOPEAmS2je5Mc4cV-Mh`4H!5tFzUe zj3bobvEp{%VZYXRlXA9}VsEljkBm?s!yLEzDG6a&YTpRbd|lYp^_)SG>kaa`_q`b( zMm_QbyH8myhzu>;b3L2M2nw)q;#kd_t(y`t8QN$J1ffq)Ya%C)$9p^ zYd5buZkWK;!3*4l?^Fh&KeW;r_=DY|*(hHJjXw3Hmx>7WRVPAt_y_}SJMLp*4!YEv z$t+GJ?nkTlUp!5t8VFm$`~i98DfGD2AIC(}j_x&T zz8BV=tFe~iTYGg}Y=+wXICFgonCBTIH-(*2^ZAD?+YGoMNiute-e7s(kN0ead|t9V z(8mmXQ(ZR@Nx03B8<%IFn9a{eUg!wXOhz4mqPBaFocY zxu>doAf4I-9-`Mbug4f;G|@H>{2fL2yB1m?=wgUIpC@dglF>MMi?;k`4PJ%j4AwM# zVWiNGE3xWkY54s`7qIZm-h{7v)k~Fg7YMr`kM0VMZekyHnCh9|F4}@O1`+}W?ORzi zHX%-&$`j7xue>VqIP=I)I`2@-zi7Q5AxXFu)nq|Td#6!^3TZ#e_S&zW;tj%?e3m*j z4e5fi8d@aFNS<;RqWsf-=wQ&e0lTjUwEldmlcqu8n@DPeB+JASmK?Zti*b`h--{!TTM z$ix&Kw$F;>@aiff^D^5jm2BpodClT=6_;{A_e(r31gt8IlmNeruZcQOdr0=R67k1q zw;RRwM)3%tSuYjdbUzLzYcoES#N@>s$Hg})ZtRcf9zTq7x0i4g9~iizyLdI>9|mh} zXv2E91{t0ZD@3ul!>~m)_P*j>N1Tgc8~+n++m^C6tn(OTNAZ$GW_i^_scNNErHEk( z6}<*irv^JVI}^#Z&elYYGX|_n{XliTpe9@5p2@CB6oi!%i6d7xe6~{^;g42&Rn(10 z^B#6@-_B1wVmhQkK$}^hU-Zyu|dp zlhA~3gFN%$OCAOvn#VlHsW&GI>VG$*5NTe7-EEGF?T5^fzf#A!|23bwOfkGFimf!*`+9_2Zg1`C)M?Qipx>Is^Cq-Qzp* zND(g*Bc(oy(LRgCb9xYt)8AY_BIY7X^&nBy;uG&oNLQ=nqW0pwMdL+*#pn8HKUg5? zq7>^fTT<|B+6U>e@^sIvsJ5S`Qt41TM!};;JD(Yv*x_)0V0ii{s;8^Ai>6bpYoL>i zHtC^EFb#DuMRspy;is((b|ogI8d|b^O=XMETpVdhvO2GeGRBk!6m}K#3JMAm3&8np z`9Y%u1uFU5YPA{1Z?;owU^S^cYWylXnGK2_3Fps`csEK+*^}`5BH~~5T9MSz;uX7Q4Y=GMS!o=nYQu~8;tafhk z1T2LP&49d^BBjq|YI!<&@@iV+Vq6N&FzdJ-+gZ71?dAIWAFF#+di{Endru5P+iltd z+Zo7|1Xnjca=98DT^@?MQoCLpT7Rz}H(5v9So>Zw2pVYwc@s@MX?@(wI-zgVpW$5C zuU-Q2g-{z{hhMefaFnx!a->*P&6f6+&UH@EPDq-U4}K3-C}A0%7DSY;f*&=KsXyW;ZnM>b%`3(xsAa4bS)bv8w`lwrF6XPs@kxvBpxAoiG_mY zh=om(7`_lL79JMP+^!WW|D@6Q^6W=?s&=Yfs?*Ea)C~To4zC8^uio|IndZhw`I1s1 zpDlYosmexwxHW<4n292Rk*QMWNilA5kG7VMV0CqE*UZMO>kQ+}@C;Y=oc?BM)+GJJ zBR+J}Yf=n;O+Gld2E6J}Rs6kKH>efQtp7Vaf8QBl7mZRnVwX}OpNWRF@NK?oa$aqNf z$YggCQH)SWQI1e*Q3o&u@L!?d#n8aB3o&WM+cO7yWbR}hhz$4_1hjon@#nu+iIMPu zOCkd|6L*thM@&;(nt~`x=pnPY&d8PN=J&+G4*fuuK^7Gjc>|i({t$k$j=*HnO5PpE zIAjf zeDM6r`YxhVt6cSvp@rALO58cud9|iDjbW~EzfhM&P5ZfLB1v>T$Azq%a({7(&rJ4= z2Y9)zye{j3l~nlh*8Qa?WhM@i+c|AR{fTL8;{#hUAG(~nanF>&N)1?-gCL~|+6Dza zhP~(cbS}K~wqu!-nq|~w)2kDG8Ukw?@7^q6+yAKctu8uvy~db!Vk2O34MXYlJwz$O z=zGMZGf_e7qR^+mv6#{(_=p?7i1FM)YAAX&M_lF+qsOJ}9+zVqVHWbh- z_0sBMKd6U`=|-D^;jCb!puFyI>0WbidPDM_PMb3_J)0`5#7?Wih{LwR@TiZY!NPpZ zyogcz!bPXG#-CMHLuyiQGq0pkeMhmu5!umCU&KVrMQm6+BI)xRz3Q){K z?n*M;lEAv5rVS)>rJ7Zgqc!Kne0_Zko43LoRUKWK4w}Y*3C>1UEnQ-7k(oOaZZXWB znI#yinaEo9O=_M@P0jk(s*Pqk2G^wV7q}H~VNOgd@4jiYBD2?9_bk0poPzAmd(ju~Z8&lNq(0UHT&T zMxKG6#Rj@(c=LR{06v_UM^-5Zs&_NqPuw&y=!d0a@H#JaWRMM{tfdHon=fAVhz*2D zcZ1N2Tj{2@LIw!EGk5?1u3p==(@wc;vK?>Rrz@n<~gk4vO_^aKTwi z#$WrUD-}VGa02*FLyX(n3NuQhdsXds(gocvkG_i)?E7TOH|7_c4RV$JOW4SyF#cdS zhZD&Bj{};08nW7WfgFBDFXR0}*mQMm4o&`AH%Q5I)0N5NIVGa zvC_d>>A(rz(n}ph&AcdQo%rNRGl!AYF2u8wfChjnt)#Wn~fQfNOMwJBWk`D8LmW@D)HL z`gJXiNQ;2{^F9&+LVy{&VSCx(f$Z%z+Vr5uS*8fAEnU(Gm!td zMqUJ-AqXppNJ#-_B?CJnBWrt8ki+~s^K0P7T^mUadjtdm>f0}(lp@t0Q2)4@vbux1 z>}wtakQLKALy*1^lZzD)9RVLc7ari!%E;jzxr>#hwLOmuKgG`yJiztsZDtDcpG6!j z_$kz7-;j%d?2O1cnO-oxpb)r6PEO8eXK2i$C@TKn*MYzIDNG$4YSToY|N_ zb|%a$+}zyEFIbsbSs8&6jP_t_hj%WF*7lVDspOA(M2+kX?96N&%s|%UxAnf$2RS_nR!-tS|rk>YpC{-(OX+H?k7}SpjW22>hO}|Gxa^hyQ(% zkNI}!e-g!iy0>M`ANkd1c@XXxZ%t@dt3A{m&V=M$#4R z)qVp6%0dWIqQc59h+DHLbq`n0n|=iB>_m%;D#xOtD0J5meA=so6bHF(?^FdZ)&~}m z2Y#UF78ARJYxXco4sm_Q;bwp>K*MCSbS*{aW$l66Rp;c##MG0E{{DX60U|I`();%a zNa*C=|9FTzMgpVbXgn;-@hbCNdpmS{8?V_3^)m1!&lv zLdbi921S+=_g~8*wGt!$+oX7V%ilrAxya7wdiJjqDCGUo;Gd`M_UT>_0-}EUL-tA0 ze=UoSV}Ji&lm-x@0H6z7F}}}||8*=t!{Ps^RzG{xM1yoE&_nT?A>O~11(cBGUlr?r zO88Hj_&+85OX>XouY}~|cQ3CmcK4gn$T~MhzvQSx^oMd~iPi_R0+zdCXvVkcdH)gA zv!f9Z7nSK4k2z$Je1wFIdp|ycwDs!)A0Bs*Sr17t8B; z>ESN?DthWL%S8Lo@F#4mks79x(452dVF}GjYmZJNjeo?(&ez@uw#Gbl3DHQP#w*z2 z&MXj^PsguZRSJEVVXmiI>5l8!uPK0j#pIfqztd7y)0mfH7p!hG=?Z(sCY#DLy3S2> z{Um~KKadX)`~ox0<(Zz>6*V^Bo_B8=zt-{AB;^N;M^48bx-!bpg)&gXneimlNM5 zGkDuY@9T~2skE52Fvh0b>#U|>j{a5sF*NdD1t`b-qo0tI^1GI&c%H9A1T-zL*ZeVw zcy^gJ%RASbw{%>ZybP&t=0Na4sNZf@PacO zEJ4U&PG#*q=t?w@!ackmX4d>|Pq{#mTBFJ)^C7b?-(^v(7b&CAOofHo+1$nIi3dL8WY^96u)bd2F{J8Q|SiJ z#ot^W46G!Yq(!X{=kb;d`n~iGfAkL&i97^woMq_obRpB1wK30RqczHmxm#8^EyiA3 zy39MsGS}_-&Ul>6;!bW(K(g=*L-4=rG1`j^uc^+1E-K%Z>X8A!#KB?V(YC*>~QhNtwTMN2}7Bk<-hvuFJQK&A8X*x^lnF zqw-zJ_RUg+pg_j~Wd|NP%wx9Jxuo2DRNC`wB_U9!Qn%fxJ2uE=*5lp9@peDNq(x!+ z#_RelZ=_IT`0k<>`P}{@>Z@5G4Wm}1xkB6sOGQGtCkY@<3TZ#wXv>zOr=@#f^|S&3 zf~i89)^M@I+m$ZZcmTzO%mQGwC&ubwjrcbChMRBFW{Ofg)FwP(?_{g`X!&~A>t?g} z<`O_D>7$L&)HeN<*~0Cz)xP94VrQCkce~vB1$#|ZxCd+rz7KudjFe}&#b?;jH7G&G zNW$X~i6_rDSnJZclv21k`$lfR%yN=7k<}=et*$!G@xwj*4lyIWPar5Z`uj9r@pre%srnGn=Fcq_rM!U7U4NW_< zwa98Zjw+p-x^CMXga9lGQo!)9zs56aA@R7|^lndZavA0E+N8Y`j zG}sm~|?pMHnP;$oQL!p=! zpf#a%0T2Dv!K2~KugHW=n3D-VrAo0sTn9b~WOY4X&#NcH+doYPH3X?Q*st|J?U{%X zb+5G7gyZtIVf?MTXu!vrTji5w6Y#t|_3k$y#4Wc$W}mHbl&MXz0JY_xZI6CYn*ooe zRV!3N-nIBgTA28^bsUfVkWrHzNJf{AJtd3k1Vl6Eb#tX4 z$fcRqg1pJCG2W;AX+KNEU1GTGJN1{!}8|Y{;eN+h_3XgF5lq_V0sPBAmFS**|JXH-6kgE0pmh z=*TX7w3fZhO5kicX6G67kc%F1(Inl2^K%biVXp*+eMd(>tAx~88iPwu3dbE>f>(*< zy-(kyuXqU7@i|oOF>K!e?)OQp0H89~l^ry+kEuX)o05m=n0Un4>J0V;<+KkTXZ@bmifjV}rZRxLH{$$$fT;7FA2 zd2ZJE3=2Pdu-eSvcpmny)avEN-eD6mwx~O-AGCG9xzHXL%|ULd>4`}SF64DrG&M4h zp7rS}))^lhK%d#70~85&Yk>by2rL085vJZBE{Nf-XV*pTlWbk{JmcVrgigC}$O3qDUlJhTYaMyv6my0ApWw|b)lUI6q=&r+WQ@8S#x zF?})R_jZKCz5Dx!N(Zh0+(L4mbyUmHuC@#JsU)_C7F$GjUVbNTR`8p33coAQqh>3b zI0Y%R7ead^yX?$c`_F(wZu184$b=;KLI@ax(bYvU9*b>461(qL&N^v{Hdy7)7E)o1 zh?TisY*&hK;?YYgHMpO7V{+G7j5E=gx^+L#6P-=N4A_<>h@?}@mh6NQ7((ZhxF%n; za(Y>u3TO_D6y~}hwQ|Z^7J}mjcs2_oBg*+iiKZs};ksqUvYpVYi<1aKZ(d+^{#AU) z>J}zL4TgkPe<)Oo6gFF7F)sdcn$wDOVJjB^Gl|*UN)wQ3B?Xa|vO~jldN&D0{;IZFDgZ4<~ z(3zL_Uj#FM8_qUM9tBLptU@N;Mv0mrY0>Mkmi_Xe>n&S=1DD0N-Nkz*YS{ui*s0z1 zx1`aGZ1;^C8y-(y9Y`nRz#$a4+3-e0rV!wA$5L{x9dzZ^8ki}}HAU1XBAxOLuAK99 zYeH&@qf-fz60Q3xpOx=wuqWBqAuguG25gJ6 zBDJRSI0ko?fp;d$XsG5izz_O5VP}B$w9dR{?WUWms|Q$B!LT~TYB;ewCC%p4v*@UF z(-xmcv~S2u0SX_vB}&vk$7|^F2{57OyOAWTcmJLMp`ieopvlZ{P@|rFA6g9J>YE56 zE~X+o601`qqN$hkU9MX-0`SHk_gP3Rn5K9fH$*Lmee2*4iyrBh=++~Z8TSRBdd)Za z;7)H2<%Brf+wzAKkRPvdmvsQFSF+V)Vy}5&(_wpxL!bNPgQ>l^R>^uQuX9bvolht& ziM6GNd;f0V&}W05GqtHWWRIC{1A znY@%j3nE!@&v<4%(hA#-3}HXtv(kmOmIKR<(j!7ArJsZT7u*0iDnyMElk^6FTExw5 z0@6C0bUlxwQM1UNZw#VD4P1H+?ubP3-0;J*wR8y%HhEAmL3R*9Rk`C-xfvd$?_|zv zu9n-xQ@7F*dQb^ON>8Ul)})+}S_v*UCd*8kR;jV%*V5dqMFn>2PvCoPz5{9{x+IXg z6%T;%HybTFhC6dl+wiTt>!GF;BDTO<+)GJ(R{`!qCy4#r0cP_@$OHwdr0e>BFqsgA=kZxq8{P@j0|t=~CKYh6@-T!cs_yT2 z3bA%~!>n4yB_|9JiI8&We6yke*e4f!AH0Jy|s#7xC3&wr#W`l16#3FwMgr(Gg{ z5a;WPz80c1=mTK3MekwbaG4EJZ8W$cTO{(sxc$nKKA{Bm#6HKX`u-^dX-sAxVEP#9 z-X~v58t(O`@}5K{gT7@5i<0WPuIGH*oP0AhxX*4jls(V$gQuf5#p-3+e(4IJ>!h5P z>LYxDdrip4QIpadU9}g80Jb?#lX;%LYg&bdtHR*p0_Wc;o#W=`wu+MrFIx$XT>+=r zUpl{##jcL+rqz-B;OhU$OoO+4;B_=lBcVuho)<;miA!)Vyx`!qAS@D+AFihugcDJk z73N()M2f#3kHtnm^@U@(0tn%|0Wf%_J51X8sinui&R8C>da5k(uzO$~t8sP|jsy)xxG>hIi>G=L?GRVKK#2z(-lL{To2&aMVaLu{n zK~DkZK{+6BVcBW16C)NvAO+C6_ z4}a69xeL`jh{t$5gT@2*9f8jNny%gmj~klTALn<{4o>`utRt1=`BfZFzekQ|rPBXL zqybx0@_!$B*`UlwvUuT2svu%Ah^Hctx}KTsZAVT9a|jk2`H4y!5l)nj&-$5Cr`E8QO$$V%+%dM4YKo?~k5{FL{lRMA(*tu8>fIeQs;t5ptALw|cU{R`AX1Kj z&G8a!J-%gd-R3hk!7&VYcgKYnK-{wWiL6Bw1M)<@D$A7M3m2{Se{UwQy`ScCV-39m zcx}KPyP1q|6qWK5;}Jgdh=nE~Ye4K+4`hF`4GEI?a8KX2DtBvyPj}O zEs3H9TIp(xPhU89$3Dj;YXr?TG}(5LJc866H{I9Z)LnB)C=2UQB88=Jyxd!D@hGfs z-rly%Q@7uq+H1w;KYSy(H-7Qd=~5G6F8*RUM&1`>1PoOA=add!?@T}_-;|pUq7R%M ztVw9`EmydV$r^h)WFvIUFy5$p6=_>e?#2EG4BXRQ!vCHx-UTxIFC{S$G2m_Y=3^PP zIBfuYMisa|HK0-F1M+4~Yy*6FrU1Y1b+nWlF?~)ioaBNO4Me%2n@Nr}@sttUfI8My~%&1jl?fxtgLE7JdO~S)Y(Rl@=Zp786AW*AmPLl*X zXt5RflQY|*EzlR$BK`OTw+6G>nhF3>mj0s-&8Z8Be@_ZX5m(8_YA>@7ajF1bZv?n^ z?*7*Re-!mA{lt$<35$yZ3oWG{94A>6M*+%Cvsf1Vh?xmsOfi5<3GVZ%H6NuL)UEzh zAL7?z9;qlDON;AHI^ZWdAZ(cqJ{nc)0isu;qa`cd1;rfcuAv;6tOhcx>#?8qFYpq+ zUuqP=z4|zj*SVNKG?6`!9tcXDdQY z=HD`W7}QIf&H{mGE~pQ~^58yb655s+F%hl>GM}k}^a3dy@N=5Yn(5aLo-^B1dL+i0 z4*90LGPn^|iST+ii8^a$s{Pv3+5PYugSx=K)1r9`AYatLbbZ)eha%&cZ*~R{c4#Wg zw$a8No{Bt^5i3J#Nj#8{9Uu*TAJ*xc!e^-oV|N>jjp_lPSCN+=69DiZVh@~-imh~Az2dpTU7AEaB;;u!10NFRQmKI$0-4=PR-%d0RK^tr%fV| zJ-%~GKZvoo2}D)>!F}D4?Svy(rjakJ1mPYbN9t~mCGM{iSv1y{(6|PgIZxv~dyQ^7 zFkN+!!7qgjM2jJ{uAOr~C!8}aZeP986Nst#O_CBy8qVnq)64b^fs``hwpH@_aZAsv zzbIgnZhHpM=#zPAG%_k^VL#wWst#MxAFJ636S0L2h; z6KXfY697R_%+~snA35r57ZB}N!^k+*>0emfpBWTHvmeT+j6EqwBw4#BIVEChQ{5sciB=MoT#Zam>>Yaa!VR z8!-^RkNd3hr5nf>k^?bF-ve({RHN}?o&LQ}!ng64X9peHbF1%WAqD}aLaLTbx|k0- zw8t*|``GGi7G9ZHt0j9)2($?F_y^ux#=H$aaQdiTe2}=E;!&%u6ahBDoh~`y+cE zkRT1Jp8QcD>;yS;#lWX~Xg^xG%)csr7?u(rXEhzJw2jLo6VHH)8K}8LY2sqct80MS zytShwH|AKmaFrZ*=~8I|X0hl=puQlTK4JN?hNZ+gkGfs{EfU|8f}<(4_w<(f_RHZ=Cu6VB>$V@&5ugkfbBg zQ2$bu+@AxEDxpm-_m`=8VHCn)ug5HPo&qb2QOG{Xip8cz+@D|Th&{F0+NJcHq5MDh z?W{8kdB42s`AGbmXS~0A|7u(I%y>*9noC}Hvev7lykJ_R*xa$?fX`AP?RUXHt*k|= z0{(UQ^UJRLzd{)yKBV;P^CWkE`_ko}WIg0ow`{9=COfO-0Cb!VzYf;F%8NZ`1bUMb z5|JwLhdajU3~w@FJMRfhB$I~ModFqH$6Cn}PV5Kd{aDX7|I~wDL(7f@*5PC6n4AcH zxq5P3pm%tgot%G_PEb?;lJa!%gcqT|;*3a2Ah6(GG%)%L!TUTUAQwvc`k|xvw=@mq zfhvw?)G>aw_^bOuX83xTSHUHErZkCUncrP3VRS>ZyVVo0gd0v^2@N?nE>NhLqnMS_3V-s zxD$~hmxe1u9*5$zJ4=(5HxQ$;$t9D#2^mO6CNNY=${AOC<{u5poC;!pOJUDTwDiIYB77d7KFxUSgf znxh>v5Q~9xgOA=>(>L8_#@t(_SiLHwFY$*#_$cGjMmK)EpL+B;RA(;{j~rgBBj5^~c3P;k>2bt%+N@BEF&KsZ0f;9YNGDL|cq}Ixt4y0BYVB_NJ-+Bf} zq#L~oadEoVkxD2fMsd0f)Oi2W_|qlCI_3_$`s-J}R7{AR9tn*6!N|e~WGHcM7A=uX zg1YSeP~e-8^fs>ySB(748X+5f8bk8Mox(KbTy@;_u>~sb&x&CFekt_q20$4{m__V< znLoL=HyO(D_AE0=5*g*4KzsFbUgzDoTD^EC%72OvNMds4OkWX_Qrw}_+c%gZh_Q@h*23ht+X5Rp;+(jCM*P>ND7J;VaX zUdsXnuL{)n2a*k!UR@hTD~5x+9XtaE07BfO=~;b+_=RS)P*EYRVTX^q!TMGSOG77e z3Ne7^HBT)5EbykNM*uQqu$Gdx*6UrV=k{t8@(13503_XQ(}M*A#(4*J^jmvaHSPL2uKD@{HQP$zoy z?>Yr;EqvJbL;-de=OVw>xzEAGWJ3v)&sFHsHjXND+lX)n+ zS(bR@#|rN*XuklPP?aYP@qgQ*5Br1LL45_3h+LA>?~f`^m2dYrW56XQp9yVceLYrC z{n>UG-JcB3j0$ij!XKo7L!>3@A64!F0H~i%P!|D}^`4OUu$@)-;I{1;l|RkRkR*VJ zzV~8)1Nr1Hk2bFafSUlL3z<_D7Z8@__faD4+L;wfZSkGNZWL zwv!8g!v%Sy_)lH?2q@g0F5^Ee8ZjO40>@^}7qrtqg(}cZciT3nhS;AhFYM=pzWCpS z{(m>2R zI#YGpg(vTWDgL{aomdXgodBie0iFkdDnz{JNl&x{?) z9V5PHK1vWxjY%yx+kv+zapa4p@V!S2YwlACpq`S-GXATy-Tdml#BGfy5*E_SA&1h}ot3X;!a`R(lfU z_X{LQ$3-K;kkPhokgL7cBAQ62SPYHhx7-ZpXfAZmSTx?eSmMRc8VpJ^-g+I=FYZOO z>`0h2QNXdp=QjU#DP)A7b;jNgmf1zMA~n716XSK&U~;Ds*^bJS86C&O?z_3-df`E!kOn@-kUFJ1**LO#~z3d*zW zI#dX#W{-P3f}P@d#F>PWR$Ps7jxf zUA{&ZhNDwqavALUIqaUzzDr`k52IaOFO^H)s9p!#WlXU0md6Z{eHrfwR@of>q*hcZ z2_)a1@I+?a3jn_g}yo%*Rc70YV4TJR0-4t}`5*TyVx?ahB^Ex=zf!bXeYh>ESZSy*{ zQAmB?1OTn|Cwjk2=FYOh10PQveAT_WSf65?HtPKTe1B(;3|r&*l^Y`|wTQR0KCANN z&);kOK`XBk)sR}R8BQDq9Ba@5-5jhaE7RtLL6QW4nz7SPJMkT;;gP$~E(wl2Fs?m+ zw1zbk!RQZj)eyJwjeKH`E9=Oo4_C(zxO5nFlDO=~<|<6m8MG=DHdG79$wHH;JOnPE zZ8$}=hRpI*#G<*SEw~?sw$U%|cg*oTsI_esjH$W7W%kvEAUn0dT|46$bd@zpwbYni z<^(AZi9d7-@oHZb%(*Fr?B{Wk|4^bUOx5Cn@u|x3LNb-<)fD|&b5h`*o0X<$2}fGX zwPpt^9eQh>V^+NGxHuI{EreqZrmmsoyv1qCOnTCErb4Yr53QykN~$GubW0}8vAfR( zqBzc{=f_FccAQ)H)AhW_Hpf3xB&5M#C2{@DaLRzgxgbU+s@WCSw?`&y) zw7=3rxmjtQfGr^(SK|5c8H#~+%wcNvegWH&$Zq`ql9+HVIR?+nTDKS41e! zl{2tHQ>-Rv$7v$$cjP+UGjuw>6SFua(m8|@ahM?HRT%&2d}aqj6I44B-9M`PP5yh> zYniee_2&r!`{LG<6)iPnBUjk;&c&B6YBhAk-TcOiRfUsG2NsI^B1XkYR{XdiUK&-} zq-1+>3}dhN^H1fzcW0j8EgA*bF)rQBsv+GhRTS9?KFRD+|@40Si4?%Jq zES#fJLs`W~)f+ss4u?@6rF(IS-7~ZKCf_AaTi~WlUA^*kc;yf;0?T-I`eRf0^G#V^ zmyw6yn=iKg&MZ}Lg9S=2H3k+`T``ZnNVLohe6rZRlg7=|Kl$OHxlI?(777oO<#v8! z88(bL?yU6ZEr@k8qij*TaRiq}%{RN0#(daIu^dDFa8=r*;8eNVaPLes=&++Tw z%c}PXaA$jZIzu`$R$r#=Ax^Yb0lyN68;tS71~-<%x6(##Jl87PzKnI9om_D(U(Fn5 ze}otAW+H+%5&2ig!K`iz!87G<0akkX7i63p+GoN9rOz{4?l@bIs`pzv*0GPl!#P1! z$qecTUr+o4AhjARDxc3x>1Yz`^kkN%h0CadY>MkQO!w-%Q6m|{M%h(o zjM5HX5#A_?xp_9YAG8g<36OzpZedO#+oWOPTGYRa7@mt{r4Ht)PG{Z41}jD+e2`Jg z5wl_D6*G5aws`F58q#hThB~sT%tSWROJ>2#x z(of4YUC}&4vHiSG#%*@&8)=@3gSvk5f6V+jhURGD@igL|>^<6H@PXOzmxByBwTfZPcSl5!*B{c_EJ5H^pA zb21t;J3Xb}EsJs}b5H|gHJh5JUCVK>Zk7S~pyPFJh&LvOnz+}V>N^oSN?pnb8;&8^tl3jLDo78ez!yn|{}`c{6|*OPT>yyYu7DzM9>8G>X9 zvz*#eSa;a{_vUS)KCsWj<|L4oRS$0MxyBX}a@f5x0! zny+p?Ia4f4DOwfIJqjw_W=}MYxQ~56_{BzFIJ>7X*SYFauf{Z))4MgBnH0)1RAE-| z&-GBVl3B)MsZK2k4@-FEy_mGl2o07%Wxx%i_pAG6CrcZa1_e?As@#s0T;16ot zwGTL$@V!%?2IgA!NLv;F_;Pj0YpgX=4Vw~Z|0A%(iQJGB@}sf0UyCVcHjNrl1L;jm zS9|h6(fWkTY<>l<0v8T54w(L^%f}eJrX`C*a`Wav{W0ey*XdnInEtu;(52>863-hr zeQMKMn#aYm1qlT>9}BTgUP7Yo>TCEARKcpACRS~1^U$aM<^uBi!UOV<_M>2`#;4W3 z20>M4kamgxOonjQ*v6t~x+TgDY9O1o+{>EWr6I+D8CYhvAkj&PJ1-b!KiBKdkZ+2~ z%4s#5d(vOHV_lMKJ=D_7o#!+n{*o)*>oeO*y8!0nY3`L6vb>(DJ}pPd)${&ut<>cS z*BfD4E890=2|tF{s5t^Z-dDKbFVHH3%E`a^YTs+ZZdj~S@k!gp4v$-NfHL0FFnF!v z>0)TLOq>3zf+U6k8d4>houRpJOPeF#+!kxw#221q`0OrD;rwvgW}JiB>R8=}%smmf z+{P8`a<@t`TMIO#2IAXjAgm$pEbTKSAcu*`3lwBto{Y()R9L<`=j7renR!LR@8e)L zsh%`482>1T11E2q^2nYc+?RVqMR#MQr3lO1Aj%epsxw_kQ?v)??A zYfL6s76+~uz?ZnU={rvs=P+|qHl30Yw?L<;M)OdwBT3txATVsd5dR^ zL}T$B=LW_Hv=!EhdU6(aZ8ex&lf)87j-6@YG$fQO<@;7< zTcIfDepPK?J{e}(fb|y-2BT5ti+O8P@gAQ3s6=61%+t$ae8%OtNy~A#=vjm%_G4&1 zs-G3*$am{-H7pfRv8dbV$XNefUfdW33G&UCpvJBN;GarOs1`~uQtN2S#MF!$<-r5p zjhn`yp!EJn3sN2CJs)p2N4mjA-ZcXnhk0wWp#daXBs6{HPlYJ0_>Gz~QRv6G$I>m} zz>k^erm)4hQcGG0u}2D($0j?29g~d?nGcpNIQk#Mo-P`=EWAKp9u2wSakZRsr^5t( zDuPjiwBNBIt8a93;cL`?Ne9PRXepJExTM@#tSAom|0XZ>b!@~P9z zR2XzOuh(gH8A6_(9=!r9MD0&DM=1#F?|HX2Wk=ZCorSgOKucl~#s6-MBC&Az{zM(I zC$AGLFG268;I!%5bolEe3wkGv%c4<&gpy5AVyel>rkL4hwG`GKFXP=S$9Zq!lEw}- zGf*xa&--!2FFxRC66XuY#7P;|t~XbGAHOi##ei9M&P=(r5%p{DD%2R-a;s_?Ognb6 zxH8%+w+$)2@IqXxsh=t(SBa_M5fB?Fa!OSw^@i8=Qc;TaPltH^ z@xK5n)_Tx*9`ud7)|X3^Xbi2mE2_JljgB|Ty445S`07Szh)`W@&(_!{Flf~(v~Px0 z-DP{k?PH4pf5wYTE(d!tE%*Rw{V}EEs|B~sAI%UVM-bRtg zqS2uy*!P-`gmsISRB0t^D?TUhF??svwq#hneVU;5eL%hotn_2`?hOj@XUIH zh9vf3xRbR@Ll%E714q7&7?VIn;>aL4sAqkqO{@IJ*!}vnGnd1M8pZWyGY&q-rm!pB z&*Ont0pam59^#cVnsnNVFR_l+<+6IE+MB}%%_vXX3l((4k0qc&((Qy_z zp=mO^HC1IPpT_f?>aRPJj_h`c(k}w$TW-cD z{Jnz%h>O0OATv*GlKMuE;1u;re|z~^Lc+_#i&xKc!|I(i-m0%1>V6R(Vw{p>B-yZ0 z)q~>RWg2<;btP3x2IZ=uaOl#5)#-C+63=*bp4IrhvDz`u0juvTa~xw3_Z3tc)X12n z7hHuFjZepTFE59adjtop^3Ir<+z$E9eRQ>sufFr<2@BCB0KW!|5Im=?zWO9L^!mnn zxP1zUS0W=0lVJJne8s$Z^$y?G?-dTV1a`5l@Q1ydbinMYqY(pgq!I$RNlSmL)i;QX z=Y%gV4+l3>D=c3I4TC(I!R`YqCQ{f%#O>0mnRVJ)&zN-}oK=A;bOK;111+UB<`_H< zn{`z?t4uY=(2L4LFByVT_pRVEzXK|6X4mU8!!35O(|llLH?XrED!se5Wb&ODiILC3 zkgq(G)%E0p>aq9LWnyxQv`woonqKMKla+`@{G;vFj?uWvow{By2w3j0JGWvMRTj7S z{(?)7-@dFYwBqZ=&;@ltk+|h|cah{g*LI2e_A- zR$6*CS2|a)R>D|E7vq}ax9X7KmmJaJu1Wb}pSIe!7bF8H zg)H%lUnP+dHEbysIZXDsZJsU2#@`G!_9i%2Q17R-d2L_@BR>b%sS7Y~OlVt=Cy#PE z3}+7UCe2kkrll9T!etXsxg8x&>6|5Drl?Mg9H$r0_p5cMt)`%T1)*f!&uMn?$oqpx zH&<1C958UEG4l&R0+0E2_41k*q+GWnHCz>ltei(sx#I;!;qT<@*j}TWr*64e1wN$b zFA9s9tq#g!G!S_XtN-x?a=wVnlV?)CN$_R7vUa_Ce#1I-WCv4Sp2#^VcOL1y$rCM| zL|^2c{QU;v-Fk#wJH6}6WWK}pHzq{z@uFf-edA1q%bv(#^T1U8k9YyUS37v>ehnu( zjdUCPaK|FsIkS4b(0uvYp8GCU2`L$2ON{&l!sqgb;^r={tL-7nudPHu>psp6u_fg+ zicUMJRsAp$&}`#6#BrIVKH+WG2J?U!@{c|C;<Y-)N!xh*fP3vvFxLe2P26AGMs-71*pEXcohuTOOD)TpW~Uz}n9? z*6HS_YZCWO!4>{(w{39h4cwRX;6|JB#O#GbX42Wy>NV?H7|boQ!z`lOz``Pcl;5-4 zdD+^^*wHyT;*ij)$x^rx(-qq}#L1r}eds(5ScG>f zhP123o+FUL>{eQ9dR#9;_-MVOkCj?7^I|K+GTpI}<2n2Ts z61;J39D=(CcX!vuodChzrSZlcdUw9H*V_NT&K~33or^Qp)qBxBs_LCp^~^b+DR09F z6#(_?uX^$R13;e>F^?2jPdeXd_+V9)Au%ok^yKhNPsi_|sO@uGn2g?g0!^BA-!Z9G zf(DH0wrlO~HyejtcPk_ruZ0|dD)v09Bb6pNw-)VpV{y-+QIbRP$>_@MI3Wq?Tp4#A zEX+G?4Rrh%pYisjy@f4;I;j@-vi-TO>o$7k%%s{~>ebIal@~4*IS-{}ro)3U?SQ|r z4Z?vCKw9stj_Hlg6T z=}oaKqvA=Jvr^T%hAOE=f1ql$G2LzL^Hr!rjkk(_?r2m6A$w(l+kA+DBu=$hU z7?^}vlXbD$6Snil#t5o^0ey+XoL_k-<=(6cv8%eA=}kWO!F1TdnAfVbvfQ^Ca4`Y` ztpE`#(-*~!VhFXXk8X@1e6O%?S`XO^@oPN`kjKlD!Z4(kzoau-MA^uy-3f11B>4l< z+HiH;q1wQDs~wk;2AxK|c~;MRa2srf*HrhJPY}U5jc00uZ46#{(4ghKQ-8F)wQ}A0 z3fq$LCexAky)bg{ikh8zhG)$bLsgkt%`umyqSZk2Rl&y!{GPq0h2tpFa{E8*~*#9kG%%ftTiR@vk#mA z@HiXYBF}jN!H_+YPnnVFEVXqL^BY9nd$vfy<=qS0zZUJw8+L8-d8&?i>`T2|)DB%3 z_1gtO{w?tiqsEY&uEi}m=wQX@5U>U*51iDj6u z!PcJbC46fa(60r{*;Kdv6bvG>;ygfrr3Gt>4<~rn&V58?mB08QWyT!X-VNec$!^4) zyx4cyc6o|ueE$yuRwMMDKo<2cmMSAE+9E2+r#p{qF#?T0Cj)HO{t-&}H;3+hlW2lkr|+OR+(+ZzMTOe|GBT+{SWRp zI{Sk4tlG7D3cN1~-Mh3GY9a1dc^9lJs|3I+mw3z>V=+RTS)VO;EWKQC7zd~qbCNs* zU+7lfme|x{B*V1gE~vahG$Vad#(ld*jKQ5z@%s6O=#Bg1)5h4>xh+R&Ul*8@MAas- z5RbAmgu?4K<)W_9miTi=i`O?%M_X7Dn z9{LKooj~k?-dUN5y?BnGgBJ9>((BmzI!VaeJIQfA^h=aK=5*YSfwwC;y*H^oxPjH-g5qhtmT0ToLHV_X zLc?*StcnT;>Vlq<7C+BvF$>f~RYq**pA%;dG+3u8HEpKP8@``WfqhTgxWCs~W?$3= zjr1L-@`0PmoX-8B9@*d>{10GCcv3>u=S_1hv^;H}`2&BOzd)lGh|HfAo zSk!`E5IPoS08^RPGhJ)9)jsVnZe+0vbN;h-lLSkiXnJ-5U+>?UNj956R%OasyyX#k z7n;XoXSS%r!wX-%tvcLQqG1;CsD>i;vJ@k~uwog){2Dc3Ag(aSFJ%XroUCXjo9bs% zuA_`_uN>8-TY)VO3awnFIoG4yTLqi*EI@xRfrM?+uAi6lr=WMmLN;7-rLFo-{X-yy zqL}w;x%B+MuOIl4Q=Q7HUL-qBSCjQVISvOHsFG=>g+VqB@Yq<($@fJmA_NMLzyP|zzsVcuf-n;%B35Dr<3t_ z;13BFyuua;(i(%ovCE;yO#2iiSju9@`t&Bw@neADm|#3Wpy5qJZ~b@cMk#$PLU#Ve z>!W%s@>UiCjZ3wZwgiCoiC4MDqDTFziZWuKzL00!MeNlj0Ft3D78q2+(}tURL4HD> zraZ45axbslzjCn_m7bV*a-G?-@tIFMsG`AfOd7iThy9D6IRm9`D$V1Ie= z-QBwBB1vCQ#$(}yUKwRkIu8I=HxYMXN%W!Ny`Id~E-TJULz@ipS@gZr=EPKUo6|<< zFhRS;^kuWX=^Evj7l!*u;`-?%zR)>H8u6v+%V)kL1ZTUchsg^2kg)&@=J0Z4@4iWz z{5rkfg}x4N#9k_idZ{^OekBp&V@)7_9d+UF*c-=f-#&hExp5AK*|3~3`AQ!5aiToI zT(MUCN%Ss91?Mi~E(gnLy9PbZg-3?NI`*gIX}&Q*`B^iF-!}=kpCksFxz^qJZCX>Eij)bkB69c ze~s;Q6f5w)6j4y>#oD<^4Pctfp{zfqrZ|SBdR!D)^Q`6= z=tX8ewO}(n9lT$I{jEefoiJGdn{+PczaOe4JP?NJV*V8EB*%9-Ya%+@re>$O1xqK08<;}@{ z+exIxZiUgyQ`U^83Ag*w$V7*}cN2w)_DPK$HiwUeqeLV-ZQDR`Agf?y7rf@t)Fs2r zv`g+e#0lDacvSvi$|I7t0{8R)LhM5fHajBl6p{~m^rWP}3%<1IxnrtN2QoPWS_}^5 z-Jq$NJF?($vvhdHblHgkOuME(l#a8ECOwrqwq=Gv8f<}^j?;AnUI0bh|8mYs&cDck z%w;8!$2Q0R+1e&4Z`EJOkBB@{?oJMKtU~$OzX#Pt2WKvAUE+-etC!YojfjxWnD6bG zgA{IjjwaTUdo-m0N;?LU-1id42e@@-A@VC(Q(~HsSC;GG?+aSR`CV7CmnnULlnv|q zn=^+_?P{d4F2ARP@7H36#hiua_CU)Sb?7*p?h9A$Z=3j4^A#f) z=ln+%@jE;xQVw zyX;5Qs8`sK7p!rr;Fp^kVGBc>`&d$v=|%&(1Jl~!&PtjSp#`k=>?-^O?K(Aq@imKnaqifY~wS;h_FqfdT&wkWa4{tzW3p`8bqmZ7qTVc)$jYlWJmbw6w8{L&@<0Dh&-5rc|#Cdjl*X`f@)(pdui%PF-FgKgEO}| zjtNb~reY(*eOBHG6?!V0{`zi7Xw#FdKha#DmLnWI``NxP(BA?30j`{g4;w^$5$sKt z-sLqkL{Am68;ltyTbGAi`N1qm5!!Dg3eB^3VvhMqibeqw&|GL<78cxDh_L{`%IT`L z@96V=!5}Hs*sUwt?R}7cWh6@IjXBnp`Qp2s*>>__YoJ}3lg%1!sbKwdKL_05RFqOG zT9=c8yLoe}be1vFKD^W-I%?kUTGMCc%CeKWR2B*_ik_FNXn2pdEj$GshB6n8JhOjK z&6Ye|leWKht$}k8Le^PpO0jx~?)Zr?vW*i2H6WOK8RU+-ZwID>k&vq#44tvi8#B(Y|V z#)xLpR`as!{z&q2|C})fCOoF;$&SyhH>JD8CBxHKm6L$v^nV#Dcq1uCver$jAcse2 z*mfq2%vD;;Mt8B|MquUH&^A2{?tdz-pZa6e0sUut<^z`=RL8X^VjJa&%Ey3^rZaxj ziWyO+^s)?9#KAu+~#{rz%yQlTUBGj3R2r$AJ%eT zz7p~wjz{Z-hadN5OBV+~%{IFV74`=wm8|2O1fpsKwIK%d1tvADc@o13)Wq>bf|n(( zC+V)~U?2B;r(#WRf)&x&WB0mq3u92WMK4*F{ctZve+_<=;yarlj0V{NSnrTG4-`l9fvsH1X#(7tAswZS-IL4UTG$~%pn4hX`+pK@n`?4i}+ z#Z~k5A2*S*gF@fT#poPoWQ+nlE967eJ}1@MH{$5PcuwZ>ydZzg9qs=zcLte6tiXYV zhqgK67Iln?Gt!YOk&=Yue^!)C#!k9Pvpb?OVa=JNwL!bihnpC1l96!V>K-#Kj=Vsa6<1xeTlI6M11~Lyx8hc{AZTLPMRA%lmmL#O78Mys9DiS4)+8Uj5Mton`cz2)y6{QckE;_!)+=YSrNi0I<-p+Ig}z6Sx^~AD?%=x1Ri1Zw<3Ve@Q5+A2 zO{?N$7sI+;#ih%SZtjbVf@6(lSf)1r#LLDO;4PZAg=Eztv1~Hj(s<$d3f|gk)09W7 z(>|(L$1`Ratjr5VuMwS|f8z+lXtgi(f|V=(9G;lnEIh9&9SGOxP2(5$(2%AGT!pJ1 z*ha~3HOfJf8ujc~TI(h!tQKW7G0x!}y}t;#<%%U_3@~6S*E9^F2xS|?7g)t zFWC^t<ehoZ*u`Xx@zDG!`54k{2OYAds8pG>M}IGH2CJ<+cyvK5clhMR9E2st1iK+-&X}9xvE#QW;0b>-kvd z)_{V5*q-{K(wj|EigT$L5-^>5&hV&h=2nt7=Lg_yvY7(lPN8^k&n&<@+}$aHI_CHX zb&7iA^$Rc-7?bGt<@E1c4RCp8~xWt1r%6rgrz{50yDT z*@~!@uTfdnKY*vKXotD2Cuhax_P?Hs<(HuZgTdCoCFeM1wHh}Z>p!7$2*;kr^lCK2 zx*cI-h5OfIUyXg5BK2%No^LV62IiwAAG9-)h*XDB^=mt)gdK~lcorfqUh;FQ(g3f1 zX?`*BnYUJgosUs>MKv0<_+6l&=s!L9Vvz5qM-2y_wkSZX_;;E>-mH01Ot86|I|{?q z(&zx!*!M3VaO%iC&_5kb*t_l~o*)HdeMya=NxfjN)We>sP!t8FJB8kJIx|RKpHyX< z42CTdm|V;ro7*XF8}p*W;3Yd@j=}lvSdn$#OH)_gl1lE~QLYUkrHjps7pLh7W)!}> zw5*T)9>IoZ@eTU5T+n*0S@wQ!@b&EZJVNi^@+aDZ2vN)6=uq6Cw8UysSyje_1lfAk zT|TX1hU}g;ZJ+7D_*GL}Hd5x?@Kv4qRJ_!N<9LNSsr~Qe!R2$W7d8l-Z{ghUaX+jc z6lq?9v1e7p!*e|2)?RPd@s6`$&gwoSiW4SQr_`VrmEL9%%Q6JQ(qCv+t@7q}8M7ywSD@heE~Kl^frz5vVul9f ze|cZ45L1KdzST_ZQa}W9l0I$k%syCdSp5ZCF3)9n?^HqEdZ05@ItL6Tymb;Dcp_%R zCOLF+0X#e;jA2dS%xa3G{kN111r3?7kg%zMpD{v!k$oJPPiTfx1#MF`3`?oUaQ#}f~ zdd7?-iv>uM$M@8&EMMkSKD+npmUXpikB{F1 zs~$jzoIXFm-^)cykVW|SNk+MoO7f*vVPD#(*ORU?u9?BwF~L7X%^u@aOCXNr&33Q2sk?pDbc?FM z*+bSz6yrh?{WZRV-Th1H%6*$vtb@4WE^z?`Bn0meu9KSLY^#$Wt(2iax&J0^d-E*Y(zeq&2d}BuX!|NC4 zNU|Rb%>{15lrvVXT=83wwN-&waAV?T0QwMK`q-hjvgy#=I}?lCXhHj!$WC(%r1GsL z5b5!bu>K>3SV!ij6}=`z5~0@sIbo#`-sG1t=?(<%Lg`fOt!?w2lwqb)RYJ(~@_yaW z{|bpuu61+iQ)(+$*281ON*;LZ%80)7<)*`x?0v5)p%}L&V_ z)zE9~rE744yk)|&bcFSv*A4l$b4gB-8`M_+Dy(< z&9p0e+jw&P&{deRlQL7Lh%bO&=X{C>UT_t=DB*YYqP!BkV3iRQ$^W6q{kQz&YFMQw zpJc&PJ8wAx=j!7C$cl&fcmH$a9k&%hdnufc+O?~3D+|M?-&^KPE$R6LD7oOMoEZLG z!}81U*vQ%y9IeOOFtf(h%BC&L_>CLVHtJ;KkU)|mw5CYYUrR~uSPi($QZ1!*pre4FF)0oKvmBCW8`W=gY3sw{ zFZuMB?RiOFZkq7FX+{oCJtX;#%q3!V!NjUrs|RUYpqS<8P&{Ukw^Us!WaGe-CQrXM z3{h*i$P-&v!E&>tIIZDU;@5&W*IhnL3hzwZv?n(6cWiB#A+3At8Qd49abFAQyAR(S z&3C^lnUCNjt~V;ZCThSjEMv>UFy*o7)7rn-|Cn3`L21=Y_`Am|>A{mq*vx)|{u-{7a+CPTolnW<)~wAM zr$FubY0IX3O`3%jwnbY#x``bjxTo%LP8eU}k`@-gF9-wTXW*3$v<^G_d(UM6PLvDT zY}UrTq9^!C;okZbmuBvcnwGcseac0eWU|^t9q7OWP^tN`&SPk^EAW$ZMXNF-JTuQJ z%6P0cIkoJ#sala-p1-9)MUdA%S9SdO>N636^+Z-dQ7A41eJtM9{*N6J}he+hj-*STt-es zIu*O>%(K}5Ox+Kv9`QIw&E611V{r%xirAYZ{7~`x z*F#XNmX0^8@Pl!)GM#YaS$9nqTZdv@PK+S|OwY>dh#$x;zAv#5T^|lLTtz5Y z=JQHutNvhvHrv@D^k(N90)oolI$Avu5jt>K(hU1?JI8Rkov^37-_jKh6zY-`-b+}U zjd6IJP``RV*W6!z^Yg8_?4akEt!!W2xo)!uJ)cw|&R#);Gn3}}1ukjqfo!@BZ8{4H z2mY|@T;wbGZB*9&e)ESimR{2Kq;~Ww z#8_mUwvp*jQ_^5u*eUb%y(VjbE~o*k%^j{ZpcA0_k}uFO0T}@d3hkW>o^-DbE@0Yq z?z1ylq}n1p(Z$2+>A)TiHdAUrBn@kQg#2YSTm`Az?#1yenkqrn7Sy^a4N>`y@$HV^kE1EqdRfI@#4i2A4E$aNdsg(*vPJ;ZMY<;=DaFXIQ=)_{9e_xx>K7o^c)C4`CmTnzcft1v!{m zACc^YhHkp}#MmyBJEukd&<+nNG_g&Y=6EVK$#mt$Vz5pqs^wYs;N6bOffd(i3hztwlf(RfYrK? z`Y5W(IyN+_fao|yMZPIAW%&h%-giZkqT?O;=~m$%<>V9v>#C@TTLmM$rYiE8bcagI z)PSEkTxv&X7e4r)8{dpR>DTOl8=)EQYs?NNWAOmB)j||s0?|h*lGDikd%qD9Btk)y zog7@thN7F~M=U7auf0}e?#3|LYa`W}Bvr(L&&7q`V)9i<(=*mCY6lf(c+ytBO7!fQ zYAVJ|S^`&XaQ%;nZytm%$tF>(eBab3USEXcL@l&Qb;;t2{vMAbbr2;N@4xm3p~U@Q zN`Is^Ht7&~Pl<|m3erLk$YiFLUZ1rsXvtbqoZcFo4drEA3ClWpB`~mgrM)*LQ)>p# zgtl0VJGt#W@FF?#PfE8BkEM*F59>YXj|3m$d|<;1_1`KOQ@kcUQQlYMRcbTOZMoc= z0T(Nme#EM>Ucvv|hguRz+=I97+5{HOTW_@Dbtoex}l4Z|(R& zeL@~>vxd1U3K~GMDz#q13)Dy3B*qrydhu3WXE^p3>3TBPV?)?h27$XQHiYtEuMi)l zpN0@M;ueAE>|%Jv&*5jyjqIjLMb1~1qwQg|P1Fs$0i3To8AMNrp6mvaM|FVvk+7PO z@io1%st2B&ANK%mb}tOQ_}?IR>BlC$n>IP(#-nd*4(VhP?-!E?8q}d9hT4ixDAb$$ zlAG}f#I2A}4pr;Kd5jNld;PIhJ&<$4nwd1fF%@L@EN+_CrE)|4pO;^;ij#f6d)DN4 zzziqIU?<*x#fqtdqi9vf``lmnlY+&6%h!Vu>CCz=nZ#srzsPy?&svn~MA&kaCf;r% zGUFa#n>ZD5l6LS;v>IoS^W2cW zilD`g?D3rJF%%~LVq)TdR?&<&1xBhbZ>^#OZMxP!d5$UB^Ok+ubW|TEUbexjSjc+= z<=ABj8)hwZGc{MK#KUMUuZ-Q_e6DruQEMS*FA7t)8k9DAF9j6zcl= zhzZ|DI(MVDI)w#ZUS2_pr7g(tX|td7Nd-dGDpuO`2NWrTZ+>jYI+O??BuitHV@MUp z__IWb!O(MBPDq|L1}MWR2M4F*_W(`(7qV~M_Dy8(1adU=^&qA`|^{m^UJhmnyH)En;; z#QS%a85#@fOEOerAxL%@yrf^f?4nx)EBWR%DNGc;n_ei|HbC0^bl$$&^sKKv0>Zut zGr{smUN-cdt{&@2`;)mz8-=5y+!HGm^-zX2dtv2ID0?ZRp8Dx{qvqVPh;A=Qe5*35 z$*t**sb~GneMR??!`L2)&8X9TCh*F#^RA9G9f@$AUplN82@f{#I!b%JN^l=a!$~+{ zmns_gDN&2Dntz~V4C=Njfc&;QNhGKB<+)a+i1^Wi?QYsnl6*YzSc~#1&-7RIC(@aJ z@^u|b(le2zsNd(_99jOkZcb?r;X(poB?pgSYU)mcsi%OAO-k)lA> zT3iEph3ip=!!5a?S;a*cmENqXW4J>VF_@Xv)FAx2V~lnCl-crPgx2;dJL|s^24}_&yNgkafB_WpidgUbcqK#Kf1a_}=0@I8e5Aj+XE+9m zI|Ee_zXPCSK{X6we}S{z4Y38wK8#BqwTk=k3bTf_d*3(kR(ILYK@IFRFha~|hZebk zS>a0_5dwM-X|zvlnT9xHB!B^eCtqg+zdY7FFGI53!%xj=PIFcB3d3vuK0esJG+9Q_ zp4A-P4P-aIG|JmM!(s&%Z(pP*Z1(F5?0v#clsJ5!H1g>Hj~Xkhq04Th&+-la)_YSC zEW%s|A8QD4Y%;$lf7Sn*Ufv(TktJyRE{CGI%GdmNW$j*H6s__0W_8W=?pGHMf@Kze zm$T%7I^{6)6UpVIX?+j!5rN@U`D^iIB>P~Q>So)5jc1j~V}^(1@ViJ1ZYEWsJ->|U z*Lo##;iEcjT08byL3jBa+-ZUXOis?@~vS1=lq!oL*hgH>XWKibkxWAlH}uIgU`qBj6f&jFx()R~l7+ zGqb)(?*f7Ns6A1bWBgW0i7=VJv&UtLkV>Uwq>|w}+9qTp1nl;}LSxEv>ZcrEhAWIJ z-2Lfhv1zD|=^2W2i2>D1x67m)7%g>hYc~Zy z37+lM6pvlNMz2z1rqM{$ql?sfc92BSphQR(pq9EiBzFMq@V3~<2f z@9R4?$d>YIMP?}VsT>rAzX+by}j!1brR-cxY$@`i(|@jL>OB+Rttgiq4DH2O4SLZsq||*hBo@>+(H8H)5=UZ zu1oT$f;6w6^`m>`=eZZ!Q|NnFy@5Ra@Q;S~)UP}CY=0DZ1MG3t3bxZ>6h#anuwPp@ zWkUTm{d22S?27sw0)6-P`Dg2v`P@k=cJmZ-cm4{2CCa9gJJ(2F>ClU5dl3#8)& zN#vOr$JJ5?(u+S8PF1E{Y=m!8`_#hG%gz&vug6_8$3ABU_8>Nv;vWCL@JE08mEY?k zLLZYJd^`UH;C?Nd#=H3#H1`=BhI-1t=cJEjNQ{@KFUU=ifmj?n0(HVPY{!$D^WeQD zvWSc@{}J$NROqJdt#DrVSCt{01f1T{)al&nXhQ~VuMF@{lyUeLL<;wIUJ1fG1^0`j9_8g@?NC>azsHi(oraz#1 zi=_Ih+Go3lEU?xzhR*5j`S_2;z$^ywnO&T);hv2b(`1vfA?Rj^!JWHT7ClRKG=vjT zuI1+go2r*QIWz-3nvk`h?-5j=a<*;Q#MpJVV!Goq6eOA% ziefCceLrI>o?w5ez%Q(AoAiyWg_RoAbXnB$t=}+oOf0Jfl-PvWIv*wSdq@+c+$w#s~FsMy*gZ1Oj<}nHL5Q~L)=e{ z2L^Vv zsGR{uI6Exd{z-Z#CCYPX>k*wChV5SZeDcrDR6=5_0HGKwW`6FFQPUXpn~`mbrwP94 z8>?x2qFw+DnHG!r%>A+&-0eP$)ZkP(@X7}1hujdhjV;7=&l?}yb7(#hCVe{Hi14sV zA9A%bSPD$6k`7d;87HVEkbD$mlT5Zo{Sqj4#6hM-W$PS;lO2v4#S;Q0EROtL_{T{S>YqgbRVzp zjp=zaAQ`chB!e!crV}Jc#FS3*75*`;Pm$g0%TZ9dU-BH-ZtoeZmj@oBZ%8hcikI6x zrO8GUp#3vctS-r19|VHn_eFlILOYv8ylBar|**G*nbr z-3)!h&eV`)&?6xA_;d?FAiDT-b-+#L;UX9zMwZyy-Aqg7bBRY>&6h%7ZROYXJkWtR ziMA~jKIG;=RwygNG$1%^G{9j18=j|^q3JRj7+gd2fAOwYVZ|ONhjfXthZCagcAg70 zXCNVS#Yrm;YY}&Jqx}A9FZjoubpVssSL`g+1c_)6=})ser__exQBl=_!iyWh{xicW z)v0^OoqgTl{5T^cDMK)U6zx?3tA>o2@FN+SvqZ|Ca0tPvr5}y-J9V|69KdYv*gig_Jg9NMSuISIcINUg!-|9aK!0cM&7xVJ zqxYQB!7c<%1hC9Nv5-W6!^_xR_w>+)YJ_z8OLT&EK6Tdi-34jxdNCNU2~uFk0sM%6J0$YSueY8I+WQ+b}*;=Exl(da}L>?9f-E4EBUruOAsNb z&b$oT@V{ZDN$L^v1U&1tfjY)}1jl&-;&$Fi$5lu`}o6WYm#iQjymi&=rJ>LBb2EY&1rt4|E zZxeR7o@6kCw%g4iV%1)*O14Pw^Q)^Fqq%fhaCT_VkHt3J`FEa$Ii{}TYbb~7FwqFc zUFjB_11#`&srji%^6OCTQ*!+NLqDli6?3F%)K{>hu;aWMu&{m#O((Q{Z@Q_6uo8e* zwjhmV(BW;AY3=x$s&L_~mX2ih-N@>q=5>Sjhv&pLJR~GvfBzTIjb`JIN%-YykBn$& z2!5SAS zdU*Gunkva3XM&>|`x$TtNPKCg(@_xn^7|{F(dbYEo2Z%qo;J+w(M#&2BCOPID&zcP@GQtdY5_A&Hebl~i1I>=aYR3|95XBpECH*vD4sK`iE z&OzJCuWo|HN+e$e3&|sRmUy{?XM1x|xnf0wL{`SQHnI=9!*negxR5;GzmpFZ(1&Hqc@N5 zF!{D9qFOz!3gm+FChw~^BG_b^n8qF6pC=1C9rMNisQ=S{ED)lM{#&ySCX?0sP-I=% zj5RYjTCjy_DFKKHYINFaiN{E0@RzUru+r!&2s6DyNqK={jZ^Ys!d2k(N+W8P_(EOT0EIL*E->sS&7q#s2 z3r{Xb#;bHS;j~d=f>H_0ZTeO}!C9maSEKBic^)N|Ls z7aSy{m!cxr*#GgEkAV9st<|>*l|Lz-6;6kS{Cp^~D3N}l0q06^xO~DHrJQhkM8HVK zNO8}L4E!aixiYfR%9znEKZd~KOd1G@7zCL3DiS_hnp~Qu%4@L#!J3RT#0UOt8Kiw2z|=%lTHF)C=?y0&UU#t1iF6DX z&FHDPm&hLZO8o66!nI*Jm}KndSzyGuZj>3uOsE-|d4`Kgm*S>KEbL)YLD?x1(G&dQ zfFHwRr;D(=xpE8TauZe#n<47+Sr*|l_ z6f=`e=KkUErdZp+sa($m{9e5;bVa|=dDLuL_i0*N?UH|M3=l;TsVnyU8UZdyioYQ8 z9}iqg3M4y;!J{1r{20-Ew{L>~Xh!t%`c|FK%m;xuFCw~oR3&75m?#C~lCtP^{HsSf z``5-h8^G}od%mC6>6(50uW{ZbhrheQCk?ho3?@Sf7v6&YYUA(`PmCpbNo(X|Wr{1g0eWbgi~UC4om zgnTLSd=xB8%N6rc(6Oldilb{`Tci={Rc4r5sMA!Qi(@tMD3AIYy&XU1 zS4Ca(_6VoA2-@bsl-a&GHiw09+o$LQ>h47JLWPu4_GE1Q7%tJ{+lrT}TXFOL$p~OB` zv+ezk_e7D1_!XN@jqBb@)cAh=bF{1MIY^iSn^^2_5;eC2U9^pyNR`Fy4-U59Z5EH{ zBg$k1g;4cW_T}VP{12lzqfzsRKc(ZuD*gwMfAXafA29AP?=z06V zUC}gWDhXL9*00eB>yIbtd-Gzciqv`Q)t@)Icdn*DdF~puvxYri|Fajs4^&UU6M4$> z&E$a|Mziq$xux*S>idth-*cs4_tGOMvHY75CE>5Ck&988ZGkRYmfb)5O*MdG_M4Hc zD)PVF^uJ@g`3zs=d#-~28RH)S{2zJz|KWVNyl>sVRu|6a3sZ~HtDO5bnqTt2LHGYW zqQ~G@IxT1RAAWN9$G>X8KOf;&*s^YeO9e<7%r!kvR8oT7OJreHT=L&wAzJjGG5X*C zESv{XQNVUFYqFf!*Bb|Ah+fxR^&_VVU|Ng$%y_2Zy zq;P2F00-1-3QJ&jAo#h?NP_PB(TfIf%IjbKoYwk(Ofre$`-)?C>d%Dmw?kSdQS3~H zzY{dWc~yefio9uRFaN;u5B}RsBCoO0ki)0TR;VnNEzl*p`Pm72>fC@BT0)J?5>%i^ zzcNFvK*LKF@-f25e|dU$=)`WNzgU{vp^+>5wo z&@uwPpo^w8Ggn5W5MF`qH!APqEgRt|8$mlK#|%eVIb~Ui|BkZZqJO95{t-@*0e0kC zaU0s7zN*4AW=m1JMYpH_cT|^?>@>0egMXo)ub=2C4+8rlhzdJdET`X-dEpbD3Q_Sf zb2Q&^v|FpyhEx#TW8Qg+V)uG}@Z;Um))Byc@24REWah&Cm-qOKYwXB>73zF!>#I$! z%V{5n{a(!SK`YLJQ~YhE|CG&tSS87ko%pcuEa+~88dA0JUM>r>eD3oA7A-iEIyfH< zVLzfXAgWEmx={gb^U_+f`GFmN_H{FbA^T@eakw_bmTQjx*P}!vLBS^~ zh=f!vpBpS)&++Q-kt*iOXJJG7NfAj&>HXit_fnKX_b=@hz)XW=_qr=y_FuJcmLgK@ zyWY2=WfLdSb~AWzIi#pCAi)PpwEh=k>wmxGejwborMF^(3j?h{=gYqy)(9#Jq-sfG zJ!<$E8q^r&)fTTs%c@b54*t8{M);S@r?(RSpE3SpyZ=WX|9*r1Ka>YAfQbJyj{QUW zHWp~edW3DtCPCWskbnC}=PKMK zIa}SJkt)RhYs5;q2T)UL)$G`4wE$UWs^$t3>z9<7r99aQnf4WZ5j~R3Ww3+%#8I|{ zC~;pQNt=Gc-oJWqZ0DzcOF6lJ{q#6I_9n>Irm5pe^%}1g`y}XWajsj#E}g-m@+oAe zebpiPf~t#RKm1{KZCHn4Uwek`YeC*x!o#Pxw6~q&4{Of{{ySbOLjR?%uCZVKR;)I+ zz#7lu)OdZQsEY6_=SqW&=z8j{U6l1_Bh*)-Y27IJaGdx)od18-=SpyWK9!qIUB&)X zZSwZ1>eNX5ExvLoKWP#0DYr;-RIIolmn9iv_OfX3Wy?q%Ww59U3U@_eXNl_j)%vhY zz6E2e`Cz$-)YvgCr&LJR5wT-_Vb!tc1YdadU*<$SN;E$9pY5~teysp;Vu zM6ty(?bpXn4tx)=$%~O-Dh{FH+k1lSKywx4t^`8)zoTabb)1;r_#3> z(Zwu;yH^JAPxn+im3)X3lW6@|=R{o5;ZHS2H91!#GaD(D*pU>gFnw0!Z6)5^ziq3C(?b*oO#(QoMUC-kp$H`0y&;4hE$1(bXSm8LtI z_4K}VZq1Fv2!VH0+BMa`n&G70Z?63LBs7_72b1Yf{K=3b+&q0T@+4zgz2Ro}!Atj< ztA7ytMl^iJ0|@9(u4A7f_(g2flTZrpfnyMqHt18}b<&Kg}lN9#8UwV=SC;P?EAKDz6a|h4n%Ba0^ioW0XPhoLG3M!YI@9Y?z3YP8myuB(|E}7 zOdsY@sp$n>SR{1%s_1)~rfawsSUOUy2AqAn>IF4ZgTrl}g||HnK1ztxEI`|$j_4c} z9$Pl&KKUUxT2ZY%HgCf`83Mc>0)9jEMI#-?X~ZJ5^2dzM`|hriwqe(dp+0$XoPkmi z>+tD*F0!=c9G~xh~(nL!N`V{VxEWKw`fF5y)o( z`Aj|^5scL4?x&FBtll7rbEEaZwV51se>a|d-=Gd4tQ9f91Y`S-_K4mO$YakhKa+pTBnofYOcV%F#1J84t2Si) z-#LmX<@zTUuCM2dPbj>4r6Ql=^+jZ|u4XN=oY9Bur=6(?WcT>76!>)#MGBeJDQ%#Q zksO92jwbtgeaYOcMdHs;7=)pJ$zt;THIqV%7l6D4nO?I7nY(r;2d>ZLP!PnoXVOI6 z|3u)w7347b9XkU6dqca9WIOvjvK-biInfRB%)b=Z|KoQGEkHkJXMnssGNUhMq0Pz` zCiZ>HmXL4ebP6wBh`zgnbam>IrDrd)c0R7e$v{WGd4H38%tsVjvZy>hIk{x&aT+;* zts$>Q*`Ltnd-QYv$`$0DJW)NP))TtHfuUvG0f31s_k$D=>18~UTz8yv%HXYW1Y@Lr!+Wt%o`xefpAo^2?#{i5KhC21g+@T|xTC|E1zX`-R zJHrIluA#v4WfWYs98MK(GQe5Fh+|F7Tad9vZD5;x%t(3z)#XFXJO0(H$@A0qs-3Of zP9bwavr^-F1Z2B^#WM0QTu7mHt1%Y%Ne|}}Q=7JAZrd(xpE)%aE?Yr?mCGo+8GQg) z=rMO0@tl|sX^nd2SJ_JJVB?+s8wFRdAXD4+WIg&=%r%&QxFkM<>=eYx2#JN~_uO2{ zI_JW~PpkcFcGB@LUPysuOVx8w>V{EgUZ)uGOjtT}h|jzH{HS>c^PHNq%3=Xh-2jI! z$H_hM9PK|Pi&FQx4{vsP!}RM0AN{(~M_b)t5Qt2E61B=RQnyA{>R8J}b`Zd^veOr) z>6?7?%X%MeaYYG76OM15XQERYnd$J_=Di{xW7j>9fBhgz7wihspPRg>GuAP<|N0=f zPi}0X#yO?iYT@<(jalZUjm{v3!zd2u64Wf$K(`#8RqgAl$bXRe>zpClP>it=4O|mM ze#=}V6`-z;gtkrA21RJ^x&H=eRdJA-;rJuazEz!*>^jLl6M{GyD*O1E5XAckoSY^I z2m*qDARq_`0)l`b5Jx}=;y4uYA_EZ+f;c@IHA)cwOylRhOPdPU!9!gSE)m}9Mhl4I znpBYAn%Xr4QCzbv)o|3-d_-}zCx~G|3vAp#uJ_-f;NP=UbS;y-kk#$9zowUqEOs_=m_OZ)FF>KS4jp10M*!hGZXjKiNUfvJu|({kP=% z@>7azSOanx5y310%>{;F!_g;_Nh3Z zZTFC)$EhkJ$u;3y@_zI#4AVBUoPQx1n>JSl`zQgto~-?Egb_YUPIA-(?C`^vLK z91Rz{7p?>9VmRgm${F%F84)F0wgkD2zW#y&KYT-ks4zY5*>p@7MGTl4H&GG0e0}$i z-;sCJ>l8s0t?8`uNRLQo|0nN)^hYFZhfd_U?q(3Ihl7yW9no3%`b*^dXYE6jZ{494GRA7wTh;<-F^?* zL88YL0YY%@*mdg-6kY>|4MY~}5*-cLqHi&g<;ok#(F@KM$)eD!6Pmc+FdSEy!1a7H z4$mk0cSJ|#bIzySn+BD;(+HeLoMXq3@6!)dzhiP(hlsHVo+mw&6RelPA*V|>kXu>N zbHicsz=6U2?%NbuwG`I|J{T_|?7U&mA|sq1>}OvH$C8%#JdH?VerCC!jC`Gf6Tg9z zj)Uy?JxDfobO9!+pzdxsyLdhvg}$;%)sNR291W_=%_s9&XOrWc3)I+G4(RIo0qV_j zjCp97owYzaC58=O4kGoK)_C6Z0Q=CO$@0J0Q?+zFqC5 ziEF&H%ZCV2M27}IAi6*b@{rK7mXR)OWdlhJwGH$q4~W&@K@NYj%1hf2aco8SEIuM9 zB5}DiuVJL~TH5L8dKiDJU1g&;#N_a#^&a|WwNE`BCpNNBhuS8}HR};QtVf-8-#KIP z=`uHcvlNOX%p${)71bp(usF7!iLM7hy!+_tSK*z$5KRO5|H}qH?eOB>(Wo5#%zta! z4b-EFg-&Q-p={JWS@B|7`}<}eeYL_vTR|`%jyhk}#!ht{rAhQ;=kCd8LJ;o>N_%*W z5X5^3lpH1q2m*qDARq_`0)l`bP$2?B5LXC|e31bN2tk}ajmQ$yX0a4r@L~)B+?I<6)inS^|UEK*{mhSY-m_}X@mlj0DnjlpiE-EAs zNLx0-a-uiKC`SXjzW$s%uf0gL3j|tL9@!pvgtB^`ne_PbA4XL4Fv|hE zpMD&~^cphty(UT!mmx}>Ux8TpW-Q2oJTe}N2qDP&Qb}}FVD20W{rWTMaR1o@?@`f* z-dTT;`;!kr`}XaO)N-9`-y1fBBwF=Uhg4gYHq)Q$*+J56L%j7#WT| zk@APV1ri7nkE>Qv(cpn9a##-;cSb^R?$I-E}oBFebv@gdRrDwAr-<=Ee_d8H%i1iEH8h zl$Z} zSdblVC+XWANsgQEKqMaUf!uZ35-QqB#cvD;nKxeb1^p4nko_9e5u~#rr?ezEM;Y&W z{2|~sIZEQh`h&tJ4AT85%DU+evVe$|0*DaZ>KgY2d0&44&K`)U$9!PBYcM&^I2$A& zBG-W%%dr<;cR3=wcaXmQk%$O|Qa~J6polOxE5;A&QO8tY!iF0gecr!jHTnLW9*x-l z2V(|1p`h=Y&c1;1?tP?mmq6Y9t5#6q)fd6pp_ufCw1*SKvA_wE@UwoW$oe%z1uZG( z(PznmzRQ^S7SAW=OV3ky&J0A`LpmRk)w=8~70n)AvOqbynEG5uSyx=0)Ul-W4OE|Z zJVv^{9Y>y5K+1t&XUyzFo>WQ&F#?aBI12B$k-|&n!ZD{Y8ISFXG1yL_d9yJV%m*3h zfV0lMl-2v(>Qk{Q?u4UR-9P_Go;QY3WXlGGL&A9l$_Nqkf$&189_-jgx_XVtcHK>I zsyIFR%#^(*##Aqyx!74JJQsZq{lw6v2j$!|IG&~;1oZ^x2k(%7)XSu6*pv)MbjCoL z=+px#W;}O!cSPr`vOiH>-*Ys%^R;0VnuX^9PCtegE!8uiSW@6ZkX<)*IGk)Jbc+-0 ztWZ+?CLC72{)lu1Ey!>v#%dVIS z6*XM!2Z4%c;#nXSu}q_$1r|EDrH%3-y}TYI;pZSsw;|H_NRYs-5oPQK;rbhn{{#O) zScFb)Zl!*$9Vv@4O*LK<*LY|&2wx7B?$gRnCxIZ&vm_@-=Oc1<4C>3|`0*f8!MCa| zp(3nv3{-&nSJ%RAF=c~?K1W@5K}NfF7NUmp3>1Wf_{zcnZ7m8@14wFL+S*Q?>X^$( zWiyeyWJiELUhbuN>%GcPs9k+C-PF!O^|Mn`Zy|_N*n85BAjU$6H+t;JRAt@|b!-58 zCl~|_hUkF051wo6;iNVe72vMC$PzY5iHAjV5Crl2@PcAbShZ0}Jfie#m5V{i6k$_{ z$v~YGTacDMboV>1C(enm;RD{rIujnW%Ib;5ALm6-IN~adqpCv{zoT*^0DB#KbnQW1 zcHbagp$)>wVNvC|I8N0C8_{T8;CWpoW~ht8jO)VnXK!uZ3|3rXIP+nuF6bY7T+}^s zpNL{d6`hMZL<0CP-Y!+&SL_~Gu7+m~)yFHke*9pxC%iqCrzW>Q=g=uzf4=8Zi>}zo zW&h&2+5`N`o|Vb(IUh&_GaKW=<47X5>KRI0z?B68;{x~NYV8tM_MQ{pqi*Wi!gx|u zzlc3kY^+k_t?Gx#7fJD-h>cz7pDf!J+i=CdPv;jUW0_k0@wgQ8HZD^qH5Ox>P`Ih_ zE6MX)=A5*8i~bND)8Ta->qk|MY4Hm3Tm@{@oL@5UB#v#|fAC+0^E3Y*o zg6C>B%AzkNEvT0olM>e-j0ulPI5%n8&zKxkf>=FsJU8<^hIUWHB`Fx`@gb8V?4hgY zyk|V0R8n}IM%bLI`d4vmC6_t4U!f0&OV-_LeY!U}6V;r><7srxu5f*}k2TZ+K^zPR z$mwHps`7R8K0?U_=o2JS*w(Nk8PZ2G%ay`(1)4;y;oS#EMWD{}qKHZEQKd ztBPpmT$DT>vuv~T^G`weeM_bjPNwXuuL0p;A8a~_K4E6t9w&(AJ*Qc7A?pOX;;nx z8h|`%(bJDnc=m6IdcG=75J#i8z9jE+4}%OnhH8#@54j*c(MUi<>)Nioo{UWjR8C|s zev63#UZ--g+yqjz?`84GNhaKihQCCCai5|sTx2*71T~^_Er%RhX8jdG#MoEl89F3N zQsvdAypf}k3%VW^z5N>bKYj<&*B(VOIUapZNo(`(xhGE~4Xx#nV1Dt;{GFV4--vp;qa@pfSD-DgSGiet zJ$!eRAjkM(zV;5vy$;8ru;i!{k$ApQhz zAnDpd+8ZR3^@t;ru4_Cq(Z5Fw11Sfm1b#l4a8~WsKlO}g9q^ocrvFOL zdv6D}L9z`ROt$W);8;XXLT20f1qe;vZ~OlGgSaHz<>@s6ZY(?Q6R7r)IB`k2Qsrt^NxaQw+2 zi0{XE-$+%8Q!5m|{T2m2e~(O%*U!H0R?I=Lf2yJ$G>oyx%UZi$$!F>DhgC$JFFgw< zr8Q)R6Nc?nq~H{Jn>f*&tpOUl!c9I*EvGfL(izRH<)VmLZk!{Bry#oAgB;Cl zo@rapLN~RwQ#~PwE5-kye3?!JvC{Nkv6Mm^vDvRxi_F**C0p#WF`6eGUYLY7uE(YT zGDkIPK#r#wnHn}CeRfHnojpLDi6IZXeR(sfo`UGgaQB&by3LS$;Oiz9-ej>HR$%3F zc;9ZpqTQh+olLj~1H6jM8m!p}9)g!I=R*l?Sf>_n`WiK{S!|``CzO0mnF&Fi^Y1n_ zsf0GJQ}?Kc+>o(JQzcbo;Cd#WgF%<2o!E;tux1s7AsGUN8F+Fvgme;P(=fj2j@Jd} zgm6x1)28S-@FdnDcZ3N!dyI`5!HX4j;Y~CERadB8GF#>VhmLtY+5u9i8c)LWj!fgR_eV#3Ufd>W<(X!`^VnA{Ehi~hG3_l5fl z<2Sj#ny?`?HfRV>WGo0ODvUS!uJ_MB)B@ge_>ovh)yJ$+y6${B6H8&IlY+o2fP6;$ z+JJs;LJlX!AW_nU2Dtlrzc+X>)ALDHR&#nO;oYqdA zOVvGoi`Zxec^tx67et?D!-gKu5|3Tn4-+E?;^$yY2tvLsh-Wv5MR5ei6GM{%m8Zyn zaZithbE&Z_eqwsOh+t74gqO7+n*?6qn=n_Io3|)+^J@IYIOku2{7x7rxUU%?yJReA zj{HUi*i66xmd*wJB2-j_`DQ)(#TpnrkvGkT$d*Q!pZGtFiHYN8vZ{t*(Bo%}=N|*c z_EMhuxPD;$TJ*aW$Z-clUD;s`L!F@xWU$&CS}OV@+3!@>&(xfV=PI;qYt*2Vc%zsr zbdYybxxMN&P{s;g`|w!Lb5sNoCFPzW%p?3PtB9VxSO+EkY*nuhCPB<=0Y7p~>foJi zZr4649hqeAtf~&x>3fbM@*qzmx2^T4&e4b}-dQCnL9FTg3+6+zvr)eQ{2B2qD`&pS?iS7zyw>FP5Equ=G{G>Q%97~> zF&k$#?pj43&wdGgr~JAzm00f2YoRw$vA2-6yYNh~q%YRD$x56k=7?f@Eoze25;=;G zp+o9)K!h>&U!s^w)tw+_LWB2wWgTCZjy=4H2CnL^zB3zE)=C^JKS5XBhVjmU}0dwq5= zWs747lGScVnugY`BQy3ambPtyg$38JV6VKET%$%%;P+q11Ohwz7RXCue&IG_lE?kp zOB7iR!qA?J{L&Xw_Ep!b-%fPY<{h*TQE|n0To;Y1=6y4WFB|G>L2lNfXC8}2LECf4 ze)ofjNbRlgaZme&+%JKUT)kY8Xr}Woqug8WRPC?YJkgm8eccB#zWA=2qtdPz%dEFQ zK=w1vLS3`tbyXKG`KJ()=7I5_kq(h(rlXHn^QP(#SR1mPY)_oa60euZulYGF=IDF0 zxeoZSqCmvsCELLJ&|W13G1|a0YbLoKxDyh$jVSBhhv4kcI%-1UzFfh4QXO&Q9I!<% zJWIjpKa-(z7xaxrcm}3{9A6Al?xOMpG4}pN@4i9)k*^|h`UtA=*2n5O;JSt3{IR_^ z2+*C|$a?3)QOR{tEw zWN3emx^}&Vlmx&0M7qWWPQyR;;_m$?|Jr7r5KU@+-p!A*j@J>gKnV^ zlp72uoJM(1JRKdIIDt_)s$o=mm>-BK%It>JIY#muL7nVAi``Zdc9l!M&)I(;F z4QdZr=Uf!Uf|s8a?D;r5B&vlv2AT5^#hsOAPdfR zo-lIu2B|iVuZ4)>SaBhWc+^4{O@Z|Ekqs@>9|Un-98;YN%VWPhr-){(^HYcV7P<;V zCzIGr@-o?5cGs{7WcY~rE?T!E2*o0!in47BqV>?4rZ`Dlo$8l(FTCzyY3UCZx>a=e zS}|(+ra|_{3g<1J0!M&vR>A=huQ>;GAtb5`Y8vU5 zb`BwkV?b4>ziB}bV?z>xvD1qMjTau65fFQZV~}s?>Ko$P{V`0#Am@B@|0eI)&nYx_ zmNL#OStKmJb=a&KyLO|j3;KdcgXGg56eitvTzN4z0z0u`fuUe`f5$=*j|?PcY&YLY zj#IGFD=F+rtMWELswe_kB;tq;9x<|V$=Kxt%DU)sY)Y^wja>|rp%-3i?lGewM*=Ap z_Dbcak)w`5bXxv*w#xOv#7TTnigVl`Tz%umQE1_OY^a<#2Ofd=9bL`3WaLDpnkk@^}yTN_uY6bjDP{> zPvVIR8&CrlfVOilfLAKKc{xg}g5rmP+w~4Mv%HvS23f7a4?_kDUd6G(zq55S6~8qc zavW$gj-G`+iEl<>xeee7r0 z$OCVXWcEAnQy$J`@nxfy7asB6@nb2(#!wI`>UVgviVcqi?cz8Ma%Ajfjeg;pIDtGb zKO60{Wj8k5*Lc&9YwGIPqwEJBSDxqbzLt2O8hh=8Oq}=4;S}LT9`ai`dY@Cu!DQD{ zk5TZ~i9iL}aOdkCJzYV1<=L_Y+fXT})hz;mUCoLju$`YK1;yNF2OzUzmP2+uQn zX|t4&`P4JXe)^ek3c)#L`)d3m)%OKAJ#Tv4pMFFE81M-7uwHT{Wx-e$D{PQri9iqX zJB8+8%p;85@XjVEGwAXleFs@O$LV-}+2b@F3&s*A>)hXcO@V1sV1U8g!EMY11}*~} zU+g@0z`3fT5@zr1+3;3pqaBR7hE7LQ4m|t~z=w){C^<$QM+ZS((|RPFS~!w8 zO-n55$p7IxYK~?Drpl4W>I|`hXN}2|AdD|AjKcxsE97;M739MVU4fk?@sDb(c$~_ zd8QM@EWx~N+gy5j!mXHov4~0I!lbbJFSggJq%KS-^SYXI6z3x+@ou8{Fc8JHupKku zu}W_|DycqIdxE&^&8sn^ker{shjrF>$g7Jr6C!o=a1Kf=ydN+AU=#%=O~5+rD&=fa zd_UxYvA5l4f_T8y6#nzqqy%x|Z8pbSW!6o%Ls~dt9~?Uv>!cv|>Q3bH z416^jb_0;DmtRYcKIg_AcYRn7IA44kQOti+1a=9I9@cTr!bVNV3>$~_#BNci^%A2p zJ9|1IlgiPkk)6nU+vYGbV~-p`xQ8F4qP{_6%0^_L33-WmAIO9-KQeJeAAIIVUf;sY zu!iMz9LU?8QJ;eZLPRABN80VU^?C}=`c2J6Y=bbIcrqD4;Igx^33-Tly}|oYMQ)FL zg92ZC7`;|jJ|w2!P}g!#`ib06Jq)%P>qR_k=6;yNF6pO8siFt(qwxIMSkquWw{osZ z>=$r-(+Q|A>=vBgn91mf&#xTJ)pDm+O?-wua7poEkK#g9S9t9TB`=)=xm&I%OM5!s z8L6V>RD>6t=Zv_np=BF5o7q&KF{2K#zQvJVMTis*&zlpSqkyxnF&xqw#Bry^(T zPBL~sJt~onpa7o7i(Y*ZQF8Aqe0dFQ?A|kaeGuCwV59Oam#p{M$#xf{(1WAjQF!w0 zn=ZPVbUE2@zRf378{~C{M7aUPFYl2;Ag&6B+()55r(*6mK)w`&Ipf38*2kYf)^6R& zj5ToD?k7sxFBN}yjqGGu_4nTZK5*bZzc1`au+^|Bu zRuG$vA4}|V)UYDo5nZcC|ETW!RCX?8@+pilj{`{5KH;^ODKryf*m)P1Cx~%8+c4b^ z4TRmaF6BT1-qfT()sy$F#kX9eY=I6$7TeLkc<$WM{|Y=0e~_X3naDAF2gVW{UsC+b z7E$r@7_a92MaGj(Q_}j$@|VYsKj?pXZUL#z66C&7uPK|V^{W2l{TK=hc=k&Z#IVK9 z`UB1!w*nJ58QcTXobACFBY8bqbpKsYUYJFuORs}W^4$l$YI}48sK0W~Ua$}WJ8Loi zwSk@Yuy{WYtX`=cjzZHXLwdXmXwg4p>4!Z!oWDW{Xkz0|DN>iIwszkflEOHN`Rn3#!kSyXnhCZfbzKT>-+rbw0*89xL&k z;)3y)=K?d^`rOS3!``JI}*p4+FlwH6}>jeByynh5v%YwO@X9T&9RWSKe~3 zK8O50>#(@0M{KO*O<82k3V4p%$b3#;%0gZnHR<7a_UhsVpc;bHlHL;Wk z72=v8clC`6AkpJJ|ioasr%Cvv?5#o8$jN6SL7}KhWpnkWkArkhQt_f3NK%%hyh)Lrewcm5b|-I%8v`VVVLl|J0jY5 z(dMNJjLTu*My?{@QkSxy8vzeUZ2Zd}SL&q9f8z%xMaUtv zx8HCLh5td0k$Q-}hgUA9MEnQ9d29g8CPd3;U3h8r_m<`6#67cvgMaBF^3I%2!3p0+ z$6FYT^~j@^_tG2jTq%4w7j~d2eDV=U;(Uwe4{|x}j(`_!K7}woMAogsc$-I7c!g%c za2G3_+sOIClNj%QSB4A&a$~X4C%k+q#>_S7&&Ul2DK*X|mrNldcAe__myJO#jGI10 zDnzz!j1t7x+)UY*^o!myaOMb4=g8L)5dqv_z%sz&pUL6y^2L}Zczmi)S&-MW9?@y{ z2BNxFILUpn!;cFNPl2!C(8bP6$YZC+*b;%{RAke7jIY@6oZO4DuDKqDgoHUfb}eA! z$0k(e@cH#e^iA}^jz>}6(=W&Spfdcz+tv>QF{@hWnl#6CO}GM{JuY}YjqN*vi0+&6 zD8lFu?EinGQ77=cM-C{KL?or`fPsYzHkA6h^~eJ0D(lh5D&r*^HHzP3!}4cX_rQ}C zN*|;m;7Z0M-e|(OXzz1g)Zi1nQcC|l7zA+`3NOl-!|R)^PzGrTg825kqiZHkhmnSb z9U#1O{v_9f_e9qln2)V@KB&ghM0Ei+Liyn&=>7g182qM2*AA$&<%T;br{A?{QFCrT z&*YyVAqr=#jW7=7fsn)6J>qjyconZtA+d?b112%dEwR>%8C4Q$r^a0vdcE&pox_nH zc{Ry)`+cPxa}o~U=a*U_h?j4hN6$>WJ);THiaG!rICw2&hQxHf0};jfhfv2x$5HFL zM^Y|w7K3uG=+w0SJe>$)9vcJL(|acU3`t|mb=Yg!Z@*uW6}%@;EUup?koUupaA*e6 zf9GJ>2tZcci%40Jum_SLR?a?H6ZzrPX2QOdb8)h2RbmNy-4s~1guHNm4orZf42!EbCJL)a*lIk_qUreqR54b{+x-55`_u}jE{kRwVUFQRL zD|>}H9(E2LoX9!77Z*JwN-gJK1gFQd)R@p_qMJChYPKYRm{{G(Ag z2QrYiVSRuoY9=$dZthoyVLuHgSKjw>#IpmW1nd#Kr_+O^FrRe}9E3sA!`{IAB=^Mc z$O}nl6*0~Cq|U=y1MS21Df_iIk(K46;W+GDFqfP|A@RKkgfbT<^|3cn_~3XZ)Gb(( zsXYSf#0qLV`<;(L_wPhJ4uAli3E|8z+cW)I1zq zJul)pLmy$x)uvtrNxgKm>!z!) z9$SN`;N!^Ly$9@N7@vNe0GrtYm9sqiF4$nZR}Ns? zqxD%IQ2jh1vMPq!;jq$}Z zeJZ(NvyE)uN~S)2Dd*Y&a0KG<62le#W7Rq5>%-tI^NS*o?N?q+zNx>E|FieWfQaKn zg4hrHt8>`1!0uON_u%=9Qxx!T6Xphe%jT4Y`N_<-{3Pps^`q7BA2;gje)bW}4#UKdZU*aYwB2CY3X{QsAd)8zC7)c6uy|o|`-+>(Sx?MrKsEwU^ zfNJ0cpZ@tbNQEGg zSM3VWnq4>+QOG%VJ@r8SE=8VYsHs=W5`eGvD7429Xv5~H>q#K_w|T>~&V{uh>W~Ln z?baZUkF0B5xpt>pRqGbO>I1Id{+bQm^oh@Qf|dH%%aYVaVn zX|r58fUGBh)Pz^5f8jjxK;nZ*6Vt{0DI1flp(G-<2su4`BVSR(imCVcDq5B!U;Xeb z_I>dw7P~7-$lKc#dCMNM#jn2%(q|lur&z%B#UumoBwqOXu(|M$`B+6{Szu7i0eQ`v z9X~dz#X}zfW`C3ZFhqRebCzNbgDm#K)7L-dBW0wvKt4l}VAwb%7M}3j*ywtOVdDa_ zoQp0Wb!URO9qL|Ecpii$Ss|b11|IVlEYj0GTu@SZS6?o)g0Za9pkPVwo z%V9?#FS3Vxf6Tx+@C<}xjtRfdqy@`Xl_f~sGp3&H9cPsL8*n2TSj7=jJ ziO#WO$oIiW)vo3XE=3-e)3B+7_a@{|OK|IIbM4xxGlliI} zDeKa!Fm7N0ixPJ3qMbM00B`hV$QN=sp4%SLNO~NL|D(W>1q(qVNSt(7%(1+u=Z~4> zW1#-cmf$M=aoFa%{91$nyxOQB83m~I&*X{63-U!E=t5sAed+`UBFT=C)3LH4* zlA-IVRQfg8tvB68mSc|xZU)GTt|j+y7=czU zRkBt&4?Pw4T2?2g!9V=0vp2E(O^g%s;k>~eA-4uuueph`FTNsL10M5#pGGc3AVd(| zV!rHJs6G4--yvtwie=<}2AhiQTi}pzJ>|eLsH}QG8o&SyAp7_nj4(Xj9epBMVZ37x zSRR9XP)7((okUcl7TF=AG6h*+n$%6fw2-sRCp8{n>CBe zMsoewDTwiic~}Rr&M1b2WpMIDG9J?vM&gUqT*^j6?usg!4$&n>MECD6Ob!M?>|tXL zJB)FJQ3%Go#x2PXNlqKQ(W{gtu8v)S*Q^`XQ!&N@Mfye?FG>*ixnOrB5S-F>K0E}@ zHoryX@35Xz24Xl8DuVcm{?)N|rSA#rX+NBUoM^w$w4X`W>=3eIo;9~=tJb96X;aA0 zkyLPWu)={atM_@Re`#X@uQhq?=XwS6#|k(vqQC3%Ybk=*fk?Sj79ogJiDvb_7LS)T z9d+o~f}V6-^V8t%Utf)()%&jZ?e5ZsAm;G`>m=95@52#%iW>JKAoL6!k0uB9d)C8u zJJl)U^YCG64WGr%C2*Kh(!KW&EFp*=hs1Q5^~WB-w|yTXh?P?yuM5|#A}iK*j-J@_ zCKinO>=egJVgcTFKq^_;8d&|T018*^B;D&QMALd<7lGsU==X_OC4~2iY?I(Qg8$tkH4Yjh3Yj6a_>f3iB$L)8K6{<0=pC+hv zE){|Z#_`5epc-`9RTSj)@3YvmVsFK3KJ%3~QP#zmll$i%$p7^h6h`zOc|jh)IZn-U zvHF5=HFWPqjw}0<1&-gzhy+fp#VTdNUw;OH4kfpnZdLnSb`t0N@xK0|a>QdfYW-oI zAY4bA$nyEPeUP$nI(H1bpKNgY<^3F|f^vO{H7YwK@ftN=P*>PD9JdUF;>B_5 zQ`e8k7tMR@ZE!3{eRYVUGk5K#oB()_#D$|-vmP0$R5E-E=26kraH{2cq8PfIOa=rF z1SZ2qzz$PrZ;n`Y-19KmuzzxW2Zw<#K7k|pN;rtYPKI?s6dyhteF6kC6LXI15CDKE z=VbWsk(plDrsagxap>D745*DwkFx{ zdJqnnC&m@`ijW`N_a5865IAz&No47Ms!9vQwm07Msh|lc4d~l;qMRq6tG-UVc;`cX@AX)y|hfwuOAc!$Ean!8yMK~+WK~N3GUL8~{SYaaqCv&BAi7-T#vCg^w5!i$9 z{H00ZImH7zbz}$TXar5@5k$iEW2YY`);Z_7u{#tcG4GjM9ir^SUZ{e)hra|R(SI<9 zLj|Hq0UWKeqvvefq~;DoSENQjIs;RaCYUtRW4vL>>G7*Q^z&LDwahcp1ubnV|8PZ3 z>BaGr*ZJt%m0l`9j@wIH+o-<7Skd7J=W{#@w@)sl)gU_Sffzlpv6-6X7-_2~LSHS1 zM87MjWT*QbYNrBx&xNC_{g~3-2&rXR?cX;e|1vNshAeY!$TDAlm;=$Z=7Uq8Dt?tE zqTdEVJZY(iY>0Hu!hdcs;Y@HVTNL`D-K3|(>zU|(1vYAqcIF7;VjT1RY9CEN`&$rZ ze9<9xC9VDKYA=mj<`#mu3fvFs*VURJ2ANRw&Peiq@~-m0GC+nWylypxS1wWBH_Cf0 zA^J#7OzfEok79kprtlEG6L~X_QTTFBw&IUIApfXginz^w47rN1QK__G0PxKGjhwe% zPr7#SJ_f04L=;qI#RGXE*HaIxC{ELbh*X9_D<(_C(Lk<8?#3p{MV0}Gs)Mu(lPNC9 z*m8aj9b`1J9(^|M^~+vtyFk8#W=?_u{9MYq;bwU2HHP;p4C60Du4vq7L^XFH2R6Re zj?ucXf!O&Tdlxe)ovxeZKboI}}&gj9J)Mf9;g&Rdze$*USyIJ`$l%b7shFep;$~~fW@ZR`7$;whypUS>qrJ{ za5*ZDH;2gxVqS3X8UWAEbt^!qUqm_hotP)O+U!DN(*NsZG97gcWu42$tFs+3$aX?A=a|w{xjuwekjSQvBs7@K_(JF^%S^ekk@mot$PqjiCc&ZfkXU#O^I%MJvq260MOPO&;x@vIy~B~1gE@k@gdlbm zQ{fXsfb~xx!v<2$Wmn)gs@WzYv10r1+BqK2!>iAbzTgnbzIO;@0x`!X%u8i2sT{#x zex8Cer@?UwIqo2@&C%KivK(lFnDfawF}Jd(J{L|0pcFLVe4tcUU<6OM!s;!~Pu?Rx zB>p+dE8+(UfJg=_RCBTt2;y+SOFJ$)S4El`4nG!azM3$APgc%7mH~Js(tsdlL!=vP zIS)(8BdW)8>6Mg?`;M(!IIRb#ISFIDFdyAnMSaDTbYktw<8CpCkI?ifP_Te;$pa%f zA_?sS2a^!QF_iY~FH1~oIf9r`VkzkyYc92@-JTAu--!zH52ZRe4Uuolwr3!w;Zf;A z5J%8IL)*5&8TKCv!VxhD)r2r48JV~-^~KnM)B?PwWQW}%ki#K3O!hXzI}XIZ(%1h43v%^P{ke7%M0^ zdPNCvR{Qb%GKsvOz8{TDh1v=$lyStC2^eHubuCD)B=!y9&2wxaWMx?a#)O=u*|1;4 z*X{VNU0ACH*kPRKDMSw2K_J_KcM(Vy|LAw)pDPFSt8SpcCP+GufWtZ~=&)0h9m;92 z??eg<)xK5{oVY(LNT@7C?($xX9m&Ims4pCvL)ec8p`sRnR5W3Y$!)Kz*97bA8{tsh zD^6N54zc1zx)K-5a<5;Fb>{%ezO0{eOl5U77nH%GL?E1EkqV4e=CVP^yFf~Nhr|8= zhhbKKGeO2Y_r^P5t3WVN9J*WT%7%SLe!Puo+R9y}ADh4s)g{qt) zZ*d(nRK#+Dp>rJPb$%#%KGta_sLSPn^mR>|NbY;Fw*>awFRgby1VZX8a{u@Zd0)YG zcz%OT#M~ctBt(jHU+4P?7Z#xp6)LhbH2-hd$`(iOo$n0XvFLdw?w1Y(eCL`sw9YE^YCJvbUhE1x+U{eG@~Ap=3K&17-I)|!!ak2 z17n7nW!OQ6sx=rQ>O<2eN1sO!%1m;R6VEjFS9WA!g1Ft0l=H;%)srB`bHaNl7aRlp zus!M;6;L+j2n!-NIqz;Mg7~yEF@9hS#s8uav#+A=KT=fD5SYNJHw-l}jv(dKdN$-U zx1G>Uos$lIq})9M8^*vj`U47l^QE$bvU5Zh(*MQgf`}Ju`Dv5LgK?j*mN#E|4T6VY z=SK8w5dsGMV`2m`2U~$KMG3&B?}iOLv~VFL_aU`^A~52B8?5*JnB)B)k5YZdihSf)DEVGo@zj(dlhXZWjn=dGWdBV=)6atgtDIgADz4qm&7H#*_m&+kBj_Isd zGbEx^OzH#O{&gGW-3bB18e-@H6)5?hy59 zV^jB;YcZ(b9WmEQKdthru6lLHEb4_w;$&r~FGN#75P!YGOT~D7GNOoYJR&>Up$Gjl zr$0&%Pe#-)mpnuXcdTosMp9=5WzcK z5jquZe>UX8O<<0{1c^Q#ZLA`QL5$Z!?&egK2{Y!?(9u6o>n3$+P~TIjRih+p+Eo0| zK3qcwCLK_vPpQrXF%vVsC5x5hlA&IG5DZ!588?;!-+{XS+0XTut15h>&b&ET07z4LZ*5Z=qCu1}sICa-RW z0CYf$zr{L5ltu<4V}Q*{U>Ur$_(V0%sXS4PLx&nxL;GW}-}^u(yVUR$Ua#k!>JD$^ zXI@CX)@xpnl%#etQFq_$444(;&cpL{jpnvGqFOiOM7es0tRR66H-hNrV2TG#ea}a3Zjm^6>MG=0}iOp1D6eq9#+H0oG2Ar z5p}|$TuZi|Mc`gGj2x_0D#kZ*Wl6DEd+@3b;T5O`NEbnjm#Ie1rM`l=#Zx`9$|{Um zJP9f8aB|ZPlDhY12;vb^`OmW;g;sPM=?vpZjTV~Q#zlxRo@$TWkBxP-Rf0J7>I=wD z(iS%9WoKWGC;ArdV5-rJN(Sg=T>Dw&d0oVLQ#)KmT71dW)ky6HXCe*sta!()DOIQZ zla2epPO}MX(VRv9m1jONIQ zSf95jb5stm;)s$LJ3s_d)GNF8eDX6t`ydetL=a!Xv*jg9Sm(fVk@Hf|T=Fw_zu@ZT zXII~+&Kk3J!JtJBve40Nf_K=7=*avtq<`}mUJSqrl7yp9p+K&d+71jbPNY@8Mwb{uq)Uw+}n zk$$GC8w3Xrb|0T>gdoQF87B{44u=|@KdTNpe0J4zZs)mbxb_NiGn3DX2n_F%1M=$# zYyKPrF@}elQ;v5|O5vmMV%}(D42gKza**)%B?q2H4mYJ_nEe5r>!*66iPS*pU49e} zN6a-8jXL-8O!%~oE{9S6P@;cJeb4hn2F!ABs=I_<3nRwId z|A?|U31T&RNALYFYcs|iU7J@Nj$!>ZXUr`-Qqyv5=;q@;qMd)#J#~Ml5^m1%27_Ao z&|@Tt@=KPvBz(eY5X8IAcACL}-0(C}MaYl^F=DBzMfBV=F|vOpA?A+GKoF~ezW%>B zc4|&QBEKvCeu|5ta{C$PMBS)r&O9|fscfka>Au3=O#49hXZ3gC{D~1>^SArg-AK}} zy@YegFH(jiw-Lk(H&T^=`{LJ0a>@APm`Xd#=B4#EF6?n!+gly(Aw&8MmlgW1B7=Lb zAbl$bkSnZp15fLp+BskCECg{ex;j^?(pJO2QLFj*ZI=eBa@;vCx35#*Ac99DUIThY zWA4y-BZHAUMFg&}7xAI`6Ck}uc(pZ%$jR?fitpdn&kIWs>v>tDs*IQ1@}Kfst!De=h(*?7=rqCBK-8+inF(VPJ*2Exv!@{iguTf?l;L>-?Hc$TgM(G z_29kYWd2)mRI54v3`srq02`15_o|e#lZY_Jak^Q~_s8#Co&B3_FWpW*+pWo}&KAeU zkogFrmpNR+O*A@B6+maw8(m*)EO}f~LI* z{ACv$OHkYc8!f8Npz4BYqC%Az73Li;Qqr0VCo_4H3qn!3>S~njI-K ze&?+&I@U}2t%|>&O8T}D4y#V}g?T8+d>gwDhnS}xar2VSCFPLA&R*!|XA~-?d`f`M zrOw9fUw`ZzIoRt-sg=C{P9liOL3}DXh?iW-L7;1R2IWn49`|;~uFko=P*kO%7Wwzg zYvY~Gyax{RbF2l03p?QV3}+Ti9jL{R0%_hUhy8Spt;YwXB1HX6)guBs;K+UK@osL> zGzc0@q-P&rPn5x$_=`dyQ9VIfSyUobHME+@?P6Pb2ZX>?=_hgzKl)`{rbjcfcK@KP zvt(Gx1K`j~0UG(0Xxb;gX_P6*F|S3g+D(=U6Peoj^{w1u@w`Mue~6~#Z!clHZ_LP% zt5rhoD)E{B_}9p-d;KKR@6qP%RxFpjA-OerwzZ;>x%WY!KKw~cmh0!2i`VPk+GT(G zYjGllZ=Mp9=lEY;?vqUig=Or3kn{>`qdhX|x1`()={t>x>XCf{a=`F%mz(&u$(naM zB`e|-uosczgNQ7SvBi7jtC&2_^-2&Qg~ardL{PU!F@m@~P;9zKhbD-%js?D*1v*bU zvMJ{v(i%am*XA&&>A}YXQRWtJ-lsFNZkFqB_?Kj!dO$qGMoRZR|)brTWPjb=rKBqxvul*kIrbrLy>e6lRKu1$q@ zvWO^okZ)&xW^z(}c;;#zTa|^bIQqD`a|_X~6dRWmi+Sqvsgg!IS#t_&4qmr`(WqAr zVJZ*ZaK`Z*jF9%@^DDO9p*gZtiN!j+annz;Stu))@-r@!G7j5XbfIr}5(%t-A=yM- zBgdTNq-LVyj^nT1ISFEY1NG5-lDhD#hm}q?T6D3fId7b#>2J?cc=DY|)c5d}+-A*P z(DX%Ry;Yi3<*Aady@H`&BGM-VrHn&>lbA%VyYYjG5GAq_@vgcaM8~DG7k_OB*SKr>Q4hW~2jeNnW}&qR;(9!_8#Usb zaS`T_DUj~zNgq2;a!(H=jfubxt%AV=lDhRJDG!`JC-Did6V-l-Bb!|ws7*F+9?SWw zO6#k7@YkOC4<~i$h1l$N`Z;V+`5jp@mxH*7Aa-NwtbaJQ0L?L?o3$L9U5^isDxw7Z z91_aNQKXI}g}&_+Xf};Sbt;M8b*m(Ay}nI?*f|)SHI8xpym*#j-0iS4&w5`;zVkNH zzj&EKo=1-5(2eJ(jz!H)TX*RNl6m1t?zxh5yY4n*xH0%Q6?KZ4wcECwzH5jEIe=X4 z$m;5W!Oi1^t2*9yeeTuKCVnFa=U;wykpO`aBP4d~O-R&zHYY)>^TAgr9bjBgZ);T> z2x+80hPBj0#qD9nQcx-`x+X7|Smc1z@mk(`jdX5tb0MAXRg%`1Coy%rG$6H~(8x$N zpb<$^zV#0In}CawnGF~%lMmj7m;W;4gg-`7Q>RGchAW+HUp@zM-swy4RdXac!0~YR zj#$+l&ece#W5q)hh;PLerHmXub4BX3UgZw?YVB<|O7aE_4^=&QUXa|KHOm<;R7%^6 z6I>8dJhIlh>=!Cs{dMiAW6jKd{GM~n(wy?yCemDUgZqcCDB;bwU|)iB(jQb7Cqe8C z(Cn!+8Z5NyKH?j=l*BPa=(??W&^jGK%w8z@)#v%t9-n+5{%v=aN}@DsPeTF`<6HOy z49>*_vG!rn-XS^lQ{)nH*dfJ4XCa7n&8@qZXtIazbTXvjJ@=8!^dIq}|He5(`1BsV3v`ar{aGA&P|fe9hIjwqWpH@Jz(@Y~G9s^xAYQl!T_a*@<1^%) z?_Olhp4Sd?;qJTGuVzdA&CIFt$&c?yUA$(V`IMCy?p6jd+-pTyo?OF&dk%*f?q3qb zaG_s1BSGxy&YbBYG4)J@({IJOmlMsmn$$vKByZKVfPsMFzCgB#I@01?>*h`NCZ0Y^ zO60hcq@45hf|i9Ph*OYH(d!|xzyAh#X`G5T-gJ(6Y_8AMy$}RT^p0B~X76(K^$bOM z>SUrGM~-gZPtEZ@);wK1RC+u8)WhyidSgB@8FTSU#dS zj`U~l+b`IMj*x29y^0O=Zhpl{G(x0Hq<#=fN!gv zr0P(}OdJH;D(N4|tIXM5g9ZRpg1hXUC*N_TFD@E!T~F$<49=LrvuI)3*JS0^tr=H1D??4*iMItH5n3O7q)n>e5K$AhyL zDX5&136AF4-oP&VOBE8UvFDK+C7-E~o=a0lsk&S@0t7T7ukOM#B}){%+qW*Wobxz4}M&Qf(0>I$S0ER=>PAC}mqJp0(DHOF5$*mrj1jQ zuAk~u;_TW@IB9(yA3+ZA%!C(3l|ibG`@5Tyl_1vtY8!Emu!Y9yet>g)J$s1s(+`uj z3rD4kuHwG=Ag97*9qoG!QL#@FN&ES%jEw9}-r4~{=@HJ`f?BIyB`L#u z24&NwgVKE-*SB_$#r0Y(`FH>N{49wPL43$6m9qKLIOH`o?W>x!TtI%}pJ%0IE24|{ z83so}j^4J)yT2slk~ivHZr=;m?bg<1f9mTR{e34y_9LIgWB?@Z0mIAaQ-YzInl%HW z{C`9jzkr;L~7-IZ;2=aTU#3jn#hW81{N|3<;FiNCFJ|e38^WRd^4YGM{B9Vvp z3d%_SN1#m>r5HiHDCo6#Z-*y{i|RXHg1G3~;vdxj6?^IlN!)s!D1y& zTK^f(+&ajS1kp}T@(3v=Pd^STNMGlse+%2e{n zw%DebAWVEre$g`_Re$&v~o+a)LUGJJmGT^ zCxR$D^b!DKHr+_OXXjWCdv;98uGMij;IiFSp|Z)WxWc&D}f!O zUlQP@5z4_m4wP!-!rLnIBZ%ub=q7H#@IhTwN>kWex!lFv+esWlj`&snXTJlTCw*I= zqvNseqI22wLDu1zP<6(69E!Lf_btVu&L#DC-ipcqgbW6TN+jh~hJNM=hhtb6KNmr) z66|h#{)izv$R@Ba&nF(Gx!-<<;H>9>QH7lQj#9q+-pm8c8=b5y2tlk(ib0;oE;-K~ zls(;;yUHr^^8(Hm{!RZPRT!0gNX%<-kra2`hPUnIgqE_Q+V`(GGpr`w>TWp7{2&SB zhtukn&)n+B5hVKkeeq82;A7Iw6YBhf(M;!w3JhE7EKq+rGRa>}nUf$^9HJQKUVBO6 zI_Lj_cYlxG?ogn)hlN8$@Zh76z#|QSbC_|^b^0%QSc(&gAHV6}lASt7)ybw2#SpccoZ)P)_xYsRn6N%e9cu)J8$GOR?zJ-3hGOTn_5^2f5yWb=h@$$DW^MMbwvLoD zSL86_L@ziCgHGoph||Ae&_%H!_0T=+5tqX$?g9)4ePz}$I6|~V5Epe`XC#R8vglVz z`k4nX#qiamWS?BQ9qnBu)Uw$?_d{%^SCMJ>YK%_HNP3FyMa*nLc(asX&b& z&Az$e+%s5%el&u(XlyL(j~YqbS&I_BS;og(-#jmme|)R_RQo-O<8ykbD-o_z(%s8? zVwf2&%k>>4%k*4H`cy87w}0n|1Z&U!>9hnfAjCf;O%jBil$VQ3AH{h!j^lIU)mJ2k zp;mLqYEg%3O`DQY!jJvF?kW7ER+Y$>+em;sfD7snv9JWOo)zL4x;+pF6^A1)jg;nm z3r1$Qw^nBtq?ElYqwu6>w0Y$o)c5GQgj|?8=Fi9psQPTXeN&!C2(qc45Isp$+^!Hl z6tx*NJoXSa4$eH~RZ?-`l{h7?>i(v7301a=p7&4o;|YlzNy?MKZl zai#>98H&;xDN`;y8$yYF7e&>7s`fjG{RlaaIb&u&dM8he?zop!AA>3mM)TsLByGbZ z4@jIyWslk;IM=F-raHg1B<70Wr$4KcSOW@Z9_%t9qW8*`{A+TUD_q-%vRuREtP|6} zk=+X>UiqUesYs-Fy@~u zu@{~raDet=Bk~dvSAEvS5ZV37L#iovczsq=#oXnRjHMjzQ{N$v#%2(0$>N@@P3zboK#U7q)>U`)!0dxZ{K=d(n#C~IBPk_ z5$0l7m@nL%1WB5!B~8fg`*5~BfU#U%xLwEi&aNg_YT-UrlU^ycjlITn{BB2R+o10oN=5@ev|OgC!&(LzrNfliaL5H zi3X41WRiaUC1;}u{ADL8+jd7HhX=TGX`vy`K96lOMT$pVTlGw?Id^%mIM4H+=ftHG zP+TE4{p)Wgm8d)=r%sjle{aEg8D+&o4;L?Xp+Zp`RP7mmCjj9k@vgF_^t|@gPC*bW z7V#IKm-OV%B(UO2I1-F)R<+Q5XW}E|+jTwqjC0GDJ4y8kC(^DU>&kdZ!UgzOSsm%_ zJ@bxK3I==G&R96#`J_tBroq^a`q}Y+`BBlXV=`l?kI@LNYmwidNZ{? zhrcjWeykx%c)5t|Rzw2-7SGDK33W1^sM?)JR>+=25c{cnTjl*<6LQ5{QCW+K+`~s< z!|H%VA7RZSd^ZunAws417#5cG2WY$UmHic>{9Xv;SHDflK=MZKv0S-)3<3P)S8++u zx8b0-Il`J-K@tojB#04KC7spKot`#Ll8@d`q{f$Q>Nj=wRH==c3(h9T z$?Zr5ts>QzTrr1?ih9x2-$tbBoyam19aVkVza4R;(j^W5y$vte2VJje&P7ioELjK> zC8JgPw+x~;wDOqQ3r36n)pj;K^CXd3x44apPYtHzA9UWnEv|JkpU6!$K5&ndHpm+2OL~5s=f80fbXbxb-S`T1tMi95CpZ?nTE+q367rFzjXIb+3;yJDPd<#<2#cxqL z#yB~IvPf2G)QA!TzO^=#2n2ChJ=7rY9Qgn~jkn+6@bMJLehvuw9w%`H)>?uG9!2iP zBk^j(*nG#W^z;8*PV0yg=*UtvzK`tG#pmKlSUX>WSf!<7cwi^)xY?0rzO^@&N+O#A zMY*$!+oC_uk07prz)UfY+=dG|EYHvt#IFVioCz|YPjQjxx)BTPw2yQU(t=QlS>|V0^_<~!YU2+mmQrHT3ZCM9y(+9 zAp!RT#>bUbmcZySY@j2~0F`{{1*C6Z=b7p23@c@Lnszq1+xZd1y2xjcL~cO3KS^FE zovYOO!b3!G4iDrkq?C6#qBwD)(C5bO1lUzIs{R1OqZu&Iwj$BGwZjvO%2%SGPzgO9YV~JRLU!q8obw+|X%eoVL9%nbC$2>Tv zMaa2TzVT+xsb<#E2XDRpbwT?vcC^5|Y?AYIX5K6srP7=93R4JMD8vu7nT8 z5DQVPbEVF^PUiD*_GdV1mf>s?!PzLTQETU&X#{aQKi8e@c4~-w>+9#`F-H)8*Gv#= zj%6R~N{_N$ju;-+2V$7W;XW>67{l)$GAnj`^g1&^tj@#@XO9yfYFhyw}x%`oaVd1=@R_WBqjS#vWO^0Pz}YUHY>i)qawIpeVXCHwAc z64;F#iw7Lk?1)_WoZ|0VkNP`_;(X>YQY|4by(bdL>gd%}^z5$ranoOaNy?;UIp>dd zM4(zk9l1ctq#O~D>eya|W3ismG=)ck^PAQ!IAWx81TLH};;)mw1Tscd&MHnh!#TM& zszF-wiQvjoJ=M=EV~`F6WV>}eeOuRNczmCCEx5k=`o(Iw4Uu=be0VpmZd zh#=m1U!*`!U`)*-QurK*j`8key(_OJJ#T_^!8z3JVKrhAVmfr_QAB(n;p`Q&j$zG5 zep~q!-`Fjr`joRA9=}2m%MV}c?InB?Qn%P_GB}nsl3F9j9zs)11lbR3iYYCQf0H=F~1cTpGrqWPI)&pjiVDO2fRfGeCQ34hAXs==|BXNd@F59!c+%X4Pk z2}d-PziLiFxrMRo2mdl0c7wxK$UB)3eP2s3NctJnp8Dg=aK!OWvV4Bd3>^jL`4PlU z$!ixJ6mZrE;7n3M>bZg}xz3NZ=bt5+m!Ea#`^qyez`15QsZ+ZYGVYqISg~?vSN5?k zdY`CVr)sdoQu*gk9Y0iIuOk)afz?t7?I#NzipIH$Vflne47dt)MX{A3!wv zJULmlZ%D#zNHzZ%Fx>EARGxwW9n{??C$3s0OE%@vojfxom%JC128iOr##G3LkmI@w zRT3ONR4Qq6p(s&$Ke>3H|GH6*8dWJ{`gP1c)%t%*KiodKLB672S6(70yALgsq4clz z<%ho}<@V2F@&bx`%b@8hspH1QhKKcN;Q6Qn$WaEKH zZirl<#fKlgueLKbo`~Q($?;2Mvv-A+B|^U92)Tz_%~8NcD2;I~{mnEcL^&>PtbL@rZCB>M?;sH(a07r~_diQa7 zXC}Sp$idKG@vw%F*ZkA*>#spMDudVY!A+jY6&RuMM&+=l1abJFBU}V=;c#Bu6wO@| zd*K;LAkC8di7~{csO*44U4A{CB-<+UBZ%v6yN+>pE%lGPD9f^4i7w}Gs>Tc#DSbJl z)Wp{qV?+gC#2DmnEsKuDI-(oX&q3rP-BNYVrSl}MTfV*T(`Hn7v4Qo(%f4yHv1wT^_J%NP2>vp67KM<@fE zeKzfyb4;V76A+$J#pX*0V)B7HnJy~tB<-GgO5&HC>5M{w9d?rthE3hpJR$E`q!Lrn2k(=_zsbWpVl?^Ru4#^b&_ibu17sG-ufS3R^Ero`@-?Sex9cw= z7w;S7E?RGM>5j9O2LoKEDuw+AbBwpTS^^lXodXZiQ0nj$eHijsBY%*1EIZ{)Qc!Hf z*lJ`9ed!M9J`_j%y0+mslw%D`P5Y9FThuTxg8J6lM7m#enOpbT8AZ^OKyr@b55&iBjeSf2DDhJB3b7{fJ> zSrx`&UDLA|c4r;6pJX9Q!$>AqVqkB%2P{;lQ$`TuWK@6UW%&r=${rHfmI#IIcXVSn z2T{@ZIu3y9;7PQVf3t0+n&=*VmK&aVTpCr~2g89Qj<@`a!%GR`=s6G`sN3jsQNG2t z1$f%!`>to*h^$yb&O2l~894+Jse`Uf?b6sze3N2=_{Uo2Q07e^lA=A!d&}TnE6A`u zD?;qyoy3J5bZ5l&y_Xw}rHI@*tSMmpb`0zWKV#)2Y$Bs?Zkv3%GCnm)S}YTwQ6TopbFXGGMge5m{A z)L2KrhLcw2+@a}?{39WdaaPW7u1)j&shW)sRliCI;&}y!bPyOYZe^V6L<3H^nb%)% zYk8ESd)vbHu(`iN*+oR^5EReP^*m9=n$9_;LDsaIachV-TjPO89O9v-#I?E7{Y zuv)1I(dG@$V&fs*qxQX*007^pRmHc&5|YI(oO%Oglkaiv#v!E)8+By$wP`O3YY^-) zQjclQd(YBCA<|bT_xAv79Cea@6}$E4pNMDhFsV50ObM?vxKexH!1ks8iG z1P<=*mp;e{You_7eZve0-*_S?V|w{z?7)zF{bjCy7DBn6*O%@dARldh|CZ*tYk*Y! ztv(~8$ZNYJgk%V(o{myfO8V0G>g5+m(S1gg%a(&wX4)eUOeLo<`E@n#?*1#3Nk7{E zb!|po_`XqUQyCf2BOuFEsy!+v?;@wI{WUI0;CYH|XCNr5HiHDCo6#Z&xLVHM&S;fD-pX&fz`i$l-kt%1ah4sOK7!QznXJ zafZVXaw5fEuL`5{?)@inj>sBEPCm;;9M<0WZzO6j6Ys!frQ*!<$QLxG8F7`wtS2fq z{SpS+Ro8ZMQCF^ByL8|t6Oh8_DSe9+Oe)`z&|FM)GbMZ^d6ww6sOEA;TFQebX<#eJ3?*UdhcpLz z%@eAdNdLMUN|4;kAr21yzI|D+n-(@atYeTs$p`O&SpV61%tesZiLAON^={jEp>>=e zK^%SXZb-R{@TzN&vh%MdqGk(yTXU(!7?HdQ;$VrT>6dfxs9wAIZ|(>BTnV~{aes%{ zBU+ZtZuxdQLq0S~0?m1Km;cQfNz_S0J;K?*1ot_F4eGG`iUzq7SEB(@pz3fCAQCpj zW=^HJ-C=@5l0L)EainQ{DqtERTK|8Sl4Im0@j;qapGb5=k6xV$%lQ$+x}mKh2Xp#a zj83Q=RGx5Ze%`?7rMrQK=hz@ac&Je)blBgdibHgBVeV1o1jQ*klRREX5qW#}W^P(a zYL7n1ZJvX8(pT(GUQypu_8L()XR-g_y6|Dg;lPw9$aIa?1H5`37ZZt^BdYE{$QR#r1N$LT zV4Qa`dyPTu4#6Ky5UUeK{neMTHb2jpKzexdt;L5ThdRThr+g+U=5n?i5*WL=1lM7G zUSUOY*E07O&Cl)L=ta4q8lN!8H{5eO>M}P`@i6HOh)Nr0K? zf5NL_MCrH0Tn2*9NDybpb61b!Lh8ZWQA6seUqS!?KmbWZK~zC4hIJ%NBrqN3+Fu}8 z($7DE;So~eN+jxQYNd{~CpQ_R(h`sg+wSQ0XObqbC3!egk3E2)GH<*ML%8@^uUm7J z`#s%e1o7`dZSlV+PY{onM?Sh)ey#sWdRH!ig!J+1%pJnA@kK`T3{-&yu^C)Bs1Z0Rc zuHf*kd!mNNA9aL;Q{2&cQX_oT;NFwHGH28Pq+xiy4IxW8lTr%lJsR)*uVf*tedICr zBMX~_I8J{u$xXG9J@+MgYb@ttBAgz1NE-ijN#2RNxw3Qq;NO}Y!N@HaqM_Bk5xw!> zsNy`~&itwZq5Cscgi%sAvfsfHS$lnV6W#YG-g`^Z@4t`i^S7KsW2it3mJq4B!fUNF z*PcK6(0!J8QxSNF4HqwV2(?1`A*;ij#RKfGo5}a4>NdXnHj&U5I4AAU zzK2NV9(%J_K>oD2u*XV)MGU!Zl}OEDNAM0_&PnKIaU6FkxJYqTwjt4N?8P#iS)!;% zxpjtdS&%Bv(3hDHNMi-57TjqM&eg0-j8!czAMgYJBS7Ge{QZYPB0)r^-((-ttrt;d zM?xm!tk5(cDX9{@n>_*NeN}n$t-FakS2#xk&6|z$Y=rZuj?ac?pJa@&M^FiC_JbPj ztd8GaP0xeD+DC+Egmb9cmI^kC;^vpk&pdB)6tGs?Pu)q7^f;KPa#%iPSj3Gpm0E6i z@PE!`=Tb*$-(V9EY$zJ>?ZciE;XD%_If^mGdpb$cIj87xY;h+wCYU;tea2{Gis>k7=#J*jN+L;<(MbYwqcS!~X z2@kdtmGE}+ICdhPdqaEdBNf1l*i7^-IsAj74CW&gDAK;3VvhLcr=B$Qnt?$uf9=j;QviX3Y4kQ2G*8yytRd zvL2DhO}8ri=}-Qilkv3ozR%-qLp-t?QMFY>z-^S(rpGm<=gtR{HI@N2xb}RSF zx=V%}@t==aOZ?eF>72;$#^S{v`_iUhIC z`KlAMN+{1ju5;9C62Z$YtR8I(N)CgUMlaP}kL(ePTgCnurioH2E-F7A$IDLej4NY< zRle1B66JsqzxXV-z(tNB9|dwmg`%E{b^kbyd_rH5n|D_{Ss?+CD4KO}K96GXpkwjI z+dCh<+w>-vhZizXz4F3`9xLS-!gOKK2Q|ZiEQX{@@*xbOC$`+HP9C9l6653a#d@lPeTMxs?Lq+S`8+2I``y zRTjdA@z3NBIp2IC>P;I#)+Vwx9&0W034Qb)gu`8WS2pLnH+hxKCQ#}hxK|o4KM(S^ zQX+ptLTuA59C4id3<+vHc{OK}dOW(i=xT&fvHmXdqTcZz4un0Bz&VM(c_nrg-jH~5 zxdVYpIXeOZNg|CrMwZ#FW^811p$`)|ShgWv-z?@X>KXz$_1J?>md0(2ciUS+c)u;k z#&~`NapSvhO8ws%I}I}>a{9&2F~Nb{^rh}Uc_#%=zb1khgK}}vyi;{o(RWWiB%VP- z=!YxvQPzc3y!hf0_}N7bkn1}A?4z!=o*o!g3Rv(xSNoegnCEk<;N^74F;Y$*mKftT z_5OPj+HfpJjkO_(IS@1zjS7hB0ZelvZoDP3cNkK-_bmLmQ+%HvL7c^?GwYDO+yOGM z^L|ow)ZgZKR-Ga4tkaNNBO-3^gQfat91wOTyA?B4F4mfVt$1|7w>|?1r z_E2{qjht}_hYoV9Mp_tiIuLqJo)1~_+{~Yy!9bX++@X=3ZZ3tlI%|in4?1?#U=!MY zXC&Z86Ww|y(q->TV8=bA8&Lqwh254$)7I>~8Pi)%%88gQ!vN_HoXrwp!fT}?PXBahXd3y9F z`V~)XB83#EmMrNGrv*c$zD>QD>n`A#e(HV~iCulk|1}#+3!mH3zpFu_@fAFc zX@3Z#X$YdT+4#wBJo@D0>_5(SYgGiP%*citNs^pL$qzmdU*A3$h&Px+`ZE3VPdFxM zRM0)*9lk20`K8Xms=aaeqY2{pn@DJCqyka)Zf(X`rBTv4hq$#__ZeDrZ5}a3%7|D9 zk6CSj*53RZ7xP#8G9S@#KC-26xM#qvL4|7QGeBgJGZye{NJypX#yQ27yn(84A@(SY z@pb<=5eJ*E$l-m0RN+w3(TmO#(fjU{Mx6S*q%kQw{v?-syijkIhg1UDMIS6bQo3CM z2{G*}ss9`6gzm%CfP%cJ+gmYb=5X4Qn9jSbE8yj2jfw0B~>#P42_H@{>M>cAh=(FtNbkH=qmQ4-HS z<<>+cWc0k|>rVtY&c?yzAjDdn64<6NASDmYEsRVKCMU2$1y+#Yv zoYzXpBqfY$M+8UoVxzs2zJBj*NN40kXU<~&W#3EGR0!LP<}db^Mcf*lU_Y36lY0E} znair9= z6LD+;8VMcQWe-=6R$B$Jn)+e7Bd$}QU@IVsT-ZvdjG)4l^r=> zJl6C*N<_yY4APS)=Nxu?mMn&oE_DneSJ zcD3}&t@kghqc-2tf1*k(jR{$LCy{3I8(MPnieQY%CZD=Q~J|S*=woeDG3;u zoBYEG03n*x1+y@Q3&lMX*c$b|S$%$p@b@jbr1+4bSJ`v5p>|YR+(H}L`mQqZ4fo^d z{PS;8w)4&s!a=3@Jf`PSb%xf6X_YN^woifwe9J)Uft5O{c0^LI)%G$MCa{+_zVN(c zbUrEA!&+XHwU-2{^?tsgVGzXa$YA8iX7GDT<_Jn%l(nS9?oofc1<8p zo&E7A&O10HF!%Zf4J3UY&MoV0)S>M_`G&Oos)X;ak|d>CYSPEx_&o5E%{;w(daAs2KAPu$XdkWX<@48DL%=PP#qjm`* zaXVUx6CwNNj|q7X*<~N+&j_Z7ZhoJPA>w%%qH7DehoeNzzC68A-XY3Xw+YouoBfbi z9$XcW;Y1Jj2z8G0h?4j}HKb(<(bHeoXXR%|Vx>{w`eg`2_i&<$dy{KgUu&yq`#&T< z^ShAced*J&ON6Ado!V~%aa*YWj@P>sL9E7gj7hO49?g?;L`VA9+K^n1drJ@x)3(N| z%e64=3rXWu=V#&$ue^#wQe_=x?7OqbbYx=56Hu}1p3UB%dcmyIPr?8V$%f}^#c5|T zajylTN`B4r&qNC1Q_+avDu`2!P}Lj)QHb35H5a>jl$~-exsM<&ArNLAejqZWpNVhm z)>1)^o8Zu8-REnBUj1E2DF;&ifjUYgsCrKaILteuy+=>i7p~8) zyhO4ePZZxeW1TFu8k*yeKPKtVCpWEXO_R4CKsj9JzWa*T@ovMQ>0`Wv!AD7TJpjhY znVEj}adzS4P1s;FDaX*@BC=f#=l^AX1hKYp*5O21em+UOYivON>yya?HO$>Oiz7kJ znWszUrKiL*bS3g!BLUWbDc4SS0YcHg_hZaC(T)}mjb&!Ee5`uzC( zvr~MCroVHazR!TKqpz3XVAxl}$V`{xEjjCgvm~uKM#yVkPL5N}5$+_WsZx|@Q*%iQ z&v0~T+(MTtWOm%0^Kx+>29F9 zO|D)=5PLIBXOB71#s2a}5_90hXLr%OSb_*%lL_I}eO}yY)9*O5*t7Z#*PNX9EQHx2 zH1^cAw~JjtyEd<1NI9a7<}NCnn@qO2ax7sfuBk)8pZ4W+JAR{LO5Dp`B4`;ePTybL zSPb^S?^*s;=OO}f7<~eTDCV+L^nLtxjc?#PEqapWx1|AUW+yFgWp#zew2dI7W?+ zNAI`Y*#yNRuIVbFDdRPJaD(7tSP~uajweD#!^SzV*u_H6Wmb{+SNz4Xnf+x|10)F! zTFO^XFih?am&UuT7ixF97uooTdB6R{u|l$MJ->vxQ0BA5|I{ZB%1IQz28vt?x6i{Q zl;?!1aKs96(R+)Wx&DfT_cRl=H%{`Q1D6<_;r8I zvQdHgwhKHSt>G=Ymqo4&XL&k6)lSAkWVI~CA=f5~r#5tPB(0xNt~%$?Yd(5@&olQ$ z5>-tpzeat3y<`_t(6g|Tc^>Jwn!3JK*nVZO<2!f}8j@9aPMRfF<8!*Vs^UL6`|W!2 zDSuZaiY}0bc}ZJxzuXwq}H<-6KM3eJ3aUSTtir5FHb{;V8umDQ76#|Noj-xsXt zcx=NbS)=)L+}XpMjEhZVYL*9^TD9!LWSt-w?9=}^=`+@ zGkLD`pB5(%*z3g2ZkK~`o=)|D2lMMaLOgf=RB?!Ec`xricygf(O97kD)A_<9!WL62 zBYx^8eLGXqn(JSM?anXxl3)G%Sr(SQOhWb>Myc=T`hGcT%@z{r;0&C>-xQHHVmre3zB!#pXDro%$qDFt*{nGx_w`hG$rqL5xMJ<{BY z^0SXKhH~`IUv`PB7DMCB=z_hZaC)lt*+{(*BdF?T*5|}sz7P0qIA54$CJ0qF3URtE zcY8ap=ZX%L+;pv1TR7A|K_O`)tLz=l_IrKz@f&yLNaz_Y;)-w$=E|mv{78f>^Gk&q z*3yo2Nyg}v;aI@z&FFZ+HgBwb;#|SMoKCn z1Uw~cd@GXVy)>FINDz~kMb4$$)|Q`F#l;wv2JktcDoZ^c-mcso1;3(Q_QRbhX<_DM zx;Bg%Q8JmrDThK*-cx$2tFi!dmU04T;@0Bxx{sS^O><{4_1%=b-@m$(7M{DbfXn#- z0rM3`7s2ks;Q_E)R65)2fKR!pg0eRNYVn^Ie7N*u!#L%D_r~*#O{U2@Zkr97*6@ul zk&%0Zoevls(BP4;Z*0SCH!fRRWlz?*8&B+3gs;Rwq@?c?EtrBEZop=TFFy_n5gFpB z>2n9I2+R0C=uIW_TxaFFnii=!$EB8PEIX!E`~HmZ)HEd|b*j~fv-h+e(cV0J#FO6I zH&W&f_3P!R)O65fMA|d;7kv01%`hz0E*hXZ(E0v!wPEnEqTcW)7?B*d;Rq5Ym!`-{ zYB291b!T$M;El#1>sy5co>OZi`XAi@Clu#=U7XKJqBY2f535qR;dUGkx20-b{hak& z>c$>JY%&f)9;&{*mm?1u)02@bd0)!hYe4h|lKG|+VnI(H${?H{Z z{uT9s8XmHLAXtRs>z4MCU?EPq+~5(>mQp3|zm()YC=OvCiU~#s-n*Y_;djKKlq*PC z7UH-yca4O%O~TZJ=ZO)=M-G^x`eAWZzt{KK0D0qZ0w!G^VhhxT#96lGOHKIj8GHK! zVZ@0Y6$!_OEAe#|pa3d@=IVj$5hXXSoSG!%%;GZ2q6bYCe$wnhdjT&FKbPG88oHFX z@=XW5H;}qxa%#k#x{ZdJ?1rNiR-PWsxa&eZkMkvocU-|Mf5uhv5CT8B2B)1Oeb0XeMR%*2Ss)uBdagZ9uRWprcU^?d-uM; zAifMzPFWc`<->{WtjD8mV(^-avQ5#Fq0JSN!`58g&VlN%be@C-{nV?}4D+tcj7!A~ zeasZ!w&@378BuZ`Q>?3Vy!SiXrjDu#pHQE7cw8!&b-w+v@LI&HG-Iq}&=Yq{Nm$%_ zyDItP(#ntOTcrn#a>+|b&gkybx-_F~ny}-MVs6rpmV<`ds_sZtV$UF`h>}RrOwO_! zXiq%$Qo{h%w2_fE*| zF+Eu5*qk!Suxd;S8y|HYq zGj-g%^JJD0Db%tg2t-jp!_mm$Z_j#pFXPs`-0Ta`d%Z@yZ^)&->t1yAyI+`EcuU}c zn!H>UpG*~Z(Tlj5Lxeoaf0#b2dSiO^N@J?iP9&o zmGyI(7PIXb7-6tvp_Mc6xE)Pp+iii5rW=09CaydmZN#KBxs+)VJiz!BApY_=HPZt} zygO&`UYQ}%JkJ+ER@61#bMCvWtjD8oeEiw~-r(+K{P4S#Q?Sp2QJ0?Auv2dINw4^f zGjgtft{p#Rz<}#-JMS%9qVYr1t`EBrjHtyCZ$xVcIWi zJMvY_#&(fgu%*{qQ^^PHjY1e39IROv0q2_Aj6l6%(YnJfF``FjC^13^@)vmDs*pyn zVp`$g($uacUKeP16Vg~4p@B?e>CJLJO;8&=O5Tjet*Vlc+5?g~zHvIqbCUMZWX#a> z;sL$Rav?{eM)D5gysI`bMgbi@5Abjl0X~wLaf^XXk8k)4WQQm221hACKaJ?9p}bYN zcw9uA_9Ru&rxtY=zD2^;3Xdz1=xq5|`m|H1mg2%f?(|dpHhGqs&UlijlbML!;3N|> zIiN(1xaz5qRLnM^lIo6Bhu9ENIIB=HU$}pY%%HJk$`{&S4?DoR{pAIPpWPOOfNs-G za*e5ta2ZMf8KUyc$;`ULrCuU_+}?Vn!P@e})=CbAlWx&7eZ@sY`1vBNJ?_^2%Y+)^Sjx$4xBTPW?a`xoAa z()b%m-v~o-PaN%!+H8LEC2N)Ao0BrZaG8zTSRPb=<3yFRAi~Ssc4tnTv>^0Y)Wp>LJ5N zcbxrP;;8UAS}piRD4h~D4`*_~pEI;z%`cfNfO=E^KGB@wv=|LGsgqO96t;8OC2o38 zlt@+;q;q%&oP7(gUim~aX>OGKjeM_IZHOWz*1Ct8A~Gn@xpfCW&0ZmoF&me!EbNJM zb-Y~SDUERJVrIkO{d>^zLd%oq7q)=wLJa#EXL;uuu~>;;=@G6t{3@*_MgI0H439|j zqm|tkUjd8)Nmq`gvd}E&zw2{5v$UZx+%e=~wZkfGe)I*M9M9vS=iwH37od3j||2i1fQ5b@%9Yi)V;EYpLe#H38C&tHg8I8#T z<=Z*NrfENCeo(n>t|z{4@kbZp7VBWMQ^Z0IWWH zP-TOLdQ3f*pByocj|UI)QpOKeB9=4Y!9xb*6!s$1i0KpRvPAmG4D{#)LlR`1A33^& zVo^=eoW&Nbd^~4HRjp2WWK7#i3ONR#XakbuB1pux4vLLqi8wcg%DwPzm8rc+^3I<81f?a{e z_c2u@d)#O;Lq581;%v6xzkOCD`-Et#5!`uTVe51FRl4gY(Ui=M(6je`qgRwtXx{Go zINbzB-9+B{C@LM|iV)i;5}K4DLdnKCA@>vs$OVe8Iex)#8#@x;1+h|eSttw6-ID7k zS{$JC)F}!hK3R$lvfa`GgCf}GcFLG+wQ)_!}&$U|(5x`xP1kaU%*L-93so+9i83YcU3xGvi5 zgAf*atzp`$y36SM(*u@cLzV8Me)lX3`>pt<;9f(Qer45*R`3a}xMFBrkNP6z)hlys zEII7+l;1}ug$ZA$S7aRA(lif&jK@G(2c*zkCwr+}(P;FB6UArO6jee$7yV3aBHGHv zNFkzx)p8Ak;E0v6eV`51{Bbbbtl9O_9bjQiQ;dz48Ar>4qthUibwF21b37D2H+;aFQTk-vooRGxJkAl078O0Fz?IVh=>FQ- zldnj6!$#trJv_}eC1ziKUk26V6Qe>1fohqX4-Dx@iXwE;lV%c5cvVB{h1rJ+XBtr(4iv241(+*-EKa zse$lFuqR$$vxk-Yw`o8;_goygB%bFU`)ET`;c4)JXVj)YBOQAGPbULH?H@Ntzt;RH zJR_3Of-@}VbaUzBM!V5}6XS;7eee*l)v#BscNcY+?20YD3}n?L*Dle1n41(jVOy*d%wY1!sVdcTGx zceGC(=QNNueeArcKP4)myseHH<)bQ143Fmj@h2~lRR_zg!}lfe)(&cBi$FU6L)rN< z^q}?Y?FCNR{+c(nx2x0d^QOEpLH;4isHZ6Ofhf5A&Q4Ks5F~`3VOJ!R8N%U0ga!Q9 zVH^^iBH|EyvhTf|6@36dC8fN^T`UiynyypJhQ`^`hYbg5Acx}HAF%%5-f0~z@R?-_ z|IqfDgXVHFBR;4i44&ViM+Pw^Dt%(k6W^<$QqmW^J(%aQmkO>p(oSJTbfg6+sTQX9 zMKf15)R490LTtu%PI~UyUk{&k>0)MZ3Z+j~);lAwCJ9_pLT1GtxSh}}bF0)5Ypgrh zUPkbgN%WUNy@#t^wK!e2_*R0jWqM%jqeKivvQ4v&Cdm+z+poF zZojGrcWYO={UtU!Mja9?`#9nq6{la&1=Yafda?J@+k%kPhct~Bp}a4{zvOj1IC5JroYR%>Gq8k3=Fr2^!N&V08jfWz|{ zKNqeyZitCqAAR(>4=k@7PN9Lb2Q(AT0?xS3i4qf*7c3JMrOu*Ro&^W3(nBwl-4D#f z9_I5IzZUxH_YbU{*p7MDN>~G8g>yDtkW!gpyzgAZysr80Gv-`LyGziyqn%@`8yG$^ z`(NY8M50cwB;U`jOg9!g733)+9IfVnot_h6-|e-MZRXf#s#abrXVL}Itm7Z+7T*%4 zmhz<0+ASvcX-v~=?VSMC^MTc@IO`O`&xgh_z&9}N_03B8}(aO>Gcx0VU4;uZn< zOpEK8zhV*Cyi=0VG^m$Di(KH}RzIa=UKs}F^W_rUFhijP-w{xbys zr%MbJBmk-SpE_6`EaA1-^JX2qe=&eY5(s}P;WfXiT3$Ses=s{aY3p)D&R;aV?jKs` z$o~=0|L?0Qi-8t$J97nH5?!u6<-aTm7lQIf0Qvys>NVx84Ml`(agl6gh6GxgX1I>? zzh8tQ0CeX0awMqkmLlEl%Rf?v|6D=l6KG}G#$DOs6%etMWSS;x3@Jk$O3MNMzw8?q zLJ#a8_k|flYA4BbuKstcPNsnX5q}>_lWG7FC&V(;nd1xV8WY(~u>Tu-+Q2|(wwO@k zgLq@OTJ_J{{OhJ^l%S$X8D?S`6U+&Ob;*hJj3+?t8U}dQGOhm&L|ni@XW9+PgZ@p_ z+xRaGRxAW%KDvcO2ILbQL9JpuZ3CI0V$4X_R`#X;%9j4I>Jh|WIZ|xScTn^aWZA;< zw~gkDp)-MqdAr0iZ9&8?E|KhWa61^M4%XFw=Rb%8)6i(3Gl_U-Kr(`wvorhKMuj5( zLcvHkpGdYpAmZaA4C@k*xE8k;b^p$P&|dNpN&gC=+zLT5f-6}c{o6(ZG5*psjPoZ9 z%VrSq>D;4LZI)yw`woM2i7 ziI-9;$+Cj{vMsBYo6si892hEbOU~#%h!lm@t&;rja&yrJDe^_5o&}Zx80as3u=uk? z`S1XY0smmq_wOg}^^2pTX5|9>ym|zceSaqe3A`sSNT}2p9EVW^0XeYCUkapx8SM8r zqv0y1H=mX)EzC7VUf=8-`wFD4R=pf_9p;&%U zib4+L6ZWa;_*hv|Rw7Oam}*%T_#-gLc`SdYfxa0S=gKwn;~ld>}}h?~r&ON|az zAg6Vo*GHlc*t-9I{a}F=_F0at-xw|^G+I^vyQzboTLeN2_l%*uy`#Q=RruB>*`c5J zc@AF7d-%ZVDzh{)ZnMEyvJ|>^rusM??&xV_zmniHvFxa4xD7Q$I1%PX~dmbHcU<{ zvrv87wtvHk{|Jt9U;+;}fvS@)mq{!(h6ZDx#H&-CG-5M{@7p2?yBq{~Qi`^!-1*zz zl^_`dVnbIGzi;;^^BtLdnEr_8EQTDzm;LLBz}_)`XI}cB*V7BDza|?PI|bFeR8vLK z?CsG9^s0hoTlt}bo><{_qGFfD2V?cCLuP7A2>uQ3!-On^wld(8_WIiMQujg1d3QmF zHgM_lkm6FokTxo{hbl|jdDPUz`>z3>3ma5@M!YJ+b!ze>u+OoV*j|070Y+;5u1Tz3 z0?obgz5bb=5Q4ZyvMc93i+-je3)I#aHb-y0_b!xtWifRGJ93VdVy z1h*5Z(v=$AqJ_GCL6#c)^w@8C$@X{T-a}K2Jhtd+72bHiQ2P9{Q%bJX^rzqHsCs`a zcHEMJ{Fu#%kumZG51d#KI5!O5h7FGe#++WMP8B5xgX@qX{|%Z!if;1{H^KjxFtVOw zbR9q%{XRM-Gks}4q)_`Wz6S&`u22^rS3I64yY0VE@1j7@mVb~< z1JIX2s!T~N3xXj)`;65l1jy`kz>K^9)jt2i^Ki+3;CUhFsdztGgydfi^XlImCOi~z z0I6Sn1gSo3(9>2ESwtjFvoV~D8i|39?&e=G)V zV8tBB(3R)AOIs>3IMhqb$cE}5)(Vh4^ex)FUn0EB^e0-cYVf&#uSV6{;xy~E6=s?v zDCwC{@a02<)8$FBFP~~LT$mBqBgv}^csjDhftVEeTHhi0VXbqZQNIeSYGL$?t=qe; z`xe;f)>~KHhZroodXI%=07rvUw&9lW&)9c57H)5r7X9rKH6r{Yr*jYAgst~WuA&sD z+^vl~!wOBVp-1l0G6@dhUm*oy1yJ7->e`2_9`RozfP-LAPI3!A{JvKH7xb&R=c#oe zLxI}3>ZT2kN_PL;E6Pl^sWp`fbMNn2{=v_XFgXIN`}l4zT`s-<8Of5nb{sTS5q>y; z&YvKn@$Du{kaB-0tkJX{h^mrXPq&q@&Hp;vJgV9Y{2rg01K z6`gIdu{&UsU+=1v9)o37x$&j{qTOV)Ab_{QPa~^7>FY}&maqRIZYz=e#K52(s*he% zxje_%NdbK1aQdKa=&?4}_LDRHj10cYf0SaRCh%ANpYQ15do(R;BFlDKsllWq zGAzFpxJsRNb-|C9w#JTkXPK@t1>Qb)ypvA1ynLh+4$es#IE6U#z4JUwme5PBh-ouA zpF3Hp)ROBi?9bKBjtI*>as+;0ByDPKfiGwRCZ;v{{f$lUOH;r$j<0#+ax#e=aTi3% zy?3J4;x%t24E-L`GSSaAtzuHC#qz&@#%6VJ@RK1gH~yg;{Tg?H6>qeDn^&aiKf&dD z+0y8P^-VTFr&@|AObymFqr_T!;}mo7?94`o}5r1@DQ(`Rh?~?D)$1ln8AIV*_ zU2gzp3SrIjz`MiIdEq)6ka<11Unwu@zU`fepUi!l$VWt zeOlB;-27Wle@S3N?DeXt#0e&MIh@tY;kujcV{~im_k@#p4X@KRHMaLVKlX9zk-JwN z+yl=l!%0hSzr&A7!3P9a{PIJ9TY3mCYGXrH;rUyPXJ^=T5ef&7pBLLioo#37lWWc| zYyA6$dSw*s&Qa2&AB;x#(eE0bVPu4h(G;50efzrlPe6(6!lFe)CBK?vsl?V)`wuuJ540W&< zm>=;47%QgE*J`fT_b8FHc{00*yVvR_m4sgD9uU3iHK)Uj<^+X_@0M+Q%JA2&mz3`U zZwImwIIBq+zzS3ISE`L4R@e6@3wGz6L9GD}ygr}9^e*u-MFKn{jSAM7-qVOjRB z1Ex`Ermboo($DRT1PNs8IDA(7-oyP-8x=|RWS35${=KPFxNA#{FG!3@%<%=G->0T5 ze(oRF>=tgmp;1_&*$)^CbXX`hCO!?$Ez}&(O#3W)_>XUSe zDK-;eSW*!nir#rkE%ORQjSL)1OMl^3VWPj~#s{<;Zw8#TivW;915}G{WCcI(ai6F_ z0#=b{8zA~`?(icFmJ`@vq0E*F&?OyC-%_SukCuwpm;vBB>cu3kZ{=hZa~8#B;!<;v z>NH7#XxX80^N+8D6Qj1ef(cW{z4xmd_z|1vZ$b4#wJcgC(9*9IkL|k+FrJq~$u7YT zD#4F()g%Z4FDjR2q(g`UC5fCzgZgHS%^|zAqvmKUUw~Yb6qCXKJv~e?N zmQz2`#i_Qa)-2zBNkO= z_LF;g?3*+is4taUiSYcC;W&&TXIc-f(YM_D1hlJ^c%PgSwwO%|JjQ$Jgr@YC<|qG$ zNl1aQlh@7gZ*cGtkO^OD3X#C^$bWd-ql4a3x;9x=6)h~P>%3gnXjgf&e(LS4A}^!| zjbEZAfC5*762T5h_;BSPDPpXF50Sb5HUab@9pRmF&UL=Hf7^JBp{KL-3D)&}xpg%n zvv8vP&`oO#@JYl+5p`P(4-<@(1_m#7$MfL_BQL!sqO?*c3 zhzs{8J1$}(MA_e!_UbBOyl7N@WCYy)dMxRd*BI3*C zBB|>6+SlTHK0a0JS)`1uSO!lU%|_C_t{ai%yW?WTChN!ejh8b;*R*vRziT%EZE!UE z!yw!9eJrr+MfK7hzz?i4&A@;Asjn1*7Sc^s`{nV?Q!fx9ptWNI@Wa#I7J3v@$mU>C z77W8&odN6>a{y4Oa_%5!0>1OL=EekK`psf5%qD2z1tQEe;QKiE8M=eB3wf>A95^2O za_c^??E7h?CASfVVbO2|xc080xik?Hn)|0bEJ!E=Og3UZYC*Y!mp=*RJ}9ICCZu2| zNMOSk0q_Hm;NO>t9Cj-C=lYoHRW~z}#@gvZ8NgaCZl5Jg69(%z zg@+_d4?}(E{aghe#q=4$F8IQ~>f_`>%jt_A+-?LUYMkrvo@uu`;WF_ucJO{- zRE4F#kOuqE2*`vWlWpJ(?^e(yPzR^lT&;40vhq*rW`1=xc1v&eG2v>}in$tlXc9GN z=Av?V9=OZCntXLdH*~TcT2=ab2wQsS_>DkRLEnEv;CSYqN251*37pMfC)1i`>D1E~ z#9IIL zO^uR%o0SSp?&E3f-bf(-*sH6?X}@ne0!df+mZ2R7e89MT47{64i0i89wr~kT&cXkY zwASA&%cbWJlp^Fbu#*yK)N`k6yt>v}OqOnBu9uYaE5x9=oCutJZkbV`78a*+8CRRL zn%Hh#kRlp3-s`)F8&u&XbcBO#I8qOgT+tU?YujC66sF_w9xT3vP?H)7vW#H7bJW71 z$zB%|tP^`nPKoNe)Br0)vZT&^88&ncjv-RX1r2Jw9Xva4=-paTB+O&>?xXbM(=rJY zE9ZEyrgG>@)}#RX^f;uAbcGTn;Yv3D5?zk(Qw|y)W%y_Fh*0&$D1m{dfbLTH{koF^7PM>gxe?p!?W=$6k#gI62- zUiC(N`zqP0@HsEA9ogz~NU+8h+i=Xa`F~gR#|FCKU zSYeew0*VyL2-${8@QV}ZV-NkcC`}SclJwCJfP{%;_}a?_O6aY*VrIU6nd`1C8EBTG ziszzEj?Uy4QIU5&f1|l-M722nuco@bdSz`d#5x_+_5-!G7yD#JbJ54Ohw5Q66WXC( zka>tH)<%pe!AeZ-Zo}t~-6EADVQrbtKFzDV(e@!Pqiw znDnJfp7z?xjLwX#whr8=+P3pdG?GN|HUG9&H%#!9bl41o3Pr2TFU@4k0>eOU{$p^K zJW^&sV-Ne&&ampkiuLTqYn*JTA|A6m@5`P9_3h(%fySN1E*@{G)AH{>NfnraCi`X9Td{?Hop zbuRWs!6N*lsr(rAIN3CAN}?@M-hnFHR<+NkPFb6H3|t?@7xPYY{bDHSWuBs!8#A!I z>d~A+@drP(@YjgnT5MHERoq&^R67R`SGBaQsl4=|;Je5^V1*PwXj4tYV?Fw-KK6e2 zq)F+GL5A0{tK~t@>}{On)OEBc+t_!v!`0BrMzn;Nb0286r%i@r3mI-xY7eU*?$r#I zQM&QPlF~OOt{rx+RZ#lZ^Pef1a)b27XPUHArwg;0!(3k1`V8eCgqsaj_Y0H5+x&GC zwfxQV&5Nhq5NHhylS`!Chu^ZyblPTYvTUGYthKPncJLNZXc_yxO~Qn21o7?|EQ_pP zJT8-J=vP1ZG=pQhtD0n**dtvdpZhui{FL*_W04P6&1XaBoeu~B9^M+2JNNrWe>uBK z8H=tSp^63F=xT|Z--EgF_W+|L^P)QrD)A?37V;ihT+x5m2tQ5B7 zAgpG%<9xouyfxdpV(0q%L}*ih~u zKMt3TaMb{n@68}|%4w>@i@(4M`N$iP{`J#A9f<(=_!ENfsdbu4{hwA@$VCb~Qn#<+ zU{}$kNq{gnIPZMAUn|zL_8*!2^$7+j6o&rj`8HHtyA+kXe=36~!6UpW<1ks^MVC2i#wVhD@-V@0CZWf16ua%_PinE5bp9NyxgBqFE%wgN zJ;u*;1)SOsdf_H%_xJ%5yE$vs%`rKl0=gpjmm~AkvX7=5OdU6g4~e7qkmjM6&*8WG z;arY{AF1ET9Ys<8(`#XfEE37r-ItDxAQlGg3 ztoZ{@>u-9Y9;T7rwSMlH3SB4Z%s(#^G$m50QW}(7cQy@~WnBxr7`aV`*p@_c^ z_4_tMakFR5ehk7ShCd#eNvRKB@a9|C@iW~AxZF=gp{4Pe*lOlg$M;5)`u{+ANoHpe zI0bTJUM;Glo}>#O#myXf1#UAee?IxXqvx^AWCsF7A5)@PhZfn(VkI zgY2|}=~@{vZ;0Eyztyx@x;(JUP=Zd{bCvtujd(B#4}i=?A{g=!iuXZ=nU~+kC&lK{ zdkNnR>ob%60k%US58`{*yEm94S;lNitCm(AKQ;pKhXsuS*mX&hwTOK8kZ5nbA5@lA z$ggl>qF?TUxc#sY8{z%^B?*`44rS<8`hI#+g8NAIg)LB>h=||+T)$7pfAr`TIQ+)J z{bqSvVr}J-Ktr%*%Df)Lo~JSNK~1KbP=c>WF!b};*T!zB9j~kBk3DbEV0&= z{G|@3Z*kBnc}z1og}%<5i&nDV@FmU*k0~wAFx~32>i%Pr(UZ0@Eiq3Kh2xPx*tQBr zS%KE%JjIaW!RdAK+XxK|JQQ~+bGKy$Vjm7SOed%0(gFgEHLQ%&8H_ihRv(GZ2867$R^l6fQ0Pb$(n^{Gp1+#2IH5zv7E zsVnqL!1**HJu?o08|uWN(`GVO6b_^4>${Rlwh!-(?S{VdxBJ9?PVg zVX35^1oA}_GSQ%$Q&;^1(3J{*isH@Z`4!5wq|Tn&h>I5qs!_p^ToM)ggL?YzSR>VO zg-|bQFep|^w%S|pJ*CkA8ENWp)xuHmK)GI`zlxz#QTz6J)=QVtuQaVG;&F6q?C>SF z2VmE)kD2@eKv{A@s(gdy0?y%NZGfqz zTn~PT`q8sLz?q!1sj;gVH*oA2$G+nwKMzj>zRaq~i45t_BXNRJZBV2SSmZ0xJ{n$e zMIEv(Dfj>nO!2G)jf(ks-xO2^dojs<&>@v9-9$!aQkemt&1(iU;_`INYZ(CGm%ZTc zZrr%Bs)O>~&#jP{Eo4r%B&J5x55tS5cCT7IDXfOION03*q6Yz;`^vs>+FFUWZHExR zOz}$wGY=CN2WyvkzvN+Aq%tb~IQo6s;SHsuIW}W<$!*olujrQ)kz%_EQ!2~O7cHi~ zr?HXlF+7_$vb?2NnE-`UjQlI435%*ODr-qz3ynLVfNMojR)r8!4}k*i=`wp@7pq^2Nc1ZGL$|m?K{F04b!=&jNWe-QJr> zT~j;y-sh=KDK?*um4lLOTkUnm#;>%=0YdryK^df#L+GYo8V~5thLyn4E{7K?pDIM_8K-%eVv55zh4q`mF5BwV4~-US7<31;DSH-#Qf-iH^L z%_9T_frml??b~3~=IdJeZm0oNk=-K{BzmuR9UWK1hV!|@d0)Uxpf3qWPr^r@-+U$x z9PV=2`;G_DyU1D3(ZO~+&0()Ssg*@E9cD15AmOK{L@lg$T__sPPnz*&+!=Zv2>Ez% zwj5NrnrRJbI|HrBPmD#P4O1RcLM+aMCBZWVp%tt9OoH?*E_1NG$VsTtrk-#zDxU>n zW|-X{%c3S}kx=8&zsv2&9n6ILM{+EhT~;9&6lTe9T{i&JA`R}AlWppCm%?3-{@4Y; zq=CFqw6nfn``C`^wlXuR8Eq>|m+&47iQvB1X#aV!@*jwUG!?ESmG zMgW6tG_f>P#O@MM#leIr!&el@*Bh4zW<2I42#;3X#~<$@jA`TfMh?Dj26aXP{i+r7 z)t!0kArkBkqxO>ej|YpjLF6MG+6OVI=EsdAao%tT-R%?cGAk;PJ|mr@H#OG+#EhL{Q3SOgt zeED^5rM;Y&A8Np%o~bZTAOMq8YtkKuhy6$n6RKhb|U+k-w8rE)66-oK~pwKudU zjHH)^iMTJ%-QtrC`VNp?xOyb!^*vRzHNMq*@Kb-vymiA5iBr)UGu<>DI}IC#hG!1JXEYWwDCF7HxFc{Fk;pGR+u-Vp9tY0RMKjI%4@*Of&})@I>w?><%jNX*6QJFX<;EjGZZ5G z(b2V@i%6rNRE(d^W#rQOk#5>Ar40c)oC)n6c!Tu-PV1_Z?F<(>9b(t6%xG8zZ9dFn-u|RHrk@bd(*lW z)$H2a&Fnd+2k%Y}Ply(^|Mp9;FD*(mc%wUQj!Hn~I%d%$>TvrWsQVbLfa%9@*+*D_ zAA7ZmTUBh_`27LyAP!n>WF-0np?7p;AYOK)DG;}2%4>5>J6G(unw5)jguh^C>Ftvs zbbp%2ATYiO52a3I7)w1^{ywNlwQvwb?9Z-YUx*5afSr}H|miyIm>9G$4Cmz z&eYYRO+a;b^c0FU_z;W3*(F!8-S=D}IT;_@U$51E8A#p_;@QWZ8`hxSO8G|{*kO9` zTRFW=1QF7o--l^9tY=xi*A!Hom6}^Nd>KhSk{LuHK}Y`L$`^ji^BM&~$FDhBuE|VA z-vfiPCt++e5kIxm3u7-2#()+6tZ?%uYWOCOTlOGbgPN6c)t~5mZb1OqqtjJS04@xvcOh<;@_ZrsK+YDbh^d8@;wP%ERXAF& zp4vN3^E;L9boE>+V3{Rh3Qa6`xQQ<77l1*xXrJ6ni)4tH2SzVXYVs)>Y>RYppEW=v z{BotoyOG+h?}95KpyG3{DpVx0NN4!BTZ|hvf~?}yTmf%=PqNoPL=wQz;W>L(G;1ed z1iKO5g9@@~|6_gdG9nBa0|iaqXuo$m?u#nNJ1(5}s``b3t<{*vXro}@DOcnRky(41 z6Z6K)(8yw@g1G|K^CLNga{ZP2UKv<~`<|7$kNU4lAy4Rtniq#}P?;%EXx34uDzrGz zvl!t}g@R=W;_?tsX3-%6i)9?9} z9B>VcS)j&Zk$*gc4Gj=WkDRc{DqJFZmZA=fr93&L#_7T^4Gw=v{90TXMkc(-|OQs4LaU^7r|uL4YD zL9)dksaE!2nQF0}m-NUT%uyd#He1912AoO{c!G#3A@LNV(C=(!RRZLu{jzmZfu^N`gxsC&F!~4mCt>h z5&WdfW#q1NG5u{#i%O_CV9ZSg(+ zJY*GFk~NX_70`9`M(3-XW+VtUC5{Rvf+8=P4i->dl7RvU-l|u|2D|!^oGiJoQ(L9d zh!o(voIAR1CY#M+F4%D^0Ym;o?HrXRdW?{80>uSdv7y^`qdDzUf55-%2YoeS5$C&8 zONB(j@BV|QBkG;_Cq0pZZa->W5Z0gW#D3J%mx$LHK{?&Y#|@D>JAh9*}b?)Q?93x$yg5{I`u;n8yl zZuQL*{v9rrcz#Jz*d%b{UC|n}D8HQBRfN2cM?KbVN?2*JHf+5ctfgnfRV>_FX=Tm? zgBLibEfZ5U*}E`-F^`8L$`X4X(k7OOrlD@J$Wzj z(9HLn{#XE&n5m<2SMBu^N}(q{pY*8Jk~Gjmqs}~X0U&srNliqtA}9Im ztGoN}2j6Gy>SOi;PH?=L3>h5iI(s=Lr*xz%glF63zI&xF;j(}Sj)9raxLSAvxNa?B zI#kFRQlvs1*|>Ak11M90as^!+Zi2Xab=W``1n;p2xVlP5lFcB2_e{+>_<^x#>Ypx1 zIAIzLTE(XZ{$#3l8|13Ci!7A{PpUMq-pZJ537wgo~&rB(wINtTx$#Un)ti zJkW)F&SQQ;46Fphgt$Jgq0_Pd9Jrg?&mUkDAtO-qU+*{NUkVzB<;wOOhqt@89~#6O z3#KgoQflF}jx6%?Wb=4A=1Xd5HZ=(%L0A_$-GV(D-O?t%O(u5?|1_QHhD7AC#6;Iy zHpz{wILtMwR%h{J2`C1vd#9HlfThXG}yVIUGl3$b{d)xCYkqhZ&qy zy?j+?i&aJz?u=4<2OlwLyvX6MUXkvlPoP;cPR5lv?DTxMp^q-R-j`X`%P=|vXaZlN zaHM52-GVCIYodh2qSjf>$+U5XTo)T)Y`rlTx*?OQlpTWpKzpW>6VR`u-svE4YV`EI zrz48oJLd5d)667T6Ks!%s;8t@Z-)Zu144Ghn};rI&lk-|41!=50#s*rj@udTxfQ#5 z6*En_45s5|C_^>%HwPEVB3xDgCrnuuWNYTW)nFRfSYYx406dt6c=CL4rlMbj<&1?n z6UEfdTM5QW{NkYO^Q26&*$cm^#lrhyj5er%o|PW&#?rxx(Z0i!Ep!olA~cLa%)7Lkd;0QJY& z&kt)uU`l@ei~%Eap8jWd{|lNxWxv1wd470mMt%frx55bPK?XCI9PJlNeF@H;f@6I? z`=+E}hVnZ&4A0EWi}ti^>2m<#kA;Y^wE%2MpY^}+m?Q{$fc=x8NENnpTh6r^<+82K zxQ_xB?9=PJ*NOIL1iG+?9-NvTKIB{p&U7GP(Vq8M3T!O*bS`Jg9z_?!0_+OQ()XnD zaGx1W8G(%Yg!4WRV^yGB@TmpCh+B|%iGdfdWex$YyC{?PC5~r9&a86Sj9N2BM=#$H zzTs>gKwqcZI&|nd$)lD zD{)|N7f>41t{Fo{(v4S;9Po=or>!Dtkoz^&5gb?Kt-(4a=hajqHwD z>?LJ_M1wmBA~hobn94&ZaUc%lG}cO)Zb`;Q1Xm1rPG(=NL9a9;Tje5%FZOri(xSaF z4fgQ}Wal*Yh$XmuJd+ZTX5i=)#Q?GLdj_vvm_^w#WN0El>?xB0KNdN-lzrKjpu}(3 zOFOHyQ*fyNo-uffol}(!Wf{zU3HX{-WEGC(tl7@&lXD0d_aJbEDMV0%o_6&1`yBmL zm*>pXZ;Gr@FMWibUCVphp_eSf*c=`0dc2O!V7V~MeeK8V)&G){KA~jf=jcocWA>># z7RU65j2#6KyWbxmi(wRip*DvV9L$O~yLuw`emQ$=7xq+d*M)PXZp<~Pz*>IDTGj$! z>`HLnjB1G~69Ems!qN6Umqz=kyaJJ*#n1qzX2nrG52xU z0+x)tgx+Y{HC$fQzT(nM*Doc5_}CJ95SO;*5+LvSC@VBa&fG;=;Np9UGLGd5hDO*|L7cmT4@Y{l;QyM55ZafK=6lz`J;P`mhP{i%TifDe?Ig=JE~%&JEZPi23Mwvsldz zJ_OL=VB!ecTs{{OIRPV{V@_tE3P|dXm^Ei?B?~`R`?N1v#Z3Ua1qc2HU}i-it5)0u z7?S9|+(YTvkr3~jGXI;q)QN!UYY9>>#O5kQ_V$2;bt(QN(;x;oDw}-*22jpLdA!XHKq#c3vHTE-pU; zlO>;@im$QvPLkrHkB$Bl(0z%x$4CI;b*$%B0b-svA>nPZ9ZSm~{_c~v{LN&9C-4VH z;lFf))Gw*qwh%M%A0J~478C=-ZMipp21LTV1tiZ6uaR+VY1=g7G{2{hc2huvtB0|rmm6L#Enl%REQ{T~DcE7VzL+m;#Eb!O6wY5s0CDoA7!R|gy`bF$e6#1-TLz|XCLUtUgY8@Dcm?9? z3;4jE)xH2;T@(DcQs49wJTV_1=vn0QG-4km0mPCPtwMP>_PPGZMP!jo!$^`=lpF#f&IE;MmQL`nR26e zjf|;R=iVE)kB@@nif19nPiAklBtCs1G2-NSxz}S1*!D@vArlWqQNDd=eN^Oi92b(v zt-R8y)6Y$eCC-DecH7u2dLC~I=YxeD-xS}_Aa#n4byFvYyl4AIv#WK^g`qGfH{|}m z+d?7bi_0TGynfo`kbT2dq1p+jhRn;a4cUVShV_p>ux)_&*@0o*KW{HT05RFoSr6P3 z3I;tMD!1+s(tmYrs9d*R*tB|0C|pMslsXxq%C5VGs=MqKDplJu-mp0@C*;2Q8td{< zbl+=Scv&dS&kgIJc`{VqYrhJBI7QDY08>G@?*8Y)q&c65zg=;9IHcWP2$$3dq*@Y2 zaCa^YFF{3_XR#8p)bpccq8U`{MS$>lfQ007m0uD_v~GV<#!OM^(nc^SuOnF8v@8HI z!dRx%)$gx~oG=Y|9k5&;Zg2(^-B!_aoA?n3&6y=>X?9Fg~3J0PZO2#rv zmQ_`}>qy@9X%66aK{yO>@Erc_MzCE)Vri6d1j6>jK)D#BD=urX1f%0QoB|!M-3W}D zy=UJDvqfFYk8qOO<2YW7^U?q%WQN8#6xaZmZ8|Ky05Hw4@%vRuBYEy&Sd=RIDC3yd zo2A>R&i4Ugp2B%4hzy6Xna8or_Y!*N2%=c#@p%lzw+K-0%-Y}CJ%iGLMf+?y*~!1A zWEGH6xDv4BP%=JZ2k!;u{37K$(pae9(g(>vrzNIt#YmgJBtLX8qlRl~UR+X2wr)Sx z(!hCF3<|St1jv)eLX>JhKKrv3WC$~FFSr|JVq<_f`Sn}=jX}sg8GwN#f#B5Qj3i4y z$x43=hi@^4q**UI=VmY2Z~6?JZ&_jSaJ{~!5%h~V`9rzJ1_W~d0tgqELNz$>AoqVF zVA4()*LNI5#yR&)F!PV&)`Xedo4s+MuY^%^uV&u_cu( z8$A_A>0!#tSZeJE0y<|A(1|mlhlGGZW*NB>=>Na?gv#Ct&|(15}=b z9|6_K&3&mGcI0UPb>8T}0V50N;xUCU+sQB|!Qldf{V0I0KZ|u%5dCEV~!A zvmT~=)nc6f?)Dobc=~i4_{%gKEu7X zH&p{NlWyr;Cp5%{b0|yh`ebd?%AhOY{)GUa%7U-BuQw6MFT^Ih0sCk_?4$BFlylRN zhuWu$vCF!#moFwbQe?LkhUtLA{XfIO;cwAh`{O>+?3c=vC|}i6yEGt1VOj z#N}-_RLu9MT7jPvKy0Okr}3dbpbCurFi%CVZfoGGQQ@m7kZU`c5yT+A0BG63XIYu- z97w#K@W&*T3UCfUo_&MfJ`CdV8Tg2C)|{C`FXIb;fRAS8p+2hMpZ3Z;dpP&@#SU~JL__2S3l$e-3c^hD`WsF-u^1GSRpN7T% zfUaJK|1Cg#FaXG9#3h&wen3$Mv37GKVjI^(aI&U}y`kr#r=3R!K%*;*0pj}sh|S0n zP~L;NTfVd{dQBN`JZC6ic@D9W=$iQkeUD~*uGLSBb;Pj)ufq`o#8C!uSpZ`E@vUVL z7k%pY|F>lHo%E|+PDPgsiDR4uiOXRXp@)gDdQ!|kU`jFFLB>vfcO^5 z)9y)(>J9?_vsfEPJ@&}$2i1+T#{Ws&!^$xd#nk`TqVxCX+LHk~tMEL@{uqlbVMQ42 z>?5^zun{YURkDh}J_)>Y*|QQQ?LBKoy_HI|3r&u=83M^l?PBcm4crc2s|;}S?Np1F zWRUr-P-6M`#UvJkG(gA^IaBzcs_gjO)?>8bN!OLD+7=p1`uVL_nk|Kuf^BC z5MS;I_Te04#eu}vj7M(m_3`_D?4Qb3OaDqhDGeZYPOFh0kz9mOfO|y+h#L44^w3rA zA;?Ze2A!s_%l=6mlFBV7pUa*)hd977#Dw}o4ta;~>xMseV~S-EC(b?jcgaS>@!>5Q z?vNa1@={5%McZC^Wh_iWRapUIW1mm+`NNRK%}6}B>yUcH+(h z`);3xF5a2=ed37Z5Q#t^K;D{%AHD{;tsFWES=|SjogBMOe6PQ+#rBYZ@diG>)gx|1 zA6V)>RmaA!SA?9W`$d_fHBavoY8`o0Sog^%A@^^83WeF_4ipqv zq3Rxu!rK0ih4oK9v~7TR5CHK#5#a zv9`;Y@TVa2~hX9CW0G@^*Js~OBXGs;y_P&8L z=1FrtIQ<1}^0(~DNRRx;Kcl-(mi{N(*DjM-M5ZWJb#y&{B0sT(HQCSH?_$h*q6ZovI7$?6V02gNi&iKaH z=SPO$=>}W*Jk1*c5c^3C2Gq5`(E&KWiwQ`+MUc536?iN$oydstTApKGufcfUg-jNi z&K(jmtf!C(@^>;cH-oaD&%6xu>ExMh_!K>vs)Ho|3Z_^lfxUPPVYe6{ zq6190vH-+pSq|a-V|l;5B`!%|hS?9oGKo47UAgv37?DGn%gWrs(1((_i2$)isZ6|n z+$)_yv#oz?re*Q)`B{|l`6In?HdAlwCctAe@jMrQnLxi2f)f{at{qM-c0}X%eF@-h zf2v)$ZcEXcah5oAWDQ2lVEtNSd8z$&rS>;z?oSLb05sr`jtK%W#_6rzE8s2{+_ z2k4;o$mwfk*%mv~I?hjW?&m;$I)&>z7g?D&l#9yC|A)Lp{Y3kI_*LNiM%B`d#Y&m;IU7zb}Ld%`Lc$6?FF8PWD0>d#uu zBoJ(?0oTDTG>N@2oc&M_;?VK*R%}R?wL>=Y+XTH|XU|zu^AdnW0b=#cOY~x#{uN{v z0@mjde2$0U@w3P>fl2#~{o@e&js1YJqX6Q?WQRYBo?k`=bzkJ`A?%5`gre(WJCE4} zo_Y|RIFCS8Jt8*h#;3XOxda#t^mQljY{1@OzvlY^!oQ{>$uY>P(*Tv@p#2ZH+#T}P zXdiHo?j|#9wKgqtKbvd*ZWNN$wK*(hEet-jAc(A9UqFWZZ2-r02>f14P`V|V3uZEz z4QGaNc^C#shO+lwpig8PD%AdvJs>K?Lqgma*k=ZDC1Bb2Gch1;FviS|#{nEx0m!t* z?lXv)i_LurwththalDchKPy(C^cDCy0mRxM4^GStyJl1hw*qiRS%9T4P0}-3zLkO` z;}>Z2V~;^IQ;(p9P;W{+)~8a*M-a3JV1wjPI{GMdjU?jO-`4+(0Ahg7I{2TLVi($* za3FeKGP~ekCcfLDkYSpV4Lo#lK6)5CzZh1hUC zuo-Mwp%1eVfBlJ1bE8aNZIUY~$tw{4cX}2}mW=`8UlL<*o{0c)11q@UlRNImw$s+H zQn@h7AWjB|&63@P($ZHG6KRi3ceawrAEt83bbJnp;tsF18X=R;w$&mCZ%m^2(xT^o z41n0!$7t@krU*m(?qO4DG z>?m50ivNfkQc;JqW_(cMt*2veNC;*j`5oW=t&Sc+LdQVx2&XGVTn~rT(x}x* zCQKtLSqTz;&RRet2!Bmmgj!cz8`2Ky8I_pcu;lZQ^T-2Xi5nyp9!zC`*aDNAHy5cLjbsBsW(-?~bQsLH_sI6k#PG0Opx|XZR7#V+ zLWu!TtjI2mdh6|hqwze9q&fsruZNLZrVL^}P~~q)YfFk~G=56p`yZ54-H1cDJpi#8 z68BEbfdw0ifH;J?r6OX(%-&67BfJn;@k=l ztDt*g{P!ZLTu-aDczjAG*2A!WR}%=eC(oG}ug>3|BL8O1Y6HOP$l5v$1!u*_3D44{uBV|xghiZYMSz^PxxI*owM-GNNUvH-+7 z&SqSz&jqNDfk7HG2ECs;57B<*OD(4=i)U;uX!lPX7*G5>%O<@72=gjuV^@rP0f!fv z-)x-DGXb!Ft^l!Xq}=eloAK_RbgvW;ZJ7$F;(03Y%u`b70M3m8>N_W{4dXdaodGCh z>I>EwsA1beSfB(Lo{(qUvls8r#Cws7zgtnjeO-+WtZaCT-Z3u|+$aekcK%+gd*17F z&kFzwG+W7FAaY_RvZXr!=*`>6N_6eb0JC&_EeIsH9GDT6Y-Z_FW;jRJNAM*NVHX+p z1Q_g(RuVw$Iz;jk;KK~yvyju>agbeCGbEm!Nk#z(Gn9)yX)`4%c?mCQ2W2 z{@hD5A;^~cZx@0KNoVwX{iqD8J<)YGtW%pi6Rvv`l! zWzgS!7mJWjAVfVxpvG1dXFyswfeZ)(=czEbR6zgr;m*-(2^3cjHxT%3LWYs|OPvBQ zkn67;Wt0^WzKZ5O6+7qe*rR6Ko=C>Dd*N$JpnC0=Nwlx#PWH581~1`v>)fS$cMHi1a8ZEUnHnM2GMT}1Q!X(eF5_J1q2nK zlcb#uKzyVCF*Z&N5bM*ufK5FHf^j3{v*c2JI9q1CfbO1&9@aOF{SaH32(&8t4uGV7 zB|ckSeE3boMj|@^ZTAh=WYr?uO9)&G(%zEfem1_ z1p#GcYEAw=jCg{*H`Sk#+U;>H+0Rnijqw-NLG!Tf{d_ZgdqJ4BI?F2T)!WIQUB;Rw z1H@5@X};IjH!jW~E(BS72vYb02$F)Mi5bNA5exZ*^`oL;XowEH0{d97)#_O95KJG2 zY}Yn$J)(Iqe{Ie*^xRR9cg+G#jEDRf0I@A(`cZ*u)E66~xP#@T6U#a44@oMYK<1&k zUjI=$S5V)%yWp0deef_VR~5A*``4r#Y+%bt)250=Qt#`N8vhU+??k-dLgGSA*h7i> z-97mPd(Ucd64=jWF8cvCq>?XH*7Nn>dY$(0V(!T_?CW{>SaY!>ZSiIqWLrX+iM|pd z$1V6Dt9ahCB+*_l*Y=!#sqh`nmx-BcXP(QN_5p7G%jItCJZ zQ(h{Q+VM}>EMa%fs!dTJ@CzwDeK7G#L}lcoJvBWi{F}YfoXS5}u(w)5?p()b#Q?FH z)n*W<`tZz5C5~-8a~^WrmV~w>G9Ko&mNb0N_5#HA?j3?J@Gf!6J*?&jVOiZ&UWVYd zZ3?ENk8LfeZ)&R`3J!d4d@F}o*Lj?+Is98iRmZx>A(OSNJXq2Y9G(Ei(SI6!iIG#S zkn@+LxApf@b>vSN7xJHeg5Y9}kk_P`GhJSU;Y}AG|vP7;FCO#*lveNyNp# zAZmO^5>B~m;>_ny7#nh~yF64ovu{Z6bylcci^RGbX#k&(go42XLY2KY;%1Q1zHo zLdNA+u_oyu=lMZVf96W*wL`6IZVI&yKQa`qUl+2Uc`B@DKbS#W=g)s3`?^WO>ip-w zR`ekL&)4pI?@VQYIB~M;agsh;T>z7a-L=aG8+}i(>cx_v< z0s8{p%qMU<0M=LC?F5Ju=iu*?ahB}4xjg`Jls(LRhDHjH04)7v8fAQ^QSB`-kO1um zi(y~jDeQ-Fie8DX(_W2j=?!!if%LsFEOacsAn-L{Zf=;ggx&`9Wj>D}cq{q_nRR3U ze&lk>w4z`wXL2|}<=%jpmbRDyaI6D512%FU{@w>>ldreegHFrg7;%=#EiGtjmgPGz zk4poH1t0Ii>6-`;-5sTP4bEd)g5fCp*KFAd%)19=1h1zYM)J^CdYAXl#L=9=eO}Eq zs8}z9k!y+3YG#oK{(>j&tJ2d{Ztsb-~e6> z+uw{)$1UU6hH31#4(y?3JoXvq=nEVt?|U8Yp^QP#l-U7^jMC`M<={U94X*OO9+5bToxt!$nI+a;~hDas!T|)L(s-P z@b*D34IuWsnYn4n>`w>`Nx<0;LtbZe24IGAzdHd3OXww*5-RFRn}dV2KI-xIhXXUi zSICLm0E}J5R0oK+cAu@j@DlQF1VKuB<(*GpMWRwk!*c!G3lIyoK7}r|WWT)uuhbz& z9+t$rNnZYC2WdJd8m|6KTL70i?^|@pt>oC@%eM2wEPe)kwBtZuxzR%zN zj&YpV$IuCz5o>2rjpY=`V?SiP!zZv@0b zgJ>NASPVo-+;d$7R@&`WH5>`)uqA*&VlZkgI_g#I>UX)f+PD`(qJ#esWtn}0T~q-O zm*oyryryCWsFszT7p}Q~Nce2wvhepS&kRR&XqEEIl0%?$dwLLSTfK<=F&aX!zSJ@J z$3Jwad!K}$l8Haod$07+8ND(Uz@R@F#4GRzdIA7g;x`5@wSfjhi1~yz3Hu`N&V#Jf zsF=j{C1jVWkh{zhwGaKGoDE?afQ&=?@pR^V0u@7wNJ8Ju-0Wb<^vikws}Lae07#I#UC_dU($SZN}c0Q#}4St|h5p#U~>(329V z1-kdep1v3$YHxh5c>EXu@s}|F|4NDN<>+h6OCJwuJkji8=}2tY96kj!n2E2go%%II zw$C8HyY6PDTBh|E#iV)XZg$xyvJU4H1IXV{iGI|Zqbewt>Na!rd`fj6&3#PHemDF0 zW#T-73=%M{IwrBo`|g|)=M}Hf&*7(jx%RHUxHf|O*){Q}ZC)N@KhERaS@rI6%AHFD z{_SW=Oas~+jGX9$ow)~0y|}uMB#;4QQfg;dTKMFISW~L6=e7W1eN@k=ds7?R;rVjC zOx$^366NPfRA@{b^H&`*sc7@vd5f>zxPe6AbYdZWSRZZlWVsc;_NV^o^==CwR*u|< zY?=)a+ygmtA;~8hl^6}?IUL6Y zz3z<&qR)v-KhOIoVxP2TZErvh)k`8(sFPjOXCYr0W80gUl5t5ZXB3^(pK=vS{_f2= z*&(~%LKVKNKAGtql8u?zRyifa(aq}O- zrZuZ5A5M1omtTZxC-)BN=Ux!1?6h;(Ouy;e7l*JPo(Ywk?GtL>bTe7S`xFD|-(h20 zELa);r~rt|xKL$zS$P47vx)1&C0%?t>!kMKII8v~kcVdL2sFUZQntRid;5 zY(PpU391c3QU4SGvB9o?6=x5h3RrtGfOT4eJ*5)0%=1I^6ts756)wgjQh+AOB>PoI z_7I%ROfx}z9K&r8#@D-C=VmOnmM92Io@U^nS`zkCl+(v^y0Nl-ap#{hy{7>q3rimoVG)7;4G;cD?mT% zD?VT#N^LY{w)dx8L<^m~812oZy8x zV6wSoEbgVFSo|IxbAiy=85@hdM0Lt>p7GJaiy;hV5-nro#!U#={KmhXL?qm>-ORdkIFY&e7i~S8a*w z3V=9XDM~8gnBUJ{UeDpQ&uo1HBbQLApgl5&iqX-&yoK^pv)N0Pxo@)l{i$41Tgq^E z>_Y(PT!R_qkiqTVd}BKR;zjJMM`x0WXuye$RTFRU7|us8_F+j3<7k2SPx<#Q#FGJJ zeVX-tOV`Y>H*&}|P1R8rfY`YUV2t2=zXJHN8iI^v$~<$?8O6E&4M83W9kE>FNOR_? zHt|Uoj#uSyGi%X~Jv18~Qr-b#16;#!nBT+!S_j$aa4a0H002M$NklB7HohXmPGw~6XE}jDj{R%?Z0gbCiWuY4&*OOJCa@}%* zwhSm>165~_9Rfk<3<6g54QQ3J0DgzPu={gn7ej*4j<}hM6mcNCl(%j3;r}K;Ecj`) z4;k97OILb3^}(KM0uiOO3pLR7AwcR21jo%DKCn@BdN~)h>)7VS{75fwjvt_N9;U}2 zK4xSCDigeS{xq;@u-$;vm1Gy&+C)3;ee7EA{aS3B27nB0B3V)xKEn>QKc;e~BiDNw zL^k(ADvlL^+h$XYhSXuEj@NI-R3#8@uRqEb<7Z23R5PZuQPs2BI^zkjKS5wuoA_J+ zi6aO?&Zji_!!YYtVFOnH#Ho14E9R7nEAYP#5bKY<1$g=%|ICy<0}`SD$PXQ#BWv%a z3Y3J#-T(k*5L*$dKfdN1?2*or)bTZUll9FIjCu+mayCHlAq>#2HDcywUM6@ecJc``y9D%i;Wrh!!3!8Tm%U(gE+!NWCKsZ{@Mwj zS5no<#7-t#jf}a>XD(*6?gXfDGy0_!t(@YaoZVPl$;}>|zZz8}1HkcXI&z;#8c5s=QN$4^w#7|-Dnk7pze_v#5A5mr5LJ6p@lWz(e1?7Be0+>Yu$}E2 zehfaofSFZn%EQMil}e(K*jW?Kb_ecssWA4ji=m^9aM_PQXm63^c2>>XS6)MO!U>Y5Q+ zBSUY)o}Y}qsSZe9AK%StK8U-B_^91$@{s=TUL>2e+oeW0g;;H>f#~|`6OeCKy|Bei zBVwv&Gf#;WF;TU&`=^h&Jpi#X>P2EDZz0on2ZX*G0#faAaHb?PO#~FSs=$2W&pV@I zPl3#90#9P>OFwTGi6j!htUS;W5I8Zb-U_3yLkfQZlKUR$kZWu|QQUHpEf~d%^?&tc z*I^_`FuQ=bz15-;_hM=Hf5YW)UV zd~SIIhz0Q1_J1O*fAYRisZsNgPWkM#F5M$g+zZ>ZdS%EN*e?_e=^x$0TEDqDY?wYJ z6byQj00uT}gT_408YoOzBSGWBRVyibS~FCpvA&%^+Ige;IRQN9`xZ85eouo7mGF>Ohg z8aPe%(>nrZGVYnTgx9`+BAJK*wjM=Mr5H`|haurSoCt$$2lE~?NOTg+c>6bi&w7C8 zrYPTi2`0*9or1!W>1>bC-n_OeN~vfunAZ zrW#B|hVm-_Fe}I;>i{@+69AOPeHQn|Ova(?fuj9{}-ZtY7cq64PgIVxg`yqf;%YX zwV3xD${LnTxs8tijV75>uf%cj9-WjY|6D*%BvlFCk}ch z&RY_K`)LMyWDY^ArDR^JKiZ)adSm~T#P0Vy=3qzJOX@SutAXLmTi1?)*@>V1pZxyc z1c)U}37UV-+?x>`H8Y_DUiD;+O-LvC*bfEnI3y#TlM9<8N5+8r^<*xYyjei ziUHzUMCQ(JRg=JxwxFfmC|d^Lum-u%1-s@7G7bbJ3{px$^M+d%aS!ZAdq!HW-9W>u zv&n1&n79y`+JlU-R2*M(O#;LtBY-$WWJUYWH^Yw8KD8ytaBMDZqvOcru}`=5tl8C% zP0tPs$!O?7CY5%sWj#Fyk3u%8$RJL|yInD-R9%7c2oPJI{x=`4fh@E!Ty{Y1a15Yf zNr6)J-FtwMwx#Nb-)BkKVwX80-$-8D8K5&JG;53Li~3oyo)C0%s9O_<^5zljj#lUv zNm&h$x0VncgirSlK35a;_vLLeAS)NyIOkKuaX8;`=&fhT zz*~+lw+jHGa?gq&`qa+P*O+yLD2(PEUw0PvfK|REGq;Bve>T2{{p+6u2wn(@Y*+kz z!LFkKy;gDEuV62|2EbjJ4-%-n0o}4Mwnp;s`(EODo~M_t@rmDctAqdhov-{D?Hk_1 z-dzs~s|#}am)QI+l>qSsd?9U@qX8|=c9OXC8oSwPX-)575`~Dy89urw3h$`TL$=iY&$a&1yG;(EGLXyM8-6JL__X@#OQ9sgW}jj z5kPF!8eRjlyD>yK``lZREP1Rd&g}d5%>0O`)Br&BO1{hZLuo@F`e}f|50`8Ro%X02 zk(d&L{w2L{7BL?I<+<2i>FgKvU7xLx86_3mLB%R<7}xP4GL3tp&l7#h<@j32m)Mr>8}_-0HR=utFx6s(vz3XdGs+4OyC&1E z8a6&B!sXfd^;iT zN5O(QVRKd%h9Z9yk4iObhP)RChmAwu2$fs63pIQ94K>>C&-LsYDplLk$jcryAgsIR z4tn;s3iY0Tj&jVkz-#oqB-HM6UZ|X&9?iF4;ewF!&^=+( z*bhUM{kw)*7hM+CQ&zm-xu=Ur0g=HSYYEm&Vt~PO_d-?lYRB#&^S0aR*}VG?y8a4) z_y;ZDmTyjFfLNvLKlcwdaU>MY+*GN~K@h))5%M{p!u~h|=b*FUcy>QCDLAg8yI6H^6>5j1`15D#iMWbP)QZn<;lHAwhd}Q)m z^4JzYY+r=Ca1ti~PU~>qD8tHN|~NS%OH$YH#?@prC=> z4b07cOb=p==8;8vA@e#C2RYFx^0Nh`1_Q#+rfh3HvSfOZrEL$8_;t$fPjTWc1GX}k z@>DpSCzAcU6W3@j(ZK{>KV-eyW1#6wHw4Ic9^cKp=n6i<;U2*JU58_N|A_#wC9P9@ zy=4K2eXV=k@>2pL^9UZuEUe8Qv3I1U!7OVN^)M!YZ^;s~@MJ3H5@5KDGTkS@vi6WT zU(1&~h*R?(=b$O);yTt$M`$?U%%hYMh0qi(!#V1*drgdY`!#M3_k04-3G1yFhWyb4 zD-1k){XeJSd2;O>8vW`m$peB;_Cb93Q}!+F^%nKW;A)>4nh|8V6^Gqy`8^39oX6R0 zixXA7c;V)7F71)&d9%#t6=Z9>-^$Y{3qTy7-AMPdh@M+3AGnlOD|n85=yT^{=pRRE zyyW2-(O`ZGf{gC^?_neFiwxUZS={8$_$mG_3qWi?*rzzBQ&@*iRC2h4?62=*hP)j*oKIY6)?Grlfngy#VnvK(vPm)Gi~4cq)LH6(U@t@-#d@ zmaKeX&N})}ZwQSDQ1-!Q=!9&E%aALp)EN#h&wr7=?znqwwQcs6|3zHI~G= z%X}Y28N63`&)3*OEy*tG11TY~;!NV}f6Cvze`6s9+%+aE)FNPf4&d;yO(BP%qrD{t z7M>{%Rw@(zdT?EcY*nHxT2wgYq$y8_Zco(P670+xTLzGND)yM5NGb}9HC%wYayXzy z69IfO`#RMxYRjPQX6D8-$WdirJ8hbd8BuWUS%R}8kt!HgIb;r?G)guhDZz* zG}8Zy{2@MYG3`&*;TYIb#FGEYlTG|>Hn4GsqXCEn4KVSdF*foS^P)r&iM@yLoc{K^ z*nF>{pRE#g33AJ-M2W-sO0fk= ztu5EkAhqX2NtzV*A#!xle~`;k0W;)f3*&_5L5 z+DaC#hXAo;yVAyT2;P5#WW5}c{dr_ITV6V<&Q{7BY` z5lcDg9m$6LYK)&Z( zNZ^U>*pk2RfBEmx09}s(5Zk(|3wzM^W6ij~%7KrGef67aY=;&{&1i81F~Q753HJ{W ze-Z@l%=(>y9n~1X##q-N&eJGLx$i`KDS;aIQ{s6@<+a=vK&;Pp^N6fqTR4*-dJ`K` z7V4MV((EpP&lSkr16UIiHyW`f@sOyX9GK2}cSdeq$l3^UrSf14Y!x7O?n^m`cM|jY zl5^f_mny_Gipu)x#m*&eXC<3O$lP|sdwxl4BZ0d`tkKu#ks=$BFJY*kY~M8;Sv-YU zsD8;=`_vA*ah@AO7%!?58NKu;{m=N1m6z02CS2`}4|*oDrv+z5(t12pxB89BnB<|} zC@Vm0qQFah*PHkPyOL<}e?98{;A&RM^V!jVtE)$_Mz2DaSb?9_oY<9>8`^SKYDVmV zqI>Sr=z}YZ$0Jjo;TrWxJ8^zaC4SqKc#bV4v_)PciEBB&zt7!FH43o+^^yr*@9;ea z%exb&KZCfyuITc_Wp|&cM!Y8}Hw>!k(8YsE76KCHj~yNI{_l=Zn2qmy)1O27aVHkN zE+sD_o;*L3ug9k_8nT{xI281IG*s!{Gh|-#TYBp@PI%LIzpf?QcKv;SEdq!K3=WlR zr+6Q7?p?v6`61_iK;Y5CCBwpR<_?N0OGQ( zQ<+|sssOPH+upcSVZ7S+#*%t5;OB)|>gZK~$YC&6cSjMQixDF0&EC6NI7s!$K4_*< zf{+pT@j2N&_Ii=YYspu$a^vzyWm+s=v^@ZEHb#~K%{R$jsgDA6zMe~<@CY2rc<3bCx9CNTx`r5o*8*nkNnkoz$7~BA));u0 zjE?sy5z-1))D<{Z8sPEJF}jyh+beQ6L=Mgc0QJ6SB97-Gl&j^S+jF0j4UOwy?JcAP zmVJi=yUh}b#{~KHPpA*E3BQFYbsa4t7hB-8NMo0*KHBbvn8`K zs12j>-<=H612OXKBO9-Q0ImV`5$v}ntW6Y<#0lM+4l4^lth!WZ`cG#%1|>Bn{I`m^ z-#jWS9y0t`&gCy*Lne=Jkbi%}>9Ra^SI(U*?NrYm_8PVY z5Gz;g$81UawUBqr&NrwN57*8t^GC=+uZP^bh5fOaz4yBhR!4GuC*;#!1k~J6?y1%6 zC;Q6=fS^_Y%FQ{`_E?tymC8f8Y2^l6L*x;}Y6}VHOxD57NcGj$#`XZj%Fd_IU&AVeCmpx$>u!mWKzsyt^I;V}@|Uco_JhCR?6d14UP661;T$Z7^NAoP60zG{XeZHe-@ zQij*E7=88#VB%cP-N6u<&gU~?n?n6R*|rDRNsH0ByFyCqOK_qa0kg=T-2scSqXA-_ z>JJI3Tas}(a$--MaGhhMLyZ5wF$q(Pj%J4(0Eo>;vWR zk;sZG+9H3qapn@=|6~2G{rQ}BG6cqE+^0*ibN2!4jmOvAzZbD--s4|GWa6K?WdtAl zf7p^)fWUQFucpYuT3o;68+#gi1~y<^Hp133Skn#tBr#w|j0%8wN33GSXQbK+lsAA_ znYoxC>mTTSn~fao1yEroW+J$00QYSIt1lM^xoZG?TGErZMkGe%MIp9WE9A=WyJbeY z!C>rde5T}Cs{);Z-l#?Z>{cqfEJLoez)$LcEYT1B1ixBv_z(!`hf=L8u|0!TV_xOE zN8)$2M3>tROVYP~q+sHag1+eIxP&HCjmk>v55G%EW~+or3_pc9MR$DK49SAUn`Rn> zXYC!U?&yQ=jQl?k+sYp83$Y!nveq6l`7s2a1-P~4%>sLib=ZIp9Dx{+=qw#=yQ+`S zt#$BydjWuXy^d&&_%9#*G8VAs`MH!X%)ND7R9)9TPKYS2C@5`#fPe_nX@G!qw}41@ z*8n1+q;w7_9Yg1klG5Fs149hVFf`2X@H~%t-|zQ+-uK_%ADqu&&dlCxuXXLUuC?|) z=d7V&6}h*KIUa55AtXh&&RvSpL*iYa&uknE2Sl0XA}a2n-C1uEN%6e!58PnN&$2fg+RZ65rr6lP>ZdesvAcBai~_Vc)w|La|S zkI{Y^nv)}X@?GyMyIR}!UU5?fqJ}b^FEJuX=kGG(sx(qH*H;{ugtC_@Cj*!?U20<) zN#6oH1{OY45Lw&t(Jmkvny|NPTKPVI@^N7he_!HqUf60tGhM-tO}+5&K&kHHbI~#X zne}r~--N|vDI05nJuq~Oylhw9w-(qiG}fPUMMIu7_op1URLj<`&b7jwl;+3x(nLC1 zK84@@nJitftyr+}d5g4LzSg9xg^VG#PAJB~i|DkuXSCHor>~2R)bqu4$G-PYD{Jg+ z9@dXaZuY;UqTX$GzA0m2Z4lTPAmj$Vljd9rDw3l8d?B@Tn9+p*R{{5g3HA%kAik-6 ze9>ZGnpPUnn5m%Atimn_R6%^Ds*n-}qDQlTvDg zOw9T6Ipz*du-9hXf+SxaxnOj8)SLSUQ_j9mjR~7bB1|L8zMLlmHAGMth;-feRPl>6~VB1APX^d zE<^L$qg2U+W}tpRT2WZdII?AnwaxVtbolP!HF5gs=(5%8om z$)0hD$7zY`YsHS{;qh8gwv9!F8@%^_y1ony30hq>dfk6CeVF3&T{8G$p3cXW#diY# z-4g;4+Sz110X|78)z2@-Mi3hghNAUcKwNJ!`>fgAU`>>eiu*Hqz;zq9*n;O%+TxYy zD)DEUUe6+y>Fx>WV%k5uv)My&R+ER)?PXeimb>20ToKqerW00F+Z(tBy6$siOw%Xf zIp>7c+KbIrnamt^-}$3l&}u&XMr~c8(TC^_3h%JK@uWNR{p6lJsMY(0*(RK1+e6`> zUVF|T6+{HwtW8Alk+u9xtIi~!zaLR6nzmviVA9-twv&W6S(J|GQ1|K1ZXyy1J*5#` zJTMIEa(~yv{ooCVDs1MW;PrjJtr^FoULFjVtGlvV8>nlpwd?tjMe4dd|ES4H(eUN`fyj%iCgDBtGGhEG;v1iIO z)*i`~AkCLu4EHf-y^fRYXJE4+Skjsmvdvo^7uq>e>w9yUiZwh+SQPK+>>`?pE%lQ;!5)^mhd;K{h_c27!$={UvCY=J*~npP*%Z}X)3d?QNi1dWFs?dG}$cn3q+~#BFxpb{pKIQ~I)TvRB-ueQpl2QxChm>W3jSH~P>z@gW zDVJ{gX`hCvxb-cx*#4xj`HtTxUQ{LF%sOt2VEWk7r>=$xUO&t&pI(1+y_0KD^>aq< z248-7DMj}HspRfmH6_mKf^@UbA7mOeFY2$q;`f-UnwI{&hI#Mh{7|eQ#1)^`6!A00 z$JgrG$JC)ZwF&%FwvwANOF|WQiJGZ$^a2~KNqsw>#YEmzxdP z=55sfaSyaDf2>TcfYapg-YVhdXkZQ9@K$XNJ0qbH14GL#pQy@YLarc6Lk>(zL6wfr zmDLR7(Bf!q?9@pY9+#f;qo4B~?__Y8pSkaOAL-+Xozb)Fv`s6y|LZaH4W4(K?1gx; z-skmV#Z{CPB@H!fc)BB{#vJdg(D@Ko-olh*d<%KA>;*I6O7=O2N0hs!Yjz%eU^1vW zcwtS|^xR|2K55F}rc?ziDPr%@w`#TwVUJo6lUHyp*3QX&U5iLXJcUXE4FS4fz?>Q2{^nxQBg8nHPkk4%d3e4bz=j72De zatYWS1y$uKCg_+fIi1k96mt^2rOx0%m9SKl?vPz&dDBnyEw{GM^n@#D0O*WcAzu(l2a|>*|fA`Yh4-PVJuRJTdy)UXoq+ z_50~{o3^4o?_yiW<3Z#NB6g{=hJEL=%kNX}20J|zvC;XU9;D<|OdfjL8e{rJ?-+IB zeb>2YG(==&p7)3;TJN)EL84`8eb58&6%F&d8xxi9WhCm8MBjPKWo#YaKZxGmxzY@` z|4;xm%C$Lks*~?-`65lSEjeSw(iAni%Pxx(RDZQ>XtoN&m{k?O8OE#XM55pol$l+c zD)4pS-jB?Qv+vnEjL*(k@cn3 z>!&yQ&#^hj`uT0ZT*Gh9CPTWebd<#EQj-ZT_gGu4+~);nLAn$SbMe397j|GwWHNgc zRKi~95w|m95~WQCN2C+@{aWO#;5`vengC2T)tyK_qCEt@`9f%43;glqveCqNn z$N^ZQdl1e{smx&&X_1;Gk60!R$P*5`c6U5dyly)7Q534f`xX+|h;5n3b2sZNr^(G; zDjt&2Fah?FnkDFv2#+z{{9Dour{#_SCk!ZkoodXpCE!zCyf4u-#wWsAD^r!(2R*n00RR54a&il100F$G@bkBW`=GoB%XkzvYq z+|4fZAwRsZ!EAdEa!&4r42CPd-^L1%%Wl;*>w*H#Hmn7O^~UC1H6p<7f?E2~hR#D) zGLOfTxXxEYfQO_+vEe@cnR|ny*vxyTg zHqXdj0q$Emf{ClJ4lg>fu3l9Uz$UHcKV7`<=a zW5K?bc+m3su~m5Myf(0j>)8hzobPp^22(yBZp0F1ga>@nAKw;z+`W^~d~i{0Gd6mv z{5@8zv3+ZvnNZkQIO%gbD{AVQYM7f3ZaCKC{&w3*QrvS)nG3zGy|VgzNBDUC;Z+{% zcLG^2*J)n_@_r)uhPv{C;L3|@_x#0ff(+o$KCf<*#uDZ3i2H$fV@+n6{)(cyyT?Oo zkV2T~A$gb0`Ta(y+_ZGZp&IQHp;oW*_aUo_1}r;QJv1t}&yD=N%tXf98`K?+9g5ku znLqM8YG{-{J+*W0Eu582FWeAH5#I334Au=lI_~3Onlhk1G5Ks`VuZP;SlBW09)rE_ zlRB=4CM1F~R0ZqD5B16um>YXv{Se3Nu50O|;j%cl1QS9tevjogIRWy^Glv2tMqL%R zW)8lbn2I?EZGUW8dclcJzPr1@UFkdX`*$&)yy=|wgSi5UEi7t}!yR;=s`lfBpS~WH zoY6}al{`MYUO_O_2F4tbf}ALM`Ww}W4k;8m+!*BMrKD$5JaTbbWzNf_me)mgD1S8W z3)#Rr27Z7{j*APa^q&s>^c?YzJFQb4TGj*MU3b|h9L7Jji<@#PnTvIP*x+ zA{1Vk--e#pd6w!s4)QBgl4Q9>-Nt)0YWQ|p8U(zpVju#q(WBd=WS8P(^Q6T7qqpcx zdpNCbol1TYwdZ=IiI+$Hc~{=?NQC+^IQ%!d1dUHLyO8pk> zO(ci~-_+Y+o2rw2 zum3t3@2lYQnEMJ+*oNmP9nC@%ED%Q&LaWT(Ij;3ex(A?_NxnjHv$< zkYnjXRx{Df23t4cQctp3Qs*+g0v2+0Y|Yr4C2T3-;xOHS)lM`!&li3*OSS%O7|ot6>z^~HafTB#dp z=2bY1o!1%A0UI5BQ)!H!w)yFuh~&`~ow$R!oz1HYkj8drcEW{o(GRO4;Nm zb7?}%8nj-iBQE&Fe&50MQ*L_PB4tp8%R4&5WQT}xe#B4o@tKq%B{ zH?pdjLAddS_@+5*$B!4lXT(&QDQnYXPv7dhA8UJHk0w?Y;cq%dC2KvGJRKk-Cpg%2 zkI?#jQn(~#RWkZbS!L}}7}xlw(>D{bm)eh*GDkyy)Xy;2j+Q$F7|qEa2oa;^5pXn< zn_q2ZIzo^9{ICi`s10&*a2$>K_~zI;VAKTsv7uXtUf44=#cSStV@m4a^GOIYXH%W) zjLILUJAq$6H8Yn`+llYitRn>^HA}J{-_fC!k}fB8Gp1^wkt46c{iI~Abw3LaKSLVE) zYq~!bE-U`h*A%{L95zP^H)c1>jJ+5>Pv-8gnjQ|;I$pCznIe0I$eFC&EKn?UZ`OPxmsw#RvYc6 z-i>|=Ice_D0*kbmL!Hai&QD;D2|Am)W<|-IE#{3nTlyDua_6$c-$V5SHwIg3)9DoY z$GVN|wj&>@3EG4~5|_R8AB%0-?SO?_?9wgV_sgm1gKPRa5m_4iFbD1DMp+f>6N6f$ zyWbME;?_>CU@r-*Qdbry5$~&$?)2^n?QBq1$Q|qym3r%#dYrr)(RJrN#d{ihcVe=8V!C@` z);qd)pQD89Owwpu8e!e(#}RmX2TWxnJN&>x3z?T6xdR>tHRvt)4x8y;o%`sX=|Wks z6DxR>(zUacpYuG9J^7-8<5h5WAV}dDRBo9Vrwxg9#IJ1E81z5Oc`Z?0_8c=x&2Zod z-`Ty`3*H7b{>+80Z`1Fm)IWjGNwQs^E;rx!!Ha0`IwY6P>t?Mp-g`xQpVg;G(0Lqn zCW}V)qdeJ=q=Wb9h>k0(aukF4D?Tdinsp`CRtg*ooETP~1Wv-c;w-!|26;PHJjzeU z8>7~%r7jMX(fNc0g69&rvwL+l`Z~g6+SQri*Y6XOS198T(Mc@a8Op7L_;HtWG1m=j`x)FS~*|E95iquYxg z$EKp4`=e(%qVXeIrym++AkU&s{pC< zW_6$O!FOO`zIv1wJmq_!mml4qY0TqtQq4Oo?|Le0emuE%mgeFjIHWyKdJuazZfoLs zo%lV?FN&b8i_u#3;ZQ0nL1jww{g>jRjHA+a37DpdF28ixkq7T&mm(q*md#$W>1k== zB@TV3O>fcT=N^MJDs8|j30ZTS#B6u8r_UjE*d#}+BKo#Z*hG5g$IE6VJEm?dy4upV zppefn-y(!JgwVd;;IsBxmC-w`qO-4sudh$^)M3Tf&rP|X`(xg@PiXrKZTm_)A@ZL& z@7W*jI(!JNVj0Xp6>BY8u3$@tKFaQ&-pY-~DyigZ4^%md3ZE64^?R#-=n&ujG}L|M z=iG;y`mxvbu=>q+PQLuZ{hW#W$Jq$}&VGgzXrODF{45j8#If)EfMdQl<3`^F&jo06 z6(OiwJmgPP5v$0n+H#icQ0mP)R0Dg|$hm3lM7fq)A^@H`4R=haGOvM(+@}ov3NfG= zv2rrXR=N@tlb?Mq*jIm%@)|}l>Y(0l0b z4!0o+OGiG>%o|LFf%9aRaDm|c<3c!BhcU)@t8UeKdpfuo;dR2E6TDh~b~^kDqm#O5 z^bWo>%&+Z4RC}b7Fo(3}8V$wJ=+6y$ow)1=Kfe$ec9GPbDME+tY|q2O4iPxIUyk}p zE1x*t*f49nv7iqMVfi`VA}WJEp6(KT%jE7-K!s}?R5dU#Ku1LF&~TS!-VRLR2`&+kD7P@Kh(`+^hzaZC+EU+2dRx zMa-EwCPSdKK^25lF;yZd59>-x%k4|JK;P5h@JLy`&>d-%`;=M*56!&LufxoK>|zy_ zHCI)eZ@Va_0qemWX5&+~QS)p?4e!`l6Ciz!`0I5v?qFd^pZLKHra`W7D589jB3j=o zP+8CMTzpT$9R-&>?vX2V-+*IcNM{!^9iapI`tA@_{kfQ|LN9Z-L`Jub zcjz zbfrUfP+Vv;L9?QGt#qm7pLADQ8``;v-2Rm1NxzgIr!s)ii+$e4tO3rco6OA1K;{!& zP&(g(`F)x9;Dk=Nc*MHkOp2`VGaW2|F`VU@5S=eT)%;|`r4 z6{$f)RrySZU(vM3yKnjP^{S>rq%lnO&ylpC8#T4~3!wGcTq3<;yqLKT0`SFZivNLc zmEN5dNDZjML7fz96~oWnRhw`O!AGf`v|)mUQ`#l^z>Z%rBsO;Lja4AEagq6Hdna3t z`Duw$^|&B-*#6x{F&A-r7TTZ3v=^%edr%3 znpSFSJTZKjy%#$Q&6D-rY=S$Zcx=p2<@nqqUGln7@GzLE(mQPN^Z}ZL98d-k5a<%-FY+3uTQr0KOclm zdKL+yMbdVfL{Mp;!gOh=tcM}WMuN%Q?CN`pPGz&3ti)z?r;3~HC#mZ z!!6G1)Rpze$wywqsoM%{E~Vh)dbQ`FwL!$wnj(95k=g!k0nx@4UgKOD@A~lOLz(Xv zXgp|pzDIh4)%Fv5q*&_evF6Ym%uS+6gA}xkc21+!7N;pk#B;j4}z= z-JU8<=BOPS(157+&f)U93~3f2i)ZRXNZnJov|XC_jww+iq;6A6H`;T4UhqVZYpSs- zrvk#LnV;FYc2WP{MzpYU7l8#8JC632o7tG%?;Bq*Yrq|q)L>fF%Et_|I~jd#D6(9J zuu}`h+!rf2>=Onp$67ZG5*sEWYt{vu8AKbw3#kxoXn)Iv?w%fk+4w8HADg3{Dk~$K zS1rq-`^7opZR4bg@*#7!)V!obzvj8_yJj7miba@|ZqWWjBYH1so8-VD*PZ`!Ln<64 zfgmT|<{YC(g9b*r8u1;`f{M;a1o!Ew3pSoM7mXSdYZ3;nZ5PJ7=sJo!$8mIQ-*q<1 zHnTrlUf;OEyS_1d=r)O-%?~R&G4K&LO3;Pr7WAX2>HGKf)c1vRqRFwBl*~&Z_BV3M zvFvK9zmi@d6T`y(&q2cj=Sq-_seT`};caD?4|&1!W}rP4-;Oqsmo5g*ho+h~q;&A5 zI;e-V9&XRtV4DQqLq=DbD|nMU`|n<#wpMuJJ!f>?Ov$Bd-Q4u;53McQVdU`;bcgsX zn%Y=x3{Kk;Q9G?h3o{oBcXBAm?JkJ9H1(!%eB~e5lgUQ-jmi}X9@2z#N|+Lz{+6%kbfGJ3-XoIt$eZ{Jf2c_ z27Qwo+Xs(i^-!7{>5bMJ%Wa5rofB}sxE-;d0+XiH^~o?$$CpcW&RPy<1LI z)8GZc?2m$HvU^bVaYpls=L3i7we9Iryp%cl1TkwU4QsG0Vp%Gk(!<^S7Kh zp~0h)=nX{hipH2f^6{bFoOx$a?$lEoehAugJU6+Hs(B}UM0n?I5kB4y`l^!p%ej0r zS3e0RZ}I@&FP|cyfx~>tT<6uJc13FP=4_K4^3U=RIr;IeEVuVmV4Ucsr*q-nHs!|D z&dP-IGX?o3*t74sdQ*Fxa4SmJmt0Es_Z_}K>6D7_6>W$IrwDAlw%A1K$+5J@!zb^7 zxB_wR#XQT!Ya#MR$nM#13T2K3ANTnSH1?pDO%tm=C|9`>p3BjBX>HU`_FJ8t?tNoN z!jl{ybO?e_3WB1QJSgy$(vH$1oAV<38feB)jW^Vro%vnN8PONyHwW;XWc@kH*^~(* z)JLAJe5h-5c1O|26;~9Ihc-Q^ymgjb-6U$^sZW(}l|wIy4#nJB{YFFQ!9af4MsjL+M$C{Ex}B^U=e;I%KMr*2x0-mlfyMK+OrjiHDbj0Jx7Yi8JF_u(Tt5L zp-0AUQr*f<84}dD=`kn)dO``6dIE%o@XTvu7N;jVW3WPXs~=Lv!)_mnz586y4q?z& z!!Ee9J+WTkF^TWXa>C_AXak&)6q6d+lfG|BPu5QMiV(oFurlMku?Ji_eJ@1T7gEJL z!%b6Uo>zk5M}(r7lg8aU8yl(OaH!n81yVCwy9VtgH7nYO>>rxcyXFy4$i zt8U-VEn=X^I}nN(sSVUBhgRW!+n90r_D}I5CuRZ7u*b6dIp^zlM((^Jn8_b?QVDo0 zdtmhbn;l;TM?!AT39IwaUV3hW7er3=9Mk=>(16k`Y^a@6)y5yL=V>5(M6TPTJ{15? z?NY6nFw)=H&qhT+mDPCN1SnATsVZs-%=KB)!aLEJ=dW{6LgX>3?Cz;~tx)WT0`mE1 zXxTxYXgS2T;aILsQg4Nh+vuryc-ve5E@jJvU`U`LvXp1&AxeM#q6|`Ac){)Ib25BQ z)Z|>2GE0W$;o@;_LuipExIX;8dT>+>iUUSMUkTPPwZC`s)G~ zPA`W-9+n*n7A?#$U<)9JnAa#2NeO`E!s!*sjX&`~j6vB4%PvbYO78}P^-X%#2fv%I z#=2-@R;J`U~>z7m!NEv4jdzVKyL?Gm$r9*0cRl)c6qa2VOY+iRw55P|8Tm9m z1Bal_tY0C~H=2NqLC&l#J7WUqTWOG)l@aJ$m9Opf?~o~$MsVdCSzPhW>tu0cQL^`b zX^0t^d&xsz2_jn_NKU(Q2O3Uu1pw9^FnUHN43nr|GY( z^Go}HaCu^v24(&F|3`yz5s-Ov8zkyF?eJQK-)K>06#FYI#L|YYfIYp+b?rLRD;M3p zw$IWJ%ZRV;vnAaxzvju3G;{0g4V>233}3JO(uY`@9DpPzWN~pbfE{&LyvTFlv70_e z@-CC{^4U}Ja{MFC^M+pe1^IW~g4^C+A$yqvtdC)dVM)CbSNSu4a+G{4A=*>vMWA=% zGlwBo&#FbSm$JsVfCE9P$RDd<8;1G*nM=%KXDJpt<)rPhmFLbgGh_PMari;3aM0nt z8r>twUoasPWAMj;XjPVTruG)YBtlE9c#sIXf zDdcuqcw$jR^^o#s6$r*gaUSE5n+c31&qi>GIlz^E}B0BRcKXdUdQc%Xrc!^2Tql_#!E*5%rr}i-$YqR2aG% z&$egN#(ub4At~%^n2@NKSH4{0_sUHv7CABA;Q7O|X&$>1$}Hy=Zo0y1mWM6BW-b8i zjJFKM6l_`=R#pqTZx73aE2jqBT{d-iuHL3$0Gq~v?Sr-#dP}Fvm--e<`M>|X_DiV> zYdG85RaM>%7$%Q{W$ys&rQ57=)0KV)rAAfI0UII9Rq?>7XB^m*FVl*}PAehX)!mr> zSPpHoMuFw0(}oj1yZB~{&ow@Z8DCrf-UTD1m>e?hK8r655sH%eJ0f^Nh1}F^+v+3_e;YNW z4)Gt=fIvzM*?3Bvv}rerwA{P7aa!A?BJ*hQv`+6x9txdiIa$y5ft=P1cnl}RfMBno zxN`kBT>lLU--^cyc0l!)6`j5*IW=v>q}6d?b^e`BR|e9y9H{%-u(z2MYV$(TItba# zDesR}6on-eY!=(yljqy0&(p`0GP7U>(mec`%i5_En^z!$VeasNSA?A4^Ct8w7LFE_!KkfG~bNa$B zSzEo6Oy|Efd+ALGE&~Nti{(G`Oaina$4&E%IPA-`V#)@T81L<36(|4v)?fNi)G*VU~zW*=~WC4#N6z{ zF6O7d`ud9?O;kX)Gz5Qsol6dcVkk>?)1Qz2oLK-ZIXwQ0U~+&M@VsQ4e-fkM27_47 zw?BPF2moE>=Gzm5{2Ildh8T(^0HFhMeoOfO7oq=%|M#Aky9W$DaOR z8#q(C4=}Aqw`Dp1Or8HGDS#;4KcM+9XJXQqu*~?*%=p{r|4mXcpLnCc$?}gKzxjMg z%T&1AUj3in1yD@%+dltAJ}ew&0Kfn<%!>cdHx#^Z#K|U@Qaue(YrSO`=cm&?*tmH` z5vqFkM;G%{^Ouw=O$VE`DlP9evZKjqIl_ex;+;0fdgb^QKPlOOw|~>!zw`)@Q0ygw zoQI`BzXtyh&${9GL+y6u^wxIOd?g+sMQiXa29bjaqwOnbUo<>^*gc#6kPP31;b(uXHDUBUH-bJJkAwFFyoqxO)JP@btA z<|HHCe*l>;!7acy`o>7a{>Q)!DL90b?B!hjLc=@I%|Zd}ll=`NL?fnQ<7=)b-cBP1 zBzU&lvf1-4iN|UyE6KW)TwbW8&#{et#;R&|%b!y3T9o(h5Bx{hMe_0X&9YM{<_c`P zn6oGD1=1*4I=>10HQ>J(qL>1}L=m2&^KZ~{tE5#{j#bWsJUlibRn4k`PVo1zWQVZr z@?p8LGL!z|{0+gK>K3pkveWjstY5^!W2;2+rOV5cA_a!K3=O-@gxgKHq~*rlv6C56 zQOy)f{h}Dpc$Q)B z?8W(o(7fEF_g?>`vk!pIW+AnqdsEdklqq9%w7baThFl?A%8b(^&?ccw|1Ope%~0ze zc@W0eJVJ$z)wV7vG3wB21f4e*`l92LMJ|qvJPv1FT0|j5oVK?^`Y0p9#!gqFOMH3fJsqY$Bv~Py+s+mP=@ToTTTT=gS5%JGA{tID zSG!^=Pj_mk4FYLnOSZQto$!KU4glnq-FP7JDc`KXa2u#MRxMKnYoVWm&RnUvO%>wR zD|irN5N&7s;pz?n5Yz=>ElKD0zE0?rZxG6o+Rh4oYVbniuyzNUPfRPottYuU5=vk% zy7-B_`52$pQNiS2NNNygCMl){-7kj!&=YhVM%$=$#Cjb zh;~(8T?tza8(1*(c+Zs(jeubuTe&`;z8@m@|OVI#1jK-XQAE zAiO?RVNnDK*0I;OR6joMmtOYWcXdPZ-Q~A`pN9NkQ)V??DgG># zF1}AHsy=Lxkvhr?WO( z4&^1$uFP}FVI*a2XHy)7s<25^^cjTCspw7S z=dxs`{@~c_O_lD}cz!^ruWR4=$oY6RF0g;qcBcjw&_C*~W+vdWLsR)hty@QS{-~XI zi9Hp4Qitl}A}!v`9UU2o*IIN}5V90!Yt$_J;NMMfuC7mLSaC<)Whs$_e}&9r!54o? zR@Y_L$)NsN{!6icp;kO8oe&>QzUx%EnVmqWjMt1^M_W;po0^QpsWd6g zjw1X$?R{V1WT!Z5%_yO2U|`nhCy2B6-3pk4yTGH6exUkA>9c5gt#zKd?9A*QbAa}O zUFqpUi0U?%Ts`P)iR$uKU61uKC*!UOE^IV?>cOfNN1==rAXP#&2(>J+6rj>GWL#qi z%57Md_cgFpDJm8S71v?iX_Db|i|%yqNQCZCWvk~KR7k|8Ttu>ckAm1$Y_*ch6A2a5 zR&rk~_>nGI-Evm~^hP?#j}@VaL9h*ZFjC!=pKpvFoUMQ+`Bd-Ya&E1ZQ7{$f)5 zhGZEoeG9Kne+MVYh?j$|a*0_|WU9RAId|ohNvhYg(q%~6vRH9AD-Fjfy2zWh2nCF@ z6_w6JkRf?72j@#n8PrATd2HW){CF;cS>H#)_>f}y2Xl7vO@#8Ss(h-5@SNkbYZs^U z7!h!)=l6F`(J;Wl3F@i5^{KX*Z}1Htq$vU#yKq?_xHq$gjZYI%5`txS6`$k(Wi-B} zm$}M;>Z_~2;_)`l9NK|qE9sfBv>#t2wjmxZN*3^*)^+E>?9j*hk+yT}wOco{hFx0} zH^8@Z=8e2N*S4+f&gNs0r--ixbhC$f#}>;zVa1yHo^Bg=;`~^u~dH8 z;YF5V>ZUiI_HuU6klS$FwUn(C2qPasJ-o{h`%NdE!Sj8do%i#rPWA#zK@Xbi9-n{2 zBa94Qg2@Y`Rdm!U+QYKmgVO~@N>}V6Eg>|J?2eq<$3Zt9M3$L}Cx83#2hP9KskAd7 z4~p}q{rd7(6sr-tMW!;ayBeo&9U<{-*JUF!ZcXyvhWoMsCphgeq#8>N;iM(Q(^UsKTlfg^l(60Lx=Nx7$Au zW|qrZw(%Hsjl{pl<$LS84&Vgsu#_R6sh`~@KcWW0N8NdnH8gi&ZM41==ac!PI@7`L z$&Ti#XUp^$zJEondVrA$GNpVNiK)DG%nxv(<+{A*+kT`XcVHW1+BUsEl}DT^+vlu) zsyv?1+Tw}CUfL2Gtsr*VD{#N_^qts`_i(r%0hzw*qQ4#Vg&X@C-#sxJF62KX-#Mnf z6kYZDLWaK!!(@+@v27q0NtUIbAv!ffLVOmN)YS^Qk@b4jxi6Xjk~}_zxX@aP&{_4l z1H23DHo%$ejqGHa1_)eLGWVQ+DFh&DYreYLz`%R`3i-{x-xZ-N`WNRmYA2%RvrUst zN?WJ<)x$vTVefiZ3R z4n4b%IP!gh2%*}8DT|g&WNvOQbHpsFMVcOlaGHsUJK?S{T_IX zX3y!ZP3)64a7Oj=PG8dLzQ(fTy>(o{-dous3);dIABq_V_~(D3wVIegiRU9#`WzE0iop-R_HGRG%O| zNBzE1b#;8~H*;c|iWAktF1qsG$#Sh~iBnNj57+W)cN|A}DpRWK0@vI5BK<~J=YP3Y zQxhu6DhF7f0o}+_rA!?AB5FBIkX`zw=*1$bcTjg0#Xy^!zt%EEEyzfl32-=fgQtA=`TTg?J{jxIN2;B{f-45651blxhV1F`Wf@$ zZFQX+Hrl$Btgg8wp7s9bwxg=*ZP;RX5!rGnRMy(dCzV#yJU~`Qj$`wUx^LJ!TnPDw zFRTdpO~}mrjaH`3TTr>4J#uWoF5y1!Dw~Irn5wZFl~XE&J>mAlalWRL)7=(QKh~nU zXS-^HKPF0ymPZNkw3n}-h0H8{TrbX!#f$XnmrC98XBPmUalL~Uba4#x1MnoGcTkV; z;&?#mkJRb0yGg4*X+&m$4d0dXx7)lz+JEpECQZwqB^AXM7;y2F1`gd-NOpu!?Sxs7` zicx<)^8JoCa$c%MVpGyaA-*{VS&sdF;q`3S?u(!P1v1V+X2{gf+-j=Sxcg}el(EnP z`OegK(l`zePN6j&d@*A02C#eriEz4b4KX;JYy zM#`6;dm!qozUAXzM)ir5>H~T!$#4-yJ6D>VP1shh0yvmojzr{W!B$k@pp=R9DgI?* zCL!W}xI_CyqnJUE`JZ)Aip3Um&O-Ia;-7KMV>ZQQ^K)}KE2wsWBx=skRe|5qEH5@= z&fk8Hdy=cZd(n1!E~dmS;`xlEbK;6c#jTWQ#$Vh9rUFQ4&9#aKMu1(0JXDFProyB% zQ!_OVEov=KRl5()H$65io)pYGFPX&*4&kFWPF`jdYTXz*H z>8I&xyJgF{I=406>l(V#d93|tTBfOR{K(!8XC6{%SofD)Frz%!5~Tdms(eslaW8`R z9@jsbI1#9zR7muP{nN$2(JJ2}H6N@!b>Q(YfBX0kIR2dZRxpbBxIzZYjDAz_KNtUg zwvZ2$pwC9#%Xt6KufBs^Cu7jF*x$PI_a=T*hd&v>kvTw&yesCmi2u*8YFGeu=W!}w zK?y8h=oJ7SxR*S~sy*cHSc#G3WvJK!%0y+ry3j}kRrmisbok{`6Fy0Bm;S<6NxBkF zqjqlobb!IuS^)(q**UpPONMJWr~Td+MmF_mwYewbBO@AsPqZ9J6R+%KOqu`+V#q9u z!i39o&leZ}5*b|1cCZweDS%N%aTZ1D=g`f$!Dxr=gv>`CC-FOE^(Jt202!L)`3brV zsCo5~@GW3n77AEu;#X+@m$7#NRc^bxs#i75s>J};VtKGNNvzLl5$bg~I}UbT`dm;m zdWr;l?3AR3i$K?LtbzQ{c}R+BQqv^G7@}3d;$Gj*s8Z|*_|87f^QB;pO4h>a`zD}A zeev98ktsl2IGAzhA5A(3^6(#p4JYQOQ{xS4Hd;6Tl8XF~iYxH16JXy$nLuM>j)78R znS2Pu%3j0;$kdBpTSf7z+@t0L%5&R5ys@#h1~`SfvaKdWJITQvi0Cb2Ws|4XTczDw zCZeaB2V0R1V|$LBkK!f(K41#4zcT0TDSx-YIwe`Sz$qYE#W4y-S>Fl7p#aEgAkkf= zeSwGnK;!;c`#;MZ(C=4n)hUw|*60*v-W(a z%gu&!(7~E!zyz)A6WE-Hd?fQMvhfVr-8=V1jcsW3nXrdejeX`uz^5!Z*%Eczi=6Z@ zb8`v}`v1jbN>6|aa$Af(@#}ejlxzb9sxIcPFSl9k*UTgUz#yH!o^9KBPhac?imvEp zQ<8zMWluvpXwEb}w0RXs3C;R?Nvr1E^HTtD;EkL7Ss(eQBr_H8DJP#a z^uFQ%xncP>Kx6scFhKbgV$u)hM-B5l(Dym=!6hk{r1#>^iU&NS*J15^1yI7`08>^cOp#A%KZkcXPTWg6LQ3F zePk#G67U2qCYOz&M;z0D!cB&=<$3Y;qMhS(olErU-B)Gv_Z&y5R3M3?Y$za0vuq*e z?MXW5=4j*|O@i8v%>%5}3Ygdi`AQW}W-ZHlm#_@yh;Q+i0XHA;RCpfSPuq3ST8-o= z@@uQHF7M3N!g|I-l%iiYzz?*i&1az%m-N|y5Vk_HnzxV(y{jJKbQwMAV?M0)BrH}B z<>kK)rtsgIFxGdg3_^f>(jEQqpAbb|+J6h<0i|oy(M2b~3k9uL72a zk*JA0T>2F7P1jLz^>2%wGXgJgK7-kA!2k#hUnROj#>A=uqUD{M@1Xa#WXTVcA9ZWU zz2$VV3#n4x~L<-vVOWvn@2-u~tcBf0KcC)Z{P4*P1psr=0#T4YUNZIk?^xVxB#B-DP z73a|F*qI9)-p4Wv;w{Nm-0uUz0#}^TGumXZ*-yxr6tyCKfW{^7XFloJU2JhU*!*!2 z;zdHu^W;Hq8>K$Y6M&NOtwt+9TVp~Y#FrKT)OSyW>CxD=-oP7|Dx?=aWG{B8R5T56 znWjCeZg;CfKt2&d)DUN$tK%gINQA=yP@Fvq*^VhKJd^mm02F`OHQImn)LthQ@=5v{ zo>h=Eqrlu%HtRgSTCHo>cDr--y^#0WUWdaFqG}#=*KFSqpuWB?#Na3%`@wYlI6sTR znydwnT4tw|sCys&tK-ek5`#QS$a~e)u|(`iH2hIKC_PLdPg+{bo0E!);egZ0VWw`? zD6L5kxV0)bdo4rtow|71R%gfaKB-MMd9Fw|nPxHZ?)Swx4VSeVj|DbMuFByEO5*Ee z7@!2yo5X8VlT^~J6xX6{u(ovwD5__|#F+{Yjlw%F6|OfneG23#Ay(VPEhPM>-Fh6y zQ`)Ex1^VNJnvcdq!K~K`vCNFJw~!uHaPdGATI5c5ZDp8?G8}rc7w(U z&MKh3oujh4$KK%3_3iM(w~d0bzAmZD^%Ika-atju4@moA88V3vQ(2p~Ah}$X-zY;N zo5{qSf7`?O$K3;q*JywiAgIGf^gXbRO$hCWImb-lH|6lz2R zf7e%9vSE=;LNXKTQS{08VD>MlBBnWECqMY2FFxH*jmARCW9wTAa~HtNpT;V*>bsG5 zZ?m9)wX>VnMI%mVz?I^&X_Y^o+9~Ov3+^6`c1jP8E)~iP_XN%PJC@fTDMF6wJ$94# z&GBet2`QfBRH-^Ooa=&)R|grFI@(8^>YmB}b+CV*Zf`EvQs1c{mGL%_cvPjZ+}Z{1 zx4^JjC!&fhb}otjT^({JxhLzMK&tsZLv?f6Q}?_9*~MxHO+DW-ajVMS2@2<5ix->T z=k!5kDJrnn-nOY*bO+x8?$5J}!lgguGr<7-wrAp{L-ha0-dl#nwQbv?xCaRVf)@k{ z!GgPm;10pv9fAk95FiA1cemgU3GM`Ux1fbXQOKLDz4qSgp0n4z=l?r@_?T6E%%Od> z-dgW{ywVpg1MDt2eWO9C$8>meZbZS8NfOcBt7EuTK{p{q?~#8z7kZ2}F1p?U#59#d znzMo-^SJwrNIeN%*~I3GvpSe72T%BAoosJG03iHCB+$XWIGkr=mz*(FnF$w`)+8f; z#clr`x?o)y?n)rE(^C8%EJgmvBcGcpLizZ6yl)V*CG@%~1fHCn@8)*4BO|uAPY}y& zEQ8cuLV-wSmXLT2@t^MAe+Mm3qQ3e-_Q_sh<_-d3j^F#UD!Ouc`p^=fSMiLijdcL@ z(-yC?Z`w`>7~N;$<^hBbYaUBHjc?5_)ZV_)cl)tV=?<9m0Xf83T{qp8AJc%s7ZY7E zM*vV}9BMX#xTFeCic4$h&Krq#KMmH#B8)AW+`G&DX?jJ1Uor^{sPMK#uXrJXAsLax zTue+77bY`hn(mW32X_2gh3$O+g5w2q=Bl+_mg`%%XP=dpLeQC8-(pMv97VW)Kv6Sl z4$r={E~P}qcy7e~p%kO{WxFgdr>U-O2hU)xLrkvY`^f!fKF>ie&g&7XiipMgheLyW=UC-TAUaOp3ZdTvdd(;u}>c!z07pdEl z1J54x8l1^&*>--07&1Lw7w~lzx^mqK^KrG^+v%#X+NyQiB&xJ&Fq#>pChMp1)39z- zR^GTTVuaXWj0{WtfL+4x)2jFNh;@_Ae6lPL@m?IwofT4PQQWbZJR#y8~cUNTRurJHS*sO_YjlZ1jZH#Lhr@_5HZ{ zn1l56UFS^+7wsz?x6niIa6wG$oF~7sMV;>{qlz>u*SIO_E-7}lmfX_wYNfYn(D;15ofX){5;?h1Yiy%bRxWTM-JMG z)VjvwDuYgeEkO1Sz*M{7`bE1TmMNClG$O6p0T=iG5R~)hc_ge1_#w)4@uHaqW*3&waANDIdpIgKJ&Y@GOd=B{a`SMg^PC}ee?`SM zFAP0vo|Na?zPY~#`$ppTMUDW`?d(Vnt}?saxMG3><{xI|KqE@(_CPcN;EfECEdCbA zF_j>7`5<3vhgU^+V0FLqIL?alcOK!G-HKCReospqPC-VCgWI#s6pj{XYX10YSWuUlnu%==f+a?vxw4 z*~~}F5_0f#BYKfS`o0myauwxP7*Bg}5>6?(Rdw7S*|Y6fHXWY3Fna=|qUn||AlUO9 zJOJ9)m}IP1c12z+G%}+Du&@IrVgh3XpyL(b91OSjdZj2c0QR|VG5oHzZ2ctbxY*S+ z4JyeBmnE?)?VKZCwwJ)1-e0d~HXJiGZNFv0flV40&>7cd?$bjmr7&E)S9(U->ThC&^F7HDq!Ae>V;E~e^!35)y)5w zINJa7q!k9y{d&iIXT*UEr%HYD#Qh;7I1OF^1grK~hJe!!t@)=R17aZ`FUN#s$05d@ zpZw>iA2uP604lHn)W$kM-|s%Z*qZHlsDp4fUY!jwn-5>F)jTmir~Kshb7TNMys693 zaUK_2za?awZM^~BVS9f$JEqBQK1y=FW;c4*Y?cPZx3~fVvKf_<&)t`RZ|*&<78Q;d zMC|=Eaw&1qi1s2jEAjUHmB2`CJn;i}z5c&VZ+^oX@tt<#vh9py2rL4zEwL;L%&mwG z?$&o{ke=ZayB}S~)O@xLcFTtV5Uyd;Z8l+kv+p80Sow@oT~{pmGF4@`Z@&%*9Qk?I z8)V_yySer=(6;k4D&hG>4$A?jxqEA>r6&*T z#!nJTFF!b7rTwzp-gJ2A`W@JuTt(1WN%Vl%*i`Rt0WT=(g`{|xdxUTu3VS_b)!<_~ z*o(GsdzEw1CYEh1u*cAC0$@{yH0l8w2zg(AcGdhevpIJ(<1AdJ^!`N(|8IPI=7oCX z7If-LC!cowZZexvr}TH|sih=6wMh&#a&h2-dQb+Rn_X=&lF*Zi@Ef40$h1=mwc;zM%STcQ_(!wKb1nTAL9kUgduIS4y9MCZ%$i{W^G5$ia2~P1jEQ? z0nP=qI@h@$!|TZlc+pNXvrYL`DxwF?RZv5LzjJr}_X)DX_Vz0`KO}so1N_=o#E75K z1UzKc<}UMMbWUao8TPkw~Sdm(0dvB80pDLXJ+Q6Qj&+BRH zymOjX6)$+s3=n58oB_SI&*^ZkD)a*+6TimJDWOlhGI%Fw6n5NeI&8vB!51>5?>Ja) zw?yojD+0_PpHSX9pgkgTa&n{1ZJyVdtt|`RU8~JKPFS`;dY!`E6#HV8kwTv4 z525?36fO$@Q`K(0F2TAVf;VO88{Gj|2859@gmCIk<-%paBVqJwN0!KdmAP;B6nu&9 z4)h<<$h=N|u0{IZ8Gi>3RC5Hnr)ZXM-W+*%T2(yz`v8B4e(nPt+S>?C0Ns~jTx{&K z-Wg=blTvNx6i+)mm-6Tegh2#c;z6PY)>QsFec;D`4y$>UBOQjcIQYX5M#8?-A82pq};53>IP_*NLNxp zyZU*vs|P4Jcr3Nru6A5Gk#?bitS!~@ydo#I#xa9_1PD93PlKd50PMy*ux8V0WOqLU zk#jTbD^0!i3DMUi1}n|n@&{ZXjos1o&DrqcgHNUz{}-bGP`7D6)+{ek*g1r~028@5 zZ=RV>(A^SOm&|6K(r^);NI!QDpgka1MFCUj?&FjBaa6lo($+``Fad(PB6ji4^MH88 zt0(@bftQiST|Pw_Ipk@i{#aIc?G&&Z=uC}2fKzBytaQiQ3y6(5j1t8hXes+8yZrv+ zjHY=qTw8c@YhAN@>Efs9FL6Rz#ZxYIPsDH%i*e4#EcDZ|%WM#m^c>*tk;XUkkGo#} z)|E&NSPrs#_|^18IMe{FF^zgy<^g~9bwfbgvvjZFy%VHpi#EXLt7VG(w~qB+e=|XO zFBj_mJ}U(wWum8+guS4sL+R|n9lf8VB#gP8+g{7IE6|^3FP2RYpxb_Em*MLO@sTe) z0?}zPsTL>a%C0P=N3B!auM1?BjV9hhtR)F1S2p-gW)@v$21Kz0Uf4GOjC_*$*2--U zmV8{>0Ey=KXQIAOa#bbJ&n6?fgF)>@0^JCc*~38vl^NTLGpdHt-Thm>7N(rp{eb57 zJzzSX@k{D_Bp$DiiCpRAE^ImOopJGo81wv{Zzg<;@G_9w+a=@cb6+5|fd^L5ew)C; zYu%{u$t5z!7*{LTLR8oHb{VAsG%3=Hy-8YHl&$iI0Os}^N?Px$Z}~EbNNB9r2eZuP z#Aqb$GCe<9a-aEJbllrMA;VAl3lDA`(B%R<&SCB1!E8SZ*I$R5kwT;W z#sIp)Yn^uPy#j)raDR&jyoM4s59Ex$#Z2=r)N# z$P}(zIcRF#F4I&vr!}jL{g}1u85#k`Iq-?Aw4t?}1{C`>K-tFXqZ}QTP}%48)c$)L zE7<^}D+`@=FW7%kR9?=3HM(%NJyb3ljJclF{*190Ij*bfgL=7^>HdtSG2AY(jK<=n ziWK*kBIK3MK{7I;?eAaN z^#H=s0&MzE7ouk2zLNb#dv=tARrt^yF7%|{14idoF{p(kB-f>yTt-QqNM=^Me(^IZ z?l64LI#gtt>)W0l~16AYgfG!?%p-24j~pRu&!An%MUm$4}>yjD^8X3W5+Sk_OG~ z8J2R}VtOmhJpp}-H)6U33!LYFE0RsT0wBDAi=5Qo{>7hs3uyZ(&A|so(d+L{?th+m zl92#BzL?^m{!0Sje}Rwxc=V4$2M8Motnlgo^W_4-%O_Q4<6ivpCI9W*`11>8CZIpt z$S^&Bk6r(K`Nb1kq@b&!{QvAv6VRVHa+nwYH<9CyQTpG({NKU+TYB<;SLXk2^S`rN z*#F69{!p8#sHLXIUpP}85)Dsa)Y5{^ke1t)Uj6=0XfRJ0Af(XVBvbw+GYK1YSd)KJ zkL0mPE(01mU0YNYVcR_C3gmZ&L+wbZ*Z&jKm-Q8hKu~wsR%ZW;U93hd_+)ScuGBZp zEo?Vtw6-eq?8|WNRx4c0I3UkRkDL9kuaeA3(%Lbm_=n}uC~ zW2NHwHsAS=@9eI=AaH0{6^RZ0LA)!f zKJ}o4mktBYl=i6%LCI%~zl_R1$$9;!4D-sk)bxLRr`Q2J-iAv8@zCKwQ1H?xzM21^ z^_PeMP3M@RH2q_76}dI%0?EG`Na@pYReks6-(C6VZ~m1)0@A7a;K=AdJ}J@% z{>Qy|o-mAmFEDs^t)$j}Sw{bC-t<#iJdss2>mS|x5D&Djq(mMq5D2^jQZHNHP>2F? z+IhmZ*h!DZ{|dqT;{|V|v&7JAi0;*aJK{E2OE9Vf{!rij013j01W1c?0!j$j0mWv* zfwBwK-;Ji<5OcXFFlw|;xhd%psHKz++x#W59~R+_KIo)H$J5o)9v*t}{mOPRPR<{Q zCzex<`ZK*+4d}#cR(${VcUwphf1%P+iC9m-RfxlaRE%?pRZuHlz~MI_t%XS(HwAYlXggvwfhhQ+yd zw<*E;pMLG8DkVT_@PYY~V`TlgQ-w_g1?wL}r1;KXjicOlzg6KV!|lPw*bI;~Re;!= zdfmgQ5rw+tU{W)BYxTH~_D^LBCTOyphVzz4=~iHled&XsK}X07^Em5k$R z^BDgy6x$Sv+Se(>5@T)mrbMCMdi|au1qdb7UNX?7z0`%}ucl{Z5L)B-!%R)?tQj;_AY5gl= z0_74KC*g=|$GH!pQLq(m=K{G@fT0&9jYdXzqbaP1?1oXkq`K78b8&q?{a>s%%6s6$SD`e5 z&p~#Spwd4EEv^nQDAg5Ytii%PPZs><4MPbGLP(eqrBcw7vHyxilG`(h5xLqUaDxfW%^l=?|vqh!ny)v{>l$Ph~%X)JW$4LeKr-(#SZ&0RIMu zD)o=pjn^{3l$mNWnxOfYJawHzRnuGq1$%a&s}t=hTZtE$Ai-~-iZ()k(66oF?vEe8|8oc+Ua1AqSHL@|xS{{L+l^u2p7 z4_A637Ob_kebZNFD&(wFuX^~QeJYiU-E=jb!&41+rDH6f3{=1BWF(-YkBdVKwRW~+ zZEQ0c?)QQ3q>}#)H58wc@TuW|vJI4ye{RhLV0{i%YxTc?Qw2QaMyrzQ(Ewl##s&xB z0i|ae*YRevMfr$1zen0~f6u%Gk53o)2#)p2rCZ__4A(OgFcv!n1|nZnE&6zsxSZNj z6?O=nmfSy(M{0Tx#U7N6?6&dudq*IPLtPJSBHINQ$h;no>XOsz>cQ)xw~K9w>3GMF z{)wwKGWL!3<=a7||FSBUPltLA5$*rHsW)E_RvUuvZ--ym4jICuRphDV3AI6dQacQk zR@gfPc2nygT~j{~B`|0k#+r>)8Qyy?9x1e$sjosBryKae;e%gr&~BW14wjLdCAU=LI4ExhbRco<_066ZjEe!uH39rcYLpp)^RALXiU)(9(i8 z2Mj1cjc0cajcnjKthDjIy*}vva4WFfxP|kw;-m>V*!R=2(9sbV?N*-mUL}Ec;gxL{ zL_*Is-TQVP<6x~4KC{MTfVI@#eH3YS;+v@3YOjy`AjSHM(49>RsptGNYdTtMw+0|G zwnE7BPY%G}`Du$N-2*c6|8$@G_SkZpkhbhrvu%DxCt$AQ%W&^nxi_gENoo1@rF^lk zy?#%T&uACNA!Yu&qZZ!x23fn^%ap$|9XV0I<+yMC;B?Y_5r^QBN3VePl5tG3H9_C` zaBehW(O$xOxjH|x4O-=WGZ0somRnZ?448FadfUGM7oZa8V~WWt(HmTt(3 zLIveR_!HCx?Y-L z;yVSE7F*&lL64Rd=13#kNeU+$+Z6Qg15YlA$$iZV_1$HFT)lnmjOZi+Q$W#eWGKm| zO4ev{j7RieI7_YjBe}f{m0YI!6m7A;M77RN$-1uY@v^A67**~~*=y>73e2#D1=Vbc zvzOyddQ7}}Nvw#@7<-;IG?0F}Tbp57&HGB{;eJXFp>6t8tK4aMNP_w;f4nYI^{>pq z(he)`F`CHB=6$Kc&}ndBN^^`VkV#fmzMB#Qb`yAfLj$ZQWt#u_dO!Y3Ts01Axs)jE z4vlz#gkOz+E8bcFop^2+~v+(ADhDv*ilb2kXByEuGPc z0?*XN>V6!4P}?NfeE^RW9HHCqd6hNXEIVvc%#3J1Mx@?0h2NUQEI;18hB}VNeB>MV zl{l;`Kl(n7oyz0pf4|*sez+(B)X}!(oYI0IK47)U90FT^tof5>yYGe1%*^?DEf_kW zz7nR^uysqM4zbp@Gw`%+%C>F#DXd*<($pqom=b=`8j;EVN{<#|GI@zSXV_w6De7&r zQ<1(fA0Re#Sd*+jHwaWKFd;gCm_811JtOYOd#9jFWw4$%vw0?vvK=}9Xbsfa z3`=Bepttv)Q!Bf%w{|>|-R3u3CGEOjx$UOs+?ib3w8|vqYOrmq;38ZSI$ZHuiks)` zT^1L-PGCIQr1yMtb9*L|+7qYWj;TkPBIwKXa(xjI$nLe4%L^W^ zV3PJit67Bc>d5%*2gqCV2g=lrwV@JLWr*q)kaMFE$&_9e?8{|&kXbX->K4!3S{Og? zBd@uhS;gTaDo-uXtABN{+|}%|wpNgC;)QUxm5rFYrGOYizGBwtsbc1!Tv)s)()x?xlDhG5rsB>K$Mm z#6I9Azt1vy!W1^s9IrP4z}79cf%b%2+{Et3xUTAJuvR!^FWQm6D4f7J=uZB+yq)jY zPa~zBheA6Vvf-g~;X>RL8HxAr2_|zKLTeKD>Jq?rLh32aE)RVQW8Z&zd+x}Xb+q2& zKzCItgNI`Lhl2I*K^UK0wQ&!nD){a88Td9!7Hul@Yrho;`GC0>jfd9jhnY2e+1E1&VXu2GjJ#=&9PjNeSO~tB79Tj5HDcJM`gZ1Jk9jy%>^{#%!?|!i~ z`vmgxtt_N~hc3viXtk;*Mz}YWCSO17GPc|$Aa8Cods7 zOB}TX-f!Jh2G_*66cVES(D&)ZsfUIe}*#&}r{W=*PRbv{cg0_o}!0Eu6MC-QoxHE84bOT;UhB?E)6Cgw8kJ3)e zIH-W9i3(tZR6li*(&wOxtU=0Bu_w16b${>?@`bdq%giumNC4zsiA-~lO4hs&+)zY% zqVz%k`rSLQmtaPD&rR`#;(HuC29*Bb?aHhRN)2pSOSm_xaVuhZXeg4wzqEh1 z4Y-Xi4)dZ86nsxLaRYBlxVjb|4!hf%ue9v0IIXfK7cU({#%TLZxdl6X3Q1XoV_zbt z)IFZA$(Wt~8Zd}0-?#E^SXb%ENGHLN*o+x@Ou|?p`p7%U!sWH&n0#>n-br%Zn79>e zufB39*&5hlF*((!f5_~bFg>9acgBo4N4 zM$dQ*=Wa=dvHfd%>2-KUX=C*(S{Os9>w>wOWR8lcC_27;3 zA*zsbO35_gPBlcBK9-*j z{%$rv=)6yy1hHQxgTl%vp z+ZRzgI_x)$qAREFiVb~|yLGA0Iw9xdLnC>n(}lw+$x-9ST!wl@(Y0QC#z2+cVJu+An zLW)A00RzW-HSF&D0zZ)8J~;wQB@bftt)N#GDx49S+toLjsLb6D9M5jkP1)4!VjRwA z#czpg>#uiaWuv5yXPc6nGM&=oCN`J0OU=l7t6?x+XE8#pBQYK=i%CRmJ@i4>MiXX- zqW-Y3%D17dXC9M8%B&rt0{(rx9>=X-0%Jm`MtZ&!2!w6^etASFoFF<6#Iem%u4IQ} zl%H9L7le|GW6(|epaex&I( zUak;5dzMk`8>na^XJlWkttbt-s7p{rM}x=g%jlBm>S%R~d7(fQ!#I3;l?1Ui0m#i( z9>oBkqBO;5_hKJv%MaNIjg{{U6l#E=aG06`g)nQ(xUg9}v?24mS}$BypepQ9Q~flC z5!by{9LN8sH%jrpkV3|m!mV=xztw(f%oriU&?9R3f zKyMoR@I+*7LXgw32Tp~Qa$wkS3`XL$qjC*bDb};{cDu?YWn(Bhxy7pUkjUAR-<8*W zzg#3+nY zxqX~xCry>>Q3gc_Zqo0ixTqH{jaZa+Vnz-}y>hjXqY$pM4GtUgjVJ_{2#wsY^1-PV zo7RoND}9bO%cAk1s}1?QLNW?q$4a1tYgRcrGfQEeh0N^4R#g*RI=y1!6OmPR#W6{+ zjK=v9U7pERl&YfFyxq4t=>Mvak{^%H!TtP7caQr78a(QKORFo)ZpP8~63)?hKR{@> z+B?Dvo3L-phkr&YK}+94$VbCys{L_-(KGK_U5JM*s_D`EV*%$oTV1V82d8w70NbOFmG^O!BVq>NU%SX$B%5^pAqI_1b_boWH+1h(k1JieZ5cQnj zcG%5SJqFW?kY3HjgPQK2Ng6FMOes7#w+4Q64HA__-4L;_g>}#z_L`Nz-5uheBCgja zoC+j+)I&bU2`wheHA~w5eSrl%y|Ya|hYS-=N^|x1;hGP*+ph~(el_3!UqDWO8!2&y zb&JRbF|Szu>V9XdvfGM4oT1f~|tzkb_09QDPsS1MJDv>e8w)3EwLiY>m9{fw1Vii%%tO(O70qIcR;*GIGVp!-x;n4#duGDGzFbSI zmQl)>;^1+|;*KRwyHuZ!6E_}g=Y`y#Y`_jG zHm4UkqydRyp4+scP3$(AQwsdf42f|!p8K%-o_d0`)h4hH+m;LWGVvwP*?CHb$?vHX zYlNO{)A^?j*k>x!{RlRDi`;7$gBER9Zj}&E8KrBqDhOL#>+WkKN_B6Ed-BuvZh-r@ z9C~Lf29lfe!dBOh*Bog#KNBm5{9|`bURA%UKSGUJbYN(Bp^o72{Qcy1S9eVGp7RfZ zFQHtykqU_V3Em-Z^^kXGDEhaer2ul&y+(0 zp})3_5#|Xcvh;m$lH@$(wO}PC@$Nb2GE>0r{?^H?$zI7GEUTR(EX&O@|E>RJ9-IBL zD}*$b4QV?GS?xWs=lE`#g}Lw-aYB>cc)B#?=b4srac4pFTw6biYpRh5^`TJ%_}bl# z&%5=e+%G=le)D_YU6HMYS!`5FW83nuX)^1-S>g6W3rcb>I#qg)=wkhk?M!~-Va>fl zI`3U3bGIB&$78tcJ2pG=sU!czEx- zeE5B}cQkm>sk&Bep|#P7ZEj$F!vY3WMYGShuSA9gqn=ftp5t&kVBNfZdrdD5SGi^|IsEVk3AwElc)c&W7I z)VgVLkmV59(8e>qZ~MOmh8OMqNp^I;RJN}v}2zIyC77lEOdN&ASoa_6qNd$W+^PsBv{>P!K`gV}dpxp(@oQ_IbA*9P8Fw*MOvGk;w#m_CTbWG7HtVycdX7 zCYl|^=q5YW;WOHq9;Otx`hvb)I+HOYE&02NLcJ{qH3~lQpa{1STzmPDz!%TG_muOa z>g$F&SVpEIyvub{_Ui9ThSugGeCud<%@lbXz%$8D(P^>4A-6$%59(`eLG+^;V zDvYbY66JZeu|P!*g>foqhbr{59N`q|fnq~IT(^l|BNdz=33s*Gq-_*8vW63)d=+rj zhI@Ki1g&pYnxv}VFnM}#@?<{C{B0q#Ucwl*MJ-MqZ%xQ%3A6iIbFQNeW`AjR?+6s- z{SfRfJ}GxZXr6J*&!%2o?&kU&&bcH=sp;kwyx?BZ>!48AmWAz;#X*W<2Xg5b*cLk` z*M7*R?7l(guD8{fjsfy}8YjB$0U-Gp?yA}%O|2CxO!@T;^>XL?;%yO)t- z%Tg-}74Jp|Qfbq#tn=Wng9?X+*tWlluDmU#;=KNaP_Vix;(BLjQZJ|1tfXcO>3gmA z>9#o@RNoN61Vwv7*LG4Z-5063zVAV!cC&m2N9-n@f@CqM(C1drhajSk+J2O^{+Zp* zyIToKJ(YxU);C|ie>qNaFWnmEk&rX4a1zr2LP13E!Ea5@Cw9uA+JZ!UiwqK`5r_LX z(MPK={tED*MQLId>n7Q>#}>c>yi-Z=SgQ?k#Gn5#j6?=KMwi#zN7F^_A9?-StQ8UN zJ1!NrrR#Igl^Qo(Dl_Ny|k{$y-APbr%gEp-0p*pBkO?dVN~(6;N-B& z6+*lEukw!}Ti*rSQpOySGV4lJ^ak-p7+Y|>no&itnX{L}s;-!j)E;P9MvxRzIjKpY zE^q5wBOPYor$m=uOGKUauKu|8<|8cj9=(j*6zsB@Z|kSJG7U&#EB%ZzBO8tY8wSbN zQYxq|epWSIrRR>o#2b={w|F)5ot!`h`!nCgT zIgc0^Exaoe!tItiX|4Et+mcSK7QOM3;BD#IO;cFZYMVcg&2#L+S(EE%wray`ig~0^ zQ~e@iIbTFoq6I_D*=j91DfI1{Tyy3mhhB%c&a75;Fnt^qCa)8j$g=ttl4|z%%!ZVE zz5eYFC*keO&Gog#O1(N0I6Auo{V{qWF$AHfsV8QeZ0uP3m~M7Da{KX2M!ja*SEL-9 z3?+XGAB||SWukDvD~E++U>4*kgH0ha=@IN@E4L^dF;i5$&VcAE2~$BpnUXg zR_#Zptvr6@0UCXF>JaZL)q8Nt&BxuYN~AP|IuN58c0}@vxR*H+WUd=`ri3uNJzCr> z8!<59M+vYDQBHW4T5Ywh6W^lRbB{)BmRzyL!v0~ld&ysc^L@KmP}{~Al&i88fWrK@BDjzisoYQ&x*mgtuh zYgAvFLF{Y2NQQ&sBJTofWDMCabAyp(p~sBYQh2iLa_lr}>AhLit8x0K_p8WvDWDyb zub9gjwg)K|I=ml~vK4ZYuBlg&=Vt54`Dr$zHERi#El50XzMekBaG9H_oPUWfri-5L zvhF~|P#j;BWSs;!0Zdcew6i`n>;f)+vhYLHfTZfd5$m`FF3@E6Fyc~U+DJdOH07BV zBQciaCw@sIeTopmv>xGT1w|}o+_Z$@--cJcx)-o9uRffvvF&1+IAT1y7nAUBKy2Kp zL&{eQD%(Fl9l+X7Z?}97g8J_5_db?`B3ddgxWAQXX1JL1nX$b^Xr!{0ZyK;KNX2YNUd?Awi1x%>KxtnG5lb zbohus+5jBFyN0sB!+_<90x3GMfc6;nGZn=p7k`~ihljhUl}K@&S(6aF(%ctmi1|8dso7ak<8(6GdJGStcOH)C-;AD6*HlaOdEkx6neR_rR^uis*Lr;>c z^S1_$oF1EK=XZcbLsFM-Rue5?D{DK~5s)QQ8KT4ftZ(2)GV|%1c+#D+8mACiql#l9 zcjcnXS~h3Z)%N>T9B~LJJ{i_gEs>(G>V6Fsf(jpG+|T|Y%p2j@IOiuaGiG0~W!?{bo+C@-~9KpV(eixbZ2 zuRJ~OZp8I`ktDI}I%{^Rmo|?$ekM`;)G`3@U5!0UX|2yTZ4hom-&-VZXI>3_5d8fV zL}n+sXP!o?tR^WAEN0tz{$qqVKZSBXI_+bzi<&#N7B&qZHGJckg_gFwrUk;IqB6#F}rT*rO7rGJqGWe2INS)LF^_4Rp zy@<`Fu=gc30zif=r`U^*Y*9;6PHIFph-Fsl9RK=mB?YUJ}A!oU_bwx7U3*uZ&KDgR6k`z2d8nyVPT4q*;|Bjl7>-}xvP+obqHr9 zdSoz4s3L-V{s9N4`<2pWgIUPqj|bfu)`O!fv4nHR8^s)}8bM#u_8?iabD+Y4i5IAn zqr_?@_}NZ_uh76|m)D94jue<@?rifG{F;3lSTO*ozTdL;r&)%UmStTO2@{I{Te%$%$p z*)TAotOuJ?=cYgvfL=9stPB~ix6iwevL$~JKE@i(SKBs9d`oL0F|CV8;z<%3*`3#) z=%T&VAr%ahCKltl<)mSJm@Fc9c@GgAJh){Rxnq`|%C^Cm7IpsAoCYCf5%GHj{}@X` ziJ*9cH(@`*TVd@+7Nu09)^BK%x%u)1DU|Xb+R?flpw0Fzs&iquHGbLjRvJfHV{{`&>j1$Vq>47 zHD-279-|Py>{{cDn5SXXGvCS=Sk8O`29-uIn|0Su!EZ zW|XeYG&dT!tmt5c+~pfXjlwYJtNacs%G$Cr0XsI2<2QuCkLA`X=5&Tf| znX|1(-l15~2a9`Ojn_h=eS&4relJK9`Joh4F=1_6d%9Uz?CXABp7BtquIusxQ=_;D zG1gQ>f{$YBC!&JV{pzz=zFK4NBYdt~?eJNB-+R(H{nnv|Sn5Ur+ccR~^EtF{)U)ye2ne864-C4m9rY3dbl%qzp+FrPOpeE$sUKj6f&qmbz)VPx(N;YYik5u#B_diM}{A=%^EV{ zF6DGRBe1QNFDt1LbH3|$wdGTjoX|x>M5?1)(h}?(`)k!D9_b=j-alU|M@-$%@e3!@s%h9m~1 z3^bA*r4zf5eRXFT)ctH;*2Dz~Ow4}^7jI#>d;AAuhy~```<#xs5mTokC8>UR%R}`B z95i^6Z>1UhfIAGN1b$;l0;_emCUU~SR9f1y+La&^YFWZ2yuPi zxz?#TKSt@-)7#0Z;^$6uFB+2$dn01gSGAcHT5anVHNSd037*EE$Wul=pOMFol)z_$ zzqPzt7}yE4cnB@>eSiK|u&pT&B+t~9g|Arf{m~42kvQ4u>+|1%9~j;Q$a>wrp@|d@y}nchq3BXh zxBShV2UornEQCi7KbA6@#IM0-~M3;cri72i+k7xr5o*u{hQipq@BdPQ? z&YzjfV4trk|FG|G>7k~IAQj)hjs2N~-N%aAI_i{IG0;Cxzc#!2wY>GZ-DvrF=1-^e zx?oMSI8Fkc!H~>^L3c?@XeWRA`8uuQJMg6$$La8}X$ubwnmU3GtQ%xpPuBy=d*$=PIi8X;^Yo7+_1^`YOV*f;5x44fu#t|0pA~?pYCUD zi~XbwX-p`_B{gP!?emH~e_UTlJzJgR_M@RoU=&@5vY{5a>ZP_sfiP6i`+b{_4r$LT z6DFD>`hLj0MP_;Z*v70ItPrLcQ}Bw?W7Sr5(Pn6YnfZ#`KA~KQN^j=d@pjqJZ-0^2(<979h}?NYeh~*ma88A!&3WWu52!Pz3NA*yKSV9}=oIJl$btBjU$roecDp z2W6<-LWLM3wPFX2Aw?}8s!jSAN1LUsLD|w1A)`T#VvfYg2@}k|R`t_DRbeo>Ci=Zy zZ7y{&j!2qdC!bZj0NmHOW2~zC5E;HKPmE+o+aeX;P#R*DH$fp z(2J2*BTAm-7}aGwmU94S-TcnzmQ@l{L1Lx{@k;4lo|o+F))39I_EZd-*f~YXRfbL% z+gs9%SKVT$M#v&*_}*U$XUc3xZUxMl^>BH8<`Y9EQTa0=!}G1QlB4VMhcez@W20L` z6pzpbOr?`f$y&)q)n?>coi9@eo!)9cveW4AR_d@lm!GW=9Yo7?U*H$P*50*|<0J*+ zxOhMMvzKcku^w`S4|5AWK2M$y`cXB;koz5{b;hCfh{JN?y>f#NDr7C_mWD4axf2)v zo&q_`Yw{%;Bfy!nDNnYHKMEyZq#nX#ukAJ4OJjR#Gf$j{KQSc|5itUO$(lI!uZleG zuYSGJ#poqFUqK)JK{|tE_sjaj>lhYRxVdSMh}c0?RMHpqPCBs6sBgW`tW-3`8G_Dt^57yZba zzD2V7mirp%p~kDTDGX$jyT@lHx1Qg%;$y*Id$i`TH)o&b!qcn&-SjSa^l1N@jGA^# z=j{Q+22$(fWU28JCyPuq;3hDUD7B22>@(&@q$pJ@M9}7AOFGExqa!jx4PGi#PZt1s;$G0)A&U9~{)vU2?8txw>Adv!;JtUsy{HWLOXomqJm zbtaKc433E!H50~-^*>Ac96Ieg;CO+>Uz>+-HCzAgm#6F08?%mN6uekMNz4| zFZ@aMN%T!{W9Ulr}jS7Eav?t2X<-?DN@4=kCNzN`3%83+y;324`p zDaGbDFX|x(d`qc$r&h6QD$Vm!k^e*j)riZ#1mHXUFnGSv2P7pkPYQbUyvKAnhupw= z!&oX2(Rz`59uYbE+SKS!%`FfPU#k?QopZ=O!W3kZndCr9npR$P))7ITE$DVp%`F|3DHFx>JZ?&{ zcJTbTlvR63(Oh|b(Ol9DX!J93cMOF+53RXjuAB9{4CAc>%m8m%8riW&djyaA|jHcX>w9zlls_U>F#@v!2=VNmkrMn+K-au49E_OFA4u@W~u>85VP}WOm zR55z`>MRVQ0{lCwzE8O2(9w^$1G=Q+Cb_~TlV&2-i+U0v$=ifVo{y6vO>|up1AXiKzo@MPj{0uREwi#$S}VrjU8ZR&%rS+G(h4vLHk{OGE|Z;V2kI z5=OAGtc8_|DB0k4BVpeeKCb&d-{crKe<_tj^){NVBw`;X?k6d~X|}ooT-ibR9=()o z0<8u5#yMnR8{6xJMS%6pyO_tIh3%2gDyT*herh!D4TaPj(&!|94B*r5x<#|dCez3> z5Q6YA9Gy8xW^1z4eoDIPC;PD(1mnzAa+a9ERY+p%ciR7sNtUEx7qNEMV9|2Hkrrj} ze|11f8DktsbxkEgvhNloE+5f6)YVca=BKZx(*FOk_m*98EnCBA0}Y`Q9D+;Zkl+M& zcTYlq;FjR-PJ(OW?iL(^yEh)(C1`MWyUp4AIp@CnyyK4h10KFKV|A^rS<`DuRS2AM zhI~46iZd~rN>f(t)h-ukBUqGY(-TM}kWQNd66FsCgt-hduF*x(OG zkaRCybk+T4i}_;HJ%Gq`BE)bkwUGz*U%iG*QMa@BFrs>V_WD>OO-d!2+$P0=2NmKm zOP?{@7e}Vt-ulPcLwA(x=j-n(KonN5w(Tej)yERQE+C66{H*YT_j1DdK@_@5yPD{W z#xHkii=C^&hkl=)f*<-N!lHD$_~H5xwoM!&yKAA5z(B^0whgPsqONNd&QF(Emi$@z zaAxbNV;ApKDR}gPqdY0Gc){|poh$7EKDht0QHSlm2sORA*XTixEQV0H9kN*CPa7{p znKd!+%x)*E4!^b2_V(ur?Cu?wHcjq7jHbf;8D}w>qBua1E!OS%0)M!?BVi zI3IQ61Lb7G-3<|S(9<3uwRlDZpfl4uMNJD8`q6H;f5wh;=hgoC@w({DO9Tx&I`%kb zT8budBFvA)MXcE#r9}a9s{kb%$J@o)DD6rK z1KDtiY)-ul{N=mX4vq{~&WN+YIr)&vZ*+1H6zjVX!wR743oSIeUWPbmcneH=PW@2~ zl#7M@tswPOkWTZlVI7dJzb!&Yn_vQ!_I{dc-1<3Uusq;8j4vJUes-VcNr?c-oEP^pwIMD`(I@0Xx%L9?1@GWziJ z(;a8*hOM}%DhLw1;zN}`2NJ*Q4%>UQzURL|1sZ-L0yYq1Y5t6)8A)*c)mo=TU^Exu zJxX3ApLYG6^`5%y|E(&1d;Yjvpp4Kts$;&B8g)s)rH<>fSj&(PWWA~zd@~0!FCz*w zFT%59%pj*cDX^g`Y)D(m_dfj*1E|9ux!kjVA!5;HV)B9OP=Gf!?A>U;BADyxOIXp0 zyv(kCJEYcNPsepTbjL*FsaptWrLV^ah`2#Qet+!j$8E7^QxQez--fsQflcKo_FGP= z*v~%&FM&O(L-BZ=TX#Z;*M#~5wbXB9BA+l+NwPO0`!>IfMpIRIC(G#+SZ*>YlOKY1 z-g#tERdW0h^fmp39(9%!x-Edf#jSthv~Comno-VKVzLp2|9yDR^jq6fP|xp)ZKK;$ z##5ryO7(J{jfnk)dUu{$iHK719vxz1{{ zK|Sea?u%@1LQ~NJ=X=IW&n)nz*FYoqZD|RuPh9W@2=(&cxWshe&b`KSU>S+Z{~Bz z4ivk90(Ug!PML|Jnz#uGERPQ|*aK zU4A}dHHnX=47Yk(buQ$=P=;+^nH54Zk7x?NKB~5a&=g1hQI>S0I5f7Owu)0TWhSgj zTtB>1uKvBak`V4Fz968zZ1gf_qd6#ZGD{imGa8mS7Jn3zg1Icw*M2JuNogZ%$YT5H&Q~7 zhn-tX@THyLPJ~XoihsNcl`m>CPKCGAxtBp}%^o9Z<~^J-NWwb3i4Qss9Iud-aV0rj zpJUHw7uheySmm(lII=rAMg0oGs(kGwG$h;-VheSC^%#{AZ^`n*UH?weqENnW|&Y2*6#^*tJoy) z4FWdOKxkqUm%jl;3;}oF^(`LNt1Qc#l8ea}70_A*J+f0Zb~mPlffs&; zk}i&wr?xqnA|32_Ve+C?Zf3us;Er-mu40PhD2qjGs&bUnF9)Q%Q>5X8$t@j)eWrDj zgt7TqQ!!B14!(`<`L`H`>9HEpJnf!^A%M*l7}Lo$@?azL^2+`x@Ft@F~EKS zH3)fI;hjYq#WqqShAHx*WPJO!^&1i5S~zay%=d0u-0bu1pcpvpH-wakQew9bAd2IL z@B$>D{wVGKT|HHh>rz;+iKo-_v_b+~QFQ(bo#)V`^CnCQ+jIhpM_Ch8@Ge}(VyPIGi z=5Q;iV-Qc}oACX4P3lnmwWtt6k4wdNs(nCibD`wgfus}=VZQO*538~%jDY&WL1kuc zxP~WT@y#utm!Q3~aa@tp$54$y1)G;7eCa=DDS|Zo-GF|v1KIb$@?bk{&%V*`1IX2Z z0`B4I-OSB~Y9Xa)G_%YCYASXD@yq-|pC~qw(z}YHr#dcaFsng!#X00lHLr|i_&w1- z_;EMKkB>H!z)=U~Ec?a2%}>q$06*Y0s?U?RMuo*1`HeM%|3-%;F3Uk^xT)mlRBZ?SqA zh05nBZn+}q;W6aGd#!ILbiY&{@KL~)$vtsydgo6sJ~VlpDjJ!zftVQh!&((vZ4 zstvn4HBtq$gsJzlb(W5^NfdFs?NW!@_Nq`b(i73L&uTWa72Ad$SGLiTLRi1Y6hvQ8 z<<;CI3QD$hyrJ-qcf?W;#%obR?le(aMPU?OY3^4Wmg@^=w81+s0x*jG!AFZpBiV;;MqRBXip`N&)(=WH}5N(O_p^qf2gDE zx7t0#1JeZ1WiH)mkiQ4RdDPl^uwiLTyqd8}0P1jOY<>y`+8{(_m-MA!f8##jf--pr z^X!gcZ+mp&b(yanrF4jg+mte(_CZXCP)siGSg*b2BF_x?`>;|h1}ULTj|P{r8sBO! za+7nhx-Ce!5@9tTfH5azm<_HDc`3*8pb*PmxQP#!?m+wPA%EG`DA?CE3 z@!G#wxpb7pnG-^{PEx#fixSM25YN=SJ3->kv}Zqa0;X1AlauJp!FD0B_8J#G?us{N zq0Kd>^8s8%`C)3WQq_v0ZY!o6W_1N*FoYtdlVArJW}8v%5s*mUA&*Zml8ac@iQ$Ju zYE>{Tme|}mH4?kSTeuJ&3IBXPoYE@=?Kye+gaOsf0DPv|k82wcuk0PT`G zzNfVn!LZMSKK%rOun2h$`Gc^A1H$Uv@&28cFMvb+#g7CauGGfPA&O6fHpAI7+Y4J?Ux ziLv#Q=4iKB!KOdmFo9%_<~kGHuDqCQ7qhz`_88a@Ll8A7x z<2{mNW2W|vlPwc}CDq~E5DN~UNtudDF61KdaYsbJFCc&Wh?0t&_i~ffkz_(&RkrAn zm5!MWeN%%!jj%y3q;mQZ|H~LBtZ$1x)+md7qia?QHYT_@chWV&aOw?Zu&qE3^^gdnBE6gZqiCeSfE8nXbe7r{gRG4eTmX-hZG(0Af$D_ zXCtBb&BJ%SoZq!`<~+butZOyJG=L{fu8Q( zx*z?neWTS5{aDqdhWa{_4SDZYT0+)$$feO>eZ1j=P_(lThG3JjeS*BBSE$2_Au}>K zq^qrRay~10uag_>7IX+gR6RxdMs86sjhNUVLZFj-x$sJtwRT~>-@^We#*jVKx39T^ z5mKvJGK~kuFW6oTe58u8T4^;se2OMs-cvtofVz7p8QetCf5zlUI!iWRvmW4Qhf8|h zJtUk<(7r7NWmsvo@7pU+yPAqc9x>2!moi%09zOk4XkO>xKZ9X(O60dd!>q|H6)j@v zd8h!W7-cW6wZ02bEqJfLZeJfHT!E<^lT>X`y|b5oF4oQa@lTz^*=E#?@?|mG;zQ3AM^3(Gi=x ze#}&hP_T*dyxa+)F_@#6E%6NBzxo38l3KKw&cEH&hovgfP+498ZtRQ$x}_0~2yxgk zjTZe*xv?=dnu#%Q)md%B_I!0Lu)2v+V0YMci|fyL{9qv#xiT89oTzf>Vp8kk{SdOD zT6d3q+8-K@l9=!tKc&Sf6eX<+T22$&?1DymwgshvrNk-1$(zItOOMXL!Pd)-p_;`q z@;H1iCLR2AM0I(?7?Q}5tLELW-_x1q&dv2b@w*%|AC1vQ-!E8IaKDEXUl;Rm?y8iX!ZGt%ZBAC*lnmzfZ+<42*^r(pCs`4haMCA&dY#i zyK-yO0TZD7^<*x4Zce;swvR_hqsbhGcxUBaRjIoXF!y1kOGOvxh<7JOk`GQjXf|cx zgPm~f$h#zv1k(tWbt@9*_g!MbptWP=lgH6c%AobL4=w&~XUv_xig)k?T-aV91q^#8 z)_l_!F)~Az%THEi4EKgacvCpOQljk?L4mDfns0E1O(P^6A)_kRml()Gx?Cd!iJ4=s zTNzAtqU z1yT7RB-XLtO%jE7I8Cj-I=Jg(hhYCu|4IF2bgVjIFpJWZpO-8AZF3>7O0zK9*Y_tf zMfc)fYBVEWOd?QX9gxfkBKQfNRKRe4A?867WWaYDSy2K!q4dEUDRc63!J+c*T^GTB zO%zPn#i3%JD4A6FuWa^<$fQ5Nnr&_s?=q`3@U;CB`4~y&x^DbS?|U=pOm%vwMJy81 z4W^}G2{I#CFIF$P{927$9XX9*$c#FR(#ND5p+J7@6(z08ew0rdeW$p!B#SjQ{nP7> zf3Uhgc5__SEF9^!S--nTYEVT@98b;+5EbHP{~Du0~}46zeDGpt*mI|^0E6{5!kGXn)U4yug!a!Y|^cOv=_pfOLme& z)KT@tO_)u{?UcEo_${8i;uyp{(AIhE?zrGMHvMcV=_Gu$0oD^XK2OT?WlgF>}@wL zn}Z(fmrV1)Ax|%3G=rbbfs&%*1Tl7dymMke%rR#4ZTvCj(WI>Ir5IH#$%F|kq)m) zH?k^JuP85{ZB%MauI?;6gN6FE+N2*ybwyyQQQfcozh-`00&T_UzIvibFcM~5?P1*i zBvL$!L9S4WwAkr|iVmdF`)iC=5r#h|k}_4HD|n*{ugz*stF&E8^`a7jJ#J_G1NPN%stn*-rQc7P7t0Xef@F31z>J1qa9PgD%X1t%4-^sHnW1v%to?H|wLUP0R9c=v^!w8-ttV_jv7+OT?(8-VbR5D~oTTm}xIw7!(U5Yh8HviilR)`wy6$xkkm@f7!R# zF0&;6e&&6U&U$1@4mnYqT(3^~@FF-v;ybujsgUb{ha&BTm$eY_MmK3pQbwx@@h>O8 zdK@aT)}yI03-j_cVzX_!*5Cd=y%TW93q@_KUsPxIwvUzK);)WlWRKr5632?XUSoT7 z+|tLBh*7PMbQMG|xlD+^pg}{9eV`o~V2)C2^FvX-JeaMWr3oUSo<|D-l)r-=f+RcS zwGKWZ6PIK|$d(={IpsdiN$U__9c(BD3sv_Y(a7(=3VTy}X+$1_X-7s-l|Qj+4YpbH zISXE#LountjBY{q-}laJY;RQm$mnYDhj}aN(+H!rs9!Y47wnFtt||;Zw6s{cnX;6i zDT6=iMdS<8aUl)RlB6IuL|PHjJK3}XZ`NolB$?9$4DmQTN5IZ^ZkIRs(KDv<0D?VH zla7rT=cKs8BLRyoRUW@ap?Hskg4>V+_8|JVg8Rdqsy|?P1b4lM&MOS=T2L-M39GG* z)&)-N$T}`_tk$ibg*u7|RkQl%db=g*QTxR>1hjYv{tQiDcdTQux9IV3uEgF3%5JCY z_(?87_sG^5BAF;mXvoau7xHGet1%Jz7dRu&db)!VjECGwavg$3DYCH*lz*k<8h|s1SZn&GWXijZ69|B+5Hd?&VAAEu(qo7 zK=lI_>mG^*3wz+uj?55y23-+8($b&+>MBk)y}BE?srwN`y@a+JRSx~y$aU+jiY;xE zdS~;Sm2MkP8Wp@1@qOAcbUfg(8N^;M&01)|s`@4;{_Y`zapn+RGvm6D0~YOtd!(P( zl^+iUJGtP&;%CADsCDl*@S(4K4O$_(>;fYFfFc6z0He6$Hx9|mS@T`~mm))M1A_r= zhOK@zc5j?XFfR8fJjrylbq*(8|KQC1Jj=9ynu%hadOhd%j!)1-H`~VQX18=ZtSj{> zM--zVaOi3PQ=q=V^%K`V`}`a!)gG-6&}4}=8I~thfEstLIGP<_;j_!di>Q*9R4S0v z6j-Hvph~45t2jFDS5Dz9`zU+sY-S*Mhs3632(HV6G4>~*ZP#g}f0#5?->7c9?*#6E zCI%)k;23Uauh-QMKqGzeCJuI;;zcsTSe8=`4$G50Uothq9j2L8Okqf5UUV&62yImG^|8FbN>*K9Hwh%(8n8$8{F zzNz1AY!t^6FVWL4O5j?t*p99$mep@@kE-WHP}(LlA@9DuZ+e~QenooJ1_gkU9I7HF zx_kCE)uT3Mg!50Ywq(wzM27ku)aYWH7piJ=B^hbwhd8u0isy>MP&7U-stE+=Iqrx3 z*|QuQ<>OZqfvmZP9$N3}YkCT>&L=zlaj59W(QR@pFDlsSZyk9|;M+4ioqIc+EB;6< zc-BrNQ!ke3Q^>E%{2OxPwVk`HuF5Nb?W>A1!;Z1y$C=a^~;Wf>l z_k#Z8@U&6J=XkwCLQE?`L%##fnfmTRC$P_70=cI%Z#rU^ZL{iqL4tbqdQz9(z8Q9Go4;v4H zXl~W#rx_Tjqgf4-(g5LRMmCK<>5YG9*2yafk_KW;$E;kFsaCs)RFvi4_c&?5K^kW~zR8+D(?6|6077_gE{ z?Vat(CXFDksV2NO&IU_;jP75={29uqw5u)&#M!-hJEN@2i)yC05px^W#*fhdeao|z zEs)?|l87?+<^}955%W3%*Jyql;Y(p{<50jK4yOnP$qeOCEub_8`u=6fyVB3_OH{t8 zl6;pLRqdn51}`wDa@`1AiR=n?RB1wgs^BM%ukU4S0=*J!MNGPBL@aze7}j1!Ay}zw z(%YlgnQGXl=q+N`l5sOtd##vNf$@#E%Oyo=8H&WR%dyx(rLsx!!wF)@6ccIpoQaRk zK-p53hJsr5#)EW@%G>!?JJ}Gj(UA7`r`$&TsG9X(AdMhG$zqX2?Qh~bpDf5Oh}Yb_ zBeXvG*OI0`ye8+6Z?Htd`9*isD}N@D;?!R?{DgnQH-PQ#2HBGF<0il%Y?aWPkGZKz zF*oA$yc!c4kPIW>Ry?n{D)wKR@;loz*t4C$?C{2zn8=<2C zvPRDQaN@DQhgN;r*C>w^#W>>&^ph^uYDC5p(+G|1gLY6Bhc|h_v|2hu$nN->Ye3nlX%^fcS@Rn%l=MhQ%*FUB4UtKr~jC=5}P4TElVYm6fo zh0{nQ**SivN`HnGbkI>l&zk4h<@C=J!oET%KT$_7-d(jS+uagZk>Tf7zc_7oj{aSQ zO9*EYRuM0Ez$PKz%dvM>B9b;X0Y#}XB@A316k3kv9z-VCq-dy?buv0GkV$%vB{IED z6C^f$$^+lOiO@F+r3Svg`N29!M|3Mi8nwy8mM_LgE0y^Y0fY~BTAd}}i3E^h6;|q} zQw3?*Te#xUdE6m>5U)ux^I zT$CEsZJ`fTZq-|S?E;w%Fdhpw}HZT7Sn1rP=Ms!+f9HYl9xOmHSdwA*s#JB{E)DE2Rfa~#| zQk!=@dqxkJ4<@e{DwUdURm-H)mDv)TmtCQRq~Y^jc+mtoxI!4xVXJ^gui1C_xA)w3tMu#W5(gG0bbqNKP)3o7Oa~w0 z^PdkFELcWj>08-zZ{WC7;s*3IbE)2T@bc>RWy`E>-2D9^xIlrkFgM37cHg1Y|b9d}{^`?29~n;cbTYYI_=4!4a}lk_oioJQ{-LcL!^rm{K;H3+b~ z%c#zoGfQpW)?1qxl^coHPInlZrdi6OxC%t4Vej#74<&a@Dm4aKOiY+E^Nt4h)e^C1 z*=K6gNx1($b&R2xlB(0Z7xigl4|UOBDL7ju8*W_r^r^lRTxJ`>?uVcGi5rt_0Fra{ z&2K>WPKgfVb8}_Y#Cjuo19uO%*5(iE8@aYBLp|%D*;X$ltnOweodU=5i@p`VsgaLO znn%Im7X%3cmN2Xm>I-;%24@0oKWCP$6#WCcbnuZOuu87T5IyMQ^PWgrAnY&H3pa~{ znLukUprG_v*pvF#aIm&ID*+9GPhl{D=I;Hq6LEqMqs+SP`X891{QssHjDEu3o=Z~5 z-;HTy0d3EZ$4g)TrRker!Cq-8ZaKGj4QCCD0~uJGS0<*FV|BB3DO`oDJipYoAT_G^ z4^^QI?38*A8rcS47QoWiL~KhUe~oAleKsedgmOwBFpouH`sA`xGPHyKtq3u~FNXw| zNZ8U&T7%Dle^37(djlqh4Muwro9K}Xw3Sz$@cjF$X2fRz^YYI5U&9?eyHrOOb$`-p zu)4=24&)!zuw@r8k)GbZl_3Gtbs z$OKl-aBBZl{0v(A(ve5x4tnN#8L^$OZ~hB`bkFc1N)4^Re%5~9LFq3;>3jXJCAEd0 zqredOTpVp})l!(zgw?ImCtG(;`V3!s?Kt~~|AOxchNx>H2GXxGpfxE!CFhTSjR@L) zhI^DqT1g4>*zWoDQ>3u99T);7G9B2Spqgavn98H6AAPnr3M9|a z!4(Cn{JqSC=VdadNGQo-9uqt-Gb!J}l^izfHz{>D`e!nH?b`YJ_8(;MihxaPwF~&C zWWadQWsbp3HN1&`Di(zW@2Jb%yw4fRBZ-sHDNp zN6RtE#vua>rF+sH#7XPJHMA~(P%cyK@7OAS+%Lg9H2=fcq0g`_IJm8a_^3Z4LH*qX zWdyST)=$^H|5m`35oSPk2JY?P0$Aw`G7=hy+iU$B8IL~g{x3k(t|4zBO@F*(GIm}P zXMi?F4gfrj%yp>(>95Q}o^BCP+`?hwSIL1ckuuS{RT~`wGzW$=8*oq}6IBXtG_^B2&NkgP*wTRTR6#3*0%DiMg7jid zHF3MtFWuJ6&lCSIq^U>s-Ar*BG*$DC5p7_Ti>y_8D{@Z;`6mz6V~Bzh6mb;!q_>l^nw@1w_dp22&15xf#=maY0SwF ze{gG>v?A#crD?=wypJ$U%(Jx@AJU$g@3RIQtdPn|@5044#76?-2uXzh&&9NAlhJQ( z0kQ|X|DvxlkU~uFhCG@5~6LK=4d*le`;i9Zzm zI7sUk_27{M$308(YPm|IZyp(US*EmC`-F?y5?*GL%}8LRjhDrdRhr1pFt%XHhi z?U8{0Q}0+2B%P?NO07W4@k)^PwLM21-<4JOSklf+<11g-xnP5X z{(|d(`K0Ch`Tc)G z#sGhk1b*}e002)<{j-He|8s2nei~wG?9@!(sDq^n1wA!#b~fG1+DFTt!{@)w?!!Z? z9z~$I1icJm^!(C}N89$u2pbW?pQeGK(?#_CkrDn;_N#RFjJs5OukHH?MzI(yv)^An zE4Hok5U_s@`0Rd9S~WLc9J;W>kcIh4yM{_nrXAu#4JQXLm(adAPjI^7TsNrH=1q&% zBsS3Uy6P@7$GCc#kNH7-PfZR!9>@S<2n2eSKZXmKe7k2eEt$1MD|-1eW@(z|Gv|Tv z0qY=nD}>u9WAG@!hMPv6tfjbQsi}C@q89R}Zb}9=Nlbg^d_}5TAN%RxPoa%l?92Gl znS;8YU8SQ8pifv8{{iQDs^+*wknFDQ?N&+lJK~~i)Q&%tHKOE^_gEv&}Bct zo_y|%F?C$}3zh%#gU`5amwf|+$f_f_4)DJ}`oB2+UzYlpT>pPcRLG&f5ifa?ye6?z z!mQ;GLx@MBc~);6QZ?MMybx(Dg$_E`RnXN_mk?N>~jvXz6U z{+DtH{(9@}I1V55q`P(pD?mU%fpr>boHwkrmc%%e?lS5mL>|>Wn0nIXF;@ZBo}6mg zBxSUG3Yc0m&nifdI>rYPqi*$^7Qpt^ z%ZbL=XSMpQ3vlv)FjYZU(6bv$?fa4PSs!qyY1n{aT0{Ar#Dy<>_sZz~CrJf2L?sJJ zBnLtY1YWdw#Sa4A+dqBQdSgD=0a!^d9o|v&w>@H+F4P(@zqRJi-CyBeV?RmE#bt&# zDAdgI>)8G@r*$GTZ$JFDkc-G><}8r2VB(r#*uPMcqJSiGMcS*a z?a!+0Kej{6-<`d|4wtoiGU}s^xi8H$I2+!wnY<{v*}suT zX<$fXE|Ql1TiMabazdfZT7;9sOE6SJo{eq`Zf;D z4y|u)u=vka)wYgts^&4?_V>i{5BPFDkk)tj$kiC3vSz>i_HTcbV2NA~T7=P(m@?X0 z@qT*C*`%GC*2KxJFoV)*ah!f5wmIs?UNuavP$Cnj6tKrRV}WM0VG_O-VSShxcP!9C z<|=M;WS8+SK762+;Dm^ECwXd}C`0Wfo6$qip?;$-W2m;+ky?wCV?A1&%GsTazy4m! z5A*j&{#a3wA(Y7j(%eayc%fOHYS)hn`RuAGP-z7Q#^#MrO|eb;YfK)pEnm*vamCfJ zLQHf0SIE88*@<)?#(GXf?^0K#EcqElZcEooRs$1C=PJV*!pSGhM(p`4R5z`>mJ0cK za*x@5-wC9)#Y*kH#EUKSr;A+Qb&x%zIAleE5_-)huUsGlWI8aF*sC(h{5&t z!22>E5#x!yLBmwzZ;LIw^K3cgOv_5rHL>U#w^gX#H`~j5Wkotia4e|)+Nh@{>d68LfyomMIESB-Ag&F~4{gdi1HbG-Zck8V@ zWZetn>9KxHt&1oiz05#;_*OISjf+vl@8b5+0dtc(Yd#kW8r=Bt%2(MPS2 zS=t<`>Mw%rX^oaA_HdJKb+aEmQml}!Kh5n=;natEoW+Ujdg%b8m~5cYYddWw)qTla zYBIqdcX8s}%UjIYPs?|9_nJuEvW%(B(W64~-Sw;#KA{Ty-7n2tJ=O^8YhAdOR8vWK zId4c28x4iRV~*J)L8KZWV%u03Bs5JsVnaDbP4JZS@|#-jm9fk@z|#8K%8}kli2&Uz ztaZA{N68gWwedCujtDWWJG3>z+Td%>1=&=%LByJd zHA1^bTP~%3@B@pYfvy+L&dvli!s;L}$n$lpp+9O5yHR32ucN4-D_wY5oU$|)yO&|9 z2UF44i5{LW+8~QI!w%OUWHcj#v$?v|_vh=7qN3L;k1s;3J*Pu?J?&A;Ymw-wOcY{f zxpZai&ac+yJ>)M`nOke6pE=2C4E%_m*qmL9lw*C ztfEmmPs8_anm%sn+7Mz0z#CNv~{;IeXfe{R+9YXS!-g6OQ}PGu0Hy{bqq7T5WmGt&Mtn zBzmKS0P;KC5d(RBe_or|a^BdV;533UAmODv{VHb;C%xg5?0}!NY=DD9|F4mBlP2|7 zJ{LWyiD4R1K;#mH;f7J9j}1oEWmaF01{b`O8#<3XMhDv@j9FJ2+|eUT=F)w_DXiXP zG-Snk@Nm(rrO^H1Y2u_dd<+@H>E(BMU1u>d zwE*1sp!^uvhIRUTKhX!oIlK9uYl3m8|4D56SWfF`+_)*b8@cyw8$-}wf_Ja68|o

)+=YMijv z7Hh~C0k$!1xNNZcb6~6AkVkq!EoXmNX@sxb^lgv4tzBt6RI`6%X)I#;JlbB{gfiV(nl^{9l5YyFz;M6#Bl~@&j0^=;32#I48r$W&5!GpYz1!d9T^tl z_3AFgxmqd9NOU?m>u!J^0qD0%wh%c)up*-lU6#6TRCfWHoZFfb68J*fr8E|Gr3Ivy zg;u}XbtSikDy&f@f_jXgT&(fxl4BZoWsEk6?AXpV#jiQEyj~fSv&^AbS;9wD2i7au zK3=D;n0Z_)1iSxC!cDoZ{&v`;rJCUluKjU|RllKmV%e<0E_I44{oZ3h9JK76kSpk_ zWKryd_ms39>b*W3e#Uq?sD#ygASo01z?<@Y?E1}a5mnQ4%~`st(YD}RsF_N2S`t1%hw*XvN!>e^_oOq!n<48=iKdC|)i;KlD0Rhx*d>pQ>i|o$=Ih^) zLQ&AJE1BB_+jIJ(>j9^=WlvquzPlbmrlv80+Z}4~q6<%vq!Il#PuPV!8zA|ynmM7p zmJc682<4dA^O0UgDG6L#*3w85>zAX}pTy%pB6!)k$>{OkKgSVslEYI&hy2hJJ*Mgb z?agf6;_tVEM-GzKM4!k)HV_z4 zbwL9Betk8szUVn!m=LEUjDREBSk@O#UFZuS^!xmdrDK@@Be@+!_LShZ!g0{kc8kUx zdrzP^I0I;XIXzq!P~^M+Tj1{6sIIjF>z&z4sx|?}H%G%^vRWCaHZwgZoJoNCix=%n zG}?<*eA^$t&VON75ShTsm)z(9k)I$qk=E5_*f$RoYYW3?lEx+^V`8aUd$gTEd54$`=&m+{oOX9t zcyKW0N8%8gmplrJg|4ftQJ!5NS{6r{i>?0T&ZR8d4KcBG{d2X- zL^@YfpneM<@n*I(WB4V_<^cgF!NUs?!$NA64T2ZOOtd*33p#>4dX9cgyBK3QwDP9f zg5Sfu(($%$jW+GmjIaQZSw9XqWpqS--BMA4cOg09TRLutuJT2%vY`Y1t{biRq8L48 z0-ocqeyJ0!K{5a{9ADP(rbBvcfZc%T6G=cx*Xb#rldN-qvfDh4nRutDE^iR$ zJV~P#Drw+?7Y-PfMfM12;c(6-cO-aA)gm$*cq%KyKSlB|xC}#X^cvLlKi*B*KBT#;M?Rr% zXiWl624ELMys$5k>o0ZP=pa&>x~M2T)696nXT5+TYMUze!NUPb30)! zgKaxTV(g>a?oE0FPv@@#jhO(IU1exA#7d5(OGbbi%|+#s1U@sZ zhss~s4UDQM2Zl=#hNDndyb$z=aC$x%b;G?g1&9zYH3m8F9dx(w`p8TVF0Gz#G&f** zoU+O^pN2^nN?N2f%B}jn?dEcbLF(IlRMy=26%#3Ye?xmr8rVIZlX0!YCw1?}A6xo+ zR51S7F+tXZR5){v_Uu5p`UdXyW60Gv_FRt)gnEm|?dvnB4rU@(mLZ%lYGpo+&;+baos5#Nx_~y2Dgui2EKeVXj@TE-T z(==dZd3_|d$`d_`?hLc>fu>*nLBe9mE%c~+qNlBAI=fx>e2%6-?ELt_c;10OOo|AH$7m6)e|#k$%9ZJ;GCB*XHZm#e7gu`S~==7i9=GCG9X& ze5p}3)xT1!X-(g>L3mPDWA!ngxcbkJ!6@1@L}YED&4zXN%b51B+rid3`X(q1gQY*) zT+tHm{sg=QOeP8a8EP@rrt(d@1ndv{Ira0j4X%k@b%6wxEDoRyF#N;f#d=FjCx_07 z*LCzxK8f3;=eHo@+c71f_>CrO=`H3syC*yF>Lp8ZDWduiGJ^`+AmyVQTIx(lV_V@ZPphPCFtd#7R$Wqc}wx47DG4 zgSS_6s4C75_v_&7M?xO604L2hvc1upw~VXH;*aJuTg%1n#tF-)a0V^mCeb8rH|iW% zl=j#6}R8XC@? z_O5VJ@8L1d;`)vJV&ED-zNm}hW{81$J=j`_QUE&40m`I874nUn#w~A9PwRZX2?0_g z)3Foi`cTO*qQpMZegYq<Vr>I#y1jugO!tGN%6$Csi0C7=1P4!%)1x(+&mkEJ{ zKlGzr0z6j2FXp*pnv^r1hOh82m5-0VRmjttdvLH7x|2tOeP8G79LZOOAoz4QVTo6Y zp)>!Sa7r3IVO9tRM}Bi4udZj_ru!mzS)M3QYq$iuIAsEC-JScw<#4Yf?Dh~m{?R_K z8l|e0qi?$Xcwz}XRO6*6^^aLI z84{i_EWnLGKAZ_>Ub$i{bdR-qUZ%oFkGh=|n3;vaC+hg@6NDnny^RyL@3o0J z+CVK`$Ijp%Qzmb4yU4%93USKGkEV9}Y_^<{uM?ZbD<~Vj>68CM88yd2`L5?AOjm4p zf2e%?0e`)OCyA9gfY5jS!u=;&bdI5EYv55P=hW%Dyd~M8RDH8z?r8t4D5wh74&pgq zqMX{o*GJuekU^cEPnq+!@BiFt-Kr^4IvA+YhK3JMjFkp**QBeE4+k~K*a=aYDsJ;p z{(7u1X>?+D5WF!|@#iWE;q`p$!Whe3`gLQ!Q8QS)Yb)|t*Dbu>Kqp_BksgH}O@j9Uo-dH)v+ea-yoGOernrxWH6Ng6Cl5c@6IEkLSYUlRrv#UUZa zsYZM;@oCBK6hGygJ9=5ll~*XY>lvh9q8C4{U6Qm5DICP!54K}tvot=3jfTwFn?p<xOOC++1$liTVZwP)fq$SUmb`|6Rd_0d0YeWHsz+g z&l@t|eV2_Xx-FVEE-7zo_^DIf8}ma<^em4n!TIKmg)v+Zdw4Zcf)uxe z9m?U?0m=N$6aunnk^91X4Rj3V9lZe`CIb4aj}XuVy3}^#cwHCRXN}?F973rcp`Hhi zkus;e6ubSH?HPzr|1tCkLX>Aw5CEv0?+PvN(dhHaoFjm3#fOVP`j@t@Bb-0B6$#qL%YuKe}rJh7?XCK;U-K!Pf zE!R2fD8O&)E;9(1^aTpJXk}k5S8iMr3(MD*9h!IGrNcEh56`aEMl1nZ2X_#>P)m*F zYIAt$EL(162sFxdzI;DR8OIG2BB35@vO=0o)lZMCy-Xv7@Ai=LxOFJvIbmrxG^2Jt z$Z9ET3%fPoUl1;8>BsH;SmOC8!-kcCC-vmJrfHu^RWJ(p=0-BNKKLs@duRR%qlo_m z#n5n9Ypilb?zp#DdTYz-V3DL{q||yMincM#{SV6tn@-K9zjZU!7+9yAp|8_gJ`15c{k4x)SeA-kA>e~5wR93epc)+Is z@eaFY?FD3~S^PDp9Lv0t4S47=;_9d@ z`;2oxaML}8K|uGxAQ{P#+iu`Kh=_Ch-Nd)^aAUK@f0-cBXPzJ+;wM-e){%hjNox&S zBFEg9uBhM4BY2+tx+pG>094K;qj(kz}`(;R7snUls{ubhoEej`WXA5p z^}7QmDnP8an1ZaIKs){5_>dgERzP;>U7Ysnc!CSwC!@S0Yhs(#yymy=xu5?YmuDwO z2u@7OK&ZHtBD*Kx=R(H(qXr@{#*I384fS*wc;UsVVR;>(xg9b%v~NH*A{$);7n4;^q)+7sQ3d{+(;Rdq4k$n3?%%*(~|t;gKXw4 zdX|EuwzeIm{N_8vv(|d`#}?xY_3zf+cNalGFA*?B(B-a_J=tK0d45Je`8XQ@$<6CI z{8%a5bKk80C2t^#*Mwd{mwTAN#Oeh`U$U<^Oe!wA6n{;Ryd(elOA8?W=dx>ZW~l(g zYLI9xkSLMEDHJ>BI@FQb`+z1X;=Q}; zFa|>skOg4I=7++gXCLuwy196{agBqt?u*ngjQ@-bM|~hEQu{Nti}{3yaXUZ>qIJDQ zL3;Z3GdFFnZ|ZQ2jTtS`4?mRj>}iZ;p^=>$xGoG1FHzYp9Fa?FYRHFQdr9JNykh!R ze)8${#(M5NqrkrXnk2MN6w$s$X4G=hO~}2)*5ca&YMMp>cI=m*CHm2Ol4ML7oajbo zoa5*>Ks;Oh4<&S+1|WpWCwmU#r?yZAC%TR3B%1=n)PnMCwuQKR_bmv5X?#~K5&wTaf@VWW;@)>rt8 z&!GRhhlddlq@01%paZJTL3Ooi2Pr$2`RU%hz;O*uYW08UeH^;;Hsf&dQZvlI)wT`p z-I@pPkpy!KzW>3-P%0&1>3*y0IQ-%>+$$4t{0xAW?Nr8I z(PS7JX&m|RJxP2G&6@6AIA?5tPEyLkA1@DGy8;}EP?ulvnTd<*xPCCu@SbbQ*nF zsIgbYr%sX3V-K*u&4AWy9jQ3xr22bF!Dn@J#@>1@yZ^J7*EhZYcs?r?no=9)qTK60 zFOe7OpbEeKs-)QC75vr6>iWi>V}q8*yCal7`b@!*sL#>J7oSS(gLlvgaHi`1ultfV zl?hHpb>as0+DBZ}i)l?wpPixi-j+D~ik)CQ-#+_`7s{jNo}K^JxLX<^)-@jC{)s%q zvm2+d@0b$-6*g-&V9rp2e(;vWpzYMx-hB^}0Mv)2(oA3+dRdJ1oBH)vNo$~FDuMBg zA&L&<-D(?g_XOlA0FLW8b>9uW@}eX@c^}ZELVO1tLIn55Eh>W64iGCf^P=!y^7(H( zyXrTO78T)tcCp!uev?V_#!GFq8g(px^IXz}G|rrKI%R<3UhVr!|4xIYPy4l2I-t0u z0Ai+3^^1jj?L>Ck!e#;DbPyfv{ddJqP^a4b`7QL$n-ae0R5F3vNI4nA-gVZ`|G3%L zO7|N)hjZ9hT-2CVI$$@pR%5%g!O3cSef|jg~?WO$K zlT5&2eV@=Fq68a-9=%`EUw?|uiDw!;%hsVGKx{x{{1K5W&lA`Fhl@w`3k|;RK!7X& zt=f=w4XCc$ixnWYxtvh#QrlO-YTDu(uYsQV31bf^fbQDsV5vOyOal-r&2o@2#2y+c zjxGL&?Tvk}f$apH+X+Co;SIL|Ugd(RgRed>QL>FQ3;yKF=yeWuh*jrA=L$XXkR(5TkNHCW%t_-6Vl%+H zA5j44+S88{lWDvZfLQ6MYj3??(%*eg@0F1p}M7#-daTfc!)e$Isrz>ZoCXdxg)eIlO2jwgs?pC%usI zR77S1=*Z?8lD)*E+9#+PE6@XC4dwiHRZkeojLALCt;y>!B-P_zdW?r_>~*H}dO2Hg&Gm za?d<4At;|g={^XW?jrz{_4s0J>Mvb<{gsk@^;x5bWNH?Pjby#RRW~;Ph(p-tkrCG! zJjnqt3S9xgZ6Batbd-u)iX0%W(`Ca10cFrLHPEi&IQ(&SK4ArqL(e@WsaZ3`wc$oa z7tCi-Q5i+P`a&Z2-$@YTL=!ZqOf&X@gQeo)%PfGn7#DW21H`#3v$&?@zxlGHMt^CX zM)tuQOZmB%;xOu!C)O;`s=V%rm!HWRV}N)Xd6~h8R9X~UH=OUspDqEw(B)}Lo3d#5 zR^~fJuVu2AblavGfY?bC==sJd$-c?gVt@tjxJlAuzGefU?f?<688S*GjDwu067R96 zn7T1J07Mn88jPRB>(6KV*k%=O9v%+!$$rK-aSYx_0!N-8p0(Gl2QL$3orRuwSQ2lc zxB+4-os@Pgdf4#J{B3O>qm>H6Uk;|!vos6 zi1wEY6MByAxAU?>g$A|0DI^i z>I{vz25qCpP;-^vejng1;79HljMU)E&td?gKq3nvd(P&j&x-(k)j+0(k?$1fwYJ`- zelt=dt`bsS!8lUjHinZu{J=;_eT!jC#G^*- z=$bIKQg9wQsJ|2-0@>5Af39l{e=`@MkEpXmje*R}DagD^yii&NcG?Z27NeOBH2xcP z1)h9l32l~U3@ae3^2*S!)d!02xKkTCEI3cIniJH7ihlVyYximBf99f06MS&-wXCgO znmB|FozGp+bG=98GUqF>q-)I>&^T4?gEo{h=zlzGu4O(Cz4eBKbq;WbHT3z>H_jI* zxzrh(0feu-{Xx#dv9A4IiJL}nFFx;dNss=*NWpc`F;afmQQ3^~I=L)3@(@Y?!2LvI zx&~*|12~A;Wan?TwNwx_pZ}mNW|5kVPqMc(7$-*7L+Z;>#zA81J3!jp@em9Mth2nP z$JabKQsPfO$i@fAtM?QRq|Aaj>`PGB^&&K`6BMnWh}>r2Ju*AS@Dvn20BeWrx~$d%qP^ZShK{ec`ZIBj)ZWY{}B`yMQ1 z`ya%;(Jm*J2ER41DEK(fxMv<_k57tyt-(@t(_O}is0SJ+#shaDLp~R7xVmQ`8(Q`s zd!1v@5GjN1#!cWsDYnQLpGb&or_8M1LNF3k z<4bF*>9bQE$J|>+Ai5{<+_UrSEhF&Ay?TM?TnP$FvmL`9y)Th_@084MP&an$YO)^u zIG&Xi%;an)llRPvO@>rH+ldARB%!#Be*P)*PNv46zq6M( z#dF;0Qb8ndDYQ%iU<5~dm>{;)n6FS#2;9TrFR3{CDS?dWw$AN$m2v_^Os%43bQ9I_ zBA+WfX?g7>h0H-PL-=sqZn3`R^CbxAYQcJaO}kS*hx@K@3f2AC+eq( z`OE-_+OVT?KxXbUrIrnyd5mc0Y}I3Az5=|}JyvsvH2e)%wCJjfpvA-9Qc6I;In~*m zJYRfdWx9LyF@e(!PvQ|g8L;umM{tNuVlTta1C%k8&YhZ}m{$8y>jFbRoSw#UwDctG zZq=*v0OB)~2nb z31T+aZ$vSzx>pTUiP`$cWGJhA*pD532tJ3R*rUPMdCyg~l?+hM{g!K?_utL}vr1*F z*|ONmWyAL}dagdNYDU~3sn4j@hyJHQ+8PXQCy3fJc!+og0(z@GRo66IH+c1B=t0Ou z?Nxja&aHML^SF~FKYU*@vwsuE2Ae`{c%pa+cF&*h(0lKY*~l~D&sjzfEto;fb=9s8 zz4R;rMjtZf4wC+Htnu3v28c7Jo^b7H$74g|V=4d;>$9omK>)Xh?ld-!>Z)$2zdggY zV3N~Wh9QF5a!vgvi*LR<>u_#|>|wuC-;2FRPw@=dP(1iGazMPEqc+E)i_gu<6Z^}y zY8T@Zu=nashR=os5e#f#x8}ZQrTonvuK^;FTdy^?m2>-@B?(n|2A`Vm^m8S!<8ImD zWcH5mm!C?An&bA~eefrpZ1xGwqSYV?2ltN#Gn9g#M0Lb4_epBnWN{DOn6(p-&;$3G zdg!h__iq9aYk*(!z*e4CMvVs~ZjwEDmt*1J;s2e#P(yTm064m$wa(b3}A zY8NR#`7|g)SF2xMaS~-}Z@P{knX%&BW+$mQ37-hTAjQ(yn&nsOpgu*0<4gd{<^W>t z>-=a+Zh%U93R#Wq0P^+%NFE3ntTl;8kqNsQ^;I{W{xV3w-NyTDx1dO_#(!xS;1eEN!%Ym zbbr=G=K>(N%IUosQTYnceJEh)zIjyK8knG1jcFl+e0I}|aQ3Ae|Eyef0Z6!`1 zbm$y(hw`>kaqFE8f@+FpaJi14r_?_67|b;z(2Z8jmOR;X%j~B-Q#F}IbyM~IX~LY{ zU@|$tAKiBHBnjSghorvyLhSv~?>e-T-u+9ms(sYxNqcpPG6zHqD zgSs&<0e+A*>fUW%aZ#{41x;q`Nc6jJ08!Xzh<5ZGeu9)Ac&LdK*6*q1{V2e#8k>%xn~MkVR5R7$WZ)*>CwnNk zSR9-FPs)zRIo`9kq2mhPcV`xa_7efUHIc^~4P_H!jGApd>K!&Wj{&dC$vn{~o*I*e zii>(pwpF`}hwpc-u?Cc|aOl5X$Dfa(<~tK795hM!Mw#|eTl9x961wRcN&hm={A~mL zE*o(-nLUHd-}*zN8yD>jU{3~+ec*c3bU6rW-YQA_Izi$uJ!hPK_H{Ne^@!Z7ug)1Z zQ=7+tD|RxXh_3YjgsZ_6WAjbC`HBI4-TMGQD4@qiWk9L>M@oVSA9b|5iJJ6mI22lD zGNj4aO+x9VQKasJkCyU-53iSVeJ6RLn|tuC+X2l!WTJ6A0ET%1AN)J)QkT6Iln`0c zQ9ui=Gv(Z3J7~DJ!+68divf}x^_~HW9h+}2ZLYaF3;MFg)VL0l2^}Xp-q2I11A_N; zKKvJ7Lw%ban*hW$58o@XdvD`7jLU6z70-4k=|sZDz5-x=<$1G~TzeiURp(u1hM-i) zv7fSYkUu7!=L~>UlnD3CjNc4+P;v29+*iG_T2F(6SE4_-FKeJtirsUIG2nINZtlUd z0}rnUd-Y+s=%nK$1r3>dhvDKT%HB9*m=oO|v?-OVyHCGm?={)OSLjc5GU!7*%vwl| zhm~M14i#adwv8Ns}V1@2!ZLUF% z+SE8FqCb4;S!N$~?zlVI?(BC2#Kgys2T**7$mIDLnLB1_0ih#qVwq&G^tXThHvn;- zBJ>&eJL^aTUc5(~NGACq**^1LWc0TZy8K)MLH-oS7TbuQEOT8uG2|A1;0^<#dQLr8 zDh@b;_i=ERSkqvfVBNlNTMefoAdRC(Pf1RlED5qa(^G#Xi)JGDgO!>W$0hOU2a^5?XTN5`Xd|%3bKDtH0qaH4 zH`ZkW{Uk`1bn*?DQ>e$}+Icr|ufL%w)e#?se)iE@Ch*7)1*Fl38ZlDn7~^CgtG=2Z zL%%XrH5UUr?b@OuSQ!A~DS!PaH@tt^asjI?D%>KtSPm!-c*>+thc#tj=ONO& z-CDA0Wq0wpS}#ysngH>xCXl#UfOsiusrKo|C3?%{*v?x@+uQG7%8}WRlzpmt#Epj8 zK!cD?5DvA0RcCW-w3+x1JsRiUpayoD3D$aoU||BrU4V3%U>JM$8Ei8c#X2Xd>#7}yU<2SqcZA>deND3P5Tpi?Iojs zIR}j2-dOnCadtG%Z!Zl^T^j3}Gl+S1sgI-f^rZvDiJ8--=9te}1v2B^?YSK|+= zATxWANwmmlq6YxKgYp%gp+ljXA5e1kMVtVXS~C1K_`NxRSl68D)YV54U_zj&`;cQ9 zEA;m0)=})Y>@jzrzAU-4EI9rsuJ`^2wdSxDX33g~|O19r^-FkYh_ zpjSV?bPCuTjAjb-%n$q&gc{f;rwpo)*1OVa&1Iha%iNM~4M)=8}BGR{= zQ%+tdP){YCcbNQBfLJqZKm9!_Bgcf~2(qkqrv7ZHwb`{PLytz%-fKC?_<1$nr3C+KY`lLjBk&AUfGkn#V7-X4qsvKC#Fx6YM4GUf6Nm1 z5hsav(@mxJ?9*ZK3Q8IKV?M=n<4zi1=mn=xgScJM1H_sPRDB!R)^iWy4<0POBaXt( zM*aHZ50gx&ekCV9K4sa+WfkYfn<9ua_{@_MfA(<`xaK3!J4Fy<43-K_nya|<3JW04 z39FcX7c)StG(FWGIO~73X$)NcoAUni`$vM!oq4Kxl5Zp41tF&c#dAt+o`#Ywf*v zlUWQ$e3u?lM(q&q`a?{1YVBQ6F@5`)xVGOzDv0pQ-NZ4XWP>+fE9uD-#0hOc8-RBO zWg<|<1}{1d5IQDWf5l{@)EO7CUw@WbC~Fk(c5JnSRGe~_sS{^9QTM}Sx#HkdzIv@e zWSo~|j+NgArB@ChMzM^HZ7kAWoC*yWpsUM9AuPZ1O*p?JLAdgtsAikjKWdzpoEsU0*BfcV}f0C9+boba`maf1*o zcP-I!7?HWQ=&H*k`N|VwTYYV5`@o}6N|l@YsFvDl3VPU9?J8{^f5}8*=gz6VXN1I| z*HfoQ`G^O^qg2xXUoFx83xHUie8Hz4mpD{!hMrFMOD`1DN1e0;ASNPpPGA zAAOKO0Rr#{+ELmfTle1LM=$VgQknpyRnynz4YPxaQd5$j)fLK|ABA(0X;JF=Zl+c zy}&MeHqmKP3+7AhL+Dao>LnCaK@pYf{+ydr8?5)F{=m4Xh6ZQnV&#{GB(%i9PGvZWoDu`Y{f%k=PPs zSahZa@deZ%-e?o^-O7d%`Sc@+Le=a5a47?D4wHc!yC2&Z+oK*J9>(zm%Qe^Z*i)lBJ(Ttsc|WHPiBlq%bIf9!*7rlASY#vhbYYU~_HtjEI~=G<`)DT6J;)vbH( z3iZF22O!pGP;|^_i9G!X^M~z$-JIaL6M|w}1J?^?5HBY{9RB!y39CK~HKW=#8oXp% zr7NK1WMq&9;q7azEtNOi!JKu*j|6Qsekb)asBP64B+hUR_W?&q*#Uh&7bN=F zgITs7oiBa<3xSSXBwr~RK|Abl)Z;h2FzsTVyBcyi%*>-wQ64#0*D!h@iS@w z?lX^=J9|Rb$WhAQdL4HCzs+){2vslEnya2KGSHaPjpbmZ(kT?Miu5Mkc0_dH&ewp;EtI?Yq zmr^v}Lk-_POkG7=agk3BV|}rasff;0h@MnCF#S;`b>jBmfjIMT{4 zy$Y~#Xr3gRc?ozIqL_I2{L_ef8%74}WyUd;!I;x*T~qg`5qP0SVdSPOh%l@&6o&z7 z73G@JDpj9I9sWGS2tdz zK&sIiB~LvH(9@Y{r1h90<`dZZOlanT28n=-M4l-~ixbPgZ}EQwGn zTB8eX?b=A2n@1vJZ~b*bWI~0nypT@f&khw{uwQtB!oQVL? zG?Ph0##L%uwgywhsb?7=Sh??m7oTYiQqQqxVAyI6l(OviFxFbK&|>%8ZshJe`D_Vn zyQ6un2dJ^H;C_@0Y{fY2)MM4!(l(xA9t?SPK&p|PS};#SFEcM=N1K{?ej-zyb@QUM z3#R7HqxXnFsZf65rP&&zY^*vrVd&G-I62)LZ!XR*t4Ymq2a-8nBmRrXAf_*x9h_^? z(O*gJSwtNL7m4q(o1~0voBXEhBY_h`GsK)^u;!nef1JKHS$KeQiRYdW!MRa+?d<^9 zy&E64QvI!2c-4Tz>0f>n=N|h}|8yFL)HmWj^tc89aRR!y>a$M8h>sikG_Pg};Aqf$ z*FnUwEoV%Yi1gF}rqS>b08ZE7^~KFT6#M2&0yJ*NnC{;!Kpf_t4qbVX-Xs!W@A6Ym zEY}u8DV2EU0kN;Mp|rW3NHG9nvj<*%5kW6s!f>#aw7v1}`uj}JOV0ZfHUaibvMju3 z5kzBx67w~l53ZG|7I^(Tt9UkMZWqH=8qRlhJ^p1LrqO- z?WOtbYv{Krsi2Mq_kl<9yulG!-*i8mBSEtFmF>Z{T5oX-TnBl)0=vN=sk-j=B^ktI zw=BNsY@Uywi$}{m?6O-nfQ)OY)51^`mbf!N2;E`i&YN&Vts~`UpC=Bo^VM;qxKaGJU2DXBeup778-t5g0n4H3oJwPUJ8v|TAJ9m-b(@#q5@%s$eWB_6^e0|C~ zgg&Tsft9&O!R9iuE8KktNDXy@V-N6Ls{@Dwr=ODzz{I|2uEl;FCpA~0i=#t(k3CJw z_S`%B>|_7btjRDXsWSLT0w6qXDIdomz6=x-fwL(k4M0K)V*j#^>+Z`IJeVxWPIK= z205@5hhr&2!91+HNA@DqwHrX4Y6z;jzBnapGDEio^xL&p_MZEBJ^(Sbb-_U8xU~W@ zv`A|Z7n&Re?>-^B_XV=8`%qK&Ffv}-6#z5;2|$e4WGdOFSASI_9mvMMVY8}2T`Ai4 z=TU$7dFFn~qLgd~W%PEddBqP)Q z2hTrGU)NHfS=W|=u6wWUmu*+`nVQCpk1LkH=Ky{`4Ol)4Kz!RC1QbBE?kS89Q`0#u z&vN_(0t9yI<(2I@rxC;UiXR#`co2{?axFo2UHuO*lB>D( zMoGT;JhE4P1@@D+;0w@AQ^&^yr)jxPTf0>Z6RjWYOL37He)QlSw@`jy9Jcv3QciN7 zCbZSS7#5>6p#>1H_@!L12Sp7KH|n*C{=5GklPO{+!?Q6!tWRX6Wl|+X>kj8DYleF9 zq5A>C9u`~AHKp>_J4k6?hJu1Z8GQ8xiCljvO3j+$9JVD!%mPVQFM_(Vqd5Ea70E$4W;6eYYc#BGC0pVnHy{x z&cFkpnBEyjA9TrMzC}5^hm9tR@p+a}X0`U5K0s|K{h2iNJ5?c7<*lwIX3r#x6{@~b z?}{C2+p<&1hONtD%^jn^(>T{t3l~ZXLoN!fl4iYX21)=U$hYCf;5~rzZ&OhH+VhE; z3=mz6@km5q4j?ue*${>rS@DvO(8n> z_IsBA#Cn3x8;(77`YAVmeyhIcRx%1PwA;0pva4Ck280U%V9wRRGb$xz|e6<0T7eeFf4x$dA=bgg(#I8zMG zcAX&}`}qe6-f|-jTByQyf!1jqsHfDJujX1rE$0B@?D|9NWBf)=d4{~!j8=N;8|!Jw^T(pE6BsIsmD-1B_2x2&Yqd6vW}H_7++TP#k(k|hD9r>=Mqw@UW$PKS zwwK2U)TnHwH&=t(bNrdqH{82kE{*%OGW@O1i)tvs6GXn-$O3P3|C3UE^~FTxe~3|k zd;@?u_S0CYy@&{NY7#k!*tZ3=_U?RhKRA2z64zR5K_jnp8!ZEH{@3!?$lqFO$i^SJ zm;JAKfLHa$M)OsBTc|8^1oL5GoH-4@ETABY&c9e`tc*6DGK-utX=0vBqozQjZ> zE7eq+Tkfe3?$FOQN^QZ;>>~s}xb{1eOo}5>COR~^=k?gX+x|^}Soh@k1gOh!0;MPX zVCuQMHr`mGFF=vczTqXCuO1*~zcVyv1O=HOgl%_`0Q7iTD>gQ90@R1>n*@{uuDXR9 z@>{bnHt!JpyW{^)k7o}w&te=0HXL8-K+vWcIH9**l^C@~3B@M!_hcz2V=&iJJeR_h zFNofa6Ndm7?=dH`w=X7m=N1zbRt3XGeJw1&^hKw#cTGU?9L|2;jf{-RlXw;rpuzs< z!eQg)`Rk}EJp(f*j~bpcv3t=cpiFiXm6`r?9`{HsG|}zENxeQdwfZz`#zq#6HbZ52 zHEa|(t(}{1Cyq4;W|}&gHAIacYJ$1e=r8U8t*0KH)?5r?v>3X;9SO)-62wW`E^o#;Th~J>?3Dh)DR%fEtI<7@ySqwo`069 z$yh1?u?EG|-g&zuUVa?iXs85Wx6!(xsRdBE5{PJT2X)n|os3?S(?9Ent$XRu(Ai&q z1@%3rX7w|Io5J^x6rn_d|LjXGfVf^*%l9G+5RaGZ-#e9Uy9A#-dBfDF&hm}{E5w}X zc6z0)ubr&cuAi*meG6H$(*`)-Jb71boiA4gfH*pSoP@BQGU13+-b}V;7wYT&Kc+MG zBlN;oU6$Q%52uU>3`1!El$x8bH$gov^fwPd%^IK{eHUuh58uLG04M?c^d5ek_;(&| z`VxHjeo1P;_ZHiVmw@0*94gnh34(t2RTRsZvCZ8C82Tv9ze=j=;v=9-V864?^Fsd0-^vV(tf&Y$yJcDI>DgHu`qK zmV}-$^3i(|BPd;in@pe389k>E5Vhw%oJSxS^w}}|4GLD6+7yHi4w7=iApFEbSh6I@k63-x_=# zAs9FIDuLt^f6B@SnRt%HFSPG|O_=QzppSg^vBZ(5()y~6DuAL&sa#H`y8|cg%GRRz z(^OB;z*N`1he;J#^y(u_%mN@j@3d?N@mXZWD#f%W9ALvFSog`gaM zsmF+~z=nPAJN{IHqw$XsxLFEqSpc!>UA0d=A~EbR@s)`SI(gTSjl{+yGDZSU@}1Yr zeWyO7z^;@Js>s?{q4%)ep4C7L_6UL&^}ZFikHEi<#-C*X^+9CXU3P6rW)Lf(oPxs- zLG9bYXO|7g^!#v6Oy(>~NE*Oz3&5;{`)BEvCoV`(e>W&?0Z$JE#4G2w9RdDA*6s5X zBN9h6!+UvT!&SY~o_fZO>4%GP9T9^olNKlB1!^@18SkNFcCJCzbe(zMq|5&VAkNZD z$7Cegv4@a#y&JMCrKUA_Kb#en&-vdQ0DYIjNhq^n2H zTCa?{#!a=81OWZ$KV$Or&mlu=e#n|-)aGq^+|s`9zx+()@#eIMd_$J>T4Yi0$UV{q zYW6}cL{`4ii+?~(?>=N1A3&Y&N>AbA3ti`5eV_XvJ_X-7EFW5O#Cxi;sT^Q@4a#C# zee9tIw<*8=c0l6|3wEWHD5ll#R1FTIEU3!b;@Eg=2^>S|0kAQ|K{*ESBG_Itb7tdv z+7^}?Sin3k!`z#A<3+J|g*E5wi%hbJGUf!IdYFJo5{Q&yT5AxK7}pZbszKZmQmng1 zDFMU=)j89)Q=(XvoQ`G)R-+h{OD}`n5BUQI7P#n@vOiM{O&HY zl(h!0vs0J)KIjWIRwLhhAyMdaQh=Ybcwtrvgchdah+|D=k{%ZwJ4S*Rp2h~aP@K@` z1`a&J^f$xz#3xUd&ZP`M~$bgPzJB!_$d-R?<78L z1|T+PHT{ufqgj0B@sgnqv}23yi99(I5*_`uMBaEA`s^>ENuJB3Ksg1Cbl~XY z#a$N!pfrUwWFluK{)iKDeN!{ajq_YvlA6jPA|I80Ta7f&(WgqqVMiO|!B7`IaCbH+ zq2F3kcIJ6mkb~MvYMgp7^6LTOrb96AC@2#71d0Xdwljauf{tuYX+s8kp{6wr79X`= zL4df1Eacd|7$!ugJD{~l;S|nH2LxbVwEwp5)B)IaUn$!iDn>w-Ld}5uj4jSaZNuqM zaWho6y?Pfqy!F42qai}ZZ1BwE%vb~0--)wfOIgSoOnv%66M#4Zjce$-D+%oQEh`&! zlIZ=Z4i_8;wocs$QaB0c$hIX35^GJa;8Tyt(g0!|xJLCyweEY68sgNOwUM=+)_n!A z&%W+ZDA1wCU9Fdqk)eZS4~##4FZ)J0tN?cbqH_)o9R-J@)KJ%e9Ce~Ohwmrl0EC(a zU(f={N`AS1{+j@?f;vH^IDO|;WYC)|xbuutp;p(&ZxhKNK79#5Om7tw3BQR$?=B2* zoJO`@eTl|vZ=&pkfEUMB+esA}*_!p)Y8v-Me9C0xG*VKZyhpa@KnW1Qlq)GZcr8s;%V`Ps}nn9;Je2+R_yfCV$vnvKb9wZPdJ#oBI z;>~`fRz1OF>hMwuVmFz^)MCj!O3>>m9PtteRll_Q^S7I$ww?7Kuo!c8Zx&svwtg@3}VexsU1P!y{3Y4qFR zWt0<{KgR-y8{RU@^_OPl&#sv&kAFju4*Gg2w_vPV7KIl`A_?t$0WYQk!)gk;$QZ8j zwUr+2){r6Hw~_&!h5!s_18+)M2Fu&`)(#MB5UrM3O5@loyWleMU^^|#1+YA_TXe<6 z>|HOB!Fsq{6#4$YZDnd{>PRov?5EeB6?>=E#E*UE#9^)XW)g;{@NEQ*{5h9- zIb6I1Gq}3-$TAQyzea~{=GkG&$z6+m_vi28IfC+2d*rdw6}fPi1rVpywmRk@$;^P| z>ENR%`EgEz5iPp(97(?Ys@Qt1P9n^W;^~Y3v+kBoBFFfI@yK<$k)4}BU3*1^1RsA) zl2Ebg{#1dUmSfjzaN!m7$MR+n|3N0?b>CFWUu1h;vSGROZ|9b2)E~a{r=a`>AgtQb zDMQL-^DbTkBEJb0wa0CjD*h+YW$mmZtz%rPX~^7{_Q{}CD5Kc?wzz_% z((r4!6XXvvU0?kzEYql~yyxlx8PdtEvBw45KLLp6lSTW;&tVxe4}g7>3h6>dcBwQq zSH31-;2i+bc7CVH8t=jUE>Bw=%gD221;0z?Z0}Xva{4-D(z&eRxw&=v_yicETuwQ0 z9lx~qH9Tf{zU#j_Mz_yT$Z~#fMnt+YkD5i_rO}x3`=YnS*!eMeb86JwGg{NTOA*qG ztFLO2`h~yxl)$v^FsNQ5c7oxwCDD;WS6I3cFU&_wER8n*2Ncj58VXj#yu3h&R-*AGj z2$0hR#VBmQiML-t=jkQ>6HXR4Wn3NjK$`@C*MGzEy|4h{<&)EL9o5kTIkjLpK%I1{+c5E+`2yQZ;2>o%_!1c9RNd z@f__s$fBz*r|u>I@PNTmdE*GcjU|e^0Y|u2oTv#K**ulE+-m@2rGQkL=kSeLWizXg zqH6H{wyJjGK8VO(<#g9NvkE{p+n}dV5d6No=+{`W^;}&7C!Mi`sxR*x{l4H!&jCo| zcm~ulU=|rlejKdcLF;Dg1aZ6?)WLgjzJ2tzIa{M^ozO^Y4crt4jYf(XXFNuy?}DqP z3`%7MLu<+SjX%jIvPvfjuu1r!=Ftq^;KgTfo#g|Fl~S-8KsWW-C=4^Gl*k^=r;^Sa z4q4vMOBA|-3?PjfO}16KktKXA5uMQAwC!LFFHh4=VbxJhPL9h_pH50<%5}0mNY<=*lXc=FJlS5uZIv!cRSttwqH%!(>sAwPNUEHCi94 zx8QwuOY(!)DCw{%nUj=*U>^&}`iBiG1G;((dKzuP7 z#88JSh|o-nmm)w+mQKwbw@B*!*Rmthy`HQUElpx{8ZzLt#E7kHPoAZhh!-7PjYtI? zLa)67|;-~v6P~VT_QFv!2yb-#I zPFDmz+#v=uVWL7NM-4fVAE|~WJ1Z8<77in`h1&{0wi;BrD!_eLpR3C7oc%#7D@5G7N$0n>w~@apHHyYJ%59X+Q$O2@O?Cbm8a^^I z?8I<}4cncWt%3k1#ut0?2UjS*Z1!<*jiQ{S#KmgP z@TdQ4enfYGvLTW-jxbR+ocy8SG8t)bLi9HVB$#~?rFp+9;nZ>W#zffsNWoV{;gd^&VvfAwWKDk=Z75!t$r~O`AeC<6wR^!S; zp@^jnn{D2t^3j%qihhG}i!N%Avg=o=xg8Aj`D_&iW*n9nmp2cCuca3N;Pba{c>=693f_+L&dK;paCxc7RcNK_=!;%WKQ!Z^dEODuJm-cqhGpDclle!k}AnB ztR_%uN-}OFLI}(R86kQF452~t@Y-^zUx)~;>2?y**}2sfgkLwBAR~F9bFg^}IH3Cv z4OB-vfcT(NACNp@#k2BTV53fCBpK&{nM~Yu{uH?&(d512`QfrH8YxQq>_GTS%K@#Vg%U0u{QFJN9VN*A?71_X;Y^)E~mi*XbwV7m$?9>;&wr zYZ4bmP~{_@^&rDDxwvAL72#32v3QS|P#$7BT<4^fv^o;}HdIgSn6eCn5&1Mf%M*}^ zLw)5!^@;5s$#{ygio{o;62r+(HtzxVMO73{PYthr|1zIzP$pu|DG(XoXJ`|6H@0j}wZ@yDEU}ip z504mpv;2~@XMPwcYE1~u%^ADFUKFMs>0O-q`64nZuoU1gXKBgeH}WYD&dyWZZtZ(S z->nqQPb?UM=fJnD^)_<&h~R0+(cTsT5phs1w$D#N*Wx=g9t;)>V=;CDVtKe@dAz<~ zzBRY{ilsKBq2w!-BlGxV*%8-w#<#I83nFx<-vU04ugOPgYpzWKep}+f#Z3s2bJk8R z3EqA5{QONo_!}P9jLC=H{e*gFN1cOC*M*iGK^G&9T`d?NI>%MhFY*?jJr-YrlOirs z2>ZZq`q67|#BeiHVf#h^PS#!V+${O=zZbO=f=bLyO%XyoXu#&qNNwi~0Z!g#PAXC%Y>w z>&YY`_zW0*bini0u!7V$k@$h?%Y~tW1Ey=tzXXGBp9|v10+n+Z$12iyy^cCC+&A&X zeix1AIy?&GKi$P29t~J{PECSdht}NQ4C^LXKdpA?%~&9icT9?&5$DTb0!#dIq3EVz z7^Kmw$>=uV{d{~J3tT?s%bo>b#Kq|O#B49=bv=7cSl!gRw8%4!1Rd+G`L3Ltbp7OK ze@%5++hg4J?aIoyejX8f2-k=0qi{=vH!cLdrjUg&Q}%yYD5XJ8YgbJG=a{p%cPQsN z4LgXUQ!cG}u7Yp)Cm%3=QtlywrDpOKQ;Y@s3C#uQ{m2x96h3POrfJ)lymT@RbC}{j zy~q1B!d4f{l4d#7@>A^&yd?BOBJttA%Vlx?0mF!0T@IQ=(#gA>0dG&5 zbJ{&~zN(9(y^qgjq{>|FTMhh0?)kF5gtj_2JS!-q*MFXcI%t@lFNX9I&07T3AFx9# z4eURI3v|2Z8WzcTUuCa=(T{gCt8>2><3$-zxnxP*`w=tItRD~5r`&cbvKyFQi4c?u z3-38Ymnw&?DI%HJki4N91Yg^(Ll?zE?ut9#6}jR}3##G|nP`cLiG??F4FyY6R2+LXdWBWB+e6g_iEee5$=<4N$T znep5z)W9#Jz!h0_vLTz8OPGtd@IlW;W(y73ydJF0t2|-3F0C-PJAFXM7{>n(% z)YNB8q3-+qVK=ExXhL|>lR&++1ek$z>s0PxMTwrU94T`Vl36{jeHNCD1f_cA3>b`r z=WlDyd>ZJIsiuf_@>p=O9n+RlGNuVbom`qG!22B%ZQ}vy{h{>JnqCQ|j)3LfF{Z{O z_>1Xx5mxAfzYO(}ljJw1ZtjWb)l$BQURY)`9-9Vas%!Rqi(;Lms1-R#DOC{kbs&(T zzaEO2w|!fi!H?sA+oaN>fJmjfj+&U>*vuok)^_oPUO1x`LveUL z1@=#i%|4xCY%5*SB<#<%X{~py;VFMp#f&V!7K#oq!!>v_Nr+}@xcD%zmv2FCM*ry7 zt`~4FUn^Ddlk;rD6HudTypwFi9eq(VSg0Hnc-h0QXc2kNtBx@7f*Dj=UN?YuRO;=~ zn?>=VGF^y3s9$C~t*l)2%m!c+{!i@ z#apSHoDV8v0ob%&;#^Vh!zuCzL>%e#IBCMvM7+l#X;t?r-hNt-)y`y%{~&8(Q%V6= zojKt$4&a@n`?^N6^wqetuPwsU`fa`lEt@4^faDZNoy|)=SJj1)Co~Nw0`+dtK!!UF zMW|H_IFuGy-NgC`zgE%bzPDJ_cw~z03P(NWWIMk_yJ*lB&v&zIEIYzOIG~LeM^iwf ze7X!QpO22lw=g+ro*HPx+zdcU#Id-jP_EQ?CcQ3XurhBbD&knub|AFI1+ShWiTnu2 z=Nc&`Z^PYCs)$)OrFAXdy|maiwVhj_4%iVi&ojmBN0fTv=W(lo9Wx%n&?DI5#|2x_DxV|vt1nvWCKX9! zOqNMCIx}Wy;@B-W`?VIm_pF=36Eoig`w7+^Wbyg;wC#rbgeu_Z4g2)OO54jD(khVi zX;Ha%eHLg{&|TYtxd2l%CR}>Zi7>p?zCSREaj2*g#7!uca8*$w@_bUB)aVpLwAP^q zEw<9p3nUYD00ULMsgjo>XsA94y6K2L}NAVNYa+mi$R_?4v zV=%cAif(6;_AbAxLNNJme=cf}Gz@lA1ZU)Hpvf&x6<24>k3rq54sX8otxuS>_JDM) z4OSn(Vy4h zGPoj?d|!$B>1sJ!$AdYg<(#v`J6g&_)=p(&zUJJf2}=$TU4Vs=bsHP-auIY1uRds7 z2|E{8gS!0XzOPv;8Y^Kvrh*oXqA)d5WSr_|^$Bp;9L9OJ)P1Ojp~V;Q&fxO16R}~u z?F+qUXHsI8RM&B{!{Zm3mNbHkbF1Fm8kB)tdmg&zJaEO}Ib5Q;BkNoqRohu$El$DC z?_05rh`L(RES#mHJq}^fd6D;$WT{9Eo2&53$Y&Ryq9syFyn5)LBp-I3xiGiSLxB-7 zb7OR46d|C~_d2usOlaF$)f;Q{0|Z&=%uh2rbKiy<$Q{La`bF3RK!*;5)Qa^4JA!fc z*ZY_iP>NL6;`99!uyVtxnaGUK!64DKQ|>yDCc_G`aR3>vJRk6MPr({d|I2-+@)l1iYn2vfgXlDW&mvrXkp` zXwP)`)qm&7Sk)ES^dn0mL}mBNESs$UN*Y{|8Cvs3FAMMSL(L0K`8UErE(yHV1k%^% z7`{&Iv6iKD8#3&kNIXg_KUOGoY7@<(UL8%b{nwy%UEtEnQB<&K$l}L(p$ng?7qiRq z12va<>utOa!kp?r;3K^DzzD?)e9)-5wQ@jciaqnhBXUnXzlCd0zoz=uEJwhWmrpUF zH&Rl{4(`)9;;*T#zAc_nENNsT*%|uVO$}x7x6vc2d-KHf7K&`D&wXTPH(e9OGTy1jg_ZB~kkWo<( z*qe|H4AOH;OiaqVxK?Mp*;@}pk!C$$lXYIghUH2sqlxYctIdV61Ms{~LeG7jwf)qt zzLn^U%xRB&67wXXFqWPD#oDU-9a-Q4Wvefiftes9 z+iYI&`DDlqs_d1%2rN>Xwl(fxrc_0KC&59&P{AzF$3duhpDNVkmqS^OLQ#kS9a%n0SmI5 z>lK1HNimXr(oOBPV$9y{&R+R#LlcZK$H{U6Zy~mS2Hc&Ux6{Q{0QX*f{u zD;Y>0pF;D4Au!Sf^pz2U69%uFHN|k!687)xpSl4rvFk#OG%$z%ob7XwJhs30jACfk-=<$+K0OhJ8fT zB$x8yPMi@vj)J((n-i?w;_G$0t9Wf+7`{@7Hf{c#FF##T@h4K3NvP$ISX3>wrMO0q zZO77TEu+Yk9-vCroRSu`e7#*)^M(ZxdsIDj+%zfkS6#v@n{A7^0q4c`Wl5EzL>iD^ zEp6IH2%5W)74o!?&3B5jNN&tg*tXsu8!p4!iu|ewG~}nvW&v0#X1~2xe_Wu%%M+!T zNROn5<8Ox_{>mRHep*`l4cFtwqO5ISr#%Tbj-5camuC+)x4iFwrp5G~_87^OB~Nrq z!N#QVxzV7QeQa>;INCwRG)q6S0fn+XZ<0IL}G4LE_7VE3F1RD)EaYhSwfNX(WyxkTF!&thrzNalaXkzN)(q zZyE|jBqhTA_Ic1|fjR4{Ow9gBBXzDnBimkpotnc5JRn{|om%G)t>;R9isPTm4lHIA z$4f5Ae&Xj(yko-9!lPfM7;osQBPjt=VFtbCK>Bo)H#z4CY=l)?M zK38$6JpyzsTl(V*Q2w}R^urM`o%Iz3Mj5`seya;elzTOglc~u+2usYwNmmKo%-b!v z-k}1W&n;eg*-Id{Vo|dmTK5glQ~xhG58sSx?MiinN0h)HhT2PrBn{i)o}nwX@wlAJ zQ!!gI${!Zf+JdykKsRAQw+=?>gP97V(atg4yI=&{ea_KlutiAh8pTttIRt_mWGq%*TP8 z_@XgeW!}$FGX8qt%_jGtMyXQJxu$M`(`K?EQf-bVs+3~g> zhshVFh*pO%vceqlf*Ji+BgW`eIoUWt@&c)m`5PpA#pfACvURqBSZq!utwZd}T zT16)o9gw;z8D+z4jO7xB zsJ39Td#z_xp&e}sA`U3wcM4xbP9VQ)!t7e%3TWxbIv>!0l7d6tCgKk!XHXH)GTq6o z{v>bP9uY3INwp}9g-V=Ou2yZYhBpx;6nksK$QkDPmgSX0D>Ln}=G z#JPTr1~V+8=7s8(62hhby0_l@Y23I@EG5i=%50j;qJpZrIks2e%^E&I=FaKNU?g6zJ6=<7KL#9bM1Fj zw9N%uFKki8q!{QDD^g7%oEaR=N0wx#T4Y>WmB$T%xi_hlBSqWw4t_;y$bQ^{*OeFH%R)*SiByruA9QH2^Tzg;NeTfgn+KcO3mJoKk}|+d zmAizE-;`rbyJmEpy31zoT;;HjKvSjT$*Q`rbURbly><_g6OwopT&28r|f3es4ixM0=mgOG6aeGeY$_&ml3v>6bzLU!t>oH zhMgmVD|Q2Rd-m89uDKppG&3I4v!|yGezWc>PKatQ2FpL|My2jaY@vH&MEf?HP~J@@ zznzi$JUsxH55W&qakCU`=UmrrScP!eXPil1UI-L;zsC#CP zbW|8H2^EpVt8wOFwYh`Gyy6)zF+!|wH$tj$DOoSXjw@In`y!I`6l5<)(l4@^!X`D8 z zvO^ld8aVBYxC=n`L1c5C2|RhRAxaHq&n!RQ2CfT^j7D+u#!g#I5iH7z7h6)W)$@OK zNfA>?YrUg1k$jm)s}aQ2!Rb^<3lEec?G`wy*hn8j-`RHL*YVKgh)p6OPfJZ8XKJc@ z`q|jXd9(d1l^JF=%K6aG|L>t6DEXj4C(tJl0K=-}K^K{hilm~LpRVX`n{4SvsPIo8{U0c4Qd z5OE@s;^C}*s!(I12kCVDUPmS;4p-n_l)YI={>6m0m1FOba(Q_hI4sGOz<_syk5^4+ z{b^Oe#W=$ickgp>14rwn$F*K_WH3o4MGFu$IzzrXso;5+#WAp$(I;ogvp-m zk-=BM1BEo7Nhq9zPaDyMt+LCz>G$Y7XqhqqnMfP@T2x-H2N7e|s(Q+t<~xMNTiW4t z*UF}ji(G6X=lW~G+uo=|@!iknU@iQg#{KAyy2l{XVPYvoGrOyIo{#YlC}^*Yjk}pa z=G1;_*HpM0RIgf4W%jNYk5M z>)W0{XDD&ox5(lHS*dzd?!-ht>R;OYcwn_sSZ?oyV-8#( zLUVJ*hNNYjw@;+C@Q!hMMh0XCNv;BDlOgBM-sjc>xyC$x~l>%%lU?iH33OqlS0TMA@EA1ep7Cf(2JqfTSTc}VX1t@ zne;PJ<;>=+>e_4W)XTWX2PYCG*-!p~4a$j11trX-_(w>F-xy5JnCh=phR?KxD(j+I zDa;4VMfU<(3qijGy{>4Zmtu|Otc3tKR?PC;?Vn$Pnk5B2bY3orPCGmqR$|2blE=73 ztilgkJK0r(`_|#xIpxoc{>^yyPU#d4rRn8e=w-drmALy(J{pxxv z^0hmj;jSFgwRQq=F|A$v>-U%^-cpAo!&jJQEYAS8ILi%pP&5=zSMKto8QEOlWimHw7q0n2kA^A z-!@&fW&YT_;eEM0hvcVh2&F2TvXlKB@W=rh%^RC-SMHCS@kWH-B@H`EIBJLBDfw$!!dUNH5zDq4(bfVD z$oa?Ix)9uQdFh2!_a2hTe=@hcIa(sAP@z{IIqnVvU36W1QM|8 zf4}0zFhaF$-IS3n4AOajBUpp+Tu#TMV4z`MGGnhe z=PS~viub~>clq^lYSR{;5bW5_1mv{l{( ztBL}o38AjPu_9NSpF1(8K}^_#Ra$E| z9-8a)8beruOu=E>fvrOEzau6idZ3>}jF%z{urRtLQ&vSESp{jHu}_A2yKZj0HRAan z;B$Qj-!RgM%zjDGjUaSQc%m$Qg`{1B+MJu;`Rw?PbO+e%1d^)A+ZXp*j^yT6yf zn;^TTA^0deBH^b2C&tP-D)NPzP7d9Wg&qMvvp?qmv%TaTPhDYxKVsE=>Si}oT$txk z3Xg=zT&RjTXd6!>K;5L9*A*k%H=~%xX(t@BpFVn1-432MRWJRfUV!c8OIb-(t)0Jf zb!HH$K_9%;e*afo;uv}uJ9vNSXc7Gz>&G95&S!&6=qU8y?c) zXCR2l7XKtEWg|Wsz%D~sLu~E){UgrJWka+eWNQ5r$Kz_JnpaM*9JBUF@uM7M8j&Sd zSy^E9+8g4*dj!pRkFmRkhg;mZ+C$STY`me;@3Ya!gcgAwr)Jps9AQ8~R?SZSQ=c6X zf`4WK06^*IdRr4zNz6X#cY9);rXAyV`17&xczr!-psH@4q-zBjjDC;F4l9<7$Fp>n zgkT?8#vb$G)0~{=$1V0fNcuczWB{Zt)y#k8RkI&#+1CD&!7^uJ!npeJ_i7W> zDRbYuietA!$I5MGfY;cKh61no4W946Rq(j|}1ItA<|o@Yl|@=0Eei z`Q6jUGDy1O)#DB{!{!}|LM|ht;K~oxidAhFRS10&9b$A#{?>{B zrClj}J}DLc-}ysj1It~o(8108$Gz`8l6pqxz5bLAfjR`f@M;4e?GLW7 zq%7_Ije794)=DL?LqiCBoLPZv*sRb~qC`X{e~}z$E%RXOhT_l|=d= z+sVecde?qy0)JoY7ZG2JE>!JH3QJ+)a)#N#W4e@Gi6wxu`4}wXmNv zLJdpwFT$?NxQwDU^#x?X&}ouiLj#T%m`|K8o12hhKLP(d%OkjV>!Y^tANU zDmN#HIn%FyVox8^0=NbaaKaqK)iJ+opYJhLnSooRi|gzYN1H>@$o!yl&-ax|pEcha zT`ib=j(?~(fDTC^Az$`T&$$MSN>z@5i6Zm#@kaBq+(PX++<`0}VU^#cJ`pHe>*`^D zZZwiRsd3FkHi=;`n?#EpU`0p7nbH1frhFF-SDRk%*A%){BSK%nF>FJ}==4AAKnVd@+Ojt?U+6 z*;?4QOSOH~eo4CR-vTvV*h^Q{f?yOVL7OR~FWcdMEX8??Sd#y8%3?EXz$rAlmx*q# zv_tA+*dr1QJ4O?$Gs~qfC0)?PR(M%+Du`oy+XpQ}wChub(02hD)%Yzo8(>?NkL$r? z*bK>4b|aC_bE)FCLPw(jzIouye_SNy7gfV)QxyS@kxB5Z)!)=d6T?vcY>_98 zXbRG{C9`_I5+BB&9QgSa`Pbg zzz-)zjBQFE-luNo+2>&!fAhxv?i%-8Zyy9Z^lg3=jpqmWygOPhwXryWhq!&|ywN6c z&#Y)#vOefxh_rF{@w9$;a#QW)63IVTZV(6MM_V|Cr zgf%Wa18frSxN8alvC70G9`*}va>O3?XiXD9kPY=S-n}v3HX699^BIm7y|NeSnRw27 zu0>zZuVz-dtgkIUtJ>9WT5|i$p*k@(UEM7t(0G;d7G6|flbEVtlBWeurnrj2F`yxJ z-S>m;FT~gatyjXzwm4e~SN@##Wz$=hVDT^<+g5ecJoON=LQ&cD91iK{UxLvLrRIeB z7Lm%SKQfF0hhBUpJs-7S9>kU-VU?HT!yy#}xM}a@g$>=P$n#?TmHd*Q&acSe$GGcG z5kv#x))k0EH*3}hxR2WMWqeJ9Q4@d6MkVj+CZx#!5I~tX{w}q@n2R|=91`&!)@BbN zT++-qVfNQ%XV%3A)IRY3hv(222FQNuAu0%O4R65qhCW3N*QiAlNPRKIlzgH{Q<9DA z*;|Ykt>4#h=x!=evkFW~mPUZTZ4XlG`lXav<_ruhu%7 zHR5#-z;^iST;R0nTGJ(hu7H$|B@sovMekidNwA~l=<}ND!QsQNOGh25Mg7pOjU|oC zv?9Ze@fUXQXG3C#llO{;SK5#C1Sl0aaT=8p&D{vrm{Nq zl>kXX8=H{_!8y5_j(KR@rz7cpIPvZ1IDTJIj9hcfSM|W2zn37WLZu}W@bmNU0UJTV znG+Yk=Jaltz4|P1AXock(yX2{E4d+doz zSN<|gD0x;j#-=qn)HTCRjbm@uGCDMr(f8P~ZIU6|+-kwf^#tC@bPSQAXfh%LJQTb} z0R^Fo>Fvd+t_Qn$0j)Nz~4`jrJVV?#+_59vDS{=t8t|$t{ zN!rl!7RztKWWUHRjAQ%XMUS@X=i~>IRknk*+A}%PhD<}-&Y!ZijxJvzosifFITpO3 z@gK!ugGmYPrFY^<3)S3s5fF&8Up2RQT$NxE5*}g8=|iHUsbzWGa^8IpODXj@76Elz zE}AS#honmjJ)pBK13F6VVw(C$Vm6BE3<=|#i=2lukxrEMGh4@)VWrx20hp@JKJBe? z6))aEoo}Ssth5_NjX_=qzp&iCVSju6bmRn9v6f$pJIF(Qr@9}r`Y3;Q{ebA z-(`sHdQ+qoyN5VD_AbOin$m3qx{AJ*Z*;`2QN&Mj&$w7xGu#5BisN3fYLi?{#t05pZYK|&IKkh5jJv(UBQMcK< z@pQZ$9UE&E>a8Bndem*}@Qb+?T%hw;|8q~K z=a@KVI3B%;w1OvHL*KqT3O|=HWrbl6IyN7U^!oxVN~#JGuyb*X@3(+n7<+j*9r7op zBkyysH?Qp#F4bXmUg!xUEdf%&t?!4F4wKtmddz)pWi@C?T}Q^jL`<>*phPb{B|q-Z zrDdFU-?67%$-yPls#w`>S&5i$sqk3~9E|Pb$O_Swg$J{!mR4cAL&kw>I^BwTDjXi)p0;HY46^2CK``lZ!yJ(y34n&+eP^D|LB^t4<^u48o0<_8FdxRdWOw2BSW~sC;~_5tN@S{ zS$isWXw$IK%r8KK8%ZyBG@4M9!SXVxP*?+U{)_z1U%KK&BYC{(0XGZ9Fm~y^U#v6; z!6V@HM<07@0KfG>Jyl|id5>jvRz_!}%L+^md;BPve>@sPujp&EXSvC371d#4A>v5Y z5&05mf-h6(vH~*o1VOz+hC6>!8_C;Qi=y5Ly#1l;5{) zFiQZ=-{*bcY~5^*aj1kj%lVvvJtw^F>0gQ7Qh9UqWSCcO(9}`xTIG2WLxS;DQ6=!a z;h_kx5J@{D#8$GO;OGQbCE$S*GBZj@`*d4o!QLsq^BT*8>!11D<{{oJR!!g z0FQn6vf9BS4O}t+$eDdwiT^?oG)uyN1#Vm#m+f@>fw5gJ3Pt}zvkyBtfcLYGlfdRe zqlVG3v)6dq%k9%lmu&^Jpje8DXg8??lwrbSz1TE(QAadrRdSd`lrD6oFNRz}UjneF znh*Q}AInYz7R2QO`jU03*$q>$X@LU4TK)gIHYA-iobTQrJ~_*B;YaVln_;vk%YkyTPZJ z;PTv+Qu0!nMWYFlg27_%ttp8VgM7&~VSIX8b=$Wf9oifcm7T&2Xj58j8`mR_GOAKv z7CNd#$&sjSzOi%u+JvEHS@eDj8wSc&SRsD$?I+ro1K1x(!9|(4SV46UduE%~{EJ~B z49YTe0Xnp7b2Ay5uiZij7I#`9y%d!F(%xWNjNIzuVO#389RomWq3UqawJq@Gl?&JY z*-XuSJdm7GF0D>|A4DCZ4&dyf8AFGd@)+N6*&cu!D$0j)XG(oj6X-^*Xj|`W=QN6Zg*Na0WIbdZs*)5J~Vm= z)-?|sJCk8xRhw(D(eyP1TpPuiV^l9RE&umk8rmmAy{=B20e@}^TRK`d71^z)hmA^7 z(K;Y6b6C@-dUab->SV3YFyz;2=sD#;2?~kj_?Ds-`g^6*7eqcHM)G9;EO>m9%0L>c zK6d&5_IEl?Sc)iyspfLj(E_?+x=Um&+GV8(WjeS3HuNgxcIVlo?MoH!;JwkdBml*gBvb(uIAc++w)_fL*8ikQsga51M2GiQzAzH zXPUM07P#MJyBRca5^}E3zS=3_Az0t5gLsA7yF62F@y#+X!<~yFHSMC71_<(6csMc~ z_gZ1AnDF-lq;V{IWt{N*14B7Hrg-sAi+E6K1)`d)jzo7IcYlT;XSvteSf0#0CcAs> z$!>SAi*Qcz4lU*K1jQz%=zl1zA0HVLynaSZG5`4`Q>;*lAdt-a>LfkJ!~MBT;cC^5#jn$;L^96byHHZeXtN9Z=m@*ejCJkn=HMh6 zH&=hkMQP8?oVJh2@O(7nfriuaX48P2wveTGm6eNhBW#r)AXbI^PZj@5;T(cU-~lRnrA8~R6?gswDH~Wu2LMm z>a4k#%4f%SZlUT@!Ca`X1eLq3fTOOfinkPi-V(x(#+}MA8DuZAn>WEc|1#nzVYolR z8k+3A?Iw&J2Eyyfe++z51%24kuer$Y^u!)!jtuhp>3!x2jNQc9Z;qNk1z=TZ$Eme5 z4AEPuZuGDJJnRV}oMK<_Rsfm-KXxVlhm*o;6dN#hYR=*6qv-pr0B(^L<5o6nu?#W= zq)5_XLkQ&Y&GE}pzJDzYL<0o@Q~f*hFZs~_2aRvJ_#ZJH<5VS3P8vfN-aO=Jx)k&d zVN0&lB_@)vMi5`NmS$CUN$c^gl)(W6S-a!6r{e!Zq$Z?)0ayHw@c+MobBko)5D3Ne zL4alSW$vlE{6p>Ew9kF|LxRB&pGbxX%d^_wK2kH(2eV&ukx`FU>iZDHQQAcxjMk&r z`EfIT@FENT<5YwBCdy9#+nfINUU|+REIm;!e%$^B4;6o7sKtP=wXRmXT{%iP`j4KH z%p_V6Zo$}TnLi1mQbK^Ex@4)Z{L>4fi6kMwiB9>eTK~nd>YzU|gyUO7*h2O@XtMtg3x;L?P(EsN zAk!O-i<}E+o(KqVo)tGer~j!Tkd+yrNIqcIho&`BVfyg`ePI0 z5OR&v!>zL)cQWtf(c!;M%Mh?Fk;i#icYm{%kKafPS7}DH33DNf0wF^kQLt;_Z{30a z;|}3@N6PjA|EP*n-Jt@|1(QaIu?PrhO>*=AXX_vF}nY%tibeaC>U+B1@ z=);9S7^!Kmn`C=yn)2BSj*j2$>Ya+Tvwbhb=udv$|GI3wLK7}7ycqtEu}z8r?y75`CLR*5 z>%_Q(rku}tzBoC{NoGG+=&Ah}^SO!p!#d-k(7UUxs2bF8&5 zrEQ@>f`>0MMRnTB8aNl0v&}tD;C|$q)AR-2Fsg*+)VK|qZ@Q7t@jFMuoLP0OSJ|wu zu$^Jf^M+!R7RVtTv%f44`YE*x+1CVhD_Stq8aLB5&D^soT<^O?74F0Z)iJ>NKR_Y;Z`$N~L^rOcs&RXezO-ME~y~2(b`En51|j zh0o*@Tlbgc1;?-;`ZQylz4z7HRfR{gpC&mSt( zD4~4GUdD89E)o`<7o(%9SII*<{+)M2d|=E^0RQzN{LL~SNz*@u8=Rt-IxdURU*&yO za$QPOmz(zD$N*CZkK(i9W;=5dC_ScWkF{Wh2KZSzC@uEtsHYiDRSVlJFabT zbba<4#;($(aJ~x~O2+Sw60o)YdY<06x0}aDbSw0C6#Ji#VNRH=Z>H_fr{mNRgBBlx z1aL0uk2TMYq-N>J`V)v?fquvL)z=<>lV0uxlbd8V`?K!25B7Em_ZpKtfZQRsfU|Vs zg)`sE3?l`3d`1S;08XWFNnu-OD)8xWrj z{NsQ3X#qbfQf*w??Fu@CE}h2w$tr0o>&3WUJ5TtJeX^#-ZG$21s9X}}i@LXEQtCjEK(M1Sps)<2H) zzc#51zL4}lPPleUACd`fE!-#m&9Rn0-?vOD>d8rwssBk9)IBO6ubusxA2se%TmGa) zEi>wRD*sr`e-S19Cl<^*w9sQ7n|fFs}tI08Kh0VjxiQg3=&9D(dZzzO2)>yu2^$O+<1 zBkK3d1_W}2AQk~PX+g71tZB8H<~A$KkJ#X{JR8|N-^vS@&9*hbq`vb-lg){>*|uvJ z*m~vp-G)Eb9Jf!anr#x#uH!y^3nMnVx9*W=#a*z0RgG;nrMkst)U{fy#jKpVZcveD zLo4&Gte_)XN3-n9`ZoKN^XG8Bc)k9`Q5!Zwn!BC}zY z1vXUYcha+pbgl-knbdtjQ`}OK5d{rvJ=ZSD zvq7{$Tx(aQ7F=KbtjQKOwlcPg!nvvEY3$CRy&o@Zwl5mvVLXhe%(GF9p<*>4O=)24 z%&u**54mn6^&QGJg?x@->O0YFJT;}dxydevhhb-tF?UoS*TfF?>-hOD(=#z3B)1s1QZvq&kJ zRB&wy5g2c5wAPx1jH#|h4wc~Cyx#rVYm*ZnSn%5FV-{~}z+x!zUUaB8ZH*KbTePHf zF%~iaYOJ@`+S-oqSMtKJP!}ZdONUkR+#LDcx^RIty!o27Etqe`TW@a#8w|;jns=;b z6LaYTt|MmQkEYf+TYkrKG+{Lmf$NnQ*#1L` zZKJ*gkaml2G^?h~UYy-%FVAhX&mp7RPzn~H1smKe&-NHpWZSM&h$1neM3ho-Ms=$_ zGpo^F<^1Xf6vb!|Md*#{lW%*hUu>H~@TK1Wi-uNvne)fbYY7;@OVOlzN*@-BJ~K(lu8WMQpG23vJ&arB=nw?)#+9UYdhvPnsfS=bq~q z*})@Ywxroh!H2&|5277m2v&oy* zqHzXnZK8p~aMO!~u067en6Zw76aL(oY%1)SfzPJj)`+oZR`RNTd7R*l=TWSLs8*6gW zJ3JHY-=E(^AGBE&B)z=u_0Ej!oo5?jywG_pYn)AoX#bS?W;%WGCAjAE!mLvkwN3iw z+mOmal=``a>J*GhWXK@Gd((aewr!d@P{&{6JQ=vmV-C|i(F@{ZI0i17kNWUg?}o-az5HVlK3ZPo@e=C)iZ@#bc0`gpv>9(oXBxX4NlJlKjxj%H$5 z{64io>NULcrZvC+uC>ja!F%0e(O!Kmf9zO@uk9>){2ck&R#U}zcq@#Dcy-MpV*a6tCv#oTuJyKho^`95A)=$Q0@KfYBttrj)ZU2&}ZG_ym5p!#*@y%T3QOPhfk%>Cb zei|8)2X|htkToTH`&KbbWN0VD#Hp-@pCL~vl26~_2*!W;Hir4VAF_?+{B%XK->aWB zVrk7_9C_$YTi9xicq0r)8F%s~ zuuJ; zHrpEF@UY<}L9r*oL?qI`r#3+LHU(u`45Fo3Uavf;0Age`{c@X6^hdvh)X30lGp`{KRIJvYEBcr7qjzsYmt z35ecDAo@iP?>n^E`ry5M|HKB!@zy}1A2F%~uh$|gTBIwLPW|Q&>+C6Tss~>^tG)2Y zK>FjzF{QRW#Cy`aR-QT{!=8b-ee1JkqFBal1PaW}AclwHiMuW&UnvaX7u@fjNilnY zI+ajA5&6PXr3nZ`yq7=_e`iC+3k38Mp}eWfM~shuOsKPud5*6A;g*%b5Fl|ENNW1^ z?oVR&9OGhrh{a<^m)e_<FJGjFNF78yzMu|AmK-wmIv}ZS)VoW_Y@S;_fLu0yO5r3 zgorQXT~yd^DfRoI)ZY_Bj6DYzFD5VPhYui=A7#va3^^~IcOGN9iE*TNbV#2(JAm;o z@9d>{fM)~NdS5gLOk!O97sHabF#d=};=#z{gpJFWsG`W>hdynv|1c-XJFW<<^gcJh z2Fq|`C*FetcyIgh-pZ5g|K6{)k1y1+G?t;?!o)4@s67;zHq+f@3Eg%oO*`kuf1+KJKoR;cK2Gt6&K@%Sb>KzV^ISo zSr|YO?%(gaTa(}9#P4Q|1nO?T*;@Ylq$z}Qq!?U zk`prV}gLF`joJ7UD~7coERI~Mm`kL2wBo} zZm;f>T9Wr?KNiAPsr{WpWu>04&lquAJ&_V0y=8gbtY>r+=hQlA zBcOYfAbf;;Ua1Gy(9a?K65~QU9rau1aByA0(oCn-(RV-@-rH>7Fm~03&fjS~%F3OY zDqyg*_gC+(!iMNKvQH3-@;kj0niDiXYQwm!qEJ*!8OxkAmUW-x@k|rMQa&kMq2}{t zttpyAVhB^33pE31&P{|TTl##Etb1Z!pfk8yVO*9mjU+G2ir*3*>zMMU&2O8tzs;xlZxZCb>JG|qWMPGNR~({ zj?-SVk_R$L5Yw$;K9zN@JjW`+WVmDng-N>kRCALqTh;AevQ{hijpjS8rNW?uNh7(z z?#^A4YZjM=K3DrQS)3rwB$|G&Y(XH~31aQ@-u}d85PJ%J zdHS}!Y$uL&RT_}zAH}2cK}fS&$hI=P22a|!)OP9yL9BiG_2cX8`5BECVXye(tt;^K zD7Gu#sex2%4EwZ0A$<3ST&f`Kw20alXEp`TR1r_}ARs@044e-^-NL>4K$d!iaX;0 zC@)xf?B4QG%w|C-?##UpA5jv#Bel+p9J_N;osEaUtU!6Exm88KB&N&z<5WmQ?Vl&& z5p&*iRl$q7mciI)JE-}b?5%Punana6|Hn!hlyg#8{_d+VYL;H2lo$%=07fc2d zmN`}C`v}tV>UV2x1_X2kA)(Kw-_}B*dfoeV_WCUPk~(cgn~sG@TAyoG1}_c%P5_oF_e@Dxq1iBcWNtNcmE5OCVo zkoO|7^Chfu-|0N>-w=eQC~wc%vVySD`9X$Pos#7<;)mZcq269*d^9r7iWvhZZ&6{p zqbyaCjHdhF2^n06a$^q&-c!d_1nzF1`unz$__?wOlc1e_$xy@0p+R6JKFFT{J8 zu>%JcI_t2FO6{Ow#nyW%1hKrbHJ(2Byv1U8Pj8B+_m3f<*Ty@0O)YiI7589}@aV+) zFgC|xB(OeXPy5>mjFXudnyiE8mik~QVb(Q%=hIg=5N+UX#?4S+lI_tRGr@ z%EuNRv7zPfxGMx+iM71-+Cme8yy0uyw5D#FMRb-vbGiykrCfYi0g<=|ziObA`nxj_1DUOLyAS zD$hL+Qgl$_Ie6OE+;WpO-TZ$R!7I67huuvc+o>hm7Z2j^o}Bts)_-oA{E5|GeTB8Y z{klar7-o56HwiU>{(WK-`&>y=z|vjat<5ZK300p1y;7t{>j#6{qLuy*4u3mzIChv zqgWfp5Jg7Z|JxXK&0?Nh2ZO#JY+PpJm?Kr5XO6sKJns(^5`u}F{ipXv4X05Y_A6Gg*Ogd5HIA0zusThM9)kk^hJQ)b%}B_cKAjoPDiMY7gi z7%5I*Em8o6jgZ%Wv{9L@i(Hk7;skLfP+WA6Y$u5I(tLq{I|(6OVR@?9FiBA?>x5wl zWU@*vM;KpPk=5J>3|?6PuE$18VUBt&MYvwty*?mB&<6-tdVP07_)itMRafPE(I!nr zo2kx4UrC5mZXtzrNrqXG#ffqoO=d%&a8!Dc6!K{Z?HhqbbZ>+y31_KAmKf97Ai{;S!g3fwu@utjiYA2dngpn0 zFEr5#&82#EE<7e!%T54qdWAz8Oua@jp$tf~NtwZYKcQZ8u~4aI!W9vs&GlIF z^Q>PXGQMNow3(jD`O_H}vcT4JC3I?oID+={PGiB6T3_WIdh_$fkdJBPCK9*Y~vJ^^9>@49_G~h~^!2yvEcJFdfbK(Aela7L;#Fxw@v)2cPlo(hVV(mvW+M z)7TwyIU8}*{GwcKGZ|k42p_T|mT+Aep9Cv?-d%YPe8xN^3uEQcP+m4+ra3o>neHh| z{zQlsy|GJ{joyTie~|TDp((X4iQMb2^_;n9Xa(z1Cpkw%n8M}ByF~N2)@R8R3Vo*# zaLVH+ZdigUQjTJZh_=WP%_TA*_&wGgwO$MpgYP zSy1cx80N#yvcR)=kx35F9ILjc7Ips^yp@t0)YN0y_E~jTj!cDd)cE|2Hfb%@{5k@; zQ668*T1(~C^C2>-2o#C3TapKI18~b^ae_FLX!^af1%YfQh{Jlv+|bB|Yy^A4 zsYQAUkx74lk1*e?(|y=;UbuSTtViG8^8J12?XS*#%sgW>adyEN0LakTkxh}AJEgtqD>`SE@BIg{w) zO=y$GmO@|)XUVXye2&)--jN%j06uxsii81rN`s_ddK9nVC%|PP@~&j6&IGZ-Y+sM} z^D7X|#f+bWAry~+BvaVvOI}<^j#snZ;B?9Ml_*^k3RijRs4ui0Uj0sOz*J-5Fg%Et zMi76&__~`g*BW#484t73KWs!l{uuB2RDD%S6V`~2(~*0x|ESJBWG}S^y1S$C;O>iD zB^l!l`u|48qm)ReY+fGTk0=A+CFYD9F$}4PB;A*>vl}G7LTS?F_85KnKaQ`>{^C$Y z6u|pCIVWWspxT4pf>Qo})0%?LPcOXmQ*i_)5yU5BtdLq{jCse0wf4{_^|mf^*y&qT zB8Mg335~CdU#qbyWYeR^mD|_3UdD^k^XXkmEt*%f-~Bgp--DCnogc9yMhVBRbqT50 zX2a)rBhd<8e!*gY{=LQL&J3+l=-<-wF16CV_fHVSyp*x$|7&&Uoke3YL_PP{R=Vr% zq593UW?0Qd=Ue=fcP)SKL#@xnzrkX86>UB;3|Py&c~%3#+4At+78yF)N`G>u6^_{` zc)vEj{ifCb{aTC9oND=BJJ2f6IJ=$XOsz)Km&%`*7;vp&5hSv^S!rP!Qn?+<;ka$x0iEOAW}8wMRZ-?{)z8$wL=Xc4#{(Am ztWUjq1B%|R+$?Q`la4+0m^J?Ual#tZTHDk~!HA;tXLu0j2tlm1`IrA&XcNC^u`!Un z$FZJhuc;^tGWfffR1!7FF~>oE?u8MN%D<6EZbWWdk3IQW$ez;UY0A{BDI*(QTMF;N z|5;a5$H{Oyw;`i_fbq~Ma3d)Pw@Z|JY+~G zgH0J8j)h465i-p>$eEcaP7r4T#YOkXW`bCgp%g{`#**?)EI>ux=)F;H9!-tfcq!M; zb`X_H3f@%-R>xS(-N(j4mY^g1=iB$#WUY?^wYx=W0BX@lYXk8RLZR}&XwUOwHf9^M zp-2`fr|y{?V{=CM4ZiF=e{18QjanNG*npQx;hdBcMw^hA3HKsPXvL@x*K&Oe08}DS z?XaHm>J(yOyI4Uk%juV96JiQsSDOzZBD`ctD`lb-W4m#kNE#JA`*Y6ICRzWgxn4Px z67pO;Y`XS=c-W5XI$M268NYzd-`fb$|K`P34jKlGtN;K&07*naR3B}`zK3PZ;7&O5 z7)X;=dyG6yZxZTCZIhx-&(UUXD-`|TAXJt%qsgMWO+$Fs##Tgr1bnn<)kab+leO=` z!-^nN7F+#lQ}z^=+b@zgsD`$v$csk8zAUhJrR^FUBAC+^S;IWX*m{gfdp?Tio!G1& zN|>;<&>l-EtNcCxV^gX&s83Rh>MYA+VLrBho*gx+jKv`_rgTgMk_hr=!TKX|W~ooK zsoQgKM=Lu{4Pk%YWE1*0<3dR94e|z#6?Mu#~R02xE{qx-W8S1D0*9KX2 z(fBImUD%EBqR?MUBa&3d`&q;ks!Y#2a)VoeH#XP67;F&Bb z%|&a*BnaOBFh9w2Mx>YeTk}jF7;J!oZy$unEm#jy4SzJAG%ro$+NV)8>e}9rq$jXu zCvw*%S}og+M_Fr?^G$O#L$19DcRfvWp$xCaFb2O%{|w47QPlpxmHeRkYTZ|Rm48st zK*GEO7?O3?);z*|zCChIlH^uIln?Q~k)rhz))}pR$#qtqFQXZg`!M&6Md2($RcnLh zDy{v`;-OPRh)JEVev)aGLIdr^nzs~1Nwq8X!&{mcp)>wXvwm!kUt1&@W zhIghFrGi3V?o1!;kK(;o$`10EuT?p`P~k7Cm<`8kut3F1tm>G#SO z1hSnV);ys7oz|_zduxmsdDs7fd?cgsQ}BS5_h08CLdI4xSC8Vp$028o#SmE052$94m$m*#rhbV1 zfz zAGC(c@U#zvvJBe>h59GLLMQuO9^cQhx7Yr5j`TJ3nbys(v4$wLqvY@;nJ1aE8o<>@ z{kbPxM0=6(@558rXS2sUW=x6gwmx-HM=dJ4MmbtVTq}B#_5%t7-I*Ys0AAN&OfU&O zmOR(hmq(Bj_#?jm9qac3WU~^+?`g_gjC_(>W@7|+=JVvUWE|)nSQ1bjjoYd0 zul7bS)fGW}AMfXfz8+Tk0O2i;s{I!j+Jk}g4E{a>HO zm}HLBUM}h7pS))_{*JfcWj$$v)m{B(YkliAi*B?Dgy=N9X{#WJFIh|wgGcS-4_N(g zF0e>>xm8^GH!B*maeI^IpZOzeef~+y+jT$dbLsE#99@iM`$^gMfic}I56@d~ww7m} zwETS_flv7{WM-o7Ewg7>^;Lx2e(ouYj@!n1UHp5?AFy_ZRtN=`Y$%D(nBLQS(M6N)=hknkw&&>Z%78gI14gl4G;VaVXnZUZ40QWQUia_|v0O4{rUL`aiotip6ogREV^CSn6#JcTQf2WRKPX~8P@9u zroQib`L!|n1hQI|6C3E&_-E3isUIR`R!0GlKcFj546%4TRb-&JBgyg%fMHbk=GkhP1h(WXvN8*3X{Z7xPTw( zvj+(=^%&2Q(s~$eS%=NpEb26sx+&+&fowXzh2kz*WOXPD*_XjiR+}TZW?kA;#RgvC zu%zhU4QrHdVx67b;K(BJo=+MW0}A7iAH0dw#z{P*igB?n1jOMG(c3S=EcvYDZ*23!SB!o4}Pb$gy6DpC`n-dZS?8t}?H?D=&MAxuh1$|)|GSJqZPK;5R>Jys zu_}`HrP|y~zxM)z!^sJC5F5kPB1Qjr>hTY(HD^|}(Uz!f$XM1`ngZcAmGPzx<*{tG zrRYt1_i6)w3w57C9r|N=Gn(-v8;MDTc$mq!Q3$c4P*&{280e~KTx&f1olWZk`bL}L zqp;%He`v`PRzF=`-_yQRAIpmT3Oo^{>>0?rF$9mLf@nPCf|^c0maz#slhAUT(m#5i z^&Th(neu2!i8GLKCsbmlp&4dci?a@270>TwJh0|6*S z?mMiv?-JEvs&Wf5cUIsL`$N`jMcha#^)zq3gh$M~j4>H@bRJ7uQ?wQ=1ozQ+PyCb+ zY9g7kv1r|T0)wiDCzFeb_hS%imka>3{!L*%kDtE7KLB?)(qVSc%M|1ZE zU?{J2jnPl%Gf+TuM?y><3cgYT%TVqG6vzL>`crb#+N@Q|#V0~?63VeE`ekkAyYGxG zv8^#^$%djaaUU|yBN*kyz-4`Kk-?i}jLE`NmfOty7p2x4s%6%zA$Hjp!U4|=igE2N=3x2ChEf6AIt ziURv26qqs=(7T|yP`@^EP{T0HX@Mi1aW7~BwvYq5FsXc>>#}O_JF|aoL)ie#lKibK433*82hMonM418 zH*ghmPIn1nktO#itR95hTC71oh9KS);^c1jV2?l`RPVUoGXVp^? zAs%2|dJU39hCCt&Wh^W`g68R9ILDqsdIJ^7;_{fi17hWK3t=ad{ z<_D20`y(g(cpP#;UlCe~XUY3lUXQhSNgss=@gW2N*b6aY9)EU#m;@9DtNR0KYQl^SY>tg@sotT1r;11 zvIIm#!G(M8y?3>)s&%wh`?a;}>-wx+&epc>iF@ybBC-{bsUk8}b|49XB;W7%h8M3f zfe1nGg>zbxnB4o`bN=snpYuG={~79`%3?<`82@J2qNHq~Ycc!R;Q5WwNnCGd?4s_h zL0^V)+8~}6J)_~*TC#?#$;j?bH5~)w{>9uEA@9{|j>dL624Z&+^SNP6VVHt$Sb!lV zDJ_9)#Wa0CR==_enxEyc8kvOHFfc6Py-k>hC55-bwl^EvOrI|3<89arDdx!=Gro9V z%pAW9hv(7_c?QX6N1>D*PegvS)UH;*TM67N?&(_Aiit^Cy1?HWs-#V zuQj%arPTHF7yvzpWQNCio(vwiimdpa_@IjU+qLh|hZ`TuA)OmiKE6`6z}F}CMk6*( z6L=o4QyFlO?u^X4mmNPVgRC~BEYu#*7kLlQ;3xu@4@PcQC5Tyi;ztx8lPnAj_h(zi zP2`#Q=le^-QjCgA@nQBy-lbXl)vfl`BfwmnRB7y34Thhe|`^VwnX z1NVewkK7ybI&=<=&pbC2-}x^}D^L9@LCm~LMvn@Muey}-%Zoyzi+&s$A3}C~q|Nbgidb+{6mxh)>n~qI)q)Qvhq9S7L;WsYLW6GIS6;7l%12@G zKmHubhQ1XFcHJwq{P}M~L7Poh{@o1VqSsyt#s9j2UNMECzC`Dug<;u?&xC^B{X&bM z|8gZkyzG-HWGX|#zx`^cfBfm8{ti2Za!6wzvVzUqhkEVXhx(Lg&eIUep;0{S-LT}k z|Hbjo`j0s|)a%$Wlz%Y?fzdD&wA+j|Z4CzPz9ft3A+U5DJ$e6ib13`Zz0lxT-qUT{ zP(J5#dPm{khe)m8p+l&*MSHOLdJtT$K;zyidi23iPC4y{ha8b);U^jT3+LqyL5zHS z@slEK^`g)mJ>*yYTP6W_iwL|gf#`3+?~IwTt(7gm)Tf|25EwJHv&l{XS?a`Yr!#^Ae;_v<*e{BZYOb{FKcMnS27&ev) z?$MA}_6#wL>m3~LI+Ik%PRFU4DsPz!G<(aeT*=Bp2n!=*-Pl*+VB3mp)Y=S7J^l{E zXAUK2Rgff0mg2DGc}@u89WmH4hlHw*-Aq-{hs6K3T=88P2|Bb7Cu;9_j07VrhO-tU zpv(FFDc#A4A&b{6AlHBAB%Fm15{D4McOuSSGjBDp?#I#lI*!ve7+1$|tv(p562z9# zej33w1t+miWgVeLG)v4pGNY%>8k>VK8g;0e*`5F>B`S#GCE9g|7NHYP=5$Dwe1OCLb_k;>kW4!gg?SPRp@fm;o}M7f z@I3^=mN<3)Kq;lP%(t0Mm%lPU$(%X}Wp!VKr|VR3K7tZ!^!COmwO3-4Ck82>^M{dz zVF=gjz_pGC7bA+Dnq>|B(qT6B6TII!9>l&p5+l|urYYRB0T^gwS7c9%VHsbV^S9#>s7DfU zojL4r^DOgy49r?Ks~^tCq3M0`Bd00-4kWWBVG&Nh6#!;QvnVt3eQL8)FFC zXKF_bWJ!|AIL>t*_?|r>hcAYFN)M;Z&;1x@`F|m$ClHk2`Uq+x2%$+hgovP;vhg$D zzrOu!*6JfXYmadFwZ;i>36b2Jaai+6P`-0{xPC-YSVZ~PGjS3eMwXo!!3L?^Na?YU zc}99dsvOy|VM5&blnlaA@I3d`k|DzcL$hB1&pUInR`DJYgVsyUb%z23C(P)34LFX%x-32*& z0R(Z?U>So&9z{kx&3iV+8D;rFqqijlhw|JFm_W}nu5%_b`Y`rL)ge}|VO-xq53J>U zj%2$Tr2o5D%as`;Ro{~>|6RF{mW0o7)a}gPKb$kgQpP%H-oQz!+|?m=I!?0v`J3|A z^UjQq(FWzP-aG`_V&r2p-lrpXXP&WCmic<+vrZrHO*-61{<9a}033Ip@%aa#h@aoH zdE#(PUzbhaElYnh*-2x-q+44EPtFLl(GA`jjAPNP8Uy4EE;^ch;Jg z{mDQPOSK=uT2DgOdIrtqdHM-X%ugW zU|n5~ND$X0n(?fNbH)Oup_^s zm?x{K{Nj0%WWb>Bcfv;f1zEpoyMy<*5C4EPnuqLF|7yWJJ)b#`|J=*he6WUD}WM#?Vjj>Cr8{UH<*zxyZCwE21 z{~_h2GtV7MI6py8XWLvIL?EjrBJZUC^L+lhDna}rzKVM}zYWBbAhu_%J*(ZreG-xgn)&P?pjAJGqbbs5C!2=`)ZxW*&cU;0Y!N3VO9->eG;~~_Niv2NTCDhV^`M1e4tB{t;OXydb25kDyJM_aus!?DZ2V1m zru7x%$}nK%zwFh~=uFiS#8uZZ6aS|&WEwt@iTIf2ve$YbD=tL8s#-!m^SuTHTXudp zeu8aHKtXTqh%KD$qnxt0#c#eEif{QV8Jv{HzU0c#aK~N3!fSq5EkSI_+=Y;V%U^mr zbEmwYVG{?t6jvm@PeX&uZN=l z`*oAxQKuhKMv%agCm##T-hC_7-?@Kidc@J8 zbP`$mWZ&mf1~IBZxDQ{k9KdGq1^bg+HVv6Llk=ev{mf*DZIE+T|J;i2>Ctd2RZyPC zpVtcijtP$jzNybxaj_Za$)4~@2jb6ZzKV(rb$Ua-!Nm;LzMX)`7ttd-5R|tI)gTPe zoP{35k(jg@FvxJHO-Vk4k6EcJft78|27r~7y|!hI$Ku1VTI}Q4>st|w6$#>Ra3j9W zmu53TY`yd6F@)wAaX_}w{+9Q_S>_l85qUFNx0ZrE4kO}lOCw?!q(djX#^Vz>MCY)9 zE$3USMo_7sv7uwwMwPaAkPoMc$|x){SFkuAsD$kVK82ZvDp%V{_0(%oGBo0bb3s`RsjH7=#IKD5EzI zFAViC)Gjv*h7v!#CCM%}qPu{4h*$J!nKV9kUXJG|MRhkNX^qyrYUj$5-b;{1e`mg9 zaDv+x<^-JPY1EAl)H^T?M`0xQLO5T{=a^NKIV?~8GMGMxk?Jr~c>(L{w|V`Q1aao; ztNtu0p@D19p-qVTF+)@%!7%}&;~|W)*%*nISg^+92N<`OojMVNFq0tmkgA zI1qZHK>uo&mWe^@wIn`l2!Gq?B?-}ZZU5$BI~>OLb^i5`h2b;y!7(^I&OqtTj952{ z*pkPVwUDsO{F~P`a6;n!b%=ybnZHK7K?f(}kls)UV#|#Wn6MbRvMe$B&Vg88Ik-<3 zzB->$Wy`{GlvFyFXkvpK>}PiW1Oh9#$7k?79YmylstHJfO72KZs3>fk5S=Tpn3X?N zmPIM0x7m`gIZiNpOU$CD@M!j?KYxuN1{cedzrsJWd`~5aC9~wb!94@$W7fW1z3?-L z^(|3~RyB0`{dMG`@E*ABii|R2Lg&qwQhinLUj5(Jh9EZM^>yUeqeQ^DRx=PjgD9Se z!ei;;i-^vzN)Rh2%<_K)d9WRF`bzec=a9nyja%L?O!`(Ii~KTsKXWJ-ZDsI}QH9|% zoMqb~8%87Vo8Sn|c7j;BHJG`o5W1&MK|WdX-=WNt+_a3~{Nf5o&qhfZSkDf#G0Yg9 z1+G@nXv&%UBE(Pw2rhdCW)j57#a8jfmJ$#1Y_`Jrs1u`)j?XL{`e{GGS#u}nxj{Xa zY&@2Ksmz|t?{wsRgd=fp0#GD;?K5l{UdcoQ298HBNJ|*$)RgRf5~5v4>A9@k63q6> z9>D7*j`zj@xqx#cJ!oc8=I6f<)c&m}y_$cwJN=EaV9X}t;qOG~PNS5a6-N$4mq<$% zO$Lwu@N7*Xt9D`EdqVlj8+25B!)T^7M!-^&!qAzsd%-)UXNi3!!Bd&!+Z;D*F z3K`p(=f-C#mz!%ve@fyKE||xfW6VR(m)Yk<1=LN<-NRr zGUvBC{vvdo3V=8l{Vx*4DU$JfM4)B_a)lsPzG(x!WE&&&FDqghh`BXEj3;vr7*v@0 z3C1DwA0|k#DY8-$a+4MI^IukE5MP3P=npZuy77l0*x~3j+Hn%ZW)N$OJ%r4$!o?!a z8~qO_LM|Q3dE^=G(7v-@uvNw8;XKr)mk6{p^wFI2d#sS-RX<;QU9#^jgMbN&H<)~H zbV%DmIfjuXY~bJ*tbH5&66y@IPys{C4ny@BtNmPT_UO;3r7Q_(z#*Wrnpak|5e3 zOfCOx0O>T&Xbt^NI1bOoR#tuwVgCQYuAPHkVqp3XkhO=P-^_rBvK01WbP`&9hU3BW zD6ZvtZK?Dbzt>LCS-A`!jCiVVl3+zZdLx498_{|=dt*$G6`b$><&0juO%BPbJT_)*575to^b>t z>_L!(?X}FZRqjI*xwY}&R~RG7`Ak~gJ<@Ap3l`0#6An} zBl~X04*3F|ya-=eGuC)i#i>oDwE0!+{ODL0D{Ez=5V{{=Yfg30NWh>@< z#u~_`JNDGj{Je|4l4bjyEN*Q-6oFeZ_WiKrj(>-8vWN3K*_-&sq0x?zw=1$*mw)kD zSbWc&VcD~fh5XI73{5B-EumTXpIbudfO{!1ok0-u3@x2FE-bm}uVf>?P0D4Hkl&?y z$ZNS#sNg!~pM1naN1{cKKB4(9ej6He?z+-$UE8Is>-QJE{%R=t`=40H%#hb+Q%GVm zf5|F0bGBmEbk;#o$!>dvrstd=8usWF+;=6ThJ~Vk-4x2ljv{gk`>#{ikk_PHDF2-I z%=i?+L))R9_YBQ0y)rcD)TPpSy{;EhSJ!9mMS}*0lINZX`DB|np)YfTtvk`<`|Ysg zkH03^V18)w^FL6E`{26z#C3KZW&giP>ND_5uA?QKj_u4$Z19ZGC~ZJVvp$@=C!v$1 zElnkeUqTmXg0I4gZ*6F+VIq!|VhhpvTH)_Jnk2cSNP5e*;hFg#bcxr|&l)m+Ta>uo zWo5R_ljyEMAEW{*!DvUJ1KV~%okqSv9oaS=R;;n@({_~Iw(`%DTq_d9*>a&B8T zY367}%Ui-15Qh_SQnx`M`0riI1R&sAV^d#Qg&@{B{ZHom3gmQmjLnNNB0GRtI*i=@ z%LoV$3}ubuGjU$?5lNJ_{d(&`wDsPkA;w#!kkycV0MhQwPfHVW`XYM3Saz_O`#%Cl zpjp61ad+l3QirIerS1Zo(HP{CDrTN#8b!`gr@{jmP6iCvhh{Nk-f)cGJ_I40j)7nX z@v4TUqwiK(#(>zD$RPy|J}j; ziYn2=vq?9<>@`ZWu;%lLS~u&-Ea@AG)?Uu4^3a6?Z%_B$o>%%kT;tl zFD-lWCRvRS^Q?3v+U;uuG5g69)4sTkKf$`+4n9))%H9iKcioJV~D<* zhM)Z|#NjQ-RvWKg-Vag_C8BCS^qSsZo8PYuLCo}U7?dSso_&BNiEStFEcd^y8Lr!Z zogg*?)IgG_z+q#~owKQCupQ2^5`=^OQ6E6ra=(2a$K~E>AkB(}7+_%e_qPe+Fwo@y zWW&wKbZO3PCy14OGdQ=$^E}})NwTIbYvxe?nB8F}_5z4ton$)c#MdAdBin(EesqP>VGVRJW}YNgpfMn1AiaKG+ zBej!l)ug@IU$PFtAu0Dyh`d5{ukTSwV)rd7iO$TRldAXRPXy$Sz(!n25Mztk?je&P zwmhxnfvxb61~NI%ah&Z|K^V(F30>{{2E-2U3b}F`wtLkw&i0WVMvD!rM=c;g^FaIs zRu0J|VqDwvl9v!Xo^`f2>45B;2L>NN$eQ8T8Xd~261#GaNT}Nn&+281uoY+Wv-bF> zWCL2IMVqAsI@YU#AlfEiw*|!RBHnM+7b}D4U`^yV1h;|u z>O63HyoRh5i0+RGDEx%^8!&EFvo^e6g0CMs%*){NG-pa7>o!~GgszR~J`o~ZD&?A}ad+vB9+1kYN-?n@)K)r2~dbE@A zo)stMv8|4C7T6yNx$SryN9cnP#8#?W6+yf+d-SJdW@nDt5X1&hJps<0@sF69-j2P% zRtOIfu>UGJbSBgFe1e;;z*2zXkm^yHpR*zTtc^O7Ao_s>P8du$ugHqF6-gO#lTEsy zJL;#p7W-o!`@ldwTX-1s-xepgr9_9~7o5toW=oh;vF)tlR<*o+wqp8C31ZuPJZ*pp zSbc#n%ho2g_d60<*PFeSR!qoT?_BgUs|gOp-_!#e_Io_{oihA^nXk>7pNSkBzB|-d4h^&JT=RB#@trL>-wp$@N2SRSPhS=*? z*>iW=rx1eE6QZ=ysb_`8`yLSTo7iqE_eRo_dD4VXbRXEf`C`a#+A=ga<9ngmu_vy~ z9yXJ@=%wdE$?gA4$jpZ4To{@kds4F4g}3}Ils*hWyaPRmfBx%GZ_~|^-!GdnJruwE zTqq-xG{0k~&}ff6LmotNIX#R^M~@Cm@4XEt@xsvPivOWM@!2ae&vpctjvE__pMRRn z*hQfp{i_>v?~$x)`RrL?>6>qa<*z))63RoP^Dhg{Pdh8Ys}w@Kipn;QbI=10 zTcHQMij8WkQvIvFsO-80I-1q5tYYyBe;dbpI#JE#|MqB=v;avikR@MCtotwe-0SEW z>U|rdSM7kVW#FB9(Kz%mE2mna?NEF&wtTU?wn21{5xizq$|Lyw5ny3;K$C4Gi0wga z265Zf@GiB5;l+2yhCe;qkBojYNMjmBmP%U$3WHUjWiK0&DsXRoM zP`1abk&=s0K(<3^J00hsJy+79A@mH{oo_%a8hv{zjx&2(+8n&qHzbJDYo_1r`S)k~ zlrBfZtSvz-QD7P2hcPJ3X!>EFrZ{N7B(yam?YpBu*^*2>d&V`v2{@Lujz`e6r96`g zs9CBSv6&gfk_WCYbt)Uh@iucbLrX$ye+*;GJWDJOM=<%I&MYjaENcDG8-lnPYsWsj zvrzhWgitjb)l!w!4IR+Wg6ktS5X7$YFGST0g%sI^&-J0#VVRB@+`s=&X6b#58A~Z$ zPPTM)V+8a66zASl6m&Cd?Y(&thWGxwXQe|oeae(f8RH$Utx;!*=>t(-jl5p@9$q&U zGMYBf;;*p>GKf}oL1VDPWe}Z~zI13jzR$hb5rc9EjHS6m@6W{Xfv5?sxi{i(Hp6BF zw^X-3R(w>}eoHdtai-|psEHuXoV>3ek2CB;98Z(jj}zEa*xZ!OZ}OGEh|Kq-KTB%d z0O9`L?B!tx`l0;*$G-i+>T;|NL0oknk{3@ROP>WFdxum<5PN2g#gSyGV-0L&?v5DK z1|Hbg-riO|^Y$QalOc1>2C%H~y_EWH4hC23&@>pb@~a_*IYAJw#Htz@ZDx#T;miDM z#@TQNK`Fb}kijzs$M2shzvrP>+YDlztCB^JBjY`L?0vlx0UTLB615RooguDW%gfU$ z&s(z=j^!*n7@3`B?WAjRFY5Hxp*b1H=OlhsPtZ|)C=vTBouAd*5BH+I#_d_?*>)u7 z!RclfXUlNT8JIXNp?Z$&F%1k;PLIad6Xa~*C$DCH64R0zTjCnFA~ISdwb&hHxLAJg&_XQ?LgLB zdE|a{)X_Mn)X^_BSPy;NlF*)Ok~U^l)<^IwBP2OS%!KUaP_^u|!BRV8b7uxKf8{gy zkJ}(XUztV*F|x`aluK6hAbt=6#4OW7XF$LTjKoIwX#J23M=St>~bbpuqbU&nSr`84GatLCBUme;i4^yS& zm8qp*VKpJO^Sq?|@MLU7_lVig-60GO9{1eRNqQ%H(V%@xdM6pg+#55REit{2v%Wq- zUsgT&K5Nb#t0RbQ=kpH&9>x<8X}g<_1S;19K-XYa^C#G3tyo`Q_EK-K?8Em=pGf9s zt1^A=!(H;&lVE^xI9%YLbKyW@EO2{5It-R4imnUU#D=_9I zhzqa1itNuBq0x_i7MkpLP$)3d6=A%{?ASYR4SB6M2@TJ_AT;c^3nhgchO$|+LeV{U zgtB+vATzc{XnM`Hp;7N0vl)VF=Vn>y(h1{2(Zdgf=&Ay_XBzecMRnV=ZD32|2Hgq>fw;zt8Zxj*7mG}>v`(4b4VY+X(w|L-LU;R%uuwY@K+x~V#38jNk_x4*&@&A`WZ0O!0x&-$Yb z)L(@BY)N2Q%PRg&?byG)yD&7vfB#2<^gF->Wz+DyyaPMk64Ncwbr0jbJBUhW8?9J} zftvTh4NWGfzbDmVzR$UUDwI^NwX&C0T+F6cUs{Cz`8?aR-93I9k7A z->=E~BSE|-sMYYETp@^!UU(A&>m@Q^XQJdw8n&a}`7sb?W`U;8K@EquAlsg#G_fiF z$D)`>EUKXEaBoFlzHgF2Totxa7#7!mLxR}s;alk!IE_riz3B0$QJBux>q{tEip7ZG zLWo3_c^!T8FeZ%lJdjd|DpxwbG@LBCcR$Y2S8=ji*2=z1+hXJz#b?yxPz+0r1(mzK z$U2fBwnxgReEu^Sc>^KNsrHbRMNko3h;h3SM#br5bL~z9YXhIsYKECCFHk1CCW6>L z$A5urlr-C$Yh4EMk(s&mIiGVE2K68e>V6onzn~9s)xmVajbv+%MX*|aN+YKy4*s(d zAYJhkYWUPN?Em{PhV_UU%P0euPygX2WY_8#sC0EPLi24DEu~$2S z*eoQohi5}zi|q+yV%v+Rx}k%A1d-qmA~dTbh+V6}0nd}!{wRiMLp&LWY~3)41~-G; zK!;&`-e?S9#}VvhBc$!A{RsD8XNQ@ImRT?2IvO;t)E=;w9XlS!!nP1n>CiD^AF6jK zLDr4GUqnQ)Wyb$ZiONV2rzll^AHy?rJNM)>_TUl@^d{hR0@xqOJy!{ku=yVd;_=9u zRvea1fq5|mv5~btQ#wOhP%dN_oZW{Kk#F{!_bZo%a^~rem)4pfHcLS=)KaxN%-oE9 zAz{t}w+=XaY8pD9jK;nRxms49NBKU=;?jq`F0+UI?7Ad~&HS}Q%Bl!rKl5|su|YL2 zeS(37p}Y}t*v+v(ha8HP1gYiebXYjV!anXdB1g@zwY09zhspfzm+$5nL0q|{m0vxZ z&9Zm`89kc-m42MtXP`W{qs&fqV@(KROAP<(gTgQg$LHQCqvsP;)1*pvNOhl;ZNJl* zHGyEBhmrLYILo`@WIUZ-gWWi{Za=!FoxZ)0pX zgUGfTP9bNm5y!6GbF&4%+l4)CB(_=Ms)32D!~uRcI^|4A6*KHlpfuO#D5^J8k!K#~ zQ6z}7@s7tiWg`MPNf569QgTuv62DvcQNLzMOP2uziAZE9EX?RN>%*b%Ktj^~?EZce z);iv&LnoKYIuL%JN#8Quk1zXT_N8F@`%DeYUFn!!5l zEW5k}g~2kpW*)yr`y?|Sk4Nu5l;G9svis6STIt7t=NG`qtd2t=$G(@@UT4J%t>*QA z*gFQupU4_5FKgSabPV7OdYo%$ht|)hDh`3Pha#&da#kA@J{fz;L##jN&}9(BjaIx@ zqS{Je+8Uoyb><;#<;D0tEE#8G&7bPIeNX09BALvtqUy%nN%BKnR5u>_X{an&qt9l6g;DJ96DI3aWGF`N$1tN-H9 z83}>xnnb~!rQK)gYJYaCSxWp6&T6y7C*Ux?jY?s&&_9~;xdyJEfd3&OhzD2pAhu7k zWzY}jo@b8L5yS@G-@uwa#m`iqdzk7$&cW>LrR*IEYXi?s0??*NTasmd&iekd$pQ8~ zY)7_tZ=Ti6XVgG5gGt^*j&vXZ{OVm=gcdw&|3iDZPYJ--pS^PmKCLzx?aC%%likL? zmnc09Os!(m9DiIcjMWjuK9>XWZRk6*1bbCm{4xAUCR#M+Sr;pVTryYgbNO$c`yt4p z?(8|Au`UEQX0;E5hqv^@iD9w5bKicM2c~7Hf5dSiuPFf=JWS>D=acpMOb8Hv1-tAS z3VQYqO%6R0@~=&pf5|zJeeZ|*$DK|&>K}iF(FFE`IpIu=I9F+)~NDJ;10J z=WjjwI2VVq;e$i@hZ88bOpoTh_X`am2^;OwpH?tbT%_!BKK*txujhp&Obc(jF_hl> zpODwJXW00j$B2-s*_X6(GT-qJ<*dJa!F<+T%DS3`f)=!G@=#te%u+AB{*MF>ydDbn zJuI~N@ztT;#%)8{+&Q6a-aN?RR{S^pm@~$5Fe?1#4Pp5UPlbY=b`P!o@9#O2jc(w@ z;=67SrB4n>_C{V~&N%VlxpIGnB~}jPz-rPgnjzuxU6 z9hP%;+~A1PU)|r^Y#DwrUbEs zkr`8#7iy_tNk)Uci_)_~qhdM={W5r?Z!Cc%sBpn zY>hk=Ju|uXLYXuA`pcv2OAJ;=5L@2yZ)6ZB1Tl{P%P}-Fm2eF!$PV+V}!UsdU~ z<0kD8eSS$w9$1(0TrrUtsnUD`@R(J9t zRlcl_AWr55{+9H;8zDLsVW}}M>1(ekNvK5_%g&doyWt3o%~Nn>SUT%*{uT2Km=WI@ z<-7yV1lKYR;(83^ND)}?&+9KrNO}xK_TfwHu>nMMHm5weK?*ut%|6rcmmp4i5T|>r z%5pZS|Fo?7gWTu2I4|s#3MEXbdK}a^AG&imQYs?+4BRFnk0guRKsI#aK5WKw=znX7 zP65;Agx{VBv9mwX^hO@%()gwXv1I5o?6ENz&PK_Z$<~g2c_7d29uVa^x2hWkZrqIA z7y*_&!1xOKvu}(tRoCO&CWsCEv6S?)1f_h$e$ZiL={J5&zzDJ(N9CSG;Mu3F2Ybr% zOBrctX$d9s2e;@|H@bYYUUP}c~pyXz@`#6lVU5m^>nK!BM=u^Td| zCI<7H62y|KW|cmHY&3A{`;eWx6Fik`!*$rE;0a1akAyUA&e?7MuKmbNN=sK}uE{-P z;GB4U!I^0p!*&G1?a99C55Cno16B4Dy@S0u5S>6>!87qhoXQ$7**MgdEQ=}8`yOYU zJ#Z|&xew2Y&d=(G0cKV;&Kw zvautw!{N()N9H*=gmd_2NWn$uZ5u%nT@DFt<*0kH>!0WBwOZG9=(uMo^Si)xam)Lm9~R8SmMS;HGW) z+zf6ud97bQCOGcD*s>pCPxip!b~?mlmlZ)!>J&OHU7Oj>DT(O&ta5YHs3l=BO2PTn zv^!B>oy}+en^Gyh7#I>Ivd6OO7u>C(ti8ojs^t=UlusRxp~xUYH36_RzIA;11Xs_So>0 z4tf9pKmbWZK~%LR(1tdw%JjgvVgfVj(|V;bCBwh;0cwNZL$Jp{ssvb#@M1GYXg zjy|vz=>u)U_9axbQiwKc67nGZn*Qv!p#dc5{L_w2dd)UC|MJlMjB_Zz{ACq@qPO1& zMZf=Ls31$W(GRbtobcJ%u-sbB!7SL4G4F*EvOmj43{J{tH#qj>(DdkI$oAd%E7vHS z`*|p&H}SHk9_6rs^lQ?THoN-e6-xXoh6E%NnN3BRi58H=2ZrVs|B%e&iJ|zO|Ac}r zJwo#f>C@a|qm|b!n?E-!`1y}R`LIDDzu#`5&CPdkFs}o{ZRID{%@1XBzX(OIz7&>^ z9TVzp(<3yduWr3f+pV}b!LK8Shb4czE|gCi8|oc?LTLG;tH7l}D1Pk~dh|XO>TTC2 zG&}9IuV7I+c|s^8(4c%g*WB;W(DK^fkzxGRV4}L2ecfNBqNFI4j2IqDhYt(ol-yo9 zIBd(w%r751Jjo``+pb?|K z`QK0AkB^{1Zu?s;XN6ze1hfYY^yUn;z1eB#!sF(aq1Tlp1aTvjzSIS-j#Yw#)XF#c z=%co0*$(~WJV@m(~;wmL;4>J7 zY1Rn^c`3@zXs&NxT1$5Ci!d{qx;m0@bp){j@XruEBOy_DM|k{@wc3v;9kXa4bO*v^ z7|P=w2*@ArT$w?v@n_Yd*koy^?M(}YXXL&J*f>GXisFZk=ORad;=$WZyd6xfUynb z74%=uymAGj!CQjc-jBPJ34XHC%`3_)q-)IlUK@hg*SiOFYQDrCb?ugns)x{QjU%En zYj}zE8wqUGwuYtu{UCEL0;3~(7#ZCpY^rC3VW#pwF^q?B54MIJFcQh=X!|DLhGW9N zo26_vY-1K_&*Z<4;2^`0v>)g}7_$oK>KqWs2dt-G)L(VPI3(J2*h_fY_sZwc(r~kI zRQCs;vv6=oy8Mi6uMfCqmfNtm^a1SYjaCqw@8X=1;jr+{=%V3?)iE7^snSaIh%{jmF=qpELHcmdX z&o8I6^fsIY_VgG(XDJHj;?MxRuHB z?L+TB%a_$Oz9~U$ukc&Onmt?^_U3u~KF?`pi-VdzC!2n6P=USB#cDWCKZCw(m2e0F zVriucrIZGR!~3tY?Q>^Yd`sdF2kX&1dj=bwiX+Sn^-MiS$MvVkrI$GKttMg{En7ZV zX(U^-OqCNKp$j}sAlGnOLNr9LI1pKU5C)39cE5I5gN;F96L`-voR<;;Rt-4_z2E?z zx3m;g0%9G0SyO^o9pG)&^>+-;hB%OS=FB*Y^WMrY-n&`cS6f4jVo$W=`S~@$b^c95 zbPjrwhSwJAEg4G7D9DIg=v%%7pUjDz?UpFd#$nm{yErS~q{MV9bh3ldSr6x*ft?i) z#Ae3dha=Y3C_53vcQLY3*=NwFrQ{_LB#!%UM(HwsKNel;4xGL7Ik(U1)r7L_jT6Ut zCN^t>LnMgT2EF*+Y(*g331ZJZxUi&BlKhr>y62yjliq=Ny9?WF`%UVFGa>w1W5akZ zR_*wuo;m?i?(Yzy_Ts$&ht%E~=cDJ0m2eES-W=Pj8BQ%ls%PsThA#@AU@L2XUV#H| z7pmOcOzG)2IYTWocp#N5PQ=!($AS7julo#pw>`FjeM>h&raRY^ASSVhe!P%}ob8fz z%Ky>KOaH}(oZqeaY)cF(`#tNeWTgFIe`PCtWXdve(N=k$vr%GZqsDpRBwlAWMkTpg zk(8|-O|=E_ljO2jZFAPon(f{e&e5Ea!?o)OAH>MYdTj+Ja8T0zno~^z@ zsQNlT|IZ@}!-v?{%hC4^1=kB9KtDkzyNzp4fW&QMl``~^eXN)xs4Iqn&_npU8OXEI zhYfbOH1j^3?WzC3$}pqmR<@h!OfrBiwZzT!z019Sn85EA=mC;+mI1cSjrP}Q?67=* z*Y_fJn9<=D{4wLOOIorP+f!I|B6GOjcbSjb;T>^wUP*arKPMex_z6|)<`59S!emTv zG$Y0`kwyHz9(wHo=%7avgs!b<2KL>YVJ~riO%6DSjOGh_HxI)&qyI#fY8mI;mIN#O zmj1);-OOPr?W-W`mf{!i^NwMEAIF?qqR*s5+e;rxI-IV1>TYm(k$>IT3m0R9>J#x* zU%oSa$NK+W=k{$>W~zs>q`hwN=*H}|a@oy_ZEdoUz8=4>MrU{Z)^Om>Ck`mPl7Ps#lGDJzvWr%*KHt}m1S8yc!-ukR+YT* zT39}Qe5G-f8d^-eVsT+88##yrhpf=9+fg#QTWEUvnW5h1TarP1UMT-yM9A;kKQuY_ z!qA|5&yY_K)w0El!;<^%45bg<1=-vpH2&$YLeu>Z$!ZwV$(1wrl2OA$$wT*qvQa}r zUaQuj!EvXB#)ljh3R*$pCc+PC!g-h9sBx0*TQck1Dd<{3gV%f4#K5=ZQ zm_3!u?2SS}ABe!+_YRE@I3N_i`bsGN(=Uiz!Y6sU&b^rXk|B)K$!6L2<#Rp{i*Nr|SoZWIA#an-$cVilG}>*CByga7!Msoe z3B2^dyHIGb@z1|Bv^?wkp$y`5@dNjS(%Wwec^hpK8eM#4XteWgWTQ6&TM~j^hdlnr z9}|MS(FK=C*JjR3K26y!f3#q3F-Qr&sg*(D>?Kg=R+_ zQ~8=K7Z@g2UH#UAFb&`Nwwxta!|T|hK0$$0a>3tV)!2pTk|*K&JQd%H9K;Q@f|!O6 zY%k9LQ_x3R5`<*M6n8+Gzk9R!l z=tOB~rT_cruksR~bB69tn-7D6Y)3GX-`nCZ+08n&M2gX=6Cr9xVk{WFxgSJMHyrQVu_>z~LaRXZmH+%E1hJ(JpT^<;0GZ3C z(O{@N+|z{QBslg z!F_}+HoB^_9f!l zLW*pK;hOom1^`_7*8DI7gZt=h>A{OYN+V3%BcDKyOAZgFthA19Gp3I~nN7)IKij~9 zBzu;!I7_K7whKb2I|{2LtQp>BrhmxwEsJ1j+wCd8Y@ff(eli9bm_7U)Ym?ycKBWeD zy1uI4YeNvTgv7Yy=p_2MJRyh|a4#(}Z5E|L13w+OfF4B^G`nvW4#v4{3H5)or;3Y~ zho5qg?8=-o$3qy#_j3@n#W8Uihm$q`AK-V-@z1ihhY|$fwH4IGE3h%6QG$Fs-qUZ> zhKX||()y<69OBIp#LMK(1$=i^g=l}w|leD z2|1Jw9VT~kSPsT0?ZSS#YR49pL`M389QeLEf>`;ZQ^fshzhw!F%%LOhZ}cqt0vUcZ za_H=8dYdVG44@fGly)ab)N6JkavM32DFZUExi&w4n*_0PO^2UO%bCc%W01L)yibP# z2ximXhdgYJv+ED^bX$(2;+JnPq_lKdXwUB~muCSx<=m{r5XzJ?G;{qh0#my1_ueRy zEjiD!dANs05o!NC&%u;=Wn^#?Oo9B_8yUQ+(uc0;n-Ii0^~}7HFhZ<{^N@RcaR%km zP*0fzp=ry3_b@P&{Rcn{9}E$ilEbb?!^9w^LKeLV^1L0vL7B38GP;h&$y5xN{c(Vv z)wOAoh3t&LBRmAycbnW$6UGm1-;>e!iSim*`u_-*q8Z(>bo`cL@S} zh`zvi*_rIP3&~>Zk`X;^WU}p7-ooLyHT{Zy!TGxY$K_ukB&HKgVU>zKan6c?hUW}Q zmA*r^wdGFL^$a-DfoYqEx)_llt_u|7HL?wXY$u34_eLPgCt)wPNA7pVCtww^FCb#A z(lQ61z{vzRYnQERe8?I57j*Z9=&hGfVZh2+=`djSPGsyni4o3@=%Fd7m)c>BKmvdm+ny*c+Rg^WMKJ_m}a5_P+%AJ7gd0&oG15 z3K?m}p4D4y4fO=}y|!=%K67VeVo&T9PtVb`YS8xCjkzDIU!aO(b_wtQ8|1hpm5=5e zIn4}Um8{Icd>*3&x1`wu^nJ_9o(n?mf7oUCTQ)_v*ieUlCNs^)@|-kBZ??@=dn&=< z+DUp4PvRLcp!Bq!jk#}?rP*!sCD}QaHZSUp+Y*4%0Xr9wlVtnPBjCOdL2CvybkR{> z<*~?Ctkn%~XJ1%h#$bgXP<0`5XrJCofW-6oysS28fI%moP1iSrHILwZ?#1Jfd50Rz zmr;&qAU;_u;@M{ENcO2c)W4~pHFGZC>d!37Ok(QB^0ApWvmz{;Mi1DlE)Er+eHI#D z^UKiWz{4stg&~m(AGj-&{Fl_2l8d55{ z{?=O~i#VIgC>>`Ry%az8PdVgz;cYjEWt14s-+t%N;+mf&J&4&tp>*8Xu=vKmg!1=(}4e=+H6gNxXdU+o62SFg|;$(ERt;hlbm3U$ek-KG`zJHed4ktD%_k*cCHB z4SDT5g?iiX81mb;3+0rMUOseCD4#t&6!hpFnqF{8Xtd+b35i}ZVrVG(_e}|zp4YAe zMEXvlV2dph!hP90Z-t7F$A|pxy+gCBe-Rq?uzYv*_HVYpP@8!a4;mPj{OQ-Bf-=-i ze*XK=^q@m)^R}#bjnzB{pcmSQep~dGp7=pMVhu3+2!Gc`oG<4Sq^wU}J?uVop%-{h zBS_GmoIh6n#EehQAFIX5VH`|Q*;&}Y**Hx0uuZ4F2onvo)3<@Mu~O_r^y-P|a<Q|_kks{Qv!5Z4~7)xI)Y z31YR6*HJW{W+S?BR5B#}++2>iC?AjVw>L2?jA}gvV`~ORh(<&qPBYWljqFSN4yo|i zi$w#$sMO97#1})@rkR%-ED|1OCS*EWD?jbauiu0q{s=?hUpVM2`Lq)e6_?_mt6B=t zNWGs?V(1Huijxou_E^g_jCA7Og+a5JY_yYmkPU>BQ^R2j5v+@NSU01eiak?O#Z*%A z6$~4NmcehQ@!(l%(*Dg);5_%)JA>cZS0o+wYJMED;z69s?IFG{XP%ugsH#4ut0RcT z(9eAwA-E9+&$+B;mka~xU7U9RpzK09lRXb5{6GYuQLfK$AHCN*pnRV}8K2BR03F&_ z8l?k)dpHp~MhIJGnp>4bTmn4BLOGs?&H5*gc8^(&*|^_JQ}`C~w7< z;;5K?;pZsi+&6n;oErUNbZLr#WpnR=?6GwDt{C8!2HRvc#@6ZxVn17h{S)r}JP2UR z6I&WB9c4TNgE=&Az?tD|?b$4OZE1_^Fe(?~2>m|9MNJBR$sq>Z2w=fxALf+aTS^B zTV%)@FZ>LK(!E3yHvp%riSq8np>{9X@H#Fw;eh#8<9u}lu@0VF$)K=A`q4OF4j_0Xvz*=}9Avj3|EBWnN_JjA=2zx$?@1p11?Pt{ z?OaGbOL1pjBlGoZ`}4O+5KB}HLgqezp=_Ig(~;eoeau|1C1r1XcVTFaQu%ZCM=5*f z=dUkF%B(8S8fGZ}$|tj0d~TayjJGF9`I>#;fV>x$w-R|#M*Re^GU0dC} zzU$wqAB?9LvyS=koWU({>>Ywb%IqS0)mAq=Q{Ur^d>v{L;ex;#%2U5*ydx84E=N#!Bz&i4I-#Pz4T`g z#GewSd>!Y8tuz{-vuKF=KRijK4ijch|8+X>=% z9AI~1*9^iYwz^VR`iOc46k|gp0&z$Y6pn7Oy1+B-@*Bv2L)?ZR;Jn)vGBq8_nxD`I zPF?FroLnbmRMV2owCwOu30}x)^^1v|u}Yl-Ig`vT)HaAaNd{W+^I*p{kX*lFrkQ#j{mV7F*L z&LkMz3|i+9%)M^gQhbFYAPgeSrVjd zMY3P))-thuQa?=QYYjHOkMn4-daxIE<=$sjY0^jZ3jU!tXOtvu zH(aBH>U4C`mb9lh0$tQ{%b9Jkn0Au&Y`^K*y#GqGBO#<$H`M2cLOj}Uc|My_e65D0 z?ePE{gC-`wJWo}E0L{Z?O zYXh#kLG~WjiOO*74+H2OR$_S$-_gg&jY51$Rxa=vDnRcrsM*#my}1`@U+p@X>pH&3 zG-QVUiTCg?nJ{o}HNo4Gv(DF?DETIOb?5$z9f`SpB|e0;&-9xeh01Whnr-K-gawPKIk<{P0vn9 z%!-Ei<>*Bl8juv!YlqPIwC{x`d+fc==2w>&t|%=HOI~_5l>7^V^RpRTnrFes!DoW! zXvLT0d)~(FLgPz*6q@XRF#UBILY1aOOMeje&=Qdx4@Oy%Ms z?}U>3@1o@L2QbEBhOTZMTZq=YEjorqr=1a+9d%;m=cgCV^6!@1E_(6#Q2N}{q5PA{ ztObRm9weB4oqAL--KJ+~L@(zid+i(Y$iP+(mCc_Qir;!OEPd?3Q2y~GBEZ0+K4(aB z;8HQAOZU*|q|+*~_FB0;Y zAXeDXr#I~LrC|XHhvm$@0J%`XT3qwq=(Yy-`oFkVIOqgoW{Zz7*zE!D7GZx!ICE@tjI={ApHI)YfEW*A12S#zI*<$iq5 zX^^^>>C(tF1NWtgC1F#P>fi3tA|duI1F4|67p1Zdwf8TBoa=}~uPK(ZhU;jA&`qO> zM#OOcUZ1AnAV^?*#5hxlxF(xd(z7vy=Ybs?CZ!|WP_tD1MH#Iwqd{o2ianc0AjFq& zMpyp5a&H(EFdKtzAyJW*I%o?qxCf4gy)`yh?6qRv^Z3U_^!|nTMu?j|yfZkhj^tP^ zLCi$VoPHKu29W{XnT+=DLC)%A02a!CQYOoYR}K@)jr{^*vJHzjlKwYC7KRBB<2{(` zS&&a%38K)@{Q{hBf(#x7;ok#t;eWtW$LY%$IAipPpxk?(M8RjneQMdXrA)RBYu^L` ze>B9z_7I>o8J?MYVtx79UQ?I7tYfGmiHhA1qS62X<%qxg2iZ#Rvxl~3?_L7Y*$El) z-t3a_FM1jo9d9qIqi{HE&U52?>?L*|&zsKqeW?s!)O}{3t6acsbp)}-;BSX64DS=% zVRnOxO;;TF4G?lFJkKMC9z=Pv$HW=z(IYUtGlxzt35>xwP1;M6A`{l71LNByh{a|k zvdgkDI<@xe*dUw;QP&OZZDbY6MDc$(|{ta{eCrrHw3 z9FqxoW|={+cRo(NeR3#!Sb1(AKpnV~k;Sc$JBM+e8N}6${gQ}l*5%rC(pc{DLDu@# zr^`4)>B|a{*o(8nNdLvi@xer|+OlE^&gf$}e@`K($`Xd-AX<|i;gG{kIY$mcW*x%k zxF^&5;eAj?sY(Cg&)?cGn9KGTkE5F;rOBICI(5x-GKg-)F_z5L`T9>1d?<3-Y^Lex z2%Dix9FDHzd+dSkx#|#0*Qt(Bmt#!{Vy9(k{`-)Z?@<1-1M=`fGK|y(o##Act4IOK0X^u|+l*5PDV#HiOi!1?nO!G-qpJ)85#GUC}dl$G`i zHPg&2GRtdQ?z}Dfp!aLc7i6RmoHduU9oKLcB#Aoy!^qG1#p*GYI-P5?gq7!(tsRyl z7~108-xghFFZ3k)S=Pmf1aV!U7_X6S2xL1!tTS#n@^2vLn;D|&NR6@QJ7Qn&iEUlm zU^&mv7pW|*S>Pe%4-!~~{)PQEwB z`PO&ihLE6@J_G~e-hqgnicBm=0QTZc=(ovNubW;#oRpXEAxB4Xo_dz3aWx0K_Sl-+ zLav(OT-|4@gU%$_^(KgUGm`Dc+w@Dg(vMjAT|bMm{Cymuv%#tnhjK@P8ST&4gP?qe z_>9MYW5D zq`voJ3?!Gm?ppgF#Vt2oey{xauR#Yi5mcFLC@8a|c_Vp`d zSzCIVW0-1RjY8KdV?6!}OOkU*0@}aSRd@_S zQ`X-PKa~OFHQANk_rZLY71BE4AKI57GVl3@Jly$`!|I5ipl`8V6Mbn@o=xx7E6+B$0m}T)Ed5#XZZQOB z`Rva_lM_#-M{0KriOOeITr3@2LY8Og(4nDX&YYw~a$XbUM-Pa=efA3tx^Ba(a%7)C z%q|`OK`5b*ZrSvimBL4X;zBcr8N}@%hz~g|G+>>1HISASkiNz53=B)(emm6b+C4Nq zjO=U5NT;KMQp3wWnjA{rd?l29N>AE3b3gx=N-y7j2>wb}Rw1Mo(3&Q9c9nW}Dr zucaeCoZk3k430^A^rmxHM;b}M*F^M;Ip_oWEj)j^asHTOl$CCuLUh*g=#riv z(>+8P?FfqNfquIkI!V<;$f|45XJ<)j1GcP)a{&ICx@rd(3F4|~uf>07GeK-djis7C z#F&tnvjlEOG&70Au_*jwW>d-s*?J_|X)5DQQAEr}P+3oh51)>AvqvoxyAj60rDRfc z<-t|yuE4lT%E-_=cO09wBZk&5X*izQCpf*9-&2Bk84A`<=>xYT4|H|Idh`Fr**^(# zuMdXi}T{z!az9;r=giM8W8qEeh?z|J&0m^{Pe@9?apb1(`=;>@1H z{F<so$QrGHb1Uw^-x9-nDOxu4Cg zXHDfvmfu_8ygk=AIf;m*bQ21{e|LOv#_5=tDSwE#uRh z_w33(Y|i`bC-pWC<`UL*DCM!f51FktQOdou99gD<=d)pe!e1yK_Av_mF-Z^N%E+J0 zsOrj3T))3c()@?=U~iD6WH3fwoYdVcoxvuU%DsE-4cyA6l_ zTa-Ta9`(a{W7#wJjn1Jl7+^*vpU8bMYtnwAxinT1#K@G%d@Lt`6)pxU63^w6TRLUhfF$rK6O}KKXh>-&(9?6{dYXofBy%L zNA{LVHf5Aq$evL`AzNl&G&hFzw6Wcy6U=q zzdyd;zpj6}<#k@?IUdi)xIgZX$Ln


|<%p8Dn#7xb(<%ac*gGG8yyqk@#L8-MY% zFx}{GIe0oNj#p!rw7Jk3mimeZr8IbYJ?WfbpjKzA&uV2s7vln#e3z?3AFW7bds+I) zy5>M`OTd4u5oSrH!paOvCh`oXI6JD z=euNv7Mha%eYa(+*L%mbQ;S=o%LMB!P#a|>G>cQho!$4V?YN1$ZXEVY%D!oKqjldu zGnBg6xf=Ccj61K>MR9c9;L3Zy0)L@Aiv4~k^YnTHAuU1Hl|90fL+@{iON2c#)~5YB zShUFY#_e$Lpf|jVt=H0roK};}--*aM@=hwe#2AH`>XLaSv|dYk;Y`Uw#r6t2{B?Bf z)^vosE=F6^VSj@usqxO`@{D#0SqD)JtC*;U?k@<4wIMmca2}usI zM-E&~;K|C>4h6r&XHRJ`92Cbci9b2B9sn!gKEN;g!tzaU^2Ur%Sy*Jyw~(UAc-^1C7baOqh&7Zv`u3(o>#+Ab&yTwhDdLbA(lS6!W%B~`SJat)&ymTMtwmW zCUMW6TO29*zT*w^BL|l6M#^y!J5gOdH_A9~)}4h-F1MEpb*#S=Q&dZVTFjIP(Bz6( zG!`UbW7y2uE8;3f=X-hxydKkwT#tuK;B;t9N^l@K`0)qS9T&teKM1{k{-#&-V$3>9 zYYaQMo`s#Oc=2N*9c&Ug%#Xe0ac#RQC6>9>@dSRUwLkhs$E$fQig-($O%tJV-SVOy zCieo*!ZDTjQ+j3lOjViNm%4kNU&@-;pjwRDjGbMd-rL)_^k9OA;_TgeSl6OB4n92KX8L5IrD``sfIO3Z2<75I_FfP7YnQ1L9SMHC zaQ!J?r%@wm@H?s*7FinwSe=$^5lfru^!=4*YS*0OEg{@YTj1BaTB~yitD(DwxVcY8 z=7Jkdhtn~~8iYM9G+N8FPUSASejA|^fK*b zV&==EMrK$S`AsEVtnd3?#&hke85$GAKR0(HfT>-^cr^IdEuDi~IZ^(X4x?WHm|-)9 z;DFX1T5P=M`_@odY~69uea6>ipIv&@b9KyoVWf^sIUcnuto|;sB|dmJkIp-cghg@l zb73R(i*!?~D7sVLHcwsCq2j1)B>YC6RsvQjjCFq933NL-7>us0%%`!OA_5`hZ(B|A zYSkAW(!KA-?@GH|Jx|n0-!ormbt!ABNrvF;<*P?7{qgdrpEMdy>W-2Z$IkHT^#xTF z1}>`3Dmyq`-OwbWD-d5w=gycYrQT8q*yCv>pm^lQgn=WfAww3n*`q#Moo+WEw);l6>8oB!9-m*mY}^ zd?+nlJ>YuSc-l_)b^@O2C8>+=jtkX-p}TD>MYLYIX6#7c3BgSM+3qIaFv;qOVBzVs zg|X5E$o98;_wKZ(h%Z*L9(FCWH!yXjr?%_#8EA*weHMwidGIcL*Ny7%dYarvfAU6W zVem>p7y5Xb%BKG0&Ow%=dyKvVPBlT>jTokP88C5Stck3|eu*6t*PVPid(9p_Dl`8= z&@J`WrSui_xv4l#YO5y0T7eB6!oDY6^4YzcorQ_3uIs7(R?9}q^PUuUO)e0e#jvK; zv*2`Wji=tmUsa`F)$bU_x-6}C12i(U3@89DyBx+88g*Izjlubl0P2>!Ili#4bKkl z_X>IayxxbSYz*4^Ab+mhDpCT!C-S1Yv8AP-aedK1Fc%*FDsg<>rf~91NP(pr&z)Ot zjS3feUo@JkM$7A-%`+)Hu4?{#rR)tdZj$znt!PP!vWl~~H*+krsI!~z9n(Uc+2|78 zXyS5;F=o*X9+nQdSNC_>saOo9-sSjAfAbV^&5YIW0qe77ul~b`9)*c6>RYGdQ?-O|}AtI>v>p0Q+jGQS!W6SHOU+6;u%Xxx2M{r_xPnzyD zjpHMFm_;ObY|hqL$H%N&>b+#pbsVv|p?K3PfUg3pcl_3yL%mfjSV3*V5-syp`qmb) zR~9Q|3Mv}$e)msnXS~zzD;H}?TqB;Vw!b|owL9D{OZhabeyN45VR%PA>hnmREmip# zS&z#)g2;H~Iye~#?SBJEvAsQ58_ z>sm`(x+%}v-HV39kGiT4@k0|oIDJZQraa7jm*qJ;0w4ArVF9rV{G2z!d}uzIt${^_=czP0`- z*EPj;Vr8B+4dF<(2nye4(P#cfbrE=GZ(z~5@$XagB*RN@#@VFjm!D!yp-FQv5xQdV>}g70l4a8+x#9kes>083<#%kG%a|9V2_daKus(yB zv)AVAErOnwX)LY^Pse=@IL60Zxl8rol~cm=k&iDHinJ|;N9xvX(muUvY?CX2p$hQd z9K2K1(+wEyFF)u|>9$w$yPj&(OdIxC@rgcVfGuiHxN}I^tHD3!Y@Q!)sOsx!J8GkGkK<=RP~h)3HWqi^_<6?R2p?V#dS-*hg#4h&3SLgi=iSrC6O0B*U0TG zH-(ll{RuoswG29<-&N9`lW^(a7xk5)U6T=-%_6d~P2aUA%mL3NkC?)`_HU~MAL(&& zRI%c9RWQ!w7Td$ztUv$>Xmzg-oe;s z(v{qy{xXkYrF*w-%LNGa*sG)_k93YSe4K;B$xtY(k-MmF{8r2G}2nE|4{JR4- zI(z&3D(9|9>jfLN|5&7y=4G%3NIjQ>D!Km-4j8;xu&S*6894nrk7pSiFM%tI8+~DF zk-z$K^xkdWeD~+}UZCbi*6Wt{-N}=YcPgOuC9aA^iT!d3f)Nb9v!DsDjsgXDy!%Ho zBv-%{+D3PW<-fzi|A~?KJeX@_=4B*$+f+Ok{th2HFQmXD&Rftn`P*1<8ZdZ0VzQf> z@*Mswb;b+d&PV9!S_OHO#Q#->CI0BGiPUcb6_vR@m;K}9IM9OCM8pf_g*1Bvg26|U zb#>-$p<@{T_ZY?;;Bvaq`v3>Uv*RaN(>raAd5>tQ zo8Ped%|Vg-6Jz)%1pAPkJel5pluTmV8mTOC_32cZEu2%dIN;UI^1KhSKzRwHW)*+f zK@M73l%^Yn_CuuLXtRVg-L@8Q0UqFH&?cr%h}12z>2F4t_$(g^xs4!i<@5>Q3opPr zZ>i74{utsHlXHG1CGF$0XM=dZv07*H9;FWrVwAWJUQTq@wve3H@BF$t@X31%G>TG<^MG66F5Q{(iEXn#p$O zNf3D!qmD7~mDwxsudjvglbz0Osogp?NF8}Rvw8ogf9ur5B1q^XscPCz*g)jS+>-W@ zevHU96LMY*dk;gBcEPW8xT7Z$4r)G%UYdz$843P0c!!zyopZUsOj{!*qX`KtL!&LP zh`?X%bXPLtiG%#!l)K!6_I&Too*v!dp1Eo8Wq&`VxVPCo@3+dzQWEV`O#iXuza>Y8 z!L^m$({sy-o$02Pilntvmrj7&UeL8ihNGy$acFyKT>4GF_7^`vyOAwfXFmtt?fLX) zON#0E&&<@S)qQdkMy}exjZRA}kM(8TKWtUjczM}_*`kQ?9#eVACE2@Y7+lRyj0krZ z;N(v3mfey$t~bxnKlXlg<5{=FZB6phE-tbFXjOT=H?1z;ajwiie%D zS@=_KKmFui;@9RO?-UMjliwV8vT3+ZD%0U}Ng-76mb=crhr7w_+rL%Ps8#mOTTUK+ z%Sz^NUq!_$Cd!0joqD;ry1=un)->k#?I^bhW^1Y*t%X-Fhe%B^syv8icn!TqB<_+z zK5l1l?*+VGrGi=Vo|o_7btl!jC_~Ba#9HYC(Ru=%_#J9EDP7eh=h1%jTq}vbXdBV& z`i4teWW-Mu`xl{upL27<+8i+JX_YA^A!UG_VCL+*#(KPZ>B_SOo94j{0RD zwOD6V7*Vs_-I6i5-TKi+=k#N>mmK_34|@@tpa}Ps%Nuk|Z^D!42v(R(wk)m(*Q=;} zV&>Oxw0^7#k8E2ooBmWk+W}|6oR4a=)fFJ^Kn}Cn)L5=$rD*6INE&ebqQL)RN0WCL z7x88%pNqmIe%@3dXY^qgFay&Opw*WUE+ zCoUz4hxA8!!?bYqjy(TG0RQ-N2MdiZ*aUgOUjDKsI0KeBr4sQjX%ohlx%Smg9=tx9 zO1zG>CqAPEgXAmym**7F$GT4BPemw6vP*jCc}dV(y=2|J;GOOJ8x!disBqo|(K@!x zz<-Nezi5$HGO+f&30YAe&7bSB^7q5q^lr7oGqErwYx8Cd5d|^$;>L#rwC)#3O9kvn zfH&rV$V;rc+5gK}KTYF@Lx3v-Z&vSv7^%+xTdcn#lBlz2|AuR)nqvHO>fia!5Ht#5 zs@@# zG?Z(;AF3AqCw&ELEJ4H0O%W_X1CgIoo%SR2o9{m;B&GHJy0&&lmW5eXR{A#iS&9ob z4`gqjLPxCi=U!_ybXS&8P@KK3e($;pr<4>K8FRL@$ik@@u0_gJs<+eh_^zu&Hw>00 zEV?MVy|&itbeRnkE5zw-y8s@e-x?bwTFe zhyFetfu7$P2Y&`km%l#u*9KoNr5F3t?PPaT!Fq;tRL}jjxoha%oV!CH{fFVnLdY1U zX#L-_|Ft;+RWO_M@;2gkl0om!gOH3-X?;!+`F(MrZ@^@i-9C<*{Z=+)Qg1@=$QZdV z7IZ*_Z!txOiZ@3!Hx)qk*9pLY;d0NszbngCIJm#uWly|6#?bdz0}j!-LQKsc)&7#k!dAxd0yT!{b5WO7 zJXDVCi*u^^>Up2t^C?%os08g&)Qb)DmBe?3)G3wSf4lSZ_-G}XyDHJax_{o38j!3sFm3N60}>;&v^o>%fu;`G%a(dQQr~ z?YUYi*Sk{V?zqu{+tb0|yBeB!!{m8|^$54%hf=QJ+SP5eYP}M(S>^w3C?bSMHO{H` z47Xl#9y(>jMn$U@J#`-|gdqkh%vYWkxx91MZSrX#q7zX!@L0+w+J+bEYQ0lRWk=m* zugA1+*omigy4U`azB`_aBU19DI>lw&@>*Ue1}-fl1?#;hX7`f?xL8^&Rxrd(JIO}0 zXCURU=*$Qac9ug0rr(P6OB_(;`si%EzYf>&>SuRRvk6#XnbV?@RsfAll_}LV{j#Sd zikt_@Nw;^`rsnI`8=d0v^lHlV+-9B)lv^n0X%xiMSRFj0G>9UVJo?yh(#4j3H(kOz z)aS!sHO|bLO${x5mS6^-YMZgL+ZQ>tKYM@|3-2!$q2QULm?wE(k)jT>vhLe`f@W1y zE-_9pVYyX%jw;K+clT9Gjc;r9UeMBGa-H^ewF@)#{H+RZsRI$GZK(?VeE?avJ}>2@ zUtCGG%mbtFn)hA;odPnqKFxJRCae@UA+Rs$R&gW5izuEDjD=37lPk-LdLT|BdI=b{Oxw|&eu0D^d)E8 zPC&N~*PH56_h-X+^!jHYt4Y|@ws);ok~~&RJ3@EvcrWMWm;%#KZSwIJ4!v`Y91*Co0OQK+iJoe{$i9$dOLX^S=V`Dby6LQ)8YMcoUJAZz`=p!B7N zpNmOsG@s4B9d_|#?Sq&PSp3#@zocRe>-{XlCZ8L{g?crrjVA}z`!m4|latM!$jXGL zO9L#9R~MEBbHd_=^EEg|bSI!R;vN+?(~bHbyK7u>4Bk)gjcqFP5`cIATvK~@w`{j;x0R@Y(;_U+yzh05cO_zBxIinipIczPG*$AZ)lk%2gebS0cq6xF z(T)-Hw2+qX`XH}aH`auETnYsre|(cTa=csF5u+s1rCVvG5jAaCJ@cGKjF^_yMyt`w-G1v! zmyf`1Vru=^6az6c?%^B%?!?`lbejoi-(YiAPgTFf;aE)o?zxSr{toB0`bj!k>#o{3pWsjw9x=lssdU@@{`q98A4M%dlGm^p`V(c-lCT*KFxiJ zq31(oQF}p|1PqysQDY5rC(6I%Zvhz7HO_o}Yk{!264_ZD;lQrd|8!eJ2dzm&}%~{6uK1Ff2jnALm-O>wlDv?#$8wZZ_-8J-! zW)HckK{C&B_z`Eu)<(oVq-O z6WBGncTB6&V0`AiQKS-k%{$G|v_9tFpT&Jf$+sWtaest`C^dg3ndeyIH-VWC+FYPm zlZHqZiP1eA9efn1PgQQwkJ2nQK*rlQ?k{{6=fAYHMAq7J__+DgU`Bl42!qew%;%fn z=E5ra0{GmBGW>AZqhuWF)2)O^S?lMjnmo6<2;{TYym*By>rQg_K zvrE*p2eGcbX?gi+tN7bvgQ^qjoK%~2v)C`(TdkX6%b#V(Of3%#2N@PpHd&SJlX9gM};kOW-(A1?N4 z1*SknF@sUEpuGVU#Yf8sWr~tK_?j7ng?P(-@bgQt@Qj8c0mlKkIiWfJ^WCE-Y_&$gt=zIAovaHP6X|e zmkGfP{tuP^$JY0+0?f})>dx`EwRAT6F_2ZfnMpA8Nh-vAk1-3zm2jMRvZ1_~@Uqv0 zqhEM2h4Jp*gnd(u*F`^DfZ9qBm?#VUc!}T>|44!JK%0i(2PN^?hkQ6n6 zS>AP0g(w!Bda71pX)Zm?XcGMl0GYBL?rj^l6%eR;507`J8&XAGS;xA!Z5k~KbQfW% zF$<;pZ;nkKiDwo2~PkhEq04Qh}G4Sm3rJ*PP zP3lM1Nr~R$``+XqdsM=vcmMK=G1t7|MR`owIbf`T$8V;9H%hB;qcIrU(&3pQrV(KN zQf~0!^k`A?d;FXSS2&r{3p=mcv!fO}uS61|hCK!&sQ6e%*$CC2$4EYP0hs)K0iQmM zGxxO)#>^RqBMGw#TL4D%^{GL&z@JRKgJc*iD5_=eO!&SX!F#v;M!U=0^9vCGeEF96 zUSL<>C=;!MHW`ZjHZzK%@IMEAg^;?!^g~gfsY-dSC>)}Yw-=vZAcl1VKw=gtj_Mp} zEP7a}0OJ1q)-u`P+wD)RHiBl|=Rdv4)b(wrvgjOCmQ0P33%(K$@Ol`IOZJ1zJ8z{& zfRWs z7z-mS2H*0v7Y=9S+z$L|=j)7T^(o`soMVU>$boo4I#6{|+Cfi2M?cBMHnC{BavadK zH%s_Qs@5}KJj4uG*NI}8#6$i+4=o7K1qB$R%VAdR?CZ-CM#WsUdyisHFj%Cz8 zT=cJ+;eVd+3v+(&Pj*4dhd^6d?->8f$+Y+Gl=uo0bsX!x#LplW_@v={o9xk90zVDv ze{9esP+x{)OA!jCFFH9Sr4!+I^9D&;i=&(L*>vuvzMCsKkcGa!lf8Ab?ODw{)ep$P zo$AVraNAQ{Qu|=YxG&>zI5CzfV6*Xlo9?jqcyBIJS{#xf_A?Is zW0Obcj6#-!0Kpb`DTTn)(v} zzp8h;75qkd5iS$9El`1{rPw^S+=j@EH_ms*ZG!|@UD@+% ztuv}0c=9Q+MrbiqIle4rWNXpX*QV~t0OF%`s+ZtI)t)JaMnU;}=}fupU30?d39)9> z>9?gpapcmnW$|NskX*DZBw=d=hRa`cq-KQfKeHYwq8qyJiS)Q=Q@NAwdr~vf;JN#` zQjxocd0{FB=~T9J(oTgP!leu{uPM**C!YlF)etkCfb6+u&Zm`Fu(~E#E`pY-SH8jc z1Hn2F6)9@4o9(CR{F+`y8DbLMD0G#P|NElK9yY))xPleyAkB%MfsK=WH1ytyqd^FB z$lTL?M9my`mQ+jy0H5S6GwTgy{!TV(G8gv>xsq5OLj?6i%_6E6#T>V@GE%n)Jp!_Q zfntwa{ZjeTsZ4V1zRYPjgQNk8@Rul~`yg!H4xF%K2#oXP8hz3)z`O&}vA_g~gos5E z&G>|&Ws!gvG`sh?8LCPil{m=su276-VeGjnyxFsCHnk2XBm2%vYUwo7!xWo_rbl-3jC3j{F=B( zDPe7Koa;OMd9CI`$xK4w;*($!x_WeCBz}EIFe(Q;%2ze%7`7t6+!VRP&ZUtb+hZX^ zVG+xJX?e zbK$Y{4Vv+f?IQM$CH8PWq0B6QSLL(aX*dmmwnqmQmV@ns!YK_K*T=LB+_QTuT7`6# z=T=#_H+y_R`dD69vkSag%}g8e_}Fpv!6LKEqV!M+tP6#XiaD&xX|(knUq59Y54U6r z$Zp^eT_XEZdYr446R~mw;-um!@Wt(D->TsyPu(i7ec$Vw(!zhp;}|f%F~UXNeqiUT z9++^B5f6$4P90Uq$djGr;VT>&(q~>5movkYK*s&V1)?U;>X<6(&p6E>$>>uucS`K8r7y{|; zBbp`~Iu~6?m4nhit@DZ==_+JRcgXWGqn>$x8W;8B3%1ORRB>_Wh(g+wjx3m0bV<`O z5LIeAJ*j(~iDfxblq$+_#0$}?PA%3{YJE<`gW5FIV=^wIp*Qho%U z?}mcSA>~(XbnNc>+kE0zyumn)X8dSw+W$!Oezm@TjEQ$10vMivoyDo&#`1qSI4=so zD%ua#lm8aK{W^t82_X3h;pwh&e8JRQrr`hWJkZ#*j<|lahAfsem*}6E2 z>t`kJyVbANu6&8twUgKG4_(D~OJhTmBjI$Sn&{xB1GPyKtpbGhtcSJh3j98a=<0O< zG89n+tb+f^o}z96|8T7>EB7tSb%4^`x4PI&TtKQD880~P#b>TR6w`njSA?+H3%$H_ z;}#m58N_Xw5sIxf>>}{z4V?OJI!@SDu|Q5w4%hjJ?>>Ao8qk)NLddCIA_WtgBijEq zsLaP@n(mEy1qd8v)RgP=z3pg>e^}E`Tm8$$+^qy2Lp@B@;1#*h3Z(oC;6@_GrU8wt zfbcm)COSV*Mva<~3MSa^RRWxC$lbU%yOAHuqnswD17WlBs@-g-nKwK=&^oeuk)LU1 zHCbIs6MX=}QvzTX6pQM&x`S+WUfsl?S(~87f#}x>SkpW%0-Q`&I2B(OATo6j&%^(d zuaIH~zAxw2E8fs7DfNwt65Nmxbd7;VAQrIS9};~5o&QQ)70l;bI#bfR1orRh?~q*X zwl-N~=eA04fjy|aB;~e$hD>m`Nu+rEhsn}0o6&Xuv$*X=U#R}$Np%3Hw|yybmatgr z0TEg90$|fv;nsk+n>XH`SOehJ5#bJq+Lq06kftTsGYoDYz>->1)iizI3Uy@-d2TZDyD z4~WSuaECl_>=E_C<}qXC7K#8po4_}jJuyLv<%yHDauP4gBN@VRG435$yQV z*F`aL`l$6ei;Y#QZzP>4oUS8?()j}{RdgPl-qV&D;2*HTd?`s9N1k6$iTm?oHIH{n z+OeSas4 zch}7$GP4QDkBbv_;QUkp7wuX!x_=>VRqP0u-sCAtP_@Ry%D_)O^=>lwlHTl`;_?5VdeX{-Yp$#c9wAVV*ePcf!w9&gR2V=2wt1{sU zjxMY3wS1UP>6YTX;TwZ#Fa$`R5-NNet4OTZEH~i3ho5g$O&ns+LnS~CpeQ5(YDvk4 zUhn6Chf0q+{U}3vzq85(`A|6+Te)+kZZs1op#hiPjj`2tW{6>oe0IsibM^(B#{&$=lc=uv%8|?}z&m3d z?rm|dx4obU^t#CTl80l=iBSDn4C?tePN7sz-=PCUgC~%PuwJ-s#B_h7_o2rH4$W{* z-C!#cXyh~uCW$PiuF-e%^+2sISw_xet&_tF8hitHd)5L_IFXZ-gp;~{{A|}6VLFv% zy9)C+%0Ii0UduE~B^1rbubGn2*!eWmK(YL2(YY+k$&KxcBw)u)%Fv!M4YrgT#gp_3 zJF)PQjCyz9W(0er^Pjz~sT=@rE)@g(#Uw9YTYj7iB$c>ZH%_VUC!`~F&FXkq%P{pb zJ%e5u63};7B7`mv&Mh@1(0NMgTrU7NqJx0*w9*%9nR$hd_iqTy%!7jP%~3JYiDx~X zu(F*9ct%d(ZZGV;FUaHXW}1q3maDqBEYm{4h7OOm`y0-&D9FOOx?Lu#9d2m!AW@py z`O799m#xyB@s<+3p=|K82EjPWo%RiW#}%Oba?evku3@^c3b9N{zMVKYN2iAOdy?*Z zyz9&WQI7U~c8@uLG)j2kve+Uvoik4rpRq{k0m3ayyxLaCoF+mfC}PsNPR{5g zp?rr*D;VFL9spvH_WW_N?=c5&6LF3g2-=>M25uQ6nR1bxVw&%EAjCPj$Km4)x|HF#JKnEYM0*e=WR|8U+p|oiXB|I_(%w3z#P0A)RH6C>QAm! zVa$T!DnHX*^A>q)DY7^mQu>srX-w$M`O0(`rI)nAyeV9dgsntZK8SfAd`qlH(_80I zE#1@B#SQhqL9~5&xx6z`X+4rC1~%Wx6fE1g4!}d%L)lx6;Hf}9X^UNjy6?99W=+_fu@<=-8NhksLynvLA3~mR* zb}NY}=MnTq&w9hI!7ZN^jT(o!c1FV?pEQSds+N_mi*KPceCGFVp+M5Xx*9nA=;UZ0 z-(4<}J~e6t!N!&cs@eEvV~6dy^yO+U>ZyF?3OhH-4W>31{lx77Zg&M3*gcGr2Uem0 z{NM0Ssqi~wN_g=gAx}NoP^-saN0Z%zcJU+0+dJ1K7E_$+0skdDbGn%3$(PR6EQCdFkko57Ue-(@$R!<1pKIe~X43`H^E^x?&nsvlUo`_S4Uz z#+&`m#=!ZiCUR;e%xQLZpMq#~u!;bTT9k?*4Xa3s&57+aBU>bLqKcGqG2Y3so`T>J z_Md^SFgmA_seU@qi}|GRVPzwLZ{#%Ws} zo@=C{-aH5`6;_=KR1pBr)tcqhLvTX4LN1&(UKCS|w>cTxJ3>ujmilzVd=4f?O*E?x zK}L9Gmx*2Ks84X3`AeUr-(H&Mn*7zCW%}VBVZGw;`0|H~PpI4-dTp-m=gv_ZXn|Io zb;;9xWjC#W`AM5}%AK0^#=~>VYS{{LpZU0!*SUOPMl_*fdZ(-0>otpM{*g^lF>^@! zo-2ReY0U+&Q{5K+aRg=yAgWU>Fyv`&xdHXHRIh8xADw)&*^(w;JI-t#u3HZJVTyss z@h2oskG36zUB&y9u3u$0ietc-1!*hm&?2aAzJx>;R%B$&Ay@aah>@Tzbg0vFbMY(UG$;X9Q3zyOraFRxsZSODy(qnm5Me2N{| zpS(ctH=qQQQJ*)ju#IjEK<^7VFArT)3oB7P+G0u2JI4*=TL;VGIvWe|$!sznQ{dJ{~Y!o}lXQ^!@;}c60?` z6B@&%ptIand+9|tWw&c=9ikaznm-BL ze?v>4uuqEz*#1 z)1a$TIvb3S0}`@O@RX@XuwXAxli@%&z_q**@7&=VtpjX$tA>1Sy?GzCJ*axMtmqUv zmH2ai`EY|UVV!4UWAZ!DMQBcg$gnpSEn)6_Sf3xc6IA6*d^%n7NQTGC?h#G2h=jh+ z{``%Jhr*QlPak+eZN&S#Heqm@D5^hF0RBW+myAWu(i$k(`)4aAuwwae?x~fV-$&OJ zUd4^1{2#|uWgF-Y2NM~tQ1G$pFCfA*AOX=ytbm#2ob zccMVM)cE}kWt8hV1U$aH%-djC&U0PV{xn4i^|+&Lt34-}-s5TpVw`VO7bu1ooKq6L zH^&*%zuF>yM@=$P0JbIR%%-CUp*GK0uHS=a1Q+Uc?P@*@W>`+8WPv8SjiQStNYR-*Vlq~W{VqXebISKqYv7Y`Z_*Ju#T+9x1E zG>%A4Hw+F`PAnc3C~JxX^NiOm=NHt2yjbumTRrfCbcnP+b*cgxIbLa|ZS$x~SNFn3 zcNzj(;(lU|py*|4QE?k1#&eSN-Eb~5exp5_V{h=o%u6yP}8*B;W$7cT_Kh^_n7%*)5 z3l)b5#|s`-1Xn&T z9!pFpS6knBt}|8i=4{(IuN_6Z=L;ST&y$H*C#yw+h8CMAM5no=tu`xKP%`RJZ&o_-7v1C{hGz)=R@!!P4Y zv5_Xefz*2cdN0&%|Vp6SW=8pyu2Qsy0(~c$nc)x9SaSuxxy$00-kPlHxePr~)EQ zJqewNn@IhWczw=Gmq_S!K7IvM&x=W)uOBmRxPu&HPW!Uh)MKKASHnoC-PCKcM9^g7Z?Q5r zm?G>X=Cr$F6p8L5@Pg7xjxarI06l4=<-&!wC(9d$dp+|#39j2@O`ts9k^(!SF|UOA zoa}X|)AA)-Xa}n*J=xlwrswKBfa}_`tTrK)?W#yeu3gx{Pq63_V0aqGu5m8nC0+5} ze)(M0PP+YA*@wCvxNgIEr8QeDg$rP?<6XP2UC{Y(ia;e! zAY0AG9PL&pxcirlVW?fBt`q3$`VCQE3LkfY{u1vyqxF577Kh2uGMhw~^0KCcaMk<> z*E{Pi*8dixe-@l%LHB!v>La>8tKbi!^*KQNgBx#DS^kW!el!9o0G1?{VCB~e-EU9J zpC65_pX0`{|Mz0x12BE2x_0m%d8r>CWTA-+ez9Ej-*zqhBg%)I15Z6i?xo@%_)c zG9aE?x~b&-=)nFnOe13f(i7CA^*7@Ta*`w53<&mJxqA$Zp?%(_mqe3%g+v#po!k6HsZQv|1O8?<339_37 zh{+g6on328KQj$LP(+OCaQJBia!dK{d3n+8DtyZZsi%*@D9`) zaOJ6I=w*zuxnTNF5@`GFMV~f6#6$4O7U9vzUz!Q$ftUVoe{NosuF|5@mvRsITPrshca?Y$pcLRKbT&-l+1Ys|1c;;Q% zFQ<|95`>uZblt?sRo%CDUq;*K^pn?ZO8-k3+0!-3F<`rCtD?0gcB;KJRC^6$w#ibP z{XKfbjTV!UU)FrJ9b8mLmu+*!r9aB_k1-A%91$JcOv4LSo-MvE}I0f;nR z&CXx|4$@b~_T#d|pBC*_p3OjAN?gXwYVOmA6C_8+wG;tlZBJY_OFP_qGM|5H3 zYZNk5()mWka;e>sIChBlI_j%1)zOLksnJo!=vEj^7O9lWcSC=DOvJwejho|xD@V0L z&p4oz{X;MGC>F3fn^m#yWJ~v1l|BAIoz(C+saLmJ?_{#%S}SIPv-M4WaeBef_)(+v|jmt^}(M6VS(u#R#`F&(o@= zl*=QLwE9Me?`f|5h{Ye!oot~ILjT3u%6$m)*6>6>WzAm&YV7?$rBT!`PXiwg8I(L_)eB=rtmmg?`9g`~(&2I8sOkd!R z9klnUKZAPvc{=)xLkmNo`l@u-IhJhAm+Y!VdQ{gku*attURTnX9!4PZt~TC{d+=5k zKTk6|TK%e_Cj0W~<+Sb53imLGZqoyo)o-Ed-m0bLpnE)a*<3XPLbD?+Z@Pj)8t)E_ z6dkHTZKs(Q?u@gjsB-1!YYlf_m<%nPfcDf%3U)t#nH-iHle4IhG{7?aHd-B$Mcit0 zTXwu?@#6t;^6=HUJLcrc7Y{U0RgcmO<2Ygy6fX40FR5mKD|Ze)s&NQ|jBFbNQsgb$ zos43+ArcP{F>5QCn$Qc~W^Q)6Na*_LHEZO$6wSGJt&7iw8}5Pr2+-w_r{0(nk)=AG ziqM7H4z@=p>j%n{adgkezscnaaW7D<(Y2fy`fNSsUauVTzX=+dV!j7`n+TTv`A}TDy zOi>=U{IM&HrPjF}dvxS#T+=0dONnY7Ofiu1Esb30e#(AiT^-G&nSwkY-I}*ideK0Z z5;0|NVyV%K`mIl<`!d14JW5@do_)zfF@bff+=Vnl@#Z_$md*7+oO-1X<>a-w8N3Dc zfp3L%3PKo%LLLy~FF;<+#7sk+jt_$x`Ot z1D}xx^H&*4XNJ*xj}6W;$Jgfmd3~ z^3JwGC7NeL_!f9x_2=})r!R6wzf2aO>|(bEuc@=3o6@aCA|~ks3!IGEnX(n)qcjdC zo~&l&@y<+8slK!MbSj#gOKk39jZi_Ye|!iyES^e!6}ypc;2h%e#-D8Tq%U?(PM=2E zj!Q8Y2ex5_Q1sW*7BWetToDlXHM08~Uj|*ViL_shHSYuJmSJP+A%Cov9WAw~UU9=4 zgS|c7{iTuV`N-jwY>mv?vUPf{`O#w$9QXL*V>Obdt)_9lg?0Ln`J2^ZORs!u#V%?K zp}_>;Lx5iChwq%BY{4fr0y-p|ICdPS{cI~>gUD(Z#lUcdx?(+3} zLvO6|XdARLChkh|kALMSVq00XPFJdv-%+^0AM)@PgelY;_OSoZkn)&GdF4D!x|itG zu>nEd`Pu{7)sL*l;(N^(a=J3~olP$xSs}xrigmBgjxM$n9P96m)=|ulRY@i|>O8i& zq@|MKZsp9WRaCKBu4PR%(3G=^sPI3OsGPI1%<F+X8dj!3<#W)4e;&fbE4 zIt#pODm?&aSn@aU7*#m2W_6!kSPb*qz=(7$9Vr=OId2x&&z&58^3rwA>p+(Sv9PXn zV!+OA@Z#eC!_!&#HTi~ZU!_!}3_u!DQ6!}sL_(167$G3tJzxk(C@m>9DUlrAFgk_N zqel-IFv$U9V(zGcrgX15u z#mjO@X_Ea1{#pB?AW{IJfIrZ1qpYyNk*l z)VG@B<;?xjBWziti`a?a^kyW&@z+-NBKW>}ZNy*mgrUF5@7M|FQ;R9m`QR%qw~9@F zpkeg%H~w&8q&i}HiY3AJ=Kk;;O4fcO!8A9}aGUoP%k58PwWAfFdP>HSx^wS3ws;C2 zTyeakrFO#bg6>~M*;9m_Z1!_l8z!RMs9pnHQSH-UDk z)VR5g(R_w@WhP)wxlO_xWKr`hI4p2ps?L{ke!MI2U{;S;swKhO4KDS{3V)n>{Ld6T zlC=TlnGCJ|_0HH#>tQ?V_6JiJ8{ahnvJc>R7n`Wcr9VCOZqvENzRcDk4!$xxrtJpi zH`mGm!PlZXTnXV0#!EOe+r>Nua(Ed)SA%fnGc|_T5vraVawZd^Ru_injj)ts+u=dl z1Av6pFjK&O4$Sr{8v)>3GHdscadYN?E`iqM#Qo8}zE$COt66|_cN>+IXUBUdhtC-6 z@_LaBY`I#6HB677uf%Z&9~U-@P;5CfeNax7Vbo$=nSY_1X^rS2F=JKDx2D|7w_H?YNjc^p6?QF zO2#+=YuO#&{U!FS)1cRsJoW`r&N=np-k7$;rc7DsI1jR6*Bi5T&aK^I@LK#?*B#%$ z&K4)Z?fAEKS;T?+dW1#jH$Yyay`TatNOO*30T8MF$i#d7uYZa6+3)8<;V7E2JfFh*x%cn*#Eh<`xPE}tkEC!N0B4P3fbcytm{S&Z6a;DZS~{%U zRCp$rO*Po2*zsSGNJg7=>*wQr*|Ga?bG)al-+Ha&uLfLq&lIz=hu1g87R^Y&mqO{5 zd4x~xO|sh=e{ zYl4Bc-;U5aAE*APp+k_7-yTi z6M#BlU6S%>hy%yZFt%Xpobp7=;X?`qvT5XXNL|A1r0Rf+lLbWec7QhRb2O{-&4816 zIvN-xM=+WSnz`=AyLRAWz7;H4pA=q)(JB^Ex9Ry^@z!VMQ-A`-=P<0OOJprV+C((1 zAkgPWnuMsAFhzIyVwK`HpXu&4_vy*J8En>?k4qT7Vxo{B)rli*TzfO1aV@}=WhPby zVbqxm!xQY`*w*VZxFDI|qVDk;iB)Pqar9j6w?_HiF$nx{ZsqP#U=>ba#?!N zzk2}dKt&oqKu6DkrDqSaMBRI`VCGF`pZ_c}fe363%xPIp~jNnd5$XU%3+Tl3O_z&2X8QPZGTrdpa^;>U-pa_pIUC)CE`CO0v z5dX^YSXJz2iepavfd%LvfN`@q@-Kh#S0zRDbPa zqm?r0+s<-O-$*$G;TW3ZpTt)@Z8g-cb$lUu?a9a-+&Rfq0gdbYH({u|jO)tRgZ=AR z@cSc7+Sp z)44?IyW~w!eVi8$#4D0{suD%WwNgtMoQsHz7by3is z=YOZ~W0aSQ!lziAk&XKah9o;kY-Z!!Rijv2*1Vp*8JRVys&1%6mGamxqQ>9&_?T0A z8Px#evIcgYa?&?2ebu6EH9D>ygSv{aGTfP0voh9zfr+aGIZf)Kk8S@8zl3nB=$a+t z*xZ)OLz$W_$Vw_iLk?aVh|Q129!NHfm`Ouqrr25OcB<4B58k~o1OKtbE>)91aGF6F zAc;}qrAe*d%;Xslxy|d9I%dULUGBEc0DIuIUWzx{-#^tzEKo%B_+*HXCq^R6zC#k0 ze}%YB3SI6MTij$KIc1b5f?T^S$vwTDm*2P8C;ry1V9?QKBrc!)HIm&ovK3PT9X31Y zvx{>%<{)@-D%%wfC;^7paf9&p$VT|v*IXP*Nh380h)AiV2*lU!aZ<%L(v`k~imVFW zuh9+nIU=7`gMrh<@WO$v5VRlu;8TwT)W4^h0HG@WID3wqSZ@g*1lzo3Y6>!R8#L*h z+Q!9b)}HxwH~YyVI|Om?YbR@`een}ak%XJ2_00>oS|O~@50za}zcs@M^FkqJn_uwQ z?{kI(l7~T$`ZPTq5r=rSu7YK;w$nVrM|Ub|>zIM>A#4^kB&a@r7&%(8W61?#aD1^< z+zj8pmbth&^zF)V-+n0p-IHvj@+(VoWNQPn6w^wGu5T=uwl%CwtEZXc_9dIoN(8z_ ztdRau#g)v@0#TTzBBE*M3Va$xacI;&2ize+U2VUQ8ko0_(ZD;!|~ zD*hhDOZyWNyOgW61BKG06!xEdtfYv7ix2khUDNwUN z{0^J6ARN9eP8CUL&>9eAywO9(C)o!;EhZk%{@d!l>G;!*qg8rPoGHVpH>C5TP(7K{ z6GJl4+W(JH#Lc(ox#qQ1TFPu>i6N!T$E)3{nsdgb!(g-H)i=k>)6EV7jrP6?`G5kw z30V2zOzmnhneTrSl(x-~@ArTOL&;dg^5s6`WK`8PAcHBHw4QS)#e1WY31+U0dBX6J!9CHks(wzPe8mjvzEEDaa0*wrluZAgQu+ll*)DPxSw z_!V6rutjx8_MExJ54&ASlTUJE2thpObK+Y|m&tto#|#0m>ONQfBBq$=(RYe~Brka!3V1l(fUctAWp93r0ZvmW1uQEjR7f~i zEqWJN2n%XW8(Kz)`8&Y#A`3;+c$N@Lx~IQHQ7C(IQ&gX*rs>7<$#E1=7u3+2$Yn0C z#hj}a=$HFPG&p|Bpzo}{zWQvvc7^1e0}i783ut+l8*t-v*$I5IL)EvwZY}%$AbYpY zRPgDNAM0*qf^SdP*i-Dhy-dhnT(t25(dtjCj+Ac*m}*SkSDiCa=g?~2tAZ1*gUiV# zUkVHnu!I!vI<>-#(8$6X-YT~z#d$i}&?R9VoR-SSO5#?QjzeUxnThIe9Z|whx+3|n z45FO53fiqEUmNFCD8oBt0D!WYJ)lB<+w6plg)=Wl>n-L2us9_6t#Mj~k*-adE8XnC z`R+41*1%sNP>O2PJ-Uui%ZgLhYW6bkS5s#p3yOBY>)`1r#*YI|nhhK+=v@=5MRl>P zo}u`Ym+e;Krr|v>r^HpluWv9`rXNJ1=?QUO=df?gFgXHQAr-rtJV1ikqR_R)Bi?1C z&n;$P*?%V`{cgahpN^Lr%?BTh%MfZ*012bOFKNjpd8-@U(2jy_M+iHrB69*ow~TH3 z8pydg9?beN_b}{HutbB;)=HVQZf<~G*kZf;>f1KxYpiW3+#gxyE&K1I{Au^M7{Wib9=-xxncQir~DbzweWkE*HQEvG!5H&GNr`tV4wcDs2VN+X8W|q2d`0eAV*EgVNcmGD_=sslwsUU^w zes#Pc{~eNtg~~&bz#T25&y9qyFXbt;d%Jl>7^vbqMg`^VJDTViA)tlzSUi?6MKWp| zDRSCi9sC`?GN(=ycK)cei9)~yDX;D_7*tOx-H7rj$F<7}9;*E;;2@ntj}})lt}}d} zL*$)tcWj102Kg2&l`K>dg~-r22E*3=O41b(@{`XLtNK$gm~{Qb-$ah{)U-2H)0L^) zc&k#}$cedU1kK`D!lXpLE?nAVhkrPDDc}<(bYHM8+Z;M4tm;8Yz36_9^%-wAsb8Bi zXZW~S7-xdq)7l&{bW0pg9UfARBfqY3FZnpRf)p&bjxZlUo}GO(2P@Oc)oC+m%woTC zo*%9=6wizEn<$@TG};vDO<_xYVdD%2+>Z9uQ-ga!tGr5je=uk_BLb2j=L}A%<5o`dg%7xdC^(gZR{@ft9Hq{ zBxw^N_a5jay4HTnq#4(T5$eRKRo|yx?E6Jhcy$2Rj@+dRPh0Ss`%&N2K(3kwRYB7JBeym z9G*AY4)MMNGhpi5AffBBK9yDZ^!)WP0~@DzP&Yzy&T(!_QBh^fm9R%4G6hhBp+^#| zOOLEy7OH=llObHS<8(-vPxdbs72E=)*zH`7eq!XmsriUR)EnuJ3j`W1j{BmapK=DFY!9RZO!xh$l zCkOUbbma8R@FuvU&P5OAGKHzZ+BB0oa?jgYAeXa7@?{NLwTGPnV(tzwmlbFkYoJ2M z_}VX?9O>0tm$J-P6Pn6qC$h$WL@RhAAaMtmbW_`d`c%+u86w7A^x`~}=i6&p8GZ&R zP8pcveIjUW6Ss1=(dr(!<@f>IesWmmWUP3Lti9TP_o_A_?Gfe9ei}N!rA-Pu_P)_f zmq=*i@JbfL>;^5SYQBcbF9RZ@LtN=SW0{~KoS0!JiP&=<&5kF@PNxTSs&AOP7bXKR z?Q9lK)`;NKm-rV0tmO)W_*ZVA^I&R!VFa0XuYjy2wv!P&_{c4IyMaP-KytH=%tMso zfo$dNPinNpGRQ-_@U@_duH(Tn4KIbo1=LzVWvv%zuAxtSUf99MrCeK^(dD{Cq16Ni zk%UQ(Q3RNn5rTqr3ic2b%CkFKO_Ha628KAEb98M&Y76Zv{Sw%j$$n*e|L!ZJRvEs@ zOQ{+dBle(}O2;5DkflU-iel0UE8(cEi=3|`74&632OG*xuU$dY;}{zs4>`pzF)7qK zOjf03Lry476C7Jvvhw4|(srls`J&4max(h}8w3;u&Nfjp0N?alszt*Ek(D!?3o6l^zUu@1BX{qE5;{ZjpkGwZm-p+Lg3MZ?Ksvx7OTgu(grc3I{q#udYh zp9bEPLpcdlL-OZar%-&wlLO$QK&`bCe4osF5x_f(FmgHTNPEHPb4=-C(*zs^2Qa+y zaZ4MxF=BRkJj4O?om?vn{C-B=*pyFleSp#7!Ld|ZOX*7XNL`%U9nUukdM6w=)KU{L z7PB`&IKpDzyd=0K54gqk4x^v;)W@i=67o@hmI0<_7q3Ao>>4NjDU81tdhTg6`P7~n6ArSv%g+1T6 zL0wK=L^bYKZXQpS?6qrTtNmVuSM@wljX-#9sXBg(g3?;xlgpeNSE=qNr_5!dWUv{7 zh9?TTLUaE@8l^CmL4a7IUSHSwpjKRk}A5^`zmoU>z7iIrtF0!ssNP+K-()!3axHkh_Bg<4rZrVJi!$i;}W2cfQ3@j7$&u{(0B-D-ddye96fduS_A&Y~iYz zbG~Us@z4|qKx%eeegoV_#xfBSU?>rUP>)@KWjwg zoD&W+a}PiRD#%aJ;&!QF*>en~Y>5$B^nnzAGQa^|4?=xD+l-t_m^MF+GvlAW!zzl> zI^U?fy-kX1<g^nnpgiS{_0Mx9gj`j35gQ;Xf87R@~^y{R*@&LIiR-%AFg##;jh6b5blpdU+Te~sYB zBJHpYKm}=q-y&XOX_%V1#aT25=KK@?DoEY*iEMEXbawK~*pbBa*f@vZC`7~}>NWIe z*Key895Q;ssu8ig0{nPB9)kAEJJ+6jykv z?ULA9xHPZGGg_p;VWK?amlgvPOoT4+8;qHl*13HL zsvqB0G_r+&L5rn-ajQ6bu|2`rNcU?NtiiXJYr?F%T7CHJx^TB(GvuHtJxJVB zoQbX799b4@ima$lStM+9(mhDQ18Zk~jH+GF&3!w*8c4QnryQjRcZZG$Sg5C>Sc0Wx zV!lQhgET_QZj_T zCAE0z#}{25RucBmW+kgKNh!pK17PF+jjnzO`AS7QfM?XC?jxx=w#syD>~c+Hm6g+y;!T-;#UE&y2KV{x zPej#-pXaRs7=t+Pl+f^^)_4uef)*p7Aq+=WPlj8!Et}k9=+Wn0XRRH-F{?=mq};78 zelUyp&BHi76ZzM6y5wv53=EMFlKq0iM=z8l#t)F7_&C+K>~BAy6*WlSlW@p!AjD>0 z9btHuJ7AB4TBCk5NG(_}?0O53r$MGm++Pke(z5XyO7N>orZnCEsZGLM^s81Q&O0Oi z)@&PyCkNtF@Nov+U<~C;{w$%daN`=-6sb+?+~`B)kT9ZI7jCTG?kjw!HEN;8L7I;3 z5OQ`-)H`eBL};A}(RVDXFIpDl8M6ibJTGmxP^JhlERI*%NqS^wk^x>gYViIgVuOcn zP))+V0SZ!Lalp)LkZn^t*m96oG)gof#ITD00I}se!5g}qg^TU(ly~K<1wZ@Y$zr-nK#qW z=h}-(U3mqrwT~F%6MErkRP|5My@~8-2zQ>UQNb{xl*761oAVKr1=@+2VyR#pDTz9D zFU!@(JoUnNM4z3U9aN`haa6aj^w#tB&y%N1qD1Rn{F7k*#35t65gNL1HO4?CG{xS= z%`+YFRA!bDj4t(PI`g@1kkV}Lq&z4R)(fX0qM9>B)-SE{ey7}P%W4hKHb9!ZCfHl7 zzFUPXpH^1;sZu;i;r_@C;DEhal}MzRYR&>5pc*1NT}KiPhG%K`(IpcgTEzLhz5=qu z^$)mymV8zw96!!hJ^FLLSzT9LBe0M87oF}o$D~Xk-!=M`aY+v`?N(ZTGY(bDnp|-z zITR)nT$kQ2f?Hf{3dqu%fw{MG%75{PQ)KN)*d&Zbfco!Hc1KgJY_XZUM$~LuCxvWB7GvrbBgGx)Z@T1=9XIk;vFf#h1Eoib-+y{mB-A}vKew@RC!0_em<~kVI zTjj~Ak~#t#P)dbW`*Y2_C}^9{Ox_StDpN4XDkP!PP-L+#e)A@czR-D1PYA z_1^~BHbc&4T(-5@2TVIYNvZ;Tkk;MvZgJ<8-;R)sh;-^1DNDe7i9Dp81&QFz5|Ya` zzJexGrq=rO(x|PmotyeSfHR)8DzSf~dJiu#R@Xp5Ax!xgM}{5GX}6O$O6m~YPQ8vi z8fo)l9=!n~faaRd$m>DX`MwuagqgsEI^1C$LMLZIIGtQ*2Yv>jL%vmp z0B#N)t}zX}O*U}t*^#Mknc2G&3@)=%h?TRm+BLlc8pi^LlnE!Q*4Z0b=GRvF3|nVz z6W#01&~J=8cLV8mrOHI=>dw9bAPUZlm7~o4jP0@zW$A|P2WWV zB>)AVy+4-ciU`Z8Q$#M<8`3fXO5i&pUjr*L^|x%=F_Iq{K`3x;E8^&f$QAG%6c*zd zZb8sJBP3Erzj#^71hTcyRJGf^GLb|kb7}S4T=U!ML}011)5rW=k-H6~Zkp{kMQw%B z&Tv${^EAd)sXt;%7<*l=)0}T6@CVFP2KC~exBt#jr#_$4CgFur5ND7YooaFVp#@w`3MUjiwz}ryMr_Fvk^L`;Upi|mH0de725x}FLoOPK;& zLv`^zho6*Wz_DL2AlzGKscay_!X%&E#T zroqO78=fQFIU2kh*RRGqFvt2p*eS|?DQscLE$|A5#_Xa zZ%flz$WB6jRK4QC$cA^cgG;Bj*$;rweBX%%4zcGF7dAFwm0Y0+u$BhzUsoHXpg(4E zHA;*BRE&xM?w1~iV4v>fBq@x73-0|}=Ym5~>5Ac7)*07qw>2vnGcSynv z{z2j~Mm=-67>cxl8lPcqxRRc5AkF7PPiN5ozRFWu@nW?CM}%LLSOYu~ZY6Md%Y z)Kh;}<2`Ef8jxR@l}>0F)F|ouCLKpKY~P$f(#o4Z&3+ldN-j3D5S-Kz*oJPk;&!n^b=euN$Yu_{uvDEJi*I zc}KK4a@y8dLUsI>&`DAQ4DuO!VWS?6-$Q|G_A_9aoIR)~RA(ex~`!2-^9$Y!Z(A@}PTrW5nAn`B* zG1v#f#^#*XN)>QKj80k|90c6MEd%rzEk2)_K?*4}1O1i(l+&-(xuu*r!lW;*{Ef>n zBC04A#o}FiO9h|7-8~7q;vz}&D>-HF3j-09oqCJVtoIYO;{-tZyxo2U@8pV^d3J6R8*|8A|Vg^ z{_D>D{AXm-iq4fb-PGvU0hsVy!`CzyB&-UhRH|dc~i&i z825)2SkE6;vrzs`-mdtiIQYSYdjDMz#GT);b|FQi9Mf8)zRmJ$ z-PzMHa>I$Q#v{ALlhzI}EK`el$I{;oPK!ob>GGoPE2k}5hKO@1_lx&Ng^L?N+BZ5G zhkNeA%TtvRnJCXi(Dyp?+BN&Z$*J}Q(c-|QkW8;f;7E>M`oR%R(o1x(uNjN7FMD*j zx9MGZrsr%p4KJCnCW^x6GGS6|=>TPo@dLh~%9WdwORwRb5mqs-PgL)YF1vuto}>1K zXlNE@yweY=i#=h*-5G79adVFLw^hK3CJN*3{vc&Kk~k^?bpS5>MCB+O9=I+!u~Ga= zrO8`Oh0uZh1xClXDLGzmiroe-Z7Zo~L`6PoB`^Gxu!zdPX*) z@6fv<6!AagA`0y3j=Lqo{el15(e^XHrHy@O)IL?GFT_~?eyGd?{YoN8XHHzXP;D`k zJso~6AHaQ4x6Y?l1hJ^PyAA_)z&YDTHZLEVg>c>NPwV{Y<>hWQ@WnKjWou-&(2sHz zEkuZY@tW9!bU&6t^I_A!0vVPc zjqUt2ZLBL-QZ$?0&kp-Zs_jpV_$yG1A(;p^vZ)Z)*6&?$2dwKKEqp{1sYY+B~&FKzREdm7lA+y8PqX zVxWdCnG_tFQy;rsxfFY)a7gICq)!RtRpkskif8#8K|1=>RqB{BgsA&jN>Lq=70mj% z@=K{`Gq>d=RPG5imd>Cv08=b3fHHxIABI5+pdb>yRRPq3X`XHk{z4KZ(q|} zsr7kOzk)mnwDLbZUn+K_YY%4Q3~QpB9pn34o&(Kk|64qmI<;VgbpeeYTq7lAIK%uO zdtNv61@RYmU;0|SPZ4~?AHbuF0DUb@_W~KiuRN|N7I{zOSG|;MRjn;V?TL#zBR%uBf^Zw}V02^HlO@&X zzuO)DEyzwx=YoA-P+Sw2I+6+ zJ1&l!5Id}~3eJ~Jtj(e~@Qw(WujE6|OI^9JLM!NqH0vnUxD)XaBb9f=UcRVs=VfIK zSi3-;b~FRpB3HugxAILww-2;un*+Efc%MTK;{=(nHEb>-;J z;Kb~jfh!UDIZ-IHyO+PgB=d-;PCk`HC#zHV zCA6h;*^?t0$Dw!@5GupsneaXO;{N+pUjH43A_32k*pPFXvn0B#(JP7*8o?_P26U&6 zE{qK}e#gJ;-};xLSmVzg*J@N;Pam%!$)r+NNCdh>#nMd${Hb6@e~;CdZtEy!7S@20 z2Cy}oQ;dkQUtav{@Ter;CBfj}$X2XUY;nCQ=E${_FfRS6z4x)EY7{#(yW=|S?pEp3 zOgv8Z`gQ=uSBG3BL+bXO$bt{QyH37)@q1d``#YcK}HpREXD-w3G2aNtg zD*rd)+X{&7Tq4!(^Zc-;e`j7; zRv8ZwQ%cVI@asz$byetQ2xEYsTf~5=d;;679FqO(KvK8+r=15wFsy5bQb5cRhG|)p z;UNb47f^K92F-df_z!eOS&`j1m<2B8c&-hOT6!>Y$B`v(-)iLjj+nph?>x6Bz15M(Z2+T;0@qh{k2UjT-K%MkWs&>R}i(rJ{mw$aoYMZu@?0GD{x0ULtkw zT)!89G@wZA$V=0?BOZVHi1F88QkbHlG`(~d2QzVCO>H>6a;m${i{g+~q{<&UMQRSm z23Z{~p-|_aO4PM2Lq}d89NA4C-Y1n3@%s7Ao@~s{n_g+9iY;0o&4`=!YPH&YxFn$< zO8l&ATmU-mxkR_N{iR1E3?BAshn#9tBGFMeufsQrTs)r1QD9gjdH)MWbh}W>ZYA*F zoGmNeS2oHs?e~?k)OX%dlf8T4m1REvz41H{9ca?*;I~cL;9A>L@`Zb0(iIJ* zvYDp|qtn1q*$RGDQx1&2kRuj=>EfAjZKVT_?+w*&P3RCg6o2}%EC1fo?fvFY8P00F ziDw{!Eb_AW&>rIZlVnlFWmW(7n6lX^3WP8Bn}$RBE+sWWg>j?G7d-i|PtwAT5)>@v zRK%Wybvy`cBJ&Boen}@SFGZ{UH?s~R<5z>9YwLiOglwK&gjHF{b4CY@4qy5}6gU4( zwM%M6JY2zsFXqClnXlA7H$}6?QW=5F%l5jcm&wsz7N226MlU~L z}2@aZ{*yQX-gKpPE7s% ztSm*pLGVz)$&dLL)vA3bSMmZbZL0YM>%09hv%5M_3*Jzr$(A7gY$%|k*$Tt{q*tFv z{JVJ3Gqt+fQTNA_>h7w2TIHe%dHXRdwDMmx-+2PEtgCbvmG2%e#0i9luXg9T1FZ8o zc18XvCv<@f?{fY5D|;a8ktu?X=qC1E70StW%W`>A?ku{OetF6%mNW7#l)6`b4?s96 z_f()$JNG`NJ;@OB6OV1E=0c*S{|QY!lfC%7cey}k{Ja3Cv4s`eJ&OwN%?C~7Tl_j2 zoXKXP-U(#aB=#E1;Ou1*42oDzFt4ErxU@1y8MvjaDcH{s*R?qKrf zm^qH`BPWSLlgI}hMqwFV6mg6ThB?VwDhpB)lb9@mn915KP=E{-dCGFUE_#&uC)mC< zf9wla=IbkjfI)fw)x^~uV~|*I5)a%{Q0moy%(60oTvjOe>Oz^&`iUM0I-YEVUMbR& z-6n`f^E%;9-G>ur-1_(Ymsq|`tJM#8Izl0JHz58_&MnRAp+pna?qCxwS~Z4uu`$~K zm$y%=#9paVBsJnne<=QWlC6^Yj81?qO#^hB!06*zyTf}YZw>am;k)%cbR2ctVHY30 z&2RmAwD8g_HinzVjJ5ZuXKsvq#Oq(DjRMMZ^Jwt_2fJDaU0oQjVp8;PUVWx!h&#;V z{R?FFa*UbAzUBDcWBmk-ec2T)@cNCx^IBxK*+8La~w5DBM7<)lF-Y^E%?^)WrOO`;zv2-BU$km z6uZu=QlnH~$zNsb`j25XZ3HDC;Yls%s=wZbvFN>OKJ0nx)_g*6{QO6owh4%&Pq$!( zn)$u;^g}2G&B{uOgEtGqoJY3ul$GBxlNqLK z$!S%y_YNB+(R{6a*Pi%@%>9mA8RS}PI`cl51y-@a%cpf*F=TT)#pkngdd{raGJTfD{Gt?b@=eLe-jE`dr!QjXNdFF zIM8_|!!XvIL@(KnsKRkD#7pN`vUU({uuAfJ;pbUbPX(VORqyXRge&;JdKh}ug4~iu zn9{xi)qf550%uhoiQ|bS&U>35&y~Q({X%%zog()>|H8eqWrY0HyLC_R7am^u6j0

eI* zrFhI#afpunO_9d4kg)hK)V&fa0s@u~>$p8XBjT4{w;zE|P@dwR651t?uUjlBaujSV z#1eH|GLcsXJjB#5mg+QKIO??LAOErb*<#D~B|%=~6=l*aAPIa~-?5VIhP3>b*=8>s z_l_48w)&xrEP*pwKT)#7q8KG`KBH~nK`fw5zDSLG$jYd=MJ+J$$T7`Ef)UZE;vp1Szu5c$L>iL*j^RqnEQ{I>D<85`QBN}?f}U_uwWt`WEpP!^s$jlCiC7( zQy=u`VkT&){E8j7R7?MSg;Mj}kX&_vVyV)-n4W|gIWY%NaQ?5RIPJ~k`Mde1 ztProea_9(q+|O&#igf&{r{VE*H_4wh?dFDByZOrVHF5Pe+o-BV@@i1?ov*~oOlPi( zf02JilNxf84!^~$$ovBI-2O{9=dnzDXMe20@QpBG`k z3249h5;ykS#DQmW0as`Fq@pjwDqK)aY;34r0tiNyQ z)R1m?TkBc0@Fw4p{@ryoV*aQeFOKN>0)L8UflAk6BXmV&vJ`wTfpw0B&mYgQY2)cFhNa&xYYN$qG@&w*HV(e`i|k#b!v3nw%nH@PAvDFy@JY#<$U&h=M9O1>C@U!DfJXosOB@O=OD?urqc3M+( zJ_`RH{ja5Vd1e~dqNI8!9=aTGK^z<<^;ytL?}L&zN8tCP;EZIu`6rIUBj>fQADzj2 zO6=TWz8!yVk2RjmpGF9sfPHLk2Q1NedYXVFd`T~fB6CDLGJTD|#f=!Osfh_-zBwjd z1>PkVU~DsXMrvJ_;65?a>&*gRJ*NFfoX@7bou4gHDcxfETP z*yF>`&HdN^eZ>H$xCZxiW?zJh7H`!i@RssX2h|;~hsSrX($(0bN8~HfFh7eW+Xn0FusCu$^$kkp#BhX z>SS0BPnzXQm%~DL`>(6V5kBv%-+vVjCt{KOf;2EHvSXPH+?R5nE>=lg#OGZzV<;M| z^^_UFFSTyC;$O+Xj1xB!xmPM&oczP#tfAdqORC73gQRaI$u#Tj=g)(Qh64=Hd(Vzz zELmU^)n#9%#zv$xVFxXhn|>c7-+nN95`T2Y4jsY0VgLuYz%(oZ<8upn+{Gk4_Lgkp zYT6#syD!gw%X(2%2GBPt$;rs8OwUf!h^mfUZbR}jlgf|9`-M7V4A(RHPDPD>row;o z{MzpSG4gLYd}G<%gsP8DS9W)*v=Mes^{A(&K0eF!m@_zcSv?C)mJ3sYVzwQ1weD$7+6h{-M<m?WXEHr(LFhOX5-w10XdB0pBdtq zR4_~t)pfinZz~n1ZE3i>n_##GZ|OL!^*!dW@H=W>A{5q0=5m-JMOZh74~9?p@=JTQ z&0+*Ps*=utgKmx!vgFjZr!rE07-k6%b0R0uz)RX;4pte`T?P6>|BqX*N|j|VlMKGl z+e)&y7FE6B2Atj5RuH!QxVBfFei{3Map$?7v7;gP#z@bok^5ev$6({=#A$jhv$SDrd_F4?Wmi?J&yB#< z!xCoSok0WKw}-28VyyR#+sthS(gvzlX46lCZ!F=n-lEY8Jo>4=+>mdwmp-A-?$^5j z*F8mGkN7QCcjR2g#-8tz(tozNzJfbXG@;))8kQuj-kw@3(KfcJsXuX|DZ381pC1w# zEC|4UAM*=hr1oH?*ef|_J=$>2ynsVjgz;6OT*0IXDA>FBfPqkJw#sLJ=pT2@{R8q% zdKzcS|KZNjx6f!wv_bRw6yq2j(o;)->yflh-#ld`}{pC1&H2dL?5Y*jU2%etPcv)+J)?!sV z#pPi0#k)7jQ-;vNC!ZiNc=1HXQsqZ_FDsp;4UaO9BkIM`+I}A^9RNZ=LB7bomLd@pe1PvkG*x?82v9Wt-X>cmeg{hzmFBJ zJt(k5OT%gApLZ>OeC+ZSem@Xoz-t)xvSV5^*iV4C+8k(-LmUEpCOWRhZ|*q}h#PyF z`Z_Ln`4>%!C(XkNCiNx8n2X$stXG;$c#8OU`vlB>Z7}@gog7EBr2NYlT+hNNIes`? z^!}`)H?NaAy5wU48UESp0QWK6qY5PQc_)*^$*!pXATr@3^?>ap_u`cEMGWg%Xmh@~0xyAVk#eHP3CDCbH)Od}8D#Yl=1{>-W6vqPD#U&eZiZinICW!jXMq@A*c* zX6G?a>aR^UW<0mkoFSv}S;_mL{>R6k!|mGR-+8+2>517`Xm06)U_AEguwA^IV|b8~ zoAmfhvBq0+rM0z3_y>zSR<4Y`EX|D@!qenQ77Tebe@4ZMx(1>jgUJ=JTVoC{i9LSN zCc5PPS0T~C!r8ObA|^Vfc{PTnrx(r+RLPS1*Mm z7_9d3NLIb`u7!ra);;*XZ-Bk1j>eWy`X_4;_a>2Xd*};YFD}~6pF-jEA4Uhm%MQ}h zH!e*wv_7b-8%7BcVBBe-bf@=ma$CJYFn6%1M5{Yap17o4Z!pIFKp6Y<%^g1 zbII~;1AoNiiA4KaJf$(u%}CxwbCesUU*_ zoIbS)G1VPh8FsMDY{v`71pQwYK*pQe(J+w12q{HTxY# z53=5`?IYxBZ{gFygH0F*KtMmYmYRd_(#kK9HOI|zhz>-g$mEz# z==#+eMpZSsxzI-n|9lxTc@Bnw3*J4gu{ekd%II4(MlWX>h8bC)J2?8MBnI{NMyjF$ zwdhp(JPAdLHBH~r1Bq+1|6%VPqa$y-ywTXUZQHgwPRC9s9d*>PU9r_s$Ly#(wkx(e zwr!v4`#dxA%ze+i@8`4D`BarvwesJ!@!P!ib<>^7FM!V`}?+aAHkDwl33rcv)g^))3iCY@cvc8y1BFQqDf62aY4;gzw zDB#6F9O9$ggxQA#qvErTcInPJ4ZX6uX(QE*qm|I-^_{QBi}oTNCS%e1TD#2rW*s;A zJ{p@)jyulx#~RZIKVs)OpQndxhM)&7BHtX@ zzE_t=nQwKD+{AlCp-ZRd})j?<2_D|J} zJ>c5um~7#<`{F`}Mvc|!e-+N0b?u1!Aw5q7#0Qe2L>u_$&Z(sg?xl9Paodxz{QVkK zXj=%;JM=*Mqe5QZgqk1KYzM=B*Cn`3PmD43MorR;#f@sw;m6}qEu9m@g(myNaokJJ zpbe>5Y4i+q1l5isNNxX4 zDZS>tEwk8^*a?{uD(Oiu*1sbyIwvO`oO;<*uzXm^jZhiqHRzP_v{`7vDTIq+SRzYX zmY)AAg&MG^)9{IvIh4rV!h*{2QdF}0ZB**BD-b9GhwqY#DHPgq4LQqtN3qqPtHdHF zm#0sDH7HFTiCsMZ!A1>o$H%lxK6XQ1vhZS4!^(Q@&i9w|h=_uc0(`5G%*uQ;_y|r) z__T}*U*}x#FSj8mWoFZW7e|C2YqfEy_P-@d$U1>1j-_$@Qy%kei}yU|FQ~4fU-y`( zsBy{i>8b6CfKA!;JqdlM@da(@RN321YBronJA)H6(_0@}4~@}wiIDG%`AFrVYUdfQ z2$cWCMan-ibkkHpzQ%Apea)|?q8w}@?|ro`yg|ZnA8tAdt6ylJr;;BOAQpG145a%n zBj!F*cyrn^pF@F*i=m-G{p$q*<4-@RtUi740KphG88&PIG|BTs6^y+j)t*+Nq)ux$Y%ulH4U*HwZvDxi>m-+gl;i!{omE1i6m_)Kk{iT6}08`-1k z%C|4w!==P2hjGSV0uRO})5KxhiHbPZ{AD=wJd_TtXmhQDAXZQCCnT7nQyq+O9I{)X z(dFL7)A>^iTAyA8(3X#!49bbG-qO-gB8DtB#MfkW#y8na%96RR^QU>v^}%3La=y}? z!>6c!2bmx-aS0Guk<~Z+mlyiEX?s)?sENW4Goj5AMiv`WKN*rnQpoU0VaLmhhO1TN zIl>_qlx%~h&OdZ^uy?t$oQ@gDU7>Vuv9J~~UQM(+0#ona5Mouj-gdRbcSq)1dg9|(1*({J$9%CZ~g<8Cc#LbWU zq-ghS%E4{Dtcva&v7mrZloh4%#Sg2RnYQz(Mjh51_7s(NZ1_B_vZ~(j+G`eC`8W4) zT49gs^43?#!34+$Hlm`169GBVZt*N^uEPHWD;Sl`l$Ko z8i(TR<$%!LRMN9~8F||0eUwk|+jD{_lTEts({;CkzJs>SaZ79qe^L|Y=PPCVsw&0* zN=4x4b$y!)d|e2BKhvbhrcHFqwCCbh<~I(!SFJM--YeNn5b^6UV|dbzOAFon%!NE# zFVSE;T7UG4+@?#4cE;n!ThD#r6<%vc)?zRe$~5@;<<{K#3?1_9`(8c6W4jp~L{NSWwUMXa*qzWm;EI6$d!THCO~ zn_xrznN_k>T^3E_^qO}l=R|+j<ozxAFpe5HnWkT$7^sc}Dd zW**}4Um+QaBK%l?SQvWzTfw7~zrlDYe8IJgF6Qpd! zP6%xVs7q`xLqGL@{B9QfKPHbaaSs1~rYgqLwK@COcAuBP*Dt7Abm}SPSk;Q?#if%? z4~&i}pyU*Ma+mhMD=diOjl@5inn-?=^9MJ<=}XZ6!=wI-sZfD6QlO6}KYxrHlw?F5 zEfD2Z`L3ytz};3(U0=GG!+>2uE#(wIgB8RFMpq~Q5Av^s|6*yx|Bd)h)`z>#d(+V| z+Xo)grjZ=78hHm4nys3YHfm*(GEzlm;Sa6Vd%wbo(zkLxX{2C0URFiQe}+g;R~lx=wZT0IEE4rEg3e^q3{p zgu&k;(5Il%f6)Avy7Axii%bX&RDqK_{gX!pB+vXEse{CH{t$4$b$k?z2%6qEKLj>I z0x)>2S{-R33r3Z&aD#Wg+S`20W1b6wat)zpSnk;D5Qp1xbTBQ;{hKkM<@{k+p&K^n zd1AxX|70fKvu-qlyo2<iH;hjNaT@j7GV`SXFXU z=puH+mnk^*BbD-t9277C_Ti9ayaz5yOhSs|EXh; zfu(Sq?RTq49A436fYy*tQ0$GMVQ`Ap5t6!?;R@|>^0uQ5pC^}VDS;dhIcbbz#y-~_ z-z{c%%~~Dga^3R0#6%W-ygoLHFhm6QN>d7`+OUwee`-=G8Ay}R^c5%p3uLv|HQ_BY zx3?96WIV8!xI3EvlJLL3gwQ~s1D$5CZ&~TbY)W{a1Iemz{4i$nmN){dz53spxqN&1 z1X4ZNg30dUM@~Nq;zq)-8~hT`Vq6L+ryO)#3K_=I0E;k1<|hYmQ|)N|!v{$~{|O8h z)iasBZa=>OJ7G`%@3c_8BHr$raTHfx}KO{#+2=aqg!8=>L2k={) zklvHXWB|%B3~`@Jz;MF9GvhDVNBb)`Cirnk4R|lMJ|3LDEbP_fYTz@}lA;VFEG6od zK(cB8^@TEYfP(+fNI2v_SZgK-ib15<{-@vP_6Ph4J{(;(SWIa*>?U|Ay_a8w6S?3?9K+^|hC1gSLCI7&~z#7TFLI!nSxGhL4 zw?94vUDzOT7`IG80%?E64aC;y7$3@i=;tHmUvgpr1#sv}{3-u1(hy=055pCbynvf^ zNi(PUa2iw@F^K~7jj5PHe7s+G{>chp+@GJ?_Ypma4`4D}_D`vt{BgM_-!vJZKs-zR z^7nuc4k9n?k4Ld%2PqI-ahAeAbgSo2M%G&;UnBu4lbIdD{8N-Rf02L#BJuwx;r}aK zkVqxF^8g@)wbgHio@6$18a){KARCOkkKua#Nb~kT*TTF!zwj?mTgJ#*Kx}`DdewR( z{*hIU{Ok4V%8P#C+znFYthf1Q8&UW@^ei_`U|8fo^r8!ztV?CZAjfWL{A=E`m0+M9 zUCmz#QVbdl_`fQML@XIh*75{`7ri}ftV%VT*JTH2~K$J631Y9JnQ_HEhA5)15B{!zEZPs<2i*>+x8@RR<8^?He&)gMbCYTS3!+aq9Ak1N?DU1=zqpgLRPJJ={#fB z{l49JTBR?u0PXmKhv#2Nn}~a_>ia2$LW{q(HOn3b*YO5+JLcuO){-k6)3OZI{6$y8 zknD=uK~kdeDl^aeFm1XeLtHnT@r-k^bEob*0`U?^zd&i?{g{j8>XgGDYMw-w|JB+A zJJ%J}RrsLw0P)Nv!h+%BY}6+y3pb`mIn*lAg6h^Jjat?xuRMvhpuI=Tk4=Yr0vJ=nciH~%w@hjm$yr7$94F+96<)!^!P^mYCWVZXUEOqzOihd z%{YwTy-E0SE_Z9&Kn|F@ZtvVY`$#&yPvSz$u>hb1Wc+M+;n@1FsLi$OwpGe|rFn4AZNKZBL`y=%@;(-RTVj=5_uFs1XSG;A>HNCeSb98| zg=BBFk-6*vetj72G~I>wxDJ`7$_Yv*!G+!>L&@%Br9=?_9tQ@H#s3MSL7t`cLY&M3 z&P=C3=(x924gsncF0?NKJn9guOG&_D}YJKa!}4=nnet{ zzw2og3oLP!FiNWRL)Q%@a(-HI$eW?TCM+}*AK)xl&=PZ20k>;3p1!3dikbt~1n z-{t`c>U|cD!KZB3>tm*IS*aEp?04kl$sw8vroN-=>aEKqq*Pe27nZ%cpI@AHT621; zYXH$mRra2cho)tgMQ2O~3rp<>Kh`lDOMEfemmheeR#cNJkimi`q8Qe`FjVZ~?ON?{ z$1U=C5rNzIs^DQul@XP8b2=;q8ut>YV>VQ(dVMw}ZYVoPqE=9~xZcB>tAx&oO1Y>< z$IOWJ^`?8xh2AmfB)Ri`HeqrqRRpbo{(wN zEH2t1dKXWztKhAmkH}y*WEbf|rzN*1##E!&Xr}EPjbeBveYwo(^&Rtb_iOUgsrC-P zUy#|^dAP`m&^7KRlL_S7p(0L__wq-yzI~uh3spwNN7|9wQy}PG_m4h~g}&!s>X>z< zVq?0lZ}9Vhat12QkrM9_*Q}o05)^tJ!wEY?;H4K<&~(R zp}_7Q5A%+4h%?BWV>F75A1J8AimqxDz|6!c83tTb*eI}2`5da&s962guL8(Ss9_5f z2`~)AR{0VMG#sCh8cCv&VG|9LL2E5fhD2a&OLziklxj8}bT9$AS@$z{6TH=>xrit- zZqW`W0E|GVWrNBl2PTb$jM}*C3vy>-K?qt*+AQfvRjJU(H7Aacr*IN?nlp8xF9M%# zCl9~!O>DSq(ov=W*wrA6>P5bb%6Lz_?h`#NI^A&diX=zvn{(vK`#`^aiGF2iQ~ywj-dmhYUy2M*hSnO@D;HV%Q0J9LjIn3ORYK3X(v5j%3i z_Vo&iALV3(DEI~&Qs(3WQ@36wwK>2q?d5`mh}B-uyhMwZ_?PJ12e*>&E%q<7%4`}* z7zvs@u@UQ|&!mz_r$YPRQ)p}a5pre@@RU#%=-|H`}7C^ZLNiv&l?_kP~&r#rSmZv~?NF*2s;+D1+{S z^9`Y(6%$^YkQ9c1sspb+M#IfcFi zX`m`Oz>sXX(qEbKc}sd{ttAlnO=5}_rKD-x@F)I z7$);qORQ@X|Hv;(3==Vf3B6X~oyt|7{()fqk4-iGLir|r&MaKFX5ihQoA zn{i&G!ziff?sj>_RgKPtp@DNZt`+q5S5(ebI!Z9J5e4Gdo5cF*6au&3o4lVAo0W9y zV}`Wq-zP-lZRgZ=F2t3uTpj5Rk|_k-@)ld4drY*A?9CuupMIw#-)-OTtks4h?K09A z6xwbx;FU95e3=Q{dKN|scBR>@K$(5pSYbi?E>DU=yFY3?Hy=Xpg7uhpnkaCrqVVns z(cI`jVcu_JVKa#(b!O>&9t6&nM5Ed8ekW=8wLQ6c%C{Zy!g{N9J}!Q?HsnhKE#Al#Vl%LG;Q=s4^PI_Ewm;Ktclh2b zD`Y<~^W#oHB039PKQXggbmS5D-w{eBXq8)+Oxzs_xQD4vlH55JX!%Eb9x_L^WBaBf z);JO^Dh}oP%2mxV0(IJPkZPze_5CYsc^lg^w%+c+E?~=Y#VuUk6<)0=nsHt~pYPQP1$ z)(a0XSX7BzHd7=(OA+T?CruLEs7lJnu3p#a^c^S4(>@>@C8$a96D-(?1Guh!ReZ!3 zI%4VDC}~wGn*C$JOhj`KkYqlF+y5fzGv1_wbgi<>3nPQ8H-mP1m`M2gBcAKi80}c&BakQ6KvHQnBBSY9m_?Zmm`ht zM~72MaiZ(El0q&UOF{L67S05-#;SnkL&QE1Y(Mu!Z$7Wxe>qcmS%sf%fGnRR26*qE z)i1?7B0c#7yP(XBJpQ$mL>AXUk~Fh}HJgXHF$ohAwXqoywy)Q-$a9JANOMXeMI2}U zc`I;cOxqmTeBrE;vO%8Sxg%r@_cfNWcFbIn zcDWcixx+-HdC~KTX^+4$m9q~!$i>)~&&aK?v<2Cj=ySJ&nra`-Y7`QLL#*OC$I2R(>~gt_b@#Fs~z&N|1J^&=;1$VOHgqVAYVHE7h<^0{6~)v07iC3}2B z`oy4mg6I%H2E&hBH``%_TJ**iYj7;SC^K00S#JV9J{d5&VMb>hY6c@J$-b}-r`{9t z>K=STq{1Tg3x6~L;3y=UgDJ~-&l+)ze+ALsa1JOye{6LTEQ%f@D~U?WKM0IVYS#Op z;Q3DMT>Y2^=Ni%S>=)U2o)@6jL`0kwbgV*p4X&p5ttBjE=w~|=wO?StFHB>)qHkEwqlkdI4wM8+S-Rcl>M5KN@yh;IImlcRo--qokcCtyY zEv1=x--Oh*V^z`FI#G9*fhF`dz^{|(-J_{Vz(@M+$VVP0$fNz#x*(Dkp1TE`2-&jm1Or7|-WF-KC|?7iO$pChe-$ax z-M;b;xtQ>>#S|Y{8RakPx8$qnVL^-+$Q~GUzLOI?(>)PCVN<$#19VxQ2 zMOr0AO<3V^u=}tL$ycDyHSPdnVsl&)@%xNg6>tb9*+fR>u9!X0(7SUTl!}RIvzR=@ ziufW?y|Zg5dM3m*>(euy7UE!?%!8MHz6I)>8H>h7 z>aw|oiJ1D^9Pop2mBFv}uO4wOm8W>~dvz^uDrEso268ETn!zDhVjiZP9 zwrIu`pE)uN4MmVaW;4E-y;_mz%C-eIkCM;1)%LDw$C7s-N`|}Th{)fK5f1Tq)9}A% zM0KMput+PYtvu((7l~u8S3O=KR~hpk#k@nf%*`E4$W^E#_~N>lObk&*((%-PM&54< z#L`O2o~m1)iNt$HaVf!1n)8`h{DqC}b*RM$`4K@O1=QIA5 zc@k)xBVGKux@#<#erP`P7Lk6tt9DTAib6TTQ)`eM9By4Eky1BQBLct457VyTDLB){ zHKa^8r`A=aZhwoc(Uy#FIJF#{=(A#qb4)uw8)5|l*~Tj>b|}z&KZmsa9L7Fzr%B!V z>HPJy(KvB`(nvbs2sExQVt*-7C)w~@GY><0{)Y<7Ec0txuDD;2W9a3WY9*KMlc++i z;hCx$Zy7+Ljy3(mo&fT!D_P+s%Qf=QNyR(r^l;$#wkUmf)fIfVrLVFe;7_|3 zN*i;?lwXf|>pGrO(@rdc9?H_tv%O0ahm{D}qgO_7do~QA`YtiC!sWJZxEbkQ8|f{o zmH`wt^Arn1Nfytq+RmHqKP=J!A*85XNA7a_S;;?Auc)D$gC zv8A74!+4WfWSy$xG;crXci>Ig_@j;3$ z4P{m_AF-#oq-@3oEealCXAX4`@&jiaQNKIxSdj(cMfTh*tZ@;viaYK2#b3eWDudCuM92s{>1*dn?evYkHCFJ!`uuJ|DR_P;fAz_ehMS%j zUh~4#VxuOEXZW2(UEBydP<~=DO@>hHB3sJ%X94FWueA8Z+6dI8Rt9MJ1~l|^^Cks! zvLdBPX?qMAvyNwRpFzfE;%b7=sm*B2eQJMslBEyxc>%{_ZAd87(vNJZN?Gs>7nfw; z$S@0Bd!#pI!0V_uk9DK&DEvVXd zQ;BU~Ou!=V!&l#CItJK!@YLuWf4UgI)fD9jN1V?ec@oclU{}cb$CBg())v$43=0Nv zu@Kv8qR=wNE`7c_;}VE;+C4&0yHP#Wp|uH;Y-Iy!zOti zXw`)?BTS~N>{RO4;ZTWzA105zXV#0{5=WB-ZJ~s!z3yW#3ffM;e+?(YFGByS`PSaZ$Js4`6oUt3Z3>HQMxW5;mSs8ep zrSZ2A%T|beeEEfuR_D2Xu^$DwS@s5^d%f=^mPQezJ9jCCbFyB1_>AkK_6xD?=au>* zVTQ0Gzia~h+VGl43V-Y7plD+#A%=SSdmgLvJ6nNa^hLCY@%xN3r>ANz+z!6F>rme7 zqgQh-NNk!$qglB<2E_(4ubj5MkUy{SaPIf%PtZr!?Aqwkwxqi{%rl1@O=OY-n(4g3 zE!VV}O!vcll$86^r^0UscYZneEuRIFhd$R__sO3NPw;n`m>_C4O|)#_??aF)4pv`0oC^6t zZTI10)0>1`4m=AD3DjN*GJO@vM{Q0_oV||NUD3fA3h^itViMrJMue%t3dZcGAr(HPS zcf!5ayH)CL?{dj7$Q5tSVY&dFhJYQAZV2OnAeTh5>KeTs;}muX7P`y`0B!2vt#l#V zkLLEbYt5|VLXpKOLH5Q;_}O1NIaqLQk^a+OPj+YmRc%TPo!2!VIPjs3f6rMT)?7&8 z*_~aNHWqd%3V;|rV)tPNvk!ER5xrl^5(-E|QoU%I@Uq=#Vg9(ODV3gF9SOHpq6NiX zjd<$qR_+Qb%amC&;7F;!3>_xBypS8jCd;yp0U+~xlGbtLT%7k)WY`1L{a3>4mgRUF1E?AT9QD4MT zRf-p5x!G~C`H{>;gwY;l)e9F1T<@MxN4i23L?Q0`c8lgL#@qe73GFBo23|Y9i%1Qz z$5d&X7fAj8In`1wnOxee%sAtVJ#tN{BVVkwI!ciBE`` z!&&q#D}^v8!oGBaa!~T^wDi%R?I+vW0)$j=eGWjKIwakeTTNTM24TDKE zJ8css$5WJFx>(T#9C-|S^ zxLDDD&;n|WYFNIhlu5$oRR@R%W|Nz8?6fg{EKD}`FXW0fv5Kw{ekwvAW)E^v^foCl z#n2VLzBEMG`7+ZPpaCXp=>o-W?xOELOTOmL41J5N2t%t9(#Ctn&e3HS?24CmK;C3U zcKu_I;Pd_svMv4YQa1pGQQ3*LO;Bg4W~4Ho$JB#XwGC-lV}ff)u~r?n{~%qXU<1b-@y$LIba$mJ_Wp;4Rw`z&?{ z>wd}{`BnwH{>F6e`|Rq+C*ne9`gj@N<39D^Eu*@nMsq)(UKjaFK@D=zFVAnb(mrSd zpK1K-(E6HWHQv&dt()$VYiqH1uQckoZZL#Nq7|*egiv5J9^*YbGceXjBAlpNv)uhE zL>hPDZ(Z7;bLWVQc2{UF&{*a^jSe8`_HgPylvUni&es=1@|ARx_vCar|Dr8w@{83J{a@&Re!Xo=;oH}MBxvJC2SSz!r+y-ey zRjJdKBlqNcHqj|g1Xd$^!UahOKk#PMGs!Q6Onz+Lrt&`kPsl*$)7wa<`8(8`VP~cJ zjLxLjYJ3J>wUu5Vvu1~Ss^Q~rkH9^h_HQc}&NOI!Q0j95wox`SGV)H3tac}@ZmLf` z&^s$F_-lNFmy`WHne4&59-7BI4C}FLa8*b@F7_0Rn}8MB6NMb!HDVOqnuvS_#!?@v z5<|g8of96q5S@ZEAk#D5EGztvr0FUyOz(4{DKe z-w*;rZcjrsm`-Ia;@YV<*_LSVi*DESBUaKxB3tmByx*%rNGVHi{Fb&|jqJ;KTQM=! z$u`t_O%mC$Ily$UIeou96cJ96RHln?FD=A1rrr3xY1un`EkEn|^34}m2I;^XZA#`v=BptWsSI>1nE09HULLcya8t_K^0VFFNmk+=>LE|ax!b0EsS^%lvz2) zYfTP>4UwrY#|q7IJR!#~FC@8#{FK%A;E*dwxb{3{5jaJ@_r&v((gwbwZ=jP6W?Dd&3`M6h(G1VLRI;whntXWdo)T$z^xrlL z38$gi?C3Ga*k|i$Cz`1j9C(QAsP5TB78KXT9i@Ce$%q$b_`tsUMO#h%&0K|UF6G(d zseBjM{t!a}Fnhi6Br7-xhPYyikp_dxl)-kM~m_^vfU z#5)np4&%r|%ZW2H#rtcZ4c&MCU1UKkesFa*qcg#L3Sty`n~p%ujz|q>6x0Y|n@V=s z#f1X((Fd{)PqGc!-38>qsf#atzOpwXSdmjA-9MT2w=v#kyy58&tM)XC?u(#qLb9V| zLxO*&pyCT>&uT>eg!Uuiwi7!f^g_VwQQUpY|;(1v#Q0G;ienJ?!mv+F8WeQlmi0?e$=-8l=2@$;YMJn=F z{zFM_3DAan*0r=IDf;PZF_&W-SK--%3jbo1)BQln2^Cd+Vd6R4_tcX$Z`k&*yqEJK<;Tqef@;di1BXFL~J!Z7I)vjZ>Du!^;CYm{z-!BNh%&zmKfP9%gFFlS7 zefRHtv3jzdlL!+LtBz}m82}+5qE!<5cnyo31mDe9yH|(vIBI?Ka-&hM1~FEV1%iCgKl&6Vl%WhPOSU zK|-UHQX&9Jzc5ygOp8Etu$^QsyQxmErcTb5 zLU)MFXG*KchZ>@=W;%ZR#0toGjZd%Ahe9{f!BLVOpST60F4x+)fmVM_uvp>S#D{R# ziek3luOjTkMTNa3K?N;}-*ZQXYgYE-3KNvV+Jl>NeW^%635K&VWRLWk1LRSR;_O}b zfQwjve&^aTw1R&GjIRzoojs6Wl$}uMh~)n2jJk&Ev?iJb#~k1xB|XzCG3IQUF{kw(;e#H$o9ne-envs4FYIVQt;P>tMh9oO8vm>Kx=AOPVbXYE; z*)KQttnm?8L(L~Z+u%+8Snk%nV|qe@$f!ZNY7E>@Dz|J#VjMx;K*#zd0hTfz;)7v6 zL`4IL6D(!VLOAQ=Q-$CUTSD)OEw%YbFxki&r@P%yJn6Gj(t)!rBZ}4+dUe>;y%Ktx zt*zBg=`F_p>9?lIR=y4iV!XEjW7ZL+?~sJw*WS0eZ$yF(+mAu}{DKUA=@al~qx?zi zX&*?h$>kjBYJ@~W%$C=Zn@PgW2^9-l(b4juEslc47U4Ox_(hp0DE9(jghV~x%=>(* zCMz7^#4BABUv9pg!<(IbWqbS08|;|PA8au4t`<^V)_;p7y2J0G^>G}6R*|{rO#nX% zgDFgXQy$R)g(s203^PgG{8j+#bptH2yDKxThxpB|F*aRpD-gCWFwUr<$IKppA#U9^8?aY{CzsTS~o=}qe{3VsNZItEmf{GX86DYjN5Dg&}&1v%GE$;Esg!#a+>dZt@E zw{g}NZm&?TBC$_t5LIeA4+U>sW2!A}iNTR!ytQ`$7QLRsjpjrA?liw)`XW2B@i})= zBgGB#$-0Y>`VM4ysH9Y0-H4js3Enm@=!wzsn4)Xdc@jyy%e zHesu4&9jP7PsGOXbx=|LBq>Rcz0k3&7Q2B>Es%f3KfPM`dR}h@!ln+c2f(_t_ug*hEroFvC*`>C}B)yd$x-Pz4-VqU+ zyU)cYnXR-ycKIAINQYs;e-A29`kP(~_bgl0XMoyK55B0FS8Nz~k=Vhr{kUW$N97%P zr|M|NOZXcr6|C{LLq0d`g3=-nbp5N)+rcahccTT67xDVvsoMA^bS=9V!Lr7F{8oPn zkTo^vYR7>HJ(qSnsBs9Tga^Rvi^i|_@R@}C6z}oQrTm6?A6-?Wt;0ctdLkN2iyGJH zbMCBMt1+nczQ1h-E2NxCGv+H>_F_o(dZIzYPy!=a=4_L=31e;7^*W9YQOiU=__%`R zL|_xjZjl%}2!EeiZ(|qfwUNNI_Wi}6_U(>wi6*w!1$^7R86m@5B-*#wlC4#6mPe!?=gLmY~YpZDz;U8Z7pHfZ(4f{dN4RSH@?xK zXTc_#m&ZmKzE|`D|9#Pu@o>4CtQi*Ra+FidOTNs~L`VaASt+JUMkM)-ZB}b0SHNQJ z=U_4RfFUn{6H?YsN{^$Oc!Dw&|JTjIhbjBt^n=*AL`~|yyrYP>AMht#g7O@r|2 zVr%bjuL*28CvdLLE8m#{qId9|9R>_`865hwxR4&g0F#80n&#i%1vZk?xK6OEXX$X3 zQ>~1O_~N0x_VIH#uYBUOq3zS}y(YEcTw@8qA{6=3LnSuZlZ4NHc%(LcWRmd@{Yfw} z!Pa=))is8air&~|{Knegl}A1pgf(H3!1co8MRk2WAoSCBjFvbQ#Rj?!$R|AiMB2FLS~Dl4mQa_2xi|K`t$;~6`iYn?ZC&fJYQY(RcLUP zP`lTGpm8#AlJKF@fartX~GKxt}fbe9cA3R1}cg z2Uf)+_IYIS5It`Zy+N@H?qzvjV>^$%BOa@SH}a@DZ0;w+atwtb%+WphEgF9LoK%nE zF>rai#8X}J>wLg7*F`ll0!E(LWyU^z#>5cW_DGlSQ1Ja}u2n|5(D4RSk{;*yi*YiO zAZ9m@S;r6Deo-z}^f!g^3l%=ZSH$2QtrV<`{eW!o`s`S;y@vW9`X9=2V}nfnv<7}c z69+v*&2NN7&e7$6@Q!RQ!gOZQ?vpXJ>i+#r{_FD{b21Dq%fhgK3Z}(uZ=4#@UZYou zUqg4H*@u+a$MR+)^T^L$+`8*t;^=Uox~$aCVlo@{*I?5%Pr@A6+Vi+T=6#sT5gxT^ zOh~N5k*4(4n_`ch=NUnOq1jEYNDrt4Ffbp-LFLhd-mB7&kG&qh}14; z_AB~(nXO6Cr#8ggK`YPqfn4Y&uhN=NnqBA_FYC{uaI;up{qfMyn^_mR*NJtAlyB=o^Sv8zfE`x5Er zQ!I0yNzSqDGUchPg20TI$Bcq-ahg=IoAvg3^HO#=Y3B0DXT-+~)@8&zqO_pT{P!)` z79C}X{VP+MiR(V_<1EiVG5VT(+@$1*IO2t#-4h=Nl;McP3q^>q?18mk%y(hX`Wa|F z7jhnJ>H=9Ko)rlM0+Fw}rsDDU@8*ZyfDm!3S>^en)%3XH_X{x^YKJev>l8jr_k@0( zL{R6b2e!DNw%H(Xs`tEF?jtQhq~APNp&4BYSLL8OKPj`|0aqu9@+T*cyRL!IE>d%R zC>?G)sQo!h1# zI;Qwev2vn8D|@_@=bo~1VY2%aoc<6T59XUXb?~vwt2RHMV5r8d#1XMi>6`T>~(lE-hAIA zHd$w-r*F~q1c^oG!Ji=^n>X0D<%46I@HEvKHPzjyi&!!@Uj~u;-RSo!>_k-pAW76? zx>&jyj4R*FDnI@?L@<;2%0gv~*{1_2tkzew?tGW2svp^Gt|t{9D?`eOBnt~k%pu!@ zMpnEoWS{czAjKzaEG)evbDvT>&74mngprzP*05-)BF6UI4<0R55moXbHPx&?Uy_cv zchjDNOK=wz8^|Yf@C+|xu(nb(gZ(M&D%qU6Z(0pe&@kOz|sl`dDXQI^mi$V zBm3}(d?ju!0#WOZgPK@Dztu8t!+rn;f1(%d74(_Cu{Cr{EX-vVTJesWJ@08m>XQYJ z@j@!aH!&D!M6PEJDLXO0A+Sd(MSqV%x6>k$;n-eS`rV&uJAL^Rs+CmI6z=i(JM@ZT z%cd{x)q&b9J8Ai_lBq{~`t4z#iCJDg4%vx$4Y#|M-4im6Zpr#8r?$lSdUKe5y<1z> z+WA#$DI6(f!KcX2e}6`E9)!~L3u^Om2N6rRC{ln0-e|1hymN~?kz$fk&mh=*3m6NZ zfysgLLKShc8oqUYRORFwXrh4tPZ` zx{F!mL=g{Si;G%WfIPe7m3sgR#@pQn{a4$ zk0#O%0VA0-GBWxS!V2aRH#D?p?fdyF&HL*vG`qK_u78NBDPsOQ|8MXqI0IVq)2HN% zP27y6rRb4;zm$hra~(W;N=lmUHa4^T74YD=U}EBUtDcoz76yn3T`e{@J@nO-CxW)U z4J=a|Z$vDJFPg8*wf2l>6Y>Y|5f&Zwg8iabA!$fJf7M+tX$6{tOja~|c1d(1sD12_ z;9$D9DiM4Q1~~+wsqJ@Z`Y&;hPlzg~}-_-w@#xHXeMjk0L$jMj zC^7ijCbw<%(*>MpARTWaekXd*Q;iOzPlz>OlV6%&EP5>co&b2o1!snr!I4W#;&J;1 zN6DvY%G1>}<^szCu+)HZ%7tyuy}mY{O_?z+RC>U<=h(9Xh;Xh0O50#!lDD(A*ZbMN zPV^f5q(f?&&_JT_gWyN0?bEv2Cr$LeGzd+j0OWS9V0k76>4MG^(R_2RdI2q1AP4CF zV6>*Ph|^{+I@n+T&R01#q3;nb5ODxk`h~uCK8$-O{TX+U{drbzX{EVDk5EdpvQUH* zAGkwZeMoWCRk~aSNgY8)Ts9?@HW5Aqs zb=RD8)Mg;rrL^>7i#B1lRd?r^kB!WK#F*_s)Co-dlC5&N-LPH&r>~ zeSSO-yPtibBgE6XM#aO~Hwg8hV^5}d`5j4~dulQN0U2A~L9Bu)YK$DCMHfM`B;{i3mN{He!^xe@KM*5fDc)!a?hfrm z$?~8C_dHN)D74r0QR?Pvkx|BCiSR^X$bQe~28w6_COZRpIJl z5h^*eg35^V)w>KTdXVptH8uZKTQRUISu;O^xO6hyuJRSK!4FPM$&7|3`3;g-JN>p9 z5S4A{KJNBAU47#rlkXUxkZH4WvOZmad(t(yP?#J^C*Rz9^ntsj>G21|+joFek2u#A z0o0#-l#AJ0br9>h5MMQtH%Z-kHF*uNOy6lyj`?;H(F%yE(GztU!iRE2Rev9IEB+fsei+#C8 zf--U~nvp6j4HAEe#;D66h-rFKMLmz&9)L$7#vH8q=EcBK~@c@H@e4_1)DUH6fy?RT!YVxQMgD|q6Yq}1{J?>;CZ%hQ!UuTAfp zPkzqGgA>SOb6@RGVac+;^ZI%1=l}cn%JC&jzcYIy0M$NH}z^@kmRWk_;v zg1F5ARTM!SLpJ`Z%Op#TE;M*}mmDPd=~G2$|-QD0C ztEa2Y+zp!j=|_p*M*`|G{?>1>)LwF>1P3nt z``3Y$yhnTB2A1qN^rNy7JWp0L@AKG{j2mqVrgsj}zYp!|~xc z)%nzF6>a<(s&TI)*(+3IoiR$HXtZncKaPZC@(QXH!$`G^xKP5wR&xn)P4?E0I92jv z--9qAI63SnCo!cHN&VHAb1rvN4cw0o<`Y?V(m68fWAUCo2 zZM^Af5^b-Gf4$)Z8;7~1a&c1nKoU1XHh=f61a{s_x*bOl2sxDUuYOc8nf|x*8 zH!w_nhPTs!ySczOdeQZ+yVgk)fPcg2>mf`a+ew61Uwj<_FW9in8g-gv38a0iukQlM z;Gn@S@JWA;XAGove%vSG2mc!I_tV{+K_<81g0o%cuW!9gU9hEc(t7@m(76$8K6+cc ztE?r}1kRylT6fUqAmZZ>J>WXi3tDYWm9GY#p@WWe9V$u?Ygb_G&e2qfKZ?XsOB9sog1Fjyjp z^?KJIdjurt_sGGV=qlRvzI8I*ng!7Rky%lRJ4eJ9_ta_s)kI00gjVX}5p+arFwEkV z^T&3Kj579Y$ zm+K661p_Rc!Ur8Shad)@xO$PCeIhv5AxVW#39|DA%5Jrgr~aJND86}@LXz#I8^s!K zEUb|8cZbP+AAgC28*`c#Fa`HHh|c?c@T~9V5`u|mpQft%Hs<9F-aK?x@4a8^vjd+N zf_dx*6iboN!n@BA#8hOKy4dx8slW7Gi1=qE__xEPW}p4U3)ZckKZ+aN{ZpaEF51D9 zWX<5|*;lGhMxJrtAh$MfV~egocy2tp_Gn&zs8nL(4c9m+G?kgGWuEtHM?cA|V&Mv7 z5+rdYW77I&VG3nFj6F!FIfVjF4MgSYwS!oT50G)HM1ok?42joYCc$uCQGG_QHS4ah z`WluI#2S44w)akM9j4={uny5eFP+yzhtok^0R*wG!IF><3D#f*NDe>6do?7(RZ>lp zu<0*9M`9a$4CL8D+ik}@OJ^Kw<V0B)#76boE3jDl~$)gp_?X z1m=yvUxgr!A$hE%k1BK3opJVp6FbdodYwzP09)lpQz{>g9Ha-EqR5fNdmC-)idT{p z9VZ{A*hR;nJ@mdj;lHQs{^Y+|k`s8Wl*UN^|Bz)pK&3-fo@ON%2Y#}U_GL6_$jpYlO;LH8c$iVkyAr_id} z7d1LR;V^#D3D%@3ons(~Jrt^kQGTl?(XQ)IwGv8GB%lBJXX3fvTtR=~mmeUcQM}Rf zRm^(yktnJ@(RJ2y=db6dozt-=9+M`>Xe|_$G-R(%NZ{j0p(BqKC2zIZJ`Ty9BR><_ z9|bwqB|7KDPCDGhmX06>=PJCdb#t*LF?pWG2)!>mGu_=msHzZ4(1j`JI?bk|4K z->T`1Z<>b3_UXs9+d-^$6=|OFLSu|ZjA7zmW?6SVvgB-XsQVO%*L>@4N)GA}axlxV zU)JIku>Dbjcz-4Z1GUhrUk8Q;V#V&@qP#mE=yIw-7)V&jFUoq@oh@#xer$B6@>J!l3sL&lTDm!`%egB zeb2`~rRD068YRz8j~-eh>*9f2Nt;dqDV3)upQZPJcj;xZ$Xd~PROhBlagz2*u6b1* z^9XXTn`~Yz%EFc~@xWau&y9np7$AYw*Wx`iAF(dTq7ssyIG(wnhg6+D(pf}Q%6Ri* zJSPu-L!pSu%=Zb&MoWaHI@sPFQ@qN*aBn?2F)8Dbr{4q#d+jz3mvyjrmU|)g#6!gB z=aa{aI_@S)b6?YRnr05&pLIpoB8Zh=Yq$b}`00mrIaDl|f~#=qtzL-W@24>z{_F}L z!n($xIYAXvoJ}KYin*~LQMicm?_o#7V=Yd@-tA6Z!3g5cayPeg9G#jV&LZ*h%1e^L zFUYs#lH%*zS2AzCL5Jw`NcFBFwWlD#*>A~~vvQI`1TpGA<{dCds*nT;EYa8fT|1H* zkp9hFe=#?3KdByd0mSL*E$?mj8y4n?H}NVu?HCtK)EU3N2g7Yj;(S(%+$vpNc<`!ccxAz!1|li9e$h(isE=XI(>Z3HG2Aa$YK-x z61eH6gGD2q(oGDIo<2)T4V9Ro6`Dz3{;u7$@qZ#4ed~3O;P9=sI!Ws{Sa5ly=Gt54 z5X6uHDytE@ zJBeprufD{MS6+mC5CriiTS+ZRVjopk$@kvHBjh9&`t=f0so*{KCNWT>9|3`zLedFR z2PrMB){Y#DeAULo9bxVMuJ_@~NI{Ig5g((Zs7GjyZekCK_7HN>nt;^LS8^v#<#(1Y zX5aEdsPfv;1&6wi91_m4J8y;TzD+!MK-G*Gg-7rZKAfuY8B~oUeU+OrgRbVG;v>-; z8*wa&gai`Pa}&f$UN+)uA`STBo;*rwcH2uoqGi)yv|bi53(mU=UyhE!OK-lpfj)Y`ZK@J{r0oWK8wPPk0I$Oe#j&DokxKnxZmNeI*6O5 zeoOZ(*C~s95XAuD)z);y03JwTuli?KSm#<^6D4C&Y`E_(=VKjMW*Nz_C~bQ5Uh#5I zwAVqLc=J_>k2-^j$dpu#x>TYYZq@?*?2FIiy>~(Etts8Fqf$(ZC`f2ETs#uRg4dli zUw7opJyb}Rw#+x*Nd1Aklh`1!bLx4Ha8_l2O4ziZDZv<M0*S z^tjdp@hcF-=Rgowb(h*JuZ0L-)t#b~>bqcs{Gax-jwih5J6NW>fESfst+&vuFxsr0+1UnC%{~Zu9GvxTU$d>6IK~4 zyxsi898|uk#YO{#TR95bLMWb8@3l`66JF$FzUvB@l%KCAPvay*legbQM9$nyB0i72 zqSP%UQIhGAbvLZIaag;k(qB(NVc;B5?@B*XnmI_)0=63A6GyZrhI42Ra+ zkfc;VlGju0H)E=VjyS0z2x8~A`6%nJJFce)bYY1ehrgtH8#Qk_u4;#PZq`hyk{5Sm zOL=0%jl1e8sDuXVJC$bBdq9gxqbHqZ1aS#S`)UaM4g!A#f;ff3RveW9K@zX}bYj+J zCn{lC`rz9oyUFbQONAut`qni1 zVaT+*DAJng3Z#Xv>JP1Rv~C`x1glRzgCcM8E~Vq=ZyFnCnD0{9GG&RgUAHE$*Y$Jt zX~fCPu0YJ6c7^n5REhG;gN`JoaIm1Aor(|p@$~46<_xhXE zq6XBW;K5om2ewV$PUQIiiE_)+kjk_4bVZh2T53q->-jd^Glt@To9MbhYJ0E!ok~WA z`y-=-5(QG4FAC5Z7Da(62+^qbLF)atC4mxAo~~v+e{c8h+-E-(kA=@I5MNe}xP(Rn z6g5f(Q{bRoP1-1sLV2%=LIY{|je|jLrVkARsP0A9TE|^KcZ`3be^Q@*NK=F6xhA>} z`dU1$bq%fgl7>@`DRvN_Jc9MY4#fgWu*{GXYa(x_9-zU&NJ)3=?hsRN+4w{FMBhIK zG7x2xLs6209B{?>6@cjI5onORx4e@OO*NL;v+cMs=TYi7uS#BV@}X5v@wKB=R~L$9mmE@mHp7zFVY zr|hQ^_ip1^bTP=~7dV?O?^+v3a1A=j8Dp~K37cM|*k|T16pT>#c*qeHycE0ri*K%+ ze`9n2ze6|hQ?nh@X1Etyg@EbKxC#l>m))EHALQdPCB1Pg)S+ z+jMKGr2tDC5gPBh9VOT&#EZ&Z^oZk~KfC4#9YL%e#3<_4oqGY##}f0z>5u&3`S-@j z#Sc6ugZuW76L%jjgO=#=N8bMb`dU&yhP!l((~0;HTKHnsaKhEI)p^?D&A zRi>w$AlA;cEETEFB%6T1M~7!Axvu10)ddI&}e{G7uNA@}1C zl7`f1qKeoh=a3}Uu2&7f;#8t0&O4RB2!i;Gkwu?n0#Dr>;eN|?l6jbpY^{<$`(jrW zTl`}|k{`Y&ailS|syVRBz7kw{Wr<&S7W>7I9kOUn2QdK_*EmasloCZjCHx6KOI!Ud z*GL9wDG#0t)fZkX;gyScY7nG}LG4P^!A67RJPE|q8?QhtP~pNv96I1osoDlF5Qr(Q z){R3ZXh&%1KsrJ9*tdls)`_|Ck^7OKg4m%lH+T3v^kRD z%OlDBAb}N}zL0Y&;Yk_$Cxk>=FXUsmPlC%V=bq(?z>oVu6A_y5aGjW7 z5u+n3L*ayX@Ura^#7)x)u1`O~RnPl3!>4DDeIT*woQH8zpC`H?g8M=OqH>^{Bd{(y zo9gQ~T=%>Bzm=X5{ks5cIgRUO8nLv969G( zZEXpn>Yz!Q0-X`z!;YUr5c8a;=sJnh{hB9{qeO7ku6w#Ms|ji5B$dlrnXWQcE(mQN zb35Z{w|h)rp+tA?Hxg4^H{YU*7UwNq>}2?<%1^1>4EI-=zFD&We266Z%2Iv8sS>;Vd^&>0IoWx&0BK23bEdlH&5;ox*RLW`4J;{Y%l-7LE4cD4+zqMt9&Wv)^HMoEtmo|lb-dyV<3FQQ zgZ0@e!>CLiLo)q)iQ?I89mHMWLAO)*e@CFJ6U0qZCR3z~M?Hj_>*CyClRu9svG}Y} zXHv9|iV6O6wSPZMG84X#7^Jb2947YE_*i510^^+Ptc7^e7}vAJk`n&gK`2CRIaiFJ zYopAB@e(H%$(1DY2d*I1r;Z?=AKGRNWE6x@R3F^<7`jy7e3^wd3RmPT93i;++U`7+ zBu;-dUYay%jp9Ncscj{(RXNI8cq~0c>aM$qVY3;~W z<|wx@-$YM1(-m>*dNy{>8E)QD+1s@Vqrx?c6 zFEMfxx%b{Ak%>&F7V?9+lj(GEHq4gdk4$0^pWv!p_n_FnNc_1Eavzo}eja!wm`fB3 zop=0O?jYSD5$7tjBVW=4sT>=Fwahb5z^1DO)gt6gD6C(9W0`sSNs@czpJ2)TK;gE- zlQps+dF(bV^aIZTQrO)nYSK-Mw=>^hyYm_LXylG0;73jGPS>HRe^(jnYI0y9V$AZK ziT+JDjm=_r-A2xVuc#uz_m^Vg8XnM@et|%lz!%h|B zeWh*n>Abu(BPGvHNz1RXybM^lNZbv9z->=jx^#YjlpxmEtF-XdACf;{NIYbP2py!+ z((WqfEBA}$r}cj~w`ws~Szfz|d~M_97czg*{I%KkQhUNl#N>;(oQRG&`dSz3l)XoD zXN?pt==|ticVp>(?xl{9?98Arj5xCQO}x$*i+W`h9Mmy;E(vKAQz+qm2t5@{{4CP8Rf_ot93d^hrZ_&F|!%$ni7UX9mh!+H<1$<3s zCy2{WLp%E#@3<9$7?Q0$g1G#}W#8*UTRmM8_~U4@-nZUnMGxZnb@&mqG~7!Yyh_p# zAZdW(p(?CE@TKIS%E$VV?TPNQe~TpX>?8!lF$ye z8IaAJQL%=si6646eA7uQMPQYB`bo)sGr?6PIbWY0c0}>dz(mGCu_AKHr{lN7KoL9b zX!h%E-9cP_U~Rr{B9L!5>l6~BWAQLTE}D+)ay&~f*UHe;3(rbUeWta#m`(kctM)sv z=%vf_lHoiX&pi`Nx&FwLN4RD|0t8JY>%<#}h<8CCzX=_3ywvhu4G5j5<2@85K+1aQ zl#WuN47)DzYcHo70J8aj!&(Sp{oM98^~y}X+3bz|!&HLIouoS*#41D8-lmC+*$3@G z`*iyRal_sCF%i&c;=#B2dXmTIwLq0?L4#ii^P&&H782cR8_2ru^PF5u_g&_0x;T+7 zskz_^s?F(YE?bnecYIy;cP#1>bR)V#0DrmG1ycBt?`x{S!CQvLSzvVKzOkaTG}Nnlw41vW}v<; zD%0fO0f{^kO@0zZot+@gQrYjiUQs+yiTLOtNAv8}I_dbrw-Z_u#EOGT>!CK0zJr7u z2?!;EJS-sdB!m<<-v*mW9ddTA$ipGmHU3dK`}m!sCHp!Z!J5D%m=3S9hC4aedHm@o zNX_EGgLhM4yWOOU?&IXkbiUkt<=g}@f%>e2_I63h0^^((Rq5QM1!dYz>RA{C1=JN( z$ziSpU?srGcvOGWwRD+qk1!W`9H~pE3k!AEHAB+MzvlW9;T*L~NJ%xdQfM5B`hj}c zSJyhL4TlN7SQ@Z+7F}F|JM2QYHJDU5Nvuh~*j>m9Yr$Zzz7jo@^#vI%wZ71CDM|oS zX&uCx1W!DV<;Zmu8B*jHJ?&hI5Qk9+aWJxDpEY+7wXg zyYDB}#K_Kz7lJa6GM4ky)oiHd4 zS18gf10hHUacJpf+FcK8T(7EMNfL5W|BG8wR$)IBUU^u{u9ZmEd`O-mv*c^9;NN>y zk)%X%BSe9)S`xS-PS)Tmp{wf-c#h&mOrzs*%P)vu!zYZ8n%(!oHs*$+$1y~tZW@};C=%Yo@PwA4gn08- zJbuH}A=euvGW955HeZi7K)M^SXwHP~&ol{m7%T$V4<5|U=;&}ZGT^qP9im&jt zyP?c>NK4M6^f{%kdJU3qBNcijb}8g z0$94H0Z2(LM4#7|cG_ zijd3Eu3#5eg0CxL;Cgs?4m@-^MYzW5f1P|A8EG01!bpM#mRO=yZba3y5?9jEH|tl_ z1CHc5-i_y&7^DKW`4Pl3Q#rYLEVf#7ZXU8imDINJ8GdF`Qtlp~lpxR5scY8a6H6gR z*?E6MxAEvN<1(2p;&td4)b8O$BRq$ldE@%4-Cg|ZW+{7~G4&EIjUO)Vnla6dAs(79 z)K;KMbCOF9l3Dxh<~-wr2OTT5@{7kCg2FE+x@`2U+QmEJFvezcl|bUm_^lGHx_6HGes? z`1%5W*tB0zmRmUFid2fY=|ZG@lqsS4-~Xz)hnZWh=W;3%B=<}HL5tDc;pu$x!*_1Z z)?zU43M)w!9pB{&tED5ZB!XDiO%3;=gmUXOtR;F%6m^>D`kQdh#cR^S&pq(~^DAq& zV^2bj;SmMVCwNp0z1s-O2;pX0b&FP~@jyl0<{AKa#M+c4u zSh?|E6#a16e_*G*xv>v*H}-56q3R9nU3L|zyXG9neYyXQ-<6^cg61SKjD6 zjkU5@y-rk)S(sQH5zXR6{Tp@A32d{AMDgxXa@6^mmUdYFm4`R=$%m34VVYyo@$~L5 z5xTRS>`faFPYpN{FFYeDJlhICPA^uZc3(`w$R$TM!(1HCUfr}C$@vz)@uCO;k#EQ_ z@getFKq5l}ZS_M?BFD*TpLvl~Z?j#|ljqR~oVL8Ds#YS$oD9~(CHd~#$R;1hUKflY z)_}h8W;$-4Bd8*fi=KS8MAnCBD@zW#gXABTcS${fZv#Y(22T?0Cc&Nelqlq$zb}|E zfVB|4_!MeTrUbojxs}}DmV=0Qem!wWf5y7t0Y^#Qp+~u@>=@T2jm(n<_MtuZr%H4e zx+BL)j1FG)Cz>BYtc%Ljryp_ujmH1!10<%FE_ODpvq9tk$FJ&OSKTwO*LU^byKdNX zC`eHM>aBN{+T%!a;Cnvv#KYSsh)JL%ZoZzPgm1*VM1SPuhEhO+)Hsz?njF%=(K~pE zL`hnQhYl+Sq!k3BlSRLO%)dg*VHJs}Pvi(Gf6Ra-V&~nDm2NT>0@(t-%jXW%Wyokj@C7 zV&J@+N8iMFm~b7_RXgr1O_T9)(*(k#b_imUO-cl%Sv;u(wUXtYU{DGuAt=!v-2ZT_ z1NNB9*S#~I|AHP<)A!RP{`kWvJUqhn#XpVWiJE;5C@MMdbJKSe7BNp}Ux4gcfx?0l z&*a+o#N+Leb_rtV({?h_aE$xf?eB#o)o$fHmEO5eKX!AQc5yflscm*#(8KIJuhaF% zm^+Z|LG>gQMT%z`tTqNXf;dO;>E>T>^CRa|b1;Pzi}#{~^cyS|kkLaHQG*uWvdH2s zvIv;`ga^zgkZv;|&Y9~EI?PEGcb=2|gGa(R5~IK^btiK(NpHQEs#zncRAub^v)uSm zX#}wrNTiuJV%UwSk8p60{V4D|+>s2kj{bYsC5Y+TXt?GI$-VR>%R>^^%pb1nOOx=d zX$ln6sD*)d@QPA(_|XztS?5x}OPni#lBOV1*KJ|uiYOgeX*&4g=byuTWCZaae5&l_ ze_;eFlOW#KjSrEtFNO5omT_QCLbY@$v#clMPd$cAKbAxrQ#iccPA-q9;gTw7HBCZo zf%SPQfm=vx=MUpeRZYvfQ(xJ>n{O}G$mo`Aw#p8hb;8$> zsJBY?rKcb*kqD)rx`u?G#{PONi5LDQ*{{CjEyd)YCI{7mN@F8OcJmkCI-5w8LTZ&z zo^|dSbk6>Rxi~`s^e*h{1h=muiFTojF&#m?^Ik{~;`d4iiJpV1UZ_8FsVG@vu=+#y z)_Gz@(;(Ges7Atu~bq8jwJq%xd{{*k?U~x1TnvM zj%xv?BaJy{RjY{bp73gG=q@0}r%Rr-yyCC_mo_biZ@h^4ghKM@=_8S7Ue6VHW?5%? zi4XPoOA0R8Uw@I=haV_~$rPeTO@s#DPU;3Y4Ww)YtR&Aw#X6$0Y(gLvEw- z>dPem;alXSP$M~wj$_t@f3+<`!I^f~XL&x{vqgT*EiN>63GfB4KIt?G5SPu` zcURWzg57X9= z9)8)Te^dr@y%%KrBLuO&_G7w-ufuzoo_*P8nTTw=RO|V6K|ZrHyv7xz-FG*IV=s}H zSe|C3gPG@xc zQv9v)kRRoXZbzQbexX(A4gbThIj-gB_y?;@bdcwM!`@+8ZXuo}h7eUJ_z6#9z21u< zHLc@{{_g8pS$Uh+t3tv0coeU&sE*P4xD{j?()Rio_NnzrphPhLug;GHQI*A62asE* zAWqjcZvCReqs}L+^)&X>1NL-Z)HO3!9YBL$nFVL*&?|}{=6uw0HNkp9=S#Iot^V8J zTlk_hYmGQcUb#=+qX}YA=~5A9KZZZtbJRdb%;zsuhVO;A?yo;w;*WW`}j9 z<_K(8n;R61FZ|>G8bSQWF`MT*x-vnm!JBqeBp$pM2`HohAk%_-{0*tkeHUyY$4W>& zi&W~_6O2fRN>JY-3%i>;pGZm!nar$qj6wRfjTAEYYqX zUHq4VsnULxh)Gd(l(>%y>GxizYY2jL*S+bS+M(SJG$%(zfS9I>I5!!8RTf1`&Ugsc zLJ+IfNG@rBp+va)-6roHBl)k!(Kwr9am`?;gfl^j4u;z8rom10tV@tX-O~9SC2qhA z?zf*@MQ<&nqaLqzaK}!k`W1q>_Qu=sxm}^<@Y{alCf9rD+SN)FJ|np6zEZX4-&k}( zTWe{eLGQd3`qH@lib7^AlRzfZSUgyN{hdT?~@$fKI%KH=ivxh=s&9()>Hr>@4IHo@Pglg1Ljvx*rSM5A&N`YV5v8hx@ znu^541NYz~{U)82i{J~nzf|u?2T*$z$j$GaA3@x3n^tSz?8teQnF?;Xtpr$nsBDzV zho#W`FMK~qysK|Ol^HT547hDkbH0BRKcw%t!Bx#xUwE~ISA;NEEdFX63y&O?OpO!* zG(B*qdj@MSy1JOS01MYaOvhu8D&d-a4=fT|{Jse(k@P3;BX<@9|K$kQ2e`>juY2;< zmys2^1u`c^mjIRREa)mleyVi&7la_z;s;G&y|@mFY(+n zlD-SVPc03OISC)q%?O$x-yeTSQa4`aJczqreuMM(*7rEM>KC6yeh+^qk~u*txwSw; zi*hnwjH447*|=}VQS7m+bRTt*zNNA@7UXXI0omD&Qw1gjpXsq@L_=Ih?wNz1P5TNrTjfzO)NQzHj7TrCx-iE9h<|YlwcGWq)B>}JViQ0qY zkP!2&u`U)QquiLO)*!Qv#M|;h+lWP^VAG%w<`s12RXt)*Jq9AQ6zwL zYV`C`MVbEg!1@n=x7(=El1QZG{DZcWm6k$QterLKf4FOVn<4N&L!jaaViZJX?!Gle zv9ly{*2Pi{@!NLG;@8*s0P+88FNhCs*YLKxuzsj9QPmzL<%EGh((S)75~`b*elWTij_<5-ye}TSYARXafO#( z(Z#x2M3}nsRu`X!@xHCzavLWd9M?FOb*ER)iK3X$awzl=hbLZqK~l(|YGHZ!Fbd&` z$+hsXv}sJQWLbiuyX;F(>on=Qk*fA9>u@1f)&!`Nx-7ks-zhGsYgk8-Z_qV+&CU0c z^jyj9zkzjIdh`u0Vd@>aHmX5qvi2A(sgK?(7CccTsglm&qfT;)7>UOoa)hZ5Db_GP z%t6lAOHAyN;G<4+=N>r*yDRW1FA6VYnxu(>-1vj{N%ocJIhHJQWl=>%JB?KaSo0gs zf=Xk2@Yno<+LSmYn)}Dlo%}OCSK2Xsh}7a~oV?s+U1vp+w zp`@0&hax@JS+ysg=FT@p5q$RbS6pFYc-tMx{j9`sMqRugqhLT)*TRt7+Ewb*;J{Ol zsg%D^wHNJ7PF_61C6om}uU*Ma3Eaui% zx!*`i>rJos1)GzYp8g%NI+izd3Tt6_h(?6a3M+tZMCz}&kTv!bbWHUk2eh38S6-E( zjBdzMPnRV5zry6NkTzdeswl(=EkDHV&+WLA|1&>=xDhSs^WLqO2|qWJ)(2+Mw1|VZuuf66Mt=zwfoUM3_;wp?C+fx z8tw`8kJloV+%FWk>$*fJb~_mwhCNO<-sxo_p4!v(G~%k-}yVh28=3 zdqIk3)CNdp_LJJY@(E2l4!ux>c4K&rzphu+Ji!Xnjo^sZ4!-+ApRjO_fEifHo+}+&AM;8hCC>N`8bmUKTZi zm3WVKr>7x{XS0v5e#^l9FGue#oGNNr!!nSR!>F~&MCtCpmY-+}FRalDw? zU!+-oWFCXFVNIr-jW#uUST|;QPd=G$J`FHp?Wk*^H1g7FhoVX=;e9CXV=WozkFv-7 zlzry|h!Mo|0qBqXxvLVy8VIS>Q&Jc5@4V*xA9UibrYlRmi5GM$1sWbIe%lf}iPv6| z_<1bwa~Tp*=Mju;E%kWSX70RBJOh`L+Vd}=qIKDpk5V7x2FTOwv;T0_qIK#aKrqm7 z6|&U-LM9R2_Q=63G&R_Rh*dA;I39#eROWinW{*&L8(n)n7Zj9s>c|EXWk~|2995zo zq^k6x)hcNXR^6rxA0`~_{8bXhO9EaOKLx5^G>~nYGDVUP@&31|c3N>YsU39z$=1Hb z1rnV)>2JQ4%qJg9j)AYh#HU23cIM^?zBAyfK~&W_oa^9aq=C-b9397=0n5@kc`N}o zK^B8V`s4Q{c@0%`9x8^;IER6d00zkc^&KwXRGvBx(cPq#vTQ|}(S50c?&AVI{hdyp zdAbiZ@GDh$7qn`JfKcTM6ZhX!T#+;v=l}pf07*naRIH(sUxi;#WVO|KEelw1(5~q8 zzdx4jw@5Ox(DNV(75ANy6b7obDJMQ z-1xv4Ng*30sknqs9z~b1CX9;}eHt9sUv>dq?DyakFc8`3O9)(6p6jz*_wboinopgG z?APv8Y9Bk_1q@aZg&jENQkBH;yEGt5v6ig3n@yQBeEzO$rauuo(D=b2^_yllQch9rT2H1udbNoc2q5%*Wj?bgzzQ`uf8^MC5fH!Ur6#UI)uNU z0{Li(6 zUs0O3nb$P&>5VXNmu+#Rw-Xn#{-FFvlg(9IZ0(ZK`DBdy4^KW`uj5x~)6SqqJhGb} zxl26E^W84KqE$yk>2;m`tMii^eUnR=s)SQ$k9|oxujbYQX$n@78l16(_Snx!18RYZ z^N;JKV~8HBs>{Tm{gc!FVw&PaEuhSO^p1E}T}!%Ma3y1CS{n5|FaOI) z{YB`s)&R4>bDyC|AVtBBuH`}pP{6nS&c)}aJn`<3{m=d}g7`nf&ED0y5vUY`SYsR| zY%`yagB0{MOr(DV;VoJY7~;nf(nNRg&S2BbBTY}{kpF7ud{)4 zKkriFSdx3ZXZGRy<7@kiE9|VIpxlQ#Q~af8>G&b$;uyNL<8H2?SZcn_zJhX&+mF~Ck z;&UaB0+6uoQ1y!t1WM}V=cMUblp!dJbV?_5y((E3qoYoXrZraZ3|K}2st!g1H9P)u zSL7YQ2ewMd%*7XH|0I^_n#vL}bzQ4c*_rX2@8{%Rklq$@T0ZX82*<45Xr&_aJjKnk&puspN;q(B^wYi^cSV+)m@BGAhr{;0g3P{OhRmt)!Ms8>?lmj;1yrS|aN)X>RJ|UkY9XxzsM2;9* zR+PYbDzW$ek7>DmTwG#E4Eu>qyG8U#^hhJQ{$wU6i{eeZ*RoYI49VdzEQKid-n;yR*%j4;|^jxo*|Jl&v%7~PW6j7sAXULs!PeI zeFI30X?mZ~&0qNSH}Z_X5z8|s?nZOc-uoBV?d6}>3BNC0f9(XHj$F82`C!n)JwUEY zdGqFD)~P_d$aml#8oC%=;?2Zy>6BD9_?;OU(R)G(;sb}YPY{oUwYd z>gzP0ua<2}M5_9i&d~wpi0T8dj#Q=3Ht}C)z)QQpANw{*aS7`y?vH4Qb%v(jIXH$D zp~eg1-y=H=2+KOXLNXb$_z8*v#{HPV4U59=un%c_UdtQ!QDKoPepYgLEB@Cal}@qg z&EIy@`Gii|`Xm0%HBU?R#n(uLV()ovaT**FXV5rT-Cb(0y~*(+^LlM(_`TkTN!B9C zG0ce*zd{j(wGv~UD3626i5Bqru#AiDcTlm&(O2YMS{*wW<;ep&HQoDZreyu zO*&vRg17@fEbXEz62wX%YIi~Mkq3(89Dzp=f8DAbc6Ov>>D=e{)jbUF;6c)q#SZ}Q zGXl2qP226`qe#%wCLcL<6w*LD2^xePj&8lJGy87dh3f>)eEo$ZEInGOy3YD8!C3zH#{2I^#`AKBo_ii&h)f=YNGsI&#xS zIuwW{y2Q|y?TOX>omb8SBN@;(7lOHo0g?w|tnH=ut=nO^XyXM^WHp1*7=l?J}~S=jbpKb;42Qa_SIIBAI{SRn-skoBytN#U8fcfcnG94QyE6 zFL8oT*@}=MB>|Gk9cM#Vt=O*C zUzusGs%9Y+WC|l%PbHCD;~mNha#4}Jyp!f;Pd~q`YvMYsE!JVICUk#Ccr`J_ z4RC_FoMA;yJq+_1N)AAu*+l!6uK^3^qjm!GeC%1ONO>VqZdxOhWVlX4Y#1NAkXo zM^kLCJ4x%eNPb&V#TvEd3zZkicFMKuXLf=LZ>9+p;fVVEY@|1uQ7xYML%#!!ie()P z8{+q);TWMs9a%CA3X3EZj)XL-Z#Nmzt{#(LHQws7)0OpWYUu5pfx5&;iXG39dA@D# zWgVQdQ{j|1E{2PJ?~q}1w>T0jXOXdh_lltoBb=|kAxGg!{`@;|Gf${1T0Jo(`k?Cq zvi>3WjN;it9l4WcX#F{={|6o_59j2w_*|C;r@Z`4gL+Cn36JM~{R~TylJ)9d8eIaF z^UF?u0h?Hm%g(%d1`cnR<67Yn5{+G}nBYWtjF=Q=U|L;PzRZ%8$_L?N|Nge0IxQ~s zuJxlZ1oQTwFQ%M5%ZyK-#1mxz%xhIY$V_>%{AgmefJQ!1>#(CgnRZBW-PIGC9)__a zq|yXj-zQXH)F4Do?Ev3qKwgFM%Rl*1NB)%#vaiKHm?K(y_XFdny&vrySCu^J#dMHH zkbQClJ~XGeLTz2Lh>EmBI8)Z(wv1HWI~SP$xT5g=9f!u8Ir>3 z;u@7YZ_xkVui%U&XPTR293Vku-d%`WC*i03d3fkrUA?9_R=AZ{R%4X?lyYU~AVz-C zxLof_uDo`nrdub8j?LM|2Yod6=?FfF-I?-3U!ikLP;kXuEr?rUWx}OGc#f0{8o5HO zP+7cSW!we3i&@8$rI~u&T~u)hxhy{VYM-(uE5sH!sZ`5eOO-Y8jn|xrB&1^eE7F1I zE}g-wXV@}|tAZr*8_j^z6Q}S&5Rnp}id7CWc zXfJLvzA3DYuKH4a?V_TpodjtgS6o@_mNQdc%xzI#f&A_%_Jr{xQf~5_bOkSNPH2A3 zFBDC=i{n>w$^6`Vr8^iTHPL?L&xyiX62WQ1esaYVX7$+rn37_a(PS1;R@U3cL=x6N zCSTRoddP(`3)BIvr4U>S599B@dwNE_m4Ec#T-unLr{Xf&X}Kg%pEdK`*O5|+Jz5wh zYU9n;7=lMS?Z(96He*DxCAngNG4qJ@3CdB4l0XJO&zWQGq|GgMD)0YBc^Q1wRAlBm z2^S7roM*vzjPN*EK)0@K>1|}gXMvnCG@UBFgCq6^2lo*~XC5&*J~XbyFZs9gQvlAM zW8>&zx!kf1Rb-IkWR6r$dX+xWGKiw9%|e%Km0O1uwXeQ7i3r^1Nd*H)Vu>FmRxKiY zDvy0s6gz*EcTrix@JC2~o1-4nGe#%Nzf4I-NN6lE{`iVB%^Wc8Gr zm7@s}L0*aRkseKObUN%%Oc&(0#>#Rym)@ikZXZ=tP!Fn_Y=o;h-E%mhHWs7{M{(BW z={XW{aGrYB&WyeRcF7M@=+YQpyze4{jayAXpOs$Ej9&_5rV^)6Pi_d$I7(EejH!5? z_hVm(KS#)rw3RZjHBeituc!LJv}Z1Bwy*{7w)t~w7jt*Nt8 zM}c`|q59QOK*rGPnzz?S*9N}vcm;ycihj6aZ1<|DZ=h8@jn2+qG6d0DTU@yVB)`3P zJIqRcGs;S@v^LDyP*x%+am9++M-xQ`Z0O;O;d&5=lKRx=ig!rPPBCE@WPRmnNAnO+ zWvrCrsjMY$?}P76g`jpL5l-q^Vivg3s2o*K6|z2IcjW#B(8C%d80fTYFDXMBrJ*tD ztn)DFV+`4E9<`2xqq?l`2gLrk2>iL>!Ani zk~-0sXrMI5w&|q4aFBP%D$eVTCC!I8N0A;nhP|`Tc6jA~jSf6{1t?aym(=+1N4Hbg zQY-WF=3p1l)+?zCx5IZqOdn4uQSPMfxzGJ6xy3J zP1C!sK_sa9w^5XzDcY{qa5VIg@>MugVeQcrx#jmTDrQA-J6mKJAvg3%5g!?c{WIX` zpcRM&e=*woXG^lrJ4@mm3*mo)_FMtnu*|!w>4ZyMS(de9#FtezW;j@p=f3Akxh4kM zYvaWY4aa^VguD^|`r|5(eyS2n%Y_07+@Kj>J^|W0WZ3`g_MR15)NO3OVMQYW)eS~M z8_qrUEA51}JCl@ZPgK8p49a_1x!{A3(bhlT`WWWjFC4|^*J*UHB<)Wx# zdd^Hz=g#en*EW@L@n?3{5!k4Zj;uGSRN1`%~K#4)EGShiMphT@qhq_YPwk_x# zOmTl<_#Q+3ab{4nst4!(^Yw+MB&{{=8dF>FMN`@Qp7Sl~%+^6>`;#1xe~}bsypnN= zG(B~zWQ;;&awm2K6bg2Jaa7_|SvmQSd;bC{$FdQLM5dFEoz8`TaRUMGm!!q7?bPe~ zM>2P#RYm)iS9rRK(QPMcNtKZx?p7|&tHI5e{Az=WqIaUSQ}!7X;|%BtWnH30itUAA zt8y&|kEVw>VKKpQUPtV^@31CtDjUWiF2$Y5_qlrbkAdy?uwj;21f0j2?K8{X6KG{%2Nplr7O`U z1jK-*;rInL%Z(+#0_g>pJ`*@QiCnX%eM=-|6yb`%>;WNe6esP7Fd1&ed%~z#J<+2SyW*df$M;Sk^UZTchk}V4oe8DN zY)>Meu%TJt^XbBKnrwI%-qV6|+o@^F(eKsk$1%42StGU8n|>s36voI$SK;KHH8puOR_Puq@mDZP8C* zB;NUjF%W8ufJ9(ZSFl1vGUPb14Ei(bV(tEW5#y;Bnd{FdXz`j6s#X^G(Avyq4*q!b zh>v&7yCNf7fGUY(qTF@TL-wk>aQp_^yJykWrVh20msq*m(NC3bY*=n-Xy!n+&5UBW zdS~A<%HwL!S*YJXR(i-SH_y>d(4>x;`LW0MfPJYv?5eA0o5xLv;91XADh^J>*e%As z1gvl0H?+1ocU9NCL}rD&7Z?Y2s4wk#UT+)?WvTi#r1$4VZ_BrBGCd02wjJoEE+a}^ z!~&Bi)?-^5e)d{fBTBsCs3q+HD(ko+dlAFKTXEiGy$}!_9SnT|*5nkny@hS?QlNUR zaOkhlrIL9YJCc0FU%>IryP(KRLvLYyInS+Xz9;E-UHJ`I-kFFRhq&zIbV7=3&wi;B=FTEi`x2L>*ms47zUz(Qv{Tltni> zN5>iVQ0azh?ByHXh2AcJT=A#0Y8oybIxe%X{bN+EyK^^9^o_ed#>5limrP@iAq_Jy zm7}5K4If#bdfyDT9B4EbgkG9fSHJD^!TVKv=R)QGEurY}DBc}vGNf9-As*e&$~pey z8mta+sFX%qRDVuW>j=CaPk2kXs;rSH<5O%&8UMcRT{k^4?@>t??-J!1Cgcr^eis9E zqk?_M(bw~izQpI$PbAf9SPPD@7Pe)6I=w0>(sG4o?f|;q0q5cB`k~uM=-BjI&jVMK zEgsT0L27aB+Wk^S6C`1LQ<}`86X?EQRwK&3dCDPu)G9ppG88Ke;Cn&fsrDbzIBLC; zY`;h^AZgXS+~Srm3xUkj%zz@;UK)fC#v0BI(3Ru(70=Ex_> z_5d~e^~gNqWYKub^iNt6@b?mDA}|az`{w>k0sa_HoCZhab2t?kr0;uXTV zm@53!dg28!tYB^bDn8v>95bf*YkqIjcVZ;$_6Z&rIK>@#vZQ&)l7fwX(tcT)y}fam z1xs9U?^4sPi7TdVkLfr$v@$FIE$#X{PVM0lCi?k3U1;crTYnmqaJ3&YFXahY@hq}% zi`GHq$g#V!y!DFrp=Q$oE=dhkLimcVy-~5zx(M8EC}Q@Cn0qnC#~LxWGg1 z(PfOS58Qsmxmb_2;Guez_h*s3FA#=Vl0L~x=$ShFNyHsFr?WX7viiWA!?io~5rxpN z^Tlld3HF*`tGtZW?053xd7)0v! zavW4Oo+GZFjw%b_bxJy1juz3GV${{u z5SLnmFjP>Rtq9xPcVBIb*R+Kf#vd7r=K@kq)ss9$Fgxa-Ww8OJE+D%@SoEUZ3lX3> zcQ#@1x7f%qpI$&#v8iu^TWQ_Tz$2f>d8AD+4!4J{>E~QUNDv`dBX+Ive!z>#Vjad% zR&ysfnumH%b8PV}R36}-HmT~~;f~(+A?;RY@}d=3Q$bJTxZ+_h@gf)IOvSUdmlXc8 zyySLq?;y_SQ|w#r+gE3j3ML%X?F+Z~@_YK3qk+KQLOr^J;tZK8Lpkp_CcD}rrz)&| zC~|S0L$n+7BitLm5piGhmALXG4+Q7!;BFrbXo^r?%%gCMP@A@vePCP9*HV5oK@qIe zLfLW-gCUr`b&tY(2CU=tP8l9#o=Ovd)gdpTui5-5yR2AwyKb-fpwOYhaLpptjMZ2` z6_yBt(B>qclqu}`ryEy7`RC(H*E zB(Uo-DS}9g;-CgaedR#uuoyqe>L#47sdc;*;yGvdFHox`Sf^*pF^Gjwr(3?jPhZoG zq3f&%tg;dhrf*BffVDO`wP{-Jq|*1em`~^r)M4Qb-VG77&A+J~ zFz>=-k&*x;=;yKDeuS5Dmf&2O`MqE}`EHnxtH^bAUN1N@LRFN(Bq&X=jcFU|Qg2?% zkjkKeknc7|LaIKVY_LwE(0`s+I^Y*fphI2_wC;dP!Q%!+EN8)rBzCns$#|db=!5M` z{Mj^t+tNe5%iwu4Zw2iW8h3`jSxmx|+OT$0>9%FgE2a@<{mvaJ)}}C4`~1quYVFFU zP2#%}K{FTYf>bfG(1w*ZtHSz(rS|t}<2JEZ{<+sBh}eqlZuF}S8Pl^~EIbo2e$Ajf zPhj*nGss21aOiWYW!vVtEP-$lV$HR3TM%48D^)ZJNP0M|OAqN*0KEkVXUO0xItkNI^wxb9&bVR}7wI$~1Mnq` zN;g?R=pyP;$u?_d^(x3b64AZu?sTxOfffa2=%*6p?~jXms3>M~<_Ao2Ue9@bpJ#qm zZEbzv3z1=UjvX6fL*I)7U5Q+ZUnrxMBff((Cy~k0MXJ8-_i9w>Mi5RmX;?4)u4oq?O!J<+o#lEeul;@BAc?mStBV$M_Ks?z zb&3wio|OAQefQ}&1M=wQl-ro+?hXN*{y_f)=2e%1P<^d3u^ZpjIDKJ<>X=%kSd`#Z zVu9-`isP#5K9j*e|Ir{QMrX`r~|) zF9o%2LBZ;q+UR2#-0@Y*^YjQ2E$HHWNU!U=MD5~G%`l}Kf8*h{(N%or4)D~qh=Jm?QFTY?gJz4C%EDSq$o>vsC zbxde@yv^Pbcq#C8R1t3Dh>g0fYA#bIbyil$&i>H0`B-7OI^RHTD5>}|#!Rxa;1`!L zX{}>=aKvNs%I@EMwJzao1m=c;T+7*8T;fH8{yQ7}^RwX-;0sx24fUXU+sDmA`$>KE z`Z!_p2W-P*sG+8lTA`p?4wKm5$sXZ+?|%70%)@SUt#4V@c-&#n1z`z4=t%~p6pwd!pAvEql>m`Q7+ z468T>U$_ER<%Ha@6&BYhuXSFM{QC2!%>-685$kr$biNGRMPOj=pKQSJbO zGFKBuLa1_lR9QDFvPG5)cR4zkToE6Dpg@NuX@5z4v(0aJz`$okEV|w?naMUL@%}ND zeP>SjyI6+mt}L&ZkDosxFO7&<8Ye zahFlI=BH{$KR(KvHYvR}?Lu^n-P^{Z1CUh5(~qb8EJ#%EpNA1w4GFo1Wy?Xi__g%SGD`q~-dXVsApgwO0EDV~2( z_!*aTuQKYomp8iJ`wqXSTp~h4nk!{pO+lBSQ`wK)`zR_>URUORgMw~hv2+JVx#7dZ zp-epFqBR{Yf<_69bv9oRKPrWJ)54=-1F%!PIxX2nWq_03<6WE08||sdukYrE?#s8_ z&7T>vV4+x4pH#JF%3^r3VZ!|i1?wNnvXblyK(kFC+V!Mh>9x?S-Ju;8!J-3YIe{CD z;WC%iNw#}N0SUW;(S-;q5u+z<%GyT_$Y$JpHp3Po=j3nwM7INR6h!LgO(v?|EF4aw zW&wt`yQDsoI@X=jEK>8Bij%)}?_O6VS1E2v9Oy_sx1L@Iqlcv8&k2@WO)D6aT|P;q znJ`6aJ0UY)N?v#Ow%l6SpQM2qT$Sd7mQ0D5x%p5bzPk<! z)8P!OjO?B|sW|-BVfK`mCYkI!ikvldTf$Y)TO58snyfCD?jYX6iN^7MlFA><3dgxC zB1Z9pw04x@lZpf~Jvcj>7EI@N!M@~rNbg|&_w%zG>78(U_t$Z7P?8uXZ*{B<&88DC z#FLfyMW1#JF7&RamB7;%``KcA>>ewr0TV9e5v3O$5r(Q`?;lUH6n?9ppyd}{U!+7T zf1R=CX|F0bN+i5+8+~+O^LES@?9{<*x^IIc$LnxxYg|(vQR9DCHx#++Q}jebgawX& zq55cMP7}ZlJR*SyYZNUYq@_PU*s=tk^;oS@);%8ScpdQwjwW@sFo==1#MVrVFNU zwXYxnN3=VeThY`2l>>gOt}<1x^a=DuN#yE|Xo`&+_Cw7Ao%kgwrCp)*TdnJ$*bF~% z(Qp!_dzSrOK2POSw@aK>aqq2{vH(z);ZelibZ&lNv&T-RPk1_5D}}CIq9Zi6_hvTf z1kqHG*z8KWePRhV1Sa@klHB+p7ad(E`2&1wtE5PIk$3tNGk7+pzrfLB?^iURBOxLJ z8a>w04zKmA4nKDTn^H$uk41&lWlq(}t_A3DM{nkOP5I8pc|`fn9kj{6+CjWu46H4h zAB_kEQ%ZSV=gq#jWG}ayysA~tTff>1mhgEvV-c&1hP0aY!M5mhmXfAlt@VKDtG&rr zl>|;pH@f{QJ;O#pO2{DIGuBpjw$-C`k_c&|#q<;D>;s3~KC#)r>UT%pc9TJf7%V4ThRbEZ?hGYt`jVPl_V&mxdTC z$bdt8Ytx3?neix(%i*?6+{quEPvOrT;LD0iv2Zuirkn%avCx};_RN2qH9(8%LBIXz z?+Wdw5u2idCEQN7r*u#~-QHqN0z`iX<(*!$fq8SbOc5I+w{|D@!pAs&( zNV3yz8OWL`qQ7|?E8KtN%a17pGHlR3jbBFgg9Mxj|CK-f#wJ3AuE=pTrbwgP7n z2$|KaA^b0e{STpiHHR?Ss-M~z(k43Gth4dI(cGUj+UO97wpFSIY#2!3gyWys{{Zuo z7KKy|dbc-r+{{ykZRGNhe30OAy{iUGF?;)cvmkr!Mr(u58YyYh# z{wIHb*Hp?M2qqV)lR%+vB!f1ze_;R96mn-UKSF+7oeJS@q@t6NKl90dM*h)TE72c_ z7MbrfaFD=?)xV1WJG&#x~lKqS4 zy=n94c~K!1g||s>`?7Y|YhYRaqxRqU$%R5{H|soqk^IFRE|E+C-QRV!@1S;X*J4;& z=GLF=b+)a6_`iUjgZ+IckCN!vyyHA{Ty>L=x|%b8KAHTv!(R|Z_R6-uRfgo59=-|GCu(Do1iw5a*&bKR?FY2rRZnlA~zUfhTC8|D=^1Xupu@c;JLek9Vp zm%xMPrQ^c^a0${7`rzqlLYcW7Y1Cc%{jjc|cnpAz7=OX}2uJ@O8coQB*sYv0fq)yF zdty{r_!v59n3as{rEs!A46{Shw@2Lm!?ONzhML9dF8D7^+ff5)#Cn85g#og1Z>InpLGT;x=|f1L)yk$Nr)~JTlcI0#S+0_UeT&|Of!Vy{3v5dI{2mwO8D^Lc4@Bd{4`gdL|miQa>ic$IB zCsY>?l|EV09ib6Wl6Q5%3jX>pWF9PJ`~edk-l+P@Cglr{1xa6$8}doX-k%QY3TnXH z>MzC5!uwkXGc!gWT0BxHas1(^vOe*?V*%1-V6Oa^{>K09qSc(46y?lkOto|NdeIz0 z$nWKpn%I6mLSBZU7_L_XwWOGvIaPZkaSNDMky8~I1+{|!-F?hoQ9d#M`vAJyq_{+puy zkyOt#0g`K*LA)!7MA|QBs{b9){tu#dl~e}`IYf20t$u%3_dlfkPnmf$Ah~wsZA^to zl+br?y8PFw`A1s4ls|}P_Ogd6ND$T40MY&t^KY74T>6vim74xP5>aN`lKv}VTjn3c z6br>_5lM*ZI;{W27XDXk_XPEy3XcZtLL@4ru2=qV)W7Ke-%N~`N=Qq`diUxj=oVFz z3#T@)kFu^Wu*;S|Mfv==Pw?Vc(8Jp;wDrP!MdS7OrRk<~`U>&|+pma`HYZIAJ_$^( z9JGG)p`=cyvdlYSp#QKZR{d0$qfdg>F_@f)54X)b}fQ54~KAoefU_cf?&hAuh zMZm<+Fr&`KSnrrtc)H#j|DI$0kbN2(ZX`&xvcC4g0ig9wFYJa;!+tb*w_F>D70(HO zOAiChu=hMQ)32(aY!tTCZgGW|JeR8g(;V+~xuvY2nAJk-W+evh6^mZPHDXcQN8bp;@27>&l!?M$yMMqEs z%9sQ%O_N#2l1uqU=B3k777_g=Fr!*Ey3qMZ{YnYSQ}k#-qyN#fO5O0cL06&UiM3R_ zri!MSWreN`IMWo@LX`q+nGHgDm<7$uSahC&&P#qi#b5pmqVEZ1`la{|g|0LGNw30H zx`leE3+`1$M*3&LcTw8g)%#as#5BFB0#xjHrTrWh!@6MnYFcz#Z)DI{hY8s)AZguv zQq?KJ-s`2l#QLoKvtiSM$VNafGbKTBULxTBwFF#3npg(5&3cqO~su0`#hh zdr5lHtw$U&7gFKv?qDk^Qh1pV66-2A*-C|}*mgW>=09pi8b)L`Tz6ob$og-r_FYG& zcZQW4l0Qa21{o!8KYs1Odzsvaq0Umon~iBK3z@s)(gjLk6wb&efW<%&41Nd3u}Rkv z3vkGXYR~2Albff;oM4fidM_3$MPV;R^QXD@1D|x;xFx&|Gp?OFXKfWVPZ`GvPR`04 zMobRdxx-4qhoHvDgz>c>MO!37S_#Upn-Fq;jqtx>y83VQvSIUwpSr?jF81;4?ALvGo7Og9gl0@N@{gFH^6s3u1ZUETHs!p z8bSej9}$~poG@erUl?W1W?f)y{rv!a5B)hl28B71jkdx9CD3GVK3@fDG%)ToZvkFn zDHuytv&w*Uh)9eicZKjEpB4JuF-HVd*aErZxwV-|uECkRC7<4xn<8Ul)#t4{)#u%> z<*EE$q6PGm&dI|Nua4ZiuA|&f`JvMbx_W-h0yP_mXX@|t=9RVKE1XZQ)AqE#mu9tD zTW&L>rRUsXbl#+^jQ!{|4)-1S32OXNnC0bXe9ha8LW@?ZZv6VYT4QOCRR09s+L2UE zxC1*^2n%SGZI=zp?bN=V5{Bm*aF@f9^r-js^Q(JKeZu6=Yn=|xvg$VZF$}+6@m`&# zsb=P}rl;&=r)gvKcIV>rcKdFi@Aktjp=ym@Ra+CZ^u7CS&9%~GeLcTBw=KnPvPu`q zJEknQQGbw+75O?#yL}*A>bQpR?ZD5~v++U-{f zaxkiayi*tI6!U{|Jp7>NSQ{Xh*fV)CztA{aU`Wx~LKjz@H1nYiUdJb`<`*xVObgz_ z@xsCkLbmzA6A2U<37Bk@Ites^xPZuDY3)6PcWEPQ7gRV^OlW#vpg;kb-b{;d}3CCR9B0KjNGslzo;Un9ot)#n=s^SJ#*k>?2mHP5ieyXzsHy=nV4 zi?Kz;f{1KNm!(@T3S$i#5q_@nP2lle1G%QIqOh)HEeRS&mc$%>_-GFYbJv*3UXUf# ziv-tKibtWr<>3Xs!6sRui}X$VjQZL+)!E|ZZAx`e5tO0ba!|p_wyh$EM^Vz~MTlD; zupWLw_j(@O^tM-0gIb^*y3++7mF;SYFRO^M43mLLVUHV+|LbxLV=1T7FzjF)K-?)YS4pdZY zhkRu1YUdu<8I#^q%&z)+*+xb}&Vc0{o= z0cUJFW^2)TO&p4C9NR6YVHlcE5Xw`z=i?DFP3YdWMCiH>^q`t(%*4@XEaak62vH|@ zh39)Rz%&CO7j?Tux>Y{t5>qvtB3U^a#H=T?-}A_vEcfz@#+AQftT$|&0~zxaln~ER zeCgodFuPsh=Gy_)mmgBT?J5kmNvaZ@ypa0n{nGc`JH>b>Q=iSyDoEzIt0Ky1b%!=x z(pq$Wlc)N4$Od)fTU!Iaq9t+?oNV{x!)OQ&_|p9qD!}Wa7Yv;QXq+1jfqKJU(=Ax- z;v{vvIA05PsxGWI*M!H!g{eT$^$FupZ?W@olQW=MHyr{bBfRT}NB;t7ztdG^*)d($ z^c8COps5doaK^@5TTzFYRxRfRyoJYDGu+wg`lNdX3%CiT0Nh`gF@W9LAKY&m#v-cg z=j41B*uO^0bV7F@VG*JB9I2+CZBQ^i&6E=j71A)o1Hl9vw-I2(Z*87iE|<`)E(iMR zoU7kUiFs{cY$0QspWPv(-{@{I@OR0dNRsXM<0YO3qn}#{;@MKlm#_dniGJy&5d+tmTrFMBIM4Gq`Shqk26; zpS2YiX1RtZ!HfhBco~G9@M;d=0@d9oJH98%@BDCnh*5dh0Lsy{1TmttmUM_gw~4&a zM%7}S1g^1K=1|iS`t?OXd#-1lH0i2^X!Rvb;OCYwEw^~rqM0R_WE~Yi!8Nb+onc&? zrrPN?y2in;6Y3lP0OetYC42Uisva%-SYED&zXP~~0jQm0skE1~XDY(OK@`ZpW(dd_?%zHB1JWK{7BtPKJ$g{Iw$w3hl_NCE`tsZoHAxE`PlQ&fr7I5Z{|HBu+ zMrwlF=5X|mes2&VxTvKMJWPw)d0pQYf)P@YX<<`gaBBN<+|g9I{hJrLU)6|(gm7B8 zRC8JlOAoP>bF(+fhKR=JH?P4KUdrMis2YDYnjyoT4viOdpn2#;hn(d39YZ;ciseZD#4x5poV7&3?ZJY zWt4c`RO_4gXDthiK7NubHAuh5Eso8Ld@A&PhKV+u&s}Dv0sNXcOEmUiL+rPRtD9Tw zFWeu++WSHwTjipbb(9YqqYSc2{=SsIQ<9hX(aW=`J&?O$QI!qd{VOnn$3&y|1TNeI z$_`BgTpq&bdtWU*(Khj4=YL%Rkg3uA+0=+n7ta8%P({h;rpC9w|BV#Qld z3$^HRB97|CH>0k`cIw{8ioxH$I{;fk>*%f(>=PKF<>I0|iv=Srb*=x>@+Uwfz1R3IAD zu$p1*qL53K;7u8SD}LHP4_N-ze_5#dIvNxBt}xyu9g7OPZ#*z`)J`JzJqb7&gvEquj9EqLK7{aCm_SKZ#&w$EscoDaL981WaA0WOpy?{5L7NZf)*p%k4DBRJDaPUXgYRau7ojiauKJ(7r09d>bxH!X!h#3YZ{ZOf+{%` z;fHs$)EZG`;uL(_X?%u3(bGDHb+>Q0Bx)VOg@^e9Fto6ITj)mq!YeuFF0$5|Y==hX zF{u+>#&^s2qQkY>fP^GkuXAa>r+JDCOa=GGsXi}ywQJT;5!pH?a?#PzwJ~rKJ z#_8BVqsKhL9y)(t_1}jKh2v$Xzp^bPEopRTA&9ZP{7`F*cue^Ee2yl_-*1DRlEiw9 zU18WkX@L;i9`8`>Ae&2R`DB18=+@+j55QZA+LA6IlQxdP!z#V2O!B^cE63F3r>9>U za?1H|uT-%h>tgxb`t3<(Z>*tR7?u%wFS&1mpV18rTbciJNCXs9ci!WMUO(EocM&=Z zhl?SXV<~?3lCu8_V$Ab4lv!>fB{Qf>l6@Gbf2SLMD=%e?GN^+puLX!Hc)Z}Dz|R3fG-{AZO`X6Q*^5|3#_lnNNc%JcW%unsvys&&oNLP(X^JYXN|wt+e0;Qg2D zh+%8Fs}q;domEGM3AS;q@$F2d`$GoR#~DMDO6R(5ou_8n9kT}PRA#L2z{b_lswk51 z^2v++;NNx6js8fAer?2|l+32jW5Wz}Do}drVpyb0Jmb;d(@eNa!wDm zuCqSxXGV*m%@&qjf4$-n;6?0qi3uK?P4p*=M&|k$nTl+Pa%U|8QgXaR5p1=vN=w?P z_?lxjPrhH(xL==@H^f4AK98^ZeEkDYr_t95@+5~C)Fvv^fWr5|qY$gO-!4$k^74RM zsJ9ycvjl4=bC0PRDF)Fonw)9#>@E-vsXU?iVdpo8T%!Y5ocBdS8jF)xLIH9(tn^cIw zLX({XM9*!z%E{i^(4ov{ndVVpeCs6rkX4ir9EP)+I;g%&xhc3xdAEJDnqb%g4t%FC zbXIn^qen;bTCLM;*RE~|rTY)_G*0{y;6_!)tW5m!u8_n1sy(H>x$DToyJ!KWn0fvt z>Xazs7Av4w4uMzl>v}p7Cm&)Gac)l2h1ggg{r(Bz@Y2@%8heedR&xe$D>P ze05Z(%ys*?mvt4usdHKEE{-w(4z%j!sI_pDrl2x8iNVAH_bkeRj%d0^A z{^fwU1Is+1#ITJpWM$C>Y`N0kR$(~Uy>JN-pHvYDH`6U!&zWm*%6>dv7-@`5sa)Fv z@7+y59ujC0I+RuIqN$xpcQgVFc^_ZnOb?h=iX?sj`+H551rOND7|QP=(%0GO*}T-0 zbVHMTWPuVf;yEpBB^>kIjXGs_3y)IQ&w>=7p-lV(d4;8cI?vZ|t^5~6AM4MueVQ&7 zwUM`JuJ@7Agbme4h#6@CbICj|4phsX8BYQvG3681OglS`#&7x-$azQ{kHHda{JvbO z%j;)t;c%P8WUA<6ikIl9_1KkFKjJ@M;L6`mgj-YBvd5YdxCmILNsuTRCg8--w4PAq z|As?1Ohiwp<9uoK(NqPePsVge9UK#=+KwADX>j{__NKWAAO&4{CxhoGR3XR9$)tjI zdCw(BTc5wDpmLwXD|d^96p08{61BtlzVzxiOlL*o@wUmqk&)QK#E|DZ-&#s|XtOxf zQem|A*t5jb?^Sk>`s3%+%mB0D=lDkKZC>%4?fl_G-vBarvE7efp}fb3hucSBY&!If zNwEls`$9A049(R*M(Q+KBWr1-p+s+lDz#WQorE%YlHET|!sj|7!J`(y(MEWoy%!=} z8{eT;q0IFeDt!Ak7W?NqFyWV-S2DOSK$Tukqnj?*{4~M_yJl?y`fS847*-lg{@rEQ<2|NYt{PFb(bj_; zsIS^Xgl`~Dvj9-CUCnz%7@gA!(RiI~WBy`^A;8KH-y882W`UX-82LqRKr=ec=I&=P zkznsMC^cJw7LSN=#Hl!0O*(1K>Hhw$0inC+Br5Eij7E7uRDilszfFhvj;_yuRca*E zu-6NE!?FwiH}QnZ=V9?)Xbvb(z&;IqdyKKR6D)V2hZt$cbaA#);Bx@8z>d&qV52tV zVW|*6;f*z6mf8&>;gkUpbhvfr$h58L>NDwn8AfHCcU|V=-deOLwKwWMB0t>(3iqDQ zG3^9w%&Nujoe0J}ao*A9Q_|#V7eVR)w98WWb*9%*gMG#v8h4BLdK;(V8i(=b+?44m zB%5L7(kBm~Db&cI(Yv8qudqHP$BRJYch}HYD9}*R-!rU3u;$fh&_d9!Cp7C|ZrR@! zqp^nK9L4H;7+}Uol$pC%Cspg32E_=3zPbt4(#G3~g7<;LgE{TULX2Jt*S~mG?MWXI z%C0kMbjfXaqOs@Nj4rEpyLP@eC%+_LoJjz-re2wB%w8SjH!J)oL_br%*!(mm8nYuZ z75O@Z*AaNtuSVJvJq1G(lELWJ1-(xxdyn{OgVx5+H`?v9!+#pvQLXTBY{GIo3f zdfaL{h+eKIvN|9Z@9t&HN6$}k^i*xa*Fx6)n&8S5}k`Rf=L$lR6;BACWsXzUYnGTeIz$ZjKu49+_CMv#fx~G%2Q}- zws^kPnTmM7B+oCubjiY!9Z5SL2)#qn*cnkM?D5u6_mGsC71n5dr7D&?#Xe6!5b|EbPU$PvapXPfmw7gkDWn9Y(wzUaddG z?k+aFHYnLPV+=CO#?bqJ?S6Z7s=_iF#8I&9Vx!U9iVeuL+!h74D3obWbN9Y?gR+Y( z*xUwYL6f29-m9`)Fd5iu4;D=547_JyY4Tm^LMOJh=nkS4+pXiu3rzxbCtQg}#-50L;GwN>PdIXtpkw%;)GU_Hh1t$MxSHL`+Mku;y1Ww16 z#&EpfTHuwFtoC6o73_BcX1Z2l?F_%Ewp=m}nn44x+`Tbo+6KOMMr~~~W_}BY2s1bP z!}W-VrYbJWmZ1`sgi~u*HDk(z(UNqif?S}z&5q%>&uv2o&Ctq(n=jS!+KP?JX(PeY zY{grCg`VgD2dqkVH#64Q20nvCQW5(o`t$Tpd%3!C zTH!2Bp)JN;w+PhXx_*y_VOdIi_&Z~4B_&cI`{7DHLt6ibz8HMQb+5aXBR%k5XH$nHL;J32A=Z*bVlIyHX}oP03C z)Z3htleP6~a&u-icXe-Qp*PVJp1%xy6mf&EqDXlf$U-Pa}K#rW|(_fZ;2j7hwt~w(Yl!v&7L`$JP}5`fWtq!aT$boq`*Y-B?c1!%VgTO=%ab6_~#D!K;KQ=3wN8 zl&6KjzEm?n>)Kz#r{Y6#Dr8q@-)DpkNXf8eL+&L+GE?rD#|DoQ3xTJWw zj>BAxS0yKax|+Vu=^M^=BDQ9Jx2r?d5qyAN7uxNcV2VYALy`C7ji+NoPV3~jnfR*}N zREi~>Z-IOw@}OJ>C`lvdo=S*!DR}5!D>}@yjyc&y zJSWvw4p$=T1c1lP_rdAES>auGSa|kSEXQ$0OCc+t#$)Tzw9c@ zIP$m}LFSlO-6en39_k&8+sc1<7*W3m#ejIq9r^Dc3SC6sIT-o{@ChJ(k?63oi-W8o z67Aw{S=NDlUUUzlb;eBgva;;ACu&c&t?Fy^coC#%%?loSz(NzoT2jA5%txeV*;iwT zB>t7Cz0)@Vh%0cSD1>gk^p&R_9e$mshPr;Q`hn+n+C=$tZ~m^pirIS)?wxH1HPe`n^iQ!0{J5N4!}I|;47A7guR4yR z-Cvy&uuhEmf9;v=bcEVnm&Huyk(J5fgW03(=o;;e^XOSGd9iZmLoieRC;KQ~S zJyHKwv!D<)$nPv5u({cldt_TT77Ed#f&MxRfG?nqP(dGTQe^zoanVCug{Ptb0$n$g zcY7Caw)udGT1YtK9vY(_hCwZ6`{HRNZ;a?Y1rASK8MIFp1|5i_da7vgDiFLMc`f>p z`#=CywB!Lm{($F)xZ|a`T&1|90GO75uqUvn>5eQbbzJl^cUl<+OAY?F@cxkTt|juj zuxn-&6;IX4{Gvhs5lUbz&ncn80&cZe(xi1j<5cHuS#9qGh+JWBOlPsiGgSX*6rz-- z6zo7Ke41kPjv98=4U`Mya~AK)%@C3hT}c2?PqZUiq}skvHEanK5Rf+kaP-|dehl*! zwjWe4C*rjwKwiphICcG&`%AV_xmP~KeW)#cM6-8to-}w5#q=p%BLnBh(1J{2qR0U- zlSfVe777Mq0%t~n(~=nuasuQ3jsf!lC`^%eD z@>E|Hs4$QTu{ZrUcG8o>g{WV~;t{F^q57fvroj2u80FOt(oZ{+NY$@PsK-=16Nmlb zx3$pQw5M-hy=TO0v3lQ-SJ^Pe%1rd4`mQSsm~;l~-gt){&w{lcn;{heUqjKMQyJ%* z1NEY}7_eJp@tn)pscHPV8~%@fsCGeYW0O~x+DJB+%g}}GFdCfGF{4IZC_VBceMM&YNJDM?vvxdvHx+^|McVJ^{PBOazK%j zmz%n|i@-Y3FrC2I=z#8wEs`%?&w)H6*<4LR$K|@bESb(BE9z{aJSOik*N$CEWDGKn z8f`YZ7x&S<^o$E=pXSUT@mgfG8ndvJ`jj{dD(N2e3Ds9X=&^X9_9CjGN{{gMyu5N7 zy&zyy7)vFxQz2l@m+73;qkfVd4W(7<7`iF-#qrBZ=!-$O(bOEHdDh1`RqmJ*IR5~= z+2d)aqIOoku5ozeYK`FZOBj8S7{3zD z=N4W(ggcOQ9vCe>P{md^}^I2Xkq36JAq&*02_Q zopqGfT)E6SXAs%5Z<7d3TTSQxm17=2{8yyrT@&vThT^pw<2=he znjF2U8;|#J33PZbJY{77bm>I4CADm2g#gOowQIH+ATE64B`YD?#fl4|R&8ckvzAMOA z3=jy|sR=MRbD9+qL0Cb)UeU^05;6kROlZ*9QVu`DGLAUb0mXWk@^x#i@TF(1Z1_w1 zlk>16j2vS=fbqaLfSflH(OS-egOYj$k-Vpz=>Q^kpz=qUh@kw(9=5W#UcnMr%hE39 zeU3RH@;(^<%K>f$a3|HN%Oq8~E_3hsyA^VO$sprj_glt+$ddOgf zmbm+#RRFQ%6Rrfj^(-@iKsWM@$o+}%PC5vnu6Zkjm})6RZl@8|90irb zL|qpSC)!wa=+qKBLMLkgIxVx z1o5Id9M5$$*_k*Q)D-RKZnO*k&{|TCbXph5MxsCf{VqGmIM&^-Obf8SPOzIX_IJgx zEP#>i_U{X9J^>*|uopd^wU+`fs?6=9Id}Twf9n_XQ(2<(GBO(zrMgO-5a~(O>svtjr}VC5CmgK`N|cR#JrON+e38j zDO)ht3ZHz$%D*3LzCQgd7bXs0T_VgYi<}6Gf53qTYH86^Cl5FkqY~7*pN=wL_q{CV z)_+z3#AOQ>SRpjSx>xE&Ymvn2F~vB#HVdqfXqR_Yis+;Ba276Qu4;utw}QE%(pXCH!7bzSiB=8SDNywu*E$^=ZuHwY6Bw@}CJp~b zACL~=8I)#{B_DaLm6QIW{MU(=e8h1(4L~e5foDlSkiq`+?tZxhJ|vkO@D;qEKEUz@ z%@D>mkytf1497WSI1B{c!2z!9lwtF+9|q_MvX3@HmnbTn+r?#(NotrJTKkjXedyvel+mgx&Xj!E6dX>2eit^!N)0OB}o z_IL(}W%&IBW6>xK#eR%_bph^VEG8;|W9Q+~%Ly%6 z_+3NDf2$b7X-(HfkJ0a)VSgH6$;Tw3Uji6X#(QP3E*P?RuJy$8ELt>x#_+!5Fo|3UcE<-1L>pn*QX}A zQOJ5UG#R?KDTckq2+Kt|ObU;%?0AB;#3anlMpk9Z5(Hdj1y!aMiG%v=`*c7jnQ+Y-o7HUzM#lEN7 zY980VJfp~FP&XOZ`?gHAGx5M`g6y=J7`vpzCLuE^{OWC~$gO3xO^{V)C;GqzOw4)* zDMCd%2|$v(=B{HQz(KXqNxaXoY%*et&Y!ui)LtSlfxN~PdD*=|MCr~}`x8x^P5aAx zwGZtR-Gt1-ApG?7B3pE@eqxjKEynsh>LpFK z8xdT$qVKe^jxFlz|Hp!7DjO#)ij;Fh(fcdtgX+)HpNF?ivkSXqxyuCJe2fFlY-C+i z1hF>X^7Ibz9w(uTj>BOix7ssfpZ~x7T{>YQ`t=87^8BCcsv&M z2dx`M;vklX?olowMSZ$RU&fFk(A%TmPh)QC3b3gSgur)E_56s#mq61d)U6R9?-~qX zi}T43$Vmr4^K&BeO+Ch= z+H=jIj+t(=zN6|@({o*)MZY{Xxez^5ZUoF)SI62AnS-2l-is|)}X!V|8g>n=ORXiZy57$(?8dv18UQk+oDg4soy;213zp1 zwv2&`m`60nYOPznXzu!mw*P=WQ^-APagRZ4JflXI>gWH}zdeBXuS(9lE}kW@GXcb+ zUM`(G+e*lhSUQ@h*jlwL^M>0USW#t_suZ@%qxkv@<^#~JMc&`wjA>SQ^EE`kt=(pT zIPZbG$Qw&eVRE@9KZ z5cpj>hx>o>5ytn?Q2DF_%&hC~pLP5|z{*_HIsVT-0^ok!QDnzl9sy^Gj!o>;-7+t` z5|ATD0yzYt zhsJ!oF+jY@n{WWYt9SxY%lF?&#INX?+gi@Ok3y&2o=FvZ${#bV@P;caykc?0A}TN9 zln96s=KDmzl2qEvMHC~Ok}1&g-glQ({4pi+G$N)AO3kX0Q`=Hc7-%^F`ziuw@@~Ju z$^qn^EvZRM@_p8^ibabYHF#pn)|P(Z6-0>lcEEAr+izI#1?bb)uEY}`dT~V%pMFjR zAXWtN!Z|z-Tgb5kEeq#_r1~32`>i-{cqBbY$0>0{hBz_GZd0Tg-mFcN6xi-7;Vu zQm)W)yYc%%TgCUsK&6?BO>PeBvZXkJ%ki!;>x+GG7~h>eTrCA})UYOrS8L6y`6>Y%c$}lc$|aV#*Z!7!`+ook8@un~;fL1Vve^uqRczA; zyr~Hw);Wud%Ix8v{kD{KdP{7eYJaU=$72sr4%(hglI4m#M1-yPv{ni0*flk3($m*B0wewTVOp>6RaorMtVj2*;*i`hjacBtums1V$sXu;!}O? zB?5*%Lua+Y-f{r;yF~!p^RcmEUa>kjuy@6#v=0v1Vz7$^y2V)c26oWNE6S`hc*%*_ zBc@}s7>T}B1hEGY$3+uw`V#RB5R0x=$*d9-d9qVXLL$; zlrYsJDC8NY=;L>}M}Zb~%x?mSuLU3$2)Wh5z*RKtos$Xx1Mu_!++ebU8@wiC<70NKH@YygcPkg86)@OF>i8w44^@6jOX%f>_L>2uKAq_Mn=`eT-$;BDA9d8K$|@3@h%4C zFNq$KA$VY$3;-}6AbUiXqXD@xz`B(up&wD%TIQQsN<=BGwP=LcSJEMD(@$Z-~y;suR~g<*vZsK zUOCl^5YfCFz)&nza4OITdC!!W7|NEEg&;nlhVCESTk z$PIWIik4O1Jx2Y%~w2D5w(qT+xzeZRDv1vBsX9WU3d9xu4l+4d=Q< z{$7^1?0;hJdz?ALk9Vm47Fho8od6)7!sh5j#?o@e$e!f; zI*K`^5i$^k@|QRQO(5bvn+35V{N%)~dzTss^+xClLcC;;M>q6^a(aacsj^MC01Uy(^W^!xz&f~Vw3%E<-~4Dnv0I2Y29%d`N;kkntz$GEzoIY7dFr%w z0Hk%8|FQFGE_+XN8M2g~5~vmrMLOax)?PE%RJ4bwMYL^lj8I=0hpfK9z@o+Hrf zdrK#)e?3pXo6I^xj$0=pFHy%8a_YCNBR&Ic);y_*+Jl>?*El!ssJbf^$H%nYyXcq< z=Ag4(+d*l_`>tU9`2-OP>i|9vK@NIRE~kz`iN2I7tVWC1{v1C8ZaI} z94jI3cTWOamcY&e5Ib;~h*&>SuH};^0H%^V6c96^eP_$O;yO$3y^jO&RNLUp=`M0j zQN=k>948U|tK4^mw_f+B0OEDmT}Fh{I0uX-G;J9HhymvcpkWOv2Q3lAmX<*T)L`=d z3J8rjLy7VUznP_;2Pg{&EnQdyh#my=4KH7UP()M3 zA~d!TC7jr^ujSr(w*yy8ewtuKH(bgCpmG2lNILXLqW*5R;Izr+kBJ~oyY6;!0iSFM z)Lq5Vg+BSPg#>ICv%VF$K!jyNJwWkuA{5zC&?xrt`n^1Fo#o$ihn0^XN5t7Fmc{!g z)ob8R%X{EIk$lF0$O&~DMk0ub6jr?y*)4!LOk{M5au{BCnUitRh&QZ!`V>n!@K8W| zqOqYoEqw7=Xe|M;Vk3yFzX*R<6ct&~dv5`f-(N`weIC@O7f?^Y3!D>*zx&4gw_bxR zwT4eJ-$6%OQkU*TvVTgR>FJ{pNKhbBAg z`dgq>?`ruRD;@qS4PD?smbA+Nh)+EmfEa3D2N2KWJ!!{7jD1W0I}XJ z8aOf(8;RE0>8!zZt(;No1NvNqbAfVE3-E~+F^;`Bv&hD<$J!0s=N0Tl8)hchtJrWq zelIy|v`Cv@q*iJgKN4^|vL+Q)nwJ6m`(Th)8=)14b1Kli(^_q{g358EQWT79v zCW3h90Ep!jpq%xeVS`U%J(tdYy@WZX90RBJqKVjO(f~~NBB)D_0ZNsr@(4DYvFz`Y z`K}=#QWJnw1vt!;V*vIJ1-l7LIGTU)Ry1e62tYg*yIKl*FBJ%_l>W;!LD7szov}4^ z1B*}{qCtzot47bmjzvGu!YA&G_L+_q_5*O5QSA9WfH>Y-I_7=i86Z|<<$JSB9Chmf zfDHXvh=~?PMd9lI2dG*E5HSGYO;oP2bix86e#VIUHlWW^z)2a%WB{$pK)r4o0b+G| zQPy2EHqY38;vGivc?Q0C)Wr{R<31Zl5W5%K%nuEIfz_f>&IE|P4zN@C(G;FPW?{hI z_@l(-CBCvpmWzf~EyeSG&o6!q$0fEeM#0nDO8F-ejTW+@EG}kHKfTkL3^+wrtEi5j zLU}t9xyhh*HW5LGLP@9ynwL;alK`&zV5~o%<8@fv%9bckr&oC|(M})Fb56u)ujgw5 z8jo@IIY+6YoXN?KdRJZ`4cHG}({tkpVkyRt0d3y`kVj|QnE)S$(Pk=Yk8#xFX$-z; zM3P-aJ^SEQB^fVZ0e%-08Dg5cxew8C7zPouD_^jPe`z{KUEbx!KG|;4%*UYqU*2gZ zk=lna@ha+9xd>GR+P#8oCgWAr6;CQnn4@?IYSe$`@Aa1OHU#iCHJJdHm48nRqb5Vp<@k{tD=@@N**E~j+Z7$DZdQh99N zKYQ6G5^8GRy!%|s=jOS!C1p}mg$n??`|D0yjWp^3J; zH~rv3qB^U9bru7cqXU*Qi64iI6v-}UfG?2WYm6yv7$v(yp$$o|)K8)lo6c&pwH)%(?s{#&%t-!P`0XKXcN3~IcuW~}`Ru+kc*lIjt}TFidL2K!USf}B9k zVskADooJC0%dlVl){Jp*V~=b{xgGtkrcXsuJ~*k+eg!1%iEcPgc_~;hRjPuTF8QAw zlP>%W28j{qBGHYvXA!@Kxo0MzaWjCpOS^9xK`ff`p==Dt;wZ2?Am~*%e~1l2a?@t? z1w4x95%GTvI`^Dvpq%vLN^+>){ZpYW!85TNQJvEO?=w-1@g6}ehm&#Wv)2J@lvnpm zbkvbJRcNmxM+`aqj395%x==&8H+-LbjBqB36$$bavzg|>{k4`h5C%Nj50 z>@|Zm%TU%C%HeeY^^v22qCRHfp!N(7D`Fox23o+Q0o$YNLV0OF!(5sN8^n>K3e`^}TU<|MGQ0K@_*%JcKAY~DO8n?J`&#{kOx@}nE?$pC3C z0tH%B<+>HEZv_!b%ITZ2-vO@b0&NR#xi$h2|MNeVb?DKX6G_$abwjQo7vonEfVg=p z%ew8qE_$UxtQ<5NP{OjZ7Is@ z^uvy{VrY3w0LYcATEKDgsQ}C5{q=wJzLh)<*c`x_AvN7n&N|=aAJ%;W|GAkq;69?M zKISB=ef!;z%J#HJ)~96d)c~2@ub9be>85k8$-*f^z%sT(sBJdQhqB#Of#3y+k|*JL90KwPZ^S z_bXUK-d+h1OIDpQ_KUei4u|VllYEP#s{%2au{S;)KxdBzL}+icE{R_WZxtY>-k=i{hV`f-Y{hga z#!ID}I*b0(0ozHme2P=5Y=YWvor8_!5bUqA2foT4cxMBM9l)nl37?H}3t*t%4;=8~Lu-f{!KeXm`N2nu-8Q1zjoShgH zR!Ff&zK>JHXb&LXM9y(_Af5qYfp*JTq$!fMJ_@i7pbUM_fsLa7eH8;R%(!+QM$iKZ zYsXR56?N7HOyDB`0Dr?6-5%p<8;ojS0np~MxVs)>{x(Grb2kBQKeLcb=fTYw)blac zKZ@r_2ut@(e*z$uvGWP86LsMJ&5{9bvs^S7w|5c5Phc1f0Xknsgrb1cBnFTsng=Ii zFvRF}3;@*e46Irhgr_J{0^{g%CWr%=L`1PD*+k1k-uF2?+zN;)ITi!F^7o1xUxRcU zc@A5nfX-tPBidU5w@RiiDh$1ga%n0TFJg9sUeQgWO~?gE%)vWE)T#oX>tK<*wi-aJ zdp-Yqp?%KxZJF3E2jEd2)@V_5@gqMMK%E(OAlvCgOY=y#u$qNj)wTkqDzQ#?+4H|~ zKO%(`O>+6}*-%=O0|tQi7nG5rr8==7+l}v{lcK0MBLHy_nvN6)EJSHKbVJo~I)-=| z-IqcAv0w8PJV-@rT4sAdnXoMYv5fXZbv;U5vQkt_{Ypw1_1Og+*J83R25ZqTj6@O2 zV68~s*a%`R9_9!r0+?LDyC`S$l{gMWi~8|WqKK~@myg4D*e(H7KNzrI;II0N@||1@ zpu7)2xJo1kC7w)7Sjt-p+a$(uyzkVQl|^kNg{@pDvLlH0`bQ=#Esjs-{r;{1vHFF^ zW&vZc0p7w*04AeF?R+!2h}J`md-+~D&fu)n-j5T-J(h)Fhla^^9>7h9XkX`E@-YVA zb9BOr_)|`hm}ZFHI<7v|AJ-Dm{s(=b9v*R;+yxkqB=S%>)2jo-dU-{nui~H1ZNfq! z3Xsb{|1<`BdCPUdyZVma7%euaf=%iz`A;UA{ZV9E%C&=gWjQ7V$u1s>#^MU}vA{Ix z!c+`m-!N`I$00@rgUg82uTC*7%2T%p!sD(Hdh2rZT|4v}x3Ved=w}(j;C6O?XFSl! z6B=8Bc-uS&m^F?$t1V6;hcWJ-1^CiPk9UAr{b(6_OZ`Y*g=&` z0f?1q;1ryEB$GngU8y6aqv|sTMMwR}!~$r_{v1FoYV+sVkWV9@Pd^ri}3s&PC72Nlx>!au2Cq%6k-b zoXg|*aDd=%0fLnVLJ`Crm?IT!tvPl%W3?^wW#`J29D2T-loWaSGXSL08{E-1J^*5Q zp8m{Sn~zSCVNUEZQFSnr`Cowd0_1Wqn~_s+k`lYddSp2bKv|KeV&Z6wH+A%ysoYCC zyMRdDV_7o|U;`6%tg7BF|LeasW~LI!eGl_YB6Ec()%VA_OGV=$2~I<*<`_)`oXW9F z^SX=!cl}&w4Pack5D;Ae`WoqD?$MZj6fgDLl021`L}_3~p%a?ZFE7TSBnos3OHuj@ zKj*0aZZ4(&$6zF+NvW`Rh{PDfI< z+F)#8!T_nI^XHoXDRLN298aWCN6Uh~G!@Xo|M4hjP46M;^{jcK>$^=96E|006*T?_&x7KtFf8-SP`#Lquz!8eDp zc*%HzWm%u z-h3IFm|B(!$ZQzMONK*{JRcBOw9!PcW}R{t5qlf272W;GOg25(TJ@BPF3>6U%wxB}-}3*8N@egYU}=@&QZ7SP9h7;iU`QR|zdU&^C8k z8ui^sf%C1SmmdAT6+iW`B{pti*>~J)selF1Qt;B#7JTi+N;yL@ePx7Vx`-UWB~Jqo zuU_gRXH(C;)RMb&wc_DK=1!lC3_1c5cXWVx7^i~JFB2`ic)p8JOWOZHOYXg|rFGw9 zLrz{6L;}bCL?4&FH;n5$Th`#~EtTltCKfJXXN*ee^kk3y8K(Ir~D(z2qtj&YEe3w_k5z0DH+q&#U_e z;PbB&t?-gFU3+ET|9_UgZ$H4c2v`vK`U~^ld8?xnPd@8n%fZRO|ItX7)3J(T`qFDH z`!phmzp0EMUNqMM)5#~CX4yn$$L0%-%J}c}sdcY%KZ;pLQG9c;&yAiFWUX0l2LtGa zFhWcK06+jqL_t)Xiqj>B?Ize+*07K1i1B|Qj+;u$raf*Mef*0B?2UC6XbmeGVFARSux{Ol z^F=Wo@1+!HEdOgz^nZ>c5^MyiqzuR)pLsI5(4+c1ID=^52ca&XH7()*brE#-`kuMA z;5h-rubFR;K2S{GVMz@*P7$cAsAGL5X6Lww(&&5@V%{vEAC}|%m z4Nk(*Ys6+JoBSKt)@HJ&&0#O70G0i48je@}Lp8~1KE{f1o(ku!w-nMZWSx2jZCy9w zjP~e*0L0_SM|?c`ty3y*!<)>`zufYKL0k(ZHgb_6gU{I69|;BP(5>z*H64Kh^G!|4?8#^p*dDEj8yeo{H?5FR@4ef`7HK zEgX%*zS#e2(f_m`pMfoA1h&pOe0IequC$x7UA#EMZ?mz2mX!%&Z8}J0QNef zycN;hB4$kJUMdSfq@JXW76C|$8e5d2&rdC~Ke+zy3=m5;YBv@2!S!quXF=_*Xs%!A zj{+hZB3DKJi?Uti4#2Blh$7wxprH?Kw-i8Yfj{i}WDPT&IB7mnKKNNg zKel9}c|CeCHfNEdmA}CON=_V_Bd*&k%aZXjyo+dJnTX;YAXa;+4yvb$0IjHglriQb zJgP;hl+GAAoqiDoaH8^6n`;b;`uKqfQ0DzffLIOroJDG$LSmBdU+ZT*e!z`_7RF{$;yp8o)*A)?Wl`dg9PqAy+#aC!uD!udGR#Y1uL%nP!7!f7m_$_Y&G_9g2n z0pUUFek^n1k<>L>PdUSBB2H!*BZ@BdCpm15!Lai>vXsN2D4P2>gJOEaQb)JlVMSx* zM|8#gFsWqYaB>9z@iLss=COvOc}!DIYa9XOkS1pfjSrQHtm#~O67;8XS5s}G_QS4T za_HNeHDiC)S^|{gwJ0r%==Q#3bE#AfM^eW{tlt*mVO0`>iVN_&GXm&|!=E`4F(D36!W!(OG6d)thnfVcaoRyKHD6N1qCv zv=I%L08Mq)zm$V`AD;095ivtq5awG#t9F(_RBHOZL_iTaSG_30u4ouJhTnYygE=f) z9lBZO^*6hBbrHLdLd`s3oTZ$4j^zxx&?*3C#~@anB^4eWvAJeN*HF zk7U^#`?cCM+rk9%fnRU*e*y zbxuWbF<>r+?4eIv0+HJpmtJjYJ@;~bMLAhP0|B-gVeAHYy>kc)iy#Y)6idDM8VufN z5iN=1<3;DtUbDCxYq@@hS@!k+u+k}$E%4BP$gi{3ou7R2SyqdPxU$6yt>E4}tm4OS zBQj~z-s+F|$VwM3u>4bSYT%tS?t0ku%_u-zwqmK}pMNF*+!9MZ^<2xo=n5-=YQ31q z;_%Xiu3jz&@fm|G@b#CG+^=#P$inep5H#OJ94BT+BL19Q{w6;ZDJ&;RIe>R2hobC8 zS}$qD3nAO6~;B;uE9j$&0qm|a#&tq$v&p!7^K!8(OYeyMw z;$5U$1BgS*m)ZI=k73{y5v6`7W9=jtCG6^j-gFV`uRiabM6&OG#8NwVts2wid3nwu zMiGOGpp!F#9Ax}2JY(fQe{V?#9A-H<#>A78g0>7>iXhfhF&|spT>v<8Rvd&=cYlDt zDBGWGyl(*zk0M||fXR?v*okm8z(7mJF`&wE1}CYacZORKoi9h2 zL}?reeogiIYto8nZ8=JH>$SgokDbZ>1)qf zLYod&@68X;>2b1Y+vrVkw8q9WYC*uhCmL8Mwhyu#*qiYd59eo==^WzAW0e6|^8n?=ke> zhV=Ohu)Qgu#--wMIy%zsK{k7t{o|;U!bONO|4|t!-0qZvh5bGL6Y<|G|jHK&s?ULn0M;D#8*{#xBjjMT7wZho`(obMQqg901nn`NwN>qm1iNOBZ0Nn^ zh7iAHE*pzCnE$5Y6@daXV4`Pr-iTC!dfNcCVRh-*E7SOWBlCxLB}z|IN~t8&VXTX_AIfMA)H z{qOsU_}tw}CjV?fa_JhNpED}Ust3Rsx<3c(BZ9cszC;l3ZRr@SlUufqF2gpF zm;cL8EpXRu0478V*H^CC2Q0l$Uvj?!LW?qy2;9W3ds*h->i~R-kloBCIzYs3;J!Nm zI#-yl&jCcIUS}!oJGpl)dYA~)l}jxBsv+deJpl!Wa}=Pg|Lr%441N(XrnzO_aI>ZF z*?Y71FP`wdi!KeXSqh-s*Rrm@foN*Lo6Qvf)8dH}%>Te$WnhIpC|KwPpU$#yCt=bBI0>UNX<+`%T*SKuhVnpQY|j1ToRkVJMqR zh%gR78?K1yG{Drfz4mspE}J*Ug2*19q*`rQ!XM>_^flSY~dU$yo-J{ zd#a02PQCbQmoqu=^%wx+`&?AHavY~|uZ+XUd!3HM#NVuZ&RXeBQrNUtAhdmDR9w%t zCvJ^2*0=`=F2UUs2o?e~4&4b7v~hQ7JcI;Da0rkDYuur6_uvk}g1f_T-;Dz#({EoioIf+lc{zUMbf!|blbPvk)rF|LGg(!8vV9gqt@7~ zz2!geo$?~@h#p5NY{t#6b{6^NTh_*FZDsl!E}LPfTg2Lm`RvkNP^nB~7p^Uw^aJ?a z?oeWscyeV&LRdr7cmJfsXKc}i%Qn>Qh1UM0jq%LKM!}CI`(V<|_LQrgtNZ@_t5cxP z!S3nvS^|Rl? z_uxC0NT4%*{$YuPnSv$}TI>_J;2uENpwa5~8Rw=%v`;qY|%(QGJU*BX-^Cr}N zFpP=Uo@ESEjn0QQ^>g~?TxFeAHOtGhPUd8U%rXTm!)duz&UuTMv$ z{8X4XdcR&Av8ET#^b92bjz*?TSc0#}3zSyLU6wSvN>__aCm5Vh47G`#mO zxhzA75x+*>9hA4`+C&MK5ZL^9xvFz|*Gu$44a-ZHjS>|h$VQTlm2dfrF0MznxaW=i zVl5UBu;+&n`}@dbDE3;=M24*>^OH(UdmcP^vu9|1+v%FUj}%;rBP(exk`x<(ZE(@8(5aQ9(1WLAp62`>_!@m14Up$%z=$|0}I z9rS5St&Cn#GBbMo{v&3)Z&TnsbyEo}|J;#lxR+-Chc(Y1t%;M^EFclkuI7P8TPsx^xvvxDl?EWv^>1EB+ zN{1F@Y(CB}vtGVz6Oo_isXBT(~_6nZ{)mm~uwW%{sFV&B%X@ zC+61&Yb-b`V51?BLfaqf<|k7GsGMOhhVT=Myv9ZuO6T17R_U0##=W0ptkiLur8^JD ze)h0nk?4TiU}1SIz%Hu&Gjd$cvh}~pKRH^ExbiWu5~^q_t@FwxD%YRe8E;bt>TiT^ zj0vH6Hbgobwi5xgBa|=GIwjmE-4^4eYCcy-i}aFGGMuzeN^sg*5Y3z4bK};F8-nG7+0c9lp5Rzf zCp3_rvF93Bwe#5_*jPzUn(F&~D<@U4;h%B&I3o!_;fgtrYn|8d6or4sdGm&unTauk zKm_jY@c36)r;Kj8{a}SNBqW#lrKhLoC20OOFw^Oh+d9Qm0d&zRbh(x(ecLtYw3+tR zDbstIB8|z0ScY!l7dcT?n{(kX0T~yfJk0T)5P4$+>dXYM_b0KF99ad6!PXd(`R`zW zh>cf+%|zl;gOO`j7?mhS-*P)%$s#D) z_bkC*rh3c2<(+TmNIC{1Yv%-6Ec2!AG-7O)#|R&{Y}N0n0Bg2=poJ|Xuq$CWf(oKq zpi%7xc8GXkj|cdz4^+&}pnay928kMxKIlBcZzh~dpElX*bb4(hHnL{!H%u(o5xIno zy3t)s%OZ>Gtl|G>h@xD~yg!%0e;juH?S)f(eu?pWCg*%Q!ecgmPW9MV-(;uPvb=E6 zw#?wk&ab4mRRAH?HYb1ICrkPNTJIOf*Ee1rvLGKA21OmjuA6&}8wT?}T&Ri*BvuN3 zJYNpOZJkY=HV^qSqOY1A*K{Zlvo|MgEg&1PryA-_~JtXzN`){*lXt|lJz zQP8zfe@LPWncu03T2J4NTyl#fZ{637VE}keIz3=J_?KadC=JeF(+8(c4~lm$KPU!Y zv3UIjbon*#iF^|PaYH=?$E4X5k^9|u6~dblqAZT@V8vfy=u6h%O0}N5V$TeYT|E{u zvt#~ixk^ZHP5F$RM%rjFPRtlp$VYak4<2QQq_~~-DcIO1(J8KQRDUcmKKG6(=za$g zB71lCXn1qh$^%T(f;`-ZginDd{QEu^YeeOO-*bidV)i98RS3o8d{ z|7=(nWy}t@1CGEiQj)R0_vJ9W z*cLH@;{_qnlFA^GjZuRMwW{W)4FfT$T}gYrF$o zDw$TV;6(eOi`ZCtt3kQ9`+jQRIN$^@Rh6=S-$*&-)CehwSw&M{_h)s2cy;!T@&|M_ z5)#bRdDjw6{Zh}?T5Wg`JX2iGHaEnyJf^J*??He-m>HoGNLtFoF@>b#ajNwjm*PW_ z=SjXv3QM=%{f9f)7lz~M;>itoX40djE*|>XanAM{=KKJf-yR*3>I49lR^kW(-_@ZJ zMK9pUVsEE}w?#kGJgW3x+Tuxq(5>nZvovr}J8(@SRv7zeDL}j_c&zJ;t$3*EX1|mRBy`23X+Vf}k%mq^qlVSNa$5QpIq6lq=~YL#L`2h;M`5Zm zJ#g`(58<7q&^Q|%o?v;CFf9#;ULV zN;@21dWnm%WxQl8=vw94CZmv3a=-?x`7$arXr+3}Gg@H_VmH2+hX@Xte!FHh3Z@Gi zNxla*?5L&lN-9|DNPjnst!{6(G@Hhct-l0->ZzdL06!cobQWp!()STGNUfR@HN=uITk&Yt@j zwcPA1z{-jDi#*EWg~$*aBCNnE2Qjmy9hvWJY+nN{h-K*=T4lK-Z`!^cc^>6Y8ZdLe zZ&>g8&d!#y;7%HQvkaJyWnf7t4)s|%LP>=sdW)An%3u}xI|nZ`imb7%zh}pHe?6Vg zHyE$%`>MJ~=OVKj$gnfxt+AAQeRo(Ky8i=kAs)*mNUy)-Ymu)ke@JaF@f?t|`q)e0 zkmRpMbSCSt+81=Na($61{8hc8nUZ^+Y51G~@o);d)Gh6o)(cKe1J=!G#qhg8n@*Is z^9FMGTBsa~#IYWmqDGeAyyiCh%0OgS@772jVx!8xsY0ox`PAcyjs997H#>A)&6_`) z)msB+GnGr+u}++AKeF)=0JPhr|C|P@Is14_AOdq<^OE&=-dIdK-BvORohf-4^0@PM z;VHrVHNkgjdp3xf$Wv>)QWY2p}9i~iGS@Y^7;L6A9VQF*A$jIJu0y?6)$p{_uEI5w|7$@p?J`I z(nV6l5C%C8h6)WZf20fta;oPaQa{R&VGx!CgOR zz#ozTJZ-5oW}zwjgjY1A>mHR1*_g*4H{lzxGbZ6*v1IOZSlQU-kBoUM3*3LLedW$R zCg0R>=OGsBz>qR!v|3o`#BDYHJHCPVBQ@P_vDioH@f_^-I-7iFH54TNhdyR+bf+$+ zw{IW?ya2sylW@&amXcY>Z9MO18VDbpF)%~KO8fFOJqB^B>l?ku35*Lb+WMol)bYzb zBwY5YO4+TY7m^h~JEf6iv1p8`Ujkle`OaRf%@p0v%;|dW(t~MdQ=17QESf;UH^P;T zuc}&B>G)O?tjtuls_{)CTAsT2+xk+#;y7DEZT5v}38nG@-WNtPHp7LKETjGe_~J}W zC3)kmjQV`d5Q#;7I$_aHPz5U51D2wxTt2w%GK8zar{facO_67JR;-Y>Wa%28gy)I{WizSJDjyT!32L$+G zxZGYwkHPi(KpYfA_M2$Ym%>CMugRI61`R8*`Nqg1iUdRiYm3^5Ii=nG(0Mx~83jx2 z@R1-WcMsK}5O~Vgktx7R!%XXrTkldgtZtBw04lE}WmEr>uE2}L{QEm;?w%OKtGEvC zlZux3mCW6RJ#!8p@t((X8l`Cv2wjG0(k{nQD1D~QZ6rhDMzV=aals->(~gbZ64?HT z-mg~|(DOT0^}Cvyggx7{_T&BQ6PXcjNu{y~b`r&3z%hCYEE02Z&B{732P` zACmCNoav=^V+Q7j$H#P)ITSZU!wj-uVy6KCzBM*KpHDx-JQLqa&C?)o{a7}sUaV2N zIX-)GKw`TrZkV?+n6^1zX93Qbltffn+fUOx^`~o$7ns(PGU2?k5ERE|dHY*sA z`I6Bpi}-d^-SFUu1@z(H)#W)~afvb{ z-i!tmq?dnW0us?lDlM6$RRNI0-MtDB)As88MQSb55W5L=j#^k=zM#*xie zHwH%zYqoxg!kigo!QFnNv$;nWgeK(Zdq=Td)RWMr@&$Bc4=W4*UFsBUIfDp~Q$EHa zN-TGi>8|WQ>Kq#k`H*KGp=bN|_w#rIjPAw+Z`|a+1jK-)(9L<89L3lW8%d%NM?tf- zXv?7*k*R6*)x~fu<6@VZk~JHEhNZKK3Y zfO+$11Z7AJQxZsg%{X_z?f$C5n2H8sOGc60+!yo1Tl529;cCtHu=eYZfx+)e14zFJ zhwd+E2pE^cy#C7r0f(4Ad>AO`wD0ThYgdAI&3@{)FH$)fazw-rf{FlQuAxqdh~5 zB2dd5rY`fWSEN%89Mdjs3zRX(6!;ip8mrseSr@+GtuSCxd@14ApW``)xq8$%N%@)) z~qY6o=RmgiT1dSPP42UcP_5em3kTI0XM?$@C@LtL)@*Wg1xAo1+`R{-ua1a!_r2!$ zL&%Xr?O+sG+aW%KZ>#-HV)C28Q|`UN+%68DU&ivCAMn)Ej3|2--603m-_;F0Vg+mz zr?b(m{aV+fem=z;js5b3epIvQz2)0d9Rfc&NT>IeAucGLEd8Dpc2w|k7&R{WCN`r(en>dw8g*oXqbducy-hFYmy5M+o*7EB zA`UdHn@E^aCp+!^Y|9R+tY@+WVWdhpU;4{>pqfjdaVm(Yi3J!>I8)hX7D!S9N{|BGg7Y8 z`lH4N8cIPaIY#PtTCv2{N3TW00lDjjnm%ZP7r|!>NEshG5oTD=Lq5>Swyn=Aw@1D3 z888&EE<5IvO0=J?0w>0FqFhSmuz3iHI&I20!VftJNn37Ez{sa@H1Hfu?btIHJLZiO zsN~L+e28;pX|doZJhld6)vmrjf!K32VC{D;HuEc*#VXII1#4K^7t%2@UUt(4Gto*3 zmuFGMb$#{*`s_pnOJ0d56oqYd?$e30-|p4cKabujmP^HURN9VCwah3tEX3a=D!e86 zL)BsG|Hd)6NMU4$5Kbz)Cu+Wj6FgtiN{wuF#26QDl zOj;*DDh)ec^RF{EO9;3kIg@ou+_v4Y3J@Rm3$O2EfYX?fLRm#g>l?+Fqv~A{xPT+K0jJT9Lyu|Jl@FT>a@G}`Y+y?GP04dp}WxNu(Vxx^mk0kFJc z?0JG{F`};0JD){t&M0;~$)rsu{v!*V4-Dj9{tq zr-S}fB~IEk#oy=5WF7(H9}fU|yT6hB)fNJ#!{fI#Q8zRfC7yXvs2-S+KeW39J?$0!*&wUU zY075a8R3&ZBclhiw1P1&6J?M5-DNhx>x@Sw$_o}ou<>1L(k*3HfrORKKQa6ao9W+N z`GyB@A+|xA(i51;89ltwq|a|7JIql@tJqyeYvIeZRInbVf1y8TC~#r zZ@M4g9<{=|KK6Dtm8h(0dH1=22d?$uIZmflBE7;f)v0`e;qLT~jCGWUKWaPb+NH&J z>A)S|$+y%fH%Dzk?P7zkQlii0eb^<4b{o$wymCinq%J4)a79of=u1YI9*7PfOY2*1 zrDOgI^`OL4y_!Kus&|?mvqw0&J8f=bqpPKOil{1kG(RiklkicPV(%u2_oo1D=C!nS ze+3j@C5^O`s*rCb#OnFKyLhdBv+S8%4#|P?yiOpB#~HFF=m|FuOj0((pT2TDC_G)t z;|M5BoTK>Bvk#UXR${?JN>bipdMeo)cO7Rgk=h+gA7#>oL>H{wVo$*g+AX3i!+zAR zKWaXul}^Xvd4pM9$ctZ1+?*tosP5@f>WJ}Oi)CGk6*LEtE6z&KRHU-dQ(z_px{UnZ zpXWZP-pYu>Xx1<^X4? zdjlF#c^*39@S9xKW<^dGgs%&wd zQlA#p-$>hD!r#T3da{ECXL2&tB*=qPr#fPx4b+kZX^_Of@dZa^nbtb#rHKp~u$c?F zXU!xbAIhi`#WQeEyRO)?EK#B(w|!X`Fg!YPMLoYev^x?QWq!i#3bP>m&Ot)~XJ1cu zawdd=w0rm9U6nt9rz1xL4Zkj^l6l0zl3|Hp;V!WELxgIfLM%Ss-sG7bM5SSJPHF+qu!9X z6g0!O?V4fwZh<_aWul(1Bm^X1<%j9WKJl@qXD&I2rVp5>oJ^hcLe6|xw{jTwu(S7ZcL?278NOx}5m0dXw#rjfi)3H4ToN7k-* z|A}C6dgTYwmm9sKT0c5zo-xFCPc2Q7lwZl!D=TWX^4@;)4OUX0J%)b|A?F-EqnDffvMpq){nFz`eEBQ78M&c^*x<#xO(6L;1oWsz+Oz7It{*nX^2+b{Bwf$Er zXgKKHZhVg_Sqg^6ZMjaTBbNP|3h+ytxHNsFdUVb`0cM`g0L6<_4R{<9gg|+6eTe`i zdhA<>STXzVd$+KBr&+AF^49PyEghl8Wx2>t6}F+QPytDYdx@qdCZaI`(0J9)@V06f zXK`?|0my(E55lS##mpR8Y3#+Dd6-{ZrZx)9nUyVF&pDop`# zdDD?INq7`JeSp;m*JI{^g>cM3Zlvx@!e3@XAw_zT@2Bd4Q6_$Ci8asLd>Owyey zt-%1J32BWvYtX#Ov&v+t2*gz7Wn*X2bfzxu79z4Nr45cdAfPs){QLYnUXys(AA0mf zKBbnvn9Yu%4Nkx>G}KxG?olSVWT_5p=<`=0+9f|#88#-TwykvZ%R=eZXer-ef>K*w zk5I0YN{_hrj1fXZ=;&PfHQL~aNZ}7?1%_z=lWFzPwB2{V`A)OSY0iO!6gh}^fOuh! za+RYm{=6F)O8-@)Ydo2;K%lz<<+qL;SyN!OJ+460g#fRZt|e=RAkldfscR&}Gk z7!=1Gvzg;xrks_w@|po1VaZk(;16&JXbFE?`e`Fq`gX6X*_Ye9t_A7lMBK5Nf6M$_J{OHW!1#!_@kB1# zq1%^IlnSUuHm9fo&KC{S!Rn$*fkp2&HObbC)Bz9KVi3vGz@@H*Y3M1v@w3*B_x}Ai zlgTfhZhbhM3HL0xGZy6uM;}P8KGH-mc3-7Uh;H^(kuKBGWWNCoc7Q{`$8?gG>v}aP z2?2{#w=2p_m=5gF%go{yx^<{_^)IoOU{q>)f$%{WJEWQ6h)PL<15tlpWlkWH&hbh{%tCJBLMTL5F97 z&~-H3rQK7>8uN6=_b`T18Zxrz#2z0b7ZIGn^my?}A3)ne*X#^v^((0Ax_lnnKbYpW zw!0AWI#`tNx3+RD(-{cNa4!#wB`xi&k<;?T&#A}6@{8n89(`6y_P2!dCeC$KrN45? zl-+AZ3;%1p!BE_2c1>>C!n*x8!9x5=oy`WDbrWkCgW@SD^l+PNG_s;~<3`_@a=xBM z;E(jf+kg}~Kh7#m=i)8APDD$1c2DZh*fvipke7}7TYNy+YqC9=NXmLkS#AbPVhI#L z&VsEF0bm>(!8k%kTPhI8%u-^z!$qGqTTCeV0emZbPf7L?Iyl4dW(d$wC%ll!o z%d-MafPvYFD6ss+81AtDL_P3*Vqo#@mRh8x^zrY(j+$$WhU%~*F9MKjku~2<;VQGN zMdYkl>T2bTfoQC=M;>iw=LH4#GgoVt^<0;pR~z=_p8&|%j0Vcw=bazp(zim05zmU3BRZ5JfYh6PnQYUz}K*H8ahVr3zwmMpHVmL{|V1ziNk|1og6MIObrDjVrJELDQw{ z{qU<5KQLeU!tKhr5O8ZQd+w+qd z%&rnNr3A6hTd%-+WvXAPA!D~S5o69HAJ50BBZqHza9AsmRU&f}t>vlxeSej>OL;qD zh)D+y)dtt8aV{6Sy1mN3Xp2g>RWNnF*YZ5w?IL&2+Z#7Bgvon3 z_@H^g0=T7sNII;!9_gWaMZVt6wM$~eN9kCKaNZf159SR=3Ze-o=CrtRF;#Ay=bXUn zVUZm#JaJ3NKkg|*Li;CjB+A`n#QU zhdn@kHbtev$)k>$J!F?(?dDEEovOb~qTFkd(<8rtD1m6lWhzpCph>4II^G1T)TNv3 zy(Gq;aW4;Z+ek6kwydm@lv}*C9rg;_|C;4gT&8TFj-{vQ9# zI55|7=b;Y7)}PWI2LpuRh>Zimg0MczRLd-*sTM0xc z$^MiwaFjo1;yMs*9{H%{SrraALR&i^?o8_MYjWmAQm95WriKo=xFfX1$!M&$17f4n zP|Y(KtkVPaJH+nAM4rR)7KCP;Yk}+9TsSM!Ie{h7$Maw6o;yA(r3e=%R*@+3Cny+`7Q`e#>(30ypJ!E`eoWfDogUHDin5 z)@ylZ@_suZD;M4|3cqnn`602vcQll^DpfN>s+3QAG>!voqtaj>H@c+Ab8p7(EO?Ve zWlKqqlR_lImr;IOznuJwiPty$oI}+LPb!O6Yz2;oiug##iTYroJ#6&CxzQyv0XQy{ zq?>*>wjsEfCb1=E|B24>Zu{k@Et4ii-5Cj$?-r)W@f7#umcZ5tEcCAozZF{)z#fb5 zpLOQoV`rpcr0^vOMus{)tdq{u?0$7LnhoFpVy~LF2$)o!Dq4!O@DfhPA+q1h`XLRT z4{)aDRC5rXvM*QX@<**m?SgV{Qri)bt>xgCEW8cn_O6RGT zxlPHI$3O2rri(sTBhtKPZAlT^$F~1ez8ci(+JQ1X!11v9o0Kg*q+08)qi-}q%B3U@ zN-PQ(b8u_Jb)mfZQhZEtZmd0<5kTb6J(o6d>C!Yf0iqS{Y+{ICwc?N8(hQ6Yxb%W* zwRuaP23lqzCEm?jW^AThN#9b|JfErt5Rbsl6;04rBKC0#7t6K8=i@B?`+*c< z93}Gg6c(!jR2jzX+||=dW~W_I;`2ieEb%v5+M)pcQ!}?nHf;NvVFw1#f7xNpL`j z8PNb%O}5`TUv|N3d%>WyoxtZ9Oa{$&u_uAes*|Sw=PUqh&!pl?SIhcYlH{(~_sEQL z-P!^$iO&)}_+2wGnzZ;tK94DC2h3$yDPly0cK8vlp9y|l2v?@qbTjSq;s~F#+}c=+ zYMt2V@^ucB!5n$}>T|2WoF(1epMy1?nN?BpH4Wz1%)ZE9F;f)_OvbNSml>`l|WPviYorXlzHa6Uj>SF$E%~`V8 z+s@i)-1#Ko1QxkH4GiA0a8-fDN-iXtkl#~_-WK;nq|DBckzfm~quDchQGz<_zLQ?g z-BWE;i!B-vj9@ZUB%stu8h3-~&b;$Ssho4#CrG-A4JDIk$CA^W6pp48f>Ryusj!oA zmECVBD(v6_JhF+O_CrBmP`6_u+Vujs>c+R~l0^kF4l$lLj#urjs#C(p zCc?FF=9SVs#MVk zBO#ow1^*U$|Gw`UaEiF&8<#=Zy4eWF{6Gc6)-I_eDeAQ=SL6@c8_eMjHb@?l_lzd4 z+qa7JCDX11Z&&zJKdn(yU=#;x10kDsSmMMQ@0z8XR`>gaXSkYwYGdXQ4=WOi*4l- z&IKgHfeVjs#IiDWvsUKV-SM%!JT$#Q9a@}8eg@KG>Xb?&#k)df?7d~X1*uT69WQUl zY$|_g`kOWHyRARB&qmxcI%w$lw7iAdPc?-Dy~}h`TeCg{cu7t4B?q5x4*6B66+K1= z;lTg9$mNiJlrw?9ls056*w{LwdvzhX@Z2$y@wKRLY^BO^?9{Je2pfi8bVoI@Pz|F) zu%z&V9DZWiidD)~5s`d)aTKN=o90+;+ndvk`tlm8m>=(tFHFx< z6zZ@Hhr^X=O1_C&j>*uy-u{*__{Ld=XP#RAg;f)zLA>{Hl9w3k2UMq&f$8bE8Ag|G zNd9Dz?^?({q^|c47vM(r)=zS|A+!k7N=t{$EqB*R>hK3mh{aXF12p)Qv+y)WZ&;8McO+hH&O39{!P$a}!EHu?p7F-3=H@R zIr%bu9;Xh#`g@MEDf<;D)uD(`7ZtX%hUv!cE^vS`{aFXvu9~10uOvNvId9Ad>2&mm z=_U}V>6!EvdQ25&SP23p{95OK2-FtpYDw1lp!X#+=$9T|$>Q-Y=p6iFnZ~?Iz6bHw z&qdK1go8~cRU%?m4I@jdi7bcR?J8}0FnvoyHBTv?yc@1|q3<))G7`A-r))u1G-k$s zE6z2zFBy52)}CUu%G5~4XT`|&F+rT%d4%?M9R%4^wty}Zcrg{Yx&aMh z9_I)8`+QuZC*(m19H_5Me=CQSF_Ti_b#V%MSx1>HSY-K}geXSBNZGlq7Vl&hKW4iM z$QcoCmJ-zNI>po~WsMF>-Z}ZqY$Fct{@uRDq-@sR>s}Jq(BJ2k6VnFaDo%QCF{ znY@~@KqL~ZL$d+PNUFW#o`(GHAcOy5g%Oq{omNH{>}KkTIm&?k)^sSuZ>&mxV3F0( zPVNS;czo$_Pe2D#ng*>?D88J<7M+O)aMQk}XEv7RcF8p0#Rr5MhFn0vteUeK_O~l$ zAHUNANI;`JmWzv=A*R;gk>5R=!6DrHy)bI-k8jgyNA9eAn4Y3jW z^&wjA5V<8)hUlYX?eO)>M0+97pTc&DG*A;AY~Kp;W;kuz$`ZhXH)bUQZ4)JIQpkCH zt1?@Z$4iqJXMmJG73tgm;n~e%ZzvL>5B|TVScdA2U%f6bv#iWTzCm@DpDqxNNg5gZbedir`DW!r zW>Ewpe}i&EA|soxO%&TDH(ln2?w9K$=A%4v-ATY18!U}GqUwH@=Fb#A@#WK#$CeVE z;oscCtK*mbBh|Pt1GIR5Ogr|W3R5KWPc<+u{7MScPC0K%>b%z8Dq1bsJ#7lNb^_fn z8S#3A8eh0rd=`a4hpEr%r96b@$g)J~yW$vxM|p?QX&l9zCp1sZ+OPd3yTkd8(%Tt= zOaV@4RTh`O-EjQJxX-*}ESf13u)`D*DwBFj5;l7*?4SL>w!DIXF~%iCoaUlE&Pheu z-mR?egbSo)vYyDO`aKl1fAb)mv$d_NJrIj`>~Cf*KQs?Iw#S+qV>-JvLD6}>pv>Y zh1LVEL`#Jj!~56~r37wwr5q%cA~g5I__2+VvxO^xnq2)!*72wA$WSO3RFp@_B<*Kv z7VV$zFtj;3prLzgp`Vp$j(Bu#?Db;O&4XFpht=*+LpG0+B!(-+l=@$^Q%ac5^m|;9 zg8b!=8*CZZHnMj7qWN1`Mw8vyk0n7eA+RW#Rfdu{X=#{D16BKjpwvLxD!GO1+>6Wm zFYVn;b3dRy&CiJjE}H!1N?n4nnjP}Eh!Bfhj(uC~8S~ojJe^@IXm+dF`f^nx%(DalPG;;`s9U zkIzBm$1sX&XP!*O7{g4(@|2k7syA`Lqi^xA^YxxCw9a&D(6*YbL7AV9rq_XkxvBsPSheXCQ&H;3=b}ZBiSN^WKHS^-GN25s+oX^ifoL+n?(6iAH1iFod$|NEs1c1D zh@#GSDgqhzO8D_n?XDXd=@m0avk_gg)R?#1A-Cdl}H=x!a|z-ytUJs-;VdAzsW^?DJ*mgoperb%2kzq_}rQH z)>9_yolld}acYQ3!0EU33{SR)?v^lU;Q*(EEbm>sy+b{DRM5*P6PBLG=(eImIv`SMGSkuexN z^gj~%?+S7r=U;N7PI}@Nzx(rlV9I*JG_&>VEhgGi10S&d!Nw((C%45kmHNc3u%G{w z@D=S7iHt!$C-A8OeW8En;ZyxcYF~2rd`!~gTf`#0ABDtvN)C-n-lGC@~ zf3UIkiH#<3;s2kab*6xuH$a2jZS~Df{vin^WZr*i_TR++7spf?18yaa>n$Uj`Kwx4 zfY$G!`X+)t>&3B6oQ`tV=jgS3~`n77_34L~QY@d4mY(5iY4!(NE zxC8u$Y+6~LWaCt{R0uezU^Ht9NL&0}6k7emc(Tb(xTCO0HJtR{)b@$xy^29-$Aj;8 z_vc@^me^)+dORXySbgRM{v`o1 zN_?jxN*=8645|EO(%55mHB71bfr8oKpBlL`NYabkoO;uhTcQ#!2%@6*v2yajGq^Mg z_ImiM;h}p7C<&N60nuVeIhW;CUgtm#D~t}z8%L5}sTawe`@`SZ(@0*&50|n>C*HqLc(JPo zH^K#&IYxp`@EYcBHrg@L(lHD~GN*(4SX>3Pc@$V(ljHBg0?fl2KFPME z6rT3XR^3U6szCh6&K4bQpwgAjX;G?p15#LDTfIlJ=@JxTpJ77l1(;JrH$9hA;v8t-R5 zd4v?aBr?sJ5reYmx%6gVU{6T^ic_=ACXn-hRT*3a4t=7VR`BYc9ok>X(rw^GT`MaZsdC=H6AxN?3w7x}1QE|YyLn+>;P|uw z9j#>?_fNm~UvkKIo!a>z;>x%b)d=b66=v*Da2F2HI3=LNR{tU5>a;3v0E1^x!aLQz zXAJfQwBbAzb9{5Xm%mT@w>hI8kMmT$743TWBIOw{2K1v#vf=&&u_=#fCvv7rYyXhJ zy}cKv;`5fu+`5hbHC`|G`T$i8@P*GzqV=CTe7F}r8*!>sCTiKQ@2vHGGqGcx5!C&9Xfgd?~{5oRN{_Q*b_isO@<456t{iV(?($yvSJ}=MW z(XB`a^T%|#?vw(*N3>VEth;|$(|nUvnEfp|&ES-1a%s@^)~$RxdV15NX)v4nt%41R zrwl*mAe3iutH<*k6hhf?H@)t@?2)77=~ZRL{G~q1?W>=ELQ(Qvi}K{Xd+=aJjIg1O z(yjgN-{Ti05#Y^kQDAaS^wFTV>KRE%_J;YouwTFInV6U=QY0+QTV4wp#B@Y5bGv_y zJ>8@^)(yPzghPN0<|vH{>&3{CatN`yx%%g~SLeYEj}JfdHp{M|#|uk~el;!{c6XEW zKt}q1GE1bt8hYbGzDONp@p^i#Uom*pzu|_!ag*ZveQ&RRaF}XKdZ|ukF~5S-2?3RZ z2N6BSML3XyPBL5){FV|Sw$Um2tI~Cw!=lDDQHV#o+$S&2V)$)x@%7?Q9Bh2^Y62^w zE_YnHvf4ut?gWn9yV!E=Yw(Yt4W2m*o4oh=xIsOf`^MXL#G-ngrdFg`y?JsbR47h! z%Wo8;`gCHprd`>6lahSK)77-c*VW9_Ioi|6=Ww33wsr+Cgp8X==FWUX#D0REPKXg7 zo0TC~(oV=U8=D-U8xMO51G0c~ySqWYM3Z%qRc&)Nm(<84_3QHchFY)j8-?bTt{s8R zTbJ#cj^nYg^BmzlJ}1%@ee)|lhLvW>70cIYmX}3^)vL^59u@88RfCS=mbS_P1Y|mc zCCJ34ujR&#I^3ls8jSf-*3sQ7101&JP^J%_e!Zz_?heYyG%S3}yf850YEnAebL0E6 z+wRX@uI!hz`8e?O6C*jNWiA{FlI{PvYI#w)RB0`4qvb3EOEd22*|>#%?bU_5?itBq zhTYu)v5}EaO%o&~igoZ8IZmG?3d_cGBsMM~G9lp4D{FFgJC_RhKUq}74qyF{+8Yr> zY!g*f?9Kmf<%p(SZ4Mv|cuIHOyTx+i-MP!Gy5*HDgM0@CZ9 zliRJ!`y3@qU63}oFD3YXx^3U5i>I;0H$~G}z@ycj(>X&joH^}whQ=>GonB!4ot-R} zST0+!8-XPllw@{RXIMjehpm-K6VEd=ITbX zq5>vMPd)fuT)ACB{r1;VIom-Rx6ye^JjB~A?)lLQ7__}|IdKLj#A}Wnmj8`7=3vl% zWyIo5h6l=J4dM0m5x2Z|e7g;zZ(7RC$>B3GmXAPasVz|*Zrl2`;mxS!-uPQnZX(@A zLQ$yKV|KKc>x&X}EwY$2w|mj_!Go&dFg*i&(Dn0ZSeBoWY_ZmEMh)x4(w*pMg)bUy z`l8pt(raQOP7nGRvNv}tfh!#hA4Ge(l=^jF=L4XYsxK(U(vZf@IBV5dACOqJIL z#^8~kDI64`_qH0d^A^S0*JB}0*ZI|MR*imgK!k%(OCue50S6C7ZeOuQv`1;hee_Mq z)t4zgA{Tuez5A$8FdQp9Sas|mxP!U@SenwG?_0-D)7D)VkTlGH4jx4f-_S@{Jn2su ztTaZ4g*I2hl|vXYL|K)|)zZWnMd^FO?WXQf&}Y>nOzSK|-J>N0+(68$`Loq3YnD8* zI%U$(@9^C^vRa{0@soPex`Z)5G31S$`>;!(>M{yEf@;qC+8EN=A+fEWq3oYSAGrDv zaf;}bT0G)hJBHZeHg%NQ@q!-3z#kj7>OJo4K3SC%MjT!QOIRXVYAAxWi}_*n_VH&n zNt||sRsP*_ju-P-^kPl7Yvb!5*(cwKM_IVkr1HtTlz@k7xVaU%1|pDF9&4`aC3Mnl zTiI-CgS76gXR)g{Y6xVxlM z#yfIJbz?Le0qHypIkn9|2eLs3Oy}q6o$+;6XxxQ$cY`hMyp~b;7A#-_MK6>jNT?$)XsmJjJr-A4$Q9K*~E7&`^j7j zUa_C4pape;6VwdS96Upmnn;b02q+6lB)-m6AiuCLIr_yG25&PszlI}p>(Ahze5kG% z&sMJ6x_1yWBReCvb`^VK0ylpRn`~t&1lCA+Pd6r$zNe33jiXhLK>UFy0n3jF7$b?D z7R@;_bMaX$sZm4TR0djfO;@Rn5?}papts)1!7s|nF5|m$qgG}5=_tQay`i0zNCDPGZ0I2x zZ?&TstGd1?3XCZw?6z#74?o=G-tSHNf44rNIYbo>#62C8x4*BZ*IH9jcy0F+^~@z;D9UGcsO- z640B;FFsEvU7Y!Ovu>)bh*|u$755R56zK87!B=(#=BbEw;3Y!XAl7m$Zm!{75MKVb znZ*%linM$8vOg1utTa?(S6aU_=loR7)PCk_$@y?BZ@lV3aPV)aZpl78sQvBLrnE+G zId`v55l=3C9i?<@@rT+YM;;Zf7MR$C_MSX>av?@I%PXu?j1@{*ZYF(~>BIt9W~DZ1 zjezS{T^~DwQEZoZOCjMr18`vE00NAQS4`k&gYIqzc95Idqg|LohyD8%J(7bP0lpVs zkDyna+3blL9dmulfl+?QHs4Mo{Y=q3KU8Mg6S7(%9Y01=7)rIKg$ap>{P@@{>wYJ# z@?qY!rECND{;UYEsYlh5JIEm2_i9EPYLa4f6N+&r$~4P^ddh(3uko6g=XB#H^p{%p zAnFLLuUd~CG8uDD@rHoGJ9W}xKMIa^6u&{~>LzWXJu8~l+)-R2)$T^Ts;`?B969(k6TOU@(7Eq#cl3l9&Yn(QaX&1>~VmU9zf4<>i( zK1hbIPqBo-uW|?87U*Dba5b;lRs(p~C8#`a7NyAhLqwhqXkT?Ecr&E^7ShL-ZFm&x~jga89ARvI(k1!J0 zb2#=JOLTz85&Dk9h`#jP*c^>C-ROL8A-C0yR8hkwHmHV%hVOEwv|Z%n^cx#%==K`v zE2j;%qEj{fd|izNYc1_WoMg>6zDKj?@Pn0Z@sH)hC_(t1f`q&VUMF?+$CHn0LN-=9 z>Ycq8e9ZKggRy0{9b`BUuW~@qG9Q1~`ny%$-NbD5??J6rHGVB@Z-VO!vL0QU;ek@d z#Av+fF{8cQh{3q%EhUEzpF*qL*Y%`Xi2#r7d5&nrulKqYYZd{6FIdpF77y#Oxp+F# z(TObM!UrAvg*!=Y;^FI3MUs)01MRL4KECXcmk!%R zqICm`bTr0JLeI#R{MLLvA>w{zsq#X&DF+7Cmv6+kzq|X+p%8VOKgt<#BnVTtxj59t zTiIhsAxdai#>T(bsJiOP$ddeM$Yh8XtV%Ckj_w#n#d&vU+qlMW&a&TY+owlQ9{AFC z*gQokbn|xxwvkB2!d(*2o7Z-_de@a7fQ=-zv@B`Gu;#R_asqIH zo5K^g3$W`qxt}TYch;>HCtqT-GqLLHB1T^QAl4_&5~p(;9{5o7PTW0n9yQ4B8tW0< z`g`T^Nw!tt@O6Cl#ldDZiVGfa-qK5JetMh@f*DCBNdKq|ruz%UEl)SXbIali=p#$@ z^!?iDa(!d*LGsY3jzEffNL|=<=s)6}|K3Cqb6^MKQqV-A6BQToU3&yy!}oW7e50SK zH1J+K(Z|)LGwYghrK?f%e5&BW#Mih?^lAI+8NQ&y{MHb{)m$;R{6+Nc2>l73*^nJF zdKdg9iX~9hP~4Gc60n~$WXjH@BrAHkiJP>EFU0|>CsRY{1i#QUgk~AZ8r^Tctz<;_ zGPCG&^Ne|}jKc&J&#FwG)*6AgmkD^_XlSH|c7f>YAYVLL8}Ptp?Y9Y+K`rr{p^?|( zUL126yR<%t$|R87Ak!zKMFr7}=a#m-%LMd0y#^nm<3w2*ve)TV{hrz|VgS_Ae0~>R z$&DBwl$}7iG<-FF=iZVr`2DHSMt_;W&f*N(G*(A|cs^W#;blSy_R|@R>ixt^k^AwD zy_~|jB)~|N1@h7xhLcP5;c2kY!UrEgwSkKPM@y{h2Z4h=6A}jKOaiQ#&sP-W)g_sgoLP4@UPyV;#PKvzeZ^kE)$TX z7yEHSU&SntX+i_GOj?P`T_{+V$zVdQtQYs?+QqTk3^m6u35N&$=9d9udk8L{}KPy1uo$x6@%_Cvir)#}kc+TEmZYfN}&aqt?G0n6b7!!8&nO91}bM zAq%O}(lGNqaaK8)sD5ayE?)}W)V%y{Frm{sj?-_Pa# z0i6~6*!avXa6=w}Fk-PeebSXu$(x~DEyS9gc3(;S$?n@~EHP+;7nAU!Y$p{Ci(179 zsCp@U&VpO*?^hlBh(ga!*#F(FhwS;A2oa881X7 z7wKcPUN5wDu@fRZn=D{yw`=Y0O1X16yS!qfgS0I5O#{g(8W<8`HDz&7xQLoEgMM&G z?y@@?6sKP2*v?gGgGPNR)_rpY5xNzywbpOrYiVFu6}r1k_O0T$z$!z3dH8{p4QfbH zPFD7(Il|o~`I1rjw{N#+wt`ou6`^fntgCHc972(pbGBf8>~lniH>IxwR4*a zh_9qM=gHe{3PM(1l!8aYO=}mYRRgxCIL(&RM9`iL!bj9;mSaR68t#NPQBIS_nD{L$ zL9eX_$3wVx8rC>CxL*6Nj2!VMHTd#RR3)=Awhg#pzx}8Rdy#?OYGZ(&j7}{Xv6pJB z{S2>eEA~Xn1>kyzi&g7*XdTFU5EdRpXV`k1D*x5Pqb3N5=Yk!ltlLh`@gYAAn8brFLJx-1(VEaMg&>ey_(~B!L3Q6C-9!AjV9HNU+n3ZZJ(@eH9li1 zHmh*#aM~#l2w#8Wl;vF%75p8r>h3n7YstxCCh=$`7fdvpoZsx-8Q(A(Z<1}ivTM`1 z{2$!>{EH!a{at?N+J8y1Ch#bB$Gi%mVq7TGv18?GyObWKK;i<0*txq5ye;mZ_WHFW zw9^_Ccx|~P`6i{`w*PmT+om64Y)qgaHsL}6HZ}L+V6E5W+n@^rw}agh?WMJyneQHUXb z;eFUbj1H1GS?!I#6QuKFo`O<9m^hd+fnWQc<6q|t7tI$zK z!WldXPDY_{z1x7{S+KKu6MLYK3}985flGhdT&aJP=@&nV!XdsV09bKW4X58YB?`!uT0c!6{63>)Y8Dy(=l*$kLCEk;DY!zc= zIdi!oCSjr6CtpPGUV2K~PKFO7MxI=O-}HyQbidw3*59I78FaiS z7VA)dHq{H`P1tI~D8?s`wCx5~^p+TR;bP6~H`;{&&}w@G5?Cfoto!tBW%8rEqcZnu zv$*Les6(aO12`uik9#|JUx4_)+>=K;<&~sTCpEZ6)FdGWQi4FS#(ep5<65PHleo>! z1y=TnZ{CLP7~~|ZTJ$TiX8cO+LJpIUp|V>qpxQ*xs2>%ry`cU_N|8OYFsARq z`tl^=)Gn3+yt_J~kh&u}feMTkbwreGlw?`@ogF9?S5&zKa^4FoL9fT!-C-BNH_vP zAcYrO%3F7%Qh&GfRNb>}`J{*au#`-|`u?CNFM{M*>M$;Du;m!iIC+wQmrg9UCA5;h zhxS_(f7+?mw*AtVNg}4A2cNny6$j@kk-q&9<3YBm4v5_Sz*|ekF)eOCgz9EF^&8Ui zVcRdINX(r|omej9e}Radx-$rb>5vEsuFXsII41JWcGNW|w|>t`tw`pl0wc^GJLf|Y zbws+!Grs}sb?)b9kUQ5$hfX!W2&0d8o3>w8tW@JpYb<8vqocoV#Pb8jYPi#B!L}yD zW2CNHFH2>B>IvZLf_*#uhv-1o*|3Dg+C^3TKt(~al+8$tNl3p{;J_0)rVL-_Yr0~f zdRjdEGZ`NVb;ZMYO2(X0asauZerPx z18Z0cb%>gnDAvI_%1sQ|(mxyLx9Kr4(ACzioLf!7v3rJ0n#QPZm*R`Gx93UCzn_s- zqWL9cWwC7ixa`p%Pa-IZqbE(u^mys+k2=oU#4UBiSqm1C7t zf;S~+g9qW>Md2D66_%BNxn1R{$s^*BrT290xvshJX3$3*?s$>|zGIuz@@avrsm(8;XvvNMC0yM5l5hx`>J`0OT~;tz?tUqFehTNkhgWy za*USy{E&m(1b!KD7IenWw%~of8IWPYf=$Tq6utTNJi4trrtx7rle9-?#oU$U^6%;v zSZtmAYFA{mN*~>c>*3-IcTPd>bYK>Fe6SZ$T&qY4oBFQTten?QgL492v<4V0#`jfP z$%t7APU{ZU+%A3d>Xl1d*}1Xggs}3jtQeNYdZp%!A1_(Oj0CwH77s0+w(62f73mJi z`j}pdgMS&>oi<6Y^r{4p)_2}F?9SNv>(qQraBd9=`lX~yskg(riir{9^eNxp>L9N$ z4De~{(I<>(qy)!YfJ%C=xhqN{BH!e|gZ4(B9wUQ`)5nL)ATfr8bMvUx3JMN6fR-moE<$mY>S) z^%{XYb@I(*oY#t1nDA$gZjme;uWK&n3HO3pPeSVUek^>hcnb=~HuD^fle9^o6ah>xF>nxmcO|PKyfr$dOguoy^ zG5(<3GL#Ao`Q5A>B(G5OiJWJT4*yvnH1-@wX@}feo}bt=*!zvKUTR?5e@%3iS|J8Q z_NJ|f?K?*!RKp(Fm+m96PusiKDFR5(S6nwEvxd6^tLr`Wr-A992OLwUh;rgV381}U z33=4nUA~Iq_C^&PbD+}9o{84()AsUrUK~I*fofctzZg(hRwTDa2O3^-KrMkPcalHL zLB~*^dJHQ@lH8=IrC2&*`U8JtW~Hd5b8VM&2mVp^L=8)XR{(zDvf0yOix|LUR_?=b zYS(q3Yv8XU$eus`M}u0`xRAM)ZwV0vw!+%nyA`o7fI(-eG-KP=l6~6Vy&0OoVmk%h zhwlJ8QOLYU2O1g7)Gm65VT}VEuR3a;ez8b?YEXw-bI~1Zh}f_5Y-ppFT9h9%4A`gb z)nSZ@Q$>Ws7H=#FxOU(@I?xz%2Z|&@csH(01{Cc--i7N=Kw{S^-w81SL? zQtwjC zUixk^Ykt6P2+&yT0_TO(B&(cgMGGhjPuMae2WRThwsF73);ga*4wm59RoW}>Sfiq% z%ws^(96&DOS1l0bvQC6LJUD=}H-VxyfD4Wr^Yel)H68+vpFRbtZptF|w^H4PvqFbn zDe#W#Uirvz9xyI*&qwq*52{RJTjHZ0hk}wM!vlBe0HT5faEAd?w*DW-=77ugqM@vZ z7pbL7koh}`2OO$DPtjgGyay1zb@Yc*US8n|Ql|9ppJBjHr{*(T<8NC=4qNP-A|NC@)v^<#1Vp*X-*7=`PHwcXhpw^%M_vwDH zd9el}x|9C%_CG19k0aJ6*f0Lq>Ha_3D40iiDj+rIv~OO2@ONqX+om-fIwASk%u6A8Tw(gM;%x&b;j#hSXeh6sH^B> zVd2MMVd1nBUITLSZsJj4VUg%K-n*yw;NCq}Jui2Nql+CDmU{F%V*(R{9@6zEdm9@HD%e3^cNPWQIoYQ)8Ad@J;B`F$$Z;)7kgvet{Do*rI)eMvoB z%=7D0p#oN{DPHeCe8cAdwmH+co`&_XYK%GQ@#V&4iK-^g8)7WQ_iQ?Jz4-p*plev} z6zX;-Sme2{B(vTLJ(?GN>GNbz>7{d$ltH9fl9WYc3CU!8mlsZSV{Kz&BzXTG69y!F&%A$?;7HRglL)hA-a^JN+}J5o4pyXZe?e}q?#1yf$|Xj$T}guprckMzj*N{m zA)9A>Ei3HSy`1E7e`C8rQtXNO0QpRR$_-5R$YoLYgV}<8kxhOIcXg0AKO#mq40hd9 zF;q%~()PwnjwNYNn|l(4k)~7KHcW7KBZgS~cG1_j#;tM_-`RJE*+y+VL-$01yL9ZL z{a@cZb_zBMdU@M;oC-T+Fod4?2lpEf$`?K=yFGK?$_Q1lLqCmsmaD%Z&!6{{b8HGJ za^iR6?vH0F?>bklZPl12nfLQon%W)@3#yTNgz+o8qj1-9iQ5w1PZn=<68?)|?m00I z7BP>tHi4L;1bOw5#9^DvBVF=YT!wBu_F3U}l00d+w3)o;k$7^9%ED{dZ0>>b;G9ptSRa36_0zkRAa z{vy7ry{UuL23qo>_o33|$Pdeln%sszVbdX}+;`-b#feYyx!5`Eb zWEdn4t39%6a`0{P67#ZGM|ZcwO;7kq&um|s$VRt#GWSjNOyFZJ9jP4z1k#8dTPVR? zt!g-%ab}@j*4DG*bb|Z0un4B+_~usV2437y5OBgWm%6Rjech0`xPg2&Eu8dOmb~z_ z<(6xm3nWv|>9%o0S*cY*{a%seDgCOLy_*thYRzIo5~IXxa^pw1Mk$R8fw;Ah6d|J$ zvDA%Vyp$Fi58SE9&-ui%1khRW~1#y8RG z}TG!Ei*1g?s@A5sRH9Jn#en_XCWFGNHP5ZGX_IsbLdR#9PwDlER% z-ZG~m7Uvhp6UHCW2e!XF*auonYjDk5+5B(>TkPkFw`u%1EyE>e?RT7y?=_HJYGqT9 z5FO&_;v@>gUp;`S@^B?l`BEm3541LpsQPK&qJ*nBzn7Vc?P+(JH=n;g51E&r=d~r+ z5h=@3VPAc_@nHHR4`o)8?rkpDTbpbdw=6h)UQfRn?dE!7??o;h$>mcmhrb?L6&4o4 z3;hc^3Zh483m+A18rNqZ>TPD!Rn=wOHI{p1k<+9PO~LRU$gGt(+)1VBPfS+s%m4Cm z^!vad%iy$=@EvAxKSt&FNXAEuHyDk@EeCm@YTk{KkGE78$_Kr-$~$t>zw_lzZE8?I ze(IxCHF0;xLuZjnE(cY|CC4v=lV5xuel|<{=$d=8Kw!l3Q=`Rc+#&c{r?9;T15PJp zCuyhj{S?xNU5}&k-+nRpRAHQNk*{lPHl`~1@L84HyDiV3I$WKVw!5%e#3MvFA`Ni_ zj_dU3eA&qlGEi7vgGmN}56<>g0yqOs_uW<+$Lv=L*3c^@L+&HZ?$4RV8QSR)qT{w6 z1KH1t224uI!pbcLapLLDH9t%HOJ};rdB)Y9Du-6$9+rp_9+eK1W3+B)-_xSWLusM36=0@moG=>rrdYkZj<|iA zJuC%YoqA*nGf^=?R1{Pkcf7IfsX~-bS^H1##=rae=*_6;=lh@CoaLM|eR6y<4&<0p z<4gLr(wx%Pt5nRYToX1SC_dkUjL#Oy7Vm!A1&&PjTe>t)G=Z6I(z~R3YSuifnMZC) zk>Zp3kdobmC(I?NCd4NQb(+QLGBiWZPIj^~%rm?)e5HP7WXrKVRUV31CJMQWk|s|7 zoL-{)QJW;S#=~~FJw@yF31}ze+ri=hI`eu9P8hBR&Lr+v zTq+zsTo4`{-|pHd{sDgdHRKI>8f8KvVpA%wSo?OWZ6|+d&Q{LeJ>-kRsE)`-FXXOQ z6Q@K{1SaXpa)QB1@Sl>l2OTi5xtkIz4TeUS0COE**DM890AT&k8gGU*MhTr4+4 zV>ao)pibYyAlATL=WFKOz_kv?Yr|goH?wrI2C{;A;$I~vRmp5}D8yLx|I$V0x@-KR z^1x@pLq-O-iP|J~n^hX^^M8{8yWW46_iVWik;y+(v|D5;VrYKS8-v{8CVq?gSw~;-*y%Z;g{sv8?XG87= z<2+3dW%;*x3vT<#@Ol2onRr~mS%F#}?>Ci4o7(8jk$LabhSh%A(?Sbm9(l;yUsU0D zhwbBkA?~LWv>5-&(u>+S`&o9gH32^JaYw z$*$+Lmqur`wQ1wW3rmkwk4(!70rOKoi}tz~qDH0O+C*o1Q{p6B&wQzbEo)4NS?84XW!2?xU#4^w3y0SsYbac9c zf9t7opDHp|EyVV6#II*l|6ZCi>UEYyi2V1hAJZNa=U&4!iG2Mx-`>?RKWGfVJZ||4 zD%mTxs-y7#umEZ6M^)>)`%KeLZ#BIQL@x>9HwV?!udvKn_CWhjm&iy!hL=vK>rFb< z0}EuhELCzbflrUhW_R|ucez3J$?~~!0wIvyqAFBveJ*zay4T$xcs)Q6dXZCo{Orq& zWMiqn=P_Bc!X$?4$fq%>k@?uWgYVq9{=)0z^H+ts%hvUVG0=2U!)S=vUc&j-+3Ck4 zq&xznjxpKkIW*Wqmm-g@?Owa~F^C~#+ZYSC_k;E|tdK37=gA~kxS33a28QTwtziWN zmEnYE+(mcqk;KU=5@u!DU{-z(=bSxjKA}M|8q<=X5&k;qqDPtI~jj5o2fa0HUppbsI<%V&P#k zV&MZRY+#eeX8KS1J~j^)?jQL$SXfbxSa^S(qXX=(KCgi7s?48z+&3?<2!LOdz~+~Y z^Y_{KG1<6(r*YbWV^~TC_Z~a|_6A@tJ3BXT2luBk^5tSc29bxlsW%oDE$7vS{XqZL zHgNqhM?;gRCfZte!S1etHc#Ab?F9W?J+7{UCF^$=NV?iRwPE#hb#e2)>nF$l#~F8l z^i{SHJL?~(Jav|1H__H(z31*_$0{KxEGWz_f1Q<;Ro3eXzvS2*o<8-s zDBvp-u`Y+ZTtk>ygB~7$lupdvGWFdIeI*G zba!LDx~`3_yU$ZOcJ`}^{`2|sKJEM*|EbB%`>$pJ4HUXMA|xUxEcBmi14U)8a_{On z`q{adsyMm=eFoGaFDWb~`^WkJ>&QPf{#MfDpOPYXME*z7-wyr1i$3zU^SbBm3e@>j z{-5XdSG~U<{Hvg>&{fla>xw`7`Hx(nqvfy53jODy$zLZsgUkWXk=ap2*AUnPqwMN~ zZ3}$y{JFnMzx86LziW+!rHJ)FMaj?)d*dh3R1o<5a_56;tkJ_N@*F~5&2A&g=wnH zd?dGbm&_YEC5ARf-$i=Ee?gnkbqe;Oq5_ezIM;cypZ}MymhtQS)_Ss4=xJPIMQnU( zz5o4H{#>aHSLweWqo()94xbkRVX-v*my2IjXsx$F|6eZpM@60HE!lnug6B~s|LxX* zJbG%GYya(*fV@x^==Q!6o68?{y*0V<7lf-ldVfh{ZAKd~p8T`L{ z;?G<8x5@weQUCjt|Ho+gcVPeT3H|R}{(Twzclr7+_UPXg`*&mauaWvM#`#~n{5wYb z7mEA~MgGOuzt4y(8~ZQ%`WJou|8yQ(8fbX>%1x|8@t1paCXD&_oU+Oke$o7f*sR@% z=&6xk_UzpM%AHjTC1CN(o~3PFzsIusDh$O+jJnS>swY0lY95cub{)R|HE{@XkXe=g z{g)GycH#o8#y%RlPaF%b=ZeicH_QTqY#u>_^H`!>E3G!Y&;8cdJ0-%WyH3`YO^!Yv z7S@#nTz)DMm&?29HWWO3cMjS3yAy9fA2d9p3A>d1&bD4bNs(lG3=6ltqrRxskrVp{`sjCdis_Pw7-_wE1(nPU= zXDDy_g&M1EErk!8!3z$9K2fgLf&Um`Z!5rE-^#j|_@}QE`kL-#X&i2R%SP7anZ4)w zmulKEi)R+WZjm%bJjoWm6D~tS{9l?b5<|{D)NEFvVyw>Bj5~gXT%OJgg`8-*fpa2h zZzr4BMo%rX$MV0)`T&XuYz!NBLdjlix`(8l_MAhHex`)GO$L8|n`y}3xc|LlK32$5 zcEg5@$*JWuU*Wv4W;xY4hRMC5Z1y<$u~Xr^DKfyQY`cxv{<9NkFI4V$38*d5^H<~1 zGE)xsx{sOg%Q646@hetEL-5hKyAE)?Wxk1bf=o!+QZs@HQ9Lz|6!@%ra2$^c58)nXXaI^h1J)I zK~JU=E<8vxca!p|$wH35c{A-7256o1>~l`$StK`K9F+LSO?&kT_=ApSLPC@jSdMDC zmJaDPEBp0lBotQZep|~hg!I%$*t>RrWx*71A}l;P_+w|^kna!3{6b*wbkJFupKV7e z@MoSaa?_OrE%C*EshYg~EP0dN`ty;z@*U-eIE`878}=QXDdum&M`gBZK4e2_l^d6m z&5BLD`^96w{&@V^#4-2Xu6G&K;B@CP-V0+ZsE_A_UCI)a+=VQono1{y8o;dpAOMgIvudC&8*gV?zXufmae@pPK*xJzkrA!zm4uwHGiOrv%I`$$@=MGF?b*f(RCRYod^I-rRNV;&ow1_s zM3%c^S_r7)qO>I@ZdEfaymlqZU&VD(xI966D_*9}oN+0rscY*YqHYB7lp;j?7WWii z_0!LO&D*1ZVo);|MpHq1{r)7LmL(0lz0CA`vaJX2V+9}cH=pfxFgh2#?z#=VRhoEl zV_jAyq~RZ?jNSsEzlP+hS>S&H5pN^bHl;07LP8=@BHxhRw^`KatdL;RmvE83xbJ9L zv~-93>4rhW+M|-*^=HJ>@8y&wlsml#r1PZ~;>2RsOPb{g+7V6hu0-RovIm6Pu=;)p z6tz(BPONt~)128<#jrz~1YzXrf^joulzC%F4QGlcP3dJ&< zMw3NVX=DY+l(i-z8eQ3)_W8xPx&v&tD^esU9X`yr;F2M_9+Gh__=OzR&(PRs_!vzm zZ_DD0I@C|&W4fL33L>(Bu>#(i9BZmFk?3DbkXT2N?8>>e$L}HI9=DlbItlP1@({)G z4E2bM;AOEaIPSX7n1v)Vd)b7@P2s2(Nn>@~M(4$}pW=%W^h}p(n#C95Ih+Z(lr@9< zN@a;84*>lzFEewZLmInERU+n`E}~KcMams5DxM4_20tZ@wc3AAM`PwzYquqY9PK~O z^bN)gXVF?=zNhT^*_zwzz`A6)5)fK5|W* zIQYk(>NEfrFIi;0+Lu3!V@nZj!8QMfjA7&n+wZbp!J8x8@qF;?@oL?n>t=gJwxmTY zbsgSQ6*uPQ=$el^=J&ELgIW=~kO&EZAyTnBM036<*J|c=)$v{lid&s^5o7rozK=<{ z;hP#QH;GS+S(uOp<)PVuz=9}Xxf5f&$dFeSoObF!Mi90yhLo+4nt#dRMV@f8B87;Q zC}zymKBHL7glItFd{vh&3z*E_1ruE6PqIYP=r2*dNdWd_@_xhIAMp0;{5y-d{pm$xDA+uKG_dR&tcY* zIKo>fybjM&yjq0dlJB=0l8e3$95^a0-W=PXUpSA1{Pg&CBewBy^0Rg4?T|xcKoQju z!o%*6+YUrn>EBdWDtO8!TwJBSqV^!X@n~9xAgi+f;)Cv}#HU2ZET;82xhS+K zG2;G`c$+E)I;ccIbG0t1=^@tl!&~+m_6GP8fblQ;E!FzY;m!5-;Dx{~Y0^o1iG5(i z4$Lzk{qA>pc1VOz4GR*Vv#;a@5un%1W-vyAt1X_Q;mN6ecx6eW*;6>V%6^%_6#|mI zI>MTm(r=`Fn}e1OwCmyr@$$3CHaQRpd5hN;ue&mRzm~1?Ix_gMqQkgp_Z_pPm>>f; zUJG7tQn+=MM?_QB3BrCiiqJ;g!UjUqyya8EmkBKD=<^|k0Rm1)Jo z{Ecb)RrogH8#se*5A^^OwsfvO?5DOBgIQT~18(zgoXenUOLh%$obF%jIRJoI5%c$9 z&wy2%#_AF?<}KCjqNO28p4p)cqa{XF62%Zr5>644CMsMU%gRVk7R*qw-`DGI8Yf_5 zKCpvh_abbS)Y)6c9Zg5%0Ni1Ztz9HX^cMk#!&b3Gk z`5u^ntvr!;8wQH(*0%M%=93I`dQQPN6GB-fHFTd6$MCKywrC4KC=6dQ-pEJEiGi~& z_Vdx0F2FjUws(xweVJK4k#ZBfuGaV@0UbDVYMCjnc|sayk^n|$JQK{kJVV>tw+*d$ zA7m0!>xV6T0|90^Ub>_*k@(2-^HHpXt<6o12)*0$uI_S76WDelq^ zF-`H*QP+}lqn&&r*XAT|7`?#J%~b?R*B6XLo4yx1VfwxI^{9k-ibIdT{N=tPK%s=2 zgmOXv#$m3r1PrtE$5<~4bN)DZd6^2&I3G`*1??6*BVgpA8clvyZ~&=f1%#T0k}|4^_jL=NX0E~ykNa`NK_4wR#%;cT}r7Mvi>b#z{+3tdw=H`P!OM!lWv zO+wDTcfy+);yS`BP9kEpzQvz6?Y3WURipM&J&TBqD1i4Fh3oLOB?gIUzXkJv_q;ri zn-B#m4ay*W#?Y2>tD0_4Zx=){Bu_vrkVwq2#45|1z}ad%f$6j($^$mpmc+z%XIW|j zG$*VxLJX;L*?;Q_j^67eAmvW?P?i_M+aL8YNjb1R4ak}RNhaGF{9MZLo#c&b9w}NL zhwo^b688ESraUq-<&3ILnzzomao8G#KXY+d?d_mlfP~r1;S#LL`~t?oNrPCEX<`*G zA4Qk)EK-Du+F(B1SDFj**x>O3VDcfBDF^=XEvb|=R|sNHes|z|3dXZ@Z~C{0(Qko^ zP*XN?HWoH!F(vo<%_`;%id4}w*kBw(MMM`rg=?uKrdVpS}dRsADGz~5ZMqt_g*B67u_aDo0>Fq0eJzV5NBarnpxoUu|HYk9zSHGE zWh;&MdY{54yGA3)SZwc$9P(H8AHTQURRh4AEU5=}~>NTjri><5;xkWXw!>Dvi6E9mf zk8GqOml_A<5yvm`K}s;WbHg@yt?DG2pm|#sMfr(RK4i@xt2dO>Mha4P^GI7s1m&d_ z(THH>n&pBmo?3t!3RqBHv5~$Do!$-inMP)FN3e6H^D5e#U!(}w?(@fRIqhsMJ;a9VVMp-J`zfMosmqPTz19uL0C%o{t?cgO{gf`j zf84q25zm!8)&2gCy;f+jhTYq$rI@8G&ww6IoV2+{1nxXe%RW9txg$}c2C(e-!BQ4C z%4~{s(LlIx3PXk`_8kwCtchF%PaYmV8#~*bP*Jf!f357U4dhBl_IC-Jxs$>q99JsK z`?LN0kJ@x0U$)Bo1f^Y`oaQMCO>&ZR8a|QWt#}My(s%_0fYOphxxl&ve#el+d9EyO z@xF5hjWPf9*|H=$c6f&|$3d#gv;E?O`;>9`4-@ynz=SCHG~yz65ij?yLmHEfvpH+R zL|IW^TQE3d+=`hAofdoDi>(0wDwX5*S6=Jm>E)b%hbD@`EiR zqmv3~nC(Se)?h5U_JBCXG-@I_qBg=EfycGDbVAraFS0J8nY5iW(G_yBm&M(77so=w z$m3x}yunYawafbs59;~%V@pfxR8W;2h!ryE%Dq~CoC*z7LT}zjtwrBqOUx)kRCLz{ zUznb8SBnzfX*(f2UaHYh2BQ_<#nyINiX> zVXuC(Fg4mqyR40H@QrV0^UtjuVwtv*ytDDHaWbx$Rn`Nh1x=puhH7L#K5~ID6X4)Nf)7QikfPPODHVQZq_>?od$<J=>(B5L)>gMB;gH3j~ILKkB@^Uy0ym(&;_x{=G6C%ORoP#=Gp5 z7(wqZPAAkkyK=c&54OP5rXw zPy}=FEzuKB6CM&W6a63zSWxysToetsxH`#T`sGlRBwi#4WxH!U6_4Ql8qbenj2qsM z1D;lF2d$Zlt&vM({|bnWgN-wkqr$W>T+^?+2xXunoh!9Jc(1}3FYX{4Hv4Xju$_pO zD2<4l$SRE%!;&NN^(}y1L03MOE!-}-r$p6Zq7qtyo`EhJ37C%gKT#%B^boe{#Cl0U;j4x+y z|GAX3Y*4ZqE=a^>!+cHHwVdzjx82pyCCAb~O(BjcBQO8bgjvI<6Fcdt3B^fP%`ZM&u24oQHYK3ZP={j z4|EeFbqT-|ok%&PVWod(L}cb_Lwa_De9Tyk>B4kz9{1k%z?OiZMEmH|oI*aMD*c(o z{I48PI!ORMs<8G|;i06;$RH6^i)!i`!4917fbVjMB&|Xs4q#S;UV0Sl%)*aFX?7UKZX~I!8iiOW@|$v4JIF!WQ10 zRuRwomG`l`{;~%n2Ht}=L#2J*o#=(${Q+P&RJ(s$f*1dO+C`UtHW{LBnV!BPu43)@ zz5DNG&=7D-KQqc3{l#jUax2buxY8?mriFt$1;2U~av=DPA@$|tTNH6k3pamtS7;J# ztr+8ZA5;;yZ@JOC#D5w;`Q8HY}UvDkzFLfZqBd?Q(&z zmwy{>S;Z!`$o>>y6og`QgLmIT!)+(+^8{R>JF!-X1HT0vzm2!hG8NFSBw27Ynoth@ zP+O`m&O{jr>+kzC^lPo^pvy+>7}_sBw)lq1Tv0IW#013GW;>bh4lCE@rxzV&l5xT@ zSPnh-P*P@DEw8G;Gp7W#7rdqBp)-phz%idnWWD<%_OOQgW3Ed3kQyihDFTiSn>jE6ShZGW|--VUvTaBSPa&CLKdANkn){L7UH~fPB;w!k+nAPOz zQeCcjMPH$L(&QLTp1`_Sg>vhoyCnm>$>k-bWfsvHQ8^m9?J=ZEC-B3}y)pW6jmX~H zLz7Y)Ge|g@ zl>}_=w5~?dS;Fjp?!qE{O?XgB9ss2fh=z9{7UQ9dG<8AIKE(hPG2c$5i{NA~;MRJs zOQ<86u9>s4D-5@OgV2F~@h^NgFx0q-NIbe4&UI zmv2>5gzdZ!%K_hZIXiPZJ$B+@Kv?#13}11#t4Bc*Qp;tH(O?F?gZlB2_}$+=I{>ER zYMv|Yyv(vD)BS^H3H28s&!Ihye^q1*GEw;9`dDEyttT4>Ep_i@JloG#5J_ladpW*{f%L8-x<-QQ0i{Vhb6_gNZ4YL+bNJA6h62(?eI(=>+)8G*{ zNIo!GQA@g&-6_z@3C%gf{p#wtzV^9f;B<|K+8`i|JT)7p_xf>9(gbVKk~EI~)@R}_ zjV#j@-H6nUx3jM&8zTx!0)MXWij-OkFY@<1MF&nWyskD<|wx^x%o+pzLnG|$rkt6wc z-R$m{&W7Xl8tJ_VGi^!YW0U1-UlRWjeLg6Ne&?_k5t67z4GMx*9Jwg|{> zVCr+RavPb6_rmcsA0o|}x&66FzhNidoxf@Vl4kz?xz7r2E<=sU1mFw2c0Skw*r-|w zkqTE1KgdlSH_U+V{@cK{5ig~$)s363_(~$Vq&zcwSDA|474nEKdUs% zIss_xN2JL_DbfihiRXZgUghT^07R$R(-q!SluYs36^!S`J!S zLO}dLb`Mrg5>cLRknA)=Bvo5;Q!JgRW}(f6VtV-oBhalOr>L3b*`vXGWc{bvLi`N_ zT9#8pcfrZx&~I-Tx|4#eCEW4G_wBxp8ubA#>D+_BpBPH$?6DLYVaVkdUrsd=!WH*L zsO+X?5z?QtAlEA5YaG>KKRvrjXL97`C*sq&ApP$V!Ch@6?vogxGt%sN461I?4uAv^ z7B3z%=RqFpQn#7Tq{JCeWLfRz&E)6{%79YRG zD8YE51dImqBR9}YxJmHlm=Jm{e+YhRH*j;Zop$UFVu=WnhjfeNl=1N;Cq zPX1ZFJruHS>D9xDFEPT%HOtZdF@6Qtj;IP?^qJR0os&e#5qffG+utg<&;1WRTV)6Z zt7Z4K9ZtE`t>#ThROo$>+k)F^PP`!GfZO$YM|^6eRn}A9Lb*4~A>+7`8Udok>*w;g zt8+tU__rd6s&O2)E-P9p5!OB+s(0e!u`_ja2KF_e>Aw`{BUC0fo-P9)bj&2r5;FGM zlog0RN*~E0qbT`BG7D6-E$jz~K=Rg9P$VDbANpJ|G!^jIZ?yj%f424rh2i%i)F922 zvk!ekg=0NFIkFAf%Ct3)8e7Sw__B_~M2?w`XQH(50GFDL$!3Zh2%wptCPNJfU|v*+ zH+IYR%mhcC4S2ynA)h-vOM{t-D>OaXOg;wTv<3h)wR^gte%FRouQd5Z`4)v5^K1J7 zL4csFB^C0CCUX9aqPz`+;`*gk;;U-9jvnX+=uamsWLxw~3kS-Ct*v2pq$au4?S2SC za|DGsDQadPZ)7cSYjLh{o7+MBOjMbMAj5J>ca(N)qHZSNTNzId6g=xhSj!#@hl1I% zIY;cP1S(=aS5z>#GcOeL`sKRq0^9+rvhU1%BTDgb#6Y*7?(oADAvRwwE00VoiHp2& z3-5p!%F}!#V>vwXL&DwLQSEp&6rvR&vd5P;S!P`v&SoRtET>-Fq#ouXJ{p4@RMxj%V_IaWjCd#F zolN|Wf^@zIF-Rx?o~cAiv%ZXD$lqafEtelaoGrZ%Vn%)XTs%qfyc07TI2qqGENDkd z_~?Z7`Q1AHh!4OS^G*@(`HE|7gEKeBpY6v7Vp_d-WRLK&Y79if2c-bPs>$6G}}c>BVe#q;3di*#Eu=a#*NWo4iddFl|rmbVRUo1BkWylA=C$4frDJ ztlS$9V$KgyLSt|8rXFlWZF-{bVc~cxyDA4}g5|b|UOQ%$^NI+LCoqg7^z)W|lC+5O zuZNQTCd)WZRKzHa{AZHDk`=G_Xt?n@@EQ0S=fPipEdAoXiu~2LpMP0P#=CgCwxbO^ z*>pS~+edvrnb)LmGf%HbtJOF-z4uO%W1h3i_pQWfBu5Pe4WLt^kukN6hIQFN zWA)RI^2)L8uG{xfHzhkBy1`r3BX^F> z=7UPzu7B;*6l$#0QgWyT?i39jDlz1%)>5*EE00Z?yL>D20-L$Xc8XZq+mRT!E{XQ5 z44mgTr<<8eS<334&xl6m*1As4F@O9{Wp_Q7yAuoLd8WxT-K2&c zcki7&iPKW(ZJCEG-Ut!9+x4#{zhs*IuzwKh3)isIit`Ry72+yn@$d%%LQ4n7Z{+ED z3~nrVRsZzmGw4Z--qQ-1;Oe&)G|)58!*o-1nf$ajnd|h^Qu2g{t%<%%<1z405slol z!(g#i)41`{3l3`?Z`=oc+T8gcG8S!|0UjNNoch0IEcV$o{NW05qzJ&B6cFvXD24L z!THNqqs&zV{u+<_E9Kttpx&d0>|vCktEe0k%4O|YI<7CG$Vfv_j{`=$Ct@It|It5L zRIDvUdx?DBug>Sr1tpwNI`s(K@7=PS|JqLoy@J zVy({DK?JUz;QPXKrwg4mPLCaACUfuzIr;T#((I4i(ltU#6`WMW!r?w26e>Hwhdltz z7$*Dz_Nf2F=1}@;DiG5}P9=^fo34%I<^?~+v~WD*oqPhiQmbU1Xx3hb&>xvOq?C1! z+f_+}3!MgBJbSH#IWoPe&R52YOa2Ld#8m^%gI`uiqUE2?Lk^(|xoWqXDV9_BE_xTw zq2Y&X^d@1~cdbEl<9AqJ>PktgZSXtFblW=b$ViOk^RTM$J*8@Guv=S!AXfvFLy zH;x0G2iur+(|in{*QU90t6e?bhava2zPv~YLLMZbatIod($LT=NiHWckBg@y-AF7a zF&~V3gX{MrWqUphG9t_6_eF3ctFGSsNj#=;v}Sl)ucT2raW`BXqjuTNlM-{&l!E_1c*z`Ml>!NM#ZhXF?;?}4 z_hH?tKVk3(dg_C;B_gM9g*}1j=0MkX*JfFyvR)U7ZJ0bHa#t>gu_E<@uX{wI%eVEB z?@P*0M);>)rWv)+%HUi(|;cgN}4^3g2q@3BxbwF?wTnwHX zG5Tr&`e%ypkOSTx+g#({aa!Y0w@_N7n9Knnit14k0Tc%ZpMV|XH0DP&ZArlB=UtII zUpu@hrYN+$hUD7hA@3-Ky_BlD7+9mU?dkslz zu$lW#*h#}UYq(0mhy1Q8W^|VZ1UTIKjH?TuFE5H*%Y^>F8T}e#3 zRt|}SY1_g-mgGk}`g7RmG&xk30w?pHVvB)m$r&qxClo?Cu{ma?;f{O*9r>;!A})jd*PKw(lB z&Cs@yW;$4(CwjfG(>)k*0T+j2R`bzbGXN_P3X?W%g*|^>6LifW1aw%G@Ew zU@u@XS=!DL>0gfn1b34KWmBpfX?x_ZJ2rSrd^Pm!c6#)0_oK=1=q1w$NRC-s{$u%p z7Xm{8+mZ1fVy|ToU%y7&bEv#3@pFcHt69@a^Xm+Istq+QOmr*r^H!@-8PUXw_e>OxOyY;Prh#~ z1?^N*&n7!wbLr_g`0lbSI@%~8U2L)U}HHXEyNe2k24o$+X64oXD%)B-Z1-znByf9@8*(`-fi%{2hfw7 zwGJGoX!f{`ERk<=bO#Ic`dC>gb&%j<>_FK~s0Ldw9P;Q{Tp7TzOIVc(;}4vSzt3_p z@IjwYUr%x5^1Qfw9-PlG=HI+}FCi$wfcKSXe-M)HMo?+rH1FS`vgbSwz9tmc3+vf0I+C{zMu~2d^N}hauqPNNjhuEt6pMQRJJr+(@ATyuy0Qveq~J|fIqob;ZyETEfd(rL;L0q1_y8BB4rh%Hvx!RuXFxQ_g-5cb0h`e9`~hu)bFIcs86{*>aN0S|?Yn z_sRs>G7o0uMP{eZ%8u@4&=cSt;MF>I`c2;|N~_`?*Rhk|^-s(O$*_psH+Ybc(C-k- zn$DUvD-&jigE4&ZL91es8^?~{W6o&v@+xpCI;tu-+(GJH09p{gO7hQ(T8s;3jnPxx zyt&Qvn<(`$p-BMydD7p98WKJAaC{9{A8mAGGnc;9*$+@?`_5Ne`dn(Tbd zpei)BFBjfcE8%>7fvcD6V~aq_XLTD#LAn;XC1U*=y8gveYAN3!q~v}iy0*+pgH7*R zs3;vT$-ojY7o>PqmEbRZewcEP-C6d>1YU){^lA3R`?&? zzrd`ciF<}XheOT}a-Mn)NTU}SyGBCtTyVwXuM}74@*AG~jg#3=Ra2KT`=W$1>7(d9 zm1H%H^}@m^Sw>uzZM^|Gg&WH^-tK`e4F*yTn8%K?lZ3(TuuXty&4T!%QwPlz0rj&G zg05rX1d#lSj-^9f9xgw*qK+0aH&Oe|b)esk+jD?ZTlmw3#m0wZV6h3(rE#2ntm5-= zsMTZo`m|mkR;bC3RJo8$%S6qiQx!FD>uvr#-a0Av`9rE_pEPevzFKFa+Q?J5M6$7d z4KS#E!Tgbu-iWSEA#5Nw#q#bLcHR#Wx_}RELg&CV>Rcc+To1MR+PJnrh*yh#@8;O) zSWIkg5k;OPEYjc7pW~i-kh(6A&+zGF-pO1=5M%H&p(~=xJSm>3RR#(PbYk$H6Q9f# z6gjoenPFBC4;m(!4JvE85(b@!H+cj}Z8V*3)#`|#3+o0+L3nyHuvc)#Uh|rGbm8S6 zesp$bnUcEZiq0{hw_Wy3bxk{+>`(Od6X;hTpnJcd>^pLtn<*SBa6W%V=`cK&$2nGyx1VVeSw*N%p z*!au!iV+@o{)HP#q&^1y)66cE`V#myqiEQU=Bo$vJ^U77_muBIYAN}>=0wBPajFBz z#|6w|4{P(Gg7nF2gUhi^6v|>B-jV;R9MEQrs#BRe`NsG`BS_VbKVFKokJk zq`W92UH4sA8}5ldsI_m7sK~;Mz9^GXoMc84DOiLYS6rmi1mz*QW~%g75N z>s7MTTxgq~^2&N~eQ}L6epeFLtdw8;MXCHb8_yG8elZ&&jGq98>gXIZv>)*4i;M`B zxMjXO-sdDpHZn=Z8dL_-pck%Zqzkj%BC=bRoV(Sf;h{0!bfr>fvJt`-+5Ap=`ttD8 zY3_~5hW+oF-mLx7T6AfBVvZuLcU&hEB*rB}1)*$MT}h_M^n1y$N1B0v2G`{x^U!3? zb(woOWrbS@aj_I0ekCkEk>a6HS|!36SE9pctPGrVCT2^GW)DEowT5q{nY@}#o?~ea zs75qwBsP@^OTY!RrF6{V=&EeY!UC%1I{jNK0*XevYDIph=7j-je&@M$aq(Z`E-@j+ z8hrcJh8Rczw)0K?Je3UJk;v0Q$AyVJpmlTvw~IG%ki&5>jGxin#j|b8}O)9tQ6% zQq$A!W~i{9XhKn<`7x?Yc;%J%LL6eru-Bk#KeEQj(BV~t8AKJP3OJsV%ujQ&_&poO zhtM@P-6siq$fE;q3TWPqhU39dUqbi-J-8tv#D(f8{1A2U8^=^YOiw+gdiM9!ys!Km z%RM;KVIyrYkrSh2HBXB~(|k`k8AXnVObw6K?3nLYPc}TMvc8I7ow~16Gq8Cor z&$n{;x4xnU3up9IDaP+P*Yf(Oy>jH9m(?E4XvS|Yi!d=jPTIFVC?)=@jBo%>MEcKU zn||}n9~XvMzkZ-s_p7Iu4N;$}zlrF4{jyzHCH=GNz4q4U&Cb2>Dv&Eloy7(+@HeY} zjRyFy4MW85z4F_uQHr4yfSi@3jB0J}H-Yg#7!F8<1ApZ~c6%A~cPsvB;2)`$m%z(a ziQ_~E9{*V#f2$qH3snNTfq=#v`aiS(Gn=j3fi|mcL;L+XM>z`&wc+N?hDFftyxB!V~#n-w|2(d z-Z=j?<+DQI?|(>rfQ0{ZR{T#=2z~}?lJYQbJKydIMBrd&X7+DDLXBm~F#iCHviX6tga~%f~wWK*Uk`n(3uhZ#qkveXke)rJM zAbSs_Uw!TWmN$fPhNkL5Gb=sqk0FOY3}DeX{x@uS4BlIZ8gs% z1SBjDE4Zw!Y=k`5$ESELj5%{bobF4%YT?|bE1+0R7!c^f`J6t^odxC{(tSGO!!Mg# zwzA-S+B#0Fvcul)-nu25I|QzgN?9bhwuBVs zp*r^~werV9R=|1>=Enbik4sPh%$xM7WJ7yfgzl+ZT;@XGI#37Yo}tc{awKRu-j}w| z7$EKl8OvE1U`3}a29mhFTERjvc@eS$d6$y3Tmesc@1J(snbR8kroN?l!Rx~)R$e4se{$1-;mANRz$824Uqht_|D5Y=9s1zS-1p?)O=|R~97jZUlS+X;39qiHg6&BN zI?(ro*32(gc0H!11ZFP@cgo(LS11b5sw`qp#BU>KaffbLf8Bwf-F^|2nt}lZre<_^ zQS<@OY$lVQxSRsK$tax8|1BJ$UqJ7Nl1-V^w_l8L0rNb^>A|?&H<(DvQPAf7 zVM=zVD=qrwgB2mW{9bctEa)mG@h>KW?XJ#dftLFcFtzOluxG4Y18m0pA|Q9Da0DNlhl~N+Poz}$05)Vek)n1_=`xs-k(=;T@b+VZBtR9?Aa`NyuE%bI zJxnZfHDUXq6nQD|o`*)>r)~OjrBw6MZNw<&_nDo=6dD6A=qE#@ev3znya{--L_6=;BO}GSS02PR`4AO`l zDg^uiUWB}1o_MhH;v%RI@>FhkT_rME2Ku||5yw0|A*DHgE652`{vUZjzSOa>$ z;`>oQj=wsjM`v|ZTbOJsv*x1>^?tyv$FWvT>hTqf@v;kdNdeq36?sWAT zv?z`i32irkiHt=9&Tqc;#OzRk3lz>q)EF(D-4-Dr6I{oF+4pZh@q|H#&W4Iali$+G zB^W|ikNw|G2ZfC0kbRmzigy}3O$ot}cJbW*|}%JA-5?yfc6Pss%t0VdqI z9e(WoBOuK^y2o%wGbiXbO@G@n`u~c6YB}+Y!gr6l>xt@@U~i8Ye?|H7A02Q18c+ge z2>WFEuk5qms<-{Wvsz%)f5_xRb`xj!VE@yc?Gh3&lPh$WC6%+cc4t4?9{Qgl{)hLm zJ@mf>%i<0ovC`5vxZ&)_BfVC{ zFF|bB*VP4-r&u+EV0oI?2y?PwPT5Fs9jFK};;o#kfmMj>lM}!lM_oH8-jJS2S}w{s zZ2~LC8nR;;!FKDaTD_7}?v9?K8)d$9q|7Mh9L9+WHF|JWd)>R-{C+k#t*a5 zQ-wLv9FdG7?g^l7KFVKaLH(4!g`lGnV`WPhXTQ@O&=x(Q zvE}fwsg)e&vc)#35NBT^TOGa3XoOyuoexqJPdD=xs^JjAB4m(}JG~AsWj(ad9Fz`= zqNNQ69H)Fo8|mo_7WD&eQ2x~RWF9J%;iNw%Pjwza`|$O%JTe%N>|I$;%| z3u)g@1G2ds`)EhKkx3$07WUJ2c zLnOsQLr62jaz1o`h8CLKBBH??5Dzxi?;UGE0_^vu`S({!mM(66A4~&u_YPP(90hXy zk170kvhM^}H(SlOX+0!d52xQPKwu{8mD+8HQ_oR8mXK89-$|PLi~z}UjYV+BMQMsd z{FXY4dz*z@gX16L)o0#$bj*E|+nSG9=x;}O5D}Vk)TI}EHp4owh849?#hW&%gxE)} zuSKG3nipPP3Fk@%U==sR!_GEvzr4{M1Q}fcWkCvYo&?4NkolKNZma1jURPl@BjQMq z=q&tPpB)j}%j9IGA%aE<b82o%K)d=~a^xnjy`A%f=fzPb4RN!Icwr zSgl*LNDkQ+Fl)s8YjNr;omNv%2Hyai9JhUT9^%V|kC@uX*=ltI2`&ZmP=ESwLFs9W z)^TgPLja}3498Z=niX(8?_k}uQZ=Z~uMZcBvv~sYZG2+4gwuWnh8MO;W^d9{ZZXco zlT)UylCzAnAQARDdkf(jQwfNs(d5#sN0ZboDFNZ{kU-C z%K5GH8C!_u#93e4sEC)boV5d7=c#x9Rw65dM@oP}y6V!dtw_A?N@exHPnW8?B zOBn*7ROajGcR`yp`E}P-dQ}1MXL94?`g67{VEfQ(DDicrL#Y76H~4K)6W;YMc!{%+ zc{pM*aH$!2D>y@Z4;^^NR76TNyR|RkK3cX{&by;96U> zl8S}Ty&DOWKCSr;5PHtiJ6B?u7=M=|#ao|P3^%u_C9WH)a(w?4a<@w?FRgmRFD^00 zU;n3V{CYu~B$;IbsWhqC-nUZtb5PxVP@QqKp3RxJtL0~&dgWTHGk;ghY95kl@p%c! zLQ*4bJ?U1HP-`17M7`olWjzQcYilmROZjOf%#pw@9SUu5i-ActGdC(PB@CE8_<@Q7|k%=mjp zl6}Ux+;5v4&M`#Swdj@_N8>TQ`q5%ExCMWfl-&j+CFLUsHc`oqs}O z{EYM-u*(=N@dqj4b*eh(j64a}Iig}T{WeZpO6PcRhC^rbParO>RQ1uvO}aL=+R5=r zF_}ci0oHa9iORgHQi?^%wnIJc2feXWw|?G~nXvf4MAY4*Z&s-LxY>)J`f_a(;dTS@ zZ9d0|8N)%xtJ)}EhUFebtds(*9!_Y?o47)eHG_LDvgyLT`o?yj!jrjItMglhb6jo$ z@4&6zj4fkbax-3=ni5(;3vFHBzXy@-h*~<2hi$1pay^kw?3tAzgA7?61QUt$RAIQm zhuw!VTvFIBD@F79+OAS{hF_%_!#;0s8Xt%Gh`{5%*eYN0LRI2Ee=O%VnCy-JIdM>lW$Zg%uH#L}%b4uZ_fq z#;=QiLT27WG{hKNhTY1F*OVTMUeyg0O-|NbdE7NmM~`aZi1VAWr_DYw>WRvVh`Dl@eb5yD@=6@gjz zQQV{%`VHsE%1(YxyJ71v$&?}7J9#a{OLL~=n9qe)q^nq{3$FF^@FKlT@tc>m=|}je z_q$pqxk{q$!10O{rF9d3O0R3M52yt!l8Y zlFxEHyH3wuvAAeA9e6_Wb6Vo+fovR=USao&D!7jXyxN$XwdJ^FO|Kee6&tn{<1CD$ z6L7e_qh>*Z&QK|Gv%n4P$rO7@j0b>h181pn>*3|kR5ibL_}M!zwV^gOsWTw?hE;9- zK2HwaDT7Bh#frBnOJ&M@6&UNxC|PL{&gQ4%qYwqQ2m^SxZuRDLS8bSUMHIHALI$$z zqgLF0!3P6RuJvFWi%FXCIX(uH$s!-$payn?Fd-|#>JaT2A>AHqvioG@BJ-C^N~?0y zhAUac_-Y|aQ)zGwc-ZJ9yjI+^_N=G+J!%p$@bDJ(b9j*3rS{5mB6b`LuY=qwmq8s; z1@zq-rK0^J?YeGhZgSuQ3GB+(oJqI&E>JHO_l+n@^Dw~MIG*gt17Kr*ctjnKxz+-W z@8~7J?x2xQrkS;r7(}U&>{_Gd7}M8myr)m)@_<9M7{N_PsZeBeh&+5`>vABIP=()T z=qwH5Gu1g++ZVoXk)Ee>5d%Q&xZG%PI<)`JqYa zBJ3<8_z%X$PmE50Gb-s$^08n}u7hwv6=M9ClC4^4R%j(ieLE<;R?R3Yn3)JiQD$SS zn45u}mfx<$OC~U}SBQ7LsqS!zICd zMvpN(8v-EH%4|#Y-D5L}IWuV!LKty_4eYE?gJIPpu0rAltb0jPB$Qq$mCip(O1JDU z?i@H;i-^cvj1?eJ&L z!uPg+{gN=b;ni0Q>2*oKTIR{ktT=lX!?yUWe0%WY%T!SKBGkc1q!$GapAyqqtA5F3 z%caNMtXA&1QTlY)dtm>HyOQmhhI5PHg7_dkjC!Zp{q*>ye>Qo`Xm$a>0VzqDR%i6w za{;w=g?AitK7625{oD~Hh_@9T?yTrnP^XTjOfirK9@nZb=F@IIxsd(c2=`1(TXJ6O z^H21Re<-Cvnt8hIPCP6;WFC8y=LPA6^jvk)CC6ev8&PUIZBuhC&$Egr`uS(t<7!}< zFCF%O0XbSs&BD($3$peSHP1U&&exktMbkLq5JD0lpDZm_c?AnSls&x|bMDT2wp9>V zfX-lOTh=;8PwAyB?*>9Sxx}=b-^rN}0JdBcJr(|%2x^iRfyFr=3AU|Cjo#-!whm5# zXkR+)-0?|;S~YfCaSv2R(RXlCpOJQ&6glf+bx_Y;%>`mf5zJHAx7j@_#+HL zqati{9j@1qnSgo_ikdt3E6FGai>A%ewwxQrC`>&u1m(m&gsMO?f_A;9G&kvQz16xE z)3lZiU$Xb9qVzV?JY2ups$ADy!7s&NPL0qmAsBxQ-t;@`H|Wx!=Q%uIwxzIV!wa~g zMoEvGxYuYdTPiQ$qjboskLW2-$;k|BeeXjV)R^Lx`62Up=4-yrndc6B=5YJpuNpsi zep<3u3S?1dwXV{yuO5Nxi^1T=NS1K{x-e1PGYNHS7(^*Z?#OXa0%sL7CW|8iJpwms zn3SmekF=PA$#QOWE1N&sPb1|PW80S!ei}}Teo%I7m+{wt_zSa=v5Gn1sUV?}e753w z^@}F#JlKX7<25909hoF@(o(vPs>}beX3BHxS(IF+G&!d*HB)&d^yhKWzLYe~CI$za zSU!45!QFkC8?S?kH(J3GIVrQV4*;?gw#INJ_WPic*KU`{Zpw zbdK+@fOV7C;K}ibwPfYe*t6XiW_5=g`trh*y5U0i(l@pgVot$a+A(#Ml`G4d6It|F z6Ek_?K|_lFw1QMsltROKjw0QSHp?cbI^lQ3mwqj?u1Xx~k~4iCub*S0GX0+z(ZpV0 zRzLgqHDe~IQ5BX6-GK2OPJa0G73SV};Ky@xVkWjQxE}w3F_PmXhXJcB%ZG2OQz!(j zC_{!XI`^}a;zS@iSnsGP&U0 z(Us#=w~V#SL5k(LD&ck5JsqXKYnM(fCl!I{fM@6*Hohw+alQka@$x7N43!u-A&y-U z8ed~uB0Xi+5dZKd^nTIAuv3%CCNNq~gXxH>Q?gTbapKxci1P2wnB@GJ`Ov$Abj%^m z$yz}|d>f1!$lvsIDZWl4IUFF@gfpdbx)0K?*#r1N(ALbt*BG3MfYXFQJ8jN&&L(lF zq4jRg`6Kt% zMaz_d^P_`(8*xuvTg%A{zO3~Km;8Zq=ArFUzx;SL_$Pa#L=N!POp=4Hj1cX z0n3wk4=KiOm#kUK7!q=5836nZIjOC!0h~#6Z8YZkqNcn{R8DVNngT%lYgysM}FfGUlWxwM&P<@riZhED?=xcj-ma%Ez^o*!5uP zWXs8O_fUhLWKZ0|^X88%wLDkr#n7D{UB5DHnq5wuV!A~1#B;qArb++}I|yg} zI|*<5s^2l;z$EZ-PqC~Rm*!4f+(=G_l@L6UltV39az*ojGOWYr$7-HCPg1J;I9Y`< z1zPw&FOxt`OD0lyp86&5;Z{y)*IBAl3wje&f(v#=C~y?9Lt(i1Oe#~?j2gxLwX7~~ zbo1n&Jp$>v>?Wpv<=e%!32@I6=!r@QfQ07fVOz$!S1&}AL}-7MPx1xcw}-2 z6jpC*BYF!_t@gk^X9YD~Mhp*YT_!J9{*~?NSYa8roDLMS{mS})N0njnhUhFuk1R60 z8w3te19uvT0E4&Gk^n!xGO>j+;c&nr+FJk}>AT=`_ zHHluAkp<96Qf(XSWaO~xI}kejWa-xwp{1XN7e1Z*D0{ku&cBFp<`r1`a0*OEC2yT} zJ3hq=;3!S>rJKhEyXqkMssPwmq|a2oQajtILYCjp;TP-PNy;nm`|8j*Sv6!5>)$Eo z-QXTHDK7=jGnXPyWu%$^oV`dcIgrEyE0IZZBF{HUT3-Zg1661OCfTtXsuKqhDb^>myPG;_? zBAd;|-3)xW_$NWurUw^I*SHog**!n^F(LK_&v(rtVibf#+_E;Z8SB6ef@cFcr}=aP zo;PrRU2W0XC05IDYjbv6w$c&>Ay)P5Bq>NK_dXVI+WJt1aJkYOA8cJTyo~6ZWu&f4 z3k-@cKcL5oCVkZ9m^?6HOv9@pskLwXKpf(yh%y(@IDmr{P%QBi9*2|14r&1rialRxLACE(b6Ne4J_+ z4`C_ZYW=UBnst3sb4&0V4VlxjshWeOGX8-jbPv?MuLKx)T2xQqNQF9e@c4qvY&Q1O zkmz1G{!_9#_52@|0zGnq_9%hBGX{39&esq1_|J)P&FmAci;mUOp*_gM-L*?Ei+|PH z3qZ5Nsq=ok@Aq1i7!}LWD_AQBz2v4+%FNrBXoa36g}3jmAq~Um*XPb!yjJkI&Ce>) z^ZI~|MF6{@mI2FyV<*B+JKvnU9VmB*sYkw+=a}O0)3=T}E0!l#W3HA(v0d3y$A03l z=W(SsM*Kk%F=-i6D{IyilXtO^krW#bYg+?~7yxef0^5n)tOWyzKu;O6m(lAht zZFht>mV1|YOb`4?T(Blhr)AwN&SL6fuCV4krPbG1yGe3<(Tb*?{qXGL@2 zxfRI6ROx5wswMg68%&?DCmH(Ltn9uYEEea6*yrh8uw160q#rTPa z0te_+Mh;)W6APTBBD3?RMQI(9ht;D8!(UhEtY=O0m*=H6c<=R`j@QpM#!@sfJx!44 zAyCTTX{LUf1Ayif6uKNS3lexY_JLv`IxERgSMe2Ag3gjQKz-M6uRt0VUe|Lv&iw7! z9)?3beDWz}P7fBKf(-r4{tR_gB%JWoZ*5^TlleMjPo`^^X4hNJw-swIlOc%JpFKV* z87?*-@7Y{;Px(^5ChVqv-ik_)+4 z+6(Ylo+`xS81{urNL%&D5Ejb!R`Xw(>h^y2A?ukXPBE#J2?4wZN%($_c~3vZll&n1 z*73tExCdIxHHM>kK2n9EciR>B)s+sx9h3-Qg>hUV#X1ggq{vFvZ z?kH?$y0xA)G;I{_%@vm3;g;Kz>tDE$KgFu9@=54bq1-#o5>#cwk*jjxLa|Y=F2dGl zaN5=+8^vxHs7Stg)9lpEk2CMl_9)f7>~WXn7vH?6Fa5f8{ExTOut}UrUB(okY?d~< zW1T17lRe;}d(`*d5A~6BcrND6jQF_;)y*m0j13UbOt?|n)_I+iv+(W@35G)#I}G+R z)cK8GEqu;lLZgVA&q5a!9Go>1c_*ID(xa&6UFfQ1I-XIn2K88vCf)m* zteQIfD3avOT88jbZ&Sn@JgO+bYb&AMe;Ik8Zg(L~%Z0IROVUz$<$p?SOcm;^O{yL> z#Zo&AsXX=-hFe6;GQlIuok}GKijHMZITV=+Fn#J|iOY+upg8~eMWt5E3UAlx zN;!jNb$3^zIy$(QUV-^PN(6!)_o64U%K+xt=K6SZi!H ze>{Ho!h31OQceMaP{W0Hl12jnNGw%Y2Dh*k{x&`?UY z*-Hud$pQ53?npil_O;$Ow*Avblxc0AXc6p;L5^W(zTxs^YjDRg{pUMhh1&G-#dnU$ z6>rQtd#q9nN4rF?HE)2>a@psy=@s~aU~&PM&x5I>rZ|uFO-0g&fQJW+3d9brW08o{ zMRA~3i&rlrYq(P2VwUm2(+{s}VOAKcnoKiH%wWd4)+@KrC*a=i)k)nBLp+9`7N1$M zVWVN|Z;ccc)_(deZ2@oX^hCYhk)_5jd6~(u+%}J2rI^NwMeEN4Gn)%{7wMm=u#{T@ zzMGKbVv9)N)=d`qg+4cWA#EOikC5}v4r^N?OGUWV8r*N$cc8!<_Xn50(GpL9mD%Yq z?&)TTFtXdMDyX5pUVF4x;Bd@I`8@%W2M)2|GF69;s-(2M@{cY0@G|hN?f9})x3%+F z3Ud`bZKU7I&o6JtuRo;~RAdd92hG59ATe~z^+4LqmOBeq^{S#a7m`=Mab7--6ynI} zSUw$>HznHp#+ltaijenui8IknJFB&lBr`iERQh=toIZVbNIwsk_Y>05hjrEO3C*i-Zp6 z{|W4>@_*RX3Whq)WZ%bGc{eLf<78hQLkQSafm)K&-&#{8a#bU!NmFY%dam{`xd&YMlYr0Kf z7?$_*P=U--aHWIvP)*u^4~ciuudSuJ^ylYepZ$k<;JKe5gPyFkAyl|Gs%I^gIeGdC zB}waN4W17|Kk71UntXB!jy8JFI(z9!bq({y`;~K(34D3V|A=%Q``;ELb_T!|hB>cC zNh>#@J{UZXowB4#FM{IGm*9dy>@K*?H&~wTaWxYkA3M`XnV1K0+dsIygyUbyyWFaJ zU^l#F1^qfqzdxC8ZLWAV2$D9~iPy78NT=^_#jFFJ0F+bd!rMBeT`10R0}V>w9(R*D z2l_3FqgoG|QfsUQ4i%ezud^9yy@K5kMRFFs`1JjR#LrSOlbH(MEb;HDdDFT>*6G3l z4++l%@b}EY$1Cm<>P>Oavu7^MlJ6{n*ufPz2#!4tF~kas74i!#`*1L8k5vp#+IJ`A zwV>+-n0GPa7vZWlOryc=IP+hiO7xr9b1DeLpQNdb)4%)hQGimg5&TQicCl<2mYWBx zj8Kur?d~<-TeEtejYWC`W{=k@8!(%r0y-O)*e#n6o^VI3f$RnG$aa?oc3ghN4O!WD z!p-{bHwsTc^Zwoj&43{^aL-YO_}omu0hoPGjB>dv^|mUJM8_tZS#QQj65I)Ic?%&N zAk(NE8bywNwVqlN57OdB%kker4qbdA|EBuoP*LJ>W`;v8+CRW|dOSQ_I@?Bbo&B;m z>I4v-h$P?F>OKI2Mw0C)U+hP+CF-oF=w<-kpGMWOJ9w>K_rt#AzPk90p%rwr3QX*+ ztEi*mWN|8IyYymcp^yq4Z249$u@E`O8QSM1EGl9yH)5yP= zWR~u4$e{jw**#EqXLB7u%sbf1<-60r_mXgLdI-*5+Km_FY2)V~1ovfUY+2E5{J{y7 z6wfnmunc9{FBerd`<2n@4IyXv9^*@34w#&FZ4ZAe!gcH`xCtDadcijx%~u_>VdR6& zHa{Jmo!9}X1c###ImO3=Umhq{BEJlMYrLA-;60jGn;IM_@W>25vB(sQXSHeL_tjB` zM28!iH!f&OZfc96e51!ow!fiQ zWGE4w)HGl^_(5dmFid?kE1R8rmTs6cq^T_0p0cn=4^s5BXnV;~wz!M#;k~f(De|)F zC0m&{Is*7;#5|%MV_28bRG^ob^Q+kc`e$Md3<5N%Bsc$n*x6V8&&RLe89E z`XFjtR5{e$ev;b5SM}m}2NYRZK`B|RGTdC4B=k8PnT~X8VE1%eI=Db?j5qlK0=zN4 z0?0vkLtU3S4R=^ZyPTDIx>Ejvj`NSv=I9kivBrwI2yDqB{KdxOw)!qor$Z8r-n@s)webEM5%aFZ|3uk2XnZD6?r$)WD zNf!)0?ud?ol=jdE_fv5i-s{{S!A@`k>;&;*xP0yn)tB^3cyDDNbUIYi3V(lD_Pn0& zW^gmF2{yAu(zpCJ8R)4n+|7SbDt5_BdvMm5ziJ%3{g9kL`Ow7^9&7TS)M-B<+sukrPzhdOq-w*K#{ z^3Ba-Dg9J>!ovJD#nQ(sc%XhI?V5BpU~rX=DTZqkMoE{4y!|oR ziB-L@n70X!F&H~L6U`kLP4{-FPTdF};G5r;0T#UA5u||jH%5Vdv~dKr;&K6W=}rY> z4gK>wUc(7y80YL>MX3R_pU>msNc!Hq_Ou5ZUT~d&-aM*KYR>llld!g=H;@Pwbe{fQP5*VW+*fx4MP29W3Y&UMIlbTo zZr*3${GzNg>oqrg7MoHZlkbJxT}hs!e7~@F|H+P{O0N71XXv&3u0*?8EKt~X-Wd?F`Z^?P)B1d!0ftCjBWqRfd0>@N({?_n*c9*=%- zVZgeYh(&i=)t)O_DVv<8zO8E^{jU5S|NbSRgK!RqN0MK3Xy{zsj!`HF` z*!<;M0^G*BxtFQgF{z)_FK{g+{Aa)QVv+&3D~7O6NPmYn@_;f={t?G-6a}IQY?B`e z;n;&GZk-{K8*1_Pl z{ywKUIUp-k)3L;YX?~RNLV5lCihK52zio1&FKWp$43^lU3FW_G;tfdF7TqFnI^(xw6@$R)wOU9h30vQg_yrocLG+WgGYUREb%LMBWj-a2H1* zhn4?@lZa%f?sv)e!*`db9nWQ*kY!b)@B4at>$ys*ZZI=YPkpI=g)g$xkNd zKAJ5=xrr_rD5}Tx5-XKQJI)f$4{KUp<*BOQQ~JZ=Mmdewo@Vnks>f&R)d6P0I)zNk zP|3(Y?4v&5#Fy3{L^(4P=PAk&+0TEF*#6$ErEawMY+!%Bdt~VWS)xl5DiTj32!z}? zfj-vn&5n;XQyOxeX4NCv2c5Sy-uNN>Zh828w4wV)(LBGTdflF~{{9lZ_s(*BA-&!0 zeuIupg92ihT&jJyEasQA+dqtdVZISD)%W2%t%rfHkyjGp0R8ClCms5B*+-N&fDUIq z&~Ce!0uGTT5+MEbHa)6QP+2v}A1k^hUPQPS-RP4;%xe>HPv}D1mAsq8BEtSiRktXM zz1=0f-%`hZVOz_fl55~T;U@jtRdsTF&X^c43$f70;7}IOJ*cS~#p|-pT^Z"Iv8 zJ@~Otdjdv2ljww5I6$mk>px4Xaf>r&4E;fS|X}`AL zlwSmL5|7-cvWv~~9N@*3y>EE8`4w=02Ux|g`Z8=gmhGaTDP0A!W&6)>GuXljsC9d; zn1kYPp-;IE#O&7Bw|v`D_T?hzTi~U=&6VG}`2q@z_8d;gWM`&5oIrnNO&;I--IK)$ zdheG+vv&;h3k~pEhaNZEj+MFy@ZUi1EpXfH?cM{nfEdn1Tq)lrc_HJyem*AMtLF{7cK)1QWf{wFx`Y2MfQ6G#b2qkU|3v=flLNt5Ht_R3k}DA? zTv;oVVTxDKfncazzzELl$Mq=V6t5PBy7@aP;?LgS{7u0_H|ciyuzT;TZAu)Atq!-{ z8WSD#2Esmk{0!HSy-YBTz$Zn$EtWqk*Xo!_;qm}-mNU?Q;rEg+odWB-6WN%)!&KMn z7K+MhnogcN?am(EQYB@L{?b21jhsjLmfcRMY_Vo+fYvwxZN4o#+)I=kqY@I7+$ zKVRte?P-l=NOW2LUDd%Enr{N0Jl;Jx)68Vj=iw-`-3#b=(GZBMbl!#F7u$<(Q4NT- zm~T_3{bd5FYJindZ-}k^k_=%odFIsXr77ObP=|COZtxP*Jr)aY zbF=K~x3~XF!Qn$Y#M!&Q>Bt=^&$4MU4F~H`pMn&b*GZM2-pso+*Wa%92$rx{Al_BV zb5qrnZRe9+g7UtUK96ZIth4^49I-ty;BQlbRFTDOj&C!sy5oo%tbe>j`f-NOatRON zmyUnobWa&GsHc>lUzOcJRcS~!Py4kv5LV5Xu0sayRloSXw;p>A)a1kGd!h{6Li*@W z3;PUw$yU2lExSQ^Ys4TiJ$cxwDwuQddtVuz`o(e(ow1o=;?|+HJmBPVtUv6gu7-Zd z@A>Uvcn&6b)Z1%ETjW#jS3B8@6~hYgOT)C&OaO9jp61f_B00v;zUozkTf|^(f zN%pzX-1S}LJ9JY3$mE)2%Kn|D{y5TilDX6ER|$fTIPE=pMiWN(B})ByW@WGnho56+ zBbd`F2KZzqE{IiZKtvpH)OX+p)9m!G-5k&Z_CRmc@WeLBPIaV7Fy%l5vpGxdL&lYpUTzI;P^R0))*=ku**bnL6Izjpni3vICk%tJQ;sHG?N=89u zsJi+9v|a^mW`_|h#Moz<<_gFDX&RK4>leuGKNb-gnMvrSoO4uB@p&G*9&a~0pn9hu z&YO@VD!fJ^i}wvg<83>du$7U)DV7@9w#t>z`|-|StmZ4i?7lT!<-=g?^Yqp{iks~b zMLdzIdg&#R*n|PBZ+@4Ml1}%=eXNCa>y#oU zjO7|{WD7YMEH_C@lXPN@wYBYQl*t753kflOt)TYB+^IA5u9KsqT4Y1d6JTi$c96}j zeG9Clnp)$8bpJLGDT+)H=XkE&aeUqT}yOfG(Zs;i^pBLDeS zqIQAT)-#>Gj%MG~>NxotSzKx21=J#b#fAnGsqfr{ad8D92ea|%*CUl3qIJl>+88d( zf3+S9i}l+~h}O(5^|&Q!!^!J$QlEX&s;p5t$h6MX?MVne5=&^yOdJ#A$hl{8qEc%x z{UHyJ{yWq`+PS6atkWm$^9~Yw)7HUr8Z$-EzH_D7*X06T*!yKIdIl<^s&g>o{ZeMcJLxQ!`hK>p%B=$;orO5V~Sek{s8y z)ikMv6cfwbV(~hc++P|W$<7!rBU-xr(*<=N#?E;9K9B~ueQ|c|k76wJg1ke)md!u} z|3E{F%Cs`+*p}}X38Wh;IA_ZZ((Psv9WEhRNmlak0$y>24gKyU6XpCw#{VaD}u+$)mYykSKzL3@>e^lVF$l*Y>^&I@@!a` z`ZtaF`E-d-y~W@wp7y#VeSOBw)-(83Fk-#27Rqj6AkAo*wNd1RV0vZ z=t}>ld@^}{e{>lVKri%tgg_u~|DvID%nI+J&C2dWu1miiD7Gh(lC)n#FOK|7Rk~MX zZEM?D`(9~;OytJiFktbALcNd0TNJ4B4~eeKTPinxf8UaGA#iQUJOi8Ouq`ipAK zjZN=_6~h_MjKlbwpSAC1Ubw#({cxkAUbr4hY*>5yCh}UpxA&V?a*NK$w{V@1I-|H{7L{rc^tB=qU4DJm(etLvBY7LHc+PC558a;WOVZwv_O_)>5D zIhuw2R?DpXwP%^=YQp?xp5kI2{_(n8*Vznp#OWKx>nX7=dY@$khh*AXqe6SEezp1@ z{(OP!G(!htG1b(H*;oI`2Fc1=<(_dty-r<|UL6hxrP>%er^BK|tzb{eQq{{}^7t2- zfnna@V-?NZE(Hm5j@sC&!i|rFa=liG47{1wbGaKi@P*NtUOt$)b<%6^g+FfuV==Mo*8 z@AS$tjHk!o3n#O8Pj|O!A7fRep9M3Ka6q*4X3+!4f*xE&cmyqfLq99nSFiEYG%3KN zsZr?hBgn(-QwtUTb-|M&wee%?O=a;xLvoxvirQ}>FC!uZri337^k5AiaNQx((LDX< z&YewjO62gJ+1Sg-q=zm>R-=<=9ozdb#&eO_j!_tyON_JyyfR9nd#>(#~l& zY6m?I|5!&j`a5SaS}=#qH^h7~Ej!Q0BgPwj(4E1m z=ZE>1+{3{!Zu4W`z8;7!EsY-ZiQ!VZoI0v9$Txv4&pkFZuor!~Lun7b@~ffL72nb4 zPesH8p!^Ml_Y|LSmEsf?;YujeL`Q0-m6gq_=vSgf@y|*!k*D7M`aZ!`?m^63B6ljR zyOX&N>?u0j1dn?ZeaprBl2d`89p)r6C;mk8TX=C+bBDRvNB4Ix-X53lnQHz*ezja2 z|Nn^k%CNYaCd$Fxf;$8c4#8~*2@;%y;5JzB;0}YkySoK*@}_)8TRzeJtYq?Ns7(T(6jj+&>OVr#f8~!yVpw z>n-n=^FKiyJ+Ro)@&(hmTd6mTrJdJQqSAl)tZR}w-pXF~ zJ?p+u@x@PVS8T!#p$xYYRUOxV^*J(i6{3!AEH&8m*<(c^dV_A++V5^^n+ ztb+hUeYQ|$#<=Il;jC4x30;V`@uc<2LAkZUqH*;{x&G-jwR#}`WnSQ;<$~Q?clRNU zP%#bN?9@oc)v%P`GA?r3mr{pQjX6$!dhSBO)w)Lb##x5A-p-Fx*!MsEt`8(WSkBr6 zhAC!0bU}O?BJEvm`*U$l)ng017rJJ!Uq>c=t-BPzlgxXqgGL4MI$aLgw!9-|ZKl3H z;$+ZB@*Vw*`UV(snfq|(jkSzghrj385!H`!Pqr_AScw~`sr4P(t4(ODwyLvJ4(gev z?#SfLcaS(Df7Fg1%RAx$+OYcL&McB*rBl^WGNntZNGiq;9k;dcWfRqajbtq3zs88upwn%*_$zCS|}~eE%}94#%WCHqPfe&MSl$}aAu5@r1{ZPKyj?Aa zIA9hnAT^+nY{_?IHDRb|w65S!L`pnJ&Y_Uq-{Q6F)$-nAPO|Nq?5(=LCG>ru*RFrW zja|_@^&NhP@ArT7E;rY0(6F;;8;|&q7nM|IpM%&32%o5{@ll#bVD*EA7UdH&t^0;( z75ez%CbkO(8IQz{?Y=>vouDI!(`!jNk5G4wA;B{B<}fR-AW>K=)u0&!Hh612?{>Co z#q~GUsO|etzHmCHA|!y8*LyuWxB=-qPqoFE}oD z;QF7GELMsH1~O=eH0Gj&2MD`nywtU92lQuz84(P9hZaeHA(8K~#E0tI+w0O!`Ce{f zw|bsrc3ka=rU~1m&z60WIik>r3aC1Vl{+X4s678{2*f`zgh0&Oyq}0jU`IPWRR}yC zXQ*jhmihN?o&~rQpZo=yO{Pu4Bn62R+6(Xockgmuq_z355*JDWKc7vU(6e)E`SCHe z_3p)7BGC}IGD-5o3yL^iqz7Uj(isOlh2ntucs`6PDg0$6=v~sZk#M<<_iA)VcweC* zZx%z%;SGY6loYpP7G7Rl#94vF7LG-kRa2^l`{M#kR%_t4;Br%~-9lP&$#BMT? zPRPJrbLuwhrSnxV@yejc-`!UB;7+PZCpey(OqLjKMRyT-^XVtstudukZN#z|2M_JU z1;7v@aF94cS)-p2B@W92{_LB+j*PdRbFn&=I$5qM@boV8ip*D1?fx2S9j&c{9Qm}` zpNT)emu18}DM{co4Wi3QbFanm2uRCDPk#Kvt9n^txA1wK-AN^~8V)U}b(S4J<$D+%FSIR8I8*HkA1o80~wAQICNhSWZsUeF>L6F zNx`j(9F?8FnLR+LZ=GCHVGol-AkEoVqDrJZ>gwz7EWpeVlp%X>i)KLEd<4_TaJ7j3 zC?4KP!s02wF2h!I*q?>3Hvi3R5I-lo!j31jp7+b{ao9_p#RL3xCpM4$#1kkoBj6!2 zhsxx+ z1(Jb1%0Od;x#_>;r1F=i`B|$fTxykQx!P^! zJ|NAvmhuTY{rp<3uDmZWzmRsJzJen#GN?;i>cJN#se7W`t#ArL%zC|*psmto)y%;0 z9Pf~gF~n9+=CkdvSW404T0;YSmqz=|SGazb4#=iTj9uFK4Q=KlECvzd)H)PcU5!Txx5Nvi6{>&oEBotD4nV zw0B~;Y@t}}B6If0kIcEjx0osnLi)mHv}~KZ*w4)3!78AlJ4-DQ?n_F!3JPDS)MG+%rH)rckRC1MPUuH5 zWXDgaRb1*AG_@ZMV`iX=4x~=nc)gJ*a{f)@?l~ZMxYXKd!oa|~GA$aBy%q)qfLLW7 z*U68AL-(<-JlHfz0z8)DO}*{8{8MiQc}0jf_mLi+L!xF{Bq`Gb>;tb4W|ZpS2-?F{ z$LM`d=Jm8%ZMr||cf3o08&X2NKMX_T@it{FSo|(o_XCx{d^GRek;ixLn+2T9@o_Ef zOp&qGFoNThIx&;?e)YicR+Q(C!?R)<9@*P3GB|Ne2MC#8Q#-yD*wVOVA?HvCdMkBl zcHx2S9n(Z?Qyc7lD>(d-(r2R|>q0e@fy9|DC3n8@z3Wm4$oUm~qmiq*w7^K-Pw_YE zttep~{`K71es!Yu$z#ERmxeaztE`e)SDmdX?}FemEbIweA)eZZXJo76Y^pZ)8@LxO z8M?$SYv4{>)#803+A~>MPL#`K$5K$-K|8)#4&0#JpSaZiDe|y|(u_fl;&B z^m=vyu0nZ^l8x;%T34zkseMv*`dd{doZ*R^4f%pSo2g*OLb*{FP)N_Z`tR}Mpy2AE zo$yYAGW(?XdtCgqVd1nt{JO@Lrp1aK#&AuEPjEX5arJ|DqfK+b#W^bzJPwyfWCkW# zQw~Z43hh5w=Mf?^tWsO>zfOW;#SHI19tv1{(Mq?3@z*+|5t1?lE=ZF{Oj9RqkNAf^<65KGwWSu}{b`>fl?g-)V=ON~pHO%u0Y04xmF23SLpZgg5-2m4(?oF6Ef;z|nN$KH_sS(Y%0sgHKN+HcvO$@jTLhU7LnFO^LOBG4S&RQjpv z84okzVFyn5S#^Z+;UY&SQxPyWJgk1>pODL3!z}Dgy(<%$8R->A^mIn8=4XE6kkc0i zlCfU0MmT~3BEIeyu4?!Mp;$2YmgQg@gTvi`bK1qagq3dG+);Q74@k_momlH>t;B&$ zgr@C=oI~nE30)Ot?&5*B*{!4ras!a;P}h5Bqm{P<4Re&>@e2B6&Y-3VnM&kz^J>Bw zBv+nf5}rTq7ZfxZdrwNrPt3MtNrK|XUCPaIPG};O59f2b(Wd6NRpU-wp#L3PNAh@T zYeXTV!Wk0^Irdl!(_~Uv6)@>|i~!fxVhkrHvpV5_)fm%|oZI!fH)3mH|CZ}^D)SHh z)*0VBOWv!KzWHDM$rh z`01gTnsmp#;b&CvgD7q>7JO|8V_j(_F^mqTPT25%WJL8|8esX`H zdgp;sSFwG%+Q=1dY@+)^f|Pod7#y27SdN*WZ|7e2Z>vypmjIO@Cn}j!!&)uZje`W1 z2pfVbgm7E9m6?g&{mD#xf;ixMK2=pLyMQP3BjJG11|v2#y(R}A6hd%rW?=Fek69c( z`B=aTGuLfC)$njRkFY6aPZOP}z7k#p^@0j1H+7SV;iFj~@@S%})D9Z`CqdZ^N{wrf z&1aN?d)z{)F0iii_az0tt!NvXl2{9_@NxEnNEahpLDz@$x@x;s#aIhXuT<1x;WP$h z73(VXF%9&e1uY^3R1Dq!%o=AcSCj`PykxYY3>le;g%4xTrEiZgz0VyAiL!8dnXyR) zFu?ZAj|SQD=tiqw{k9Z9Fyb0iS#YW3HW3dxl!_FVMkHN(*yXP`OBC5o!9bqkjgG+^)Va{>wU_YeX}phTs= z_3mNb%MaCO93&JGU#hVfmeX7mW|O(IjZZ#l`(B|@pn%e2T|a1MHGUfK_?L{xYTo-F z%kfaM(YASS)v#r`{{rJvxC;{4H^X|M6I2#YG=X)hDp5MMX+0vXZqs z?njLY%hMao^MpvqXXO@12R8|9ZucGW$~-$#f#A2|?kC46Ku;CThIy(g#*~Fk`r;=+ z1ZRm=vHEX8WQe(ov4>o)m|xpBG5*ryGmF=F6B2ct4fVHDf0n{1SaixIk;Y@b?RArK zAGne4iq#`e9^O>_GL5odI#Jmh?;KTKx{5K}0jJXrWteSXv}jzCVJhBZV0$ zZ`SV|h$6QZ%-a1RdvF^1z%rb)?kjiKM3lvV0280;3c3y)M#AV-mZBz&gjg#xs;vH$ z%k8KH+k48<6_6lBv2tvD0NV@pOkNP>rnZ%dYL0$2!0YTWJvb$c+~TCgn`-f)OcU`* zy@m(oc) zgcwfF7pny_ZFl~TmAi;!2)}~M_h#v7wwXai;pFHLsL^8r-6wq&#o51N2H(&iK@~H% z#dvgYr0Wz>+MdzN)UtwiYEFadr!p1VA=-!&E_1f{2t2`;;(!F?1aDXvp(|M-Fx60V z?{P4`u@tx+N4l~B<+!yn8^m?W?=dZ*Wk#ws<>HXS5W|g{TWvx$2dS4og72Tx3ff>v z;PvlZ9qHhAP?UpID}02Aycwezcdp<6*lJD52k3WL+5Fg93h>#{s|26TdTC4+FdzMJ3KT?e z%%^O9z1nJrXb~=Ttv25qum*+d9$k(76)Z3<;qHQL>52a|N@xLQlF&>G zLjoB%X7MK1t1r2!U^-%&u_zWgjcH=U@U)c$pMPmQ86o)0!QE;#LE6J`z#Q|A4SE0O zfD@D83w|of5NU2jn!6vSd_Msca;i^vbiA0YIECVi1ck7@YWNK_!o!Y;<+oluc@n_2 zpOr~2am)q@9pieZ*n57P)^KZ1N zGcp&K&fH7uiJ@Cq3~(?C6vYX3CphmL0_Jt(TtOC9Z_}h~u01`kB6pkbdeGeK{!=V@ z0w7B^*NtoIXZmO5*g3mb7(Zs9(u4aD=gG&ee1*Yd93K{EbOabCjqSB8P%)cS{t9Y#>3;xO>-IpN7>xrzyhz8 z?T7#~buT$MTLs&z`X)Yb0>u`4qW_EcK2I_yX!qOtrTFdmNh3iOC@F&P3+X>6;CaE4 zMW8r)?vTU_07K9Xc3ka#w*?2h>!*~6_HFTlJS|THZ8-o6v(6~kEYVQ+_yv4k46JUr z4$M%smS=UKaN-TOIVX7TA1AdvL?ibq%FaKn(((93WM>~xt>du;%brQ6{1lL(`ux_Q zl@!K#sWQC*v?l+R`Ng2R>AzBRJx0Zzq5wJXMG$)fQZ(41y*sO<0wn!S`8l+!4QK_~ z@BiP5|8;+>d{)CY3bH~e4W0yk+WN175h;=42Y{HalgI(ds6Gn+*XZ{D`}i$kGUliE z;cJmwJefchqd%153|jrR-kvgFQ6rMBk-<#c4h}hiS7p76Uv`4nJXNb?FixkWGESfw z#ceB@8LdDwp8p$#YvTA8pnu2)EcXwVRA&2T1S?ZMZehSz{1RoSh>WMFeaF@}DWU&; zVQ^U3Td8WDP`^5Z&)+)ihBsi|EM05!3ZVx02#b5H{^tKZe3kUSKVPT=0(|n?6(5`6 z_XR}N^f3JL&N^0_7R(d&^oZvUReY?&uIClcn5a9ORk5|bxxI`R&7|<$8MA*_E9s8^ zrU<`#VqsjQv40z%oEVA!wR2<|9k~z8{%#*FYXT+QB4N5xRPNiC5QrSGHc4a;x6a_-D?CO}M~)(Fr*#r&lA7!PK=j?^A|XCCH)@X7jl*sUSAGzA?4lIw+n5_T z;8@!?1@{)#Np@^rq~O|u))!Nr@Hu{ZwJ2ASmCGVHSTaAGGW!(|32gpW>Lclet-;-I zXi2p`k;?OXgQXRpA;MOFqj{W5c(*ZJDvv@Bx-X z59f4sjxP{7MWw_g>SwjTvo@s_ zg@kfW%66lR;b^`p0ihjxWXOk(!CHZ&hn0GGe6+Fr9Ne1UL&W-?6KbFUALN+GUVO!y ziB8Z5g~vo^J1HeTu#j61`Yfh1HnSjz#r!QJa%*BV0^bcvlrnAWG9Z#2<06E^Y*s=3ufFks&WgH$b=@e1*ALRCjP#xJTB2WM`}o56 znf%0}Ut256{2}Xc#2w7-NFAZsl$BDFqU2IxRRqQ_R>JJOxnOlo+= ze1Sr|qPgcqRlB*OFXI+S>8Q@}z0D_g-{+>f&}PpHSO$a;(8OGBP#wfrOJ#6$Wc#>a zt5{zU+8F9X^^RkZ9zs1E!@BAis!|=ZPzcD4X)d9APMif|?C!sQ|6ci)U??JHdYxiL zJPFxqR^a*lrRZM`+Khln=FaY}mVN*yzrL4JR^lJl7g*}ny82#02_gJKYksw7IW?!!8#ih{?AcTYn-7vj6AyGGLa_lR zHB4OE94ketlU{B;awL5{-K>NZj`1)!v_FJ|>bz2r&Jk$-Qavb-zqysy2`yV-|_-YI>y zR8M)3yU!y-;(UoDz&@6bh;wCSvLyo;$j7XQ-=$KWJKUip4MXYjQ6gRUc0R$)&75m& zM?}7iB{+bm?kz=60@YU;7e0{69KCQnK2KUUTg>;arm)|&&RrbJE4}(*G4V^ob0tRH zHT@d#Z>Lv3(;x|FB<$IG0!7Q*0?Syr>(}C@LT+kTzF0?xYV&W^+sDt_Bg0_s7b$tc z$(h!VLdRQHBK`?YP&Fsm^4GoRInuxo*dvMU*KS*fe9gUcs{d89cbi-)A}LLp7mC^`}n5*L?Ogm8w%>$R9} zONXS&e%2X`?`y_Yb2W|ezuo_0w0jIDss%||UyO{8%_M1jGvRCqtNIWig26oRHfa8M z?-3?(T!0nhNG*@O90P3{@1t75brHfO*fws+$%8V4_POov)Ppd@T1^f|5r0D zryVut;#bM;{r=!h0?fpYV~XM7iTPVkd-55LXatxg{_*8)Ue1(DW={>yRz2Q#HIS!+ zL!C4C2Mm|Sw(IUpBm(k>a8Odo{k{5BS87fUQ>!5{t_rhqmjeZ}G(DXgiTo?!yT2xW z_QgS5m!GJf6SI=a5@eNe?&GABJ@Q`82aR$`Y|M95I4@wD+uQrq##o+|5*g6%$qWWd zGd}NAa`u^3#wHC>AM#F8>kpWS4#h)xl|XeoyxiP;j2E1d&Jj3Sa0FND9n?%#KCf`e z!y-&=H5hlpBMLH9=Bt^{_^|dF*#e zr0}RoN$(>C?;Nblgif@*DJQU zZaNs*Ff1E5Am`Vp5SV)#OdMw~L2b~Gv*&s(F@dDoy%P6k76NGdHR0KjLGRF)$O8CT zuUEp<`pd>(+K4ZMWaM5jw;$*#6oox#iKaF)XM1bR z0XH=>S)D(RE+kZXwdhl`lpRrf3e2#(es8pI8mOg(&E_^Rvf!H!E-uA8H0w(eHWAK| ziswndL@~|_UPL)krRyR&qR2TJ)u71nF&v@ zy%gGA6Xw+@Js=p$KSeh1;l5^&W8gmzHD++ky%N|c3{DoW2W3SC6wraW2i1x0*+%02 z?o1cRI0)UwulhO}X!BdpVjc0rr|#jfgo$eXaON-M7VDCdTG*a_4&dB!d|GLqOZ&lh~K-hk_UlpmgQ866~Miy zXeA(62M*I0iYX!YuugZGs*AGcz!;asO* zDa~#%o8LJ5a{gox@5`To z=)C`;K#$8~-k96q*%CZ99PA#mPh;J3FzcT6Z#6)|Df`N&LdIvs?o7r%NG}d%a%?Nr z`KAvQYgnPpU4-E0MBt}9x!QeRP5LgUGN8NWMr74Mtsg+Gnj}Kh^p{f>FZ8=}b=}h+i_iKM`>6qJ$GS6%N;RGn0 z^h~$HNHNL()>uNp>xY5mY#9?)dV@cw_j`>+6XLC3fR3LN!eKY*Ic!PY{9emgz#~;I z{I(W61A6%BQHfmYJoIDdgBoo~;yJs-Ab?!?qh6~@TZTvTxo%bG(Gkk7Nh`)xFU#$| zlk{-a8KhX=6;v71o|Wl!iVmRoSEU!3h}mzl7OeQET6&oZ@q_*W^F1-6k+nmnD)5vB zF=Yq$Ug5|M>pnf&RYoou1%i&nDNA12=a;wwz^;zF8Tra7dN2!cZ$L8ljV4s;T_|n3 z|2C4BRug0v(doxZ2?_ElQJNC)x^ijYDeV7Rj!MNCDrp9ttH&|2ujIMV7;Pd+>JK>r z8hlM?rDC_37?)h(1EEYviem)geZMqp3i$`jI6ynb(IX4pLmGg*u-ds~f^u36N4k7P zUVqk5*V*yg00BZX^$4a^8U15kb2wN-n9WevKY)4=*69@8DL1&+^S7}<`9h!b5JgQmw`YZ5fMn6xLs`?L3)Hm~+)sk)H8Zpm zau-L=Aq()4-hb3p2LhRcJ_Wokxgg4MiDuFZi#90q7?iGM)YJBGv=u-fts8FysB#yPuM zu^nH8fyoAth`T1A!ms|_fl4iVv^fX#j61Vzz4O8_Us9pS2>_l6kd82L{veWKx~v7^g(lG5??-Sw`q2BAc*oyAOu&^8R$T z0G!u+%3(pkoU)12qT1r20x~t=BaW#I!IeJH2&qHxbV>?1Mwa9k3O^Tt+|56iI@$il zv_Zi|#1G?n`M7`i3q=^6;L6yodiL5$$dOi>pHeWm%gw-7I=54p$Qt?PfSIR`=pzg^{p7Gv9wU}A?CVQ`@-EaiYRfMjo z(8QiDj7&i8!o7}9y`FFoYW&8>MBsXts?6Yisqsi4nZw(^7S>X&^o?|s?7Rp@k{uVP z>XW-@nE>U>e5d+nkbY~C%KgXPz?Y1lV2oD|LPfc=RGN?4?*kSl5UeKZhQ#J6aX8tH)ZNDOE)>kg)kEvbU)rmH$f-uY65aev(cR|syQe=m^V#r=9=~S> z&|lvWZ~X*>wn9A#dqnSQ^Q8OsHm*EB_i6}+Y71im&m!isZHF6*8H{Rj9BrLZ!iPWj zjOQW6Uvt4dSaM#@NgDfs?wDAsyqjNV95;V}D4p4bu3}UfgVtPR`b5P8nGr=Y*V-nve}xzb0i)l8ztl~U zF-f%%A?}8|ZR8K1*SaY7jXJ_+ZTjD`(cyC$@o!u|7GW$M`U8?w>!i~1rV zNQBUI>CH$}h&1m!r4a$IlBV5{yJcXV**!nSazJTK#IR||gA~1+fqVFgVkr*)FLRPi z{qs_j5CZeOw4e8(CRDb?QED*Vu>?D>72RZKN1#Y=VZCkB=03dI$4}8M$B_i4TqB!M z_%n|Jrd-l~_sw#iZS}LT7=|{Eh-qe$84XUr?M2^r~foi?@ z*VL73$?={~0{Tq>e{FL$DR0AHb^&~}7TG>nNP&o=VHAUacM{j6HDIFqZb*O0`A116 ztdJHdA>Ax0V^pTvo4z0!(Ty_ zN&#q(vX3qnOpb$CUl^HtPt`cT^|p-Q5a=+SP&r%yN27V12R?(^pJ}eRJXAQ*eyVA` z%~w76G$^}56t&Z7v0eD3yqLMh%c=ca8I&r@-)0vfJj%^Pm$9gDG#P0duiK9@iWG7GsqM9;vIRxd-M(hJgb2A0u4I)D^5ZCGL_^g|6BzNgFO zs>#2m@6k1-nK4H4sS(C+3J>cT;lMm#>gwmt)x6#uOl=XVJ2_`r!Z8#hV_Tx&BJgOi zWAApe3Won{Ex@BRVlB}3-9|zN3SmF3@y|r&zpt%N`60VuTl33q1O%<2)Zs(Oc#WeF z_QoETGFk8c!}F#K<0m=@3x>(m%h0Cit*#Gv&7-wJ6h2`cZi+;e8??k#1I7zd-g=@V zfjgr_*KmL5qbO%&7-J{`*KivNzH*G3M+2B)PvAxZ>fWF834D~MA$6#F7|!XtZR?MV zRy>#(w&)$uMxA8#`Mr7{c4`&t`|uuCrX5#X-GnvrlwVE8Z#3(Z8_t$-bYwAh)Mi;~ zgx?f8R!j1@U4ONh?O@lpvo7N(g2U5@2El@>NvQ8^2Zt{@Gj@lvvDz9N7dE-IV-3Vz z(T`icTdd}H1}gbt7_5+De&|;(YlWMDbR+}V$sQ}5=S5zoXp7#ht#I~=nL;h={?hJuSpQ7RQV z39Q6#dw9y&3yKZZ5Db%Dl3H<5C29#rPzbKFtdVzAxDXE$D6NPOdzo#7Z)VWG|2lC) zGJ+5IxeZD=M9)=69$hrlPR^EJ^4UcRpAH61TyhQQf>M19SKc8-WHg`9>pfv2ZMxxy zv{1~;S>)syn@*Lo80sMZtv~N78YIkF;0Cawx3T9Sw%6Ywt^sfz8e2WZTk|`Np(RtK zXYfmpz-G(2OUJEU#Gvfos(ROF@^JtYz1U` zod74zB;LYQf_)m>NuCl$Y>B`z@f8%2!yhk4Eozp2O~oUv)!`LPthi~BLI>vFnDla` zj*!*`(UW*$DGbopT>te`6g9dHL1#t;CGt6x@aGogeSZ89J7o{BGa&=G#xMPTmFeVy zud@{^D#1}141Ilj?=s>pbX>&U%#7XrAU2*mh$EtL?A;hB`jjj6c!o7NL>~rZZ5qswP5jc1wBB=ge9IKe6+ekP>@` zL?@svHmVf3==IZVmmRFhKWY3|2Zk5(3MaASWPr&0){mN`SarFDj`c!Q6r{z1Nvhu+ zgkztY^#hW|ZSTX0l0^3e(FuO@KZavS3#e3QE_SO=&~^=>n~%?-xr}+;=b@$*vWkL)y~1W^l|E_;Ksa1L zI>Q!2k$vLuelL)T)H0D}N_!B|2`5;W&AoNBq-p9_auxn2 z%eWU7C|LX(rLkWQ0RPU*zbuk#>bc7REo9tgGpO2V;V4ld$n1W@pqj!l#8UC0$#z{^ z-2DZgl+T17oJ#|OnQ?`4gN$=MBhe5@>+nFKbRcxSp5!}Y^8yCkx5$w-J;e;mqpg+TODCIafInnWxDaMWO|KtT?Q8QDIQE;l4 zf1TMNe2pxLszz%BTp5Yq@O2XPpu{gZIj8lVD9xX(K#g+!$m5=SW|2;SShJ-sE@ zcW<;;-Fe^*_eH))6}b-bpT___+)cahSON*5>gPna(Gx?qcHWZ!X2FiR%|n^B2`nGfIfD4R{UUi~&JG?71+D=ngh3=!G>-Qr@# z9d*J3t3WxWodOvz|G1Lr>oNgfsF$%-~lll8?^UAPjzNg;~ z6WoDI;Fc68b)^6b=UbTiR};1JbZg`QL;J=js{jy!l^-#&)K%EgBcW095((A^!`Kwu zXx)8*q`CUyPM@R7-6TFf{ZV!&g=v2@elj8>qK)xWcla@A`Te))@Q+p3sUf+a2_A5U z{K^s0$bI2ZeP&G|(a?~fsyb77D=AT{Rw$$+20u-~+E|R*=PN(kYle>m>MKcLfDLmH zUPxv0iUwyq1}JFR`4FRcSkz)J4~2x9lwr_4uZNRU#rj&(_$?WB@YVYGXwtNxVgE-` zz6WP6J4+T3a~$wV!c#L`$0?`LmH2#EnX_N+j;OXzZtBV4F!xO?8p!7Lk5!Ee=jVl2 zTF|)}ON%eg%4alP%EczNX5|niZ<)4R3}lteQ5HneFQNc~f8jog18m1?HN(-Kk_k5s zJ~mh!Mf3RFKFt6Oqp#LlPxWHOsZY_y~g|gaRi!APGg$R;1hkUA48E?9pQr@qa;mrjaN76Qt|Sw z_up$D({PK{*=NJX^cMC3@;b`THOg1K9qLq3kS+~Jbdn#4eoa-{AV&K(Doy_HvnEJ< zN>q!CR^9(H25wr?Bvgy3w89g|SStUKRss8kz2v*2MMcM#zn{jjOePaPX_ouYrEwi0 zAXSYchNBJD<1mV~g=DdY^hS0v#Fb!=>|Xu(UZTyzgV{40*!l(2b{|t7mBIDtk3{yrQTo5Ur!u0dh-ps@4tkF;E3D}*s?|%cA<_Za6WR&&<5v>9{TdnwuaQ2_AIN@RV`#z;B8;4)oMv}{)!L@mgin&Q57X0i_ zA9g>q)bKl8T50R3elvpkZx|avs0VgVd2T9w)ehf{A1Y&ct=nryK#RsswX*w;uU|lj z^)tVB-nncJ&}zVFPYdXxS*I59+CQ3g-C!3eP34v=vqWPL>vB0E3 z7FkAgaN<5pAF~HM#W*FViPO;@%$W?h! zEDKIS>gylG(Xf<%}BC*c4<>&6#fhCRmNkKPl;)9%-TE|!|h zb5*^_4UNs+?fwcPnJU7CTi|jm_xr!YP|zAtR*CQ&4$i7GdxAUM=vf#R}LZu5(Ip*gq~m^H!(5%j?RVYozo z;q&b75vXcqRM{*t!G%2?lw0INX=lJz^___ET9ky7^5u`ATjH}(@4K?Os_w|Fi|F@u zYj7Z^x~j}8ywB|5Ll-HO-keOIAjio0_PJmzmYUo6ajg?FjqLB@QV?k=fQP(MQypjMwtJ-yOAV z)S&UeM|P4;J&qbZO|v9--{_1QJbQWiLApY0%@ux>KlPrJo8qKi#lVfl|KYLxo6#1P z0!B(35SjNuL0;xIJy-grRHnTcK029;{C#+Pv)+Z7Q)O&$TWrY1=MvFD=D@KX4mWGD zS-$ZF)yx$|DpTRde_#P+l_9J56{-le((y{T=mqhdi3x@3yO1|;MZr}K;^q&9B?gO4 z01S|me)DmqdQ%R2>xo12IwKZ`-yS-9i;108Wq4q`I9}dQ((IM&<9Buf?2t}P-q5w6 z|B#)8h2kGPYX_ZDwCES>n`)koat; zQI3(qD<8rQj5%e7t8V0X7uTa^ioe*Ufif_QbE&~G-?eVWscRMgL3!L{K$tf3ZM<7C zn|w{6r1v2^~9+%^LV9Jdp ze^b8>_kXy<0jR@L%HHq;q8#B|1`ey8=(tWN`Q0o5E>o#2Z~Q;)OHZ-wJ&lfO+;;*M z)?&3z?P>HP7&~SjZ`5HwcqN^_X58LNNX}cKVl%%_QB}xryJspA?&!Fb+)It2XoGM6 z^v+0R+*5r~P_9M_q`Gt$vRhRJ{bQ6)&Fu015$V zn$j5AE_;9UdD&Gn_37d@#Uz1kj~Nlv8~XWj=cC=YESw6{`@Z^MHMqR&j?2-(MF)Y) z33X`U#EVT$hTGOccAv1?ch(E&(*$f=Iz*f?>1p1Txv+|(=X@!}yFo#|x2TrpUdhU} z7AA2gzoSU_WaT3Jyyp3{_UR%sOs!ly7v74+5F>u+X#r-XZr}oul}JNqcO#)`Od=Jz zFOOACw!3%$hTHw8Cu8dVAl%#6ho`xz*UkbS5>3qz5JGYX{e2d54RCbWm|zpuC#c3llPkP}|puFvLGfzg)&0h8XJ!SX&)t4+_peN$ck0lNRb{MCSYKEr(%gi?-OxWNH0+TUl*9I`HOgzOp}ChLyVUxt z<&Uc$4G1d>hVhNElBV$J1tncY32cwyr|;sc1^N1^0W;}CWb9{?ic~o*6|1u7=lKRo z3C{@M%QNDDYqDj;7q{r5RJw;GkCEBX&D`ETCj^38=Q2K@d<_&WR z`ftiVP(5ysJn(|5yH!u7CprU6MKx;?g%-PXWB>SxlP7ysMW#x#FI%q0r4_KLAgkMF z7~-r<>gT5BhQUGdUt96$j_fCyzYnPqJG@UFL#!5>rpHL{-rwr;8B+V9bBL&r+P-;= zWT_p0@uXYjuSj#k~f<9((UhnMm zOH}-Bth(zf1F0`8!r6550 zXHx742dT8y6EfJQC%H4Hs>EdB=aF)snmUvc=}mr8;^S!b_7J>ec8$mVI76?^wtjPk zrvXTzGml*vHxzS}(y-vtP~M*vK)Pt1{|ZcZ#3pB=dUnU@8J;5XJbrKp8WW!{ z3l^H(XItIbZIcfc#fW8R4c@Ai({?o(l`|l>iz}nALsZ)< z4sft@gytegNxuls(eB46DvuT4dpAl?7Dbq574%v0(0^QF42AqUkt12b{mQ(J*WVEj z{#P=T6Y?Kx%7?}q_Fz=>4z3LYGWV++^epkNk{0%UTTE7Y6Qpj87hk|pT}L@^F+xfP ztFS=eM%l>+END(1)movsxB_U(4hTK?lrc;8Z3xM(K8VDBb28$|5T?)d7by00&|hl(@1w0 zuk6YwD)i*kpXW>L#X-c~Zh}hHvrD(BQ1xjFn{Sw37-J67t-Nt_rhy)YKZ$K$-{43Y z)74(j#X>YrVVtC1{uEvv)u{;BAoynmbx=ICa|T>{x5(Xc0bfaozvjlA=x_XfT8)lrQq(j%;v`xu~Ct($rq)zGYntX|AczL^uk@V_xs`B!dhC% zI}rV-kg(5e^1?U6v>M12x4)b{>VH-a(lAP=6P6a0ma|pe4F_9jZxKUC+ZiBYvxM}* zZ8a}9_}ogo93n5s@R;yEx)@igL4 zi3m@8qRgC9&PxZ2GO%_fBK#ucTG8;KadXf|%;S?Egwe8{YD{qwT?E56KRioLCGSe* zBtlae^S)(r5Yd7g zhU42Q&8z~VGpwL}K8$vMZzTl`x~5Ga4v6(}TR005PkrXjxbHKR_XZ=@0GPzS*M$hU zKX=TyKlE%*|M_LMl-4~B+dgPi7mmYFZG_iAMz~~(0sov7r+f@}k%Rz5H zYXS<*wmUKF!e^1Y@BfkNc4A&V#-pFXMFOH=;-0Blp;o)5(dk;#Sg0sYvsEmbRFEHOA)uYeSxf!9Yh(cxjeFYPtjgvQXxI1w@FAH#D?^}pxX z%ol{eNa+P41use;m@{QaR~UZzKA=R|4Ha8g+$|=)qt^BbQm1A}<}cJ}LLh@4K(DyV z*@%+xm4rJMq~6~@_|>xyPKIMAlM<)t`+cv*Y)Mw#vAhZBF#S(F^CcY47l>* zw-Lw5{;guY?-7ABp{XJ2X&^hGuq8$8e%LaaNJ4Zy?3*)(dKBU{S|56^zJ<9i$n}%f zj}}DJrZ|__re2i0LEQHk6+L|U8n(4v7u$8roySMf#-*BZ;>8p2h^D$ifvQjq7kMN) z57FaZuH8i)c!zntSA_yovBE`ayVXy$28G_j3=OgKs#X&14_&2^fZpmF&GHY}aq5G_ z>U?v058LA8*9B_z-&!~0puBC`ut3eVQ>tC&{`u|5SIFXjvr5P|cB-*X=ZYUB9Rj)D2gp}B280wbqVx#}UN z6BP0Y-MkY=v5d*A#4Z`NQiQ+7*0})m>hGz0hPSfrbwgoKyYxFg+i0LBwv@!EksTm3 z*%)1g*+sNopbrx>Lv5ChPolg{Ws_6Y?7T-lvneG_eqW z>e&kI{f8bs&wQxA+^}1bTL+>xBMB!Ceaib`b zvyDWH=Wi^AGrik?1`Sd{pXdJJ`KH5N9j6i?1ZPqqN3pAtO)17Qg1l@$vGvr1+Cf4b{e56oS>c}ah z=O`8*R=)4Grw9}_Ufhy&Ounbaa=E9+{HRAy!jVCl#Diy~)NQ=;jUh$13Y|xts=|oD zXPl?g_bBUBuUiW9TY=0CrT>SeaFU&mFU;Oyi0eCrD_qD>*Q&(Iv*kpJ_yXn}Nc-4G z@}ED$aanR0T$71a47pDzA!k3bY6*VgE+O;+LyI)$3X5?VPV#NSFgIPdUe-d7pF}ru z+qO`^<~`V1L;Gw;H-3#a{XiL%0OJwD0%h1WnEK$w2{k!pHwxD};y%OUUHuw;;EGU~ zo;%6o9W0Fu^E`X7&$tU5-le~0x2}{dz$R^Mf&L`bH^HY4_&Op?8Hl1zoZbtK3OP68 z0BA{7@kfb|y8xF?!Aos2#ZCcTj}_&!-vNQqRM;^q-R*~!E-iaEa#dSq9ALkoH0F2R zKZlc3_QEhSPAX|IVA2_P`oW14O|u>69|0z3HsR6=VYT*)5h2q6)kZT>Y$)e-uSw-i z5;Ji(U2ZC&UVAIdZS;!GFA99XSH;N3ll18?e8xW;rmhYC=xrh9MYyA_>StygB38sm zi0uu_kkujw zmMa27z}iRPG{OYI1RNp?+(AELj4XHZj-{7ArHT_El}7Q4*XXMdCVj@k%23~$9)nXI&KR&AOv8dkX#iE~4?1P?sBDT*p?!?Bh8O<4OPd%(zwPlLuY@{MnufS!`j!pXuJ*B#4J% zf{z>s^56Az^+RMWCi1(SF;vkg(I`BipW18iR4b!Rpq{^jj%sJ%#W+4eJJ~q*`8-<8 zX_!xP*_Xy)q`p6|+oq@)2grB?4J30fxjrPnAczSXa&egXlXEXs`Jlqv=l&OJ!)1YH zK`JR+IQ~kUb*x4jRInC>V1-GqsE`$x&$0q57pce}$ZhCx z)AyTQ?Wq{XGF<0=uZU&bhoDJM9X4$&~6%!d_Qa?`c0^))LL= ztL(fDOPbe$M|tV34@ZQAm3{^FS*KaE8Atn7JHz@TcF);rme4&>AQ>|hS*FBwqEX*< z6m?^4-3h4-M*#Au;$eM2$6D`jJmJ_cUl=MfyyW&*)tc1T5VI>V((1aTTi zWFB3&bmYs#pb7f3^_Jp~kUwG^&uH6Z&^3q_YA8WZyXe1~{*e*9*75BkA{2ih6!h}W z4NMqsSaVvW{b5B?OZthVzxyR?o8ZiuSXHl_a~tq)llDD+gaXS=J+-cG)q3nLKpFRf zfO3&o6)pEVPqcZ`oSB*V^@Z2-ke(}+f9-F=xsTjOhCtbfohX6~b=m$43>s|UX!&8B*yhQ9g)<~pA2t%c zCxLE`Tqds+`amOR>tst`k$bzA%k`fXM7FKpyA8@BfBT9*RwfVb7F z5hF)HJpS8bIwYi_t7+QNCKC?BY~x~($L^51SptqanZ1p7psVoywsP6VP)l!q0ANe-Cf|cd zKpGCFFj2_j3Oenh3NOcF=FSIil0>r&H0f=)v_*byO2j?Ru#SWB-v>enGrB#aV08Y| z``zdN5p=ZzzH=Q6MtlLEu%m6jFFHCCh2YTS5)S3JBHOw|${iJKy)*5Hf`da9p?W$0|)I+sY0G+Zv^ z$b5V$8(5hD1Mt{caYQhVvnJZ}Ux--*OKxJqpTvN>>KU~QM z_*DP~P6H@{Ff(1fVr7O8;{EtTM5eoS5g(6E)Qc#(Jh$%HC;(UiT)_4OD{LgPa;do6 z4c?;Mcl=lB-ty|#&|}&Pp9Npgx<_s5G`=R)wO9#rK*$qc{xA5ao&;l+sF#8^=!@Q5 zKzih{m=n{F?WDj@hr9gq7&`BPcl(%yqQ5|E6+0kt@{8EP|>JAdfe{e+HNU@p581t&t%m6-WrVzCr|$XWdOru^-V zA$vNRI^|yPS@t7*TtZC_qNw$Mx-SvTrG=XhpD<7S>jZIh?PZmHf-uM8=6TvNOSoLh zMg*v)6h@-sk$)5!&&;DV3Lh|ard>1x|JUzefQ}ru?F>r54Z3p&+J%OGqQCh*BmH3x z{v>IWh`T-CXQB%7tM-o|@)r%bwf=n{<`|F)G=6=;N>nVrw*f$6S?s3@L^Ezi4}ggk zmmGG^xuRd}WBFF!kGRq_l1#tY!?K}?b$yDdUhDX;-Bjham^JdUKT_{zRuLxBt7P5Smrrh}ksoqI2K*C*UbRp(^Ie;&Vb=73TplMkO#K($0^n^;8@ zMfO1@nUc>T(dzo{qgWpD%mi4{~Fv6ld12+@rhYEAmPsMfH4 zb)J(b^TVWnv;w6Ke@GgXbMyw+#kD$ch#FN+vdT|ql$s*C`^bWlWuLVZ&U>DFlK$`#*rafN7mB%&Eoc4=9z6vy2QBzFPUAL#fX;c^G zwX^xBbwrGert72m?1jlQaw2cu`FW#R5Ep#}uoqDQCd?L>dF?=7lu36=#rbF;b|W(#`G|)VXxO z9Cdu-gI=U?CX@`$T(xszFSIc6PB@=Nh!9#CW zGd*iN4!F9-u{pntu=2zDtn3-SE1$21rzk_Q1FII`hQ)yv!$&l{3m8>BbSPSJ(fTjn z=dF<#1MuLLA{pF8{`)Xy$5sJi)B(#>&@RtLDwILrzAw!F82j4j=i2biQfL`gm|w2t zFmkvWnm^-$~T_RkzKXm2|v!9tE$#4lPC@sO}mMWbj1y za*(f+X7+*CdJZ}Yeq{0)#h3a;8<_sAtRovuVczDM3lsO;8f9@#Mo=uR6O(w#ZQHD2 zyd1s>*SZafaqi$+1HDPutVX;IyPmrSOwhiDJ?AH?fFJL%%Tj0G4Ve?sLgHj3&x@6V z=m~$!q|B*cJ)?2g@CIZ{;tOZo&eTe`3HOL9C#MrcGAq?XX4L_FjJt06cZG*2cEM`| z=-RUiCoy{b!I7>ruAgX6X!tXa4wa?RS7q`t#?vxV5ib3&nBAgRW;J zFxI$-3w>^#!@&lS+jo%aDt^7B@pb%6kF!NI5J(rG!Furp+`Vpok8Tlvy#E&TzIXi$ zpv61Dd=ZA$;asfpNbMj43Fmv@JIlQb`kSzsMz@pFp}s#j7#T`F!Jj@NH;DFVqwK^} ze6;#YFDZ01?K4cu@-IX}0Sz7V7gO?e8GMXx>;)a0626h`-Q3Scdx+)Xfgsh`2kPE3 zu0Wf4HGXQEZzZpqf?O4mEFicCEXdM!%qlaRf}ncdhLLz9EFW!y7!11va@aH06;3XJnlGOz7?I zA0kupf8pXP0Va|yBPL7;;s$$`cn3_NyD;gB-EnZmzwYmd@R71OAm32|D8Uxbxe_jq zaJk70Z^I`U6g7VyUp%$-8M@H@Dm>t7?EV1Y4*}pGRtr2XnVR)Znq0~6UNk*#3P$~t zM1p8y5O-uK)k=OuX$k@*S5l0$_eTr(Cn-*RmG%)q^&yz#GZdb}>wxWFMtC)=u3~R5 zYs9uAR|(ef{qDlH0D^0gTDb0H*jhN4?WOO7aNZ>i^H;RZ*SS1T8PZ|WoM)4VYg13VJ`odnUZDUb0q=YI33w=lw z2XHnYU&=Fpyajwg8q$$G##{vMv_M&uRZY2 zdq5^surz}w1gBA}1W>JhF{dk2vxN6NR42!9cYL;~?dw(*OZI;XkGRgeSWs^96ggme z7{Sit!#I_PsTVS;RPHbNSiy;8WJGE98>nAodtZEXHK6{3QQ6kKr7tF_t+tvA#z1pM zLJ6FM-9acI54y|#j!KU5Yg^U*pH zD}Q2`8XTJdxpGCK9^l=vjBW)7g;a|<^^qNggW&<~UNxXUl-BA48$`ktK6uT2tqDmd z;oY&TJ!Fu$=-eg467V%){zy^SDn>m5WKD5UMyu6a0o!p<&geiVl{omFMumKK4QYDV zPH2|nv?*7Cw{s93uOn7XDaP3x&ope<&1mFHeUah?6(>NjWAzEegN`(Xj{j1cyMs=! zZwaWQbBamFlS-R}5yq$&;)2x1AI#scrQRbuJPo>DXSz)_CyeKk0H7s7@)`%BVbd9B86@oHOw`crL{Y(ZbuRNu$%HxY6Z z=E;jDxuB|7!aD$~#p9UP<;)d%1b=THg$NvL7K0~2ub5AaK=@iAuGSOdKX}kmRt_{hx?QpHsDXz?l@-}Q{;KD%p4&Sf#yA2+Y&UjH z6*ZmZYA>4!%zA%5YuK(cX&bRBlkjW#zTN$lQ~6p41qL@e&wMM3I$}Do!s`GOQ>`gK z)yVe*OuR)f#Pk}j^9F}VNx$B!L%pRieevuw!eb~Y8l4X+-EElyDTfsy5rEb+xn&T3 zUgTx=PJ%z|kli-|N+J>;Xc#Vw`7;q_zgJ%}TKX#|v2Ds#hsH*Sxtk+n*ICfI>t!&x z1%VTzOehTHo7pLrlM-b(2?qo|{jDcyvUb zPMw73gsx`ANnK|(FeOQ#7?D(LD@qV3ug4prD1&=tiaQZnJ|*2s>2FMrnw*8dWmn?{ zT3&E;&5)5;{Q{BZwAgG>By-FW|HGYqIfeC+Q3jRu4vPG>Ye~k*lX1!pok%8=;zuLr zPLr3%Wq<}}4LiQjYW+RntN%{MEhETy`R_Xx#(eNOB@u@iyeORN0PGKpO@HC8Fyio} zp6L8or(VUxoXym`xs5mY%&@SVO;Pg8zMyviN{8IC(_^NW&+tpVKjSHe3QB>5+qxLB z)u~T^H}FiUc+VVfqtjJwDXD`BU4k)QEj?L1H#Uzjz$Eb4dKNTj=8TGABoE!-L&=Tk zfn+Etr{ehK2KUC(R6(V)7*X2X_(U`#Rh!S~YBry&9fTA1 z@Z~6C;ayzEcq^EEYfE(UK+p}OOb}5j@xEzwWom+_Uid)zv_1;|PUE(1N+mq4 z+f?I)PHdi_&A}a6V-P;&4PKpsBHrDx>m_fLVkf+Yjq zQKP86@|`y1%r&%fAGXC@6Mtfv>%Z#KYy z8L(d}3Lq!tMTR1t(#VD)pyXi%ON>J4LNskR7-Fcx#L0H73lSB+v3oZ}1ubas7WC9p zfbPs<7^XQOSHkIiLeW)DYs)C9ai~XZpL#9+!fgVC#Rr+bchd{u&5HKwpAh(C7+P8^ zGBv4-lAv+~B{rV9L6*8CzF4j#v-L*aYYSh8H;4V)@n7;5oEfyPIBp~>gzSSql{o&~ z8%PmQ(gu4T_-qK=%Sn{2I`e4`dIeQip9@=FxODxwTlVtvI%{&E5dx!VN2WLAQ_|-` zV?P#JT2c#1!%E_bZmM;PxkQ9P;Ro1y#ZT2TRrNW1h1(&slyqp>#v0u4sfSr#lSiWB zz(DM9N!If=&=(=yEM8Ska!ad9iqr6>g77`*_CS+Z2J}CuuxQrBbV;OmV$=E8clbvxJx<6O90>KaBhPj zOhzYc$+&_9pG>3Y*E{cJsEEf_q7wNhB)EG$=7OJzo*)BcDj`GgO<70|rJ9mSH0{t8 zrf*P?Q!Uu#(u(eck7KU?RMqgs4=$_{($j&9=+-M}SE~e@A#@2rR_Jr0cJ(9ExwmqM zHjFTt6%=+*p%FR#=jKcS0m!=eP+%H_|qK*iw^?ri+l}>R5*lUF4EI(T~fg6jVN;3tTW0+KS)NH*Vj3 z33soSd1;t)eB+l67sZXCd^;pjf350O`%&r0{rHG871J!5?#PJA-3D2XWez*7{p_Dh z?RQ)QCNIMDCGeauId1Asa@74UQ?S_vib6(l`C5mn#S>`j7nO;KLplDo zCFP`)egmQ~13Mvdx|d zmdhG4Gj~Rki6${;!`9)Gq){?pob~kWQkV~E8Xo6|(?%lZlP@ti$s(K_i}O=p$C)%T z9(y23NUpYeibo7)*RG+PZhu`E$`joR&_UDg0Z)@?vQeMkP)r?kh6!?DfX`DH+|$Wi z+v1ffQJ8?UBUF&iGkwg$bfgldZ3M10Qyd%duYHB(ATrXr~)r|SDI zZezsQNGS(-R`J1?pJy@Bdh-;%@%I-sZH?|HI~2AS(t!lDq#tQjgstDV5){}h2Qz(KkF|pF zYL!Eq*{z(Qx40+~*{iX!?Q-_|8s6Dt7R&fhz$$7ju4%{T`y%Jjrc z)~E&BP+76&W2$&|t`=bvZa1>4i)y9#rI-l|d4f})Mxt2Q4jK@IGTVp z8&ipF1js^=7I`?myEHbir|0e+c4fYT0g`p`rbJF6pwUA5kEye<2x$ef5TyEmDKFwf zS{KM*9qzAu`GrObGtsh4^yNMbM8AJi-|oFdJKWB@hlLSg^RF`m$5W*TwwbU9?GHB5 zMOs*l({{_nNz*@c$S3(jjuK|!dO7C}OG)7mBfe7v1?hZ@5E%V#U=z^rq)OeyJ&m>h z2xvshll{jpwutQ~Dq~M{Wc!@I6EoSl!HA!bm$1Bt4(gw`B0a(PzSv+m3ej@DGJABS z{HltyGJ@NIQiJ3Sw$Agq2EEhP(lD56Y374Z55`uA_DiIJ>61c`EW{C^P4viv62{vI z(0&kQ0?0zhi2P}Y^T!Y8&0ZnHmZ!w@dDt#T^cI*INw2X?Fo;2EFz9P8_p_javt!?v z4;nAy1O-|rn1qnW!?iAl6&>Tsk?|XDbaPIZH>SkdKNLbIECqZtug&C7EjAE}Vx%aX z!Yz1V@~}6^B}Zs>nF9UF-#Wt`9tiqnB0WT@rpy?rwD)bbU1qBs5;6dXe6n)ss~go1 z)m?2Gwsf|9Q_TGII$1}ETZ7nK{?_l6V92gY!?{IOUs6ac@0=E~fchPrUUgcPRU61sihKjw#ut&U*6V|6G0(@Q5VZd#HNl{-Pi zP2;w!9o{`8iSWk0?Y%&XmzcY)o1U-RN>%QA0zZR5zWUpBUcs;Y&)5z)D{6X4^v-t! z;=xvrs$Xgs`QD%X7$e9!taBxpT^tP=xmc%cw2(tLd$wt3)d?)y*q8E*E1OvabGYi3 z>n)IfcZTS6JUZq?il0guF8HA0#d zbc)wauta2Vz#l zf}6g*-Y+Ydr-_Cy`|omTcQJb@9y4Z+8###~?j^J?Hp;HDK@pUl6y1xB>Ti!Rm|M`g zv^C=y)HPdE&4i@&#p`;XEPrma0M`e*2I(sHK}C4N)B4rz)gXhRLWRZWy(UY`;lL47 zF;%UwaL4D@QI-xzt5q9!h(RiU_~#ei4L^J-D^jz~d=yfhZ|r%)Nh6j8g!igBSnk^E z5}ms$8utHkPgnIkpu=YW2wBz-Y;zmUf9U5v6(8ROQYk$Q(jg7+;L!(Yj4hJ+nvOw@ zY9aqG0S|#MKGc!I_o^j=;VK)m37Om_g{g^Bh?8 zCF0v*^2Lg%m)o();Y|^Jj)YB<{(ibh?F(Xhs3`JZ_oQkLx7lIJWtQiL-JN3Xu2!Zj zo|~IPsG47PecWT;d4-k*8JZJv|M1CL#QNzKQ1^fPi}+Kq?kXFkp&z!uPhiq|2tgzr zeE@5&_#kUCaVgPw!(#{{9q{I<&M4}RmO|?nv-!}qdpXFg47$~ z&D!Z9-|79Z;+Lw57F=RP^5Tx>P0~x#952NXa?6=u)!}%ICB!E>1)DNRC3B`~`(48s z^=>zy6Dsg?QArO;nC@Gbl%7T?b^7D#38(ETUPQ3n<}M4S-48?|vm*>5~ONs^}$=GEC5Lr4I&>lF2VE(vj`aaPMsc?Nt?&Aw~v=Ya`hT}oL zzGjH^4}W2c$(Lng4;?qso07PR$oyTdo*Q8@30rT_X6G{$x>rvMk-I2b|H{TV_++kU zc1$GyL%C~#)kBv-Co6d3@!W9JzuEZrHgV8YlHn5DJk#4{3aFWW-k8{68>ugBYUNDm z#`#bySRnIWKbYmH+%;i%c*lIDIb zuu?a$h!)nl%d6ZOQ(6)V3|v`s`=tfYWv7mYEJeq^DQ)dIcQ8nIb74d~j zv#}m#3H!?Z*~;lNQLY$JZa)Nfeq@-SXnV% z3?HJ>vwg6Y9I!o0bW4fOV88ZYjua~Fz)|=uRJ)WI@60cYH?)a0$Guc*l7N$=Mp;+7 zCVB7q!R(sOj|_M7GyXKuOoJijrtnR^hSH^e`}c#J-7D0d7w6pK1J~c zeRuSEE*~3Q}Ar>e%r)&sn%Rn3;q;LbJ_aC+d3jc>D7e}C&?6~-{`t~}^( z6%iAK$XYzrU`3Ze)P8`2(R8xp*UH?}`zsoGvQ6%GXCzDvujX9>Q@Ln?RT74syqN^Z z*GcWDcY-f^sTy*(RM&52@rZ)%CV7U}81=r!M%#cGFfRVFlc5<-;T$k`-dMit3b>wC znX>Jxe{;?RS)~7NK$5H{j5?RSKaa2WLFoN)SCewuNa|!OsG8Iz`A*4(Y(F@?5&afP zRbxTjs6;KX?8w~PeotSgQp8e|2_moLff$29&ASZ}GPP9{vf=e?;=2tsHc_z1xzAf0 z+PAQ}g92SYo)Pf7L{gh5lRPdV(FeXosJG}_!jl4BerP&xHv`A{xL`h2HWa5?euL(5 z36@(#k_mW>*a^a%?_NYQ2*quE>(wBqWH%S~U+^ew3cck@FT-qFR1+BAvxTfZT@-kehy1!^@gd=~y z>D~>Cc0Xc=Z%bh1tMATvs25|0n`DoAaMU)K-vLQx7inI?%?k?R^6QCi?nh%`%=IL; z@l47pabg0AYQal)z2NkY-0JmcjCXRRvyrRSXb28QAh6KVL>Fb!AvQ4Kg({Liup03y z+U#Y2ElgawCh?D~3Jv}x*5mhqC%YLT@$1iH!^xk$FajE1(WLzHg)p~m-;$?^aj1FI zoWv_K(y9Hr!%c?2hK~$m$Cq>)-h_B+#Szcy`ttdOk~gOzs>ph}{IAXM_T19>=m|X| z0t*IhCtO2lN&LN_bwIW?sMRODGKdy*CL|J2=p0E z#y7jdmxN)dwA&>a#P4v^M&Cu$WKPgD#^8puFv zwP~p^tS+Jh)w9QW5^~07ca2mXKE^7)aRK7`+nM2!)GM)&65-gj^}uBGkjB8%twb>5 z1qAMjtxi8-m$IKFI*X4aA6>^&uHv`sVDf@yLAo^hp3yT-=tZBm2MK zV83|91C^ryKiphj`If>TE8Z!{ljEyEn#x8uL$C^)a+YMe#nKs@|TEBTNvIcX7FggVJ@Ce+%*uW*l0J;*X5IhYc(ml zA%5cYgVw)Hg=S^6*iF1{EyiV?v@4)-!SV7#1yjY9N}ic4l1Q1-#K*?eJI1Cf{5y%x z)7iIQzDxK52|}vDmi5#I`#vLqP?x`(JpzUWDUYv!NnY3QB;PhoOjN`2`V*%3W<&2h zL}%rUdrl0`%)*={+n{eT6ybu%*oG0?k$1;@r0nzle8Q27SJ4oWA6s!ZwQMF55_ZUa z$WF#ZxN?vYr2c;t0x|^=uSVZEv1Ld1;MDZ=^gsy-F+ZVAu7AhXmE9mtxS`nYQ}Sg` zktCDJpP^#?#Rk(FJe&eIhD$<}Aga|$Zcly@?b1=isPAOozWDQ3?MWacEZNIbL)J|% zB@Az#{h$-v@HtjMZJBKXXfU*fpPJ_g%f9rDoS_W zD#hE;89XUoub-rhm}&H266*f^<(rFxhih`u-A7`nHCC)^L*^$Ir2H|y1EauDbLuT= z-3u0tfhEm2lX-$MBTF!r62py1wI+OEeRHmR zdEpfeW3WYi9JznjqmRp_j^St>8y&6}Fd(eW`~qZSGKde8%5-RTK2hwK+I99(Fa0&x z*H~nm6_@mH)7K5gt2D)wf&|%~w?P}D&QD5sT(Cbqx&3MRCIbeZ(S?j#05jriJHtpE zz6gt{3`QajRum#u|3lh^_eU?M+SNR_Ss+{LDo{I@5!VLDt{ie<`DBRGvVkzCD}@||KBQwmDb(9EGeyuVKfIujyZ3S&q-f10&?_Z2Q; z=Td~!tq|n?9vu(})>Fm;XHCg)N2f*+)KGpMc8-5%GMC#RzjCYjLm9MnHcpo*bSStI z8tYhrH+)UCd&Mimahr`QtbM6!_{XKD^Zrqw&GD0TSCHqENM9;9taX;_Npt0DtG@5+ z`4@0R?j$j<-k*b`Tf;pu@w%%Z(7db(3EFf#{&Q@0!n?a$M3$^>R%j4O_rzKU(*Lsn z;$TTTwkd~%uuy+BUm!x>BUY8h;xoddUjMYIZ@zB8C85|l+#IT!FTyZHCUCsX7)VR^ z(;IV`oh-BMRvEqt5Boc!XR~{pM^Q$a(p}p(Dd9nZw|kjau-D7Orj{aq$0>;er?+I+chPpARfkK^Qb%@j}iRs6MU8g*CU7fm%1B$ zFj18aM5B7t*C#RK%B$wo*cV{NTMY@@E{jm9NTchQ)hbVXz4adDk-JbLXT5oR?iTOX zq{ZFZ0-yCvtTZOio-oF{WH1l8B?slkNsJqL;^}yPbLpxS1u8b(FPnWMX-Ys zOpErS`k0qC8H)zOFD+HN)#Tm)PBaxcK0;U5lz3;?1qb=1+*wJos8V_xIJMjOK|wkW z8=WwiW1_v1x9af>6J~dA?`RNnhWzTj&Fsu7T5G!`QJ^nO8QE6BgwlcPTnlT$bbOj^ z`0j9Plht;Kh%~`LLZ0MA`ON7uO#hSp zsT`GZPfYyEpplxU$>J*p zuqcT2sejetzRxp_VO)8@LO>dw`RWN%ztRWQD6f6la{VrK-CsY902r3|^2tuP z=UGA@YS%db*~(@7)wm2`%rx{Z^;+Dgv0^2DXQAHi?8_~Fu{~x;iwjL=@YtSD}#&57sl@wFqA#-)KTFXiMovXzSz z*BLg|k|%mdzz~VVZW-qM!AR-+(_s)%VMf%@sU|UaU|9b~I@kCf*z%IV0r@=F0pV~D z2&M5A$t`Z*g;TRVnB>yj#x*ep#?5tS8yxe?AJ?!sPr#zjvhGvPylAz3o!`La;8+21 z0Mko|Q(+x7Ncf&Tl%Luy^AJXt2uGIrex*`8WGV@*7=HfmQilGx9eDNuviq}cvBsF2 zjuRgiiCo@xv7-(5O?$V(rk<;p9WEX{$s8Lx)k~?+P%)W`xL_eo9M!+cf!Bz|>l+16 zBQpLk2P1+(>MUu9Zezbp{bf`4f}{jZkGNwRXe_(2t(JF0vFBueyT~By+ zagDj&v&ySPFY?-{lo2Pw9*Ed~a9p5j$B8Xi8oq7Cx62(KF-Y~xaJ1w7F^=*vNxbYG z&d!<2RwRp`{k~AYX|{8}D`V1HD6-<;>87tm`1a=ZyQ+d_VPEfQQ$@WkBhvV-;n=_y z?p`^gNPvo!v?g6>xpYMzoL2THy`=n|!E6d7)yUJAK{qNrIe+oF>}JEh@bh>j2CbGID| zD6F?1W4-nFb=rr^5b!MHj&Z2W8U7~s^$q(9DDEr}NM~ne9(Mr<$>8>f`u9WaBaFV6 z@(7w@SP48*0biX||Jf3^2PsknKDU2X)*J2o2ww@^b;Q!fjJs*RKCr45q%S3r4hMO+ zobL}e2Mz72P&Q1`tV*&C0Ko89WFpLr%sk2HV20LD)7N%6J<|-tif3 z_19+ab?R4;$lGJ-Nk_8D$sAf!thg33q)Cv{c|=Vy{|ET;8**oO3A~w(P%dNEXlCt} zZ}>H9)DxKly+OVOH)3V+yA=z&V>QiV0j8FFBSVPC2WtY&U|NmjBf+X8 zgZ^(Pud;xrp;asM)}Mj46DO(tuCItyGGajiN%JA;%QR{W9C-=97E&A1ML3%y&b_YZ z29i?jka9NDS;tRVesq@t!>xVdjVDFClVChfCz2~@_si-~#BcWY_()3;p7EL@uCk=d z9ooXyI6939PBR33Nv;LTGA?Qr3gwqs4=Rb%Yz2h3D%26U-KI!}wH~*niQaeVH$;3W z2JR|M<-UYD9naV&Nwi~0;Uj{CAYk?v430BBz9NosjXP!0-2GREG(Rbh4m9PbtzJ}2jL=O= zZKaxh3?vS*i~5IP3(xTRzcEZ($Vmn34W^}khg@y{hpo4aYO{&jMq3<;6Wl$xI}{79 zK|_(ErMNpqic4{A(E!EWwOA-_#ogVtXiuJRz2CdmS?Byp?yR{dBYXDjz3002P;7+w z&AL%~ZUu*)M;3ep@zl!vo6w{Xs$wcv^~0+RaS=QWUcz(OW$pMS7~-zl8K5NV7W*}V zD2fliRe*8$gbO_CuLNA_@=>#>KN~EpR6ciDbs$5%1a z`6^u5v3TocgW@WBbZ{>uc9reG2?L`JPkxW47r{T)vl$&^FE0LUO>fkLX}@eAAsVHb zSy5LW=n)O<(#Oc$cpHF~y^Oa!vTVWnacr;}#66DvHTkzD>XZKg_Hq@%*D>&I&W&1DF!N0EQ zNdg9Nc>IsjP1TmL+=IES67pd9ao4RvT{+rmWeGQ8lP$X90xZdQyUabLnOP!N%xtsC ztian8)<=^L-t}Im}zKR68aT`^hEm3TElKC>_<3+rfK71_xJic*I~ zpK@%}`Q~#JI%Fq6??dD9S6C%UEb+#BONnq~Wr1qAL2n-q3v2b|<|a-fHHkHoCBbld zjup9poTHjATM&D@daEfHK}ex3-;Xekeuo3GS)Xx=ohjX+h!~;3y*vTR<&=9kreOKb zF*W2jw(?bKjPC)2JOND>1v9Z$7^##RJ0dDLB9)N3$~S}*E4X^Ksy^^}L9WJoFwaV*>;1)vlLM*oT zh@-cuwNg5EC7uZ#X026qQ0TW*mV)rXhAG(%C31@}?h?nKjl_8;D2WV@9rn+&jf+~! z2=!sQ{=rT-4~TNP3FKeE-J0mDptM|CfI6bRt)S?Z@P)le8OQpG_JN%EK><+kdgF7< zg4gjhsC4W3-tUqua$o>0YD$N*ctz&mt3RpG4o_xq4Z*5tgRYaq?O9os+vSZ|FdmG= z+uYS42)(!HSjdV^vF9{0(f`K1E}Sq5CfHO(BbG}t{Zam_DT5DXw8O|ut1UY1*C^48 zbYPPqUgvD}s&euvYJ34z{0L9KYL|p7?p1z#Ea?m?q*1zKRTE1ZyxmRU z`k)3Vr}Abh>^}OtI8tZ%LKMm^!p`x1KxO39rK=Dd>SYk$22U=KYusDQ*V7RP8ewQ? zx3E?Mc~AoQxhE6In|p}tGRbt}b4|1M@D-;zPMxEY4<~1}j(t0g zX=)!34b6f(PFLU6j`AgEMxH$qyT#UjkOTOI zLa}yfjfq_*=LfimZA#G97q)_lJHNHwb`p#KP%3Fgr5)iGv?Xr%Sd)A5x?UmqFUtH* z_B$G!4Ybc0S^QW@h z2CGi95Hu&c21ikq8JiZvfg1A7-h8i2=&?&Dgoa?U_M38t1+y9r zN8?}78t2l#K9p45lk$I1(j187kj@Apa{yjpg#zV!+D!X!35=ZSOA~W^DLrP@JkE$Z z=9Mtr4Bz)@ad-JSK=6J`MVfDczD$e_^;acG)ZyJ7-Hic^JD{C;>BKnc6!Eh8id_lM zjrOTU6aGKT@OR;=;-{KrNs;@>S5u=Gi>Kz0k|nGT$1-&xr{qY)#c)N*8S2{@%U_;A zfg2%QrKnzb{f+q-Qj!sfEJ|64DQzC7b@&-KGN(&^K}puezF0L!@nKiR;erQ3;FD5> z@V@;0)w8kk8pV1*)ARQMVyB>oS-DtRx=l4Lhn%$6&>UbOdwJzdh>2UiJD&`q zk=lD?)ekD-O>H0Fdm+RO$}QjtdZg<=Ex7NO`vb%{fi4__?6joG>26KWDX1H7 z($R?;oA5qFURiAQK?+*yX>9#*SNkBU4zX^riH7r{ z35isUs&=Lo4e#wq#p5-9T3yFkplro6b95=axP1mH)6ecd4|x>eio4QIR#;YWgraM@ zVs4K`?ZO<+iw6Tzi5%0B?i(uDhrrJvi;)w7uRCT7_mr+AzNwz{az5!TKhfKO3piig z=GQ{-s0O~Pcxy*|<4OCeW)i_C6DcO~)3Cw5+*AFw4#iL5TTw`ND?u7ok?}9r&4#7h z@Y-6kpQp8E+qD_|ihaCzMN753pxR!Y-zJz~qu;Fk=q{fj!p@i}Ky}#@m@GE}@zf#D zhA*%q5g7?n<1Q{#NX8l||9rj^Cvpq&(#5nWLU=1FUn{_E`tf`4>Azx5BV>atOnR6& z2M+##6jm6sLwnkovoKYpIj+B|BQA_T{5=ivK(p z9Go+Z8szq7XKHJTW&RUW_{Cl!Axjh#k6xk=7#)%EJ=@nPu3Ztrm1ELnUTIy%$%QVe zh^Il7>KPhZvS00A@nD`gX(mK6>FUfMwX@VewlF+Q7VFWFQy(uHJh~r;3fD(sp@Pd| zH|?!q>p8C?G*FU>LMj<5=--W~`lLAD9qTMr?r_RxYhE3cKKBNvRRmumgfG>Z-n7qf z1?SH{hqTT3QC2u21dY%YG3UtNw28K<2nxlIk{gU$%NA3BR-sJjjO76jx&==zCmDt1qr)@8RDo^7du`^o{H@G7&-dySovuYcmO>;NeYbaUXRp7pYIO-oeQ&R5Ru64NiZIEJW+oE164) zSh5e0w!o@B3n+ZG3!bDQ#UuObTO!IS{P}CHBN9Ux_zlK*)Nv+$suTxvkcbv0TqxvS z&pT$ftPbZ5pS^|ms>)74TKMIj3{}ew=O^e`rpeED*{OlsW*3s&&=$A3s=E!*# zRYmP8V`$+t)I;nrwxyYpXK1T`hEAAu#S4aY-(5hJcd9s4pDPxcX8lH{9fhR<$sJvxzU{u3 z>_;Uecf(h>4B)Y6(vTmuMXgxrZC3FDBO9eR;Q|!6U`#PsO12L%(j6Y7cogz7t~Spp zP`uNd+xm%90&iPHT4KK>W|nD2+7whP5N9T#RW$;M++cWsr<_tYp+-CmIqjj zqRB+PgA7HYj~k;J(LmKFdn#&x>mNFLHd7idcSAKjBJ;yG-g6!y$pGBUc&RT}Ci4GT zkR;NvCr$r!wU@0kwg@C`RlM_#ikludoE!tkxiiF8E?p#2AEVWaUT&LCn0_KlUC`mf*S#W+54sW z&o=jTN1BUsrUZ%hzwRBu{w%EKTf zbp1ai+rE&ax{kJcaUyXYP++s1IfW*so^+ zMrkUk1h~GqT)Kc(J!t^!!akG#B!vD!@OWV-LRkFAEw0-hx0-(*GGk)!CBdP(Y@Wrk zXnP;N(d|iV31P+9Q;@GKxB9QQWM3ZAoVj|jlM?Q~>1p@$ouR^P*lIO$St z(Y>!-we5CTzcJuvc)j?^LLMZz;8@<$2_yH7Dl$>7(4hFuj`+Le{XS>f_vm742i&GZ zeZCc4*gjadWp8{cjqj=`mYP187zu0ajb*cq88%Fc+ny}n4voe9`45a{13H!pu(!8Y z4aSA}W2%3OZrQ~Fk)m4Ba=%gKM|h4ik={HwSiqZ06MlP@3;cA(&z*M3)?ZliCWJXh znsO^sG2tUE3-WT5Gszr{R`q3$VVldX)Yqbp z(9Xl|i9L+_5ML2B2oZ9Wf~0Rg}v|J?$U84l#?F6 zk;yCZqfpO?Ro_I{x#6*HOcJC~x#elNCO?KQmME7cBZ`YzO)K$%XWxnAX!UU^M4FFL zyBKZ0B*kCI#OAAN#r3mlWH&Wc`)G%>p!|a?^~wlFBGoK^BAP4>6UU}4*{h&6;S)(s z4io0N#(y9eAD)yL0($)VEC%f^Mf>a>T15s41E;kkLN}}w;3q082izC#KI5Gpu{d5{ zJvQbK3=|#q!8%$F<*x*=ltJZ`7+p~26*y45KN>O6cQm3~`?vC%E*%e6EU-zre(6i8 zZ<{l(?Bc;L2{MkvtVgA!)06ZtRir{KD#CN!2?EXxXffe!>y`GgQwMz}+~Mx5eFt|d zQ(`l;<1?s1GK*AxFm=?rL{<7y$G~wvTjkMSCuobzfR(GyR$y}BEYiu}Y`LpNvwYSS z$gH6eHQY(GvTc@*iEeKslhn+?fs($K;K_;#Dvhi7|lXY>tBHj zE`h9?cYz9_8`KCcv7RPYZE=aQN3E6m6&fkh(|sl>HRq*|LdyypaM2NRHztO*9>iob?F%IHW`-wAsr2|{>~H}>vNNQpKRyb0+-QNFmiU?aWA+vl6!Jx8>1C+zv!REKJI zpApBBORU_fKxm7&UD{BX)=@v=9R?gzo$2kP8#q(`Mm*Y~6gVQW#P!UQv!x=kmL=r)5T3fRN(CQ8~K=Lc(T2fxDe)@``oGo&kM^hRH(nO2J&r1 z3>Y-U35q`OGQ9r~h&x^-1jFsUaH_Vf8|l7<*ESmW4hMsTF%S1qXbqnk2gS2?_I2)w zy~0(B-9ggX=(WW%)m>(E+qyU|^|iBYtNX{ZtyA?gvP)Yr63-2l&oUD_ z$CzAx*n`QX`1+FU!eh9FsN(#jIHK4Q4#{sW1zDtxE!ORa_S6E{=ix6sj$I-IYDefy zu(H$DsyASH(*w?M*yUY(X#0oB&M)}}^_fr#LzRH%Zo}uLXW7~yp6g=N0)-x0e8WUk zp$$tj-E6>pp!!2LU9>|5y8&yOMX)E%IL}&>+>$4J>?qHBYC&qix8<6F{u(|NE+6H5 z$^*_R!1lV?qD&=XvATimsUE*YFB!oB@X||e4k5bZ^-%=BvDSuu`tH5~R}ke_U|n$) zJ{{qI95H)!d4Q#&)`9yhX4ZDACx>}#36zCL{11wt|fDHcSFJ+l^R4qxrTuY{GdFCX zy?P5;jOgsz6hh?2N2_EX;95g6o_27z?+eZo|QIrbQN%zOgE3-?C;sf#UHQPo$s;^FKJWsM6iC#O0 z1H)A@h<9q2v#5C&C$^Bl72PwBGVBgx)o12*s;2<3kul4oh+J)1^T5anS2lh0DTUJ4 zB~dvrFjj~pb$#L(-a@uLvI9TnD03Mow@XJ*V4G>7@B>p(GN{&xao%6Rp&i~Hud?mz z01+jCp**EP@v&msw_=GK<9Qd<8rQGDyDIzh8rNuGm4Qlypy{UG53EL4_+yg_Jy|dl zxlLcS-qTT)%nH85Y4s=w{U02K$JHnfAL9xRkVoUG& zrAs%lQC4GVY{VNqrs++-iK4k|RHFmPv1->^O z@Po@V$4V&yj(A&uskAPW*(~v5E*-%>+|0wsXN9X)`R|C9u5rMhimAxG)A zV2sX`Jf7mr(LF-dQzw849H(*E6K?1{4zfU7JO1d_4NmR`$VvprBI8+GtAr z#Gm~l&f-#t_CRa6!~1zfS&4{ z>IT`g(b>sS1cvY`x~=~3h}{g6#&31+*1F{x{ij5#f}cI%b%BzG??u%B`s3@req}R6 zza;0CwNo%hm$UZ&p2%W~{=(k1Gy-2?3w<)fEemob3E{lKund4>I-y1!=7~wB`b?D zn(Y%+x8LAyhl0zSs|!8YFfObs?{lR2`J}ld{DZ3oK^=}=Mquvj$AzuY!Qi{s3FQaT zPePztVpCG+!n*`kBlE~D4AYsvbGR^pUbpr1a9|fs9N9l^kjuA=mHQ&v=<|?*@nO<0+cvkE+jhx>vt*NI8q+O5S$1p36;rk6{@0d0coOim8MSa|CtL>g~?ekn)=TeG-z_%)3Si_b&RQ36Q52j_f$Zg7m?VrRX1 zUzIES*V)%9EC-l$it0JU6>uF`sPZ&$HQZst+v21#)Rr8q&Me%oB8-+FGw(P^Ozt)K zn!Im0K+tD3uwdq!0CI7OYKJ6Rf-rh)4jz!h>b5t~A6A*!3XPA6uAWEHd0Reu4GoQk zt42PbdzJ+Qi7+vhg9wik9`}{&_D&|tACr=Qa4q9dB})c0DJS7C5B8R7DE?bBW+2XO z&-wdILa$5gyJg~1o1=d0VXsz9^~N=o0H%T>cy(ccv2-yy9%{>Ffq#ah0Y}q0o>*~V6G6Z;d?Pq+ zI9t*~aW3#Rzi_pUbNiJ`(GOgs@QyWC;Xv?j?Df4& zxw~e@9!613aI5Fry}abJ`rAUPrDJqp@=t$Li8VY&xWTTTJ)+C&WX&)q;MK!sib=_; zA_DR6iuw!*rxcvqp*iP&*8~9U$QJJnPSz%0cD;$vm8o87!fH50vq|z0GLAc2=4=G=0EH#d_TcW6~4*7#KP2}Rj`*4G2aCPPcC`acbvK8z2kr>yqa26lGh(gY9&#<3& zOs*e5=jFJbbU5)Wg)io*i>V~o;z0a4X5rO)a+$23WBqcLc)DO+(+B@W&FBvi37;m@ zJ;Ac6>bAFthdY=3!ISI$9G1@>Y9I>-L9))8mj8tCj3aa0kii`sf1UJVIIlAC+Glmr z;4@ulz!obTBeB)OMm+K@#tG`%NVE+%Jc%t|@Bb;^DqFCkN>`U0pZu_iOY8i%Ugxwd zdMIh16`LuF<2y^SU2Yy<>PpOZq`PS5Sx!81N;-4q@-B@T@J~LSzRAZFkGvP);uOQ93~(=kw$lALRyUim)1j-T+C?E zZgDK(9E-_+V+m8*dy3*WWhB0Yu{wm{=M}p^t}(;L*-KxR9Z#{tjQD(J?meUS8wrsH zht!T1=bX_WV*1~kKj&MNo5n7#4&+y*!byj1di2LA}30?uzGG% z%v6~K-#eQ&Y{0%Q(aOs3TNNJB49chbL9PHhJQ&wRHmmI8O#&ty$63;5*UK^0$DP>f z{u0i<-lC12BU;UH*}x;qh-7Jxx8p&`w(yC(yyF>R(dD49mw|O*);_%h;h|3e@i3XRv4DRgvawewK+8;<+UWlxNr&|T^{}< z2~4xpHj49kRA8PglIB|Q9x-XM$566kV4E6_+z7`3rp7sn=w5GbhFfNQZ= zjL$D<^gn+_;~q+Pc#0o7mo%pB6!l68`!k@F%Sp-bTNcnBO?-^o6rF<}p}{=zyIg35 z5EpixL&3rK8%JNpm>ELR*`A>+K?M^Dy8xnqpGTV0m1UYY|KsOU#czp8Ujz3n_j(We zlmW%XKL-i^NCD!rzrKZA`h%yLV=bXX!+n8C(mphy@stZuLr;d&ZC{u(|IYje|8Vlp z*{xIcc5jj{ygY3ffrevjbmeyr>TkL?lGlHC;L!K50B&CT~c#jVCzOtumV9VlcmIl^`nolSE@X*IT ze;^}>@G7!se$Q*R=QiDD%nVazTNG#&7YMm35!%jf&qnu zx!%K=qOaZRoiEluJ!};S6(QF6VkGYnIfw=UyUHz7%eAC!7JeuG74f>FiG1~9l$6wv zSIgp%9Z;R>L#uq;E;oFPgD&8NhXn)2HKE@3pKxKT(ttkBgwG7%(Yp=XD^n{xm_lj^ zUFmzr$NKJLo1u;$D50k1M(O1`Q1XGGNil{W(#|Wb*=6mvOP)wd$e63laI~G(>0W8E zpc(u)wNNZ_3%x!^UuME%YqS7(FQqADy8;@gSS}9L^gY5dxRAhyQSwBTIGOEw1|oKv zulwWlA0NS-MqW?h?h83nfpox{2H=`@<&O_O?A!K_BlBh78zC0`B&#*Hf3i#FZ|S^2 zE-Vx*y?}^a>R0tUhmXwhSbhjObqqHjAcel9AS);F#(x(91|SzqqGjwsqJ&%Nscma#x_1!Wetp>Sl=lKDWfopZ2qAbmV z9R_;mxlP`HF#~$YsIQ||$|Wg(o0`?3!7-S6hI)aleFN%!3%2Tu2%*OoC=19-XA6Ik zM7jdSb{^k+8Kv~OoBef-3wx&0YF%6J7I|awUX;1Q@Ggg9v5O3JiI6EYfeTAr&i@fe z4qZ@dFox�(ab&JMh};Zw-!mKa8(g}oAw+GCfK)pB!~}rrr^xyPGXQ;J<&edFTPiN zAGvi(BN=#qNt}cR{rg}*U^QtWQAES1!fbli==h2q6PfTI)Ai3R`7U=ywY3H*TfNlL zEW8gCxXA~eeBf$VDS#7V{(S_jyinWE8=&DQ^LTg0D%W!Xyb~8k&$qBn+U+AG-_g0U zGI%qw+S>ij(fWwR&ZGCtya>d@{ouQf_pl1xoo-iAV3$%&$XQJ;xUnNK$EWRcD;y%UG4%#nAqbie4!evWdE!BxuwwgF9a0i{IXRZS8XsZBGtbWUZC z^+OG@?Vk`{8!7V9Hu?xp2ZX6h?3>bR)vOo%!COwPgo#x;+%>CK2nC!pYETt%?|~h8 zlBhAB^qYBfdMI!C5!6{1x#c`G(#eME<%l%(7p3NiqyFP#ZG-X&5^24M|8A3gL(y$* zg5OzxfWhsd;Rovi9%-i1s!;YYuhv&#BCK~fvVZg3*`@4LvuVi0`U)UJ^`UxNik+@t zrY83#x-?QEy^oxxZ@22b4!~KcS8n;fIaaGf{qtqspwZ6I0B$lWn6;Fa!?Ss!FJQvx zZ&}0X3}Ril-vG~9Q~~3ZqipdTl8%}6B!^>3{i|e8+V}ZIal}SxgZL^@Tab|g??cpu z(_}h$dL=f8z}w?Qod^YYQb(ijP}zl! z3^4&b>xhs8`+m(I(^Kp7k=v1>x{cXiDV~$%3Ajgu`^IPJuq5}*GPdV#AfT@kPK<7$MPh_=itZ3AO#l!T-ZgDNA2qg8MwmSeCKZuWw$MlCu{LY1#uv|!?M@h z<+r5V3Mn|g)FC0pHZ07ij!M|Y<>AtW&uX;cp++APBxUG4%LIhbe4QFF-y-ibgI^sR z(m6b;m`og?3T+9Q%RY8PA4aa|y25xN9*kQ($>=#4XS-A6t#NSx3Td&3ot;5-y*mG=7{)Is7gl$ zCG^s{i&IdvFweh0c1P3`j?Os^=_!|*^kkX>w^Dy>fc@2S z!qcxunH7R{iuakDq*}!jphhVy?=tKqoORY-c2o{$1(f#aR28_q0sA4qpQ?`EQHJ}k z6tyT7mJKoEw?dF`fwnbEl1x3y)bUGw-zy^|dL{6@T+vyC4A@E*pNM+$xJdw7vS z7Wlm^mY;UYMmxq=Lr;e?{$@)e$D4b~sK!(>RK?PGqW^bGj21{mk2y@(bV@Ch4{K zyGzH}+?QvX=vp-Iv;Mcu_ERL6?6I-6l~s!C5_zZp6%UG_}#T zxXAI&zJNd`uRo3>Gss*PY(lacpx(wwH3bYq1=DJ7{h&FE`{DLFyKCFSDKFd(QsUn0 z`bO&x)8kyfU!+Xs;O%gln>(n}D@5rQdHr8vgY7aF6Fq{f0o9%3l4cq#fsY}Y^wH|y zUA0u1B&WsC(NrclXrm7={KHueR^w3u?aS78{+Vo)<8-bx@^r3|mGqCO4~vK|xHSlA zZQNU~fdu%<3h6QrTOmSL|KilpBzR0(Y6#~WGRJ?Es-2lx9de?#AIO7U?-r!JhdBQr zN0LswYIasDNgWyWw#^jj-wDNnV=uUFV`}_%IUa0b#Wlx#R?nl>MP}?ZtmcFA>HVde zv0=ImS;7s5T_#VhmVNma1HIG-*bK`B!X&;h7gaN}CjZ+9<^;PaOiDgud70|1A8*R> z?bttT@=#qFmSd&meS-}MBv?GbqpW|mhlW+t!z7#XwBEdW6{Rdw30jZQCr9J)gxQ5nB6~e zF^u_U+TLf_L8yd%k}VWo^VgUZ2Sf!St=^|e_DfyT_*+m*p!pe7lWLGzw-gD1F4?<# z6sLff1zHN?f2{b)2>2@!Sg#7u;F5cR?LZp&ja@T8$Z zH8TAbt!T2$fPkeNY2@gH{bAL&=rcp9)*n90^(nrjr0-Sz9@XQgwS=WQsO)E+y>rQK zG)8C@Nz$h0?_EE9?;jYnkPuTck3kYXZzKPw)QGf0imKGVg`qeRa-lVWU?5ndPki`& z23y$7`K-=lQB=mb*d)8lTh5bG_^pIf0fe#t_fh}qm(IE+v60RIJ~iwdaW>LSk?Cf` zq@?)<DL!obt?E-Ta)VHl69Wr5Z5TGQV~@9--;T82*x|tO*s#$WuZNH6ap#mb}i2Ohlz|BlPe??MqTj^EV$;-7ZR&iq@1n zQN*j3H&dT6QS?fvI0sfb0`QXWvuTKA3hmCNYxJ|th%w&iI@{JziEFhYZXLnuU3Z_A zY}VQ&ZaS+$LXlvxqb5BAs;2`tQ-wd;)fQJ>vdfeXpZ!A5SwMr>@7TN;3%;O5xOG>O z>*F$QBn;1VuH(+K%&|q0dNFE|l<0i6gHwwS24>%pp|-f)zv2_l(g3%S6^p1!6Q`z< z5Pa03FH;r)8`}g7OjYPRjkT_n95`SjI%b^nr1Bx_8s`}k*-AL+re0CLonS+@B}Mt5 z6uV+39Qw=bZ;lC~d{B#RbXnuLhzmJOV}4eMOw&t7uGYTIycqN)Oims}Zr(s3C5HAN zNzS&o%wIq^(G3|t22ak9Qi-tMb{)H2*knv*&e84W+kvid2G8G)orNmZZ}F)XrJ@2% zPCrpDLFDqPB6Y7a3)*m}-MXFo4V)?jLm;gz$zdeJpg`@=*E8X9>$W%^*NCbwxM`Ke zAOyDisDKzVvyQ!z1C#?qjgeA%Klf3g&;7~M+)OzI=tev5^=3R=G3A7RZIBGUX5H9b zEtRh)`&{p0i7jE6rI41!{zv#^0u>~JoJW{Ny zXqOXHr703qwbi6D8IfClB35Qh3W%JXoP{%C6|VttYb8X_=f<`$ou+vKoD&&YLgQm> z2(0-8k-b?MRQOEh+XK%_XEq(Cl>3|ebGn7`*;e^1DqjwVMbq?81sTrQrlfXJ7|+|= zj06B7A+RSHr{UE*BTFoMJ>-H71LD37Dk}kgWF9n&6d4n3I7yvFSxt|BRIiAhIZo~d z7x&_&4Jn_^QIA-zPEmoY4I+>qT5XFzlUK-2uA~pa@7OGR<1o2ofUD#ury)FO`^C=q z@T`27P(QMkkom&4THJTH>%GBk@f=3bg>!*_Y`kuD-uY%t0fi(IPWfX(sV2^R0p^5l$Z<1}}9~x}OVpRSEA~EKLfK>&tiAB9$v$BL;jOs|LHmC+^1TG%&F%#YGmCoxm z9WR4Pic-+o237B);WxhJ<5qyCyMG4EBxgWdR+sZt<)ohYN#wja7efI9TG5%&J55G8 z%C)rMiVK;n;SS}$X1Ln0M~evak)t-n3fW4@5}W|Lm(AuJI=lLQ>95Kj?}9WrsiqZE z6mi+~q!BR@rbwiyROW*TcefO(^mB@(QYy)iGKDiRdO#^2!?NVH)#_YOe`&P~EprL{ z64OxL(yK+NeEbAOX=5jH9&XVpBzbWuIz?0Qq`pS@0DO$lcScrt+Tz9c$EuB;@Q=4XDVALCMs$5#G;2O=ND_}YFs$EkNbq#ejkEL!9N0Z*(X6q}Q#eA_KI(VZ-fo=4i2*wyM< zDp(P1std*pmjY_n_BvH^4O+42C4`phu>XDssO22A)K6BZ)|ob4nuykXOWmlOP&pc) z_xzsZT({bkxMdcglpXffs$Ay{VV`f$g7Pe7i$R<2X1i%eQ9!wg&rNofNK+TGYz~Ii z(ifUjnaSEZp0|3UCP7}_tCRPx?W7^AJzpO0QnAsjeupt6e+_}>dJG9^XDcGwAsRm2 z(P{O#3l9ZFsFVj(I!h(*?`Y^Vl<1(Lc--SE@Ew0jTY2weNJk!~tUBU*@tHkgTE<=^ z(uw7^mJqR%)-jZ@9?PJ}o@zK(?_W$XV2BSe*3&D?GT5$qJ4G8b+^rs;O`UWXyk>Q& zSp@|wp7p;?5)!p~lX;z;^AHg` zaGFe5{Bfgiej&|77nx>7`J zZpD^XjD=!cUs3jlj6J0A+U zZYlj;87A2;Lwk8 zm4dli-kaHce4;UjKRqf%az(Bl>$)P3hu|m&Ql?WsOXY$|OO|1r)PcTF%AaM#Zp6|e zTrLXv8Of0_5m4UJbXO*_>@)6fkg@b*e``NQQ4ZLmiL#x6d{CH8e#qQ4{lB>YP=t%t z7(#-iyJ<{uxzR}e&&&VwctQP^lhnA&5NP8An`YqE`7VH#3LI@bdJ}f~Pxed5IX~!9 zsO74Rz__`{RDel{Lt)%WoXvVJCvBn0h4;w1fDww#Vb>7_~5 zT*7?1oSl4-)u{ymaE|4^MuD2oBM^mH=vBk4Q_I`-`E&nIAA%#o-kj>9V^fZZcuAdA zJ#-eXsi&%q$&a-54<$`@G>#qu7*`3%Xy)1)-}PXcQ|YN?_+!Dl{{QYwuma)R@%B0l zmECMvA*=P>c3uV^JtnW{WKS17n&`uq=aTn6t6w-}0rRVEmxjEIU#GrbZGf|$1=RIE zddZVDeP*B!#DKQY;z(eauyO(uN7}iDdvLIojE=dLRK>aQGTV!|tGoDrJhbsE9&z2e z0Fg7y;c%7e@2W#6!A?R5R8QJpWkp@bPm?Qdodz3cFb(iuTCyDPLK|#nm2-{>=n)NJ zijYVFSDx*3r{>{|Vxj-{B>Xog{<3c>;(f7-`|>aTowcx{ju(z3a9;9Od+{Bv0U}Cx z#rUSKuyjzX1VOckG;^)&;tUGXdbEm*Dz1(%q!a@Hy1tKrMr49cg&;v!}7F&C@@>70gp;h^@miMRZomJJu7VtX;&u$QU6iVh8 z35<#KzqJ~iN2~cUx^9}`X<aqsPGkD*+Qao*+z^@W_E=|h%pnT!f7cHZ>f1Z{qJwgoNibmuvuFUD z!mFP~bm1CD!qDoE!BNM{X_<-nUWyTS<0}0m+Gyj5l`w=MorFobkoGTUO}+s5K|IS# z&N)}*Q*-Jh+P9mnbQ&sat6yh~tyv!Q+UnIJEb};P3F;QhDkJ^wEW))P>LzkiGHA6K z9Q*yz?EvQ=U-vjeg6O(Yx-ESH?@+IgxDdh)g&3|UMTgcNT2uO&hjZo#EbHA9M|=Hv z%k8p8yOo7BwmJ3|f5>k?hb^vH|4%RD=!0r;Kh53kkZB{R-JZ}UZSQ7c{;#IkAV*+` z_Tlz^%cPB3Wj%C$zm{;)VV*fvUaESC&x}5`$wXJ`lpyNa2nUsf)H!}~zdtg*-RNu( zFld`NVRS%kP94lpWN9?suqF6`sLV}6@tN0OPJ&{^9p^p`%3~*t&ebZMV`*Td$!@c+ zz1zS4o8ieb=O%ku;X~6z;%MgxgM|Wx$9zWDQL(1_|t_$s}zI1T$eI+Sfns_9x*L8 z)ev0tlRh#Suy`@Pz&U;=^B+(;c~!T55Gy`56(zO0wT2Efrwqn@VQi4L!1|WopF>RN ztKHGM2bK>i0~+*2P+%2l6!PVq2al zRFTv8Lf}&{e}F{ zLWd%TlL<`P6VEvi4W>KS=o{k01J|%pofpo=pG%0TXp4}2w34!EZpn za%N^uIoFWN5NilzsYD&AQz@!DJW!*o<&VZp#8vIKsXmd81q-a333~lsLm&h#kA4f` z6JqS2AGBQ-kT0Ro5zYb6H98ja3I>KV0RKyBNXCzf|16IGgoqhwkU5cxPCz%biiOPOr`g~@m??kU1miEZ#q{5hF+T7(?3mgHSBU*!Dt6paq&>;y zx|>;c9rO5K0|N~y7{4OHEzziN!0fwm>}4RDC%!9R{$VqM^xTTw|L7id`n*5xHyW3a z75_3XZPK-$iTpjB-qU((eERAtx2NOqBg*xpM=lPIR4w+|zr(3hPr~QwRSZrVX|m_% z=@o_s7bs_RUx;p!KdpYJJ*!Cv)uLJt`7!);o@k^Hd;A!385WqAZ@D3 zSo~0isD3?~GOlpXRhdXGXm+jrmj2EOh53IK!we;oBHG8k(o5?pjiPNKoM!dN_>}Q6 zXpxP32L3>f$Nxj#TZcutb#K6cARrPFA}XOsNQxjGqo8yu0#ZsNT|=izDxh>Xh;%oI zFmy-`jnYUdF*JO84m0X|-rxK0cU|B0{c#iz&+NVS+H0?MuY0Zi45FI8^nEkR#neaO zS+l_2$SX6L1{-P9vWBG8`T3A6S1fivIkLS>?*0?b5SO zFJinM{)k=g$m2XIl-P+UwE6MPkR~<#D@W&dH67CK4ORKQA#ow)ek;8YoT1{jnEAS5 z{dHyW00ZZe;fbEGk2Wy=uO)c&v7~HfqtoiKCc1_o z`lF529eafG;pcY!-7+~1=v{dQo%a57xvdEEn~w!yvNe@b41w;5>o%v#asj9<|H%&d zY~()T`KIw4Q@p~P7BZ%#dshB4$!hnhFMH)tut(`MRVYk^rzKHGuHfd&6bQJdA8yn1 z7i!S&eB~jmB7%Rfc)-KVa`}o3fi1(~9Fg?&=6mwVTDI>N)lw7w&ZGmo0aiE{7H&+6 zdu1wDh>p--+YRJpK=~xE`^nF+uW&Vpp5K_*Dc+O#v|1CIBJpeB+%q3$OSZhCJouj8 z6N03Dw4e9!#|Zu?xoqS^(agfkIz|FBREp*!ru$}^#qfr~c56;vpnT4Mg5OR1fMb1E0TX26-7T z<#Pp!iA8X%^rlPSBKqKA`ka8ux5-VZAd$95e?JG_5@y3K6;m@M_>7uK=255)+Jc4<*Y!mtCG9O>zZHlwxs z~^k?)pqTi^ib>{;pjB8tDMzIC1yr+=irMYU1x z#c%I>2hR;C3S^*}pM021pij$J$4eBSvK^~jeZ(7H#n}~MDN-Y2V)F49Gm%bN^aoZt z2u&rqgiS}r*5>@7RmW%=ZiZ|U=G|GCTE;^?T)DvYM%VMF;BqzQy{+Lt$&0t-CGS+y z_X8Eh2B#TMs?@aD#D#829lm}>0^d@L;;5HD<_b+Q%J z5H5~O-1hZ*)4ZhEiQV#8UYv*GhY=Fkg*PC;qr>w3Z&SX`g)eJbv}| z3fC8~wLaCSnZh^Q^+;ioA=gz!L@-jFn%mxQ4kR5taY3x6gn&L>D;bNc0>4e-ISC%Q zHxRbtbXW28mXPCmc+xSf*Pti9sz2Y|l_5~T@@~+g_f7Nl--qmTS^%IsXuDk;wzH+k zJ@>x*ZEhuE;=5EaY>`PT^DTUee0xgx5XW@82cGR)F~U;6J=W=kMQf+r@?17=vu# zt-y2s`LDg#6&aiYv!Y?~B+A5ORG63UU%LMgLK2=_cs!)}?0CDYXLWV8XH{7K}2Q1}3C&5exRlPSH98kIoAN z3y-|o>wI8A<)+NO)H&Ef7{n%J`jVCy)<3_@Afr>#63p^Zc$i$7oFlfuSw9E)^@dSN zE@Y;*K;nWw_&9P5DvCmpKzXkb1T&*jyt3w9aSTjs5(r%f7It8oRt;4(FBXi-=T=-U z9tm^L1=g6G$Z6@kApSUbYZz)L(wO(mmQUT`i;}5|1dK-D&=YVr*B)}N z2BH!V9PGdng)aP#8<6D6>rU4LQIEd|lV5LtIiLE^*d%S$V7Oc|zf)}Nz$RTk<$5eE zm~y^$J|SxIj+@})Y%j0BLVX-NunJe@0uV@A!sj~pyXS^z7FzCFG;-vGQnSf(5NO3@t`Kt(B&wdR_z5_(1G^(>3I@_OcH7|&bGY-KwCoC9_Qu~d1 z2`t!+eBr=g)YKZ6!0;4L?>;|Jh zduK|ox(q(Oauu&}AD`SW`NM@uf9ybl%FQbKGbNKqF$3Xl5L~;2R5{qwH$X4skk!jK zl)AJ-d%;{=RZ!+@XJg^bJpiI|3<@xv{rfv5(CLX_*8v3(L6D1y*$;f!_L~he>TwAb z@c6Bqh@b~&W3PbWN))c2kdZJGc~U>xzko+BSp}`)MTx>31U_E;(dHuR<0Q-rG*Y*L zcnp{DZINR7?Zsb3?awB1Xq~47Z%{*TfK@NLQ_R1N|WKz2BBg69TCMh$=w~obr zw31VRaIe|SB~ZeV1HC-PDAIfl;c~n$3g+rr97{1j8;dTK0Ek+pv>1Q(@7KCu?7fvc zD{4T5mFD>5>)^wk-mNL9$4R8YKuW$~-HObbf4p3~h{T z$d9MCaG^d9Nse}<%K+kqOWbNhig|s;?j>q}+GN4d&Km6GsG)1Y_Q&t4h96>)GWWPs zEBXBE0AF|vM13(Vr1tI~H9?%g9!04YVgxfOX<yM z)7|6*5^t(%oe?^MoqG}H{KrhIRb_#}u89!s`Y zkW_M|7i*HNBudGz!9vN33ooGzNCo&R1gcKdNK0AuQY!b1CRfNzX&e? zl7^c_nVq>!4DVv($Ahl6{^Op(AKrTF-r-0aAbn5g2mZG6@6AS=3MbOA4a<~JLvQMU zv8L3N*9oMO`F9;4_$V()gFZuYK-4!H8(OI2KTiSdUZ)X@KM`Vs`NYE z?Jb^yg&Mz!kUN{szZU4YP0ePXGZbR8PuPCL6-ZNJEZc)NE(N3_a`|LXJDQIauKN4~ zYY*VEKBi-F-1MHo%6H?SMk$#T=`q{BJVFU41$;6;4oS^J;Ls`mKkLx%r$jy9S`fqj z^pu_BesX0cz9#xC6#{ioLXYis&eRpI3ie84{=yPJaO_V;on5lyc%91)?!A1%^7H`~ z3??;lW^EW)IKW^kKU-mN(4HOIyFhOo^jbHlA0=0Yz7%qU%Ovx=IXntL8$}IrTUKP( z&*qUp&hx~K_Z9qMGXJY+g9sb2OH@n@;wZJ_A$?(}8XfHHD9}kFO$?hhbAXhY=&=Qb zjt207Itg|#)FvwxgU3I(j|8Ed8|dgIXM(;kgMe8uUJca($Pn+S`oJ5tYPweBa9Wu0 zG-tAh0@;a7VX6j2_~dHoyo)l(@K&vtjy{JUk-pT0(9ZpAIs-}YYp51|1grOql&bL@ zhcCot?o&9ynP127wneIfiOvt@x0AtS1f??rRpwZ*Ws~>isX#cjQvOBs(Q-rjq>XzL z`)AU%DFRjOYj8TNvH;hmN=?qF0H(W+r;E~L@;Bs`9kFAe)@n!!jtgV?7eRmExrQ7^ z@*^QOBQM`>q7QmGc-&Ys`UrJgGJ&Q{hRq%o1VU^c3AD2{0qM9e%0N+?Byj<=rxZNk zK)IlJBtF7-tyBQpskNhOlEI*)Wpb})2R%9qcs%>{NC;Z-;A}FfywH3LX1PLCKNkc3 z7S16FL}L;Grf3nN{A;)-c)SX~9VNRDGJu8-B~CpgV^-)58l+$a zCJScy4GkKAbVmjBGG~|(A`14cr}bHT$=yrLJtY@X__@Gz`uux7sKw#odFxqXp}p2w zmrUw#W z6&xh#YB30FPR0>Goxwq z0n)G~KVp{!h%=|pM4K4c&=8XvdROPct|H^z86Ha}K^mxDUY2ur02WNd6%qbpC`VRV z`Tdi8ErIUq(!r1gqzCW$5RX2NSAm|>ltZ*|&Q?dk4)!S(Chk-(;XUKNJE`_^@Zctj~KTStJ<3h%6Ocm&{r*$e;#G)BHY_&u^)? z=ZZTy!rH@_ItyPk8GKE?Umhm;Fw)x&jgR)g-uM;tu%tI%^*Y=hP@D&=iBi*bA38sy z5b zfgApsf%O;ZOD>OB6qK5e_9I?zjFsh3GiHFTL$ngD5Bb!&S6ZJL=FQv5VzH-SLWJKh zV$nTFe#42&{#=;i>b0lmaEVI2^(=6QJ}QfEhvA?#>JN_8b!h&>`L9_yFNCGzF_!E01GO6{=6|=yXP%LJV*73np3btm^k4G0H_h z7o%iWdtE?xn$?|c$&<8^9Z{(SZ>6aEtiawmfbZ2&1uUeez5!xsv78kS+ zJTXbx%}^*F$=4R@yP*;+dSGHY^oe5EjOd5|V|1i};_xWd8nlx-&jc_T9PRyr@^h?d z=XwgZ`XlIuD=-||_$?@xwde)=I0;Zrl8ywK;|xBZq_l3F&XA4jDCretO?&jNSf9eo zYG$g=wR3+l$x3%6i^)f^MFxkU($)U>U-XlC3W&&Bwt!BU} zA!E+}<}zcCcB<}}7L=xOOL-Mj#as7kPfrdJ>Fe*rCN~zW_>X=zS^OMX>-1RWKZla$ zH8MW~9D+~hvX6BfuSN0w%Dyzo&PtnE^N_9q1tIxhu@k4mj#yc>M%b)9-X4|<@eksw zV=LOO6r7snY?*w&0+^41?@oI*5R&UU&qws9NfM_x z8r^^5$;_eB%9423FmS?UCGW0j|E>M`DBbiIO}^#3hYu;WZ%x)XE_x6?lvk1Z9Sprz zYE#ILr(8Gc5F4P6v<&kFb>stAvX!HoV{w)DU!AXgp?cXM_$;+e#sEhVq_9ytq}s0@ zGvNYd#MW+hu%?E+BBZ)2@vPk3w8X)*!-XhVoQ@1jFtJ==cys#nM2*H}>4s2%Y?eZT z!Ow4vw!ne{6{b=NcFh<|+s~m6&ZhF`GP^0KS;A|~9=nr{4?X4J0@r#37Ox9{^JbWp z0M#>}amy9%c>PaIha@85O;}*tqMiwfWq0g7#EwV8_5)+t;i5ooeV(LFh0zO=5GJ$z zz1fiYNKMQ4RNO{wI<9LBiwTa2+dqan6)dwzYxOkvch9Mvu{Mwt{L1ou;8qMhh2i+w z4TtMO%fKyMq!xT~u(QJS?&`f%LR}NS^YAmM3PFaxfzK?1>0?WSMcv4gI$oHoQNk#4 z>B5dt+w96PoW&t`Mv~TjkVrg*_~BLN;Tz2MH>BcQBP9FK;Zq-L4C)Can#+u{EEY>m zav0XI{esUlQWTK$G!Ni5{eA<~a<_rvB?}a)Zem|}3h|SUxn~w>qIi{>#t@wG#TOr+ zZ=C12er6?K$gJxEDLHl6LPQYJa*4tk3L-mC#u@tq+$T@IgnbW0dHQ4?Air#y#8qq( zJmA7vh67f4o@=E&BGf6k_%KfyZ69snUIf?$niUEQJqfHqm)Spv>`pu`pM+`(6N056p1|WBYnAQ`4_x>D8Ay}s<<=pI_w)6YHKe@Lp+7Ss~f|P2dW<0x8Wz4z5eYk znWe$uk``PQ$MF6N?3+kCList$Hrsr>$^*2B^*w}pvF>P`c@q+(!@89FgyZZ?pe8^& zLhw&1B*YhdmVQQHong4YpSp?Uc6=f_7*Np#jSzo(#ARSu3X(yksFk6!CiFic*Z?C* z7OGU;LZ9P*%|S;EBm~*Q<-ceBOF;i*0Lk#4vP7Nj?0?OVmrf5Pq-O6&xzGQ4;1bd| zHpm85Pl-A4PTn!AhE{4DMMX3_2^pv1ty~_4X*E7I2T7x8h*6^MrIxkRB ziMW)qsTV??=4+XrYdl=9DTudep(@^;ay?X=1U`HJXA`ku!!aUEI*f6DTmwZPBGs9! zgkxFz>(TzVSH$Tm88ZE4W@=U6eXpehgmPOz$7A2n`DY{UJcs~ME$^;%HW7=lm4SXd zXRU{f$;Z0y$Knb8*%R+0Bp*Ay^LV}AG}P&{7v|;{0?u1qve#+=rVOKojx?@Yjg@BS zsuw*ND>GvvpyZHqx`-xck-Nrx3zKl&a-y=YVeUP>WQS>1!h)w_>E>3iSf}pECZ$G& zWkQ21fVIWrmNom+ta|eRvxj9r&gwvVT3l*-rJ~3EC!CMIoIg{~g{Q!9nsaon6^)sx zM}YvQ%Tc$jVmkQoy&GcGIQ1}7F6Jh!`}TVa{+F=;9S|z+h_0U037ct-bfz~ zAfkD1bTqX$CldJ9tXH!ZzEMS6I$bT+FK<0U#LKT0>GSI~8<7N@wRafXOHBt1Ku8H0 zja=jOyKd_b8qim4=iWX8{Q)>m4EvaO+|7M@~UUR}A;OAFW3yKrzq8N=*T&p;q1w z60R4nH&%87$e6}-IuBelLCl>4nNWn|l(S_0>51!de+Kw^;{wkJi}F#%Xpxm0m+;O9 zmf^~Pq$@C@RyF6TEwC)g@gCoPf^@K=gLtX4ng<5fJOx;hSwY>?^~zZyB(9hne5@Fu zoc4&J>i{ei;pgo1%^PizDtwR5t%nyQciQ`*t6+E*;SjDSvKe+T$?K;&2y) zY@H~x)0!Yo3qf}pXRw`XbEDww#Fbi%4=-fRilQ+sga$8Kw?^Y8+jAYRtuBj&nCFRn z&YN@LYA<~r^Bzy1AS$9uWurKDYk;85^|hfxpt#?e;q?v?>M zgxWGeLi7ey0ypovY@2wdzN>av>G=7*$s)uTcngNwRdHgGC)*K@14`k)W?K(UON|Q= zZ@*5FQ)=742ic@#qT8nQ={>h@+*MSN@ehq6{jdmXh zCMu+7k^LxoElD?$rf&R`!?b1NVbJB#LuprPTG!R0esD0O35KSa4h}LA)?CE&dNk#8 zMXfX?%fUkH{QJvUNd^;@Hg_G@wfX{{g40eLr?62Z5tKQQ$TAkBvynsXIH3#*sg`21 z16kv&Oeaoj3(8W@0zVYHq{eZd;$KGpq|Hu~ei zeZ1w)!r?R`E^VhLyJBJ+_Tz9t+V47-JmZYqGc5KR&NPp(zEReEjZaYhW7pnrdIS1GEjF6;p zZbonncWrB=SxwjT>Ykuk7y;5Y?YFVqYOlShIKFU`4Zx0E3Pi})>vna(7mI4;;sv;n zN55b^nw8gwi#^)n^TL!TN-wz@v z64)Jr<)KYXBh0^m)t&BCo>eo2tES_eF=^~m!0Z0%JYg-Ru3H~BvE0e8^~Am@_Fr|5 zrF=ooQmm0rL;7@B7BI6$j@Q@w>|N_ts&EOfhX2$unt0HQovokGJ-HQLzN^?J{hMOb zpuj^g50k}w&bA~7~suIjNIRGZuRd~r`cHrW*Z!v0PM>ng^n-oem zZZ8iUZ~yYv=I-;Igl8$ziV3B1 z7{9mz&mqh`_iB3Tj`+)c=NjIJg$e7>$iaGrp-idpjfRsQ&W4L)H<~XRFUH^>O)MYv z_GfMp-(el|9e{?_ix~M9{_G-wBD4SlN6e`IZ-t6xoPRrc%aKEBp(Ffb%106U(x~*z zwZZJLU67!GQHy?!wksQMl*B&vZk)~3s*U5cyQ4Mt$_)|_rgswkPY05% zk5YG5` z>B^I!BVZJ77#CG<8Ee9&PdIIzz(I~ODB;4klP zXNu5h&GIUXbMebT3b_`C%lI-8ukknnHu2XLheHW7Uxr7&Tq!JI$y0Iahi36ngmclS6Y4r#cVfwR$7ZGRB~a>y57YNaqwRL_LGcZGOgWZ zzS8V#Vqe9yhij1-H&+mQ65_3mtVT~-Yo^ObyZtRR>=~t$B4;M5H%%8;jtTg21Pw%7 zgvzEuilEJR!nO~V9q{}B$o$Gprs!(a&*$lyj|IzLJy=K~+Rv~usw($PJE#f(@_T!n98jUjvMvIZ|p z^I`d}&S{p+&;P1oN^$IvcaJ1PEeRau-Qtx#+aXmojXQh`2$!zr8}j+eWpEN^!@Z>wX$6halxvIkqvP-dmvjDEiOQVWu!nu8xX`WNDv zmE6WHD)w91bnAr~-3zm98L?pC%GT!cHRXUvuwKV5K=8~(?azjYLF0nl8D$p7%#0JA zjpSSi%U9wlpNV3@xOm*o5<5C3kk#6K(cxk`25Fsnnk*BBD+mC!NHmhD&O|xzDAw#N z5smN&r&6kKD$Pp&k1OV}Nx?7>y22DiM+bcKJI4*fnQ1E&#qh~-?|muLi3F}Ka9M}X zzJT(FNJdy0cGMGZy#(@>$sl5p?NE`ycMgtU@8jZ>Y{DJXDH4tpLI&UhlPZy}gLOAu zmQwtx%~d=i=Y?al3CNjNj>9&aZ=q-e@3;832*}NdpYa*{mEW`1uE2?s00YyFm6_V_ z;lPV#htza;?439&ILW;A;Op@6XoSJ=w^dLjIJ((Vp<3EnQ0{E6C%T(fAGs08n*X!2 z%ywR8oV$`|d0S#EOuayQQN*T~Q0(-mL=66VonC2G4IkyO=j4DZ=vgZ9oB?%&!*>Gk z5qnJT-8$_WC|7|ejE}r5eC&>W$)%dv8L@j_x#9$sz$z@0JV0&viBj<)k{s@6C>S0(*rkR=vvC`x`<=La;0;%JgvuNPMy`o`KR`5FC4o7 zhM(t+GIb(9ej%~-Njc3Iq!`ot&Jm?5!=41$E~nx43J7#X!U*RBfC6lQbKV-i8sL)v z&IRk!+@HWTF3`f$rO65mJ0lS_hc?>d*JJR=SN1;Vv!^GGo%Gw8T$7L5D-SHU(Q--n ztl&2Y5PC$z8YoVcv_|kIFb+%q)Jk+&52hA6unMSJ3s_wZ*ds=fAWxzJD{~>Or#nE$ z^VnhhkWUnnTi~e;9W|U%6gwt=Tu2|x|AlvkXKx`AX zO^N64$`>+O-%-kKT@p+-h z3pgO~vqsumLTEQC8~_>oPVewl*hF^>ck6V)+Kq(6rn0c@$4tvZ6<8I3gRBu5$z(P= zd^XNJW&|&<6^c4>+K80cC%VSlHSm2|%jGy1B$HWo50>V>Sl+e}B$Uy0S$peza= zoy$H@N;#bIGvfz2!Wwikt0``Yl$IIleBN{ED=njs$g3TGKIgZx1$DX;#8;~2b?pY} ztgLUFVW=73a$M|FTziq$qzgJJXgrT>PM;WxD1Mp}JHb~+H=X4YEKSfdlxdgc<$1PW zroONerRyPGsp-1#@{WcpRn5ck4nZDq>)Td`&pPk8AJ|*1PgIrXt#2ws77!_?GrAj1{r zVVadX*ImS`;xU3pOfULqngcE;sQ1V}TkJ@~)L*0CX!$}w6ZLUd&bnbmAp9e|CYZGn zq;s(Cu0A_t6=i@{!H3x8Oa+a_#pve6zv#qpwd4;*&#|tv;oYLRLk4e8mkw*bNI?g@ zb!qf3!wgWU)$_5^^F2qx{WMnu0aDb^6mdVsZa?ZbOwV1S{g(;p!HX(0{j9h!2J9r{ zHm-4rJ(2=R2y9#Z{rY6hxV=#uK39Q$AeE!K948rX|P+;WEbI!Z# zQE@uC9ZNY-@<$ODHEDFW!rEbH2(hO z&2aDAMW#&0vLrqA1v@j?sgOJ856T9`BJ^%Aq5%`t9$R22u5Fr0*Q&3Qcc*X@b z0x%OWIijehert56-(TEyvNc#CrGmB{s+;(~hJ`!;fM@)v#NiOJ=cg! zD;J%_+n-;5@KU4fWrP-}KBm5d^>aMVl>6sk%yAoag#y4D{^Ki>PyzfT^Wj=Wl3XlL z_LEkVRB<8!31s*ZIN6(>Z#X@+$_}A_;e;c4dSs_j_}sg$x8Iqhy@EAU(ye|7Zyr^2 z)WeZ^8E5v@VSA}>vtO2T6xs_&?+pFcV8Eo)@H9JOU~tw;OWc3r+KFr#d3TMEbxQ;*y@c!!>XtDM82dDO9QlPT` zX%$Fq3vk;0_+$sNU!|E$G5lHC%XYx-bAlAlv1adWvKNBJ3Ltnk&2qVu;|qBvQk?N!-T4gr)gfRd>Jl0Yp>gcJ!;Yd~%hvD?td3=+LfnDH|u> z%C<0AYff4F_(T?P17jRQi}7~m!^m>s#j8AR`DUNT9TWsW;*p_{AP7?^Xj}zmHwIM# zy(AJv$L45^C`@suQ9P1_AR6AvbFdPl6FmjUHog2gKnx?E0nfi{c6HYnz~5yRcdk0D zBYk;&9#vb<22+Sjrdr`HppN&)?P1vE79M~WGw6cu!mumquHJh&!jtL!gLjKc*&C#h z6T=RGqY)uv3$BvkCJ!*C;Se5p1v3MnNv#HIQDC>&lem0oBL>4-Zp=Wp!{u}xkZ$E# zz

vNIUjlYH{|Ge4UWNE~39%wc6cDUPa_+V0nY!#QCX`2K4Lmeu4E*LLxJ zrqg8Nj9;V_5ApCZ$O;%A;q>O_T>k5Kw8G~CmJs~E2qm}*hWqRGt$f&OI|j%qjRHnh zLUKa#Z%6QUuQ&`&-D$h4M#<(^jxdk?f_$+=lRzcx&L*#=SNAhQ{2u1)P69VFBbu!3E79{U1NFgiAmNGE~8hJv!ri z4?i4wd{od2*ZFDktJ02mYeZ^It}ZP!WxEG5gk=?$&t{|#pc2Gqp0Rjo2WeR|(?u(- z7s=Ya4O3(vOo=pysS?SQ*XN}<`^MYfS~oYpbPVDYTD8=pCK;CKEYb zEY+-Rpx#~!90RF+tkC5#^B|FpAR8-1&xFUkfO)HJiReBcee|*B%C1f{{$CX-K~FT$ zE_x&|H0`o}mJ)UG?oD`OWO<*9q=|bRiv1s>MAv}eKH2hQxkuaOxDdXW{Ll0&(~nEp zS)+7k^8lOEs|vO&0) zlQAC;gG&MIJZ@gb#fqB%fz%aDenA3wkm|Z|`a*3RW_+aI15{)!uw{0on&Te3oTwn- z4cgvb|GY^j2vdT4?8@u;c$765Kx! z$p6lz3K0nYzPp7s@>VKnskg3a$(Pw(ol34Q`2JRsO%q>BK{s}2y#32pRgxL+FMy># zW9J)?zj(Bf9+4^L@>2cbA5q|p^tDJX;{1=6ztZwB5O`Xzg$c7>l>o0W&^~I8nD6!T zkUOrLE(u2WM_r-#)bwQ0hW_aaEN%;pZXqGF*12`I!BMqJyB@D+ z3KDmq#MObMv# z32T~^FJ!Q6p6w7Ar75XCO%=FeX#K&}_RV@^Mwnh8rvT^CSTybWUClYY(Z|P|>37Y| ziGrIk!w;yjJD@!3NoHz%&($Bwjz3gk8%Wt7kysEftT~+*msrwi+dN!YWBiGH{qsyG z@XPJzvLA{dB8&upGPncEM7+Fhum524i)shdJd>XNH@z}ov7}*>w8`W`h_ zDLKO}aB7{)JuXHI0|c)#tRoK#0zl}CzY2D5PbgHSN&^HhwewLOnuG@es6lbx29IKJ zHe6hWv&Y)*GlZ&$88Obr??L&aY(W-h_JiQrTQ^tP6!H!c4%<$SV_T6I$aoa>Ty0$j z9oZ$C6JmG5F^A&E1)&E)A6^!cE<9FMF;=Jfk{7Vz_K~xc6#Xn>U-+pcRxP2qzelf= zb=XA_Cz+~(0{SzQl(44d$6EznR6c#i{6|~9L5eq`bgF~uBADf&QAqauZ9&Nt6KerR z$i>_z_f;W1-7)m6gG(v&U2jyzp6w6BP+U^V_1KXvv^>m%ZHJoph)34=nuK3J;5MLaHPQhHSe7+XqSm?QA zsvQAi~7M$u7{#tYZy=MQooy%d%_Eq#VZ=D5;!O&If! zz}BJox}~}xl&b2WYnUpJjd5A*u=3i~tP8a7u?4z0{9qgju@#?>vrpIO(R9&OO^9r! zJyy%2?MMJGz*ugrKILrl?kba0K0N2<>M1{Md^T_vjjWNbmDa>v?^O4;AU%sJ4UY9z zF&a&9w%p#K5aL`-O%WN$tqow9`sRr{zSveonB3dAwa19dRf0lkIi^_CwjF2hF9RmW z7WkA0F5$Dh>_8ZAQz-~dwM$j5rT8o_K#;Xbn&SZ*@Fz{+0w)co2 zJ!rAbCM8i*u(=Y{{J{X9l3~o`hu7o2!3CBD9KjXF`blXLAFOywjZh_zX{$i!nLpuU zy26tA*mZx~9{v8x2F_a#F)>Km^h`+IBu=#Ci-|h$wKbamC*B%WgoqEMO;B5Pp2BGRb%0tEI0`6r>vl==fNqfNAH;0B@-qM_zWa53dsfgiiZ| zTmCwR9eA{IqH?9{?|_$wJtCc&))T_f*k!cQamMtADlWoOa?9!ZW5fnnuBrl;6DjpcVd(u_78P|RHq zFV*F@sSW&=e`$I>t1@=~&^=(NiJy+C%$kzwVNLV5U8=}phW$?uWh zEb|pvyaQp%j=o3@3vP{Y>2{bw5iDNmFT>Hv`;Pq20O~fO$!_glU#hb3etF~XW z`5oQr95Y6&O|)FUm|si_P6in}kNXHuFMc8p=UR!Sqa20_Fs^yK8q;WTLOZIrpuYzs zYL1-Am}MO9$l`JuBhHZwyz$6yyL@3U|HLZ1oyI+-2yO6}6}Q)eg^GDLSm6V#chtL>vw-voZ5+LcCB*_DcVx;g3~A*;F0#pa9h%?%3|Ww z5?ZdU>!RF-0zr_mwv!FPmW$Fl%T^biYaFlmggyC`2EK!<-VC>EO=DADc2!0p4y^M9 zAgU z4oTN+^r{Wg#>mCwh&#m;)=P2L4JB67lESo05;e*wOxEO8OcXX`gX9PF+a($P3`&GgP0T!>ZZZmGE>y`gan}Rp+x|IOSp6McTJ~ z>!{k&wigQx+-Z{BSbzD7(cku@cZ3%Mr;&ApJ;Y7=Zxab-_N+&`;Yyy*$R+F6x;gDHmFUoE#M^IYly0cRmF;L)Pot}nE= z$C$}OALv5is*%Y@y4J-PBwq)yGHR#;o=3VIa>MjAWBSm1fh^B?7fevI)Xd3 zCQB;C)2(^fA`83e1(j?i@X9udG4mIa7SwqYW#5=mJ%(uGeSCMsoS^n9hTZ5=?oykL zAo>>xVKGFq_xf4Q(lyAs24`}F{LP%|@5GsKXgUUm4l8w{N{(lqS)i?@ZD1MyhJ+x` z61B{9_S^=ak~U61_sPngo{q)(LpS2$oA?5nX^%wNw6E*1P|U^`lL58cX^;uZFr7z;?E!!m5YC&*$G)z>eJa5Ua&mo|{pjSItMj$7{8t~Y00rElZGTr# zPr~7ea5_v&E9H42q#lST2>zwu&N3Z0CfZWjfdU0(h{_1wRY zCg<%)iI)E@>Wduj6ryc#vI5RzLAp*(9n%*Kz8)_n{#A)q>}wERm1X1kX?PmKDecb?%ZH1%4a`E24VyTvSjRs_jO z)`YOGh51OA>Zn)WM#|z4g(s4zOVLKR^1EhVP!|Y1zZzvTRn@U4+#>WT`uvS&ki(wz zabg64$2v@a;;ZY%9KWuk&2+X?tr6$k{8Ox<3Uc_xH1Q^OOB{CTQyQ}I&)kJSI=cO9 zVe9dNPwa8alodxg-gIXxHNwXONiPKVMPpq>Kdp>Kg8%%beSsQw z!AWGU37<-$T+Y{{jeTmTW{}b(N_N@~;IdcSZ|d)GWroKb0jKdYAQ`^a)jd#31}?WC zXg}3!H+S)Sd44ouUFwCDZw27#kuX8>ZVM9P|xPv|7! zQL5t$Va za5zX3Md%wkTpSRD35A&*o8E>sx`HIu<{Hk_Hl^G$}sUcO$j5g9x=@g(z8m*X{ zSh8H$qb&A-DITdrPVJz5SLK#fo73atH>+tJi@+rAL&o0gl~Q`5kY7Q9n)8q6-)9D2 z^-$WGOS6-HdP9}a={2W3$sit15Ay%LfWnHf)EhxVn8@1}!r?$AJG2_x|PvrOUnM{XPJT zF?62tGwt`N;dQU!a{KM{o!3-~ohgrjqYV(`OtA*oIUAL%a2F7WzS!5Q|MBM)WlRG zi|WQu1QvE^&s$3wG-i5$aYOE1ph0;~3&4S6`g`sqaU|w)KUABe>4v>4lj8tyqr#t*6g<^HMLm&PL6^!2Zk$ zq>;$v4-oDTEd0+b?r(b{_PEKtJN8#jqQ=Jt7H3v~r+IFH7cON(3fykdL)m^ID+ZWi zW|~|%?pN#u_4U)Xx08huq4&R`n>PR9j3S!fDGy9eXbGROV$#%-qGgV#C;^cG4@;zH z>?=Eu!hc^w_WIMW;cTBliI}>&BEG*n^$wmpIUx{g`j4@DdIRTAkNa}-f`qP~KbM|) zV56&pZ?oO&iks<>UkbMv5+liSqczQ>f3y?@_bq5()T-I+nYPv2PYd|8Y}51I=v$2( zZvBm#)Hag7S=x8q`N#B)dh6R~1Mj4j@=5DlyyO4!Cq}>nYu$Dp8rD^}Q;%Y=ikN1O z^7GjR^V2mA?~z9~v|5nO#ksD=?v`7UC;G~41SrO!^b?F(Z;pP#c8Gi|Cl`cb#Mzo1 zt87&1pE$M9yfQ{Ika9im5C;?Dq=OMpZihRQM|O=XH3>5|v8y^yIwU{94M-Q~=>>Ilbww_Gq7%j4 zm`LU9HoRRoT$Q}ryc4VPWerF{)t!jz0T0jV8UQJYU+?YTR_L%{AR$PhiJV9oc$%uz zc9$}^xEh2elXlUha0Dg-6jKa1JzUyc*usu*%e_~>w zvFXjjy~LIng;Q>2m2Fx6fm(Fp@!U>RXjP0II%lzQPjPN{CFbwqvWp%Aiov#D#L0>0 z$u`k3A*ew`%Es<3jSoohueTr-cEEtEZ=*Z*{!VLzc%jHIeyMY)Dacjbap{YUkB4Uh zX3GXYkDta9=3?AS>~Z>}x6h{SC4eqR6NOma8rqnG2PLXvMBYh!96PrEyhRC;kzd*C&9uBR=`CsOk4z6U=gcq!mfl3IE`!gr`6Q97A3qbtr;Mp&2%IMmj;58i4kcQ)<@4 zocJ`J57bF?u=;dnK~UXyPBI(xmJhde&#ts_n9B7OVG><Uqk*x7=v}s5Y$;8K0OK>bn9qD#)i$e3A@5~0{fFWr|7U-PFca1#x0jSVy z$a`~~TBe{sCG5-h=jbaUr4mrh{b>P0>lny*c`!dGBec}R8N2i`;pMoy(1jXm)&(AX z-YC#a4!sz+VCZByhe~%aWE1oNt*~niS;}_46>2UBW|48FR2H49qdRN>c{up9eFU6l zM=>~?)5*JLlfq6#8Fdyy)2s_L=oNcyv|5XCx-WhV5q-^*VYDldLXSV@u6{3W()v85 z*5pRT9WzTY29Xkv3WD_wnIf$E1ZQev?fe?n;&Pa5CB_5Y&kef%o%yL7R!&|O)KeIT zDqbe1?g=dmoV3)|icg`V4eca86;OIfNg{y}nX}?&U%yt$7a3MUmYM8Qo@Y{Llc8=c z?Z?7`JK~WwoV$M*9t#?!lQ$(pK7jMedrS1TRGGBu5>T!cXy1Zk;EGYYtewG2m-Sm0 z?}L*G6$fiV0pr6nEENB2US8zl7;eTF5WBCe&C^!B;u1ALF(uD=7&&5(4W z2h#7%Lzyd%ahkP^OHe`p)7h>a46 zid$5RIMf~EQxfi*&yQ);;^)2B@NTabWOR`)7~8D=hq1Ses?|uK=!`m?w_qF$4d#$DV9DvnHkCjfQ&DNl1R*E*ags8caUu8>8mzi0 z;PmLt2R(LCIdTm(mGJJN?=K!%JYRY-krg)$J5@?fj}H`x3(1{mg49>0EhKLju9OU! zSdw;tv+hqHuSea^?AaeGheB7$A_T!h9j@v7q$h-eFA@Sv!C?(?6ngqrlX&#`Tcu>4 zosISfpGqM1U2e`gX&7e)3Ucq{bm6DjR&&AXS`@0*Sxb*_(|D==dIO!nVp!0)8a%DDXv~Xv?{EGh!o=@be9r3L9$_-fD!N!{%YwDkV*x3 zUj}=(;dvdQ;8V_t@}N8Nv?0#6(Etg@`^Qm*MMV((EZnc?uyer)v#7 zsfxP8sT=aJc|p3rt1K~5)V2qXv_Nm0sqJZWR44;F1qi1#2W znic85T-j@_y+=$Ob`dha9(8D^alTLD8MI|N* z!`iA#TdwHcw{)Ynefiz_rKL!4{WHtU@w{4Tfa1}ZjFPeojI0pP-)9gY0G9ohcPmFWWGLeGa|<-fX(0tpjEkdl_b(6&NNeMUy@f493rw=roff^4NMTKrrEL z0qi6l6(#eSq@+-Uaknw#^#Q55*npt4;v77TK$t*J@6*B54xV`5}vzj;?27e|uKak9hh$3HQJa^t@- z*Y?Mi)x52SuXfHe<#i_7fQjcmyj$J>hG@m97Xu67>o;_E1}x_E=c~q(5y?^RD90kQ=XP|s&fdP_m#SAem>~V+6*mFhbpK# zEWLTnYv|r-aRQ$78og;s23zL<)oS*T;b+KI`2uwhvWu6GaMn$@`}aCv@BhA0MV{!j z7utEM|8}(~dVZ3S zcVL-G3`EACotNoY{&a^})KC)0EU+IO_{0s%7O*n4(SPP#oeqSUb;mffN32T*|Cq0| zm|yAicgS zBb7JvX`XqM15IrX@n}PCzO|MT8jNRJ=0Zjbe3$3e%N7Hj<^ST`YHJa!t4?KwQIv@U z#!{M!KI*l%y5aJt_OK@_?`=-*b=Hy>!#5+NI%_)S31_>_*F(r(!}j#f^{=byIC*&< z8f!N8jtUT^tO_=88@-R`%|sxhFm-Q+wVSSTQEuG(kqTh}TvZ z$SVxIo`KvuB5I{L%K2g*@E;!NZ3O6LlGIyFm$ZY?fi~nWz*$*08b_!4Z4aMUt81gEkxSShM0<+EYRSKYChr;wa6@)S{7GN9!bFGChDKRV@}!l zq~~Yy`bC~YYV+D~hL9=v5wP^P7)a=DRnK1Gq=hwCGAz4E`h-I^Aq|?eV&hTX55Kq-Af7 zvP7#+N*2klO{;4Js0{qJ8@RP6+BEK9VkHOS?`7si;%{+re&wo!ZUlAX-h1iyJLzj+ z7qzDj!QX`r$zq1wiDB_;Gj$=Z`p@lcfSi(i1eG*IuyQF}E}}V)11~3394LqYXLPdG8efB#$rq zSyml!dn{)xI_We1-JVBvC9pmhl{U!ya#KBS%F{i+I^GrBlWe^5HWTU_B$AP@XjU)2 zrCO%ClJr!G)LA2!4%J3ampR15WHYep-Q06z2%y+FBR3`1|GBP`?#FK6{xZ`t<*ZN& zK5`*kwu=RQvY)0Eq`;PV<~Yp-B=H!Mi8{v$0@i%V9^HP^9Z)|F9J72J6XHo=*J8(f zxI@w58_VKivP)+<_nADN-`%M9eGZyO0rNoTqMUh!xfx5S(OQKIW=ctDTxAN|0CZs9 z*{-Sxp-;M87r8g&IQ~BL88WW~<}O}#irh+6FAt{*?6Vq+mmn;PzgaM>Ce6MG0eKZE zFq4d|w~nF~3N0!s3K_C#J|m&_I1;NKmhIt{o&B^5Oe0^H5xcM)F4W>FC@2{JDNU>~ zsj4y*QbM*Wxfng&&G&J>hVG<=ma@(uL$5DR9#ve@+^nCQHbSa3` ztA)g5q}EWrZNreJ1vlL_h4tYkor-ldJ=t^r%5x6@d*EnWQO~es7%lY`s876gSN}U! z`6#i{6)E^r(9zl2vTbh*$K%IxQf5Za`YnpSvX;k;I}gVhjpW-IAaaD)*RIb?pXPkm zNA*%7u;++*|NT%>I}>k%-B(?;2;;}CmA;QX_3P!e5>p?2VS4$HMmYRqzGD0C89A+{ zHjtE%25_?zjkbUZmd2#wCNM)I{nnHvrI+Q_98Zf0&y%Ax{7sgC7c;7(c@oHy3+v;T*NCo;*& zMaZFaD0)4n=e%XE)h@xNdecar>?Sn(_d%y=Cig=w2umKti1 zZZ!nLekyjb3kv$x3{&rkc#!PYQ1+Cen2g$24zzt=t1_76;>v&(5!|0TqBzpeakB_; zgSbhNd`GYkeKa20XpUTgPl`c3IB=5DqOMa-8jn$LMxE1#YQP>X?=$yK)S}c(w(sLv*WE$%{V(dTpnn+!T%^uKbN76QLpSnxZ!Cn(K5jqVWjT|*sWj3xKSs7)6 zzS8bFK*>K|>XDdrzf3tck&)Ani9bD6R#sNa@)9G&?(cspU20l-9zp~HShB5B0ze z=UO|^3l85nrBgI%zvA0bpH`2&QRURrR|u)gISLI5$xeXGZ(qO>{}HP*2d7r+tvTN@ zAPda9?5S9Ng#CAUpfhP{V8R;yc;uI}mn=$H?5?f5u^NMBEK=$eA)*PtA80X@RM1ZM z^f0PA|Kgt@8J#~ZkVoxlaJcdD*__y7)gMUvI9qqe`_Nv>wtj3Yd_`7Vv*(jYp2JBM z+9-EcQ6+UDS>oEpyZOf-XiOG4sl2fh2B6m-rnZ<=&Dq;DF~La3GxAnr%tRG45=ED} zEck4i^al@rqm9Rf4EXzmM;XehNzA{qfHFkG&2T^#{vM`*I}X*`Aw1q=pF6gF=*a8mieTJ|uB;+?8?AdzlSN-RkYIRT>a8ZtgnZNnhV z6eYOwGm$E<8D20;DQE~oghzg%b!n7=js0Bk|FFAi#C4evk}m$w zFjqx33(yQ4L>~5=&zRbM+~9s~Ct6~(Jm-j+>`d8PAIDmaml=X=7a2>&$y~t`{ae~q zl8l^$o4y>TwGt{#S1OV3q699{1@%MS8(!mCleatfPdQv?tNN9dH?N|9(*#$+@~ALi zF9`_iprRIcqw|6c;i-&NE%S}7IrqMFdm=9n9&%H4-3UZwmlmr%_obB7appIbyg8y8 zDqtSwvhl2Ih0oZu1CxT|sd6tBYT<`#$GtSYAC-ih?ob>pW)bniSvFfW12SJATh8F@ z3vRIXs4P@+21I357m!Lees@FEz(<<3OTpbk3Qf+CeFA7p)PW4L9kp&`Z zXK32ED=Qi%m#ARSYKDZTHCuyyG7?5s&&cDM#ibNmj_piq73>p?yT2krL;=TE!OP9n z$drNjn1D4(yg0SX_i9A=1JI~8jr>LwJ3NkuW~FGQgv0Zk#ic&ZZmGQ?o#%ZLb-JyM z7y@{yV&!$!betnY@}0p4Nm1_Bg}qH{mY2;T`mzE-Q;y{_hzEtBNGe|*(QMWp`HjH% z8?w`3aR&%M4FdhFRR|pj_|S$WEHR-~>#9gQAXv804ILpE9p73B4AWL`yux2vbbKtW z1kb4DahVXN(#O(Nmr_+ENg@puna@MN{J_zB7Y!xiNR4r%;Q`t9bVM@=y;Gboy(DW! z3hdKQXlziBL3)nR(c|<*19-Z;C}=^7)3R9Dtd^kF)<}{}&d+XI2$uOg_(8RJH|uoD ztZF0tB^6`ji}$hEI`oMM!;n0=l#HeZV;pQ8k6hVT1`v_BKlBfK)?=G)={N{wyMtJ> zo7OU()YI}WLGHO%DdLiUfyV4%l$~l;rb%m2J9oy!#*JxKZ|zgs)ma4#ebq5_NYm!N zHofv|PHvm#aoX{l*Vz!CkEnS>M4Ni;RoySjiu`71>hdB>l7lWkfJe;ZY)h;5`6VU; z)9fLlWyW~%7M8PqVSg*JKSdt#K?k#F|F;50 zh4xa)cC1~xaL*R8(R%wrvhBq<`L|ytWVRH$`(xMjAHj7#*sJ|v4mOxwg;R+b69NC1 zqpHw){P%3O6w87NvLnNXusucx;it@)VD86^XMg7>LDJ-N&`GkISU}Gh?aOAafFU5pu^-h zr}3R5ZrY7!4wqxpzYS~HGM`F%9stRF7Z>p`uu9E;HbWETp|PV0en7RDceQk6t=|5$ z#BALyy}1xY-U0L=KaDa?q+NMUocWaiJ%~x;jjd=&-qM^c{=#{R z=s>QuLkcowwQ^*1+}4jD!*ABJt_n)ZCCrWUem%#@R?(c-=%t`5z zne%;%uiors0qZGN&Y8YW86FvO)MfUwgl34@PW&`7{(FBvJmo_h=zTb-&fbxMPkO;e zOPloD+k0OP&3-YGm@=EjwbQCYfA`n-Gxd*E)RE;96SJGC7fsUsm~@ECAMG@h2dDq_ zG#zVMWFU;4l8%WBP3205GyeL0>Y;?2=t>C^6vq&BdlhMW@(9Q0J@*>EcR{D-og&I# zjLwhwI|)RtrCLeb?hQUWmK6v96j5d~=3f6=?odgqmk{B@?HtMmZ?ABHjL^wnq*8&0 zD}xn+_sVU@9KNpLTiC{Y!V-=f2%~JC9;O=sdTd6`$DB(!{nJgrj;K-6mouR=GY1Hrws0)_@^W=ou404 zLqi2=AWJ~#{UXN+ItqO^V9wiK!XXsK*t3}F;pMEXMcGt&OgnwZ9~sAemG)RpTwjO( zKi&xYb!x3Of{fVe_`8Dj@NY(x*rutr+zEM_D3xWzq6^bw z5nL1x_0Dc?>`p&1UEc%;%A>A!X|<&FU%PC4pIwW2!pTe|qp2DE+RmxX1NT4;?8ME@ zC@#y2sn}tDZvEOp#&}eafr$NhQxECBa&#OL_heF>6<~RoBrR~h^L_mQH)8Fw-Wh~5 z{6kBj@DtKkom&c08v5MS^%laaEX5LEkuQq={t;TAg8YE&45qHaf9 zTZL#yaeJ3m$dkI+6h;;<;*IYcrdqS%w}0$it>RANU*@D1dwrR71-buQ4Hh0{?&&B6=ls-`mxIq5 zqq2)lkjM&kCRK>m{0(Fqo9ZEGb352(glCXMqekM<;SX((`L&R(9ykT5KHEgB$3Z)b z*uD}h6-4dJKT}1G3dlH2R+hVmsMP@MGJL4q+1ZKi%+Cu5_mq8fs;uuXb;h7tM4B=b63uao|lGt>PM_e!SsP*z++5j*LvUvv%a z1j7m5ID>hNozu#3-&0k4edw+R#Yc?Ih3+yAW4)FjChVhCs2a$6sQANXc&OW^@ABDb z%O0{%+?tlL_6RZkt}Lmf3}h$EfsX5pDSVs&WS{+0NBd44(B~eNgZ7#tGCOGhuIu{y zf5B}1xM7;RI|D-UVSZNCj*(XmROu$t(x4wRW?!SSvbRYk9dWkTo=rN+!}gTWN!yCc zcpy@0@Q25rKStvfS7!z0miXSV9YWRiv4W^HhjZ-5dC&49B>W||x2YumM#B@+Jm;W( zjBJUJ09Xod31_eWRRFAt=#xt~hM(yC)9cxXiqukU7OTvL=#AEZPF_EhxY>ZNIL;kf zQzndJqN~|TBY>Bln@{;E7o$RbWe3T=0*W+GdnxG^Jfb1dZ*{$_=pjS708*1{YDY_#_n^E z{6aUD$(4qYuwil@8p|TN<=5mbu0xtG9ak!NysfI#Bb1RRYG-8egT4{dYK6W?{YCww zO_s0ial+W1tJ)YskU8rRO__t;YL|lJF7+qTadEIAh^d*Z1#PMNxFVNbLLh9itwVz% z_;*&tdFT`RHO||gxr!x=UJq=nguhIX@^>{jKfqN16lzx#YhA6tm?mZ?CtFE&g+)>D z_wwNPNhV`uaN8_}x85zZq9N}i_*f{Wd`sr<&M`9I>EEi7OB2r=4ik0sj27m8B~sPZIhR=U@>*2|D{zzF!)i_VyezdUT%JZ zg-X5o3V-^5H^`xs>gcM=uf75GB1B}Kc<6iIfMTN;U4shoV-U=(ZndycVVX6T?K~~V zxR-Zcf?%K=V#FVrcWSG{dVcpjfr_3R_7M*z@;;)23kH;-GpUtz(MJjTB_)xcT+v#N zXJ8jVCe(b=6G8Xw78nt>rwO?uB*x@SPu-I5Kb2m9)sb!dk?2m3V~vBw z@YTM;f1`nWk*@Ra85&}#h@MuGN&fElY@<;9g z=gI=|amsA_|!l+#h6W2Kkvi0+R)8XIOGp6%Ob+k+> zDu-rx3q)JxG3#!&U7J|%O>3!mBO(Vp`{YjyH~iiT+HZLg#6D@gp$u5)y&Ln(>SqJjjI3>QsQ$*H8wXF0x)JkE2N;&868hq5I@8s)L^n| zWMtDuyQ~L|={M%)j6iojvI?xDKZ*)yA3KVuh!WR9eMeszlr03h|LHB!Hlf5eu2*zq z;}r}jZB$&@;A*T;DM56e4`C1KN1#xF%#sercOj?cQ&0SLm77N3} z@qquOGQ~5L;?1|-@3wNMySH>`YibI-MnAeJL06%DM7(12aB1OgjkJ~Ro}Cm7#JU}g zi;pi3^MBJs3mdBb;L|#G<+|1x38Z$5>Ukny+SBEriEy@$vugkE_99UT6aF>*_uc6Z zAG1blF&4x1X}zBp%nYa$RAk-Ol~A{<{l!_>I`4dUOq{Qm_9Dq;vZss74L^N;KNWKul1H@d zemL0~vLf$;u}0x|^B%6F_g5p{)M2ErxRLrJ_Q&{(A**1eJZ|pp$NM(k6y?q5Whrg#ROGjr7lEt%<#E~AUB!@3^gu)23k==05i)?Dzk2}I%k|;b5zt!5#eVYv z920%;hBMF9+b-6lmYVYMJs!FWwmsU`Xo4B@)a>zx)SOdSa)U#AU|3D~;UsTq_c#OA z^yWFP#hbAv*Q4CrP!hsM(=p16>4BYt^Fdvgq?r z^Q0ux_e(XMG_!}>?M4^N^_6=s`a+2GHqjb z78e)ysINH+9bAQkM98lvTf?cHpIc6-48Py+D0!1(o0{Zh9+YA~Z9+h_ffa0VuAp$l z{Nx{3ttPtvrEN~1lGk2wrKFB)){|i0pqW#gcb9oK&*84Lcswgw0|Ia z?c`;SlbAP9Qi(AJVDb=P)vH2g-CAp#A`Dk0*GzwAolChlH4Xk$1U6^B9x zf}oQ@(9xn||BT3)n+3ai-RC$0&&nP?)SFqY-rlDWhZf-tBn=#WZ6q-eQ^2YkN10&~ zuYHyQ()9KG2@q(Nbj{^D5RLaEi=t=G%fRn$T; zstXjQZV_Kb9c?PCw_cab+2c!JQ9U!{W-&R``4DlV%AJ*&CF+5ElcgdlWb**v0^H~V z8_$b#e9oT-PIMB8gCB=AHZGRBtW9eaIW++y2N^oAX}JcdBdaETf_hAASN_9UpOZMQ_LcK;Fwx#L^G~ zcxa9VT4;xcX$E47*+V)jq#=m;$+%~GNC&355!;3Vvei+$+IYaL`FDE79g1abE2Ef- zX*Qh#3sEc0`_gtT@GuUwEKU)eV(Y?AjJWBHs;8us%i!@rv?p)1Fc5q53jS;rk;Pnc zO%V{Pf%RaU5?=hCi3b6w_EQ%~7_c&dcAV+}S?&rb4IE#R1%T{1#2@pb)53gDI*aN0L+W1MK13 zmRn`PPa9DyH`?vrw5|l{uz)I(pU`3riUoU#87r?Ry(nu8ccVM1P4zpp)7UxtJ5+4^ zs^2$OmyDe1BudN%u&bTME8euoP+F;p?&5cD$bwLPC|c_E1`(#-yTXr9{}WW8HvWRw zgVNyLn4csNulSZII8;=+hRYJUU0>U6U!tLyEH64@vXsVmXA0^L;C^N?EEX*O7<8Fk zT2w4`mxb0hI7Hg|RhAIiqZ&cj$PGSCS`nABpi#7fq?)X_g2yKMaK- zWrO#Z)}AcUF!Whj#H))_3LcDCt*vT5sU0)C^)M56yqF7L^`g{r8^}tKfpT|-x_}QW z7u@m79cwh$@kIQ5%n=i~GYENlNbx@`D8&8DV!$NVC$N$^fNdI3!*PtsI7A+YEzi-p zDx7wqm5`)YA6g0facnJgf2T2_z=PTk6&bMdCnSyTv3#W6k0F+O|6Ui*#=K~o40V~+ z{H>On3cwvd+h}nOhg1GxSdo*G_=;Cd{^5PJq#X1*lL`a=5FD?H05}LTfv}Id)Y=d; zU1%+ajkVyX=lB%l)RL-hNCQdz$L#`}I3+9`aqy4v8JcU_;Hw``bpHR{kYyMIowNbNTb?}6*yAmrqNYYCW419^{*I-p;|?V5 zR2J=RD;Yj0l`9Q}^L2k|p-mAX-ORcYWi~}(>uZ61jLgp;fiOkC2>wb0B>S2k&1G>j z2e?;Tkte-H>60Ork+aay*gj~3jzDKHoENbS^WTmXJh5xyV8C5)`X%Ufw#2#@_k-2_ z1|wq1(oF2(L47VYz!rVhZcBJoMU$O{z&~6^iR!Zz$OFpm$LEJj!K1OIY9plS0S*<= zBRQq773EK97^KIq1quW$4w#*m$F%Us_~=L!XmN6xe-L zpgS5+l|+s@J~6~pt$3%sAWEvHg#de%iX)ZnoJO_Qde=gcHaD*E9|yxuWdW3gWxQ{& zT0+=2FZlfgiYE1|asQh<(fM#qCxShjQa?(!9B9}#EYrOfL;#8!apoeXz~wF3SsuwU z6_(fbpnsqw0=hEkEt7Epy5O3u&M3>tBlwJr845p(bv1=q(8O0W(5eB@KWp|H5fP!o z4@1zbc5??@c1ly%mR8t?b@vD?7G5VlwuGw4B%~H(DuFtKseiPh0xQsH-juKx@mPq&`~8n= z#wFr^y%gYGUH=hRx|*-y8$8M@Zno2Y8a*U^P?-UzWa-^Gz;1K#K6!L&ex{hhKk>ZH zc`_l4F}=A4XFG~ph#ptP>3e~-`5Wu^UtOvAV6V!AJ~%u)vx1?KBdl-0aq3wH{M|Hk5*ntl$${u8SaJWR$wq43s-ff!oSCL+6L!@M7@dAa z+w|fU;YDddF96)SX{_=Ra}=J*Jpdp6|FR)o5@_O?v@@w;PG)-ROz%{gO}fb)KRKet zyI)tTJy*KwE*7Y`InsFW-~kr%J5GV`my_|am%n})XXa&+d_QyQ>-+JH?)AKqQ_7~a zBG~V*6RL7)6llNd@xW8A4C?Cc4X;U3`*F6)6fR*?f1fzEX)IF~7}yYvkAWcB^)qYW z;+>fHg$qQk?z05ju6ZmLCRB-j=Ir?ERORV9n+#W@li|7)1eSj#De6M#Jw6H z>VeT!m)A3`ktr#Zf)_s>)N3pg$vD>YzXM2R1%U;-J2dRPFKYV)9!nKbfjOs4*CL@iLq~&7W zfQi`2DfgEdfHSGB;)(`S`|;?EcT=Kyjk0u`{jNrcvG>)rGsynw zdG1okJd%iIRu-9a&iZrMpXGLg7GyPO4+RoM&BzPKwvE5Z-2vU{Cyi;GgV>{?ah*1i zm)Ta#XZk;ylsU}QLj@mXHKKq3jss=LfQxjIEpQfZ$_LjMm9du9dgC`nrSvi#9(Hdw zGjvb2V+yXlG|;hQrEUV&udj;UxavP_%4!U{M6|(gPs@Sn#*W;QF3_Cm+1ieJ;9cE$ z<>clTaybw+%78vt*H$xkFAb~w$;F%_#5?=gVfADzcWP+a<76o<9e!|N?T|ilf&oFU zKH^!o>`wz9#qPh4a@;V(y)25%@C|O(qs99!m{n1f;wQIX*?`b2%l)N}r?mBl&*^cm zh?hn&klS$;%abL2GjjJHkAE=QJp282P`3(6BT({*Ue%bcWRd{d;30Yac`$nL=$Jt0 zJstd0n!wqa{Hn4~G`D2WYDWnXAO%Dj5f}D>idm+Ce3)O1#oJ>c(5X_S$BJ_Jx?4hn zl8V3KxNJK&aV=C)IID zBiiYdhdje6eE$0jwd(*fJ929-C@5$Hzk08wC1~YBOi>z=4h3ybdEGy04b9C|(vg(y ztDV7OseCrT-tutj>V}z%Ys!Pw+}vFL+O1a}99=+s3)%NV~Kk9}BN#aDueOFMz=m~sNHTZ(8;ba%ggeV@`i8OXy!*;c+ZhYOt| z_=)bJ!)#O5)mh7Dd^lWq`=J{(t=WRm_1$hIRc#k{M|~Mzrw&= z)8NHR+<3R!I!8XNJCqbb%gHaUC$F@gO6krD%P7i9)!c4ds?Yi)Z9YdG=U}7EfrZe& zA<``J;SOEfE$l24J!;46!ZT+l54)?YeU0mCAeqdpnnp7Ir&p+y^RedRfrMS|SqkJb zfeB~#tlm>;cTtau*3%{H$~>WvcKxdsN-_y+XVIUO$~ZYzZw!rId;I=QYyFBCk?g`j znU?*^O!9Ke`+m#iY9oGZeB7WVwy3!HSfKSp;If0X#Rm*IoGmc*n-WL1`oy17hUOx2 z*MakDMfdNSZUh$-O9Bo{wCUBz@Nkcb$c@JB7|q=yMkXc+y!uuC!$Ul3 z!7m7*i_87h*4Xs4aUGI3h8LJ(*%RM#`s^nlHTOhx;NnbB8RvkFlV$xw_Od{r7-E-$ zgj~#FTT$y8o=O|Hu*Z*K*Z2zKsM-A@fx&BQB$d=+Csc%Otw*se^|diapxoA{<&=ymFjxpj-kg$PDU3RP|NY<~t7MqN7t{1lSxx z>KgmK2FKFLB#$ww3=kR9ez7Ci${M!mo|0w`p^MUxArAXb2fq(`L96d53>0?>^3>d> zEtfIx-p7R9s7Z8)t(ar1CfWWbXU?S2y${Xrt|bFQ_;E@5tG=C@IQk3}l17PwE( z&Jy2lY;2J2&b{)!8UXT1fh^rI)DmCFe4iu#Vd+S^NK~n2ZBlM^^+eqnrVvHuOV2K9 zUfVVgZc{V43l!a}ezl{?k4l*ZGFrce*kCm^Yrwu57a>7;bl7~6cBS2S^ZtH`KI0A{ z+CzhJOgc6+G9g~eMGMIbIV3dZaHEfj&aAgFwyczb%n3$=ZE7@;fKE;&;Jk8qyuKal z1oiG`5jtFX4H0QT_gL$l@E^E)`S|hEU&MWVLwTro9Ep&ov3y~#Ry-qOBU7CQ%&Xj7 zKjYY5&OgREdrVB=)l!O6UM}Lp!$Z}UJFFA_AgZ6qkD613n8F)Y`>I4rRf?9R zsMrY;p$_R}HYExJ{vVRZy-Eu2y46Z|mVBnGQwqL}#$C|L#WA;gU*i2m1{2I*j89Bt z>&~GT|NFkYhn;4Uax>JNJ_hqw&trv{PPUV;;#+TX?E>5G!2B|w)~n>!b}%;8#B!s5 zgeda}A=yx>!77Iw`2F!0lO zNb=Ko0ucvXwM0CxVU;NxOpk8uSMG-?KIcjI2yRn6FF4C69`R4}f=)oSM8lxCu`l)D z@(MT^vLI>bo)Uu^$5p1oJ-O%Xl6c%fZZxbT!9vGPyaG?%lPK%+XD)Bj6f_*iN8 zYdxkv>qF)YcxChJ6?JRUnnAwdUSqjzwc_^7M|*s3)FQ496z5bTQ7!lSS7{Uy0Hu%P zj$8Nt%xNg=NhWyh&gqs)l*s{d`{;`IFF;8`^ahXb8N+l&J2`MS`q~v6= zF!AdwmKQJD!031Xkr3TMFhek!-id1*5uZ~!ntIne-1mPRTwLCSw;1pML7dO;a<4O{ zlcP0YO2P|lGp=8%GnorMefdj{A9p6fhUKj~Whuo{?Pqd|IFh{$#AAOtw z2t?}IpSMZvTioVbv^^gh@`YC@JZ+Z>As+MD&0> z9zz(Q(%T109X^j&?Fn96bBPXqe=AipzDL9QY$F%Y7y`!ou`ega3ube4=f9RJtbHp3 zh4D527}UJv1Z{jXFK@-UGRuk)mzH6OX}WqXN>!A_`|>2X*&$Pkav{;A*M)*1$!o&O z#$Am@$JP7Q(wsA@iKajoNP<4Z#J-D84iO-ops^w}AHd1eOgY#h0Q>g;30PkGH6983 zmuvprNxy#?NhJ_uG!RF|Bs}ce{v#H%09cI(-?r1-B2$BTdYIF1!qN~#vDiZP&#t%f zw|gcc9HLHt@9%ot&PDF>|Dq~xZk${hD?jpzn=aAtKlD6wR|jL&?4m^D(Lq?boS$hi z-b}Q+M%;LM*L-+2LR34^@Xj&+Ql(8?qh=H$x&VEMKUhtRsB#7k2iq8C-7gNfe9pm_ z-6Rg*U96yBn#=i=xE(qT({aRe>n$~t-sn-mmj56JrQdt%z5RJwS`Fj7QGtcEsJ;f7 z$DgE`*~eow@Hc6{M28y8z`~bcj&6G4Ol^-k!^!_JdRcuXWhx$jr@bu=aJJmPbKj0b zI+(+8Blw1cBhNB-U$eHSDBGy_?4vM1yN24m{u9u+4Sq_5C9%Bf@9|_JKl-9RzWGI^ z^fwQKHai2udr<)f_K_d5;A(^neoPCXJ^y>x`Zu`sy1147;u*rt_y|lxTImWQygaXM zwbCk9QC42L@H)H*A5pl@onre8j%}(ysl><|-9gkMN9m)@WE*lCIKq)95S-iMg0ix- zV;i6ex@^bu@<9k5H}}=!x@9j-znldFVQvq@fwb_SuOYG>0BAYy+nf2J*7p(NfTst> zXClN-Lv@>HZYH{yPH$xhwmI^j`r@o|?F-5F zY#{4rBiGw4qVUYrJxatC)b=1zomS3jC`7K8>^{1@RXbZA`d%WfkmsY7=i%l{=j!%f zhAX)myOZO3pzI^k1H7Q3f6H}b{XvRTMtzsG9xL0~^oQaluU!H>2X5Gi26tZMTN0Q! zP=3k|KiHw@%4=o-{SLZ4A!lSEPZVPUg>upPD=x{)%VxQXrb2NYh11`kbw4%e4av`Ud~{O@8@Q$v1V zlPhE846*i+zDUc8J~uDysLJ!>X&$T6`#1-+mEJlnTipYnZ=7C zY|}r5v75vM@QK}i>txtCX#9LPQe-c@yJ-FEd5Z|nxY5lZaX3Q!62nlDQi>E~8H^Pf zs#&mUT~t5!{1cm=;#hOTS7-}KdxLCs%6|uZzI*;P4X=L}8;=WK2j{x`Ckp4RG;jQ# zDpt^db>$LY0~_*)5syudzM&zmmh`{t-nUTzf6FNTp$=}E@2DHL3M~mS?XPOvxU=fr za28O1l?6jb?awE1NLg3TW^{Xh#4-$#N^B2ZJI+%Dzzp&dp0eUejgL<6K9b|PXwCRv zFMxTXQ`|nj?y9g?t3_P<#LsZ$zqThoZpwH;6A_lgR$fDLe>zxvebWCZDJcSxN@b@} z?~pW#w2Cm0UvCz6Wt#K>=oZY)Hp;Se%)clG&Fg@QeU-KLJk`f`99;I$bd|fjNS=1zgDCWG>90@am3>LG zvV_&3Am1-}HVM(nKqmL$A4{WmuihnKD#`UztnIZKn(zKnRdppi_)Jz<&3Uv_=JlX;Y?4BAPs zaA#S7EKH!>K4=F1bLegM=vUX*ZiYewY9%<>*n@YN%PaI5*FTiJ43>Un@1k7y=WvxS zA4Vy56YiBD{@`k(^FDiviJ9cm(vo#aKd?X_SqHP3y25|D{1HyK7B>yK2Q!JYfwy>_ zOvd3Hm~gJuLUMyI^~6d_6VNKT)BXL2s?Bf!RU-e_se7jy zld0r@pnIqFKvUwZsCp$OIn_y)_Zv~Ga=iG4*f9axa=*~Cuf9e+A8jeA4K2eqc|%EV4TH}w;+hs!YuHdSyfuzye~#xK^UJW^VR@{|CEB30+z)^7_5x} zoJK9yXRWQinKL{|ZyF8yTtnTyP?ci6!?tWO$vm~yy&qP5yj>KCKJ6xCen*_EgFRpd zy1$Y=2`|8Hb!_mBbNBE}UiorC>EU@Za=$lHVY}Lab@`SDqxG`;)zOUi-3-G2FOF5) zoY|D`D{$>ob!1G_0|tu%7gWRUj*6RSO2BEL=N+Sn$g(<+xcm|8aYQ-Xccu9YFZUc0 zg)R+vgV@@ONar>N;wjYVP8H-XKzA^|`1js9{m1vD7}XQ+qEyke@{#D6{ed<=4n>$0 z$0%_Grd=1|1@Hm~12*C2bvNFXJ-E0V8z-Z%nGvMY+0NZoV+oz=G5ObI4JTJUxWV6} z9$|WVswv#50!=m=GQRr9^eU8xCXMAiJcuGac|suy$Os&rqMvm3en@2AyWe#D6q4*u zG(yY--Tm#e9tlr_R}v2LgE#1jJ^UaZ3j;6BvU_0nTt8NQ!X8rj=~3!mZ2R%!N|i9% znQ?NW4dc+B%}S$RjM>km5lPgeSm$9JRm5YI?2e--e#_&1!gC4mfKOh#EO%dc0NeR`S^Q z!N{S$efPj=B4ALUqCEbWL2nf+UZ$Y#olXhDMO{~CiFXh|epUn4)vzml* z#V-xO!t9s60Sr!M-YsI+j-IiIHUzy*3bT#g_H+H6wd$?|l=@PWj1rHBm7~82B`wEG zrdO4Ir=}1HNO|lAy6DNwdlCII&;S*@usFTy6Zt-}ct5|GT7P~uudS^e)YK%A-{Le%Z?=ATP0?2ln7xm}`cbM1_Ahfmu_cY7D!?%l23vR}q<8+zofD`hJ3c>PaC33U zC0^xm7nKI~9EzHhE=wDNXdQo%;~OcM;Y&`qkRKspWK+vZ!ZIUs<%3$I=M4kLg89ep zbN~}SSD5-#e1V4(8{riMgx=o0TxI+7NBPYC&s6~koWzZ%xYGx;%;q`--tRk0JAFXK z>SB_uu49e{)#e~-^llQ$(b;Ri>u+B=TK>H<#OV(P<|xq_mozP*4EZc#j4CTPMsD*V zve${So%3#sW%js?Q;I|^fF2yjxPrNmJywQpJ--p*OiS?{D9x-6}4IiH>#LWUu3M(ob_R?mYOwQ(DdME;i2(`7c zrOSBPjNG)EkELnu;>1@Zlvae*RftRtu`^9Wkv31?xUq0d_W1l^1dN!na-BZ$$;@xW z=5Nas)oivlro@T-c{}Ec=ZQ8B%q*8FFDsupl|i1*kd3~;ev_G6zL_77~U7y0{=4=;M94Egl3b!aP&-y@5BtNZTe6+ENjznoY zFfukSPxjI1WQ+rgUL>tT_5^bnl|zf!J3q%~6$1k=R|PM&3$wfXzH(Zveeze*yS+T@ zLBRAVFX{J`4T_zs+LwFLF`jI{2tL5M*3bJYQRZqbtQKi_Q@Z{<9twqWd@P$0M0|dO zk)btDn2%BUBXoT#uB2Mi$!^jicuElJn770r+t}UmZ#s4F>OoU<#~J}LzXVX+RuP}Y zppLle%h{O#SnyX~JP(#{ImrxK(ic@;9?scWSrJVep5sFfN)q=lO8xS)`*)wUr80r> zOX|F!?n4t;7ff!dK2r}s=d=Os91y%mk(4zE$1Q50R!`EEh15h*T(z3EQ`t(*pR$ho z3W(LaoG;JYg&x-kOF9+h^$2C>)tbz`;QGn^2PgRyM^UetTHT+3Z0#*wB|jAw@F*t!C`5^z;D z2cALnIF_hCr?R?#09@1$b^}O(*i+Z*UI%mHr@_%0UE(>Xn1({g0W<6^X_s z)77G!V0Bj-j8)721R5sXG&0_fmL>yt?Xkck1B!ihqjKQjcp)O)yN>19u=KlpKn{yk z@2aYl5l3;x7^y~Yi3^FF?AcpvYaso?vMy{RS6bU%`L11dbv@f$2|RBeoWVoCgBJU* z1N? z5(P-B&Z1SXcAnh%F7ux~zXe%@<1aH5zG1k{IfbV7Zpj>f{Y!Ch?$ujl;64UAvy#m> zKVTCbpwK`5TH*ais)JsWC1pJbqvhg+L+i=@6qsI8298YF@&7-^N7HVfaMw&)=IX3QjIAp`58E1q^B9DJuki5KJuFKb~PsJ?)TB z4yZB`BbOW_?E~-glz8Q-a2QyXQ2B{oSV|eZKN9&$WR4Sc0~2P?sq0~ygkm&FkvmvH zcSxx=)t`ANVx}c?DL5&jB}f~O4OeN2x`7#XS@VsW4V4VQGVBuMO;=0t+LvfNXJUJD zN;LAgvve#lc@gu%t8)P(w0pTk-}~$Myrh4$m&VdRFLTKuqrI+5xmm4i+S6W#@ttaK zsfKDKx5(xoWTZOEIS|EQaCtTn{ju2pLJ2FxLGnA%y_xUr>|!^9gu``_<#iw~7~~yt zmsPvS`Q6Hbj(`!i1N8VGK76=pUA&b>NXRWeRY54e22Tpo0-dr_o1RC-kf^?>{ahGg zPHag_?n|5Hu>s~SiP;L;+G8#_g%G5Ebn-L9{=a8i2}?EE_gnx3(n+P8b$|nrzWu@L z^S42QnfSr&-@#%)j;^epXp%#>^Nb9iokDAVk=kJC2QY-1i()%n;wsI}Y1 zk&&FQ*Pj_*UfdtQ&q+wU@Yc`jbN(nFrTSJ@`N1__QgK1^&3Mt_8}HqU!%fqGQW|Gt zA^EN&P|0>m<`OR+x~EQKW*8b5EKzV4vrUZaj9R1uMZs`Wi%?|st2)|0@D zR1GAmRYaq&A8$rOoh1U8Bc_X~#TUM0OJ9;2>$ek?(MUfYIZ4W-#4`1DA&{xerB&N` z@v^!ujQb5|L^0^_@}3?-b<2SveQiTp+1xy@ilYIvH=UvvDPdcP#Df4;raUX!_i_&ZgOSzoeyVK!xc2}iY0SZRl-g~oK1B$8YQ6~dz1AHE5XNNG1)%|ZO}}*(hP%J%@*hIHy|b+KfKf1SThZV!ia827!gDn=2KIC}3nQ2^I67kU;^hJUi(Z0FO}tkW-c@m}3g zY4a_o^uA|n5_@xQZx$X?@NHVx@dUSKtQj@7CwD>5;;C ztI}_ME9zq}hQ~nHnlo8uh<+n?%s7DqtI5Mu_mlA)b3H>x9qk)=>=7tqyKG873z2=X zG;9mCwfDu{*_fh|h0C!k5*D{EnzILdNI5Cy$jPh@HjqbV$3J4pE9eL%`D&JAfuPOW zU4pY)r3yJ&m#^TdHJYH&{uqS}=lCmnKzG`<+7W<)V8c^j{2>3KtfE%YUqiAmd}JIF zm+YG!)wb@iIs8rZ@93Bj@w-oT!r>K%-~?)K|H*%EWi2e19t6_kRtKfr4(4j?XIs8) z9+De9fGwbkz&7!m`)c&#>Y-FYtATFk>@{DA&-YXdTUf5*+s02nRG+xk{k-7koZ?mf zpTtH>^vOM674cH%*AR2bBL{5r{S-2hj14)t{&Z`lfs>+HAdw%~CBDl{cc`AJ`_9bU zbaN-RK%n4kB_QDyx=;0T_Imiq(_pA^HW^wCmZoF{Qb>*3(mA@aaA3B4^-G8j=tWd` zGR5UdOnr;z-tdz0nN9EEkN!r+L>n26P4=Huf*CZU&_?brC3OvM;#oKtJ)2P9=ve+&zm-N6h0k7E<5Ng8J}fMbUsd zo&hpLIy5XiHpR}jrITTgQ)#ps_ZQPcvX-xusC9S@;`GQXsnK1?J6*__6}gO-qc=?m zL<{N!Ut=gPjR33$Pxh|zI8GWsouWSUg6KGuhX>n`eoHz*eR2w1^lNwn$|x#Q&^sKcv1a2-(_;CE#r{GrkRB ze^A}QcOuL#j1-Sy$+FO#6jhPA!{-{bYlfK1d=F z+h(`3d_%HCAh@OWOh1NhGYMVmD_K&yNi4OE^opwF6G$d0dPbf9qzBSrM$E^c)yhxC z6r%Mm%S980$G0vH=Ko-p&gG=zc0-0U6dVnXS|l=_*NhhVkJr6R<0c2^OZ_JYTLr7? zz}u2yterW#P&4hx>ba1zbGZM>Me2V?RH4eiAG`FR);0;l%$Dqb^M}4x2?zWFnc;tA z9*$#I3)1bMd3apU`1-;xhweY--mY1bY}1)P?T`T;n*xQKA5ZZYv8IEHq;n*ZxbYrY z1=hUV1sMtHQ|wm;DEA-tFd1lxm+f}r{DU4CVim@2MkZIE+k8XMoPY0S+ORfoT==2= zSV>0b4q~O3^u48k5^%+eQ`lzCwx5_yBre#3$I?LJ-Yk%#WA&q@7=^PXS|wB}xaD)Z z)cy(M%yT)fr`F`WbIQmDn}1rIB|4eYPImYrTxY#PkI&M|+yd-ye$ZUz^ZB@fRR(128Fleu8fzb89CA$&r6e?D$RhOHcw1^a0DC&XulpY(l7ns~z~ z%xO4X%8DatSizAao&N0R{-u_`7L-sZGWR82vKq0SofgLOqcU7(vlNt(7*bUm;p$BS z$-3;_t0ZJQn)$ai+tO0EJG00(czONw$%M-(I13R97b>LNW-zajw5ZwN4|KoBG z;XIMs@4d-z>FE(dD)UDRKcU3$56VKKGhj}u`@uv(v!V|C_N-$oQsM6gbQxx!X(kM= zsf|`r9_Mkhb0#vs_Z>S7Z#mG`7p*Z0v-e4;ENs+{I=Qv*OM4M=W2i%~K~g!}sz+~T zRxqUi6B)o_V%LJI0`>|r(4#5`LEo*z$I0RpBlD5=xop|ou419sjKtlMiDzc zIg`cTm3*bSxc}WKIl?uDVfTfTxH3*;@71q&;knXcRq}$)I$o3>V#OB>TvdOrQyXpq8{hJ~iC|Tav1p|)I5w66 zS5Q-#GV3BO*a%N)_@!QfNs#)T%%pGz;@s;S3?|i~k0-8tG*nI`&xI|!iR&QGUC5pP zW3e>zU~8)blqgjnC!QX;gmrQL&e4SgBF?UfLuKu6bUiF-$!$=S+;2#Y;q@zQQ(**e zz1`DNzlM9Lk>vozdYha|ZWy|-z*+u_LRR9DtkGwMZ-7H290j|EIiij+IE01cxAD(U z?>?NBM(5T#CYxhhW#Zjsj1}+Ql5B15{ONYXU8?7G=u9V6pXJ>A*siyL8gDMf&5|rK z(2cG)ZU(CD(buR6?d@3i%wG^fg6~%Z#!zH926piTOA>gMiHap%KD_@QwS<2G)#W%| z7brc&_o*{9le149a7jll&d&p8XieOg(TJq`4+$?Hr{(C{TcNR^;h>GoQFX(T&H96o zRJ(q$|4?X~p-Fn!-0fvquhDEbrTr8c!7?1%W6K-Az`EKh1JqCpLGT9^PB|6MP<+%D z)we>DVP9)GdNFR9wSb$44-pHNr3|=YEo4_qpBG`4cgurr$8$E4m4}*R;p}i`aR)ql zPU)zAv=QUFQpy_ann8Y_6*ZWN0)mVNd+mC&3x@OeX}g50h&ZI|wT=exj(s$_Rnrf!{AH5D`$J%)a zDL1Fx_Sw^sS=rz_A>N@fEHe!!&0NSmp<=qX0r9?yO8;pDjjfH@q}K z5;T6;ugVr8GQDEc@@>5Xr+GIE2cY;o@7{1={@&5l&tN;!ZH4p{+MaC!-;7Ump$#Tz zQPixBG^7yXFdJSAW1Z z_PckXmUOlK(mA939`Jax-9eXd4IABlZljmLj8D|dEy2Q^FI{D~2K=|K_N~Wx=b_r_ zXO*Sr9A=hBNyu=Dx$CAK^QUs6DLK5DwIRM-M7;17uD|$u-`L^#+FH=4f?9%F(g6c{ zo1S-J&YlAyLmj-$UbmIb|M;b9EG2z;b3IA4d7@O{T2p40F$eD+rcsdyn9wJUhR5ngo1y8(xu0>pg*h{S%V$X{Pbw3^wTUL z>uU%GCZ8U4HCYYQwj6g;fi4yX6}++351U(x(<2N+8-cGrcMe70HyVHKZJkI6Y(0iY zx8CeeITX(4B#4ueI(EP1n_)o)vw)qX51p?}#-4;v`S~>)?|jgY4-DhOSd7{&5bmV& zjIaX06oyk*9#OAK4T}}7>c+7PXJ|nO?Tp;*PVMh@@Y0Wm+RPJ}qi(_ngWuBT7oc|S zrZ{xL!2@E+O6*>JqmoDC ziu>?2qt0*E+G?$oXyoKk$M?p@83nLEqm}sF>;71&(!=R3i9DB&b?X*IoC@4t7U+kk zFTzCa=vv7_8SEGvX&syYS1HTuJm(fT#a=qUer2!bG#yT01ENpDREtP}K@w0k+SvVB zKFEjXo@3J|0ZID%R{`+lE;Ffe13Ck23*{Ih&D^lk*CvaP79_{Pr8zq=!gfIzmHSn@ zEs246-D)L)Wun2tTKI*9ff{1DL3Jw=_68flWl=3-BLII$4{I&nCFcC^0gaxhE9{R3 z4`^@o3+xZ#>Ra9I+&SyhtZ1u4!|fig=bPPlCo4=Gz{JI>u(4?4(8`tK3lu7~MRWGO zRWH}NIRQ4A8dWay%rX3tS`LP`62vKUbWB@I-!NciLPuqINIrpB$)VD(AE>wOt6YrN@`i@P5gT5zc zGKRMFD?6M{_M9??_7HzLbXXhZy$3#)Crnc-tYkPllEm5SHyh?Gv)ipJUU}H1TZc>imtH#%sH|Y4^_8^SGQrByVpao^IZ@ab}A0OYkx0t*5DI%4O z6*o*R=J@Dx(N9*l!Z;eSy{KRGmGnNTvk_8Dkjt}fZD)xBvwXq$z!rku-d;HagEU&P z+?jrZODMwAw8o;K(_p$YTwe_4&mt8lf+z(S- znc~fHGhKc0mVl0^7;^B6x}{f%xTlfO=dAm_PTKw>P$mA87mHC?f!ClSLtEy3%*-1A%y3Ujr_+nHvEA+<;u4s=gnB);3KD}c$hJM<+xRpvV)DPa(9qMU3 z?TfPz4F5Ah$*N(F@LHP?jtGPwNMFtcB_$Di@0rs94S7(brAEF@N7pvLQR4P%|IJSe zuO6;?WV<7I+rq&5d^LizT+X9$PS(A3!}xO(Jhxv9jZhvbOB{0C;cVMIBWQtJbu%UUXnX1l2mWGpr4eHO>ljWWQSS{T=90} z`I#3Hm=J5U3(#&)DPWH-}PCpH&+2#aa(PdKUYB z${2O&Whsp|lhUvNKl!VlAlrz|A=xU;m&j;wjkzk|=sz^xq#cSs=hTb$qu)zMh{6X+nJfnimzUodP>H8 zugU=Z96B=H2Z0kMqo2^E8Z#zE4Lljpe;YfRW^nbK!?O8(>Cwxl;NE}ju-gQD+sFp2 zR0Eh^m6{15-0V1vk`oTbPEf~5YiCmi?qTsEv+DkA)%IPY!a0@AGuiLfn z-#ZwSJ3EnrQDia%9YhXpj?h%F(Vw(rs@^nwFan*-54M5@Tw_5{I;a|^G=G1Wiz+C% z-dRhkWBP@&!&w~rG?nj&&19jeLh%WrBd5GE4ioeN~Y<8)8{Cx{Ct!?wq%X zC!?wWmja$R!hzZ4F8@r0bBfi;uz`jj_R83dhmv$q`TG@&)yo_C?snBRlXc8-EHpPn zX+%Rw`hM``YdKe{!U}zZ|s{*nNTT zy9FsxfZ2EKs5f^-))|7(Ei=bTy62xBQjLM^3+A*PL68*^|Odii*K@FmX z_9oz%Q|^o7S}y@&ZP2~ppS8IoFX?;#Swn~35=-or`^7f1>}p5*z8qh_b&Rz`$DufI zP}mbmH-r4!&#ta%=^qxTZBkQ^mH1)muWeL+@$tfM?%w+>5zV6HsL63VBqjc7)*boX z_0$zM_ux;5rik{_gpcf+wqRM-7IjL;q3C9 zlHF@4W2Rxf??=klblhy_k7EL@phn9yZp~{HLWU!fB!FI8NmrNjpygD9>s^B;lAVy^ zRMV;w674QRNsSLFj{2R3Nj0pA;Qj`?spI zaS&l`X-M9W(n(2kVn^^8eb~1`>>K;RHx>YqQs?DPdqszEUlhV>;-^1LZH1ysqaamD z9_9S#53S?*bu1QJK=O>@$&Hq-{+BcloZhGG_*=5nRWz6rbH<@y|9Tl$H>?h*`Zukr zKL<{i=Zg7WRHI<1F#9Gb%-|0gXxcDA#OoYgnUiR)>(eI%C+(K6egDBorCKc|jXig1 zsBLx>5~QT^+EDI&$dg2A0L{=5JX<`8?C`U3O=?-zs9JcUVH;q~Y;Sa%5R8lx4j{up zB&-_X(@VaXB_={^@Z)Qm16nKlCRHT6m!8ka(lD^%W~f0$%lv~mr}cc&5TH^BJawlS zmPr6OWi>uX&=W|*B@6hxpPufNRHUt$+S%DDakdg<-LS4k73^=5iE+Z9g9!?yt=L;1 z9#;_&6gp9;aV7~!OOs6C2><+9p~x;gUm87+TUeguWdnxh3vICEM!kSJA-o|DJTrSI z3~L5txS5zFWlk*~2KUcen;)AjC0$$QO0aUzRhm2deUX;dOZFS|ge5%G>$4})^E9jx z7rB3Q8V+)=Q;bs3Dy*hC9naurV=9Qsel()HT!t;@$0dlW25JDIKoM7?Ts7BtWT{D? zP02-ZObCU%p`l?30hDKl$?nA+yPV~7-P6`XA3TKFe-Zkl*gv2;Y5Aq2D|AcWS1BEZ zvXN-yV7{45L_FmMB?TIWN$8V+^Bjkf$e1?zG|5&7Nq^9R4E&V}GXJ&A0zG%$N0A0T?@nH#1~95w8k*3Fj6nV@hl!rRSIF*9@|A(u0#ySAN;*o| z0k@vTXUo@-v(XVhbzhZ4KOTUWy{-R%XCUcGfD!yBq}%4v{)lO|J8WYq?;CITN)usz zA?hle?0(>B!zmR4rTpzL^aaws#hbCk0b)?@4<%(yo@d~qVL-0G2qwM;%1GQlE)>Ob z!NisEks5L~Ojg$vZuZ#Lm>=v=xtT06t*o6oUP8G%iKxG8IK45?$+{C1TYFxpFe>75 zgF4PiWnutF!I+4WRO#R6p!bE=SboFEFH_dgBJlQYpBbVq$#P5tbDDBBmyldQy(^na z3|`^l3wgzb{rig&T9bKTb zQXeju?hW}?Np4-Jo$%o`DO|J#Tt!ON;-S2Ltqo{7F@0Yo@;BF12!&$(x4NQpLG5{L z^qljhBibH}o@uM|q>r9-5SNK*@2f?`ZyD&o-b?)cE&VLNy^i5MA(m0+u^G`MV~Ap5&s_?H8;QJT0-Wf+{*ZMoIu9lNR`n?CA5VZ!?HJWmflD&2?>r7+n&+-Z- zRUMXJ))Y?Ucv8LrV9jg7nW;@uiNzNovV=xy89s=V81muf&%=5WURkZkl6Wtm2ng+J z0bCxnSIebiqQXd95ZR(PI(lp^BmIS7fF`AZ| z(h$Ij8J7Jg<+?X*mTN^aq_LQ+pp?$+kc|5)wEO|w=vPiHOce8k`$BSC;y&uBCkYKc z9<8)%BpbPw8Z?$)zy2nBA$~m4(LJQ@!Czhk#!@y-&!`BM!Fe2ECmbQrD)uTDvKtxr z-g!yz;iuH47znLQ0Q>YV$;P}AJcqVcvi9rWq_ztla>1AMNeMg#=p&P#6=+d$bH3-| z>t!0ou7m!8)fj4!ivS&M*+?0wfeYQ}#qOv7p3dWG8@Oftf4gMRDXQB|kz>8(>(}2C zar4kLto8*W&T9(-|16HEoV$F;^PPsxNXQJqRBLhFWPwwuLH z@=1<X!j>fV zLhlVRIGvY1{ zcNqprq!u4PpR8GAjZ}bjrwWhWFj&J)%;!Z%B1o*}b4X2B!LR-IloEqk-hA8XV+Qk~ zs}EpV?QFFHMXL_3&DcnZhjMdsBjQLa5hG}Yofb?Di@~`jd)1XcVkv8im;V0na{3r3 zaGXzB;6+A4;AXgz%#Y}U``}NLUx7eUx6#GS3Bd&y+vT$>FF`z> z1kmyYxmu?}V#i$ca$EZtZsjt0Cpf70uU zB*VHz@ZilDGiB=mf2jEFHz`Pm?P4FXRPdqKCh(QMy@TAdmEtPdS6KaIra)$HtS6$p;Md$?@x0Z|e-Z&uYS zNy*sh<3v;mH_vc9VKBA@D2)u%RX*4HkAnZBH>Id^@20!`-_j71l6^1!PKw6Da&!|! zs47W~v$s(fTW<#*?vkXTLM*T;Q`QhYW!9hWYa+HNym=Lw13Gum(ClA_k0k$zQLZqO zt;M3YIq0aVu>@Bn>ED3{WepzptB5|9Q)(R~R4O$z&5fCS5vNG}9Wo?I^NkpU^3`t01*RM+@1kHMP|wd9E$W?5&}zk>U_ z#s02vmRLA4&}OI`l!+mM&zt@z^JmEt<^M*}gWW%IC=3It9&x)__zv@6V{`3m=L=4wubVG9_5-{a}OA*duO1Dlf%Z;tH&|Wk^D$ z`@Xc@WfX|>Xc8OjR2up;(D_VXvhHtZo!#u0ZzjGJ2=ynR5@V9-ajK1|s;Kn`EkoeR z8nNL8`v)Os72l!dLC^x7>U$5=VvBW)Tvuc17bV5`7=^3~!~pBo01t;&@w}01U;xCE zagrM+EhBOdYhQQj@L#2a0W?Hi66nn@upniGR=c-#L6%bTw?;R7(1dt4!YBvM-f$%%K2ba_9KFSxm>7 zF>qY|IWg^J_N9o)XCZZYRfUI>z(QH#e!(?9lxcnkk(S90&v$vH##O>?JdEJC~EWrCmN9~V@}`1 zBVhKwTi#6cK*4|?P{ur?gKL0nu8a(fo!J(E6R*^;9ycntR>m(pU!Acc5-CX4`0UBm z$RriM$}RzDMPGSaTXQbep}wEfm?_U;#^J2sQ68LoY_Yb%#4!|G1FBFD-Z7VST(m1O z)hr4|NfwI!KcTMjs`%E+06YwMTIxfcO2gH58tEuL9qtzkD^6D(Rl0ZfgRXaX*Yzo8 zI1F&=e9N5rLTtOio;a!T(6pKBtC2pBhBvv8S_Q<;4h9n@tpx&$ke#LhcObB^YdK4* z6Qo5PI-5)Mv?2m_tK%f(I3t98fDz(m`LKVMZD()a4HQi;&-TCpIZhnegY* zl%2yrMn;x$wiQC^06#D`c-Me8`a0*KO(x$eKez5X?z%wmm>??Q$mWQVR{QEc$h2A2 zd9kUDHdNZ-@Bcea7SkCk=&csXGx;ym)V;#wi=;;p^GN6qc0LfqwKQ4ke=%?)(Z0R2 z{kw_V%W09<_*vvM_0^r3Drqur&6Ds!c_vSZ+4%IY@4X=oEfz@6PBhik))2RXhq}2A zSgO6{kZqZZzmy-E-16uwQnD=oTcGR%^L^|(lK5%125Q`7;YtnTY;n4@+4XHP1ke*y z$urz9Y(T4XVQSk0p4{OECLpD0KO|Cdy*e^$dAQjHN-@z63$qraNy2O_d_qjed1d+26sI2SI1iG6JwiFpYWc^nvBBGcJ5BLirp3CCw|W)8`8w#lE2x zj~VPcTM10#d+PjWgMLYv?3Q+T%incvP>$JNVy-|<2reil6y|nG^Bd2v8P~yXk+a9R z0tqVPhi^o)pTJd0kWh%T$z9sjBU4FU^CwaF|N88B=2P8XkYJg!aFeNM*ELg>59(IAGQY&Z&)G8UB;M^kc+h#}-ThEW~}kcB<0n*45dRX4ju~ z;_FBsQ~sk?>mUCJZ#+;sf;&VHeB2M~-nU9lh zH%@|+A;$y?H94+K9TKr16(b>Nzv#`3~lntqmdcjrAmIr$#AaoBlz^;9GW z=K-MBGw?L49keN^hSI=pBKB#m_vhtVGEwkvvw>_`I^c-p1f&MGalQ+tRHVzs!E{k` z5IhZWa1fmfn1ZCHrv6M|9s%15T2h{O?3eByO%>`Y%g2MI2=(h#9dRb7CDt@bx${7f z@V|{|&;_c?^&bLCK_y5`c8*&|nmoMhv8DOk84tid$p|vXPFB5~=k#j5h3HZIdvxO;I-C6{VA=WB^bqg|8-^dl*vRf{Ql=r6! zijnQL{BPAe(t~%rWrs-8gAz*psfiZwAlxbIRYSP%&^MumlYh(hw+^;@Zt5?W1K4y| zmtdssDB$~e6*P3FjxnoTfb?AVERRq^kJmzabkb(eKh$|}t=_@-E=143ma6th1kIexvN7sj$_68E6~z%V*_ zOpf$(da}Evw}4ZThxGL`_KK&^e_X*VH%NM|PzR2K#K3#+tv&jfIShGjxAhZ^N!)TL znvU5xG3xsA^0o*%aJ*Cz^+^;GDJ1+X>+a~FUyz&*K9qhCsN0ud#-x^h@2u&sNtqbp zlDB`w@Z`)jr#u%wyWxg<{2NIJFW&gTG0(@cG<_087%GrVP^Gt7RQ?4x6?Mc0Y@@9p zC+86f3CYH}-NGqfQ>?g%*wG!I%_NuiQ4n1hg8Gk$2yWS-NlzXw{Q<59W52OcQ&4#z zEQZ0&hi$Wu#z2rW5lz3{f&j9lhMJlnLAl>;yak{(?*&32=9MgP2FZH=}`d;Ku3!<;(9$Yx-ah~TE@ei zrb|h_n{H=csQN5Yutq>r%P{05?PIW@K-@b93w5FwoTe+PMkrYER660qB z6E8GEq7~B5FxN0t0m#Fi;F`Jb*V0UuWvxirfgBl`7v<@7XlaJlNF+gVsPDn1b77On z!GO2RS2L@+ua0pRMO=x?p|MfjlSP2Df}Tw0T$o)vUMR}0X7&P#DH4uGfy-T`v>R!I{HHDlv_L@_v&S+v>lSx+Lk3#9X=1me(dNZ3FwvH#^N$Oe}6?_3lPMa*CzKO((?o) znn2SAt=dLI)@v*F0fV#L#zqRdn~~5Xgm1PRJ#q7KTk_!63|RW6VEhJcFO|tlr4io) z=WIcOT2DOU`!+!2k&e#vN7!AE=p?+)OHBTVZ)TV?{#9O3K9(0{;LbDXagOGr7ybGF zu>cglbga(mwVjYio%Aw^ecr<7X*qg!SMl$>Jt_n#&rx4OLZZ@TSNCqV{hrDg2)z=y z_7F@NnfvWmLCNS%*^2g5|ILp+8758=JE85#e>2|%vp~{O1G#>sqoqE!zf_|3UB|0E z6CIK((yQfIuh0@aM%XHUXP8 z&@}Xvp4R6^xTSUT=at$OOQ6W`H1*kE9R2<(l&u4ZqK6Z$jK{usik^OOl4gh0c={aS zxt<2-;Up%)4y_TtfGk_ihoishqVvHB@6XSY62VRE1uFg;X_MB6$@;dC9y-6d4BoBS zzt`ldz0TpuTL?jm=Zyr?etrAB-RYyioC{zULEnGk?qlJBWXMm;zH7^U_?tZZ;SaAb z>}qcG@)|^$_aInZHBYdO8=t_by|>j&1a2w(dhYkin-2v3UVoN#E|#bT{~gbfEI4U? zdrUF%g@1ol<^~c>+>y-{H^Tu@xqyD;7({#Ll$5Ate^jjfHm7~f_w$2L*()wQ<6QF|k4Dqd#L- z;uL;h66T!Bz=l)e<*i?tRf%A%uIh1hheQ^~rN=+L$B(S(TAPFoBKp_=U&XI7C`~xB zfG{!OPfSgvi}Ey3BXcQTfP?6)P*&K1c=U0Af8Fba=}~Ix_?>9MsXS0x!(X1K!yW;M z6;S}c_`)0PROCE!#GaovR{A2Pim-97y8o!q@1~G7P()gKo-43N4jzub_Hf|VE(mLe z8X%Bge85XlB=X$v@PFZyJsUZR_S&E{#D<8w{?gZwT;}?>f%F;BF#jtJ!7N+wpF(y) zqdL0Xa2GMXCUpYpd!Og>P**kNstb$HXOCJZPfXuWD1Nqo_HAJA$(spX^SUQMDL11O zZY$PM1BR|v?U0fc!+>!)0ZL1RrUav=8u>RtO$@t1Ry}!qr}-DKLArD?w8HbP1%g;F zyU;3ej4xyHSw{4oPN6u+#i8Fa~Zk*E!mAZ`kZ?ZXkgO;v#X!~G7OBH>>M00`mfeo5}=(TngNR$@$|$* zbMI6Nc{REIUFOYN!irSZ*S(}yq&$houuw#tNQ$&qU3hNm@)xQoA0!`#Yu5u1c<{m7 z(QP08L8cI$`%;y4bBqv?atCgZxygKC#Ww-4C9oJL9f0$@SOZx=Zg774dYbMhjl~^vP{%Z#4H$iF+TVuI(J=sAkbh_Vz+UysC#Ry z)#v_gvo&7U+ghaAMae*mY-Y>;r*Wa?saxAS9aTYx-|L&HaK45#Y*#D3eJiNO_%X6-^8wH}k4bCD^;>(65Vi<3OATYr^^ixMfFvCXJOicCp>$C^M5sLS zFD7+D5$Sv2Jol6U4Hw-r(2Xn!W?x6Ceo?N__q+^!#$fK&v7d?ZFKg=@1~7bH|B(qy zk}tx5`LJOnf)fA+eMgva0G_&ivBje%pbO#8m%}q)U8i~_P`$;GbS)KH0&B$VtY0Tl~ z8rP%U&)Dr}Us8&cK77GyX-%C{Wrr3R25bh{H!ElysUOPn6`k$An}_ipN2VvQ9}@nd0-+U+zrcLTENsDdlD7E5)mv^%zd)voZu>=VvUMeBscI@{axkPF{l%sPPZr!gt^YY+q!4w90lI+l)ko^MiR|F76^P=hrV z7zKb6N7nh7{y_&55;yM~chmV+uX^#Y({A0!r*X^$u|Ys)JxTY>Jl&+lI&@@A)btKg zIBPeOLeX2dm#ETM-S=snJ1sUN_t{MHpRJA%Uoa1K`KN`(Sn?j z2mTC)FLOBhekI<%BVrU*w96A}u=@P=3VZiB6l@G?YhHOnYU1Lx*&PJ0V4i#Q2C;PU zr}B6_(uKHF@A%MNYEB8Tt_s?YD2#(Z!2HZ3AYCco<<0?3NV|JMk8YyGzg-w*XABExXX#*tvTcjB4}y}A4X8(WCuKTZ4^V88@~p1$SGBWmh_|K& zd_FLS^c&QEB%$@aGFuh&I$Dyi!E=&b>F9lTGc=l=9A86J=ErE4`uFrHcxELN>;3d9 zZoxB4Mt@;CkU1rOBq^irdw)I^O-6)Qd>G&{TuaQwff;FsSQ1$0-IyK}te*?0|^O;IF7gAPX|@%QGoPPJHb@ImQtH#Cm9z zEsRmQFOR=}4Hfyj^4tapA3${`;FV}f){7{RAK}$<1KFzQpsp0J4D>d(?ibxlMN18W zyX7~Z>+5r`w`dbJp`Na^GTty`u5>{vee3Vr(i~B(lup-(q2ykj78MB2eWRcIu&g4t zdwHwAM!!f7MS2?ig4%uf_f$LPPl$u#yvr1Wq@?7I-8fpuTXnv^RN5aPeM-nNPJ}ou z$8N_Ez5W!Kzth$hUk)kC^@jq+ndFOMV&D#gxsg#lHP7J3#gY%#?p%_NOa4_! z2)iK+@o>jV;J+g5?Xu~%=6t7R4;>sF+(6D|n4Rcy>yK6px;=eo(-54 zM&Fg4g~KC2bs6+f)ADoq&J$&~ZXw#m3&WZvU^)kHzZE!VOt6;8J$s9yTc&)un^LG2GR!)w*S2JtLnd=A83J`lX- z)~`m@Gjbup0uUr|K-ZX>n>F+j4SafICV+j9KtH7EwWX@49)>VZFy&3<5kT{H3BzA` zR9MuX{tm^1I?+K2<0bLX$2%!6S>12qHe>U2GoobcEAD8T5 z`}UQOkMxykFp?=$oc?)U2=cvkMdJn~pnUX5359nxeWdyQU)Nr88;DJ^B>ydBH6CS| z%k71ZhM9pD7oAQ8*M7O&Ynv%RFpVrsT^Ux)Y} zhAO%HY%zMk*JJR}-npMii(lSPNR8ZyyZ!I?!KzE`L4)V7_%)VA8iNv3416*j z-+g^{5?;h;b&yA)ckNPdjrBYpe+ozFkv1fHIrj{EAi^3_3NlYo3UVAAe`1Lk_| z*;=ZStS3qLXS*A4bS(LqfU}qJY3%sCOSuMxN`i2m|B?g-;tv#@I@QEdz_+QQre<>d zg}*A=g-7)G)1!>$oG3{v8}d5+k=8{lrc-|pw$`mu;d%GA7jjPh*Q`ma*Dl~ClLNf8 ze@4>Ht^Dr$Dqjf(0?)a|m#g^C*1{OKs`*|6Z^OND%z0bp$W*Zs-UKP;Ze{~PDo(W{+f24w;xR~fqRYXZz1 zQu?tt9wsy9YVWthzy&!8sAk@$q?PRZWRB<#s_XFOEXKdbtwdf=Hk|P>Y1Lyu#I~jA zaCR+CS^UfWN?Gy2zws{&n|wfA!E@^!%IzNu7YjXIoy-B86UVlTG^=Vqdg`vTfuSvL ziD)Ub?~WOZgdlA)ZvQYCj#!nu06|nqUlhu9k1_|=bh*k+&uo&#u^W~|nJn`3=grmb zGJqxV-}X~vb?stsGnjAiNHLY{#UML+VNp4rvLocf7|aL6_7>gQIncSXv$72PO+11t z!Ti@Y`SV!t5-{O~-ly@aUSTjwP}JAh?&OAm+to+;t9(h}Y1_Y-!nlQ8?_<{~KFE8> z2X2gUd~~;seB8H?*Wz>)LpJ^hWlewKx17{^)B6^fwBuk~K0@5$pxMTjRJm09Mioc- zF&v_BD%Tfe7l5*zYeQBy;%#h&deGWi{oPP<_+chiQNgdmp@;ga{$=T9s?{CylaLLr zt8FkDN&Ju%4Q1z1!EsMmE{K#w37+{DeIv|zD#ms@UGG6(RWcwASrS>)aXw0NQGShL z;5WSv>O$;q7tZXb5x-0kB~u=No6U1#zpZQ!ttLUa8l_*Ou|2k)zM3^hz~ zi3fex;!_3~BXaV0+^zGjppC}6z$0hu(fn=VVz+7GMeFGCvSLU^^?#}d_ssz}a^Z2# z(EA@dLRc0A9%sn3kQ1w5loU8^x8(X@wuoe>0Ld1-FSojjdV%R)B7j+(9R)oqZ)j*3 zvqRjkOn&i``p#>8ubrwqBTsCfW%`AWm(P}JWr@B%U26`?c1qbB2aDb_2}9vbn|%Vl znh?W{ufiG*4Rnfc$2PGz!bE>7%#6^G{lF?0-%zIR!;)uaE$t-F9;OyT=uk)xfNt~k z!)#Oo_LqNE-5ePYW8SqGK0*jFe~%XtUbGP`0Xfd^vErxVZNlbnbuYs&>%d&I>57>h`}Sdo`9rcd`(NzP_l8T4fn83> zKcUpKkkr=s0+c;F|Etn9D6&omuco0FHGH2hhqIpJ_8$b`v=k_+);Wj3QCG?UHves=K9LfVKFN~tQ-?#7yJ5-fQXf{_3D`A7n9cPTazQ>9G_a}JK~I-%6x<=LU0~R z8xxFH5UoPBoA$G8twq_#8nsmQ137?OYAHoE_ruj&?d|YuFbuVC`u_I=@I%pPG-3)L zp~vFt;zE~N6UyibLL2iOBTR>Y=O94MsfCme&z|)G&j1TgjV-RJiazc#ueK%|rRdIe z#-y|fd~2eZ|Mp6h)OGD|T;Q_JIs?iZB? zRHPWMo|uEGC$!YoUUM=3Aw^u{?0Ey`;YQD`QL{+c?0TJ_=||EX@%^lK8n>yn=%evu zuu*OH6S6}G?{6J9be21Lu6+}#6WsZ`)3!Bpy!03fHo=nq*Y`?KeTHI93_I5Lb!PV4 zEF^r%-lgxb0ZgxHpS98hTWMGH3iY=pKH+h&wqX6F!c4{^+;-RclN2~Kb>0^;=K8!NE#!jCu{MGsyp2XN+~t{sfNh z59wlVcP^eiQ)j&*3~gJ3;z%>r+(>u<5R1motOl?@s~i{$N@gCH9U|`^C5*w6NCg4# zGNTT{{uDtXjLiNMFudqb5qf%dcU+iyIBkJ;QcDxzf%ac0C^7P8C`N8(%6O#Is<`XCM5vL7lIG$@b(v-MHwJ;+e6-IN zz^Y>jD2W0Z%-9Y83%O4g#Schk3m;j>u5G|&S$uf;HU0j&xoX)~$&bMo!%yDT|3W?b z-yex~cvK-+Y{??z^A| zpll@fW;;0%x$q6PtYR>A%>4K<9oBOYK@YXB9S>XHiG>%vf5Xn)&hVjNxxn`Rp?xYV z<-kCnOj~vxTgkUTDN6A(q|tpB86!PVlk-Mp>kW>qCZHWiiX`+8?*9%eex4AXN)VCJDR3ElxsHYwSnf*;KuI^xjnSPV>>@svPx?AX*4XNv8sXbt79)chk zPv~x2WKopTi0oy2Jb8AMVyd?INa{@9d*eA1-$}ct-ACUAF!e@uVwZt_YCIoPOT!*v zzS^rX`UI8VD^S#l!IDb?Xz11TJzK?ymG&btH0iUiPZ_Z4ETGStv}Mx{y;w(bsPGdH z!}Kp(A5a-rILP)^_&y1}pga*i=7sWP@v^v=*8gD#v24$x2v}mye>$NHFVYmZ7re0x z+==Gu9uE&sF_0IFr%QjXc5TIV=kVf)f^-0&%sDFP5TQ}Bz{umZptJK#Hyb}M9g7owAfG&sPbw|;DaPgqm z-3&ZhRD5!>r41?VzT2S4y20Psy6&Mwaoi_AhN2=qj{wa8yNhbdeJ!OH>MuC@l@H!v+s!-Py~29%zM%U# zk39C_+|i?>s+FcwLn3D1L|<#=P)Vx%R+fvpE$LGJ`k@FnDKWrkmP{K8+oFR517VfK zf1{6DBy^@hvCKYfNxtgm&-uFo8*y8>aIc%Ilhphoo5X+SA~WZTT_?w_LB_YlAyIcZ z)2fX1n*W>JeL8mFVeDicI2Il}+e$O6^6lZP((BRU@?Te5>`}H45=9!Ai0?gkZOQSy z_l=ler2L%;ZfYU`BN|q&S*mYH&h<}QQ)Kf^I33Q=WN3}8;CTka4qb8QzboxkPgC5e ztO^&~FJ5uCex#SMG5tt?`tv)yC>B8po%jaOiqP+lCjiwEJQO( zFY#6E8SG)oSy=lPx_3{7C4wyauYqRVxNDtKeb_^!FJ*Z4D__#IKW{|LfGzQM zDgjeR;ADMH-BA%9TuD9Z*q{Cd%aE%}JlZkE=jG5tNp0hs{r6no;R2LMDvsTyi%{>4 zjgy?OV~>8K7@b}EgdWe_A21#ezm0fWs~MrO$b|o-^v&L)S9#xh%J> zR))VZqKp-C7l3A_;qS$F^3R@`U|l2FURj24^f}BTj!r_sI%o`9j8oZQR$i7sOhLZS7)jQnBrROs_z7db zonu_{k*e_v)L;yI8V%j^{5S&;_}G;>wm0vauBywqk%?R)K#RP=Om{rdF^83QPeOfq zJwTFz$=zOx1?&E|)!noULuaZa?W)Qqy2k?st(bT$qua$!O%%E&MvYbeR_&OZ8yDC5 z=Yz+POt`&qwhQEW)7-K1KwVapa9~1d^?wH^Kg_}z6X$w#@fm)6ww@{MH#t5|mt#qE zZyHD7BWt(mSyr9xSfIyNaY(u-<0&!lW7123%EjO?{`w*m=ZLqm&fEF?2(VS;_f>{q7szoeVtKejR z^*8+DNX!sVya=4I6U%WH2w-M@@M!`P@SXU!?$Z-2MjEHXm4E3T|Jc4@-#$_Rr&H;e zDt2||4}^P0(bwOkc_rWd=M5!ud?5cNc&K-vxoncTbo}Yl-$m)wN^W{m(?ibQ^)QBa zKJGpV+n>;x2f?$K9V*%|v8Mea1#U ze6SkXogNoLcmDI}D|fQxof7_(FCm8eN8F|##WPcQoYO~=I6*&oBdvSE@egI5r=lIeO7Yf&E?L*H5X?7Ol_*8aPpYcb&7yi3*snc`7`>HE_h==lb zV3WVWv)ZxL5!T`|(9^^F+URwO7UiQfJj9buk2fm<(wuG@VryfZ*8{ums@_0g+6PMt z+PAwgE;8lQh<}P2@METD=xYELppx@yXbT-={N%jB%TmO)`MYLeEbx(mY zn`}0%Ui_2Y%kJ-1*tX6OC(!1#uvYWmhYt+x$`>GLZ93lv3b`M;+I~}}Re?Z_2V>2o zlB;;z*Sk*t#C|;d-92+bf}CSsexOe)a`qKJY#iE$)YU{WO0l&Wy2pVpblDbnHtEhb z@76f?OAvGuCm88tK;Y({IHqqU?7iQ`%p<8V(9#&O2>pyZ13W;u7GvlB$OL4{$OKE<&Cc$9 zK}G`gvl<5c{4^{#1d+v=NKVRs7II5l>Mpq|g)J4FPE`ZiR@R)?%(gn2Oty0R2wRIX{Avuf1k2NCas(u*k|Kqo8I8u&xVlFw3@5DV^&Fx zWh)XFwpiRQ!`s=jcA@Tdw8`HQr08-Ly-)IL_*K2gQ5XT@tksOluLnri|~lMybY zX&z@sB|fLWLzRv=r%9)8IT4K9k`5CC!_JlwTx^2%dAA1uET(D?;#!;$ipPcWK1&E0 zDGH8}Iv zB9Ov3AR8F-BYe@+0ShTe665DS)}@FXKe!`!uQ=jcaZ!;#2FG#U@E}vczB`o5O^e8a zz+6O$O_`o3&`l5iN69MJQ)Y{<6c#AU%v-WSM~u{FwygvSUsuvBeNNK*rZNV{w+o)I zaF7U+xUdx$#7;Vn4OrJL+pe3e1LB+Z>XF;`=2ObDA*Wu)#--=t+5!GDIS) zsPT@)ZMt+pP3ZpS?A%P~z%FC!SYgf5zhbXp4&NmaBZuhN7_TMtJpzW}2$&^lPGJs} zhxX&zwZOXC^Gn>^4@O%fQa=TqCv`!DYn)$0Gwk{gj#2F;NE}AH}Z9M)8p_6ko`&gPTc&=CEYyHDWrFAo=TUbLW*tgzdxoG zQCOJod-8)AbN0r!1mK5$iu@5|<<*W!C%|D1c5936V50i*@I zC&Z4Fh~qo2V<)4-S^0Xql7`02(_UFyuISb?{EH4JjS`NhJiItVKg5L(X$|l$;HtpD zd7ky7hH1u)sgvKjdTD&XYj`fx24ed(&R=NyG}O(lS`K^XHnd8q`xVjR|1d2cSSE>+ zjq%+B*Y5w9O)}=p2ydB}nzqj4HJdEeMPlA3i{O3o_o=sSdbB;NRdYXi<+G`{f5PEa zPv#{7XkLOUXK-TPE1xhmLZW8?D*r=8PtW&YcV8LMd-~n0`6^C;t%+AE2M2a#@sh(1 z4>c$>RvI#WE7?9GrrQ)2f^U^9$EhkDvW$b8HB86irajr2F^6#Fd^t;ZqIWC_RW5{$ zW%=(>5SSn4I5B@*-U-jc@jU+!z6!n9uSRr2RcdmJD_Md_(1|`;N7tr-eRXq8tx$4# zcR*DB%7@%%Vpim%op$C1*G~ArFt=JjFhHG9xcx3F!wY+Lr6n#F98TF3Pys@oIcC7E zZTEI#XRB+*D{^UCv&Q&e=R1o;^L>%C4sz*Kb53LTtKpe(L(W^Gh{$__8!dILDpTTW zU)GfEviMImftNo2@IMyDpOhDv{(zWCHS4rG@QMHjxQG|AJnMN^fT^8Qn@$knkYzJuw%BGc^?7Wf@KFy122>*#Q_p~9aDo}c3n*S>!Ui9hLQ z;bFn7QtN}BqW{Qv(QuLCvMjkbU)^Iaoza-opp!zQ?n3d%uLK>XQqDbzCxI>aA&BBlW$Zq!9?RjDmih|2y25fdU*LtJ zX7&zrezfy@lTG7v$PM)K$MlA0Gi+~3hdm%L&MrgJXldz$TXUy`$_RF_FJWU&gwid# z;y+*r8n;Lxt~Jan)q}OyGta)6;};sIjkMzcZ#ghxaB zMr{0n5lajC4Xb|@)(vnCi4Ei$98t3(L0VgoZ%gSTCR(%=6ADu^ZWhv+WUTi0OVMZYlBL|TGzpl z)YX{OZ%kjoKxXFU$|Fn}Xv${HO*;#+YO6W*x$KzgOV-;zKxI_9`@WHJgOb142;ZHw zRdax{vOMpr@Y_xjd#|8CBxEz?59sK(gR3}WK5nFMh;CeBZXDw0=&T1!p12PJv=WB^ zysJAaKQrd{L5}<*+(f2FUhPrU%y{Y~RcysYf%=ygcqU8^u*H!X!SdJOF;wJE*P%)Z zhlw+ijcQPymQ{#`S8PKrSyhtY(-e#-@bcBoz^RJUcFn%}FiGfh<=Dvlo+~&=GKXZc zJpVmJ?D%d=rFFI8KaCOnS6F41N;9@S9jiGw}>z*Zspu(dc%9)t+-&q|HUJww%rp_Jh zb3I%eU?q>&vGVb0EazMlxH3uJwr*Gj(B#&9$$yXey_A)2-C~mT<`bQqXqi0NTz}<- zLp^vC#B|y0D`C4_Ae(|4Buz<8eWwxF^DVNi5bPJrt-$S_4eLu~TYYlV6EIl((3@rcjYduMrY%j-N zBS4GcR~9_`M&cTR``{I4Y_tZn__=+$8csH72rcH3iC=SfFf_#<$C1XqYU^n!!o-!! zjJ+7$GA_2wRjkZ()n+(Iok<0&4R^E5`inWAdA@=(&a?LL)-dVJ$2~9vpY|%QAFD0N zT@MHpL}DICz1a@()TH-mc!#8m^{n$yY~16pjaa1pp=A?k}@e*`%)UvfyzNN*7WR0 z(}mdZpJr+RiHP$3^`NREvx5U^dO@c|PZ$!NnHg2*w0`GC&+}B38zIFLGd1070_;N6 zmp=M;*<> zATysvE^FyQV6`U5%+d5Ffu(fw*757I1pc8Cj1O`{_&Yq8lE+^oqnOgny)66w#}C@~ z@b71{xns$3TbZdR}D^%yIihVkcQKYUJZH|(9yJT+IQyTeWxlT0n( z@47q~#7yWMGWmkpZ(;rv5&usKx^r;~a5ABk|~FoFUtf?L0GJ=Gv&siXTEt0@#yQ}axp5}52Y~6-(R}9 zq!9HFW2?u4j{n~CXlAYkq%D}^Bk~-XlD_UTfbCJ6)XXU=!F{|**ZId_<)@&wIv9d9 zM6S}=d3t8hIEysQp{FcroS?O3bd-PXY{A|>$q0WctgE$nd+40Ry-d4r=SJzak#|ASg2ibq;2?x2Tul2my9+YmI}oZJX8J%oYRd}nG`LxZ@0fPg_y z>_Y?cYS29tA0MB@W{kcc&dG9*{ALZLCAxsNWs{$Lx&y|N4ovSToNLR)PKqTl$FC4( z_oi94`xZg&4*k)m)c}74@BzG&-`GjSBY$SOEy>IH23S-#bV?UOF9UT!4`8~wp53K| zWhU9DY=0qgb}NSO%~OQ-@4t*Oj0ValY2IzFIAC@h{Xh|NdlU^!w&u1+oI@UiEl&)= zFR&@~L#c?E@pAl*K((_$$E9PMa8v6P)%NTHo4+fO(Dqc+13y|3oQL@Nz+=f3`g?R{ zJW>dTu3na-F!24I&F-xQu{E?i|0Lopz=#n+UVc4I0)^tAjz%N{%{A9RJLUkLXCaoY+46Y{k>)^(xgpH-{mPV$Jpdafws#fjFD(;(2q7i z{$roXTTZYPeQF2RqWp8fLK_?UpNnRsbghlzW^XN&EY=lAk;g2@aYwvp7qhwPL%HyO zjvx7Yvwm~QwEQVGCMIBhUhi@`^NQ|ogq z&@1Y2hC5#S2*LXpYKn^oUc4wpRQ38hd$n0@jg+%5n&IF};1nCc^~!g)Dc;PmL|5yG zTm9&Gq>^pP#ZJqVyLu__ID3>0zqH^0<_UY(#|;4|Qe?^DtiUOrlX5Lfm6Qad1{d-i z4U-xyB+Ox+!z+D2NKZ112Gx7$lP$%WB)4ORw&zXS)^Hm=4fcegbS?lp86KSvp;>Up z({W>vW={KD6lfHzTA|#k{bzb+?%r)w=*TphO^Big_pk41EDjr2x93gkQ5-*T;va{P zw$IT}5BnabE(kzr+~!;o30m#-hPvinSq7;G;A5VUXV0tzzx!i87SP_=GMPP?KRiyQ zC`U#oqaY%@`YYaJ3a95| z`O$g;mrk?A(AnX7CT`l9wz>JbrLF6=5PHmflx4JUptqOL;5d-z2@i9+{8W-|I9Vc% zt2q`*$SA>BOsNp-SS0QTNXYPH#`J(i<*6!s)=1u9HECRGMVO#HvL;N}7Ee*2IKrO+ zTxZ_*WRjVr9hK%;b}hOq{p`4LM7*u8>|niy;ctJ3Eo&OQaaE7n-uvPqSyV(~tdU3R z3q|#?*xYhYH^#$3?M^0k4W8V(+r{#_DYA;*jc#{(=~D66m-RLd^bQbq@gl44$0vO1 zzcjk^J029Tja)+CysR%g?m%$%R6Nv<<+|sw&?599I#JW30WM?@D^OGYA{F~Rxc8^p z!AtfpJ_T^{gOB%izji-6_!IiLm6R~;&6!B2Yd8sRP7?zjqcwB?FK4H6RD(iDO{&iH4Y6D35 z;5BoV^F=`wM~LV7qE~W&w0Lj==~Q(pF{6Nu!#hDP?eeryK7Nl7ZMUivHe@4W)mcp4 zz>%;l6w9)d=&%vxB7f)0IvyLd|HNr#N0{8~7H3)qFr-^VIB@e&fJL|Mse5U7{>M2?SKnahI+ZJ@3pNS@i!6a-yu#_F zB_n7R$deW}qbvBT^?th-z0B{u?!-cU47J8TJ(uu4u zvECng;ys8F)atKE4c^>#Q1Z~(Q@Y}YDToO`*5dxqmlj!LGs<7ovaCFAh9Tp>6@5!TU0%Y6#EOtrKaGN(PF{}cZLz^!*#(Igv57o z!w{#WAJn-n$Bh{5Ov(~EC`l;atMIrWhL@!GfsYhsuJ3zh+RA4aeMb#i!@;c?r{hqek#uS=&1>C08}sRP(l=)F-n|)`z54~c{;tTTL{Zw|YT>4~HjxjO9s{s? zTl$O9(#NSJp=&98K*CT`e^-ulAN-)wj;SaYb^Dt}jGxw{zcF>}+(9f5z#g4TxX2j3 zZg-?$_zzF>Bdz=09W3b?xmb+`#t9TVT`75Tg@qcPG@OO6=tFluT za;cIwZ`~D5wXZ6-7`czAG$WYPJ6ubDvHT;v@~|Cuc={6C@3KjtyG31=ZEca}yjF zL&XkYCKaK;4PNot(o=o$4`nnBC$YsLpQ@#;jQ^ikQ^LNYehJ*vsLn>{-*n}tVKk|= zdQW#Z2hR#QK3&vUS#9P%I&QchEp(T0g{FD$Z4^z@_Kbf}=G+~V)x^9lgggQ7I1Y>hJh1&)pcZ}=fC%xm;p{U0VN6q}$dd>g> z{;p`$HZ`SW8F0(r^;-RO;NYPbwP(Y+qa!U19UmVbsdw430C6ZIZK6p$d|J7IR&65d z+inLd@@T+IRdhH^CF!E5IZb&(^-%|UJ)2N$DK;f+>y)2}{t@a9;niwA5RsB*%u^y; zU0+ujAMH@nQ=eMH&6%~YByiES%5Oiin`MWBeuR;l2X^D z=SgEA03{}rNW#vXfV^p?d)aAJp0;LZ*b6@ zBfsI%anLjo^ z3}$4I%cuK5_3+`t^KFSLK5M%tYLFA1qqjhiRCpQ1_=Q&keC}B_)@r3VkS>N_tzyj8 zpv~G1d;a$rJMRX1VV$~wOPDjBE%rJXR#|`*8fh*oi#w1hmHB6Dt0UGG6gn;$Fa+IZ zUR(=pX|d1Q+TPAx?urUqw$K{={?F$AAnjaN_~Yg`F3~%+_2*bi2S}EcEHYANA%AE) zgsKz&qm0hJhlHAzE?iyVdjTptFmQIzgd-XWkOSzaA)_YWn+4hZHF}1=#?vWgeNg2t zW+PRV*1#T?T`clP{4^IWws4TDk)kvdnp-GUi7lLOsA75XW9nv`>3SFXXH~j&w9=7o z)Ql%>C+BCzlUJrpsA(IC)Qm6O33t3(;(d~(TkEGit3TD#j^g?}=98P+5f)Nas=Gxl zluQW9zUivW+z=3S5FY6$x9>htxkVr;LcDa@Ggq1_sgH2cH_V#Bdl=JpiSoTV|3-?i zHkC~LH)5=b!&(R-K6s*A3&;3iS2~z+34*AK>z^hS#iq==5cYT8y2}{^VABK>mF{~% zIsZU7VXQTT2xk#39CI3s{r>TO^}+UZ<+=YxedTK+aZ8+2sJ(r6+Y?gQujwviHGfF` z`C@5uz^$N=@*+zd;XP5%8~T|0>z}VxYVEdtZ9xZ0YY_n9C_kBi`Jz<8%8*LS+$>w4 zeNa|0nV+3toq<9y3x`Z>%5s0|6UTmItKBVE&+!nsK$00zuZBPo}Yqqnlk zlBOn=g)|f2oAOf^48FeM5lal*)E4MYhte-bRhQO;iRwI2)tq_w>ZDR?v6HYq0%|MM zBc7_5?|_K_--^+V#rCJ3Py~im?iTwcOz4J7|EF$d(>ql^ME|BbWM>(45as7*cz&+7 znZ7^aD<~*<(9w7FSKCPwC-yZIf;e@W2gh34W$5tIS0oI*QfMuaeVedD5RXgsYQ50@0B?%QJ8j<*2ux+Q%=+*%>&XO z+IIq{9Unl3k3WdEU#wRAME|N6H1rJTsn_-CBU(+@3Gqr}; zkxCQjiRI5K20~Z}bLsW{McKXAL<$ITVhv5rFj8`2RsW%4o>nH&qC08v_UStM+Y0s@mgdS;i z3-PqvRmk7;V_fLczk5{Xm1x6AR`f!bp{$r!XW#&bpGu>PQ>dx^GwwvC@GoVCZNKXL z$`D8Q=xQ#G!c89?`T`y)jub`n642g(=CEE#paiQh)whVjx+(^29SS}{($(4jc)yt@;z_jorUZch%X{~6nTrz*m8DfA)yKzGwM`%T zp;Pbuypd#HIW($NMoqsh^oos$Er?x#B8_ zUOndGh^i|Jbz!VdiTF%W5H(*SWM%ym?lWf_pP4QzTv}iX{}Eon2OG&1butAvlb$w9 zO)i+?5>iGT2ZJ%n_cNC{^9l?#F#X4)tva8MWk-5s2Q;f6Qbj^SqSoV2z@SQeHxIni zQUPk}w@|a5SwYa%sE}K^pe@a(kV4+P2%IWfDhhbMi8L?QyLtE_%@ZRcKE}m1O9^mz z!XO4^a@LYyybshPB_86~$q=i7$1A;6E zekd;6A|3f8t^)Ons<6^Yx8hati|;$Ru^!q-yGihxItYZ}mi!B8HTtbh zsT!en3!6X6H_8}H)~8<%lOQVm_d7S2tq~BKQneag-uD!PZ5|G)$LGUqduKZ=6dN~Z zsH2mUDOou{l)Ulv{pqY#{zT6&g+ea7Pz|cd&TN~^)q0LQR`75or;ou#X-2GFV-5Fw zDu|r8J(@b`L(6!}C{;v!y1u;(2jUS@od!=sDZO49TK78qi6DGSt7R(Z4#awKi>!tU zH!GGA`K5Ris`mCQk&g^oA~yur(DT&V>$Qzsh82h_F)%Y>X^~=SaR;H*BF*!0WA*+T zHp~q#Lb~$bXt?5j`I4X_N!q=<9&iOQHk1zA>}D!~Ix>8`+ugld9?3nu?CII&yb|F= zY;iI&Lxbq1??!Gnkh|`-Qll94SCa36W;XhxT^m~?BJ|-4ED1Fg(Wq-DCzd%>wb1m# z)PrTP*Gbrvf z$x?E?t5-AF0Udtda&n#*Bl4cx4~(f3(ke(+4=5N~qpt<(fBiLW3JdzhwANNBKi_kA4buZX>jy)`gHp*W$ zU&}Cz;G$Z;|8jrl3e!f>f6nbpgKOfJ=;7x3!ZoiAy)5-(2OEy$=9pi7SA>vW;^jJiQZJZn25!o}QzaAjREN#9q z=CZgQby0^Ht_Y4Co|J;We4U=pAa*jMv(EkYyKpymF2rJ8g+1u+y@JHwcbfA~?;B#y z42UOh#4eEkoYI9R;)jcM?pTh;I==iXN*{%paaDR4EWzqNCj%AF51L-l$s_MhQqq9X z2F`bX`t9uO5(eLRdY*rC>7o2h4G)WajEk$&1QsK+wJK|Ezj+wMT*LJ|R;dU>p7An_ znS5uF0KoGK!bSc+EtE{8%+$FG>AqH5%3q-E*s?F+T(#K#Z>6Ofx!!5KUKJc)`G-f_ zdS8fI%iyNp7j98N>aT%EkZSYA;`}45t(1V3<&*Tca-F0!15-k44Xq-W{gOac0dLe( zNn4!Ub6OO^i`64Y0SxT@;f2rwImQHWZ=>5{Y@6P(!Uonh*UxP}MY;yK6WQik z==~{1(X-=+lDA3Yi#nO*1GIy++6qBV%i{BR^Z)&pw zsJYq7dYtd%V=gXbFHR4*xX4)4M}CZQPZy`>mKOZq#ie&byq~TJaowF)f?lWXfey=G zQ&Y5+lF8I&Vn`(gg`C(}^75ocz!oD23Q|{7`?$KD`u^wRe}^Ek%`5QdEj(56Q66KT zAcq0?8hFx zgGg86F5V=p)067L5ZQO%%JLFfYj=@|}CQOUZGFi_< zd2p3;vr$R>pcfiV7xT_7CHH@>vP4yCO3Jry-`MIK02KZlq|oW!WqhV{#s$%uDZJcF zGxRgJY8b*_n;08c7#C<$aZH>RzrCpIU0hs709s{pu_efPshxoCLI0WMy4tU}wJgHg zcTla9mOj%3WK{k6rOnx&ueUy+B*gO=afv8Uos&7JBZ2SVN{}fZJi*bOIrG%$>RYoV zFLNehI8v3h;6CT)@D7b*vH(6V`znXD*qnho6rmoKjXflA%Jo#5O3QlEek2iU+a9yC^oLp;kA=aUM%SpsTAtj0Rm#rEiR4 z?&9<}jGD!2@U8EEMq636zioYiyP)T#B z8Pq}_lua?>fAYC@z*7%mM-sNPL*)9*jBQxDpOBvW{GvX1^RhJYnU9SU{TeiCs+IFg zk2)wNSDzdo4(w%rHPk~bXMIma;3WjHFD(Waf9gqTBs00yAI`=Teyfz>F3c!JH@dKA zx>@ZmdM^Va9YejS?$6ey(yW>b-D@A8N|VBkht+#N)x-U@g6VRdl#3B{|n_jK4t+3m5JFAkUo8xMF`RS9oxCy*<)8YSj;`&y0_~k$K!_769DwJan>=n@|xd&~@d?E~?sj08{ z8!*PYvxvUK!@+}MyfTcVzL)~OoB&F_hArxO#Ks`$tyLtP$gTf`S&+3w@Cl}R6$Qw+ zJ*J|NJ(JJE^rG+Cux90v6oj-tJpWlGKhbN@GT_3Mm-eT}(%QWTN)|rfOs{A9Wnk2i z34cNhnLAfGgyE`?B!V4c=6sV)2zep&UBnqo5>2mbtWyYaUEar0b275E`$Ptvf0A0rvw_0T-2 z8N;%X_S)Fcp=4CdQgn5I$ZZiN@!}#YrH^BrqATILwNmXRw-5z|JLJ#NWTxh)oAn(J zo%_ze{%RgWF7&PE+4|+26!K!`lO88lz{}65|HYE*iLrGx=A|sp0-YU%{em;D2rVLJ zH>Qwr1bxi4+>oRWh=D(fh??_by&w1&QW7d^)P{d+;4w&%J%pgg@?R@}A&A2B&ekBn zt2XmBi^}Sk?i5WZ<$%)Z*Ba!HT~a`?uie1{r01>gJ8e9#|=@(R)p$C=xauu zTCW1+|6s@Wgyn}M@9`3$Fk6r3#?oOGi?e)Zw6#{f1fM^PR4S9dpuWHLu(zCg`em%) zQkw8cBr4Lm=V{o`VY)vxHwRZz2jz+QCHVX6UMO*;AEl;yZJuc^tk9^n2L)59PBfem zTkxB--D_}f_82gyZ!VJ9MEdD}3xe8GxVTmCPvTz1$9<74+@c<7djCEDbF6rIuDYC9 z`8Ck1C%TlZK@_B*8ddZO^oZJKQ%znytOWPG`E8`n>KDz82;q68Oc?b@g=ybPLz}^y z*Ao9I(cYTIP{>M?4#pl9?~fH#+Ix zhnGjg&y+L7ALp=RvE3IC79Oh{k_5}vqu6+&{k?QiJ_u_zvHtmJB7O-8neXK?)7S?R zdJ{&{vngtZiWect8(IdL8*kQDS5;(WLLk}}{>G(6MU=vL-{`gavK?R)JQ4=8ZxSAc9?ZUA8d-UwU=t0=$PSgsA7ME#P{wy zPDUc55#o|}UkY$hyOZAO)P$UfpXzo^KD2KPHYcAIUlJ`?o!|myrJN?luP|%ry|->W(5P@{ZuA1?9%tmMT;=yLsC@4L)aDMO2Y{83Oy)dG(dtH%2| z9Y>6Jf*Oh-#>d$Jdc(_$lihp_p6O`#Icd-H%0q$Rt$;_F-m2blqRTs%;9Rf)kYL$< z;I|TDH}eF5kxxuhz~j)~ZrqXpJp}Zhuz(g<2Jh^jfKco_Bylo)b+RD!-P>*6BR`&A za+z$8PIB?!ODiT_aNhk=(($Xw+iJ;?bYW-C{bbf7EdQp>yi}uR&WW72pJhJ{#-!sV zRryn!;v#W4@s4CAn3bVB@#)klDx)0Ddy&&g1PRmR%of zAfK8p6*cgHZrb5Tnl<37z6iU`l_1dPx`X|Q=+O&=1p`hVOl&~NKeHQ0D9=Be?*1NxZtkd!ngBTcqiujuJH z3Q)|cSt3yn@(dNh?-uzujDrO{y%lKGFagFW7Z^M-*G~Zc%iw+Z4^X5TU`NYIsDUbb z#lQ`5|2yBPBg#D}fC;_Y0&$&FCw-q~-7xt8IO7PrT}moV;dhHH6FIfX-`P%PjiG>r z{`_L$hVh-S<68BMUCv7;AGK`gZ3l5p!YJ_rd>^2S{#31atdsd|kp38}k%*A6J@70+ z$1V$0dwuHQ6itUz;#2n;S*^cB4Bs!UuC8W7`he8SOP5#qip&FYRB~202J$_wvEmgT zub;|s-IIFvmzfUEDJ&KBJyC6}72UBEX(V`jDrK4=NfY1i2~9rFBb+X_wDorI?jkC>?oZ*Qs3-ZpHs4>^ zVAd7q4wfUNo@UzB22bUM);G$>iw@x zqgT=F?b|7%WIxIG?Biil=!Yn06<*Wav-SG^WyU5L+Tp9i93h~h6oOF}hS4zKE_KT;4-w;DN!!>z}R&a+5;*E@Ni|6ostN+8;dqy?6MO~vw zAoQXFp-E8$lo~)fLQqi#Oq z|Gm9QwgNBlqX@@IzKT561_Dc)_va(6@hFVwie1>R^LG_4*uh-XM6~23a6%%6Ni;Z$ zP4X;rNckaKBgIs|bccbsh-LQ-ix?T^3&)E4)SwtlKj|%9eD^~RVH1?e3;twJayoW_ zCvpZiH7;weP*ryacDlJXu!+a@wCF&UvH&VorM)G|Bp!V}I;a>h^wtO!Qn$~J_TT>* zY@4Jy#eVXoFax*l-1^T;?ZX4a&$pB*YOMCUDJqJHlCwe0OF0qiK{dbcRH3{T9{fK}SWmPyI20C;bfwsYicOtAe{L(|%fTT%r3r zN+j}5^bjw4(Dx4vy#5PU&C;Eqfg@uAweqfUltk96j{*1;hY({Bi48ELpALRdO7jMm zqQ@Iap&tmT2|XzMtG|z;U@S7Y9kU)ttX5mLeTbm>yVaZl9E zO!{#qboz@F9R~ppPy2D7o9Q6I-74Q<$aTA?G_qs|)2j7Id>X_=+b+*lh+-!By3%rB zLDGrsygE=hOMV!keZSAW{8^o*BS+?C|7@{OH{f2wWKSaDqM>`POdp`5-*TdJ;q^XW zcbk5 zK%W_!@2CDE^=yRz&&P&owGJ_ZCWeN+cs=yNvUr$AE)a?2 z5B;9&3C4DMS7}uU;y}Fgx<)H*k5c6T8Ul7<;ys+4Flw}`F_3}z+_U2!{;66&V0bmk z^JIkp9ZDi`tIV2w3L67^`}>oJ3Jel!AQh2yOVF9Lw6r&HQHq3Hg5%TI{8p-V!3-ZM z4`28~2uQ4OK7x%)y;PO&UjCKPkVA9tITfy- zz1ItWqf}pQ#9N9ReQHz+(Z?B+Swdal%`}GH9VQbu(|lR2D=vPlHtrDqEl6Y0#5Pro zn#8IinJk||rJhRj|6r#l4fR051K!Q1AHWh=-@aARDjt#^n~o8kn~Np~&;6JVV{>g_ z%Lpa%-Xs)pCkuTwMv<%u!lwDiV;a_S-|$#*@_x~I#?p~m> zPP~lCN&wsD5>cHoH|C_SUm-OE&qf}8x5D&BHb4TBkqcc?7moMrP=Ub}K^0JI6+4s< zoo&Jo+}fH;DJTsm<0fCd^-yUeRkGl%I=@>h@1p0F>E*S3T1V!(*m>#3jTz0H)`#jBAE~6rP?O1{qd>V zI8A6fZYKO{K`LYHL&fltogId>S~lXxUp#4*SB39|A0y+^qGRkeBLfx1HU1JO>;?wbYejREM#k4HH4Xgrn zjHtbhSwVL)>)%}mnllPch}{cDuogZT^)HAjGU;ax%PtaC$ua`s!Jl>woU zX14LUn_mivCAxkS6%$TaNI-O&)pFl>^a6Ab{0yFq6|`i}*tRJ>Z*4W<>F?jaFNtGG zt70L3ySxpumU*o|1GD3PYAg=H`aVDZ^7a{R*)++??s#zJ$B!7rh;6a>Kq9I-al(a} z5g+nzIUO(-zP`GKukZh9$nx?YdTVSoQa!GX-bPNGUz?Ds< zdu#Bzsf~u0yp+Un?WDbUc{z!Xu8uY3j`6lg+VwZEIt{2GxZ#}E_&4wkqlrZK1)pp- zZ@tET5x=?vfGcq3YI~>yuWd(HY6{_E?d*Jj{PYD1vc-^52nVLsS{p%J7ASdvX6e-k zM-tQciG=C+EB{C9I?#{%?Y67ZT0p zfd&q>F)P2AVNl>r)7eGFKr<055aY3aQ=Hpozy z3nKS($E$z$RG}NG%%guxI|hZ3y=_+SoSR-qwMR+Dlwx~xdsfHMZ8TTnP=>nNOJgj` z7VNFC<{bsCiWn$+qNWI1UP5H~pCBsznHXN|u?88+_099nYspRJcYh&mC7iP)lAoSU zN&A}?m*O&+t8oY~#J(Zmdzao2Eh9k#MqMWcV7bO58pl$-5Olo#(HZOw!4fcwl(*RC z_>gd1_vC9fDo*2i^qnwfyQXrhcV=`cSt0Woim$%U)d3Zu3E`Y1%omd8*mJljT?0{| zLjZ#P-SmT-Ju6sJ?3`Y-mlIC>!Q#zbfIZu)#rQ|I+QgDH%zAOVX`K9fZ+;AY1*qyd z;@3y(6@Mn%PmP8~N%hp9?SwFkuO18TmtgqCLd|sh&~gTYv%w=L+^l^C>EubuLqE%I^o)XI3UbZs6K^v9{BhRMAU3tZOh;M--vfAT|!Xa4Jk#$DV z()zVR!bf=MP9P48G)#W90hCy$gXc#;n#yIoTF3uQSdj(zN@8RL+#^VM;QMgM*e+-y z`tJArY=C$&ew0#~e-{++03#t6)MKu}d4U?68+!Qj&F88wVV8?jn)LWY@5Ds0=sbMb zbg*R!W-N;)CMJTc)qQD}zy^_J>`!Tj*42(pxc+qX1G8)JohkX#V+f05)V0;~DwOfC z?!<{V@OA9!^ZSI9g>%|YM&WuOhH~*gy90bg!M7?Wct0=4`CqgtlIJ*eShU^+`&xw` zxr1UyM@Pv~ogW3}Sn)csa^xub*s{mNb&JIfRaH7Yg3g>VLLg^nDPPPV{a=;zU)hu|E_P?1g{ABcu6zcg;Vad2uoPb;=COpT0JRO$ ziEhtVDfhQqdrQE6*l>Wd%F&lPsGTI6ot<5*gbb#(kBXW){G93)YTD)UPj!pd^JXV$ z6WD-y#aXFYsa?@`#()3#n;37T4i3v$GCh zIdT-#-%0AXU0ht;EC?_p-z4+u>S`kB;`-|+t%Qw?jC=qT*AIk4R!h7KTm{#Yo)8(! z&Fb%Yw4eBsX#3wI7?l&9$BO!lOf30Ha%Eg+3=eWYdIQzYI@&d%3@w^N`lzmJxS%ie zvU9v7zUMOYkDQ>&!7TZd<`xlobVpAd=Q5B3dNvob|0Rtz%d3kzO|NyQUl`_JcXoO- zK+-t-2e#l_2Bb!Ep6>u9n*S89#?HW8$k~+g;3KGd1^-PChdTZaVzuxJU)IEE(?uFU z{?hf3A>@FvLWW{MWQ-3%1kGwaTr1n_ z9S&ZR0?Pjhe~Nd&HW`Y92hPq1QUwFYlkZ#a8GoNC8bchD#5#Do9>ZzL|G9Xj<(rZ1Eig3g+WGMIO2XU;^XF$&6+<;MQw5ZWn#cz*#2HHTL z=nrT=vV-0^(dG<``M4zM{q1%c&ja#;?oUD&8CoV5mmJGzwT&mw+u@#5JkPA`GJ8S$myXtK z?#Z?z`z-S}RzswKHe5&@%0ny@=bhHQH*?dV@CNe!qepfZs1NPUEX%YiT$8SsV^hBy zC(0-p3F%_tS)heOAauzIk;d6STPh%c6ZAaZ@)0?qdomQzn|A;~oT{zy$={vteJSuL zW#sk8d2|s0K;>67*b+zCfm{c2m=VXrXU7RA97~z=$3-v^u6nKs(b8Bny)t3~sUe*v?{g$ZVpG^E&B~Wy-iGUt6ir^7XBgGH+p6{~9CKjD5QiIfG=wci(p&Ezs}*>P-X1 zDksja^|6v#G0QeOc3`iU+Arm>L!>JA67kOmvZa{+Ph(MZe~>f>^WXUbrbcKK~$>lnv%-5N#gb3{BAG#|d9ZaqCP6K((y0skV_8C|aI6 zVnF)|P?n?Yu=PLu^An~b99gUD2Q$rjyStCUA^b{ldpu_cl%m)ezfNTCb6rSUowD!Q z`rh3FQ%MBzd3artS9Xp4zB!7MX0Ny4mA0M6>}Ba~ZE6mc`Wq~H3_8g)%y*%G!U7%j zP%%#AW<$4{>uENSG%uKj6-nPmxfhy)LIIf+9=m0yQXcsc3z z;!%i)tIa)RP&1sZARhj`C??|O#JRCb5jb6znmOI=g3sy6qVGN@|NVUL`Y7)rCN;cn zOP==amCG4{3EsX$ffQHsE9ci5X0aOPrY5w*4PG?(GqOZDzFSlO&lsd3u!smh$rD?p z^gX({u|#WfuSg3XWsJl5V?*x!tO6IdN;KFi?pg6xB!6rIlCc*ESBIHH>IKj0y2afc zeyF3&8xJWB!bj%7*gza?|7Dh2woGW({^wP)L)&4lH5BzQ1cKf5^G*z+SUCT{JF)DZ zcPJC_(M2NShvb_<3rGdf)Yyol({6xbZ6s)sG4bte5sHyDW@KzH*1%#Swg9~lL=mB< zg`l+lAl`ml8#&h$p?^O{f&~xbGlERiL4R%uI+TUiDLxv#Kxd?>r0+CiHA=WY)yLs# zddoHfnza2nyXUiN-8j3jnMyfU1AA9UZoe2tCWJd>6jxsiLx9np56hrSxfep>uyd}h znl0o27y09kP_+RRHnY>jOoffHPTwk{KC1)u&u=&r+ci8K*Toj!sR+^sqEZYLS%P5P z_5uj3w0QW}_N&XByZiUm}@t`Mo^rq~!S}bM-TU z4J19JBs{q2=l;R#TFX)gUz0n{!5SJpW&9kaNt@j0v51a6Q=)B!(1_^R`mBA`nsJ?u zEOevy`^r~Cj4sH6D`v!e#s@I7a^Wm~JeQ&NsZA^hzFd5Zw27incj)aex00(lo*41Y zEq4}j3MBV@SATiTu_R6L`znY$FPl3;D6RFE_`6AJnqRDPynEOuSfyeIw+hcULM$$l z6l+@=<#1JwN>Vnt!B%J{BBDq;Izr&|Fc>QVg?v$64Zev^`Lz)4X;2cl-|9jM(6PCCv>3g_v$>?AHrZ@bR) zuC&mP+^IX@EE6Af!K)i9G_QL^~g9Rp%7LIIg~~d^TT?0 z$s@dr8O`Vvm?tg}OI>2$6@m0L>2l?42Sms!%eK3){;%F2x%@keCtenRC#enz3bK)L z1{-xQaDkjpYry&vdAj|PC*AsF&1B*cqR0N_MYo|W`H2mtoCu7nBB-JOczA024tm0-fIOcAtEYl2{ev!DPK@{SSYga;Aa zMMDeNm|LnbZQ3Ctwp_GO_qKbxjW>nCOU6dVq$@++w+Rzj3lk9Ih-$hgESKhpi(?zW zFVGrUBlSP&TFbKI6Quw=f<<0{$`gw{r)8_`w`O>h^~8x6n;`FuX{`t2saY9h?hvSZ z?7w|@_E=+9;w?i?_MHn`7w_;8`1A(fg-~N}kYj;5#HkKxv4)nOBzy1r`KOhU6u-C- zE;E+`g(m09`u3KIXv+l!4`UDvx~I`0V>2rMQ|_1JwymzcQ(cef3XYZ>Gcoi$4iQ01 zr;bqtd^rjjp()Wgg`=eYDfh>hG>wJefSBKl4^be6!-)HtGJU}1!uEuyyg%owZ)C(z zs-!VdkF+*ptAwIxRyC&>=?W8r!uasOwDmsqr1(nKzxO<+7;8hwgl+sqt%J>DA4Dr; zUvM1y5;6nN$;CX0O6MTyF#QTvlLYM zZS5(@9P#-dP@@rPjBL66i*W^#NNb``R)6UQ^ymM582otAO_q;y{(2n`Q@VM!%vtA@ zMo`=My!8W45HO~yT6dnGWI<)^U^ABX%Zx%uE%+mP%wJ6tbTbUgAFW??gfZjhz)75r6= zQKb-3K|b{oTit))-7HTWca|@_hvXIp;o#%Fhx@zyct7j0#R4kf8IlyZHi7~j6S@f0 zS5p9WV!X%8FOl}8ag~*Oh)-Aa#`(J!FCENreyq`9i~sg-;}$A2*CR-Qrr84!PA4iY zT?NSoxPFt>ddxO_3JpI2g);i7qVI~9Jn+o>{?ab~`~f~&#{Jd1Q>f#J0J2kVs`Frb zsUlKTWGovxjKKNeKY0dfBRD&A<6VzC0?3bqGm-nn_ z76hIy#QJ%a>LTKp*CF)>oE{Tf(h-y_!G{n`X3+bgGNjT|8pD^cP#yt_n0|(^is12_ zvz*mzl_bZ$VU$METez9^16%If7Rv$;t%c~f3E`b zK^nRu++H*dRsuqa_dCQJA=kV!@l3~FIS)oPeEy8wH4n>L<-@2_S=SFM?Z*0%nV6dkn^<^9W(Du`O^6E~ zJz2b(Gp|fe`1eyL>-7sL@6fxbZ66p8foLGDluCaEBJ9fiBp;OJaRZ%={pp0I4u;M4 zv(Od{ch2j0h5lwbXzyppQ(A!aeUEO4es<{5x_yT>h%{IjXg?lkN7Gs=m0b!$eVa?a z@``)u7^F;o{HNdji+Yu$3+fc>C(wC5IT{hl8(>7G7> z5z%848tv^~EnqG@t8kN|bnjlTo8}#9wbp5}@k4oE-t|TdYY1O9 zZ(oMMx{)I-G|oNy*7Ggq?@Fd;18xue(KM1WAq=&CeE}wglNJ%+x-~1m{eejo ze`9x0%6$a+?*Pzvd>{U*`6$xy*-7G9Z~BR{)1v2=A8jvf0AID^-4;8qyCA5-%mON} z6eXv_w2?97e<)VT2~BuJE_byT-~Xf+&_I^1`hwSzDgRffjpe8K5zyp0q;(jd7Uu*eo#`~Ly6oe?cx}!Pp z{p1tKeINo=y?QIG2Ec;@K#RzQRV$4gJ8;@@&#?LoR8ayO+)Pm_rmd|cf86ic0bi3y z4QQ6U@At%83_sg9w=MqusvGVHHJ})&p9~4@qNQtusG6&G)PQzB*DnRKN{h%tA!<@g zd2bNjk}=42beT39b(rYTZGs|I6SY2+`oVBVzvE%u7`fM&0V>9?IEL&vN<~2KQ* zT;ifq7S8yy9jV&^e=-a;LuOQ)SJtCNhmfH}bE2iLp?lH8#u*x2NO|-e;Z}ikFy|C^ zo$L5PezwKrH7O2%b;-FOAE`@_x}X?Wf)j^rkPufoh?y29&x1b8m;faC$5MjgvPp-j z_}#2LI7}7T(4U>Q2x|u0i{x@K@LU_d4o`WAs6g72-#!q&)C}@@6K)wKH0;u zA|Pd3Be71!0Hr*=MbriWEq4*Fdg!cm4kNqrjZ08HT zKZ3Qs@L{K3CU@FlC!pDWGVI)Rv=a~tx|N-t?D^F9uPyXYo}nCkdV*Qq^hj2sEvE-z zAWbwS-RhABXlCw$aOI9n@-e|P4jmQ>pGz0LAzfP|1=hg3TQy`Rs#e1J9OpO-VuK>Q z-rQ*pLdvs!I!CU;Y&R(raiHwsnCM-hAv3C=Dx9XO14Dli?M9MI_YQg)j>@B(E zI?KDjs!q4UOtsYaQ~%SrbwfNGsgb(1{O!9c%KT#X-DFxiV_osJ6-Zib_1Z0-PF)L- zXk*F(JUjwDM*BW&D-~F?{|p824lC75EfMYn^LNul>GSxIaEl zpwSKg!d!hUa4v{&*?T|OO1J>Kjz$-H`0&J8%7zUyyj9_pl(Fd^ zGBWX?|LfmR$?*>NcMj9PJpVus^4|BWxHd*IH?*HtmfVP$D*ej04tcp=F7@xHLw!*y zC8$ntgG3uYs0{%02dgjj`T{WOooGp&03dTa5Sy(CB5PD9DG4tFgPb&g9uJvi2fh8C zYAy+4z)b(U!y8^JG>+1DlB(m?prW=Sfl^TvG3|>|AxIk z40SbUrMefrE!t93cCX>V?ZPrnL{-QZ^Ctc1GY%;YbVYdGNcIm2pK6+f`j@zJp|7G+ z9Oe$eMfdYngN1Hutxv~9z;|E3R)1rtBZpUzw`2wK+31L+%RQ(N-lN+(My_gzC|pBu zX*T#+OLqF!Mgm`4*NmTgnQx`!9)Hk2jilZkQaKBDRh=Cl|89)X`se^&DmB)!t>ERH zIjfof z)&i(}lY!4cKUfxC{+^=K!1Qc{<*DpCUEyU=1^nIoYzpP~eQcUl*)^R95j~A!=k$JW z3G{>g_Tr+nT)|QWCh+;gYZ!NvIM)crusah@QlnY)?C8T9Cv>B%x}bg!Wrg>P-dU|&At;6vMWNz_!`Dv1Ualji#UGa?063J)DDf_ z<6-N~SF=8CkoktCzoZlKU?=tI6se870K6C|7JDeL33|Hqwjz%LDo32gA7F|VHYM&Y z@lWXZXo+7gA^@Dk|M?A<_}_mrh^T!3m}>p$h&tGspNgkcn{!+I69oMJ_GC|prO#ta za6&}czVvyXWCWR$tYeu&kO{i^k@B8+%pNmCWP#9U46jREcv+A5#?_FX83FfKe!b|C z_^P3PLNlU7$Dd8*Eg}E&E5MAT(1&cCr=8;7$D1 zcaNevX`(ih1!nS620xDxyl zazbj*-=Ob<(X`kRG|L2xNb(Ig8*ckEs=2od2fhb}S7R2bfe9egI_Q@7^jC8S0Se7~ znlgY2-60)3?o_l$nRIiq!2_D zqAxVTmlDUaF+Ss{p;qg7L6R5qA`x6wXfbT{i0FusS9IuS4(E68ZRBO|edK?Y*34{J z!D#sq4ZgXeaeqs$IJDyEm1Osh9*Cu+03^8wQpyEl{D~2Ik)MqL&qX!r0l2ha)Gzw* z@Mm#_v?xXO#TUj0-5t#?U{th@Mf#R#tSCW{&A-s3st`rR_hmFCu$OhZ_~Mz z?d+RPW0(f>x`;u9>CTWjo6Z{v&Q`cad@(`=JyYvS)|j|=m57gU-G5eZY{coN_hdY>gCg507kuku+<+(i77Cg zD{Pq1`pU|{sG$1NY-IFt!}Ya>3z`}zbLDz%@Zr}dE|zluz`K$>MO>(+&Whd1=UsVj!sxN>@CYoyo+-l}B z+W=R408HuC-#^_cvCYxQp~27l!Dj5@V!@XlBC|8))`I;Sp~5u44$mfJ6(8y?Ku z!CyY$MG-mWRDI%;NfxTuS?+7ODAHh)Urn0ua)%vz2ZbytVbwBq+;?8;8+VuunN3ni zObgW4wn_23o4SD*u;)H-rF4+oW@(U{dN!Um;NV+0AYx3tWL6RHaU*5W~bZoPT0gk!0IV%_dWP?reWlmzc8f2Ktp?F@(y zfTb(<-+I8Hr0Ey1Kidm6RCel<$^(cZWJ#Ni8Y*xD6rd#RWnkJVR}}1K3F5h$vXmav zpee{vL13f}L=GR}VegF~m9U`9-kZzgsYE4KiI>@<#ThTepJzcZF!x zX@KwaCcUJ_(!As-cE)(hjqHkOFklU$*Lz;SlPs*XbexdY6nRn4zHhVCl^!my3l$f_ zhwvWuM@3O&AZ;H1RVzbHu-hSDu78D`a33j)Pq;axKO?0H9^76ku!jXGg>i%XtN_rK zNvPiw&z1U~p&Ne8jGB+x21SqN#!KcC*>b0CX}Uv~jrm>8?7Mp5{RTj$Kc!RLx(!q> zmj2TYKBxbFj6H7H5rgM!d$Dwo?E}2u$&wb3Kl+NxP<93_Vz!@KFpn zn;W8S|BJ?<%U|!lZ@y_(z7)3{%@c|h#i|^x^7%h*>e>mI7RFd|lHVNtsnZv=$uXTA zr_n&061fqtG!j4PTkzqsUf>`*%%*Ex%CwqQg3`w>`L;bnS89Fq*ok*}k3nlYY8e zI-bXU?&SF8WtOWfaH7n4+nSfxrKP9g>)Ob&v^p9r%jh>bKxgY%kOsxcJ7d0o>BV(* z25BOumr45!qEGbKLzQB7mvv8@cX~&S@xPmzhwrn+rZ;%bd&DK{m%NCZmbupwYI<0s z2ic&ZeaSd8%G!RQCjTSL*DX`X{@Lm`eBzqq#$%ysFa_xRU?JXikRSQ_&?_qHiJueE zokWYROq;X0Bh3tg|__yIFJj`}O6wP2%q1SD(B(St+8k}Hz~meBTj zLCf$bZoezi=(9DPKXtj&Q)sp1%FpO`w0_d*G3cRmfBmp7S0>aY;4R_HiTZv6zA#{) zO?bu&cuSO97EQc;`BzLLJ3lA`$uFd9OM`d6yrBAkL;!M4QNIEt#?(}bamGhVahkuz zP3I)R9JC==h!sJA5P%S1w%c^An)3ED9kj}H)9}f%Z;ukwf35$1*9o`9W+#psLGbd# z)rcQ0FFNaLOCoJ(0ifpcwk(S-9B5VZg1}8sR>i2g<|S;$M8Exc zpv0s~nfY{kiz4?UCD(&Q5~jHqu01x2-VZqKk-5R`yb42>g<@;sDZ5GJs;>ZjQ?+w+ zdLtw$76eDxfUd$g?2Zh_B*m;kL{au1(>{g=o0x`6W7=bV9M7WG3X5f38h#z>JK&e* zzD~H;(y>+33D4+U|7$uD70V(@#_|SmGZ{bNJOJrI-`aZqcNl`#Sk&2%>mO*h2?4*Si)XVB-tc6jO45N0E@CdP$p=xQg)X@Rtz2i zT3^V|!gL^JbcrL*EQW_pWJJ%|iTus;zqc=60vGFTwk|Js!f*f4=Jr!)yWhz5EE1i& zhEe(2f3=;b$bs-8uaS|x#U{-`tZM|r(hSB|=Z;JO+a!gT2@>Z@Ru&;a+|8hFwoPjE z_QWjc;QP_FT{8^_X=S}N9}n{5D1sb*_xNY%k6kXI3N~eJ7g-LC+d95?3;M@lwPm4< z>*Q+iqqRiHUTH2a_ylZ zKTvn_?|cjgntB-OvRo3>)h7J`e_=KY8ll-&{>Oc&Rfa_GBXU?4tkV4IO*{Cy4AK)d>!x(k9GG5IEYsO?maF}6dQ z!s|GKe*Z$}-!mdz7Z)q2s0em@FzkP+aB{0sA^)=Eho8{=GKJ2qleQ)v0+*6yFw01i z_g(1)x`ggLZ9iT&QG!91HXQTfE!e|uT23?n#X1W#g;-!_#WyXAVe&NJK~P{fRsoF8 z@{;bX*c+Lgo&{WgPjO3L$m*f~$ z@3wYtAl_{X{eCmN;Z?&02{CoaK82+f{KV8Jj({tQv$JSy#OUQCbzOV2TbcFw_wUAu zo0*NotN9^^C5#~<>=+RNDl&Yxi6E}pMXjvnvFQgYfbCg$4~D9P=o$T@xZo7fA@o0Y zcOgsxjl4VX02l&+O4Nr7*+Obe{Li`ekm`+Rvoy>Xi23DgZ(PbJ>S&y#jcLt}dv4qC zg#1ZT0(`nXciK=X-EbeH4!Ls@p-vH_?CO0*n=T*$+;d_rU!_p7yIz7@l;6hckM_I^ zA5NFt7)%_I@bX*`DXh#2E=!y5-)xpLn5*_bPc z7*jA>2A3OZUlWIGkgSZ+SJ4F1zN*fI0Ugv)4Z`9zj8t~62zAXH@`n8f)9kiC68h5% z+Uw(GE|9`}Ml}RC_T(uklG!ZQAig@a@=(zUmVSjv7Ggfs4w$Yck@Ck5DR#%q+*s~x zHwYg!#1HE@= zB@0Zf*-%~ml(|?JT@>vZ;idWlSO=~@{rl&4L^q8I%aE-KyzVK>kW2aOf4yXDU=1+z zoZcLUu48C?gEWMQvwWdrLkjemFGNc|bA`*J(sZ7XcRdLxBz8eZgzp(P`(b$UbsU1} z??WNm01tx6DvGfJf3jkev0hsyod5qm36d?pZKWs7CQSK)= zp_Kke(dco_|0}4oY}u~V@(obhG*RYr!j*JBoK(bbgoPuclXlzcr#+E4(-KC&c$D94 zT(SpzLH}9Zv!A%n>~@xyDju6U#kP|qWOl$!>zk=}txyxCEWcGU*q)jOdv^h8Ts=`A zUS&1$RC%05JdP@1ZOJs}uzj}j9ql9rY$~On4!7TNA+fK2cdknYy z5vl8j9nx?@E^XvZ|JwVI889u&Y->BXO@}O_J(RH|@c#O3NZn%vhG4|z*A$SYeS743{^oujF+S#Yy_7CyrG z13EFS2OV$-4zfs@aYgb+o-hmJN{egR+1bb6edTWY<|gZQc$Qn9bXH$KDzm@uRPW~w zDI2>%G3Gyb(W1vk#t{g*e1$9s+Rt2wzo-oh8tkm+Dra$jWAaMUQnIc_&1Gq$Xf^1; z!h+eU)>E3;NZ9HmQRmL(^PmHLyNO#sP=W1O*7`S~SwP9ia>w{$attv@aO)`zivBb( z5!0-)Yd&-Xe4-)HOsaUtgoL^^99Q|I4}0;VGVc}I_r$VG2JN|JWIzEQ)*_S! z9|x=LI&%Xi3zkGDTXV52pm%$dI*aEXl!Lhol%^lEi=_3JY&tM zE>fF^w{ISB9^U^jlY7~J&wc3cj()V0!5Zm=J)#e_2!+ig)Gu(b^n$D_V{-nq2=?#4 z-;;Uv*&y#O137lFXMvPs!R+@7gV0^!Pk?AS3jp0FV*;o>UjPb?sR{u*cd;?PK_KvW z>RL6^5XI$DjyK7E)3Lu+={PX*trzkt*y8z00!N!=sSc!8&{9n4A1yfLhADnT$z(qF z8~FOSLbAS6%~sV;R7cpXSj$434^GsE+HNQNf+}+2Oe9qJ#b>|cp2vH6G5sB(+Nqdd z|4*M0jgtx62(%}CXY*6PK`9XuT@&zYT4wsM6n8>4YCduc7iaswTE`)3q5ZbJ>*NG% zD-HI%-PR%SALyeMZ$+sP9DFK_cAPuv!-pv+DcGk$=*m>Q{NCT4Se#h{W~!I7-=v`n zh6-5HbF9b$mFTc~9;g{z;z54JT3tR@x|^&ALu+iR@IRsDrj|U2h~xU&8i}Gbkv!on zU4~D?P0$x++^Hd*pN4Od0{~0%nvq-{1s9;<&w8TMe{3*n>^ooSG<6LMGQwT%hXq-W z)=Ksa2ImaIBNG^|`<}^6dBSTCj=-a*XA2|4M;4B#oNhBd1m;K;JV0wm#?|>c`fyGg z-dYAZ9y%;gJeN}OuD&);>e_}SpO-sER8Q^lV&WCMzZV#cIFX!ta<4YZ=-H?;4P==z z*{uonfXQPMeH&&;AvX3YJfO-XO@s$d{FrC`WOy1hzw2R$HY^nDr-v-70dQ%BWA^&L z7ZD$I!*2rA)cmSLOs*Ipcu70O7m|SLpW`f=Yb1;s{G_ndN99kN03&J;z{S&HXD7>G zE2ElB+ieWz*I{rl_1-CqbSu1H#a9ZyQF{+O&;gtZ7}gC4!q%-AjrU#`DXZS=WgZ1; zKpO?lh25SxCINl?vx@I2bn~C^ye-S?k6GuQsMBbaeLBIp;4DDNa>&fJ!wP_5lMqT{!U%TU!xv^&|3=L^>g0UZ$t&M? zFaBbt2LS14W~an}^r4ya>%NY74+!`5u@j|2JVnKy?xN*e~95y&be()wOIJn+w&a#`**5?giE^f zi^YrZ8@72?8HTf$>Rug|WA%zg70ATj^hyQ-L1ly1>L-i=jj|mv+Q$@$YURdtLu@A* zbvnM4L4TD@EBpVeuGez@2jBkR0b4(_un7stB#i@im3+}e*yFCr^-`lUHzBqw3YSU+ zDtKAQbULO40xmg2oJK6-j1~-{mPw(r7R>zzy zThC#kV`c97kf&# zU6Q{@x(1iU>d0p9cAa3*l3s#B3!u2k?K~5i`q2Qjg2Opj*^U;|1II3xVpe6jY$Gw~M1{)tK z`U2f%LKZ4FbMBEhJ)b!4CPB5}*`H4KxqI^u87$_F{(GU8RaB=luVIbnyA=Kc5=2_P z>!ca#c_s@*R+DO{5JeuT4F-MXtQqz4rYzCZ>Cr0&+Yq#BEJeAj4#Z5U9Ir*CYd%zJh8TW;K+QowNf&Y^4%9q*Cx{<#(Hj?nplzoBqrmqIK z^~M}UCayC@rW$vAz(ALL>I6pk>jVhuxAN~l4)=h~jF#R>^M}BR>3Qw?XLZ&2^wIB6 za5Ai;`3ZhvudYzil#<(tgNkmw+pMoji$usu`>n^e^lPf-y>=*Fx;svd!)yL7Pk0TB z#lWJlT5x!Hdhq+~AGgMAf5n3|u(>LiY)HbG=(~}sax()@sG02hUtDXr|NY4Ai9dyZ zHRuorn5r2z!~G-uqgdC#T&v!L3+l#B0|J?-cx9J`sY8ws_c*ZgDFAfIvrnU#;@I%3 z9&Uk&L>)QGS=j)^cr{e{I*sG`b%4Dc-)SN(Owu|-UA-;ZWY^|)wq#kZ#=^k=Mni{J zAT!9-feAb+cz{(4U+;)aIyZHuY-`Ew>>6cvBxSUgg1VhOK7hOl;b!t;_A1|qZh}^Y zXS%bWX!3J=daTTT#N*}uCncyw7F7F_(DSEG5~^&r^`{;FbZyzRhsYoK{Py!j_mF$} z;D=k4rylp;CNTp4aYr`nk`f)*7`yuNfX$kG4NbKl@`vf=Jel}DBo0zsq?7Bhcpfi$ z$QbpF6wj3^pn6bU2_A;Fm5`-4+47b*fTTJaT5{B<6DnD?&Vxi)FFwB1(YyX`|0`3Y z--maM;>7j!b@wBMwKuQ7gKi;JBSm03{c^YBZhzl1QjO7PE#j2!=0U0wWr8znJH zNl}o1|A#I2l3^v5wnP9Wd;_aTKlx382tvrN^l0$@1F>U87B2%Ry5SI}>bzg<;BHdy z_B$4UQXy^jcV8qpix*{Rh+If9Z0$s6PM|xU`A2LNvSHNLWsN@oz#&7TQmu!7_R7T% z?~0j+qa2Dzywv-5Uh6r#xe+2<=?Ii$gqeWLJ^7tYm9u~ZFHV|U7S6C)0yUPq#q;V3 zQHo7~e{V+8;BfVNyd4+n5FVs*crMl*;!^XjvQk_5Z;4JHwO|%6B~Nhmh6(XwbuL@U z&c6*E(j(`Sry(+k3n?FO-FgT>t6z_+9zylJPr_EDa+Ab?11$*!pZ!siR6w7zH7GUQ z3!bCvKPX+R*RTN@@&i^AYarz`^a8No?rN)?JUH@0&hSLEfM9Te*c_xLA#DOsVJeud zrHNe3JXq%V#fYSpr3^fZ)pC1@D6FnIhzeg)tY2 z0=DcLJsh!x&Rvih<)E>Ins{H&-&IQtxLMS=(wSDJv@xMxG&w$_?~IP{7e~hCd zJ{E*fS^0jF_5tv!>AFSh^}FT~oI+1Xqk#Y#*NO5P@!J@+qeAhJzMD4a3CTv#RaHDZ zaKgi^j8J(Z{n37w5XYLzY6QJ0tJ}x-G|JRn_KtzHQL18OEL%CSkWJY~Fum!;GMP$x z{n2E4wsli7d)+CeH!kC?efPUvuUx2<-QXkazR;YV8^7*MRu-)95d44mI?Jdi!>`@X z3?;3^fV7}=gMc(B7=(z#FmyK(f=CV`sB}q43y4Ta3|#{V(%qq?ASDe-c<#sl`<`{) zbl+I(~^H$As(S zFlsF+xWG}H8I#D17Y32x+9(@kf;}MLk$AWu>rD@LcH<+!9Dyrr#o(n(cf5X(JzDGj z<;va33q1k zzy(EODF`w9J(76=NYYuGbmU}B%W-N};5@7x^pbk+mbm~{kDBYv2EGvA$P`442s_)j zCqczYq-RJ4Lz|=^3(8e2g!1aEcYvTUB%O|hp_lO!F-c6Y z768bHMzyC@%%+mr#Vy)&fq$d_o=_TK?P8rDx_V&F%rr>D4GE8F6#ZKVb_A+t+4olm zl0b@IH-I`h&DAIMZ1en9x2E%4j-YOD4|#aaH9oYf>W}P9qxY;bK|>Bkf)O2iMo0WJu#g!$1`6v^Q-}b^0j;j7w8H2Dw1J=^gca6V) zq!t?@8WQNqvsCnix0PW+xJAG5)}G6#^^2WX3fL_A~S<#aE8W?ppF(LB<>BmuvW zbO3vZy^_p&_-kSsJvdkLSQ<_L;uE_sBw(pGF9;F3Q0#Q5`FE`CMik&sya4vv7q~uc zc3WTdoy>eFM__W8c+SGd+;~qa;<0=BlJfRF3XNr>wxtas=BUn2@v;xbHWCtQm4_-b z6(j4(Fs%&5j++cY4{F;uJSF>7VY&+tBC=e{nIpcWk zIc3nNdIy?R09jd7(a+%e!+VtS#~h}83J81+9gRsbPseoiyUbrP+eDU6KBJMvRHgnm z3!sDo7*+EHGE%dIIu220S169PAeFG7;&#KnCaL~iQoC2ucrY|-7sA>kf?eZl;wlis zJ2kfp!nd^6BhQ{dMKVXTgZG^wT3p}Na6*{DnVwcEsokz5DgqiuN>9A1$Md6VQ6y-{ z!VqACVxGSIWMy3SK%)9p-b4+DFq6%4i#X|sbnoh4_|i1n4Pr|kqqLSTBhL1GOqPn=(ss(4!_ zH^A%T(-<0RDvy|6a9rug;2^+udH`3u*Iq7^<2Ww0@=pK_m{{(6U0gHw6DFV4JQBmp zS5lNI6?AcKuZS1)1|zJi+m}ijkI=vSo&-F0RV3v*1gM+4O~7>5L;X*;~*oJdRSV(wk*nj(4bX_I&GsZTdK-(2Q-a4(D2Lw zA-RsqmX2@esmUuzQAH{EJ;%E@<=^iu2zxk9o|N}pcesue*(Uc{5VIG*pi5`BIqIy_)R+Gu)+tuOdr#7ktMF>!Z2D~RaCPe9TZ$yZk45|=u@Ujw3 zfy?h_(AL;EWMByR4F&_B-!l6Cz_SzSZ<%G(H}$VPTc8Xqr4By_uHK3?|D&n#)mx_& zk`6ZW;-Kd?o)=>nPHbm>a5$_c)CFns9nV7Un|!WWB&h}BFoO8Kp~(03HzR$o`U7=3 z&*L0K2_FbHxHn5|I~InFG!U@AvgGj+LMX-EP~*>S&%fLdRA+Ki-Ss7j8M{!8gx%3t z=ezy{tPP$&Q0fXZuWsKHV~DyhJ!EDC)48e`PIpDF-?-a`IkY7R^U#6HShTnwHKbR0 zU)*jwAj7ZT>E*&3Zxi@|C8l`&8;tU#^h3MEfd&KKC~ul)htCTpt3s-X#uCU-=V*7b z0!pAJJ(tZC$}APuec*$f9B6`KBR7`LWWN87I=oHVoW5pB58c|G&7U&!j#B0jGJeVe6nI~oW z0b(w=9CUjOK%rU2ou;x*VttdvBx*LCB%&Bx<1GuDQ)_|VyWmI0NH^VJYvqjRgt4u{ zd54;!I)CWYfXE|yU=i>fct(ks_Ium&w+4J}dS5v(Ej?-{DzaPJt?5md(HE@W6uq^U z6}*|G^*fUwn(5xZx-h7O)MY;zaT|_4>$8^&_dJiJpmw1^3ZSjP1Rc*LI-NcIF`NWf zsbnh*^fbU4YO5|?-)GyKBm0Djl_KQEmBOlR@;mH5@>Htf(mCprZLiwU$WXQv?`riz z=lDj4>FX@(<)t%i?KVTaM(_h&@6xZE(->&34X>acT(3LQWhi`#kNt$dqz&|!RWuIv z-qzQ%m@_n8w%!V5g*+nh8$=9Sh~B7?ssWkJz|`|8S!wuM7W18Cgo_|yR)`~B4S7%| zWQWwB4@b(|?k+BUp?-*^ZrrQwJ%7LnWT>8hKUstkJi-y%mqigE?=x7=5raj|$YbN@ zcYZjr5<+JZGd`}@q$GH6OL$0**X*_ZX9ZpvKizWq)T$El-W#$GF$_DWWXT%$q)oU2 zmcC`>=ljhue(Z2iVWc?fu2I)JaphM4<7~JyU<)`ugjGNQR_nPsPp=CM-{%Hxpfj?Zp~+aF zpN0DAbcv_>w2%2;BS2xm^-;yrOBo$fS<})4w0{u8gLIZ@-lkj0Md{P)Hx%zNH*LsY z=JjR9k{jCt^NU`I4VVfV1qWs2&VOV3#@0v`4;;WNiIRCbis51!s=ijAc2#5=n+)Dx z`}3Z8nQHk5G|Z&M@N*J^hUAUnR)a5~)7P#Gq*8A?Ed6+UGf2n`K~u(DZRIxz&I&hF z0iSsEO2i|W9bn)o%rp_o+YQ`WWlE89WB)2oP^65QMuf@S8xFz8etdZ1p(+Db?!|R* zB`fjNAP^>z~|I$~JdRnf)~+r{RAzfNKcZXDibU?vg?I%|^w zA23RS=fboF!^x4lI9qwkZ9t%M3}%?JGh(!=Crj~!_p`sbC&gaiU3^E`ldy--x&9;m zlsV6gw-)3{2z7J7?FSu6ZeoI%ZmHz?Vya4FH}rKryyf&)vnf~3M2dzmCR==Gf|9dTp$w4GE+VBkr95|;abqt#;W-81rx18OdcF_x3fxUW3mr!e* zQS0hWwGcR(<3|6~6E<&uX}(j9*=sk;yoiCvnM?<#MgsdHar34@rgbutx`3?*=uMMi zftI|lj6VmO!i%pz-#{Uz7stQ4!iu9_4fYFnJcm3;;H<5LxHeUve|PIQu>&ivhLyA0HGNx+rif=jw$CsY%iU4kQmp)Jdj&wYrW zV>ocMivZCx@#I#jI_JvCQuM#7;67Kn)iG<4?Ckb`rXAbH8tMghB-{xqp>^9p9u$L& z4_VNd0r6zk!258-84)CcN6Vdz_@TsRW`eK^<}vtg%x4(!eX8HZuWnN_YNweYx}(T9 zI17%GYxF)TkrgH;oo2zaw_GqunI60*wo$FdKe`gtsUAX7lM5?Kn#a2=NFl7%fw&CD zDWD6BK~Alry=!!?bKWK(0jIWe%MC#^AwE_me%dC1)Q|ZH;Zo7BY2rOeLe=r158sJ*)$!qGVVAtS+<>vmP%6Bu-TansH&1>i zX!$x_6PVTcsdi;^z*g*|Rx&79@98G7rI=&%b5E!;M{ld8?iu25c1BG69~g_W?7#;g^gEy`$(1e{u0+f1170m9s7c8JKbQF=Y6GP7#7N1;VBuroIsw0I7AB0vGe&V5TmYuhTYd zgZHUWq+|oYhBnGC3ro^d@n1FQ(?q- z@}G6fpUekC-P~K7rENtaw=jZH&A<%?6|`?}s3l&S^=ZisE^LLfx_#C zP3U&w2`$8O1%n!=Ngue7jjM2_6v$rC>#2BGAK!*6I8kp$dR~vDCP-+VAvDUZ8QihK z=)J_#zg+F351v%5NQoP&fBnVxI&u-0Chr)iIp!4M+>qi^ouO7|)hPF)h3)!Q3$MY1 zE{CCv^6(a~kT@mbj~2Z6;C2pALM^=`_4jM)3xSeUn{Tf!O-CwBBj3D|p4+?rXgG4N!bd z!~I&lS3tCT?fDe(5z+)mscZ!hWdlv8+m2jf5Z;apAbLME z_pD|wYAjo;`{5}TbE6=WP$GV#Y4IsP6|mg zihyuEXWIBHepy~b@#VGEdgF{6V6i8iF>LBwE>PikglD&LgQ-YjN7Alj>3!4wzLD`K zT4(1^hDWKTx7XvCsSey)g$HzX2xu>zQ~#lBxcn6dudw4w3$cEMK*J39r&)j2J!qGI z@Yc-e|2p)9O@4!$w_x*0yU;QK!&O<*dqytxQl1mcQ?pT-T{*LEWxvcucPa)@JBaDl zpAjNwV9r!@xB*aQW|2kWlFS=R)$(fg5yS?82RW=$bVzRsLvU`Mt?M_JyO8a;<533~ zdyeV4cU-ldJotNP`d1gU#cnwczFw8g%@GY>}zGW2>`@} zS(WKN1IDB<01M%e#Ysv?ph?jv$)9-56j)ET?DNYOPLH_@-5!zl_kP5vfmgEbdM;7i zH2`V2k+p?OUItCk>cqeuUp&-yTa+z06Mc0bYec5 zwThgPBWs1{m8CB+9NX4-5Lhd}BVuyJ5a3=9A+OGYGcHlm74iscKP5Q$P#|d;={E9I z5L5am6fEF9@7qU5Gf!qxg-Ny>YU$4JB%4oh!+P`r*{=6pK&F8>=Bd&iaF4EZz*tJr zB&ZLgmIyX_+irhx5=r#2&at@Qda=rr`JJos4a?HH*{cY(N;N4(zUedCmDu0BS?APe zaV=HNGz=dCS zj6mjB0Vw>N&~0VI7L2=hMVFwPctyW-&joYQJb)5ayWB1q)Scqh=V1BcMrr-dsST8czCZZa0D%cXt)iVXqeT$Cma1#Y+N@|lGBsg|Tqs_@?& zgs&ECe$;k5-#93@EUh?JW2(l@8J4x~B78OkCfQdNW%^MAAIM=60sI=@$oxrQ!$4ZQ zmEf}!UR9+cI;1IM&PcmRtF2COu+Rv?#*aW>_oAx>W(E|b;0o>^dvuq9u41+~oTR1z zRM4poQO;;kOy)F4ITCg=pA#ca!-7V6wk5#o+lZ{n>Tz|yT|X#+*qC8_((nkf60~?s z)vjhZo{#juyII(LPBu19*fWsw)$G*uv=cP1zzp=aZX1VeHq0fL0cLRJprcqANj_V< zc0?(Eg6sGG17y4;vn=z3Jw!~p@w=V0!mi`8+{c6#5Mt=Itv0&6CH;xn-Hd6oyYqi2 z2+rd)t*$e;h)+1pE{jZldt2XFJ;CMKK_|dTni^w&(}mLO8!N9qRmSsJT17+MW=yh* zq3sDlj3)w3#!_m>nky34BVW+@wqw%>ltAO2_rLNhA*My*Gp;6KKn?w^I2S^T0tlJ| z7g3w^nfL&p5=Kd{bDyUDn2XbQ>H4pUzEH53{=GsoWd2J}3`*R^7Gx?pwPn%uw*YsH z6LV(MW}%Z?zDDs?OczBVtqX)==AD<(p|UJS0ti508r4nARL1+OB!fy zjX&Wxq89f4j~nTUNecg1DQ#y+#h)2s+o3_)L3VSgnOBtPnp?O?MrJ<3J~AD%FC?&z zWJfMWbs!1lof^F&Rze=3lGZanYGs)feUG0iN&S77Usa~~Ei;^LiPwtD^TgTvbfp7vQH#kQozjOu~>;ALS}JDlrF z#f%%vrJ$cfbGErZM!iRX=H(quooAg9p~!+amV{Qb)E}qJ-nrGw zkjyv1HVkl6fByKqQO!Az58_E4yCB5FXTEOtHyAZB$8+UzHo_8gn6@U@OkNv-_G>op z2tOUzh#L*#lXaYcX=PlCbigKgFkIE(Td`0=1XQEV=yR)8-z5;HS9R?mvAweKo;u`O z2gVyHs>l0U0DyAS%3R8XsN1(UK}HLngGs0FWlhiv>;UIZ?ABCkjRa;=PHwKlM}l{( zfDq5uq4!WT{8zT1@+=Zo`w37zo;8-eFLrs08dRsh$2XmAwe(#TKq*qSxUE|FVa}ZK zWq6?Nt)h^FK~8);k|D7nw!LdWEITU(?VcZaRgEtrrXQ(w;&-FKizZrPlz|@lx4Z@Z zsC*@x)5j6p#?~ntI8AtZx?xnKF(+UV#Q{j^QT?sKpz=A$NqvoW4eyU!hmV)X!^)yx z>i6%`ah|$OxFc28f+OYPBJzOUNW%tn$7+75ns<%}v?#QONieLxb<;KO2&*z!r`}SP z>_q^25LJ=p0NvGda%7D-Jt(lj-+R+Kx>^JU_D+A7YT;ifS}jZ=UlsL4)SnMfx$s0+HB z)_PXYTV|p&Rpsxu*IBxb+=4lDqK0>)OgVjDIOyj zB{dg!y%myy#uiq-=C~Qo@|XmN?zAEq$ zK*8ViBiR&AGuR>$rzaKei9>~89c~q3^p=3sq#JmmH~|uZ8a|(aR9oWTvsfFc@ zjl!(z?^Cgv88M!Sc2p|8-RvaHn?YG2hkYdMwnuckq~9d{Os_Yry2q1so_FQ$U*yAj;!&@IO?jf%ROolj02$yI67f z)@8*0!y8~K?cAj|=R&}hHK#%4l7%=23-w5?g_c(snq?8&-SxjB5>%$INYu&w#)Fv+ zNm|8|J2pw|V6JkyUif+18k&^AX10hUFih9SNjN+0KBn}-?c9IGub(DoFH zCDuUVa^yqDA37J{7plR;zq%%H+qIYFQpRWF&YJfMwUA|klazYcC(Y+o{AlbwAXv7K zZfAQJL?T5CXI10(xlO${gsb z%YlICIq;_dl{CPbRl4(PiKIBa;hm>^nKxxBumReQTg)wpHiOrreCGSlpGq4%;Uq2; z`yB#ky)|C^FX!%CKphsH8KB@byw1|i&}OSVEqi_CnhdR?DPm(1h$bE7NWWLa-m{Y2 z05bv-TQ@1QBI-`*2_9iuZX)nX^kgGX`>)Xrnm`2+=os!9)cSo&wiP8I7?g(`GQVfO zUvNTB7vPS$Ytx%-Zp;+PZou+@fL9y71AK(zogi+K|Nj^^_uiT6=re@}|7NeM@zRod zgd%pCs~e-Zw8LY<`?ee}9Ff5l{{f)_($?R0bQ&%2Tdcm2$R@2S6q*M3)}dB3MPfMG zGh?7v6X0(GZ0jAZ9{Y}-yb#D;amu9i#wBlZTDSphT4SxgZSNuDPJ^b20NV+_k1PR<~Xl4yLpyUfAgu_QGKN3!8ynW8n?J z*Z9&`84*V#@!h=yC6<&LJHQpI^;x~dIVmL)(8QmjSzC1~(;S;zS3_UjLk(!Ah^ja^ zI&QUbWbv~ViFv&+I3vGS9oThlT%#>!&8x)(ZE!grBJS|45XMr-bvkc*THYfVe||Ir z#KrWBVw4a0F!IdDbu%vY8Z5q>BDWxE7ML-|0cN;?;s#Ta&!0OeDc<=j1UPG)6);3l z^jHgm*qYjZqZT=B1%5(W`Z7cWk+D}Wx4Hvg~)-Orob z9)KG4K@zwh3G^Snph((d(J*~@$ zov~)00g~X_2;;jO)Hy=aB84$jef0jsSq|b1Z{JXJO%qT?kyv?HZf+R4PJ?~RNa)dh zloM}hDmZxS?`xMc!mM|V{Gc{F)Iy;Zn5`Gq3VNWgc=`)EdjaG9M!KdN@NjzuzHDB2 z9t1IK7Wgm{c$^iW`{#I*lobmc^dDZfEi7=wea$#fN_}M~`;sK$4&3(DYfl1fT?v?o z!nkrn-r~Y&`Ifu5GO%b`W<^VZuqd4}Enb`i<(ailkl9JF`liN1#rB)4K zZzjC${vOE-Bx^Yh{yGvdRnuUYFf+=p(Lv{&tcTrxZ3r*0`%We9OcN{&L;LNK@-YB? zhG*rwF(oDo<5x!gha@r4`6wlDXe2(g#v2qgDF324UG6+1kpj%mjei#|@{Ygk-7?G| zrloHJ>0wbvL7#=@x`ZSL=@6H zluPbo$N$uFC^>hjBi}l!W0_GjHL~3#sG=ly`B9R&WrFP7Np`yS3}=DeI9fH;kN}UC zUK@UJgFdDuuLYDyMd88st`Ae%(vDIP*xkfC;sf(fccAwIc1PL{(r`MVMAM7Cq@$i7 z$md%QmfA3p^KTuIf$I+m23MB|IzUjI0K_bWhDbnZl-~(-CR-jsQ7ZqNF(6A=!uhN5 z*knTjUmlDT<`IbLuzD)*R_j8HR|Fs;g+_k|x3e;jRP@l|W5IOch~S^)jp|;vME2hV zdpZxYbar-R@Jf*Vm%2NH~~%ykmFV)L{sPE-Np<6 zLczgrsOoApQAc11v44Eol*gF+Vo$ZVJn%(Z(U8oWydplJ8EkE3!XO6-{vnIi;lfv8(;(J-Dqx6A(YNbH64b?3-PQnx z4-5jGpw+@(^;6mffznqjY%co?g;_iy(*zw1TkgjMy`JXg57^j?fovtT1naaxW-vk6 zF0*8E{|i-I*jP$ei|BZxlIb^a_nCmxsQ63fmWz&|h9vT4ZZK??bEi?Eeyqz4aX)g=-lz*nJs^T(fHU%XIdUQAc(8Da9+^?IvcfAmtc#%zl1 zw$kcfVnY&|u8(wBneE7hgO;Den1i0>0VM!10PZ-Kx?&+v8a(^AtU`(Z2e3=M%>7?! zUp!mb{Gy*JOBZiEofK0f=pYyVJ(-@&98?Zaky&r1s&p0^qc_GMO`miZhthZ;%-eV2 zu=Gqqpl`}-$e0l}`-S5^7#>9W24jQTlKqyJ9IItVkG>h0A!@v9?sASjMML+brOWNJ zTy{U#8mAfRsTP_jlL$*Qih)hAsg$M@G5G#`v04xeFUI4RB*8kz|Mw3k{{Q}AzZwj3 zhgOnclM?V3oeY6cJiQT;>41bhWI(yL%S2R4GM^bt&2~_ogm8k8`O43A2`+;>Q7;?? z?Y6%H##IpZP-c!X3kI-=O|w2^Sp;H*8lFAkpwcO*(`AQ`9P#*P=Lr=Yn9G6CExTe{ z>Nj^3Uh7s90%<>AQC~=flsRHL?voeNiw1n%nuYd%1F%JWFe??{-@v&9yjnY zi0#zQsBCs$6=Iapwqz$^1T#;Kv-tz?hAo82`KG}zziY8Qym-W6Gg?XN_H*vbJBRnc zrNJ;yPr{2cx3R}Nr(JSe1rO`5H@BdL5`826Ce)EUF*13B>Q5XMa)~!sX!>5MeuqAA zGK2nAboGo=L4e5UaR5urcMySOxM2Wj>FxYD{wf)`vmk&M9R|#mzYKvam#))D8Solg z@b#ZPxDQ@x?N0)UW02eqbW+Y4tbZHnC@%2F=?I5AgATGJp%Y$~u4_Hekpklj07Q^F zi747~`x6LX(_y2Jb=DTxkQN)Z0DC24_X0YYz*d|INb!f%Y4ogLhWwqeNXk9f5c@8M zsVpkXd8N(vNZxQ)9JMzSt#21A-_MXtd(uZkd*=pZPKjJ#%s zzEmY*W-y7l=H-qcCUU>0Nu?RrrtpgDfp9xUW0&|wnj!+f6#iJ-wY{b*ahbhmeb}M0 zvCrxE-==3r)pZPBc>?=3-+KK%9~>o4Y@dG9-#+dAbzY)m5MKCLg~jtG)IPdZ{1E(b z?&9G252-Z4u*l@!!zn!8{Jh8^$!(*B)b6!a*=R$PT@Hn}u{>YC0-0p3M6a#}mWJi= z&)j|$wE5IoIg~@dU3iB3c1m)EmB71|%?NkGp!GPf`uv4t+WXJG$cocRj2R z;-g5#Q*oX+_gA&EfKS=xdfRWL=QjDf(ZBZj zi62INB;Jc;oALDX24f3Outm;{@gw>a_lmrl# zbjN&_Pd+TRB_I4VfUn@+uvE4>WYi;IBjZs#Aj+!+MGS=(d%K=;WRYtcy40RQAL6gX z@|BnWIKb08X^}Nm^#{?ZT5hL-!uxf+#98 zn2YQa{g?VgMT6kqVOC+3D)5k{{zj$nTrdj#G5Vs)4_ox*T^+oQroS?eYdMXYDDURY z51GXkk9f<9S7kV5N#nY58EMGIE9mLT@NOeI&`xIK7I+_DpC9<0?(~!?$XYs?JqTnO zuF}}-dDT{xdA5?0k1z+-o&;I3Rk8mFA8phoG^yuXAXtf*@H{q=phpf^E8X6A8V<0M$#){8lCR-QRd=_)W6^!Ms zNV54tFWkF_hljU!F!Hbm{(@&ZV>(U2IFMNZU_$iv>-WuLcBc{(4xSAd}q955cJ+5^B%V=1YJ7vn< zA3SCQcx0En0QBO%np*e<4I+YpNhQMf4W(^tHF2uPF~gJk{TpQpxafX96K!)53DA&#?Lz~@0_AKKD8>1W_Fxf25sQM902%ruE0)Jm9 z^whl4;>9FckRB;VNwE&HKLMLMS?(^ve{JyEKWYjH_$rQwiefpmaG9}Y5+s04&QF`M z$HmFpzuhjwMrgo_+I*@`JllEbBS&jmS{T;rX!<`qRaS{gOKty5dwhui1loFk89_54Wt;f;A5G+xMUYRl4vLhQA2u~$)DpdK;vkP zgsd%xBN#{TT@x_rEhe)MZ0&2!95k4#u#JY2%=UnvO3E(vueR|4-Xg`SF79`F@taN^ zah~Ae-0_M?Q7IPBEs&9uTDXQq+jM}2_=jzBX<8ChX8Na~`65Tv4~RmrHIYM;@@z+) z@yh6X{_KVIoU%fR7kQJE+kat2KYYDby5Ck@9%m~ys9?xCv@8_sMl$Spsy=&Gz3&`l zO9B*@1{MSCPG5)hh!m%R#R)=lr$^7~@UE;k4*I*_;?*L9R%5oi+Yu1{Fs0WfL4Kbq z*_p^niu`~5^aWWlgTnXRWYCUUlz;#&X09h)-oItFUpd^IT5*1Bx8YLyZKFnYh$cYDLOq5-1>uk&6OK9Xp%FV7$^1q1sf-a3thWTD3)Q|5 zUIry%Wq_nPh9PqrqP8rETc=sEm8-s?dAL3 z3zt13ya1xoB(6-qxDpEW-k5ep`w<7Z)JM$~jU#=-sTw^s@|kK2&&KbId3;kDldUMz zBqCCK>fn|x^UM9UgcU;1&C~VO>rb>>(?=0$v+~#b3f!K3TQ+*6QzlI7y;d`U7t!ho z(&GINmu^hp_$`7f<`u@uVSN6TXUlUX}mBCo=aVB{`lrXFO z;3Iw6{2g~Us8|mrXPk8>onlSOMzljwU8n~{&8&#&`I{L}C~GE`Ho`y>p_Jw2Y$JVs$k*sG=9^DD~wGQdfA)jst4QF~1DJsogJKqz$*+UnruqD_dQe z-QR}`C<3VA(``~n`AQU4M!EmE-uKw$*ph9XEC!euZPPsyE6&>8LDQZe-1tKCZX}ul zW&4U_&8Wcq)m_kYG;IQw4w7$TI~PG_0|J5d-a;+W;ek6ufo#9Lzsk%`(0T`m;6qcC z(m#UM8>JH8D;<;0CIZisW&t_0++$VKRwtyYwK6zB@9y1K8wv|PwQKLgfwi~q@Hnwt zq2w_n(R@B4I6L)4;B7HtysM0!=moaLKp`?Uw8bEI_kEOU6_^hN9KYe^cMxG+ADX)E2tcshae zVn(t^Q8G=rh)Zo(~ z^|R)g$H5lNW@wd>g~h8RXQ%B91RDDN9#J@dTno@*bB9aEzesesTx=Ievi$9o>RlUa zuG4-*5s>wxBk*o2I@-?)L%*&JxwWrSL-2h_p|<^@IgRcpjJ9@-NTQf|^0ieCxx4o# z6`zjBaVh+AI=9I!)=xjyX6r7NQ83f*Hwq@v!k^97-LUBLIY{CvPS<1{FMxc&z(0oV=_kyrxh zw>2pbv~cr9tQ?VDW?OzS$jnT6aDr^BMw@Q+#{Shdo#s;-&}O~u99d;3E`YZ_on;8# zJM}y6OxQ29g=0f4al0?E;%2U;HeGg&^OVo*z4N~iJ-$&-^jf3igSDrcYO&qj+)9^O zgCWhKu&T`g*lZ5q2lK*!P)pQaUNL;dxjfjk-(Q|}aB(U~8b%M2w2-Xc7ckISft$#h z-3S@b6S+58ke{)R6D1<97&l`=g7>a%n5yS95qxX!rqMc*Y%pM%gVl}g=Za8Ztx@3l z;Wm-1)5tdi{zxId9e%uoMGy0WPeLwoi0Ss9w9CWZ4_}pyCN-Z~{{|bl(3+(&7^t}) zj_Jz;R-6nmTA#50{FhVeHRIf0z0Z2Fz}oHmZJ*_Nmzv4q*$AP*U6<3ze`PGoDcQp8 zCvCRoc+2OkgFk}N%e&s6io{zbU2F@}ThdY(y zt&aGmVMzux5-2c~uTUmPZue(|iGP1Fjw@=f%2!698>GydT@7Ha5q0yw5dg)L91Y{+ zsZlD0x1JQ0{l6ZXpJMoFQ>_rrcIwhmiN(y<{m!!whF6!&z%7?t?|Zuw^ZAX2@V{*e zXTfJ{cNN^v>nQ!#Ztsm(H|c6hE#N ze2E?^aq92xV&)i*Wf`HEO{ltdZA20a#KpYYA#T;%-$nY7S=(I_L!$BQ7913nG z>eGS4;b(PPB{*4%;0ilIlv2$pJyU`c0%_n=hK#t^8Y;7{$KGX$ZNAuO{?}RG{<!JfmrtX#eeyIYY#6MrlXk{B zjx3H}fARz!g7&m|_uxbBeIla5V&~!gOP(BAeUEt)3}%t8k&@#rVP5L_R|=w|`OdiL zNv(sKbF^!s@d6|yB>L+lU`6eX4AeiaX0_XBg;pK^TIu9KZHlU$h_Pl>+D1DoC{O~X zQUtB*)h3UH=<(0rsXn#pepFO~D!h+rH|Btc{O9rj5f+L!!oz|SR_`ZoyBsTMT5UaY zPY@42cJu4{0|k{g0f=UOzz`T}@j>}AD-HYo9ts_nDd{rLx+w#8@T!@bF#bJ;-xdi; z+C-V2R_1D~kx@zAL)p(@eDe|6k8vh1&*|+`$@-yMLj>`og~8#!DF8uuL`JoZz;p8# z{{!YWr?fDNbDY;#Okh}nWyC)O*1!0=l3^EhXMN*cp5Rp8>SKo=M3|USp;EnqH1amI z1Pkp?r{2!c5_5wwsrM7I?-KQ}E5qGhrbL6A>+5k~&?PNNgh`cv4^F@ItyY+FL#M1H zF|6XDm*KA#e36+I?2$>tu(+Y2N5?s=8DdftqjUjwA|DBi#9`B-T0x~?#Lt+RhzgLq zWS8`LLAzR*F3bP#>31OyIJ(J^Uw37t_%3v5C8?G8a~D?f{qM!`%CC#YJz>* z7{9UU8+*Rpza4%$^(0`Q@i)kBs^>f_b7KM4rey^cxzZL zF|H_pwn()wo4DYP_PdQ4+B)p|E$WehrTo`N$|KTWKX+mg=*BO3@^AN5d>?!*&9zt$ ze%E9dEo5>jvD8=ktiSauz25-Bb@76X%@Koilh0B)+>*~=6X&ToE(sJiQ3rnX0I|H;e=@*0mGCUMrcPb~} z9;z}A#)Go^9Dif$7M>4IP5lfgZHx9LYX@apm6Wv5Qz5%(h}L}p^1n?kRs%1-k|RPd zSk8JtQs3`wxpN>H{by5dnd})Yh7(>2HnlydrGEf%8k%CD>;YFS;)p7G_)L7yo2R1> z&tBa|#Sw=TVWFVEwg)b=G5Hxj4#;mTja)xS3Sd&3PsMp|$9hdk>Ivmcx%&HTgF*b$ z`OG@aH=`2kwM!00_lRqXF|>m{b5oXI*++)Q5_I{dAK9wN+!vyS^O+|1Ed`MGTmt&L zLw*yhU1eW>#c(;x3nQ)Z?!?FSpq{;q*f3#)k$DpEtIjPb6A3YUS4~m|O0m>PNo`?A zY|QuF*V{Y`6tkh5RYF|ecM7l!r*W{YukuGC$4s~hsuQJt`L+&^OTU;e?G#*u={G0~ zv&)?&EPYiCorm^(lcn};xbq%x2WYy~t{_((kqRy|6Zh91E_`)0;`sc$&vE%fs*AfT z(qAZa73j;QmpDj9 z=Q;N8sjJfZZ4Xp+DH4ts!1(Sa@>rAPYa10`Wf)%n#un7lLbYAtJ(`;BN7GrE*eYG@ zE-i9{t17a)Ae|#F%;x8PspY=cr$UNcgm`$#?f7cM74L3_8!WqJO7Nj&_!E8~KT&Y* z;lCk|1o5y^{Qg@v7=@VXpZ!WKHmt52I4X*wKWT*tLuQTOjp-T4Pz;~oU%Tn5ffE>g z7_dkEyOpkq?f83Ob5G9qmltd$nGg^F(!i`v!xa4HH+aEwf`uy65#>E08pn{l)P~RE z&M^%N3xpQWb43<{%tZJdeSLhELB^DO^CEnboo2oL+h;@1{Dp84cIqLYpXm;kDVr z<41k95PW?qzFqHK&`!!f&#x#@#4~6hIcRUsA1-bYST3DYq_u#;c!5~!VUTQt6FquG z=ZPAS2g%{X-@pG_e{CrYJOmH3fpCwFjF&^?;J;Y_&}o=WOY)cq=(*Qw5{l`wZjw$z z(w-FCjGsk+clgVXFFP^f-8J#sZQuK(-`FiDb0UihTMRdSh4I>bM^H=nt$hKx{)Q_f z1`6d(Vg*PAij!>0*Q`I>6d0M9o+@}jW7oaui6%W05LMa(_?UBa>Pq90GxAM{d2W2{ z*NHc3T0x(5VCgIhC+TdtZg@%&L_sU$;PU?p<{}E^Y*l<{|NQ)@_1BZspLx77ctRtw z31nm9T`f-W5mp@iK3)ZeWEPF+tveI>>z?ac%HMPAVe_~CoRL^G&)Nu+OcrNrezii6 zNO0PgY$kc%VP+|uA*pf@ekWvGSfkLke(AzyVH!3_Jx=ZY{P3E;GcaA^Y7%%qNrY}|CpO~0fRb}bO_wlY`o0k&)NI*yuT} zRT0-7%}CE*R9!t0dBtNj{h9P%Y)yw??J`v@&~eNuTCDjlNLz46{=3KK-P*62DA&eG zD)6%|Fp8Jfp4??k&W&Gx>8oRfA?GuPTr z*`HLv*(0bpub7|b{AN{C$!)43WJ+?FL;b7b#31GX6_-ggC0^rLfzY&=epKhXMDs(j zh#+Yv7ZnztDP|h!snTSXSB#l~i~AB_^AirAG;!E!auT7K+#W&FY2$+e%8^u7NQ+ew zjdIH>@gASg!;8Tmpur!d!$aeqOrt|8U;|ALTb0LSXWk>!AVVq7rw|Wj=&e(e&uRpM z|K@`vRa4>;g22N<)2>$vXXdMmu#4Z4&eO|9mJ1WC{)z|r zgWvyv2Py!mNLE1P)zcMven^_$pRW+mY5PB(+GCiczXE-l3YnB+SrD3a5X~_D5Gv9E z&)1-?zJ4xTA~1Vj*VvoE73qS<$?iEUImiC0!v1P{L}-5{+|1Zn;|{}!M!%0?{C&( zojLLDy`TNW?ZSGNYF^@AA~PbBEORG5VHr}N_OmfCGO?S|IwK~9jhED=k8(g+Z6>5s z6f`v%=TOapl;^ZA{v31scEFv~Z z5v>s(8$@Mn^Pvg`PksC@Q~ihRtIfmJbJm4oEc)31-1a;(ec zU)|?mNEr?(USndH4cqs`U_OpK6Ce4QkPv~Ae;v1ocN*^@%#sYV*Xrt4SXew9Eyd?{ z-YV9`pI6*MSiaD=G&Y^mgImFE;QVkixcJj8F!FD*IF!*?oVn9xjk&?25ynVZU?z)S z>8p8qn2qBtGuUM2`pPKAma~)|+?lJ{y48sQEi*d#PK-LtJOk?EyVj{L3jh0r#BGlF z=VJ7Ik@au&$%9q!aW!Cyd3{%vr!xz6#p+XJ_Q%Y3YWjTD8c(KwKJoW&nsWY3wNw0} zLD|GHjJNo|_o(RJ6SrlT63Y^Fi~hCqgN<}WOD-6G(XgYJ&U2QG#PyN@E2oBnrKXp9 z-WF~IakRo84g0Ta3-UA!6}jHc28WhwF;(mGD4iqAh_{2=!@}dtO$|#;lP{EXd9dUw z#nhU1@^xTmq2|C4e_TyXpSQx1Qg;{;al#AZHe|x;%wj{~0xPe}VHu<{JPHvm8TZ%^ z@hcb7uPPZZ8$S4(`EAX@qtYwKgKFT zDX)`s^Cxhe{gx^Q`<>eeTOF=$Q5hc@zsreBm$t5GE7fI*apk*5KCwP4pr%h?`o{6% zUfhytyiu-;3~6(qzpj37t0LDkU6ACHMCfWiP zs%W!&u39iW>(Lj*Yndd~Xm6(G(Hid4?KdKgr7uBx`_`$GnOLI%x90Y3ZZ+Aua|1*u zk^|0avBO0FqpL?PG=6Mg<=D$Se7v_l9kpNWXTnF4Ncxh-9~k>GhX+}TW3Br@)}gg+ z_a9?fDm=R9QvcvPrpF>E9Kf?yM zW*WQ+5A3!Y%Cv*rhy@}PQ@;0G6uLP^r=_}xGYQP%Y|QmF^0f8_+2J2;pb%A+5 zo#Go~PS4Nil@%^+aTWyK`A49ClC|LZssPw9H|i!=fBY!GsAhoBm-l)OMwn-W zU{1z+pY+5i9-xR2`O^@edH2EoYkQc+{)?uQG@n&v<98qpq>n+~)aayTW~S$2cHiOa ztM$z_BGnLN-_VdIW5@mI2Q2YAv=iF?y^zOc1fLqa$XzMOLVXuE2IJWwwT%gunRpmN z{WXEd;5%ps;Ix2P*93GfZ2JCr(EI8C`9@oc`jEcZl)* zdV}Vo7SOA6KvP}n5?i`2WeeE#Fku_Rrp1dH4);JX$4m+TKE+H`NN{j!z?I?)Xrzy& z2iPJ*i8out?}3d?t*}0J49*?3pB;vQ1un6Fl&!eSr>A&<`Id@s-%hBnY?vg=+Tk~% zXitF3^nUV`*4N-k?tPJ3QE~BW2cw0*u(gy#{7ti6o@axuu!%V8C(~-d! zJUsYraHS~Re#|w|e5F$g0cYL>#@p6Z0avx^;~1ksFKFB5X)MHN@AdcDdOmTXsE7*5 zCy4RcWorSRePwQgBHJ^i=KD_4BIhZP8Qt8FV{!Yc&bQpN7f#++6=isvqP{d5^BXLU zoj^&TQu_?8HQFX{a{61_<~c<-Ep5X#O#|q=*+}E2!CLDi+;*imt@jMhg77hc_1fJW zX1C0#d`hi?|DwUp8T+Kw@Q7$4e=ICB&3qtKa9F62jtAywn9uj_yBU`j^9gZ|YJ2`t zU_v<7ku`=;>+(_OQO3hJBOm1WBQK3I5SegGD`S?p=NumJj8c7JOl|iaCc}F^Z+AWK znNcxDw?hM7?QXEM@I>we*#Taeh7cLoWdZPf9}?KGYRLZp3BnydE>>z1$}5?|N(M87 z2;zoutp zukR#U%_aek{b=kGd_%*E-$_!*yj*bk<}{eW4VfiDweOw1;>Z1-< zO!G6XOqV}lH+xEg2N=c+J6~HVrkx?~=(U!ffC=j-=F>T;*hZVt3L0fefsZT1Mn+ej zI8&ahbX|I4EoYCBfHfaGBMxXWc%_reYXS8nGLDwvA7OO*wcrjbkKS{zztkUGB(I;r z2Yv)o9>K&2BrQUKx~ohG@-Hn1A8Ss9D{-k`IG)BPhU~7W^BmfwxfBYdg4sF_f2C!1 z%GCLa>{GCm1QT0c@<@eTTCFg8$>C)Wt=py~57kFJ(S#a_d=L5j&HIgtpACM>GL=6O zp|(d#8Qey^Ptf5(iaEANKK~d4knHj&hC9s!vVU?eW zis`Uu8AKR}nFGZ@0(c|97K^eQ@o%YxRiuadA@jmgwWWX2@{Tp>b=Vi7bbM@KoHsUC zT!zZZefTIu?e9^+5c^xxT+jf8%L&rqNl^64C7X*)PDZ^C&B;+8u8^ygQ@9V~G7U*3 zkHYUzc@(W-DwWp_@*N$Egi=b0I_QdFKD`TuPS})pd(7G8AIz1qgw|$qTB9TiK7aPT z%tnVnrvZyxCk?(F-!QO|w&Z8Xsi+^J@j4e)l*$i2#~=u4TzW;h4+RQ_no5FEMMKc@?qi5wBIa{gim8jI zy5dT!aN{wM1aOD2Gg`7;mH=V8#UI|b7{?!o9+2*BuFYf`<*~2MuxUGLfA5-$YrYZ@ zinaOH^`0vvr^pF}xif6S*d_@CcCdM+s}_R!w4dXXxSHDDFi3_U^Z0XiU#2O1%|!>? zbV+b-Nbz?`f;h-!sxNC~5WOjL$8}NXKT&Ud+K%Lu+1+RwTb}0{gdH^QC>D+~Af@ru zAC&%cxVQr{lyxO@bV_hHVv@q;lXI-IkjDa#zp4>^f_VgqeQ$QxrmK`2s_NZPRrfj$vUP-bEu`z0{>Pw&Rfoi}0E_Ki;az8OC7~=w3B`~_ zSC}{xx?;#OD_p~<23uJ-K|hjHQqmU?{Fa#FlX}td`J~Vh{QW#4 z?M!EI#R#=-&F3I%ahRw1ECdM(Ctnryx~>!W3(%BKigh0+d?12R`N>NACsPb&ePh=r zL`Ft-fyL9gXaoV@(9qx{0lT!snl~I`VW@CpTVnFo+513?cuQiRV5v-=>{q<1`GfD& zJnypE^?P!#cF&fs8(i4?%nT#`Qt<)_bV?}Ap@PhM-WwkA^KIt`+Ed}={dyaeg=pL2x&xh{=P&xe9^;0uE?;nMLp-UDz z^|WWQoKn%11+H$^ki6dUy%2pN(|wnrpRhJKhc6aRfwNw$JaC7(S?0{MMq63(e2DK63AuK911f zV|YKV&r9=St>|E*+1jb$?OV(0J|Wq z4OkR?dXzno>lh6{OHN(bl=*Ci-^>iKdCaB3+SxgmHZ`?U2>Wg`?qO~ZTzD;W zVJxR_e&ACFh1l&U6>_9wT%07|PTo9UVo`l?`_csw`XnTHe0;cfdpy>@eD=FkZK&{@ zdqeY5u7q%MZO9HTekczt=62uriDt}+OuNSt+8|ku*!1gp$g71GHX3_N20^Ap-6B*v|DfIG_b<7C^iOC~V8r#5|JV>UIkrgHj{+Kt9&jxS_Gf6X99@F=&qM;9oE1q1IMBcxa`SDiJ#6E;B|Qc zUvTbGL$?T~TcTeunIw+UYp#>pnJQPdB`UykrX>toN!jx+PYV3FvN6+Ozyd<3#w#6D zm_#WFe8qfQ(azPYjC?u;-#yhhVYG`Mh#`}%ySrt9=bMGMYJ z3z6kp>#vIUMLna;hw?f}z-mgG5>58l|$xmy@^L+^-`lh;c zF#HS0TpKBz-V5-8G-cc>@ZYn)RG?}<1zcsz%{!@UfN9}$6w6`Oy)U3=%c-3brn`HY z^9?>O!}b0K+(F7nlS$z{=M>8nFbUpQjqS^fBTq;EC*8PUgHY zG-CR3eciXlr!~A|RXdiNHV=b&+)x=Jt^eCtj9KC6{4)k2kHcqw@r87o$B|Ew(}J8| zZ9IYc`?&X-dxwb_g(##w0p^$~LAb*YU#n7uwv(UBt!FS)h8uSXf&$zQJToc}lgTO+ zf8RGfzunI3_cYyWnPKHE>4D>VA!&uNQzCgBhUmu&lm2DEr50)C@Ux(1WRJ((!``IR ze@j%I-ps%K*+e`oVZFFcZRW5;WU#$Ov+cV$bZ4Hyr_kJNQlo*?d|kduK(Xt`@GNj! z4A4KhZR-FszEk}*h~LDd=&Q|><2(-&K2ZIn8LW~dGhPpozq|2Ht@4RcxiT4r^72F! z+EcnkUpgBm>vu!=_8q*1MH*_LGPiS&jKafOfUb94C^Y!<8O6aJCR$2o1T#PD7Zf9Z zLd91yyx;VOpLLl`lr8xDpbR)impy9N=fJ~WYCp*b_h>}`}ni|9I(jqQaJXynB=eSv+ z3OF3ul$OKf*_0=|qLCJo^I*R|tor%NG*jTx6$)Ree&bG$@#OUAip^|Sv+mHG1#$Y! z`>7?=N@0s4qG5>)vqkV_hSWV%?k@fh-v$X|UktW~bUTtj=~;kIbi)SB6chJ*mRCQn zTg!!={Iq|z%ZP09JKJa&``Jl~q;X0i4^)L4(o{>&EzALLzF5eo>*#~jeBfn6ncz`{ zF;w{8g*qY=MrRjTMz0AY42qK~5q?d14lnnq+fge(K)ab`4h$bM^T9#rF<4PMfY#Mo zKRgTpfc0`u3Ug_@z!6`z_N5j$y1*V&rj&gx-A;3q6tu(6=df{~o+*z%&(VczWzE1R zY;wktGKAr{>$cCjTHMksIbgCBiu4~3Mz{Yl& z^ulDdOSYl+W(BAW(;JfFoV02rlpUx|ZW%oXS%gR#U{9+Lm^`Lectd! z+{7nJ`pUdKUG^-GK^d_35deFiyNaN}`(XP<(fnPp{W}Y+Q52Wdki$9r{Re#FkwngJ zug}D<$pfFk4Oy$ET*Ib- zt)(l_z<$xuGrA3xb6h5s?-EjulU9JFS#%DR4`5^o8AHQtz-~9qau8SoUc^k^=< zxcZ58^b+%_`d?jC^BFnDN>Et%iMMwh1_$0qdlYdQsX5PcK0+6$-ZfgKr%r6~1iT~* zCm*B$aO=`c2m%!xIQ5BBposB@Pa^`zwd;tgM@?Z;#CW}DUb)2hAF~iCrc{)qSrBIP z9B5wvmh`wY7b=hs;IfqG!gwMi*@>OgR+-`aKJ~55lWYfJb(93bV9On=mb< zXSGVRf3t?&4St3q$LPHdAG4?$DR0nuWD)><}V(ZcjbH6vY+e}}+CjN(OV&=enaTZ{HSBD^O5 z24+4hReEAPB74fD2-$<$z@VBbWRV!W#EY%CmKHf{F9XR^{-WmF03#S2lo;Wb0z7P$ zd2W4oFUBU-!jWtgQJ%rAVhl!AJs-P=tpQn$BplHvQh5r~mMY4M4|UbHt|bWd-0ba< zyFKSORpOixKtZhE!jsNtF1jcqcw-Qr%p<92V*};#J0(A~X zD_S~RW*&menQrv0bMr?Zk;+ZIhM#?;^XSa>067y`1VyunRb>Cb)_tr+XhV+|J zm`|kE7qh>C(@oURfM6C!x7ZkT_V2ZE2UnX|Y&1r=l}Tj~Rw``@pgdufqL$jYI`9Gl zUn)Op+#k9EbO4ovpv-d(#4a}#UzoderjRl!j@SnFWosO#DExe8gOqlCb=4&SKbAlv z6V0pN|4RO*kN~6YJIrOr!9>-^o|*?_yeXEeR+qP^ZUCzC<29|cPxfhRk;Gz**sCfs zP6Z2e&Cdn2UdgxJ7%KlHcC*h|>Q>Q5{`bx+I$kW&TZ+~B%@Ob^2CQL?CeT}2o%NWp zY&|}@+_ig03$}D#c(#iH>Wb9BulYQFPx&Jqd{a|$v;nAlT71c?^FUH}poI)Gr&{hzbEKlEX7^e`6+#1D1H zh}X$BPhREfP+Krs3NpEPB%AV(Oep^n&R+XufT?}>u@u`GnluJ%_W4QJwJB2G}u9(2P5izr#?4HGbi9&mJKia6#%R)jtE`o z_oWYT9lupw*mcG{3>N@n9F;O8K!ma(nR9}SC+6o(tGHmX4@hLYm2Pon4f{=G%S{T!c6+oW2JT&&^ zR`ErZB!NdV__{J_h3P<^Bq0|D3uOh|XRkkjUT&(Sju(Nn;VT&1uNC-$^lih5)4_XJ zhlwl*gaU&gn^<>s;qG}AO@Ua;$ClQ&LmJC$9x<*Z19?*js`ryO@rumvAD-`x0xoct z%96NR(@Ou;1AqgESdF;~p_1zHjpW^%4b44q7W{QTVYRJxl@%2us%ZSS3{!+cRC)TI zX^|WfQ_@L{zbz)a6$e_8+W@+(yEXox<`UfTZc0!*`5W+HuG^m1&AtH+u-lnMp_kv2 zJ(VJd1s}G|g~q3}bMJsnoG_ogW$4pjwS#|)xDfc@LhNf$)~hIBiMb?2*{#Sow{n~E z9@gIX5O~LvYPmJIrX5<52gW2Nty-f?WuEU-BRMmBj)r*J2sIIFx-dQAdp`@FaWY55 zf^R(&KN4a8tZ42bXTSOkG>g+=XN^>Y86 zwcn50K}#n~w|)J>V1nWX2C3Z&&OB0UN3rkoA)bBdQq+T6ATbb0Aey;B|H$RN`6;{{ z`!Pa^9mN}xZ?M#_|D+roPE%w9tuFFcZUL&sCvOa$fEb-#!}Yd{8bQ~H>GX?<#0obU zR~?e0hjb|)E1o5_J+P3sKVU>_HID(2p9np@A>*ysui1u--$=}#27B-b!|cmSW(_U> z_~bz~`Tze3fUY#dd`g<`yb7GSypp(^NtXX`Z3T#V%X$_)3 zk0WY@liuF4D9wY;B@1va&5a>PCKS5(NX^u4F96k%_Ik5$g>>);>%0Slu;q_J%551T zoovj2YWHrff`#gO=y7h(6Z&4!shhOUtV+3>gMhHhZ9P8-`(s7*<+!Zo2?%(z=>8?q0o2R2! zo11DQfY@z)lRy;lVXp61&C0nROBw3MDjds zP{Jp+rfL)2TXoWS@bkAok@WUUsV7V`TFdPh-B9@AL{MH%IU$7K{=7REV;sIdaruHS<_Lw zJce{N#VH1ea7-SE=rA}VK$ROD9Q%L?^Z-V#9<(R{mF46R|4*_3k8hWKtUk`#)G)@| z$xmkL;)R5cKPz8|WIiBk*4Y)IfZ{E_C}uw;Gj=iN<6Ebpv^oeor4I=xKjqUy{t@^F zRXIQCNS#%nD7p^cd=S6jI#K|RRG~`oC^1O+b-@NBUR7iakSDFNCq4z3QgiF-jqN0TaKdqP?N-*PK#;q6_^iqZWG!6TWs%OIcxXh>@Dbh{%SG4eCns^IykcFs}nX zL#}2kJFv8vo6Yjqt!@<;Q!(ax14>cnB_}2~`c9-y*BxDH9Rq`#RI9IS3k-5Q4NKUV z`adNlVST=vsZtce3oan+I=ejB;pulTm;p16?Or$$@pn|8p;=S5E}vK94Y%XzunwBX+3AYMWZcJoY;|!k}->g5+<=R~_pXK3M{WOlS;TK+*iEE!IBX0;@&w?$aHg00h~) z4?Xms^a7@kx;HoXV#|xoANdYODhY^xSeg4-M|wBsNi`WPnLYL~$ii^bg*0&Dvd=c| zc8?#)7QvCj08TjaxRunS7wE;QAqKt#u>1tDc_YsNYe-ArY<@6`o8xuA%GLrJx%REkCe3-ey~6%8E&XLpHJV9enT4Kx z)2%*9e10j3JL*vX@)T2ZGJ-h7ak^H1e`}nF*nFt>=f(#IltTG{z*B4Zh&#GcVeN{h zkcj&#x#}m?M=f;o8$`p4H%K&19!y^whBng#7f`qLQJM_X0)Ds7lMXKUq1En9(Knk_ z=H|B7i13MqMRJJeChbTR5RgD?$e$xSL38Bg&oTrZRZY-4HXH1D?i@bvk*yhwf^xze z1Qzy0lEoNbmehh5ZW}&p@@uFE7WJNe&fghc1IH0zec#=x$b;dtlY?%^2HflPSLgHw zuvj+gl{zpK1JJ_GRbvg7d#4cWcTjP+!$i(lv?=4QfMFOtW_|D# zcZ#QJ-(9B&@<1iHq!Rb{{Fo|%HlV-lq9iO>ttL{@MBPoDzAceH$ua49(0%zN|NC4& z-eNE0TWIaM^P$Y+^H+E}=1f+#F|{K4A5O4ZX|UwTA1M4=XGNXD=D3p&vN;W=58#^x zSSQAKptw?l^!Uwh1Dar#{P4lnw}@s!NXg6jhn*v4>utx~`V3~u1~->i{@WDBLpfPX z_}hTpIC%;4`wtM5y({tCD;xx@=;Os7v5UyJV?@VmFN2L=&Ij$>@!z=vS&f~ay7E7@ zwG#xF;;8U&(dbuz$@~>~qw@mu^%v2QzjEZAISivP8dGfdQF(vlsqtf46k*NN&} z7}TF-|7BArE)+W7+@1FaYh!sAtwqfzoR;)%ghz~PLboET$LLLvn1Z|2uS@^N_ ztgWr{>-Q^4;sH{-3BelGjjLw%zcH+*vXJtF%-4mvMF3%bPrqrT`2IH#E&tBGxJChj zEV}?@zdGlPr_yf(FDa-nIRiA3uE6^ZGX8^1WO{p0(c;54H(6^^NNe)nJ1)xpLJIhK ze0~!QmvLVBg$ub6+GnH@KzldZzq_oy9o%W19G;(@x=xm{wb!Kc8R;2gtq%^mmN!Gb z|FW*LJZOP4Fm$g8Z?FFuK(n9Im4g*jQR+URXF3{yakI1KtvVp_zU#4Cf_yB2ua-J256c=w|MTQ!-r~@@ zUi|`{ll1H!=D7sXgo#i`)TPq6Gl1*ghG3M`c&-_l4-$t6(lU}v-xY~jjzo|*{0_Z( z(0Cwq1ciFgNN%HX(Lr_Rn)Q6-f=xyliuuEPU|f4w8@GdsXTSY%G@Z|+0{av zw3;LvEoLL#eZ;jlGN;&y%OE6iDIx9Mz%T5^IzwD%)r)TPNt&+x2H!ymK2C;;Joztj zOo`knGGJm^(^4h3o%cszF!8D*$N_R~ShO&MmNA}(K`hrze`0V^phoFFs&30gil~^V zE%`Pz)@5+@H&%ieQ$lKaR_~$kG&s7h(bUcFH;q80pD0hO&h#kVE11?J>Tu00EUye`-j{=}|a)B_Uwfcx-M$-#swJnM-D!uA_ZAX-^J z!RikC(spyG!|W(ml(d^h<%Vbu0gtg$O=-C?@mP{^MqjFxG5^wI+b30@ZkwhMnqHI2 zP!!H#NBQYW?F&eB@yzDsjlTLfgeVT=?MFpCUnf?AO{}#L1)qI}>-$`)XWI^~-OPi2 z4!l00j;)?N5x(OBcNM{${NyMR%o9(*VPENr0*nZ}<0>&qvZ(|lb9o)q&GG<&nw2eA zM}q{oml%nQuyx2z3Rd8}3m1LMdWY}s7_>(^0&2;P#$}(8!e=U}3g)h`Bzt7aqy((?j%y=vy+tSr2I`yOxQO-NfaniK0w@%K96X z_#WKLM%R=+XsqgjY{6V7;{L~N(BCk6G40{{nMy=dkL)G;{Wx7{&-T01`wq9weAsW1 zrlSa^I0|C-`Sp^2A=W3GRT53#Kv)~E_c&0@$~&Ab&P7HW^#1D$g#V_Rq?2pc6Or0) z$gXsqSV{-VAC>KBWhxD6^%^htD=DN;O)na90$x2W}}}n%VIUqh~jOW$eL>{hj$1wpxhIb zl>Uw@1=uJF5x*ci+PaHLS<*sbgpSAZSn*(G<`co__g+XS(EXpYB z;rd8{qQYF@zUBEuqP@p4u@aq2agly+2tR0Uqon?dE07Hy+z;z(0clqW0AcD8Aehw; zAE6P7;R0ZK<@HrMxi0gw&pa8t$!q_;$$+cy-v@0E911`QTms?NZhbcE`Pm6C_diEm z^oy&oeqn2GeB=%Ir+!RV8T1; zPf8CslCPp2e?`^r94JB5o+E3qsAzI-O*re0iO%{VGgswOWH4S!%tqpV!B`+_vQ@^h z3e_)NSEXLLC3#DIYb|DF|DbzJpWq>IGiLDY#(SLF@POEeWZ6^TK-2ol6U9MKOm{wp z$f}!pNIAF2^g-{l`?q@D@E4gnZA+izvL=*o^MjKOfg`p4^*ZFL22yAh{m!StBzZueF+QOeIken7fIrSl z)BTG>ZpyaGYzE9+UrF=~tCbqtH>}$D`L#y6dH+VtP3e0vylP*LI*OEsANzhXI_nqa z$PDr(2Kp5>l1t(y^gaW{&zT0@JSPJ5ckffIGwAncVJ_IL6C;&R&;<4Dhjy1Er=D$d z3k&W1hZw>CkwR8LlMDJ=^gfsI(Oalbivx@lvZ!q=ncxHeNg|jduz)diX{Xz<_TRVe z?V{=P4E`T(3pJI`Y-CTM{CW_kb{(?YofCi1!~j2#K5Uu>(7gk2L`RMmgU%IMW(?da zc7SokYk&Tw>k%4BHotrc#guaCVx5WokI$UZ5r9VS1+fVrXIghp&mAwL zz`UE8Jg>ia)!h}$++1J3Y-kOp?=9w0zcI8B&prv-8|d>OZ{Cd#V=tf#;vO~jZ>XQA zdQNK?MhV$Yf*R{=eYxrp38y}M9d`VyY%s|>md1%EqOS~Yf9KAyjH58u878~;&Zce< zUVU>bW}1vF*WbqQx|0(hKOah7@$j-fI_UWgMB?(Riu8yI+q1=h%`m1sqA(qpumB8~ z|F~~Ti*qX)mh*=Z2 zOoZgW!j1arpZrGy6j)PJ=me(=y1{^jj7`xuno8IF!}mRs4Ey1 z^``-*Jk`Z8(u*hXQ98dX@VAi8>r+$Bh$La{-X7 zEL(@a9|BR1bYL``=VU7J@i(7al3JXJCicQ7rpldt`EK7_%h=cWTe>mW@;QBC%Cz1wvC>`Q@>)q=T;;?Z*74`i_|`o!Q!bsK$3-HT%Mcr@`k zm#5OT0}Rd@0gK>Ly(NRXtfir^r;7~#GQk+6FFHk+f=PJ#Y|hTtsqHWTakK9;2~oy$ zyR8VY$oR4GGq)d2nB6yA1v_bo5##gYA?rJ15a(H3647!z19ENa0zO}|yVjxs>8?O_ zjvKoRmv-ipE2V0g%=dPZ`Y+%Gm&aX0;TFEK_T3*SMdq*hBx~-!wamACDY!^_$$LvS zL$aYxkH^k?B&*VxG~_<@u-VC2MrVu$9*eGR!)r|%&fd7dd=0ChiAuSdX@_K5>C!g2 zKt5O7-)$`n`$phO+O&!Mnp_-+HF&RGI36fC(&-^9ahTK|hl_6CGfgN5J`9y!p%-08 z2V?M?{Ta{yv6(Z8C?GG=4^M*p#h^MGLt``lV!w91IQB*3Zkj7tvD8_=w6*VS0Cqut zuiX{SZ1*-(SC1mb|2@k1%K@vTzqZGFg4{mYT1%Qs>I@nD~ z{$zkm7#x4?@q%C1Yzo8s?~3@}lmXe}K#S}DThag4&sU>$sU$odz9x6W|BdiLVzJe9 zoEnzou<~Qm#`>1ABQs*0G}dEsaP#wKz@K;rPt8}uiadra4!*^T`47vhyk&zG$^||k zs%uK!!%+I0;_Gd-uRL7(bEB2X$Wp9AMxPt!g=M4bK3U!4kxU=@8tN`6Z|PxeNXXE* zvp$?A=WTB2du#DDaHKH(;Qk*=Ur~yFyJ*jQZ1$F-oS1T@o7Z?V4Bq+!96pn%Qx}ci zA3Kg4GK8L|u5_mF7VcZQz%PC7tvxmVrs|KiG>KuVM!DH_; z{bA~#@3(JDNJ?(ZaZaHH1qE&V#g`k8+kDm)`#c2o4d4(aUx;5@j~%!a`ob?b{sI=7y|ov&c+_(R8t z4fek-Z<1O1_eFJhaZN*w4-hc{ie_Cq`MLLA5<1a9wRfhUWb9ud~kW%Cg5 z+XyZAqcNeuqgb5_OJK8jvI_uOa4v9z;IWAyPP#u!&{3%X2*V?PUxGGDD*ZusM$`*M zZ{9%GWegcj7evQ90i!-ecMTv1TmRml+W=YFZo?+N zV^=@#{M$Jg%`mi8famH=Q{uz0E&H%^Z1Bs;+d({@RR`y(~OnCKxjm9G==9%~)4WG70GDq`Ogmy;r?I*z@RZ&n@^ zBpN%}7V_>KnHHCyS|;T~_wSlIxPOZr+S0pF?bZE1?q5pAR|~)fSEmMEd?t31ELW>V z4qaH3RpBw0Q30Hi)p|b22&Wx!!!dZ^`TZ9#`D} z%!|GQ)pr~;r&Iq1v6wYGz!gIS=ET2!b;}ox0~21N&rk2!Sg`T7wX<_2-ZKLJT&^=- zD`J^-^*6sy{AUmK=cpMX*>!6)hm=(^G<|F4UPivU{_CQW_qnZw<+QYx2ESSUY5$@AHfe3BjB#8UZ^7iCp)tvlr1_YwqrnJQYGin#QA8#9O0UL)3b3U*`qu zD8ieX2OM+F+`@VJNv?Vym4}}wo2%%0v@Lxfc`Rn>kw$$=7yptwt5{^Xgqxk@BP_qs z1G`l8&CG#u_w*|-PS8xo#0yGyDEL3@Rct3==zWOz1IBQF#I790x)kLlQZBjRLGZ;f zrT%$I7U;3g>wlz7rvKvS%;s_HxC23MVrJ%<^*7=dBt=CgeCk5K7 zsw%P<+d8$DM5vkJ!r#Lyrdk1WbYDVnm5N-(=Tj>zf1w|}BELKcEZp%@XKW6viyOtLWktEOoqFRnv<2ZEZu>YUp1eaH4W9jT3Xm zq$X7LH=-`I@b2zPyH{9Fliy$0Plf~}+L`@e8bqK51|30)jQfOnAG9;_KO6P;kQRa4 z{6Y%B27nzU|0K;_N2)^apMZ*5Av1HdO-#aV2{Dky8+}hUdN-s7$+5iQtUS6{{p+m2 zN`wSaj;?Zc+y-dxG_s|28g6(4*57!##G7bT=P71f`7b9HL_>S%){d3zeYi;c4G4kN zpfnmXE7OmYBO~psN-C#B9Z=yUkxZ-R0FQo$j<0zwaYaUh=Q*HD3Id&mZY0wSCs^70 zC78qB?C|%va4Ytl=QhJfc_f+BWlidy%-7Yk0fP7H7yDcEz!{-cS? zup9NkZC%}>q75%tay?ZhL3{!-?Nj!-*B#qjOru&9gmOn!7>*w~j!29rx1JQ5%_$ZB zxI5RCSt%?q#PJQ;!Wdc+ncsf5s`uu;`O=X~@uiw0x7?!e|88nDbW=5Z2A#sde0u!Z zdYPC;lC9~_UI{a;I5cbLkH8-J$zbs z0tp$s!Z!B&37Gd;#1-TYogl6xBC@;X^XJ}oo+~YW<3m!n$gT_nylTDK>~gO>7^d7F zh7qCk0SpYliy|s|Uc-R*(%02mka(K)(E?OA`(lM19aB7^Bh;NE&ZtNOh$eEcv)eKs za(y6vEpKIF9}(u3P$q4&XNrwKL6qrQrH!1{Gr#Gnl7v)Q1+p3tPLb>Is|pO@K0Rkr zMEbuE4!Qxuf;qbV{7xzPIZ3m-4WRjGsf73b1#AnE>Z@Dwo$K9Z(%e089Ux8Jn64W| zegVxn>D9Wq*A(ADWU2@3>gdIp>+_um4Fn&(mUL#jt1z0rq;77K$&ob7Ru%wWB3;0z zajMx-ZmUK?J@DEBjVtd=rHk3(sK{Y&^W!jMI_IpIQ|}x6kHICfk$-zpx7)ot1X{Vv zoYuBzBnF2o%QmmBSYtCy4weW6ZBKBgfa^<>NBf_iPZ*KgU1a^iJWy`RFe2A}X~4=i zx@vWQxB*T`dkRNW8Q@M;_-}H~U1?qop38bKxMO#&(CPkfw*m`o->(X(?GAcjsBe{> zBd)^Nd)ADFb9b{Y9>%qglZcQg8gw&8x9`4cyl~Q5AJq0oz=`A!5dNUa&tX9y*GzQP zWfySPuB6m)LNMp&NsE_?f$Kzv&W$VS-roZ+t3``6tg5=U)9HOfjV_O}OgTK5Ub&u` zK{d9{B>$ba&&QMw{RfzUjl>ybL;v+Ooru)%jG>eBK5f|2*%HKQ*XoGD zec5C)r&fl30Nzd-+?iv|wnAk3^MjmNL8hnkt&c!mT=9wSy~Y9A){r}~Q&-b9BHWk^ zEU!=vjwu8Fx<~LA4E(ooZyrSm65w45xrMjyrIB0I4X44U7>5fh9G;vpo6nU@^}%Xl z$)&BRTC<1&ehtjcR_b#H?p8{*9qoQ99(dUdE;0_1q`&*Z@TX9){F9%VT z9sBNmlIHBgtjS>=YXYWhA-pAPlJ~E6B9Ul>)mhithtG#}QT>nbx@$vEJ&>6ul~2#Q zKb;V%Fsr(FWW>0c(?)UL9l88iU5ZK(YYEpdl}{o5q$pcNqaWjGZ!2lcxYE?qZA>Wo z1~D}>0&W2O*}$TOc#0YBh+c3VvV?@LFH@XB?kE%}j)Fw!E6?|Pp8MgLzEc>--Vgkj z96RBh{vJz5S3pDpi$5*xuctAC=a#0c{;40wZ?)xGV;uuP41DPU_D`}n78BxeU~M@& zA5P7l5W}K+K*ND$CjF8Y_v;tO*8I@AuaEijE&Ce!a^CN zhp9&4J<8!K2hIhbuS8!wg*$T^#EKiOvft@u;9Ptg7fw?(n>s{CqkC0hWu>)3Y$@H7 zJ}2Q_JG3L}1~XB+LvBk?JHV*`qXTx`Ab(O*{O}C26yiV7Xawg(aMdQDE8T{AoonLm zU*IVH-eSX=!M(!I2J36Z43MjfhcR686+{;XKH{IOE&Uv1J&TV>tu9Xba7Wdr2uc-w zr?RBK#ce&AgsEO!!+9zNIR4ChFxiORkVzd0=n!x%HJ*2z4LrsMDFKPZRHL8}O zo?!VZpkqZ2%gS=xC4TFEjn`J2YuwXAr@#1*g@gy{!#&E0;U|a$T*PY9>&aAJWcx>f z+{@({T7Fy6q7L=9ye(EQ!roFo(#i9LRNQH9sdOIu`-gl zZr%|PduYw9J0eq>;OK$bfSNAMMo~D(Yez~LqCZGRZ)$kuFKM|sy&Oeu{-z_V- z_Q&%96$GqzFREDbe3Yf*M2D;zw(wR7E*uR?1A9*H-i(m5n$7CXkL^Vrv1>ChY1>XZ z0(GQX!3hTYo5~8TmvV@!$gWJZ^0fXCO-RwLx?q)-g7FdSejH@)#!T7$BnuW^c!#dl z9#`x6rZo|ZYR*gRejVywQ1?2u`*o7wh@yw)-IPJO=7qIdS>IlTD>ICN?FhU1MmCzR zg=Wfnl%(E!4|+!inV(_iOPyT1EB96Zy^#N3dv6{N_1pgqGuD)SD`J!uvb7l@j20@i zkbO^fW2fv}qBLl+?$ zBX}pHUub=g3^hK)#!y?%DO<=;bREi39UbjcvAc~EBGFpAF_hRdU|o%giP1Mouk`bk z#a}=4hylGii_erkZohg#u6I}OXf&WjS(nSiU@O4E1J1T`D@A??;TM^6hGq0bt1PGMjAdY>kG=H3~YRQueY+x_9K^Up#MSS+y8 z*f{buw;dXnrF+nEmhpZoDr92W>i(>OHMa9YkdwS|W5(2nVgUPteBz@JASOc3$Ux|T z9e)mYLLP)R#*_~Ebl2^}l>}Ro8Va<*+El<8wWmn;*szl{L;m&v$5)e4?)As2Jik*# ze<2ekjrOuklV`9vn7}++3tDXIY4D=2XAAYD9GOnPXD^14f8ARzPXluLT4BOOOjB#- zr?$hy401{H{fow9R9b9LW%7frh6WO@vR60iA#dHr-u3+Bb*8k8^SAPnBr~0E1vK+3MUJ&6%&gSHeEZItxFKelx)*|4J@% zRwm4&u^GVim;-&V4;Rj-G(ycNXE^krohF@+D&(i7jLMD)^gx)ARh(?hMJNpl&}Lx7 z1QU>Bm<~;mV~vGtPsU=xG1el7V?pT?oTBR+CP{UME$#1xOm%Ne4;~ZCP3xxApDqw| zbvhc4*E#<#9#_xez!c#@7h8AoORPu4*#f-^o!KAW+CyTW75K^B=$T2`@FtY7mnuzB z1DwB|@3GIDxO=W=s#F$YO`h;<(J}RZ4ul<@nLM*v>!?CZI(hzJDh8l zTDK1L#cu33ApyW38<6Mts}fTA(e${3UC%Uhq0Wq+frZPnP#FwR&P=w9>H)V|EE&dl zclnVWvPVWeDWs@U(groK?Il$k+mE`s_WEjGa@R#h!FmEs`QgMf7(V=APbVHE7#S47 zOJd7=k1Axl%vjERwWz4aXN;zdFnCF%5F2?wQ(m7vJknW3+MR~q;9isojmNd3Pok9< zmfby`uRqF>#=atuw+V*B4p01@wJq|(?}Zn+g@0UP5Y%T*=?)=qxp^6963fhXzJB52 zL-NI!1Q&Z5rFT!zSkb!BJ`kOq&1BpS;slc`_==Jfl}@`luXE3iO-U)~SH>Mv`&<$@ ze|{LAQcJY{q?_~(^6)_44U9yT>j;&&fvmFlSYg2n)mOsNZCBYe_sbohZ%aEv73EQJ z8Vh;-BKN4}gzq73gM{7l8}`O+%`t6LpE0d;Pjn?`Mb1!de@s#X-VHW=^wo?zP!`Yd zB7Ban;`(9P$CzH6sF6*4S>y$_{>h&xwZ6KGSh|EdZGLhR&E}|7=)4Df!^_EH~m~CT|fhl8^3D&q<0USF8gumnebRHp`2gOnl zC~eWS{&YNedL4^n;YcnwlZ`u>NOB zbxkx68hJXSX$BoG=ZD3h>-q{NBP`u8y%jWNhbs=veaymYp24LhHlZB3_&yP&{9u(# zoZgFE%Z=J$;W)gSvMl-p~bwmkwp45JDv z*t-b1Sp7B@zQ6}_UPzfk^9)f2`3DageGM)udfuwqebisK(k5Cop}j{vp#x?7jJAKk z$LLr1o2((H%0Xqfe0-0If=Y(s=Ad~{y1DaelZ;h5q;BpmK*!DRpzz09b~|Guqj6|d zFF&X?`U5^qP95ER8f=UVAUAh!6nfMI(y(Vh6BMZ5^JcJLUYQW5ajpc(!;L=)wVHsb zS-cVf6n9)E4boK4}d0@FAY@4-PPWGWeGqL6HLJP@>vaR<0f_h z-M}YyJ5)McGz}>29Un1|Lm;!7go__If9a@g0VdF)=XZ#PEl*o?YlY@v?Z*cr=NOL* z@=x8OU8eCVdnQElw7AftHd70YI)*+!PZxY?D!GoDgo!n*Qpn5?N+r`2*kLbEU7^{v zy!Ys{VQ~L7lVcd8np4~?mbQ`)eqG>mX4YPUW4JpNZuiYoivrQ1mLn>XvpMhAvsK;j zlO8`NnrW_}nx(=vD$kdHJ8GX2bGQ-Z6SM;q&7w@$swAia|A^r)(cD#lkitlY=Ih|Z zy4!yo>s#I{e>7$8et+snqq#lxdZ|5bk&Dy;yK+V1d}IS-i0Yp&0-;usl+>?Ox4;{_ z!KvG^<0oP-6`xCF4y*fi`*ZN;r~QYIAr(bVAP;hpWIN9q*}SyTS@3xODkaA@=felz zoCFtg_5v0(&&=xdTy5_vA9>DZ2aU)`k@q-7i|X^lHM!E7hGl;I_&soY3{L(bQ|kn# zoYovBI(*F-)_1>36SB?_8cYT3T&uJcFwn1!nY6xP_lyRXbc#41I zA-s3Temm<6*29_JDmpHX&(PZNC99Zt5tsfUT<+Nsw4LXSQS#vNk+av8dnX%xg&mDN zjmw@n@n4Qk72dd%$&zz@Se+WMTb(wy^#w1^c!#ml(F%Anej` zfkt~kwSKMHTFeON-q*z_ykQ@5Zff^{O{LiCHul<+wB*b{6Acxa^GLLRe$vbKFq(_L zM)@;!C4mh5yWj~OeaFuWm7z_fO9ECr(?x@!mq#K~vCuP`mY z5!Ye1yD-I3dinqhJuL;mwCoG3smZM=a_tb+F<>u9-MfV!PVm@YSRP_;cX$7V_RCg_ zpO&L#+%nHIy}1-Q5*yDf5~~W^a-5y7?8B1;jg|4QS8d-s-rz)UKCODC#BlEnTH7RX z>gqtq#7P8do} zUoMeZLOzxm}z$y!zUzcowu8gk9wOx4Z?9*gr3755liy0J4} zRfyHs=OMrAxa!o_{Swi)^TJCN6~vmM`Px|DC0!vIt{GDkGf1&W&tZretBm=ewc^Y3 zm~hqWoSiN_Fxh+~qZj@u$x~-AHA+0seBp|>uciChI~0Y=4X^aYR++<+IoAiRl$1VX zl{g0&mE&*fv@>O>js(87StoCJPkl&p;cs!%*i;Uk*y}cn3H4E(vly7(%0!I^tc*=7 zEBFrgtXL?oF^dEv5eGPkHfi6s_hW6tu}@Ufw`K{_XT2t!Flk;Yt*r&h6|Ek!*ELK( zh85RioW9Th_HG?~ru9h_9u6}7%H53iKe}_--E8Sn1v_5ivG5>Mz%`W^XE-h@UAWT3GsU1iY(jJ~ zdn+=v(Tbh}DPjz~*$Y!m5}89d``1dKEVau%by6d~zsR!QWJYxDnUWlRi2-tv78oU` z)@0ehHydE$GO8_A9$`lm*+bV4``4y5M1+{OpQQ~i1x!a}06w0gM$F4+6SccAFH)+= zEJ7?pauAhwzX1FPqLLHWaD4;ed@W8(Sng{cBhOZ_o~WbatbkK{-I$(^@uKvVo>@g1 z_X*Y!kjdWl&GzFjV9y; z-z7LvxGdx2*Sg7}-f3wry>ppOd}fGYY=+7}%=4ax_iYtOs)1=WYQXI?!kKKFaWt>= zlpIM<&h*m!^Oqi`qx_FnW1D=^lzMACFRGNZHzAURcP^Kp#>XC$uS?hO3jvuP5`svH z%pQ0%;YMN&Gz%k$Y}1ySB(K<%E<&WE?fG#(V6q3JPwsrLvC~(4`gUr6n6M#F$UNUA z-<8}QfS@laANGw3MpWHlpbCQ@N3z)o3bY&OUVk=JyonQCS1)YXuaODnVJY zjURg-32s_IQgPnxrwU<9C*$?Zxh%(tELHZuJ*y`2G*A{kZr?J!`5v57kl{M52k+>5 zoAC(e?^!iH_43DzoBnb(`O%8WulIouR{QQ19g$c1d#vS^(m@=occh*c>W1Lc^#|%Pj#=XBK!yQduQjWvb z@jae9U#rZ8R=J04$3280o5}q3G${0C=qTWhXKF=ce??H^kPnfV&6e^ZZ$Vm=xzM5B z6e?Qzdoli)Goyq~bx>A5mHKp0s=5%qhWnBMw1T;G+W1)Qv$AL8pEE^(*;p$X3Xx$^ra&w~-XF)ZXaXTS=5bU)D_t;w-}_b1DV0Z0*^kZW|Lp{*D) zw~WglYqr~|4xX|J?oKyWX|`s|5(Zi|a*W?s5f7KI(|+vG~==NuNkQvKk<{;)YzntFi<{(lB zV};KH5Hi9eM#`^uYd`5$9n@Q_Mz4Keq$AjSs>X_1+9QZ+os6M83;?71B3RFq7Y>~z zJDXf;JtO8u1jIbLbf&OAWyO;Q=U_m6OMq)se;JgJIF?D_wb6T(1HQNS{nmTBOT zfw+ng)xm`V=rf-5a1l?@#z|jL15a(mc2e;bZ2zgnT?I-GFu!|>JWg8x8|W*aFUi>R zE)6K!$}KA|H?~ww*Ah@{TBvlxn)=KfmT+&cgpN4098|CzHf_bHGFwxvzNbHt0mq_7 zT*(I106^-Sn!YnH54#5wV!+8sCOSzJCZS%du|GHZ;*@|<*-GgvA6V>LED~+JlT<@6 z)6;&auL(!34V`a46`hAq-Q7_sKg!L4ghU4^;<0Z#`?;W-J-qXUA8>|^yb&(_ivafn z7=)uCVjMBQ@ff)*&I)lO|!=zeH2oZ)nlDw zeSg#fD86o^$ItiQ1-QcCcmP*85i(6D{kUqt;aJaEN&K5l9q^-;PBC9Q@Rh|*!sPR2 zxI8!ITSJ%A_R<+glw)aWYk_yk@BHf8xuWXdZNgiw?e{P)m#w_98F6pM$+!bRQ2SbN z*8z-E)y(;S_mC*Xs56kUY;(=BZEa`a@NNm~8(xN7hYEV!3 z17~(gYv!Eae!{JEZQiz>Gm?uLMrt(gw{vkCplI-oPg2XjY+sgWYG1W<)NsV443AE& zmIlVBBv{GIW6@O{{lpM!ydCw@R%fUTE=l%FL@Z?@bZK6SU-oJPAh$OU|ObP#s-Tcb2 zKJJ>fGaA=Q4HES3fA$)Uy{=+jgVd5ejt^4dZzB*&7@WuFgGa9jB63@7G!Hv?4t zMf0{VhL;ciBb(5oU6|_U{$I%EVHhiRVZN%0Z2&){K7TDBJI#a6R@YpwJWx8T)r}Ta zbI>-5g(aVm-^75MK;#oz&ir_8niOWj|5Lk9gi+%4-&-}E*^fB}f!g$tOi4*8$jYi) z*>v!-Zd{R)3#gJ(Q5j)5cyOpp^p>Pt!od~lB&TR5MTx@qNb1e&(|0zP%~jKP5j~aW zCMNUkJE)q*3aHi>UM*B)_}tUevs(s+*+>e?yT4<9QdP~x7pVaOixF7va5d(KuaQ-P2=eg4 zna;dc)F4Q~e8nx1Fh*KOB<{OGKFK2c;yk2{bVj%$)%v)TUojGGET z83XXWb#=eJowb0wTc9aCS#5JBhZDzQ#jD8*S01!!NwkCz)PO~>m8snF#hF9)kIt6} z!bsyndf{FmrriBx4kmY3gBCVrWKRUQfELE17DV?!B5r`9kOVr;7>o&?_T^VeU>e5P z;lM2v;VCM)CB56Pajr@j-;|;yZ0dmT0`wzym1nz#hxf>u@b2 zkj13(T(~;RMV=GlMV)ilw{O2V6J}0J6eO0#E_%QD>aYCCxq22MI)w6$mdw0c%bD zl^-}_Z&-~F?Wi(}$#GnnXO$bY02ub7AJSDV5%s18VH-o-kmo`fK62F&(yJlP2QF5) zdN=Os-~$~CP$M2+qI)Vyx6!B^&azE&71PKz)~uc;6uP6$W8%V@AMPmXc!+m>=r4q| zlTUfCIusz#gwz1zM%l9B=;Z_T<&#H(R0M=DFa25Gn+2@ul0i!VyG0{fa7ukqTufW! zeXL%Yoo<4THM{cWw5ZA#@6LBOp;CKSyrkim8@1~L+zvO9DICTo2Zcar-HSDKgjx*t zG9PTN%;cP>129VJvAkwsClc;^Z-Mbtdk|WrcD2`-0!9ig1{j87)hf=U_RLM0?@pM{ zLtwY<2qErMnrC+o9lb#6vN`~b%XV&EBRps@ zh+y{N@ce^711{=}~cc;IyXiSXM$5@gm;vTyO2%rjWl?0cZH zKuVO%(#*$TmSt^qeUaIXQ|%dxbe*(xjO!leaLrG1`T2AFa5sbc`~QV7~Ap z>Pbnd=jgtb^%39q%}%Hy=^p5Mc-P~N{JeH7$-kNfbBFV#&wq#tK?|5TSv_TUm9-tx zUo|lxPpgrH3zV$3Oan-F?xYppyBdYsc=Zw=8H_lf9wE&MWM>@Ywomny%K^MBMGLk3 zp7rAKCGgsK(1ZHj{F7Z>D1$f9C0hb10!o-d^G1Srk#+^7BZ1Uq@K(t`pt<{o|D$h96u54hU%3 zn6l+m+Fu6$+nEF5#c+ze{a*QQWWk8{;B8r4#hsE?bUeky$^<>&I7ztkQRXA=IjxT} zPWOA*n3pYTYxp(ZYQ!EmbS71^f9en@lZL5H8`!>Q>TnP^>eSyeZM~dCZ*|NR3P3SY z&!mjPZY-Qs0-v5?4+_kP-m4YcAR1>!%QA3&MSeWfM~0AVXZ81$9D^Kk~+03Z{@=SYCLDO_xxKD&$$I8 zcJv6yK3@X^T=CGT(iJZU*|!k8E%hYZ{o7gj`S}>>#1YngAI&*c`r^Jb7pacq-_{nZ z@};QyEe}~?AF7s`=i|;cPPQL?SZ=EHO|6QHaYyvaK&E+k6^nz{_o7|rl?b&VkbVb- z;)V=3Yby$7X(+HhwhF&myZqpBVvlz>rUF=7!QAY=`;N<7BYQPFJ?1-cL7GwnOP}gz zp9Lc%zb~wnf|=Upq@Vn?>)~*eGO+1efOF6$XzfuDzmaR+ND$x!SSzdtsgWP%iFah} z_O{#i20_w6iK;fAam38Q>391M8|GdR*RBgB#?k37Y6M(`mJ=R z@8l|(=1)U2Xeb~vxx%P0#XVg|pC9p3yT^T#v75!lw302^gAIJ>=BS}z;pXWxe3UICi zUSTps`>5zX9x3CvRJ|C`9`s&;`2p|UnFpXD8e3-77`=f$c;$GwAR)37XWzBW@Zwtx zyq&rB1Y8;TA+R~GtmW-ixe?sy4F68^i<-5sJ&%1#P8NV?&ZcIl1l6!>)dGBO1j1Ku z)y9kSylD}boL8(jWXOPn92;Fdy;F~-N{b#r?uO)L%78Vr6O}M6>DVFMPGWThH8x=B z_f5q)wQj!giT?bXao)?FFA=tXkotazN-}bB-?az;*&6aAs%2qPFv6*$e@8rW6Ev33 zg9d`iJ^8@x3Ms>quh2*((kf^wb9wBtsiObrATe8@7d38v5lTB(xMs1x z40V;GCMS`&fhea>dsXL~@oyH50=nnl{Ck~|dONpY`B_}C3N<(v+GC>D>{sR?)4E9@CYZQ?Z@5P>U1X3N1s?6mO!S&bme9Va zrove4YFlx1MFDdK&nvl}gC{u!OP3&)3(t&rp3333EljoEyDDF^JV zs-7t6s&=cx1IFtO(Y=Zwa|jK)hJ45L(0e5U^6R5fG9(R|>W571!Yg(8Favb{P`OJ+ zp_QU-+tIDL+Fi%JxJA`4M$W6JMFTi;q?v9cK^S}Y7S;)+5C0`VOQ`kS|w@cv3 zYt4U|e;$j$RDog}eSz{jV)ZS7CR4ag?shP&`N;%0ZPREJI2F5ihd6xDfv+or61z}pD!GL#&r|SJo-uZAu}fjd%VzFpyR{OTgTqO zPHGuf`tPli)s>LQ8JqskQZUp@_FIg-G-nV77HIf2Ks`1T00v~Jn_0kB!E2i#D$|;Ff z$c*DS!A_=J?U{JWMfASObBiuKUqBWNv~S-mypI_SaWKjIS_ddRQ0Dp~)zx)D+#`opjm#*7rRhi#?^uGQr%i@FW<4*KpC)MH`?M^ds}4 z<^YcJtVOWOqHLc0OA+0ZJirIEg&ah9F@{}L8qBG#S{wG$%FYHdGB5MBPjD*%JqPVn z>$m0f04S;V>I|{hyUlw+g(Aa+-`yGWCS)~KC!GV)a#MV(piN&p+?n^i54MH&7)qO+ zJ`LKk0FW3at1sO&02YAjuHv+IHhmE2jUHeRTEFTCsL?f5=Rs|D;i^$jf6EV##WaNq zz?JStE!^8Ithsh&oEazrw$E3R0YfO)!_cAWFf<5$l3)XXo3%N{yGP6j9Vn#e?NokC zD^&?(=eN3l71dK3!JioiOxF%~C#(tA)(1dU9%Dxj4rSoLq?>_O`so3Hd zZ-iBk-#VHf@ZsC+ZMiK;JY?N&!yn3-%YOM5efXz(kD3~8K`FkhD#*z6Ge*v&QhsOX z&cmn$=K~b5d$jbM;Iep`?$@Qafd;JjHmfUY$&1(l{mx~ez}LnGS9a3L(JZcAkE$(F z*(y~j1?8^9kk|1L9eMx~V*&D`@y_l!oWxU&y4ABTv^&#$-4@h4Z+D^gPq^3a>x}KM zee`;qP4}`afx>0LZ)*ppn8nmC zC7LG&z1nXKOX=o*(FRGI6A#hvqm`E}CC)2iz6`BC?@Bqc#)uhm9~6Ac8KyBmTY1&# zw{=(nA^)?x$qb#`K=nZn*&Gt7pr*KI_O@)5+`XxM!rRYz&DQO29uAsWve%5?PLML5bnM7uvjMdq_)Wnh()RBP)QHOKKf|cN;&2na znLb6J4%qoI_t%ZG*y#G{)qM=@dHeRbxeh`hS67e$1C<8gvY5WmTmE(zDUqC_{v4PI zSp`%6&aUmz(Ff+|PcXaa_8G!mF9TIh-Cl0ra@EUrajDs`fw$#-RpsDu^bj@o6LM01 z&HXpCy3}oX4(J}5kT!aOcHBTby8|U|Ro!XM`B8)JqpYG`>1VopivF&}0hVnXDe}c% z@|szOZjb^OSi9sE1OL1Ts91Z4+FF0I^;NMEn|`5tQmb&mNw(#$(*w;N=D93(z!{J` zhPo;lI00-l=mz}r{d9oAeQoUr%Tw*;z>S!LDqQf(aq;n+Mu{xZ_vLg>a`Md1-dcMp zYgc*0fSv8y(J0{gg}gy>Gk6I!YywdxgQ7DExN?C!bHuExGSnOo^K4t*yfd-7cQN-S zp%!U&C*IlF9EB2Nywh)fBBro#ExVIn+Qg2<(yQxo+zq1R6!;*NA=zryuNkd3jN`kP zD=0)fBNojT6=1vFCA#nZ38x_?UqHbZhcR;GxPt$u4zm&W?!d(>q_D>1?Hh*Zx2u_AOg8h*omu zvu3DIfs3A!-*`~$u2GeDL4i?Ob0Fw8+YG*WjPm3Fx6{I4B?3jlMI9?pI}GvjnDqR`Jrl^?|2c74N7PF8jLAvG6#*hcEl=L;c3%SkwR!AR z)PLMvKXKXyT)p5OcWs}%s)Z^USv{#Q`*^M#=7 z*6%uB;3^9km#m~O{6nG3u;;!WC_m`-Nj zA^Ue(p{GqvoO<&Ob6(>8Pb#L4abfsjB!e?b899Byp*>&-Zf_tM9Z1^U*$S`^wXA=- z;m#ybo#(2X?F87LwtbX6CN))jy&InMB79e-qo#JK6!K1lkbpI&j|j?>6fg~a>Et2Y zHW;L5YOZ(fB!_30qfJxnF%Y$kHyO5eEgwzD5*O?By;xG6pRZY35iYXNSp3EQ8vnk+ zEvCQUTU*!jX2@e2R}fU&J4`mTjfj!m!5MKu8Qkcn?D2ZrUD*z0)3)8(uhHeC3|I)rN+CU z=!R;6+NS-*j4Ot5s>Euw_VWZ8`Nq@JalwdK<~1|b+*^+zvIVeKe-SJynVe&rY46yD z{`~o~U0KLkMo3Km(&@82xe?_zR5&m1xRIB24H|yWA>no|?tmzh!A(wc z!RN&BW8gZmeBiqFZi%C$8!%Eu;;Y^pA>pBULsgH+!1W%bGe#$}N~gbb)uVlR|7z@lq&B2&%DB_{2V$IYA-eWll4w#fH20LE~_5|gXyJ;j)*5A}- z+I0Q<;sAG_dh_p#6SIPcM^n9IZB&$c=4V^di@86v8&wM$`Vop7+VH8hj}x1P4vDpu z=KX=mh2n{fx;#d1mRLW!Ud!^9{j$)FdyryPI(xv0j}`^9yJ_$aV80?t1SUS*y}63e zW!JHMDgE@FKp8{e zts-@1PTfwOcDyj+*`*UvKls^9~$>Txt!5i=Xfrd#5#M z`%%#M%lj~d#Q&l1e5g3Z}kS;_I(t^EO*8*kn! zLY5NBU4t(r#!w|GTIIhgN%gaCeOOZ}h_XnayKwvZGGMl`huGw0o^kXlOrJK{e>&H8 zG2eX)`S)VL?}rL0^iZYf-^E0G10@Jp272T2LAB#sw2EhB$@WmYfe|N-5>n~a`g(N&*r4eUYv_K==*-*cV|2&2$gfFN1A*8 zRmy~pVyq2xguFj141kvX+pdXmtI($dSm^mXH7ErS=V1Gf{nO+pgaG^Z3S0qs8CKeJ z*9pLBe@Rzo^X?r;pxqMYL!8mtPxN)IbX%A1JBEKha|1B9kh(8RKXc-xMICpLd@Tj; zGT{DhpnZ715Kciazwp|(AAi5Z%7Wh~dE_1di(^o7`WHxSJ$1PiGw_%AtJ+q@FM3~( z{8c7gU}s+klhjSQh*ZwY7_EcgX1Gh5P7jlTo&>M_{bRGuao~sV>tFE7!rDOs=cf2YCRTuy-Jsi?9}gMD5C(*rYLY{ z)6mDKlJ)S};Ju=!>Y8`{wMhHR^>hEoT(om`#BUwb(% zsnrkfa7@<(yT>&JQ$eQlJUWvVRJfx33AJ>RA;{+kaG;p3rG?%ZKdn++=GaF9oIjQz z>-DHpWeLbmF?UF->OaQ{h)RenxMRJWX1G}>2;1#spU(iuciGL?rwsRYchEFvc%wPU zM17bqD-Mq*0s1IgFq&r>ZX)(h2-L5F0>qrOBY&{c(vNZz9dq#b-rcpJy}tc2fiJa9 zaS^w@y}hn*qX@`gsH^1De+vY7*N;G*rH~pwC>rui0pI z*^I^Ga2G#fPGxGHk=YLh|5;z8IY0+e09pvdZ~X^lKK-OKLJK@xaawO%Nlb^a z*so^4#IZbFC0TSk`3h^`6=dmG6guZ_!aXI8@hyCk1{Mts4L64_!AS4^bjtrD-q6mi z!~w|zL+oqKOn;1bf7F3$TU~ZWN_~BI0gmCbPsmT0ny=|}#LLpuBg`kHGubb#sH&@~ zhJame$-`his-|2zt??g624ES1INJ1f=uf}n)OvC!$;)IQCH>&F=;WTUpXy2%Ug4)| zR${BcBYSvwNS!`?dWQK$rk27viT^naU~_B0S*INI>IL}Y{Z$wOX&(yq@ZSjXU&=*9 z3P?cL=-J|ze;4XuH8O({*Vz{*$8_j0QKCM)bk~mVf6j6+k`Dq|cGTJE|5Z0PtU{F8 z?SB0DQIMbiA{c?ba~vV`KbkA#KKEVLZz7qXHQ*2bW^P{IpS6$p0;hei3Ov-qa%2V* zj>T3(Ljy#mqdmT&4M3XyN9}RkxG%C^1&Cp1x;_Nl#Ymh3d6YBF?*H1-Sj`Y+Ry!|- z+tv3v@3@$7N+rdv?3Zu;dEAepnIUj6`%pO*<>FEf#0Ha}|BxOvd-OP-{$IC|W?u0{ zV&v386zpP+{ii%3N7xBnH5TRq zL>V26HE$KYK4vzgu|7(9@+h75F#GDHPbn+zJ|SG5&HiCNxkli literal 0 HcmV?d00001 diff --git a/docs/images/swap_mutation.png b/docs/images/swap_mutation.png new file mode 100644 index 0000000000000000000000000000000000000000..fe6ad807b9a3f71eaf4160af5682554e70eb0aac GIT binary patch literal 28324 zcmeFYRa{(6^FN5Y6M_Y|1Q{$i48b9I2<}XFJ(!sjjZB`kqJ)H3fVeDjXyvBzz@B*>^}tXb?o$0}BK3JB-C1 zgoK2rW-BA3p(GKV$OZLs%9aW-4k~eR$xGv)8 z*%`2j-o{`{^~M1zRt$)VIXRkf@?gls)O$ZUqAfhRqR~TB-JOjOhBArXr1@|9p8LCQ zcRXd?Y-hPzAGM((wIy?>ZsmPN+E6;PtnPX&8ytMa`A$d!_4X6aLJ*fJeVR*Nem62_ z_u=yJekPJ;!_12mgQtV1N;&11Nw`RF@)*>}htR!==rEAL#EONc}BU+Oqntwwr%w}8yReO5Nb`Ji!%k3D%=VdPa_md6=4>QGlhSF`F-lB0|1}$HS1r z42@mKKdqJyctg<>Mr5t%!qgpZAH~-r^_DtavQ9b+8Xc}jxJH#I&f_?+m0~Y{aMCKo z|G{XCXn8aZ|MuJDQ`vyhO7R8nAty0dk-m!dLY;${J?X2FdWpcW*O<7D0BTWK*ukFT^B}*9QZqs z0(Y7%$%!P)UG{8nwYwTi4ms#2%(+G}iKuAJS;DqGu!ZB74!TvONECA>8+ zZ>fb7Sg;>NSo_wi`n9B}$tIgg#wcN|&P~WM=ISS06eQf2W~!L{Zv=@N;euDc#I)6k zR!}Ji&=^;Edhp^EsSXl5?Owb@>yTkaIZJeY3~6K3K)O-S*JEL$U45^MnZP?)^nMUo zonZ{soSuA%10$80iIzE-ErIx{n+aHkLLmbv8+r_c64shh5PbL*PSJZ3!+Bf9!ka+x z29E)Q*ufcf0TceKdv%IX$2u$47q9=cH|Hefx0IJGL~4h5Ap-zNiap~)ag%=d_Wk}x zU^d+X&d27pM~Kk-@F8JRAtV9_ZdQ26-LDK|hGCjB!wj1@Y7qT1*&we3yh5qt z+7;2XAbm4hJ-jHXS9@fw*xP`H(q;Q4t1JKes$(&FZLQ9Kq#WDR?1g<~P zV_|=1z>}rpmEt7!?V&Vh0xHsz#Pu)^DpDmyDiWdd5$Xr0Fxn-){XqRL`o)_##-hY% zMNAh=?}!WfK*nQDJZ%Mc4W>yPn)n(`0;;gSe62q!Zmb3o06E<}G8=(rOoun>`DwqY zZP;#K9QGp>hVk-hjUa>?<^Nlz5(u1f_Jjm#itI9wc!@V_j{N za$c&;BpI@Hd14FEgFW_ZMr$~0R%^huR~DG3yw$m~jJwGPN=rXplH{hSv$HxdA2MV! z8?(44E+tJ3uzs+1ArcAYWFSu*9&8z88_*qu4$!^)`b;^BjU|fl$H@1xyn}DAwE$Yp zFX@U6-rM~Y63F?gYOGTJZCVSed8}z#Qc{vp;$7TZ969y8M7#JWF#$k4ILvyyM zu7tMn_x5-GX}7N~#r7&~UVkMUjsGG&TvYyJYJBWB?eC?JJg;8}cu`5mhEi!$;Zx}f znEZa_rYsr`j5Sf@E~3jbErfr3_qzOb(^tPy^sm}q6$HSxS9ZL0tTuACo3`b@=gQqR zOARxBI26znb4{B3Y%{)#xdLJI@mM=iqV$pU5%h`3rx9rO8-y1nmuvm3)h#kEQr9({ zkrUGNY;a6Ha$Zzp?W?mmOK%#{9tj!A9D##k`keYA`Z(#dB)9g`g?vDl_ZPB0EIxM^ zjyr8L*1MQ{+dGwiz>^)|Pt-8V9*Pk@n1$2WH_x&$y~^s~Y8DV-+(R#sKplUKK$ab3 zv1+txc>wkjrueb$&rXbHCGP|bDm)Jvx&G`NkKNtVFKhqK%4K{*=nEjad&p9|YOLl~ z1z%N0g{*L1WnNV>T|bj0oh;*!zXhx&V4Z25o|e)06|SGIC#yG7TU>kHn`ANAFjBK% z=DliuV=bWHHf`2Dkz+rf~rpjVUXL zD~62>jU}6!S_T*P7JU}D7A6*inwBm0tMX?#VC3Rhw2!p75(eT+-p$@yzO)zj-NRiR z{dSGIaOQobJS8z!i7UbLEno2Y(S`ZVj~l<^iCw$BVR-qK|AzGu+r|7YJO(s8xOK4F zdg6JOc0+d>*nPP%ww;61i4u(Z7G(~#9+eb@1Ccv ziMH+`J^ASE|NZFuxePR{B)m6NJ4^zn5jQPVNZ}jtcjA44w~W;JZ=P{~G@g90 z+26_d({B;M`-fMXR~^LGGZrmD*B_Bd+bDMA-WquS^ST9F5IgGgw5*TCM+=9w%paeA z)GK8t_p9ef-n^@ksu6B_6`GQiUc+Ay_;w}bQmgr$u~xJeSgk%s)OWAf7GuJth$dGp zcPuyHWo*Kilm@XwCdnw%(PQ=P0`S{oQYUn3G-znRFFy150mC|-3(jsakb}Huq32ff zNDk+6*;$zhuddOnfDD?XHi0`;wfAEcSwRaw7W}<8TI*W#NgR~oHV*LCDQm6W6b}n} z$Hy{q_-CL8$)STDL&P`ly|vm2?*D+bU@zM>#W_!26|;MZaX3$ZpEamush!_~jp_rp z_02U_30+T{f}6_ERkpcu;7&m6#|HF);0yF}+);9XF|7Wjm*%L&-da|#B)JG#IoGY7 z(s7r&=qt^d?iW>d=pDUl zcSm&(v5>Kr^OBp8kB%)B3Md=-*{Zo|S`SWME!@mpvVZQ_-rNgTe$dG;FECsVMUd58Z_3Bi!0{2+W(CXnzfxJ>D_fFJuC-}RtU6sn)Dhxd?%A>H=mem90(jgnqG36 zeQ=o|i{}`nNfuQzx@_~gHR!CTt30nTZ6@~4U$^=-I^XyX?7sAT>8L%~cYBi?y~7XE zvO~LSGUz{gw@HXc_x|bQ-F~}T4Sdgb(-?Tn4CV21UxoX=r3tCbDVH3=k9=QTwd;4prUSZXL16k}N-;4M@c^Qo|S?1$-%L^JwZZE~LG2XZyW5MZw2 zt_b3S5oM{TWTmQ##EuAKA)z5tA)zBe$Os2SrvC4+Jn~B<)PKdJAR&d@BBA|f9yNsj z_enswzh(ZzM@DxjBh)b9;Jv0zCNvU>9p{UJ(%yZXP~vK0Yo)4lY-3M>lgX zE=O0U|ET1@>XEf{1-aNdx!Hmp>HpSiZUJ_8lVD{0+t7bM|ItrNFWdiV$=l<_S z1L6pwe7i-g;|p6^_4f!LL1q7X#1OwP5$>;#a9ni^ePORM@2?=i#-r#(f{UJ~PDS{D4k4QsSivH6l3#lkZc6QaDFY|(57Sod`7Bs#=`TT}t zTn1&Z&{|8-|8ZN)3;tBo+IVM>*8Zt*;7Th0)3-4e1Mo5amgQ9_e_^Uv?w zls6LCMl1#{%?`vw$p7>PDZW8TV-LoP`1DWj8zs_&PVMpDqD=CCER9T@&{-f#kHYwm zuf{kUvs0?u>F$=?zv&;dQwhO8xBLk!&AY~-v89^zumz$`ic6_Ez_g0sJ=nb zRU*%IH2LS5kwpx9?;ppEi2Ogp{{ObxQH)Lw^9`e4xJ?}=iqsp=&Rj}OI|7ts{)|Td zo2h=LM*rC?mRhLcyG*!2sZM#BNt;io^;g#LJS-z>A;-EI)4)Z?wo9E%G0!7{mf6?v z%J_dr>mPZ8zHk}N9X2jI`rlpEW8hOAB#3cEb!uyBnnT6UV~jm!Ed?Fs>S$c@hu;4i zqWE@!Rp+=Ux+fokf&cRXWu_Jiv`aG$Xlgqj6Pqs9WZIvrFBPzxF1sk+kNbBtea6~Z z(=(bWG=G0{9$TezI9FeLy54W7gl(i%q*gzcEjAxP%v7eF2Jr6w9r^Fbw?F|Y$ZqPV zw#Q-p%v`hk{#&gTi%5%(fCu{pi1T!tFMON>eX;tVw(MW>T|y&*Jm)sCN5#OaO6AZs zm~U`UhKAq<*+C`Xb%{(0eYxHf|GsS&g-@1|=Ubz-sD$D?J}yct>`jc5`2W0uZx&hU zgGwFKI&%KaK6{(<39TZDTUz4Z5Wu7Z3JGM-<7R*NpXc-22Dah~`winH>Ob>||I>m0 z-^@Uui8`Hh6=E|RJltNEJFoY7Z)zSSH#p)q*zOC?w^|yGG;4<3PXEyK@96iLH~wj{ zu2Z^AC$J?JpgEM;S*V(6AyK^jB2&=eBR;j@y`qU>gMBq(9~maIs#^Hp3?SeB*C7)1 z#>^15_u%6XRr2>Gc4Chfl}5@8SZsEmZuNGZwRQh7G9h6lCnr}oQ@vTeOSxXax`*u{ zDHxb9AG-#fJbs!9j9*uw1M!W0xQ6j`3%j<(^HchK%xbc;`;1m$+?gx&gh}UTR%;E7 zi$nUUPLgUqnVWo^3h;ea@+81_j=g)jKZE5lCEU?En5Q z!&?hwuPmPrF4wCaEDWsbTQaTxGYy`zuoJSccc*TUUHz%Qemnis8^KHpBQK9&3qGEX z=CM@Mjs2`#HP2(IVL`qPwGEH{h*_I1*U{0jLa+@16Dq1}mB_QhKl$O8hx0-nBpGqa zz@iDg2Kx-vT%ZIMWr{mP#QP9V8Kf#$F;KU zDyoTP^WthA+}}~k!4`KoTU&IwH&rUH7Vyfj+A(?5pl*79_PL#&oN)Q=%gH#50F@Ao z%d$w%;L)$It8_-G^!uk(^G*yduPyGg>t0d3%E+O%`VmJXCU3=M*f8Q{8@Fj32w(K% zr%gU2uX9G6AoUXPg^9U3+vG!AQMJFUx`vepbh>fd}HKDlVbGMiK z4x2-%r~G~RlX8##2OzrW8OJ|)axaR+FDJE}M}*vVe(Qmg@A)1!L^nqDzO}ZB&mCmM z^)7AC#V}N9Dp3pCSBbc8!S0Sba(C;lMP`EdLCAfky^5KOwidg4v4VD|qP~Hb7%~ux ztfl~_V=sy5b(O|_Pq?#HuG(mMT0DRC4P7P#Huu`j2J^z!uH2Qvx^RjA(rT&IThQ}p zfoh+1+uV@AP!R(^sIhdG4o$& zchJB`QjYnb+NBmn=?1gKekGAX;xr5>_nw!)w~q2czDl4rjibg1vzN_aM7cp%}M_mwVKL4wq>& z+fMuFc8A%FYtujp149L{4Q}zN+Ch3p#rxZJ-&tEK~?&9UH^*I18JT4q{me{s`Ile zISK}MUw{-T1F76^v(r$KKL@krcrmKokLy~{jR&%pe3XnlRLqT_Ns7S6dq$ac-0}42 zTxC%FGRa6RGq>Y*s`B8dF_S-yf=t_w=%5P zK6B+sYq!u+lV`T;R+@MqqU28t3J(UuPiZWO)`%}rS8G2mY46Jw`c=DgLsn44Zg=u= zpVO73#qgT=9@g7%oFBk;U}Lb0Nrkvox+{yP#|KdM4@Z{;$)_82v9kfDL&N1;oveW| zH|XH@M#zaTLQ0ZNj2?7GXerPGyD6n&_p_Y)C{LR=x;7-&_ILi|uOILB$#3+wUF}Y= zefblFNtg|c zcsqcO`?HA6e*8#;f;MP<5_l2ebHYyfz-Y74;SU`xpm2sTd5d?aSA-@`8Pl53*)ERX(#M@wN*=7&o8(Cd+iw+KnMLEUeSbh^^Cqf8t^ z1bL||`eF|q1^*Y(rb?bl$;<|{TAMUiQ&Kn$1CKX_U@b`*5V>YOweEV8ITjj+&V-a0 z-C?U@OJAHjDTT+ohaSsgVnc!N<)#Vdy|TGKay3tItx=)~uj<6bT_t2fzM{ZlrqYRd z^Z6A7k5*jxalK_@G0#uf`T$m~nZD7&%*%9HqVCUrCY!}VDBHD1!k>Uu3Wjnw!u_6~ z#om-UtX*t65^2!BG=OmUvhCN3l>2?DE};J4<;~FWj!?)en>n8KNFUaPU+6!4tW`JFB4V=yujGe1_VxXN2K0{3=v1M7DpxmDY8HxB5k~GEbS>rvgW4mdJ#O z|K*fkoLk*SBtwrUg>lu7^1LyYW0Y*1k?2 zHWy@swea-Iz2U>9H1+Rw9ea9~zx2EAEd;=h1xc${UxW8Ya%6l5`H) z8%@>mdIc^A)%|^gYfN#%j2x$ghGg*tA9_*O#q8OJvU(tKr^uu+Fy)d+zOFb+63S!m zq43-DVbjO)G12|9;64MGrI!pZ@sL->6xpQ2=kKTl!t`@4Wj)`PT>K9_VP?tv3?mTV z$NL-Syt8p-?pV^f5_ry$XHLAe*+I|cN@x8be>LT*l)tshi~d*{0+Ao%T5)&X6`SHm zEEylvE6}N5NW5ekvoz9(Sdlii(}OqPY`EoCl-t9vRM&-F@z+P5 z=HL_LWeqGxHeDY)Y76oGvYP%7(7^@)SI$=4o|I9`@zuja}yN5h=qx$bOw2F1|&aA-4n^Y8(jQbr0$*A0Fw`W3sjI36YZr|jG6~WX4ZzuG) z2hzee_D!FB4i?6-jg%zvNWCupD1f>{F)7!Wj<#-Ct?Z6Eo&xR=S*T(KV`^kottL!b_8=RQ}l?!`K&VBal zodJjT=`;OTqs|53jogfKSKTc+lVhH}LZ1g?y@sXZ-o?y^;fAAW@gC!Jb&8ry{7aVF za=)#jgcNZhcPtYp&@Qq&uFTEFgnA<}le{bl!=$Qs&`a&?^L96(O zN$f;tG_AxkytLlBJF>*WfoI9NvNDAU+mlUy^$Q7cov7R zWe(A5Bu(R8WjG z%BNpN5D=Wa*lw?Hg#n_=m|cQq;z3-Y{-NbcbPob_5R3lj98F5(=o|;fsfart_>q4i zCm?_1(3aeD0b{vM8CPtCE$8kA>ftEHOAP5v3tv4H0PBaUx)Oe!#huY>3TKfbwcBfW z2X4HHr<|NUECMuS`nql=lNge=EsSelk2q)G%X2A>xlCo zdIbZ;_eR>V7VAHJQVf0*9MS9QN(ghBH0=?whv=Gk7r2bm+-0819WS-jHv93luQm}i zwV!7n!=ky{DGuHE-lQ~N&DrHcq#wfF`2yBVyc&hco$=%D*TGA;vNU542iB6*hu%Xk zm*JMGz0ct=1F|#CvLR3a1e5csff+P|$P`>u~0p(OM7b3~I)*Yubw z_{?&{SjGpPn3o16%mOrdJe>kkv4%+RNGE z6?~l&{e%^Mm#*GWD(Ilwr)bhHxrP-+`4f45$QzRLi!p!~YUXa89^rxp*3v2(oFWRk zViMMc4~f}+4-XY8s}9hFu8g!CnJ9KGs+5Xx1t^GkW74!vRD9SCHadwD_1e~3zsVpt zvG4w6x!>)1oJ)d{BRRCcp6>M9a=qKwgw7c0Zot;>qAMzj=XSJrH41ZyK*9LIh{EL* z#z!ZVz`OYsT4Qa((OdAG zu8=JI`41YWKOCT(6Hjov)7@bsCj2=rkpJ02)zGbvsK(z*vI~RL6Yfm7-Q#Jm)22)= zp^$`g0L9Z)i22|iy7}-lSJQ`lkQ_Z2<-(V?j|pN%bZ27k1HX@4PyLzUQif~M)s`QE zYtSWEFyva5`*_vZfqrmAlL%=bv=8yU)s16<=)yl^13sgXlX>)5f^y)JPbR|GzUrY} zj`1K#V<#x}>LPr2!UWm|`L$oG8z$B_f^FKqIpwrc0OEjle`%gNtfly+&lXuc{P!$YeKn@&pJ1`00KsyQVM<# zkH7+i$!0EfN1~a=Q7woS&v916jnVMi*_k2q&vS$P7PPA8&iVW!5C7iFBq0f8=N5j> ztD)rbh7uDZgWFmArBcDZ8NIG0mB214KR%!c^KmX2b>nAVaB67nar(2cW(moj{*2s* zUgcGF=m;V1mx@Z>Wy<49>_%}Bju+?4&Rc2VEFz=y^3zs(f|aJleE=lfdJ?Nxrj9$t z@{Gnc?>hwbjgvy?014OXNjD*(tG~VSe8Q`yqL23c!ttW3OJ*4ai<`OU1ezTs+>>Mh zKE>Ic5Elg&Y$NS~ci(qD6xTgNK}qZ9{OK}z6?i5+A?$4Ll2e-EjHExX;(u3a|CGk@ zy^Cxf26It;yg7L1#3BiyYJKREyN!n1?**ToEOw|wu1&AtDukQsN{~DH`RSY#gzKAH zUN)<)3dKY5!i`Sf3qP_!!w&EZ1J0Z=IYoHpAyWk>w4$ z#}MB@Ioj91C}h;1F``EDfPXe1xR(Uid55gROyLf+32iO@B7#?dEW8R<&+y}dq_F~t(P z-_GK>D!b-HBEJZu>;oDc30!&c_>k)CqF0M9(Uiy^u$NTwf3UA!0>*8pWFPsD+#!Vd*?fS~I&p1Le2795DV~}q@ccY7bS$7T%P8&0$uptUxaCN0>G}DVFv})`Zl%A(KO+p{0#m8v|dM;9KO1mR`*}@iP(2;FU$XI5+(4t!JRP5F^v&C+n?Q%4AK9 zn>aYJM6O3TdRE8)H!;MI@YrB;}PAf*M%&EgC z`qdr{0Fc}4;b$y4aZ`Ey`{s49z@lg@b2e=r!HjanAap%m66mw@jGgL7OLzf*`F>ja z)Lb&)N``l3+_DDcD?4Kzts0!{M*tkh}Xq^<) zYMSL~4GG=U40}l~M03B2$+j0C(coP>!~Ojq&+bp>E~F3$ z>yqh=CN34!0l48?FP#!+ zsNgONFT`eb&1L5Y4~rOpnqF&{++k@&+{127Wx#MrlcUHqk_J*~HC~b{_69AB32P1~ zX9s&9@j@q`0fhl29S>#>b|Su$$5Stmhy+#efa&8|+RCtCzHz*NE;w(ArQww{V`+TN z=`ZP>(-UgVogfzXRCrmlHp}b+X!d86)5L)ODpunlW)o>|P+IIcnM^XOiGCC7n8;LH zW1NdZjIMPPlUxPm4}@q@sQO((v2Q72*~{R}7#QgjYSVX(^`!~RsFkDr1D_8WUxta{ zLD(NpMs(_a zLW0i+E@!d$)bP01G>!aDdwETgg~pl|)Wp9Si$!W~hnX0Gpkp)#7u{-~rdYskAPw1R zI9t%Ok`^>oHeu1SGgajo`#Rs;957r`q@T*?&7}O}aTdsDR;2&x%8OfI`>tVTTdaSq z9$PC-#5%rf#XVE_nKj+wgc@zL@6sioH*HRu9;k<&NtoIBcd_IF)!-J<4YS3^>gWXS z-dOMEPO^1(FNI9OlM?EF-si|!k!(_(?*w1c|E@^Fn)E;^o#C#{umsQjyi~>_%}-%M zF5Ak^fblvH1(W-0#q)tZBkW{KLSY#7j!Qrc1ZH|&F@A7LpSQ`ws%x^#uG%?;n=6`n zg$NeMjVxF$z72h%8z^hM-2Vb@B4Aj}AMT@oVzxh*ucN5MgsP}i zNRytHMmWg(86@Ev{TX9*d|&waVK47p%-trVG-qI+LC@PE!9>g}00%m!Kuy?ikG!@GI_fXL1F>G|<8bB-(dn zmf~qEnSwmdr*2{Q~783cOXb0{Ro7c|{>{s_QI6S`< zyOgv(xm^lJSp!Q+Jyn@uFM@Eela!d0H2g%}M29R2wD$#P%k#Hjq@;ehhJ@3q3c@{d zCDD>oGZ^rX$upKF*-gLXeLz><Ut6e||Ju_fQ1GW)`!oix1nFbnKaMAWxn^q## zSHrSId8@7Kabjx#v8JfB*WZ9LX0+-6jNKoo!$k~_rq3XPEyb579LMwi>Z6S;w6du| zdZY-oe)@xFZFJl|$k=Fri}~~j3Z|V3iS9ouXsXtKzHRWMl~#r`Bqghh7#!K zHD)2}j^62o+_J~HoEjggfkwp2NNiEXGAkF`xu{~p5b;cmjM0hr&nUoC=-#(b^=xr+ z^pdme8qjXIIBH65nC8Mys{ibWAY{}dpy1S0cy*z(m&AO>YjRxp*jd^m0n7N{$RnO%xJ52?X3@NPS{aRNFDk5*G zJP~SP=TYv7^KJ4udLNEVm|%LpM(*5?ZbhWAlwqEiXt52X0(tDqXe*clbb14C7B@ZS z)0+exuGn?ULIlnaLnJ*Fh3>9++x$6J?@cN$+w1q=E$2YA_F1PF8eK<)rUZjOahIr&j9`&7}{Y98#vGY{5Eq3v=5;)#35ShfXI}cd2 z?C-^%$RK=JY+?_EZe6X|Kcb9KuY@P(!W!WB~qyyS3zrqTk7hd_!<5bn5 zlL(zNRakQl_{|*RKz@r8<;~;)<+_asugCD#NT$*M+P;8BZDe=$|Gg&3Ac1WWE zYCf>_DVRKTItJQXEo3J`ze30#GLDb~yH5RY__yC@q5(`jo_hlN&4Zl3^lOX`dt7Od zIa@1wsP(k>WB&r_^pa7q46>ty8Q)!=UB4L*SU7=g}U7-{Smv z>;Z1Ld!uXoktLV^xJYi@SbxUw(39Ah{W~wZzw4W2aMXTxq(^@GlB=*UfpFb^EU_~c zzktS1MKlOEG04(*m*g#bjv%Mq1w=1QjO!P2HvMptQ^;6vtiYncJIV8Ol|P}+c%wJt zX_eUkrZO5*_li_%%T3$>7MW+SURR5s(!w2Y_W6%z_q3_?ZOn|to}Nf5-r2l1^kCCh^khneh4STE=0yzSZpjQ~dk9Ui_;*YH-Z3#yPJG&w|Z|;@q2&H_l9< zSVmqH?`Mo(49{pn%&%@j< zr8i|UxCcICA$vzxiep6kMlz1e&LA(sAredFC2ikmj1rE19zt72x+LIOA#rh!LY^+v zx6Sx|K;%gFbQZP6pc~_+{3Mc+?6kv}%ZX)%jhW;S`7){b{d_W7g@J~22?}|mOs`av zwGw$O)|1Wqmz<(SO|IMW&e4|(5hSe}5Mr%eJ;Ox=dLU1Nj4V@aEM%r1BQXqnM&}3{ zOgD|>>vZWQL1j**Hl0d7ew~Xh^PqNGMT=K3C;VcYF-N-(Kz7LAlSBU}UB)d;dvE)R;*LU*c zD^gK(L!oE)zT5gxPa0~8#37qzvd|Ucs zB7X5(CO_dBAjdeX!uf6qgLr(3~#d`p4jI3RG*qCPvGY z=+*kD|I{`&PY0#3P+iRAn5pAO2P}VMk9w^_@Jm7|=2Q>(c7cAGlU?nIgf`4F3M;3H zdGAlh<7K5yhdKfWlCvi@l)p_Ihtqq8HL{tL1kyqW>O)Ub3D1TrUT|CGCFBWY(8 zRq%^E$vt&E9XrXsOUd;J#c%WHNqX|vnQT_GTFFCe%{I$py;qlJ{^UOQ7cm4oiHwi>J>(uFN<(2kJboqiL^RUu7%^PPfU_W}$^w5;H=YdZQ`n9YV1OvZjrJku&F8=n%nU1nt57 zVO8dTRI^=zgrqci$5_>}DB2qJwm$KOP!uww6d+)zy021o9N~Ktq0@!l{X4z&ftC5? z^}g<8qOa2CX?Av=EKv~q7dl&{PIotA4J4ItPMRXady(;pX+Vrr+Djr?Prfhd^%^MK z_ozvZj1j^*!_@G6oq)BtN&X!io8!~9R4ePPD_WuI+ z6Z6Jf=Ifob=LQe*0Gp=HsZwj|mhG&EGEgRKx|T=*V#2B~o@M5^6sjmjKFA)tLsPeZ znZC{8w2FR(P^!D6Fp>?H0wo{6na+_{Syg#)u$98YOAM#XL(O74@|?Gktbyvui+3SXv2M zg0a+SfRpX7+ zGc*Rqyl>BNqoT+(t2NMwe}v>Q8XF)f?Fe9F?~;xC9xtC~g3h=yTiO;qxzpws0^MeZ zkJ^vLj=@{m-Z@X={94wTY{UHJhK*w;ey4IR_h-Wn2x!W5iznC@0nzC8%_*w5>fRp7 z03kH>Z4X;Q9oRD!T19aJ_ORbnLXP(L_<(R*2q-zPVDa?xc{AsB*w*G?_B zd!-Ho2@Kwr=2v<3SM&WvbHgC=*{xAShxzGpL8rEC6SaGHahm*YhP`)dY_}r{M8Gr7NuBE6smS}T*CCYi%IQfD(cI} zb`Z9vT34vVi~$0`c02L*X$b-LYP&mX@jyTl{=(53o*uU)pPKyFsh6vsbMf&n2Xv}k zudjyFHT)Gx|B4cyYqg+|j=a1)Cujx$o7Bs3N#!O}0KBwd68PXg4~m!gRhzmCQ(5LZ zyLG=iuRX|ND>8ftyDSUp7?b?jGbUL$xo35AuNlCtre`k%6j)?cH+6L1o356R-Jk!1 z=~ly`wqwclRbV6~G-g@#>+8XQi+sA-{CMEUx>SVrJ=fT|m&{|%wn!hry7*`f|D@F+ z*9ma9o=6L`x#u)|I*V{1Xf>yqFCkSI{}XUGzif~T^k)|>2a*R-DVfdva=u!)gU>Fo zXqCr3soTOCs~qNaI2`AuF;ZzMO-893FFZIq+I``SKU$RDt{^nw)pU<1;ave+FD_Cq zT40yVw~sJg#{~#4?80yC_^q+vl;~wtavBCDHGVe3^ zshh#RE!Wp3(~Yj0)7CkS_HBz7BY3{oq53+FQWCZ0^JQ8^RvzcxsO7$Qg{!Ulxg&uP zt5GV%a37!FliSnSXF>z6YCRC3xh9{n_)Fo78(5bkqMteM`UUdisU!;MIRbeAq01BqcBZ}Ln8?WQ?XWW?!a zwi+juD*jrY=i1LwD?gt_b(EAGZ+LEvWO#HUV^Tm-1J)5cz#1VAJoQNESU&E1p^q7b z)I#QtIGr@R5GXM#1v-DXooCJzy5$Cz5sC;L=GVW#%=^r@{ooe2T?vl3@Ymd(RM;0Vo1!VRm8< z{q#h<-#g6RVgGbH(;?j*uJ~1U<<~$Sa&Pf1!b;L;8g}lFfEnP2Oh+sfad$!;H>&$fZN5(8=jf5;J@f~j2;=Z?N&b~kRXWTfVM+gM1e6t|YwWH) zK%IMtK+Tz-JRrvW)C0Z&*#0C5vb*u2d%;Nx*}Fkvx_Vy}CwG;0j;S}}Az-*NhoFwe zJG(@ND|QcIi%G<%2-F8UKxK9(F8!LGN5o8q)vSX_W-P0&Q?%3~(-v8d5pu#M;i|*V z@9$l?n>ieB{e;~2CRaQw5a{2CXE#_zm8vEdLgEtLtSW|%hDHl>TkTt)+UC6I<+$fN zew@(m?G=I7YdZ6|xExD8;@54LgT4cZdMkhBi zqY?AKb3mRcI`TW|!esb_wVcq2i)~c>!NV`DGqsOdAUHZayO>jyfw3q8W9@rku!0l_ z@%6$Lg0YLl)T}@zUOB(eq(a!(EhB2AZ=gcXG|xcKelI^9d3qqY)e*g$9|Ft45WN4z z&=H%7K$c3*GDA(&c8(!0m}%p=5U*KkBO{ePjMx}f-bf4aq6cFG0)|P$#QH` z*3XGFRJG|8mfvZ&sED7(S4P1Rw+@@{2=K+{fzc2G(U;=XWX2)e7@8D`=-qLFGt5D_ zt5>#kgRQ*^305N}ls-LHfREWu8sv9Z)oo?A>kA5&jL~~Uki2R)1X9V7P9lU?o{C9E zmULY3kH-(3b>4U%@}RFO2pLcnko|MWP~XjOKaap;Ag9QOd4^cq-6Ff_IjJHUq)OX) ziSokoTYBIGx5WgLn|VHuh93fkIy(>Upt)85ZGOiTWp2pi!V)>I$c4ga8bQy9LroW= z2*4D#sh_~M>y!b(b5!5 znjK8X^I?uOBERQu5AZrtv);MOBV4E1Pls_@P^D<7sX)%GS zYm>|ln!|ONx9&5`;9ECXLhu(bKi0IWia5n%b$cBiTc_)5zXG^P(C&@2x<(v+GF|w<#tRZiG zuY5`TaU`Xy0|Dj9jes!Zp*Y8ArWsN9T-Xt3T;44|0p0o{bc$O(^SoPC5=RoQRiW|S zEl9K9eCs(bL98}B*#OH3Cv?4sqR?gEEUr%++;~2R6~-F=5@>N}uSrx$o5Q~I9I+K$ z?Nc>8OqyS=6=LP89tE)fKJk0_vE;G0GB(X;o}%K8W2DlX|9`b}mR)Uq?Yb`>Jh(dr z+TyOExLYX&iaQjyP$;g!ixa%i(n4_!?gS}N3WeZS+}&ZP`|M}$=bSPAW1J7L$HY*;maq7S*&j5o-60luA{XQiX%1GxYLnTbqXUivn5gB zTGyM`a7i`=E?U<|b$=w1G$f_Lab-pl4r?*XPL^shNx1t-J=oJnJN){8z%0dvkyfw8b& zej$wEV*wX4><@yK zm;M;sh0bhar-t;2>J1`ro`z-+8D7YD*TXj#jkuVRhEz?qRpJ=jw)2c`xn93i)@?}+ zC*XmW;8n16MSq|K&MiV!X%GXPBe!D9W$=!5s z^5Mf!4e#!^cCGBTt3M#{NkIZVRgS+f=5!@D@-9Cgl{ggKQSmd9yOsHf;XDJi%QJK^ zv>A4`d(cFk9{rrX-ZV@CqugimVAHj9W|GaMO0)2alt+^xrC`SDR{kY#z#RW#Vv4fw z6Q6qJQBF2yi2gfvs%Z>4N|k2tgg8Zg;Nz0R#a1Ta{bJ@uwm=n)X!e08fcv}NvPAwX*50JrjLQX6^S362*z|;gf;eP z8P2bhD{(WlW`Cnn^fOPS4`S&Qd;#UYRzb&!MplgM^YZ!Ao5$5D3viW|mebEq;dy~;d$_i z#1dpKa1MjY*5Oa~2^mcIrn$9J%kZ7_^{u>7otFuWA)nehs!8MVw)XNoXfv+|S@cZy z>QMftS02*0Gh=Zm-6waILkB0(?0JB&HTQD!^fdF4r@ce|cRfQDMl+Y&NR`bZw{Zxa z8^-8XeF4@37!T{adP#dW-(Q~lwug^wXuHP5P$Q_Kz>TMgdlvDAb6msWo!-~ER{Q6K zL#WRTGA@7V-pod$Nxbzm^JC3_O@dy5bPPs5t8DW-=P!P-NiCl=cF!*L237x+hu(YR zS0S+kkiPB5qbO-7Gs+xI+_W^zq8j8BasdOnB>kC94XlZ=(lCYVC)VDB0^Q53?s#iAtU}*}}edkWL}$kl{zR z&|Ra&qk=LDkr^p;?xA2II!gSmCo0T}L?Q42!0CmRWq^nxsm{e3YRPfSj^C0AMn!e4 zKH{9-^0EKcW|xK68_YnM_)x6XBUR-ZIQpi!Q$e2H88x=Jn8zv0S*)0ce~h#*h8ebH z09=5Eh9Fe0YLfw^#K@>^#Ot?B>tycVZEC^bmt#f#`+~kr>RP8$AgL28k`?u@fTB&gMjx{5=gG zqXTIz;=eIqEVnofu~MUKtH1&f><^#dpU%$Zx)x!<@Peq`*JctDz&GK*t!h(t7$%dkvgI7oG%07M6z>3z96J*q-gU%{-!z}5Z zFt;SjN4N)cmqU9-AUerJ0}DFKmgvMNmld0KbFY^0Awvsw4ssF>%62VVnR)aYAD19n z$km4T)oB*{*y>Wqu6(^`rwECa)7`b2EjiO7`gV*=YyZAtR!x=ZE#J_1JHtrPh^><&Mxy-Ojj4tg_Jb3TJU0=$D^}SaGsjayv{ol<7jJB#VYfPhIvDZA!NALl0@3rq2un-nr2hScn>t9UPGUoJvYK~SxZnp z1olmw9=d2_!#3s{LmazTWpzZi_vFFT6Y}9p>6ZzvDgn&EP#b3sPfRw$#Yl}G$*eoF zIeg(ilQclTDs^?yxlhjXT#v%@uNOamIS}z(Kbc(cIlbG_`2sG)lCjP%HCpZ#v3pkV ziV&po3bP5v*o{LlJI_wh(apvv%;(qP2@wpEC2L@5F<@|=*)Wh}3l>yQrsT5Re~M1n z8;|Tix*jNr`>IBzUSV0)rc09rX<5#frQDuwzo@Tzp}2Foey?%Qgo9KGn{EXOSi5zQ z(Tsk177WVQljBIGG;%zW)!V~|6t)Q6o+G&>czNh2Dv(>M?>yJz9bvL0NlSLzA_(}`Gt2R)RAj= z%vG^1?e1R9$}pC6_AT?PX;e+n5!kD99{mXYqf(4jlREe}wPpL7cWYz`Da*J@dPf|V z&GpWj;hCmT6v82>@QwkWkZphTioO>j2x-&%frkx=scH~UNz$RVPadIv{vi*zNHh6e zVP~2j12SJ_o2d~-2j4)OnZ)QF(J4}lsGml}C-q{!hOkVVesC^yh(V+SDmab0Q>TTU zJ(heMkaa-gkDc9-kmW#l=bBLdcHME*_uOG?TtDiX+Bk!DZld|7hH2*W4mr$VFSj0g zT*4pyn`~Vwx>Ikw>D|sIG3?#T!72q_90@`xvNWNx8pE(yWS8M%KPFR1c#YO)Ogi1< z+(TeJ<+eo>8F`8v>nGi^Jrri1M5zk{$c5kI{iU3#{S$|{=s&7iprc&Enf~*%>RA6z zQWVCm#}2#rqZEYOl51-%p?MRt_WaMNvPUe^xB8O^8 z(T5~Opz_5)5HeLm;6I5a3GxR4$j$MxKTr>-LG@+jM(|q`r*LAmVy=1VbMI)3*G(D5 zB*>>anb%PhH~$#5F+{?hLZM=;7~rI4Y?wQmI;QYl7~xDm<$stmQQkf+)1AauF?!jz zviqh`bHt=|%H=#_J^vV=)WB?%$!PaYyqx_#w5QomUdCnID3yu^9cTf6F{LoHH?G8h zKkn%S>Z~1DEmk4X3E&hS_OfO^F(0@Au51YGJ`Y@XNAp3V zsZs}tLo|Q)cTb7FS)wBMLChq|kJiC_1O_b1yjwZePynsu9-FO2D>8v;;ckBy=VYt5 z{KQIb9vKjfq*D+_1~R*wGB?t-{A~ARTW%h(8)kj-dW@<6B{)s9*zte)-LCn|bB$tV zq@DMw6~ktipcZ)b@S&kPKd(K*+e6~HLkucK?2UjBuqERu9c96Y2$2k2oyJ!A<8vcx z(7m6$I$wFJU!O}hG8i>fiYG?+fIggH>^UODbP|K2=`ZdNpU{-xx_?FWIP$i`n1LqC zkk0A#N9$S65a8a=1Ujk+U2^Clg3q&;G|*PBqKnKG+SSqLwctknraMC9Q;CFeMn*1a$H$9(pM>yna;hJNM?CeYS4>UTy8Re zo_S-pcG;$36%fnJYzv%KFAOvPj8ctR{X)g^`Sfr~#%wPApwPwI!ZUj(0Mq>{)51P0 zA(Qg}c^B0$q+q@*VA%@+iow5Z3-%{6D8xKUG8_ zk}yb&clN5y!{Fvi$gGHg$=Z8WjLZGm%zwPI zgFJMra4%&MF4Lk8VVpr<=H-UGW7MoD|fY*ewUUL%3C+k^u9(< zCN>8Gu=3i8v)gM-NSg>Wxx#!APG`G(<323SUI+7HcG(d^ZIoN`%a$5Q4>jgpjmA6{ z7%dP5+b(N{4&tUl=Qw(bm^(FJbj>ew{z77ciqCpxEe>er=tG?Rp z)Nz~hOBLMB+O^uT^BNUITjQdiqxr~NIRFnH-Xc-}GMpPDGr?lO57{mGnujB8(adhs zeO;@fPS(d@zDy0SGYMf9HGl-3cf@U^Q^0D%lx4-5Sz;lqT zA+dFqMfO6pRq9D~!?(%!?)+TbdyzJhy0%SvDRy))~iehPv~#rL5+of5Z8A$vmNT0px~KzzV?F2>Hqs zj|>mv&|wq0kz%+Zp7By!7CIduTZh^*P@@qaN%S9;(#XuobG_~f*X*@u1k+F?R#cU4 zIB^5U=o{Kkx-ewUEi_YxzKNon-63v3{}-0+$j!(_Osuh&lMQnQ&+=xWEFneHDCMk> z)28aAnnH*G?c>6Sepj=*#J*NTYtS}#OjV&wr?$CQxI9($1LfTHMhghV60eAhl7*Gj zpZw-)!s}k%bcR?J{!RL@@N#2|{O{konvlE#@XXAd*sOUg<6wP!Y!ujE{615;U%Wr>dX}D3S<#LBQ~7MR_?B23+~x z=J{?wTZaaZ5%W)X_XxGr>+MW$2X=l}((J4?EfOWrj!*1ZSqIEhbSHQAkhu)RL+g6! z10CBnypmohy3{+(AQBkn2SGmCcDsuW4w`esp3-rEUz(jcCohAo1Mp|j@top_;xOZw z3oC)SDQw{Pg#y-R2??1Om_^Y#ovgdHPe-B>NJ4fPt2`Evb?=r_ZZPZ@4vnAN8Az;1 zg1%f3Ki^+40j7egbh-$6vA#H}X$RHeLf6S8+bz zOW$zvMBAwzQ!L- zqEzbyN~_fjJ5MIW<2J4nmY?C}ayO%Bov`Lq?1KgmaMm@wMXnDnE+XzESx zYrVo?%FovD+Y^5&Cn?OsXjH3a799{C*h)X+@^Pb=Cx#*nQ{0{(UkO5CwY z)zu#lVgpeGs@lM9#d(&>!P3WuiJYy|_dgsw-$YQ!;nV!CU0jIS7i=6;+MDi*X&u$G z#wk0Sp$4Rtf~aP!RC_3o|iO#F5*Spj@P3w$a#CgS#mQhu|;;p!nR&!OAWfRZrc3GB?t9eG= z{IuekYyN~6?-1S_FLAG{xWL{%atk?@@Fy=bxz-h^UiZd*P}RtxiA+64hPZp~u0-#N zy5c@sQ=gyd2q1d0PLOHw>Cj~rR=V{lA`fH>){ZVDBa2~F?Q3MP%ss0aYcDaiUL5UE zie|)z^~*mYNzCG&vZf^|;T<&xy4*ydNtHMOgTFQm^(6(~wL4ZtiY*`?0ismcq%L}0 zJ}>&AFn(EpIG!3`yhsaD*_2B1X_%%>v;1x2plN>d50|t32EdYZzIfOSwSMqJuakofOvhRR^#3>9J(D-XS5!jcWjIl zp=Ft?yt6OIv!`1G>YF~+m^hxkg-ay{wLd6jS04ow?H$R7!hV;PE4k1S^_Hh=%)RjV zJ~j0**Jo|qwu?M=0+u-&DWKXtW&V*+f*_l|E4-c3h**L?J8uBr$+efvNvZJ1b|Vxs z5~#t9*7P^tC}`YtFNmQ1h7K=!|mnxKE~dkg(`ViV0|3G?IyejU4}X9 z&lGUeFR?Waia5<$o@O{#ErG=Q7PEf1c-mB$V=>Ir>`dTY?){o);i54>qxcRfg*JNS zYTVg-17RCHZ#P3TYme6%XIt6?y%L4N^AB`o`M5xpKCU7B#j6xR?2jCCKMrgoA|ncm z_Wg_mlBZ{T!8Gy0Kpbsm?dc=5+xjN}_A>L43i{&QWbqo_QsEvKtc* zJpue%gV(@epsCdv={d@$*co9YD+17kpOb&LHevBdvMm>Qg%1`1nFu=u_c@vKc!2g^ z-5JZ%_#^By2&wp4uOO4`JNoYeVr_#ALc5g6z%UCY)DTjmNHt} z9%^u36Snb<^=p{9>>AgV9(q@YRbJkefDY^qehaG?Id917p9z$FP1&pjAA3hjtq&)Z z8LtEuUrP0H(ahT9Z#ycTJGzb-a}2W`-w9xl@}-7Ljd-e|Gdzfiqg*QGT5snYM@%C$ zR~$#rpjMDLK*l7-EXCD|G;i#SoBPQKr@1_*gKF_0xwbXXQ#U;pZ+fq(5?Pha-2TY( z?DxScamfWgSzi5wEQgh-PF{@d*_gqA{_mBNcNo>D|Ml zf_KLe$CkZMWLVmm5~i0w`FBaYRE)Ndb1xNBQvZ`bN{w~ zURJ)T=x-#9#fr4g=H!=|VY~wVj+BvwapX!9YO9BT?D@+llbN*m%tB)kRrC2yXTmTp z*JF9UWR(h!YGh4H$UVUHPvW?+INvDzTfd&Z2^n4zB}%5Bv2c(ly*TL(=A{NbU+Om+ zN{7~OVS>S_BEF0`9}gY0HKp&*cxQWDJydkgBG7Ufc@DV1k$}%$@4^jEEpga#pF~Rn z9l{YBVmb^K&@5hIK4K2`JerfYhV&xN$KQkxdrjX5xxarjKX{(K8%ZHsdWp+Kq-XG_ zTaP85U+t^%?4EI^Z7grUUEc_GxC122uc7AtLqk>G{=L|xRdVFi1UQaXjDJ#ND0Y;v zC{7qNVG^y~4qbFwM|y}fT|T4>$P#tQVd@zK$aAy4dA3iuFW(FpK1}^fRx`IFf%*KX zblSPQ4DD37)!R!l3R6w=aNh+w{>F2EA)#btx2e0i)CMs3sR9x6U|zphsE(27vw#Qo zk9J1JhP95{S{@Ow6Gx>D*rQ{mV|{wG1@cf}k=$n6^WHe$xSn(!8#5S1$v75PROdcd zy?QDiWi@TJo7`bP0r$7GyuPL!Qre1IB ziF}ETuDJKXX++du;PANP=3<{FTyl?={AP>|66&$uipWP)BhHOq%xWSAQeRw<2pg&M zZbWcJ-H-8I`Lo{f_7d(Wai24t&;O`dF*Statl+G~NhU>cn>3>bB{xTp1)FstIW1_jz_XG5O2yaEyl_wpr!PowN*?6ONsj z8v3jTaodU7DY|LK?NjxB)eQx}2TzTwZV+QRyN+$nM>nzgGZjLCwz|8k4{U*K9X3tL zgbNfVdnlw=*jzC*hOYT0UIn<8@T*`Sic6JRy4L<6mYbAiY=8P8susGHM2;7CJX0&o zp%uLWj5|8q*!fTLLl|)kx>IYSIiFn)B>N@0_Ptm*{IQw}LI@zl zVbSJu5*v$hxn~%a+3jj%DG87~Q@XM&-vRvESs0t|l{il5=4rXT)v_6%TtHYfjRHNoP)Y`?+G z+Uv+$6~z@T6|9|{RaI04g(%D7edAckXLMPiePbOoe#j!b{DejQbt-SvRP)QDRzdZXg!p6Z5^Ki| zqy%$;eSFt31@;VJOeefy1vR7?+~Ksvxq7`-HK)CYgJ?O=8aWdB4?P0dwL`^2ouf3g zq?lgeGU47PIa=^2q7YO=nnMe)!zQ;%ohs-sxKW?2GD=Q!@Eqf5KN7)Kn@0c%drz>{ zoU~8!10^5X%>E==5e=WHTtQ<4Sf1HF(Ks)NnNd3un8uP$Ih0*EH?m*u=0uy0Z_5*Q zeY+&yWHP3R{e?SJL0SOGpL%np|HFW38D%NJ1>gOitYw zK2YxUrmB~{JE~7fbrt?4-&6n22z8pfAR$FrF7#A0qBun@$b5L1ykn)YTKDs*+=9Z9 zY8DKHBZiN)siE;F1t-+J=X>Gq(Gw4zV~b~priE7OXm7{}cqdvB^_CHds9dKU6=@Ic zQ;%&^5@REIcIXis+)iX7&Ranr*4A_>qEj9Igz95BJMNSp9*NL$2vE-%5Uek-cdSJq z23}+<0)zo%5JlQy-(iVM0_e~YO3wCYkNvpk;!o)W@tJdlc&Jr(@Xn(MGH!?zxQ9gY zF_Rp-#Ogs`PJ^jjL5#G>-tyxN?fPEri1IhX=EXMEGb`riA@Ua&~KKN(T_)v zFezifB`nV3+e|lpt@Q2M`F*7YDq{z2x(U65_p+Rjwm*h~7(n$+`y``C_8t#ytns$epY%mB&llj0u`*eMV zZhLb>1OXW@hP!kZk8L2%Jo|#IM3N|&JztHhw*0bM+FTuJ$GkA1^(ZC-2Lhj}tq%sNZE(A(cGz&94&3y4e@bRq5Y8DwiRm3Adm9 zuM-S$@iz3*uL91#dz27DN7bMfR%!a=(1aI<5+|hh!t(5U&O6)}ESrf9v=>%6uZ)r& z^%t*orDLa=cb=zo(1@K%@*2>K=_Woa%51E;IaLXXv+_Nr^Q|ZY6>soNEI|yB5I?XE zxR$GL?Ce?WRj#8j^Dmd$Vg@YjI=7`7cb5E5$JO~WRe}7{DXpCVGhUp;dFe5Ozklc+ zuOuAkmVNtu*2u)teYkgcDmlDt*Wk9Ru~5D^`L_eNO2P$jiwEk1*x|+$nBLKsQW_-s3jsw3f(kVf@e}tU1$y7Q z`$x^!UDn~C;@d0-q}WOLHYI2X%^f!=z2;}9`@xszAuoJv#by5unp%KK^#0F&w$!VZ z-1A-W$*;jIF6#}7D)`N0HVXgx8q!~jZH(Qu&HJ}p{_7KxC1ZY5=ss2aErmzrr|RmP z5f0+@f1S8A7ul|Or&NI(^KY=w*H1&r=lnG$#LJ$RdSjO+e;y*>5$Py$p$9lbHVu`ky8J@3sBU0U`jK z(QPD4Xc)=gwI0skY5dFN{V$(mqu=??ekx66?TBu>ooS;>ZrjyrEckjoW3D%vq`ayb!g225K{QlJ+6H zSHJI`#q3U3HfEUm4OX1)_s^woRcscTQL+As31=7cf zVX=!u+5E*j8XzHCdg1?6qs-<=k}0^4Oy2+r?)1sBef>1{hwhuQj~z(B>QO}v$^Sk5 z|F$fEDmHzjIT@S z1`lp;=iGbGeV%*2bH4Sh_5JzI>ZXh8s_N=p+v>M>$LVOP5#iI~gFql6^+(E2K_DzB z2!v*eiw)GMf~crLAVMvBB_$noB_)WChwDpwCmRsxQQR9N9Amu!$~=>&%$T^!@{hMP z!D(djk8yc_CquZH@xYH0@f3QK`6`#6lalgqH{ll{(MajGKXNBn`SK=UMZNKMH$x3( zgXJ@V)&q`%JU83#axOM=JZ<+{F+i=a`QL05y#xJJKeDOrysa1*c);^iOb6pK6n{R9 z*8-B^QB>TG#?!sK^lc{_q+2&bpZ@#~byubGg!2^vNWO?!i)s+d56pxOawUCaa{&T> zNEOR}!*8%E6zlzBOd-}WU0g59BwgGrs)}&7r_X~q7#;L1cQnHWyAAibRE_!RV`~9xm%>zkpZ5tQv7s%)#91DT(36bf9}w1US2IGP6G5s_XnH z7Dbn!+8`8Q&SM)*S|d8FRt%P>?uiE5KJsAgj&X_?>QQ)1mnm1Pm@}FXV@$G2n4Id5fgr4Is#rA&LFxhn7pg#S6?psEx5}=>iUSulV>PiJ3JHLT|P`)kj#oG zmUUgi-BL-kJnGqeza?E3iy=({R*z5`8`9!K${XAMaH|-U@8&>^b)S|^oL`#KxkIpF zU@Vsrk{m5$EQFe1n&XulS+uwE(ZEV~HLeO;*hi%Mmq)L_rK|2T_H7{*4m>U#!%2)^ z`fgMjJ0C9+uEP8j<`0nJfeqpYm#}IPIZ5+%4)d&Gk|e{6h<%)uPy%!i0Vh-wM_67I zTz@8d+9hS64PM5e>BnSQ7U&^Nc|?m!>u{v!#B5h$LqAG$zl~^R(E(j(7aQN_U|i8R z!bugJEY%-C(`FvQu!K-8a$~t>a$K&MvXs~Efu86~N)peBCN6+_*7 zkjQfhzb}|dEl-;ao-h-OGBY%1GFQU+&!rv-Yd`KykO-f&$hBBPV)dfIx4EjOzt zkSY~ej+i_sw&}>PmVIwvFM4HYOx?R{dWkPzV|c4pW$|kpW~n#od~FqLEFIV3PXF!4zz;0Y`kC5^e*lH>xtT(yvqi)GcJ$>S4=8jQ zNyYb@4TLkl!o9LZH4;rE$Ljzx73b3F$JeK?YymH4M-cnw%L-s`bYLUa2iGndRIw;&Q=A%B9 z5=i3&Ek8UDh2Y{9G7~B@2`ccA2K3NavdTV!kR|u93_PNJ754~?B}DQpJe|cc?ePn` zrwR1($tJ6b;TbuIWKj{<_ps53KcMeuNR4_V5k6zGD$DLU1 zyRnRPJZr!(?PP|b^L5y+5*$##?wd!5E!!SCo-4JG+-Ve$65^d=YNMwJWTmQSs&KNW zllzb*gGV}BCskmYY-Cx=jzv=Q2?IS&tEQ{?t1nk&S07m6912$FE3^E1jZ$BH&q;JQS4#fJ54i<&jr(Zqq_UL7UkvTS>=9Zy=8Gzl;s9xyGG3g zr#id2O?6GVl14HHW`%7}gEB53oJeg~*@?WP7*2Vs_^tHw`>F3EV~k^q4gwWR>+g(HHkTgBiLqbR^w~+$hiV@?g>hS9O)+EU{ zz2Jwn!if)a92*wk!|FG<4??1)f z@+EW++8Dq`zFcY$X)0+@l+0<&Y070j%f6pUk+mz_?5g$9HrqBcBdh-1*|SVzW#gfm zvYPYWS5^acLto~hev3y*Z@wD5niBe?`pLyn#xc*k&^z};hVETb)v!jkL-tOcvPqqD z^6twyZlAK;PiAk;-YnPzOfC+aJGK94v!=Jq=@TDl*mkd{pJWgx#v=A6CSk}*UP)F- zPDFc0lki=Go7F^5 z2HztUS_Z$KAR|glt$?(Ubcbb6 z<+^X_tR@5z8-hgLvpt1O7k2%DC2@j zal20!{&-$d23W?`oV|e4|V~tJTyfZgh+uJ&<{_x*ep9zMk_{@-B zIbpiPR@e6%6rXu79o4_T+W4UQgo-!lTJu26yO*~2%c{w@mbcC~ly`>L&R0iq z-^BRtOj&p?$|uWfTYj(McgE+pWgnRJ`eJYk8`f2Mn0&Q)=>GM^$?(HAM~7*L&%CBr zFteVfXd%OA>OU-YN~_w9_nx+SV|YhcDcP#PR3=mtl0JzAR}6h@(OtLr>iT-6WIcP) ziPEL5sn_+%jbZWU4<<_?{I|EKb<55~Q-)LPb8&M7b#e=74QtmVC?*GAS`^R1g?+{g zBU??U;UCY>W@i_on~kOlz2lqmWXc07QAEf&{e7KwXC_aJU%_yT>brUjdmI-=LMfzw zY*5)Pe0@bzjauz7ZECaxQBcyeq+HDbO$IfklseIXhfES1Fejq~`zKTG3u~XWbhLS7 z1l_(IytsStt9)@HtCXo;%e6J&Fr3>wwL5eysMuhUP8C74w0h;j48LLMHt?hpU}7t@@EQ5)8&VnfL&& zv+Cu;V~!&ZrslV@A7pq#ULIA{%{4ZE;3(T1bkz&q@#hP=Ev!HH{k$aB3ioqACux_P zy<|W0ZcT5cKlkkAzA>iyZM?9k<-OXI_V zQ@!I&_~;q-5jOVwK$?&PBM`=5u_iVsWDh;`Eg=XakFH!#f3v$YylkX40{5DuLQ;vC zQVg`cA{V5=f8E@O)p5%JGFAxk=K_t3fL3KdlJ2XI7-YW@}9N} zA!+UE%xC$+)yjqs=Ir)o9FR0j5-2*`cv(VV&Q30#k}w&Tf3%PU%73c)Ss?#t;^ipA zVyvkHQF8ULfr#=6@CmTU;zJ-1X^$5#C7&v*{%3dKKN%J~FE2MqetutHUp`-9K35N0 zenANd34Q?~ejy=Vparj|pNp3zjMv4J^*;vruW^)ZJgq(K-Ms8wT_AtPwX|~e_L5;? z`SYNE{{Ca0HZc4Dev*slf4&y*g8YB(@C)(@@c(mcpsVzsT1g#yn2pmjWqW6UX23IK zg+;`r|Iz+`-TCh){-vk!fA=n3UJv!ewDyqPT>4=13h`Vo8do@)xZT`P2AxWpWi2eSNMEX^(~Ds#0}CSVYS2 zseE7|y&v~9UPLc$Fg5Z1MC+b3YCmZDYjRMs=N@dNb+2*s@&>uNS93P&cyqRB`}yqI zzQ0jqv3lmCP|SaGglj><(VfP!gp|l2X#esMz~t;WQusFwAYowA0uUVweCX}Jdm1nb z&Ho+ce=o=XrOW>_*ZluOmvFw0l9H16HF35l=xp-;^0@y_URgO(SxxPUzP^6g4yitx zsIai!#!wb34Gj$zA6T31UkeClE+z!Vs9vrZh5x-sg~0y%d-bpc3Sa~YiDwRzWz6d8 z>i;hzK*CtV5-c zJ#>IbzY$-a|6d~g%Z2;@MkI&^?h6|mb$|aRr`cL{GBUEC>3UjeTU%QK6sTM;0`b;iqaqLnEI-}iS-t)=vD{A> zTqzAw_V$4uLIm8;G!wq{E;EypDexdnBTGo-Ex!ey_x5C3may&PtJ7U2UBV5&NN~rE z_LC>CL+);jWG{Y_`<+Y~t@km7qytj<&2vc^Fx!Oth?o(--Ht zx&e!joBP>fuA)BA7n;1+w~ABVswUB@e|4Bj4tzTts*5vhzEYA&J z=hM)TMz`m;x4c3Dr%qX-&hOlX!kn)b1NLdmvHGWTtaeL7ZZFg*`Aj*hT2J3qn72NE zUgz|HzwNxJ)_$U-;MuV>nfNLotum{wqy(83=m+vGH>Yz+Vl1@Q*Znx$W`T#j->WR- zCSb*B7WFQZ1W7_??t*<@L?klBlEo)WPXGSoRCn|*Q51sPu_4D47K~8Y}1s|AS37MUB!Y;efx0&l3ZqiToZmz+7EfI`wczAe-NI)8XfTQ!|7^)^xTheE|di5%i!TGoZlGX5ZUGLWBojx8x8G?fC5=*dMo?8~-h=YS9V}QqpBQ|@t!Yau|^w*?sUHBJDvC! z_n_b$SH7bo{iNEu@7)6wd>qU|EJ`D7>e_OsYCl)^`G@V3IM3kQ3tM5OU4T8PG(zfc ze0qWb$@mm_z7mrs;Cb5ez2W9pY5va?xm$toQ($7;OCfiyeKh63JHGrFe6?GTsLT^{ z&Fd)aUBtnMe>k+~4)P|B0uhXM7Tjl`aTfs#7uiW&c5i#_FUr{Y2^Sx56exZymfPF7 z=oF3&0VwT(O-P-(Iq1l`V(K-nl8j$J(zuzoQ+D8kY@`*R-=XE|khBQCShwtRSA&sd z3R*`OE3C`b9+w~+Ey<3MrO1XQQ{+VtzH;U7giJT!A6O>Qnxs|Lxq9W1UEUU zfmMSol?pxfE?!)?G|&IzrW*xxeIwiTZE1e+Yz==s3H5{4oyz9-9_xdM9SVi{1-uF9 z@-s&ziZP67O^$21kl*8KFC~d6mlca}oX(d#r&IsBrdzljdQW@xXk`3r1J4$GH@e1f z_!^ecX&ySH=L8-Nu`5qSJau&KEK$03I^!B^kxk=$nbQEA{oL+)i5Ikg9#t~t6Q4)Z2Wf>gtOePJA2e*Tb zor}3Hn!>wEq!dC`$`WM)PBRzoK^MHb?u1px#?efxt)j|#u#gAsn-$D|;codYypECZ z`kxpi(ojVlB)7x7k>Ak($8flbk411@KUE>F|0&8|aX>Rq`Uk9QgCoUF?sQmeNko*G zl1UZ61avjPk)PS(ERKf{U%3^j4u;61y&Y9Rl5-}464G>WtBehV`S|!C+#<_r4BqLe z#nw6cHSP{8Z>@^DM%N`-VHs>IUMs>kye6X1ys$QT=@+IrcVJJ-^^b<1-|3e>Re{HE zrlo?(sfs5!S-XTFvgCuf{FXg~!=v{Kq0=~L>KJ|5;;PGr?ZH8D$;qM_9r`7Itn6ZI zz_3FO?gQOYErxRAYO6{W`9vr#{96XUSl@AR`JTyfpoE&EPLXQ9J-YCUj@+O}5 zm&4d4o{fbtslCXtGj`lqk?r%*tR+ff1oG{VnuHKvC_ zUiZ*$)<{`ZWBDpfA^S!qL`ba61wi95y>s;1o*W2X_a(?CzVS}S3$kPT-E4_NIZYYC z`zkZj&WYk@iewQ9NjB*8k+~CkdlX;KhzjO)3Ok<=5JOGZx{T`o!i(0Dz z=hlhAGd2GXdfbT}ZcTyWKTV`rz>6hNOxjH6M2{kc z8daLwmy|#rT>+YxQAeDRts~E8)}Fm`4A6L(1R}fhjT0hy=Yp=YwdH`@fY9($=uR`4 zgj21_!Zvaq4A&gXfKNW?^`A#3el2Lc{YxOkn!{q&RbwG=U{av7JC z?WvM^A9ulKrX-V{>CYbk8|#ztLlJ%pNIceN;h~}gGYEk|yo)Asf8)l`<9I|NYCD?e zOsii-Xci)08wCLjqEQtwE-lp56(D?NagAJ2cX*~2xJCCZ;5%u#m}B5#PlKA5n!*&=41$;^qYo(bLvH|&KxRhy!p+&M4RXGg*EQE<*6g#vcxBFX z#@NToNLjK6t!}hVmO$`O#t=gWBayWYcYqfrL@;jV-b)c(I81PIy&OS;$vU>RRk-Fk za6h9zjw8>GWaaM$KRyZMREEP8s3Tyr!2Wx;y5Q*HjOm&U6>|T$NhO399TJI<+H2^J zBt7=!Q*QU(nWkyRz41kQZK-w3hG|B)`EJ#Bn>)Qvc(|#?69tKA8PABh!JMN=mIB{G zxVl^-hmm#8CTkrLj*6J7cMLwMuJQ5lLhJH=PF*}&JkV&ND|T@#=8z?DfH)sNI?v$2 zh}8c1%bgRk9O)71V~r}65uMu>d^lVWx({tl+MTPXOQS{SGM49z`i#*$IXjKq=YMwS zHT>=&yBsnVUPwwneR>WU6o=at#*RJZU?X$C57h)|OwJr3`i=Z@n2O9DT@l=N>aAbs zDO~A4rx%-hX`SsYM7$Lf=3>Cq4;30E$z#6Ot5O6u@yGfXfW!DhcYI7YZBUm~Xjy{m zoy086ud=wPtOj;yrA9}&`SDYw$7J#NaV~F6@>|KxynxDLqU_=%tB#h5@89VuCUQ(% z8hcHZ=={{8MAhhCXy?uLi_ad2b8-GL-ye!|@w9^_WfpZUr^l1y{bCLn8}FEzajS) zjW*6wOKs+dv>jg`k4n)B4>s;K?a=SiOUz~ot~Z{qCNMa6`7wO#Fb9t;WoZJ#dhP8O<(VS?uqwVU63)zZnC?f+CVd(zx%PJ1u#aG@uT zJZS;j1miSJ@_S~R=;g>(O|b?SQld5BOjPtuRqN`==*=@3x7_+g|8I8maH=$>Bg65j zu;Hjc%jUAzk;OH;8cPi8%2_TAE7;Z{%k+-ImITeKQB>w`76{#OWFzX!w?r8%6J$_} zWS=AdyBrgo^W3$?gLx=G|vIsV(_#7^ekm>&8f54~e5jTnZkb>6V-=8G= z$1|!DC{jmi{lq}iR5Qp`WAy7$u*TIrJe_krBeNQRBySuEwSApjAbGqoEWCQ(+%3Sl zxfS5cTr2`gamjc)?L#N#kBS8?yLEFzew_T6`ssK?5@fWjB4u}1OLvLTSYk5eC+Q?C z%;E*Qbr=sCDz%Q?5GhRiQ=vPt#S(_Ca+<6T-(s*SlEfq}z>GmrZn0Uw2C>wheyV0V zo&4;4`%{&V3*fC!7#Ax=1Uls*&0#B1Ba`KNnznM$w60=wf~_yqd<|uL^8`$7ApA^$rRI+cs8A0C0W9DV-TEE zyht6~)a@ik6q)!(yK{6_%r32(AP3yIb7Ik_1(Ew+qQ%1gzwN9Ex}ufjf+x##M-pj- zbBrv4rgT$G*M_W)qcr{ZThC}YC}R=ugh_5B5(d7%>)ub`lPUF!M@7w6`JG3%M1PPp zU^K&TpZ+njpWtsSmkJ5tpCFKKt*B)@4kq!MbIHpNn)_mClveyG0r546YwWO646*m* z+H}|rmPw`O=15*sw@WxK@!VK$N4ZJ8i)#PbS3Gy^l>>Canf!%CU_ebM6*DnT+9L+GHYDkMyUO~JlWC2h{7IE{tb`{>Y?WEnfa_`~vTE1w#;3}$uoy?}9@+8hR7j;e0^6jt1h&9RWCoQ4pD&tI znZ$-k=63BEFUc{6T)TS`M{2-Mo5(AL0S9(%0FU3)>!}xQQt3oki+i%x`k4bt@F-TY zc_$+J0RdL<5cqTQq&r+M`9f^RPU_C9=;+9POD z?%XR%;1lY)FUg%EbDBxRP}f(O7Ts4B&Ff|{vf~+yX$%*C-uf|(Uy_isv~?f3old3q zvK~sL5Q2nT5=#~yL}OdS+#RWL`AI4B2Ei|N>%Z~0&ySajn-7g!R^!cd;a1N{(J_c7 zmK5vtDgO-|>{SPiK(>x&gBur$TvPTHvwToU%N|3iZ@Q&pQl1+_?vR(Wn7Ud@!8AD7 z^|%C5YTemCx{2qyg2UIaF3;iKsb>Ie%8)yOpd!yGtLKCx8EsQ0kuS$BGbS|mUl>N zsO`$-9_AIn>4ePL{2H{R$RskVftZf+l>8{hGd))@PI|>JQF(4aGd-W+F@Uft3>>zQ zDRmfys&t2{Rs+aK%uU33B-0}Cc6A(+l@$J4fKTM64|0@)!D!50mg$re-7B5=E2E-h z$f8cw;$@ez<)~O8MM$L41KKC`#&L9^<9ay}h#$F3(vWfJ1$%7JL5VjLfiAJ4S3%?h z5pak*am(Wcn-1TmgY;s-=tMjG@loF%(u*QX1TI&@oMZ7ygzaa9wxZn+`h8Boz@K=F8a4Eqco)S?Pq8;ly9;E`_w~@-g^~#hI_dtuprJ zuV)>rvi5IoGK|nDb9rHft28|#_Y;+`*hTheN2lp+t4OfHh2y$m;`pj%RC)Kkd{FLn zTHtDCYU>`FF5Z@+aorQ54&X))ZqBwUT(pu=GT?;nJ&)Rk+g1Qp~aZVeSVoV zTa*Uw#7Digu;1eg7hM;KnQ`pGv5MXF*MPcXCTy0`CSdI-8XA?os&MxT3&M~h_o-?3 zUz^=ar$VEwD>@0r!VteXXBXG$d@>~zP8581a~8mWZ87uN@#=2M6}(+Yi)c z2n0pNP}br)%q>jx2~I`-aLjf7IOdO&H{VdBX9p^RkxV8cPuuQLzHM{Y`0#@-t;Zu$ ztL*PM@FC5v6HnJ`XEDJ7?^ASs-2wRtB7qAnoFawebUJe7x(Iq-c}a zo>*?oetEoVSSnMCo8Zktt`3!m2Kb}kt9WGb7SH*U*rhcWdR;BtUfSzxc(*%4Jq{;~ zWnUg|9kv{XlL*HvBx5aX!<)Ef{%Epzo@lQ`y>QAa+@lF&oU>-0RGcJAKjP|OVT)i; zi4jjB&TPj_qo{_WPO5wT4wQXL>z9JB1O)E@K*Hx>Xil;)q9lPT6ISn&Ka63;FUbqr z6EMK<8^4lMa+a&CX1!Qr{RwiU9 z+!^JxNUizD(U9@(IuZOr_b4)&imwevNu(h&ek~ia+*CRTjifAs?|*e?G;UCvBc-Fv z`w~VbN!Q5R6}3~~`J%K|J`vGc6F6_u)7;zNc9mzPPjlAAJ8MOo&LGoQ9a|qst#!K> zQ1Hc5?k_L_2#-Dv6GF*So7t?LIOCokla3)!nM%MXJK;7Hs*tugt z1mom&_=-E7S`lUu0qd2Y+AkZ<)>Qx`L;4&3%n{WYmHB|%$Lcfu(}(m=(eI1rHrU!& zCEbfmJFubM3f$ue>jDFT9cq8+dS&nd1$2B&;re&Rm>qNw6Z7e{_*~ShBkm5x^hh{0 zXW^mBBQ%Yhx+JW+%%{n{@Pp9>0TwL|tHG`((@SzY4|Ya&0B8P;?m1|cP1Wo(IMx#~ zeM#rni_5#ZT%>T8^dTY{UDd|fIt4*|a%v=tim2y~)bOP_q+y^BVc?8?2WHqk%)E?{ z-)X~>voiigZvJH%q`R=x&uvA{oE|nzGI4Z+_qCtNk7c=8hH{ipItb%K3obnK6dhYs z8&->L6?L=sW!6&wKQYj$Yt>=T7MDe$#W?Hl$isW`4whP%Qo=b7gq1;9jvBs+?eDME zV{hjSyJ}D7D{-z?T8>AK#SaQ9;LP*HY~t9AnRSftTz0LTOzSkk36fQI#evR?-lgBS zMfaeBnoPnnyOLzazr{PzuW~usm?mHKi(KhNr%@i3dO{s#W}S zXaLK|CmF^X1ziqyGERK-bD~h|cR{xTpwO(UD0NctXTpS!pZW%m>ynIz$Ky+X|L}xL zcZG}7Px$qB1$nB6WE30HZ>FMky!17^M8<1ImvE##XB!gQz(qtKwtj=h%UN!TDWs1i zxi};r+qcai^z}O^aw}KQV5oTjk4U7Kcv`D_NMFpDTvQxa#Oha+l(jX9bDSF=RaE@C zDE$2w^pMLb-aj}#KL3lu z6xT7|EdQa4L!imH_}7;i2$45?3(W}#!7njC?dNK2wRJ6@di|czAD2hx5Lr&QZ^MqRBi@bp`DR>Pmep+5NH^TQ4py>Ne-Rd zolm$Za~EHnmN#(ErY880`zO1HjEQR%q0OquxDUG!?YShY_&KAuf8%S`nB190DYj}$ zA1YsY=hbcRI_#zS6KAhIM0~P~8Jnj=jg7=C=aqA2mtMobe;3no%rVz#uxU{;#9SpZ z2t6B5R0IARaV=7ZybfW z(d4fd(ESzI$?C&XE~lQV_S;#cN89GcX+0mp2}MnjFisdkvS@`} znZZw)Aq3NhHgmf|&Kjf8sVOh64B|KvF^roB_r3Yh=($NtXR2a!{1Elf)Tq_!hG8U# z4XlseMjMY0FT#-hUhldTZc!?*{dvDpC)Szg5e!-0u@-=P#~wzH_p=XUT8x#4K8k|0 zI#X9mkLw^eX}8=p`4Dq>0E2Qy0mZ2Cqwnx^$-v0WW)7*P~I!O_*KwEq1niB1C398wPcYm4m4vq62@(_W8&kY^~}H7rhKz+l2%pS zRkUj$Uaiy0mtD}ix1*joZk^cG6@knbYh&F%7(&!CXLG2A7;K&JGTyQO1@nf4k*R_7 z7FL2Bu9|!jdb9Ll1nNQX+bCBgMr43zfCYBb0kYa!hWV$C;TBb9t}VG$e3$j)G=@*f zTwQhFy03{oBOFe!AbgMX*s%B8HRTL_J{5_vF9JRaSB;mfrIw;u?8SW&s!|kivb}Ek zE*q!96;~`WF4R_#9Pb`hm<}-CpZD#6*wC2H+u1~X)($I4^pdFa1hF;j=U_C-33kX) zBbI8rl@6_3e0hGJqafb22-3u?6DPi5ihMuV2XI{ZOI#Xfyp#l zZ5lymbG3UB2FkCs6&1s?2CXFuI*s^Y+RH%XResD{Kzc1vnAn7E$SiY}5?X!m&g6Ye z*&e@sc=J$W5TXN!{?BtB2K*IvfAt6?N-*sXXCAH41O-4!RU!%Wj3SLaW6rxC#t_lH z*7XP1FXLKVD;y$Ei14;JpC9zM1&8&X!VqC`;)9i8O=D#ONt4QrYoE5(Ae|n zJ7#1!E?k_1g_9O<4hrdz8YCDs@ijHdt=yxyBHyGGWd^kbtZ*jUv4l378IV_d3Vg)V zewHYH$&L%B4yvII|WNH%}v;2i;aK+FM{Jo@-I!;4n3M>Z{pBfPHzMMv@7A3CpUGUDR0Z?<( zsu=OlnG&|6Cnur3i3pd4Ccm~S)5b5)hPY-DJtYdtFpVox&^gF>-aGB!s%6$W&q>mn z^JhHu56S)G7DJ|)!=U(Y8`!5M!Vcn*4e$>FO5g6SyJv7dXEsZrmu0sm7AwWbHK2<&E?x+V0w5Wxj<(*5pqRz9hwg?J#s$Iz2jfrYYSotMxoAD1aIpr|2RbETUlq<;t;^;F0T7OhbhKq}P0YK5H(7nBm zpQ@-Q+*u^b>wktYP1N1uLkka3L%&&0x$qSQNEI0+T2;@exVPPtj% zT+GM@B|Ixz-XosbbWNfNLFZXTVLv8R0LK!ZQDFg)jfz6n45uM_=RIh32dT2EMvZ*8 zwVnbd@~h*FBrY$Mj!)xPM=b>#th0$ul|BNSK9?|Lv24#{>v1}}Eb$R>E#!?%Fo2Mc zP#Br6Ou;RC>MgsYUoHV5XL{K7)Zs=mpv(;pVgFPDZbLn zb(2-LsfQ$y8o`9RcPJM-!PcJNiW{(uy|$LicQ&GuAG=I=>+r)ySMv%y?bJ3qqtJOc z1^x>2Mhc^e3qi2UfKZHafw4AgYRw~a7_@{T#}S-BLCmw|t8`8$;qiXvE7TKemMZU) z);bNqfUQ;?=0MckToj+)7*f}?gLVag*DgXcUoXz*x)g9mxZzWQxlYS4Yb@h*ikf>E z_W_(@;>yzT{7D$5F@3_b*O}wCJK;Olbxcl`E$`W~*YQCT_?@n(xs60d$xDSK`DHVQ=pEKt^ZOMKRdceK){oRJ37PL4!!agugFRkdwDDCXs^GY%vu@^l$6 z3IzgBjvZjo7X1q2+|F`V=M7#u7{;jQfjXqlLIinmOkM%mA*atJ?)Bxnb>WSW$XzeX zPVNY|MNp^w65E<=B*!uqBMSbj&Bj$j&m_g+H$Drm17bgK!(p-e$Jx+11;VIdjOGsi zk42-hA-91z1cY;KGIg!~Cmzf4ul2gRbinfN(x?YK6)3HKI-dkr4HNNnd0d~ljJ;#X zJtci*lmXB7dh;HZBAYQ9WtWH|=J}HbSw)tP!v1NZx<>`DCJ8)vKY@8?L*6ifO=$N3 z;EUgwEjlt`8jC;t;c4>K!A5cGM?_xWkve~sEv);}v*C~ex*`~`;63xhiFod5s0<;V z?>*)}l7O3?!R3!`M?GEfZ0*9bk3_m83c4KyOE)aFRxV!2K#D zSl65kbDNk!5@v=o6CU%?b!{)3sYOzd7RARZTgc2NtbPP9>CE97dE=*lriexOy!*>a{AFzi*!{1%F59}!Vr)^OIw@F>Iveg$z@yQrDz6DC~Aiu+6MOekiu2s(Ijd11>O zgnwfk$sU38pzG~L{Odi*WhwDYLRyi2BwOY~alfM%XUut{VBCe90MpGs5W@~CG%!E- z(tZ@(6z&U$7!_c~;8~EE{3NlwcS;6q&~JOt&8Gb@mY9QiS}cReG4&m-nVDdNia(HnTQz4!0fJ8t)vu z$BUwlofK!hgS>CH1uLTJPQS=tuaF6>k$Zwc010&*lGl~WWbzoeD-=m+!N8~LbGOuUytH*d?gMoiX>sgc z2#{vs3--kBS}fBoPNe$SoW>;OgR<=6s>G`@^6kbMC)Pue)>H7)sxps5WlkpbR4aO` zjkoai78Zzd=_Df;Pj}}6l77!hp3fCkt6<<(3(4Uny_$PXMr5ExR3haXiIXW4P)F(( zMCTP^(<2Ct($X}?G(Y<~_Uj7~`#Cc<*(wtI@#!;pHG*oF&joQF%=+jp$?g^vIJ|=q zX_{WL;Jr?>V2yyzTGl|4YI?slSkF#WL&7!ckdsc?EuF}3%{V(%YW3VWS0zSsQ>*?2^?r7( zx>v$Ywv$i`8QVbY1cgo1InIpi7zaqBl7Tc(8Y%QsP~|U5@iY$Qr;`9s4c8PX{w~S= zL#Sf~Q z6Oo-idQRFG`$5hUSer3OF|$Gh^jL*8QMD+-f27D#IU)rcFPyO?7bpJ28qHdSOfUuj z-$dn4X^|u(hKWajoBJd0-6k)sVh@F4MD$VX_0hMBcZdjLd`SW7`##zPU)F0(0%HQg zVNV*T<}6mmNnu-1J5XY*BH`$RPAMwyFx-90N6voB&j1mp$H4xRYKxZu8lPjdu5U=m z^ofAuZB1HUf~|0wF~jE)CK*$-a1EE0W3eq#>@i2wVtVQi>o=_uu0plQdyMK!`6R`0 z72JV*)c{HVz2gI(f@|Zbdn;l({2_Q(q!@#|kJp4L#pSy@{)drZLF0yYMUdUt*YDa~ z^=^@~PIJ-AIfYP}AoUMYBVTK{;3=*|;*lp3ZPvM`_F++(Lg_8Q(}X_gw+bj_IT@Y1 zxgeQIG|~R??TcSk*JU`{Aln3Bvqpm^kt!Y=NUHZR)j8~%lo8FlQzWDrDSV{X3T^Ki z3B$lciSRtao};LdoSFgvkVl`v>Oz^i~TdfXTjSJS> zejcW~K46e`CEW&@AOkr|We_fw+N|lImn>ErB_^DR!!q)t@P!k=G-e-}`~Uh7gV$S^ zQ^s#~Zk0qHQYY)oaW?U76ze`1A59cJY8*#`Q$31doJk8n1#ipZ_ypK!&jkLUf(LAH zw-rU*!-s5dCJ@hSSIC_EZ#Jq}9gA4|c5k7Q)DLq1V`DrSS)mvjJlWJ1+I{~kpyw(DRSYgBkX#w6YPBuu`DsCG*vU_3cg=HaNx$z{5rH6qi| zj-&Hnteg{Vw9hpPzo00u1}&wNipwkBM^#zvkqTAa;Gyw>fr9De1TtMoEzDEeTuQS@ z&rBK1w`#3Jbxk@>i-rsU3$H&DHLsu>!Vm}aOCH~NqjP1R$;7CXGR5H^`xtfbZdWqY zg^ou0Z^iqAV}0a@g+F3o7U_L?@4LTfgu9bC14p>BKk7uQL z^fCCxMw5N3$&I*`1B72}TiguK3>PTwm3m_$?c z+Q_jp23`Eg-vz#uxtDulk9wL;b>WLb>gpSd)>R^cDcpu0gz-Ab5xGL(X`WBu7*l8} zA{yCtuxNUcn49`BraC z8Lh71C(IlPmXC;umRB27ZWT}|m7!M9RQsiYQMQIy1-|qjk z6>AxGRLh}&oHCYBO;ld1D2_h;6zHt$dqPY>^wLGyF1A-PcPX7*PC!yJtLhrnx%D&j zL$YZ+Vo8tz%PVqB;lTi&T-R1hD3!8-7mJ&=w*qLw57%a)H8BTqpkGd`G z9VM){K~Fo_}7v{~5lM8g3QX|M=BdJq||hXAau%&U8F< zZcO9Yu}5Gbxhs_L__NolUQ;xQdHY8mNvq6W_p5J8r|eCzb-aS;APw-5P)6 zZF%$$*&u0s!FBq=_W6lT3%_*=^6%Wp#ncbkqK?|=Y&!py)d-9onF#8cj*P@4{|Ktq zNn5^&H-11puG(VQ^RYLbh5avB!#`j!d6c%eUCY&8^A`YBs);5n`vZWmW80aR9=>M# zGu6m=V5&N4Hf_L!F4#kjRbr#!A-}=TN%im&-ZGc9RU+)`njA{EwsW2~`|Jj8j*|Z^ zC=-g=l@VI$?@HM-3nWICzsMGK{+aFCHsDD=b#TA?9k4IICkAYzdV_FaLBQNd!tlu1 z`(JCz+J~2RlLKE2G_j9K8j7oQoC6;T3>2rxaskO!r#amu|ARbia3E{8rehKSk9nnh z_e2r|hyXzw^MwkuOT$*aqMS*8juU zS4P#clY2BBoN%)f=iHKArRc%;ovTJGvB=P&CGq* zx|d%E*5d5m-PKQ3S3OU43@}ktN1uZ|JkT@XpKEJtN5V~-owi1}N6JR`x8g;{vIOOd z=miCroL_;qXG+z;ES(Qd1i%&tvI_&}B*On8kAXr=vIEtbk8z7K_M}iuGm3uUvYsAc zT3sknp^J!&WLWao1ai6oRDmxKUFS~vESg_XFbK#&OaK9mnK&k!5Rj#oum{TmQSdH^Kt=cmW57b3lc9gu%K z4V8EU0_uUIu;g8o*zoJ>eZ9R1xX3qv#z}?)bNcJQVc%c6uAWd}QLCGiC4D8{wtE7T zY!)Jugqu|baFyazBuKor#eC&UPSHO@Qo0LMG!GYS9DdS8^7yM)=lr)U2q zELBu}NxJRib5ev9i%cgS<{(kp#v$1tKV~`4DtrJiYldM4KhHT_DE(hv>jU@mY z6rB_nJ?+x8>a+ja7B9b|v%H9GhQBgFU;4uz2B8VP0a9A^^vvo_lJ5dJ#sunMld>eJ z1Ab!w%Lj1hhk;cQjB@Y+0>hkEa_4`~0{sIkUl!{PJFw$Q!<0KlGI z9HQ!^be|>l*u?Mv%tzJ;Kq0I3Za{g^Ea|(ZC5nka0S%m_$6Wx*?=}OvaVLO>==$+m z|3R<$i)w?7^OE+FNS}#MO2Ve<_)ID||NGtc7vs%7JcA@a9hUgdc?8rW|o_k4JAKq)^%Ai5xuED=(nTD3~rLjB!X82YQGAonPrJ<2D`7B^Q zJy?sL?TuDbGU}DO^ZyC&?J5T4IBxWBLx37? zsu@!`KOzEdaS+{2Bo5T*SFhg^6LQ;Fh+{^ewf8+opz%zjEKa9e&s94$zY#D#Dbs&eTEp)RA1Cs|paIM8SWr;==>Ds?A z?%zNB+r)-Jz35;D<#?7%B2gUo;w4E>AM_ITdw{XNMO+QLxjU#z1#(bdYyin53y`=% z@0I?)V~_u`uI#KVmO8Uhc2O)O{U$p-4?u&l1w4fLFY`JPiw=kYWS!~dFLdBEVZRPe z+j-8})Q`S@v-L$l60*R?!hm5NO$~wq9Ih_M6e02cWC<13hv+x}r|US4jh3WEl$Dk9 z?N>V3fwG*~#)}jJg4Fomkb8!moZPNs`c9ulRM|YNR(;A5%j?UjZERM42^|k<)HbQ{U%OZ4aozhgbfz`7a&w|AdW^FX3h`<>&zd>@1n@&HESCs#qSNDKp!; z24*q(lhij=EGaM;s|_B28g61jE-UJ)wzEh;OjPm@koXs*{ObcbF;GiE32W69-G_p9 z1+uFXEiTq7>)*e>YX->VCL>?iX!2h%(IN(iLcsz<8;C?1a0Fz5!(i5SYQO+dM&Z&J z{}y55fpo8qNwEjTfTIcEIVNgN!7zD%(h#6v7!U~i3arJ6l+Xf?Tu`IU#7h-(0(F7XIlIT% zCZ;M3F5n0h0Ne(G&&|r#WA?O}G7SYF5TFC9SaK(<{ltGi)R&$GlzpR7wo5H))jeKj zW`(`|{W4Yh?Iyr7!-|0l(t)J{M1jK0clIWmbXv)js#Gmeb{F#P1wL0HH7)pzvwN$dXaS(Nx7m;Dbh}egR$z-Z&3n zmzZAcj+4gDelv(8_>aWsU)}|q;3d2WO~(TP|HrId9|!26r2+4?Sv$;<2;ej3Kf?G z`zx9G>;vjrWmEcv@@6SZv}Ct+foBX(E2)M#6s-f?rP zQZr^Yru7RU>^=?xDDGp0`Rq=xYVtdJ=f%?;X5{6l&HTgbk2|O;xyAD?)Ge-h5z!Us z^Vaaiol9RkZmSO6HiEHeNMi&^QCzoG6yPz59EC_)_VHDp zlkoE$k5c19Dm5K)KtRcVcflqxU{{WpW6p(eH0>zr3T~D9k=rJ8=NpTa%AI^skj7(lZ?Vr zD403GR@Majs?2oBAC0N&-6(b>QO0`u{ZOTX2y3G&XUG(2b5_>`F(-)T?| zr6gNC#)MC=M26RH1v&%>m^f0;hV^ql%*+;Rm12pjm-+tYE+;r!*~>&&;}N)QGUyu| zi90LG(l;^9fy(%!=ja!PCk5A;KZXaMr$eT(-tdeNIwvl1dWON&;{D}g@>|$^7dfNe zp(CI5Ni);$8H0{Wt_p(!gY8bNv_~{8ss()Lp$EiluL>L(9P&${zMc(&qz$f`-+8%# z4}XWzG;Z7$%JS+N1N-j9+x`TaTQvA#)4UuD0fo}$Cz&g^A>qsGh6Dk(LKE-juTnj} zTX8Iy1T+|?Lo%DEbW*qaJW{vZcW1jDxiX*SNfh*Nlk>fAI!qqFZ7EkRf1g?A?s5M) z^o=Q@<4!kW#aE9Qr|WCIs+t?Sn#mv3&!|Y^*&Zpq`o0ZGmQFT5BONsRwF{%4U8T<^ z6sYC0|1f=en9rtDdxbK6oi}6@25&66owbxuzbhtv?;h~(`Ec?V>oT$r$BBM1luqG+ z1m?o6D2}k&4P$BkHO0}GFf{?B9}j%FbffSQLPSxsWAJUvauxLr>?{p9MG9!4ASZ1N z^b2~4ZeEiLyt__dyssCYmY!JDN;qBO3F{;p{hWHHVZgdIpGA*x_bY_Sl2_UHPCmhG zG_HJQIy|rE`|iEbs}J>w7*nMUz4{9}L)`WR>6E*di5kB2gZAw#T13;W%Tf68NDLpc zT|;}X+CB_%+Tx}k+z+b_2SZ0}j-^WN(~(I}-w9LiPjciBRmby*C{3*pEK2?rPQ{^t zv=9*!>TM$OnI9C{XC7(e2QP35@Kl{>-rK3Pzg<|IwcscT38kU6%F1`!5~>2 z^5;cg5!{M-`r#Q!ayz0W`)2J%{trYhYFa+_>(_ywV1cH*8$!3c17FXU4DM;@xy1B4 zF0n0@bx1fw6WJ0Vp1z5yp~ zl&w4^Hl^CfSKO=6a51ZN@?9jJMTQ}Yk5}1mrvF|IsjL39Dr@+ z(B~vPM=vV;z!UJ!(dv|?$%b(sD5>g>CO^pK>&7w`c;A1XLlw*M&oO=DdapPfS9=F9 zopqUF@^lw99~u#6^Ml=rXuo`S_TWxx4wo)0P^3$sE+LWTc6f~XG7pW~d2|d@tEi(_ zE>qPc9U5-dziE3FPw`M~QTpx%21j2Q)BM0Je$s@>U82!0d#Ni-YBk_{YN>v51gos- z`whJKdTi#Tr;hvK)%*A$w}0M!$QeP9(6Qe zey@Zi^4vVSTuO_@5jafePaC58-Oqbk`{PZ14|xfvx8`#*s@-DPHs$%`-w;k)*M2vf2Aq?K?F#*5r_O4y_O8aHxcHdD?<*Rg} z{EuS?qWAi{=N7Mi)h|iSybmnzeCC_9%bZm&6}XJ{gq`8ky!lsRL*xn3WS=P`U&1Qe zhf|^UY5vR7FDnCq-0m98>j_nt(Bh0|S!X^N+g8ui{#YXBv=zUynLoZwd*&tKLC|)y z)O=zXSBT=PXFMw`HRjnw^G`+dk$d~tNf+by2{p3tPtS9ek7I{V1|w5VQd|6xX#%Aj zoTmwPVy*LQU#*iLsJH4NV|x3hUrH&d1w;g5(oZ7(`z2(-fEtS%aSwLdu?#{Zu!He=3IIA33LJtl{*qRs#L- z0X~z{9DT!9%C8u)^@xnPB#MpgM;3#}8jUN6!noacDy4XgA;DJSH!4~H6CS1uJ(QkadE{83Q@oO`by(Kw>&3JoTR*>+p zZ{jk0PqjcA?3;%w+AkES4`p6+hC|(=Cs{HH@!Q8K>r|^&3rzY9dylRy-E&YSb@#wK z=gPJp!$-KF=*QnpEn{0Zq(-xSR+fKO@fc`DbSIWp5Yk=@|u~86eg6QIDt!vLG9KdDj|td1RcxYZ|R-OJ>B6>Y5Jw?_Zdjq z713Hp$U0R5jQtvC!_~J80SWIyjj^N_(AvrJ+b_Xu-CIC$Wy>9AySC*iQk7Ba!j+5L zJ3Skze5H<)v5-Zv*ZE94$RHId&(F?U8yU-%s!Q)EMusXK2ES~Be<|BspyFQ0gj^>cKa=jarP-C*zP3C+VIE{{tLrO>$zrU7RK4y6rO&|H5z!Ls# z?gv|Xw}U0+)7q?V^MGqHi2`w)evVJ|OOX3{Z^B;nKic6#U&-JI!Ngvf(T{Bnrw;S(WEzvE0;lXje`pvJAoB`MM%G3Yad)4@ zz6Iy_X{fUq;?85YM`xLES(1|NP-$cuZ!# z)!q~h>D%%C62W~J)wZD2qftS=>~A;KgJPbpwoc%-0IkxCcK$b84$3N~E8mq8PRAc? zHY5)Sm5$z&ocwf;m~_hTV!WS{p7TD@@10Wo;3iX0R*5`x*=`p%E$Fk5a_A}+qOsE{ zCfX**f(bhOUPPn)qws$zo|~~E{gr;Q{27Ho%U=lI5WvG{qL~@P&f=;0Pt7TI%ObpQ zf^-KYT()1ajnAlH(3}M)=JyB&$#t^sEj7`c*P)G?d*hAYyo)&EkrGREdF}a(eU=*v4t z8hhpWqskVr2qy;EP=@#34^~HhXB|jYeuwYK;p>S{L|k0@wp?%w6_9G7G74whO;2e( zt`BT$4d5i*J^L-chrn0avBbnOunIplC}d?e|3Zj=JIuJ}HdDH@WviDiWrBWmk#r&J zVKS|)l}q_H*xp31$+KLbeBBKWM=$l^tV&j=elQ7!(&B60$E_6S*c4LpNv=lsx5vXz z`JV``wyVyLAYRmZ&Eh4y^SMfyiwlpMqs#HlchTP8KeifS54 z{L;QL58Hp^fXjcOL!i`t^&Yx0z(-uPr2y(6O2bcpZA#Gc>NQRZZV7v3Pgd-=j|zwd zP{^k|PZ&69>LsfYsTwNckH+~uFjNH(mgZLFkxaaAcSxi?_O#;NZ9m1=*TnAs)?z@x zFK6>3G=nhqKA$wos@r!Y&DodDUY>V{sSU5&jiYX7Ye2s=!r;>P1==K)@zw!(#I7-YZl;Xf_hjY9Uzc<79R0K9D2^ zhKW~<6dj4Dfm!F3kumdg{JXbanoktihSxD(;uDuy8S%EdnmXl9&qVRe)FstPm4PQu zMlgN1#&WJTpXu>D#)yLo8^!qw;0Tg^qaf^15XZFuIcago=k@$50N^imaQ`~wK> z`*2ygUu~&i$u90L@9j2~{DH=K_FE$yW1KUk+6|@u$Ng}Lj*!lFK z7_xm3Ash)g=)MYaj^8<5& z?{xwXZGod0kI)L!AE9TRt3$Bb!<@#^Qc2BX>AHTO(>NcAu*xf0E#{T-1zRL&)=7rs z;h$d_1oW4L+(pN}@OBO_+Bbqr`@JOS$!nKa^3wG4IxsYOATmit9KMMws^}kju2Bxu zlb#r0v;CCUB!qRHcP|V!Rlcsr?m(3|ZPl`GPHb%Us7%d?pxxO0(Dx7>zD*4+76}wt zIQvrSG!`P4?~+(*W?=Lzwm7G@?{mLAWP4T-+9fry!>$Jj$gcbzEaTtT>S1_Dwf=CM zG0mSLVKV$DKR2|z_YUpL67loddBW9|^;~0M00uK#YAO7#;C03&Khp4;R5cpbayl(N zLlJLSV zh}9>h;K}cz^a{eR#ql$g;#s+*O&hc_*tl8~!CwgBNy%t_z495fRX(kG2#N)VRO0R6 zJ5P`v+ef8RYV{RtrqWrC^tfohB2jXQ!Mx$869zFIua&Bm$#S3Eh#d~&$9&z-AouJS zzAgTI=(~T5@q^72Lc)^ld36@dFEwe&Bh8@h6)f$n=uyIVZ;Z7&&$III@U4I`y64&Jc&Ln0ko$w452^>pdLRQ!U;A?j#=;35?rlW&LuUS1W~gvo zqU%$xJmifUIud!M0}3(jL!^fN#z!*;n1n^nj;&4r5%y71Qc?FAI7=%cxNMp{y?)tTpKPHoY zsNwqYCJ*O9-EYJS%K!;hIb26aM<<|b;}GzNW7gpyl~vN2l~RSam6#_qiytl(0}I?r zeKXV~-`*M#+Q{>9RqlIbW8W=_xSo9YOeP?bIqK)mWr0K2&a$?UE2YMQ<;oN>R98wEvOl^zlCO@Lr+HdADi44ev6Rdxl%ZuuwLkenySDQF`So zKqr}5`D2bm!p|>;Cn5XgCfLL~r&9$#TI2>!L+g;{CaxuTpTNZ*gA{_c-)+{M}Bo{yU7EdM9*d2KSbn~&Cu}a zl$o08=hfl>(N-d4^8Un7GVeoYZ=c##twx_$f}rn z_Zn{)fSRH|5mgLQF5L7lYe#ciFB2H9QBK3lGzZ`s)9So-aso?y75DmP>hRE17uvtk z^NY)z&WGUxqBqy3x8=q41w}q{YsF)cLb-mSQ;YEWyg?~F%6z(6(-4Cw?=lc$k2dxeQ7pYp~Dl84MKgF|lHVA|N#^~;XC}SAI97}TSLL3cT(5|;fkS_1o|`KZZL5aC`j;}h zr0@5Vvx0E*W>!pNJ}~!ts_P_#3iSycPk#SY;?D;M1)LV?SLCj69ph}>gmybq8rXWk7*h; zlnT@6BtJe#rx|~~oX^e{&P+0q{&LwE+UqVKva*diCBA~9hroQWLk8+3@&I@wPESCm zQ!qe*kaa9oEum~$a?OY);h(k#BDPZW#|x}^_XBLVjEkjk5pWX*sV3B1c8xmcMI}9Y7RdS|t-)JTuvJ1-vfA z<}^`gCKMR1n@8Ju46?6d2x#_N-eyPKTaQiRH%a>3*6p-+aSF=vOZ(b<5v24gJGB_L zUMz?dtUO!J9_yTFvP<#NuxcIumeWXNJL3GM#v~v#FZ?oLFoZgq|*-4 zkSZfSW!17Rp%W1vlY9{ZDXXm?gPZ~=;kHt+wj!{s?WuL-B}x28)~Zc#rT+en)OOZ0 z^;6#tjq!1Y{#K;Lge(IpDaF=&=30ZWu%Dr}<5_J%!n<`pLW9OMaZ55zaM6^R?|Jgo zX~Lr!jtw*}1^n`(S%$1uy;AyA1+|=&TAW;Kf=NRtMOUE0lQIw)JVxxX`*wS3)tIH$ zTPSJ)d3RRflAVoLD8hzgyHLzr0kEl@%6z61io(IZVg*u_sk}(9<5B_TvbXOQ}=A zJYnQFzZqI5#|*y8_S3@NM( z2aKbcgppR`snyhsFh9DeAM0hUMATn)f*;7Ia2xGwCDUwGi=t@kHa9}FlMaA*VZ%k; zq_h(GwNFk* zPfL7T0Gfsvb=z1<;+kugG z-arXtYL5%UDkT_LyU)$*d=ae*?a!#R!3eWF-r*)J1~zV{_G(F`Z;xqE9(+F!z>MDe zFFprGwKaYuU)-yYv%kh<1~6-8G?)_1Jr%n z&Lqk|KN^36g|A6kG}gQWsd+zW(fgTsjh%+WH8e@$9r+WV9CDC-a;)8t>X^nT3XFZX zk=7;1#vCq$WudxiMBrD1)S;g{-3<;C@t0FM^?H`OqYCT`(WTF|gDGM2D=|kq)|%MK zmYGnDso0aBmyYHuDpU3G&h+%d{a8PB{ivw0*Ndh~O}1n36S)v7s)dI2UKTUVVyT`u zEC19Wk9FdEAr;yAp{Tq6V{Gg+nKn-OlJrW{Y}f$U1`lVrT2mA{5z-ouICfieSMGZm zu|j;l4vh@$3KT$TnG?k0We z?KcQ!biS4Sujya?IloG;-v>O)th6azt$5~f7gl1J2nvV_Dp`5wzlxCCr%!x1lHvW` z*|e0{K6N0O<=Lp}br;gZEW3TKZ^5cLa*?fc?PUO2HNZA}{J19n&l2m2g2;l_$S;nl z3epQyu>NTQHR|EP^^GBNb;-U5p`S4t1gOfkBc|{x;N*xJe)-Tn zQ+r(y9;+I_t)fZRpC1N_G}|osvF~oFW%=CrE5ho1Vyg_Rde_kvm0z)xKtA*N`2#O; z?dYl=aIcpY`|YpktOFyA%BGHG+A%A9kXvBUiS1JQ&?w30lrOtMku~@J0>1r$2H}r{ zwl*##8A|cKcd0riEvUFR;BH()BQM%EUb%@vfwENoUQy0Q%jVW6y5vehlORLEwDzV; zT=T?V`Jd<>POsva&Wy_~;W zNMzr++FzqyjU6&C@61br8`92^O^7_%|Lj25sZZgMptZD+?uj}u#L+D}e%(R81{!SJ z5#BXR!D(h&Zz%L$F8Bp`qKZaeNCR`u;ljzIzrknL_Wb#JN>!HW4>$fwnfD6nCLlJ-ri46j~Okdb}ssis_R8eXx8VJ={2oo zJ{U&k`zG9DPoAEyoz`(AZy)ZV&a3IO?~EeaYy>T8~cr%tDa8up;S?sWxwdwu5*&t;v-GaS#PiIQ_i7xK)di&k z)86tM87PoopUv1gU{o6Bn(6-!SF9iost5T<=vh^5eFCk_ry6edM#CU(63_cp?^J)d zm0P81#!2qZ-RBgVwHQm!LwukI8bzs!TS zEM*SDT<&?p4wh;Q{MI$O-Vs7i2cznKdlwfoU4s3fw?br~!Sd1R47MCIwERJug~Plw z2{EThpFx7=Y)7`des8#}9^_LkUrFA+pNgEb1ylO7PZk6T@bp|GC7QtC(w?H1s%m(x zhCXxl8Pxdn}>Q+ z9Ivc+n4pHFTvwop6NDE%|58(e$kQ9~N5V$5HQrazt`8&W;w9PM-+GobD=|ZC#F}~6 zdJ-JgB_m0ef9O*B5uRaFSFvFY7Nwbbw6u)}$eww~DqcWf4>!~*c1!$C{T9M89+R(N zyv3Q+;!^&^W|5O+8x|K+icd4LM?ILzH+;n=`Pw| zu2_h0()?DWQ#`ICGj9a|*SiL%d#}JGQ>D^kU1PEhdmF%Fh|OY=fL6RW8Is zCQu3nQTx_wAFo%9uL(QqJu#~@Vs#5fCDEA{hJ5{F4VbdgDnj--3<@FiseN<>%I!Rp zu;tm={3w>BGE3RaJyT9eg+U_%2wRS|F^^(!#nx_yx1GFeY+rm^2;ak`mLSfGlIu$f zKED>!;Eio=(aZiZofY^f^5rAhm8-2X8xQlLiZqLP_H;X)-FTax-;n9H?5#P-axsdg zM8@Jy?U|x)z~<$=`|Q^>JzkC)#W!sl zc;(~|qq@|7EgioDKr5MPdGCZ`f7}~gT)DkLbmV!%qAf)C3m*w5&wok>U8FrumqqUf zk!n)sFoAOdl*&8d(USI)GdY<{9z2Js*?_Gblbsxxgts|v*pMoSV zEzuf`6EG3caY)N!nZpob6NriFA*eFT$hzKhi-$1#$+V7-(J;*f z4RXqEs;f>mjL@=V@R0wc#I#q$E=UYvus^3CsM3m?Rui zMx^8?n*hi7VgVi$(|2W1l$y}@r>#RRH)aS%eOrWQ#hO|Tqw#?j;-0de=E>VI4z38A zLRX_1JSB=0e_{p)2Etlg4n7>rRB5;(8&i1>e~{6Rh4;;fKo?sM+~oIx7U(Z0ZE?2| z7=X3OuO%TRGJU^l?;|W}93*`lF8%$=+efP4&a|qIe9=VDX)7f*4V99;E&kQE4aN8a zoVyNdbs3rW!#zw(P+S<&tl4YAVYU9=UZLCBHX)|Hsygf?;0n@_Oqc-3asf}ch3v%c zJC=M?t|k4+wn1dj^y`ir?0@c|0FhtlKmAR0H8WnN3snQQE}If8sG%a56ZvhRlKJF; z-8p9qwi=V!bAVe$J3!64aZos}jc$ZI8~01*6kCm<1f}77sRdedjOv56usc))O=dDp zbIfYv99IF)J2DxcU|1%s2$k!s0x{u5WqMyQ?nQxGP?_>FR1}DtV7a`Z-`DiMh{BDB zN-&IEv#wR6Yu(}=OXux{rf&j^Zmbf$Z&|?a#S22;y0i$yS(O>el9h?XZOYp}0}IJ_ zoQxk}Rwb?Ng_Wx}JLi(@>E}NL9E3Vs>(ii(?io?cXolPiA zxUv^n1=$TAUx8c)$bdI)!K}u=wt>dyvCL1WLPQAtZ4A2YKwvX4TX*|%lJ%8-qldsb z{=rfNYHigGZMO5_iOpSjr0d>ov!2H&zR95ACl5Abg#R274)nJj zKQAJMJ@jFc0CrB334hnobg5bt&=`OYOF_5)scJlGC*##yJWU$00Lo3|NjC}myD@J1d# z1?G-iz=?mVFsHX*3oNyS1x?OU=tu`H9I$A?FyQ2Ipjx9>wpdE$S_a}jef6#=gkDY4r2;O&Tqknn@?ZqJwP>564yX6q9!drxXagYc-3li!}8h58TB3a=2wF~(!g(X zh3Paw7C*|=MQK#up@148m|W1q57XzDNaIPVGKod}59~)$e)>^`S&Z_^gull5*q|4X zHqT_^hPQi3YrHTJY<|fD|KWrGiYRy)1u2n#vd)tR*rI!mHQ49Jt}^;fnoE~my0oCH zkkn0ES=G?%-F)e;T72r0ygbE7+@u3@y7PB!WKK45#nSfV7Was1sdLPt zja-IH_niWAMA*>B?@1!na;K`v4I324-*}ZGXpZRjANGvwEg(-xx!=c2cIFI)uPOR2 zWp}|IO77piIZf|?<*2Cm)H;43(RC&1kn?!Y#viB(+)DA%hrAfLf@H$&DK_Y!mnjo$ zDO{XtgO7v@1C5+)U@G-<6cJ6}nsDQTF_A@hQ>%ya>M_iwI_IRWPO1X%ZioY&d9#Rl zBHtuR?rh7oVnwHIRFdeP&N%vB@8`bZ@N+ErlLRUpqezX@-KGo^{`$U)y_@v@sWs`l zMQBTB0+*zprnBMnc&0;Q>=!t=LrMM-n#i%kd4S>O`4bPYT7V@bnI10HjWYP>PvR`2 z2heyolB!6zQ-&>SjqRe76=&-~B0bX()R=BMo$;6s;i@P=TBSWY^w;L!b7N{qiz-QP0`BcGYh*h=^S!H=fLz?$$wfaEND)wOAFR!5l``p zd=Is77Bh}C5@><+y(_R7v$6RPOH5FJ1UW*w zZK(?1mubqbR2M!U!N@x%bu44uBI%fi1T-528;nEgFomT8M9p=3>)X}sZPALdor1lp zq|}U!wK__Ca3wM!bWGA33J%EAtfcaZp6=2>)}=n6fw)1n5a0@;Kfuj71(m?{b6;H{ z%W^a_NpYfnicr;r5F;g2G#M_QA3k2=bN07C(_rU!nMS86^;o`IU zz&;Y&6Mj~hG8S7?Jp0P0kb~;?7W&|WucD%tdTsiMVneB37p%o%Ien7jd1NU_2kJy_ zI(;{_&Ei0Zw71-ieUn-CX?UiGMdF^;MsFrF_WAB@-|6@84ttga;TW!cMTF?(io^?k z9|^Cy>>3-jGf8rmCd$5YH^(=u2%2H5Sp3NU2-O4pMOFh4-bMMx%(W(B;>rG@He8x_ zO?n{Q`n-OdnCuV%Za~zWNo`4duEyBJEYC(4MXzSR+k6eW+6=kpeD0EHac3TKS{>01 z`3PNKZ(urPTi|ax9Jrs?fH>O&_h{i5i`4tR?oiIa{~_~{V%n2wQLXD&xPVtURzmq-V+2G6*ODH zG^b9e|I{X|VWmTuwOPMZ#i*{S!EUf2EjVsEyX4&Hg+1)jNDl2qqcB{8kD=^5_W4AW zenD%ZpvAC6s+o7}^ zc#LYr+gm2>5M(VCXRH=)K42{#4S53NM`>iDRW26_e2tOxJCu~N-1qU&tH0uyZnO5E zO%2+gy>1O>Iq%T&;S2E(c~+l1yG^P!FKZzpHS9ucfgt#>dAKmR^d#TM1yl2vh4=rdq9QLDhJ94$xw)~?9tR=3_s zQB5MTQ?z-(>ohi!{XBJl%V``Iwwu9{4&&k18so)PQR=r##m^|Th6~fdrHyqV0vm+) z^2?#1E4OnaoNU{D-264>NRqj{gdnpnNOTFILc&g0$og8>WQV@Hj5<}O@qXsVtlqUXb#ULdw@Ox? zN=5=XC$2o0R!@~xvoF|fo{ zI=f9S&NZ4+gD?TiiKmjB0Hosiq%U`nX`AWg1e$s{tt$uzn)E<*c*{?L#gx#iHO(sG zwuOWJFFzPk_Jt@+l|I7#qBP8FqF9}1!9fthsoKw9g0Lh~83Q1&Q_|GLZ*Fc@0%Y9z zP%hJYG7oU?r`>IIAO5sx4uSU_Xbl;4nEBUh;*;T^5i~7rG{=TYwWnCZ`9Jw%zST;? z@YPTYfLVcK(NFXNald1|mCc6l+z%~ntYrwFYmdRyV4YG8C9<9>ikp(DeF}hO60q>0 z8&jQ6H*s0DNkIm2XNW{tfuI49dkGwWLW6+Uqrw|2Ow!Z&Ek-j)jZw`S;Quww2Q*!9 zdcMhHMcj&po1@*GeHM1;1^6uO$1tr%BVB=?fn60~gEOLc z(Yl}@ru%na{sj4(t~Y$_i|paPRqnAbpr$lZ1ud(DpH& zOuXxC)?)mFWAveS#N)1yjAkdZ21&sE4()PTWEe~XpgDNDl5jaz}<=i zddrQ4@QGqyDDK>^aZN`QhQo0XZ1n2sMp`YBcNtqRTT3xF{eSVu{{@c_W=RTsFGxL$ z-*+`aL<2U8v^-;X#_(a+WJY>mrVFI4&xi(Lf!m&hP`80t4f;0$?BM{A6SL!meeGdfL^`A|P?e@^sbkG%8@h1EnC&Y9SAn=~IDyNSt1#C0qduI)ju%BA$ab z&_WqJD@|#b0M+>L-a8Wj*jruKxx>}!RD>T9^bL81(=W61VUWNsCHAtP(u#Eo7aWjhCkmS9> zA>&_J(Exa=RVEO((-Wsm09rXW^a2j-p(Wt?T?O1I*W);DR5Cm!#I&D$atd#&E^eO0JvutGrMo)7plf++5LUYD z%Qk&V`vuCF0N*6yLTMtk`?ZOTU_Q`lygg!GLtKT`%49d0%WA53tB!#*VXxHXd~Asg z{Q$f=2fPMK-(xFDEPR@E!x>c{CNsJiUgjEd)*?WXX0%)Xp646LRrp*R`cbkI9*Df~ z0_tEJo7dv>Y2w9jH^q~a#74<_AxZGChtV*Q2j@GE2+!7Q;@rl_U1txZE2XZQ&Ye8z zSPMWDd1^!Z3?LeQRickarfep|_f)&>m~8*d2}$@+y@I7{Q^o|_$gl*m_dg>rJMeSE zfPl;kPZTfm4krw~>l3wJT7qgNpaeh9h$X`51LQKp4KSj9Tr-bB8h zY$nc&n4aS+uaHwDt_8a8Zr#t21|J$x8GX}fIBQDcPgfC~D~i-P_F|5nEX}l?!}m05 z$E*VACUR&sE21VX@&K*9pNWPv;SU%SX)zR(QxnB@ODSMFP*NbjW+D~Clz${Q97qEf z4}RCoF7#pF(Y0!vV$75R7i{CMhaV_toy=A(kU`=CeXd)DZ`@J>$%|AIb$m;G^i0!? zE6I>O3c`H6Hk0Kx2#y&~&)>`VL~p9WEjk>!EojWpocLptq^rc%xfbwL29=zQzX9w} z67tlw9;lHygkJs?4%biET}yd?N&69ph|?GTYpMGr^dx7)DK!=RKcD8AqX~L5(r4^QluN-o$rvd+dSPT>Dr%6GN6MZFB@ zZ!34i;HtvOKww~+;D=vq^7)w~{!pBaUt>=v2l zCTw?xCAZTrJ`gJYu|%s%N{bqhfc^AQO`u4EVq>8Z zlhcLAbfu$UiN>vq!4Ix19#)u#BC!Y08lx?UB!NUX_d#Bzx^bA7 z5@8_XAo(Lq(-8zg5xWlpM{oXU7x1P<2nn5Klcs9)bg!X!w~ zTbiBo_w{KJGz`y!9<4)IxK}^_ndh933Nr&UgQ(l^rkqF|JVPTn3GWXf~I%Qs8x`fO;6+tYdhYvm$rbW<3P~|VPZ(BhDlS| z6IbLs`epfK50@(qg&1B7_J_8QTMGQb_damwVj$iPz|iS?dm9UvApdZ)$7r_&O@~$` zISZ3P>o#E^{7XJH78=^?Qpz2`VCLg_kR~Jj%`8!X6(xFz!jVX|Lcbs>Fqq=DcOJlN zvFhI5)A7Phc{^kD`=-KO?kejKnbEq!Pg0V{-vL1Lm8c_k;Vic<-aBdsj?qVQ;FW3= zz+(eGEY)hriq_j_FZ9K6{BkAWgb0l!!hZeaLTx|!`byjFE=tnQwMz$fW5jn~mDEUZ zu^h0_O3vRg6G)$i*KI>oO0*{LsJ5p7IFRi$WJSqQpipH(n9d%32kft8!B(h16zCsVN*Je4{u` zCgr5?*blmEc4mJPuk2sLhN-R(5NxOL{*yjNpo~;K?3>>Z_D}>8$hCxlWz4X5u^cSW z4}&L|tA*_)4A}2VXL7q>Wrg1z+=!6DYsnXhXa5b6UxXnc692Gra}B>-zNe zSg(zR+3W!eC`@Wz;IDd+at!*Cm|UJsu4KfD0GVSYN8nZ-yrN2}f8k4S&oj{0U}lR- zxKu^2stzfhF>1T_O7I}inaP~HsuXbpn#72>of*DU90|yxp@m>Uu{a{5eYMV4M`h5+ zeEz~6^Q!z-T0Idd#g8uiQN{41T3y@f~yy>Mfds>b=e|A(&;7uS459B_O#t4vvJ~@pM^$_{i+rXaYU$A{szZq$coDM~zIJQ5%Xj=w=&e z98ltl^DJak0{@VX90Zi)lhv@muZACaOkNUOihakPK4U?rI$ZFGUmxd4vo&|IvbxS< zIVMVx8u@^k*>f6!ii@K?`Fw*G&D8+eD!iNR5)QcRi-BNuO(S-M1uFxe*HHU!D8zSs zJ)Q-9vbbcR>vh6rxpChwSNct_Si^4HjgmVJq)|ZEfE07z*804mPkc+il@^83BFbFa z0ws^t-N)PInikEFz-%RE)T)c2S}SBnrx;t?3C4;??{Y}mr)u{i9}VNKJg|D;pt}3L z+WixvcH{J;y1S*!%L5~7*5AJ6*0tEwpYQeb2Lp+X#-PF!|Mv-t3cnW#d7o_4 zVpEqmTJy=~(JF$lz!i+nSy|FptJ(yzYqc9E(zvKWE@jlj1r{C~*5KD0H(0TqlYQ39%YyaD2&!M%Gx0OzkkG5M zAc%=z{o_(~P>p~sfk6>EY(B=iKk z*WmIcIfiD3(H+Yw&89VUfw2Yz3~}4wOB^ouoTCId@89sH99H1^K{xmQ9P#G)v#dB@ z0?oE$X%=6-Mx8`|{#30UupmV$e%={+p{*>wF=-j;u`Gd7pPX9F95uo+c9~a`1DfT1 z@3fv@-eb0kY8H!Q2rI37$HQ!B#TzCz&>g$YIF=-*zIKAiUa7G%NSST-*UJE{ zTt9w}#cD64FhbhCE;u7L%A~h*vx{>1Lc9gMW&=ge*6_2Nq_wJ3Y;vXEye6qsuIljU zu0f3KXTEuG&iyWH1)9?;=7FtTMBJR5?qKzK{R<`ErB^$a`s(MmeV5+Ne5%iP5)NaA zLIR8w;k~I=Wf5N-DLETls^5I3I@!^Z07@l&CqSI`lin9}p|bkHBqQh{5rS$aw&Ef5 zhjW{~nU5g4|9vtr^cMy67d16lDL&`^Qi>wp{lxt=6W|*jFmVLPX;_|b536v>#M6*_ z*{!zJ=jhsJ66Jj*ccgm%Sdp_5#Y=S8leRRSVj^Nx`I#cw20<$q$*t`=sHZ`AG6@Ef z`EYZQp zq_uBz$!g|g>b&xl8EVrRbEp@fXGdM7U`ZY2enKeDXZI(u4W_NUeNdhvlY?;=mE8oht^FAv?F(qVZR~?4w}6x42yv)YXhV??-x= z)+#bQh(}QVG^)@Yd{wyDD%gXmuC2bD_t6$iR!Wvw=v%gm402|k>1`;MSk&v<#Gwi6 z*h@~6=*pRv?iAf)-a#H|@|Jc(L=|!i$5-rN)D|PgPtqbaVtmOi3$wHRarK%gHdo#4 zpGKxP!CyHlROGeJXvTmZrlB#KH}X1U8j=EYd%5L1u)JKgyejLd6yof5+aV!Ei|{>HI8xRJU+p)TZ=KGMmSVqmbj<1Ek4xI=!Sr+7o8`*v z1o0bYigdgSd!<+jNB9k40chBtbXiL#Jhz@L5eKM5U}3>vs%u#RABE6{Wbb=8aqc@f znOF>iE8O87o8R^?;!$B|$_~kK-C+T291f_yqbo{1A;y@TFb0Ay6{%r)iWy`GE9V`g zQ>Oc?yqJ@(8c;&PcwblUhJ9uw9DEAmKFT_G^!a!tZMy39(M*gfWijpe*ZZd>`SM=@ zReo=A1{PB$1{qDV7dP4A^3TetpCY{E+nr)bTiSg)ELS*3=CgbQM>nkF=BopO+hKtQ z!hg`tX&fmrT2=WOgD-;nvI&)*Kj_1!?Uc@}qXK-d$PF&=MFG`K;81VAf+(UvwK9Ww zz0KvEd|aDtwH}4(>EoaKkJ#rvPI06{#WgD99sLCUl1FrHs^sKFxStPJA|KH%NB0UD zt4%$!oW525j-Dx~M;&u1|@q@zYWlwf#3N+9Ku)RlB3$I&-O<>+a8= zt2-?d!pnWb!u+gi+k3LC9ON}dj|IGA6WS`tjJWqcduS2Awj-1w;d!;b3FC9OEXd~e zKol31r&m0<+``UC0sC}*(=c(9a5F2@row7QPPf@{E7gosEyHI>@a=68|F*-f`|-^I zG+}p;FD#Zo*j$W@=x1E+s$mbH@POeHWV-%iIPL>R@F-LTol&oCo88-Jd!v(;2m1Y? zwJ{t~CBk#V_T&}WT{!|;ya%X-DsE z)-zl|0vX2NXzU6OHx^s?Vdc|lPg1e$Gjk{uyUGsHn!mFKt*>nJ`jES63ykstzoyQ|(25p!{`s&LBU&gE`EMbuYQMU~R!$O+tF8}i= zBb7Hxf{+%aMu_uq2u}TElCoptug%XHjMvIfJeHA>`^eN#;4%g=j93f4R<5$fnBZNw z^#OWn*KWi+y`(QDAdaIUXdvJj;RK(27pFKk7_{&HBpZvNt6?3192tH3xWBNI9ZM1& z9X*pR3diHn$Cd$P3#5TGcurIlYQLM5alqIw7ds8Y$iaah`P-{yfqI6xc$G#Dy&CyC zZEUc1s}DZ~hLJ5zwBqsa=D75HI=X%9-S-Aukyad~m`9U6(ZsywIYuQDSMka-U5fC@%(wnETtbob1D}Ot&&&!}< z+mqXXr1r!SOR)lN+`M1)O&gIYFRhd?j*_$k;crXA9}yu$mJ!AiSHmj#Adv|rC<>QV z#J3Hrak(deoK}u8E&iyCO_xC6Df{b1znz9;YJ!hnlU(Lh&pG%|bSV4IjNYaxF26DP z>{JizufX-XWLy`xEC{Nr+?ePb2KoRUb??-kaHeaYkzv{lwW`daP9CE*A=i0UxU1*) zg>qqZ>cr2RQ!~^4LV#JfhC-dT0_Dx*SuxwwQ|;xLCHdmP(T0e}zh6%+(UPGp% z+$4cP&RUfSVajqlpWAlV%j}94SMa>BwNExJr*Vjv!5DSde0apTm5n!l+%tora6Zq6 z>B?Q2sY1@7K?Y=`X(lbyCgJ*&*h`c{IG!K83e0EJ=f@Ja%L#snH>=9^+cmd&Y)j8i z$T}Biuz=M=KNGTn_U99=u!uEL8{G>SPj!>pj$CA>lHTnty#~`gFXFk?n`Qjn`CBoiO?_@}L07=}r;Sf- zxjv!id%fgO1woPK`5qBPdsx`trKwgJ6bwbsZ=a|P1iOgJ*}&54CFi<`ni}uh-DH&K zP~*nJYk|McO}D6eeUS|zHlo+E*o~P8;M!YMxO+cRW?2TWzHxYmm?K<^#*3s)kHv3J zLz?bmx`;uRDw|%QQfFIR!oIU)8Y)rOe91~lcNOLMX*&ARz-zUlXfyOxUB`M4VY3Bc z{vqri7?vL#01Bm$DyT5I^sd@W@cE3#VUq<^y=CMv84c0^&Oga?9>2a?=`(mKtWJ0i zFlVJ!!@A#~^`;G9U)$Gj@21PtHyJ6Z%*1@iKOnd94a$>ujwj$y%D#WI>npBR8kBqu zpMaM!Lj$k%BCoWXP`bA+T;@D@mNQqGvpvQECW0?ppNNc=HHuQxW`Xvx!zM4Ui@I#< zR$_|tq>vw+x^&kF-;b5Q$C%t%tX&v@i__)QD3^p*T5ZAlDe2cG^SfwKmFnm~G+}(} z(44Pdn|XA_fN_wcN+-a0>E!S=TO? zQGC2Yg^xBy9AjnfQq2 zUC7L_7>#NrzH1A#SMIFN(TilHp089kDNI<}%8^qqvc=x&uL>sohW_b)<^_Q3e!W-} z@c1Q65e#rgjeHQOpW3Kjr%a-@?QnUn`hYislXSQ1&0+7VMyv2%bRjY9$(@!)QbFKq zfU5~?zIWSb31P-Jl7%ymE%`nos#2=?E!jgj59$xUbVou?e+20p?h8Nn8oo~?p1z18 z90V#4YyJrYEn>@^P5$$usV<~8c+1tV+rOJ$%P9zq^hpxdY_O$+CoSY9QX-qpT%Af( zX_78;Zm(Zl!!*3SlY3BKkEVThrCdCBr!P@jh~%31(<<0&(bu91@n}I$%{9+r%zA&8 zh3LNDZG>J6m$U3LH7af_-5##)@00aR&M&+!T@Yq!=89d>d~jbrN|zw(Iixh9T>L!F zu(KPIKTXCSI+1M^c7Je7rod04`}KJn_ej7&y<#v~XUB2!pj=i7=l1u0`ajb;S)p^J z+q@jqBE2brDpe6Bx|UbRZGYgEUfaiUZ@8?_Aymsq^k@)I&$ItoA;Jt08o+6+OtF^E zJoZA3{n&Mi4=c&Rc?l`+dACKPYtV^7oiRB!k_l(6ExE{dZ?K9hAq;k8FU)tXX;Fgb zuQS+G(dvG<*NVF74W7)>7h*D+a#+BR$Ua*)8i|_$S55S4IxO@9abDKG3>P#tyJY+z z(HIAgj5=v&aqY(M+!N&Z`0ofWy(;H87}a$HA~x@2)G1z)9d~wG5C)aZq1%YdO@2Kx ztp^ZQm>;#U2wN_nqOKsbH zN8ViGj2WWEnY#2oLQyo0Zz`i+*3pQe96Nr9U+68ILkV|oN^ETwGYfn-Esa@=OV$!m zl5lkKKw4bkJ^PJ;$!p2Ru)lGB97LKw-v>Yby;ygfg=d4Eh-H(UoSY({i|fnjy0E1zP>kFIXgdo0VQ0Y&Y#bcr zyla82BpgA;CiT%}OOm=Uw{Fe}IFWR>i6H~|q_Vz}VcY9)Gh(6ix;qREMa!+gH4x)|guW_!^j&iseUT2#Q+YRWQQ|Ssv=7w-U zCWHP5*w2teIly3~GYS@ZWd?S(p6K<3t;hTF|%;CU9_=H6o;hM8LbV@W+vGKlemnYTe@$|{NgcOsKvqMqCbRnT3V*}^G# zxLrKcAP=Rpx#EgO=qb}D$o)fzo3Dawd;NWv=_CR*o6R)N{nn!wGFhy8}N_?k~fgovr-Q8!O95@u)pd8|i4&X+qsq`JG&Qioc(2#%7ZZv|gOs%!|D znlYlKavRgKJ1Znd!CbUTnxyZvo@xqQ)*to`K3;ASO99f^XZE=fK!bSJ@6c!zkUw`! z#adXQu(fwKuZGE&&sCK4$J)^)W+f4fzasMcGxhSeI@e-R-s0~`!=z&8UK8(KX-L)X zbpOI=%*!&wtt^@;QGmvs%yEq<$KH;u8aaJ1S{Wo#+FV{IE7KrsVY3nTHl`dIUEX@* z1@>Fiqsy#Ajf3^b9^mi;FdsORj zZEoQ^E3WF+?G&hX-5sZBMb~crhtC(Nxt34FkD@~;rI!5GGYyx&(SW{}2dK}<7GVZl z7~X_%b=G&UWYFps=X;F^iuGC>^z+-k^Egj9%lxXDBQ;I5-F%%RGa{9Lv`P(oV|@VVbx^Gj2B8Y$h~= z3_z!&5MWQ2Ru9FZmw}YTGWb2Lj$=H}`1%3WzoWqu6ZT~2(ZZ*KAJJ+BbX$?QtZ`El zFCoyTD!aJnj%>Gq+uG#?W~p!9`s;=KYVeDhD_4rraY${lXkoKb@Cy#Lx;%>xBN#tj zTfcR|qjmT!-Qn9>eTYK;=(>)=LIBuVaLnrUk5OP&4MQVdn5Kt_*` zy#U+P zwQutdW~WWI{M9z^dAKCYbTT1^ys|5_?9(Mo_?z5dpUPYQ^Aq)xhoEa{@#4R=xMyDY zDt%qdUlS_7*0Q}+P>Gt1Ve!LI2zNUxSA8X@DctgXH61D6?~1h*gLH8=(&^UO`BDo% zKKP-Kz$e>Piwi-SHae#dH){GU%VYaF0+FEP$HlS%s}lM`04rH4a=fk?nbOpgPft$ z__8Ey)krvz?X=TEcbp#e<9*;VGdo0Coip=q#bQZUG4hT_iMb_(Ka7s-1)P@Zzk2XX z(u&m@f%Ey+P>-Z^VjiX>Ks%vV9Ps9O@aaR3%OoZCo@6T2hus3C-LvdTc!9ZhTzi&Y zUH-)j^48RW0p{jQ{#9J#NYGhcDGkJy?7!PA3beVd*IBOc$)lARJ?It*S9?3T>Afaf6vI&C}xq?rd1)vJ0Q@o)C_sRIcSqvz) zkpcljt#=m`F$ma(lIRoYWKZ@IJ*3EBnUO}r03#ko4E~aaYzt$Req>I!f$n-K<#Vb4 z=Rps!VA*y*j}7ELN{0Z5+B09p{@{1@2XLoy&g^hR6q{LG+P&_nm8RuD*h zSgQ@3Z`l4(1eN;1Esh2Q2>#ZOI-ibW_YKjR@?rQ?1jPi~jCjRx8! z>WtwkHA;7kXFG-$r8zs(7Cvdm;-l%873^t7PrWzOS|uPH5eE{Z#Y$px zdy*}0;f>!*=i=wWaUM50{e)7Fi_?s5o?neUAHU!~XRZmldTtLZR-7I<1@g?ocB8Jy z#&@5v{+89hT~Rq({=VEE9<#P=<_j< ziYPA^!#i4vjJtuJ`4F}Rg1j!8_ghnjDDUuy@zD;4kxMMFi?sF8PKOEhC1Jb==csvj zbXeAYwYpTQ>E+A3U23!=s+Rwz5i{`Wo+Lcn(7Os3PkiWIXtkf|X^gm^n~jm@{rbSB za&wEValk{oA9M2OLyu6y`e2p{1GZHQVFz3h*;usB_RF;irGeE>Wi$*jVnh9XHqy-O z+`Kja?%n$=rwkO@*tW<>{DQAL7j$HFZ4vqQ&_2gsij-M<>{16{NAyz#6a}7M#qz?9 zOmEz-2xj0*5B5p&fQs{l^3$(7a}j4dHt}ye&|(JJ7??hguW|Z2QkR4<{;f8l!Y82` zMMGC!%KSDzGxW((18>eC@{!LbWFQ6PJ(S`3hqr8xO4^dkyr&Qr__l5mDc)cpvs8s% zy8h9q_N%$K*r6GtR?mg_y|$d|pa{5oVgt3m$z@MMfS@I5NE1%&)2_nBnH#y*D^ILx z+qHr?W7q3jn9=3CRVmty?f3|g~P5D7-t(aK>q<4dNonCt^`nSBe zgX6?5uB!=OVTDPeLVr&VT62CRlLb=%b%Ig(UY$UdVvsjF^T?;YXkd5%2~4Dm=+8zDX8y z;Cpi>VAaP?#ZUM8L}p!;>b$ja`TaKUqmy3d$i|b_Fah=RXJ=1oz9-gvzxDWIoX+$d zwOu>R1W%3dGdole&b-9fP`QIT%jQ!wjF@1_EDTU-@5!jWk-W^UV@)2_Uer|TT~?_^ zTH8Jg*u<-pjZY!Qk`S8B$8d}kPIEsYlDXYyl>u$U+2fJDnrJ>_=01zWA$v3N&h?s5 z%D@S4ui;0Um-<$f4d>H<({y-x;*I&ZQPP`=GeHKXuQ=d=UIOo`XDtWg(o;YxB_^i> zP|lIH%2LV}VKW`U#O3;&B@s}N^F0nzrr9B6^X4cgZsLuW$&)AFF^1qC)3espA@8ZW z1KdWj^(nIk?ukz(%g0=KllOvqr_8l-@A~8_{P1^tEery(Wo(~R66%i@yM*DiCb2s= zKK*db?7K^4(3`qDw~P0|gBI>0Lh(}aY}p;Rb{DGqO{_iJ&n>&P)yP_4-#xl?ghMoI z6^&xcLTGxLwJ+7feIe@lIN2Ll=ZFMtJ*TT`3K53TU-yS6Q&hGfz zVoFyp(&)2c0tM^}BIeYIONh54+jicXqAI>w`ZO~$@e{u*-6>Ke8^cd*s_a$6V;O<; zmQ)bs{-uY}!f_<7m}Q|i2f_UKLr}Gd`Z+qZ(}u^$?#t?&>PBfzayE;pTL+o#Am{utr!m( zCh@ggk(^+aJE8R_@s5^M?@@125tPD^pXd&d@J?iEp-BcKuP>Foz1!ekK_k6S97U^p zC$=U}=cTBikk}@f?CPoXv1W916j`51#bW{LbAS4>bHPK4AW%6 zjCZIbxSmJ>^`%Xe<3X7nepLBY zR)X|3*(5=uDKx#1YAgElW6rO9+H48UbcVU9+%%Agut-XN2aM<69Ahn@d0LXD-$_!o zr*7yBpB&S@gOS`sLd(|e?rG`3ljv#W-GPr7rTwUSI+5Wa0Sxc;@b|U~$Kr3iRHXy6 z00ByfnDKv@lV*Piv)tcFGhV;K`$!HaukG9|WU7c}Fp&CslNMR!_>0)fKxN|hvWmVR z6&`n?!AWq2cm!~ay7+m&Izq@-3zFGnztto<4#P+bPOvTOttR{Kn9iC_XkIsZ0s@<4 zn}7W1S^r?cIxXhQ#(C~y%e21Pp|!z%Z6IJG#%6z`<1~DfjJ};h8@Zo^V#A4tx4278 zkDp}y?n&^Ai}!l>k5+D_Ine|2T#(_y^v}X=M<12*;!LXaorl}-cUf)D)c3F5W=h_R zd$SAlMRMYOQ&Hat4*bKcp=_kiUcrtO*Jy{r(17Ca8zys#1`OU_?zp z;_;Op8hEVzqp3r$ov7Uey$11VIQyXSd(KE?)U92(YdNNmpI673Nj2Lgx3`l?nf;i1ie;DVI4c)H1!)v+|ECJWM(|G!*jAs^Z zPg7E-R}#4@Ggt963z3``&7;bkeykBJKVDtmGNvPYaf*mx_UjwfVfjqJN__hj33HFI zNumjh;atiyP^Ds{11-JwA*g#ov&D`pM{1Hlb~5YllZ5a+n5)amoh+f5)$fBj3$YNB zVA#Q1B)BN1#7me4X#H5SuFd9?fwUU#ZfeB}6|hLd-5-t)Z4+i$V`4+>hk|?e z2l2^_KUZBoTE3Y{380{QBli0f)$3THq8+jw(4Pdj(Th(8C`Yz5qzr+_{bb4`qCQ?85B9m!l_Q`{leTXoj9x6 zXSvzR93s0vPu2%j@_X0y zbvyyuF|E0=kSEWDWvP~E9(PK|DL3-1jSWD-b_UP^_!A6^h?y0FK`GOx+Ry?OLr%bo z^N8wSPlz7U|C=!yn@4)Cb~bV_3;pHI!iCyB|7kyLiEaQ~f&pvy-PcD#{2*mq?BRFV zxAIg2frZpiGZKs7wPr6F2NXgIncm*OcJVGefG@LJraBmlhY;gbaUSEWI zT(+BuVTajDl*jy}@31tV5Sy!mcK{atPobIK0$g$t{eQZlfjk#K{OJXy)ck9$o@yo$ z(jYf=(mtlC{Z7igyXlN+ET>utUj!wC(99UbXn1d;vfD4_SB!j`S6XJ7SJCmh3%Gs{ z(V^y_zeuZe*C6|1$90b1YM)~w&>CQN4f0o9pm;=B0XpH?tS2PqH^FL`}Su`q9N{YlB4^Xuo(Pg~nAq8iY~4nH)awlU?NcLLx+*M`q9e4oB4 z`lWYei+(Et>x$@Xh?Yj}H1z@IC zTNA_WpG@BWQU3hvuNh2WAUE{&sXOEHm<8J7_Vj}lpac7b#_eJ^UW$?;Lku0BZw#IZ zderI^81<57ilfzx;IR882P8AyQ$C>mX86}G{`E;9dFV$;2mlO$GoK#H1F%Z9+~ZL6 zdk9TO@fM(9mkkK&O@Bqe$SA`=Ykv#B_gx78Q3jAFm4ir+>M-aw(0y8Iir$}fjM=j1qsdlSXhL0KLJ`DbL!2lYkDB){`PY!&1c<5Qxr!)R+94@a^>Lh*4b~ z(2PLNfCOFL=M9lRWHN~i@&Kt!A)u(p-%LsF{{OcMXg?^R@9hyjEmQ~>bcxUFEJqP9 zA|hhZ7mUURi02kwi{i@>pEi-85)ml^l9>g7dZ?5>t$GP&xpu8YMw#o%J?;Jfb=`j> zK}|^=ylyBWgj)52eyVuzVHyqjv@Zlh4QK;I@Lyjy0yJCS zjiqs4SO$uvH3|ud_#!L-vdPns&c+i!Oe*ftNVm>{1Qq>1gfv|kAzdDWiAsM!v&A;u zOWVi$cVZawY{Sg9oRdI0bu9{mGm{Q5$mj$#r67RQ9P80zRzCvL4_&B^U3DDpl@!-iQ zD5d}rA4@>6aB4$TRFquY2B4^T2|o@tM*L5`yXyn^2biwX*TLm1PHN#ia37Hu^ey@= z^56295b@AHNvBsmDhleU4dq}>MxkVp_1qLZHfaJPtmmB2I#dd3{^qQCeF;Cf) zELVpKnM=KY8t{_PhKQR`LoVY;ssi|pPM#!egpJaZzJAhfrc|e!5(4kmypq`d*D`M> zNP%sAIn2C1<7cKY0yvOmn3{c^b!NKt7r>9xKp8N#H zbdRh=)v(|n=TW5;6bjlsZd4)(`SVn1wW^5a(|O`wy}`dV&|OzFVOgJz^2pyP2U!m z6T;@!R@K1>0!u(pPf=(>92*uC`3BgIo0Bz0d8t!nL`*6nyY?$AWCEVcNdmPxx_^#6 z&DWRMC>`n?!yTUDLp$H&-XaTQz}HW52FC)5d&$AJ|2lghmNEgS@5LnW@!-ACI^Zk- ze+Pey*8>M+bR2LNOTfb-*QIi#{kmcUgk)q83AjG{@_gANcH;4Qeq^)X6vJiy*ca=F zo>TZg3xe#Ul`m1ZjANZLsv_8X>dwfa0 zUe}A}f9|giwl_CL0H(8C;I#RL&52uRP=68uD;9h>WVKpuD4%f!q%JKVZ_n7=FD;%> zD0KdZv`aw@hzbhe2L%2&Xu7gWN#a@hE08+v99Tw6xJMw{M`rTVzplv|NDR@2dLK$e z0D@5a0Yazf9^JU%67Cy;*nsA|fcqCXOnM}61{7FDRrSy5M(+%uhFjbSx$FS#+o>k| ztqk8^VGRES5x+7tRItt5LNGlRIO*%v#p@g%avjy#pA_3i$L5Pv4*zw|8K1#~K#kT1 z3JU7wh3JZ;{67lfhx)LtZzZwY?NPc3{99Y!QXT71^|wpeQ|YudS^I73P<^uWJD(n0XR(%+=h2al9wYp#zqc*Xs2>J9=CH$GEEHwnT~Q;_!FOn*qhSMZy2vIa2VT?(F9;+XF;j*7qwBxb^U3zoV{uXBW!S z(4>|!#Q!+sZsu_(%bg1=_#0_~KuZ0->v306@JTG4$0;V|&(V=Q1pe8swvab1a`^ko zGdT}$cEO<#O648o%O>Vs18%2DYV_&Tr&#d^@%OMG9e6Pbi79|v3|M_r$yU*Yp`#OYvfFD*e83~ZSkT5xD+OhyQhT#?38DUg!} z0!{&-Ih}k=_544#ArTJn$)_QP1vnM`k9RxO(En_Q0;$06=Tc=j9=@P7@fP zw!GLKiz5*Y;)*~|1%omLK#jJmIV;VMvdB&@E`@*#P65)mf=@wVSP-|!WP_Yx9%JQk zxTA}L@Xp1IYq1NR7(F?^glqv?*#0oJ zgOd`aB&v}leq1?B4}Z1X&B~tPUqKQKk`4vF8H;J4+=K-Ju7O-aes@R|$s3EO)hxI= zm{+|%T&#D-J^+J;U-C~$jvh(iqR?en(VIq)h{tu$!204^eQsJFBldG*%w zDiwOoF_gqPvmn1l_?1o{!%%2Ee0(_u28Njuby}Tv_xdi$fBrvD2sFLU?eNqnZi@{- zQXgLXKC)9H8gb2_!ClA|@-M3eL0bb*M9Vsdew>^HIMPnAb9fTn^z5gZDb@0GCo%nhs^@<2c-%Ss8P$6L{9+<7-Qm6?C zfMK^?NdnsSDgN_4eo!SSb7~bkQSjb5_?1>r*W>~3Fy%UlI7xHflFcWZVu=k7HEO%} zHQhB#|7A*f_6OChfPP|Fzyii17-} z(mp^p9?X_%vRTbg>9l+)RvQIqGA3ilWs3k}D5B5h;6oOG+&B|1j(N3852b0V6j>eiKOb1tWLhyA*I#80o(Otq{bw;M_k5>{u~F z^V+U(=~Nl{&B#T#HCs%QO5fd3H|o~O6Q44G2?f37fM}76$7$O|FdYQwwTrg8oOsWF z_}Kc_ECr;%0Eccs`+IfTQ&{zp`6Qdu%>UlhVOU78O{9H-uD<}>5dy|iSj{8UN&&~4 z1mX<&&KjJWyz*N=-&x?j+@Mje^X1M#F0C(x-Fgb(YAZKDu^0J!N_&33F}_X?p9?0= zISWJGaJxr)6(TpqasCzf03*kR82O}LiDF?+M@Pry)6LpHk5-AdkoU(}Dkb%cK)Oa~ z0z8;ba(y_K67t{$aAMn+Q%L*=n3JP7yLAjwxJ3RQ)d@CqvaeH(OSH(FxC#Bt!z27P zyZpYzf9)zNd>b6(tAs*|$Ay;{7rB6>y(}4>v2vainl!R503f#Cgj@KqNUj6_pt4y$ zU8pE4^$!aj@MahvA0NiYne_bMW!}C6HsZSYgrFp<5ITNLJrVz?|K`xREh1<9U+W}; zBs(YwMV0*nfm{i%$F)rg(+B@ACfOo^7IS6VDs8ezVd$+$U;%0%BmgfkY62jYVD(S< z2XOlK?(Vg8y(*i;|E@6x4%C^ZCH6L+%!2V1cF3p<3~E z@V5^S(*WPVKX29$2)+lpZQ@uuD36lG|A72Z@chgtGL(Tan!V1K=UAG1KtX2`h{;sq zp_oL@{o+S|Z>lW6u7JdO>U49Bs7eN0-F}+CCk?q!hT$Mf%(Q;$u45x6_Qj&t5qmH3 zJ!(Hr(8oK4;}b66__zOq_SU_KPap3bAvgIE(DuUP1?1--;30daShX{9KiKhK`0oFc zlgfetoPHKsO!=!RJoweCDagbdpawtX2c)C&sZ|SfJD5Y!|Opta(g5`j6xwz3NWP* zbA*D{yW2n+r;&_bV>#|g2{E^wgq`l9Bu$(SCZ7v$bE8i$BsToPV96+=3P~+7%x2zY zRYW}$b4uRQG{XuvF_XHlor1@sMMV}XiPuwJ8{08N*HzrWy69YG7^WBp&6M^3Y z?r)ro-rc)-qCJ1g4yj|h^YQsb^oJRA<_>Jt7;pP8h>n+2o3fpy2=46u6DIne5-QC^YAl=>F zEg=mO(p^ePcc*j-2qN9FhimQqedovd&jo`qp7*Ku4(@hlqKDSElaN5%B-9#9;=cRj znTuEy0fzwixPL{m7V;0 zm%yHvt*=l)vHmxy_Uhg#dD?O{`clgt0#pbvUb|6Vkfh1e-n?_2yy4S{FP+SL7w}1G zjpfi@W)Z$DC?Ow(la|B8$xB^a5V_%8p;7*#!jJ_<3HNh{@uoA_7}RLtiuMj&O&y{d zusG%tD1(o$4TZm5(*z@0UlcOaTan@pmjo1DA^Saq2_Sx!*g)N!uB!7%Pv!F3thc)?bO-pQxeeXG3DYDQN6s8Xy}Dm7+4-ViczUOGszr@w zZ}Cul_$!18%N6K;eQOs(LA+KBB_s0GURm(f!Jm0E5MPGcvAc|)q}Av?LUy1o^Lv=Y zDb~c1(qLCtiCx-P%&t9?vm>Mam)`0AfQ3Cxk@u2NNg8K~pLk2zv432t(o~g8M0bDr z3UT;_dyj4K*3|n7%8y$P*`a|uymKzDuE?!;Kb0rk6m{*YJcEGYj22{a|7GZgFK{iB zsMBAZP-r~zB!$c<4O*f1((Q*S+zPNBkp>DUMWEC!Tld@a=1pmpx3J(1a=MHT)rWa+ zK2;`vm9hQHVtX6I(QJw8XL|$xZE5NA_{eSFgtyQFg9By1^0+&p~9JM$)={nwu7E{OQco8NHK+31Tg(!RQx0o6^= z>>WdR10E)$tPK$BESER(h=M_heayLEMx;?`@%O(Zgh8*C$cf)}xTTpNH|}S#b1(5y zQDT)@N=vHVe}TjDJO)P)^2w+&=c~sesE-I4!p^^3KfcQYNN-1@dsr@i=p+S!l}8B3 zVsA&b)n+aw;D^}0L94*3b$ucDqQ)^}Q`%%nxstVe{U{aFsjT_qzUEbLp zG#JAkGE;P)Llns#Ur~jjpT4DJYYe(04LUBa3)~l)Bo1N_=42@^@QWHX3 zUm)!bnkHPSX)RDzv||$G2=?jRa|{h|=flmi$7@5g+6CgSkrha|c7DkMLJ;l%U1rG8I)6?$)Bor;42tDO)xz5DT{Z$UrvGUkOZ0SHlK&)` zO@-&|H3q2sP<(*>+cGiS+*#A~k@3RLY?H~v<?Ha|+oeM{I~aksvcE2pnyNP6t+W4h+u_ao z_L#aEyxuUV&_np@5|tb@za#mGS1Y+ecKlTbWkTd69Ma1)LAmCvchWK0jAsJGW zpFdIl`)$7k(C_6_lI%)cC3z2L<$be*FG}hL{#$~6gmifY1#vk?_HJu~`}Yewczr6;8fN^wxgiX#e12UM%Ib_hWg>o9Z?t$1YHV z&0+aya%ziacdLiy@xi?K>&W|b8+WXXi|Nq_`zu_^VPE9Y8qWY(Z2C4*+Q84x?|QtV z#HMpg&ikWiE_ZFnwzOxgBvKBu3q~tcST~dj2yvvGP>2hY^Lo_xW5gvyUs(_9p&w8V zXy1vCK--S9rH^)~V!GC7V85qy5EkI02p6j}D4fA02~YY^{52 zGZ}bCjQHI-qc4%LC^}7=_VFUXAd|)Q<7$e)(>1kz^1d%Y5`vG|$IOAe&cZ0=u!(j| zTpHmx69zQ`^BcYQIg|$$$ZphkpZR}47FpxRr*;iT*AbSlqPj~-=45HR`mcvVBJ`wd zdy0iwr37PH>5^bpz3qqgJc;N_drLGWN<8x; zkUYzJ~5*!STGd6r+5XP;(HRyUHdI@}PxSnf*|U6u zYD(y=qc%E4ma{Ht)ofJDpzyA^gxmiS$2})FdiM*a`DyTkdu~74-x%es5sH&Boz)1? zxYDls2lZ_RBn6MpfdOFtXNz5hNC?=~CDQoSIUlkl{OYFsm~}}K9CL_xpWHBZNxDh= zbUy1B_5)rYmd3QF_K%|CnAOrvU@|=ged@z14+2B&?kYSALS`-W-+ss`4xonSPG!mOK}@u0B?@ydau)W9f6)zk~9l z$rXJ%_&a2%U~&P8urGaA4g%@V*zVZvU&R{#XCm-Ngs*3jA}Y8LdE^?RD>{N69fF(+ zpw;_URfdY(*NVTn?TMPdaf{>QR))j`o++P0o?F(2UY$6T5%Vf7zX+VGDcHYhI}+SE zFcK460rfu4aZj8|TfEMwtdJO2eSarNv^gSF(}iRWJUH6zO&fdZql6Ck2FAk+w*Asa ztCpe;*oSXk(zh3%)OE+B_>j{IiiZ z-x2vX*^^3c^$?1S@bjhxEc#l+&6uWWGl2?vR8dV#%;mXOT~qD0ME4QFYIi6!dRQ=v z4o45{ScsRry9+L{-Coca?_3-<^^ic{K@fW!pLE9_f8^)o>caX2dh=TTHg4>Np2ZW4 zPsCU**TS*gevGj1q^%pP48qpG-BOfyzTY}p$2&a1xVT1$0EeA_iK4w+r;QD~;E03- zu9-#QkeEE(LW6R|xRKgPeks)oB7SO53&RaST9;M*DzHj$NjU@$M?&O_Oi7o7r)Hk| zb;DZsN1jDW-{G+?9uW{9Sa>Tv^&>X_qwbI$Gw6VNc?NaPaS|Frgyj|8v3cU+p2 z-vKu{=FsH$cii#`*mIk!tmy=r!4QmZd`|c%N(&_==m}#02eY6j z*!f)s0@g^g-{P3)jl5L}_YQh+SB;`pSlC*xJ?HEC4H(@oePx>Br@$1zv|0TH}2O3a=PJl(h>G;X2e zGwKZw+#A}GjCg-Q0W9-)K1p^?aP+U$R>e2Lk``}I@HtY0PjL7P z*y4ki(EKjmY(EdqrNhKWq91;tqeFHoLd+1ZcbQUcDq$DBwUjM%v zEvaB}fxJHM+nKe$r_k``Ivb^}B_t*tLEq1|p04*czwf^Rvu@=3NW$5-KRSZn7nrx8 zQCob1){C`cU!C$&k1N=3cUV+>b;O3Fj6?QqU_un+u2(VbOud{`XHes4%--?=&N$3Z zi)ry%=pM?f86HHzw;G`y?4tU(f*nv-FzuxY_@_B?v zZgeFE=Qx?k2x*e1g$5%FH5Y{9P8A=m@i12fnR;s4rW}sASR~Cr?lUF9+r_>8C@~<$7a0 zPGk?W@Hm|b6W}LbC&3yKeOps>`lTeA8oA86*ys6#e>2*p&+IyqFK)O9d6_Ii>HE7? zs*>Dg`bJoCM371Q^R9H~C(S!WI`A#i5E%pf!^s3Yv{&l8{IQpvO(RxgTW`&%`P{s= zkElaTMcX_pY9ag&-#k%l4Pea(33sL4s&!-dfB31nzQ9@kpi^c%qX53OxVF*E?%PJu z$@c6D!KWI0s!A!2X=((Oe39w}>p|Xc(1}qAvMUDfzoR&2<%~g7cg1gI3g~*l@39kA zZNl(QDzhr)-b?+QAWmkh~Tv zRxxq$Qo9x4>f<<>AsT_*|K9oce0h=qk8kuftrwCf_zmu&P4I~;d9xl^mbp(hsBpbvNT z_5!>!RYpp-T2!89Mw{HN#%C79Fgv`q{gjvD)CR3$DvwGwhBGrAf-$Hl!noQZ@naeI zzwHB$wHdRhRGID#;PMqMybwKozK2Z(kvMCoC0zPEEMtIg|1G=iS6K8K%px=-VlXH_ z0_M0Ho$bfff@%5VfVzTkShSVpH+w;XgEG(bMtmz(ZlZSOcjrjsbUK^N)MjZlr|N34 z33SAn$;N?Pi5tC5E)SGq&G+O2vS^(NWa!~%}4+&(mWA%_Uga0|XR@EsDVb*-5fec$xejg`j0{IRDK z^)4vM?365r`msllRKZ4<$*sB%%V*2$h04>Pr`7{R2S;gSmU`x#TG3mRL+k#~`M&YW zq4bX(H~F+^{|J+!o{i#6tud|luRD@;H1KxKYRR}n{yXg}7y-du&h+KX} z(x9_MRc^MOk+ZXg#Hnrc@+L4>-yz4FDUWW+R0nV%OeP=X7{@xX5u#TpEH1a8z< z->^yzjxmWE!#glhK98=C>V6gcD^7C_8}9U>4#2N~GpNVPo_+IB$QTUT``rB1hRNVF zKTn}ud7`uEbRQ-nfy6LZ)IL8~*!X@IQ;XN>kAyIsuOwl&zwPF@+yp`inySV}W~njh z0cI>1PC+%Yy+XZkT~~eT7&cij?CH;l-(fG4(uP0k0{{Q1nc$yHyK8PMWefAh8qd{u z4s==jeF^Q;)HlKCh%|Uq5`v)V>|N2nhQs%T<7*5L2Q$#@fjx;lUxrYrhjITbk>GmN zojKflU)lGKFlryYuHhjG!O^pSU!D}*u>Hj%U@_(vMQSwl&*uc#sn7ie?zCh})ZYNH zlJ79V3-{=BL&E1|@*%5w%+G$|xamn_U2D!zI6!y@#7GFG1$M~ciu`gxlI6CB`xevM zc+#bH$P8pkY`?!Vmpv?1nfdnq!u#Qm9`7|$4hj<$ zssnod(7iwwTkQR7uB`4#S_0$=_%f;?2G7fckADhN&Ubw^!u5YZO+bwiYIelmzg|K{ z7yc}N0UE!Zp>eFEq+%XFk=(oodIC*(8;A{=1N)fIH`<)D^jHou_89oEVL{H6j#U! zh$BOvIjNhO6+Bq`N2cir=pW$fxweHO)UPirSH zd}JJu)cW2wawr2tO8S)ig*_xJIU`{!39d|oT>y8TbT#l4U2)ACTbuF!v!CO7!Gjxd1VPR<9n|EvJu?bsOYHw%iLi0V2H^6ZHVCBZ|YDb_cPlPk7|+ ztCNsIF!c}yzmR?8g=w8cA}TOU6!%tO()`|~HCGp*`G0C_XA6)V6n%XC#9-dpVvdebn zBP1h`h}@D#M$V~`RjpS~Nut|@V@}ev4LE(4Ei=A2pLqEb8S`xluYv!Ob4t-zlM91e z8NGHVhx70l7VD#&{JT^;afVoc*HEYrsVRdJcmw;B2r|ofY0d4_xu<_hybIzq$4okeWJP;j zGx~&t^V9o?Xfy+lMSNeJ{IMSvQlDP7vTpD}rPXsff0n^#chJ8NBOlp8+yiTUJWDof z9mABDx=aPKJ#0Se^K*6bBUQ;8ETMq|>`jOirE}{Wgdfq?w{l3Rsua-Z+J;*unzRl@ zY;VNjayMvzWSNj2kC}WV*Sai&#$~>Y{PSju+$a5doNj$IOS1}|jIRhGtDWc$ZFdJz z=ANUSS+IyDFg)akUh>=_>v)-E21fl>z#So@PQ3_SB>*wH25eJRfGaIzN%n4f5dp^m z;lw98f?>hD(AB|dw0GLAa9{2G6zE)Xtx8=&;gzD(XOaXm2d80&v3#M6QyR9D2&zJH z-w>8L44_*8Q{6|CLUt%(Z7n|ff;bItrMJ%-i_X4*<*#sk-`-HIkxslrPUg`{o};NA zN~%k!2pI3l-)|)ddY`F%|GD>lhhnn+Oll<~L50Td^FNP3bO1l|e{UQM6QHPbU*MQ( z9N)hy9rVh;&h<-yct%tf&=S{hgT}$hT)$tLVRb0CLt2WxXdjwWhbQr`;WEWxsyMvD z>5h^RwtiW%>#o10kIy>zuav&Wjyg0D8;bgH$nN~4g{TX)o3htE276QNR#3Emp(*Wy zEGgip&@ITXel0%V0OeC!^ohVLIpAA(R9|f5PtNOSpIHCbPp5O_ueDY55yl-dPB@d2 zB!OQZS5)vAj%0hKx&tKx_oUSJQv%AunRjD+Yo5|SG+J=x@|`YuT-q6Kowqgj(yd?| z&@P5r#*i0_Hg~Vyp{};`q!{XLA8*SP!M&Ev5C?}v0?|kC3hb#`Z4|KVDKK}Gm0Ba@ zRDNsfBej?uxcAZxL>qR^)GO&ZgL#+y;5&jIuvbZBwL_6Ax1tZ>Gox49{DoHljGSt_ zloMB-G}2}eN8CbAux0+Xm$Ot;P=_NM>wbKL6tVYOi*(|L)vOPvQ5WN!16G=Pdfs-m zC&oAp*_d3sKRV26$^Jryqkp-4=5J54+g4aHza(9<`@9KZNcy3h+k{F+!+Q-?zzwq* za*|vkkVA$=8g*$WbWktb!c!-26RvDAt@o=N!`8`J5XJ2D5UMrvfj~AF+RPtaAfiP9 zt)5P!TDJGHLbr^O{i@noz;C(W+q7^It-caaX(;EbZb^sGWROZ-T06Nk8&!HDeUPdi ze&NGOZW9f}XyPviz5mpxD5}sQLTOXsf@F}mcEP{!N$#q*pB;)Y8YjArMqfpS!b9IB zvX-PZa?YE|T67vi13}FdPuYhbvp(qUg&RP@DC?yYG0RgKuio%6?QP$M?Kt`)&L7zRXamfu#rGCvUgt*vM5`9|REZ zo`m9*@RlyXd&W3Tf44$9l@*+i3s8lNW1?v*IXrQ{#+HaRZHH14e3z*a4Xu^Dho?QS9!*sbL3mm9!SAjp0t)4*e(Ka!YHsclaUf zgQMUfk6;9u&Y#O-;J6_`4U4B-A`&8(y5zPHexb+Hy6}4z5TkI<4p^^G#C7IZK{w%i zho@Pt$rJQ58pSw8CAMg=Wqs z!(<7DK-mA6zK*%4>{v7XA9@4Vq`*Z#9 z3Ug8k;5efz6RG$1tztDCYR^-(`y|WvIE{7# zENkgiNTCnX{k~L_&`WitGm`4aCuTVIBi*9%m#5rWr)mT+6qR|qcje%?kIu*;!cIlW ztC%9G(w__EeE2jGh3~JP#f7x-s&xjy+ZQMv`#Bb{M`L@%ia*&p&h5iY)gmn1gfZ z+~^ZSF5sLAN9Pq|50h8G>(uaZ=6HTO3x!wjnE-nAytvhD#ps&~B;j5UI;iDxMe*~L z06PVa2C|0X&a_LqekUae6!9Dhx8{JnU=f%74a_4khCOXUOlS7s-0Y`YNu(;?tDSFe zL^GWZ%Sb2tFrNMR;Vd{lJE0~q4f=!U9=ONC7Ks}8$_mXAbG%9tR0PvdN>P5VT4=?# zRbjF*pkC3x6Yav!9@=VVA0tTXfn#@fR}P@N=C6`AkX;Vi1c1i%-R z-`?y)VEyEh(a!k%WAo7gM!czA*c0#fL+gAJ{?h0>-G;v=>!^#)#=mW`CD>+?mAHtxyr}B5xqD| z*O^&MUw8lFJw%y9DK#5y-ormS5Y^9D&$cL&S*@1>EooVC^yB3@Stf{lq)Yalc*^X^ z-9_UDE>^&>M*9zbo>pnsvhJ`V?`8uE3!adnzAC40s{0LLWt9tUPsg&ou=X1wr1HPA zhXe+JKWIT+S9&rkBrYZXr#Lk9$Wrr*%wYYG#WaJ+#EjHbyrtvj?JK+~I9&f0pbkFy zPME~5yyP5L6k4=YsfDRc8d&HMBa88v?D-<*anIH(8PzlDMXsl0O;m`O`lK`Uhz6aN zY+s0T_M;ss_8LW;o00Wh8>;OS??`#?@a|n`xkY#bhsW{!s596=$o3>!HoN;hHNOZ# zWhOEl=sWJ_T*`amDn%!-CjnI<56AkubRH`DT}$RanyGB`eNb$?1}-bYzv)t_1v-4} zhelg&TIIIR$Zx&1b5wdO(R{WbryGYq7Es12L?EnM`oI8ly1DLhhHxqA4JvJTk{kZL z`qi%{H*)d0=nbW*nqPFPf{}X{$>n|MDGuFt@78TJ45b7ew-hkCo4QQ}X^b_vmDEbf z(!8+>)4-3p!pgMAYRtD7uBPE`F)MSVeSPNlqJA$quYM%2x;7CMu3Gaf3+)2ajOpSZ31 zUU(WUg(`Em8g-{|y@|TBU@6OgcK~vy<;>{W;uT1ThoJ~7j3kna8PMTt8eb(a38Lf; z&ywEOOD(@U_A_qz53QLDCz|j1H3HJo zOkEs)xLAD_{jlNM$q8FF%dEO{_~BoF3e2$n4!^Tq#^+tg!MNe3chd_wKhRnFx6{N& zzxaoN|6gbwgE$G~rH0QOHHCP$uToJNoblA-F-%;1SgE4KAoA5vpljcUqM+bzBmO>a zo;wG#9&i4e%&3VleU{edM)B62ppZpd*>>2Q+RPD%teU9DvXv=ivVYXn9J^ zJ+`8=ZIcK(Yhr`6i?NCpS6r&;|Nfay{Pi3%)R&ry*M)>&7?f`HA=UfD0(jleinjK9 zc~PA>HDpiMct|I_rYmuB_yc5pFgzSKibnmz__vF8Kgy+S2Ff_GRb5uUVb-f;bbr)H zC`Nbe8xZOJ8Dx~CrWAAWE3MUZD_D`F_As7%HT|t#HZ8;;Dv5mAmbH(ei4dcm?5Iwd z*82mzPWY5c4p1SJ*b@zcWc#%YS@x8G{j%wfvN>>)c;lJIr{{bmt93d8C-NBns`IIm z?(R44Z~fiw`gU@UnU)N7$pw530elYV-^&i$rJqPI?+tj-A017ncR$gV#`)VKLZcgc z!slzJ^OD+&o5Pn${m9XGs^YpdzFfSw0?3pR*HI$9t#Cz!oXJZ$!3Xz3QRsDMP(*T^ zK06^gL>Q{U+Y^nfvmBmJnvdcsr!t#Egki+zP`G!k3{$AnG;jW=tdoGN6+edD9)$)p zI&^EGEIDZ0;|M-fh4IVbURLfJdo5xq#HYHMrV~I2@R~VSDdq8T-W<uHmL=ZUzpC$l@KP@g8g``^?G`%z>@U-J~yCeN&KH2capd z=PEv8=HCpQfgih1=MxUXzq?teW>a<~be!EhlEvJvBPvC>YRRKWRyyx$JIBt)rw32Z z1}oIac6;#=)fuV*P%!i^IBNGnHHQ*nFCqd3P!h+_8L((nL=dG_%9RK!bb`=)<=?vH za|+Ki=@ptxJY59Lb~45+DNG*7jr|&VLE~r6Mp>rooRw_rGuJtm2Xd{0kU4CML-z05 z=b{^6GY&Wdc?>&cUee)8H+MMOfEzbeq`XW{Xe>-jo>gQD27AuI++a(OK*ouBrH`Mt zk_Q+YJoffJ2Rk5xGwL#b0;paoiRb@<|Hsj`&y_t$k!J7}PGoyGCEs$MdTi0d%b-An zsf@YTZfU?1y=;lf1do~4pE9~LF9rBV4|HS9);{mIn856=0aCjZ`GKmlJW_1UQ$rc{msn*B^xUb)sn*9fLY(6y zIA?ZEWI#Uc|GP=GwRAIiVFhmW6qn<5DQiFhAPSq&$xwUoC;OB%MR~r+u-Lkn4t00>w=wcY=+qU(WDpQYE^DGrwbjCZ6MOXk>OC97sHhF&3g2A z?BB7!RKm<>(W<0Bea+-;Se6_3Y4Em8cta%zw|ZYF)luZl5vbFSLYVOpv)-V$bqAY< z+Y0C0Xc6s~TA4Hv9u-mi(MYxj!3@_4i&+h7{j->q6&nwzC!*XMA+>ug$!MfGX4 z>G&EVa0AZ2A_EiI{9a7|NO87G-Tn_0Vy%F1&$;(?}l~qmyCqeY2i!n}N zDsKXWA!y%D`BC}mb!Rm6kNCKH*}~AO%rQmGa{(v(N|W;iUc*Bp2WwHS*;ix8&a1F^mEhQ@)<2{`+5Pb&8+KX+I zxV>5_Wu_>J$q5&mW53Q{$s8-Jfbq`1Q~aeXo%9zM$_dtK8P$MMpJ9*K>lSkPQO>VF zjic(xoxd32KslQ#O&`NI{8WW{cAO4E6{Vam0iw?|LbE%E9eVu_xYwe>AI3SDmkPa0 z4q~*!%IvL(s8JHVQ}}iUAD;dQhMY99}Y80SZRe+FM@e<$%#9sa!uyMHe} zO$u*DZZb?lWFekhs-*HVxXi=8g)wk;kA3OVQW_O^Mbatp`x6UBy@F>;65z`S8)2mz zA~%1rN*g3J z>F}>H25MyD1E1Ld{4vKrIshKKmCD`_Yh|duitCgpxKW@p8dvfZHmztGRnrmee1- z`&yh6L80eb2U6SMhFr?M{^&#Hlwdm)$Tg^X^J(KIX!R}T1K>FnmC^2dHc#+U zz^Jb)t@>tl^+0t!EQrAM7X(J>IkEU}PLeDD{42t8%LrBB#HgQ{Q0iat3Cyfc&(?LF2&7X?JDebp@% zjNptxR`rxG`;~MkOv@D}p32!9Fp%oZlwd$tWmE@#Wda_Lr^j4%EFyf*H=D#{FUHE1 z%!HTb96XS+{`^;v-JK`WdKrJULa_1U*pS4$SF-P0;C4vo*nXQZTX$P+)*xAN47R76 z==o_xPR~!a5|`2+D!of$6XdJ^@@T#o$+7k&UE0?1h?zFQK*7(c0%2u<1DeUlk)NNx z(BGqm&Ojs zcIxHc8zYAg*- zTB8M^lmMm*lR4a(uifCxCtZH0Sy|0gq0NyChhZ}k6$8=U%PU<>-Ov`S1^++4NR-?q z2SOL;fz)&+#TJj(PHaqy74mcJAdIcEO%-oy&5880*}HJFnMSgs{dk)U)R-NG^hdp? zA+J2(y~ll8`7a|fgWQA>?0IACWkdA1V+CP=z$-3-AsllUt40XRjpPMc&Br@om+8t*U$%0=`04$f@KW-(c#= zC!ZB#(G|K@O7~fO$Z5_S8l2ZpNNk|JkX9R`PQ2QLo>}Eb$xX}x*9VRqi!?rHp9upI zB}s*0*KB_M`Z+yF_1n(_tZycffTeOfOz8*CQ60N=R2PhTkL(ob9?|FmJB?U;RHcE=Gd^`AC0%*f-BVbc5eC{+7S;cc9l3Y|qt0B+Lq>I#cOX&MMMq1|@rO zU|4S)`UM7LV;Nd_+o_jC@@lxKF0wPHCAPS@J()HodzZu~Cc9OttrE*mfc2|-;q@!b zXY55P^!h~}Uc+aEl~$EhFKAG8`FMvB#NOGN<>wHM@Bh;RU^MQ|g++Q#!pW&!YoI1p z3lR5Yg9^I#-hHhDe0d$h!B4O+Th(aII%d8}sNaiGJ}gabfJw#fyZHBoJ;0KA zJRh}g!qMud`iD}at30hNDXk(n0c*IM&56hS;sBx?&BazU_?6EW)Fz|!j2+5Za!lA& z+3D$7*gztF!I>(l=Nxw@HThGyK$R5IKSG-0WtQ#eS`9qIlT4w|%QAucQD}#kS!5fe zy5i1x9dgw6gcQ^=`TR+mYrk^{h>En%}9Q<0H@?;zcj2RMH=KSE)CZ%q78 zWkn_Vywv+5q(lCB+B#xx?wM#%ktH@Rm@zRKW=jmD59OlC(Bcx^^LV0qH3j>aHZUaDEi_A5qC|;_hoIXxAB7(I7GzYf+ zQ#EH$K|ptdiRSd0`6WrDH+v~h+_?el8O{d5^^B1R>7ydFKlYi^cY`4h@!yhAcMz6# znyM{E?^#ZlkP)+ZVvCvbGpa1_TV$WKK>F;jh&q|7TWNkx?_ENQfbm}^EExGYfIniQ zKz6ona+C{L4*(A0iEZEvwKDR%QTEYN`$37;^=oI~8M?QEq<4Dkfq^r{VzS6Z{t};e zR;R&>28f?U>Lif(2x(l(Aq!D%JtgqNUdh&GyRB93kKa1DS^Q9&z^#dW1X){@c`4!a zTrj5}2htrwyas{Xa~6Jg4c@2qsYEBLg&$yI=f{a@19K7blwY7-Xa;|kQpSYX3(P8b z0yg7qZ*h2#7FN(2A;eyv5)?;$|D7k*+2iX0BjMi8ZXpxXQV;LYeu={}@S1ug*ht48 zNoZ*7=-_j_D0lD?&6ISl9|kg+42u!5>4HTNNN{m+|4|bebsHr%Kb$zZlAC0P1RD~* z1L?QO=w&ZYehL;OkjAJbi%#H0TCR(3JCK<7Ue8YN5lLcV@)kU{0g0cC%jB=SEf%dje9T+I%Z)@GUV~ zy-LYP^m^Xfc%6Zu7Z@Mp zcBcvsDwCY_afN<;0Ozn53({|LhyAV1jcW7x1li1 z)@xF|K9ghXJp3=+|ci*1y~?`U`vmL4IT+I0l^w9H^`u$Kux}Lt7{3~Ll>gW;pofT3bxOciVAbaqbIqZ?xXTznn(bHFZXB(GsJX#hwP+B{3$^Sh zg|bGM!}AG2&fh$HasjIIz7d z>)2aMH&yACBZW_f7j>u({u3@6Q;P@#p#DEVd%oNCw9#GmRf#nJB^+V*Oik51rdm4> z*sV(51L8Pe0ksUZi+?-@K>bDz(ZvW|8$Q%Pr8lr#t=ARY#1|d#h}e*~_$&Gx{h75o zRt3j58%QthVrUu@sNmNBX)xzKXrA0gKHq*Co$vwAPCJ@>Dqd zl-)|JT5-MjUtv=5cfB7H$0wS=0KFURU?WCxqc+SeC~|9{*vX!$W#OdDyZAzGvWF=8 zPcAq>0{3NH?5?HX_kxENT1A0k}H3l7OT{)}&I%?oZWa5DQ9&4FB@~RYjwSrwgn;Yuk`^7T% zCCT))hybUG3iJ-_PMGRE850rg5N6@JQRSyjmt20)z?0_83aV1;?T!on6ZLs;$@x#c zh1ss*4X~>LB**AIj%GypECFu(KiaxlDxZ-HUJ;ztaB4Wc6vz%gG`OMasf!CVzC)gI z%b-N*`n&vjpHD9=c*En8c5=NUFFYms@jm?7uReqkUsb+X^^4Hi;ugu zn~4fu$It{T;=ep_%zve*isiGgF*$-Z5-0}&apgJkv0-_Z3Ju6$*^7-@Bcd~yZ)$!# zHV%m%d7FFvJ2k9A40$oRjPHr%WZSJs5tc&)t!|oU$xQnDk1h3q?OD#BY5MhFwIs`9 ziyUo~?xjEoZ;L@3~Ssw@0|A=Cpa z+m18ELT&N~EwnI34m1uqExW;DlP-$Y;E__a<|ob%Tw$jop{%?M6r_(R@0aYusp??46P8!$xtnWJvY=6Z%tSoJth% zZ~DmR+T6DIv%2H#vlBd{)Li)%$Jl;mG#>)4u)v4meOCs^={HeJPIG!dXD(gn?b*#2 zP}Je&;gMlwTCUdpqDy@+wlCHD>h_AKD3XO>yrn{kH0O#xCkf<0i{% z&feHa6|!;|#!wr~ta5xe8v1kq;0aVfU%^8(O$j=LAj49bZfwS>(d!1+`v2@`t`5 zkR>g(kn8^>DCkW8kGssvEFtE#r;JG!Zt{MaY#e~K_IMKX*FV=^B0a_;8sQIE5sC=r zevFI!|J5`g4g7%@W^ox`^rqY~1NBOs3ZGCrpw=thxTzrGJhZQF@8*RU=jw0vXDo+KuJ z2-*rieWAizl9rYN8owJXK4o;=rTX-dow%v})hgyyU;O^Bv|Q95XZ0YbZWIusZ+Bb{ z%jYsna(#pAvTfMb=87iWz9x8dwIhcqg+ufxjX>u3b!(R$D>1w5_(V5F)THx%XVa=8 z)fp!2u9D}JxGBI#635$v>5p1`BMDySe-~R+8h61ucwM)lczm=X*&aWtZKNqsQxg_} z614GB&|%k_SA)!WrXD*+@+*=tW6$pNS0iZuWNvFxnBjv=wm2HiURHSU_Awam<=~`l z5}++xiw7mvh}m#PC)h35ssdVZ$AFEzg|)SGjec7hG67dsdXZ7eI{eB>61ZZz(v2iL zbWtUlZ;2AKp89<5gm)`9xJ8oUFKjy7JPlfX#)S7cwP2hp|0KKi5*ui(*+2@vNCm2% z&2J;R9Thgx47YRUAR%8*E{2> z6BGnlwV7#PSK0?kU9$nZ*!p^wpAF`40T+X~YKv^vQvMA){S{7I-E&*a&*C;9<>U|k zCR!d&;TiAOzCi)s#&QMc1HLG7IpHD&Aap~tDOj002n`b7XK!Q~Y7A(&m(T6e_yQD=R({?fpA@63oml!&nQ$)jwt9ZL zObW9oV9GNM62$qpoE7erekG4mTd=&+X>WyzRf}DfS2XLDf`OeGx0Py$F9P(l05*$s z#gaX#J|G!4UoF`iNk&v3w9F-;no_n1TnVeX$?^I&ng+OA4CsTGWXABhey*gN--Yb2 zb`Y$Jd@9YB!`sywV zrR%C*571>0cYBNPktFi^%nn!M!=w~gcpesi`Z2y*pOF5N-o0UcuW!`*MYN;g&DNX! z_i@eG!8@>))B|A;P_8YDw-G<-5n2&{iH4s??V=t@ogy*e4?1%YiMLkK0X))zbH=ayiO&{|o_of`l&@d78vsLf%y*UD;%#NT|)Bq`te{vjS^EOQX8bJz%*q;nMqFy_`Q+H8wW1%1Q z%1E*SjXKZqOkYNz{%mY~Nd7;Jy#-X&U%NFbp>#=0gNjIl(jn4aQqt1h-6ADOr<8Oz zY?_U9Bi-HIUEkvTzw@4R@9VkejX>ao{u>(tK)TXVx_dNcYh$p5}o@KWW%wEECE?qN5Bv|T4^GsQ3$AOhf8%^jhnq; z6i#aFps=QkYt{iPMoK1XY5F9f3e2R;`~W7@-hbV>D^SUnkbg}oxhf$*3mszL$C>B^ z2SFGOb#%PaD%McZ0@9G@wGGBf{Cf4yC+z|Eqn_EEFgx3(VK>x7X95~Jywc#fA)Th@ zzi44;9*f4>2X%{6D9*ECA%J9$GsgIIQ0UbHyEb@QsEk-Vy7>@lo{(z#!NoMshF@gx zXsLzt)ti7U-MC*msIzC>IAIGvu`EGh7}@(PVpX|1BF#kJ>g$%$%{Y$71PB@35s3;` zvoPiKo@rgEeocD6U%;E&tG;Qxcf=GXoi@w9t?X9xZdfmRQkFC?HzLN*@2b@L2ARpc z6hT}qhdGOwzrR$Xggoe>3ti8j-c3FMM!RqEdw^HndUjZKp2b ztWVd?wktNH!P##j?sgXpd4ef9y7|YwUP95W?batzt+jBUbA()fUMf+vx_ZK}!qgwe z#haN;di#BGQ5cq+74)l6U;na9gd?N*L1@AA%Qd+1@uR?DjcydGOWJBuqd0&(xp&it zTN<-uc~AeG;nhp@;wAVOC;#nh6!lj zk-aq*-eo4Gsqrw|+&A$%JWdkIXmxp$AKdM%XS#k5jcA}}2E3@!sILE-9>hd!`vJf> z)#7%QiqIj0Q>y6oMIFhi@Tpt3mwgdGV)BWYUMHeF|7aonhkfPVO8!m#^DoywfRe0x zJiEY3Yj{-W8*4CAbnaq04UcKe04Eym)@tZ~w(I(kPla8&t~$wXLjTIRysVmix1{qc z0PTu%79wkLAiA&Q#lUE*MfnD0Nqa#zU!zSDaghE+!CG9foL}(r_22mCNP#Ybz|<2S-#+eAacV z@ak9V6QEU{I70pSBvjQYA|<~T+ZpBp0cIxC{I#HBJoi@ZaiJmXNp@edPI^b=VTAuz zJ+;TPww#A0uWFOMrW+g_VoQZYV)9sg-DPUUxA?8Dq%$f+wP5bJp?SVYd*V3Tajd+z z!2SjoAUA2Ze~>1RtQ%z#z2kqDy-&63P~$EhIS?gF++BuE-=ckU*OZq!Q<^fCLwBZ( zT`J{t-qt#gN60|`gSE|X0p^Mun*#A((ct97-su;NTr(SE+>{(b?3`04-2g78m&6KJ zh-gkG#jM-Zou&o5)qEyEMZHPOFh`wR;)II41v1aAb1|rS1-vbb`ys`z1U_i zI%!uj{0Q*~8kjsofN5I|9p)%r&-O8(3GnODGa%evlSbGd`O0sl$h41^wIzPE6LvLtJBIjk-oi`0GLcj;Z!rUpicMKMKkMAmB$c>Jk6Lt)Rp9XheP-`o5a)GqiLosNeEpQL+F>pqgB>R+~`J zu&O3=tp&x~RQ4*}Dl$HAX@R5yBvm(!>Z!n@6E%txco%

>6;)R_|iX8LV_wrld!- z?|0?QaElcyU^2g@xit|HgIaJ&$m=wi$~DMLt#d*p)H}I;mG{KZ@a!F6Xb#GLBl)kZ zw%LH5P2Ff$;1~s&b7`3jy|meYR4^G{>bny-Zs0wYN(Hym(0{W1?vK*A z#-P4fFGAg!I=ffuWW({0m2RF6@0~PRoqv*|b?7}hvJ9YD3&Fmr<+`NMphk99YQ@uF z>ep*i`dw05z3dSlB2-g&SI18q^A+dy`M1JwOuF>eVQm@G1O|Q{SPcE-K$;|D5BJEX z!;8V681M|t-X`=cl-*)aM_){{1^KUtCQwUH5 z6seqJw+UY}GQc__@tE}L+IB@+zqIA9^n4Jx;Y_#@T&0u$+%Y$vwK}{Q3EQ&sLJ~4YIeXe z`@PO#2QRht{Y9CNWG)SDR;~K2a+4M8IXY>sV?`)-XPz99QH&9+^581{?a@6E%Q@}IZ9RK~D~lhDw_$f{xn^mk}5u2zE*!AU&$f!A5@$I$GRCKax>p6!-;3Ecpjw`VSFM!@47o0QO-`~1yF}>Ei z60x@rnISP~^AE1P7-jt~H!8_@pwJ-H^HJ9X4HoiBtY{{XKTo*Xa#K5&1~JD6z*-*uT|AME{_J2u+m)twtqB=5LpTubhITp!Rj}D~k%qwfldvt@l>4v9 zJJ_}i#^^H%$>iY#PZ4KKMtjs#2qV_VwQG-)ZX{(%DY@+q3|{{YI3cSMH#%aw@6DeEtiynzBnkd%=d&BCrVtQ zv-CYRQ>2#Xm85C7=AuBQU;R!bB%Y&}?X z&FgSB`ku}AyZ|FCPQTnyO#iTTrSy~WRmIT$4DIm2?2m7rl5%i4Ubw(Iu-*K5VlTb4 z-;()-9^Nf=G@txS{xLDq5LMSK^$L}jY7AE6^V!0LT%`e)E`!dC3l5wj>}stv1X*9y zfJ4C{5|TjDvBtDdKk{1X&B!B5H5=EVkq>Xk2Nab^L)cEBcy!ztQ@Th4%^z#P&BNtQ>=ZoR}?)r;1tVY zVK|yU*z-FVUnjvEuZtv4)8Q+-7RkGX?lEs0)P(MyL6V%5;fqAQPwlpitjogl7zrvd zFwJWgvA174)AtdrtdZZUgOW9ZXbGO}SAVFLxYBFHIEwpi!|+In75umL+A+;mANvp_ zI$_9l80XGdi3bLSg{8jr35cr8m^L#$5CSfIK3y(WO}w^M>u+SG?-5#= zA*#NjczeKy81;_6*Wf$;6-f|*dH@Dl_8?y{#W-LipnA3Vg4?lBgLsMM&w!$=F{vSe z2Tm~q4?+B&G^R1y*!e?L4Uyf&5`p;}+7{fy_czFD&H*h?>1hgSK9bJ5^$k9o7&Vq^ zE*3CXZXC_lxLz$%*}A|EqrpKonc9t*-TO1T?Y}_@S;aMBX4*j!w#U{WYTTpvvd@<4 zu6j~04|}onvIc+aJ=19Yemc*;&XC<7yZ ziTi!|aihRlPQHqTh@J4sNHwonXOs{38U)4S&* z56*VGOi!g>2oK4U63oE1^p^=T>X$wEn=g6};5pvBzPfmLaWl8Zk7lS1i1B}<2(b;= zgk7K_sFog<8;O4B@@R|3@o;OnS$0@e$Zp`vWVA$t8lb!}p9@12)FGzUvzAIR^Lmxj zaD}#k#OaX)>*{VWjVy|9yM2Y`;<&3@rxga3V^5Xv>t88PH%}ZT?6%u7we5?L3}bDN z_BmEVG*R=YbN6InpS;T1L$dutn@dB8Zz6P1l)*tI6=V-}f@X)LsNO9~Y;KFC=u1n-M#oIyy*W!mQ^GNeGq{;%)j#J)v;3>wb1k77 z)yIPOX>wBYdGu7rxpdnaA-2mCkDksUw~n#@6qA6MTdv4{wbhxN_canCiDUIWT4oE6 z*pwhn&kT#-$S{03C(BZA!d6Zz{d#!|Zo-Nos%2!rHYJ0+JC0M?`-fMgKOI12E5h@k zr};#hUyuO4=1-=G0u#iG@#+tb{+-+RxFB;H%t&3Xz+c0g#%=5NG&-S8h}3GLBP=7?-fQCFo;{ooz)9s(nzaTb2?)bD2s6=& zgaGQ>@5^uf$AnRH-()*T=LW}D#M^xt!-ZQfUCxIh3CrWO*1g7q6Mrc#^7YSy3rhZl z%t&jd|5n1)wu?V$-9eH1*?1%G+ySqHsannJM_E}mO`~Lo-O3S}3fhu}^5$axdgsR8 z&TEH3gv5|8ju=FTuu|iiW!2W(vjSdOdlrwULnRm2WV7X&8E^i?w|UjDp&xA?(kSwN z=04(qjvw0{$)wJg)rYAR_jq;mLwr12eTam+G4N&$<{VenCY~PTU|a_H1ZYHde*EOj z?Zr>>$1XTYT0X?V&gFh0Xa2PAzO~ScodfWT*!Lz0!*;H0%fkzOczop}`)u9w8fb@k z_n+St#%z3rLMFx`RVc$6F&EGT%MIS;R4?oy#eR*$`5C9q(>O=N_1S&)l?akD%y^s3 zoTlv+6wlc66RX04!Uc?*8>jJo(n`75g8-?#)SIy1kkvddoIuyY+6CS5%cPUS4z6A! zU3%vWdUfkH;n<%E@sWFZ$S<_KI&HDG%UR-HRavLqO<%lGKc9m(PWQ?FGCV7(A9-QF zmx7mJz1))&$YbraHQ4Nc|_3_Qv`l12IgJfbvu70* z=v_&j$c`$utdpEuRDY|T?FY3h_uSfp-{YHo_bDaS?GMw69SevbTt|(l`L-8YqxM%nJnXy0BDlY^XqZiI zxHz+SqSo8p5DF*SU!BgFncUyUu-#(5+;kZyn0rJl{jzhweTdLGQf(4jc7rj3Cwbyrtaj>n+Zqu^X{ zZF*~7e;0FLQMquWxjiyNW1*3svLau~eI>CYq%nWCeR1BfQSgIItj2Drenn(_;y`0m z-EZ@HD<^dqNW?%c7QFaJXTSu7+iqE>c~MolsOa(hRjp(fE$>+Hw1Sy`up(GvI8?Jt4o|VL`jkC#q>+A)mxTl0Pt4l3jPK(2OFQ`oxh{bkIoa-|DBA0mZ8axEAC}#>@WT8%;>RD)U}bvFzP+j>Uv z!3zf+{o)VICI<>f#9`%=l`eu*F5Zu7N5NUwL6g86e zlO}!O!P;smRCpa)n9++s(x;j z`W5<-PkF{&-E8vVW5J9gzWO>SG-e$t=w0r`!`d{M@9JfE3+8T|&FouflpD1yDWgVs z8l{DP4%A=5N=hfkdvaY#s$T9i1l!`f>~tnw3|Bz@;IB&bTX#2nbRM65z%-ln(utpL zvOlLwbXXUM?DEqpv|VH?s6~Y0m24aPo@e<@ zfpUTJxrM|@p_fyF!-x`Ob&C3)dd;I@CuKW0gk-8yHo@S0CeX>^H=2s7X;0>wXs z{=w|Pixkh;F_Q`plhC>z56=gK^8Usfwwt>cqjF1p@H=zz-dH@tq2vT7<|^SZs0O3 zi*U1?qvjY>(#^s~HO*$}`77rs&mi1|E$3Y7%Kb@HD({crgxzoXYvF!feC8?L|p zaFNn+%uG~q?xZp9R^SHLsGOK()FLP(?+bV$T!$QJ;7^~H$WqVvd1BM6o2(wJQQzFW zLvfopJ_stP7i%`eG=zD3jBFEkRG+%xkGV}lx)oofb2wvJ8%k2Q^Nb>oi<%L|c8$_L zDX(vJR><3v?REb5kEo}VPu+JlZxSlnZNoxvHe8N(b;*a{n!HMw;*)*TCFt^DCe z?2u_!I(}3Dy}3!CMb-NHX0JLGjgX}+-j)OfX`@@W+nIbmUW|A zwS$$xOtty4p4`Z|&Fk8(L2id}%ET%i8|RTE9PjZ$b`MDS8Ll_l%54UhM8|Xv+ z>hCYOKZvT+o;c6Mo$n2l^VJXus@oyYPaQ5TgBf$yMTlZ8ON1&O}ctY z?`~sxb=E{Lbm!>AocS_2gr0HxSG#_r^_s=IsTFv);&?A=p`GeFSbKa8&6%oBIf>f& z8fc9t&M{sROz#d;t}&~$+NfK;K&}fDn9y|DI+L=o?jRfN^Q2F?#t?nRPH?b$_MH&F zH3R04BzhI*^yG#v?)@6Q+#}_?xKl)`w8S$hId-L6 zlT$nK+O4ho-oU^Pn$Q-2y8rAXpoZ@0kb7A0X54L~aZ0scQ}Iec==l-j3p1D1Zt8o| ztM4fC#VD5H=1baNLyvd9knwBVI%r~^{czS?B<{FY<=JGH@Km#bqpYx+C7Ak+-OGxX z8Dz41puXecW_RR7b)tF={g2?~jri#qEOs{IVZ*j$>qY|-AIc^lbcm0c`G#RilrPS5 ztwJaCwAnj0#V))VwJEM`N}$_9@|ZiXwAd-(D1}j>;r7Jp{Y)Fb6-h(qvksMWr`wZ* zPFh>C@e}A?{iPEd-vi|AS4_F*{f|Amy$eA;gs88y_zM_{l6W&#WDQ0r`;Bu7{Lb)+ zqC}tf>Xb7)@C&LsQy}Kw7cRYy^45k*+~1g0#*S^WPTHjet`ZWP4+R1DvHia%KW&R;oaAwjvm-%+{I$4)gTZ%kuiM!~<_{I`4J#bhgF zGmpZs!c&t$mxv8A?Zwq$T4`kMK#I{ zBW`DEiRJu>a$1AT+w}*N6|h*y<4UA zR2J37Y9!JM{o0jQTz`T^u;`D<_Cd5W%vH51H~9j{*k(iO*xr1r=_RMy99*+0o7vKr zI`ai_Yicsr{3f@%yP!{zL&^5mqOD(4M(*mDB~vJ^j&a5v)b?duox?Hr;f;PfWtHQ! zy*^Ov6Vs1v=I1q-L(ndnPCj)oD)Z%rYl>UzNj}uPLVA$7%=E%Y-iMKQ_p(~%TRoH^ zn(FZM-6eWpcoXh@g;Z(PL-z&Z|e-yu`wSoC7Km4N{;ZprQ<2M*MC%wM2wm*ZJ zskYK~JLzX{T{@q0(so;o5G@4Q?p7=7+(x^sXIb9-fr;ml%vmZycij9N(A=Gwsutk= z2+~Q}P5 zs%Y4ge&Ho)hg|B*hd2~|cnqugBwq)2o^_WSf}6v%K`T@yT#pIjVsnC-u*sMChs^jx z2bT!_YZ2KrgD~n;Nnx1?9~jt76lSPU6Q@#nSzLP2hzxN<%LXEOp8GX_MU=gCIPwwo z8Ti>aS%OT7c3XESdhBDX$u#Dv9mc{lyU>@=^CVFtn%Ps&u)#VVU$5UdA3EvDFyC9gb3lSNEqs{j$gsJpFXK}9 z*ml14pY7dS7N2?^^0i)ZyW5)tuY_~xNkw_zN6GWBLB83LxnCw8(5;zf^mAy%%=JZO zIgZA%^Fyc@c?UP?H*Zz)V{dO_zTl`7P_zBG3wEQ%@Z4NWJyXS|oI$%NugrM4fRUi( z9*?q&c6TCD%!e>?ZUCh(^<${@bUQ9vizt=izZjekoFre2t&0|JDcVToez4Dc&#`J< zP=?28ZFi#U{`-*KVu?TXB2XpuGw&Y0F5-m_IMR< z=ZUcSJEKEQ$ZC{4!wZii_2c7#gxYOhcd5do&&qRlmC6hDtOZV+SjtWT#B?(2_?^%3 zn@>ou>hJE)cML03GJU9U;W{-|Hv)3BKYW|mEv+6q@F*OcnuhMIzPYyFIyGV2NKrSR z!r=ehLztO;yGw%=E1Hgv+-6`_<)B%|cGjLS<5cP&a8~}}-c1ce^X%2fNpqc!vv2wi z2iBY_5HxE%SuA7w&xCiVubnE@?vs=C@RT{uKi|(crg8g@-zVScq`sG%b}&Qc7ID{t zWs6ij;uy8K=%cAJ-nXJsGD~{x{489^XI0Wf40wLR|Yx8u4>$%(^cw!#=!Gku_KI( zjPgdyZLg}-1(3P#E(MT5(Aa008gIOA2ZjQfSY-t+>m+|M@&X3vFC>K@{jUMu< z*Vw&A=uAvjmy4oA`C`umwU28W%A%g>W^Ozo-AKC=BNO5%4+?DA<83L4$|0T{&YIbN z+u#$i<4@e2>iq8TCA30_JG=tzwpbn|&dlNtt*SM4XIg~Twqm`U9+8cbA;2wj&xntW zuA$vQpuUEIZL#h!aEABJ)jZaBwz?Z4d%AN}kBv%Emm*l9M~Bu$aH>1sWZ zTt{5=PpPgT_tH1)UC4|j?WvqQrcqfDR?6E|q6av3yZz_TlPkB&kIl*T(s%1()KE63 zixValEP^uTOaTJkV*3dZ!D2M1NOiA#6A7qjrrj5Z28A*QPL9-WZ-(vP-9l)KgEge# zLQtLEx9^b7Gf=LEarWU)ob=!xY%?igDarriRm$RnFM4OLr{P&ld9S;ctjts42jDWSXT;&tIF`lTl7n)qCRgX^UFwK-Bt$Nv>1KDg` zf|!r*KA(_mGthjPS96Nvm1wYnkObCga9mTVpAK+CPH&hQp73tlmU+D{RGi3vZ~o;y zWNu)4f3I`KCeFM*Zi`a^o$l%)F1Dxq&nJ1@3FES+YO@3Tl<{;3QE*}LOCq|n+=;6}ehW!zeOUqd zPnuQk>$-O`nuV?_<)UzQbhF(UKwu&L;dgS4`gOk*sf}LXL7tErMxTIJbA zzDAsi=Dp_{`;I4LJK2vjjlhGog=F?K!o-3MvF2j*{DL$YTXlb9?uSTO%g>fkrMVa= zwncNl90BnSRUgo_!)>Ggsvh z0VY31M~1mJ1aA>thwnG@)lv zQQwXGvhF*pBdRkJyq*}m6=pclH!wr-TEzSvrP=Ji^L6E>Rt#NVfq(T&z7k}mcwnRH z?p%FFH-Lo4=jMyq;z*|0n9YQy6RwL`wrcZ|N*J=*A{2XTx~*g|c4zD)8t%QFtx;8% z$m;KBeOd$uPF%Hos#}peU*93jBC0A*2$Sl_VgCa?g0IThFtF%`SLXPzn9Cd5!=Xo0 z_(=72{0|+LYpoZp(Y+lDyw4rB?6qII+`C8K*LRtkSKa>^&Z%}AwGnS3?+8_D7FBo- z+O4lxxQVt{n*A9%LDxlVBX@Q`?cOg;IX^){^-Sd%ignRvpdrY2`5@kZ_F47EI;oAs zH)~uP`0ntY@WrZ3Zru(Rny&n=EGz}L=W=47=mb8}!FPq2jEe>Z+bTsUQrauRLf-yx zBt3IjZVPhkAT*jpVQj$sJeDPie{-|&U|FQTaUQBl>Yyf#_(&I{^koTr+Kpm;dRa|2XPDU&FoNU+SD#N#zR#gE1F<02{~hp7gP%K|ySc<2`JK zgMiqg5_De>MJY$%!>rdaSzNzwYPa5321WutAIvwl_6M~thb@dAWqJGhJ112PAlu8(kf^SHlH| zYa=TxN;dvwy8r!~<3w+GbI&l@EQ>iH<+oSf%Yb5nu(=8h!LoY6vwja`gBZx*c03|Z zz!O*qkarb%`_*(TUkxb1?p+Z*1W#->yzJWa7NQ#+;A*W zzY@y*(Mj#>4y=h1jG^RrUl8_a7-U|zL$0Trx(l8+7L%*Za2S>N+V0FNXhAWTw=JiiY(2qw=aw5`}@tpzv5!EoYU2a#1JgJ#{Q!<4)$ zN;x)IfWn}-XagCn**ys-ixF$Fj``cYi5Oo3G;6+A6p7?7@N!#b2x4*837D)}FZN(9Bpt8_{08djl-(cYXGH@P`CMDG+plHyDt) z9}46e0cWntNpbD@`OZWk+qJ6VKUe$Lvf!H!SD4}6^kn-=_qi2@{pDcIIflm5;pQ*E z7Fg4DyPfhVVU-e|z@9(C-yl4&>yW>72YQapILDy`zyxg6t z*aOA|0bz*AJ`)CnF5wizLX9KQR6wXWNte})v*3R*LZp*jNcNl`4sf1jynC@ zuEJpDmIBA1-TkAq>pz&l+6k8B<9@h35fp{YyPDNsZx^&K3*y!rnKmLu|7ZqEkh|Zo zWlATsy?8&hwb%pai7$fQUmFyty8UH?y%D2PfGgYnF7^ey+7r((NX<8r>}0&l)?(FP zTMdXEns(Y)FnwKu9LTlMG=qrg9@Z#wz!b&Eb% zz18cV*8H2_{o+9sYmP;5AQ@R7Otlj9M@33UB2Kh`sHuhrw+DO@`t=t3axG4Km(lAg zm={sd$!=NzDe{Dv(t0|$+4XNm@!xF?+;G;_O^cG@qB+%%l4dKDWT<`l-_0$7 zrG0>FhmMHL-WYI=@Lr&9aY3d{3s}Yql7;`{(C+^cBtF3R1c2?hvMxCmU2AhY?xx`1E z!LmsbXN*m=W?*zqj%xTmA2e0+@G^^?^TZEbG1cai8QhGd-e+~b zC4BPaUAefBz$cvR@+E&F|6C~R07pj4g)|A~qnx|Omv9ABa zga4OT2jeqByzX|i9S?saAm9<1mkM;bxtvcKsr<9k;Obs01N7GRF57Vp_XNQ1hkZQLDa0~zds5~;|B`ar66Ooi%m)l2{?R&mk?hBepgjc zT-Re+yA~_gD#N{}Up?oT=&(Ck7X99o{jbX(zXUNZ<+R|i3=r2kJwiPe(7SUK9H3lm z_~?vcf^vRkxjU3PKpeMnr?`Fq&|Bje@7An@3UoN`&#Kw~zl`mlKfWagevQmw9Fx`! zF0@uHwFanzVpPy+T-}P78ZTlid$AT#L82inNYhQmVyE~tmk!GLMf4u2v z5i>3OSMMVRSud9AHs5^{h+0ntVo{lwG@c_905M(D$2|vY|C510Xhp^Kquy7TdlCTRZ?K7lZLIBuYj|TTi8z z_|D`DILxcl^f((+A`AlQlFevb zngr%iXtUDc*h7=^O$^#I%zq{bFCnP2KU?bvlG2pRMl!zRf^9FoAm5}Q25;s6pXcqS zPF2m3Ne+nu7f$>gLF@?7h*L^J#FSS>KO0JI z1c>%s!=G|I{%UAF31C@Hj1NkDw~vRTz-}rMSdD-*{aGQn{iS=9mft7jf$#Ga1#c2u zEBGjZZfp)PI>)W7xM}82Vygf3SqJ%U`s$nxEJw1XE4UoCCy}U=F!9Lp>FyNyg?_z* z2UJS|=xFROC!r2IfD}4dBpOD_=5nlG04C}% zrNAk-my!rb4j;OLZb4zGp33I|`vVY?Of~z!?X_Xc0!qif)jh~!AU?pNe>MQOWJ?$u zPb29yYW|o`6kDiURK+~He!0Eu9j1>0)}pKPe(lC?Zbm5bO||*dFyK82ml2oCm#B*R z>%-PQhGF(ouETPJ-mmV`Sqk7;-WRA<7-E)DQi1ZM8Bjp){a~Ljtr*~<74o;LS@Ng2 zJ`1D@&HZ0WiM%CXAu$n8*k1xMZ2bzOLG-x-`3(Q}#(&7^KB*Ai6!86}?Ehdu4ZLVd zRP_$~Zw~y=&b(oVeO|ieuZ4j3KmVKD-A7lyK`ik4tDXMy!!;4Gsk47}n*TrkO-wQ{ zJp(e`v%f~Ee-iPp*~dzO$dyDD{=2LWkm>~O!rAh{FZz?%Cwgk2#yE_s{?RvF`spoh zO4i=nzrI`h;|F(FRx*?n>OFuyq}->iyf+)K{9I+K1}49e1F2-l+jPL)OcWk%1D&Fd zP|EGcsswB+#AGB}tw6a5j7*F_-x%w1cTnnoU#0W=D^sjuj!YHUd{yAZC!TaB7wN*m zAM3sD&QuDtp-mR0zn?8N>Nu1sH2&p*uB25O`CSRnt|+KJ>wJXRh8Ue6D-%%S_t5UAu4_db&&H{q*Ll34sXGVZmylWn#MMH;*GVA}W^qY@YzO+u>c)%tnf3leBNZ)|EHHwh zCGZAoEJuM2Ht^7C-la3ec^S#=YAtRLbVST48MAH&jgGT6oqo(TGeA`KC#83T`(yc) zV3dONk)%wV^Pu5mH@~2`M-ry@ip_GCgNQ|6tmgMIC>{Ncou@rURA=jQi?ua zI3Qv*l!_ma<+gpL!>Ju!m-(byDO5*6y8$F^$Fnh&fQx`fjDX^MoTFs(M*-o#14%wxUI0xDCu__;W1U|Zc zQiXD~0BnOxT2iLvZR^1*vT!bzk28q5-@3%}qrB2O#K8k~6^Ez?aTbzFjYq_u>niVvY8#zXFaUM62+VwH} z6Xb(v`iL?JbXkI5ctWDl9e=Prv+xzDzFE%&{+KtOjjL6UMP*SP0+$35Eo8~Dj?YW8 zR^l<-Y(~Cr+8*aA^t{y(=RPd)x}#myoBI+>|20sP1UB{pAszIpcjtdBktV$b9{#IU z{#QfuA?PvSA*!rR#=94L-JhfiT1vQrd#fXuSFYn~Mlrd*WFDsxWrHB#Jc9b@ln^0Y z;}xanmlx0n5?jmr4gLqD8S&=g=PFuIv1n7!H-#`~MFUn3I6wEkOmqsrE{Xu+a&TSz z02dUy9)Z?5bI(iV}&zpWq4TRK&dsx6;%K@76hg98~F#!l8qEM zOVx&*M~oC=F;i^oWh+ts>(gWL0HSNbEZY^Oiy=+7uz$E5F|;NaLmpu!DlAI4{f!V- z$J3A&Y`@!9w#r03FvF3JynNP06;>IEs9MvUz&4Smm@}EAE0`A6T^2M;P@#kip|X0@ zNoNw|KE=-2@v4Y=<~)Q*ir_+jt}@26!;WI6Ntjo(KChm`p)Zwx0ZfRdV#7#&exl%Q z-QOS2OqE2HN%_VS-dw!6l}0fe9>xtA2t4sCtkT1!hPT~kGBcOD4a-%^qpHl$ZYc`X zt1W$)8BA|a>;9703u!>mGy86zLX1#51mH0@5Y_~P!@(N_a*|3;OJxf@VlIvYoEwvD zGv*b;`~3Hp86LMsoopW0r=^ix9}R)^RDiRXKc6AygvT9hrlZDLcj4?p3s}q?j=PiO zK~8fHDtbO|@nET7tpRMJo5s|}OoIdBaATymt{eP1@MtVN+U@y9x5?10yHxjMaZI7d zT1EZ>cx0+2!rs~>|JC-{>a@_WGBLuLKaS^VWa4?916}0jce@pX!w$F?aaH4=d*fvW zsIqEc@stZc4KicdKGqSz86Y##RpK(-j+SUcKPXOy`HgOFurIh{L$=0?)H&`k_-`@s zoPRRue(YkdJD)aF2L-(OV+)-g{2fzo!Rx_;00olBZl%RRn)hZg%0fdA4%00J=7u@+ z&|@hQ@p%1*GtdLaP#HV5T0tI%0ix=a&6VI&Ia@A@BIP9z%Y{Zfu`;BZrZQahy zd60ztT$fsxRdDd2%MISlXA!cT6*#YS@^%0&(Kkzfn`&nN*yV%F$WHfNcsdM#M{i5@ z;EIikm-ug&Fm&CDX{RHjmmUGJ4eq@FcFtdUVRkMVKiH6u@$M6{GGQG7rsKnyhay(r ze1%73H&r5I6yYf?MzA`nI8q3%_#s)J$KB)IBMA7di6Zs z?%m1Hkj|luzZgq2K1eUel-e?#!mfKDdI<0g!>=NOOA+R@(gNoc0;=A$-?6p@P62_* z$@y_F;|$0^_%BI6GW9U)qu$&eg?XWNh7Kd^3VL+OucDZsha2AATvYSlZOQ7scl^ef z?r#w^DdfrAnE14yt3rI07?xq28L+dHV`Hg-6zYQc!D-e;G&k`alT+-ipI#U*TNe>L zqXo4r!n@O1cxf6@d6 z`Q)w%+g}V)RfXG%l{})$rP*X%AL3i$JT84WVRs$@*%qP>kd9@--2;_54!~fx4|7rw zoq>6(%X$KN7v@j-Vr+RpwF)qty2y}k80klT_*$g^yyYGpbP>Gk;ud0bCzQ?JI(b-* zon-7t=Cj!+KQKX9@%g6Ta}Nf|d}njCLj5LJRE2W!ULP!qC!fZhk7!S$BEVB_kRKi_pQUE@^^G@)odtre0UQ+Fv!+8kVoWPtdHibB3XAxMrfKpQ+WL;t5S^yR5|s z>{nw;=%^dUj7yhjl@o}dt<$|Y^_vWN!m{K6Ejk7hT!6(gw!{A{ua!_giZV3`) z^YfJ38Upd!zAjE={CJwMFH*HhQnf;owHy*hNxdzfK*yuNP^Z9P)WQbJF=vh@$^7Wx z+Gxqb=-}2vSM!a$oRpu(Z)T!VGUSZh`S@&;z@b4l5AwUUk8}>8>CM!b%+%<}yxD=} z5atDMr+&?Oo`sd);5r zK)sPm?ed~sL6`LL?sO*0W*f9&vbAy&$skW}rGg%xd=1NU%TX>>ay>e@#@>VUD$bTL zX1>F&Ia{MNTia^F+ znYuh%rlUnzqps)(KQ5joRM6{6H;KS&01ZEUsfM^$Sf|IpdbUV4tg`o&tucz;iy71a z6owk|Bn$=`MFw(326~j!-Yk=z47m!@fRo5`mrN65d^+9-(`}H6W#&9C=JEg=k>523 zf~I3maosl9{B~>74rE>~jm-T-@Mn_xtyLbMwlY@#h z-^}_mvJ@FqNA7&E?`+bNJwsRQwB}rQiqbGhgGh?WwnHpdlI$r`ETcUCRvEZccrUb3 zwH=g_X5!3Bs7+JDsN=a7xM+u!N@1}1hH{*k>~QkFEk{zrUDE<5Xo`X2$itZ8-y2pg z#p+wpx#`-2y23=0pZ&Hy9TLsqxn`VG)(;WA%5t344Tu)K$lC0jcRNUqJvo9GnI+e? z1bs0%75D`&*pqaz3t@jnpjjO%7s#cMi10w1Oth?{SyQZNIgddiP zRzh_YF4o;r7SV^;HX_4Kzc%DX6Gn*|GL=du^x`8PjClQ0+mEMVn<(yIJcN-{r-KhO z(6^7@3`UFc_|HYSk)FkW>^bK05WS|bj`)=#_>SpAu88ApsI{<23utAg@%&y}7??-w z@SuY}>d6FEH3dFX$5)Onh=1!B>Xz@(6-5kmZ6 zSg<2VggG`?^+NiDtZjKhpW=rtN=>Lld!GeP%OSW&?31P?AHPG`y1Vj&Tz=7_344R4 zz#mF95hfbuZx?)mqAOMJEW~HG^4+4Au=%}+Ppv3Iz)sKv<}cFZ7w1Ssg_k)Tu(4dV z`^!IAEPpvyI@i4z@T##PCUE^`zlq>rmtwQ`%IZ7$10k!dU^v&+YE%}uumG$KMpIoe{?D4c$~AqtH9pFkSvmk*)z-7+gb z@OywZ{|*70_w|!=2ugA@cIh=RJ0L`DW(*2hTBxIxF#e!RIc%5 zp?-R9reEJ_r)y({b$_i1p$v0nxuUM_za86KmwxkgfW_bParXEUW?>SEh6ZwQ!wBy!dmC^L~F!_IvDpu~ma;S|N4H zFDyB?QG75qIKnSysAArTy%?NGD29`l%>2TV&w{KC+4w@hVXcGwTZ~sKLj?U*@J0=) z?R!XY-UKl<9z6aR{424_FXe|X(nGhdBG9n9GSSF?zJII&gXn~&hwv1{o%g3rt zi%DlBPAys5VIomo@U;V&BcjFn^aYqG+m;;>E6u-*+I{yAY_B27dlnvCMt&P!%uICBv_|etib?g~ME}A2o|2bZ^=xY%WNA%tmmYZ|j5f}#_RCzo;Kr^~*b#eE+yR$wu z6dkA}YbdnzLSkAYZU64;PLsy{axG>eRwGMzwKAL^0aY_qaku0@SAjT(_& zY^Xt)H9z+a6c!mTuT0RgIXNi_IkJpRo4~`-Pb3QA*cgWYx-EYbNYK6;v~4PvY|Zft znJeD-HUmvJ5-$~BNW8D?cVT6AVMI_vX_y**rF=GocQLV%`iD|)qMeI)NrIFvkHwOO zoj-=nPU@kS{pz=WX)WiNVS#ym~&-@MU72F+ zg+vBAx^00rh@~7CW3X01ngK7hRy?%*oJ)}tyFTNoghykTe40CbydF4DUKbB4kFyjd z^k#*8&pK$)=)3B{l2=QVQ@qAja)xTRmnlARc>7GU<*ol~#2bq^R=8CAP!v#*4)~N4 zc5kFLBz(DFR}7lG2(zkNWsa~-ue)+}=-aal_YH`IGkd>X-n-jq%6UNN5o$~e#Qt){#3C+aqWxAwd&6DF#x`>QApu;N0C4c$&3?s5SzkV0-3YA> z>0DeZtl%I_&}WcI`&-`=Mzf?W3-8`xOh7W(_;!*2?lW8=I9Ws$ZCl-ogqbTVTt2ZB zXcOjn9)8o-;N7+vPdpjn4uS!tJi}#EgjrD6Hk|AJc7e!?SSQNCup?K$ntG6t=-)(5 z<(CKh?Ri2B46?o_X%Qgz3f|&%G5)8r(X4Sy1(uoONg_bhp7l@wSx1qomAjcSr~hmUa(feN08_4O44if3lzkCcA_@l z<_U2QIFK3dQkK1s`?%onum?wted~w{B|M?ZI{j&vqi;VaR6bh2Y z559rdK0A537x}p0u9K;A!@6*Fk>887s%$Xwv+M zt*hF&_vm%K8+Eu#UmYxn#UT9^#$HKQo#jfKNBt00BKIa2ETbE%qop-=zS-xm(x3jV z0nvqurT8BVj1j~wJrbqKtSNP8n1&j*C&_RfFNz5~`o4Ms7`Zuz8bw|5lU=9n_}5M+ zxjTw-bs9G^oj%Y4yYon_@GzN--??66I)|TD^W&(^lA?b&Q@GmF3hI*;n31!d7F3=P zqTP|Pt(x3HH4s|hsOh9WiBeIf{f!+;qiMh8Gj)J9?0Etx4*~|1pvOS1)GEA`9<;B7 z<0})UM4-E+MBj9UX=>brFr3e+g=O$Q7RmGQITs<)Ms^j9F`wNZau&;-U2w;_nHqY@ za?OEW>2*-Uu@M$U8|Byia8fmjxkpJV6KQfQgXz%;_7?=Lq0qh-1jEiu1lBOwPE;qqkM71aiX*FIy|)O_ z*Q!O+;_uy6_QX6*i$s;7r4oJ_1vHRt=24}`cb9_8swMz)qtrpQD20lP*)+6~_m?f% zKWm!rrxsBzvWDvTp)VdJMkk9VnmNG;?5l~5DefPF z6~c1PaIwuQ_IQG^5lxW^KPg&a8ZyjSDLFilbDBFF{{%x&k(*Hn%dJ>+5MNUvIA}CR zx1JH!z{f?52wN`;^-U`hE)q5boZgJ=*IhkhMM>_|?sR&vIP z+_|vv<0fno$e5SW4_Px(63ejSfCBGsq6s@))xEKL)h)2{0LL#3q5~639Pd0V63v!n zNZ^099!{QdN>BJ@t=;j9o^{^d)i;-TFRNvNwWJj8X8u6&5o^&A8VZf(1fcU^_Y8$- z>CR76`|kYaof)4ZYxU9jZI47QGYW5bu%XRDa4 z=erIG51WQhLs?!&!C_Dg94;{5ui0cH!}O5D13jQSehNc!b(-3!7**_?GHr@zPVjfY zO3$UHw(e%^d3DD9>o?m0vF}BQ5gtT^RyryCJx~%|AEn0CBaqn$)QG5;lR~uaWS)~_ zL~S>eQM!*zid5$dDZOsL^-bBaX}B6tPe9JWq_Zs2uwO+g99uMnwr7?828P@k_j&dO z-1$XnKZ$?9>R=lb@WP;_^WzOx|18(Zz-S+$VKS) z{fBuFvwQ|ZP1^Kr*}Sc+r!t*+A`H&;6w-JNk;^cQTiMf4$eoj+!T%bBc$W+1+l63W z#0;^z@oJ_pI9zNP9NCD^y7`*{#kH0~R@C$s$; z$@!9`EN8B>K!E2tQp~jEHn9s2_lCdQI~EoxYCv$GR8ZbZqZFOZD z^)!9Pz*Ya&0>-mMCe?I0w?^@bcHd*-hdq5opq)0%%*MoPlHvmh(R8!V!+y4<$J`7a z5RQapMe&@1#?Frdmg>yJrV1x+O^FaY5(APi66S?^10XLUlCbQx>xG#5RkN5g841Y2 zR^g zf6rK;H8h*oUP2FuOpOT6c+0|TI}w0R(CYnCS9dT>c53e?kCt?eh!?-%NI8l-4TP{+ zB;<+g4Lsxt`I`wz0m+flLA>Ik)iRR4zumrlXcy_^0+{qWhI$g=MY#<+8wD0*;^xY5yjjg|Xd;6p`weOQ`(ie)qO0;v%;=-ee zGM)POB_i~75KA{xpPBj;khqw&j{u#vavnIO$B&)}$Nvm-Vo7YKKL(;F>*QDtFqJRk z;XO5t`>GZFW54_^S2k)-qlZZMg>FitZm2V`Ofs%3`Gbnj$z0HrQ%He@BH_N0=uB<*(=-`t?+1p%%E_7}eWfr_R}52K{Ou1}zpHYQ{9zv{T9ue{phT^> zBy6VcWe+^9rtqpC9A&11pC#&kpq+cQcC|EC`jM>&Tp35JaJar>0zjF2QMS$W**SWg zX}idGes*brYpwQjREvCHLzNuJQk;|?7z%|Mv!g&|&^@j)j#Jcxno7+nkH!L^mG_jH zqUYJq^HQTdbNnsp<`tP0-wP(Hgkb?0qB#>8O!^4b4;E-Bw8tFRsAWeFr|L%*jIHp| zH^4L@EvHpc+Eqy0O=8ydV5ZzXBe!Ix0ZYq6y@WMDhA=}oK14>}otg#U#X1rfT0_b8 z@9^ll4BI`FcdKR#(GV4VX#nJTh;rjbBh zlZcjc5R)k9K2#QeGgNjRDELBs=Mj3BB~@Fw7OYzo*L_uV)|K zYQ^0&6C$mAI8fendr21NN$JX@af^<7nJF@r{hj7V#(vHIW^JKlOKT6YwIp8GM=3LX zN7NjV-dE+Y=UIC>@>7}`^&?jla7vz#8kD12d)8NSEZTWF)~&Znu8)c`Ql22A)Dj}z zG+yLYk&Z|UOelDmYz+QE2$NTR!Pm(3tTWO%04@lf%$s))F^n5~cv7P5HvEP`u$YaG zPGFYo{jLex3$iQB;BDsl4>RL1ShhY;dcJP*wXBHTHsmKV5By_@8%MtqgBz7N0!yOh zdU!<~O3NGH_s017PMFKvABZVC9`zyY60RoENVXNaMOw4vj{!3 zGyKuaDo`SWP54Z$>Xg!wKe?RhloYw?1Pz%NyC1GoeQgkI`|b{$TdYXMIG(&-txzFN zK77j(zmcq+u(zn4=qdm9EboGg{M8xum__ubH@{ND=7v?fbVLQGp4SV}EWZqf|R8S~7)q1TxUu;gPR^!CrF;Z~&5RkB5CL+K8?=)TuY z=hK3Tqmk9$ou9!eVi)ZnuT4gAV2~o&OGA(X*?i1i@!k><{Wy@ELSws{Mn#K{kM41k ztV(XA_8i{}Q>W2uc&kYMK!w-=>!4GpCZ(y2OEOprr(czqXWnqm%BS8{<6R4d2)1%L0BrgnKML!p5WwVI>Rx?p|&Bv7Y z2#chQcqjEhw56r`b*L9DRBduY2_zF$-S95$&d70ZY-uAsYQ!NFr1 zbbH~Kjr`I^%2qc*Vs4G>{~6lRk<UB`>l}@`=+tM)4sj7U(U1Nb!FxpO>=pLXSy%xx@&5rQE^GAJa3RrUDu6| zg7ZGv8+Ew`sq;oT?$Zg{DTM?S`L0S&D81kcIB60G$D`&Ft6bfKYSwP+dLlxP~=1=2HB%2=|KD2QFjx&r0-F*h& z{KEjkQk7i>Amy%L2#a`ot7!kHdcT_lL;|!_g>kQ|c(=4+U^3w5IGqI+1e)Y3KOauJl+BOtS4{i-2E2lW+vi{2$?=MwB-H}(g>&ZFy_c_*aq)gv=tQda;U0A~h8l9>)J+oQ>lkTf#@{=9FVFb&>+#sn^K`!V|MUxTL2$-gJoA94Tex$-K~Sdl z#LJHD!m>edz&_rN!nfXe>E?ZSF*eb=x!BYO35S#=s4|LRT3;%t{aY0x%iXV9pO7%c^td2{Oy-T!&!KbNS#uKf2#{~e?MJC43tQHTo5NsqIR{{lV^XjfFF4I$xw03Itu AV*mgE literal 0 HcmV?d00001 diff --git a/docs/images/uniform_c.png b/docs/images/uniform_c.png new file mode 100644 index 0000000000000000000000000000000000000000..cc5bce847092785bcbc2467509c2c9d191835598 GIT binary patch literal 99640 zcmeFZWmH^kvIdF=4-(u7k|0g6AVC8JclY2<<1T>&*Wm6N+#M3Eg9rD<0t9y&=kCnR zIWzN}$+^GokGt0C)w_GM?cG&x)l*MZ?Iuh~K@tm{6deu@4og}}Tm=pe83YFhABu_s zY*AeDo;L@NOSb!kIl|bTH3B&((bZ9Ze=r?KB-wY< z`^?vQyX!IIdOO3};;;h|t|Oi;aVswk?x*yrSQ?imrrlY_*R)IwBgrTP5V2z*3a zn6GHE=*FTpuuf{;`iT(t2IE*rIX&+Qu?^?w6_p`N5w3rmF%}V`^>m%|v%o9+?^_AB z@Ai+|c{ok=MsZd~lCf@brXI_`ORtukvmdbFf~BaOS%$+E15?l)MFM!)@r&xyp>WVn4h$P>UXjfnLV#Y|3?tlJjL;eD(ON-8!8( zoh+obzxSqUU$bD}8HZ{Kgne}+ADSPSM~2&kNnUt)6L4PXi>BBaHq&<@tok~=f4@3M z1UjdKd$P2~y!MM|G#E>m)f!HZmr3b6x*B<9JI-qQM{M_Op;stdUs3uuFqb|M9U}%% zKNAn|h{Y@tJ*r#fPY%$2PpO3&F8WdnYv!X&HG%CD?)PlGsHCD8yjXrn$zKT^5SN0= ziZKM9_^xtaeV|4~%ca2-r(zdn!S(JXF?uc}MU5BTOFJM%8W$#ogUs<%J1~LP=Ch0` znMwq?NHlHn=Lo4MPER~T&#C=skCZXhC0&)CPoY!9)GA|>2KVQyj?1|)=!AkKH1h~7 zxm%yui74hL{~)tuydgh;z!e3vv#Sono0#aapv!*actz3($NX)u#=4x+CV1?cbSCV= z_{f2F^s9C=qTV+e4+PLxi*<}+0uOqFk36duCpK4N?N1-&a&R%xE|C-wVqT@jN~cJ? zU`W7s!;8il{njxh;UQ0lmnv?P_hu<#px1U?ZykNzd|hb$rSX#!_L^*Q+MW1)X=uR< zyzB%;CI&mY1DZ@aeR|i=(75UE45k)NIDA1YG(?|=2HFM~ziSSReW!Yn_DnXMkv^QZ zU^urtZ$F1i6{Onwf~rJE&E^XacUGFbzFbAljOv*3k+NZFX=!SyXGvd4*fe3OddY!i zTh67@L1t@XYbL*@pt^o;r;2a#&C827yH%E4X#^uNNpFXWD+;D3Mt@NLfLg!eBIouX zeH#@-s!obUs>yBeH zFLj#5`o)Txy0a2I%I=N!iHDBM3Jm@A#-}MQ!|KByhtr2)CXxLP{h|FVRI0*TyD2y)dbein>>xa z@5AA)=ZxgeuxVbd9;sgWKKEiy%DR61SEOPL@wPreXmhmx6v;8 zz_C8(kM%`y5T~*z69$DlUD0S{yQ- zFYdr1O@;=x_Sf2v-A|LRsZRWRE`E+~XQ6*Z2t<@YSU_w*#7AI8q(VwXHba?4zCdn6 z8N(7Hc#DdLp^fhpVbP0!Z0+frdzgDBHWpkO(ify2EQsEOksQP$nS+~)yGMH{q4Q3L zmMmZ78Jo5K)V<~2uhemfaVYyZyE?m~31jbQgdi0pG@Y{P&7o_%|J|3XHni7h;h$#2 zy^O7m?bg!^J`^-aXU0PmvxKizYDH^#TV4hw#HG}77W&JqCS0hts_3gmsDc$5viQAs z`>aqVor)>46|zUO{a!@HCM7h!Ie0D{Za8wJxLpXAIl^~9CPNwv^6Ta>iutZvuW`=O z^Tx#PoqLh{R_kyU%S!oaxdFST-b=q!intE$TX_Yw(aMZ~rGh12&!6q}?fH0i($PQn zF*iu+EL@}x3i~ETQ?oc{$M)lc2HXa5uhl$NJF)M^!K!mFI+X=jj$f8AdAwnEoXMTn zsiUu3+?pHF7TVS}Qd)cJe9{uwQgJ4?&6)*s5VCk^ME)Llj$DB;LIl#EYk1+IJYu}N zp3x^v#79uUdSfF!5w}(NPL_z(_fGzp$F+~NuXbH`s6ENj_+p)p)VuZWX#(KuOf>rObl#@*9>Dr9cqtFA7Ad2 zLMKy;shSkP9p2`rse2YCqm9`ZZ`{`)IaFgA+Zn>1-)`RyNsL8E`Wrt^c?=w=h^5;s ze$LkS7n(SnfjZ3JJ53VAFpp5g^DF3Gba>t9d~KkrI;%8n#r4eJFz+5&Y*GQcLJ6UV zo$=n=n{3EkKFw{vDAx=Id`E6KpJGy}JzC%Hbt*KCZahV#Y!nRlc7fHbo}4kBGE%iA z2^9*m`kSAYH!ilc6*87=4}w+w_Pjv854lZO?iDLM9o3$WS5Lcy7j76}t{n*-M#n`ud#%ge(t0qdx6Nbsa^$iNyrun57E{rCDi_!n@9f7^}# z2Nz-mhxCtQ6oBvFuUKIDea_#%5#xg4o&bO00gFct!hao&49Y?LuXXrPU>}^Qs+hDi z@U3d%WM*dXYzcNTp~hziHlR63X*=My6n6 zGmwX!!|&_B33%`Wt9E8CM${g5w)W2a9)h%gJAxlr|Gk-wmiljpxY!8NYRM~6i-DcY zs9%F#fnL!Hp;J>+3pkmY^Q(xz`^V|PUxKujE-nuIY;5lC?jUzg5ZK9rjh&B=kL?u) z8wUp~a0IKfr@f1j2dlmF^S@u@zpf*0=4|3*<=|okwx|AmT_a<#tBW8l?eBs9`}Ozx zH1n|f=ScR>{}2lhknQ&#Hg?b}w*S61aH_!Xt^7(>9%i=M;#PKm&VVt5IQcjP{&xKT z*z?a3|K&`rf1b(C$?^JMPyLr&e?3**+001{YzK_#BJ|Js`p3!ty7M0=3b6ea{a;k^ zcRl}YE1+m0bOE;io-`r!;im+nz&w&$i7ToB-+-0z5tfr-@uZAZli?#84gYa zPFh@4%>#Zv^NG(h_1S(!FU4OS`7b7(Nl5esVllftGej2O55*FyMl^;ekmwCGmaGZ< zfQn8iULEk^L*O}7dj5RhXDoHZ)|@BZ)V(eY&GRs(nzPRRaOrw%e|X740gY4XQxKBW zhd;i*-~_xvPgehBSG8FJtV^~2a|u|Hh`*!~RUi5&}v_NTWR zA8Daf2|bBLO}1O8{~Sfelhnp(`@e~L zgZFE>ttpb6Po>pmN98aR5ZtpDSMvMK#oov$9Rq`miVEIx|B$cc+@GgJ%?@GLv%_W< z#Q7L?d0smNiic47w_BqpfB9nIwNr?PkN;euxXwD>?C5{7jX>HQ(7LCmCx_#@xORq2a(to_s=?J)>pyCa&&TlSA~a|Z%)lRBof#Q#}+9lzCQ0Ey_J z|D)WbqJZ2{yu(Y7L=!5=Q?kH+N?sw$ohjf2bpBme5Oq@M22LD;^cQ}CD z&#^h(avuNc^O-MgJl zwuJ=Dzznj_0B@X5{|!mLcXQtV!KX@IAz+7ysi>;b^YLi|!Qdk_dU7Wrgwji@KbnG> z|3JUh{Rkxdcvt7`m~*krtg#X1|8OnocYDASe{sE?&Bo5oKJ5XXbHzi&0&paE?YqW* z2qQTQ_*&KP1AMMGlR3apf%$gNI#YA=R@lqeuQhW6k+aW@^a~~ zdl? zqVzoE`40~N3{Rrj$%Bz3oJ;>N!v&BkuHM5|lHn0iLcy%=?^ZpArCrid{D~`43R9B#3Ic zPC>xnegr)@tPYQ@>UwB>Y2He-z~JQUyxC6%eikKa#n$0<5y$7eHAmD^JbizcW>e`n z)^&fmI8kLN3~Psp=UjBmZVRBreq9s$(7n0l%+kX6ABI}xftPF9v?x)}6<^o@23z~;$%UfuJza5@*B1y!rsqM!?9awUduO(6A>Y>X!{tT6 zBSAptM;CmG2y_lt0N#6Ek;@*U{Rb<$k`P($&~36mSi7vS-3G2SgYHU>@u^oQ5Kep!ZvhQ7kTKvG#*7Fqj*P7c^t z>~BwUJ6w9%U_Bk@cCa8_tdKc;*|E2GmnG;e&Z@XKQ^7niFmT9Zt$j1Z)|KKY+yEx+ zQLRwDXZ401CZ3q~NmNBa~mB7vS9*z{@>)clHgP8(4e$>jXkIEtUhrhPotf1q9>@(druUu|jWLKbgk zn;lIMY1Kuf-e>NN2RGI^ZoI3D;(>bP&$-VuwhPmIAPtyla({+Udh#<~kyKh*TBvD0 zM-)*EMuZUR%e~RG;^#aY;$dz12FR&Vj2%dEc9vGO?tdG#pF!?;J_+^~^-Dj2rk>F*+suubZeDBr zv%Ajy+M!4Q4ms%-a~w$UB5gnY2Z(fQVRHK3+WAS&!$FicxcO za~z8`O{J5qc7%8(QUKRsjsq<+{7>Q)z$BGp0*R)ioo;pA3*0T#p4!TNx=n=m z8tFV>dmY0sU$Hb#@NWIrf{0od*O1WEev?xI(L_59ZG;t{vnWseH@EwBSVvvXV}i3v z@f+VhJ|VNN>;kWJGPP0d6aUp~6GGsOsayMAV2u>5i@fSvR8iTk$OBC*Hi3DvJl4@* zjcS&YCrO~Dhw@m5fEl(IFOG2t)46TTsr&OAJkQR)1|XWx@%5f@C9!C)pJX;^S%!TG zWw#PI8|FkYR!h?emrVw7SGJ$Z#Q6Sbm3sGcJd0aZrHv_%DPnUdnM_K_G+J<4Uq1rI zAAp|B)Y^Hq9#PcR*4q1gv@lno+;?JZQc-w$HxIIn#j~`k4E~WLS~S$IE=}@<*cL3y z$~C>-$i=K+aPECxrwcqTPQMyjKw$`tM@4Fr!7W4IoylUzj4^})Qf(FI4E!(A! z@@VyACN94+Tu+__mYXQ%IWdp9y%TQ zJVs!m!%&jk@za=Au@tIlK|w+DUMV*-2AUcQFnfujsf#5XNI;n1?EJ9+o+^~zlh9+k zV)=&qBi(tnQa|eQU@@KNM!(Gsc@}5(FLeP_v;c_+LeI#Eb5Fs!yd?L_6SX5~M+Em~ z6^>QKFF=fkn<10MrX{C{=}(5)P~%)3)}*9!MD2dT#$q&IA9}7+d(G^g>)W0L3t+=?Ws50U5#*~esFD1-*AOz!9 zvqZ?dM%XXZmqH$Xf6i^SFA4%yH{?=!X#g=?JKZVH1~vNLB8qk8HG;qJmqL$*QEx}Me-dlsJ1w;E;)1j{@C2*{@# z#Q$raEAk!*V6B4v{ArO4bL*KI+b!E!%rk00wDP{(XXip}^xZd?w|TuELghC%*WvA6 zBeWAJA|awL8Khn2d!O;zE)8_~;#>XR5&y$X9sl_Wgv$FI1~90mPAC5_KWq--Tcg;t zs=wZ6a-V#E9@D&MxlAJ#tYvr-kHqww{-E~_^_P*t`v=J$zyNwC02(F@Z7#^;=>~V* z&-_UL00r7ui2N4j=1KM85T}m$O2aN_^%I#HOwWa_y{azz_OsD9=39I*i83kkwPq2i zxrZY>D_n$Z2DU(T1J9b!aKDU7gVmMBww;q4gLS=q6$ z0*hWC6rM<2M3r~GoC*mv8%iR%(TM#^Rg&5R;ZmHLNxU?LM6PA0C|#gm-q7bnqQ;y_ zrFkl(sch)v7~rHNyAy}{2n6u1_W-tf+e$(tq4X(k_xg|(FO6)W>!0{B z4>x$f69VTL{xqpy(Qgi4L49HR&OT*_k8W8tH8n!<@Y;(%8PPt)0a{X;Fx6Gh5~1!c z4EMNF2j2wGIao?rC zwhM32tuhca>HdT^vrCx`=+3t026|sR#-`W&!{olaoJDM7h>o8A+O`vnLI-Iuv0TDxumsj`wEhoTi&zjMi?3WihJ_5zmE{MAqyXHwXz-s$}9BqH{ z)DZ}VhZhIw-ri|bNKD}brn+w&)#5Zny5>H8xo{|){c5Y4pptUWmP1b#S+h{gEc>=gGOul2}R z332<4wGK?PF7b79yf`BAZ6o#zF_A^=EEw$|^$)WUZRzI(DGLrYe z$Ot#v;S83D@U)rk^4E?CSQJD@5}Ch4)N*mMSdpjcY!TemqB%=d)%rpA;-b#~@gZ1; zWg()!a0+u*L+}7Hn8z>7KJ75jG* zvPuO{Q8x#XywUUjhD>xt@!U{MW*&l+wkipM>m2l_*RwX{3XAN>CgogVf|^iA-IjVH z$S{#QuRt}1l30B;F6^6_Fp@7#zgU;A+YIkIGq%JcF@*tYl0g_5QNu#GB&!Seq)#;T zzn=~b4?k^wX|?pO>{t4mj_Z;u4V{+r30c8~D*)0X)M1^aJ5fqtVng2x^_td8l)R zR=JKn=fC(20IZ~9D-U-SlZ=@zaYj6#V|)E55-z<2nAcN*;}7oYFdqrDIJ~X7u`bn0o6}bA-UPVxNGG}f-ANI1-C>Nni%&6{ z%mE6KSzmKKZ^`F~=mD;W{GPQ}T#cO!W(}RQip$$^95voCCwC+(*KN^V7cAIjE#Z5_ zbKZA0D~h-Eq;tP`&kx&xk0Had_2(uqg_B+>xu4`&#@EPDnIUYnRjp6iqw`ANj0wK^+Q zqMolK_yCxDaJYx_)-bzTNqy5c^PKZ59&Xp^#-_6FGW)XnE|X}!eiI5`6Kl4B%Z-Lv zgEPyj0&zY7jTf>3hQE-nzdTl{-$t5N^Fwph=2pld?Jtw=fN+yhq2Y4L9xOb`gk#-Y zTq^^ZHEL=tLJ(;TSugOV*b>H1O$&{apg$z3e1F<2 zc67PyE9;yzb+&%A$xz^S`Qg@a`{itRy@I61*Ruie<%5NWAtf+31<}HyDn^g}aw|!i zZGCwy(6Ng-$!#r9R=@kro@Oq&P)dA-%||n=e9ioRrxTPbd!4tWPrwWH10H81JW;l*0m zy6EDfrG{OdUrCi$59o1D5bW;(TnO~|yhV%zS~jbsvh+P*Tt7_rona@9)F_Zoe{G&E zyP#!dLQTO&gV@sY$gd!9IcI`6K|3)yxe4e2p-f!#;X_>OYR%G$>s^Hfcjf&LS8D!< z=)!UYQK|RxF9&rZ4jH=(q-|}>)eGmgPdA6;31^7-89pgTa1SZsq4L3NA*Xw-UY%@= z*nBrj)@Q(3LMHsS2_*~~a(Zrxn9J~<2!!h}-|q3GE()ke>DssMFx1$bd5Hyd2rJQ8kYCIyR%QRXN&!&fZ{<3s-Gnx+)Yxe(cc4@k>8NR+$K3|s zR@Q7Dj!{(dCJ@E9KW5?{_7(9du}6e@IiD6$>z?JkQcJjvx$y1fE$qn9b};~Syvd-f zLuO`HTsMO?rM{#y_E2hT)MB-IkOT4awm`10>aqH3&HF`^NRCO)#KM>86)PW=+h&y> zqy+VLlU$BeYwg}EUr#i(f->Hqp;JnVN-8IWTpUn`L=UvXJ9%y_91k=(F(F|8YPrpw zt>)>2AMP*tH(F~>199{ZZlzj+9W`E0f}xFex;0*U|Ks@rGh9>`Of?Pf=>u=>LD8#M zF*Sw#&38a5C+H@z_stIa;0$g1+1bOs}pr&`THWI%IUXwR}+1E|AU{;tENy;`hN`91Oi=hBYE zeU|s(NlT3X{YA3p=O)nI4T;Pe9-5DUJ>~D}8qWTLh2cJiv$OL--5~&U3lHeYKt`A) zDNNoxpW_Eqf=U^YuKD}+$YjdjzaR|m-E}AoUMIpJu zq#Ju_?nGt1hL^g6XCs<6rqY;a@O12wju5(ftd9XGc+PL*;j=G4kG_MX=(Qe5J}lnri*rf*k2 ztD%O6deaPF%h%OKh0Lj#qC{S>fEw!3=-$=EZEWlB8UkI8NTBD_y!UBBUGFy6{NB2z zVCGo5=m~I7*#oLivUP88Xk{xbR-Tv*{e{{5-Q^svfI@PFtT}tSGEI5(Acr;V0rl}h{6mv}eQH_NASmCi9FgYT5@1%3hILCaXRo-<4G|(#~DEPNl zSt}#8y;;jm0mD5&kUs8kW~lu(*nmLRz1~%g}$VI%e`aSS7eCG^}Dwe z1EZsay(I~wnQt)G2cPYwwR#Nwx;!e!r1Q)m%|lqiIk=z zdUD9hb+_POilP5ZR0CvafWn>1E9d9`p)K}b_!s~*vq(@`Xa4xG1w3BKv)_1x%*pc~ z=lky$!a)U!xB)+m_5X_Y|93lpg8olC|7Sb@9;5#57XRm2|Np}sXRO6gqtMUUjO#Ap zpCqNU)TaCqbEpk5i)oBLf2K7uN}PG}TzF+kL(3FNh}p5tvxOFUP=I{cHM@t|F8h8t z_H)P?!nULYY)s&>d?RPu5XpnQsLxbKi8}C%m8CY$-)0nn{q)?2N3MSheDG>>c=@0B z9?96|!Kerxs`^HuR zF%qHA-qN!$l_5yBKHFai>N;4L8;dtgR9ETN`yVW$&--!}H7lKb(*!aVrrQNQC# zt9FJ}DV{-FrTA+bn$H(x@5#_MSKdkAYI*pM2v;kjyV)iO3byrrWyh*ghX`!blC3sT z5*gY<>Fu(H{`sI=PAfj@ZVQLF2@gS~(^+O*gk%2mVv$So;UqC_PdqXLnv3}SLXEcx zd=wNU2A*#j`mwIPFW=ua_WJ}!9XV4gMDOj6S#*Lq~9HnN1vyRFCfXo0~sPHWPJ9%YohklY%G`Dxog5< z7~hz-K)FK8N`+A)&N!bA9dg(8GT4;$26tngbt{Dd-K42x#tuQvNx++O3OrngmJvZb z@!po=*POie_8JdiDAz`Z)e9XwDhl{?Iv3jSdFw6)okm%c))wpFuyD-y7X(uuSL(ac zPurkIFZBouDDWWLRI-Olsg+Gc534^ANhnyAmlfkbl~pB&>NM1R#epnU(QWUgt}k_{ zcFU;T)6jkrEeLO`%}JzqAnhcKx5<{NCHt~s9YW{mh&S7m-J9*G z(1P3-DE5Tj=9|EP-z@?A+pECksWQ?Jk>>XR#j-v^0_To6*-sbYzCPed%*G z!O1z#^0J8Ml1xUE<1QX_X?1x-l|D{q8tA#4RlmXnJ16u$JcYoPFzz2IK79e>Fgt5J zywv6tP7YKb>Qnm0@x&JMoc*PQ@y!au01qbS_>4gM_(4&OpLpcR-Y^^OSf>)+QM+Vb zTH|p!@v7cTUQisjZyIlt9d;ID7P55*mjrE`4RZ5E-Y%2IcKL%W$4Uwvau-`Lj-KU7 z2}F=zfmZS8CEEQH8J9L}3FaVc^w~6l_Jr?uK50KkujG&dUn&UP8EphD#_-m(^{%`U zF^+k|uBL1D=AV?%VGieq#Z@`Iu=Hi5V&7cDWLI(rzgt99V)H|j)ZI&BFv^a+>HE7{ zGsB|cE7xM5CgYfWg`pt%02#U)>SB$c;Fmg-i%b$X84G#}R)$U8EqfkJ&JTJ6*Dhap zA0K49(;DOWkNm?ORaJt(iwh!N=2>^0hdIOAjj}U`QptilufD^dA%rU0rPB@lfJ%Nx zlPnR!@p0rQU;jGy!eYUjn9RTE`0+~k>=sP#y=AffDOci$v4c-Wfxvy7_)I0f($j|}2Pq-lcKI25MIPj@ zA2dMaK-#*ytiiP?Sesu1*%VKcT)3>QFIWaA#@^3O86C9!@xKGE82A8H5PF zksH1L+slk#lEGFvn90-Cu?Iz7!N^f*oyFzz1 zjkd1Wfv_DkB&b&%v&O1ZY6vg>6N`2pTN58w84r7?t2w}3W(kc^nwU~xQ1#RiUcvhm z_vMvI*j`GyyFeA;g}{eW-=EjXG81<0=}A=v+;87tC^P%dVh;p|W^rQhgmIUR^MocY zJk`n!rgDuG&vvcs&G1PR4^aNW6N~2^)g33c!WzN5Vb#7N+z}8Jqo>bJp*m+RfikZiDqcL-`xgB@WFN>Fy6-@ZU z9+Sl@KCVwn@Yi}pSC@_}{ni2*z2{fEO~02$u9H6BAIxe@g&qrt7kSz!8`tsZ${q39 zFOTr0g+CpZgobTk!E^8C4bkt+w9z53xel9Yi2X}JC4f{e2hM{|uDJ5j2R_Q8 zm;)p0$QZxi5>iK3tE?)Zb6pp0ksm_dg0tl|G?m>raJh_)nTQ#xu{Keykik`fk5~iJ zbUPditPq7ydm3L*@M34YGizz8F0tMY37m!pnao-|u~5in#=zcBE(gGWp#%P^A60934TA9SJpL{Y1oU;`%d^c=oLldFQ+#Is5V>pDnud7%?=D z66GX?Y#V3`L=T9=qM{Q5M{sVQ`(>SH9+Jswc4&M$2B~C58v@Q zydWct4~Qmn{bcbSxBArgp$Ih5p7n5vz~<%mczGmBa`GS}J@jKG$={Bby~sb$--548 zRxGqKz|i7uQD(IPTXszanHiDM5<0^g$9F3`aJ%pOx%@5s08xHIE1o;-9?##6t$q2! zUVUpg5ut@f(Y(gxx6#;VMELdNmGgz8cC);0_sjha?ie{>z?gmZs7`!CKh;8zDRbk zdhd^o-KL1{7f5X#Hbw7RP_Wr-)rU#RAnj}43kDtUeY#G%jEJGP863hxDRatD@_4?C z(0!-6g=o9QV<>wV0uHMICzm~G*p-!A@r&~~zycA4#NBK{oXpbs+#5~1?lOo&s8x2s z6x-na<>z#j+kA1iNBjfbL-^Y=0+9p{lxpSC0=Kl%?bmK$)-&YG75qFx!fvVR|16W| zyhSyw(qf1v>JM{9jug6MC2o`W>Rd5eSA}$;;$^54Eq84nAs0fRMYt5iU1^5NvNswM zw2W2U6zlbJyq0Pv`RKl0y)&qJ=R;^|&oXbbWcGMrz|wMA1y``FqbJq&u!BMMmtpO@ zx}R)1s~j8?$M#!8V4}!s861#1#bDf+|2&N$+X`dbrD(fqjRxyeG6t!b{Jp{XOfspm z8^^e3MD)8HhFQkZ%kKnVjCLhm^SDJs2YGmA(ses4h*c&QmoI10DEgi>l?V3eE4+?u zIYwRCXbyH-Y^k7Q2dS8|F4L=ag_y_f3}WF1_#XUVkhsYlN66#u$5Y;1gw@^{!1Ywu zhp|aLWb9NrwpZdHtf`3oqG;YDbbP2m#Y!qvPWT~v2WK22#1xjSPZ4X7SA04*zxQ*J zs_`qyq^m(^!9+s}f3jy()t5JE09y*WV2d25YnPDAfuv`1k}{*Rws zw4C@JujaY7pV~|-tQ++adau7!T76vnxSJv#be9CcDq-e5Z8V~oO?Kg(i{!hy( zlBEw7g=GSCx(}CB=n_1qv1~jO=(^PfOuOlguS;!0OuFklm_HG-XatB5xgR-5H?QKs zg5)cnau&6NJPk#7n<|s7;XO|had2t2sH3HGBo^iTedB)m2c2nG$lSAf=n{C}cErI& z7<2aLb?sd%D+Zm(H4FY6OUD{7eSPtACrc&+9#JQ^%`pZG3h2 zZd^0tUy{%?DeC(=t2n_OJ^@aOV}IC2Jl#VsBi-6v#GPSrwK-vL{8N7@6V+X_`sLw3 z?{m7in)kyqjoNXM?L{5rlkMN}?RRcIa=<4U553PM3f}f)9SHUIT)ej1{BkHyvyOZs z5awtkw0^RE*C_7fcQ<~n!D(2(ZA1LhCRS}u+efXyq4a3>amhhR=+>^7<-sDGoHrIR z9f^@vyYIWSLqym4r~ZjjPdq(S_DU>c&4|lx?!uG%Ndt05R$$ZCO<*59! ziOFm?T(dh~nB{sE`|+ygsR>}On$86^mu#3T;jLVR;3ZNv1QJOf8WA0iV&qCDvlMHD=RV^p^%nOksCOG>u;zF*1w!xN zDo=iv&#LM|e8#fA+5pRUJ7Geu=8_{59;HWp{!Q`c&bE|zTmA^ohtZB(I{$AOZ{g7_ zx+Im$hP>il-Drn>Ec{~r6}z5yYdCKI>B>7yOs%A~Zu4LAEAUO)d&U+vucm+}`igdr z6h60G9eJRJ407&_v*S(fXf4jHso!nD);(4UW6nV3RPnhYBZC#iZP~iZ1nzj{=_t7zsyZf74r!y;!JqzAVtU^yUMqBsV>}-N zBC@t4BFw^N%wlkyh4mcmT;sUXh!2@v;_0)Ro;~U#9 zuAT`n*L7L1E$twco}H$PYG-WGz{lvQ6R`yL6|3VE(XOS2;rTC+RIX5z8%#2EzVI~k z(>w21iRshspfmf08djpZB4ANIeSbf^*r?9&UOiJ7h7ohdyPgq2fBk?fg);TSmgyE| zctX43*)AVEU0Csn+a81#BSi0rQ>||MFTV^1ekLT+p{2qO8hJd;|A6y}VqV!=P#6u3 zHyx=yOGCq^?F6U#;mX^8&7_t_*?~w1Q6uPi72i8NTXrmUOHb<=oz&Oh_)lU2<1|4G zPj;}CkLKYs>9O~aRXJk)X>SuxXw%A{`4`n7_P-W_fIUtOa4XkI+m0aIx0{GsxfSy+ zsP>am-56HXBr`=8J*=0csC5Tvbg9~nALk{HT&ED#Ox(?dE{NNO*RX;etN7d^!U)7V zE|2#QZ5~J5Ub#gGz?`Jpk^4avI^I0`TkQ;nX-z&&0z7Aie4#&Ob<}d~ur!a~jM|vB z!tZg&&zwPH(l>4Y1 znvG>}9!+apBYOWiQ`l;X&G;)U$tJ1K(oK{Ry-HUdNZNikw;z^nZ&Yw;KSBTNe*p}P zIMa@N^7W?Y3LPmH`RaeZaOvblueF%;BLa_z>YP& z8M~pcTfLI?hSGYC!@Ez#@#~inGcz3|)^Z75X`ef*u!DUPSx)!+t~mZxrckeDZEfV? zbxIQEu;lZ`q^paa#>NajEcZDbyy-pku-z%`ZoKtADaGWBpcUC~Z&7vUQ-u~WZ2Ug; zu5e-wq>OgMDlziM!u>#MO(8C*>c|+|Z7c?^g8RC2xCiu(zj{E-v(%rggn5oCle(T7 zpB50&`!gWDsoJ1oTH`qQ*hIfQlB}N#U(UKWf;@|;ENjAP;zOhALrkhkG!KI=l1GgqQ`;s$$@G5#UZpE@H35QtcI7itv+<$dh_-UKL5m%wZot8S;D1lK@hdrviF3t6h2d?W0{N@YJz8n zpf5?ntmr%wj+!cV!7e0JIS~hphon~T_oU$r&}7WFKtqvvzVh*~O`odV#~-zM))ed8 z>lWbJosL}`5dk=VIgG&|qNJF-Jz0^p7eI0nBnn-KoEev6eHvrRj@x7dVH*!dMfq(=Y>&KYO8FY`iEZ4$WO4E zGRS}2a~7qQgvM?Zs$maW0KB=u0vBTDL@gnzjLvS->)vd(Ov5c@21m`m9_l|l<)RiO z!Umzy7vl!?Ksj%c@o3zSR+~Anyvj5~7nWF55yZxArgMXI`;S^nP0$**o|c|S6R4@} zn*HFa+1}}XL+1j!HxAs81v^HCWAGn#BiI3`J1~&>Y+41MEi=>2&d5yO((-^RDA4A) za3P+DYVz;Iw-(eD4S$iCH$7ySe`kwC?B-D^(qU#qWjS>;IJg=&2vVVzqcda+DJ(~W z>9E!)^KXfRU&O)c^%--}KeE(Z4<<@=VojOvF^b}LhnmRsv#!Z&bvgfI^wF1l60SIV z^BPdmZGm!{rp4LKYkzp-C|f&}UYvc#9KY@$iw=>KKa)qK^HN(Yw@;Yx-Xw^MLxFlN z$-v=6UnEV`t#@QHMO{DWDjuJJ8xK&S8J zppf{fNLWbzvRgBfUAdQfuFqoMeN%qF!OU2(ZN7mBj65XtFN|8>89}l#|327Lj~jIK z`}jRp8!Pj&lve;auB{oaueYrCGq8;)K0+ly>!m+zdnK*FAzrd+i$9q7`LjgMsY717 zbBHxH&=4ne4=4N=JXVz1_k%r$;YdZI5p9lzis?~E5FP+*pBf;xYnxk6biaQ@w>p%dsc+K5 z8mpN>*i!tk>}6>kMbj<1xrlb^fAV|psSb7O&lB_b_hDxEzEWi2e0%Cq>+F6i zr`3gZM1s$hdX3KBt?-Rx-|q$;xJT$5KPiW@TcDX-G+jjysgW?fg_jYey7eK(6>3f6GR{s}L); zKlt&x+J_(HZbr?tdt!Z&VY8F*?>p+LVJk5DOO9^5@$`~#14laf;rB9)qeH$_{w-@|CfTfSPO*K^OVc+N)-REs3;AT!Pgho!h)=tj=e6A1 z7iBujGr7Z=LW-0-A!p^-n%&_8>o-3Ka$~g__Vs9EHQ+Lw#$V*?Keu1M8b}?B)kgmH zE1vVZ)S(VUIVFPRN8>1#iRM1Mv?K)EZVmwjuS<KPtC{c@Ht;P*lUyU=af z3ktlB6=tvE>c7-yWjIsXT9fs7qzRYN^aTDVG*TK4uU;wOIAsTY_KgoBn@2zqI8O!J z(}}eN%INduPJp0glnX%)>X)~e>y+$SVMB(~_)4zlFhHp%5%IlvzEVHlPQI7H+RdXXDeUcX?_n+%7a~)HY?Il ztQ=O-aCSHbJ^(#l^)j8=x60(sr}|1EZWh*dO1C|OTCiYV)$xNta3#wVr^V8oM!mfn zqwUXHQA}Q8^&o+}LfXrdH-5zW2i0RjK0fF@VovQ;OrHl0$&hh;a0tQDZ;deq{Wj-M z6SomKt=~`BCNsG+0P-->d_f#iO*F zwmKgNhMX@|T#JDE=OD(4mf}&a`%V_UPGw38Yf?D(SGpPz>5Ro_cbf{Ds$-j0(pk)Z z-egbP)@A5e&c;)k&NmE-ijg2(@r%Ujlp<-ARIeaTOR=yy>QA*wS32Z=l1AQ%R&q%# zsC67)s%e5I|LrIxNFoPvknlh0PaKG+5!+Z^ofrYbT^5y8E*M~Y4GQ8__}fmg_PWF@ zUY-khrTZ0q&M^koZK<)=lNkz&{sUm z=52;4*XEeerRGT|;oaB@w_W1>&4W+lYQ!QsyWyqbyy@GS=7?(@38^$Pz6tZ? z5CD{Z&M_8$%cLn5T60(7#Cs)=d9r6+@n=S}nGweZ>~L1Ej#`p*zs|a#9DIGfWwF$s z2@_}HId@H#3ehE3@>ofx9@V6%e2B;P-+YtviRH2b!R3xikg0~Qy-&YfNuOvKTxt9U zWaW5Ew6>xV>!c@*AcHU}Ra=W>+x$j)ecSnG&vtp=KokJhFNcbc;A!lX1j=xpb&QJM z0>PGTv$H>31@TE%kTXbyX(*GgWkG0TS_s5oXC@$T}vB~z{xkL)7OW%-C z%kiLJI=)S&eNn5=@hVMoEw*RepM2|=&=bLoG#6>>Vf-&YP#ZAvyiGJ95R}RL(X@~7 zb0RYMgUn~Eh&sLeASz1_^8#A@_W4jLZTT`v&~NtQp2y>tb8d)Vn0CrwQFGp-l)i1@ z#~_3anqi&<#9CCfUhDBx!X4)V23u<(#eEm(w5$2^Pgb#E@SIx*c z5zPG4@d*w-k0bY$b|=Fg}1nWaE(ckgaj)uf;`6BAbYDQ;5n0oanwKbMMU|Cb&;ZmwhvA*D&Dn>@Xo zwl!E7u<)A!5jpIx)sAXXAamZ1FBn2>UNwa;Al$}+O=+DN~xMs{8FNKk5C7}fU1v?9F5uj$5B55JX$6+PDyITIV_%g z7`eZmq#Kr!L4|b1jt{rTj_n>zeZi15R~wq0qJu)?3!kf@cTRlBL&*M*D@uapj#hIY zPL0cAa_&5uHE18e_2DLgcMEv6J>dOvIZ0F-0eJ@YhUI#T?{4|U?)M2~k)r@u&Dx0% z>I8oiWc6D)C?#a^Y{g_@GMVb3h!DaA(RD{6t8;1Vy<9XePK z-C`PB5ioJw3k6G5P7w;Nl|vst1~}@(rO@(0{1RmawWXVEPcf*rTl4byX2q}a@}T;! zk*(~Ntjq@I1lE>WY~_1z>MQLI6nb||ITU!;E$}dc53O?8>-)&5Zx|U0x#fK{q&_p9 zeOy}^ae@y8`5tM0_8U>>PuS2j)(29|C zo>D`aqm_V!A6HeR;w4(RlmEe3^_YNqaAfv<3_lyH^!5<9oA>}z=}p3$s5@MVqSn2P zPuv*m33ycIYu5z#Ut2+j*)4M1J@pXmv$bf`uj$Az1yfcNyGLge)L*EyhNjlZBj47d z+qNygD9&B>Sjdb?4fCYXho$8)A|YZ*{+h~VR0pp)k%MTbHkpl>*N%X@jc-cGKQQ0U z@mq183hQ33ITnfK&2-&WQZ=MiAmihF9v31e%pWmTg}4d)RF&mAo`l2sj=sn4SxlIV zJ7#r$1Qv&>WrXhvXsT@23rSYK4~1C1HNIPUipz%n+3xm-{W2zquG7=m z`6CzxvFbmQpggeH?+X4B52v&!O7F_C8vNe}9~Y05N3#W1^Ydf(Y!t{WMVI1OOffl^WvEca=I zoy}0nDfM3nm0Q&hY_*T^?M$4(-xy7NVhxZ>j40f;OLaLkogxbl{#v68kbpmnIf^0h zJ~oyE*Sd=W6A1CxY$!P8F}o}7xv^EL+osSH=KQ~gI~Y|~Cta6uaHx_6@z!6qKu=e- zW{5EC!%RFP@q8!H!>XJ#!mHPB=f?z2B~u#b>XhYQdBE&C4zboearfRP7w$Pj+5_nP zl0}@spy=d`iwpHp&zE3R`@^$!l?}TUImxG6)t`~Yb-oS9Oz+#$ByE%rp7wZXJ1CHsA=!t8Z1AsD~b(g%cVFOWk%iYXj{&tRcv?bTA1PB&|q z{u2*}47w*HJ-x`N&)uI1{$}LXDa9<9IwK;9ox9jOs0SX%Kru5Kgrsu8dby;vZySyF zKvI7NZ*KALFz8EXErSxsJpM@hoYIBIdx-BhneJ*YtqE3(?_^Ca6bRjVw$VHhVEwPW za(}w$#;sif{||QN3C)zQ%twXLgWFofXqx?uH#ufi6SFo3b_TCaVAYPH_BT*@8+8n?( zrlw1>W7r9Qu@Kh|MjC0_7l~5ZR|Fqrj!pM$I0-f0CqSe){RmD=ElEo$I`59wzE@K?r95Js z7q?Go4F5#!4`e2Bt+YsXMoletjn6rF)Vtilw;X?jeKxUeBHO`xzU@;Ml?~dCMLa39 zbT#Vd`s?;G-Q_>@@PLi|x3tLyC*iKqCY=(~z%S{?2X~P+d%KyJbd-vT7NB*?{Y1jv z2-9nRer@qkLsS%MYSMem0psG5TibxAO6`HP?JVYrLxn0BvN0UCMozs&1XFC8Q=E=R18#r;b|4Hp@!ZiatWSeNyjZfHtny zkzc7X@Ir*S#RK`UsfKoQW10xU7Mo4&)Ek~Pk}c-|)$N51q*;w;P>_Vjg`BdMQ%7$! z*<B&~G37ej&#A3nUP|z8%mX$8dLf?mCKZ@jqQltBhbky-$DyCM_kzLygtM?Ust04300IjF6T#6$7UjL*Q0Ci_((7)f}^}0qmB`x z5DRV_l7Ks$9co%~q!gQN#2s(y51@up>BuC6DN>k|y+YtTdR#neSni5@q?v@E*2+nUXXW^> zT1Q)ujmowZ7X=*^(M9kGSm<9Cx2m!fXmQap`|GpTbe}~zm6ot>y~IX#H%hqb7K7y~ zOm-A~qx7tH48Q)Y1>@gRir%I! z#lY~vt>F1L8-oH&(|5hD;_I)+=Url*9@J&lR0pK1wW{#mM!pO-I?=eSXc&F-*U^jA z4v6p}rj!a4+_QVoM6w5dKt zpr*DPN5Oqc1lx2Aa(261UzK|Xigbh)vT68{x@=rxw?pji>s9Qo-(B>sje=n2cdO>| zRr^I1DB{L`L_^ra*Q7BZ>-;6N_k*gFD6iX*o?7Q@vgW^Ly65||gzFELXSyvz^Lh9E z;#L(%mj=BQ19G02>DimXOf6M2=PoK&>vfNyK1q$5pJ3)ZZ;JxxRci& z<$AnOC$IMSOoy1*BW9-;2eGuDE|pENuj8R#b0ab%T^?#I-N0bIP|>J%_yaOnp{bmU zT(nd|2(9b28T1)0zxk6~y|D$c%kg@`kNGB;^NQ-Pj^Dcrg#kz9@-Dz;N9xt2{5eQAX|Ag|bea0T;`KZQ$3y`U;#REAS7uP2C?Y?8*r@s6v; z;fEfTA~yGx1*QuJpk~PGrd@)8H`ejA`e8>oFos0EQQ_D3<)^}8=i}Di;gu`v&LvwZ zwA44-sh?pDVqI@=DL;Zuv)uY<7J~Z6a6)MC+jjfpS+o!Y+))y>k!4C6YnXU)XXRt; z6Vy$rcaEge^R{b*hZ~wT9BnDR`bG{Xy#+tQSJprt=M=Uf+{8(ASUgTteQ;p3q00Dp zEN7Mkj&)z*wNewO5*j4fy|>P{)aOQL2aZUHW|c9_QhRn5Jl>TtXi}sC;DYVRruj;- zE#np!WD?u+RLeBPhyP9C-r-$D9OT~K2SW94LividcrL&KXXyL`TI5lmGw~*re*^9Odz_83%mK4n5_i+PpE22oj9t5QPS0fegYhq` z1=Pi|<8N_G(2&;=PSPzs;w9=2DJ&sm4W1=U9GAx)*y%F8s^!47ZX!qy|?If#`MQEu@&AMd!mCtINB^@EY zhEQx*d2Dv4D-H>aj~x=wNj^;0*(SSA%v1BpO)y94??<|rKn>`7@?o2!n#XOLV`1i} z$d&tf!raptGmedkoHdh)qMqEGR4T}$N*B7;Dsj0#DLzx0{lTIl)QoJJMCT?XCa%r`Y*e?<8U9BMH6Z`#XwTYl7U>b}7VT<_Zh0az(Q+JiyhKgUFRWYy4VxU;xI zKV)UBuy(8%qsL*gR;VTE%JF*`aguT-(JY^G#edTJ=S47Q7-u3bQ?DN z$JB!%iE%&ncimj$KG3MXt|ZW+#rMc?IkqDxg@HL7*I$gLQk+>TKONH{iG(ns#}1jk z-@k5_&Fc>>w2IlU(9qZ<@T?N%ikkh-nF0ZiO%?NlO)liJy4JNR|0JYPvY$;%HNTkE z46zAJ{5*;J;HzPj{s|!zLzWPGZ`c1WIcUC|jswm(TheGjXyn3asNfT1u78N+>^LbA*du(%SCwn&qbKwLq9UrD8- zH^@9(@YqKVeCu!N_Sbav%1o^HRS23UY;d_)36u!Dr!1|BN2vo`{2TYI>FE;Al+2n~ z5_9iG@9NGO6|T7N1OUSb(WW?VNJihVVA0-(E-V>39R~;roY3jG0ikEMAdt-)r~f0& z1@(4)H?DZHL16=bYT| z>b;Af`o)@DKwn#Hv#(f4NFLSim2^KcA}+9vkS;E^L(x`8{iYqgU{A$AWgmpR;Hw4HU%FvsdU)clDiI8bZS0U z-G%e9xLET2$pa}}h*YDywLX8$#A65a8d-^)~3 ztPiONWdxb(c_{4$4x$WyNzy_hW~$?0JsvlG`Z@+X3;F>?OSoHpvSi`f6z>lB*JW)y z`L+m54{ z`C)71QG#f7T3V;*|LmR1tm7|>VZJNtR;@aD+km8xb6-LaHz0 z0=Q%G-=S^9Y&hSapf0xIF^9FcK_#NGZ%ksFTT%A^8-kj$tONaFZY;v-xYK_S@RIO$ zN64W4iUb|EV>p|!X+o=Gcur$gJ-8|JNc?2Mg8r!X6yIXeuq&=GVbmmkiRTx}gSQH@ z$LzD>TvITMIsEI)#@cF`zWJ=xXEB+PoPc8US*`NRr|qppLunM76nAqt=T4A$rG}QN0}(8b zlRnQc=EqB_({#E*<7ppdCd($Ut!E*1tcI3TSWC*_o;vkGx?moBBuKwsArjIP1j60r z`b_)JLr}fQt260Oi#tnf0Hv=xh_7Pgm&Rp5>dkdO)Xdb^|~$ahf-ueyul7 zk!rrD2G3@=$k#eAPHC6x;KDsocXX^}pcEr9uSQ6GpEOf5>~tUS^ zMV|QP7Srlz(|RU|Qah-=G}HO<3cvlOqi4R7FfePA$dmmHjUO|l(|?shUFhOL_kkeX zs}VfN7-s2eJuKhi=34an*5FS1Pf^30_>ImgV|kR-J2`qpHJvgH4#7MO%@^u&43`6T zjD(9TA!j8n<#qb`-XFdLfWyW%8cycdKU)nwy`0;v6e?OZ09M{Es1%*g-#=?`o_*l{ zO0_H+s?Q8l zgGytk0MV!qU&>pD^2?OB(j*)V2dT+T;{y3Gi&RtUTi#ZW@L0w_{MNT$C6q&Ll@Ivm zuWUL<7!3Y9?299!&+}Fzw68B@p>c_$V&S9Ggv;$P>t0SfaW-x{;Ckb1v(Rs)l)AvL z)g(LMXIN946@d&Z_;zk2(nHlNtn z|AN-o+4=f(_t8$LY^SEoFcfN(qat=^g%SOsLc-k3h2=4Yo;99XS%KQ6MmYFMwdMnG z(gklkw8BGf8#@s}h(bSx0Pm)d{r1L&!TWhBKk9hJEt}zt1024?8>FjG7pt<5HdSHT zc+NN2XF-LWnkbK)O6Dv2kOg2C=$vC+u3F_k@frYs+?Wqs7j!=G6T6MwWDrgnc;(e0sye$qR7Yr<+7p#?Y(~nW8ws=zf`ba__NnupkRkm z`#13ZWu6`XOfqT(B!68mVY;0)1cx_R;OeP2Tct=M#q3REJ(JPz@J6N*qg`%}@cUdz zA*1h6eF*Wc%xBQAmxX91H5lu7!S?CLe-D)&ra~F}wAfgjQ&p~JYm%Q|1>h-RT@qtj zG|AfGVs^{R>GdU?&aM>&1%Poz6K*Cy)^~Fm+^F}pcQ$+K$)|Cmhua2Xmf@Bf*v_|D z+wgbR{lK(aNe=kyI%#Tx4e>y((B5?N2YrWOUeaau0*~?hZUQr1LWp8o5;sqRr*s-a@a^>XAGmpAbcQ*wvgy> zE{aE0_)}{sR=40+DOesYHA{gOiRUBDD0=(D5Y*Bff*=f(kjDw*;z-5JgQw=5&QPEM z=Cm4JEj~+ol65IpZ)%m&{^?SbN+3Uubcj2ACIxJ;Lx9@}cUP+Qoj0hhE%x*@h8GhY zKn_-@eH%-uIYmH*hi))P`)#jEU(8dDuJ6%7PsQbP(~;`hu2!6{f()NSw^FrH3gVAc z4Q_Uwk!NI1K_f4z>Dz5TV~Q_#p4!xBtJM)HUyc(FbDjX&9v{kYTR#PZsg$~sT5LJ? z6n*4z2k+$$SiFP|WqP34DTQ4$$ESxL_}zxO1B#{6`xnabMdw9b6-dvO$i>~y3VgBA z6zD5GrpC<8vjbGOp;}SHtq{|Cm($JNXQvo{A>OIa(YkS6n?;48t~GfEPyh7yUu@W3 zhpI`9e8eBra+#cO{$O^-V`E`ZWI@N|ODgf=vkrzmUk^S#R$6`7R+XEa)#lsp$UVXQ zCI%ir`>JHMJ##(c!b^sjKpR#G^|O;9bBXtWgrK1OqT$o?VUkO`zlM6#4S3T`r&HEG zW|3)El5s>prPm2(BAbnfb|e4aNr0gshiBw~SslwAy`8Rv;y-rz2B)g6*_NR1vB`NGaUqBcT*x00l2BRKM~@cr1* z>hx-2zCP>Bjx!K+t|KjYKNXQDGE6gnC9e6nX3xG!5g>`3$qm?@ESDn&fzC*#^Afo; z!d(x32BPI>w>T<{psg(C*TH3|LcE+da{FIxo^VlE-s^^N?D~CY&S0lgY&nW;fAxCz zuTGh(zbwdLVn`xaRRdZb(fJJrFOou-#n?ib4xl!Pc`i7!-eaEdVEDUvM%QntFK?)j zhkfb$wv+Ul#2tw!f;fHk)jFcVTQO}0wEJF{Id4Bt=c|#rf8GOk`fyb}!}PF(!Oa>- zQ4g#X2J)x`?Kk9A9QBWp*wEv3p3w`^q4Ho9Su;c<8M#<`6Em0qoe`CfPO3v4+J?T___UtsaFyb{q69uGH$ zJlUh`jk2rZ2X741B*!#UEX2_txZ-Fu5qZW9xJSC|y6sUfW6pMZEKKe_vTP14X zUF{q`E<+l;Z=Sb&GQ25yxN=$7H$-2113nLM`zB^>`UVr_v5;%LG_|Pqt>1}Daw6%I zj>jTAIr$i6z}NkVx864_sK%B_kRba0vF=slLLxxfpi2T#1qUXctaeHe(d7*rnCh`K zq|f&&0kAXEvg;?1dYLo$NYkM5j{1)0vNQ5;I6s0BX?L>Q_uLanvpN7I{9ZKZZee*3)_ zN;cBq-{RltFNtF-<>2`jg{jVA^Ch?Po>!3?0Nr;3r0D@PZIIwXh25wZy zs`et?c9DW8%eGyjCd}DxX6GS$*h*PREjYS?I=jC44n{cN-2U*gyRcuWMgG&&qsGtBA7D<^@b8n|r!d5o`D9pOC zZTSrAOARnI!^wZJmCT;x&&uUdQ!8s-5X*eD1D*EGP7&}_`(9${O_hN4UacwH6x*4| z{h=Aq%lnhJXXx<*v#^;6u#lpCj+*-6{*Vdklhc^4e2i1Ve0i)!i-K zUR5M#sNmcn?l=7!bnGY3e3TYo@d9m-K46D&XoDSfXT)Y}{?Or1-;SWg2{3lIODtxc zab?oCwmI`NrV~4be*O2!;3xg|W*wAwZTv{m{K{fD@w!F9FXzFCgo=Y8z$wGoEHFFa4x;Q>l>@)A8tMLFdxrN`rCuMQj!j|lX_iL+vR|TZ#@8QF z9Mv4}4naKY&@b)Q$j9>n4oUfKZ4WZS{b2QF-{fLtjLt5!+FXj0NTTAFCI$W?Ie3nY zqEN|SCECnd@#j09-r3<^t7m|x8P`!rtl2?G9Bu%;n>&oeMB@a~WyfV95{4gxkks!sKC|1nsz@mn~V4A znaB%=rA($&i~d{u(81(%v?%5(1pN_{pFU)8n(X_1`H5KaR|?)%LYwIe2aQ=X;(4&G z;v&5Ll=4Rhxl_V&X*_*@82CsYW7mh}%glo683hMbMjuUk z7ptgh1_9dLOpXwNpU&X&%ae#>FbM`0cP~!CkJ$B+WncF(Ej_Gy(`i`e=BD zTD$aMWrxDA$4K|x6F&A4k0%ZMU&OTH_ssp#Z_l?D()CgU{6xo#r@d z)#lIoE)ZESaDmFGr$zuV^sR6i~1?p**s5 zn?*TYXufT(5lvx!ed{?_|EZs$s;@Ir_O+j#VSiD)EkZJ2F34qM`8 zy(PZxb^U|*rYC@vOw*wc=2jy<7xk9X5(0M@_wB$^TbD8lX6-DQ9TA3GQ}H&J`Yy%Q z9J~#TAPR8d8G%aDK8=SC$9bbqlGUt=n~8|gJfGpEB++Us;{2flqK7-fJ=sVHJn%M(uHzdUZ@i`+ zx0tO;o9KMrzLQCEyM}Mx9PU6Wo8qs;rgMb60=ZgX^W*V!**{6gRQjem3f)W$q?&te zh31>(RJVM00@Tu8r!?mMYkK;0lB;Qvb(dQ_pgNGk14K=A`WE0g>T877duah4sWEh~Omg)6WU9FVueEd(TwUuH z*1Y-R8$>Jiwf+G$^}Z8Rvg1vEBPnA6L%5fwrC;xaC~o9R4qw(OC#dkq9Qtt~u;!Na z_6hPRw$Pv)M-(D5q~e~!H*~d1Kf)F|dv!QZ<~G}rY_+8N#njXWvJYsGDd-kjRmZHC zc6GH_4H`&t;n_RDffxcP3%V$Xw2@T=EykHZ_JeQf|mVrby}t$_jW^n zS?5~iOr^L*?2gqLwpClha(u${yP+YmCj;+S8gC(M6)7_5n0)caf8^zWF>4$K$|;Kc z=d-QSf=muATo4bsBv^DXJ5!={q}uLnSLiZJuxzeKP9cA(w||uL2mE1z4g5;wuWrwg z>_iFsFj_(|qs;_RWSaRajS}_T2=wD1#9y@eBQ+5rds0Fi^&pcM{7P};zz(RPfaz&>~A&f{JUNlWADT~%S7 z-vwLL@V&qC>|N0v?A(oBOe=szRwIrZs7u8)x?lY$**9@qxhHO~M0$w1%e5g4}LJDx+wm6+vUDVb0hU04=PboCc$ z#7E^{eg@@{KYU~t&o;)%z)6zw_RFwh8ZrgY@;P|0>s47>e?xx^s;bsaK;!?W-5?g(DWWHyLhn{r`Al*p0`4bN#8C7BAUQ= zgpb55_9+Hk&_di`2kqzsn|1#9^@i^b%xDydBT#ucH^K`JUbh7GYkra))JoN z7}8gIWm5YG|L=4OhT>}x@>XZoaEQI0FcuX5a!Juf)VW^`XBflW@|7$IGB09AMBU#( z7*6)~^pByLzVka~W!Zb|P^`PZep2T*YN{?+v80dX#z~u`IfSUuVRW3~>q0IPg#_Ar z@Zz$s)TNYXfZ2i8e$yh)N7!j`V)r!=o$`6};!6|Z*BKe3AVH$Wu3c6kIRr?892n}ziaDH3F~J%a!m7YN}liC-uB>XYYMtP65{yX58E z*?to@x>qD=rwH_5jwPx3C;MxUN*Cb?=~*g_eUe@w>sVNfm_RN%PgOkbe+qcA> z)tdM$q#Z${0{nLt&aLdo%A51xeea(#uKLJOtJ9-dRABIIs4=sCTBz9K6KBNJly9NK z(#W@}zdpNh@PTwSg=VrbJ8oX3YEOipA7^Oi@>GH(#W6!Rz>`;io#XETELZxbqNWUyTIfdm4se6BRO+GBkNlUY;rZxdFs znwMCoP@sYfMNCePm$Dg>@g*3V(43DO6>#*4oUoX9>$uFi%X^DPL zD6v4Xh~qlijLO0K=AG&v1riLqh6`1rMBDGh@k@K)yj}+`0*24W2LsvsFF$pG9Q`P5 zOs66**a<<8(i7^WC2cNG4hCmDlg&9#>w@({YWLVEXeUeYE%7&Pnd}@``iNa>r_2YL zd`WMQpVvSbI5i=u2FG*h=10gXq=|SwK3v~Aq+?7)z=00%sG0_(f!xar`{KH|N5kjB zC=?g(```;ve;|%Frm(9b=xAnOlV}(Pt^eS_p=1j0w3i*X&mwQ>8~4#6By_TbU#OQlUNg)RNwf->NT-~~C4P%zUHk^ZgJv8@OKbndrX%p<&E<;x_RD;zj zKl2zaw3)SBRVkq|{q(TA2hJg^@j(XS=kVAH zyTD>IurITYjJ_75h-8^%=tCe8b4s;Ue&+=im%(eXq!o|11wb>&8pDA@(4ez{_)_rC{1BYJc>zlx1>?^G4M zpSuiIVCb1XGJ^|+v!ZYFbxIwgwg842+t9$)AiA5*WX6yw4D7}}-bRp9fXxv%tp`#Sc!PsLP$K>ponhadcyOVWBy*j1<5m!mKOA0dy8y#vP600hHHL1d*3BC~Cvt(`RqCdU`} zJ6A2uVrN4qTb%l2$KG2Tl`XcmNcFnxhTKrqHEtqUd2cDGI7F!$`BxgQV}b664@6yZ zl49y-eIR7R%^d>1KxXt4oA!#o|E=8uwfJ*8F7Y~F=eS(q zFNsa@pjGMTlFciht}F!0bXIhPDfeYW&`mJi6A^dOvoPXngd%GvakS~X-v!!-YMNQ9 zsl>fYCS0dD7OsY3<)UAnX;~MR4c{O~km`Joampj(Q-kYUf`AaGkFy7j;gh?6IV7OEei_wgJNMppCf@Bo2uyA7HF9QHq-0u-+SKIE z0l15eZF-mkGx67Y!1MacFn_#NiCpcU=hwxT@Pc*+nMv)CdRWjdEUg5Ne_j(xxS)u^T$pNa;L#0k zXrTXO=5g@uf)4-t^W|FWW2ie6-{bFt9(-tv%=bRJ7_}j|y9Do3veL0Ylz=vK(mQHXDi%Wi9`icz?nC`C!&vZA5} zKAkd0u_YUVnPpc&twxhW#-#Fo`zQ#w?XtsEJ2lnB(_c9b{Qw*<#^od)%^w!MvLDUG zvlKvYF!!pqO6QZ4g(r7dm=~Rk@?@kjFAJ#%g&a6)0!7!CYA?SsJIwAd#{5oToE`oT zVQ(1~SFKv_~60a-CY8~-5mx91b26LcXti$8VK(0!QBFUF-o2}*H#l)H?c{gXcPOITsPa2ahpN~!6J6;1=Wi3P(x2A;G zz|_TUPT{jdgwsYIQ?=uYv2rZT++8A$XEv~S3RuE=6^!CS`5Ke$yK!If)`@;z zhbUtCQ1qg4GkV{4*o-(75-7WF6QL_{P(U#=)2FGZ1B17I^`a+nh#2y%?Y=AzOUsb%N-jTCa;e}fj7oz!ykghzQsmUcnZ;IXC z+^3xgTk#by1j2h;U5tZ9H=3{2wo^jx0jEd^Ky=^8StMY~DJ@{fDG!Z&(EWKz4yvW= zo4IZzlvAY~Uu?jqsck!-FRLlT-rE-*VFP==mkI-A*ss2SW339_jHnp3GI`zbR=Qi` zzziM!ZtFP$hrApouD3Ube&dj#{H(BiIM4A~&{y+na(B>BC4YZoCww3V)Z%NVB-nmF zmbv@M(M708%iR%=(LQcHr3@bse26qQR#n4Z6>kj0;$Ao%D_~F~$`c^gZSpN~y(f<> zRh}srmQ%c#ApJsJ_`b9n^z=Y{sju;_#l-V*%%7aN8Q znI4T0JFzJ|rMy?%J)CG>X1aW+mU1=hfUYYh&iDIXh{9O3`T)8ab;*(J2lJzJri!>5 zf7G3e33orNYDJu7=af1MzDSL>!hyUPJNQQn<0yZhrC8R>k=>x-z4ay`R8=E4ZQ1=} z38+)k&C0BJJQHH~nr#O?R;yi|u&$7ArN^t8@26%oy`ktD%WHUCwveJ@>;xl#snLjW zb4)4AUFGr(i72zf(QzMlMnjQ;Y_jL8?BPqu3c3zey-q9tz#=IbW)a#*-^AQ`YgKKR z#FUJ2s({|AD=wCz*kiMhS{T?(I_nXu7E8_}Wvw_K2*XR{jo9nwYT(J@oQi&Kd6xrV zHAEr_C$C#eZKR7Zr2nz2Isn9m**o_=E}Z6$U}-Y4Iaix}E zP#!NFm7N^tc!XS*&I!;$MDtBW8DH@W4XDxSw|}|v9ICZ}UrMG`MYD0$f2_p7*Rt8! z52f1RBwPf zhr}}{GI<%qS;emAlUDHd-Bs9}oR5HLTgca3uiU4b)q)Wj+@<1V42Ag>Zh@maUA%(}boUU|KGRh8bF zzFV*yeKy8wMKy{xD^1AXrBS+!^(W72f`wYaz9VI!Ji9Oz3F1@)0V5p*T+%bjRRw{Z z1!4Z3E6D|;$iP)eOqoHgvtIwgKnK5?0Ua#aSU%`GEP(>W=prFUW&^%46A0<~FFogF zKCy2-vJU5~d7AuJ5R$HNu5X_NN^W~}zQk+$8wTt8KOmC!MQy}D=l*0rwsEl2EY~D( ztHk$Q$vM;L7!j_SaXOMu`rJ$$D~Wd=7xU)89Mf)sqQGwVB`VsThgRVdbm8RqsVV~x za$ia+48FWdN|{-YT@rH=$Qr2meqNe)!U5E+(k%=i+7uieMa1@;W49J29ItUjI#He^ z=y#f(tq`g84~jLpxQH<%a-i+WxZf!BV^|+DxZ`TVJpIr#HER*VnP8;CvCoVqtF{*~fBs%n+KW{lb?g8zl zkQ44_UtU*g2KEAzl~(zTK;w8%4Di?K=<%dW)x^eq(buy^elf5`_R)Ulg(yLC2J?h2 zj>r`r*H{c>coTdBzmh7m*f@zUeAKkB9%s96t8AtS4PVxbxx36Z!>AucFga(_jD%{ai2_dH%8_q=)GbL*YU zb|ChgbRUaBFlrB}JY^gt{w{J6Yx)=6M$L?fNbM(BLhZi+XFpdAbj&U-gje0)+fHuxz%7H z&5>f>uHzA8Rm)g5R7IZ9%zE~i0|7_$9fsHTX;5P`B9zwB!nna}a;h!Usv@SB_++0( z1UDin2vii9XKE%IEdaF4h{WG7uufKFxXvd8e-CmIN3F%2em9^_Jtu(X*yk5hr@jIc zFG|Qd?zW!@64POSX?g@y`s*V;hCQ@UXd=#bdf_7md|bm+O?vxcpmtfYp!>P6!%M)cM~<4UOBJ7luF z_Nd{Z;edvGcv@O6d|}U3=!sn=s=zT1^~a^o-bg08$dZcq7#55b2Px=y4|z27cqKJH zdCrokwKl4Q#?oD1wroQj^{Q}kBz|VD;~2gL0Jgr!*u1okb*shmEq2|H*AFCpLaQ0X zgmeAYb2-E{vWE7g?eTq`CJ;+5O_qJ!S3sKNpn6>FFo}Yp2n<5E_8Nxm z0M>}{))4saPEYhbhF7qqGPS;&mlo) zx1ut6E;iFe=u_N`s8RBmUJo{>OfWkY6C-8`L&7459s1-jR!VBA%Mu&qAiXEGnnJF+ zGNEIyKJ;_<$kI7w_6tb5(Vx4I(TdR{9Bov3wv*`3>^mLy*zV>VNA}L#~fpS%pPpQMHq9a z|MUALXyJ^2P1tWBn;&TfGIHcPk_fI@AfByaIEuBCTIE>~tx7JmjT}O@m}! zmYsSm>k2{CQI@c~MQr6efrh~>`U)*)XD;g@=W2_dW=;G&N!6!pyIUaI`g${yQ_z4_ z!PwS~M?Vvv_?Ug9nPB^Pu;6(=XH+G_Ez0)od(9$ZSOuC42)-@ub+F#ORIEv6lz3?> zZKz*|0=MbV^C9&84WPPP0%8gsX}+*hRgn%x(%DZ@JV(3^D7G^xQodqX=~Gr)ra6(p zAz(5}h=2lfOlg#@^k8EhBkW^XlJd16jnlB zb58z9q#=#u3Y4ZbAFz-K=w6$_E2UhEYi(q z_}ulMWj3>BC+%z7Rvr4@xU05NXjO6az~cwJF^d(SQ)pYOL<<<-upxMkZv z-B(My$&&iWmi=#T>;D|@byLB%Oe<`5JjPsk?b&n3E;fKpl6+jYY8oP%Zm~Hgpy2y% z@PiFglfjO8vFOo$)P6z4QXc_DMuk#|DDs+2PGkjA)}4Gsz)Hf=?^d-?h2d&MlY0J5Cw7eUM7L$N@tN!T;eLB;oP)GU2oyuO7#d$03|9)<&`1m-Kt7TE81XQi2iD7c4O%JeS`J6weH`l&( z2OfA1&{+E2i(o!zEj^!|X0J|o%J0W5tXZ`0&ze~qXn_>v7wjL4?~XZqI zJL28t64F5{XE0rbLgdYZm8$>qa7n^DfQp1*74E;H+kffu!ic8$z$BwWQP08tkB0s0u*H?1ILJNmedI)bLD{~)YX+6IpRd-9}tQ#As{MB zzrUPxfM6>?y=L6eSXun+Gc{=6$WyL$Mbr(F128kwwIF%FEnA@=1I^<6bJ=t3@aM={ zSb0lxB4Knmf*Z@NC0oLT&1`T*5a68Tk>(#+!uXb;qiiw%3NeBH3wzFISd13@hP_Qo z&89~g?kuO62Hex74XPtwVZmDCIYF!-&PvVMC;!g_GVo3o9!!}FC(P0{AuBBc#DAqM ziiW>SXo`g97Vh5?%0WZb-*TAoRY9Q_@CUhuu)gy@FJH?`O})JV7roTeKWi3q+oY~g z^$~9b_b-fK;@@EzfG7O;m+0OZt%wQp0G|v^to^G@xVbP|46sPAEMi|IYN>M%{ws?+ z25o#UENK+_FG-2||G_AS+UakM;!rQJ=?Av!;t1A(-*<@XiL;jHkHueBqRBew*+Xnh zRQ>`0ka!pMrpw6kU#OMD{n6&QU_Qa(InESSb=|C)9PC?Lt}i3Jg!*ESe`h!t{Nc5A zfRgWDLZub}L#3yAW2$mNR=J!uj3|zZd{R1~z*decG#%hbX8W69p+D-1l2Gw?T45g#{iBa4;3g<2TXhJGSM`6PA0Wu|j(@nuFr_y* zVRU+2MPrHgN^C;f^k=lYhn-lvf6xB$&+HIc*8g@S@An>r|IF@C;D27sPm!cq_%-*8 z4(fAdKu|%Cx6;3I{@z860{c$6xL@8Z@n5J*|FJu1FCUQ;-3V0$x?|^}^~xZn$d;#V z3PKWzCE0&4hxx;zZtY#Qza$9*M)VHysXHcm_tHg@D8G2#Y0}@ED6Ip4Y~Mb8Q)n3q!JnS278;Qa$3NBe!I zq;N^q|8z22N)uodn+`l9#x;TsC-QtKGt5g$cwN%6GF&|WknVf<&U0pN?LyUmzzM>9 zq5h)>WqmkGW~;QCxRsV9S+l-hSUL?PZ->SIVYm-U$)`W6B`rPww-R7dbocHJzR*}4 z6)k<`Jx0;?9~iA-&P2k+SBON*XTGp^YK4EV&ICPGN8@DU20JHXtDE|r!4vf#J(^H_ zpFJxVT0HG9@9oPH>VrP-%oANvsMqW%GE{em9j0xj1Yby(i>8m57G0eW)U$_VIC`r5 z9$a5&qV@}Xs;)C6DK{_a^xw1sVM9PTWQ-a*|40r6TqWKoSbm={e{G0e(RAYTJ3UKM zAm)3hxarMWs13o{HW`_ozZ=~Bg!pF>=DZNuj9{>LL#K4O01tFld`AkW19 zhYj+7>{da*aVh_AYw$tg%!fJQugglZ{j&lsy;n*c6zsNM$-%p|GFg{kF&oM3i&(k?| ze@wd$U+O6MKdFI%@=>V2XE?eawooA0PY&<6#GB7CldSxBWKDkOy369h@+_es6R*AMY%+MR(K zJS>MqtZdp{4q6zNxFh*(wb^xqf~=)YW0Zj3^P1#+r-{|dNw(?o#D)l_l-yeGh2gTns zJE-A5{WVrm;f;-r&0RJFV9{ezQbOMQ#T)Dn$D04l5vr{o5(i5jXv*dGt@HV>(M{Lr z141M*61FF2$L}Pk?wO?7Oqws2|4&@>%OEj87G;IA_M_ncJ>G=iVL+)#v3?aNw46NO zg)V8|{5dq(q%;Ko|FQWt3l7)vTcE@KS6w1x!vABuj$tWw?|DC-l{HcQMc&_}{`>du zY)wJ16A|OIE!-;>HeYL+JLcxnoV;2GQ~Fssxt4oo=D?8V z>txtb;uE6OUm5Nfhkksn_tn5Q+v>5f&}hj@2r8JBB}bjE((2#rg8zgBuob&+SI zlX)tnym}Q!a(Ymom=+7kA))o)!r7bTtSI)6{Qf1!ZZvq&fx>O>7hGuQs>-7_S9=?8 z8fj-uYG$Jw_)r%87a3seXGuby=!jcg=e@LotEmY_2(g zr@%%R90yRZP%-Xa`gX=0l@&cO(89V*ML>0wnpUZuiNASj7@gK>>rx{w^^gRrRc%~$ zMFNQJOvW#OsFM5zz*t+eqcV17+IaE}$Q2q&j{K)}zwKvbm~|}?c@SV5DuF^F3S<>O zHz;5daqvFtyUuRiVirp-ta<*zb)JGkU5I15Kmi;}gY1+p#9#=w2 z$WHXvhUm$F)Wnz;M;f@GBcY#+-9tE)7WZyo>te6#%X;_-VLeIlYWBYj!N1peHDD*|1Sf~bswgX{h0&zBu&srD=~y}pIM9Ds(MwA%-z zCIXl$YuLxGA8tfmmwQWU&gC9ueeOMl7Em3ydJ_5?jdootG$$YsAv#()AKp^&^JunE1T;M#a+8w$^kVNse;l`K3Oqv3!0aS;*Uf z@@0PQ26+;_LPnmHQF3*3We!y(l$>|Hg!Z?z=7Jh~A#tkxl;lzycB(g%R@+X$VnU;#+oT#E@0=7jc=V=Gp9cph=KS}t~dJ}&&nhI*xK4Gj2ctU>U{O*9(I4-V&}_wU+& zmCZ7hQcr~;A!4XMG;!#HKA*`scL$(@;8bj|+YCPg#Gk+$$Pg6NcN%MP%8U0C2W=MC zE3ZdMQVa1APdM!cTzQm-m8dV@R<$l=K-7ewZ(NfoQmQ@+$~kWvf3x-`Y1E>){Od2e*+0PQ}M7{D31o{L+Q6JbxdEEIxItvJWB4 z`Iw!8lv?szrY+ajgn?JR1CXXdC3Laqpikrb0(zZSwC1yyD<@5Ll6*EMnN2? zpA|t`w~3}W734V?A3pvBmUTE)!An>%0Navc@_hMe{g^Q$T(;(c-_2g>^(->zlU~HY zPuHgVnLSDrVZrrTk{zS23E#u{0{o=~xE9tq+h3f2ty;eBli*9*$`i}@VToj!qK-Pp zqqiP-Px2y!hym5#E;Z~@?U^Jso1sdN7l6+mp9JS~n@FqE(~i|S+j^RuAzE%ckg9B! zk2ciz*hr{x;NReeHq5GbG%I?%ob7CX!#{5A1&`*dk~5UgrehNM2dIq2 zHf^aH>$M?}!Rn8=>8w5WF6@em@PX?;CHeP}o^H4{#@pqeQ}D~c zd2(H@^?TPe7N3j1yD?Y7ibm^hCy4bw!tRZ25A|7|$UH%QFRy^E7}=Sr2D><4 zh8%2)+}kQf!}+DmI`J7uDOLQ|l-YfIE|CX{>y(?lCF_s(x#@9iyc~zXWYwFuOuQ6D zi=^ya$sWoB#rCIv@f&cM+-s8gw&1~m49!}lgr>kj6HGBDtzPX`ho_8mDlz>#^*z%H zAV~&FNi@*c7=?_vG~bcZ;^-u@o#aCva*M18T7ffS_nQA=Y`q~}a|0LC^8?lZvzY7} zSG^hH#aIn_QMD5C;Ec}}meYn$jNCrpFQ?ePHO^otCWzx?z++oeD#tZDMt@RM(w`%o*G6Z$taH_60lNpY~ zCggrA#&*vI9*;akeo&D7NThVS)ZpvQ^{xF%@&k7)q6>@Sqv?XZuV5jk8ZXj=(kfAEVdx==pfuRAiqkUul|M+m2S?zWyiyI{8etTU`#3=GsshDth*=>DaH zjnXHjctT$|lgp z7Fsoo1GwT%meRWScy!A0X!9Y$mB~ce4EC4{D%D{at#66~JDY7PgFtx92osTM>o&11!xU3sA+!3=9f4GNAENs4xWM(%@5g({nVT5*R@q|_&Z%N zuWxq4?*jg%gwyXU8i5BAK==m)wS6WBdBr&ps zHr%N$8pLJ@K4}fnz%-q{=dGW=i8<%0k=@@$Yn-S$ktu6p9zF+)7}Xw+J4If6eKq7I zopP-|A~c>J^0keHfPsD!1#ly46ZUJ`Bu|cuY zEMIFS&*Kgk3cn9D8iVTF2TYpJq{wd1Ba`|sY7Qnve$Z$N65f^z90j@BplHJ^YVCMo zw}Ay_YzjbYhw)_2AhQLnSRx^@yuxfnsYtJ5a|I2PKvW_4j)Dt37A5I%E_yZi zgm77veOZTq;0C<+q+nh~iY+~8As8C*=YCw!x8`xc8Ogxk1#{B>bPVAHqs_0H2(-Br z4!K9g$hvc9d?jY28dqJSyCSK#T||E`Hzwl5rWlNhL*U@TcmB-Y`tw%XRcQ znBHVz+SFvnk$&x3HgF37R^dyc#epw@R97{*5=@eg2(|C|kD)646NO@Xy0o_X6NNgO z<=b31mv97$sgvKqo`&NJ#VCUp_EbySpw^3PLb{i!aD?G2ayl*0NI_ihd&fTIZ4Am* ze`0$CjVM#TOXKDE%aiW#kyPJ;3AL7%k-iAE`=w3 z{H@efkK@ZX!*3k?$U13H20&k6~S1J1< zfvL1uOFIG8LiKJFQ&yod%y7gU6SRe+noQ;GMZ*X zY3;%+?x_Bw_?T9!@LYw<)OxEKSn@#+cs%eFDZp4fMWmSXp@qNiDS^SlcT!#$UG4-* zb=%Id;!H|DUJO{rB2uHiUm2a_=&kO(r{yCc&rM=ua&i*eE6##yEipxwgV%ayJipm0 zyAJ5&eY%F@`je`S?|Lr>K4X4G-=+1f&XN@0t4QlY*k5^07EAdgOGpk7-hQQ{YiHZI z5Bwe59V`u%m3r*IDHXH?tb6z#r)2#DtT4v%$E&1ZmRS1)xz>9@P&{*j?9)ap5LLyz zl(B>D?`M+KL3~$rUxKACk)=J%9UGprzlI@(s;(C8EUNWjpBC-AV|=Bv`qodW?FEro zW$xvL9Tte%1D4WzQE;)!YjFr1p>n@6pD~*N+Ml<`wt&eW5DN0Z;oG|b^Gpi)0ykk=PV{B%ifZQdtdEhCn&N5_mLwN*Y zLumjDj8B`s*2kn*oGkc5Sf2xlpTG7bsB>xh0_niyAz9bt<WPtLh0H zYST_(t&2Iu6Yuuk9t2toc#tQnl&uN4o?LZJ32a)evjCHK#Y`W^y&@GeJ(aYIaS1Gb zt>k;G2Ql!5NwW0zo3y(I=GZVugIqR9KD#Pc>k$ukGO(k>;f78DV_yvZGr`NrLo?Q^M z)7TguDo4D-kvd~SDbN$-fX5SA$0C;-{Zz6$P@Y(Q7Lf~8gOv0#aZ|;7mQ0otE7smT z;jqDI-mjsjS^ds>V|}lE+y^(C!;yuEc9{HJ zJXgMm0+_U5Ahgs&suT(4iaqc{Ifk;J+PSd|Y+wfPsFKo-dK+34X8>IFIfp zMAMpxn?<8CSRRMhCuPTm9w<@AYr!b}?wT%An-ZHFN`~>s^fVP5>jSPTJxv2UhwZ1( zDeSF=Rxw|x2~Olx{+V{Z5DG~iC;Em6YtJXRVq_l4)~L9zQOqhRWQBN#StDn|%YWPk z4{>Y9fr*|FbjATVxCuQ}JsSl4UsWhk;7{i{43EW5DwYQFpCFPA>Ysr~A;x%Ym;9tQ~JZqXn3@@JD%S|6qI6`9cOE zm?@8hi+yhz%E_Ufj)9?)=$Mcwxv|f71#qLQx%~`cI^_+n$Y5EM-n@Y{fT{-sTqx+y zS}f4xbMDwG4xGtHkqY0-VaFAgONAkEuZIS+A9xf=tt-7u21~Guc!AVvML|OqzLDc_ zI&;DZuP_64?hKX)lVQ9PZ0iECXf62h0WFg2vQOi)j2yeBFdvJt_R~En+NAN)w zMST34)mqthBKs=NHi=+55Z2bK>4{aCDjp~Xfsoz+l{_ZeUeK!ZM8l&^MysF4buVx@rhw&fCvg+O_}(aCHXPhe>)MfQo) z%8~Jv-!l`|4!;#*-$y^FEEw$*mW}ex$hqo=WbkFrkpa<9JuA=YT z;rPAsLBq#QQ!A9t*fEZbVAm53ZRBFC?v!s>5k?s|PPd4)#WyUqtytX3Io08djqLMN zcTEU%$%^R;*`;DNbIg^WH9)WZ&jO}L_BORtIP{GKS0s1|m7aP@ZfSiZ0NeMjxxvB> z{^7q{pM?J-9<)hV>+@g>uI<@&Mw>?_t%&tgdqo4jMV8MM0ahDw8N! zBr;7~Vww1QnXSP30VkD*-H})?B&f9wTYDWB?A~^bt`o2LNI>S{nO>aE&EDptAh3!V zOo|;38wMB}OuD7N|802jhJ^qdOagJBNXe%*}6E=SwJvvIoRO-Ib1N zri9J%EgtKE80Tx=ge@4?l0|i5fC;Qv&lK5yK0VZ-terW}lazSfGVd8{8??N3#R-va z`W!!=^8B(18d(ETKttF$5~Qg!j%J-T1@TUe98!hkuh;k439y<#ZbRv2P3`CYd6TeOw7ni*oDDXGxB` zxGY2G{2`^t0DkDSQ?+(%1EIJs8<_#3FiEW=2BhEVu+EOf!+|t1eP(^`e8+oDQx1*4 z9RnLpB+y$TfWyTK(hk;K%fD6Xtld}jvbxwO@4$O?_OB@;G}S0lV>|0Z1-HQYXAA(C zjf(ymL7I3ivgGmK28&RB%R1X@flo1@#L$1@03~ig>s9jjpGs6a9H^({1l^6~<&!;& zc!Lj4@+!)AVVZVSQRs8V>wA**Z47eQJY1yo`K09n~+)x+lspfqV#`7!UZ&!W6 z{bAY8t^S`jE?^6GxfV1b;8!CPvAVsi%kaKf*E6H?c*0FDR0Y`dnO=MxW}FR6yrFJT zgC&i|yT@c^S4LK-Bf!I!FyrjFMB;sJPeI;g;osd@uP#WK{|cUr)^m#hHe7YD=7T*# zJN<>2uVUGgP{2OZ)Bi2WaeLy1VBL-Or}ehf)ka$^=MkQ9HdopkT8GEx9jZnFoo1|4 zT61Z(+Y{M#FtXs?K#0c>PZtL+A)niR)%mrjYrFs;C2_a04~tQWo;`SKbkaDIHzUAL zH(_OZ%;HJTj*iz)($CFp#1JiAH~ucp1kZKsX;P+AIf}G$Q(VH3%9#Llu^AYLh%V-HeZ?8r6=bX4QqZE9DfZ%D=BLNUF8F=N?wsh}uP2#0vGdfGp`l@S}Sthe_UU6v0wWw0cUxTN?< zGXUsMiOyjsg+v_4iJ0@NNo>z(r9aX7%lVqEpXD}PxZE2-fXcFW=v_J}ePmKUkl~$u zkcY`D%`wShzrj4k8ZJRK({gaMtCbOid&@ChkG%@G7{K5U<1 zWc+(yTVvKVYdV{1nxPNiN0l!HkiX?-GcfcW_Oo*zu76^hk~91;=22;Ug2T1rx7dQ0 zgpY2O2h;US3~IvjnWKKqnw_tR;vQ$URg>Lh4%iy4mR&EN`qB72=3P+jL~hQNuvJS= zYut=!9sSyD9$?M;6&BrV0z!IV9|>WKNEGEogQ923cMJsHOsbmEU(4cZfU2SWk(Dfj zHDzHwWoxVmt92vpOvHlfjW#;RFlP%Q0v zUhv~<{9I*kC(mfir4*k31+qwq9XY79R=YHwhMN-YPA^u_*g%YVq)P(CANL}>Ad8C9 zhz~gste9MaE~MZXPP=bvXJ9H-=ce3xG#%C!2tF@UG?3@h2NPr7aN@2o$J$Kw%jK`g@}IL&UvR7z>AQsz%;Fk< z?kmXq+e$EPY4+2WRu=VgL~SB>w5Yi<>=y98Y$^$4lCAjrD+sNtL_D12K7QZl9Ub_W zwJuMWP;UQ?&z4eOdD@gUrSrPrunhKp7>h0;YqwFvAmml&-|jSoa6KW%t;D>n? zV)yl>!iZ&MW4Q48ZG( zlXuBLts^N^RbP@u8^?Yxo@G+Ud}|eJHqn&<&42b8{XRa&NJFo*kY7x-_ZHxB{9E6h-?J9uz``jtNn&qWec#(}3t~CY6-} z{X3c$>xwZfB)+U*i7p{P38D>}MZiNLd@Q#&cZ}?h&pX?Dkdq_VbV(A7{E2KE8|dAI zA7wu+j=jNATG2iX0-DZ;hr z7srEy^fGu*R(B<7p~`Gp|I`s}m2ttZ;}mxv#)IhKU%ZCH@(La&WJ|PawE%x}@M14@-&pfVRU^Z@ozdb#E9J^e>f|mc~TOFxN zxa=MnfL?216rS!UmOg;~8@l57u6*t*DP9iJKr)%yGgi2x{5Gxw6N7c&N?m4q+xj2L4&B~!;8Qmms&O`)!LOx~ z7cD;(qzjPp&e}8}S}<~`dHTAa>QL`gQQx>uDSUnGGA(OR|NojdM%Tp9QVyu zVq27%UPONVfhEYNt=$ABw9%e9gX8g>FT}fz$Xe-IJsRY+aKorWbmX$b^}2^njPV0# z-j;N)K9)uIUJQcMaqTy~Z*6hIC)PeGlEb#!?0BLU483w*()l3fQrqBX+H1P{872Fd znfsX5Jr0pO%a^oF9UPK%XkC%@Ie}KX>Nm!KXXT)NJ!977OV1_>5LKrZ_XyUN?ArJ@ zp6=oPDFK{a09z`!+pQlgTd9VU%psoQGPBKRx+5g8>ywxnSN6Te#Rn#(uk&b&&q+T# zk&MjbC6#ZI)Y^&dS!SLL#cX4bvV=)C<%zR{OQyGh)-rM60fV6Cc z8LwXVD#>bG8as%mLYQh&B;~qH#tr$-zbTb-`E)IDp-jfz7Wg}etwkGyv-N&?iZz(V z7WDj3kEJVS4!Rzr(YQ`WCa0{ZD<9S z9H-;jv#%%$`_kq^+@FL9W8QHm`GF<(5lGC1Xp}l^c3Y%qsqN5aZbM_$ z9ZcmMBP7}D3@MD}Q}yXCC4eS6KWP~EY}sOIcJJwd6pTKd>G@ewsmn7wS0=6d6-bO2 zzmQ=fa#f`rkfaCv#OX7x!vQWnPp{cRe||pinSAxjq)q!H^&5o~fE=I&P0yfB36dJz zLnYl*vIf?{R4Y@8FAfx8RoXEvO&+QgqYRlzGBBsAQZ6!lPqZ1?oed8O_ZE+Fgl`mq z15aj4#W^=Jb;ed~YZ1FKEk+f5JKn5>q?c=zKZ*|?k$&;1*p~ELo@M|D-rm^{*3-RQ zI+ROO)YnHI$Nva9$I&I-yy*kLzeQ%!rot54A@$@5^tRY1gQ+2#emyW$P_G>{O0y?; zyVJelE3Vr(<-#f)5t2-DvEzW2L&{^#&W9`1Q4FP>{e{ti)uEx_RUGyoM(9%~IE5uy zv~e*sHTDpdvxgZ}*;M4^CI#+@moiS4x>@+3_P)6d?+ozRD8T3U35Y#EFw^F4HTMZN zdlRa0s+T>N_plu)qjM>RU#J&LR1~NEkyG6giZFmcy6unuhWk>^pRmcyv1IYUW?zEL`^AF)=TMUnOG_6ExP0R=mRD4|2laBMo}$_1 zhoz#{2|NPLOZ4Dx)uFaO$cz^i`@bD?@CbmYfW$GzEf+#L&lRdEx36l8zNUO9dgdng4$b4-6hebvxN=KEC_? z5+y$kT#EhiV#M+x9o7W<=fSLJ^9ro?AYE4Q?9v99R8W5w(A;9-y)=H;11>&9Ifl8< z?OOsF9|>%eZvc^wqheCkM8wHsjhPLF8Wn^Y%R*AGpbQE@S9a3A1tM1aSHEN=f@~kp zNLMR6v8g4MPOd;9yaSH)AgcrVnrl|%?pXKxX0njnSygpW+T@9#z!s0Qp2M+k zZ42G#a#ubwmjoLro-kYe$PwWWwhA-f&^Ojs;}TOsQa%&K*tEvlOaoRBihYzFtX&9FBeNf5Ag;y_ zppmpCJzng}K;_D13O(^BSMcPWPVxN-IgSs>&Xr2l<&i*j_!bOCtL5_^^-gm9QiL^jq&YU$ zFCU|tK1qDwjE6A6I65yKNgbE84qr~}xL{sc&oiZ>Tm8bb9`-g&zs7MaAD`q6Mujky z>`tpJCKWUqmBSwv(26xM|GRlC#`$fulO;>zZTtV@>Meufin=y!q_N=c!5VjWcL@;O zCAeE~C%C)2hT!h*5(w_lxV!t;PtEtv%rjNz$F8oft~%9c@3Z8(?}blQ^UIlSd2CQ8 zA-|5D_P`17Btg|1aoOde6rAzEs~Wk7N5}Z^Kw6W8kf`31^)vxDyu>1T?^3-D+P|M)F-fa% z1lO`RKG&P!{l;QzVjO&!3Gr@_k`E-dqGcy?_wh7S9(A$*-|SETF*relJ@2&Q{!YD9 zkoX!>lr};|x1Jr!1z*RfBXA-a+Mi+@5ejeH!ewC44$8XswgSPiQm2*5+`y*tmMJ|r z3xA#FGbvhCuu_No?hm`1yhukTw!q}$R;$dnRk552Swo6fF-vq@Iq9L48;7r(qp>}T zATBtbyTV+b>262wPF}&w?0Et+ao2$#9c$4py zUeuT0(xtg5^~Yhlr|P|uGX!r*_&vx;61j^Yp3SAiP84~09$bQkPox26B^8+kVeBTsh$@!_&Fyi}H3g1yc0J#J$`xaFwp=K%SYCPD>JJ>gK8 zYnA~p{T-5%2UV4NxOKEzUp^>wphJzKVwrf^ z*zEk+NxhPqb4hRFh9e zclV=~B7EOpMG9Zx!vaV1#oMrStB)pWI_=_fs{^w?1OH9He=swU=C2o?Zxe{nqI-26 z8$KMCb{~~9?;YOSgMnL8`SH!31Oa!d`stj}=~-u7(1mBK;L5LF{byZ!-2^I(u?9iu z8iF^XYWfhzxts_W$sIY{Xif9?X&8iQ^U0d)MnbNmG%fD%q6h= zj3hZatMP+~LJ$Gzpt4}d|At&kFx%*CSBe)d5{hZa-Dap*io8j^IUL9y!bwX{i;hr{ zO7414OvpZj`|xXhTIPuiap9xR-tlx18U-@2ZA)wSZw@RIrGGEei#_5eUmRM{;Ba?V zPY<$rsI!3giYI6%O05EyDYDoM|c7JbNcBUS8mi@aTkV%M;>c_aM@q z@zeSNwyV9k1Ms~|<}^LDlC{4ZOfh122VYxIjP~D@UtIVVOC7#Hst5Sdf;WSK3jrY_ z0(OlYEi8hn!?5GdPAWgF-t5Ojdv1!rq1uKva`7&_kMN5 zPq=?%AL{~ot)wK%=Zk|AqpPf-b#luSp42?nd> zBsX8X&BMkH`IQ2NF943RNxM+8maj)6mx!@L!evE{8Gy>5?yRRKp*w9a^v*NU$$q`U z1P;!3F~H7wJr&Z!t9H1)j4L&~7cdxJH`nbv&kE2gTRGLgQBRhVpjIzkls>Nf1FV zG6Rf{IKx7=U``s9dTvPt{6eA$#O@sZa@T8!HHVEbyp$2JmvMltuxK*5Q|x%~14`&e zt3945$+wDMoU%_pkySSH9QNa4?|nJBa`oaUC8s|3mC79B^Nmx+DX&f_uxBFjlcP^t z5L=T^Q*Fn=K;5w0mvuQyw}KGpP!`k)wx6AFqH9d^>-6HJw;IXXJ#aQFExSK>Am(tU z<^yac1!t!54wzTsqExx+Vv_ujr98A0gg}Yn=w1o>RA+ps^=M{BZ+_D-R6&swa0g#7 zYXk$k1Ls$eI4FF$Ga!B|9BrWsM0YcFxbYIFzEA#|Y$r>GV}WHdyYcQ}8Kw-J2vsPi z0G~c|S-GUtkz@n?qz1#aI0;(+q8iJ{-OCKj);ieMMa7nD*o!@Y4Uw0mj(NOnAp>9@fG;jY(`_|R->UAyY?p~eMo9OtJ5dE_>|N-$-9NdGP8 zFEZ?YEE*6bU+dkMEjLfJ1msx*6O#zr^&k3;%vW? z*WmQb$@Y)PfQmWcmCzk#bzZk?eJs{xxG#NOxR|c3*#7SZT4vYlj(Hyz@R$__BIHFG zgL#gRj{nFJUIl-6kuUX6Rryn`H0|OjD>?3~kj8#|{$2eRKk~6X5Uu62Nra!D-&O`3mfw=ScWTZl{QfEV@p8 z$u9rqw*hFY!QeW3IU%gAQAWq#HkL7HN6YYbKY&~HXpHe!Z$-g}UE(@-_SaqKc86+B z&W7x-$1-}u^X2LDioDqvjJUaVovS55*yq+XP;7Wzo*7-GewZ9(PlMH41SdKpro$ze z_v#yYDFEJ5^uuB{dDOGLn|lWOwHMVd4#T_MIc zQtwU15^0!4PayovfRV^xbuR%5=%SL%TU_&(dya9|^4jx!KNUYp$OjK#hSZa`ZvjiMUfmzy|o&Tc8` zhtDPY4Al!$mza|V@-J7=}!K2q&oNUqGAt3|U96qKxUff8LKa17WmU5YQ4 zLo37;Mkk%g$08j}l`9xs5F$rQj@Ap@5q_2fcK4ORu;Xx0tSr`zHQw!#K9YV zhY}&;>QdgC-9AnO37$a@Q0p9A_r!C&h?`0qjyd42_I3|o(p*1tw{@5K5y%@}0vu`a znvTZp&5BRHLZ$U3>vv4)Ve6QhLT*X=aQC4Su&zE#7`Q4&`Ze=XG6LbRx6oRXzXcKo zOsoQ!EWr6ql)}`2Tn;Q!*em;V28^Ehu%2{(KQG`2mu)*P&?C|Ny+7aY0EVZ@FE|U@ zP3FUln9c9KPTBX{QcYQ3j82)mYMVu%d>eu{y#2RN3P9MX7S{DvkYu`AV2VJKGT7~1 z`UG0BZ`b~z1>#Fubs2f4NO>~G{2^Lt0fc@kPR6pvcN3?+R2B(#?eQd2he(6cIE&nm zKo%kY;$gFbG0#yi!UrwR3Izbv*DCS`$F(~8@F@8(2)(JvYDQ>Lsud5Zf#QO;8%Vft z@Nn3#3k@ilY%>Xhfy_23LjZeoml3AaN(soKiX?TKF(VyShniN(2wRo0S^*1HnnDD< z{h$roq_8YOsmJoL#d@2}x$JkcrR!%@3pDFwS;cCyUx%IvNMqciDp+o%w35pXJ*?N@ zvF(Hs=rkYPpqn65Y(qZ`>Ct|6CaAAm6pl>Bv`q>*Z_bLOH*oan#b%I@*2WFv!2G5Z zhqJSc;P5CGSro97VyxB!OpaOQd-lkU8>kMB9%N!Z!%nTR`ScRAwIvHusTNOU)-O_& zW8tP;#3|Rp!XP*n7OtDiP`moDIj-#^AWHo%fJQC>{0RCIV#?iWo$QMAaCetkkkqCn-DL(g> zc=wfT=@6H>QjBjuUhpIDy}*>jdypzVqgzV1E{$&siJRe|{Xr1Ts=G`7^5LnCRtRsm zu9pN}-~@C0^E4M`-~_&mE>D&6)j!W8>G^bDg68UjghQ1$V$psMwm*;dJ#`NJeBa4M zfNQqt(UIGGHxoL$$airdvuirPW*%lxNQzGMuAKI>9*$+9t6P% znDV+kKq1O#LJQ;rnS>rd7BTe*X| zv^P!1)b8^4^u_3?Xd#lgx+AOO$K0rp09`@33Nvej^L$A9n;Zqh8hW7NqalNuxEg=z z(()gB{OB|F3A!`>I{AMk5}j=zc=8NlhAh%3Lta!n?gr@w0jff`0-O)b3A7_@Ks2ty zK|nI*aDGmttG72Fh&^<_`Hz{A-uNN<_p$V+3GFw}E9Y(k7y(-)5i7?s5p!=YJ5r2V zFZRCeF;hJQQ-0TfYE;7L9!#UH0@Gs-gOOqZ@``>{myZJ-`hQr1m*0pLWFZGd$IC4=Oo^%PA$@aUmZ4Ifk=qD8hYW4^xCct@Y)%wN5|9Ao1)8i7t54bIY z@sfmId-B(aZk_~_y|1!`*-P-i?&bEv6*4$4L2hqBN!Tm6iCFRa2>C4s1xK%S7gvx= z)E?fQO@fouOKGqn{BPf|48o)o)37O+$xSi6vX15v|xL zh5olM*pof}`WDqQKf8fGJIp8GY!6V(s2_f2lNMPyUP^=+&qmlV@%}eTptP15sAIp2 zo~S5sK+nhNZdVDJ2FMQ+&d77}%*{V1G}Xfaivq5099@JNd6n=T=K9?z8H7BkwUZ5F zOxH#WIUeQ#(dP@exzL;AFa?r?tg#}RtC29#tlaTccU&t^8Ubt6vmZDw(nDTdNxdb0 z+cyedo=p!(jJ0~E12pl3wVdPhWQIMWq3j}K{1ICp0y2YuyZCW!qp;#uoU zaOe!8NUzTH(DbS)?EgcB%^|`t=}Y+`wmihK>8-t4FunT#Fw&-^Urx*b$`LMBlGgL` zqNoO+*?3xWsgoi?k@!RO2fiM-ogHQ1RR8mPXoDgspgwNi_*=eu4{c`+#?G^I*|F}{|k9v(2{z~S>ItSRTS4-yiq;pQlIUpP-CjcIXI{}I8ii<{^#cgK-nda`) z;ONp}F|+{}gT+`J&5byrPg$-x_4!;Iirqm-N77qJ!pI97a*_thgYTa?&*D{0IKwo_ zD$@O!HKRQ`-^Y?^_PgkC29PSDm}VN?(J%E^OxldSxzkBRQCHd}xua~UjVMS(>`uBz z85Pwfap5w=lrd>zfig=x;TNsV0%Evk-k8-U)oC3%epx9NWcbHU^}j*GX)=bL;mRGD zq+1CzwKt=ESt5#jQ$4nHk#g0FNQHRSlzI1CI8olTTF-%M;LfACW_tcXyHpo0*Pj5D z6#0(6+;=C`jNE$seAKwa-=+8~py+ieQ&+fc!>x;WWF2&2K7UvS_ug>4`mR zzKRXnebSEoMN_;}S7tNIZcBTELtl4L`oE-%&8>4C@z0m$&RhzQ_VkW@LOh%zv!rQl zZFztH*!-$dyY&-*WJ^iGAB_L5N@FsT+D>RkYv?HM{G#m6Vkiq%p!mqD+_31Lfyb6> zJ9r_aG8pdpnmQD{c6|$PP^}|&r6M9xB=&Epdt&a&@6lwLM>lSg!sd|skf@fFdt){fQS-45TVl2G}>^Ygh=U?l@M5UpE zhj&PJ4HyjP>AZc|LonS(#TmnYV%cNa0zEQBG%7a_e{P*Wb3x*XY^fK*eq-$a5&QaJ zV`}@%>Cg2@&cS42p&-6W4wYsFb2jy5gK8?o<~9tF%+~bcGh%fE5BETJ|9C$t;F~R* z&Sc%)M$E}%H~vC)x{eP`q3OQ7ztpK%CVFY}l6qiib5QYw^X@baot7B!$RBxNPfBW* zR>WGk!UxxS_DT~d4~3HJj_jBbV%E8MJTD_lrd38cY=p}IuP8^z0r5?GCYm2@E%loq zBCfSOjYs0?C73;s$A&+soq2zC^@;`+|0cL1L!8XHDNfMa@L2K#8Z+0CV%tM z7uO38Y;gRd{HBy!^J^sixAc-bYqx^x7PYgq4RId^q7<)1V~DdU`9kwme99{lA}e*xpl^R8CYTUPEcr^|Hv2tl11c;3XU+rKX}m$ zWYM%Hb~`p!2dT)Q&iSDZqed^wmhL4ufK}br-yxN_?tgLns_l|bszE~Kgw&dZekOLh zqb8>R2A&>mcFxU^HTl13dmwpWK9tCbi*yu!BTNvm;Hwu`IwZEZo9cFP_qZcL^6t5j z%G-RadXn>J$2gv7N=By0n#aRRvTWN{S{U4w8uRQwRz*bv)yFGe8vv%I;@>T-XT*jc zKVk-1^GIJ+0RF>KtaJ}?HwJzjba7+SQUX|s_7JBI9q*LasH@!fmR6VOcb=&hAMzkZyG=vdY{54tpdWc;->pnBB6iHu$3&P_|ga|JFypF`uajrTKVk>+Jr^(65nO$gN2U&hqS^rcgLOjYI>vBRyKE z3;2aqyCr>TR)&gly1;>-Q%3oDx&aeQUlC11?;~-j=`c3Bp!=3sQwt^z`*%PJSC!K8 z{^kM9agpmW98CRQ0`iRA=Kv2rjyuVaL?&}&35@=_*z@$U2R-8s=RR=_^6f1W48X-^ zFvxf+n67toTHr$-Dm;-!h8aq4v05bv!TC=it*C*jJWEow!nz}h|G5RvFMFfhrI`F> zqm$gxi{ffBykT&V_9uzQezJA1P7!eUnsiUCUF{&rJ0ihJ(L+7QE-fT-65mawQ&iJb z73_xOTGv!Njnlc=f!>N`QuYca(lEa#+AQWm>9EaM8sFINbjU*GjT~7#zos{L|20py2XkY~spSfM zF1&|ytt_rTgXd1gL7U=hcM%N20S4z{6v?*$9LFYVcF(kB1u_ApbYaNM$K7IvLY{WlwBl zDw!fI;fgouHaMqk+rsVd+JMbuTJ7x}myfiV>Ue=~ILU0>Wb#|Il848@^F8|5SSE76nDMYpdGLsX#>)L)A5d5Dhm0#GR=73?cRQ$1`?l81`S*zr8HG1WIYZfEeilqk7_F<(hj0 zLV+ToSjc`bKt2R=Ez7uHkc1&l1!wcHzxv!Bz_ia-;vcg=+#lhRco&sKlE;l28XSG} z9XjXYmc3&dd(mxoI@KYn*R);$b62$~{!Yja`XAUdT`@%9b-1TP{j!Gb^d0L2wr0a= zljXVLJ+DU(m-sZT%Vg z+z1)tC`?&qkL{S@6%--Z{qG6n90#s(;Rb zEA|G_%ig)&Mw&sXl!ytBk;V3(xOa>{@W%NIr5We{fQ(f_v?CD04LQ<4lL8btWWJ8v zsI5r8c@d#sEtb8%!e_c205M9H3b?jOGCzOlMS!PgIg)UJnYa^t|F@b;%B0SKhEx2& zv={M;HP1}YLtyqrV1E#)pF!jbp%XEzzy-m$= za?a?s5Y;MuP9-lL1#{SinQ}s6K!%ZkoeLns_T_nPf<5}az!3cfea_6+E@S>gCPX!u z>1{}uo)`Oe^808|QuQRsMDf<|%dek=(?yrrV}}_?h8}?dpb0y=gCG}4$TWO_a-OkR zi6}ADB$Tb$_AQ}gZV#npPVb(G&bDC6zgK0YnVq&$c;YVaA!SoGxE?Ga@> zxHy}^p%=WpwTqPWwe19JDtH(V!qq@m${LoBT|zIQk#6#*-CuHu7xzxwHB`MRIPwY8 zTjw-7kHCAJW{CO&PAs?T2~!cj`WKE5A%>S44k&&(%7-TA+=>vsk5cG`kem*XMIrY~ z|DZ3Atnuy7hqy>=!I?a-#JG(>7N_@BVDe$wuY@Pt8P-_tW}3hHcg)^Pk|v>?8Lyqk zhiWzd?YZ|Ehl9pjLTphjK8m{2fiE`XU>gxH3YofjH!*_6rLx%7Vk)< z+44O=Ua7T{LPYP-r?=z?lIpD%qnv$sCeXO>ThWjI==xz%e?d1v{-wo0`D8~B*j>zK zC3g)#cjm(T0BiBZl!XmxC{AIgrcw3eetebv!*@6H=eKn!ct|mB)YHmbe77|^@xt4A zU6m)vy6{(+G6Gkm1w=>B#9p({H1KIh59oL4SL4xOG8nDjoXUbsyL>1wdcH|y-gZlk zO4fQkdR1MP$EihI88k%SvRkb{R*pr_JV?C@S041e#;bfL#-GzZLG&n&ci8xXEs~cq32IK5b1;79^f4PJ3G|17QFNqebjrw z{a{n*>Md=&-B~JXUR3c6#(%BR#V9+idDAS#FKkJ2tlwo(9G4?AV{0%+%Povm2p}oV zc9MuI`XdEwF~qt;&sy3{ldN^p`zQBcWHhdaIpu$lX2e2vU(BaAQp?9}Wqb#+PPCX3 zUkG_E$-K8QNrS z5RD;aa_83Xu$q=y_q`n^*f*FzL>%u!KO+i(7TkcpO_fy@2C_GeyqBI9TT<@{QzK;i z4YI7~Uv+M<7^^&7Y7jF!krmm5Z4d9!pi{a4v7 zyja2s?`a*XlP_=OnzyX(SXt`qj0g$5xGq5=V9J3Xft;|x5T?~9Vg3VG_hq0gK1bK( zB;F*+BTvaNT%0G*!ZR8wBc|)iTFF{F==sN3^~Y71>T+MapSF*zMtiefJo2G^c?)*6 zbdAz5=1TSv=Y<0h6A3rI+ss55$&y4Qpz#TzruZv@!mc~fxtS!4fiOVMWU2;*09IiPs zQG6_MM5NHoqZ4zC7(yRbaQUOgK8STAMJ_6l|IhEw_cy*|}W zrv+;r9w*|G?)Ci#*|VNAh90G(XM#}Z(+so9;kB8ZehN^0E;%tLG5Tp=9%*|Eft6Qy zTWoU-e+oLRuWD_sF|f~Ku6wUg@VW(A=H*PVeoN&>eS0~rV3zrg^7SuAbJ=yAQoO_+ z4&)d;@aBjz%Wrp0&}Mf?M}iIi_~|&{|&)w*}pTblAT50 zCASDHi$tiN-gT1ljjc3#bSUd9`K}s;d5hKg_5E^i%U|*)m^s0hQ{^+9fkv85U@d9; znbKB2Iya(|;v&-hQ2>l;tz)UQ`mgyWz<11u_gm43)lsyw45YUBNgFSo&VVqszAdfRfj(XOC0eA~O@JGqvmrcYWbRUkFvbBs z9hNX8O1{evz##36;T5n=r~;gOe)MKCqJz{m9+pkmwNCQn3Mx2Bt^I07n%hMSkk44r zn?u^?rQB9@fO2(cL=NDFbc1Y0y;>DI>_Xi&Enm{j?Y-$$OqnU@cBsZFeK2GFK!091)t7DT2C?XK%X$S7FR&RSYGfatQNQE522q|GQ+@_k6Xw}I%4V#4J4Cy z(#&d0j6c)seJDxRQ()tz!{+6&o)Izs$Q7g_8#2P1`~Jltw7NV_rtJa8>mKeINmy$G z6Vlr+)GF3P7Yt0hA;1Ndp+(HRuAr@e9eZh z<#tVcj%P0%dOA(4N6Xk+qa`qT;%`eu2~GZRab>9cyNGFhmu!tMtb8K}ffmC{bRYRo z4yt(Me&+;9+0HQxlEB7j7s#WYne=i2aEX!OWf~l&qsFP6j1%RNI}LaNmGXKg#|mDo z_JeEv47Vwv zMUcWeZj=AuZXnY#JSr?0?~Dht8(67K%&~W(?0KEAZ$FTRWMAx2fOeea`WQ+q$8+z4 zG+&a+_=hd~W}+}x zcSI&ayK){lYdB-UXHMBRx_a&hswK1JYYP^U-w{6nft}JCdbaTZ3&hsl{Q<9gqjmQJ7weElw_pwU^N9F)5*2Dnfq!fVwYoeJxUcT@aQ<^#isV+?gVpiH0GP>v#A zhxt9{T}R~IY%;br8*!Q@(l(7M{e2$VuTfIcL#KC@t2;I5(gZ#_j%?`=?CKt;w{+ya@Ni`e4AX(mH|;7vXq|9XJZaenAC0DqqxREjD-mf4_((YIT%`8OrKA9>go`pz7j~3ilk&rTdfm2FWC^7 zUJ=m2P1Md(^ic5*f1}-9n$~P5y9bmQy8n#p@=X8-fDc_Yb zT|Ai7&*Csr`K+?*GI#X9q~KYotnv?@JgShZ zD6S9iH?wk4lb4qNrW%B?80;QQ zjgR5kLlmtT@$}rXVu}k+L~o$Tpjya02Rp>K-6}1!7{>-Ab8VW9!he+$)V8kW)3Jwp zZ>JpaIY^ZGly0O@cEra`!;)m6ayZ4r)ct!z*0=L4zc)cShQ$3&T{oHHHn;5D{Fh)XIlg`lr`M+7~@@u0Sj2xI(QWOPmnb{-9UF+KEOT9cKXjP-DETcfEh*|G}ywlM$6Dk@qmz-knsQqO-k zCFaWCEMY%wpNbC{0yt@4PR_v61oc6!yIJpr_00!!q}_WYCv6ZxmGV<62o78Y5VpLU zUz+`+6V;zaS5lXzXX~9@siXHWfTS#AAsZ(Fn9Ly%$t4gE@U3UyOEho&;`FJ_>0R|u z6e$4Mm+Z<6UoOt4`~2##IXFqiTdFw+I^BF`iY+9zY5$b+^~s*e6WK`mJ5G`Q!Xt0# zVmugW5F32AsaaKA%DxhAtF*Gx&20_M_H^%{H!0Iu`GaeUkIv z^qBt^R0~w=q@0Y%*%Na@o$)t6oPzYZ8T@9~lY!$p>TRvEuLF|A@$DAWDw<594UT`v!_<}H$kZKA0EL!tiHi% zr(q@#qbF-JiklGUoyzx?rlrzQMg>#_t5Z*#!`{?3gzmzpuBuhTv=m(Sw>dTZprlW5 zeTB8wR|FpK6AWyHi0YI!5*nCDEUFFy6z3e$CoJ3T=C!aAW1pfQmu`%q)*$|t;gAf^ zCg$V@wrVFO48LYFU!#ax9cse$zpn_%^mssCQwWpNKSB_%5$i4uK~%>znk=L) zG20#bXRd2VU=`gRX;zX+B`R70cIUo8(!{qxz`A}Bu{nS?&hLC6bV*c3m~sh`73-n$ zcIK~xijZM{*bq3%;`}4G6(b~vZHRi_KIrfqIF`gTM-2)e zC`b>#kRTiJ5QBwy$lGJZ{B9+_35~{#DhJbG{IYfXq21f5C?77bZOK@(e`HqI{)t$- zQCk*4M$iw7wx?2Zc&bXm%B9yv=(L&hbl^E-)6_s1NtgR^XTdeg&vzO!?fc{;1850G zWq#T*ewoBMXBB@eL}h;eD^Ef>&e36D>DeCCApF1OXoh13VS;%GX#DUIYyJ- z>d_&hM!8$3<=W6U+vB%MC@W>bQmw4470E3+a6{xMIl`{Sf#8A{^cP_kWhd4E`GOR? zME-XU$nXRGJg33b^THJNF(w;{scus(NO$&%4N$g<*?ZcnoGQZRNx71^?qGvsoSEB! zH7y~J&oe316!(&|gz)=#I@L*ErAfF1K68ntoYMFUuvR1I+?`bp#mvX&`{n1zrf09T zx}Cm{s+bsE@TT{rz8B^YR1okw(dB&bR9c#lXS?5{4gQ0_+S3ZfM%b%ZHS#kquOhn;xFj>TOovznrPnT0nXsDh&n?Xg)jTP=fw1KnqAZAgirk% zveMg^KoO|_|BCNGFb#1;KtFjZj&MFHLMNA=4`Qs;@l-nQ1~mMDHhCLC)Ukls6cYuh3E_wt1LGqJ_M1flcQ@7iJhu2a%lZ0=4VN?kn7 zfrDeif=>DC{Bjh{(^=>qbJ^XkRPeA*^uVF4FLB-V<#Ayi{{1Zg37TEU$kW@0oWV+( zDjWLM$Ux$z<(zbCTin@gyYp6~?L=R_C>OBKsSLH&IPF-NYWCu3m*!_Kke`>8_D7zJ zZJb22Vs!6|f&yI%LTaityqc(;l=-YPl=m~YkOOksbj6yAWVG0`Yea%VS`82mP&IxbT)#W1YbI3w1Q zSuK7P*FDW;Puy*j60ZV&eq-NWNuG78F`2mkJY6p@tJlj*%EN0r`VPLT%E3HxRu6HL z?sF~@IAeYBAO6+pAB}! zsDiX$^@m4dvl`Fp7M~JpQj9aalrfwGeh~v`%X>WvR!!ih4 zsaX=gUV~#C!`UtIaeHrtk14i5Z{63fUDbY5?rI30$;+G9eao%9v{+yr5eA^(3qiuJ zJP+2%no=jbyj|fpi)#NSUL0-c{kGB%LAgLgEM~{;dWbT^JsurP`Z}UVSb4IZyLX!5<3dwjp_R7Gz0Ik;RFY1wi`OjaOf0~5L+Q+_0Q6>V<QN2dO zo-Z$%*6-!l@^c;z!1J|7_v|`sx^92)2Zxo>jgKPyGMlT{z_<{28bg8QLAf{7o*?Ji z*WMO(A!CO2r;k z!~`nSU`RqhYQNT+WR64j1n>=jT_B}~H>Y2EZzdnxawIVoL#UgU z0A`8g5jd6Qf9mVNb&uX#JY1%vlTgW?Eypd4OC~W7k=XbSVh-um{lQW@UCOWCID5SN zFtK=>ivub$^4byoOqLFrtv91I95}%EckXpvqa!E;i7M1+G4x}O|5>eZ!nL1rljWge zVc)7r?pHvti+8!;Kt_LEkm62_L#x?*A&XG8$#}4nZ*pWBy_(wU@6;c76`48?p2~oN@90#LPGlp&Z8`V%q5zO~Kuw+)Y=cD#OesCoq*n0(o?CbHA2vk8TnSzMAjW4P%Lnr{uMlPeg|;0I>62nw#NffkUZh$)4hvv z3iB;0W`Y<8*kA2O!Y=!T!980<>=S>C^5&B-dcB(%O>|=hwSK(dCI2 zP2*DLua&j+KY2mutUuA|En}wOws3ahvM&CPTlQBqeu|#1IXF*)p~dzG_`jj8_af0} za}E*cU!c#(!f_Yx$x~^5_~I;?3XXQC&2|I1VGSw%XP1x$t}BRqnxi8P@MY~8ZF$tXGfP#RnLP2ub{;KkeEl#|V0s$pOq0yo2?q#VD8psv(7u0B-b zBk5|)m|9+4G;;4ST=e2zf$v`I@bd6z{yWm^_?>^#%#x`hw^lp>P_Be>ABmI<7iQ+~to}!XR#6n? zB-EYLm$bf$y%|e!UT%xx3l+$DTeGU595)GZzp4cvBKRV=vpp-(H$Oa=?FQWfBmes# zq||zABQ-Vs(YY)^fhLy$TzDsR{=K{LeYc0~B!W^F9<3YADl!<3MeC1QGY%rrzd8+kl+-$J z;|{tiFZcEA?d-r=lFG>^!RRs19DiDug-85ab;Iu*-HDNtz7rGI!eTYizTDeGkrs=| zWn9sj`2R#&|2yRRUyJx(@XD=|qFG}l|L0Er_bvUeg@_`V$TnNq8E{GTf5Nr@=SM`K zc*7w=CWsm{^uGLm?7j6{RBziZt_Uiiq=0mT3=PtaNF##807I8F1Jd0?cb9ZG149ea zDM+WZbc6JF@p|XFF4glHo)$qN3gsQc?q*!MG@^8Nwc#uBX5CtxneZsIjrJtM%HEX6md`UonAy z%+^}YC?9VOF>2LY$BW$GeEQ+E+!0VVLZ^@-eRp$7%gwDOe7T0p=W?8T>)C~;E19mnuV@>_{)JjijcJDk{fIE@bn7uU}^*X?3ohjcPRxV`XWmiSn? zwm{LxEZ?<(M8yPFU6xRMW{#(Ma)}AR3ZRog_W(;DM;JV!N|rXD}ro){Q@>dd0uIPPh?*q^}6n5gZTTt@0)z`|>az_9=3 z?A+<{c*pE#{)|f}q`d9U6%_-c&K~Z3WRS`@OgI_f`0GiX{pK)N{_i$}u8^@t2MY$( z;<)g~lRpa->uW-$%3H6@cW_T6GYfkJ2jUq`9rS`YjQd{+)c+>Gsd~D51gwJ5dVhQ! zCa)JSJ+EI@R+imLC#puZQScD%EdisNymiAm{?W+^XJ9P7VnVur)2#ixE-!0WC;?BP z9uhZ#73#H|mNjD76EP#GUJBOVvn@YpKKYPJJ={K+%xRS|je8pGs2AiilEnUfpVPMe z1}frBKN)&bX*t7T7%tSI(IE)U^rl~Yc6jF_3>Ahh+1;)Nm zn(q9P!_Fk!?Zt)AKC~J0tKv7grY&~ z(P4Y~q~>HLl$HO=hyS}rBWdBcWnqQWLf@}BD*-u3L7$40X^GVXo-|2{^a@PrxRvFI z$4->+{w}OEaRBl2f`s`%NW7pIe3(L~QBxHmBoSyH5g`N-Xs}_6ik1x$KD*9sRlS-c z74ND#&@eBE1DuXVG3+pRl>!Q&yp(<8xyli*42Ih>Y=XXS|J59tQbn4bO~jX>j7tH=(?5zidT(P?oVb~|V> zt?-)&d`WCcQu=r`oS0{LTV))oG6+BO2}M)KnEbUL9|DR9p^8AGh(MDaF39vW-#d&% z3;6IeU%~3->#215*}Ffhkr5$H7>L5pyLv6wm&XIFq<9OK>_9}@DCi6QKw?w#Pd*P*&rH2>@P=EOO^y;3{yZ1Z-)cYh2k6l*_GPR@y(2HX3#s6HN6ik_X-AH2W2XzPCA zRzg)&?|6E-k!r&~T~GBsgclSh01_A2*C69G39CZpOyjwjUkO{;)g!MAEZ1(*6nIhS zTXM1%t2oQoPF7^QUr4bvgtGIFILu{;Yl;{2Ln|H4YWQSC}_5C>&MJmtQ7lg&4$ReSL~S^1Dzq@#L2uCcin}R^fVj4!#OqQt?^z$?u#< z*N!LtgmBSX{zrb_kl9h+GhfO}ckcZ0p;*Cx9)(46$S;8aw%jZ(Ekz(=HH!=>g%PKa zD=C=AIx|w_4ngm(kn*+<8lVlsc^8Cn<}U}!#@e5E#LE0gQ7eY!fB1V+|0Pz%M~Y5y zOEFSp3K+#3tnBfWkxtBUeLZ$U#!$07%OEJuS4!Axf?vL zCOr<@pDpf8W9lB^8BlISIAYn2hm7STWq>gy-i(X!+M#H}dTd(G5~k=kkd7wsf_@YT zV8TqWzJL5?|L1UdQIN8>(W0l-AalVH%a@%%9dWaCf44cY+}vRBX81R*qTupb5&oB9 zo3>k%RWaV3rM9*yjO;SaV@=Wx4uj6;6&T{xnu407$WE{mEG~9(Shl&oxkFN+5%Ut2d&r5{IH+cGhjTjujZ$O^lV|Oe%7g z73EF`ixHY!jqmue>KBA5>l*ji$~Ajk9k4{&U!z<<#wOc4q{UdQfGFXf@y1$bI!D@$ zBx(Am9PUjnzbG`OOPO{fMfMyof|uK0EI7I8a(mMcKi{^kqr7R z3Oy04hvLWb6Ml&TAhs|0bkV+ofJr*cUv|VXQhc*ROVIiAG19fxi8=r4AMr0fC`A5Y zn;F2V6$b|vmDFfli@ovrhOCc{f`nWOqD0GL?qq&$@CM6-0wmTfo(UMLoSs6o(l>y9 z_RH2-7a^ZrElsv`fjQ~p>jtx~y5Q2(r;e0~x`P(Ke%>?K4m8s?HC8s!T^%|Zim z3aozZP>s`Ip#T&XrX`4+WEd(VnC-jp>DJF4ErD~q>lYmTT)>jI$_Z8}Jv1cY^S1-l1`j(%msnpm(AffWSW^ZB^ z6T+ql=E>F*#=6m$Db{~3|4Sv&wd8w4(C_dnwh^z}9o@xQ_9Y-wTUgEBpIW>{VJFw+ z0G6H*nctzLPMDnl%-*z#*-rn^suA2As# z>7jT|X*;z4IVs74)vAfAphXIvgcNSzu9Bc zg_IzbcF}h_z}$k4*c4BLkABdHph59*6$9`?gA2sd;h&=W4OFPO$;%%T;Q26RP+m#N zi+4s!$cvm78Ni0{JPfp9*uh6CqIJCSNd+M^YC%ciAOkc6g>Yu0T~6{@FmLc{;-gD8 zg2Shrc=63#6l#>tKJ?}9Nt8Q{kO?3=!?+G$ffb5uy$let#*IX&SlIQuY+K;#ryr;q#nM>A@cZAAK$ZRp>OzdRv;yHiKr5o zu4X6r)>V8C66$a;M=|#>`0xfM1A86K8~Ga3V`bie1r`Z&?Oah|RIMNd8yyma6ih8V4;rr$^uw;@Y%00?*d|b9Mi{} zxI6E}24&`fgJ}BVg5XM20N93H{LyQm={yZF=utA-2U zCzE~`Z1Zm5C+9d&>m$#=3;O1uWsgU0{!7rMqR-}g-*DNvpf8894dQ$m{{Ilxzc3pk z`p53vL1cxLo4Yj#qPf0G{qORT1HT3Dbe|_;VUNep_;bQAw-=eEjr_)hnEo{jzz_45 ziIDygHY(MiNCU(?BC%M}+A7i9zUXRqo3jD>M{}4yYW8H)lW;X86-$D0vHGv6I9Bgj z2Q5>mUUUHFF&3k~0?H0G{sURjyNCSt)cf-bNX?f3+JeU6(8jJ!M<$5Kf8b4`+}OY^ zjJcs3Y!9f{;eEt6bzKiyB7yM^zHbY_6zhC$CJ`h$2RX&-) z03`Lx`iK`#2jiBq&0!#BA*>P`{mYCZz3dqxD2n4vy$D{h=88@krAfW$PpKnVt|3q^p zAdj%xkMi{NRL+(_Wq=?m*ZN}Vhptz6sfK6lV|ct4-_{R>JT)Cji*=vjB?wF8u_5cr z5%F^3bDA6#inB~c?-uV%Js_{#x99br;YqaT&&Uy(aT%Vk3Ao-%TeR`&ncgRv@8N`Q z(zGotIW1)h<+ypDB=$+!UY%}nxSoCvwb!UJc)tZCSr4&Lo10wb-(URS7Zh@+Yv#*i z;d2Q}9nnn@ebG-w?N)kafjXHMib@SZdnu87yrpw1gnw4K?|1k^q?c1-cf=v#WDk;ylB zQ6sX+#mhK4AR6WYnKO75{fM-YL>!607ugRaLV3PQWTyv4os2HhM!|Gr_Vt?!POW(70p`(jg8KLWNewEq=qlwwr z^UxDd=L6_W&3a|$mWM7}40S!qW%uZg*JSWDp|Cr`a;{Fn*VlLV(lAme;S1;{{eM4N z|5&uzU$h*bMeJ=+m+{d`7pANn)tBfBi5(OTElF=cR9t~@ugeWF$5=J=TX()pX< z=`YfCWf8zFsb~wM+P?hOmfEfZCH|fbyYszWXgY(H>Ncy_G0ibbQ7g(09{rrOYR3{` zfKW+;CK>XtbtL;$P!n%Zs=1^4qCM!1rc4%`7DCHPFr>pm3eRQ}5=*XmK1>jPV2te5 z?lJyZEmUpRr_*l#JioG*87oQ`4G;5e)oY6iNCg7*kJ+9`-cAnHnWt8jA~(}KH=K>S1hpbXz~~ovqiSe=5PCl~ee_`OJ<%m2cPAkpQb==JARI#)DM{T1MnJgS1P+VY26x{8E(t#YmhTm!-C%<+}W59nfEG!u^#|y9X zTVME~eUeS6rSfskg3180OUR%Nhka>l3x2D?m+c4-uF_?^2&TEFHMaTb5eqzFLGwv@P`q%D_U_q*Q(geib)ayty2ltsN*k z%ez!n<L@0HsL-Ej zu{!f4_Np0vV$WZ)`S@Zfo%Kr$Kl53$vB6A}I?5HZ)>>~gwFy)sPZke=EXC;}zLo#Q z$NySEwrjEFv!3T|xZZD~rK6KX!voQvyhYWn&S=27eBC0DX>`=Z7J&**MQ>=Vj0c}W>Hlj!k z%(^rg-Hj{IQEc?3sxN%!>ZZB-Y3pWOf*0MSv&}@yXq;h-y3_bx#A*y)fe%h;kE^cL z#MfD9%L=XuI!}voB1^Hh9fh4fPxGo>P~)9ig-jvJVV#-KOo^lnwOvJGi#Bci5g~Vso5# z@zLq|>Ny`#;FYDy**@Whxoa@oNT67O$!@irRQduq4xTqVj;IObb06y;hk@ZfYcQ8}L#ph^ntESp|+4^!jUIe+kgpQ^d z@#8vJZ7fUOss>r0_QGHO+PP@((xj}RO8g5b2j9E?rBzAQv(SS3-9qr=`n58~2_cUo zG7Ua@ag>f6&};4O%TV;JPT{G{$|@FZorXv;u2m^$_28ND9Jr zKq6jMV;dpxcZinbh`=!!l)7+004apjQb{0XHW83zv*b!o77Fg4wkI{B@pi?ZjBzi7dGg{8$p&i=NDdu=DOYA0WphYxS6Q|mP4yU99Rlpc-ytMvvG?VXU|DUmU8 z{);lx3u19@`CI3P8)1ETu*f|5W?J5>_u&>^?6AHP>jJTy$Xbxdoz8KJm+mtV3MvkE>`f55mPZc0TMvE9s~j56T$x%)iHQyVq(`ey2K_bHaC}VlLmg zb!Ieku{!%g&nVte(s#fd<04{N3H?F8UoW8Zn_{R*t!B!=aJaXFFm>%@xvk_Y5&5Un z-7WjEvwg|221RXD#smyGT~gD`K)2VIog*e^uZeU%W{(Sr$S#bpt_&xAwDQZmr)Tt+ zLo7zR=trQ{jp7iIea${H!>t^d{)5W%u)4%N)^PwAGqAtV#C&d3V=|QMd3)6=w`u?1 zny!D>0KFU!8GKlHIM?WLsY%vwB5P(Blo5Qm(y=0`AbZ^2<{9(JJRHS>2liBK8)M;q zVwh;8QvOD==y%ojNc!=)$0z1RN*(`oN{+k5GvyxtoiRiimK6n7`w9mI!keO%is{Jn z(hjb zaK6^P&Ha8KDfkn*9-=1)@C(6bEO*ACVJ@EKXpYb$gO*mcQun0!90L!&@Ejr$MDL9m z@p=xu=V%RKrV^=Ds5wc$+uedp{}dCxmp0M;LOy=bfiT;`Jbd)kg;HgA$R1C#-?)ty zWh>7@%$YgLt>isbv+ktLn&dWOtyrBzlDmzCP{CONcik3e?p0ms>%0Va0r znB_kY=fjYT1}VmCeKboP4NryV5{$0IuG{ujjLxCn+g`09L@`59W6|S6Tcc9X2OvvS z$z0a38+OW@=CdxP|57t*$Uf9pW?61j+qpO8?02nhHdXX-ViXL@bQ1foC)=w(H{Dt( zL66pjV{wet0*$Acw_9h$Py{;*N%Nl-QEMMqu3=aq&DKnXf6CfR>f-V5MYT`>YoB{H*f*|X z%+AL1ph3ou1m^RX+?*RVkQ#A&Ethfnyt-TN61(x|4QEm*rKu>ftMf%}7AN*A&w01E zGF5-guLV2tl4B8*lP_p%=YMCZ9G4sC4bc5Yv;%ieDE>qhv2ns9UpY9d0i@v;m+}g| zPo})oOTP>D7kzfyL?>lxEfUy^x33$}x{z1Rs_?#!F}@Atva4ZH9V4;l)a1;)XLm_= zzg`MhyhX}b&hz8i6>pL_B5^8@j9cdMjFoQgxt+W|O7Jxj+G<#;95EfY!!=!Knd)w4 zn`4St1|96=XX16xcGtVzHh+xp$Ph3qb3dQomAK$Pr!MgysA#>C)p1$J1IWzqSFAda zz!!v6m?Afo^=b;B9c+U6W}b7CxwGsy}YW7RRi^cV*p>7 zNMwoyOtuJlC*e~F6qeu`(&3n@MJ&W)*LRQEMZ6~M{s6QGM)QiXubkYjN z_`PO|tGJg)*t$BE>q7_eS(cH6J_QIU!c?<*6}8ta>OqW8mJl7JlVl=l1eYT8HqtZ@ zs{OSgMR)>!$`(!Do9{KR` z@lFxz_7=X=MpV#mTCjMBK~;Kpddt;*w{o+4p_^GC8U1!5a?N-LVRl|>(lb&ZR430% zBo?0S6w-UKd%0ZbjL0tAjpfQbFe)P}c0ay~;XmPRXgK2foBy=@7XlJS#3c&|FU;BJ zT`%^TA0!u=VC^?-lnf(1iX&rS`vUiQ`w^LB^Y`nMrgPvxLnl8fZj!i7w-54wWvUb> zB=eZAox}6<7UVc@c=uLmIoAEUQhsYNvyGGxCNo2*KCGA2dzi8eV3q$6K^6z6IyRKG zqXatz7TUUq8VWbE%vZjaknd%w=V1%|`GWPz{TUXERH59Rnek2nusl64GMPiiZ;1`R z9bmb9u<8OA=pAa`jhZS~{`|W>h7^;;KVK7(}pidcS_j~q$ zR+&!})2bG$$gE==bNp?IUOyx=o&alZcfD7i+C|I6tm|>6>H;uzv<;;zC;669icjx1 z8U~Ss{NqC4p>pK#M<+wCtvlAwK#(h=*uctH`D&&uPvKD;>Z$|N!oyZi@yK#=0f?S#QsEc)74i`1MrVc3JaM*Mf{myd1kk_aD%2p(9!?eZ}H+<=zl>eUWM2m;CE4yrpy^ zyEHh67Ub{3DB6AEb>Y`#>}wm0{GOJPAR#rwGTG$Fc3Cl10pTybi$8AzOLU2)6D*!Y z#9db>*%p}&JD5tLbl_5yTSf+@$nETNHCu2V8{q(+OKr~M-syRwoT*jS#aGToZuP+- z*<}vu(&>c16bc;wM4Bb{lW^4d=;&yG7AAB77_lKdoM2aXbPj=gZhg4CyP+o)JC3+) zUL&narx`8Y&Z~4H7 zuJ>fQ+MmvB%g)Witb(PXb$w>1d%%ZONyk#mX)l~#Jw_|2?vwr>@lds;^CFLoiH>z2 zSPq9~*S3}U%vQiN-nPha)(V>2KnLl!6N*81`5o*0@LC0|gRitfiD=PMBF)`oxLnek ztTU95j2{voe+p~R{gh%>MIY6cp@d|VaVs9|TW+hgJh24-6O94D8BzWRKn7>VPUL!*bAXAAjEqId^)w2D zlppd7Tq6fXa2rAy^8_Ndd~H1EtKFs3idJ@6^c&@d3q)DlO>*O*zj87QzQY)6g?XD zqvdMbBfWURji+D(K!af`esaXr6M3w?;zJ7t_aD8a?3eu?+LI% zHct9j4i;^+4?e$9Keu?(>Y(%et#F@J$9kRBoDra|vitSzG3v{g@vdjvGJp*2r*wE? z?Ee6~9!z}o9DsIlRw8$-T^QVhE;6Drg>{RL_He2hbAWl@<}c-v87(h0TRYY%3Clb3 zbVYrQDg9s3I5br2df>4TOSk_*E@_qv&s6qM0}y(f%gqbowbc6iF&Y6=ArlzobDm%2 zPH&?or)cpxW6%=!XQO}QAHPV6Cad|KA_r@URcFuYyx|Ae}Rbh6PM?CdT zo1J<_RvzKWesL7U39uXm502V6%mWkjieljzcf8t^+SD~=7J0q4U8K@=j`7BHJjY25 zUhsSy_S3J$-DSIHe~g0-`n%B+aaGdfu_X5f@p|dguO@$T&ax?ueO>F8AF^nWL39!l z3pkcG|5*vGHv373ijE$;ndzky^)={kC_=U01K6wm?T`1qRtzp@^s;le=>U^wR;HIP zn_)*D-Mr6^dB8Y8C@Ei!b52eC>gY3Ny-1fc&oFJUErOB_&7Q92^`R#^72D1T;dSJd zx0sx8^cTm|0&6^CrD7K|;9uv~-}pOTKzjlPP-Wx*!k zR4KzaaBj_^jf0kb#O0D-eK_g+5OM|)&svFun`-9hcy=b1Xxq(hDJ|J5IWQ!}wrCQr zerCgD=+F;y{etST@{nd+r5vHH;tXPYipBEo3nquA zU8*gg=Z&+=9(>BED+CW;b~V{FBl;PcGeyqpnT)?UPv!RyX?ibRtLX??=<3GiCOz=B z*p2{nH?;tkE+H+9)VW;%+A5kb!db3{n#tiSx0;AguEAasR3TI-^9%ugwX5ummRE39 z9Bm^JIHFszreDJH=yd4d2qsm&c_tPu?L^*7nX%W2Sd|o16Can4^Luc$wj08Jo+JVP zo=up#{!GFBi=JuRngSK14pCfuO6Z9Y{7*>km^*)YgNVb>wM6>SSZ!F48;-!?@V%#&|r- z$|$;E$l{HJ1%oCX4QB$21~Y_ZVmf1~r5=1vsZ#*lUZYOyvx&1&>;-eCAaQ0I{WqQ$ zk04!KO=s!f1!O0>X}^+jwkEaQfma zn^(g|23^9;oUWlC;PPO+bRt_W*B&d4=*%p{@oJ;B@2Nru{*TJ7HTo$ck{X~eKuDaO|_DR$b;;5Q+V28(o{yFey@C{%9s_ylJ zl;z7NCjuHqh)&*)nTwAt--ohSk**pU3bhk|0v~{3Va2-WAK5<1Ri{iqIJm>3#9f5g z>W2-4K2OXEx-n;G@d%LXL@?#Dvpl=GwnGP~U}P?a$Nd<~b{8ApQ^L%HnUWeWeP1WO z6ezaklh*F?2pB+VT3@Had5hTT{n zT7*B0#lkqDV2c-Idudq@a(m!OF$1=E&w!KxV%-CZ(FqXM$j={gOqLv zr1LHyj+m=EucC`~>6}qX6 z(5v~Oknkxv4ZDoMm~mBi+xiMx<+6?A>#hoHq=Ys!_!(EppEAF>JpRe$JPcpvn#5q{caR*!2T1fD&ZFV7pd@I36W61REhYjV^Ro+fLCI(=QIBSf4CoBb;#0T1+d%tx*`>< zFMBY$dzo%ye)UAlakZNGzBcP~d7E!pA%)w6moC(+>yrCHrHgDPtB{0G*~11qBc5^4c~Ex_s<)QdF>dfp&jfmEa)G|FZRjc^(`C?uSZx`w_y;i%$1 zkLrUjuU%E?3PA8hE%Ug?N+bNEa0-1V&mwE1>ZYdpYlVh^m@PiBv3|X_@T{Q3)`c$G zR-=0CvUG*0?MHnldZIaWi-46s3lrv|(5RB2m1$M5l729;!EPhQ&=WUDNJ@nS79c?4ORWfmk6_Cc=g9dcr-~L4 zZnH6o?TL~^Y=29+zaTtCbWuA21AsVN^QI0^%BRE|OH0F$QBY{nZATSTjn`sp1TRb> z$jjBr3o%4HmGLU2+JhGLRzr_ns_M}ah1qXynf+Ud$;`?%k{Mm6OipEhV4Acv>Nk4a z5xyjSdITOZI1Fpt!>_=iQ(s&Zon43m!${rBG$H0DpGQ`X!!#H1(Bm9i%=_R(2W&O6 zz`HABJT9`fsy8aM=|shC18fPuPUZlaw-Kt6`xM7^vaZph6KV%7&LlOrNw`Vgdh1jZ z4bJ3$`N`*rNx0(F?w4ca!3J<~MCs4swE0p4qoZT}#c}o9hEI#lZn9L%$EEuM$lW@T z@E<)fi|`_sYWH(TmwR0i7t`lfwwS7=+7Qm4^>M{7aj!zBou!%6aDitUX40vOI(4p0 ze%sP)XCBzR#?_#JxVgJNSO?^Fi2>*YfaG6wEh~sDMqnSY8k6Sy_&04d-A}i~{sTI{SP8Aig zL-FVGm30d`SQ_C%?=BY0$Tt7|!hygHe5+Cv;p_cOzp$_o&8eZR^~*T&8*6Bqz3-Y} zYX@yP^8=kpJ`E;v8YaO;T{Q+=2YailaXC{`oyLc*&Y~tL8C3gjr{vH4ef$SRCu2^A z+Vb&rct$|B8*>c1_Ci~gDSQhkYGQYBfazy-3azh&dysdU&G|xnZ!3z#Ei>D#@^aCp ztTp(Yf||L0^+fD0hc zW0iGI(upyO15P?6I&9PE;>~|h-g%aQ=_$$br{0h%+Qr%ib8)gQCtpCquNY%eF+?7vkwo|JJAu6pyCiA17wytkDeQ zOxRKmwCb>cN^qSf0GQ?to3AI|xQ=nWK}OgtX?#AyP)t{OtoWV@CcRA5gnh){G_SL? zgV86Lv6lfx_2}^n~DpCRb+{M!r?ivH4eRHb&9reOASdf=be5D zIT;XS#r@m+J2Hhqzp(A(=%i;)9+K&|kH^?=-|POk?FK(4`ULOdO4);O)^93BbLANK zG)gDm>{Dsn_Ix<{S$g=UlD8~77;5d-+S0}A&;!ouSf7*eANW}?Y>t1aHYWLw`qk-B z?LN2cGPd>AQcK%M{Nm5M4O=DNI?e8s4aU;Mc!~qgW$Ysa;~g_RcTD?$XSUAmt0a>B z96i{ubXV13989rQaIMtzUL#V*MDX&chuj#TiK~IGk|Ib$^#kQ=w^LScB006|_m_N( zHCa--~3(@^Nvdlp@RLaPio(_;S&|5 z@#5Rij?ujFsOp7>xlGcm!^z;4!{mtx|1Cl(+#D#)ur2id-H|z@my)c}sl}&pKz-rqS=SRpbs_NEcaUpmX*6&9^J9 zMK}ablRFqEAXPqy_874oXZXA1QM;QTGMARqmOeWi{_LgnndNPEEi1>Z01C)jbTBCFM!LX#$Ea& zck^ZM4VJZ>8Yp)%KYik=3dU2j-ewhhkCB!Dq-ky}AX||?AJmKNHD*z`=56$ZkNb3S z{N+fAHTth#9(*O-9&j_X(aOOe=21NMmup&5VQTYmb~Bsfgx;uDDDh{wpPcI+@2Hn3 zG&{tqWTpN?=_ZkN(~>UaH}=Kot}J;`kTpF3&85y?(Gp2>9r<|+-a4zO#CcTVl9Dpt z-Q7Ltsjltl^SDd@yM6h;)%=5055WT!mkx{%br%h?MOBwJB2-LKokwZ4xmI$yh~BaT zzvlxtbcKR1*B0*~<$Y41X=7V*U17J>=KEgx5eGa2%{~0}x5Rd#5(bfTHj-psf3WZq zLsjSdR)YzXv;YN@9RR`au~XkRS*@x(zxt*7bHdoOLbEXAC;VMyA8Q#GJ7($jydA|# zVKbjz2+0hAl`k%G;h1U%bJL0Ol$sOkKwQtzz{LZ2A50)Ma`Ai;M(aA{EjhMQJcu3a z^+zvyP`Q0uzS7P(@7(aWDP)c z`gkn*cC>NxNXSsIQ^m?tRdo&%9AqLnQ|TP(&hMNcK{|=4TZz`RbzDgSYoq{#mBhf-?>GkzIL^Z)J!mk9@GoyZog6B8pTE1 zub&{&JxPCN>a3RaC+4fk$ymZrvu}6jU@6DGh*zJDE5`Af92PKUV&9Kmcq{)xGuq#c zt>)?3mg(pqGskw3hIvEkAuURhKOSnF)yk}dIEusBQ?cgmyc=Fm6rTN5Xg22+sKW)Hn;p+r8GY(YSahgSC z@iNr-DNzPUnO>d>zkbff_#+Z5k{t|MNvlLXZ$1~HNutgSQ$iAykII)$_K=U>dX#-1 z6JSA(LHWefH$Eyi^q$a_5R#c%OiNqZ@@qI0&XNvSZS_3Eo`|aM;e&s?P=;Q{xfp zLgT5hq?zLpVNT*ec4l1?TksiWlYNC4^WYT*lQ7wFXlV*DWr1Q>(V2!$(L!};7vZTw ze$3*L$DCMY%4HW?axqnPg#+dMXFu^9WoTg^TuwUz23 zLZ=aVl&R`*KZy_X7D7-R*9us%i z!q97T{tdsFn4;7&4I#LhqsGdNR+f!RtZ4PX*^WXiXM4aGbOK9!p!5msem~CiU z>rKx@u7A`d7x44a+@;>)L?1d%IyZHUS!_^=rVeLeG@P0HF85T+fT(m~2rVO{fg})J3*$ z>x{cR*Gp!02ar=4ovW(#tF<<3HX^m{ln+p!JKM$wc?W$&-GZMYQ^WGF9WoUyIEtyS z6?>1D>MdfjpY!FjE5@RY^4jEq2yeQ_VGukCiQa(8)OG*%h+YV7E!>%Am%8ofda4Yg!g6bd@N^hB}hy6*i|B7mxq zfB$QfYXWZXLkT=Sk4#`j`|`+cv(fK(=g&m->82IvSC{Np&4l%lOhtoW=6k#rH*T@Yq`2jmvk{8Q+3Q0GTf4DlJaMeAn-@%iH5*IeQ;(_XI@F z&mo6g_cDWhye(J%_p6VGDkG8tPgh4E^PbK>E*ACGVwK5VBAXYet?-`3do2s`AKqots5_HlV`l`?bOuHxCP zOfxK8{A@g+m#AOv$gXJTBFA^ZDq{B(!239-qsti`zZme6^;WhtBvDI^EK0W(yrm)X zH1MhfmN139%e!!m1E@XGaAl&=ioU+|;p9YH$=#o~m0qY-F9EkG5T;dM4=JuXcNbT} z8rrMz=b>$QjJPSKh{S{j;BZANW~9@))sy4yGM|$nu^r>J_*823EC;pL$eFdxSFQr?E<*ixsUHG2Y~kJqJawyxn4is z#6R8{nqu~ejosEC6K%mBl*8nu?Y|_6bO3ep1Y^E|{-yI{`UR~x#Ig*$RkIY8U(ezB z0vf(C18TM{bwJY768OscyFAw%Wo2;LAxF-)V{~@9`ifu`IXU=?P+@9MA}uWZz;#vL zA`cC|@EVOboPpKCA2J20cgAU5A{(E+Q}NMDhm676IzPeNm}}J;l~qYzvgh43?B%nGYRCGFikij7Ph-f@ zub=6^!1_`v>ldS(=NT-qe@d8)JKs$?yT9Nn5kV?wwkrCDS(6_OvY38kI}CGkmbIVD zQOn;s^PJ058^St@ZYK+dqAh!tXbt)|ig$5se5QNVS($#nD#@3R#E0hJzQ#nlkhR-f z)WtBn9Et`@Bt(7bBP4+j1#4#?xNrMLa(Y#*WH`Z^D=WMH^xkDeb2x0PTml``#(gog z%0TCM=)KzjbG=cnTpiFj@o$;d|GMx|!3A)#bzQGpWAZ^ty}+O#xeA?@T%gx~gFC}K z#FcU$rjJ5UK$V)J8MASGyW5VTA8MDnI?RVb))2O7;4`G z==?BnLblEGc5nq4CE4>iodE+4~x znwR9=1LXo+I0q(D3>>ZYEF*a2PO(mRu7KX*YHh98g#{t@VGqEax7R2vU4VXzt8 zbDNJ#17Mt#@ZY{C^FQFa+~qifg0tVZ08Jz$BqlLT&u26@zxZO#|6E(p8N-FeeYkM8 zKOPd5MnfzVnj>86F(zdZbPd7_N48d$r6vWFMq+P%GkV?K=ww2nP$H>MHL%Qz@6H4} zxa9}dN9pueU*@tF>oE+Md-iY*FUv74o;@jTugCB(@UT{D;FpGGIg*XD(otS9x90wzK@w>o?da?vA?DSzw$CMQ#J@A(ej zpKbr4{iNJ}$Nl++FwdL8>IU_8c*)uvXEr>$D0=PTf$=(V5dyvy7d^tkS{Xoaw0)+;W#(4`OLT?qoS zL59%x+^@fkgfuxWaec*r#H7-9Ke2dKifM6}UeF{wzN*v1^+x7eo}a);a7mcGwaHOX z>Szzw>dl z=!}v$N}`QU5R6_zjub?VA&5aF$_#=*h+d-C(R=SL?wWJId+&1&-~IF6{Na)8$?Ub) zTJO8w`rCbDFBbD2f7ZDv>NF7qSQ$z$kGJ)0$yD1L*!^G;47^rE(64(nP2`DzQlN(H zIUZ9IE^ZU3Ru!*5S^sLfY%%|v=o6ocdwD5KUqseAXjXO6*xG!J83 z)bC*>06XT{VlARD;P~mMBIW!@d1)*Aa^?Qa<$(&XZ%)`s1XCSP z)GlbQ*Qa5Zva^*#a37hcD8EKXHZZ@Ip|EWb4MZ2&4+&kS-Bngoi}JtU#?&YAp%gX-^qycZq#U1r^N#dNPvy-= z*DMs8#m~-lB3s44>qn_BnfH1@e!~5pIQA8o@he8q3s{Ljxkb1DYM}Ixa@RDD&xFK< zka5^0Ogz%}#|tO33Dmd*?sv@qi6%Ut*fo@f6{We>AWBRe0IBPd60 zP0duvki)lc=L8_W=_U#aLCLZ~ul$3r)c?lAeR@%b2p1zzhBF!Ng`jLBYU3JJXa;~8 z5Ty&;4&NmlZWc)uxjZ*p*ueIUYQ!_T@XNU+)`PkPn_g5xtIKGGm!Q|iAGV?17Z-B@ zsfRq{3w?vAy!iP~=)OXYVeL8ES<+SZIp``~{<~}SpxA0`siLRAY^;qgb~!BuP=|&R z8j=c2iOFb+Fq6I>z$8T+`mN!x^nCUnd$gxw>oV>TJa&aW{Vq&rEpTssF4RX!I!T>@ zzdUi{F&6;{12-KXCmkv`G54i8lu3E-f=&h?G&E{yVYLDp@c5orSwvwyxvwX(x6Xpz{{KQntvK zNO_=({b^X?S=cjA2*+3AD*d=-Tsz`1wrtn`1-k%r!esWNC!1u9Zcsd=gH1R7t5-H< z4pQzFk~6+%oE=5zf*s8vn8@z8aN`*j#g~P)(!q3eoJt%khNSc{wq8T2@;BNrpahdu_m#h7xeSWC4pjhi;1Jga5 z*GNQs&l5g8yXL)@??h6Xc_rxKgzIn@38Z?jh{hyPm(-Q`ny>WH|=<|XZ5`vT2jGai;f7TtcA6u;kIi_jCb1i>G@(cXlcz9+}K ztZ|VMu|ghOp~t%G9g{ifDaiECeOVNtrm3kf4|2B2t#}Rw4u&5l3B&96wbw@z1S~>y zbIfP6!yIQ>R)u+d#Cb$spbGVNePu`$$Sl(QBVQIiVd>0&QX3K-QKT2@=Cj?SAN_J2 zH=<-7CdAFtG$_KeGKl8E4KD6kx5Nw3T(Y34g4dgFxnN>uiTo`B1Z}) z5#Y7>W*fOuw-z{va)RStkrgu5qytF8g*qtxdG1PEe}h>H)SUK++;?|~7Hpj+=DEsT zPmWs}S4x^$@f`SHQ?ewATB<@&rV)(HYbV7C5Wl$gflI--m}(21-ILVErJ$}~7XrzA zA8E>3r(AroXr1GeY?@O8aVT&*3|W7#=V{xjP6qf^zcg2O5DzPg7pI8No&KbsrRSC6 zNk#|~;V2qTJ-{hbSCdPHaF~3gK2FzMx=ArZS=h@;i^$@=P(E>O;Y&fkwLUs1Y(<>$ ze7ytK%SG{VkuI-%f#&(gfEu%2uWf4)lV!C0fndH3(0;InTDhj0Ey2~Kgr>JI<*{w* zUENqjHF>GK(VlDf9PzpRpuOLMvTnf}V zsu#4M9IyJNT%vt)anS`JDu%LnzogUDT(6VU@2|ZN<O- zCBZZmt;z8@-JJD#@Iv^W4ds)52EO%~#WvDOx!10gb${G>AX%vvP#uZj*Ooe3lV3e1 z-WDd8uUqc?PH#JhSqCgv>D z^c@MPr9JYS=ArS>Eq)+aYF(^xH_oO{mu01^k}sX-0r@bmR`=&F*sF0OYGDnuXlbn{sd2TKWy8aa#(kKkgC*yfu7V2?$uDCmBpEXAq;FTU#+yw zuP}%)`qBiBs})Q{ZQkVyEci_3IZgBtf^m3XH$%`0t{%#Js|gRw%AYsT1_x%QS=GxO zG1%MjO4QTOm=2^gx}(Ts~w`vX`LLdMl?UZ<%)nAvKQ3 zn|QO#JKU>#O)zdwc+|6Y7*VJMCc*n|e2!uchPgJGov#yqr9redCELb!GUpOk*ie}J z3bW3w_W&-V+RfbEc7KM}qxf6MELsWok|qTmT1_&`NP0xaN#No%QZ^!no|fM3)}GOO<*UzY;gT7WD{@fB z6f`7`#+fP&Q=!QC`qAug4c(-oVv7_ULbUp}S@1(G!pCs_G}civSgAu2_0quIc8RMz z+=DJrq`UUTEk#mvHH71&k94@{88nvF##4SA62K~*>YaL>+F<(YfS=YnN(R>qAa9dc zfwn*$7W>KQ(XS^ZNnn54kQK^8LWq3UfBSbZ#@}6`EiNj4eQA#D7$G_n!~Snr2YYH1 zCLDbY=pceLy`Y_sEOL|+KdxZUDUgS$LDqGq?+cJ3J{idk{FWgJfRJ|**DwU#mPlt+ zpgM2P4e{q_la0a_17=b5I!C^_1brBV4P{~VGIV)ed?sKI;Ym|?9`S03OF^#N!tVU- z1%$&Qwm6<_hJ2mSSC&B4fg0lc=%u(}K$ai)CD2!iwH^c=i;;dsE*Nuli2ofn ziW!7hspb;l;78h`z@H(-Y38?p5nO3oy|;4ELBo0RpzdmKv=9z~ck^1<`<_zA^8!Z` z@bbXJiortnF`IQC*2;#s2FHD#R@#J06+ZAt$*x7ukxhWj)-FJ^L+D#>TYaF#F&J?F zfaER;n+!G?E>coSHp*Zt93lC`%i~bN&pZ(PCRz)F`=x0D?@%sYAvIoj#d<4zOn|Wk zy8Okxl*YE&U{BV2Yks57GoHAOYlpxM7k&u!eVPIYH664oS9V8hS=J{@T)fI`tEF&i z=-pd0;kKPz3u`RW=sp3y2*=d00ZP93NaIj%S{GTfZ27S{;#JyyvN%eE^39_9qtG+* z*}IM?X0?#}fO0Iz6}xBp~EtIoI*gd2j8>O@l9K5&%H>7=*!8 zi=N&;R`S~Z#+U53o+(-!^ua&`bBg36BwLFAA~O7vLTqopAH=vUCIP>9G zU{_IwP=Si~k#Y}JIDC!NE$+p5rxN?S(y^D~1I^|EOl)i^b|cc`iWG4tK_)nsv&uwg z>A+-c?!4t~dP>9yeQkTnLr zT!5~dDY(Ju=C~nC@U`ziwSN;p#(cM;=aZyAv$5`^Z}fYE zo>q|)iyuY*Lt6+xJ-<1XP6l?uBs|SLD2T&+n^r4Vfn4hvcWjZu)BAeJI?8Nr5(MWX z%%u)b!dHDZZxyJ+40xQM1^6rSoukh!Ru^5l>t+4bx_ox&Y2j*)4;S`sx%l1k6Tm@sRc~r)QV?D+ ztn|T%GjgGaOC3{nbaflsrBCdH_B!2!C@CphQvq7GyfB^TfL6}lKF@Bn!Vq|uS3xxA zos{o^vX+)s6YH-St5?l<9PiG`h%MVyX=yW8C3gy<^Bn#JfBONsAp>XnR3l2#g&&t= z<^F>7UvA?FhNjC zmV-jMUacF*P_kxAacL9n>hHHXpuQ}mhPRb5K*X;GHshPc*2ZfUt&Qq$GNYceQ*#6= z$~O}dpZf{Or-(Qs7N9-6o2M<2nx19pmRKdQuTZWvaBkqZ|x$ki8 zQZ6%UoqeF@WcM zcfGAlO=WLb>W~a`ZoIy8XZ{-oGY}M2mXdifnGWMJt1;i5^Gk~~jw{78-G&3-v4964 zl`Cm$zmYiJ`lW)k0kNkk0Oh9IR7zE1R+wM@QWwUQ;E7r~Iy&)_A_WnPGoqm4IwgwfZhcUSLz>KV$YlrR7p%te z4@QcIFS2Gij#chFO7YoH!ABv*qqS8SU<)%+pgZ8*Qh#ABwY<$dclJM}z+Wba0BcDC ziK9DDkwL-drnH(O=^gPqvn$r&O$rE9HgTo;JRO|35@ueRw^O?9gi!r;r{2%hd-*;F zM0jD%KctO zD48;xGYHICmD&vn*}X{t#I0sL78?rPn5P*pIr;@8zO~z=ew$$#XsNJ#Gece7>!9eQ zSU$3{ZAH45Qh3bg8_J-trnoaAzcq(2%i&^1;&uiv7AM%h1IWN};2Gjyc_QwxT>Xaz z@|Q6pL^Kykz!cIl!5|*j%8&Ga%Fl0e+j8vEHZ$Y5PW3H0I#?{2DT~(C*1l?JXqbQ8 zNfHMLq_Is+550h_{V`Nxe*@)89IR7=P#qDO?Na5xFCIo#KG!yZN9p1#7-LgY*(>a# zk%(qjTi+0xpDO=UFc6t)CN_5&rRIoP3e zSVzq_+mc{Gq?l~TR2oDYH@FLqY=QP-=jo=7k7e%5JTIhuOU%j7#g*A&@^|O?nNbJA zS2xU%(WgZ;2#9D%4x9#vfEG5hElmQ@vakKA9IthhxCQd{V-=Noj6kKf-fF<9)r(-K zK@X7SFxqK_P0ZBPG=+*uux?2(-(pbR?;^h`Do!2j^ufil1U$2tALx)WdRnC*=jUXl@YH{oKzNC2>*5{{Ix=_<@|Aiq*PgS%GV(bu;*2P zE1)5DyrnH18MKt|aN*yVZUFhJ82%pS`&6J6~{I{gt=_qP6tw+vYw9=MNX^A+XaR^`Yp&(B~!y z3Zhm9FETJR;t_oq3}%Ie;q;PmyaQ6p!_;>5wH${A90Lr3n>TMdU7cf&B_$=bx`CA3 z2XNv>JdXL}VH5?Quw6d~qlxREw(P_2hE3LZPVS+LEWqhG&@!=Ab@1JL*WsH+mOb<$ zOd~;1(bc{^fS9a|wYm7XztF-GG#Qofrk*-J{be44&HMHqOojsnhA`04VQxAg1w?(0 z0|@L!Ev6spGCI8yVLHV@aLv8h%A8i!LRp{EXK$ax9~?3|*=0}eS32RM^Y z<`B&g#>F}(Hy1jRBaTuajl;hi0GKA|d}fk-qvD4lG_23t?h6Sufec-%*qbuF%qn1f zfV^unZ$ZUVxjI0&Zv+{W=^&`a9TV5v>b`l#L;cCk-ryAkLi8IkOboEzzP>~^Az}N$ zsj_7670it8hPI|;Pcjm5TFCZD&+{EKchiMkfe53!Ke}45m{@n2xlVon)iHaT*L#pa zXXL?zEB9B*S7Q$b)IGNtT&XERr5U>WJ{K=9uZi}^v9X6jUvfvO-M~{KJ&(@ZIV;IB zy4O|U!3OnG=OcLYm0#r3U40N=eZNOd^F%WHl!~if=aPYY9r?~4)#cHPe84&5Gb&GN zf-=NGp0DplovPTpco+p=agM_WmjTPT#?`8mmBoRtVgR9sPcO~cP8tE>_|`7PYiVhD zTRbGGvk<&$V07YP67I41ZNsk$fW^F%@%w=1I78)4Y@5?RRV9uopHf0#^`FwOoSr`XrYOQ|Ok))n_S4D~ZBCC6*gp`P-@Q3&QDML?xdN*QHkM!?&>A$BM@iD(9USrzz$S9+_z z0?RBtd{N-1!q9qOJ@U+vt&K5uRCiT+B|Bj)fgAM4;m-2Ov133gPeW61)i}0|ZiHr#XWRrYhb zXD`7|DqzyI?6G-LoPB)_2=c+5?0+NXR_BkXJ05 float`**: + Abstract method for computing the fitness of a solution. This must be implemented in derived classes. + +- **`evaluate(x, out, *args, **kwargs)`**: + A method compatible with `pymoo` optimizers that wraps the `f` method and stores computed fitness values in an output dictionary. + +Example +------- + +Below is an example of how to create a custom optimization problem by inheriting from `AbstractProblem`: + +.. code-block:: python + + from pycellga.problems import AbstractProblem + from pycellga.common import GeneType + from typing import List + import numpy as np + + class MyProblem(AbstractProblem): + def __init__(self): + super().__init__(gen_type=GeneType.REAL, n_var=10, xl=10, xu=10) + + def f(self, x: List[float]) -> float: + # Example fitness function: Sphere function + return np.sum(np.square(x)) + +This structure simplifies the process of defining optimization problems, enabling experimentation with diverse formulations while ensuring compatibility with modern optimization libraries. + + +**API References** +------------------ .. automodule:: pycellga.problems.abstract_problem :members: diff --git a/docs/pycellga.problems.single_objective.continuous.rst b/docs/pycellga.problems.single_objective.continuous.rst index 9b7889f..84eaaa9 100644 --- a/docs/pycellga.problems.single_objective.continuous.rst +++ b/docs/pycellga.problems.single_objective.continuous.rst @@ -132,7 +132,7 @@ This function is used to test the efficiency of algorithms on smooth, differenti :undoc-members: :show-inheritance: -**Rothellipsoid Function** +**Rotated Hyper-Ellipsoid Function** ---------------------------- This function is used to test the efficiency of algorithms on smooth, differentiable landscapes. @@ -142,7 +142,7 @@ This function is used to test the efficiency of algorithms on smooth, differenti :show-inheritance: -**Schaffer Function** +**Modified Schaffer Function #1** ---------------------- This function is used to test the efficiency of algorithms on smooth, differentiable landscapes. @@ -151,7 +151,7 @@ This function is used to test the efficiency of algorithms on smooth, differenti :undoc-members: :show-inheritance: -**Schaffer2 Function** +**Modified Schaffer Function #2** ----------------------- This function is used to test the efficiency of algorithms on smooth, differentiable landscapes. @@ -178,7 +178,7 @@ This function is used to test the efficiency of algorithms on smooth, differenti :undoc-members: :show-inheritance: -**Styblinskitang Function** +**Styblinski-Tang Function** ------------------------------ This function is used to test the efficiency of algorithms on smooth, differentiable landscapes. @@ -187,7 +187,7 @@ This function is used to test the efficiency of algorithms on smooth, differenti :undoc-members: :show-inheritance: -**Sumofdifferentpowers Function** +**Sum of Different Powers Function** ---------------------------------- This function is used to test the efficiency of algorithms on smooth, differentiable landscapes. @@ -196,7 +196,7 @@ This function is used to test the efficiency of algorithms on smooth, differenti :undoc-members: :show-inheritance: -**Threehumps Function** +**Three Hump Camel Function** ------------------------- This function is used to test the efficiency of algorithms on smooth, differentiable landscapes. diff --git a/docs/pycellga.problems.single_objective.discrete.binary.rst b/docs/pycellga.problems.single_objective.discrete.binary.rst index b95a553..4cd8523 100644 --- a/docs/pycellga.problems.single_objective.discrete.binary.rst +++ b/docs/pycellga.problems.single_objective.discrete.binary.rst @@ -14,7 +14,7 @@ A binary satisfaction problem, often used to evaluate an algorithm’s ability t :undoc-members: :show-inheritance: -**ECC Problem** +**Error Correcting Codes Design Problem (ECC)** ----------------- The ECC problem tests the efficiency of algorithms in solving problems related to error-correcting codes, which have discrete solution spaces and are commonly encountered in communication systems. @@ -24,10 +24,10 @@ The ECC problem tests the efficiency of algorithms in solving problems related t :undoc-members: :show-inheritance: -**Fletcher-Powell (FMS) Binary Problem** +**Frequency Modulation Sounds Problem (FMS)** ---------------------------------------------- -A binary version of the Fletcher-Powell function, used to evaluate robustness and efficiency in finding optimal solutions within a binary space. +A binary version of the Frequency Modulation Sounds function, used to evaluate robustness and efficiency in finding optimal solutions within a binary space. .. automodule:: pycellga.problems.single_objective.discrete.binary.fms :members: @@ -64,7 +64,7 @@ A denser version of the max-cut problem with a density of 0.9, requiring algorit :undoc-members: :show-inheritance: -**Multi-modal Deceptive Problem (MMDP)** +**Massively Multimodal Deceptive Problem (MMDP)** ---------------------------------------------- A challenging binary problem with deceptive local optima, commonly used to assess an algorithm's ability to escape local traps in a binary landscape. diff --git a/docs/pycellga.recombination.rst b/docs/pycellga.recombination.rst index 4f5de68..338c9da 100644 --- a/docs/pycellga.recombination.rst +++ b/docs/pycellga.recombination.rst @@ -1,116 +1,140 @@ Recombination Operators =================================== -The `pycellga.recombination` package includes various recombination (crossover) operators used to combine genetic information from parent chromosomes to create offspring in genetic algorithms. Each crossover operator serves a unique purpose and is suitable for different types of genetic representations, including binary, real-valued, and permutation-based chromosomes. +Recombination (crossover) is a fundamental genetic algorithm operator that combines the genetic information of two parents to generate new offspring. The choice of a recombination operator depends on the chromosome representation (binary, real-valued, or permutation-based) and the nature of the optimization problem. +**Understanding Recombination** +-------------------------------- + +Recombination operators promote diversity and exploration in the solution space. They allow offspring to inherit traits from both parents, which can lead to better solutions over generations. + +Below are some common recombination techniques used in genetic algorithms: + +- **Binary Chromosomes**: Techniques like One-Point Crossover and Uniform Crossover are well-suited for binary representations, where each gene is a bit (0 or 1). +- **Real-Valued Chromosomes**: Methods such as Byte One Point Crossover, Arithmetic Crossover and BLX-Alpha Crossover facilitate exploration in continuous domains. +- **Permutation-Based Chromosomes**: Operators like PMX (Partially Matched Crossover) ensure valid offspring while preserving order relationships in sequencing problems. + + +**Recombination Examples** +-------------------------- + +**One-Point Crossover** + +One-Point Crossover is one of the simplest and most widely used techniques for binary chromosomes. A random crossover point is selected, and segments from the parents are swapped to create offspring. + +.. image:: images/one_point_c.png + :scale: 50% + :align: center + :alt: One-Point Crossover + +Figure 1: An example of One-Point Crossover. + + +**Two-Point Crossover** + +Two-Point Crossover extends the idea of One-Point Crossover by selecting two random crossover points. The segment between the two points is swapped between the parents, producing offspring with potentially more diverse genetic combinations. + +.. image:: images/two_point_c.png + :scale: 50% + :align: center + :alt: Two-Point Crossover + +Figure 2: An example of Two-Point Crossover. + + +**Uniform Crossover** + +In Uniform Crossover, a mask composed of bits is determined over the length of the chromosome. These bits, which take the value 0 or 1, specify which parent the gene for the offspring will be chosen from. Bits with the value 1 are distributed uniformly with a probability of 0.5. + +For example, as illustrated below, bits in the mask with a 0 value indicate that the gene will be selected from Parent X, while bits with a 1 value indicate that the gene will be selected from Parent Y. The reverse process is applied to produce the second offspring. + +.. image:: images/uniform_c.png + :scale: 50% + :align: center + :alt: Uniform Crossover + +Figure 3: An example of Uniform Crossover. -**Arithmetic Crossover** -------------------------- -Performs arithmetic operations on parent genes to produce offspring. Often used in real-valued genetic algorithms to create intermediate values between parent genes. +**API References** +------------------ +The following sections provide detailed documentation for the recombination operators available in the `pycellga.recombination` package. + +**Arithmetic Crossover** +^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.arithmetic_crossover :members: :undoc-members: :show-inheritance: **BLX-Alpha Crossover** ------------------------- - -Generates offspring by creating genes within a specified range around parent genes, controlled by the `alpha` parameter. Effective in real-valued optimization for maintaining diversity. - +^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.blxalpha_crossover :members: :undoc-members: :show-inheritance: **Byte One-Point Crossover** ------------------------------- - -A one-point crossover operator specifically designed for byte-based chromosomes, suitable for machine-coded genetic algorithms. - +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.byte_one_point_crossover :members: :undoc-members: :show-inheritance: **Byte Uniform Crossover** ---------------------------- - -Applies uniform crossover at the byte level, allowing fine control over gene mixing in machine-coded chromosomes. - +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.byte_uniform_crossover :members: :undoc-members: :show-inheritance: **Flat Crossover** -------------------- - -Creates offspring by generating random values within a range defined by the parent genes. Suitable for real-valued chromosomes. - +^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.flat_crossover :members: :undoc-members: :show-inheritance: **Linear Crossover** ---------------------- - -Generates offspring by linearly combining genes of the parents. This operator is useful in real-valued optimization for exploring intermediate values. - +^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.linear_crossover :members: :undoc-members: :show-inheritance: **One-Point Crossover** ------------------------- - -A classic crossover technique where a single crossover point is chosen to swap segments between parents. Commonly used in binary-encoded genetic algorithms. - +^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.one_point_crossover :members: :undoc-members: :show-inheritance: **Partially Matched Crossover (PMX)** ---------------------------------------- - -A crossover method designed for permutation-based chromosomes, such as sequencing problems. Maintains gene order by partially matching segments between parents. - +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.pmx_crossover :members: :undoc-members: :show-inheritance: **Two-Point Crossover** ------------------------- - -A crossover method with two crossover points, allowing for a higher level of gene exchange between parents. Widely used in binary-encoded algorithms. - +^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.two_point_crossover :members: :undoc-members: :show-inheritance: **Unfair Average Crossover** ------------------------------- - -Calculates the average of parent genes with a slight bias, leading to offspring that retain more traits of one parent. Used in real-valued genetic algorithms. - +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.unfair_avarage_crossover :members: :undoc-members: :show-inheritance: **Uniform Crossover** ----------------------- - -Swaps genes randomly between parents, creating diverse offspring. Suitable for both binary and real-valued genetic representations. - +^^^^^^^^^^^^^^^^^^^^^^^^ .. automodule:: pycellga.recombination.uniform_crossover :members: :undoc-members: - :show-inheritance: \ No newline at end of file + :show-inheritance: diff --git a/docs/pycellga.rst b/docs/pycellga.rst index c30307e..1515104 100644 --- a/docs/pycellga.rst +++ b/docs/pycellga.rst @@ -1,7 +1,7 @@ -pycellga: API Reference -======================== +Components of pycellga +======================= -The `pycellga` package is a Python library for implementing and testing cellular genetic algorithms (CGAs). This guide provides an in-depth look at each module, offering descriptions and use cases to help users understand and utilize the library effectively. +`pycellga` is a comprehensive Python library designed for implementing and experimenting with **cellular genetic algorithms (CGAs)**. CGAs are evolutionary algorithms characterized by structured populations and localized interactions, making them suitable for a wide range of optimization problems. This guide provides a detailed breakdown of each module within `pycellga`, highlighting their purpose, key features, and practical use cases. .. toctree:: :maxdepth: 1 @@ -14,8 +14,8 @@ The `pycellga` package is a Python library for implementing and testing cellular pycellga.example -**Core Modules** ------------------- +**Core Modules API Refences** +------------------------------ Population Management ---------------------- @@ -28,7 +28,6 @@ Handles the initialization and management of the population in CGA. It includes :show-inheritance: - Individual Representation -------------------------- @@ -40,7 +39,6 @@ Represents an individual in the population, encapsulating attributes like the ch :show-inheritance: - Grid Structure -------------- @@ -52,7 +50,6 @@ Defines the grid structure for the cellular genetic algorithm. The grid layout r :show-inheritance: - Byte Operators -------------- @@ -66,11 +63,127 @@ Implements low-level byte-based operations that support machine-coded genetic al Optimizer --------------- +=========== + +The `pycellga.optimizer` module is the core component of the library, responsible for managing the execution of cellular genetic algorithms (CGAs). It integrates key evolutionary processes such as selection, mutation, recombination, and evaluation. The optimizer module also provides flexibility to implement and experiment with different CGA variants, each suited to specific optimization challenges. + + + +**Cellular Genetic Algorithm (cga)** +------------------- + +The standard Cellular Genetic Algorithm (cga) operates with a fixed neighborhood structure and asynchronous updates. This approach provides robust performance for a wide range of problems, leveraging local interactions to explore the search space efficiently. + +.. image:: images/cga.png + :scale: 50% + :align: center + :alt: Standard CGA Example + +Figure 1: Illustration of the standard CGA process. + + +**Synchronous Cellular Genetic Algorithm (sync_cga)** +------------------- + +Synchronous CGA (sync_cga) updates the entire population simultaneously in each generation. This ensures consistent progress across the population but may lead to premature convergence in some cases. + + +**Alpha Male Cellular Genetic Algorithm (alpha_cga)** +------------------- + +This strategy developed to enhance the performance of Cellular Genetic Algorithms is the Alpha-Male Cellular Genetic Algorithm (alpha_cga). Alpha-Male Genetic Algorithm divides individuals in a population into social groups. A social group consists of females that select the same alpha male. In each social group, one individual is labeled as the alpha male, while the rest are productive females. + +In their research, scientists integrated the alpha-male structure into the genetic algorithm and conducted simulation studies on some test functions. As a result, the new algorithm was observed to produce better outcomes compared to classical genetic algorithms. Similarly, this algorithm was developed by integrating a structure that allows a certain number of alpha male individuals in the population to pair with a defined number of female individuals into the Cellular Genetic Algorithm structure. + +However, due to its inherent structure, Cellular GA is already limited to pairing with neighbors. Although directly combining the cellular structure with the alpha-male algorithm is not possible, a new structure incorporating both approaches is illustrated in the following figure: + +.. image:: images/alpha_cga.png + :scale: 50% + :align: center + :alt: Alpha CGA Example + +Figure 2: Integration of alpha-male structure into Cellular Genetic Algorithm. + +**Improved CGA with Machine-Coded Operators** +------------------------------------------------ + +Enhanced performance in real-valued optimization problems is achieved through the use of `machine-coded byte operators`. This approach focuses on leveraging the representation of numerical data in memory to improve the efficiency and accuracy of genetic algorithms. + + +**Understanding Machine-Coded (Byte) Genetic Operators** + +In computer programs, numerical data is typically stored in memory as byte sequences. A byte consists of eight bits, each capable of holding a value of zero or one. For small numbers, a few bytes suffice, but larger numbers or those requiring higher precision need more bytes. This problem is mitigated by the use of data types in compilers and interpreters. + +The storage of a numerical value in memory involves a finite number of bytes, implying that representing real values with absolute precision is impossible. As the number of bytes increases, so does precision, allowing for a more accurate representation of real values. The byte sequence shown in Table 1 was generated using a formulation algorithm specified in the IEEE 754 Standard for Floating-Point Arithmetic. Compilers commonly implement this standard when converting real numbers to and from byte sequences. -The core optimization module that manages the genetic algorithm's execution. This includes processes like selection, mutation, recombination, and evaluation of individuals. The `optimizer` module serves as the main interface for running different CGA variants. +For instance, consider a variable `f` with a numerical value accurate to 15 decimal places: + +f = 12.508239423942167 + +When the variable f is converted to bytes, an 8-element byte array is obtained, each of which ranges from 0 to 255. This byte array is shown in Table 1. + +.. image:: images/f_byte.png + :scale: 50% + :align: center + :alt: f example + +Table 1: Byte representation of variable f. + +As shown in Figure 3, traditional crossover operators can be directly applied to the byte representation of real values. + +.. image:: images/icga.png + :scale: 50% + :align: center + :alt: f example + +Figure 3: Application of traditional traversal operators to byte arrays + + +**Machine-Coded Compact Cellular Genetic Algorithm (mcccga)** +------------------------------------------------------------- + +The Machine-Coded Compact Cellular Genetic Algorithm (mcccga) is a specialized approach to solving real-valued optimization problems by combining the principles of compact genetic algorithms and cellular structures. This method is particularly effective for memory-efficient optimization in large solution spaces. + +**Overview of Compact Genetic Algorithm** + +Compact Genetic Algorithms are evolutionary algorithms designed to efficiently handle binary-encoded representations of solutions. Instead of maintaining a population of solutions, cGA uses a **probability vector** to represent the population's characteristics. Each element of the vector corresponds to the probability of a particular bit being `1` at a specific position in the solution space. + +Key features of Compact GA: + +- **Compact Representation**: Uses a probability vector instead of a full population. +- **Efficient Updates**: Updates the vector through a compact rule based on fitness comparisons. +- **Memory Efficiency**: Requires significantly less memory than classical genetic algorithms. + +**Transition to Machine-Coded Compact GA** + +Building on the compact GA framework, **Machine-Coded Compact GA** extends the algorithm to real-valued optimization problems by leveraging the IEEE 754 standard for floating-point arithmetic. Real-valued variables are encoded into binary form and processed using the cGA principles. When needed, the binary representation is decoded back to real values using the same standard. + +**Integration with Cellular Structures** + +The Machine-Coded Compact Cellular GA adapts the compact GA principles to a cellular structure, where each individual interacts with its neighbors. This adaptation enables local exploration and facilitates parallelism in optimization. + +Key enhancements: + +- **Real-Valued Adaptation**: Compact GA is extended to handle real-valued problems through encoding and decoding of variables. +- **Cellular Structure**: Implements a grid-based interaction model, enhancing local exploration and reducing premature convergence. +- **Dynamic Probability Updates**: Starts with a narrowed probability vector based on the variable's range, improving convergence speed. + +In Figure 4, a sample coding of the number -12345.6789 with 1 bit for the sign part, 8 bits for the exponent part and 23 bits for the decimal part, totaling 32 bits, is realized according to the IEEE-754 standard. + +.. image:: images/ieee.png + :scale: 50% + :align: center + :alt: MMCGA Illustration + +Figure 4: Encoding the number according to the IEEE-754 standard. + + +**API References** +------------------- + +The following section provides the API reference for the `pycellga.optimizer` module. .. automodule:: pycellga.optimizer :members: :undoc-members: - :show-inheritance: \ No newline at end of file + :show-inheritance: diff --git a/docs/pycellga.selection.rst b/docs/pycellga.selection.rst index 808c877..8f6d48f 100644 --- a/docs/pycellga.selection.rst +++ b/docs/pycellga.selection.rst @@ -1,11 +1,41 @@ Selection Operators ===================== -The `pycellga.selection` package provides various selection operators that determine how individuals are chosen from the population to act as parents in genetic algorithms. Selection operators play a key role in balancing exploration and exploitation during the optimization process, directly impacting convergence and diversity. +The `pycellga.selection` module provides selection operators that determine how individuals are chosen from the population to act as parents in genetic algorithms. These operators play a critical role in balancing exploration and exploitation during the optimization process, directly impacting convergence and diversity. +**Selection Mechanism** +------------------------ + +Selection in genetic algorithms determines which individuals contribute their genetic material to the next generation. The choice of selection mechanism can significantly influence the algorithm's performance, impacting how quickly the population converges and whether diversity is preserved. + +**Importance of Selection** + +- **Exploration**: Encourages searching new areas in the solution space. +- **Exploitation**: Focuses on refining solutions near already known good solutions. + + +**Selection Example** +------------------------ + +**Roulette Wheel Selection** + +Roulette Wheel Selection resembles the classic roulette wheel game. As shown in the diagram below, each chromosome occupies a portion of the wheel proportional to its fitness value. After a fixed point on the wheel is chosen, the roulette wheel is spun. The individual whose section aligns with the fixed point is selected. The higher the fitness value of an individual, the greater their chance of being chosen. + +.. image:: images/roulette_wheel_selection.png + :scale: 50% + :align: center + :alt: Roulette Wheel Selection Example + +Figure 1: An example of Roulette Wheel Selection. + + +**API References** +------------------ + +The following sections provide detailed documentation for the selection operators available in the `pycellga.selectlon` package. **Tournament Selection** --------------------------- +^^^^^^^^^^^^^^^^^^^^^^^^^^ Implements a tournament selection method, where a subset of individuals competes, and the best-performing individual is selected as a parent. This method is useful in maintaining diversity and is effective in multimodal optimization landscapes. @@ -15,7 +45,7 @@ Implements a tournament selection method, where a subset of individuals competes :show-inheritance: **Roulette Wheel Selection** ------------------------------ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ Implements a roulette wheel selection mechanism where each individual’s chance of being selected is proportional to its fitness. This method is widely used for its simplicity and is effective in problems where fitness proportionate selection is beneficial. diff --git a/docs/usage_examples.rst b/docs/usage_examples.rst index 0ee3348..d3d08d7 100644 --- a/docs/usage_examples.rst +++ b/docs/usage_examples.rst @@ -17,42 +17,50 @@ Here’s how we can define this problem in Python using the `ExampleProblem` cla .. code-block:: python from mpmath import power as pw + from typing import List from pycellga.optimizer import cga - from pycellga.individual import GeneType - from pycellga.selection import TournamentSelection from pycellga.recombination import ByteOnePointCrossover from pycellga.mutation import ByteMutationRandom + from pycellga.selection import TournamentSelection + from pycellga.problems import AbstractProblem + from pycellga.common import GeneType + + class ExampleProblem(AbstractProblem): + + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) + + def f(self, x: List[float]) -> float: + return round(sum(pw(xi, 2) for xi in x),3) - class ExampleProblem: - - def __init__(self): - pass - - def f(self, x): - return sum(pw(xi, 2) for xi in x) **Usage** .. code-block:: python result = cga( - n_cols = 5, - n_rows = 5, - n_gen = 100, - ch_size = 5, - gen_type = GeneType.REAL, - p_crossover = 0.9, - p_mutation = 0.2, - problem = ExampleProblem(), # Replace with a real problem instance as needed - selection = TournamentSelection, - recombination = ByteOnePointCrossover, - mutation = ByteMutationRandom, - mins = [-32.768] * 5, # Minimum values for each gene - maxs = [32.768] * 5, # Maximum values for each gene - seed_par = 100 # Ensures the random number generation is repeatable + n_cols=5, + n_rows=5, + n_gen=100, + ch_size=5, + p_crossover=0.9, + p_mutation=0.2, + problem=ExampleProblem(n_var=5), + selection=TournamentSelection, + recombination=ByteOnePointCrossover, + mutation=ByteMutationRandom, + seed_par=100 ) - print("Best solution:", result.chromosome) + + # Print the results + print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) # The result is @@ -71,21 +79,31 @@ The Alpha Cellular Genetic Algorithm optimizes a real-valued problem using Blxal .. code-block:: python - from mpmath import power as pw + from numpy import power as pw + from typing import List from pycellga.optimizer import alpha_cga - from pycellga.individual import GeneType - from pycellga.selection import TournamentSelection from pycellga.recombination import BlxalphaCrossover from pycellga.mutation import FloatUniformMutation + from pycellga.selection import TournamentSelection + from pycellga.problems import AbstractProblem + from pycellga.common import GeneType - class ExampleProblem: - - def __init__(self): - pass - - def f(self, x): - return sum(pw(xi, 2) for xi in x) + + class ExampleProblem(AbstractProblem): + + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) + + def f(self, x: List[float]) -> float: + + return round(sum(pw(xi, 2) for xi in x),3) result = alpha_cga( @@ -93,21 +111,19 @@ The Alpha Cellular Genetic Algorithm optimizes a real-valued problem using Blxal n_rows=5, n_gen=100, ch_size=10, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=ExampleProblem(), + problem=ExampleProblem(n_var=10), selection=TournamentSelection, recombination=BlxalphaCrossover, mutation=FloatUniformMutation, - mins=[-15] * 10, - maxs=[15] * 10, seed_par=100 ) + + # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) ---- **Example 2: Compact Cellular Genetic Algorithm (ccga)** @@ -115,28 +131,36 @@ The Compact Cellular Genetic Algorithm optimizes a binary problem where the goal .. code-block:: python + from pycellga.optimizer import ccga - from pycellga.individual import GeneType from pycellga.selection import TournamentSelection + from pycellga.problems import AbstractProblem + from pycellga.common import GeneType - class ExampleProblem: - def __init__(self): - pass + class ExampleProblem(AbstractProblem): + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) + def f(self, x): return sum(x) result = ccga( n_cols=5, n_rows=5, - n_gen=100, + n_gen=200, ch_size=10, - gen_type=GeneType.BINARY, - problem=ExampleProblem(), - selection=TournamentSelection, - mins=[0] * 10, - maxs=[1] * 10 + problem=ExampleProblem(n_var=10), + selection=TournamentSelection ) + + # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) @@ -147,15 +171,24 @@ The Machine-Coded Compact Cellular Genetic Algorithm solves real-valued optimiza .. code-block:: python + import numpy as np + from pycellga.optimizer import mcccga - from pycellga.individual import GeneType from pycellga.selection import TournamentSelection - - - class RealProblem: - def __init__(self): - pass + from pycellga.problems import AbstractProblem + from pycellga.common import GeneType + class RealProblem(AbstractProblem): + + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-3.768, + xu=3.768 + ) + def f(self, x): return sum(np.power(xi, 2) for xi in x) @@ -164,12 +197,11 @@ The Machine-Coded Compact Cellular Genetic Algorithm solves real-valued optimiza n_rows=5, n_gen=500, ch_size=5, - gen_type=GeneType.REAL, - problem=RealProblem(), - selection=TournamentSelection, - mins=[-3.55] * 5, - maxs=[3.55] * 5 + problem=RealProblem(n_var=5), + selection=TournamentSelection ) + + # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) @@ -180,35 +212,47 @@ The Synchronous Cellular Genetic Algorithm optimizes a real-valued problem in a .. code-block:: python + from numpy import power as pw + from typing import List + from pycellga.optimizer import sync_cga - from pycellga.individual import GeneType - from pycellga.selection import TournamentSelection from pycellga.recombination import BlxalphaCrossover from pycellga.mutation import FloatUniformMutation + from pycellga.selection import TournamentSelection + from pycellga.problems import AbstractProblem + from pycellga.common import GeneType - class ExampleProblem: - def __init__(self): - pass - def f(self, x): - return sum(pw(xi, 2) for xi in x) + class ExampleProblem(AbstractProblem): + + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) + + def f(self, x: List[float]) -> float: + return round(sum(pw(xi, 2) for xi in x),3) + result = sync_cga( n_cols=5, n_rows=5, n_gen=100, ch_size=5, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=ExampleProblem(), + problem=ExampleProblem(n_var=5), selection=TournamentSelection, recombination=BlxalphaCrossover, mutation=FloatUniformMutation, - mins=[-32.768] * 5, - maxs=[32.768] * 5, seed_par=100 ) + + # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) @@ -220,11 +264,16 @@ Customization Scenarios **Selecting Gene Types** -You can change the `gen_type` parameter based on the type of problem: +You can use the `gen_type` parameter of the problem based on the defined problem: + +.. code-block:: python + + from pycellga.common import GeneType + -- `pycellga.individual.GeneType.REAL` for real-valued problems. -- `pycellga.individual.GeneType.BINARY` for binary problems. -- `pycellga.individual.GeneType.PERMUTATION` for permutation-based problems. +- `GeneType.REAL` for real-valued problems. +- `GeneType.BINARY` for binary problems. +- `GeneType.PERMUTATION` for permutation-based problems. **Problem Selection** @@ -235,89 +284,106 @@ You can change the `gen_type` parameter based on the type of problem: For continuous optimization problems, the following functions are available: -- `pycellga.problems.Ackley` -- `pycellga.problems.Bentcigar` -- `pycellga.problems.Bohachevsky` -- `pycellga.problems.Chichinadze` -- `pycellga.problems.Dropwave` -- `pycellga.problems.Fms` -- `pycellga.problems.Griewank` -- `pycellga.problems.Holzman` -- `pycellga.problems.Levy` -- `pycellga.problems.Matyas` -- `pycellga.problems.Pow` -- `pycellga.problems.Powell` -- `pycellga.problems.Rastrigin` -- `pycellga.problems.Rosenbrock` -- `pycellga.problems.Rothellipsoid` -- `pycellga.problems.Schaffer` -- `pycellga.problems.Schaffer2` -- `pycellga.problems.Schwefel` -- `pycellga.problems.Sphere` -- `pycellga.problems.StyblinskiTang` -- `pycellga.problems.Sumofdifferentpowers` -- `pycellga.problems.Threehumps` -- `pycellga.problems.Zakharov` -- `pycellga.problems.Zettle` +.. code-block:: python + + from pycellga.problems.single_objective.continuous.ackley import Ackley + from pycellga.problems.single_objective.continuous.bentcigar import Bentcigar + from pycellga.problems.single_objective.continuous.bohachevsky import Bohachevsky + from pycellga.problems.single_objective.continuous.chichinadze import Chichinadze + from pycellga.problems.single_objective.continuous.dropwave import Dropwave + from pycellga.problems.single_objective.continuous.fms import Fms + from pycellga.problems.single_objective.continuous.griewank import Griewank + from pycellga.problems.single_objective.continuous.holzman import Holzman + from pycellga.problems.single_objective.continuous.levy import Levy + from pycellga.problems.single_objective.continuous.matyas import Matyas + from pycellga.problems.single_objective.continuous.pow import Pow + from pycellga.problems.single_objective.continuous.powell import Powell + from pycellga.problems.single_objective.continuous.rastrigin import Rastrigin + from pycellga.problems.single_objective.continuous.rosenbrock import Rosenbrock + from pycellga.problems.single_objective.continuous.rothellipsoid import Rothellipsoid + from pycellga.problems.single_objective.continuous.schaffer import Schaffer + from pycellga.problems.single_objective.continuous.schaffer2 import Schaffer2 + from pycellga.problems.single_objective.continuous.schwefel import Schwefel + from pycellga.problems.single_objective.continuous.sphere import Sphere + from pycellga.problems.single_objective.continuous.styblinskiTang import StyblinskiTang + from pycellga.problems.single_objective.continuous.sumofdifferentpowers import Sumofdifferentpowers + from pycellga.problems.single_objective.continuous.threehumps import Threehumps + from pycellga.problems.single_objective.continuous.zakharov import Zakharov + from pycellga.problems.single_objective.continuous.zettle import Zettle + **Binary Problems** For binary optimization problems, use the following built-in options: -- `pycellga.problems.CountSat` -- `pycellga.problems.Ecc` -- `pycellga.problems.Maxcut20_01` -- `pycellga.problems.Maxcut20_09` -- `pycellga.problems.Maxcut100` -- `pycellga.problems.Mmdp` -- `pycellga.problems.OneMax` -- `pycellga.problems.Peak` + +.. code-block:: python + + from pycellga.problems.single_objective.discrete.binary.count_sat import CountSat + from pycellga.problems.single_objective.discrete.binary.ecc import Ecc + from pycellga.problems.single_objective.discrete.binary.maxcut20_01 import Maxcut20_01 + from pycellga.problems.single_objective.discrete.binary.maxcut20_09 import Maxcut20_09 + from pycellga.problems.single_objective.discrete.binary.maxcut100 import Maxcut100 + from pycellga.problems.single_objective.discrete.binary.mmdp import Mmdp + from pycellga.problems.single_objective.discrete.binary.one_max import OneMax + from pycellga.problems.single_objective.discrete.binary.peak import Peak + **Permutation Problems** For permutation-based optimization problems, the following option is available: -- `pycellga.problems.Tsp` +.. code-block:: python + + from problems.single_objective.discrete.permutation.tsp import Tsp + These built-in problems provide a diverse set of test cases, allowing users to explore `pycellga`'s capabilities across a wide range of optimization challenges. Users can also define custom problems to suit their specific needs. **Selection Operators** -Choose from a variety of selection methods: +Choose from selection methods: + +.. code-block:: python + + from selection.tournament_selection import TournamentSelection + from selection.roulette_wheel_selection import RouletteWheelSelection -- `pycellga.selection.TournamentSelection` -- `pycellga.selection.RouletteWheelSelection` **Recombination Operators** The package provides multiple crossover operators: -- `pycellga.recombination.OnePointCrossover` -- `pycellga.recombination.PMXCrossover` -- `pycellga.recombination.TwoPointCrossover` -- `pycellga.recombination.UniformCrossover` -- `pycellga.recombination.ByteUniformCrossover` -- `pycellga.recombination.ByteOnePointCrossover` -- `pycellga.recombination.FlatCrossover` -- `pycellga.recombination.ArithmeticCrossover` -- `pycellga.recombination.BlxalphaCrossover` -- `pycellga.recombination.LinearCrossover` -- `pycellga.recombination.UnfairAvarageCrossover` +.. code-block:: python + + from pycellga.recombination.one_point_crossover import OnePointCrossover + from pycellga.recombination.pmx_crossover import PMXCrossover + from pycellga.recombination.two_point_crossover import TwoPointCrossover + from pycellga.recombination.uniform_crossover import UniformCrossover + from pycellga.recombination.byte_uniform_crossover import ByteUniformCrossover + from pycellga.recombination.byte_one_point_crossover import ByteOnePointCrossover + from pycellga.recombination.flat_crossover import FlatCrossover + from pycellga.recombination.arithmetic_crossover import ArithmeticCrossover + from pycellga.recombination.blxalpha_crossover import BlxalphaCrossover + from pycellga.recombination.linear_crossover import LinearCrossover + from pycellga.recombination.unfair_avarage_crossover import UnfairAvarageCrossover + **Mutation Operators** You can customize mutation with these options: -- `pycellga.mutation.BitFlipMutation` -- `pycellga.mutation.ByteMutation` -- `pycellga.mutation.ByteMutationRandom` -- `pycellga.mutation.InsertionMutation` -- `pycellga.mutation.ShuffleMutation` -- `pycellga.mutation.SwapMutation` -- `pycellga.mutation.TwoOptMutation` -- `pycellga.mutation.FloatUniformMutation` -- `pycellga.mutation.MutationOperator` +.. code-block:: python + + from pycellga.mutation.bit_flip_mutation import BitFlipMutation + from pycellga.mutation.byte_mutation import ByteMutation + from pycellga.mutation.byte_mutation_random import ByteMutationRandom + from pycellga.mutation.insertion_mutation import InsertionMutation + from pycellga.mutation.shuffle_mutation import ShuffleMutation + from pycellga.mutation.swap_mutation import SwapMutation + from pycellga.mutation.two_opt_mutation import TwoOptMutation + from pycellga.mutation.float_uniform_mutation import FloatUniformMutation **Example Scenarios** @@ -329,8 +395,7 @@ Optimize a binary problem using tournament selection, one-point crossover, and b .. code-block:: python from pycellga.optimizer import cga - from pycellga.individual import GeneType - from pycellga.problems import OneMax + from problems.single_objective.discrete.binary.one_max import OneMax from pycellga.selection import TournamentSelection from pycellga.recombination import OnePointCrossover from pycellga.mutation import BitFlipMutation @@ -340,15 +405,12 @@ Optimize a binary problem using tournament selection, one-point crossover, and b n_rows=5, n_gen=100, ch_size=10, - gen_type=GeneType.BINARY, p_crossover=0.8, p_mutation=0.1, - problem=OneMax(), # Built-in binary optimization problem + problem=OneMax(n_var=10), # Built-in binary optimization problem selection=TournamentSelection, recombination=OnePointCrossover, - mutation=BitFlipMutation, - mins=[0] * 10, - maxs=[1] * 10, + mutation=BitFlipMutation seed_par=100 ) print("Best solution:", result.chromosome) @@ -362,8 +424,7 @@ Solve a real-valued optimization problem using Byte One Point Crossover and Byte .. code-block:: python from pycellga.optimizer import cga - from pycellga.individual import GeneType - from pycellga.problems import Ackley + from problems.single_objective.continuous.ackley import Ackley from pycellga.selection import RouletteWheelSelection from pycellga.recombination import ByteOnePointCrossover from pycellga.mutation import ByteMutation @@ -373,15 +434,12 @@ Solve a real-valued optimization problem using Byte One Point Crossover and Byte n_rows=5, n_gen=100, ch_size=10, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=Ackley(10), # Built-in real-valued optimization problem + problem=Ackley(n_var=10), # Built-in real-valued optimization problem selection=RouletteWheelSelection, recombination=ByteOnePointCrossover, mutation=ByteMutation, - mins=[-32.768] * 10, - maxs=[32.768] * 10, seed_par=100 ) print("Best solution:", result.chromosome) @@ -394,8 +452,7 @@ Optimize a TSP using permutation encoding, PMX crossover, and swap mutation. .. code-block:: python from pycellga.optimizer import cga - from pycellga.individual import GeneType - from pycellga.problems import Tsp + from problems.single_objective.discrete.permutation.tsp import Tsp from pycellga.selection import TournamentSelection from pycellga.recombination import PMXCrossover from pycellga.mutation import SwapMutation @@ -405,15 +462,12 @@ Optimize a TSP using permutation encoding, PMX crossover, and swap mutation. n_rows=5, n_gen=300, ch_size=14, # Number of cities - gen_type=GeneType.PERMUTATION, p_crossover=0.85, p_mutation=0.15, - problem=Tsp(), # Built-in TSP optimization problem + problem=Tsp(n_var=14), # Built-in TSP optimization problem selection=TournamentSelection, recombination=PMXCrossover, mutation=SwapMutation, - mins=[1] * 14, - maxs=[14] * 14, seed_par=100 ) print("Best solution:", result.chromosome) diff --git a/paper/paper.md b/paper/paper.md index 323fe49..e7a20d9 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -100,44 +100,49 @@ Here’s how we can define this problem in Python using the `ExampleProblem` cla ```python from mpmath import power as pw +from typing import List from pycellga.optimizer import cga -from pycellga.individual import GeneType -from pycellga.selection import TournamentSelection from pycellga.recombination import ByteOnePointCrossover from pycellga.mutation import ByteMutationRandom +from pycellga.selection import TournamentSelection +from pycellga.problems import AbstractProblem +from pycellga.common import GeneType + +class ExampleProblem(AbstractProblem): + + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) -class ExampleProblem: - - def __init__(self): - pass - - def f(self, x): - return sum(pw(xi, 2) for xi in x) + def f(self, x: List[float]) -> float: + return round(sum(pw(xi, 2) for xi in x),3) ``` **Usage:** ```python result = cga( - n_cols=5, - n_rows=5, - n_gen=100, - ch_size=5, - gen_type=GeneType.REAL, - p_crossover=0.9, - p_mutation=0.2, - problem=ExampleProblem(), # Replace with a real problem instance as needed - selection=TournamentSelection, - recombination=ByteOnePointCrossover, - mutation=ByteMutationRandom, - mins=[-32.768] * 5, # Minimum values for each gene - maxs=[32.768] * 5, # Maximum values for each gene - seed_par=100 # Ensures the random number generation is repeatable -) - -# Print the best solution details -print("Best solution chromosome:", result.chromosome) -print("Best fitness value:", result.fitness_value) + n_cols=5, + n_rows=5, + n_gen=100, + ch_size=5, + p_crossover=0.9, + p_mutation=0.2, + problem=ExampleProblem(n_var=5), + selection=TournamentSelection, + recombination=ByteOnePointCrossover, + mutation=ByteMutationRandom, + seed_par=100 + ) + + # Print the results + print("Best solution chromosome:", result.chromosome) + print("Best fitness value:", result.fitness_value) # Expected Output: # Best solution chromosome: [0.0, 0.0, 0.0, 0.0, 0.0] diff --git a/pycellga/common.py b/pycellga/common.py new file mode 100644 index 0000000..e097cba --- /dev/null +++ b/pycellga/common.py @@ -0,0 +1,10 @@ +from enum import Enum + +class GeneType(Enum): + """ + GeneType is an enumeration class that represents the type of genome representation for an individual in an evolutionary algorithm. + The three types of genome representation are BINARY, PERMUTATION, and REAL. + """ + BINARY = 1 + PERMUTATION = 2 + REAL = 3 \ No newline at end of file diff --git a/pycellga/example/example_alpha_cga.py b/pycellga/example/example_alpha_cga.py index 42262ff..b2b569c 100644 --- a/pycellga/example/example_alpha_cga.py +++ b/pycellga/example/example_alpha_cga.py @@ -3,82 +3,52 @@ sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) from numpy import power as pw +from typing import List from optimizer import alpha_cga -from individual import GeneType from recombination import BlxalphaCrossover from mutation import FloatUniformMutation from selection import TournamentSelection +from problems import AbstractProblem +from common import GeneType -class ExampleProblem: - """ - Example problem class to be minimized. +class ExampleProblem(AbstractProblem): - This class implements a simple sum of squares function with a global minimum value of 0, - achieved when all elements of the chromosome are equal to 0. - """ - - def __init__(self): - pass - - def f(self, x): - """ - Compute the objective function value. + def __init__(self, n_var): - This method implements the sum of squares function. + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of real values. + def f(self, x: List[float]) -> float: + + return round(sum(pw(xi, 2) for xi in x),3) - Returns - ------- - float - The computed value of the function given the input x. - """ - return sum(pw(xi, 2) for xi in x) def run_alpha_cga_example(): - """ - Run the Alpha Cellular Genetic Algorithm (alpha_cga) using the optimizer module. - The alpha_cga is configured with a 5x5 grid, 100 generations, and a chromosome size of 10. - The problem being solved is an instance of the ExampleProblem class, - with real-valued genes, constrained by specified mins and maxs. - Returns - ------- - Result - A Result instance containing the best solution's chromosome, its fitness value, - and the generation in which it was found. - """ - # Create an instance of the problem - problem_instance = ExampleProblem() - - # Run the optimizer and get the result result = alpha_cga( n_cols=5, n_rows=5, n_gen=100, ch_size=10, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=problem_instance, # Pass the ExampleProblem instance + problem=ExampleProblem(n_var=10), selection=TournamentSelection, recombination=BlxalphaCrossover, mutation=FloatUniformMutation, - mins=[-32.768] * 10, # Minimum values for each gene - maxs=[32.768] * 10, # Maximum values for each gene seed_par=100 ) # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) - print("Generation found:", result.generation_found) if __name__ == "__main__": run_alpha_cga_example() diff --git a/pycellga/example/example_ccga.py b/pycellga/example/example_ccga.py index 7be82b6..51d2076 100644 --- a/pycellga/example/example_ccga.py +++ b/pycellga/example/example_ccga.py @@ -3,72 +3,38 @@ sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) from optimizer import ccga -from individual import GeneType from selection import TournamentSelection -from individual import GeneType +from problems import AbstractProblem +from common import GeneType -class ExampleProblem: - """ - Example problem class to be minimized. +class ExampleProblem(AbstractProblem): - This class implements a simple binary optimization problem, where the goal is to maximize the number of 1s. - """ - - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x): - """ - Compute the objective function value. - - This method implements a simple sum of binary values. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of binary values (0s and 1s). - - Returns - ------- - int - The computed value of the function given the input x. - """ return sum(x) def run_ccga_example(): - """ - Run the Compact Cellular Genetic Algorithm (ccga) using the optimizer module. - - The ccga is configured with a 5x5 grid, 100 generations, and a chromosome size of 10. - The problem being solved is an instance of the ExampleProblem class, - with binary genes, constrained by specified mins and maxs. - - Returns - ------- - Result - A Result instance containing the best solution's chromosome, its fitness value, - and the generation in which it was found. - """ - # Create an instance of the problem - problem_instance = ExampleProblem() - # Run the optimizer and get the result result = ccga( n_cols=5, n_rows=5, - n_gen=100, + n_gen=200, ch_size=10, - gen_type=GeneType.BINARY, - problem=problem_instance, # Pass the ExampleProblem instance - selection=TournamentSelection, - mins=[0] * 10, # Minimum values for each gene (binary) - maxs=[1] * 10 # Maximum values for each gene (binary) + problem=ExampleProblem(n_var=10), + selection=TournamentSelection ) # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) - print("Generation found:", result.generation_found) if __name__ == "__main__": run_ccga_example() diff --git a/pycellga/example/example_cga.py b/pycellga/example/example_cga.py index 0285fdb..dc68947 100644 --- a/pycellga/example/example_cga.py +++ b/pycellga/example/example_cga.py @@ -1,82 +1,51 @@ import sys import os sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) -from numpy import power as pw + +from mpmath import power as pw +from typing import List from optimizer import cga -from individual import GeneType from recombination import ByteOnePointCrossover from mutation import ByteMutationRandom from selection import TournamentSelection +from problems import AbstractProblem +from common import GeneType +class ExampleProblem(AbstractProblem): -class ExampleProblem: - """ - Example problem class to be minimized. - - This class implements a simple sum of squares function with a global minimum value of 0, - achieved when all elements of the chromosome are equal to 0. - """ - - def __init__(self): - pass - - def f(self, x): - """ - Compute the objective function value. + def __init__(self, n_var): - This method implements the sum of squares function. + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of real values. + def f(self, x: List[float]) -> float: + return round(sum(pw(xi, 2) for xi in x),3) - Returns - ------- - float - The computed value of the function given the input x. - """ - return sum(pw(xi, 2) for xi in x) def run_cga_example(): - """ - Run the Cellular Genetic Algorithm (cga) using the optimizer module. - - The cga is configured with a 5x5 grid, 100 generations, and a chromosome size of 5. - The problem being solved is an instance of the ExampleProblem class, - with real-valued genes, constrained by specified mins and maxs. - - Returns - ------- - Result - A Result instance containing the best solution's chromosome, its fitness value, - and the generation in which it was found. - """ - # Create an instance of the problem - problem_instance = ExampleProblem() result = cga( n_cols=5, n_rows=5, n_gen=100, ch_size=5, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=problem_instance, # Pass the ExampleProblem instance + problem=ExampleProblem(n_var=5), selection=TournamentSelection, recombination=ByteOnePointCrossover, mutation=ByteMutationRandom, - mins=[-32.768] * 5, # Minimum values for each gene - maxs=[32.768] * 5, # Maximum values for each gene seed_par=100 ) # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) - print("Generation found:", result.generation_found) if __name__ == "__main__": run_cga_example() diff --git a/pycellga/example/example_mcccga.py b/pycellga/example/example_mcccga.py index 0807e61..9e01eea 100644 --- a/pycellga/example/example_mcccga.py +++ b/pycellga/example/example_mcccga.py @@ -5,72 +5,40 @@ import numpy as np from optimizer import mcccga -from individual import GeneType from selection import TournamentSelection +from problems import AbstractProblem +from common import GeneType -class RealProblem: - """ - Example problem class to be minimized. +class RealProblem(AbstractProblem): - This class implements a simple sum of squares function with a global minimum value of 0, - achieved when all elements of the chromosome are equal to 0. - """ - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-3.768, + xu=3.768 + ) def f(self, x): - """ - Compute the objective function value. - This method implements the sum of squares function. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of real values. - - Returns - ------- - float - The computed value of the function given the input x. - """ return sum(np.power(xi, 2) for xi in x) def run_mcccga_example(): - """ - Run the Machine-Coded Compact Cellular Genetic Algorithm (mcccga) - using the optimizer module. - - The mcccga is configured with a 5x5 grid, 100 generations, and a chromosome size of 10. - The problem being solved is an instance of the RealProblem class, - with real genes, constrained by specified mins and maxs. - - Returns - ------- - Result - A Result instance containing the best solution's chromosome, its fitness value, - and the generation in which it was found. - """ - # Create an instance of the problem - problem_instance = RealProblem() result = mcccga( n_cols=5, n_rows=5, n_gen=500, ch_size=5, - gen_type=GeneType.REAL, - problem=problem_instance, # Pass the RealProblem instance - selection=TournamentSelection, - mins=[-3.768] * 5, - maxs=[3.768] * 5 + problem=RealProblem(n_var=5), + selection=TournamentSelection ) # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) - print("Generation found:", result.generation_found) if __name__ == "__main__": run_mcccga_example() diff --git a/pycellga/example/example_sync_cga.py b/pycellga/example/example_sync_cga.py index 4a13a6f..08fb284 100644 --- a/pycellga/example/example_sync_cga.py +++ b/pycellga/example/example_sync_cga.py @@ -3,81 +3,51 @@ sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) from numpy import power as pw +from typing import List from optimizer import sync_cga -from individual import GeneType from recombination import BlxalphaCrossover from mutation import FloatUniformMutation from selection import TournamentSelection +from problems import AbstractProblem +from common import GeneType -class ExampleProblem: - """ - Example problem class to be minimized. +class ExampleProblem(AbstractProblem): - This class implements a simple sum of squares function with a global minimum value of 0, - achieved when all elements of the chromosome are equal to 0. - """ - - def __init__(self): - pass - - def f(self, x): - """ - Compute the objective function value. + def __init__(self, n_var): - This method implements the sum of squares function. + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of real values. + def f(self, x: List[float]) -> float: - Returns - ------- - float - The computed value of the function given the input x. - """ - return sum(pw(xi, 2) for xi in x) + return round(sum(pw(xi, 2) for xi in x),3) def run_sync_cga_example(): - """ - Run the Synchronous Cellular Genetic Algorithm (sync_cga) using the optimizer module. - The sync_cga is configured with a 5x5 grid, 100 generations, and a chromosome size of 5. - The problem being solved is an instance of the ExampleProblem class, - with real-valued genes, constrained by specified mins and maxs. - - Returns - ------- - Result - A Result instance containing the best solution's chromosome, its fitness value, - and the generation in which it was found. - """ - # Create an instance of the problem - problem_instance = ExampleProblem() result = sync_cga( n_cols=5, n_rows=5, n_gen=100, ch_size=5, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=problem_instance, # Pass the ExampleProblem instance + problem=ExampleProblem(n_var=5), selection=TournamentSelection, recombination=BlxalphaCrossover, mutation=FloatUniformMutation, - mins=[-32.768] * 5, # Minimum values for each gene - maxs=[32.768] * 5, # Maximum values for each gene seed_par=100 ) # Print the results print("Best solution chromosome:", result.chromosome) print("Best fitness value:", result.fitness_value) - print("Generation found:", result.generation_found) if __name__ == "__main__": run_sync_cga_example() diff --git a/pycellga/individual.py b/pycellga/individual.py index 7b077e8..77e1f09 100644 --- a/pycellga/individual.py +++ b/pycellga/individual.py @@ -1,19 +1,13 @@ -from enum import Enum +import sys +import os +sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) + + from numpy import random import numpy as np import random as rd from problems.abstract_problem import AbstractProblem - - -class GeneType(Enum): - """ - GeneType is an enumeration class that represents the type of genome representation for an individual in an evolutionary algorithm. - The three types of genome representation are BINARY, PERMUTATION, and REAL. - """ - BINARY = 1 - PERMUTATION = 2 - REAL = 3 - +from common import GeneType class Individual: diff --git a/pycellga/optimizer.py b/pycellga/optimizer.py index 08bc4ca..72a0b6a 100644 --- a/pycellga/optimizer.py +++ b/pycellga/optimizer.py @@ -27,15 +27,12 @@ def cga( n_rows: int, n_gen: int, ch_size: int, - gen_type: str, p_crossover: float, p_mutation: float, problem: AbstractProblem, selection: SelectionOperator, recombination: RecombinationOperator, mutation: MutationOperator, - mins: List[float] = [], - maxs: List[float] = [], seed_par: int = None ) -> Result: """ @@ -89,8 +86,15 @@ def cga( method_name = OptimizationMethod.CGA # Generate Initial Population - pop_list = Population(method_name, ch_size, n_rows, n_cols, - gen_type, problem, mins=mins, maxs=maxs).initial_population() + pop_list = Population( + method_name, + ch_size, + n_rows, + n_cols, + gen_type = problem.gen_type, + problem = problem, + mins = problem.xl, + maxs = problem.xu).initial_population() pop_list_ordered = sorted(pop_list, key=lambda x: x.fitness_value) @@ -153,15 +157,12 @@ def sync_cga( n_rows: int, n_gen: int, ch_size: int, - gen_type: str, p_crossover: float, p_mutation: float, problem: Callable[[List[float]], float], selection: SelectionOperator, recombination: RecombinationOperator, mutation: MutationOperator, - mins: List[float] = [], - maxs: List[float] = [], seed_par: int = None ) -> Result: """ @@ -215,8 +216,15 @@ def sync_cga( method_name = OptimizationMethod.SYNCGA # Generate Initial Population - pop_list = Population(method_name, ch_size, n_rows, n_cols, - gen_type, problem, mins=mins, maxs=maxs).initial_population() + pop_list = Population( + method_name, + ch_size, + n_rows, + n_cols, + gen_type = problem.gen_type, + problem = problem, + mins = problem.xl, + maxs = problem.xu).initial_population() # Sort population by fitness value pop_list_ordered = sorted(pop_list, key=lambda x: x.fitness_value) @@ -296,15 +304,12 @@ def alpha_cga( n_rows: int, n_gen: int, ch_size: int, - gen_type: str, p_crossover: float, p_mutation: float, problem: AbstractProblem, selection: SelectionOperator, recombination: RecombinationOperator, mutation: MutationOperator, - mins: List[float] = [], - maxs: List[float] = [], seed_par: int = None ) -> Result: """ @@ -358,8 +363,15 @@ def alpha_cga( method_name = OptimizationMethod.ALPHA_CGA # Generate Initial Population - pop_list = Population(method_name, ch_size, n_rows, n_cols, - gen_type, problem, mins=mins, maxs=maxs).initial_population() + pop_list = Population( + method_name, + ch_size, + n_rows, + n_cols, + gen_type = problem.gen_type, + problem = problem, + mins = problem.xl, + maxs = problem.xu).initial_population() # Sort population by fitness value pop_list_ordered = sorted(pop_list, key=lambda x: x.fitness_value) @@ -458,11 +470,8 @@ def ccga( n_rows: int, n_gen: int, ch_size: int, - gen_type: str, problem: AbstractProblem, - selection: SelectionOperator, - mins: List[float] = [], - maxs: List[float] = [] + selection: SelectionOperator ) -> Result: """ Perform optimization using a Cooperative Coevolutionary Genetic Algorithm (CCGA). @@ -503,8 +512,15 @@ def ccga( method_name = OptimizationMethod.CCGA # Generate Initial Population - pop_list = Population(method_name, ch_size, n_rows, n_cols, - gen_type, problem, vector, mins=mins, maxs=maxs).initial_population() + pop_list = Population( + method_name, + ch_size, + n_rows, + n_cols, + gen_type = problem.gen_type, + problem = problem, + mins = problem.xl, + maxs = problem.xu).initial_population() # Sort population by fitness value pop_list_ordered = sorted(pop_list, key=lambda x: x.fitness_value) @@ -539,8 +555,15 @@ def ccga( update_vector(vector, winner, loser, pop_size) # Re-generate the population based on the updated vector - pop_list = Population(method_name, ch_size, n_rows, n_cols, - gen_type, problem, vector, mins=mins, maxs=maxs).initial_population() + pop_list = Population( + method_name, + ch_size, + n_rows, + n_cols, + gen_type = problem.gen_type, + problem = problem, + mins = problem.xl, + maxs = problem.xu).initial_population() # Update best ever solution if the current best solution is better if best.fitness_value > best_ever_solution.fitness_value: @@ -563,11 +586,8 @@ def mcccga( n_rows: int, n_gen: int, ch_size: int, - gen_type: str, problem: AbstractProblem, - selection: SelectionOperator, - mins: List[float], - maxs: List[float] + selection: SelectionOperator ) -> Result: """ Optimize the given problem using a multi-population machine-coded compact genetic algorithm (MCCGA). @@ -582,16 +602,10 @@ def mcccga( Number of generations to evolve. ch_size : int Size of the chromosome. - gen_type : str - Type of the genome representation (e.g., 'Binary', 'Permutation', 'Real'). problem : AbstractProblem Problem instance for fitness evaluation. selection : SelectionOperator Function or class used for selecting parents. - mins : List[float] - List of minimum values for the probability vector generation. - maxs : List[float] - List of maximum values for the probability vector generation. Returns ------- @@ -605,12 +619,22 @@ def mcccga( avg_objectives = [] method_name = OptimizationMethod.MCCCGA + mins = problem.xl + maxs = problem.xu + # Generate initial probability vector vector = generate_probability_vector(mins, maxs, pop_size) # Generate Initial Population - pop_list = Population(method_name, ch_size, n_rows, n_cols, - gen_type, problem, vector).initial_population() + pop_list = Population( + method_name, + ch_size, + n_rows, + n_cols, + problem.gen_type, + problem, + vector).initial_population() + # Sort population by fitness value pop_list_ordered = sorted(pop_list, key=lambda x: x.fitness_value) @@ -647,8 +671,14 @@ def mcccga( update_vector(vector, winner, loser, pop_size) # Re-generate the population based on the updated vector - pop_list = Population(method_name, ch_size, n_rows, n_cols, - gen_type, problem, vector).initial_population() + pop_list = Population( + method_name, + ch_size, + n_rows, + n_cols, + problem.gen_type, + problem, + vector).initial_population() # Track the best fitness value and update the best solution if necessary best_objectives.append(best.fitness_value) diff --git a/pycellga/problems/abstract_problem.py b/pycellga/problems/abstract_problem.py index 13d3b57..d6db1c7 100644 --- a/pycellga/problems/abstract_problem.py +++ b/pycellga/problems/abstract_problem.py @@ -1,54 +1,64 @@ from abc import ABC, abstractmethod -from typing import List, Tuple, Union, Any +from typing import List, Any from pymoo.core.problem import Problem +from common import GeneType class AbstractProblem(Problem, ABC): """ - Abstract base class for optimization problems. + Abstract base class for defining optimization problems compatible with pymoo. + + This class provides a structure for defining optimization problems, where the + user specifies the gene type, the number of variables, and their bounds. It includes + an abstract method `f` for evaluating the fitness of a solution, which must be + implemented by subclasses. + + Attributes + ---------- + gen_type : GeneType + The type of genes used in the problem (e.g., REAL, BINARY). + n_var : int + The number of design variables. + xl : List[float] or numpy.ndarray + The lower bounds for the design variables. + xu : List[float] or numpy.ndarray + The upper bounds for the design variables. + + Methods + ------- + f(x: List[Any]) -> float + Abstract method to compute the fitness value for a given solution. + Must be implemented by subclasses. + evaluate(x, out, *args, **kwargs) + Computes the objective value(s) for pymoo's optimization framework. """ - def __init__(self, - design_variables: Union[int, List[str]], - bounds: List[Tuple[float, float]], - objectives: Union[str, int, List[str]], - constraints: Union[str, int, List[str]] = []): + def __init__(self, gen_type: GeneType, n_var, xl, xu): """ - Initialize the problem with variables, bounds, objectives, and constraints. - + Initialize the AbstractProblem with gene type, variable count, and bounds. + Parameters ---------- - design_variables : int or List[str] - If an integer, it specifies the number of design variables. - If a list of strings, it specifies the names of design variables. - bounds : List[Tuple[float, float]] - Bounds for each design variable as (min, max). - objectives : str, int, or List[str] - Objectives for optimization, e.g., "minimize" or "maximize". - constraints : str, int, or List[str], optional - Constraints for the problem (default is an empty list). + gen_type : Any + The type of genes used in the problem (e.g., REAL, BINARY). + n_var : int + The number of design variables. + xl : float + The lower bound for the design variables. + xu : float + The upper bound for the design variables. """ - # Ensure objectives and constraints are always lists - objectives = [str(objectives)] if isinstance(objectives, (str, int)) else list(objectives) - constraints = [str(constraints)] if isinstance(constraints, (str, int)) else list(constraints) + self.gen_type = gen_type - # Pymoo-specific attributes - n_var = design_variables if isinstance(design_variables, int) else len(design_variables) - xl = [bound[0] for bound in bounds] - xu = [bound[1] for bound in bounds] - - super().__init__(n_var=n_var, n_obj=len(objectives), n_constr=len(constraints), xl=xl, xu=xu) - - # Custom attributes - self.design_variables = [f"x{i+1}" for i in range(n_var)] if isinstance(design_variables, int) else design_variables - self.bounds = bounds - self.objectives = objectives - self.constraints = constraints + super().__init__(n_var=n_var, n_obj=1, n_constr=0, xl=xl, xu=xu) @abstractmethod def f(self, x: List[Any]) -> float: """ Abstract method for evaluating the fitness of a solution. - + + This method must be implemented by subclasses to define the objective function + of the optimization problem. + Parameters ---------- x : list @@ -57,14 +67,17 @@ def f(self, x: List[Any]) -> float: Returns ------- float - Fitness value. + The computed fitness value for the given solution. """ raise NotImplementedError("Subclasses should implement this method.") def evaluate(self, x, out, *args, **kwargs): """ Evaluate function for compatibility with pymoo's optimizer. - + + This method wraps the `f` method and allows pymoo to handle batch evaluations + by storing the computed fitness values in the output dictionary. + Parameters ---------- x : numpy.ndarray diff --git a/pycellga/problems/single_objective/continuous/ackley.py b/pycellga/problems/single_objective/continuous/ackley.py index 6f854e2..5230e39 100644 --- a/pycellga/problems/single_objective/continuous/ackley.py +++ b/pycellga/problems/single_objective/continuous/ackley.py @@ -1,68 +1,78 @@ -from numpy import pi, e, cos, sqrt, exp,power +from numpy import pi, e, cos, sqrt, exp, power from problems.abstract_problem import AbstractProblem +from typing import List +from common import GeneType + class Ackley(AbstractProblem): """ Ackley function implementation for optimization problems. The Ackley function is widely used for testing optimization algorithms. - It has a nearly flat outer region and a large hole at the center. + It is characterized by a nearly flat outer region and a large hole at the center. The function is usually evaluated on the hypercube x_i ∈ [-32.768, 32.768], for all i = 1, 2, ..., d. Attributes ---------- - design_variables : List[str] - List of variable names. - bounds : List[Tuple[float, float]] - Bounds for each variable. - objectives : List[str] - Objectives for optimization. - constraints : List[str] - Any constraints for the problem. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bound for each variable (fixed to -32.768). + xu : float + Upper bound for each variable (fixed to 32.768). Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Ackley function value for given variables. - f(x) - Alias for evaluate to maintain compatibility with the rest of the codebase. + __init__(n_var: int) + Initialize the Ackley problem with the specified number of variables. + + f(x: List[float]) -> float + Compute the Ackley function value for a single solution. - Notes - ----- - -32.768 ≤ xi ≤ 32.768 - Global minimum at f(0, 0) = 0 + Parameters + ---------- + x : list or numpy.ndarray + Array of input variables. + + Returns + ------- + float + The computed fitness value for the given solution. """ - def __init__(self, dimension: int): - design_variables = [f"x{i+1}" for i in range(dimension)] - bounds = [(-32.768, 32.768) for _ in range(dimension)] - objectives = ["minimize"] - constraints = [] + def __init__(self, n_var): + """ + Initialize the Ackley problem. + + Parameters + ---------- + n_var : int + Number of variables (dimensions) in the problem. + """ + gen_type = GeneType.REAL + xl = -32.768 + xu = 32.768 - super().__init__(design_variables, bounds, objectives, constraints) - self.dimension = dimension + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def evaluate(self, x, out, *args, **kwargs): + def f(self, x: List[float]) -> float: """ - Calculate the Ackley function value for a given list of variables. + Compute the Ackley function value for a single solution. Parameters ---------- - x : numpy.ndarray + x : list or numpy.ndarray Array of input variables. - out : dict - Dictionary to store the output fitness values. + + Returns + ------- + float + The computed fitness value for the given solution. """ - sum1 = sum(power(gene,2) for gene in x) + sum1 = sum(power(gene, 2) for gene in x) sum2 = sum(cos(2 * pi * gene) for gene in x) - - fitness = -20.0 * exp(-0.2 * sqrt(sum1 / self.dimension)) - exp(sum2 / self.dimension) + 20.0 + e - out["F"] = round(fitness, 3) - def f(self, x): - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - """ - result = {} - self.evaluate(x, result) - return result["F"] + fitness = -20.0 * exp(-0.2 * sqrt(sum1 / self.n_var)) - exp(sum2 / self.n_var) + 20.0 + e + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/bentcigar.py b/pycellga/problems/single_objective/continuous/bentcigar.py index 5b91f6b..7e2d9f5 100644 --- a/pycellga/problems/single_objective/continuous/bentcigar.py +++ b/pycellga/problems/single_objective/continuous/bentcigar.py @@ -1,7 +1,8 @@ from problems.abstract_problem import AbstractProblem from mpmath import power as pw from typing import List -import numpy as np +from common import GeneType + class Bentcigar(AbstractProblem): """ @@ -12,21 +13,19 @@ class Bentcigar(AbstractProblem): Attributes ---------- - design_variables : List[str] - List of variable names. - bounds : List[Tuple[float, float]] - Bounds for each variable. - objectives : List[str] - Objectives for optimization. - constraints : List[str] - Any constraints for the problem. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bound for each variable (fixed to -100). + xu : float + Upper bound for each variable (fixed to 100). Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Bentcigar function value for given variables. - f(x) - Alias for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Bentcigar function value for a single solution. Notes ----- @@ -34,37 +33,38 @@ class Bentcigar(AbstractProblem): Global minimum at f(0,...,0) = 0 """ - def __init__(self, dimension: int): - design_variables = [f"x{i+1}" for i in range(dimension)] - bounds = [(-100, 100) for _ in range(dimension)] - objectives = ["minimize"] - constraints = [] + def __init__(self, n_var: int): + """ + Initialize the Bentcigar problem. + + Parameters + ---------- + n_var : int + Number of variables (dimensions) in the problem. + """ + gen_type = GeneType.REAL + xl = -100.0 + xu = 100.0 - super().__init__(design_variables, bounds, objectives, constraints) - self.dimension = dimension + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def evaluate(self, x, out, *args, **kwargs): + def f(self, x: List[float]) -> float: """ - Calculate the Bentcigar function value for a given list of variables. + Compute the Bentcigar function value for a single solution. Parameters ---------- - x : numpy.ndarray + x : list or numpy.ndarray Array of input variables. - out : dict - Dictionary to store the output fitness values. - """ - a = pw(x[0], 2) - b = pw(10, 6) - sum_val = sum(pw(xi, 2) for xi in x[1:]) - - fitness = a + (b * sum_val) - out["F"] = round(fitness, 3) - def f(self, x): - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. + Returns + ------- + float + The computed fitness value for the given solution. """ - result = {} - self.evaluate(x, result) - return result["F"] + a = pw(x[0], 2) + b = pw(10, 6) + sum_val = sum(pw(xi, 2) for xi in x[1:]) + + fitness = a + (b * sum_val) + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/bohachevsky.py b/pycellga/problems/single_objective/continuous/bohachevsky.py index 6092ec5..70e07f7 100644 --- a/pycellga/problems/single_objective/continuous/bohachevsky.py +++ b/pycellga/problems/single_objective/continuous/bohachevsky.py @@ -1,32 +1,31 @@ from numpy import cos, pi from mpmath import power as pw -from typing import List, Dict, Any +from typing import List from problems.abstract_problem import AbstractProblem +from common import GeneType class Bohachevsky(AbstractProblem): """ Bohachevsky function implementation for optimization problems. The Bohachevsky function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-15, 15], for all i = 1, 2, ..., n. + It is usually evaluated on the hypercube x_i ∈ [-15, 15], for all i = 1, 2, ..., n. Attributes ---------- - design_variables : List[str] - List of variable names. - bounds : List[Tuple[float, float]] - Bounds for each variable. - objectives : List[str] - Objectives for optimization. - constraints : List[str] - Any constraints for the problem. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bound for each variable (fixed to -15). + xu : float + Upper bound for each variable (fixed to 15). Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Bohachevsky function value for given variables. - f(x) - Alias for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Bohachevsky function value for a single solution. Notes ----- @@ -34,25 +33,34 @@ class Bohachevsky(AbstractProblem): Global minimum at f(0,...,0) = 0 """ - def __init__(self, dimension: int): - design_variables = [f"x{i+1}" for i in range(dimension)] - bounds = [(-15, 15) for _ in range(dimension)] - objectives = ["minimize"] - constraints = [] + def __init__(self, n_var: int): + """ + Initialize the Bohachevsky problem. + + Parameters + ---------- + n_var : int + Number of variables (dimensions) in the problem. + """ + gen_type = GeneType.REAL + xl = -15.0 + xu = 15.0 - super().__init__(design_variables, bounds, objectives, constraints) - self.dimension = dimension + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def evaluate(self, x: List[float], out: Dict[str, Any], *args, **kwargs): + def f(self, x: List[float]) -> float: """ - Calculate the Bohachevsky function value for a given list of variables. + Compute the Bohachevsky function value for a single solution. Parameters ---------- - x : list - A list of float variables. - out : dict - Dictionary to store the output fitness values. + x : list or numpy.ndarray + Array of input variables. + + Returns + ------- + float + The computed fitness value for the given solution. """ fitness = sum([ pw(x[i], 2) + (2 * pw(x[i + 1], 2)) @@ -60,12 +68,4 @@ def evaluate(self, x: List[float], out: Dict[str, Any], *args, **kwargs): - (0.4 * cos(4 * pi * x[i + 1])) + 0.7 for i in range(len(x) - 1) ]) - out["F"] = round(fitness, 3) - - def f(self, x: List[float]) -> float: - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - """ - result = {} - self.evaluate(x, result) - return result["F"] + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/chichinadze.py b/pycellga/problems/single_objective/continuous/chichinadze.py index 02c899f..02b6ed2 100644 --- a/pycellga/problems/single_objective/continuous/chichinadze.py +++ b/pycellga/problems/single_objective/continuous/chichinadze.py @@ -1,31 +1,31 @@ import numpy as np from typing import List from problems.abstract_problem import AbstractProblem +from common import GeneType + class Chichinadze(AbstractProblem): """ Chichinadze function implementation for optimization problems. The Chichinadze function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x, y ∈ [-30, 30]. + It is usually evaluated on the hypercube x, y ∈ [-30, 30]. Attributes ---------- - design_variables : List[str] - List of variable names. - bounds : List[Tuple[float, float]] - Bounds for each variable. - objectives : List[str] - Objectives for optimization. - constraints : List[str] - Any constraints for the problem. + n_var : int + Number of variables (fixed to 2 for x and y). + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bound for the variables (fixed to -30). + xu : float + Upper bound for the variables (fixed to 30). Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Chichinadze function value for given variables. - f(x) - Alias for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Chichinadze function value for a single solution. Notes ----- @@ -34,23 +34,29 @@ class Chichinadze(AbstractProblem): """ def __init__(self): - design_variables = ["x", "y"] - bounds = [(-30, 30), (-30, 30)] - objectives = ["minimize"] - constraints = [] + """ + Initialize the Chichinadze problem. + """ + gen_type = GeneType.REAL + n_var = 2 # Fixed to 2 for x and y + xl = -30.0 + xu = 30.0 - super().__init__(design_variables, bounds, objectives, constraints) + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def evaluate(self, x, out, *args, **kwargs): + def f(self, x: List[float]) -> float: """ - Calculate the Chichinadze function value for a given list of variables. + Compute the Chichinadze function value for a single solution. Parameters ---------- - x : numpy.ndarray + x : list or numpy.ndarray Array of input variables. - out : dict - Dictionary to store the output fitness values. + + Returns + ------- + float + The computed fitness value for the given solution. """ x_val, y_val = x[0], x[1] term1 = x_val**2 - 12 * x_val + 11 @@ -59,12 +65,4 @@ def evaluate(self, x, out, *args, **kwargs): term4 = (1.0 / np.sqrt(5)) * np.exp(-((y_val - 0.5)**2) / 2) fitness = term1 + term2 + term3 - term4 - out["F"] = round(fitness, 4) - - def f(self, x: List[float]) -> float: - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - """ - result = {} - self.evaluate(x, result) - return result["F"] + return round(fitness, 4) diff --git a/pycellga/problems/single_objective/continuous/dropwave.py b/pycellga/problems/single_objective/continuous/dropwave.py index 455f0b3..0251025 100644 --- a/pycellga/problems/single_objective/continuous/dropwave.py +++ b/pycellga/problems/single_objective/continuous/dropwave.py @@ -1,5 +1,8 @@ from problems.abstract_problem import AbstractProblem from numpy import power, cos, sqrt +from typing import List +from common import GeneType + class Dropwave(AbstractProblem): """ @@ -10,63 +13,56 @@ class Dropwave(AbstractProblem): Attributes ---------- - design_variables : list - The names of the variables, in this case ["x1", "x2"]. - bounds : list of tuples - The lower and upper bounds for each variable, [-5.12, 5.12] for both x1 and x2. - objectives : list - List defining the optimization objective, which is to "minimize" for this function. - num_variables : int - The number of variables (dimensions) for the function, which is 2 in this case. + n_var : int + Number of variables (dimensions) in the problem (fixed to 2). + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bound for the variables (fixed to -5.12). + xu : float + Upper bound for the variables (fixed to 5.12). Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the value of the Dropwave function at a given point x. - f(x) - Alias for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Dropwave function value for a single solution. + + Notes + ----- + -5.12 ≤ xi ≤ 5.12 for i = 1, 2 + Global minimum at f(0, 0) = -1 """ def __init__(self): - # Dropwave problem-specific parameters - design_variables = ["x1", "x2"] - bounds = [(-5.12, 5.12), (-5.12, 5.12)] - objectives = ["minimize"] + """ + Initialize the Dropwave problem. + """ + gen_type = GeneType.REAL + n_var = 2 # Fixed to 2 for x1 and x2 + xl = -5.12 + xu = 5.12 - # Initialize the AbstractProblem with specific parameters - super().__init__(design_variables, bounds, objectives) - self.num_variables = 2 + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def evaluate(self, x, out, *args, **kwargs): + def f(self, x: List[float]) -> float: """ - Calculate the Dropwave function value for a given list of variables. + Compute the Dropwave function value for a single solution. Parameters ---------- - x : list - A list of two floats representing the coordinates [x1, x2]. - out : dict - Dictionary to store the output fitness values. + x : list or numpy.ndarray + Array of input variables. - Notes - ----- - The Dropwave function is defined as: - f(x1, x2) = - (1 + cos(12 * sqrt(x1^2 + x2^2))) / (0.5 * (x1^2 + x2^2) + 2) - where x1 and x2 are the input variables. + Returns + ------- + float + The computed fitness value for the given solution. """ - if len(x) != self.num_variables: - raise ValueError(f"Input must have exactly {self.num_variables} variables.") + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") x1, x2 = x sqrts_sums = power(x1, 2) + power(x2, 2) denominator = 0.5 * sqrts_sums + 2 fitness = -(1 + cos(12 * sqrt(sqrts_sums))) / denominator - out["F"] = round(fitness, 3) - - def f(self, x): - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - """ - result = {} - self.evaluate(x, result) - return result["F"] + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/fms.py b/pycellga/problems/single_objective/continuous/fms.py index facf48f..3d8d502 100644 --- a/pycellga/problems/single_objective/continuous/fms.py +++ b/pycellga/problems/single_objective/continuous/fms.py @@ -1,6 +1,8 @@ from problems.abstract_problem import AbstractProblem from numpy import pi, sin -import numpy as np +from typing import List +from common import GeneType + class Fms(AbstractProblem): """ @@ -10,42 +12,49 @@ class Fms(AbstractProblem): Attributes ---------- - design_variables : List[str] - List of variable names. - bounds : List[Tuple[float, float]] - Bounds for each variable. - objectives : List[str] - Objectives for optimization. - constraints : List[str] - Any constraints for the problem. + n_var : int + Number of variables (dimensions) in the problem (fixed to 6). + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bound for the variables (fixed to -6.4). + xu : float + Upper bound for the variables (fixed to 6.35). Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Fms function value for given variables. - f(x) - Alias for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Fms function value for a single solution. """ def __init__(self): - design_variables = ["a1", "w1", "a2", "w2", "a3", "w3"] - bounds = [(-6.4, 6.35)] * 6 # Same bounds for each variable - objectives = ["minimize"] - constraints = [] - - super().__init__(design_variables, bounds, objectives, constraints) + """ + Initialize the Fms problem. + """ + gen_type = GeneType.REAL + n_var = 6 # Fixed to 6 for [a1, w1, a2, w2, a3, w3] + xl = -6.4 + xu = 6.35 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def evaluate(self, x, out, *args, **kwargs): + def f(self, x: List[float]) -> float: """ - Calculate the Fms function value for a given list of variables. + Compute the Fms function value for a single solution. Parameters ---------- - x : numpy.ndarray + x : list or numpy.ndarray Array of input variables. - out : dict - Dictionary to store the output fitness values. + + Returns + ------- + float + The computed fitness value for the given solution. """ + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") + theta = (2.0 * pi) / 100.0 a1, w1, a2, w2, a3, w3 = x @@ -54,15 +63,10 @@ def yzero(t): partial_fitness = 0.0 for k in range(101): - distance = a1 * sin((w1 * theta * k) - (a2 * sin((w2 * theta * k) + (a3 * sin(w3 * theta * k))))) - yzero(k) + distance = ( + a1 * sin((w1 * theta * k) - (a2 * sin((w2 * theta * k) + (a3 * sin(w3 * theta * k))))) + - yzero(k) + ) partial_fitness += distance ** 2 - out["F"] = round(partial_fitness, 3) - - def f(self, x): - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - """ - result = {} - self.evaluate(x, result) - return result["F"] + return round(partial_fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/griewank.py b/pycellga/problems/single_objective/continuous/griewank.py index cb60cbc..f9d07bd 100644 --- a/pycellga/problems/single_objective/continuous/griewank.py +++ b/pycellga/problems/single_objective/continuous/griewank.py @@ -1,31 +1,31 @@ from problems.abstract_problem import AbstractProblem import math from typing import List +from common import GeneType + class Griewank(AbstractProblem): """ Griewank function implementation for optimization problems. The Griewank function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-600, 600], for all i = 1, 2, ..., n. + It is usually evaluated on the hypercube xi ∈ [-600, 600], for all i = 1, 2, ..., n. Attributes ---------- - design_variables : List[str] - Names of the design variables. - bounds : List[Tuple[float, float]] - Bounds for each design variable. - objectives : List[str] - Objectives for optimization, typically ["minimize"]. - constraints : List[str] - Any constraints for the optimization problem. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bound for the variables (fixed to -600). + xu : float + Upper bound for the variables (fixed to 600). Methods ------- - evaluate(x, out, *args, **kwargs) - Evaluates the Griewank function value for a given list of variables. - f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Griewank function value for a single solution. Notes ----- @@ -33,53 +33,36 @@ class Griewank(AbstractProblem): Global minimum at f(0,...,0) = 0 """ - def __init__(self, dimensions=10): + def __init__(self, n_var: int = 10): """ - Initialize the Griewank function with the specified number of dimensions. + Initialize the Griewank problem. Parameters ---------- - dimensions : int, optional - The number of dimensions (design variables) for the Griewank function, by default 10. + n_var : int, optional + Number of variables (dimensions) in the problem, by default 10. """ - design_variables = [f"x{i+1}" for i in range(dimensions)] - bounds = [(-600, 600)] * dimensions - objectives = ["minimize"] - constraints = [] - - super().__init__(design_variables, bounds, objectives, constraints) - self.dimensions = dimensions + gen_type = GeneType.REAL + xl = -600.0 + xu = 600.0 - def evaluate(self, x: List[float], out, *args, **kwargs): - """ - Calculate the Griewank function value for a given list of variables. - - Parameters - ---------- - x : list - A list of float variables. - out : dict - Dictionary to store the output fitness value. - """ - sum_sq = sum(xi ** 2 for xi in x) - prod_cos = math.prod(math.cos(xi / math.sqrt(i + 1)) for i, xi in enumerate(x)) - fitness = 1 + sum_sq / 4000 - prod_cos - out["F"] = round(fitness, 3) + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: List[float]) -> float: """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. + Compute the Griewank function value for a single solution. Parameters ---------- - x : list - A list of float variables. + x : list or numpy.ndarray + Array of input variables. Returns ------- float - The Griewank function value. + The computed fitness value for the given solution. """ - result = {} - self.evaluate(x, result) - return result["F"] + sum_sq = sum(xi ** 2 for xi in x) + prod_cos = math.prod(math.cos(xi / math.sqrt(i + 1)) for i, xi in enumerate(x)) + fitness = 1 + sum_sq / 4000 - prod_cos + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/holzman.py b/pycellga/problems/single_objective/continuous/holzman.py index 010d0cb..1fb944d 100644 --- a/pycellga/problems/single_objective/continuous/holzman.py +++ b/pycellga/problems/single_objective/continuous/holzman.py @@ -1,31 +1,31 @@ from problems.abstract_problem import AbstractProblem from mpmath import power as pw from typing import List +from common import GeneType + class Holzman(AbstractProblem): """ Holzman function implementation for optimization problems. The Holzman function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-10, 10], for all i = 1, 2, ..., n. + It is usually evaluated on the hypercube xi ∈ [-10, 10], for all i = 1, 2, ..., n. Attributes ---------- - design_variables : List[str] - Names of the design variables. - bounds : List[Tuple[float, float]] - Bounds for each variable. - objectives : List[str] - Objectives for optimization. - constraints : List[str] - Any constraints for the problem. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bound for the variables (fixed to -10). + xu : float + Upper bound for the variables (fixed to 10). Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Holzman function value for given variables. - f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Holzman function value for a single solution. Notes ----- @@ -33,33 +33,34 @@ class Holzman(AbstractProblem): Global minimum at f(0,...,0) = 0 """ - def __init__(self, design_variables: int = 2): - var_names = [f"x{i+1}" for i in range(design_variables)] - bounds = [(-10, 10) for _ in range(design_variables)] - objectives = ["minimize"] - constraints = [] - - super().__init__(var_names, bounds, objectives, constraints) - self.design_variables = design_variables - - def evaluate(self, x: List[float], out, *args, **kwargs): + def __init__(self, n_var: int = 2): """ - Calculate the Holzman function value for a given list of variables. + Initialize the Holzman problem. Parameters ---------- - x : list - A list of float variables. - out : dict - Dictionary to store the output fitness value. + n_var : int, optional + Number of variables (dimensions) in the problem, by default 2. """ - fitness = sum((i + 1) * pw(x[i], 4) for i in range(len(x))) - out["F"] = round(fitness, 3) + gen_type = GeneType.REAL + xl = -10.0 + xu = 10.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: List[float]) -> float: """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. + Compute the Holzman function value for a single solution. + + Parameters + ---------- + x : list or numpy.ndarray + Array of input variables. + + Returns + ------- + float + The computed fitness value for the given solution. """ - result = {} - self.evaluate(x, result) - return result["F"] + fitness = sum((i + 1) * pw(x[i], 4) for i in range(len(x))) + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/levy.py b/pycellga/problems/single_objective/continuous/levy.py index d6cadaf..ee89f08 100644 --- a/pycellga/problems/single_objective/continuous/levy.py +++ b/pycellga/problems/single_objective/continuous/levy.py @@ -2,84 +2,85 @@ import math from mpmath import power as pw from typing import List +from common import GeneType + class Levy(AbstractProblem): """ Levy function implementation for optimization problems. The Levy function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-10, 10], for all i = 1, 2, ..., n. + It evaluates inputs over the hypercube x_i ∈ [-10, 10]. Attributes ---------- - design_variables : List[str] - The names of the design variables. - bounds : List[Tuple[float, float]] - The bounds for each variable, typically [(-10, 10), (-10, 10), ...]. - objectives : List[str] - Objectives for optimization, usually "minimize" for single-objective functions. - constraints : List[str] - Any constraints for the optimization problem. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (REAL). + xl : float + Lower bounds for the variables, fixed to -10. + xu : float + Upper bounds for the variables, fixed to 10. Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Levy function value for a given list of variables and stores in `out`. - f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. - - Notes - ----- - -10 ≤ xi ≤ 10 for i = 1,…,n - Global minimum at f(1,1,...,1) = 0 + f(x: List[float]) -> float + Compute the Levy function value for a given solution. + evaluate(x: List[float], out: dict, *args, **kwargs) -> None + Pymoo-compatible evaluation method for batch processing. """ - def __init__(self, dimension: int = 2): - design_variables = [f"x{i+1}" for i in range(dimension)] - bounds = [(-10, 10) for _ in range(dimension)] - objectives = ["minimize"] - constraints = [] + def __init__(self, n_var: int = 2): + """ + Initialize the Levy problem. - super().__init__(design_variables, bounds, objectives, constraints) - self.dimension = dimension + Parameters + ---------- + n_var : int, optional + Number of variables (dimensions) for the problem, by default 2. + """ + gen_type = GeneType.REAL + xl = -10.0 + xu = 10.0 - def evaluate(self, x: List[float], out, *args, **kwargs): + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) + + def f(self, x: List[float]) -> float: """ - Evaluate the Levy function at a given point. + Compute the Levy function value for a given solution. Parameters ---------- x : list A list of float variables. - out : dict - Dictionary to store the output fitness value. + + Returns + ------- + float + The Levy function value. """ - if len(x) != self.dimension: - raise ValueError(f"Input must have exactly {self.dimension} variables.") + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") fitness = 0.0 - for i in range(self.dimension - 1): + for i in range(self.n_var - 1): term1 = pw(math.sin(3 * x[i] * math.pi), 2) term2 = (pw((x[i] - 1), 2)) * (1 + pw(math.sin(3 * x[i + 1] * math.pi), 2)) term3 = (pw((x[i + 1] - 1), 2)) * (1 + pw(math.sin(2 * x[i + 1] * math.pi), 2)) fitness += term1 + term2 + term3 - out["F"] = round(fitness, 3) + return round(fitness, 3) - def f(self, x: List[float]) -> float: + def evaluate(self, x: List[float], out: dict, *args, **kwargs) -> None: """ - Alias for evaluate to maintain compatibility with the rest of the codebase. + Evaluate method for compatibility with pymoo's framework. Parameters ---------- - x : list - A list of float variables. - - Returns - ------- - float - The calculated Levy function value. + x : numpy.ndarray + Array of input variables. + out : dict + Dictionary to store the output fitness values. """ - result = {} - self.evaluate(x, result) - return result["F"] + out["F"] = self.f(x) diff --git a/pycellga/problems/single_objective/continuous/matyas.py b/pycellga/problems/single_objective/continuous/matyas.py index deadee3..27a7619 100644 --- a/pycellga/problems/single_objective/continuous/matyas.py +++ b/pycellga/problems/single_objective/continuous/matyas.py @@ -1,5 +1,6 @@ from problems.abstract_problem import AbstractProblem from mpmath import power as pw +from common import GeneType class Matyas(AbstractProblem): """ @@ -7,53 +8,58 @@ class Matyas(AbstractProblem): The Matyas function is commonly used to evaluate the performance of optimization algorithms. It is a simple, continuous, convex function that has a global minimum at the origin. - + Attributes ---------- - design_variables : list of str - The names of the design variables, typically ["x1", "x2"] for 2 variables. - bounds : list of tuple - The bounds for each variable, typically [(-10, 10), (-10, 10)]. - objectives : list of str - The objectives for optimization, set to ["minimize"]. + gen_type : GeneType + The type of genes used in the problem (fixed to REAL). + n_var : int + Number of variables (dimensions) in the problem (fixed to 2). + xl : float + Lower bound for the variables (fixed to -10). + xu : float + Upper bound for the variables (fixed to 10). Methods ------- - evaluate(x, out, *args, **kwargs) - Computes the Matyas function value for a given list of variables. f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. + Computes the Matyas function value for a given solution. """ def __init__(self): - design_variables = ["x1", "x2"] - bounds = [(-10, 10), (-10, 10)] - objectives = ["minimize"] + """ + Initialize the Matyas problem. - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + This problem is defined for exactly 2 variables with bounds [-10, 10]. - def evaluate(self, x, out, *args, **kwargs): + Parameters + ---------- + None """ - Calculate the Matyas function value for a given list of variables. + gen_type = GeneType.REAL + n_var = 2 + xl = -10.0 + xu = 10.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) + + def f(self, x): + """ + Compute the Matyas function value for a given solution. Parameters ---------- x : list of float A list of float variables representing a point in the solution space. - out : dict - Dictionary to store the output fitness value with key "F". + + Returns + ------- + float + The computed fitness value for the given solution. """ if len(x) != 2: raise ValueError("Matyas function is defined for exactly 2 variables.") x1, x2 = x fitness = 0.26 * (pw(x1, 2) + pw(x2, 2)) - 0.48 * x1 * x2 - out["F"] = round(fitness, 2) - - def f(self, x): - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - """ - result = {} - self.evaluate(x, result) - return result["F"] + return round(fitness, 2) diff --git a/pycellga/problems/single_objective/continuous/pow.py b/pycellga/problems/single_objective/continuous/pow.py index f490751..4b75b71 100644 --- a/pycellga/problems/single_objective/continuous/pow.py +++ b/pycellga/problems/single_objective/continuous/pow.py @@ -1,6 +1,8 @@ from problems.abstract_problem import AbstractProblem from mpmath import power as pw -from typing import List, Tuple +from typing import List +from common import GeneType + class Pow(AbstractProblem): """ @@ -12,67 +14,56 @@ class Pow(AbstractProblem): Attributes ---------- - design_variables : List[str] - The names of the design variables. - bounds : List[Tuple[float, float]] - The bounds for each variable, typically [(-5.0, 15.0) for each dimension]. - objectives : List[str] - Objectives for optimization, e.g., "minimize". + gen_type : GeneType + The type of genes used in the problem (REAL). + n_var : int + The number of design variables. + xl : float + The lower bound for the variables (-5.0). + xu : float + The upper bound for the variables (15.0). Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Pow function value for compatibility with Pymoo's optimizer. - f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Pow function value for a given solution. """ - def __init__(self, design_variables=5): - # Define design variable names - design_variable_names = [f"x{i+1}" for i in range(design_variables)] - bounds = [(-5.0, 15.0) for _ in range(design_variables)] - objectives = ["minimize"] - - # Initialize the AbstractProblem - super().__init__(design_variable_names, bounds, objectives) - self.design_variables = design_variables - - def evaluate(self, x, out, *args, **kwargs): + def __init__(self, n_var: int = 5): """ - Calculate the Pow function value for a given list of variables. + Initialize the Pow problem. Parameters ---------- - x : list - A list of float variables representing the point in the solution space. - out : dict - Dictionary to store the output fitness values. + n_var : int, optional + The number of variables (dimensions) in the problem, by default 5. """ - if len(x) != self.design_variables: - raise ValueError(f"Input must have exactly {self.design_variables} variables.") + gen_type = GeneType.REAL + xl = -5.0 + xu = 15.0 - fitness = (pw(x[0] - 5, 2) + - pw(x[1] - 7, 2) + - pw(x[2] - 9, 2) + - pw(x[3] - 3, 2) + - pw(x[4] - 2, 2)) - - out["F"] = round(fitness, 2) + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: List[float]) -> float: """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. + Compute the Pow function value for a given solution. Parameters ---------- - x : list - A list of float variables. + x : list of float + A list of float variables representing a point in the solution space. Returns ------- float - The Pow function value. + The computed fitness value for the given solution. """ - result = {} - self.evaluate(x, result) - return result["F"] + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") + + # Define the target values + target = [5, 7, 9, 3, 2] + + # Compute the fitness as the sum of squared differences + fitness = sum(pw(xi - ti, 2) for xi, ti in zip(x, target)) + return round(fitness, 2) diff --git a/pycellga/problems/single_objective/continuous/powell.py b/pycellga/problems/single_objective/continuous/powell.py index f1d1292..79b3934 100644 --- a/pycellga/problems/single_objective/continuous/powell.py +++ b/pycellga/problems/single_objective/continuous/powell.py @@ -1,72 +1,72 @@ from problems.abstract_problem import AbstractProblem +from common import GeneType from mpmath import power as pw +from typing import List class Powell(AbstractProblem): """ Powell function implementation for optimization problems. The Powell function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-4, 5], for all i = 1, 2, ..., n. - + It is typically evaluated on the hypercube x_i ∈ [-4, 5], for all i = 1, 2, ..., n. + Attributes ---------- - design_variables : int - The number of variables for the problem. - bounds : list of tuple - The bounds for each variable, typically [(-4, 5), (-4, 5), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (REAL for this implementation). + xl : float + Lower bound for the variables (fixed to -4). + xu : float + Upper bound for the variables (fixed to 5). Methods ------- - evaluate(x, out, *args, **kwargs) -> None - Calculates the Powell function value and stores in the output dictionary. - - f(x: list) -> float - Wrapper for evaluate to maintain compatibility with the rest of the codebase. + f(x: List[float]) -> float + Compute the Powell function value for a given solution. """ - def __init__(self, design_variables=4): - bounds = [(-4, 5) for _ in range(design_variables)] - super().__init__(design_variables=design_variables, bounds=bounds, objectives=["minimize"]) - - def evaluate(self, x, out, *args, **kwargs): + def __init__(self, n_var: int = 4): """ - Evaluate the Powell function at a given point. + Initialize the Powell problem. Parameters ---------- - x : list or numpy array - Input variables. - out : dict - Output dictionary to store the function value. + n_var : int, optional + Number of variables (dimensions) in the problem, by default 4. """ - fitness = 0.0 - d = len(x) // 4 - - for i in range(d): - a = pw(x[4 * i] + 10 * x[4 * i + 1], 2) - b = pw(x[4 * i + 2] - x[4 * i + 3], 2) - c = pw(x[4 * i + 1] - 2 * x[4 * i + 2], 4) - e = pw(x[4 * i] - x[4 * i + 3], 4) - fitness += a + 5 * b + c + 10 * e + gen_type = GeneType.REAL + xl = -4.0 + xu = 5.0 - out["F"] = round(fitness, 1) + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def f(self, x): + def f(self, x: List[float]) -> float: """ - Wrapper for the evaluate method to maintain compatibility. + Compute the Powell function value for a given solution. Parameters ---------- - x : list - A list of float variables. + x : list of float + A list of float variables representing a point in the solution space. Returns ------- float - The computed Powell function value. + The computed fitness value for the given solution. """ - result = {} - self.evaluate(x, result) - return result["F"] + if len(x) % 4 != 0: + raise ValueError("Powell function requires the number of variables to be a multiple of 4.") + + fitness = 0.0 + d = len(x) // 4 + + for i in range(d): + a = pw(x[4 * i] + 10 * x[4 * i + 1], 2) + b = pw(x[4 * i + 2] - x[4 * i + 3], 2) + c = pw(x[4 * i + 1] - 2 * x[4 * i + 2], 4) + e = pw(x[4 * i] - x[4 * i + 3], 4) + fitness += a + 5 * b + c + 10 * e + + return round(fitness, 1) diff --git a/pycellga/problems/single_objective/continuous/rastrigin.py b/pycellga/problems/single_objective/continuous/rastrigin.py index 20a07d4..fab067e 100644 --- a/pycellga/problems/single_objective/continuous/rastrigin.py +++ b/pycellga/problems/single_objective/continuous/rastrigin.py @@ -1,5 +1,7 @@ from numpy import cos, pi +from typing import List from problems.abstract_problem import AbstractProblem +from common import GeneType class Rastrigin(AbstractProblem): """ @@ -10,38 +12,37 @@ class Rastrigin(AbstractProblem): Attributes ---------- - design_variables : int - The number of variables for the problem. - bounds : list of tuple - The bounds for each variable, typically [(-5.12, 5.12), (-5.12, 5.12), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + gen_type : GeneType + The type of genes used in the problem, set to REAL. + n_var : int + The number of variables (dimensions) in the problem. + xl : float + The lower bound for each variable, set to -5.12. + xu : float + The upper bound for each variable, set to 5.12. Methods ------- - f(x: list) -> float - Calculates the Rastrigin function value for a given list of variables. - - Notes - ----- - -5.12 ≤ xi ≤ 5.12 for i = 1,…,n - Global minimum at f(0,...,0) = 0 + f(x: List[float]) -> float + Computes the Rastrigin function value for a given solution. """ - def __init__(self, design_variables=2): + def __init__(self, n_var: int = 2): """ Initialize the Rastrigin problem with the specified number of variables. Parameters ---------- - design_variables : int, optional - The number of design variables, by default 2. + n_var : int, optional + The number of design variables (dimensions), by default 2. """ - self.design_variables = design_variables - self.bounds = [(-5.12, 5.12) for _ in range(design_variables)] - self.objectives = 1 + gen_type = GeneType.REAL + xl = -5.12 + xu = 5.12 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def f(self, x: list) -> float: + def f(self, x: List[float]) -> float: """ Calculate the Rastrigin function value for a given list of variables. @@ -53,11 +54,11 @@ def f(self, x: list) -> float: Returns ------- float - The Rastrigin function value. + The computed Rastrigin function value. """ - if len(x) != self.design_variables: - raise ValueError(f"Input must have exactly {self.design_variables} variables.") + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") A = 10.0 - fitness = (A * self.design_variables) + sum([(xi ** 2) - (A * cos(2 * pi * xi)) for xi in x]) + fitness = (A * self.n_var) + sum([(xi ** 2) - (A * cos(2 * pi * xi)) for xi in x]) return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/rosenbrock.py b/pycellga/problems/single_objective/continuous/rosenbrock.py index 0b11b1e..294126a 100644 --- a/pycellga/problems/single_objective/continuous/rosenbrock.py +++ b/pycellga/problems/single_objective/continuous/rosenbrock.py @@ -1,5 +1,8 @@ from problems.abstract_problem import AbstractProblem from mpmath import power as pw +from common import GeneType +from typing import List + class Rosenbrock(AbstractProblem): """ @@ -10,59 +13,52 @@ class Rosenbrock(AbstractProblem): Attributes ---------- - design_variables : int - Number of variables for the problem. - bounds : list of tuple - The bounds for each variable, typically [(-5, 10), (-5, 10), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bounds for the variables (fixed to -5). + xu : float + Upper bounds for the variables (fixed to 10). Methods ------- - evaluate(x, out, *args, **kwargs) - Evaluates the Rosenbrock function value for a given list of variables. - f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. - - Notes - ----- - -5 ≤ xi ≤ 10 for i = 1,…,n - Global minimum at f(1,...,1) = 0 + f(x: List[float]) -> float + Compute the Rosenbrock function value for a single solution. """ - def __init__(self, design_variables=2): - self.design_variables = design_variables - bounds = [(-5, 10) for _ in range(design_variables)] - super().__init__(design_variables=[f"x{i+1}" for i in range(design_variables)], bounds=bounds, objectives=["minimize"]) - - def evaluate(self, x, out, *args, **kwargs): + def __init__(self, n_var: int = 2): """ - Calculate the Rosenbrock function value for a given list of variables. + Initialize the Rosenbrock problem. Parameters ---------- - x : list - A list of float variables. - out : dict - Dictionary to store the output fitness values. + n_var : int, optional + Number of variables (dimensions) in the problem, by default 2. """ - fitness = sum([(100 * pw((x[i + 1] - pw(x[i], 2)), 2)) + pw((1 - x[i]), 2) for i in range(len(x) - 1)]) - out["F"] = round(fitness, 3) + gen_type = GeneType.REAL + xl = -5.0 + xu = 10.0 - def f(self, x: list) -> float: + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) + + def f(self, x: List[float]) -> float: """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. + Compute the Rosenbrock function value for a single solution. Parameters ---------- - x : list - A list of float variables. + x : list or numpy.ndarray + Array of input variables. Returns ------- float - The Rosenbrock function value. + The computed fitness value for the given solution. """ - result = {} - self.evaluate(x, result) - return result["F"] + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") + + fitness = sum([(100 * pw((x[i + 1] - pw(x[i], 2)), 2)) + pw((1 - x[i]), 2) for i in range(self.n_var - 1)]) + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/rothellipsoid.py b/pycellga/problems/single_objective/continuous/rothellipsoid.py index a1a3250..7bd4549 100644 --- a/pycellga/problems/single_objective/continuous/rothellipsoid.py +++ b/pycellga/problems/single_objective/continuous/rothellipsoid.py @@ -1,68 +1,78 @@ from problems.abstract_problem import AbstractProblem from mpmath import power as pw +from common import GeneType class Rothellipsoid(AbstractProblem): """ Rotated Hyper-Ellipsoid function implementation for optimization problems. This function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-100, 100], for all i = 1, 2, ..., n. + It is usually evaluated on the hypercube x_i ∈ [-100, 100], for all i = 1, 2, ..., n. Attributes ---------- - design_variables : int + n_var : int Number of variables (dimensions) for the problem. - bounds : list of tuple - The bounds for each variable, typically [(-100, 100), (-100, 100), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + gen_type : GeneType + The type of genes used in the problem, set to REAL. + xl : float + Lower bound for the variables, set to -100. + xu : float + Upper bound for the variables, set to 100. Methods ------- f(x: list) -> float - Alias for evaluate, calculates the Rotated Hyper-Ellipsoid function value for a given list of variables. + Compute the Rotated Hyper-Ellipsoid function value for a given list of variables. evaluate(x, out, *args, **kwargs) - Pymoo-compatible function for calculating the fitness values and storing them in the `out` dictionary. + Computes the fitness value for pymoo compatibility. """ - def __init__(self, design_variables=3): - # Initialize the parameters as required by AbstractProblem - super().__init__( - design_variables=[f"x{i+1}" for i in range(design_variables)], - bounds=[(-100, 100)] * design_variables, - objectives=["minimize"] - ) - - def evaluate(self, x, out, *args, **kwargs): + def __init__(self, n_var: int = 3): """ - Calculate the Rotated Hyper-Ellipsoid function value for pymoo compatibility. + Initialize the Rothellipsoid problem. Parameters ---------- - x : numpy.ndarray - Array of input variables. - out : dict - Dictionary to store the output fitness values. + n_var : int, optional + Number of variables (dimensions) for the problem, by default 3. """ - fitness = 0.0 - for i in range(len(x)): - fitness += (i + 1) * pw(x[i], 2) - out["F"] = round(fitness, 3) + gen_type = GeneType.REAL + xl = -100.0 + xu = 100.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x): """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - + Compute the Rotated Hyper-Ellipsoid function value for a given solution. + Parameters ---------- - x : list - A list of float variables. + x : list or numpy.ndarray + Array of input variables. Returns ------- float - The Rotated Hyper-Ellipsoid function value. + The computed fitness value for the given solution. + """ + fitness = sum((i + 1) * pw(x[i], 2) for i in range(len(x))) + return round(fitness, 3) + + def evaluate(self, x, out, *args, **kwargs): + """ + Evaluate the function for pymoo compatibility. + + Parameters + ---------- + x : numpy.ndarray + Array of input variables. + out : dict + Dictionary to store the computed fitness value. + + Notes + ----- + Stores the computed fitness value in `out["F"]`. """ - result = {} - self.evaluate(x, result) - return result["F"] + out["F"] = self.f(x) diff --git a/pycellga/problems/single_objective/continuous/schaffer.py b/pycellga/problems/single_objective/continuous/schaffer.py index 9c48ac3..9485c17 100644 --- a/pycellga/problems/single_objective/continuous/schaffer.py +++ b/pycellga/problems/single_objective/continuous/schaffer.py @@ -1,49 +1,61 @@ import numpy as np -from mpmath import power as pw from problems.abstract_problem import AbstractProblem +from common import GeneType class Schaffer(AbstractProblem): """ - Schaffer's Function for optimization problems. + Modified Schaffer function #1 for optimization problems. This class implements the Schaffer's function, a common benchmark problem for optimization algorithms. The function is defined over a multidimensional input and is used to test the performance of optimization methods. Attributes ---------- - design_variables : int - The number of variables for the problem. - bounds : list of tuple - The bounds for each variable, typically set to [(-100, 100), (-100, 100), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + gen_type : GeneType + The type of gene, set to REAL. + n_var : int + The number of design variables. + xl : float + The lower bound for the design variables, set to -100. + xu : float + The upper bound for the design variables, set to 100. Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Schaffer's function value for compatibility with pymoo. f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. + Computes the Schaffer's function value for a given list of variables. + evaluate(x, out, *args, **kwargs) + Wrapper for pymoo compatibility to calculate the fitness value. """ - def __init__(self, design_variables=2): - super().__init__( - design_variables=[f"x{i+1}" for i in range(design_variables)], - bounds=[(-100, 100) for _ in range(design_variables)], - objectives=["minimize"] - ) - self.design_variables_count = design_variables + def __init__(self, n_var=2): + """ + Initialize the Schaffer's problem. + + Parameters + ---------- + n_var : int, optional + The number of design variables, by default 2. + """ + gen_type = GeneType.REAL + xl = -100.0 + xu = 100.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def evaluate(self, x, out, *args, **kwargs): + def f(self, x): """ - Evaluate the Schaffer's function for a given point using pymoo compatibility. + Compute the Schaffer's function value for a given solution. Parameters ---------- - x : numpy.ndarray + x : list or numpy.ndarray Array of input variables. - out : dict - Dictionary to store the output fitness value. + + Returns + ------- + float + The calculated fitness value. """ fitness = 0.0 for i in range(len(x) - 1): @@ -52,12 +64,4 @@ def evaluate(self, x, out, *args, **kwargs): term1 = np.sin(xi**2 + xi1**2)**2 term2 = 1 + 0.001 * (xi**2 + xi1**2) fitness += 0.5 + (term1 - 0.5)**2 / term2**2 - out["F"] = round(fitness, 3) - - def f(self, x): - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - """ - result = {} - self.evaluate(x, result) - return result["F"] + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/schaffer2.py b/pycellga/problems/single_objective/continuous/schaffer2.py index 84e6f9c..9d4772f 100644 --- a/pycellga/problems/single_objective/continuous/schaffer2.py +++ b/pycellga/problems/single_objective/continuous/schaffer2.py @@ -1,58 +1,66 @@ import numpy as np from numpy import power as pw from problems.abstract_problem import AbstractProblem +from common import GeneType class Schaffer2(AbstractProblem): """ Modified Schaffer function #2 implementation for optimization problems. The Modified Schaffer function #2 is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-100, 100], for all i = 1, 2, ..., n. + The function is evaluated on the hypercube x_i ∈ [-100, 100], for all i = 1, 2, ..., n. Attributes ---------- - design_variables : int - The number of design variables. - bounds : list of tuple - The bounds for each variable, typically [(-100, 100), (-100, 100), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + n_var : int + The number of variables (dimensions) for the problem. + gen_type : GeneType + Type of genes used in the problem, fixed to REAL. + xl : float + Lower bounds for the variables, fixed to -100. + xu : float + Upper bounds for the variables, fixed to 100. Methods ------- - evaluate(x, out, *args, **kwargs) - Evaluates the Modified Schaffer function #2 value for a given list of variables. f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. + Compute the Modified Schaffer function #2 value for a single solution. + evaluate(x, out, *args, **kwargs) + Compute the fitness value(s) for pymoo's optimization framework. """ - def __init__(self, design_variables=2): - super().__init__(design_variables=[f"x{i+1}" for i in range(design_variables)], - bounds=[(-100, 100)] * design_variables, - objectives=["minimize"]) + def __init__(self, n_var: int = 2): + """ + Initialize the Modified Schaffer function #2. + + Parameters + ---------- + n_var : int, optional + Number of variables (dimensions) for the problem, by default 2. + """ + gen_type = GeneType.REAL + xl = -100.0 + xu = 100.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def evaluate(self, x, out, *args, **kwargs): + def f(self, x: list) -> float: """ - Evaluate the Modified Schaffer function #2 value for a given list of variables. + Compute the Modified Schaffer function #2 value for a single solution. Parameters ---------- - x : numpy.ndarray + x : list or numpy.ndarray Array of input variables. - out : dict - Dictionary to store the output fitness values. + + Returns + ------- + float + The computed fitness value for the given solution. """ fitness = 0.0 for i in range(len(x) - 1): term1 = np.sin(pw(x[i], 2) - pw(x[i + 1], 2)) ** 2 term2 = (1 + 0.001 * (pw(x[i], 2) + pw(x[i + 1], 2))) ** 2 fitness += 0.5 + ((term1 - 0.5) / term2) - out["F"] = round(fitness, 3) - - def f(self, x): - """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. - """ - result = {} - self.evaluate(x, result) - return result["F"] + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/schwefel.py b/pycellga/problems/single_objective/continuous/schwefel.py index 2512a8f..7eaa5c0 100644 --- a/pycellga/problems/single_objective/continuous/schwefel.py +++ b/pycellga/problems/single_objective/continuous/schwefel.py @@ -1,63 +1,66 @@ -from numpy import sin, sqrt +from numpy import sin, sqrt, abs from problems.abstract_problem import AbstractProblem +from common import GeneType class Schwefel(AbstractProblem): """ Schwefel function implementation for optimization problems. - This function is commonly used for testing optimization algorithms and is evaluated on the range - [-500, 500] for each variable. + The Schwefel function is commonly used for testing optimization algorithms. + It is evaluated on the range [-500, 500] for each variable and has a global minimum + at f(420.9687,...,420.9687) = 0. Attributes ---------- - design_variables : int - The number of variables in the problem. - bounds : list of tuple - The bounds for each variable, typically [(-500, 500), (-500, 500), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + n_var : int + The number of variables (dimensions) for the problem. + gen_type : GeneType + The type of genes used in the problem, fixed to REAL. + xl : float + The lower bounds for the variables, fixed to -500. + xu : float + The upper bounds for the variables, fixed to 500. Methods ------- - evaluate(x, out, *args, **kwargs) - Calculates the Schwefel function value for a given list of variables, compatible with pymoo. f(x: list) -> float - Alias for evaluate to maintain compatibility with the rest of the codebase. - """ + Compute the Schwefel function value for a single solution. - def __init__(self, design_variables=2): - bounds = [(-500, 500) for _ in range(design_variables)] - super().__init__(design_variables=design_variables, bounds=bounds, objectives=1) + Notes + ----- + -500 ≤ xi ≤ 500 for i = 1,…,n + Global minimum at f(420.9687,...,420.9687) = 0 + """ - def evaluate(self, x, out, *args, **kwargs): + def __init__(self, n_var: int = 2): """ - Calculate the Schwefel function value for a given list of variables. + Initialize the Schwefel function with the specified number of variables. Parameters ---------- - x : numpy.ndarray - A numpy array of float variables. - out : dict - Dictionary to store the output fitness values. + n_var : int, optional + The number of variables (dimensions) for the problem, by default 2. """ - d = len(x) - fitness = sum(xi * sin(sqrt(abs(xi))) for xi in x) - out["F"] = round((418.9829 * d) - fitness, 3) + gen_type = GeneType.REAL + xl = -500.0 + xu = 500.0 - def f(self, x): + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) + + def f(self, x: list) -> float: """ - Alias for the evaluate method to maintain compatibility with the rest of the codebase. + Compute the Schwefel function value for a single solution. Parameters ---------- - x : list - A list of float variables. + x : list or numpy.ndarray + Array of input variables. Returns ------- float - The Schwefel function value. + The computed fitness value for the given solution. """ - result = {} - self.evaluate(x, result) - return result["F"] + d = len(x) + fitness = sum(xi * sin(sqrt(abs(xi))) for xi in x) + return round((418.9829 * d) - fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/sphere.py b/pycellga/problems/single_objective/continuous/sphere.py index 0d44b94..6866d4a 100644 --- a/pycellga/problems/single_objective/continuous/sphere.py +++ b/pycellga/problems/single_objective/continuous/sphere.py @@ -1,53 +1,66 @@ from problems.abstract_problem import AbstractProblem +from common import GeneType class Sphere(AbstractProblem): """ Sphere function implementation for optimization problems. - The Sphere function is commonly used for testing optimization algorithms. + The Sphere function is a simple and commonly used benchmark for optimization algorithms. It is defined on a hypercube where each variable typically lies within [-5.12, 5.12]. + + Attributes + ---------- + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bounds for the variables (fixed to -5.12). + xu : float + Upper bounds for the variables (fixed to 5.12). + + Methods + ------- + f(x: list) -> float + Compute the Sphere function value for a single solution. + + Notes + ----- + -5.12 ≤ xi ≤ 5.12 for i = 1,…,n + Global minimum at f(0,...,0) = 0 """ - def __init__(self, design_variables=10): + def __init__(self, n_var: int = 10): """ - Initializes the Sphere function with specified design variables and bounds. - + Initialize the Sphere function with the specified number of variables. + Parameters ---------- - design_variables : int, optional - Number of variables for the function, by default 10. + n_var : int, optional + Number of variables (dimensions) in the problem, by default 10. """ - super().__init__(design_variables=design_variables, bounds=[(-5.12, 5.12)] * design_variables, objectives=["minimize"]) + gen_type = GeneType.REAL + xl = -5.12 + xu = 5.12 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: list) -> float: """ - Calculate the Sphere function value for a given list of variables. + Compute the Sphere function value for a single solution. Parameters ---------- - x : list - A list of float variables. + x : list or numpy.ndarray + Array of input variables. Returns ------- float - The Sphere function value. + The computed fitness value for the given solution. """ if len(x) != self.n_var: raise ValueError(f"Input must have exactly {self.n_var} variables.") - - fitness = sum([xi**2 for xi in x]) - return round(fitness, 3) - def evaluate(self, x, out, *args, **kwargs): - """ - Evaluate function for compatibility with pymoo's optimizer. - - Parameters - ---------- - x : numpy.ndarray - Array of input variables. - out : dict - Dictionary to store the output fitness values. - """ - out["F"] = self.f(x) + fitness = sum(xi**2 for xi in x) + return round(fitness, 3) diff --git a/pycellga/problems/single_objective/continuous/styblinskitang.py b/pycellga/problems/single_objective/continuous/styblinskitang.py index 2cfc797..8a8a015 100644 --- a/pycellga/problems/single_objective/continuous/styblinskitang.py +++ b/pycellga/problems/single_objective/continuous/styblinskitang.py @@ -1,50 +1,77 @@ from problems.abstract_problem import AbstractProblem -from mpmath import power as pw +from common import GeneType class StyblinskiTang(AbstractProblem): """ Styblinski-Tang function implementation for optimization problems. - The Styblinski-Tang function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-5, 5], for all i = 1, 2, ..., n. + The Styblinski-Tang function is commonly used to test optimization algorithms. + It is defined over the range [-5, 5] for each variable and has a global minimum. + + Attributes + ---------- + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bounds for the variables (fixed to -5). + xu : float + Upper bounds for the variables (fixed to 5). + + Methods + ------- + f(x: list) -> float + Compute the Styblinski-Tang function value for a given solution. + + Notes + ----- + -5 ≤ xi ≤ 5 for i = 1,…,n + Global minimum at f(-2.903534, ..., -2.903534) ≈ -39.16599 * n_var """ - def __init__(self, design_variables=2): + def __init__(self, n_var: int = 2): """ - Initializes the Styblinski-Tang function with specified design variables and bounds. - + Initialize the Styblinski-Tang function with the specified number of variables. + Parameters ---------- - design_variables : int, optional - Number of variables for the function, by default 2. + n_var : int, optional + Number of variables (dimensions) in the problem, by default 2. """ - super().__init__(design_variables=design_variables, bounds=[(-5, 5)] * design_variables, objectives=["minimize"]) + gen_type = GeneType.REAL + xl = -5.0 + xu = 5.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: list) -> float: """ - Calculate the Styblinski-Tang function value for a given list of variables. + Compute the Styblinski-Tang function value for a given solution. Parameters ---------- - x : list - A list of float variables. + x : list or numpy.ndarray + Array of input variables. Returns ------- float - The Styblinski-Tang function value. + The computed fitness value for the given solution. """ if len(x) != self.n_var: raise ValueError(f"Input must have exactly {self.n_var} variables.") - - fitness = sum(pw(xi, 4) - 16 * pw(xi, 2) + 5 * xi for xi in x) - fitness /= self.n_var + + fitness = sum(xi**4 - 16 * xi**2 + 5 * xi for xi in x) / self.n_var return round(fitness, 3) def evaluate(self, x, out, *args, **kwargs): """ Evaluate function for compatibility with pymoo's optimizer. + This method wraps the `f` method and allows pymoo to handle batch evaluations + by storing the computed fitness values in the output dictionary. + Parameters ---------- x : numpy.ndarray diff --git a/pycellga/problems/single_objective/continuous/sumofdifferentpowers.py b/pycellga/problems/single_objective/continuous/sumofdifferentpowers.py index 633764c..90c7a4f 100644 --- a/pycellga/problems/single_objective/continuous/sumofdifferentpowers.py +++ b/pycellga/problems/single_objective/continuous/sumofdifferentpowers.py @@ -1,27 +1,29 @@ +from problems.abstract_problem import AbstractProblem +from common import GeneType import numpy as np from mpmath import power as pw -from problems.abstract_problem import AbstractProblem - class Sumofdifferentpowers(AbstractProblem): """ Sum of Different Powers function implementation for optimization problems. - The Sum of Different Powers function is often used for testing optimization algorithms. - It is usually evaluated within the bounds x_i ∈ [-1, 1] for each variable. + The Sum of Different Powers function is commonly used to test optimization algorithms. + It is defined over the range [-1, 1] for each variable, with a global minimum of 0 at the origin. Attributes ---------- n_var : int - The number of variables for the problem. - bounds : list of tuple - The bounds for each variable, typically [(-1, 1), (-1, 1), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (fixed to REAL). + xl : float + Lower bounds for the variables (fixed to -1). + xu : float + Upper bounds for the variables (fixed to 1). Methods ------- f(x: list) -> float - Calculates the Sum of Different Powers function value for a given list of variables. + Compute the Sum of Different Powers function value for a given solution. Notes ----- @@ -29,24 +31,34 @@ class Sumofdifferentpowers(AbstractProblem): Global minimum at f(0,...,0) = 0. """ - def __init__(self, design_variables=2): - bounds = [(-1, 1) for _ in range(design_variables)] - objectives = ["minimize"] - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + def __init__(self, n_var: int = 2): + """ + Initialize the Sum of Different Powers problem. + + Parameters + ---------- + n_var : int, optional + Number of variables (dimensions) in the problem, by default 2. + """ + gen_type = GeneType.REAL + xl = -1.0 + xu = 1.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: list) -> float: """ - Calculate the Sum of Different Powers function value for a given list of variables. + Compute the Sum of Different Powers function value for a given solution. Parameters ---------- - x : list - A list of float variables. + x : list or numpy.ndarray + Array of input variables. Returns ------- float - The Sum of Different Powers function value. + The computed fitness value for the given solution. """ if len(x) != self.n_var: raise ValueError(f"Input must have exactly {self.n_var} variables.") @@ -56,7 +68,7 @@ def f(self, x: list) -> float: def evaluate(self, x, out, *args, **kwargs): """ - Evaluate method for compatibility with pymoo's framework. + Evaluate function for compatibility with pymoo's optimizer. Parameters ---------- diff --git a/pycellga/problems/single_objective/continuous/threehumps.py b/pycellga/problems/single_objective/continuous/threehumps.py index ddc13bb..164826c 100644 --- a/pycellga/problems/single_objective/continuous/threehumps.py +++ b/pycellga/problems/single_objective/continuous/threehumps.py @@ -1,44 +1,56 @@ from mpmath import power as pw from problems.abstract_problem import AbstractProblem +from common import GeneType + class Threehumps(AbstractProblem): """ Three Hump Camel function implementation for optimization problems. - The Three Hump Camel function is widely used for testing optimization algorithms. - The function is usually evaluated on the hypercube x_i ∈ [-5, 5], for all i = 1, 2, ..., n. + The Three Hump Camel function is commonly used for testing optimization algorithms. + It is defined for two variables within the bounds [-5, 5]. Attributes ---------- - bounds : list of tuple - Bounds for each variable, set to [(-5, 5), (-5, 5)] for this function. - design_variables : int - Number of variables for this problem, which is 2. - objectives : int - Number of objectives, which is 1 for single-objective optimization. + n_var : int + Number of variables (dimensions) for the problem, fixed to 2. + gen_type : GeneType + Type of genes used in the problem (REAL). + xl : float + Lower bounds for the variables, fixed to -5. + xu : float + Upper bounds for the variables, fixed to 5. Methods ------- f(x: list) -> float - Calculates the Three Hump Camel function value for a given list of variables. + Compute the Three Hump Camel function value for a given solution. """ def __init__(self): - super().__init__(design_variables=2, bounds=[(-5, 5), (-5, 5)], objectives=["minimize"]) + """ + Initialize the Three Hump Camel problem. + """ + gen_type = GeneType.REAL + n_var = 2 + xl = -5.0 + xu = 5.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: list) -> float: """ - Calculate the Three Hump Camel function value for a given list of variables. + Compute the Three Hump Camel function value for a given solution. Parameters ---------- - x : list - A list of float variables. + x : list or numpy.ndarray + Array of input variables. Returns ------- float - The Three Hump Camel function value. + The computed fitness value for the given solution. """ if len(x) != self.n_var: raise ValueError(f"Input must have exactly {self.n_var} variables.") diff --git a/pycellga/problems/single_objective/continuous/zakharov.py b/pycellga/problems/single_objective/continuous/zakharov.py index d7dce70..f24d34f 100644 --- a/pycellga/problems/single_objective/continuous/zakharov.py +++ b/pycellga/problems/single_objective/continuous/zakharov.py @@ -1,37 +1,53 @@ -from problems.abstract_problem import AbstractProblem from mpmath import power as pw -from typing import List, Any +from typing import List +from problems.abstract_problem import AbstractProblem +from common import GeneType + class Zakharov(AbstractProblem): """ Zakharov function implementation for optimization problems. - The Zakharov function is commonly used to test optimization algorithms. - It evaluates inputs over the hypercube x_i ∈ [-5, 10]. + The Zakharov function is widely used for testing optimization algorithms. + It is evaluated on the hypercube x_i ∈ [-5, 10] for all variables. Attributes ---------- - design_variables : int - The number of variables for the problem. - bounds : list of tuple - The bounds for each variable, typically [(-5, 10), (-5, 10), ...]. - objectives : list - Objectives for the problem, set to ["minimize"] for single-objective optimization. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (REAL). + xl : float + Lower bounds for the variables, fixed to -5. + xu : float + Upper bounds for the variables, fixed to 10. Methods ------- f(x: list) -> float - Calculates the Zakharov function value for a given list of variables. + Compute the Zakharov function value for a given solution. + evaluate(x: list, out: dict, *args, **kwargs) -> None + Pymoo-compatible evaluation method for batch processing. """ - def __init__(self, design_variables=2): - bounds = [(-5, 10) for _ in range(design_variables)] - objectives = ["minimize"] - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + def __init__(self, n_var: int = 2): + """ + Initialize the Zakharov problem. + + Parameters + ---------- + n_var : int, optional + Number of variables (dimensions) for the problem, by default 2. + """ + gen_type = GeneType.REAL + xl = -5.0 + xu = 10.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: List[float]) -> float: """ - Calculate the Zakharov function value for a given list of variables. + Compute the Zakharov function value for a given solution. Parameters ---------- @@ -43,15 +59,18 @@ def f(self, x: List[float]) -> float: float The Zakharov function value. """ + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") + fitness1 = sum(pw(xi, 2) for xi in x) fitness2 = pw(sum(0.5 * (i + 1) * xi for i, xi in enumerate(x)), 2) fitness3 = pw(sum(0.5 * (i + 1) * xi for i, xi in enumerate(x)), 4) fitness = fitness1 + fitness2 + fitness3 return round(fitness, 3) - def evaluate(self, x: List[float], out: dict, *args: Any, **kwargs: Any) -> None: + def evaluate(self, x: List[float], out: dict, *args, **kwargs) -> None: """ - Evaluate function for compatibility with pymoo's optimizer. + Evaluate method for compatibility with pymoo's framework. Parameters ---------- diff --git a/pycellga/problems/single_objective/continuous/zettle.py b/pycellga/problems/single_objective/continuous/zettle.py index 5796380..450bb65 100644 --- a/pycellga/problems/single_objective/continuous/zettle.py +++ b/pycellga/problems/single_objective/continuous/zettle.py @@ -1,41 +1,53 @@ -from problems.abstract_problem import AbstractProblem from mpmath import power as pw +from typing import List +from problems.abstract_problem import AbstractProblem +from common import GeneType + class Zettle(AbstractProblem): """ Zettle function implementation for optimization problems. The Zettle function is widely used for testing optimization algorithms. - It is usually evaluated on the hypercube x_i ∈ [-5, 5] for all i = 1, 2, ..., n. + It is typically evaluated on the hypercube x_i ∈ [-5, 5]. Attributes ---------- - design_variables : int - The number of variables for the problem. - bounds : list of tuple - The bounds for each variable, typically [(-5, 5), (-5, 5), ...]. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + n_var : int + Number of variables (dimensions) in the problem. + gen_type : GeneType + Type of genes used in the problem (REAL). + xl : float + Lower bounds for the variables, fixed to -5. + xu : float + Upper bounds for the variables, fixed to 5. Methods ------- f(x: list) -> float - Calculates the Zettle function value for a given list of variables. - - Notes - ----- - -5 ≤ xi ≤ 5 for i = 1,…,n - Global minimum at f(-0.0299, 0) = -0.003791 + Compute the Zettle function value for a given solution. + evaluate(x: list, out: dict, *args, **kwargs) -> None + Pymoo-compatible evaluation method for batch processing. """ - def __init__(self, design_variables=2): - super().__init__(design_variables=design_variables, - bounds=[(-5, 5) for _ in range(design_variables)], - objectives=["minimize"]) + def __init__(self, n_var: int = 2): + """ + Initialize the Zettle problem. + + Parameters + ---------- + n_var : int, optional + Number of variables (dimensions) for the problem, by default 2. + """ + gen_type = GeneType.REAL + xl = -5.0 + xu = 5.0 + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def f(self, x: list) -> float: + def f(self, x: List[float]) -> float: """ - Calculate the Zettle function value for a given list of variables. + Compute the Zettle function value for a given solution. Parameters ---------- @@ -53,5 +65,18 @@ def f(self, x: list) -> float: fitness = 0.0 for i in range(len(x) - 1): fitness += pw((pw(x[i], 2) + pw(x[i + 1], 2)) - 2 * x[i], 2) + 0.25 * x[i] - - return round(fitness, 6) \ No newline at end of file + + return round(fitness, 6) + + def evaluate(self, x: List[float], out: dict, *args, **kwargs) -> None: + """ + Evaluate method for compatibility with pymoo's framework. + + Parameters + ---------- + x : numpy.ndarray + Array of input variables. + out : dict + Dictionary to store the output fitness values. + """ + out["F"] = self.f(x) diff --git a/pycellga/problems/single_objective/discrete/binary/count_sat.py b/pycellga/problems/single_objective/discrete/binary/count_sat.py index 39b4c0d..c498e17 100644 --- a/pycellga/problems/single_objective/discrete/binary/count_sat.py +++ b/pycellga/problems/single_objective/discrete/binary/count_sat.py @@ -1,4 +1,6 @@ from problems.abstract_problem import AbstractProblem +from common import GeneType +from typing import List class CountSat(AbstractProblem): """ @@ -8,25 +10,39 @@ class CountSat(AbstractProblem): Attributes ---------- - design_variables : int + n_var : int The number of variables (chromosome length) for the problem. - bounds : list of tuple - The bounds for each binary variable, typically [(0, 1), (0, 1), ...] for binary inputs. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + gen_type : GeneType + The type of genes used in the problem, set to BINARY. + xl : int + Lower bounds for binary variables, fixed to 0. + xu : int + Upper bounds for binary variables, fixed to 1. Methods ------- - f(x: list) -> float + f(x: List[int]) -> float Calculates the CountSat function value for a given list of binary variables. + evaluate(x: List[int], out: dict, *args, **kwargs) -> None + Pymoo-compatible evaluation method for batch processing. """ - def __init__(self, design_variables=20): - super().__init__(design_variables=design_variables, - bounds=[(0, 1) for _ in range(design_variables)], - objectives=["maximize"]) + def __init__(self, n_var: int = 20): + """ + Initialize the CountSat problem. + + Parameters + ---------- + n_var : int, optional + Number of binary variables (chromosome length) for the problem, by default 20. + """ + gen_type = GeneType.BINARY + xl = 0 # Lower bound for binary variables + xu = 1 # Upper bound for binary variables + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def f(self, x: list) -> float: + def f(self, x: List[int]) -> float: """ Calculate the CountSat function value for a given list of binary variables. @@ -47,16 +63,18 @@ def f(self, x: list) -> float: variables = len(x) # Calculate the fitness based on the CountSat formula - fitness = (total_ones + - (variables * (variables - 1) * (variables - 2)) - - ((variables - 2) * total_ones * (total_ones - 1)) + - (total_ones * (total_ones - 1) * (total_ones - 2))) + fitness = ( + total_ones + + (variables * (variables - 1) * (variables - 2)) + - ((variables - 2) * total_ones * (total_ones - 1)) + + (total_ones * (total_ones - 1) * (total_ones - 2)) + ) # Normalize the fitness value fitness_normalized = fitness / 6860 return round(fitness_normalized, 3) - def evaluate(self, x, out, *args, **kwargs): + def evaluate(self, x: List[int], out: dict, *args, **kwargs) -> None: """ Evaluate function for compatibility with pymoo's optimizer. diff --git a/pycellga/problems/single_objective/discrete/binary/ecc.py b/pycellga/problems/single_objective/discrete/binary/ecc.py index 86b2928..3d90cda 100644 --- a/pycellga/problems/single_objective/discrete/binary/ecc.py +++ b/pycellga/problems/single_objective/discrete/binary/ecc.py @@ -1,4 +1,6 @@ from problems.abstract_problem import AbstractProblem +from common import GeneType +from typing import List class Ecc(AbstractProblem): """ @@ -9,21 +11,41 @@ class Ecc(AbstractProblem): Attributes ---------- - design_variables : int + n_var : int Number of binary variables, typically 144. - bounds : list of tuple - Bounds for each variable, typically [(0, 1)] * 144 for binary inputs. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + gen_type : GeneType + The type of genes used in the problem, set to BINARY. + xl : int + Lower bounds for binary variables, fixed to 0. + xu : int + Upper bounds for binary variables, fixed to 1. + + Methods + ------- + f(x: List[int]) -> float + Calculates the ECC function value for a given list of binary variables. + evaluate(x: List[int], out: dict, *args, **kwargs) -> None + Pymoo-compatible evaluation method for batch processing. """ - def __init__(self, design_variables=144): - bounds = [(0, 1) for _ in range(design_variables)] # Binary bounds for each variable - super().__init__(design_variables=design_variables, bounds=bounds, objectives=[1]) + def __init__(self, n_var: int = 144): + """ + Initialize the ECC problem. + + Parameters + ---------- + n_var : int, optional + Number of binary variables for the problem, by default 144. + """ + gen_type = GeneType.BINARY + xl = 0 # Lower bound for binary variables + xu = 1 # Upper bound for binary variables + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def f(self, x: list) -> float: + def f(self, x: List[int]) -> float: """ - Calculate the ECC function value for a given list of variables. + Calculate the ECC function value for a given list of binary variables. Parameters ---------- @@ -35,19 +57,39 @@ def f(self, x: list) -> float: float The ECC function value, rounded to four decimal places. """ + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") + individual_length = 12 # Length of individual code segments - half_code = 12 # Number of code segments to compare + half_code = self.n_var // individual_length # Number of code segments partial_fitness = 0.0 # Accumulated partial fitness value for i in range(half_code): for j in range(i + 1, half_code): # Avoid double-counting pairs - hamming = sum(x[i * individual_length + k] != x[j * individual_length + k] for k in range(individual_length)) + hamming = sum( + x[i * individual_length + k] != x[j * individual_length + k] + for k in range(individual_length) + ) if 0 < hamming < individual_length: - partial_fitness += (1.0 / (hamming * hamming) + - 1.0 / ((individual_length - hamming) * - (individual_length - hamming))) + partial_fitness += ( + 1.0 / (hamming * hamming) + + 1.0 / ((individual_length - hamming) * (individual_length - hamming)) + ) # Calculate final fitness value fitness = 1.0 / (2 * partial_fitness) if partial_fitness != 0 else 0.0 return round(fitness, 4) + + def evaluate(self, x: List[int], out: dict, *args, **kwargs) -> None: + """ + Evaluate function for compatibility with pymoo's optimizer. + + Parameters + ---------- + x : numpy.ndarray + Array of input variables. + out : dict + Dictionary to store the output fitness values. + """ + out["F"] = self.f(x) diff --git a/pycellga/problems/single_objective/discrete/binary/fms.py b/pycellga/problems/single_objective/discrete/binary/fms.py index 04c0f0f..a34b222 100644 --- a/pycellga/problems/single_objective/discrete/binary/fms.py +++ b/pycellga/problems/single_objective/discrete/binary/fms.py @@ -1,5 +1,7 @@ from problems.abstract_problem import AbstractProblem from numpy import pi, sin, random +from common import GeneType +from typing import List class Fms(AbstractProblem): """ @@ -9,31 +11,41 @@ class Fms(AbstractProblem): Attributes ---------- - design_variables : int - The number of variables for the problem. - bounds : list of tuple - The bounds for each variable. - objectives : int - Number of objectives, set to 1 for single-objective optimization. + n_var : int + The number of binary variables for the problem, typically 192. + gen_type : GeneType + The type of genes used in the problem, set to BINARY. + xl : int + Lower bounds for binary variables, fixed to 0. + xu : int + Upper bounds for binary variables, fixed to 1. Methods ------- - f(x: list) -> float - Calculates the FMS function value for a given list of variables. - - Notes - ----- - Length of chromosomes = 192 - Maximum Fitness Value = 0.01 - Maximum Fitness Value Error = 10^-2 + f(x: List[int]) -> float + Calculates the FMS function value for a given list of binary variables. + evaluate(x: List[int], out: dict, *args, **kwargs) -> None + Pymoo-compatible evaluation method for batch processing. """ - def __init__(self, design_variables=192, bounds=[(0, 1)] * 192, objectives=1): - super().__init__(design_variables, bounds, objectives) + def __init__(self, n_var: int = 192): + """ + Initialize the FMS problem. + + Parameters + ---------- + n_var : int, optional + Number of binary variables for the problem, by default 192. + """ + gen_type = GeneType.BINARY + xl = 0 # Lower bound for binary variables + xu = 1 # Upper bound for binary variables + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - def f(self, x: list) -> float: + def f(self, x: List[int]) -> float: """ - Calculate the FMS function value for a given list of variables. + Calculate the FMS function value for a given list of binary variables. Parameters ---------- @@ -45,42 +57,37 @@ def f(self, x: list) -> float: float The FMS function value. """ + if len(x) != self.n_var: + raise ValueError(f"Input must have exactly {self.n_var} variables.") + theta = (2.0 * pi) / 100.0 random.seed(100) - # Initialize integer values for parameters - a1_int, w1_int, a2_int, w2_int, a3_int, w3_int = 0, 0, 0, 0, 0, 0 - - # Convert segments of x to integer parameters - for i in range(32): - a1_int = (a1_int << 1) | x[i] - w1_int = (w1_int << 1) | x[i + 32] - a2_int = (a2_int << 1) | x[i + 64] - w2_int = (w2_int << 1) | x[i + 96] - a3_int = (a3_int << 1) | x[i + 128] - w3_int = (w3_int << 1) | x[i + 160] - - # Map integer values to continuous values for each parameter - a1 = -6.4 + (12.75 * (a1_int / 4294967295.0)) - w1 = -6.4 + (12.75 * (w1_int / 4294967295.0)) - a2 = -6.4 + (12.75 * (a2_int / 4294967295.0)) - w2 = -6.4 + (12.75 * (w2_int / 4294967295.0)) - a3 = -6.4 + (12.75 * (a3_int / 4294967295.0)) - w3 = -6.4 + (12.75 * (w3_int / 4294967295.0)) - - # Generate target signal based on predefined parameters - target = [sin((5.0 * theta * i) - (1.5 * sin((4.8 * theta * i) + (2.0 * sin(4.9 * theta * i))))) - for i in range(101)] - - # Generate signal y based on the parameters derived from x - y = [a1 * sin((w1 * theta * j) - (a2 * sin((w2 * theta * j) + (a3 * sin(w3 * theta * j))))) - for j in range(101)] - - # Calculate fitness as the mean squared error between target and y + # Decode binary variables into continuous parameters + def decode_segment(segment): + value = 0 + for bit in segment: + value = (value << 1) | bit + return -6.4 + (12.75 * (value / 4294967295.0)) + + a1 = decode_segment(x[:32]) + w1 = decode_segment(x[32:64]) + a2 = decode_segment(x[64:96]) + w2 = decode_segment(x[96:128]) + a3 = decode_segment(x[128:160]) + w3 = decode_segment(x[160:192]) + + # Generate target signal + target = [sin((5.0 * theta * i) - (1.5 * sin((4.8 * theta * i) + (2.0 * sin(4.9 * theta * i))))) for i in range(101)] + + # Generate predicted signal + y = [a1 * sin((w1 * theta * j) - (a2 * sin((w2 * theta * j) + (a3 * sin(w3 * theta * j))))) for j in range(101)] + + # Compute mean squared error fitness = sum((target[k] - y[k]) ** 2 for k in range(101)) return round(fitness, 3) - def evaluate(self, x, out, *args, **kwargs): + def evaluate(self, x: List[int], out: dict, *args, **kwargs) -> None: """ Evaluate function for compatibility with pymoo's optimizer. diff --git a/pycellga/problems/single_objective/discrete/binary/maxcut100.py b/pycellga/problems/single_objective/discrete/binary/maxcut100.py index 849628c..9946fea 100644 --- a/pycellga/problems/single_objective/discrete/binary/maxcut100.py +++ b/pycellga/problems/single_objective/discrete/binary/maxcut100.py @@ -1,21 +1,17 @@ - from problems.abstract_problem import AbstractProblem +from common import GeneType + class Maxcut100(AbstractProblem): """ A class to represent the Maximum Cut (MAXCUT) problem for 100 nodes. - + Attributes ---------- problema : list of list of float A matrix representing the weights between nodes in the MAXCUT problem. - - Methods - ------- - f(x: list) -> float - Calculates the fitness value of a given chromosome for the Maxcut problem. """ - + def __init__(self): self.problema = [ @@ -221,19 +217,28 @@ def __init__(self): 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 1.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 10.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 10.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000], ] - def f(self, x: list) -> float: + + n_var = 100 + xl = 0 + xu = 1 + gen_type = GeneType.BINARY + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) + + def f(self, x): """ - Calculates the fitness value of a given chromosome for the Maxcut problem. + Fitness function for the Maxcut problem. + Calculates the cut value of the given binary solution vector `x`. Parameters ---------- - x : list - A list representing a chromosome. + x : list of int + Binary vector representing the solution. Returns ------- float - The fitness value of the chromosome. + The fitness value (cut value). """ fitness = 0.0 n = len(self.problema) @@ -244,3 +249,17 @@ def f(self, x: list) -> float: fitness += self.problema[i][j] return fitness + + def evaluate(self, x, out, *args, **kwargs): + """ + Evaluates the Maxcut problem for a given solution `x`. + + Parameters + ---------- + x : ndarray + Decision variable matrix (each row is a solution vector). + out : dict + Output dictionary where results will be stored. + """ + # Fitness değerlerini hesapla ve çıktıya ekle + out["F"] = [self.f(ind) for ind in x] diff --git a/pycellga/problems/single_objective/discrete/binary/maxcut20_01.py b/pycellga/problems/single_objective/discrete/binary/maxcut20_01.py index f01846a..b7ac31d 100644 --- a/pycellga/problems/single_objective/discrete/binary/maxcut20_01.py +++ b/pycellga/problems/single_objective/discrete/binary/maxcut20_01.py @@ -1,4 +1,6 @@ from problems.abstract_problem import AbstractProblem +from common import GeneType +from typing import List class Maxcut20_01(AbstractProblem): """ @@ -16,12 +18,20 @@ class Maxcut20_01(AbstractProblem): ------- f(x: list) -> float Calculates the MAXCUT function value for a given list of binary variables. + evaluate(x: list, out: dict) -> None + Pymoo-compatible evaluation method for batch processing. """ - def __init__(self, design_variables=20, bounds=None, objectives=1): - if bounds is None: - bounds = [(0, 1)] * design_variables # Binary bounds for each variable - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + def __init__(self): + """ + Initialize the MAXCUT problem with binary variables and adjacency matrix. + """ + n_var = 20 # Number of binary variables (nodes) + xl = 0 # Lower bound for binary variables + xu = 1 # Upper bound for binary variables + gen_type = GeneType.BINARY + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) # Define adjacency matrix (20x20 matrix of edge weights) self.problema = [ @@ -67,7 +77,7 @@ def __init__(self, design_variables=20, bounds=None, objectives=1): 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000] ] - def f(self, x: list) -> float: + def f(self, x: List[int]) -> float: """ Calculate the MAXCUT function value for a given list of binary variables. @@ -91,7 +101,7 @@ def f(self, x: list) -> float: return round(fitness, 6) - def evaluate(self, x, out, *args, **kwargs): + def evaluate(self, x: List[int], out: dict, *args, **kwargs) -> None: """ Evaluate function for compatibility with pymoo's optimizer. @@ -103,6 +113,3 @@ def evaluate(self, x, out, *args, **kwargs): Dictionary to store the output fitness values. """ out["F"] = self.f(x) - - - diff --git a/pycellga/problems/single_objective/discrete/binary/maxcut20_09.py b/pycellga/problems/single_objective/discrete/binary/maxcut20_09.py index 2a45c20..1d7b775 100644 --- a/pycellga/problems/single_objective/discrete/binary/maxcut20_09.py +++ b/pycellga/problems/single_objective/discrete/binary/maxcut20_09.py @@ -1,10 +1,13 @@ from problems.abstract_problem import AbstractProblem +from common import GeneType +from typing import List + class Maxcut20_09(AbstractProblem): """ Maximum Cut (MAXCUT) function for optimization on a 20-node graph. - This class is used to evaluate the cut value by summing weights of edges + This class evaluates the cut value by summing weights of edges between nodes in different partitions defined by binary variables. Attributes @@ -14,15 +17,23 @@ class Maxcut20_09(AbstractProblem): Methods ------- - f(x: list) -> float + f(x: List[int]) -> float Calculates the MAXCUT function value for a given list of binary variables. + evaluate(x: List[int], out: dict) -> None + Pymoo-compatible evaluation method for batch processing. """ - def __init__(self, design_variables=20, bounds=None, objectives=1): - if bounds is None: - bounds = [(0, 1) for _ in range(design_variables)] - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) - + def __init__(self): + """ + Initialize the MAXCUT problem with binary variables and adjacency matrix. + """ + n_var = 20 # Number of binary variables (nodes) + xl = 0 # Lower bound for binary variables + xu = 1 # Upper bound for binary variables + gen_type = GeneType.BINARY + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) + # Define adjacency matrix (20x20 matrix of edge weights) self.problema = [ [0.000000, 0.130622, 0.694577, 0.922028, 0.335786, 0.359902, 0.279580, 0.880418, 0.201529, 0.313702, @@ -67,13 +78,13 @@ def __init__(self, design_variables=20, bounds=None, objectives=1): 0.978178, 0.424806, 0.651577, 0.690291, 0.159191, 0.955731, 0.067050, 0.752926, 0.224879, 0.000000] ] - def f(self, x: list) -> float: + def f(self, x: List[int]) -> float: """ Calculate the MAXCUT function value for a given list of binary variables. - + Parameters ---------- - x : list + x : List[int] A list of binary variables representing node partitions. Returns @@ -91,10 +102,10 @@ def f(self, x: list) -> float: return round(fitness, 6) - def evaluate(self, x, out, *args, **kwargs): + def evaluate(self, x: List[int], out: dict, *args, **kwargs) -> None: """ Evaluate function for compatibility with pymoo's optimizer. - + Parameters ---------- x : numpy.ndarray diff --git a/pycellga/problems/single_objective/discrete/binary/mmdp.py b/pycellga/problems/single_objective/discrete/binary/mmdp.py index c2017c6..414f947 100644 --- a/pycellga/problems/single_objective/discrete/binary/mmdp.py +++ b/pycellga/problems/single_objective/discrete/binary/mmdp.py @@ -1,5 +1,7 @@ from problems.abstract_problem import AbstractProblem -from typing import List, Tuple +from typing import List +from common import GeneType + class Mmdp(AbstractProblem): """ @@ -11,37 +13,32 @@ class Mmdp(AbstractProblem): Attributes ---------- - design_variables : List[str] - Names of the design variables (in this case, binary chromosome genes). - bounds : List[Tuple[float, float]] - Bounds for each design variable (0 or 1). - objectives : List[str] - Objectives for optimization, e.g., "maximize" in this case. - constraints : List[str] - Any constraints for the optimization problem. + gen_type : GeneType + Type of genes used in the problem (binary in this case). + n_var : int + The number of design variables (240 for MMDP). + xl : float + The lower bound for the design variables (0 for binary genes). + xu : float + The upper bound for the design variables (1 for binary genes). Methods ------- f(x: list) -> float Evaluates the fitness of a given chromosome. - - Notes - ----- - # Length of chromosomes = 240 - # Maximum Fitness Value = 40 """ def __init__(self): """ - Initializes the MMDP problem with predefined design variables, bounds, - objectives, and constraints. + Initializes the MMDP problem with binary genes, 240 design variables, + and predefined bounds. """ - design_variables = ["gene" + str(i) for i in range(240)] - bounds = [(0, 1) for _ in range(240)] - objectives = ["maximize"] - constraints = [] + n_var = 240 + xl = 0 + xu = 1 + gen_type=GeneType.BINARY - super().__init__(design_variables, bounds, objectives, constraints) + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: List[int]) -> float: """ diff --git a/pycellga/problems/single_objective/discrete/binary/one_max.py b/pycellga/problems/single_objective/discrete/binary/one_max.py index 442e49b..961ae88 100644 --- a/pycellga/problems/single_objective/discrete/binary/one_max.py +++ b/pycellga/problems/single_objective/discrete/binary/one_max.py @@ -1,5 +1,7 @@ from problems.abstract_problem import AbstractProblem -from typing import List, Tuple +from typing import List +from common import GeneType + class OneMax(AbstractProblem): """ @@ -10,14 +12,14 @@ class OneMax(AbstractProblem): Attributes ---------- - design_variables : int - Number of design variables (chromosome length). - bounds : List[Tuple[float, float]] - Bounds for each design variable as (min, max). - objectives : List[str] - Objectives for optimization, e.g., "maximize". - constraints : List[str] - Any constraints for the optimization problem. + gen_type : GeneType + Type of genes used in the problem (binary in this case). + n_var : int + The number of design variables (default is 100). + xl : float + The lower bound for the design variables (0 for binary genes). + xu : float + The upper bound for the design variables (1 for binary genes). Methods ------- @@ -25,27 +27,21 @@ class OneMax(AbstractProblem): Evaluates the fitness of a given chromosome. """ - def __init__(self, - design_variables: int = 100, - bounds: List[Tuple[float, float]] = [(0, 1)] * 100, - objectives: List[str] = ["maximize"], - constraints: List[str] = []): + def __init__(self, n_var: int = 100): """ - Initialize the OneMax problem with default design variables, bounds, - objectives, and optional constraints. + Initialize the OneMax problem with a default number of variables (100) + and binary gene bounds. Parameters ---------- - design_variables : int, optional + n_var : int, optional Number of design variables (default is 100). - bounds : List[Tuple[float, float]], optional - Bounds for each design variable in (min, max) format (default is [(0, 1)] * 100). - objectives : List[str], optional - Objectives for optimization, e.g., "maximize" (default is ["maximize"]). - constraints : List[str], optional - Constraints for the problem (default is an empty list). """ - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives, constraints=constraints) + xl = 0 + xu = 1 + gen_type=GeneType.BINARY + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) def f(self, x: List[int]) -> float: """ diff --git a/pycellga/problems/single_objective/discrete/binary/peak.py b/pycellga/problems/single_objective/discrete/binary/peak.py index 41b55bf..b6347db 100644 --- a/pycellga/problems/single_objective/discrete/binary/peak.py +++ b/pycellga/problems/single_objective/discrete/binary/peak.py @@ -1,6 +1,8 @@ from problems.abstract_problem import AbstractProblem from numpy import random -from typing import List, Tuple +from typing import List +from common import GeneType + class Peak(AbstractProblem): """ @@ -11,36 +13,41 @@ class Peak(AbstractProblem): Attributes ---------- - design_variables : List[str] - Names of the design variables. - bounds : List[Tuple[float, float]] - Bounds for each design variable as (min, max). - objectives : List[str] - Objectives for optimization, e.g., "minimize" or "maximize". - constraints : List[str] - Any constraints for the optimization problem. + gen_type : GeneType + Type of genes used in the problem (binary in this case). + n_var : int + The number of design variables (chromosome length, default is 100). + xl : float + The lower bounds for the design variables (0 for binary genes). + xu : float + The upper bounds for the design variables (1 for binary genes). Methods ------- f(x: list) -> float Evaluates the fitness of a given chromosome. - - Notes - ----- - # Length of chromosomes = 100 - # Maximum Fitness Value = 1.0 """ - def __init__(self): + def __init__(self, n_var: int = 100): """ - Initializes the Peak problem with default values. + Initialize the Peak problem with a default number of variables (100) + and binary gene bounds. + + Parameters + ---------- + n_var : int, optional + Number of design variables (default is 100). """ - design_variables = ["x" + str(i) for i in range(100)] - bounds = [(0, 1) for _ in range(100)] # Each gene is binary (0 or 1) - objectives = ["maximize"] # Aim to maximize fitness value - constraints = [] # No additional constraints + xl = 0 + xu = 1 + gen_type=GeneType.BINARY + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) - super().__init__(design_variables, bounds, objectives, constraints) + # Seed the random number generator for reproducibility + random.seed(100) + self.p_target = [ + [random.randint(2) for _ in range(n_var)] for _ in range(100) + ] # 100 target peaks def f(self, x: List[int]) -> float: """ @@ -60,37 +67,14 @@ def f(self, x: List[int]) -> float: float The fitness value of the chromosome, normalized to a range of 0.0 to 1.0. """ - - # Seed the random number generator for reproducibility - random.seed(100) - problem_length = len(x) - number_of_peaks = 100 - - # Generate target peaks - p_target = [[random.randint(2) for _ in range(problem_length)] for _ in range(number_of_peaks)] + min_distance = float("inf") - # Calculate the distance to the nearest peak - min_distance = float('inf') - for peak in p_target: + for peak in self.p_target: distance = sum(1 for xi, pi in zip(x, peak) if xi != pi) if distance < min_distance: min_distance = distance # Normalize the fitness value - fitness = min_distance / problem_length - + fitness = 1 - (min_distance / problem_length) # 1 - normalized distance return round(fitness, 3) - - def evaluate(self, x, out, *args, **kwargs): - """ - Evaluate function for compatibility with pymoo's optimizer. - - Parameters - ---------- - x : numpy.ndarray - Array of input variables. - out : dict - Dictionary to store the output fitness values. - """ - out["F"] = self.f(x) diff --git a/pycellga/problems/single_objective/discrete/permutation/tsp.py b/pycellga/problems/single_objective/discrete/permutation/tsp.py index d79fabf..0f1884d 100644 --- a/pycellga/problems/single_objective/discrete/permutation/tsp.py +++ b/pycellga/problems/single_objective/discrete/permutation/tsp.py @@ -3,7 +3,9 @@ from math import sqrt from geopy.distance import geodesic import os -from typing import List, Tuple +from typing import List +from common import GeneType + class Tsp(AbstractProblem): """ @@ -13,33 +15,55 @@ class Tsp(AbstractProblem): Attributes ---------- - design_variables : list - Names of the design variables (nodes in this case). - bounds : list of tuples - Bounds for each design variable as (min, max). - objectives : list - Objectives for optimization, e.g., "minimize" or "maximize". - constraints : list - Constraints for the optimization problem. - - Notes - ----- - - Uses geographical distance function (GEO) for evaluating routes. - - Example problem: burma14.tsp, with a known minimum distance. + gen_type : GeneType + The type of genes used in the problem (permutation in this case). + n_var : int + The number of nodes in the TSP problem. + xl : int + The minimum value for each variable (1 in this case, node index starts at 1). + xu : int + The maximum value for each variable (number of nodes). """ - def __init__(self): + def __init__(self, n_var: int = 14): """ Initialize the TSP problem with default attributes. - Uses the 'burma14' TSP dataset as an example with 14 nodes. + Parameters + ---------- + n_var : int, optional + Number of nodes in the TSP problem (default is 14). + """ + xl = [1] + xu = [14] + gen_type=GeneType.PERMUTATION + + super().__init__(gen_type=gen_type, n_var=n_var, xl=xl, xu=xu) + + # Load TSP data file + file_path = os.path.join(os.path.dirname(__file__), "burma14.tsp.txt") + with open(file_path) as fl: + self.problem = tsplib95.read(fl) + self.node_coords = list(self.problem.node_coords.values()) + + # Precompute distances + self.distances = self._compute_distances() + + def _compute_distances(self): """ - design_variables = ["node" + str(i) for i in range(1, 15)] - bounds = [(1, 14) for _ in range(14)] # Nodes range from 1 to 14 - objectives = ["minimize"] - constraints = [] + Precomputes the geographical distances between all node pairs. - super().__init__(design_variables, bounds, objectives, constraints) + Returns + ------- + dict + A dictionary with distances between all node pairs. + """ + distances = {} + for i, coord_a in enumerate(self.node_coords): + distances[i + 1] = {} + for j, coord_b in enumerate(self.node_coords): + distances[i + 1][j + 1] = self.geographical_dist(coord_a, coord_b) + return distances def f(self, x: List[int]) -> float: """ @@ -55,55 +79,14 @@ def f(self, x: List[int]) -> float: float The total distance of the route, rounded to one decimal place. """ - # Load TSP data file - file_path = os.path.join(os.path.dirname(__file__), 'burma14.tsp.txt') - with open(file_path) as fl: - problem = tsplib95.read(fl) - - nodes = list(problem.node_coords.values()) - - # Compute distances between all pairs of nodes - temp = [] - for i in nodes: - temp_row = [] - for j in nodes: - temp_row.append(self.gographical_dist(i, j)) - temp.append(temp_row) - - # Dictionary of distances between nodes - node_name = list(range(1, 15)) - Dist = {row_name: {col_name: temp[i][j] for j, col_name in enumerate(node_name)} - for i, row_name in enumerate(node_name)} - - # Calculate total route distance fitness = 0.0 for i in range(len(x)): start_node = x[i] end_node = x[(i + 1) % len(x)] - fitness += Dist[start_node][end_node] - + fitness += self.distances[start_node][end_node] return round(fitness, 1) - def euclidean_dist(self, a: List[float], b: List[float]) -> float: - """ - Computes the Euclidean distance between two nodes. - - Parameters - ---------- - a : list - Coordinates of the first node. - b : list - Coordinates of the second node. - - Returns - ------- - float - The Euclidean distance between the two nodes, rounded to one decimal place. - """ - dist = sqrt((a[0] - b[0]) ** 2 + (a[1] - b[1]) ** 2) - return round(dist, 1) - - def gographical_dist(self, a: List[float], b: List[float]) -> float: + def geographical_dist(self, a: List[float], b: List[float]) -> float: """ Computes the geographical distance between two nodes using the geodesic distance. diff --git a/pycellga/tests/test_ackley.py b/pycellga/tests/test_ackley.py index d7c3f44..8f1f937 100644 --- a/pycellga/tests/test_ackley.py +++ b/pycellga/tests/test_ackley.py @@ -21,22 +21,22 @@ def test_ackley(): If any of the computed values do not match the expected values. """ # Initialize the Ackley problem instance with appropriate dimensions - theproblem = Ackley(dimension=4) # Set dimension to match the length of test inputs + theproblem = Ackley(n_var=4) # Set number of variables to match the length of test inputs # Test cases with expected results assert np.isclose(theproblem.f([15, 2.5, -25.502, -30.120]), 21.493, atol=1e-3), \ - "Ackley function value at [15, 2.5, -25.502, -30.120] does not match expected result." + "Ackley function value at [15, 2.5, -25.502, -30.120] does not match the expected result." assert np.isclose(theproblem.f([-13.75, -1.2, 4.20, 2.3]), 16.998, atol=1e-3), \ - "Ackley function value at [-13.75, -1.2, 4.20, 2.3] does not match expected result." + "Ackley function value at [-13.75, -1.2, 4.20, 2.3] does not match the expected result." # Initialize another instance of Ackley with dimension 2 for the next test case - theproblem_2d = Ackley(dimension=2) + theproblem_2d = Ackley(n_var=2) assert np.isclose(theproblem_2d.f([-15.2, -30.1]), 20.8, atol=1e-1), \ - "Ackley function value at [-15.2, -30.1] does not match expected result." + "Ackley function value at [-15.2, -30.1] does not match the expected result." assert np.isclose(theproblem_2d.f([0, 0]), 0.0, atol=1e-6), \ - "Ackley function value at [0, 0] does not match expected result." + "Ackley function value at [0, 0] does not match the expected result." if __name__ == "__main__": test_ackley() diff --git a/pycellga/tests/test_arithmetic_crossover.py b/pycellga/tests/test_arithmetic_crossover.py index d51d4a5..e40e712 100644 --- a/pycellga/tests/test_arithmetic_crossover.py +++ b/pycellga/tests/test_arithmetic_crossover.py @@ -1,6 +1,8 @@ import pytest import random -from individual import Individual, GeneType + +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from recombination.arithmetic_crossover import ArithmeticCrossover @@ -8,12 +10,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Set example values for required arguments - design_variables = 5 # Number of design variables - bounds = [(0.0, 10.0)] * design_variables # Bounds for each variable - objectives = 1 # Number of objectives - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -59,7 +63,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_arithmetic_crossover(setup_parents, setup_problem): """ diff --git a/pycellga/tests/test_bentcigar_function.py b/pycellga/tests/test_bentcigar_function.py index d9b8924..2c60274 100644 --- a/pycellga/tests/test_bentcigar_function.py +++ b/pycellga/tests/test_bentcigar_function.py @@ -11,8 +11,8 @@ def setup_bentcigar(): Bentcigar An instance of the Bentcigar problem. """ - dimension = 10 - return Bentcigar(dimension=dimension) + n_var = 10 + return Bentcigar(n_var=n_var) def test_bentcigar_function(setup_bentcigar): """ @@ -38,8 +38,9 @@ def test_bentcigar_function(setup_bentcigar): for variables, expected_fitness in test_cases: fitness_value = setup_bentcigar.f(variables) print(f"Variables: {variables[:5]}... (truncated) => Fitness: {fitness_value}") - assert isinstance(fitness_value, float) - assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), f"Expected {expected_fitness}, got {fitness_value}" + assert isinstance(fitness_value, float), "Fitness value should be of type float." + assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), \ + f"Expected {expected_fitness}, but got {fitness_value}" if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_bit_flip_mutation.py b/pycellga/tests/test_bit_flip_mutation.py index 2c1f4db..154bf63 100644 --- a/pycellga/tests/test_bit_flip_mutation.py +++ b/pycellga/tests/test_bit_flip_mutation.py @@ -2,7 +2,9 @@ import pytest from mutation.bit_flip_mutation import BitFlipMutation from problems.single_objective.discrete.binary.one_max import OneMax -from individual import Individual, GeneType +from individual import Individual +from common import GeneType + def test_bit_flip_mutation(): """ diff --git a/pycellga/tests/test_blxalpha_crossover.py b/pycellga/tests/test_blxalpha_crossover.py index d49fabb..3738f1d 100644 --- a/pycellga/tests/test_blxalpha_crossover.py +++ b/pycellga/tests/test_blxalpha_crossover.py @@ -1,6 +1,7 @@ import pytest import random -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from recombination.blxalpha_crossover import BlxalphaCrossover @@ -8,12 +9,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Set example values for required arguments - design_variables = 5 # Number of design variables - bounds = [(0.0, 10.0)] * design_variables # Bounds for each variable - objectives = 1 # Number of objectives - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -59,7 +62,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_blxalpha_crossover(setup_parents, setup_problem): """ diff --git a/pycellga/tests/test_bohachevsky.py b/pycellga/tests/test_bohachevsky.py index f29d32a..a28df83 100644 --- a/pycellga/tests/test_bohachevsky.py +++ b/pycellga/tests/test_bohachevsky.py @@ -11,8 +11,8 @@ def setup_bohachevsky(): Bohachevsky An instance of the Bohachevsky problem. """ - dimension = 4 - return Bohachevsky(dimension=dimension) + n_var = 4 # Number of variables + return Bohachevsky(n_var=n_var) def test_bohachevsky(setup_bohachevsky): """ @@ -26,15 +26,18 @@ def test_bohachevsky(setup_bohachevsky): setup_bohachevsky : fixture The fixture providing the Bohachevsky problem instance. """ - # Test cases with expected results - assert pytest.approx(setup_bohachevsky.f([2.305, -4.025, 3.805, -1.505]), rel=1e-3) == 103.584, \ - "Bohachevsky function value at [2.305, -4.025, 3.805, -1.505] does not match expected result." - - assert pytest.approx(setup_bohachevsky.f([-4.995, -2.230, -3.706, 2.305]), rel=1e-3) == 95.582, \ - "Bohachevsky function value at [-4.995, -2.230, -3.706, 2.305] does not match expected result." - - assert pytest.approx(setup_bohachevsky.f([0, 0, 0, 0]), rel=1e-3) == 0.0, \ - "Bohachevsky function value at [0, 0, 0, 0] does not match expected result." + # Define test cases with expected results + test_cases = [ + ([2.305, -4.025, 3.805, -1.505], 103.584), # Test case 1 + ([-4.995, -2.230, -3.706, 2.305], 95.582), # Test case 2 + ([0, 0, 0, 0], 0.0) # Global minimum + ] + + for variables, expected_fitness in test_cases: + fitness_value = setup_bohachevsky.f(variables) + print(f"Variables: {variables} => Fitness: {fitness_value}") + assert pytest.approx(fitness_value, rel=1e-3) == expected_fitness, \ + f"Bohachevsky function value at {variables} does not match expected result. Expected {expected_fitness}, got {fitness_value}" if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_byte_mutation.py b/pycellga/tests/test_byte_mutation.py index 7c3026a..ac44e02 100644 --- a/pycellga/tests/test_byte_mutation.py +++ b/pycellga/tests/test_byte_mutation.py @@ -1,6 +1,7 @@ import pytest import numpy as np -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from mutation.byte_mutation import ByteMutation @@ -9,12 +10,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Set example values for required arguments - design_variables = 5 # Number of design variables - bounds = [(0.0, 10.0)] * design_variables # Bounds for each variable - objectives = 1 # Number of objectives - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -57,7 +60,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_byte_mutation(setup_individual, setup_problem): """ diff --git a/pycellga/tests/test_byte_mutation_random.py b/pycellga/tests/test_byte_mutation_random.py index 0011428..ddf3af9 100644 --- a/pycellga/tests/test_byte_mutation_random.py +++ b/pycellga/tests/test_byte_mutation_random.py @@ -1,6 +1,7 @@ import pytest import numpy as np -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from mutation.byte_mutation_random import ByteMutationRandom @@ -8,12 +9,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Set example values for required arguments - design_variables = 5 # Number of design variables - bounds = [(0.0, 10.0)] * design_variables # Bounds for each variable - objectives = 1 # Number of objectives - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -56,7 +59,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_byte_mutation_random(setup_individual, setup_problem): """ diff --git a/pycellga/tests/test_byte_one_point_crossover.py b/pycellga/tests/test_byte_one_point_crossover.py index a6dc7a2..b73fc81 100644 --- a/pycellga/tests/test_byte_one_point_crossover.py +++ b/pycellga/tests/test_byte_one_point_crossover.py @@ -1,6 +1,7 @@ import pytest import numpy as np -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from recombination.byte_one_point_crossover import ByteOnePointCrossover @@ -9,12 +10,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Set example values for required arguments - design_variables = 5 # Number of design variables - bounds = [(0.0, 10.0)] * design_variables # Bounds for each variable - objectives = 1 # Number of objectives - super().__init__(design_variables=design_variables, bounds=bounds, objectives=objectives) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -60,7 +63,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_byte_one_point_crossover(setup_parents, setup_problem): """ diff --git a/pycellga/tests/test_byte_uniform_crossover.py b/pycellga/tests/test_byte_uniform_crossover.py index 3195764..64bfff7 100644 --- a/pycellga/tests/test_byte_uniform_crossover.py +++ b/pycellga/tests/test_byte_uniform_crossover.py @@ -1,6 +1,7 @@ import pytest import numpy.random as randomgenerator -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from recombination.byte_uniform_crossover import ByteUniformCrossover @@ -8,9 +9,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Set bounds as a list of tuples for each design variable - super().__init__(design_variables=5, bounds=[(0, 10)] * 5, objectives=1) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -56,7 +62,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_byte_uniform_crossover(setup_parents, setup_problem): """ diff --git a/pycellga/tests/test_chichinadze_function.py b/pycellga/tests/test_chichinadze_function.py index ff5a51b..6c88143 100644 --- a/pycellga/tests/test_chichinadze_function.py +++ b/pycellga/tests/test_chichinadze_function.py @@ -9,25 +9,10 @@ def setup_chichinadze(): Returns ------- Chichinadze - An instance of the Chichinadze problem with specified design variables and bounds. + An instance of the Chichinadze problem. """ return Chichinadze() -def test_chichinadze_attributes(setup_chichinadze): - """ - Test the attributes of the Chichinadze problem to ensure they match expected values. - - Parameters - ---------- - setup_chichinadze : fixture - The fixture providing the Chichinadze problem instance. - """ - problem = setup_chichinadze - assert problem.design_variables == ["x", "y"], "Design variables do not match expected values." - assert problem.bounds == [(-30, 30), (-30, 30)], "Bounds do not match expected values." - assert problem.objectives == ["minimize"], "Objectives do not match expected values." - assert problem.constraints == [], "Constraints should be empty." - def test_chichinadze_function(setup_chichinadze): """ Test the Chichinadze function implementation. @@ -51,8 +36,10 @@ def test_chichinadze_function(setup_chichinadze): for variables, expected_fitness in test_cases: fitness_value = setup_chichinadze.f(variables) - assert isinstance(fitness_value, float) - assert fitness_value == pytest.approx(expected_fitness, rel=1e-4), f"Expected {expected_fitness}, got {fitness_value}" + print(f"Variables: {variables} => Fitness: {fitness_value}") + assert isinstance(fitness_value, float), "Fitness value should be a float." + assert fitness_value == pytest.approx(expected_fitness, rel=1e-4), \ + f"Expected {expected_fitness}, got {fitness_value}" if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_dropwave_function.py b/pycellga/tests/test_dropwave_function.py index 2f97cba..1326198 100644 --- a/pycellga/tests/test_dropwave_function.py +++ b/pycellga/tests/test_dropwave_function.py @@ -36,13 +36,14 @@ def test_dropwave_function(setup_dropwave): for variables, expected_fitness in test_cases: # Ensure the input length matches the number of variables - assert len(variables) == setup_dropwave.num_variables, \ - f"Input length does not match the expected number of variables ({setup_dropwave.num_variables})." + assert len(variables) == setup_dropwave.n_var, \ + f"Input length does not match the expected number of variables ({setup_dropwave.n_var})." fitness_value = setup_dropwave.f(variables) print(f"Variables: {variables} => Fitness: {fitness_value}") - assert isinstance(fitness_value, float) - assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), f"Expected {expected_fitness}, got {fitness_value}" + assert isinstance(fitness_value, float), "Fitness value should be of type float." + assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), \ + f"Expected {expected_fitness}, got {fitness_value}" if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_flat_crossover.py b/pycellga/tests/test_flat_crossover.py index 592276c..292a2ba 100644 --- a/pycellga/tests/test_flat_crossover.py +++ b/pycellga/tests/test_flat_crossover.py @@ -1,6 +1,7 @@ import pytest import random -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from recombination.flat_crossover import FlatCrossover @@ -8,9 +9,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Define design variables, bounds, and objectives according to the test requirements - super().__init__(design_variables=5, bounds=[(0, 10)] * 5, objectives=1) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -56,7 +62,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_flat_crossover(setup_parents, setup_problem): """ diff --git a/pycellga/tests/test_float_uniform_mutation.py b/pycellga/tests/test_float_uniform_mutation.py index 1107be9..b496f1b 100644 --- a/pycellga/tests/test_float_uniform_mutation.py +++ b/pycellga/tests/test_float_uniform_mutation.py @@ -1,6 +1,7 @@ import pytest import random -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from mutation.float_uniform_mutation import FloatUniformMutation @@ -8,9 +9,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Define design variables, bounds, and objectives according to the test requirements - super().__init__(design_variables=5, bounds=[(0, 10)] * 5, objectives=1) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -53,7 +59,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_float_uniform_mutation(setup_individual, setup_problem): """ diff --git a/pycellga/tests/test_fms.py b/pycellga/tests/test_fms.py index 756fc47..06d5093 100644 --- a/pycellga/tests/test_fms.py +++ b/pycellga/tests/test_fms.py @@ -1,5 +1,5 @@ import pytest -from problems.single_objective.continuous.fms import Fms +from problems.single_objective.continuous.fms import Fms import numpy as np @pytest.fixture @@ -20,35 +20,33 @@ def test_fms(fms_instance): """ Test the Fms function implementation. - This test checks the calculation of the Fms function value for a given list of float variables. - It uses a predefined input and compares the output to ensure it's in the correct format. + This test checks the calculation of the Fms function value for given lists of float variables. + It uses multiple predefined inputs to validate the function's output. Parameters ---------- fms_instance : Fms An instance of the Fms class. - Notes - ----- - The test generates a sample input chromosome of length 6 within the valid bounds and checks: - - If the function output is a float. - - If the fitness value is non-negative, as it represents a sum of squares of differences. - Assertions ---------- - The fitness value should be a float. - The fitness value should be non-negative. """ - # Define a sample input chromosome within bounds [-6.4, 6.35] for each variable - sample_chromosome = np.random.uniform(-6.4, 6.35, size=6) - - # Calculate the FMS function value for the sample input - fitness_value = fms_instance.f(sample_chromosome) - - # Assertions to check correctness - assert isinstance(fitness_value, float), "Fitness value should be a float." - assert fitness_value >= 0, "Fitness value should be non-negative." - print(f"Sample chromosome: {sample_chromosome}, Fitness: {fitness_value}") + # Define sample input chromosomes and their expected properties + test_cases = [ + np.array([1.0, 2.0, -1.5, 0.5, 2.5, -0.75]), # Valid input within bounds + np.array([0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), # All zeros + np.array([-6.4, 6.35, -6.4, 6.35, -6.4, 6.35]), # Boundary values + np.random.uniform(-6.4, 6.35, size=6) # Random input within bounds + ] + + for sample_chromosome in test_cases: + fitness_value = fms_instance.f(sample_chromosome) + # Assertions + assert isinstance(fitness_value, float), "Fitness value should be a float." + assert fitness_value >= 0, "Fitness value should be non-negative." + print(f"Sample chromosome: {sample_chromosome}, Fitness: {fitness_value}") if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_griewank_function.py b/pycellga/tests/test_griewank_function.py index a0e1c5c..1684bfe 100644 --- a/pycellga/tests/test_griewank_function.py +++ b/pycellga/tests/test_griewank_function.py @@ -11,7 +11,7 @@ def setup_griewank(): Griewank An instance of the Griewank problem. """ - return Griewank(dimensions=2) + return Griewank(n_var=2) # Initialize with 2 dimensions def test_griewank_function(setup_griewank): """ diff --git a/pycellga/tests/test_holzman_function.py b/pycellga/tests/test_holzman_function.py index c0b3a70..6c698ee 100644 --- a/pycellga/tests/test_holzman_function.py +++ b/pycellga/tests/test_holzman_function.py @@ -11,7 +11,7 @@ def setup_holzman(): Holzman An instance of the Holzman problem with 2 design variables. """ - return Holzman(design_variables=2) + return Holzman(n_var=2) def test_holzman_function(setup_holzman): """ @@ -37,8 +37,9 @@ def test_holzman_function(setup_holzman): for variables, expected_fitness in test_cases: fitness_value = setup_holzman.f(variables) print(f"Variables: {variables} => Fitness: {fitness_value}") - assert isinstance(fitness_value, float) - assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), f"Expected {expected_fitness}, got {fitness_value}" + assert isinstance(fitness_value, float), "Fitness value should be a float." + assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), \ + f"Expected {expected_fitness}, got {fitness_value}" if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_individual.py b/pycellga/tests/test_individual.py index f59ad40..58142ae 100644 --- a/pycellga/tests/test_individual.py +++ b/pycellga/tests/test_individual.py @@ -1,7 +1,8 @@ import pytest from numpy import random import random as rd -from individual import Individual, GeneType +from individual import Individual +from common import GeneType @pytest.fixture diff --git a/pycellga/tests/test_insertion_mutation.py b/pycellga/tests/test_insertion_mutation.py index 91683e2..8e8c194 100644 --- a/pycellga/tests/test_insertion_mutation.py +++ b/pycellga/tests/test_insertion_mutation.py @@ -1,6 +1,7 @@ from mutation.insertion_mutation import InsertionMutation from problems.single_objective.discrete.permutation.tsp import Tsp -from individual import Individual, GeneType +from individual import Individual +from common import GeneType import random def test_insertion_mutation(): diff --git a/pycellga/tests/test_levy_function.py b/pycellga/tests/test_levy_function.py index e2121df..34740a7 100644 --- a/pycellga/tests/test_levy_function.py +++ b/pycellga/tests/test_levy_function.py @@ -11,7 +11,7 @@ def setup_levy(): Levy An instance of the Levy problem with the default dimensions. """ - return Levy(dimension=2) + return Levy(n_var=2) def test_levy_function(setup_levy): """ diff --git a/pycellga/tests/test_linear_crossover.py b/pycellga/tests/test_linear_crossover.py index 867d0a1..904fea1 100644 --- a/pycellga/tests/test_linear_crossover.py +++ b/pycellga/tests/test_linear_crossover.py @@ -1,6 +1,7 @@ import pytest import random from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from recombination.linear_crossover import LinearCrossover @@ -8,9 +9,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - # Initialize with necessary parameters - super().__init__(design_variables=5, bounds=[(0, 10)] * 5, objectives=1) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -56,7 +62,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_linear_crossover(setup_parents, setup_problem): """ diff --git a/pycellga/tests/test_matyas_function.py b/pycellga/tests/test_matyas_function.py index 8e3f75a..fe15fad 100644 --- a/pycellga/tests/test_matyas_function.py +++ b/pycellga/tests/test_matyas_function.py @@ -38,19 +38,22 @@ def test_matyas_function(setup_matyas): AssertionError If the actual fitness value does not match the expected fitness value. """ + # Define test cases with expected outputs test_cases = [ ([0.0, 0.0], 0.0), ([1.0, 1.0], 0.04), ([-1.0, -1.0], 0.04), ([5.0, -5.0], 25.0), - ([10.0, 10.0], 4.0) + ([10.0, 10.0], 4.0) ] + # Loop through each test case and validate the fitness value for variables, expected_fitness in test_cases: fitness_value = setup_matyas.f(variables) print(f"Variables: {variables} => Fitness: {fitness_value}, Expected: {expected_fitness}") - assert isinstance(fitness_value, float) - assert fitness_value == pytest.approx(expected_fitness, rel=1e-2), f"Expected {expected_fitness}, got {fitness_value}" + assert isinstance(fitness_value, float), "Fitness value should be a float." + assert fitness_value == pytest.approx(expected_fitness, rel=1e-2), \ + f"Expected {expected_fitness}, got {fitness_value}" if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_one_point_crossover.py b/pycellga/tests/test_one_point_crossover.py index 8b7e5f1..69c2320 100644 --- a/pycellga/tests/test_one_point_crossover.py +++ b/pycellga/tests/test_one_point_crossover.py @@ -1,5 +1,6 @@ from recombination.one_point_crossover import OnePointCrossover -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.single_objective.discrete.binary.one_max import OneMax def test_one_point_crossover(): diff --git a/pycellga/tests/test_optimizer_alpha_cga.py b/pycellga/tests/test_optimizer_alpha_cga.py index 2a00171..b0ea0ec 100644 --- a/pycellga/tests/test_optimizer_alpha_cga.py +++ b/pycellga/tests/test_optimizer_alpha_cga.py @@ -3,38 +3,26 @@ from typing import List from optimizer import alpha_cga -from individual import GeneType +from common import GeneType from recombination import ByteOnePointCrossover, OnePointCrossover, PMXCrossover from mutation import ByteMutationRandom, BitFlipMutation, SwapMutation from selection import TournamentSelection +from problems import AbstractProblem -class RealProblem: - """ - Example problem class to be minimized. - This class implements a simple sum of squares function with a global minimum value of 0, - achieved when all elements of the chromosome are equal to 0. - """ +class RealProblem(AbstractProblem): - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) def f(self, x): - """ - Compute the objective function value. - - This method implements the sum of squares function. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of real values. - - Returns - ------- - float - The computed value of the function given the input x. - """ + return sum(mp.power(xi, 2) for xi in x) def test_optimizer_alpha_cga_real(): @@ -44,112 +32,69 @@ def test_optimizer_alpha_cga_real(): n_rows=5, n_gen=50, ch_size=5, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=RealProblem(), + problem=RealProblem(n_var=5), selection=TournamentSelection, recombination=ByteOnePointCrossover, - mutation=ByteMutationRandom, - mins=[-32.768] * 5, - maxs=[32.768] * 5 + mutation=ByteMutationRandom ) assert result.fitness_value == 0.0, "The alpha_cga did not find the global minimum." assert result.chromosome == [0.0] * 5, "The chromosome does not match the global minimum." -class BinaryProblem: - """ - Example problem class to be maximized for binary chromosomes. +class BinaryProblem(AbstractProblem): - This class implements the OneMax problem where the goal is to maximize the number of 1s in a binary string. - """ - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x): - """ - Compute the objective function value. - - This method counts the number of 1s in the binary chromosome. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of binary values (0s and 1s). - - Returns - ------- - int - The computed value, which is the count of 1s in the chromosome. - """ + return -sum(x) def test_optimizer_alpha_cga_binary(): - """Test alpha_cga on a binary OneMax problem.""" + result = alpha_cga( n_cols=5, n_rows=5, n_gen=50, ch_size=10, - gen_type=GeneType.BINARY, p_crossover=0.9, p_mutation=0.2, - problem=BinaryProblem(), + problem=BinaryProblem(n_var=10), selection=TournamentSelection, recombination=OnePointCrossover, mutation=BitFlipMutation, - mins=[0] * 10, - maxs=[1] * 10 ) assert result.fitness_value == -10, "The alpha_cga did not maximize the number of 1s." assert result.chromosome == [1] * 10, "The chromosome does not match the optimal binary sequence." +class PermutationProblem(AbstractProblem): + + def __init__(self, n_var, target: List[int]): - -class PermutationProblem: - """ - Example problem class to be minimized using a permutation-based approach. - - This class implements a simple objective function that measures the sum of absolute differences - between the chromosome and a target permutation. - """ - - def __init__(self, target: List[int]): - """ - Initialize the PermutationProblem with a target permutation. - - Parameters - ---------- - target : list of int - The target permutation that the algorithm aims to find. - """ + super().__init__( + gen_type=GeneType.PERMUTATION, + n_var=n_var, + xl=1, + xu=10 + ) self.target = target def f(self, x: List[int]) -> float: - """ - Compute the objective function value. - - This method implements the sum of absolute differences function. - - Parameters - ---------- - x : list - The input chromosome represented as a list of integers (permutation). - - Returns - ------- - float - The computed value of the function given the input x. - """ + return sum(abs(xi - ti) for xi, ti in zip(x, self.target)) def test_optimizer_alpha_cga_permutation(self): - """ - Test alpha_cga on a permutation-based problem where the target is the identity permutation. - """ + target_permutation = [i for i in range(10)] problem = PermutationProblem(target=target_permutation) @@ -158,15 +103,12 @@ def test_optimizer_alpha_cga_permutation(self): n_rows=5, n_gen=50, ch_size=10, - gen_type=GeneType.PERMUTATION, p_crossover=0.9, p_mutation=0.2, problem=problem.f(target_permutation), selection=TournamentSelection, recombination=PMXCrossover, - mutation=SwapMutation, - mins=[0] * 10, - maxs=[9] * 10 + mutation=SwapMutation ) # Assert that the alpha_cga finds the global minimum @@ -176,25 +118,5 @@ def test_optimizer_alpha_cga_permutation(self): assert result.chromosome == target_permutation, "The chromosome does not match the target permutation." -def test_optimizer_alpha_cga_no_variation(): - """Test alpha_cga with no crossover or mutation.""" - result = alpha_cga( - n_cols=5, - n_rows=5, - n_gen=50, - ch_size=5, - gen_type=GeneType.REAL, - p_crossover=0.0, - p_mutation=0.0, - problem=RealProblem(), - selection=TournamentSelection, - recombination=ByteOnePointCrossover, - mutation=ByteMutationRandom, - mins=[-32.768] * 5, - maxs=[32.768] * 5 - ) - assert result.fitness_value != 0.0, "With no crossover or mutation, the solution should not reach the global minimum." - - if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_optimizer_ccga.py b/pycellga/tests/test_optimizer_ccga.py index 6c37ed2..e1cf342 100644 --- a/pycellga/tests/test_optimizer_ccga.py +++ b/pycellga/tests/test_optimizer_ccga.py @@ -1,52 +1,36 @@ import pytest -from typing import List from optimizer import ccga -from individual import GeneType from selection import TournamentSelection -from individual import GeneType +from common import GeneType +from problems import AbstractProblem -class BinaryProblem: - """ - Example problem class to be maximized for binary chromosomes. +class BinaryProblem(AbstractProblem): - This class implements the OneMax problem where the goal is to maximize the number of 1s in a binary string. - """ - - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x): - """ - Compute the objective function value. - - This method counts the number of 1s in the binary chromosome. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of binary values (0s and 1s). - - Returns - ------- - int - The computed value, which is the count of 1s in the chromosome. - """ + return sum(x) def test_optimizer_ccga_binary(): - """Test ccga on a binary OneMax problem.""" + result = ccga( n_cols=5, n_rows=5, n_gen=200, ch_size=5, - gen_type=GeneType.BINARY, - problem=BinaryProblem(), - selection=TournamentSelection, - mins=[0] * 5, - maxs=[1] * 5 + problem=BinaryProblem(n_var=5), + selection=TournamentSelection ) + assert result.fitness_value == 5, "The ccga did not maximize the number of 1s." assert result.chromosome == [1] * 5, "The chromosome does not match the optimal binary sequence." diff --git a/pycellga/tests/test_optimizer_cga.py b/pycellga/tests/test_optimizer_cga.py index 4e58239..8b1090b 100644 --- a/pycellga/tests/test_optimizer_cga.py +++ b/pycellga/tests/test_optimizer_cga.py @@ -3,152 +3,98 @@ from typing import List from optimizer import cga -from individual import GeneType +from common import GeneType from recombination import OnePointCrossover, ByteOnePointCrossover, PMXCrossover from mutation import BitFlipMutation, ByteMutationRandom, SwapMutation from selection import TournamentSelection +from problems import AbstractProblem -class RealProblem: - """ - Example problem class to be minimized. - - This class implements a simple sum of squares function with a global minimum value of 0, - achieved when all elements of the chromosome are equal to 0. - """ +class RealProblem(AbstractProblem): - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) def f(self, x): - """ - Compute the objective function value. - - This method implements the sum of squares function. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of real values. - - Returns - ------- - float - The computed value of the function given the input x. - """ + return sum(mp.power(xi, 2) for xi in x) def test_optimizer_cga_real(): - """Test CGA on a real-valued sum of squares problem.""" + result = cga( n_cols=5, n_rows=5, n_gen=100, ch_size=5, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=RealProblem(), + problem=RealProblem(n_var=5), selection=TournamentSelection, recombination=ByteOnePointCrossover, - mutation=ByteMutationRandom, - mins=[-32.768] * 5, - maxs=[32.768] * 5 + mutation=ByteMutationRandom ) assert result.fitness_value == 0.0, "The CGA did not find the global minimum." assert result.chromosome == [0.0] * 5, "The chromosome does not match the global minimum." -class BinaryProblem: - """ - Example problem class to be maximized for binary chromosomes. - This class implements the OneMax problem where the goal is to maximize the number of 1s in a binary string. - """ +class BinaryProblem(AbstractProblem): - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x): - """ - Compute the objective function value. - - This method counts the number of 1s in the binary chromosome. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of binary values (0s and 1s). - - Returns - ------- - int - The computed value, which is the count of 1s in the chromosome. - """ + return -sum(x) def test_optimizer_cga_binary(): - """Test CGA on a binary OneMax problem.""" + result = cga( n_cols=5, n_rows=5, n_gen=50, ch_size=10, - gen_type=GeneType.BINARY, p_crossover=0.9, p_mutation=0.2, - problem=BinaryProblem(), + problem=BinaryProblem(n_var=10), selection=TournamentSelection, recombination=OnePointCrossover, - mutation=BitFlipMutation, - mins=[0] * 10, - maxs=[1] * 10 + mutation=BitFlipMutation ) assert result.fitness_value == -10, "The CGA did not maximize the number of 1s." assert result.chromosome == [1] * 10, "The chromosome does not match the optimal binary sequence." -class PermutationProblem: - """ - Example problem class to be minimized using a permutation-based approach. - - This class implements a simple objective function that measures the sum of absolute differences - between the chromosome and a target permutation. - """ +class PermutationProblem(AbstractProblem): - def __init__(self, target: List[int]): - """ - Initialize the PermutationProblem with a target permutation. - - Parameters - ---------- - target : list of int - The target permutation that the algorithm aims to find. - """ + def __init__(self, n_var, target: List[int]): + + super().__init__( + gen_type=GeneType.PERMUTATION, + n_var=n_var, + xl=1, + xu=10 + ) self.target = target - - def f(self, x: List[int]) -> float: - """ - Compute the objective function value. - This method implements the sum of absolute differences function. - - Parameters - ---------- - x : list - The input chromosome represented as a list of integers (permutation). - - Returns - ------- - float - The computed value of the function given the input x. - """ + def f(self, x: List[int]) -> float: + return sum(abs(xi - ti) for xi, ti in zip(x, self.target)) def test_optimizer_cga_permutation(self): - """ - Test CGA on a permutation-based problem where the target is the identity permutation. - """ + target_permutation = [i for i in range(10)] problem = PermutationProblem(target=target_permutation) @@ -157,15 +103,12 @@ def test_optimizer_cga_permutation(self): n_rows=5, n_gen=50, ch_size=10, - gen_type=GeneType.PERMUTATION, p_crossover=0.9, p_mutation=0.2, problem=problem.f(target_permutation), selection=TournamentSelection, recombination=PMXCrossover, - mutation=SwapMutation, - mins=[0] * 10, - maxs=[9] * 10 + mutation=SwapMutation ) # Assert that the CGA finds the global minimum @@ -174,26 +117,5 @@ def test_optimizer_cga_permutation(self): assert result.fitness_value == 0.0, "The CGA did not find the global minimum." assert result.chromosome == target_permutation, "The chromosome does not match the target permutation." - -def test_optimizer_cga_no_variation(): - """Test CGA with no crossover or mutation.""" - result = cga( - n_cols=5, - n_rows=5, - n_gen=50, - ch_size=5, - gen_type=GeneType.REAL, - p_crossover=0.0, - p_mutation=0.0, - problem=RealProblem(), - selection=TournamentSelection, - recombination=ByteOnePointCrossover, - mutation=ByteMutationRandom, - mins=[-32.768] * 5, - maxs=[32.768] * 5 - ) - assert result.fitness_value != 0.0, "With no crossover or mutation, the solution should not reach the global minimum." - - if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_optimizer_mccga.py b/pycellga/tests/test_optimizer_mccga.py index a1361a4..ef6cb19 100644 --- a/pycellga/tests/test_optimizer_mccga.py +++ b/pycellga/tests/test_optimizer_mccga.py @@ -1,52 +1,35 @@ import pytest import mpmath as mp -from typing import List from optimizer import mcccga -from individual import GeneType +from common import GeneType from selection import TournamentSelection +from problems import AbstractProblem -class RealProblem: - """ - Example problem class to be minimized. - - This class implements a simple sum of squares function with a global minimum value of 0, - achieved when all elements of the chromosome are equal to 0. - """ +class RealProblem(AbstractProblem): - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-3.768, + xu=3.768 + ) def f(self, x): - """ - Compute the objective function value. - - This method implements the sum of squares function. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of real values. - - Returns - ------- - float - The computed value of the function given the input x. - """ + return sum(mp.power(xi, 2) for xi in x) -def test_optimizer_mcccga_binary(): - """Test mcccga on a binary OneMax problem.""" +def test_optimizer_mccga_binary(): + result = mcccga( n_cols=5, n_rows=5, n_gen=500, ch_size=5, - gen_type=GeneType.REAL, - problem=RealProblem(), - selection=TournamentSelection, - mins=[-3.768] * 5, - maxs=[3.768] * 5 + problem=RealProblem(n_var=5), + selection=TournamentSelection ) assert result.fitness_value == 0.0, "The mcccga did not find the global minimum." assert result.chromosome == [0.0] * 5, "The chromosome does not match the global minimum." diff --git a/pycellga/tests/test_optimizer_sync_cga.py b/pycellga/tests/test_optimizer_sync_cga.py index 5611185..83f19c1 100644 --- a/pycellga/tests/test_optimizer_sync_cga.py +++ b/pycellga/tests/test_optimizer_sync_cga.py @@ -1,154 +1,98 @@ import pytest from optimizer import sync_cga -from individual import GeneType +from common import GeneType from recombination import ByteOnePointCrossover, OnePointCrossover, PMXCrossover from mutation import ByteMutationRandom, BitFlipMutation, SwapMutation from selection import TournamentSelection +from problems import AbstractProblem + import mpmath as mp from typing import List -class RealProblem: - """ - Example problem class to be minimized. - - This class implements a simple sum of squares function with a global minimum value of 0, - achieved when all elements of the chromosome are equal to 0. - """ +class RealProblem(AbstractProblem): - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.REAL, + n_var=n_var, + xl=-100, + xu=100 + ) def f(self, x): - """ - Compute the objective function value. - - This method implements the sum of squares function. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of real values. - - Returns - ------- - float - The computed value of the function given the input x. - """ + return sum(mp.power(xi, 2) for xi in x) def test_optimizer_sync_cga_real(): - """Test sync_cga on a real-valued sum of squares problem.""" + result = sync_cga( n_cols=5, n_rows=5, n_gen=50, ch_size=5, - gen_type=GeneType.REAL, p_crossover=0.9, p_mutation=0.2, - problem=RealProblem(), + problem=RealProblem(n_var=5), selection=TournamentSelection, recombination=ByteOnePointCrossover, - mutation=ByteMutationRandom, - mins=[-32.768] * 5, - maxs=[32.768] * 5 + mutation=ByteMutationRandom ) assert result.fitness_value == 0.0, "The sync_cga did not find the global minimum." assert result.chromosome == [0.0] * 5, "The chromosome does not match the global minimum." -class BinaryProblem: - """ - Example problem class to be maximized for binary chromosomes. - - This class implements the OneMax problem where the goal is to maximize the number of 1s in a binary string. - """ +class BinaryProblem(AbstractProblem): - def __init__(self): - pass + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x): - """ - Compute the objective function value. - - This method counts the number of 1s in the binary chromosome. - - Parameters - ---------- - x : list or numpy.ndarray - The input chromosome represented as a list or array of binary values (0s and 1s). - - Returns - ------- - int - The computed value, which is the count of 1s in the chromosome. - """ return -sum(x) def test_optimizer_sync_cga_binary(): - """Test sync_cga on a binary OneMax problem.""" + result = sync_cga( n_cols=5, n_rows=5, n_gen=50, ch_size=10, - gen_type=GeneType.BINARY, p_crossover=0.9, p_mutation=0.2, - problem=BinaryProblem(), + problem=BinaryProblem(n_var=10), selection=TournamentSelection, recombination=OnePointCrossover, - mutation=BitFlipMutation, - mins=[0] * 10, - maxs=[1] * 10 + mutation=BitFlipMutation ) assert result.fitness_value == -10, "The sync_cga did not maximize the number of 1s." assert result.chromosome == [1] * 10, "The chromosome does not match the optimal binary sequence." +class PermutationProblem(AbstractProblem): -class PermutationProblem: - """ - Example problem class to be minimized using a permutation-based approach. + def __init__(self, n_var, target: List[int]): - This class implements a simple objective function that measures the sum of absolute differences - between the chromosome and a target permutation. - """ - - def __init__(self, target: List[int]): - """ - Initialize the PermutationProblem with a target permutation. - - Parameters - ---------- - target : list of int - The target permutation that the algorithm aims to find. - """ + super().__init__( + gen_type=GeneType.PERMUTATION, + n_var=n_var, + xl=1, + xu=10 + ) self.target = target def f(self, x: List[int]) -> float: - """ - Compute the objective function value. - - This method implements the sum of absolute differences function. - - Parameters - ---------- - x : list - The input chromosome represented as a list of integers (permutation). - - Returns - ------- - float - The computed value of the function given the input x. - """ + return sum(abs(xi - ti) for xi, ti in zip(x, self.target)) def test_optimizer_sync_cga_permutation(self): - """ - Test sync_cga on a permutation-based problem where the target is the identity permutation. - """ + target_permutation = [i for i in range(10)] problem = PermutationProblem(target=target_permutation) @@ -157,15 +101,12 @@ def test_optimizer_sync_cga_permutation(self): n_rows=5, n_gen=50, ch_size=10, - gen_type=GeneType.PERMUTATION, p_crossover=0.9, p_mutation=0.2, problem=problem.f(target_permutation), selection=TournamentSelection, recombination=PMXCrossover, - mutation=SwapMutation, - mins=[0] * 10, - maxs=[9] * 10 + mutation=SwapMutation ) # Assert that the sync_cga finds the global minimum @@ -174,25 +115,5 @@ def test_optimizer_sync_cga_permutation(self): assert result.fitness_value == 0.0, "The sync_cga did not find the global minimum." assert result.chromosome == target_permutation, "The chromosome does not match the target permutation." - -def test_optimizer_sync_cga_no_variation(): - """Test sync_cga with no crossover or mutation.""" - result = sync_cga( - n_cols=5, - n_rows=5, - n_gen=50, - ch_size=5, - gen_type=GeneType.REAL, - p_crossover=0.0, - p_mutation=0.0, - problem=RealProblem(), - selection=TournamentSelection, - recombination=ByteOnePointCrossover, - mutation=ByteMutationRandom, - mins=[-32.768] * 5, - maxs=[32.768] * 5 - ) - assert result.fitness_value != 0.0, "With no crossover or mutation, the solution should not reach the global minimum." - if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_pmx_crossover.py b/pycellga/tests/test_pmx_crossover.py index c35636b..570be68 100644 --- a/pycellga/tests/test_pmx_crossover.py +++ b/pycellga/tests/test_pmx_crossover.py @@ -1,6 +1,7 @@ from problems.single_objective.discrete.permutation.tsp import Tsp from recombination.pmx_crossover import PMXCrossover -from individual import Individual, GeneType +from individual import Individual +from common import GeneType import random def test_pmx_crossover(): diff --git a/pycellga/tests/test_population.py b/pycellga/tests/test_population.py index 66e150f..8cdbca5 100644 --- a/pycellga/tests/test_population.py +++ b/pycellga/tests/test_population.py @@ -1,5 +1,5 @@ import pytest -from individual import Individual, GeneType +from common import GeneType from grid import Grid from neighborhoods.linear_9 import Linear9 from byte_operators import bits_to_floats @@ -17,8 +17,14 @@ class MockProblem(AbstractProblem): f(chromosome : List[float]) -> float Returns the sum of the chromosome as the fitness value. """ - def __init__(self): - super().__init__(design_variables=10, bounds=[(0, 1)] * 10, objectives=1) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, chromosome: List[float]) -> float: return sum(chromosome) @@ -34,7 +40,8 @@ def setup_population(): Population A population instance with a mock problem. """ - mock_problem = MockProblem() + mock_problem = MockProblem(n_var=10) + return Population( method_name=OptimizationMethod.CGA, ch_size=10, diff --git a/pycellga/tests/test_pow_function.py b/pycellga/tests/test_pow_function.py index 27ac0d1..b833882 100644 --- a/pycellga/tests/test_pow_function.py +++ b/pycellga/tests/test_pow_function.py @@ -5,8 +5,13 @@ def setup_pow(): """ Fixture to provide an instance of the Pow problem. + + Returns + ------- + Pow + An instance of the Pow optimization problem. """ - return Pow() + return Pow(n_var=5) def test_pow_function(setup_pow): """ @@ -17,10 +22,17 @@ def test_pow_function(setup_pow): Parameters ---------- - setup_pow : fixture - The fixture providing the Pow problem instance. + setup_pow : Pow + An instance of the Pow function problem for testing. + + Test Cases + ---------- + - [5.0, 7.0, 9.0, 3.0, 2.0]: Expected result is 0.0, representing the global minimum. + - [0.0, 0.0, 0.0, 0.0, 0.0]: All variables set to zero, expected result is 168.0. + - [10.0, 10.0, 10.0, 10.0, 10.0]: All variables set to upper bounds, expected result is 148.0. + - [-5.0, -5.0, -5.0, -5.0, -5.0]: All variables set to lower bounds, expected result is 553.0. + - [6.0, 8.0, 10.0, 4.0, 3.0]: Near the global minimum, expected result is 5.0. """ - # Define sample input variables and their expected Pow function values test_cases = [ ([5.0, 7.0, 9.0, 3.0, 2.0], 0.0), # Global minimum ([0.0, 0.0, 0.0, 0.0, 0.0], 168.0), # All zeros @@ -32,7 +44,7 @@ def test_pow_function(setup_pow): for variables, expected_fitness in test_cases: fitness_value = setup_pow.f(variables) print(f"Variables: {variables} => Fitness: {fitness_value}, Expected: {expected_fitness}") - assert isinstance(fitness_value, float) + assert isinstance(fitness_value, float), "Fitness value should be a float." assert fitness_value == pytest.approx(expected_fitness, rel=1e-2), f"Expected {expected_fitness}, got {fitness_value}" if __name__ == "__main__": diff --git a/pycellga/tests/test_powell_function.py b/pycellga/tests/test_powell_function.py index 45f8398..b40c3f7 100644 --- a/pycellga/tests/test_powell_function.py +++ b/pycellga/tests/test_powell_function.py @@ -4,32 +4,47 @@ @pytest.fixture def setup_powell(): """ - Fixture to provide an instance of the Powell problem. + Fixture to provide an instance of the Powell problem with a default number of variables. + + Returns + ------- + Powell + An instance of the Powell optimization problem. """ - return Powell(design_variables=8) + return Powell(n_var=8) # Default number of variables def test_powell_function(setup_powell): """ Test the Powell function implementation. - Bu test, verilen değişken listeleri için Powell fonksiyonunun doğruluğunu kontrol eder. - Belirli girişler ve beklenen çıktılarla çalışır. + This test verifies the accuracy of the Powell function by evaluating it at predefined + input points and comparing the results to the expected fitness values. Parameters ---------- - setup_powell : fixture - Powell problem örneğini sağlayan fixture. + setup_powell : Powell + The fixture providing an instance of the Powell problem. + + Test Cases + ---------- + - [0.0, 0.0, 0.0, 0.0]: Expected result is 0.0. + - [1.0, 2.0, 3.0, 4.0]: Expected result is 1512.0. + - [1.0, 2.0, 3.0, 4.0, 1.0, 2.0, 3.0, 4.0]: Expected result is 3024.0. + - [5.0, -4.0, 0.0, 0.0, 2.0, -3.0, 4.0, -5.0]: Expected result is 47571.0. """ test_cases = [ - ([0.0, 0.0, 0.0, 0.0], 0.0), - ([1.0, 2.0, 3.0, 4.0], 1512.0), - ([1.0, 2.0, 3.0, 4.0, 1.0, 2.0, 3.0, 4.0], 3024.0), - ([5.0, -4.0, 0.0, 0.0, 2.0, -3.0, 4.0, -5.0], 47571.0) + ([0.0, 0.0, 0.0, 0.0], 0.0), + ([1.0, 2.0, 3.0, 4.0], 1512.0), + ([1.0, 2.0, 3.0, 4.0, 1.0, 2.0, 3.0, 4.0], 3024.0), + ([5.0, -4.0, 0.0, 0.0, 2.0, -3.0, 4.0, -5.0], 47571.0), ] for variables, expected_fitness in test_cases: - setup_powell.design_variables = len(variables) fitness_value = setup_powell.f(variables) print(f"Variables: {variables} => Fitness: {fitness_value}, Expected: {expected_fitness}") - assert isinstance(fitness_value, float) - assert fitness_value == pytest.approx(expected_fitness, rel=1e-1), f"Expected {expected_fitness}, got {fitness_value}" + assert isinstance(fitness_value, float), "Fitness value should be a float." + assert fitness_value == pytest.approx(expected_fitness, rel=1e-1), \ + f"Expected {expected_fitness}, got {fitness_value}" + +if __name__ == "__main__": + pytest.main() diff --git a/pycellga/tests/test_rastrigin.py b/pycellga/tests/test_rastrigin.py index 71eea4e..94ca744 100644 --- a/pycellga/tests/test_rastrigin.py +++ b/pycellga/tests/test_rastrigin.py @@ -5,8 +5,13 @@ def setup_rastrigin(): """ Fixture to provide an instance of the Rastrigin problem. + + Returns + ------- + Rastrigin + An instance of the Rastrigin problem with 4 design variables. """ - return Rastrigin(design_variables=4) + return Rastrigin(n_var=4) def test_rastrigin(setup_rastrigin): """ @@ -30,8 +35,9 @@ def test_rastrigin(setup_rastrigin): for variables, expected_fitness in test_cases: fitness_value = setup_rastrigin.f(variables) print(f"Variables: {variables} => Fitness: {fitness_value}, Expected: {expected_fitness}") - assert isinstance(fitness_value, float) - assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), f"Expected {expected_fitness}, got {fitness_value}" + assert isinstance(fitness_value, float), "Fitness value should be a float." + assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), \ + f"Expected {expected_fitness}, got {fitness_value}" if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_rosenbrock.py b/pycellga/tests/test_rosenbrock.py index 4729776..7644c7e 100644 --- a/pycellga/tests/test_rosenbrock.py +++ b/pycellga/tests/test_rosenbrock.py @@ -6,7 +6,7 @@ def setup_rosenbrock(): """ Fixture to provide an instance of the Rosenbrock problem. """ - return Rosenbrock(design_variables=4) + return Rosenbrock(n_var=4) # Ensure compatibility with the new AbstractProblem structure def test_rosenbrock(setup_rosenbrock): """ @@ -20,30 +20,24 @@ def test_rosenbrock(setup_rosenbrock): setup_rosenbrock : fixture The fixture providing the Rosenbrock problem instance. - Notes - ----- - The Rosenbrock function, also known as Rosenbrock's valley or banana function, - is a common test problem for optimization algorithms. The global minimum is at (1, ..., 1), where the function value is 0. - Assertions ---------- - The function should return the correct values for predefined inputs. - The function should return 0 for an input list of all ones. """ - theproblem = setup_rosenbrock - - # Test cases with known values + # Define test cases with known values test_cases = [ ([2.305, -4.025, 3.805, -1.505], 49665.553), ([-4.995, -2.230, -3.706, 2.305], 94539.427), - ([1, 1, 1, 1], 0.0) # Global minimum + ([1.0, 1.0, 1.0, 1.0], 0.0) # Global minimum ] for variables, expected_fitness in test_cases: - fitness_value = theproblem.f(variables) + fitness_value = setup_rosenbrock.f(variables) print(f"Variables: {variables} => Fitness: {fitness_value}, Expected: {expected_fitness}") assert isinstance(fitness_value, float) - assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), f"Expected {expected_fitness}, got {fitness_value}" + assert fitness_value == pytest.approx(expected_fitness, rel=1e-3), \ + f"Expected {expected_fitness}, got {fitness_value}" if __name__ == "__main__": pytest.main() diff --git a/pycellga/tests/test_rothellipsoid_function.py b/pycellga/tests/test_rothellipsoid_function.py index b57990a..8992609 100644 --- a/pycellga/tests/test_rothellipsoid_function.py +++ b/pycellga/tests/test_rothellipsoid_function.py @@ -6,7 +6,7 @@ def setup_rothellipsoid(): """ Fixture to provide an instance of the Rotated Hyper-Ellipsoid problem. """ - return Rothellipsoid(design_variables=3) + return Rothellipsoid(n_var=3) def test_rothellipsoid_function(setup_rothellipsoid): """ diff --git a/pycellga/tests/test_roulette_wheel_selection.py b/pycellga/tests/test_roulette_wheel_selection.py index 75f9524..db82740 100644 --- a/pycellga/tests/test_roulette_wheel_selection.py +++ b/pycellga/tests/test_roulette_wheel_selection.py @@ -1,7 +1,7 @@ from problems.single_objective.discrete.binary.one_max import OneMax from selection.roulette_wheel_selection import RouletteWheelSelection from population import Population, OptimizationMethod -from individual import GeneType +from common import GeneType def test_roulette_wheel_selection(): """ diff --git a/pycellga/tests/test_schaffer2_function.py b/pycellga/tests/test_schaffer2_function.py index f98cb03..baf9901 100644 --- a/pycellga/tests/test_schaffer2_function.py +++ b/pycellga/tests/test_schaffer2_function.py @@ -6,7 +6,7 @@ def setup_schaffer2(): """ Fixture to provide an instance of the Schaffer2 problem. """ - return Schaffer2(design_variables=2) + return Schaffer2(n_var=2) def test_schaffer2_function(setup_schaffer2): """ diff --git a/pycellga/tests/test_schaffer_function.py b/pycellga/tests/test_schaffer_function.py index 93f1402..f70f001 100644 --- a/pycellga/tests/test_schaffer_function.py +++ b/pycellga/tests/test_schaffer_function.py @@ -6,7 +6,7 @@ def setup_schaffer(): """ Fixture to provide an instance of the Schaffer problem with the default number of design variables. """ - return Schaffer(design_variables=2) + return Schaffer(n_var=2) def test_schaffer_function(setup_schaffer): """ diff --git a/pycellga/tests/test_schwefel.py b/pycellga/tests/test_schwefel.py index 67399c4..7c210fa 100644 --- a/pycellga/tests/test_schwefel.py +++ b/pycellga/tests/test_schwefel.py @@ -6,7 +6,7 @@ def setup_schwefel(): """ Fixture to provide an instance of the Schwefel problem. """ - return Schwefel(design_variables=4) + return Schwefel(n_var=4) def test_schwefel(setup_schwefel): """ diff --git a/pycellga/tests/test_shuffle_mutation.py b/pycellga/tests/test_shuffle_mutation.py index 14a297a..9244530 100644 --- a/pycellga/tests/test_shuffle_mutation.py +++ b/pycellga/tests/test_shuffle_mutation.py @@ -1,6 +1,7 @@ from mutation.shuffle_mutation import ShuffleMutation from problems.single_objective.discrete.permutation.tsp import Tsp -from individual import Individual, GeneType +from individual import Individual +from common import GeneType import random def test_shuffle_mutation(): diff --git a/pycellga/tests/test_sphere.py b/pycellga/tests/test_sphere.py index 21c2cda..7fd8365 100644 --- a/pycellga/tests/test_sphere.py +++ b/pycellga/tests/test_sphere.py @@ -6,7 +6,7 @@ def setup_sphere(): """ Fixture to provide an instance of the Sphere problem. """ - return Sphere(design_variables=10) + return Sphere(n_var=10) def test_sphere(setup_sphere): """ diff --git a/pycellga/tests/test_styblinskitang_function.py b/pycellga/tests/test_styblinskitang_function.py index a904a41..4700921 100644 --- a/pycellga/tests/test_styblinskitang_function.py +++ b/pycellga/tests/test_styblinskitang_function.py @@ -6,7 +6,7 @@ def setup_styblinski_tang(): """ Fixture to provide an instance of the StyblinskiTang problem. """ - return StyblinskiTang(design_variables=2) + return StyblinskiTang(n_var=2) def test_styblinskitang_function(setup_styblinski_tang): """ diff --git a/pycellga/tests/test_sumofdifferentpowers_function.py b/pycellga/tests/test_sumofdifferentpowers_function.py index 9fccd61..d7a35cc 100644 --- a/pycellga/tests/test_sumofdifferentpowers_function.py +++ b/pycellga/tests/test_sumofdifferentpowers_function.py @@ -7,7 +7,7 @@ def setup_sumofdifferentpowers(): Fixture to create an instance of the Sumofdifferentpowers problem. """ # Instantiate with a specific number of design variables if needed - return Sumofdifferentpowers(design_variables=3) + return Sumofdifferentpowers(n_var=3) def test_sumofdifferentpowers_function(setup_sumofdifferentpowers): """ diff --git a/pycellga/tests/test_swap_mutation.py b/pycellga/tests/test_swap_mutation.py index 32402f8..f1a9fae 100644 --- a/pycellga/tests/test_swap_mutation.py +++ b/pycellga/tests/test_swap_mutation.py @@ -1,6 +1,7 @@ from mutation.swap_mutation import SwapMutation from problems.single_objective.discrete.permutation.tsp import Tsp -from individual import Individual, GeneType +from individual import Individual +from common import GeneType import random def test_swap_mutation(): diff --git a/pycellga/tests/test_tournament_selection.py b/pycellga/tests/test_tournament_selection.py index 8be62e2..889867c 100644 --- a/pycellga/tests/test_tournament_selection.py +++ b/pycellga/tests/test_tournament_selection.py @@ -1,7 +1,7 @@ from problems.single_objective.discrete.binary.one_max import OneMax from selection.tournament_selection import TournamentSelection from population import Population, OptimizationMethod -from individual import GeneType +from common import GeneType def test_tournament_selection(): """ diff --git a/pycellga/tests/test_two_opt_mutation.py b/pycellga/tests/test_two_opt_mutation.py index 59fa0a5..e89ed75 100644 --- a/pycellga/tests/test_two_opt_mutation.py +++ b/pycellga/tests/test_two_opt_mutation.py @@ -1,6 +1,7 @@ from mutation.two_opt_mutation import TwoOptMutation from problems.single_objective.discrete.permutation.tsp import Tsp -from individual import Individual, GeneType +from individual import Individual +from common import GeneType import random def test_two_opt_mutation(): diff --git a/pycellga/tests/test_two_point_crossover.py b/pycellga/tests/test_two_point_crossover.py index 09e343c..5b1d88d 100644 --- a/pycellga/tests/test_two_point_crossover.py +++ b/pycellga/tests/test_two_point_crossover.py @@ -1,7 +1,8 @@ import numpy as np from problems.single_objective.discrete.binary.one_max import OneMax from recombination.two_point_crossover import TwoPointCrossover -from individual import Individual, GeneType +from individual import Individual +from common import GeneType def test_two_point_crossover(): """ diff --git a/pycellga/tests/test_unfair_average_crossover.py b/pycellga/tests/test_unfair_average_crossover.py index 9ddfd7d..9e65500 100644 --- a/pycellga/tests/test_unfair_average_crossover.py +++ b/pycellga/tests/test_unfair_average_crossover.py @@ -1,6 +1,7 @@ import pytest import random -from individual import Individual, GeneType +from individual import Individual +from common import GeneType from problems.abstract_problem import AbstractProblem from recombination.unfair_avarage_crossover import UnfairAvarageCrossover @@ -8,8 +9,14 @@ class MockProblem(AbstractProblem): """ A mock problem class for testing purposes. """ - def __init__(self): - super().__init__(design_variables=5, bounds=[(0, 10)] * 5, objectives=1) + def __init__(self, n_var): + + super().__init__( + gen_type=GeneType.BINARY, + n_var=n_var, + xl=0, + xu=1 + ) def f(self, x: list) -> float: """ @@ -55,7 +62,7 @@ def setup_problem(): MockProblem An instance of the mock problem. """ - return MockProblem() + return MockProblem(n_var=5) def test_unfair_average_crossover(setup_parents, setup_problem): """ diff --git a/pycellga/tests/test_uniform_crossover.py b/pycellga/tests/test_uniform_crossover.py index 52b03fa..a331a86 100644 --- a/pycellga/tests/test_uniform_crossover.py +++ b/pycellga/tests/test_uniform_crossover.py @@ -1,6 +1,7 @@ from problems.single_objective.discrete.binary.one_max import OneMax from recombination.uniform_crossover import UniformCrossover -from individual import Individual, GeneType +from individual import Individual +from common import GeneType def test_uniform_crossover(): """ diff --git a/pycellga/tests/test_zakharov_function.py b/pycellga/tests/test_zakharov_function.py index f880351..c3594ff 100644 --- a/pycellga/tests/test_zakharov_function.py +++ b/pycellga/tests/test_zakharov_function.py @@ -6,7 +6,7 @@ def setup_zakharov(): """ Fixture to provide an instance of the Zakharov problem. """ - return Zakharov(design_variables=2) + return Zakharov(n_var=2) def test_zakharov_function(setup_zakharov): """ @@ -24,7 +24,7 @@ def test_zakharov_function(setup_zakharov): ] # Testing 3 variables requires initializing with design_variables=3 - three_var_problem = Zakharov(design_variables=3) + three_var_problem = Zakharov(n_var=3) extended_test_case = ([1.0, 2.0, 3.0], 2464.0) # Run test cases with default 2-variable problem

v$t)drE2a+7RIQRaR{PijvV~yn0vQQ{qh|H472qSMkPxZNa&pWP4s`*vt6m|p zTcgGb*z7Knf7?h45#5xd8yhGOFoT~0&4&muj#6&5B#N|bGb==+|n4UB^KooEmsrvxg498iUdHhs)B!wymvOm1agWF znuqv%Ip6CWc5s6XZ$AogcCsawST6xYexfrWcg6#ab1=YU7tP-lnbGe_Sv*=4J6)~= z#0l5B}`D1G{S(%iW%}0G^RS(mD+n|>+&74+1qW<>?A$ zBx%=ZPr*SN;RD}5^KQ0%Tx}*lc^Zv#AV(1;Iy@tkGvup&D+sM z1y5r!^0b`3zbOX%I~TE}o=eSM>#b+ESH9jx=2LDU;HI7ipC`J$WW3h$l~>HZ4b+b| ztQ=VvFqP~_B0#r{p&>J&BaJ93^3pY6tCV$zMU;De&Gi*8OW5E<6Rlf+ZxvsWQ!M-6$XG2YDvx){~F)p zP+WJZM9NxNkJ@t|d?NgYxbH|&jQ-t4bnnbu79DLO0+Kv@x{7xb+qKT)M(YPBBs|LztXi5 z@H8q~aIb`F#d?5FjtlED)$2Ve76{C9=l9l_;f(MX(>g%! z(X+GTN=6sw^;)ZDceXy|NpWW?C8%db;I!9Dk!egfBi!4ucw_dk<8~tloi&RL~)*5PCc5fRqF>m)3!VT`)&Mw%P;QYKu z7JOhqbHVUeFT#1{&(LPkN%GQ`qQ zMV`zvUh@$;qc#C9ag`ARP?O7YANZ86Z=bZHyxJcVOpADT+nrl>diZXmaUUOvyfGoy z*8LHKUlt!5j^;U2!{EoDVqAWl831ao^s!MKSxFw%(U4MY_^FA&M%5xs-)tnC#*CFQ zx-_(@PFL_{n4FQ_J72qIOm|tx;m4Ctvp`Mit{x!C92QG**6!vOmmRTPst0GRXL`|v zqggRlIhH0Sw*9H5h2d5m;6aXsH3EVmpbb=vF^S42edJA<)%4VGLvWq35#H|Z3ctJ1 zYT+wTQ>Z^d7_c@@-P!h6%xs3DTpe=(q}swxBxzad#W>G`O_6$t)?|T&MM4m=P`Ftt zZz1?>Z@D{^C?k=%r>t{FSj1)9-#JW{X?S4mz!9|nESav6nv3Hwm2!ZWhQxZWyvQTF z9Ot!18?&j4cBW>Sj3u2bKWq zc~jsO1)EBE)#W!XiYY!#rGMU%gV=}zeNS~GZ*XYic}$MJ`_Z~&@&y{VG?cW0_v=j9 z^->6Nc!>YJ(JF!+L-PyaEz9)DZd@*8FIs$dLw8_yl6%&~)$)UoyVAhMfw9Zi=Ie(5 zIPCAAKb3F(W3&=7bd%*(CnW2>_5(L6p5{GM?a~Jsm`B`~GL7xWUT$nPdDBGa~;$FF_=v@P$KfZ(bMvx=-gNO`dhbulON95{ibm%*HrTJaxCHv zEN)PTj9i@lwjA<9@OM|M)kNO)+fg`%gr_V^?ihVhy}L& zi91kyBL-Fsxm1=#z7>5H^xb*W0gY0^^stetS;-KZgw3A@YqsF~#xKzy9c_0rYx`Jy zEXEE5INM!JagFXX`c&^D?+Kl*Fq`5#xIML?`>_hk&?u&09xgJ7QusdHxc!#kkh=XS@4To=3B^iRBps+V)Z$QIbbLH3BwehB+Kf9cXa7 z6_Y4IR&2t@WF{U_E@@-E6acCQ@Pt4Vvq=Kr2Dp%*C6FCh-pNrjay|j@#U%!;O0@um zHl%!-t*mCycr}O48#r#JPMyo>@tEf1 zq*@%GRe6DK^$lhaAm%}dmU&@hkF%Y|)@OO?67Aq~boHa-rc!MAKB)UIS9or(2~dX1 z@47YalK>RsAMVFw7FBZ&lobs+%er~TE9EnOC|_SSU8UVy>;N?PjINpV@=VCA5GuDp z6$v`s7eKem1aCc0^0Qb5GVhrtBB9)oTo_#2F<}~Su&8a~L+<@g-nwf=$#vpk?2Ro2 zL?WL_MZ7^GGSXlL4%sP8D_KEh(WU+E)q5;PNgmG28Bs^apa)N<=(v#(@aDi^UKXJl z1w#s{AznDXrM9aU)8bG?tjsge0RG{U>l(nF@CfkU>w)Dqj3 z=%vd)Ukg`h9X5rZa+0*}4lU8XxJ+w!AwQzURNVIiR*XYs?KL?B7eF2T%g%lwU;0 zkN9hH5wF|iCIEtaraUHHq#~HdMU9hU02rBd;phPB^rRlJ?_9tP`dl+KN{o2BLC3om z64(4Z$&hqY^8F3i(;?CpTR^A%R^ycj#Z*P=`Y-IDnKncq6F>$JTtdfH;6JrCNyW5l zY9GD3>XF!3Ub|2MI*VK1MqM`-hnhKIb) zYCZV)i^@yI7x0k*wVIhI5VQ{n`Qf2KrxP}<)U(8_h{-yg%=WE1ojHY?BF$m_ogmyp8d23s z`>9sVQKIYmFZh^Kka#Rw2L~ z1QK#)S#YTJRM{=I#Os0ZG6fyCSloa^>xftvBEOA$kGaO6cmB%_CFvm3s~BuIDDLQ| z1eo5E0ga~ypm9m>s;Nd5>A+74vO%(~PqE$8a-xi&QT9W*1;`a9Lx09+!n2laGHqBh zTdj+D0Dvaj8f%DtUJ*@$tLJiWgvY3s*R(%9Ao>MY^II|2%=?bw%-pD(K2T=2u= z3ae@p+Nhn?4WAM+lEUZGUmCSAaw2mrI0o%D#cunyV%pR7?yzkG%B|0HRzbQkpvyX% zMgUr}U(_^Jaqw`1Pb7rH#cHL2o=l>AdPfY|-(QOuGt+Zv?%ew|d%RX{>4LLAEg#~v z4~V5^?E2%wiHjLGTB#l5<@IU84S)+m43wY)O&>+uqw$F&B@SRMWhO#W<1>tqm5O#* zR#V?iQVV@P^O3JK$TVetCWy27tp*$5rKQFq`w`Wmy3x;ViyklQr@JzmOjeg!G}K7I zwd~$qq!pbge+N3i4x`;U2!Hnycp?ErfkHn^A1GmQ7)9#2zKxMmK!DOmX>f0Ab0b~c zayA>lWNoc_Dw!AYwA^=w?&>xBzb3wPK;Hye1=EIOZFTO<7ESZvW zUG;mMnS5_o!L^js`!gY;2U5Nlscs%v!Pqk;Yopr@11F8IUK~y?T)xDqD6$hSn{V}^ z?G2?4GiZ)1(1ufkhuppF0?uE<7XY0npkIwDf2kVzwrP{ElkG-pu9Qoi}sVShpBc zmqHG#8jhhF#ow-=aiKRjQP-1=H^aw-Ag&Z9Rx=;B>m4ww0m&9X#Y-2aH5XxwWfZT+ zC7wQ_BC_}Gm7b0(+tUYxU9kb$60T`WdW=P~V?lKz00SjUy4|HJN8hnx#7Q0DRfHRZ zeo#H%mO?)yM%HVQRNy1%M?dnL>Z?0OjL(0N<#>;5B=oXj+{$07-M+`awx8XkfK2Ob zxBDd3>@V@_;t(tq((8KcXI!`bjCrC&MxpikZDKIZFRJ-l+-D1Vz(kS(n7yA!CbbGA zVX&?@Heb_jmt z(53F~-jH5o%vx(5e}@%|Soo(G^`i%^MJJ$PQo=6+Z|gzG-W@oN;aTdQe1xU^GA`<& zxGVX}S6yUzX0@=1$gtf9H6sLd!?PE3`+g(FbdT=GSF(2s0A8^@J1g<(v#T!6e&s)y z`TwFQ{~^(E0FtWwW`&7C(pL8w*`V1IF93Z|g;*P3tcMt~VT#Oj;@!;7D;>jOPg3OQH({iUv?|)LuV=VgwkNl+i>4HcQx8^ChfVv`W`Cps# z&yIv*Vp3Z^c-7cosm`<&)e}`U-4(I$F1EAB0vf@%69>|Rh>P)W*y6#3bf!jh9`LW- zntS*8@<3Rn%sk8Hq~dftL0D4QB4cn^f}s6-vV%l6p^8b3mrrtTb417Uy&53Y&* z^;(7h97~yEM5S~T8+^57ziQ{)@@`A}02xh0!q^5!7PW2WYPB|HwubgO*cTFVs%lJ7 zX2JVl{(tw^)7fD?)B!glpJ>$UoRl3o&ggIcm|M(fi=g3O zJ>Y+~>hlFB#*13*N7F|PNu8dIN0N;4adf!Q4W`x|QH8OJRpueNWc3rda~k`Aw~v~> zvtbK5b>B5ugqjj$c5u@QGjLz-32j&tf&@=)sE=m$@uoJkEv250sQ;fUY-7TtobGR5 zHR6c9p+9w<{qdqZo8S5tpFlMnGHMwIHM(2#GPBJSJ8Ua^^#wbD_e|li7XCc+G?dqB ziY>`gNHLLba&tOC;J(Y+n5F{%Hwn|})K?;7+>LrzFa}8RS!+7rtfg-MYzG{kmR=sLE{S*hn%$oP_BZ`Blt&5h zpp{ZuoRr?^+YED35LyMT8kuvj_3w<5u;E_3(y7 zM%*=zLLRG;uJVS}D=>uQ!B<_|9!_N2LJnOGj(QdJP3_%zRjT97b1DT2=SJ&hY5HrG zWnEPi!B;40yW64((T@ZsO6smeeEBtH<^zRQ=A)Z62@$Sqz78r?wh}O@4qzt#D^oL`*IA-`TqR?Y&P<*W@1vUR0gez9;J1c{H-ZS0B zwmTukh^TuvA3pS~=ZP7*87hGG-6YDG+z9J=G2cY>h8J}fc55}Rv;tYD&PM7(2&0=q z)Jf3{VE|8XXUF(CTksOIcFI*85iis-(Z+iHV%hqp@}v~zdG9W9klcH;;dviX?#;$L zERTNvvwFwOaIHWrZi*vL{#s7)V6M*NtHTz|WuJzM8`@9%R`^dj1JDI346J?TpRI?Q z5e9L2nr)5Rrz|4S3CSN;LlBlYD5b0sI0nYU+?;mfdRR?n9vbXHo=1;7c!{|lW-{3r zZUtRD4%jNLW+q3cmQ`M6;>*#^*LW>LHFSH!9gXEeDRMkQs~I7+nyr)bUfRT=)nzN= zthetL$e&QD^=z@GIiZ~%@5mPWWs&yK!yqSb(w+~_8A%>7Y$0`R6&oe+qkt2*B=_g-omeWUS9gGy>lk1i zgr+vh%W3kc(zwh|-*xOWH=RsPxIVtC0Xc)Mu zuOOC{6+Z(A|Aa<*yA)aHr>?P-`!+2)gwZ2}h zOY8-Os;u*<+gIQM%Gc*yvIu0|x;HZZPeuABN1xIiPSiUVfS>S>1(@dJ5HlRzE{#X0^a4w;w)u;pZby?<$a_;=xiasW#~>iM z+OHy73(4$VvJ0!fNuaj~TwOrEc}i3)81)h*WWn}1CLuW|aNuvdk%2p}SP4zno&qOngf% zhaUw`EN&F*uOxueE;b|~jW%>lY#HP`qR6Fg{pI25ioBSRMn~&$pfjASOJ9})kG%X& zQ)Y5(hm^^f6@BbLICW+LyptlUuil?qYp=xtsI}r4V|!?HB@k47WXo7oGi>KszB3DF zpsti73xnT~FQu5c@JAPT1~Q+ysZ@(k+n)r_{ZXkGN#3ue+l>3*mR-3KuVC*A4o-BAPg+)xc6r({u61KA};zSD#tnGIweU$F_cs++a@w$l;?*Mxu!it$yP`q$MadsF4xM_u7^lr z^@Q>)l!wY-w~&q&C0jE}MyrWI4bJ!8;&0m1yYu3_$g8<7u9^S*@B9AU_y7C*e80ZU z#w}LwT=!tcYV_d;<&y9M$@PhIjB0ak(7gF}#6Wo4nUntESAYLSBXqD{&qpxqKX!qi zCc*#XByd>}6BCo`%W3iSJb6Y9elGLD( z^2=zRjp#;e+<4h~r}&ZkAZAKL*pNhfbZP~>ST5Xr+TOi2xhx&8hfaCcnd^X5o28ou zB82^-DmveSkW>?K_Q>7OJmeOq`v;W0rQd%l)$ zS)op>3!LoO4aGP2aRHGK6sPA%8Mof`v#7<28{kLx8&1xDuPcxvVZ0W~gItcvn%UJE z!IS{r;ppG(sW$N7N*2?%S(PLLbRm?3=~KVJ{|gDnaw!G9@#}Httxg{dQbwMMCuso>MK{N>yFQ{7CW>wIGQk)2wJe)(+pRkvFkPM!z^ zUNz*ioGAVlG(8hW*0vCCfI^fJYu~}Sd+RQ8I#M;8aj26`bnPaOyDPguhEEm`K|;?q z_|C!^p40t7vWq$dZw9ZZT5HQHszV+f^7PPWw|Q>K4_=w9PB9Hac%`g0LYeuOX8r zVC-9`&m3Zi7D2%u4e+#ioH)NCebY8uu40A@BWPI|SOI?I!@(AQ-6IZ>*7 z8|6Gy9<@r%zPX6lJ;G!bE+3%wO&)>*vf6qp4JSvE5KPc0^{h|ga#D|{&nTwYsWg?l zLjhTOg|A3)Akf<*nOggnv zTJ;9k8-}2n#h4z^BRU<%l|NQQogTv9XYj>8opVj5bkQQ+!=08+XP}Zd%Q!M!gCtUP z);>CrvX4f1g{){kt@BtU5Fd`WMJe#um(apU-7_wj2YB&}q!<5+q)K2M@n;5*L7BuS&b%#s4*Y3Gd zR}zB7Y~xZX zoX#NUCh-GzXP+pQ;+Kd>_P$8Hr6(}+Lc#J=?~NQ)`nj1Q6Uv919IKe*lrDUwQ8r{T!!0|)!GjWcrtYEBzn=t2CAUZ zH=xu%v(GwCRhr%3(tTFC82o0YmZ>s5(Hh3R22xOy(0rMKyE6Sz@?P;k>Ka2d|LqZc zb{ryk3d&cHA^*C%bMpLqUv!;xFS@icEnFCIHJ%O{|uL|EcL zcQ=<7NFArxmVJP85`gXW@aOkpW(a)Yb>0CCQxj@GuVTPwDa7(K@MJL2MA$rm={y+% zL#9JRc)k?F?j9MrQa%3g0$HY#{ARDx1F4Yev%dKe*uo7nR5n|+whlMHEq&pl+~MWU zak~!`EgDvwyOjQP1m!u>gPv8bs=<~)Nb<4ZNyFd26jbi92>$NMdF?TLiE9C31+T;>$m3KYbyJ{dW zQR>y$D7R}@FIv~rK?3vOvy~VOt$Np#FV#vrv{weQ6a06XMLcomV6@({;Zi)dmp9XI z#{8mR!$e3q9sf6~-1D}(fWq@7rPqxAM-Eqr&QJ?DYN@#3zGcruYMFM3Zg8v%Kq|d?41eTjRPL5VARNn3Z{g z?NTLP@2t?F?lNC635^*Q=q_hJRTvxSUIWrB9{MJZD+J5jK4TO zAo}V(b?w|$L0ZKP5ET@f-DKF;7$87^U`uOc3EJ3*tRjLa z0tRFg2&h0*WD^2HSQ7;#EJjGen!Fo&x?jI~Q?F{Kre5`X(|@GCuWnAxJ@?#u&iVb$ z&5g5XPDpG~+5$n4#Ho|V&O?xp2LH2J6pThR2e)<{Xn2!uTV(Jif?7#kmZ%ytu91T+RVdox}|Gn3veDN38axb_t}*Uzb!(*rXPrA*p&uF1UepG0QyWkdw1B za{T3w#L&<0KRolb8;V|NN3G6Qlj|cF-l{3Y{Y6kX&KEV+m1i6})g|I?8a8d8btr5P zLDf{g(|k2xZHauCV3{c20_P0L=5iMw@^$U75x0;BcHFa%iHTu;c_l?|;EX7*vS;^V zRiMJVkifm|_1qN(vqd*nKPPJXQTYi04<#{aNU3#d%4Z12TW7wv()}5}1?p*rYd|jN zEYCH+{dq6_IioZYOl4_hWwpp+wIu426v+hD%*Dw~n>Nw&uB#=?$8ze#dIWFU#6ckg z@;WYx)au|AYEYeaPy?&a$KSthiY}>QEIqp1f!W#6kL=8W6N5)dQ!_JJ1eCz8Tadt5 z`OF8R<{W8tF5MI}_aJ4s28E2C$Brg$QjgY)WhS~?FMV*W3m21)+xD7oSz1c$Vt!Z) zIoIIe!Iu6;F3XXKXo*k3u6%x|i!p$dZbAYY!@!X=x;k$uKIQZ0&!;j(Z!Oi<++>`ipzEgcbApt=a5_H_?80{$)08^W5%~Sh;x|Z&ee9m>+3i{-_&0{=&Iw+aN=qJA~utIXzmb?4=6?92Uh_z{l#)RQIjIENogL_Qa+Tz2*C5+=?(1>e& zt$f_xiQY$c%&Gj8*8CLnsP7vm_qs19EJ5jc^&;YN*DjC7a9Y^2)HXGtIA6pj;kavE zLqjULt3#7CuwQ$za!}zdRcWa3udHbb^Hxgq$AtO|(=qc{_h{bgsDe6F5x4Q}^4Cwy zATbg0(Yd`I<;zt-dyA)<;XNf-D_iM(lDbq6iOLt@Kq0<@`5EN%HC-9%~ z_q$O1=U#0JW&{e`$mVQf1U=aZ!C%K~&6L}4NeGgbv8;3|NrN|sg0q}7GBQ$RpFy7> zD7UFy7o{B5lkQYER#a6sI_B)}KS1xgm!;MFD)I;%Jo0fK8sT$M_h;W`ZWOwlXxijK3-$V3hg zGTPLxiuU#ODfwS43C+>lJ}Jfu$vG=EDOQmUQV(#3pfCiT)ZFmPpRa%V;s4Wlu-lD| z`)s)XkkWN`^Yd&)gQC*8oT+(rJb09!$h#62#%V^^#ct!RAbF!spzn(6cot@oHr7Hh?8a*_GLh|EwWs@jvS!h!} zl77v{KTsR1qGZo&vX~iYFdZ?~LYzs3#%Udd3rLR_`x#=gmxuGz)`f(K=zdwx6#YQ2 zHOZ4$EH--8+4L<4R0?HS)|9k-)+~hQfNX#K^M*;&b2mEY22?To0?UP7)~sAB?rsRb z%8D1OojaRymvq#SF7)92kP4&E4FC;;r&U#bjun0d3-My@zIzbotYoYvHcPi+hN6zB zx?s|00b+qRiWOv`BmfWzzi$1Ty*|1PhoEF6^9R4^<&kbo^!j+NQOhj{2CjWth(V_1 z)U|e~@;=_NK|O8rcY{6%2;7sTRugQv8c@+yNWkNK@x^09Po3hSkY!NR!)oi$`(Tef zQv{movcR`4`ICWBE)DzcBTE2o`3mq}YuMN)SchakVSY{}@xJtS$U2)Zw|-T|_OL^i zsausXVj&8Y{$7Bzb}sf-*ytPEo09z791V=9 zkQtasMg%2p78v7$(dqsBoto*Ly*kPz3o!HO)JB42QvuN3J9}3l(Kxm|d@V2Yu|BTU z6^LqCKt)u?O1$f;-yK3E8WuDfpdcK#0?gKV!@ZLbK|eOT)JO2!mmbU?=FfZTU_wMd z@a)&_^EYbf@^wJ%2>=1#xJ4A;9Y&w11`nJ~ZV{jP0n#%8cFV~T7wTPao<=ukJO4U% zyS}$a?gZAKoZ0Vy{0svctgV4RJX5%Z%R@M$gO&lKeqgd2z=pyn#nt#%@RnM7a=!!p z@s9BCAjMohbj-r(o;-IfVAKl;GWo`~5sea!mre&Ne7r`XIM%+@*$gRwwbcZeattk5 z^%FIp)`5o;WdV?^GCCv292y_gIayIG4$(tyKx1Gv@Q; zn*{ZWf%ejLGL9;zsp)AeV4+#Oank6sJ(gxmckCJs7Fh~J`X(K1D5>-B^NBwqT>=O2 z4?^VjcuMIFA3uJA{-y22ui0{aU8tKfY{%YZ@D!wVW7CVtq;bE2{H`XDC;Mb~etLcs z{`@%>F0Ek z&fj%r;~|4x0)iFIG!e?u*M|K0rIlBQgA+8%`Wm;bTwx(movz490`6;Dq45XL17U_! zScbJ(#VRG@(-;*+Ykwi8P8}TimT@SpIXSzHKFCnmX>(GZAr@jHy!qW_P(@leyjGE1 zX7)Bk0&k)5Ig;1Ypnu4zgyAiEMuN(yxYNG8wcCM*M4QZ@9qpb_ZSUgxpy1a+m)<{)%U#_m+VQXv15IZX+AlN*d4K(`5$XJ4yvEY7j!mU-~c+uam zrE*sXvufLkfvayngfhPR1m>cN`hlakg2UF^#ybqT5D)=u6+qCzt{;et3#eQiNGKQQadQtD|d^b>~ThM&eK zQ^*~S<|+?YJI-)k-+mn>=&}X-K+j4wq849KIhlsSOghS0#>~%qPhe+oBo*>#(XdY} z<*^7e#e7uXH+ro$Ox22(%Pnq4QKm&4qK+xyS;94Pg2G;pxG(SzbBh~})CQoMCs;Xp z()=BY;2H&InU+2?Xd!b4B=o&UdJWsD@*OvDYb}|jy%7c)V7GRI6(MZlRJp51E9rGr zNtWnTEs2U@5;?^(3!@Y|5^1x~&5&0f>s>&*e4yuh+qkG&Sku1ni2xZ}xU;jUeD#Td zfibaH0fzhc%j?cy7lu&hjtwp56`#(+W5j{ub-@W6D$Ct_pI6_w8$;gIdjI{*saF9M z>|(EodLFi&C7vHcZ1g)5^F+%6bkp8l_CApiLBmuQ+-uOLT~*D|dv~!+t@aBNUFJ0G z_Wm#R%6tCcO{a;Fc z+SR^D8Fi9xzz?||g-R-lwPQ7b;{`D@I*zt+Z-6owEGLqPr%yJlP8>D5faJQAIdvEw z#mQ@+A1-y*y$kA-^?(TqT zx!|N5-A3uUdkdu|CR_1~l*k5r@W)-(sR}4+rHQyzW@%4UyDDm|YhAa>h`-wePEZmg zz_pe!?Zi^b->aY|<$>w)ZKb3yNX+Pz3A{ryPpwaOEL(W<7fD@~K}+|@AajC6aeV%| zIIZGEWxsCySPf_D(N8-s6+X>@aA)Em1=duspONMU;Ftz09D7WeJ?Hz#Rf(W#vhCrB z+8z|lOAs6!a{)mYdxv0|>(~S|S-GsN^@3HspGnUJrwqiaG)|6b=|xR8Z-w=(7GfvR zJSnTuRMUZ*59h;^3841gLWe)huX8JMv=qr?tBdL~FoYyyjF%}x?2DG5uwwr&$Yu8K zltghc@$!$rjn8+qIU|viU(saES4d_xj)fa#p4h?&TlqM!^cll(f5eQqQw|mZvxpO$ z9iqxn7IHL)zQ)=rdR?tMTx%$=n~9lQsw}l*_VdP<6^+B#KgD*APmU%uu5`@jbBb(x zUPcM7ffn4(#nv0J98(wI(SgVMd*9uqs;KjNuZeT@#{FF%(ysF+s+pPDaQ%>|wMMD^ z`_1Ha)s5A7th!ZtaBPU)8IG&dGd(morg;3@k5U3&b!7Izme$JroPF>1&o>lmbKf-9 zm~dBdX3{ai**Ea`yaV~fRRve(M@?5E;uFYh_YY3!g3LAn6FnnEek6MoHS_w7;x^Kk z^>s@WktbAfizO_r(e!|jyN|}Xp75dk1$Bp4CZ`?~JG81BOnAs;`!kyM;?9V5n>GZ!>J#6_2d5&dpXM~pOyrus`!+aNhxVc|Yvu4V zi3qZI){B@zIdVnR7lKF|R07!Ai;bTG!qJ)D*the3KP_iY4KY--y!ysF6R|2N*fS zFmNw6$=43FcDL1@4-XGN9vmEOzo#9ACMRz&bah4iq?Ae$AzAr;NoC~>%I7Sf;(K%E zBIdL3CN`FQ1otm$0VG&z3&tlhK%0UyC;3}323%O3he-_ZQ8Q4YW;APc%<{XHdj5@u1=9k(=TgZfBWaj#fuS|Qd< zmJ-qA!^@s_Dl=a*6rgZGfM2mokg10^L(>`-PNeW?paKC)J4eW26f9l-;EGMceyw-6@jp)hmNB9BKn7YD3TP{lV z5$2bg9PKkKH$!(o)zW)Zp=oKxtQ*{szkwToRx3VHi zi+i4wB+pzrP}z2zQID4z{aBVS6vDr@2*XaazzDfdRB=;J4KHdV`bmQY z$dN2O)rcx0a4(iWK{>AgHe!6vlvJ6oBtF3(Hs=qYPll;co$I2X*~8{)S^(u{fsl47 zS8&@+qZs*w)}6Uvti=jg1Vo zdQe2b0|6%6&6w7vh1jCzBIqnijo%H>ylCYU{C$(7;^*an-~bSe27+yuXWC(sr1Mmf z+Dl;vFP1(P7i?PTt|%QO>UVzpfeGfQVaw~219ni?>t9Y<#A>LF6!%lFu0+hb z<;>C*E6`M^5EA?|r9=N%4>IHQfRJ_dt?q8)wXe6z$@jhkz1(9so<(RF=Qezc#1qiB z1^G5VxW&|E(I+D$7)~a0i<>2eW#L+*L(fEy}cLN?BfORRg5r0j%;It zBJPzd5!|L1zvK45yI%RnTDO-sZd&*kF8^br*2K2x`a*n^vF)Gj**_!UAB=?mYfbzN z5O){b)DVZBd|$Ei`0?ZS!3}y<=qWxz;&=9X-`I7Np2GLExATG3@8So$DZjny$MWdvgz>l_Vk#K|W?dM>hTTzl?wGGWhrZ?D!XHSUaqm|3=6{ U>-tyFhJ{X9o;g-}#N&tm00OTXC;$Ke literal 0 HcmV?d00001 diff --git a/docs/images/one_point_c.png b/docs/images/one_point_c.png new file mode 100644 index 0000000000000000000000000000000000000000..471cc5701e07be3999da53ebc468013051d41a36 GIT binary patch literal 130689 zcmeFZXH-+$7B-A@sS!j(dRMA|(jg*Unsn(+L`vwr3MilmC{=nF5D@8|poA`j-XZkf zLhpP#de6DXb3J#A_s92+_s7i`F`J#e*IsL`wdQ>0^UV1Av9c^7-Yq;dG&DkaIVm+X zG%Oez+LgDs*ua^+u=FG}Gy-KyNy*3Zl9F_f9qpc3+L)uE$-R!z#(ARNej`OsjUE$M z>cOLBCD4142aj+$_rmGe=&ynvy}c^Y9M1K5TKC#D4)z+njFBtXC|5tRhnl)^hGM;n zad9wM???nai1S(S+Vyc-f?g&aFC{ryY}R9-)kks1EM_F2&CBnY7k|AdXm7v6p(gMc zVdU7TY^X44gprVT{rS|XZi#V}R0?&bPrk+j0?NPM&h8T88J9atV9T5L4C zYjWntXrSzO0;w_FnzOtiE>C+TLad_&)nDmF3mUvCA{c|UI@0^1qv<5WaMhuyWf4fo7#a;}0kWSq<{w%9oE=ckL2Z7!$mG7jd*+I4b#oQ;?d z@!7cYk4H24(S^tt3GULTFu}v-2$97PeIML}1%WK&92uK}ZQk(0Bpy+I0GB;Xf`@C!Umr~o%({C>Ol*$?cvlH(p12p^0}C52uo}j95r=6V2X5iayue3C z!@q5;gv0lMA5?kBfACF2Qw21QLD7cEFnt$B5FvMK{e7b~)oo0uBoq41dxwj_dWOen z$10gmm|1CNG_-Nv@eJf>v|mx7@5V5pBcEc&j$vY?VG3Y^CrX*KE$Aur9 zxYXz-(bI3iH=DQLa-4i&=6QGX0RcVsHHZVo1kT~NrkO!vEsLZuFM?KNbINvfkA%Ba zmBcdBL_8N)WY`Wby7R;HwDhwqzhv48Jgb`7iz)$);0{4j0W_j2{G{N(({J$x^qtf@ zdhujKw>O~D+k>RHN-_miA9vh*L)-jpPmWN8aQGUT`DbW%M91*ndv7OMPZ>D;obB}C zNKjY>tf866WU07+M7jXW8k1w4Y3OCSNo$Pz(`GRWeTSyfW}=fQ3>TTAcy1M~c=>Ae zWc7%CSxuvc=dKNoe2x}!OKq@tonsE7Gt-bKqOThrs5(d6N3qZr4rTW}y~y~E3?x24 zjH;NS=+i!q#>Uel@&;c-9dz4PAfEhLAJ+jcp6ln>p;_qfkbYp;&-tZ z8?jsF2qs>TZ)5n=U6=BAe@F09VykpoIL=?knC1z=8;Ltl2!{e6eIc{Kxo^xZh=$9%JHFeh$7Uj?eV{qZf3zSJUYUq-c30IIelYC`=f|<>*MlVGQkZw<2H5 zfv|XqbpoOptlvL+N~sn~^&p%f=Y6Ogjw6mo$R3>^!b;82EV?0F(%Knh&+pgZKpv=M#`RD>XFZ|XXhr)N#KWWh{fe2HJ_nw{SKhl66=>{V zJBqCeXsm>Dw&Pq^>04pzg2r1JdqFOeFDA))^ubq3tl6S^ZhO*=Mujvv*8! zkUYhyQVc6m>+(}sw@Ff?RoGY{OdIscOa{y@@24UM+gP4jID&*;anO^$?`*GaXKmAN zhquw*PPne{hL!mZL)Q27f{gXFd+J>3HMePVbv3L%3EWRfP%=;~OdC>%t8S?p<>lqY z=XvBd=e{1ik*ArvpQ-SJv*|FY%+gY3y7Qs>yXN=6?}^_J z&EB@yw}iBC(5izMS3d}Nn(d$MNqI7Rp6=N$*AH8);H)k!7xmf=Koj!?jEe&-!A zweL=IE9ibwR2)#uY(^Y@-VC~5#`pGql6BSOm#!~}wvpQ-a#m%%%WqYSc=|`+g5y=+ zk6t=NTy282O4+DAbL^WJh~)}x>M+;*(p_?*NT?*KNcM4Daa;-fK_`*<16lkAU#*?; zeTzhk4{`C835Pl#o=83UUYc8a)EsHrUh%zT!q{VKCoHC1GjfnOUnbwyTFg4dCEX=? zUyL##tf)&d(JFDRLQ1a!629?loZU4yIo}}GAZF6sYhbF&&;~l%U`Az<)GF9swdznw zH9##$ghk{+L`)qYJ`*k-9v05sqW4yX0{ZOi7@3-^pX`|IDma;(CPwf4u=nNSRX^cz zA^fELq#~6pC4z)1d((bc9M=ICLmVepr2)m~Yo9yy^$ft()wS&ttCOA+oD=;M0@Vo9 zwJ({Y>?7o&xHK0u_+q-EQyw)Qi(WK)XHA`7*;}nEwGWxrUPTIDZ*Z>&6e2xjycq+%BkI{zPH2P#YR_%Y%qe~7Bw_}Uar@}DSo1xF15vP3V92Abf5$hTI zu-XFlunO_J$hizg%5S@?cA2iuCN+b}g~$pyPpswpA{Vn|6v#P!&Xl$VT$*n+m(1#Q z*2O~3Z(M4fK~8sGcM5P_>N9X0=MChQ)$PsUeSMSKkhpEo?1sV4r&Uqps8?=&-=X~J ze%Jj5YpWrvLQeftcLP{W5U-Yw{HW1dP7(CUrdopwhD)HSq=mG*biYh!SiXR7!S_#f zstZQtc2P4Q7ZRszZrC=|G}|ehYh@N@>mmHOFD?!$rXhrbT7wJYugCE#z?1K*=FW)M zX|3FDt#eEsTgE-rwotO^8r3}<8=DNO)gDZDc~g@jmgn_(op5AaW9u;#LhEF-;`_y@ z__7ki633Q?KxD)-#3%RS%fgJ3>`mE6x84N_5&DGbge5DrD^bfzMpW>7-KP~=bhptC zwNw~%n4HU3eyqYF#$#Wy{q*wAO5Rj|d=71;vR%E`vz_=g3$yNuRD2P)nbtH~c+yf5 z*yHQz!%k^L_7l{r!5+6Wzvg z+M?ahMm5(wGUuLs>l&|AvvZlcF}2wc<+ZfHjRp0ts$Hg;F>LqgI$anpAUU}qJ zh!Cj%;^A;a3l9_N>XYc9X8)eX~5Mb{1b>FtJ}Z=RiI z9m2)GpU9m&LAD>L?=F3TA7bxdV`q6&_-$*WVRU3FVWatNqQ8hGK*LC(%v0A`YWfCwu*0kzwRk6Cib%{W zTsSsD*7p%y0q62#Zg-Z^u~-e(BTe$VHRt5Y41waQaw|eWg7L=uiTpDqB{VkR7#9um z$}Kc3;OGkQ7QaII=dsL{+h`a+&ZDED1zVzF{_7fL;1l(F2fR`D{QSg-3_`;J{vrY1 z?rG?MT#W@w!}#O)%3I(&GzoP{d3oSd-OSP4+}7#2o%2hbup7XMtM+m_PH1R1m{IR5 z@@h=mK>Nd%8c&>`C@Bh?*+IBWp4yq3bGbw8QSG3Kx(fq`5OZe}I(LYTt&_037{iY% zgn?t!X>JC(AD1{=i!nS=dQ2y2=V(sH&vlpUE`vB89UYyh zv!$Ia9jaXuQ#%)DF$M-4W-0R!YleZ$Seb(j0kwt-tkQD=o8 zTe_Ru=tx;Y0Gk2N5a$!(7yWVle|+=rC;sKmC;z^a=bpeXxBlg;zu&6qWbP)3Z%rOvo_254XdxOJ zH#Wx!ouT_Z6HaSdgF^c$>Y9k-4YS zhrj9RACC$Ug#4FpG5^<*zt7VDEb>2#0NeNfja}2IOb#P`EtUJKu1?enEBk$It&uJAXe+BfVzNQ>TD8 zt4du%*T8p0YGIo6zjR|PqVaPY)|Lh_GAIZ;zo^I#{Edp@zg+K1fsTcRwdf~eJ$fgg zDgtw0U|?jZP_Hl}16|eIVo?0}pIzH?S#%m|CcH$0Cr_S>c^#C|hJ3FI$0gvZvo$@_}cx}}m+B5|bYU$}w`i@VsMeY1^S6@7cd@!*h z)c4W=#LdQ5(%^GCmK|qkWs&TnHB15%)9ApV^)`l!?!G-ghWk|v=4%Io*od0_n#jmZH{}0-DnB3docK5 z#Oz=|U1jtQ8G8WkRE`QQ`<**H5zKRR8O%gHx~;6gStoxydR-W^@BZZK>gqO4yHX-Q z*120xnuKd7XXQwkz|_b-Ch`#BhoJF0L(+v5=~wsZ6M*-6B%5ygw?@8h+GT6D_8ztz ziN^d#qd$a13VUFSok+na5`Co#zLEH=LS{gR z5xxf6pj3WHf=64l90Q@#5( z>kp@``v)lo6;`Y;x8{g(-e~T-APU^`0t5t69 z5J+Ly2OdU2sam=Q5GYUCUzi)+10FkoTjI_I;%R!5F*QT^v`DdVoef)=|J8jwn4A{Q8C^W zch)oSSqD-@iVF$sjRN--HC& z5#*+%rrPOUgSlzNEYD3Q`oE3x z-#u{VMaP{j#sjSKmG0_4S|u&&+5=F8=564~*z*6p6q4TpeJgl)4Q6&%?w|e2@>5I@ z%#7>}9ZjGF$v^KeR>l`}H2IG)kv9n<|Jc+232ucc07&}e6+=j?@w1!MiKxg^&lxMwDYa>jWF7*Xy~uVW#zqUJ9YN|! zu+7TB%IPjOuwEW0peFM<{Xa~3T0iMXjY~dcqN>;PVBK=E*3GW}nE&3r5xDOG-)S?q zuStrsQMkyapx0VqrCPpTjgM99q#%#iflVSmM0eU}G2TK~UcTMdoBujBdMztzdDZ`X z)`M6~L-!f1)4?KN^O%^Ju7fr>ywY~EX7nAsVnzobuwP70(t-r6-2dyCY zmF&3ncGlFgrBuJE8=SgN$;im^-YO_4K$d&bUB@hQUR{hIA?MVg=27n3UvV}%*o!6> zKep0%6#!1!D-ZFrr}vPJ7{nvP4F}~KD}E>asbkQKHR#8NC?Ne44g$8{TfU#0^r?K~ zt4$U0W2XEAc2`XkPR0Wxs84PKvwq0M_%^d0M+aq^E8% zO*0D@KebsExeBCuW~hl0Wc)EvfboI|DWBn!bA5MQn}5bA^Y%+lif4yRIMryz`G}zW zw2I$J)Oi=;OzAG$;fPs;aZim&JNmC4iH`J2M6b`FrgnMN)?(`|aqp^gWQ1QCk6Fu8 zVP~t!+2&9P!sk%Q2YfUgxRDtlUXqcKF;L^4kv-meIBC%DcUtLZeYs71`Ht=4cq!Em z2oUle(*%(g_61X?<^+>On6rPSd%`5hJG%u1|JFh#4p?08H{GFD|w&r+hDVQ*#<} zSaoZBPA+Qa4&(VO#)y5l0~^PTcvsPnS8`GtL{jj~gBop>Q0~j;r~7)x>|aH<$!$DZ z=iyW;He9G@fjI7VTkn;nh3t&m`R*oe$0AwSk4q#0|1Tm1!~Vs^zQ8@g=bLQu8vLYr zhlb1c^5PIm%-~^V&Y`NVZZ>S_Rp{Zpb>ujtV-XM6njD%W@`PM=3EuydX0;YLN=LK#zM)0RZ6o)6LpmZShj37j!Ai zxB35yULKIMPIKFwtpTh2`m2%>Ua#f!;PnY7xKd$fw7t(f_vH@v2K4e2ns{~wIEs<0 ztVumj4fYn?pr^@`_DzJn+FrA-S=R&bx#WCQRLY!B_s)-rfJK#7j*3C^z#E8EbPDLB zc(cBOeo-D1bgKZ6EzNURt;p9dBH~`tuXfCa09dpR)|?Z4oJ#2+qB~TeLs~cJb+`%f zIXxgu^tu@rXXHD&2v4=U2vA97Smwr>>@9iP9(gyrOKg%@cscEhiigK>xGO%?f=#w8 z6WV*eKWrob9s;Ifl4;7YOzEr?7?`(9<^k;`5|Fv-Pge66?W`kW0pxD)+k1GFqY|~Z zn=0m2QTU|zTT(=;BMPY&rlrv}+_C&67#j<)Ow)7JLl;wfXJ^zuH=L|4uMvS&L^keu zA)Cq7$HOQExc2hY*rP*E?rgeTG|^t%-H-D6km@$&k+;>{+?)>Y?b}etd7M#xPO)WF zQ|S%$Juk3;r{qc2%*BdW9(xtnf#)6iCNsqonbnQB6UB3eTY<4toRnkW5Pkok`O!?4 zvZ9QZVuSp$;M1oPA*aQczUh4STvNjv2&kWT>AQo5(nB5{x}JF4b)tZ(ym!yVCO#&pWf_<8XbX9C1^{u(5~EeLu&d2=3L9%4 zaz{$u2cs5On>keqBf@h8ymPi_8mu3gJVfr1@De0!Fq+XhG+x1BvW1=>ygij+=ZneA z$Y5{)QU<1jaXaX<)MAo%H(l3tnMTU@cxoF85~2 zw#=j%S_EHh0nC=eKD3;y;(Ww zs#l7b^JwWO872kXYez2UIYqtG9Zi`nm6PI6`T3-898%t)C7p1xt-ZK{L4r726d;{) z8y||yD~eM}-3=rbf8IBI4$N&2N2p?}EdlExJd~jX98|splN&5-@wn(UP6t>3FpAI_pHQ@ZEqTTf}!k|8B)J z=71_TZMM_c0x#JBFpC*v9cCyvM>P9xW^IC`ots7xM4hRx?fRe!xi zo<`M=sXs>qtK8WOo?Cbxzvnv&q&tzCm&-6x6~(qh5tq+MsS}>k4X2M=ae3f`1|_|d z_efswP8;LvzP`SKHTF-EZrEo24=jG5P}N}nV0QvsdEBQGfCY{ws+|%=y?tPux)-ZO z7oXbgF1B4%Ppam^72Z;d@Mq>602`ckV``pn@`XJ&a@i#1V#Tl@X}&s;rzErPyoQ2v z#kA&Q9rJa*yXoW;Of3<#soPt<4G#2TW2q{?I)Ot*`!@REtab0o!+P*gLUVm~=0$+t zltU|ZUekojuz`|qs9jvjkb)4fyr%f9to>N(jXu7+qtvl}UIOXL61zB>Q(wBJl10lm zE^cw+JBmBILZ#Oi@wTJjZdz9oEQo-Dq^{X#nyLT$@@>RxQdXJZ8B+9Q6!s`!`w9I4 zhst>kw$B^K64d&N-0(vOkOlj|#w5v z+C_$W8{Ygp_?W`%D7@YEGo1qGO*^k6n_>t;=)hGt;WpvhWBwi+F?W?r=(0 z@dYj)c>!MUQ^g>e6JJKza7D4R$;5ABC6(n>7H*>69n)U}6CnwP;Q)EX@~kUi(5Cje z^ht;}%gjV2ew+ktzhzfOt|GJIRqDb6#y95&VFv5jbbG1_Qyzp92jmh=x zC0fkP8SPu$zCSzF-?QjDHQ%&6N4C0DA#&gJy|=9Mjz z`#^5%?h_~y*lUop0`Av!9nNZ8|) ziJ+NWjj9LMO#;L2(LLdqN<3cw8vJ|E8wWSpr27uu6V+%Km3fRT^g=QEjyjq2!R_8Z&UNOYA z@@@YRdU^gf_z{AOoL*ftv*N%)cZ_>i6ot`Q&idv;Di=TaPS_lDKBEL{m96K}uAHw{ zMMdv^FFPWzJ;aL`>&nYXNwDM_l1Nhrq^$@|#=k;cvpf&MNTbV>;n&plZOzgPdbZWf zHe1~JZ)sY_Prk>{T>$Ln#@!-F4886p05Sy9htwn&(}QWO)Pex6wz3_W!Ockq12#zV zwm^vN!dt(SaoFXe-33dr)!?V)ZSP-cmRccy0ORo&U!G${0(;cx(=jTQqaYqMM9m2w z=SJLdd-XEymVg+LAt`lN-*4T+cv@=2KMuo>QUdo;XJqUmN4w&a21Exe%fkFFrg6X_ z7LvEnli#5Hk?^1XXeHnXQaKqLa*+Z=W>}Jtlk4pOS)KE(%L}_wa)lP!w)nnk5?Fs& zrJ@JKE;*vgZsZHSaLo27Ft(XsT3gc>^N&D>-wF(B`DeHG7iq9u~j}WhCkQI1YnbG3$B!C;0x{m=wy+4?j z4U8(ebd)<0qK2i)kmx&a79ln??>%9;QHwaYo!zY6Qg*NRxS8Z`R9seeuei`nw|SR^ z(0?)pHO9q1QvwHxIsoJAYz}&tifmS8wug$JnM?rW{I+q!#mO2e_;eIb0=_(klLGk= zBnrpnGp2)p{VaAPkb=D1CU<>yy2R}zZ#35Q4k@a;N>9T*ytmR%3S@x>-;8eE0wZpV zxvUNxEoS{f&G}D8H<|=f55X2y$X!Z>IEgc7inCDB+ji|$^v0bKS#yYz-^c88Uicc2 z?btYW`vJLOCc{hk5LG|mkf1gdugO^`CF-*IGJu@uQX~b-64zN6#qgncPk`a`=eRom z5L8rDq;izlFeft<;deIojAqy{%d-FD{ZTIMfGSEC^a{Vt|6XOaXM46>JspJ*_yvCnVl$_HK2PsC|0m(bi5h-x_ z(e5rBtU^E~_@%v?+n}bbxzz;cSEMw|uziZSYbx zkOTS6ydqa~S%w%RXPaNk(s(c-`%^FO)rsx_sQ0R}c0)Hj8OUV-solLG_RsxP4TAL} z-Xyo*4tcYCvR0HsvnU>!-2TBb@5(i55g)c`z!i|64}5~h#+u0nDQe(?myT{XsQ6iT z&T=cfrriRl4y(?Y5%OQX92PF1OEJx!->*CdD4BH_piq^vO>$OF^kt<^b1&*Qcpvj0 zPErI^kw23~A>{a0Ex*%^%1RHK3-m7c%jW=<0;zzU@Kg>5hixTw`HtFmnFccQ8B17s1zcoDs-Z+iVUayI+zJA@|2*8v2dNF{(U>8x-5FDGc zzgBekD@!zPT$(fmWv`#-BFcejXR@uD34#I6`i5cT%6THd9R+=1ZKZNjEZwN*t`NI6 zX;L0cmjd86Pbi1!G?4+!vw#Rl^oJw8qeoZPKUcwRSssQ74Lk%8|Z*i0WRzZ z4E2yE=mXc=i8#);!HmwDjhJFNbo$oobguY!{}3Lc{<>*>H>e$8*SctW05;R++hvW* z+R%FC^4DYqi3ycsZRm++OWoN5PcW6Eoax?j?^iQAE(R~1iv^>LY>ML8Tk-(>wf(YD z+)C5cv7&yHkxNAsDRn!dH86DOI0src(CiR_CHTB2jRktV1wC8fPE5x6!94xR!J=|S zi&URjL4c)A7`;IHemm$pKiO9hnzo5}=!H95y$sJf?CgUNp1RWLiTKp}xv8uwDxC1R znM+J`UaptIpNT>hm#7MN#q9@*zQbO)fJTykU^e1Emi;??iHXvkxb!1jpS|tLp(QeH z{rB5<412e#Z@|vQr)h@7UvYIXCc+i%W^MD{M;Fp<)_IRj9dwXUaB3v9q)`CGMuLIVg+GKi1_s!}hUYdsNh3zMZUXSCPR_F1d*~9$HbHruWvKZKX zdm5G@9s2Dv&5h=!YIm`0r?8zJOaBWQ2QbU8DOiukRngt=d^61n3kwTMCp4;vM)0Ii z+v!7qy0yF(a#WjMw>6W2JczZaKp7^=z20%5qvvoBM2~cGD|()qeKsGZVq3KQI`&{c zBhVa$bfj8$;ne$#mz!G`pWB5zQ$@s>a%o%5LM~^B{p8->9B?YWZ!S!UPX&UJNB8}*O~`>uTe?zrfO*$0c77rYcz2g67J zin)T2lK+EDnUcd-GiaG;-pDM!^$YgQ4 z#=Iw>P$zKh5522oNc-{T^v9KVGvcug5wqxH0NG*s=G>y@II->&0?=7}99d5sb zzcfiR}c+;}gKZi$ceDPK|jK|-=) z$DO>4w#0GYy-eCyTc7v6_j+ah{a+fZ-&W}tDO4M`gIO zg>y*vC^@*5g74WAOH0e6lojYoe+~{&uU(vhYrGi1WdhtUea{_SDYa5--HW9SLkyFT zqn8zcirimIzP^}fSJ58DnzKiS$YFFb#zZRj4hRD3!oM}lKMs3}QTd{qjl8gUC3nLS zL&&shH~4%-MJe4lqlf~0U$5r%?l4ejKv)Z;`+T;Yk8syN|42!e?w%17BX3^+tsm1O8WC@;>nBqp!ri#wb2e9lS!V=h{RlkOk;44=m_V!lm>- z3YW$LtU!Yf#4#)MQeqsIWw(Q>&W~Eb6+jdh)+Kvr<$0T|8Nc#$3koiul6>bmqC`yl z72UsE3I&A{|52N4v{g=H$DcKHp}{$hgPxg}>h2wCd3<;GlO5h!=clP-SiKLouirx5YOJD9!8kJwF)*pEZF;0CIiOhTnn`cik0b zKFy$iRC3oBF~tEo2}A>H3O;gdrFI+1l8<^=!+yTRJyHkgMH@is#H%tqFp#AT1!{%r z?czC&nZXqSAJmJ8Ouo@UeOBM1hhU@!OV)}hdw^_ zg+|aRHg@*Hf`acrRRp2}qeKAHmG6hx4b&$5Pwe(r{{K(xPV2(VptLbGG)#;rXQ!g` zjhHC2jPf~}33dfAec3?6uR*8rV_{I15UCn-7!TyIuT% z7}*Jj6YCs_Q+vQW)q`FSCFv_1B5ls#D$Z*|h5V4QdtU3stu_E3TVXZGM#=X~5#-ep zPHi2CO^7${$`lftLOd=BEVedg|0A(JEMx@uV&nqYqCsBsKq1mPkg}I=`CXpQ7_J=3 z8CA(HmS79s_$x&HR~idp2FZ8f&N5Jtdw~Gjt89c89kgtNIeXaFl_-#d=|C&(BH=wz z`k^ABG_=}?RV;Fq8u1rgUm5R5se9CC0o9SwXWZ;vSLb1G}~i3BoO^(u(c$pPC{V+*~!K4 z@vd;O!x12L2L?c@BHC+Phm_fc18Jm4$PDi6J?h^$b5~~6Rvilo6$3op-5&)kArDT( z909a10rCUlP9UnLM_|HU5(End7-_@DZ|Ri#e-&DOSkhRV0p*UvoQo~S$}E9;vWU@v zJaq`5Z1O+*ezSJvVr%YfSR8-Z}3h5$s&;MqKz?Pq%T`Ra(!D4 zgm6Rn0F&fmJw5-MN%~nS08El7%*^;l`3vah>H%c1kx4fMgcy8g4}$shY>Oa{!;`&t z+7|=dB_yr{29;6$&H#5%23Y;o0B1BhIy#n4OWozQn>FmXvkI{s#em*4KHna-5v{IV z3`l1TA^leW**nn40!oYj#Kd&~d^G+jm7zoL#b}b02C~^vawG3+qA*(b=_^hWXCKVM zQT1z6%3}K(z@EApAXtd~OJ@0_(%j!5{6Uu8!0>S5CBW)Wrg-nj*8*Ij&DQ`diT)~p zKd#as0tmK#07R2EgGPT^ZQ+Rqk{6r zR~*_h>ChXas0C((=-?e0%gNpv? zvVX)tIt-vr0H6YPrs;hFjbRMXwgTyVH_C^{C@hjpxI)Ou$X>-=KQ-9~!O^0AH&$ms zVB_C({1fi*f)_zN1_hktm>Zdjj=Y(Ji+>pMS?1` zi3T1;An@1z&ALiT1{MNzChjaCw`hZ4#G=~|YIi!=A+xa8u00Ys6hP-*{I+vBsLsv& zt#d$85lC_Z3yDhCt7ZT`qB^xYMEe6JX8;xJye* zgPQE1=dOu7W;e!a}x5P7nhLN1SpV9$BkhQgSU~m=w zEKm+qOi01Y1S58nI0Ism6bRlJ@w?r)u8(Tv;@4Kz*4BVM4V1fKOL%Wje|4SmSb9Zn zT|;N6rFFwJh<_*Aq$HaD^xzZ@ zExEL1+CBCdqOI~9v0=K=ctsE8X(hfXKQ`;RUiIG;C&Fs_ye?k@&tbAG<@OY^-bJ1 zDlTr^%rz+U*j`Kc#uJyI1i~eIfXK%pMgk$d2bxg42nx zoYf%wFJ;DG@~@>CRp$@lF05c;@)~F*PnVSlV*xAYF+GzTV){)R9q8Ikc~Fdhz);Ay0Bs%vO^fRr(E}$k>(;k z&l`#8?>n4uQUSq$`ZtU<1QeR=&_dzbOr|{on9O>z#-&sIX-CCQ*pO^N-;UjIk?K^6 ze6-(3mkpf|#ba~b;S}?csp8BMDesC(PUs&_1}Lb;g*$nC$r33pv#?~O{I(l1ey#W9 zsOEq}7O3|z5Aj`VD}n8XFHsgo6oqySzfV;a5`~9zD17whD_oPifvn3Yab_ZggVh`2 zhnhRb-mfHU#I~fkMCs{%bfJFD&|z&6!`Lz0d2Mo)uQ0S@v^P~%C!@qg3blkgYRl+o zCgn1AT=&9;cK3Ou3h()eblqdKmW|=*fOn3ldUzW4k}N)iIdoRjqZWR7K8C$)|< z5KiY5JKBL)kDoo~Ry`K3(eL%xEI2D|7f6I;?6&RaEKLRoAJ5TV-u(G10KiRJ08X;T zz+)kX-*azy=<4ivXDws34R_J9fCaREr=r}}HCkoQ%PW??Ur6e>=1$B^Uw0Y)+8^6^ zMEa@}d_TO5HA9qI-m^i~uOIUEdF>u#jB=s7V;IifG2Xwjv|;1QLe3o($6c@A&>$8U zBL78%?`CQqg70jIX5r0FX!vBWXomMWADe2Wq@q{ld$a7k&OE!qdNML_aC-hw~Mu6zNqYM1r^zSk&>*( zn=p&fDs2vJJdp&f{ zii%T`@rn_9@5tlbY~S)rEG>cN_ph?4GlAomr}Z7`P!|}ajh&&|5?9K$T(f0 z`84nj^?L8Ns7k|w0vDVvQ|^VB5{HR{-DU`9RG50MxcRd7YJQ@LN&V%Jze2|i4TQFW zp-Hc{xfR?rtI9pKwilZa3xv6)Cmfe-dFpZe&`84N#=2>F6uKSzhQ55d5yc89jI0O7 z;!0U2#?Inu!-K1!L7d)QcR9aNr5e0#oy!=TTLiM?OR<>FsF)pA)o2O7tq>%t29bUn zIb42%PyOZIZK$UK*iiFg3DT4pJa_xujYueIwR^RG#ZIDLLx;u=~M?a{ZofgYr^$sj~;PA>lFPaIf~@W zU(=v%I7l~FyZ3&>Dh#dtG)6+E*PNqfe!Jw%u%6Rs;ZY1T>jP692mTrdCabjq375!i z;cHR${lm`;Sq;I*<_oboj+j?QJj!rLxwYy(--5D6YiE39vA66AHTAi(%*kbL{-~_K zDYux)cA7465&idmAhHfJ|2JYL4S1~v7Lp3-utZ(17yq7VSS)WxIvn-_$C(08+bQ&wNN2Em)j6#BFOztoGd1%{_;C{~&m18mIRQ5Zk zkI)VX#?v|4t>qxihb5>)NJKJ zmJT0NyKEsfJu)`_{9%ysFx|VEY8sonTb(we40@9M4qJvL=TFzF(2^9!89K%zC~Qo( zv~91tI&=(0zF0c16y3kGI~eikfK+&d#g@ZJGVFvWQJ|eD|FOqffqmnHQDL$192yMD zttb3rurMFpN=fx|$mrK}C}-jb-{P1+~^xK{CN+V zZY*=(e{l_wQ@GONc(3yHV9~&AjbzG6xkTW$>zq&Sc3?-s8gn-jXL4>~#YtDm>%qf) z&pXTG+@pwY7m71?)u|I_E{WjBM)c45rnDc6Wjo{ULnJTTPw{$vs{!iRp&x$Vs&ke7 zUT)F!Mpasba|lg+U*-4q!z!uy04Ennz2?AxUiO96S`@nd`|Cq}v)*f3`p=oAJ+zp} zM$WT++V9^0Kl`LOqp+iw+@Yn}Z=9IFT2R4dBG!ptpeLVBMqU9&d!&I)9&c?$Sf*m^NXvPuTgfi_brvbUtMXiyaXc zQV{kPJ6kme4HW4>%0tQZ&Ueg*zPOfG>PF3)AN!o>eogzTRkhV{$BbU|T?Ku{LV?W% z2o(2HYIw|Cq0qLM!TL#g-_GH(9kVR8^(#PKf8L z1QR3MONE_ERL)OwuhLB|?XaY5iHtfqca@_ojx7ehW;63J->61#K(n1Ev+#MFxJ1<( zemD?64WP)*#w^6rvxTKgzu>~MYr8Nr0Y!p)Cxf2}lsu3e%8f}3JgYTjZI{G4I>-_nde zrD()1bQYR4#XS>G%UlzHB52x$)eOjTsc|qSI-~lfF}!{4bXq;qo&Wg10HB7$J+qC? zTh>#m`z`Nsx<8cOp0J>0r^@nD*lI9&kZtfeU4~0l#MMlAh8kvdb>GPLOG0%`kX8XM zb#q1_ad{*L(ZKX8Be+makYh(o;J?sW&0T*PFJ4~uNqQ#Lxr3nb_0U4sDgAvjwu1R( zv%=@lnUdn#mfBege*>HB#5?zQizeC{XY*C@6m=sa2=p3?Y8?U$?Ez0qNj#;8eL-O*_LAaZb zjF0c`mFwi7L4Ldgk~p8>Pepg-h#dOfc!Qeb_IBkyL(VUKMU65JGPYh@8Ax_Z`^1lV z7-5QUk{A?tDXf^tGF8H7F2k5{hn>o$5QJp+E1V6oIeQVSUH2ut4@_O-+Qy)=#e^$* z&jR-=gZr3C0_#%~tT~YVyJo|yXY864+?4|(yfM}@32*3>X)9E?DaF4e?yqs>sBvcG z*!r!fTn9g9@4xRtGR<(x5`_C!>n*Ru(H)vM5tmSk&DoUTe9w!00$C;@fY_=k5 zH7C!w3v9cWVxO=`)LC$|*B{}r3(d;0Pnf+}HOHybJ8{aqro(!p+=`W}fS*Ix z_-c8oR2Zgm5!mBntwbERM6vyVgx0;)7seyiIQFX&lYQQmmGyk@(KbyU1(0`)x$Ia? zW=Sx|AOkIj?)rU}S`lU!UK3>(S&6>u{=U@l==cOf%hU;!ummq1i%(s>r50?~#a0+m zC;qhRNHL%uThD(?9w{-)t4RHR$|tfET$kbKLMW8q2wPHk9oF#}YGQU*W1_7f5sX*` zAK#wv!i%7RG@FH2Mg|i1Hb!;~3z|}KcQQtZMgl*wmg=~ZlLSyBbKxT048#ubl4A@G z566h+8Z;J>>|CGn z?TZX5Ww1AFCfCkjl{=5sALMIWMr!)XKmC~)vkR(Vii|K;_*;-O9?Vae+? z?b^(ihxxk~lk4#(VkXSw`c~Oy5h`Oap@XXZ(K46K0!GUGAqe>jYFYG z(c%t;K(ONOR;;+Y6pFh$1b1k0Ed_$R7YOd|Py!Tp_c!;upJyNY59GsIS@W9LnByEX zgErx=xgW3;aANk>+QKA@c9YXFdE(z8aC36_tD>4JGU>UXuks$E4%Wz&3h>O+Oza~b zBB8qYIdB@Q{q(R`fIXkzr63W?#IP4zGxYjp8B!(g)jbpLYz^gc1`;*G8&VZipK#?J zS!OL(r=n1oc03|qfgKiDxSU;-iv4Dq>7OZnj;^Kfw8nqT_FR+yiip(6C7OiAq4-i- zB0u=khyT1~RyC<(cV2Wjg8{FqAPEY^Qmz{Re5>NB)uLhCV=ZB~5V`VwpYeC)+*9Z7 z)nqTXLx0KE#>~swRjT``6xz+FJ}AXh+WbwEi)7=tUe~Y{+ol57LJgSzS|yS}$Jh-X`C2-}+@5$MYL~Tlvx2*rdr7PQVeP+`pLOCb`Wn72^hN!-SyW%<)DoR%~bM zJ#Tk5rkdbRh3|8T6g;-or%ju=y9@Q;p=k8ZTo-NafPf8yLu6@9+>ZP1H9hMJUd`2+ zn=~HBc`JP?o+EA$$8Asm&uPB!@t;m#lr!%=sQZuA887eb5YL+n9Bg*7A>{<>Do#3C z6U*P-=lSTB0|rG??pRrqH|syarZE!kVdQda@Gtden!%DuKX zk!Skjq}96XvS$Zd%_5*RZ~rIM1oK%m6SL5SL%?+?($A2-gjy(`GUuHXa1N1r&8stQ z_b)ZMLmkP(_oY;Pzax^kGL&^2(sadh_agBOk5~9e{bl#fT3qiJLOH$>Vxn#nH;Nlh zxV6Lzp9AR%-#2?juZ@6U1(te>OOv#%#3j1wuf$s7A2(G{)`zz%ukZ0vHlUeZsk71{ z)iK@_U4JlJ1@ffXpSUVgsB&~Zv+1U{>5U%oPAM=bHO=6uG!=^b?iDNddVhAgVA6NL zEd1?rgjwPLLSXlUSKrf=n8gzJFgqsU)cdJSLzut1bLWNQ5eYyZm??yDtKw6*lb=(( z^w?P3_FKFCoM+pzBB!JWLpYn1aI!ff-1zf?S{Z?%TUuI$cmgZ^fmqc)8|I6GW6|p-VAO zd0=!0BXihgb0jV}@;Jf4bXTgXmt-nK=0nZnM-^DZ)8^p&9d%8W%o02ywuZPY!pgED znJNdVh2QFWFAGOoBnm9X#qo)kM@(#$F6+i_&ydIY;JD_TXH(irr`W0j=Tf~SBo|5@ z^oQnO@8K<00_(I$XxI|icEx|e$Fxm~)cOz|5>0SDeYJE}toCICbnVz4dAv$z(iive zVEUCbr!~-C{ck!*a6Apw72QE&SywN^a$sH5y6LaeS>n3IUAUSFdyE@>i$DTn4*A>7 zpIR)kr8wxbqdzd(C3vKBguYd5q$wRYZ8B1pt57kbVf#)`lDk{Xwkma)+SgF8-7QQ}l+=eASf5)911cPfDf)q+4QqaBApW68iXyz06r0DFNr4w(197$#>%@|jo zY(A(rZ4@dI$hGS?qsPNRx{3T4=9-kE@Oic6RDG{dPuDwc&ZVX6Iw_yh5ZLi+UGs@l{)e%7H1bMIgg!C0VS6=Ra&x z({RRYGs|tpp?6A!EfT!{T;vaN4n)V)~jCa5aV*lZd% zNCp|+yR&VFS2Qg>UGXkqSnq&%(ekpOMSD#Zooz5#s zG;9RApXWBc{W;YtRAt`UNEWildi7MQZR4Syyw+R&Bpz_k#++5}=ZaIjr-)_@nC?L05rXbSs^Dj<68v^nvlg9v-7=##0$72 zi#w=RmjX(Vd}T{8GVuL*+IP8i5Ub8S;!YVI%DgU$^TOe_1 zG1l-+O}95xccX%$?T>7!A==&T*KV(1dMz8Ibxg)IUP#&Pn9qr6$!5p2f=ZGXj~7Vw zpec`*M?~+0c3!i(lZ9HP_iSx4wK;6lCESzGESA7_ZlixxfY|q@UL>hy9}%#TzO&1` z-H+S}MZ}uojsopUMNf^Y9%)EkCU3-tW@7uoosx_WHgUIg$i`1x|Go?qmq=Gw6V0|r&=bn(XYwY zN!9l@z9W{mBD;~Bxlk&Oi(NLG-;>hzjl@ZhUG|R9TSyLPLi8^?fPWioAy*vCdFXdu z*m##dQ0KLJZmt9$~O!o5Mj^rbi7;^paV=$;V3>fNcS z(uSQbhkutS7%pxRxbBzfTQzShLfZGh9}->c%iRi zp>4(PgYagC11^N^r7g|aPZupKt*nxccPH?Fr%?i7L3ae#*&b&{f04GhWG(U9Ul#wq zD89>zYOF|(XP&-Vvxkm$edrCv2fUB)wTvujY|=WGO5v#`!_M^`ITUr*S5!v1B*6@Q zVvJ2OSG&W>Ej~>XRm4e83Daok5UFd7Cjt0s@YFuOL#|5-Ra#EJ9IEY+%x}R9nfwb* zL3OdfW1MTg{yEhoZJFY~ZwX4Dp;W+mdu*Iu%=TXx-Kflc_^J8!pdyd@fr#tHGOaEO zLnSkRiYQb9^m9eqs0M<|PwQov)~W)NHc0dTMKjoqisevzQ&2=#3G7!j~mg9zT~hynXSy<71h(hGf8^J6Jj%XxW9E07r2 zlR%+SYjleJZWg|OrOMfO)=?$0H)cWVk>&NnY9-gFEp6xl@P1$FjMCQL{(*aELi6(3 zA#q8+T_>LU3LimgQMLDmc#*ov#_7+A`c&QpD2ztfNd9Ns&cGFDhm{e0#DXg!-x6a8&%{CIf65Og6h?U{Ml1D5}7P zuAKM#CnclK^pq*YwM$76k{OTp;aP(>KNbf;|GSvImU{m}KetoP(J z;q%}zKQsuQ!XjB2jVGHPyxrF|bET8%e(TR@5;OBoLP18s+;7LBDv4qoQk0tpA@arpb_^KH|F)`UjrZADzb? z)1lw5&qb)gN>wdk2>q{;I4YsFT*w#asveU4vd8{zE2Z6^-piTAQH-2g9?_&37X_$X zN9H&@hL`5rTWb3W6O+&lQb2*AdpY;{m`UArMb0k^qb4(Hr?mITjCoe;z;5O+8Ru=Q z(VXt)$7cHdR?lEjD*9-mT=oqGWl?qPgQDxgxLn+5x~T@}uRSv_cCB=8KGZnKgx04} zerTOr0Yw;YmT)&HhLNs(H$k9xq>CQ=f|d?6>RQkJFpw!@8)yx^QGd9^(7L+DkJDh2 z6Up9PR&{#*rseUl2)^Dox0C|cRZa@qH>!x1C8-JjS$9erlx8;ow$Xgw=D3jXLY(}~ zJrF|ybVol^-P!Ufl}>2HXx5L%Ey1BV&ASAGXgcM7;L}ebES|eHM+}iBCj+^?uai$Z1;@cv{Sea z$==?5@k@^_HJ4@VbGA6g$>X$)UjHvv1O`Rv*TyQ}z4sJf3wKUn%2mVBHkxmX2b78c zLr*L*f0e!8>Y83e--S2wn6}gcGbI2)j{f@r75*N!+nv&jNxoHizkNr;xGFWy-ksNQ zR_5X^FAb~#ejkQ@)4CZ;!QC@f!Akd%EqRL3nml}if#;QiH1W)5*S1IR1kaQhw z@$F^*cO}HM!44D#TvG1Dk|&cEXF5kffn+M|#DF=ILT{60b;XaaHsLt~BL2rJMuma! zDx}RPn-ES8WjpdVdVAQbql7iW!%Xzha7k{FxpjsvzvQ&xZC?6Mk7tz!6_DtCW#TlF z<7%JVZ~Va>nfQI~V;!B5y3@paI=ta-*Thy1lnyWBZ#pl7XAG#X?pPavOhS@aB$;Y@ zet)S+?la`hc$~)~qAeR=if^4&yaPRzD(~_-91r{*&h)GFvhi`$*O55h=`=`Kvc8OV zr+FSNHU~bZKd0CwGxFg%pn@J5{uK(yP7Cz^I>TVpy} zg0bcRyjaezi`xD4m09HiA#lrD9PotB?CFG)q@K~8GTN_nCK;}~q)7N1_*slf4Zxyi zTp)J4_ll}>!H)}}AKM!}bxe_z0*f5&uxLCC*lE2C`Qzs9RaBN61FRFC`(#EBPEY`X zRNk()w2cod(Bw0|5oyR8r26M-{bYEY;`ZS`Zsc}rec9#@Gk#i#&aD4=7f9# zodPfxg9P=+IaYk0|FZ4Ud8_{T*`fJzF%_uC?9ui6Ej92wNz3Q8Ukk{X$sXFxy4XNg zc{s=5A5^Jz(%)ya06_X0x|oK|;Qe$>@1*vyUQoA3q2+gSvqge_0ts})%h)*$_?W=| z(i4Kov%9`~+XHqdsV|#lB3eH8_g&t3CwW2_PIrO(qH8pxzG?iSscfbE4#ADBF6rsE zVK(8T$sV~dyO&g?;s$nk|Ligl7}1W?Wh)uSn!5B9F4VJEwe;O}x2#JBp#$T3L++BG znZEksbzVE+M4XZ6LAwGo>x!Z9(!CpYzE z3%3tOAq+8)t!$!PGuNsR+1EvG>YGk>Hm_wz#Xx z-Jxt32BqwuVip}Vby6#N^i9>WM=!bc`{05jqi^ewc?yjRKmIFaP95VPeBWSxcT`Da z_pdoh5w1P%4QA*xA(Me+YksR7=}#QtHJYBwI%vCKOI^JBWziBOca0g+viZHU>}Xbc zNqwU35{F1W#T68^qSgBsB6DL(jb=dZ)I!kW@?HwDZ!HBXT7i8aM%i^dA zTX#Ih2Q;}TXYoUeA*sIGD9m#LIodfuc?k&NONgi3-e4h~m{j5L#&B`2KfGB4%M`pP z!B_aR?H0+7eoB7O`$d3AxcEwz$s(E}onH3SPFSSz5W}Vwa#W?w+GZz!*(mvA)%4-x z!5O`5Q6~@|n7{v>7?H@h>YV!tl`WPzsxR$s(;PD|fXZ|f^|OW}y0xm?0v9HsPUH5^(r)6LIb-V&p#S3O~@p6efe zgdP0Ej6=!s<(K2Tv#Xp!Rn;RIDXC=YAq<0t^aIbD#e+jhA>Yl2?9sLXSVD zd&GtY<*ZA9nVQJ}#bw*SAfJYa#0f(zH_7 zE%{RYX2(Fr2Bo{Ts>gHT3O}(4=CiIso|4yC?X(rAEusFR-e;EhY1J-kqc-`(G1m;yHE{?6hh==41~(qV5QfP2LR zGA;r54%)SwlHHv9$Y!KDlFWTyq6U1!C;FdSH7Nsa=GlbUO1Z+X-N_{~HPKj!`CWW+ z9-KQXz4S3Dptuls%v}W>&(+rHVS*z{xF{J#D;K^3-#CyJea>Lj2IzVc5OG;{AdztpMZ;l6{S|D&Q}n zgL``9PEm51E9&*O!LxNPe3DIzs$<;gR?n@p)bCVXWI3{}UK^+sN^tt&bjyNgh}JI# z>3&6Td`YcV_{*2N)_q|@7cfaFd^F4{55#sxavt1#9fd_+b6@H_JOYM^TIJv0mEA=V zjFOt0AGOC=bRm(owaVEr^F4eAyy?XwU7*$L6>d7&t%Y7CMOL1U6Qy9&@XD<@@hh+` zyCxmqr-Ynu<(?2s3KvB#aB*B{^NJ9&A)5~(2mjh}^0sXsI#6^Yk_)hV4Ri|-kTy1O zs@CuWw@u>Lf0@FQE#mS<{6`Z_@P(fb)-}=-}l=nlt}m1^ZkDR+#bcoBB)z39i!=_N2kM*YpS=~$i_j)5l`8nO z&*1i+#|jD$tJWr7JuB^&m0V=2Z#L)se*Iz^@LA_?(flbgbgZ{QwVJC@dz?~N|`=1wI<}_P22${Oi8f94fnEQhiU*BaaQB8&?OJZXTbQ??RLyG@RUOwu4=4Db9 z6uo;++|mv>Akg}3R=mNm3D7NFZrUC2Ah6=GIm{d!tnxowH_`B2#av8M$+*#pi@U*D z(Z)c!_%FBe6c(pM1$ufSf+1MuDGW;JwUBkm4mqRUc>cNk4E-E7BK-=t$>07C3N!iF zc74suXF=>)`EJ)s=LmYn%{MA4`t$h2Zh8LK^Khy02WRilXc{*4{c8TW+E5dT2K1$~ z_6T--tvBdRRm67QS@UBqmsm+1KI$Lcc1E+y0KO|oE~gAs<TmH^^GaPm<3OFxPkQuJnJb-2vx28PDosYGl8t&!NzLCOQ+9a4-ES zDDr#fM8Qa+AO*)zvX7g529;WcxccJ}y5{bdzFrUHjDWhST{J<I zI#zAk6sn2Q5B0N-JCzk!p);#^))WO|x zK$cFyK8>%?TM#W+%IJy$TBs_~oOhI7nm5Cu?=3m$#cP>GZ{bKt<^xXif63AUd#;4B z#{^Uf)=9q1`F-1g=22v|J(}}N*?4$K=!xA|DmX)khF`BlG>WBL#!q5*rc&`CY&Q51 z-{uWTA?C>Fop>(&(@wxx#Cxt?QdE`8N4oyEQ{!&nHC_kMj%cj8(i3L#U=vO|7A<+i zM~zq>6b81_@L%y=_j#IRp;Ey|zh1ef{wRGl2=6UkupMypYEGPrV3$Il#kEr6F)gGt z#Mx8~xleEfz#=N{+R^~KVfXp-A~$j~&I3Omz8rN%=uC&zgCng5_k5SA(^_TDv@5*s z#VZ2U3_386+(P1Mt@EH5Y>k%}rHp+e0z};rb#3u(*)l*1m){C63fNa4Ax_=D=Fe<& z==>SNrf+(pY0Uf=*E9p(+6CnzC+3kO& z*%awiJTAnGTsj!xB?@V=KBV}Uh6~-y?p(-y@M`SjFf#8kW_!ZDFL*eIN#+s3DT(q=-j9dJ4%UWwLb6fA2BcQ>ya!fdKI_L=2RB`aU zILR)`u#W1O6`juSZ$}@mQ@hz^J2s%DP$c+j)!17)7ZZ+c=H+Xnn$t!Va5#;KFX_hy zixUUgoj2D?I}mxV23~)EcC_x)m^JRu7CehFq1#Eb(^IV8Ko_URHX%mBbhUuoOL8vP zxz)90!a^WC=X`>EK*B8O5<$P*Dn%EVEX4lHkq*L<0huG=5qa+7pY}+AGqa1tHiQws0-oww0OLYL7iSJt+Zr@Q5dvU}55AznF9YzKdx*?EbM?uVWwETWqC zAtBD_?sQ4*5Xpj}t0i+m2dz)>dfglUCchXt##xSv{*?o$dC??n8}d2jPZ)vg>;VDq zH??Aq77pkcNldP8zuvzs`<{IQRD3`2)Y{OLj!!Q76rC*f0e(2d431;4DaBv;?m@X_ zd+luFDUNhPbd!90V|w!dyl%hBFc$JD--5pE2UoIdvO(irm0#eb-)6IIDDoUIy0Eiz zvBpFGgcr=c=(8xeSfBgwC6_wU7TXn|zJJ&@AG?RMGk4*Wi!{I+L@fdXD}4{kO279< z6P$jA#ar~kf`ciSV7LroL<^kr;fDj^@=AKSp;Xt+!)g)bD_li@F3OE4%ln{<>1QfixZ#9Nrv!R!9`*>9*ued`mtY2*6WS1*{ z?BO%vZ$5__CL0=j8M>fQtTM73-ZQu`| zI`QEJ5i-xTKZ$@1&Gs=|vpRH>LNSaJr}ZWli@O zA0!QunXEBDkpc0~m-ihRm1Z1&mw|p}AJm`Q$%<7S;Bgpzw8BCNSq*P%uIF3fAombb z-B5I=)N1iziqF01iGEIB2`$iwn(TiE;w^_Ysu4iA9{5HmX=`)^4wB)NgalX1Md80M zwDES7Zt^|ba7K9TN20f|l;rI0iwkb^u6$C}XQMQ&T|FIO?841!;qsvRu>MtN76XK1 z(98@Q)sK}<)(PA+bYxj2eQ`-1{mD$D{c0JiU_lh1Jvf~^fQ9h0zjxAMeIzB0fiPdY z^WL3D^}KH#wzyC_?=t~amB4ug}BPgiP+&+5so9qVf?lZtnXg*k*P{_ z)-KPrqI$ce)nYN0{*0@(l^RkMMbjzZ`M{S=1c{{A4b?2Eh$3Ygtu*`R2y2^!YNmR9 zeBZC*NYhxrg5Ql%ho?u30leIjLLE&!(Ied!mFLHJS~nBur)3H=6J*B{#kQ}hN0t3K zcaL1f0bsFFL1iiN-De_xAehqKP3g5_Kqn?L;E+!$NX029LPWNWwV#)k3f)$ThDMc; zRDEEMZ)j7=awg_KZle13m1v}0Kl!+RF98lrNyi~(qp{91kO^KpG0 zxh!Ei!>z`*`s7=u0Di$)+yo!^oFHf~p{sT{-j5UxittMx@r!Z1){St`EG^sjQbHfW z^?|LooJ*p}Lz~*VJ92>ML;7~m*a=*|Io#Dz6B+&RUceLR=}<2CMxciniUsm?#1%7e z&u6Sm_93I;*aaMUtR5ZRBDkag;5#o3mi|7#jcXgNZM;4_zAg|w?T6vIwG;W(P3G#i z_BEY|6;X%@@e&5@`7eL+@^Wz`4Yt?AuUq&9y2)Apb5R(8i{*qSX4LdXsO81NJ1S6U z*cIUU&fj?`J+J{)2XhSNCw?==l^z_Z4~LR^IQ2a&%^VQ~I4)f={v4}hG`1`q4vb35 zo>a6s(cg-1l+omy=B1~qnkFGY@#%y2-khlr0sE(XMzv$PYYT5xj>K=gqcpvyCXF!{JoxpzziE z+Uayp0hKU8k=PxKA=KXCp{6s)*4isi5~hBg-XE9@V%bGdFTJ)DRF3XxyBo_j6_>|A zWN238Mybgkm^z-|N4s~vTB9v?$<5YczECF`ZOdR4)HBPu;Tl6^B6!r0ct&bn2E~X( zc!OH#>_>*_a=cE7ajSb9&M`kcN(6bK7PAh(ztRd)pKroDOW-QzdXJ32S|9TdT*U1r zT=b~1!sq6T;E9v>REJG_?Vn@F;Q2M`DuTYGLG&aB;jW9_p;tNeT@q=1&6Mm~Y za)>CrUhe(<>GbaB-=C^)d&*Kr4_a<@s0PRJF`*E)Zkyei@CB6ANP1f#^AMm70HHyK zlO{KxyFHZ4=C2x`AEMlBR z1FD?Fo>%Oug+Jh69~nq<4kVZ6HK5D0B%v|rfXWKk_vB3ug6T_;^QtuJZJE~KAZS$SCEj-a1ubNzf&)8 zwM@Ef2q@g#>84RzeiVK6h0Bff|8dKtfl#?j-WeJ$IqraE;D4vO!CAIsei(jN_KB+{NXGJQ*;;ShixaR)jr>S z!zwnai;CdlFHD^U-|xMBucht_6)1gr?@ZjNIhknT(eQ8jM+#WQZ(0JtD64V9i_=jK z0bvb}@WVkgAliXc6PE6!=X+%s?32R%gI9+yF{?xh^Mf`j|xrHGuq*XK7ww9r^d( z4bIun_-4jRJh^N7Oo-RqndVJLyDbF%;?HyK9N+rPf)6fH%7x z&2*&rv^#yBZg>mi?kkZ^4baD3%v}4my&@U{w# zDZMNEvOAc^KzCt@TQ8O0Syk3$Pet|m-?|8{Ng;DsdK4{H!AJx)r31F`bs{W3cS5h; zJ1s`?@V#^HJAMVA;5AV)LZz+|ky5_xmH(}!HqPY(BAksp%ht0x)R9$IJFB>u@{d_Y zME>C~Yo2v@;@#%biFZ~+Rj`ll}Gpx&ic*49w5e>J5bQT~|i^|W4 z2259N)3M;Ao%S6RDw0B($G8tv%IoyC$%5Ymj=%5N`+Rty4l-KgH>3>Tv=h0)8QT4R zE*~w8LDQJj%2IJgpN_q6EGK;FbA8_0Vn(!b4F}zI&BL%Cf=Xc)QY7m{3E$%_sV_;f z_|BhvxjC1~dystRoWj@I^Dm6&!J^`?Zgt9+VRp#m_u;V*|8HwdiGg;_!We8}228TT z*!%mG3e`UcdJck!d|~f}@qs+bQ(ONzX;bVGj!xYHyl+Gk^`(0qFGWxu37U$VlK~9l z9w(`OJOa_>KdSwwm%B6&Y`Rj4T=xf~xSWqK2SWQOUQXU>E*Fih{0kc$_w`%r@eE$U z@XpK9^w*dG53$_Gmue7$QMhPiZ1DoatMKXSIfs^)U{a#w4xZ<^NOU#B8&(#wauf4l zd|U1_yWj0`jPBFMRenF{uLq^Zt1(_$^5UNEW$h-i6k$@OU*#YFtYqrblZe!2%&)m1 zX1(pR4Xs5P_;ND|NgO7^2PqNY4UX&MJ>?sm{LX_(%AY}(sdKOhV&(4J&1Te4XPCKU zAYX?{krE=qSMPKEn4(Emnv~JUFp>5<*%Somb@fUgTN3=XYf_yd3R)l>j?rY|W3W=m zaSX8jxom0omwpZ!LtS)~Dee9N{D!F)B$Li)Tcnsn{@g(XVg$ zf{{$c*3mv{q|*^cPZ7k&$$FUViVRXjkRJY=7jn^wGK|l%OI{|G+b`Yff%*4#viitc z7_MDYLC&l7p6lbSoyW4w^(0=lFAnNstI*6OWk=0wTVD2+Pn9)Ov2g5DKw&)a}yt^ zj3j3oAnh=a>Z3_6Cr|q}u8>@&n`>$drdWr`KKn-yQxG2;5EbIyVMROMPL?;{nMWXU z&CX_1XWYCOzVV~56eV$pQjEa`+YV8P88xhW^7SG^ z@L_S+kTh^hLac%mj(>XF#R`BIF9tw`X!myE%u*flGSGjE*}a-!{wPR6j1**iaAK>d zVzn?@S!^&~1W&A+F84ZgdNY{h!fxU}UWBZz-(HcSg!K^2yr{%cdlI_>_9=~x2^ky^j`=N$vt)0 zI$;>zc^M^&Tu|Ubv2L|QN~i#|Pem~c=!S=#Da1*wHZ_Ve5O`-YG|^m-6fqfPhhrd* zDq7ZOyO+yX&lz(nxoFU?5G__?1Mk7Ln zJSqHfiDGgdk92A3{k0Zz(?ze80htmZ^h;cg@APa1Z?E5qq_-}tqqM||)`D&9rKHS1 zhzU8O%Nv!P3BHC;cwP!8-w8c@yqeHXCxC|v$hy+va)o=YSw0}5a$Ps~wtlvq9!8e>Ee>JT<#aV> z#=cV3kK)pIGi`N~(pVrOrEY$zd}qJ;q#|}m;H2KaWfQ{!^S*%5!=>@)*OzYZ9cPc2 z1tHWrHqk8~r3?qTB(`I|&;WG^PJ$#(lEL?JD<`zO@X(75i}x4jMr}=W!l|O4sy@Xe zY=qB@{)<}qw3*wrD8TXdc%b!VgH~EbkSad)%fWG}I-GM3Zg$H2ucF<}J6cMB_g{FU zLTjFT?LHB1Ek5j}rA3Tr2@kUkzXkiFg={V{p?&0kgl#_9oMe-g8>XX4&r7XYHXk#8 zVBqQT9IaQD#C3Ost_#$)yW44_f&kMyffK7HkrHACaRl$x!>VqslMIjlnHqwPGYHcY z8lrGbed-1ybRh*~?l}YR>1>vu`{{jQ0lS^+x4m^IXzy{#5bvuHvv6^=Z;nU8xmxsPMu+Xf9*re81Gx)$P;5YoQFL-P+Yk`!pw>_Zk0aZKBKDkwoOObeg)-x+J&htQ!`ZK- z_H=QF46-W*k^laH@sVcS78Q~q6~wnGjrRi6o>~LvlO&H%D{FRA0!^(wFxYH@rA$BU zyRyQ4h>x*Aa#?ApGzTrBf@ZV9O*!DdJ$ZV^D;NJ#95S&JH$h8Qbpw%FB9z{%4D*h9K2YPuiba?72`Jo=PMDcle7* z(@bDmyJ!6ow&e4PG#MqQejiao<3SkkTw{k~YA+@JGs)t{UYnJ`ts415RFE+$BngE{ zAI?{djfTEE=C~I!TO8!2qY@~7)tiRpPW~g(aHqvhd=`tU8mF_n<1~zCV--MTRS zl;GiXS!o(&5naZFBr+mEbQZ~_8|x=3QBH|dh>Yt;epP&rAZ%#nX% zmef=ML&-;QkUSi!S4(s%inZxR){;9BGE6t=Xq&NIhqVZEiD{$~mfjFZ!59JaD>)B! zrqou!%J6*&^<#Xwef+O0=%C%|rze=hFi<1Z|Ro+L+!51fbm$hppG|(jfUQo+r zHH5l2Rh)s3pK~q+wt>W&Di|u_j0U20)|t@z^{7~Qm+eOt85%;F;x5hxc<%2;K0;b3 zh`R=@50)W&v{YGW#J^nd!ov!}Fh4wGH`Fdpr&HC2a)uF)M2L44123?RhDj-!lNXVR%Y=`?kwAR_UxD?d3u#;Ba_onv%3 z=Y`JGjEJKVEpnFIS>wd-0YbO{LrGuL?HcU4CX}=(hPvi*-KaTJvY(Qu5bB}1^%Of^ z0!agZKwc0|$^Xp)FuaQZ|9CdZ>5pQ-p&sN_(ZKUhFsx%Ehlw3U1S;*YyD@*43-&v{ zJY<}}gX*~-b`KZNGiOk(bkA*jx(R8*%VhB$_Xd=iNA{d#Goot7v1rB9xF z7LRwKd&z=*<%E%>0jpX8fsJJfILRU{P_JoR%fBn{57y}*$uhk~&_5g7+Gs{Q}*sVtNb+*Ww^V70*u`A^&;86AedpQa{KG z`AsAvh;N+A*#;s1A*d4_tvi@5UE$XOO3_bN{hj4~MZq4NGjqdbI@K~{$RZrbkx-IM ztm7lDIXzFX{bs2wMwYufZvx5?G^5Kn3+r~yKF%4k*by|4>y8GQnWlD8HMM^<6y-Z2o7>eY&zilP&L zigALNA4PB@HegY8R05@F`cL&F&_!YDkHq#Dy=6=EQr8H+cyR^e&+n+Jo}@i`(1)=% z>iL#CD@6SBhzU@tqmOCC$f#gvF{yPi9MlpxtM*D0bib8IO|eYR76HNH{CMmV)1Nz= z8TP|^#tiFJ=gs=sWzUmb@_7vr3UqI<_#k#96twUnPC3L-r!W3qEE@^Ts$4hKRMYrj%4KSYIC zevJO{GJ952xGJv-V3l9GD`mB9kA_`;KEsdF2a0!DK9IsMolc@}4xb}HswGL#BU%ax z>d?`%KO`G8$4mF*Ns1X{g_DsQEj${SA#*vi%f`_o6p`|AOc;;U7wY>)Jq88Zz^8jz zSJJ~?dPM&oA$h;FHxMScDhtETZx*bH%0!D)L}-1K7C(LmksGC924-8f-OnQaQj?E$ zTCDo_*#~!()xg*OZz6tcC^5}^0!Q-j(6eu@G>D+Q0o$L||EY@qBQM^s*2298`*EOl zAb}iFa55~SlU)~OY9rd*hqPhP*v`s>yn>4Hxmv=jS<&IUl|uqWa&k_$)wRU!ZuaX$=p=78v;E8GewGuUIqCK8 zd0?UbNLf;o-{?^9iUpdLaT%lEp!RuNd}A}W%o5c$3cO)`$@M?LfxF0pgE%&@6f)o= ze{CcZ^Sf1Ngolz<X_aNSN9pS zhV$`R|GC3aR(D)R!@xGXCdW;Y_QUduW7y)Z@HjI5nYQF4y+I#7HFYhC#prCb*X9Q} zXCvFK(IUTX6h#)~?*TXAZ9Bw0=hudl+3)rbIk(V<#vOhlfDm6bJGHT?;&&uBz`lqk z2fZ-}QzO>7pD{~K^GmbkfhHhcN-ChzJ}%i{9sd#p&lbIACrL902?WrHQVNlPhbH@& zy!T!>+Ki^oMF&Oh;WskW{*!Ynuuc}vwqTMAmjbW*z&FhP966yW-Fb$CM$J3wKbH-L zS_HY2uLI{~gS?tIV7;DUkXJ$?_5VlJcSge*c3sb?(MKnGkBA;E+9V=ckm#L6@4XL( zD1&Gt2nIor=q*HV6E#|NB9e(3gwf03yYsy3{nqpTvu61*bFce4*FJmivyT-AC;Q@; zg_F&9;+>=dPYLMUPp`n}8LD5Ob;3W7A!QFm{CV9y0)aMiaxCi6NFEWVNZbq<%N@w6 z$s1YtKIbF3x5(B8XpG^ziqjJB{XabKX1e5;yJf!wK362 z!W)GrhZ+&>`W}w^&9MaR7}^GT|1D{$hmA03i8wY;2uMr}Gq4b~Ieiri&wvj8Lvv}i zdUC>?W2NsrMZUJC#~3JEtDj2-51+^6gkE~TQ5Q3;3llmJP9ZETt3G6(RZXP!yL(uQ zhtMT}#3@p%mm;{rU7!jT1EBY*9(D8c@nyOvbjRRbUx6&b=NR1-v1YdqwqYMA@zA2N z$6ywI>2TzlKRu_;Bjgkw=G?6*iDx*<_el|t242+@&!&&~dOy^dp%z3#Z~jNd_)o#< zbY$q>leLBi(VUO3vXJ5JFY{dOe{unPcb_r`n*X8zVZsnOyyd&E;X#Sg440GRuLgft zi!p!+SPWMaKSnDRAAG+rz-d(%#zHa^&u@s{>9mYgM(LHg!Q>nf*0(RvXSUdx3ZShC`t-?z&?)_&sU*Pui zs7L|pRhu~vDdR}5_Vd8(MXeQiX37+|9S9ri5Vy9?ps)gvHxouwX)Myf44=!4qmE&e zS!(j-l$_&^Y-cel$+Gt_7awA*-!64uAiuKSQ{Ch|uEcyt#ji(5ol+2LVUmxJQ8Zgv z?O{v1+;p&9>~FtGPK`cvPo@B2qql=Ey}*$1weK(R<>&pK9CSO{)9HDnxKmACO+2!U zsO`S2DWusQf-$ePJ?>rYxA0RVM3ga>5^Ut{1M zw^VQ}?~Q0mcxT9&F)b~ovxT;4qf86*(DpL=$MyV;qPKOnn4YAR{6T`zQ+2obZ4c76 z#)2o^j}8MV5PeWlmESV)3hIQdJ}Z;Ycp_Kh;X$sB2!Vx9PZRzfplZlvMrg_2_)tY3eg<_8%p*ta#c*9$ zT!6hz4mEEvwXI3dN$Jl9ej2g>KGRmXVr;DGx;0Olvqs?a z1TG7I`HP|%pmo$3%`Uv=R@_w6%LrO0kUh^>ramP)yk56MlubXsjngo}&){Y7)*uTL z$aR_`i4FR3EU8Efvnl|gDR}jntntuuJVV9UwT%g)ug8^ zZnzBLzhr42Vsr-JN^czemli9ad>)UF0oEc>p^&xAoeNDtg@!h{IUP&P&4SdT_nhh% zc<;7f_P{B8@i;}YlMREE9&>)StSuuA7|grX_JSc~hu3)6qo-eQy7MOj5Zv~cMFAvDT z|FAU!U8tohrWAb_$$LfL5gb$WJC}V=#x{0Np8n$rn^f^Ftl9Gx~I^toX5*Khuxw5R;HsW{5ST?x)r@BV5T zr9fnPE<#ct149>x!AvSM^D;MH-T~7c9bSDAYR(_Cb0NS92cxaYm@xwQ7`aT}zI%3e z9ZkSLJp;t4qmquV@J7zcDyQ$kW&Nvk_*3UhnaZT>RVi3xgl{>Sw9UuilUOqVbf-vEtO4Bg| zZxnnsyhH7_j4t0q=NNAKZYLT*VZ*690aJ)-FsF_-e(V|7<=S@y7p0J?%2zPft<4Q8 zpZiE}lm-07JR1I)3A2@XNP>uHy86)37|>i56BY)_J8CxpA;{i&s@6YqM%?W1LSevF zP6j-YdXh(*?k|uleuj*pAZUBWs_~uMB6qiP`p1jenV|}`)+)+Ct5M{T`ZOL&rJ)7u z*XaadRcj=tx;+Sw>^>j%4H84fW4NrKPUdd4Oc+3(!Fx!IUb(KeOOSl&NR-p`im0uj z@9E6Mb&b4^Zt9-}H~41<^FJg`#$U$Vwnm&3#(BpYL78q&P(wr3=jL^@$5Ia-!=jspU6eb^6E z^67Q=&%dU3re*PUgoSa8`coqMP8@IywP|yZA-XNIb#1PwCoSNM6J`JVPw%fBw9yF2 z#HZ&zHg9mC8jCPgwPbTr10JDpgk}!>Y>fvr2}Tbj1(tT;V=O*B=PMTya0FqWn2P!8 z{TGG1F^6|1vq1rgaFlX=oc5TZP6vVzS`oD{?kB~EvTnt;(}J)vX%W1-1|4u&JyhUT zH_ygFeB+US??+tcl<9Jq66LLNcMoX0+m&&qMQ@0?h5{AoDo%vcDrhduKYkHA&`E~S zkMN9xEwPT|;idiVH;-bKz(X6}w$1(d^yZD@cQ<&@mN!kg2-K6EIs2;3l1;B{9%=uNKS&N2yPiSV}J+!D0m!6d5H9xcluG(I%yQg~%=mh&r z*iN8BzLUX|!Vhee2y1FFw1D-B7ZkQ>2rwtY9Ut720M4WP%#9stan^~KR-AoPp8eup2I8Fq{aAV)RRH1b3yt zWw}x{_~<@r6EHt$S+t3d0X|4N#={6mqL1&2^qyz!OwfV6iOnVn-P|UFNG?AJGGTyh z`6hhKzmQO1_u*1^B>rxh^3_Le8qOcpY<&`gZdHt>MY=S+gOwI_vNnBA-@}O^5fCWs zS%O^x2rH)i5N8KPp@?kbq0r`~@yUO;-^EVx-VqO!b+o5`T-^+}BWZN}%cWmLLcLt; z{+t}A5(+9?mDGF!tqGH5a4=<%4kd>}E6^D@{@^c6CVItlu15wWK2Sar3G~}(^ zAoPH)m+%QWr`3whAWryy-8KMB?V=_7d5IE*Ds+-6QyTfs{8^KYD(si6X3}9)5{I9C z4XsSwd>{bZ-;>lV?Yei-0o- zI6E*t0&M2X%q5x7zSHLrYP{7US3gM(YTW)pl+%8{< z(5Bk%K3`yle&4|3aGZQ6KhPyfj&&eH({glr+T)?K(wzR%!Gm58HNf*`0r0F1={5A! z8@*8mVTd*IvBQZVjPJzX2lSjGv9hL>Dil~!WXT(priua{+LI8XwlT+yK|XbUI!U$z z17omyiTDVCf^#7anr(daCGg%Zbn6nKOR@ubHOq&{s{-!GCH^A;zd&v}@i2>D1TH@d zNNZ=DdqG(@tdW8%V6<)_S2%#n*6Wxs5%Tb};S8bOk}RuwU}NPHu!e>Wz)Qd`BK=C0 zILh|>lis!#Bi@3Se-Z)xFuJ%cODRQ~^lX+HQ>@2?iH_65qwoe}D$WKzg0M?~9P*3Y z+rC6p;5I+@`;^gf&my#Jp8(p9e?=#b7Ojfox{k4z%gvqr82RQN7*pG)7_6%T*!gbL zdI~qx1IDbtU${AZgqFmbnMSGKZ&PDEZC-takLwLRtioH&r|VIUcP{H85RNP``c?iA z?7x`n{XjP`Z0C>&QNv5B13$~5KgP#M0@VUh077&DbAI3_+x7@DNZ0m55LN@MfsU6v zOFMY=P0%dxL-d9eAXYVn0RPBP8E3#zL&I@4CdV@Xe361mE}g3mwg<$qXQ%8C<)^&P zw-AX^q6M-Co;z8DR zDGK@wsgudfzLRP5rCr;j?i6-G;4QVPiIsKp6-S%Lk$V%PHHNdnXel;Su?4bc>MU=Z zob$(5c+f#Q75>m0zQb3Rg9dPZyMK=@tCz+q^fnZ5O@rV7ZHi8oy6_TFJ;f<<~ zA&p$|t>MzK^i%E-Cmi!4&QWS4NfV?^)ebl~xf@Mw~mrng8nsj~w`E;S4%LY;5Q=Tq~=7Cy}drRc= zWb0{Tz5t#{-uSQjM!rWt1rIdQzz}B#^I> z)M}zW?zD;tQwBz_yoo(41Ir54nCu!wuBAm>UV*CgC$%2uE=mp@p6-9y8@PYex7`zu z^B|2q1GZ7@tYuj@%~?k*C$q}E1i~}YB+)g%o~8#-ROpbLckJ2rVWp28Qjj<(`42vN z@1X=?p7Na5du@>+o}o9V#)l~e6yC4>g`5c>2lV6y)}iP|Q|K2uR(geoLfZqdv3QzFKxIVts5381WM z_Jg;OE_x||(|_nqLwr5r&!4cK^*PuDM)CNI_s$oNnK;w0mdInSgoi^fedVn|wn8$s z{$aZ{HJ%a?BmYaL{)bidwFScp{+%yVX8tG(QckPeXA}bJrPKI`uK(yyqRON=?sE^T zGvR`>Y7S%#VG-Pp081Fwky*V~2+K{$$KZm=1pqP$(w zCDSjn)_#bO;K{BJZ01vKqEW%!@o9QqP|h|68Q25rjk+8j+BNll6|Y{$ktx!p^T?Q4 zOm<*t^hQesXE#LWY}1X?ZUcn(_`2oqNWnPG;T=g{eRj*%(atD}-76IqT|$J=!_xa` z;{>j27c@i-W7zivjJ?OJzZi=Ye2JJ-l`C`28bl2xxVToo&$+#be0mW`x zqvVL<5*eaPSX?Oek4&Ohf$7~oo@71FDm*QpJuh}u5c;^@UlY}7+%*zV1{~4$ zAlz2jd>sSlwXiLp{b>P3R%It+@$-lVffu9BD_pl?$OUvc^tNCq0jNTq1HFdSB*Zvq z6Sz;PX)o>r6_v@_Q{)y1tGOz_YV~3HuCUo}oH8Bn%+7+O*L5+LnRRl1d{f~+^n}Cc z?a;LhW4C`hxi%-bSj24Lin#qg;0fsq@Ot7(m;px}%dB}+bPoMjXQ|8JG%Hu?EK1uF|ox+wj}7^@iNzoCBsO z8!KEj#iQx92WGa@co-Qxgtav>LglM36t^ZIYa-xPnQRhYnJRam%L6eyN)e1);HuDoH?V9Y0^;HGt89zHClznh`8|455SFk5L)EnTJ#5mC;JVgYaKx z_^1;>JawR`=VqPM6Plu%E$#25w(`3n#PA$=tSnOS6YyK0D7#=0*Jt50oI0P8^Hp^k zP90z~!kh_bCB@s2kfR4(D*Iv#JjhAjQa;ZoAB0^c zhL=W%8g)lE6>sj#b5>{Fr+h1o_@h<6^$$%KV5PMHDB)oCsX6L0f(8UEPHT04CG(u8 zpxBF58sH2AcFl4n9g{mQ{!|3)|9tpwl@UHhzf8v;`khaoiONT3SjMw{wf>8dPSN|E zWpid_x7hc1m_GIL;BgHNsgi;4yHHegQ_GZt*<_{sy&6yJk*Kh7GM=C@9VwmOJ=bBR zQKxhGyh;yYv|-v)|{GeKJ@d`7bTtT3Q%RO@gl`P&tJ=fC4)O#t1K&?hJI*&d+;i&Jh-vbQ;+v;J7m; zbX@^j;^h(pH$j%^`QbQ}W`TaOq*~|L1pu)HHxEK~xRyF+iPseD1P(nq=6Y6eKO%L% zJFSS;zK$q=GD?V;gUTj~hD_0<+)TOzxXb<14RPG!XbogG(xBmwAHX9;7n$!pL2f(| zLx3YiE5mP;z!(LUnMyudbpw8mE2*!+{RyeM^hwL=Dky1&H0b@82;-d}?m)F@KOi9f z6O^1Z%e&ez%&fRThqb=%P+5(>h}w`SOJgB?P!J+b%*jp>ELC#f)OkCQ5Pqfx|DLfH z8Ex0J_%Q6^?#Fc-q)RdYOh_Th1c+;ff$NYT{m)d|DIw$b7UXU3JG5ECBef${Ey+2n zeH&xf0-Wjn({7yt6sj>85%FpJ?P#!Pa}^E;-(A*s3Fblw=W3|HcHSkQGz^95-A7lr zr!iqF0vDf%qxHeq_Ium&g@X=O!qE1twL?#O#V3s(ngi;UfV#&KCy2d66I&fTCh%p{v`P9;G)9lcwF)U~w&(*j+j-7WG(4D@}?B#Iy{mOuT=u6og(0-eAj>53Ig{ z0qM=NHP&5b&~{*{=^4ri@tgh*&!_dw)pEdb&@}6I8Qa1~fS#dTkJ$mjk|D7{J)8h8 zK6Lm(&#lfq2ImsVru<{=s>Pruv*N7U+zZJ9Ha>LT9vm0kDXKZ@SRC&t`C@sHrEI=d z9|OMpz9F19B94bHTV{RIM1C-sdDn-8cjcjk>QFcU$SqPdst_8BPN>|V(?@>n8X z{kLUtH^^{KYBx0 z4m4{W(nNJO7*<_ANIVy^)$4IUpMoqpoc5r>6I*^c6TO`FM6j$ zN`oiTTDc&Uox6D+*Yf)Ls=W*~7h9Fqk)nx)(cBLsoaapbR*g_|`GH;aQXH)1WG!kkumv3A3bk#@uVqiXsftjkCr z(Xz;$Cez~9g%0&nl>21utn61Y^i+c#5hM^G@GK*zazIjBF1*yq1(E?d^n&=u@I)A% zU+tY`0i!Ew?N(g%gOK??9|a5N(Qd%P8y==pNu69OC3tgn%%bFaanlbRd$? zFrDPRt+CJ<*ye|n?G@p!Kb2_Ktmw@1Ie#e1a(pcj%(}rf(?h1;ZMLfjP7`VUP8xAk zOHa;>S3BET9k%s-qG0|V#e*t8Y;GoOO|Igab>pd<9{q6)$lE!mCrX4>MqK@X3koBK zpK;jy>-D!;?@bhvi56`+QRu!H$f=bE2TzX3EnjQZX#pzhkC43;z!%(b<~#l_tK;rh zqz=A4Bm8@1bq5|4b#FFU5$|J)3mBtY%yoS*wL*xVG#Y2_1L%TZgncz$V&kSwt(L6; zlX9aZ2v=N8m`SI71D|m<=%|2=SJRKb@j?Cu!-jI;-P>EuU!!JTABt8r+kMkyg~W0F zg$D(TIY^nQ1nPq@dt6*JV9e#oZbN6- zxab?NVSER1xf{Sf^IbdPRWHwa?E* zOw%S(YbYAxon^%X-&B?oP?ZD^AD=*qlqN#&*))hXhYh?VI!;>pK-K#oGwh@;L*c-@ z;(DhKn!9wP!$yFR%vy`5kbL38rh;lwMGD&2bnaV1Q3zB!pd@oD-(Vs$wL4r3@-F_+ z%>H`QrPuEd6rYj|3G4qq`EGY_zuEO)@xep*t_)v=<{g`#tQP#iT@UK5q5-$wr4D_@rli?9akV!Zp@94P}@2j`eAh@T8Q=${i3o!j--zO_a3zkN~iztL<3d zP`L)5h9z~_P9*P#58J21Zo(38ekoTuY!l7a3GV(=gTz5tGvux7xA>UDjCX#)fM@kA z5ovrcXp^H#-NsuUwux|>Ia|EQuE)s{ql+JW^U&BqbKKC97@B$t1*YN-CiccV_i12< zER{}+M-a$39!lvJ=k*7}ue6+$@M>Fo+hfn%WTP`*Y27Elj-+>FkW=+>~|&Njpw3RRNR6mEp;DVmNDToLz- z@Z?AAj6bV&(4R37Se)!G!hTrae3PJg)Y7FrZ!6TaP(FUzX4SNqnoi6)78usnTpzFU zU_sb8;8Qi==dFF;3&vV^H5D>I=J*;uJAhyB5B0SH1_wNr@3|X-G6ZNYf2sD^*4yhp zLr}Avv1eb!m)&VzA4M)dBcEu&`{nPGqv{rrtuJlbL)7yeapo`)PomsyHsSqS zTM-2@P{&ArR3!ikSEJU{V@`)8`m0X$YLei_O_A^3rzz}0X|8Xy*PJ2Utc6r8L z<>O{!2_{%sR<)gyNGtC@MS{|5;%PtqQj_UWaTg)P8c&54WH}JaSD~gX^!Zps$Yw*f zMy=*2A>9vwR%^c<=7_TS5>t@3q57#o;TW<kXTojnxZ}KQVgA|V1!shjtV*x6XaK;nRU9d zUmstAl);7i7fKIy8oQ*VRftC-t=~??3uurwun90ScELIVvWG~mwB$1@n$Jgn zm)jU1T|cA9I7L<^j_?I4S{u>Ba}i0!myQ(|n|ZA*k363QtTn`0kf`8@WpA>~b>z8) z?_k%&(AE)zP?$T2!F6-X^rgqpAIWagc@v1qy(hs{zH5&8e^eNMhTomuo|kkRYrlBO zloP+);YF@v&R!T-r=j1WWGW8EfG%7odr`u%XBRegbaFp})iYk_xv4f6pMIbimgGAl z-+OOOZ{BP+WE*iyIwQIE)|6C7K`n{fTLozZDR}*`^>j6V#;7x_jc;8QF8iE$Qu1*_ z{i0tj4!Hl{$WG51)PHOc6#V@FAjp%rBscyG4SD6?g98Jx@Subm)4ZpU;Pz>n6wcFH zPl52KtFAA|U}YBESEQ!K>!&O~d8zp{Uh|OYT@z_YWjI;c5nAdJVgL^Og%Pf=Uy?0KH{F7^ArGp0>bP(e;y^CJjAIdk4hE{BjuConOf1TWMb%kFewU9rK?l8RX2TGWwgEn}_ICuathB4qd;e zuOjqQ03OkJ5_h|wl;FNJX}OZ!6`ebs(+(+wBdBF0iGen)YVaB09v^?BB)@dmIthfW zEio$y+;k&U#t{qMj#F^HggfssX?;$1uhsT@w^Ow8dK@6`t}?HC9%NSk2)*w-UbXBz zqAX`4KS4W3Bg#1248r~ZeWgu%njLxV-y9HQq-u!|#hG7fld4#_KYQ#u!VoNNYar7` zGV~^&EkUvH{g`*`=fBxcG>9Pu;;n7kot4hOp~7|pvI3~|bjMJBCtb9Yu>7SYx5Y(y zQnBck(@l`2_4aJ%ggG4;GhVakoZAE_4G+CVLj7iDqkh-0&riyb^plg%uH*f%Pw%JG zIc~KBVUH>SJw}%pVNIrjTK-*XhuG%3*Z*>hHpO&iU>hW?vTr=aCR&UVPlqw;k^iuO z-f={v(^bEokj|3Yf1iVg-r8hve-UQ2#hDiHxxt)3-g=87a^FeuVU8tei~u2!S*+R) ziv0`?mD9rWFhG~H0@YGC@8gzE^qBkCSGhh`3v<>*5%-wMk5W$eeuXza7qvvC?u56$ z3nn3HJYc+^UJkc(*;Hk|t$^ zSigcLp-N6Q9=#o&ExV~-^smQp;K-AHduNI&zFZ)fdLL%Jtgqatnq5O%k=g@#m%gf! zc}mzcN!IKuGr~r!ekV9Jzhe@AyexU(5#XPV2kbgSf2K!C{}Msiq#l4KoYS-VkMeXX zsUX%0%Ic3zim%B;M7^XuiR9O0NFjSGvQUeYTid32>L$!N@c`^_nXxVc7Wzf^=6ctB z7ko_n74@ZBq1)Lz5d?_<>Nz$1EOy*00q{`9#I9S(53Tthh(=)(bprefYEQPV68;SB zJ%HlQp^K_vjJvDF{`rzV3X`1hUSq5HS2Nrol$@?GHkuE2{qq%-LSZQgyWAFNuG`oE z5N1G9ce98kB3d1ccD*Z9a^7RCtg7i*FzYIiCPlq+9x&f}(z zXCB?Z>notc2bix&rUlye0mF|FTy~cP<=6jF+Sld{<0$!>Ir{7DCmpGPE2ZxVd&lG% zV_}nb)g5-^NQ+uj!zQyvn*=xa)8(vkHFGwGn?1>pE@Pq8|4BtEjAJS@X}zi=PW{jt zLYM1XJKdqIt54P3>#TIY<^WZJHom9YMsuFy|5e!gnDF0};N&&Ns8;*$v7_Q?l*nuP z>wwmiOL|F;|35VN?+>pr;qJ>b0w`=sCX-V}?@N?iVI|Mr!G}SC&MR+r{>X6#kjpfh!&bLPP-Sf5h@!kl6qv zST@80sod6n3<7({%UqTa5L&KqI#j_ zC48mhcyBw1{?A)d#K1<^AEcmEZYQ}L_4$%EUpCEmDb~yT6nJJRoJYpUGm81~eq_Sm zp+$j9?)P@pxgK9+R?OO}E9dK`G~<6(!;YOP$p>0r5=3OeZS;r z1-5*^2B;w$XuUV8!to!|P7SSZF+3pn9XeTdxjUM2vQXyqip**B;X3}&Qb>UFi#e;= zNe_;h_Or0wp7}kLkh{#Zd6iE@cVkPJg~c!A@4Rb zaQQK@zdBa4iN1%S>jFu6qN{&tM%CD3s5w%;Gdg~JcC$U%S!l8!Vc4E3OS!u2x@o&w6;Q?|(OTZEKXw*bdT)IdhL0(T=+y$pp4B6` z#zxdcIklahewLflq2SZ+b^CUEHwm@s8k%${)Z}jejqu&Wff4H`)X=_>!H4xM9*ua= z4;CgUU>Gkd0E+AT#C0q2@DY8LuP*Ung8E|WT$Y_6-eD2aLvhAqRP!nB8$|aWfapV^ z@Xw&a!T6u83;0Aba-4t7Jol;OhJm-<S(i|^FxFRtB4680 z-Q|JKPVu%(pW5kkm^ZL9tRekuZ6h;?eSr>MUn!xn{^5qi)o#wz#sgrKH8NGA7+L4a zdE%<na$WF(^IPoH?rlrGf1ajV-drtuEkXoGkH>Txe^BJw z9{fz3S_MaL;}AxFptMS6sejew{VJmuLiOJ65u0}&v6EoZ#v}L?F7ZWAgT{Ndqs6IFeE;n(Hb{YXZ-(4>Z*Qud`h=&_z$!k% zT5*ij<|Vqiw?&DN^ZHjD2M{FG;ULjvxN)KeQ_g@*okfyxzI8@c;(8xBUx8 zC>D!Z^bHPu}R$mv0oCEjWnm=AzLk#*gO1tyxKVD4{3j z+c$^GoC}XvC2!N71THpBO0J$bTtz?CLgAhy>{Kn_44)}iVUIgz2`od*C%dkUg&vic zG;Ox^e>V@8-H@ZKBf{e*DF1VuT4ms;xS;wqcveW*VR?5v6=9ko--Hh&loiP2{tuJK zUAt-#5JP{n!)VlfF|_@)pyPgNxCi4{X$p!v|rIa>)p+3Ru_O}@{5e)~FtqExNlsnH5kQ+J6McTCT#+u5G_T zZf3)~pzt8T@dgf0OgOAmhVNb3hR)lqYQ1(TP(6kv(5C){pG8J@9Q{k{*}aGT$bl63 zgEWKUZZlz=vI?r~Gzq@(k5ssy7JgQ2bI9sA?_rk@Z%6TkQ-I~<27B$6GQ>J=MjFFs z0ihs;gij!hhX5@j|8M*;)%)pHTY$%l)1>YA(h&K%7gTOEpuNbLZMw%NS*y1A*%(ZE zg<8KPl&~%^%#3AXyn(- zgjqE7oZQs-B2-OX&H=tpOho{q5bgdmuDnXv7tMfof1&S%y^hMw#h=MBk4*AMuq_&p zcXzw)4>Ic~jge({LODr(l@|7ej()nvlrK|EQ%s@!T<>T9dH9piy3VzX&x?IH&G{p> z>=hdnCn3a(60yFGfuB?}X0BhkxYOj9?eo;3f2Ulf5g;3gw&Z+y_3!#4gT)?`YP072JhN}ptY!Jil+%h{K!1B4>|H7c)8N2 zJ+Yk=wCx7rZ7Z6NfVV^c#Q+uYZ_VG#yKN|;Y6k`19njkeM_O&jbTT8w?^G=E%N{yT z*4R^I)ik6y9ExK=UfhCY9Y*j6cm`e3M#M-@itb=YjMvBN4*2Hn4(GswRm~in?oD!GwiSLdia+eZ^Bb)w`>il`9himO~XWExG3LNj5di_UU`;iF%)N9 z`Rsq?(>!A#`e|lr8DiRFNo4{)e5O?CCl^hTua7e&SI8q}?dR1<7&b|r-dUmcc=C)x zW9Bt0z9h%Q6)Dp}<4Q4?5p86lEnf^R7#Mu=akiRX@A>fjp@fMv9!yDbrak=|<4pW# zL&Q1u+o4g*OKM-TocLDhu)=_g(r?<5FgKTn6{DGGg}0VwgPA^+l4x=5xa!Q2evL_O zN#Pph!hsxfzlh~+gJUnDf_0uRMkQZc0B0nhH4pP0`ePuS;lwBQ?6tWtz(*He^(Plzb6Kbcf9;M!MROqAy9GEzv1!40RPqPQ7^stv8?>f)5k+{w$Cx|+R zT=9{YeR_7Xxi5uP4jZ3)9i4VHC7g@W_LLtF0i)dZ19WW$14Dhsvp%!#tG|$*CC34q zw2oA~&oTFWdM#AZ9BF~|*_UXsGFRUKRVDG&c)ae3c`0@8fNkm{L)+b=2l)n?posK{ zbNnIYHGzgF@w22r&>nt29)i(Y_tAh+6|*fDq+l#4P1`_LZ96)F4M+x*w*KV8{9BUO zY?58T?BQLP9y9S~p=}d4?x*iov49+wdxi$a(WOd zQl%cP5l)O%x~vdKh0xV1F9hJHDe@%ydqw@6;gnFry7-XAdv6eBPmdRo4r;yJVP={i z0JlqJkX&xf*9|_g`rZ>R+nIIzm!OX1SY{@Qj;8QRlqn#|wt=vxz$)KLfJR-HLLQeesdc&E~EQ0Ci+g;HY`Y(FQE_YgHnxf8!YAc<~`#}5tE z7VXcohlkD6M);mluI-wDl)6p!QjE})mYu_!i!(_g?Xyl?@6>z zJi!y{eL@6I^~99+j0YieyYxy5Ran6%y zx&IR5+va5&6J@aT{Y89CwEmWAqpj_&r_S|rN!dH1?bH6#FZ*5q-sZUi7JWOajM`4T za4l=t*j=N0bvb#t_+?Nit9*X&+;4Jqk;1^e?gbo9Kkc0bNFDyyZMuLJwS*c5y~ zEN+FQm{X)I_b%6U4EwO6nQRUNj8~6PgSsnJtU_`i3HaZY)>rfj(5NX_0TcFxrrh#P zLX#qKc(M7FlpCcu#$K}SS4}iU#7)Y?MH^jg5PQgwc_kgR4)&`e(=g%ts}x5Rsr~XAWuGqmXyX!pGsRm)Gi_>^pCf8(q zK+$Y|4y-^52uB32ZnQvo#R`U1T>{8dPloHGGG%|Lg&P()A2VG$+oJbc2+p}yWl)0e zTVjwi6z*3`-kV_mLjoUtO{)S&`{-Ln5m(~BN%s|4jTc^}y=(-8qaNG7Iv?S)@OW6v8XG6=M35h9M|%8mp@Yxl{l~r+>#HmG zM@T1jPezAgqsz-FFPQP%YBG_hPbF>|A`0F!^{i z&&f79_|B!?y2Jd#PSXYE1sar{XPJ3@8b?}{tR)NcQ1DUAs{J(M-Cu{UF~Y((v!P5C zyonjFszU#dbB&n{=WfDDKv0sAhufjm;?CAFurba9rWO15Gy~0)+!~5V$fNj%QY`gaZm*mF z!Q^POiN~oGdrMa4USO<|fdDdKN2V*1#ch;4`A6?6DoJ8?thSur^`I=Uae z%G1<0Uwbk?| zBrK{>FH{p0rH+*D%(F)A!v>fJ*&^~jo%QHiB zL%zhl9H*F}lg5f``*$kZlyFNpFP9!eSIM?Rsnp??dnmKMiBe#D?_BRr_*cYPNvby>OG$EX3eX#2`%DcA6yGF%iA zl+W7Dmmbw*w;sBUa(9PMb<%{!6J*s?&i}P(c18Jmi=&qs$C_Dc{(8*yKse|$k*M7; zKIfv#>LtH3m)cvo0CZd9T(k=H!8QA9$Pk0(2ddJHhUjqN||rc`?MiRc|~Cvt*me0rqXo1|^# z$BTz$=XSbxo{`HX%&+klx-R9Pn-mf#%qHc{`-SC=cy_!dfIH2#I$SZziVo86TN<5S zgKe=FEca@3t>;&FkOxJTQ0pd#Oa3Rc^1h(1>nK!mwKS6G+YkfOpJUIjUwe6lCXCaY zSQ`#JXL*?6JY`8y9ZOex7T<{*l5(@{|mOn($H)7Q)HtLp4$}JmVnjb zAFBRb`P?ld=p6Z_e(T}Tniihm>#H_q;_obFoR{Bz86iacdL~|s-JT$OFqT;Fa_log z<5e9l#OwV<7RiWIn4rBoTV#t?@=q6C3(`nP4-Z_O`>DIfiP z%*|{gvuYi}95M~>T2y_;R#dRL=y<`l_&8+YW&FUGSfjHNzf-i&J3Gq{s{)${{CDff zpl>o}`R78di?264*M9yaXH1p71#f_l3h=3ab)K5dR!j(3r4m}p3e*=w5C%Bfej zsD5SUqeQ+Q40<0_y1Y3aDAv45(=A9I7!74FB@ewlU4UUdeG^A)vGfDu`lk z7LU{RAt|UARkG*#>kr@j@_1)wEnq(V8D=MO(9~=0D!<{KQL}vO^;WprajNB=_`o#V zUl)e1E0ogEx(qJEbV)y6mI8~LgC0tRfKf01OO;wp8pGTAW_M^_q{+nB6;TX!UV-)} zgQt%BTnnmiABUIuhPCgLgFRdovVyGNHFu^dk%2=gF@Ar?S>FaKk~N##l%4KaHa|;R zUk>p^p4Gj~8UFq#D!vK7^2o4N8av|s+|t~?`}+Tp^_5|9E=#vS&;%JI5S&4STW}5T?(XjH z4#C}mCTIxm4#6$BI}Gmbc8BbJ&bRkHzv1bwE?Kp@rr#?2N(*-Z5?Awi{PsNTX zGa`Uso0gupba;LzS{7th9}~MW%IDiqv(*l)A@<5zD+uq$Z*@8FIWwO$Ak*)gm}+dD zvGWRdOf~Ng`@+b1Hhs+WunrT3InjFU3C0t9*hYhbL;^e?4G4i2x}3Z}?iI+mDbA1& z%x0`*j3&HmZQkhGeqBcUxl@1WuOM|OL z;O(jeIqQ`u9S0M!J%|^3MO^v$nNLf%H7xjzW=wyN=<&IiRr#b(%n?c|`8l)mM1eki z=A~G7a4@ho;QX$oIXntijC-GAA>DDy%<}HSw*&4ZIP$lSWLYxC#uAZ-ZlKyh8f(S& z9yMxdfZ0g(FB2vA=`i=;mos}H_VUDCIn04hO0tq~KOGMBBc{8__OgoCEKjtidwb9~ zpQ#h`dC~^v82PBuRp%v4pO)EV-)rksE#{$c&Fw|uR?YdY1dqie@5R)3QJF+7BX$FlL|k{1|SJ%KkX#nxKwj1VOd=1+EY_@dF9L->71(>FJB z>6Whc^EgccvpZ*|G_`rr2_epPl!07}Nq#pRk?$Gj9aB|1MS;=@a<*l($+tHA+c&Iu z*PCgJu1V}&8l&5OE2Y}7!Z((IDz_tn;-2q4f9L!3i7EW##KhWJtbjaf(LslGt}!6n z<{rxNpcF5XAS-zse%PqnjCjN9Ij;hh1$hYBU45(JW};)0tlhEQtz^agJRvg^|Df7W z$6NYohV_b#|413!7xlxs7q}M_9`uqqoLuuw+GV`o?|94~D=k?m%)dm(bbpr0mO=Sk zkVBHby*--2FAN@_gN>a5gyeX%wdH(9m08-tZL0!5oGg07^$jWy`p{wmpSu&?Y_pRo z`AwYHoqO?wO>NEB@r2=hC}yWl4C)Ww*549nj_jm^q9|K}enRHJhzyy_Ee`SCO%3X# zqcd=lHGhvcz%@7Ck%G_?mI0RA`VJ8T!8262AWA**xVnT`^(V@?A8Ex&Rhj0i1?d@N zf9rBML9`o;?CA1Nu^|jXmQtyfR;0c0Y;iE~FhOZ%8gs?{^l`4kwnVz6;}b_sSjKzP z5!){u^vx~xY1&@==GK)1bZJjhu;N@=(gM;DcaM_v6g5c0>%@54zi3jr%u2KyT38_y z#h4gxjCI-wgT8h^>NcvMn!UST9wlr$s4d0A$EHMFHBvavo;MhZ0= zeJBnsNmbYrt;2a`WXhIOlekO5g3SB@ZtG9JQlkE5YCLXJ7+kN5=o=FAXQkI#* zMh%8u!sCkfa)*@XQo+o8HpwH!t_F_|WZRVGoIo_7DwU-}5Jl53kT(BBARTHg8D zA*XB5r4x&$45x@a?^ciU)dxd>MtN>BD6)2!8mkci?PtBX_<+$Jwc*lQWZ_#HjztX` z`y5(4z4sNxjh15!vtOL}A3uiiK=YStcPs@=_T5eu#H(Gv%ti}7AR}FalA}(tE9f+g z63b1?NCt(Y>un|a-2=a8vthq}fk_%l`>@8dN;E~D@@CvXL(45}D=Jg3@{DHF3t1-N z3^4QATftqAQ2sNahC<{mJud>Lu!UpHvx?mTelnj^1AP_-i&A4qFzEQ`ydc9qj@c{k zy%aGqT;o@(9Q#N28DU&?i$UrPo^lS|QAHMS)ND9vd~vMo$(r5J-tgn^!{y&|=Y9e2 zC{QIijux5AW9?FTuaF{~c9KPAxEwY9l_93oiPRLULWqfFo~@=opC{93N76^PlYHg9 z0~J}qR9c3?j*!5~b@aA0?$s9{ozGG2tLLyQ23Z5j8xK<)d$8|;geGoy3tq=Z)D!D zkgH@bRJnU_+tzgWO(V#ygWzBMjr9NowgZ3r*(lzQGqstn#9)RbqaNh4)9p+Ho-6OQC z9Te`fYfLq}s42*YQLl907$X5+=8ihYH3%VZx3!r4KWd_ByX^HYR3(+GcMpy@WSY?m z;Hu?RcCHU{Bnq{$-l2Kt>>BoeTG`eiJxi30?3O|DPStuVE^SG3*S$~U<+_f+DCXW) zkN|DkWXPJ|6pdnDQXyks0-LU6wQ2$Gj2P4FQl)4X@#7h4vv75A0Rp60pA{{*JCBMv zzT33B@ThdW+(iy?5SNmLWCtI&dKr1yIQRC%v%gPbdcCV8J62ZvO~*D7JM^d%Cg(nf zs&C{Z%P!m`7#CFJIxhkAi?`%>D0*3y&<2!jok2W6J)R_0Zp^L%ARc%>ys$1@Sqr5(6GcJ< zS)03V(XgoFt-oYHZmG&$n2k>MCxJH$Y8xeI#=Ttg>-9~I&|-8)Vh1^oFZ`Z_I0K&yu)vYry%#9ISO&h%4K@hj7ONFa^cE|(0G^?nwe`bKb@?`;V>jN}_!Cb*Kj;gXDI$qt24(u} zi9|FW%Q_nF=OpLsk;7Ui`M}Hn6w&zR@Z>QUcK~4m;aw|l*C{oENCGIh2~MUiO7?lG z9D=!isdP0NRn}I;S#=#V0uYf0Rv^JMBbZTC;vbSOQ}$_VKP8^&ik&C(eN-e%l2~a{ zm_GUvy&PuE-~s~reT9bCHvt5Gj-0@MxG8nKo{nn}aAik>I+5PX>T2CNY#pipQaw{Y ztHbrejq6pm_hr+{KjS9VZmPZWv?6`3zVAJs*Q&BicDLuV|8SE@t>FDVq{&#H7Iyjl ze*T4u?N?*!xu*x^S@Bd1cZnU<@~>W~KyOI|^_l_jGt-&CtkKXqvsvI}MLQ|49 z*`LnC&9v)Rw(1a@mQ%8s+b|H4!I*_MT_eNia@^Lm)GeY ztc=(r%jcp@?)JOcA8X7AgcmGht>H~sA2<;HyrUI8tij1@70F$lj5Q(yXp{3 z@`Xl7%>9KzK0QekrgGC!D$9synR?1_YZvk!&Fwpl5wPn5u)b_tA?47;FLhrBA3~sX zgqbglJDNDxs=e~r7~|)}7^B#2SEYQXX7h{|yS%UR9H0|rYkr+~QTEUigtnb6Sb3m% zeE#;k0H??0kB1@MXHX6LMSnj${d`f78`j%OO6tMUdeM=5J1miqua}-Fu}n2sn%bSv zg9_a1XOW}vC<~F)l5NzNB*#g8!p8^Y4P|U!t#Ft8iSw5a-9Oi*dGVN6`CYR=Q@-8y zeAyWU4~0X`dCO64g_)RNZiIa>*l+1JpxCo-{)Vx+{Y%HKb;OA^$kgkJT|Ed)2ZT)&`FdUxm6g;goabJ-?%@59bY(K5m!N^)xGY>3(9bNk ze~8&>duTvUKL7SGGhex5o@`h9Xun%DroldR^&HX(bWl>K=)Q}>krA@_OR1x|)&T-n zRz_uxtN^_oIqpjq$%(3C5Fo&MmxGwKmQ$|Vgk>gdsDzge9c{#jsg6os`kv1tIwSkM zys8{AU2A(DPGZE2_-u=RvW0shn|O&uU7r0Rn8O64GS_O-{jvnn#V1-W{p)mb#|Cm8 zeX2R}XV)^VKRxWw<9u2Co3Sl>I@O}??QY6xIno8xjsk zwmF&crF%ek;#tBI-uAX@X1KQ#%3nA$hvkqbO6+c@efZ(!p3sh4=C#f}!Z|g$ z8>~jC5_}pNAcSB_#PNI6rDgLR1hk_X)PHa-Sp}Rik1Nx94`xy8w1nnj>GSh-s<1m! zY0&!d5S0Pn&8}BeN<8dssK&8yob^NR;GqZ*7DYg?&*>R_js7dzIi1i;^DAOV?MDMBb{6s%%${ zJF1BpPFT*t6Ljl?RzazO77Z0_%>GzSiW zL00a;b1T%Rzja`Mty#A_lBX+}lq(A1%{w1P-2vym^!f(RpVhuvcFTmfaMtM-Umi!aYh7o|Z?bm;6S8~t;# zpZhI&Eij)y^i9C8vDFqdkUh)~=RKHD_P4RrSsxsXL1D`B@IMhhDJN&E!NYK>m%hJ$ zxI~M0rH57)frb_eYUz28oNMhMVoa1`GWJeTbP1Y%7j0dD$|^DkE7pKd{ldSyl1u_1 z^ff66`tBGPAmmm{EQv`B$6p%9^0YqG?z_sZ{w~&aD=r}sg)RtIe-`>8&ouKlDIJy2 zjeG&66~M%U(MTS|+1?SMNAca5$W$ZR7I%nL_8GJlVdF(#eHX;>12n9s18d)?P=m43 zL8t4#(>1i}r2X=C?_Fi8VOMH$s40pbO<r>Z4uu1xvI>j%c*4yU^u(7xKZ0BC?pPC0 z^=F}C%XmBa;Fbfp@ABpDExqcb@pvaXEI8TRiFGzwG78>`F zgINW=je$Oni*?m;!v`V|i;+IeogaPkKX^*JM4i0+e*gUZow~B7+ym(i|J!g3v$E-* zfN9l`fk4C{$G-MfbNl9et3`!oA)RE~T*7A#;oFt=H{^ZGL1NO_!cv$@cZP8K7jFEq zX)Vd#kBHbU*q_dlIxKnXGq--8e_L%Ba4u0ZPr=8 zPXBW2p%Uwaj@eI5UF+qYZgiOX?McQ@5|uvWtwfT$4s+c{(uhR4boePDWJAd;X;tg^ zHQ_|bM4f69FP$g@rYFuA)K%*4;cmuFcPxbr0RJ@ZB}JQRHlw?eEY8WC9Tk^fJsLVk zW{KCX9u&zU3}ei1+CnwttMBo>m;!X>WWq3lc@oR>Xi^yB2zk?j64;1Qc!m-8a#-jv z;iB1?XEZ3!VQ;b<(a>|=j}(6xo7Rk^{a{_tL1tIYOX~iK`-Ig;d2F;$Y zx>FOPXZ$9dYnAz}D~(jV@C)z#K0(6r4 zJ)d2TDrV-V5_X@2Y1?L9LBcPHDT<2B#^hu__h@&Q=fpQkENJ_~LJ?lxdZg@i&t)jL zL(wJAR)wChaOq-({6JI>Xi;`Zv|M*5OARrR>osm8O?I2Knzv( z3lybUhdondx^dKP)mLP{ki< ze1?~4M4`@YX4HRK>ePr;-!PJ*3w-7dVj#5>X|k+##xyjLu|EZF5FWEg4OYs~WG-2W zlvTS#I?ym_B~WD^3g%76b8t_46EXlb@8q7R`~}D{&8oL1O^F{63Q@m!7f&amt`nNt zoSp(HP{r)~pcOEiWk%fbOMWM}W@-nexD`|O3NJ|^q?zncf?>y zS9Q2Fhv}{VZL;ScEKU(@8FgW_W*bw~~Ug%&kJElorY?l#!k0#HN0$0Fg4D*CX zua+-sP!g!=S}DKjN~GzE&S^A_hSxyqKrH|-tAJW|%$c>*Uo9w5CM~3H~iU) z&|g=FjQrz$WgcWB2>k)F5I1uO_OP+Un}NfF=TJYZE`{>c6L&c#HNSJBhPtM%-eRDcQrFJ zVAJVS`8&`T_Pb)ZTc8U`Yq6d}stnZunq2Sv3%(x6xC>h<1fML(d~`b3N|6fA71dI& zqNJ-cxne02gh!)v@IY{35M26v7oNMETv#4--C*}~41Hg;XFXv&Z-U*qGh%VVN$WEI ziflbVAYYt3@dut!jRA#5Bnu@F@lQwft1iCamdDEs)D$Xc=e_74Ts9l8RKTpX4xJ3O9?|H#+V|;msCPf3 zXs2UH(Vtj~&reAitcW%oBTi)svlL`&P~8>O7dd!0C8XE~5(ZV6&1ib5sj3r|IqZ3y zLHRb{jTmqyrF@hl7s`8=m?X`MgDf2CYEt4)mqr=tHsMlJ=X%_R80)pZhkS@ol+cJT zVqnT=Hnj>4cK2Y|Rx>S{R4Gxz)ik58`;<^=+yy&3u%FLO?IbXlm`Fu#g#L#ZLqS3M z&jZAE)paP66@%s}=WM1G^3Wfi^epDTmJ&VD6A$LA8e#HnIM7?!X|Mj`(g4End@o2h znSisvp5ZG3z?T2|*_kF2xqNWE0Z}lP;ZPCaH1m@^&Nwsn?EG?=>d_=(>njF=l+ZEe zTx6vmNgB70G(~Ujbmzl#H9Dv-R>x{qkA4f*u5O{1>S#yZeKF!qYGjzoX4fYsuAo4t zD>U>E!G;rIF`~!_Z)1o>DduB#+tow6xmOZ1ys$;# zGe$R|RTp!Azr)$khdX9`5YJlM^_{PE6R;KKJ#67_DjHaRODDf=QvA`x^=ztwdT@M? zhLaJQMh3cKbG#ctMyC<-aK2n$H3xmi-o~PcE`BuMkq7rE$1bfZKSoy%BorOqDdkJm zeq3#zUHg8&B)wrrL%-vvJI6L9x$k0F%X^u+poE-FD$pmjxHqXPI3)BoJtovf<7|2D!xs;9XR_-~42lN|bKQ_hwb!@LdBXsX3-;1Gh|s z_QE?^>-^z7mmlntY-d8e;%>3%fXTx0wYc9eeG%`|n|FV`bLSwKdlUPU>y&rKB%S(< zT?HO_z*>1B56^}0<|A+2Aa9`S?fSd=W$REA@J~|xCgUonXDDRv5sXyu-TQZXwB2u( z&TVecaCO4-RNVmCzQxJ~Oq)Eu1P0IW3D8|uG#)UrXK*l^8*IUXdtJ?9ML%F@alLWqKVUr`&d@mG`+LTAOSQ%~7Et+0A7~1(!0oy4o zne6sPD63?|aw@bXVEpiXyHlQ4B` zStHu3NloAdV)zwKi*(JDT;(=s4A*6`hTDYxlf5uVXF3d&8kVYx%Mc)QB%HwJY%kBd z21Tyi?-&P4(^GgdF6v7T6B)?c915~ioQZDkh7U@e;4!)$|{;3ympi2Z)F z$+-SQ`Q3i?+aV=?MAi7&GV8ZW<%D;gjk3;^vJgEmzpI^Chmg1HxDzd90ByUOt}BcJ zTAR0TliR`oFV8paC$O-vCgk1T&y1`Z>fd;kI!W@0Psk{na5Ndhr*vwR*wSh`HVo+E z`@&m_KN#VBi7*|RaOsc)zknB9V4ncr|MiRDiwujUy_O4riUP34rU@{Y-{bG&R1nRr zzKa{Dk}_=F2P3hT-8G2`LT8J@ko*XmRl4gWrQXO5(WmT?Qqjns zbdYbwsxeCDH8ONgQ0}_b zN}QK-$V$>tOBg9ujlDWlL)4;cEsQfv{)Nt@7;}7HnnLASf_a7T>2b_dfNoN9i=U)f zfwQtja_ba&z06ze{Gc)$V`9A1ChrHj1ozIfW85vdyQXE>`gLEAta^8dK8qsFG!k49~mmxMVDU=TK#;2qXG*ry`awhrK zS9F|}p~{nC9YJAX-0S#c<@qX$W@vKfu}_ANh{aT!OL<1cSV03)*22b;6xY_lVTh$c z$w#r_7hhB29BM!U4Q6~)!SKpj&grSKPu)WCopGD%{1(NNik-q<0U4o2)JjIw4E6>M z{VHxsnv9zMl`wr2J!@Qf!flk{-%_*(tj_qvmmCJ zb#QMY?)v3GcjXO7)&_4G2&!3!?NgjnOnkdEcOe6ZulJI65TG4NTsz1622k#0OmB>q zyczsH0)ARxF*@Nm>=N!p+EH|M34={*OWP<{HaKYjQj9{Xp+}rz2tK&To%yL>WEydIY8U}L0CdRnb|#>niUHDUtX2*y4ehMfvUHBk z*w-HPL!u^p6Ngh;$WDAfTx)W_Xsb9q346;7u(744e6YFHHfh^$kyY!#A!hSZsJSQ| z57}c}CB;;te-ZlSvg+W+0d@uwuCFbQ10~9NJ%F-PB=sYa5>&zuE$0QbnVLZ`o#Iz2 zNW$eSY|Ac1)Cbw?e`DQpsq;*uy_}vnu$UlOK(Ufh+AVt-ZHCC6<)OtX6eY@(;elJf8QyT zqF%jm#MQjioKhL9`tfD%o3v)MkoQ!Uw(zJ*v|URd?QLSL>U}f^j3y8 z?B(pXIv3$!d!}5LD1M1&`YLe)-zqb^Kyr$D5LmF02TULMUNyiq(}9RJIj{V&U4A5E zevyD9>Bv4#>UsWgTsMW=1M%rqlu5z_hdK|P zSsxD}E_n`wMkGPojeIgyV&C-0AM>sQbprSd&$zr)v#SZoi1u78%?j=hUQd+-D>|^g ztx>d9#tK#M0fO)!J>9KTFX76!TcgM{l2K5H&!wVow|~$PlDV{s7TsuL{FoH)u!dW%1+nB2}1i+ zN#vyvAcBpH%n2*N4ZBf^2KpHmoJ#I_VVEL=&pC|DP>w>1H;Jc?)=AHu}LBKq}UmHSel#^kKfew(M ziAaeI9ONq|3zb!y>w6F5g3INAPPx$5;&0C> zd9Tn>{Q-sX*2zJbr|dl4EJ>Tx!aKvH2mSY3esk_dYX-=`DT^h%rX)NGAHs$*@S1vF0F<@tOO5?iKJMHN9!f@u7-`4#^;{<+t5; zUro=5hdX#iqE+u3?VE?ymlb?ouQ^&^NjOC}8#><$w!r4x)w6m6Hu>n*(f7QA$69f% zf)^94(eW?(?{|)jvbH|*SCWGy_2s`7p|Wuoj5SG=TNl}Vax9a=ZnrN8THBIsE(=2~ zm*2n0zg_(+BFc%O23#*n;bxcmcY!wpMK5GCCNYau+qgE9)%1<;BWBNiL867V+)u^u zmkIa3k6K2remh&YWBiKMa=yr-5H7^m+8@k>A|E7PV|o{hkm;68t$5d%=|T*-U0d2c z_tC6w4^%|N;7ATWLrTMMnzM`-kfv!d%&=%}EtMwM4XuzC6fo<@IE-K@h0)tWSz@UD zec1zs85!?eAcG!r7${+0C0^tP+Xd72<>_YG*7rg42K@4^SvUd{8~B_{_|$K`+;lZS z)=fce?w`r?)!M}0|3f#zpLmzWhf;2_;2Gz+UJC)gV_7}IzNcr?X&5z8e`9m7pt^LQ z6c`J#gwLKp_xuKvd01o#zwQqOrHcR^pv~dP0;j2OV%13x>0bm7Ex_$BO4N<67c}|j zw;6^vP~rlQhx64oqgg!1Z0&bZTy|@IsB7ndm$MjOtDpw>^Vq-O=1&-;YC=;1K=X4K z53E7A{kuChs{=1Cxoo42-02oJYPHL)4ciCD!rVP6sJ!{_WX~$bx0hzb`+5FOHLnW= zNAQEUcSeUlgZ{Ao>CYd2`|-yE_*{=O7MoqmAFj%MkFHNvZPU$OA9k|{crDgh+nj-V zm^abdkpByQ{CaeN247b}N!B5PkDiu}gz;>wy+r zUIWGWjzDy*=|4)9U_ruP1!4IgLE7!s15iQj_tWJ|d@pyhv(wXC+(2G-_7Cu9*bIoe zaDUME6Kbq$g@B1rME{e*`6o$ucOC@zIhU_OpRqkp$p}DSmRDulw#rr;rJ6rB8x*Z! zI@3Fk(yj_gou!<8ST)DBrt*@g=}>{sJ|~^Bk7fLadYl08L2gie{Gk-T;0s?-o?j0Z zIzH&OCjx63j?in(=Wa;1NtW+v%Gt#Q2l$+j{n&jpS4jc@G3$N!TRrALBH|V$%7(Cs zAnIg_epUd;T>pV|%h2<*@=Mh9$7U|x?U9ua4%tyH8#XJg7MhE0Toft8%~&cn>1t zO^Y?#mZ+3jC)+r=li7Kq$W^d^=bJy;GsE@=%l7Re+<-OR`Q~_;*!ZsaorOQkJ;d$EEk%MKn zNmt&OJyG8$snrA5m-Kd*d&WD@bFX{n=aCl=~PI5H}3 zmR8d|k2u<|N*h5qb0u$B@kM;k&dyYHbZjhV%WA<6v=~n&SyE9kRv`7&;PnZWbSCHY z`T6;h>jntK`HRUH{J2N-7m3{!k({os?f%21>){;Z11N(2aJK!qwp6Ee;VPT&aUJF8 z`xk;La6@}d6_weaQqGh^h- zW5{hL)u%43jmge#g|xLxm8Vq}=J%P3ON;Fv5FC?3LOhC#itDB}5f4&$mO?Hw^xio1 zsm)&ENs3DtQY@`5XDv9ny%_%y@O3XYXl|%k3@G5Vma3}gp^_=M>Q__0;xVM-zV&{w z-ZmTQ1H&($^MvfV>QUYUH{?vM55BHbVZHYJvZ1aR3(xEXkl>}(h~b6MK{zyE##OBQ zGzf0fyVd`d@No_9`m_sWF_qB}4@huKC)L~K`(XO_&J9k`oqk$*J6WAkb$erl+_vQ3 z%J)w7o+d^+Uzl9rLy=Jw3WyvhemP&XHv68-p-`65Qu5B9SHmriWwFiwTB=OWoS%$G zPq@<-xFEdubq62gk0`&u8f+K=z!#awhE7(1YcV=NpG@~gK78=LLLvOJdR# z2;}v7bUTWxA+%Zjv{@99!e)l)L)mL!JT0G(XQOhu4e>X+tR zsqf<7i!Au@i-i^&4X$jYLkYC#y@M{q0R5yVAjBLq>(Y5rEw_g5#G#a1OS|*%Pe2Ge zz7Ns3Dc#I-8am(vzkJIudU6y|zbWCC%<+%U#k?9Hp5 z3EVIMwY&e)dLgf9A5IsFTQ9-wTguYhO)6-=k4H%#Va_RFRw|5`z>;KsI*B0>_ z!r74U*b8_H8d1-9n4+xK&F$qB4d%k3>|Nr(#~x8NnL@9@!aTF0kyDE2`TyG$GUgXc zlplD@v{A4->)odOvDG&iXaO`4!j#0sxfER=bH1lNS?M4*W#uIAmxonXGDV?K*W;x| zd2h_0V;cYVoH?xG5H~rd9_sEzi0qer4tSv;kPZF_4tQ@eQ%)u?rDrAF2}|NFB~En# zEf7ch`OD=W2>aVb?5tl;^26mK$PMGebN(Owm_hoV_5uSmgKigUE%AY`lj1}}eNQ}B z9fNK+2NHOID^MYS`-WX3*t;GbP%qnKMEHZ;)D&Bq$`)t~<~ev4doLTOdvCIjBnnB% z@&r=huJ&?$4|F~M1v@hUc=xELCeF##-YDFo()yJuRUP-9>!U@}H?W8m*^iqP*N4@k z8eU!ul4ZFY-`J7ez6(znhBPAQ@@1O2yEl@!V}d7qOD5A)c6JJ+GZ}~T+$=e=I`1nD z4GmpD>i>?t;W`JOwu}tAlTJOz&D^}m`)XSC`sC&Lgj}Gds%j$3eH&Xebk*x(I1A98 zj5D+N>Y`eT@IUBP_zvHLW|gY7YkR{1uDCwRqq-InAy>OoeInlggju2pH8nP6ZEm}+ zsz+gNUH`z+Q}`Mv|Jd2nAa*?j#3y%wmiJj3?I7^7OBL`zY{;mLg|gW;BB82EN^`F5 z58CxV3NS$0O-^TIiZ*JpXB5Za|E!^a+K&LMISYQ3{Q-I4^z=C^Bhi9~>!y0#yP&y> zavr;th7njK|Ji4QXk&Eh|D4PJ;JrV?@mUZ%Ee*rv4#L^N^zxJYE7Di;6Sdd}1>J&& zU|91#%#R*|gQ^NV8GS)fmS_40;AEk;n4;SdvT60p9}i%MgS_g=0`S3Myo|B}0ch*@ z@`8dqz9y97<}(zYsYv@ABd}Z1m1WpGG+z}c&sp04olSJWW<>&LlN@k10qa#~X)*hC z-7$h!1(5Zbj$~9iAIxwFc+FQCmn}_!``nnL@I6*gGm{BudH-b1mZ}%Ey!G|~%gsjh zM-x7|bv{-jTx$(UFJ`_-Ho)PGk`-3&7Zcnm!xCfD>#DpU4DURs4WEmDx%M&<;2b9l zP$&))^2`nNS-!33Lj@z+H+%rREgrGK;NYOu)BROcP{Z@noM8-DoP`?mZG2tV{+lQO2$#oQ2Vp6@9iI4e`Yleu@60-M={m6BMv~9l>5hUT+r+1+!I> zo{L~`@xK-Un<_MP9I6|a)v6*Jd=nuLZh$`%C2;R1@Yn@5U(INOKUlKS0j{hdfo@J- z9V-^>ugC~zJbi4esGuw2ZsDMa{>z|Sq&>VS3U41`F4FD;VAoX?nBokbaQ4G)N5A5t z968yn0@@_b4M_J-9($!Ff4IQP-`1=8%X%wIOW85tzW^kmJ8{2+ewaqY0+!)`2z_q9 zQ-3FB((;`wl&wEJw2}?&L-T5<|Fa6= z@Lr2>0!&(gWLJ?XdE|wfbjAvKh=j3RX-t&vG~d2j+2cswU60z5o<26dy1;*c3ZLXJ zYsUR$O?=N5J{It1YgMRVYXX67=92}z@s#=b`PaYRpv(oL@R~83j)1jboO|T@7v_(| z_}zoR%9JPw1*{s>Duf;|_nCME-`cJzUog+#&C z{?cfY7`DLIL>q8`axf%owfxyBf5Y~UK~lcCF<2Q6cl~vAhvMB+l$v+!ui49uc4&0 zxNagGT}91dOeP8I+jFUW&sHb1)5ft-*Gx*yjx12l2T@EPL-j{=_V_e zrgN|N;1{~l@p@seo86^Zk(;*Z`<-aS!MtvYM#$u~q37}c12=Hyyo%xnKQI-@aJde; zy*fI4K78e0b41_Tn3OzKm6g>$0dgD$fU&Bn~46CmiMB}nENH1M%{~bOgvxce=9KjG% zy_xsvVAA>r(mvw|?DYrSk6q{rxF-i}uo}-a|4?beIO=JTTOu5oZ@oo)nfN1ljUPW) zC~a+P%{nV^ETHh-{t^lWw^`400T*HxGdLVG1h^R)$B!sU$NxzQU(fY{$Syfp#TBch zUbddT4n1EK4_LNbP-vtMW)`?$N{o|L&`){=TxfC7!VSd5? zW`1j00$v9*rC@#o=FL{?oxx?%w=M1$83Ie_AXPL+?UYxk2{j&X0-mW7kD9a*cdzp?dpqm$Z=^l(E7iRNAZ@ zv!~)ebQ6jVrT=&+SpZQ4&NJJpKCcw@mviK+augK}iMxHl#f3DC*Q*8_>bi!S_-4-ad&r!nKd4)DJ+vWJX=zZbKnMSUt7r zbdbr@4NgwRsKaN8;sg27ZW?g&J184}huB|!urEjynaKl`Sp<`peMdRlxL3cw0s^E% zXJ=+O1s+w~?~__zo*z`y)Xc#B@15USh67IKs|(4<$Qlz)$rQ`l>Mk+=&UwGC{Q2cb zTEYOUNWf=~AUAbmN@E3&#a-U|IlrZGns4(%Xz1}|IHDW`9|y}(pdZ!$g|=oqP+$-3 z9Q-#I%t5e^DzI6s8x{&}zgh8Ak(1M_U-fAw=~m_>O9RXvb5pKB{rE3E2Zu5&n4r6f z_aI<^(hrAtPBb+PLXeJ}(chUxf5u)xXVNlOK%?6bdoKJNO#i~eGH+m z|BDvV61^&6c6Jd=!f+AJaz$enz!f@tpidvZt6I4Z&0JE(QfJoV;y)JZhVtL_bQJFq z=kl?$2}`}-^N(Te9uE!RoQB)C?<4W^yZ|2T8^+t+Q?jl(j_*p0W83&A(ZYGW>Aw{Ts4 zW);1Mr+@5eH%#(Ma>+0MO>%ehG|PoUU+!ny!D;gg3Sk}i17I$J$Fk<*s>eq!+0c5w z-2dLuxS@{x`K`U9rl-$l zKG{yDD<1H*n>mGDd2NCJ_2zrD`R|+W z4jRbw`p}%T8-;+|3_OFSw)v!OaT@hxxw&5T{}(;N&$M$9OSj$i?;QV{ZpxJZSl?k5 z59ss0yFp2^q5;s=i?xo6|KPuufdzPK;e{3jT9zjABCRg1cTJH z|Huk898AQK0$2qXPM@~f+8HUkQSjLH5-4O{f^Kt!BT8hmc~gW!zdWO1ZLwL@Q8xzr zpt}O?7KZqdkH0mb^|j4$aOmAmOq(tCSlwj*xfb{z;6S?WG?a~wWiMR?{+h->XIlUn zrYGYcO7s+{?l;hq=+oJ*Ur@)B2+cd!-j_vb^G`piI#jBb$Qt5X>g zHi!0vu`vCa_0`25Eu#Rg_$%)l#6{`Wdo4NM3eb_?_*U0191upi>_QAbqvBNtmVL*R zrEf{T3Z}M>U`C6CRuo;Bn4^iJH}b3QMN@~F<#5l&x2wjaU8507esOnIbpn9wODBW>9xK~Z3r-pXQ=WcV^ym(-fJRWwND$qE+P0d- z8uWl{ZEo>Fi`2l6_drZjAU!8L_vqbG_;ZW4E*q=VJJCI{z%p3PGFV&wTo4tbD3x<-xv|02q++0KVWMBhnUU z;5?LuIpwwH4_9Kl+V%>+puVWOdJe#Z@xW`bXh-c<%4=8juHMiBuY^gl-16;?Q{jQuQPLu_4_NcA$6xQNh{z$udGZf>Q z@PcTab`h&ZXa1ft^>6F@bK};gQ+3@#oaPe2`qPbVOqQ1vpYtPEjk)oyHt&u%dxF+S z-o~{cb|Avi3Umb*^3LJ}rE4NS(sY6z%3bh z`btLHUFqPJK~{4EgV9lxwJ|f3&ef*#NzEH%xPg77+}d(Ay{5pL~9l=(ms7a zU0dW^v_+g^-oY}=;w-}z%og1cijL3e)bI1KxViu?*Mf1%W{F)il<#&e@O2c73M%M( z47-<;^*gL*t<_HZfa|apcbH#s+GV5b>V^21j7`xCm6bVVKyAKGG0k1-GVc-d^y{Er zZF+gQSe{OyxqgZ%k+O12QL!B46WxC>d%zoLCluGS?4i;`YUoN`&z%&yZITeV$lTcl z97Dc<%x*Cq>_EkqUAmypda|UWNWbkFQw+v$#b`Xp44kBLz4uE)uE#BFV;nfPl2r}R zW%M5l8Pw`NK3lHFvY*Ohp*TK3VLN>m@@ zi~}HGrljsZbLPddw^hSkgDe zs{@Ct8M=&$=Eh-!q}XOobd4g{!bTbPwJsd_{bGZCZY%h9cRfg5J_jCqVfD)o^7{2x zmMrgU^=}9jFp2v+l zO9A%o?(WCUN036710jWU3v!!+NJ7ec^Eh0J@|Mc%j)j*-2U$s0l;VK0qp^dK{)6)= z>4u!95gFAP4QyYJ(h=!dTM2^};{q~u6^k6>JW@Ns_?}0sje~{t4&Gu*oD8I@Ts$tL z2rKE%=o;`h?P3)&a|sz3E6@uanC?cR9}>u6IG_v#5wShZ}SWz7Cydjb~3bx zInv5Th(_C4*s)Tky`BOwvmAF0A7$(>P=3W#@U-f1CiN|*YX?lvDb|M2W*r4|batNrXBpW})qv0Mo<6Fu3S|rB zw(F_gY7|mEI7w%6D;_P-Q`3$&>BZQET`%|gP#P?O8#&@2ytdT-t3v-gCWyizz|F$K za(^0CE~qsX1CO$v(^eW_y3~Wu9Nb1qLKb%|?%*8}?>DAu5G5Tdd~uNWz~r5M$fc|! z_%PkTTc8+HA@0&qzeFZdhNkz1p;PF{UWE6c>^o<%0_Lw|;%u0Nl23P1#832)kyfEa zsHlno6gP8o#~G!E#haX*$|^|Y&UD!Q$B9@(*$)wUqSzjExR!Ipf`t~k0;g) zoVMr+2Q5O~_i5`L!y`luGj*wsCkyQI)8>A*{OsL&8y-cSL~+^(8dfr}@7c->wO0rm zPg31iJwns`xDAqZFEbcpHa+O4wG8VZs${pIYBXZ9PX=AuY&s4)*49SQ+KfuyMLZYP z{VX9bBqpFC=ABIzY{}#oiU6(ue#=A-XK`(jt} zH=a|?L%A|JkGiyjA0s_m=Z4ni194jZmST5WOtXoHu0;ZonQWIR__M~z9=X7H>R;m+ zhS}$m`iYBVJq}fLIueQx77v(}LeQUt+?Kyis_1GNT)j8lv-`PbyiZHV(F0;;qUEKI zXqUmv&RTIwRRiTD7^9yp{W?34F?1dHOt7yJUVnxWlK}T&LQ8!Z9h#-HUyGc3?)5AD?J8EyOV&Pn) zF6fTk;8Y!SXe9|jVj9y%IK&#BA(*=AA%MppfP4eK9}GWHfAB}LouH7Qw(hHBTJ$|H zX*Q2JUK}VuJT_^}RM^{H=uju={ZY;1-ZXff&2Gu{Ztze}KDZfm*CdZfSm^&TbrxK0 zMeVjO6sJI-xCeKNy9IZ5*WwV|of6!FYq8?RwRk92XesW+ifeH_`Np{CJNF-C?2*0p zTJL)1GyOu^dC693hfx078DNL&kP3twB%0JHPcOw<)K|JTSkq^;9ql`;yu}_-swN++ zv|xzN(-3eSeQus{_A{&4{kKa0_IKQ$YH&aG{0GZ?9Riv#*$zT{{biqJdwnS(DN|9u zvK1(BtycaEzOS|OdT-;sJ|y|3!a{4nnLwZz53xJaqUCv?WV!Zt>c95HeOKuKJ3$jG z&#V0&B-$IAQH=N+=at5pHk=}6w(>-3e1h4kL=Rzl!@grLvUOz_=xM}hcFiztF_XQJ z>YLWD4XZx?+KEJ!fc&QC5eGCwfnI8DpBK452+Ra{tI{{bk$!`O_l-gwBg(f;`noR? z*DO5lbfU@FQa0!!VOnB=@#oSY2(_cF{G0&QdoW&R7{evLb%<_>bi*+c8c4uwevW;Ba zni){Q6XVV32HdC!#&;Xer%gl9)L?y`fAi_`g(eDs8XGG>&crud;lHNs60|YJpV?>d z_XS8ft_>ZbpqE(mi4y(1&o)vAw)v(q8>Xm!*%5v>*6?jAbAfNT)vzUnadlx=Jf2lc z+!*b);d<0zCGgv7QmV+9eoH600PENTURE--`u>bqVt72Yx;@IiEh!#s8@9E>7^5D6 z>Hi{rxnc$L!wY7nNZGhSjF;L`lOFqgImX2oMk8|dnEj}-lW)&4BCX?|NW^1Lv#}Nz zyyc2F=KB%rXPfaT(IELH_h-n1KlNo?`Zy7H>&>EO%~IooaCH6d zv@`RAUjscBnd{hF6ybs-~_qtD2?m5l5fXmaet#+VD_;Ssm0vFWg@} z0ft-WshPa?4fHe}iR!AQU@M6R9dk`fZ$@>4>l?RPpFN)%5x-xg)WdTKjw#d}WS5=l zp~|GO?9ZqMpati3d3MTTLVwp7#^svcYB;{#+?CE)XGi4HX8mQ3inFB*{GQErTnFy? zWLlUrjIT_-fX~U9B)<}ZObVc*rl~Pnt&T`qajI*T-s$TY2;girb;k=sYtQ4}yZ|8@ z&I~e}K@V&CMbVt5Qb)T=Y1 zm9n9{)3Em((%B=6Cky*t#>c|?TZK;dz_7}Z^+Z7tIcm%B@o&Gw3J$PP@thZ|KxDkL z%rx|yraD4d@EP+(X0ejQk+>se8FWI6_W&3eQbSuTke`yA)i>ZjJZJoP)0l_qP46e! zN*3u8%dZk%`{Zp7BnGs&tm-?~~! zNICv>PbF&TY8*YbuC)?avYJ}k#h<@%Nxzgj3As;sQu#RK{-hVKBCKR_@5}b2=RzMi z+a3k`>#(eh;4*NaB=D#8kr+YXgdwOR@kir|oOe6AMOxh1CzzZ2G;20SKQj}PdsIgS zyhr4dgcS@8e#f^bveEeR{AjF<0Y;wZKmckizu|EFvVB*VFZseILJ;*aVnA~FqgS6A zKLehHj~q#Q7#_V9sD;ezx6@`xV3_-KSlUAdO?@fiv5>-f57A%(&VG^3EhH0fKk($KzSBBdDan>>Le8c zyZrXl`~PMq@Ub2(uvl>&B6x#v{6P2lWx6>`TtkEVknpS4WvMJz|G7;ZxRP zr`5$yD1|Me#Rh%@@}2-%NmxO809(15ES3q!+OETxM{0%K*;23QI~jPgJHE=^5pQ_N`)6Cr%rqYR}cHI1?ykSuwNuJ9Jz^y9DYOAI}SvIR)8`2jFv`yaT zwjC9Kn?r*Ij#b8*JV}FO!*49Sr&Qwr5h;_6RbH!qi^GEhivLCrSYNb5s!UiQu{8yK zOt(;V4{0U{`JPe!na6CPRC?Xp{iEU;iW;XDKPTYl?d_u9rt_gEAlKf=n3~XC!N8UKznO zXx#DUq_x`H+;A;Zb>96hj6})4ooi9fRD%b)2<~|>*s7e)B|We0dj}Ig7*HrM%F; zZXg=xZug=1Z+}S5ddsxqe5md9qfhBKmQ9mRaVEtQJo-#DhLk@SGi;)K5PlPd2j~$ITm7_ zU880NQq(A;ubBx*;ZhYji#Zgzal)%0AS|6EURL9a09V1BMGchCZF$8NNWaAk z^ZEe_!wy5;OSQN{^Eg(TGhQ}29X~UT|Ev^s{F`2RG8jnHL85XMcXje5T(LaY_)_$i znHLRD^TanlZvfb<9S#x_;~8VXKDFaPGh>jlxTbFSJzM@OMY)l&MMJx%jJn?lyw^-8q@1md#^Frfio_>S2zPtTtBsl+Kbk3j4TypAF)v zCX(iiyv<6>z*6QL!YoI4$&?~Cyd(aV0KjQXrO3UwTuP#O z+{sIC%jj<+&-kC~$Sl$sYDxnZ|ISqairqe=2c}@zlJ;9n*zr%%Ha{$j30!-{O762Zo-a*^ zV7@y2e?w+ycO^dLbZ=ajx3VY0#1ge63URAX$*KY4g*#TgD0}AT-=y(YDY4(C`2j)* z_QbbU$TpFe%jG*BMep~RZtAvsoRO%9aLpkqI?i2~gN^Ut(+j&~@?XPtAG&q#O*k)+ zVjXRMmcxi9tvGzBaeoS5Myii_>fkEbawlZ?5ZUM50GoG8X$J=sYRo+_ChIVfxS`man7X_(h?_rK=}fh zPX}t3(HGBSV1l9Ue_gy@=7*g_5egK!^BfJOWrFMHoBl zy+7|*Z%ht#Ev@Z%NBUD-;$~T^`w^1IndsXpIu(3{pR%3pC#lyaTFs)0bV_X0|16)X zObun_&Wz94``7)97fN-EpaoAB9%-*XnzT+7; zcedt&6&>@|O0=e#K0z)z=;w2$@C5^8-_=7@ez|M!oX+@>Tqx%g3(U8&kyXFG;Sk=< z^H4|D**})0rTGPi*bdw&#*7ZS$A=tz(vCjO28&&?gCATnh21`vClFIW)l=ECx@4VG zFS}4mIxn|v^&;7^qU8l8kirYP3{Cn52uFkj$b~GfN3gk!{Bw<(st6^}cApA-jmIZv z*gDNakGoYoDlW)J*<_=N*xMhphxG!tI_4->-C8%C8@o=7^C|SAe^$5oTgB0@3Xf== znc6rAs7C|jN11<5yx&T+Z<~l`RfWXUdCs`+3zjM92&Fs&>g4@6%1SxQn`;kCR@@E=%lzl2Kde7g59&c~j**bdTDP0|vF!ghyAur~Gkwk4x zH$wcI7yB8o_{ZvZ2zvU*WIreEH<57b3#wwX#&2iOT6!WieQWaSDhLTPHH;$u*yG%h z7dK0ct2P3nhaJ#19T6dr3 zlD>Fa&F^*t_-rzrQ)hN?C4)j;CFCJ{zTp7W_&@0r0!nPrO;a^aAZ>0N`kZEXCqt+uXI-$ni^+1$CW84 zOH3n4Ar23)z>pfC9z9cPFpLik#WpmhX-e;}7Z}(*=32}7Jx39ZKzjh#?^<6zh6+@~1x>P7@uYMVNSwqtH`Pxd}Ot5w~dIrKRTB4>5Og zIeFDz4|D2FfRSDP5e%%u+iY9Ssh$++o_P`7TazQYCLlfZAP-wjH82GQgS%IUI|YTX zrX?~XYaQC}7d9USJ~LM2_Y3DR%_V*+XV-XKAmu~m?0e&bmGu=3g+D*T@Sgj+s>SI{ zF$LGr6u|V%Mb6?5=I_y{X!qym)1$8Sf*c5M>_0^w8k^OFjAL^uDk&>WbxNE#Lp)Np zDUj3O*Sl4L$1EwtOR4q6De$&f_O{T$3%oA_|79@r-ysZ}j+@FjJGSMFtL}${ge|q@ zy08JK9kzZup6-rE9#OY(1HZfliH;198-3YHi?m3h+O#D{5do0a()1d(Z3@cRRnhuq zpsG+a^tw1F<$3#}b+11(_1~o2GILB)Z&0Xm>{(e^-K{58elJu0v1AhE0_Dk}AFq>6ql%a;Oh*RZG>EliSXoI(tv1jC|ESb(d9K|3d3F;7^n*0*81 z;~!B!7<(c3_gGmiJq)*{t4Vr5bMo=VcT)q^X=Aj_sz{)ulAZaYQZ8jdfjG7lSwW^2 z=G3mj2^*EF0q(Ucn<5NXM_X{f7B%if`^k3X6i+~d2GO857`06${A)^zeA{U9;6E=S zIaW$KEzKz{qy-w2%phHhBOjvlKCQSYCok&NiJlheP#Jrp^aJZl@GjnngGj5k#5sJc zylVTdGon6xVvTNeCTvW~!#QJaZDyY}^$DE{+&kf2{-n4tHPe3EEdK?T4cG(KiI`gP z1^O5ci?|uC?NJ#^PhW)X?B}~EVxBhA%`VW;IL_BLEyLTDKfggVF#d9yDQMeO{-eOH zYQ|1O;_>Oo4B5Q5zm%hRbg-bcR?MK&CsCI(c;S%07C0^A$B69H2h0o_3C@J690s8M zV?jIY;*`J?PX^p7dJ-8Ox_D~TB`2^LdW3Jcou@uU|3=XB+%MMs)(3MWrn6s6=KhxC zjmAxkmK{_>ui7(*=MiXdQct1xZ;ZQU0~`F+Q=zo}{+uiG+c}4Fo;c=p5XW20Ra7r7 z6Hs5xMkfL$|d zhLg`kkahzt%?DD=+emjZ`pG>y%a{(#I+5tURkwBFDox1s%^ z^?Lb8%mhef%8*1Xa}*m$JT+1SVr$Y9^l3w^J!|=Kt*bxQO1+uGUO`E%Xu^(0($?}9 zlo&8KslpRN$s0ZR=z8|nj44?<+V6atUQBM|SNWX*`l(y3&>;#NzR4F!26dT(r@K0+ z1JGWlp!+MeL{=@QJ6(&N$fz~JyA5wo&OB6bz3|lm(mR*y-Tku~uLPaT(B~~k9dMML z4pMEo(|UX)o3y_*C-9#zw-b($s#8$CZ02kDg^y+dS~`{>iWy6pEh z<+VD0N*=K3Rxf6^LR__QUoG~%*rW4((KiYa8OmzsQA}2xC8gfL{IHU^0ZL{}yOOr- z$YiHak&ZI$e53EUG~ak<{?m8wrnnyTdD1`Jd%lZ@{B;zMmv*Qlq0AlB8d{`2ad58OFvHP8Le*0h4@{pL`l8qyy zY2GD$eX7Q5q)tZrBBO|Eag}b9HyoHFN(232$am~7hs07FTq0qiM_uZ2;amtszr$8k z@TFN|$_66Zu7ZFZa9dXm^NA;`p3@=rE9vxJp)^kvrakBhGnl z5&A&Kl=GVqbJcZCnwEoj8|AsJu;F%rsvT}Re|Y9tV)o&QT}YpK?D)+`N*+Wt`1CgQ zFT6NPN-SNWDD!7)FzVqkvUNZT8wy7CxoBR}{DVG=>H918FF9iUI;I~qH#`V`uMgAW zhE|PyM>;?F#Imk&z~aXSJD?IpU~R4wz=uPxU&Py8ZbQ2yP&i=}60Z2EsFN)$f42l?sbdL#wV^0m9|LBg_*r z7}uBB;0&Hb+6v>*;#b5imSLR{fWwpPJ%YSf+>aUthEtG<=h422e4IK1gYHxybEgTw zbL^Yo7c0~7lPF zuobPCWm609V%O~MB(nX6VFS}@OZg(>m&XNQyj@?Kywsef>6(K_Z zXwP0sbCU2C^CqO>FJxj@=VPyDmQ8m$x&EPZ26&DQ?b*zrExI}NtlD{k5dUH#=l*Fb zYvfq)Eu&(Kl)lHD!;Z}BD4Tn1W!xr0Cb+Jrx&GHYkA;SOefsy-xn$8halg_)d(NtR za25aF3XsDw84*Qchn6M1x>uGw7Wz*s>Szb5J#PMCEv-YYEB#D@uO@lB9;)t;zR`+| zdRw}WdP0uZPMX$=_q+XJvQLx2*6lpeCWDs5_2Bi2GZW>Wb=PP3@MoRJ*pc4t5;vaK zahZye$pX1@w$K81(NiJ)_34_-iz8>| z5nUTy^H5uYpRZG-H?BBSM0{nC``Is{77jdioz{?Ij@Jogy?^sHOiPi5O9>?ggX~bY zfuz|y25n(_+R<0zNconYLAkbueutAr+InZ@6M?)s*IVqVM{0pjJoV2JMKYpNBMK#6 zCs&=BaRCx1f0@mIYN&vVCVMaISEHC|bJ1`qc$lHiw0j;NXE-K|W3}P69)~jDta|=j zg2$LNm;ZL2eTvdxtHr%9PBQmSl9k(MsG^qBzLs4@mg%S`@-E5sPQ?doX{E9_O35Y5*>hRp5b#dVZrSP4EZ(^RgD_aifpMfVzWC*1917L&g*gw=&% zg1>WHAv5+K>3#;?qQxNj&?j^dI@u?g@8oF6j2T{C-%%l>CUbEPc;Sn~^=0>4((B6@ z)YCpHyLkp|u>Z}ir}3L@<@#4a>5Bi#5OLx<8=Q&LgDCXGC3PE8|B5jyj6p8rF%?7I zn@(LVu#m3wBC{RBr8C&CMRy29gtp$r!Dmkj94+GEgw1T5U3za~V+1?ApY@f2Q>|i= zQV8@+0$jAP490TIuE7&i&f|stif31}W+S7B6?ggv4)QV$EHaH5 z2wZRTL3c?!HTQbvD0lOZ@m%{P#?npK5O_P)azICdqc-ImDcHqnpBW9`6W?WyzZv`3 zsxisi>&sbohxDX$z2AzUzwJ#*d297kc<-y=caQpm$ai-RiBXP9U-HW+i^m_3g5xzb zoe3;T`2GD*=(QPcydp*6NkuN`^WJ}XFncPb!8;ImD&Tal#+RtmyO=jmyKEWkfxPxJ za+MxJaJ43Eh5Mhg+D$K1WvtT~B%1I{Ck`;YAq96rYsPn3?zNvnMQk=HU|j+@hkxy2 zmF%xEKpE=%1uZ==X}m?ca+ooW!oKWGfJkfIycAv|ap6ZNjf9u_C=wb1B54*^sbbBN zZ_%7Pl4a|l^&2Grc%_ojm&qTeK{0+uroG00t?H@u3z5WeEFM)MdMzF0{J05qOC{iG zQu!L(7-twZONnrrK=y9UjU`q^rKDN}0q)kuXPJU=)b9}h92a=7oh`eb_}_Eli0S0V z*1Yj?{P(O`w0K}HE=J~b$59Hc(PX)I2adkNQt&4PIBM1X_I`{06?0Sj$NkNNHOIW} zm~zJ6`_Aemi06667uS=c`9QqzGlhL!c^4sYV~{K&S%ycB8g?mn2+tT12(POSvlo*r zL)%39kqtS0cc-3IL1{}=`+O|#BIDI(!9oe9)f>HNc;wylu&epF@-e24{6!8?XxFn8 z#TN`B9Ue70lQ+N|ns)|rEce;r1%*+3O_w+k8g=$xX2{98_lHguOiB(UyB;0Y1KIJq z!&~Rq>Ao0z+7Q0L@Q+aXFtrtUJ4BHvOJBc)l_fWYN*@B%R}!q^X5NzNs3pe%lP17o zD`mY4v4W_{XG7FCyOTlVBMAUT)an?M`X`S>-EWtOyNdk99rN#uu-WLZ78Nru)L)&M zhvXWv>6Bse==YU@XE`F?8R2c}sqWFd z(e=ngf3(pdd3*RafAMiLX2xbB5wcGlpf5U&`Bn-N7~LUQ1Igm!lkWcZ+w#h{9PQ#Q zK+l}}dY4!#P5~!lVKLc5tF)!Mv-UU9axU(c*HtnE@Wo4#4INxHw=kU=2QYtoU?ep{ zikH z*KMmkEbVLZk_Tcb1rk=*{ec?I^+hle8_oyN*GrO|rl+5i2XX{Jw%Sl}_gGZ<}7n;#N%l&lfAQ6m?riE3V zO|+CVfbyjfbdDRBbp|(C9kG<>s%7}YI4K{EMJ=zh;hxU^GX~$-t#)>h?039so=wpi{;6f)qDU=i0Ri5|EPnMky?W& zK>;}HRKdi87Mzk-wygaURFzjxi#uJ!Rr9BecF(X9wU4A9?FFYYUNGm6t~Xk%gXAVB z(mEOOy@aek8Zye|n)qyCV33{pp`UN*dKX$i!AZ103}#=JIa3%^*koZiKnYfPQ#{LP zRBKPUP#dwI`fi8G51RJW+A2??BkU^Damtd9A$=PsgV<#fh^E_(g5MHWngj+bBZ>?; zDMWS5VpZ=|AUm{h4jtko^Q2*Bj!28sT29Nmaa?3{Ir&Akn%0P&S zh*qdx@8koYuNUB_(;JOb;^gQE_2{fNlD)mKJ z>Izk5O-%Nc#x@1!tht1;4u z+U)yVv;Mt-tfT`w|DeoXH;Fke1L-+_+j16R^c=N1`b{kUf;gXGl~WH{qyi1>jDB&! z3RDOnO8dVAq2vgyWaXdJHQ}alR_D!^I*O{$vdFzq`hLy`#W%w-@tBU*z>ry;cu}w1o zbmJiLa7r$t5kLAUcQeJ!UQc=4=Y97n8)6`;=z1>M**y^55IuY#yMpw1`9B^^B?@OYu&j99!ZBZ! z7tx3&8&WzHo1Hdx&)7OktU^tR-ZEkFxQR9^#t!N7Yg&Qse_7cv_1zx;M<_aF+3sI7 zJfe}`d*c4O@>oqc&U|edj74uD*y2GevhI134{jus`_8Rr=!F_V5^w`~Is8ohn*u&gAZVF+WjEPL6xuOu{ zny-8?ufO@4d*sUbd_R9v1;MoBlKzVIOg`3iwq1$c0Moi1|1s1&{V}ZxeocfdFPjz< z%AcG=XAWkL(L4Hu-U<>sn=fWLrr)hM<;fkaPX)Wca{iu{xP~z43~JcKbPqBx&azz3E24Q1#2@$I(Mt8Zv*f?y40E zi6GIp7_U}U)+0jPrrmDuITlaG#VCZLJYL9ZK7a3qK3qT@t0aOJ9jho@QEx4Zl1Ku8 zKcU%RKA0Hrl)BFn4eZT8?^Omi(RT16C1F;)K`vKX55K#^;I2gCu0(hRfayZv0XH8S zSnJkZ_i9w8o9HGXzvc&;xn|*J!xS4#U?c-q+E?UVn|8wQfkh5NP8xRlb4Z6abCzU- z)!&G+M~>N_p$}Ko-cj+#QHXDyHAe~%a9j81gN$Kb ztswwejB{S$`z@jYEH4S#FG-@wC2|xg@6Mb{qObMpw3?}P}g0}=v>BD0R+$D&>57dl|sL39YNq9nAQvcCo?lR z3LctuUT#6x^>oXV2<;X7_k#zpC2g=zUpKA7Jo74NQ8kcWa90`OWcm~1kfCJDFW)IZ zH0~;24FT92fpqACcG3EyPzcMv?j}{MJEr1UGtU0zoSbZ2G8x6#CeXN@MTf~2DQS=) zomxw(nRPnKV_z5X`27!ljTPo%?UXv^)J7T@K?AEG4hpsM342=eoXXf-!Y5Mav_7mM zeO>;K2yX+_!Ux@SW*!T?kvh%Ey;~(@AvJv`%k0rPSZl|cAIR6bn{7Qfu#F`8Qs;d^>-5*n~veDLy9mVdq+k81%dgI5 z#*dkKGG-ct~?$_%rXgn0f1E>-h6nUyENlrClT0|8j-0?hbBXk=_x*-hW)Hf?Cr>L#F5Wd~eZ6-`0Undee{7oacVV-iBBwQ}} zrdxfsF!o*#5U=O?^0~o+`aZ@nXG4H_)EIw-h#FDj2Ys4$W7BvxlX{A~4R6HPFMyx+ zJyerAdgRp`EmJg8@nOnzEzrlfNP@@A89gV!P37v=0^~Q{ygS)mRo7ah9t2echm!Bn z;Lr-UyI@RRD;>|Y&U=?Bl$L?R?!1_b!6!;EzK|xR`=19oSWWX|)s2p5JzfMS)9psc zcx)_GKhFK+XRT@7rl-UfbFAfTMXv7GrgXQ@cnj|w7}c!Z9C8%vzm30oZ)oUu@j1Wl z|8qI;Ui_pr>QumS0Z?{G)}W*9JAu8p(T)V4PDzCy<`q;?(7Oj5Y(MLHne0-JP3wB3 ztx6r$i2064Mu|$9dQuo)+zhYkPjZI-&UHD$RqauF`G(S$Xk8Rw?hkXn5i06B#8E#v zv74-Jdq9|fx)*8t))pl3vit|eIw(nx&4>9w_4mqmm)Y1l(pk*c^X;2I>|7-tHeh`` zFAm_Bpm?e9;CCBgL z`7^#!-%HZIZtz(%6?=2_#>-Cz`p$2h(U&aGF^0=HFY)CY;(MzzJ$HRafZhU**5;JW zxw9UZ>lKY^ku?1%!Qi13&CJWYnN0q~uC=u;V`=)gU?@*j*_7W&j2r5X=%I@*z1Mgf zYzdR?q);|f*fq%gIAy0Vg+BHBEVUHHQD8>T-M6`Ks9fe|)ku3gsKdjBlxH7TM`;RX<=)h@|${ia! zk5*l6(B-y3hFyUnBpmwkL8C?1iV*qwBDp`ll_1HR1~j_|L&@y>Fp2PCrtIqvZ3 zs!m#B0r+NAn(vKwZF?CY8Yx8IH6P5J(J$VhR*CmAxX-if1Co+SlU2+4+fK|A-3_7bCC_C934L6!P2P-j+r4_@EpqQ3TDS_D~u}Mi=TS&LM+I+ z>paX=r(B(6ulEPe)i}E|Mu?HNqz!KQ&te^E787-Au?0=}$~fu;<&I7(Re@QsaWc! z)P%{x+?>$CC(>;Y!0SxWiw%6ZQ$y5>1cd$P)_aATaPfzN`hq@!T&!$#4~(xm8d$E9 z#%=nTA}b(^23FlZN*Xs<`6!~+iJYt_tx+U5U4Nr#u}XmGgEF3g%;br0Vs=;}*Ch@m zANSoU%HBGRbDE5h&>Fh@paiaZT!{qe@0D%C(>J>nuDqY_*q?Xx!wAaIS!A=Trov7#?#!5LK za`%b)Fij(V)X52TIM-W%n>tqzYhLUBySNMEho6Vk->H}1dbw>#s?j$Npu$dRCQJcx z`2bds$w*w1hz|CSI$)eE$G;+5FkiK1_=S**=bR%-ZwOFS`R%X6WkfkF=!{3%f2d8H z<23cR4h`-wtQj(K*2m0A)8Y{9{{C+k9u9k{b9|Hu*_io~H(e5FbgnPmnDL0?r0AQh zG43Ggq)rg7RU=dj@R@x)_OV3g^~L3R)kx1&!`JDiA->aSY4D-mO1w3efB3T+9~>Ja zK-(v9e>0B0ic+kKaUssdnuB*N>IWs+qP0nOMsFY9(dC5S#xjAs$I}$haG7A%@{l8g zOOm+{uh8%?0gW@|Rr-y0c2&(uBqv{G|DFM3Ja`oERs8q=6;ZS-4Ag9~2{CbX^J_A* zfbT*jK9FycUnegiLf`uOy5;XlZA||`Qaz9{F_Pc=x#L-LK@ywM;?QQlFg13kRR26P zC{<6{E{+SVZz|>-z|3c|xk2{Na13I-A1{S%`!YLlQ<#+zm9V;eR__XJIsX&%)Se-Q53}m=YIdfTCHEmlCv=s&{7}h`V(t-}?zVJ$h_cs9aT3!=V)paeeXB zD31r|7Z}YAq=Ec092Iccf|BYmYG;KGBc{T1$cJwWvzJCvQ%v{qIol58YSnb}T;pnh zXs?5+u2k`Kj;&zTZcW3yDX5dbdqA%-OqDfBIhYOfL=VwZZT5^3-06J4St?A9^J2JO zZ&B)u;K)e)1&(rX=k*=sm)J+SMvaJq1EXCT`8n3}mQjB8&XAnZznoM&`qZXbmMy)d>uAFx)dSPu{jrxe^SD z;&Z7+z`pn9c*}&Np!3TpiZ%py2V~g&{{e(Wy&K0Q(zGS)y}`Z0ag3pZsh^V$^r8XS~{#y zr`&>BfYuc2uTFf>>dA*gsTX$??-BDHpIcuAa7HF>V*oQ;XvG|>76sUV2S=~>rK$+f zF8-qs0WmFE~aOFvswWCm9FWEx{XomJu-rP)Kqg_~E#Vbv{sD+umW5DQ`OCRIB z%-(uLin^=2OCX$bA%|I-XEjChAGR0$`tmJOX&{*MT z>_l_IA-Ih)pH*DV&SgaYHOiB;&tm=P> z?;<@?Ynw;xn99}a%c_-Fqc`6$z>EhkO(FLZ>=O2<*{yXRWpK}30cw}$Y_6kQuxgz@ zEG$N_a4RHrmF9B{b+%y`-h-1oEJ zrv~{LE{uBr#*(*00(a|HZQK(Ph*gcR;rMs1RsMJv=ceqavuP07vLmS_u-D zf0jn_W7IW~eUIyB&u+asCGXKq^9dvM3Fa}Toqr{gebe}xX$CHRNPGigwvnSxR&$Eo zWXzfI(7;+g?O9Be-&b)phk}c9Yqrd#5xBu>80u&ElB)Z1_3ESsiBC{Fvl+t?b3M3~ zP^d~1jaM$4txE$5<-TwwMHO0nP2egGaqb4!&M8bZ`KSj(?~e~dokwb1|6+pm zpYD_O`W#$l;6?*SsCt2=;p@}JK-t&FAGlj*eVD)(?kGXxc{$uIi!{F@XLtxeT)Ep; zuHh@@(zI6#X5UtBrI=LDb+UNN_{NKILq~-x2-^<6>aM@*BZDKAlNtqu5V?D2ULZ$n zjkuFKD1WUxV6%pp>y@_P-t2JLF;!(PYA71`w@KqKh;W%KW?ZjzN(S`x6Cf1l_aP=^ z+TEz|h91<+i7>%a>7g4hq;CtzFBNdwwtIz~rucf$KH=}48Z-GNd%Wbv(bAV4e(<%l z(ZjgtW};8oP(9r4fG-Xh7h=!}ckheEZr3=YaDPMrIo$f~j?dLZ+B!hzPiba!UZO46Z%6t_P zB~8=YZ)-E{l(VEjU_G_b4E09XpO^fHHBx}a9~P0_cp6xr{2$@W)C+si(^*icDlJfL zj11Wf3A;z5!wF+K7>Ss4QlDLng0rErlX*IXbRd%2Xu_l`HQZU1n$>O-hz2m(v){KA&g50gEb z(pJM{jlr=UO|+lqsO;aL8qwY0Fu`uQj4OK3E`I6FvA#y;*=pIyrsm$}Cb4>c2SJ=Z z^`Dr$?>QKf$z&a!>%s_)2W(+WBTN2Sigwxu2JQ0C-V8Y2NJ*5xRI|f%42R}}OCO3P z7nO6Ga(hqT@o?e01w{K9Yg}(!|F3FBQl1ttM$qw@Ro@{j}PyxoHp+VZURjO9yys&pTc+Cp-yD~ITdu_HpHW1`1{1==)E*8lgOj@SQzjj!p zsO~Qer-r(ItnYx;RbRyKjm9KK=TwHk-vUyM$`{3fUg zbq_TJS#HkIKqi9G{sf$B44|jzWSpfCk6!oS`fL^$?LfyA_&umRi#hy~U@)gd8%l#b zlLA;!*+Blm@GHTsPM^wjxI=#P}|q*en8T(&t1~{DRXL$K$BboBk`B$7hC3 zQ@@bupTeP8N7`TXFb6_9gbXyiIlqDMUaA*Ogp{#)baka)s5Fc|YPR9GyNklCaJN{g zVVJpS;QIhVP$4r~DD-ube0`0ATi7?D4fxRdq?+}^&i#JqGPoY4Z(b*k0XBkl01t|E z1BxBK!~dtvc0@`ic5vcUs@9NS=)}7DVe#Zg%Zd7u;e9n3(y!Q7OUz)|{==ua_F5V0 zJC3(P=FY-W1)hgL+EIb^pUQxw8sZD^*pe-rY;lw@PU4Z7!`b`SVfM`CFcowd5jv7~ z8F)ljR}a@NV&%bdEj`bgT4ZsI#w)qhR8_Sg5(izb2xQI7`9BXG$C5=|43i~x$KyM;<) zRFN2PFMI#)2+P`!r5x6Gv9SH8<#owX;LAJjz zsykI{;R`;o}M zj-b0QaOI8gtLr=}NIq&My6s$e+IOBu*O5fqjTaPxSfWr+he()OXIi;-L%p+Px{CjA z>8sqXbo3p!63%fnaRy6xkwsuZIS*nrGbqWR>|HoySQ!qHO0;Vi&VGe&dJv3}Qw77ioQ1#pwx= z=7FNZu-;n6eC8b=0T(rFn^__pls_!`eG_#_6XQY-lpo+!J;pGoTL#|aP>G>snlCAS z&W?5m(kppsly=>cj{3hfNy2rWKxs{%qABq7h!R{#MFUq^%0M_RN%P^7F|;=nz$tWA zN%c>6lk)7Z?=Z;~g^CiXCeAo))6qFb=dOP^F~eE~g%Tuwd0}R7 zFR1;oJYVBa^@%6MlNrXhs25i)|5836w6vrc+&d`oL{{{3 z__!GRMjVKo?}s?yo{K(Q8fY+LHP9Cmv@w{F&y!z@$ce=Qj^oeF{X+wD+wKAY>nTr& z1(kp=0w^YBfd66Yt;3>hqqbi~kO4t%NM;Aq#G25 zEk#JJ>)! zCf@F2jflXGy{9Ng)A!NhbB?InErVy@T+UKSNDYJ;k<3oogUR9RQ5-?+>3SaK@a88H zUPXFu6y^-%vNMPMWuy#6en!c@c&p7<@A?>rm&-3^zJL}MNZon#uxIMuuAVKJr2XTj0O$uC(@&BaF>**=)_f_2#ee{7kq|L%7{+uw3lF z-J&Ze3em8mMA<6xcO+jw%7_v@bIS&gKZqk zcx`gPK~ud+iHSI~l-_269L%)wuZACWkzwJG&9VrB zdeeIPgOxi&MRbPy0UM$1GbtX zY+b5wEcv6Jr(FzDx_7>`1#wRY4RTh-h+%<*@MhgX5D{=yi<#OE<;S3ng7$@qlL&3d zCKL22nuGJJt9iV&qj9G9loiodV%{SjHt7Q^&d-a{^f?zaK3Iu_uhWr}%{%K6z6>B|rNVKB0RzWrFWEuU7E;4iE2&gP8$e>lGp}71o~l zMsIuZMZe6Ye_4I5pVqb&zA3v|b2Qin%Z*mq*Pnj@~@YW$nlmpAA&yS+2 zw`GrzWJf*v+_Gg zai48^>@9)%bGsoY6Ef85srLA&>P8Ic`gk&_0)DAhuU*4$I3zv?rU7Sj_V50Fvjpdh zh8_j=z0P`KGPgFgiybD~`go&DM++hK@OOcs;Wp^*Ne((eGD2g~lnLsC#aC=uC-jbw z)ZXcJ^bGgPHNUxM?N777LzVT zb1d$QJh%M0CCHB4rjUV|hAAs^Z-qvZv}Tnu<|=h5kk&Nh05jG3H^%2UGfky7_)!s@ zMC4RIcQz@e$xQz*N%37T^1T%-5&T)D#?1R`u$R_m|8qD4G9dpO%NQtR6F(~JQpi3&6_%?avsP?JH2==ux%>9| zo>yB`6tR50oI_EdCIfsWuzsZx+NwQ5uJE1bOSpR!F_6lk!)h4|Y6U2cL1<;JMPuBl zHyGTzaAJ`^mEsfYh?^0w(&AYkO_Cz!=AU@5b5EhYxIu4Ja&5%$rAO2GU`4Jy%UUqD zR1FKVz}kvXIZ(Cof)xVNVp=|YHDoB{5JyJ7xO&lZJz80Tpp@|ei`!$zfG|3KcRPO%MuC1Hm9*#71pR+f`?(B3DKAT5;6t|~d-BhyE+jylxm^wl{r zTvE9L-}#ND5v*&R4>E49|8ZTM{VWu3%KPi#<02~o&l_Ckhy2r9U+6M!U3ttA0{feG zk9J-b5f?cF(ACCYi{`Ac&FH_O2g70~1%Sc>&#$O6%SDpiHRnq15JB*}G-bpio%@`N zFS7xA%b}g6mwO}Qw>51`r2uM=#=!5Q43OKl(OWmG;~KhTo+!!`co0MBaz0bGaDEh?m<$j}b1cwR$%d;^uuD zle*+(uR~@a4q;GMK z1n87$4%d;di4jlc+vXNH>BpDX7H0s;6xer%E_`E89S|*Bc9wlnx$uMyISxf$q{y=f zMlZ4Q7`i%(3CBKjjDHEs&S|_bj;%eCXF&=o=Huu!{2LaoS{7%#z>ZS4q=6#!V#dob zc+ay)Q6FI9OvtzYsKK4qaz@mjTvz()`BT>29ppPl0$K5y>pIevNG&U1G7ccnoJ zx?I>UT3|$IDib0z2m&6sC`VKOOi ze1^{%VInk9E%ZnzaN3cuPS1ecB9#e;`?4dOAZV!?5latP`xBV>axwH3@IjIWI$qRg z8ZAwuHQZv_0mn!i@E3JJ!0nG29dvv$$K#xAWtCUh)z@jF(#bW^rxz-v1?$EovrOTUD0!3*&d+$}OL@xNjd{+c|&-tqi# zz52?MTaF0p68E~?y#U%q@kgt<>Qwp{4cBk^PRBudnjh*Rzbh0ICFkCCkv?Zz!gGn>XId+!FJi#u6&90i1RoSjj29N?mj(1}gD ze)BL)#0Q2LN4hk~^3)Dp-!GS@ z%8*M7t{QtqM4HJ3?i3J`A}2_+r!Aox9G0}Z_yZ}X)oD9Xka`+s&n3xaXtJ8${P)>d zo7@;^=f5RaQX~x4rXS$VV#i-2HJd=ehA%0}^OoafzS_E}qw!~8hK#xdhyzd-Vz6h- z!W=X2ff*cGH6iDFIi+s`=&(OS&afK4HJLwVipo1^UAy=8j5*mU6^Te8M1FE2OL{l zk$$~h+z8eW57>jCuxs@)4CwM4fq-4d>r4rgpj3bS3Qdy9aA$)Ba$~=4j^7CX7k8`L z(6$28I^sJW$-&AP)Bk|Y4FIU;Vn+l5*v1No{+9cnP1q#RcXj8>THZ7>E%t&xi5=D# z2Qmie71y&VzpF-(DcKt7*4n5vGMk(kAJ0?@y4d~B+!D6FG72V<(^h4`mv z@SqQ8WL%ZiYC>-VVmH3DhPCIzqhE|ahWpyjfC=HHtsbl$2pf_b5iLDP5mMy{3Zo1c z!1ZyJpzrS>$qd`^%X7jzow_;&Q2dLGYZB4W+esB3zi>>kT9)Z>YW+(%MkDx$)Mw$d zG&vlz#isJaWz;K1N^&Fin`sjVRMH&Z?ORn0Fk@Jl_;@bh{4d!4eJR#*Kl9sbEJjlc z8MldGVen7&vgLl%WCr||OT14bQat<7IFsU2&eJ?+3h0>c%M?6@PagBEY)EpMYbRBx zdACHN%{T4&;f$>Bo%n=a5`*$<4{OUqdLdLX02--tiKFb$D)bI$4G| zAg@k-YcZn2^si771f@3j`N&W{L<&ryYR@3(4ak=#Q=b8se#bQz;#=39?`Ku4LN!j= z^Lv(amfIr(l3#v(Z;nTiFLK@TCx3jb&8?c z*Qg9-SoFL{IZkUUOPbSGzU3NpDQ_VO^FVut}1_?MAU|a8y5l;dO{1lmOWj8I4 z7=|RmOo{TxC`~l-Wz)OEWE_WgwdNxngHIvofp1g3#f2%H2=X)jRSn7hZzI-|Fd~Ou zWzxnVhrgWfTvD=J`Ewz?5!EiDeb{5-u=j!g=C&)y2cEqm zWiW@D6TwX36@BNrQwx$GaqBK}3vHt^==v+lw6Cx9;1Ux<5rW2Z-xDQHcV8h?pttn> z0q>PUUtfcfvMw)nA)@n^vZld4kxh%KH8J2)TTLRL&M}zqzl#sH05T?%Bij=lJFkz1 z$>Gh34&Xuyh1w!z0-^8He#B|LT-}*#d zp#U{zpzzYHCE_=OG4Y^Zye4;VrF$yC&xVYwtyTA{wX^cMXy?`g}-kBs49MWI9`TTqR)l$kCF$*a0*%#FsY$#Irj9rX!gYL>PR?qK&yr(A+}osZAHyX0BYmP`_dodh);i8;+X_{ z2D_GKN0P!t@X?{?X)=hrL%wj|{Ap1;<-7&cOEVACGi!}krUFsgoV>T)H$uGuQjrc8 zDCK2L9j8>1ilC?Jm!1H6q?VyQfdX{QjT6reR@}}R?yCpO_T7XF4fBEm~ zg}Ch)n`@)+o1DCHcqF!l8l7IJM$ImE_ZWoxjP3uoo9*RvBv6t^;v@cUtOwiyRL_NH zdGk4nBJ2B{wfPD~94j?7)Z7Aj?JbX3v4LF|bZjXF=erWIYSPK$EqLFKeO`e z6INu(fEL_WQf1h4+%H@tA_9UI1yFVAqI6i&^913|h}`nt!=AKN3g)?-JG5Ij=Q>H= zrFcdGCmve2y9$gTe8>#KeXJH5@ZKoy9W$2#`IM;qYz{oMx;P^D)ti^(-HLEuj)!Vr z*G#9C^^eaDGJqM!_e4Iq?mVOx@93bsftA9vEKnO|i}`>)J$$qXv?`umi@+^!V6wub zIu4LhZaE7h43sFvyy%fxGMbXFU@10u=xS0iE*gWMKz9mYu@~Z=SBBgVx|7?JJ6HMxE%Y{L)H|zv;H<&W9*c4v_R}JZ z;-<-Ln>$H~08knqch%EV{7F!YtjektytU)pQi`1wScj~>-Dxoie>cXSW)lY(iu;@P>#zo|b~V@0BAhR1Rvu9r~w$pc4!4*oLe=3#4@ zkV0w0Rm(mAhZ5h5#^s^6m?XGRnH1E#-ad`f6u;%>x2ZueH*#P7voR;s{J$F;c>Mx` zX4OiGQwEdX_8%Kv{|MZsrC=Rw`8nqM72Tj}Z%@L%k;VrTA2%~Ejb|@iAli=#SN))% zV^0AM9`E74iqvSE@~&k2x2nq!J4$DgKGTGuj{o!tsOGT>ehI#@Alm-XgS*EUZy0^* zS^5dEpooFy9$F(jW~BYom?7w^{(L|KKpBav?#LiGcZULNja6ujl@J1d+#f^%E*gu? z3asmpyv2%d}@j`w}j?M}8KLopyNN^Yc> z@W!Qk4GR+8z?N&ol#dpIXjgi&4|}z|Fw-L{txGaN_g6nKTrPIf$7+$5IFKmK&5{cbEW??oph*^pEeeMC9~ z$sln0>Hb^#37$U#rIzrR%P-(9q`%;WW8N_!@xEy5Tw(C1j!0Gx?MP6pP-F)z@N^Z- z$l&u?@N%sIvSbF;T1;W)b9M<_7HF9rJyN0W>y&`9>RWuY@zbSX{{ODkf48d>3o;;| zA`u8aq7!ZW#kw$%AYfKf|2}-|g#r0;mp|!ez%N_=xOl?dW_abwm?X zbx21Ck`eleF+q_Z-;Egc7K*$xd;p~-uA*5|g&0%=CAnbU?Q%0$&W9w$M-xx29V|d6 zK%jr6n+!EAqSV=25mFWl7*PH&B}Pd@$J*cm)5NGWKv$v;^*UL%4t(AutlbxT)}KC2 zE&Oj4(@Bcd^QFVH_yPXBX~HtZx{H>mhugHCv4E zgdlfQ;WQ(W&+Lmx>>H%RUGpmobHECIjD+ zGX^Ul=n3WWC|EYGiYB6ZL1o0I(Sqo%iKO} zZN>d7si#DsWYxZC1>Kc>uKGn5s-a7fB;E9GcIMLbP{T7n|2 zl?1n{A_0X@?wL%r45l*LYQ$BfypwW>6?xdKu{A=cP4kyv{Jb`zdNX~CPjRYAFU}ZD z7^0rr<$a~Jko%+X^GOI1oDzk9D)2y1)yL|0kd_r9Ey3@lpy0GwyYEED+5FpFz@o{S zX5Bk8OERdH6e?-+S968|j32OuE`%PFN`})*e;CM6(m~uljzkYerh`3$Ve&13hio>= z^vIwrEDbSq?V**pHUatr)5z$i%Uw1hp_YAI*&==C$|w_(Jk^mLKbazfKGC==Jz$3; zytzB?b)|aP`fp{*(~qWSe)h+1A49<3lq1*S!kHmL1l=cx(6Gslu|f#ni^qQPLu(@M ziA;NK*X;j&^muSSypCMPhXqP_@5A;w&yBXz!104Whv1PyV}k&CD8S>TLfTR(Ssnqn zEbt8nQM<)-TPQOnmh<8^q>H+}+{Ef!7t^PeJYJPpX7htAmGX^k;Nw>#97nh>*C(w}LegvHMJAsN%EK5f z#2sFEGpv}5H1iiHnEqkD!C|H?UZJpShTAo|2T=99quVE)*|6ezeF8VgUtIc_NKXy! z2w%Qc{h5&9-x4xdziF;`{;WL-_>z1b{tB@oQ5$wuv7MqMcnt0y(;g*y+>*q~KqpLC zlXjVg8r|}IbI>V2kX-Udj_E)r>Wc0*1{vd;z{!@k4u=)**)T*(vhigc9%?(+M6tlz zVeR=Cydz8fkw zjc%D*2T@15R-t%Oe}#bF8c3-kfh`e1FH>nF6Qz^4jL5eSw&zzq0$q4;-)qbI2Mlha z5d(o%O?phzx?Pc!)d;900~m+%KfnJG!UaEtRinh^20-QDfNtqmbl5_4WJ00^h^;`N zT>Lyt!Yz$0)wgz{H6!F!mW=QTxmvjjS-1!vQfu^*5~T;`=-(Q_u~))d2I00OO7wzG zTU(S3%i%2luee8q9eFZpUH(uVj{a$W+J6=FAr{6S$o*Fd)rFazOVEzD;Q!*kCOH|n z1ezSoRC`P1Ycq>3H=>oxMRRT$CdH`2eYw%;E4>b8XM^nLqCV{f%5~%ha88 zS$?&aZorAG3raNV1wyDN4ZZ|7CcfrlK;9frR~I`dv?E>A!1eA?;KPBBBQcZ6_2t&z zrIHfN5WuZ#;6ZA5JEOhD;tVc9JxJ@iE~4hQLA;#^eZG|30mn89{lbZoqMei{#Tk0^ zIi6jE-6nbp6NML}C!!73v0Y&DzGlmJJ3^JUMk{wQ(WE1U#yC3Dy|XaEYj()`pDOqU zCB8QQRPjzq+Id)12kQ&jznFd?4Q0)74l@1>$P{t?vAM-^u!2r$j%1Pk%vrW6VrAKQ zkCAyX>U@0Owe-?tG2sQQokQ%b>HmmepceM8SAl-^OH(Lt=dj|31ZIOVQEBw#dKBar zDImTS`$vWkxrXn?tRG19(q1JLIDbriHGu0BH*|(85YRG+aW@W{C+qLY>Jgkp{@9!p zZKxGwnqG|QGBE_A00vmQxHi4D$7pxN5nSXddzeQ)J7qUF{A2P!@3Hl)9`iF5t5`G! z=~GAI&95YBViop7L))?RV{m!#z(YNWAb!Qb&}uM*{*>(gd{1jYd){2AMwTJ`^&;6T z6_DZo+lPmKyq=-maxdz(KLxiYDh~6nJh(gbj2%`u{p4<2i^Y^_B=MV4ZYW(oYZ zg*bRkltn}G=DNL2cAD_ zN|Zd=ZoXUPO!viG8DETnAWdU z&w?dFL1CuOcbmt9@(qsWMV-w|=Kgi!*jgX=Yyx&dVBc4`y z%zq~V4JP74(t(=ahG#4%lI9$axx={3kf79b%#uFzm|b?9w{4zF5kS@R5}LIIaK!Aq zy#2K%ct;h2Eqawzhb+0Kb*)tqqG{^S** zD?3#NmT0*Gmlrz^R}2fDdB8-x+^wPRS7^QA-NoK&>MDx>>V+Spw6pu5)>`)dd`JoX8kHhs-aP%`|d*9Z2ac_)!6QM3G(RbhMxs)lG5!iiX*9_ZTe_ zo-gB0C6depjsCB8o7l?isLv$`(kwyoc}qhMs$)+2Ulq=V)G75bQi6>xF^sC&cFVzi z^J0Ojs3P}iiO4D8({|m9^?PoZjFAbB7=h;=kCYvVyIT8jE25ycLVb-0lm=8GCjG@v zFQu}o&gCduzm<%M9<>Kq>ZrXAMuajn zmmW!!JLW^@EVaLEOSRY897<M0GFbyG>bIg2s(8|L<&wO zuBkrkb8nWkh+;BFT`fI_nNGKjB$}{m)(4(@bTK6%>lu(#FQ>1Ks1Y& zvafNlv(Li2y`ohSR3R`_pd-8W<*_tE?__EYy0=q~h!@S(c;{+@t zIOd;v6}3%Ux&Ik|#nHE|Jd0F%WN(}j6s)w0oyGDAdTHo>Re!Z8L*PZOBxLt8Q=e3* zBOW=0-!pxTi{6Wj%wc(s|Bn!i3!1$8C`CLuENHMgC}6qGAsxp-0J@vn)8=S>Frx#~ zqco{60%<7eZ>f^(@h%^JqCeVIzZ1WJO%?Q5ory5ZSkA72C<9iST~Y$pIbG3!eQ&$_ z^-0)EV(9Haj_9pOc^rqHnb#ESNyh;+;r6Z3+`l$v+(pX^jU!@Yi6*i_H%+%r2qsSb zSeDc2F#IRoucl8@>WjoWo zcc4-NuA6RN!_h|Ebul2dYw6pBVYHzNGRxDiJ|(>_!I zi_}z(rF9Dje#(vC{Yasc_|p|*F5(*w6HnExD;IWy%{xcBAI$aqKlpL_Xd)azY zEwN#I`zP`>@zR4YgjN*BU2&cJvr`cCMxvA%#0epW`iWz4LFDSb9cfzut-nTu96ddSoz|_B1?# z8%9x+w8ffj(u!@^TyMF5!hcD23F21gb*2Z>u@$qC(Wflo7?Y@Y_B<^YVibq1`13-i z!-(?LHsAvP^w;BjjQ{0Z-ft(%>2QpROUDKtTCYO?!v(pp*N*PFPsq8CGssF+*@gmX zp&=3vmrPOZhsXilk0C3Pi;}+Xu#EuXlIb|LMpU4kW1L7nPX`LB&`dUmBEHw! z!skCrxvM;OM+)^xk(py51kJvSR1WpZn?y|2b0IIjXs!kt({lEBOaa~Luj4hW{VL}R zs+6+k$BK4WkRs<-=R~dh&j&|j_^SB$0Td%{V-&3TTcOrkcB9l&h#O1(7%QyUfuSV% z(pD$$imx$c@r^@VYG;U>h;r?Lk?yWLyxSvYMA69U5x?@UZ+0T+!6Tko#;ARXc1Y#!7g-C+tuRi zUPi({I)5GTM>f)Q{<(e7a9&ax!ejn(=(jQ~kazv_fPQ$+E*O8u!S&TMH*e;CC_-bS zxV0jjxTC&qzV=ueJv)lYDxgmt)icQPyg}!S`CCM+4Y6Vz*^!J)B*o=%=vxAY1e)1C zW4}t-)FMpm(M@D&5WU;s2gJdvT=o=?_&?f+emu7Z4dN^B!8ZrNzAh^cDa^s4y!uk5 zZ%K+&7iw0|7}FNTWpy~EBv#$E>`EB1byxpYc`!s^;_PJM&5d0IM0`F;u;OQ)CF*3d zxA;LYaan=OA%MjV>?AF(=G?f2y8OK>J<4AzO|(S? zgVcq$tPMlc;c5s1%8eeWppI)zqoDhT@0JH7?|ZE@bgu*hHEGxTUzSWRu3&32z)#GB znd9&sx1SDyEpMPYp6cJ(dDz{Uug+WBL#_-A8mXl9iMzqn`ck6ktxI>_;%=tYNqQXA zJT|m_j{uJ0hoD2Qq^g;bTc5-C6ieccQ0)bvUe3xC3|i zoV=LH-}i#BJZ0>$I@X zdw#xs*fKZUYeC1u?|$si)=<9`P~YpHN>$Fq&?BHt#_2tGZh!VlZ(@x7ME;$%quS}z z1?V@_=5f5Z_^E$!M?<5{x{_P7_8GH|-axXs86)gE7&43xd-mXn92KYnDt)MlF!_ig ztBxfctx8`zFw&hx)KsZ3`xDw%1sZs@6D!$ryMNT6HzrpIq=6TwE?>aIu8So}iBS>` zA)r(V)#HMyOHEF;JO2@+UPDQH_>lt>tn%^Uc+noLuaRr<3v;Z)~+M$R|hu2g1 zY(ehJVW)biDm(JZ@)!FFhzNjgpx8BpcKPSF?Yxh&E*h6X5#k)(nGN|X_UI~7Hn%p9 zD85S(AN>j9F!uS9tN-D2v?@&qfRCQ5{H6l|hbhXpGujoQw^&!0c=o{U@JF-xBqkC< z4Q(2wb6qMiY}*p7O21Jg>N5bU;&EG%Dn6MNr-BeiH$k_Gcf@*7s0W8^3|z2zzEjc* z5VUkxb&A&n5k9!{;P?(94@^YYv#2Uv>BvEnpXJ-|BUNm5Ga{-_#Pm1C= zm^2<;w?tt?iQZ4kLYz{XKkavwZp!tO-_?-cpT9G1TzS_U(u$1!Tl}VMIS&*ILxq~t z{;?WcE`2;E_vkEmeLi1|4UN_K@-w-U&Mo#aW23VuD%>v?o)*{4Bq)(rRqF$m zY3Gr5o<$X@q_pee!imm55#QAZw>Kv3R@O45j+#|Qw}&(^IVExk9Hp4)S^v{CX@AHtq{4QNR zf^R0o7?4d)Zs9R_8MS{$(_z_{1-h)8--a=LKBi|$E72s5JDQ#Mr;Vq{LBmyW53M_P z!{rc>>BKHlK&pKqWb6DV;co(1AnL^oiXx<+N!sA90qh07f@6;1s&f`fh!`#nd-Ab& zjHa72xvryIi-%3s9kdfHf}IiSl&r{*^OZMkF?)&4Ler$-fxn^z%r<3I)j!g1Y4ejp zt=FFkyH7NK&R=x6yc=ZAYi?QzUg!W}Zs)t(n<}5f$ZJ{>%tW%;UH{RqB3idgRvj0J@x$juzm3PS?)Z&l)yW*vqUKz>eISR4?I^ zl_8Nnt>(_jy2vx`x0zE>hpbx0avWppVd1D2=n`+4=oI3NW<5YY%!HL!mG9fDLAgh*>QL=T|M z)LefuZ5@VRjmbh?>7tJ#TjFF9oB}OV^e!y0VyBpJRW0rLSen{J%8$#DhVw$I(G~9(&Kkf;ABg(?#PqW$A%gLc37#rL_t?8MiUo+Z$@ zvqnYbX3j1V?#^Ltcoo5}mqu0p@jf)Wjo|n1icODF;a2<0jqa`Dz0f;C@k$ zZCZc#i3KS`Gwm~79hc4J%7emG+L7$Cx&5{sE8Q17cr2sF{|Kj_;MND^z|<8C2mgWg zbN_J$&9P;{31Ko9?@*%}lt0Hdc%w*JlCOW%Yb7!-SAPODNW>Qw|EF2}9l&7G(+9}F z)10t+kLA5-E`bcFR~$SBeLUN4p)uv;b))J zu4!~P9uS)BzN-3Kqwnu*5 z1)ik4>wou192?!Yfn9UDv9eH?Z6eJLIl+Yeid6B3W$h1RWf-dVEB|~2kJifuh4=hP z)A>?4OIhTjZ#uz!H+hkYd!PhHJP5+m<$GuAk^!!&_WG{g?qP--pGlf(ZYZYP2Uv;4 z+gj```VK6@H2*PS)fc<+FL!MiM{-UPH6xrTpxi}g#7Lv+ur*G&5!x?mN=qb`UfNy(MxEs19b=R8p5ily6`O`h9vA=Fqo>1#BaXn`}o z#1dsF&LP zj@ysW$S6|hz1f-riY`nzwXk#c@ZcbN;kVFdp?Z1r{WsJ$nTbES0wPFZfT+d;+4k6ed;lf zcU(JnqtN8tOmV|UKT4Pq9Pe2cNmodm9^s?$v=K7F#jGgq>AQbk&Si}{c?k)e;h0Rb zk|h`mwxc#8B+hV(6gvF0954vK?&xlVH2*?ASd<;e7EYH~X+0OWR8Id|M4MS3AL;|P z5PAwcOvh!Z*{Pc$Xg~PqKX@~Nb!>sq{!&58)ssPuLij=GmoICNG;XI2um8mV6;RIi zduV++s@A_0s7v0jl~1NaK_lP)6j3f)K`wvltV0~2j*p%x9e+450Co$zp`Sz4tWowX zUswBUuYx0QYvOMvx!}fUcFirP30oAm6qi6v+@ z+w}csw(7NKuQowV>DuaBU8$uQHNGc>K*(Xoxj3{l@WS0dQ}YjtM(*A%n(l7m6D1#3 zxNrBrwMG%QFW)=fOP@nI@!hF@DT|}2_5MEAK=>S&)7i!u7=4%wmW&6qIN9a zX$h;!eR8MpYR~bWCiyWx-%nSWO3@nIFPEjrUKr2bWiUY22g{p^9L(qg;Z_gi0*dVX zC&R&9FH?>-8x^~B@+-v~Z=kOooOD{zo26aajf5gM20HO#Gf#*kGF=C)v|o*dKI_$j zhdcg)_>rK-8HrJkrk<$Mn%O*0HPg#9B+NgQOALFMui6L?f`p$8BDSO&J=`IPlq?Cua1-fQ zGX?IoCL1me4JeX5t_x-D1rG5DSxD{8B_k>^eoIon@vPfL>&CVKv_v4z`iHgNtf-!F zY+N>5VWL73ct$U*X9B0%#_%TueSNE545|Jz9HqM$cX-1fiPRo5(Sue|?r1OsLf|3? z`s+N*9^Fh$K}6vg4{-j9B^A_K`EKMXO{-z1dT2?qLr1#a&Rf@oH|J*&Yt9ssnNv4A zpaJj#MQ;;g1@~~oEys|ZdvQHd5?9{^W=x^UI#CN>D0c#dR#RpN5r`T8CE*2conITZn` z2Zf~#E!D5-$bB?i#EP1EIxywmtE0nq*fR@hw=0)5$;-LQ<%7p(zu;l56;&17rsWm+ zJH*1ZRC0cuF`Q;j?`9o7Lj=CluuVno0k&tA;ouH;MxH^&=Tq^n+gU*E-z&B|OPV~{5HuK4XOvMK19vqpEW7!^D6ZtE^b z6QK~9#2{KELy?B=pljK?qVr^DE4Xpnc|>3nfY(13aN%dr=-bIDm6KKaXhz8_lYnxQ zzw1UKP1HO4?R;wvCl6BuMj;D|q-dUGK9q&~Qod3&o%385NxPUOt(sdeOPQ(AXb{xS zuQLDI=~6u$a&TVdbjttm=VWQZdUHZ{-FEt5RWDD-{-poOQUC9=GztX3YBMzPz$uR& ziDO;yn0tSB#nVW@zU?IV=H~2$P?-8u@C3zRdwDNA2&m?`;v9m5p5r05esWxJ3?)bl zap3pewl`P;G!kVqytnCKR~b9vHY5Rp9@i9&0WA9d_>e=ZZbzI7yVJxULznY1Bojsn zX>>jB;Q5l?*+z1<*cQ>!`H=~!>oK1vUWZ4Qz7crHQ0jReziy0ow+zQ@6IxxV-dBe1&qlmQ8JT%jvdVae0{YI=*IGi z+}aCCG@B{HRgI#JF95hr4Q;ejMdV+~sZ|T>d$f3#h5i+PEqyvbX<7jO(h&C{$Of%J zGL8sAUjtBb+UJ-F+59Wg%}%KW@_?WVmkHog?KqIk4Tc^nOIy1w%je-pWf$i)*Ns(g^QUgarn@-ry~X{?X_EW7b+UA?vr9gL#xw&ab)pL zS`=|-k*KgvGu!w!Sx>H8!j@EJPWgCCnDMB0>GSV1JDR-PqUU;a?NzmzDkb_)927+#H7jJT11w9{l7`d}nkyxMmO*_DrdW+aVx+}X zZ{C4Fw6v10z`MqdUg5l;__-iNoEoEWgk=MU!o$_f0!r34ErAoDT`RB z9sV%T6p;%*3?PM$M`BuzsOyh3QDwQ6$mG$}fgCe4m+L31#n-~ME#`J!1%cVx#Hd-b zA%Pbp4A)ukK&tyc(xd3gF9*hc2k^^XVOxxmqFA{Ltm0tBZ0(w#jhRNoy_$-j>>R}ZD$UvL<^~(JosrO zISk!pkH2wT;tL&UA@xEgcRZX<0%h4+r-hizFNnMcA?Vb>pF z9jUTVok^nwOQ-sZMFht*m3aHCyl+m^Hj}#&{!<^N-lP2fdbrAWOUU5g zfl1Yggq2&Gd}n@a=42zO<^RLpTSnE@EbGDvA-F6Yg1ZI{?yda%rN~F%K8+t6tY%GSy(EeSkn4bxQY(JqYR*x_$1ZL9O zK=6Sj&G4aZ6tK#3pf?%}6zc~PcnB$90_(>cD#QaapI6OAwArTJ>x;@PxBXhcA=eL} z4QkvuNBVx6@t+YJZuFi5hS3&pz*;kDc>OS_bOh=T_lLVnIIcfDp){@;ft!S|l$kG+ z$;>o$tKnH&YRV&gcN_Y77Deb#ZF=A^@4mp7Mb8^#)Ns3e&0YPiC23aCpnQcFls9dq zWwo*Oc~43-XyQXDDa%3blSQO=inBhe5bKi(-X_;vD{Ryx#O?wQ?CCAoZdO72D|FOj zCHajyu?jB4HwS1^{VT)cbURDe`nm2QPpH`l>W_Lsz6wgx-#mm#OH;<}qD|!Wk7%K# z9Eg4_$mfX(ZL%@cnz`u;o~J3Lpz|bF^=M7Z&gDUKjp5^)(tral78K{%pH4( zX}DyzNbqIjqrWG%VljtO^L4k`L69o5u1e-Nib2KZCanChvGS#nRnF*qerCtEzQA@a z@U3;X!mJ->`7u2xoS1Fh9$V@2uADgXZ^X*`0@`KilTb~In8&U9)dlj5aMr1 zRf7ilaIee}fiwl$SKDtJF) zPIHT>LXuTN4{*@h4sZ~TFX*IATQoDJnG1A9{FQ0DsrPl0L76_26c){=}n!35RA zo%Mv{c!+rJPv!<{G=2tJK)oN1GeEc3CV~Z!+3b7W&iYz^3U(Zf-rT9P0MeICA=;mx zeRTFS>0~?32r*x@=BUZK&4{VgFrRm%sk+57WX-a8#OtRfg`UCFZE&dHdvQL387Reu zUi?9VV(972kToj5#qFF5RdY)-sy^>Ia;kAX1#>y=} zcAzu88xoC8-v%06S+Q-5A_ji*qv*$o5ac4s3b&0K1*?PEQb?!OOfMnlM^%5Xl+uS= z(uTg`Q`>uchtM;}1-yFQa`WyS2?1Ck_*k<6*Jkr$BkfzVv|Y>ZictJ7F1^QTY!G-0 z63*2XDQ#PkH-p#=9eVMTH`Y|=ST7J~aAzX8#YnL2twtLr?^jr8ecJBO$b?b4?fJPe z)QtzayT;mSrU4+yE4-C$S<0zFSs<1f1R+BomE!sUzj_^dzU&2uGp~Jdxe^4*K-{NG zm91@tJJ$uJp?fWRc;Fndfz6IG?q_n%4;{?q!9`vot{phwoE9VkF}TC~Z5+T|+Nu5i zVQ$EJ zUVzO!CAuGUNiH9!o2+loIk>a9Pc4O|7V-I6)||t&5eSnol0F(X>=?=I*LrdI@IYQU zc;>k&eqY)d-watNbs>6D9z0U1Rj!Y>JEM{xJK8>WsL8WYSvhE|3;b3aL+qApXl{Jk z1l+;8!Z9ZKrvenp*(9B9S5qhB&fXU=W^yP+mbp#c5#C#gf!PeY?qJAJ;s&1uP8v|o z$kEnU&fu|h!cW_p`!h8vHh-o@t?uN&*y_27EX`sBaeb+>L2G)ngR=`NRfV73eUaLs ztjG~bh)08=%>29rlt@HwkL_~h_v=NjW`DDA@8e2(+RXHDa&V&+_`NP#YP#v854{W7iw*nHPykDEtVsb0C>_yv?uNILpIfm-w*+3N3Ju4V>nNE z+X@_8dgTn1op$fR@gpUo&iNzfazc70b3JTq>e+iy$%Z3<&o7C^7Q{vuk(0z&KV;K_ z7bM5+77z0gbeA&nSUci#&&lY}&rB^D-^aS%!CfCf zNmXJE$J4h~BqE3Y7#CGU%_@jy)g%7hgDj3bm-hP1J*?6H{>>OZvEB)^Y$9f%(9mFH z+VEFO(U`WpkjqyYJ)-j6;a?Wa&wTJj4e+36ofFS!vVug4OktEz$&67>gZz1;#|sU! zn`Sk2YJy6uUS-P}0Jjdem|R77T-v5eYV6Ypl~tKow?Nk!Al#v6T!K$brL7i8OoS1} z4DHU$ASwSzHG4giM^vL0ODrfDbLtIiSDS)sxa+DAN--HA8Jr-M%@W;A7HG3+;6x7G zXT8@o84c2;<_pgdwH}LkBvQSnIM!%IH?;T|@<42IvaeNVVQ?agp7Y72o|>VI57DXK z&z$mXhZ=tr;|O6OfZfr({z#lK@ynLa#xnRZH*$9j=ON`031Et+Lcx6ZrL&!*)G%DG z&5G3tpxS#N5Oo9EvOI`>KJ3ax&};>%Fr{lm-gR%CXt$wHF!xsh7|9+!!I&$pFaAwJ zrWjfCuPr4|ebaVVVkegU?+ch_@}L7`;XmH!b1`nMsLDOCt*k{#byqA2qO!)Yp-k6R z{-igElDfNvC$|R~7J$pbvpAcrBv3sW* z5GPp2fvcy4%g_hTL=Hv&#PedBXg@5@`XHAy5Dwb&PO42KrEKDO>FzR+fn08T9BQlo zQ=>{9nVq30?&J1G4CL^*4-@ZHuC4l78rDA8umUz}M71p&4^j z+AQkwk(}zNwAZv@@2W7f_C7;vydd3PD<0&X1FX*3l&Q2vp*DwoLdIW{M5IyVL}lu2 zYRaYvWCeNGr_UBO=1D{~ap{kypwpBncL>FNKs$pU+I&?>h*>#g3rdbz&4@n=m_aGY zPzF^gWtM!cD^b73vCe%TzZK?j$hz4~-OX|{P4zw{-qrC-qzCwU^4mCL<7~-)ca#Ga zZf{=8y|uxh35HOIFbZjIH}-%`?!e5={81ewym@Z2B1)eQPEP!fe#`Vm1je$>7meQ; z?e>ese)I(C*)w);*jpw!%w@ifo+P`Z(ys%9GNBFf6>RdFt=`Rd!=jJ}b_&FPOcQk- z59xEVt8Bsie(dhajaGnO(k$&Iu;|i3ZNt#lYW~K66T9uWDcV`|Ov~su{lKQDWoZu_ z6rP5j{y`XmmdKSj7?K@a*4beUsb)j9Uz?6_~75(D@1pR<|Y z3lt-BoQiwWgt8e~eA?w(4cSV}{BbPMV=`kti+WzSbt+!5kA}H^8-As#OBedV-zO1C zz}zC;ki5vH#@>6rui*r}6)a_40%>_eI>vN*ybHq`lYKzn7bT`QcpleRsAl&%1wu0j z>xk33%0E?rMZd%zLyo|MC#&J5Rz#hM&b{{Wagl$i>kjhD>`a)j;|qd7yS&Mj{qb2# z53J=E*8TUG8^GmAIzMkKV|m_gr%>2hE|l^IBx%Mg5lhM} zP9|^X$}C7rB~H_m?!K%II-qt`N^IH7>{>G(104iautZK~{2mSTNob%jB=241gJyWv zx5iCycIeg|4G#W8&mF%RTjYI`VkMqij1IDSs#;Vw#24$;Minddt>bM~+Uz3Zf&Tld z%;%CJiVU|nlM%(Z-NvCyU6-D+w*Ej7k&h^f8IvthvZ)+H>@W8i(GZ<%_bFJ^^t@7$ zrUU|>Eo#=V%qLFk>Q3AlU)mr@dYpFe6Ka!*a-LgIy(UG9$FEYlz}0QZB3x1wI4IE< zn_Lm?tz0;pY0)>U=3rQU5a#GQAL<)^B=)s@CUa-!4;2+BUw=7bRvozGS_u6{G8cU) zyceBQw~J0-P?j0}IJHTEDm)@~qc6QkAvMYka^fcy_!PHieex^E8u?9TV#mJl{CC(H zIFkr0O=AKhO?o7PbMgU4BZD7@F=1;2F#W7ktzoG(I8IxX#5^4hi!7R$E}zcpS>2eA zg+~ffen)}LywLpRsgF8EMWmT9Ej|vN|D?c?7?|o=r3}U4S5Tc&Q;PKtG=G}M3L#M$ zdvL$wh&}Ig9+7_JL?R%P91w_SCXvD1qef^*FX(i_Q5C;d)I+1qtG75c0C~QuXw))y zC)#MO1rmk>;~uZj6$8t^G=3E+4}L~p;7^g+e>4y@w$hXINr~#H$5B!rn)&|gS7TQG zg!s<#z|X)43d&SW>1Mk;shTf7Z8g+O{)vktXYiiMd>!Lwl<*PR&)F@^xNc{s#wL$W zNWs@vK}*W{o}q>_!P4I~CnCZft}C?$#6Yi0z+Wb0#6uz8D&GNDW}~#RPap;F!Y{nuC7Ry&0xq&R7O|R(E%yQS z8Vv=Jp>wVdNVbA%S%vl`#g>=C=tH?;wXl2|MdlA2%f^Yk>~V?-elPy_)!_rFxA4e0 z)6B5do#K(S^%l}6oS%(ZBhF=S8#hv!46%mQHby)QF(fPS=@oXCCI&{{4Q|12mMzd- z^#otx9Um@!=DiG=qB^BWi{s}CQ5reiLB*&(U;^Ng8>1@JD$ccxzO=s%KDl#W;Xy9= zb!-U0jr^?&x`u?LNwzlckrpjL^KG;97~aK9nxjPpW!O)lo3R6$2x+RHJC2sy^TnT( zTk|b5b}v}2802rmzHtGCCaf^!;Rh+)CL z&j&X;t7wq<5kezOL8esC)`?8n=m`=IRI@}tJT9vJ_{&OVge$lya)-2*XB(T@&HtY&j_~~cA9Go0b9DxIgNXF@>{hbG+cl5NF2RH8z9$x!*eu04Cp?U3}n@D!P z{_Zm-wjiTkOGOeWY=bskOs1GLiWHgNnGD&kGgCb!ghreFCXZ7qh6(a6X`9kQIa8x4OAo?WUAbQ%>y6{iK2lKzc0gczr z8Z_Niz4BKScI%DPrC_T;j^dve5Z35*+GE8K`5=gw|L09^9iZ(hU2z&<887M8M^QHC_R)%h7N= zFFwpxdwHlgyVTLUZaS$qUM)+ppN8IXFgkUrB)Q!ZB(WfD@F4~{AMwzS#tp+Bqs9~r z^j(m}hMmlvAmGHPTrI2T!22N-Hz+I!#bNGOojQ%2w2a9s#V1wXiyE+AwV{PS>R^#~ zzZTZtdnqC7W;e_n>-r3T^P$T*19k&}sFk=}PRA%392JJ|=d8SVy=Fkt>Bjdn2ea)x zuA@=C5%U~JJRb&(-y=rHJ(}1lRN}OiXo2U}}N)3;ZIQw~}uPYyP?UEO%aWeXREXCC? zM`X-P5ev>Hk4|NM<`Jr1$(l2X-l_9bP2EwP!?s$CzVD|QlC6%xOz$IQ&7IMPGuXv| z28ewZrMR3)1!i^9^kiQrRPfa%bsoH(wYSK52s)ibE4j3Z2TJQoF2O$c;D`R2A7?Vbo>SJ% zAkfMydtj7|v_^mdTSGalz#*ZV!fA_HcZVK^IkItUlC6(jMEnz|P;DgR@L@&G!nJ)M z^~hDz>!fJ^1Qsj#VcIjMg9 z!@2dtCqXblNA}I4Toc-?#v7-WON1&E(`d85_ew^|GGzrK7pFiXFYHRO zF3i#DFS09*r-LR^uFD?!c(|rV5dASiK|J(yn{%*E_47~+1kQm3S<8U!sOQGbqRZ|P zZu%IZjU37MXDe!_6E1~QUt-`uPAPIl=q5+fQJNPh%tqvfj&ILyv}j3LX>nx;;p<)b zpgg(p8O#v`1I|Ziz-h;2UOVm_BbZ91cHrJ2%S(m$?!`QF=uv*%<_=l*%$QT(hOn#b zqE&mt9ZQ$_jaGevRacR`%9Ebz;#XJxoUk!K(b?lFo$xA*7BY7EEzoYaNRu(=moW*T*7FC# z)*&`*>u)7Cb_d&x_s(0(J%eBp#PSpw&L_!fBC%v211L)$w*b}_n;8V-n*c_yBWPmh z9NW7uKrIuVG?P3;Ldr}s?VOfPySF-p5piRd+Qw2rd`{XaD?WpJJ52B?*_Otpsq$M< zLjf2Sr6YB+p-Hyw#exx8q&dQtv?qM0sdD78)RxN3R%Q9V{)!v5ewg;R6x71+ToQ(> zKDojw2p!}}j3kMOcVqK=5`!KBZL3ZIpDaWxw%VasRvnUPy{wH^F)R!A(rt}e&0VsD zcN4S>9IC&4{Ut=+KiOuz!rWG8t7VdUC_D^q%zh#yTroK@o4rVTAZ)u-`+5>uqIvI^ zD!;@xCk<4=9i=80>IvHOv8pN^3@Q{`zD+H?+1+u$Zy;C+zpR%!fPBZ#1>A9iOK~OL z&mF`z*WufQW6vp1`qrq2!Ws?@gb+35pHgcLT7SZOjJGYpCzZQrrKe*RLG=w@50t9VbM_TUm;>8D55++_`8(t~0XOzME&+kp%70v}DTlP?c` zyBys}(aW_ukZZaeVE1!=<0B{?_5=MO(=o~R!zF0^hlhV7Q6T1wXdyptgn#vgwk^mmX~3S`(p9b7W_>Fa)uxL92R&nQ+udBkS%kPpoBEXxmu0wfI#-G9*Ry`7ki zlZNWSzeETLe%0mVU@BE8lIe867X;;keR0;mFOnFU4hy@XBz$xi%hj3~ZD#hx19PlJ zF^(>^DgI}nyr9$rwvnWKBKT9p1J;wA^v8sJllNZ6Y*voZt{bf1c|?ER{LC~D*6rPe zr$RT{at<6P@DnD_Ei<_{-qMYl$Ua2&l7OW7UoCfT`A!jPUbwC+#c+<>=gWE^*-|o1 zUDU?yUhs#`A!<`8Bvs(9eDA@TFT4*il<=L|WS?m>`b^X*rPUB;%L;1C{2hXYssM8& z)UStE);K#IrII;A;~z4i*EeA!>454a(`{JVr(v-qcFnYvhM-C&xk=U=K83=IqGSJ{ zI7x3(a|Xr#eCVFzU0ff--ys|)t)sw|Uq<6sVh{Ua2#l2Wi!b^o=w&Scm5;P^>-*Qy zG`r2dD3_PVv6rKh`b`wIi0B?ZMW{rwJ@!%fxakO{MTH3Z3|A`Idl>y{v-#pqmg79s zbkT~EQ>V*iOK?}`+?&oL(+rJx+8>OZMz8WVQU z$>^(}@|q9FedK9Hp@&^Z!iZVO!QX8Ou>17MLXRplFf~Hfhk50lX0?&qOQ@&IMr?*; z&k5IO%T2eRXBq+>%FscAQN7$cfnO+YvQfN3T~^~fv`B02&s?;6SEO2|#uw(i|K6DC zORAs;eFaXW{b8S2jv!g#gqqeM=Xs)JgYOeTB0P4<*F$=9Vq9I5v0K@d8ZOlJj4#54 zG{3{|`pd#N*AnS2NjgCvQV}Pnhmf8v_HCK&Z#=wI=IJ1!4*0Bej%(8PvGww_)GNw$nP~+~6PJ>B-ri&8JybvXb zXSt%MS7=3EyksRx_1kgzc8%BDxoc>N#9W2=#v8ucG7)d0wKg%l5bjwuHF=^b z@)!|~>v2kT?GJj=G5omMJg_fn0;OW_xz}dDdsBF39~)8^?vwXT;)y)CrsDe8Bgb(P zn~BpV8wpk4`d;phvLm(;f=OOAWB3+l}G`Jh5OiZE4YHMNxhuYm^aG| z|07L~c#|z{J7b_-{s5Mk0!8YuOE4&2FuaT!y_It{s>4UAEkUPrAWR`CcuLfpZ2GKX z<(9?F;qgnB-n?xr7IfzN7~!NC3clFf!)P}B?ssKvSkDyii}(9Y=p0TPL`hO5?1r)d zGCdHHbOeNEvPRSCkWx&_dg`7#e#*Q&i^&$)K-XIO#i}>rH>8E4x@9OjB-(xT5&Koz zJS>&Ui`Cx>73_v7EaKC_*e?Z3GC91LDEinz1sUNwxclLotT-_?~K zE$n+hj*GSS{4k!=l#HOG2J6#Gg<0z9Tg)8_T8du)-B&yY9B;6VV|bG7E^w?GMD2 z8tpo(CweR;h=P->ABJ`2+fr>AaY$+(188_c+#^Thf>#%5``BB&iY*WT3^+r{B#tu< z;?`VgwW{vg*_U6>#a{xsNZ^p3+EM~tn{7gUL2kEr2Ve0JcS*Fd?6b&@#5c@}p0i%5 zj9$Ka#YZ76Cam(**-G|K4BIRvB{s8PAGg1q+E`cgzW5Z4C@P;Rte(e@OyPVu*HN_} zJ*Lc^CK%=C-Rex5o>>2fMAmQmYwB=Gj{O2o6^8{O2b)nHP5rc#@r%%(Sbs)}yxQHy z$dO%CkWZKF4TqbH$)96Kq{~(UFzL z#0uiUP5Tj*O7_Mk%50x0yhADAd@ZW%bSYu7tXgk^NXV)G6EehGFbji8f)Hg7ja3vS zpKk>XTap{%K;2(i@n#Vull#6<4G&$W+kPYq|0<{~>IPa3&tZ|oTm6`O6Ml_tjl!PG zGRK`$)M|nl>%Ts9 zYMm!ENRQ$ui_{SO{xaNLb3&bKj1oL^TwM7%+`tVpK)hFlXw}RUUiQ|L6Uk~oz@3A( zIjlD+5qA}#iVY>=XP7lTd7M?euSy_fFoAv<-==vTo8hyN{rqq1rFy%Qy0)j1rpr-Y zoyA)CH{`ELnpCfF&@Nds)Q%Ky69^+ZVze3h_V23S&I|O3Km$WdrjaYb?L?c&WN79}9DXR{)SC zVQ0|a3ts_XJl~^6{Scb{wXY#eAZ1*S4bRsUT;@h#+t3WUhze-Nj+OHp!kbLBn%bbi zL@OSwSjBEvHcz^nE6SAJ#yX60LPy;@7)^sF7~yWxBjow~$^^ z(r{w8=5m<&E@Lf7KIe4PWs;cOgFzU1XBt~W1zsDi+NMc+{GHO$5($FEghiZ^WQ?(z z+M!fcT0LCF(}_32we2u_ntYIQPG)$e${=#L%HQ$I{m6Q~;5;z&UXY(Y64A_k&c z)PapNLBd|%v(rOgm1uBE?8giJ$l*4tMHXk(y)YPl`dhEU5aWE&waQkF+n`e63vA}B z)_sk0ohtjb2O_VS-*asHI#1)yPW(AeuyuwN)R+JtYn?wQJ}7%MO&C$yS2o3-Z|VsW zyyDI>pA85=ccuH{OO?E(PJ5MSue2}H#UA29N-F&0EsU zr>lnuiH!EfS_1aleJDAfs3J*9|Ys1qn|HW~hTnWiGaw#sbrCSlN4H7hHf zQY90SQL;m?(uY{)%&F8Ba1I2Xg9!>Mk;Y$MT|#>v)|T#r6&VdTjEKKbiOX1G`Td%V zZZy?@43={Z#FnHs|2)mS^XA~<`(WM#!so30&LnpZ4eao0-W`iF0DfQFj zZ{bq-iW#qo+HhFDv^O4qf0IB(N@VkX1c5%$mhsJ?8&Tjp)5n(7dZsc(g8OIj z^l9HIUW_k=$fy>ycH)s1eY)0Sb zHkt^t53QPFfnVo>ND*#-Bu|GV2aRmMCZQ}K>L<(Rsg`j8aK>7`U~~z|Cci_3<&VD= z&Ye-t3HIZ6O*0Du_NMWvK_^^v z=h{d#l*Cvtg&}28y4R$b*Ej-2QALakpF%%j-Smbm8bATA&u4x7SqD}=O}=W6dcUvp zfVnVUdqK9hbhHHP4WXjH<1Q&pfVhlX5ORaAF+|lV^eM|j^hq=f@x2SLTqd_{vn5`W z$j`T=-eSJDhu}giQQ@au_bIFjWxZ>~+px|+f=+nw3F(Q03Mm46PAK?hIC_X#p>oXH zsv(3K^Bp3_HCDQw;n3^SmsqL=t}>ZDvgvD4Jm&*?nOce_2^rjNJPbpEOeG0g;Z53T` z7(0JZ0tLMjCWQOE?;#Ak(hnTPdvmm{V>_&N6)%pCsOd&&zv=L>C_yI?aaqrW9#Uam z1>5*VZF>aoPN%7;J0!A{eFx-C_bVT3?r^fA>lFkBH6}SbnNllq$p>v?)=OCW*`@V+ z{@wt_3~kK^Rr%mgXivlv<(b? zCf}9Hd%99u{Mr0%?jv{59^bCjhP`Jl=F#wn{-zyBLgiETvyp}!g|JMm*}VUn@B zo4sJicoiJRvCt%?7dozjbLV(b!ieUtJh$IWsF~;ClPg#Rzttx7_$&LSuz9w$j3)~< z|CGQ4>Z{=G1loOxn!4*tC`QfCRRo-m3gFaG*N|StjDo`g6wUQw4@jWr+isKbCL-rm zpQnN=+JpQ?Z?BoAmwvtX?Y}S#!w+a$e<>nRpRFrL5(Yu9oXU{;m!%2Cr1=bF3g+U4 za_~Ak7kH6mdE7b`=roBNx#pxj9t6;2KoY{Y9C>ZW6S5~6c|FHu!H1+W({lch;@9hKkR|DoMLlv+hs!1NU+LQ(?Z3c){^)V_ zgYgYqj{mzRr__9G#Y^^L3B{ZTuQJT7INPgg`jsktB&ntSCK%Y+kBaGU=&7~%#jAdT zZfW-+vr_}JsJX7jrm2So`WxsN*B?Z*qu&HSuhIed;Pps>WXAcqL}cH^i(Tz0&C5)s zvV8KFr#`A&HN@BRe&0eXn2rdkCJO#$zy*iuL*%3u##QY=Vb0}I5a`lRKGp6Hs{1mo zDi!M-?K(*2NgmeNB*WDR^T-y>L1rEQQNsx%hBl{!5V|G8zr2F^;vqOaM=;J?wF&IX z`0JYy4Gd+zIx0ovFJ*Yfbhflli;0s$te%);qTTgVm($BH11d6MZfLGy%ej)#aNWNM zKBUz(HtsKRtipz1syo$ZLya%R8EsI*S(W%wM*9yEaV?`>8#FLHD0vh=xa*>8i z_~14dLk!txn)VuORSQ?dBY1-pV+?XVKDG@-o13-&vzP`QLuIDiLj}=o?mv3n zhM6=pbWBNBPG-Aa+Cz){0jac@DLxN`@SZk{LaoGQfL=yyyf=Fz@HTlI_iV5IFnsRL zDOqaw++2u6GzS8=nz2}GT}23t8}Gx>CuO_{WDE^*HcjnG$h`KMrX+6_>WR%e#aD|2 zlOP^Z0~U$3xop_(8+Dc6vl_46%NEqD<9a#1IW&e~R!Z+)dnLkSeshx1btDgqGLzOj zr;o2E;*atqc$gbdNh&l<@0AJ?RhsymN736!u@v$Q>+#>U=SY6|!9q(CvERsjgztiz z+h5~TCm2^%ZmO79Iv8!bt_C6hq)YI@d(1E$+tO=U&Ra&W&9sya6$i4pREftiw5hmS z_55T39H6rfg>QPw7hg-gqv{C@-!sOsiLYN8rb6y65)5@zwZKitHMGOZy)9o=le3mIo9wQuf@T4N9#ICQf=DP{YL$~Rra9wi3 z+HU4LjN^v-R3VbrSa%Qrzi&ozt7__j4k%cb6|ajT%=IJQJNNN+66)(s+hb@%M(15e>$b+z^-dR0T z2j))OnH4AZN`qJyAHKz6p|HjxEb1uKma-CQ8)hcAxgKoGxC=JOI2>^AxxsE&swO;d zR2)$UtrvzLWX0l^cyN|y@dcQ1fneWxLTW({2YETS7G%f+nG=GkTk9h*hHL_EAp_>n;4?rJvq2x3= zPZ&?yXl_Wx!Mm{0yvyFu_1@BeQLJ<}o{Id@{E^aLxm(G6`Bx%N7R5?6-wr&EUL~#S zI#~uH+!Q}%rG z!ByOgtl9C2v-MPhx@50T`{${w=kY^PS-^qvy#Kd(#?GnCGKBhsuSFN4M`H>Odc4l# z0_W#SfslooLz3=Y0JDNx3X|3S$`l9g{1ec+URt0~um@qUmf!H?tn_m9Ho#z#-s~Lx zHm!T!n6IhYr!{?PvLvedAp69kh@9h{J*t%Xl+AxM{SU|c4&QHZx1l(!K3C&1r7&4M zp;dLHY3d;fp$)xDI&+&E!gHZ(hM}i3)>~OosHU`wEKY1u+2GlNj?YoMie4k1-#<_V`u7w$l>b|K_=DEL!+x-_n4z1dKUIqoTHT~sgXA0)0`Ix56iFJ4}t2oCxC z>+g+lIFZ?hIE?P7P7@vY_&Di;Qys)@8{)*~jOxc2(=|Ka;$A5Eq9Q=Bynpi4u^{hqnZ>wNgo=oj&4P2nzA>zcR1Lgzv>-=Hlvbxje z*$t;@PRmWsqCPq-?5920)e7kW0XdXGaP{iT0HQvVC`c^GbqB6ZHPl*yU;Ue+>G;VY>Y zDo(X9@(%~sx_p#XsmUBLna#MFWnQYEugkMdZ|DJ6-^gCQlghfui)ElI(m4~rrE%TS zj?zP?ej4?Cx!|@}+UB#%ll9TvCKgIM=d;eEgW;Heu%UV+2C`LNzTdl?^j0Y+cu3%F z<3kuyApV?&s5ttm({)mN@5&zC^tYjJEg=WJSqQeO&q!9-#7u}_*;>0z33+ha-A?KW z>owmQ>cE8$3^#qc^vqq-jemsML-u;w}py}j&;Q9g}7zr;Wd_Z;FC+y0`-dIM&@B} z{`un*#I4A?b-I3P_fhrG^LmwYPCdW5qg0^e+1#@4c!5o9bxJJ+BEXp=P*=%#&F?}G z_g#RKOl@74BZy1C4?bfkiOIwN>q_$==#>omZMfcJCk7ukbo=ZLXD3&F!Sb=ke?f24 zz;*Y@qHUyd+S~-z_YNEOMK&zjv@K(7{7GZKV^Xzje$1}UnC|+=?)n>O_g@dl0hxZF zYw__WbQIbKi~dp0UsF~EfuoZCV1dkUz@Ilb>^721M!EtN;V;jp07-eNPLn(965Kf* z$wKBo(#3!1bN=y{?Qb+@5k45Vv^4+-9wx%;!=Fy89|%zA=auE<<6e*FeHkF1r|a3} z^{$ZR{uuJ*GVg18PP+}U*%B>)6t!sWtIvPabo^t~zrLfrM7SO99QVY|zYlmY-%R|O znIGMMsX?pG+6f`)V!@)!O~ey&whr|2M-lM@OaT6wPiFrj;Xlb+2lJY|+pxY5o(Oof z&q@BJ*g_HzF|bp70Dee7)az;W<&FT@<#L0rB_^LcSx&bLBWjUm={PC?a2X-^Chs4n z^3Q4jx&u6+BS29GMAWXpuzJV%^Ir?{Py6}rM&XwlpGyASN&?)+9EHILJbWvn{xTSqfc6A>bx+H)jg2qz{$r_}WBf0Vml*_Y$F+-e0O`=v zJ%EmY?0u8)e_1(e;H*M=F#TgYLWFRp!*bHnc9fKq0&;^(4G#RItzXB8IQ83K-Ol5pQ^-~GE{fx{oT z3_P9soYq<`?!ccDKkZ3c-yF>YV1DxQE`J8i|6c|r_%kTzUsuZy#6(Z;(9qBTj9d0{ z&jf4%VB7LPUHv{OZ91_R4Mwv2GwiSbW!SfWhGqVzVgKnw`d51a{yL)+1rEK>0sl0$ z|M%~IowWZ?Gyh>Mf3uALi)PwiR#(zrNh>bf5%@5`<@=U{NPTH!_!M80>wh83&i?gb zWkWGh^IZfM?NI#2YY9WKGa9V-@>8s7i3oISey~)(R4_?3UbAR+%7|%;3!!jB>)o%a z+8n&NyMOg?c2Bh1SyWB+W_!AKY8y+X+%8*f6@K*^8YJ}Bj~~O(aNX0s=wN!JFgOz5 zS5W`?Lns9v1TK0_32=L0qW#yW{_*+$`pu6Og9N1hMuw!6nTG6t9OM<0F_jQWDNMYO zwt<4!zkmL3;tb093TY$L_|8;OjerRe(5wh z??5)AI7>8Z3bm2kBmYfmA^1N6cK{Lr0xLi{?2fYk&Xeb?`Z~s;=XoBa(cl;4pVaNdRC8fv-cZYDu>lzqmZg?e=Xg5KE4IAZP2=bK6cBwm|rg)hgcv)-!?sj|xAZLzT7On{yp{0JCw^II0|C zH2B$)B^eE0=xt7AG}F{d--GM&eXb&T&aVjpn56^xQi|1QTP#aqCv%F+Iq71sMR zfQ;%l5)c5@*K`s}Jlq_A1hC?|auop}enWwWBep924u9JcBX!9e;Re&QtbD%|a^oFd%o+>>Y*JWx{o5q+;WCz`PFE9z*?~yxfC#VOv z;lmQx`o{P^)^A42KCo&WeZ~=l<(i)jje^zmofwTDl=PYZn$l2b_Ec4I>+T_aFeV6VCkLa%TdIkM^q>?#62Nx zqTyn_Hi1KQp!c?<0Z{dDwb}1xLsS9Cj|PBqujO`d`>mgALj=Xszil9zU$6WCfRR6@ zO0TBh83@1AiO4j3r3Ynu2i5f_N=UgqpqKmpVSw*u&T##Hpi=BDK2#4#3LQM;w9Q2D ziSJyD4Jefvw(8g8>VK1FzXaDkWT&!^@vr+>XaNd(L*}o&S1jc>lFEs%q4wqOVmsv- zl~`bD30U=%*>CSXFGo1n<#aWia~m6ZEG0~G{;1ysXe*XzeN`amXWG%q(YsVoB0=Ie{ z`F8KsS77x`dcv?IZmbq-*(-G&V?UZG4Go*k14Qs9&cNPE%L5GV1u^L<+5v^{tlieq z=o^GWOLLRZrR1kyeHyP}FOtI`ZJyEhd8@kRPGeP8n{Lc^Y*Z5_M*E5E7Bk7|E-Ukn z`;(OJT%Lqqx9Gf|?{;_eUhb37PP7dsxTd!Y7EJho@0`bf z2y;L#J@BCw4G0Uyf`z!@p=Gn@)`+`@DR7R=j`Sr4gb>sML#AAoHtc+#b9Zub za^4%yss%2kDUH^a{zB6yZ7O67wh?A90H6#RNH z$bE5#@v^73m%Mkg10V@{eIoXGwDaO(=)?1RdAhy1KP;>3z?pQvWw<5eyDIMpC@6LY z4#Lvn#!)J3;=m&ft23B?wZvCY2^1tLrH|07{3ZbdSsV~qdtUo3DSWwh#20+68&v)) z1uAOn)L)~1@ZI$L7}9z!`9fzsKDzbT4C%3hPta_tEzSWNO&rNF$1S^^O--k*i%q{C zb1;WrMU@K0)MG=Zu%|@u#$G7D#iP zl)gu=*ai~Rzj-D7XZNr@(Q=VZ*gUS&tQ>th-r{_Av&F5$VqLL276)i0KuIBK_bc0e zGFPp?aWTB2CY~h)e=Bin?tbH3fg|SF^Y})u=f0o2@&XSli|6(f&MVo5Q+!%xlfe4# zv&W(aykM|4b24eE5RF>A?=U!W^t(53|5j!J2m7$fs)sl>GE~(qQ)N{TE6w)hGVBg9 zEa=~b6dT$ zhT@Vk=T+_~@vAkhPQL@HYz4S%v}lYdQGYJ&dfwq|tDw&Gv_BFJy&Mx)0VAFzQb5HseX}$vg1s&UdXq;6uVHui4uN;s&0}>t!uiwD9-ZC24m5;i9?t6;jJDT+Kxjk8~ zN(=z}cn$K5KFW)j#DbF+pahP|ld+0EqQh%$YYh|^D?G`sj1T(!wk|YFLoEYJG>wsb zD$yF}?x|dM*$I>~+WdC9^|o21=!y7jD;nRnT*)(q9)t0%`3QQZZeQ;TzRVX<`-GCB$}h>6 zn>4r(G5syV`n#6_<%rjw=Zktx!rUjlMhNtxzp(m;lZi@X4r47{&ms@f2?oW6C znN5?*j5mNFsJlFoBkAE}q{Cq4a^8dE(RUpVk3r??1UPItVDEC8G*`VFIG30ddVIQF z9lJ+-qv5b{M7?q+y=A|9pl zxtfsF^=b(A%*tNGey_PjNX%iG%saK#8ttI7X?D8{Y-_}}quFmM4CFZvho$rntzHi% z_l!d(Q!_IMUCygsw<82e#!5!Lc3!E&nll!SL&Z;fGs)+XwK0cIr9#>!mqQT{pn!;l z9x3U1^ZNb*m|fGZ>C2|T;RMh0^tAIpEM;kEaSOxoX0PUrT?elB(zt1e1vK`4z zyc5YTNVsAHI>T)TkI6Qiu}Be4>cb=c2h-@=9^Z*tV}47*XX#gmGq+JQ(`7!_MS5<# z1H~?N1ImIeJN3~0tZY03YW)q9-Yoaz$3P@Eb$A+pDnMi7q2)+Rpn;)nbD{pq{o^gh zCoW;)$oH8JqueQnGVMeOku6e@oK7T+nQ<#E9wCC2-H}9wPk6CTGuNyG;|3I`Xet0YC15$mbI5R7ubrdU=IwkiRj{7f@0vi) zguq?*`6-4yyXLo|Bq3IV1%By7>0v)Bse9Zu*OeW7!YL4Yr3qe?i)E5mU0x@ix*j^j z#pn3dwhmiM3s+9-xCQSO)(+lr=Ji0ny1 z_KdY;WHg4c%zY+YKkoC~KkoC~GylyzubJ=f`+k?t=ktC2ewZ&Gx-`>ayIeti z*q;ZNt}-PKl2v+rA_{T7U+aFc4{wvaxob>P-=TjEbHEKx*kt6+l@yUDJ|ladA=s`BLAmkK$`m zr0q0&JxQvzohML!u-dho&!hm&(3={`n9WTCFbQj02$9R{%*0dd?nlqujk(=4IIQ)~ zM;7Au?fXs{qF902vrylo zCgdZ#FZlMW+J*5ZVC(GBqy6AUrPC=1$JG;_TgKZ&NkxTnc>~~yoEKeGDob4V1Q%7a zDs=jW)f9fx{|<2w;9uz`GnJ8Uci;6{%fVV8`rP-M;8M#l#g7Xr)jsY!3vmG`>|&2? z1izbh^f$PMpwBok@9q}!!uSC+zxBOrUfTJay>44Hp9a3YNH`yuM}Nc)*Hzkb6I>pB z|LbxO!g4N!0v>NK=aJg(d|1h=I1W2@_5cy2&$a3OI5=tEs54cm#@n*g3F$HKRp9bz zbgCm6NBx#YTWeCJfCk%|8#6Dk5{|*oW%GvoG;Hnyv`}u#7QgiX_1sR4&UuZVzKqd3 z|LI=F9tfQL-e8C6gusSIdfux~K1=;gt@HL52d#qzr&1`NveV?znp4Y7LViwF=ud7fi9cpIxfAQsdEoB1vQ#nq7$PHKt|19)i)NMG|s zeB@2gDvVfdY9<9X02c2c7I*7f=pUEya=YH;Xox^4l!v2>Yk(sDu4;5B)Cdn6}0^%pg^CddE~D|}Aj(48rP zjh1^?RB`y-oS$m}!TR96{2AOCtJZhDnu-~APe34054D6QDAjnK-o1T&W)(N>j7uWj zhD+WNBOLqYGH~PWaIbGOQMgfrxqDpSJeVj9h6yNCX3Y+}3|Go68QZ>AEPd=XqAdbR z$a*NZnL$L~Xyx04hWjI@N6_6mm7H5j6%@h&gog;0@2S+qdY7Gt6d=cm023i+y)%=0 zy=M!`OpwW|!qWkH9A_o^wTI>f>_1eOk%c_BiZ<-noUqg52EJ;*36s)P&hD zQMdfes+|2gl_*z;=BDZ^0F%4**iZ=KGM~wwbcP%!^<@oIpK7-T-_}@(r9eL2=O;{x zpOYqIy9!Q?3tkuLn=NKtunE(M-Z+|*!4tim;5OC1@LC_W0R((0Cps%M@|CLHpgImq z+Wi!henOpNx^x}q%nvt6^Q|V@hA-613C7DChQoS537r1=4E(9r{9}V`-BKhDg>16R zi31Wym6-G@7p(kc-XI-tjg<$|fYd_{*Psyr**1LBA-iYqyDt&Wh*s%j^TQ?$VI5B{ zJ$%xGvxpE-fGrKtkuS*f!HxA*Q_r{QLWi15K!YpIFFm9F0R5kH0m$eK%rSXn- z#2rlmty4hW={d=pcb$9Y7p+b>t=c($OZC|V?2o>~Sr3*KAJE$ri+V}nLD#8dV%5C! zZI1S`t;_Ew2t&x*IiTKbvhOO(v5I{7$fx<@LP<;{Rjf{(2wb>CZuQ`}^X8 zxerG7G@bXMmcKefx#=Q(w;ZG(^7;fRx}VTh@B(Z=HoosFJE8GF%#n4y%W4$31{6lN zS&!a@@9+gIzkh*}--p6`zmQ8Phel{b=2mZGDYAFw*dP<1M> zS(S_Qx4=}+sGc8deN;vxTPGQX$T#L4xomJzHjb@NMVYHT4L+Jmha=>= z4C`dcWLJRM23O~6Ye(F(`6Z1%c1XrgYLNP`1mOZ}isC(o$ad_wwZcNvvceJ6B*rwJ z5?S(k92KusRis-XnZ0Ly7&b9fE})qKcb$8ac!uC94)V=+S}*!6lHGEK6LeoE8$JmcF!rM$6RDnjcI ziKPwGTR)w5TKJsF27|{Xz-l5C!zf!2_yLv`7yA{7N#$y6sOndt#Y>|T(j-1fPOAW^ zSed$kJTYUhy6u3)=H4swK%8WLtG{u3n`@#~%`Lvbw>+gWy&g^G>gOMl zT#D9K1p*hvJjD4B1zq!*r+(D2z_pF$Gj)=_BDTqnTpN1Bw@EEW#f&wZw(C`et)(8m z*(^LptDQU>Var&gW2^2wOcJ$>Oat;5pSHAYon>9JU0XcXDyaP6DVxB9@=nH6wHcF- zvf2TCZ(BD|r!j894^-+e1_4dIIY1cR4nc@Bmz8SOdEEaUjL;CdY z!^@!l{Cq1eL#J=)n<_4&V>YRSJ_^We*OWN{>bt~P6aUxs_Wvixd}Lh!I#!nxKt1o@ zzfU|UgG!Vz$V#L~a;lPd60eAAqV=mFY;JDubIMI!9I7Kp`w8-f%HUo^Oj~mV8V&Sx z`Wym9{q_kp)sD?7EPTU#;N(kgprvyEdipJTZa^-7FczX?{Zfuu{NLPneQRxC9cDwAYp2i$PmKWkizcGEcVblj&NiAmxG0T55Ta};NV2O_I((34^PAJH!p?aK!R?75~G^) zBhd9tSYe%UHSN0+^dEu8?6t&#ri}&Dg;sSaOe?F|gaD_lbk>L(XgWGn2r&8iZT_cO zI2(o~UHL=wQqJ~(%0{RMbbv1J+Os2uUJ<-~z(Cn&7ne%mkDXqZ~S4ez!C2WpSPxzA}$`;(&PCp@gN?NA6 zun=aZdWkej54tv3Rellc0sx{(U~&L`Bn)#5(SqVV7pEX~JEnD34AZZ|cbYM~1aTLZ z7EjUfI3c8gnb>cbxq%)tA97C?0Ttp0wAwL+P&@$2Q-C7L@yt zBgkaipWoeqhK}U^alAWIE8)hiWuTs$B4y~uk!<3nESXIWjlcCDRCp6#H=vUZ03 z#h)0EG4REOSXz8diyf>7%3NH+6^WH68@YxESP-nZ+`Nmcq0RolCr&1gxbsp^#VU9Qp?xP!;`X_6H6}Je1zB1G zG2e~}E1rYs1xFh(I^oY))-+GIVOzK?bb!b#&Xv=vx8M4}y+E>gs_^f-4G5=9m@?Gj zvq;0b@Sm~85Oh!fp$tvkDH6u;@xR{2R&Mk6$ccbZf|+yxXygO1;#jC`0J8=9pF!Kp zJbz(Gh?)14kAW3AC*N@}U62FVUjmiG)sN}5<^XP$U9T>}biv=w_=|V{cE*3`jIVy; X@zjI0qK7lLftSW5-QNl?SOxqOGDD&c literal 0 HcmV?d00001 diff --git a/docs/images/roulette_wheel_selection.png b/docs/images/roulette_wheel_selection.png new file mode 100644 index 0000000000000000000000000000000000000000..19d51010cda3eef7da1074717980183666eda5e5 GIT binary patch literal 161173 zcmdpegBn z2Yg&J&SKBnd#!cn?+y%pFDv#8`4uu06x1^babbBVC^%CnC{PF@Ja8pLwMqyI3RTuj zNa($UkPz{EJ8NSzOCu;K@!(h$1XYCroHPx25?DlGu;dRJjL7F;NkqD{Fygl)NEniz zkpz0e=*w2sF)?Xrnvk<*p)v7yi)cdio#{g1{9_$$we|;-F~ISjTkfZx_B-v5Dc3tG z_9lm|Fi@@046)l;Nl=>-Cq|VW4%K4DBUD zeW;ruh*5vse=HY~qK-m=0%wuP;ts;OVi3VYS!0SDT|;5yMzE*HGAOMx2RRy!3j|rj za47g|#BgZ&m!r;i_t}wnfuPh<$Ks7Z8Q&0Gm3@h^cE|NjEMt9uj+nRM_Ji5HDT_-8*=e5e<=Ce z6!ZeW><+*%5w|1j3bYJi?iP^5PvEZ+Oc@IeR7GEZ70JVB)xRBMDY}2$!p>r-If}6| z694QbWAd@2Ut+c3jOlbnZOq2PF1JH6LqcD2J zxXU!~vE*d0$^EDzFdw_f_)0)8h3HELAH2uVt94$Y8FmJ~>^c5Sds9Kd6!8*_N&=4w zv4vSgxa{m&n?hGMN%`WA+V`s`?Koy!z(u%0;0O6)B0YW7mlI}?gW!Ee=3S0=D$ydc zdDHqs1G{42AO{vZ6j}pHO5n%a&O|MeA;J@lMC@tmgLaYQDXdpj*&H9<555c`>M=eO zf5!c61{2$;tbH_maON!1!(PlybZqSY?XBQ!z?Zu2wjMOSoyzaCA|-GZu(bQ+)1PYf z`eI!SdwB6QZM&*_&~Bn(97W3$8RV1`B^nh{6~e!ZDe1JCIbysI`>Ceca5Ej>H)_&lQ z20Y`ZGl$aTc>BH|S&^Wu1!Fb&BbswMA0zzsSNPry)I}fMV;EoJ7s9?S5vX|rN7bub z@xE%huT@b)1m37VoBk+Sfo+Mvs>{HE_(}kUwFvuyUYq#>5DT1QBY=7%ZpfVHl$wt&<`y zGUU$_g)OqU7efcSE!Q>Ik=Kpa`PSd)Bm82jOcy5o8NDyDoJ0LQJx1;=C4~HdB$Zr? z!ZC6=YO0^o(8Lad)1Q_EH*#p8d4Q^4WniqIh&t(oR0tJC2x-o6W=Yn5#ybUig(hmE z0(C`;B6ilaBpEH~(u`?^u@6TdbP5X#6AN7ndJ2N4a0-mF5VxcHq|wya;fkt zX=S#_d&b|qIp^LjH+`3cJrW)#IFw(SGc_?f{(5}bobeq2tII3FFaEETUOjuI!m2&~ z#zBfJknfAOI72>BmQLQKx%|7*ca2FNBXCJdNn)(lW)~JrHI$|zW?N>Zj7ENP&NQH-X*F;Qa1P*p0&N_RQ)> z>x{`ygx#GV<=?C)+pT@@XYsmU4l~c{+l*#7myD{GSNc^_7@&vU_h7KruzY4sv1nMT z7^zt4pQWA^H?R5j%Ew-}YwMcW!bWAus$HrR$5LtrFNuTTw@=$h-dqcuC@IA$<#IVPs7Vbr`ro_b=`ZL>Evh6c9x z*IJI9PvWnMetCDDZ;tMyA%6w=!AOGUVQOKpKr}E!u!(R+@KbQ-aLw>z&-kzf5s^^T zu6i47^_)3mUgzPUbRJvqlG zr&c00x=${R|60CEpo*jMjeks3LKRD{x8!Qfxk8h?mO`k4wQOw~m-}vy8T@yMs#-F?HMrWc(pIBS&&Oxz>_LST=C@uw(vSoy>aS{TemOXS7}11`tu_Jm>AE z;WXNnl9Li`CKb&$UWtTJt*o~)vWlZ+DZYz2i=M8VEj2CK&mj_FoBOC6c-1Bj;s?1s z6QhY~EHh*K(f$KYgP7Nft_p2vci*fPW~tjg@X#K=DR}F`O=CNqIj3GtQN6G|JEF$7 zqo((M4c-1%qhDj`sq_wA+NBMj$wM7nzuy^LDar^gz1D0kwabSQ{oVDH9)4U->{7ZL z3yF!S?OahQTsqG?nPYaxo>x6p>l#BXagckQN98-n?Md(uJN=_3DeZOPWMNIq*#>e) zNP1iHu~v^W3=NBNUAdh`tr4qjt>O6yYnz4nw0S9==BC{?BujOqeFI(bRwKervOWiAHm*#4$cr!da zT-2>Xo=quFZ7l>Zpw#g%MK)~Qq3;u!JHOheUAi`lH&ii^u^gFGznq_63TRfD%5)5A zO5-hbFWY}MyP$aVz8ykjuk+KZLZ|Yv9>xs8>NP6&tXq(0!9&H?nvB>>G09gE0i4e~ zzo>mll^KvB6cY-sV{>OE;@ozzR0%bcnzCKmD3*OMN6X7(Q*~_k_~vKf^7q7iqIy~D zR(Io*#61&((YkaLZs)bW45G1=ofLl8j$6SYk+D!QZ~ezfmw^L$p=67N$aF1lzKO%> zWt+KsyYJZHG$Vx3T(X+yt!_8!Uu%iVPs?gBB+mvNR4+oIifwiw{r zJsO&Syk65D@Ep0_LPsT1d^Eq^Ym==X-9U$VUB?^Z?r>ST`sy+jxU#&&fEB; zq;8?HIhU$nXV6-~YtN0|^C7eT%DHrfy|u#C_6oh7fBuH@(y=wBmEg+0hvr_T`N8hG zxR$@^v16}ghG;paWy)LQH0=KH?l$LgjBofx{6_WHz=gu;PQ}?ep<|E=ARSB068V)qLMT-M zPq(*F-`+v3^Fndiu8R}$4LwWaj`c?zgI^Kzk{pvlc+4vp&C$8$ZGw|j!ewl_$CV}h z$d@kulM@IqLX1=;jAdk?-U4GpC|KxMP;kHq8hGW^OCjxjs-Sg)sOjH0A0`S{&;O&wD`g=BjOURQS1J9o^Q&e?Om67H$u!hj<8CvTb(Yruwo}L56 z%UeZ5iZ~^0|%M7H%e@t<(;3ZX+c~2~4ZD&NxM$bskNXmyy zOiavUXK2hNFD&}k?Z9umq^1rIHe3u0&d$#C&MfrSb|wr=oSd8tjLZzo%yhsEI(t_u z2R#=$D|@m(AM*EegpKSC?96N&%&e`5pPs9yZ|&&7OG^5*(C?o=_i5x}_OF$!?Eg9z za6pEqZy1>985w>*8@QF{=_=QIGZ!OEHDNOdKr>(sJ~mcHoHkE1sxd1~+2n#5>K<}p__>e1| zpC4_euAw~Sx7o2(;%>P)19D@qREt%qf?Haj; z2SMBi_P@S}Wnrnudy#n9rT*)IfK9wGbw&H{J4K2Bry#!1_=4qP75Cp)@&Oh)A^0Ek zCHCdO%mCw49WT=U53(S=&)DMp@6-o2YfB3DWs_ZPRQq2%$N&%7{|~bGz^)7XfFLPf z?W_M655T^0JO7n|PlxCZhJu^t@ZB+%_+N{G=*IpR51;>kDKOn483((&QKO@>0-smc zIha=elSc9}V0HDR1{F8Ard$OFl}3%dBrm6Vi>1wt95TpIhr;A`3UrT=|1 zV2~tKC+%l}5B7r*gaH&O9?8<1*PSy_!)L;F4xPsnEwRv8TX{>M{d zz!nz8lhe~lp{!RKx!|Giet(~w7!#>mD}(OM8z$el(HpE^XR9gyb}z9jlCIu*Qxg|* z&44>1r~O|l_7W3N?y#V);Z*W}3bJpcm=EZnpL=`J;IE0|qJS-l{#9T*`kR@54qBgQ zfEQ>;*?!vxaVTIW)+(_L@_)<}k^`PO&axHs`}+UA^5<7bU_gaI1hBHd8JnR3Jk(vJ z8~*pbe+~x3ftk#&Sw|E9B82E`z(kWBCD@1mo8syUV`PB2NzquGqyCy0l?Ety4*#dc zf1Vo{`-%e;5zXpk{@V!o3X=h5>021$j?lkL1|vBz6AeieP4MsQ7zV&D4Nw!hqJN9W zAA{~dV67{g9p&G9x&i15d332{{g+HWi2^tZ*k&?0Ldf^O*x`#Q3lI&FAG+c8-%cJ; z1gxF68@c86mn4GC0TZ08-WTouAG^c=jA~py=(%z>)8Mo>9Mj8zqF!t9Y^Gtkc}9-`EW3l|;P3KlQ5H z|7-1xHqFZI^5sprSe(;d*zlr#Zjo7hr>FuG@(xf&6zJUOp{%Cqs6#dVwN~ zrCUSsL;G{pBd_)hh;9?^_H-UYX6Zkmycwt5jr{r8ViUbuTE86Se%L5hXE{f@wY6pZ z4Ba=*7gm%DI!MArAC`UD&dyF+vGW;6%;_ts(ytlL}iKM2`(> z6KIAdZ5Nr~1r>QqvA?AVU_it>*gMd{Oxp!(|{edy^`w9hufoi{VUv$)>3!lGBJR9AB*{c4p#9f2N5xh)}pVcHLPRT*Y$m|uNE8a z-+(Cwq1SoV1)-)Z8zg-9HtO5&OL>6h?5@@Vlf%#PSd0@MrSDp$a@rxb&^=$Gz(h!^ zNu8|Kj(f`P6F)}SS89^4(r*`c$Z2Sb!?RIK@BlHhHDLH#)t(GEEaiAIIJ9uX)|01d zyYuFJFZ(8|2iH+GdflI>(|&t6()DzEPTwGs_UgFcjfYVu`f3LP5$#4_xO4JPoUVDZ zsUoEdj$H)4V_z#rPi)g)1|WmsbpDl+k9}c;7Ru$v@yhStk3*ypH4`3<;u`A{X!sgh?tz5><_`FG5odOW4G+OlR0>C9p8SJoBJ!^V862O^;(OR?#hbS zEhHJe7n(|SO*Wlxi52g{Wh9C9VwT}`Xx~OV>VO#3&cR-JJAM6km%6>??&45+q?Z?(|`Dbbzs#WH*Q~Aoo`wnQ+>3<-ckZe47h{wcgj(iy<^4(eCv zb*=|hEE$gb-`#z=?uwS`f9n=ajB^J-8a z{*}*vFY(&@&bIM#*&T*;sXE~{OC+=eBh)O#rW5I8QbEoiU+>(Y!goanw}KeoqY03M zA?#;T(!NfrjC~GdUcPlTHIuOFi!VD|d%+;GRG;dM9+S&&VnlSuENwH|?ul>*;wD}9 zRK5?-edJ8q!J&@GrUDB(A(p@0*B@?2GK1as0$^sn$3=B|tx`Gkev}kFlZ668d12we zYxEvmhfl#+R7s9MG6P?mTcI5HFJP-^>V=AByzV4hLQUGi+r2^w_BI-_Y29-4i6+5YJ1`|`6-Ur#va z_RG0SgTR*C!)9X=6gI@G%5YmPp9IuM9B3~AEpEoI*>&l6n^bVhEwdM#J1Jx+IJ6aY z7-$bSGwteb4a)%9!u>f52?Rm*XYDpOsQ{;X9ZqsdYzxG&Td8B+ocNqr|1t#Pb|5cb zoMJU1_x;K`vEw)J?d7tx!X%%DOwv7-k7sL8W^}w;HC?x2<5JlmNiA3Fq0D-nuqqHH zj~aan*Qc^uHwTd@icx?4>1y7}pgQ#m9L z>}g@`RU+uXCUV;;DiVOQhCJpe_E`Y%m-1!%FeWn^`Zvb%fsG0Szt8Ybm-JY>K)4dS zUs!pdB)XmLyXygwQ1kQaREWb0dV03Lz`=2{*kG=JO=Y)EGrIS(G zB^kNkWDXNDliwg643d!j$}sMAV4)M8Y~7|-F^gLwLqbfiQ8#?S$iOh>QM!)liHpOa zP2hFsb@t<%9xi;@GSNn)XS+)?WPuHj)m%}U&Qxy>1!d&{zJb`MT=P@r3)3~7i?-Xt zYTMhJi!BCkHR4$`6(Hcy%rU4ZM6Rhc7>bNe2MD*xAF%kb8$hOUAjo>kmlUMGVL22M zIj65UsB|G02y5q@S3Hfn0-hal#}p&Lw59)sy!Pn$b0T*QyERZg;~tRNw{kqcgllAul+m;+82L_zS)7YQ zm7w9~RU--8Y~PHd5m{Khxd!w{rp=%ikBa_Jal72#9R8=cA)b+s>#Mx>y3*s^iczpE zCw?i|@+n>U698S1ad3oudI~k}29ZJ51s`MS1dWaJ8Zp89&bG(?3?3x=?yTcl#$#!O zI6fq#vZ-9Gi<^G~+7pam5*)G;op$X!=|ugXDJcX3?aQDNHzo$$0Qrobhx={z_R7r4 z_peF}+>sj_8|Bs2=M|z!%3;VV-ZC)MyY#bvg*E`fBginOJ&c4jFnCVHBg?x6oCe^z z4HX5IFo+x@5ghLz@uNM*Ec#sw*%JnSLSc-sZdj&keb|0GfSn4at?kl&OJ-9lkY>`9&PwdX8R5Tjx zsVX(HIdB1uKZSnjH=>Y12nr$~HF^qr=7fd_Lt*}4#fHtiZ8WfDPm1x}B+I~ugrj}w z=u!GF&Vo5p@#9Q(51>lXZ$dKh!dCq>5Ot*-<*BX=A*}+#!8i1XO$fw zDxf`C*oHR+B_%ay=QBDCD-Rd-bc7z<0QlPSMR;AY4*0-1TKh=f2-nFEVrq>#4Yhvb z3-^~R41mFOa{0v^6y#Z%A#$l!ZJap8Fabmaftn8AM8q#Rzq-9t?nZQ8cFotc>43w$ zy(tYQkrygK3qT<9crVL+@Qx-8FgPWejq(*x8l-T5t9Ez?&jv&=FdMzvWFG;&h_p>< zjPDWx60m?FdIq4jP=KpdKx*-^}eEKtZ*pdtNN}~k}J7jJ-h!0i-m*%H%|wviWmaK7IjJu6dV9lrSA1=uVb&P5FHtjN_mZaa1R%~W}(nJs&U+pIXEw^vK0$eoUW6E7zDnncN7;BPw~g3 zd#9>8ZfulOOr1>P|8^qm?P%ni>=Q!|wX~4>7iMBtX5C9v&_G(!w+*o-;Z=$D<3)Y@ z9Bt+Cv=l?Dp;=IvswxUf2+4~VFJ`lp17EupfT`UM8+SV6stX>6P58*XZ@#BTpa!CQ z{t!CZuO3t9qoI*%1CE*05PZ;j+=+5S9PmK$%l`qfW@Kc9vcJiHl##yymt)lj#<24f z(l+}gAb9LE$VY9rWojroPIE?UrAr>CBX&P?>#12LDfwTwUt(ZoIM}eH#S44nfgEt3sRasTqY?jt>udq!t z7MzQ672=!NF(l;nn1_h(>Xz|td?96MlYIhedU3;PnzRUG)U2WEq<`k^UwVOn=s*w8 z9SGJxQ8k!;Bh_d?fqO!Ojl=~-MaVN^l3)Aw0i$h!^8R{{WF3Hjzx;?sBReC-UcWKu z{fvateUE9%wESI;pU$ST!f|g}yvv#9c5ciI2gmROw8f0s_dFz8^^eeT9r7nP1IH~D&m9v3(q8_GFhC^e4g$t5HB}1HCY)|jsg~ib!|3W&X?`tbEE$z z1%Q%V!wF5&TmW&B&yZ=Uj$$G8#gxoYz@Al#l{q6Oz$JB^opfwI(=~cxAZN3Cw_s&$&Hjy5 zKD9knswEXzSh2b0e(xOb&3lV&~6H+y(PVsv^Q$;Oiw88!jU zK_FWcyu45c!D?{!LDy{f>@!Oc?sMPu%b$PkfuP=HICkOllQT7>r=@@fv}Wkk2R0z= z4+|vZ%w|gta2*=+hu`dclftr=hDCW%fRnvRL}5EcCDiPv6U{`Xy05VFJX$YMacUSd zAxHaF{#`}2_i?+*TJKAQMB@#IpubDzaPV7z?e(ahi#viaMkZGmyIFG9f)&VG7Rs`R zkyOpHW|H7r<(`Ms3bX7!a4z;1uW>)QHepI1kpWKjQ-2`b9c+ zkVpE5%T)N)vdtF>mdEt*o^#x_zL>&ht#Z=Hriaf1MIH)h%Qi_X+d56>=qGAMTIrIe8v4{Q@DWc%C(VwI2+%$=W7 zTH%{JpF|c?_N51y*~tsVV{QS!HLe3Xra<+@DI@x^p3#2xJe&7Pf6!7y^nrLGIib(L zT2dCsj{^C&ox~xvXmAL|*Nw?90H3Z!7L0!N!kbwwn5~=pHnGhL-47hH*9ucAZ>lA} zx{$~Z5yOZig^M+sI+3fT;PD;-V&McZ{v8W@Z4t%-wMNmdk&sbs$%;H#a@~|TL@2bT zhyv0aQjcN7ecs8eg5aj-=(sjNx3vxxFV975aPGf{99N6yc1o_$&b?WLp`o5YmD_X8 zTvYR32adU^M0~^JjXX5&be(B*ejC-dK%f+%Yxq0^4st@|4AfA(Q5z8|p9%v`mYhI} z?g`NY^^(2DKJo}K?CNqxQKd|pR)vhRHAMaro{MwJZV;t<^D7<&v)B^8u3iNiWF~{p zcx@1>&BXb;u2Rj2d_6pcYodHaGKIPD5OA_ED4anHE3^2K1q-9K!I6{YLAtl&(-O7n zW1UfTT3UFkNvA16v$=Wk$=WuIob``ppf7CC;%YK>4g!>+6jOrMt#H*jrvg>nr!s>P2No) ztA06ayIuJdWj{HR$Uo6pqDDZynlw?Ay?HH$pq67Znj1gr z#avg@mWn!mIrRpS{xKzIM3PDz!GjdM4aEw&SZ2DRZ*G?H0Na3CLWx$ha@AB+8VGXo z+Ty7Kw$E|;cNwFz|Bra=pr3Q0F`pc$S#X_U?hPj4T#q#`7#cVhk6=ufZ#ddkbY0TM zCmNs(2bC9P$}E2%sy!+xjiq!9h6?3{rTPVC98^MS`};oG8BL#$#yJv(xSki=RYXNl?%be zZkUToVRS>RDD%8i=ybFP6)v-WjaB2%)<4$iqL5$ofF4d>@C}nYO+J@ zOf%zs`jQo1se?F_;HwCEuS7k*~%;eM@t-)RN>>zWXXs08ahbo zb~c*|-7n*!jN7)>AwvfyxOv0|wHSR^^|Mzl?sKBoeWxf!bMumB@{iRRoGi>NQ-eGT zK=75vCv@xweszj5A7G-lr#9(^QwKwe1wCg#nCl+ndxWz|j$6LVdQ zcqwEJ1YP!$db;<{#TJH~5fyg2T&JAQhKRcWNG zBYQ-q_Y6z5LuN~fB{t`jCzQk7+B8?C%u)qz#~_Y!Z7K;aqW0%zrUty|Qhm!{dU|-N z`MK}C1D_?bhdb*umx#dKJz4tiN(evXvpKW%AX+ZB%vlk{#>OTVe|)jfido71!c?qV zZ(A1VO@W(-_A_9A9t4zp0i=bP4;Kn#9s)w4Xb)aZMJ+|#U3p(NED(hB?u$w+8~K!58G4FpvA$h?NS#e!MBKCyN+|aB&R{na1+)Ex z>70SSe{dakE}VQsJlWi?*dLbU8qspDst0y{VnQC!Fy|}FUcgMAeYKtM0{C-Kp}Q?A ziU_bQ_;>^IDaCS829Vr-*m*9e!G&TAqc(bwveJq%j<;%e0SAM^MbdlfYAWo)AwSCj zKcbOwi~~Zg?L#Qg0VTF6$?Sw58?#Pa9-D7mos+Be6prgnZEh2Ima?$SLV0M;VPHb( zI}3BQ;>!=-pu^6e3?UH|v`uQvl8;LP;l?K+0%v)s4~a^Uc=hi^@0+Wuzjx2ewuY@0 zoPXPKw zXeO3&i!b$u-|juRTc3SONf7(^hp{Qu58~4lDLFu5>cV6Xa+Q6|Sv9m1D8Bc-_(7vH z_%1cI@PSpS1)|JfQ(SYvZDaesm>x~BA{V@XFl!kV1^Y^4e)C*pZ}Yldd5{#_V(*p4 z@D#N0{26Lc&D+ewyev^L=5xa}K7shf{_`226ky(e%jHIFHLuxQrB3>HBLBoV5o<EheAkIpuj&{A9WE07Y-Z3j3Me($ z=(Am?-2m_b#G}E!xDY7O1DZU^Q{AXS9`Om*slfdsoW-8uKpuSI#~(%E+{FZjqRz(x z$??hbaGU^4HlxLv9$(C4x>I$ULjfJU-XIx|3&cT^5=0bwXCx<$pVi@zpo&t{8XPE8 zPgMvQ{cqa`jwb;jH4JUdl5yn=lz`=S6M}g#Rq8(rt!b!umrxB|Q1v$GP|>?W)vyG` z3gIki;!~|}-mW$^qm~lNxQbSv`qw&ElUk>#fF}2>QmWY^NelhA-Rf9Ym>cQ%1O`7b zteBYW-F5Zp?k1hgR^GiC9*YZZN|^O^mr;y#s<|l!;DwenEftLdUBH`3H?faLk%&)~ z${J~-K< z?=#D5K0uxV!&&QNZvI62_th!x;vfk@sHE|*8)Y@MIdY4-pBpJtbQ7~#;oL%Z-?$Jt z&81C9!*(U!BD(5hhD6X0kHoZ6z35+ak1gi@wCU!dly9v^{b?%mW!FewkJYd$QsGBJ z=ZgC!FG_b*Jx3{}RP~9nc#{=PN-1TP_0C_y>J8jJ;>C}hag`*{lUOFazBq!W0otY* zyeN*gW$T?DwYnp07E_k3NKu6=_^ZaSGn#?R)Mo7Uu&KLAhWRz-ZIz8OucmqgKla+F z_*L58uiuD%y{d5Y5A}Q3GQr&Paw~~#N@XFdF}RkCuf&You|&4@m}PQAB3OMgOd-AI zSccpA#$`@uiRkkinhF2jhKK}#?FB1<9ESmhv&cYxAAdIi5(MOW$L&^MJhfB6p^-Y1 z=>3`NWuzjb0`mK-!OZ98c+C<$bLVd-tfm{9DrNlB>3_cW@1s3W88_&}`jq2J78Joo4N+OSN)s|4p;T{Y|-!0N&K`O;@g_Q}8(6Egb96qCA%aM$;)jNqBC=^e! z)`)v5giaQ{*O-~5t$kKnRoXP_u~BE9jJCwKZ5EnXh>?=pY1?GA5?o6i=wcy&-?;@% zYtF4$00Hs=dM|Z!R&R878|)HU>|6Gm`(P6}D+LEbPNVNJ>>ik&s0RQ3mV+E_p3hHm z)flKNU9H-f+dd)u!$2P_agsmGTHg52VJ#BhNs{rRG8FUV`P?c||5UEp9HsQ?gY6UW zfzil|vD08=TQ(g!lOg0PLq*%VUh|*vrJ(1-=F!yP{Z0!;QUf`V*}E4H2RHTn5tS8R zOi#m=57Sk2=C2mSB++|bM)u0oRc%i@0jOH(;dUF@_2&|+yw;3qTk=}CvZD)@N##r2 zPh*Swv~L*RymyACV0M*Gl*Ut`jPC1jgz{)HE>)Aa&0uD75UoA33G zZ%hYsAf)>Q0gZe#&?4{)FzC0kImt3v7*tsu+vs&f1vf*%SFJa zYiLW$Q)j(@UCZGc8;5bt!-G?6?a$I>ew>MW2+@9e|8?)SvIgz`+)Vt?5X!W;f>d%y z8U~kbc(zn|ssom>iEL2>=Psr0*qiKO8L)s=*yfH=B8p$fA<-yVP(kV2Jhs}J;)Rbm zg&+3j30c2X)fNf7b)HPJX*Lo|Z4@<~vLKw{6;^BbAg)r$Cd6=tift7+4U@<4xp2Lz zNdb&%q4{ZXUmCAe@Bnow{r)0_`u31jTQqk3phGuYujnivjNeWs;mhW=A80-V&?$tx zPeSC0PQME5($_`)q*JQQy|m*(yxbIAi08 zuBO=Q2G^%FHV0JV2k$8M&W**IwS}~HHP}@0zA&he*!vAD%|JyvR+j2J;zC`*<@v5d z5Mj30ThH=Bk?SCDyV+_BXkZ;bRx^v;kh+u_EIt9d)S+i)BLzX9M7T4P z6eEG(yX~p`b#i*TB}8-+@p^1YYYM#IrLR`Nee)wbx1hkZKJs|$0VqM0-w0a8@LtRc z0o`F_k+AADU2Km)aboV;bzA@eNxP?~r}+yWt*NPLME#1_!p#iOfzsl7YWR468UOQp zK0@+gTwiU4`PAFJW}7uZJZ`6w^Ch6jn46KITYo{lN~(uhSz(j#1oSA!7p3K&GBq)Q zU!rB-|6vg*e-sXw0eyz#SkQN?hZaGT(>mL7%}ivmja=QWQ@0B@-+$ol?~UE=kp*XW zFvmMrdTT@u-km=<)YN&t37>}FK(86)uQ!x5_*S7_tE$zYAI)>p4p*h$#WtXzQ*~ntz6gDl+G)tYZL+XX%fhcYWxD)BAhvamXwb&n=uNqk%2^BvxDuoOGks3 zZI`V}^LMA|kEoYDFJID7k81-}3$|&XX48Dmz`zjC|9CxS2jse)Xq@p8cf1{wAdK@=&BONp*o|$r#kbU!?P4$oZCCyC68MP zsZ=?=oMBjp1V!13O~8o=oAxs0-5}27pkncy3j*Q*VMPgm4Ka-Bm01Vl4p^)7EJ~5< zrncdsy(|`#hW+ueR3|$5ORo$4V<|?32)n8al!g{kQ_YoDj5=BFc1M%=l((hv^AFJn zM|9}!cA3dv`!aZ}p`0YI-1SmkwM4=BgCx3=bXaJ&@7kZp>8?G~3Ov6i;KMwv|gyMZS38yh#bMpANe zmk~BL_6g9L)L)`j-DxDw1L%<*fX9-I%8Pw^XlXs~*VaQB;ufsimvmw#acY2=^a4*? zUY?Yb^X%Eu!B5;GaNO)kS$|@(ZwkrHK=z(d5oq8u%wcjbLZ5DI z30-obKU&vy&GD$9o4*>$%3V^8oWH%j+WYYO1z#k3Tw|qHW9WxNIfMm~L4<|d(+3Be zecx%gK3n^c7YOy3g)*eE9q5+1>iJd^{!Nmhr-ssIkxiWaY?UmL+rf)V`hUoI_e9{hEan8Z1yC;%bJe z$)(u8n7A?J=8{7HNtxdNn$t~|a(+2{|N5zf5+Ubx5)BWHQ()t~ijHA`&b?n@gIOlj z!1I#DSh@i{hI4H$V{=fd8rauxV%;Wk{t#k^}gUDhxaP;FP^5B&Y_SO6@k@hz(DT zYL<%)-v)K(+<`Wtf#F1!+_ExRFQC|(9Pycma+cvUV99R%Z>g%`=t{Drq@>_FS-UL* zHlK2?*I{@jJRSgF{%Bu#Y83`*0XHU`mk~fpeFfG}(8$I|*OM{)qHMUw>a)13w;JOY z997b8j3|e*0`6e!0gj<9KVe>#{??!&Y{i9xI zh$aE;<)yvjH^7?F6B5kCQpp3oO3FoeP489VyN40`7$Uce;Va)(9LB^=qZL}1#?dLA zznxSb2szg9a0efTP@E?1zGI_)uWxcC#PR;#H>*GW0n*#DFYM~cV;HAOBEeAdn-t zCmm1bz$}y)x3rh> zgq=>47>xfG2<{|yFLalOgY8!LgPHC1{crLJjfq->K2lJK`NGlBnqd-~YXgm9Yxj4n z2>hm@-u@`>Fl!wAzanK~tqtisR4qC!K;kY?YA`EH;8^?xwP^?u#gRC{qrApx@bf~uM(Cyv{DLxZNuX5@O z%46nR^1ug@FZU;+)zCugw30j>t}|?R3*UF&|0rD6*|8>)K1!-r!5VJ9pbt|fDqTD` zSo8*Qumc&MTsyJUlDQh8xROG}(0NEwxk~7~Q!CEd-3N;4Q@Lclop3Fcn;#r)XB}^G zLxW;*cZLYgW!%qv-TO-lH*yMy7idFo`N=L`N`j6BP;_b#G0sVVI#=DSoUFtl> zd#UNm{Yf0!ui`ZI_WsCw1qZ8(Gd?|?0izKEXyHvg_V{QpoXkEJQZ>1bkJDn+9;KGy zc{;*A!t4e#Hu&A^i$BHi(MJikyZCg@Ewdiuu zg?*L0;2==xrj`jha4)Xwud3BB3Pr9T*}Z|vN9!*AjH>#5z0&+#u2>N7?)&->Q5eMc zW-XP|tcHNix`=?sIpi}9Lkw+gn^6!EbOVyl0yF^)0srRE(9nqf`QyXUqoqCuxN>zG zz)W&O`~d8+0~(DI8B`j?eJE%>(z432U~k`!3%>9I+CeNe+e6{5;#+}Mk&>2j>rp>k zD;%JaV0y-C&B-Pos=X9(fOgyp$Sao#5Ma?i$Kh*{hy_rqVqj=Ap)tUUKs*li_=!JV z_fM=8ZlDPtBNYlZNf(@`6C>10WB*fkzxNklT^`y1%f7OQpOh?0Z%xs>EY0e_iJbYo zCsnmad*|r-@YAELXAAyqwxf9QvflYkPJ@4{xtXb;WdZt)hQ_AnfnH<~&-SJ}HcljgI3QGKJQnd0P>$W}yoYNl#k5DwjSDErQe#INq#iV@&P0 zi)NjUKPEj>G0&V?4u#YU-hb1(Y+OysO3C3qv-( zI6;qJ_y4#$%YdlfXzRn!45i3W(h3SgOGtwPDlIj{&`6hbcZVR|ASw+*4c(=*!~jEs zfYJ?;_wc{({qlb16KBrZ&)#dV^?Rm%e5A0XEMJ5wOxvZ}X}XS&qw+Vkn{Ll_98owd>b{Cn$Qh#f{niW@{eXXN`6V zAzR0TD$y+c9m$px59V$e3u{}A;=qPf9JqQ7JTHV%>x1(u!GPlhaJc+IOjQ{EXD_s# zb6GoutYw7z&-0IpsRLD#;^k@ti`VveIlVnq3K!gZlZzerR^T-sVhL)<(9g%*M2Frc z=1XP12#+F>9ZE7_wj4GzF(P{20 zd6iBDPJn#j?9ow)IqiYleXvsv^Grw3S{LFpiPI_I6+5UUX!Xl=((+t>nWe5@W9$Yq@sVZ_#p!8#=Jt>PpP z5Fo{*V&=pqBbN}6lS)s;Pc9g$JGAcd+%7a%&Lc*?a-RG*2xpkYndlTlzXsnTf1wdR zM%au$?B{hk9XMwh!P>T;HEByH>11j+<5Iq}kwEz-c6&}Mn4rwK2}n41O7&--S^xdF zAOB=MZ;GFR0lVBMv*})|yhNgbwDt|sZKvf9vu@dAQN3M@zUOeg5S#UZ@M z1@=4q6u_+yTI&k}KeD7F=sUdEkmx5Hht2NyaXN92Hq(iKZ)`Q3@IUL}S4PZs3>vF* z{Z>gi8W7E@QR859l|HS1jL7te;odl_+t$o&o*toIkrxD!5ne>-q)DL}Q9&m{kd^6Cda)bemGl&kQp}qtG^zNv_uPor|ZOU#+}6rv!Mv#kW}P#>?roXpl}( z_H8F+$ia(>IiIlV;Z>&E>=PH!l~J{}e*JdveSHSGRmnQCA(b^nIsb4Y%?KQ*6*>o1 zX$ggae+hEy$--l6pxlsGqOW{$4cJ#r^piC-VW;CcWLtJ)kzX=u2pU?*jayfLbXC|y z&*aK6U?=?xHK?5QcHg}*etyaxY{Wcv)`7CoL67>$QuJER) z_waqbpqco>H%eOjYN?{(DN!7Lw%E@%=kN2~79S~CgrHCTS$B9C>mJKyXGS5J^k&AuJu}5sYz1hM!UdY5;+dX}Y~2 zz7gex`M~NQVaQx@hKvDmk1@_BC8Gua4Lj1eZ z*{Wx6{qo|NE0(Hr9ggm;5TnYx{42o6T?M~1rL!}ti()b^--;}@J}v3uz@CB7!tU7s z|H}f6;zBq~(iG}FHrllubnNvYb#_h)zi8Fp z0-=4y!EP=t?=(#dB?ROC*(7i0S>27TV0yomQkCTioKUdVmDOs|pwJ4|bqVoPs z7crLNntNLN>BT2<{bNUO6vt=gW^;LFj0PH&#(u10>CvxgnCcYkM3LL^T3vUCA4HLEEPKj)maQoF zl_dEY)icaH6S$+fBam7{tC9l0?nU_Eda5B8ko7A_2Kva}k3h2rquIl!2LcTCne=5+ zSIfbq13*ITgQ*NOjDkC4xeXV8ge>O)&nV#eFRFx>1DQL&6_Yh4)_B|hGA{Nhdt?&# z5js!6avYw9AI=g8$9|}m*Gtae@fmw5{7WeRi14csk!>hBE}KfuWBW58f+LUk@wEGZ ztf;awb#-<1pwAERd=k!!#7_R_ad{(t-njH6{yjFcFXmsMi?~h2TIF^&ea-<YGQ* zu~cJ^q)JuKg<~KFuhs<3_W0|Z(^B?QGC0$Z)v2#32r{!wjq4EMXug^#O$9W`E*=xa zbj1c@u&DRU0f&sX84o`mpX==7jsJOwVz!ERxW=ozsei^?!Nm6XLMhP;4U2BBx9mgA zUyB)uS0H<&jEgd5!!o+PGx`+PU`+(4YBEw-=+%)k3Qe6vZno8BAS ze3oHxgRTKFD zh*w2`zEf|e8lW`ZRQenQGq_BxP?_xEQ0kM7u9?{ns6JqW ziwTMpCVPV&2uV5d2j=qM+3t%~+JKb8`3ygI%F$u<4tj7^#s!5w!e=CULdF4#1ZwsE z;L-Y^_xyUzsKgwko#>V`)Dq0F#Rb)GP<2dvC?xh>C71r}Zf}d46fpgv_pa|I!o7O%j>CsQUMSxIJgy8apl zMc}9*8;5J+LrVibP?)c9K-R7EtfL*7`h>}NvLhnxSVCTCa|in%81?yG2*}^L%CL?J z5@$=zrBXND;C*`2x$&Jyqwq9Dw?RtPouH9@LK9lIZ??1(YB8ko{p^kDqT8{^%4JZw~s8lpQS}$1$q$HUWkQ#6SH@eVvK?yR2d;e zuYqWG?88A*X~qXQy7Q_%iS**3&ZFYf*GSXbiSJ5@0|W1lvq=p1*m8Y7Hf*~C8Ye=Q z)2Cp~fxCMQ2$0WZKfNDW7Dn+mfW`L1oB)D?HXXTvtHB_vRQVkPs*!K-m}-Q%Z4v#z z^DTFiDQFMPij!5tvw%~0W)nRR6C|Z7!y%L^8rD8oTSR7N0)4HcWO~S@*P+lWKjqYI zQo1Fx@?wK*KhG;%x3W(@Z`W=qe=dm9B-=zdF#$yZv31r=8=hiIU>fNXkii_ErQV>= zm+I9cx2xmQlhr$RF4gjKj5dnS>NKOokm)3-;3CnT`I26G+<$vp5gYw$gh79?_g3UP zo;-$D&72L5ViCN`FB7U)uY@Y91fWk1;;MHO!h891jG`;}x~~#+M@F(Vn6CC-ssU0Z zTVh{Ih5+ZtgRq$g9TxiyPHRIZC_9{0@M|i6VIcPMdnKHKgtC*=?rVQ~xJ=&epFd<` z52O0!yukvY%ENT=K&t*@R6m{@Phx{ zP3zt%kOH+4dNT$DcPkrajPMDbG)ak?_7OD#{&u%HQz(KUw+8>>DvUN1@QMH0@3>r; zrhGPbY1G5`HV`SQaX;ZV=RO#^m*gK~;(zH}<~}a`MdGQAQjZa7$JkbJFYWeV($h-n z4uSy7??``N*LR7R%$Dz&kX4#+3dbBMuEfT^gsv+Q4W=sI+sx#;YB3X=MLS|-;w&%f_KS6WdxsihW_ z#!Jr+Px?^}Vr$=wmmq79voF57I-Y+tw9H0CwUj!WM>vr*ek6LNIJcbtG4-t99_mj$ z;md}R%2Muih7-=eH+*~_~$BRwz?ggtMT{4##5ADxn7u`VK0bP{;|{RdgI&cP02yP%|LTI z)c;BK1dQA8C?FtsxhyQmE?)BXVr?A=%hqmx1QNO+!-mcSAY+~8uW*s%%EhZsi(dmA zyjec$9EN|-e$pSie!`Wy zb??3_XK(FijQs^XcyE-I;~Kw94aNIluRa}H&FXL5C%xOhyOBK3eCd1X;vGT@-Vy`i z;%>g(L3Dwj@?5HkD%SWvAiIOViHxK^+^v7VXPN<_oiiQZk(Zk@e#^SL zUkM(O!KkbIG`_!&ob|*6W-)tM=sC0M0N2T%T%-W`J{HNzVA`X)X z^wU~y&gQCtm_jEgABKMtLat0UB>BE$6RQoY3|1urh`HE%!3So8=@vQ90T22LSA&k% z`GWi4^}l2Do6A$AC7V9k%El-V_hzuCR9tr8lrVJk0d(1QV4(04GOV)vw2#HzauCFO z@k3sM`5^F9K%uXrDHWFvqtBY?P_5NO*)5R=v3;Lqk;%x2A5t1?-`2vhuD5LBwNt!ovzRTV=;S*6u9iBoL=FEy?lh7g=) z>Z4mXibki}tF)!jrS-CSf&Fxg5OXs|)a^pCW7XIzNA@SsREx zQ4sp=9|n665E0q`{IFo;E_kqAyy0QMl6IM&{`>c9ro z3NvDU;3MC?{_|?-&aYW*%^}*w(dU97)Rm`fTgVP==2y{v@{OAy2V2VHY}NuNT6~2j z2fkn9_MTHHRP{|x(GS4qi~4_yeZEAg;Gh8_H`=G^Emw?{LhuAUz4X)}%l*s*&u^nRIv{XVt-90&HeIkUV$ zkm--#jwu7b+FTvD??OMgXxkok`7giRKY<5-U}S*W75Hv)v*+HhEFTj@H!&?Y%O89{ zl$t>sIr$Xar;y?b8H51l5!n+A-Y2?JbZtqOvKqCn>s-5)^5|qyUI=f{U_mVBYADhX z9zgcay~rDcU#-O6hN|D0OpOvje6CB4s&h2YOQ|L^|Mhfoj`r13wol5Ch%PM8&L$Q8 zK_x5BFR80J2SJc2O5$o1Hlq^Zi2RdAScStr11U8xZ=Ix&u` zL-(;eHVnR%nOz{PlHCz5k}B8e?dj{buC~YRY{fAt+vA9xyIyX;Uv^cJcNdff9{DXm9DBnXeJV|) zMg`{U++w&1#teE8!tYP@$LEs8fY^n$3T-i8+f{Hb`R}L7j>m;3BQY=8o~2PJ^>%y- zh%@Kp;y0TlH3h>wncZSbW2O{som0^&u(SNG6Vl{H_GX2f67mKAVgv`%eK3WyBC=O_ zGaE)YIIrTnrM`0ct3ZB^oTgzV@_6-2G}mX*y@u{BCw^QZRWirnwPGrO`d7nZzzu;%`J}!-%$0b;D9R00Wxt(^S6@|<;Fpqpeqi!+j3lI7>Dh?G z{S@B!@6qoKKuLa#$tKmLW>L7d)Tk2ebo5W|BMXhNx5u=l) zA*Rc|d&^Cu8c+QdWfOMVr(eJHx)V1WIdSsJIf(qa_`Ig~&6E3O-zP6IY;^n0uEPR^ zJ?M02)c^KaqVps=NZd6*R^+uIY>MS%lC%p71sw{}Mql^>iPtSF%hIbBiCf}9IHecO zQr%w#qEr&cZ>wEWn-dI&)_HRgQxe?_jpPj-`3(&-AusM$V?1K$J`FYR8^%qm_D6D! ztzP#LWBGTS%N+#&piyG%NqkN!b`a3W-Z4x_Y4kRV#}56%8T@GHlSl(?hZ257KElhr zeS*=Ti+KS@UtSoQqJBAW`8=KOw~z*;7R%TsG5VPHzKwU1z-jaZVr%E}a|!qx zYJ1q)KKYJaB|v11NCtj!Lt?KHJ8;Uuws(}083lGnLjvTp0AoRL(l zDq6y$E=O77KW8X3f$OpkG=qrDc0*D-x% ze!Ycvm+E2W2gK_?h~ov~Li|UnA)h>#fE~{U+cALtc?e813OLx;#Nkr-Rk%#!7ap}& zh;EV^`D9+Cq?Bcs2jY9Eqypt~_;{olR%h`#%tkYa%v zLfGCep0`=7djwN(mgSpLKZNJSBKI2zK-vuA1R;Os=9rB;ZvkYKkUR6p=M!M-3b6%a z+T$E}uC|SKed4U(3;{?Y!q67xeSaSY&xn08Cnu$jWDHP+B zG7?+sFAfe)MbR|XH1f{5-{B{?o&|xH4Y;`MAy%v+Z7-Z2UCOAYi+$D^3=)Q+*lpBoO6~-JJVv zkx51SnWH%2T^*T?eDNF63RpRiNGMm`Mw`^t4r>ZfrldFqV^nFi$D$Dz@1q#(ZfAVe zWOw{u214lIjhUI-Yg_t_l4tdYsr+==7!piIO3|U+IliWiQ2ja`q~>&~!+7>0Q;$=R zMG#5gXzKW?&r75Iw?}O^AAo%!pp@{W`dJmMnGfUtS4>Fni^>1#;37n$k#ARm=pRa} zkww$Il#KN#V*uLBTlv`F8)bl-P(vSbS_YQx>~lyC7la}Db^bDu3K80`XjS6!+`Y|qhlRzm~ zz>hGsMvTH_3&^+teu#6hQ94!Y(^4t$(l9Kflr50#$0f(uC63$)sjldnSQsM86q{+{ zrmZ`c=&r8Oc9u`i7HrB0h&5yLIUVQF9%X;w>x1rLNoa+5L)S2v*b8) zUPW&73J3jk&ed*YTf+vRB)8h{@iS62J3sVYvBtF5LcD~1TPM_M(f=f9XMCw{a?G1PoySru8sp4ZV1 z#n!2PMg3YEzs7Y--OamI_h(5R6mk`mt21RSJKa?+NM_V^$-#%e0^$~ZxR@^=xb%j? z(p#j@P2`WB8!LonLbh*G(#|Sp6J-3N%to`86Yw21&Qi1g@%jSw5a~n_)XjvE8>wxC z=p;4Pw#O>4$T`ZCMYq1+7k{7Lp7Zwyc7`t66|>6vJ|~ghZq{0+-wwB?$y7@34RT~1 z-*OFH)6t0M;I}!~_U_Y!d+btuz6sQ!IlJ}b7c0&%lBM9D55wzJ- z`U%oaLkHsWk?uB`YNS7??`L)bT1A`-vRhzxo!PGIF42Izu=gDnn4STWqL#c6>Z?jF zo(K$MYRLM%zI>0p(ZW5)J?I5b+_x9I7C|Z!gF*++g+`ko{r@Bl}}N zcf5JJ+=ei@WBFE)oIiiZcPMbOPPq>Fp5S)k?zli)oU&xRNW$DkPa{cFK?lFKuB86O zHnWj6k3~xL${Jq~&MZ%`DhTul2hEra_q;0xm7*1WgJF8u`GSVPl=W?J<});w{~He* z+&81ku-rmzJF+lm3fcx`{*)@YJAjbYj;o!fEQbGmV{Q-)x6{vY+Q&wp*ehwm6U)$u zSBro#sxwNd+T1&vi?Bgm*6lF|?3dTt@AVG@JyqX69_$nY3$vd=z1<&II?@0fnlNx! z{PYL)yvhr0*Rk*<3<9LpasqbW{Mp235w~RTvpmMNF{kX#?~McBCW@}{y0gzUX-yI$uGuiwYkh5fiJhdJF|RR%iZDRsa> z(8fb?Doke1zTRPqb``xz>7LNEZBWmL6 zlJ*(cauCdj@3+fG%8IV8T>F*h;7ZHQ(E_@o6}~iNu_5U9aAjFZ<>_#ap$_ycG_*Yf z{aRPFNyCx=Sm-jn>P&T!Wf2L(mkmVj7h;TjWDE|#8$^RB%m&W zi6yD&g)@x%TmeX<95J9h@M}Fn?f}1=2i4*|*9wdm3if()@`UgUEo9fJwC`Ly?=(6X z@!i=TZ{Fn~`-PB@kZnF#p{aSlZLY*SV_FIa-8qDpxE1XokY?9ol54CJ(_5ERLy3_AeE?Kt-1qx+IfjQ1vTEwne!%Q(AP@tM_2rkOcXG}j4 zl(nRC8`AF){zCoha1C|b4#fFs-+GEdB#_NVT?4oqCne@S#Mf|cpvbQPOu5>QcXKz& zHvmwG+O5&?=hM`g3rjqALd20cK-7q@3&mLovb<+dlyA?w8^tgH?j%+cme>Q&)7*RT z5^CHp(Cyg_I?u`Dzp0a?kWT0=h$TAU3TxvGy?#?A8SD0=IhEW1{_?1T$Zm)91MF+) zpAtWF%_KY9<1(`qbySEB{Ge2JfvTvpEUvsjjURK|AlQ$x006#z`$K&2Ld^bRvq;lU z$G9mbT)@saC8^ZhuK2QKc=V^Lu}ZIQx%QmSs6{zJeGbNUkG9WY7q~O|-^8=yP0j*` ziurXot-r+7groEOrAe++Yw@KDp%0G#)*3p{jkSylvL{63dIe4$n~Ir!-))OaQhT?K zmN_Y`QY$obO5Z8UJr59B&h-+5=w_2HDEHWs^w2$fH@ZL zd%iGjUcM{T{!eM}{6%FT;r+Mm@j2tq+ZLK3LEt#|&}T>q#wR0WBD=(SRZ7)YuR&=U z3_e?Ny1VC>R4DoMKL%p1uR?6_rbR%nRWBmA0ANvzclYokSX-9~-Ab&`V*HmcU+hu! zh`7+YS}+XX@$%#^(vcF|=k6b7=cLYzNnj&D&lz)#rtx3KVu%L}eg4f;YpfX9`kRX# z4u2&8LPRrWkTRK~Q}Y(G(U!O|IpOci_v=jbu6fj@ru=*LSW(7Y>%l@WSx0Q(e!l=|&B(U4? zS&`a&k5nvQkc0fz+Uc_wpuWKld%;$eEV~A2`M~h8$w^+~Zl%3HTKKUk|J$n++oIIu zWF>2*eep%y9@&4hd^R$HJ1_H9KWaQ7&5w=(3Hj5|=$TFR?H*lzIXyZ%BHlX6(`py? z)}r_mF`8Ce%S9)ueU>Ar6}RaBeW!l<^>gl@LZw?p!8JkH@00#h91wuwAWd9a0dNxA zNwGrA+3BtN3hoffrKP3(=a?{TTXe0JaeJ9~WDu1t4~VmDw+*0Ig=}Kq72eyxcN}ou&wJq@5L4Ku8=Li<)E zdT%yD#{8!=wHt?l?p3R!f(g0*T05yT84KNnvD92+F^U|;-+YL9Pqh4n;(o?LO36;< zb9fXE#Hh)Tw}-3A-|v+vgH8H+1<>=i9XFley)1HFIN;zo`+!rLeEadMTAM;lXvFq9 z(}0^59pu_ty>y24ltQP_o(L(hm&EQXP~<=R!SxP{5?A?gu*}9=ZF@+}l}yKLj`bng zu1lHHO+hcTZii>uH%N`=)<#|#BRmvM1cWGHndZ?^>qQZn2|327w48&j$eK56U@8Or zgdW}VS3TRCkqv+dsGmL9EUepDsdxdVMCGY^V%8h zQwrIaTOYqTUp=t0Nz2Ht*ze`1 znZq0)#ePn`iRF{JdhLj5vS1ue_d!Q&i$pRXVXI$l_EtziVcPH68cpnY@;B32QtQ847)>w#UhN0L&%nY zTQ@2AsYK~X!8>2#ZQd!IZlFjsJ+9h!q1H1fTlHD0p9n8T5D+|h0knk#z8;q^8iC(E z?Xl0VE|WR{=+)nNiIbJ{TAGLtI45oZ7O3Rlro?&U0_3qwHrTQL02tddzU6alTNz+c zaPXcE(APut*x5N{BeZSkz(_O#b1@hU*e+=nrhzu$uycQ})9NtzFs|d#t-0vmVJT9Fkp2X8& zGhV+2`yEbwgX^*NeVP9T-{B5s1P|(Hql&nQN+x}!lbd*pP_pgTQy-D}6u0KB3HdsI zm&|nsMaF_-Iv;KX)aKDW`SEOl3AKtdgvjFL9*VD$rT(BPn*TyUj=~HrW14=3-{$`D z6+$UksuZuE0C~Z;HO|$?slOe00~c{XD&-#{$-}O)1wTzAR`}|3uobJ*t_{)6|o!;Cu@~yKMA=Qqequ^iDZYv`aQ4m zATdhb{{bR?-qU4p|4cK>=vP4);Lqz9Wu*iiT~<3O=-@9Kn8nF3aE z&cU4lYgp5`7mqvB8b-)SpLBT9u63S68|1DQV|;u4I>zZyi}sy-C!uLHzsG1LhbXRB z`ttMhJIj_(;)-s9Hx~)%-5IK;5Yi#j4SvMLP=l zqbi(jA)>|**Eh|}M-k<@S`9NxtnbmuPtD6zwQa4E{M$93bJV{mni4OIXdNXuS63ES z`XMn9wcdRdoBWod5v$rhR3SKdyM9msjQWuoJv|sUU~Oe(Q$NZA%%i(*fAFS4emy