From 4a9104bee076309d85c4eda9739ea6e722e19eeb Mon Sep 17 00:00:00 2001 From: Nan Xiao Date: Sun, 20 Oct 2024 05:14:28 -0400 Subject: [PATCH] Add benchmark article --- docs/articles/benchmark.md | 142 ++++++++++++++ docs/articles/benchmark.qmd | 144 +++++++++++++++ docs/articles/images/training-time-k-10.png | Bin 0 -> 80374 bytes docs/articles/images/training-time-k-100.png | Bin 0 -> 80485 bytes docs/articles/images/training-time-k-50.png | Bin 0 -> 78218 bytes docs/articles/outputs/benchmark-results.csv | 49 +++++ docs/scripts/sync.sh | 6 + examples/benchmark.py | 184 +++++++++++++++++++ mkdocs.yml | 1 + 9 files changed, 526 insertions(+) create mode 100644 docs/articles/benchmark.md create mode 100644 docs/articles/benchmark.qmd create mode 100644 docs/articles/images/training-time-k-10.png create mode 100644 docs/articles/images/training-time-k-100.png create mode 100644 docs/articles/images/training-time-k-50.png create mode 100644 docs/articles/outputs/benchmark-results.csv create mode 100644 examples/benchmark.py diff --git a/docs/articles/benchmark.md b/docs/articles/benchmark.md new file mode 100644 index 0000000..ad3c33a --- /dev/null +++ b/docs/articles/benchmark.md @@ -0,0 +1,142 @@ +# CPU vs. GPU benchmark + + + + +!!! tip + + To run the code from this article as a Python script: + + ```bash + python3 examples/benchmark.py + ``` + +Let’s compare the topic model training speed on CPU vs. GPU. We will +compare the training time under combinations of: + +- Number of documents (`n`). +- Vocabulary size (`m`). +- Number of topics (`k`). + +Experiment environment: + +- 1x NVIDIA GeForce RTX 4090 +- 1x AMD Ryzen 9 7950X3D + +## Conclusions + +- Training time grows linearly as number of documents (`n`) grows, on + both CPU and GPU. +- Similarly, training time grows as the number of topics (`k`) grows. +- With `n` and `k` fixed and vocabulary size (`m`) grows, CPU time will + grow linearly, while GPU time stays constant. For `m` larger than a + certain threshold (1,000 to 5,000), training on GPU will be faster + than CPU. + +## Import + +``` python +import time +import torch +import pandas as pd +import matplotlib.pyplot as plt +from tinytopics.fit import fit_model +from tinytopics.utils import generate_synthetic_data, set_random_seed +``` + +## Basic setup + +Set seed for reproducibility + +``` python +set_random_seed(42) +``` + +Define parameter grids + +``` python +n_values = [1000, 5000] # Number of documents +m_values = [500, 1000, 5000, 10000] # Vocabulary size +k_values = [10, 50, 100] # Number of topics +learning_rate = 0.01 +avg_doc_length = 256 * 256 +``` + +Create a DataFrame to store benchmark results + +``` python +benchmark_results = pd.DataFrame() + +def benchmark(X, k, device): + start_time = time.time() + model, losses = fit_model(X, k, learning_rate=learning_rate, device=device) + elapsed_time = time.time() - start_time + + return elapsed_time +``` + +## Run experiment + +Run the benchmarks + +``` python +for n in n_values: + for m in m_values: + for k in k_values: + print(f"Benchmarking for n={n}, m={m}, k={k}...") + + X, true_L, true_F = generate_synthetic_data(n, m, k, avg_doc_length=avg_doc_length) + + # Benchmark on CPU + cpu_time = benchmark(X, k, torch.device("cpu")) + cpu_result = pd.DataFrame([{"n": n, "m": m, "k": k, "device": "CPU", "time": cpu_time}]) + + if not cpu_result.isna().all().any(): + benchmark_results = pd.concat([benchmark_results, cpu_result], ignore_index=True) + + # Benchmark on GPU if available + if torch.cuda.is_available(): + gpu_time = benchmark(X, k, torch.device("cuda")) + gpu_result = pd.DataFrame([{"n": n, "m": m, "k": k, "device": "GPU", "time": gpu_time}]) + + if not gpu_result.isna().all().any(): + benchmark_results = pd.concat([benchmark_results, gpu_result], ignore_index=True) +``` + +Save results to a CSV file + +``` python +benchmark_results.to_csv("benchmark-results.csv", index=False) +``` + +## Results summary + +Plot m vs. time, conditioned on n, for each k. + +``` python +for k in k_values: + plt.figure(figsize=(12, 8), dpi=300) + + for n in n_values: + subset = benchmark_results[(benchmark_results["n"] == n) & (benchmark_results["k"] == k)] + + plt.plot(subset[subset["device"] == "CPU"]["m"], subset[subset["device"] == "CPU"]["time"], + label=f"CPU (n={n})", linestyle="--", marker="o") + if torch.cuda.is_available(): + plt.plot(subset[subset["device"] == "GPU"]["m"], subset[subset["device"] == "GPU"]["time"], + label=f"GPU (n={n})", linestyle="-", marker="x") + + plt.xlabel("Vocabulary Size (m)") + plt.ylabel("Training Time (seconds)") + plt.title(f"Training Time vs. Vocabulary Size (k={k})") + plt.legend() + plt.grid(True) + plt.savefig(f"training-time-k-{k}.png", dpi=300) + plt.close() +``` + +![](images/training-time-k-10.png) + +![](images/training-time-k-50.png) + +![](images/training-time-k-100.png) diff --git a/docs/articles/benchmark.qmd b/docs/articles/benchmark.qmd new file mode 100644 index 0000000..d039176 --- /dev/null +++ b/docs/articles/benchmark.qmd @@ -0,0 +1,144 @@ + + +--- +title: "CPU vs. GPU benchmark" +format: gfm +eval: false +--- + +!!! tip + + To run the code from this article as a Python script: + + ```bash + python3 examples/benchmark.py + ``` + +Let's compare the topic model training speed on CPU vs. GPU. +We will compare the training time under combinations of: + +- Number of documents (`n`). +- Vocabulary size (`m`). +- Number of topics (`k`). + +Experiment environment: + +- 1x NVIDIA GeForce RTX 4090 +- 1x AMD Ryzen 9 7950X3D + +## Conclusions + +- Training time grows linearly as number of documents (`n`) grows, on both CPU and GPU. +- Similarly, training time grows as the number of topics (`k`) grows. +- With `n` and `k` fixed and vocabulary size (`m`) grows, + CPU time will grow linearly, while GPU time stays constant. + For `m` larger than a certain threshold (1,000 to 5,000), + training on GPU will be faster than CPU. + +## Import + +```{python} +import time +import torch +import pandas as pd +import matplotlib.pyplot as plt +from tinytopics.fit import fit_model +from tinytopics.utils import generate_synthetic_data, set_random_seed +``` + +## Basic setup + +Set seed for reproducibility + +```{python} +set_random_seed(42) +``` + +Define parameter grids + +```{python} +n_values = [1000, 5000] # Number of documents +m_values = [500, 1000, 5000, 10000] # Vocabulary size +k_values = [10, 50, 100] # Number of topics +learning_rate = 0.01 +avg_doc_length = 256 * 256 +``` + +Create a DataFrame to store benchmark results + +```{python} +benchmark_results = pd.DataFrame() + +def benchmark(X, k, device): + start_time = time.time() + model, losses = fit_model(X, k, learning_rate=learning_rate, device=device) + elapsed_time = time.time() - start_time + + return elapsed_time +``` + +## Run experiment + +Run the benchmarks + +```{python} +for n in n_values: + for m in m_values: + for k in k_values: + print(f"Benchmarking for n={n}, m={m}, k={k}...") + + X, true_L, true_F = generate_synthetic_data(n, m, k, avg_doc_length=avg_doc_length) + + # Benchmark on CPU + cpu_time = benchmark(X, k, torch.device("cpu")) + cpu_result = pd.DataFrame([{"n": n, "m": m, "k": k, "device": "CPU", "time": cpu_time}]) + + if not cpu_result.isna().all().any(): + benchmark_results = pd.concat([benchmark_results, cpu_result], ignore_index=True) + + # Benchmark on GPU if available + if torch.cuda.is_available(): + gpu_time = benchmark(X, k, torch.device("cuda")) + gpu_result = pd.DataFrame([{"n": n, "m": m, "k": k, "device": "GPU", "time": gpu_time}]) + + if not gpu_result.isna().all().any(): + benchmark_results = pd.concat([benchmark_results, gpu_result], ignore_index=True) +``` + +Save results to a CSV file + +```{python} +benchmark_results.to_csv("benchmark-results.csv", index=False) +``` + +## Results summary + +Plot m vs. time, conditioned on n, for each k. + +```{python} +for k in k_values: + plt.figure(figsize=(12, 8), dpi=300) + + for n in n_values: + subset = benchmark_results[(benchmark_results["n"] == n) & (benchmark_results["k"] == k)] + + plt.plot(subset[subset["device"] == "CPU"]["m"], subset[subset["device"] == "CPU"]["time"], + label=f"CPU (n={n})", linestyle="--", marker="o") + if torch.cuda.is_available(): + plt.plot(subset[subset["device"] == "GPU"]["m"], subset[subset["device"] == "GPU"]["time"], + label=f"GPU (n={n})", linestyle="-", marker="x") + + plt.xlabel("Vocabulary Size (m)") + plt.ylabel("Training Time (seconds)") + plt.title(f"Training Time vs. Vocabulary Size (k={k})") + plt.legend() + plt.grid(True) + plt.savefig(f"training-time-k-{k}.png", dpi=300) + plt.close() +``` + +![](images/training-time-k-10.png) + +![](images/training-time-k-50.png) + +![](images/training-time-k-100.png) diff --git a/docs/articles/images/training-time-k-10.png b/docs/articles/images/training-time-k-10.png new file mode 100644 index 0000000000000000000000000000000000000000..f4e5e222b6a3aa2f6975d0d01d1e5454032f5658 GIT binary patch literal 80374 zcmeGDg;$i__Xdm;0z(g?pr9}#N{4jUP}1Ec-Q5i`qyj1>Eh63BAdPf)N_Th6JBU8t z=lT5B`xm@F7A}_eeb{H89oMz@*+Yn&j2Jcs5e5PR0=D=YVFd&P93TP$`da`p{K@j7 zr5OANy6qcv2LuFqvb%qXuIc>F@Q0j^B5IC`HpY%FdiF*L(t3`zmNt%-X8Is!BYOuk z8*65IPI@L(iYR{OMm|wqsB@ZXd$;mZNY*<=ac6WEfPPQl34%hvm zGveYq#~18@b#ZZV1qB7_>gr#bW~2+G6B831on2VIv%uDd-o1MVgAx`_7fO6;=H=!6 z{yp8^-oAgc|M>WrnVA{(P42Z{P3CweY@*`l+zxD}9`>F*q-y-v&PnHLCoGr*_K^ocGgni-R%HZ;9^Ey7if;E4D6hu0i(2Kcl1 zJv=-n**P>5J7Im_=H%p7J-s$RM^5ccZJlndudiS4?#?T#ob>iiPENuGvttHg#&*V< zmzv$&T*qnYKK6bb8X8)0cA16<85tQC^)IV@X@_N~X_ss7<>#li&kru`adL8Qgojgm zSHiZYpq)@yvN&wMb%Kd`$0=zog`si3x0^aLLl@xTWRh__$)O;@9D? zm+lpZ4GlZrzMXV-UafDyvbFuoMiru4KGsdG9h@l@D{aNbE-WmZPfpHm9xrHWF6tX_ zq;qV9gq{u#p3lz05`^~m_sc6PV7_<<6_s=QbB8rG3p%=GWo5Mswbj+t4Zj-BMn_dk zRYylhFBTWTuBF@Y2_M|`$H&K$laq^!iz_QDOG-*$x3@JlH37K+o(aVhUesGYB(=f8 zhe1@GUhI)7RP5e`qe&KuL3Asj982rljf84Q2nZkqabZCv*QxC$L_~NZ_1@eI35FB;E2*Y>qUJr;fsW1Rob zn)Uzn;6Ez&1c485HMCu;>TEw=UGh_~Hp>%V99FJ1pW*t@EMdI)t%==`ItDGo}R#MwdyQYxQN0hYt2M@bkKk0th{$F6$E|C5xtJ4rl?yqbBo@aL0RaG=<*{CD3&!@|;KayHcD5d# zB>+T3TyCBD4hBpEpy`J>E>k4DLF}jc2W;hJdp#Y~8aeqrvEAg)&k+!SfLgbi-2iMi zmM;p!?D#4>7|_SDTU50_a4Ug;%+;=39WxKmOxAoXevFs}@s)wJl}&X8ES!uK0pZi+ z!57uV4Ffiv!vY%Q#adVV=Jz!I7p_0I*?|Bw(tutKiR=rqyeE4L8MQRPKGEloj~n@? zxU}e2WOZjXK(r$>g03EZwnvI2o{9W3?l-S59nvyxJM4dE-$@sD@weGmrxDT}SEQR> z0h!uv%*!w#T}LA8jXaOb9CsPgCYb9$*6ZNG^#N(^D1o+9VEt*w;dMR_WBO^u7{XHm z8QST8VPctd*~~kZAtMNYw)JBd!|W#KgfHCA->*-66L>P6el>26$uM^_c|k`SSiJ3q zhNNfgWn*wrWv}O0LMAy_YFN+}@fkME(DkbD`Oa@^sk>^BMm=m>32M*m0xK>J3DgIlO0D}wt)J(!^+=2jUF^YCz);8kgHu9tlzwgzj2 z+j-F`p=ovgH4kBk*j3q;b=$GP`TV8ko3tB4hK5eN3ayeoTQmfLTtC~lF5hhBs$6a^ zcRKR*y)EcCcbv#<#xX92ItUmHJsY&T2<^L(&72g^>@R+`PQDF7T5Qt;HV@Xc}WNGB%UP~lX<~PW zO?9KhMOe#9LqFXUogB`QKG3W_C=pAt^4FEh`N-t9ooC#BLs!bPT?7PE5QeAIjr%tb(bIoTSaW6R^3{TiuSDooigatvNSC=U(r6;WBaO8S0P1yJP%*<%m z0d0kO=F@&5112;(#UY17HLlm=`$PM_2tHO`*C`hX+uo;mxqg*p*6YqVr<)xa)k^AL z%dNgsIG7Z@n#LUa1*?P)$oGErb7HNj1?braz6Ce^*mEGm1@8>F;`tuj2(N&BGm981_8Rs=u;c@l~8B^rHlfPP{b7wUDjZgYh_PvzJZp3b<0R>CIjnsoi$8Y<=D^ zaZ=xWIfrRrLv&O1n0MJIvta-ADRbX18SRJ)cjUK@^1pfnn9PiG^6OQZQRd~mXnAuJ z3hinXZsQnlM>K04#!n{07;vC;Ru)EC8q>qf&#eo06W;CIUgo|iR3XLgv-3b&T#<>C zjc4P??L}JDAGum8)xDmNCj$6jVva|0Pxpr)QgO~9A`C!4v|};~DT$rlUbSumQ;E6i z*V0E{i=smq5_#X}d%P_%7MX0E;7*8Pt6>XYbFRr2wB0)oVqX+F;uP{?J+35qkV~K~zEc$g8eR}Gtckxwz&&rDq5 zpe66-%^SseSZB=2f-GJ3O3kP9$D)`WSXpNR(2s0QysjrUtoqLAzu1o*+HG3zte?M( zTDp}-4?Huq;M-Ff>Fw-7$X=5RK!@3%$X zeKiGblX&vi&=YqF5;L9!-K?5pQam)y`Z~%h%C5yf-x;!=JK+1y%5cj1W%AOGLn_NJ zofpR&{K5QbU8YAArB{iCy6Gw)yo-@o^qU7uTkYa2H|dN_08042;bI4Mq; z@Mc!o&wOgjZB49`F`GtvMhr8$r7mF4*dZt6^uW)AUXYsy-&Ld77w8-I{}|v6C@P_f zE;L;nqX(af`3aK7tV8ixl$&#wj1MLv3fU5=G1X=ML@m*aGx_POy+cuk;39rFNzCG6 ztgSGq=Gg^@!!SugipS+wbNpsXs`@>}8WHRb4~q+_DvsmiN!0=auDFYLPGn9mjX3=W zKg(M4N`5*TI7*`%s`!9zW=nQpx$RECn@sruJx~G_TD)4b$ZL00A*J8;vB4dM{VnG( zhqd<`ROqAZcZo0Mc zD|&d481arq7+J$}^7ev7_k%7n2KnB)`ij@<%uu1#nnr<6ZmG_b)mkP+8A3lDz`~2# z2`Q>5CW0a))C#wPH&jP-M$R{Dvoq6giGLlWe4X4emRANCCl^W*Y=cb*F<$yw#=(Ay zjtbkL3vR+31uf8w+(N%PoK2`3YC;%z?s13mA%Lu2wZpUOD}9iyJYOM!kbt1=G3~*H zoLjnWr-H8Ez;a|>1r{gD2RHT2>-J!^Pv(IGP017Qz8cs^>K3of&W*pF4jkCo{V17X z&}xFd^R#o%j7v^Pr+cFQrwH+I1*`)G8(Vc=^ApJGOLy!s5P#2H7!W%OP`|O%q|Vg1 ze2fh(Tzz0n{Tg>a%C) z8(x*a;=#02tS>>SOI*-p>s5+x%xsF8Y?`Cp*IIQhRbv~;Ay2p^QYGUaM46u0ul~%Q z%jjVP!b*|6kk(J)z0`bS!{eAh?`#dld11_q0l^`o+NN2>cA|#NTlPJ9f{t9|fk#DOuHWJm8b%GBFaJr42 zmXhQ2d7m);S^u&#^_cA~`nGareIC0Ca@#hdpdS)Z@8(sshx#^IBi(X{qeYZ=Yz?wI zjQ{ZIqRD=h9vj;T<+wwi*_S7Pv{eNOw}L3Q39It}Wg*9_o4VzW@C+Cfd69C*q9v1! znwf=Saz>%DD$}AjA>7zqwp{m2>}uc4OQ6$~`nx>ZU2ej^LCXd4hrGig<;ww&ku-jV zTs+qW2_a*|ZsJW{9KFHMaD(#3v-{t&aaET zRK+z`alv7+m|4ObPCo~x{mrxa|ps>dDny8}G3vHsda4qsSUhTZ@ZPhdAa9 zAfOM7u^G$V*{YRJKVpvf(;P)>t#DBL1?EhTq-H;#3%KTqQ@uJ;!0d>PK!XOww;xAJ z7+gjreb4yq%sYQ>hiD0|_^hPuEg>)FtU~KyQUaa9-x5s?T$o8h>)A)#qXSmG`?}L; zQeHj1_{^K$H}ft^J$Bda3F!j(Lx~+fFVt>z2tlt6Gg$jEO;tNyTctanhEpKvhbh`Y zRv9zb#$Wx#>2@Q74S4FS%J^rwJFV4InFb>Y>y2-r$8ylW$>1m8npI}l=uHH&H2bBB zn}QD5g2ZdmhPjOjOyYdc9OdS+DaA&^=nhdpZ#<5fdbAnJ2MT)K)gIyiVDR60WySdgI+V-+j^EpP`>SOrC36p)GE-MDK7P=$qGxA-rl* zC6G6Ynrw1SC1vbtk0%IJFX*B~Im18h7=x<;o8QH*9~WB zfA1OB;~GBqONv9?Fu^*yAwyi0ESE=P{1v?~7htiDbe~{?#ePLUNYlj&dovN6Wi-qL zY%O^4ffX&(p_?MT>v6HGlsv7)p9!Y++n!I7*lIjnt=|nMT=W8*y}JU6PH}w01*6#Y z(FlJlcgU+Q5iE3{KY2|~+q&c$Q+doxD{G!)0)r|&8nynGzDiib9QGM^31Mb*caai18HGz1=9{l?^LdYlb5I~b&KJ9>O2K0U^9mpE zhM#*b{!t9wZ(k(@O6)-mO8lIu6X!t>dU>XF$uu}d&(S?U%071F6wUF>>8IHv2A7wG z)Sn{oJzsqa`|-W%4KXnWZsB2}xj2qk9qVtE=zt1w$^KRW(gwlboa;q*nz7!uhO%N8 zji1-GJkg)F!9}f0$Uc;Gzn1s?7#zPxIXH6dY3JW?e4jo8UcMi@MkDOT#bif=UW@dB zu4194{YcP0k+hGdHtdv@TUv^=%9CGvB))w@|FCB&K9i1W8?-yWzTW=6 zq}W0Iz~)Q;(QApp&+Ict)1pO5OFikbc!u&h)$WC@=3jA?Xa;35FXVf%ghs4ivjdL@ zJNMezBotAst;vxldypf~j|Dh5s8CrL`pjN5(v3v<-6z#93Y3+Rbc6rur|*Cn6XO!z zV$6Z30EfT>rJBcqbsR9_3M_r!t`9Rn9-62LDX-UV^I@sHhuz_`$>+a<+^vZs+ek1hwC4vPOm1PX~tD(-He~QOzEh0_-%}?U;ezj&8tbD z-XQ~szMquYqC=Ca?^+*Mda_r)(Sicm5#M}MPZv&1f^)0SNQnx+oEs1WjkIrDYwd{j zN9XFmBvG16i1d)=g(slq03GA(-YEWBhXry*2uP(tx zyG}Bf+p1sgln^lLky*0wxSQ9hzlY6Qj4vzfv8#LK-kU3ojn$iS`&IpdMz5L9ln~Lv zZ_)9UH*;2^H$RHm80|O<0+hFIX8LRLkW+2Mu7>PzKgRG6t#d5Q|{f*YuEOFsC4&9xv7>SFBTFSaHI&ho3cltNk-}y++O+R@dD7 z2~VoZ^Z?Nt?0m(YKJ9Pu3`U_QnyD)O$5S1f*cH&r5L+r@b~-nyE246>?5IYS(@EFV zBkx@k?dPJ=of_U|?*%BQJkMUc#M7taxDa3cFepcLq74^W`m)~`zmhpyk7boaIDC|C zqxosK&_A?5xxPCo_d=~!euMa$GM|l2YBt%>05bkwR)kxIz&^cMPq>0e*r2xKeIDGq zAfPhB&AfF#45kW!;g6FN}WNdUuPvgK!cj20Ra`btEv zfqY#VTOu2*ECaUb=19d33E%FDy2_#JX}_f0*fzt`-nd5;<0j>xTQ=*E{)KjK(ZgQYkfxhHGB13+oE;y6mPNOgX-zQ zE3*NCCsLiOi=6=*6@W+%w!o|Rr^>o#l@aA*8nWw1Dh*yuVl_T{3{La?H+kI}qZ26^ z(boavkCJgVhhF>15plAJuFvizjeDA|Gjtqlm(4gcopvCnI;MhpPqz z97DLhSsI%@Bm(+gsr(+XkOYAx9I{|TF$Ecex91ea_T{Do=9O<1X_NAc*y1&-y9$AT-WS*xAdh{Hvw}RlYMsWRB#T@U! zPl-zNv0YbEVKg2I4>X8TBl{kY7|xlrNO2Z%ARhb#PbQWx&FEt;>kp=;Kds+jOzNt@ zp7*sM@@K{-SASvPFI}sK)I7XCO5iwn(zhxDtKO<&U=C2LI9DUpCq;{BuAb;O>lVP* zQq{=V=es1_%FYOvo*x%W@6!J|y>tiE)!ZaJJTw#+pM&8dc&m}0^o{b1d6(D8aEwVYNK@*a8d{HgTa zY_aO6{iVGH_d|fN^QtxJQ;q31zt>UM?n09AcmJ09mF&dAE{6hq(`7&@4I zryH|EwZ!o4VyFG1-rRX(8UF8A-J62nIOWP1fpeByL7(`jhSlyKFTA|S>@)#D&+x2v zck^^_^z_2U;5Xt32x};iBeJx}(qHm}-LFF=eylkk$gOL_M}2qHZuRJH3_|M0ROllpcsFaitylH*fQ zD?%(va}Lv51?via+T%GO04`ks^gs&;fGMuhR#=Di(lw(pocS z{4k84_HXOQA=a&_%|fdKd6^2?PVtCJC|MYCkBfYigQrQ@U!qpg0qH5C-EPg#YbiWZ zuOD&kR)3UVF-R+W#X?3BVFEQqP)5u_QbO6*eXO<89PKAZO^T{<)`>j+xZB6YFVMGuBBgC@D7&1DAnk4cE$@Q4(K@fS~XJO_0Bx z_RxCj&N4sHe+?0PxNPOa`Ukm}=`PUC6(vOX2_isT!q&{4zx>38IwL8S|b!k&7lFZs4$?%OmK|D&vTAL=qQBTF5Q7<^+ z+?gQ@18)8fG`KsK61>~LtuqD+p(OSR-YKJuhy-3Z7dV&xAX=CZjvDpU0MUHV*t$2gV^`TPMloCc}NspimooEH>tiB}W|k!`~KD76d`l zq<^CJ78u%3EoaWEH(m-E+N=w;5!O$8pb_WLhDq6Tp=BD2TmStm0HNExB5y#@E2LB< ztPK-g2AuJ3}}(5kX-_Kf# zs&1Mm7CLaD{Z$3b+_i>8rLXp(;gqr#>3s)!Mphf^cI3Eirx~Y-<+GM3Cb%XDG;DqCN=&OW~jQ|BAnBNrIt4_9R^Cc91*}BC) zbi(bFK*++@v%8lHhyXDB_W|Jjd*S~l3ppD>0r5K$_`x4pes@YK_yLhX(8?G^FivAZ zV-X(s_B{|OiRWGq5ENk^3gkO4VR>B?#ba*Mnow94x_{8?ITx{pHYS$HH^ZGmSYeWx ztfFbA5?sv)1+Fh6{@vxgk+3;Zl~Mky$)R0^+I5!N1i|JPPkx=xV#>xIn99dLc5eCu zz8t`N@x{p&oRjI@*dz>VnYC%+pGG?k(}aEVKhqXBsYO;OnEtC#r5M29Ms*(b#(Jqu zQV+}mEJxQ%u8+3BSWJIZOrsl5#Jgin$CfDt*prT#;xf4zh~#aLtH^(=9KD+U!Wa+o zH4^RK=uqH-GeB>3Vb&W2obYk^cu*Rm3kkq0*--LnN;rKMAO~eHq=0%r>W(w>&!qB; zG4)u|EA6-n;2ne&7i+qvp&`RqhWDjP`!%^7HI&p1tPaaLl1F1GX*h+qahVBw-XQ|-A%Q2rBDmhd9%@Vacn1p zWpa{&197E%e;JCFVE)D7+qn&h7d>4FgP#}N-LvYVF zTG!-R3&3SG>L;GZMqnh+coZ;|I~8CnkgR@iVL(UNEUXq>;dqcGscmakBi3^1xFhMN zO8vx^2>gJ{?RSo3!^1e98k%c?NHMmV!s^aosA<^tP8q;@ay^?i74Vu~xF_}e1t))_ zn`7@Q#qI!Gu^1kz=gwU%!_5|~04}Y=DH19_Sza2m3(mCZ|0<{i*23Z_RdYF79mSyQ z&v^u49U>@H2QbhsIa~$|QL82|#|DL*T)u>EataQA`%2b4FhEmY`)y+>nYQ<-Q{i`0 z-0HrkA^<-bk~?Sl0$)H8*vX*Xi0qp>7D`q%wpq$l(7n+dCRWVF8lGY^!e$f$c0oJ$ zq!Z(=0NW`htSpgH4NkXVX^kMn6T2Vsg%Vu;kTO1@zXAoQfe>GEjK#QIVDji>jb&9? zXGSIP^k>Uae1P02R|)#!XQHzAnff(&eV1S;K3l9JzA|RPxVqyKvqJp+GpIR7y=s-@H5EazTS|hKg-bn0h z5&RFjm=*zR04XIkE{~zF_X(Gtcag`a4Axjp)_CW0fuE^jehz$CjtoPZv?O$} zURokV3f)&Aa7@6|`T6ebGB?WVmkFd^ZzS!rozb)Zs2)!aZMq4CJjoLSxa^27zkoKi z-pHTSY3rTm5r93dbt^=*s|=r&i$R0WK~Tl!iWloK2g_gGU+Kx;8z42r)+BYX9IzN}H6UHutH2x8 z0n55D$oGKm$BCu$m_Hq%{cmnd0*E;wRaUynZQ6hqk0gfBl@p9q_2!X+M}#MssY^?~ znwPmmDc~8%fA*Yy0S)sEl+!gTD*;+(KTYWGDD2@D8{sxO{v-_`9btfmV+LAp6`E@q zIZiwFM9KdfYEhv@%@z33Do<}zy{2W>uYege72v;U<=tg>VfxdlOUUa?GO6Z0ZdEz?fX4m1HcR-Dx% zTy_5TE#k@YLeXuGVgnItlKd4F-$9Py%%f=;gn#jx^rL1e6mZYTB+rTG>=rz4!V*Jd zjn1Ar*C<&@&FiMah3!Dutmr}l!`jS0SInC}6h4#SvXsL8H$tidx>ImiIC3l9kh_*1 zvSOxA{nYDH`0S{iOinLsQFZ`vHQoN4#jM|h*(;01>NS($mbx4LA)yQW@6;2(53sEc zWfd(He_^PpTFM1hBB->WlHYPTHM1TkVbuY+dYokqF5YWvD_h4tS=pn{`oIA2wThR@Y56*>`Dag_A-sRv;3IcrhX zTk0>$SE?K^k(#2g=WK5PCmShV##>vI1wY(}$c4{qn*|-GXtQ>sU+x^zpRxQm8!~|A zPc!QQXUyI#wpw)GA5JpvRJb&1I=TW<`PRo2iKMQE6!likw1OwF0gIVqL*D)=kQhYC zbg%5|`R;`*_X)dip%U>GFCw`AL+4+sAz4OU9e{DB+p;26&QEXhb=So@O4rO2dn5s+ z=Kg_WanbY_H5Nvq^&&i5hnOSHtTf)}dR&dz0r9C^7So@8DX~(;4wQw=1$$0vUqXkw zRBNLJNE#oFo!HLMtdN3vME{cxc_=H9elynb!o^)8 z)7gKOc{e(odgdQC_ccD!GcaF5h5+_^0jU{AICI%1=x6iK4Lz+_2G`}}L)}p$+Y9`n zp>o4~I0SULCWi*;EBV}_7zN;wAj{Q?f&G32O)Tg)ZHNyFG{sYiENeg4p`J|lH zT_w2l`9Bd=8BXeLS$w#Jdsp|mCU6q!uhLl9vyive1^%sM7b*_=8!N9P>Ps)o^kl1>zaPi1DSWD&#%>#1qx3T>9WlRD1&Z zzUFAjSz>nUx}VaXKdXuN>VIBf?(z&f&vETIPHiCUtd$lY^?bluPUzcS`eXwAA_J$~Prr*#OKwsv^p(Rpx~*Q$a5 zzZbu&yb0qE`2mS)n4TkWTl)gX7yw|o`|4U#h-q2s;h#D_^mncPHA6fI1MgTP?am0n zz(X#y`{y7z9l}S=cJS5%`~V81{N0H75|KZqmin>P1uyRbU`XfIvp>&4law!@#DCg{ zKYNvTyW)YdTzh`&@B&)b_eVRx$9)MruogPmos56ZH9}pVs(*ZUrhh*(5D9oaQNMwA z*QbD&op2ugF5m=w2ZZk1oIn3hYJPU#$$ahnT`O*e&AEu@!y=SL;mr}e-MKeQ77g)r zeBE;luV~WAp#L0;t5h)hJCDR;yyi!L`lmmFdtYDjTKH2}mNTXmR(1!=-&sQ#;Fg3e z^1D8hlP114WNUCKVbqob4FC7|ta|<%qq1yE!|flaeYAnvpUa`9FZ($(F|ME_Oe_3lkVL!o>Sj%f9kvqwL>b>o&$L9vWt@MA^ zN0=|RVyh~-T>o<6NZlA=O9#IJg$ED>`f;4|k1uW=#`XO-3{H;>PTinCi|Je?{^ukM zxV`;Yi`t%B{IfLxk+l9h|} zf4J)g?@sr}2h^2Km6^(w+?I}bbJ(*o-lR^odq>x;*K0en(hJ zRPcj8F^51L#WOH&vsy&U|Oe8H^f2qJV(TVckRM>y~9$*P~|D&4}~W{w4b4h*c5_ zSpYs}dujU>U8ZwKnBoqFM2#6FcwOutjm;+(u&<2Y1r2jk-)Wo=Sd7i1YSSP&ZYwo^ zGPyzvg>2Kw0!#uX_J)r{KLo)$%IQ2ytL=$GZG2*;q|NafG_ou1vUyuJtuAS+VTdK1 z;P3I`+|r*4jks>Vz{MmT-oOLo06r%Jo6$n?;FI3Ep>UZpdWk~(4r$25T+ZQmYf?{D zSHcQl(LEA4?)A9YbVLx)|C708Hm9q%J7|NEV2)^AK0?!5fp@>FsLnJeDq%T$-Qn*c z5Ol@YrWa<5pT}ZAfglcW-9%A;s*`Su2q}rJaH#UKT*4redwm-<)WgXoYP{Vg8Vq%S zv|e8}hq6f1_h7xcjbVTy4?X5)PO0VYku9iGir}hYPT^j$;gM^W?mEg^f!}i6+x`cd zD8I6`Kip8y(HGkSQPId|GAmT9p~xDUUv|*(TlyebGf_mY?X^Jq+@bP?@su)t=B7bG zfK9ganZ3WDX77}XmWHmyDaccn*LBl7QX=-U!wlXe-Q&c5wBZU{Fc4`Z0(d($u<#ao zRW=qX7S{K3Fjn?3p2C?EL(f%#cl(eYdN#_8&j&L)3Mi7631q3L_&DXld3EujjPIuB ztGgr1w!7k(uO__ExJM=G)tk|?%e6gq;%5x=sCW?HOT6a1s~ra`8h^hpl&>j=cshLPyL*uOSw{A$V6d<6mf3bGdWyYBYskOep047m2j-*_Vwa?dXYer z|J$Lw2{&~B^F}WGDKF3M{$#ieylDo00dh^G$ns^)eA+Virq>1-$!fNi0?GAPZ#j3G z2}IOWdTGswQix8(04qFAdP_x`>qIrQ6#U67GFC(eqL}mF2ThJ&{S#18E%Sx9*-ilO z*YPSe74X*TYclk8KkWKYu==FNR8@koc}oGri@C^tlvtk#lxaPlC98SZ0MLs~Czg{p zRj84jK+j$8EQJ1p;%CbAbFqWFiN9#4IJnO+%a@%x&>7h=jRFz;zwJ!oa0A`Lj} zdS%Lkxu|&3S|<%?%;M+ba%&J`Zsyd57PW2KlaDi_e{E+K0>ae=Q{eUe!z)on{|kig#`QyGM}s$d{}BUAj0Ls!D*pjrXOlcn~V}*gQhfU*FdF4{0p5lPzhNreDG{ zR@(f%+xQQ?dV?W0dL>ROALHf~a_#4Y@G9fpp*%-D=Kj>|&E-*d0WSw;QUB`0XBz)d zEgsmF8apY(0GS{YF6(tpb^SOy`AwZ@@!Luina2!tKQ!^yX7 zj9z88bexUGNfGWpQJ#w(KJAi%d*gQUbwpM@>JxwXGI!WO@fgx+kxN z0GFkpBddL{usdMbmj>XnDZTfnm!)v|G-1QFYtzeUNZ7o;_DNGA&3@K|1iJru%6rax zk#5Ph(LAm@8Z-6TtlP+pt$GUQgwd?FoP7AIF%CgBmH&*}0pUN8fLm8Sxqt?4{!)DXc z6Dm<2m=W?O_*#hfmK_4Pr*vPMcC4oTjht!Fok=f2&{IxmTR>5<%|Vd2SpdW|rl>xE zAnkx08a|9jYLUXz2lj+B+n-&-ifajFh_^e#%+A<0w`Tv@iF=ZUwqtEt{dk z@|w|+$YY$RRtLI(`T{2Rwv`Mltfwe{U@L5{mT;MxNz%RLv$;QUwykvLz50%GK?C$q zk0fg=7U}Em7ae*yoLV&8MxGgBe;Le>J~ClEp! z-1Li2%RNm(Q<=yWg1PqmZ8(()Ohr2n{uB%%R{IqVo;?~4ynlj2lB|-nKH_SKrVIJx zpfBbXba*qwM`K4}+1aCVsff`F49Mj$!AMrS^ z)pv@+_4ac6)>te8`(n^Vv!!d~79qd3OHhm7+`VB%ITC(=tIe%IIf~yqbVVIF(i@CD zhWbw0JhC+nCb3taYwQ;aJ#nApPPYMHhyKmquVyBZ4y#Km*u;qv$tMw8ggmcdf*Dbx3?IGw6 z3il&`<~}CRFqK5lD=EfZ&)l*Vi<%8qDJKaaSIhe}uE&>;YGFZRta z8EI5rgj0fq()_&HaC$zxRj21=7bO(Ahzt*TB|XU(Ii2NmVMd)~*#cn6m}) z(*(^h#N{hOyo*#vxxFiLK!NM2Re?j|v43%HYZkNq8fms6XH3aBu(p^lu%_41w2w*SK z-&Jq@19966Kf$>eUXSCs{s8f5pk}~bCHi}C_9tzU8JTMj zhj?5qCl;1e?)UmfkVx;;cIcxYCaZQ9R(|&+1RvM^;U*I{O0&u-W6a-4_peQyyY1&g z%RPG}|3{d2anoM-&a346Gyl`3?<0Am@ zh9)lLW3jo0-9^s-_1_`~_%4%g=UM+}(}snFUercXQR3fC=09lM=^yK`+7ct1flVLz z+XerqLusy&Qa)aw7NppPs)|#H{of{k+1Ni~+9DdUAdc?HFM9HScN4MpuQU%s|5j>j z&`oq#!TqbDZ=CoVPj(*=cT>!@-&0Io;EideU>nvyYg2yr+n%QWen0$Q{?F6US=6P7 z88%lVJ^DAl1M43-p)b}p$ceAzwC*4k1cm#Lf9-eIZv0L)k?ox2f0kqT?5B3#S2^%$ zt9Re;3F-S7n}f_%KSmRla;5M8Bj-mTcAu;l#)Ft116KI^C|WW&>%ecJ_GvK=u5E7u zurUu9{>H^KoW4F;=?t_7bcowD*7tU|;XFN((Vk7}BlI|ob@(bA)i{^3cU34nyAU9y zyZec>Qq0;h@n`ukHn@i2Z|&X&E^7L&=O21+h2}apk3zvGO651K4TGNgX~is#WjnpE zBuSJLwq7X>7h4uOE%O%s{VV`XCwOblG}m^KgZSC5L}g%R$Lw?2m`whkA)@1Pv`H@x ziL2q0zx!lCkx{p&Hqw=K4EY^UddYdG+^=Yq2<_1I;zRtNV=S6b>2G;3KpQL7cV_z- z>Px$L6fa+YQOtxYwZbo)?(dW+O^LN6sw;@4qVJ;nYjD8pCstwZ^-5#?9~mKIqlyNu z!@{EAM=LGd_|53x%lhiEeCX?;G+hH#DHw23XF5ClVZGV6RHYm47{yGoLyPRc{aq;J z)wyFNHY%TVFB$y8LSPVMu?JEc59Xh2c)hgvIDE5&#m+>TUqkkd2fi2`*wa<(u-ri- zMOFRKi2~xPm3+CF1gv;osmDE@M{iprK1{C?w9+E6b@o+tQfI~O7pgMSZzRV*jOl(NPCNV+7Fl< z6Q~Z~C%MPdTsveZ>mWZ@u-~Ug@oYt2_Hxh2R$dzWMiwWj3~@SB>`&Vo3c-hDV)Gp) z+~pS^e)Cw>7Jt*P{JHB_8!?1xu;xK$J4Sz?`Ba&GL&^o_Vop?nSwur09dy6?W~7K{ zb>>|CTv7q83%K9Wh|VJ=#OOeoO{o9(sBx5;0$_E+?qIw?$zmwHjO_9y% zHb878PH}9J^w4(DH4jygn65DY^FvqTX&DXozIDLgjCmA_-AAY8W>}rVXL3B4e-G!6 zYJn9QNO5m=yvIx-bj5D;VqhgQtKzx<+tC$Uv)pGK(K@fnQm4qkN@wU(1Ss_&DQs=k zTAHbbT{eq8(^Hwy61g$Xw7*1AyvKGf5Y4aK6SE?apYog4BZ2M6aUpw`ha(x7{pHUB z_QN!k$!);Tq9_7qA+EKpGaUMiDJRAyn0m1WPvqWbmD>+xOm93x9qB+!sNDMQpb`Ap z;jehR1vZYz3PF>TBf8%Rrwds01QFM2TR7IuXc#(pfO)8J=hx_7(PN3C>R8&cerS$_dL)c>v3sh`!&7fLgD zR9=%q_ewDIuILM8c7T*RYn0HY_^`$5I;fn4ig@cqYoI+Iv4R!D91XK&mn>jw%PAtS z+FBP=EQQeACxi8FpesGmr^Q4OXg&B-sl)7VMM07)w*sU%t zWe*^#1AI1q!c;G-%LjQvh4*dxMtG1dneRzq6k6r;OeTFo$a}@y)m%1=@o6n~8(f|h zB9!{v-GrHf$UaRsSNJUdp1CmEQIY+o)Q8~s{3s1bZ?c-lQ(hDRq*tF_t#>@@UECBM zd6N*60Mt={&voMuA2*Me+=N_(h`}oDj)f){W#AvxAZC~Gj1h}It*oXXo?DM_*TUyd zQ0nhwOX@Lc|4Z|~1k`q?E&X@;bsnO^!H6>8_4|FQT#I=K09pL#F&i&kP%g0pu{;47 zi|wXTeb&YVE9EBT_sn2x$#sz@r21VQWfTxZi1NS&TTVcS{>dZsj|k|CuS$@Y+JIyV z51k7fg|rrNw4W@aJ|v{o;-QJHVYi%ld-xLmSD~J@<30BN??EJ7I~3z2e#tHO*Oh!`)m{~dPdJZk=R6^Gxv);H}k2r)Ite_;kr ztnA;(tS=fk99c-}+~N8e_eEIe`L*!}aSf#mQEF{;7uTE73u%(4DY-qxy(Q_8=bK9J zk{rM16A+O7xrl7*e~Wd`TvX8B1J41bKGVQmpvHb|04~>4u$KLd;}NHOcEQgRijFI* zj!_ex(b&j(Ay>vG87}iDBf!6jeT`+EAks^JN2ac-0FPf7i$PIP+dNNafDQ78RkWiZxO=}?LvuB_!oSE;V#+x8QwRebo$i&g*5(5z){yenM zxH_S%FeW11Dgvd5-ikiiu{bh?9VU$xVDoUtwOwO&%ec>*aYP})^7NNtPqoYPhK(NG z6V>@AwknGRMah$=H^IN{N7yXICzRDI#DS*@u+W;ygswF4KhGy!MTs4+!KRL+2V*@J zO-7Y+CTY$P=H7Ung>_#x9<*4>F&J(3_N7+x%QUWzz~>_*c+DKcGOff$j_m&rS63a^ z)Yrx>V4{S=1ZnU`2uMl@2r_Aq93_n+-QCKD2qGyUQc92Rka8d>(jXxnN_RK!y#p2A zzxMgud(L_4`^0(9*;Z`I2s4{*f069V@ief@)JEycw9dUTt_3kxS~;QgK*ZznwTG6d z0cuwcjzBlNJXI~`a9PU8J7&W5YyM7L)x=%$=Z=%JNGDP-Ta_=%=9sm zDZMF>Fn&GezHV=z=5?O_H(npzzA84gS_WXJ%a$b{?T{#)uPzM;DH!S zu!7T*k^f6K#*cPaD-FV{dm#%13Ml`cY+gqLNh=fX8F? z-ZZ$^k8N#bWs?K$6F35fNrn4jc30w*um31|Vm?>x&h~0U`uJ_u;KjX>QG@b@mnogqN(XM5gCD7!=7nqJg-5cq+5eVH&Fu%k)~78GX!V|> z4Xl4TppD$>>Ov(-+zTa*8|dnZ$FEY{YP^2gKNSPTAOT`GCNRGJls=Gg6DVc`!c@GRm&I?OK64cx$x&ZcT&@O z{N1w8B>&XD`{}`k0cMN!?lUB5=~_-&X83_exv-7wLUG5Kndgc)9qszT^>$s2VXpqf zC8}-Wxq~fS-)(Lk;4mHD^m^IvhHi<>Y=GISUgnRI?#HTD9~8|WUpDd973r6s?U_vf z+i~qQM&MMH9vWxOcuMT)8XnUOp_;NsR^2xhZ0O?Nq`hzcwSoxuWA0p#WkNVck7SNpDedrv}TyC+jC>Lmwe3}UT={~)8W^NyurBuC7%IxSN~Qy-@P zNadgHHRnO3WqSX+ALXNKw==9LIG*7JG9raX_8MLpsU95)4_73FvhTdVK|83G#T-mw zg8r`kEx+8*ia)C;I5vjCYJ206vrO8c&34yTQW47qj0oxNc#w zm1%r=Y0KJJUux37vI!3_{Gy<^^t?UF)3nmS19hP6)0++949}Thjo%jFE8t(>3EbPT zPLuF@-D6d1K3TC+|MA5Y$zka?$)BeGg5!s!O=d6G^Q+vl;MQ?$#R4{?Xs=+ud7#%X zNQ*0CG$2ZFSt;hP4sH*OUfdgXiHVg5!6cMJ`0O@2lC-(tVa^o@=lI`M;oB{yh%g;_ zMzBZgCI>OTf;=*HqFgN_taJQRAcgwi4Zkiy?-48>G|XVOqQRFxzF)MyQ<0Nb4D(n4 zZpvUz!0K0Ai7XLX$NF|tg4hEsL#6|8e=EI<*-2K+ zE)_TsS3W*DFOLlv|9#QEoZSLZMGg7_O&X;55$|2O>KGX08Z1EQ!#WOdO|iBJ9p%Z` z({i~0p3tFHg#(fe@zj2&$FIkxqB~xY?byKXZ~@^5oSsXC;=DZsx0FarMcX!$$C12! z&5aKs=L>>1qaXBbYa?xrUgmLtQ3~h|%n&4B5K0IbHy-c|ox(aYF9E^%K#j`^SMM#M zu1QCK46~%)!Rb|{$SX~6$~#oOTJt5m@C!-!$?;~3y0C_z-QzoYv#jJ2|CrX5_pQTT z@RR`3<2Pkm*4)QspVVjRkZndR>6I~b!w zruf1FUn(DD`hYPt8Mv$Y)SH>A;^*iBRqG8v0k_H^1}TJxac_?@z%yd-^6>ee2?4!; zcD`wz3%)#-WuYm1kc$hb`vQ3HG2|l3bybjQ~Lf*iF&3wKOeAdaYoum@iwzUaS^kw|JDrIL%CFbG7qA*|GWbpWVxt7nw~y< zt@rA4!o?8=@`!7@#yXqstJGIqS5@P7oO}cY{rnuoL#lpIQZ3G3S_@B=)h(-7#a!3^ zmH~ILTDu7G`*4Ft#M#;FIi4ziD2xh zAy}>hT3ExxwfNal({CRUW}dufj2?MYfG!=unJgCpRP3S(At@q9P69u>q&|7Qjd1lU zZ5!5kh1cg%&tv84i-v&IH_|jRGWFCZd-Nu3Ig5~unU;d9S3#|5$)LTNY{JTZpHk|*#nZ{YUqtb{iSkr>A zOpOLP>Pl;&3ezw%br}=RxcbjYHKPM2)t_u^1i$GXa8u|ou8%#R16Y6tDXgb>c}!il zE2y_{yW_Db19}P%z z71$H8vClG5Sjn$v=X{OxhW_f~v`k>H(Vf38`^ih-eawdO#`19ec&h7N&XJ|eUXcXO z*SvZwN8jioc<1rFUuZ_CS_{?jP+8p{R7pL~Uxn==z%J`?W;w+D*-Bz!`Aa@U5 zq(2u34&V&NbNd>2VFY6Yk~`tE?bN4G7-d5Zl;8@>PiQMffvTtaS|`g@-PoqIzOqw^Qu8tidF+K-LK((`l{h=z$#VO zJumjRm9!ErN{8z?-=3K^`ojQj?p`7_h!G%raV_Y--=XsS7Y&N@ebsUa`>Q@M{u-PI zx@0!G<@RuDR>ufFA6dK3ug>2G7dJLXyplEr+*=k@R=<>UF`EuF(s_RV!vZaHgIB*X zqF2l1Cq@NoN9kXJV2$adhJUy zROFQ}@U8;_Ke$Z$;~8IE(xa~|dn%XBi7d}c^xZJ=9}D$W3D?@gSD?5|T>DNgaUP!? zX`bfQ1WJo6DK^U3`L%rVqBi==M>nw^ZC zS^&rDF7Khk#4suQJ8PgNw|xBw&YX8S_q@a;BFt@Q=s;5$LLx@<5V$R|61~*G#3ZX6+$mv3UoSV2*j{{JcNJY{etbwxS2mU z6>osRz+#pJ7JN}+3bB)_9KPoP^gts&T)u-Wg`*P{Al^z*^76VIH)cAf0D99A=piM` zqmA54xQVjo@N)QlG%CYh$k9~-iT#l`4fBV|B)XE7I`>T^x}s7s5j_3oq;=5LcMwiL zfPQeq!5zz};+G|*C2sum>po{__ugTMLSGOuukX(LZ%is(x7@7`X9R}3v+&CcvGE5e z!>esS_NQwXW{S~kQAYg{!3pkSp=cXHA_I1xRsTaKRH@>R+@#u$I~cLs&iXQRPvt@r z5$vX$>B7rvwZb|IsUD28F>23V-{7ouR8XS%stubCaZ=lij+pUY-0@;@G7MRh&k$W3 z5sy~s(@G56Nl~r1c;Z23{LF@W?v{$%VSL|9L20OHJu=6{SJeC~i1wn{^dQb+z3=1w zpta8L--ti0WMrU%ZpLR;HOlxZw)Nf84c=XF`o1_+F+;t5+w^imRQl6|XrMob2~e3z z*Y_w_u$bV~LzHasGhJTT{H;1nNH+E$H*IT_}Nw`DCw7}gA0WY-oIFB)3 zHY+zZ3{p7N>tvr>T_PCI+v$Dv@mC`UYv;=6;(g6c(T(t?3bU*Foe0T@SH^R z;+xQ|oL$T1Uw(ZwVBiII@O@oXJ2V9)Ud5k~?R5t^?Xa?xpoGnY>BpZ6liGFCNCQaf zbp0I`C@Us?t{%)6%3v>GS+hni%*l||8aXQ^2ykd5hFNCr-ug#@ypINSNg8DR$`)ZH zaqZ+-<&DP>KaV&oJHvu{camEXRm0+%436Iiy*Td!x2q19{^*&T*>I`cayi`DHB<~h z{By!j%Wbqm8ju+5o`iukDrLyfb*IWc!@EZ9V@#H#4xeKh)V|$A@&Vmu465zmLbj2z zd*{jj!<_QuF`+X9s~3rC@t*)cMcq-km;4a8vhhX=;+!(jDMxJJEDbf)ID>T^F40A58H8Rb;_oo^+VP?J$6H4f7HaGIocLR2+Io9Kx3DaEAXXVljV zHzNFHAa7pdlWD!Uja9>00-L1WZzyg{ z2;V+QHq5UBwnPqk5$xH(q2{%QfxiR}!5$Gk8dg3lUD_ZKSn zzglslpo;5FX$A7u9}T-BJeCtB)!L+1(eOqYpDfNoU?+u%Vvm!?GtZIlZ?5iDa)6op z!Trl)UPrH+A@-hz-feYYp1PJ(fzSH=dmMVmMdzmVh=Bvl1%4g3m1Oh3x&v~~sCesQ~3V_{a5Up@?`2J)mdL&O26Cn9$uNKsN3$&3+?KKjyk!^$B zgPHu|uy|bJELl(;xM=mMif9f07E((khq{RVmK^scjQ8L&TAG$}Dz4LG#`x=V zO%Y1c{!a^YoJ~$VDuaia4G1pha|3`Af%CJEAWN4%C72?e@xA>P!rWjA!PGpPhF^t0 z8%}`7#*@a+Un~(gR$M=s(+E@+nbxgdP7tt zpG3M||5kgiM8FHQ!;W#6Seqw0rd~0M?yk^Vb;EeIBO8+aMTZEs-co^I_jRSOk!74O@#<*j%2H-C4jWciTHB3#W?=!BY=DF~a52X13v z)@M#MTv2JlhEBQM0uEGYki}oD?3ZU*Ra=lbjMRTz^}_Cvdv{fAy7`H>64sLGOZO`D z_TSfQ-!K3!`GE1~^GM5pNW9>TEZ_DmYb@}}MqcE*7XIilbELRlnAyDe#e|nMv)&A$Msnfulx%zF?gh1iU(b>F-(EH25!PP1W6}8WAstLm zGMwM>Ijdw`;3jsY*#OpCcb)_8LzI0yBNw!I*}d9c*Recc$^_9gX|S@emaU=?DoT6F zH&6TUuuI{Hxm#p=%G;u9LXq}M2Q_N+rnbjNyjFLAc5GilVpx1I>{XJ8GP=v;N0BHo zOcA04$&b4Q{emj&z?S5;Bm~D0!z`wxunc6o_P<&k>UY$yI*(k%rDZ}gA^TcGabYFy zTtc%`306xtDe;c>s8J69+Q7Vld&;8imNpzhkD;G8cV&#bv2j#SzZJjzJ#rxo+>((T?^~n0qqH)2QyekUevYH3jA_Bk0ri0qx6QE2ud=C z;94#ZYXCZ+?T3}EEoEKva@!hP(7PR7nmh7z>vgr;M&>bXy#+&WC6}R5I5>6~rr~)M zV7Etqdu+4;P~5Vd<#Ouw=FVgH+fXJXp*8KGv`7a0+NLOA?icVcjGleiEDMKX;M7@w z%r0L_My2rK`?q#BPXHcV+@v$xvD>PvFtT4#hd4WR@-2y=)Ql_;OTz!rQx1ZNibs1? z;4Ml6+F?REhb7!kPO-?4_Q&A^allwO%;q-7TUNsekpDnvXoG;$Kt*HL2i6>UDyxjw zCvo~e976;RT5fgO_mQCqrG<9wWphp@GR+p&)^f7J>YHY)zuq6oc{R3v)rA;4wX z2h1*m92C$IVeh-)0MOF3^Wb?v zsE`sLbu09v%f`LW(nxDi%H6E3)3i(@%FLRawBYo1s)+g&W(pq)MwR_GEcOVyvFJ+GC|F5Rq zbCH+n1PA~pSPC833R7@ zSHsE#ze)m5m8EEK*)q79R%_AkX-1d?hRc&{$oWcLNJJ< zbEsgfOBx@Tk}Qlr))nj(CWsiw*8BjI7X~=Kgc#@aDebdDNY1vvRE!Vyz?N997R6%U(p&q$4xN#9*ky z_?l&&BjCqeHD#r8$6i4U!-SAm$#^+;&pt`Qqe>_#(PhuK1=1!4v?l_c2V4P=lfeB9 zqnC!UzXDj!w%3iq*zb>8Y^H#xrL+JWVDLNEV70`ZGoB}2DPUWA+6Bh#IOBeaI4||< z3$~tiQE@p-8*e4l`daYM`$@%4-gHn*KF8=8@X(mHBicS)y;-rL)1mEE?XV7c^CF>+ z^Jg6t2g_eT1biMC{W-ZNw%1AXF9?WV1stSy4tt*=Rn*Zn-CMz8qrU+(fYC{se-tsx<)D%K5W?Vtpv@K#w0zHRU^2DLUsbZwPouD12RFK;OPcGxB6f zQD(?JsD0czdTpbSx3BZ>0>E=YsC`S%<3Y+pxBcjjVm15L9i9_7V54Y$!JBz2=DsfB zq%L7^_B^JvZ2u!=vd;$<+a7G3_jT&B;>JBEj|U7MfRxJJ`mu?0(o`^k#(@;fX-{c^ zr`De1riewFCm0k>bAVY5A`F!#k4^B{-8U=$3Te_(H2X-(Axi`I{r zG)l7$hqo4^Pxv@acA8T4izejF?53Egd7Krw!UOJO;@okyA^J=?ze89qQ}1^XUeBOJ z1IX?1WP`MESNG-k(Zl5}ozoMrm2Eq*iGHsa=kS^U+#cs^pU*1!T0dp28D{5vK)asM z3Jd7q<9%#Sgr;z(lk|N*-eDh~Kq5(ONs~kYiW~&5q z#6bTCP|o8e3qk^X{dqMs9a57o__k}F!=zSG24y93Q-mMjMKsWylO#;&!pzI}QY3P< zj<;-%A{r{?n|V@1T#5@&enMLla`@@43Bny*9bR^lq(w(jOx-uItuIe@?KS)uuiCUX z{+jiGS^Fdf(@cZjU`$PDc~y_q1OTA&81qSCVUT8+jE5h8ciIC8`hTBB1IW(8!*}U9 z!x`ux;g%dhnU0KKPOm->|IgCKu>h}CWa#@n>eH*gNE?3u6fDWLswc%wL3DtjcNX5} z>=~H>c)taUgMSQjqnN1PcKKb2_j=|~m5KNMlp2t60fuSa!4poq?s{j|u2rblPAhiW ze>tkV`#5(X)^WY%6lIuvz4lrW9=-+tC{V!uRUEH!Xc2m&W6!^Y(&jV+7g6sloq8Fm z_%s|ppIJts9?Ozru~cA@?uptNtMyL}=$ETFl${>!qabcwiI)>e02ZzPq$5J52N$Cc zd@kNOEmv&7pyBRBCE)h|Z2t5=XnA(p+T6_jCvJ?EHj?CbSwe8tPwGdA0N`m^_+*An~|0BK(w5UAg*m=)d1fx~p5p zON`!u!UdSJb+7;~WWDr8L@#mXl?;~hN5WcFj|1Qjihj`h+H8K6!t4@l=9F!7@EUBZ z$6kR}fOZ!x5TBa(29sPOPh~sb`Jp6z-W=`w~=8;sXat))CJ2ZOa3-Y92FzuvE@J8MV4w-tV6l*Ccf#*@hpQD4u(E}NfeJCqg(ukS zP=C2C#dn!n$zh8Tvzi4V44U^dM9{ir?*i?6o#4i0SEu~{%~2C($TcX^M=?dWIV@t_P~5GzFu zb=hOmYWTe$K==hEo4bS5^P~`G;XdZ}b}F4IVyAHF$|8YY%RMK+I)DawNNT+$Iz~iP zF+BviJJ6I+UeaLCXT*gUP>R5}tgnoDhm(xN9Jd(c7@;Zs8srp5%}mF$i*MBORliD9 zc;;13D7@41O0dz}eHoi#kKyLv2>(?ntlZcD#y5?;q+h#-iTs)Yvs(>c^bL`_QClO{ z@zvW)ns#63?%06fx#dhsRmLX$N+*YP5ghDyFRh`l0u4xwhhTu0ND|=%jyEv=4(z>w z5q9=D#B&&gPZc6^phbM(C_#HkpRAhP93d&`97##^fEG#4ieyo8IO>qS@^Oi9oSX*W zfgQS(?5)9Xj#wL-6g;y1&^CK%z)ACZ<6XT8}kd;vsjHW2AATr20qAl+TgZiM(9}kng@4NWIwoo**MYM7a^Xg?4E)Km$1jIYUyLFih^qzB4DYy2Oo% z;%IX-L`yQByoNc?6va)jZhGfMOEHzo1#aeabG22;fnW)?dw@cMCgwYlWnL1V;oqt& z1P{lQe7;mb90$Wn>iFD*_2t8mU9o3rluz(`^FDui$Wg8BM^LsuE zW105HZ;&C!*~$xr$FK?PZvK>eK7mE(#wk22V2ALxj6x6a_hL`%cSZtL^Pduuu%vzy z%Q8y-+DI={?$pobYVg+e;Aw8b99zS1Z35q&i-!Tc)6xt8oLt^*b}Eh&=8D%t0G z*idO0s(4rjC=uX)M@?62AP(f1+o7aLeZoXwhm3+)cDv5}CUCPhx1obh<6ebvK$Hfh zeBnr^pRPZzey-SG+2lz|$O5A?2Lw$cW_t^INdxhEDVKm!b!}=lA?Ng)*ivb4rAqJS z2Y)G0PDzPh?j0RAmq@vw^FkDYO&dU-Ot(sALFu)-&lLKX;jj0UuX*G3;7^Up8q@#f zBgj6PuB;-7r|j@24-oYK3TOZ0o(7^z67@hGlneq4OC(mSsRpWj)MuJY2*Ua|a2wuE z-Ia}|IkL+4LC2)a;5M=(U6Jgf4zy_rN7+vP+8)EyMwjbU7 z3~!i0`9%(}m^L$iYiK~9d0vO7=L?f0mrc%Nrbm_0wn1>DE<$04Y_QL@1!yU%`eMx zD#A260r^gNyIgd*4H!5XSn(>1m`@oUT zhvLBMtO;I86bj%Y1lPIzM3-BYHQ46f-oO@D`2;Db(S&r7`5g2d{LH#AEvO!E0MEO# z^i6`h9Dj3qukYvff~oBf!Vd#fjjME?ckTP{KFr=wIQy=jY*2$l0iO#%0S$D~4xQpN zL4krS6s#4jIVC47LEz7sPi`;Y&h>R1+V4_#Rw7CuUIr4gL_Nl5fGrp5i zcxWNWhwggY@s|Bz9OE{ihww2Ei%d$Nu#E|KV2CLQmIC`g}@OL92YfBLk!@l>y zB6~eqC5703J>hsBH?P+GeycU7;Ni<(C3-?8H92Uf=F0p1F-sO~wy~ zorwi=33J=i$Oz~xyT5zM|GUYQW75P-cj*-HZ+g#$HXRu-o_rD{V-Kh()PnHzNX8}{ z4mRPL+w7nKe?n+%jRoAbjcGs&F+k!E^w)IGpClK$Fp1xu3$44O(bcDhU*gJ)P497w z1aNZVdjSt_q_v>cfcDHZ?%%*H#wBco$M(JWw87ri?jw0zZbSciZGg+;ge-Jx3jF!s z+(jqzlDg`RoOJI80JMKnkx_`(_8uC}{O^g95jB3T-0259cpv|TgMhFMXOTWco!F@n zoR3ml2t)#PPd&Ou5By8XL|g1TS**WVhc147_jgxtGWF?a@4G#=XDC?LSR@?(MXguN z3u^Kl;kY4x(y2HfB!yT`Jn<-R*Dd zZt0!aI*hjgI-w*ue`i4qxhzSj@783&sTQgAr~`w&CHcu@eNQQc*5jxht$SEDJeyWu z^XyGs4Rv!e4DjebR)KWRZ7?noahorA4S$hi2Hg5jxP7JXc(f_$Q`{I_V-8@n#u9+2 z@9C-M!Zh8doV~k(Yxr6^#pq5?rJ2)SIItXzsABw^sF@xzTUmc{x6k|8xL^5CKecIz z)!Oql_9pIX8(lqrM?(?<8Xb-bvHZ4JM9hG|d0ezO#j3o7%WX}Lx@|qg>G(VNRcwIt z9X&*`M4MJ4urJ35z~6dXftf7V-sW!H_DxwV;6S^Y81@+stnmPq9uygczj0>fo@11&eIk87eL=iw~ z;7iD%nioeT!HgTHIg7iypTo!uC=BSufRvuYDdh2$9otXSfl1ZR+R}GpCk4pj0JRfP z`N{!1fJ-3(u&P*~WqMxwEgnIYIF|Q=O0OBbFha(uB$%u2>&V0xX0giou3g$Z&s3CN6;!qo7 z4n?fXQ$V{k;3)^Fi&wx7Up|blU2>;d^2{1i;*NKvy3xbm1SLRun1O>IQ2CoGp>sW} zC;^ww{^iQ7Q$!0A0uCg0s}fU6{OC_T_K^~2)Wm6WjKT+N88~pzgYsF3Ra928V4Ktb zZ8C%iJH_KzvZ2Q?cFe>b1!+L9$-s#gXoROC(1qI7ui4_177n=ap`gD0a5JfrU*?cU zbo98f_tQOvZvdSB3bqEI#7&8~WgNFmWy9q(rvN&)JJC7Dbf?&?l@`w@(i6~Fl>;>P zcX=jM9~oabU%UE!V&Gv2a0Y}y6^ywjm|01t{tnS;O+JTP5Hz89T{wi-rT&kccEwwT zZqc(Upix$eOX=6I{)MsT-?b%}d%~A)PzGki`vS5^0VjR$fRnz<^w2sZ%E5t=<^N9e z$B*h0KDuO3STn&1dj22n&Zim9@gJ7o%|-ln>v)(4w4VN~)9At6v&GUuO3%(4m&Mt-`sp-Jj8I>-alki|*iI?(f^@w@r>w5% z2p>@B{<8)W{>#Z+>HBb~60qz`ozdn$cLDyf=EWSaA(4Ui$wBdy?JtD}#CdV6;^+u~ zo1Q-aua&CjKhW*y&pGzhKWHFDna~4!TRW4y(})F(NUHq6E5uys|(WNj{H(O zqD$XF@BX_0jM;8TSy&av_)Zl5;}ep^Fo2{8)VGzj8~dMPz(std>c@W3oK_e36i}CZ z2A)JjlH(_ml#`Fei{? z))vwXH^v8mo7|QNF!C`0zt6VsvDT>2JIU$IaxhiVMm1FJxR@`>>HXnjfUOgrN2sXiqO8b5vL9K(CFeiyHrz(r^ zaNbdB!5-j}an`pE(M&{nIh z=yC$~AYXlSvnw;2Ynw;~YO#$x>P}c(To9jTl`MeMO!Q>#D zW@tVr*NwKTGI^Q>6vBW)-AHPU*LshvKtAkHeL_RB#praqN;B;&C>X(f33az%+hhA1 z#vpyRiKZ@(3_Pkb2SN~#Ku7W;;iQ+4_kky*r{>Y!sEBMuC^KBzM8CJyIYCB z$sj0k5g>$qBVDiK8`6GdjCwM6*lRb8q}qF~W>D|E)X%{{Z=pS(4)jc_()m&B@?65} zF0}jI6>I88tCYTk+YMB)RCmW=E@Z!r)3C7skFZjt_1H)6*HiC{0e`)L@++*L!lM3C zlOU|Exzk^E4$#+|+em6}F7JgTXWiZRZG_`QH2Vr8=5ev!Pi=_P3{{xHpuc^Ub}$*X z-9WMy)f0b6eS|ksBgVzgQhkffW}xmU&)NE;(vT~~=cpSumtzGgk|o}M(l6~OGJR9L z5cwt9jGfq^kX<&w_fmi2x9g9)d@FYpn`LLhaXBA_OO2;|BETlTG(m52RoWwfMR&#! ziqZ-7UC+*SpA3_e2+s*M4QuoeUbnOBjQYNHbkq`ckNe1fiFinr4cZ4_c$FWj`&;>& z?{fWA(g>?}oidu=7<>FtcX-=}8Wzk5V%WE@Fb&Nc2Z=7tz}u-6)w@B@C`I-9@BDdP z2P>QJ`tpKkNrRbmN~i?gC0IB+nzQ&u`9&32P$7Y@kSJdp`_=z0%VJH$e*IBNpNVH>J`;*N4|p&x?JrZ>!MJGz%N=N-J(c># zF98h|b^1S)dtqg_J8%dvbaPx(Qt^8hgJrQcF*sZ;A@qu!M#O*YGt$%>) z=YsA<8+>JKO4MQQpe)75w)M#T#r^2HNij+a%bbuubba{(t_#01JXBuIm=yb%Q~XCn4nj!6N)tSHueE7`!aiMIFVZ5M;%Q|o7sn$@)?j8i1iIEwbw_K zbl$7tNRqQ8UvS5GBdE74dR-=JVWY2XZ04AVxW8Q>uL;2ykv{ ztINNc7Mv)u^5#UZz%lQH$JpFVbXg#ye9}m#_8-EwGxpict#4WaX+G72H^KA znNFYq(qq3Q>orK&RAAtDhP%v+%tkYWg2Ob}kOLvsTv9wz#ml?d@7#t#5-K&aGfQ9_ z>33Wx13u2WJ08A}a0jn5(yQbkJPlyZ{uyihL6*r35%qC71jM$&5~-3L<{&qHe%jrS zF5Nv#804iJDN_!*nk1dDQ1#s?esA&Mw?7xD9K802Dj}=)kvRzbn={er2oWAN84P?; z%gj-(i`kBin^85@E^fJR)o%CXUtYcsW1QwY5_I&zOls67EkC!LbJGYpRtcE~F__68|m z_3~da1z)$xI&zypt)?n=Y^zMZ^0&g6oCb(Zz_mSFT^ekHg;bmFy0xu4e;pzmnFjK{sP+LNuNC$G2U&L-tzgbAV7 zx+ffMippWklO@+?k9XLxAPR^NR4M2ob zSG&)z)rdtbgRU#@;cdz4ba%~uqT@=0GUwJCMQX6#^Ch&Ke3O3Qnea*brjFP3gT1yR zNS!+9jxcrAC;^8&Mis&oL*cuB*No`uhEtFu--?hmE2@YJomFsJ->d zgRd)334}b%tyf0~=Al4+4+J%~eaA|y!^PL*G<|Q~e&-8a9nJ^ii~5c)Ui2-75>@GX z)>pYpWiCgnRXJ-9OWoS8>X}vO)|4)3AH}uyyu9TuPo=&73gIr#Q=~hyB&hAZuiO}2 z`0y4VTkfI;b*Z|(4{-R&UBGoUC?!Xipl)>T$M5$XE(2glfG-SH6a;<94G$R9;0>Af z;FD+_5griKwwrPBJQ%CCSI>3erMOpY9PoWhOrF7PyxZPyF1J*iXJvCI$9;<(pS2KJ z9Xz6zd(!nq5ZU%}taH8Pi9uc`xVY3x>MRgB_y_#(C!LvZ5IAI2yXKldo$mR`T}RL# z)Vp-wBj>0!q9=VVu32@;J@LIuaxr&?zk6=!ebU7$X!n;G5}fKH3<2HWwM)YIbx>4h zTkQu{&$V)ngXMJ46*QR1Bn$gTDJTT^M^r-Hiq<4%J6glmlj79Vyo>Cq1k0wR9!|v_ zR#$C&Wf$kMHTl)h(oH!Bq7ig9;w z2KTtvo-Z)h(OTuVw`;#|GUbuuA5FlB-!?(O2)Y-5DF0$50y!$V8o{+|wP{?&L||I? zO%mEmLfAV@k7gy)RlAIidw2lcxc{p2kDA)9^FL0>c29KRmyQl+xvfcX#@uJLylv($ zHMoij+y(vxNXu)d37i(d}+tgff~TrOj^Xwg!ohzxJ)Z#VzcdU#7` z%POauKhLG#nEPv6Qo^M6uF*xxEp|zs6^lfM9^gX;?y1n)t&&!_JSKLWRPPnslPf}} z-=NY8t6odfAD=VAIFE8n7NU4>ss*QEe2ysCDQJJSiM^^(QZP4-YGFQh3t(W7$g#SW zMSXAYdfbw7qs`J!;JT)jc6H6CiOVAon$|y?l8xQiHrVhbK8X`>6Z2 zNbI)AW-DXS8*aP_BlIh`mnNDvVsLip*A+kii+TFcyoXj)zM{zq&4#2my25KgW6Jc= z((T(Fzjkey0$M*4m6ZZ~yWKsV;N|m${sy%Gi?|Fj#(XCJ&6mtP46HMad4w7*)TYm# zHkLGmO~yozEL}HeE1B5ZtKJHYpE~fFhkm|%0RnrDZ8y3^U3GY9ULSSTS7_XJJ`&d^ zcJJImCpsapcZg&T=(w3JG+X95ZC3R6|Lm)It9o%!`hgJrOxGk zRz4qOZ_IC}S>cdZi2a?*Fs^?_!rVBxzCSw1-@(=$bs;O9j#ZY4oe1kHV~$ZzZ?8(Z zg+NcUGPXS71K^uAkW5D1dX-WBExO=pPsMk%YbNgR6^flQsMpF(&894e`tPM^2^#a5 z8|TRPw7#51H!#=A{MN^1WT3!jWKPsgFu1kc;*SyQ9H9wHtjS4vES1TdAjn=XZ!XQM z>kYzrBTdcR_=jgtYd-MD?wW;84Pm<5+v%~p_S)AX8QF;nUz_oBPB`$dI7QnSvii&Y zx&-{yrzqq(&5w2ca(S7VJVhkMR6Ijpj)vfbwXpZ${@m0N%Q%(!)Vc<&CRRbp+*s#T zRJYfAItRbZkEHVO!7mq(L?pa;j29Roickpb+!8xCIo&Ta~=O6vgGretoY}fc%N;p76S&J%+#%wZ_AmP zmOV8yPMGd#9hT{7B~&#aN!5?I%qUQNU2g14AelV;DczWuJmCjsLgc8hD3f)-6xPQi zmBAMi+8@J;3wwD~1Xaza9(VM+^6TUhD448%@KB|YO)V_nZVtOH4^JJ=;I}$?Mr>gjJXv(bPN1H8U(B7ODcH-})2c+GA-FWx)0+2eL3^;X zUt0A!MD<#yaUX@{m>VR54B2=7Tmieb<5 zX;EIQ7>(?>o6eeod*+r4$;=N1GawAzHsb|U^08`l{z-I5q9|qi*P68eSfA5evIz>x zH7ego%3W92^ZdaqtH-xzh$3Ysy#KAC>M}Gtu2#V&U;7)tUsU|mWe@vYM8>&I+=V-o zXe;^H_wwt3>0@8+oh)T?wU>To+O%t~OVViOlSpJh>P1PqY0(ku!Is}yaV%FB%VMor z%%@hk8QIAftc^!&hqP+;SFfm^pNGa+T+Vmk6c_3LsNpL4$&%?;ri^wXsP8BQ zRnf^#9puAnQ@NeZ?AT(Gse~$Qac+J8>T$z->K#i~Tv9}KT$Dwduq<(E{q(*6UbU@Rn%g}+ftx=yX`Kf57(UqfPEho*%pz~d z!;K6Z-Wl9d|*29wqJ&h4wE*e z8pY(!H_fMt_Ojxlm$NoG_2SZ;;y>9x3`e{uu?n*P&}g0|XQ6J~m&_mzVcbNGec`+x z`%byeKa>WP3UHu^wSpq!y1M-W6!;4e#U-v$xLx&Kl?|%AQySF>%rN+H#EKN0jzv_H5tH65SMKyZVr?^YUA@-iB5`tvWtHBokuIn%(j6XC3 z^k|*Urm!E5pVvnps2?_ZiLgQ+dPdCVeH*L)?LYk)epL2IyrAV;O3Fy-m>UOa{$oLE zz?!1Y8iF`{8iG?g&la*SRr!oU3Zr5m)b;V+m z-t%%k_&vwIpi*P?D}^ZNPJ~&p1{1FcckE0w6-B{Lqo%Exse5sT0}I^T*a}fxI6~Re z3K-;GqL!e_++0mdN_dNjaLnKj_L%Kot+zq9Kv+)r+t8_k#&-AUW0oz*ntmXCpl&rZ zhe#>7So(~ESA?&;hr6WRd=0p@^{VrGwd$Pc0;l?%`hGMCGphqTs}wc>sln zT|NRttNzq4BSR-8JjQ2YR~Z|!)&|ot2L82v=tBjkA3N+4)?ns&KNZ&8`sgJ!gW9}I zUB_^Q*T!o(#l6G(0k6Nl>1lVjo2n{DjHM^rzq-H%Og z&bxLymQ+_uPfwxyRxAW`;bmckk-7dmEc1(QODO6{nFVW)zL{5@45gZa-KeWmABQahbPd zBrFd%&8M=SEj0V{7KbzB;#zqbXmi;%Hq|hxo`?HR z5i-TP3_uv4{jf=-BMScpxCH>^uTe5ZS$uc3RqmV65jQPZh?zPb*BIqiJ@Wsf?YrZe zYPxlUC`4+ImtLb{0i-IuNO%Plr3OLiAVsD3CZGwZR7DY#W~4|_Y0`UDK{`q=0qN3v zzk3G=@tp5H_dDmF`}_Ha+033<>silQYi9P8H&XA98%VU67dp%_gKqqAs^HCa3v%q= zTvyZU{wA$@O70<+>E>wiq>KiPqUFNMTn065Z(Qax*I%;*ox7wfnNz&?`PH1Hcj`}JN*)d4(>pmL%b=TZn2L)M=I&leFaQQm#xzfQ~4Wq1X(Z@{|*!H{@wre_0O}*@i2Vs3%tVMIJ_U0J5uvGxI`iy<$QyP9c z`C==r>Iny;x;gDzJ0(@Jj|?NO6@OT1`^&hujPB|Si<*3=Il&w35G|tqv;d>Osn4pM z!&X;!zC1}ALw0tB30r;3^)YRH4N1Ko9nizp=POs(Iisu(MZ6bDbBH^}9Uw3{9FXu$ z*l{Ze__%*oiwL-B-8S{)Ne3}|gEhN%DK$b`ezX_pAHjOd4Q@#Ua5`BPagR|_Zr-MD z{q;KEdHT_MV?|Rk86@?{mOh<=n0>>#-B3P_N;Kn7pjUW8>T{zZgi^RjSp%oJY$H+`|^^>e0Q^5Wiz$3fR6!zf_G~j$4wb^PYS4CrGX~| zv}7h;`hm#|d{u39HY@U|5++a~WiS;Y}a+o&hYAFSiYO6&E&16b84fg zNDz*%JWac6CXyY~)6u$WqYO(-pY2sa?G(J-fP@D7^}N`ON&8d*}LRalyp# za0;H3b4~Y|DbRN+?I=_kq3Vr1^=s8S_n4#OZao9$z7mESf2@pFS1!2<)0uf#$MHp6 zU*q-<9O>h;N_iXoK5$LV)A1hbhmZRc%Gb^^(WdW6mx<3`GqX|Ad!OWFwxg?ZrNChL zQ#}`pN{wA<#pNds2Ip(}-zQa!u3(~(mJ2{5@6ZOjzZcUwns%J$*+jxWi`#GNTd5R_ z6Y(X!v-;vO;qdJVwdweJ9r!NXp@taSS)H#2DDn{bQr^!-WlPoDacDU$uFPkE?K*lL z`EoYWLZ9z-^N$}t*yP>DpVR8s@Y20pbYQy0M9Tj?HvkPz1z+JhZ>7>}AQ(kEQ2JxE zI`RD6wXgslvnW#Mf;;j;6#g*N9a$ce45V6PeWIC+EG1QtN*%aITj`1jvU#*R^p)t@ z9YLSv_q*HKUW;$}A}A=)X-oiqqMg62u#4A)s9ctEuA()u`#gwSYsxd+s-gv%u$a?!t9@x`8`8i*F-owMuBxS%@Gs#^o zLRsW{-sY2`R5>_f(C_V-X^trKGwczrDwE*EMW(ng#PtS)M0+Wadk0k8} zHscIScJhDd5>`==+cZ+^JEei zl|v0*JO;{qh)R3`m0fwIE&zKMtsR?N8q$7oym{{{`!xY-@2m;hF<52H+Ne%P1y;U_ zv?*?@TtiNrKj&M^!*;RG*~6j+;-wR7;R`p=g?d86MG=edTfS_;mnFSH>nPtlvt9I# ziVd93OnG~Had5?pJ2%4mWcx@MO@|6E70USA5YlZ31kV7Wd8KXe^=su=+wQ^$Kpq!?`}G{ICEaoY>gMHF3vf+>J&& z7L@~KPi;kj#w?{zA}?d<7Ev=C5EPuTzYqGtBaKFsAM&LIsK9XsQ;M^it}16}vB1>x zh!@)>ufAJ`vYPqq(_0R4k3WK3A-gtc)$&_gsiyUBx1X1xY17p3XhY{&FQHR2c>p{e z^$Qr31=;4Y8{pJ4aF9Tqq+i@I`a~1^lU^36-7|%HSw@;dTh{u{w)cUHB*9i5Tn`c9 zFGH9&FM=z&QjAWWshrMJs#&3o19@AS$>{R2pn%8U^c7j%x`ZWLvAUSaP?qagoIhp| zHTDb9S%_}UV(PibUA{DDkD9Ae6kPz^uW03WL1sJ6l016`jzBpt$n^Pc*`4;Exg=U- zDrN%2lYyAt`y~x2_H+LG@k9WIFmvatO?t20=P7}niv~dR7QL;oq1pEKu*8VFp#R*@ zR8QL)MuX3Q%08uj6YK3_2UMd#t378Y&zvYrkyO3tw-yQ1v9qXu?FMRjpETu{p>&gX zDD20u);t|ORI?O4gKEtOv5con5_&Xr=v7RC>|4535n3T-(>#hreGu^l(>9c(yFU-Y zVL*aNw$k++8e+}oU3arj14Vlw?P*hJC#Y^H>oRkzNfYNuj8M$bC8;tl+2f-=GK_gr zWeot^cAqXhrV?Q=;F9n*&iK*R{tFIF3z8sIA71ZVsYzigVvb^VonD*Uva^Hg zahw{r#OFv#Gw`7WaUp!s^*!k;L%8s$+i~22js!#mu*v_DX5;FEu3Jt+gCEY~LdQeo zII!;#BT~1%_P63Bbi+WEuo}vji@mrcaPWyu1F-!4(b3V?sb8_bLO_*H-6pY3NRr$C z!p2DlaBeIRRvDEdsb~r<15IW-)>goBy(+4z@?I~Ax zch=wI_ZQo7c6tU7kZIW{DD+dox+O(f4p5}S@|+jz_fS-fp{ScVF2r8ub}G2@b5T$# zV|0{QkQJ;)n<;KQQm?>LTvJxIWbol#&}~6b!_10I$8R}i1J_0Xn7d~t%9ARRiz=}0 ze>4PO{8o5M&?&v3i>*o+EFo7v*cw|w!~!lv2G<_x^J)DmV2t|ou`sXTe5X8+?d6%{?rFenvURHG8^78wTw;Yj6L3rhV3?nJ9!R;}kCKT^M7cDHrh28_t0r;To zEZ)p$(m7vQw@faHcoIB&i@V)Rd_c74^&65Y&-bhn$+#E~MDW!ck}(Sc98wVcHLx(*dU}2pU9iHkm&~O6l6x!AKqNI1sYEZR zJX8*&mW;~;5T7EOrMI@>Sg-+iLjq_6&HX4`{ae$UUN4#~ihaiqpqYWTXpR(B$c-RR zUYz|w5~Z#z@u;%1%3SoC`=;HWjZDV!&*&Mi)sHkq@PLV1~9mQ*OqiboQ6|?O>V%eQ69%Jkc{omh&}14IrX-(FT&VWW%}-?sL>ksk_#{X=|A0ByJ|Yo zBrkkkkyiG;V(iaCChzdi_@{enwi!Jb`z@n-SsXk|2ZZv%H~s4h6}4>xyPhLw(a!Hp zfuNSW!9VkyAYp^$rq`V*utT2T9=kbG8~3G$bz4rsAGs|b*yXNAThmmY9anD z%;%&@_}c}5we*Su_W0UCOFklhm@cNC#Tdl;QKf@U+3uhQ}nYr7y zs-+`sQKGR@&I9|dmj)cpVk#&y8wZ^ISYubGhB`*pv`XEC6Y5$g1=)_(;?6tFe; zSUM088hFsFrWBhLbocHK$+#uuPYebX@$Nah&Im$9RR>t+rEU6Mgps?wvHF2+YRR4Y zil}Xy>^)8zhm(t+HR)_sy9wR3qQZW_AU1#)p0>5l_vU1V2vFD8skrvBVccFMm0C$ zM@5IoUOxLPPayoQV%S*9Lh&u*!Ftrk-MPF3ZQ0fwe%%zQc}YiJ6pU3-O@@q zvINr$9P@A*(yoiRP0Xv>e88hH`>Md_cT|X`_R2B~_lNnXo+j_yqHV+kUHbM{SAySq zy^<;DZrTi~h_ZRBIg*l5cg*iucU(Ss6cxSU$=|X=As)bfJ{-q@ zwWOD1?HNSbq8(Up0s%{*?gcH~@UcqHSUEEj(-9a&mCND8aqzbQtNvp56#?O1HiTt? zM}wNN^^IOx=~86jv2CVRbzHRn3z1yC4ttYC{zVqu`;*pqe0JvV&fL|gkYQ~F3cCI; z)g{9tMh{+BTwQGewv6GHNM7?|GPS_karVW@tosB-@T}EL#}7PseM6%^fAFmI*c;JN zud)g?ZbQ{Euf^I8ZjxH>xjgvljCT+=dkdS%Sc&p4EVRvr^DdvjrkIRH z0q!(r!2aFlF6Bg=g|I(any7so?|sxhPk=RdugosiT4Cp`f-YE3RM=^pSVbbC0}HQO zq$iXg2eX7ZuTS(ZrBeXS_E$@5YLMDCvf6Lrd;Z(tS+cf+H zHrHJheKwtp;agk^WY0R*hH9dyA@q@K#!b6^OG}#c!!^jJE8K zQ0or=9wQqt`xV-2Ku1n)th(_IYZdifPesLs32Z&ar^#}&UD|bTNi49?%D79yMC`e& z1czx`&KCA5V~F-r4>>vZvP0q;QFY0;TiUg1##heH#F@K%XHz}nJU7S0(gFlOVD}9I z`h)RF<|Q8|xc}_bD4DThxZhm;uezTF+1Kwo6gH_DkDQt5O+xVp(y*|2{TTe@4zLVd zJEs;NFDSAd%kI^CqVh*&4e$X^OB7Wqk>`m&*$Ael7Y+jxchw0mTBOdaZ58boi=lxTaSvjA%kSlQ=CJ8xZ$(2HXP~TV}SjG_?C<*6>~RmMyWT`r66YPlG%`9w;5V&kd%RDug8m;-=A1 ztecQQv4D=D&*F@=Xzg&XHP~$dtSGptJ<5OK9NO?SgM@Np8$+EgCEY7Q`_NLRv~&)h zQuejFB$N(r)Bu?8LoNR+FJgmH+2DG9^dkA-)+5X0jC_=9+*to9iCYx!q8?pg2l5)Q zJgzRlczoy`f6v6m;}?iyPTlB04^;1bF5SJT7a@ zDHEDl@2D!{UoP4dN%U{aLyv}tY^$$T#D4mGdPnqDbKK005D|7!q)vO_*{1q#qs^*# z_OSyoim4xrl{V&;7cb>6_m+}*XW9=-^_cr)Nj_*Bul@b%=d&Gm5!2+1$nQG0*jS5Y zChbEGOynv2Aam8h^%I%@OnnK%d!EgYu0YqPi(|Bb#yu`egV=_z3S zdCC2?JDV%2%&+Fj1OKWllq_jjzptwRVC-P$GF6c&Oe)=&`4yaO0BE(@Eke1qxfV_% z@8^2noo61o6L`nF(Jk8aIXLNa4xKT>$UW8c{B`C~?upgODO)M`L&+W?lp5-7CBy)} zY88U6Oz#fl9v~h9+4G)DTZIKvsN;b#1&}|VGlY(butm?|1tpR+wx zW0VC|gteTH>3f1YF_-YC$#rXAECcmaJe8jBlW40q#7HrJmnG!8==ty{gy>f5Ze zDKdlkLT+X<73C-!Rb2jQeu*aRMnH;aPxHv-+`u!A!$%p0pY}(xQ{-cwl2S|CEkIqf z82H|}83n&LcilzD5Sfk2-OCAIpO;G4zAfz540rd5YZ_yFW}8Y$UpsbUm{obtg^q+= z8x8)*msF}3ru4= z`@Uj_%(BgOnHV(LCV!MY681+;D|~EvqK%pRv0*Uzmr_+CDjr`aTIHGEZvFQC_o@T- z$TcnTH!S=jdgA#ec(E-#QM3;*-2SRAGQ|TOuHV(M!Qpk9DLmtW!iSZ(taj+aYt=S= z@?hQ?4=xQR&zZmanWX7#cPDEhaEBGwr2z?NY0e=U@wJ6w;caK7r^@-ElnYVXM25LBLYvPb}m zodY$Hy!AkxAI)Gw;bVt%)Bk2}$`*=dOF^T<@*q=t)sjz-vPUtsq)V2Af ztdhAGpWr?=8pidB^2M~KYp&XbFqfD>EHTjF%{K!dQGscu2bywQ6*z_1nn*b~`M`e% z8&|4he}pA&Og+w#STizj-WN*A??Qx%5RJTT#|~mmp5i?#oq<`h)FtW9t1Swc{EP!= z6DnURKQ1^?^&^4|yUxfb!M*i4(XTrZ^@$IQ5 zezxdqR9IEfy{;_K`AKqTHFf)(4x>W)%!b5QKIE;vnVEy6@CTsob#&N-q7Xh-1@UdOQ3-nXsruCze*^+Z;i`{jgL%AA4cK%z*Jd%Z1 zN{2%#y6hWpip5^9;mvq_Da=G{)i{SVc4tmw+WEKiL~`@^1TvLUrR*c232SCz(_PBD zeFT4Rov@8@Mk*C_=#VO&c}z8*E`)D5Nn-u3Y7V&!gQpBo&$CzUWe73v^d17+@UCy! zmgMkL-PGS0$_pXmf8A@1(xr}L+;^vxjFB+uGA6gJh6s*0XQUhaHCvCT^hN!Ts3^Q^ zfq05>zt-lqrDy*st9Op7=?noy29xjf&m^LBm(!skT0#4yMs_+>sDCToNJNOVkD3ybHdJtbL^Bd*&0sUFrxbUBHGC_Dmp`d{aI1=vptUX$bsiM_2K;->9h>~f zR8*93;;UksL+^~;Z3oh`w8e%7Yq-~W>!fa@Y(ks9nhb=;iZ3^+D{>7euuKjPIV3vU zRv#MD{B1X>r|i86T{~oV#fkwNtNyHLTS?j}8JxJz@{Cb3x(!>b_2pgjk* zD)?2C!Z=_(54?NZJWlzczZVnvjU8E4-joGHeK-k?VbP|y}sRAQ6oofbJ%pp zHX|Q5x_taUK{>B^z41zVC`nvxxv~!eF5hU(U(2Z zRPr7+D!U-ljZ^Mke87y?c=5EMUv~#7 zUFC-;>txho8Vh?bo-3HCYdPCBZlg=nO@KAOU)r_cpB&77T_NHfcZkWwv#Q9c!8nrJ z>wr~8BfEeNq1aml$Yczc38H&GZg<=Xsl&QwGH^YK@ zTF`6@m)X{es{{hrWsnOlokueXi!FZeuBleaBNfFHLae#PQP2yxzwTS-q{$@J#(M(o zu|{QqSaLrB;jn^vlT@nQ)kM^x)*5F$O`9Ufj744oiA+RCFLFA+sp62v<3+leV?8%z zWZA;=?%cJO0CwJ-c}%D<538(qJiq^`4wXK!{;%p2V&O}x0U6bywB`K?( zBqkN%wvQyRiBCdCEHb{8N#y3^DUO%qel zJ*JYot#bSJ2ac}V-mHGWZpZ4HcZp zy0mDK@Se^SEVR5dw0%Y?gQriL%{4!K+R}f4-+=k}`LA{Dsq3^JuB>G~2_xmJC9|u` z%-zDbGzK;c-gB_ok-#rr<|UU5r4oj|u(aL{rAiupm4?LNAOEsL z^67nLP$2uV?Gm}u=aX?O24$KUXpnCo6HkV#T>#oYO?{%NG zo3v$+gX$uAh&oLZ-d3?sYOw&CVg*YRAC# z{GY(LesWsnKR2-{8=6rirBBKOcIRxG^7rO9YCQxBk-(!TID<%xhd=WEqPm^@U|>9! znoV!HGI&al4%brUYbwMn?2Hk0<0w_s1^!B}yH>Lbtc}eBPp4P`fsx=L7{>HLyuU)S z=1jIWO8Ku}cgNN`&!iLWtD~71DS3OfR5o#)07C(2wmb4#!ES}l`B^}zf<1AMq6Exh zx5t^I^?d+Uk$dtnqEoWhOdaP&?!Zw#7XXwG9#7U{x)eUTgmwA;FfHqK%02KR?qLP*oJ@(0N$Tf&wh~=;%TQeB@ z?#^2|w;kZjTlA^dlx=uW^Ms%!@|{ZkaC|iwdz65bhcnp5IuoKpJoPdF9ty@R2Hk$u z;x93g7Zl=wB>@20gUcgkNgSPKkT16f@guoNgTS*Cl~?$C!4kN0X0B&il$y35GzkC` zrI_gSo0Hd_pqe*yA)C_if4sHKE;Xa8z@U)DdZ-DB@y6<)J%^-VQRIZcK8x=J1hF5i z1prT9YqN3toxe(&U2;fsH}d|8NoFA^OBv}|s-3MtrP@Q-;L2HU$c@0BS<=#T)7w8= zS~Nx-?G7-l;Jls_DCubzzxBT6M@!u-OAMR7J`zP>qSTQws-2xkFXMz~5swI-o39K8 zSPT#-t+^ZcC2wVL>bzbV+izjYx|Pr??(U@qJMJ_2)xUwF>d!P~;z1BeE58Pfb7E<^6&Fkc8xmj3Yqxvy`FO2AC zjDoBw!z;t-Y~jMfIVGgpi(!rj+Q7w80_-VLWa%Xi$VNBnPd$gqpSFbA1eaw96X&tt z+)Z0%2&ucJy1()kkJ<6o*471g_pKb6t`hw;mzQTr>=+ zWBOgu)y*EAeTbLRPq_)o`8LJbA3ICg)IEr)h6PkbnG2fHlP$dP0$=-zQ42fX0pRL< z22|K4j_LJEH4CfF+y$dj;c9`|j zO^y{WY<9+?`x0?xE(Ke-X4Ja()jNmswhc(u5oZkdH~*wQu`{#N1~bjq+OFylL`Q{O zi&86X3+3}k@ zr>gJg#GUtY8mV&)sk^)6sf$k}7om5lTz7Tc4egYJw9D*}lYOWf=Rm?gzq-2SZEH9( zU6H$DTUzuhxqZS!FhVyQicg!UXJ_6BqBx}Nk&TzVKP?z9InrYe2s(btH;65K>-MMA z&e;^_1JXa_1)gpEWdB~$Ki7^o#%2GIYu-7zq-T?)vhk=qON`GdE+Ms$$~<_4v3Ph! zaBHe4eZ>Je*^TPsx{5ah3B18*PQlhttXy3@cz#-XO+gF)mYkAse%tMJsf}%l%C^Y< zepFPd!+|`Mh&L6FM=rTp(lDc!e^-qC`Iqp8jlj&s1?{{Qd*qJoiyZ05C}jA)g4`5{ zHpY0Yx|?Ex1+9`C(uPVbgHn zU21-EN}B7Mx{Py~v=&BHtAYC#O0MKg=<0on$;0r+5yaSwU$=9coqd|sE67E0=}~LV zr{KGhp&ttLg;+-t45(;EIUX`6J^Aitb8wi;$0<~cK# zJujWKNME(;w!tz;Q_IkAJCa-+=1EHT>kzEEx;!Jk+C*7pK{4+1picPWpZcG#;s6+Gq^=G9=gW;%Ml#S)~Hf^xnne`-u>+5;U>J zBsVdS=Ujp+aFjW&Qv&c)=VwHO&;2YfhtE1_=@ho`huI^*z5oK2YKYI$-{kn1H=!+~ z?e%c3wXThN(SrObTQ~}+>UkK@#|68`0G&0&1%K@o^wucO8=q{G4VY!RF_p|Jr9M+J zVTdL`@ETQRz7%v=qJFo_T+e4-`H^a1Uij6?9$KUHY`hSlr8uTDL;C_qbge;r*hf}`DP&8 zbMCC?e$>KQC9`>>^qptmD(i#TM)kYihBFoXHXGNA_ChvbeDtLdbV$gj1)iYv*{0Bn z9dtp4L3z>4Y+^6%XormX*mJDP5`(VsXj0q$J7>bDm44_5d#`=z^zQlW zY|~(@wbuOlIC5o71On;o%#c&M5hL3ywCrMd<37x$M`UAccE_6-QqFmr?ZqlTn|sBm z;XR{wkq;&LOJwY}*8iR#MvI%$u&|J_{_!cY`&K(Y*y(N0I~IE_Y<}A6vOT{| z0rx&~bdM5S6!3|)aTDz)_pQBQrLQ0R49?ZHrPV}`uiC5)Bv)_pH&Ahp>{fYJW57PE zQUckm&^0crfw-m$SgsXJ<@1ighC=)%a%an9B($zG-`!==74+M@Se?p0R^9t1ieG9goRO?KsSr>W|l)3P#Mb>Bu&~ru>PHsx)*;HDePw>P=v5F zL4QZxH4hFt)ST@Fjx`CN9fQQsx&{YobH^Jc`FIMPhD!^E*iMksm%S`qc5UJR)#Q3} zJ-K%)rI(-w00haabvhK}x*LyXN3g5bhVHkw=mSDd(aCUAC)G)>#Sn1j*=H~Is+0>4 zDlBS_c;##9<8H1dN9%Q= zh=mBO6BhfMDrUE^C};NdLU&7=sdQCG+4QG5^#a$#Ueu|QlLSQrR(^M7OV+{)sea!T zoJsyeReg$eW(xaYwas{;wftVxBEI_y1g9`Iv^66dh%+5>!30{UORjv@+LRM3`%KD# z?~DP0W6XgtdB>i*e{ub=aj3H-cg@LSlY?#@=-tfh;r-e2XCJs6Vu)Z1t@BMMD0Ecu z*nYoMYb{UD4!J+hQS5SDtnQ)(;O6Lw^pf`|Xu`Z>MpA zJ$hN30Gz8F;T5#NPSu@Z&BKOaVIX~bW-B`s)URTHT<-%$aaA)?hPLxcJMOH+VI{Fav$)R2hY*9M@A{j%OMC1-#yZFxkuBYt$C%Kr#K=6507TBJ;9Qc9KkNgg1Y*62`XxFnfBCRB#PyeT(p7al z

{bCqdbzo+l#^r^@ZgV{e-e6qO3YGa-zh5+5KvvV)fb2wKgVGnF|id;c?4WowshGGY(5fSiR&sp)8%q*yx7h{r%y2pxS1q-#e)nE56 z7eV>A{$^_0o6OPDfqwhdP*G9${{@cew-ltFSOLP_RJ;>+0-287;019e;} zAD_fQ23r@HH z?QRRNt_cRG(Js>^>7Cf1H*>Q2e|Q$YS?q@qiaJ(p*Tr<~L1wPJWUtps!J{aKuerg6*a1LruNm z#Wjd02k2feKo-OLw}2HLylA(B1pQKZnH;+y&b|LY2U>xE?$=L`$N+TQn|Jer@qz&O z;U)zUPPNu*t!LCP1|QjaU4dUmjLQ53GLJ z*R&h~#lNisCBlP84hIap2L@0C6dyNbdSFF>gqP_+3V=lR1#G=X0Z<9#!+i=IOND3| z!H?o;dr%x#5dj7M69PI=0*m3;1hxiP=uiWI(f?0ya9=O@*9iWJ0lo~N2Z5g(9g<-W zki2~^>}kF?-Mp_k5dlzd!A}o|nkOFtQQp_pi|GJca8CQM5b*kcAPD{yH9z2fOoC_w zz;hTO{(r%9;}Ez%LGi`Y(+_5M;43(t@bMA!dP>lgc*Q}F!1E;;_~L@+%OSnqk`dBN z%NI{CkP`b;mHOPgwWOZn2Mv`Kbii2m0*8h0L+2oBPF5d(IX5={s3pX9`vQu zf8}uyLh69g^u!Pm2oq>zq98>vzH? z0@p-p%X!-)kI+=Z`bbFlSX;?ZYnt9Lohz6ZG6?{$0;@0^%Rp z?|t_}j1L_7#zZv|Cw5rGpdjJ>O8SW8;S)8eWBjd~_6Hj2Kua91s&3K5KMny7``hyd zj5goIEi!BwEAvLK=6UV7TnWd+Kf+HBiJ{Bvmf%G?3Ec z!MBEad4A;bX_qyA3AWqB$~tdYUf%NLesk)XE)~OSmLUnw0J}bPH^||~Zx?S^SA6r^ zni^N$a$6pZW3HdMOHB;9{QUC;^yzWO(t%(RTkon2y3(JqKyZWraAQlptrjKr%r>;l zt$#;AA%I7c*-8w|x@_*sZ(XPq^zn!J?9Xn<%0p`yd=xXJT6SZP59E~X$Zlq%&=p(sjh8ROaxn@?)cA>PoMJle`#@wo@?v#u0u2TY2n(Et!*^BEVukrZ$c{yK~o|a4}Dfz(#6%q?oOep7byCz$IaX=JmDNIxo~F zYN$JJixG1@v>2R-Hu%{Na6HG;j9XM37KFCJx}X0%&`r5JT}-=Lkwb%Lv>&W>?tI|n zm*DxexEHc`*3%=Du1F3XP5t z*N*|0-}9pVIG{$DsP|dC7Y7K#FcKR<^bfHYNpu)!03RU8SZaXr{_yjE{(;9Hi46y` z)V>m0ZeSAM^QFsl20&ujcWJQZ|K=+huzw320?vS)E|G&UfJ+ZJuQ<^5-%3nK3_&_i zh5XOJ`2)89rrQ4=Qsszo0@%s_i92}waansmOz+|GKk3^aW_bYE{gj4dAkrA0U8Cgu#aTp7gII;u#l&Y2(AOIDDN)^XS! zOX27_!r;(p$K>zAD@lvUaAMLcKQ!UfgR1g$3Rc$pO6Cl7Q9UAUm=yQw+Ax7a5caG z>IX2Bdocb6`*rw1^#A4$0q6sQ@u1w{kd_gBI4t?&F>wFTA3y;JfNMjHa3gWxzu>YW zii5ce@ItD+37W&lTEJiqcZt!Sqv3AP!gq7E`9Qq)Cy)N^ANYZIawVAm@Y4YQn?L>$ z5JH?t;QMXw0fJvp1rX{FoWLBp$1{Khz`uXM>F{wXkn4CgLyaL z9sEEXtl*CyJ8cm=&^x~lLkQwhJ>$U)79(1%Ww})DV3JD?%B9aGjDqb?7NKC1Otxl= zD1yI_6uZTFv9l1o-?-{c#z%qJAF@#(&W%|K-x49HBURiZe9Mvqjt@{T7caba`s26f zn`lwOH@Y^%^`wNM^Lv9C;G0Tx=(nXLCW2NQ7H?(s>_|iT<34qc@AhD6^E;M-Z=hdr zL&d>)ZF@_YMyvh8icte+Z-b!<@YT{tNreKzz46AX#D)Y8fskP2lrHt1F1UB_Lp&~Q zeWhD&+!Z>{!ifu+TU2n0hA5fMwp0h=m@?H(~!%q>&L34g$WVum?K6p5x1~BTMfBavWDPV*T zz+ia8XA|Hi)xg80j`$hM{qP2kuJMTgTwaQgdI)?}0D$tvvmJou-^&kqzxyO@Os@V# zGWgdGBSd;aq6*uyXU}LjAKp%|Jb7CASr`mLROAae{d4e%B4V6PEb1+Tz(N{dtzU)j z?DFtttLLSK{M}Ru#rFaln7U(>a1k5a7TsrL;GN>Y?WKFW*^$7V*x*g1;2w??HSn0znHFq-%sEI`sx6gmSCYZ4VIKDOkst5qsKgF%v=sf_U&3@cgiTJ5Oh4=QNNL`_@@A=KhG~ zji_(%{}=$mu+NUcv2&r0Pwj7olQSdsC7csRDi=gt)6(Lzgxc?I3#g!0OBu=iA(Stg zS_d3*wSUw?LLaq=WBR4GS*X?_!yY+l-7ko|J(;KQ$HQ<3doIEX^KLdyhph}SYZ1^< z<5GVYEJUjSPFl~kT{dC9(AKC{>qFI8=-I=g8Y;$&xwo{ z*iQ6Su~a&hMHvtX&^cQJv1>_g_=#-^p*|K;NzO$J*kr$M1b68>6E8^qs)8l|IzMYK z^#%pN=6x9Dx))-8Y!phpK@%A{xMtJO_Jy%vs@BMt=PGL%ZuDLv7xppx>(Dg9`K(Uy z#N}F^vRwt_X?mX0YoD%9K#|&0msfb)%3Brr53i7LVx?nr>=- zt6peH7b7G$bmwlpBuix$A%8CakaJ~aff%4gRmy0(d2%ObnIJQHQ}@qZBSbtxgw(g{ z3g#wM^`>Xpz_zp~qDdGc^)@(oS1spWcbN`ByjuI*Jx?^qTRb2vCH!K{Mi_FYK6iao^5cXDM6s{Dh(n=ods=@>)SmX4Pjy9oumI&K06;F#m7 zCiVT%w0r-&t@mbie)PAdw*=B~++pT`obfp^N+F8S1%#S7%K~9fXk~7k*&HxV3u{p& zEPS?W=cv&_-*L%O+u5%y7;573R-@8ruct(V#x}cp+XaA6_`~*n%&=j38WKP?Fn;@>A)QX5%2_zcilwztWDo}94WC1Gfi~>ZRmxBEMBk+Ay zTQ`P?^{_)+UN8VAyM3L+_mAY!nsW(a)mZi7YH^h3m*8d~5Ywa^a=>3)~bdSI3t+eOCzbp>Jz@R-CTN zP15yOaB~CE+kwIoT*eIm_Xu+;*K4@W--EchE{Z0+^IQmSo_L#o5%O6(894Pz4!5cM z&hTA`j$tEd-=-?$X5|Zo;uvM-O4mMU3>R^E%73VAu@fQ?q5SDS)#@emrVV;Dopf=G zXwc6vA8ZoLv!Gywxum|+a|tlpu??&rn<#?8Css4lOB!Ou1nK5Mf`PXdH1VB}I+J{4 z>7>4%w&#m|g;Wbr^AFQc6!FhJABn!Mpda~wq3bRu;#y&}*5C;rE4@C4Mbe=B6Qllm z%>Gm2Z&r)H6n}{a&apiq%i#|kPkM%O-o0#gbIogD6_V=f=a(1-5%@sr%Vm#Ab#YXY zM5u;M(MdzTM?@tbNv8YYK*Y#h?nIS*M9nX-dXs3d>sgd=2>LZb(K1)(K5G#S@{X(= zcEkw!u#z(Q2t z2s(2bs&DXl3i^@qNO^w8k;_OTMg)Wcu9goJ`u>nR_6>3QyL>gZBJuZZ7!Qa}J8?N{ zD&*d=G(CtvnLrG2Dg=o=$s`TAPEG1t`&>YC97=hg$Y>o-;@eIj(I7U>=nmT^W)DQDc6H&L5!e80_e+F z5+qTwN$v-c8$?F(dP*sM(N!VMxik>^SI>?TRsx9P_f7~x5y-;oiVk3T6^~t~grv~< z!jA&r__3%R^X*AxB!g%UA#PfavAUq^h~CDzM&BmTI6pZc>j0MEE@$-U29Xgjt?dbj z1`k9Y3RFZU3RsINtrBn}vkQ=*dqhSCddJhI0fE%SA-}d0ZbJNFKuMgfdXZO3883Vs zpn|;bqUk;j+56+ZA@wx!sgc%#xbfQLdn#HglR?Bu{BIK_A6m2AN=pz530;O{uwP@I=#A}e6#ot70^3V9 z3MVgDBT90-OgBiUmC#OPbgS2HHKdsvL|=`-iXF{I%7f@3KYz+&JkH&s)1JI1IhJv1 z=>rGkCv%FI|A54w#YOK@05Qj<^KAdDa{o+{`nGGmz9=x!sl~*Diij0-5m5AC;r!HFb&@itU0hR2->6ZTC#vC^ou_Djc zi_eeD51niEt`E_0RqykRj*M2| ztDkMt@7!_(T48*nwd2s>0Eoc+U*Kz_k1i#0o9|Z0`oqez<++9y&$Ak5ta67un_yL| zp*VheDAOVJX1m_o0y?M5=AYr$BP9_{VJ9JaR{)@W3u@K|4R899b8MMHiHaqVKfPr9 zPEkyzw_d6PBK}b9Jd0e+6~*LjCd^6r(yVkH&eM*}43X9dscQJK;9irGL_Q)@WJDJJ zZ6ra86l7zFyl+PKrEADQ+MS**{k9W2sfN-6vUc0O?LIKhNQD541{8J%2h{v{_F9!h z+7!udaRT8cVB$s3?}Bm#w{&)isDx9WttCz*4ND?>9o$-;m(qZ5zSU_zu9ctNTm?Jg z=9Wwmacu9syEHIhkCFsJ^uleqsG*RXAKQ3TVsu@{)6Lb70Wnj(zL-TT|1<6__vA=& zVs9KceL6NbP1hB~ZXb`i-c55a!Fys^Bl8vam!Xqzz44tSt@nW;mDC$vWf(GmXz{Py ziM8@`aCLYje@!Hk{R$vdnMvNxPDgW1+5F?lPuhS43@RQg0?4O7HP&@<3O;Npd$*9k z?4ohu``qC@@ovAK2U_{LxOzO38Ef|IIX;rxI_pAWzfpg zL6VOs@GUxN<>%qv@=ES~Ns7~(Omge#&7|l$dgZCB@ux1DchD5xE44e3s#q25g^}o5 zgui>R>)I(YhKe}{f+yhdnqea4ES+xyVFCsmew(?u4rbKvFH5vWfyHgHxM`%*X4v3v6e)n zeeC^d>vY6RsZ*C z1By(Z>{Iha-wOu64t}gosc@~Zc>3UVs1VBujywH~dK7cgRC*hO9Dt77n5_Gs=vi!C zWlIbv7Lqc)q6#!?Ce3r+vYoh1O;>aO|Frj(QB}3yqbLf|?u1V!i*yy(cF!O+zt ziY*cZV>ZXeP!fCwO;43j?G3-CG+gbR8)$BVIqvP7*R^)`I|W3foY&OV(VQV6*xaL*7lUzVT#$z>e3j&bLQmI%`VA&gbTc_=+AC309^ci^kJkG!M4 zNMu$bV;^s_<>;DPxmd#RdVE5Pui;ZPBs(AOLQBQh{0|@ z^FhDk1WS?9Puw~ypM0rH+1vxoGcovC&J6MRp_9&viB{c*Qm55~EFm5i@)RtjcMu$; z27a|ART){wvVk-%0E}J!Ckle6{1n+Rn=xCJx=P<`H`r>aY^Qj&Q(ewwNyqZ?@-Nc1 zp+PeclAZ0elhX@@nd}wYTIT5yHnv?ug1%+aVj(aFFybO8_*?)&YDC-?rizu^isN69 z&*7?Hd@RHs{S-F14(GNJhAn3u54Cw1Ll-b!WA%3O<6Jdu}DVR0oTc49RE>&kGMV zX_v*0IyFR??-n&My1I21uQO1)Czh=5Q4jaOcJC>*5B^+HuQlmtH5tOPtsGO$mWZYH zMM;N55VAf>tuS;)@ftt5qCC0owDM=Y!!Yg}AV7+!g{}@_H|e-jPK&@wQ^on6?n#1N zsY{K&IVI$f!rb%7DHk#i@r2MK*v`f^J+PS%(+(&`SBzZs4$DMh&iP*^V6V;?^>uqb zTUi`19Z0zrh&f+77~El5pScJeSUH_Fn0eJ)=Q4;uCM=@nuj2lx*{9ZJZ^6trG8ZNFzP3Y(MUrJNcY8=ES}7Hv`_@v?#`?cEvW z`p`VpzT;O`6Vl*u@OUAG_B#+d-E&bC+Nt^Vn5vqZre@A>T74#teSraS-@^_=+bruL z+f~n;bv*fwQWIZJzLBhJwM+zK)H~^Dq!rY)`V%~}k_KC-5z#}99_OllGXLe472vRu zCP4fk`mTy{UWCB3hUbfsBtzp1-^AHmo zNc5mph>3Es^Mf%VAu=pcisbQew$eD61o&uxV1J z#*g#bc?%o5ltnOj^kOy_maB(lOmpg)quT_ohou1JSBd8XPstnEWG&Z|D2BJS>zw_T zqz7I{D$^X!Eczr8`lrjy1-Z0fOg-mZEXj-a7%3g(SHIk2Og5?;^EF_2;u!DYYIU_` zr6>9;hM0z(HFf?9qnU_cRwLtBo=v+uzo^33V-Y&>Vqgi#>(U?K#K9M4U$$!nmjXH5 z4rVm&vE!q!>%Bo^GX}3rBTZjaOLT8^cXuaycRHbSKeN{ih?>eU`^3qmTFe~nEmIy+M4bn2lQ3djKc?P;7tAF%@f^W@-5 zj?d@hAj$km)t*voB2X~_La{s`bsqhaU*Z|i>@lYzL^7~yQI>uBwrZ<+ZJAxL1 zi|h9o;ad7LH7!q*r=I0>PpHuTtfp~tQJfi6#nlPx;HrHatUytEjCPwo>^bD>y}EvF zz1i5Tu<;az%lB-*JgGj2xz9l(G?;-YI*l28DkJ@H#BK?PjuN=MxJ^3V-G{=j7E`?r z(QLg=pMcvbIu%SCMyUdqrwJ;0GicPGnnc82o0@;=x zz~)QTdc8ePqJb37!>~xmb1}g~IziLGQ}a(y2OldZ8R-#+bGHibQkn{LBM@eDPMoat z2R}c}m#BzH1*GG#=zCQ=$YQQH+eH0q@Z(8VaQjC}J>o$<4?I5pG-C<^Lv`GZOjCK>6s z8_%8Bf`9hseo$#$ZxKhR@+Iom2QIa9);Bh6)Q2DM4yEET^_^b6;D#Og@3 zx1a$Ptktks$k^gCVO`&Xr6MB6vhJ{G^>TgvT1`KAoEW@_*;3=KCMC~(|M(v%_)((} zKV`o!=@$Reegn-O!m_Gp7Oaf>F(rQ>zi>CHYpnvraep zq3U>i#Amdul{m~@11N)R~9~NeU z=F^PKHq&s&j_A#~$x0)H1R#<8K#fvz_%WBb@vZ&5YwA;b@U+uVSC_^%Y=_9GNJw_%C2v5jQ@y?~ zLj1T&fUL8(aBCzBJ;}P-xcn!kd(iR7*-7}(7oq2Ru70HS6qcz+zQ{;Oz^z2ft1B>n zWAq~g@-Sn2LI$y!X;WlOAP^9s3u(c^d|q8NVO~=LYk>=%npn#F8K>FDJTue~b6@18 z!5oXK5fIAZzLdJ-yYl<)%l-<|xlFqsdX#YoJ?L@x{GFx6_FfR5{OrI1*mG_}?KrG`Tllq##wSJicccZb`8as=1T(te zO4T5OxVmLwR=wBC>x`G&ifxygkQK*DE$WBiy@xduOLzW6EXF15Rqo^Fy$>(_%(eQx z`|KE)#V|E-1ruL_g>`>NU4)eJuQsO=&J3Ewb6b|!Ru4bh<>C}9AM8WSFjPMi#aw7W z2$x+6vWPLbc_o)u$gpGn;nL1VhUvLHJY5AVa_Wer&dZ-5WStIj7coRXIU!9%b zgoDM$oGvBpFin5_t?kn);KT45LW2 ze?kHhR|vahx7g`K*L?zC!7thE8LN2J#01I~D4fpMEI)HW$Cxj1bqI_WBeM!8!4g&n zw;@*z@Z6tmJ3IMJB`3O_S`+Q)QR^RoYxoDh{3E-3!0e7z)!1`h zkuZIp^LypX0XT4G@h z!t9CTiwMp&y&I;Yp^$Z6_V?DTm-i>ho}ju@uqjSE0tYUjjX@uRwA$R2yN?K3|3k~W zSWH8+Q7n(JIu?8OtkC!DKwx8a4|0|^bB;`9?g1{4|C|EEP&R2@Nv$Qn8Y=sNk928a z;-w7t?vW6r9Rg>075=_gF(GhLes=dMWC5-t5Sjy|d6nAe*{Mus*@h%cy@3SPk&|n@ zgNMg?_eGV@XFM9}_$UYxr~w@${svP@56?y7#xyc?V~AJU&<0Z-wkK>@?I|POD4J?u zKgR%RMhWz4(p;H(Xb>Kp8uuHQxZ=iNvT6t78Eq9SS zY&(Ny2pQSeLmIIj(Hi|BH1hJOQvE=6U!oO&RJYyYOrNI$9?uD_JwQ=s)%*e%nN`p^Rg4$|l_ozTEEYJHcw}5U%QG z8@p^HjKOwBF+`=9P?9Pi8o+)&5u%HB&m?ujGNqE%Y1ry1M9j+Rnj z*M*tII1eR}r(GZUN0f9_G^}aFG~PVE+As+DOVtMR&+Bj`hIL^X*~a@D=fgb?=;ic9v5+ccA!tOHnL$BcVr7G~>Reh9{QI6>IW~*Xa!9K3CYhv5F!29{{+9^LZ2FRSo1e?7!oaA9YPb&5o8Lmr~`9bnD zA$W+nyIK*8XJu6&=^wjLs{M-NlVdZ_xeCMwz`4Y9|8#Ff7z`YPeO6L1A>|ba2nAuo z=##S^|GJz?8jip2@~5GE4N7hk(}z&Q3tLwgNPoJFD^A3vB|4%N>+e3I^9C8j7>hRN z6<{qTxO#)P+IK+~*gpE(Khy#};pe?K|uYv+qLC>gRF= zOHS{i^8qCVzhj(R(DOcI?^11#asEF|Z4r^r4UUMrWp=*{*AOw`lv#9rIDqg^{T~9} z4hq@>!@U~&ztwst^q^U#1B!WT;0!>2<(YCF8|p&s8j0JQK18Ib*XUahQ2(2PS*V#U zWhnUXKdt(Eo8s~Y1ce9uWpLO-AhBjyVi6b0e>?XAWGF-GQ)vs|V^g60<)4%?)|W>g zmAB^?U;iZ>#vJ@F#YFwrgUq}CPsQ{NH*EJf9sY=dmsuUs-JOiA?i(&$h$)dLXWA55)XSuKcMDRQS86^S6@1oq-5+Lr= zssrWq8m!NOz)e5v8P{!Dvc$gXpmO|j6VF7D22>Wvhi`lY z4D3S^{G%i$q(4FcByqbGu|4yy_&)-jA3#C?_zm>mzutKljwq8x{1pKc0r43s65L?d z!_#y2{5L~>YCy*Q-~4$+>*;3ZB6FuXN#5D(-mo}+q)j`vxUQbx3rxEFCiGdn- zS%XW(@$r&>44pJFcLLF!J!F&SD^b1T4PSSmS&vl--;oh#SGwk4VXYz!%+zGPx(`ry z^6b+37^zP3Z&^yYf29!SvDD-+NiZR+*Uj@ad zov)~^e!hG*c0g);^)FLUG8QTk<44MUOg7 z%d>_eJq?d28l2;4g86@uc8Bkl8-5%gR(_Oh0KthG`;r~D=i`&kslR&)=`*5aSCvX5 zgS7G8@FZj^ku@hhM2~4JOT2k#LzgP}Af#sgqIi&Wcpi4$-km0jUVZ_~G|=f#?g&3I7^3okrqtS&YhrEmlB z6i<&Rb4)zmNNBYrr;N<>9@7WaR}jUx_^KOF23ZE}Zt^IB@m30myhYzzGhr{li|uj6 z&izYwcjgboY*P(zs%l-$R8U&5FEl+YZ;CiLn~R(4^|g%$QKjh+s_V~ zf(dc6-Tf*8T}hq4NSx(dwQl=nTYlnE#re+FdQA5ov^Y$OHH0ClyLC&TD|~kVszuhE zh+h5qm&}UaeDCryhyQK`OZrPerl6hE5R&f;8y63Gx1ZR;BSWd@KdRC0Q^R(cVlOun zFBQ3_op#+5$I zFW0+?A)Re|l76{gzf)?EzqT7lk5UC-?_ieQf$qM?4=LE>uYFAHg;g(H zz~07+EGyRoTM`W*n*Y`>XM$O#W1%i3K?JehAy0UC=O;ymp~M;YqwydWJ|wm$Q(^`= zHu!mNNl7#|DpIX1in6f*oQs!ozIdN5wzdl|fU>WrsTJ}N_j$Pjn&7wT<$4qixe_eJ zrFL@c(ZSVSZKiERQ7n&Hjk-<-8n+(b$hbNDy3~+<=qNG1Gm~bIi)4)l!&0d)uzTY9 zh@%cmYxBJ(SL~e^8ELyI09CDI(LLTuj*FMz@qy@zWIGp^h6@K_N119hl8?JA7AjJo z$+#~l9+lNV_21GjdG2TA&j!AypNNJ!9WQ&GaK3gTx2sjhZP&x8s&_ThLlIA$esR3q zSWEB2-f7v`{`QU*4>>yyDUmYAyd1XY`M!vlxo)0?A9@{JtzB@;K6G;@opUekCE{6aK)k=7%?Ips8sgZpOP` zSxx8{r^J|enQc#oiwy7a>lpBvq_CFhp0`r61~WtnNgkJ6_J!`wqcc<=SVGKTXD{4r zUe_73imuPre4u#*I=mTnsI~N3o$5ARW7%j7)Y7wd9PX0yKW_A!RKj*V#g?ij^ulCM z4~m7!S8jDGF2@QO zO7UxV)h$|BuhfEm=JFSSH@>L-KocE!)$68DA1w#2<2M z#m$!f46A#&I3B&@wDidt)pbbZ@#_7)rCmai52^Gc0A_dGzB8ds&u%nmQCk7*O>2L~ zi0H!ng@kuXbM>ae^?QE?Ipn;U+A}sthx9`yiSd=0G&#U6O4a*Q5*zp47#vv*?lyw? zmm_pJlrF#2bLvrNGSwAFdJMI>)G#^evJ}^~#~MBwzuZ_^7`BBQ@7lObYNR8D=k&s& zUVat#r@@2aJS36I!V!G{?!K!M_zc8o5jaUMZSjQg9aNRd#Y)>r_5M1WdsOi{a_M^P z4!#~GeOV`+{j<`NjV1V0RPPxIXn3E@Q@C90jjaNd9E=A=@<7|cxhwuvaY_Ehqt~70 z<}3Nn`A1MCa(^6}4iNik;jiY|VuQv0z0Kle=mj>aw+ug0e%6nO|I8dn__<&gnJX+nDhC9TMm#(qBQp0Yt!SHa}gQIlk zxy?34qCtNR1%_VbN}L-Cb<+K`*+$7rDx{W0y&f0nM_tqTD$ApsWsj_tH+asD_M2al zWpOU3sGYDUD~GG5=@iY?A8pdT0}w4GSL*7)c2~$H6WZrEDe+6pQQKE$m2Eb@k0r%} zXB3fgD&ihleyIbN#^YSTgetJ_A_;f9#+;fp*2;?ftgPlUPe$I zNr3qu*TU<(m&8u2l9l@D1$zBnc_*#mLO9OnNiwxJ8;4o$jn#R=I6Mbs1xgCX34m>f zaSHV&T8TuHqM&(s(De@aB-$M$ip7Ghy-4jE%^k0VW|Oz~X~O~(lkg>SDzNIjaiEUR zQ%8P~*a)0Mg;)E9vR6Zmw+0h|;n3HGzRyVyDzU+FdR;nHsF%n2&hS)|r=_Ehsgr&_ zc&j<7ZHeRiRRhB>-#9&SfAC&-^g4bMk=WtPw)?jr@b|Ltu%!)<$^=G-( zqFNtF-SvMBYWi*xLwxv~du*aRN0}#-1jn>o9CTL5*>%-BCq-4Z18|r+!(r(`j-ygy zfHb>nt8kjjvIB0Sn8QYYGzzAxHJs~#p_57AUW-I*k6Wz`GzQ4xAbmAO)yAc}u8{7l zObSUPaD3u@uv(jPA~(v{G%5h{w)1IzZb83TX5<}{s)rtD9==4kOxV)XF9E`jCwciT z8?C#cd7KrnZaLmqN|z%di@X^)`$p|Tq3C&eZgpmkeO9__U!)9Ra9q?!z_CUNu=wkf z)f38kGi`eF*`1e-k}(s8LZp2O^|>OSSJ_r-z|*3jYdar!W*>XZs^^>0htSxkmxDv7 zKomZIM+NDs&=X0p*30FKrMm%_6FW6OM!w2%x2L4ui7uqKYLu2=2(L~Z?J3f;# zItHp--Yo;HcJ505)1xB{pDU9e{)+Vo{cm*_igd3IncoVKsPlnoOt>8B)ij|2%FLUg3jT?TzrG zP!_q4k~beiF-Aw4uI+r^>hMBT29rH9o)rr-fYMZ+)_<7R7PYxyZ_d_!En>tQtmWg{ zxpnv}PyLwt6&yLXcja3FyNm_afo#V>FKzmTvt$I-RaXa0^5eui53~p>ByptshD(pl ziBbjMTL!w<(>ZRt^_)no1wc5yB~`(jg2D$Ur_)|V`cSxQ;efMDZl`MhChbmh9W^oY*s&#+i~ zVWehovDU<2<2C(*3L9pr=ZQicbw6$QHWZ0dy>HqEra|fMJaJ3zHkoCyb|Qj^a`0&j z=O?M@s;et8$+maZ?)c;6v(0Pno9!+M_1)FU(7Ms;CsZolwI%yjc0`w`@T&TONBt|& z$xGgm^bT535_bcjr2jAcMBR&{5;k}lj8U>~;Hl1fdG@n2R&seu>aNtx&)W&jI1xlX z10i3RJ!r;anrIvu0>8XJ?*z{4u?aYdPRQy)JO|Bu{_LC#W1ry+9wzlp#u=RqrSWIPSARFqnw%)ivB(p9AZ|b3p!(rQI$kB!4Lu;k8 znw%(2yv`CU-}QE$loqNv`DgzoyX04+IxAeIvCkPp0j%}u zenyG^&D+&z9kR_Qb|U#B^g46^$agJr-(m^{f<+%mvtQj%_^N=lU|0Y*(9u_ISD5?k+^nuwy45-*lrk)bMwklGr&vrQ^p zy|RTFn^@+&{LQ#v+&ZaY6aXtu4I}Mk+!(q~7ahd%xP;!s=vbP6cvoMr?M5(^$8}%V zn(f(z`v%<%i!f6SJ~Zt4WMMGnq)@9;4P9YBaf$9@h|!DP=Y7}I2YH68*l=MLexBF| z3R1i3lvJBfJy^`b?XO_&pWfihu-k^)>LRl#*sV;9T`A5{!eFy`di0w9F{Z5!Yth9Xq|~LDU}e&Z z#(+z-F7X31wVoVbn@q6GgzV;Gn847uGOcCrFy|crEsD~Y(!y(pXH{==O$B0)-#+=w zXKN|#tJOJ8k;v0ERIJToV`?BXF`?bjOBkti4B1oJnaRRG&(yBGqVzl+9_l#hwD;Or z&sN~J=!MwPhTR{0206>Qk+4f+)ByRt#D(R}1+rDd$tq9RIuC}uv|E?#s&iGZTU)6L zj+o;!rQ>q!ccL@-e!)C_YB~ItQy@OR?tD*V)oT$I`l|k!w&hY%wqNBJ5|BYxz%Lh( zR4#p;L5`BqEe%O}gYHe-zMy;1kSct)DFLCGWmCycIdt#)X&4aK(KgOaOrd5vlQ4Yd z;8ja&&nSP54q?LP4D5RV&qyfOr9-kXU(d(W2T`x~3t$+JIu`0Mo@Vov*?0EK@^Qu* zr^Z^^P|3@0S8qY5T0SPt$G>2_)B8YY8+Ws1y(#olbgP>m$Ds*KTNtRxQI3qkfDn9k zgMHJF9a4mNuVRnMnN_doL_K10|FuC58V;^cs2)^wQCX>0a2J?BJ+Bia;tkhBb9)Ga zNPjl(CN=nyQK{>$ET+XBnuh8Af^vkt8Oy*IgrGEHi@Su!@YAn6*2|j0h9Z{`dq*B) z(|+&xoGY2YJex+_ibZUlgm3-lviBhxDLVEu-d`4*!U;g9QTYZrxh&{pk89k&d?vStclbpucvv#KG-I1?EpdW*JEH72c+MpnU01__U)w>lIMtPR{vXYG_WrGcxl^y~tIqzn;*7Q1NyN0nK z1hx#dmI^m7lEic6nAOFFaP*ldyU8|o?2UF~E&3rC`wl|}$Tj7owR||;(n0Q~B-`e# z7vTo@WOalz_`LOplQU9uI3U|;SKSkCW!uh?ITQZPg;rLenHLZ`!`+Q_l@}ZN_`ann zc{Ch(@L2t@=G5FFJ^mRSX+foC;-KhZONj@39)uJ0oN9y+(?`8+d+f&vUKU^XWXsZ$ z)vmZ(Vk!8bC>8TGdca3#mk;bC(O<@jdUw9^bSDs)J0Wy^PK+*6B>`MbBfXQ2BGDkh zZgNKMHwW)(!R2Cxw=^}q70jaUICNk`vcC=OL=%lrJOq_oi|}{)1K)SRUUW2C)Q;@4 zEgZzSM3JktOXbN@P4_UnTX)wH@c5<39HkCuJsJX`fPEKl9c<2;-^;95h1wS zyG*)7Wz<94IFr(Pxsrc7G z7xN}#Ece}}0%wI6FN#%{b`c@D1^?4|M*ZkccL?2LtFx7=O=j6QMNw|kf0L;r(IWV$d5oY zs22y$&1N(CiKO-E)7)!(F z{&MEuu^~FTf$7e3FG9s@qV9(mqCi_Rf09@G#Cuq__pe{t-UPy=+Q=}mAy3Y&!W$oD z4Yb`geEN2zlrbYihl*?zIqiZtj`IP4X|9W`)=`k}Dh09|Q2x|7C=h>h)*Ls9CofY# zIeA>r{e(4HQEAO@PftXZu5gp~P1Ygbp#>cjJGn8sCIWo!AW^LvrIpc9@uTY>OwHOg4U04`w)>>P>nJ ztB#G(q`sn(jGtxPuQR2J3T*Wcee(@}&f1__OzpHv1M?m@>rUFXeD=Ik3;0Le0gWy; zCZr-60dda>E7@C>O`aNW%7-eX^8H?^uEbW|5VGMJ2~=?|QpSv`P)95mQs6NlZgzTB zUToA~*Sqo3x7v4|9c3gkVd&k@GIDhaOiz+>0HgxRFrt*ujng5;n8(se2VO|x6C6_6 zW2XGUAFrkOSe&@2XHEL6wbWA<9G9c}QBTTUsgj;c1hOOW{v%Vr8K!e6O*on*gfO`EV1-rw z6tBr-mzb_)$LUVJ^lUXCbZeH}of*l@=Alw6U+ffpFMK>@@Er>x885n;g*bX!Xg?+I z9(+4;T_*o>$WWj!y!FFkq9IZB!^{DbNv!#Nmzh5cmoR15wZ-HkvOAV}s(km}G zmodXd?LN+r5e?-V3RQT&bRkvHEdHG@u@JSw~nGu&lR$> zwhkR&A9+tEn?8mgTg?6F_Tmx2(Lt_|Eqv%w$BzH1{gpC5eTd_jDZuLpL>m(m;!u^Z z9YfHu?WnpGa*7J}{Apn7$>jI5E~UrTrHk|UdYa9o7&S6M-Z3_;+Y)V*Y!EN2SgYHR`r9wE*rK5mp4<05O)O*5rp z8#0NE^eVg?4x~TZ%EXO4v~QRzEKdgFeAcaoZ&WG`eM>0^<7QHxTa1#lzn#n66F19Y zuPu|05NEK>RjGHeQTQ;H_gaPYG7IkIdYZ`I-LY4~RB` z3^y;AU+e<;k&oCMV!%XaI#2jTa9=s4=o zZWl8jt`Wmw8z<=fp-Y~3FI_)7p7R0=($RyR?b1MU!@N0}G)V0Cv-`(KLf=maBq{x2 zAYO`!3c5Oi3g}MgP1l6tOjtlY+$AEqzut6Av7*of4Q!OP#RBINv$3QN!xl0S)aOjU zoAy*>eq`ZGfu{_m-%p!pH$3l>ysSebv5{ZhJ=Ainf;c)6%iS+>+Y9PHOe9OT&5UO4 z-!)XQtiOGsfU}3tidFF%um(a>hJKuxxNmE}5aNXwH#i?KzA20?-|e@U5YrvEKt9Lg;T{z#GNQ2xq-kBoM3qo4+~V?N(|8ly_g@ mCEGUt&E5b1^8fo1cy}MWTowsuhBF93i=4EgR5AFq|Nj8c$Qnxk literal 0 HcmV?d00001 diff --git a/docs/articles/images/training-time-k-100.png b/docs/articles/images/training-time-k-100.png new file mode 100644 index 0000000000000000000000000000000000000000..bf5c048dad749c5e7cc50b2af28ce03de729d991 GIT binary patch literal 80485 zcmeFYgWknfWEOIO)BqZDy&!4FxA>jd$kT72XP!OLi z!>nWwzcB5d>o_7IvC-ZAyXTfE=7RW8z)4EmNzK;O$<@fg1WCcj$IJ~5!1R?U^;9zug z6z+>R&d9`)%0lg0F+M(ib#;Y|jC}9jy}iA?+uPgg>l zi zbW21;#NFN9w9XX%fqIgg8-8*6)5P@j>J(n%4$n}pUZ{Tm{{5nXVNh34V(a|r>FL|I zZzCciPW$`ehik<%#qgh9@YO*F2M60G+l-8i30Bs{gGDYbuBOS2pF1Zrdo#z!$M6(6 z+w1}OXc63>Y-3{s9uI!xQMDNn>FnYfS~u0--!JvKMN?CAaA{AqRP}m)A08th65OOy zp#xulZiI&Vw)vi2Uc*Be^Lv*#{OYCzg%-55&!?xaHaFo7erKbjgPVia*4DeZxw?s+ zuT#1e6clEqq}LD5GCE<$t*!8gr(RxOVPRp*_71!O_0!YS3X!d=o?bKJ61AgiC!L*T zgDddCoWi2Q!^TF7jJ~L*nH3k;B`fQTg$4LT<-Dq@OTkc3)kKD;%JA^;+~%>0ii%(P z7_(1}prD{v@yL462YBb#IXO9a-?x2)@>l13g+&K7wPV|3YwzAcJj|=As^HgG@OOmW z3p-I!QDtRihlhu2{*axFjIEg1ot>TS`1pg0%G=K@H8nNx>AIcNH27@eB;sdh65f-v zUs_gIR|mhj`7yKQW%guZVq#8FX>4q)yu7@kqM~zdt8I46I>)-zTW~zqAiN-4K3%@a z+q)$*bSvGs^@DPCY>+DCiQrdOONS>P6Q~feK!fz+nS{FA^mfa=dx%(g_vN;D7jPGr z|NqbbXAyWeRqvU?+mC^_xafijqyaTNqSe+Q#>NEseRL<%_(G`zcr%XmIOzd^2>kk$ z(K+UU(wkR#^zFCzmm&x+u4#`XH=H`O#B{_I`sTTpua-oW$t!dLYEwKrT}ApTRK=KS@9<&Cw#0-`sl~}p_%K%;-`ZQ89Df<6D9h$h7nu$(^qSr{GB0~6rXrijG!hL> zduSMfgoK&mS6QguXNn{vI-44SJ=P&VE@g9AhJ=~;dqcjSn|!v*z*Pj z>rPL#A!AnV(dw{go1WQA(MN{cWg@?&Na6dVxQ{2Pju6~V8xjNZNf}fX{Z1_b5DLra z>SP-a8WzTZ6?878pBPuo&u&b$3hIhQG%04+riHc=2#^+;!>K>Iks7Fch-qku_S-i( z2EI>V=29DqxTXR?<{Dd!`Z7l=Fi0d>XODNVAQ$@?{Z7eNp|*BFBbN^7 z4_8WsPS{Cn?+auK zY5ff7F!rtT>6vMXVk>6_K=g_7SK{V2Lx)0fbpU4l0?Z4tK3T0p*^HHd8vEfAU5eJ= zN7zX3#F>Ee{4LAWaqXCrvJwXp%zR$?$VP4f+kLU?DM`!gjSOhe#kx1Z7}igquAIl%ePs2MKQy8V{`jNHjn!2%io=@wSwt{rMH#)vx4ybCW1-++CHh(lx+Ub8V>3{8L#%4m<2e`PIeH^R_+8YP>nN=?Tx&2xSrU<`?GA@FU|gse!$v@>e5`DXgnyj!JMxnuhKRrwU@0irZY=83Os7i;Q6E@RCMe ztt=rnPa|N1N5X@Q;`@LUGeSpbFM6DtQ}rqL{i&}PLUDS=)R)QOkiPF=LSW?` z*4Eg?LFsbJ*Wn3b3FAKJuj&qDHvN~C7X4Z_>&%mmN@F|B9u%Sl?B%J^nFdyqOGCXq zmFJF^Jyyte(-()<(4eC?vrI)AT1P(WRIe+mHS|k&rd~;+?igIAjpIcYAFbIm5vPon zkz4vp&gP0F2;CP+;Bi`@ zvSW<3p_tW1^jdhlF0?UXejuf+aBg;EIW?{-y{Mwr>3y8>=*OW`S^bPh zg1Eask6wC;xYxVc@1bT7Z(*artoY+?cWQF|N`z)x8UxjSPE0d0B|7q*GPaaadhbQ1 zIY58e_&z!mYVM=}-3uaYj>X?IB&|4P43C97=_qTH7d5**dWetiv-znYyK!<`+>O2L z)!ZmpdH&&4Z0nCqPH(%`46V-uH))|($e zC5|o$M1ZR$k(1L~lcXbd&$YebPSUmmew%WJfw}D;hLVXi-%!Cc66sT~J^%?+cnety zPDtCIpt4x8JUdM(nUrlA7JH>rQZ@rMGb#;eBMtMu#biJ0edM?+;>y4kui=(#Yx48W zZl4Gj%xCp_8h{Md)xPN(_TSTF1>PD1zgjL`v9TL0uX90C&Z#(tsNfIFv{^_$wY`1{ zba`i|Z=L# zr}5<=9WUujmKf3{C~TiksB-?1V~}&vw(g?XNlQJ>__co4Z~>-rzH;pJsmffr4HZ zLsbz)NpToEnjct{?I-%c^v-~|Q2Qgnv*1=g!~QA;Rj7!T6)qt_H)*N2+oN7&FJv}E z!TA;K+~iC*Wy@on+4@)Wp%jTJlR4Bo7!I?*Iep`>@%UEKzQ$AO)q;zz5G06mckT=B zp%6*G*c74me15B|dsOkRt@;!F)4CVwZ#2=NNEDJ9gc28#xxxK$3Yll_PBhzGnu_nV zcPg5kW8^wsFO~m5<5hiR^yTn9@j&Z6SjIP&{n8LaMSd&A+VvY^tdaE zOt`k8_!T-@VLxx(>g7fIX=yPS8%u|7$bs&F5+g>&NNrKbs^)=ct!37_(CVU!nrv4ZQ_@oYrxt?qf2RIw=$^N5?xust(0Uc{8 zoDH%;*vZOggt}?1O@qqr5jcO(-ZdO_?h+6$W5cDg5$oRd8;UlM$KpA>_RM>-?5-_D zoPv5(nfN*Fx0$03?3n!w>Z3is;DKi>6`e)1zO=mRzS0trqtA4p zHKFm(h(hNh?QbtKv)2`MJTwx&|F%GGJGj0t?-4^&?#fa@g3Aa#QDu6XDmRTDDN0*? zaO~^X_Qalob<&rzIfm{Xt{Gf@@eD2k_*ejD)L8xE#gL z{~S@={C*{$AGH8+{puCXpoixQRZ?tx?$*1KfPU7*m!@R*=kGm8eVNj6(1L8#f>LV1 zm;?+MVto`>Rsu*d5)xltjM-dm-N>O7@D6nzr=gD-W5 z(R7oO62z#b*o(qfr!+J;T$(Q#1SDQFe2cC}&5e9t0pXU#sQ{<1&(1cn44W<7$4Xh9mV|nL9sv-?b?Ft^AFEb*jQvn-Rh=#6vTj{fr|}6 z>s>Y9-PJ(0=C@kmvOo@|i2ts3mq8JMH~t9~3T_^teDUa+M9-7_tFbpoOwT_j(>JhI zzJPtn^g~YLR@(paJi)FsIHe7n&RA-j_8s1#1NM6qY}_Wgz$TBJmT}zN8GRJ`5zL=l znWs35XBCt=?ovnX;F(DpYpkL&bLWSc5T^nN`R3yYQnAxT96@W;rzc>!$Js9%x9}mp z5)g;5OIL+T!t9x0Xh&$wF#qOkI36gW+~s_|UIQC~bSaCQ6zJMmw0_Bn_4>2i9*ZS^ z;y>Wi`YBU<)SBkMQLT0IBIA91kIGylLrK$K(gm04IW96O4m+NsZYZPk1N&Fv+A0T% z^Y9d!fsd0r39`D-B_zHvLmf1OcN}gkhw{jE{CF0zYQ?RM@uLzy>eewJ^ z?sVjRAwhcekr6BTdA0OL<1m$S+V?w5gUb3}mC`(&vwr08=|HHn?1+ z#YH}envIh~=glqR{CFxcJYmzRy@TIgJ4UkEYYFs8VbC=O_5O%FxHnrk1eT6%SVO&$ zl-}#4YWXKUA=;O;hibCJ5oD%F=3SYjYj%D(xJ-#7tQALQ`jJO56pw(rUjohp7FxcR zuWMZz_n2Wd+lf+F1nzSJ*$Mm2%A=Fg);~i*+p`5}SdkADBu^jXm-t!8-1L)M8T*?m zSB1y2(IPVJ7Nl1RC)`fSzQCU9%BQ$cpyz}j2H9`Wf~zdGAuUqrX#&sm+&$?$37N>2 zW3LHh*c&^QIGCN3NmXd7pvW(hP^w)(h6>3W$yXn={)8gVOo9pMxPG_q-=4`c*na%D z45;QKZhke?0vRA~7yE|V85Q9-StZ;tc6%wy{YgT}rTP+g8LhuA3Pb11*jlvvjv7U-^EfX>F`Q9? z#&kr&yEV!}xd-L2X8h?rqv-WXeCi(!;XFXa4c^4|<^I6~m_pnx9DX0zZ~4(AQIrT6 zui`ftm%Fq;nWRy@keL;bXlyx@7fR{ABKER|u+uE`pkJg}sUR0Rc-}4p{zzGsPsym!sKv7`f44K5e*f|%M1NV&5m5eW6=d>T^ z2l{fe{HeuT^eCX3_uDC(<7WdXuw>I9??ZWUbF|utis{prD~){SjoovfBD)M8>L2iT z$L)F8w3LPFng~NBCkNX7kAZ;?a=3w@MY=}!;?ox!J3_O8LzHJ_HFb3R>CfEz>13IflzJsJ!ln! zPvwEUI6re{ZGdW-*2S{|@rGw%HSVzvaz>T=U3O^@n7Zfv4s6%al+@U!kA} zauf7+Wm}_!7m01*&#UfN9(Z*E2D?PlGW?4y1Vd3@OmyN)$D>!sN8)|)e=EO`<-`|w zBtMbE==omsTaKKwp3WaD;Xw4KGU6l-E#BFwMS4}9%Zs}OJCuQ+j1&qu8V|VuMWS8G z!nbbB>QMJJ4x?`dQEyfnpQJ=2Tuo_@Ksf^PLcn&#>RirU3;jmz!}pBllHg?v z_ayRul8bF(?jn(iF;P!p<~_(5Ds9K#4&g=)ds=Yj3ji37NK;wsaXnV*X!o!sdW{!J!rAj*wLJ&PDA?}Df|9xk z@q1LES$}oDWK6(b<=nyhXveOVNQkxiAlELzsF1LkbCBfB!)}p_VZm{}-Qjs}~1IL|6LM$7;%-d5xl=-D zL&<1>B(lnl=a#zfW{cDmO4ZB6gUwq!klKj?e~$W1e&+`Fz-WtlP&&veiaLFGT?}kI zFlMLkOZzdf4Xx=0HYc@)WGWF5tK>xvLXEl2?GNjhS=}mLg~2=K8;>f&PwbJZlDK=? z#Cxq-kw1QuiUATbiEBSYC1i%YmY@L9J7dK>0n18A5`dbXVdZImo5cr8eVb-$dm{Cb zm{_-9elBd^!!+c;1SinyeWOn@TNxKu@=;3M(Nb@3u#Ti)qK)0LTDqk1w$4asL;?OR zi6xf5)d2MZEzspeYhjS`W^Vag%)tAEh;lNqWt~A(<7O?^rM0hGqsWMv34<&OJ(+%6 zSnVDuAU!-}=P)0RojZdKafPBf>CJr-bvs)#NgyzNmp#MN$`{b}?Nj%cKzF%OzQiW{v)8PJ-hr7{xn6oczR@hSTY(?+K#pNd~SaVmZ)_i5W zK9C<1iRwdx?n~5h5NkF*Sk{^3OwWXMHbX!AnpR#Pyger3?eCa4JsQA>w_H-aoxLTz zIbzXsXq&X=A22N9wvgD%Pi87;uXg0x`iKwN2pS6O*AsmqV;@{w7)Ay&U5~Z12|JK^ zY6;l$q7t(l^noE+x|CgOy*pmgT3We!vn7)I;Huz)m1xdTQ^6y`HrRg8==Dj}!t4 z*pT4#;Rwt5w+}?QzHa)63Y1ni5eKw)-z%&%U$(i5g&O!=_Nf*%NEW?avU_LEd)@xb z=jcVn^2Y}fb>C9#1#4s3DM@Au%?ian-YmeWPwwr%UWS zS7qTf&o6_^%_T9$k49`eR8Jz!m(%r2G&;$uprM_k!g7KOjwVl0kOtHIIPAaXdr;kO z4=%c5Lsp*MpW4LQwW6p`68}2cIX-}E=T7aBeq6XY5&3zX)#S?NXT0COT;6VJlX;kF zUhJ%z_ovsQTIH*L2sfV9%^z!qORc=$)AT*yt^4VFvbOFkYQq2=@1!TfMKMY` z3~Wxxg_qdV%yx~>x9T40ew#7Q4lMSL!uw%uVp1wvnAu=Wfe>(qUKv<(2JYAVdFW%ev*brEnKc9|++gu$2HqnYd8+yg`8P50j z6)?}M?_6;&5huG&1Z3m)1Sg=xZ?DTj{qRYu9s8*Pqo~shzjyB zux)RkU+xJyOx-#i9buTMsi^kxRhi!1R&q|5^t^?atMzDA-bE9SzL+66(Z4ab_LK6Y z$k}dzN~k^wz@H2wG=?l%H~tz{c9M*`AY5M%pH8s1wDq}7p9=74$4B%~_|`?#lptjx zsbfFxvJ5b0R6S-P>+R%#K~ zJXKROY=k#2Pp|g$RbFpuH47abrFho2(cgFvyN>aR&2Ea%9NM-;kn32ht8AQkZn5(n zG2-6Z*)OwTAc^M-6?mF3QawsEx6g~-Drbx)zZ!M9s^m+Mb#B%&L_(^lE9~AF+~8JY zUAUGp6d7Bz{)+R^O5NaYWxp_q`BX9}eqdDLc;apU#{~Wvo1^-@ux!;hq7yVE@vW0$ zSLVHDU2I0;$#Pvm^?iuJX3F?{yVgPRrG-Tc5{zQy?kSz;Ce?=n(71*m>2F;FvBNHM zGV%Be0FUXPx)&C_(d3?^nnI^4ywUMD8Q+nR%-h88H|;e0?!qpF(Pr?sqx+BEIC01C zfAdTm<2&gSemv7Atj??ucUKVzW7z{C~f@`hQ(HC-sQzT88N( zA)T`eu$(%0I-kOxbP*#VU6au}pGwf6B8k(WqJoi-P{E5(BfFfMuEb90?(XjUxp#Tu z8mUjr;dy{S5xl#%Tt5YM>(~2rCcWWw@36UBR3@qL)mUG7FNqfGsE(G0tl=jP;8(X3 zkomO+fV}&^Ezkhp_XylQpNH7p56EbvOp=48j)n{ZK=|$be{Bo|NYMNUrqH5c%68Cvj9Vnfkj2u;!DfTFO7)1!zetBN7dasdAkjeSI#NnlQ_~ z>G1gvFlkFDFbNJ(Cj6@6qVm_+q7DKwjQGE?Eb`4kMUlriRiN+$HfXi~m+;fH2s|79 z*=pPANuN?QcwNi=;=d+#l&NQhMn8~*a?{s$@MA!QVaiWXwN(Pw)x zXl1mI_H878LV@FaMiwFN*f?zS?|DFc2iCK-`=zg1konl9`>wF(1x8#1xso>U1#kR( zM6q|S`CH>wDfm+o4Zo*2(vXNhd8bYTK>`?!aMJ!bt{Na^qzH{#|c4*PW^MuIX8hrDLqYUyVe3 zq(RqgQoRXy(EaCOVp>Vapa$W%;;qyZIVBtlEo63o6O#Dok8Thka;Wg%bN7KDx&9ME zqA9j(ClcK~Pkgp|)|D3~M_-L6j8g?DL$U@KAY0&ugRG)hh00QF*kP1GN2z)7{K8qk zlZ9e+=j{pOy%YFbodC9OE&>S9eED83lIpz-WDu%3I%rmVe?@0 zPmcQsZyd04;;@%cnge?!Lub!DGKUiE`=wZreTY({g0o;downI|& z10r+31gLq63V9}nP&D%ANXy#j^tYK(LX<~bqK~}u^#DSdP9jI^TOlI7EZ0A2ATx)f z%Db;#IyE-B}4nxZ{;KLvYfMxY_-6$@#!k)Qy$~fy`vQ~!j_`3xV zM4S%)&N*pF03dP60FK%<$JgvS&L?bV)1*43uSmcOea)7|dVq9rh)`lv0}y#s2EgZKquw~4Gwo!g%d7@S$<;7WlJM;9Yo;GeNM6z%|MyJHu($v9@D za#<6ApSyhn)76&h2>Lxikf$dMrtY7}i_8eclLRDzpNNN5A_43)|AKJ|!m;9*-R*2L zisxsul|>9NDq-b2FQ)}XMXccK+EU^NuiutkH=G#6!Eo^*%Awd)yeXadI2ub}GX*Uh zaumr=#GIq{WdG9eEeiy0CvAP@s{9N9zsWv;_)ho4sMIUH_0TVo2dPW4a|J~Mj3(KC zq~1tBjhhky%bj)lSI5YGjv|Hz)xrt{OhY#OHd)8zwRUsdBM~4_cDM2YK!cqqcQN)H z4Gd5=200Oknm8AK0;KKvwi98Y#~?PKH!82B1-q&32o8Db0Dqx2$bPd1CM<96gC2y#&CB^& zUv-a5iUuvDdZ%YRhe9SaT{AcC<{th z^j}GloB`7HTGafd*)a>4-*~TynHY>cqfdejYZ4YSu7CO}p68rfa z^D26Xe&ng7^nXXcAiyZxn(<>HXPxp~6%omfNBtuO{pL7fF6)6OF7PX;w{${eX8vH@$ied8?sV$Jp~Uf^6A zK59f!5zp~fIpYi7j3Uy1Wqe#xs5${iUPDKOr+HVU4V>fA|6}6)8IHi*X2sLS1fXW= z4uscKgs8vX0D4NK@P6Ikc~I!af9sFPUa;-&*B^%7=98&BbWMK^Qm5rH6NoHP>fri- z1v4ya1lmy4KiZt-Y!7&AIQs0x$b>aH*``6KTdw}Uu}=lsM3uI$KM>fhEX>zQ20rseP#DrYM8 zq{6`;>kl`v|E*dEkl~Ed+m2nw`-Y7flU%GK@l#<{G!RNRR$B8~@M&?N$wPr#h@$R- zQ7A;2`c~jg)nJwO=^_WsvtNlH*OiJ@|M~Ef1qXe}f2DqDth5-1=}&fyD^h4nZ$Z&b z5R2-@e35Taz|AC^R_f4J+g2&*Wa&bpqqp=B!inpkxIp+<^2T)P#suHu%Pv_=qnFl$iz&gbT?6_D4^BRq zPp@F)1X%twz=XXvrTFNh^LD<9ELLRFW7?Bkaf$0 zgr)v<40PEc75Q>TFreG#3lK=2AXEl0IVJ!?vA^qqGG5{Xad6(Ek;pD@$1l4kpK#`l+Blx7=- zS0|2204j?%O0CS+xUP`-K81nf>oy!XeO_#$2Do0EvsMC@9L8MR7h&tYxR5nX0#Mc*4(Tg zuOuI(zn-J?fgbmtOeub354V>~?l>a=ze|w@3@|PP01}g{We2c_eE$--)Qy_6)V6Ma zPXGuBJlWeo_Ifo@LqM4AM?v5}94~e1+^evyzjEN$BR_uJ&^qGXlZ5oQI4ksCTFj7T0~>KZ9aI7`l-PQTb}3CPwj+$^-=nc%c+W}M^xnK8 zbvRI}ImzEG($W&kbId!u^x}09Q9QG_h!Caraqb6^*xAJ~(?J~Xzykn49KXvh9?QWl zCwP+TAH5`g@j5%@+6Cp$SO4?q6TWUNqYBRvx;uElodW`YWY9ve{w?!yF9;PuX+Wsx zzuJfIMgbbqzmNS#{Bt8}gmr*G@T)JsIulAoo2Y!C=r4c~;QUoW-v$d7=J_fL`_G2I zIVTN{&Ftg)_I2w!h*2TH`@eZQMr7GaOJJaor_ujBFD^vV?T<@l^K6dpk5L3LerqO9 z%-`)#)_=JpaXyiJe+3x{LG2D5@qRZ;gP+oc-ByR$ef61&@TK?s@6hJ-Z|0{`8Q1Lk63^W{VqM;P4gxn`rXj~IJHlw^OyxrjnsR}S{cruyjjYk$Z3ns8I+``bnuW|Me&@1L z8F^-Bc`etVj#xp@_z)#a)+WvBh%MXA=!q3gGPPPcW@imv&VDvp$ak7w#C}r2=Y$=f z7U4B%yy#gJ(Vs@Q_C7&4WCnaKiJ`9TGG0R?b1S9K(uAbI=dBfU6TMMe!(AcXxsEk? z(vh+^8^DVLAKIj({_3{L<%!!W=s^Ftrj5f&wb<#KJLmub`!C*=OIYyX=ED1g zj?8OJbQ%;-1Ry2lZHs$d7qgDhM3n&83_~W{TN3Cqs0_fiEBXi}u-m%#ezECxK(*)@ zc}JgfAO>DyY{IU_$a6M&O@e+4oSb%=dguu0-vErAayTKvKBevp(eC`91{ zIvW}p)GW|RVe67TsawJBm;lPNG-?Gi8YFecs@mt#Y`c7Uh;g8^w7AwCiX$Dpsqoj9 zAHK-I&CShg?5OWT+)+5U`0OcEZFP!DjOS7|xyj4G$>Z=tF|gg_>F~)S*lnVQGxx%` zN*fSaW);#{8DMS*dpbs6D!SGE!G4sYc#_HXJL}(E^li!h?17H<@xooCtvfWUkqnH9 z8)`2(l9mxNuZ^~r({uXxqakjJ2U#$d*X z5>M0Wk%*P*CIcAoCs=bhdi)ux&)n`z&>f<@1% z>?&00BBhr01^#NvRMO+0dHV1f;2vH!&;v&~0pEs4Gk$iB0J_9^#a04r;$<6khwLXD z3cLx5+GA#50+ckjvU5e zlaT9d@`wJDb!eR4M`Iugx+DVx4|{aYzf@^F>iZ@{`C(%(H97&*Ad~RLKK3fc`r(;wo3&y%+K_Jr*R z@^%~dMb9745ZY*&znO~z|Fslb(c$8XcQ|4UCY}IH&d2}cNaDd*|GYxrbM{Lt9QOc@ zTO&IK?mT5tY#IoD$dU0p#l&_iZ!2fD3mfFn$*kS|=eJ6WpE;hcE!r$}#ilYRBo^Y30jhV&J|APmT^{DEdF94yyClHc=5{uFj8ABux zMlk!rz(bn5((@Jw-lK#bf+r`N z8?5KZl>ss$e1i1bZnBgmM_WSGHH({btK$F+N1n*k-QHT!+mv3dKHS!5}p8*-R1ysD%R`X@Ds zJ0AYsH^DnqG%+?&S8_e=$Nz{6lKC957~ONlb~ml60GoTJD$+$gaLlEv1f+c!6`6SO zxZcFOIYxbMK9C(^xr-sWQakv}#~PjY1xgf!ijE6PT_A&8|+`&wY(C%la>Kq zuMiKFo@5Mj@1LNB6o+Cb6mi)KCy>|e%>fJnCOji}o_=3lI$rYb3ck|oPVgt8z$BW# z>mUEnD0A`Chr&mQL6tbb|0-3J&WoO;)RhNd^l21DjDH~HftkUTPbb*`m=(tIgh;Nt zp`BpMZk+!z%C~VjVvJzQi$kY0yu_SR>~C&MjXqzp(a}1t?z!T>(+~n)=Mndop5&uD zJ>x-4EHk^Sw)smz%&y7%H(vq@>Rs+f0ON&bsXqyY@QlTZX)6d+u#0XHj}C`Id?cxs z{$_e7+7*dN%il7cz}nlsmmzk_SreIif|+LD$U)p^999*fR>C_|Lvvj@s=;P3Y$L<& zd0V^GDUFh--1k%$B(}fnUpOd2LDsqbFOgiQGknNh{SE$$ZH+Jb3x<|xR3$50%Pp+j zf|F{_4K(N>FP?H%itwB<^1)wemCbsjK!nOzWMb3;09yD=N&Eivl++fU^OX|^trMeb#b$~1Gc8e zR9-|h0d#UaD_;ZdvJs}u?d8bq1qxx6pE2XwJ)?Xv6PpDen7_Dw7QSj<<7F1nk0*bx z3c2jM^Bp1bAqDXuuEHDLl5`B?*EpLdgq`TmCjpqj-mq7IDgUnd34ca;{zHuWL`sg6 zKm0uw7bR>>XT^-R3O9>9>T~jT-+$Z4N?zj_(HOH;oAV0vNx5hen;vDp4Xuh0-9r#A z!QZ`r%7=oxx>nW=GvKWkm-L%Ylhd-?aZGzc@JoF6xqYB{90gFvP{ z5a9anW+EJDa+ilbL<2R&Y%LqL%yP|FA$!hXh0$x=SjE7PGE~@tI`h+))LP znH&so`rR78yXKVf7q`wKC;dM^dpMr{3yWV(?4Rcz zlG@-TXa2e!LiBDE0)t(@#;(YNWN>fOJ90n+0e}qG{)pW-GZGo9{dI!7R&PS!cjxsp zu!)I`bSFvTS0{||w*7egA8R_f4j;7)0<(7wP{)DSpVyhm`k)^Y6yxca3HcQ*8&gEf_{Yj5QWxF7`Z`2I{0ERH!EJ|k#O7Cf`bWMx zAzxx62F8FFf<69f(Y7f62*C4a@6r5SfW;ru>>92x9y`(~snUlON)g{|n2d?>;gR)}V_p>^X9G&8WXB_Vlhv z5i4MuOQK+}9HIaPGW_*O)K@VW3g|y$@2(JWFkv%Vt+X-&>N32(bs*oes!E^DE*_bO zD*_X8ooZw^2Jl8;`H*?OoyxgPtwpEcOjCk0UqeL2{EJqqGed_xY3p`I2gK#V?{mEq zt36CzKEwe7kj9=s_!dZHHRaCA`}37#9*}pXpEt|I**a$z06w4Q=>5QJ5iNG{@ho#s)rzZD zsZpcWQK8<9QbE_3-Pz)uesk2|bGZjWRDZo2uYCWw;@1wn5Ia**l};~iwOHTH2s-*| z?0$t_4?tShj_leMfdPP>eE8(iw=gbofa|DS^_w`Z=I84J?YNKN5klHAnfLd^&!3V8{qtP_E`c|P@mJeTu|QK3v>gpM z&^B*ThN2z-KLR`|+DpwdPN8(2+8~py5@{#Qo~qLS?(DDo5p$|y-bD|MCiuLN&;IK? zAY^}nbb^){jTkG9VQqm2LI!;b3KUUX=*<{Wm;q^Z9*{vpulscLIPk6tl# z8&;+dzJ+pI_O28DH86?yj)NIm)Ez3UbAZbUsd4J5p|>sPZ5>+cN(EBy3XdjOD*Dw z5Ia#=-*u_2l1*JndNdP6X*rKGEnq)J(2SiOlFxJ6PT*}co`6sn%9%ROFws55No|VN z^UjpYE>oK>vKdo_3o)epUE{vz8@tr~f1I|QlibjH#6G5*{R6rIWDLtfDl68#E+SG$3aeHUIOcC?83~gAW{A|+xO0L# zcNr5%2Wr@3hMa}DyE+7kH#@80VWt_RunzDupH(&BQ=$VII%A38)p(KmfEYd5-2t?;D8@szh{F9RJRWqmE6~)AdJ(1M)BXL0{ zL{M8y-_IA->*5=M1M$sLe;4uHDRGPsyv~}Vi;E}Q7ir?Lx!|uJF-PH4zjLO1j(yi^)TBZQI z9~2iIrZnOJ_(A;*7WQrx{p?(X-PFr>K!eD7#R^IY2~=e1+W3r!`X*fLl4fT=2h8+x zFQ<5<;P$H)ZSxhZ!g6uV&uU6DBfQJphlJ{%Dnj7uls%H!C(MXo$Uigz?3K)GjNgdB z)UZg+Gj4GJk#DsjZ1DRq;rs?yHNgcS&BrcRslU1>dH@Q5Wq3}JU;Oa7%IP2MJ>>wO zo15%jQ8$NV4eMtS_zdWOB`PA3FkI$S;ATXBQjh(%hgQsyBQ-qWAXyi2Y4n>bnA0gu zINv39aE|`oQ=W|4c|H20B%chpIutW)-qQihzs0sdMG8fBA(uqlOWOO4pZs`fGQPOv zRolPVzK7bBt8P$K9mX?t2sD}E`%AyZ|3(=A+@G_Y`d^B;U^ch@ar ziGq0$8-f!d`$ezme5bYWmOU6w)^KF*?=f5Z^)6w<{AsAw#~+BKVWoi&!MjA+BV8SF5LHKPZdG>hHc=@F5&% zaM(cW`g4oC`k`x&Dy*do8`g`7WrXPnu%?)8c*PDQ)C6ehDXG(Me_YtipdVahx%??W zwI6WN>4*n&2$%jxZ)BF^%AO?Cg}h<(Py|afA%n8kCd>Prf4i-*LyL$cghmzsscT|3PspMlR`%r~7#c(C2Cd(-?0m>uGaL^G3xJc81l@^3E=|XEBJ#^JE<3h_Ei`NGsg$|su2q&<@ zxax*2XE4P;EKNBf*tJCMRTt*88}Xl*%<$$*eUmm*$3na@?uE)vx*-3iDg=&*N@lVx zauH}W5H%Lkn|Xk_M7qd z!QI#}xDpULa%&M0ZtvA9g$+x6+F%ypzP03LAsyvVtbw?73jWSYA7hwh_G0vb+ydF= zWuM!ya)*N1lYj5+oc zq0Bw!8UJ`AR6yPRjv(fg06(vD4PG&@f8C|=dUX(BWAfNX<2k^VjHBH=_d{oGmxVPPA^H)$!D!a3$%tsh=GgcRtQf}Ffl{vXo5GAybu+S~Z!AUOsh zAYp+65{iVBfC!58&>aE-lG3FzprW8iOLw<)2?{76-5t{14fmWgGYH=2x$lSfBm1nq z_FBJHJDKmWa)G@3uiff_Q+R8IVTNAqYa3A=Ju0xjrwl(S zH*mc19R71^sq`NdcXJOAh1oaqi;4aWK8kt7Q}-7C5X6tu(6*80W8AyW+_$^Gr*FAO zi_mz_QSZHZckj}AEWfWE)B2R0f!y$}-PIK0fz7O`)eoNSHYVYB@=!fUE1gIBDkXl_ zEH{hR_QEyNd>y7AdP|Y}7)8HAu02V)f)aP9p6z|s+PN-MO-@J^r=T1CCgj)CXI~`C zWnIjD3d-yxAD)_4X4ImeOYsrK&7l#SNRY}>Dk(E8$`$DAUpoOE@OVy-dnNJOwF)D$ zZ+pUp2=TQ?UzJ}k=(x07s#$LF;)?RsP}a_X|1SNpL_|m-NYZmy?@_!bboA7U=X_7R z-tdF(sn-2aF%cWx?H)hPGt}ym?3WGSzfrcudmQ$=l>GD6w{J+tZk=)C=D#2Q1OHM= zPtU6)dHu5=NE}k%ATsyoqnQZvCuyb!*eOJA^*82rOhzU4zg;3M|3owTbHUPq$1*z* zulv{NxtXw97uxSxU6Y2Fft#^y46bV8>-qcJE0+f!+En7wwK3~HY-h2H{19^WW4~Zw z>T~j)^Frhi-26Oyop-{QGrPmN>b)z(q%?IbZb!f!9-iLD?}c4;d)I$ju5dtezN?QR z5I#+F_jd4ZQ?+tVY~IvIXCm*(=j!95!KQ7Txj3t?JNUi7Vjh|OaD$&Zaf0j9UitaG zG=cRkX1I_!m+=)5byWj3x>dU(*WAsajQ()Tb0I%@2Z&tRGvE&VRC=>ki*y@1gR(~4 z8V~87TRD+gK7Enr8|z7N^+PQ;Tk38 zWqj6=^FP1&#MwJ(u_k>b9#HzSPU`$F-d{S3XRYqwKlUX8x5C5h$Lap6L%)tNV(jI3Slvg%z60-+!8l4Lb*cIkJ~3{X)vt`xnM z)!ptceybbS?y0`C1IwnC-ka!eci+;g;JIwgko#qZf&A&kS{QVXFdFg9 zdDjnlvA+%{@ext$%C*pTUX=djqJxDUjb3N>2!Eqpt$a5P>Es#Q!$^7?b-;fGm{`2@ zx4pd?TXs$Ei&T(GyxtkN^Dgp|bSRFo`$-EXHb28o#_6jcW*4@feQqBg0T-&Y#?qc7 zMY8+~Yxx}?z(^|i0N09bOo2bdAJ_J7_rl?3hPSp@gyW(sc+oMF*1Cekc}gt&(kzFH zp7#n2SDVgIvt3;E@}i8Q5d$4|(ldM_mX~1{zz#TS3jQg5`~ABr)t(WOQDV`LA80+{ z_kin@=(-~#cdgc~QWu<{=nYM=#>WsRymuE8(`PUd0X77fu^SGmz6fHxgDnq`pMLE9 zN$~-C3jaroLP-Lb8FBj9Jb|NAwT4&FZAO`X^05k6jh#GyfOyDmS1#WBz~hN>S(u75 z^Qh;IgzS|%wQ&pZB-N4#z4XsyyEImj0IFvmrU)x$E6q93FOzV}G~jB#Nc{7DjI~A} zBg56&P*#?czzMGd_p? z`uebQ=e)%8ow)sEa0dpwu6Z(cq&~|Ust*jRa#q^q2j(jxask!30gKbK;~G;(S#lZA zs)PFvCZ~={e)qQS3@8h9F#)sv(PAIkRH31Y-n9ab-Z9fhzlIn}2m8gd=uMTwO$gs>DD-wpYoWZr@3Gn^^X1m1mso_s0m$t{~oe?Zocj3i>xzdU2fa5~M<`ATn7L!)Q z1OGN^+byh5uRI|Dk7c0a{DRQa00_ej9`o1fqg^NerRTm@=XOuvUuyD}F+s;haCSqB z0<=cgzDTb6F+tV;)yfdwrg6AE19%{?RdwIRC>y;f|a1Zhv7DdS(> zHkb&+>wl)1V1%?XwOJ z^@g=`?;nS;G*%$+gGFV?9+^BJ%qvoRQOehRF)63)sdw1dG$3K1?NM3nWEG=;Hj)y@ z>-Y0ds*GI6xNo4&o*4{aK(WnT9Z=N3xn@EhkKYf%sI!O+6+48&^0=z4)eQp9Vvv3wH7GF z7s3?XUQ@=SwO(I#t>E8`5sfr-U+#;BHX(Q!qrp^Kye&`-ko^ini0VAx&MC zRaIPkP2a)3u8rUOecEkrIoe&w=JO3r;P?YQIqwRJ8t8%cL5a>+8W0jHe^^Y;%O!Zo zHRfB{P0||iYiVly30=u28&Uh`iq2<+3eu1}GFvFtn%1}9mp?@cWKo%L&=k(R%Iol@ zVy$5@pkmRYS8NN+I-FX~)?i#D^eRe#lU#4c!Zg_h&rb z1B(rbBGS4w|8dgF36<8z)A~)Mh4>uS6f#+50e?JgMO5uSxzc-`jXRZgXh_o_=D~r8 z5-2CO$*mA`%zyE0b&s3qwo=@~ko@AAm zf8WdZHuG-S`;9#%u%lP5{B{wqh4pfL@R_@5cepZlS7EQ-G1W!ev4*he*K2V22)lKo zu7COIuJ?h>igom<)M$n84XVA%$h93_ zvf`rYIQ(tjMpOUe;3+p>uElJzH*~O z)b?Y2kFi=}4KN*bF?~jF=CrwG<@360=4|BeQ2Mv+l!dnRyO!So>O7Edo_;g_G$=Y;b_z4^APC z6;N<3+`4P1TYJa-!d;5)S(T7cth-+!+^ltzC|(CrL(>N#yJ_M#RY?>E`R5(-(mmh- z>Ech*+7jWCwhY#MPFfw$OAMZSQ6X{VD=shf+=vrCs9`E@FNF=iipXZtPI`EC<0sRh z3MXGJM?QjzQ)WE87IEIWY%VSxPY$Tjni2ySypsJIDd3gH9XmP0rx)x)oCBWDbI_s+ zx4gnQBV6)Uilhb>G!W%1F+5iLA1~RENrawFXEr1+to3!) zX;CYP0_q11?HO13=?E6HyE5Se#OZSrRFfe^D-Yt-4A|P`32kq*5SsaWYG2ysRvE~N z6>|Tnv0?R5CBtE_IJS*jKE}s5<(!oAp;zifsiP|vag>mf94?Onqw(rpT9jN=bO=>f z|0Uk{g>HNH5q0cIbqzDXKdQZxZ|FuMbbyLwNt-)3Wbzdoott?ZZs}U61aTCA6ju2P-nzCSWvs+1oS!u?(M)NFJgmvU{ym>SGo6RNDc|ZEMGN8#>eZ zjcPJ`#YPdu%NDrzhgQh0A!H!ugI_C4yrtP9VH0l4%`~Opov;R)M8TZsK`*5L6iugTMfSe6FEdXgP%{HZZ!MLHKPahNOer^S z0ek%7`A1u$OacruKGdS{!TaC1HR8(MJLZ*^Dz#Hj=^~gmAV!|w)_k}yc{jS=-tp!VILn%(Mais_g`AVD z9kt#I+-!-#e4)>;VV23!9A{46?(%Uhc{rSO{nGydORe65hs|7_>HMqkQh>dm@8^XpudnTG`*B??y zsWg>=z-Q;=sn$s0PInOH$oFHV7jDOVP)SVi8Lc+MZrzGh7C5(S80aiAgOl$snz&vx zSBzijpagzcc;4D;NWIk^)y;ENdBQq9KORo8WwFy#`E#~l<-&GCvhxpp4pzm9nzK>P zF2GBBLITy_ygs%)Z?P}QyyBMdlOhrq@x!OQ+f$k9c%&~ zv7qCNpi=(_pWVB!74&e+>tHejKE518<;q@n)1r(mop&6CXIV zoq?)>k^%d&xdc{Q*-2ph>|27AmtV?XIvmY+Q3c|pJ zQ4~GrP3$EA3>6>S!K1?kjVZLCnf$ep@W03k{}+{Twc>g9a(ZArhhC@gfJD zjiC*9@G1gE+AxMdn7gRc0dP2Gbyho}>j%4Q$i+LiG_~pTF$elp!$SeETl?#xWx)G@ z$U;=p#Sn(&{6}meTX@8o7tf>ddx>m&mBIV72Rvk3IU6ODZ8Aa#GSYW;>jfl6yUiO2 z+94`zzjpjjg5;~)6#UG{*kepqDYdduNpNk1O?4BhI!U|-C zIpwG6Y>kFS&gPBV`;TE;EaK>y-HD_wGANf42^oI8^qg^wGeN-Jk4>G*cPaY$bJase zY-mOgaCtIv1&e}Np&UT(gd5rJU!JB7$Ai1|E zM&IL$$vfP99-LHSemWmoqki_X4+m!*k?-IX)vH~(d~FDKlL^k>ei{X@dZ9ZTXD32v zAU^=Y-91?QbHLZ;XYrerglLrra&^-#-%eKK7)QpyGgis1LJedebB~*p|5AL z;@}b?bnzdclRbGKalag?*Fc=Nze%WxegQ#dN=pK4tiBMh>VK1#mgZ)#=?Qs5fjQu{ zv?P&=2w=yE;I<)jJ?#}f=O;X1r$Z&Kl9{-N^;qMQ>-s$TU4I6G@8;apDRxG zCNVuYl_ZpTu7%*gSy|khYLyqsT8eKd4)dEfkdNvS4z3_K^0vc=1$IBvC3^NcWZJ22 zeOAYGOk_nm9{cxj{e~I{+G}7qMR17;p6puH9B|yGHyiJYH zrG7#8ADIwufgnlZ>z{~JEU`3BGHv!T;-9HH&-f;VaG6nd=57dSoM8D>ilfYc@4837 zN6GUl6Bof>A0X5UEVcXIEvLyLyTFqNmFra{X#(NH~X^r(`M$V@r2BdqP9Fz_#b;QVv z9$JzFlh{5WmS(e0l?c>eK+*;4gKvdZ!zYW*DgLJxrfe&l=aGlH5+&3~3SLH~HSW@(yKE0+tJ{?x55(Klb{By^_BTXQP%&v+rhKnu#swFR? zOiY?f=eG5U+;itxuBS1y~@;?Btk$jM41;#k9ZP_EB){>JjGI?)%|RV%eKN25l;?<%S14L zUlX}NQwBfM`;oj_r<*&CSMrhG$s>8xObgU%I}efCwKy0LiA7py5-SYwCF033W8Eat zbIM_{f6!0H{U#Y!KUu)zjtp9lXy|ZDW*vKt@z3*secrmrTfNaoIO-%9WB}27 zRC-ww-?gFLegj}-e28iskl>Dt87!|ve8f6$Q!D?`|Cst<{2##=t|DUa4}LDj|1|g> zvp^GK{TRdBDUlzv3lQLuxts|hs%3DwmvM()9 z`pWA!wy%eOiAi-zoIceyHOJ|+8&qfQix*iVHi z@+%$z@#g;zh@X_JYX8BU81|2iX2*|#1SG#>b^us>kNRTf^!W%xr&79{mH$EU>tc5j z5Q$(livh}t770)QT&^br-T{^sFCZ7&%ZJt$!zjxyfFOWX>mgKWY8}jXzen@)p>+ld zZ6scFGI^)lRRIb#TD%1^Kw?kybkQ7~cWWQ0Nq{^KJvqX#5TP#>_CLd6Eitw8kz&4?udbL%k@Ot^!!6ev3=g)B5oSVig)Jr!uE zq1gghj|(_BfBB4Wa=WbdL#aNF-oo3WFu%!D4Twl+1ho&4@T%}oI zBwWY*Dv215kF1OeaR;BHG-5XZACK+~r|c^voF0Ik0fi-@lhfvVD};;vc<2BANH`;S zQAiq>t-uE__VuTv0^_57*-6OKU^2LZbU%h3B0k~i#OthoTBF6IV?dGjiQ&i!)+6hc ziKF4Kh2Bb&PZ>SwoMDMQXxQ=s)1`W-MWaJ^^A1z9DYeN+w!5c>iKLLbQwgZHJ#phD!0RG1ajB!=sr@wqoG3l_{b=<3F625=xru& zAK~#f+P>)KU%}n;=_0FN>}4JiYrw<&OWm4-^Dgm`Zn*Jm{lGtLsHB&D_17;R8S`~n zDjgB$lzk~R(-Y34I(W9PX-xnQ_*bpSp4yoTk7ENe6e%B5V(mrlF=UdbEcqDz3XMb3 zI(G~PMBL6=2^dLX*REa8t&HhryUal}B!d^A&)WeyNHB5uomHsyk&E3Io!e%*XS#0>b-koDwl9=@$^=0(tXL zAf<_1%jj@(7XjV155d&{q@gR`{%cw(aL6=RqKhdr6%zKx;3V+yUW=>&vcxG<5~>N% zeh-O{IYp-P+KXf0_9{H%D`@(3MC9n8xh2RMwRsAymmA$CSe!={DlEK#WcG)mR0BeO z^;f5TQ>%0hP5+LztI?MI8;o|+j!kGk6>{D6?;xpkhROE6p~vX(x{5jja=-17jjJ$zB8vqH1-e5oHeqX-ez-YdQn=V~10 zzKC?W+f!D1W4Z1U){qA2cI!h=Ay)U6>>qD{RKLP^jZD_=%Bk;$$YAIaL%ZLnO+0xr z-~+&(n7ANEaYi^oHIzOESqjG1?KeRb6_r)hJOBP$!uw?b2_(=oH)z7R9%L1cZt0jQ77OP zF=W1T{9Id=JFkQi;j;3&S5pQr>k8wZxX4_Rs!IG?NbJ9la`%=SLhyzu1%x;24RDvv z!oiqYoT^ybcLMx)@sd!N3fZ!`W^!o~d^J4_FzedCPZ}Q*a%G<6@+Fka*x_V|?K9ox;Nqh2(|2z&~ zJzYgC<#}L@D5rQ{&Kkl{CfJ7Im27OYRx_K9)Kb{I6=*(}IjZ@N^rLFwK8@o>M$gY~ z9P_S6cSN*2FKWM+hzZIhsJ!BFvDzOmLz?wwK-F(1)Bo^poGp+xk1~3XL=epP$4Un8 zG!dGF?1*XXWj#D=@|E_f!8otf%JsRxL8{-wOgvHtHUR-uEWC(KZc&oN=-ip1%w9zR zjC?gF6r)+|8(5>l!RPYsVW|%e$VDq}gtUk*VUhBBBwjt9S)mecr;CJZ#^iLJo94k@ zW8T8Q$=+4YTBq%nnAZ_jz$Qu0%`lknys^BNf?Zve zP{DHl`>!y5*Y$RTDOcAzK8#3S3KJE71WAHO1}wAS>0$C^kC*lWsY!N2fh9xp!J3uz$)a0n5g);H76*qMTb(^URsH8wcDy&z;=I}%R`)e z3ZITWKomz{0+`jaKPGH+Oa3N=OA1WK00}o~+Lm}h=33w!5LkP-rA*jM1JC#?z&RhV zKzYN#U}R5?#32>R1g5BfNENTb+E$NsIUQmkU3Jb&A>&V+tAK8)wI{h|zHr3#F7qYXQbLABG8xe|GlcZ|g`^=3s@8jfP$ z<#r?dC`6gCr_CkDIcWF&)1cE;aGWBV>5I)V^SFG-7(b4Mi1OamXgoMUP|piS@BKVmdQi2|emei!5x%blyy$J*J=uzSS|e3E(>R8Oc}8eH8V`4#^7)D?5Uqz*^iPrl1VJm8r}Y3{vZp$%%Tj+q}XJa zwxShkc2rGVmffQQib%Jw4B1PO{7q4UTt~^@{yIi2b`0@oW>m&8ll*vLJ9{*7UWpe! zhB;fD06WG0F^bsY%3~vtZwWL%H>o3O8VT7Fiay#LoZM7Z9Y5o>s%B9G7nS!QoG z{P2P!|K?*Yh~6(h$sfh^zqFB-BP!GClf*C{r4Eu;`-i;x|03s-|Fbn7 zL36YeRU$1MoTtij4>R><`71m5STkbk!L5&Jhp55RJX>d0H$2N~_c|30%O9@1$US1_ zP2reBbx%emD}}=@xB~l0SjVN6CXt$`Se+BZk2)OWeh`9VqN4r?m_j5!l5}QxCwu?a zgebg9+-H*w+Mzt-j}0m52jbRJabNo$D6zsd#fOWcdPO| zt5V9XVwjE*Mf3Y#>pBR3N~ zz4BG!&I*5olufI4Q9|&-oyL{A@3+qgvBF2(dh1>y#Io@^0V(g}o)K~~?*$6TGX;w} zV4s;4{`wW1rZ3M5DfmSmX<7tW9n;Ci8zGkC>2vaLH^)oTK)0+(U_X!?x8nX=VpEpW z$+W)_2u^h%q)yY3<1SSYf(;Lk@S#Ks-j@GRZ!aMK>J^*-rNtvka!pBOzu%3aEM7;*5fcP=mDAN&cB3bOtSFCKA*} zHYxfxC+n1i9AL9=vJhk$o<3XN-uoG)#-P$lkl^p+Wr8Ug_R|wJFUtR=1i{T53VaBv zjbWD@?ZOu{vym?XwyCtgUz3UuIC!!536e0$(vyTA?dIQkJ4wLh-vzJ zBhvf?9@Sz6TMVeE_bC`oE-=9H?vqFse$5Mhr?XuLt0-%JM^C@MrKj^XkDFBgAUG%s z0s*+M?doxRo_f~wGAdsc2_9q0f6ub8eIC6Fl zbo6hL<7NRiL1wx7^LWh&4noFl`W(N$Xz)NW0dk8|^0R|$zMusWp_UbBgXMU-V#LQm z`xOvRwxB1-bB(>mx<)7H34a@&koXsxm9jzbpuGbfQW16rz=9yu@|l?cFR%6JvLgn| z^_bg%t{X$Y@CPV>33Gy4PrZ_@?S|6c(rEZ6o{c_?QUhb1ZiS48Bwlc%gKnn+OXeTs z*#`=mSZHE?&s4nDq>zUI|NWubym)`{0UM$I9qn01Z738Hb)@prVJpCSfhMZUv9bL$7IylXanhpT-X2EzTJL1y?!J4J@ziZ0q|6RwlLxrm_tsAdySE%Q4R_7!t7QjjU(9V}5>Me+ffSZrXzRetproKB2;d$;qK$ zzupH6X>OKe^HX z_xZnq1L^xd2@ckl&a_PP|7kkv(f$Bxj#_m3v5lXzln!5p$rG;23q&PI*NbQZ(TSfP8Ke8>$u_z2u^VXMcex%mTQ z<~R;Y;YOD5*>~C<7`Nn6#AFm%eK#|5T(p=#k(w+j+S`1M8LxI$=0k4!<;KhDRf|8N zjzIk%+p$%{gL2R3w{>hD5w^S=2*>$sbYjvWQQxv9W_EZ7Mfs!ekMI7-q0HdRwcz+M z?TIGQBB|S0DQ9$8F6vZ*LX-VT6+FJ?OE`H*LwImDl$Kjkq6?_&x8h`=&^*61FO8eE zQ7yGb<5~p#>J{&5I+~RlNeFN=LWCt7vhTAX!tVdbg)}F6-sLuwjVwiM#a)2>K+qW3 z46y6NCZ9)D{R8AW^%LKuckdAG{YER6=9!V70dvOq%FRNK+`Gi2SBKl~Le5N^g($kQ zgR#-)Rln|T1Rt$Ph0H&Kv zFae*u~?vy#!FYjWlqH>W4>5KZWP6uGsn%z_De#C-Jw*# zlAk6t*s&3zR@S%^Y7kEO@f94#DJ#e(*SwYxw>I4-;~14pR<%dH&P!L+U)UTmd0^RC}-H{BS*y>oteJ>0T_ z&Tv1xWwz75!SMu&|Vm?|wsRAaJ z6XL*5HnN~DZgHRdS?&F|z|mtQLlOf^D$Hua(fKp_+t8USUYBq!Kyj{-07rj~z!p9z z&DY%0w_QC$2ZG7SCg4P5+SfCAEfUmePGD$}E9v*?AIYzwt$ ze*nkI(xFH-O^(w682jU&5uyUlo<#t&>nxVs1Uny6mLQSge0D7c*MVV*)quqb2$2$^ z_JW)L#FNb`v};!OmU7+Z>?CzZ2u6sz;pBUFobzvp(wnV04@8uT+xkP!XBc9N>VTfkcZIMQ9KA@kXjo)!nFsp+Bw3E?G7J@Bvd_O4cv3 zJvk#i;U*8M! zFn+?p?8-M#_5sCCliD-iqNJo==$lc8Z@yq~4Ae(M&KP^eb$#f01grsAGc67fg}%Gk z4G(&}7dJcDUDsuKAL7RD3cAwPAfrPY>~#*XBrVAgPx?9W4X3*N(I z4y?L?@8wdGVM$M3`|oL)D6iwYqvckXYvwKoDpCsrG#H%&&EPC`k4n$IHs^VZ47BF^ z$X(tI2dddF=WcpvsILfg#55!O4hBcKCcE9Z7@^fQn0;SS?LF-VZ;Ds|w*Buk9g%75 z>u3g+z4gd7T5t?ZAknf+q(USpmEh1&Cl%}AXEq{e&FE(YL%~&-2X%sog!k4|pUNL-PgH1n4+i2v1a5>6OjNBcRAV#H8Tdkx`Mra=3SZe* zAd+pBNn#OcMVrd8j%W}s^sw6QUv^C|v6m(rD0Ra+vP9RF5 zVr{|Dl8*u3Z$sS|J>pd^Y8i)u5fy`*TbG5v`V+ronLhePBMEXAqXm)J)qYRo)8`n& z9%x)j+}E^BH>@#Im~qKIn3`W4 z{$=3%=FLJtw(T<|v|ajI95Q1@rw&<@GC^5KPYd#%L!toB@jpm&>XbHHs0v`^73dDk*(KOk= zdlI!3vGppG&vA_rLqgVx6~Ty$*gMvVqJCeQ9JjdP!My}@NlkHbp0e&F!?>4lr<=*e z+4ALGf%lY^d5k`ow4l!SrFX|2Z7pjK_)We7pVGIT<-%R-AtoG7nBttUJX^tn!7C^0 zt5OV6Gczhg4tFvl?2;n|_t~+%@(jnt~p~nNgQqCiXh%w zYACs5^=V;+cV#R%*cMTJA%=ytGK!p(kc0`C-Q>#jQ9s!eN3beJ!i8?#s%C9l)S;vL z7&RzeVd;&O#-HhRljv0guAqT8DH4nJ$*c1(3h|(nfSHO>tcl~|AHt+>YQQOe?%i|3 zrs8z7p4z{lo|y|axnOw&E<7RYHrVv%OQdlX8MpnLo7=CR_T76go|2~8csJtmWW=m} z9n@p-UU4sEXLoq=Q*M(z|K?sceO1kaui^bg zu_?xm@!O6dEDbm;SK&a3_VOBMW~q($FOTH+m4NkpchU$eg*_ zJnyrR-4)LLr>ga2<@l5d9Yw7?*QiV8XL*14%>;tO}4EzK~5J)?dsAkuT^OQ=27=kISY444;Oun30xe?953^oGqN z1z)#2mbyCcPA}iH+}S(P0#3nt&Y7il##iRt1jxJtTR!@xlOsT!^XvwSXXd~O4R{mc zVUaHpxzG~|?d?Ihfr9P&DYFC`%Dq%`-g|Oo>UO+^7VT*K+o#mcpePi=ZU5@TJcxs@ z!<%2yN+y<%OON+vkp9i{ncg?8kL2rl?;bKx6HZsE(K@HZn;=G{)D(nFGlP%#+|YPyoQQ-iunDw ziiXOG6`ZVY=<+bI;ZE<%JnM5UYpX)5!Qms$oW7I^wKQ#keHI;P_NK(~4iVxwC!pn9y%1G+yFKzY(nvvXqk!@_sYvW^FV+Th4LLH0RB z(_g@lw{Wy2Afc>x^L5qL6I42y2l+@?h{M4~ZaGYvjFd!Z;6GiqfU?#6AdLwAEzauh z%OsW6)!i+f|Fzb^`I%jtOe||Y1OHNG(1ovX04A{89&s7~_?sc$xylE_=4CudZqAA| zx9L3M@FMsHcI(_%ZFP(IbA@rg)jjW_F8Q-?k^yCIo?1;lz(^%o1!w-s!S3{hP}>H^ zlGOsZK&UZ@2>5K{*|c;|JZBc-4({6 z!H+6k_*^FyA9i0YKlcVn#SuqCCZWzhcm=R~Vg%AIur6e%nB0@>v)L40RA!;=jUO%6 zIE<}6rsu{#YB*f3yeo`T$1N+9LGAaPc;FLWJ#fX${M(aiRt>Jl0=z1_<_4-v&Ka4v zMRh-~@4}=8rHDLg8<-NvZkljFZoKwv1-Lk-l@446a*KB@g%kYJ60pBZgECR zvmw8Jr=aQi!ww8J4?7fI)E$53&;G z74L7!zA6N+SQ171lM9JvUGiAK-^h)4t8GNja@!wOTFmDfq#+#r+_^tO@{3NC83mXD zJRM%x3t&e~{^j0P+S0_@N2X&_7Stb0=~Cnt7}R)OyIh)U-`U};r*}*6D2bC!8|2ee z8WRFNZ?MV3=!WiF`UbvfJT^aO+5&Q2{rz02?c@@cebxXyzEo1PII{4`?LzYszi_2H zXf$U=_)Rc5LH^Dc{6}O@_TQ<0uPPo;J{W6OoHC&*x8yv~jlLz&|HM@$erbJshA_@6 zGlBc2=SN}707+&GK+dWN%SSXo_FAtQx!n3IZKju`a&`HwnlL;9O`y*yMUi?} z4azVMf%s_OaPiB7$+`MKUOO=M8mc>qlwb{&pi%b&n#J6K1uPmBk*)Qi{lm%{(45SN z$$`BXb7_CncgWk@YYgz_fMP=M`nc)cc5_T6>53t@ypYj<*(8V&=9lh=A&lhVsA5ng=FvryGupVsL zaI~Iq;LtoP+`CjIK$K55Z$iVr{%7-v7$;13ed#hJQiYAmzRC(#-i3xfNrd*>XEzCg zE7T^WO<8@Z6E=R#&OJqok5e|8wgv*vd5GBjP4x)_C2$G<2e2EW3e(3Z3|!i`0JeJCB8cmc^+}9!`+AJC(Zv1d zn1ICywI$$a+eFc6?Qyb8nQ%B%GA7X)WpQgUG5)7qyA4yFjjYM=2UxBtsZb(0XAc4R z(@$Td-Ab3D$<0coNY&*(J$1d$`eIC^BE+WKy>up8AZp`rK%CE?v!6}l3MY7p-}&U8 zALbh@WQn-FQ5Oa6078HOuN5kMlnsenq1iq5?!338K@hZCg}q#FjtVDiK2Fjk{rkHP|gQF+{PmMluIF#%t{{<02(is7zuZJM*;%nsiPVbvC^q zwSKmBIAk{4Kc$^Xo1jh6m}l@rU0PvpM~N##;XB%-7`)TsVrYlw*FhbFW&C z-j=j7i@bx1L~TM$#Csar=mSbkayIGru6MwV-G>Ad=x-iI;1zN3Ax5$#j|XKj-tZW? z!eywNjZrrC)3OXf8qljIL1!}!EtP~i#x6qg8r9?)vkWLj&jmgUq&ct+X}=}^{O{Kf z9_GfPbh}K|t!Ojc`5jjT?Op;!w)Vr1E{8Tn+>DEtm#jo_I=N+iLc}lJ1s@iGvE;vH zAoE{@X1@Y%gc<>x(*mSywpGFnXtx-c0^hqTa)D~cJO?i6YJsR;#IT514tzLssPaky zi4XzVf$ZwHnesAem&-K@7|oe)*~Fg80cw$-xPDo&+KX??5#${QZ;9j4>N7iNn(l~W zT|v)aY}c?EXYg&zgd(~>^S!x;q8K0e^L)Eecg!-=e7H9P?Idce;r=vNTYWJ`DcouH zKXBO_sQ-$FPc*?fZ&$1NDaP=?yGdZnQ}3xWUqSj+jG@gTEHByTP&54&$I%Be4*2{M zv?oVihg&Z27!FFG=;uF3E#Oi1oZLe;$Zv-dwSc|lZl%NxOgJUBZRAJn?^&jNgoYPW z=m(eXz~c)ccYW&A@=s+_=+WLKA7Fbl7%86-7I24yHc6H&mI2<5q0@EnMlA>V=wvYQ zHWw5Q7q4SI2+`_E7tX!0|40-E*!KSUjs7Oq&dF*ww}-lFYPPSU`&?~ReWHb3NsTFd z7#?5R$A#QuWYWp^8&-zeLh=Rbm5)P^-MyPE_pnmScjy#EK~JN$CU14P9CCU}KnA@h zy0S*v)wjJp{2I7UOiL1Osr|j&<(#M{^nOXC<=z~R>?>tp22tzI7y40K9(v|gG%jq_|$-5~w}8sO0}kPVTHYgn86_p+&R zjbq!VHKwrvh!|z-gIrlFLt^@c>cu2XyGu7L5G@e{ zYVowo`S1DA%QYXram7biHEMTFn7sETAp3l_WSPQ>6IMe!GD%j$Er5yPB21E3dJj<4_!D$z-Eid8=zikd{KIp3a`V$m;2@`{r+W6YIA?~cRGB6S$AS+ch1sM~38pDJxSFBG!G@bI zOT+G9{q`)nNSv-O&mofh1HN84d4067U1&;B!QR((ykpg}A!?@W5>CaN(q;m-UzxZ8e|`9t?b@`fa!nN3C4!h+zSj=zmLK6K6?!M?c+h1WEGI1HUNN`5Sk*3W~QoS(< zb<^mqC*rAO3yOj6!n*{+W*gRrSGgvyG_gMa1}A})7@w_zxy{dOC#;1FL=rgkR5X1L z5GLYjn^=RIKaR4@Ghv2Qz)loGO>mvzhlul0echge)Jpd43xYXy?PIAAj`bJL zJ@2YhuaIC;pLW>E<4=N4DH)Fqe`i0(5aZ(Qhk{Wr zj60>592x4Hj;wF%fpy{+K8crBW~=Q0VuO$l7=xRBD@n9wV#18{!Udyh*e z`l%9ne6sNUN5tX+?+xT@LrLFb*VcAOZ)v_n3>q(mH_-|_vG>NSvfi&EGa(q}-ym8&{8 zLUS(;fW{lSYsa`#^TcHP9e5sWh&yK){2$%D4)@-V<+mXhrg@ql?zr`&S>!Z5q<68} zjc7W8nrTjV&VjpV3WTaE1&>vx@erhzVPM@gc9i39%@<8)=GBP~?i?5c+EXQM3if#E z>-XvR{(J<=(Zn2>KNx(+pkX7VyzmW~z|Ia?geJw;*9#H$P8+{o99*e)H3qP}N-}7s zeV4`7O63F0R;} zE|SRs0!qvs=rbIa#IW7Emc^O=`^}Wu88WGf7&sqVgU*|_c{-Xzq>S>q`T%;L@Bk&N zXoOc;_Zu>VxOSY(Em$5jUxKu-3zJN}tTyfE6$HQq^1YxtZt|A@-s*rCoR307?QApf zYjOarC6a}9O@!mqy&m8xdTb?g;3LahsGK*0JBn{j30U~?hfC0O3Qx-~Gx?Dc1Yr32 zj(vyoaqkYe3UB@oS62ZQ)${#rR+Lf^kXS(l1q1}7<0qjA2+~NGfJk?*N-3$L0#bs~ zQX*YnTDqijrE}?C_CIfTLHwWN;T+%2yL0d7#>AU@XJP42C+XxP@(*_3{^Y9q%71vq z6NR-tMg6eG>g}r%YQ*K6tll%o8eVpGS*RI9_o+`;zEYIRCaTzBO%KcAv;xeoCxrXW zuIM$i6NVi}@NKj!n-Yz%ka2##{s%~L%=5MpQmtaIV`yEic)a_NHPNJnexyKguOnty ziL9vRDXBmsEH=XdGdH6!CiCg+;+KT!bUcu^zJkCh*c+ACbv)G9qqOtC8Um`mH1U7Vo57#t27o=C}Re7fS{7B_NCXKTEFILN!aaP>MN zeUYI1vdZgtH^?It?|jgnuWk8~NqyyjiIGCnrH^{t9y1$NeL3x4XwTfrI1H`smtx4ayj+ z0|PDgjS0QDp9ZpcR3An;vFW1Iuq0^ODR(`s?b0nI@IO{SLFaagDSS{Ago`a`!2#(E z8yaqrC+PErqtdC*<7LK&qK4@9>VXa1-HSOYI!ctJ714z(u*X8N%zG+gZ#fLdaJo-7}a%%R>|9{^yYd4`f-l=b=yv{ag}&wp@~WkW4SZ&lHrRev7=e^~=aI zQU(u^_0-OgE^JjPb|mNy6iT(39cK%d9XY1LL4|OvJzYTED~Cs+Tbphvoj%8#B3C18 z@vMZp=@JWzi0gsw?B&HTd7ziy>|caHmJ=dx3^MpmJE-;7%x^8}z}h=Q(M%9_QP#}; zY1=^m+H3C6$tB2a6_K0tLVQRB1Xat~B!fi$ZlX!GApvOg0v;vfdZltY&zJNZ?=5*r zL;E>B!#*Z9{7+_sB< z4MgbK7Hoh9hJC{#QEZJ1`)ZiKdAf=zyhP&{xpZ&@-tcdDc=FO}+svN=v_JVf8ZOa9 z)J_N0$U+#D6c){cqWODQW}wjx@(N3|P8Pd&DQ5B9JE+A8 ztPPFj4f5l03GiKl5z#mBpOvlIG4lj^amXJMKftV?y3!D97wXJE0)~3Syub(qPlx6> zz%r245kM7tBTDT$1A)0-&A#vee5bDbH?lj0dd)OM?a7(2wxO&zaD8|fOc-Q!;e)?cmOf-D2cj9q)T zAefDx*DU&JFy|IdcSD~l-x8`}>zLT>E4`byOjPPy%#p}9)09g9EA6Y~8Mbi?Ri75y z??LA*@AH%U?8xnYswnD&23W;7(#qp^xE(@>p);LaMJehx7e$rr2ShJ?gd!!FGF$j? zEK*cD|F@6Hfm*yuDH!=>ughOBy$6k}%HV_17t%a4-Kpu@AE9IREmDaLw=C95y*%r; zL-8aYErJEYq)=kKqRw2J*YgSgRTFHe5Q9}UL9Z--GvJ9`Nb{n;;Y5nnSV6;SuquhX zBUKZSU~fg;#Jwo!fHi;Injlb|`HF`w@udGbxhQM^!`0px1K)1sX$Mm-NAUnmaLc?% zn}?G6nEi^i$qY?s@dsxA(8{Ft7I{riK5@5k^c`$d@2@UPYpWyc(1Bg96Dc=;7v~dZ zBxzQCe) zG4rYOZp=D&H8LZ9Il$p#_c#IT*yUE&t}gGK9=3kW*AM>Re*V}zACY?TIytmQ&yi)- zZ?W`;9ga>80q16;kdGu2O1eF2ydU`E7Hj9tX1$DQ_nJjpSJWUT?7k^Cb#s=YzKl5d z;+9-z)*hZm&gFQV_ksviB{B33$!>Pv%LKj;Ez~FngD9&Oa?s?^S!fy_a-Uf_D{9#Z z|8p%NPmV(?*^|XIV{23xLdZ;r!~A^=GBSx5m4(%naSJ4E);eo#ph)9WiVDxxh6KWO zY*)cqI%vTtxWnU11!;^7Y~^$-5#+e!6HEI5^|68~f2DtAP#ZOyZHgkVt5 zHGA8DQwyUGu|xStMU68pTDd8))EL@qgvf4`%OE@8bWEQJ&+v*H=Z4E9DNa~2JN|8O zS6JBNRxK%GrraiE_;$5; z={BV2s01;O;;Cpa+-4UL_H5yjBLrVdgX^8J+1%CigEw@bJdBy;)OU*(UNZ^ca12%q zXwBQa9rl4|r;Mg)vIp7;!EaAQu4ZDLWnkSOPXgM7pGw zdQb2i@O6pxUJ`gfaLc>5h5y;y_WUrHQTK(z7tucx-0Y#;q^OJQX19hsCiEWSU!+t5 z*sW%Bsc6i&5ug(f1%I{RPV@a!&(7?qW9b3=H$h68C??M=V&95@;v$~-J^E7v+l65u z1iB6ACFb3L_Ia`U2zr8Wf}k>X0=pWO!=_MjNQj@AJgrs=BVHes)?3?E&r7j7e<5a> zNt76-bAX{ZawMc|@5!_Y$O)OcerdpgBT_dEuLs}C!5rh`foRAkXdt-@KWGms@(e?-+6VmP088{AYY- zTL9#<2SRatCSGoFx)?3ScV~G^?0g6$UP&5oZ(!03hvY zE=-!avM9l63cO)@BUdE@ktjDG>+;iVbxTkJQp@Q3n&x4i@P^;Ue;X+TQZQ~1A`zRO zJiJs@b&x}xQBJYi?5fCJNyTfGBap4mI@81YhW7{xW6kKx4smtfNEjLiSP~Aol54!9 zWd(O9tyUg0zYx7t{@f}}8>3*MDa}@#t zluAM$MO@i@s3^p_^Th#o_6pahs_IEIJ%@$DcPwDb4JRQ*`F%2X2nkr|ku}FNH_aSI zwsg~1a{&xz)z+x)oHY8{rD_N{eezVn2%naub^DA0oK=GXKJ48RUoDGWx>uoKoXTlU zOie^N6gl{#d<@t=N|P6hIxB!<8qm0E{jo9Gxv*qUXLoc%Hiy_(^;(HDlqJy;H)v(l zpMQRm5UYP^_@{anJM1AsH8vi`I}D{f*ufq?`?@OIj?;ydPny>K{T0haj{m+v?DWSIVP`(=xNx1gDv2yB4FUD%hjv|4bn>1B~F=AkHBm-lkos z#I{19_(mqHq6Xrd&|;4)b{PZ0_~L&X)gNno0v#~xzkwJgyu4Vi6I6B z86e=CEaAy6%z}fri1`2n3Lj{)IK1-; zIa9<-uuFLIP<#a#l#KN-OHqx0sgeAU+nZ2^@2U~yo34r(@m)*YA`3U#@moiSYQkx? zTn@bG7LIz%^@*U+X&LCt1vCwgvBi;2w~E)=oeY2DE>Oy?3yz6E&ICSCo};MD$Qvp} zv%>^}_jfmY*k(}4^qibm>klw^4pNh}OVoWzUcL+WGA>(sAgV=_z8-`h7E zJwFEJ0S^!QugXM@(1T$R%hhApLpl0Aa;sb3n>_h8q>JZ|sj`NWiHEiwY<_>Sfov-%Kxvfnej(Np*9r3n&_iH$yQ{WN^@{vmF&E zGFb9@_~Lh3p5-jTj}63Fd}W?;Q&@Rzf0R6eu9cjm&(d0LD|;op*f91=$=1dQRW1-0 zUNE6fJI_vpi_T#6a?{(*;Tp4dWGpkyIfQw@kRYAT2o{%!2s2u(m|M8{5U%0ov+#9! z$6GJd^2jA1Ho0zE(ujm>f(?7Tx)fj|jp^!V1Bs)zp3e_&FYTPeHiOaq_GFWU)3Tn& z$5g0W)Rf8^^;g7jiRn4SKBMF6+)~jH(52@V^Quf?KfjmwcD*e)QVDGiiP2xr_Th-M zkfnF`wna+4t`q1G918ZAR+JJ@$JGKD46Z&I3?!t+!R#dGA|mcJy3# z-r)mkE2)^*UcT^-ScGA=ntS6-RGm}x-N#u)r0iZZhhewo)|s@U)F##0i55!saqp5HE~>n?Q^a+LBgVlAy9Z4Q;jfX-)J;Jdhc?nC#qL`58nJCUkS6NG?ugJTE~C`Z&BIdE zOVI$~>mbGu(sL`VDUo)8A9Z{-xtpF`~IlI7c z2^p<2BGJ`>p`^$NOkG58=5p!zd(73z2A(?fO77m(>0>*?A&v#B9y}k-Mv8!AZN;LY zY;;eK?)y__6bbg86S(Dzln;PllT`pwHiZ%#-sN#svNoJJ9s8hM)fLF ztFX$I_XoDC50|KGO)^GMY`V`4i+-&-TP)`*TIzfSZK4KE&33Kk!r#2dA`Av_5t-5% zqxDI3o}$H4gdMsSg>7PK!&dIF=Z+fyz#4({9P(XuPHq_LG!!z> zZW41IuU+2=qOgjFU`J&(>?wlpBWt+v1@xkyS*C^wFXiDe1*nYZD*5ae3GfYHs5_WP zh=D4by)B#56VhzMXY9U$Q~|Jl!maQZyD0(#drJ9x)xvQS;)aS)y@U*6wq`Z#SbDHp z3f1S^f5cgZ!w$b(a#B1M8fn2Hntv0FSkU?$T7EG-bU{-;-H{OoTEVWE!S{5hIcnyv zVWRJA37w5xPy~WLKtdmwi`RwK>yxI;!hG7HHOJq_r>}L+#ZpE=i*o#D*~RNAADDPa z;@BU8&$0&$*vgXcoik$2^STk3;Ch=Vg8`apXz_|LZK?5}gnZPl@^fusi|QxALk zxMF1a#r5tx-OrgYA3q^zUmA}W(WRY^8T+`6N`tEx=vMxs)161fAR+=RTwF-Jso`ymG{R!MmZr+2WJ656GNxiK(FF%-iG88AWa&Z zF;+|a-#(b~R_HHeLM0{e?~M^7`L{bO_9wSN(*0q}nx)h?@xyLAASFE+n+B9^Q@362 zwnIyR(w=|^fDG@0roxyp_i%LT<{SZg&@)g@;RICGJm5(mi}ngkUQ$6BV`(gRU09=DkfKqB3VUMadpXlW5?{u#z*-PUVYW(8Liw z`K@^VUL=Txj|pkR@1tnug`NREAi`P7uWh2>14CQ1YxOmus;2?pl(6G6KCrs&A6l}t z6<$5Ecp$**-eY@(^|hUP!y`h*hwq1DY;>aOLc!;;^#*ardT{>(kXtW>6v>BT8XFx` zcB#f=0iKQVS@}NWC>9ddJ$xNz7nQV$KnSR_32Prdd~F})gtD>jaV0MWa6{!w)R|B5 zwQNo-Nye+ZyFQS6l&cqGd%5-RJ-4zKb?MR$n*$s%>Q*C&JJS;va16w0vZ*tB3$%z1 z456HU{iaL6wVnQS?h~O+@ahCVT<3o%AE+1#kO15G6n{(S)D7x#ul?~Sc+FWBVnxd= zs&l>~>)#J2JNkT-Pq(Yah-NTm&kM@2SANMn2+EJp|7YVlx4O(7Zc!$5|DVS?w2b96 zS|4Oc6d=8QA_8nM1eMxuYcQ;-rCK+hmhrh+=d#L6OxGO~3-SCvax53qeDa84 z$=FR^dHKJuL)sAb!z`8$c0Z&S%mz`IE@Y{OuQJ z6IH&$T7Ul}vUbxS3zRYvLi>2|s(tCB+RGEeIks4XQ7Hg5SSt5IRt<|I1HCpErym|= zWxsA4>wgK$pU(o605@1zt8MnL$a?`Vp-+Lp!;w}9UPZPN1oZRPV-dwYd>OpDj^f+m zQ=xnNS9ah~?v(o-L%Vk`%FBa-mj?;}2*&XEH7_YevNj}`j9~)>PWEm1RNZ3C^*)Xh zbYQ0$AOb9<@-_u4`3ah-UEAgT(29=EBTs<~>PF6Q3L0JZybX$-01SPw7T8xHDmTzB zNT3-4`3m41tM+UgM0X9=3&)PqFdyu(i!mCr$y(-yDB!iQZ8iAJE@ID?LsVDzTpd(p z1INf@xsBRLW(4J}etG#y8&G8f-yTNoBuYh)KS$CE?v**xrKsOCjsbTU7)0O%RtaKJ zLA%SSF0YB->EmmSw}<*fWAqlYCF}`F9!kEu6P**wd|6W3g@p$byk8L>Y=bP&^z>_7t8Is4kh*iy$|bmby+oN0&qqS-cfOh0lO8^6O)XW5PrpLVz8IhFQRf z$X<|F@y4_rmJjS$XT!5N=|nS_f!4%^OI$;}F}gBdMzkljM|ZiqH&$?H6ox=78rJcR zEizJA^mu_q3XBV9#DLAi2T&ttb^Kxl@mj_bKhCp=$c*6I{RJR}1~tI&mmon8ogWCR z@U6875Hnt2$IrJnshu2L1Bdz5cbon;4GeNqp%`;&W1^0Y0Gh;&RnX zLSzBRxRJRDF(wyTH6G>_U^{ct4%DK>O%OOSLA$*RjANr2!aD^tpw1AkwM1{hZatr~ zdXfk$00-Cfg5j7a5j3p2D*}1JKPyh zlPldY%e%$*^DApfUa7|bGk&kWuZ-Bfu;C_{&zCriOd7TI+%Gruc3hgrOjw*Rj{TEHQT zO^fU0-!6~!6e$rX^~mb|B`a1oUBburS=QrG);M$~3;Gu69cSKEvC6i2y5hYbevW;? ze{Pc}{DYb<(O*vK`OAAM%;shOcJK|8mowQ~+~YP~?s=yr`;g$;hyeBd{5s8T(;VI- zk57#zxR)Boo9`Pui!wZ9X{Nkl9(>aI!E>agw;?}VI3xU5pxxi@v-}EEZrv+W>W5SC9V-DUhuKjB9*!d&t&MDT?6+6kyrp}j zt2lOXQsM;xzNYS4{!a&U`!RmIr}{^3guTtXV=Gsb$%Ck2b^*83(ikcvaQ+9|HQ~YX_on zJ5`B5es}Q5!wav#qdA7Z3K~uJM)v-!_$fenh_AJBWp-gtMZ3|C5@r}%aUQoUj8R@z zC7>wYW5SeT%jV-OPUziOg7Y4~j^x8_gG0q>f;*4U6sActze^D5J(ud34j}~y= zpLxz02wgsaTi%Vop-KHYbS8A?3N>E3lq_&zRfn66f|Cx7Y}ztv4;6HzdFT~;guV4$ z-Th(A$PvLs(tfBAP~^P)r^mPgVNd(45~`zwFTAhOq@^)_j@Qjq@;q=~*p5~4^L?RR zRiKIVe<+}NGdiYsoS$c<25g0tvSTk+z(tI0)<4gqB@~o-5IN{jRLfCT{M?<&jTxvA zO@iDYIUK)OecP%hKy}o~lzYJ~VrOfX-{&pT&{&F&M_++%O~9?sf9YPPh)lK!e-woG zNNnSo@&(VX6tA@H4X@#xBZ}FRoHOrD@rr!1r;i#q!pQz-n~0wSdVl=_i|mE_^yZt8 zA42;CV0P9`;;evp7! zK|gCR$qi6lP5Ac(P5Ju@mxeyO@=;SxQR0MzWS=P?m_YaVf1(>a^6;#b(11JUV|;zT z7d0Mj$ROi-Th!783Ajis@up)AZdUWwk0Sb-C%-KGwHCSn1GinVlBC`EZRkvABT~s- z{pj-t6Tl{GfZ($gK}W@jEYs#{=R?{4OZp3lXx~a)t&a$JgVZmPm^de!fEP~|vYbkV zk-1T`vh~qg9F~=z&IL>mAmdDsu&gCdgk6Vpc+xKz1M-E>*u=d|Ii z5D4+l%8yDLjm57W-CqdbSvz9HCIsU?K^ z$3Cs9BoW7KY_B2|kD3>vR;541%YkeY*~xi?FN|aIfT#dvLRTD9Y`9HJ`TUTm=_MC< zolR!nf}#dH{i9drSLJX03S}6t3^hCZ?9@XBDf7z#Z&}Rq1@HZQLslau^^W0Q!3*jC z6i?hg9U$%n3j4!0ZV934Tjpc?91MRT{oq`TV6kY=TDdc*+aq7o?y)Qx?2` zbo4j15A`QIsnb`nZDmDHhNWfNRTwhXUb0kgp(n?+<=EDWjw#jl;EjlhE=#qpvL#MA zhU>C^%GU9Ew4CVo61Y^YAtUS5+augqC01s~D-rUtPQ6eDr>$Ve#d;qE>NI|Q;7=TU zV-ID2%unSrDu@9|?02&XGa zgZe)ZSy-O_gk2=55`_k`689r;U_oW3U zgQ}}ym;V^N?=qGOdM-qqIS}ZL0kigV?*u0=C1e=<3_%#<8AuTcCk`O_5&m63?>9k+ z&LiIu>tZ+^m;MnH=f!PvFH_o7Y1LD*2eS-9sN?lYw|mzko*+RKb9M{0I#soa8Y#Mq zG5a#I|KzC3>XWwA-=HviZX97dw;CJm>{wVLL*OX)p)w~c8ykIO-_A~FP`=ejd5O}^ zd5y1bR8^H^Sd^$0zaQQ{dnZoFeI&MRG=!X*E9f0H3rATpIk%1?2$Pa8T)y8O|(3dio8Q7jURT;sFN3x^DnSl=- z7lV;jQg$lZ-Lx{_Ei#Ihv5ew#H;Dn1upNW5%%jRPq>p&~*fN_Wl{wtS&;VN$35lq# z$I{hU#E-nZ^_|YJp$8!%?k(A3LVNG={t&;rG(wtRiyQfbrEh8Rn zbS}{X@Wk+1Gmmz^_(1+aXmea-Bmn_te^nT5Re$PQYl3`I=FiD^)Fk^*5qZJ5S>Fv^ zMBmWu;_>KI88&4t+fbQ}aX`og(Z2oa1{NOrQ#%^4b1AZ3Un7*`d}6z_?50=7d^ThA zRj0hBNE5HoQQobbXUAM>=_wiy%}rmbH2QsmmzmAQYWMl*d&!9FKH5}ehWscNfhSoI zCMi%{5$e}TxMB_}e>{ln)w|nABamO}In^GDY_Rkc)i!zgu7}rc=Hz+pmHnmFFZFl- zyodXR7_Fg*1tPI zQ?zA|QrcH7Acr>&)7?ggYo(LiAD-Bm$bmcG)kVE8_Ve?L4WM8=8Fv1&R-w@d$;iy= zBb~_8jf^A*O!io_eB@tNr@hVNr;0YQeZ~Sm|S(FxetecLi?HeYRl$FKX2>zHHpP6k2U3Xyx3x%c8Z>8rjd$}&6S(=zG!sB2-7 z#hfYFNuyDx?)dHg4x4wrGWnG)J=dlG#{bvoB246qQnm``c25%ZMRBvL^SGp*#6|1q zUOk`87>8v3pO);R3N+U*>N~n7t|f>ubBU-hc`J>@+&1P%eUpjt+-iA+6wIb8Q_{`a z86xPyhdn_fZ+2aF?(8nX6#k#VD_0{LPXCwi=C#CSL2)L#ckE#Q?E$%Eb;S(?P1)*9 zHByj8YbDSZE0f^3p(^5}}Kw$}G6pIe)BGpqr-ub;RuH%D7@S z%##+Iyc7=iBnmbi-`m-`EUr(AoC}vX(7P)&jn?~f*{)A!gH%}bP9KLxFaqa}xXCud zg8iziRO&5cRm!J$Wv`TVYPvot8CwY-?hU%WURz0c0tzxY<8pqV#lHsXrk9j#k3r4f zB`Z^wb%vE@$9ig8v3|db^*Zs?O;XFBJv16mF^g^X>)LD{^n#OIc_3O{X&+yTZk}Gh zbD3f_N!{@~?`1RWXw}+JpeC^SIJ5nEegIK?*9fURji}TaFz8ECpJplHrs65OET}D> za6XE2-jOKx$MnYs22@%J=YMmSytLh&lUu&r@CDUX(?AzVUEC{SHE)JkuT3RSerpx( zuZuBa7lT#rDc=$uE>sF}p=%8G&Oa}=rF?tpt$#Shca4^E<{+or{ZE~*J$0`6;atyI z62TcCMonI-6*xN~?W}pDbUtXfH}mW~K43V+Q9VXwN=IJ?ckXpw7s+Q)^zo7ubZpk#Ubiql^*Kd zJw!QXAMWL0%?3|--$j1?dvtlh^ADsaY(!Md@|71XvNlk}T|%$+U&SbBBBUg>&Z#OY zE^m&ce~a&@7W~euYW2M^8~vDzg+gimqAfiOOGxfbY;>-pb zS>NJAFS!}A&jfW*YZf_gw-5HJt2W!FPb&^x_x_)|{6~1BSb$GFr&MBf+mHu5C0+Cz zL(FLz=0CC)KnZqshU>K(>Q?j8Zl&3q+9g6BL#$o?mMV{cJ~ot}DPPvOMLyPbkMnp= zCzr@$5Md>S&V5o|yU4Uz>)B16#>>-Qnmxfx)$O0rB@13zSFYz}J$HN1+|{u9&v zmkDED029!g>o>iJr{6z#WM#fTkZ<)|-)jETaIeH>?XaMV)%^V>IJ>9jv_Xh47Si!Z zK8@C1qxJO<_c(c6-um-Vu!3;h9%++vA#>pM1|BaB!8OBd%9%QHvi*QTT zVh4s7%6nP5e1K*QAisN+{?rBM)F#>1%YqVC${|93TSeWfYX-`pwt@qN{E_>JE*3}L z_R9A#hbGKm9BlvU>e4^lD|mJ$C_1O{G)$j~vh-7$h{2zr)@ER1(DcjogRTf~USnxC zRk79!(!6GMo}FJ6Yab4OZ_`)uaB{br594t)EPm?kO)Axpq6h+WSH;@=&%;)vhLucY zEfJiAq?L}hh~B4g6maXm4a85DuI`ICZw;b;6@wZV2>7 zkIrV`Thjg5(p?veRiV*ii{DNLT>ij4FbKc?sN-iGUy3-v!%v^Yh`v5l6}Wy;H7K$0 zJm(~jz8^6o!72Lmb|LGyT9JV&kxQ+5vRU$%3wX-Lvy|?W@VA6<5YFgwlm@R$x3_)^ zGAiwuvU@YqBRw{b7I7W6TAwBxn(MT~@bB*vz#S?dZ?9gn$a0#Vy%pADk6T$POnW`Z zQ?fDYxe_NPWg_UY+c>4$lH`u4akBKh9M!rz5Cc2^aVw!h#zFOk&h2MjnI5GRMUl8A z*Hs1&YbNsIZWy_kKyRPbNPqEHaKdb@VYqFs+!7V{*tcA|q24h!|IZ`{|oE!yb);{lAw&Qii{JJ5i zB?C?yyt=tj!9ia98|tu}RP_m`E4%ZIH73U0O~8Y}`In!Cpz;}Zk)4hIh69i+FL=xL z`P_Rmb#mVY&Oldmz9nSnC2(8RDzHY%wPxHE^LZQ0=6%+J{Mf-+0CrK#gpY2S@)MY7 zeXM}v4zj1tD~u48JM*|tpigsgd_(h;yf*FZf=ANUf34*|{*wLU8n>HZ+ew|RZf+`zgM@TPp1MV?Gv8M=btUSYhg|3(XwQdXCy(32aX)bPP&mJP^tXEgyEFFTCn=Z@8lXh$~p97a9Ml>SZ3-{VJmmO)Cy_nq6W-xnQ z(U}=VMTxl0y4S|ngx>$Eru+Di=9vpz88*`(w&l3rgj~Am$%=4Jr1fj489w8yrQM0! zx{>Hu|Ly*L(0$gm5kc(pmW|bW1TBP^G+o}RHvCRC6clG$mLEsWmWjtL{^nisH13az zu()k-&0|)AZ2dBFZ@JilPucfMS4HN&!8NJ_!U_f=s?F|V^xlaSl@twxqi#=6XFu|7 zP(|}>_4i;LEgs=^q(~ouyd98_@>vJwMH0=YVC&9}*c(i;;8i{|+f^}A&Nbce8E<6q z9oZTk;M7(z={_Ukk8{0^kh45;CXbp~ZFa2!QLU|Z(6#ChV|rO;@3widtcI*!2BeMlu>i{tCkXMrc7+heZTr# z0@MCmQJcIWLZnZT&(bR<#bYm$KW8ezrpU#X2$6J|q$iHqe;I%q4a*wOtyT2i_91l~ z6ZXce(utLvJcTvQ&koPSG@=@xz8}jsAR1bu6En4>pMRl!KeOO_aRZ$VcCT`&;DQWG zWM_!dsdE=@qnGD7r712~5^vE|9uMonyYsuO%Wh(Rm!P-Z=@Ea1-j8jr)YbJ{C7XBM z^5)f2#bfpJ>lKNyZv%90p&qb{?=)avihm81f(XWxvp!od9xX&Kezf|tx zP1B9MB6m&8(nUYDZH}=L)g=0aKFV^THJ!A>$7iW{RM_i5KpoSHU+hohV}9Kn(ikTd zyr$bO@7(tcr)j>nmEI$ohO~`4%*Lh=)3)R1p z=-4Y9yi3PuwpL`n^}4AgB51y8XUTy1o#@9@C72S{9?rn?ZTW=+!bDvYGJ%DU)~9+b zjeiL+!v~8YGWo#M1HL?3WC9c-dN%}f3V(2ay6Iu1_rn-2o41AfO45 zZ=r*^Q?i~N+MoSzQ*fkUQ}ywM&1yGSIRe3kd5>}nzXrYST^PFt`++>&^*kD60vfEZ z&P5CkqTiXor$i%@%R1~uK!RXr4#Fy;=iJEl0(Awlf+9qiVsEF_nVRI|YC^2Y9V3JS zUh&*rWqJc`eM{DH?K)pVEArwB3)lLqFQV_Hq?pCt3pd-=RipnVcuv2y5L_l+F8F&` ze4_ThkE5mDXtgu$bfx%s@cEn7#^QK`neCoxThpRn((~^NTEuXUcUv|Hoz#`PmD}B$ z_k7-3-u4#e6?Gd!7E)L}&`YjnC(`jR{({HVd1vzpNj{N>`Y9GQ?@8vy(e(MI$#Hp% z*To5KuFzhe@-pCxJ8S>tik4z}5LC?JxM(n~G1nKg!y+~%?LWG;HrvoK)R(kTKGT^X z_<^yrc!gvXT(&?ii;FS#?|_kC7gD$U**AsWYj@7FnD%;CmW0XqX4`p>eki;p!Er{n z3aV>&K-`z1;8RTFZT3@(XbaBm;a%-fR;h(4 z*xMcs8Az_F%!|ua^-h$Lw=y#6_M=ep16PhLbo3V=EJ9!=vtSB(6+Av84-X_j$HR8RJ4hyQ8tRj#V>aq|g2fL_u zfSG}_b&@iVzI9a1HJ+mmQuV$ZgbIaj1xVJzxdB5*H{pP9w+7i~X1Ax-^r4Z@H}c}3 z52KLKU`&nQ_NC5%-3E3V6)BVX2zz;eG6&9n$sT&-I5DZIhK|*=daHleff?3JhMmnL z`v0w#t9v^dChfPj$?mFo`*uUOI2?ld`sbVM8e}uDx*xaoD+y?rcU#hzXS%dUc$A?- zg}^SMW0HGD0H({EfRCG8u}y(;B9t@#O7WhtyTh(Pe8{s{TUT! zkn0nEv2X<~vMVFWIxwbykJ<9jeIR15nJlpbP5hHn`T0cJ&THu}a*+8sAD>!#(sKzg z0&N4cy2y+Ds?u)hbvVF%hVf;r*W+Luiy30E{?EntmxrYtndtXBA@O+p7#IN#F{TvW{PYw15202g}P# zzk;BQ0hJg5pRe=UC(Lst<7AL0yJh4hsuv*=Bf? zP!9L;aPvAL#-D`gLK;16QuYqc_<#$<7+^f%DLOE6}&NjLis}J`H5e@O8om^M&IKcj~zd&c$Vz#7ltz_uSpf(9AkJ( z`kFTDtjQ1yrGBwxpXKyts?r&k{N3Gn9+l|-5b{IUbm9KC=F^_}g_BqAL1kwY04i?@ z|H#(-9FPI0xC$2~raOfOt+{!Wq1rQ-ETMVnYo$BF8=w3ZTsOwvv<;zst^e5lCIu<& zJ_7^L!QSd<{}LMNoxU4`S=+Wx^M>gHiMntr3s%^8VD-(6I`4&GW_>QCj8$_exAB=|-TU9<-s zEO>QOseK;N+A#|zQc*Brzl(7}aoKTZV9OPp>Bb(1P)LgZsGBoX#zoZ~4f6=~6Xbq% z^kcDi3$mj^%FbEHe|?e=$<$n{sQD^fPJf+ zx2neJUg#3JN6^_7Qcwb8jG>VA{#4Qv z=M?^u5z@=Z;9+BP^JESEFmU*h2RaXP?^}xV;^q2h%gejh`jP$PmZE%p&KHl05-(Tt z6Ih9)gR%Yo%({xnTVwWG-=kniq*5uiyQd106|vX((tRo&`|Xwlu>tIi8ZskAmU816 z3-f7FapuKXn1^&FrjL?3^=Jzq#sYt5}&8UOrD2kg(A`Ul5thx7U=D{%?HX% zVqpO2Ck1i*mNKA9R2yl$wHE-y#+8;@LoUFD3r6AQR8#?+1MJyA#kC0Y>!3xNMEces zY~Pt-ZEJbrp-HT9Pst4|YcM)!c0-mhvrM^<9+j9*Eh?m;{#?2S3N!kGv)xP3hjIU# zcX!#J2uy#UmGd4}4i(EmIGHEosq=!jm!0gWsXs3YW_B73+gIj}4LL3eH6%b)rBX(* zUz`;LKN*T6Tp8BHuN45m5&S&Lpb{0<(13JX7i<-$eTU$tBa$djF>i^B$`l$lf9Tm4o!$w62HMm~O58Jj))l$m<<#ExxaL z6r|Bs=^7Bep4}1X0j42)=0cn*&Lg1MRGqFCOoZ+O{9#9`5$B^uRqn+6xpS$t5e)*g zbyWckwX6C@uoC}c7QE2{{NsPmB8oi_)e!!j*9Y4~Zq&fR7@m%;AO}Ik1eIQD+YF(x}wE1Oxv!U zQu**j?BoHb0dZ%2yK;IO-`dPO@Na!ihF~azs`p7C&!k-KQ0CrcZ?w^D;eCyut6w~$0Cq*dPvY&2Wt;Ki!p56Hh@Jb$mrT&c!Hc5Zl-?VXDOti_k zQX!)lI3OaGd+6AtPnoYQ*u2x~SX#{mFt~D-L*oO$n3Y@ztOou(sgyQv%Onqv;YxEncO$A1Fp%zTdFzp;;aEAV|Vb1;&MfUAFO+1?Y z(U}!a$9$--d*3uA{e8cZTukiJR7|+F4fkGN!{;qU743vvkOk(J@qIR{F zG~M|D^9^vZ5-iz}*9TQ{zo*oN(P{k$7~c) z%mo144}#>o7UH@Q;{>e10i${s<@;ae_y5CUV*CY~vUw*1NmF;zK+txo)A8{#T_mXa zRjg&5Itr@LJq8+(2z4$U;NfmST)IqA>EQXlfxNhXy5S`sQn{_!Qj4}@5hJ-^m5AdJ zB+P+p{038cjhm+|#7DHrT-)HSpCT;8n}J%O6$mK3dU`^>rjI|T)yKwLg|#^)TfPo1&9)cwTuE%ouTmuG*;A5 z9zHIo5h%WPH7{EiI z#e$a)T|XiX;O_D2UWi)^TIng0w8&~ddkxCv1`ED6tnn+Dt)uhenAE)KJbbJ#F*XlZ zE$4xe8%F~&-UJ2ONsNn`zpH^=UzL3&pb}8_)o`O{RqF9shFo5Y{uNx4JCv%ovNH2cf>PxtB2D zST#2;SLU#Yg#re#Zi~&`2S&xG0#R=0!>Hz(=UYtcQ?z;7&^N7|{J{>vk2}l@`HXw4 z8JbO#acpn*#roby8yk8pY|8neUzR_(0rRZiT-g}#Ewc@SbGVgiHaX|**AIZ{2QKXq z0w77E(LUccCzkDNEIO?<1E#$gp!Ym0m}vo*LGM&Js$2mT#k4R(1|(kYE?X;RhV=5y zZ>k|yovgo!WE#C=Ar9qNLaS^oP)nBK-b!lPjS3RI)e2q+ut!8l)&ZB2(Y6PG&( zX&UFMs9{sw5BMuMR*{_58uTg@G3E+DW5$dDhtJg}+nfBCIo|haA)YmvoP%;x0Y5wW zbjXU>_ILF?|Hq3hj&g`ToBYD;2lvc&5K;)z?=SneZ7t|p{Oowd2$i7#Q43c(IN)*& zt2bu%wN)92tG)5biaY`{1|mbmnb>?{u!)0pa+{g>w9c5#kNm|9-2GP6JC8FD^n{H+ z@vNUvmntVZ$!wMbqW9G78?!8+3a5~hLE(E@dPk04Ha0l?Qt5AaE7tx&O#xhG`5Q{K z_epk>&a3VK3j0b^f*Q)M16RI}JrsnbIfxX}oySp3eeTicYoiCkG%HW3p$h9sp4oRa zyZ2-L36#ag6<>e&`|>Wav(ZwV7^M*HYGyB(UE_{9S4>199GEk_x*R(q*(tpEFi-aO z>Ehs9-jA^bzHkAFO<^MYWVh?GA;Eb~_A=t|aRS+qk!x!wM?f`H9GN=>@B9O1Uaafy z`x)DOq#h?2jGlJg?P*1Us?7&!#-NO9?{TZy1r2sfOJn`#zYB^qrZSCcR4k+5ZEPZ= zj+li1R$Kp}Xl0G*J>Ho_>^xq@B8J)e>N)))+UE23slGM(EBg`UbfrqLYuMt>z&t@% z-4ZUU+8E-tv}D|tpA;=%Sld_<40Yg&9G0wFe1m!B{DZ_7+WNx>=w%i`J$v5f&vVy3 zmaSjQe}{Rj9@jPeEo~AxS(opX63yy;_bBa@eIa*M-tyb#2EaE2+!tRU4G991ave)| zw}bA5Ui9FA_H6J0)}K9%`0MUN9$hARk~da#gvi1nVR%bAEIn_ISJ$0Sf`fSv5eTx< z@mbD*bA<)-&9_?=&+nE0VEEZ?<&#sxx!Bde9y`z#A8$goaV^Cfq%T z?7otp6hP{&7LRz1u5ZFZ|Hll~s=$ZvKR;d4Ms7~K`3Y=RkjLdmFY9f-_^;lPT)BKk zJGs<-M?yUmSEvmKy0c4&TwA%`(`9&Rr$MFv0rs-NB8u!-G4vB$OTaPD^P-qq~^H!+kv);v4 zLdA{tVAeF`x@%d~psRjqv$V>;O=tOdx_E;7?2Be|R|=xy;b%~-w1Wv0+e0VHNBeSB zlJ6Jc#AH*M=r;eh+T@SUnqc|>-EE9@VT#*wBSKfLO%E)Mv?aZW~h0Y+?lb5`&F5lFrpZ`3n)#eqiq_0xJm8V5$v(MnJo2J z=hZE%-182bFS>=iJ+Xh0&7ImQ`l?SHHJN>Aka9u5S#JNA9H-8UMg3Rx=nP{4>?MZ| z=eYs3O}`wxmwa)-?VN-68Di6O1l(tY zEuwkDHI9FKrF={b22Q^DP+zk9UsZ#Hhv0L6@wJR6D+!)IQQIrN)4^?@Y5%Xi?~H0{ zd;1J35&AgxPRFMwSd+#Om9+(rZ_rCYP zX1yO~*35@lYw{_{-uroe`)TK7pI`RATIQsvxCKc3yKCz{kN0gt*^5Mo<@26teDx{I z5oF=0(E$lwHh~~Li1Lmg*t_|DKv?HemmduP=$C1iBW&g576!?BFR<~5917hZS&BA| zCUaheR*f~|*eSP}2JmYH_@B+#O8iHs$nWuezh)-~8e+!qpI+e#epv9z@Z%XuqR#=D zpod}t9AiA_H!Id8hGnl{emmlfdT2dO^6ekXSiTuN&^%U>P(@GnJx=p2rm%eMI7pZz|2G!^HqxEH?PweQa?O}d9&HGd z0x+lQ@+}rcuXRltj7NQF1)8IkWd_?5a@w+&Pg1qz#j+i&{aYh$I{s~UTh<3SWA{jk zouI3|;2udo z>4wZ7ONL@9SA(z#bh%Z&|2S_k)Z5I^97x(4u2pnQ{l3l9p|^!b!Z z#0-%N37%>SH-((;FJi!;Qu}uiLulSddz5=EWPf>_f*{}K#^-q=69Z!AZ#|4eFSN(- zH^gT9V>nb7LY?NlM7dJ_b`=UDU>wX!6P)MCw>wAVfci|QJnWLjN<5dnjk++mZZM6ni1l1#-h#1@w&RlgZL&l zlj%wxzN#h-6(I`+90Ft&1x#?h;VTL0gV`e3=dw{?K+ zI4<8;BKc3X%6LVyIpkb(_wMfd0a{NO3Tm8i);y|t|Be!t&kL%mGp|>%*@8ZPT2H7;kFHCm+yB{Xd?>p|q0@pV_ z51i}{BEZp;`+lv#a*(2VuNV73g#dK_6;AApX9avX-> zg3H^`ycf7A{9DWZ14p)El|r1`xRq^&2ZWe&&fb|XliKc?rT7+jSggi2$@0!1a7x2J z*)3SmoWyU_c)os9$q6$HcU08vfhbKtR#59>~K*1ZZa86nJtV;IRKqS z+5n*Pb=&usrEY*2DA=)|| zRIx3EERwv3QEsC(+Z$i8cfA^cOxS!0RgL!KETt}2zULdNEth$~(9s8X7Dl-cb*<5U zL#`Rf(i}9mLBj^^LEOP{I`(h=xI|jvjLHs14H7({He^1bmR?nH4?D57APf5|hZ`~d zJ2yC{97jf|zFK{7Q$hw^E7Iz)zpxf}g8=vSJWws>lOoTn+(oZODg+Go>SKZ!%2+@( zDc(p;YxcVkh2dKWtEW*Z-o~)=y*<)na7tno7TmwpL3GRjRH~wZg!5Faz5CFD%tz9#`V6~0H?4m>JGeypk~DQ*HmW3qw0OwMzeWLY zC86^w13`f04eDaO=Ai3!#r$uBWR!R0?6b2==b2*c=-v*>2fWzJ{d0wM2kt=?8bYV= zO+*{C&HOz@qSi@NmylrURtyQi)v?PyrBIm+J%XfTFr`E z)2V5leis9VNR}VjxI||J>7?#M7EZ2O&NOg0v1}sFZv>pW247kzQGS0G{lX1(>Gt9> z&6I94p@#tG*p++tu|?~GDQNc>2HfFyQe}F+`b! zNc|6lm4dhk#r$j=Dj0|!mw<+S>S(0|!y^>V?wPJr;O~;t&O57-GR2}JW;EyZ11Ky% zzhxBw=@eK;5cvl}wdsmAy|NM)J`|MU-|1^s<#~mi=}Ew~oT{?l9QdBJ+IM|^(6iWH zH0ybOXz}5L>&0?XC7RACv;otByjzzwuBD~La<&0Ux_h)eo1oE7(hy`I^}x1eKIxvn zhK8eF6&%EDXd`esfw07Yk867cojGv?%D$`%Sv+#%O>P7J_xYq<=Ou4Sn+#RR%F@W? zl=#X#@1@N}kE&Zdr)Ap`zHEIkY4vH-Z?TLN=XK=`gZE8Yd_bG zgL+pEax&-XUYT$9-lO$6bvx5MsrJl>S=>k?Q&Zc6CZFl)EZG#`Q16WpBIcbL_x+EI z-XY|pk(6grXOEG~9*XNaXuBW$TGW!e+o#c;UIq&ES~;4e&$zSAkJBY58=PQw5Wm&H z@2()QGx34EN6?yx(OUE^cZ+sj`1tsYTK4Wlw3_=oGdJrV%lbU&5^MJIYb8N!H$GHu z5Zs=lIxX`QaPg@e7d>u53VSp!3UK?%quLt(VFkJeqDJxa~6db4!Pw{WQ9UF7B)oOv58cRJVkVEz{vdabT_ z9G`8(CyBm9H;|^{iOe<(TN+p(4lPELW|=?j)MODOu6sDH$1M%kPEt!- zX0SlJ01U4l(%TFF&Bx(yn;6;sP;n0js`!P(*CUQD$jS&?@3_=Wl!fSh6SKYyr(`NPj^M!i_ z353e+m@0(5A<|JlWpUW9k~J6G6;|UIW0-42r#_fWiBZ<%LG8Z#GOKgwh}Vm?G$|#m z$q+dvt?e8Wc-DJfU->d20!q%2Y@!N?zA!t5kk(qS^ckLKM}^c{Gu6+yg|eK_@>VKD zXU&uA2OT73+x7XlWzje4;8Iyt2SGL5{6lSF$x66m&qzHbc*=iszAjzh{8Fz?(Q8>+ zjf3;3d3dR-%RGNzZ)e(dYy_Bcj-@-nVa;Gxi@M|c!xn=g9;e+gc!TyV|M^nK-tUaC z1FYo@&259BHFZ9gLVSzBhRc=CS57}(DL=>2B+-0*X>61*T`xnQ{NjXii<=;5k+Q2@ zFg(~kouon4TAXS-TWD$kR@H*u(SA$aapH5~U|3S-bq75I&1-izU`b;BC*4Ri&sfqj zt@32H3!64+UQ!SeR#cDv^L2CFT1c!BKfYb#y6I6^&hP2Xvu(A>j+R0=|5#6uLPlD` zZ9?Khb@pScA(OY)Q7tjJ@bEgh_tf!M!&esPV(e+_o{4rcB03!Is{nndsuWjQPuWzN ztQLP|AJQ(RK)p&-_~>WnK-nzqi_@(&F9zcGn@H)mS|npQMx*38szT&LU|G&hstY()0*vHQ+^-lLj<2|^xhk%GgORU;#XU!za=W);!cfJ%7`Zof zSV4SHMszS9=mYSUR5Nf*P)B=xEMP4}R0NqXCuJ~7@l6>3BwDyoMq;sg+0?L#WuFe* zbSO1CF!gy z4Cv+=e)QZSwQ^|iFt1^GXY3}yc3xk*=U!wV)NihJ+_YAmyH1i$m2qv10?|JlT^1HF zW6nwdU7Jjm7uPIMQ$1U-%vz<@W7_8;te^F*=O6g^&A#aq&e=dKX=++pIC@y0A#61{;I?PZGbF}cW$3O zq@ZldBw*&Q7+XwrXm|{A^n)+Md_CpY2zP50?=d_gl&RNeM~z7S+3ciH!VI;P=? z0N2^G88ODIrPeyY9jGN6)vO;;$L2X}ZIZ5l&PqJm!V$A40opo%$q(OJ8|;69hw0I* z@F@nw1*5_UMXe{R#NYWWA%d$s!2s)T_hlLH`BJ^UA9Oa}@zx2_7L|fOQaX+Cht|7W zCHg_34Cthe z_H%uHoIiX$)UxZ8+)*S{b@tHHORxT^$49lCk-*=7h>xfhwC4MTy1-~i#tV)}^3E@x z{(wa-4032wmf#Y)3H>39QV?KLV(-h*(GWr*dvSk}O$F(JBN?_*D)W3rfP z?}fp?1pN9bM^`cHo;G)$#{L)24kh5DQTC(F;a$yU$qI{#?E9!^;Q$i?K%quVU!8g> z*X!8ihob)gj4deT9U=68aMo+G{7vKp9?IB z0Kcwo@ZKzzw%q@3-lNDie->0*P-G#X+s)&xo5`Y%uK*~Newkh2INxOB;?0hZndd@G(?f(^!^U?+#rT6dy=&I~VxBQ8#Bm=gPQ=k=J?W1bU?2Na zDNcAMQ=HhG76yA&_}~>SdyF6ui+C`qP2=ydKd@`Gt z>je^MBHE`LdA*b{Zz9*I0iAS@FPqE*KiL+5WV)53D=7b-Ip&28IrN_*act9(yZUL4 z+{D$5!l|z7Zyq=BFcrIjgBw%V@XdctM-%UoufV^y#TN7W!+%)O^v&*d-^}!dV%Ux~ z$iJGMA)BI81Fw|w!2_W*{3RMwmH|Afrjbyiw`hufux7vJSR~|m{_B!M+_6|QeX)6Y z)v4wM!h~Ug`Ciu5L}#uc{w|95 zDKBAuki{kDES;2A;AZMy4R$_;*83QyF<|C)ou8H$|IsqJXnkl%pF-43t*`wbE&g$w z=L0)X**+_T^5yyny1+lNN(tLxxumy)xetDSINvue^6wUll7r`xZ-dYNtt0GcK$3^E z!F4U`??`zK>(`puDKbZB&Fm@sVax+`m`2&Z3z-oZ?O#&wT>cYDC}!b*&DaS1@`iGU zI;3&!F7slFB!WwPYJ76CcF_~q)gB0eNCATSy>~lO7#ICAmUloPf$!QF7vCuFfB<3( zpacY*!Wf5DUtiB$U=7hQLqyBpTqaNN$?v`5@2sEGC7&a9A^{kUH__zfO?=ZFiV3>S z0c-+tQ)fVrZ)n6o1Bm6O_5k0a>CWA7woylSp}L}mQxJge{zVoK#k?j4VgG#{xEX&V z_Rn~rH|WoJK<3=_=5A*cgZ~u=DnC$d|I078z(5sOfnKv<-YMhqy(K40S6lbgflONk zQ&!u+Rd~VYl*Zou_PC0m_8@k?8P$Zds=5Pnk;tyqpq}j>r0Zzwr(9D~URP@*Z6kV&l;r3msl7z!YPq zlE2cneM+7uazB$MS!GAQOfpwJ3uUf3rJ8)zpnZy9V_v}caeAd}UX)}4=HcZoe|~GO zR)(nXvxdN z{H)zOVLY>97x@#)s{@}55HNS=l)}%j5!h;|ZSR=&!MZ?HwthM)My$a75;|}zg&uOK zX|TC?@RJP4GPc#8+jHg$bOx}8chDwE)bT!@fSU~)1yV`&Tw#a(QVMFOx!k;24|DL7&p+8*H_NEfU$Q>N!-YoH(1}=dSLq z*)Pp$BW3xdhBWw&0Z^sxF7&DN$_eMxB?YCW22F(}tKvPa@|g%)>Jl2?k&z*nzEn7? zBQGS)l#+;sKCn<^I(GwiDHam-a=m6+z_0|jW9a1Tkn&99IXKxFy}Q%scpk44?@8C) z9bz)u+om_Zp#A!g<&fJ;1+tw?WcU7AMiRwJuJ)Lyr>zqRxOWl zN6NDM!yxka(`yf{Js;g4COjd16deWofe-<7ch1=fjm;0Fir|Bi_Dng)H8d_CG9mPF zcU}0&IJ}3^N#0ZT=_=dPp79=9z|cZ6*oh8zNKKw zg3UC9bEbk$G+P{7zKEPm^fBGLo6AmrR$K=1g*+HsOuM++A>xVmLP7% z3Bh3u0IhvBO{KhKOBieKBN98>*zXgoo)pf#eOLg@ru(;>4Ocb`JOx`H?ViO)2Iu4z z87xKIGr#0YhBRry^E9LKfx9JZdOB%PdToQUrUJb{fe6OyLiKHtet@ zGSYY=w0_EtZHnPZG>(86w1`cw+NhAWE-${(<}vrN!q4I3!D(M~Hdjt~=9kQNW?^Mz zjtt}o!rryxL+o@%!iwi<(mNckAzxMP4var7pgDs(@|FhQj}DsOxB~{^n<`3~72Cj>KhpKZTjTe|4G%+@l=2tZqJS444LFyc6akZk7qb z=?Mg_g+i)5nDVi-y3A`Mn9wmdp@s+g4*1vtQhpbanX3 zdW4VHTtPSo2JzpUN6OV;k!d8nxPV)(qE zO*!9ius_xfB@~G)quknE>rVrF1)n~e0Ub3Qo3ma0PMCcf3@Y-KZGSgiMicy7!LBFp zc~stF#VC?+(_O9tjpc4o&3bZcWwqO98CwjoJAYnNxov8;zL^1jI!9U-9{CPg^xmU{Aw?ioe%f zhIVhMx9RA-63ZaM>3~X7pC-V9DJgjtF#a-K1ILknfDIzn^2%Dxg-a zb^7cDZqZCFHKCTps+vv(`BXel4szLIXZzEa;fW-l`Jau?;oPU3^|r;%_%!B!t}ovn zHuEgo7P-YU)gjq-h`vw62jw&~eE3kb2zTnw{QRn#Tm*?r+>P+@J&|btVS-gdMyMmJ zcH18%bd<%g!!MPB5l+l?Dw?*ntj=*k}(Y94k9~_5M2KnIqhOx|z zG(o^1Jg)#7odolJocWoDZ@^(+B3T(0X&k`=*z;ow337MUnY>Gs{%!SPw5;q{hI@y>#^3;XP<9 zw)0i|^$$NxImQ|lcsZepdQ*cvy?})*c7AxAPl#PUd%GdK z8B95x<{CHHdSv>AVAC}+fx9G)MMo(STlxMSZ2D|!dpzGHVXFZka@NNkB{i~H~ z|4K8hE5OjqXQIOz1&vP**PlGz_=?4*^L_hKe_jxlISI^)7WSqRC&&i~k(cy5mmkTC zRzfQ8Hfxg*4{5?b{N=`mj$>Z=c^FC2+;1lPW%xUGW&>+tgY$)Uq@rulB(u4Lw zBFnT(=I1j1L7lt!am3ZxM?9$hqjw;_QS~` z6}?rS8sy86(OZ7`tkv(U(Rb(9DPUi)@Bf-?xvf8?vyU;H)+NEtF}-QRY;qx7H~o9C zLBf4^RW?UrB)qifgQN(#iLBcvyj~c~+DNK3FioY((kQo$^qrRy7lb-W#2=qDr&O$- z3kWB9^WxHt5-j|Dvj)3D2C_G(uAHQAQNqZ>dxw5MsWx@H`bq(l&@3c-JHj-SAob8Q zQ{Ao>{_M7!;q+vEBr(7UTMd7+(NrCaS8)>ZTyo;1&_(`wqn|B5-5Res4)5+X_vsxp zkoq%)*F(YlhGt_Hj?DVGp3vxr^)dCChxW}h!-2`fMK6Nm7$UieKD&SFM?+pDCGOro zew<~)Du3@#3z9La>?%q`h6o$1Z%$afLn-a2k6Y|Zvp5h^ni#cgnL~I;xj$`=D@DGW zn)sU-nWiZyuK$(VarNEFr@>OP3gEypvYxKpfpk_wpq{}ixK7d!=I8y{D{jJ$F}Ex} zy)3o0Ch;oga6bABp~AQ&&a{!M${+SxCsn5fh*2DIFtus;UY;Tq1H^QrJ8p{nONxZV z>jV~A%&e7U0+<|K+*{#!D{h0UD4lnVy1h^io0|2u{PC4M_lthh10Gr0eFJ;7so}Jb zB2>eb_Oa}y{vOjnK)}o1AaYtiCa9x|jv(=a=3nQL3Uvr>ty*H6U~KK`nNn+19)ImN zt(7-h+w2i@;7Fui-}`m&36DN1_CREXIfwAGFh9;ZQY=56?Hr;WUOZP5_HfoQSh{)? z|DWVSRYmq^u&|z>iL==smBT^It9fGbDfO-(HXJAh(6Csq-kEZ`;=X5+=JKq1b$aAC zkiPqU#@j_a8g%lEx(;{qga*_RVH38pXSGO8p1eM0S7w}E%h6ZA?jxR#0`*8A`q=5F z9`zFzUDc1#6^%|y?b1hd)u%A96Txtbc{IoANHs@z?40E$aYK0W4bhlvEtR35t^45xxM%)6#d4h7-;{?zn%YY47l~GF!HG} zyHPjz>BaSRk&op4yT=B$k~AR+SaEDngX~u*rQ+bp^VxH&GR;n{k0S;XQFuQeN+xj- z+hq4vvYEtT$m_%auK1e8-BK zboq2UKQ*}vGW)dqIr8b0?AiT?%@z4J7x-?#ZZc9ieLeo}@+RK#_kgb7kba6u>C2o3 zk;!&8&{GBj1MiOYwsku;O1Fn@P}O(z4pS3ZY+^mYVhX6=;R*G{Sb!@g^Veo!FM*{> zDKJOYGvZ6ldN%HXvT&OR&2!j~tCvL?yay$d{zmfdw|I~rpRd2DT6M(3X4A#`vV`7) zg{Jqr_fn->6D?_q^A+tPb8nz*D-V5FV!W0s2(rh13w46r7B!qicHqz{ty$7oQRNO1 zna~0#ynaM{WOUx7KTo?wR(4tooN9WD?19FpbosKca|1)guy^C;{)dx4uuw#iKkLkF1Y5#s=X^yV2mJ zyYo%+{Ag;nTCeVCy^H_Hclh!LwS9@nPWzt=ofvjyi5Fa^?LGN1QgKp!rjnv-Pn8}5 z*aRno9*?(&YVXFp3(Yl$a&pJzGd0Iuoi~vlw~Ka8v>}ozDAtj`^nmSIs}E>lZSwYS z`o{dq9$sb}Hs-!?QHM}&>0HED9{b1k9@bnREQZy(cf41kDxK5%R%UehD~AVBl*p>> zFg>?urTj!myEp6gNzSorW}hXod*RQb2b1>6GEa-hg1Yk+1^Ud`ocYw&SW_%?s-ZED zK8T_MU?|G!fx}f;(F^fkR68rB;h+kse=|G@q=Ml7D+t zv#|sGydh%RX>QBd7OPt2i|9^#0*Qx>XjEO#W_EnENsKc%*iE*b$#7dW-4k**n|7@m z7yL>(kWy0dC_x$lh zcH@%MejJ#ge0`T;r^vy8q^I|8RCTZo+oCAkrUeJ45MH{HkfHa}IbEO+M`N)-RHh+v z^PRuX-R6i)XBA5W>7eq*)2vp~=rMSb6m=sy;?cP)w0e`hGMe0!>^;xV1fLuTB7^xK z1DHT~v>kbm+%}`L8sc{C*%mmX3TnEKE{C{Q%R0nVBF^>C-=t36gOyYq;b!hSSU+Rs zWxdDXwf=25u^)qJga*_ju)~aJ!0}_M%_lH{i^o`kqC0PlLCtscu`TshqJSnnVO2$N zz*qc~X*eHVuv%f)IkD-Am3rYzI73W?cJ%0xZ?^SE(m9vsc)_`vQWkZz-`P$Aa}P@v zIH`GTxQe!!;Q`v7U=&dJm`ksh!v2CPy=7j+&Oldb1+X5yLekTyC-IsB3n?Euc3p0Pk;22bs zt?7hL~l;3H`>kOXEB9;v0xq;D;~M~Q>D@p7bc*`{p@e_3a`Q3e#vr3x4`!$TU{>(`6g6DV=`f zzGwM8>t4_U3fW7+*m8%rar>Vp1ig0y;TWq(Qz5CV2S9xO|d`R(TsW>Z)Jb9%#g9&RgJO6z> z!Rmf)cQUevr9hnFWZ1|Yp>_K`y=7a4Fw+!16?xM1;cTzp?RkeejShUov?GCZ)Psh+ zOD0qWn(}d9E~rR2%G8wc9W6<6pbGk!^efT+lJ<$&Q1KE*vml2cT?)Ts?dE+=$5zbwqqsV|oek4qDJkfyjKniyOrhXcvDCxCZ%g8moDaFP3+W_2dsQUb70 z1XRFrBj$@SDGw2%;mkjaRxdN{_Ix^Tf{zTc-x-epoJB1f6#pt7lh=Ddm!h2fw!%$8 zok}?BP3$FwL*~17&7_Tk9n-J16zA0@vaPxl`i z_;?prvcZOb333)G4q&Qe020^tvWh;u(J^pOublLpXTF0?TVV@FOWky?+&3B;93y*; z_d6EYPYu+F40Db?FjgSYw7-1h_#tLsHA#@Lq$^u-B_DK5^BBCXC8{t}QyU>S`FS8) z@HypHnWqf3vnxfU;zetLRq%<^h3%E}xS;%n0UL##QUG_Nvdd!|)}f-}BEjcnw(X}% zsJN{n`rRO_#T9q_>dins?!1{DGWYS=lfiCi#jW>t$UQg7*M+2 zHi2Kf*!ZBBU=qCIIVGC$wME-vlRa-0Nycf`*IM zbkAW=Rw`?EUWoi$o-jHz?;6Tb-j&ULBH+5PnqMc+WjUT2m->VhTtM?V%Ml%VW@{OJ zsqgJLd9c$XW8!@m=HTEq+7e3SaS_;XdtUrUyK@f8;Ja9t1=JGO?EN^hKgg0!Bw=(p z(FIk`BD4+-RWDo1U=(7kSPJ@oq3-{{niPb5uJ@50E89aBh4afZ^c{A!!*y^wdBdw$iTT;w(T zamOI!$TIU{)_%g8UPJzow8w@URnOT_1cQXsI)-mJv3d7I!;^b_M4Q~rQ9j;sxc!O! zbX!hZ540M}(yZPD*y_w|s04-RN9Bv%g~k=czrfy92{e>YBB^J<(I5kN!y9U%w~!!G-R6IYIxx zFx+F^Y}C!T!Gu3Ha7W0=I5V8KYk0kCYx-=dP|)aijM)oYDT+wqc;?#CqIyYK#KdXP z)xq|(WkU@|$_pjd?=NdLpQOnq$YMVL%j#9a)KD-^kEDm0$);k;q7E13Mzq6J;(|0J za!Ad|RFFchQF0U{*DiCo`t~;BeJ=hV3Ydb{lPb@cAollQUG!6|)VgV80WRap&Ffrv z+#%YK+wGeJp85v!RPDc1sT%}P3G-Z>vzU|c2H*uBWVPOWs^vb(u)sWL`}tWC10g>3X%XR&1{ zpE0A#zgN?1dkVKxv8CTrR&bs3M=E|&Z5OoeGMwYJ_h$0aR1~H(1Z} z{NDBb@%{aNvla{Ho^$WB&py|_cAR_oEGsRFfkuRefPjD@_C`n^0Ra<;fPnfIfCRs? zvS=m>|AlJxM$Hxhfr0Yw=blrBfCKy@mz}Vxor0yIoujUe0fLmSot2rTo!R?$`nOHwsU0t2x<7Z1}Ti!b} zHa3oqj-HvB$(zh8{js`iX$5QgG`KaGI-1JK$vOR6NHkxxu&{9Po!(Yxs6vUt*49>4 zRTV5-6ZTb-!?(Vnp#fH62Ai%+Pfri1nK(H)Ve+oIx`M*|$Yf<@Vevw+@3F9SMc8=x zyoTod!91+S6}B-F5)v{rG}O`2k=wHbJ3E+DQtt2XZ=KqPKp@uE*4^vf)YQ~xef{e3 zU1hUnZ{EC_6&HscZwUA|N{6?SkdQ1HzgLXzfEDP^%E*cae~W9Gg;m&vH%vcwuX4;E z^e7(L3C>m{-Q98e7snS+-Q;cq0|Qw7hyC2Vp_POE)2oe-eo9J8 zuw&z7o7oe#Q4IPd%8c4A0UFsc;(Mx?vgo=PbjvyxVO3`U*r}^GJxG#8pxh>iQ z+_~ld|N6hy0$!7Kj>+t$$e7>st1%u30T_iBK`BCC1z!P69>3Rn{{mT#Ual6$n_&n~ z%$f>9q5f4+gw~=pS+ETEF_nRQYb1r7g?*&wvdaUXbzNekaZYBaJ1+k^QwVEomw@3K z$^W%>{eNA!*Yv&x@V;ZbIj_0}N#M=(v>4cFP> zF92^Xu?+zM06|<7paI^VPmcr)EpB$?9kV}Zfvy?|n9H2>ayFG|b<6DXy@|$(tV&&Z z`T&9aN%t0X?#GGk{g%2QN0ahnq{Z;iBg_+q(fn=HbL*v0K~)UVWPwvH(wooAMRYZl z_giLcfG4{ZE>f>2v9A;i`+OJ0M^`+a-*c3C&^!}{PKJPhs7p;&b)eg}VB42F-;!I! zQMDzF4vB|0Y_h&}%OLeGmeoE{?nyJk_AWN!Y%KECHz?6$-)%ub@DiN(-npw?O^JnK zGP3flHJ8x4_}%-I4%!1(V#LKXpQBVqPeJk-QW<4fRQ7HX;KSS#6@CN+3d@grsYU(E zhhaKAEWlf$dEbM@?zddpM{9WZTfF@iE!^|uY^n1J8k?0ImC4<(?G=AOEns%bW(9WT zKPm;Q6PHQGXSD|nuj30?P;a&Jbcq(aAt30_Vp%Mz()kFCXGawr zab+KG%qz1aUWX&;j*z-r=2;E}Su_Qpv=ARN*T1TEdF@^N>c(fXxOu6);Co-yqF*R{ zhQUS~er?AJBm_b7owpK;0oJy&u}9~Nq=TWlO+gvzP&8^V8G1X76Vj>`T7yJ0?Z2LIIE^RhE`szJDkrW%B=8B{$Cjk$`4O!-qpC0x8Hod{y^>gsy!HGWKY}#qap;9s7M0_`X zR%0J*S8$^D^2Elz&W`i6fixa{os7hCG5O7i4rAj8Ki6_gipB#C!u0rukYU}^_t!J( z50hWa1y)Vg`ohldA$(o+X1cO#$}`PjQP#~^GB~_2QH6d^n_YPvmgcD3h$ujy(P%se zWgFz>>fSJrb*dMTQ@ik3ldAS4RZ?!aa6Z1O$|1Vn5;uLhaqyKT{#@2T{rnsnj!%Wv z$@0kV?dhq306o7zQQeiBjckv2K8B<9+0k%ST1_4;;xirmIS%LYvoZxVJNpKywqVUg z3j@r?#!0uJg~}tdBa`+4>0ImlMdrf%6j$Stp|>vO)^Bs%6Pk>);@i7t9%*g6S9A=a zV)wr(@NmT@O%iD!*e{9;k7)C2PK<5bDLO1LeRjs##hV+42{|6r3`600fdN4pe8AtI z@R)2Uwtj!+6cfSA5K&i`fuDLYd~xJ_wcvL9!`Nk=>ak8CI$9p~Xh-;Wr-Oy)P?OmO z$vh<8fvl~e=;)Rso)UBC#BK$;vO{fxOZEM=vE|T}la)}$l4;HxjhrXuXUN|+Qrg-z z+25aO?d>KfFZGa0b`CXUeaCGojL@+SWOOlI`>HNbbrX%GtFS#qTA$zGWN*V@pLbc$ zaih4Bal5f#R{0DVZ1HkpNF8N8Uyghy#IWb#y5M^Q@*PxD{Kvw?n@x2ANK3JD2ncbg zkjs^)r<0#|@cW5T3Qm25j*EhPTGVyw4==RMCTlj^K6DtV69XKdJ+^gsjIPSA@{pzr zO!tv&7?IoF8?}BpdXj}LcTCwL6ngR$x(d4}6;+tN@I33E%Lv^ISZ1CS2^V$@muu5U zOeK)?ry&*-ME3pU%iy3zYFeilb`_<_#5RT-~hQ~#TVmo=Zqcf1rZfc=R1=hLBN@;6%ZVRfOsORgDrX4`H1sxz^yu2>f@Cedb1R_F7b z?Qktp8s2AWGjFp-Ys+W+3E3P5mcC8*w`#_f{P@ZtO}^v)0o~rHuzk&sDKyW5Zv`uV zZcSzbTIVpcusXAN_UcuSH8xB0+mNx~cD#y$G2KRmcxDO&5F5e5`RT&3Yq3Ya2F^q^ z3DJK4I}J(5{EJ+|9XoZId93HcPXI63KaReONEREYV88nK1Io({e9&v(E0}*!dNWe< zz5N|Jz0-+5v8R7~;a<)-08hW+2_}H`ga1X_dcm}#p)Hiw^L>HQWRs$ijyPz=+X{K( z$ng2qYqag@OSyi+H6>3KKuN{Kg{6n{!%a;KH7ACfCd!}o5u!jwTC`erh4x%Mbha<6 znW`VxEYJWly?#)z$X=@py)<0hXvDynsizv{UCc3MnlzxSma zpzvMhGgd8=apI7sfW(kw`$+(GlgmMnU* z(TOSJUcqAH#7#HR^fT%vV?j{T5qlZ%M%kKQ$_JXgertc)jY>g+1;lhb-!t%n4G4W< z?t90(T*&dPxv*7eR4_?xCTkP>7A07c1WKfL&8d3eWstC;S$pQI(B zRPAw}N;Qg*0mFhlA!rxOO?}-JIq1bSqKUEd8LEmSmY=$rr$WRjY>ydNH0X6e7f-YK zRJ#;gB6VVTlQgFY;`BYfk=35Sgb1sI8DY_Cm3imGsAms{YXapG>a7;~A0JpjhakHv zPQMTB(Npjm8!B@=p;YMuBSZMu*lqC%F`2HB^u0{nwV!sPLkzIm#Fe>0;_X{DpKXZU zHnwG{d*>@N_`R_xls$!gPSc6VAC)tnB*fpYlu#?a{7&(}MZ0tK8EEF@If*M8dnMET zSM*jM*XwTt2@DHKWNZT49=37Vui-Tu5*G)sQ1#uedeG7XZ{u5oJ8_wp*c}?P#M+>} zn6N$8VK7Fazl2L58l)zp!Q0kg?J2DHQ_NK7T1iqObHz9E-)OyoAuW1*bM&w(1R@(R zmfnyNwvn0&dfT3uE%xocSWnZdC1eCHbyF_59Balh=LLKVZ4G!>;PCEohN4^l*M)ZL z+RjYr`T*lVvtl|AC>Fsx$1=_+z_Sp#&runx56$(s^lZ>6_ml6Xm@x2D^`{b^@Ju50 zC>(R^1Q=%#qXBeKW_S=Bpplo3l)XM$C+}OTUyMVojZ9vb3{f@utO$wZ@jqy>*?;Kd zWI|;=TBD}Ey8kKpDD3D`&p(Uhc1stbH z=2*RP%omJl7gHwXpR~@VEXONm(z(1BPsEMTw2=ZWNfZvZEX_$4eMvA+=CY$)6Nj$QaV9zQ=k>m`4W>1j@Cq_W?B|D&jv zxCTsn9jK5QXOE~Ue^!|!@3ohZm`1)Lt899QQ8A8f43n>%g2fN-1=URLABWPPAu*z} zg%z7d%%RWTLq^Mg?nRX!v|K8>hs=dRiKP2OQ=WF<*#2Q1MsHiA3%~28Yf0L7S3V%a zw^}@26Q9xq*AIOd&YwwVX)L&7HaYa4jp22i|F~U<3%U3hc;sCgCqnw0k)9%gPjYCV z92ZbT*E6wwZI4#hY(r+j`6?S-^gxi-?kkIuQm#Yh()MS?wq;&KEGxJelZ&|ye3^-7#7dTW!nbPZ&YKj7x(AvsH?Jpf zXk9;{m*9ko6k!FZO^aUSB7^h#x^fQCBZEg-y;;u!9zu{ejE4x?#a9xQnuP=zpCxB7W?8) znD0`Be-s8mX+aVer;WjvwYABY*}doRKn0gDQbJzuN|jk$3iO8t?xj##A;%gmIh-`1 zw7h7?tUHqyj2W#NkKh)op*foln6|5!$v2qctvwB(p&U=yL9<0qVl9#xI%K-__G9Ym zSUv%MjFq?tfifVW;%c^Tc+<5~3|I|h_g(lwNz)gF7pgIQ(=e6Ex`ra8NE&w`>6mBS zjc-=JyhHye1k0$-^rQG=9j_nwfD~S|=v2F7cEJhxwj$+uR6vhroCb~3OgD9arZ=I? z?!fyxoHdv9xHQ)O9QK;pRL?K33G|n{xFGhPJbtkfqf|`G6Cta%g)+jW?d6{bMC0yp zPi8@`gn8tq*fH(1twx$9sRVlx*c2~1PQoe=={`p7R3=3FZ>TpeJ^9B`g^|JGre7Dn z_7fv4Hd0)g>?e8^gVyztY4;V8e4jx?`9&Kn@Nj2ef&+U23!jc76F2h$S$Nt6vPB=3 zmZbXX5-Ab-zExrnEZMePXR^(>Avboq)w#j^u?ZNzc!ZLT#9#r?nN-B78QlagqEs5j zeHbU0Z0bOPL|6NE>1#g69}Y9+*`*9&_+uFyB7lSw9Y$PtBL=WCTpsCz(K1}4tUQ`r zwXZcZ(%xO~V6Ml#{JLbk~Ky!oX<4~Gi5)%g8{R&%UU4jFq zMv?lyJc3IIVdD$hL?i4t|J3KND51i*zz)1`DC+fO#6V?h4UwLk@2e?KDAhZ88)W|R zuSebo@okUJEfo!LKHT@4q1-c>M*{3e&K{oBmV7t(*vhU3l$!|VKKk)&9I;DKldjW% zYM8R-d$pxfs337C)wee|k2=;eI#4(o9WY-;58a#aF$~V?psBIKC6VqK_~KQGp+pX~_|)PM9+^M~Zs;{x~m z6_WQG@PQv(pR0wGmuuxsbbhWaNy_T$TFj(NO#s)jdx|C$#3RmzTf|5-V*e*Tv7rIMHCO)C#O~PS_l;yr7|5sU5K>N4Wc|x4RThL? z9h4X66oKL|)JpXD7T6#j~RPmO9#xUligHJ4EJ}s07)jT5e;mkXgzL90lq)D~# z0lY-@C8RhB!b@gt_Ef{%u-_yJ0K9T^UO_v9t(h7j4I%=_L0~9 zGM@*-%5WD;Xk0SR@1u^|NXs0!X!0vMB$7tFIr?qx#{jnso_>2fOpHY%ejBq#{T*YS z-mcm(z5O}osWMs4}5(*3XasUpEsu2Ab#32zD@kbQ3IOwGEXf(l)e42t~ zL~r>Y7t}vwK^f_qCY0@Mqv(r+tDE+*ap=@9!x>E*dU7-@CCQY==aZG(Q;emvB=&ikD_yqRY;*jl z1!fY4#AMnh!%x5OMvsk}mFGELbhu~+UF|K0anGq-QNVI-6docVWTyc|T&+Gbh(Pr` zlS5qmJd{Db!nn^)DM-R)%s*1;->BfWw2fygN?K}>Vsnl$bErWboGe>=+Ub=vXRXOq z2L`ln6k`~;K9)9u33hofo=cZ#28{K7Yv1eg8*CBRN}lF;(&Rhbb7NXF+_-*PupDr! zR?n%(O5AW19hEQh2vST^nwX;hdl;-vc-0HTEJ$Z2nu;+N#bj zGNnu)=_R*KPs%sTG}8Rnj77KTU+8y&M>ww>i_GSYCS3`43vCD|xKAFm*7@eSrzXZ4 zTO;RjBn`fNG+X!dR`fLkw+*LKr3^POgY!zmKDJd()$bFE3BO*X@Ti+Q?0d7o9vN{c*l&WpsFA zXU##>jWS#Vg_~-zoi18yl!e=fX=87iaJJh`T4_g0Bk+6%7uIW;SlD>W>s%qYr`|a@ zYHFBj6!^sGY)Pd*nj`G3yU{kMCnw1hB4_BGA*yDSC=^bmRA?cKEXgtRI+}CpG0D}c zD5RsAz}W!3^y{R9Xc^Lwy73=#^8r0+=#2a!BmAUn_2nk#9lP&6@cSk$j^=!s5;_~k z(bIZ16C<6Xx*7cAf;^#aFeiJD>MiLJ8OMY!Gz2fOlLSc8OeRVbv+1H5mWA7rCqfXv zjV9AYeEZUusf1V2+0tvu*XnXfEo1zgAloT&$)}AEebG?X8s66sQphNpQE>URw5dNC z0o~H*92_EIbcaz@)ws%DO^6koY7UfJtClVWQH-20m_!kVA%xv`wSh~Tu}nmo(2FV;4rD(AH{<%hpF9h zb+xg`ZpaS~K&SV({v2q^jVHdHqJ?C{+=UHE+p)^_D6dGzyL->=RoJqz%07#r>89E? z)`Mk6s#`YQE}7F-_o?>GZMEiA0Vs2dyqn8IL7jfeJ!Bq>L}>^JY?=UU;vz=J5vf4T zXC5XX$)`_FitrV}n~D-3SvKz3rf;D>Xp5J{(1r6nx$~~Yr4B9D$6C15F|>3DSgds8 zr|&N|^N!ASL_zh{3tK(iD7ARwj90P)LYYS{@t^y!RCu%kP>QxRJMks9=NTE+TsPjg z)1PVI-u!6x+*2PomCVZ>Jt|wzou0Td-K@oNV08aJ7gbV+rb}_S)AMaqLWvUtpH zyv4}SG=pny`DRgDB~L2YNZCU1Ft&zzG--O{Xb4R@3 zq?@fvnmKp0Ni25Pi2j|GVV!}-LxbDs{{5X~dLxu382y<=u;JOTXw~Rw;o)$2V(-?P z8Pc|s6>kHK<)*?Ug^)hb&_Oy$^5z?Ff#`W=(RPjkY*)2+M;|Ywv$N6J`L?pc>Q-EI zlIMKKJ=>;y?fg(w_fj9W?{<~lA%Jc;pD6mAPn$|^k(Ak=ffnAB&YLc*)~7aq%8k8O zWY}*c1AOSnKJVu1+9|UF@5?K5I37D}l*jvI>fHDR&6*sbxMI(lT8n!iAQ)Q@?(U7f z@ME`+%B>#MDf^x@u+*zs)~DpeoGy2H*M8NE+>5s_u3nJ;ysHUt)z-j4K=>ieF70^EkC7!$IXs|aR$Jjf zjNg)y(Ny^Yeir)w<>j@XQk9mb2ZbM+UWc0{huFAcoGmht-o3@PC)n`;1K`vEpn)JD z&_KRb>>i{ok=wrWg}*+udnuCRzCkWX_P46)tZe3=S#7=)UG;7k%r8qzOB;SC`1}i6 z`iC(YUpa=0?6HYxUKx}^b8;pJSN>VZ(^uGB0Tml-1?N;vld!K@x{5-0r>Jl!|J5|9Th~Y){ie2tl<=NaC zi4X7Hq@epmSJ@jr1)d8V5q(?_oPRBq?LbaUq%)w zjG@N0PZtkO|8u!P;Q99huhs;E;g-}q#Fxb(0l45h1%DaY7Z`8*TPIn79H4{?1^(`Cm=LH9KEdy;xElq( z+5*1;+4(YvTCjRtt0UQ~|jV0{p18n0i|HozqF zRdAI*ls$s&Bo4?ZOd@vfliKhwaNL{L}?2PLB8en-r~&Pq@zr7j5d znd~PG`)0vUy2Hip#MrGLVyg9Nd+?b-)|c#h9lKDhIllAC27xJP+DWDGg&W=!bUDJd zXuj)m<$7ykXnWc=q6})G1NIEt#=6E8&$HBj2*;7L;BzlUxKRQ3q=SJSbMCJA=(WM) z+5mK|a3prnh!|A}Ed-kT33>Qc%v_MD|0peX%NUl3mR|wmja9ZC6*u;=lCh*x8wnV| zc628QLEamPnD7wPTUf7#;n$jHsa*O>*}6$%JY}yy(X%;T9@kg)X-5b(gchWIUtwHX z!F&hI`DJLU8h3x_3cA+IpRJ}Z^PDWw)AH)Moitw=Tv`w>Iqsd7;vul}i;;&6uAy#Xt-Ajw1?1e0)P9&iEY;E<2iU91-Xy6MW<%4V`xgk<{ z>*WsOr0`07moGf8)7+j9L2l_phDNerg71>NQiT^U4`|P8dau(vtqp+sH z-R_i>b$1;3u&qS{2+(-t9^5SV(h))TjVpnM(Jc;9h=d$27OKG!npFuBGKxU3FjrWA zl}-atTRvmkL9obn*PFkf=mW4(MdlP2tHXd}UHx!gus|?1!-|QV%xR|Xi@3-q=l@DB z1sbZfuI4|`g~Z!*t(Zb5eZ|2s;e5tbx%e$&r{XLNt>asZ*|*l>d+E9^ zvt)tHY5l(Co>>fOjF0{U+c*mN*(bG$wy7cm?UnW+Eu?BSmqiJEvD&#`TMn=v;ed@( z*QsWisR^i}pY;+~FN{o!-%F_=mfc3FUsZau9109I`mdTopc!kNmP8`cXbFMQyy@|8Phe9A zl<69oXsWC=$#-SCq3Px~abA=?2Psm~g;mbQ$b9N;@w#$$*N$6!g8-)K^u>&oF^lGY zwp#t8DwD3`n`|_g%AObeAB=LNFOo%uIu=v|7Mp^!9^dLQZl^gUubkAz$bceT(#e!5 zA)B9ot!KpTm5r{Duz)-i#uw4gmuMkakljwnY-;v$8Jo(b(#>uio4IrqP>{;jBISRe z1W%B;0m} zIpoN7X$`wd$ojlB!hB)<({)R^Xv$C`;eR9>#{oN(x2YlV4wN>)7S-(#nH9G>@VVMc z@Wo7{Sy269_#uO0-wvuE0L#}L|1x%{w>i+>@s)v~$KoeZ5b0@b-6QbVP?S43eL;f& zzrF`w^!K4iZ3jLP1yJwIIklt3z$9z{)&s{3BIP~?{+j@UfZ%9z>KSFi z*&Op}RCBTxE)~#Dw$*I_lhpMvA&pdT*`cGau)!8N#D3E6i?D&$zsOAlkb-Uj1s0Ad z*Cl9jpL{g|^+t|u(jQ841{Nmd74JgAfn&wlz3MIO_;URuZeQI^sxZ_eSy75yai8-k zlKj`}s3B_jpx!Z6KCY%c!%;AeYk%8#>AIw1t&)Z0{JsLfbix5VS(+q9T<9qKSTN)1 zCz*P*_r=V7|KSGK$qNxMx@&^6BA-4q(+JBfKMp znL+V=C^nT;5!8p7VWdWOGbI@KA0T`NbMEQ|4eAZS*-B+N87LkwU7irSZF@#5eO@@O z1BfoT@hT;@8c#3k5d86*pu~dBw!noFI z&w(x0r{KBk`|G0SJteC9r03L-TUz{7fXY)FK-?2meSH3zy9IgchRkUzgJd zDW2^d1B}i;9|tJB?A=BhO6~U#)2Bi+@~;6Q&i9Nh$J|CCDN0T}AShmCNj_li86(QSFpq z%=aHXw&_y#Bj=Rnd?oKo2 zR?)Ky0wVhl7r{pB=Fp4Ln)uHjYNj%uaO1nA=2{c|@v3iPD_gU!J}I)s2XnJ|0MIwJ zN8rebI?Mfc_Bk6fSdPy)_(|(?GqpGUdK}sJ=mjKQXQCf33H!{Q=kx0`|e{wZ0Rwe?26DcTWJ5khc-Ok_1A~HUA_&1@~!#l8fZ0B-_7xAx+ZI^f6y^ zQy6d$*b?4b55%5ViyU?ab>RG^E9#&;4zPm-o9+w^7~loGdPex@^L~E7K?bn({Xc{H zQBYp5K4hN*JOU#?ehAco>tT%^`)7bdpAUa5xd0h-rBwV(+yDR}fB`}9yy#aNDrkFg zn&l5BsD+Othj{%Ru4pT;B9t~xbf+5_@uaE2-m?Q5$RX{_%(FK{!vTa&nf>|HRHJ^eSXHENvM^G92Zk;XKUGib&KNY!Ma;-za=@nNn*^O9K<@%`#Nhae)IVIaR)yH z0RSTZa^~X8K&At3Bbc;~( zyUnA3Tqpe5XPWXrs=#F-SLaJVK8aS!!Q}*j7*2`;O@yCt==c6vq})S(k1WmB%s|<5p_m^WDOK>i#Q& z03xDFP98Qp7ilyV-CCYP2TfKH5x_B#=E9qt%2*`v@)4$g!PKH>P~R|1fa=nw0JmR6 z6wsj{1k=1J8)m1P-sBmh7?G9Y77o?%tHesGtkHb$>Qc;ia@sgAp6CB~U-ZxB05P-9 z`6r_M)n48C?3b8?O@$%0MyTOo>YAOkLF?^gB9SeiE+VlC7HLwk@vbt2Kslo46`#d< zhG}12PT zHDkNx3$aWI79~z8$9$Y;5`$|`mh}O;=f#)#LBo|2_{4n@eY1_v-4!BgJ^w)% zw-4VgJ83=FBfhP>dQ)5&AkeNrq&mwy8YAC&A?65DjIg~#UCc}!d2mv1eXN@RCYX*G z@*h**O<=|{9L{$B?roY7KwN^X^gSNZJ!@KemLIWYQrRj@& z*7qe-yMCm<*3_YGJK|*kkbN9b)wHqvT=e)+%Xe|%8vJbF*k}zrk6!H_`jBgrcf;k(ppkLTYrYT+RKUBtDgua-!mkO}PY;oYsF1-k{s0AEv_F@g`U zaF6k`YJ2=U!|!E-CUw9h))~1ybKY1#U@(pNYgxv8CxiKefP%`hSnvd6_X7TgqzZi44&(fvw_@XmDk=u@JEJPf{Jyv zacp^Y&%^3~A|k>_MXL-D;#@lnlv5qSlIqh*eV6^Hf-g$)d)onw#u>;VM5LjE(M2r&mdSRwEgOX{ zF4T^o>s;*`(gT=TCa^<)GN#FlgCsq;=<_L|N>Z*7lH7neEmGmDeA3P|CX@^IYwLa4njyzNm=y8Uw^paeJnVUb~LZPS1{gVAY<**Gl=tCaX%o zdwH4ptYF5xPN~fC?yes%2E>mbk^VNMf5Ev>-W%VkSBiDxHhL%yueyM7z}g8NLH=y1 zED4WuM##|c*q1V3B~`(V?NrccXxB<+WBU8$A7yVLvTLXev03Q;DJjG(mxHC;y&AT? z#%JP03R}m*e^ZD1;wPt0m#H-ll0EMRx=SSPW=H}WUg*g3(`XdY^*w@ton-E_7=biZ z7_Y6+7I)K2T-y>W1tAAP1;k8`Lp{DpObtd2mgEfU2fEz|Q(+LwL(%>!?{&gp+SA2b z9zoK2*Vh1{rL-a-9XDfara_~8fJxz0#x{5@WLv&Uen1a-fm(~IG$q!SP(euX)SeBC z?8{Y`(@X>tO%`NkSE{r%^uO@*9%LDdozh9&Qq6)#Re%D(9FrghOT03-zk7@8Trb4}DJ~e|XJ9MUfB4Wo5IxB5yHTaHBFl(1!C#G; zgmglxh&3c7;pzf(pNJ47V2NM`(t6)QWIt+WO4~kaaTm@B;IdHUmgmt(z|)#3(Xv^s zj|Sd~X2R6gq3&|%b0(tWqiN>bb*gJPPh1p-=F7J>asI|_^6HB7wp!#HsXGS7xxMbg z@-%*O;dfX>c6;K)U6RZX19Q^WDl^CC0UcCK0=gzF&6u7i%MUmp0l}9%)~3y02J6oI zxegR6sS-}I^=Bsk<_}-39^0zqbF1F!bNSzK_VcDl+<UXva*fKJY8bRvg()Sj8N<9JT* zn0{KH1RyI2*;0OlIN5d5dB0JeX|aj z^O^{s6g)vs$?j>9I8{8SxbS6gYr*%2ee;j)DY@XhK<%moR(+h`bm=R9%4zNsppqOd ze%D@m39F*ezN$=|IH!dm(?3r;l~pGbW9Kv* z3f?01Q8rk6o2NoWTA7IOJ9qHll_BtJ2*|~pODuYxap!p6s3`(N&_R@HM)#*fiv;AG zI)IGzo$y(P$P-RUY6jwABkUH$%ET_K8s*m0O38a8#_|L6PD*g>1{*m3P5CZB+}34o zy}S*z6RfK5eg+0y@Gz1OTZ{Q5#jQR+_(HpZNuMs%qAGoR++~?STm300f!R?E2T$MS zEC2psdM}|S6Jx{6PG7?!eYYIlzy8cM2t6n>W6;F}N<9^4xFhLouyMsV1b6`W=Ar@@JcMz6p(#yBKWntu|z4d>QvJkzoZEf4yY>fJodE@|z4+s(-o$UwQBz9{7^jJPy zb;=h%r*lkly!ld@-mqW%=C0c1jrTabjTkI8%?W=w>2&b^iqC!QdG;h7szNUJKULht z^4Jmfc9KugU82o|0O~zyS_rg~$Q*BPQqM3N2?3h85-7)rIMD7*49<3wLfh)!p{8WI zbDS)$SAJME-Wt{X{c9M4iDl9n3(vd-D;3pDH&WOrh;NoJ3Z63TWA z=X9!3=({`?LhElcg2kSKjU%X|u2=>*+4g)1JCSxA+J6(b1t~j&`dJg7-DSE#`8&D* zMgcwS>;+~40uK&8Q7>KPzQ8CTC9T7_ves+J0*cgTmTQF9g=C&I0h9aA9uZ?yR&b+Z zw_NRP_qFYHy%*LgI1?1xK9;1e5Y0Cqy>=Wv^0*bI+MFWc4Ej?;eGAZVB{NI(Nz{8m zmGmnh2l86&qF)QR8XXU}Rdp`bbjGtCu{X-raC~B;$iM}^f{0V%t@I&lY6?D-i_%La$}U?iz3z-R6}$O9 z>omOo{4jw_lxVSu&L&vkd>j5$GfU()6&(enJHuTguj8=AlG#{ec4-D8``+{IUW0*W zAIFQe6cnv7N?+nx47`gI07&*%{~V9VaEYCiSG+x!AMOa>d{I*jA(tH=Z_~j1+03^k zorFwOJ@%)zUy-=oB&47)buxYwfZh5=HDp8y8okC_Dnn6u&8^Dpgi$o2UX zLb*A)Gq3KFH3aa+$Nj{$?t>?~YM-LU{~F2peM};Hya+*Da#L|h>d$en*nK}aZ9(Fx zAq4Vp#`@KdKLScHA|rYe+IFgT8Ql>U5DbG?-NHYQLK+SEn2Y9F2$D}M;RFG%Z9ywG zm^eRAiY~D1&Dc1yHZb9*xp$S_DhbWcW1j=`l95n@@6AY~RllS`zVvYY+PFo=sW7?i z$0y!C!2h`^+he3)v3T@B>udo3og3WMahmte7?5=cGmmIw#zT@hH5fb>g2 ze$Wa5-4#59t^XgBVON^z3Hwzk&fn3{UB$<+{>y^CGO~S#se`a{Rd@py0dyY%{H3{9 zz|+XV<}}5?pSA~qKmD-+fA!k>6RD02%;4ahyR(}+VSjGQb|Ercf4rv50+h-R|Eb+y zdD$LdRtfKKZZuW1QNed%^Ivmidt5y}zIx%q`b!?XkKq6FY|9P8%^sI1ZG@K z|J-$7olhCj^ro2ocNM_DJ0wX1pH1JL=KSnj{07B?m##>Q zc_UB%S4b#Jhrh*d)Y7$gL3jo17z2~#FRhLUTm;7xRktu!Nn?|ebF4RIY z_+Y>>nsFot#xE<=Iv*^zgW7ju5RGIDBj~9t19e z$$tv%HqNtp%ahA)PV8!#n9oH#he?#24*R_P##=;dih~8d>R%945^vqnbPyk8`ziYc z?!`mG0 zBD`r5=09!h(TYBFMg*f1NSY(8)s&`m-cbI>()e2w*?kYz>!5egSU?7m#Ft$=^aUwx z-RD_puz!&kWzo56o(E(%IAh1^nyc82QvfU~^fATLQA4VZ$!h7_&rH`eEK3qQdHbx;>bRBZ>Wv)TYmZ(PBv*Rb<-vzNesQ(8r%RaiMw77deeacG|Qp`wn5owGZ zSbUqQ7luph08(7JalF~{wE};d<*nQIoSinEvf_FztqaoZOG;?AH$PTbE7`$j!;e=T z=C_$G3k$;0>)pWryWvD@x%&C=#_R$I=wUn3<)`EuKQkHWlFM32Pz0YjcA@W&O{=Lj zT&c>dAT_XK{PU-fBmU;jwKWv;w8H0+EWQUR2}&ImK>pIXvS{3vl&P7PN69n2915y{Ds%XO zYjgr#C)2E+E63M4EKb$j(0&Dwi4Oe4;TQfZeta$BCwQW*D0YV%5QqdFXDQz{s1UhN zj9mhK(L6NPpdEhls!WUta!a`xdrgS^{^{ z-+3J2RE4BFjG%{-BlZ)Sk^m^8FV}KC%lyi&y-6&X=Co_VjuN6(0Y2eOrn%K*WgjD| z2y(1^?OcMEA_lve$>V<%TtztOV73*qGV7lgMJcfA9-cw8SwGI6{3k*2RZ-g+v#b-l zivVD-i!c8`??i zepwVZ7wr9H7Erd`M~2?{{79jO2Zeek5B>RWsjlT`kq1*o7Ju_3EQ(J5wKsQB>suW- zTVy~6Aeu1i*o2l6bYnOUuFl^jv*s-+9KU@ssqwG~_bGJes&ytI{pI+oWJYMO*SPXJ zHP`osBDPMBD9XMg#inRu{jZZIiSTOw7g=kk6}ir-<21Hy#{IM-#i56zwz>=b@3s-h16La*vytt zlt#tJ6xY)&!}EGcGFAoktGCsa!~4@rAxRFI#}WgVF|6wlXP_$+W3UeDgUAwbKvnlh z%OW(2g9QuZ(~a=!)a5APrLB&f&d-N;oGBnGl04RGL@ec1KFiBmaN`Mya9h-qA z3}GjQn$k?WLM$LjzHCVnn`eRNQ$v+>dul?LD{r0T{p+j~l~==k+;h;{rE~wDnyp~u zeN>i*CBUDcgCIClLR73qc_HJ8#!CD;9A8R+-8@E1>lw#(R4zFQF^yDGaM`;;Btct+ zJ_k#p_9bHnCAHg$?e}Frqb|M61rte1V*PrEsf#sL0gJowN#xyA2H&25397+>qUlHP zG+i`hI=~YJSo?&FyqgDX!{7-1YC;gb^(LS8s&U5h6+?qgwvC48knFN$gO2eLxFq}v z9;tqt!jH1Rdt^(4>W+%cAqPjp-Yy}7+fTG>cq}ygP9U=CGb!%_NRp2m!*(k6EkyuE z8T}$xIgPCIC=pfn1c*2I%EBdwZ;B;z8?9s%5HXp<2@w??^PK^;Q z>W{V~1{EUGM#;5bR>Er?|8`neSo+em{bY0!U0vB;-xUO|s3|N_Z7A;Juyd7~h_7?* z!{a(n4gNDX7gRJ{2U{X%8OTsejT7fE4F;98{QhGmE(DQT{)4eRn+7@B4p4IUybI zkjzjB87U;APARhY-bErSdsYX@h!V2*IN8~|BO}>lWRGO;y}$SC9P{&g{Qh*G`*q#d z^}NP?-Pb*Y?y$B!7T^A(U3lYqPP)LB!?^nA3wKQtWkj}L{9XpzfY===I;HD(JU`HK zJ%;4Eiy!@;$gNA!9U&;IkhqKQSK{Awb;-}g7fS^K>;8*#KHj%`qHSa&w|e15Lf$9G zdm_Dm^nKv%9>YJhcAxhTqMg>GMgQYuaL+d5ttU!uZ9+IB>et>b*-1$)-JRStLm(F#zk=E~tkx0qMU|C4;Y zu^@Yb5Jwx?^0kZ89 zu;0$$Q|5^8A4om2iSA1xE)WW@u2Lv?0wZ}gEcg2xpU_M7Y3(@^}3kJI(mpr0CiGhk=V-Z?&ecwSOF}-O% zx6T@EqkBtx`wd$^IrRl6q3*`N`GxxZ=ij;a*IUQiY81imDpDoBveUb|c0*Y%U~Sd3 z%#c6(R#EsE&*D>dV*WCbB54^UoEB{DV#|boNl*6U`x8ov^Fh;vG#P@)>gVkIXn%U& zd-yZCb?c`4wB%m zrESI;ZI=d$Fl+WT2{3VEwjVuriFS)ii|GvXA{PD5?X4D*FuR=@LXiJD3z=1IE_>($ z78xtHuRLlOS{)c=-fwMnhL|PQ`IQIq7bGk%_LwL6lK>Fr}InCdg_CEEb@@aPZ^VgFf_BO7e-X}H_%lj$SEF*rE#=N3V<2xeT ziK$4>UfS6&rMdrF z?va-%hnNrB?=eTcmTl&r@FBcD@$BuPnof$GA%4OfMpLDF{uN=GdGP*;0zTX;B+_uy zmpk@GVQ>2eg)xUJprZzuA7H3C@0C!?x#?d7N|z5%2S-g;q$T<_3N+b|guaI7EWV3V&Ts~|4SI$Ah^NqONX_=neL=#qYc4^wj z<%?$<_e9Z*&Gm6&zDwoH2ei~L0+s(5Bx~gnKbs#1neLa9F8Ud_^(4vZ$d&&H_L9l` zaF3}#Fje$Uxtcxpc;Qvr!s43Y{Mdx)C8}K#wfJ57MXuc4^a;{w0-LaL;;*x$LtOh| zBA;|8r*+O4S;q#_hAXar{#1kx72>E(diE=uyGn%6O3Y3h8EGiIYniMlybqgI5{+=i zUrna0c?3)R<*NKm5|*4yK*pE9bItd~e8E?X^bs`W?!|7ozT`BeK3Rb|U71p*FOswc zwQUDk$+twipA=NGmY*j<;R}q|2}T^kd8C|ZlJgzbt-esDB3DxS%ptCY)zwCChDobi z`Li3G5N|Md0#|JN^WFEWOF!S?RR5^Gbfb!1i5g{eqwz;AtzFfKA+aoj>VoOCm>^p2SJGEoxc2{gKvDe-5w8{!ZlDEit$_8*)SALv4V}eD3 z%~k4e+H->@muKvqV^^XlTQ+ul6eVqb2RugMqxdhzhc z#F}_cLuzekN95V+$NF5$U*izG$ur~akHJp1((VV=RaC7+VaKnCXx!`gHT0|(hrqcd zY__@PTaq>Ul1}Y(MsO5GCE5tK4yTip7V$u1J(1mP!sJJ1 z6o7ZG=-$aR#4t_9nez%)nf%mgO>%_)JNN!SLz3)elLvW)iyx+gxqfs~ht8V}*+noc zTJh^ecC_1B2=+0*?+fOS>l%ozxhwMm94Wj9Gs-!axVt`rtg_5PC?oY+CRuA1QYh5+RR!W2lLnO`R*xg&G?(0O^6v4LL8=;GJY z8>7hU2J@3$X({NuFCtzG-U4m_zm zeaUl646ZkqzGbNS!1ZsZ>Xi*6ZfO2ACL+~v)V(|MB$3XQblPxHf#=yq#lD}M@#PnDfWkh<@FevYBG@ZNrgA2W*>x_^c`IVE+^gNB$RrrW?3!Wlf|Kgp;})Z7 z_pCD{>7Utq`|?Y;F{eE6y!32b zI1&h`<72=U>RF=lPG!kb%|WMc9-g@`E|x2OjW>QpYq@b2bxp7+NWBhOaUqx2Aqdz>^82vO#*h*j z9Z{XM?KC`{ekB)$+!@O91w<#`;?u6;B^Ed7fQ*uO(%AWXk@4AJ2Y>PAEZ@6~cyMV9 zI*T}}=<3F}88tF~iq_3`7Qi{-Zy2`^8*g6TvqxjENm$NlyywfH$k z9qGz(qc?CpnZe~-Tpz0S!AQKrrk65wp#`RYQxgbYE%*p2Cj zwEYz>Uw`t+a8A2AP$LrIGgd5JU&Xgrn&iU1jNTK>u?=@^$~SaY2`>DL+2_aFOFS>H zd1o4uMdt-L8}ppEf+|~H!>x&;(s4=fU;Ksmhm&k=S6v0PB)7yquc`QDUsUl$jOoZ+ zzT1MlYg(Ez{qZVVCq1)mge;qx3wM)+%1|Hh+^8z4zU-BKDUM<9BNROv|!-_+dHp=}YNnxV^|-oyY&yQj3bz%f{_5i=8-c zzq~yffH&e|NL4!nQteh6C{|dq_3YHN-?5!oILUktuq}S|eFXQCFMjlkH-hAY-{L$> zzY4>&RB9ba{Y>&)C%f%u$TTMs;ZNS+uGf1h20o;{-g)4F?+n`+B&1mVF7Hb3tnTar6v?!$O+4Q$x9N)XR&?(KS;J#@D#O%{grPcjA? zKc>F(iM%U4Jlz-W+{F6lbDQ|P*xV2Yg-$`kNnGzIJlYAmw1X+w{eP?ynJlF*v+%7G zUj~Og$-neY*k7e{t@fpGZV?Jt-*jy(a3P5p5&aaP0BqCZpG z%h&7Il)`_tv$HaCu4K3K6g#Q&Y9>yrFgk9I+H z(w#d~?dfoH>y^!XP{OMQL7HqONACurtPf zECJ-SYOZr7M)$`pjRcHl^mRWqmsCikJy(6~pHozA?{xpsXXmAjVr1+u{PVwHtrhy_ zs~*q$Eu1%93Glb`?7-mymqA1@?`5?)X(md^nU-w9phU8brR(7zZYfB}?hZG~3~QqQ^AZ?5-N$9^+O47?F0kZP)Bd4q>; z+qf&B=k3(fstOi|1hJk6`a{dAMJkiaXFleHbyU|IW|l6iRsHJ`D?owmHrd~@p)Za+>AH*_*=`mjh*&Z#H`AELf4lGL%KOtBbOp`wrD{qHXVN5 zP3j*m>9#DycJcT_;J^lW&2zLRvcrcnM&!yBuQu76fioTn;tAU^-7<)hNEu&se&lIZ;|L9t#h#jLZoah~by5+X=a=+m33Z z@57U@`E0ui($W(+?}Y>}1rcx8y*mk`#qkiHk3+SvT%X;cTSPehgS-FOO&xlE!_oex zF|$l#%dTvDaLX&0&wFID8?|uiaNkDbGn1wmm(NC}b+qbhI|a|I8#P&Z8`JYHiO)Z3 zF=w!&|0vYvTw@eHyUepfTStk|&LxAB!2c$7Di`RFe914prvWFaqjml6=YRQy*t5V- zpBui;;E73W1biu-xjGx^G(RI_nwC|lJBY5FA9-AIL6#&3zu$i+Pw5WaLkixe9Rwux6y&f9X6}`@}CVy zPTe9d6LV=vj=rfB7l&(}b>B6kA#S;GV#nHHOf00m8Ju*6CfY0cGV^nFR-uHN;E5+I zv?(Z#oTQ~k(#{6Vu6Y(1+;|Mr;7v7T%E2plfJpR-XbS}y2<^!Y7Cpl!;8%4L1h zUs}Y0qV9Qcgej|$s-v2~+|FeQiVGlxgTgZGsl4N>UkS)`rE>XGGH<}FJocGjWSfRr z{WfE=Q3AaD#9qD-)f_wIeN)kLf$;V{P%MQrefs1|t7cwOe|`IF?`=l~aK!-r8U&S7 zxwi8BtP=x+?~#r>4}q{~-KURQ=5yo=jkS`U|1g1*0xdsJL&5Ie=|{rO!oiUyS_7?& zppXdb3SvonXH)lbxha>e@+9@oZ(P-K$0+N{_XK-{bdNqu8Ea*V6u`jp!QbA}Xtqn9 zZkR0Tbc;wQB+=h+?h5OLb1Ijx(Eo6u^?RtB*e)ss4>ZdS4l5#YcKGl+e zxfySk1e@p?b=XR1k$^)RI8bi%`UWWpE*r(9r=;rRG0LleyL&J&!~V5ZdwH}I2}wVd zfV}bpcg_1TppNC55eJX3wfRbK-_NoD@#fNq4;k z4i~@YbyDSd<|*ZeIC1FDFRqd?ryx#cf9Fjdlx2@Xu*Y74FAzGvza{F=_VYPE{ik|T zLTmk>4w570cH6zXeWpPVz!?UT;&Az;OSKae7u_lY!4-Mu$6MpGE}P3VWjiB@HbSKe z#0WPyxb8iW8b|kMW+F0*=AWV(xOu;(m*pn%*1KQA~aP{qvc!iOkjt(Zj(Y^ecP5N#K7`p7Hvucp%npu*w@*^2l z6WwGZMJCs|a})r(*+C#>vyjw0b+mh!ZSN$$+fW_?vG7ZA+{s?5$jM8M zH{Tq*r+^dYDY3Go*xd5s34klTRH3x*tNh88`$5o?1OryG&37ZdN{QQw%LB#OZl_u- zddaqF<_T4&QugqIOZesD!Z&F;gzgJvhCvtRDLR?8gd9w=!(Yw~2j#~jDXQJ*X#|Ax>aG%UAV<+V~_cza@jZ7#q z^?nAf2*!44<{k^QBKjKiU;~VaWMq}kR&^;QNa9uO#9gCCkLo>F8&boA2nh?i(o#9WIKdtAl)T3`@ zY9DQW$jq%m-WK41&v1kUK*-emMK)R|n(&F68XJ=<8T6LL{S&C?f-L01qc2S|>+tf_ zrD2@Vvlee>66tCbefW68D+7O}nAM(fgCi**Flb4@t1oAjB1i&`bT*TfQJ)0RD_=t$ z>B>lgOytW~UrPOWL~zI#qc%1d7XF}(pT7B@5w#*4+miJNn{6YMsUam2BM6|kH=;IC zWa4bIAA>b^1vQsgKl~3|?{04I*qy_F3%$vK!4NLZ?A+a_)qj2B^hGAueF)KULt48i z7i4J$-C^T>51wbA+c&gBR4ziVcwl8evGgG^$%OZ^GVx*CjM%^7M^yajue=V&X>y8X zefb-0L8^A7Bixvx(UY`~&GV2Q&p7+MF|!#JnL~1~iKVQ}R%iSBwp%Tt;QLl#soqnz zV{U1POdcx3zFdN}38!`Iyfo*KM@28`z(Xhd0`=yxyUSQ=m55npjftIs!W~wlqm^0X zt6G=&MUJ%HTUcJ-D7lY)UjwVjD(#yof_J`vLNyc-F+g8|%}0w*_D4zi9vL0}x@g&{ z&(rT|5O+TF$^kbgWt*L9tp614WW0~*F;x6>uNzCS>Kg?ar=|Uz6S;~9DTSG76 z2#+pbs;%xPQ-`cWJ9z+vQ~>ke?%r0Gr-9Juoy<_Ej-#X8)KzfO)4htJ+O^k60OrxP zvrY`h8gbTFdXkXCc39io>l(9pwi3d_3&P`6F5U;|t(LLkHEHfH?U0v{&1EQ~llBzBqd!VT2(Nn9O%Yv^n$u(8=r6lY21kH}wY9Elx(R zUa*=gZh&;QKgR0IZ?{yHgaSusj}i#)&|+ox^@vC&?1W6|2$5>3S-)V>BM6y!e`{O5 zcu@{w)0l)3dS{5pBhf%O9b=pOT;i--gMFx?myjx6r@kGAUe+lz)k-0^GAqEi=sw^L zUIwj?K+fqd&WlWhJ#m_+pq`HXN#;lzQh zF4T^Kq_S^R20!Bm;^jh`@DS$dBM}fgqwgliw*NKVpHjp63+-I>Ki0nX zEp2B97Hq^!@`XgQKpUlf7qUFt6s5{hl8ZK|?FNlK$^sH?uxT}>$?UFvjUItfJ5lgPf{OuOb)l|Y(nY_V#kT< zYVGEtb#sn?{jhMBPuV6|UR#lOB`=}9hnV*IB zs<{3g8pm3Rl+!&`sCsfx$GCo*$4_bSaxS|-^ccd9UV}H2kwMX)j)6wd(lM1brgQz6 z-b9v$HJaO0kBv2-^y~ixh%V{Pa8S1m75`5E%+bJwcJb>AwJ>(IlS%m>fVA4mgdXdY zxtRSt4rr<4=C%+rD1KiOOdd5a(kL;%861;(tTnS!D56z~@X4NZm}!ydT}pCddX!XJ zz_G4GybwUfGY0@+$fDKiW;_{03u>^y?@f=e{(c)_tq0dINbJqR!USDM@ZHPq%thEE zxox|8umbFT?NL1^hs#de3o@s}Jivvkk04cYmd}=-_4rU_=W~mu*LoT5q_$)2XD_#L zO()kBmHn{#z*K|b7$0j366?$C$P%n{dyEi?&eo4QA@_vaYs~Ci?WkeFRl}O!USc=o zXIlH`?iffxp(wF8*uyIVJeAq!N$dXv$Ur{6mmtwOZdSiqsYY9bVgtxt;z3lJl5Ai# z*QRugM#TVcGIBpi>=Ph-SEJEfF9FQw017&CuYQWybd2#GBqSc9s|vU_FPTa9r}Qf% zXtms;sYMCvCz2nJK}jduW+wW{WDBXy^HlcaK{iBG+Wl{-lumVaoB2qh;~~;D<18e* zG?+)bH)}$X^48a#+ogI#Ay3@)=3FR)H~*P8GDWpyu=mgyCR?F9HC}Q(;bn&MIC6i& zhQgM1zm|auWlCOw_?IJ8*LF%-?5CZ|la3JO%&(vIJzNMFefM=z2B%|`2yK&*iT0OVuuX+jKyoaDVs@RB1{#lzgGCS5C zmco;`O44ky^}Zj4jNB3$HkDd4c}!Tj3_z~;NDeK{>xwEcgK8> zHWHvjx-~dck(Do|wQ%bXn1Bh9DC~yhqT^<6O7*6I`4eMtujk}Gni|*$`;Y1k28SNN z1;5W+xUSLsZ|coq23hgZ(^?j{_T`NEk+x5sON+b64(C~&!^Vf7J$FXa#(GB&1C5(J z+?kowci!Z=LLpejW0Pm3JY1CdTbd;Ia9+2PmfbJ?y?p8liEE_i^2ByQ%t+_S)x&Uw zX&)I}TO_)P#AVqd(hX+ZAyHv&b;0y6`D;Z{d*HkT)0)RMlDvAu4Z@9f|9xNICilbB z6%p>5NqEU|C)Fe(MFsOP;n_T`)3W#1P)Y6`DTM7B{|Z8mP%j5d+UvlfY?W=l?z0Fc z@3(VunWp-{_`(Hbv1S2H$mVfFV`-3yox;rUZ+Yd+*M6f%^=8en*`o7#C`A|&tz6g~ zK?=WGnZT|EnlRHmz-VQ4esWNXiZ!o*(NOV#3Q&@j6({NU3Cn4$vwg?*zt7x|Oegwj zdJP$hH6UybQ7%b6Z~yq43pwvQjiLN&y-}L$m?AWmXKLtyXuNo+FOMbznU9~ zfw(Rgn(F2BqJKt-tDSS%!=S2M4oB*2?2q&1aWHa|dlyBnlK#4N?o&DOxrfTeH&R+6 zugk6ru(qg-;E&~Hv{y+MKV4%l1+)ImToBD@9tR(7k7z(n4T<8I}J!o;T zNznZ`U5#|)kDKPThr+sk^3+qn^?mn&0!or!W732xVe*tF-P$4Py*Ca&o|dX)MU_qw z2w==|KO=%&BPo#y)GA|%4gE27jXj2kMH+SzlNR0YmLp29HYAQ0U8bqgynGA%5WbhC zHSNe-657zv$rXa|Ex(_fT#1suI+9`kqoS@J~$K#sM z233B4d2~>KRF9+LEpxe}q_3blwI&C2`>e!{wsN36Od+rwz>4u0-7bewrJzgALGO!n z6t5hlkk4J1?PI4lCcppT;G^c7aZ@=2AZi)qu{wOq({s|LuEWIj=r7x-FR3QG`ewoT z8^;k_dh}zI=DKR(vF0!GDUFSuis_U~p68BY_K2D9ogReQzZ(~il5vHA2Wy|?Qt&p= zF;>sobtNJF4X3(7Nkk4ZZ`DZ88OP@5$Xeae@}untk;*g~+&oZDcydN|KXrdAEz5}# zVwuPijz6L$Uep)GM$ZjxFn1iPRGxXLbws84rg_QHuA6e1EDMu7$xNzskm((=(G}@w zYrm6)o-}yBvX~?G@;K)k$+h$`GJ^|8S@Dx?rg&x(N$YP{<_c!Y0~=-_nRgD;?B~oh zcRD&U8R`p_3HfZ4P+{r+pcShVOW2p9pO$`HN6MpyCFc`{ou(#2j_?WKY8dQX8`0*T zD9F}7f(%?%=GMf3;mGhYXs)2heoqWMoq(2@huBCmliIvAQ<+i+E4ss0S>}I1eBff$ zf$4F8TG%O|24y8Jn>?B9FE$!dS$nX9A_`<+iT+IFT4nuzPhV=qxW|23s1yRMawD{L zcmTS=wUVV>c&&oBmd!2Ndp$SdJR z)%%v940$*NAg07R+b0;A|L`!WL&woYNT#KKVbY*Oo!HA2-`zHtc^AybbkG?@O#7Tf;nsOgiqD5V8AygltvD!_)i0qqK!o1=o{40$8&r^&HAs%M zJ}*OSDKHN$8vL?VB+lBedcB2Pj(R;em#AcBv1Y^DpY}!0Ob31LUZjsHQ$l^QJKFsO zf#=9{Kfw;PJlih~y3%9dS(63%^#KnLU9wWk-tJrgS^qu^S71e>jh=m%nOzUR#fjQU z85^-{-eNz}F=~4wS#B{1`Hb$!C^%7dcN)?=x8| zP}MyWI702p6&o6+S6Lxo@p=Czdt#7*@M9!Nh~nsA zNZreA686}UR+YB?)t2#ZucbB$t#!1mPBTgg?JTfhCS&w&mt2DXBMNoW(-^X@4wE@~ z&i1PTY8T2}HY0_c7E9g*(Fm-Ky~1{P88?;m;mf~q5!-unvgU`c_g{Izio3Md34u)b>8=w1B;_0F_sj(K+>m0lPCVImcF5vuZsZ=RmktDXW z`4&oeLv_qaDDoPAL>5{9s9k?G|H8JI;EGdDu?^R5g_)+Eq4Q+dS6Q^h2l=`4e2l{b zgT@NXO)MPn^2>97w_7S-?3@^{e>PVpm#o2SV`09mYCZWN{_O}QY9KpXv$#PjR*Oa) zq{Hdo@4*b3vbI=|US2}~gl=XPFDvetM`P$p-wv6kAzkcOY?hu;BhHO+^-z&Pf$sRh`J7F3c@2ClQ~=*mmZDxUHCSs_T)_M9a(hG#FUv` z`NIbou@EPmKR?@c*wsD3FK`7*rD7tqwIx&ZGyaF(8uC>tm-8aRW_`Uq$==A``c2t4 zn)k<0w$HCzJu9>&7r0cb#l|M|E6rJ>(CIb}EIo23a>0~b(Q%Ia1loQlW+UbKs*wxh zJsd#}_N;=YpQgQ6rzu~BzSOwwbK)!l_Ap|xtGaTTMToZ8 z^a_s0pT(im<>BBTTfTk+e>*?E&N?b2<;A19PF0><`oP2V^%W8siZE~FyWtKxOg;CNx><>xVf>8EgB(W~QnN42(_E{)x%RT88 zEE80m|2`VtPSxe+7cUI8!a_}JXL}ugot;L$ueOZJHraBUwWu^&J_GdqXt)$A`b|Uq zfhZ<7XzB zT6KGJtE$0NW2?DIoNE z=U0JJ&-#{Qs!@C!k1=NJr0PUY^dG;w6T=AIq;RR%-~xva0I7q50~JwV%y#M@+b zbT}ttIu9oEvxMB~dMSpnwIcQM&on|>o87Cmnp!*ZdN|sfwm&+umvJ}G0|U6nJY{hoBT>0h|CC}CI@Vn6IMY_D0S3bUXpZBf zoywZXiYY-Iwux#7%>Z2@??4 zx`tyb%|UStqaAGDir8jTQUmc@{{xXdhcbKQ{eJ&rV4jVgceW!J4{?fw#~eYP==oAn zfVr6q|EFWU9sL0qlSm}wp@-^*5j0dlS%bXx6`a$wIx$-aQ+MG6&&EhuP?u&~7fe12bO*>^v4$p%H)`}f z55Sviy5M!q(a{UkKHbMCz_b!`vhs3^L#|T%*w-2dJO+q}R_pF+pdspI?t3n>=QU>$ z7;&b1OV-(c8t;29ww126uVH~l`0g?49uN6?m}u_z?^_9$LE^5W$0Oz(<1_m%j-_zQ zNAv#!lXURe4z-JW3c$+qP}`_%BV|kw%RFOM@0wnoCN^t8+z^0m=4<>d%+NQU#2WFo-k z5-39CmjAPmySA)24rd^E3l_(fKY&~$r}UvAyi2CH0^Ct ztn7z}-5AdV*03%|BVlc!Ckp;E3uYk$OzLmLIMw7pPo;qDNo`GG>qaXtvozED!f7E`$uWDJ*@VHONyMq9;xUA zj#2#8lGT-D|9_EC@W_5t>Z1kgbj&&q$W!@x;W7f$7WUaDNN{^Gr1l6bhcT-!@BycX zm09+1KUw%u4hvF{%TIA{AEhglLp7;=laU1aA2(pN3=HLLCLu$O;n6;me757~oibF9 zVs|GE*+{LBkUNc(JH{uY+YKu-sV;cl=8f{q5P4;AffCv+frN4l?vurp%jxK+5Bn8`-#3R^!5k3l(6^26pbpEU3gk88)hd ziVQJgEC!dcI_oA`JB!Yu0&JL(Mirt{`8W+3>a5BUthS(V6HGKw;B7-nRn3uh+Ti)4sz9r=L+l}s;R1^(;OswHq@*JR~Zw1wiK*1!a zr>2iGY-?mDbZ2db-CyNeHuSTn??8DKU#B!KR??YE_p7s9B=vc)J>Ee{dN>R%A{^b~tZ}Tx;dOkB3a)?Lpbn@gf?|Qd%biM| z>P8nG(4U@!rkK#)3la=KFTlP!-M#v4c|)A@DRm>3HQaP$A05`)>>K9czidL-O}DRA zkhQpoN!mO-%R1dL(L5BTa=u%V1$b(F?%)1l9C-DzV%f1{th z<`!I$m^5PWe6u*ra_b6@M9NzeJ--+SF{?!n>} zF6tk4m?3OU@na{j_(&Eky_wa^?{i$%@E+7z9Qi|5`VFJZRi!K-Vz6 zz4YF{MR<90dwn&hqY<{t^C8{M<+oTBM$564uy0b8x6vfHH1EI$4aQ3nvBqp-HPwTlAYyilr|%Tm@w$j%&oqpzYI)PXfaW#Xj(CC&;z&*?G- z`?T%ln^~x3{SiZ5c8b^PrFJ#T_!U`6wXp76 z)PWY`3V6%N04x<-V6VD!+V8-lz)=@q_BTla@PoKJ?q3kY`Wd#BmLwpUbKmu_P3$CY z5>{s7`)US%J`23#Ls z#quN8Pg36b5#a$M+Ei2m#`u7^pS%$H8xaEuN_ey&pk(^|vP^Z7QNkzyq9w)1!}q1_ z$3mY2?#%QJgYY>K`$i0H&2(hYC;Lr{hX?%3_HJ`l%~#^4CgXYyb8hiI#lWlPE$*vN zL#{se5Lhcz8?X5o0QU^yQP*Ot%FxAh>23qsw5Qv{_HXrjvI~O!mIkY6vK35xt>m`i z5Pei43`GEdtC(}#^z6StHJ;WF&#~YCM*q%!Ot<%|CZ%U)@$yCFgH63X7P^0w6*K&{E!zLmv0-@3#|9Eemo|)ut`iT)BGm6>+`Ln~Q5Y)32L-@ZJrq;67WY9sS(sVbA=9n1 z*H+#(rQFTJaGMaLn4Zg?Cg_k|4QzHVvaqqIFQeO@&ihO^2C-T>%ldM0E~k<h=C4*wEKnNdhbL8l=_&`hGODGlOF$Fu6_N-Gbdq+s zzpwo7c61S!a{ze4@!<2nbR?L7iY3RJU-N7~LWA+uXBWG@w3gk-A@2C&bmLcM2_?UR z6)T2lP3T>rpt298fd~&PaD~uZ6>Ai8z-k0UyS0;2T|s4^kC6tIkHY$;?XPPc5kZsM z-Wu_l`y_=AK1y?Ap{JcGUNFhJ@z$r=1V;2P}Wdkn^fb16Z_Uma#;3bJNl|< zLqYPMFtp3FWKZyD2~8|Mc`oyPxvHi~Gz9jlAV~jq4w4Zvy8>*4nfrdIvq&7gd(BuDj>ixc5P0|^pxnY(|yQmy7b z?K$c7OJ5ln7#``uw)KWDszD^X=t$0B!!Ec-VIx+n4dYbYkt0FMp!pI7@CLiu`E0v- zF%#|FXZ&tF9RWA^WSF&RWgM0wxOGs3Kd5%y6&RN&b6+u?JT`C=BRbPIr@iso@4Wov zDS9wK`!fLe`ft?O7mB1Eb!9nhXMX4uKQc5dE=JGfdO`lW`A)P0Hq=2IW0XDMKEeoq zCGTtxFUE4A9V*buOrpeM#bMR#12)S}p)l(Lw8RHlnN*}E5ty*Sk)`4?mP-tZV!O<# zlIr=oVCX;bAl{f+*XA`jV1p^(-{Fr#)WXZ9%!O;qdW}AS<01}{9ILsp8v2L+)wH;97u_8W{sWK;dl|i>3B>6Q zlr1zxK`Gx42&@>?e$4pDzlKhVGe6a{6a2<9td`zA*F(xqI<>>-wKeDO>LvuEH+(H*QpXyT>u3{O&SZK)b;47TMo zK5mgRU9XIVhD=C|$t5I|STFO&0`Hj8p}|>^jpMGX#kt+TRL#3~0SXAo@d&C4upc4t}RDuI^|hp<%Z!nB~c88R_g6DxZ28p)n8zoj_S+BL|%%zGdTQ@|e|{E&SEHt&HE z5(tdpM<>p7xsh$+LpU;Ypq~ztM9U9=s3;AirLWc{NS{nAkxbui#eSSW?v?H{T}~kFts<}#Z!tuD$Kq? z+&Q&i!N_|M1!*&yk6V+d^viXTJ?i8m@>(8)-&flj`)OdbD>opAB~M=PoSRtz?z#tb zlQ97&X`+FzPXxID_gxKfAvYCB1o}E~r)^5v-T^z$0n}Lqd}!l#jhS3*UqGBZq$&<$ zHFgfMJM1AYz#OPHP`LE&BE~V#qmZH&D_{525?vrj!LC@ST|h!w)?)xD)b#usS=OS< zy0XW~^W0&f9?cs*pA}7abB&=6rG$Nsi`OpBLfV5;BsX|h5RkLcl*%!EZ#IKUDq!Zh zLHuGu`&%yE9w})U=p{@QmV!d^Fyil-4LG-$vZ($Wodc>1vVM4BAbkb@ueX08oKcFA zVFja@R45K%94&W+T6tG?V>3Xiqq>R#a_q>iC(u#=`&ssDxz-W(E3CU&ny}e8At!yn z?s~;PYenn~1B~!NEq!#)*;W@GJe_D3_r*seyHmaOQlCf3akVWPhUy3Ho<|Dl#R8U**K2mcx-vJ}myN8cJ6UG$h2;t=o2o zi+|L8kIG)wJ8ST-B<=S`!|xgA)mK7g-h9fV@_*d)M)+)3-tVK%_LsDU`HR;2;Hr-l zOifXj44N?HyB$%44WfHyGEq@VR$k6C{(yD&a(Q5Xi^-Y|WB~!GE)Un5v2!Va{>7-H z_m9a}-&9~W@or{+fc?vzDHtEGzqA-ByDxRL{z@EpqNuhV(RuT~AA%4Sl8FJ;Z?-za zBW`#0jatBtWH|cAENS^7r#Ljf2+DQ0=9EWXF225}z9cz+&M;HEJUCm0Srs&p4{(34 z)P48guw-y|Tg8i(f@L#D{TYcE{dv}vMJ^q7{oL|RYsAO7;V_E zcV_)qp4RT|dB1e^O1$u#{WDs}B67X_r;si5@bQ}ceY3BGv=QrfWNG37_=AHK0<^9M zP|)(V$tFDn_xabR6F1^pQ6 zA;qbM#HL0dz~5f3&st_vCLYeZ2B2?Xyzcyv*X(H-h6_J%-H*I_p>{_3bJ+q7^mAgN z`u5?cK@Lk39W*q31(uDF^fGL9S}(h8IW3KK55I?IQWcI{F07&vioYLV)OiJ5P=vBt zE;(HPr2~}|@I~Ee@8I0qD|7%Ca1yo^duuWf%406DlFa+TmgWeR2AXR^o zyBoq5@|>(_9wp~r=c&Xe2mB7qAOu}Wc30~XwQA7=+R_G!B?WgU|6Sf22dZIMk|UUJ3fSzWb)SsS1B_1b02$(}%%YaAUCgt^btY~2v5=wwM!jLw=cYOmj9LrZJt?`OmoM$*zj1-zeQBx z-Xa&6;5LG+{AZ|u%TlC)l(#FK1d*~>_Z!_>lUm=;-L#o~=#3In4U1n$OPhAgtV6kZ zbNzDBWRd+)`lEtEqFx<9U*lQCxG)*OVd*GfxA{_OzCJClOkk^!o>-95d!5Gy7`UDF zg!ZScutS&BXHAU@;HW@cCkUtiQDk$$*OD{>f3{-FMhrwJele?z2q8?J7fRd6Z3VcC z`*w1fim9m`UIJUn(w?!b%xmhHJ`CU#wZlIuNtNYoXDGCw4EIkG(g2rvW1uS=;Q=Lo zz(8ukP$k3DjUCC_wta%7HqZjeAf8Y$8~sq87ahAQ&8V=;n4I!O#&Sb z%~?u^I>EG|`M%g=a~sGKA;VKi0lAgJLAZqm2O&6-XHt72=|I{f_q=`=o)9UyzRcz6 zvJyQ|zTn$^Yc;3%jEes*Bi1v)GQ81dd`F}J{M+rL*oX!4_ZU0k(E_)^tc~A*`0@#j z$lo@-+`Fyd<_s)$M;OfQS$jn;0C^eW3(fY-P=t$#8mt=_%lf7E+>usv>%K6cOT?f4 zB0M2zB&!!OF@)6hd!7h(Q+!7Vy-V_i_%_z`c7?#IzgTjbrZWkITa4PlLlGBOsaM?O z3GzC$O2;NC6u{(9(etqNaQOH?Xt*BJ787ZC_jv0!Q26P4-Nj9VPea80cwcX>sw?OS zcq=ycGx{(8t9ja}CPnS=r(VZKbmcz~GxZ5+nkr%h`S)J3?hB@@uBn`?Gx>09&HSS5vS+(3 zWvX5h>C;~ku$*M1=t5{D>;#i*hJqJo_RJq;*r={;ek;OuwUy^W*$XkD?KSXV_w8il z?q-`W&IwT8`Nqh(RH^`D)FbOQq-C|a8y88la@Te3yx-UDnStLTDil-Wp#d0h*1$hE zbAP}Y)~5_p>(W~@AayfqY#yQs{4*sqG|Mhi)$h^m&XUJGF))^?<@^!z$#04OqwT%p zseb>s@jjKD58@~*TPhqGMcL$(5k+M09oh5PiX+*Tq>`PGot;gH%GudY-9onm&*MpZk5Ubm%h})z!j@YdB7Zoe94=Zfc1! zXvheRJi0(yF|dpe*7i_LC}uRbUOEaRpC_EuPS1NNE5Yap&=ha3Bha?L$+w}geC6AN z)BL5w`Ym@cAJvLtQ{aJY-JiU*Ac zbY*VL!SyKCFU~%_tu2TU4oa=zLZH+A=C3(IqsvYAJi2GgO2#1*17Q_}llx&zt%NGu zOwZaqss@zR-F_Q+XRM!D4h9o)OZ8JjZMD8Xv%HryA)SK0#TK}Kx%#IT__*}s(5{6$}+Vo+$*W|kw|y-^Z)`)L^dBP#Ik#4ILQPM zE{Lz042Ddq<3Y1foJg6~c6VP}&0*VXitQvMJDb2Vui<95AYytpbE!sPsY=2-KFhpn zkX{3tACWpqw{Za~TH^20h9>PHJ_i`VJjKR*M|sOxAl?1OzW4kLNw5t`DE#pu7f_3teg(C` zbnn`r&HNPAPh}W*$!YG)K?&&oOQzlhf>07+hk)@LteXpsd3%gihrh}*sVg{;st z%7%KO7_UvTHUcUHqaHDoU-h3ykgw6?Dr8u9Mp+;0moeY0SL#xMJJ>p2?Np%8BOQ!; z+*z#cwP(PIVail#W~T3+k(TAqd*;|C;;jr97}$`9m1U#xI0{1x@=UzEu?C zBuKM9dtKce!cS*#z$pkA6dn)D5ClU7D+;(Fk=CNnQ;7WcS3@3V&c-932Nt?d>9lxW z0$vRBsm-=cQTY~n962@A$)kShs3Bca-9QJYlenOxXBV;6J)PUjRA2s%PR?h`yeaag? zT6CrQ2$t`1!&wiCL=vGsDpQU^0UxDIuXezx+p-)A8IXt7i#?7kMbz_>(?cRMzc$!Z z5Zp_=90M0!t&4~1pcM|#$Q|L_H+bZ@3q_8CajvznK;{GI>x+TMEvp7xyEm}~z1qne z6(RYm& zkpl7TK9<3X zI&APR!#Cchx=oiB*<rjD_OHdQs>87+z>ymD8&9Gr=?Zw+5b{G@^hjDT6qedId=_Acso|+{3K#{=7YaEJ1_v z`_mYO-z~imlo9RaktH}`au_TzTLHbtDJBkK-=8UO;A_O^Ip7|0N7dK4xtDJ-e5;P| zmd28>zAuAoGGqqGVQBLV#-0EnD&Cw3u;K_cTqpH=F&-SiV7rL%Ll{aD;9qY)4|E~7 zU+DOLPg!?IRafdD0Rur+4#r0MUhl)&Am!ax25n=nFnAn3H~mlwr8%u*&X~0U&{_j# z^c%eU+>M4Q7i7xhe1@4 zAf>%OQ5+}#uYb5G!1f^4228-QK>Oo7P>0+$4EI=v=b^$d=7n=?1SX;b>r8ebie&>%m#6I2nST+j6LFVDbG>hIHMw(@tE2v% zt){;t_rTk@EvH5o+l$anc9{YKbq2xBjcDZaUZ>;=t^@x71Z?;nFNO)N(wD9R>m-~S z`fx0%>m=TsMUE53;y8Ir9pd>11Du$)lo_@kbM9Ui_a^CUv{andxr;5NK)iSP5#;KT zxMaDK&v`225yAGu!EMyK;o`=OYHn}Krc|1 z;n)61V}5nsPhK?FR`k zt`jId_{4vw(s%jzRh&5FP4YFi|9F7XP1nNBt2?#|e9$A?oaSHE-jJbU77?Y&sa|}8 zP(;QAdC-BXN*|H3bOVP27BK;M7gYPml|l^CHgvt5{%Yn587hZR>9xlGJo^ESYJDsG zU8~RGdC<;Y%y!2_&Sn2XIb5NGZ);#bq70X${R?xzY{sl-GW(&Oc*-%H_urCHr|Ii$ zD4aY3nS%67M*h5pP^%iQrIX;1S$iTSuaK=pB&W*a=3$Wwu=@+ko}B{!h{5gGTnK{R z5v_ws)feEfx1Orz_U)Oq!3(6%9$Qc3y|=fzf2>n6YA}7}Q2F&`nz#y1wz+<18rOp_ zVn~V)SkXCu$SH4RtlI1a`wmi(J~OuNq$NK1n3e>m)!~YZi#ICP4X!8ArR}Ya1W$Zc zTqu4yt!z|-;28PFB<}s1W3Iw($zJuaOA@3p-Rl~LNS8(To#a7xVX|sV1+5Qz6Ryt} zGvyfC{RVM;qn`9_;FlU+EnwGq8Z-4`Gx*E=&je%l{npN#S z5l3AG$(9lJz8;HYFO*s&jt3q8vQvs*M zHuq)Uje&`E>KcVa;d2D~9;Ggi?XD|K>wHK(+vswwQG^rm(bzh@la4q|%jz;_nF7c( zl^68{m0Wak{#DvLKhnC{MB*-VW2GpafW#~&zI6N8a-pvVU|reyoj+2ekn{WF zoBM~CNQ#r8TxbMsS7TV2AZy0Vj`x&o{28MI3n|VxTBlpGV~B+uAy|I7*b!e765}PO zt3!@@MDxL+9k>e2jD6?ItmDekWG@SvU}|J8(d!3B+o3O|g-zk~?DE@z4;Tz?k)t5H zftw+pw*#IJ-)4f zY=U0mV4L&)X|d$r5I7b)4VKV(16^W9H=m-bvQlO+h$de{ny`1*-6(~Yd_aDX0X?ve zBIqPR0x*=Pb;P>kUmh|rYZx#}#|$yd{^sW6QUyEK`5tKTH-uDiE=6TJDe{c1HM#OQ zWfXt@^l{OuPo`BvjST1WeNUQe3au4@KKqvY;wdav?cFFzzp~AZ)QL;ed{AfkdJ~%A zhj^cNyGCZjUTUa7@v*934i`$G@-g2YNSI~W$jC?t#cf^`Dl=3rCfL6)i;z8^U4Hll zxbO@T!WD(DI${AiBGY=Dh-Gu@Jxf)ZZw%16mB2tw+iQQQg{HXMgJa~b=9}_C`ce2Ij$SZ?|9{|L%4t8&?~GKeEA(6 z_PnmF{;`-iB#IerkU@B5MFM^NsL14@VuP~J1yY%Bm01nJF@vo65u*o9TbDR6c;6u@i12g;e+|tC;4!J-{@}~ArG`!d1&S&25w2vaJ*pTcWvnnM zL1QOSa|l$!5*K>8)4TnnI@VJL^#DKqx3)*MK!`lwF`+gEwpb0!Qu{z>oRL|ZicdY_-IM4M>d5*X|AxF#2mqNp)>ZxuV=8<`Wz9l@e5e>Hj9bML0)T~f{M zR{U9u=T{t`zRS~iD}nzOFL)XhJfMVM?g^~Iu_XJ* zaIKovS<%wDvA*ns?KsWba;}LF?>5|DX%dCxpIdX9SQF-|cPYC<1bz3DAfF(gU+jDx zLwLQh9P5#u-JQYwl%52k{AjM@0(w|l#O@I4=2g=C8L2D>hLv_hdm4ieUch+49}?zh zR@1;mTJbdgWZrc2C$}W*S04y}1tWduz2Rw{qLnz+d|hDn67$mO+Qy~;er7P_?Ue4N zS}gXR7Z*4d@aGL*XzX0PnZKnx;r_T%{;9NcI2$TvaFY#L%?BBqBo0_9{-|P}3Va8c zh?L^Ik&^2y_kY8m*gtLf!RtQlevMmJ+hTZ&s$HFyPvhmU+b@v#)IB*WdqEv0pS`ig zmZ9MHx+IVvyX$5qdD`U-b)6)VM>K*t5r36EC?=T&+pp8sB6A3}>T>~h(AW<6V>m6? z#v(=sm^A&;QLZJlHHh8hy|5RgogmJtx5q0$upN}jZua18H-qGu1 z0Q;}WJp3~XcqRsGu)t~Fz{^|{z+=#e*3KX)6Hnd18>Ke;b3n(*xo|1Djb18#X`FdA z+|stWcpC+KL-jpUEbLILGu;na;^Cw|Ybw+RN%U*{#=KR$xZ#4(fYS>+hXQ75c?$Cf zlDOsaqF^bv=$|vo^P5UsqtuY*K)O@*1DSY>;SRg|b{;Mj4~=VQ9_+#dJ#cAIfIB(R zog?83&bMh3yas9I?I79M&zx|PtDS!=^Dv0>FYee=htOEAbz&7fVe)k^1g4vSSfYCJH8gr7o%y*HaceX0qkjo zCSqr7%uk%cPoz#Z&_WCMM(U^c)`T~m_60+NjJ67sl5Bz9u6y%#Q15+ZoN!0E?3(Jd zj=t8`U)WB%F)qgtk$uCxFl)acABh1T>HRQc->y!0bCw1+hY3?`6J6(@)**#NS5(8I zvacER^TL}8`pF~Oh}AQbHBJ6!_Phdu_`4Lw%A;z53QNv=eee|9x0pXBH3e(#Amr#I zsR%?9xp8vR8T5T5qRr_P)qDhuByx=x$A8~d{8H>x7XRn9L;M36+t`l;O0wrf*DXFZ zj-qfOwd)pAJUv(IiE%~`U~>6Ag!m@Q<#$*DN(EF9-kb$-erL4<_rCr~-0QZP?P}BC z%XJd%9Z~Fb)Wp25dIPyhzwdXfYSWu2>>p(FP+VS6s!Z)QViL6d^Q-o!3c^qL&Cj5}(+T6s6VXB2iuK@MurDFL_l^C`7{)zY}F0^D2xGMFa z3umn?)m7gu{-6uwkR42UF*0~LOQ9{$>R}vXs*!rp*8wuR>fVu^v7U`2GPm%-C&6?E z3cN4A7HN%IW8ADk3+%Vof$81A^)A{m?-pmc%37Ey?Pm*GQmWH5%&rP@R1ZjbYkn=; zUVVATD?mo^epuSalE>TGb)zCtK>ITl89x$1JKVs*QJt=4B;})q9Y~c9C6=nS_%8}Z zb;bI*RsY1X5mK643-ascR#mm{F8=CZr%)G+BYdm|tUqAs1kW*4O-?LT!LPinig7xm zTeJ|;m*r`hQQ|b>ZE9Ro-wke=fB!VDKD0&V>D z2~-cmr8@ij`}J0MbxllIs0pWiT_Q4Svu*;a)IBhakqd>|D64*fyN9^WJn$wN46T;` zS9PGI@F5|6*Bo=eC)-*3*Fk1l5_czm*Z#JD{XtvO_s+#rzNKE@et&QAZSJcqlqDl$ zQl?uO^jIx&a5wwBm8pen^-mSSNRn0frJm)sUMYM}&0`^&WI|dm>C&c->7NycVnegt zjjXMmWPdJM+Gkf{M>&)(dMWD*ouWx)j5DkHhvb&wO%HA%_j_Mjt}{vJt=_I`yeWHlYVBbuh_)SNvR=`>D1 zDC%!1(oW71D6z{F__6{*v^U(UD(|Axllp5cRkG)TBe>Z29xO{=reAY%7bFebYhhgU zNLOikWk<_xB80XncMyzUnvtqne3QGxk&3G?Q@WAf9==k^9r4JFziCK;x;2Tn{-O2w zME=UX<~F$)Q&ZE$rQ476GvAJBv~=5rN6LK`4rW~1pn2D{{UC}smjC`8w>imiTdC_& z=CQ)~V%ElfQ)Z-}VR*R$)n@(H?1gjRJLoVmil#7rJ!HdF+53f$2q$~R3iA6-r=MFA zFIBWT3zu*s0+vvprk#1Iwbaz42ELU$==;pgSyau^UGHN? zT1)>sp~>_C6`#@n1^k2G9>GDv^F5xigZ`ETAVObQ`F{*vSz^8PmiQo|e^Ko+W5a?jn0tdY~)4x!UOw z6UTW2_eJKu>o;y{Z@G30GH#5GRMdwQ+Q$6$om^N??#v=yT1Zw&Le)%uvoj9D-~+-* zV*d*pk1!|e$z0Cl=#Ai+E!~$Kq>3AV;$Jweh*sZA!%e}2;at}*jy?%^(kRzun^$vh z3k2AkX`IqdBt^qx?F3WP2Z>9Kr@5x0IjM%{_DDA5e=E-=oGVOm-}6hN3tYJKg-}bF z>V+VbC*?YSS@@N7Q6J?hit0-dc&3^zsQg3$`0KJ=*OX#po!?r}{MF6)bBc4H>NSB+c6-{5YO+QTL&9khVp8+o{U=kuA;p8_A#^ksrZhc zVhz=L|FQ;BUb`$GJBy?;sX!Q;ddrKlXynf{OTTo8K38`!8-MS_Ii`=Ay!4@!%xs(w z3h}vTzT_rKDh5**)CZm4S~0DG)4T8N4ono>`bjIbIH;^`Oj}Wj<#vG4pJ0sZ@8EvmJi-_ z%##qH6>?^NIO`}X@Ku=}ru%UFlfyd#!)vgRux6?YtgQ2tDf!l;yt39rMzOFcchaif zMbKr!l6_5_s#(pFgoV)a9Q~cM!R5Je=TD2mnufw%h4+AJo6W7q>dqlIwuU>sE= zB>W?d4zf*&T~fLRkMa!7QRMDfL}~Ucws@((Gpz~b5zGZWdnw_j(L~V0kd9|OSbhzX zpzr>kr@Fw%$6Llh%-@*l$1cWuBFfW{w76%no_x`Px+5sZL2zKg!OoK&HhjTV>-(N4 z+(=ZNa6B!-cC^|$lJ?XBi;7Yv%WQrM4H1pdR~Z4Ven$*6!xxIeIA#V|VP1LgALX+a z;ChKnKkn?&;zozysqoFDS?t5b%1Kmn?_5ex!D|j2hr*$X!c*EaNFHZ(5>X1^c z^+)mdE+(r8>@sG}t|w;El%|)?IgaN#*rkKLBlc0`e?0b*=?MgICF1xTtulyi5jm;g zD77RwY{$gWG?~`qI26Uuw3;VP7su}HB@`!U{2ZP|x{rLMCs2x?Z7)BMi@S4g>4gvI z%Bw$UuPvy-Vf%9`&3u2c<0AenFI+9EinLhy(t@f+q|II5osI2C?Oi1N86`TYP88D< zv6Mi^-~xqdP5t(h8c6}#f)!hJf!%1Dt)E^EQ61+ClrJr|Itz|nZ%)%L6;{}@*VEIJ zjd{^jnrmBg2Q7V>g3IKfp_fSxMJ?SyD?~qPwFKOII)YHyqqeGQ8+iiMg~|l!u6a#+ zorwt=XVg;vkxkuId&o>eS!%-kOA}G9;^w>XM}wd6Jcc0AY?^72kBl8bB7^)km;7fP z0cJkEJ=SABcE&Y1t5g<+%6Cd8Sjd&UGT>(`C`2h0x2T=Q{RZ|^cp_P0p;bN()5&M@RXF0 znAXVV=*Q87J?sx^*j3jQLkdl@gxQ_e{iA{4P_xc_PbEadQo-F{CG<;|R0YQ?(@#=h zS6x8ZO<;~P@uFGE#U$G0*Z%Z&Nta%E*|u-GoT;IiaQt40$ne`$$)njzrZJsee+cT& z$O@$09I8W{n--NVfFZ-A&ha@GEHYeg34NZ_naiR=+c0S|g65m6SRnr3dID z7oC*9dlk2J>s*YFV9LqlGDNn1o9 zqg91HnZ-0jH%g>3aD~P$!ZZ=JV>)SHCwXfySi(KD@@Xt3ZXp;0iQI9oSjqdxv|UL37s^MDuO++}J~3j}7_eQfpX! z7-b*=^i4j3)D3t9Iw8pt8jee=^HmSoPtl@tE@=eQ-Q&QenE=`k1bJcB@lza)4^IJ2 zF%ssH(^4TKOi$6{%{(lBKRb~Ym|gPz?Bzq^7b={s>`8q| zV-hq@$4DD4*>HwYS-KUsTL)o;l!2!wl%MPO(XaU-yJvI!7nWRitCZcy@)qJ6KH5JS zco}#dv*qK6a|k3xG3v&FRAw(D_X|@h5YJb1Oi61=4q88N%h?R63~=+ZjVA1?8xYOaiedI- zia8e`Xu~qEj0bQu%a8Kf1zRY9K)^QvFNAorx!W|%687{aH+Qx&{1Y>-h*?wl%LjYW zz;8ne2s40oOU7S31cM&-Pgvd3Ti-2}j>yGdhBd9wrJu_pm{d z5IAs1qi(@H=`R^wW8?$c2tZFcDGHRp)Nf3_plh+;CTWF7A?u~rL62}WJ&Y^Mn{#6|~N`258L7m2pKmW$I7f2G0+r%+;Z> z;!A}TF!2h`SD!uN^q=<^z$t+Gt(SQ$AYL%s5i}oZ?Nj>GqHi0d<9oPpC#1VScpYdO z)XjpTa|tSA2CJ=@_jAPPhusl>)oNIURj6V&u4J9kDFE}g=!4{@1a(01*`_I&qG3k; zP**VQrMGdxq_Jxu(&0xUI5}{8QV5F2kX$h+S0w}-m3q=I+rk9y6Y;4kf~GXK4?70*3jNj)dBPMoW+1@$%dK z=usdDEJggs&-HzMrgwGT_~(`=o@-$nd9+9Sk z4L&_-`VA4@agCYu*V1FLEZDDhR7_3yD@klWLhZXJK*|^UB-gHO?h6O5h#tmpuT*%Y zp*yd{buj*%a!Ri7{WC|TNhVv0@N;Gs=KfLU->s|7n;uMevh|m~Y-C_oWF~MVm={L# z?qBA|6lp})ry|3`-E%tQ&#@v$tq(gz+ij^QZ;Xhp&sk0nx|vTNBE-}^C{yD9CHZkA*}l;@GQ$7X4`BhL~^^&_I|@%5wr;4<*JNZy6U=Hv*` z{LKRc(pPectH@TehbZW|Q5jKw_w#pzLwZ&Eksz+j0MnaGAD}CFiAN zF!H@ubidEzM9uj`JA@>kR1yVZsO>c4ZA1UaJD(H3r_CT}5IWDjFZK{*-uak8uSmns zp!g1cN^=wbmD7Ic-(MFvuQ^Pedg7gf^4+^J^xR>3ZONIfv_~;)uvlbwJnkE6Lu$o_ zV@&7C{0k-Wg24dwYo0tLSg)uz3YbSCOsis;NL$@E%`S(5YT-Rzs!)CI5J02t~md+K`j%aiOd3Z*Dv*5Zpb# z_WU-);|odBx$9D8-p#f!)84=xdFmr{@EOX%?yPnyl#!Npl2-aRs?go9H>oGUJJEPo z(PYS2HnfWbSsB1y`*uK`b3!vPTMX=otLQsgFxig53q=BMJ1Nc^ifB0&R92ehS^j;| zB~~CMe|awqiK4@8&anFp{Xqu`x(t{80NyRe>VLIYPPJFbhR}t^ zqSlAXCH$;D!~x+V9(a4dD8nE2+AQ}XlHmBmHNQw6x3?$vJ3WY2taMrn7!(HX&l&J@ zj^G~8w35{NNp*B^vPX%P(4w5G_K#{MA+w5oLEa)IL!QjH&vl5~4QclB;NR+;)YjOG z)jCJMFpdGAJq9Y_vV|Ne#X5b zq8hcgvi+ecPO}df#Lqf1e_^3wxt~Ks)>%Ou6~ec^8!bX^f5Z(Of4HLErIT<_ATMM! z@!s5(5JQ@^5bNXe$6Nhw> z6#X{t6$kjp0*FN>Tal$1ox@%&P zL5dTNhtKehI`k|Gn?lc^y5_%n;Yr+23q#YiuwxA2mI}FRSy!hEb^hu~ z^=m(`WAmM1KfWWSfyIa$I&nImbL&hM!{S^r?n?{xte2{O?`7L#uqpzi3U6rPW^Ku8 zT&v*&TmhPa&!|r{8;qLq>d(a=Kj!1kh0vCMgU1aC?AUY}DO^E?)P9-xk@g0QS|f!> znfWWWF11xQ$DPFn)Xnr8usC=1gyuAjynIZN{-*-GeGU8)svSq14mP#9p3SJ5wK5??2GYXlCzn#QVri63ET zyDOYOzXtM7Q11Z_uv_GpIC<)&t@4~)f9$FPi2j0U9ox#wSf=rlCUm#Y%?i~`iuLdu zZD@I)x7Cp6LC64p2lj8U6yF{`TJ^Ud*2CXHQWI~zGe-a8**thQf&HvDNXosQ3zlUx z_X_Lnq#!8)fuIDC*aiDH@9Yl(Of6vIp*Jyz#G<9xr-Doyl}tX$-NNT$YG;-9n+0S4FYjuSg_GjT@x9 zszHGDusU)1QIzmCD-Sukz9YT66({fDyn^~Syf~vjDFLEkiz6WDEd=RRpoIYg9@Iqj;`+0=9t)Bz}>h zDN>726H7KG&FkA#;BQoiex{DRQIC?Uae{uvD)!k-Km5&W3H{9WQ@3zK&`e-{Dp~(X zm5m=Q0#B7%5Ecb1Np>Idpr6k0UGk~JSC;8hghPXtz+*Krq6+NCxWfrQtp}jaCq-3= zD%|sf4{JHYS1UC!o#W~X!M27iNIjlm+U@Ylpqo>Y14TlxY0)ks6!?|nM~hyepYbVF z1axF#|073K0kzbB$lw3YKmWHdQLAFhJHjD3f2;$G_aj7U(e3~9$1C(H2RM6W(4u#& zI|5T~G zGLGOEf+Zj6+Fy^S!Cgv6dWX@E|B95l*ndUpFL3n!J5vAe!TAfeLkjoGFX!}D0#Q=pd`$I!gfeiofpG06w$4Vh``_MvxcSt-5-+uak&uJeyivPpd^_SuRKmDwD z3)g&`f9OQyI)9>!SLJ01W($`Gu(RJPHDlswu4lh^0B8TFe7;Pg*=A@MPtES8YHw>a zdZg;i(?EmaTH33A9Xd{n#%i}2yvo(fTN^I0)~<&9+N$O67FP8Tj;dYU`OdexwllC* zJ-_Bcfp`l}cimrONI-fIx^op;D|+%7-lzR#{9t{@ZJbuTFB-Z%8S|T-wB#)2fE-LUXlcaZD}Wf? zP;g761$2ctM1T^wseHe+|4ETf;?O}0&|60gyueG=;8fs*E~$kYQ5o}$@%#;4N(NSI zRv^fan1)){Nz~y#*esG!hjYZYq_-kF7Esw(MPNnFQFCA^+kK z{-G7G7JZmqCz#c*fHi0ZG4uj6Iv<=xjr|*1BX#)v@8A2k6hZYdO#Sab#_1k3J~0uT z0`_ElJ0SY}mAbUo=X~#&T&7ZmPM59ac7sf1?Qn6}=#DD`Fr4;{qnZE84`;Wfz z5;-iq%cHl3HfE^eb6~ry{uO>OgUI0>pgh&TMO4!0wjbFr68#nhaefx-a0qXG> z4(x;?l`LOV;I493xPa-q)GVVgB9GiwS%zgQ=)U&@8ono1i%`5JBsW`a!4&QGVv?%*Y^Oj7Y3i(RWn zW>5)Soa&(d&S)pSUMckoLb+rd%xtF)Rk3^1_jJDqX!6@=aorMROjUy zeR7_KHROm;IIcRsZS4+s7iy93^YUpaE9FosxM#tzy|eRX@4}(0qLAKroLQ8&+EcJ7 zghJ1Gv-a(UZC|=`5_6muL55t`OJrbiVH0bv*_rra_)$u%YkB zi!hq<6ceK?TyJP(44O(9?~at0)y zwwQ(7pN1x^bUVfR(vH_7I$@qe3axAS8v`w8Vf`~XjNJXZIyy@$oCUqSJX#FsOb&GU zqrE^OgXIm`o+9m3=7tqy7y$A^@Of_>8F@wQYxy{4LGZ?{>| zWxF-Eq{%^PZ@9PB<0%w}vo_a_m5ss^C;Hk(Jjg0*k{8|P74wG_w{b2ER;&LhKz=tM ztB4ZXTHPgzsu$YWHL)F?RBpv%I8ml<_H+q1eX4^?I)1ezk9KgagIpgUEcdf7-sNy| zvv%wjbuRQjZWjPSZ6q{+!!dmLpA>#+TQSS{%2Uw>>Do z2yM)G;m5<-%0Ft!Q8GX4ga2960sRdB4J#LPCI`({i7=t?b%hMf#)^-z$+JC+RRxO$ z3$>8~$Pk(+%LpnC;MoXXmbTZFi<~9BirLwaG?`swMNLak)DhG?nu~jiDC{!W-4e5G z?MCeig567Kr--DOPg?^D&0fEe$%^Kj*;Sy!_24|{=L!!gS15Cou#3<=p#BA=G%=6T zeYz#1+O`t`?F{pKUjR`z4=Z0K zDH8PffpO2$#7w07Bwa!6Tmm)C>Fx<_ZHc_!6PcbIiW8@EUG6%-ks?pwTO`$>t%Nay zMg|ovLCPnl)jmgWc=Z?fO$T4$&E-~!`5VITH)qKYJ9ry^u@~3^od8m~5~p|Ld%+?e zLx3rR*~U~sjHej1O_%d$Qdb%cQ+T@1T_4%mnziC$tMYi7nBhK05oXYG-%f&d3999c z$6|WvA%}5q{l>ieI~xP{L|jlQt&(rN|KaUA{c`;u*v&q)0j*BRUFq`-d{!eFw{d^; z$Uey)_;_9&c~TetQXu10Lb3zXd9|ezmx<4>aLrIu78@4&Rh;>n{A}L8C;zLuXQ@R$ zW8(_n*?Fy!kBn`7jyN%z>~yWAdyBmy9y{}Ndz(!$>Nw%hPL$|pN%?iO1OaK4IAb(1 zzFto|z`aLS$vPpB@D+qebuG3DX<~K)QM41)OzwpLQR-wnDlLHY8TPz8t`l9bh+W!t zg*0neXW2}`xG3p3m#^v9mx~}1= z;I^b8C9vfL=zF3o!e+dBzL~hEo|@o8&iuIk`BQ(D-$pck!99hVgw3MytABVs9j{hr zov|rT^}G*>E$l8BFdv@-E?(+GbYXO?Jx_>d*F~}lUjRAU zxBljc{$c0@@u}ztAqomjS7#|PCyB}5_50*A!!oU)6fJa(mq*xL+*nj%lK$g}#dL9d zP35|l8t7hB^tm?`M7=0!{tcd8bw|rL+Hi;4h;dWgQw@Q6N?l`~o^X69WqxqJcBQkZ zV3BFq(=(`9PO@r!7y^+QcGN_Ed*8adqh>SlCZEQOaS|`D;jsCrk0)^$4#{ZG`#?3= z2vmq{05J(GhLP8I5}pxm2;A#sO1dQq!$V$$5^d4=l`Py-OZ>ev16>yE|3qQ(9wvLJFK{TqdjvuMMs58WF zI~tEggoyHcA&Puu31dqqPOG(o#p8EBdeY74TDVebk=damYy7TF^pDk4f?KWdkPqN` z!>i!r`WJru3QwspT7*07sWh%LWMi@2P1O(>hDU;qrvFv}eP|RVk6*Rr5~JfjM7XE&CaS@;;K;I6&l>0hNugm;(EJ&B zn2S9Gi?jUGeeKzAlr06MHiX(xyEXevTO|*HGxzC9MOtG$-th43O6NywcMv;sQ_S)3 zXaT%WT967t-)1AYruV{A7hhprxp=N`sXR8~#{c4bX5P`AoaoHBJ$fM29(~iIP}X*I+M4shk z+Yl89?gc1QEp*=3Dq#KK;*48}jvFKC^LYG7jtZP5U>;jmRobJYx`)c|rLaIQQ{@7Ej$61-GFhY^S(O4mX`uB$-};}RW|jHCNWwF@ zGz8g72O0_7M~L5Q;z!18#UA1wjdjE5oCAaLQg|?{K>e&>v2)lI1c>4l9wj;=E@}BF zLjC==Avq;FB5WqAqkQt1a7s@EtPC)_a9YjO7(*5E6)_bg5U*y+%Z%aR)J+m}s+CyJ zhnw3A5Lf@?;n9L`{!ke)AlLKw727tJBTS;!Qw7$w|;lR${O2 z)&E^#B+2nT$k$8cn;{*)MQwh=pYYj_g2jh}=BAiC@%C-$bEMx`-}>ri-?}DHXyBVF z`y8Pt0bMC~0M%{8PXJZod3NS`n2_n(e-JX|zOgeum@bo^UO`?bfXu6_0xqggqkqdt zjTLhz97bsqiv}(V@a(RN(ZnpC)|pt`4|Wj4`%ZGo;FS=?+fHJBHfC7(uwVDpYdiyL z&;^70E>^T%s4=jVKs%px5_UH01eH2XOmeV~>iXY(xMKpw#UdUKpsRxabouV1_T4EnUyGrckPwsWxro4=p5^NsDq$vNVlq^ zY8x@7?6!Fno$I>e+XAc_-j=t|0+$G6nu~{5!FzrrlX1BUvgzYUq?qxYmY{wbHcLu^ z4guRlrduN*$8#Jo-2HqC7H1c}Br zO_0!=5hT*zr8(y6A0ox zN3z$`*(o{#=!m2J%*f@#Qp>{@^=}uvmL5%&d(Hjnblm`a%`V7-o8$Ho#bice@yTT! zd)-PE-G%lnTsXGuSWm& z4&#|;MK4Z1uMLL#*p3QR?Hb(&5fki<#)I;gi-R{Zv}ZmFGTL4KFk4iR2Ol6voas*8{JVHk;RH&d1bBp!ySWBB=@0hQ_O7 z_b$w)wuu-dvtd=Gy%%He6p>w!%tF^-{*3i{6!F(x_@3fecFXx*!z3%)V}5o`@Xf*` zZjX*yKdtp`ZfEi4yuf7t!WsoWGzhyR3fj?XT~)xn(rtK_SsAUa~s+yMD_RjgX5 zmsVZ#dZ<#qp1|}SV-}02xGND$$?bU?LdJu;d=>KQh?Ii?WC&`$l)=}iS2s~yW2ee~ zSXH@Cb;^dEkMTyWYBI~XQ*>XI@&?ueohX12ulWsvz+jOD0ldo=5HO=1&FjPYWh-N@ zban0G%OV;5iEq3?8n8cH50K24O?G#Db)DNi@_bB*nWTo*5DBORBr{TgCKg47YHy7 zCK=m*u3@=7s{E?P(&9cJF(qQuT9CU$YsRtz`t&<)Fl11Hq$jL1)Y-A1c*wWeoC$eY z3fT*-7qU=eV>-Q53SgfwOdRFS!h}q(oHy^Ir1XHF4b)x{$^pp+=2}^xthIR^qLzIp zWheNF-@Bf0yiQ4}U81_S1LZVFRnk|CHFTI*&<|zMSGd+!<$bCx`G_9_FL;1!aQRfb zQ>J^DbTy7qB&`46(zUDR#zib{kX-kbHpDh{IcAZSXV?#@cJX4fV^&YFfF`IvSi7Qk@Hh6ofP4+I*%jmZAd8QQ43Zf{=a+YC~xDbV1KAIAUgoA>?Q zRG?4@+~U#2=5-udv_)Vwjtmtg6dv~v@F27J6GwX1uZuro?~bvMhLxj3pZ^ wL{ zv_G!|Y1)r0%CmtYiO;kjMZwHJ5e5z>OM+|y(sB?qX9f2jgT`yEpXMy&0O5cE=(+IQ zqjAcLxuMPiF#yRAyvUr!KT7MUs2)^_Da$% zRVJiBWz3@T4Gee(fvnfbowTPVzii5yxAC3Z#q5{-+$D0a@gQkI_b^+K7DY@97#q8q zjAWJZ$)Mj1u=WGF5%0a|FywLT%d3Xbjwu3l@ z4V=t+E$3sH+GR35x?dep2~1>;+TW*IS@!F2%?2KTP0MHSrz8#KAe$6ML{J+*gs6c) zpX#W~w@0&N(MlCK@tn-DeAMLmsv&>1)CcjR&Emtl`b7q<zTBsKRxd8A5;dXd;(nX5h)u)!q{kqfi+^Xm;FR&-LfPixCXRRi}t~hL0in< zEMyYcT{S;A{)GgLqBvPTo&95My!|b|44C(dRr#W$v8z5W_pUYEN?u5J z7tofaqZF~enElS_;xhf?r^<%>NiUT&scZ)!L8vb3P^>K&v0Q07xLy=$Amx@kkY$ zdKBDr@^{`eU>j@CVFCxrA96`#x-#XO;BE?;$-2$BZ*$0AN3&yi5vm0@>LYhWPB~bh zaa{S4kejjVs&8|pRk=)pjiv?pwr0;Sp%?y4vhtL}YTHxZM{(5U8qnT`oxp{j)jl8` zhqcC_WEphNui_h~EP+;RIhP@QIS4H%aeQi`z^HYTvR`*5cg;ZcSW#ld(UazX-n7A1 zpreBGo5UU?26mD#K-A}}H7tD2Tf)tZ6y|o1r%U@TNbIc1vC6~Kmw(gghZ%Yky0fy6 z$%(Af0P$wwD!Vtl55bkDWI4Aj$hV-os|YB2fE#H zHNrsr?AjlOjBS`h6oo^YMx^93Uq7;DK@Tatv(EWiJiYX*Ol(>QrE=p*N#N9V%j&Ux)GGz$=bM)go1SISN`b#%KA?9QdY0&VpMerwX?{o z+>BQYhaR1H$z>tKiyryw+91+f`tNw_O|9rqxRl+ z_-i-*^!I3-tC|;jrWJsctfn=6?PoZfL4veOuJ44cln3N3RlFuT5pv-P@KQ>ZI1{1J z29PxKUnbNw-HjB4<%(yNw?wFWKbBOm@=BgY^ie1(Up5M~Lca3uulP|Q|ME2T4DZb( zgMhQw%rp=99Pi1g*ABcEqOF#45tY~a|2!wb+Av|m_4bkgqHCpH)y;W=uz-$P)bA0 z_-=06(=olCfkxXw^wj8!T!Pb)v`M~9v&v6p{ZBCkjjZs+|EtY zBI`bRLW7;dy={7;imjN}SC4uo*`@~hc6yM|AAYiy2H|V+k7KP2q1mWwz`IWq`e4t} zW_gFD-1ctoY;(@;y3kNCB1-B7+ldorD*P?&>ixaA@`FlfSFC-+U{AjhhMvwjk>aSc zFxbiT#XkL_x~yz%$JUz(eY;%0<`A~%PW7ao`wIQzCKrn=E>fqpKWe#Ad6T+e7(c9< z;|aqfGe?Jl|EIn0j)t=f_mzYg1e1tfhaea&N}|Vz9=&&>_m&vF4w9%*gJ@Br*XS(> zf(U}>M(>P1>bOI`?>qUHO=?|%1w%I_)fw!P2Z7@%+sP6`3OgEFky zP+Mf0L%*;ecf#3PC>xV?#$|qaY$};G|V4x5S8D2qGb#D|3 zj{VBqBxziBe0)DPW@C0{I3)wZ4%Wt79}V<6VqOU<2}KsL29M3L7xoww?sRG_&1f8= zM!MOH*rcVUwcNS=pPkWxFk^(&JtuFLW&8D8q_wcD!4Dg1N}o?X;zl1ix*;c2K}>>L zRP6mVHd<=b#aeN=KtAsIOSSs;{6OfbO<*QM-miTBf!LjJ($RS6&I>wgQ5ir0CSg2B zH3k@6`6bp|=UU`PxJE0;qDMp;TYUI%yuhnsq{OaiJ;Lr{RAn!5+h+lW2b%ZTt@+kC z`Om%pO-J+T9P1s@HIXI1!kmdXnK~uD7SByA-GuFUOS#XmYv%ct-nwXzyW~i>Jv69p zW0-0ink+d~thT%0Od)&($$z?_eqMQ@{<1C1FJhsCQ*fnY)Kr9Xxg!mD6IMpe5Z=&Q zunx}(g*sAgq*I3XJxs?q^^vSD@f8#xJ3x9yLdNU87Pb$wva&V^vy8@jBx^Mz?1Dor zwG7eP7rl+P8$UJDq&0)7-pF5lqR@D3=-A}m6l*9vM-A}@c1|1fjTttvZonsnN=J!4 z`8ogSs+|tl=bn*Di`qrOFHgIST2A`AqQcU}F4^OX&(eE8INW-b)YM6SIu8@tTq5doeyC6-NrOxI@G#q1e)Pqlf7J=30|2?fTKH?kRZA+l9H& zs4O2&YQvpJr-9Quf!z_eNvs4y)jux*U=#=Ai(rAC`n&>?>v68+YoyC1vuOE@t11#^s$h!OCBqq`68Qw5){vuQKE_ z{Guj)wS-h^6u4_YKQyVPfEU_KZU(bKkU#7L5?o~@T^XptK8U%f-jKmc-Y#R!UroGw z4?=e$Vb0WyDvoM$7urYBpN<+=>%!UN%|!$FOxqb`mO zqo9`ae!+{=%B;$fzV5-D4KzMUt9Y92cm&Y5`P-L9*NZNERtO$9E5s6=PuDPvd{=6jdPwG$4qS|uJ?M9H7+Ec(4C08BPhmKDo6nX{h_O29^!2)51 zIOGir8HCFy%Gf!aY{s3K%$_@nH zOmxfp!2d;*Yz`s;(tmidw>l$L6;dfKxvK6i9`tq~ekX8#`8elw&=M6oBcS*8yUH?M zqGQ+$-y?Y~*sVz4<8%5BXi8cQ@cP=W)9LX#xBsOF0Q3}~cWjJ^;1c^8bFwpErAeGA zpOd@G8I-%*^dAsK<3a%XKQb$**L+1Bv~{i6VO#1j66^;AXx~JmuX+Ol0Jd$%gn5&U z6^7*GH(liCj4&4mJF%RzH&~{0_U9m(9SIDnz$;fUWZ#4V>0kzr+wvv`I39zkQ-$B_ z8L~`8Wd>TZLF6OoPp5fj{t}Ol7zQMRWmZggLOH+xIM)}g{TGXsYu`Sgk zDAAiyUa66f0m1~BaLSBUhZxBi9Yj&WC(~J*=#P)TlV`GR;hMC5#s5R!a*z6W35)#? zem~7lh+BCqJJkCD2BN0kQ3z5J(^MwY`P=_N^HaBC`e50b>#qp@Jb(c{=lg=Uv-1<{ zKZiR_){n8R=wah?5&sf+L-Yyd;kqH!U3q(l>_j&s(Y%EBS3~hQpO7W_?6^SLQj0fe zS_THNNuN($xg>g%IT!|LlO$#69TWd_w$11Bx3lXL^9y9endT(zcv1{{*twLrCZ4Ys zjQ?`{>;8|DZnGx5sdaM{tw{A&m$V9IM&hycs->QTo=-*N{zDdEFY+Nw<*x4K+ga3% zdr|s4RTPWD9~~OW`V8T07DIXsoV4GANo$G#so)m++PIl9yGozg6C*QT=c_pX3*xyt zE4MEz3p~V`uJ{~xILSEE&al^}R6a2|T*C{xRwZ0qRLb!<@9n^Z7UsU|0`;-1;OL#f zulUyi_}huNAASY4O}rgQ*22_EFm0hHi+X8)vJUZF{kM)x`Qu~|?P376kLr+OGalL% zeiHKPeY4E@JDi^aZa~H~-ZD7nHIr#?o+`z$(vYZq{1;CAq3r5A-3JgRF|C6^?LT5O zh+jQf4D?(n@>Kb6|5gH0sf>l56W+#n7E?Wox${t5)V0|Ecj;C>Mh0 z?^Jk|DQ-ja%u)cEzX<=1uzWh$7dpcD;1JQ;*<1hW>5-RBna;ib??%r&Gm2y5&J~kC z867E)e~3J2T~kO8{VP*EWd(q^W+fOYN5Y(by?OK}vsuFU&2dZEkT*KXUPFEzj3Jp7 z9;YI0;hri)kFUMkUmXZBmI;xouRi-4xG#C-6W2CGLja;+9rw;W;Fz-mmFf=vWw>i9 z)tNC@2#aFyBIA1cn7_ts)Ch=u2sM4PI6T|i2mUM1_q#4 z1q+@MXW-s}8DD+5aaB@>aSKF-UeUiUDE#sia2vgpf*y&kUYm=<``^5wA^u|w4YA!{ zwWVkR|8qBYV1`(K!tf8$|3-}q=&4?odacZFeQW*!@d_1j;y+NCi@Jf<^KU4wYJvZO z;zq%rQ2c?TGS*+PUm+BL-d+FN2LIige@uHt;Q!LizrE(agzG_6k9d{y=Rx3>QO zIN4v-jQ<5x|KVh4pveFrEP{{Hj6=7|(HomC`S{(r_N<>ql1ze2G*33$722|HVql1+ zhqsHO&4|GTym=dffpG`+bowb%tiTRAbe*;usU>$^9ea+cLG|p@)QwOdf4!Z4=gjMB ze=PsM0-yk+4DG_d?SOIRjcDU2Up+-Pp%uA)if%&xTtB^T{rwc(bk2=&6)VQk)xh{~UsIj4GRwAgaegAx>+@M#OD@)1 z3Wf3_N-c5lV&u#=lkd$TAr&rW%3==t4{<$4&|F6-(OQLzE^DHwa7sLuM&;Rws>jJo z^PQgfnM3Fjr;?ZM^viOR>B^?bdAXF7GV9MRIQ~Lp-)M>J*<8G``n05(Tz7L&!J~a@ zW+>OClC~3vuE*~L!{*|tY>t)mr03DO!{U1d^T+1%+tHPiH; z5sl{`znYPMes1dJEUy+HXK^G{|K{b1h;NbQ^4oDp`_qSEMx#c%^xU!RKRTQj*NNuj zyt8The{>*(nw5N;9a((4cFM>uBb)oaUaOxNavJ?h7&x=PKCsM$u`LW#1XG8m;~hnc z;uLPETuey4KdKOGBcbN}@v-$*F>NG)d8@AbmLYYhi19``*H_}( z1zMh!bI&dhOtnVOJ)VqkjyMWNJWh#UEp(iF95E`!H?hp5$_1=G{VI6&1ll8B-YJoXNG$)%s%Ky^kF8gZJv_e$wKV4r&G*?Ra96d6x}M3N5H zsEzn>9*W4 z0Tme>PV~~hu<+!lKd5k9dsr6~itoL;(D(Qq|J>o(aBYiYaMQ8gVM^-`&k|{s{2T&P zB;TiGMbEv^9kq-WX{X=+L-jGD;y4)o0N}_V+HlT)&b#9CYF+4gv(}TODgEXUB(ANa zq;FKnx8{l5!DS{IHvqh=jT0@-nIUxvI*87klh19%(Ip(TePrp1;fHZebuQc|3ckUOE z6>g(OUfPy;9@TYB*YT_*d02F68z$U6x3vHkxpWn=K&?oe2y(2HE(CKsfdcOeNPKe6 zf=cvo!_IOeD(=ai@uz;L8=JL(ymv)J-^0ZC)4aC4W$&-iFX5Bt|TYaM} zt4A!|X7X9RVeh7a1rR(0_Usk!Jf4ZBhA0hNiWbPxjPI2frfq)nGGSl?@YjKB9m+>< zB}>xAGKv&yG^%8^HYUy2sGqE)Q7L4nO~vj%7_A62wuHQgBBH6#>b~&Q?h{Rn+3W2#y&gMu%u(m3a2Edkhr^jzGmphf>Q5wFU^$#X1jwxYcr?gZUuE)mjy2?Q z@d^OkSX%BVy6|)&wW}f@ryK1M;C-OrmG^GkoYRp47SS^Y*zsz%PkypYhPUxY+S%`W0@uSn+LkW5@X=(J%d#$W4z;n$(4Z&Nycu$O$h<#2^3fmVL z>*A`1Ui*#Q5OB8ZJx^(p&-gl_b^d$2X$>A*<9Ub&5z-)V>4%xsRqj_#%0RTVw9{ia3 ze5(zgg^=)QdjNboHEaR;hArJf0Q1xT=|Fn$JX8qV+%%(53!7F-2s<{&*!rJ<3z}k~ zr8;EFR$r0nC!H>{F#TEksCvT-NmxiOUe^6~gTUc{3{Dz;mfbKDie*5#d^n8C$H2RK zri6%S0d8Ng_NG4CGD*fdTCNhDw>i#{8-YVFOc~}vZk95}S20Tua=;epw3C6$Q$pF8 zH!xhvHj`Z|MM%#YE7AX|2;T9(tW6ltFEAi40=BIbZ&)#lZ1xrmNF+%Jmo+7@W>vyK|Ov$^oLi+-ad)&U{I~_DvggWss07wL!r%y5s7rgpY zsb|J{M4)coJ%B)k#&K#9^H|0fPu`VH=!Jhn}4umT>hK=bHt3nLs3ye@Bq79##Ao|iOX7@k&z6&F^k1B3X&@N20;M@L z3+C;|lkT6n2cUNq=K1BzBLXU1ofsGZM|t&4jn3z5m-bt+73oE$xjp(L0oA7QkPn5y zzl-_4S#nvh=_#S6VVWx}#N=iK)X;&vslBYz)%Qd(6zvvP(B=F}cu7R3G~a zVXXPRq)1N}r9wOfg1}T9lbI$77a+#0;C3&*SXJRCf$vhm86Q=gr&}|EMEOT=bX5@u z3ILAoteH{>wA({`cRHuAOx@gSb7y9%vwfAf4%3GXPhx_MV{ZxInJHd0Qx;zifloCJ z?zNpw&@O6DNY5x0s(`ExeEfF(;)29k@fkv`u*I0MTYtc~5Z7_KgK&Eg>g9L29#k{< zg@Xo$E%UN3zTRV|c~C3e^7b5mIHI?c|52TiC;bz*3h>7FmMrNC`PHlU;iDJeV|Ypw z?u8Y}g{`P2*4`uZ=Q9jE5rZjbsEmz-HXj_xg_&LHiKU=FlhJvlfWTdgkE4f1mXAn6 z33DwD!(NE3S*PERjQCX<CWyd~hf`tSoT*XH8JvT^@AQ3B}#nF|Dm`;KW0(==wg?!zyeUHiLlb#XfRK zOKuYsa?8ZWKll^ksBBgEMG=CWk`gz4t5@^#BNcN!6I5Ys1=dS~XhUu@rw}$0$&Fw- z%K;r)k42d|y|bY8r7npvh=#EBclu1r+isyddu$%lDYU1tXy*!@y7B8B!$mWDkDiW~ zzeOtfE=Pmky{Vx*Z?zMd@A2EYbR9%Z2# zts6`F*z=gHcovM3s9<{0Ktbt=;`>U6`^%~MpVqs-O04t;8pkiioYGI)qF;nR`mub@ zANmXkUOd)~8Q>;y>2Vy1O~PA%CsJVw5w$gXg~rige8GPJ`+*voy>NUmvyq@>alt%d zxhv!!gZ8+4kdjYxM!PdV6#+NQih7twqo$exJVvm5FkdA{U7X{@RlId7nw zx~V3Xphp{t^b(m6Lk;MnxDTP?Wd-t2^c_-tb+UAx+TL%`BGK#Zvee=vuy)w0N>fTZ z#I0}Cwo6STJaCV>hj}~VfbPHjm+$}N0F)`h+i+sF9)qfMnwRM~E9rhWp?DnT!p9Jb z`@F`Pt&+r0gW=7a2CEowa?oBu5Ty{eHpIa>dcry6F zh@NxFgWtlz!eKeG(&NcW+O0oim3X1aa##cpOWO!b6GJsAvhj(0?skjs;W&hLCp9m! zm)^PVOb26VDvocr$$2GMbK#~Ac`wWIY6v08EZ4W+bKT*~skReGVEf5Ji!LBV ztg86c!*sh}(jb^dj?2P@;Q@E%J*=7M*S*OEIEf}g(`LwLhO*K_k!+XZpef(Xz;lXb zAV*F7#OmdviycmPo*P%4jSq?n0M-I!2dkf2bO5E`$(xl`QtSwTi3@sf!Th)?-m#&H zr9RB7uKw?MK5b>C;^3#Pw+;jS7R8uhhcRQbAw(1g6q7wCkSD_P6YQh6>&kM6aU7Yh zMqq@0u+S_Vd~Q{i*Tw2r2~1n9BV9-B?y5K+LmpCci`{WCk<5R?Tl#lr_E(<@mWV{m zsLwkf@8e*Dl`3N68aWfOLHf14nZuO-s7G%*ZehF{K{G*lXwM=mo`d0HLTlTj^2P$HLEFp;4@fT1_P$YDyP}mtJ;#QMnBP)q22G#lC<@`m482%cBwk*-F1$97tQB4&pyY z`zaEHjz!2x+7{$LWqhh~+wh4cU@THxTL6GQOc{zn&m^Wx%epZz@cm?;iK}NX&$p(e zM-(@*Ov1l%wB=`XoifWqtFf!M??PI7@^E>UQa^hQ>R6(3ZPQydntn=NIvJ*?Mov2j z^zR2Vl%_W`en=9#&B6ZAMe16@S#B9yX4yvG+rQ!xH{5Mb1mk=h-~MXAX^#`U{fcIlT-E9m76mr7L1z|Eov3b0+Y_+DuqCD4!&ro*bl+~1A4j3qU1b242Ux#6%I(Gaw#K4h zFCpNG%Ej0@KiQbaMAs5YMZO>P*eSE{t6=c0YIg@$d$Zp&^>`D(TunOngXpEck;N%4FUjg_XPe@{0G#??@@{|oifD@jeNoaAm>W3oGQ!w!ih zRq!o&?a5bEz)qsCuc(ifG0J~*_5Gf-2sG{dk{OlxU{(iK3x&r_^DjJ z1UrB0=w|3f3L#=?Ojh#B9d(M; zdK`Ei`53E#wLL=pHTUEc#s+H(p6v+}$;+3lh#hs+CNNd)e#vGNXmJW-hoRI}t8xzt zX+d}By5EZ_fOs7xg@=osiNb0cc-6y8Jv}l`V*3t)AP-XrDita0)k+IDyD%5 zEZaHgiS9uh5sNvgw>C7MUy!hdRA$|F(7AS7i~&O0@QRP+h|}3Nl=>Ye5eN4i^z{7s z@~%W>3Cjq7@Xn{pk%GiAf!Dy!9=T$2i1wq$_=ZU?UL#e>tMduvkGab0eOiEq3Rbe) zyj5d_If0RD3mdPEqNyf3qJgK97HK_*8BExayJ$I&k9S+xZyRJ;x=dIJAGZ;I$gR$Z z87xOtJv-S{(i36iefyN=7-B^(w6!d(LMa2F+-8!N2HfgN9JKAOhx)kmYc{sMQ4!bZ z+s2Jkl=q>qk1{|bS)uTyuh^Td!(5*#KSlR03am$A_o7rn!|f85tx zm#~r!g(SzxZ&ReH`d9Zu_*aIoIuD{Z$F%??DmCm`NRO8+mSP_ig^qM^S zatG&5HG8{B+?HNYJp6=MmW^Q%WV)9_kLTR^0z1EqrSB9%W>r|0f$e(;f(7flTSx#T zWHXr^&RzC`^=MXn(K3M0sMtctewW4DGSfMt2E}=%jAw;=)p9oi<}6ukb$1kPrr2Qj$iB-zQxd#kc=-AJ zxNg)<6bzHP1xZnQ(ar;MV_1$$DI#QreNMfW-@nVWFF%FeT${-uHM1EB?4c4nZ|4*T zZQ2u>aH|4(<>K$u3AShfwrKoLMKurXs~4Ks{o3IGGG4x{8=37b(`{KQN~T`QploiD zYl6ZwF_t<%##CAzx#9D<-(9nNR^_$6(HDesJdA&gS#VIjP;&8AqRBhU_O3Y-su_ly5+5G>lsjaxt3^KNxTzR6`NrmZ9m#2&60)|DJqwiN`RFX4mG7j!Y}Uy=es7 zQ3r&BhE%}IW;P$3&+V~4v+R`!hwibT%^tsf z;N~!u1c}l$)ZXAHC28BMJxhfh%cb&gZhkWhHL@RJHy`eQ(xgg=lezeLS@O#aRA+Ns zXQ$S1Z+i4`mGLbIg2r_Y{FB3KqlyHZs0{*p{X5*l!xjD9vVd}GH_b>>3B0@G2K^1x zx#yT86j9}uMIItsO$o4EU_q0ja(UWg#kf6|{K!}Qoa))Yi3ZYA1DzfbFznM0)xGJX zQxPpv+B<`1TJ^?@nvh%)o2RRwt?f$F&Zi(jV{M%6Tbt4Vws(cUxsu&Ii+t9^6|$+V zZ^M+eWFkN&PPc+u*OumzcE0<>ZY7GFp&S!)%tO3D*+Zu2cJds zYg-g1=_g26$q!8+mCzB~YWt%s$MUe5a_h>t3v#9uS>f%D@M%dMVN5QJAZZ)XtZaaP z%zN_KNY85e`IIC-|C_S(r(=MX!@!mY7#L1Q91`k9d$S&&*G|4ZyPx!E3ny6O#Hv56 zz0alGAbv-UN7aEQq}RVB97>!^sAbB+9+%aNxs_SDw3^}R+O+~}I~e?wE$(5$PgydZ z)WQywT4U4KUJiLmCOWX;vX5#%G;*1iwLjOrIPtFR7*AQ%a;g>JPF|xb+5Bmx*^hq@ zK+4lhhJ}H#t--sV7*X1*gEQfrHzvT~xb|f7U0ey%H2der#o$+1ZM&7;XX@0hJGfoN zeMxc4gqEE-asRqfeXkyzzCa zwdcVjM-4UE0IpZuLsVhCsAQ#S5Kt=To>ELYpO#2}jf8=RPr0X1)b?eX1w|nK7-6g^MO}x+4M(I6mW^>h5}3KehsHvssA7M*uM} zGA;r9M-6+Aie8nnq5GvJ^xh+BZ7xCo>i#x>Yi#gp?x@5Gyj_Vndii@!gl_o%*Z*?_ qc3MQ9pko>X19)&*HI4s&k3SI&39vka + +# --- +# title: "CPU vs. GPU benchmark" +# format: gfm +# eval: false +# --- +# +# !!! tip +# +# To run the code from this article as a Python script: +# +# ```bash +# python3 examples/benchmark.py +# ``` +# +# Let's compare the topic model training speed on CPU vs. GPU. +# We will compare the training time under combinations of: +# +# - Number of documents (`n`). +# - Vocabulary size (`m`). +# - Number of topics (`k`). +# +# Experiment environment: +# +# - 1x NVIDIA GeForce RTX 4090 +# - 1x AMD Ryzen 9 7950X3D +# +# ## Conclusions +# +# - Training time grows linearly as number of documents (`n`) grows, on both CPU and GPU. +# - Similarly, training time grows as the number of topics (`k`) grows. +# - With `n` and `k` fixed and vocabulary size (`m`) grows, +# CPU time will grow linearly, while GPU time stays constant. +# For `m` larger than a certain threshold (1,000 to 5,000), +# training on GPU will be faster than CPU. +# +# ## Import + +# In[ ]: + + +import time +import torch +import pandas as pd +import matplotlib.pyplot as plt +from tinytopics.fit import fit_model +from tinytopics.utils import generate_synthetic_data, set_random_seed + + +# ## Basic setup +# +# Set seed for reproducibility + +# In[ ]: + + +set_random_seed(42) + + +# Define parameter grids + +# In[ ]: + + +n_values = [1000, 5000] # Number of documents +m_values = [500, 1000, 5000, 10000] # Vocabulary size +k_values = [10, 50, 100] # Number of topics +learning_rate = 0.01 +avg_doc_length = 256 * 256 + + +# Create a DataFrame to store benchmark results + +# In[ ]: + + +benchmark_results = pd.DataFrame() + + +def benchmark(X, k, device): + start_time = time.time() + model, losses = fit_model(X, k, learning_rate=learning_rate, device=device) + elapsed_time = time.time() - start_time + + return elapsed_time + + +# ## Run experiment +# +# Run the benchmarks + +# In[ ]: + + +for n in n_values: + for m in m_values: + for k in k_values: + print(f"Benchmarking for n={n}, m={m}, k={k}...") + + X, true_L, true_F = generate_synthetic_data( + n, m, k, avg_doc_length=avg_doc_length + ) + + # Benchmark on CPU + cpu_time = benchmark(X, k, torch.device("cpu")) + cpu_result = pd.DataFrame( + [{"n": n, "m": m, "k": k, "device": "CPU", "time": cpu_time}] + ) + + if not cpu_result.isna().all().any(): + benchmark_results = pd.concat( + [benchmark_results, cpu_result], ignore_index=True + ) + + # Benchmark on GPU if available + if torch.cuda.is_available(): + gpu_time = benchmark(X, k, torch.device("cuda")) + gpu_result = pd.DataFrame( + [{"n": n, "m": m, "k": k, "device": "GPU", "time": gpu_time}] + ) + + if not gpu_result.isna().all().any(): + benchmark_results = pd.concat( + [benchmark_results, gpu_result], ignore_index=True + ) + + +# Save results to a CSV file + +# In[ ]: + + +benchmark_results.to_csv("benchmark-results.csv", index=False) + + +# ## Results summary +# +# Plot m vs. time, conditioned on n, for each k. + +# In[ ]: + + +for k in k_values: + plt.figure(figsize=(12, 8), dpi=300) + + for n in n_values: + subset = benchmark_results[ + (benchmark_results["n"] == n) & (benchmark_results["k"] == k) + ] + + plt.plot( + subset[subset["device"] == "CPU"]["m"], + subset[subset["device"] == "CPU"]["time"], + label=f"CPU (n={n})", + linestyle="--", + marker="o", + ) + if torch.cuda.is_available(): + plt.plot( + subset[subset["device"] == "GPU"]["m"], + subset[subset["device"] == "GPU"]["time"], + label=f"GPU (n={n})", + linestyle="-", + marker="x", + ) + + plt.xlabel("Vocabulary Size (m)") + plt.ylabel("Training Time (seconds)") + plt.title(f"Training Time vs. Vocabulary Size (k={k})") + plt.legend() + plt.grid(True) + plt.savefig(f"training-time-k-{k}.png", dpi=300) + plt.close() + + +# ![](images/training-time-k-10.png) +# +# ![](images/training-time-k-50.png) +# +# ![](images/training-time-k-100.png) diff --git a/mkdocs.yml b/mkdocs.yml index 7e22a64..f204352 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -9,6 +9,7 @@ nav: - Home: index.md - Articles: - articles/get-started.md + - articles/benchmark.md - API Reference: - Fit: reference/fit.md - Models: reference/models.md